diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/exercice.ipynb
similarity index 100%
rename from module3/exo1/analyse-syndrome-grippal.ipynb
rename to module3/exo1/exercice.ipynb
diff --git a/module3/exo1/incidence-PAY-7_downloaded.csv b/module3/exo1/incidence-PAY-7_downloaded.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8784c98c4a26c28fb13c59a32e9ae1f0c342f10b
--- /dev/null
+++ b/module3/exo1/incidence-PAY-7_downloaded.csv
@@ -0,0 +1,1566 @@
+,"# @source=""réseau Sentinelles", INSERM, Sorbonne Université," http://www.sentiweb.fr"""," @meta={""period"":[199049",202047],"geo:[""PAY""",1],"geo_ref:""insee""","indicator:""7""","type:""all""",conf_int:true,compact:false}, @date=2020-12-02T21:38:30+01:00
+0,week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name,,,,
+1,202047,7,4983,2943,7023,8,5,11,FR,France,,,,
+2,202046,7,3752,1963,5541,6,3,9,FR,France,,,,
+3,202045,7,3696,2016,5376,6,3,9,FR,France,,,,
+4,202044,7,4391,2375,6407,7,4,10,FR,France,,,,
+5,202043,7,4376,2505,6247,7,4,10,FR,France,,,,
+6,202042,7,4000,1979,6021,6,3,9,FR,France,,,,
+7,202041,7,3961,2099,5823,6,3,9,FR,France,,,,
+8,202040,7,2078,675,3481,3,1,5,FR,France,,,,
+9,202039,7,1049,237,1861,2,1,3,FR,France,,,,
+10,202038,7,2253,782,3724,3,1,5,FR,France,,,,
+11,202037,7,1584,405,2763,2,0,4,FR,France,,,,
+12,202036,7,919,100,1738,1,0,2,FR,France,,,,
+13,202035,7,828,0,1694,1,0,2,FR,France,,,,
+14,202034,7,2272,371,4173,3,0,6,FR,France,,,,
+15,202033,7,1284,177,2391,2,0,4,FR,France,,,,
+16,202032,7,2650,689,4611,4,1,7,FR,France,,,,
+17,202031,7,1303,100,2506,2,0,4,FR,France,,,,
+18,202030,7,1385,75,2695,2,0,4,FR,France,,,,
+19,202029,7,841,10,1672,1,0,2,FR,France,,,,
+20,202028,7,728,0,1515,1,0,2,FR,France,,,,
+21,202027,7,986,149,1823,1,0,2,FR,France,,,,
+22,202026,7,694,0,1454,1,0,2,FR,France,,,,
+23,202025,7,228,0,597,0,0,1,FR,France,,,,
+24,202024,7,388,0,959,1,0,2,FR,France,,,,
+25,202023,7,558,1,1115,1,0,2,FR,France,,,,
+26,202022,7,277,0,633,0,0,1,FR,France,,,,
+27,202021,7,602,36,1168,1,0,2,FR,France,,,,
+28,202020,7,824,20,1628,1,0,2,FR,France,,,,
+29,202019,7,310,0,753,0,0,1,FR,France,,,,
+30,202018,7,849,98,1600,1,0,2,FR,France,,,,
+31,202017,7,272,0,658,0,0,1,FR,France,,,,
+32,202016,7,758,78,1438,1,0,2,FR,France,,,,
+33,202015,7,1918,675,3161,3,1,5,FR,France,,,,
+34,202014,7,3879,2227,5531,6,3,9,FR,France,,,,
+35,202013,7,7326,5236,9416,11,8,14,FR,France,,,,
+36,202012,7,8123,5790,10456,12,8,16,FR,France,,,,
+37,202011,7,10198,7568,12828,15,11,19,FR,France,,,,
+38,202010,7,9011,6691,11331,14,10,18,FR,France,,,,
+39,202009,7,13631,10544,16718,21,16,26,FR,France,,,,
+40,202008,7,10424,7708,13140,16,12,20,FR,France,,,,
+41,202007,7,8959,6574,11344,14,10,18,FR,France,,,,
+42,202006,7,9264,6925,11603,14,10,18,FR,France,,,,
+43,202005,7,8505,6314,10696,13,10,16,FR,France,,,,
+44,202004,7,7991,5831,10151,12,9,15,FR,France,,,,
+45,202003,7,5968,4100,7836,9,6,12,FR,France,,,,
+46,202002,7,6534,4530,8538,10,7,13,FR,France,,,,
+47,202001,7,9835,7019,12651,15,11,19,FR,France,,,,
+48,201952,7,7941,5246,10636,12,8,16,FR,France,,,,
+49,201951,7,5823,3675,7971,9,6,12,FR,France,,,,
+50,201950,7,6424,4276,8572,10,7,13,FR,France,,,,
+51,201949,7,6621,4540,8702,10,7,13,FR,France,,,,
+52,201948,7,5542,3383,7701,8,5,11,FR,France,,,,
+53,201947,7,7536,5058,10014,11,7,15,FR,France,,,,
+54,201946,7,2638,1316,3960,4,2,6,FR,France,,,,
+55,201945,7,4492,2615,6369,7,4,10,FR,France,,,,
+56,201944,7,5728,3627,7829,9,6,12,FR,France,,,,
+57,201943,7,4834,2751,6917,7,4,10,FR,France,,,,
+58,201942,7,6279,3989,8569,10,7,13,FR,France,,,,
+59,201941,7,4130,2030,6230,6,3,9,FR,France,,,,
+60,201940,7,4211,2218,6204,6,3,9,FR,France,,,,
+61,201939,7,3137,1310,4964,5,2,8,FR,France,,,,
+62,201938,7,3078,1416,4740,5,2,8,FR,France,,,,
+63,201937,7,970,162,1778,1,0,2,FR,France,,,,
+64,201936,7,1277,263,2291,2,0,4,FR,France,,,,
+65,201935,7,922,0,1857,1,0,2,FR,France,,,,
+66,201934,7,1997,605,3389,3,1,5,FR,France,,,,
+67,201933,7,3279,1103,5455,5,2,8,FR,France,,,,
+68,201932,7,3627,1576,5678,6,3,9,FR,France,,,,
+69,201931,7,7611,4605,10617,12,7,17,FR,France,,,,
+70,201930,7,8875,5629,12121,13,8,18,FR,France,,,,
+71,201929,7,10658,7151,14165,16,11,21,FR,France,,,,
+72,201928,7,11251,7604,14898,17,11,23,FR,France,,,,
+73,201927,7,16602,12349,20855,25,19,31,FR,France,,,,
+74,201926,7,18851,14491,23211,29,22,36,FR,France,,,,
+75,201925,7,18309,13972,22646,28,21,35,FR,France,,,,
+76,201924,7,13382,9659,17105,20,14,26,FR,France,,,,
+77,201923,7,19264,15027,23501,29,23,35,FR,France,,,,
+78,201922,7,16861,12783,20939,26,20,32,FR,France,,,,
+79,201921,7,17572,13140,22004,27,20,34,FR,France,,,,
+80,201920,7,16180,12310,20050,25,19,31,FR,France,,,,
+81,201919,7,16646,12721,20571,25,19,31,FR,France,,,,
+82,201918,7,13803,10159,17447,21,15,27,FR,France,,,,
+83,201917,7,15868,11815,19921,24,18,30,FR,France,,,,
+84,201916,7,17127,12815,21439,26,19,33,FR,France,,,,
+85,201915,7,21449,16525,26373,33,26,40,FR,France,,,,
+86,201914,7,16131,12254,20008,25,19,31,FR,France,,,,
+87,201913,7,17264,13409,21119,26,20,32,FR,France,,,,
+88,201912,7,14133,10499,17767,21,15,27,FR,France,,,,
+89,201911,7,12655,9528,15782,19,14,24,FR,France,,,,
+90,201910,7,14062,10547,17577,21,16,26,FR,France,,,,
+91,201909,7,13725,10221,17229,21,16,26,FR,France,,,,
+92,201908,7,17186,13156,21216,26,20,32,FR,France,,,,
+93,201907,7,10206,7388,13024,16,12,20,FR,France,,,,
+94,201906,7,13504,10402,16606,21,16,26,FR,France,,,,
+95,201905,7,12799,9843,15755,19,15,23,FR,France,,,,
+96,201904,7,11842,9041,14643,18,14,22,FR,France,,,,
+97,201903,7,8616,6114,11118,13,9,17,FR,France,,,,
+98,201902,7,12005,9035,14975,18,13,23,FR,France,,,,
+99,201901,7,15951,12224,19678,24,18,30,FR,France,,,,
+100,201852,7,16234,11915,20553,25,18,32,FR,France,,,,
+101,201851,7,16859,12787,20931,26,20,32,FR,France,,,,
+102,201850,7,11554,8405,14703,18,13,23,FR,France,,,,
+103,201849,7,12632,9322,15942,19,14,24,FR,France,,,,
+104,201848,7,8093,5509,10677,12,8,16,FR,France,,,,
+105,201847,7,8670,5920,11420,13,9,17,FR,France,,,,
+106,201846,7,7039,4453,9625,11,7,15,FR,France,,,,
+107,201845,7,7479,4820,10138,11,7,15,FR,France,,,,
+108,201844,7,7749,4931,10567,12,8,16,FR,France,,,,
+109,201843,7,8705,5414,11996,13,8,18,FR,France,,,,
+110,201842,7,4640,2523,6757,7,4,10,FR,France,,,,
+111,201841,7,2956,1207,4705,4,1,7,FR,France,,,,
+112,201840,7,3858,1827,5889,6,3,9,FR,France,,,,
+113,201839,7,2584,870,4298,4,1,7,FR,France,,,,
+114,201838,7,2401,761,4041,4,2,6,FR,France,,,,
+115,201837,7,1891,501,3281,3,1,5,FR,France,,,,
+116,201836,7,559,0,1335,1,0,2,FR,France,,,,
+117,201835,7,872,0,1916,1,0,3,FR,France,,,,
+118,201834,7,3736,1415,6057,6,2,10,FR,France,,,,
+119,201833,7,3803,1130,6476,6,2,10,FR,France,,,,
+120,201832,7,3225,1155,5295,5,2,8,FR,France,,,,
+121,201831,7,6610,3565,9655,10,5,15,FR,France,,,,
+122,201830,7,9338,5780,12896,14,9,19,FR,France,,,,
+123,201829,7,8513,5059,11967,13,8,18,FR,France,,,,
+124,201828,7,12115,7907,16323,18,12,24,FR,France,,,,
+125,201827,7,13975,9739,18211,21,15,27,FR,France,,,,
+126,201826,7,15317,11019,19615,23,16,30,FR,France,,,,
+127,201825,7,11282,7840,14724,17,12,22,FR,France,,,,
+128,201824,7,16554,12219,20889,25,18,32,FR,France,,,,
+129,201823,7,9511,6385,12637,14,9,19,FR,France,,,,
+130,201822,7,15972,11793,20151,24,18,30,FR,France,,,,
+131,201821,7,10909,7627,14191,17,12,22,FR,France,,,,
+132,201820,7,13417,9692,17142,20,14,26,FR,France,,,,
+133,201819,7,16718,12351,21085,25,18,32,FR,France,,,,
+134,201818,7,16120,11128,21112,25,17,33,FR,France,,,,
+135,201817,7,16154,11960,20348,25,19,31,FR,France,,,,
+136,201816,7,18341,13836,22846,28,21,35,FR,France,,,,
+137,201815,7,17946,13622,22270,27,20,34,FR,France,,,,
+138,201814,7,15036,10780,19292,23,17,29,FR,France,,,,
+139,201813,7,16373,12472,20274,25,19,31,FR,France,,,,
+140,201812,7,18819,14373,23265,29,22,36,FR,France,,,,
+141,201811,7,15478,11427,19529,24,18,30,FR,France,,,,
+142,201810,7,15753,11901,19605,24,18,30,FR,France,,,,
+143,201809,7,13217,9653,16781,20,15,25,FR,France,,,,
+144,201808,7,13390,9832,16948,20,15,25,FR,France,,,,
+145,201807,7,13453,10096,16810,20,15,25,FR,France,,,,
+146,201806,7,15491,11679,19303,24,18,30,FR,France,,,,
+147,201805,7,15078,11374,18782,23,17,29,FR,France,,,,
+148,201804,7,14562,10973,18151,22,17,27,FR,France,,,,
+149,201803,7,7972,5473,10471,12,8,16,FR,France,,,,
+150,201802,7,10976,7974,13978,17,12,22,FR,France,,,,
+151,201801,7,11471,8430,14512,17,12,22,FR,France,,,,
+152,201752,7,11120,7732,14508,17,12,22,FR,France,,,,
+153,201751,7,8055,5279,10831,12,8,16,FR,France,,,,
+154,201750,7,10095,7184,13006,15,11,19,FR,France,,,,
+155,201749,7,11214,8103,14325,17,12,22,FR,France,,,,
+156,201748,7,8686,5706,11666,13,8,18,FR,France,,,,
+157,201747,7,8741,5969,11513,13,9,17,FR,France,,,,
+158,201746,7,5708,3483,7933,9,6,12,FR,France,,,,
+159,201745,7,4902,2777,7027,8,5,11,FR,France,,,,
+160,201744,7,5645,3125,8165,9,5,13,FR,France,,,,
+161,201743,7,6892,3966,9818,11,7,15,FR,France,,,,
+162,201742,7,4490,2218,6762,7,4,10,FR,France,,,,
+163,201741,7,2516,1110,3922,4,2,6,FR,France,,,,
+164,201740,7,4902,2504,7300,8,4,12,FR,France,,,,
+165,201739,7,2901,917,4885,4,1,7,FR,France,,,,
+166,201738,7,2138,736,3540,3,1,5,FR,France,,,,
+167,201737,7,2360,700,4020,4,1,7,FR,France,,,,
+168,201736,7,1903,450,3356,3,1,5,FR,France,,,,
+169,201735,7,3419,1409,5429,5,2,8,FR,France,,,,
+170,201734,7,3886,1559,6213,6,2,10,FR,France,,,,
+171,201733,7,3133,829,5437,5,1,9,FR,France,,,,
+172,201732,7,4194,1599,6789,6,2,10,FR,France,,,,
+173,201731,7,7130,3572,10688,11,6,16,FR,France,,,,
+174,201730,7,7368,3708,11028,11,5,17,FR,France,,,,
+175,201729,7,15320,10560,20080,24,17,31,FR,France,,,,
+176,201728,7,14764,9589,19939,23,15,31,FR,France,,,,
+177,201727,7,12000,7980,16020,18,12,24,FR,France,,,,
+178,201726,7,11914,8364,15464,18,13,23,FR,France,,,,
+179,201725,7,16264,12303,20225,25,19,31,FR,France,,,,
+180,201724,7,16473,12221,20725,25,18,32,FR,France,,,,
+181,201723,7,15607,11196,20018,24,17,31,FR,France,,,,
+182,201722,7,19102,14187,24017,29,21,37,FR,France,,,,
+183,201721,7,21160,15647,26673,32,24,40,FR,France,,,,
+184,201720,7,19412,14439,24385,30,22,38,FR,France,,,,
+185,201719,7,20724,15468,25980,32,24,40,FR,France,,,,
+186,201718,7,14497,10154,18840,22,15,29,FR,France,,,,
+187,201717,7,17548,12284,22812,27,19,35,FR,France,,,,
+188,201716,7,14963,10491,19435,23,16,30,FR,France,,,,
+189,201715,7,16400,11762,21038,25,18,32,FR,France,,,,
+190,201714,7,18892,13332,24452,29,20,38,FR,France,,,,
+191,201713,7,21702,16488,26916,33,25,41,FR,France,,,,
+192,201712,7,18534,14161,22907,28,21,35,FR,France,,,,
+193,201711,7,18361,12709,24013,28,19,37,FR,France,,,,
+194,201710,7,10218,6896,13540,16,11,21,FR,France,,,,
+195,201709,7,12248,8571,15925,19,13,25,FR,France,,,,
+196,201708,7,14721,10712,18730,23,17,29,FR,France,,,,
+197,201707,7,10991,7538,14444,17,12,22,FR,France,,,,
+198,201706,7,9627,6502,12752,15,10,20,FR,France,,,,
+199,201705,7,8885,6064,11706,14,10,18,FR,France,,,,
+200,201704,7,9227,6249,12205,14,9,19,FR,France,,,,
+201,201703,7,8791,6072,11510,13,9,17,FR,France,,,,
+202,201702,7,9034,6097,11971,14,9,19,FR,France,,,,
+203,201701,7,7803,5142,10464,12,8,16,FR,France,,,,
+204,201652,7,7665,4768,10562,12,8,16,FR,France,,,,
+205,201651,7,9916,5966,13866,15,9,21,FR,France,,,,
+206,201650,7,8866,5849,11883,14,9,19,FR,France,,,,
+207,201649,7,7919,5039,10799,12,8,16,FR,France,,,,
+208,201648,7,6906,4242,9570,11,7,15,FR,France,,,,
+209,201647,7,6877,4083,9671,11,7,15,FR,France,,,,
+210,201646,7,4683,2458,6908,7,4,10,FR,France,,,,
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+216,201640,7,5023,2267,7779,8,4,12,FR,France,,,,
+217,201639,7,2437,595,4279,4,1,7,FR,France,,,,
+218,201638,7,2550,0,5121,4,0,8,FR,France,,,,
+219,201637,7,3031,501,5561,5,1,9,FR,France,,,,
+220,201636,7,1621,33,3209,2,0,4,FR,France,,,,
+221,201635,7,1554,38,3070,2,0,4,FR,France,,,,
+222,201634,7,3089,711,5467,5,1,9,FR,France,,,,
+223,201633,7,3373,671,6075,5,1,9,FR,France,,,,
+224,201632,7,4670,936,8404,7,1,13,FR,France,,,,
+225,201631,7,13619,5986,21252,21,9,33,FR,France,,,,
+226,201630,7,14149,8423,19875,22,13,31,FR,France,,,,
+227,201629,7,15769,9829,21709,24,15,33,FR,France,,,,
+228,201628,7,19968,12709,27227,31,20,42,FR,France,,,,
+229,201627,7,23790,16940,30640,37,26,48,FR,France,,,,
+230,201626,7,26083,19873,32293,40,30,50,FR,France,,,,
+231,201625,7,19250,13742,24758,30,22,38,FR,France,,,,
+232,201624,7,16465,11779,21151,25,18,32,FR,France,,,,
+233,201623,7,21642,16030,27254,33,24,42,FR,France,,,,
+234,201622,7,21913,16307,27519,34,25,43,FR,France,,,,
+235,201621,7,22707,16878,28536,35,26,44,FR,France,,,,
+236,201620,7,20389,14741,26037,31,22,40,FR,France,,,,
+237,201619,7,19685,14453,24917,30,22,38,FR,France,,,,
+238,201618,7,19785,14138,25432,30,21,39,FR,France,,,,
+239,201617,7,20489,14781,26197,31,22,40,FR,France,,,,
+240,201616,7,23848,18353,29343,37,29,45,FR,France,,,,
+241,201615,7,30982,24510,37454,48,38,58,FR,France,,,,
+242,201614,7,30996,24507,37485,48,38,58,FR,France,,,,
+243,201613,7,20260,15476,25044,31,24,38,FR,France,,,,
+244,201612,7,19129,14501,23757,29,22,36,FR,France,,,,
+245,201611,7,16660,12252,21068,26,19,33,FR,France,,,,
+246,201610,7,16812,12677,20947,26,20,32,FR,France,,,,
+247,201609,7,18118,13735,22501,28,21,35,FR,France,,,,
+248,201608,7,17557,13397,21717,27,21,33,FR,France,,,,
+249,201607,7,22222,17422,27022,34,27,41,FR,France,,,,
+250,201606,7,24486,19563,29409,38,30,46,FR,France,,,,
+251,201605,7,20906,16470,25342,32,25,39,FR,France,,,,
+252,201604,7,17717,13394,22040,27,20,34,FR,France,,,,
+253,201603,7,17146,13088,21204,26,20,32,FR,France,,,,
+254,201602,7,9960,6845,13075,15,10,20,FR,France,,,,
+255,201601,7,16221,12114,20328,25,19,31,FR,France,,,,
+256,201553,7,14386,10110,18662,22,15,29,FR,France,,,,
+257,201552,7,12550,8407,16693,19,13,25,FR,France,,,,
+258,201551,7,16168,11913,20423,25,18,32,FR,France,,,,
+259,201550,7,14600,10277,18923,23,16,30,FR,France,,,,
+260,201549,7,10580,7148,14012,16,11,21,FR,France,,,,
+261,201548,7,6694,3816,9572,10,6,14,FR,France,,,,
+262,201547,7,7224,4543,9905,11,7,15,FR,France,,,,
+263,201546,7,6377,3768,8986,10,6,14,FR,France,,,,
+264,201545,7,7838,4650,11026,12,7,17,FR,France,,,,
+265,201544,7,10638,7012,14264,16,10,22,FR,France,,,,
+266,201543,7,8228,4766,11690,13,8,18,FR,France,,,,
+267,201542,7,6730,3669,9791,10,5,15,FR,France,,,,
+268,201541,7,8455,5347,11563,13,8,18,FR,France,,,,
+269,201540,7,6242,3556,8928,10,6,14,FR,France,,,,
+270,201539,7,5142,2663,7621,8,4,12,FR,France,,,,
+271,201538,7,4845,2170,7520,8,4,12,FR,France,,,,
+272,201537,7,1710,315,3105,3,1,5,FR,France,,,,
+273,201536,7,3852,1413,6291,6,2,10,FR,France,,,,
+274,201535,7,3158,1104,5212,5,2,8,FR,France,,,,
+275,201534,7,6626,2734,10518,10,4,16,FR,France,,,,
+276,201533,7,3005,815,5195,5,2,8,FR,France,,,,
+277,201532,7,4592,1514,7670,7,2,12,FR,France,,,,
+278,201531,7,5901,2320,9482,9,3,15,FR,France,,,,
+279,201530,7,11437,6572,16302,18,10,26,FR,France,,,,
+280,201529,7,16251,10104,22398,25,15,35,FR,France,,,,
+281,201528,7,19181,12819,25543,30,20,40,FR,France,,,,
+282,201527,7,20526,14918,26134,32,23,41,FR,France,,,,
+283,201526,7,20491,15043,25939,32,24,40,FR,France,,,,
+284,201525,7,18253,13349,23157,28,20,36,FR,France,,,,
+285,201524,7,20522,15347,25697,32,24,40,FR,France,,,,
+286,201523,7,22298,16988,27608,35,27,43,FR,France,,,,
+287,201522,7,16681,11603,21759,26,18,34,FR,France,,,,
+288,201521,7,19208,13976,24440,30,22,38,FR,France,,,,
+289,201520,7,15791,10998,20584,24,17,31,FR,France,,,,
+290,201519,7,17661,12845,22477,27,20,34,FR,France,,,,
+291,201518,7,18126,13142,23110,28,20,36,FR,France,,,,
+292,201517,7,22059,16386,27732,34,25,43,FR,France,,,,
+293,201516,7,22837,17103,28571,35,26,44,FR,France,,,,
+294,201515,7,20116,14743,25489,31,23,39,FR,France,,,,
+295,201514,7,19969,14683,25255,31,23,39,FR,France,,,,
+296,201513,7,14076,10028,18124,22,16,28,FR,France,,,,
+297,201512,7,13120,9230,17010,20,14,26,FR,France,,,,
+298,201511,7,12073,8302,15844,19,13,25,FR,France,,,,
+299,201510,7,11340,7811,14869,18,13,23,FR,France,,,,
+300,201509,7,9509,6202,12816,15,10,20,FR,France,,,,
+301,201508,7,10045,6921,13169,16,11,21,FR,France,,,,
+302,201507,7,13810,9930,17690,21,15,27,FR,France,,,,
+303,201506,7,14586,10675,18497,23,17,29,FR,France,,,,
+304,201505,7,8379,5519,11239,13,9,17,FR,France,,,,
+305,201504,7,12373,8955,15791,19,14,24,FR,France,,,,
+306,201503,7,8408,5545,11271,13,9,17,FR,France,,,,
+307,201502,7,9656,6569,12743,15,10,20,FR,France,,,,
+308,201501,7,15419,10638,20200,24,17,31,FR,France,,,,
+309,201452,7,12109,7254,16964,19,11,27,FR,France,,,,
+310,201451,7,13237,9282,17192,21,15,27,FR,France,,,,
+311,201450,7,12272,8434,16110,19,13,25,FR,France,,,,
+312,201449,7,6652,4023,9281,10,6,14,FR,France,,,,
+313,201448,7,3785,1414,6156,6,2,10,FR,France,,,,
+314,201447,7,4213,2058,6368,7,4,10,FR,France,,,,
+315,201446,7,2638,808,4468,4,1,7,FR,France,,,,
+316,201445,7,5138,2609,7667,8,4,12,FR,France,,,,
+317,201444,7,7639,4394,10884,12,7,17,FR,France,,,,
+318,201443,7,9721,6051,13391,15,9,21,FR,France,,,,
+319,201442,7,7702,4827,10577,12,8,16,FR,France,,,,
+320,201441,7,7853,4576,11130,12,7,17,FR,France,,,,
+321,201440,7,5643,2875,8411,9,5,13,FR,France,,,,
+322,201439,7,3067,959,5175,5,2,8,FR,France,,,,
+323,201438,7,1431,130,2732,2,0,4,FR,France,,,,
+324,201437,7,1034,0,2338,2,0,4,FR,France,,,,
+325,201436,7,2765,707,4823,4,1,7,FR,France,,,,
+326,201435,7,3052,734,5370,5,1,9,FR,France,,,,
+327,201434,7,6443,1010,11876,10,2,18,FR,France,,,,
+328,201433,7,5893,1698,10088,9,2,16,FR,France,,,,
+329,201432,7,5574,1636,9512,9,3,15,FR,France,,,,
+330,201431,7,11224,5825,16623,17,9,25,FR,France,,,,
+331,201430,7,13856,7742,19970,22,12,32,FR,France,,,,
+332,201429,7,13818,8249,19387,22,13,31,FR,France,,,,
+333,201428,7,14452,8576,20328,23,14,32,FR,France,,,,
+334,201427,7,10934,6552,15316,17,10,24,FR,France,,,,
+335,201426,7,13972,9090,18854,22,14,30,FR,France,,,,
+336,201425,7,15684,10131,21237,24,15,33,FR,France,,,,
+337,201424,7,21981,15632,28330,34,24,44,FR,France,,,,
+338,201423,7,24015,16956,31074,37,26,48,FR,France,,,,
+339,201422,7,19748,13406,26090,31,21,41,FR,France,,,,
+340,201421,7,18296,12087,24505,28,18,38,FR,France,,,,
+341,201420,7,17693,11979,23407,28,19,37,FR,France,,,,
+342,201419,7,18515,12667,24363,29,20,38,FR,France,,,,
+343,201418,7,22172,15443,28901,35,25,45,FR,France,,,,
+344,201417,7,22727,16224,29230,35,25,45,FR,France,,,,
+345,201416,7,17010,11590,22430,26,18,34,FR,France,,,,
+346,201415,7,20239,14242,26236,32,23,41,FR,France,,,,
+347,201414,7,17565,12341,22789,27,19,35,FR,France,,,,
+348,201413,7,17723,12128,23318,28,19,37,FR,France,,,,
+349,201412,7,14097,9068,19126,22,14,30,FR,France,,,,
+350,201411,7,15073,10122,20024,23,15,31,FR,France,,,,
+351,201410,7,16941,11407,22475,26,17,35,FR,France,,,,
+352,201409,7,15621,10397,20845,24,16,32,FR,France,,,,
+353,201408,7,19870,14111,25629,31,22,40,FR,France,,,,
+354,201407,7,15327,10359,20295,24,16,32,FR,France,,,,
+355,201406,7,16534,11424,21644,26,18,34,FR,France,,,,
+356,201405,7,12071,7897,16245,19,12,26,FR,France,,,,
+357,201404,7,15767,10826,20708,25,17,33,FR,France,,,,
+358,201403,7,12852,8190,17514,20,13,27,FR,France,,,,
+359,201402,7,12465,7896,17034,19,12,26,FR,France,,,,
+360,201401,7,22504,15572,29436,35,24,46,FR,France,,,,
+361,201352,7,13843,8314,19372,22,13,31,FR,France,,,,
+362,201351,7,12787,7843,17731,20,12,28,FR,France,,,,
+363,201350,7,11421,7184,15658,18,11,25,FR,France,,,,
+364,201349,7,10146,6171,14121,16,10,22,FR,France,,,,
+365,201348,7,6708,3361,10055,11,6,16,FR,France,,,,
+366,201347,7,9940,5667,14213,16,9,23,FR,France,,,,
+367,201346,7,5110,2148,8072,8,3,13,FR,France,,,,
+368,201345,7,7669,3726,11612,12,6,18,FR,France,,,,
+369,201344,7,10655,5983,15327,17,10,24,FR,France,,,,
+370,201343,7,8192,3927,12457,13,6,20,FR,France,,,,
+371,201342,7,12324,7315,17333,19,11,27,FR,France,,,,
+372,201341,7,9487,5101,13873,15,8,22,FR,France,,,,
+373,201340,7,4114,1452,6776,6,2,10,FR,France,,,,
+374,201339,7,5037,1810,8264,8,3,13,FR,France,,,,
+375,201338,7,4449,1499,7399,7,2,12,FR,France,,,,
+376,201337,7,5212,1954,8470,8,3,13,FR,France,,,,
+377,201336,7,3481,606,6356,5,0,10,FR,France,,,,
+378,201335,7,3486,281,6691,5,0,10,FR,France,,,,
+379,201334,7,3994,670,7318,6,1,11,FR,France,,,,
+380,201333,7,3758,372,7144,6,1,11,FR,France,,,,
+381,201332,7,2986,635,5337,5,1,9,FR,France,,,,
+382,201331,7,9137,3957,14317,14,6,22,FR,France,,,,
+383,201330,7,13810,6870,20750,22,11,33,FR,France,,,,
+384,201329,7,12278,6878,17678,19,11,27,FR,France,,,,
+385,201328,7,17146,10622,23670,27,17,37,FR,France,,,,
+386,201327,7,13859,8697,19021,22,14,30,FR,France,,,,
+387,201326,7,17956,11585,24327,28,18,38,FR,France,,,,
+388,201325,7,24609,17743,31475,39,28,50,FR,France,,,,
+389,201324,7,23981,17469,30493,38,28,48,FR,France,,,,
+390,201323,7,15848,10235,21461,25,16,34,FR,France,,,,
+391,201322,7,12528,7759,17297,20,13,27,FR,France,,,,
+392,201321,7,10637,6458,14816,17,10,24,FR,France,,,,
