From 77406e3f1b5668be07f92f599185baa3bea99a8f Mon Sep 17 00:00:00 2001 From: TatianaAS-Geo <61624361+TatianaAS-Geo@users.noreply.github.com> Date: Thu, 16 Nov 2023 12:41:24 -0500 Subject: [PATCH 1/9] Add files Add data set files --- time_series_covid19_confirmed_US.csv | 3343 ++++++++++++++++++++++ time_series_covid19_confirmed_global.csv | 290 ++ time_series_covid19_deaths_US.csv | 3343 ++++++++++++++++++++++ time_series_covid19_deaths_global.csv | 290 ++ time_series_covid19_recovered_global.csv | 275 ++ 5 files changed, 7541 insertions(+) create mode 100644 time_series_covid19_confirmed_US.csv create mode 100644 time_series_covid19_confirmed_global.csv create mode 100644 time_series_covid19_deaths_US.csv create mode 100644 time_series_covid19_deaths_global.csv create mode 100644 time_series_covid19_recovered_global.csv diff --git a/time_series_covid19_confirmed_US.csv b/time_series_covid19_confirmed_US.csv new file mode 100644 index 0000000..972c78d --- /dev/null +++ b/time_series_covid19_confirmed_US.csv @@ -0,0 +1,3343 @@ 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+84027073,US,USA,840,27073.0,Lac qui Parle,Minnesota,US,44.9973857,-96.17488219,"Lac qui 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+84027075,US,USA,840,27075.0,Lake,Minnesota,US,47.64270764,-91.44557998,"Lake, Minnesota, 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+84027077,US,USA,840,27077.0,Lake of the Woods,Minnesota,US,48.77217001,-94.90274472,"Lake of the Woods, Minnesota, 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+84032027,US,USA,840,32027.0,Pershing,Nevada,US,40.44003782,-118.40056409999998,"Pershing, Nevada, 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US",0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,3,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,7,7,7,7,8,8,8,9,9,9,9,9,9,10,11,11,11,11,12,14,15,15,15,15,15,17,20,21,22,23,23,24,25,32,38,43,45,47,48,52,55,57,64,65,66,68,72,78,80,82,87,89,90,91,91,91,93,94,94,99,99,100,102,103,105,105,105,106,106,106,110,112,112,115,116,117,117,118,119,119,123,126,130,132,133,133,133,138,140,145,147,153,154,154,156,160,161,165,167,167,167,168,170,171,173,173,173,175,178,180,181,187,189,193,193,194,199,198,203,206,208,208,211,214,218,219,225,226,227,227,229,235,236,241,245,245,265,270,272,280,297,298,304,310,315,322,328,329,330,331,333,342,342,345,347,350,350,355,358,368,387,391,393,400,400,419,439,441,445,467,473,479,491,498,506,508,515,519,521,527,558,582,582,594,594,598,603,607,608,613,617,623,630,637,639,643,647,654,658,661,674,683,695,699,702,703,704,708,716,726,730,729,729,736,741,745,750,759,761,762,769,770,770,772,776,776,776,776,779,784,784,784,788,788,789,794,794,799,801,805,805,810,812,812,814,816,817,817,817,817,818,818,818,822,822,825,826,827,827,834,834,837,840,843,847,852,856,857,857,859,871,871,880,885,885,889,899,902,904,907,907,907,911,915,923,931,941,967,975,980,994,1010,1022,1042,1057,1060,1069,1076,1122,1140,1148,1153,1162,1164,1176,1189,1202,1206,1217,1218,1221,1223,1232,1234,1234,1237,1237,1240,1242,1245,1246,1248,1250,1250,1250,1254,1256,1259,1265,1266,1268,1271,1271,1271,1271,1271,1272,1272,1273,1273,1273,1273,1273,1273,1273,1273,1273,1274,1274,1274,1274,1274,1274,1275,1275,1275,1275,1276,1276,1276,1277,1277,1277,1277,1277,1277,1277,1277,1277,1278,1278,1278,1278,1278,1277,1278,1278,1278,1278,1278,1278,1283,1283,1283,1286,1286,1286,1287,1287,1297,1298,1301,1301,1301,1302,1302,1302,1307,1310,1310,1310,1315,1315,1317,1318,1324,1324,1326,1335,1336,1345,1351,1357,1360,1360,1362,1377,1393,1399,1405,1410,1419,1425,1436,1445,1455,1457,1461,1477,1480,1482,1488,1498,1501,1501,1501,1501,1508,1513,1519,1520,1520,1520,1521,1529,1535,1535,1540,1540,1540,1540,1541,1542,1543,1543,1543,1542,1543,1545,1545,1547,1547,1547,1547,1548,1549,1550,1551,1552,1551,1552,1553,1555,1555,1556,1556,1556,1556,1557,1558,1559,1561,1561,1561,1562,1563,1563,1564,1564,1565,1565,1566,1567,1567,1567,1567,1567,1567,1568,1570,1570,1577,1577,1577,1577,1577,1577,1577,1578,1578,1578,1580,1580,1582,1585,1585,1585,1585,1586,1586,1588,1587,1588,1589,1591,1594,1595,1595,1597,1599,1599,1599,1599,1601,1602,1610,1614,1626,1635,1643,1646,1667,1696,1696,1760,1787,1796,1798,1841,1909,1984,1984,2088,2090,2093,2117,2145,2215,2240,2265,2276,2277,2377,2442,2500,2571,2588,2624,2625,2634,2669,2714,2747,2774,2784,2784,2814,2824,2847,2853,2866,2867,2867,2875,2883,2892,2898,2916,2916,2916,2918,2924,2927,2934,2937,2937,2936,2938,2939,2940,2942,2944,2944,2944,2944,2945,2945,2946,2946,2947,2947,2947,2947,2950,2951,2951,2951,2951,2951,2953,2954,2954,2957,2957,2958,2958,2960,2960,2961,2961,2961,2961,2961,2961,2961,2965,2967,2969,2969,2970,2972,2979,2984,2988,2990,2990,3000,3017,3025,3034,3042,3043,3043,3053,3073,3073,3073,3115,3118,3118,3144,3176,3216,3253,3279,3303,3308,3317,3361,3380,3443,3454,3458,3459,3475,3517,3540,3566,3567,3587,3588,3602,3631,3651,3677,3705,3717,3720,3748,3783,3811,3840,3858,3862,3863,3889,3911,3921,3938,3946,3951,3954,3962,3973,3981,4000,4012,4021,4021,4035,4074,4091,4101,4120,4133,4135,4162,4182,4191,4209,4238,4239,4239,4245,4278,4302,4319,4334,4334,4334,4352,4370,4387,4401,4405,4405,4405,4405,4405,4473,4481,4494,4497,4497,4501,4521,4531,4531,4550,4552,4556,4567,4588,4592,4616,4628,4629,4630,4636,4640,4651,4674,4689,4691,4692,4723,4767,4789,4802,4832,4840,4840,4876,4906,4923,4938,4944,4945,4945,4963,4978,4985,4991,5009,5014,5017,5025,5042,5055,5069,5074,5080,5080,5090,5099,5106,5115,5122,5124,5124,5127,5137,5140,5140,5151,5155,5156,5159,5169,5177,5179,5179,5179,5179,5179,5181,5182,5188,5193,5194,5194,5194,5208,5211,5211,5213,5216,5216,5219,5222,5228,5236,5240,5241,5242,5242,5247,5251,5251,5256,5257,5257,5258,5258,5258,5258,5273,5273,5274,5279,5283,5289,5298,5303,5304,5304,5307,5320,5323,5325,5330,5333,5331,5334,5340,5343,5346,5346,5347,5347,5351,5351,5374,5375,5380,5380,5384,5385,5387,5387,5387,5391,5391,5392,5399,5399,5411,5413,5420,5420,5419,5422,5431,5438,5442,5451,5453,5454,5458,5466,5470,5472,5475,5476,5476,5481,5491,5496,5501,5501,5501,5506,5506,5506,5511,5515,5515,5515,5523,5524,5526,5530,5530,5532,5532,5532,5537,5547,5556,5558,5560,5561,5563,5571,5580,5584,5591,5592,5592,5592,5602,5612,5615,5620,5625,5626,5628,5633,5641,5649,5650,5651,5651,5651,5652,5655,5658,5664,5664,5664,5665,5666,5671,5673,5677,5678,5679,5680,5681,5681,5684,5687,5690,5690,5690,5692,5699,5701,5702,5703,5704,5705,5705,5705 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diff --git a/time_series_covid19_confirmed_global.csv b/time_series_covid19_confirmed_global.csv new file mode 100644 index 0000000..7c16e25 --- /dev/null +++ b/time_series_covid19_confirmed_global.csv @@ -0,0 +1,290 @@ 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Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,3,4,6,9,19,32,39,39,53,62,71,77,78,80,84,87,91,93,96,96,96,99,100,103,103,103,102,103,103,103,103,103,103,104,104,104,104,105,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,111,112,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,124,129,131,133,152,169,191,207,219,226,245,261,291,300,314,335,361,374,386,398,421,433,451,483,498,509,528,548,563,587,602,617,630,652,665,680,710,725,742,749,765,782,798,817,849,874,893,906,928,959,1011,1063,1101,1129,1162,1190,1231,1271,1296,1326,1358,1386,1437,1483,1518,1538,1571,1588,1612,1636,1664,1677,1701,1710,1719,1731,1741,1749,1759,1768,1775,1780,1788,1803,1816,1822,1840,1853,1866,1884,1893,1902,1917,1928,1943,1953,1965,1971,1996,2013,2027,2042,2053,2072,2087,2095,2103,2110,2117,2124,2130,2134,2142,2146,2153,2159,2165,2167,2175,2179,2179,2196,2197,2200,2204,2210,2222,2242,2260,2278,2291,2307,2365,2450,2552,2694,2765,2942,3186,3311,3559,3564,4010,4919,5323,5323,7054,8021,9553,9429,12300,13248,13248,15834,17378,19908,21174,22396,23761,23761,27618,28510,28472,29240,30634,31366,31941,33071,33933,34418,34976,35520,36031,36474,37023,37426,37875,38143,38432,38698,38698,39613,40113,40538,40946,41380,41755,42163,42720,43246,43768,44100,44651,45086,45662,46591,47247,48187,48670,49088,49541,50214,51244,51916,52944,53607,54149,54683,55321,56474,57278,58021,58687,59305,59881,60654,61857,63148,64219,65341,66267,67243,68257,69571,70659,71683,72571,73344,74017,75421,76537,77714,78696,79515,80229,80964,81821,81821,82970,85177,86102,86887,87634,88543,89510,90567,90567,92330,92330,93713,94486,95625,96854,97825,98760,99485,99485,100927,101899,101899,103220,103220,104941,105739,106705,107769,108830,109879,110846,111599,112407,113368,114564,115688,116905,117882,118728,119548,120638,121713,122718,123655,124477,125220,125828,126633,127556,128440,129263,130085,130664,130664,131938,132735,133582,134286,134286,134286,134286,136860,137664,138407,138919,139894,140519,140519,141660,142629,143656,144597,145457,146264,147096,147942,148996,150123,151113,152199,153012,153939,155047,156472,157678,158826,160133,161158,162259,163404,164870,166162,167863,168983,169928,171071,172245,173590,174957,176165,176165,178225,179112,180333,181294,182701,183592,184636,185348,186138,187087,188191,189191,190198,190917,191473,191457,192138,192994,193557,194215,194705,195115,195621,196098,196642,197094,197561,197883,198193,198480,198866,199292,199673,199919,199919,200357,200570,200828,201089,201338,201579,201789,201956,202107,202308,202543,202737,202895,202895,203199,203320,203476,203613,203786,203786,203680,203680,203680,203680,203680,203680,204471,204397,204397,204397,204397,204397,204397,205128,205128,205128,205128,205128,205128,205128,205752,205752,205752,205752,205752,205752,205752,205752,206285,206285,206285,206285,206285,206285,206938,206938,206938,206938,206938,206938,206938,207667,207667,207667,207667,207667,207667,207667,208495,208495,208495,208495,208495,208495,208495,209414,209414,209414,209414,209414,209414,209414,210609,210609,210609,210609,210609,210609,210609,212092,212092,212092,212092,212092,212092,212092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+New South Wales,Australia,-33.8688,151.2093,0,0,0,0,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,13,22,22,26,28,38,48,55,65,65,92,112,134,171,210,267,307,353,436,669,669,818,1029,1219,1405,1617,1791,2032,2032,2182,2298,2389,2493,2580,2637,2686,2734,2773,2822,2857,2857,2863,2870,2886,2897,2926,2936,2957,2963,2969,2971,2976,2982,2994,3002,3004,3016,3016,3025,3030,3035,3033,3035,3042,3044,3047,3051,3053,3053,3053,3059,3063,3071,3074,3075,3076,3078,3081,3082,3084,3086,3087,3090,3092,3089,3090,3092,3092,3095,3098,3104,3104,3106,3110,3110,3109,3112,3114,3117,3117,3115,3119,3128,3131,3134,3135,3137,3143,3144,3149,3151,3150,3159,3162,3168,3174,3177,3184,3189,3203,3211,3211,3405,3419,3429,3433,3440,3453,3467,3474,3478,3492,3505,3517,3527,3535,3550,3568,3588,3599,3614,3633,3640,3654,3668,3685,3699,3718,3736,3756,3773,3784,3797,3809,3820,3832,3842,3851,3861,3875,3897,3915,3927,3936,3945,3950,3957,3959,3966,3971,3972,3981,3985,3988,3991,3997,4006,4019,4033,4040,4050,4063,4079,4091,4099,4104,4114,4118,4126,4135,4142,4152,4157,4166,4170,4177,4185,4190,4196,4198,4200,4204,4206,4212,4213,4217,4218,4218,4218,4220,4224,4227,4231,4232,4234,4235,4246,4249,4261,4271,4273,4278,4284,4295,4310,4321,4326,4333,4338,4342,4347,4357,4363,4370,4375,4382,4386,4398,4406,4411,4417,4421,4425,4432,4435,4443,4445,4454,4459,4462,4469,4469,4469,4469,4469,4469,4486,4498,4502,4509,4514,4517,4527,4538,4542,4548,4552,4552,4556,4564,4568,4577,4582,4588,4597,4603,4605,4610,4614,4620,4622,4624,4633,4639,4642,4645,4650,4657,4666,4682,4712,4748,4771,4789,4805,4823,4832,4847,4858,4872,4881,4906,4923,4928,4947,4958,4965,4973,4978,4984,4995,5001,5007,5018,5034,5041,5043,5045,5057,5066,5074,5076,5079,5084,5083,5084,5087,5090,5091,5093,5096,5099,5101,5104,5110,5112,5114,5117,5117,5119,5120,5123,5125,5129,5132,5134,5136,5138,5138,5139,5143,5143,5145,5146,5149,5150,5154,5155,5162,5166,5172,5177,5180,5183,5189,5193,5205,5207,5209,5210,5215,5220,5226,5234,5234,5237,5240,5242,5249,5251,5256,5259,5261,5266,5270,5273,5277,5278,5281,5281,5283,5288,5291,5296,5296,5299,5300,5303,5310,5316,5318,5320,5324,5330,5339,5344,5347,5356,5363,5370,5376,5384,5387,5395,5402,5418,5419,5420,5428,5440,5449,5464,5477,5481,5484,5489,5496,5506,5516,5521,5527,5533,5538,5542,5546,5551,5552,5555,5558,5560,5563,5565,5567,5567,5568,5570,5572,5574,5576,5576,5579,5580,5585,5587,5587,5588,5590,5590,5590,5595,5600,5605,5607,5610,5611,5612,5613,5619,5623,5626,5629,5631,5637,5642,5649,5655,5666,5684,5695,5725,5756,5778,5798,5826,5854,5886,5926,5942,5979,5997,6025,6064,6109,6161,6243,6359,6452,6551,6618,6716,6833,6942,7042,7121,7233,7357,7492,7651,7792,7943,8118,8294,8531,8703,8915,9153,9360,9562,9795,10063,10354,10662,10917,11201,11558,11902,12245,12629,13092,13503,13978,14416,15043,15717,16353,17173,17995,18800,19545,20466,21471,22346,23372,24585,25857,27026,28111,29390,30807,32323,33792,35064,36267,37724,39108,40616,42219,43436,44674,45782,47007,48341,49611,50919,51986,52922,53898,54919,55962,56988,57983,58931,59709,60561,61420,62353,63212,64014,64668,65279,65876,66456,67024,67669,68246,68712,69205,69552,69993,70391,70781,71099,71399,71658,71923,72202,72560,72899,73212,73500,73785,74057,74362,74634,74887,75112,75278,75407,75578,75766,76073,76314,76580,76824,76988,77207,77417,77671,77951,78200,78393,78556,78766,78994,79254,79468,79646,79821,79997,80163,80408,80681,80938,81170,81355,81499,81674,81916,82180,82514,82837,83118,83321,83572,83967,84384,84895,85447,85924,86453,87248,88595,90333,92532,95000,97558,100040,103073,106810,112496,118074,124322,130701,137011,143042,154191,166373,187504,210051,228307,249064,272160,307214,342133,380550,425593,455529,475731,501389,536025,628289,690758,738891,773447,802690,832520,864817,895004,919876,939615,960099,975564,994277,1015495,1033364,1083622,1103219,1121481,1139787,1086483,1098290,1110567,1121265,1129418,1137311,1144748,1154133,1164346,1174476,1183196,1191283,1197969,1197772,1212157,1222461,1232370,1241579,1249104,1254643,1259503,1268170,1277082,1285301,1292781,1299750,1305734,1311556,1320379,1330995,1342280,1351710,1361680,1370440,1379425,1392422,1405566,1421796,1435768,1448586,1461656,1470546,1481203,1511588,1531630,1551598,1570591,1587348,1602275,1623168,1647233,1671995,1695597,1715381,1732801,1749000,1770374,1795558,1817625,1843078,1863375,1880117,1895689,1914764,1938880,1961044,1981387,1998901,2014552,2028020,2043185,2061416,2079216,2094537,2108012,2117659,2128733,2139530,2154919,2172295,2187511,2200063,2211139,2219043,2228872,2241017,2254742,2266604,2278053,2287281,2294900,2304435,2316269,2334360,2345156,2356642,2365484,2373235,2383412,2395359,2407720,2419692,2430624,2439636,2447877,2458811,2471023,2481957,2492007,2501574,2510058,2517185,2525905,2534852,2545751,2554405,2561865,2568373,2574203,2581518,2589877,2597439,2604827,2611404,2616540,2620999,2627377,2635180,2643350,2650858,2657087,2662465,2667026,2672176,2679407,2688494,2696819,2704914,2711234,2717292,2725064,2734519,2743680,2752776,2761005,2768461,2775310,2783915,2794932,2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Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,6,8,11,11,11,17,17,17,18,18,33,45,51,66,68,70,81,91,91,91,98,103,105,105,108,112,112,114,116,116,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,123,126,128,129,132,132,133,135,136,136,136,137,146,147,151,153,154,157,157,160,163,164,164,164,164,164,164,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,165,166,166,166,166,166,167,168,168,168,168,169,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,170,174,176,176,176,176,176,177,178,180,180,184,186,186,186,186,186,188,188,189,189,190,190,190,191,191,191,191,191,192,192,192,192,192,192,192,192,193,193,193,193,194,194,194,194,194,194,194,196,196,197,199,200,200,200,200,200,200,200,200,201,201,203,205,222,225,238,258,272,278,284,292,292,297,297,310,313,313,319,322,324,326,328,331,334,337,341,342,343,344,344,344,347,349,350,353,354,355,355,355,356,358,364,367,375,379,388,392,401,424,430,445,450,453,465,477,481,495,501,508,514,520,528,530,534,536,541,542,546,554,555,557,558,559,567,573,573,578,574,578,580,585,587,588,590,592,593,595,596,599,601,611,618,635,662,693,717,735,765,779,800,817,836,859,884,911,947,973,1004,1025,1057,1087,1104,1124,1151,1161,1175,1202,1218,1230,1256,1264,1288,1302,1318,1325,1337,1344,1346,1361,1375,1377,1382,1398,1400,1401,1404,1407,1411,1417,1420,1424,1424,1424,1426,1427,1428,1430,1430,1431,1435,1438,1443,1447,1453,1455,1460,1460,1460,1462,1465,1465,1470,1471,1476,1477,1484,1486,1489,1490,1498,1505,1517,1546,1559,1571,1577,1588,1601,1613,1623,1632,1641,1652,1662,1665,1679,1686,1694,1713,1722,1732,1736,1752,1760,1767,1778,1788,1797,1797,1804,1823,1839,1847,1851,1858,1882,1890,1900,1915,1933,1939,1954,1958,1969,1980,1988,1996,2002,2013,2015,2024,2040,2045,2052,2063,2073,2083,2091,2098,2113,2115,2129,2144,2153,2163,2172,2181,2191,2200,2212,2215,2227,2243,2253,2262,2265,2266,2267,2280,2283,2284,2291,2298,2299,2302,2305,2309,2311,2316,2318,2318,2319,2320,2322,2323,2324,2325,2326,2329,2332,2332,2336,2336,2337,2338,2336,2336,2336,2336,2336,2336,2336,2336,2336,2343,2345,2345,2346,2346,2346,2346,2347,2350,2350,2350,2351,2352,2354,2358,2365,2365,2383,2383,2394,2396,2409,2414,2414,2434,2439,2447,2460,2471,2490,2490,2490,2530,2543,2559,2582,2614,2614,2614,2672,2687,2697,2705,2721,2721,2721,2760,2763,2774,2784,2798,2798,2798,2798,2852,2868,2885,2909,2909,2909,3031,3066,3129,3180,3237,3237,3237,3436,3501,3577,3629,3707,3768,3850,3936,4004,4088,4187,4272,4412,4505,4580,4670,4741,4857,4987,5087,5160,5258,5367,5449,5582,5669,5735,5793,5846,5896,5965,6032,6072,6112,6163,6185,6206,6263,6332,6380,6413,6445,6476,6516,6576,6615,6666,6716,6769,6813,6865,6934,7004,7069,7129,7194,7234,7268,7350,7422,7512,7579,7669,7731,7806,7893,7988,8087,8172,8217,8263,8318,8411,8506,8603,8680,8798,8869,8938,9049,9223,9366,9492,9604,9704,9813,9973,10150,10313,10446,10554,10672,10828,11065,11322,11587,11587,11587,12226,12532,13018,13590,14272,14272,14272,16820,17566,18345,19017,19857,20278,20479,20699,20890,21249,21553,21979,22388,22768,23173,23503,24001,24489,25003,25465,25465,26391,26741,26741,27649,28045,28442,28716,28885,29113,29494,29905,30306,30602,30756,31017,31276,31597,31948,32307,32610,32876,33066,33342,33647,33968,34222,34222,34222,34222,35370,35670,36035,36417,36417,36417,37482,37769,38155,38546,38937,38937,38937,40070,40312,40654,41109,41512,41512,41512,41512,42320,42320,42320,42320,42320,42320,42320,45101,45101,45101,45101,45101,45101,45101,48197,48197,48197,48197,51854,51854,51854,51854,51854,51854,51854,55812,55812,55812,55812,55812,55812,55812,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,58768,60756,60756,60756,60756,60756,60756,60756,62148,62148,62148,62148,62148,62148,62148,63486,63486,63486,63486,63486,63486,63486,64490,64490,64490,64490,64490,64490,64490,65258,65258,65258,65258,65258,65258,65258,65812,65812,65812,65812,65812,65812,65812,66345,66345,66345,66816,66816,66816,66816,66816,66816,66816,67241,67241,67241,67241,67241,67241,67241,67725,67725,67725,67725,67725,67725,67725,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,68493,69537,69537,69537,69537,69537,69537,69537,70541,70541,70541,70541,70541,70541,70541,71479,71479,71479,71479,71479,71479,71479,72226,72226,72226,72226,72226,72226,72226,72968,72968,72968,72968,72968,72968,72968,73643,73643,73643,73643,73643,73643,73643,74440,74440,74440,74440,74440,74440,74440,75152,75152,75152,75152,75152,75152,75152,75741,75741,75741,75741,75741,75741,75741,76316,76316,76316,76316,76316,76316,76316,76902,76902,76902,76902,76902,76902,76902,76902,76902,76902,77460,77460,77460,77460,78056,78056,78056,78056,78056,78056,78056,78687,78687,78687,78687,78687,78687,78687,78687,78687,78687,79434,79434,79434,79434,80126,80126,80126,80126,80126,80126,80126,80126,80126,80126,80715,80715,80715,80715,80715,8071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+Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,4,6,9,24,35,35,82,102,120,135,148,152,175,183,183,195,217,226,228,232,236,239,241,242,244,244,247,252,256,256,256,256,256,256,256,256,257,258,258,258,258,258,259,259,259,259,259,259,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,260,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,261,262,262,262,262,262,262,262,262,262,262,262,263,264,264,265,265,266,266,266,266,266,266,266,266,266,266,266,266,267,267,267,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,268,269,269,269,269,269,269,269,269,270,270,270,270,270,270,270,271,271,271,271,271,271,272,272,272,272,272,272,272,272,272,273,273,273,274,275,275,276,277,277,277,277,277,279,282,282,283,283,283,284,287,287,287,287,287,287,288,288,289,290,291,291,291,291,291,291,291,291,291,292,294,294,296,297,297,297,298,298,299,301,303,303,305,307,308,311,316,319,321,323,324,327,331,333,337,338,339,340,340,343,347,351,351,352,353,354,355,358,358,359,359,364,367,372,380,382,382,383,384,384,384,384,387,389,390,390,390,390,390,390,391,392,392,392,392,392,393,393,393,393,394,395,395,396,396,396,396,397,398,398,398,398,398,400,404,408,408,408,408,408,410,411,412,415,416,427,457,510,610,660,686,697,704,711,755,803,863,901,926,939,954,962,972,976,980,987,989,994,997,1002,1003,1005,1006,1009,1010,1010,1011,1012,1012,1012,1012,1013,1013,1014,1014,1014,1014,1014,1014,1015,1015,1015,1015,1016,1016,1018,1019,1020,1020,1020,1020,1020,1020,1021,1022,1025,1029,1029,1030,1031,1034,1036,1039,1042,1043,1046,1048,1049,1052,1053,1056,1058,1062,1062,1066,1068,1076,1081,1099,1104,1108,1114,1120,1127,1133,1138,1141,1156,1166,1173,1179,1184,1193,1203,1209,1212,1216,1226,1230,1253,1258,1269,1273,1279,1293,1302,1309,1311,1317,1334,1340,1342,1347,1352,1354,1357,1360,1365,1368,1374,1375,1379,1381,1382,1383,1383,1383,1383,1383,1384,1384,1384,1384,1384,1384,1385,1385,1386,1386,1387,1387,1387,1400,1400,1400,1400,1402,1402,1402,1402,1407,1410,1433,1433,1433,1433,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1437,1440,1440,1441,1441,1443,1443,1443,1443,1443,1443,1443,1447,1447,1447,1450,1450,1456,1456,1458,1458,1458,1460,1460,1462,1462,1469,1469,1469,1478,1478,1486,1486,1491,1491,1491,1506,1511,1520,1520,1532,1532,1532,1541,1541,1551,1551,1555,1555,1555,1570,1586,1609,1609,1654,1668,1692,1717,1731,1747,1747,1788,1797,1805,1819,1824,1833,1840,1848,1848,1848,1848,1869,1873,1877,1881,1881,1881,1889,1889,1898,1898,1928,1928,1928,1964,1964,1984,1984,1992,1992,1992,1994,1994,1995,1995,2003,2003,2003,2012,2012,2019,2019,2025,2025,2025,2027,2027,2031,2031,2035,2035,2035,2038,2038,2042,2042,2048,2048,2048,2057,2057,2059,2059,2064,2064,2064,2071,2071,2076,2076,2078,2078,2078,2093,2093,2106,2106,2152,2175,2213,2240,2267,2327,2427,2512,2512,2512,2869,3063,3375,3724,4155,4597,5063,5582,6075,6554,7057,7537,7949,8316,9451,10201,10931,11617,12092,12406,12790,13032,13327,13838,14198,14522,14805,15166,15515,15811,16115,16493,16758,16966,17176,17359,17538,17786,17984,18242,18464,18574,18740,18950,19200,19443,19710,19954,20191,20365,20578,20757,21073,21307,21613,21737,21974,22220,22468,22755,23147,23443,23699,24026,24392,24781,25278,25728,26197,26529,26972,27507,28103,28783,29365,30100,30627,31070,31553,31553,32113,32113,32113,32113,33385,34607,34607,35293,35293,35293,35293,36254,37411,37411,38331,38331,38630,38630,39019,39693,39693,40336,40336,40336,40336,40336,40336,41587,42038,42038,42038,42038,42038,42761,42761,43129,43129,43129,43129,43401,43713,43713,43920,43920,43920,43920,44148,44345,44345,44529,44529,44529,44529,44741,44892,44892,45037,45037,45037,45037,45145,45145,45145,45409,45409,45409,45409,45409,45409,45409,45775,45775,45775,45775,45775,45775,46109,46183,46183,46183,46183,46183,46183,46183,46647,46647,46891,46891,46891,46891,46891,46891,46891,47353,47353,47353,47353,47353,47353,47353,47773,47773,47773,47773,47773,47773,47773,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48179,48593,48593,48593,48593,48593,48593,48593,48954,48954,48954,48954,48954,48954,48954,49412,49412,49412,49412,49412,49412,49412,49748,49748,49748,49748,49748,49748,49748,50091,50091,50091,50091,50091,50091,50091,50430,50430,50430,50430,50430,50430,50430,50810,50810,50810,50810,50810,50810,50810,51111,51111,51111,51111,51111,51111,51111,51329,51329,51329,51329,51329,51329,51329,51446,51446,51446,51446,51446,51446,51446,51580,51580,51580,51580,51580,51580,51580,51580,51580,51580,51743,51743,51743,51743,51955,51955,51955,51955,51955,51955,51955,52111,52111,52111,52111,52111,52111,52111,52335,52335,52335,52335,52335,52335,52335,52552,52552,52552,52552,52552,52552,52552,52552,52552,52552,52802,52802,52802,52802,52802,52802,52802,52802,52973,52973,52973,52973,52973,52973,53150,53150,53150,53150,53150,53150,53150,53299,53299,53299,53299,53299,53299,53299,53465,53465,53465,53465,53465,53465,53465,53635,53635,53635,53635,53635,53635,53635,53785,53785,53785,53785,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,53914,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54113,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54332,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54473,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54583,54757,54757,54757,54757 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,8,8,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,20,21,21,21,22,22,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,28,28,30,30,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,33,34,38,38,38,38,38,38,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,45,46,48,48,48,51,51,51,51,51,51,52,59,71,85,98,99,99,99,102,112,114,115,121,121,121,121,125,126,126,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,130,130,130,130,131,131,131,131,131,133,146,202,259,259,300,329,329,329,351,358,377,395,400,400,400,452,461,475,486,499,499,499,499,522,540,563,591,591,591,647,679,695,720,749,749,749,807,834,852,882,918,918,918,970,1019,1059,1059,1143,1143,1143,1240,1305,1360,1411,1456,1456,1456,1456,1537,1580,1617,1638,1638,1638,1694,1712,1746,1763,1786,1786,1786,1826,1843,1860,1863,1863,1863,1871,1880,1886,1886,1886,1886,1886,1886,1925,1951,1951,1951,2001,2001,2021,2028,2029,2032,2032,2036,2036,2044,2055,2057,2059,2059,2059,2059,2059,2060,2063,2068,2068,2069,2069,2069,2069,2069,2069,2070,2070,2070,2071,2071,2076,2082,2082,2082,2082,2082,2083,2090,2090,2090,2090,2090,2090,2090,2090,2187,2229,2229,2229,2229,2419,2495,2652,2801,2801,2801,3107,3322,3467,3587,3741,3741,3741,4055,4234,4372,4508,4680,4680,4680,4962,5120,5295,5446,5614,5614,5614,5865,6073,6221,6363,6550,6550,6550,6846,6919,7029,7126,7343,7343,7343,7678,7776,7907,7987,8085,8085,8085,8302,8424,8495,8594,8682,8682,8682,8797,8924,9007,9080,9122,9122,9122,9231,9325,9400,9466,9514,9514,9514,9590,9666,9737,9790,9843,9843,9843,9942,10005,10106,10235,10333,10333,10333,10547,10679,10779,10877,10951,10951,10951,11004,11004,11004,11004,11004,11004,11004,11136,11136,11136,11136,11136,11136,11136,11136,11217,11217,11217,11217,11217,11217,11286,11286,11286,11286,11286,11286,11286,11373,11373,11373,11373,11373,11373,11373,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11426,11436,11436,11436,11436,11436,11436,11436,11457,11457,11457,11457,11457,11478,11478,11478,11478,11478,11478,11478,11495,11495,11495,11495,11495,11495,11495,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11499,11506,11506,11506,11506,11506,11506,11506,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511,11511 +Nova Scotia,Canada,44.682,-63.7443,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,7,12,14,15,21,28,41,51,68,73,90,110,122,127,147,173,193,207,236,262,293,310,342,373,407,428,445,474,517,549,579,606,649,675,721,737,772,827,850,865,873,900,915,935,947,959,963,971,985,991,998,1007,1008,1011,1018,1019,1020,1024,1026,1034,1037,1040,1043,1044,1045,1046,1048,1049,1050,1051,1052,1053,1055,1055,1056,1056,1057,1057,1058,1058,1058,1058,1059,1059,1060,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1061,1062,1062,1064,1064,1064,1064,1065,1065,1066,1066,1066,1066,1066,1066,1066,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1067,1069,1069,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1071,1072,1074,1074,1075,1075,1076,1077,1077,1078,1080,1080,1080,1081,1081,1083,1083,1083,1085,1085,1085,1085,1085,1085,1085,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1086,1087,1087,1087,1087,1087,1087,1087,1087,1088,1088,1089,1089,1089,1089,1089,1089,1089,1089,1092,1092,1092,1092,1092,1092,1093,1095,1097,1097,1097,1097,1097,1097,1100,1100,1101,1102,1102,1102,1104,1109,1111,1113,1114,1118,1119,1121,1125,1128,1129,1132,1134,1134,1136,1142,1144,1146,1151,1154,1155,1160,1168,1179,1190,1227,1243,1257,1266,1280,1290,1305,1315,1332,1343,1358,1364,1368,1376,1383,1389,1393,1402,1409,1415,1420,1426,1430,1436,1442,1443,1445,1447,1454,1458,1465,1465,1465,1465,1478,1480,1483,1486,1497,1499,1501,1505,1508,1520,1523,1525,1528,1528,1533,1534,1542,1548,1550,1554,1557,1557,1561,1564,1565,1570,1570,1571,1571,1572,1576,1576,1577,1580,1580,1581,1582,1583,1584,1584,1584,1585,1586,1587,1588,1590,1590,1592,1593,1594,1597,1600,1602,1604,1608,1609,1610,1613,1616,1624,1634,1638,1641,1642,1643,1646,1649,1651,1657,1659,1659,1664,1665,1665,1665,1669,1670,1670,1672,1674,1677,1680,1682,1688,1690,1691,1696,1699,1704,1709,1711,1711,1714,1716,1719,1728,1732,1739,1741,1747,1749,1754,1756,1763,1768,1775,1781,1783,1786,1792,1800,1807,1822,1831,1856,1894,1938,1990,2053,2119,2215,2290,2360,2427,2575,2708,2854,3007,3182,3364,3591,3754,3917,4034,4152,4297,4407,4524,4610,4736,4827,4917,5000,5065,5149,5213,5286,5335,5387,5424,5457,5497,5530,5550,5567,5579,5593,5618,5633,5651,5663,5680,5694,5707,5721,5726,5736,5742,5749,5751,5759,5773,5784,5789,5791,5791,5793,5793,5798,5814,5825,5828,5831,5832,5836,5840,5842,5850,5853,5854,5861,5862,5864,5865,5866,5869,5869,5870,5870,5870,5870,5870,5873,5873,5873,5880,5880,5882,5882,5882,5883,5885,5885,5886,5887,5887,5887,5887,5893,5895,5899,5900,5900,5900,5907,5908,5911,5918,5919,5919,5919,5928,5929,5938,5946,5956,5956,5956,5973,5982,5989,5990,5999,5999,5999,6030,6031,6038,6042,6047,6054,6065,6072,6076,6090,6107,6117,6149,6178,6188,6254,6260,6294,6312,6312,6312,6367,6392,6411,6452,6486,6486,6486,6569,6598,6638,6638,6715,6715,6715,6800,6839,6864,6893,6918,6945,6961,6977,7011,7033,7059,7077,7114,7133,7155,7161,7166,7185,7208,7208,7208,7265,7272,7298,7328,7354,7354,7354,7413,7424,7462,7512,7550,7550,7550,7661,7717,7746,7746,7815,7815,7815,7913,7944,7963,7985,8012,8012,8012,8072,8100,8119,8141,8169,8169,8169,8227,8288,8322,8362,8381,8381,8381,8427,8448,8481,8532,8655,8784,8895,9009,9136,9314,9601,9995,10421,10897,11382,11904,12441,13130,13741,14310,14888,15469,16030,16616,17127,17745,18454,19638,20658,21678,21678,22520,23265,23265,23265,25925,26741,27357,28194,28736,28736,28736,30950,31445,31860,32387,33083,33083,33083,34689,35051,35543,35889,36255,36255,36255,37803,38059,38333,38728,39129,39129,39129,40454,40767,40986,41351,41716,41716,41716,42657,42815,43041,43264,43506,43506,43506,44240,44240,44351,44551,44738,44738,44738,44908,45795,46012,46374,46795,46795,46795,47089,47089,47089,47089,48471,48471,48471,48471,48471,48471,48471,48471,48471,48471,51359,51359,51359,51359,54812,54812,54812,54812,54812,54812,54812,59000,59000,59000,59000,59000,59000,59000,59000,65991,65991,65991,65991,65991,72903,72903,72903,72903,72903,72903,72903,72903,80411,80411,80411,80411,80411,80411,80411,85847,85847,85847,85847,85847,85847,85847,89262,89262,89262,89262,89262,89262,89262,92380,92380,92380,92380,92380,92380,92380,94893,94893,94893,94893,94893,94893,94893,96477,96477,96477,96477,96477,96477,96477,98040,98040,98040,98040,98040,98040,98040,99514,101990,101990,101990,101990,101990,101990,101990,103561,103561,103561,103561,103561,103561,103561,105032,105032,105032,105032,105032,105032,105032,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,106707,108125,108125,108125,108125,108125,108125,108125,111769,111769,111769,111769,111769,111769,111769,113669,113669,113669,113669,113669,113669,113669,115417,115417,115417,115417,115417,115417,115417,117142,117142,117142,117142,117142,117142,117142,118671,118671,118671,118671,118671,118671,118671,120055,120055,120055,120055,120055,120055,120055,121380,121380,121380,121380,121380,121380,121380,122458,122458,122458,122458,122458,122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Princess,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,61,61,64,135,135,175,175,218,285,355,454,542,621,634,634,634,691,691,691,705,705,705,705,705,705,706,706,706,706,706,706,706,706,706,706,706,706,706,706,706,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712,712 