diff --git a/module3/exo2/donnsentinellesvaricelle.csv b/module3/exo2/donnsentinellesvaricelle.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ec02179e8a4b9f469c8ac4d52f2662f862c4664
--- /dev/null
+++ b/module3/exo2/donnsentinellesvaricelle.csv
@@ -0,0 +1,1741 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, https://www.sentiweb.fr", @meta={"period":[199049,202413],"geo":["PAY",1],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false,"age_group":false}, @date=2024-04-03T15:37:26+02:00, bundle=1712151432
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202413,7,21957,16138,27776,33,24,42,FR,France
+202412,7,12898,9182,16614,19,13,25,FR,France
+202411,7,15973,12400,19546,24,19,29,FR,France
+202410,7,14301,10761,17841,21,16,26,FR,France
+202409,7,14337,10871,17803,21,16,26,FR,France
+202408,7,15899,11991,19807,24,18,30,FR,France
+202407,7,11294,8226,14362,17,12,22,FR,France
+202406,7,12174,9020,15328,18,13,23,FR,France
+202405,7,8814,6110,11518,13,9,17,FR,France
+202404,7,9504,6566,12442,14,10,18,FR,France
+202403,7,6948,4633,9263,10,7,13,FR,France
+202402,7,7125,4852,9398,11,8,14,FR,France
+202401,7,13305,9214,17396,20,14,26,FR,France
+202352,7,11636,7354,15918,18,12,24,FR,France
+202351,7,6912,4227,9597,10,6,14,FR,France
+202350,7,8799,6215,11383,13,9,17,FR,France
+202349,7,7817,5362,10272,12,8,16,FR,France
+202348,7,7351,4749,9953,11,7,15,FR,France
+202347,7,6537,4277,8797,10,7,13,FR,France
+202346,7,5229,2973,7485,8,5,11,FR,France
+202345,7,5007,2675,7339,8,4,12,FR,France
+202344,7,3688,1664,5712,6,3,9,FR,France
+202343,7,3891,1675,6107,6,3,9,FR,France
+202342,7,3968,1212,6724,6,2,10,FR,France
+202341,7,3356,1764,4948,5,3,7,FR,France
+202340,7,2845,1410,4280,4,2,6,FR,France
+202339,7,1739,629,2849,3,1,5,FR,France
+202338,7,1663,274,3052,3,1,5,FR,France
+202337,7,1122,223,2021,2,1,3,FR,France
+202336,7,726,10,1442,1,0,2,FR,France
+202335,7,961,96,1826,1,0,2,FR,France
+202334,7,1168,9,2327,2,0,4,FR,France
+202333,7,3308,1184,5432,5,2,8,FR,France
+202332,7,7996,1120,14872,12,2,22,FR,France
+202331,7,3318,1398,5238,5,2,8,FR,France
+202330,7,5821,3269,8373,9,5,13,FR,France
+202329,7,13558,8297,18819,20,12,28,FR,France
+202328,7,6700,4043,9357,10,6,14,FR,France
+202327,7,7253,4599,9907,11,7,15,FR,France
+202326,7,9192,6223,12161,14,10,18,FR,France
+202325,7,11498,8257,14739,17,12,22,FR,France
+202324,7,11115,7968,14262,17,12,22,FR,France
+202323,7,12563,6134,18992,19,9,29,FR,France
+202322,7,12184,8125,16243,18,12,24,FR,France
+202321,7,11349,7598,15100,17,11,23,FR,France
+202320,7,9000,4615,13385,14,7,21,FR,France
+202319,7,9344,6091,12597,14,9,19,FR,France
+202318,7,10671,7291,14051,16,11,21,FR,France
+202317,7,9184,6162,12206,14,9,19,FR,France
+202316,7,11387,8014,14760,17,12,22,FR,France
+202315,7,14040,7613,20467,21,11,31,FR,France
+202314,7,15247,11032,19462,23,17,29,FR,France
+202313,7,13322,9700,16944,20,15,25,FR,France
+202312,7,10374,7218,13530,16,11,21,FR,France
+202311,7,4919,2880,6958,7,4,10,FR,France
+202310,7,4854,2731,6977,7,4,10,FR,France
+202309,7,7004,4548,9460,11,7,15,FR,France
+202308,7,8175,5316,11034,12,8,16,FR,France
+202307,7,6595,3782,9408,10,6,14,FR,France
+202306,7,9595,6017,13173,14,9,19,FR,France
+202305,7,6237,3907,8567,9,5,13,FR,France
+202304,7,6299,3973,8625,9,6,12,FR,France
+202303,7,6063,3798,8328,9,6,12,FR,France
+202302,7,6576,3060,10092,10,5,15,FR,France
+202301,7,8153,5470,10836,12,8,16,FR,France
+202252,7,5171,2717,7625,8,4,12,FR,France
+202251,7,6226,3822,8630,9,5,13,FR,France
+202250,7,6590,3100,10080,10,5,15,FR,France
+202249,7,5095,3212,6978,8,5,11,FR,France
+202248,7,4985,3043,6927,8,5,11,FR,France
+202247,7,6087,3733,8441,9,5,13,FR,France
+202246,7,3033,1392,4674,5,3,7,FR,France
+202245,7,3827,1720,5934,6,3,9,FR,France
+202244,7,4271,2231,6311,6,3,9,FR,France
+202243,7,5863,3302,8424,9,5,13,FR,France
+202242,7,3770,1950,5590,6,3,9,FR,France
+202241,7,4177,2219,6135,6,3,9,FR,France
+202240,7,4883,1472,8294,7,2,12,FR,France
+202239,7,2041,331,3751,3,0,6,FR,France
+202238,7,1771,419,3123,3,1,5,FR,France
+202237,7,1725,499,2951,3,1,5,FR,France
+202236,7,1069,178,1960,2,1,3,FR,France
+202235,7,1581,400,2762,2,0,4,FR,France
+202234,7,2266,788,3744,3,1,5,FR,France
+202233,7,7340,0,17399,11,0,26,FR,France
+202232,7,7801,4086,11516,12,6,18,FR,France
+202231,7,6896,4170,9622,10,6,14,FR,France
+202230,7,9039,5770,12308,14,9,19,FR,France
+202229,7,14851,10060,19642,22,15,29,FR,France
+202228,7,15471,11028,19914,23,16,30,FR,France
+202227,7,21191,16198,26184,32,24,40,FR,France
+202226,7,16854,12806,20902,25,19,31,FR,France
+202225,7,22266,18027,26505,34,28,40,FR,France
+202224,7,22458,18105,26811,34,27,41,FR,France
+202223,7,18772,14875,22669,28,22,34,FR,France
+202222,7,18965,14985,22945,29,23,35,FR,France
+202221,7,20310,16307,24313,31,25,37,FR,France
+202220,7,23585,19004,28166,36,29,43,FR,France
+202219,7,18593,14181,23005,28,21,35,FR,France
+202218,7,17851,13963,21739,27,21,33,FR,France
+202217,7,20314,16001,24627,31,24,38,FR,France
+202216,7,19660,14860,24460,30,23,37,FR,France
+202215,7,17799,13715,21883,27,21,33,FR,France
+202214,7,17005,13162,20848,26,20,32,FR,France
+202213,7,15448,11659,19237,23,17,29,FR,France
+202212,7,14702,10794,18610,22,16,28,FR,France
+202211,7,11729,8347,15111,18,13,23,FR,France
+202210,7,13314,10036,16592,20,15,25,FR,France
+202209,7,10485,7600,13370,16,12,20,FR,France
+202208,7,12088,8741,15435,18,13,23,FR,France
+202207,7,14003,10789,17217,21,16,26,FR,France
+202206,7,9798,7048,12548,15,11,19,FR,France
+202205,7,10851,7797,13905,16,11,21,FR,France
+202204,7,9547,6721,12373,14,10,18,FR,France
+202203,7,13972,10680,17264,21,16,26,FR,France
+202202,7,8495,6026,10964,13,9,17,FR,France
+202201,7,13793,10597,16989,21,16,26,FR,France
+202152,7,13239,9611,16867,20,15,25,FR,France
+202151,7,13326,9629,17023,20,14,26,FR,France
+202150,7,14128,10312,17944,21,15,27,FR,France
+202149,7,13674,10369,16979,21,16,26,FR,France
+202148,7,11549,8503,14595,17,12,22,FR,France
+202147,7,11419,8376,14462,17,12,22,FR,France
+202146,7,8216,5724,10708,12,8,16,FR,France
+202145,7,8965,6468,11462,14,10,18,FR,France
+202144,7,8736,5636,11836,13,8,18,FR,France
+202143,7,8145,5164,11126,12,7,17,FR,France
+202142,7,9443,6037,12849,14,9,19,FR,France
+202141,7,4021,2239,5803,6,3,9,FR,France
+202140,7,4441,2454,6428,7,4,10,FR,France
+202139,7,2291,1056,3526,3,1,5,FR,France
+202138,7,4325,2267,6383,7,4,10,FR,France
+202137,7,1964,754,3174,3,1,5,FR,France
+202136,7,3441,1730,5152,5,2,8,FR,France
+202135,7,2562,1107,4017,4,2,6,FR,France
+202134,7,1429,378,2480,2,0,4,FR,France
+202133,7,3829,1830,5828,6,3,9,FR,France
+202132,7,4108,1895,6321,6,3,9,FR,France
+202131,7,4793,2301,7285,7,3,11,FR,France
+202130,7,7190,4191,10189,11,6,16,FR,France
+202129,7,6800,4109,9491,10,6,14,FR,France
+202128,7,9734,0,21731,15,0,33,FR,France
+202127,7,9026,4316,13736,14,7,21,FR,France
+202126,7,7284,4108,10460,11,6,16,FR,France
+202125,7,9351,6540,12162,14,10,18,FR,France
+202124,7,12034,8937,15131,18,13,23,FR,France
+202123,7,9116,6420,11812,14,10,18,FR,France
+202122,7,4817,2752,6882,7,4,10,FR,France
+202121,7,6092,3458,8726,9,5,13,FR,France
+202120,7,7485,4601,10369,11,7,15,FR,France
+202119,7,6654,4370,8938,10,7,13,FR,France
+202118,7,3912,2110,5714,6,3,9,FR,France
+202117,7,4686,2878,6494,7,4,10,FR,France
+202116,7,4780,2891,6669,7,4,10,FR,France
+202115,7,11215,7627,14803,17,12,22,FR,France
+202114,7,11197,7994,14400,17,12,22,FR,France
+202113,7,9714,6289,13139,15,10,20,FR,France
+202112,7,11520,8415,14625,17,12,22,FR,France
+202111,7,9386,6678,12094,14,10,18,FR,France
+202110,7,9056,6452,11660,14,10,18,FR,France
+202109,7,10988,7938,14038,17,12,22,FR,France
+202108,7,11281,8361,14201,17,13,21,FR,France
+202107,7,13561,10315,16807,21,16,26,FR,France
+202106,7,13401,9810,16992,20,15,25,FR,France
+202105,7,12210,8988,15432,18,13,23,FR,France
+202104,7,12026,8826,15226,18,13,23,FR,France
+202103,7,8913,6375,11451,13,9,17,FR,France
+202102,7,7795,5430,10160,12,8,16,FR,France
+202101,7,10525,7750,13300,16,12,20,FR,France
+202053,7,11978,8406,15550,18,13,23,FR,France
+202052,7,12012,8285,15739,18,12,24,FR,France
+202051,7,10564,7574,13554,16,11,21,FR,France
+202050,7,7063,4744,9382,11,7,15,FR,France
+202049,7,5026,3145,6907,8,5,11,FR,France
+202048,7,6683,4312,9054,10,6,14,FR,France
+202047,7,4999,2963,7035,8,5,11,FR,France
+202046,7,3752,1963,5541,6,3,9,FR,France
+202045,7,3696,2016,5376,6,3,9,FR,France
+202044,7,4391,2375,6407,7,4,10,FR,France
+202043,7,4376,2505,6247,7,4,10,FR,France
+202042,7,4000,1979,6021,6,3,9,FR,France
+202041,7,3961,2099,5823,6,3,9,FR,France
+202040,7,2078,675,3481,3,1,5,FR,France
+202039,7,1049,237,1861,2,1,3,FR,France
+202038,7,2251,781,3721,3,1,5,FR,France
+202037,7,1584,405,2763,2,0,4,FR,France
+202036,7,919,100,1738,1,0,2,FR,France
+202035,7,828,0,1694,1,0,2,FR,France
+202034,7,2272,371,4173,3,0,6,FR,France
+202033,7,1284,177,2391,2,0,4,FR,France
+202032,7,2650,689,4611,4,1,7,FR,France
+202031,7,1303,100,2506,2,0,4,FR,France
+202030,7,1385,75,2695,2,0,4,FR,France
+202029,7,841,10,1672,1,0,2,FR,France
+202028,7,728,0,1515,1,0,2,FR,France
+202027,7,986,149,1823,1,0,2,FR,France
+202026,7,694,0,1454,1,0,2,FR,France
+202025,7,228,0,597,0,0,1,FR,France
+202024,7,388,0,959,1,0,2,FR,France
+202023,7,558,1,1115,1,0,2,FR,France
+202022,7,277,0,633,0,0,1,FR,France
+202021,7,602,36,1168,1,0,2,FR,France
+202020,7,824,20,1628,1,0,2,FR,France
+202019,7,310,0,753,0,0,1,FR,France
+202018,7,849,98,1600,1,0,2,FR,France
+202017,7,272,0,658,0,0,1,FR,France
+202016,7,758,78,1438,1,0,2,FR,France
+202015,7,1918,675,3161,3,1,5,FR,France
+202014,7,3879,2227,5531,6,3,9,FR,France
+202013,7,7326,5236,9416,11,8,14,FR,France
+202012,7,8123,5790,10456,12,8,16,FR,France
+202011,7,10198,7568,12828,15,11,19,FR,France
+202010,7,9011,6691,11331,14,10,18,FR,France
+202009,7,13631,10544,16718,21,16,26,FR,France
+202008,7,10424,7708,13140,16,12,20,FR,France
+202007,7,8959,6574,11344,14,10,18,FR,France
+202006,7,9264,6925,11603,14,10,18,FR,France
+202005,7,8505,6314,10696,13,10,16,FR,France
+202004,7,7991,5831,10151,12,9,15,FR,France
+202003,7,5968,4100,7836,9,6,12,FR,France
+202002,7,6534,4530,8538,10,7,13,FR,France
+202001,7,9835,7019,12651,15,11,19,FR,France
+201952,7,7941,5246,10636,12,8,16,FR,France
+201951,7,5823,3675,7971,9,6,12,FR,France
+201950,7,6424,4276,8572,10,7,13,FR,France
+201949,7,6621,4540,8702,10,7,13,FR,France
+201948,7,5542,3383,7701,8,5,11,FR,France
+201947,7,7536,5058,10014,11,7,15,FR,France
+201946,7,2638,1316,3960,4,2,6,FR,France
+201945,7,4492,2615,6369,7,4,10,FR,France
+201944,7,5728,3627,7829,9,6,12,FR,France
+201943,7,4834,2751,6917,7,4,10,FR,France
+201942,7,6279,3989,8569,10,7,13,FR,France
+201941,7,4130,2030,6230,6,3,9,FR,France
+201940,7,4211,2218,6204,6,3,9,FR,France
+201939,7,3137,1310,4964,5,2,8,FR,France
+201938,7,3078,1416,4740,5,2,8,FR,France
+201937,7,970,162,1778,1,0,2,FR,France
+201936,7,1277,263,2291,2,0,4,FR,France
+201935,7,922,0,1857,1,0,2,FR,France
+201934,7,1997,605,3389,3,1,5,FR,France
+201933,7,3279,1103,5455,5,2,8,FR,France
+201932,7,3627,1576,5678,6,3,9,FR,France
+201931,7,7611,4605,10617,12,7,17,FR,France
+201930,7,8875,5629,12121,13,8,18,FR,France
+201929,7,10658,7151,14165,16,11,21,FR,France
+201928,7,11251,7604,14898,17,11,23,FR,France
+201927,7,16602,12349,20855,25,19,31,FR,France
+201926,7,18851,14491,23211,29,22,36,FR,France
+201925,7,18309,13972,22646,28,21,35,FR,France
+201924,7,13382,9659,17105,20,14,26,FR,France
+201923,7,19264,15027,23501,29,23,35,FR,France
+201922,7,16861,12783,20939,26,20,32,FR,France
+201921,7,17572,13140,22004,27,20,34,FR,France
+201920,7,16180,12310,20050,25,19,31,FR,France
+201919,7,16646,12721,20571,25,19,31,FR,France
+201918,7,13803,10159,17447,21,15,27,FR,France
+201917,7,15868,11815,19921,24,18,30,FR,France
+201916,7,17127,12815,21439,26,19,33,FR,France
+201915,7,21449,16525,26373,33,26,40,FR,France
+201914,7,16131,12254,20008,25,19,31,FR,France
+201913,7,17264,13409,21119,26,20,32,FR,France
+201912,7,14133,10499,17767,21,15,27,FR,France
+201911,7,12655,9528,15782,19,14,24,FR,France
+201910,7,14062,10547,17577,21,16,26,FR,France
+201909,7,13725,10221,17229,21,16,26,FR,France
+201908,7,17186,13156,21216,26,20,32,FR,France
+201907,7,10206,7388,13024,16,12,20,FR,France
+201906,7,13504,10402,16606,21,16,26,FR,France
+201905,7,12799,9843,15755,19,15,23,FR,France
+201904,7,11842,9041,14643,18,14,22,FR,France
+201903,7,8616,6114,11118,13,9,17,FR,France
+201902,7,12005,9035,14975,18,13,23,FR,France
+201901,7,15951,12224,19678,24,18,30,FR,France
+201852,7,16234,11915,20553,25,18,32,FR,France
+201851,7,16859,12787,20931,26,20,32,FR,France
+201850,7,11554,8405,14703,18,13,23,FR,France
+201849,7,12632,9322,15942,19,14,24,FR,France
+201848,7,8093,5509,10677,12,8,16,FR,France
+201847,7,8670,5920,11420,13,9,17,FR,France
+201846,7,7039,4453,9625,11,7,15,FR,France
+201845,7,7479,4820,10138,11,7,15,FR,France
+201844,7,7749,4931,10567,12,8,16,FR,France
+201843,7,8705,5414,11996,13,8,18,FR,France
+201842,7,4640,2523,6757,7,4,10,FR,France
+201841,7,2956,1207,4705,4,1,7,FR,France
+201840,7,3858,1827,5889,6,3,9,FR,France
+201839,7,2584,870,4298,4,1,7,FR,France
+201838,7,2401,761,4041,4,2,6,FR,France
+201837,7,1891,501,3281,3,1,5,FR,France
+201836,7,559,0,1335,1,0,2,FR,France
+201835,7,872,0,1916,1,0,3,FR,France
+201834,7,3736,1415,6057,6,2,10,FR,France
+201833,7,3803,1130,6476,6,2,10,FR,France
+201832,7,3225,1155,5295,5,2,8,FR,France
+201831,7,6610,3565,9655,10,5,15,FR,France
+201830,7,9338,5780,12896,14,9,19,FR,France
+201829,7,8513,5059,11967,13,8,18,FR,France
+201828,7,12115,7907,16323,18,12,24,FR,France
+201827,7,13975,9739,18211,21,15,27,FR,France
+201826,7,15317,11019,19615,23,16,30,FR,France
+201825,7,11282,7840,14724,17,12,22,FR,France
+201824,7,16554,12219,20889,25,18,32,FR,France
+201823,7,9511,6385,12637,14,9,19,FR,France
+201822,7,15972,11793,20151,24,18,30,FR,France
+201821,7,10909,7627,14191,17,12,22,FR,France
+201820,7,13417,9692,17142,20,14,26,FR,France
+201819,7,16718,12351,21085,25,18,32,FR,France
+201818,7,16120,11128,21112,25,17,33,FR,France
+201817,7,16154,11960,20348,25,19,31,FR,France
+201816,7,18341,13836,22846,28,21,35,FR,France
+201815,7,17946,13622,22270,27,20,34,FR,France
+201814,7,15036,10780,19292,23,17,29,FR,France
+201813,7,16373,12472,20274,25,19,31,FR,France
+201812,7,18819,14373,23265,29,22,36,FR,France
+201811,7,15478,11427,19529,24,18,30,FR,France
+201810,7,15753,11901,19605,24,18,30,FR,France
+201809,7,13217,9653,16781,20,15,25,FR,France
+201808,7,13390,9832,16948,20,15,25,FR,France
+201807,7,13453,10096,16810,20,15,25,FR,France
+201806,7,15491,11679,19303,24,18,30,FR,France
+201805,7,15078,11374,18782,23,17,29,FR,France
+201804,7,14562,10973,18151,22,17,27,FR,France
+201803,7,7972,5473,10471,12,8,16,FR,France
+201802,7,10976,7974,13978,17,12,22,FR,France
+201801,7,11471,8430,14512,17,12,22,FR,France
+201752,7,11120,7732,14508,17,12,22,FR,France
+201751,7,8055,5279,10831,12,8,16,FR,France
+201750,7,10095,7184,13006,15,11,19,FR,France
+201749,7,11214,8103,14325,17,12,22,FR,France
+201748,7,8686,5706,11666,13,8,18,FR,France
+201747,7,8741,5969,11513,13,9,17,FR,France
+201746,7,5708,3483,7933,9,6,12,FR,France
+201745,7,4902,2777,7027,8,5,11,FR,France
+201744,7,5645,3125,8165,9,5,13,FR,France
+201743,7,6892,3966,9818,11,7,15,FR,France
+201742,7,4490,2218,6762,7,4,10,FR,France
+201741,7,2516,1110,3922,4,2,6,FR,France
+201740,7,4902,2504,7300,8,4,12,FR,France
+201739,7,2901,917,4885,4,1,7,FR,France
+201738,7,2138,736,3540,3,1,5,FR,France
+201737,7,2360,700,4020,4,1,7,FR,France
+201736,7,1903,450,3356,3,1,5,FR,France
+201735,7,3419,1409,5429,5,2,8,FR,France
+201734,7,3886,1559,6213,6,2,10,FR,France
+201733,7,3133,829,5437,5,1,9,FR,France
+201732,7,4194,1599,6789,6,2,10,FR,France
+201731,7,7130,3572,10688,11,6,16,FR,France
+201730,7,7368,3708,11028,11,5,17,FR,France
+201729,7,15320,10560,20080,24,17,31,FR,France
+201728,7,14764,9589,19939,23,15,31,FR,France
+201727,7,12000,7980,16020,18,12,24,FR,France
+201726,7,11914,8364,15464,18,13,23,FR,France
+201725,7,16264,12303,20225,25,19,31,FR,France
+201724,7,16473,12221,20725,25,18,32,FR,France
+201723,7,15607,11196,20018,24,17,31,FR,France
+201722,7,19102,14187,24017,29,21,37,FR,France
+201721,7,21160,15647,26673,32,24,40,FR,France
+201720,7,19412,14439,24385,30,22,38,FR,France
+201719,7,20724,15468,25980,32,24,40,FR,France
+201718,7,14497,10154,18840,22,15,29,FR,France
+201717,7,17548,12284,22812,27,19,35,FR,France
+201716,7,14963,10491,19435,23,16,30,FR,France
+201715,7,16400,11762,21038,25,18,32,FR,France
+201714,7,18892,13332,24452,29,20,38,FR,France
+201713,7,21702,16488,26916,33,25,41,FR,France
+201712,7,18534,14161,22907,28,21,35,FR,France