+393,201320,7,12435,7726,17144,19,12,26,FR,France,,,,
+394,201319,7,14230,8491,19969,22,13,31,FR,France,,,,
+395,201318,7,17735,11898,23572,28,19,37,FR,France,,,,
+396,201317,7,25213,18328,32098,39,28,50,FR,France,,,,
+397,201316,7,23918,16084,31752,37,25,49,FR,France,,,,
+398,201315,7,15307,10483,20131,24,16,32,FR,France,,,,
+399,201314,7,19302,13484,25120,30,21,39,FR,France,,,,
+400,201313,7,18224,11953,24495,29,19,39,FR,France,,,,
+401,201312,7,17413,11819,23007,27,18,36,FR,France,,,,
+402,201311,7,16229,10756,21702,25,16,34,FR,France,,,,
+403,201310,7,16515,10966,22064,26,17,35,FR,France,,,,
+404,201309,7,16338,11305,21371,26,18,34,FR,France,,,,
+405,201308,7,17915,12458,23372,28,19,37,FR,France,,,,
+406,201307,7,12245,7795,16695,19,12,26,FR,France,,,,
+407,201306,7,13305,8249,18361,21,13,29,FR,France,,,,
+408,201305,7,11184,6677,15691,18,11,25,FR,France,,,,
+409,201304,7,16505,11326,21684,26,18,34,FR,France,,,,
+410,201303,7,10434,6735,14133,16,10,22,FR,France,,,,
+411,201302,7,14746,9924,19568,23,15,31,FR,France,,,,
+412,201301,7,22537,16290,28784,35,25,45,FR,France,,,,
+413,201252,7,14682,9011,20353,23,14,32,FR,France,,,,
+414,201251,7,15811,10483,21139,25,17,33,FR,France,,,,
+415,201250,7,19840,13797,25883,31,21,41,FR,France,,,,
+416,201249,7,11967,7591,16343,19,12,26,FR,France,,,,
+417,201248,7,12897,8376,17418,20,13,27,FR,France,,,,
+418,201247,7,11934,7042,16826,19,11,27,FR,France,,,,
+419,201246,7,10741,6201,15281,17,10,24,FR,France,,,,
+420,201245,7,20339,12476,28202,32,20,44,FR,France,,,,
+421,201244,7,8472,4834,12110,13,7,19,FR,France,,,,
+422,201243,7,11375,7120,15630,18,11,25,FR,France,,,,
+423,201242,7,11450,6987,15913,18,11,25,FR,France,,,,
+424,201241,7,8700,4885,12515,14,8,20,FR,France,,,,
+425,201240,7,9175,5327,13023,14,8,20,FR,France,,,,
+426,201239,7,4058,1438,6678,6,2,10,FR,France,,,,
+427,201238,7,2684,621,4747,4,1,7,FR,France,,,,
+428,201237,7,2505,0,5339,4,0,8,FR,France,,,,
+429,201236,7,3930,291,7569,6,0,12,FR,France,,,,
+430,201235,7,3515,884,6146,6,2,10,FR,France,,,,
+431,201234,7,5663,2195,9131,9,4,14,FR,France,,,,
+432,201233,7,7969,3171,12767,13,5,21,FR,France,,,,
+433,201232,7,9206,2073,16339,14,3,25,FR,France,,,,
+434,201231,7,7579,3540,11618,12,6,18,FR,France,,,,
+435,201230,7,11253,5812,16694,18,9,27,FR,France,,,,
+436,201229,7,20711,13977,27445,33,22,44,FR,France,,,,
+437,201228,7,16966,9789,24143,27,16,38,FR,France,,,,
+438,201227,7,17733,11174,24292,28,18,38,FR,France,,,,
+439,201226,7,20974,13153,28795,33,21,45,FR,France,,,,
+440,201225,7,25480,17130,33830,40,27,53,FR,France,,,,
+441,201224,7,17872,11690,24054,28,18,38,FR,France,,,,
+442,201223,7,22034,15327,28741,35,24,46,FR,France,,,,
+443,201222,7,18774,11901,25647,30,19,41,FR,France,,,,
+444,201221,7,18515,9501,27529,29,15,43,FR,France,,,,
+445,201220,7,17026,9608,24444,27,15,39,FR,France,,,,
+446,201219,7,13599,8726,18472,21,13,29,FR,France,,,,
+447,201218,7,16482,10836,22128,26,17,35,FR,France,,,,
+448,201217,7,18041,12040,24042,28,19,37,FR,France,,,,
+449,201216,7,16251,10239,22263,26,17,35,FR,France,,,,
+450,201215,7,10203,5281,15125,16,8,24,FR,France,,,,
+451,201214,7,7426,3526,11326,12,6,18,FR,France,,,,
+452,201213,7,12507,5913,19101,20,10,30,FR,France,,,,
+453,201212,7,12006,6344,17668,19,10,28,FR,France,,,,
+454,201211,7,11997,7398,16596,19,12,26,FR,France,,,,
+455,201210,7,15569,9700,21438,25,16,34,FR,France,,,,
+456,201209,7,18085,12427,23743,28,19,37,FR,France,,,,
+457,201208,7,13515,8822,18208,21,14,28,FR,France,,,,
+458,201207,7,12594,7774,17414,20,12,28,FR,France,,,,
+459,201206,7,15273,9953,20593,24,16,32,FR,France,,,,
+460,201205,7,12192,7305,17079,19,11,27,FR,France,,,,
+461,201204,7,10248,4996,15500,16,8,24,FR,France,,,,
+462,201203,7,11474,6843,16105,18,11,25,FR,France,,,,
+463,201202,7,13651,8191,19111,21,12,30,FR,France,,,,
+464,201201,7,14028,9063,18993,22,14,30,FR,France,,,,
+465,201152,7,21306,14321,28291,34,23,45,FR,France,,,,
+466,201151,7,14945,8910,20980,24,14,34,FR,France,,,,
+467,201150,7,10051,5417,14685,16,9,23,FR,France,,,,
+468,201149,7,10075,5049,15101,16,8,24,FR,France,,,,
+469,201148,7,9018,5083,12953,14,8,20,FR,France,,,,
+470,201147,7,10055,4853,15257,16,8,24,FR,France,,,,
+471,201146,7,7721,3993,11449,12,6,18,FR,France,,,,
+472,201145,7,5764,1962,9566,9,3,15,FR,France,,,,
+473,201144,7,6178,2704,9652,10,5,15,FR,France,,,,
+474,201143,7,6168,2653,9683,10,4,16,FR,France,,,,
+475,201142,7,6713,3036,10390,11,5,17,FR,France,,,,
+476,201141,7,4184,1543,6825,7,3,11,FR,France,,,,
+477,201140,7,3114,618,5610,5,1,9,FR,France,,,,
+478,201139,7,2504,414,4594,4,1,7,FR,France,,,,
+479,201138,7,3386,585,6187,5,1,9,FR,France,,,,
+480,201137,7,1183,9,2357,2,0,4,FR,France,,,,
+481,201136,7,3367,478,6256,5,0,10,FR,France,,,,
+482,201135,7,5945,2380,9510,9,3,15,FR,France,,,,
+483,201134,7,3180,891,5469,5,1,9,FR,France,,,,
+484,201133,7,4960,1053,8867,8,2,14,FR,France,,,,
+485,201132,7,7230,1500,12960,11,2,20,FR,France,,,,
+486,201131,7,10789,4593,16985,17,7,27,FR,France,,,,
+487,201130,7,23137,9828,36446,37,16,58,FR,France,,,,
+488,201129,7,10056,4896,15216,16,8,24,FR,France,,,,
+489,201128,7,13428,7761,19095,21,12,30,FR,France,,,,
+490,201127,7,20770,13604,27936,33,22,44,FR,France,,,,
+491,201126,7,16862,10623,23101,27,17,37,FR,France,,,,
+492,201125,7,19411,12763,26059,31,20,42,FR,France,,,,
+493,201124,7,18584,12337,24831,29,19,39,FR,France,,,,
+494,201123,7,20707,14800,26614,33,24,42,FR,France,,,,
+495,201122,7,16995,11552,22438,27,18,36,FR,France,,,,
+496,201121,7,19179,12997,25361,30,20,40,FR,France,,,,
+497,201120,7,21512,15082,27942,34,24,44,FR,France,,,,
+498,201119,7,18038,12286,23790,29,20,38,FR,France,,,,
+499,201118,7,18512,13142,23882,29,21,37,FR,France,,,,
+500,201117,7,20715,14602,26828,33,23,43,FR,France,,,,
+501,201116,7,18128,12859,23397,29,21,37,FR,France,,,,
+502,201115,7,22169,16454,27884,35,26,44,FR,France,,,,
+503,201114,7,17431,12573,22289,28,20,36,FR,France,,,,
+504,201113,7,15637,10796,20478,25,17,33,FR,France,,,,
+505,201112,7,14856,9810,19902,24,16,32,FR,France,,,,
+506,201111,7,12156,7712,16600,19,12,26,FR,France,,,,
+507,201110,7,12987,8644,17330,21,14,28,FR,France,,,,
+508,201109,7,11971,7656,16286,19,12,26,FR,France,,,,
+509,201108,7,17295,11843,22747,27,18,36,FR,France,,,,
+510,201107,7,12488,7431,17545,20,12,28,FR,France,,,,
+511,201106,7,9801,6179,13423,16,10,22,FR,France,,,,
+512,201105,7,10857,7046,14668,17,11,23,FR,France,,,,
+513,201104,7,13749,9496,18002,22,15,29,FR,France,,,,
+514,201103,7,12936,8875,16997,20,14,26,FR,France,,,,
+515,201102,7,9451,6208,12694,15,10,20,FR,France,,,,
+516,201101,7,14380,10066,18694,23,16,30,FR,France,,,,
+517,201052,7,13112,8997,17227,21,14,28,FR,France,,,,
+518,201051,7,12055,8046,16064,19,13,25,FR,France,,,,
+519,201050,7,8281,5242,11320,13,8,18,FR,France,,,,
+520,201049,7,12525,8601,16449,20,14,26,FR,France,,,,
+521,201048,7,9048,5627,12469,14,9,19,FR,France,,,,
+522,201047,7,7329,4256,10402,12,7,17,FR,France,,,,
+523,201046,7,8955,5377,12533,14,8,20,FR,France,,,,
+524,201045,7,4800,2269,7331,8,4,12,FR,France,,,,
+525,201044,7,11274,7155,15393,18,11,25,FR,France,,,,
+526,201043,7,8144,4621,11667,13,7,19,FR,France,,,,
+527,201042,7,9178,5507,12849,15,9,21,FR,France,,,,
+528,201041,7,7110,3983,10237,11,6,16,FR,France,,,,
+529,201040,7,5196,2450,7942,8,4,12,FR,France,,,,
+530,201039,7,3415,964,5866,5,1,9,FR,France,,,,
+531,201038,7,3057,681,5433,5,1,9,FR,France,,,,
+532,201037,7,1056,0,2338,2,0,4,FR,France,,,,
+533,201036,7,1629,241,3017,3,1,5,FR,France,,,,
+534,201035,7,5847,1895,9799,9,3,15,FR,France,,,,
+535,201034,7,4649,1665,7633,7,2,12,FR,France,,,,
+536,201033,7,3972,1372,6572,6,2,10,FR,France,,,,
+537,201032,7,4307,1345,7269,7,2,12,FR,France,,,,
+538,201031,7,7403,3912,10894,12,6,18,FR,France,,,,
+539,201030,7,8502,4404,12600,14,7,21,FR,France,,,,
+540,201029,7,14481,8874,20088,23,14,32,FR,France,,,,
+541,201028,7,28483,18947,38019,45,30,60,FR,France,,,,
+542,201027,7,25965,18206,33724,41,29,53,FR,France,,,,
+543,201026,7,22628,16253,29003,36,26,46,FR,France,,,,
+544,201025,7,21027,15245,26809,33,24,42,FR,France,,,,
+545,201024,7,26164,19503,32825,42,31,53,FR,France,,,,
+546,201023,7,19858,14032,25684,32,23,41,FR,France,,,,
+547,201022,7,22275,16460,28090,35,26,44,FR,France,,,,
+548,201021,7,24815,18263,31367,40,30,50,FR,France,,,,
+549,201020,7,22370,16020,28720,36,26,46,FR,France,,,,
+550,201019,7,25552,18564,32540,41,30,52,FR,France,,,,
+551,201018,7,18894,13264,24524,30,21,39,FR,France,,,,
+552,201017,7,17512,12221,22803,28,20,36,FR,France,,,,
+553,201016,7,21439,15519,27359,34,25,43,FR,France,,,,
+554,201015,7,26362,19735,32989,42,31,53,FR,France,,,,
+555,201014,7,20168,14274,26062,32,23,41,FR,France,,,,
+556,201013,7,18917,13394,24440,30,21,39,FR,France,,,,
+557,201012,7,18171,12995,23347,29,21,37,FR,France,,,,
+558,201011,7,13401,9041,17761,21,14,28,FR,France,,,,
+559,201010,7,18123,12614,23632,29,20,38,FR,France,,,,
+560,201009,7,21145,14746,27544,34,24,44,FR,France,,,,
+561,201008,7,30549,21013,40085,49,34,64,FR,France,,,,
+562,201007,7,25017,17142,32892,40,27,53,FR,France,,,,
+563,201006,7,22358,13688,31028,36,22,50,FR,France,,,,
+564,201005,7,26817,18132,35502,43,29,57,FR,France,,,,
+565,201004,7,14384,8912,19856,23,14,32,FR,France,,,,
+566,201003,7,11821,7294,16348,19,12,26,FR,France,,,,
+567,201002,7,12756,7177,18335,20,11,29,FR,France,,,,
+568,201001,7,14182,9107,19257,23,15,31,FR,France,,,,
+569,200953,7,28213,17662,38764,45,28,62,FR,France,,,,
+570,200952,7,15203,9597,20809,24,15,33,FR,France,,,,
+571,200951,7,17611,11223,23999,28,18,38,FR,France,,,,
+572,200950,7,17430,9879,24981,28,16,40,FR,France,,,,
+573,200949,7,7199,3960,10438,11,6,16,FR,France,,,,
+574,200948,7,14656,9570,19742,23,15,31,FR,France,,,,
+575,200947,7,7051,3901,10201,11,6,16,FR,France,,,,
+576,200946,7,4662,2107,7217,7,3,11,FR,France,,,,
+577,200945,7,15603,9790,21416,25,16,34,FR,France,,,,
+578,200944,7,13165,6629,19701,21,11,31,FR,France,,,,
+579,200943,7,9872,5298,14446,16,9,23,FR,France,,,,
+580,200942,7,13992,7999,19985,22,12,32,FR,France,,,,
+581,200941,7,7811,4267,11355,12,6,18,FR,France,,,,
+582,200940,7,12414,7441,17387,20,12,28,FR,France,,,,
+583,200939,7,4090,921,7259,7,2,12,FR,France,,,,
+584,200938,7,2802,999,4605,4,1,7,FR,France,,,,
+585,200937,7,1989,362,3616,3,0,6,FR,France,,,,
+586,200936,7,1681,212,3150,3,1,5,FR,France,,,,
+587,200935,7,3605,1131,6079,6,2,10,FR,France,,,,
+588,200934,7,8863,3112,14614,14,5,23,FR,France,,,,
+589,200933,7,6592,965,12219,10,1,19,FR,France,,,,
+590,200932,7,9370,4069,14671,15,7,23,FR,France,,,,
+591,200931,7,18728,0,38349,30,0,61,FR,France,,,,
+592,200930,7,10418,5698,15138,17,9,25,FR,France,,,,
+593,200929,7,14716,8450,20982,23,13,33,FR,France,,,,
+594,200928,7,21297,14200,28394,34,23,45,FR,France,,,,
+595,200927,7,22300,14361,30239,36,23,49,FR,France,,,,
+596,200926,7,24817,17154,32480,40,28,52,FR,France,,,,
+597,200925,7,22427,15617,29237,36,25,47,FR,France,,,,
+598,200924,7,14666,9828,19504,23,15,31,FR,France,,,,
+599,200923,7,18094,10701,25487,29,17,41,FR,France,,,,
+600,200922,7,20358,14457,26259,32,23,41,FR,France,,,,
+601,200921,7,23147,16066,30228,37,26,48,FR,France,,,,
+602,200920,7,27753,19893,35613,44,31,57,FR,France,,,,
+603,200919,7,29529,19088,39970,47,30,64,FR,France,,,,
+604,200918,7,17676,11359,23993,28,18,38,FR,France,,,,
+605,200917,7,21880,15613,28147,35,25,45,FR,France,,,,
+606,200916,7,23899,16714,31084,38,27,49,FR,France,,,,
+607,200915,7,21717,14784,28650,35,24,46,FR,France,,,,
+608,200914,7,22143,14930,29356,35,24,46,FR,France,,,,
+609,200913,7,23445,16436,30454,37,26,48,FR,France,,,,
+610,200912,7,17997,11343,24651,29,18,40,FR,France,,,,
+611,200911,7,22428,14154,30702,36,23,49,FR,France,,,,
+612,200910,7,21362,13994,28730,34,22,46,FR,France,,,,
+613,200909,7,26922,18447,35397,43,30,56,FR,France,,,,
+614,200908,7,20424,13766,27082,33,22,44,FR,France,,,,
+615,200907,7,23181,15024,31338,37,24,50,FR,France,,,,
+616,200906,7,29147,20804,37490,46,33,59,FR,France,,,,
+617,200905,7,14176,8933,19419,23,15,31,FR,France,,,,
+618,200904,7,14887,10004,19770,24,16,32,FR,France,,,,
+619,200903,7,12650,7578,17722,20,12,28,FR,France,,,,
+620,200902,7,22806,13997,31615,36,22,50,FR,France,,,,
+621,200901,7,27073,17648,36498,43,28,58,FR,France,,,,
+622,200852,7,13485,8749,18221,22,14,30,FR,France,,,,
+623,200851,7,10984,7406,14562,18,12,24,FR,France,,,,
+624,200850,7,12868,7126,18610,21,12,30,FR,France,,,,
+625,200849,7,11365,4402,18328,19,8,30,FR,France,,,,
+626,200848,7,14199,5494,22904,23,9,37,FR,France,,,,
+627,200847,7,15819,7899,23739,26,13,39,FR,France,,,,
+628,200846,7,8147,4546,11748,13,7,19,FR,France,,,,
+629,200845,7,10538,5244,15832,17,8,26,FR,France,,,,
+630,200844,7,10753,6665,14841,18,11,25,FR,France,,,,
+631,200843,7,9420,5654,13186,15,9,21,FR,France,,,,
+632,200842,7,10865,5017,16713,18,8,28,FR,France,,,,
+633,200841,7,8583,3541,13625,14,6,22,FR,France,,,,
+634,200840,7,8164,3051,13277,13,5,21,FR,France,,,,
+635,200839,7,5477,2331,8623,9,4,14,FR,France,,,,
+636,200838,7,3780,1129,6431,6,2,10,FR,France,,,,
+637,200837,7,4612,1860,7364,8,4,12,FR,France,,,,
+638,200836,7,2821,365,5277,5,1,9,FR,France,,,,
+639,200835,7,2304,0,4896,4,0,8,FR,France,,,,
+640,200834,7,4452,915,7989,7,1,13,FR,France,,,,
+641,200833,7,5347,1116,9578,9,2,16,FR,France,,,,
+642,200832,7,5294,1512,9076,9,3,15,FR,France,,,,
+643,200831,7,10207,5298,15116,17,9,25,FR,France,,,,
+644,200830,7,10220,5331,15109,17,9,25,FR,France,,,,
+645,200829,7,10071,5148,14994,16,8,24,FR,France,,,,
+646,200828,7,9826,4460,15192,16,7,25,FR,France,,,,
+647,200827,7,11768,6077,17459,19,10,28,FR,France,,,,
+648,200826,7,15584,10821,20347,25,17,33,FR,France,,,,
+649,200825,7,21617,15364,27870,35,25,45,FR,France,,,,
+650,200824,7,18253,12292,24214,30,20,40,FR,France,,,,
+651,200823,7,14388,8610,20166,23,14,32,FR,France,,,,
+652,200822,7,13560,7829,19291,22,13,31,FR,France,,,,
+653,200821,7,19074,4085,34063,31,7,55,FR,France,,,,
+654,200820,7,18272,12040,24504,30,20,40,FR,France,,,,
+655,200819,7,16110,10352,21868,26,17,35,FR,France,,,,
+656,200818,7,17377,11105,23649,28,18,38,FR,France,,,,
+657,200817,7,27000,19317,34683,44,31,57,FR,France,,,,
+658,200816,7,23002,15304,30700,37,24,50,FR,France,,,,
+659,200815,7,25454,15856,35052,41,25,57,FR,France,,,,
+660,200814,7,22236,15623,28849,36,25,47,FR,France,,,,
+661,200813,7,20308,13107,27509,33,21,45,FR,France,,,,
+662,200812,7,22462,15587,29337,37,26,48,FR,France,,,,
+663,200811,7,20505,13958,27052,33,22,44,FR,France,,,,
+664,200810,7,18078,11784,24372,29,19,39,FR,France,,,,
+665,200809,7,20474,14073,26875,33,23,43,FR,France,,,,
+666,200808,7,21441,15042,27840,35,25,45,FR,France,,,,
+667,200807,7,17894,12348,23440,29,20,38,FR,France,,,,
+668,200806,7,16310,11091,21529,27,18,36,FR,France,,,,
+669,200805,7,16684,11106,22262,27,18,36,FR,France,,,,
+670,200804,7,20997,14662,27332,34,24,44,FR,France,,,,
+671,200803,7,19263,11093,27433,31,18,44,FR,France,,,,
+672,200802,7,20501,13032,27970,33,21,45,FR,France,,,,
+673,200801,7,20780,14093,27467,34,23,45,FR,France,,,,
+674,200752,7,18010,11329,24691,29,18,40,FR,France,,,,
+675,200751,7,20052,12509,27595,33,21,45,FR,France,,,,
+676,200750,7,19059,12513,25605,31,20,42,FR,France,,,,
+677,200749,7,18394,12805,23983,30,21,39,FR,France,,,,
+678,200748,7,10765,5871,15659,18,10,26,FR,France,,,,
+679,200747,7,10703,1791,19615,17,2,32,FR,France,,,,
+680,200746,7,12318,4207,20429,20,7,33,FR,France,,,,
+681,200745,7,12352,0,29660,20,0,48,FR,France,,,,
+682,200744,7,7897,3419,12375,13,6,20,FR,France,,,,
+683,200743,7,5788,2306,9270,9,3,15,FR,France,,,,
+684,200742,7,5993,2329,9657,10,4,16,FR,France,,,,
+685,200741,7,7130,0,17274,12,0,29,FR,France,,,,
+686,200740,7,8146,940,15352,13,1,25,FR,France,,,,
+687,200739,7,3916,500,7332,6,0,12,FR,France,,,,
+688,200738,7,2691,462,4920,4,0,8,FR,France,,,,
+689,200737,7,4100,1263,6937,7,2,12,FR,France,,,,
+690,200736,7,1580,0,3223,3,0,6,FR,France,,,,
+691,200735,7,3471,0,7162,6,0,12,FR,France,,,,
+692,200734,7,3333,0,6764,5,0,11,FR,France,,,,
+693,200733,7,3241,451,6031,5,0,10,FR,France,,,,
+694,200732,7,7321,2112,12530,12,4,20,FR,France,,,,
+695,200731,7,9932,3688,16176,16,6,26,FR,France,,,,
+696,200730,7,9879,3616,16142,16,6,26,FR,France,,,,
+697,200729,7,17227,7803,26651,28,13,43,FR,France,,,,
+698,200728,7,14874,7763,21985,24,12,36,FR,France,,,,
+699,200727,7,13500,7382,19618,22,12,32,FR,France,,,,
+700,200726,7,15454,9522,21386,25,15,35,FR,France,,,,
+701,200725,7,20567,13847,27287,34,23,45,FR,France,,,,
+702,200724,7,26470,18336,34604,43,30,56,FR,France,,,,
+703,200723,7,23443,15824,31062,38,26,50,FR,France,,,,
+704,200722,7,18811,11559,26063,31,19,43,FR,France,,,,
+705,200721,7,15325,9347,21303,25,15,35,FR,France,,,,
+706,200720,7,17507,11589,23425,29,19,39,FR,France,,,,
+707,200719,7,22692,15113,30271,37,25,49,FR,France,,,,
+708,200718,7,20630,13394,27866,34,22,46,FR,France,,,,
+709,200717,7,23755,14388,33122,39,24,54,FR,France,,,,
+710,200716,7,23388,16188,30588,38,26,50,FR,France,,,,
+711,200715,7,25695,17711,33679,42,29,55,FR,France,,,,
+712,200714,7,16974,9959,23989,28,17,39,FR,France,,,,
+713,200713,7,24625,16598,32652,40,27,53,FR,France,,,,
+714,200712,7,20303,11331,29275,33,18,48,FR,France,,,,
+715,200711,7,33056,21724,44388,54,36,72,FR,France,,,,
+716,200710,7,20775,12182,29368,34,20,48,FR,France,,,,
+717,200709,7,18750,12252,25248,31,20,42,FR,France,,,,
+718,200708,7,19458,12998,25918,32,21,43,FR,France,,,,
+719,200707,7,20978,14822,27134,34,24,44,FR,France,,,,
+720,200706,7,14466,9375,19557,24,16,32,FR,France,,,,
+721,200705,7,15339,9771,20907,25,16,34,FR,France,,,,
+722,200704,7,19661,13333,25989,32,22,42,FR,France,,,,
+723,200703,7,16211,10323,22099,26,16,36,FR,France,,,,
+724,200702,7,15631,10037,21225,25,16,34,FR,France,,,,
+725,200701,7,16483,10582,22384,27,17,37,FR,France,,,,
+726,200652,7,20472,13371,27573,34,22,46,FR,France,,,,
+727,200651,7,20557,12905,28209,34,21,47,FR,France,,,,
+728,200650,7,11364,6541,16187,19,11,27,FR,France,,,,
+729,200649,7,12518,6273,18763,21,11,31,FR,France,,,,
+730,200648,7,8028,2783,13273,13,4,22,FR,France,,,,
+731,200647,7,6240,2268,10212,10,3,17,FR,France,,,,
+732,200646,7,4953,1841,8065,8,3,13,FR,France,,,,
+733,200645,7,4064,1178,6950,7,2,12,FR,France,,,,
+734,200644,7,5300,1084,9516,9,2,16,FR,France,,,,
+735,200643,7,3518,1027,6009,6,2,10,FR,France,,,,
+736,200642,7,2885,539,5231,5,1,9,FR,France,,,,
+737,200641,7,4405,123,8687,7,0,14,FR,France,,,,
+738,200640,7,2513,0,5505,4,0,9,FR,France,,,,
+739,200639,7,992,0,2812,2,0,5,FR,France,,,,
+740,200638,7,1363,0,3045,2,0,5,FR,France,,,,
+741,200637,7,992,0,2711,2,0,5,FR,France,,,,
+742,200636,7,820,0,2313,1,0,3,FR,France,,,,
+743,200635,7,614,0,1628,1,0,3,FR,France,,,,
+744,200634,7,1149,0,2623,2,0,4,FR,France,,,,
+745,200633,7,161,0,630,0,0,1,FR,France,,,,
+746,200632,7,476,0,1785,1,0,3,FR,France,,,,
+747,200631,7,6255,754,11756,10,1,19,FR,France,,,,
+748,200630,7,7140,2123,12157,12,4,20,FR,France,,,,
+749,200629,7,6227,2488,9966,10,4,16,FR,France,,,,
+750,200628,7,13044,6388,19700,21,10,32,FR,France,,,,
+751,200627,7,18263,9407,27119,30,15,45,FR,France,,,,
+752,200626,7,12465,6504,18426,20,10,30,FR,France,,,,
+753,200625,7,14114,8492,19736,23,14,32,FR,France,,,,
+754,200624,7,14773,9362,20184,24,15,33,FR,France,,,,
+755,200623,7,12338,7512,17164,20,12,28,FR,France,,,,
+756,200622,7,12669,7540,17798,21,13,29,FR,France,,,,
+757,200621,7,15426,9709,21143,25,16,34,FR,France,,,,
+758,200620,7,10366,6001,14731,17,10,24,FR,France,,,,
+759,200619,7,13862,8779,18945,23,15,31,FR,France,,,,
+760,200618,7,11495,6482,16508,19,11,27,FR,France,,,,
+761,200617,7,16230,9656,22804,27,16,38,FR,France,,,,
+762,200616,7,17624,10886,24362,29,18,40,FR,France,,,,
+763,200615,7,18171,11485,24857,30,19,41,FR,France,,,,
+764,200614,7,19218,13041,25395,31,21,41,FR,France,,,,
+765,200613,7,16805,11064,22546,28,19,37,FR,France,,,,
+766,200612,7,17604,12029,23179,29,20,38,FR,France,,,,
+767,200611,7,15789,10289,21289,26,17,35,FR,France,,,,
+768,200610,7,16775,11238,22312,27,18,36,FR,France,,,,
+769,200609,7,16734,11153,22315,27,18,36,FR,France,,,,
+770,200608,7,16964,11317,22611,28,19,37,FR,France,,,,
+771,200607,7,11878,7047,16709,19,11,27,FR,France,,,,
+772,200606,7,18915,13000,24830,31,21,41,FR,France,,,,
+773,200605,7,16029,10665,21393,26,17,35,FR,France,,,,
+774,200604,7,11400,7136,15664,19,12,26,FR,France,,,,
+775,200603,7,15577,10494,20660,26,18,34,FR,France,,,,
+776,200602,7,10313,6274,14352,17,10,24,FR,France,,,,
+777,200601,7,20058,13481,26635,33,22,44,FR,France,,,,
+778,200552,7,16588,9246,23930,27,15,39,FR,France,,,,
+779,200551,7,27150,14219,40081,45,24,66,FR,France,,,,
+780,200550,7,14340,8527,20153,24,14,34,FR,France,,,,
+781,200549,7,12056,6953,17159,20,12,28,FR,France,,,,
+782,200548,7,15056,8846,21266,25,15,35,FR,France,,,,
+783,200547,7,14805,7691,21919,24,12,36,FR,France,,,,
+784,200546,7,8390,2583,14197,14,4,24,FR,France,,,,
+785,200545,7,11513,3776,19250,19,6,32,FR,France,,,,
+786,200544,7,10086,2788,17384,17,5,29,FR,France,,,,