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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,3,3,3,5,9,13,13,19,24,30,32,32,41,46,56,62,69,78,93,103,117,118,125,137,149,159,164,177,190,201,218,225,237,250,274,274,298,323,345,377,395,424,446,490,555,587,633,695,742,784,889,958,998,1037,1112,1210,1265,1338,1413,1498,1571,1640,1725,1819,1915,1983,2042,2109,2194,2278,2395,2517,2582,2653,2705,2781,2849,2934,3015,3104,3191,3274,3373,3481,3603,3720,3826,3941,4066,4200,4329,4475,4626,4808,4973,5150,5336,5517,5727,5934,6173,6438,6736,7000,7267,7507,7777,8027,8307,8566,8844,9142,9391,9674,9978,10303,10645,10957,11207,11508,11846,12207,12582,12975,13377,13792,14221,14630,15035,15446,15841,16230,16632,17050,17448,17843,18262,18701,19126,19544,19978,20423,20872,21269,21644,21993,22314,22619,22912,23193,23462,23717,23964,24200,24420,24622,24811,24986,25140,25284,25415,25537,25635,25729,25820,25904,26000,26099,26206,26308,26413,26511,26602,26688,26773,26851,26928,27009,27088,27163,27249,27346,27428,27553,27798,27954,28201,28415,28630,28722,28630,28809,28981,29077,29175,29269,29358,29450,29539,29634,29737,29842,29951,30070,30196,30335,30480,30766,31061,31265,31456,31666,31826,31975,32120,32262,32421,32585,32752,32925,33090,33264,33445,33631,33826,34015,34214,34404,34577,34782,34966,35145,35326,35509,35684,35862,36030,36195,36358,36516,36669,36819,36965,37109,37250,37404,37562,37719,37884,38058,38228,38405,38586,38758,38941,39130,39327,39515,39718,39930,40131,40345,40551,40741,40946,41163,41394,41631,41880,42132,42397,42641,42914,43195,43477,43772,44058,44328,44619,44892,44892,45157,45415,45684,45960,46242,46515,46803,46803,47087,47355,47645,47948,48255,48574,48905,49224,49539,49859,50157,50467,50784,51107,51437,51772,52094,52388,52672,52949,53218,53479,53738,53989,54241,54488,54723,54966,55195,55416,55623,55821,56025,56237,56442,56653,56859,57046,57229,57428,57638,57839,58023,58200,58374,58546,58728,58903,59071,59235,59396,59555,59712,59866,60021,60181,60337,60491,60640,60800,60952,61101,61251,61398,61539,61677,61814,61947,62086,62229,62377,62531,62691,62853,63017,63188,63344,63490,63631,63766,63900,64039,64168,64298,64431,64573,64726,64875,65030,65180,65337,65491,65491,65491,65491,65491,65491,66489,66489,66816,66956,67099,67249,67404,67557,67557,67851,68007,68161,68318,68468,68468,68468,68922,68922,69198,69198,69198,69198,69727,69727,69997,69997,70255,70255,70380,70380,70380,70915,70915,70915,71330,71479,71479,71479,71479,71479,72220,72220,72220,72220,72821,72821,72821,73246,73246,73246,73702,73702,73702,74141,74141,74141,74141,74141,74983,74983,75351,75351,75351,75351,75351,76297,76495,76495,76697,76697,77100,77484,77484,77484,77484,77484,77484,78572,78766,78766,78766,78766,78766,79790,79790,80235,80235,80235,80932,80932,80932,81644,81644,82130,82363,82605,82852,82852,82852,82852,82852,84144,84144,84691,84691,84691,84691,85779,86059,86059,86620,86620,86620,87498,87498,87498,88371,88371,88371,88371,88371,88371,90129,90129,90129,90129,90129,90129,90129,92135,92416,92686,92686,92686,92686,92686,94060,94060,94060,94060,94060,94060,94060,96067,96067,96067,96067,96067,96067,96067,96067,98122,98122,98122,98122,99701,99701,99701,99701,99701,99701,99701,102024,102024,102024,102024,102024,102024,102024,104348,104348,104348,104348,104348,104348,104348,104348,104348,107335,107664,107664,107664,107664,107664,107664,107664,109881,110188,110188,110188,110188,110188,110188,110188,112290,112290,112290,112290,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,113422,116258,116258,116258,116258,117350,117350,117544,117722,117884,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118041,118919,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,119803,121127,121200,121267,121267,121384,121437,121484,121530,121530,121623,121623,121661,121741,121741,121741,121741,121741,121741,121945,121945,121945,121945,122063,122063,122063,122063,122234,122234,122469,122628,122628,123025,123025,123577,123577,123577,123577,123577,123577,123577,127012,127012,127012,127012,127012,127012,127012,127012,133262,134155,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,135109,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,147786,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,156364,160305,160942,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161052,161570,161570,161570,161570,161570,161570,161945,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162089,162755,162755,162755,162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+,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,6,6,6,6,9,9,9,12,12,12,12,12,12,15,15,16,16,16,16,16,18,18,18,18,21,21,41,51,51,79,79,79,79,83,84,84,214,258,258,258,315,315,315,315,315,315,315,315,439,439,439,439,439,439,439,522,583,594,594,594,719,825,890,903,960,960,960,1043,1043,1043,1043,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1306,1664,1664,1664,1664,1664,1664,1664,1664,1664,2001,2001,2001,2001,2001,2001,2001,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,3071,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4821,4892,4892,4926,4926,4926,4926,4926,4928,4928,4941,4941,4941,4941,4965,4965,4965,4972,4972,4972,4985,4985,4990,4990,4996,4996,4996,5000,5000,5000,5002,5002,5002,5002,5002,5018,5018,5018,5018,5028,5028,5028,5030,5030,5045,5045,5045,5045,5045,5052,5052,5062,5063,5063,5063,5066,5066,5068,5068,5068,5070,5070,5070,5074,5074,5074,5074,5079,5079,5079,5083,5083,5083,5083,5088,5088,5089,5089,5089,5092,5092,5092,5092,5092,5102,5102,5104,5104,5104,5104,5104,5121,5121,5121,5121,5130,5130,5137,5137,5137,5146,5146,5153,5153,5153,5156,5156,5159,5159,5159,5159,5166,5166,5183,5183,5183,5185,5185,5185,5195,5195,5214,5214,5214,5214,5231,5231,5236,5236,5236,5236,5248,5248,5248,5264,5277,5277,5277,5277,5279,5279,5286,5286,5289,5289,5289,5296,5296,5316,5316,5316,5356,5356,5365,5365,5365,5365,5401,5401,5401,5454,5454,5492,5492,5516,5516,5516,5534,5534,5534,5534,5578,5578,5578,5614,5614,5658,5663,5663,5694,5694,5694,5694,5694,5747,5747,5798,5798,5798,5852,5852,5852,5957,6005,6005,6095,6095,6210,6210,6210,6329,6329,6371,6371,6371,6456,6456,6562,6562,6562,6603,6603,6666,6666,6736,6736,6780,6780,6851,6851,6851,6902,6902,6914,6914,6914,7008,7008,7008,7008,7059,7059,7059,7059,7059,7219,7219,7219,7219,7259,7259,7259,7259,7259,7259,7505,7505,7505,7559,7559,7559,7559,7559,7559,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,7694,8436,8436,8436,8436,8476,8476,8476,8476,8476,8529,8529,8529,8572,8572,8572,8572,8626,8626,8626,8640,8640,8640,8640,8650,8650,8662,8662,8662,8680,8698,8698,8698,8708,8708,8708,8712,8712,8723,8723,8723,8734,8734,8742,8742,8759,8759,8759,8775,8775,8790,8790,8790,8790,8815,8815,8828,8828,8828,8828,8828,8828,8848,8848,8848,8863,8863,8863,8863,8880,8880,8880,8880,8880,8880,8911,8911,8928,8928,8940,8940,8951,8951,8951,8951,8951,8951,8972,8972,8972,8972,9010,9010,9049,9049,9049,9049,9096,9173,9173,9173,9173,9326,9326,9477,9477,9477,9760,9760,9760,9939,9939,9939,10284,10284,10498,10498,10498,10498,10792,11063,11063,11063,11063,11063,11544,11544,11806,11806,11806,11806,11806,11806,12214,12362,12362,12362,12362,12532,12532,12532,12657,12657,12657,12657,12786,12786,12840,12840,12840,12840,12840,13020,13020,13097,13097,13097,13166,13166,13166,13236,13236,13236,13304,13368,13368,13368,13377,13377,13407,13407,13407,13407,13459,13459,13459,13485,13485,13485,13485,13485,13519,13519,13519,13525,13538,13538,13538,13547,13547,13547,13579,13579,13579,13579,13592,13592,13599,13599,13599,13599,13599,13599,13599,13599,13612,13612,13612,13612,13612,13617,13617,13618,13618,13618,13618,13618,13618,13623,13623,13630,13630,13630,13637,13637,13710,13710,13710,13710,13710,13710,13876,13876,14401,14401,14401,14871,14871,14871,14871,15319,15319,15319,15492,15492,15558,15558,15558,15690,15690,15732,15732,15774,15774,15802,15802,15802,15802,15828,15828,15828,15845,15845,15845,15850,15850,15850,15853,15853,15859,15859,15859,15869,15869,15870,15870,15870,15870,15874,15874,15874,15877,15877,15877,15877,15884,15884,15885,15885,15885,15889,15889,15894,15894,15894,15894,15894,15895,15895,15898,15898,15898,15899,15899,15899,15899,15899,15902,15999,15999,15999,15999,15999,16000,16000,16000,16000,16000,16000,16000,16000,16000,16001,16001,16001,16001,16001,15904,15904,15906,15906,15906,15906,15906,15906,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15907,15908,15908,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15910,15914,15915,15915,15915,15921,15921,15923,15923,15923,15924,15924,15924,15927,15931,15933,15937,15937,15937,15945,15945,15945,15945,15951,15951,15951,15951,15955,15962,15962,15995,15995,15995,15995,16034,16034,16034,16087,16087,16087,16114,16191,16191,16191,16383,16383,16383,16467,16504,16504,16504,16584,16584,16584,16621,16621,16654,16654,16654,16654,16654,16704,16704,16708,16708,16723,16723,16723,16741,16741,16741,16741,16771,16776,16776,16785,16789,16789,16795,16892,16892,16892,16898,16898,16914,16914,16917,16917,16917,16920,16937,16938,16938,16945,16945,16945,16946,16950,16956,16956,16957,16957,16957,16957,16962,16964,16964,16965,16965,16965,16965,16970,16990,16991,16991,16991,16991,16991,16994,17006,17006,17009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Barthelemy,France,17.9,-62.8333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,3,3,3,3,1,1,1,1,1,1,1,3,3,3,3,3,3,3,3,3,3,3,3,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,8,8,8,8,9,9,9,9,9,9,9,13,13,13,13,13,13,13,13,13,16,16,16,16,16,16,16,16,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,21,21,21,21,21,23,23,23,23,23,23,23,23,45,45,45,48,48,48,48,48,48,62,62,62,62,62,62,62,62,65,65,65,65,65,67,72,72,72,72,72,72,77,77,77,83,83,83,83,83,89,89,89,89,89,90,90,90,90,90,90,90,90,109,109,109,109,109,109,127,127,127,127,127,127,127,127,127,127,127,127,152,152,152,152,152,152,152,164,164,164,164,164,164,164,172,172,172,172,172,182,182,182,182,182,182,182,189,189,189,189,189,190,190,190,190,191,191,191,191,191,191,191,224,224,224,224,224,224,224,281,281,281,281,376,376,376,376,376,376,376,376,379,379,379,379,379,379,379,379,379,425,425,425,425,425,475,475,475,475,475,475,475,475,475,533,533,533,533,612,612,612,612,612,612,612,671,671,671,671,671,671,671,671,725,725,725,725,725,725,725,776,776,776,776,776,776,776,857,857,857,857,857,857,910,910,910,910,910,910,910,928,928,928,928,928,928,928,928,954,954,954,954,954,954,954,976,976,976,976,976,976,976,988,988,988,988,988,988,994,994,994,994,994,994,994,994,1010,1010,1010,1010,1010,1010,1010,1016,1016,1016,1016,1016,1016,1016,1023,1023,1023,1023,1023,1023,1023,1029,1029,1029,1029,1029,1029,1029,1032,1032,1032,1032,1032,1032,1032,1040,1040,1040,1040,1040,1040,1040,1043,1043,1043,1043,1043,1043,1043,1046,1046,1046,1046,1046,1046,1046,1052,1052,1052,1052,1052,1052,1057,1057,1057,1057,1057,1057,1057,1065,1065,1065,1065,1065,1065,1065,1221,1335,1335,1335,1335,1335,1335,1389,1399,1399,1453,1453,1453,1453,1453,1479,1479,1532,1532,1532,1532,1553,1553,1553,1553,1553,1553,1553,1592,1592,1592,1592,1592,1592,1592,1592,1592,1593,1593,1607,1607,1607,1607,1607,1607,1613,1613,1613,1613,1613,1613,1624,1624,1624,1624,1624,1624,1624,1624,1624,1634,1634,1634,1634,1634,1634,1634,1649,1649,1649,1649,1649,1649,1649,1658,1658,1658,1658,1658,1658,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1659,1660,1660,1660,1660,1660,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1661,1666,1666,1666,1666,1666,1666,1666,1666,1672,1672,1672,1672,1672,1672,1674,1674,1674,1674,1674,1674,1674,1683,1683,1683,1683,1683,1683,1683,1683,1692,1692,1692,1692,1692,1692,1725,1726,1726,1895,1895,1895,1895,1895,1955,1955,2363,2363,2363,2363,2363,2390,2390,2927,2927,2927,2927,2952,2952,2952,3282,3282,3282,3282,3282,3282,3282,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3435,3687,3687,3687,3687,3687,3687,3687,3735,3735,3735,3735,3735,3735,3735,3758,3758,3758,3758,3758,3758,3758,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3780,3805,3805,3805,3805,3805,3805,3805,3883,3883,3883,4150,4150,4150,4150,4150,4150,4150,4313,4313,4313,4313,4313,4313,4313,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4432,4443,4443,4443,4544,4544,4544,4544,4544,4544,4544,4575,4575,4575,4575,4575,4575,4575,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4611,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4630,4646,4646,4646,4646,4646,4646,4646,4671,4671,4671,4671,4671,4671,4671,4697,4697,4697,4697,4697,4697,4697,4740,4740,4740,4740,4740,4740,4740,4845,4845,4845,4845,4845,4845,4845,4954,4954,4954,4954,4954,4954,4954,5055,5055,5055,5055,5055,5055,5055,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5138,5177,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5208,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5263,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5285,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5302,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5323,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5336,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5348,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5382,5402,5402,5402,5402,5402,5402,5402,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5418,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5420,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5431,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5439,5441,5441 +Saint Pierre and Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,9,9,9,10,10,11,11,11,11,11,11,11,11,11,11,11,12,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,33,33,33,34,34,34,44,50,54,59,61,61,61,67,70,84,85,86,86,86,88,91,91,91,94,94,94,95,96,96,96,96,96,96,96,96,96,96,98,98,98,98,98,98,100,100,100,100,100,100,113,113,113,113,113,113,268,316,354,385,415,415,494,524,553,598,630,652,681,696,774,774,813,839,856,875,891,934,946,953,964,976,976,985,997,1002,1009,1020,1030,1033,1033,1040,1042,1047,1047,1047,1058,1063,1063,1063,1070,1070,1070,1070,1070,1087,1087,1087,1102,1102,1102,1125,1125,1220,1256,1316,1316,1316,1316,1554,1554,1693,1693,1693,1693,1693,1781,1781,1930,1930,1930,1930,1930,1930,1957,1957,2236,2236,2236,2236,2236,2236,2236,2418,2509,2509,2509,2509,2537,2537,2537,2537,2537,2537,2537,2537,2537,2641,2641,2641,2641,2641,2641,2641,2701,2701,2701,2701,2701,2701,2727,2727,2727,2727,2727,2739,2739,2739,2739,2739,2739,2739,2739,2739,2739,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2748,2762,2765,2765,2765,2765,2765,2765,2765,2765,2765,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2767,2779,2779,2779,2779,2779,2779,2779,2779,2779,2857,2857,2857,2857,2857,2970,2970,2970,2970,2970,2970,2970,2970,2970,3026,3026,3026,3026,3026,3026,3083,3083,3083,3083,3083,3083,3083,3112,3112,3112,3112,3112,3112,3112,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3131,3166,3166,3166,3166,3166,3166,3166,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3188,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3231,3233,3233,3233,3233,3233,3233,3233,3248,3248,3248,3248,3248,3248,3250,3250,3282,3282,3282,3282,3282,3282,3282,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3306,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3349,3368,3368,3368,3368,3368,3368,3368,3411,3411,3411,3411,3411,3411,3411,3411,3411,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452,3452 +St Martin,France,18.0708,-63.0501,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,3,4,4,4,8,5,8,8,11,11,12,12,12,18,18,21,22,22,24,29,31,31,31,32,32,33,33,33,35,35,35,35,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,46,46,46,46,46,46,46,46,49,49,49,49,53,53,53,53,53,53,53,53,53,53,53,78,78,84,84,92,92,109,109,109,121,121,121,121,176,176,176,176,198,198,198,213,213,213,213,213,239,239,239,239,239,239,239,256,256,256,256,256,330,330,330,330,330,330,330,330,367,367,367,383,383,383,383,383,383,412,412,412,412,412,412,412,412,466,466,466,466,466,501,531,531,531,531,531,531,538,538,538,542,542,542,566,566,591,591,591,591,591,604,604,604,604,604,604,604,604,655,655,655,655,655,655,690,690,690,690,690,690,690,690,690,690,690,690,744,744,744,744,744,744,744,838,838,838,838,838,838,838,899,899,899,899,899,948,948,948,948,948,948,948,986,986,986,986,986,995,995,995,995,1002,1002,1002,1002,1002,1002,1002,1046,1046,1046,1046,1046,1046,1046,1117,1117,1117,1117,1191,1191,1191,1191,1191,1191,1191,1191,1289,1289,1289,1289,1289,1289,1289,1289,1289,1377,1377,1377,1377,1377,1456,1456,1456,1456,1456,1456,1456,1456,1456,1519,1519,1519,1519,1554,1554,1554,1554,1554,1554,1554,1581,1581,1581,1581,1581,1581,1581,1581,1612,1612,1612,1612,1612,1612,1612,1633,1633,1633,1633,1633,1633,1633,1657,1657,1657,1657,1657,1657,1687,1687,1687,1687,1687,1687,1687,1703,1703,1703,1703,1703,1703,1703,1703,1710,1710,1710,1710,1710,1710,1710,1728,1728,1728,1728,1728,1728,1728,1749,1749,1749,1749,1749,1749,1777,1777,1777,1777,1777,1777,1777,1777,1839,1839,1839,1839,1839,1839,1839,1895,1895,1895,1895,1895,1895,1895,2009,2009,2009,2009,2009,2009,2009,2113,2113,2113,2113,2113,2113,2113,2228,2228,2228,2228,2228,2228,2228,2314,2314,2314,2314,2314,2314,2314,2367,2367,2367,2367,2367,2367,2367,2420,2420,2420,2420,2420,2420,2420,2472,2472,2472,2472,2472,2472,2523,2523,2523,2523,2523,2523,2523,2579,2579,2579,2579,2579,2579,2579,2641,2641,2641,2707,2707,2707,2707,2755,2755,2755,2872,2872,2872,2872,2872,2943,2943,3092,3092,3092,3092,3147,3147,3147,3147,3147,3147,3147,3356,3356,3356,3356,3356,3356,3356,3356,3356,3363,3363,3544,3544,3544,3544,3544,3544,3659,3659,3659,3659,3659,3659,3740,3740,3740,3740,3740,3740,3740,3740,3740,3795,3795,3795,3795,3795,3795,3819,3819,3819,3819,3819,3819,3819,3819,3878,3878,3878,3878,3878,3878,3888,3888,3888,3888,3888,3888,3888,3920,3920,3920,3920,3920,3920,3920,3920,3920,3941,3941,3941,3941,3941,3975,3975,3975,3975,3975,3975,3993,3993,3993,3993,3993,3993,3993,4013,4013,4013,4013,4013,4013,4013,4013,4031,4031,4031,4031,4031,4031,4040,4040,4040,4040,4040,4040,4040,4059,4059,4059,4059,4059,4059,4059,4059,4075,4075,4075,4075,4075,4075,4118,4118,4118,4250,4250,4250,4250,4250,4250,4250,5148,5148,5148,5148,5148,5351,5351,7713,7713,7713,7713,7713,7713,7713,9143,9143,9143,9143,9143,9143,9143,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9439,9774,9774,9774,9774,9774,9774,9774,9827,9827,9827,9827,9827,9827,9827,9877,9877,9877,9877,9877,9877,9877,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9912,9939,9939,9939,9939,9939,9939,9939,9988,9988,9988,10107,10107,10107,10107,10107,10107,10107,10176,10176,10176,10176,10176,10176,10176,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10279,10316,10316,10316,10462,10462,10462,10462,10462,10462,10462,10537,10537,10537,10537,10537,10537,10537,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10602,10668,10668,10668,10668,10668,10668,10668,10668,10668,10688,10688,10688,10688,10688,10688,10726,10726,10726,10726,10726,10726,10726,10800,10800,10800,10800,10800,10800,10800,10875,10875,10875,10875,10875,10875,10875,10952,10952,10952,10952,10952,10952,10952,11061,11061,11061,11061,11061,11061,11061,11224,11224,11224,11224,11224,11224,11224,11410,11410,11410,11410,11410,11410,11410,11535,11535,11535,11535,11535,11535,11535,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11667,11774,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11857,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11941,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11978,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,11992,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12026,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12034,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12058,12104,12104,12104,12104,12104,12104,12104,12104,12104,1210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+"Bonaire, Sint Eustatius and Saba",Netherlands,12.1784,-68.2385,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,9,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,14,15,15,15,16,16,18,18,18,18,18,21,21,25,25,25,25,25,25,28,32,36,36,36,36,54,69,69,85,85,85,88,106,121,121,121,124,124,124,141,141,141,148,148,148,148,148,150,150,150,150,150,150,150,150,150,150,150,150,150,150,150,153,153,153,153,153,153,153,153,154,154,154,154,154,154,155,155,155,155,155,157,157,157,158,158,158,161,161,161,161,161,161,162,162,162,162,164,164,164,164,164,169,172,172,172,175,175,175,177,177,177,177,179,179,179,179,182,182,182,182,182,182,182,186,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,196,1556,1558,1559,1559,1560,1560,1567,1573,1577,1580,1581,1582,1583,1583,1590,1591,1594,1597,1599,1604,1605,1606,1607,1608,1609,1609,1610,1610,1610,1612,1612,1612,1613,1614,1615,1615,1615,1615,1616,1616,1616,1616,1617,1618,1619,1619,1619,1623,1627,1629,1629,1630,1632,1633,1634,1634,1635,1636,1639,1640,1640,1646,1649,1650,1651,1651,1651,1652,1652,1652,1654,1656,1658,1659,1660,1661,1661,1661,1664,1668,1672,1672,1683,1683,1690,1691,1692,1693,1693,1697,1703,1705,1707,1707,1710,1710,1710,1710,1713,1715,1720,1724,1725,1729,1737,1738,1741,1741,1754,1756,1756,1759,1765,1767,1768,1774,1776,1779,1780,1783,1785,1786,1787,1791,1791,1793,1800,1808,1819,1837,1850,1863,1885,1895,1908,1928,1932,1932,1945,1949,1956,1962,1969,1972,1974,1980,1988,1998,2003,2010,2019,2045,2068,2083,2096,2116,2126,2141,2157,2168,2184,2204,2217,2217,2235,2257,2274,2290,2306,2312,2325,2335,2341,2353,2365,2373,2379,2383,2388,2390,2402,2407,2411,2417,2432,2435,2444,2455,2455,2468,2485,2494,2501,2511,2522,2546,2584,2597,2616,2628,2633,2633,2643,2660,2679,2698,2714,2714,2763,2802,2825,2858,2869,2889,2905,2938,2970,2997,3026,3026,3040,3057,3073,3073,3109,3119,3129,3138,3138,3156,3162,3175,3179,3193,3204,3213,3218,3236,3245,3254,3272,3277,3288,3304,3336,3368,3406,3429,3488,3531,3664,3918,4081,4296,4395,4395,4651,4755,4908,5064,5325,5438,5561,5649,5716,5824,5946,6180,6280,6419,6507,6570,6685,6829,6876,6922,6957,7001,7077,7103,7123,7155,7184,7209,7237,7271,7314,7347,7367,7393,7406,7424,7444,7455,7472,7489,7508,7514,7528,7542,7552,7566,7572,7572,7572,7582,7593,7599,7610,7616,7616,7616,7622,7633,7633,7633,7633,7633,7633,7653,7739,7739,7739,7739,7739,7739,8039,8039,8039,8039,8039,8136,8150,8189,8475,8515,8540,8574,8574,8574,8851,8860,8883,8883,8992,8992,8992,9000,9341,9346,9349,9349,9349,9349,9384,9561,9591,9591,9592,9592,9592,9711,9713,9745,9745,9745,9745,9745,9745,9801,9834,9834,9834,9834,9834,9902,9902,9943,9943,9943,9943,9943,9986,9986,10018,10018,10018,10018,10018,10044,10044,10076,10076,10076,10076,10076,10091,10091,10123,10123,10123,10123,10123,10170,10170,10194,10194,10194,10194,10194,10219,10219,10249,10249,10249,10249,10249,10249,10288,10320,10320,10320,10320,10320,10320,10373,10405,10405,10405,10405,10405,10405,10478,10478,10515,10523,10523,10523,10523,10523,10555,10567,10567,10567,10567,10567,10567,10738,10738,10738,10738,10738,10738,10738,10834,10834,10834,10834,10834,10834,10834,10897,10897,10897,10897,10897,10897,10897,10999,10999,10999,10999,10999,10999,10999,11091,11091,11091,11091,11091,11091,11091,11173,11173,11173,11173,11173,11173,11173,11230,11230,11230,11230,11230,11230,11230,11279,11279,11279,11279,11279,11279,11279,11282,11306,11306,11306,11306,11306,11306,11323,11323,11323,11323,11323,11323,11323,11345,11345,11345,11345,11345,11345,11345,11366,11366,11366,11366,11366,11366,11366,11395,11395,11395,11395,11395,11395,11395,11427,11427,11427,11427,11427,11427,11427,11450,11450,11450,11450,11450,11450,11450,11467,11467,11467,11467,11467,11467,11467,11467,11490,11490,11490,11490,11490,11490,11516,11516,11516,11516,11516,11516,11516,11544,11544,11544,11544,11544,11544,11544,11555,11555,11555,11555,11555,11555,11555,11596,11596,11596,11596,11596,11596,11596,11661,11661,11661,11661,11661,11661,11661,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11716,11764,11764,11764,11764,11764,11764,11764,11776,11776,11776,11776,11776,11776,11779,11779,11779,11779,11779,11779,11779,11783,11783,11783,11783,11783,11783,11783,11794,11794,11794,11794,11794,11794,11794,11794,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11797,11804,11804,11804,11804,11804,11804,11804,11804,11804 +Curacao,Netherlands,12.1696,-68.99,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,3,3,3,3,4,6,6,6,8,8,8,11,11,11,11,11,11,11,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,18,18,18,18,18,19,19,19,20,21,21,21,21,21,21,21,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,25,25,25,25,25,25,26,26,28,28,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,29,29,31,31,31,31,32,32,32,32,32,33,34,36,36,36,36,37,39,39,47,49,53,55,62,62,67,68,71,75,78,78,88,92,102,107,116,131,135,145,157,161,169,192,210,228,247,268,282,291,301,315,329,337,360,364,370,392,399,411,429,452,462,476,505,532,549,571,583,585,619,645,673,698,715,744,751,759,785,804,818,837,858,873,884,907,944,958,970,987,995,1000,1021,1030,1053,1077,1097,1102,1131,1182,1215,1261,1307,1340,1374,1415,1482,1561,1620,1682,1749,1773,1827,1929,2046,2157,2258,2364,2379,2503,2658,2740,2890,3011,3136,3174,3246,3325,3404,3501,3576,3624,3661,3699,3767,3823,3881,3920,3947,3974,4006,4051,4099,4138,4140,4144,4151,4179,4230,4260,4289,4294,4317,4323,4342,4378,4405,4422,4445,4458,4464,4469,4488,4498,4505,4514,4514,4523,4527,4535,4537,4543,4543,4548,4548,4558,4567,4574,4579,4582,4585,4585,4591,4595,4597,4600,4605,4613,4613,4620,4628,4633,4643,4643,4650,4652,4655,4658,4666,4675,4681,4681,4694,4696,4705,4708,4717,4727,4730,4731,4736,4740,4751,4769,4790,4807,4813,4830,4862,4915,4960,5051,5110,5138,5238,5380,5520,5676,5839,5997,6041,6174,6424,6648,7057,7335,7558,7740,7898,8404,8834,9171,9635,9890,10066,10185,10185,10632,10909,11180,11355,11385,11430,11581,11674,11769,11837,11882,11903,11903,11983,12022,12058,12087,12119,12129,12146,12146,12181,12195,12207,12210,12213,12217,12218,12222,12228,12234,12235,12236,12236,12236,12244,12246,12249,12254,12256,12257,12262,12266,12268,12271,12271,12271,12271,12271,12271,12271,12271,12272,12272,12273,12273,12276,12277,12278,12279,12280,12281,12287,12291,12293,12293,12295,12296,12296,12304,12308,12314,12317,12318,12319,12321,12322,12327,12327,12330,12330,12332,12339,12342,12343,12345,12349,12349,12349,12350,12354,12364,12371,12380,12389,12395,12418,12453,12537,12605,12699,12775,12804,12883,12962,13038,13135,13217,13252,13300,13378,13447,13493,13567,13625,13669,13692,13757,13835,13907,13988,14055,14122,14137,14210,14333,14396,14446,14530,14570,14602,14686,14751,14802,14889,14889,14937,14974,15045,15086,15134,15170,15216,15248,15263,15299,15338,15379,15413,15452,15470,15483,15506,15550,15596,15642,15696,15713,15741,15814,15867,15925,15975,16031,16056,16086,16150,16216,16254,16303,16339,16373,16383,16428,16465,16500,16556,16592,16609,16618,16650,16684,16704,16742,16777,16787,16804,16837,16866,16885,16899,16921,16934,16936,16955,16972,16984,16998,17002,17011,17012,17027,17047,17053,17062,17072,17084,17091,17100,17111,17123,17134,17146,17156,17162,17162,17176,17187,17197,17216,17225,17234,17248,17259,17270,17282,17303,17321,17335,17348,17362,17374,17384,17390,17397,17401,17401,17426,17440,17455,17470,17485,17487,17502,17517,17540,17560,17572,17589,17598,17618,17657,17693,17720,17747,17770,17807,17901,18082,18299,18622,18884,19049,19247,19645,20199,20710,21325,22141,22551,22962,23692,24748,25988,26952,27915,28663,29069,29758,30864,30864,32892,32892,32892,33942,34368,34368,35307,35617,35878,36013,36092,36323,36594,36722,36875,36967,37085,37128,37281,37426,37526,37638,37747,37809,37854,37966,38073,38172,38267,38336,38380,38394,38465,38530,38608,38657,38695,38717,38737,38778,38828,38867,38896,38915,38933,38944,38960,39016,39082,39133,39133,39133,39133,39185,39185,39185,39459,39459,39459,39459,39459,39560,39560,39853,39853,39853,39853,39853,39853,39853,40217,40217,40217,40217,40217,40346,40346,40671,40671,40671,40671,40671,40802,40802,41153,41153,41153,41153,41153,41306,41306,41306,41652,41652,41652,41652,41729,41729,41729,41966,41966,41966,41966,42035,42035,42241,42241,42241,42241,42241,42330,42330,42330,42567,42567,42567,42567,42674,42674,43017,43017,43017,43017,43017,43149,43149,43522,43522,43522,43522,43522,43622,43622,43864,43864,43864,43864,43864,43953,43953,43953,44127,44127,44127,44127,44127,44127,44127,44127,44127,44127,44127,44314,44314,44314,44314,44314,44314,44314,44440,44440,44440,44440,44440,44440,44440,44545,44545,44545,44545,44545,44545,44545,44662,44662,44662,44662,44662,44662,44782,44782,44782,44782,44782,44782,44932,44932,44932,44932,44932,44932,44932,45063,45063,45063,45063,45063,45063,45063,45063,45127,45127,45127,45127,45127,45127,45127,45127,45209,45209,45209,45209,45209,45209,45209,45243,45243,45243,45243,45243,45243,45243,45277,45277,45277,45277,45277,45277,45277,45302,45302,45302,45302,45302,45302,45302,45318,45318,45318,45318,45318,45318,45318,45345,45345,45345,45345,45345,45345,45345,45357,45357,45357,45357,45357,45357,45357,45368,45368,45368,45368,45368,45368,45368,45390,45390,45390,45390,45390,45390,45390,45406,45406,45406,4540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+Sint 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+,Saint Kitts and Nevis,17.357822,-62.782998,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,2,2,7,8,8,9,9,9,10,10,11,11,11,12,12,12,12,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,22,22,22,22,22,22,22,22,22,22,22,25,25,25,25,25,26,27,27,27,28,28,28,28,30,30,30,30,30,30,30,30,30,32,32,32,32,32,32,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,35,35,35,35,35,35,35,35,37,37,37,37,37,37,38,39,39,39,40,40,40,40,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,50,60,60,60,64,68,68,68,68,73,73,75,78,83,83,83,83,83,83,83,155,155,155,209,244,279,304,330,341,350,377,396,425,425,428,429,439,443,446,457,476,490,492,492,515,517,519,520,525,530,538,540,544,544,548,550,550,554,557,557,560,563,564,565,573,578,582,582,589,593,594,594,600,600,600,603,611,614,620,620,630,630,636,642,655,655,681,708,742,773,792,823,823,883,929,955,995,1024,1053,1053,1091,1121,1148,1148,1148,1148,1230,1279,1310,1352,1352,1439,1464,1476,1510,1556,1589,1589,1632,1632,1680,1680,1718,1762,1762,1800,1835,1872,1891,1891,1918,1965,1994,1994,2037,2073,2246,2294,2320,2361,2361,2412,2435,2466,2511,2525,2546,2550,2556,2574,2589,2591,2619,2623,2625,2637,2637,2657,2664,2668,2669,2669,2675,2686,2696,2701,2708,2708,2717,2717,2717,2730,2735,2736,2745,2749,2749,2753,2756,2764,2764,2764,2766,2767,2774,2774,2774,2777,2779,2782,2782,2786,2786,2787,2789,2789,2790,2790,2791,2791,2792,2795,2796,2796,2796,2796,2797,2798,2801,2801,2801,2808,2809,2815,2815,2822,2836,2843,2848,2877,2918,2918,2999,3043,3193,3252,3333,3489,3666,3904,4056,4145,4216,4339,4484,4645,4645,4882,4933,4968,5026,5065,5141,5190,5230,5254,5254,5254,5331,5368,5393,5419,5422,5422,5446,5453,5467,5469,5475,5475,5484,5488,5492,5495,5497,5498,5499,5505,5508,5511,5511,5518,5523,5523,5523,5523,5524,5525,5526,5530,5530,5530,5530,5530,5531,5533,5536,5536,5536,5537,5537,5538,5538,5540,5540,5541,5541,5541,5544,5544,5544,5548,5548,5548,5548,5548,5548,5548,5548,5549,5549,5549,5549,5549,5549,5549,5549,5550,5551,5551,5552,5553,5553,5554,5554,5554,5555,5555,5557,5559,5559,5561,5561,5561,5561,5561,5561,5562,5562,5562,5562,5562,5562,5566,5566,5566,5570,5570,5583,5587,5587,5591,5595,5596,5600,5602,5605,5605,5610,5622,5626,5643,5654,5669,5669,5671,5688,5697,5701,5707,5707,5719,5719,5729,5746,5757,5782,5798,5805,5809,5811,5821,5824,5824,5824,5851,5852,5873,5873,5890,5899,5899,5910,5913,5913,5924,5941,5941,5941,5941,5965,5992,6022,6065,6102,6157,6157,6157,6193,6228,6254,6266,6293,6293,6308,6332,6332,6355,6367,6367,6377,6383,6399,6399,6413,6422,6422,6422,6430,6435,6442,6453,6453,6453,6462,6462,6464,6467,6470,6470,6477,6477,6477,6477,6485,6485,6485,6485,6492,6492,6493,6493,6493,6495,6495,6495,6495,6499,6501,6507,6508,6509,6509,6509,6511,6512,6515,6517,6517,6517,6517,6524,6524,6524,6524,6524,6524,6532,6532,6536,6541,6541,6541,6541,6541,6541,6543,6543,6543,6543,6543,6543,6543,6543,6544,6544,6544,6544,6544,6545,6545,6545,6545,6545,6545,6545,6546,6546,6546,6547,6547,6547,6547,6547,6547,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6548,6549,6549,6549,6549,6549,6549,6549,6551,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6552,6554,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6556,6559,6559,6559,6559,6559,6559,6559,6559,6559,6559,6560,6560,6560,6560,6560,6560,6560,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6562,6571,6571,6571,6571,6571,6573,6574,6578,6578,6578,6578,6581,6581,6584,6585,6585,6585,6585,6585,6586,6588,6590,6591,6591,6591,6592,6592,6592,6592,6592,6592,6592,6592,6592,6592,6592,6592,6593,6593,6594,6595,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6596,6597,6597,6597,6597,6597,6597,6597 +,Saint Lucia,13.9094,-60.9789,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,2,3,3,3,3,3,3,9,9,13,13,13,13,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,22,22,22,22,22,22,22,22,22,22,22,22,22,23,23,23,23,23,23,23,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,29,29,29,29,31,31,32,33,33,36,36,38,42,48,52,54,63,65,67,76,78,78,84,84,97,105,106,110,123,131,141,148,148,148,156,160,162,171,178,183,203,203,204,220,223,226,235,238,246,252,257,259,259,261,262,262,265,265,270,270,270,270,274,274,275,278,278,278,279,280,282,287,287,303,305,305,305,305,305,331,331,340,353,353,353,353,360,380,382,383,395,438,438,462,490,502,543,576,611,611,621,656,713,718,755,770,810,886,921,969,1029,1195,1195,1195,1411,1470,1479,1556,1556,1813,1813,2027,2027,2027,2415,2487,2487,2519,2519,2549,2576,2620,2620,2860,3078,3135,3142,3149,3149,3356,3356,3390,3390,3779,3803,3814,3814,3843,3866,3871,3902,3941,3966,3989,3989,4031,4053,4069,4083,4097,4113,4113,4121,4132,4149,4161,4172,4191,4191,4191,4202,4228,4238,4245,4265,4273,4273,4273,4297,4304,4312,4329,4347,4348,4355,4355,4355,4355,4398,4401,4401,4419,4419,4444,4455,4455,4463,4486,4502,4508,4508,4534,4552,4560,4560,4560,4573,4585,4607,4607,4654,4654,4690,4700,4725,4725,4788,4818,4818,4818,4871,4906,4923,4935,4935,4945,4945,4968,4980,5002,5035,5035,5053,5067,5072,5072,5102,5108,5108,5133,5138,5148,5156,5160,5168,5179,5179,5180,5186,5188,5188,5206,5211,5216,5218,5227,5238,5238,5262,5269,5278,5284,5292,5296,5302,5302,5302,5326,5326,5352,5363,5374,5380,5399,5399,5416,5430,5439,5455,5462,5470,5480,5481,5484,5496,5496,5516,5516,5520,5529,5529,5537,5567,5581,5610,5610,5632,5652,5671,5688,5713,5779,5837,5913,5949,5982,6112,6194,6287,6366,6475,6475,6578,6857,6955,6955,7111,7232,7232,7536,7713,7713,8050,8111,8155,8219,8322,8542,8887,9025,9149,9191,9258,9327,9403,9403,9527,9823,9823,9971,10082,10217,10344,10399,10520,10605,10624,10727,10852,10961,11053,11144,11231,11320,11459,11459,11573,11636,11693,11693,11709,11727,11833,11942,11970,11970,12017,12054,12095,12129,12129,12206,12228,12234,12280,12313,12331,12385,12411,12426,12433,12465,12486,12517,12536,12559,12559,12573,12586,12610,12645,12673,12688,12688,12748,12748,12757,12785,12808,12827,12835,12837,12844,12851,12872,12894,12894,12904,12909,12909,12927,12927,12954,12954,12977,12989,13000,13017,13017,13027,13027,13034,13048,13052,13067,13067,13086,13086,13086,13098,13105,13115,13127,13136,13136,13149,13166,13177,13209,13225,13248,13275,13302,13319,13357,13410,13473,13570,13640,13732,13816,13881,13974,14232,14414,14654,14874,15101,15372,15937,16505,16969,16969,17250,17531,17666,17871,18322,18746,19468,19680,19755,19967,20192,20417,20417,20798,20909,20942,20942,21081,21399,21399,21513,21513,21535,21768,21831,21873,21932,21932,22048,22121,22177,22269,22426,22468,22468,22468,22545,22568,22594,22627,22649,22649,22667,22694,22712,22729,22733,22733,22733,22779,22795,22808,22811,22822,22833,22833,22847,22853,22856,22862,22870,22878,22878,22884,22891,22892,22905,22907,22919,22919,22929,22941,22947,22953,22953,22959,22959,22964,22965,22977,22991,22998,23010,23029,23037,23045,23045,23045,23050,23050,23094,23094,23094,23111,23161,23161,23201,23239,23239,23285,23285,23285,23361,23394,23394,23394,23459,23482,23538,23612,23635,23635,23723,23778,23798,23978,23978,24164,24164,24267,24396,24514,24655,24780,24873,24873,24957,25054,25132,25315,25315,25538,25538,25593,25593,25593,25777,25877,25999,26092,26092,26206,26234,26250,26316,26453,26453,26538,26584,26629,26688,26704,26704,26722,26722,26763,26780,26816,26816,26885,26911,26937,26970,26984,27022,27022,27049,27094,27094,27094,27133,27133,27204,27252,27252,27252,27337,27337,27408,27408,27464,27464,27464,27464,27533,27533,27559,27654,27654,27654,27755,27755,27755,27843,27843,27966,27966,27966,27966,27966,28062,28161,28161,28161,28161,28233,28233,28233,28341,28341,28341,28341,28341,28379,28461,28542,28542,28542,28621,28621,28621,28621,28689,28689,28689,28689,28775,28775,28775,28832,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28894,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,28959,29408,29408,29408,29408,29408,29408,29408,29408,29408,29517,29517,29517,29517,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29550,29636,29636,29639,29639,29639,29639,29639,29654,29654,29654,29654,29654,29654,29654,29654,29654,29654,29676,29676,29676,29676,29676,29676,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29692,29711,29711,29711,29711,29711,29711,29711,29723,29723,2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+,Saint Vincent and the Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,3,7,7,7,8,8,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,14,14,14,15,15,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,25,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,35,35,35,35,35,35,38,44,50,50,52,52,52,52,52,52,52,52,52,54,54,55,55,55,56,56,56,56,57,57,57,57,57,57,57,57,58,58,58,58,58,58,58,58,58,58,60,60,60,60,60,61,61,61,61,61,61,62,62,62,62,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,67,67,67,68,68,68,73,73,73,73,74,74,74,74,74,75,75,75,75,76,76,76,76,76,76,77,77,78,78,78,78,83,83,84,84,84,84,84,84,84,84,85,85,85,85,85,85,87,87,87,87,87,87,90,91,94,94,98,98,98,100,100,100,100,104,104,107,108,108,108,109,109,109,113,115,121,121,122,124,124,133,149,149,149,225,249,249,284,284,340,450,450,478,494,602,602,690,690,720,738,746,746,827,827,896,896,901,901,1059,1059,1067,1170,1202,1269,1283,1283,1340,1370,1370,1418,1418,1453,1457,1462,1462,1494,1498,1503,1503,1511,1519,1519,1519,1556,1556,1628,1628,1645,1645,1645,1645,1663,1663,1663,1670,1674,1674,1680,1680,1680,1681,1681,1684,1692,1696,1696,1696,1696,1703,1715,1721,1723,1738,1739,1739,1748,1750,1754,1755,1758,1764,1765,1766,1774,1789,1790,1792,1806,1806,1812,1818,1819,1819,1819,1819,1819,1827,1827,1827,1830,1830,1839,1844,1850,1855,1864,1864,1882,1882,1882,1882,1889,1895,1912,1912,1922,1922,1926,1928,1932,1932,1937,1937,1940,1949,1954,1962,1973,1973,1978,1989,2006,2006,2014,2027,2027,2035,2044,2044,2044,2065,2068,2076,2076,2092,2092,2132,2132,2147,2156,2156,2158,2172,2178,2183,2192,2195,2196,2207,2207,2216,2216,2218,2219,2219,2225,2225,2227,2229,2229,2233,2238,2240,2240,2240,2241,2241,2242,2245,2245,2249,2258,2258,2260,2260,2263,2263,2266,2271,2271,2271,2271,2271,2280,2288,2288,2291,2291,2291,2297,2297,2298,2298,2298,2298,2299,2299,2301,2306,2307,2308,2308,2314,2314,2320,2320,2320,2320,2320,2320,2320,2321,2321,2321,2326,2331,2331,2336,2336,2348,2355,2358,2361,2371,2379,2385,2389,2391,2421,2446,2446,2487,2521,2559,2613,2613,2728,2791,2830,2848,2964,3071,3158,3247,3338,3359,3369,3423,3508,3563,3563,3676,3776,3838,3866,3965,3965,3965,4096,4096,4096,4096,4096,4096,4418,4623,4627,4637,4729,4786,4814,4814,4850,4860,4860,4905,4941,4951,4951,4995,4995,5012,5050,5073,5092,5092,5092,5123,5123,5167,5204,5257,5270,5270,5326,5326,5326,5359,5378,5391,5391,5414,5414,5446,5469,5500,5500,5500,5525,5525,5562,5579,5579,5579,5623,5623,5645,5645,5645,5692,5692,5722,5722,5723,5723,5723,5758,5758,5758,5758,5784,5810,5810,5828,5828,5828,5828,5843,5850,5850,5850,5850,5952,5991,5991,6039,6247,6247,6247,6247,6247,6562,6562,6575,6581,6581,6581,6599,6604,6604,6615,6615,6615,6615,6660,6662,9385,9447,9447,9447,9447,7903,7929,7939,7939,8035,8035,8035,8114,8134,8144,8144,8144,8144,8144,8246,8248,8248,8278,8278,8278,8278,8278,8297,8301,8303,8305,8305,8305,8309,8311,8311,8313,8316,8316,8316,8320,8321,8321,8321,8323,8323,8323,8323,8323,8326,8326,8326,8326,8326,8329,8330,8330,8330,8332,8332,8332,8333,8335,8335,8335,8335,8335,8335,8335,8338,8338,8339,8339,8339,8339,8342,8344,8344,8348,8348,8348,8348,8348,8352,8355,8378,8383,8383,8383,8394,8404,8406,8413,8419,8419,8419,8419,8425,8425,8428,8439,8439,8439,8450,8472,8479,8484,8494,8494,8494,8500,8527,8527,8570,8591,8591,8591,8591,8626,8641,8657,8670,8670,8670,8670,8670,8717,8741,8762,8762,8762,8762,8807,8807,8807,8883,8883,8883,8883,8916,8929,8936,8956,8956,8956,8956,8995,9000,9008,9026,9026,9026,9026,9038,9045,9051,9058,9058,9058,9058,9060,9075,9076,9083,9083,9083,9083,9127,9162,9183,9183,9183,9183,9183,9240,9240,9267,9282,9282,9282,9282,9321,9330,9330,9354,9354,9354,9354,9370,9370,9378,9390,9390,9390,9390,9396,9396,9396,9404,9404,9404,9404,9405,9405,9412,9412,9412,9412,9412,9414,9415,9415,9420,9420,9420,9420,9428,9428,9429,9430,9430,9430,9430,9430,9430,9430,9430,9430,9430,9446,9446,9446,9446,9446,9446,9446,9446,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9448,9450,9450,9450,9450,9450,9452,9452,9452,9452,9452,9452,9452,9457,9457,9457,9457,9457,9457,9457,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9459,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9462,9468,9474,9474,9474,9474,9474,9474,9474,9474,9474,9482,9482,9482,9500,9500,9500,9500,9500,9500,9500,9500,9521,9521,9521,9521,9521,9521,9521,9521,9521,9538,9538,9538,9538,9538,9538,9538,9552,9552,9552,9552,9552,9552,9563,9563,9563,9563,9563,9563,9563,9572,9572,9572,9572,9572,9572,9581,9581,9581,9581,9581,9581,9581,9585,9585,9585,9585,9585,9585,9585,9587,9587,9587,9587,9587,9587,9587,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589,9589 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+,Sao Tome and Principe,0.1864,6.6131,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,14,16,16,16,23,174,174,187,208,208,208,208,208,220,235,235,235,235,246,251,251,251,251,251,251,299,441,443,458,463,479,483,484,484,484,485,499,499,513,513,514,611,632,639,659,661,662,671,683,688,693,698,698,702,707,710,711,712,713,713,713,714,715,717,719,719,720,721,724,724,726,727,727,729,732,732,737,740,741,743,746,746,746,747,749,860,862,863,865,867,868,870,871,874,874,874,875,878,878,878,878,878,878,881,882,883,885,885,885,885,885,885,888,891,892,892,892,892,892,894,895,895,896,896,896,896,897,897,898,898,898,898,898,901,906,906,906,906,907,907,907,908,908,908,908,908,908,910,911,911,911,911,911,911,911,911,913,913,913,914,914,921,922,922,929,929,929,929,929,932,932,933,933,933,935,935,938,940,940,941,941,943,944,945,945,949,949,954,958,958,960,962,962,962,962,962,963,963,964,965,965,967,967,974,974,979,979,981,981,982,985,985,989,989,991,996,997,997,999,999,999,1002,1005,1005,1009,1009,1009,1009,1010,1010,1010,1011,1011,1012,1012,1012,1012,1012,1012,1014,1014,1014,1014,1014,1014,1014,1022,1024,1024,1024,1024,1025,1035,1054,1066,1066,1066,1090,1105,1119,1125,1130,1142,1142,1151,1170,1171,1182,1188,1188,1189,1210,1221,1232,1245,1256,1257,1259,1283,1287,1298,1346,1351,1351,1355,1385,1430,1431,1478,1482,1482,1482,1520,1535,1548,1578,1578,1610,1628,1655,1672,1719,1745,1786,1786,1828,1840,1881,1898,1923,1944,1950,1961,1977,2010,2035,2057,2078,2078,2084,2085,2107,2114,2123,2142,2145,2157,2159,2174,2177,2196,2210,2212,2215,2221,2223,2232,2236,2240,2240,2244,2248,2255,2255,2261,2263,2266,2267,2268,2269,2271,2272,2275,2275,2275,2283,2288,2292,2292,2297,2298,2299,2299,2301,2301,2302,2302,2310,2310,2311,2314,2317,2317,2318,2318,2318,2320,2320,2320,2324,2327,2327,2330,2332,2333,2334,2335,2338,2338,2338,2338,2338,2338,2344,2345,2345,2345,2345,2347,2349,2353,2353,2353,2353,2353,2354,2355,2356,2357,2358,2358,2358,2358,2358,2360,2362,2362,2362,2363,2363,2364,2365,2365,2365,2365,2366,2366,2369,2369,2376,2376,2377,2383,2386,2386,2387,2392,2392,2392,2392,2395,2400,2406,2410,2410,2410,2410,2417,2417,2420,2424,2424,2424,2424,2432,2432,2446,2454,2454,2454,2457,2463,2465,2468,2470,2470,2475,2476,2478,2480,2482,2488,2488,2489,2492,2496,2502,2517,2524,2524,2524,2546,2555,2570,2579,2590,2590,2593,2608,2627,2634,2657,2683,2683,2692,2697,2709,2738,2787,2814,2816,2825,2877,2893,2984,3025,3040,3043,3097,3115,3192,3217,3295,3338,3344,3349,3408,3453,3459,3504,3531,3535,3536,3564,3584,3600,3613,3626,3628,3629,3639,3649,3659,3670,3675,3677,3677,3685,3687,3689,3691,3697,3697,3697,3705,3705,3705,3710,3712,3714,3714,3715,3715,3718,3720,3721,3729,3729,3730,3730,3730,3730,3730,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3731,3732,3732,3732,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3733,3735,3735,3735,3735,3735,3736,3737,3741,3744,3755,3758,3759,3790,3819,3877,3897,3903,3912,3945,4010,4034,4151,4416,4735,4892,4916,5052,5235,5404,5458,5495,5525,5569,5634,5651,5785,5798,5816,5832,5836,5849,5856,5867,5873,5883,5885,5890,5899,5903,5907,5908,5911,5912,5912,5912,5913,5916,5919,5920,5920,5920,5920,5922,5922,5924,5925,5926,5930,5930,5932,5932,5933,5933,5934,5934,5934,5934,5934,5939,5939,5939,5939,5939,5939,5939,5939,5939,5939,5936,5937,5938,5938,5938,5940,5941,5941,5943,5943,5943,5944,5945,5945,5945,5945,5945,5945,5945,5945,5945,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5948,5953,5953,5953,5953,5953,5953,5953,5957,5957,5957,5957,5957,5957,5957,5964,5964,5964,5964,5964,5964,5964,5970,5970,5970,5970,5970,5970,5970,5973,5973,5973,5973,5973,5973,5973,5982,5982,5982,5982,5982,5982,5982,5991,5991,5991,5991,5991,5991,5991,6003,6003,6003,6003,6003,6003,6003,6010,6010,6010,6010,6010,6010,6010,6023,6023,6023,6023,6023,6023,6023,6043,6043,6043,6043,6043,6043,6043,6064,6064,6064,6064,6064,6064,6064,6064,6079,6079,6079,6079,6079,6079,6087,6087,6087,6087,6087,6087,6087,6087,6100,6100,6100,6100,6100,6100,6115,6115,6115,6115,6115,6115,6115,6115,6120,6120,6120,6120,6120,6120,6123,6123,6123,6123,6123,6123,6123,6136,6136,6136,6136,6136,6136,6136,6153,6153,6153,6153,6153,6153,6153,6177,6177,6177,6177,6177,6177,6177,6193,6193,6193,6193,6193,6193,6193,6193,6209,6209,6209,6209,6209,6209,6230,6230,6230,6230,6230,6230,6230,6230,6230,6236,6236,6236,6236,6236,6252,6252,6252,6252,6252,6252,6252,6252,6263,6263,6263,6263,6263,6263,6263,6263,6266,6266,6266,6266,6266,6266,6270,6270,6270,6270,6270,6270,6270,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6275,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6278,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6279,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6280,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281,6281 +,Saudi Arabia,23.885942,45.079162,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,5,5,5,11,15,20,21,45,86,103,103,118,171,171,274,344,392,511,562,767,900,1012,1104,1203,1299,1453,1563,1720,1885,2039,2179,2402,2605,2795,2932,3287,3651,4033,4462,4934,5369,5862,6380,7142,8274,9362,10484,11631,12772,13930,15102,16299,17522,18811,20077,21402,22753,24097,25459,27011,28656,30251,31938,33731,35432,37136,39048,41014,42925,44830,46869,49176,52016,54752,57345,59854,62545,65077,67719,70161,72560,74795,76726,78541,80185,81766,83384,85261,87142,89011,91182,93157,95748,98869,101914,105283,108571,112288,116021,119942,123308,127541,132048,136315,141234,145991,150292,154233,157612,161005,164144,167267,170639,174577,178504,182493,186436,190823,194225,197608,201801,205929,209509,213716,217108,220144,223327,226486,229480,232259,235111,237803,240474,243238,245851,248416,250920,253349,255825,258156,260394,262772,264973,266941,268934,270831,272590,274219,275905,277478,278835,280093,281456,282824,284226,285793,287262,288690,289947,291468,293037,294519,295902,297315,298542,299914,301323,302686,303973,305186,306370,307479,308654,309768,310836,311855,312924,313911,314821,315772,316670,317486,318319,319141,319932,320688,321456,322237,323012,323720,324407,325050,325651,326258,326930,327551,328144,328720,329271,329754,330246,330798,331359,331857,332329,332790,333193,333648,334187,334605,335097,335578,335997,336387,336766,337243,337711,338132,338539,338944,339267,339615,340089,340590,341062,341495,341854,342202,342583,342968,343373,343774,344157,344552,344875,345232,345631,346047,346482,346880,347282,347656,348037,348510,348936,349386,349822,350229,350592,350984,351455,351849,352160,352601,352950,353255,353556,353918,354208,354527,354813,355034,355258,355489,355741,356067,356389,356691,356911,357128,357360,357623,357872,358102,358336,358526,358713,358922,359115,359274,359415,359583,359749,359888,360013,360155,360335,360516,360690,360848,361010,361178,361359,361536,361725,361903,362066,362220,362339,362488,362601,362741,362878,362979,363061,363155,363259,363377,363485,363582,363692,363809,363949,364096,364271,364440,364613,364753,364929,365099,365325,365563,365775,365988,366185,366371,366584,366807,367023,367276,367543,367813,368074,368329,368639,368945,369248,369575,369961,370278,370634,370987,371356,371720,372073,372410,372732,373046,373368,373702,374029,374366,374691,375006,375333,375668,376021,376377,376723,377061,377383,377700,378002,378333,378708,379092,379474,379831,380182,380572,380958,381348,381708,382059,382407,382752,383106,383499,383880,384271,384653,385020,385424,385834,386300,386782,387292,387794,388325,388866,389422,390007,390597,391325,392009,392682,393377,394169,394952,395854,396758,397636,398435,399277,400228,401157,402142,403106,404054,404970,405940,407010,408038,409093,410191,411263,412216,413174,414219,415281,416307,417363,418411,419348,420301,421300,422316,423406,424445,425442,426384,427370,428369,429389,430505,431432,432269,433094,433980,435027,436239,437569,438705,439847,440914,442071,443460,444780,445963,447178,448284,449191,450436,451687,452956,454217,455418,456562,457546,458707,459968,461242,461242,463703,464780,465797,466906,468175,469414,470723,471959,473112,474191,475403,476882,478135,479390,480702,482003,483221,484539,486106,487592,489126,490464,491612,492785,494032,495309,496516,497773,498906,500083,501195,502439,503734,504960,506125,507423,508521,509576,510869,512142,513284,514446,515693,516949,518143,519395,520774,522108,522108,522108,525730,526814,526814,526814,526814,526814,531935,531935,531935,531935,531935,531935,531935,537374,537374,537374,539129,539129,539129,540244,540244,541201,541201,541994,541994,541994,541994,543318,543318,543318,543318,543318,543318,543318,543318,543318,545243,545243,545505,545505,545727,545829,545829,545829,545829,545829,545829,546336,546411,546411,546411,546612,546681,546735,546735,546735,546882,546926,546985,547035,547035,547134,547134,547134,547134,547134,547357,547402,547449,547497,547532,547591,547649,547704,547761,547797,547845,547890,547931,547969,548018,548065,548111,548162,548205,548252,548303,548368,548423,548474,548530,548571,548617,548666,548711,548760,548805,548848,548890,548930,548973,549022,549060,549103,549148,549192,549222,549260,549297,549339,549377,549412,549443,549479,549518,549556,549590,549618,549642,549671,549695,549720,549752,549786,549810,549848,549877,549912,549955,549997,550043,550088,550136,550189,550240,550304,550369,550457,550542,550622,550738,550842,550988,551210,551462,551749,552081,552406,552795,553319,553921,554665,555417,556236,557082,558106,559852,562437,565482,568650,572225,575293,578753,583531,588183,593545,599044,604672,609953,615430,620935,626808,632736,638327,643211,647819,652354,657192,661733,666259,670997,675471,679384,683053,687264,691125,695217,699069,702624,705637,708897,712644,715974,719136,722002,724525,726251,728387,730614,732596,734389,735958,737334,738331,739344,740396,741237,741864,742541,743205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+,South Africa,-30.5595,22.9375,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,3,7,13,17,24,38,51,62,62,116,150,202,240,274,402,554,709,927,1170,1187,1280,1326,1353,1380,1462,1505,1585,1655,1686,1749,1845,1934,2003,2028,2173,2272,2415,2506,2605,2783,3034,3158,3300,3465,3635,3953,4220,4361,4546,4793,4996,5350,5647,5951,6336,6783,7220,7572,7808,8232,8895,9420,10015,10652,11350,12074,12739,13524,14355,15515,16433,17200,18003,19137,20125,21343,22583,23615,24264,25937,27403,29240,30967,32683,34357,35812,37525,40792,43434,45973,48285,50879,52991,55421,58568,61927,65736,70038,73533,76334,80412,83890,87715,92681,97302,101590,106108,111796,118375,124590,131800,138134,144264,151209,159333,168061,177124,187977,196750,205721,215855,224665,238339,250687,264184,276242,287796,298292,311049,324221,337594,350879,364328,373628,381798,394948,408052,421996,434200,445433,452529,459761,471123,482169,493183,503290,511485,516862,521318,529877,538184,545476,553188,559859,563598,566109,568919,572865,579140,583653,587345,589886,592144,596060,599940,603338,607045,609773,611450,613017,615701,618286,620132,622551,625056,627041,628259,630595,633015,635078,636884,638517,639362,640441,642431,644438,646398,648214,649793,650749,651521,653444,655572,657627,659656,661211,661936,663282,665188,667049,668529,669498,670766,671669,672572,674339,676084,677833,679716,681289,682215,683242,685155,686891,688352,690896,692471,693359,694537,696414,698184,700203,702131,703793,705254,706304,708359,710515,712412,714246,715868,716759,717851,719714,721770,723682,725452,726823,727595,728836,730548,732414,734175,735906,737278,738525,740254,742394,744732,746945,749182,751024,752269,754256,757144,759658,762763,765409,767679,769759,772252,775502,778571,781941,785139,787702,790004,792299,796472,800872,805804,810449,814565,817878,821889,828598,836764,845083,852965,860964,866127,873679,883687,892813,901538,912477,921922,930711,940212,954258,968563,983359,994911,1004413,1011871,1021451,1039161,1057161,1073887,1088889,1100748,1113349,1127759,1149591,1170590,1192570,1214176,1231597,1246643,1259748,1278303,1296806,1311686,1325659,1337926,1346936,1356716,1369426,1380807,1392568,1404839,1412986,1417537,1423578,1430648,1437798,1443939,1449236,1453761,1456309,1458958,1463016,1466767,1470516,1473700,1476135,1477511,1479253,1482412,1484900,1487681,1490063,1491807,1492909,1494119,1496439,1498766,1500677,1502367,1503796,1504588,1505586,1507448,1509124,1510778,1512225,1513393,1513959,1514815,1516262,1517666,1518979,1520206,1521068,1521706,1522697,1524174,1525648,1526873,1528414,1529420,1530033,1530966,1532497,1533961,1535423,1536801,1537852,1538451,1538961,1540009,1541563,1543079,1544466,1545431,1545979,1546735,1548157,1549451,1550724,1551501,1551964,1552416,1552853,1553609,1554975,1556242,1557527,1558458,1559113,1559960,1561559,1562931,1564355,1565680,1566769,1567513,1568366,1569935,1571348,1572985,1574370,1575471,1576320,1577200,1578450,1579536,1581210,1582842,1584064,1584961,1586148,1588221,1590370,1592626,1592626,1596595,1597724,1599272,1602031,1605252,1608393,1611143,1613728,1615485,1617840,1621362,1625003,1628335,1632571,1635465,1637848,1637848,1645555,1649977,1654551,1659070,1659070,1665617,1669231,1675013,1680373,1686041,1691491,1696564,1699849,1704058,1712939,1722086,1730106,1739425,1747082,1752630,1761066,1774312,1786079,1796589,1810164,1823319,1832479,1843572,1861065,1877143,1895905,1913861,1928897,1941119,1954466,1973972,1995556,2019826,2046311,2062896,2075409,2090909,2112336,2135246,2157687,2179297,2195599,2206781,2219316,2236805,2253240,2269179,2283880,2295095,2302304,2311232,2327472,2342330,2356049,2368105,2377823,2383490,2391223,2408525,2422151,2435036,2447454,2456184,2461758,2470746,2484009,2497655,2511178,2523488,2533466,2540222,2546762,2554240,2568511,2582427,2595447,2605586,2613569,2624254,2638981,2652652,2666964,2680225,2690973,2698605,2708951,2722202,2734973,2747018,2757191,2764931,2770575,2777659,2787203,2796405,2805604,2814014,2819945,2824063,2829834,2836773,2843042,2848925,2854234,2858195,2860835,2864534,2869201,2873415,2877063,2880349,2882630,2884134,2886331,2889298,2892081,2894342,2895976,2896943,2897521,2898888,2898888,2902672,2904307,2905613,2906422,2906851,2907619,2908768,2909757,2910681,2911497,2912145,2912346,2912938,2913880,2914827,2915560,2916179,2916593,2916803,2917255,2917846,2918366,2918883,2919332,2919632,2919778,2920109,2920581,2921114,2921589,2921886,2922116,2922222,2922391,2922735,2923054,2923393,2923751,2923956,2924072,2924317,2924622,2924978,2925371,2925677,2925939,2926075,2926348,2926914,2927499,2928288,2929175,2929862,2930174,2948760,2950035,2952500,2955328,2958548,2961406,2963679,2968052,2976613,2988148,3004203,3020569,3031694,3038075,3051222,3071064,3093452,3112469,3129622,3167497,3180785,3204642,3231031,3255816,3276529,3292609,3308074,3316585,3332008,3353106,3374262,3393109,3407937,3413540,3417318,3424534,3433554,3446532,3458286,3468079,3472436,3475512,3483590,3494696,3504554,3513813,3521572,352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+,South 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Kingdom,49.2138,-2.1358,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,15,16,16,18,32,48,57,59,59,59,77,77,114,119,151,151,166,166,166,179,194,194,209,213,213,215,219,230,241,245,246,251,251,272,274,276,277,279,280,286,286,286,287,288,289,289,289,289,289,289,292,292,293,293,293,293,293,298,299,299,302,302,302,302,302,303,303,304,304,304,304,304,304,304,305,305,305,307,307,309,309,309,309,309,309,309,312,312,314,314,314,314,314,314,314,316,316,316,316,316,316,316,316,316,316,316,316,321,321,321,321,321,321,325,325,325,325,327,327,327,327,327,327,327,327,328,328,328,330,331,331,331,331,332,332,335,335,336,337,337,339,339,339,341,343,346,348,348,350,351,352,354,354,356,356,356,359,361,363,364,366,366,366,368,369,372,372,372,372,373,373,376,377,378,379,381,382,384,387,389,389,391,393,393,395,397,397,397,402,403,404,407,411,417,417,421,423,427,433,438,441,443,452,462,465,480,485,486,488,488,498,505,510,516,521,527,534,540,545,556,560,565,567,573,580,584,593,606,618,633,648,656,659,671,688,702,719,732,746,757,766,773,784,798,811,819,826,835,840,873,898,928,956,986,1013,1048,1114,1174,1242,1265,1367,1394,1463,1520,1562,1639,1698,1786,1847,1907,2015,2115,2239,2276,2392,2445,2501,2567,2616,2639,2655,2682,2701,2712,2739,2762,2783,2799,2827,2854,2880,2897,2911,2920,2964,2982,2996,3005,3022,3033,3044,3051,3056,3065,3077,3090,3096,3113,3116,3122,3125,3130,3135,3140,3142,3150,3150,3157,3159,3169,3169,3171,3173,3174,3180,3186,3188,3190,3196,3198,3201,3202,3204,3206,3209,3211,3211,3211,3211,3211,3211,3212,3213,3215,3215,3216,3216,3218,3218,3219,3219,3219,3220,3220,3220,3220,3220,3221,3221,3221,3222,3222,3222,3222,3222,3222,3223,3223,3223,3223,3223,3224,3225,3225,3226,3227,3227,3227,3227,3228,3228,3228,3228,3228,3228,3228,3229,3230,3230,3230,3230,3230,3230,3231,3231,3231,3231,3231,3231,3231,3232,3232,3232,3232,3232,3232,3232,3232,3232,3232,3232,3232,3233,3233,3233,3234,3234,3234,3234,3235,3235,3235,3235,3235,3236,3236,3238,3240,3241,3241,3241,3241,3241,3241,3241,3241,3241,3241,3241,3241,3242,3245,3251,3255,3259,3267,3273,3275,3284,3285,3293,3294,3298,3300,3301,3307,3310,3320,3339,3364,3390,3415,3438,3454,3493,3545,3613,3681,3758,3804,3890,3963,4072,4211,4384,4543,4678,4805,5035,5239,5519,5727,6147,6328,6566,6868,7100,7329,7507,7649,7762,7860,7983,8094,8179,8256,8309,8382,8427,8481,8542,8572,8602,8629,8662,8674,8705,8742,8769,8818,8854,8887,8915,8953,8990,9017,9051,9074,9110,9148,9171,9207,9222,9246,9259,9276,9288,9313,9348,9378,9409,9438,9463,9497,9536,9563,9593,9614,9640,9664,9683,9709,9726,9741,9768,9779,9801,9816,9840,9864,9885,9911,9930,9944,9967,9989,10007,10036,10050,10051,10061,10074,10105,10128,10146,10176,10198,10225,10248,10277,10312,10339,10374,10409,10437,10466,10507,10535,10576,10614,10647,10688,10752,10794,10843,10896,10958,11027,11081,11158,11215,11255,11324,11381,11448,11504,11560,11660,11745,11825,11968,12103,12185,12272,12390,12498,12567,12692,12833,12953,13040,13231,13377,13519,13654,13746,13854,13948,14102,14237,14367,14516,14647,14757,14841,14973,15089,15223,15341,15439,15533,15615,15731,15849,15998,16116,16226,16342,16486,16631,16798,17006,17222,17412,17484,17605,18067,18589,19002,19428,19751,20254,20677,21054,21558,22210,22873,23338,23789,24217,24666,24993,25327,25618,25908,26164,26406,26731,27045,27344,27622,27899,28109,28396,28796,29187,29542,29887,30235,30490,30789,31202,31558,31883,32148,32364,32612,32852,33173,33445,33726,33970,34203,34367,34557,34785,35072,35301,35301,35301,35506,35983,36233,36420,36704,36704,36704,36881,37499,37851,38159,38480,38480,38480,38796,39490,39802,40111,40460,40460,40460,40807,41635,42018,42361,42675,42675,42675,42995,43796,44199,44492,44859,44859,44859,45146,45770,46108,46356,46596,46596,46596,46779,47156,47367,47561,47746,47746,47746,47881,48162,48305,48529,48529,48529,48529,48529,48644,49103,49228,49322,49322,49322,49408,49575,49656,49717,49778,49778,49778,49810,49810,49810,49810,50033,50033,50033,50033,50033,50033,50033,50033,50033,50033,50233,50233,50233,50233,50439,50439,50439,50439,50439,50439,50439,50611,50611,50611,50611,50611,50611,50740,50740,50740,50740,50740,50740,50740,50740,51132,51132,51132,51132,51132,51132,51132,51132,51132,51132,51792,51792,51792,51792,51792,51792,51792,51792,51792,52576,52576,53889,53889,53889,53889,53889,53889,53889,55473,55473,55473,55473,55473,55473,55473,56803,56803,56803,56803,56803,56803,56803,57541,57541,57541,57541,57541,57541,57541,58003,58003,58003,58003,58003,58003,58003,58331,58331,58331,58331,58331,58331,58331,58536,58536,58536,58536,58536,58536,58536,58536,58536,58536,58733,58733,58733,58733,58890,58890,58890,58890,58890,58890,58890,58890,58890,58890,58890,58890,59163,59163,59163,59163,59163,59270,59270,59270,59270,59555,59555,59555,59555,59555,59555,59555,59874,59874,59874,59874,59874,59874,59874,59874,59874,59874,59874,59874,60252,60252,60646,60646,60646,60646,60646,60646,60646,61048,61048,61048,61048,61048,61048,61048,61389,61389,61389,61389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diff --git a/time_series_covid19_deaths_US.csv b/time_series_covid19_deaths_US.csv new file mode 100644 index 0000000..28a8eeb --- /dev/null +++ b/time_series_covid19_deaths_US.csv @@ -0,0 +1,3343 @@ 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+84001011,US,USA,840,1011.0,Bullock,Alabama,US,32.10030533,-85.71265535,"Bullock, Alabama, 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+84001021,US,USA,840,1021.0,Chilton,Alabama,US,32.85044126,-86.7173256,"Chilton, Alabama, 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+84001023,US,USA,840,1023.0,Choctaw,Alabama,US,32.02227341,-88.26564429999998,"Choctaw, Alabama, 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+84001025,US,USA,840,1025.0,Clarke,Alabama,US,31.68099859,-87.83548597,"Clarke, Alabama, 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+84001027,US,USA,840,1027.0,Clay,Alabama,US,33.26984193,-85.85836077,"Clay, Alabama, 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+84001029,US,USA,840,1029.0,Cleburne,Alabama,US,33.67679204,-85.52005899,"Cleburne, Alabama, 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+84001031,US,USA,840,1031.0,Coffee,Alabama,US,31.39932826,-85.98901039,"Coffee, Alabama, 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+84001033,US,USA,840,1033.0,Colbert,Alabama,US,34.69847452,-87.80168544,"Colbert, Alabama, 