+201711,7,18361,12709,24013,28,19,37,FR,France
+201710,7,10218,6896,13540,16,11,21,FR,France
+201709,7,12248,8571,15925,19,13,25,FR,France
+201708,7,14721,10712,18730,23,17,29,FR,France
+201707,7,10991,7538,14444,17,12,22,FR,France
+201706,7,9627,6502,12752,15,10,20,FR,France
+201705,7,8885,6064,11706,14,10,18,FR,France
+201704,7,9227,6249,12205,14,9,19,FR,France
+201703,7,8791,6072,11510,13,9,17,FR,France
+201702,7,9034,6097,11971,14,9,19,FR,France
+201701,7,7803,5142,10464,12,8,16,FR,France
+201652,7,7665,4768,10562,12,8,16,FR,France
+201651,7,9916,5966,13866,15,9,21,FR,France
+201650,7,8866,5849,11883,14,9,19,FR,France
+201649,7,7919,5039,10799,12,8,16,FR,France
+201648,7,6906,4242,9570,11,7,15,FR,France
+201647,7,6877,4083,9671,11,7,15,FR,France
+201646,7,4683,2458,6908,7,4,10,FR,France
+201645,7,3807,1499,6115,6,2,10,FR,France
+201644,7,4879,2029,7729,7,3,11,FR,France
+201643,7,9264,4949,13579,14,7,21,FR,France
+201642,7,7301,3877,10725,11,6,16,FR,France
+201641,7,5849,2950,8748,9,5,13,FR,France
+201640,7,5023,2267,7779,8,4,12,FR,France
+201639,7,2437,595,4279,4,1,7,FR,France
+201638,7,2550,0,5121,4,0,8,FR,France
+201637,7,3031,501,5561,5,1,9,FR,France
+201636,7,1621,33,3209,2,0,4,FR,France
+201635,7,1554,38,3070,2,0,4,FR,France
+201634,7,3089,711,5467,5,1,9,FR,France
+201633,7,3373,671,6075,5,1,9,FR,France
+201632,7,4670,936,8404,7,1,13,FR,France
+201631,7,13619,5986,21252,21,9,33,FR,France
+201630,7,14149,8423,19875,22,13,31,FR,France
+201629,7,15769,9829,21709,24,15,33,FR,France
+201628,7,19968,12709,27227,31,20,42,FR,France
+201627,7,23790,16940,30640,37,26,48,FR,France
+201626,7,26083,19873,32293,40,30,50,FR,France
+201625,7,19250,13742,24758,30,22,38,FR,France
+201624,7,16465,11779,21151,25,18,32,FR,France
+201623,7,21642,16030,27254,33,24,42,FR,France
+201622,7,21913,16307,27519,34,25,43,FR,France
+201621,7,22707,16878,28536,35,26,44,FR,France
+201620,7,20389,14741,26037,31,22,40,FR,France
+201619,7,19685,14453,24917,30,22,38,FR,France
+201618,7,19785,14138,25432,30,21,39,FR,France
+201617,7,20489,14781,26197,31,22,40,FR,France
+201616,7,23848,18353,29343,37,29,45,FR,France
+201615,7,30982,24510,37454,48,38,58,FR,France
+201614,7,30996,24507,37485,48,38,58,FR,France
+201613,7,20260,15476,25044,31,24,38,FR,France
+201612,7,19129,14501,23757,29,22,36,FR,France
+201611,7,16660,12252,21068,26,19,33,FR,France
+201610,7,16812,12677,20947,26,20,32,FR,France
+201609,7,18118,13735,22501,28,21,35,FR,France
+201608,7,17557,13397,21717,27,21,33,FR,France
+201607,7,22222,17422,27022,34,27,41,FR,France
+201606,7,24486,19563,29409,38,30,46,FR,France
+201605,7,20906,16470,25342,32,25,39,FR,France
+201604,7,17717,13394,22040,27,20,34,FR,France
+201603,7,17146,13088,21204,26,20,32,FR,France
+201602,7,9960,6845,13075,15,10,20,FR,France
+201601,7,16221,12114,20328,25,19,31,FR,France
+201553,7,14386,10110,18662,22,15,29,FR,France
+201552,7,12550,8407,16693,19,13,25,FR,France
+201551,7,16168,11913,20423,25,18,32,FR,France
+201550,7,14600,10277,18923,23,16,30,FR,France
+201549,7,10580,7148,14012,16,11,21,FR,France
+201548,7,6694,3816,9572,10,6,14,FR,France
+201547,7,7224,4543,9905,11,7,15,FR,France
+201546,7,6377,3768,8986,10,6,14,FR,France
+201545,7,7838,4650,11026,12,7,17,FR,France
+201544,7,10638,7012,14264,16,10,22,FR,France
+201543,7,8228,4766,11690,13,8,18,FR,France
+201542,7,6730,3669,9791,10,5,15,FR,France
+201541,7,8455,5347,11563,13,8,18,FR,France
+201540,7,6242,3556,8928,10,6,14,FR,France
+201539,7,5142,2663,7621,8,4,12,FR,France
+201538,7,4845,2170,7520,8,4,12,FR,France
+201537,7,1710,315,3105,3,1,5,FR,France
+201536,7,3852,1413,6291,6,2,10,FR,France
+201535,7,3158,1104,5212,5,2,8,FR,France
+201534,7,6626,2734,10518,10,4,16,FR,France
+201533,7,3005,815,5195,5,2,8,FR,France
+201532,7,4592,1514,7670,7,2,12,FR,France
+201531,7,5901,2320,9482,9,3,15,FR,France
+201530,7,11437,6572,16302,18,10,26,FR,France
+201529,7,16251,10104,22398,25,15,35,FR,France
+201528,7,19181,12819,25543,30,20,40,FR,France
+201527,7,20526,14918,26134,32,23,41,FR,France
+201526,7,20491,15043,25939,32,24,40,FR,France
+201525,7,18253,13349,23157,28,20,36,FR,France
+201524,7,20522,15347,25697,32,24,40,FR,France
+201523,7,22298,16988,27608,35,27,43,FR,France
+201522,7,16681,11603,21759,26,18,34,FR,France
+201521,7,19208,13976,24440,30,22,38,FR,France
+201520,7,15791,10998,20584,24,17,31,FR,France
+201519,7,17661,12845,22477,27,20,34,FR,France
+201518,7,18126,13142,23110,28,20,36,FR,France
+201517,7,22059,16386,27732,34,25,43,FR,France
+201516,7,22837,17103,28571,35,26,44,FR,France
+201515,7,20116,14743,25489,31,23,39,FR,France
+201514,7,19969,14683,25255,31,23,39,FR,France
+201513,7,14076,10028,18124,22,16,28,FR,France
+201512,7,13120,9230,17010,20,14,26,FR,France
+201511,7,12073,8302,15844,19,13,25,FR,France
+201510,7,11340,7811,14869,18,13,23,FR,France
+201509,7,9509,6202,12816,15,10,20,FR,France
+201508,7,10045,6921,13169,16,11,21,FR,France
+201507,7,13810,9930,17690,21,15,27,FR,France
+201506,7,14586,10675,18497,23,17,29,FR,France
+201505,7,8379,5519,11239,13,9,17,FR,France
+201504,7,12373,8955,15791,19,14,24,FR,France
+201503,7,8408,5545,11271,13,9,17,FR,France
+201502,7,9656,6569,12743,15,10,20,FR,France
+201501,7,15419,10638,20200,24,17,31,FR,France
+201452,7,12109,7254,16964,19,11,27,FR,France
+201451,7,13237,9282,17192,21,15,27,FR,France
+201450,7,12272,8434,16110,19,13,25,FR,France
+201449,7,6652,4023,9281,10,6,14,FR,France
+201448,7,3785,1414,6156,6,2,10,FR,France
+201447,7,4213,2058,6368,7,4,10,FR,France
+201446,7,2638,808,4468,4,1,7,FR,France
+201445,7,5138,2609,7667,8,4,12,FR,France
+201444,7,7639,4394,10884,12,7,17,FR,France
+201443,7,9721,6051,13391,15,9,21,FR,France
+201442,7,7702,4827,10577,12,8,16,FR,France
+201441,7,7853,4576,11130,12,7,17,FR,France
+201440,7,5643,2875,8411,9,5,13,FR,France
+201439,7,3067,959,5175,5,2,8,FR,France
+201438,7,1431,130,2732,2,0,4,FR,France
+201437,7,1034,0,2338,2,0,4,FR,France
+201436,7,2765,707,4823,4,1,7,FR,France
+201435,7,3052,734,5370,5,1,9,FR,France
+201434,7,6443,1010,11876,10,2,18,FR,France
+201433,7,5893,1698,10088,9,2,16,FR,France
+201432,7,5574,1636,9512,9,3,15,FR,France
+201431,7,11224,5825,16623,17,9,25,FR,France
+201430,7,13856,7742,19970,22,12,32,FR,France
+201429,7,13818,8249,19387,22,13,31,FR,France
+201428,7,14452,8576,20328,23,14,32,FR,France
+201427,7,10934,6552,15316,17,10,24,FR,France
+201426,7,13972,9090,18854,22,14,30,FR,France
+201425,7,15684,10131,21237,24,15,33,FR,France
+201424,7,21981,15632,28330,34,24,44,FR,France
+201423,7,24015,16956,31074,37,26,48,FR,France
+201422,7,19748,13406,26090,31,21,41,FR,France
+201421,7,18296,12087,24505,28,18,38,FR,France
+201420,7,17693,11979,23407,28,19,37,FR,France
+201419,7,18515,12667,24363,29,20,38,FR,France
+201418,7,22172,15443,28901,35,25,45,FR,France
+201417,7,22727,16224,29230,35,25,45,FR,France
+201416,7,17010,11590,22430,26,18,34,FR,France
+201415,7,20239,14242,26236,32,23,41,FR,France
+201414,7,17565,12341,22789,27,19,35,FR,France
+201413,7,17723,12128,23318,28,19,37,FR,France
+201412,7,14097,9068,19126,22,14,30,FR,France
+201411,7,15073,10122,20024,23,15,31,FR,France
+201410,7,16941,11407,22475,26,17,35,FR,France
+201409,7,15621,10397,20845,24,16,32,FR,France
+201408,7,19870,14111,25629,31,22,40,FR,France
+201407,7,15327,10359,20295,24,16,32,FR,France
+201406,7,16534,11424,21644,26,18,34,FR,France
+201405,7,12071,7897,16245,19,12,26,FR,France
+201404,7,15767,10826,20708,25,17,33,FR,France
+201403,7,12852,8190,17514,20,13,27,FR,France
+201402,7,12465,7896,17034,19,12,26,FR,France
+201401,7,22504,15572,29436,35,24,46,FR,France
+201352,7,13843,8314,19372,22,13,31,FR,France
+201351,7,12787,7843,17731,20,12,28,FR,France
+201350,7,11421,7184,15658,18,11,25,FR,France
+201349,7,10146,6171,14121,16,10,22,FR,France
+201348,7,6708,3361,10055,11,6,16,FR,France
+201347,7,9940,5667,14213,16,9,23,FR,France
+201346,7,5110,2148,8072,8,3,13,FR,France
+201345,7,7669,3726,11612,12,6,18,FR,France
+201344,7,10655,5983,15327,17,10,24,FR,France
+201343,7,8192,3927,12457,13,6,20,FR,France
+201342,7,12324,7315,17333,19,11,27,FR,France
+201341,7,9487,5101,13873,15,8,22,FR,France
+201340,7,4114,1452,6776,6,2,10,FR,France
+201339,7,5037,1810,8264,8,3,13,FR,France
+201338,7,4449,1499,7399,7,2,12,FR,France
+201337,7,5212,1954,8470,8,3,13,FR,France
+201336,7,3481,606,6356,5,0,10,FR,France
+201335,7,3486,281,6691,5,0,10,FR,France
+201334,7,3994,670,7318,6,1,11,FR,France
+201333,7,3758,372,7144,6,1,11,FR,France
+201332,7,2986,635,5337,5,1,9,FR,France
+201331,7,9137,3957,14317,14,6,22,FR,France
+201330,7,13810,6870,20750,22,11,33,FR,France
+201329,7,12278,6878,17678,19,11,27,FR,France
+201328,7,17146,10622,23670,27,17,37,FR,France
+201327,7,13859,8697,19021,22,14,30,FR,France
+201326,7,17956,11585,24327,28,18,38,FR,France
+201325,7,24609,17743,31475,39,28,50,FR,France
+201324,7,23981,17469,30493,38,28,48,FR,France
+201323,7,15848,10235,21461,25,16,34,FR,France
+201322,7,12528,7759,17297,20,13,27,FR,France
+201321,7,10637,6458,14816,17,10,24,FR,France
+201320,7,12435,7726,17144,19,12,26,FR,France
+201319,7,14230,8491,19969,22,13,31,FR,France
+201318,7,17735,11898,23572,28,19,37,FR,France
+201317,7,25213,18328,32098,39,28,50,FR,France
+201316,7,23918,16084,31752,37,25,49,FR,France
+201315,7,15307,10483,20131,24,16,32,FR,France
+201314,7,19302,13484,25120,30,21,39,FR,France
+201313,7,18224,11953,24495,29,19,39,FR,France
+201312,7,17413,11819,23007,27,18,36,FR,France
+201311,7,16229,10756,21702,25,16,34,FR,France
+201310,7,16515,10966,22064,26,17,35,FR,France
+201309,7,16338,11305,21371,26,18,34,FR,France
+201308,7,17915,12458,23372,28,19,37,FR,France
+201307,7,12245,7795,16695,19,12,26,FR,France
+201306,7,13305,8249,18361,21,13,29,FR,France
+201305,7,11184,6677,15691,18,11,25,FR,France
+201304,7,16505,11326,21684,26,18,34,FR,France
+201303,7,10434,6735,14133,16,10,22,FR,France
+201302,7,14746,9924,19568,23,15,31,FR,France
+201301,7,22537,16290,28784,35,25,45,FR,France
+201252,7,14682,9011,20353,23,14,32,FR,France
+201251,7,15811,10483,21139,25,17,33,FR,France
+201250,7,19840,13797,25883,31,21,41,FR,France
+201249,7,11967,7591,16343,19,12,26,FR,France
+201248,7,12897,8376,17418,20,13,27,FR,France
+201247,7,11934,7042,16826,19,11,27,FR,France
+201246,7,10741,6201,15281,17,10,24,FR,France
+201245,7,20339,12476,28202,32,20,44,FR,France
+201244,7,8472,4834,12110,13,7,19,FR,France
+201243,7,11375,7120,15630,18,11,25,FR,France
+201242,7,11450,6987,15913,18,11,25,FR,France
+201241,7,8700,4885,12515,14,8,20,FR,France
+201240,7,9175,5327,13023,14,8,20,FR,France
+201239,7,4058,1438,6678,6,2,10,FR,France
+201238,7,2684,621,4747,4,1,7,FR,France
+201237,7,2505,0,5339,4,0,8,FR,France
+201236,7,3930,291,7569,6,0,12,FR,France
+201235,7,3515,884,6146,6,2,10,FR,France
+201234,7,5663,2195,9131,9,4,14,FR,France
+201233,7,7969,3171,12767,13,5,21,FR,France
+201232,7,9206,2073,16339,14,3,25,FR,France
+201231,7,7579,3540,11618,12,6,18,FR,France
+201230,7,11253,5812,16694,18,9,27,FR,France
+201229,7,20711,13977,27445,33,22,44,FR,France
+201228,7,16966,9789,24143,27,16,38,FR,France
+201227,7,17733,11174,24292,28,18,38,FR,France
+201226,7,20974,13153,28795,33,21,45,FR,France
+201225,7,25480,17130,33830,40,27,53,FR,France
+201224,7,17872,11690,24054,28,18,38,FR,France
+201223,7,22034,15327,28741,35,24,46,FR,France
+201222,7,18774,11901,25647,30,19,41,FR,France
+201221,7,18515,9501,27529,29,15,43,FR,France
+201220,7,17026,9608,24444,27,15,39,FR,France
+201219,7,13599,8726,18472,21,13,29,FR,France
+201218,7,16482,10836,22128,26,17,35,FR,France
+201217,7,18041,12040,24042,28,19,37,FR,France
+201216,7,16251,10239,22263,26,17,35,FR,France
+201215,7,10203,5281,15125,16,8,24,FR,France
+201214,7,7426,3526,11326,12,6,18,FR,France
+201213,7,12507,5913,19101,20,10,30,FR,France
+201212,7,12006,6344,17668,19,10,28,FR,France
+201211,7,11997,7398,16596,19,12,26,FR,France
+201210,7,15569,9700,21438,25,16,34,FR,France
+201209,7,18085,12427,23743,28,19,37,FR,France
+201208,7,13515,8822,18208,21,14,28,FR,France
+201207,7,12594,7774,17414,20,12,28,FR,France
+201206,7,15273,9953,20593,24,16,32,FR,France
+201205,7,12192,7305,17079,19,11,27,FR,France
+201204,7,10248,4996,15500,16,8,24,FR,France
+201203,7,11474,6843,16105,18,11,25,FR,France
+201202,7,13651,8191,19111,21,12,30,FR,France
+201201,7,14028,9063,18993,22,14,30,FR,France
+201152,7,21306,14321,28291,34,23,45,FR,France
+201151,7,14945,8910,20980,24,14,34,FR,France
+201150,7,10051,5417,14685,16,9,23,FR,France
+201149,7,10075,5049,15101,16,8,24,FR,France
+201148,7,9018,5083,12953,14,8,20,FR,France
+201147,7,10055,4853,15257,16,8,24,FR,France
+201146,7,7721,3993,11449,12,6,18,FR,France
+201145,7,5764,1962,9566,9,3,15,FR,France
+201144,7,6178,2704,9652,10,5,15,FR,France
+201143,7,6168,2653,9683,10,4,16,FR,France
+201142,7,6713,3036,10390,11,5,17,FR,France
+201141,7,4184,1543,6825,7,3,11,FR,France
+201140,7,3114,618,5610,5,1,9,FR,France
+201139,7,2504,414,4594,4,1,7,FR,France
+201138,7,3386,585,6187,5,1,9,FR,France
+201137,7,1183,9,2357,2,0,4,FR,France
+201136,7,3367,478,6256,5,0,10,FR,France
+201135,7,5945,2380,9510,9,3,15,FR,France
+201134,7,3180,891,5469,5,1,9,FR,France
+201133,7,4960,1053,8867,8,2,14,FR,France
+201132,7,7230,1500,12960,11,2,20,FR,France
+201131,7,10789,4593,16985,17,7,27,FR,France
+201130,7,23137,9828,36446,37,16,58,FR,France
+201129,7,10056,4896,15216,16,8,24,FR,France
+201128,7,13428,7761,19095,21,12,30,FR,France
+201127,7,20770,13604,27936,33,22,44,FR,France
+201126,7,16862,10623,23101,27,17,37,FR,France
+201125,7,19411,12763,26059,31,20,42,FR,France
+201124,7,18584,12337,24831,29,19,39,FR,France
+201123,7,20707,14800,26614,33,24,42,FR,France
+201122,7,16995,11552,22438,27,18,36,FR,France
+201121,7,19179,12997,25361,30,20,40,FR,France
+201120,7,21512,15082,27942,34,24,44,FR,France
+201119,7,18038,12286,23790,29,20,38,FR,France
+201118,7,18512,13142,23882,29,21,37,FR,France
+201117,7,20715,14602,26828,33,23,43,FR,France
+201116,7,18128,12859,23397,29,21,37,FR,France
+201115,7,22169,16454,27884,35,26,44,FR,France
+201114,7,17431,12573,22289,28,20,36,FR,France
+201113,7,15637,10796,20478,25,17,33,FR,France
+201112,7,14856,9810,19902,24,16,32,FR,France
+201111,7,12156,7712,16600,19,12,26,FR,France
+201110,7,12987,8644,17330,21,14,28,FR,France
+201109,7,11971,7656,16286,19,12,26,FR,France
+201108,7,17295,11843,22747,27,18,36,FR,France
+201107,7,12488,7431,17545,20,12,28,FR,France
+201106,7,9801,6179,13423,16,10,22,FR,France
+201105,7,10857,7046,14668,17,11,23,FR,France
+201104,7,13749,9496,18002,22,15,29,FR,France
+201103,7,12936,8875,16997,20,14,26,FR,France
+201102,7,9451,6208,12694,15,10,20,FR,France
+201101,7,14380,10066,18694,23,16,30,FR,France
+201052,7,13112,8997,17227,21,14,28,FR,France
+201051,7,12055,8046,16064,19,13,25,FR,France
+201050,7,8281,5242,11320,13,8,18,FR,France
+201049,7,12525,8601,16449,20,14,26,FR,France
+201048,7,9048,5627,12469,14,9,19,FR,France
+201047,7,7329,4256,10402,12,7,17,FR,France
+201046,7,8955,5377,12533,14,8,20,FR,France
+201045,7,4800,2269,7331,8,4,12,FR,France
+201044,7,11274,7155,15393,18,11,25,FR,France
+201043,7,8144,4621,11667,13,7,19,FR,France
+201042,7,9178,5507,12849,15,9,21,FR,France
+201041,7,7110,3983,10237,11,6,16,FR,France
+201040,7,5196,2450,7942,8,4,12,FR,France
+201039,7,3415,964,5866,5,1,9,FR,France
+201038,7,3057,681,5433,5,1,9,FR,France
+201037,7,1056,0,2338,2,0,4,FR,France
+201036,7,1629,241,3017,3,1,5,FR,France
+201035,7,5847,1895,9799,9,3,15,FR,France
+201034,7,4649,1665,7633,7,2,12,FR,France
+201033,7,3972,1372,6572,6,2,10,FR,France
+201032,7,4307,1345,7269,7,2,12,FR,France
+201031,7,7403,3912,10894,12,6,18,FR,France
+201030,7,8502,4404,12600,14,7,21,FR,France
+201029,7,14481,8874,20088,23,14,32,FR,France
+201028,7,28483,18947,38019,45,30,60,FR,France
+201027,7,25965,18206,33724,41,29,53,FR,France
+201026,7,22628,16253,29003,36,26,46,FR,France
+201025,7,21027,15245,26809,33,24,42,FR,France
+201024,7,26164,19503,32825,42,31,53,FR,France
+201023,7,19858,14032,25684,32,23,41,FR,France
+201022,7,22275,16460,28090,35,26,44,FR,France
+201021,7,24815,18263,31367,40,30,50,FR,France
+201020,7,22370,16020,28720,36,26,46,FR,France
+201019,7,25552,18564,32540,41,30,52,FR,France
+201018,7,18894,13264,24524,30,21,39,FR,France
+201017,7,17512,12221,22803,28,20,36,FR,France
+201016,7,21439,15519,27359,34,25,43,FR,France
+201015,7,26362,19735,32989,42,31,53,FR,France
+201014,7,20168,14274,26062,32,23,41,FR,France
+201013,7,18917,13394,24440,30,21,39,FR,France
+201012,7,18171,12995,23347,29,21,37,FR,France
+201011,7,13401,9041,17761,21,14,28,FR,France
+201010,7,18123,12614,23632,29,20,38,FR,France
+201009,7,21145,14746,27544,34,24,44,FR,France