+787,200543,7,9316,2080,16552,15,3,27,FR,France,,,,
+788,200542,7,8373,3760,12986,14,6,22,FR,France,,,,
+789,200541,7,11587,6045,17129,19,10,28,FR,France,,,,
+790,200540,7,12374,6622,18126,20,11,29,FR,France,,,,
+791,200539,7,4450,1509,7391,7,2,12,FR,France,,,,
+792,200538,7,2272,67,4477,4,0,8,FR,France,,,,
+793,200537,7,1677,0,3664,3,0,6,FR,France,,,,
+794,200536,7,3369,510,6228,6,1,11,FR,France,,,,
+795,200535,7,3124,482,5766,5,1,9,FR,France,,,,
+796,200534,7,6673,1394,11952,11,2,20,FR,France,,,,
+797,200533,7,8588,1696,15480,14,3,25,FR,France,,,,
+798,200532,7,7859,2362,13356,13,4,22,FR,France,,,,
+799,200531,7,9570,3334,15806,16,6,26,FR,France,,,,
+800,200530,7,6172,0,13912,10,0,23,FR,France,,,,
+801,200529,7,12452,5092,19812,21,9,33,FR,France,,,,
+802,200528,7,18277,5762,30792,30,9,51,FR,France,,,,
+803,200527,7,17547,9967,25127,29,16,42,FR,France,,,,
+804,200526,7,27248,18071,36425,45,30,60,FR,France,,,,
+805,200525,7,14089,8408,19770,23,14,32,FR,France,,,,
+806,200524,7,15632,9553,21711,26,16,36,FR,France,,,,
+807,200523,7,20069,12360,27778,33,20,46,FR,France,,,,
+808,200522,7,20392,9119,31665,34,15,53,FR,France,,,,
+809,200521,7,13623,8254,18992,22,13,31,FR,France,,,,
+810,200520,7,17482,10870,24094,29,18,40,FR,France,,,,
+811,200519,7,12622,7407,17837,21,12,30,FR,France,,,,
+812,200518,7,10630,5706,15554,18,10,26,FR,France,,,,
+813,200517,7,14979,8429,21529,25,14,36,FR,France,,,,
+814,200516,7,11520,6566,16474,19,11,27,FR,France,,,,
+815,200515,7,9114,4530,13698,15,7,23,FR,France,,,,
+816,200514,7,16876,10333,23419,28,17,39,FR,France,,,,
+817,200513,7,12513,7324,17702,21,12,30,FR,France,,,,
+818,200512,7,15395,9108,21682,25,15,35,FR,France,,,,
+819,200511,7,12702,7588,17816,21,13,29,FR,France,,,,
+820,200510,7,11279,6465,16093,19,11,27,FR,France,,,,
+821,200509,7,13085,7767,18403,22,13,31,FR,France,,,,
+822,200508,7,10359,6162,14556,17,10,24,FR,France,,,,
+823,200507,7,18640,12932,24348,31,22,40,FR,France,,,,
+824,200506,7,11814,7295,16333,20,13,27,FR,France,,,,
+825,200505,7,15387,10293,20481,25,17,33,FR,France,,,,
+826,200504,7,12525,7897,17153,21,13,29,FR,France,,,,
+827,200503,7,15946,10225,21667,26,17,35,FR,France,,,,
+828,200502,7,12669,7600,17738,21,13,29,FR,France,,,,
+829,200501,7,14192,8841,19543,23,14,32,FR,France,,,,
+830,200453,7,17869,11244,24494,30,19,41,FR,France,,,,
+831,200452,7,16974,10864,23084,28,18,38,FR,France,,,,
+832,200451,7,14890,9250,20530,25,16,34,FR,France,,,,
+833,200450,7,17657,10659,24655,29,17,41,FR,France,,,,
+834,200449,7,16219,8194,24244,27,14,40,FR,France,,,,
+835,200448,7,7162,2532,11792,12,4,20,FR,France,,,,
+836,200447,7,8816,4136,13496,15,7,23,FR,France,,,,
+837,200446,7,6806,2939,10673,11,5,17,FR,France,,,,
+838,200445,7,9065,2889,15241,15,5,25,FR,France,,,,
+839,200444,7,9795,4169,15421,16,7,25,FR,France,,,,
+840,200443,7,5673,2412,8934,9,4,14,FR,France,,,,
+841,200442,7,3038,802,5274,5,1,9,FR,France,,,,
+842,200441,7,5061,1296,8826,8,2,14,FR,France,,,,
+843,200440,7,3409,690,6128,6,1,11,FR,France,,,,
+844,200439,7,5226,1044,9408,9,2,16,FR,France,,,,
+845,200438,7,3412,0,7137,6,0,12,FR,France,,,,
+846,200437,7,4351,537,8165,7,1,13,FR,France,,,,
+847,200436,7,5121,1260,8982,9,3,15,FR,France,,,,
+848,200435,7,7279,2610,11948,12,4,20,FR,France,,,,
+849,200434,7,6425,1962,10888,11,4,18,FR,France,,,,
+850,200433,7,11183,5394,16972,19,9,29,FR,France,,,,
+851,200432,7,15854,7918,23790,26,13,39,FR,France,,,,
+852,200431,7,17793,5261,30325,30,9,51,FR,France,,,,
+853,200430,7,23244,14352,32136,39,24,54,FR,France,,,,
+854,200429,7,34645,23193,46097,58,39,77,FR,France,,,,
+855,200428,7,19481,11767,27195,32,19,45,FR,France,,,,
+856,200427,7,21322,8377,34267,35,13,57,FR,France,,,,
+857,200426,7,17171,7899,26443,29,14,44,FR,France,,,,
+858,200425,7,26606,17976,35236,44,30,58,FR,France,,,,
+859,200424,7,26142,17142,35142,43,28,58,FR,France,,,,
+860,200423,7,23643,15715,31571,39,26,52,FR,France,,,,
+861,200422,7,16119,9794,22444,27,16,38,FR,France,,,,
+862,200421,7,20283,12915,27651,34,22,46,FR,France,,,,
+863,200420,7,15730,9735,21725,26,16,36,FR,France,,,,
+864,200419,7,22791,15145,30437,38,25,51,FR,France,,,,
+865,200418,7,17807,11014,24600,30,19,41,FR,France,,,,
+866,200417,7,19913,12212,27614,33,20,46,FR,France,,,,
+867,200416,7,19289,11424,27154,32,19,45,FR,France,,,,
+868,200415,7,20587,13594,27580,34,22,46,FR,France,,,,
+869,200414,7,24610,16629,32591,41,28,54,FR,France,,,,
+870,200413,7,22910,15782,30038,38,26,50,FR,France,,,,
+871,200412,7,23468,15220,31716,39,25,53,FR,France,,,,
+872,200411,7,23977,16337,31617,40,27,53,FR,France,,,,
+873,200410,7,25519,15764,35274,42,26,58,FR,France,,,,
+874,200409,7,26592,17202,35982,44,28,60,FR,France,,,,
+875,200408,7,22820,15102,30538,38,25,51,FR,France,,,,
+876,200407,7,23871,16628,31114,40,28,52,FR,France,,,,
+877,200406,7,24567,15700,33434,41,26,56,FR,France,,,,
+878,200405,7,12869,7824,17914,21,13,29,FR,France,,,,
+879,200404,7,13172,8314,18030,22,14,30,FR,France,,,,
+880,200403,7,6442,3015,9869,11,5,17,FR,France,,,,
+881,200402,7,11126,6305,15947,18,10,26,FR,France,,,,
+882,200401,7,24971,13819,36123,41,22,60,FR,France,,,,
+883,200352,7,4920,0,22288,8,0,37,FR,France,,,,
+884,200351,7,10235,2435,18035,17,4,30,FR,France,,,,
+885,200350,7,9805,5520,14090,16,9,23,FR,France,,,,
+886,200349,7,11685,7721,15649,20,13,27,FR,France,,,,
+887,200348,7,6201,3319,9083,10,5,15,FR,France,,,,
+888,200347,7,4897,1842,7952,8,3,13,FR,France,,,,
+889,200346,7,4596,1236,7956,8,2,14,FR,France,,,,
+890,200345,7,3501,1090,5912,6,2,10,FR,France,,,,
+891,200344,7,3469,894,6044,6,2,10,FR,France,,,,
+892,200343,7,4671,1766,7576,8,3,13,FR,France,,,,
+893,200342,7,3855,955,6755,6,1,11,FR,France,,,,
+894,200341,7,3179,427,5931,5,0,10,FR,France,,,,
+895,200340,7,6983,2852,11114,12,5,19,FR,France,,,,
+896,200339,7,952,0,2308,2,0,4,FR,France,,,,
+897,200338,7,1628,0,3406,3,0,6,FR,France,,,,
+898,200337,7,2995,0,6029,5,0,10,FR,France,,,,
+899,200336,7,3595,0,7784,6,0,13,FR,France,,,,
+900,200335,7,1340,0,4253,2,0,7,FR,France,,,,
+901,200334,7,3842,0,10414,6,0,17,FR,France,,,,
+902,200333,7,7269,0,18830,12,0,31,FR,France,,,,
+903,200332,7,2908,0,6463,5,0,11,FR,France,,,,
+904,200331,7,2053,0,4640,3,0,7,FR,France,,,,
+905,200330,7,5106,259,9953,9,1,17,FR,France,,,,
+906,200329,7,8195,0,21289,14,0,36,FR,France,,,,
+907,200328,7,9002,3511,14493,15,6,24,FR,France,,,,
+908,200327,7,4902,1397,8407,8,2,14,FR,France,,,,
+909,200326,7,17746,7867,27625,30,13,47,FR,France,,,,
+910,200325,7,8190,3460,12920,14,6,22,FR,France,,,,
+911,200324,7,33803,13366,54240,56,22,90,FR,France,,,,
+912,200323,7,14278,6733,21823,24,11,37,FR,France,,,,
+913,200322,7,13397,7140,19654,22,12,32,FR,France,,,,
+914,200321,7,12113,3506,20720,20,6,34,FR,France,,,,
+915,200320,7,10454,5534,15374,17,9,25,FR,France,,,,
+916,200319,7,12833,6772,18894,21,11,31,FR,France,,,,
+917,200318,7,25572,16325,34819,43,28,58,FR,France,,,,
+918,200317,7,21556,11493,31619,36,19,53,FR,France,,,,
+919,200316,7,20007,12091,27923,33,20,46,FR,France,,,,
+920,200315,7,26837,18106,35568,45,30,60,FR,France,,,,
+921,200314,7,19148,10594,27702,32,18,46,FR,France,,,,
+922,200313,7,27087,16490,37684,45,27,63,FR,France,,,,
+923,200312,7,24322,15256,33388,41,26,56,FR,France,,,,
+924,200311,7,21652,12929,30375,36,21,51,FR,France,,,,
+925,200310,7,29033,19506,38560,49,33,65,FR,France,,,,
+926,200309,7,28198,17625,38771,47,29,65,FR,France,,,,
+927,200308,7,36298,22548,50048,61,38,84,FR,France,,,,
+928,200307,7,27050,14994,39106,45,25,65,FR,France,,,,
+929,200306,7,25101,14828,35374,42,25,59,FR,France,,,,
+930,200305,7,15588,7493,23683,26,12,40,FR,France,,,,
+931,200304,7,17141,9713,24569,29,17,41,FR,France,,,,
+932,200303,7,18329,11799,24859,31,20,42,FR,France,,,,
+933,200302,7,18829,10035,27623,31,16,46,FR,France,,,,
+934,200301,7,22582,11488,33676,38,19,57,FR,France,,,,
+935,200252,7,20417,12258,28576,34,20,48,FR,France,,,,
+936,200251,7,22444,14164,30724,38,24,52,FR,France,,,,
+937,200250,7,10873,6406,15340,18,10,26,FR,France,,,,
+938,200249,7,16468,2559,30377,28,5,51,FR,France,,,,
+939,200248,7,10264,4123,16405,17,7,27,FR,France,,,,
+940,200247,7,12129,4283,19975,20,7,33,FR,France,,,,
+941,200246,7,5507,1186,9828,9,2,16,FR,France,,,,
+942,200245,7,9335,4813,13857,16,8,24,FR,France,,,,
+943,200244,7,9388,2462,16314,16,4,28,FR,France,,,,
+944,200243,7,10756,4601,16911,18,8,28,FR,France,,,,
+945,200242,7,8703,3946,13460,15,7,23,FR,France,,,,
+946,200241,7,7695,3062,12328,13,5,21,FR,France,,,,
+947,200240,7,7097,2512,11682,12,4,20,FR,France,,,,
+948,200239,7,6215,2540,9890,10,4,16,FR,France,,,,
+949,200238,7,4237,1165,7309,7,2,12,FR,France,,,,
+950,200237,7,1210,0,2674,2,0,4,FR,France,,,,
+951,200236,7,2671,314,5028,4,0,8,FR,France,,,,
+952,200235,7,1193,0,3093,2,0,5,FR,France,,,,
+953,200234,7,5394,1014,9774,9,2,16,FR,France,,,,
+954,200233,7,5395,510,10280,9,1,17,FR,France,,,,
+955,200232,7,11308,1117,21499,19,2,36,FR,France,,,,
+956,200231,7,7163,1350,12976,12,2,22,FR,France,,,,
+957,200230,7,10184,3615,16753,17,6,28,FR,France,,,,
+958,200229,7,11146,5228,17064,19,9,29,FR,France,,,,
+959,200228,7,15908,8318,23498,27,14,40,FR,France,,,,
+960,200227,7,12124,441,23807,20,0,40,FR,France,,,,
+961,200226,7,18706,4188,33224,31,7,55,FR,France,,,,
+962,200225,7,18807,9408,28206,32,16,48,FR,France,,,,
+963,200224,7,15035,9084,20986,25,15,35,FR,France,,,,
+964,200223,7,12617,6916,18318,21,11,31,FR,France,,,,
+965,200222,7,18851,10747,26955,32,18,46,FR,France,,,,
+966,200221,7,14282,7527,21037,24,13,35,FR,France,,,,
+967,200220,7,12558,6860,18256,21,11,31,FR,France,,,,
+968,200219,7,18605,11518,25692,31,19,43,FR,France,,,,
+969,200218,7,10857,5495,16219,18,9,27,FR,France,,,,
+970,200217,7,16252,9537,22967,27,16,38,FR,France,,,,
+971,200216,7,10284,5016,15552,17,8,26,FR,France,,,,
+972,200215,7,19217,9502,28932,32,16,48,FR,France,,,,
+973,200214,7,15585,6215,24955,26,10,42,FR,France,,,,
+974,200213,7,29411,13274,45548,49,22,76,FR,France,,,,
+975,200212,7,12354,7208,17500,21,12,30,FR,France,,,,
+976,200211,7,11781,7053,16509,20,12,28,FR,France,,,,
+977,200210,7,9450,5283,13617,16,9,23,FR,France,,,,
+978,200209,7,11735,5297,18173,20,9,31,FR,France,,,,
+979,200208,7,8153,3653,12653,14,6,22,FR,France,,,,
+980,200207,7,6992,3354,10630,12,6,18,FR,France,,,,
+981,200206,7,7857,3052,12662,13,5,21,FR,France,,,,
+982,200205,7,7405,2868,11942,12,4,20,FR,France,,,,
+983,200204,7,13562,7935,19189,23,14,32,FR,France,,,,
+984,200203,7,8152,4543,11761,14,8,20,FR,France,,,,
+985,200202,7,9486,4411,14561,16,7,25,FR,France,,,,
+986,200201,7,6329,1565,11093,11,3,19,FR,France,,,,
+987,200152,7,5566,2267,8865,9,3,15,FR,France,,,,
+988,200151,7,6045,2630,9460,10,4,16,FR,France,,,,
+989,200150,7,11601,4100,19102,20,7,33,FR,France,,,,
+990,200149,7,5828,851,10805,10,2,18,FR,France,,,,
+991,200148,7,9965,5007,14923,17,9,25,FR,France,,,,
+992,200147,7,6292,2021,10563,11,4,18,FR,France,,,,
+993,200146,7,5424,2218,8630,9,4,14,FR,France,,,,
+994,200145,7,9468,5023,13913,16,8,24,FR,France,,,,
+995,200144,7,4941,1881,8001,8,3,13,FR,France,,,,
+996,200143,7,6978,3201,10755,12,6,18,FR,France,,,,
+997,200142,7,6726,3147,10305,11,5,17,FR,France,,,,
+998,200141,7,5410,1849,8971,9,3,15,FR,France,,,,
+999,200140,7,3320,637,6003,6,1,11,FR,France,,,,
+1000,200139,7,1152,0,2569,2,0,4,FR,France,,,,
+1001,200138,7,864,0,2411,1,0,4,FR,France,,,,
+1002,200137,7,1234,0,3393,2,0,6,FR,France,,,,
+1003,200136,7,391,0,1256,1,0,2,FR,France,,,,
+1004,200135,7,2539,0,6274,4,0,10,FR,France,,,,
+1005,200134,7,1946,0,4439,3,0,7,FR,France,,,,
+1006,200133,7,655,0,2046,1,0,3,FR,France,,,,
+1007,200132,7,4619,0,10912,8,0,19,FR,France,,,,
+1008,200131,7,7622,1190,14054,13,2,24,FR,France,,,,
+1009,200130,7,13686,4678,22694,23,8,38,FR,France,,,,
+1010,200129,7,12966,4727,21205,22,8,36,FR,France,,,,
+1011,200128,7,20908,11957,29859,35,20,50,FR,France,,,,
+1012,200127,7,26634,17739,35529,45,30,60,FR,France,,,,
+1013,200126,7,13863,7666,20060,23,13,33,FR,France,,,,
+1014,200125,7,17329,9452,25206,29,16,42,FR,France,,,,
+1015,200124,7,10961,6673,15249,19,12,26,FR,France,,,,
+1016,200123,7,7892,3888,11896,13,6,20,FR,France,,,,
+1017,200122,7,10912,4621,17203,18,7,29,FR,France,,,,
+1018,200121,7,10194,5217,15171,17,9,25,FR,France,,,,
+1019,200120,7,10390,5710,15070,18,10,26,FR,France,,,,
+1020,200119,7,10976,5927,16025,19,10,28,FR,France,,,,
+1021,200118,7,11933,6833,17033,20,11,29,FR,France,,,,
+1022,200117,7,16250,9256,23244,27,15,39,FR,France,,,,
+1023,200116,7,14131,8691,19571,24,15,33,FR,France,,,,
+1024,200115,7,11033,6411,15655,19,11,27,FR,France,,,,
+1025,200114,7,18381,12349,24413,31,21,41,FR,France,,,,
+1026,200113,7,15253,9582,20924,26,16,36,FR,France,,,,
+1027,200112,7,12761,8155,17367,22,14,30,FR,France,,,,
+1028,200111,7,11592,6790,16394,20,12,28,FR,France,,,,
+1029,200110,7,11220,6697,15743,19,11,27,FR,France,,,,
+1030,200109,7,10984,6431,15537,19,11,27,FR,France,,,,
+1031,200108,7,18335,10145,26525,31,17,45,FR,France,,,,
+1032,200107,7,17404,10389,24419,29,17,41,FR,France,,,,
+1033,200106,7,18382,10498,26266,31,18,44,FR,France,,,,
+1034,200105,7,13455,7904,19006,23,14,32,FR,France,,,,
+1035,200104,7,16438,10780,22096,28,18,38,FR,France,,,,
+1036,200103,7,18174,12049,24299,31,21,41,FR,France,,,,
+1037,200102,7,22905,16080,29730,39,27,51,FR,France,,,,
+1038,200101,7,29487,21117,37857,50,36,64,FR,France,,,,
+1039,200052,7,17041,10342,23740,29,18,40,FR,France,,,,
+1040,200051,7,11749,7358,16140,20,13,27,FR,France,,,,
+1041,200050,7,14215,8706,19724,24,15,33,FR,France,,,,
+1042,200049,7,10172,5845,14499,17,10,24,FR,France,,,,
+1043,200048,7,13683,8322,19044,23,14,32,FR,France,,,,
+1044,200047,7,9924,5066,14782,17,9,25,FR,France,,,,
+1045,200046,7,11103,5449,16757,19,9,29,FR,France,,,,
+1046,200045,7,7870,3542,12198,13,6,20,FR,France,,,,
+1047,200044,7,11328,6118,16538,19,10,28,FR,France,,,,
+1048,200043,7,5292,1687,8897,9,3,15,FR,France,,,,
+1049,200042,7,4410,1293,7527,8,3,13,FR,France,,,,
+1050,200041,7,5242,1813,8671,9,3,15,FR,France,,,,
+1051,200040,7,4066,1351,6781,7,2,12,FR,France,,,,
+1052,200039,7,4574,885,8263,8,2,14,FR,France,,,,
+1053,200038,7,8241,3875,12607,14,7,21,FR,France,,,,
+1054,200037,7,3124,423,5825,5,0,10,FR,France,,,,
+1055,200036,7,731,0,2044,1,0,3,FR,France,,,,
+1056,200035,7,6605,959,12251,11,1,21,FR,France,,,,
+1057,200034,7,6924,931,12917,12,2,22,FR,France,,,,
+1058,200033,7,10713,3957,17469,18,7,29,FR,France,,,,
+1059,200032,7,15736,5003,26469,27,9,45,FR,France,,,,
+1060,200031,7,13088,5542,20634,22,9,35,FR,France,,,,
+1061,200030,7,16422,9062,23782,28,15,41,FR,France,,,,
+1062,200029,7,16543,8116,24970,28,14,42,FR,France,,,,
+1063,200028,7,12868,5178,20558,22,9,35,FR,France,,,,
+1064,200027,7,18228,10887,25569,31,19,43,FR,France,,,,
+1065,200026,7,17377,10789,23965,30,19,41,FR,France,,,,
+1066,200025,7,22600,15119,30081,38,25,51,FR,France,,,,
+1067,200024,7,16046,10504,21588,27,18,36,FR,France,,,,
+1068,200023,7,11887,6681,17093,20,11,29,FR,France,,,,
+1069,200022,7,26275,18762,33788,45,32,58,FR,France,,,,
+1070,200021,7,15921,9967,21875,27,17,37,FR,France,,,,
+1071,200020,7,19178,12565,25791,33,22,44,FR,France,,,,
+1072,200019,7,17152,10424,23880,29,18,40,FR,France,,,,
+1073,200018,7,17571,10754,24388,30,18,42,FR,France,,,,
+1074,200017,7,9999,5672,14326,17,10,24,FR,France,,,,
+1075,200016,7,17506,11461,23551,30,20,40,FR,France,,,,
+1076,200015,7,23333,14747,31919,40,25,55,FR,France,,,,
+1077,200014,7,15027,9838,20216,26,17,35,FR,France,,,,
+1078,200013,7,17924,12383,23465,30,21,39,FR,France,,,,
+1079,200012,7,15415,9917,20913,26,17,35,FR,France,,,,
+1080,200011,7,12359,7372,17346,21,13,29,FR,France,,,,
+1081,200010,7,13858,9167,18549,24,16,32,FR,France,,,,
+1082,200009,7,9096,5451,12741,15,9,21,FR,France,,,,
+1083,200008,7,10596,6574,14618,18,11,25,FR,France,,,,
+1084,200007,7,13593,8816,18370,23,15,31,FR,France,,,,
+1085,200006,7,9017,5391,12643,15,9,21,FR,France,,,,
+1086,200005,7,12681,7750,17612,22,14,30,FR,France,,,,
+1087,200004,7,11889,7253,16525,20,12,28,FR,France,,,,
+1088,200003,7,9171,5628,12714,16,10,22,FR,France,,,,
+1089,200002,7,10268,5957,14579,17,10,24,FR,France,,,,
+1090,200001,7,10986,6521,15451,19,11,27,FR,France,,,,
+1091,199952,7,10358,5667,15049,18,10,26,FR,France,,,,
+1092,199951,7,10099,6132,14066,17,10,24,FR,France,,,,
+1093,199950,7,10439,6481,14397,18,11,25,FR,France,,,,
+1094,199949,7,7736,4269,11203,13,7,19,FR,France,,,,
+1095,199948,7,11414,6754,16074,20,12,28,FR,France,,,,
+1096,199947,7,7639,2705,12573,13,5,21,FR,France,,,,
+1097,199946,7,6544,0,15074,11,0,26,FR,France,,,,
+1098,199945,7,11273,3165,19381,19,5,33,FR,France,,,,
+1099,199944,7,8049,3828,12270,14,7,21,FR,France,,,,
+1100,199943,7,7788,4226,11350,13,7,19,FR,France,,,,
+1101,199942,7,6779,3659,9899,12,7,17,FR,France,,,,
+1102,199941,7,5213,2646,7780,9,5,13,FR,France,,,,
+1103,199940,7,5018,2256,7780,9,4,14,FR,France,,,,
+1104,199939,7,3108,1141,5075,5,2,8,FR,France,,,,
+1105,199938,7,2095,143,4047,4,1,7,FR,France,,,,
+1106,199937,7,3611,1095,6127,6,2,10,FR,France,,,,
+1107,199936,7,2085,116,4054,4,1,7,FR,France,,,,
+1108,199935,7,1102,0,2231,2,0,4,FR,France,,,,
+1109,199934,7,2813,468,5158,5,1,9,FR,France,,,,
+1110,199933,7,7210,2996,11424,12,5,19,FR,France,,,,
+1111,199932,7,6981,2822,11140,12,5,19,FR,France,,,,
+1112,199931,7,6389,2284,10494,11,4,18,FR,France,,,,
+1113,199930,7,10567,4364,16770,18,7,29,FR,France,,,,
+1114,199929,7,18284,11145,25423,31,19,43,FR,France,,,,
+1115,199928,7,21079,13832,28326,36,24,48,FR,France,,,,
+1116,199927,7,18824,12647,25001,32,21,43,FR,France,,,,
+1117,199926,7,18098,12190,24006,31,21,41,FR,France,,,,
+1118,199925,7,23863,16911,30815,41,29,53,FR,France,,,,
+1119,199924,7,18038,12162,23914,31,21,41,FR,France,,,,
+1120,199923,7,19660,13601,25719,34,24,44,FR,France,,,,
+1121,199922,7,18093,12570,23616,31,22,40,FR,France,,,,
+1122,199921,7,15850,10129,21571,27,17,37,FR,France,,,,
+1123,199920,7,12241,7408,17074,21,13,29,FR,France,,,,
+1124,199919,7,10738,6273,15203,18,10,26,FR,France,,,,
+1125,199918,7,20739,14823,26655,35,25,45,FR,France,,,,
+1126,199917,7,13993,9229,18757,24,16,32,FR,France,,,,
+1127,199916,7,16199,10966,21432,28,19,37,FR,France,,,,
+1128,199915,7,19936,13939,25933,34,24,44,FR,France,,,,
+1129,199914,7,22907,15999,29815,39,27,51,FR,France,,,,
+1130,199913,7,18404,11277,25531,31,19,43,FR,France,,,,
+1131,199912,7,19242,13136,25348,33,23,43,FR,France,,,,
+1132,199911,7,14923,9872,19974,26,17,35,FR,France,,,,
+1133,199910,7,16058,10370,21746,27,17,37,FR,France,,,,
+1134,199909,7,11125,6841,15409,19,12,26,FR,France,,,,
+1135,199908,7,10840,7075,14605,19,13,25,FR,France,,,,
+1136,199907,7,13655,9263,18047,23,15,31,FR,France,,,,
+1137,199906,7,17654,12681,22627,30,21,39,FR,France,,,,
+1138,199905,7,16838,11942,21734,29,21,37,FR,France,,,,
+1139,199904,7,17056,12124,21988,29,21,37,FR,France,,,,
+1140,199903,7,18805,13967,23643,32,24,40,FR,France,,,,
+1141,199902,7,14863,10135,19591,25,17,33,FR,France,,,,
+1142,199901,7,13707,9075,18339,23,15,31,FR,France,,,,
+1143,199853,7,24797,17975,31619,43,31,55,FR,France,,,,
+1144,199852,7,23616,16902,30330,41,29,53,FR,France,,,,
+1145,199851,7,13919,9478,18360,24,16,32,FR,France,,,,
+1146,199850,7,20556,15164,25948,35,26,44,FR,France,,,,
+1147,199849,7,16232,11327,21137,28,20,36,FR,France,,,,
+1148,199848,7,11998,7691,16305,21,14,28,FR,France,,,,
+1149,199847,7,13617,8934,18300,23,15,31,FR,France,,,,
+1150,199846,7,7646,4419,10873,13,7,19,FR,France,,,,
+1151,199845,7,15930,10713,21147,27,18,36,FR,France,,,,
+1152,199844,7,14145,9390,18900,24,16,32,FR,France,,,,
+1153,199843,7,16707,11447,21967,29,20,38,FR,France,,,,
+1154,199842,7,12475,7806,17144,21,13,29,FR,France,,,,
+1155,199841,7,13018,8151,17885,22,14,30,FR,France,,,,
+1156,199840,7,7396,3653,11139,13,7,19,FR,France,,,,
+1157,199839,7,4467,1896,7038,8,4,12,FR,France,,,,
+1158,199838,7,3421,1176,5666,6,2,10,FR,France,,,,
+1159,199837,7,4489,2136,6842,8,4,12,FR,France,,,,
+1160,199836,7,6355,2914,9796,11,5,17,FR,France,,,,
+1161,199835,7,7689,3867,11511,13,6,20,FR,France,,,,
+1162,199834,7,7235,3191,11279,12,5,19,FR,France,,,,
+1163,199833,7,11431,6018,16844,20,11,29,FR,France,,,,
+1164,199832,7,20493,9237,31749,35,16,54,FR,France,,,,
+1165,199831,7,15619,9125,22113,27,16,38,FR,France,,,,
+1166,199830,7,19360,12617,26103,33,21,45,FR,France,,,,
+1167,199829,7,17816,11414,24218,31,20,42,FR,France,,,,
+1168,199828,7,20757,14385,27129,36,25,47,FR,France,,,,
+1169,199827,7,20714,14671,26757,36,26,46,FR,France,,,,
+1170,199826,7,24479,17611,31347,42,30,54,FR,France,,,,
+1171,199825,7,24462,17924,31000,42,31,53,FR,France,,,,
+1172,199824,7,18928,13945,23911,32,23,41,FR,France,,,,
+1173,199823,7,13478,8876,18080,23,15,31,FR,France,,,,
+1174,199822,7,13213,8997,17429,23,16,30,FR,France,,,,
+1175,199821,7,10741,6627,14855,18,11,25,FR,France,,,,
+1176,199820,7,23223,17217,29229,40,30,50,FR,France,,,,
+1177,199819,7,16130,10667,21593,28,19,37,FR,France,,,,
+1178,199818,7,15802,10374,21230,27,18,36,FR,France,,,,
+1179,199817,7,14119,8452,19786,24,14,34,FR,France,,,,