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+84001035,US,USA,840,1035.0,Conecuh,Alabama,US,31.43401703,-86.99320044,"Conecuh, Alabama, 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+84001037,US,USA,840,1037.0,Coosa,Alabama,US,32.93690146,-86.24847739,"Coosa, Alabama, 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+84001065,US,USA,840,1065.0,Hale,Alabama,US,32.76039258,-87.63284988,"Hale, Alabama, 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+84001067,US,USA,840,1067.0,Henry,Alabama,US,31.51148016,-85.24267944,"Henry, Alabama, 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+84001069,US,USA,840,1069.0,Houston,Alabama,US,31.15197924,-85.29939599,"Houston, Alabama, 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+84001079,US,USA,840,1079.0,Lawrence,Alabama,US,34.52041498,-87.31069453,"Lawrence, Alabama, 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+84001093,US,USA,840,1093.0,Marion,Alabama,US,34.13697363,-87.88704173,"Marion, Alabama, 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+84001095,US,USA,840,1095.0,Marshall,Alabama,US,34.36975964,-86.30486727,"Marshall, Alabama, 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+84001117,US,USA,840,1117.0,Shelby,Alabama,US,33.26879845,-86.66232561,"Shelby, Alabama, 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+84001115,US,USA,840,1115.0,St. Clair,Alabama,US,33.71902176,-86.31029372,"St. Clair, Alabama, 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+84002013,US,USA,840,2013.0,Aleutians East,Alaska,US,55.32222414,-161.9722021,"Aleutians East, Alaska, 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+84002150,US,USA,840,2150.0,Kodiak Island,Alaska,US,57.65529415,-153.7493579,"Kodiak Island, Alaska, 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+84002185,US,USA,840,2185.0,North Slope,Alaska,US,69.31479216,-153.4836093,"North Slope, Alaska, 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+84090004,US,USA,840,90004.0,Unassigned,Arizona,US,0.0,0.0,"Unassigned, Arizona, 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+84005027,US,USA,840,5027.0,Columbia,Arkansas,US,33.21230701,-93.22642793,"Columbia, Arkansas, 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+84005039,US,USA,840,5039.0,Dallas,Arkansas,US,33.97042763,-92.65167437,"Dallas, Arkansas, 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+84005041,US,USA,840,5041.0,Desha,Arkansas,US,33.83011025,-91.25500948,"Desha, Arkansas, 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+84005043,US,USA,840,5043.0,Drew,Arkansas,US,33.59035001,-91.71777921,"Drew, Arkansas, 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+84005067,US,USA,840,5067.0,Jackson,Arkansas,US,35.59802983,-91.21494602,"Jackson, Arkansas, 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+84005079,US,USA,840,5079.0,Lincoln,Arkansas,US,33.95317155,-91.74002806,"Lincoln, Arkansas, 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+84005081,US,USA,840,5081.0,Little River,Arkansas,US,33.70375665,-94.23468591,"Little River, Arkansas, 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+84005083,US,USA,840,5083.0,Logan,Arkansas,US,35.21413234,-93.71951016,"Logan, Arkansas, 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+84005085,US,USA,840,5085.0,Lonoke,Arkansas,US,34.75392199,-91.88742357,"Lonoke, Arkansas, 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+84005087,US,USA,840,5087.0,Madison,Arkansas,US,36.01038185,-93.72524943,"Madison, Arkansas, 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+84005089,US,USA,840,5089.0,Marion,Arkansas,US,36.26844485,-92.68451899,"Marion, Arkansas, 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+84005091,US,USA,840,5091.0,Miller,Arkansas,US,33.31403423,-93.89285258,"Miller, Arkansas, 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+84005097,US,USA,840,5097.0,Montgomery,Arkansas,US,34.53704874,-93.65824478,"Montgomery, Arkansas, 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+84005099,US,USA,840,5099.0,Nevada,Arkansas,US,33.66340119,-93.30632432,"Nevada, Arkansas, 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+84005101,US,USA,840,5101.0,Newton,Arkansas,US,35.91947491,-93.21612969,"Newton, Arkansas, 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+84005103,US,USA,840,5103.0,Ouachita,Arkansas,US,33.58839816,-92.87795984,"Ouachita, Arkansas, 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+84005137,US,USA,840,5137.0,Stone,Arkansas,US,35.86251946,-92.15684085,"Stone, Arkansas, 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+84008019,US,USA,840,8019.0,Clear Creek,Colorado,US,39.68864463,-105.6463118,"Clear Creek, Colorado, 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+84008109,US,USA,840,8109.0,Saguache,Colorado,US,38.08054629,-106.282466,"Saguache, Colorado, 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US",14105,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,10,10,10,10,10,10,10,10,9,9,9,9,9,9,9,9,10,10,10,10,10,10,11,11,11,11,11,11,11,12,13,13,13,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,16,19,19,19,20,20,20,20,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,23,23,23,24,24,26,26,26,26,26,26,26,26,27,27,27,27,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,32,32,32,32,32,33,33,33,33,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,37,38,38,39,39,39,39,39,39,40,40,40,40,40,40,40,46,46,46,46,46,46,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,47,47,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,46,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,87,87,87,87,87,87,91,91,91,91,91,91,91,91,91,91,91,91,91,95,95,95,95,95,95,95,95,97,97,97,97,97,97,97,97,97,97,97,97,97,97,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,98,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,99,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,101,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,102,103,103,103,103,103,103,103,103,103,103,103,103,103,103,103,103,103,103,103,103,104,104,104,104,104,104,104,104,104,104,104,104,104,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,109,109,109,111,111,111,111,111,111,111,111,111,111,111,111,111,111 +84012015,US,USA,840,12015.0,Charlotte,Florida,US,26.90131002,-81.92949121,"Charlotte, Florida, US",188910,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,4,5,5,5,5,5,7,9,9,9,11,11,11,12,14,14,14,14,15,18,19,22,25,25,25,26,29,30,31,33,33,33,35,37,38,40,41,41,41,44,51,52,54,56,56,56,56,58,61,62,63,63,63,65,68,68,72,72,72,72,72,72,72,72,73,73,73,73,73,74,75,75,75,75,75,76,76,76,76,76,76,76,76,76,76,76,76,77,77,77,77,78,78,79,79,79,80,80,80,80,81,82,82,82,82,82,82,82,84,84,85,85,86,89,89,89,89,89,89,90,91,91,91,94,96,97,97,100,100,101,103,106,106,107,107,107,107,108,108,109,108,111,110,110,112,113,114,116,116,117,117,117,118,119,123,123,122,122,125,128,131,131,131,131,131,131,131,134,135,135,135,135,136,136,136,138,140,140,140,139,140,142,143,143,149,149,149,150,151,152,153,154,154,155,156,156,157,157,157,157,157,157,157,157,159,161,161,161,161,163,165,165,165,168,170,170,172,174,174,174,175,175,176,179,179,179,181,183,183,186,186,192,193,194,197,197,197,197,197,200,200,203,203,207,207,208,209,209,212,212,212,212,212,213,217,217,217,217,217,217,228,230,231,231,231,231,231,236,238,241,241,246,248,249,250,251,254,256,257,257,257,258,263,270,271,271,271,271,272,284,290,290,290,291,291,292,299,303,303,304,304,305,306,310,313,313,313,320,323,323,331,333,335,338,338,345,348,353,355,355,358,359,359,359,366,370,372,372,372,373,373,373,376,376,379,381,381,383,385,388,388,388,388,388,388,389,389,389,389,389,389,390,390,391,391,392,392,392,392,392,393,393,393,395,395,396,399,399,400,400,400,402,404,404,404,404,406,406,409,409,410,411,413,414,416,416,416,417,418,418,418,418,418,420,421,423,424,425,425,425,425,425,426,426,427,427,428,428,429,429,437,437,437,436,436,436,436,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,437,677,677,677,677,677,677,677,677,677,677,677,677,677,678,678,678,678,678,678,678,678,678,678,683,683,683,683,684,684,684,684,684,684,685,685,685,685,685,685,685,685,685,709,709,709,709,709,709,709,709,709,709,709,709,709,709,709,709,709,709,709,773,773,773,709,773,773,773,773,793,793,793,793,793,793,793,798,798,798,798,798,798,798,803,803,803,803,803,803,803,803,803,803,803,803,803,803,806,806,806,806,806,806,806,807,807,807,807,807,807,807,810,810,810,810,810,810,810,812,812,812,812,812,812,812,812,812,812,815,815,815,815,815,815,815,815,815,815,815,819,819,819,819,821,821,821,821,821,821,821,821,821,821,824,824,824,824,824,824,824,824,824,824,824,825,825,825,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,828,855,855,855,855,855,855,855,859,859,859,859,859,859,859,859,859,859,859,859,859,859,859,859,859,859,859,859,875,875,875,875,875,875,875,886,886,886,886,886,886,886,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,891,916,916,916,916,916,916,916,916,916,916,916,916,916,916,916,916,916,916,916,916,931,931,931,931,931,931,931,931,931,931,931,931,931,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,943,975,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,978,991,991,991,1007,1007,1007,1007,1007,1007,1007,1009,1009,1009,1009,1009,1009,1009 +84012017,US,USA,840,12017.0,Citrus,Florida,US,28.84804315,-82.47614748,"Citrus, Florida, 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+84012019,US,USA,840,12019.0,Clay,Florida,US,29.98319144,-81.85609986,"Clay, Florida, 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+84012081,US,USA,840,12081.0,Manatee,Florida,US,27.47196942,-82.31831044,"Manatee, Florida, 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+84013181,US,USA,840,13181.0,Lincoln,Georgia,US,33.79201475,-82.45024131,"Lincoln, Georgia, 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+84013183,US,USA,840,13183.0,Long,Georgia,US,31.75218791,-81.74952375,"Long, Georgia, 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+84013197,US,USA,840,13197.0,Marion,Georgia,US,32.3483402,-84.52733571,"Marion, Georgia, 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+84013191,US,USA,840,13191.0,McIntosh,Georgia,US,31.49683595,-81.40163426,"McIntosh, Georgia, 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+84013207,US,USA,840,13207.0,Monroe,Georgia,US,33.014289,-83.92097166,"Monroe, Georgia, 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+84013209,US,USA,840,13209.0,Montgomery,Georgia,US,32.17201038,-82.53527476,"Montgomery, Georgia, US",9172,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,2,2,2,2,2,3,3,3,3,3,3,3,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,7,7,7,7,7,7,7,8,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,12,14,14,14,14,14,15,15,15,15,15,15,16,16,16,16,17,19,19,19,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,21,21,21,21,21,21,21,21,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,27,27,27,28,28,28,28,28,31,31,31,31,31,31,34,35,35,35,35,35,35,35,35,35,37,39,39,39,39,39,38,38,39,39,39,39,39,39,39,39,39,39,39,40,40,40,40,40,40,40,40,41,41,42,42,42,42,41,41,41,42,42,42,42,42,43,43,43,43,43,43,43,43,43,43,43,43,43,44,44,44,44,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,47,47,47,47,48,48,49,49,49,50,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,50,51,51,51,51,51,51,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,56,56,56,56,56,56,56,56,56,56,56,56,56,56,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,55,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,56,57,57,57,57,57,57,57,57,57 +84013211,US,USA,840,13211.0,Morgan,Georgia,US,33.59232073,-83.49129491,"Morgan, Georgia, 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+84013213,US,USA,840,13213.0,Murray,Georgia,US,34.78897608,-84.74993177,"Murray, Georgia, 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+84013251,US,USA,840,13251.0,Screven,Georgia,US,32.74976524,-81.60779441,"Screven, Georgia, 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+84013253,US,USA,840,13253.0,Seminole,Georgia,US,30.93464824,-84.86823924,"Seminole, Georgia, 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+84013255,US,USA,840,13255.0,Spalding,Georgia,US,33.26310031,-84.28013991,"Spalding, Georgia, 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+84013289,US,USA,840,13289.0,Twiggs,Georgia,US,32.67435595,-83.43078662,"Twiggs, Georgia, 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+84016065,US,USA,840,16065.0,Madison,Idaho,US,43.78141028,-111.65384740000002,"Madison, Idaho, 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+84016067,US,USA,840,16067.0,Minidoka,Idaho,US,42.85518524,-113.6357257,"Minidoka, Idaho, 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+84016069,US,USA,840,16069.0,Nez Perce,Idaho,US,46.32638236,-116.7500975,"Nez Perce, Idaho, 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+84017003,US,USA,840,17003.0,Alexander,Illinois,US,37.18049267,-89.32910838,"Alexander, Illinois, 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+84017183,US,USA,840,17183.0,Vermilion,Illinois,US,40.18417171,-87.73384359,"Vermilion, Illinois, 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+84018101,US,USA,840,18101.0,Martin,Indiana,US,38.7099921,-86.80373186,"Martin, Indiana, 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+84018103,US,USA,840,18103.0,Miami,Indiana,US,40.76940965,-86.04525048,"Miami, Indiana, 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+84018125,US,USA,840,18125.0,Pike,Indiana,US,38.40112197,-87.23574907,"Pike, Indiana, 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+84019001,US,USA,840,19001.0,Adair,Iowa,US,41.33075609,-94.47105874,"Adair, Iowa, 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+84019003,US,USA,840,19003.0,Adams,Iowa,US,41.02903567,-94.69932645,"Adams, Iowa, 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+84019039,US,USA,840,19039.0,Clarke,Iowa,US,41.02868181,-93.78499767,"Clarke, Iowa, 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+84019055,US,USA,840,19055.0,Delaware,Iowa,US,42.47104597,-91.3664492,"Delaware, Iowa, 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+84019121,US,USA,840,19121.0,Madison,Iowa,US,41.33081904,-94.01554631,"Madison, Iowa, 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+84019123,US,USA,840,19123.0,Mahaska,Iowa,US,41.33521503,-92.64083907,"Mahaska, Iowa, 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+84019125,US,USA,840,19125.0,Marion,Iowa,US,41.33445101,-93.09934783,"Marion, Iowa, 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+84019127,US,USA,840,19127.0,Marshall,Iowa,US,42.03586837,-92.9990819,"Marshall, Iowa, 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+84019129,US,USA,840,19129.0,Mills,Iowa,US,41.03299766,-95.61920963,"Mills, Iowa, 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+84019131,US,USA,840,19131.0,Mitchell,Iowa,US,43.35638371,-92.78887719,"Mitchell, Iowa, 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+84019133,US,USA,840,19133.0,Monona,Iowa,US,42.05220391,-95.95743843,"Monona, Iowa, 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+84019135,US,USA,840,19135.0,Monroe,Iowa,US,41.02988815,-92.8690667,"Monroe, Iowa, 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+84019137,US,USA,840,19137.0,Montgomery,Iowa,US,41.03018714,-95.15642896,"Montgomery, Iowa, 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+84019139,US,USA,840,19139.0,Muscatine,Iowa,US,41.48370744,-91.1121697,"Muscatine, Iowa, 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+84019153,US,USA,840,19153.0,Polk,Iowa,US,41.68679484,-93.57767461,"Polk, Iowa, 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+84019159,US,USA,840,19159.0,Ringgold,Iowa,US,40.73518949,-94.24368535,"Ringgold, Iowa, 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+84019161,US,USA,840,19161.0,Sac,Iowa,US,42.38624071,-95.10547892,"Sac, Iowa, 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+84020025,US,USA,840,20025.0,Clark,Kansas,US,37.23577007,-99.81883015,"Clark, Kansas, 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+84020027,US,USA,840,20027.0,Clay,Kansas,US,39.34948772,-97.16518128,"Clay, Kansas, 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+84020125,US,USA,840,20125.0,Montgomery,Kansas,US,37.19236568,-95.74329258,"Montgomery, Kansas, 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+84020151,US,USA,840,20151.0,Pratt,Kansas,US,37.64780729,-98.73922153,"Pratt, Kansas, 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+84021019,US,USA,840,21019.0,Boyd,Kentucky,US,38.36176608,-82.68652187,"Boyd, Kentucky, 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+84021165,US,USA,840,21165.0,Menifee,Kentucky,US,37.94090733,-83.59985712,"Menifee, Kentucky, 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+84021167,US,USA,840,21167.0,Mercer,Kentucky,US,37.81474237,-84.87488475,"Mercer, Kentucky, 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+84022125,US,USA,840,22125.0,West Feliciana,Louisiana,US,30.87882871,-91.4148538,"West Feliciana, Louisiana, 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+84027071,US,USA,840,27071.0,Koochiching,Minnesota,US,48.24539665,-93.78352843,"Koochiching, Minnesota, 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+84027073,US,USA,840,27073.0,Lac qui Parle,Minnesota,US,44.9973857,-96.17488219,"Lac qui Parle,Minnesota,US",6623,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,5,5,7,8,8,10,11,12,12,13,13,13,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31 +84027075,US,USA,840,27075.0,Lake,Minnesota,US,47.64270764,-91.44557998,"Lake, Minnesota, 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+84027077,US,USA,840,27077.0,Lake of the Woods,Minnesota,US,48.77217001,-94.90274472,"Lake of the Woods, Minnesota, 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+84027079,US,USA,840,27079.0,Le Sueur,Minnesota,US,44.37136597,-93.72844721,"Le Sueur, Minnesota, 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+84030063,US,USA,840,30063.0,Missoula,Montana,US,47.03728583,-113.92135079999998,"Missoula, Montana, 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+84030101,US,USA,840,30101.0,Toole,Montana,US,48.65577551,-111.6942414,"Toole, Montana, 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+84031027,US,USA,840,31027.0,Cedar,Nebraska,US,42.5988851,-97.25311951,"Cedar, Nebraska, 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+84031029,US,USA,840,31029.0,Chase,Nebraska,US,40.5237198,-101.6978026,"Chase, Nebraska, 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+84031031,US,USA,840,31031.0,Cherry,Nebraska,US,42.54502621,-101.1244332,"Cherry, Nebraska, 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+84031033,US,USA,840,31033.0,Cheyenne,Nebraska,US,41.21999357,-102.9941693,"Cheyenne, Nebraska, 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+84031035,US,USA,840,31035.0,Clay,Nebraska,US,40.52439441,-98.05126296,"Clay, Nebraska, 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+84031037,US,USA,840,31037.0,Colfax,Nebraska,US,41.57486951,-97.0868542,"Colfax, Nebraska, 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+84031123,US,USA,840,31123.0,Morrill,Nebraska,US,41.71711774,-103.0061405,"Morrill, Nebraska, 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+84031125,US,USA,840,31125.0,Nance,Nebraska,US,41.39750195,-97.99327291,"Nance, Nebraska, 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+84038047,US,USA,840,38047.0,Logan,North Dakota,US,46.45729487,-99.47719806,"Logan, North Dakota, 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+84038057,US,USA,840,38057.0,Mercer,North Dakota,US,47.31213126,-101.8318399,"Mercer, North Dakota, 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+84038059,US,USA,840,38059.0,Morton,North Dakota,US,46.71681782,-101.2822377,"Morton, North Dakota, 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+84038069,US,USA,840,38069.0,Pierce,North Dakota,US,48.24977025,-99.96407787,"Pierce, North Dakota, US",3975,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,3,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,9,9,13,15,19,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,27,28,28,28,28,28,28,28,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32 +84038071,US,USA,840,38071.0,Ramsey,North Dakota,US,48.26886249,-98.72223879,"Ramsey, North Dakota, US",11519,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,6,6,7,7,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,10,10,10,10,12,13,13,13,13,13,13,15,15,15,16,16,16,16,16,17,17,17,17,18,18,18,19,21,21,21,21,26,26,28,28,28,28,28,28,28,28,29,29,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,33,34,34,34,35,35,35,35,36,36,36,37,37,37,37,37,37,37,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,39,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,44,44,44,44,44,44,46,46,46,46,46,46,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,48,48,48,49,49,49,51,52,52,52,52,52,52,54,54,54,54,54,54,54,54,54,55,55,55,55,55,55,55,55,55,55,55,55,55,56,56,56,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57,57 +84038073,US,USA,840,38073.0,Ransom,North Dakota,US,46.45621782,-97.65742504,"Ransom, North Dakota, 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+84038075,US,USA,840,38075.0,Renville,North Dakota,US,48.71982533,-101.6603912,"Renville, North Dakota, 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+84038077,US,USA,840,38077.0,Richland,North Dakota,US,46.26440649,-96.94852979,"Richland, North Dakota, 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+84038079,US,USA,840,38079.0,Rolette,North Dakota,US,48.77245354,-99.84097493,"Rolette, North Dakota, 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+84038105,US,USA,840,38105.0,Williams,North Dakota,US,48.34522353,-103.4793387,"Williams, North Dakota, 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+84040005,US,USA,840,40005.0,Atoka,Oklahoma,US,34.37366573,-96.03802487,"Atoka, Oklahoma, 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+84040007,US,USA,840,40007.0,Beaver,Oklahoma,US,36.7496847,-100.4758872,"Beaver, Oklahoma, 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+84040059,US,USA,840,40059.0,Harper,Oklahoma,US,36.78836519,-99.6679804,"Harper, Oklahoma, 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+84040077,US,USA,840,40077.0,Latimer,Oklahoma,US,34.87844729,-95.25215049,"Latimer, Oklahoma, 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+84040095,US,USA,840,40095.0,Marshall,Oklahoma,US,34.02311222,-96.76855464,"Marshall, Oklahoma, 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+84041049,US,USA,840,41049.0,Morrow,Oregon,US,45.41846568,-119.584546,"Morrow, Oregon, 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US",3365,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,11,11,11,11,11,11,11,11,13,13,13,12,12,12,12,12,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16 +84046009,US,USA,840,46009.0,Bon Homme,South Dakota,US,42.98914167,-97.88592746,"Bon Homme, South Dakota, 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+84046011,US,USA,840,46011.0,Brookings,South Dakota,US,44.36974375,-96.79079945,"Brookings, South Dakota, 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+84046013,US,USA,840,46013.0,Brown,South Dakota,US,45.58994323,-98.35165355,"Brown, South Dakota, 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+84046045,US,USA,840,46045.0,Edmunds,South Dakota,US,45.41846445,-99.21545423,"Edmunds, South Dakota, 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+84046047,US,USA,840,46047.0,Fall River,South Dakota,US,43.23929297,-103.5275691,"Fall River, South Dakota, 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+84046049,US,USA,840,46049.0,Faulk,South Dakota,US,45.07082625,-99.14535601,"Faulk, South Dakota, 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+84046051,US,USA,840,46051.0,Grant,South Dakota,US,45.1723937,-96.77002276,"Grant, South Dakota, 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+84046053,US,USA,840,46053.0,Gregory,South Dakota,US,43.19419064,-99.18883902,"Gregory, South Dakota, 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+84046097,US,USA,840,46097.0,Miner,South Dakota,US,44.02197882,-97.60992207,"Miner, South Dakota, 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+84046099,US,USA,840,46099.0,Minnehaha,South Dakota,US,43.67441641,-96.7910885,"Minnehaha, South Dakota, 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+84048011,US,USA,840,48011.0,Armstrong,Texas,US,34.96507426,-101.3574874,"Armstrong, Texas, 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+84048391,US,USA,840,48391.0,Refugio,Texas,US,28.3238976,-97.15766311,"Refugio, Texas, 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+84050019,US,USA,840,50019.0,Orleans,Vermont,US,44.82964024,-72.24562697,"Orleans, Vermont, 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+84050027,US,USA,840,50027.0,Windsor,Vermont,US,43.58010937,-72.58595157,"Windsor, Vermont, 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+84055073,US,USA,840,55073.0,Marathon,Wisconsin,US,44.89792533,-89.75863384,"Marathon, Wisconsin, 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+84055075,US,USA,840,55075.0,Marinette,Wisconsin,US,45.38553432,-88.03324599999998,"Marinette, Wisconsin, 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+84056041,US,USA,840,56041.0,Uinta,Wyoming,US,41.2878183,-110.54757820000002,"Uinta, Wyoming, 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diff --git a/time_series_covid19_deaths_global.csv b/time_series_covid19_deaths_global.csv new file mode 100644 index 0000000..b07e229 --- /dev/null +++ b/time_series_covid19_deaths_global.csv @@ -0,0 +1,290 @@ 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+Australian Capital Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,5,6,8,6,6,8,8,9,9,9,9,9,9,9,9,10,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,11,13,13,13,13,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,14,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,15,16,16,16,16,18,19,19,20,20,22,22,22,24,25,25,25,26,26,26,26,26,26,26,27,28,28,29,29,31,31,31,31,31,31,31,31,32,31,32,32,33,33,33,33,33,33,33,34,34,34,34,34,34,34,34,34,34,34,37,37,37,37,38,38,38,38,38,38,38,38,38,38,39,39,39,39,39,39,41,42,42,42,42,43,43,43,44,45,45,46,46,46,47,47,47,47,47,47,47,48,49,50,50,50,50,50,50,50,50,51,52,53,54,54,55,55,55,55,56,58,58,58,58,58,58,58,59,60,60,60,60,60,61,61,61,61,62,62,62,64,64,64,64,64,64,64,66,67,67,68,68,68,68,68,68,68,74,74,74,75,78,78,78,78,78,78,78,78,78,79,80,80,80,80,81,81,81,81,82,82,84,83,84,84,84,84,84,84,84,84,85,86,89,89,89,89,89,90,90,92,92,92,96,97,100,100,101,101,102,106,107,108,109,110,110,110,114,116,116,117,117,117,117,117,124,121,121,123,123,123,123,123,124,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,125,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,126,127,127,127,127,127,127,127,127,127,127,127,127,127,127,128,128,128,128,128,128,128,128,128,128,128,128,128,128,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,130,130,130,130,130,130,135,135,135,135,135,135,135,136,136,136,136,136,136,136,138,138,138,138,138,138,138,138,138,138,138,138,138,138,142,142,142,142,142,142,142,148,148,148,148,148,148,148,148,148,148,148,148,148,148,152,152,152,152,152,152,152,152,157,157,157,157,157,157,157,157,157,157,157,157,157,157,224,224,224,224,224,224,224,224,224,224,224,224,224,228,228,228,228,228,228,228,228 +New South Wales,Australia,-33.8688,151.2093,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,4,5,5,6,6,6,6,7,7,7,7,8,8,8,8,9,10,12,12,16,18,21,21,21,22,23,24,25,25,25,25,26,26,26,26,26,26,31,33,33,34,34,39,40,41,41,42,42,43,44,44,44,44,44,44,44,45,45,45,45,45,46,46,47,47,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,48,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,50,50,50,50,50,50,50,50,50,50,50,50,51,51,51,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,54,55,55,56,56,56,56,57,58,58,59,59,59,60,60,62,62,66,65,67,67,68,68,69,69,71,76,77,83,82,83,87,89,91,93,97,102,110,111,114,115,119,122,125,128,128,130,133,135,137,143,147,150,154,161,173,177,180,185,193,201,207,216,224,231,238,240,252,264,276,282,295,299,309,314,320,331,342,351,363,370,385,391,406,416,426,432,439,449,457,468,479,485,493,498,502,508,512,514,524,529,533,540,541,546,548,552,556,557,560,562,564,567,568,572,576,580,584,587,590,591,598,602,605,606,608,608,609,610,612,612,615,618,618,620,621,623,625,625,625,625,625,625,628,628,628,628,629,630,630,632,633,634,634,637,639,639,640,641,641,642,643,643,643,645,647,648,649,649,649,652,653,656,657,663,668,669,673,675,684,689,700,709,725,743,754,775,797,826,846,866,883,919,951,976,1022,1052,1096,1110,1139,1168,1196,1231,1315,1366,1393,1422,1449,1487,1518,1536,1564,1578,1596,1616,1640,1659,1691,1713,1713,1743,1770,1784,1799,1811,1832,1839,1853,1859,1871,1877,1888,1895,1901,1910,1915,1924,1926,1936,1941,1946,1951,1960,1964,1971,1975,1982,1983,1989,1994,1999,2005,2017,2021,2025,2029,2034,2042,2049,2055,2056,2057,2066,2081,2098,2100,2444,2455,2461,2473,2487,2503,2511,2521,2529,2532,2543,2551,2572,2588,2606,2612,2616,2624,2639,2655,2668,2684,2692,2696,2714,2724,2743,2749,2769,2774,2779,2802,2823,2844,2851,2870,2876,2879,2896,2907,2930,2943,2962,2966,2970,2986,3000,3022,3032,3045,3052,3057,3071,3082,3112,3121,3146,3150,3151,3170,3179,3202,3213,3231,3236,3239,3247,3257,3278,3289,3311,3316,3319,3322,3336,3353,3361,3385,3392,3397,3404,3430,3456,3470,3490,3497,3508,3547,3558,3581,3590,3610,3612,3613,3627,3637,3659,3666,3699,3707,3715,3735,3750,3785,3799,3836,3848,3853,3879,3899,3924,3939,3980,3994,4001,4031,4051,4085,4107,4153,4158,4165,4212,4251,4284,4313,4343,4358,4362,4387,4417,4446,4481,4516,4525,4531,4555,4581,4624,4646,4680,4696,4700,4731,4745,4774,4796,4816,4821,4825,4862,4884,4907,4928,4946,4952,4954,4980,5001,5026,5046,5046,5046,5046,5046,5046,5046,5163,5163,5163,5163,5163,5163,5163,5232,5232,5232,5232,5232,5232,5232,5314,5314,5314,5314,5314,5314,5314,5355,5355,5355,5355,5355,5355,5355,5392,5392,5392,5392,5392,5392,5392,5414,5414,5414,5414,5414,5414,5414,5430,5430,5430,5430,5430,5430,5430,5454,5454,5454,5454,5454,5454,5454,5476,5476,5476,5476,5476,5476,5476,5515,5515,5515,5515,5515,5515,5515,5540,5540,5540,5540,5540,5540,5540,5572,5572,5572,5572,5572,5572,5572,5620,5620,5620,5620,5620,5620,5620,5694,5694,5694,5694,5694,5694,5694,5772,5772,5772,5772,5772,5772,5772,5804,5804,5804,5804,5804,5804,5804,5881,5881,5881,5881,5881,5881,5881,5993,5993,5993,5993,5993,5993,5993,6124,6124,6124,6124,6124,6124,6124,6218,6218,6218,6218,6218,6218,6218,6304,6304,6304,6304,6304,6304,6304,6366,6366,6366,6366,6366,6366,6366,6417,6417,6417,6417,6417,6417,6417,6464,6464,6464,6464,6464,6464,6464,6493,6493,6493,6493,6493,6493,6493,6529 +Northern Territory,Australia,-12.4634,130.8456,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,3,2,2,2,2,2,3,2,4,4,4,5,5,5,5,7,7,10,10,10,11,13,13,14,14,15,16,16,16,19,21,22,22,22,24,26,27,28,29,29,30,30,31,33,31,31,31,31,31,31,31,31,31,31,32,32,33,33,33,33,33,33,33,34,35,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,36,37,37,38,37,39,39,40,40,40,40,42,43,43,43,43,43,43,43,44,45,45,45,45,45,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,49,49,49,49,49,49,51,51,51,51,51,51,51,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,52,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,53,54,54,54,54,54,54,54,54,54,54,54,55,55,55,55,55,55,55,56,56,56,56,56,57,57,57,58,59,59,59,59,59,59,60,63,62,62,62,62,62,62,68,68,68,68,68,68,68,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,71,71,71,71,71,71,71,71,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,73,74,74,74,74,74,74,74,74,75,75,75,75,75,75,77,77,77,77,77,77,77,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,79,81,81,81,81,81,81,81,83,83,83,83,83,83,83,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,84,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,87,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,91 +Queensland,Australia,-27.4698,153.0251,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,4,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,10,10,11,11,17,20,20,29,29,52,63,72,85,85,105,105,129,138,153,153,183,196,199,209,225,234,247,268,277,296,308,332,340,354,367,371,377,387,399,438,446,456,458,463,468,505,513,520,528,529,530,540,564,570,577,589,591,592,597,610,615,623,629,632,634,644,652,662,673,683,683,685,694,700,706,709,717,718,718,727,732,737,740,746,746,747,755,756,763,772,774,775,775,781,791,795,797,798,798,802,802,808,823,828,835,838,840,841,850,857,863,863,868,868,868,876,887,898,903,905,905,908,918,921,933,938,940,940,952,959,961,970,979,979,980,998,1008,1027,1027,1037,1039,1040,1051,1057,1057,1073,1084,1084,1085,1087,1101,1110,1111,1118,1119,1120,1126,1139,1152,1163,1171,1171,1171,1175,1181,1186,1192,1197,1199,1199,1199,1238,1248,1254,1270,1270,1270,1281,1285,1302,1315,1323,1323,1323,1338,1350,1368,1388,1410,1410,1409,1427,1442,1452,1462,1470,1470,1470,1491,1510,1537,1554,1567,1567,1567,1590,1596,1627,1635,1653,1653,1653,1677,1712,1723,1741,1757,1757,1757,1774,1791,1811,1825,1845,1845,1845,1871,1900,1900,1919,1937,1937,1937,1955,1969,1985,1986,1986,1986,1988,2003,2027,2027,2048,2048,2048,2054,2054,2054,2054,2054,2125,2125,2125,2125,2125,2125,2162,2162,2162,2162,2162,2162,2162,2239,2239,2239,2239,2239,2239,2239,2229,2215,2215,2215,2215,2215,2215,2215,2236,2236,2236,2236,2236,2236,2236,2256,2256,2256,2256,2256,2256,2274,2274,2274,2274,2274,2274,2274,2288,2288,2288,2288,2288,2288,2288,2303,2303,2303,2303,2303,2303,2303,2317,2317,2317,2317,2317,2317,2317,2317,2331,2331,2331,2331,2331,2331,2331,2346,2346,2346,2346,2346,2346,2361,2361,2361,2361,2361,2361,2361,2394,2394,2394,2394,2394,2394,2394,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2405,2449,2449,2449,2449,2449,2449,2449,2526,2526,2526,2526,2526,2526,2526,2526,2574,2574,2574,2574,2574,2574,2643,2643,2643,2643,2643,2643,2643,2677,2677,2677,2677,2677,2677,2677,2710,2710,2710,2710,2710,2710,2710,2734,2734,2734,2734,2734,2734,2734,2760,2760,2760,2760,2760,2760,2760,2783,2783,2783,2783,2783,2783,2783,2783 +South Australia,Australia,-34.9285,138.6007,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,6,8,8,8,8,10,8,15,16,19,26,30,30,36,42,42,42,50,47,58,67,67,69,74,74,87,100,110,111,117,120,121,122,125,125,127,133,137,139,139,148,148,151,154,154,158,164,164,164,166,166,169,169,169,174,174,174,177,179,179,186,188,188,190,190,212,212,219,219,221,222,222,225,225,225,228,231,231,234,238,238,242,246,246,253,256,256,257,259,259,261,263,264,268,270,273,279,280,281,281,287,289,290,297,298,298,298,301,303,306,310,310,314,325,332,332,339,342,346,348,351,354,354,370,371,371,371,375,378,386,393,393,396,401,403,405,411,415,419,424,426,426,440,441,442,443,443,443,443,443,444,446,451,455,455,458,463,463,463,465,475,475,476,476,485,490,496,496,496,503,514,518,520,524,525,525,531,530,530,530,533,533,539,540,540,545,546,546,546,552,552,556,558,559,559,568,569,571,574,596,603,610,613,614,614,632,636,653,661,665,674,679,679,688,691,699,712,712,719,723,723,732,745,745,753,754,754,759,771,773,778,779,777,786,786,776,774,777,777,778,779,779,782,778,787,787,787,788,796,796,798,860,860,860,860,860,860,860,907,907,907,907,907,907,929,929,929,929,929,929,929,946,946,946,946,946,946,946,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1027,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1029,1061,1061,1061,1061,1061,1061,1061,1061,1058,1058,1058,1058,1058,1060,1060,1060,1060,1060,1060,1060,1060,1067,1067,1067,1067,1067,1067,1078,1078,1078,1078,1078,1078,1078,1109,1109,1109,1109,1109,1109,1109,1126,1126,1126,1126,1126,1126,1126,1144,1144,1144,1144,1144,1144,1144,1155,1155,1155,1155,1155,1155,1155,1170,1170,1170,1170,1170,1170,1170,1203,1203,1203,1203,1203,1203,1203,1224,1224,1224,1224,1224,1224,1224,1235,1235,1235,1235,1235,1235,1235,1244,1244,1244,1244,1244,1244,1244,1333,1333,1333,1333,1333,1333,1333,1333,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1322,1365 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Brunswick,Canada,46.5653,-66.4619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,11,12,12,12,12,12,12,13,13,13,13,13,13,14,14,16,16,17,18,18,18,18,18,18,18,20,20,20,21,21,22,22,22,22,23,24,24,24,24,24,25,26,26,26,26,26,26,27,27,28,28,28,28,28,28,28,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,32,33,33,33,33,33,33,33,33,33,33,33,34,34,34,35,35,35,36,36,36,36,36,37,38,38,39,40,40,41,41,41,41,41,41,41,41,41,41,42,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,44,44,44,44,44,44,44,44,44,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,45,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,48,48,48,48,48,48,48,49,49,52,53,54,54,56,57,59,60,64,66,68,69,70,70,72,72,74,75,75,80,82,84,87,90,91,94,99,101,106,107,108,111,111,112,114,114,116,117,117,118,119,120,121,121,121,121,121,121,121,121,121,122,122,122,122,122,122,122,122,122,123,123,123,123,123,123,124,125,128,130,132,132,133,136,136,136,138,139,140,140,142,144,144,144,146,148,148,148,148,149,151,152,152,152,156,156,157,159,160,160,160,162,165,168,169,170,171,172,172,173,174,178,182,183,187,189,192,196,199,201,207,207,212,215,215,224,228,228,233,238,243,247,251,252,258,259,263,269,275,278,282,286,290,292,293,296,297,298,298,298,298,300,300,300,301,301,301,304,306,306,308,309,309,309,311,312,313,316,317,317,317,317,320,320,320,320,320,320,320,336,336,336,336,336,336,336,349,349,349,349,358,358,358,358,358,358,358,368,368,368,368,368,368,368,378,378,378,378,378,378,378,378,378,378,378,384,384,384,384,384,384,384,399,399,399,399,399,399,399,406,406,406,406,406,406,406,411,411,411,411,411,411,411,416,416,416,416,416,416,416,419,419,419,419,419,419,419,421,421,421,422,422,422,422,422,422,422,422,422,422,422,422,422,422,425,425,425,425,425,425,425,429,429,429,429,429,429,429,429,429,429,429,429,429,433,433,433,433,433,433,433,438,438,438,438,438,438,438,443,443,443,443,443,443,443,447,447,447,447,447,447,447,451,451,451,451,451,451,451,456,456,456,456,456,456,456,462,462,462,462,462,462,462,466,466,466,466,466,466,466,472,472,472,472,472,472,472,476,476,476,476,476,476,476,480,480,480,480,480,480,480,480,480,480,485,485,485,485,490,490,490,490,490,490,490,493,493,493,493,493,493,493,493,493,493,576,576,576,576,585,585,585,585,585,585,585,585,585,585,592,592,592,592,592,592,592,592,599,599,599,599,599,599,603,603,603,603,603,603,603,609,609,609,609,609,609,609,615,615,615,615,615,615,615,621,621,621,621,621,621,621,628,628,628,628,635,635,635,635,635,635,635,635,635,635,635,635,635,635,635,635,635,740,740,740,740,740,740,740,749,749,749,749,749,749,749,762,762,762,762,762,762,762,773,773,773,773,773,773,773,781,781,781,781,781,781,781,812,812,812,812,812,812,812,822,822,822,822,822,822,822,825,825,825,825,825,825,825,834,834,834,834 +Newfoundland and Labrador,Canada,53.1355,-57.6604,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,10,10,10,10,10,10,10,11,11,11,11,13,13,13,13,13,13,15,15,15,15,15,15,15,15,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,19,19,19,20,20,20,20,21,21,21,23,23,23,23,24,25,26,26,28,28,30,30,30,30,31,31,34,38,38,38,38,40,40,44,45,46,46,46,46,48,50,50,52,52,52,56,57,60,61,61,61,61,63,63,64,64,64,64,64,66,66,66,66,66,66,66,68,68,72,72,76,76,76,76,78,78,82,82,82,82,85,87,87,92,92,92,92,101,103,103,110,110,110,110,116,118,118,122,122,122,122,122,122,130,137,137,137,137,137,142,142,152,152,152,152,157,157,157,162,162,162,162,164,165,165,168,168,168,168,168,169,169,176,176,176,176,176,176,176,177,177,177,177,177,177,177,182,182,182,182,182,182,182,184,184,184,184,184,184,184,187,187,187,187,187,187,187,187,187,190,190,190,190,190,190,190,192,192,192,192,192,192,192,193,193,193,193,193,193,193,193,193,193,193,193,193,194,194,194,194,194,194,194,200,200,200,200,200,200,200,203,203,203,203,203,203,203,207,207,207,207,207,207,207,212,212,212,212,212,212,212,219,219,219,219,219,219,219,223,223,223,223,223,223,223,227,227,227,227,227,227,227,231,231,231,231,231,231,231,235,235,235,235,235,235,235,236,236,236,236,236,236,236,236,236,236,239,239,239,239,243,243,243,243,243,243,243,246,246,246,246,246,246,246,250,250,250,250,250,250,250,254,254,254,254,254,254,254,254,254,254,257,257,257,257,257,257,257,257,262,262,262,262,262,262,268,268,268,268,268,268,268,271,271,271,271,271,271,271,275,275,275,275,275,275,275,278,278,278,278,278,278,278,282,282,282,282,288,288,288,288,288,288,288,288,288,288,288,288,288,288,288,288,288,295,295,295,295,295,295,295,295,295,295,295,295,295,295,296,296,296,296,296,296,296,296,296,296,296,296,296,296,304,304,304,304,304,304,304,304,304,304,304,304,304,304,311,311,311,311,311,311,311,311,311,311,311,311,311,311,318,318,318,318 +Northwest Territories,Canada,64.8255,-124.8457,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,14,15,15,15,15,15,15,15,15,15,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,19,19,19,19,19,19,19,19,19,19,19,19,19,19,19,20,20,20,20,20,20,20,20,20,20,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22,22 +Nova 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+,Congo (Brazzaville),-0.228,15.8277,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,6,6,6,6,8,8,9,9,9,9,10,10,10,10,10,10,10,11,11,11,15,15,15,15,15,15,15,16,16,16,16,16,16,19,19,19,19,20,20,20,20,20,20,22,22,22,24,24,24,24,24,24,27,27,27,27,27,27,27,37,37,37,37,37,37,37,37,37,41,41,44,44,44,44,44,47,47,47,47,47,47,47,47,48,49,49,49,50,50,50,50,51,51,51,54,54,54,54,54,54,54,58,58,58,58,58,58,58,58,60,60,60,60,60,76,76,76,77,77,77,77,77,78,78,78,78,78,78,78,78,78,102,102,102,102,102,102,114,114,83,88,88,88,88,88,88,88,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,90,90,90,90,90,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,93,93,93,93,93,93,93,93,94,94,94,94,94,94,94,94,94,94,94,94,99,99,99,99,99,100,100,100,100,100,100,100,100,100,100,100,100,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,112,112,112,114,114,114,114,114,114,117,117,117,117,117,117,117,117,117,117,117,117,117,117,122,122,122,122,122,122,122,122,123,123,123,123,123,123,123,123,123,127,127,127,128,128,128,128,128,128,128,128,131,131,131,131,131,131,131,131,131,131,131,131,131,131,134,134,134,134,134,134,135,135,135,135,135,135,135,135,135,135,135,135,135,137,137,137,137,137,137,137,137,139,139,139,139,139,139,139,139,139,139,139,144,144,144,144,144,144,144,144,147,147,147,147,148,148,148,148,148,148,148,148,148,148,148,148,150,150,150,150,150,150,153,153,153,153,153,153,153,153,154,154,155,155,155,157,157,157,157,157,160,160,160,160,160,161,161,161,161,161,164,164,164,165,165,165,165,165,165,166,166,166,166,167,167,167,167,167,167,167,167,167,167,172,172,172,172,174,176,176,176,176,176,176,177,177,177,177,178,178,178,178,178,178,178,178,178,178,179,179,179,179,179,179,179,179,179,179,179,179,179,179,179,179,179,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,191,191,191,191,191,191,193,193,193,193,197,197,197,199,199,199,206,206,206,206,206,219,219,219,222,222,222,231,231,231,239,239,239,239,249,249,249,258,258,258,258,278,278,278,297,297,297,297,309,309,309,309,309,309,309,319,331,331,331,339,339,339,339,349,349,349,349,349,349,354,354,354,354,354,354,354,354,359,359,359,359,359,359,359,359,359,365,365,365,365,365,367,367,367,367,367,367,367,367,367,367,367,367,367,369,369,369,369,370,370,370,370,370,370,370,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,371,375,375,375,375,375,375,375,375,375,375,375,375,375,375,377,377,377,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,378,383,383,383,384,384,384,384,384,384,384,384,384,384,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,385,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,386,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388,388 +,Congo 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+,Costa Rica,9.7489,-83.7534,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,4,4,4,4,5,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,8,8,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,14,15,15,16,17,18,18,18,19,23,23,25,25,26,28,30,34,37,40,42,47,54,62,66,68,71,80,87,98,104,115,125,133,140,150,154,162,171,181,191,200,218,228,235,244,255,263,272,281,291,294,304,314,321,333,340,348,355,362,376,386,397,407,418,418,436,443,453,460,469,478,478,510,531,543,567,583,590,590,621,633,649,666,686,706,706,745,760,781,795,812,828,828,861,880,904,917,930,950,950,987,1004,1024,1040,1055,1076,1076,1108,1124,1134,1159,1168,1183,1183,1204,1222,1236,1251,1265,1282,1282,1312,1329,1340,1357,1371,1385,1385,1404,1419,1431,1444,1453,1464,1464,1491,1502,1513,1527,1537,1546,1546,1566,1578,1588,1599,1608,1608,1608,1641,1662,1674,1679,1690,1690,1690,1726,1731,1739,1757,1773,1773,1773,1825,1846,1864,1882,1895,1895,1895,1936,1956,1967,1980,1996,1996,1996,2037,2051,2065,2086,2086,2086,2086,2144,2156,2171,2185,2185,2185,2185,2229,2248,2267,2286,2305,2305,2305,2353,2367,2384,2401,2416,2416,2416,2458,2477,2492,2506,2518,2518,2518,2558,2567,2584,2599,2604,2604,2604,2634,2641,2650,2662,2672,2672,2672,2692,2698,2701,2710,2714,2714,2714,2730,2737,2745,2756,2763,2763,2763,2782,2785,2793,2796,2800,2800,2800,2812,2820,2824,2829,2833,2833,2833,2833,2848,2848,2848,2862,2862,2862,2862,2886,2886,2886,2896,2896,2896,2896,2908,2908,2908,2931,2931,2931,2931,2957,2957,2957,2957,2957,2957,2957,3000,3000,3000,3018,3018,3018,3018,3044,3044,3065,3071,3071,3071,3099,3104,3115,3125,3136,3143,3143,3168,3186,3202,3217,3231,3231,3231,3290,3310,3326,3341,3365,3365,3365,3430,3456,3482,3514,3547,3547,3547,3625,3673,3696,3736,3765,3765,3765,3849,3877,3908,3929,3962,3962,3962,4041,4074,4098,4124,4153,4153,4153,4228,4251,4278,4298,4322,4322,4322,4388,4407,4437,4459,4473,4473,4473,4530,4546,4567,4581,4602,4602,4602,4648,4661,4667,4674,4686,4686,4686,4726,4740,4753,4760,4773,4773,4773,4773,4829,4842,4857,4874,4874,4874,4906,4915,4925,4933,4941,4941,4941,4941,4987,4997,5013,5030,5030,5030,5030,5070,5087,5108,5124,5124,5124,5162,5169,5185,5199,5211,5211,5211,5255,5269,5284,5296,5312,5312,5312,5361,5378,5394,5417,5431,5431,5431,5492,5506,5523,5540,5568,5568,5568,5642,5673,5702,5721,5754,5754,5754,5754,5851,5889,5919,5949,5949,5949,6056,6098,6128,6168,6189,6189,6189,6277,6316,6349,6386,6413,6413,6413,6494,6522,6553,6584,6612,6612,6612,6698,6718,6744,6771,6797,6797,6797,6857,6880,6895,6895,6946,6946,6946,6983,6997,7008,7021,7029,7029,7029,7078,7093,7111,7124,7134,7134,7134,7164,7176,7176,7190,7197,7197,7197,7223,7231,7241,7248,7251,7251,7251,7264,7271,7280,7284,7287,7287,7287,7287,7299,7305,7309,7312,7312,7312,7318,7324,7324,7328,7332,7332,7332,7332,7333,7336,7336,7340,7340,7340,7340,7343,7343,7343,7343,7343,7343,7343,7353,7353,7353,7353,7353,7353,7353,7366,7369,7370,7372,7372,7372,7382,7386,7394,7401,7406,7406,7406,7421,7425,7434,7441,7451,7451,7451,7451,7492,7505,7521,7533,7533,7533,7575,7593,7605,7621,7641,7641,7641,7694,7712,7730,7752,7772,7772,7772,7806,7829,7847,7874,7894,7894,7894,7936,7954,7969,7984,7999,7999,7999,8037,8047,8057,8073,8082,8082,8082,8121,8136,8142,8149,8160,8160,8160,8186,8192,8202,8215,8226,8226,8226,8244,8256,8261,8263,8266,8266,8266,8266,8266,8298,8300,8308,8308,8308,8308,8327,8327,8327,8327,8327,8327,8327,8357,8357,8357,8357,8357,8357,8357,8357,8383,8383,8383,8383,8383,8383,8383,8405,8405,8405,8405,8405,8405,8405,8421,8421,8421,8421,8421,8421,8444,8444,8444,8444,8444,8444,8444,8444,8472,8472,8472,8472,8472,8472,8495,8495,8495,8495,8495,8495,8495,8495,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8525,8670,8670,8670,8690,8690,8690,8690,8720,8720,8720,8740,8740,8740,8754,8754,8754,8754,8774,8774,8774,8780,8780,8780,8780,8800,8800,8800,8808,8808,8808,8808,8828,8828,8836,8836,8836,8836,8836,8856,8856,8856,8867,8867,8867,8867,8887,8887,8887,8887,8893,8893,8893,8913,8913,8913,8913,8913,8913,8913,8933,8933,8933,8933,8933,8933,8933,8970,8970,8970,8970,8970,8970,8970,8970,8966,8966,8966,8966,8966,8966,8974,8974,8974,8974,8974,8974,8974,8982,8982,8982,8982,8982,8982,8982,8990,8990,8990,8990,8990,8990,8990,8999,8999,8999,9009,9009,9009,9009,9009,9009,9009,9019,9019,9019,9019,9019,9019,9019,9031,9031,9031,9031,9031,9031,9031,9031,9031,9031,9031,9038,9038,9038,9046,9046,9046,9046,9046,9046,9046,9046,9046,9046,9046,9051,9051,9051,9051,9051,9051,9051,9059,9059,9059,9072,9072,9072,9072,9072,9072,9072,9072,9072,9072,9072,9085,9085,9085,9104,9104,9104,9104,9104,9104,9104,9104,9104,9104,9104,9104,9123,9123,9123,9123,9123,9123,9142,9142,9142,9142,9142,9142,9142,9158,9158,915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+,Cote 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Princess,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,2,3,3,3,4,4,6,6,6,6,6,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,8,8,8,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,11,11,11,11,12,12,12,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13,13 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Salvador,13.7942,-88.8965,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,3,3,4,4,5,6,6,6,6,6,6,6,6,7,7,7,7,7,7,8,8,8,8,8,8,9,10,10,11,11,13,14,15,15,16,17,17,18,20,20,23,25,26,30,30,30,31,33,33,33,35,35,36,39,39,42,46,46,46,49,51,52,53,53,53,56,60,64,68,68,72,74,74,76,79,82,86,93,98,107,113,119,126,133,143,152,164,174,182,191,202,210,217,223,229,235,243,249,254,260,267,278,286,298,309,324,335,344,352,363,372,379,390,400,408,417,430,439,448,459,467,477,486,498,513,520,536,549,563,570,577,584,595,603,612,618,625,633,640,646,654,661,669,678,687,694,702,708,713,717,724,731,739,744,752,759,764,765,770,774,777,782,785,788,792,796,801,804,808,811,812,814,819,823,826,826,826,831,839,843,848,853,857,863,865,869,873,877,881,887,890,894,899,904,908,912,917,922,926,929,933,936,940,944,949,953,957,962,967,971,975,979,983,987,992,997,1002,1006,1010,1014,1020,1024,1028,1033,1039,1044,1047,1052,1056,1061,1064,1070,1075,1081,1086,1086,1098,1102,1107,1111,1114,1120,1129,1134,1142,1153,1159,1164,1168,1174,1180,1186,1193,1200,1205,1212,1219,1227,1234,1242,1250,1257,1265,1274,1283,1289,1297,1305,1313,1313,1327,1327,1327,1327,1358,1364,1373,1382,1390,1398,1408,1419,1428,1437,1447,1459,1469,1479,1487,1498,1509,1521,1530,1540,1551,1561,1572,1583,1589,1599,1604,1614,1623,1632,1638,1646,1653,1662,1673,1681,1692,1701,1709,1719,1727,1734,1742,1750,1758,1767,1776,1785,1792,1799,1807,1815,1823,1832,1841,1847,1854,1861,1869,1878,1887,1894,1894,1907,1915,1923,1929,1935,1940,1945,1950,1954,1958,1962,1962,1971,1975,1979,1983,1986,1990,1990,1996,1998,2000,2003,2006,2006,2006,2017,2021,2025,2030,2030,2037,2040,2044,2048,2051,2054,2057,2060,2064,2068,2072,2075,2078,2082,2086,2089,2093,2098,2103,2106,2111,2117,2120,2124,2124,2132,2134,2137,2141,2143,2146,2150,2154,2158,2164,2168,2173,2178,2182,2187,2191,2195,2199,2202,2206,2211,2216,2220,2224,2229,2233,2237,2241,2245,2249,2252,2255,2260,2260,2266,2270,2274,2279,2279,2284,2288,2292,2295,2299,2305,2310,2315,2321,2327,2332,2336,2341,2346,2351,2356,2361,2367,2371,2376,2381,2387,2393,2397,2403,2409,2414,2420,2428,2433,2439,2445,2451,2457,2464,2470,2477,2484,2492,2499,2508,2519,2529,2538,2547,2558,2567,2577,2587,2599,2613,2629,2641,2651,2663,2672,2681,2691,2703,2717,2730,2742,2749,2759,2769,2781,2789,2794,2804,2812,2817,2824,2831,2840,2846,2855,2863,2872,2880,2890,2898,2909,2918,2926,2934,2944,2952,2961,2969,2977,2986,2995,3005,3013,3022,3032,3043,3056,3066,3078,3090,3102,3114,3125,3138,3152,3164,3174,3185,3197,3211,3222,3234,3245,3262,3277,3293,3312,3327,3345,3357,3368,3381,3392,3405,3420,3435,3447,3460,3477,3490,3505,3520,3532,3544,3554,3564,3575,3586,3596,3604,3613,3622,3629,3638,3647,3654,3664,3670,3675,3682,3690,3695,3704,3709,3715,3721,3728,3731,3735,3738,3741,3746,3751,3753,3756,3759,3762,3764,3764,3769,3771,3774,3776,3778,3779,3781,3781,3783,3786,3789,3790,3791,3792,3793,3795,3797,3800,3800,3802,3803,3805,3807,3809,3810,3812,3815,3817,3818,3818,3820,3820,3821,3823,3824,3824,3825,3826,3826,3826,3826,3826,3827,3827,3827,3827,3828,3829,3832,3832,3834,3834,3837,3840,3843,3847,3851,3855,3857,3862,3866,3871,3877,3884,3891,3899,3908,3914,3921,3927,3933,3942,3952,3960,3967,3975,3982,3989,3994,4002,4011,4019,4027,4032,4032,4041,4044,4048,4054,4058,4062,4062,4068,4071,4074,4077,4081,4083,4086,4088,4091,4092,4093,4094,4095,4095,4100,4101,4102,4104,4105,4107,4109,4109,4113,4113,4114,4115,4115,4116,4116,4117,4118,4118,4119,4119,4119,4120,4120,4121,4121,4121,4121,4121,4122,4122,4124,4124,4124,4125,4125,4125,4125,4126,4126,4127,4127,4127,4127,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4128,4129,4129,4129,4129,4129,4129,4130,4130,4130,4130,4130,4130,4130,4131,4131,4131,4131,4131,4131,4131,4132,4132,4132,4132,4132,4132,4133,4133,4133,4134,4134,4134,4135,4135,4135,4135,4135,4135,4136,4137,4137,4137,4138,4139,4139,4139,4139,4139,4141,4141,4142,4144,4146,4146,4149,4150,4152,4152,4153,4155,4156,4160,4163,4164,4165,4167,4171,4174,4174,4177,4178,4181,4184,4184,4184,4184,4189,4190,4192,4194,4194,4194,4194,4199,4201,4204,4206,4208,4210,4213,4214,4216,4216,4216,4217,4217,4217,4217,4217,4217,4218,4218,4219,4219,4219,4220,4220,4221,4221,4221,4221,4222,4223,4223,4224,4224,4224,4224,4224,4224,4226,4226,4227,4227,4227,4228,4228,4228,4228,4228,4228,4228,4228,4228,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4229,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230,4230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+,Equatorial Guinea,1.6508,10.2679,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,3,3,4,4,4,4,4,4,4,6,7,7,7,7,7,7,7,10,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,51,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,83,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,85,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,86,87,87,87,87,87,87,87,87,87,87,88,88,89,89,89,91,91,91,91,91,91,92,92,93,93,93,96,96,96,96,96,98,98,98,98,98,100,100,100,100,100,100,101,101,102,102,102,102,102,102,102,102,103,103,103,103,104,104,104,104,104,106,106,106,106,106,106,106,106,106,106,106,106,106,107,107,107,107,107,107,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,113,118,118,118,118,118,118,118,118,118,118,118,118,118,118,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,122,122,122,122,122,122,122,122,122,122,122,122,122,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,124,124,126,126,126,128,128,128,129,129,129,129,129,131,131,131,131,136,137,137,137,137,137,140,140,142,142,142,142,142,142,146,147,147,147,147,150,150,150,154,154,154,154,155,155,156,156,156,156,156,161,161,163,163,163,163,163,163,163,163,163,166,167,167,167,167,167,168,168,168,168,168,168,168,168,168,168,168,168,169,169,169,170,170,170,170,170,170,170,173,173,173,173,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,175,177,177,177,177,177,177,177,178,178,178,178,178,179,179,179,179,179,181,181,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,182,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183,183 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Miquelon,France,46.8852,-56.3159,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2 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+"Bonaire, Sint Eustatius and 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+Sint 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+,North Macedonia,41.6086,21.7453,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,3,3,3,4,6,7,9,11,11,12,17,18,23,26,29,30,32,34,34,38,44,45,46,49,49,51,54,55,56,56,57,59,61,65,71,73,77,81,82,84,85,86,88,89,90,91,91,91,92,95,95,97,98,101,104,106,110,111,112,113,113,113,116,119,121,126,131,133,140,141,145,147,149,151,153,156,157,164,169,171,179,188,193,201,210,216,222,233,238,247,251,259,265,268,277,286,298,302,306,321,328,334,341,346,351,359,362,368,376,382,385,389,393,401,406,414,422,432,432,442,445,451,460,460,466,471,476,480,486,493,497,500,505,511,517,519,523,527,528,529,530,532,535,539,544,547,549,551,554,557,563,564,568,573,578,585,590,596,600,603,604,606,606,609,614,617,623,631,634,637,642,646,648,652,661,668,675,683,689,693,700,705,710,712,721,722,725,729,737,739,743,749,753,756,760,768,772,775,781,785,792,797,800,809,815,821,824,834,846,850,862,874,883,897,919,934,949,963,977,982,994,1004,1025,1049,1071,1084,1096,1110,1136,1156,1186,1212,1238,1263,1281,1305,1345,1376,1397,1423,1462,1487,1511,1546,1561,1600,1630,1658,1699,1731,1763,1792,1825,1847,1877,1901,1924,1949,1977,2023,2051,2077,2096,2121,2147,2169,2194,2225,2254,2274,2292,2314,2340,2354,2375,2401,2427,2445,2456,2473,2488,2503,2510,2522,2530,2550,2559,2571,2581,2592,2614,2622,2635,2647,2657,2672,2682,2696,2702,2715,2726,2739,2754,2768,2779,2785,2791,2812,2821,2831,2841,2848,2855,2866,2873,2893,2900,2908,2916,2924,2946,2955,2959,2966,2971,2976,2989,2998,3003,3010,3018,3037,3047,3063,3076,3085,3098,3111,3119,3126,3137,3144,3151,3156,3165,3176,3185,3195,3206,3228,3244,3265,3280,3300,3319,3340,3364,3388,3403,3424,3448,3473,3503,3528,3545,3574,3607,3642,3675,3716,3749,3781,3810,3860,3905,3940,3977,4022,4073,4108,4150,4182,4228,4262,4289,4322,4357,4388,4419,4443,4478,4509,4556,4595,4628,4650,4677,4714,4742,4772,4818,4855,4891,4936,4961,4992,5016,5042,5067,5079,5093,5109,5135,5151,5168,5184,5197,5211,5230,5232,5249,5265,5280,5296,5311,5329,5342,5356,5369,5387,5398,5408,5413,5423,5429,5435,5442,5448,5455,5458,5462,5467,5468,5470,5471,5471,5472,5472,5472,5472,5474,5475,5475,5477,5477,5478,5481,5484,5484,5484,5484,5484,5484,5485,5486,5486,5486,5486,5486,5486,5486,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5487,5488,5489,5489,5489,5489,5491,5491,5491,5491,5493,5493,5493,5494,5494,5497,5501,5502,5503,5507,5509,5513,5521,5527,5532,5542,5552,5560,5574,5589,5608,5632,5654,5668,5695,5727,5755,5782,5818,5842,5869,5901,5938,5964,5987,6013,6045,6065,6097,6129,6153,6184,6214,6236,6259,6277,6307,6339,6367,6396,6437,6460,6472,6489,6511,6539,6557,6577,6594,6607,6630,6646,6668,6683,6683,6704,6719,6740,6758,6783,6799,6817,6831,6849,6855,6875,6888,6901,6922,6940,6964,6978,6998,7012,7019,7036,7051,7062,7072,7087,7098,7108,7121,7132,7145,7159,7178,7194,7204,7217,7232,7242,7255,7276,7294,7307,7320,7328,7337,7354,7367,7390,7406,7418,7436,7449,7464,7474,7492,7511,7528,7547,7569,7581,7592,7609,7616,7631,7641,7658,7674,7688,7695,7710,7723,7732,7740,7754,7768,7778,7794,7801,7815,7825,7838,7853,7868,7879,7894,7904,7907,7917,7935,7953,7960,7969,7975,7981,7996,8000,8002,8012,8023,8032,8042,8055,8062,8070,8083,8092,8100,8115,8139,8153,8166,8177,8198,8218,8240,8266,8285,8312,8338,8362,8383,8409,8444,8470,8494,8533,8549,8578,8599,8624,8658,8686,8705,8736,8747,8768,8793,8829,8851,8869,8891,8898,8915,8937,8958,8968,8981,8994,9001,9010,9027,9036,9050,9065,9075,9079,9086,9097,9104,9117,9123,9137,9146,9150,9155,9159,9162,9164,9172,9180,9184,9187,9188,9191,9197,9203,9206,9208,9214,9220,9221,9226,9226,9228,9231,9231,9234,9236,9240,9244,9251,9252,9256,9256,9260,9261,9261,9261,9262,9263,9265,9266,9271,9271,9271,9276,9277,9278,9278,9280,9280,9280,9280,9282,9283,9284,9284,9284,9284,9287,9287,9287,9287,9289,9289,9289,9291,9293,9293,9296,9296,9296,9297,9297,9297,9300,9300,9300,9300,9300,9303,9303,9306,9307,9309,9309,9309,9309,9311,9313,9313,9316,9316,9316,9316,9316,9318,9320,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9322,9323,9325,9327,9327,9327,9327,9327,9327,9329,9331,9331,9331,9335,9337,9337,9337,9339,9339,9339,9339,9343,9345,9349,9353,9353,9353,9359,9361,9361,9368,9370,9370,9370,9373,9377,9381,9387,9388,9388,9388,9398,9398,9400,9410,9414,9414,9414,9424,9426,9429,9437,9440,9440,9440,9450,9455,9461,9468,9473,9473,9473,9477,9481,9489,9490,9495,9495,9495,9499,9499,9502,9503,9506,9506,9506,9512,9515,9516,9520,9521,9521,9521,9524,9524,9524,9526,9527,9527,9527,9531,9531,9535,9534,9534,9534,9534,9537,9539,9542,9542,9544,9544,9544,9548,9548,9551,9551,9551,9551,9551,9553,9554,9556,9559,9559,9559,9559,9559,9561,9561,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9564,9567,9567,9567,9567,9567,9567,9568,9568,9568,9568,9568,9568,9568,9568,9570,9570,9570,9570,9591,9591,9591,9591,9591,9591,9591,9591,9599,9599,9599,9599,9599,9599,9599,9599,9608,9608,9608,9608,9608,9608,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9614,9623,9623,9623,9623,9623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Guinea,-6.314993,143.95555,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4,4,4,4,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,6,6,6,6,6,6,6,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,11,12,12,12,12,14,14,14,14,16,16,16,16,16,16,21,21,21,21,26,26,26,31,36,36,36,36,37,39,39,39,39,45,49,56,60,60,60,60,61,67,67,68,68,68,68,68,69,69,71,82,82,82,89,91,91,91,99,99,102,102,105,105,107,107,107,115,115,115,121,121,121,121,121,121,121,130,130,133,136,136,136,136,136,141,154,154,154,154,156,156,159,162,162,162,162,162,162,162,162,162,164,164,164,164,164,164,164,164,165,165,165,165,167,167,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,173,177,177,177,177,179,179,179,179,179,179,179,179,187,191,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,192,194,194,196,196,196,204,204,204,204,204,204,212,212,217,217,225,225,227,227,227,229,229,234,234,234,234,234,237,243,245,245,245,245,252,262,266,266,266,266,309,312,312,325,329,329,335,335,335,335,345,367,367,370,370,385,392,392,406,406,407,407,413,415,415,430,430,436,436,436,436,436,484,484,486,529,529,542,542,542,542,545,545,546,546,550,550,550,550,550,573,573,573,573,573,586,586,587,587,587,589,589,589,589,589,589,589,589,589,589,590,590,590,590,590,590,590,590,590,590,591,591,591,591,591,595,595,595,596,596,596,596,596,596,596,596,596,596,597,597,597,597,597,597,597,597,597,597,597,597,597,597,597,597,597,610,610,610,610,610,610,628,628,628,628,636,636,636,636,638,638,638,638,638,638,638,638,638,638,638,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,639,640,640,640,640,640,640,640,640,640,640,643,643,643,643,643,643,643,643,649,649,649,649,649,649,649,649,649,649,649,649,649,649,649,649,649,650,650,650,650,650,650,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,651,657,658,658,658,658,658,658,658,658,658,658,658,658,658,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,662,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,663,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,664,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,668,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,669,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670,670 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Grenadines,12.9843,-61.2872,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,3,3,4,4,4,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,6,8,8,8,8,8,8,8,8,8,8,8,8,8,8,8,9,9,9,9,9,9,9,9,9,9,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,10,11,11,11,11,11,11,11,11,11,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,16,17,17,17,17,17,18,19,19,21,26,26,28,33,33,33,33,33,33,38,38,38,38,38,38,47,53,53,54,56,56,60,60,60,63,63,64,65,66,66,68,68,69,69,69,69,69,69,69,69,69,71,71,71,71,72,72,72,73,73,73,73,73,73,74,74,74,74,74,74,74,74,74,74,74,76,76,76,76,76,77,77,77,77,77,77,77,77,77,77,77,79,79,79,81,81,81,81,81,81,81,81,81,83,83,83,83,84,84,84,84,84,85,85,85,85,85,85,87,88,88,90,90,90,90,92,92,92,92,93,93,93,94,94,95,95,95,99,99,99,99,101,101,101,102,102,103,103,103,103,104,104,104,105,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,106,107,107,108,108,108,108,108,108,108,108,108,108,108,108,109,109,109,110,110,110,110,111,111,111,111,111,111,111,111,112,112,112,112,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,118,118,118,118,118,118,118,118,118,119,119,119,119,119,119,119,120,120,120,120,120,120,121,121,121,121,121,121,121,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123,123 