+201008,7,30549,21013,40085,49,34,64,FR,France
+201007,7,25017,17142,32892,40,27,53,FR,France
+201006,7,22358,13688,31028,36,22,50,FR,France
+201005,7,26817,18132,35502,43,29,57,FR,France
+201004,7,14384,8912,19856,23,14,32,FR,France
+201003,7,11821,7294,16348,19,12,26,FR,France
+201002,7,12756,7177,18335,20,11,29,FR,France
+201001,7,14182,9107,19257,23,15,31,FR,France
+200953,7,28213,17662,38764,45,28,62,FR,France
+200952,7,15203,9597,20809,24,15,33,FR,France
+200951,7,17611,11223,23999,28,18,38,FR,France
+200950,7,17430,9879,24981,28,16,40,FR,France
+200949,7,7199,3960,10438,11,6,16,FR,France
+200948,7,14656,9570,19742,23,15,31,FR,France
+200947,7,7051,3901,10201,11,6,16,FR,France
+200946,7,4662,2107,7217,7,3,11,FR,France
+200945,7,15603,9790,21416,25,16,34,FR,France
+200944,7,13165,6629,19701,21,11,31,FR,France
+200943,7,9872,5298,14446,16,9,23,FR,France
+200942,7,13992,7999,19985,22,12,32,FR,France
+200941,7,7811,4267,11355,12,6,18,FR,France
+200940,7,12414,7441,17387,20,12,28,FR,France
+200939,7,4090,921,7259,7,2,12,FR,France
+200938,7,2802,999,4605,4,1,7,FR,France
+200937,7,1989,362,3616,3,0,6,FR,France
+200936,7,1681,212,3150,3,1,5,FR,France
+200935,7,3605,1131,6079,6,2,10,FR,France
+200934,7,8863,3112,14614,14,5,23,FR,France
+200933,7,6592,965,12219,10,1,19,FR,France
+200932,7,9370,4069,14671,15,7,23,FR,France
+200931,7,18728,0,38349,30,0,61,FR,France
+200930,7,10418,5698,15138,17,9,25,FR,France
+200929,7,14716,8450,20982,23,13,33,FR,France
+200928,7,21297,14200,28394,34,23,45,FR,France
+200927,7,22300,14361,30239,36,23,49,FR,France
+200926,7,24817,17154,32480,40,28,52,FR,France
+200925,7,22427,15617,29237,36,25,47,FR,France
+200924,7,14666,9828,19504,23,15,31,FR,France
+200923,7,18094,10701,25487,29,17,41,FR,France
+200922,7,20358,14457,26259,32,23,41,FR,France
+200921,7,23147,16066,30228,37,26,48,FR,France
+200920,7,27753,19893,35613,44,31,57,FR,France
+200919,7,29529,19088,39970,47,30,64,FR,France
+200918,7,17676,11359,23993,28,18,38,FR,France
+200917,7,21880,15613,28147,35,25,45,FR,France
+200916,7,23899,16714,31084,38,27,49,FR,France
+200915,7,21717,14784,28650,35,24,46,FR,France
+200914,7,22143,14930,29356,35,24,46,FR,France
+200913,7,23445,16436,30454,37,26,48,FR,France
+200912,7,17997,11343,24651,29,18,40,FR,France
+200911,7,22428,14154,30702,36,23,49,FR,France
+200910,7,21362,13994,28730,34,22,46,FR,France
+200909,7,26922,18447,35397,43,30,56,FR,France
+200908,7,20424,13766,27082,33,22,44,FR,France
+200907,7,23181,15024,31338,37,24,50,FR,France
+200906,7,29147,20804,37490,46,33,59,FR,France
+200905,7,14176,8933,19419,23,15,31,FR,France
+200904,7,14887,10004,19770,24,16,32,FR,France
+200903,7,12650,7578,17722,20,12,28,FR,France
+200902,7,22806,13997,31615,36,22,50,FR,France
+200901,7,27073,17648,36498,43,28,58,FR,France
+200852,7,13485,8749,18221,22,14,30,FR,France
+200851,7,10984,7406,14562,18,12,24,FR,France
+200850,7,12868,7126,18610,21,12,30,FR,France
+200849,7,11365,4402,18328,19,8,30,FR,France
+200848,7,14199,5494,22904,23,9,37,FR,France
+200847,7,15819,7899,23739,26,13,39,FR,France
+200846,7,8147,4546,11748,13,7,19,FR,France
+200845,7,10538,5244,15832,17,8,26,FR,France
+200844,7,10753,6665,14841,18,11,25,FR,France
+200843,7,9420,5654,13186,15,9,21,FR,France
+200842,7,10865,5017,16713,18,8,28,FR,France
+200841,7,8583,3541,13625,14,6,22,FR,France
+200840,7,8164,3051,13277,13,5,21,FR,France
+200839,7,5477,2331,8623,9,4,14,FR,France
+200838,7,3780,1129,6431,6,2,10,FR,France
+200837,7,4612,1860,7364,8,4,12,FR,France
+200836,7,2821,365,5277,5,1,9,FR,France
+200835,7,2304,0,4896,4,0,8,FR,France
+200834,7,4452,915,7989,7,1,13,FR,France
+200833,7,5347,1116,9578,9,2,16,FR,France
+200832,7,5294,1512,9076,9,3,15,FR,France
+200831,7,10207,5298,15116,17,9,25,FR,France
+200830,7,10220,5331,15109,17,9,25,FR,France
+200829,7,10071,5148,14994,16,8,24,FR,France
+200828,7,9826,4460,15192,16,7,25,FR,France
+200827,7,11768,6077,17459,19,10,28,FR,France
+200826,7,15584,10821,20347,25,17,33,FR,France
+200825,7,21617,15364,27870,35,25,45,FR,France
+200824,7,18253,12292,24214,30,20,40,FR,France
+200823,7,14388,8610,20166,23,14,32,FR,France
+200822,7,13560,7829,19291,22,13,31,FR,France
+200821,7,19074,4085,34063,31,7,55,FR,France
+200820,7,18272,12040,24504,30,20,40,FR,France
+200819,7,16110,10352,21868,26,17,35,FR,France
+200818,7,17377,11105,23649,28,18,38,FR,France
+200817,7,27000,19317,34683,44,31,57,FR,France
+200816,7,23002,15304,30700,37,24,50,FR,France
+200815,7,25454,15856,35052,41,25,57,FR,France
+200814,7,22236,15623,28849,36,25,47,FR,France
+200813,7,20308,13107,27509,33,21,45,FR,France
+200812,7,22462,15587,29337,37,26,48,FR,France
+200811,7,20505,13958,27052,33,22,44,FR,France
+200810,7,18078,11784,24372,29,19,39,FR,France
+200809,7,20474,14073,26875,33,23,43,FR,France
+200808,7,21441,15042,27840,35,25,45,FR,France
+200807,7,17894,12348,23440,29,20,38,FR,France
+200806,7,16310,11091,21529,27,18,36,FR,France
+200805,7,16684,11106,22262,27,18,36,FR,France
+200804,7,20997,14662,27332,34,24,44,FR,France
+200803,7,19263,11093,27433,31,18,44,FR,France
+200802,7,20501,13032,27970,33,21,45,FR,France
+200801,7,20780,14093,27467,34,23,45,FR,France
+200752,7,18010,11329,24691,29,18,40,FR,France
+200751,7,20052,12509,27595,33,21,45,FR,France
+200750,7,19059,12513,25605,31,20,42,FR,France
+200749,7,18394,12805,23983,30,21,39,FR,France
+200748,7,10765,5871,15659,18,10,26,FR,France
+200747,7,10703,1791,19615,17,2,32,FR,France
+200746,7,12318,4207,20429,20,7,33,FR,France
+200745,7,12352,0,29660,20,0,48,FR,France
+200744,7,7897,3419,12375,13,6,20,FR,France
+200743,7,5788,2306,9270,9,3,15,FR,France
+200742,7,5993,2329,9657,10,4,16,FR,France
+200741,7,7130,0,17274,12,0,29,FR,France
+200740,7,8146,940,15352,13,1,25,FR,France
+200739,7,3916,500,7332,6,0,12,FR,France
+200738,7,2691,462,4920,4,0,8,FR,France
+200737,7,4100,1263,6937,7,2,12,FR,France
+200736,7,1580,0,3223,3,0,6,FR,France
+200735,7,3471,0,7162,6,0,12,FR,France
+200734,7,3333,0,6764,5,0,11,FR,France
+200733,7,3241,451,6031,5,0,10,FR,France
+200732,7,7321,2112,12530,12,4,20,FR,France
+200731,7,9932,3688,16176,16,6,26,FR,France
+200730,7,9879,3616,16142,16,6,26,FR,France
+200729,7,17227,7803,26651,28,13,43,FR,France
+200728,7,14874,7763,21985,24,12,36,FR,France
+200727,7,13500,7382,19618,22,12,32,FR,France
+200726,7,15454,9522,21386,25,15,35,FR,France
+200725,7,20567,13847,27287,34,23,45,FR,France
+200724,7,26470,18336,34604,43,30,56,FR,France
+200723,7,23443,15824,31062,38,26,50,FR,France
+200722,7,18811,11559,26063,31,19,43,FR,France
+200721,7,15325,9347,21303,25,15,35,FR,France
+200720,7,17507,11589,23425,29,19,39,FR,France
+200719,7,22692,15113,30271,37,25,49,FR,France
+200718,7,20630,13394,27866,34,22,46,FR,France
+200717,7,23755,14388,33122,39,24,54,FR,France
+200716,7,23388,16188,30588,38,26,50,FR,France
+200715,7,25695,17711,33679,42,29,55,FR,France
+200714,7,16974,9959,23989,28,17,39,FR,France
+200713,7,24625,16598,32652,40,27,53,FR,France
+200712,7,20303,11331,29275,33,18,48,FR,France
+200711,7,33056,21724,44388,54,36,72,FR,France
+200710,7,20775,12182,29368,34,20,48,FR,France
+200709,7,18750,12252,25248,31,20,42,FR,France
+200708,7,19458,12998,25918,32,21,43,FR,France
+200707,7,20978,14822,27134,34,24,44,FR,France
+200706,7,14466,9375,19557,24,16,32,FR,France
+200705,7,15339,9771,20907,25,16,34,FR,France
+200704,7,19661,13333,25989,32,22,42,FR,France
+200703,7,16211,10323,22099,26,16,36,FR,France
+200702,7,15631,10037,21225,25,16,34,FR,France
+200701,7,16483,10582,22384,27,17,37,FR,France
+200652,7,20472,13371,27573,34,22,46,FR,France
+200651,7,20557,12905,28209,34,21,47,FR,France
+200650,7,11364,6541,16187,19,11,27,FR,France
+200649,7,12518,6273,18763,21,11,31,FR,France
+200648,7,8028,2783,13273,13,4,22,FR,France
+200647,7,6240,2268,10212,10,3,17,FR,France
+200646,7,4953,1841,8065,8,3,13,FR,France
+200645,7,4064,1178,6950,7,2,12,FR,France
+200644,7,5300,1084,9516,9,2,16,FR,France
+200643,7,3518,1027,6009,6,2,10,FR,France
+200642,7,2885,539,5231,5,1,9,FR,France
+200641,7,4405,123,8687,7,0,14,FR,France
+200640,7,2513,0,5505,4,0,9,FR,France
+200639,7,992,0,2812,2,0,5,FR,France
+200638,7,1363,0,3045,2,0,5,FR,France
+200637,7,992,0,2711,2,0,5,FR,France
+200636,7,820,0,2313,1,0,3,FR,France
+200635,7,614,0,1628,1,0,3,FR,France
+200634,7,1149,0,2623,2,0,4,FR,France
+200633,7,161,0,630,0,0,1,FR,France
+200632,7,476,0,1785,1,0,3,FR,France
+200631,7,6255,754,11756,10,1,19,FR,France
+200630,7,7140,2123,12157,12,4,20,FR,France
+200629,7,6227,2488,9966,10,4,16,FR,France
+200628,7,13044,6388,19700,21,10,32,FR,France
+200627,7,18263,9407,27119,30,15,45,FR,France
+200626,7,12465,6504,18426,20,10,30,FR,France
+200625,7,14114,8492,19736,23,14,32,FR,France
+200624,7,14773,9362,20184,24,15,33,FR,France
+200623,7,12338,7512,17164,20,12,28,FR,France
+200622,7,12669,7540,17798,21,13,29,FR,France
+200621,7,15426,9709,21143,25,16,34,FR,France
+200620,7,10366,6001,14731,17,10,24,FR,France
+200619,7,13862,8779,18945,23,15,31,FR,France
+200618,7,11495,6482,16508,19,11,27,FR,France
+200617,7,16230,9656,22804,27,16,38,FR,France
+200616,7,17624,10886,24362,29,18,40,FR,France
+200615,7,18171,11485,24857,30,19,41,FR,France
+200614,7,19218,13041,25395,31,21,41,FR,France
+200613,7,16805,11064,22546,28,19,37,FR,France
+200612,7,17604,12029,23179,29,20,38,FR,France
+200611,7,15789,10289,21289,26,17,35,FR,France
+200610,7,16775,11238,22312,27,18,36,FR,France
+200609,7,16734,11153,22315,27,18,36,FR,France
+200608,7,16964,11317,22611,28,19,37,FR,France
+200607,7,11878,7047,16709,19,11,27,FR,France
+200606,7,18915,13000,24830,31,21,41,FR,France
+200605,7,16029,10665,21393,26,17,35,FR,France
+200604,7,11400,7136,15664,19,12,26,FR,France
+200603,7,15577,10494,20660,26,18,34,FR,France
+200602,7,10313,6274,14352,17,10,24,FR,France
+200601,7,20058,13481,26635,33,22,44,FR,France
+200552,7,16588,9246,23930,27,15,39,FR,France
+200551,7,27150,14219,40081,45,24,66,FR,France
+200550,7,14340,8527,20153,24,14,34,FR,France
+200549,7,12056,6953,17159,20,12,28,FR,France
+200548,7,15056,8846,21266,25,15,35,FR,France
+200547,7,14805,7691,21919,24,12,36,FR,France
+200546,7,8390,2583,14197,14,4,24,FR,France
+200545,7,11513,3776,19250,19,6,32,FR,France
+200544,7,10086,2788,17384,17,5,29,FR,France
+200543,7,9316,2080,16552,15,3,27,FR,France
+200542,7,8373,3760,12986,14,6,22,FR,France
+200541,7,11587,6045,17129,19,10,28,FR,France
+200540,7,12374,6622,18126,20,11,29,FR,France
+200539,7,4450,1509,7391,7,2,12,FR,France
+200538,7,2272,67,4477,4,0,8,FR,France
+200537,7,1677,0,3664,3,0,6,FR,France
+200536,7,3369,510,6228,6,1,11,FR,France
+200535,7,3124,482,5766,5,1,9,FR,France
+200534,7,6673,1394,11952,11,2,20,FR,France
+200533,7,8588,1696,15480,14,3,25,FR,France
+200532,7,7859,2362,13356,13,4,22,FR,France
+200531,7,9570,3334,15806,16,6,26,FR,France
+200530,7,6172,0,13912,10,0,23,FR,France
+200529,7,12452,5092,19812,21,9,33,FR,France
+200528,7,18277,5762,30792,30,9,51,FR,France
+200527,7,17547,9967,25127,29,16,42,FR,France
+200526,7,27248,18071,36425,45,30,60,FR,France
+200525,7,14089,8408,19770,23,14,32,FR,France
+200524,7,15632,9553,21711,26,16,36,FR,France
+200523,7,20069,12360,27778,33,20,46,FR,France
+200522,7,20392,9119,31665,34,15,53,FR,France
+200521,7,13623,8254,18992,22,13,31,FR,France
+200520,7,17482,10870,24094,29,18,40,FR,France
+200519,7,12622,7407,17837,21,12,30,FR,France
+200518,7,10630,5706,15554,18,10,26,FR,France
+200517,7,14979,8429,21529,25,14,36,FR,France
+200516,7,11520,6566,16474,19,11,27,FR,France
+200515,7,9114,4530,13698,15,7,23,FR,France
+200514,7,16876,10333,23419,28,17,39,FR,France
+200513,7,12513,7324,17702,21,12,30,FR,France
+200512,7,15395,9108,21682,25,15,35,FR,France
+200511,7,12702,7588,17816,21,13,29,FR,France
+200510,7,11279,6465,16093,19,11,27,FR,France
+200509,7,13085,7767,18403,22,13,31,FR,France
+200508,7,10359,6162,14556,17,10,24,FR,France
+200507,7,18640,12932,24348,31,22,40,FR,France
+200506,7,11814,7295,16333,20,13,27,FR,France
+200505,7,15387,10293,20481,25,17,33,FR,France
+200504,7,12525,7897,17153,21,13,29,FR,France
+200503,7,15946,10225,21667,26,17,35,FR,France
+200502,7,12669,7600,17738,21,13,29,FR,France
+200501,7,14192,8841,19543,23,14,32,FR,France
+200453,7,17869,11244,24494,30,19,41,FR,France
+200452,7,16974,10864,23084,28,18,38,FR,France
+200451,7,14890,9250,20530,25,16,34,FR,France
+200450,7,17657,10659,24655,29,17,41,FR,France
+200449,7,16219,8194,24244,27,14,40,FR,France
+200448,7,7162,2532,11792,12,4,20,FR,France
+200447,7,8816,4136,13496,15,7,23,FR,France
+200446,7,6806,2939,10673,11,5,17,FR,France
+200445,7,9065,2889,15241,15,5,25,FR,France
+200444,7,9795,4169,15421,16,7,25,FR,France
+200443,7,5673,2412,8934,9,4,14,FR,France
+200442,7,3038,802,5274,5,1,9,FR,France
+200441,7,5061,1296,8826,8,2,14,FR,France
+200440,7,3409,690,6128,6,1,11,FR,France
+200439,7,5226,1044,9408,9,2,16,FR,France
+200438,7,3412,0,7137,6,0,12,FR,France
+200437,7,4351,537,8165,7,1,13,FR,France
+200436,7,5121,1260,8982,9,3,15,FR,France
+200435,7,7279,2610,11948,12,4,20,FR,France
+200434,7,6425,1962,10888,11,4,18,FR,France
+200433,7,11183,5394,16972,19,9,29,FR,France
+200432,7,15854,7918,23790,26,13,39,FR,France
+200431,7,17793,5261,30325,30,9,51,FR,France
+200430,7,23244,14352,32136,39,24,54,FR,France
+200429,7,34645,23193,46097,58,39,77,FR,France
+200428,7,19481,11767,27195,32,19,45,FR,France
+200427,7,21322,8377,34267,35,13,57,FR,France
+200426,7,17171,7899,26443,29,14,44,FR,France
+200425,7,26606,17976,35236,44,30,58,FR,France
+200424,7,26142,17142,35142,43,28,58,FR,France
+200423,7,23643,15715,31571,39,26,52,FR,France
+200422,7,16119,9794,22444,27,16,38,FR,France
+200421,7,20283,12915,27651,34,22,46,FR,France
+200420,7,15730,9735,21725,26,16,36,FR,France
+200419,7,22791,15145,30437,38,25,51,FR,France
+200418,7,17807,11014,24600,30,19,41,FR,France
+200417,7,19913,12212,27614,33,20,46,FR,France
+200416,7,19289,11424,27154,32,19,45,FR,France
+200415,7,20587,13594,27580,34,22,46,FR,France
+200414,7,24610,16629,32591,41,28,54,FR,France
+200413,7,22910,15782,30038,38,26,50,FR,France
+200412,7,23468,15220,31716,39,25,53,FR,France
+200411,7,23977,16337,31617,40,27,53,FR,France
+200410,7,25519,15764,35274,42,26,58,FR,France
+200409,7,26592,17202,35982,44,28,60,FR,France
+200408,7,22820,15102,30538,38,25,51,FR,France
+200407,7,23871,16628,31114,40,28,52,FR,France
+200406,7,24567,15700,33434,41,26,56,FR,France
+200405,7,12869,7824,17914,21,13,29,FR,France
+200404,7,13172,8314,18030,22,14,30,FR,France
+200403,7,6442,3015,9869,11,5,17,FR,France
+200402,7,11126,6305,15947,18,10,26,FR,France
+200401,7,24971,13819,36123,41,22,60,FR,France
+200352,7,4920,0,22288,8,0,37,FR,France
+200351,7,10235,2435,18035,17,4,30,FR,France
+200350,7,9805,5520,14090,16,9,23,FR,France
+200349,7,11685,7721,15649,20,13,27,FR,France
+200348,7,6201,3319,9083,10,5,15,FR,France
+200347,7,4897,1842,7952,8,3,13,FR,France
+200346,7,4596,1236,7956,8,2,14,FR,France
+200345,7,3501,1090,5912,6,2,10,FR,France
+200344,7,3469,894,6044,6,2,10,FR,France
+200343,7,4671,1766,7576,8,3,13,FR,France
+200342,7,3855,955,6755,6,1,11,FR,France
+200341,7,3179,427,5931,5,0,10,FR,France
+200340,7,6983,2852,11114,12,5,19,FR,France
+200339,7,952,0,2308,2,0,4,FR,France
+200338,7,1628,0,3406,3,0,6,FR,France
+200337,7,2995,0,6029,5,0,10,FR,France
+200336,7,3595,0,7784,6,0,13,FR,France
+200335,7,1340,0,4253,2,0,7,FR,France
+200334,7,3842,0,10414,6,0,17,FR,France
+200333,7,7269,0,18830,12,0,31,FR,France
+200332,7,2908,0,6463,5,0,11,FR,France
+200331,7,2053,0,4640,3,0,7,FR,France
+200330,7,5106,259,9953,9,1,17,FR,France
+200329,7,8195,0,21289,14,0,36,FR,France
+200328,7,9002,3511,14493,15,6,24,FR,France
+200327,7,4902,1397,8407,8,2,14,FR,France
+200326,7,17746,7867,27625,30,13,47,FR,France
+200325,7,8190,3460,12920,14,6,22,FR,France
+200324,7,33803,13366,54240,56,22,90,FR,France
+200323,7,14278,6733,21823,24,11,37,FR,France
+200322,7,13397,7140,19654,22,12,32,FR,France
+200321,7,12113,3506,20720,20,6,34,FR,France
+200320,7,10454,5534,15374,17,9,25,FR,France
+200319,7,12833,6772,18894,21,11,31,FR,France
+200318,7,25572,16325,34819,43,28,58,FR,France
+200317,7,21556,11493,31619,36,19,53,FR,France
+200316,7,20007,12091,27923,33,20,46,FR,France
+200315,7,26837,18106,35568,45,30,60,FR,France
+200314,7,19148,10594,27702,32,18,46,FR,France
+200313,7,27087,16490,37684,45,27,63,FR,France
+200312,7,24322,15256,33388,41,26,56,FR,France
+200311,7,21652,12929,30375,36,21,51,FR,France
+200310,7,29033,19506,38560,49,33,65,FR,France
+200309,7,28198,17625,38771,47,29,65,FR,France
+200308,7,36298,22548,50048,61,38,84,FR,France
+200307,7,27050,14994,39106,45,25,65,FR,France
+200306,7,25101,14828,35374,42,25,59,FR,France
+200305,7,15588,7493,23683,26,12,40,FR,France