+1180,199816,7,11744,7632,15856,20,13,27,FR,France,,,,
+1181,199815,7,17422,12372,22472,30,21,39,FR,France,,,,
+1182,199814,7,20962,15699,26225,36,27,45,FR,France,,,,
+1183,199813,7,17029,12181,21877,29,21,37,FR,France,,,,
+1184,199812,7,14960,10393,19527,26,18,34,FR,France,,,,
+1185,199811,7,13687,9540,17834,23,16,30,FR,France,,,,
+1186,199810,7,14294,9623,18965,25,17,33,FR,France,,,,
+1187,199809,7,12550,8183,16917,22,15,29,FR,France,,,,
+1188,199808,7,15378,10656,20100,26,18,34,FR,France,,,,
+1189,199807,7,14618,10083,19153,25,17,33,FR,France,,,,
+1190,199806,7,15316,10683,19949,26,18,34,FR,France,,,,
+1191,199805,7,11805,7653,15957,20,13,27,FR,France,,,,
+1192,199804,7,15746,10733,20759,27,18,36,FR,France,,,,
+1193,199803,7,13085,8916,17254,22,15,29,FR,France,,,,
+1194,199802,7,10764,6882,14646,18,11,25,FR,France,,,,
+1195,199801,7,19222,13376,25068,33,23,43,FR,France,,,,
+1196,199752,7,18582,12576,24588,32,22,42,FR,France,,,,
+1197,199751,7,10933,6829,15037,19,12,26,FR,France,,,,
+1198,199750,7,9622,6005,13239,17,11,23,FR,France,,,,
+1199,199749,7,12183,8157,16209,21,14,28,FR,France,,,,
+1200,199748,7,7368,4022,10714,13,7,19,FR,France,,,,
+1201,199747,7,10482,6595,14369,18,11,25,FR,France,,,,
+1202,199746,7,8391,4342,12440,14,7,21,FR,France,,,,
+1203,199745,7,7499,3716,11282,13,6,20,FR,France,,,,
+1204,199744,7,5492,2442,8542,9,4,14,FR,France,,,,
+1205,199743,7,4829,2314,7344,8,4,12,FR,France,,,,
+1206,199742,7,4781,2027,7535,8,3,13,FR,France,,,,
+1207,199741,7,6622,3367,9877,11,5,17,FR,France,,,,
+1208,199740,7,2851,764,4938,5,1,9,FR,France,,,,
+1209,199739,7,3242,851,5633,6,2,10,FR,France,,,,
+1210,199738,7,2916,579,5253,5,1,9,FR,France,,,,
+1211,199737,7,4944,2248,7640,9,4,14,FR,France,,,,
+1212,199736,7,2767,679,4855,5,1,9,FR,France,,,,
+1213,199735,7,1245,12,2478,2,0,4,FR,France,,,,
+1214,199734,7,6971,2145,11797,12,4,20,FR,France,,,,
+1215,199733,7,11167,5245,17089,19,9,29,FR,France,,,,
+1216,199732,7,12349,6916,17782,21,12,30,FR,France,,,,
+1217,199731,7,13276,8068,18484,23,14,32,FR,France,,,,
+1218,199730,7,16463,10419,22507,28,18,38,FR,France,,,,
+1219,199729,7,12458,6536,18380,21,11,31,FR,France,,,,
+1220,199728,7,14155,8553,19757,24,14,34,FR,France,,,,
+1221,199727,7,16611,11473,21749,29,20,38,FR,France,,,,
+1222,199726,7,14303,10203,18403,25,18,32,FR,France,,,,
+1223,199725,7,11562,7487,15637,20,13,27,FR,France,,,,
+1224,199724,7,20722,15143,26301,36,26,46,FR,France,,,,
+1225,199723,7,11958,8064,15852,21,14,28,FR,France,,,,
+1226,199722,7,19175,14023,24327,33,24,42,FR,France,,,,
+1227,199721,7,15933,11074,20792,27,19,35,FR,France,,,,
+1228,199720,7,16512,11798,21226,28,20,36,FR,France,,,,
+1229,199719,7,14490,10231,18749,25,18,32,FR,France,,,,
+1230,199718,7,14033,9863,18203,24,17,31,FR,France,,,,
+1231,199717,7,17029,12579,21479,29,21,37,FR,France,,,,
+1232,199716,7,14686,10709,18663,25,18,32,FR,France,,,,
+1233,199715,7,19100,14311,23889,33,25,41,FR,France,,,,
+1234,199714,7,17746,13153,22339,31,23,39,FR,France,,,,
+1235,199713,7,17384,12873,21895,30,22,38,FR,France,,,,
+1236,199712,7,13589,9321,17857,23,16,30,FR,France,,,,
+1237,199711,7,16033,11789,20277,28,21,35,FR,France,,,,
+1238,199710,7,12351,8688,16014,21,15,27,FR,France,,,,
+1239,199709,7,16809,12329,21289,29,21,37,FR,France,,,,
+1240,199708,7,9660,6429,12891,17,11,23,FR,France,,,,
+1241,199707,7,16751,12377,21125,29,21,37,FR,France,,,,
+1242,199706,7,17151,13029,21273,30,23,37,FR,France,,,,
+1243,199705,7,12543,9128,15958,22,16,28,FR,France,,,,
+1244,199704,7,14475,10891,18059,25,19,31,FR,France,,,,
+1245,199703,7,12135,8727,15543,21,15,27,FR,France,,,,
+1246,199702,7,15541,11574,19508,27,20,34,FR,France,,,,
+1247,199701,7,14432,10701,18163,25,19,31,FR,France,,,,
+1248,199652,7,15556,11735,19377,27,20,34,FR,France,,,,
+1249,199651,7,14038,10500,17576,24,18,30,FR,France,,,,
+1250,199650,7,14236,10857,17615,25,19,31,FR,France,,,,
+1251,199649,7,10776,7924,13628,19,14,24,FR,France,,,,
+1252,199648,7,7489,4949,10029,13,9,17,FR,France,,,,
+1253,199647,7,11826,8573,15079,20,14,26,FR,France,,,,
+1254,199646,7,10269,7201,13337,18,13,23,FR,France,,,,
+1255,199645,7,17313,12967,21659,30,22,38,FR,France,,,,
+1256,199644,7,12095,8643,15547,21,15,27,FR,France,,,,
+1257,199643,7,14958,10739,19177,26,19,33,FR,France,,,,
+1258,199642,7,14106,10196,18016,24,17,31,FR,France,,,,
+1259,199641,7,10302,6968,13636,18,12,24,FR,France,,,,
+1260,199640,7,9514,5990,13038,16,10,22,FR,France,,,,
+1261,199639,7,6376,3651,9101,11,6,16,FR,France,,,,
+1262,199638,7,3835,1587,6083,7,3,11,FR,France,,,,
+1263,199637,7,2746,1100,4392,5,2,8,FR,France,,,,
+1264,199636,7,4577,2320,6834,8,4,12,FR,France,,,,
+1265,199635,7,2624,902,4346,5,2,8,FR,France,,,,
+1266,199634,7,6280,3139,9421,11,6,16,FR,France,,,,
+1267,199633,7,10194,5347,15041,18,10,26,FR,France,,,,
+1268,199632,7,10116,5942,14290,17,10,24,FR,France,,,,
+1269,199631,7,14292,9640,18944,25,17,33,FR,France,,,,
+1270,199630,7,20862,14786,26938,36,26,46,FR,France,,,,
+1271,199629,7,17243,12463,22023,30,22,38,FR,France,,,,
+1272,199628,7,16021,11796,20246,28,21,35,FR,France,,,,
+1273,199627,7,19880,14406,25354,34,25,43,FR,France,,,,
+1274,199626,7,12565,8783,16347,22,15,29,FR,France,,,,
+1275,199625,7,19360,14570,24150,33,25,41,FR,France,,,,
+1276,199624,7,20778,15610,25946,36,27,45,FR,France,,,,
+1277,199623,7,17991,13162,22820,31,23,39,FR,France,,,,
+1278,199622,7,18294,13971,22617,32,25,39,FR,France,,,,
+1279,199621,7,14000,10136,17864,24,17,31,FR,France,,,,
+1280,199620,7,16598,12361,20835,29,22,36,FR,France,,,,
+1281,199619,7,11710,8148,15272,20,14,26,FR,France,,,,
+1282,199618,7,12140,8325,15955,21,14,28,FR,France,,,,
+1283,199617,7,17984,13059,22909,31,22,40,FR,France,,,,
+1284,199616,7,10796,7250,14342,19,13,25,FR,France,,,,
+1285,199615,7,12766,9101,16431,22,16,28,FR,France,,,,
+1286,199614,7,14952,10656,19248,26,19,33,FR,France,,,,
+1287,199613,7,12861,9266,16456,22,16,28,FR,France,,,,
+1288,199612,7,11592,8202,14982,20,14,26,FR,France,,,,
+1289,199611,7,15991,12026,19956,28,21,35,FR,France,,,,
+1290,199610,7,13551,9873,17229,23,17,29,FR,France,,,,
+1291,199609,7,9737,6799,12675,17,12,22,FR,France,,,,
+1292,199608,7,11835,8569,15101,20,14,26,FR,France,,,,
+1293,199607,7,9296,6455,12137,16,11,21,FR,France,,,,
+1294,199606,7,11330,8078,14582,20,14,26,FR,France,,,,
+1295,199605,7,10249,7092,13406,18,13,23,FR,France,,,,
+1296,199604,7,9004,6336,11672,16,11,21,FR,France,,,,
+1297,199603,7,5904,3709,8099,10,6,14,FR,France,,,,
+1298,199602,7,6166,4027,8305,11,7,15,FR,France,,,,
+1299,199601,7,7238,4902,9574,12,8,16,FR,France,,,,
+1300,199552,7,7808,5225,10391,14,10,18,FR,France,,,,
+1301,199551,7,10505,7602,13408,18,13,23,FR,France,,,,
+1302,199550,7,9513,7014,12012,16,12,20,FR,France,,,,
+1303,199549,7,10263,7482,13044,18,13,23,FR,France,,,,
+1304,199548,7,9491,6551,12431,16,11,21,FR,France,,,,
+1305,199547,7,11221,8016,14426,19,13,25,FR,France,,,,
+1306,199546,7,5104,2852,7356,9,5,13,FR,France,,,,
+1307,199545,7,5017,2797,7237,9,5,13,FR,France,,,,
+1308,199544,7,8374,5440,11308,14,9,19,FR,France,,,,
+1309,199543,7,6365,3429,9301,11,6,16,FR,France,,,,
+1310,199542,7,5827,3427,8227,10,6,14,FR,France,,,,
+1311,199541,7,5884,3274,8494,10,5,15,FR,France,,,,
+1312,199540,7,4653,2571,6735,8,4,12,FR,France,,,,
+1313,199539,7,4334,2014,6654,8,4,12,FR,France,,,,
+1314,199538,7,3821,1909,5733,7,4,10,FR,France,,,,
+1315,199537,7,2297,884,3710,4,2,6,FR,France,,,,
+1316,199536,7,2317,870,3764,4,1,7,FR,France,,,,
+1317,199535,7,2531,1035,4027,4,1,7,FR,France,,,,
+1318,199534,7,5067,2070,8064,9,4,14,FR,France,,,,
+1319,199533,7,4709,1793,7625,8,3,13,FR,France,,,,
+1320,199532,7,8030,3945,12115,14,7,21,FR,France,,,,
+1321,199531,7,12034,7228,16840,21,13,29,FR,France,,,,
+1322,199530,7,16283,11419,21147,28,20,36,FR,France,,,,
+1323,199529,7,15520,11209,19831,27,20,34,FR,France,,,,
+1324,199528,7,21385,16186,26584,37,28,46,FR,France,,,,
+1325,199527,7,31707,25490,37924,55,44,66,FR,France,,,,
+1326,199526,7,23680,18921,28439,41,33,49,FR,France,,,,
+1327,199525,7,27941,22665,33217,48,39,57,FR,France,,,,
+1328,199524,7,24813,19263,30363,43,33,53,FR,France,,,,
+1329,199523,7,19371,14610,24132,34,26,42,FR,France,,,,
+1330,199522,7,16158,12114,20202,28,21,35,FR,France,,,,
+1331,199521,7,14986,10952,19020,26,19,33,FR,France,,,,
+1332,199520,7,12831,9059,16603,22,15,29,FR,France,,,,
+1333,199519,7,15806,11585,20027,27,20,34,FR,France,,,,
+1334,199518,7,15333,10987,19679,27,19,35,FR,France,,,,
+1335,199517,7,15551,11471,19631,27,20,34,FR,France,,,,
+1336,199516,7,15939,12349,19529,28,22,34,FR,France,,,,
+1337,199515,7,16126,12689,19563,28,22,34,FR,France,,,,
+1338,199514,7,15247,11965,18529,26,20,32,FR,France,,,,
+1339,199513,7,16864,13368,20360,29,23,35,FR,France,,,,
+1340,199512,7,15875,12429,19321,27,21,33,FR,France,,,,
+1341,199511,7,12844,9644,16044,22,16,28,FR,France,,,,
+1342,199510,7,15346,11782,18910,27,21,33,FR,France,,,,
+1343,199509,7,14754,11260,18248,26,20,32,FR,France,,,,
+1344,199508,7,14521,11077,17965,25,19,31,FR,France,,,,
+1345,199507,7,14315,10809,17821,25,19,31,FR,France,,,,
+1346,199506,7,18089,14383,21795,31,25,37,FR,France,,,,
+1347,199505,7,13414,10176,16652,23,17,29,FR,France,,,,
+1348,199504,7,15743,12316,19170,27,21,33,FR,France,,,,
+1349,199503,7,13763,10614,16912,24,19,29,FR,France,,,,
+1350,199502,7,11495,8490,14500,20,15,25,FR,France,,,,
+1351,199501,7,13733,10266,17200,24,18,30,FR,France,,,,
+1352,199452,7,12696,9453,15939,22,16,28,FR,France,,,,
+1353,199451,7,10390,7458,13322,18,13,23,FR,France,,,,
+1354,199450,7,8048,5524,10572,14,10,18,FR,France,,,,
+1355,199449,7,8212,5651,10773,14,10,18,FR,France,,,,
+1356,199448,7,6481,4250,8712,11,7,15,FR,France,,,,
+1357,199447,7,7140,4666,9614,12,8,16,FR,France,,,,
+1358,199446,7,5021,2972,7070,9,5,13,FR,France,,,,
+1359,199445,7,6759,4267,9251,12,8,16,FR,France,,,,
+1360,199444,7,9276,5996,12556,16,10,22,FR,France,,,,
+1361,199443,7,5622,3091,8153,10,6,14,FR,France,,,,
+1362,199442,7,5848,3383,8313,10,6,14,FR,France,,,,
+1363,199441,7,4921,2796,7046,9,5,13,FR,France,,,,
+1364,199440,7,5936,3694,8178,10,6,14,FR,France,,,,
+1365,199439,7,4090,2080,6100,7,4,10,FR,France,,,,
+1366,199438,7,2734,1164,4304,5,2,8,FR,France,,,,
+1367,199437,7,4364,1957,6771,8,4,12,FR,France,,,,
+1368,199436,7,1991,509,3473,3,0,6,FR,France,,,,
+1369,199435,7,3676,1494,5858,6,2,10,FR,France,,,,
+1370,199434,7,6830,3728,9932,12,7,17,FR,France,,,,
+1371,199433,7,6933,3534,10332,12,6,18,FR,France,,,,
+1372,199432,7,4851,2299,7403,8,4,12,FR,France,,,,
+1373,199431,7,7346,3935,10757,13,7,19,FR,France,,,,
+1374,199430,7,17674,12807,22541,31,23,39,FR,France,,,,
+1375,199429,7,17175,12461,21889,30,22,38,FR,France,,,,
+1376,199428,7,16743,12021,21465,29,21,37,FR,France,,,,
+1377,199427,7,22335,17343,27327,39,30,48,FR,France,,,,
+1378,199426,7,23679,18832,28526,41,33,49,FR,France,,,,
+1379,199425,7,24951,20263,29639,43,35,51,FR,France,,,,
+1380,199424,7,29139,22549,35729,51,40,62,FR,France,,,,
+1381,199423,7,13583,3641,23525,24,7,41,FR,France,,,,
+1382,199422,7,16336,4640,28032,28,8,48,FR,France,,,,
+1383,199421,7,16477,11025,21929,29,20,38,FR,France,,,,
+1384,199420,7,12872,9458,16286,22,16,28,FR,France,,,,
+1385,199419,7,13769,10440,17098,24,18,30,FR,France,,,,
+1386,199418,7,13066,9917,16215,23,18,28,FR,France,,,,
+1387,199417,7,18648,14838,22458,32,25,39,FR,France,,,,
+1388,199416,7,17629,13660,21598,31,24,38,FR,France,,,,
+1389,199415,7,23128,18550,27706,40,32,48,FR,France,,,,
+1390,199414,7,20128,15971,24285,35,28,42,FR,France,,,,
+1391,199413,7,16259,12721,19797,28,22,34,FR,France,,,,
+1392,199412,7,15215,11581,18849,26,20,32,FR,France,,,,
+1393,199411,7,16439,12812,20066,29,23,35,FR,France,,,,
+1394,199410,7,20681,16433,24929,36,29,43,FR,France,,,,
+1395,199409,7,22652,17519,27785,39,30,48,FR,France,,,,
+1396,199408,7,22067,17044,27090,38,29,47,FR,France,,,,
+1397,199407,7,15332,11563,19101,27,20,34,FR,France,,,,
+1398,199406,7,15321,11710,18932,27,21,33,FR,France,,,,
+1399,199405,7,15264,11523,19005,27,21,33,FR,France,,,,
+1400,199404,7,10871,7697,14045,19,13,25,FR,France,,,,
+1401,199403,7,10882,7808,13956,19,14,24,FR,France,,,,
+1402,199402,7,11834,8348,15320,21,15,27,FR,France,,,,
+1403,199401,7,11104,8142,14066,19,14,24,FR,France,,,,
+1404,199352,7,9874,6746,13002,17,12,22,FR,France,,,,
+1405,199351,7,9565,6818,12312,17,12,22,FR,France,,,,
+1406,199350,7,6195,4181,8209,11,7,15,FR,France,,,,
+1407,199349,7,10095,7443,12747,18,13,23,FR,France,,,,
+1408,199348,7,6413,4261,8565,11,7,15,FR,France,,,,
+1409,199347,7,7543,4934,10152,13,8,18,FR,France,,,,
+1410,199346,7,7862,5175,10549,14,9,19,FR,France,,,,
+1411,199345,7,5648,3511,7785,10,6,14,FR,France,,,,
+1412,199344,7,6964,4509,9419,12,8,16,FR,France,,,,
+1413,199343,7,5976,3632,8320,10,6,14,FR,France,,,,
+1414,199342,7,7669,4853,10485,13,8,18,FR,France,,,,
+1415,199341,7,9657,6648,12666,17,12,22,FR,France,,,,
+1416,199340,7,5725,3082,8368,10,5,15,FR,France,,,,
+1417,199339,7,5520,3207,7833,10,6,14,FR,France,,,,
+1418,199338,7,2179,888,3470,4,2,6,FR,France,,,,
+1419,199337,7,1762,557,2967,3,1,5,FR,France,,,,
+1420,199336,7,3214,1526,4902,6,3,9,FR,France,,,,
+1421,199335,7,2335,910,3760,4,2,6,FR,France,,,,
+1422,199334,7,3770,1712,5828,7,3,11,FR,France,,,,
+1423,199333,7,5925,3250,8600,10,5,15,FR,France,,,,
+1424,199332,7,12711,8079,17343,22,14,30,FR,France,,,,
+1425,199331,7,12481,7874,17088,22,14,30,FR,France,,,,
+1426,199330,7,12584,8619,16549,22,15,29,FR,France,,,,
+1427,199329,7,13179,8991,17367,23,16,30,FR,France,,,,
+1428,199328,7,15293,11335,19251,27,20,34,FR,France,,,,
+1429,199327,7,14134,9791,18477,25,17,33,FR,France,,,,
+1430,199326,7,17937,13577,22297,31,23,39,FR,France,,,,
+1431,199325,7,19581,14916,24246,34,26,42,FR,France,,,,
+1432,199324,7,18285,13450,23120,32,24,40,FR,France,,,,
+1433,199323,7,16003,11927,20079,28,21,35,FR,France,,,,
+1434,199322,7,12652,8597,16707,22,15,29,FR,France,,,,
+1435,199321,7,15218,10970,19466,27,20,34,FR,France,,,,
+1436,199320,7,11343,7655,15031,20,14,26,FR,France,,,,
+1437,199319,7,12086,8856,15316,21,15,27,FR,France,,,,
+1438,199318,7,18898,14305,23491,33,25,41,FR,France,,,,
+1439,199317,7,14969,10565,19373,26,18,34,FR,France,,,,
+1440,199316,7,15102,11226,18978,26,19,33,FR,France,,,,
+1441,199315,7,15058,11183,18933,26,19,33,FR,France,,,,
+1442,199314,7,12425,9045,15805,22,16,28,FR,France,,,,
+1443,199313,7,12266,8927,15605,21,15,27,FR,France,,,,
+1444,199312,7,10821,7884,13758,19,14,24,FR,France,,,,
+1445,199311,7,11021,8006,14036,19,14,24,FR,France,,,,
+1446,199310,7,15847,12158,19536,28,22,34,FR,France,,,,
+1447,199309,7,15084,11059,19109,26,19,33,FR,France,,,,
+1448,199308,7,16967,12936,20998,30,23,37,FR,France,,,,
+1449,199307,7,16057,12350,19764,28,22,34,FR,France,,,,
+1450,199306,7,15887,12275,19499,28,22,34,FR,France,,,,
+1451,199305,7,15954,12443,19465,28,22,34,FR,France,,,,
+1452,199304,7,12374,9426,15322,22,17,27,FR,France,,,,
+1453,199303,7,15283,11831,18735,27,21,33,FR,France,,,,
+1454,199302,7,13366,10262,16470,23,18,28,FR,France,,,,
+1455,199301,7,18678,14977,22379,33,27,39,FR,France,,,,
+1456,199253,7,17829,13827,21831,31,24,38,FR,France,,,,
+1457,199252,7,14330,10582,18078,25,18,32,FR,France,,,,
+1458,199251,7,14635,11262,18008,26,20,32,FR,France,,,,
+1459,199250,7,15252,11566,18938,27,21,33,FR,France,,,,
+1460,199249,7,14411,11187,17635,25,19,31,FR,France,,,,
+1461,199248,7,10048,7396,12700,18,13,23,FR,France,,,,
+1462,199247,7,13069,9752,16386,23,17,29,FR,France,,,,
+1463,199246,7,6900,4727,9073,12,8,16,FR,France,,,,
+1464,199245,7,10791,7794,13788,19,14,24,FR,France,,,,
+1465,199244,7,10205,7482,12928,18,13,23,FR,France,,,,
+1466,199243,7,7196,4908,9484,13,9,17,FR,France,,,,
+1467,199242,7,5748,3738,7758,10,6,14,FR,France,,,,
+1468,199241,7,3587,2045,5129,6,3,9,FR,France,,,,
+1469,199240,7,5654,3442,7866,10,6,14,FR,France,,,,
+1470,199239,7,4747,2751,6743,8,5,11,FR,France,,,,
+1471,199238,7,2842,1306,4378,5,2,8,FR,France,,,,
+1472,199237,7,4103,2203,6003,7,4,10,FR,France,,,,
+1473,199236,7,2801,1200,4402,5,2,8,FR,France,,,,
+1474,199235,7,6428,3717,9139,11,6,16,FR,France,,,,
+1475,199234,7,7517,4190,10844,13,7,19,FR,France,,,,
+1476,199233,7,9951,5955,13947,17,10,24,FR,France,,,,
+1477,199232,7,16090,11337,20843,28,20,36,FR,France,,,,
+1478,199231,7,17156,12441,21871,30,22,38,FR,France,,,,
+1479,199230,7,21780,16301,27259,38,28,48,FR,France,,,,
+1480,199229,7,18926,13397,24455,33,23,43,FR,France,,,,
+1481,199228,7,28144,20384,35904,49,35,63,FR,France,,,,
+1482,199227,7,29388,22331,36445,51,39,63,FR,France,,,,
+1483,199226,7,27933,21686,34180,49,38,60,FR,France,,,,
+1484,199225,7,26446,21153,31739,46,37,55,FR,France,,,,
+1485,199224,7,19614,14769,24459,34,26,42,FR,France,,,,
+1486,199223,7,23628,17852,29404,41,31,51,FR,France,,,,
+1487,199222,7,20438,14868,26008,36,26,46,FR,France,,,,
+1488,199221,7,22595,17395,27795,40,31,49,FR,France,,,,
+1489,199220,7,21092,15963,26221,37,28,46,FR,France,,,,
+1490,199219,7,19210,13934,24486,34,25,43,FR,France,,,,
+1491,199218,7,30273,22605,37941,53,40,66,FR,France,,,,
+1492,199217,7,19162,14251,24073,34,25,43,FR,France,,,,
+1493,199216,7,15583,11158,20008,27,19,35,FR,France,,,,
+1494,199215,7,15473,10723,20223,27,19,35,FR,France,,,,
+1495,199214,7,14455,10040,18870,25,17,33,FR,France,,,,
+1496,199213,7,17146,12105,22187,30,21,39,FR,France,,,,
+1497,199212,7,15838,10923,20753,28,19,37,FR,France,,,,
+1498,199211,7,20003,13824,26182,35,24,46,FR,France,,,,
+1499,199210,7,22906,16060,29752,40,28,52,FR,France,,,,
+1500,199209,7,21824,15687,27961,38,27,49,FR,France,,,,
+1501,199208,7,15243,10265,20221,27,18,36,FR,France,,,,
+1502,199207,7,22633,16160,29106,40,29,51,FR,France,,,,
+1503,199206,7,17009,12219,21799,30,22,38,FR,France,,,,
+1504,199205,7,15997,11590,20404,28,20,36,FR,France,,,,
+1505,199204,7,20690,15075,26305,36,26,46,FR,France,,,,
+1506,199203,7,18586,12684,24488,33,23,43,FR,France,,,,
+1507,199202,7,16588,10590,22586,29,18,40,FR,France,,,,
+1508,199201,7,23607,16552,30662,41,29,53,FR,France,,,,
+1509,199152,7,15184,10392,19976,27,19,35,FR,France,,,,
+1510,199151,7,15043,10624,19462,26,18,34,FR,France,,,,
+1511,199150,7,14115,9737,18493,25,17,33,FR,France,,,,
+1512,199149,7,13304,8548,18060,23,15,31,FR,France,,,,
+1513,199148,7,15370,10164,20576,27,18,36,FR,France,,,,
+1514,199147,7,12813,8139,17487,23,15,31,FR,France,,,,
+1515,199146,7,6453,3123,9783,11,5,17,FR,France,,,,
+1516,199145,7,8048,4083,12013,14,7,21,FR,France,,,,
+1517,199144,7,9882,5623,14141,17,10,24,FR,France,,,,
+1518,199143,7,14307,8645,19969,25,15,35,FR,France,,,,
+1519,199142,7,6419,3334,9504,11,6,16,FR,France,,,,
+1520,199141,7,6168,3113,9223,11,6,16,FR,France,,,,
+1521,199140,7,3615,1159,6071,6,2,10,FR,France,,,,
+1522,199139,7,3105,472,5738,5,0,10,FR,France,,,,
+1523,199138,7,4446,1435,7457,8,3,13,FR,France,,,,
+1524,199137,7,1457,0,3262,3,0,6,FR,France,,,,
+1525,199136,7,3053,29,6077,5,0,10,FR,France,,,,
+1526,199135,7,805,0,2556,1,0,4,FR,France,,,,
+1527,199134,7,5512,856,10168,10,2,18,FR,France,,,,
+1528,199133,7,7347,2903,11791,13,5,21,FR,France,,,,
+1529,199132,7,16099,7334,24864,28,13,43,FR,France,,,,
+1530,199131,7,16803,8145,25461,30,15,45,FR,France,,,,
+1531,199130,7,15915,6368,25462,28,11,45,FR,France,,,,
+1532,199129,7,23744,14703,32785,42,26,58,FR,France,,,,
+1533,199128,7,24222,15617,32827,43,28,58,FR,France,,,,
+1534,199127,7,20309,12868,27750,36,23,49,FR,France,,,,
+1535,199126,7,17608,11304,23912,31,20,42,FR,France,,,,
+1536,199125,7,16169,10700,21638,28,18,38,FR,France,,,,
+1537,199124,7,16171,10071,22271,28,17,39,FR,France,,,,
+1538,199123,7,11947,7671,16223,21,13,29,FR,France,,,,
+1539,199122,7,15452,9953,20951,27,17,37,FR,France,,,,
+1540,199121,7,14903,8975,20831,26,16,36,FR,France,,,,
+1541,199120,7,19053,12742,25364,34,23,45,FR,France,,,,
+1542,199119,7,16739,11246,22232,29,19,39,FR,France,,,,
+1543,199118,7,21385,13882,28888,38,25,51,FR,France,,,,
+1544,199117,7,13462,8877,18047,24,16,32,FR,France,,,,
+1545,199116,7,14857,10068,19646,26,18,34,FR,France,,,,
+1546,199115,7,13975,9781,18169,25,18,32,FR,France,,,,
+1547,199114,7,12265,7684,16846,22,14,30,FR,France,,,,
+1548,199113,7,9567,6041,13093,17,11,23,FR,France,,,,
+1549,199112,7,10864,7331,14397,19,13,25,FR,France,,,,
+1550,199111,7,15574,11184,19964,27,19,35,FR,France,,,,
+1551,199110,7,16643,11372,21914,29,20,38,FR,France,,,,
+1552,199109,7,13741,8780,18702,24,15,33,FR,France,,,,
+1553,199108,7,13289,8813,17765,23,15,31,FR,France,,,,
+1554,199107,7,12337,8077,16597,22,15,29,FR,France,,,,
+1555,199106,7,10877,7013,14741,19,12,26,FR,France,,,,
+1556,199105,7,10442,6544,14340,18,11,25,FR,France,,,,
+1557,199104,7,7913,4563,11263,14,8,20,FR,France,,,,
+1558,199103,7,15387,10484,20290,27,18,36,FR,France,,,,
+1559,199102,7,16277,11046,21508,29,20,38,FR,France,,,,
+1560,199101,7,15565,10271,20859,27,18,36,FR,France,,,,
+1561,199052,7,19375,13295,25455,34,23,45,FR,France,,,,
+1562,199051,7,19080,13807,24353,34,25,43,FR,France,,,,
+1563,199050,7,11079,6660,15498,20,12,28,FR,France,,,,
+1564,199049,7,1143,0,2610,2,0,5,FR,France,,,,