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Marino,43.9424,12.4578,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,5,5,5,5,9,11,14,14,20,20,20,21,21,21,21,22,22,25,26,28,28,30,32,32,32,32,34,34,34,34,35,35,36,36,36,38,38,39,39,39,40,40,40,40,40,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,41,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,42,43,43,43,43,43,44,44,44,44,44,44,45,45,46,46,46,46,47,48,48,48,48,49,49,50,51,51,52,54,54,54,55,55,55,55,56,56,56,57,57,57,57,59,59,59,59,61,61,62,62,62,64,64,64,64,64,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,67,67,67,68,68,68,69,69,69,69,71,71,72,72,72,72,72,72,72,72,72,72,72,72,73,73,73,73,74,74,74,74,75,75,76,76,76,77,77,77,77,77,77,77,77,77,77,78,79,79,79,79,80,82,84,84,84,84,84,84,84,84,84,84,85,85,85,85,85,85,85,85,86,86,86,86,86,86,88,88,88,88,89,89,89,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,90,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,91,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,92,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,93,94,94,94,94,94,94,94,94,94,94,94,95,95,95,96,96,97,97,98,98,98,98,98,99,99,100,100,100,102,102,103,103,103,103,103,103,103,103,103,103,103,103,103,103,105,106,107,107,107,108,108,109,109,109,109,109,109,109,109,109,109,109,109,109,109,109,110,110,110,110,110,110,110,110,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,112,113,113,113,113,113,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,116,116,116,117,117,117,117,117,117,117,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,118,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122,122 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+,South 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+,South Sudan,6.877,31.307,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,4,4,4,4,4,4,6,8,8,8,8,10,10,10,10,10,10,10,10,10,10,10,14,19,19,19,24,24,27,27,27,30,31,32,34,34,34,35,36,36,36,36,36,36,36,38,38,38,38,38,38,38,38,38,38,38,38,38,41,41,41,41,43,43,43,45,45,45,45,45,45,45,46,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,48,48,48,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,49,50,50,50,50,50,50,53,54,54,55,55,55,55,55,55,55,55,55,55,55,55,56,56,56,56,56,56,58,58,58,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,59,60,60,60,60,61,61,61,61,61,61,61,61,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,64,66,66,66,66,66,69,71,71,72,74,74,77,79,79,83,83,85,86,87,87,87,87,90,93,93,94,95,97,100,100,102,102,102,102,102,103,104,104,104,104,106,106,106,106,106,106,106,106,107,108,108,108,108,108,108,109,112,112,112,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,117,118,118,118,118,119,119,119,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,128,128,128,128,128,128,128,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,130,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,133,135,135,135,135,135,135,135,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138 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Kingdom,49.448196,-2.58949,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,3,4,4,6,6,8,9,9,9,10,11,11,13,13,13,13,13,13,14,14,15,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,17,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,18,20,20,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,21,22,22,22,22,22,22,22,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,25,25,26,26,28,28,28,28,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,36,36,36,36,36,36,36,36,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,43,45,45,45,45,45,45,45,46,46,46,46,46,46,46,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,47,48,48,48,48,48,48,49,49,49,49,49,49,49,49,50,50,50,50,50,50,50,54,54,54,54,54,54,54,54,54,54,54,54,54,54,60,60,60,60,60,60,60,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,62,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,63,64,64,64,64,64,64,64,64,64,64,64,64,64,64,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,65,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,69,69,69,69,69,69,69,69,62,62,62,62,62,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66,66 +Isle of Man,United Kingdom,54.2361,-4.5481,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,2,2,2,2,4,4,4,6,6,9,9,15,16,18,18,18,20,21,21,21,22,22,22,23,23,23,23,23,23,23,23,23,23,23,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,24,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,25,26,26,26,26,26,26,26,26,26,26,26,26,26,26,27,27,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,33,33,33,33,33,33,36,36,36,37,37,37,37,37,37,37,37,37,37,37,37,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,38,51,51,51,51,51,51,51,51,52,52,52,52,52,52,54,54,54,54,54,54,54,54,56,56,56,56,56,56,57,57,57,57,57,57,57,57,57,57,57,57,57,57,60,60,60,60,60,60,61,64,64,64,64,64,64,64,64,66,66,66,66,66,66,66,66,66,66,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,67,68,68,68,68,68,68,68,70,70,70,70,70,70,70,70,70,70,70,70,70,70,70,71,71,71,71,71,71,73,73,73,73,73,73,73,77,77,77,77,77,77,77,77,79,79,79,79,79,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,81,81,81,81,81,81,81,81,81,81,81,81,81,81,81,82,82,82,82,82,82,84,84,84,84,84,84,84,87,87,87,87,87,87,87,87,87,87,87,87,87,93,93,98,98,98,98,98,98,98,102,102,102,102,102,102,102,104,104,104,104,104,104,104,104,105,105,105,105,105,105,105,105,105,105,105,105,105,106,106,106,106,106,106,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,107,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,108,110,110,110,110,110,110,110,110,110,110,110,110,110,110,111,111,111,111,111,111,111,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116,116 +Jersey,United Kingdom,49.2138,-2.1358,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,2,2,2,2,2,3,3,3,3,3,3,4,4,4,4,4,6,7,10,11,12,12,14,14,18,19,19,19,19,19,20,20,22,23,24,24,24,24,25,25,25,25,26,26,27,27,27,27,27,27,27,28,29,29,29,29,29,29,29,29,29,29,29,29,29,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,30,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,31,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,32,33,36,36,36,38,39,40,41,41,41,41,41,41,42,44,44,44,44,47,51,53,56,57,57,57,59,59,60,60,62,62,62,62,62,62,62,63,63,63,63,63,64,65,66,66,66,66,67,67,67,67,67,67,67,67,67,67,67,67,67,68,68,68,68,68,68,68,68,68,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,69,70,71,72,73,73,73,73,73,73,73,74,74,74,74,74,74,75,75,75,75,75,76,76,76,77,77,77,77,77,77,77,77,77,77,77,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,78,79,79,79,79,79,79,79,79,79,79,79,79,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,80,81,81,81,81,81,81,81,82,82,84,84,84,84,84,84,84,84,85,87,87,87,87,88,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,89,90,90,90,90,90,92,92,92,92,92,92,94,94,94,96,96,96,96,99,99,99,100,100,100,101,103,103,104,104,104,104,104,106,106,106,106,106,108,108,108,108,108,108,109,109,110,111,112,112,112,112,112,113,113,113,113,113,114,115,115,115,115,115,115,116,116,116,116,116,116,116,116,116,118,118,118,118,118,119,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,122,122,123,123,123,123,123,124,124,124,126,126,126,126,126,126,126,127,127,127,127,127,127,127,127,127,127,127,127,127,127,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,129,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,131,132,132,132,133,133,133,133,133,133,133,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,135,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,136,137,137,137,137,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,138,139,139,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,141,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,142,144,144,144,144,144,144,144,146,146,146,146,146,146,146,146,146,146,146,146,146,146,150,150,150,150,150,150,150,154,154,154,154,154,154,154,155,155,155,155,155,155,155,155,157,157,157,157,157,157,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161,161 +Montserrat,United 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+Pitcairn Islands,United 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diff --git a/time_series_covid19_recovered_global.csv b/time_series_covid19_recovered_global.csv new file mode 100644 index 0000000..d20ea9a --- /dev/null +++ b/time_series_covid19_recovered_global.csv @@ -0,0 +1,275 @@ 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Territory,Australia,-35.4735,149.0124,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,2,2,3,8,11,18,18,28,40,40,40,47,59,59,59,59,72,72,82,81,88,88,91,92,93,93,97,98,99,100,101,101,103,103,103,103,103,103,103,103,103,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,104,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,105,107,107,107,109,109,109,109,109,109,109,109,109,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,110,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,111,112,112,112,112,112,112,112,112,112,113,113,113,113,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,114,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,115,116,116,116,116,117,117,117,119,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,120,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,121,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 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From 591c7bff7a0af21ea7cbc4be13f36dc14707dd59 Mon Sep 17 00:00:00 2001 From: TatianaAS Date: Thu, 16 Nov 2023 15:22:07 -0500 Subject: [PATCH 2/9] first versions for covid forcasting --- Classic_models.ipynb | 1 + Covid_XGboost.ipynb | 1 + autoformer-transformers.ipynb | 1 + covid19_test.ipynb | 1 + 4 files changed, 4 insertions(+) create mode 100644 Classic_models.ipynb create mode 100644 Covid_XGboost.ipynb create mode 100644 autoformer-transformers.ipynb create mode 100644 covid19_test.ipynb diff --git a/Classic_models.ipynb b/Classic_models.ipynb new file mode 100644 index 0000000..b63c771 --- /dev/null +++ b/Classic_models.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOSCJBHs6CjlqHuvVovwKLG"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["#Covid 19 with classic forecasting models\n","\n","In this notebook, we will use multiple tools to make forecasting."],"metadata":{"id":"jXimHeIZ-Jt2"}},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"id":"1DBCg_aZpBcO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058537907,"user_tz":300,"elapsed":131401,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"cafc4a59-fd28-459a-8302-62839c525cae"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["%pip install statsmodels\n","%pip install pmdarima\n","%pip install statsforecast\n","%pip install -U scikit-learn"],"metadata":{"id":"FZ8x_I0npIvB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058572230,"user_tz":300,"elapsed":34327,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"e33afb40-aa13-480d-d172-37fded7c884f"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: statsmodels in /usr/local/lib/python3.10/dist-packages (0.14.0)\n","Requirement already satisfied: numpy>=1.18 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (1.23.5)\n","Requirement already satisfied: scipy!=1.9.2,>=1.4 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (1.11.3)\n","Requirement already satisfied: pandas>=1.0 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (1.5.3)\n","Requirement already satisfied: patsy>=0.5.2 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (0.5.3)\n","Requirement already satisfied: packaging>=21.3 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (23.2)\n","Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.0->statsmodels) 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Arenas","userId":"13627879257220812849"}}},"outputs":[],"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","import pandas as pd\n","from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n","from statsmodels.tsa.arima.model import ARIMA\n","from sklearn.metrics import mean_squared_error,mean_absolute_error\n","import warnings\n","warnings.filterwarnings(\"ignore\")\n","import plotly.graph_objects as go\n"]},{"cell_type":"code","source":["df_deaths_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_deaths_US.csv')\n","df_confirmed_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_recovered_global.csv')"],"metadata":{"id":"q-s6eRgjpsL5","executionInfo":{"status":"ok","timestamp":1700058578155,"user_tz":300,"elapsed":5285,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":["# Classic time series models"],"metadata":{"id":"G2n8alWBTwLn"}},{"cell_type":"code","source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)"],"metadata":{"id":"FPjszKZNp0wR","executionInfo":{"status":"ok","timestamp":1700058578905,"user_tz":300,"elapsed":755,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["fig = go.Figure([go.Scatter(x = df_1.index, y = df_1['cases'])])\n","fig.show()"],"metadata":{"id":"Nc2kFwlBqDPh","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1700058578905,"user_tz":300,"elapsed":15,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"43003e55-789c-4895-e59f-2c84fb6987eb"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","\n","\n","
\n","
\n","\n",""]},"metadata":{}}]},{"cell_type":"markdown","source":["The most common test for identifying whether a time series is non-stationary is the augmented **Dicky-Fuller test**. This is a statistical test, where the **null hypothesis is that your time series is non-stationary due to trend**"],"metadata":{"id":"_jLUjpjYutgY"}},{"cell_type":"code","source":["from statsmodels.tsa.stattools import adfuller\n","\n","result = adfuller(df_1['cases'])\n","\n","print('ADF Statistic: %f' % result[0])\n","print('p-value: %f' % result[1])\n","print('Critical Values:')\n","for key, value in result[4].items():\n"," print('\\t%s: %.3f' % (key, value))\n"," if (result[1] <= 0.05) & (result[4]['5%'] > result[0]):\n"," print(\"\\u001b[32mStationary\\u001b[0m\")\n"," else:\n"," print(\"\\x1b[31mNon-stationary\\x1b[0m\")"],"metadata":{"id":"zexU_Vm1uugi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058578906,"user_tz":300,"elapsed":12,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"2f7ff3c2-639e-4adb-9fec-9631ca45a3c8"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["ADF Statistic: -0.120827\n","p-value: 0.947324\n","Critical Values:\n","\t1%: -3.436\n","\u001b[31mNon-stationary\u001b[0m\n","\t5%: -2.864\n","\u001b[31mNon-stationary\u001b[0m\n","\t10%: -2.568\n","\u001b[31mNon-stationary\u001b[0m\n"]}]},{"cell_type":"markdown","source":["The results object is a tuple. The zeroth element is the test statistic, in this case it is -0.12. The more negative this number is, the more likely that the data is stationary. The next item in the results tuple, is the test p-value. Here it's 0.94. If the p-value is smaller than 0.05, we reject the null hypothesis and assume our time series must be stationary. The last item in the tuple is a dictionary. This stores the critical values of the test statistic which equate to different p-values. In this case, if we wanted a p-value of 0.05 or below, our test statistic needed to be below -2.91.\n","\n","p-value is high. It should be very less. We fail to reject the null hypothesis as p-value is high. So, the time series is non-stationary.\n","If p-value is less, then we can say that the time series is stationary.\n","\n","Remember that Stationarity can be defined in precise mathematical terms, but for our purpose we mean a flat looking series, without trend, constant variance over time, a constant autocorrelation structure over time and no periodic fluctuations (seasonality)."],"metadata":{"id":"6KXDptzCqX2b"}},{"cell_type":"markdown","source":["**If the time series is stationary, continue to the next steps. If the time series is not stationary, try differencing the time series and recheck its stationarity.** Most of the automl (like pycaret or Darts) packages do this step automatically."],"metadata":{"id":"XMLrC0KDrhfK"}},{"cell_type":"code","source":["df2 = df_1.diff(periods=1)\n","df2 = df2.dropna()\n","result = adfuller(df2['cases'])\n","\n","print('ADF Statistic: %f' % result[0])\n","print('p-value: %f' % result[1])\n","print('Critical Values:')\n","for key, value in result[4].items():\n"," print('\\t%s: %.3f' % (key, value))\n"," if (result[1] <= 0.05) & (result[4]['5%'] > result[0]):\n"," print(\"\\u001b[32mStationary\\u001b[0m\")\n"," else:\n"," print(\"\\x1b[31mNon-stationary\\x1b[0m\")"],"metadata":{"id":"3rajw8AYx0I1","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058578906,"user_tz":300,"elapsed":10,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"755a18cd-254e-4d02-a637-0146ff409d22"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["ADF Statistic: -5.336603\n","p-value: 0.000005\n","Critical Values:\n","\t1%: -3.436\n","\u001b[32mStationary\u001b[0m\n","\t5%: -2.864\n","\u001b[32mStationary\u001b[0m\n","\t10%: -2.568\n","\u001b[32mStationary\u001b[0m\n"]}]},{"cell_type":"code","source":["fig = go.Figure([go.Scatter(x = df2.index, y = df2['cases'])])\n","fig.show()"],"metadata":{"id":"blI89Cfd3P4p","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1700058578907,"user_tz":300,"elapsed":10,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"043dbe0f-160b-440e-f747-e7a5ef5afc9d"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","\n","\n","
\n","
\n","\n",""]},"metadata":{}}]},{"cell_type":"markdown","source":["Here the blue area is the confidence interval, and the candles started coming inside after the 13th candle. This can be due to the seasonality of 12-13 months.\n","\n"],"metadata":{"id":"YTQmEt5GwYMN"}},{"cell_type":"code","source":["fig, (ax1 ,ax2) = plt.subplots(2,1, figsize = (8,8))\n","plot_acf(df2, lags = 50, zero =False, ax=ax1)\n","plot_pacf(df2, lags = 16, zero =False, ax=ax2)\n","plt.show()"],"metadata":{"id":"cmYE37cWqFqb","colab":{"base_uri":"https://localhost:8080/","height":699},"executionInfo":{"status":"ok","timestamp":1700058580217,"user_tz":300,"elapsed":1319,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"f70785fc-0fd5-4a05-f157-aca32fa329a1"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["from statsmodels.tsa.seasonal import seasonal_decompose\n","result = seasonal_decompose(df_1, model='additive')\n","result.plot()\n","plt.show()"],"metadata":{"id":"VVnYK5zJE_VG","colab":{"base_uri":"https://localhost:8080/","height":486},"executionInfo":{"status":"ok","timestamp":1700058582321,"user_tz":300,"elapsed":2109,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"7c245e5c-7683-4774-8a97-3d47fc205ba8"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# pmdarima package\n","\n","The pmdarima package is a powerful tool to help you choose the model orders. You can use the information you already have from the identification step to narrow down the model orders which you choose by automation.\n","\n","Remember, although automation is powerful, it can sometimes make mistakes that you wouldn't. It is hard to guess how the input data could be imperfect and affect the test scores.\n","\n","In this exercise you will use the pmdarima package to automatically choose model orders for some time series datasets.\n","\n"],"metadata":{"id":"EOMxYbTW_0eW"}},{"cell_type":"code","source":["import pmdarima as pm\n","from pmdarima import model_selection"],"metadata":{"id":"KORuo1P6_14O","executionInfo":{"status":"ok","timestamp":1700058582974,"user_tz":300,"elapsed":657,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["train, test = model_selection.train_test_split(df2, train_size= 1000)"],"metadata":{"id":"WvpyKQyTwsOn","executionInfo":{"status":"ok","timestamp":1700058582974,"user_tz":300,"elapsed":5,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":13,"outputs":[]},{"cell_type":"markdown","source":["# AIC - Akaike information criterion\n","The Akaike information criterion, or AIC, is a metric which tells us how good a model is. A model which makes better predictions is given a lower AIC score. The AIC also penalizes models which have lots of parameters. This means if we set the order too high compared to the data, we will get a high AIC value. This stops us overfitting to the training data.\n","\n","# BIC - Bayesian information criterion\n","\n","The Bayesian information criterion, or BIC, is very similar to the AIC. Models which fit the data better have lower BICs and the BIC penalizes overly complex models.\n","\n","* The BIC penalizes additional model orders more than AIC and so the BIC will sometimes suggest a simpler model."],"metadata":{"id":"PRU5CGwCvNwR"}},{"cell_type":"code","source":["model2 = pm.auto_arima(train, # data\n"," seasonal= True, # True if true , false if false\n"," m=7, # seasonal period\n"," #D=1, # seasonal difference order\n"," start_P= 0, # initial guess for p\n"," start_Q= 0, # initial guess for q\n"," \t max_P=3, # max value for p to test\n"," max_Q=3, # max value for q to test\n"," trace=True,\n"," error_action='ignore',\n"," suppress_warnings=True)"],"metadata":{"id":"sqouGzXOAJVZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058982411,"user_tz":300,"elapsed":399442,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"93a875df-274f-44dc-adf7-141a6ff516b6"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["Performing stepwise search to minimize aic\n"," ARIMA(2,1,2)(0,0,0)[7] intercept : AIC=12149.786, Time=1.42 sec\n"," ARIMA(0,1,0)(0,0,0)[7] intercept : AIC=12840.820, Time=0.05 sec\n"," ARIMA(1,1,0)(1,0,0)[7] intercept : AIC=12573.842, Time=0.76 sec\n"," ARIMA(0,1,1)(0,0,1)[7] intercept : AIC=12187.085, Time=1.64 sec\n"," ARIMA(0,1,0)(0,0,0)[7] : AIC=12838.821, Time=0.09 sec\n"," ARIMA(2,1,2)(1,0,0)[7] intercept : AIC=12106.004, Time=8.56 sec\n"," ARIMA(2,1,2)(2,0,0)[7] intercept : AIC=12099.140, Time=17.10 sec\n"," ARIMA(2,1,2)(3,0,0)[7] intercept : AIC=12100.160, Time=20.83 sec\n"," ARIMA(2,1,2)(2,0,1)[7] intercept : AIC=12099.240, Time=11.64 sec\n"," ARIMA(2,1,2)(1,0,1)[7] intercept : AIC=12096.992, Time=4.24 sec\n"," ARIMA(2,1,2)(0,0,1)[7] intercept : AIC=12114.409, Time=3.66 sec\n"," ARIMA(2,1,2)(1,0,2)[7] intercept : AIC=12098.970, Time=12.82 sec\n"," ARIMA(2,1,2)(0,0,2)[7] intercept : AIC=12104.300, Time=6.68 sec\n"," ARIMA(2,1,2)(2,0,2)[7] intercept : AIC=12100.684, Time=14.12 sec\n"," ARIMA(1,1,2)(1,0,1)[7] intercept : AIC=12161.432, Time=3.15 sec\n"," ARIMA(2,1,1)(1,0,1)[7] intercept : AIC=12115.217, Time=2.91 sec\n"," ARIMA(3,1,2)(1,0,1)[7] intercept : AIC=12115.249, Time=7.29 sec\n"," ARIMA(2,1,3)(1,0,1)[7] intercept : AIC=12090.759, Time=6.03 sec\n"," ARIMA(2,1,3)(0,0,1)[7] intercept : AIC=12111.814, Time=6.25 sec\n"," ARIMA(2,1,3)(1,0,0)[7] intercept : AIC=12102.461, Time=8.66 sec\n"," ARIMA(2,1,3)(2,0,1)[7] intercept : AIC=12098.807, Time=9.52 sec\n"," ARIMA(2,1,3)(1,0,2)[7] intercept : AIC=12093.019, Time=14.90 sec\n"," ARIMA(2,1,3)(0,0,0)[7] intercept : AIC=12144.795, Time=2.57 sec\n"," ARIMA(2,1,3)(0,0,2)[7] intercept : AIC=12099.426, Time=12.79 sec\n"," ARIMA(2,1,3)(2,0,0)[7] intercept : AIC=12093.542, Time=8.54 sec\n"," ARIMA(2,1,3)(2,0,2)[7] intercept : AIC=12099.894, Time=15.90 sec\n"," ARIMA(1,1,3)(1,0,1)[7] intercept : AIC=12091.703, Time=4.27 sec\n"," ARIMA(3,1,3)(1,0,1)[7] intercept : AIC=inf, Time=7.90 sec\n"," ARIMA(2,1,4)(1,0,1)[7] intercept : AIC=12091.038, Time=8.97 sec\n"," ARIMA(1,1,4)(1,0,1)[7] intercept : AIC=12088.631, Time=5.82 sec\n"," ARIMA(1,1,4)(0,0,1)[7] intercept : AIC=12111.072, Time=10.89 sec\n"," ARIMA(1,1,4)(1,0,0)[7] intercept : AIC=12101.381, Time=3.60 sec\n"," ARIMA(1,1,4)(2,0,1)[7] intercept : AIC=12092.149, Time=6.88 sec\n"," ARIMA(1,1,4)(1,0,2)[7] intercept : AIC=12090.559, Time=13.85 sec\n"," ARIMA(1,1,4)(0,0,0)[7] intercept : AIC=12147.052, Time=2.57 sec\n"," ARIMA(1,1,4)(0,0,2)[7] intercept : AIC=12097.557, Time=13.59 sec\n"," ARIMA(1,1,4)(2,0,0)[7] intercept : AIC=12090.897, Time=5.90 sec\n"," ARIMA(1,1,4)(2,0,2)[7] intercept : AIC=12091.951, Time=14.83 sec\n"," ARIMA(0,1,4)(1,0,1)[7] intercept : AIC=12104.770, Time=4.13 sec\n"," ARIMA(1,1,5)(1,0,1)[7] intercept : AIC=12108.756, Time=5.94 sec\n"," ARIMA(0,1,3)(1,0,1)[7] intercept : AIC=12111.427, Time=5.66 sec\n"," ARIMA(0,1,5)(1,0,1)[7] intercept : AIC=12105.997, Time=6.71 sec\n"," ARIMA(2,1,5)(1,0,1)[7] intercept : AIC=inf, Time=8.36 sec\n"," ARIMA(1,1,4)(1,0,1)[7] : AIC=12086.619, Time=5.78 sec\n"," ARIMA(1,1,4)(0,0,1)[7] : AIC=12109.072, Time=3.28 sec\n"," ARIMA(1,1,4)(1,0,0)[7] : AIC=12099.381, Time=1.47 sec\n"," ARIMA(1,1,4)(2,0,1)[7] : AIC=12089.157, Time=3.65 sec\n"," ARIMA(1,1,4)(1,0,2)[7] : AIC=12088.563, Time=5.16 sec\n"," ARIMA(1,1,4)(0,0,0)[7] : AIC=12145.052, Time=2.39 sec\n"," ARIMA(1,1,4)(0,0,2)[7] : AIC=12095.557, Time=6.56 sec\n"," ARIMA(1,1,4)(2,0,0)[7] : AIC=12088.897, Time=2.97 sec\n"," ARIMA(1,1,4)(2,0,2)[7] : AIC=12089.958, Time=5.34 sec\n"," ARIMA(0,1,4)(1,0,1)[7] : AIC=12102.770, Time=2.56 sec\n"," ARIMA(1,1,3)(1,0,1)[7] : AIC=12089.703, Time=5.99 sec\n"," ARIMA(2,1,4)(1,0,1)[7] : AIC=12088.678, Time=4.10 sec\n"," ARIMA(1,1,5)(1,0,1)[7] : AIC=12106.759, Time=1.84 sec\n"," ARIMA(0,1,3)(1,0,1)[7] : AIC=12109.427, Time=1.30 sec\n"," ARIMA(0,1,5)(1,0,1)[7] : AIC=12103.997, Time=1.97 sec\n"," ARIMA(2,1,3)(1,0,1)[7] : AIC=12088.760, Time=2.91 sec\n"," ARIMA(2,1,5)(1,0,1)[7] : AIC=inf, Time=9.85 sec\n","\n","Best model: ARIMA(1,1,4)(1,0,1)[7] \n","Total fit time: 399.317 seconds\n"]}]},{"cell_type":"code","source":["model2.summary()"],"metadata":{"id":"tq_HfhWzEM4Q","colab":{"base_uri":"https://localhost:8080/","height":528},"executionInfo":{"status":"ok","timestamp":1700058982412,"user_tz":300,"elapsed":25,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"6225cee6-052c-445a-a2dc-508df7734a5a"},"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\n","\"\"\"\n"," SARIMAX Results \n","===========================================================================================\n","Dep. Variable: y No. Observations: 1000\n","Model: SARIMAX(1, 1, 4)x(1, 0, [1], 7) Log Likelihood -6035.309\n","Date: Wed, 15 Nov 2023 AIC 12086.619\n","Time: 14:36:21 BIC 12125.873\n","Sample: 01-23-2020 HQIC 12101.539\n"," - 10-18-2022 \n","Covariance Type: opg \n","==============================================================================\n"," coef std err z P>|z| [0.025 0.975]\n","------------------------------------------------------------------------------\n","ar.L1 0.7725 0.035 22.127 0.000 0.704 0.841\n","ma.L1 -1.7235 0.039 -44.063 0.000 -1.800 -1.647\n","ma.L2 0.5741 0.046 12.605 0.000 0.485 0.663\n","ma.L3 0.2989 0.039 7.574 0.000 0.222 0.376\n","ma.L4 -0.1001 0.027 -3.731 0.000 -0.153 -0.048\n","ar.S.L7 0.6910 0.059 11.720 0.000 0.575 0.807\n","ma.S.L7 -0.5013 0.065 -7.685 0.000 -0.629 -0.373\n","sigma2 1.032e+04 130.853 78.845 0.000 1.01e+04 1.06e+04\n","===================================================================================\n","Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 246100.73\n","Prob(Q): 0.99 Prob(JB): 0.00\n","Heteroskedasticity (H): 19.34 Skew: 3.06\n","Prob(H) (two-sided): 0.00 Kurtosis: 79.65\n","===================================================================================\n","\n","Warnings:\n","[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n","\"\"\""],"text/html":["\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
SARIMAX Results
Dep. Variable: y No. Observations: 1000
Model: SARIMAX(1, 1, 4)x(1, 0, [1], 7) Log Likelihood -6035.309
Date: Wed, 15 Nov 2023 AIC 12086.619
Time: 14:36:21 BIC 12125.873
Sample: 01-23-2020 HQIC 12101.539
- 10-18-2022
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ar.L1 0.7725 0.035 22.127 0.000 0.704 0.841
ma.L1 -1.7235 0.039 -44.063 0.000 -1.800 -1.647
ma.L2 0.5741 0.046 12.605 0.000 0.485 0.663
ma.L3 0.2989 0.039 7.574 0.000 0.222 0.376
ma.L4 -0.1001 0.027 -3.731 0.000 -0.153 -0.048
ar.S.L7 0.6910 0.059 11.720 0.000 0.575 0.807
ma.S.L7 -0.5013 0.065 -7.685 0.000 -0.629 -0.373
sigma2 1.032e+04 130.853 78.845 0.000 1.01e+04 1.06e+04
\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 246100.73
Prob(Q): 0.99 Prob(JB): 0.00
Heteroskedasticity (H): 19.34 Skew: 3.06
Prob(H) (two-sided): 0.00 Kurtosis: 79.65


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)."],"text/latex":"\\begin{center}\n\\begin{tabular}{lclc}\n\\toprule\n\\textbf{Dep. Variable:} & y & \\textbf{ No. Observations: } & 1000 \\\\\n\\textbf{Model:} & SARIMAX(1, 1, 4)x(1, 0, [1], 7) & \\textbf{ Log Likelihood } & -6035.309 \\\\\n\\textbf{Date:} & Wed, 15 Nov 2023 & \\textbf{ AIC } & 12086.619 \\\\\n\\textbf{Time:} & 14:36:21 & \\textbf{ BIC } & 12125.873 \\\\\n\\textbf{Sample:} & 01-23-2020 & \\textbf{ HQIC } & 12101.539 \\\\\n\\textbf{} & - 10-18-2022 & \\textbf{ } & \\\\\n\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n\\bottomrule\n\\end{tabular}\n\\begin{tabular}{lcccccc}\n & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n\\midrule\n\\textbf{ar.L1} & 0.7725 & 0.035 & 22.127 & 0.000 & 0.704 & 0.841 \\\\\n\\textbf{ma.L1} & -1.7235 & 0.039 & -44.063 & 0.000 & -1.800 & -1.647 \\\\\n\\textbf{ma.L2} & 0.5741 & 0.046 & 12.605 & 0.000 & 0.485 & 0.663 \\\\\n\\textbf{ma.L3} & 0.2989 & 0.039 & 7.574 & 0.000 & 0.222 & 0.376 \\\\\n\\textbf{ma.L4} & -0.1001 & 0.027 & -3.731 & 0.000 & -0.153 & -0.048 \\\\\n\\textbf{ar.S.L7} & 0.6910 & 0.059 & 11.720 & 0.000 & 0.575 & 0.807 \\\\\n\\textbf{ma.S.L7} & -0.5013 & 0.065 & -7.685 & 0.000 & -0.629 & -0.373 \\\\\n\\textbf{sigma2} & 1.032e+04 & 130.853 & 78.845 & 0.000 & 1.01e+04 & 1.06e+04 \\\\\n\\bottomrule\n\\end{tabular}\n\\begin{tabular}{lclc}\n\\textbf{Ljung-Box (L1) (Q):} & 0.00 & \\textbf{ Jarque-Bera (JB): } & 246100.73 \\\\\n\\textbf{Prob(Q):} & 0.99 & \\textbf{ Prob(JB): } & 0.00 \\\\\n\\textbf{Heteroskedasticity (H):} & 19.34 & \\textbf{ Skew: } & 3.06 \\\\\n\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 79.65 \\\\\n\\bottomrule\n\\end{tabular}\n%\\caption{SARIMAX Results}\n\\end{center}\n\nWarnings: \\newline\n [1] Covariance matrix calculated using the outer product of gradients (complex-step)."},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["model2.plot_diagnostics(figsize=(10,10))\n","plt.show()"],"metadata":{"id":"siF0Vq8oVtBO","colab":{"base_uri":"https://localhost:8080/","height":872},"executionInfo":{"status":"ok","timestamp":1700058983227,"user_tz":300,"elapsed":821,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"44d62bc9-77a9-42da-a1ed-b3a04c4397ea"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["model2.fit(train)"],"metadata":{"id":"5p_lOF0fmCx3","colab":{"base_uri":"https://localhost:8080/","height":74},"executionInfo":{"status":"ok","timestamp":1700058986131,"user_tz":300,"elapsed":2910,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"034f31f5-a4f5-46f6-95cb-ea5f6b184190"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["ARIMA(order=(1, 1, 4), scoring_args={}, seasonal_order=(1, 0, 1, 7),\n"," suppress_warnings=True, with_intercept=False)"],"text/html":["
 ARIMA(1,1,4)(1,0,1)[7]