+200304,7,17141,9713,24569,29,17,41,FR,France
+200303,7,18329,11799,24859,31,20,42,FR,France
+200302,7,18829,10035,27623,31,16,46,FR,France
+200301,7,22582,11488,33676,38,19,57,FR,France
+200252,7,20417,12258,28576,34,20,48,FR,France
+200251,7,22444,14164,30724,38,24,52,FR,France
+200250,7,10873,6406,15340,18,10,26,FR,France
+200249,7,16468,2559,30377,28,5,51,FR,France
+200248,7,10264,4123,16405,17,7,27,FR,France
+200247,7,12129,4283,19975,20,7,33,FR,France
+200246,7,5507,1186,9828,9,2,16,FR,France
+200245,7,9335,4813,13857,16,8,24,FR,France
+200244,7,9388,2462,16314,16,4,28,FR,France
+200243,7,10756,4601,16911,18,8,28,FR,France
+200242,7,8703,3946,13460,15,7,23,FR,France
+200241,7,7695,3062,12328,13,5,21,FR,France
+200240,7,7097,2512,11682,12,4,20,FR,France
+200239,7,6215,2540,9890,10,4,16,FR,France
+200238,7,4237,1165,7309,7,2,12,FR,France
+200237,7,1210,0,2674,2,0,4,FR,France
+200236,7,2671,314,5028,4,0,8,FR,France
+200235,7,1193,0,3093,2,0,5,FR,France
+200234,7,5394,1014,9774,9,2,16,FR,France
+200233,7,5395,510,10280,9,1,17,FR,France
+200232,7,11308,1117,21499,19,2,36,FR,France
+200231,7,7163,1350,12976,12,2,22,FR,France
+200230,7,10184,3615,16753,17,6,28,FR,France
+200229,7,11146,5228,17064,19,9,29,FR,France
+200228,7,15908,8318,23498,27,14,40,FR,France
+200227,7,12124,441,23807,20,0,40,FR,France
+200226,7,18706,4188,33224,31,7,55,FR,France
+200225,7,18807,9408,28206,32,16,48,FR,France
+200224,7,15035,9084,20986,25,15,35,FR,France
+200223,7,12617,6916,18318,21,11,31,FR,France
+200222,7,18851,10747,26955,32,18,46,FR,France
+200221,7,14282,7527,21037,24,13,35,FR,France
+200220,7,12558,6860,18256,21,11,31,FR,France
+200219,7,18605,11518,25692,31,19,43,FR,France
+200218,7,10857,5495,16219,18,9,27,FR,France
+200217,7,16252,9537,22967,27,16,38,FR,France
+200216,7,10284,5016,15552,17,8,26,FR,France
+200215,7,19217,9502,28932,32,16,48,FR,France
+200214,7,15585,6215,24955,26,10,42,FR,France
+200213,7,29411,13274,45548,49,22,76,FR,France
+200212,7,12354,7208,17500,21,12,30,FR,France
+200211,7,11781,7053,16509,20,12,28,FR,France
+200210,7,9450,5283,13617,16,9,23,FR,France
+200209,7,11735,5297,18173,20,9,31,FR,France
+200208,7,8153,3653,12653,14,6,22,FR,France
+200207,7,6992,3354,10630,12,6,18,FR,France
+200206,7,7857,3052,12662,13,5,21,FR,France
+200205,7,7405,2868,11942,12,4,20,FR,France
+200204,7,13562,7935,19189,23,14,32,FR,France
+200203,7,8152,4543,11761,14,8,20,FR,France
+200202,7,9486,4411,14561,16,7,25,FR,France
+200201,7,6329,1565,11093,11,3,19,FR,France
+200152,7,5566,2267,8865,9,3,15,FR,France
+200151,7,6045,2630,9460,10,4,16,FR,France
+200150,7,11601,4100,19102,20,7,33,FR,France
+200149,7,5828,851,10805,10,2,18,FR,France
+200148,7,9965,5007,14923,17,9,25,FR,France
+200147,7,6292,2021,10563,11,4,18,FR,France
+200146,7,5424,2218,8630,9,4,14,FR,France
+200145,7,9468,5023,13913,16,8,24,FR,France
+200144,7,4941,1881,8001,8,3,13,FR,France
+200143,7,6978,3201,10755,12,6,18,FR,France
+200142,7,6726,3147,10305,11,5,17,FR,France
+200141,7,5410,1849,8971,9,3,15,FR,France
+200140,7,3320,637,6003,6,1,11,FR,France
+200139,7,1152,0,2569,2,0,4,FR,France
+200138,7,864,0,2411,1,0,4,FR,France
+200137,7,1234,0,3393,2,0,6,FR,France
+200136,7,391,0,1256,1,0,2,FR,France
+200135,7,2539,0,6274,4,0,10,FR,France
+200134,7,1946,0,4439,3,0,7,FR,France
+200133,7,655,0,2046,1,0,3,FR,France
+200132,7,4619,0,10912,8,0,19,FR,France
+200131,7,7622,1190,14054,13,2,24,FR,France
+200130,7,13686,4678,22694,23,8,38,FR,France
+200129,7,12966,4727,21205,22,8,36,FR,France
+200128,7,20908,11957,29859,35,20,50,FR,France
+200127,7,26634,17739,35529,45,30,60,FR,France
+200126,7,13863,7666,20060,23,13,33,FR,France
+200125,7,17329,9452,25206,29,16,42,FR,France
+200124,7,10961,6673,15249,19,12,26,FR,France
+200123,7,7892,3888,11896,13,6,20,FR,France
+200122,7,10912,4621,17203,18,7,29,FR,France
+200121,7,10194,5217,15171,17,9,25,FR,France
+200120,7,10390,5710,15070,18,10,26,FR,France
+200119,7,10976,5927,16025,19,10,28,FR,France
+200118,7,11933,6833,17033,20,11,29,FR,France
+200117,7,16250,9256,23244,27,15,39,FR,France
+200116,7,14131,8691,19571,24,15,33,FR,France
+200115,7,11033,6411,15655,19,11,27,FR,France
+200114,7,18381,12349,24413,31,21,41,FR,France
+200113,7,15253,9582,20924,26,16,36,FR,France
+200112,7,12761,8155,17367,22,14,30,FR,France
+200111,7,11592,6790,16394,20,12,28,FR,France
+200110,7,11220,6697,15743,19,11,27,FR,France
+200109,7,10984,6431,15537,19,11,27,FR,France
+200108,7,18335,10145,26525,31,17,45,FR,France
+200107,7,17404,10389,24419,29,17,41,FR,France
+200106,7,18382,10498,26266,31,18,44,FR,France
+200105,7,13455,7904,19006,23,14,32,FR,France
+200104,7,16438,10780,22096,28,18,38,FR,France
+200103,7,18174,12049,24299,31,21,41,FR,France
+200102,7,22905,16080,29730,39,27,51,FR,France
+200101,7,29487,21117,37857,50,36,64,FR,France
+200052,7,17041,10342,23740,29,18,40,FR,France
+200051,7,11749,7358,16140,20,13,27,FR,France
+200050,7,14215,8706,19724,24,15,33,FR,France
+200049,7,10172,5845,14499,17,10,24,FR,France
+200048,7,13683,8322,19044,23,14,32,FR,France
+200047,7,9924,5066,14782,17,9,25,FR,France
+200046,7,11103,5449,16757,19,9,29,FR,France
+200045,7,7870,3542,12198,13,6,20,FR,France
+200044,7,11328,6118,16538,19,10,28,FR,France
+200043,7,5292,1687,8897,9,3,15,FR,France
+200042,7,4410,1293,7527,8,3,13,FR,France
+200041,7,5242,1813,8671,9,3,15,FR,France
+200040,7,4066,1351,6781,7,2,12,FR,France
+200039,7,4574,885,8263,8,2,14,FR,France
+200038,7,8241,3875,12607,14,7,21,FR,France
+200037,7,3124,423,5825,5,0,10,FR,France
+200036,7,731,0,2044,1,0,3,FR,France
+200035,7,6605,959,12251,11,1,21,FR,France
+200034,7,6924,931,12917,12,2,22,FR,France
+200033,7,10713,3957,17469,18,7,29,FR,France
+200032,7,15736,5003,26469,27,9,45,FR,France
+200031,7,13088,5542,20634,22,9,35,FR,France
+200030,7,16422,9062,23782,28,15,41,FR,France
+200029,7,16543,8116,24970,28,14,42,FR,France
+200028,7,12868,5178,20558,22,9,35,FR,France
+200027,7,18228,10887,25569,31,19,43,FR,France
+200026,7,17377,10789,23965,30,19,41,FR,France
+200025,7,22600,15119,30081,38,25,51,FR,France
+200024,7,16046,10504,21588,27,18,36,FR,France
+200023,7,11887,6681,17093,20,11,29,FR,France
+200022,7,26275,18762,33788,45,32,58,FR,France
+200021,7,15921,9967,21875,27,17,37,FR,France
+200020,7,19178,12565,25791,33,22,44,FR,France
+200019,7,17152,10424,23880,29,18,40,FR,France
+200018,7,17571,10754,24388,30,18,42,FR,France
+200017,7,9999,5672,14326,17,10,24,FR,France
+200016,7,17506,11461,23551,30,20,40,FR,France
+200015,7,23333,14747,31919,40,25,55,FR,France
+200014,7,15027,9838,20216,26,17,35,FR,France
+200013,7,17924,12383,23465,30,21,39,FR,France
+200012,7,15415,9917,20913,26,17,35,FR,France
+200011,7,12359,7372,17346,21,13,29,FR,France
+200010,7,13858,9167,18549,24,16,32,FR,France
+200009,7,9096,5451,12741,15,9,21,FR,France
+200008,7,10596,6574,14618,18,11,25,FR,France
+200007,7,13593,8816,18370,23,15,31,FR,France
+200006,7,9017,5391,12643,15,9,21,FR,France
+200005,7,12681,7750,17612,22,14,30,FR,France
+200004,7,11889,7253,16525,20,12,28,FR,France
+200003,7,9171,5628,12714,16,10,22,FR,France
+200002,7,10268,5957,14579,17,10,24,FR,France
+200001,7,10986,6521,15451,19,11,27,FR,France
+199952,7,10358,5667,15049,18,10,26,FR,France
+199951,7,10099,6132,14066,17,10,24,FR,France
+199950,7,10439,6481,14397,18,11,25,FR,France
+199949,7,7736,4269,11203,13,7,19,FR,France
+199948,7,11414,6754,16074,20,12,28,FR,France
+199947,7,7639,2705,12573,13,5,21,FR,France
+199946,7,6544,0,15074,11,0,26,FR,France
+199945,7,11273,3165,19381,19,5,33,FR,France
+199944,7,8049,3828,12270,14,7,21,FR,France
+199943,7,7788,4226,11350,13,7,19,FR,France
+199942,7,6779,3659,9899,12,7,17,FR,France
+199941,7,5213,2646,7780,9,5,13,FR,France
+199940,7,5018,2256,7780,9,4,14,FR,France
+199939,7,3108,1141,5075,5,2,8,FR,France
+199938,7,2095,143,4047,4,1,7,FR,France
+199937,7,3611,1095,6127,6,2,10,FR,France
+199936,7,2085,116,4054,4,1,7,FR,France
+199935,7,1102,0,2231,2,0,4,FR,France
+199934,7,2813,468,5158,5,1,9,FR,France
+199933,7,7210,2996,11424,12,5,19,FR,France
+199932,7,6981,2822,11140,12,5,19,FR,France
+199931,7,6389,2284,10494,11,4,18,FR,France
+199930,7,10567,4364,16770,18,7,29,FR,France
+199929,7,18284,11145,25423,31,19,43,FR,France
+199928,7,21079,13832,28326,36,24,48,FR,France
+199927,7,18824,12647,25001,32,21,43,FR,France
+199926,7,18098,12190,24006,31,21,41,FR,France
+199925,7,23863,16911,30815,41,29,53,FR,France
+199924,7,18038,12162,23914,31,21,41,FR,France
+199923,7,19660,13601,25719,34,24,44,FR,France
+199922,7,18093,12570,23616,31,22,40,FR,France
+199921,7,15850,10129,21571,27,17,37,FR,France
+199920,7,12241,7408,17074,21,13,29,FR,France
+199919,7,10738,6273,15203,18,10,26,FR,France
+199918,7,20739,14823,26655,35,25,45,FR,France
+199917,7,13993,9229,18757,24,16,32,FR,France
+199916,7,16199,10966,21432,28,19,37,FR,France
+199915,7,19936,13939,25933,34,24,44,FR,France
+199914,7,22907,15999,29815,39,27,51,FR,France
+199913,7,18404,11277,25531,31,19,43,FR,France
+199912,7,19242,13136,25348,33,23,43,FR,France
+199911,7,14923,9872,19974,26,17,35,FR,France
+199910,7,16058,10370,21746,27,17,37,FR,France
+199909,7,11125,6841,15409,19,12,26,FR,France
+199908,7,10840,7075,14605,19,13,25,FR,France
+199907,7,13655,9263,18047,23,15,31,FR,France
+199906,7,17654,12681,22627,30,21,39,FR,France
+199905,7,16838,11942,21734,29,21,37,FR,France
+199904,7,17056,12124,21988,29,21,37,FR,France
+199903,7,18805,13967,23643,32,24,40,FR,France
+199902,7,14863,10135,19591,25,17,33,FR,France
+199901,7,13707,9075,18339,23,15,31,FR,France
+199853,7,24797,17975,31619,43,31,55,FR,France
+199852,7,23616,16902,30330,41,29,53,FR,France
+199851,7,13919,9478,18360,24,16,32,FR,France
+199850,7,20556,15164,25948,35,26,44,FR,France
+199849,7,16232,11327,21137,28,20,36,FR,France
+199848,7,11998,7691,16305,21,14,28,FR,France
+199847,7,13617,8934,18300,23,15,31,FR,France
+199846,7,7646,4419,10873,13,7,19,FR,France
+199845,7,15930,10713,21147,27,18,36,FR,France
+199844,7,14145,9390,18900,24,16,32,FR,France
+199843,7,16707,11447,21967,29,20,38,FR,France
+199842,7,12475,7806,17144,21,13,29,FR,France
+199841,7,13018,8151,17885,22,14,30,FR,France
+199840,7,7396,3653,11139,13,7,19,FR,France
+199839,7,4467,1896,7038,8,4,12,FR,France
+199838,7,3421,1176,5666,6,2,10,FR,France
+199837,7,4489,2136,6842,8,4,12,FR,France
+199836,7,6355,2914,9796,11,5,17,FR,France
+199835,7,7689,3867,11511,13,6,20,FR,France
+199834,7,7235,3191,11279,12,5,19,FR,France
+199833,7,11431,6018,16844,20,11,29,FR,France
+199832,7,20493,9237,31749,35,16,54,FR,France
+199831,7,15619,9125,22113,27,16,38,FR,France
+199830,7,19360,12617,26103,33,21,45,FR,France
+199829,7,17816,11414,24218,31,20,42,FR,France
+199828,7,20757,14385,27129,36,25,47,FR,France
+199827,7,20714,14671,26757,36,26,46,FR,France
+199826,7,24479,17611,31347,42,30,54,FR,France
+199825,7,24462,17924,31000,42,31,53,FR,France
+199824,7,18928,13945,23911,32,23,41,FR,France
+199823,7,13478,8876,18080,23,15,31,FR,France
+199822,7,13213,8997,17429,23,16,30,FR,France
+199821,7,10741,6627,14855,18,11,25,FR,France
+199820,7,23223,17217,29229,40,30,50,FR,France
+199819,7,16130,10667,21593,28,19,37,FR,France
+199818,7,15802,10374,21230,27,18,36,FR,France
+199817,7,14119,8452,19786,24,14,34,FR,France
+199816,7,11744,7632,15856,20,13,27,FR,France
+199815,7,17422,12372,22472,30,21,39,FR,France
+199814,7,20962,15699,26225,36,27,45,FR,France
+199813,7,17029,12181,21877,29,21,37,FR,France
+199812,7,14960,10393,19527,26,18,34,FR,France
+199811,7,13687,9540,17834,23,16,30,FR,France
+199810,7,14294,9623,18965,25,17,33,FR,France
+199809,7,12550,8183,16917,22,15,29,FR,France
+199808,7,15378,10656,20100,26,18,34,FR,France
+199807,7,14618,10083,19153,25,17,33,FR,France
+199806,7,15316,10683,19949,26,18,34,FR,France
+199805,7,11805,7653,15957,20,13,27,FR,France
+199804,7,15746,10733,20759,27,18,36,FR,France
+199803,7,13085,8916,17254,22,15,29,FR,France
+199802,7,10764,6882,14646,18,11,25,FR,France
+199801,7,19222,13376,25068,33,23,43,FR,France
+199752,7,18582,12576,24588,32,22,42,FR,France
+199751,7,10933,6829,15037,19,12,26,FR,France
+199750,7,9622,6005,13239,17,11,23,FR,France
+199749,7,12183,8157,16209,21,14,28,FR,France
+199748,7,7368,4022,10714,13,7,19,FR,France
+199747,7,10482,6595,14369,18,11,25,FR,France
+199746,7,8391,4342,12440,14,7,21,FR,France
+199745,7,7499,3716,11282,13,6,20,FR,France
+199744,7,5492,2442,8542,9,4,14,FR,France
+199743,7,4829,2314,7344,8,4,12,FR,France
+199742,7,4781,2027,7535,8,3,13,FR,France
+199741,7,6622,3367,9877,11,5,17,FR,France
+199740,7,2851,764,4938,5,1,9,FR,France
+199739,7,3242,851,5633,6,2,10,FR,France
+199738,7,2916,579,5253,5,1,9,FR,France
+199737,7,4944,2248,7640,9,4,14,FR,France
+199736,7,2767,679,4855,5,1,9,FR,France
+199735,7,1245,12,2478,2,0,4,FR,France
+199734,7,6971,2145,11797,12,4,20,FR,France
+199733,7,11167,5245,17089,19,9,29,FR,France
+199732,7,12349,6916,17782,21,12,30,FR,France
+199731,7,13276,8068,18484,23,14,32,FR,France
+199730,7,16463,10419,22507,28,18,38,FR,France
+199729,7,12458,6536,18380,21,11,31,FR,France
+199728,7,14155,8553,19757,24,14,34,FR,France
+199727,7,16611,11473,21749,29,20,38,FR,France
+199726,7,14303,10203,18403,25,18,32,FR,France
+199725,7,11562,7487,15637,20,13,27,FR,France
+199724,7,20722,15143,26301,36,26,46,FR,France
+199723,7,11958,8064,15852,21,14,28,FR,France
+199722,7,19175,14023,24327,33,24,42,FR,France
+199721,7,15933,11074,20792,27,19,35,FR,France
+199720,7,16512,11798,21226,28,20,36,FR,France
+199719,7,14490,10231,18749,25,18,32,FR,France
+199718,7,14033,9863,18203,24,17,31,FR,France
+199717,7,17029,12579,21479,29,21,37,FR,France
+199716,7,14686,10709,18663,25,18,32,FR,France
+199715,7,19100,14311,23889,33,25,41,FR,France
+199714,7,17746,13153,22339,31,23,39,FR,France
+199713,7,17384,12873,21895,30,22,38,FR,France
+199712,7,13589,9321,17857,23,16,30,FR,France
+199711,7,16033,11789,20277,28,21,35,FR,France
+199710,7,12351,8688,16014,21,15,27,FR,France
+199709,7,16809,12329,21289,29,21,37,FR,France
+199708,7,9660,6429,12891,17,11,23,FR,France
+199707,7,16751,12377,21125,29,21,37,FR,France
+199706,7,17151,13029,21273,30,23,37,FR,France
+199705,7,12543,9128,15958,22,16,28,FR,France
+199704,7,14475,10891,18059,25,19,31,FR,France
+199703,7,12135,8727,15543,21,15,27,FR,France
+199702,7,15541,11574,19508,27,20,34,FR,France
+199701,7,14432,10701,18163,25,19,31,FR,France
+199652,7,15556,11735,19377,27,20,34,FR,France
+199651,7,14038,10500,17576,24,18,30,FR,France
+199650,7,14236,10857,17615,25,19,31,FR,France
+199649,7,10776,7924,13628,19,14,24,FR,France
+199648,7,7489,4949,10029,13,9,17,FR,France
+199647,7,11826,8573,15079,20,14,26,FR,France
+199646,7,10269,7201,13337,18,13,23,FR,France
+199645,7,17313,12967,21659,30,22,38,FR,France
+199644,7,12095,8643,15547,21,15,27,FR,France
+199643,7,14958,10739,19177,26,19,33,FR,France
+199642,7,14106,10196,18016,24,17,31,FR,France
+199641,7,10302,6968,13636,18,12,24,FR,France
+199640,7,9514,5990,13038,16,10,22,FR,France
+199639,7,6376,3651,9101,11,6,16,FR,France
+199638,7,3835,1587,6083,7,3,11,FR,France
+199637,7,2746,1100,4392,5,2,8,FR,France
+199636,7,4577,2320,6834,8,4,12,FR,France
+199635,7,2624,902,4346,5,2,8,FR,France
+199634,7,6280,3139,9421,11,6,16,FR,France
+199633,7,10194,5347,15041,18,10,26,FR,France
+199632,7,10116,5942,14290,17,10,24,FR,France
+199631,7,14292,9640,18944,25,17,33,FR,France
+199630,7,20862,14786,26938,36,26,46,FR,France
+199629,7,17243,12463,22023,30,22,38,FR,France
+199628,7,16021,11796,20246,28,21,35,FR,France
+199627,7,19880,14406,25354,34,25,43,FR,France
+199626,7,12565,8783,16347,22,15,29,FR,France
+199625,7,19360,14570,24150,33,25,41,FR,France
+199624,7,20778,15610,25946,36,27,45,FR,France
+199623,7,17991,13162,22820,31,23,39,FR,France
+199622,7,18294,13971,22617,32,25,39,FR,France
+199621,7,14000,10136,17864,24,17,31,FR,France
+199620,7,16598,12361,20835,29,22,36,FR,France
+199619,7,11710,8148,15272,20,14,26,FR,France
+199618,7,12140,8325,15955,21,14,28,FR,France
+199617,7,17984,13059,22909,31,22,40,FR,France
+199616,7,10796,7250,14342,19,13,25,FR,France
+199615,7,12766,9101,16431,22,16,28,FR,France
+199614,7,14952,10656,19248,26,19,33,FR,France
+199613,7,12861,9266,16456,22,16,28,FR,France
+199612,7,11592,8202,14982,20,14,26,FR,France
+199611,7,15991,12026,19956,28,21,35,FR,France
+199610,7,13551,9873,17229,23,17,29,FR,France
+199609,7,9737,6799,12675,17,12,22,FR,France
+199608,7,11835,8569,15101,20,14,26,FR,France
+199607,7,9296,6455,12137,16,11,21,FR,France
+199606,7,11330,8078,14582,20,14,26,FR,France
+199605,7,10249,7092,13406,18,13,23,FR,France
+199604,7,9004,6336,11672,16,11,21,FR,France
+199603,7,5904,3709,8099,10,6,14,FR,France
+199602,7,6166,4027,8305,11,7,15,FR,France