diff --git a/module3/exo2/.ipynb b/module3/exo2/.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ec1c49ecf67bf59c2ec308dc12a22e65510bd63b
--- /dev/null
+++ b/module3/exo2/.ipynb
@@ -0,0 +1,2940 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidence du syndrome Varicelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import os.path\n",
+    "from os import path\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Les données de l'incidence du syndrome grippal sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On télécharge le fichier si celui ci n'est pas present."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "file do not exist , downloading...\n",
+      "saved\n"
+     ]
+    }
+   ],
+   "source": [
+    "if not path.exists(\"incidence-PAY-7_downloaded.csv\"):\n",
+    "    print(\"file do not exist , downloading...\")\n",
+    "    #req = requests.get(csv_url)\n",
+    "\n",
+    "    #url_content = req.content\n",
+    "    #csv_file = open('incidence-PAY-3_downloaded.csv', 'wb')\n",
+    "    #csv_file.write(url_content)\n",
+    "    #csv_file.close()\n",
+    "    pd.read_csv(data_url,encoding='latin-1').to_csv(\"incidence-PAY-7_downloaded.csv\")\n",
+    "    print(\"saved\")\n",
+    "          \n",
+    "else:\n",
+    "    print(\"file already exist\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n",
+    "\n",
+    "| Nom de colonne | Libellé de colonne                                                                                                                |\n",
+    "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n",
+    "| week           | Semaine calendaire (ISO 8601)                                                                                                     |\n",
+    "| indicator      | Code de l'indicateur de surveillance                                                                                              |\n",
+    "| inc            | Estimation de l'incidence de consultations en nombre de cas                                                                       |\n",
+    "| inc_low        | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation                                                     |\n",
+    "| inc_up         | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation                                                     |\n",
+    "| inc100         | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants)                                   |\n",
+    "| inc100_low     | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+    "| inc100_up      | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+    "| geo_insee      | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/                            |\n",
+    "| geo_name       | Libellé de la zone géographique (ce libellé peut être modifié sans préavis)                                                       |\n",
+    "\n",
+    "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "      <th>Unnamed: 11</th>\n",
+       "      <th>Unnamed: 12</th>\n",
+       "      <th>Unnamed: 13</th>\n",
+       "      <th>Unnamed: 14</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>202047</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4983</td>\n",
+       "      <td>2943</td>\n",
+       "      <td>7023</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>202046</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3752</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>5541</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>202045</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3696</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5376</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>202044</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4391</td>\n",
+       "      <td>2375</td>\n",
+       "      <td>6407</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>202043</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4376</td>\n",
+       "      <td>2505</td>\n",
+       "      <td>6247</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>202042</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>6021</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>202041</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3961</td>\n",
+       "      <td>2099</td>\n",
+       "      <td>5823</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>202040</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2078</td>\n",
+       "      <td>675</td>\n",
+       "      <td>3481</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>202039</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>237</td>\n",
+       "      <td>1861</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>202038</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2253</td>\n",
+       "      <td>782</td>\n",
+       "      <td>3724</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>11</td>\n",
+       "      <td>202037</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1584</td>\n",
+       "      <td>405</td>\n",
+       "      <td>2763</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>202036</td>\n",
+       "      <td>7</td>\n",
+       "      <td>919</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1738</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>13</td>\n",
+       "      <td>202035</td>\n",
+       "      <td>7</td>\n",
+       "      <td>828</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1694</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>14</td>\n",
+       "      <td>202034</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2272</td>\n",
+       "      <td>371</td>\n",
+       "      <td>4173</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>15</td>\n",
+       "      <td>202033</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1284</td>\n",
+       "      <td>177</td>\n",
+       "      <td>2391</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>16</td>\n",
+       "      <td>202032</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2650</td>\n",
+       "      <td>689</td>\n",
+       "      <td>4611</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>17</td>\n",
+       "      <td>202031</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2506</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>18</td>\n",
+       "      <td>202030</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1385</td>\n",
+       "      <td>75</td>\n",
+       "      <td>2695</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>19</td>\n",
+       "      <td>202029</td>\n",
+       "      <td>7</td>\n",
+       "      <td>841</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1672</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>20</td>\n",
+       "      <td>202028</td>\n",
+       "      <td>7</td>\n",
+       "      <td>728</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1515</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>21</td>\n",
+       "      <td>202027</td>\n",
+       "      <td>7</td>\n",
+       "      <td>986</td>\n",
+       "      <td>149</td>\n",
+       "      <td>1823</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>22</td>\n",
+       "      <td>202026</td>\n",
+       "      <td>7</td>\n",
+       "      <td>694</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1454</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>23</td>\n",
+       "      <td>202025</td>\n",
+       "      <td>7</td>\n",
+       "      <td>228</td>\n",
+       "      <td>0</td>\n",
+       "      <td>597</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>24</td>\n",
+       "      <td>202024</td>\n",
+       "      <td>7</td>\n",
+       "      <td>388</td>\n",
+       "      <td>0</td>\n",
+       "      <td>959</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>25</td>\n",
+       "      <td>202023</td>\n",
+       "      <td>7</td>\n",
+       "      <td>558</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1115</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>26</td>\n",
+       "      <td>202022</td>\n",
+       "      <td>7</td>\n",
+       "      <td>277</td>\n",
+       "      <td>0</td>\n",
+       "      <td>633</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>202021</td>\n",
+       "      <td>7</td>\n",
+       "      <td>602</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1168</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>202020</td>\n",
+       "      <td>7</td>\n",
+       "      <td>824</td>\n",
+       "      <td>20</td>\n",
+       "      <td>1628</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>29</td>\n",
+       "      <td>202019</td>\n",
+       "      <td>7</td>\n",
+       "      <td>310</td>\n",
+       "      <td>0</td>\n",
+       "      <td>753</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>30</td>\n",
+       "      <td>202018</td>\n",
+       "      <td>7</td>\n",
+       "      <td>849</td>\n",
+       "      <td>98</td>\n",
+       "      <td>1600</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1534</th>\n",
+       "      <td>1535</td>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1535</th>\n",
+       "      <td>1536</td>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1536</th>\n",
+       "      <td>1537</td>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1537</th>\n",
+       "      <td>1538</td>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1538</th>\n",
+       "      <td>1539</td>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1539</th>\n",
+       "      <td>1540</td>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1540</th>\n",
+       "      <td>1541</td>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1541</th>\n",
+       "      <td>1542</td>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1542</th>\n",
+       "      <td>1543</td>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1543</th>\n",
+       "      <td>1544</td>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1544</th>\n",
+       "      <td>1545</td>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1545</th>\n",
+       "      <td>1546</td>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1546</th>\n",
+       "      <td>1547</td>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1547</th>\n",
+       "      <td>1548</td>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1548</th>\n",
+       "      <td>1549</td>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1549</th>\n",
+       "      <td>1550</td>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1550</th>\n",
+       "      <td>1551</td>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1551</th>\n",
+       "      <td>1552</td>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1552</th>\n",
+       "      <td>1553</td>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1553</th>\n",
+       "      <td>1554</td>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1554</th>\n",
+       "      <td>1555</td>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1555</th>\n",
+       "      <td>1556</td>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1556</th>\n",
+       "      <td>1557</td>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1557</th>\n",
+       "      <td>1558</td>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1558</th>\n",
+       "      <td>1559</td>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1559</th>\n",
+       "      <td>1560</td>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1560</th>\n",
+       "      <td>1561</td>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1561</th>\n",
+       "      <td>1562</td>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1562</th>\n",
+       "      <td>1563</td>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1563</th>\n",
+       "      <td>1564</td>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1564 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0    week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0        1  202047          7   4983     2943    7023       8           5   \n",
+       "1        2  202046          7   3752     1963    5541       6           3   \n",
+       "2        3  202045          7   3696     2016    5376       6           3   \n",
+       "3        4  202044          7   4391     2375    6407       7           4   \n",
+       "4        5  202043          7   4376     2505    6247       7           4   \n",
+       "5        6  202042          7   4000     1979    6021       6           3   \n",
+       "6        7  202041          7   3961     2099    5823       6           3   \n",
+       "7        8  202040          7   2078      675    3481       3           1   \n",
+       "8        9  202039          7   1049      237    1861       2           1   \n",
+       "9       10  202038          7   2253      782    3724       3           1   \n",
+       "10      11  202037          7   1584      405    2763       2           0   \n",
+       "11      12  202036          7    919      100    1738       1           0   \n",
+       "12      13  202035          7    828        0    1694       1           0   \n",
+       "13      14  202034          7   2272      371    4173       3           0   \n",
+       "14      15  202033          7   1284      177    2391       2           0   \n",
+       "15      16  202032          7   2650      689    4611       4           1   \n",
+       "16      17  202031          7   1303      100    2506       2           0   \n",
+       "17      18  202030          7   1385       75    2695       2           0   \n",
+       "18      19  202029          7    841       10    1672       1           0   \n",
+       "19      20  202028          7    728        0    1515       1           0   \n",
+       "20      21  202027          7    986      149    1823       1           0   \n",
+       "21      22  202026          7    694        0    1454       1           0   \n",
+       "22      23  202025          7    228        0     597       0           0   \n",
+       "23      24  202024          7    388        0     959       1           0   \n",
+       "24      25  202023          7    558        1    1115       1           0   \n",
+       "25      26  202022          7    277        0     633       0           0   \n",
+       "26      27  202021          7    602       36    1168       1           0   \n",
+       "27      28  202020          7    824       20    1628       1           0   \n",
+       "28      29  202019          7    310        0     753       0           0   \n",
+       "29      30  202018          7    849       98    1600       1           0   \n",
+       "...    ...     ...        ...    ...      ...     ...     ...         ...   \n",
+       "1534  1535  199126          7  17608    11304   23912      31          20   \n",
+       "1535  1536  199125          7  16169    10700   21638      28          18   \n",
+       "1536  1537  199124          7  16171    10071   22271      28          17   \n",
+       "1537  1538  199123          7  11947     7671   16223      21          13   \n",
+       "1538  1539  199122          7  15452     9953   20951      27          17   \n",
+       "1539  1540  199121          7  14903     8975   20831      26          16   \n",
+       "1540  1541  199120          7  19053    12742   25364      34          23   \n",
+       "1541  1542  199119          7  16739    11246   22232      29          19   \n",
+       "1542  1543  199118          7  21385    13882   28888      38          25   \n",
+       "1543  1544  199117          7  13462     8877   18047      24          16   \n",
+       "1544  1545  199116          7  14857    10068   19646      26          18   \n",
+       "1545  1546  199115          7  13975     9781   18169      25          18   \n",
+       "1546  1547  199114          7  12265     7684   16846      22          14   \n",
+       "1547  1548  199113          7   9567     6041   13093      17          11   \n",
+       "1548  1549  199112          7  10864     7331   14397      19          13   \n",
+       "1549  1550  199111          7  15574    11184   19964      27          19   \n",
+       "1550  1551  199110          7  16643    11372   21914      29          20   \n",
+       "1551  1552  199109          7  13741     8780   18702      24          15   \n",
+       "1552  1553  199108          7  13289     8813   17765      23          15   \n",
+       "1553  1554  199107          7  12337     8077   16597      22          15   \n",
+       "1554  1555  199106          7  10877     7013   14741      19          12   \n",
+       "1555  1556  199105          7  10442     6544   14340      18          11   \n",
+       "1556  1557  199104          7   7913     4563   11263      14           8   \n",
+       "1557  1558  199103          7  15387    10484   20290      27          18   \n",
+       "1558  1559  199102          7  16277    11046   21508      29          20   \n",
+       "1559  1560  199101          7  15565    10271   20859      27          18   \n",
+       "1560  1561  199052          7  19375    13295   25455      34          23   \n",
+       "1561  1562  199051          7  19080    13807   24353      34          25   \n",
+       "1562  1563  199050          7  11079     6660   15498      20          12   \n",
+       "1563  1564  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  Unnamed: 11  Unnamed: 12  Unnamed: 13  \\\n",
+       "0            11        FR   France          NaN          NaN          NaN   \n",
+       "1             9        FR   France          NaN          NaN          NaN   \n",
+       "2             9        FR   France          NaN          NaN          NaN   \n",
+       "3            10        FR   France          NaN          NaN          NaN   \n",
+       "4            10        FR   France          NaN          NaN          NaN   \n",
+       "5             9        FR   France          NaN          NaN          NaN   \n",
+       "6             9        FR   France          NaN          NaN          NaN   \n",
+       "7             5        FR   France          NaN          NaN          NaN   \n",
+       "8             3        FR   France          NaN          NaN          NaN   \n",
+       "9             5        FR   France          NaN          NaN          NaN   \n",
+       "10            4        FR   France          NaN          NaN          NaN   \n",
+       "11            2        FR   France          NaN          NaN          NaN   \n",
+       "12            2        FR   France          NaN          NaN          NaN   \n",
+       "13            6        FR   France          NaN          NaN          NaN   \n",
+       "14            4        FR   France          NaN          NaN          NaN   \n",
+       "15            7        FR   France          NaN          NaN          NaN   \n",
+       "16            4        FR   France          NaN          NaN          NaN   \n",
+       "17            4        FR   France          NaN          NaN          NaN   \n",
+       "18            2        FR   France          NaN          NaN          NaN   \n",
+       "19            2        FR   France          NaN          NaN          NaN   \n",
+       "20            2        FR   France          NaN          NaN          NaN   \n",
+       "21            2        FR   France          NaN          NaN          NaN   \n",
+       "22            1        FR   France          NaN          NaN          NaN   \n",
+       "23            2        FR   France          NaN          NaN          NaN   \n",
+       "24            2        FR   France          NaN          NaN          NaN   \n",
+       "25            1        FR   France          NaN          NaN          NaN   \n",
+       "26            2        FR   France          NaN          NaN          NaN   \n",
+       "27            2        FR   France          NaN          NaN          NaN   \n",
+       "28            1        FR   France          NaN          NaN          NaN   \n",
+       "29            2        FR   France          NaN          NaN          NaN   \n",
+       "...         ...       ...      ...          ...          ...          ...   \n",
+       "1534         42        FR   France          NaN          NaN          NaN   \n",
+       "1535         38        FR   France          NaN          NaN          NaN   \n",
+       "1536         39        FR   France          NaN          NaN          NaN   \n",
+       "1537         29        FR   France          NaN          NaN          NaN   \n",
+       "1538         37        FR   France          NaN          NaN          NaN   \n",
+       "1539         36        FR   France          NaN          NaN          NaN   \n",
+       "1540         45        FR   France          NaN          NaN          NaN   \n",