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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float64"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":[],"metadata":{"id":"TKPzx6kJHcg4","executionInfo":{"status":"ok","timestamp":1700058986133,"user_tz":300,"elapsed":8,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":18,"outputs":[]}]} \ No newline at end of file diff --git a/Covid_XGboost.ipynb b/Covid_XGboost.ipynb new file mode 100644 index 0000000..ec312bc --- /dev/null +++ b/Covid_XGboost.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNZpcN+zIFSka580whiDux2"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ILG4iKJFfodX","executionInfo":{"status":"ok","timestamp":1700079797418,"user_tz":300,"elapsed":7620,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"691c58e8-1d3f-46e6-b837-b96eedf33dfe"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: xgboost in /usr/local/lib/python3.10/dist-packages (2.0.1)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from xgboost) (1.23.5)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from xgboost) (1.11.3)\n"]}],"source":["%pip install xgboost"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SkLHkiLoeV_f","executionInfo":{"status":"ok","timestamp":1700080086986,"user_tz":300,"elapsed":289572,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"5719360c-ea88-48e3-e6a6-f07523162ee2"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["import numpy as np\n","import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","import xgboost as xgb\n","from xgboost import plot_importance, plot_tree\n","from xgboost import XGBRegressor\n","from sklearn.metrics import mean_squared_error, mean_absolute_error\n","import warnings\n","from sklearn.model_selection import TimeSeriesSplit, GridSearchCV\n","from statsmodels.tsa.seasonal import seasonal_decompose\n","\n","\n","# Filter out the warning message\n","warnings.filterwarnings(\"ignore\")"],"metadata":{"id":"lxQKTKLBeCmw","executionInfo":{"status":"ok","timestamp":1700080089135,"user_tz":300,"elapsed":2156,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["df_deaths_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_deaths_US.csv')\n","df_confirmed_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_recovered_global.csv')"],"metadata":{"id":"mNCB2_VPeQfh","executionInfo":{"status":"ok","timestamp":1700080099417,"user_tz":300,"elapsed":10285,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)"],"metadata":{"id":"npsFhfH852UP","executionInfo":{"status":"ok","timestamp":1700080099418,"user_tz":300,"elapsed":20,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["df_1"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":455},"id":"ILCecx8_7sHm","executionInfo":{"status":"ok","timestamp":1700084507845,"user_tz":300,"elapsed":12,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"087a30c3-cc5c-4ada-c273-41cdcccb647f"},"execution_count":56,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" cases\n","time \n","2020-01-23 -22.915344\n","2020-01-24 -6.507937\n","2020-01-25 15.138545\n","2020-01-26 12.239264\n","2020-01-27 13.699387\n","... ...\n","2023-03-05 12.239264\n","2023-03-06 13.699387\n","2023-03-07 6.650318\n","2023-03-08 74.695767\n","2023-03-09 -22.915344\n","\n","[1142 rows x 1 columns]"],"text/html":["\n","
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\n"},"metadata":{},"execution_count":6},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# decomposition = seasonal_decompose(df_1['TEMP'], model='additive', period=7)\n"],"metadata":{"id":"ZX-Q4iZ_v8iC","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":14,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["df_1['cases'] = df_1['cases'] - decompose_data.seasonal\n","df_1 = df_1.diff(periods=1)\n","df_1 = df_1.dropna()\n"],"metadata":{"id":"uGQ0Cxx0W9kw","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":11,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["df_1.tail()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":237},"id":"p1xUOULP9Ys3","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":11,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"d5b1f78b-98d0-471e-bba6-4d03707f3cc6"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" cases\n","time \n","2023-03-05 12.239264\n","2023-03-06 13.699387\n","2023-03-07 6.650318\n","2023-03-08 74.695767\n","2023-03-09 -22.915344"],"text/html":["\n","
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cases
time
2023-03-0512.239264
2023-03-0613.699387
2023-03-076.650318
2023-03-0874.695767
2023-03-09-22.915344
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\n"]},"metadata":{},"execution_count":9}]},{"cell_type":"markdown","source":["Train and Test Split"],"metadata":{"id":"xxGgiZ2U8my6"}},{"cell_type":"code","source":["\n","train = df_1.loc[df_1.index < '2022-04-10']\n","test = df_1.loc[df_1.index >= '2022-04-10']\n","\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"id":"tG9Y6QG38D53","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":1694,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"81796d9f-e162-4efc-cdcf-b5a46beba7d4"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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create_features(df, label=None):\n"," \"\"\"\n"," Creates time series features from datetime index\n"," \"\"\"\n"," df['date'] = df.index\n"," df['hour'] = df['date'].dt.hour\n"," df['dayofweek'] = df['date'].dt.dayofweek\n"," df['quarter'] = df['date'].dt.quarter\n"," df['month'] = df['date'].dt.month\n"," df['year'] = df['date'].dt.year\n"," df['dayofyear'] = df['date'].dt.dayofyear\n"," df['dayofmonth'] = df['date'].dt.day\n"," df['weekofyear'] = df['date'].dt.weekofyear\n","\n"," X = df[['hour','dayofweek','quarter','month','year',\n"," 'dayofyear','dayofmonth','weekofyear']]\n"," if label:\n"," y = df[label]\n"," return X, y , df['date']\n"," return X, df['date']"],"metadata":{"id":"2pZWXutX5B2W","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":12,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["X_train , y_train , train_d = create_features(train, label='cases')\n","X_test, y_test , test_d = create_features(test, label='cases')"],"metadata":{"id":"eliVJIhT7Mng","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":11,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["y_train"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xH-KT1s37U3N","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":6,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"19e01144-3b18-4a27-f8e6-465f6879adea"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["time\n","2020-01-23 -22.915344\n","2020-01-24 -6.507937\n","2020-01-25 15.138545\n","2020-01-26 12.239264\n","2020-01-27 13.699387\n"," ... \n","2022-04-05 24.650318\n","2022-04-06 -11.304233\n","2022-04-07 -10.915344\n","2022-04-08 14.492063\n","2022-04-09 15.138545\n","Name: cases, Length: 808, dtype: float64"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","source":["cv_split = TimeSeriesSplit(n_splits=4, test_size=100)\n","model = XGBRegressor()\n","parameters = {\n"," \"max_depth\": [3, 4, 6, 5, 10],\n"," \"learning_rate\": [0.01, 0.05, 0.1, 0.2, 0.3],\n"," \"n_estimators\": [100, 300, 500, 700, 900, 1000],\n"," \"colsample_bytree\": [0.3, 0.5, 0.7]\n","}\n","\n","\n","grid_search = GridSearchCV(estimator=model, cv=cv_split, param_grid=parameters)\n","grid_search.fit(X_train, y_train)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"id":"k1I5VwEm7ZLy","executionInfo":{"status":"ok","timestamp":1700080725063,"user_tz":300,"elapsed":616653,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"fdd595bf-a7b0-4457-d3cf-8ee189d0720d"},"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n"," estimator=XGBRegressor(base_score=None, booster=None,\n"," callbacks=None, colsample_bylevel=None,\n"," colsample_bynode=None,\n"," colsample_bytree=None, device=None,\n"," early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None,\n"," feature_types=None, gamma=None,\n"," grow_policy=None, impo...\n"," max_cat_to_onehot=None, max_delta_step=None,\n"," max_depth=None, max_leaves=None,\n"," min_child_weight=None, missing=nan,\n"," monotone_constraints=None,\n"," multi_strategy=None, n_estimators=None,\n"," n_jobs=None, num_parallel_tree=None,\n"," random_state=None, ...),\n"," param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n"," 'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n"," 'max_depth': [3, 4, 6, 5, 10],\n"," 'n_estimators': [100, 300, 500, 700, 900, 1000]})"],"text/html":["
GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n","             estimator=XGBRegressor(base_score=None, booster=None,\n","                                    callbacks=None, colsample_bylevel=None,\n","                                    colsample_bynode=None,\n","                                    colsample_bytree=None, device=None,\n","                                    early_stopping_rounds=None,\n","                                    enable_categorical=False, eval_metric=None,\n","                                    feature_types=None, gamma=None,\n","                                    grow_policy=None, impo...\n","                                    max_cat_to_onehot=None, max_delta_step=None,\n","                                    max_depth=None, max_leaves=None,\n","                                    min_child_weight=None, missing=nan,\n","                                    monotone_constraints=None,\n","                                    multi_strategy=None, n_estimators=None,\n","                                    n_jobs=None, num_parallel_tree=None,\n","                                    random_state=None, ...),\n","             param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n","                         'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n","                         'max_depth': [3, 4, 6, 5, 10],\n","                         'n_estimators': [100, 300, 500, 700, 900, 1000]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":14}]},{"cell_type":"code","source":["from sklearn.metrics import mean_absolute_error, mean_absolute_percentage_error,\\\n"," mean_squared_error\n","\n","def evaluate_model(y_test, prediction):\n"," print(f\"MAE: {mean_absolute_error(y_test, prediction)}\")\n"," print(f\"MSE: {mean_squared_error(y_test, prediction)}\")\n"," print(f\"MAPE: {mean_absolute_percentage_error(y_test, prediction)}\")\n","\n","def plot_predictions(testing_dates, y_test, prediction):\n"," df_test = pd.DataFrame({\"date\": testing_dates, \"actual\": y_test, \"prediction\": prediction })\n"," figure, ax = plt.subplots(figsize=(10, 5))\n"," df_test.plot(ax=ax, label=\"Actual\", x=\"date\", y=\"actual\")\n"," df_test.plot(ax=ax, label=\"Prediction\", x=\"date\", y=\"prediction\")\n"," plt.legend([\"Actual\", \"Prediction\"])\n"," plt.show()"],"metadata":{"id":"0Kiz3RedDTLJ","executionInfo":{"status":"ok","timestamp":1700080725063,"user_tz":300,"elapsed":8,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["# Evaluating GridSearch results\n","prediction = grid_search.predict(X_test)\n","plot_predictions(test_d, y_test, prediction)\n","evaluate_model(y_test, prediction)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":537},"id":"b57-3VYfGgM9","executionInfo":{"status":"ok","timestamp":1700080725680,"user_tz":300,"elapsed":624,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"79557a88-74f0-4626-bb3d-619bb202c6b1"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["MAE: 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0 \n","288 NaN Zimbabwe -19.015438 29.154857 0 \n","\n"," 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/23 3/1/23 \\\n","0 0 0 0 0 0 ... 209322 209340 \n","1 0 0 0 0 0 ... 334391 334408 \n","2 0 0 0 0 0 ... 271441 271448 \n","3 0 0 0 0 0 ... 47866 47875 \n","4 0 0 0 0 0 ... 105255 105277 \n",".. ... ... ... ... ... ... ... ... \n","284 0 0 0 0 0 ... 703228 703228 \n","285 0 0 0 0 0 ... 535 535 \n","286 0 0 0 0 0 ... 11945 11945 \n","287 0 0 0 0 0 ... 343012 343012 \n","288 0 0 0 0 0 ... 263921 264127 \n","\n"," 3/2/23 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n","0 209358 209362 209369 209390 209406 209436 209451 209451 \n","1 334408 334427 334427 334427 334427 334427 334443 334457 \n","2 271463 271469 271469 271477 271477 271490 271494 271496 \n","3 47875 47875 47875 47875 47875 47875 47890 47890 \n","4 105277 105277 105277 105277 105277 105277 105288 105288 \n",".. ... ... ... ... ... ... ... ... \n","284 703228 703228 703228 703228 703228 703228 703228 703228 \n","285 535 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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
0NaNAfghanistan33.93911067.709953000000...209322209340209358209362209369209390209406209436209451209451
1NaNAlbania41.15330020.168300000000...334391334408334408334427334427334427334427334427334443334457
2NaNAlgeria28.0339001.659600000000...271441271448271463271469271469271477271477271490271494271496
3NaNAndorra42.5063001.521800000000...47866478754787547875478754787547875478754789047890
4NaNAngola-11.20270017.873900000000...105255105277105277105277105277105277105277105277105288105288
..................................................................
284NaNWest Bank and Gaza31.95220035.233200000000...703228703228703228703228703228703228703228703228703228703228
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...343012343012343079343079343079343135343135343135343135343135
288NaNZimbabwe-19.01543829.154857000000...263921264127264127264127264127264127264127264127264276264276
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289 rows × 1147 columns

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2020-01-22557.0
2020-01-23657.0
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2020-01-262120.0
......
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\n","\n",""]},"metadata":{}}]},{"cell_type":"code","source":["decompose_data = seasonal_decompose(df_total, model=\"additive\")\n","decompose_data.plot()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":955},"id":"hrp2AMML_9D7","executionInfo":{"status":"ok","timestamp":1700085688070,"user_tz":300,"elapsed":6107,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"4c539387-f2f5-4464-cc03-031a27a0b164"},"execution_count":67,"outputs":[{"output_type":"execute_result","data":{"text/plain":["
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\n"},"metadata":{},"execution_count":67},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#df_total['cases'] = df_total['cases'] - decompose_data.seasonal\n","df_total = df_total.diff(periods=1)\n","df_total = df_total.dropna()"],"metadata":{"id":"nT_ImyweAM1b","executionInfo":{"status":"ok","timestamp":1700087088704,"user_tz":300,"elapsed":564,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":77,"outputs":[]},{"cell_type":"code","source":["train_total = df_total.loc[df_total.index < '2022-02-10']\n","test_total = df_total.loc[df_total.index >= '2022-02-10']\n","\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train_total.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test_total.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"id":"1P32DE1FA4Qn","executionInfo":{"status":"ok","timestamp":1700087119821,"user_tz":300,"elapsed":2626,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"550c6bd4-7422-418d-94d4-56436aa44fec"},"execution_count":79,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["X_train_t , y_train_t , train_d_t = create_features(train_total, label='cases')\n","X_test_t, y_test_t , test_d_t = create_features(test_total, label='cases')"],"metadata":{"id":"2U4H80jiBf1x","executionInfo":{"status":"ok","timestamp":1700087125672,"user_tz":300,"elapsed":396,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":80,"outputs":[]},{"cell_type":"code","source":["cv_split = TimeSeriesSplit(n_splits=4, test_size=100)\n","model = XGBRegressor()\n","parameters = {\n"," \"max_depth\": [3, 4, 6, 5, 10],\n"," \"learning_rate\": [0.01, 0.05, 0.1, 0.2, 0.3],\n"," \"n_estimators\": [100, 300, 500, 700, 900, 1000],\n"," \"colsample_bytree\": [0.3, 0.5, 0.7]\n","}\n","\n","\n","grid_search = GridSearchCV(estimator=model, cv=cv_split, param_grid=parameters)\n","grid_search.fit(X_train_t, y_train_t)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"id":"tRCJqnzRB5zW","executionInfo":{"status":"ok","timestamp":1700087776090,"user_tz":300,"elapsed":648603,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"c7999340-0e4a-447d-f825-64c0e89f5215"},"execution_count":81,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n"," estimator=XGBRegressor(base_score=None, booster=None,\n"," callbacks=None, colsample_bylevel=None,\n"," colsample_bynode=None,\n"," colsample_bytree=None, device=None,\n"," early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None,\n"," feature_types=None, gamma=None,\n"," grow_policy=None, impo...\n"," max_cat_to_onehot=None, max_delta_step=None,\n"," max_depth=None, max_leaves=None,\n"," min_child_weight=None, missing=nan,\n"," monotone_constraints=None,\n"," multi_strategy=None, n_estimators=None,\n"," n_jobs=None, num_parallel_tree=None,\n"," random_state=None, ...),\n"," param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n"," 'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n"," 'max_depth': [3, 4, 6, 5, 10],\n"," 'n_estimators': [100, 300, 500, 700, 900, 1000]})"],"text/html":["
GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n","             estimator=XGBRegressor(base_score=None, booster=None,\n","                                    callbacks=None, colsample_bylevel=None,\n","                                    colsample_bynode=None,\n","                                    colsample_bytree=None, device=None,\n","                                    early_stopping_rounds=None,\n","                                    enable_categorical=False, eval_metric=None,\n","                                    feature_types=None, gamma=None,\n","                                    grow_policy=None, impo...\n","                                    max_cat_to_onehot=None, max_delta_step=None,\n","                                    max_depth=None, max_leaves=None,\n","                                    min_child_weight=None, missing=nan,\n","                                    monotone_constraints=None,\n","                                    multi_strategy=None, n_estimators=None,\n","                                    n_jobs=None, num_parallel_tree=None,\n","                                    random_state=None, ...),\n","             param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n","                         'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n","                         'max_depth': [3, 4, 6, 5, 10],\n","                         'n_estimators': [100, 300, 500, 700, 900, 1000]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":81}]},{"cell_type":"code","source":["# Evaluating GridSearch results\n","prediction = grid_search.predict(X_test_t)\n","plot_predictions(test_d_t, y_test_t, prediction)\n","evaluate_model(y_test_t, prediction)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":548},"id":"IBzUJfexCJrk","executionInfo":{"status":"ok","timestamp":1700087008974,"user_tz":300,"elapsed":1060,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"bc31f6fe-4153-41e0-e2e0-f694aa0b656a"},"execution_count":74,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["MAE: 826355.3719386598\n","MSE: 1312864850579.7495\n","MAPE: 3.196952633366036\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"A-q22_HvEvTR"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/autoformer-transformers.ipynb b/autoformer-transformers.ipynb new file mode 100644 index 0000000..136c254 --- /dev/null +++ b/autoformer-transformers.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","authorship_tag":"ABX9TyMS0x4fmdAQSMjdGvO2fhEk"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7vTfw8BmxU6N","executionInfo":{"status":"ok","timestamp":1700100125104,"user_tz":300,"elapsed":16293,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"e27441e7-98fc-454d-8b8b-953c6d2e9a69"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-yKg2k6yp2rt","executionInfo":{"status":"ok","timestamp":1700100163341,"user_tz":300,"elapsed":38242,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"7be96b24-92e2-4631-ecad-d1fda860c66b"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.9/7.9 MB\u001b[0m \u001b[31m59.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m520.4/520.4 kB\u001b[0m \u001b[31m43.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 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This behaviour is the source of the following dependency conflicts.\n","tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 4.25.1 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0m"]}],"source":["!pip install -q transformers datasets evaluate accelerate \"gluonts[torch]\" ujson tqdm\n","!pip install -q protobuf --upgrade # without it, the evaluation code fails"]},{"cell_type":"code","source":["from transformers import PretrainedConfig\n","from gluonts.time_feature import time_features_from_frequency_str\n","\n","from gluonts.dataset.field_names import FieldName\n","from gluonts.transform import (\n"," AddAgeFeature,\n"," AddObservedValuesIndicator,\n"," AddTimeFeatures,\n"," AsNumpyArray,\n"," Chain,\n"," ExpectedNumInstanceSampler,\n"," RemoveFields,\n"," SelectFields,\n"," SetField,\n"," TestSplitSampler,\n"," Transformation,\n"," ValidationSplitSampler,\n"," VstackFeatures,\n"," RenameFields,\n",")\n","\n","def create_transformation(freq: str, config: PretrainedConfig) -> Transformation:\n"," # create a list of fields to remove later\n"," remove_field_names = []\n"," if config.num_static_real_features == 0:\n"," remove_field_names.append(FieldName.FEAT_STATIC_REAL)\n"," if config.num_dynamic_real_features == 0:\n"," remove_field_names.append(FieldName.FEAT_DYNAMIC_REAL)\n"," if config.num_static_categorical_features == 0:\n"," remove_field_names.append(FieldName.FEAT_STATIC_CAT)\n","\n"," return Chain(\n"," # step 1: remove static/dynamic fields if not specified\n"," [RemoveFields(field_names=remove_field_names)]\n"," # step 2: convert the data to NumPy (potentially not needed)\n"," + (\n"," [\n"," AsNumpyArray(\n"," field=FieldName.FEAT_STATIC_CAT,\n"," expected_ndim=1,\n"," dtype=int,\n"," )\n"," ]\n"," if config.num_static_categorical_features > 0\n"," else []\n"," )\n"," + (\n"," [\n"," AsNumpyArray(\n"," field=FieldName.FEAT_STATIC_REAL,\n"," expected_ndim=1,\n"," )\n"," ]\n"," if config.num_static_real_features > 0\n"," else []\n"," )\n"," + [\n"," AsNumpyArray(\n"," field=FieldName.TARGET,\n"," # we expect an extra dim for the multivariate case:\n"," expected_ndim=1 if config.input_size == 1 else 2,\n"," ),\n"," # step 3: handle the NaN's by filling in the target with zero\n"," # and return the mask (which is in the observed values)\n"," # true for observed values, false for nan's\n"," # the decoder uses this mask (no loss is incurred for unobserved values)\n"," # see loss_weights inside the xxxForPrediction model\n"," AddObservedValuesIndicator(\n"," target_field=FieldName.TARGET,\n"," output_field=FieldName.OBSERVED_VALUES,\n"," ),\n"," # step 4: add temporal features based on freq of the dataset\n"," # these serve as positional encodings\n"," AddTimeFeatures(\n"," start_field=FieldName.START,\n"," target_field=FieldName.TARGET,\n"," output_field=FieldName.FEAT_TIME,\n"," time_features=time_features_from_frequency_str(freq),\n"," pred_length=config.prediction_length,\n"," ),\n"," # step 5: add another temporal feature (just a single number)\n"," # tells the model where in the life the value of the time series is\n"," # sort of running counter\n"," AddAgeFeature(\n"," target_field=FieldName.TARGET,\n"," output_field=FieldName.FEAT_AGE,\n"," pred_length=config.prediction_length,\n"," log_scale=True,\n"," ),\n"," # step 6: vertically stack all the temporal features into the key FEAT_TIME\n"," VstackFeatures(\n"," output_field=FieldName.FEAT_TIME,\n"," input_fields=[FieldName.FEAT_TIME, FieldName.FEAT_AGE]\n"," + (\n"," [FieldName.FEAT_DYNAMIC_REAL]\n"," if config.num_dynamic_real_features > 0\n"," else []\n"," ),\n"," ),\n"," # step 7: rename to match HuggingFace names\n"," RenameFields(\n"," mapping={\n"," FieldName.FEAT_STATIC_CAT: \"static_categorical_features\",\n"," FieldName.FEAT_STATIC_REAL: \"static_real_features\",\n"," FieldName.FEAT_TIME: \"time_features\",\n"," FieldName.TARGET: \"values\",\n"," FieldName.OBSERVED_VALUES: \"observed_mask\",\n"," }\n"," ),\n"," ]\n"," )"],"metadata":{"id":"ol834glmuw0C","executionInfo":{"status":"ok","timestamp":1700100169941,"user_tz":300,"elapsed":6627,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["from gluonts.transform import InstanceSplitter\n","from gluonts.transform.sampler import InstanceSampler\n","from typing import Optional\n","\n","\n","def create_instance_splitter(\n"," config: PretrainedConfig,\n"," mode: str,\n"," train_sampler: Optional[InstanceSampler] = None,\n"," validation_sampler: Optional[InstanceSampler] = None,\n",") -> Transformation:\n"," assert mode in [\"train\", \"validation\", \"test\"]\n","\n"," instance_sampler = {\n"," \"train\": train_sampler\n"," or ExpectedNumInstanceSampler(\n"," num_instances=1.0, min_future=config.prediction_length\n"," ),\n"," \"validation\": validation_sampler\n"," or ValidationSplitSampler(min_future=config.prediction_length),\n"," \"test\": TestSplitSampler(),\n"," }[mode]\n","\n"," return InstanceSplitter(\n"," target_field=\"values\",\n"," is_pad_field=FieldName.IS_PAD,\n"," start_field=FieldName.START,\n"," forecast_start_field=FieldName.FORECAST_START,\n"," instance_sampler=instance_sampler,\n"," past_length=config.context_length + max(config.lags_sequence),\n"," future_length=config.prediction_length,\n"," time_series_fields=[\"time_features\", \"observed_mask\"],\n"," )"],"metadata":{"id":"Se3MfxXyvlNb","executionInfo":{"status":"ok","timestamp":1700100169943,"user_tz":300,"elapsed":36,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["from typing import Iterable\n","\n","import torch\n","from gluonts.itertools import Cyclic, Cached\n","from gluonts.dataset.loader import as_stacked_batches\n","\n","\n","def create_train_dataloader(\n"," config: PretrainedConfig,\n"," freq,\n"," data,\n"," batch_size: int,\n"," num_batches_per_epoch: int,\n"," shuffle_buffer_length: Optional[int] = None,\n"," cache_data: bool = True,\n"," **kwargs,\n",") -> Iterable:\n"," PREDICTION_INPUT_NAMES = [\n"," \"past_time_features\",\n"," \"past_values\",\n"," \"past_observed_mask\",\n"," \"future_time_features\",\n"," ]\n"," if config.num_static_categorical_features > 0:\n"," PREDICTION_INPUT_NAMES.append(\"static_categorical_features\")\n","\n"," if config.num_static_real_features > 0:\n"," PREDICTION_INPUT_NAMES.append(\"static_real_features\")\n","\n"," TRAINING_INPUT_NAMES = PREDICTION_INPUT_NAMES + [\n"," \"future_values\",\n"," \"future_observed_mask\",\n"," ]\n","\n"," transformation = create_transformation(freq, config)\n"," transformed_data = transformation.apply(data, is_train=True)\n"," if cache_data:\n"," transformed_data = Cached(transformed_data)\n","\n"," # we initialize a Training instance\n"," instance_splitter = create_instance_splitter(config, \"train\")\n","\n"," # the instance splitter will sample a window of\n"," # context length + lags + prediction length (from the 366 possible transformed time series)\n"," # randomly from within the target time series and return an iterator.\n"," stream = Cyclic(transformed_data).stream()\n"," training_instances = instance_splitter.apply(stream, is_train=True)\n","\n"," return as_stacked_batches(\n"," training_instances,\n"," batch_size=batch_size,\n"," shuffle_buffer_length=shuffle_buffer_length,\n"," field_names=TRAINING_INPUT_NAMES,\n"," output_type=torch.tensor,\n"," num_batches_per_epoch=num_batches_per_epoch,\n"," )"],"metadata":{"id":"uN9bbUotv8Oh","executionInfo":{"status":"ok","timestamp":1700100169943,"user_tz":300,"elapsed":35,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["def create_test_dataloader(\n"," config: PretrainedConfig,\n"," freq,\n"," data,\n"," batch_size: int,\n"," **kwargs,\n","):\n"," PREDICTION_INPUT_NAMES = [\n"," \"past_time_features\",\n"," \"past_values\",\n"," \"past_observed_mask\",\n"," \"future_time_features\",\n"," ]\n"," if config.num_static_categorical_features > 0:\n"," PREDICTION_INPUT_NAMES.append(\"static_categorical_features\")\n","\n"," if config.num_static_real_features > 0:\n"," PREDICTION_INPUT_NAMES.append(\"static_real_features\")\n","\n"," transformation = create_transformation(freq, config)\n"," transformed_data = transformation.apply(data, is_train=False)\n","\n"," # we create a Test Instance splitter which will sample the very last\n"," # context window seen during training only for the encoder.\n"," instance_sampler = create_instance_splitter(config, \"test\")\n","\n"," # we apply the transformations in test mode\n"," testing_instances = instance_sampler.apply(transformed_data, is_train=False)\n","\n"," return as_stacked_batches(\n"," testing_instances,\n"," batch_size=batch_size,\n"," output_type=torch.tensor,\n"," field_names=PREDICTION_INPUT_NAMES,\n"," )"],"metadata":{"id":"DMPw0dsAwBFo","executionInfo":{"status":"ok","timestamp":1700100169943,"user_tz":300,"elapsed":35,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["batch_size = 128\n","num_batches_per_epoch = 100\n","epochs = 50\n","scaling = \"std\"\n","\n","encoder_layers=2\n","decoder_layers=2\n","d_model=16"],"metadata":{"id":"Hbzmvu8w2uiY","executionInfo":{"status":"ok","timestamp":1700100169943,"user_tz":300,"elapsed":33,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["import pandas as pd\n","df_deaths_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_deaths_US.csv')\n","df_confirmed_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_recovered_global.csv')"],"metadata":{"id":"WOtOXDYnwED3","executionInfo":{"status":"ok","timestamp":1700100174399,"user_tz":300,"elapsed":4488,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)\n"],"metadata":{"id":"AIA97hGWyiMG","executionInfo":{"status":"ok","timestamp":1700100174653,"user_tz":300,"elapsed":264,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["train = df_1.loc[df_1.index < '2022-04-10']\n","test = df_1.loc[df_1.index >= '2022-04-10']\n","\n","import matplotlib.pyplot as plt\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"id":"ZBAdi28uypYc","executionInfo":{"status":"ok","timestamp":1700100175879,"user_tz":300,"elapsed":1228,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"be4ff6d1-f14a-4eed-810e-21687ff793bf"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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Arenas","userId":"13627879257220812849"}},"outputId":"0d158349-55ab-4199-ab9c-5b89b45ef4ff"},"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["334"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","source":["from gluonts.torch.model.d_linear.estimator import DLinearEstimator\n","\n","# Define the DLinear model with the same parameters as the Autoformer model\n","estimator = DLinearEstimator(\n"," prediction_length=test.shape[0],\n"," context_length=test.shape[0]*2,\n"," scaling=scaling,\n"," hidden_dimension=2,\n","\n"," batch_size=batch_size,\n"," num_batches_per_epoch=num_batches_per_epoch,\n"," trainer_kwargs=dict(max_epochs=epochs)\n",")"],"metadata":{"id":"2E90dCoFyucy","executionInfo":{"status":"ok","timestamp":1700100182158,"user_tz":300,"elapsed":6282,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["predictor = estimator.train(\n"," training_data=train,\n"," cache_data=True,\n"," shuffle_buffer_length=1024\n",")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":949},"id":"gnKQSR5R2zEa","executionInfo":{"status":"error","timestamp":1700100193910,"user_tz":300,"elapsed":11777,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"35a11e6d-127a-42ef-d4f0-97841920e48c"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stderr","text":["INFO: GPU available: True (cuda), used: True\n","INFO:lightning.pytorch.utilities.rank_zero:GPU available: True (cuda), used: True\n","INFO: TPU available: False, using: 0 TPU cores\n","INFO:lightning.pytorch.utilities.rank_zero:TPU available: False, using: 0 TPU cores\n","INFO: IPU available: False, using: 0 IPUs\n","INFO:lightning.pytorch.utilities.rank_zero:IPU available: False, using: 0 IPUs\n","INFO: HPU available: False, using: 0 HPUs\n","INFO:lightning.pytorch.utilities.rank_zero:HPU available: False, using: 0 HPUs\n","/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/configuration_validator.py:74: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n","WARNING: Missing logger folder: /content/lightning_logs\n","WARNING:lightning.pytorch.loggers.tensorboard:Missing logger folder: /content/lightning_logs\n","INFO: LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","INFO:lightning.pytorch.accelerators.cuda:LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n","INFO: \n"," | Name | Type | Params\n","---------------------------------------\n","0 | model | DLinearModel | 893 K \n","---------------------------------------\n","893 K Trainable params\n","0 Non-trainable params\n","893 K Total params\n","3.575 Total estimated model params size (MB)\n","INFO:lightning.pytorch.callbacks.model_summary:\n"," | Name | Type | Params\n","---------------------------------------\n","0 | model | DLinearModel | 893 K \n","---------------------------------------\n","893 K Trainable params\n","0 Non-trainable params\n","893 K Total params\n","3.575 Total estimated model params size (MB)\n"]},{"output_type":"error","ename":"AttributeError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)","\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m predictor = estimator.train(\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mtraining_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mcache_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mshuffle_buffer_length\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1024\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m )\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/torch/model/estimator.py\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(self, training_data, validation_data, shuffle_buffer_length, cache_data, ckpt_path, **kwargs)\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 247\u001b[0m ) -> PyTorchPredictor:\n\u001b[0;32m--> 248\u001b[0;31m return self.train_model(\n\u001b[0m\u001b[1;32m 249\u001b[0m \u001b[0mtraining_data\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/torch/model/estimator.py\u001b[0m in \u001b[0;36mtrain_model\u001b[0;34m(self, training_data, validation_data, from_predictor, shuffle_buffer_length, cache_data, ckpt_path, **kwargs)\u001b[0m\n\u001b[1;32m 209\u001b[0m )\n\u001b[1;32m 210\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 211\u001b[0;31m trainer.fit(\n\u001b[0m\u001b[1;32m 212\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtraining_network\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 213\u001b[0m \u001b[0mtrain_dataloaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtraining_data_loader\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/trainer.