+199601,7,7238,4902,9574,12,8,16,FR,France
+199552,7,7808,5225,10391,14,10,18,FR,France
+199551,7,10505,7602,13408,18,13,23,FR,France
+199550,7,9513,7014,12012,16,12,20,FR,France
+199549,7,10263,7482,13044,18,13,23,FR,France
+199548,7,9491,6551,12431,16,11,21,FR,France
+199547,7,11221,8016,14426,19,13,25,FR,France
+199546,7,5104,2852,7356,9,5,13,FR,France
+199545,7,5017,2797,7237,9,5,13,FR,France
+199544,7,8374,5440,11308,14,9,19,FR,France
+199543,7,6365,3429,9301,11,6,16,FR,France
+199542,7,5827,3427,8227,10,6,14,FR,France
+199541,7,5884,3274,8494,10,5,15,FR,France
+199540,7,4653,2571,6735,8,4,12,FR,France
+199539,7,4334,2014,6654,8,4,12,FR,France
+199538,7,3821,1909,5733,7,4,10,FR,France
+199537,7,2297,884,3710,4,2,6,FR,France
+199536,7,2317,870,3764,4,1,7,FR,France
+199535,7,2531,1035,4027,4,1,7,FR,France
+199534,7,5067,2070,8064,9,4,14,FR,France
+199533,7,4709,1793,7625,8,3,13,FR,France
+199532,7,8030,3945,12115,14,7,21,FR,France
+199531,7,12034,7228,16840,21,13,29,FR,France
+199530,7,16283,11419,21147,28,20,36,FR,France
+199529,7,15520,11209,19831,27,20,34,FR,France
+199528,7,21385,16186,26584,37,28,46,FR,France
+199527,7,31707,25490,37924,55,44,66,FR,France
+199526,7,23680,18921,28439,41,33,49,FR,France
+199525,7,27941,22665,33217,48,39,57,FR,France
+199524,7,24813,19263,30363,43,33,53,FR,France
+199523,7,19371,14610,24132,34,26,42,FR,France
+199522,7,16158,12114,20202,28,21,35,FR,France
+199521,7,14986,10952,19020,26,19,33,FR,France
+199520,7,12831,9059,16603,22,15,29,FR,France
+199519,7,15806,11585,20027,27,20,34,FR,France
+199518,7,15333,10987,19679,27,19,35,FR,France
+199517,7,15551,11471,19631,27,20,34,FR,France
+199516,7,15939,12349,19529,28,22,34,FR,France
+199515,7,16126,12689,19563,28,22,34,FR,France
+199514,7,15247,11965,18529,26,20,32,FR,France
+199513,7,16864,13368,20360,29,23,35,FR,France
+199512,7,15875,12429,19321,27,21,33,FR,France
+199511,7,12844,9644,16044,22,16,28,FR,France
+199510,7,15346,11782,18910,27,21,33,FR,France
+199509,7,14754,11260,18248,26,20,32,FR,France
+199508,7,14521,11077,17965,25,19,31,FR,France
+199507,7,14315,10809,17821,25,19,31,FR,France
+199506,7,18089,14383,21795,31,25,37,FR,France
+199505,7,13414,10176,16652,23,17,29,FR,France
+199504,7,15743,12316,19170,27,21,33,FR,France
+199503,7,13763,10614,16912,24,19,29,FR,France
+199502,7,11495,8490,14500,20,15,25,FR,France
+199501,7,13733,10266,17200,24,18,30,FR,France
+199452,7,12696,9453,15939,22,16,28,FR,France
+199451,7,10390,7458,13322,18,13,23,FR,France
+199450,7,8048,5524,10572,14,10,18,FR,France
+199449,7,8212,5651,10773,14,10,18,FR,France
+199448,7,6481,4250,8712,11,7,15,FR,France
+199447,7,7140,4666,9614,12,8,16,FR,France
+199446,7,5021,2972,7070,9,5,13,FR,France
+199445,7,6759,4267,9251,12,8,16,FR,France
+199444,7,9276,5996,12556,16,10,22,FR,France
+199443,7,5622,3091,8153,10,6,14,FR,France
+199442,7,5848,3383,8313,10,6,14,FR,France
+199441,7,4921,2796,7046,9,5,13,FR,France
+199440,7,5936,3694,8178,10,6,14,FR,France
+199439,7,4090,2080,6100,7,4,10,FR,France
+199438,7,2734,1164,4304,5,2,8,FR,France
+199437,7,4364,1957,6771,8,4,12,FR,France
+199436,7,1991,509,3473,3,0,6,FR,France
+199435,7,3676,1494,5858,6,2,10,FR,France
+199434,7,6830,3728,9932,12,7,17,FR,France
+199433,7,6933,3534,10332,12,6,18,FR,France
+199432,7,4851,2299,7403,8,4,12,FR,France
+199431,7,7346,3935,10757,13,7,19,FR,France
+199430,7,17674,12807,22541,31,23,39,FR,France
+199429,7,17175,12461,21889,30,22,38,FR,France
+199428,7,16743,12021,21465,29,21,37,FR,France
+199427,7,22335,17343,27327,39,30,48,FR,France
+199426,7,23679,18832,28526,41,33,49,FR,France
+199425,7,24951,20263,29639,43,35,51,FR,France
+199424,7,29139,22549,35729,51,40,62,FR,France
+199423,7,13583,3641,23525,24,7,41,FR,France
+199422,7,16336,4640,28032,28,8,48,FR,France
+199421,7,16477,11025,21929,29,20,38,FR,France
+199420,7,12872,9458,16286,22,16,28,FR,France
+199419,7,13769,10440,17098,24,18,30,FR,France
+199418,7,13066,9917,16215,23,18,28,FR,France
+199417,7,18648,14838,22458,32,25,39,FR,France
+199416,7,17629,13660,21598,31,24,38,FR,France
+199415,7,23128,18550,27706,40,32,48,FR,France
+199414,7,20128,15971,24285,35,28,42,FR,France
+199413,7,16259,12721,19797,28,22,34,FR,France
+199412,7,15215,11581,18849,26,20,32,FR,France
+199411,7,16439,12812,20066,29,23,35,FR,France
+199410,7,20681,16433,24929,36,29,43,FR,France
+199409,7,22652,17519,27785,39,30,48,FR,France
+199408,7,22067,17044,27090,38,29,47,FR,France
+199407,7,15332,11563,19101,27,20,34,FR,France
+199406,7,15321,11710,18932,27,21,33,FR,France
+199405,7,15264,11523,19005,27,21,33,FR,France
+199404,7,10871,7697,14045,19,13,25,FR,France
+199403,7,10882,7808,13956,19,14,24,FR,France
+199402,7,11834,8348,15320,21,15,27,FR,France
+199401,7,11104,8142,14066,19,14,24,FR,France
+199352,7,9874,6746,13002,17,12,22,FR,France
+199351,7,9565,6818,12312,17,12,22,FR,France
+199350,7,6195,4181,8209,11,7,15,FR,France
+199349,7,10095,7443,12747,18,13,23,FR,France
+199348,7,6413,4261,8565,11,7,15,FR,France
+199347,7,7543,4934,10152,13,8,18,FR,France
+199346,7,7862,5175,10549,14,9,19,FR,France
+199345,7,5648,3511,7785,10,6,14,FR,France
+199344,7,6964,4509,9419,12,8,16,FR,France
+199343,7,5976,3632,8320,10,6,14,FR,France
+199342,7,7669,4853,10485,13,8,18,FR,France
+199341,7,9657,6648,12666,17,12,22,FR,France
+199340,7,5725,3082,8368,10,5,15,FR,France
+199339,7,5520,3207,7833,10,6,14,FR,France
+199338,7,2179,888,3470,4,2,6,FR,France
+199337,7,1762,557,2967,3,1,5,FR,France
+199336,7,3214,1526,4902,6,3,9,FR,France
+199335,7,2335,910,3760,4,2,6,FR,France
+199334,7,3770,1712,5828,7,3,11,FR,France
+199333,7,5925,3250,8600,10,5,15,FR,France
+199332,7,12711,8079,17343,22,14,30,FR,France
+199331,7,12481,7874,17088,22,14,30,FR,France
+199330,7,12584,8619,16549,22,15,29,FR,France
+199329,7,13179,8991,17367,23,16,30,FR,France
+199328,7,15293,11335,19251,27,20,34,FR,France
+199327,7,14134,9791,18477,25,17,33,FR,France
+199326,7,17937,13577,22297,31,23,39,FR,France
+199325,7,19581,14916,24246,34,26,42,FR,France
+199324,7,18285,13450,23120,32,24,40,FR,France
+199323,7,16003,11927,20079,28,21,35,FR,France
+199322,7,12652,8597,16707,22,15,29,FR,France
+199321,7,15218,10970,19466,27,20,34,FR,France
+199320,7,11343,7655,15031,20,14,26,FR,France
+199319,7,12086,8856,15316,21,15,27,FR,France
+199318,7,18898,14305,23491,33,25,41,FR,France
+199317,7,14969,10565,19373,26,18,34,FR,France
+199316,7,15102,11226,18978,26,19,33,FR,France
+199315,7,15058,11183,18933,26,19,33,FR,France
+199314,7,12425,9045,15805,22,16,28,FR,France
+199313,7,12266,8927,15605,21,15,27,FR,France
+199312,7,10821,7884,13758,19,14,24,FR,France
+199311,7,11021,8006,14036,19,14,24,FR,France
+199310,7,15847,12158,19536,28,22,34,FR,France
+199309,7,15084,11059,19109,26,19,33,FR,France
+199308,7,16967,12936,20998,30,23,37,FR,France
+199307,7,16057,12350,19764,28,22,34,FR,France
+199306,7,15887,12275,19499,28,22,34,FR,France
+199305,7,15954,12443,19465,28,22,34,FR,France
+199304,7,12374,9426,15322,22,17,27,FR,France
+199303,7,15283,11831,18735,27,21,33,FR,France
+199302,7,13366,10262,16470,23,18,28,FR,France
+199301,7,18678,14977,22379,33,27,39,FR,France
+199253,7,17829,13827,21831,31,24,38,FR,France
+199252,7,14330,10582,18078,25,18,32,FR,France
+199251,7,14635,11262,18008,26,20,32,FR,France
+199250,7,15252,11566,18938,27,21,33,FR,France
+199249,7,14411,11187,17635,25,19,31,FR,France
+199248,7,10048,7396,12700,18,13,23,FR,France
+199247,7,13069,9752,16386,23,17,29,FR,France
+199246,7,6900,4727,9073,12,8,16,FR,France
+199245,7,10791,7794,13788,19,14,24,FR,France
+199244,7,10205,7482,12928,18,13,23,FR,France
+199243,7,7196,4908,9484,13,9,17,FR,France
+199242,7,5748,3738,7758,10,6,14,FR,France
+199241,7,3587,2045,5129,6,3,9,FR,France
+199240,7,5654,3442,7866,10,6,14,FR,France
+199239,7,4747,2751,6743,8,5,11,FR,France
+199238,7,2842,1306,4378,5,2,8,FR,France
+199237,7,4103,2203,6003,7,4,10,FR,France
+199236,7,2801,1200,4402,5,2,8,FR,France
+199235,7,6428,3717,9139,11,6,16,FR,France
+199234,7,7517,4190,10844,13,7,19,FR,France
+199233,7,9951,5955,13947,17,10,24,FR,France
+199232,7,16090,11337,20843,28,20,36,FR,France
+199231,7,17156,12441,21871,30,22,38,FR,France
+199230,7,21780,16301,27259,38,28,48,FR,France
+199229,7,18926,13397,24455,33,23,43,FR,France
+199228,7,28144,20384,35904,49,35,63,FR,France
+199227,7,29388,22331,36445,51,39,63,FR,France
+199226,7,27933,21686,34180,49,38,60,FR,France
+199225,7,26446,21153,31739,46,37,55,FR,France
+199224,7,19614,14769,24459,34,26,42,FR,France
+199223,7,23628,17852,29404,41,31,51,FR,France
+199222,7,20438,14868,26008,36,26,46,FR,France
+199221,7,22595,17395,27795,40,31,49,FR,France
+199220,7,21092,15963,26221,37,28,46,FR,France
+199219,7,19210,13934,24486,34,25,43,FR,France
+199218,7,30273,22605,37941,53,40,66,FR,France
+199217,7,19162,14251,24073,34,25,43,FR,France
+199216,7,15583,11158,20008,27,19,35,FR,France
+199215,7,15473,10723,20223,27,19,35,FR,France
+199214,7,14455,10040,18870,25,17,33,FR,France
+199213,7,17146,12105,22187,30,21,39,FR,France
+199212,7,15838,10923,20753,28,19,37,FR,France
+199211,7,20003,13824,26182,35,24,46,FR,France
+199210,7,22906,16060,29752,40,28,52,FR,France
+199209,7,21824,15687,27961,38,27,49,FR,France
+199208,7,15243,10265,20221,27,18,36,FR,France
+199207,7,22633,16160,29106,40,29,51,FR,France
+199206,7,17009,12219,21799,30,22,38,FR,France
+199205,7,15997,11590,20404,28,20,36,FR,France
+199204,7,20690,15075,26305,36,26,46,FR,France
+199203,7,18586,12684,24488,33,23,43,FR,France
+199202,7,16588,10590,22586,29,18,40,FR,France
+199201,7,23607,16552,30662,41,29,53,FR,France
+199152,7,15184,10392,19976,27,19,35,FR,France
+199151,7,15043,10624,19462,26,18,34,FR,France
+199150,7,14115,9737,18493,25,17,33,FR,France
+199149,7,13304,8548,18060,23,15,31,FR,France
+199148,7,15370,10164,20576,27,18,36,FR,France
+199147,7,12813,8139,17487,23,15,31,FR,France
+199146,7,6453,3123,9783,11,5,17,FR,France
+199145,7,8048,4083,12013,14,7,21,FR,France
+199144,7,9882,5623,14141,17,10,24,FR,France
+199143,7,14307,8645,19969,25,15,35,FR,France
+199142,7,6419,3334,9504,11,6,16,FR,France
+199141,7,6168,3113,9223,11,6,16,FR,France
+199140,7,3615,1159,6071,6,2,10,FR,France
+199139,7,3105,472,5738,5,0,10,FR,France
+199138,7,4446,1435,7457,8,3,13,FR,France
+199137,7,1457,0,3262,3,0,6,FR,France
+199136,7,3053,29,6077,5,0,10,FR,France
+199135,7,805,0,2556,1,0,4,FR,France
+199134,7,5512,856,10168,10,2,18,FR,France
+199133,7,7347,2903,11791,13,5,21,FR,France
+199132,7,16099,7334,24864,28,13,43,FR,France
+199131,7,16803,8145,25461,30,15,45,FR,France
+199130,7,15915,6368,25462,28,11,45,FR,France
+199129,7,23744,14703,32785,42,26,58,FR,France
+199128,7,24222,15617,32827,43,28,58,FR,France
+199127,7,20309,12868,27750,36,23,49,FR,France
+199126,7,17608,11304,23912,31,20,42,FR,France
+199125,7,16169,10700,21638,28,18,38,FR,France
+199124,7,16171,10071,22271,28,17,39,FR,France
+199123,7,11947,7671,16223,21,13,29,FR,France
+199122,7,15452,9953,20951,27,17,37,FR,France
+199121,7,14903,8975,20831,26,16,36,FR,France
+199120,7,19053,12742,25364,34,23,45,FR,France
+199119,7,16739,11246,22232,29,19,39,FR,France
+199118,7,21385,13882,28888,38,25,51,FR,France
+199117,7,13462,8877,18047,24,16,32,FR,France
+199116,7,14857,10068,19646,26,18,34,FR,France
+199115,7,13975,9781,18169,25,18,32,FR,France
+199114,7,12265,7684,16846,22,14,30,FR,France
+199113,7,9567,6041,13093,17,11,23,FR,France
+199112,7,10864,7331,14397,19,13,25,FR,France
+199111,7,15574,11184,19964,27,19,35,FR,France
+199110,7,16643,11372,21914,29,20,38,FR,France
+199109,7,13741,8780,18702,24,15,33,FR,France
+199108,7,13289,8813,17765,23,15,31,FR,France
+199107,7,12337,8077,16597,22,15,29,FR,France
+199106,7,10877,7013,14741,19,12,26,FR,France
+199105,7,10442,6544,14340,18,11,25,FR,France
+199104,7,7913,4563,11263,14,8,20,FR,France
+199103,7,15387,10484,20290,27,18,36,FR,France
+199102,7,16277,11046,21508,29,20,38,FR,France
+199101,7,15565,10271,20859,27,18,36,FR,France
+199052,7,19375,13295,25455,34,23,45,FR,France
+199051,7,19080,13807,24353,34,25,43,FR,France
+199050,7,11079,6660,15498,20,12,28,FR,France
+199049,7,1143,0,2610,2,0,5,FR,France
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..020d896b1bceb0935ebef3efd99ddb4d3833816c 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,1282 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek\n",
+    "import os\n",
+    "import urllib.request"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import subprocess"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidence de la varicelle"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Récupération des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "datalocal= \"donnsentinellesvaricelle.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "URL des données tel que l'API le demande"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://www.sentiweb.fr/api/v1/datasets/rest/incidence?indicator=7\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://www.sentiweb.fr/api/v1/datasets/rest/incidence?indicator=7&geo=PAY&span=all\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "utilisation de CURL, n'utiliser qu'une fois"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%bash\n",
+    "curl -o 'donnsentinellesvaricelle.csv' -H \"Accept: text/csv\" 'https://www.sentiweb.fr/api/v1/datasets/rest/incidence?indicator=7'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "essais"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "subprocess.call( ['echo', \"\\'$HOME\\'\"]  )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "subprocess.call([\"curl\", \"-o\", 'donnsentinellesvaricelle.csv', \"-H\", \"Accept: text/csv\", 'https://www.sentiweb.fr/api/v1/datasets/rest/incidence?indicator=7' ])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#if not os.path.exists(datalocal):\n",
+    " #   print(\"données téléchargées depuis le réseau Sentinelles\")\n",
+    " #   subprocess.call(\n",
+    " #   curl -o 'donnsentinellesvaricelle.csv' -H \"Accept: text/csv\" 'https://www.sentiweb.fr/api/v1/datasets/rest/incidence?indicator=7'\n",
+    " #   )\n",
+    "#else:\n",
+    " #   print(\"déjà présent sur le serveur\")    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Prévisualisation des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21957</td>\n",
+       "      <td>16138</td>\n",
+       "      <td>27776</td>\n",
+       "      <td>33</td>\n",
+       "      <td>24</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12898</td>\n",
+       "      <td>9182</td>\n",
+       "      <td>16614</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>2</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15973</td>\n",
+       "      <td>12400</td>\n",
+       "      <td>19546</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14301</td>\n",
+       "      <td>10761</td>\n",
+       "      <td>17841</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14337</td>\n",
+       "      <td>10871</td>\n",
+       "      <td>17803</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     week  indicator    inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
+       "0  202413          7  21957    16138   27776      33          24         42   \n",
+       "1  202412          7  12898     9182   16614      19          13         25   \n",
+       "2  202411          7  15973    12400   19546      24          19         29   \n",
+       "3  202410          7  14301    10761   17841      21          16         26   \n",
+       "4  202409          7  14337    10871   17803      21          16         26   \n",
+       "\n",
+       "  geo_insee geo_name  \n",
+       "0        FR   France  \n",
+       "1        FR   France  \n",
+       "2        FR   France  \n",
+       "3        FR   France  \n",
+       "4        FR   France  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv('donnsentinellesvaricelle.csv', skiprows=1)\n",
+    "raw_data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il n'y a pas de données nulles de type Nan manquantes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[numpy.int64,\n",
+       " numpy.int64,\n",
+       " numpy.int64,\n",
+       " numpy.int64,\n",
+       " numpy.int64,\n",
+       " numpy.int64,\n",
+       " numpy.int64,\n",
+       " numpy.int64,\n",
+       " str,\n",
+       " str]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[type(i) for i in raw_data.iloc[0,:]]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tout les nombres sont de format numpy.int64, pas besoin de conversion."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Néanmoins le format de la semaine ne convient pas, j'utilise la fonction précédemment fournie lors de l'analyse du syndrome grippal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "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')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Applications de la fonction, rajout d'une nouvelle colonne dans le tableau brut,\n",