+       "1541         39        FR   France          NaN          NaN          NaN   \n",
+       "1542         51        FR   France          NaN          NaN          NaN   \n",
+       "1543         32        FR   France          NaN          NaN          NaN   \n",
+       "1544         34        FR   France          NaN          NaN          NaN   \n",
+       "1545         32        FR   France          NaN          NaN          NaN   \n",
+       "1546         30        FR   France          NaN          NaN          NaN   \n",
+       "1547         23        FR   France          NaN          NaN          NaN   \n",
+       "1548         25        FR   France          NaN          NaN          NaN   \n",
+       "1549         35        FR   France          NaN          NaN          NaN   \n",
+       "1550         38        FR   France          NaN          NaN          NaN   \n",
+       "1551         33        FR   France          NaN          NaN          NaN   \n",
+       "1552         31        FR   France          NaN          NaN          NaN   \n",
+       "1553         29        FR   France          NaN          NaN          NaN   \n",
+       "1554         26        FR   France          NaN          NaN          NaN   \n",
+       "1555         25        FR   France          NaN          NaN          NaN   \n",
+       "1556         20        FR   France          NaN          NaN          NaN   \n",
+       "1557         36        FR   France          NaN          NaN          NaN   \n",
+       "1558         38        FR   France          NaN          NaN          NaN   \n",
+       "1559         36        FR   France          NaN          NaN          NaN   \n",
+       "1560         45        FR   France          NaN          NaN          NaN   \n",
+       "1561         43        FR   France          NaN          NaN          NaN   \n",
+       "1562         28        FR   France          NaN          NaN          NaN   \n",
+       "1563          5        FR   France          NaN          NaN          NaN   \n",
+       "\n",
+       "      Unnamed: 14  \n",
+       "0             NaN  \n",
+       "1             NaN  \n",
+       "2             NaN  \n",
+       "3             NaN  \n",
+       "4             NaN  \n",
+       "5             NaN  \n",
+       "6             NaN  \n",
+       "7             NaN  \n",
+       "8             NaN  \n",
+       "9             NaN  \n",
+       "10            NaN  \n",
+       "11            NaN  \n",
+       "12            NaN  \n",
+       "13            NaN  \n",
+       "14            NaN  \n",
+       "15            NaN  \n",
+       "16            NaN  \n",
+       "17            NaN  \n",
+       "18            NaN  \n",
+       "19            NaN  \n",
+       "20            NaN  \n",
+       "21            NaN  \n",
+       "22            NaN  \n",
+       "23            NaN  \n",
+       "24            NaN  \n",
+       "25            NaN  \n",
+       "26            NaN  \n",
+       "27            NaN  \n",
+       "28            NaN  \n",
+       "29            NaN  \n",
+       "...           ...  \n",
+       "1534          NaN  \n",
+       "1535          NaN  \n",
+       "1536          NaN  \n",
+       "1537          NaN  \n",
+       "1538          NaN  \n",
+       "1539          NaN  \n",
+       "1540          NaN  \n",
+       "1541          NaN  \n",
+       "1542          NaN  \n",
+       "1543          NaN  \n",
+       "1544          NaN  \n",
+       "1545          NaN  \n",
+       "1546          NaN  \n",
+       "1547          NaN  \n",
+       "1548          NaN  \n",
+       "1549          NaN  \n",
+       "1550          NaN  \n",
+       "1551          NaN  \n",
+       "1552          NaN  \n",
+       "1553          NaN  \n",
+       "1554          NaN  \n",
+       "1555          NaN  \n",
+       "1556          NaN  \n",
+       "1557          NaN  \n",
+       "1558          NaN  \n",
+       "1559          NaN  \n",
+       "1560          NaN  \n",
+       "1561          NaN  \n",
+       "1562          NaN  \n",
+       "1563          NaN  \n",
+       "\n",
+       "[1564 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv(\"incidence-PAY-7_downloaded.csv\", skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On enlève les columns inutiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [0, week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data.dropna(axis=1,how='all', inplace=True)\n",
+    "\n",
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nous éliminons ce point, ce qui n'a pas d'impact fort sur notre analyse qui est assez simple."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</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>1</td>\n",
+       "      <td>202047</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4983</td>\n",
+       "      <td>2943</td>\n",
+       "      <td>7023</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>202046</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3752</td>\n",
+       "      <td>1963</td>\n",
+       "      <td>5541</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>202045</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3696</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>5376</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>202044</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4391</td>\n",
+       "      <td>2375</td>\n",
+       "      <td>6407</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>202043</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4376</td>\n",
+       "      <td>2505</td>\n",
+       "      <td>6247</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>202042</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4000</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>6021</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>202041</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3961</td>\n",
+       "      <td>2099</td>\n",
+       "      <td>5823</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>202040</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2078</td>\n",
+       "      <td>675</td>\n",
+       "      <td>3481</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>202039</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1049</td>\n",
+       "      <td>237</td>\n",
+       "      <td>1861</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>202038</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2253</td>\n",
+       "      <td>782</td>\n",
+       "      <td>3724</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>11</td>\n",
+       "      <td>202037</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1584</td>\n",
+       "      <td>405</td>\n",
+       "      <td>2763</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>202036</td>\n",
+       "      <td>7</td>\n",
+       "      <td>919</td>\n",
+       "      <td>100</td>\n",
+       "      <td>1738</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>13</td>\n",
+       "      <td>202035</td>\n",
+       "      <td>7</td>\n",
+       "      <td>828</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1694</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>14</td>\n",
+       "      <td>202034</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2272</td>\n",
+       "      <td>371</td>\n",
+       "      <td>4173</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>15</td>\n",
+       "      <td>202033</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1284</td>\n",
+       "      <td>177</td>\n",
+       "      <td>2391</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>16</td>\n",
+       "      <td>202032</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2650</td>\n",
+       "      <td>689</td>\n",
+       "      <td>4611</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>17</td>\n",
+       "      <td>202031</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1303</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2506</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>18</td>\n",
+       "      <td>202030</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1385</td>\n",
+       "      <td>75</td>\n",
+       "      <td>2695</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>19</td>\n",
+       "      <td>202029</td>\n",
+       "      <td>7</td>\n",
+       "      <td>841</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1672</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>20</td>\n",
+       "      <td>202028</td>\n",
+       "      <td>7</td>\n",
+       "      <td>728</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1515</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>21</td>\n",
+       "      <td>202027</td>\n",
+       "      <td>7</td>\n",
+       "      <td>986</td>\n",
+       "      <td>149</td>\n",
+       "      <td>1823</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>22</td>\n",
+       "      <td>202026</td>\n",
+       "      <td>7</td>\n",
+       "      <td>694</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1454</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>23</td>\n",
+       "      <td>202025</td>\n",
+       "      <td>7</td>\n",
+       "      <td>228</td>\n",
+       "      <td>0</td>\n",
+       "      <td>597</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>24</td>\n",
+       "      <td>202024</td>\n",
+       "      <td>7</td>\n",
+       "      <td>388</td>\n",
+       "      <td>0</td>\n",
+       "      <td>959</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>25</td>\n",
+       "      <td>202023</td>\n",
+       "      <td>7</td>\n",
+       "      <td>558</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1115</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>26</td>\n",
+       "      <td>202022</td>\n",
+       "      <td>7</td>\n",
+       "      <td>277</td>\n",
+       "      <td>0</td>\n",
+       "      <td>633</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>202021</td>\n",
+       "      <td>7</td>\n",
+       "      <td>602</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1168</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>202020</td>\n",
+       "      <td>7</td>\n",
+       "      <td>824</td>\n",
+       "      <td>20</td>\n",
+       "      <td>1628</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>29</td>\n",
+       "      <td>202019</td>\n",
+       "      <td>7</td>\n",
+       "      <td>310</td>\n",
+       "      <td>0</td>\n",
+       "      <td>753</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>30</td>\n",
+       "      <td>202018</td>\n",
+       "      <td>7</td>\n",
+       "      <td>849</td>\n",
+       "      <td>98</td>\n",
+       "      <td>1600</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1534</th>\n",
+       "      <td>1535</td>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1535</th>\n",
+       "      <td>1536</td>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1536</th>\n",
+       "      <td>1537</td>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1537</th>\n",
+       "      <td>1538</td>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1538</th>\n",
+       "      <td>1539</td>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1539</th>\n",
+       "      <td>1540</td>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1540</th>\n",
+       "      <td>1541</td>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1541</th>\n",
+       "      <td>1542</td>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1542</th>\n",
+       "      <td>1543</td>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1543</th>\n",
+       "      <td>1544</td>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1544</th>\n",
+       "      <td>1545</td>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1545</th>\n",
+       "      <td>1546</td>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1546</th>\n",
+       "      <td>1547</td>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1547</th>\n",
+       "      <td>1548</td>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1548</th>\n",
+       "      <td>1549</td>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1549</th>\n",
+       "      <td>1550</td>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1550</th>\n",
+       "      <td>1551</td>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1551</th>\n",
+       "      <td>1552</td>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1552</th>\n",
+       "      <td>1553</td>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1553</th>\n",
+       "      <td>1554</td>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1554</th>\n",
+       "      <td>1555</td>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1555</th>\n",
+       "      <td>1556</td>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1556</th>\n",
+       "      <td>1557</td>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1557</th>\n",
+       "      <td>1558</td>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1558</th>\n",
+       "      <td>1559</td>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1559</th>\n",
+       "      <td>1560</td>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1560</th>\n",
+       "      <td>1561</td>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1561</th>\n",
+       "      <td>1562</td>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1562</th>\n",
+       "      <td>1563</td>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1563</th>\n",
+       "      <td>1564</td>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1564 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0    week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0        1  202047          7   4983     2943    7023       8           5   \n",
+       "1        2  202046          7   3752     1963    5541       6           3   \n",
+       "2        3  202045          7   3696     2016    5376       6           3   \n",
+       "3        4  202044          7   4391     2375    6407       7           4   \n",
+       "4        5  202043          7   4376     2505    6247       7           4   \n",
+       "5        6  202042          7   4000     1979    6021       6           3   \n",
+       "6        7  202041          7   3961     2099    5823       6           3   \n",
+       "7        8  202040          7   2078      675    3481       3           1   \n",
+       "8        9  202039          7   1049      237    1861       2           1   \n",
+       "9       10  202038          7   2253      782    3724       3           1   \n",
+       "10      11  202037          7   1584      405    2763       2           0   \n",
+       "11      12  202036          7    919      100    1738       1           0   \n",
+       "12      13  202035          7    828        0    1694       1           0   \n",
+       "13      14  202034          7   2272      371    4173       3           0   \n",
+       "14      15  202033          7   1284      177    2391       2           0   \n",
+       "15      16  202032          7   2650      689    4611       4           1   \n",
+       "16      17  202031          7   1303      100    2506       2           0   \n",
+       "17      18  202030          7   1385       75    2695       2           0   \n",
+       "18      19  202029          7    841       10    1672       1           0   \n",
+       "19      20  202028          7    728        0    1515       1           0   \n",
+       "20      21  202027          7    986      149    1823       1           0   \n",
+       "21      22  202026          7    694        0    1454       1           0   \n",
+       "22      23  202025          7    228        0     597       0           0   \n",
+       "23      24  202024          7    388        0     959       1           0   \n",
+       "24      25  202023          7    558        1    1115       1           0   \n",
+       "25      26  202022          7    277        0     633       0           0   \n",
+       "26      27  202021          7    602       36    1168       1           0   \n",
+       "27      28  202020          7    824       20    1628       1           0   \n",
+       "28      29  202019          7    310        0     753       0           0   \n",
+       "29      30  202018          7    849       98    1600       1           0   \n",
+       "...    ...     ...        ...    ...      ...     ...     ...         ...   \n",
+       "1534  1535  199126          7  17608    11304   23912      31          20   \n",
+       "1535  1536  199125          7  16169    10700   21638      28          18   \n",
+       "1536  1537  199124          7  16171    10071   22271      28          17   \n",
+       "1537  1538  199123          7  11947     7671   16223      21          13   \n",
+       "1538  1539  199122          7  15452     9953   20951      27          17   \n",
+       "1539  1540  199121          7  14903     8975   20831      26          16   \n",
+       "1540  1541  199120          7  19053    12742   25364      34          23   \n",
+       "1541  1542  199119          7  16739    11246   22232      29          19   \n",
+       "1542  1543  199118          7  21385    13882   28888      38          25   \n",
+       "1543  1544  199117          7  13462     8877   18047      24          16   \n",
+       "1544  1545  199116          7  14857    10068   19646      26          18   \n",
+       "1545  1546  199115          7  13975     9781   18169      25          18   \n",
+       "1546  1547  199114          7  12265     7684   16846      22          14   \n",
+       "1547  1548  199113          7   9567     6041   13093      17          11   \n",
+       "1548  1549  199112          7  10864     7331   14397      19          13   \n",
+       "1549  1550  199111          7  15574    11184   19964      27          19   \n",
+       "1550  1551  199110          7  16643    11372   21914      29          20   \n",
+       "1551  1552  199109          7  13741     8780   18702      24          15   \n",
+       "1552  1553  199108          7  13289     8813   17765      23          15   \n",
+       "1553  1554  199107          7  12337     8077   16597      22          15   \n",
+       "1554  1555  199106          7  10877     7013   14741      19          12   \n",
+       "1555  1556  199105          7  10442     6544   14340      18          11   \n",
+       "1556  1557  199104          7   7913     4563   11263      14           8   \n",
+       "1557  1558  199103          7  15387    10484   20290      27          18   \n",
+       "1558  1559  199102          7  16277    11046   21508      29          20   \n",
+       "1559  1560  199101          7  15565    10271   20859      27          18   \n",
+       "1560  1561  199052          7  19375    13295   25455      34          23   \n",
+       "1561  1562  199051          7  19080    13807   24353      34          25   \n",
+       "1562  1563  199050          7  11079     6660   15498      20          12   \n",
+       "1563  1564  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0            11        FR   France  \n",
+       "1             9        FR   France  \n",
+       "2             9        FR   France  \n",
+       "3            10        FR   France  \n",
+       "4            10        FR   France  \n",
+       "5             9        FR   France  \n",
+       "6             9        FR   France  \n",
+       "7             5        FR   France  \n",
+       "8             3        FR   France  \n",
+       "9             5        FR   France  \n",
+       "10            4        FR   France  \n",
+       "11            2        FR   France  \n",
+       "12            2        FR   France  \n",
+       "13            6        FR   France  \n",
+       "14            4        FR   France  \n",
+       "15            7        FR   France  \n",
+       "16            4        FR   France  \n",
+       "17            4        FR   France  \n",
+       "18            2        FR   France  \n",
+       "19            2        FR   France  \n",
+       "20            2        FR   France  \n",
+       "21            2        FR   France  \n",
+       "22            1        FR   France  \n",
+       "23            2        FR   France  \n",
+       "24            2        FR   France  \n",
+       "25            1        FR   France  \n",
+       "26            2        FR   France  \n",
+       "27            2        FR   France  \n",
+       "28            1        FR   France  \n",
+       "29            2        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1534         42        FR   France  \n",
+       "1535         38        FR   France  \n",