+    "regard avec head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "      <th>period</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202413</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21957</td>\n",
+       "      <td>16138</td>\n",
+       "      <td>27776</td>\n",
+       "      <td>33</td>\n",
+       "      <td>24</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-25/2024-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202412</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12898</td>\n",
+       "      <td>9182</td>\n",
+       "      <td>16614</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-18/2024-03-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202411</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15973</td>\n",
+       "      <td>12400</td>\n",
+       "      <td>19546</td>\n",
+       "      <td>24</td>\n",
+       "      <td>19</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-11/2024-03-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202410</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14301</td>\n",
+       "      <td>10761</td>\n",
+       "      <td>17841</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-03-04/2024-03-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202409</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14337</td>\n",
+       "      <td>10871</td>\n",
+       "      <td>17803</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2024-02-26/2024-03-03</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     week  indicator    inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
+       "0  202413          7  21957    16138   27776      33          24         42   \n",
+       "1  202412          7  12898     9182   16614      19          13         25   \n",
+       "2  202411          7  15973    12400   19546      24          19         29   \n",
+       "3  202410          7  14301    10761   17841      21          16         26   \n",
+       "4  202409          7  14337    10871   17803      21          16         26   \n",
+       "\n",
+       "  geo_insee geo_name                period  \n",
+       "0        FR   France 2024-03-25/2024-03-31  \n",
+       "1        FR   France 2024-03-18/2024-03-24  \n",
+       "2        FR   France 2024-03-11/2024-03-17  \n",
+       "3        FR   France 2024-03-04/2024-03-10  \n",
+       "4        FR   France 2024-02-26/2024-03-03  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data['period'] = [convert_week(yw) for yw in raw_data['week']]\n",
+    "raw_data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On trie les données suivant la période, avant on fixe l'index , trie puis crée une nouvelle variable. Ordre croissant."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data = raw_data.set_index('period').sort_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>period</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1990-12-03/1990-12-09</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-10/1990-12-16</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-17/1990-12-23</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-24/1990-12-30</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1990-12-31/1991-01-06</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         week  indicator    inc  inc_low  inc_up  inc100  \\\n",
+       "period                                                                     \n",
+       "1990-12-03/1990-12-09  199049          7   1143        0    2610       2   \n",
+       "1990-12-10/1990-12-16  199050          7  11079     6660   15498      20   \n",
+       "1990-12-17/1990-12-23  199051          7  19080    13807   24353      34   \n",
+       "1990-12-24/1990-12-30  199052          7  19375    13295   25455      34   \n",
+       "1990-12-31/1991-01-06  199101          7  15565    10271   20859      27   \n",
+       "\n",
+       "                       inc100_low  inc100_up geo_insee geo_name  \n",
+       "period                                                           \n",
+       "1990-12-03/1990-12-09           0          5        FR   France  \n",
+       "1990-12-10/1990-12-16          12         28        FR   France  \n",
+       "1990-12-17/1990-12-23          25         43        FR   France  \n",
+       "1990-12-24/1990-12-30          23         45        FR   France  \n",
+       "1990-12-31/1991-01-06          18         36        FR   France  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Comme l'exercice précédent, on vérifie la continuité des périodes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "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": [
+    "Rien, donc OK."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualisation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f430c4ef978>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEKCAYAAAAIO8L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsvXmcHUW5N/59zjmzZN8J2SABwpKwBIgxgiyyGcRrUEGDbO+VK4tw1ateBb34ExFF+SleVFAQXxaVRURBWZQdwhYDBMhqEkggC9nInkwyM6feP7qqu7r6qerqs0xmMv39fJLTU11dVd1dXU89OwkhkCNHjhw5cpgo7OoB5MiRI0eOzomcQOTIkSNHDhY5gciRI0eOHCxyApEjR44cOVjkBCJHjhw5crDICUSOHDly5GCRE4gcOXLkyMEiJxA5cuTIkYNFTiBy5MiRIweL0q4eQKUYPHiwGD169K4eRo4cOXJ0KbzyyitrhRBDfOp2WQIxevRozJw5c1cPI0eOHDm6FIhoqW/dXMSUI0eOHDlY5AQiR44cOXKwyAlEjhw5cuRgkROIHDly5MjBIicQOXLkyJGDRU4gcuTIkSMHi5xA5MiRI0cOFjmByNGlMH3hWixdt3VXDyNHjm6BLusol6N74pxbXwYALLn2tF08khw5dn/kHESOHDly5GCRE4gcOXLkyMEiJxA5cuTIkYNFKoEgomYimkFErxPRHCK6SpZ/l4iWE9Es+e9j2jVXENEiIlpARB/Vyo8kojfluRuIiGR5ExHdI8tfJqLRtb/VHDly5MiRBT4cxA4AJwghDgMwAcAUIposz10vhJgg/z0MAEQ0DsA0AOMBTAFwIxEVZf2bAFwIYKz8N0WWXwBgvRBiPwDXA/hR9beWI0eOHDmqQSqBEAG2yD8b5D/huGQqgLuFEDuEEG8DWARgEhENA9BXCPGiEEIAuAPA6do1t8vj+wCcqLiLHDly5Mixa+ClgyCiIhHNArAawGNCiJflqcuI6A0i+i0RDZBlIwC8q12+TJaNkMdmeewaIUQbgI0ABjHjuJCIZhLRzDVr1njdYI4cOXLkqAxeBEII0S6EmABgJAJu4GAE4qJ9EYidVgL4iazO7fyFo9x1jTmOm4UQE4UQE4cM8UqIlCMH/j7nPWzb2barh5EjR5dDJismIcQGAE8DmCKEWCUJRxnALQAmyWrLAIzSLhsJYIUsH8mUx64hohKAfgDez3QnOXIwmLNiIy668xVc+Zc5u3ooOXJ0OfhYMQ0hov7yuAeAkwDMlzoFhU8CmC2PHwQwTVomjUGgjJ4hhFgJYDMRTZb6hfMAPKBdc748PgPAk1JPkSNHVdjcEnAO776/bRePJEeOrgefUBvDANwuLZEKAO4VQvyNiO4kogkIREFLAFwEAEKIOUR0L4C5ANoAXCqEaJdtXQLgNgA9ADwi/wHArQDuJKJFCDiHaTW4txw5WNlljhw5/JBKIIQQbwA4nCk/13HNNQCuYcpnAjiYKW8BcGbaWHLkqBTCaXiXI0cODrkndY4uiZbWdpx2w3N4ZalbVZVbS+fIUTlyApGjS2LBe5sxZ8UmXPXXubt6KDly7LbICUSOboHc5CFHjuzICUSOLgnf9T6XMOXIUTlyApGjW6CeDMQdLy7BvTPfTa2XI0dXQ55RLsdujY5gIL7zQOCE95mJo1Jq5sjRtZBzEDm6NHwJQO53mSNHduQEIkeXRtqyn+sgcuSoHDmByNEtkPMPOXJkR04gcnRppDMIOQuRI0elyAlEjm6BXAWRI0d25ASik2L15hbMW7lpVw+jyyPXQeTIUTlyAtFJcfx1T+PU/31uVw+j0yKrVVLOQOTIkR05geik2LazPb1SjlTkDESOHJUjJxA5uiQyR2nNlRA5cmRGTiBydBnoYiVfEVMe7rtr4an5qzF7+cZdPYwcEnmojRxdBtUwATn/0DXw77f9EwCw5NrTdvFIcgA5B5GjC6GSRT7nH3LkqBypBIKImoloBhG9TkRziOgqWT6QiB4jooXyd4B2zRVEtIiIFhDRR7XyI4noTXnuBpL8PxE1EdE9svxlIhpd+1vN0dXBipW6mQhp4vcfx2d+/eKuHkaObgIfDmIHgBOEEIcBmABgChFNBnA5gCeEEGMBPCH/BhGNAzANwHgAUwDcSERF2dZNAC4EMFb+myLLLwCwXgixH4DrAfyoBvdWM8xevhHPL1q7q4fR7VGNmGh30VGv3bIDM952p1nNkaNWSCUQIsAW+WeD/CcATAVwuyy/HcDp8ngqgLuFEDuEEG8DWARgEhENA9BXCPGiCLaCdxjXqLbuA3AidSLt4sd/Ph1n/+blXT2Mbo9KFvnOM4ty5Oh68NJBEFGRiGYBWA3gMSHEywCGCiFWAoD83UNWHwFAz56yTJaNkMdmeewaIUQbgI0ABlVyQzlycBC5mjpHjszwIhBCiHYhxAQAIxFwAwc7qnN7NuEod10Tb5joQiKaSUQz16xZkzbsHLsZKlnkKVdT58hRMTJZMQkhNgB4GoHuYJUUG0H+rpbVlgHQU2uNBLBClo9kymPXEFEJQD8ACUGrEOJmIcREIcTEIUOGZBl6jl0EIQTefX9bjdraNdd2JIQQePD1FWhpzT3pc+x6+FgxDSGi/vK4B4CTAMwH8CCA82W18wE8II8fBDBNWiaNQaCMniHFUJuJaLLUL5xnXKPaOgPAk6ITpgC75qG5NVvsugtunf42jvnxU16BB7fvbMenb3rBq67v5OhqOogXFq/Dl+56Ddc+Mn9XDyVHDi8OYhiAp4joDQD/RKCD+BuAawGcTEQLAZws/4YQYg6AewHMBfAogEuFEGo7dAmA3yBQXC8G8IgsvxXAICJaBOCrkBZRnQ23PPc2LrvrtaraEELg1XfWd5sUmC9Li5t3PAjrzKXv45Wl63HNQ/PY87szB7F1RxteWboem1vaAADLN2zfxSPKkcPDk1oI8QaAw5nydQBOtFxzDYBrmPKZABL6CyFEC4AzPca7y9HaVq7q+kdmv4cv/v5V/PiMQ7tFknu1ga/FAr07K5q/cs8sPDZ3FX58xqEAgPby7nuvOboOck/qjKj2s126LthJL16zJaXm7obqF7zOzgVUg7krArFaa3uwAWnLCUSOToCcQGREtaIhJRPfnRc7HZXcr41T6A6PrCAfWHu5Ok41R45aICcQHYxCuGB2h+UuMjOtxd1W88y6ytMuSgLR1p4+4rVbduCr98zC9jx3SI46IScQGVHtuq4WzFyCUBt0MSMlKwoF9as4iOQEWbQ6Lpb80SPzcf9ry/Hg68vrPr4c3RM5gciIci5iyoQs95vm1KY3kfX5dXaOTd17UX6Rpg5i+sK1OOmnz8TKVJVCV7PlzdFlkBOIjCgWavMx7s4WOTpCArGLlNSdnC6EUNNKLfbmRmTR6s2JaxTRywlEjnohJxAZUSpW9zGqGIRdZeGqFjUNdaE9M981sasQYjUv1G+rhw5CEZFC/hXnqBPyqZURpSq/xhoxIF0HNRSp6Yv97kZgyTBeKHsoqXY3EVNnFwN2R+QEIiMaquUg5G+1uoyugtBRrgZt7c4iJnNe+HA+qm4nioxfFbrKu+pOyAlERlSrg1BWKt3tY8iyO7RVFY6/Km0TAB6fuwqjL38Ia7fsCMumL1yL1ZtbMvVRDULdg3R/8HlcIuQg6jSoHN0eOYHIiIZidY+s23EQNdzd6kTmR48ukO2nXOPR7m0vLAEQeTMDwDm3vowzbqptas9Xlq7H/a8uS5Q/8681WChNWFvaAp8Gc35w91HezZTU3eOL6FpIjcWUI45qOYhQSV2LwXQB1DIWky6Wz5p2sxJltU+AwSz49E0vAAA+dcTIWPkDr0V+DN/+82wAfvMjIhC1Gd+uRq6D6HzIOYiMqFZJbSojOejnuvpHw21u/z7nPTy3MHvCpzbP8BMrN27HnBUbAQCvLl3v3f4u24gz/fq8dkUwdxsdxK4eQI4EcgKREaVqdRAeZq76TrmL04cQ+g7+ojtfwbm3zsjchk/4CQA4+toncdoN0wEA3/vb3KD/DDL9SvH6uxvwo0ez53HgRERpIsiW1vbcDyJH3ZETiIyoWsQkf10LgH6uK9GHh99cicfmroqV1VLE5BsCO2sYk1qtr1N/+TxuenpxZq6Pzbcr3HUOvPJRzcw1U3edFrvLZmh3Qk4gsqLKj9GPg+iaIqYv/v5VfOGOmbGyWjoGVhMC2+fKWj3prPfKESgfJfWT84Msv7sLB6FzmQ+9sRIzl2TTM+WoPXIldUZU/SnKBlxrnb42dB3ywCOLH0TaOuerg1CoNOlOtUQ569XcAp9lCLsJfYjd86V/eBUAsOTa03bRaHIAOQfR4Qg5CMcyEucg6j6k+qKGi5evDkJhR1sUBrsjObGsJszcAp9lvLsLB5Gj8yGVQBDRKCJ6iojmEdEcIvqyLP8uES0nolny38e0a64gokVEtICIPqqVH0lEb8pzN5CUPxBRExHdI8tfJqLRtb/VzgEfmXxMSd3FeYgwH0QNFuisHMHWHZXlSah2qNmvZziILFdXSR/Wb92Jd9bV1qQ3x+4BHw6iDcDXhBAHAZgM4FIiGifPXS+EmCD/PQwA8tw0AOMBTAFwIxEVZf2bAFwIYKz8N0WWXwBgvRBiPwDXA/hR9bfWOaGsZF0L5u7EQUTRXKsHp4NwrY3bdraFx1n6r3asteEgjDqO66vlID7yk6dx7HVPVdVGLdDV5/ruiFQCIYRYKYR4VR5vBjAPwAjHJVMB3C2E2CGEeBvAIgCTiGgYgL5CiBdFsDreAeB07Zrb5fF9AE6kTmrcXe2wfBIG7ZYfSp2smFzNbtnR5jjbecDNKB8ldXh9lV/Khm2tzvP/cftM3DXjneo68UBX55Z3R2TSQUjRz+EAXpZFlxHRG0T0WyIaIMtGAHhXu2yZLBshj83y2DVCiDYAGwEMyjK2rgKfHbXYnTgI+Zvl47fds4+S+oFZkVfyNj0Vp5cfhIj9VoqsHATvB1HVEGqKx+etwhX3v1n3frr6XN8d4U0giKg3gD8B+IoQYhMCcdG+ACYAWAngJ6oqc7lwlLuuMcdwIRHNJKKZa9Zk98TtDIiCsrlETNHxrtpVvbh4XUXeziZqmUGPa0OfONt2tuHLd88K/97qyUGYXGG1Q+XG6SI6HAewdssOvOLrBZ4vrDnqBC8CQUQNCIjD74UQ9wOAEGKVEKJdCFEGcAuASbL6MgCjtMtHAlghy0cy5bFriKgEoB+AhBG0EOJmIcREIcTEIUOG+N1hJ4MKF97abt8NdwYdxFm3vFSRt7OJWiYMSnsWJs1VfgLe7Wccj30cyZZcHIHtCanYTWnoqCmic2f1QE7nOh98rJgIwK0A5gkhfqqVD9OqfRLAbHn8IIBp0jJpDAJl9AwhxEoAm4losmzzPAAPaNecL4/PAPCk6KQeYtUudyqWk8vpq6M9qR+dvRJf/P0rXklqKkUtWs7KTd3x4tKK+q/aiokpc4mdOqm6DUCc09W5s1rjjWUbMPkHT9St/RyVwcdR7mgA5wJ4k4jUDPkWgLOIaAKC72EJgIsAQAgxh4juBTAXgQXUpUIIJQy+BMBtAHoAeET+AwICdCcRLULAOUyr7ray47mFa3DIiH7o37Oxrv0oKyYXBxFzlOsAOnnx7wKnpO1ntKNXU219J2spYqo3KtGXcBDMq3WZ6FZLH+r5bHc65mkt8fMnF3UZo4LuhNTVQAgxHfzG+WHHNdcAuIYpnwngYKa8BcCZaWOpF1pa23HurTNw2Mh+eOCyDzvr1upb3NnmKWKqUX8+qEeOilpujtOG5+rKh9DWLNQG05Lr2VZrplpPPZW5kRFCWDme1ZtaAAL26NOcuZ/Oy0N1b+Se1Ig+3teXbUytW3UYBnm5WweRrN8RcEmYtu9sx4Ovr7BXsCLdc9wX9XoU5uJU7TPnnmMlOghf1JWDaDMJhL3upB88gUnXVCYm6sRStm6NPBYTspkU1upbbHWEjSjHzZg6DC7id/VDc/GHl9/Bnn2bMWnMQO82s4iY0kQ81RDnjuTEuHHWVcRU3eVOtGfwx6gGtTRmyFE75BwE+I/37N+8hNGXP5SsXKMwDN46iA5c2lyEcuWG7QCALTvcTlU21EZJXWfUqAPuObqIW6eOpWQMu16pcjvzI6gVtu1sw+jLH8JDb6zc1UPxRk4gwH+8zy9ax9et0SrSGc1cK41+CgB/nPkuWx5+9zVxhKjiUpeIx1icqrdiysZBVLt5rqchg9lyvbrqDgRihdxk/fSxBbt4JP7ICQSyLYzVfCBvLtuIxWuC5PROEVMHKqlvefatqK8qbu6/73uDLa9lLCZu4e2MJqLcY3RNseqV1G689NY6LFy1ubK2O4qD6AYiplrmRuko5DoIuD/e5ZLqK1Tzcv/tF9PDY38ldX1n0zUPz2P71ZEW6dPpJYzO8VFkCvVRrZkrSyBcz6hKpAx32s0vAagst0KHiTh3f/qghfrvOsgJBNwf79HXPhn7uyNETPoU2tVmrg/MWo4v3z0r9ADn4CO+qQWhSzVzrdEiU70VUzYz12pRz0Xcl4NYu2VHaltfuus1HDaqPy748JjEuW5AH8LUsNWIcjsauYgJ9f14Fb7+x9djf7tFTNFxx5q5Jjt7Q5r+usZrntFNI2v54T/0plu553pWPs+xVgst10pXcJTTifiWHW3YuL01cS+225j4/cdT23/w9RW4+m9z2XOdWlFfI4Rx2HY1O50BOYFAx+gg7ntlWexvbyV1B/IQacHwbHVM7uC2F95O1vEZgGONuOef7+D+V/1jAbk4nrRuq33iXMiSZ/5lD3zYWeTv+rAPu+ofOOyqfyTerf73l+9+jbf0qwDdgD6EWLZ+O1paK0tm1dHICQSyLfq184NwEAj91C7mIHxgXrVFy+RWK8XcN/+UHm5a78LckWZ6x3XY4X37z7PTK1UIbrit7WUvsY8O/f2rTVNSxBQdPzCrEsdJ4JzfvJwo60b0AUAQQr0rICcQqD8HwSa6cbSzq0JtcOM0d3Y+2c86A3alyCLr86iHo9wV97+Jid9/3BnSxYTXd1CDdz190dpEWWe0Rqs19HmRlqTJhnJZYOP21li+9XoiJxDIunPO/oVwH6mrlXiwvszdVQxuffD5cBNiMG3QtTRz5WAbXbFQ+YJTtYipgykmx/EoZyy3MYTZTnpZve6tkwZvrinKzHeRFWu37sBhV/0Df5y5LL1yDZATCGSb9I/Py5ZjwNa+d07qDtVBMByE13X2c5GZa50Wltg4or8qoQ/q8nqE+9aRVfRTbX++YOep0Xq9ZmOWdn/9zGIsWr2lTiOpH/R7rFjv1MF0NCcQqH96R655V5e7ypOafQ419jL2QS36KGSgELUWb6RtOCZ+/3E8Oru+4RbULf35NX/FPr+RSa9TC/g2u7OtjB8+Mt87mVJaW2k+PrVELTgI1UJHSeS6PYG49Pev4r8NE9Rag9s9u3UQWr06jMfeL8dBeIiYvPwgKh2VG/ro9C6K1XxB1XIQxvVc6tB/LvFMJ1pBfzr+5y9J5fgT81YFobkRn5tsDKkMfXUE1Bz1TSfrwhX3v4ljr3sKm1oq0wdkhf6sK52dqomOsnzr9gTioTdXeoX5rgZZvykR4yA67otkCYQxD7mkLgkxmHZRrZLwZIXJQfgsAqGIqWpP6vj1b61xi0Oq/9T9RYNCCFxw+0yc+esXAaR77bvMXGsJ31ZV921lgTtfXFJVn8/KnOvbd3aMwld/dLc895a9oqsN+aRyDmI3ApdhzIWOcpSb/96m2N8+fhBc2sksgfA6CiYH4XRUq6KfBe8lYxyZPV37yPwqekhHNhPe4HepFK3oz6WDjJj4dj1vQg8/fuUDc+o0mvpAf76L12ytqI2Ig+gY5ASiA5B1R+or573zpaUYfflD+N5fee9UAHj3/W3W3fOUnz0X+/v9rTv9B6nBNdqODFCm92GqIFwEohoxylm3vJQo09/fyo3bsY55rlk/cKeXeJZ2jL/1sXJiG1f9LEgjAL6t1lIH0tF7l1omzco5iN0IWee0j5lrS2s7rpTy5d8+/7a1rWN+/BSm/uJ5r35femud7FO3BvLRQTjMXFWR1whqB1PEVA/l6uzlG1miqnf1jZQot7UAd2tbLWIT8znof39Gip1cbVf6GE0C7etJbM4tzku9q6Bcg/Te6nl0Gh0EEY0ioqeIaB4RzSGiL8vygUT0GBEtlL8DtGuuIKJFRLSAiD6qlR9JRG/KczeQ3F4SURMR3SPLXyai0bW/1XTUiypXpYOwZlfzb+/ttX7s7I1PL8bGba24V8vt4PNMfIbSIaoUrY+SQSDaHAvLk/Pjpsu+Q/34z6ez5eWMBLYjYb4HfeFeuTFQXMfNcO0EJQvMzHQ/e3yh13Wu8dYKHaXmq8UmJWyiE3EQbQC+JoQ4CMBkAJcS0TgAlwN4QggxFsAT8m/Ic9MAjAcwBcCNRFSUbd0E4EIAY+W/KbL8AgDrhRD7AbgewI9qcG+ZUa9nnlWx56ODMD+4WmH5hu145/3I9K9aPwjVgA977doVnXTQUI+RRGgsxae2bYwbtkUcgAjrVqukjo6bG/hPLGZaW3U+CP/xmnXN9XbZ+m2xwHs+HITPom3unv+vyfV6zvNa0oeOpt2X/uHVmrXVaXQQQoiVQohX5fFmAPMAjAAwFcDtstrtAE6Xx1MB3C2E2CGEeBvAIgCTiGgYgL5CiBdF8AXeYVyj2roPwIlEHb/1qtduL+uk9gm1Ua+QwRU9ApeSukZTed89emWqbxKIjoS+pj21wB6kLwtc76USJbWCKbJZsaElXt+jr6fmpzuP7jQ8us35ayNyZr16iAo7ysJuaQ18LkIldQctj5m+Iin6ORzAywCGCiFWAgERAbCHrDYCgJ5/cpksGyGPzfLYNUKINgAbAQxi+r+QiGYS0cw1a2rz4cXbr3mTAKpTUtt2s/WUxca6rCTUBnN5td+1ly5EG8f6rX627T62/1mhj8MWC2mXKalNApGmPDY5CKa36x//V2q/S9fFxZymyM82jHo66nWWZFZZEJq5dlB/3gSCiHoD+BOArwghNrmqMmXCUe66Jl4gxM1CiIlCiIlDhgxJG3Jm+FLlzCKIapTUljr1EjGZ8HFIdofaqA1s7dhemZkJ0IasTow+8KLdNVVS+w9YLbDquaXNozSRFADMWeFaDgLsyBA0UIc5vgTnUQu5ftUtdDw6lRUTETUgIA6/F0LcL4tXSbER5K/iM5cBGKVdPhLAClk+kimPXUNEJQD9ALyf9Waqhe8zty0A776/DaMvfwiPzY2H8s06AX1CbdSLgyCKj9fLk9qj3arl+tZ2+eNq260GHeXceOjIfpmv8REZuc5XuoNPm6/WeZ6wYoqfr0bUqhbZrmQZ1dHcjo8VEwG4FcA8IcRPtVMPAjhfHp8P4AGtfJq0TBqDQBk9Q4qhNhPRZNnmecY1qq0zADwp6viVTfnZs0klGfx1ELahzXp3AwDgL0b8m6wfVXy+WmSzVTyeLI/WJ6ywMyd1BSImrmq1s2H/ob35vlgRU3Wd+aw3uypJkDkX0xbYdVviZryVvoe0y/Rn/tmJ0f7SXLzN8bus03wx/73NXSaBTyhy6UQcxNEAzgVwAhHNkv8+BuBaACcT0UIAJ8u/IYSYA+BeAHMBPArgUiGEevqXAPgNAsX1YgCPyPJbAQwiokUAvgppEVUP7GwrY/57m3EV41zm+9BtczIsrjLAnf7RWq2YUj6M9Vt3JgiVwpgrHmZt3oFg4dL7vPHpxe7Bwv3xh3Le1FYizHjbn3nU35nex2HG7nrUgJ7s9frCFBI6raEHX1+B0Zc/hBWeIqvkSHjEjJgytMz2Vo2S2igwv4ELbv+ncX1lC3KWy4paNkBzmqeJnCrBF+6YmUgJ3FnR0X4QpbQKQojpsM/hEy3XXAPgGqZ8JoCDmfIWAGemjaUWWC/NGjnZuouDGNSrMfSI5TiC1vYy5kpZbLUpLGMEwlInzenmnFtfdsqGbYtwIGLKNuKOCLWhj+mYsYPx3MJk0hkdnzx8RCzGlo+IisNP/rEAQBCWZHj/Hl5j7SiJRSVxrqIFJkDaPDJ1B5XeWqontXZa92FJ0zm0OXKlZwEXULEzojNyELsV1ITjiIHrmR+7f6QU1+eoSshyzUPz8KtnFrNtZ911tWlfrU08lSZi8lEcWpFZB+8QMak6GdscfflDeF7PPKZd/80pB6Zeb3pS294BZxCg11SmiTvbsizCwa8rWY/v9+0TtbSWHEQafOqziv8MfejfT1Iklj6eltZ2HHfdU3huodvSUX8Hykmws6PT6SB2N3CLgIKLKhMBV5waLExqUt414x2M/fYjWLlxO159Z32sbqzPjC/VR0ldKWvtQ6wyt+yUMSkRU/bxns3kLtaaTA7D4cFs9v69v87FJb97hR1Xpc5gCur9bXfItX13gP91TzI4okKpmP3zjayYggGYcbrShuUzl1m9TpoyXDvWswGm6Uw4AvHu+9uwdN02fPfBrhXMzw/x91dvdD8CIScUmz3N8dALROGio6780yuBW8ey9dsTdeN9Zhujzjbb7cMrIxBpCx1V0LZP7d9Ofxt/e2NFzHM50bfLGUw79jEmMFOOmrf02+ffxiOz3/N+N20ZAumoNltqEEbaxQkqUUw1BgDvbXQ7xpnw4SC4Oln8LYoOEdO2nXGOypUmN2vE1K6Q9jR0lOug/rohgZC/zDmXzX+RKDKLk420SAufplIhNsGTOohsEy+ug+Cv/YdhSusLn5FkdvMw6r/6zoZEnU0tbbjsD685ww04ncG0k1YOQjs2w31bdTlau0qpzz3zbTvbcfovn8c/l6Qr0NX1vrb/lW4GGyQHkeV1hRyE/Nv0cE6DFwfhWWaroRMIs79318e9kTnCo3/H775v9142N4T1ik5QS+Q6iA4CN9GdHEQh2rmq/A47WoODplLRSQR8PqpFq7fgiKsfw8qN22Omezy7LnDd3xekN8rAS4acsU3z3qcvsiuQzVAO3n1oXVTGQaTrIB6Z/Z61vYWrtmDWuxvwrfvfTO3b5337WqG4drWlIqXWSTYY/LSVBU7+6TO48am4lVq9REzmvDtwzz7W611Kah8dhP4du8QONcUgAAAgAElEQVR8JmphMltvRBxELmKqC1wT3MVBEMNBqB1isRA3DTUVyD7T7ncvLcX7W3fikTffS13E//ZG5fmM0z5wIjcRGdq3KVH2jCvekGlG6RqbJ2nS35PtQzEJhI7fTn/b2T53+5WImMx2hvVrDo+rNakGgFLBzkFMnTCcH5t2vHD1Fsxdmc2YwecdsfPHKCoVTQIeHbuU1Inw30xX+qtvyKCnqVe+baB24qs8o9wuhf2pFxkdRGSlItwiJsvk2Mwk8hFI10EsTklhWQ2EcBORplIxUXbbC0v8O6hwYtvIzAxN5KOPu1+PhtgV6uNfu2UHvve3uew1fF8BsuwuVV/mgjNpzMDUa08eF49aqxYEbicc7rQ5bjhlbJWi0k12ImRH2TwfwaWkNrvnvKBjm7UMhL2eHEStxFe5DqLO8Aksx6FA0c5ETVr1ssx3b4qqbHNDj4mvX5Kmg6iGvfSxJnEtIpl9JIy/neIhpw4iOvbZPfVojBMy9Uz/4/aZsfI1W/xEXm0ZZPXC+FUgy7GOr59yQLwt2QgnUjR34TqszpxVrlNeVnCciClFNKR7MscJhNm4ux2zLMui314jnwoOrbLtLx6/b936qAe6H4Fwsuz2Dy4QMQXnQwKBiFC4pxZ/lhODCCFSdRAc3t+6E///3xek7lTSFviyEM4+KzFhjLVfg52Ujcjo92bWUM/FDOL3xd9HSvP/+PCYoB3mhlozLB5bWtqs7UQDjEaoE/wD9uwT4yJcvX7x+P1knXitWe9uwAuLeT1QGgeRRnz98lYzu3rjb3Oe6v4e+vtNCwvOjSdGIBzvzZwL9QyAqYwBKjFN1hFyELmIqT5wTQHXjqxYiERMajcUcRAibmVj9mnpVBeD6IuETz4IE995YDZ+8dQiPDV/Na5wKFJTOQjhJiK8SCZeOGFUf2v9txzZ7VxDcy3+PlALvEmg9FhDTTK5D3ePWax9lKWW2Yzv4qDvG2xE5gefPAT9ezbIOvFzp//yeazdwpsT+7x/F1S8MRfSFm0guRhvbokIhP6Ykp7U8Xa5DZFeZCOIV9yfTAVbTysmJY5udKwxPoi+g1xJXRe4dnUNBfvjKFDEYSiFpWrp6398Hct1XwjTUc7SZl9DTg4EoUB080hf5ZZi0VduasFdM96x1ktrTQj3LtEnPLZO+GqVjCWrFZPNhNFc6H25NWWxlgVme7rC1HUH+v35MCFZnnC1m+Sr/5aMYZbsI32OmIRan/Ou+09InCoQMW3c3oq7ZrybKK+nDkIRiCxKcw45B1FnuKaAa3dbIAp3mKZ9+5wVm7BZY5FNHYFtF9O3OQqFpV74L59ajBueiHQTWads2g4ljeBs29mGBe9ttl/PlDl1FhluwLeu9eOw6ClKBQo/fpdvgqv7tKi2px68Z2qLvrtHfey2ZysgUhPeHDSsL3udDQcM7VPVwvOFY6SIjj3rFg3p8zLmKJewYopfx63pOidgOrG+sGgtDrvqH+wI6xn2W4m6ejalhr/zQq6krhP0CTb68ocS560ZwIjQKKm/quO7oNnqlRwci+ta7iO2mVYqqAUubcgX/+4VZ+AybsEyS/RAgPX45rIuYoUChdYstvcLuJ9hmtPbVVPHW9tTKGrv2x3WRdtBO/pMew49Ggr47f+ZGCuzvY+9BvbEXoP4iLe+2LNfEMxQMI8qEZU1oVuIoIviklZMhqgqxYrpS3e9hpUbIyIxe8XGRH0FV+ysaqE4177NJQzu3YQDhtr9QFyIOIhcxFQnpO+gORQLYDgIvi3fWEx+4pdsK6yt9sdvmO4ci4JNdh22z11vlG1vbccWyVFlijTqqKub0tqV1BH0GkUiL/GBi7vakeJwxY3JbM3mv2FeGvMD8Bm35bmVCgX0boqLMW33WCpS1bb6atQ+8a2S/g3Axw7ZE3d9YTL26BP52pj3b7Zz50tLEn2ZROP0Xz4fHvdtTop1ozFZT1WNSAdRwPjhfdHcUNnS22lTju4uSPsGtsr4OeOHx9lzAqGxGJhOZuYgbEy3LhKxXHvfK8sSZVxd1ZRtTAtXb4lXrBC+OZzfl4SmHoYhPpunhIjJwwopfIbMHaVxECyBMJrx3fTFlNSWOkKkR8otFSnh/GlbBEuhs2flS0/olsH04Qq6t3DVZry3qQVEhA/tOwinjBuKz0wcyY7XbJrTJZh9rdq0Izw2/WPcrdcOrTIacKlYSGRtzIJcB1FnpL2Y7TuViWLyXMRBuHeTvlZMsR2v5YWbH0B7WeCJ+av5yvAIilb1R8DtDpNlSnacZVdavY2+/lf0QIf2a/ayUHHt1tPED2bsJyB61j/+9KF44mvHYaSWtMjtc5NOIfS13DbqYoGYfuzcRrUzwzQDd/WqP+qTr38WAPCQjBBARDj98BEAGBGSxyRxfQOmf4xtTLXGzlBJHVhDVuqwqIxRcgJRJ6S9FyWKMKsJiFB51m6po1BtuG8Xfv3s4oSp4eF76WalKQSipouwLGPqRd7E1fXHIWubE/ce4BUqw8WFpe7cHHqhPs0l7DukN86dvHei+radbeHCyDXl1EHAsWVHYDHj67QZhIupUsTkIFhm22l9KYKbuM5jHC5a7rq+jm4QoaNlY7EgIyZX1s5nb34JQNwsuJ7ofgQizaVNqN+k7DMMtWGpo2BaMdlFTFH5Lc+9zdYxRQRcdMpBvRrDttLmXbXfgG8o51/JVKWZrJg86/l4NevrYqCk9tFB2MdRiYOZSVT0JEaqte8+OAcLVsWtxvRFvSwENm5PhmSBEKlmrqVC0ufedhsFqp6Yq75YDkIr6tNcSn2e6lmlWTFxuPlZe5pcF2GqZywm5YfTUAqIdrVdVWJ2XQlSCQQR/ZaIVhPRbK3su0S03MhRrc5dQUSLiGgBEX1UKz+SiN6U524g+RUQURMR3SPLXyai0bW9xTgqdRQqFSgZasPWBrJPaht6G2Zxrt0tAHznAXeSlGo/An53mCz7o9SdVN0fc71NTGA60z3y5WNw/xePQoH83oFtrCP698CSdfaw0TZEgdWS1EP19Z4mH1eISZgEcMr1z2TuGwg4iGTiJMuDIKp686AWdf0xbt/ZjqXrtob9/vWyD+PTR4xMJUZq3GkpR0cOiKeBbWsv4/F5dhGsax7Uk4PQ/SDSAmL6wMyYWC/4cBC3AZjClF8vhJgg/z0MAEQ0DsA0AOPlNTcSkfqabwJwIYCx8p9q8wIA64UQ+wG4HsCPKryXmkBA4Cf/WID5hi/A6MG9Ik9q+W43bGN2dgAefjMeNnrJOt6/wmeOfF6Gf3BdUxb+mgVbnz0dstlYXylmhclzWXQQ6W0/89/HY2DPRq/2DhrWF0fsNSCzzNcchx6SQT/lCs2i12WNCoS9Db2oLERMyaojTUndo7GY4GxskrZA7FHdoqUcTXV9zYV3zsRx1z0d9tu3R8lrgbQpvM2rlq3fjve3RpZ3zzlCzQNuLqmeHITSWzYUCQ1Fsuq05qzY6JVmttNYMQkhngWQniUlwFQAdwshdggh3gawCMAkIhoGoK8Q4kURzMI7AJyuXXO7PL4PwInEbblqBJ858PMnFyXK9CimZSGwZjP/0QIITTwV3ljG2177LOuNpfgr8olz44KtT07Jyl+fDW6Zb3aF496DelltwGNWYbFYR54xhGQD2zwzwelN9mkq4ROHxUNsu2zWVV+c9VPMk9jRN1nk9Ao9GoreHEQtNqQqVI1uMfbcwrWy3wCEQEmb9upNfZ8Cd53KBQ8AmzhxXOz6OrIJDqg51bOxhN5NJWzdkZxjLa3tOO2G6bjk9/akWgoddRfV6CAuI6I3pAhqgCwbAUA3u1kmy0bIY7M8do0Qog3ARgCDqhiXE746CAC48Nh9cNS+wVBKRS3ctxCplkw62trL6NtcwkXH7pN9vF6iEeBpV06GWIN8sTdJZq7fU8tzYCKLlzUv+/cclwH9dgKZrw8xCn7P++0Me7sx8Y8m0iLCN2XO8vC8w2Zd9cVxEDFHOce4I78DHpwoztYcSS6Lmwdnf3Av6xh0KAc3ziBAcZ5ESt+RxkHwFlHcVTr3a27OEuPYRRxERCCK6NVUYrkERQxffmsd24Y+F+o5Vh2VEoibAOwLYAKAlQB+IsttJvou033XuRiI6EIimklEM9es8VwQzYYzPNd+PRrCHXxDkaAcYYXwTycJBJOyVCxg/Ih+mceS5igUlGUQn1jKfWWa3MQ8QrOiSvTnEj9V2F/Wza6+Y92zr52YqQVdF1m4YI7MXOxdlk+qryITfiMerM/St9Cshix1mjkOwkYgXOc8H3iDHDgX+VYpmwMCkW40YCMQ/3w7KczQ9XRbUq17/DcstcR2SSB6NBbRq7GErYxDbmhBaRlH7JF1EAtREYEQQqwSQrQLIcoAbgEwSZ5aBmCUVnUkgBWyfCRTHruGiEoA+sEi0hJC3CyEmCiEmDhkyJBKhp4KU8as2OVSoRDTQWzPkJC+LAQI/v4R8WuNa1LGnAa7FUv6KmBz8HHvylznPG7OMg4OwlJH37F+wJG0J+sCYdZPpDllxqKgnksDQ5j1GEquIaXlBSkxfhC2nSc5FPk+cwOwi4UA4JZn3wrb8rHiUW2ZTT06J5kWtkkTw3ZWDkL5LzSXiigWCGWR3Nip52Ybh17eqTkIqVNQ+CQAZeH0IIBp0jJpDAJl9AwhxEoAm4lostQvnAfgAe2a8+XxGQCeFHUUFKa1rJvVlYoFDO8f7Dj792yIWTFlETEpeXFSHpwOvxzSWTiIymXQkbdtHO7dYHU7tko/BDOUhRqi28yxoq5CJDkIJWKyWzEVmXhcZ39wLxy7/5BYGyb0cr3G/a9Gklw9RD1XVwcRWeeGL8emIpV+475kKG0VCJMoCFvjq6T2MU/WuV9XrC2geo62Uqh1paSnDTA6VKI5W14Kvbij0mf7mLneBeBFAAcQ0TIiugDAj6XJ6hsAPgLgvwBACDEHwL0A5gJ4FMClQgi1kl4C4DcIFNeLATwiy28FMIiIFgH4KoDLa3VzHNIW0589/q/wuLFI+O4nxuPGs4/AoSP7xzxFd7ZlWJSFQIE4Bzp3G5y1B2vFlMEk2iWDToPNGsj1sXOhEMKxmObAzLvhPgS7klrXCUTlBcfiZ44oDZEYIPg988iReOTLxwBI5nsIW3MIUW06iINlqBfnQhCKmKJKX7339fA42K3HL7FyEI6+fG1GlJLaledaKam5cegcWKEQfWsc/vFfx0Z1dYOElLG6dWK1X3XXbtmBltb2UFRcKFCY78Ici5JW2EVM+qagYyhEauxZIcRZTPGtjvrXALiGKZ8J4GCmvAXAmWnjqBXS5oCu7C0VC+jZWMLHDgkYJt1RLssLKpeDa7NaihSZD4m3YsrCQdj7Sh1PgQ96V2miFZ/vsRYfbaCAle1VMB7diWybYX0yYkCPUCRk1UEwbar3Wo09e9orKxaSnKFLz8BFYQ3a8SQQHtGJieLvI349JY5tmfxG9I/8H/Th2UyPhRCSS7KjHrvyid9/HEAgBlNDs4UkSc0G2Rk5iN0NWZ6rmdxDFzFlWbfKkoMwl4q0Jgrch8RxEJl0EHYZNOD2h7CFY/j9y/YERVnAckc1+BACR7l0CmGX/UbHYbIopmpyIZUiJtZRLhobh7TFXyDpB2G+GyXvj11n5SACLovrNs3fAwAe/tIxzoyMCo3FaKE0x6L3oxTPW1p4s1X9tvR7tBFck/PjUGsGQvf439FW1t55tNHkxmhDjIPozDqIrowsD7bBmPC67NDFqpoLRVkEk9jMgasWKy58BmARMTH1ahEQz2Y1oqPI6CBcQezYEBEa1mnWQm3tZXa3WOm9xRcQTQdRpU5EjVFV1fULJhfm4iCEsVhUAnPxN59fkQu1YWmrUFCccRI+C/+44X297qWpoWCVwevfTR8ZltsWc0i/s3hwQ/4O08Q3wXjiJze1tOIvry23X4BgfrZYQsFvsozdjMig0K7JioUQzpwZHUQfuiGByFC30eAgSHuxLmLfXo7nqBZCoFAAVm9qMcYS1JljSWLi41AUtJ9eJw1KOqDrM8wwBkWGRf/Bw/Osbf5xpl3/YJ4/7rqncfHvXknUqQ0HEXE+1Sop1a4wVEDruo5MVkxSxGTjIDIY86p5ZKZT5ZTUtoi1BLu3OadI5+tl4yDM/nQdTmOpgMZiIQy/nxivYaWmYHuHrXJim32edNDQ6Frj4q/f+zq+cs8sZ4bF7z80Dwde+Si7UbLllrERSJ3A3/bCEuz7rYexdkvkkNtlrJi6MrI8V1PpqDvKpb0gnfoHIqbk4hqJBvg2CsT5QSQr28by9VP2T5TZ+urVWEq0ddohw2J1CoXkIuLKPpeG5oZInJXgriQqZaXjVkyaDsLS3Ij+Pbw+ulYjkq9rSYw4iKjWc9/4iDxnFz/54IA9+yRETKYFD6ek5u7wri9MDk2YuUfAmeJy0Dkoe2KiglUGnxBlkZ9+LZZgKSMHYXN8BICVG4MNnY1DAIBbp78NgLeesoY1sXIQ0d9/ktZoKzdEY/imZh1Wqd4vK7odgciCY/cfHPtbp/wrLAuaQluMQEgrkYwvldNBsCImy/UmgQvGwtceLpV+MTmo8b1yZq7VREVpLqVPv1rpIIBgAbCachK8WIjW9rgOwrz9i4/bN+Q8OS5h1MCeGNCzIezKJpZxPdbp3/wIjtp3cCKaq7lIsWauzD2q7GbBuWQFzpkvbcyu92aTwZtjJX44ib48JEwh58dZBf74jEPBdaXmio/ojNMf2ELMh/dvnHYt+ve/uhyPzI58QHIRU93g/2T1+EtAXHb47T/PZq6IoMfzEQgmxYkaO6uPxDYiTgfBIZOS2lLexCzWpphD56CiOjwOHdkvlXi4krcoVMpBrN8W6TfUfQTOSXx9jsPjxyN/LQpo0na9YV/GY9DNPCuhryrxkLovGwfBeYRzz1P56Ng4iKyOcoB7sfP1cbA5ZgJJDlFB1f/nt0+K1Tc5Px1jBvcCYDcp97l9bvNnuz+biC2uhDbbir/bjjJz7XYEoirKG77Y9Kq63FLFuPmQjOs0ce8BXmPhRDrsNVbLFK6qTc6crG1+GEpZqTehy0h1HDyiX+riPrx/D+d5IKuFVnSsx4eKcxA8fIkx11esHTBEBEkikmrF5DGGiIMIGtvZHheFzF6+0aoXMfsiss8NX0tcfQ5xz1JxVpGXdAqBgD2GltWbXgT6iyFaXmsAaG2L6450WCPHZph7PAdheZ6W++d9fvi2TjhwaLJyHdD9CETKedduIdxJecycs255KepT6iAA4F/fPxU//9zhcixJueiTXzsOT3/9eMz41okWP4gkbIsomyfZMl7TpJdDmOVLK1u2Pilq69+zwWvn7xVhtcKd0r5DeofH0Qfpt7BXg9iu17ID1UNN6LtfPcRGJVik8o5rYzFnALcoF4jC++cegS8HoRMSbvesrAIjHUT8vPmuA6LF96WPyDQI4UarxD3f/NObsfJDRvQLW6tG8ctda+MgrPevtTFnRdzZUG/r+6cfjP326I2OQPcjEFUsAjbrgzQoRzkg2N1E6RTlmLQPY58hvTF6cC/s0beZdShi8zG45Opm3QzExCxJ825VaC4VUS6n6ydqRUTC9lKeQzBu2y45ELHcm2J51b9nYH75wKzA/PGOF5fE+9J2vc8sXCPLzL54K6h7LpqcHLQH1GO8+HfxMNFseBfLLlWF2vD5PjZua8U8xlta76tdiMT7bZBiTJsfRGJccIlf+ecjwD86m8PdZSfsF42HacsXWRxIbffv6k9vqxrT6KzohgQifVLawMkOJ4yKRzJV+aH1/MOJMMqe7zfm4CVhmjKedNAeVmsJbke6eM0WpqYt5EP8b5Ow2eArrvFZjLIq9tnxGLL6cdxOXY6ZiyOkQ3nVq3wgZjIfnYP49TNvyTJT+RpxhvrH3lfa/vsibZ3wDbVBpCzm/Pr9zK9fxKn/+1yiPKaDaBeJRVl5WvtutMygfjbdl1mHMxFusxCIYiFyJrTlzfZZj9uZ9q0iJsv9u+Z6mhNdvdD9CETKedeul2MNrzvj0ERa0H49GmLsdlm4xT2uXb350ZqKSFf4gAFG5rVyWeCiO5O+BoCfpUqog0h5iqwHOANflv6VpX75qlzmwgDCHTL3il0WM1wfNt8ATlRl9qenQK1KBwF+YVP49BEjvMxcScYaFpa2zG/CzKGtYHIQ5vtVIiabkjY5rvhcixnYaUPS69jeb6uD+tl0ENE4+Lfxu5eWhsftQuCVpetxxf1vhs8wu5LaOsRYW4/NTUa0rRe6H4FI27U4znGsIRHFzNla28uxXaQQAo/PW4UVGyNZfTjhZDu2IXGJVZ75VzwPBsG+QJiJfEzuQwfLQRhPQ+kpfDgIH92B64NQsXbKQrB6jizQd2w2EUTWgH6ml30ID1GdLjqszpNajsgy7OMP2CPxDnkCECmpeQISYUDPOJdz3P5D8PTXj09cUy4nxVVq/tj8INJQNr47hRgHActmzNGXbuUWv0b1xV/3P3+JLBnby2WcdfNLuGvGO2GuGJuZqxp7Wr5tHXrdtAgFtUT3IxDMJzDrOyfjzguClBY+Smp9ohYo/vJaWsuxXeS/VgUiHT1/tWm/brfUSN+Ju7ytB/aKcxBmkqMvHDMmPPaxYlLJk1zf9e2fn+TtAa6eIyf26tVUlHX8F9Hr/rGALdd1EDYRBHmKWNR92eIT8ZsIo44W7trGsdpu+cwjo7Qqrqdy2Mh+bDs2M1ZfSyVzPp500B4YLc1E9b44DkI9M5sfRAIUr2O297sLPphoR+VeSRt3rBtPjsaF9jISL8TOQfD378tBdKS4qdsRCG6L1K9HQyKsBgdOdligeITTltb22G7UJyOabWLqCwmHuy+cnMk808xh8e3TxmH8cD4SKTdO3QGsrb2MFxYnE8Qft/8QlvPhoKqc+JNnmL4jYuwbTfShN1ay5aGMuWznIFSwOhNmuJEwj4NlvvC70XiHpUIh/OCz8g/XnXlYosz1pJNzjalDkV7k9Xc3OPs3NzNmznSF9nLyaZYYEVPcAill7AYB32tg4A+ib7T+7/NLsJlJGuSS79sWbM7K0IaP/uzZhH+HLamYLdy365vRz9n0KfVAtyMQLAtNkaLKFQOH22mYpnjD+jXH7Nxdm191nXrht5w3MXZeN3Ods2Jjwnt75IAeqQ5eM//nJHxjygEA+HAA+w/tA8ASBdMYfEOogwA+/vPp+NwtL7N9Kh3E1X+b6xhZCtsvu77zxaXeBMKGhA7C0h83nFPG7YmhfSObelWnj9Q77WHY20diHzsHUSxEKTetntQepIO0he0ti/GBTzRXQnT/P3xkvrNP83JbiO9yObngFRkltctZzswlbrZnPut337eLIlUSnlPGJf0HuHcW/C1/Pe2ZlFJebRiXrNsaO29yUFkIhH7GFSCz1uh+BMLyDsLvyEPEFLeaiI6/N3U8fnXOkQAiEQu3KJtWE+ojOXhE3LpGLbTvvr8Np90wHR+9/tnkvaTs1gf3bgrl+VwebdW3T0jnSAchMN8RwMyXq3Gz/cF4bnthiVeuChdMHQSrJ7CI8y4+fh8ctW8UckXVUeau1392Qrwd+SuYMoVSIdJb+URKtSHqS2DqL5531lGwJWDS9WbJ89GxjStQ7SgEZq5GXTnHwo1WWVizp6l6+lnbnFKlx173lLUtdWkDw/GojU+r8XAizsTabAxhylD5a1pxqb/sfhB+/Vx9eiKtTt3Q/QiEzVbe49qCNrGj9iKcdsgwDOrdJD+A4Ay3KJuLiJqY5k5ZLbRKKWWyzu1lIS2d3DMr9Fxl6qmPjtsJbjZi8auPy08v4kMg7HV0JXC1HERSB5FEQXtn8fL4Xt4UO/QyLNg4xbHJJSgOQgiB5xclxXR6Oy7ofXFiFb4dhoOg5G5d4VfnHBH7O8kVaARC70Uk/SBUXd2T2lQwx8YFQ79gfEpkfkgOqHFz96je4VbLM8yqm0jLPWHzg/DtZ5QUrXUEuh2BsEFNNtd3yekghBA48cA9AABNMjqpbsaoIkHqYgpzEWmXLKO5SKuF1rZANpQKINidgML+LFYaQZmdg1DiJ4VQT5MyjzmF711fmIzbPz+J7ZvD0ftFu3Y9DWwl0EUxanzJOpbddfifhKxjC9cd9hUzz4w3XCoQWtsF/jJrOV5YvA4A8KdLjvK6F76vJMLdasKKiWkHvHkukCSAZh2duxvWrzkUuXFe60kRi11ODygT7qgR01SVe9Y6PnHY8PC4PVy0k/Wi5ERxAqEW8MyOsaFkIF6unpTVD8LRT3zDkW081cAnJ/VviWg1Ec3WygYS0WNEtFD+DtDOXUFEi4hoARF9VCs/UuaxXkREN5B8u0TURET3yPKXiWh0bW8xDvuaFGd/2RpKCaUr1gD88uwj8OBlR4cTTXeE2tEazJKbz430C+ZHq3YcprhB+UFwBOJX5xyBEf17oEB2c7qoHTXWaNwnHRQQtStOPQgnjxuKE+TfOqZ9YBSe+8ZH8PCXjsFJB+0ROpilJ5xPKnw/tO8gGdbAD8ftPyQ8fn0Zny/DF7FYTMKig7DE/SGi2PsqG4uGTYegN7WvERahVAyU1Ms0mbmyOorGUx1CRabRELcIqcxztreqlME9GopuDoIIV358nPyLsWIqxr+xshA4/OrHouuNfk2iZcreQwbCMvCPHbJneKzqcHNXhbrfauRvUDUr5SCsxieMLjNLP9WKXLPAh4O4DcAUo+xyAE8IIcYCeEL+DSIaB2AagPHymhuJSIXsvAnAhQDGyn+qzQsArBdC7AfgegA/qvRmfOAjZ7VB7Vi2aayoEEFeg0NH9tfqRRNSiZj03AfmWEICYRExcYvQlIOHhWNK5SDUjkX7vj51RGAuOWpgT9xy3kT0YMZHRBg1sCfGDe+L35z/gZiSOq0/biEy+3B9EFx02UoR10GIhOJ22gdGBVyfR1vmomG+Gv3vIX2acNakUQkP6aLUQeh1zTH1aU5NF68NKjlytTR7IYIAACAASURBVGlImLnaREyIizz69QjG3LuphBMPGoo/XvwhnHfU3omrObEooOl7NJie1KlRDYx30tomEueDe0qHSdh1FAokuTpjoyXrZqQPoSjXnN+fPHwEAF0HYegoPDuqJsR+VqR+hUKIZwGYrqxTAdwuj28HcLpWfrcQYocQ4m0AiwBMIqJhAPoKIV4UwVO4w7hGtXUfgBOpjk/AnpNX/bq7LpA9DaLelurl/a1BKAYVc1/vzFRSmx+bUlK7FMgL3tvMhnWOjYfZsZhEx8fXQFk6pU1kLkQIYDwDuP0OOIKq49n//ojzvA51Z/r9/++0SLk8enAvwELUejYW8Z8n7IdDRvTDwF6NkWWLhYPQDRmE4D/mt9duxUtvvY8l66JUs2atcybv7XdvFsKmOAizXV6MRgkC+Z2Pj8NNZx+Bw/cKhAMfGD0wyCjo4CCA+P3buA1Vx7TnZ0hXbHE2HT3NECoulMP3xlduKBYSGy0lKZj/XjLulAvqezYttH74qUMAVOYHoRP2TiVismCoEGIlAMhfJZ8YAUCPdrZMlo2Qx2Z57BohRBuAjQAGVTiuVNg5iHQRExC83G1ahik+hlE0sa98YA6AeG4Jsw/1MTeYOogCE8fJwFwmaBo3ZhO2nZ8L0UKb3p9e50sn7Cf7iHdi4yBevOIENrrsjWdHCtO9Bvkr6sIPEghFTFMnjAgdBQvMDhoAFnx/Cpobihg9uBf++p8fRv8eDQllJ5vkBpFCnPuYVRynl99eF11n1CsVkyGrOdh0B22WTceX7not+JXvBAjmGVE8cnBTQwGnGhkFOT1NYh7J37JIshCRDiL42+QITOjGHu1lET63o2TY/PSQHdHYQgsjrerN5x4Zja2Y5CDekxnluNwvrk1SG9NX0Ec8WKGPiIlTxFdrtJEFtVZScyMXjnLXNcnGiS4koplENHPNmjVclXRY3qvvIy8QhdmpAIRepLG2KMnK6yITU3baLsUNpi+C8oNw7ZC+OeVAjzEHv/oENNdfrxzIKUrBsyaNCvvT+/rspL3CY52gCsHvzob168F+BErskRXqI1uxYTteWLwuJgYJxst7EpsJo/Tdus3PZZZ0NJv/3iareFBByb6Ddir76E1FroKaoz0bS2gsFhKhQb58UpSOVg/3rcD5J3DWacmNRrQ7Ni341MKp6pgcwX98eEy8LW1M/9+Ds8MQ+p8/ekxUAZ6iQcaK6SMHRnq3gIOIxvOHl99hLRAVXP4byhrKroOIRJ46fJXhnUrEZMEqKTaC/F0ty5cBGKXVGwlghSwfyZTHriGiEoB+SIq0AABCiJuFEBOFEBOHDBnCVUlFWkjotEdPlO6oQgQsXbcN/yl3awDQV1vczBfcWhZWToST5ero0ZD+Cs0FEWB2vh5zLhwiM6AR/Xvgh586VLYV5yBGaImB9EsFRMJyRIFTxFX6Wah7/ZxcYJQoQf+Ad7SV8daarcmL9f61BdJmxXTK+MARq71sDxPyxeP3leNImUfOs+46/xMqi4GpE4ZjcO84N6Iv7EXJQsVMTllRFMNBWObRC4vX4pgfPxU7t11y3iEHod3/Dz91CC46bl+2LQD486vLw2PlvW3GNHNBjdv2DTQUKeah/K0/x/NGmHD5b0z9ZeCTYjM/50S+W3a04ZkFfpversBBPAjgfHl8PoAHtPJp0jJpDAJl9AwphtpMRJOlfuE84xrV1hkAnhSV5pn0gK1lrx00gkm108Os9JWl6/HX11eEZdxLFRr7zPkhKFm+S5nLeUD/6pwj8TPNgYsLZ6xky1ngMpc1PYd9cz08OX81e443Ra10lx38KsKgTI91PcKcFZuwPCXPuL6jtcVSGtqnOTxvEw+eIeMppRsXOE+H4B71xzTxkO65zSHgoNLFf9zzNy3v1F+cf8cgGRtM9aUTCNuap4ahO7GFBCKFg9CjLLcbhN3ss1RI6iBcSIvbtamlFb+Z/jZ7jlPSf+XuWfjTq8sSdUOdV+x672FWDR8z17sAvAjgACJaRkQXALgWwMlEtBDAyfJvCCHmALgXwFwAjwK4VAihBPaXAPgNAsX1YgCPyPJbAQwiokUAvgppEVUv6PP+9AnD8cZ3TwHg/zEWCDERE4e0tnQR06Oz38MDs5azHITKXexaa7mPdsrBe+L0w0eEf6sJqS8SpriGDbWRGI8cN/NJmjszG1HTeykLgRufXszW8wke6Atz8YsIhFrk/dsxbyuhpDacwLiNh7qmf0+3yMwv3EZygfzsxFGxv7nUtTqKhcDZUieQtphNJmxKeu76ayWHqfZCepQBPmFVID578PUVsbo9ZS5zU1Rr4uj9BuESya19769zEnX1b6eB0UG4kGZa/sOH58X+nvaB6J1wz2jRantkAhMdmTAo1ZZOCHGW5dSJlvrXALiGKZ8JIOEjLoRoAXBm2jhqBX0u9WwqJUwQ03apBUqfSD5iKjWWi38X5GfgFosoH0T8C7j7wslanZTOtPG4wn17iTMYUZWCuTOzfbR6MdfORcfuA8BCIDzGyMF8pUrUoWID+YQZUe2UjZ2oeWn48ZdhVVKrOmmiAh9RAiFJtL52yv6xv4vk5iCKRLj/teWxMltqUhMm58uJTxT6yTmu2tEXfduGQIhIsa4QEogUc1kiwmcnjsJNTy/G2i07reMCAh1E2qKvI63qNsMBsJ/2fZtB/VzghptnlKsjhIXFVPBZ3NNETGkvkDPP40RMakEy59HBmsOZl3kq80FyfaXBlaBGDzRoWsRYwS1ChilkfIz8IFdtanF2Y7a1bUfw8X7l5LH4P0eNxpnGjtuFUEld5tvWI3WWBc+ZRSIv9yqzfpvbfDlojOHojC6LBXfYeC7eni2oX9q1PqG8w/nYnsZB8OIj9a04VGJW2MZVKhaw02JVZebAANw6CMAexBAAm7rXnkI1qVzvCjqILou4LC960OFhyrMvFAitjoXWpw1uLmQRMel1fbwqVXUngfAUZwDxj+zgEX3x2pUn4zAt9WpgxWTrJwLv1Rv/5c6ZSEsoZD4iFbeob3MDvvuJ8ak+F1H/0W7dKkKj6OO36SBCApFi5mnuQtn+UmvIjYb2sM+ZvFfsPLfg2BzKTCQWQgcHEbYT6iC0zVqKubiOoX2b5fngbyHsCmGdCL25bCNefGsdW6+hSFYO4uOHDk+U6XW/N3V84ryLK00jon/4wgfDY1XnlucifUan0kHszogRCBVqw+OaNFbU9/3pOz/uIw38IJI7xHh4A4+Owh2r66P1aIaZ2D0bShhgJCaqJlifS/xiu9cdre6FtFYsua58DxXcFkcxRdi5vrkddFVIedRFonDHW6BkKlpujN5hHywchFspHvxu10JbWJXUxs2NG9YXPUIdhJyPsDuv6puif/vFdOuYGooFa54F7nvXizhuwRWlN81/Y98hUWgWX2OBeqHbEYi4koo/doHgY33i11hMxMRMKMVBPDEvbumjcw2ZREztjoU0gy4jpm9gZlAhReatYAs9HbSbHJBtzXLZqwfjSR2KF3SFsFq4zLbVu1H5EFxpNlwcnS/SLJT0OuVyIPYyiS9HjA/cs2+ijHe4NHQQ8tfHsEI5kQIWs2ZGxnTQMG1cIQdhDxuuHCr7GqFL/nLp0bG/SwWyEmyOcOj9lYqUWD/Mhf2EAyKfCy7ct3653lYW8Vk90O0IhP7IORFT2uJONVRS61iqhV3Qx1cWwHV/j6fS1BdPh6gzMZ5qRUyqLz1EAq8rAF59x52ZDODl3GqhYPMKW9ppSeEgKtlx3XvRhxJlOmdkC9an/py9YiPayryjHGfmWSkaS4XEwtazMb4YKismtaiZ4g9zcf780WNw5N5JM2juMZrX2pLhXP/Zw7Q6yXZsuhrznesci961jUj2bW7AyAE9cJKRKGiCJhIFgudos07k2m7XiEapkDQT1jmaJdeehg/uEwWHMDmIltZ2vLU28sHRv8X6Gfz7odsRCP2Bx2PZ+y0igZlrrZTUae341PFZ2BUHYW8ri5JaZ7l5UVB2DipqT/5mWNTTFIZZycNXThqLSWMGsu1EDleCbVs9j589vtDad8hByAWpT1OGwHwGmkqFBOHvbbRXlBuNMIudKRYz/h7cJy6CCuvJanoIkKLpB8GIT35+1uH45OGRnyxHDKxmrg7PbZ1bcX0nPjlTgiROfB0zkRAQn3PFQnL1UJyOHpVYH08w7qCN/31ioXE+On7JojPpKHQ/AqEd6+Gn1fxMsxDwMnNNWZG483szsYVc/gRRWz4ipuDXxUH4EBpVZfWmHc7rXI/wCG1nyt1biwyPzlvW8G2m7bKy6iBsmwU9JLYrwKJ5ja391rYymkoFvHnVRxN1fNFYKniJ2NrLwho12DY+W/mwfs1hmc2TWucgzUfAdc+l+CYCzD1NnOtXOoi4iOlD+8RDuRULFGvnouP2SfQVWDHZOAh7JkYg0F+Y9zhEeq7/QAbo4+7hX6uCNLEqIZh5HkhKDzoa3Y9AyPd687lH4t+0hCLqlaQtJgWqnXJRX9j0BDnhmIhS7a39dtrpIg2vVmRfKmgaABwzNjlu/RmeevCesXO3nj8Rf7w4EN9wG7aF0mGIuy/bLjGNC/cRw+mwPVJdSa24SFNBaS50vHVa8NvazodYyYKmUjFVl6F27EqEYuoNbOMzwVmxJYP1pXMHLNG0mLmaYp89+zbHzqvxqAX7x58+FHdpfkJB/3ErJ45jaywWQgJqJjFidRDlOEEy79vGYQLRc7xW5v+2iek6A7ofgZDLiRlkT72TtO/VSweRKmJSY4lgW0jSk/M4T8fquMxz9SE3lgq4/4vJDGeqir5jvcAIsGaO6WAjSVCf5gYcKpPjcPfWpznuTKWjUnFsVh2ErTYhWhxtOaXNvkwRDBC3YipxW+cMaCwWQsc/G9QCpAgJN9d05a9tgVL3pi+OPlGBzSJW2W0hGua39oVj99HOB78Cml+Kw1xcwdyxAzJHh+zroO88GuuDEz2pZ/Crc47AgF6NiU2juoK7V/OezCGTMSV8DD7qhe5HIOSz5vcr6REVG0uFUAxigw+R0ccC8KZyWUVMXz15f3Zh9zGr1O/70uP3wxFMrCbVznuaYxq/+EZlNtkykKKkZm3z+WfxiycXsuUhMn5fNnqiZ8pTlmxpIiardY6EGWU1KxpKBWfaTiB6loqwqzFf9YnxGCuz3elKZPv9B79lYScQ6v71YrM97pnYRLu6xeA5k/eK+ayoa3a2la2e7aqevshu2JYkEAXip0lTqcASCNWfjRuzJZRS49VhfkPmHLIFtOwIVK4d66JQr9p8cWpXxckbdfhkOkvbsIau9tqH9vqypNVPmges3hYAnHDgHokduz4eRSB++bkjEnV6NekfHt+XaueGJ9wLMjkWB33M3HqfpnDm8K9VW7Btp/0jWrLOHaXVhI3jmLl0fXisFhwzb4W5+KUp8av1ii0aIk8u/Hu4kLbHOYjzjxqN848aHSszxxcbt/xt8+AgYiacFj2FDs5rnBA3iDDDrzeVihjcuxErNmwP5w3rT2RstDYwHIRtM9bcUGTXhCjfRvJegIhLYQlEgoMwCUS8fktbusNkvdANOYiQRMTKlaggzceh0YdApEj01QejL7SvaItPVM8v/7OCzTnHDLUxqHfSSqWpVMR+cjdpC9yXtlPlwLVkyygGAAcPj0QdKhdyCMejGPedv1vPmSz6/kN7W2oG8JFIKXFEQjxg2Xjo0ItcIRlM3P75SYmyYoFiO9LBzLtVREuJNrj3q++EbbcfhojQCUTK4sa1x3GV7NyiuLc5tznr3VTCtp3t+Puc96xtq43WAUP7AAA+fcSIRB2bvq+pxEd5DS3CLJNFvRPuvMlB2JwNFXakSCzqiW7HQSgkP+TgLaXpF/RJetGxSWsIru1KwUUPNRGL62+VHQe/GyVrbRNrqOtt7XjFBkLczNLmJwEkYyh9Y8oB4Y4WAA4a1gfvvB/5h1QqiTUJxJTxe1pqyvGlEPiytAhqKFJS5+ATYM+DqHNoZLarBYoTCF4BHPz+7fWVQZ9syAxdLMj3z3EQye74HXzsb4YmcnoUQny3PVzLKxK1FXiJ//jRwNqH5yCCOTC4TyP6NA8I87mbdewcRLJ8ifRb4DIfAtGc4x7lh2RGvFEDe4T3oMN8prqD60Nf+jDbX73QDTmI4Nd8cREHkUYgIjb3Apmy0kSN6IOXklqfTLbFSS14KmKnbdeqJqqtHU52y0HfxbJKSwo8T02CM25Y39gCZy4slToNmZyKnk2NQxqBb2lrR1tZWMUZrr6DOtFxFismPj5V3AOYa02N8xdPLYr9HWsn5nxp22goMax9V+/yHNfHbOIELbub3p/+PZpJj1RbaQE4laNguWzf8VtFTKUi+w6/9sfXAaTrTrj+ejaWMGFUf4wZHHCyv37mrcRYTtPyeSid56/PPRLjhydFyPVE9yMQUMojQ8Sk2Gc5F0Zbch7rIib7jj07ifgwY+bqo6SOiZisC3/8b9uuVW2GfM3sOHvyoH1NXOGQZ5useyVZ7nyg2+2P3aN36i4/rduW1jJa28uJHOJA8lnbUncq2HagQJTCVYEbtyli4p6ZeR0bO4hxQDOh2m6PcRDmO3MTH4BfxEcOSH5vhLiJKUdMzVDmNgspV/BENcayANZt2RErb2qwe1jbxgREIkhbf0R2s+0CEc770N7h38q4wEf/WWt0OwKhkOQgokcxuHcTHvrSMex1PgtyJQvbl08ay7ST7gehj8cmzjY/GtuiFIW54Nv54kfiKSE5E1cTVnk2Y8KYZjJqSxdrwvS9+CSTPMmFVA6itR3tZeE0YVWweecquIjVuGHxeEisCacjhpBtTGnjsBH1MBCf02uZaTuFiPz4jEPZtojiHD37vAsE/fZtXF172R48UY1bCIEjv/94rLypVHDn0rARiDK/EdXHZItCW6D4dTtDAuEXdbiW6HYEwhoPXnvRY/fojV6W8Af62spNWCC5KN727x9IHRfXUlY/CCvBMv627XrSREw9G0ux3XhTMX3CukxGTWWdGUPIvNTXHHyo5kwVjIFCvYtNfPK/07QUrRay9u9Hj5bjENjZVrbqBHSkcRAuPwhzrBzHWiBk5iBWbkyGR9fbtu565a9rweSencsUePzwvviMJR8HIU78WA6iYCar4ohI4CfRLoRzE8XdVtERgkOd56Csr1zPsiwEfjP9reQ5igf/2yGtmJo88s/XGt2WQLisTVy7On0C2kRM5iQ9/oCkfNUHBSKs3rzDWcfHZNLcxaRyEJ7331BK35nana6S5n4qU1hUx+AgPJUQrH9Fwc0dTZ0wIqxj+6jVjl6IgO3nPlhzTry/NanY99VBJM0fk3Vb28sxxy/ekzn+9ybGrl7f7Ljk9ICbQPhkotPH4xKbJDgIlkDGxbC8hVYkYnJxENzYB/ZqdIqYbJuJNocOQpW3tLbjBw/Pt45HIRcxdSAiI1djd1YJgbDUq1XGp4Lh4POrc47Ea1eebO3L1q9ZbDWHVRyEQySh78Bc8nMFFweR9Ci1LyRZwC1firtyvZu07nQHx51tZZblN71gz5m8d7JOTEzpmmvmdck6upWXvZ34hScdlNyweFkxyXIXgVi3NbmhcXEQaWbjuvmrS3wU1rEQkXaZ4c+qE6NkQL8Z3z7RqqRWsIk9lX7N9naJ+M2DPh6FnV2VQBDREiJ6k4hmEdFMWTaQiB4jooXyd4BW/woiWkREC4joo1r5kbKdRUR0A9UxI4YtUT0RhR+JcxHx2P3pC+cNZx3uNy6mzGy+bzOXnCc69uUgbKKoLBwEkf3+Yzk3LO0QJTOqDTGsVMxr+/fko4y6+leIuAOfe3MTWgGBHW3trIhJX6BOOmho6FvCtQO4iWzCK5t53j5plM3YWIeO7O+s4wpWCPAJdBTG7tEnUZaw89fuwyVXJ6KY+Su3sVHcgUKPRktEgrKAEAI2q2LOpHyPPs0oFd35NmxMrXpGLg7aBX0e7ejiOoiPCCEmCCFUUuLLATwhhBgL4An5N4hoHIBpAMYDmALgRiJSd3wTgAsBjJX/ptRgXCxcQoooTID97ekfqW0hVXUO36s/PnFYMl2hL8xxuBLsAA7dglHco5GfaJEYxnH/8lwQwdKDjjtYbJ2DWHjNqbHE7kDk8TqwVyNu+/cPJGL428CJCtRO1MmVUOwneVqe2NzShsfnrcbclZsSdWJGA9adeHZu1VbXvFfucetltjkb96S2jSf4dYWaGTWwJw7fK/6ekqEkomMXB0GIW7pxYS2KhiFHI6MXU45yWURMykehWOAd5RRsZ5SIycVBu9Yi/V2HOoiuxkFYMBXA7fL4dgCna+V3CyF2CCHeBrAIwCQiGgagrxDiRRFs7+/Qrqk9LDoIvcwlOfGxCFEK0Sw5Dbiaawz9A8fO+nAQ5ph7WnIwR0pq+zhVHTPngA0bLGy0qYPgdtJH7ztYnqNMehzuw1N9veZIZKSekuujBqKIs2wd7TayzJW0toL2knV8U4Mq2OakjxWT73ROhBtx6FLSdBCudlQd3aqKG6NylCuXHdxhIa6kVtxsqUDO8Ds2vVirh5mrK6+M/j6U/1Hv5o73a66WQAgA/yCiV4joQlk2VAixEgDkr/qyRwB4V7t2mSwbIY/N8gSI6EIimklEM9esWVPhgO3mZxGB8BMx2aBEOFnC9u49qFei7FEZPkAhLQ2kr+7DyvlQss1kf8HvKDMMhgU2Sy/OismEGoZvMieF5gpZ8ai/yuFjdgwgTEjkCrXho6T2oQ/xoJDpYkjbNDL7/zMTGJKr54r4yjm/2WDzA1m7JS0/ia6k5tsm4oltqei2YuK+W0Azc7XMpgIRlm+IrMlOOiie8U6/1+UbtmNQr8aElV9HoFoCcbQQ4ggApwK4lIiOddTlnpRwlCcLhbhZCDFRCDFxyJBkpiYf2KO5+omYvGzKQ5NKvzHNv3pKLEsXh79cejRbx8uqypNwFEMOIv3+XTs/ndOxW3pFu6xffI7X0+j6Dg6c+fDwfs346iluT2kb0nQQqtxFsGKyfMdcUVFJbQTUbIv7G0guatyCFeNqPOaC78bmcCbir9kf157+Nxc7SsEchk0H8daaKBjjgXtyOhAfP4i4DkLpHUoFYnf6h43sh+MPGIKBvfjxR7GY2NOJuXHdGYfigg+PwUSZUEsf547WciyKbUeiKgIhhFghf1cD+DOASQBWSbER5O9qWX0ZAN3geSSAFbJ8JFNeF4RWTJyISf66LEt8xEYNHrL8G8+OIqraXv5nNfvw3k02sZB+bF+MFc44ciRbB4gmrY8OptpEN6RxEIcwEWiDcci6ljZUTBsdP/z0od7ir8SYwrHx58PxOG5dfyyu57heit4eemOlo6349dwGQd/d/vBTh7B6Gp9NhI40EVsa0jiIONdrX4LMsfKBDyl23uZMmOpJbXAQUXRY3lFuZ7tgxaL3yGRFK6SvSVpkXH2MV358HO675CjZb1Sjtb3sFSS0Hqi4VyLqRUR91DGAUwDMBvAggPNltfMBPCCPHwQwjYiaiGgMAmX0DCmG2kxEk6X10nnaNTVHxEEkX9xWqcicvsieB9aHKyh6mFT6iIOO2T8Kv2Gz4PHyDNbulbOqCcfk0ZbqzzfRzZ79mtnygINQH6Gb87F9ZNx4bYTUBxGHYDkvz3z57lnONtSwXK/YJ/Chfv2Sa09jnTf1SJ/c7lmNKWzTY95Vq4NIEggYf5P1nA5zAeY2UjGfEoc4sywCYmqbt6Y/heIaGoqUsNp6YdFazFu5KSbaUlBOmoqrsYvr/P9ubS9XnTekUlQj1BoK4M9yMpUA/EEI8SgR/RPAvUR0AYB3AJwJAEKIOUR0L4C5ANoAXCqEUDZslwC4DUAPAI/If3VBpIOw1+FevIJPdif1Ml0iBp/FWK/Tv0cDW8eHQMQU2Y76rqQrYVsZOQibFZceZM4essQtYuIISzWmgELbNXLwZZqU3b2reg8PkYGPlZguzrOZzOqt+NB1Xx2E9XoHxwDEFfOuNs374Z6ZPgfs5ttSSS1EyN2bIIorqfWc42UZEkPd1y+fDoIe6qIthX7Gd5oWtoS7D/N8QCB2DQdRMYEQQrwF4DCmfB2AEy3XXAPgGqZ8JoCDKx1LFrh0ED64d+ay1Dql0IrJXseHg9A/NPvOJ7WZ2CR1feOR+M1F2OSv52rp84HYd36qDf+2q2HF1f3bFbl+7ajF5S+zVuBn03j9ik/YBJ9n3LuphJbWnc76Mcc0n/AoNj8I7fjTR9hFleYwzC2Vvti5CIT5LjkOQicKLk60LATa2kXqXFNQIiY1F9rKAo3yeN2W4HlzSu2+lo2cCfO2Xc/h8XmrsUeKjrJe6Hae1B0BHysmn4/fT16cTabsGlM5tLywQ13vZHnld3Mu40UctRMd2/03lMjHn5xXYysepZG07zJ1/PrcIyvuKyvnZ8Mt500Mj338YHwIqO3d6mbJP/lMYm+o9Re/3kyZqY+Ty+4WjSM+Vu7d6pZ+tvt/a81WLFu/He9tasHzFvGxLYaW2pjpkoPl6wP9gu7HM3VCwClXunFKKPKNdtJC7tQL3Y5AhK+5jiI9NVFd8l6f3ajLwkXBZz76OG8BuojJXkmlP/TJcjViQDLBi0I8aY6bO8qiD6+Gg1BrgG2XaZYO8PTs5qA2nx8/NJm8RiGyqrO3o1sS2QlbdOxDQBssddTOOQ3m/DnA0I3o7/5dR6iQRi3W12Uf2S9Vf2J7b7PejXxfdNNSHWbTSgehvuVWTQ+hdEF6iP6ffmYC5l89hW2Lg1klYQqc3kSHoPtllFOhNur4CkIz1yq78OEgfNykYpY1jkGptly7oNnLA+/hJ+avttbxgS4utop0oJ6j/4OsxlbclSYSYEKW1EBxeKYlkmnQn+rHj+hZdRDauH1EW1wIEYDP+sbBfJ0uE02bV785jq+enG66nCV9qwnTAMDkJts1U9c+zSUUCz1w49kRB1ksEIqForw2vb+0uGPm+essIdHr10WUHQAAESJJREFUjW7LQWRYc1icyGTAUlALm294aht82FWfCKc6MXQ5p33rYwdh0piB+OA+A/0GWAV8HPzCKhnelakkVLj81AO92/ANWdKrCmKklMs2pSkQPRfbgm3CthDrz9oU93CwEZodkkAcOtKd1SwLQXdxNDrx8LG+qiZIpmlC3GaImHRz4vaywBF7D6iKWzVpmbn5MBXyJhfWUeh+BMJDSa3isLjgsiq4d2bgMP7Y3FVZhpaAz4fmQ4T0CKN/lmlHOew/tA/uvehDNfPYdNEu037dVcf3s7/sI/tZz1183L7WcyZ8RDVAMjx5FohQnJXuSe1r4mhz2hqrmTa7rPCGS5NkW38tcnPxsUPsYjGgdtGMzbweHPpo4SdsHN1nJtoV6gomB6E7ygHxAIWt5XL1fkAps7pfz4ZYVstq5lo16IYEwh5qQ+EXZx1hPafgEi9sbvHL3ZyGtBwGgF8sHn0x9jHTrRY+5rJqSMUCOeLjyF/PHalK6GPDMWMHW9OkAtFO3aqDMMZh20H29YiZo16bT1gXXxGTra3RgyPvaj8lNV9HOeGlBU10iY1MuKZv3+Z0i6B7LvxQeGxbtM8/anR4bFtom4x71s1cgXjcpPZ2UQNH0eh4Twsh/MDoiJPvkp7UXRFRPgg7bDsxIGKvP/fBvWo3KAvUnHURM59wz/rV3z7toOoG5YGyx+IXOty5Fkg58o0OS5dY/RRCcucFH8QVp9rvf9zwvrGxJccTRzWmh4qIusRHSgflK2LygY+S2kZEPnbIMMz49omYvE/Sg11HWtgYALjy4+NS69iU5ba+bD4w+jy84/OT2DrmPSsCobip9rJAS2s7Hpu7Cq1lu7msL9QcO3RkP7z0LdYrIDYPffxm6oFup6S2ZZTT4VrY7rv4KGxuacUgR5CxYGHz26k7F4jQXNZ+/eA+ATE7/gB7bCp9oh0ztrIYVsmxOYiWB5e2aPUWAG6OZsGqIGqqr4lftZINdb1N2ak/x5PHDbXe3x59m7GpZQuunjre2tc26bXvitAZOiXW0IvWxY2oTHM2p0wgyJGQBn1O27gpdUsuHZpLPxPW0Z6N7Tnpxh6279YkEGdPDjaA6htsK5dx1V/n4q4Z78jy2nAQzrhv2pCycGW1RPcjEPLXN+CaicZSwUkcZOPe+MAYPuAZAAySnIyLiOzRpxmzvnOykx2vViHPodkVrE8+ZJ9vyBUpszUl2quJai3T1ILvo4Nw6QXUgjRxtF3Zv21nsBj3coQGUcOopRety8HtxrOPwF0z3vHiAFxQz+k/T9gP/3USb32kiJ9rG+UjWtPr2Cx9dAX38P48gdMJxPyrp4ScVkOogxBYui7ynK7GYgqI1hjffCCVRiiuFt1PxOShpa7y3WdyoHItasP798BhI/vhyyeNdbbRv2dj1T4XWeGSifr4U/jANwqtgpnuMyvU3LD7QeiK9fQ8Bi75+pUfH4eBvRox0OFLQR5iuKxwLf7H7j8EN51zpF8iKA8Q7O9Qlbp0aOrS4/a3c706od6PyWYXtBPVsYmh9E1Yo5YMS9dB6BaAc1ZstI7JByGBcHEQ8lxzQyHzt1ArdDsOQsEpYqryA1HJ7ZsdNudq4qXVeeCyD1c1FqD6hZrDBceMsZ7zUVL7IOuwq71LlSnNtlvzCQwHRAu7a/GbOmEEpk5g055E7cjfXRWHp1IoQuojZHURUXXOpRNs8NjN+XzPOgcRD3ETcRA7NAKxYkNLapv/R1OOm1BBJX0Ceu4q/QPQLTmI4Nc1ZWq1oLrCTk8eMwhfOmE/XPvp+jvA1INAXHys3WxURSCodifqM+5vTDkgPK62P+UlbiXauojJxUFUNYoISjnft0fX2sf5cFDqXfkQEee3KhfRsybZHQ59JAI2xbziFNvL5TD1J+CXUfGS4+3fiNI9DXZwdOo57koC0bVmXg3hWkyqNQQd0LMR+wzu5bQYKhQIXz3lAOv5WqIezKnTI7tGIiYfjOgf+axUy7GMH94Pb63ZmsiNHbUfdeAKg+KzQPpA2eZ/KMVqqLNBPRkuRa7CeGkx5rKIMsNs27Dg+1OcBNtHoWzT85U0EZPOQbh0Rwr/r72zD7aiLuP45+FeIOEqr5cXxcsFMRRR3ksSRZlBvGhSgyUMAQqTWZTWaCaR4zSNhU5ZvhUyBWMvauNYI5blWIpTWSoUKC9eUXMUc9JSEWU0aZ7+2N9699529+y5Z3fPLvf5zJw5e3/nd37ne56zd5/9vT1P3D4Of5FCcK9DV/zzLSzMe170OAcRd9KmRZ/GXjx4+emZf05ScrhOd6KaSeo4kuzZCF6Ea52kvnbhiaycNSZypU7S1tfMP57L79rOMcPC01EmZUbrYO7+7EymHB29kKHIxDnIKS2D+OtVc2OHj6aN9ib5z6uw0a1SiPdqh5g6vbfTJHVH3KhaVxX5gTHjvr//2bUuGqiFnucgEgwxxf1oZSStScekpDVJHZfU3SeYAKnWr9mvT2PsJrBgr+n2R1/gmx8/MbTeR8YN5ZHV4Wvbq8W/SJYJ/0670qa8Sv9n44Y18fdvza99qLKWHkRIqA2IP7dvXDyl4gq8jnmquDrecz0dRM+bg3DPed9V15svzBnHPatOyeWz/JO+VhufM8kL6bBoRvT48sSIdKVZUOZTZu6E4bl9lh9JICouVjWkcXOTpAcRtaS2Y4ip8wU/Tte5k45kYUxqX+jYsBi3xcXvGdUSNbhWelwPom3iCD44vKmmzGNl5LKU5jsevGw2e18PD5nsk1YPYmrLIJ5fe3bFeqePb2Zz+6uZz3kEm//Y5PBMefXguvNOqtjbCuaNyJqlM1t5sP0Vzo4JZZ4ntSwR9Yd5Vt62pVP51R+tvBM8js+dMY533vsv58+Ijsgw2M2FvVvlfqA06XEOYvSQ/oweEj023DI4etLIgLHNTYxtjs5rDTDQndhxu4R90ggj8f0lU3nhtQOZJ3YP3jV+9/zJmX5WNXwyJmR4PRg3rIk/XDGn3jLeJ2mgux8smcqRAzsH6gxbYtw2cQTHVPgfqMSAw3rz9QXxSTSHuUnu/nXaRQ0FchAichZwA9AA/FBV1+atYc81baUeRigKV8w7jrFD+3NmgmGNShOQSejXp5HjRhxRczuVCJ4bec/rGN0n6T6StpAotV1vcu675NT3Y3ZlzbwTRrBm/vEsilnCmzWFmIMQkQbgFqANmAAsFpHa+nDdoHdDr8SRM41oDuvTwNKZrbEX0fVut/nYobWt9MkTf/d4VPRNo7jcedHJPNSNlYVd51HyzMvQ0Ev49GljOTxBVNusKEoP4kPAM6r6HICI3AksAHbVVZWRGXMnDGfjhTOYnVLwwDwY0uRNFiZZA28Ui0oRaKPoOryTVq6LslAUB3EU8GLg773Ah+ukxcgBEeGM8dFZ+YpIc1NfvjxvPGdNHFFvKUZOiAjPrz2bN995j30H0snzUiaK4iDC3PL/LcsQkYuAiwBaWrLPx2AYQUSEVTFZ64xDlyM+0DtRAqNDjaIMuO8FgjMxo4B/dK2kqutVdbqqTm9uLs/QhGEYRhkpioN4HDhWRMaISB9gEbCpzpoMwzB6NIUYYlLVgyLyeeB+vGWuG1R1Z51lGYZh9GgK4SAAVPU+4L566zAMwzA8ijLEZBiGYRQMcxCGYRhGKOYgDMMwjFDMQRiGYRihiNaaF7FOiMh+oD3i5RbghQpNDAD2FahOEs15a0pLd5J20tSUp+4860A5deepOc22imbrpPUq6R6vqsmCSqlqKR/AlpjXXk3w/vUFq1NRc1l1J2mnrLrzrFNW3XlqLqvulL9brO64a2fXx6E6xPRGgjr3FqxOEs1pfl6eupO0k7Re0XTnWQfKqTtPzWm2VTRbJ62X9FpSkTIPMW1R1dA0WXGvFZUyagbTnTdl1F1GzXDo6q7me5W5B7G+m68VlTJqBtOdN2XUXUbNcOjqTvy9StuDMAzDMLKlzD0IwzAMI0NK4SBEZIOIvCIiOwJlk0TkzyLypIjcKyJHuPI+IrLRlW8XkdMD75nmyp8RkRsl48TCKereLCLtIrLNPTLLtCMiR4vIQyKyW0R2isilrnywiDwgInvc86DAe1Y7m7aLyLxAeW72Tll3Ye0tIkNc/bdE5OYubeVi75Q1F9nWc0Vkq7PpVhGZE2irsOd2Bd3V2Tvpcqd6PoDTgKnAjkDZ48Bsd7wC+IY7XgVsdMfDgK1AL/f3Y8BMvARFvwHaSqJ7MzA9J1uPBKa648OBp/HyhF8HXOnKrwSudccTgO1AX2AM8CzQkLe9U9ZdZHv3B2YBFwM3d2krF3unrLnItp4CHOmOJwIv5W3rDHRXZe/Mf5QUjdRK5wvtm3TMoRwN7HLHtwCfCtT7PV7O65HAU4HyxcCtRdfdnR81Zf33AHPxNiWODJyw7e54NbA6UP9+949TF3vXqrvo9g7Uu4DAxbae9u6u5rLY2pUL8G+8G4pCn9tRurtj71IMMUWwAzjXHX+Cjox024EFItIoImOAae61o/Ay1/nsdWV5U61un42uS3hVlt3ZICLSinc38igwXFVfBnDPftc0LJ/4UdTR3jXq9imqvaOoi71r1OxTBlsvBP6mqu9S/HM7SFC3T2J7l9lBrABWichWvG7Xf1z5BrwfbAvwPeAR4CAJ817nQLW6AZao6onAqe6xNGuRItIE3A18UVXfjKsaUqYx5ZmSgm4otr0jmwgpy9TeKWiGEthaRE4ArgU+4xeFVCvSue3X76obqrR3aR2Eqj6lqmeq6jTgDrwxZFT1oKp+SVUnq+oCYCCwB+/iOyrQRGje6wLqRlVfcs/7gdvxhswyQ0R6452IP1PVX7jif4rISPf6SOAVVx6VTzx3e6eku+j2jiJXe6ekufC2FpFRwC+BZar6rCsu+rkdpbtqe5fWQfiz7yLSC/gasM793U9E+rvjucBBVd3lumD7ReRk161ahjeWV2jdbshpqCvvDZyDN0yVlT4BfgTsVtXrAy9tApa74+V02G4TsEhE+rqhsWOBx/K2d1q6S2DvUPK0d1qai25rERkI/BpvrupPfuWin9tRurtl77wmVmqclLkDeBl4D897rwQuxZvNfxpYS8fEbyve5M1u4HfA6EA7051BngVu9t9TZN14K0C2Ak8AO4EbcKttMtI8C6+7/ASwzT3mA0PwJs73uOfBgfescTZtJ7CaI097p6W7JPZ+HngNeMudVxPytHdamotua7wbuLcDdbcBw4p+bkfp7o69bSe1YRiGEUpph5gMwzCMbDEHYRiGYYRiDsIwDMMIxRyEYRiGEYo5CMMwDCMUcxCGkQEicrGILKuifqsEov4aRhForLcAwzjUEJFGVV1Xbx2GUSvmIAwjBBcU7bd4QdGm4G1sXAYcD1wPNAH/Ai5Q1ZdFZDNe/KxTgE0icjjwlqp+W0Qm4+2Y74e3sWqFqr4uItPwYnAdAP6Y37czjGTYEJNhRDMeWK+qJ+GFaV8F3AScp14srQ3ANYH6A1V1tqp+p0s7Pwa+4tp5ErjalW8ELlHVmVl+CcPoLtaDMIxoXtSOWDY/Bb6Kl4DlARcluQEvlIrPz7s2ICID8BzHw67oNuCukPKfAG3pfwXD6D7mIAwjmq5xaPYDO2Pu+N+uom0Jad8wCoUNMRlGNC0i4juDxcBfgGa/TER6u5j7kajqPuB1ETnVFS0FHlbVN4B9IjLLlS9JX75h1Ib1IAwjmt3AchG5FS9i5k14qUlvdENEjXjJnXZWaGc5sE5E+gHPARe68guBDSJywLVrGIXCorkaRghuFdOvVHVinaUYRt2wISbDMAwjFOtBGIZhGKFYD8IwDMMIxRyEYRiGEYo5CMMwDCMUcxCGYRhGKOYgDMMwjFDMQRiGYRih/A/FNFg8UDbJYwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "SyntaxError",
+     "evalue": "invalid syntax (<ipython-input-17-8d07a9158392>, line 1)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-17-8d07a9158392>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    Très serré, prenons une partie récente.\u001b[0m\n\u001b[0m             ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+     ]
+    }
+   ],
+   "source": [
+    "Très serré, prenons une partie récente."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f430a2c4780>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-200:].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Bien mais les mois sont difficiles à distinguer, réduisons donc encore."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f430a299128>"
+      ]
+     },
+     "execution_count": 19,
+     "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'][-100:].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f430a15ee10>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-200:-100].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f430a10bf28>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-250:-150].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f430a034dd8>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-250:-200].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4309f20828>"
+      ]
+     },
+     "execution_count": 23,
+     "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'][-350:-250].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4309ebbcc0>"
+      ]
+     },
+     "execution_count": 24,
+     "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'][-450:-350].plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il y a un pic épidémique au mois d'avril qui s'étale jusqu'à Juillet.\n",
+    "Le minimum a lieu au mois de Septembre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "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 Septembre de l'année $N$ au\n",
+    "1er août de l'année $N+1$.\n",
+    "Le mois change par rapport au dernier exercice."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il faut commencer par l'année 1991."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                     for y in range(1991,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Period('1991-08-26/1991-09-01', 'W-SUN'),\n",
+       " Period('1992-08-31/1992-09-06', 'W-SUN'),\n",
+       " Period('1993-08-30/1993-09-05', 'W-SUN'),\n",
+       " Period('1994-08-29/1994-09-04', 'W-SUN'),\n",
+       " Period('1995-08-28/1995-09-03', 'W-SUN'),\n",
+       " Period('1996-08-26/1996-09-01', 'W-SUN'),\n",
+       " Period('1997-09-01/1997-09-07', 'W-SUN'),\n",
+       " Period('1998-08-31/1998-09-06', 'W-SUN'),\n",
+       " Period('1999-08-30/1999-09-05', 'W-SUN'),\n",
+       " Period('2000-08-28/2000-09-03', 'W-SUN'),\n",
+       " Period('2001-08-27/2001-09-02', 'W-SUN'),\n",
+       " Period('2002-08-26/2002-09-01', 'W-SUN'),\n",
+       " Period('2003-09-01/2003-09-07', 'W-SUN'),\n",
+       " Period('2004-08-30/2004-09-05', 'W-SUN'),\n",
+       " Period('2005-08-29/2005-09-04', 'W-SUN'),\n",
+       " Period('2006-08-28/2006-09-03', 'W-SUN'),\n",
+       " Period('2007-08-27/2007-09-02', 'W-SUN'),\n",
+       " Period('2008-09-01/2008-09-07', 'W-SUN'),\n",
+       " Period('2009-08-31/2009-09-06', 'W-SUN'),\n",
+       " Period('2010-08-30/2010-09-05', 'W-SUN'),\n",
+       " Period('2011-08-29/2011-09-04', 'W-SUN'),\n",
+       " Period('2012-08-27/2012-09-02', 'W-SUN'),\n",
+       " Period('2013-08-26/2013-09-01', 'W-SUN'),\n",
+       " Period('2014-09-01/2014-09-07', 'W-SUN'),\n",
+       " Period('2015-08-31/2015-09-06', 'W-SUN'),\n",
+       " Period('2016-08-29/2016-09-04', 'W-SUN'),\n",
+       " Period('2017-08-28/2017-09-03', 'W-SUN'),\n",
+       " Period('2018-08-27/2018-09-02', 'W-SUN'),\n",
+       " Period('2019-08-26/2019-09-01', 'W-SUN'),\n",
+       " Period('2020-08-31/2020-09-06', 'W-SUN'),\n",
+       " Period('2021-08-30/2021-09-05', 'W-SUN'),\n",
+       " Period('2022-08-29/2022-09-04', 'W-SUN'),\n",
+       " Period('2023-08-28/2023-09-03', 'W-SUN')]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "first_september_week"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code. On effectue la sommation des cas hebdomadaires."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_september_week[:-1],\n",
+    "                        first_september_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    assert abs(len(one_year)-52) < 2\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Voici les incidences annuelles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4309db1a58>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.plot(style='*')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2020    221186\n",
+       "2023    366227\n",
+       "2021    376290\n",
+       "2002    516689\n",
+       "2018    542312\n",
+       "2017    551041\n",
+       "1996    564901\n",
+       "2019    584066\n",
+       "2015    604382\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2012    624573\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2022    641397\n",
+       "2011    642368\n",
+       "1993    643387\n",
+       "1995    652478\n",
+       "1994    661409\n",
+       "1998    677775\n",
+       "1997    683434\n",
+       "2014    685769\n",
+       "2013    698332\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "1999    756456\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2016    782114\n",
+       "2010    829911\n",
+       "1992    832939\n",
+       "2009    842373\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Avec les données actuelles , 3 Avril 2023, l'épidémie la plus forte a lieu en 2009,\n",
+    "la plus faible en 2020."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +1293,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-