+       "1536         39        FR   France  \n",
+       "1537         29        FR   France  \n",
+       "1538         37        FR   France  \n",
+       "1539         36        FR   France  \n",
+       "1540         45        FR   France  \n",
+       "1541         39        FR   France  \n",
+       "1542         51        FR   France  \n",
+       "1543         32        FR   France  \n",
+       "1544         34        FR   France  \n",
+       "1545         32        FR   France  \n",
+       "1546         30        FR   France  \n",
+       "1547         23        FR   France  \n",
+       "1548         25        FR   France  \n",
+       "1549         35        FR   France  \n",
+       "1550         38        FR   France  \n",
+       "1551         33        FR   France  \n",
+       "1552         31        FR   France  \n",
+       "1553         29        FR   France  \n",
+       "1554         26        FR   France  \n",
+       "1555         25        FR   France  \n",
+       "1556         20        FR   France  \n",
+       "1557         36        FR   France  \n",
+       "1558         38        FR   France  \n",
+       "1559         36        FR   France  \n",
+       "1560         45        FR   France  \n",
+       "1561         43        FR   France  \n",
+       "1562         28        FR   France  \n",
+       "1563          5        FR   France  \n",
+       "\n",
+       "[1564 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = raw_data.dropna().copy()\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nos données utilisent une convention inhabituelle: le numéro de\n",
+    "semaine est collé à l'année, donnant l'impression qu'il s'agit\n",
+    "de nombre entier. C'est comme ça que Pandas les interprète.\n",
+    "  \n",
+    "Un deuxième problème est que Pandas ne comprend pas les numéros de\n",
+    "semaine.  Il faut lui fournir les dates de début et de fin de\n",
+    "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n",
+    "\n",
+    "Comme la conversion des semaines est devenu assez complexe, nous\n",
+    "écrivons une petite fonction Python pour cela. Ensuite, nous\n",
+    "l'appliquons à tous les points de nos donnés. Les résultats vont\n",
+    "dans une nouvelle colonne 'period'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_week(year_and_week_int):\n",
+    "    year_and_week_str = str(year_and_week_int)\n",
+    "    year = int(year_and_week_str[:4])\n",
+    "    week = int(year_and_week_str[4:])\n",
+    "    w = isoweek.Week(year, week)\n",
+    "    return pd.Period(w.day(0), 'W')\n",
+    "\n",
+    "data['period'] = [convert_week(yw) for yw in data['week']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il restent deux petites modifications à faire.\n",
+    "\n",
+    "Premièrement, nous définissons les périodes d'observation\n",
+    "comme nouvel index de notre jeux de données. Ceci en fait\n",
+    "une suite chronologique, ce qui sera pratique par la suite.\n",
+    "\n",
+    "Deuxièmement, nous trions les points par période, dans\n",
+    "le sens chronologique."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nous vérifions la cohérence des données. Entre la fin d'une période et\n",
+    "le début de la période qui suit, la différence temporelle doit être\n",
+    "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n",
+    "d'une seconde.\n",
+    "\n",
+    "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n",
+    "entre lesquelles il manque une semaine.\n",
+    "\n",
+    "Nous reconnaissons ces dates: c'est la semaine sans observations\n",
+    "que nous avions supprimées !"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "periods = sorted_data.index\n",
+    "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
+    "    delta = p2.to_timestamp() - p1.end_time\n",
+    "    if delta > pd.Timedelta('1s'):\n",
+    "        print(p1, p2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Un premier regard sur les données !"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efcdc1d47b8>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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B+EHnb61rUe0JlpX139/QVcTPVyEtuYWW9rL2LnrWezE5v3HwVUjrqJYp63t//gRO/9EjVWkrR+3hJA5CiPVCiOfC410AXgIw1nLJOQBuFUK0CCFWAlgBYDoRjQHQJISYK4LZejOA9ynX3BQe3wFgJvXkLRm6Qufg6K9nrVEVw3gbXXR/viIiuYAK4a/ETlyf+YrK8MLq7d51KxYrVenTe2Or3SJNCIH3X/Mk/rG0tgrh/eVb6mpk0jmE4p7jAcwLiy4lokVE9GsiGhqWjQWwWrlsTVg2NjzWyxPXCCHaAewAMDzL2GqNWnMO1U6C092oFeX3UUi/uG5nwulNJShOsVLFI6sMWUQ+cuxZudJaqRz2tXXg+Te243O3Pl+bDnNkgjdxIKKBAO4E8AUhxE4EIqLDAEwFsB7Aj2VV5nJhKbddo4/hQiJaQEQLNm+uvQeriqqHeXDuVnsWdVi9dS/+MP+Niq/X76ar7s6HqL7r6sfxX39/Kfpd60ROWVBJLoo/PrsmI8dRG+rQ1h6Mr65QW7uY/U1/11XweitEVIeAMPxOCPEnABBCbBRCdAghygD+D8D0sPoaAGrarXEA1oXl45jyxDVEVAIwGEAqEI4Q4johxDQhxLSRI0f63WEXodoWD20O2XhP4xz+5VdzcfmfFqO5rTrB7LpqPa7kPW3ZHfs5+F7dg+kJAOCcXzzpXbdWnIPMw76rpR23P7PaUbt66OnvqqfAx1qJANwA4CUhxE+U8jFKtfcDWBIe3w1gdmiBdAgCxfN8IcR6ALuIaEbY5scA3KVcc0F4fC6Ah0QfszdrabcTh+58HF//y2Jc+0gypMP6MG1ppZtM/bKetJv7yp2LvOtGcv0eNH4Jxoq3R6FV2RB95c5FNfFMv+mpVfjI9fPcFXN4OcGdAuCjABYT0cKw7D8BnE9EUxFsrlYB+AwACCGWEtHtAF5EYOl0iRBCbi8vBnAjgEYA94b/gYD4/JaIViDgGGZ37rayY1dzGxas2oa3HznKq361l4JWB+fQnUvPLU8H4qOLTz8sdS4rzcpC5HzrCiGMopBKaKruoOc3iOyXVIIebqeRCfpzrgXH8q27l3Z9J/sJnMRBCPEEeJ3APZZrrgBwBVO+AMAxTHkzgPNcY+lKXPanxfj7ovV49Mun4+DhA9wXVHkxqGhB6sXQF7nOMEZCmDkYdkefRW7vS6D8m2T66MTF1nYra7hWGxF9zrtEp5t3taCjLHDA4IYuHFUOidxDOsSGUEyyaZc9rLNEtcQI0hvVRRx6g5Dt9S17Mtnhq+Burxr33PXPrfO5prNcmmV3vS6c0z0VqTnveBAnXfEgZnx/TtcNKEcCOXEIMaghYKJ2eso9q7Xo9CsGr8AlVuqpTnLqsN72w0cw+7qn7fWN7aTPeCuDKzzX2baT9WrzfmohVKp+UEm+QT20SXfO8XJPs/joAciJQwi5SKvhFi67cxEmXPZ3tn615nFd0Y9zOHSEh6irG1DpouizyGXROXS2jc6ic2IxhjB262agNg6eenG3EoceuvnqTuTEIYScwKrs+laLeV21plK/Uhwq2oamxjoAwNTxQ6rUc3WQ5ZvatLMZtzz9eqfb6YnolM6BKzM02Bs3uCYvdf0eu/PWerJvS3chD9kdIZgcvh6ond3Z7W1tx+PL34w4B5cpq9zZ1HoKz/hvu4w3y3gu/O2zWJjBGatHiJVq8cCZPozity4dSNiHRyeL1+xAe7mM4w8a6qxr3pULz3pdj55u9tsdyIlDCFuKxG17WrG7pT1R1tlp/PW/LMGfnlsb/XbrHGTHtf2ANuy0KzWFENix109Ps3WPOYkOd1v+KTptJ/3a6Ozl1RYDlYVAkRG+1ULc5NPDe3/+BAC/PAi+Ydq7c/Oecw5p5MQhhNy1cIzD8d97IFXW2bmkp8l0iZW6i3PwwZTv/qO7h2BErZ5X56yV0hebdtHScKI3wbTwZtE5bHRsUiQu+PV8nDP1QHzghHHuygoqyeGxvyPXOYSQ89L/I698Mv3l+bVY8Pq2RJmvKWtP2+BUOpzXtDj/3ALpq+w21Vu8ZgdWMvkEslj8uHbq1fBJy8I1yTVswvD+ne84w3g6A33R37CjGeWyyMQ5vMUh3pR49JXN+OLtL2QdYm6txCAnDiHk1PCdI535gL5w28JUWWu7PUaR3Nn0NKuKLMPRF1I1LlO1xUqt7eVI9OGLo8Y0ZarvGkNnrjW198P7lwGoXkIedjxV5reEsu9Z9eYezPj+HFz76KspwqvObSEEJlz2d/zkgVeqOhYTetp31ROQE4cQcTx/391qdSB1HL5+Dj1uDldpUaz2bT308sbM1xQ78TV0RU5xDlJv0x1RNPa1dlQU/0gVK63dvg8A8MTyN9OReUX6+Oo5yzP3BwDnZNwY5DqHNHLiECKrTL9ac6kUhiv2TfbT06ZwTww4FyD76llJkht5RbU9pF3NdSnnYOj8zJ88iinfya5fUgmdOmqbWKmSx6lu7F5YsyPTtbm1Uho5cQghJ4e3KKNKi2Kc59feXjkjZ1MrZBIr6dcqz5B3BKt8DKUKorh1Jqhdp/wcmBtwzYdiF0apM/Usd/1Zwd2LCP+Z6lUyzzujVM45hzRy4hAinqh+k+TS31cne5XcAbrm5v4oE3XtFDtDgCtZPDna4E+gOOJWuYhSOHaypSJhy26/OGDdDeOuXLvxBHEI/2ah1z5Z/0zgFNJCCFz1wCtYVyFR7O3IiUMIOTdqvQbLRcy1kHTX+FzIMhx9Z14tgscRkYqIQ6fGwJRV2bxVVeAvWbsTJ/7Xg5hXYaBDa9+Ogd+3JFvOZ9N7TukcEmPI1IW1Hx9wXMfLG3bhZ3OW49LfP1dxuzpa28t4fUvagq4nos8Th7mvbsFR37gvCrhXa4s2uSC5dQ5SJ9KzqENnxFzqPVfbWqkSsRLbtuN5R8l+uPH79sFU5ObDh341N1W2ZN1Oz16qh4tueTZVtnVPa4JoqDvxxKKtvJa0zkHlHLLPq05xDhbR3r626ikkLv/TYrzth49gZ3PXJzbqLPo8cfjfh5ZjX1sHXt6wC0DtF1/b4qJC7mx6A+fgnZtCGH8Y2/ZFocY6B3b83i/LT+eQVclaS3zqpmdw0S3PRtZUqgyfEysJkf7WXJsFF3TRUBbfBRvX8dL6nfjlo68az2fB48s3Awgsv3o6+jxx0NeDWi++chFzK6ThVa+auOGJlc463HC+fIefE1JSAcm1XbnMviKFNNd2J7gX3zf16ydXOdtbsWkXe21XqKUrmWJvbA3k8u2hSXaHgXMgZcR6P75z2zQvdNFQWwYTJM6SXB3rlfe+7N3W/oKcOGifV6035rHns6e1kqO9rXta8cXbFmLCZX/HkyvetNZ9eYNZJLF66158728vamPlrU50zHlpk2OUAaqmc2DaqZVCWs6fzugc5q/cylybvPjMnzzm11gPgTp8ToQikH7/nJ+Dq20VOnHIYr2Uh89IIycOKc6htpPEd9GPhuWoeNmdi/Cn54OAfjbF4d8WrcOsnz6Ovy9az57n5LdcKAoOvstyQozAnO/Mm7ARB5P4SN8oZEEl02bHvjaWMAD+994V7g6ViVbDa8LxqGKlf/75k9GxOl69l6S1knkMpk2Fbo663TMgpKlN/dlWM8RGTxMPc3ASByIaT0QPE9FLRLSUiD4flg8jogeIaHn4d6hyzeVEtIKIlhHR2Ur5iUS0ODx3NYVfKRHVE9FtYfk8IppQ/VvtmZCTxNvPwdGeGj3WtnC8snE3AGC5QVzB4YwfPwoASRPKDOIUu58D046vSMevWkWwLVIdZRFFra0kNtSP7l+Gf2GUzIA/V9VTxEoSksByO/F9rR3Y3axEN04ppP3GYDql98mFqTGBG6/+/XRG4W1qsyfDh3NoB/AlIcRRAGYAuISIJgO4DMAcIcQkAHPC3wjPzQZwNIBZAK4homLY1rUALgQwKfw/Kyz/JIBtQoiJAK4C8IMq3JsXusq80he+iubYlNVeUd0xd9U83Kso0zrztJJ+DpW31BnCkgDzwGzihrsWxiHXKxmDjTD7rkOdU6J3Hbhd9j/94CF86uYF0W/9nZv8XvZo4fKNnIPWp4krY6/1cMLU05ru73ASByHEeiHEc+HxLgAvARgL4BwAN4XVbgLwvvD4HAC3CiFahBArAawAMJ2IxgBoEkLMFcEKd7N2jWzrDgAzqZtmfa3ZPTnRXYuBL+eghlWoxSPMpEjW2XTXw+7Eu6gSbUikjU3VdzzeXc3t1vM2MZb6DLfvNefB6ApU4xvgFtstaj4PYVdIy/snAL94eIXX+Noc8cls4OasTmyqwTlE/fUwk3QOmXQOobjneADzAIwWQqwHAgICYFRYbSwANb/mmrBsbHislyeuEUK0A9gBYDjT/4VEtICIFmzevDnL0M33pP2uNXHwVUjHgQHt7VXLvt+3FV6c4genn4NvS1V6Z9xib9stDqyvi4fAjOEnDyyz9lewfH1qe1/78xJjva7ROVRwjb7QeyykNuIQW+cBty9Yk6hn+gZWbNrt7NMEjq7om5cOy0bBF5EBQ8+nDf7EgYgGArgTwBeEEDbPG9Yi0FJuuyZZIMR1QohpQohpI0eOdA3ZCymFdFVa9UeHJ0fgG7K7Evt+DrZFx7nh913Tnaasnu10ysfAjrZ2C+fgGION6wiuNz9k9T2/2QvCZKSVy6766ScmDD/0+zdtGlypdm3gxIedMY01wTeWWk+AF3EgojoEhOF3Qog/hcUbQ1ERwr/SfnENgPHK5eMArAvLxzHliWuIqARgMAB/gWEnkOYcqvPSvv6XxZhw2d+d9SKxkuNr8g2fUUyIlZzdG2FXCNoXdRNsXFrVcwhkGEdcnj5jWxASljdMh67H70uAmy2LXjUZh6/MOiLsuzP6n+Ban0B2ej++HtKmT6UzCy7vIZ38XU1z115AG7yslQjADQBeEkL8RDl1N4ALwuMLANyllM8OLZAOQaB4nh+KnnYR0YywzY9p18i2zgXwkOhCm9LzfvkUfv5QECdel8tXq9Nbnn7Dq15sreSq5zeypEI6+9IhhIAQwvqhmRSHcRl/bXp36RClWc/y47GVucAt1gcPM2dccxFf93k/zqHZ5k3bwxTSctSuzY4QwKubk6bRvh7Spm8h6zv/n3OPi465hV+fn+1VECtJrHxzT811SVnhwzmcAuCjAM4gooXh/3cBuBLAWUS0HMBZ4W8IIZYCuB3AiwDuA3CJEELO7osBXI9ASf0qgHvD8hsADCeiFQC+iNDyqSsghMAzq7bhR//gM0x1V0hs1845tmryH59p3Zj32paIOOr49M0LcMjl91iJlXrqdcb3wXeI7thKfg09+FL2xD4cuOc1oN6cs9nm7SvPz75uLiZ/8z7D9Waoz2Zfm5k4VDPlaVQvQ5vpPoK/PrvsH9yX9DpWCYrtatO5rBv7+lK8/HGcTlcopOX7+tiv5+MdV/Vsx0ZntnIhxBMwz8GZhmuuAHAFU74AwDFMeTOA81xjqQZ2OixIXN/PL//1BFx0iz1K4yplwRRCeFkNufqVE9M1PU2JVaLzZYEPXfe08foHQ+9mO+cQn1u3I5343XRlV4nw/rpoPc6bNl4rjdt+75QD8dcX1sEFAuHYsYOxeG0cw8g6woRDV7rmQ8s2YfMus77APi3i9mzEIQuEsPcZEbtOvBb5HCrJj6BeYZsbpnDmWedTnZL6j82poROHTlhDcdhkmRs9AX3OQ1p/4WnHLDumjB/ClqtmdKf/6BGl3G/CukQskqV1+0MoxIFZCFzpSH3HI3HvYsbDugLOgYPvp/7YK5sx4bK/440te+NrlYuHD+iHH583xautlGe15xaWe1w2wgDYs7mpz8YmVsoiVdrahWIMubj6+uNw4PI5sH2ZxJYZu+ynEAfus9AJnGm+bt/bihn/PQeLKwiM+Nrmyi2suhp9jjjo7zf12zHBhvbvh+MPGoJTJ42Iyp59fSsmfe1ePMXEMvK1vXb1G4mVHEum2g7HsfhadNgMM9QRzHk5HUepVDSEp9D1O1WyVpL49l+XsmMM+nZfT5Q2BdaJ5NY9rTj2W/dj4ertScV8tqEG/VnOqf3axUr+1OF8C8cIAHVFGSeq8wppV+gKVlflqXMwLdJZx91PFSuLvbDDAAAgAElEQVR5WCuZRGVPv7YFG3Y24+cPu/Nd699Ad4Rc90XfIw667bL2wn3i9xeIEpP3sVcCovA0k3jFV4nl5BzC1ToT58Cc9w2n7auQ5qB+dPY+lDaV5/70a1vw4IsbM3/sqkxYHWNLu79YRucc9Hud99oW7Gppxy8feVVbzLIvqL7WStVyvlru8AMoRYmnsrctL5HXVpJS1Nd6zfSssz4mdZ5y831PS3LemL4JueBX4mcxsL7ortRN6HvEQfttiwzJoUiEAiWvk7vx+rr0i/YV47jmdeznYK/3oCMiqi8n46tz4FDvSRzU9Itqk7OvezoIs5DxYzettTv3tXtyDpTienxNKl1K8d0t7Xj31Y9j6TpV9OBnrWRDNY2VSsXqLQeuTYgzb3YFnENWU1YX57Bqi25Nxbcvzcdf3bwHa7btZeuY0FjnVPt2G/oecdDeb4pzcDmZEYGIkqaGIdvfyBAH33gsnM33O656NIrfE+8ezePbtFNTDnM6B2/OwTxOF4Ea1FDHluvD+dyt9jzcWXeC6qZfaMTbR/xCSOsB9OlgUpr+4mF7Mpgnlm/G0nU78T/3xV7TNn9F33WumoasUgbfGT7lR/9Yhq/c8QKueoC3BrShO3UO3MKvrw2m+ahOmd6QxMcXfY84aBMrLVayo1CQnENcJolDA0McbB62KnQa0lEWeGXjbvy/MLKkj0J6+n/PSfzmFkRfTsYkXxXCvUM7bOQAtlwXa6giN67FrDtBVZ6rXpklYJquc1DbWbJ2R5QRjCjbItrMpJr0FSsdOoJ/nq42skJyTabHPnZIo/Faec1dC9fh9gVrWCs2Fc+9sT3dBtOera90efKEi4Otd3AOro2khLqhcOUR0d9XT84j0eeIg/5FpzkH86XyvQc6h7iiXHDrGEWsr0nfbQtWJ37rfEKkc/BqLQC3cLR45sM1OhrBP2udCypb7xQzeCDJOcTHbR3lxLP4xl18rCIi4F3HjkmUqeN6z/8+gUWKRYp6zqVn4ZTKvuEzRg6qj+ZWXZG8xHafnznJWUeHS6zU2K9r5eO+HtJG4qD9ds2fpM6Ba0/nHEw6h/g462LfkyO99jnioL86ffG2iZXkrqBAlJxM4TFnmphlgVNzMaSCflXgBMdhyx4/22qbXNc1BN8hqoscd0n2W+UXW51722tg/QnAuSeOS5RJcd6StWkzxSVrY0uTkQPrrSNrZoiDNfCediznVoEocc5EYIiAaz9yAnvOZD5ZJxXShoW5q+MBqeuk3VrJMD6HdZHup6Du8jmPbr3I5PWttpPVeCDnHHoQ9Hmlv3Dbq5JiC9IU0vKY26lnyR6VCOSmXebrBKe3t7ulHVfe+3Kka3hzt5+te2fESr4EbOQg+4Ka1eIlwTkoT8o3YBqF+iQV8jnoOQWIgJ8roaQ//JaDrG2zYiUL56AnxZELUKmQlGfZdtjvPHYMjjxgUKp8MUPozjhyFKYeFPjwcK/vL8+vxdpt2S2QssBf5+BXXhbJuaiHUFfvk+Xw9Q2aYV6rm0KXdeIa7RlWMwx4tdH3iIOuc8hgrSQX2AIRu+gTpYlBlnevVo3yN4SFvkmB9PFcPWc5fvnoq7h9wWrcOv8N3Dx3ld9YjGIlt0Lad4f5vqljo2Puksv/tNirHYkE56a019perji3hbTuct2zS9bMcQ42bfK/3jAvOhYQUfvFAiWuMypJITcy6U64Z33lB4413kNLewe+cNtCq49MNbzdH14Wh+G3ekhnMGVVy7hc1hKsziHVL3+t+tRsYqIPMVn/cs6hByGtZEr+9lnY6oqU8HyWR7969DX848Vk3uYsrLhIcCNx+a7mtphzyNBeXbEQLUrtHWVc9qfFCZm5DaZdkhfn4D1C+1XZFdJ8a20dZS+rHr0OUbwT5JzhVLjG2sz4WviSq7LKORQLici7xgUr0o+lz3Fh3U3KfFsfiTruKk78YX4crLIaCmkgufjq3BvH/dv6MS3kajFXp62jjD0t7ZjHZKbLOYcehBTrqb2c6x57zdlGfamYcKySk+jlDbtScZey7Aw4zgEAjv32PyJ5aZb1sq5YiOqbds4m0YZp0ra0lVn5uwrfW05m/vK7xgZTOIr2DuHtIa3i1Ekj0RbejP48nn4t+aG7xs8ZAqjjPfrAJqM1kBAiIgjFAiVl5R6m1zqKTFnAkPAPSe3igyeMY+vYUK0EVN98z+TUeFRw5UlRlVlKwHMOfmIltXwlE4jykt89h6O/dT97bbXjNVUTfY84KC/yxO89gGUbk3l8fYJh1dcVErsQq3w0i1hJ8MdAZToHznpKx1UP8vbopqxXl/95Eb5511L2HBCaeHretCr75kUCGSmGwVrJ13xX38vXFQgdZSlW6pyehRMrqWv0ceOG4MLTDuXbRhwkTgizP0ei7fAvty5zRklJkZy2iCqzblBDCX/+7MlsnxxOnTQCx4wd7F1fgnveQ/rXGc+ZytVFP6VvNHDqpvpGcZZy8ZfvWIRlG5Jryj9eNDtIVjMMeLXRB4lDfLxlj105O34Yv5NrqCsm5K+2hSFTdMoEcdB2LZWE7PYUXNz57JpUmYlzeO71tH26irpCwZsg/m1RHLTPh613QV3gvve3F6PjQKzk4QSnVSkWKBYreeQnsIG1VtI6NHE3QgDDBvQDEIgYk5yDvV+XCEkdiyxOcddKQalAGMiFMTeKt6gikRP3POXzMrXHlXMhVb7zz0fj7ktPSfglce9XL/m6IV2rPnfP/ql/KO6enBGuzxGHLJgwnHc+qi8V0OIZRrnSl6/PVTnJ97R2JMJOuPqWuz6bWOXaR9PevZXaXxcLVFHgNu4x6ZYdLqjroMoR+oqVdNQVC5FC2iUbVk8f0NSQOs/5OST9Fcyh3QWA4QMD4jBtwlAvsVKsc2CIA1e/YNaBqH2UioVMyn0CKpIZcle4Umyy2dyUF/Orx4J5fsDgBhw3bggOHNKIn35oKgB+E6cXmRz7XKLjwY18xACgOrqarkKfIw7VINQNdcWEgtEuVsqiczAryNSwF5zM/4XV6R19YMoXHGddGyu1oigVyRrRVUe5Ao7IBNM9+oqV9OtLRfJ+Di6CKA0Y1HU14echeBFQcC6wVnrwi6fhVx+dhskHxmIac0iH0FqJHWsaBYuSW82fUFcka9iP9DgqWwC5+SDvqRKdw6I123HXwiCnhzr8WcccAMDkIe03ctcGcGh/M3HIOYcehCy7WtN7KxJpskyLWCnDQqk2Y5s0nKfqOb94Mt2e571y4zfloXAF7itl5Bzkjq0aRht/Wcgn9PG2VmLESv75OOznbYtdcN6sUBciWNAmjhqEgfUl/OLDx7PtPrwsHXSRa5MX2aiLr1nnUCpk5xwqWf9YzkGeM1rSmUVDqghZHb/kwnzESia4uMomC+fQg42V+iBxcLwMVZ5qWqALGXZDXBsm6w215q3zV7N1AD7AH9ue5yC5anoKR4ldLfZMeqViIdOEl7u5rtxBeVsrKSRkYH0JpQL5+5c4KvAKT2WDAWEkYEITOamBDdVuP/GbZ1LXcvf98oZ0DoECmbUyCZ2DgXMw3X2gc6iOmDEWK7mvmXbw0LCuSA1QHb+03OLFSn7jvvxOuz+O1QemN3MORPRrItpEREuUsm8T0Votp7Q8dzkRrSCiZUR0tlJ+IhEtDs9dTeFsJ6J6IrotLJ9HRBOqe4tJ2F7FiIH1kUUEYHlvWj4H2/vldiR1hhg26mT87dOvG9s0Xc/1LVv8hsXCiHsopixmLtO7uiyUE8BNT60yDaFqOP2IkcgiWLvxEyfh/v93WhiqQo7Mf/HnFuSFjNhPb9HFOfD92sVy+sJ018K1+OmD9qQ0eksq4a4vFQzciEH3gUrXP/OmShcBrdu+Dzv2tUXv4IVvvgMfCE1ubUQGiBX2LOfgMe4tu1ucGyYbejvncCOAWUz5VUKIqeH/ewCAiCYDmA3g6PCaa4hIbnOvBXAhgEnhf9nmJwFsE0JMBHAVgB9UeC9esO0GSoV40f/xP5ZhLpO8B4h3HrIt7sOX0COR7mxuM2b2UkfGTVYZKMx3PlVz3s06OpDNuiZzwDlk17NUwjlMHDXQWefnHz4eP/8wH2NIh1w0Tj9iFMYOaQxDs4fjdImNHE97x760d66+wTDtMIUw+6nI8Znei76Qv6yZWar1ImslrS313fTvly3/QGDanOkSdgxAINIC0sYSJ1/5EM78yaPRO2hqLKWU1+r70XkkPcpyNAZmXM++nvRvMZl1q9+vbVvSq3UOQojHAKRd+3icA+BWIUSLEGIlgBUAphPRGABNQoi5IlhRbwbwPuWam8LjOwDMJNOXUAXYFjf14/zfh4K4OYMa0h+DnFxlEciz11vCE3/r7uTk4VKJSiSccphJc/SBTWG/1VGUZYEp9WeqXoE3XTSZgsrvvBKFNOfMpWPc0P5oqCtW5ARXUHw2XKNTb882H1Qk4j91lPGeKWNw/EHpHOVlYRaLuTgH/TrTe/B1guvfr8iax5phNmW1EXfuGjkHOT3Q5l0t0TsgImUDxw4pgWKBvKyVAOCD1yZDYLy5m+ewVytJf2zLWW/nHEy4lIgWhWKnoWHZWACqsHxNWDY2PNbLE9cIIdoB7AAwvBPjcsD8NgqF9Ef2nuPG4MnLzkjWUzgHU4RPE+TEvu6jJzIji/vmPuKShQXmUBbA3QYlbbJfN1yxgyRKRWKJkklpJ0srsZzNsoXwUkindpQZOIfw/JMW4m+6BghCO9SXirjyA8cZxmZqgydestwUSFBHwlpJO5fkHIrZrZUMD++YA5vw3ikHsue4S2RyHpNRhFCIqLxvPUYZkOamTLHSOG5Q1/fpwfwkOjw5h2pY6XUVKiUO1wI4DMBUAOsB/DgsN1nO2SzqfK3tQEQXEtECIlqwefNmrooTtndRZBx2mhrrUnbKqmKMDahmgZysh3G7JoceoxBNeM/OhEiEATdXczfos0sHgGKBV0ibuBjfnXmlyMSCMpwDJ5bgIO9jPhM/x3iNcixNozkiHIiVTP0m/0rc+kywR9Obs2YzM3In8XFjvyLLYZiejnVhZMYXn2M2RyFxMHkVqxZfkcMcp3PQfhcLvMnyA4xnsy5J2NXCB/NLEIfeqY+ujDgIITYKITqEEGUA/wdgenhqDYDxStVxANaF5eOY8sQ1RFQCMBgGMZYQ4johxDQhxLSRI0dWMnTrJ14oUOpl9VMCnckPNzL5Q3bOQbZvUj5KcGxuZHbnLVbyG5OPuaavKKGuyAuZXf4CXS17rURSScqO0mmqGv61RS5NXZPgHIJ5xIU8CSyZ7DoHfTGVDoRTxg3R6pvET6pZbbKOuqsuFQoVcA6W84ZyVucgxUoGNvPx5Zuj9uRf7n5TJsuUFitt3NnMOmHqZuRGzqEbRL/VRkXEIdQhSLwfgLRkuhvA7NAC6RAEiuf5Qoj1AHYR0YxQn/AxAHcp11wQHp8L4CHRhbyWm3MQCba1rliIkrIcPjqIja8q7va2ZrNUkJPBZQ7ITRqTTbY5hLHfY/TxhvZdEEoFYhdS08fikpl3Fjb2VIdep6BYpbnGJ99JNhoUt3nwsMAbn8vGJoQ5MRAnNlHxuZmTcP70eL9muw9u7Ft2tyQ86EvFdM4LGwh2U1abhZYOKVbiTHYB4IU1O2LOoWBuJyVWKqTFSqaMiToHbaqXFCuZn1fPJQ2A0/SAiP4A4HQAI4hoDYBvATidiKYiuLdVAD4DAEKIpUR0O4AXAbQDuEQIIbfWFyOwfGoEcG/4HwBuAPBbIlqBgGOYXY0bM8E2UYsh5/Cl21+IyuqKBdSXivjNx0/CceMCz1SVZfV1kpKQc8blnMQtsJHOQTvnE0rYBp/gX0Vb2jIFpWIBrR1pgmkK5CfH+OQK3jLMBp9FKlMsqpQs2p/AylpZdtVCAKMG1eOqD03FCQcFajvOB6YszJyDcBCHYoEweUxT9Nu2o+VEMV/64wt4RMmzUCCDn4NFXGXlHIwhQzixko9VQfAnFsGmn096E5D+VtRhPXnZGTjv2qewbkcz6yjJIfFNWobdkzkHJ3EQQpzPFN9gqX8FgCuY8gUAjmHKmwGc5xpHtWDlHEJLm7tfiJW4ks1/+5GjojKVZc36cm1Z41wKablA6x+4MfeC577E5fUc9B38HTWo3hq5ts4QPsPFOdj8OjqDiHPwX1ciFAr+CumYI0y2ouf+SIwt1CWcMnFEVMYRB8ENLupX1kn28S/TFCmuMqZnVm4z3AEvitHzVpQKGTkHsu+OTS47NlNWa39Rv2b9nF6kxtCSUMWo0qwZ4JTZ/Dj8FdKWk92M3ENaQZHTOTDJ3NXokK6dqW6NIQyLiD42XqzEnzNJhXwnnk/CEclOyx2usV6hwC4Gr27i8xZ3hq/2WaLkM6jEOJoyKaT5MdkWNE6XwImVIHyc4JLl50+P05aq1+oh6lVwUU9bNR1KscBzDg11/H0SyO5b5OHQecrE4Xj8K29P6GNamORJQByvStb0MXhoaqxLZYnTb9FE/E2cg28Sn/3RWqnXwvaRB7uDpE05542sOti45kCHtnJbxUpMPRVyIqbCeZt25Z4T1Gciy52Uq25dgV8MPnTd02x9HwILpBeD5raOjKas2alDUudgr2syHdXXDj2/gH4PJs7B5QSnD89nl62Di3qa2lETzzkMH2jIB+7gHOq0+5XvWZ1nx4wdjPHD+ie+GVPEXhmG2xXeW8XgxrqUk6K+ATNtMkzEQX1utnnKfU4bdzbjviUb0idqjL5HHGzyT+Y8Txxi2axrAdbl+VaFdHjOpEOIxEqeqU199yQ+2aiKEZset/q+qWkbdY77skEI4RX59KX18Y73ry+sw5HfuA/LNxq4kWQP3mPhnOBcCl8g2K2axFf6QtqupZflzCp1CCGcJp86gVXb8SWinIe0LhILFNLpa5sYZ1EgvD/LszNxDjrHAiTvyfTdSWuigkbobBuQgfUl7G5Jbj706vI5cz4SHNT3rG9MLnrbYdEx9+1+6FdzcdEtz3Z7fuk+RxxskPJR9VVypoUqy+p6f/pOW/XilPjUPx0Sthf8NvlOxAppXaxkl+dzUOe0zxyUwd7U+/mMMskligXeCc4EAb/lu79iQvjgS4H9uU8o7mi4lYiVQIpYyYwB9SWj2EHvVrUMCziHZI0GJqhimRErPfjF06I2uPEliIPnzct66kKqL9KBQjrdHsepzPvPmdZkPxt2NKeUzLLrBKcYlqn31GFY9BtKwfOLdA7h8NU5rk9PYnaFqW9McvzabcokTDo6wzms2rI3HGdOHGoKH/GA+sGeHcYUUqG65rsS7+hseaxziMv6a5m1TLbysTWJJlYyeR87uKQsGDs0yIq3TzHd5UQgBWYxsE3yssY5vOvY9PMGYjPGSuFzv3dp3uSqFYvtHgqKRY6rn9YE58C3+dnTD0s8Wz0qKxCE7x7Qrxjnw9CmjO/jmnX0AVjw9TMBJOe1hD5/SwadA8fx1JcKITfO3+e8lVtTc0hW5TgHlSjJnbl09pNo6CeJQ/Dbh3MIhMlJGLl37T1Ipzjdc9pm5CEgMP8/Z4Y/bN+G8VRN0PeIg8PmWt2lHTJiALuTU13zv/THF1LnVehOcvJjVie6/iG4OAd93rksgTi4nPB0SA7qmVWxtQsrEiDzrovDyYeOSJoZGk0bK0NnNl9qfgN7M6TsLO3PNSHCY3QOQJrACoZzkPVM1krq+7W96lKRMCLUF3AWPjp3FiikmU0BNxWI3NZKWlty7iTS8Cp96/Ve0RTsDaFCWh+jzYSXKC0K1edsrHNIE7Njxjbh6ctnJspVcRz3/Ec1NYRctnFY3W7m2veIg1PnoMRnMdSLdlge/T37+rYEi6wqpC9/55EAgBFhCkiXWOngEf3DNnSxEt+33b7cNXK9PidK4DkH/cHYdlGjm+oTH64p14V6z1l1GkBlHtIJu39LnwVFsJ7qRvutPgvB1UfSSirq31FPfyZJsZIZ6g45ntdxma4zMxE/bg4S8Xo8W3vyflidg8o5hOPWd/j9DToHm/w+4BzsYiWO45f1hjT2w2At21tCrGR4A8T0k+zTeKom6HvEweO8U0bLKGdt+O3c16PjyM+hAFx42qFY9l+zMLR/SBzC0am7tUe/fDpe/t4s/PGit0YiLr3fSjiHrNY7XG1WWc/0+/17XjK2WxbJ+qZRVSp/lVeZiI6Kr73rqMRvdYGxW7nFi6P+XFM6B2WxXbJ2B9ZvT0dw5RZUNhc0xZZh+ugG1vuF1lZ1SBznoIeXLxk4B26uScumLB7Ssqa6oYoWZmW6SQ5c1+nFCunkvSSIrTYezlEvRRws45VFKkFWicMTWjDGSaMGRW3ZZnXOOdQYzkXGsEtTEc0BR1NTQo9qdRFVFZdEhPpSHE5aDk1dQA4eHoi2TpowjLUYAtIK6cNHDwzrWQaXcSPNKiEZZT2X68eUF6MujOAqkpIWFpXKX+Wj8okqq9eJEsEIx+43XAAfWbYJD7+cTtWpQlVgLt+0mzcNVp716q17sXb7PoNYKX5e6ryePmGY2bRUg26ppipnn3o1HWHW6CHNtO0zxfS2RDnImcDFLFPfj3xu+txvrCslOo85B9so0mIlndMw+SeVRUxUVc7GFjnhgycEAal1DlFHThxqDOt6qS1sprpqPgeJ9009MKWU+s45gUP46KaGqExeo06kiDiEv11hlXUWXq9/9fnHY9SgeqMV0ykThyc+XBkWZJvmDavCJBvnyvRJbQpOKJPpqJyP6XtI7vzMMOU/9uEc0uOL+5atHjJiQLoegvf68d88g/mr7FFZp45P52vQoYaEv+rBVwAAK9/cw9Tjrank+9Tvg4NOnOS9AMD2vemIo+3lMiui4zZdMvVoljVu0drt+OC1c/H9e+I0tfJ6db6ZOYekzkFeazM55/QiaVPWuK5ekZhzJlHq4Ma66PlxHIuKXCFdY9h1DgGb7lpGONnsp049FD86b0qiXmwGG9fjwmfoJoQmRzN5jSt8BiFg/U3RKy9622GJj0HqOL58xyK2ftBmGiwRozTx2mcgDjKZjs/C75vvwfR+faLKpv0c4gUmXqC468y+HfpC6vPBq5uPF9cF+Z650Otqpjr1Gfrm3gDS71BNjcrd0+DGOvYZGBkgywL4hTMnpco27gxCs6ii1aEht8VxDk0NSVl/Y11S5xD5DrmslRwWgJK46M9WKH2ZxEoq1MtNeSSitnPOodZIP3C5Gxw9uCEhQ3Rl11LfK8duFxWxhMSNT66K6uvtuTgHk4f0S+uTCeP3hd7DOmt72Mh41/vBE+LYO9IyRA8hoILbLQ7RlHAAz02YOIdiuPNNeOQazHhdLLb0FUnVC3/6cA56DU7nwNnzE5nnyshB9cl6HmYM6vyT75ybE2qmOrVZvaZNv6RvRFQLKG5c/fuVvDmHQCFt7vvQkXFOE2kSmtJXfeBYXHjaoQCS3LZc7IcPTPoZNIZpTHWdg1UhzRK7ZP1pE4YBQKQfVOtxcZdM3elrhm025JxDjcF9w5+bORHPf+MsHNBUH5oN2hcS1cRRolBIL6AxRxCXyaB1tsiWphDapmQ/l/7++cTvshAoEKXkyWrSos/NnBgdS85BHdOE4f2T3A0zXl+FNHc/D37xtGghUk+bYvTIJnfsbcOzjOhG7i5TJojhX9Nu2pa2VY3sKfv/PLPbtX3kv/3k9Oi4aOEwVKj8ZslKHOIkNepZ37ApA/oV8dVZR6Q6NxHi2z/zVmNbPBNJVsKZEK2Gf9W6/YoFnD/9oGieqdyfjPKrty05B1nTz8+BM2VNFvzw3CBDn67oD9aLAOoUM/sexeW5zqGHgXvcdcUChg7oF1lW6Dt5HfFEVsvSYQU48VN8TuUckheadQ728xLHjx/Ccg5qn/3r4kneHMakV4nij86bgme/flY8RmuPyT7U5zLvtS2pcYwY2A8TRw2KPg71I2g0JLCXdS74zXysY3I0q/oBFfKnKdbQf/55sdKGRtwVYixbnTYhHXjQ9pGPGdwYHRcMcad0FCIOMT7mRITFAkU7f2uzhpf30H+cjhMPHpbsm2Cc+DbfGO6SAsUOZpxosUDxM1bvWYILeikhOQf9U2gMNxdqiBvAzTmkTVmTdYYPrMeYwQ2J97x1TyuWrtsZicDUDYgwECX1l0sfkxOHGoN73nJ3Jl8Wt/ir4OLeC4hUfV38pO7o+O8sOC8/+M/NTO5SC5pY6ZWNu9hkQ0GCdbKGIR7cvw4Pfelt+PjJEyKzQXX9LBQoYVnj6zSnLpQ3PLGSDbgXye/DOEz//oeY89mwg/c4l20uWbuDPS/Hd+dzaxLl8qM3cQ7qMzESd0XpwHGVOkE0oWgR2XAoCxFzDoz1S12RIss2dXFLi5V4cOUyZIgQAr94eEXinE00x4uVJOcAPMRYcanPnuOK623EQVor6ZxDP5POQR2rPk7GlJV5UTrdvPiWZwEAjy8PuM9EeA8mbIfet2uz0M20oS8Sh/QTj3aVJO2Ww0XYsIXidqlCxBN26vgh+M3HTwKQXMxVr091l6oTI7kQnHXU6ES/8gPqKAu0tHfgHVc9hkt+95xxjLo4R/dGPXTkQDQ1lNDcVg4V8WSs60kbErF0vve3F611pbXNs6/HXtfrGa4AcMtf5Xf5tT8vSZTHnAN/A7bc2AWGc+Cqc6I0DqVC2ub/rYcOT7en9FGMOAdm3hYLsVhJOd2ZHacMBfL0a1vxoqbLsim6eT+H+B1zClrVik8XAwEOzsHAMclrVDNkwGGthLRYkFNgq4YHm3Y1Y56WLzypc+CJl7r+lAoFa3ywnHOoMbjHXSxKziGgDt6cg9quiInJ6KZ6vP3IUSm9gsnzWRdjSc4hZXevcCJybE++yvsQBJyDJlZi3raM9CpEclHyjT6pwyZjlpBnC5Rm91UFbuIaR5uc/iPZl4E4WBa8hEI6bIjdbZPBzl/nRLRwCUP712HS6IHQoeqq5Pi4yLmlQswdLloTc1TqohuMw3CPHKELuRtu0UhuJjgAACAASURBVLKKlZgHEHAOZm5JNesl5puycQ6yXjoabTKfQ+TnYJs/jFjQGHUg7JnLHc2F97CFkmlqKBlzUOt1uwN9jzjYxEpS9uhYB1nOAQJHHhB4Po4f2j+sR4l6zYYEJbriWi6YupNZvBuKF6u0E1AceCzl4MSKRNL3AjCLpuWZyPuW7flueLiF42ezj8eNnzgJnz09GfHV9aGoPia/n/dGdCwdAk2Lg7rgpcUN6vMWiTKJujCnMitW0X6XtHDmZWHyFQnHAxGd58ybS8VY53BRKOJ42+EjI8stF7j5IL8BbtdqS9Npej/Fgp9JJmchyHEO0srO5BleF33LMbEpl4XRYg4I35PWEKfjIUWuVMfstL57Tpzo0hTWROUcB7mIQzdTB58c0r8G8B4Am4QQx4RlwwDcBmACghzS/yKE2BaeuxzAJwF0APicEOL+sPxExDmk7wHweSGEIKJ6ADcDOBHAFgAfEkKsqtodauBERVK04KtzkNA5gYmjBuGuS07BEeFiqbcjlXI/+ZekPwQpiwEQL2RpzkFZrDT9BBA44v3H2UdEffvkt1bZ7407Y5HOUWOCe7jyA8dix742I22Y/7WZGFRfhxufWoX6UgEr39zjZIdlWwlTzBDDBvTD6UeMwuqtexPlrjbVAImqklkqhE3X2zmHmGhHYiWtzvHjh2L7vlYvgqjLmAMzyHQ9VVclg+J98z2TU/VKhXR6y3ccPdoru5raT6IM4Xxl7sfOOZiJb4cyX3UcPDzYSB0yYgA272pJLIgccbj0jIm487k1xp25vHd10/ONu5bgd8qGQR8JF1aci+2kcojco3jLobFyP9Y56GKl+HhQQx3rv8LV7Q74zKIbAczSyi4DMEcIMQnAnPA3iGgygNkAjg6vuYaI5Fd7LYALAUwK/8s2PwlgmxBiIoCrAPyg0pvxAvPA1RcuYGHDQ8iPZIfiQSpf5JTxQ9LZqMJz0ipIzU0AMDqHcNeiy8nj8Bn8Tu3kw0ZgXMi1cAppG8pC4JUwec7Jhw2PnsHs6QfhM287zLgwjBrUgMZ+RVx8+mH4t386hA2foUMV9fjKVbMQBw6mWEOZxUpa9es/Pi1S4urQ55FuyioMnIPqFNnYr4gRA+tx3rTxqXqlQmDKqi6ob+5Ke7kPrOefDXfnkoCxnINVIc2Xuxy93n3sGPzxorfiQ+H9JcVK6XHrYcX1piV3o4a3VwkDB0KauHHfTkHhEE2mxRIx8UrWUbvpVyqwREhvo7vgJA5CiMcA6Ibl5wC4KTy+CcD7lPJbhRAtQoiVAFYAmE5EYwA0CSHmiuDp3qxdI9u6A8BMqiSEpie4xy1fdOQh7SlWsjmNqfXkS96+N/hw67WFjLQJLy1Q9IWLEotV+k7U3dnyTbvx8gZzvmAJbnGypUZ1gRyLgd63qWpTY9LBzvadnHzYcKN/hMTopgb84IPHpsqt9u+qjkeWgTB9QrxDbGqoM4ZB+OiMgwEA139sGt5+xMiUyWvgj2LuV4TjM63J67bvw1OvbsHSdbHimBOfvWMynyOD+8wI5s2HjXMwLWTcO77vC6fins+dGo3hpAnDWIdRLoeHbtWkdyvFPdG789gfcTojlnNQ+uXEfOrTkd+A/lzUR1hXtG/gVm1Jh0ypJSrVOYwWQqwHgPDvqLB8LAA1+8aasGxseKyXJ64RQrQD2AEgbcJRJXBzWH5Q+iSxscpA0vPXJo+VrXz4+nkA0olBIqsmKVYyKqTDD6PMZ6CrRETJ6Ry47HeZFNKefdv8A/QkS7Ke/lEe0NSAGy44iRVBfOD4sYnfx45NxzXaoIjS9PedyOegaKRvv+itqXr6s3/lv94ZiYLOnDwav/nE9JSznHRWNEGUg8XNVEf6e/zjxTjfMBvjqECYPKYpVc5yDkShWXa6HU4OXy4L/H3ReizftBtEwJ0Xn5w4XyyEvizKpUce0ITJBybHw+kc7DoOKdPXxUoa52BsQekbyXVhT0t7pAtQI/Wq4ieXr1GUqU57ZH/+7CnRcV3Rbq30hdsWugffhfCL6+sP7m0KS7ntmnTjRBciEE3hoIMOqmR8rOyzHHEOms7B0IZcUNXdxRGjB6XrGRI/6CIQ/ds3WSsldleceEwpe9exB+Cexe4k5Zx9ucnz2Qcum//phwzDpW+fyNb9zj8fHR3rz8j0LR40vD8a+xVZk9QJWpA87t3v3NeunE9CPpuW9nIkmuDWaTWfgwRHrNKcA797lwlsnl+9zchdqBik5G82EVubbiM9Rv55q9GCp4wfghdWb0eHEPjOX5cCAI4+sAknHpx0EpRe3K7FVDfeAGL/gUR7yjfV3lFOp+GV3zKz6ZHQv1U9rPjR37o/On7/CfEGQxU/cfejPs9Y7JWspxLFfsWkzkgIge8q5t/drZCulHPYGIqKEP6VHi5rAKjC0XEA1oXl45jyxDVEVAIwGGkxFgBACHGdEGKaEGLayJEjKxo49+1E7yB8u9IczqzEDM6rVN/EogPA0nU78JU74oxxIwbyeWdT1kqaRYS6y+fGpkYMHdyYjnskiYtqpcJ9RKYMbz4gmJ8bEIRgOO3w4N0VtMVy9vS0XF3CLLYI/nK6A58hzzqGF7mobV//+GtRVFSuzZb2Ml7b7BYB6OInk8hopuLfYiIgAPDVWUGyKNXwwLQR5ZXPzDOLCHb6eY8fFnt7v2Py6LC/eOGfMi7NmUlHR6spKdK6BBPkiMtCYOLX7sUNT6xMnJfcvCml7qor340DBmumvpZ+E0Re4Yo54qC2YXLSU1FXLKCtPT6/YWczfhPGXgPcus+uRqXE4W4AF4THFwC4SymfTUT1RHQIAsXz/FD0tIuIZoT6hI9p18i2zgXwkOjCcIRcw9JiQr4KuTaadjtSMdfSZhdoynd709zXcfuCWKqWskPXrjNxDnHSdN72462HxdI4ThTxP+ceh3875RC2nsr+XnjqoalrfcVKcjHwras+YptDmhACL2/YmSqXz4iLuqqXceMaoywU+nl5z6q5IffBrti0G68xIbVT4yHdWol/rqNCX49I52D4Ss+bFuy31N2nkXPwpO5yd6w384ETxqK/Etok5mJFNF/5zIABYXBxDqa4YaZ6pmrRBkjRFzlh0BkBSV8LlUHkiB3v52Dutq5E2rvThtW9tMFNHIjoDwDmAjiCiNYQ0ScBXAngLCJaDuCs8DeEEEsB3A7gRQD3AbhECCEF8xcDuB6BkvpVAPeG5TcAGE5EKwB8EaHlU1dB/TjHDG7A/K/NxOEhmylfhtyxm0Jny0WnxeC3ENUzvF1dbKPGgblvyQbctXBtOI709TLvrMuSget7dFMDvvneyckUkgzncMxYP/k0BxfnoI/RN9R0uQycz4Ti+MrZwe6ZIyxbdpvzU3DQRy2bVK1mOvO9qgpNINh8cLec1C2Z9RKyXF1gTIsw24ShbyHSHtlSFCghn7fKORQZKlYMxUo2qxx1KO55ba93+hGSK42/KaeBSdj7lt0tqZAhiXeviJ86GP1LQ10R137kBACIxJC2fa6uc9DFSN1MG9w6ByHE+YZTM7lCIcQVAK5gyhcAOIYpbwZwnmsc1YL6+AtEGDVIdeGXu9DgNxfPBogXbd8J70Ks4xCRMxPAL5ZyJ8bt7PR6PuB2YqyIzFshbQ9DnOw7+fHY+lAT7qg4OpThcs9q295sxCE9vqDNesUSqjO7OVUhbcttrYbpNnEXQXvB36RYySR+495pup7Ui6hiUCAZXhtQ/GPKMXHipJGPhXqD7zpCqXCRjvmKwR/uNieOGhi14yIiyb6Dfv/jjy/g4WWbjfVUB089t7bEO48dk/ht4xx0nUO6v+4lD9VWSPd8KC9L3+jId2HzSgXij7fZQRy85fQGeSvPplPCCU7i/OlJBb1PcpugveCv747NBSLzB64G8gvaJO8kPqaPrBAtBukBpiJiMm2IxPlkBdlmncpphS/19s+8Fcs2uk2FE6C0uIHfAMQiFpOjHBAvqOomxfTsTaaZXN8CsU+OCVFAQCEw+cAmPP/G9lSEVwB4Q3NmNEE+BtM3p44PAPsy1ftRFdwEu9WSPL9jn8M0XfFncelQJJw6B4XI6HUnjkqHVqkl+hxxUBfVdPyg4K/KMnOIdQ6ViZV0qHbtKkwLhxDpb8Nk9uruO/6IfMbogil8xtOXz8TopmTcJCJ/JzijWXF439yz0q9Q331rexn9SgVr/zYfhOmHDMP0Q9KLoQ0Fxc5X9suKlQpxHWHhHGSxTW4toQfRC67nuQmfdyKfe3u5jOmHDMPzb2xnlfu+6VnJ8c1F9cK/XDX1diJu3GN6SUMBt0VV3N5zSrBIE4QQuP7xlcbzdWHgxI6ySIRfl9Atv2qNPh1bKR15VIqV4l0RB7kQtVRNrJRmqYsFYj9eGawuRRy0ur6pIrnw4+wYfYmNwVv4gMENqTYCayWvZgOrHct5TqRhu6cov4ClDhcMrjNQ9TFxulhGrKQslDZTVlbnkMGWg1VDGIi7aYzlciBiGdCP98L2n4fBX3/FdbqeSkRjcSnvE6QiiMqarnfzv01P1ZVVloXRBGx4Yc0O/PpJC3EoJd+ffu+uZ9HV6NPEwSR6cXMOwWNzEgff7TbDOdjyD5SFwCPLkvHxTd7ULsRy6+oQOp/wGXFdv+Q3gA9n48E5KAV729pT7aatldLlndY5iGSbbOA9xRLIrpAO/m5XwrhksY3nmi1SegfLIbLoE/HOl6+XLD+KccYD4ufgSxy46aD2JettDjMv2mDiHEYxnK7sd+JIt8hHnVtjhzTi0S+fnjgvPcDlt6d/gz6x0boSfY84KMepwKNSrOTY7Ui236WQ9pbTM2WmtuUCc9mfFqfKVdjMQhN9k72/uJ6/0sHblJWAOUwSGA6+wfxU2AjPnpaOsF1zm7a4RzZ895yj2XJVZGMTK8l3t2FHM+5futH47OX43twdL4BZdpvcvdSXimjVrPCmjBts7LtcFmgvl40h09Xyg4b1x58/ezJbTw7FSZgMOrJRg+rxy389Ma4W1vMmDkg/Oz22k8pH2ji0D7/lIIwY2C8R/mPc0EYcPDzplFkXEYegLV3JzVlE1RJ9T+egvFT945cfi4s4xJyDXefga1sej81dR4qVdHRW52Bz45f9+iDebftYifg/n0rEXvolx4yNFzlJDBNOadoVchOglruG/O7jxuBjb51gHKNsSb5Crj357r5/78sAzFydvHan4ofxoZPMjoSm61U01BXQ0l7G4Ma6SEF7EyNeUS2qfDmHwY11xgCJ/pxDumx0Uz3m/eeZiTKL3poB76ine7mrIjcbhybNd1UfiakHpR0E6zTOQSWM/UoFtOacQ22hPu5TJ41InIuslRwrobfOwfPpxgubDzvPy/T1jVtWU1a3Wa6/zgFwP5ugb68mAUirHfMF7BmL0p4L+aw/VtmfuqNzDdl2nqCEX4iCKzLB5bQiE3HQdQ5PfPXtmDYhm5JcR32piJa2Mt6iKNsHMBFtI+IgBNo6hFemPdv7jq2VXJuUUFykcEt8Tgz/yRVUFakFXw/8p/rlqITky2GYfIliGC1XxcVvS+YnAeIYZvLbU/OvDB/QD/uYFMC1RB/kHIK/1330RJxx5KjEOTmdLPG+AGTwkPYcU0QalPl01uTRfF2DhU9K2ZtREegWK3k1F7WnsvNq7J9k3bhR6aWu4vGvvB2rt+7Fh6+fV1FQQVMOAUBNM2mzVgqJQ1nlHOwPwna+UIjfsQxixwU51HfhLt8FUxTfSlBfV8Dulnb0L8c7fJNJNRDsoDvKIsqmqCPxOKzE3Y9zkE0sWBVbC9mIg8+0CYh2WqTV1Jict4qxGcplgYa6Al7+3jvZvssaJ8LF2tI5B9UvZ1BDCXssCYpqgT7HOcjXO25o/1QMIV+dQ8w5OMRKnTBl5RYNILTwYdZxXcfgHe7Ck3NQExuNGlSPX398Gt+e9AFR6v/h0zOsfQPAKRNHpM6PH9YfB4VEwxRPSoK7XZtIIYqaqdZPjS/4q+7oXE/VNnVUSy65oOvxs4I2ko2YRBiyVuSE1hlteQjJOagLGzePJcFoLwfhM7jMaEDS/8aLc3CIUuSz4WKHce356GA4ncNHZxzM6hzkY+koC+PzLhZCSzPlk+J0MjKCbHtZYMGqrbjoljgf/MD6UmxR103oc8RBvlzuvcrdi2tRly/VJTrxV0hTYmwAv2gAwQLAi5XI+Pvq849nzfKA+Dm47mWbYhHzkbccjDOO5DkbiS174l2Q6UPm7NJ1qAHUXEniddiIwzVhmASbWEniBSU/s2v9tZ1WLbnkgs6FpdaJgx7KQh+LKRZXJagvFdDS3uGW/Sd0DuVE3+dPPwjvOS7wFL7g5AmReMa2YYn8HDytGVRRG/upSI7YI+GVzOPiCgJZKsbJeTqEMHLnhUKQ/S4RzNLq7CgSOcABoH+/EvbmYqXaQr4u1ozP8+OSOwa3n4Pn7p0J9PfEinS4YiD4iLgPSJ+o6v1NnzAsFYkyuk67l2+9N52OEkharNji7G8K8yN8WQm/UG9IxMPZpZvqlIX9Qx/AZDuziZUefGkT9ra2W8VVUiG7Ugmq1xmxkkpk5OLGJbTxFSsREYjU8BXZiAPrZBnG7nIRh6KysLV1JBXS3/9AMqlSsUBAR3U5hwRxsIiV9DzqHCTnoIqVOMX5uKGNkTirbFPCU5DwKmkCbRPNpd9FkAioexXSfY84SM6BWbilKMf5YXh6SPty+ZJLuO6xV6OyrXv4uEDFAm8qahMr2RaNyJQ1/IjGGIjIqKYGDOlfh+1726w7wFfD0NWrt+6Lyrh0j0Byx2dqUg3vYQvpMHxgfcLCBnBbqkz+5v0JfYhOTCpxQvJdnqNIpiznoNV1xN+RC6WvnkmCE3VIazjfb0DWtW0Y5K7ZalCQ0VrJZSQQExEPsRKCuVJ2EIemhjrsbW1Hc1sHbpr7utXxr0MI7zDlZYYL4ZTatUafEyvZ7MulDsIlf9ed4Ljk74A/cZAfmi3ol0TgVcxxDlqbnsRBfkQyhalJnKW2actfvytMnaoq4EwpPAfVx+Imc4gIuQNM3vMBTUFEXRXHafb4Pp+WGo5bh84ZmhaDBDzeeXtHORYrsdZKfpwDEMyHWH/RebGSFFv6ipXWbt+Hh17eZNV3SGW1S+QG+CikfTmH4K+fn0MgVlI5h9GD6lP15IJ941OrAMCoMJa+SPJebvzEScZ6AJ8u1mSVWEv0OeJgEyvJj8vlLVzUdA4fP3kCW89XrJRFHCAza6Xa0H02lJ924hD8/eZdQTavOsaqQm/HxjnID0YVl3CiEyDtgWob3+6W5CI+YlC/RERdblyd/bZ0znDOl053XuPzzpvby9GCzlorafdhcwwjij2aqxHFs1Cg0LHNT6z0H38MxIeL1+4w1i15zJtoE6D0++lTD0mPL2xiqxpxl2lWvgeTeFaHQJJz4BJeRVZInlyV5PhM961mduTC3/h4qncl+h5xiFYMTqwUPA5paXPs2LRnKKCYsrZ3oEBmdt5frJSuOJLZuQAwJtOxKaTtYiVN1mmpK9uxtdc/3F1LzuFth480ihNUouHSOejcHJ/FTC/J9nEdpoVEGDEw+Q6GDrBbyPBjSGNva3tkz88tQr46ByDJAdvey9fffVTit6lqMdRpOf0NZHDAsJptHYsTMpnryOemegXrecSDekFFVWzJcS2cj9GMQ3kfECIAjBOcjmIh8MNwcWgRcXAQbVlcFgLLNyVjNRVCvUV3os8RBwmWcwh3cW9s3Ysp44fg9s+8NV0J8csPnH/MjzCrOamK/3pfKvVFWNckVjLrHGyTWe/bxjnIurZF6Jow2cnIcGH9mrYoqVDvwqxzCImDxs3ZQl1H7Wf8tvTFSI8y6vM+fZjA5tZyJAvniLHejZVzUIikTbSjh26wxe7qKLsVw3Lem0SGXF3b8+N8Snxfn89cOHXSCPxs9vHs9UHgPR+OoMAqj019R7ogx9ye++qWVLrTUoE3PKkl+hxxiBXSachJXBbAUQcMQqNJ4eSr7GXKfv7h9AS1KfN0+IqVCp6cg37KRkjkOG0f+dghQZ7h5va0eMkGU7dyB6hzDtyipDfR2U+LiDCkf8wtmBbfH583RRmD+dl86p8CMUlZiEgkyVlyZfFXkM+NLBxsMC6tD5OlTSGZ+tME+Vp9FL5y3lgdBBmdg+/O2ZQUS8VXZx2ZSs8rQYSUKSvfT8BdmOJIqfWA+NkYTV7D57GKSTFbKJCTQHc1+h5xCJcMbqKq8l/rglqgaHdnW0y5b+E9xx2YKsuqc1i9LWapZR/6hE2IG6yy3uRv28QvenAO8rlK0RznGWq7TodJrMTH89c5h85/XOr7NX3kHzxxHA4aFuYht7xKGdupLESkz+AsubLOB8BNUGwGC3r51j2tWLHJHpJa9rvPYbEHxPdjG6EkqipR8pWq+HAONg4nlCp5me+6LLPUvl06B5PQ4a2HDjf6M9USfY842DgHZWF0yRXl+V0tZmsXIvKyIGFlpoa6hQKwfkdMHH507hQ8ddkZqUU44UOQRedgIQ62xDrJvuNMYv7EwdwWkCYOnI+JPqxqfFqxEt5eT93BmyDPCcRZBFkOSGvkh+ce52zT9U7SuTTMYiUf6P2Zwr0AqkLaNr7gbzkhVvJ7gzYPbgmTObXsWwg3MZLPxlfn0BbpHAztGd7B7z/9FpSKvVwhTUSriGgxES0kogVh2TAieoCIlod/hyr1LyeiFUS0jIjOVspPDNtZQURXU5ZwnRlh85Cu89glSvju7uQuo7GuiKvP52WebIpLU79EidAUxQLhwFCUo9fzgd63bVdU9N2lKmO0EYeEk5CBHJp0DuedOC5VVx/WBE3OXgmkqNEdxl2edxNi4eAc1P5GN9XjvGnmSKuSCDuJg3G8Wr8VzptrQ10T22aFOgdv6s7ssHVFv8kREwhNWX2CXkamp456mrWSiytWmzt8dJAHe39RSL9dCDFVCCGD7VwGYI4QYhKAOeFvENFkALMBHA1gFoBriEh+GdcCuBDApPD/rCqMi0Vsq8SwosoH49wdeH5EMubMGUeNwj9PSYuUgjH5TwIiSjiDma71Ja/6bQ7oZ/aL9LFWAoLnKHf2vjoHE+R9qJzDk5edgY+85aBUXRniY0C/Im78xEm4/F1HdqpvFS4OX37otuceOz0BX75jEQDzoiXnl0sJ3hr5S/iJOqL2jTqHyjgH23V+TnDB34Wrt0dlpkd+6dsnJn77fD1WzgGe4fILvIgzVU9TSNv0Ozr+59xAf7W/KqTPAXBTeHwTgPcp5bcKIVqEECsBrAAwnYjGAGgSQswVgZD4ZuWaqkPKobl56iuKAfzloXInbiMm3Bww1V66LmlPbrI4zJomVGKgIYKq2qbr2cjT/UqFREx7Gxau5nPy6uE9gEDpzS00bzt8JIBgETr9iFHWBcEXa7cHIjxfu3/bo+GymLm8x30t3lxK0nS+dL5dX6ZdN5W2XRfpHDyejQoTwdPnn88aap2H5Edgip7EQbVmBCzGFsw9R3GoChSFdVfR1lHGc29sSyR46ip0ljgIAP8gomeJ6MKwbLQQYj0AhH9lXOyxAFYr164Jy8aGx3p5CkR0IREtIKIFmze7vYlNAzZBfYmunZgvVZfsbda4N6Z0irp1yEmG+P3+yX6Sv/sbkrEAis7BQ6wEABOG9/debJx+Dh4xcnwUn10FOXybtZI8oyoaTYpSed823wAAOGdqwI26lKT64zXREl8lfoI4ON6xj85BP3f5O4/E9EP4ua3358N5m5IMAeE787ht2e81j6zwqudUSHO6Rorb4NaYbXtb8YFrnsK9Sza4B9xJdJY4nCKEOAHAOwFcQkSnWepyT0hYytOFQlwnhJgmhJg2cuTI7KNVWubel7qQuSa8rzywLvowzO3pnsIrrngnxg9L5zfQ8eAX3xaFtNbhL1bSdpQe4gGXpEi2afsgdZh2drFCOpDRf37mJEu/4YHl3nVnMNn3Hy/ifVp84bM7jnUOcZlJ7OYrVmoMn7HLMztFHAzt6puPow/kNykljXOwwcezXt9EXHjaoRZZvbU7Y//mvv0IjGxHii9/NnsqPz7NCc5025EOQ1lLIuuzIm+yLnPI+HLknUGnehBCrAv/bgLwZwDTAWwMRUUI/8okwWsAqJq1cQDWheXjmPIugc2UNWH+6diy+ZqZlaJwxeY6/fuV8Llw0Zs0aiDrNSsxVLG7NyXRyTI+dVjnMkpeFb4Lljzt4r7UD9IkFpHvSYqV/mlSOu+DRMFjfO9l9D6fPvVQIwfmi0jnYKkTWeQ4ciUA8QLjetaSAG8Io+G6xifxGSYzGZAMHfP+48caHUEzWfZ5+Mfop+xJk7JRB1d1aaLqgk5kzjyKt9CSj6bVoXOQt9iWIA72Mck2ezRxIKIBRDRIHgN4B4AlAO4GcEFY7QIAd4XHdwOYTUT1RHQIAsXz/FD0tIuIZoRWSh9Trqk6bKas6uR1hQ/IrHNwLZThwHQ3eh0fnXFwdDy0fz9jvT0tfolC1A/tiNGDrHWjRd/TzttG5HQcbum7WKBIzuvj7Z1Vtm0jsr4oRJyDe3y3PvOGuz0ppnIsbL7cmXrfz379TFxgiAem+i0cNKw/myIUSPoEuRZrafGV9b2YoH9LndXb9isVvL5nLnIqW09uaNrMwRXVeq1K0jA5f2RkVx2X/C5ICFQL4tCZr2I0gD+HN1MC8HshxH1E9AyA24nokwDeAHAeAAghlhLR7QBeBNAO4BIhhHwqFwO4EUAjgHvD/12CyFqJFSvFx9WKpS6tlVwf0Gub016SHGQ7gxpKVjNR/9Ad6bZNkHO1waHolc2Ystlx+PyZdnGRJA5WPwySf839ch90NT40eat24hX8veVpN3GIw8LbNym+z1h9JDYCpoYHt7WtZn5zbXx8rJWyMAN63aXrdlrru0Ruvr44uijONBf1HPPGrI7h5fcv3RiXSc6hQFEYcfW7fHnDrkxj7gwqJg5CiNcATGHK0ARLMAAAEyRJREFUtwCYmb4CEEJcAeAKpnwBAD6YUJVhy+egLipZzEtt8LFWUus52wsnihrWoTNQP1jXByrFIbb4S0E7Iefg0qYqsC36RBSbbFqeUyyKMffDvYd+VbBqUmXFJmTYHEf5PKS1lKtfFxKbAMslKqdg4/zU9+AyV94bRuq1OsFlMCOoRvRZFb7m1mlHU76enGPS18dIRFjRdnK96BAChfDZbFNyvFTDEs+FvuchDbOSSC2rlgNKnYfOQa3nglwAXTl0fXUOPtnY9DZd90IRcfDjREwhz+NxQREr2YlIeGRui7m8k64YYbvue9Z3zpMNFmmAv9jSF2rftl3nv58Rc3C2e1Hnqyv43tzXtgAA9lijCcTHLuOArJZ/Lks33124zgGYOCFZLPM+mDY08vok4U5uMlS9wxLFjL0WnEPfIw6eOgcPy0kvyAnlEtn4Egf5wTY6ZM3+xEE59vTtcBERuQiYch/rOMhhmVUkX51D8Nc2vGrkWbb1bTNk0Hs+2GBpBvhzGb40RG3OtlM+YHADxg8LPO6tQRiVc767WF8lc1aHPp/IsDaoC+2ghhLuvvQUtp6vbuPN3cksjqbnrTpFSqimrECSOKjGAqMH8UEEq4m+RxzkATP/EmGuPcU8prwLUTsy/IKnLbgLPqEIAH/OR2XnXUMQEedgryiVmo+9Upkvio6CShw8wnvYRseNvb/FK9wXO/YFBNGWD0Pv2/YYvZWsYcUvWHQ2QJIougwFpC2GrZ7aXjWkPGoTLmKjb2I+PP1gQ00/qDqnL511OI4bN4St5xvrSOeQTM9xUEOa+4+IQyEWK0lIPegPzz3OaMJeTfQ54iA/Jl7nEB+7duYSP/jgsdbzMoNZtXascm10i4D82ssiSrvi/cfilInDceQYu1VTtUEEtHT4KKQp8ZcD9x70vA0qrv/YNOM5FS+tD5SiWXQO1ZAb28LBqMii/9nbGszZAfW2YHVpJakJMo2ubYTqzDvyAPv8SudLt1Z3Qt0cFC3zy3fDpRMHk0J6+IB+qfmoWivpfUou4thxfBKyaqPPEQe7tVJc6OIIovYc80WmT1yzza5Y9EXR0+O6Ep3DI44c1seMHYzffWpG1ZVhrpH6mrJSRDgtbWkv/sgDBlkJzpmWaKMcfILLSVTDSsoWSFJFFssx6eRVLdGFTzpYGYhwwvD+HkEvk7+z+j3oOHBIfJ82Dt93Tfig5i9UZzJlLRAGaqbCkhjo2eQAWPOOdwX6HnGw6hzi49knmSNhcu3VCpHoxCkC8muvRvOMhRRTudatpLjPzTlkcaD64bkpg7sUPn3qIXj7EXaP/JlHBlFibM89zTmY78WlpJfwtaqrhHNtchg9HDrCL+qtj8hU9vWuY8c46+piQNPrnu7p2DhE8ReySdxOd8wBiYOHD8Dho+OUszbipc+BDo04qJyDLe94V6APEgebh7S/XFbiOE8Wr1piJZ9k7YB/7Ce1nU+fdmjlA2PgImCRgtsZ3iA+b/swJKHbtrfVWEeHz3v52rsn4zefmG6tMyl04rNxbFL0I3egnz/zcGNdX3NNqaN03YevwUOWa1zEIwtGDKzHM187E//xjiOcdccOTYaoNz2r2z4zw6tvdU5xeUIkiAhTPL93OSaXY6ludSQ5hSg+U/j7yRVvYnMYbC+Lc2ln0HlNXC9DLKNNI4v99JLvnA0hBKtU4uC7WLs4Ft/kM1NCpdpXZtk/NtnO2CGNmHHocK8x+sKlt+mwEGoVagRKG0u96s29AGK7eh/UknOSz7pfsYCxQxoxbIDZw10+Epf8Xcq3dfGEjiypaCVcBMfXSmh7KKayRfwF/MU2elj50ybxO3rfoI+qNdG2PW3Wuq2ezrHy2Z1w8FBrPbnZG9RQwq7mdowYGMwJuWHqKAu0tHfgI9fPi66xGT1UE32POFgD7/m34/oYdXDhdzmYorFKDA8nj8ty4q2HDcdz3zjLugAFSCrAqglXaIdYrOTft41zcIU84fD/2zv3GCvKK4D/zu7ykPcb5LEsEkVXauWloDzUFBRpi621wVoWxQZobdTatJVqbVrbBJvWVLGJEgvVPnylNuKjGjX1WVuUAgoigo/4IlJTUYQILnv6x8zsDvcxM/cyd+7M3fNLbu7st3PnfmfO3Dlzvu9855Sy+CoI7/QFZTX154kKmux1+uXw1YkFExS34xmHYmkuPMoZpw4bvvCumZZpwdFCs5uHct/G9/h+BK8gCn5Dt+OXcw/7SdrvITUNCo4C8gIPRvbPL7DlZ8+njl7GhBzPMwLfPm0sS2eObT+nntFoU83L1pCU59D5hpXc90I3hZgXXgJw/kmOJxDVcwjrw4TG/owe2CM0SR4QwTDkh87FSajnEFJGsRCBdQPKUGBcYncEOgRNSDvvB1oPho7DS7uxCf7ellOa6NpQx8yAhIQQPVTaT9RrYk5z8WgvgIG9unHHkqmMKFCxsBz8T/px3Cj9xqFYQa5cwvbzVjMP6xsss6eXLnV1eTUywHkIzK0fUam1Onl9S+RbUoQGzEjHvSwfYOpRA7lj3duhkSne/8Oe8Poe0YUnf3B6bP1rK+MGHZXF08cEf3fEOYfIlKG/uFT+aXvZz/AV3AcOtoWO57en9w753hNH9ePVX8wN7V85w0rlzFMkQTmyBOH3kKIORbVMawr8v1dbvl/IvEz7iuic34DX3tamhyx+y+1vJUmn9hOg0DVQCePwsetehs1NXD77GJbNGhvJI4gTz6OpxNPIxaHGIdqiushE9M78NR3iKlfuGYcjugYXsgcnFUi4cXDe44qGK+dGn9QTaqnEHcpZyjXgVRsc1jdamG/YpL13jnNv+N7fnx3M9xzCEl/GRSf0HJz3sFDWuJjTPJSVj2/n4ulNgfv16tbAlXPjq3kclY6hneRvBJ4u4jrvUVew+gspxSV14wAnrHP0gOLhne1PgxqhchsdY85x4BmHqOGdUDw+P5ekL51Sn5zDIoZKYfWFU0qa2wobMegooHXoft5aogMH2/IiqGLztEPofMYhoNhPJepLDu3TnXVXfSH+A8dEW8RQyIp8d8yeQ5SCLXDo03hcCe6WzDyKiY39ODkg4ssv5b6QehsLpoziruffai8DerjU1wkPXjqdpoHR1iZAuAFLeo2PRynzDJt/dmYkYzJ2cE8mNgZHFoFzHuvroj+5hyXIK5aw0TMq+z87yL6AhIWVpPMZhwDPIaYs3ZnCu0EnFQHhx7uZx/XkGdVzOGpwxw0yrFh8VOrrJNAwwKFGcNv7wSknmgb1ZMM1c2Lpm8fxw0tLuxD1gSHpx4pSJtejRhU+dsWscrsTSFg68A1v7QY60uy0f84zDq1tkYpDVYJON+cQlD7Du7cMjbDcv1YYP6IvLdNGs3LBhMS/2zPUcXkt805wVteGPW0fM7Q3w90x4/2t0ddEHC5VGLk7LMJuwl+f7ETijR3SK3C/uKnERLmIxDb/5CdqipRN7+zO+ZzjnexvbaOMCO1Y6HSew9zxwzhmaK+C+YFinyDNAPV1ws/nx1tn6eHLZ4QuJoL4z/fExv68uWJepH3PGn8kq599I9ZVvmFk5bK69zun8MCmnaFG+5wJIzhnQvA6jEpQXydMaerPN30lc9NK1LoLuQtQu7kLDK+4a2N75BMc6vVWmk5nHEYP7MnoIuOu3o3ivIQjhmqNY4cFL+Tz8HLa9AiI8KkUy88+lq9MGMHYwck99fqN4HPLz0jse0tlYmP/SOPv1eSeZadUuwuRCPNynv7h6Ty9/YO8zAiex7EnZ7jp7qXBhZDiJDXGQUTOAm4A6oFbVXVF0n3o1a2BV649K5Hi3YYTUto8vE97eGAY3oLCOOhSX5dY6mMPv+cwrE/li7UY1WPMoJ688cHeUM9h1IAefOPkxrz2Pjmh74tPHcM1X2qOtY9hpOIuKCL1wO+AuUAzcL6IJHsmXLp3qa/I2KORT89uDSycOjr0fN+ycBJAok/5lcAfn27XWG1z99Jp3Noyuez5kdzhznknBK9CrwRp8RxOAnao6usAInInMB94uaq9MlLBnOah/OGiKUUTrGUFb+FU7xLzchnZY3DvbiXXAvGTO98zJIGyoLmk5SodAbzt+/sd4OQq9cVIGSLCaeOGVLsbh033LvVcPe84po2NN/utUZu8uWIeB9uU7bv2HLJwMynSYhwK+dh5QesisgRYAtDYmD9OZxhp51sz4q2ZYdQ29XUSOcAjblIx54DjKfhnG0cC7+XupKqrVHWyqk4ePDjbQwyGYRhpJi3G4XngaBEZIyJdgQXA2ir3yTAMo9OSimElVW0Vke8Cj+CEsq5W1S1V7pZhGEanJRXGAUBVHwIeqnY/DMMwjPQMKxmGYRgpwoyDYRiGkYcZB8MwDCMPMw6GYRhGHqLVKud0mIjIHmBbgX81AlGqY/QFPkrxflA7skSVoxLfXS1ZStFzrchSTZnT/lspZd9KyzJOVcNrp6pqJl/AC0Xa/xvx86vSvF8tyRJVjlqSpUQ914QsVZY51b+VNMlS7N6Z+6rFYaXd4bsAcH/K94PakSWqHJX47mrJUoqea0WWasqc9t9KKftWUy/tZHlY6QVVnRy1PYvUiiy1IgeYLGnFZIn/+Fn2HFaV2J5FakWWWpEDTJa0YrLEfPzMeg6GYRhG5ciy52AYhmFUiNQbBxFZLSK7RGSzr+3zIvKciLwkIveLSB+3vauIrHHbN4nIab7PTHLbd4jIjVKFOo0xyvKEiGwTkY3uK9FKOCIySkT+ISJbRWSLiFzmtg8QkUdFZLv73t/3meXuud8mImf62quql5hlyZReRGSgu/8nInJTzrEypZcQWbKml9kist49/+tF5AzfsZLTS9QwrGq9gJnARGCzr+15YJa7vRi41t2+BFjjbg8B1gN17t/rgGk4hYX+DszNsCxPAJOrqJMjgYnudm/gVZza378CrnTbrwSuc7ebgU1AN2AM8BpQnwa9xCxL1vTSE5gOLANuyjlW1vQSJEvW9DIBGO5ujwferYZeUu85qOpTwP9ymscBT7nbjwLnutvNwOPu53bhhIRNFpEjgT6q+pw6Z/h24JxK9z2XOGRJoJuhqOpOVf2Pu70H2IpT6nU+cJu72210nOP5wJ2qul9V3wB2ACelQS9xyZJkn4tRqiyquldVnwE+9R8ni3opJksaKEOWDarqFTvbAnQXkW5J6yX1xqEIm4Evu9vn0VFFbhMwX0QaRGQMMMn93wicanMe77htaaBUWTzWuC7yT5J2+f2ISBPOk86/gaGquhOcHwSOxwOFa4SPIGV6OUxZPLKkl2JkUS9hZFUv5wIbVHU/Ceslq8ZhMXCJiKzHcdMOuO2rcU7YC8BvgX8CrUSsUV0lSpUF4AJV/Rwww30tTLTHLiLSC/grcLmqfhy0a4E2DWhPnBhkgezppeghCrSlXS9BZFIvInI8cB2w1GsqsFvF9JJJ46Cqr6jqHFWdBNyBM+6Lqraq6vdU9URVnQ/0A7bj3GRH+g5RsEZ1NShDFlT1Xfd9D/AXqjCsISJdcC70P6vqvW7z+67r6w1N7HLbi9UIT4VeYpIli3opRhb1UpQs6kVERgJ/A1pU9TW3OVG9ZNI4eNEGIlIHXA3c7P7dQ0R6utuzgVZVfdl12faIyFTXpWwB7qtO7w+lVFncYaZBbnsX4Is4Q1NJ9lmA3wNbVfV637/WAovc7UV0nOO1wAJ33HQMcDSwLg16iUuWjOqlIBnVS7HjZE4vItIPeBBYrqrPejsnrpdKzXTH9cJ5mt4JfIZjOS8GLsOZ8X8VWEHHYr4mnEytW4HHgNG+40zGuSheA27yPpM1WXCiMtYDL+JMVt2AGy2ToBzTcdzZF4GN7utsYCDOJPp2932A7zNXued+G74Ii2rrJS5ZMqyXN3GCJD5xr8nmDOslT5Ys6gXnIXGvb9+NwJCk9WIrpA3DMIw8MjmsZBiGYVQWMw6GYRhGHmYcDMMwjDzMOBiGYRh5mHEwDMMw8jDjYBgVQESWiUhLCfs3iS9br2FUm4Zqd8Awag0RaVDVm6vdD8M4HMw4GEYB3ARpD+MkSJuAs0ixBTgOuB7oBXwAXKiqO0XkCZz8V6cCa0WkN/CJqv5aRE7EWfneA2fx0mJV/VBEJuHk0NoHPJOcdIYRjg0rGUZxxgGrVPUE4GOcGhsrga+pkwtrNfBL3/79VHWWqv4m5zi3Az9yj/MS8FO3fQ1wqapOq6QQhlEO5jkYRnHe1o7cNn8CfoxTfOVRN+tzPU46FI+7cg8gIn1xjMaTbtNtwD0F2v8IzI1fBMMoDzMOhlGc3Nwye4AtAU/6e0s4thQ4vmGkBhtWMoziNIqIZwjOB/4FDPbaRKSLm3O/KKr6EfChiMxwmxYCT6rqbuAjEZnutl8Qf/cNo3zMczCM4mwFFonILTiZM1cCjwA3usNCDTiFmLaEHGcRcLOI9ABeBy5y2y8CVovIPve4hpEaLCurYRTAjVZ6QFXHV7krhlEVbFjJMAzDyMM8B8MwDCMP8xwMwzCMPMw4GIZhGHmYcTAMwzDyMONgGIZh5GHGwTAMw8jDjINhGIaRx/8BWGCaLqGUPJMAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efcda0fb320>"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-200:].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Etude de l'incidence annuelle"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Etant donné que le pic de l'épidémie se situe en hiver, à cheval\n",
+    "entre deux années civiles, nous définissons la période de référence\n",
+    "entre deux minima de l'incidence, du 1er août de l'année $N$ au\n",
+    "1er août de l'année $N+1$.\n",
+    "\n",
+    "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n",
+    "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n",
+    "de référence: à la place du 1er août de chaque année, nous utilisons le\n",
+    "premier jour de la semaine qui contient le 1er août.\n",
+    "\n",
+    "Comme l'incidence de syndrome grippal est très faible en été, cette\n",
+    "modification ne risque pas de fausser nos conclusions.\n",
+    "\n",
+    "Encore un petit détail: les données commencent an octobre 1984, ce qui\n",
+    "rend la première année incomplète. Nous commençons donc l'analyse en 1985."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_august_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                     for y in range(1985,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "En partant de cette liste des semaines qui contiennent un 1er août, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n",
+    "\n",
+    "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_august_week[:-1],\n",
+    "                        first_august_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    #assert abs(len(one_year)-52) < 2\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Voici les incidences annuelles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efcda018128>"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.plot(style='*')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1986         0\n",
+       "1987         0\n",
+       "1988         0\n",
+       "1989         0\n",
+       "1990         0\n",
+       "2002    516689\n",
+       "2018    542312\n",
+       "2017    551041\n",
+       "1991    553090\n",
+       "1996    564901\n",
+       "2019    584066\n",
+       "2015    604382\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2012    624573\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2011    642368\n",
+       "1993    643387\n",
+       "1995    652478\n",
+       "1994    661409\n",
+       "1998    677775\n",
+       "1997    683434\n",
+       "2014    685769\n",
+       "2013    698332\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "1999    756456\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2016    782114\n",
+       "2010    829911\n",
+       "1992    832939\n",
+       "2009    842373\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population\n",
+    "  française, sont assez rares: il y en eu trois au cours des 35 dernières années."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "yearly_incidence.hist(xrot=20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
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