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path)\u001b[0m\n\u001b[1;32m 542\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrainerStatus\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRUNNING\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtraining\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 544\u001b[0;31m call._call_and_handle_interrupt(\n\u001b[0m\u001b[1;32m 545\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fit_impl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_dataloaders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_dataloaders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdatamodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mckpt_path\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 546\u001b[0m )\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/call.py\u001b[0m in \u001b[0;36m_call_and_handle_interrupt\u001b[0;34m(trainer, trainer_fn, *args, **kwargs)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrategy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlauncher\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrategy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlauncher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlaunch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrainer_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrainer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrainer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtrainer_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0m_TunerExitException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/trainer.py\u001b[0m in \u001b[0;36m_fit_impl\u001b[0;34m(self, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path)\u001b[0m\n\u001b[1;32m 578\u001b[0m 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----------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/trainer.py\u001b[0m in \u001b[0;36m_run_stage\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1033\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_run_sanity_check\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1034\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_detect_anomaly\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_detect_anomaly\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1035\u001b[0;31m 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sure\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/transform/_base.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, data_it, is_train)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_it\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIterable\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDataEntry\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 131\u001b[0m ) -> Iterator:\n\u001b[0;32m--> 132\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdata_entry\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata_it\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 133\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_entry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/itertools.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 379\u001b[0m \u001b[0mshuffle_buffer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 380\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 381\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0melement\u001b[0m \u001b[0;32min\u001b[0m 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89\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/itertools.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 322\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__iter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 323\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 324\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0melement\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miterable\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 325\u001b[0m \u001b[0;32myield\u001b[0m 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\u001b[0mIterator\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDataEntry\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 111\u001b[0;31m yield from self.transformation(\n\u001b[0m\u001b[1;32m 112\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbase_dataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_train\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 113\u001b[0m )\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/transform/_base.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, data_it, is_train)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_it\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIterable\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDataEntry\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 131\u001b[0m ) -> Iterator:\n\u001b[0;32m--> 132\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdata_entry\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata_it\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 133\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_entry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/transform/_base.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, data_it, is_train)\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_entry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 136\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 138\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mabc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mabstractmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gluonts/transform/_base.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, data_it, is_train)\u001b[0m\n\u001b[1;32m 132\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdata_entry\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata_it\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 134\u001b[0;31m \u001b[0;32myield\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_entry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 135\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 136\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mAttributeError\u001b[0m: 'str' object has no attribute 'copy'"]}]},{"cell_type":"code","source":[],"metadata":{"id":"WiuuoC5r27vc","executionInfo":{"status":"aborted","timestamp":1700100193910,"user_tz":300,"elapsed":3,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/covid19_test.ipynb b/covid19_test.ipynb new file mode 100644 index 0000000..cc61de4 --- /dev/null +++ b/covid19_test.ipynb @@ -0,0 +1 @@ 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Successfully uninstalled scipy-1.11.3\n"," Attempting uninstall: matplotlib\n"," Found existing installation: matplotlib 3.7.1\n"," Uninstalling matplotlib-3.7.1:\n"," Successfully uninstalled matplotlib-3.7.1\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","lida 0.0.10 requires fastapi, which is not installed.\n","lida 0.0.10 requires python-multipart, which is not installed.\n","lida 0.0.10 requires uvicorn, which is not installed.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed ansi2html-1.8.0 category-encoders-2.6.3 dash-2.14.1 dash-core-components-2.0.0 dash-html-components-2.0.0 dash-table-5.0.0 deprecated-1.2.14 deprecation-2.1.0 jedi-0.19.1 kaleido-0.2.1 matplotlib-3.6.0 orjson-3.9.10 plotly-resampler-0.9.1 pmdarima-2.0.4 pycaret-3.2.0 pyod-1.1.1 retrying-1.3.4 schemdraw-0.15 scikit-base-0.5.2 scikit-plot-0.3.7 scipy-1.10.1 sktime-0.21.1 tbats-1.1.3 trace-updater-0.0.9.1 tsdownsample-0.1.2 wurlitzer-3.0.3\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["matplotlib","mpl_toolkits"]}}},"metadata":{}}],"source":["%pip install pycaret"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"id":"SfyAb-UU7pJB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700066066245,"user_tz":300,"elapsed":19058,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"df474f4b-e0dc-43b7-c900-e6eae9d4a56b"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot\n","import plotly.graph_objects as go\n","from pycaret.datasets import get_data\n","from pycaret.time_series import TSForecastingExperiment"],"metadata":{"id":"qXObZqZqdhT4","executionInfo":{"status":"ok","timestamp":1700066089038,"user_tz":300,"elapsed":4508,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["df_deaths_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_deaths_US.csv')\n","df_confirmed_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_recovered_global.csv')"],"metadata":{"id":"6UT9oMzq4hOg","executionInfo":{"status":"ok","timestamp":1700066099249,"user_tz":300,"elapsed":5828,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["print(\"Deaths in US shape\", df_deaths_us.shape)\n","print(df_confirmed_global.shape)\n","print(df_confirmed_us.shape)"],"metadata":{"id":"4i89ntp28Ewr","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700066101255,"user_tz":300,"elapsed":609,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"f057906b-e301-4c28-8453-a78cfde7790d"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Deaths in US shape (3342, 1155)\n","(289, 1147)\n","(3342, 1154)\n"]}]},{"cell_type":"code","source":["df_c_us = df_confirmed_us.iloc[1,0:10].to_frame()\n","df_c_us"],"metadata":{"id":"O9oFIr1E8nw2","colab":{"base_uri":"https://localhost:8080/","height":363},"executionInfo":{"status":"ok","timestamp":1700066104237,"user_tz":300,"elapsed":184,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"b84a71bf-25b3-4b46-cb35-484d0b98de53"},"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" 1\n","UID 84001003\n","iso2 US\n","iso3 USA\n","code3 840\n","FIPS 1003.0\n","Admin2 Baldwin\n","Province_State Alabama\n","Country_Region US\n","Lat 30.72775\n","Long_ -87.722071"],"text/html":["\n","
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 DescriptionValue
0session_id6036
1Targetcases
2ApproachUnivariate
3Exogenous VariablesNot Present
4Original data shape(1143, 1)
5Transformed data shape(1143, 1)
6Transformed train set shape(1142, 1)
7Transformed test set shape(1, 1)
8Rows with missing values0.0%
9Fold GeneratorExpandingWindowSplitter
10Fold Number3
11Enforce Prediction IntervalFalse
12Splits used for hyperparametersall
13User Defined Seasonal Period(s)None
14Ignore Seasonality TestFalse
15Seasonality Detection Algoauto
16Max Period to Consider60
17Seasonal Period(s) Tested[7, 14, 12, 28, 21, 19, 35, 42]
18Significant Seasonal Period(s)[7, 14, 12, 28, 21, 19, 35, 42]
19Significant Seasonal Period(s) without Harmonics[42, 12, 28, 19, 35]
20Remove HarmonicsFalse
21Harmonics Order Methodharmonic_max
22Num Seasonalities to Use1
23All Seasonalities to Use[7]
24Primary Seasonality7
25Seasonality PresentTrue
26Seasonality Typeadd
27Target Strictly PositiveFalse
28Target White NoiseNo
29Recommended d2
30Recommended Seasonal D0
31PreprocessFalse
32CPU Jobs-1
33Use GPUFalse
34Log ExperimentFalse
35Experiment Namets-default-name
36USI21f1
\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":10}]},{"cell_type":"code","source":["eda.plot_model()"],"metadata":{"id":"oi3W3wNY5guR","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1700004125909,"user_tz":300,"elapsed":1518,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"d6465f7f-26db-43ec-cb2f-c0671813b49c"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","\n","\n","
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 ModelMASERMSSEMAERMSEMAPESMAPETT (Sec)
auto_arimaAuto ARIMA0.02140.01269.19999.19990.00010.0001292.3133
knn_cds_dtK Neighbors w/ Cond. Deseasonalize & Detrending0.03200.018913.786913.78690.00020.00020.1833
arimaARIMA0.04150.024517.894317.89430.00030.00030.1833
exp_smoothExponential Smoothing0.04600.027219.839219.83920.00030.00031.6067
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.04880.028821.000221.00020.00030.00030.6233
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending0.05790.034224.940924.94090.00040.00040.4233
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.06540.038628.152128.15210.00040.00040.1400
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.07860.046433.846233.84620.00050.00050.1100
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending0.07860.046433.850533.85050.00050.00050.1067
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.07860.046433.846233.84620.00050.00050.2967
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.07870.046533.918633.91860.00050.00050.1033
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending0.08350.049436.006036.00600.00050.00051.0567
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending0.09350.055240.293740.29370.00060.00060.1733
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending0.10620.062745.740645.74060.00070.00070.1133
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending0.10620.062745.739445.73940.00070.00070.1167
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending0.10780.063746.478446.47840.00070.00070.6167
stlfSTLF0.12350.073053.217553.21750.00080.00080.0800
thetaTheta Forecaster0.12960.076655.873055.87300.00080.00080.0500
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending0.15130.089465.182465.18240.00090.00090.2267
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending0.25080.1482108.1043108.10430.00150.00150.3367
snaiveSeasonal Naive Forecaster0.26680.1576115.0000115.00000.00160.00160.0833
etsETS0.29730.1756128.1245128.12450.00180.00180.3300
crostonCroston0.39910.2358171.9720171.97200.00250.00250.0300
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.75580.4465325.7316325.73160.00470.00470.1067
polytrendPolynomial Trend Forecaster11.95157.06045150.25045150.25040.07380.07120.0300
grand_meansGrand Means Forecaster86.524951.115037286.099837286.09980.53420.72890.0433
\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Processing: 0%| | 0/117 [00:00"],"text/html":[]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["AutoARIMA(random_state=4019, sp=7, suppress_warnings=True)"],"text/html":["
AutoARIMA(random_state=4019, sp=7, suppress_warnings=True)
Please rerun this cell to show the HTML repr or trust the notebook.
"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["df_t = TimeSeries.from_dataframe(df_1, time_col='time', value_cols='cases')\n","df_t"],"metadata":{"id":"qt0EeFym8yaQ","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1700005812004,"user_tz":300,"elapsed":8,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"a02fb349-fe9f-4a0b-dd56-2ec3919c3b2b"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\n","array([[[ 0.]],\n","\n"," [[ 0.]],\n","\n"," [[ 0.]],\n","\n"," ...,\n","\n"," [[69767.]],\n","\n"," [[69860.]],\n","\n"," [[69860.]]])\n","Coordinates:\n"," * time (time) datetime64[ns] 2020-01-22 2020-01-23 ... 2023-03-09\n"," * component (component) object 'cases'\n","Dimensions without coordinates: sample\n","Attributes:\n"," static_covariates: None\n"," hierarchy: None"],"text/html":["
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<TimeSeries (DataArray) (time: 1143, component: 1, sample: 1)>\n","array([[[    0.]],\n","\n","       [[    0.]],\n","\n","       [[    0.]],\n","\n","       ...,\n","\n","       [[69767.]],\n","\n","       [[69860.]],\n","\n","       [[69860.]]])\n","Coordinates:\n","  * time       (time) datetime64[ns] 2020-01-22 2020-01-23 ... 2023-03-09\n","  * component  (component) object 'cases'\n","Dimensions without coordinates: sample\n","Attributes:\n","    static_covariates:  None\n","    hierarchy:          None
"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","source":["target = df_t['cases'][:1000]\n","# optionally, use past observed rainfall (pretending to be unknown beyond index 100)\n","past_cov = series['rain (mm)'][:100]\n","# optionally, use future temperatures (pretending this component is a forecast) >>>\n","future_cov = series['T (degC)'][:106]\n","# predict 6 pressure values using the 12 past values of pressure and rainfall, as well as the 6 temperature\n","# # values corresponding to the forecasted period >>>\n","model = XGBModel( lags=12,lags_past_covariates=12,lags_future_covariates=[0,1,2,3,4,5],output_chunk_length=6)\n","model.fit(target, past_covariates=past_cov, future_covariates=future_cov)\n","pred = model.predict(6)"],"metadata":{"id":"x6QEjYprZ3me","colab":{"base_uri":"https://localhost:8080/","height":245},"executionInfo":{"status":"error","timestamp":1700005812524,"user_tz":300,"elapsed":525,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"c9d4f70a-db85-46ef-973d-bd7e91f359a0"},"execution_count":18,"outputs":[{"output_type":"error","ename":"NameError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mtarget\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_t\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cases'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# optionally, use past observed rainfall (pretending to be unknown beyond index 100)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mpast_cov\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mseries\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'rain (mm)'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;31m# optionally, use future temperatures (pretending this component is a forecast) >>>\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mfuture_cov\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mseries\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'T (degC)'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m106\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'series' is not defined"]}]}]} \ No newline at end of file From a06eb18d8990632d86209d47bd3ecc6bb801eddc Mon Sep 17 00:00:00 2001 From: TatianaAS Date: Thu, 16 Nov 2023 16:01:20 -0500 Subject: [PATCH 3/9] second modification --- Classic_models.ipynb | 2 +- Covid_XGboost.ipynb | 2 +- .../time_series_covid19_confirmed_US.csv | 0 .../time_series_covid19_confirmed_global.csv | 0 .../time_series_covid19_deaths_US.csv | 0 .../time_series_covid19_deaths_global.csv | 0 .../time_series_covid19_recovered_global.csv | 0 7 files changed, 2 insertions(+), 2 deletions(-) rename time_series_covid19_confirmed_US.csv => data/time_series_covid19_confirmed_US.csv (100%) rename time_series_covid19_confirmed_global.csv => data/time_series_covid19_confirmed_global.csv (100%) rename time_series_covid19_deaths_US.csv => data/time_series_covid19_deaths_US.csv (100%) rename time_series_covid19_deaths_global.csv => data/time_series_covid19_deaths_global.csv (100%) rename time_series_covid19_recovered_global.csv => data/time_series_covid19_recovered_global.csv (100%) diff --git a/Classic_models.ipynb b/Classic_models.ipynb index b63c771..147108a 100644 --- a/Classic_models.ipynb +++ b/Classic_models.ipynb @@ -1 +1 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOSCJBHs6CjlqHuvVovwKLG"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["#Covid 19 with classic forecasting models\n","\n","In this notebook, we will use multiple tools to make forecasting."],"metadata":{"id":"jXimHeIZ-Jt2"}},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"id":"1DBCg_aZpBcO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058537907,"user_tz":300,"elapsed":131401,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"cafc4a59-fd28-459a-8302-62839c525cae"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["%pip install statsmodels\n","%pip install pmdarima\n","%pip install statsforecast\n","%pip install -U scikit-learn"],"metadata":{"id":"FZ8x_I0npIvB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058572230,"user_tz":300,"elapsed":34327,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"e33afb40-aa13-480d-d172-37fded7c884f"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: statsmodels in /usr/local/lib/python3.10/dist-packages (0.14.0)\n","Requirement already satisfied: numpy>=1.18 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (1.23.5)\n","Requirement already satisfied: scipy!=1.9.2,>=1.4 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (1.11.3)\n","Requirement already satisfied: pandas>=1.0 in /usr/local/lib/python3.10/dist-packages (from statsmodels) (1.5.3)\n","Requirement already satisfied: patsy>=0.5.2 in 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scikit-learn-1.2.2\n","Successfully installed scikit-learn-1.3.2\n"]}]},{"cell_type":"code","execution_count":3,"metadata":{"id":"Z8kV5hIKoRVf","executionInfo":{"status":"ok","timestamp":1700058572873,"user_tz":300,"elapsed":648,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"outputs":[],"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","import pandas as pd\n","from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n","from statsmodels.tsa.arima.model import ARIMA\n","from sklearn.metrics import mean_squared_error,mean_absolute_error\n","import warnings\n","warnings.filterwarnings(\"ignore\")\n","import plotly.graph_objects as go\n"]},{"cell_type":"code","source":["df_deaths_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_deaths_US.csv')\n","df_confirmed_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_recovered_global.csv')"],"metadata":{"id":"q-s6eRgjpsL5","executionInfo":{"status":"ok","timestamp":1700058578155,"user_tz":300,"elapsed":5285,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":["# Classic time series models"],"metadata":{"id":"G2n8alWBTwLn"}},{"cell_type":"code","source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)"],"metadata":{"id":"FPjszKZNp0wR","executionInfo":{"status":"ok","timestamp":1700058578905,"user_tz":300,"elapsed":755,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["fig = go.Figure([go.Scatter(x = df_1.index, y = df_1['cases'])])\n","fig.show()"],"metadata":{"id":"Nc2kFwlBqDPh","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1700058578905,"user_tz":300,"elapsed":15,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"43003e55-789c-4895-e59f-2c84fb6987eb"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","\n","\n","
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\n","\n",""]},"metadata":{}}]},{"cell_type":"markdown","source":["The most common test for identifying whether a time series is non-stationary is the augmented **Dicky-Fuller test**. This is a statistical test, where the **null hypothesis is that your time series is non-stationary due to trend**"],"metadata":{"id":"_jLUjpjYutgY"}},{"cell_type":"code","source":["from statsmodels.tsa.stattools import adfuller\n","\n","result = adfuller(df_1['cases'])\n","\n","print('ADF Statistic: %f' % result[0])\n","print('p-value: %f' % result[1])\n","print('Critical Values:')\n","for key, value in result[4].items():\n"," print('\\t%s: %.3f' % (key, value))\n"," if (result[1] <= 0.05) & (result[4]['5%'] > result[0]):\n"," print(\"\\u001b[32mStationary\\u001b[0m\")\n"," else:\n"," print(\"\\x1b[31mNon-stationary\\x1b[0m\")"],"metadata":{"id":"zexU_Vm1uugi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058578906,"user_tz":300,"elapsed":12,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"2f7ff3c2-639e-4adb-9fec-9631ca45a3c8"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["ADF Statistic: -0.120827\n","p-value: 0.947324\n","Critical Values:\n","\t1%: -3.436\n","\u001b[31mNon-stationary\u001b[0m\n","\t5%: -2.864\n","\u001b[31mNon-stationary\u001b[0m\n","\t10%: -2.568\n","\u001b[31mNon-stationary\u001b[0m\n"]}]},{"cell_type":"markdown","source":["The results object is a tuple. The zeroth element is the test statistic, in this case it is -0.12. The more negative this number is, the more likely that the data is stationary. The next item in the results tuple, is the test p-value. Here it's 0.94. If the p-value is smaller than 0.05, we reject the null hypothesis and assume our time series must be stationary. The last item in the tuple is a dictionary. This stores the critical values of the test statistic which equate to different p-values. In this case, if we wanted a p-value of 0.05 or below, our test statistic needed to be below -2.91.\n","\n","p-value is high. It should be very less. We fail to reject the null hypothesis as p-value is high. So, the time series is non-stationary.\n","If p-value is less, then we can say that the time series is stationary.\n","\n","Remember that Stationarity can be defined in precise mathematical terms, but for our purpose we mean a flat looking series, without trend, constant variance over time, a constant autocorrelation structure over time and no periodic fluctuations (seasonality)."],"metadata":{"id":"6KXDptzCqX2b"}},{"cell_type":"markdown","source":["**If the time series is stationary, continue to the next steps. If the time series is not stationary, try differencing the time series and recheck its stationarity.** Most of the automl (like pycaret or Darts) packages do this step automatically."],"metadata":{"id":"XMLrC0KDrhfK"}},{"cell_type":"code","source":["df2 = df_1.diff(periods=1)\n","df2 = df2.dropna()\n","result = adfuller(df2['cases'])\n","\n","print('ADF Statistic: %f' % result[0])\n","print('p-value: %f' % result[1])\n","print('Critical Values:')\n","for key, value in result[4].items():\n"," print('\\t%s: %.3f' % (key, value))\n"," if (result[1] <= 0.05) & (result[4]['5%'] > result[0]):\n"," print(\"\\u001b[32mStationary\\u001b[0m\")\n"," else:\n"," print(\"\\x1b[31mNon-stationary\\x1b[0m\")"],"metadata":{"id":"3rajw8AYx0I1","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058578906,"user_tz":300,"elapsed":10,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"755a18cd-254e-4d02-a637-0146ff409d22"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["ADF Statistic: -5.336603\n","p-value: 0.000005\n","Critical Values:\n","\t1%: -3.436\n","\u001b[32mStationary\u001b[0m\n","\t5%: -2.864\n","\u001b[32mStationary\u001b[0m\n","\t10%: -2.568\n","\u001b[32mStationary\u001b[0m\n"]}]},{"cell_type":"code","source":["fig = go.Figure([go.Scatter(x = df2.index, y = df2['cases'])])\n","fig.show()"],"metadata":{"id":"blI89Cfd3P4p","colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"status":"ok","timestamp":1700058578907,"user_tz":300,"elapsed":10,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"043dbe0f-160b-440e-f747-e7a5ef5afc9d"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","\n","\n","
\n","
\n","\n",""]},"metadata":{}}]},{"cell_type":"markdown","source":["Here the blue area is the confidence interval, and the candles started coming inside after the 13th candle. This can be due to the seasonality of 12-13 months.\n","\n"],"metadata":{"id":"YTQmEt5GwYMN"}},{"cell_type":"code","source":["fig, (ax1 ,ax2) = plt.subplots(2,1, figsize = (8,8))\n","plot_acf(df2, lags = 50, zero =False, ax=ax1)\n","plot_pacf(df2, lags = 16, zero =False, ax=ax2)\n","plt.show()"],"metadata":{"id":"cmYE37cWqFqb","colab":{"base_uri":"https://localhost:8080/","height":699},"executionInfo":{"status":"ok","timestamp":1700058580217,"user_tz":300,"elapsed":1319,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"f70785fc-0fd5-4a05-f157-aca32fa329a1"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["from statsmodels.tsa.seasonal import seasonal_decompose\n","result = seasonal_decompose(df_1, model='additive')\n","result.plot()\n","plt.show()"],"metadata":{"id":"VVnYK5zJE_VG","colab":{"base_uri":"https://localhost:8080/","height":486},"executionInfo":{"status":"ok","timestamp":1700058582321,"user_tz":300,"elapsed":2109,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"7c245e5c-7683-4774-8a97-3d47fc205ba8"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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Ffsb2lDZ5ELlsXa0ewNc5ws6wJZiRLrFgHSzEWmWoIOWbgk6ZPYUI4ozrchJMyPTakS6xahw1PT0HFaC6HeQU0cQBDFAaGr3onxbLVZuqca6A8cgRtk6XqcDCm0WDM22YmiWFaXZqSjJsiInzQR7ijH8l2Y2QKcjx4wgkgly6giCIPoxVU0deH9LNb7Y3YANh5sRkHlyk4bYMbnYjlF5aRiWnYqh2VYMyUiBxUh7vBHEYIScOoIgiH7IsTYP/rHmIP7+1UHFHLiJQ2yYN6kIF00upAUGBEEoIKeOIAiiHyFJEv66eh+e/2If3L6gMzdjWCYumToEp5+Qg9Jseg4qQRDRIaeOIAiiHxAQJazZ14g/lu/C9monAGBysR23nzUK547Pp/lvBEF0Czl1BEEQCWZffRt+/s8NONDQDiC42GHJReNx3cnDyJkjCIIbcuoIgiASyHeVzbhx+bdo7vDBZjFgUrEd184ahvMnFiRaGkEQAwxy6giCIBJAU7sXS97bjg+31iAgSphSbMdL18+gTXkJgogZcuoIgiCOMx9urcG9b34f3ih47oR8PP7jqUg1U5VMEETsUA1CEARxnNjf0Ia/rt6L/26uBgAU2i34/SUTMHcCDbUSBNF7yKkjCII4Dry5oQq/fXcbPP7gNiW/PGMk7j5vNIx6IcHKCIJIFsipIwiC6EP2N7Th0Y92YdWOOgDBbUrmnzsaZ47JS7AygiCSDXLqCIIg+oA2jx+vrD2EP328GwAg6IA754zG7WeNgiDQNiUEQcQfcuoIgiDiyLE2D97/vhovfX0IlU0dAICRual44dppGJWXnmB1BEEkM+TUEQRBxIgkSWhs8+JAQxs2HG7GV3sbsOFQM/yiBADISTPj7LG5+OUZIzEiNy3BagmCSHbIqSMIIukRRQnegAiPT4THH4DHH3x1+8Twe49fhMcXepUfJ6LD60e7J4BWtx+tbh9a3X44XD5UNXWg1eOP+L3JxXZcduIQXDatGDaLMQFXTBDEYIScOoIg+hVevwiXN4B2rx8d3kD4vfyzDo8fHb7O7zwBuHxBp6vDG4DT7UONwwWXt8sx83auOO0LdDqgODMF4wpsOO2EHJx6Qi6G56T22e8RBEGwIKeOIIi44QuIaG734li7F03tXjS0enC0xYVWtx8urx/tMietwxtAh9xx8/jh8gXgC0h9qlHQARajHmaDALNBD7NR6HpvEDr/D30ffG8xCkg1G5BmMSDdYoTNYoDNYkRxZgpKsqywGPV9qpkgCIIHcuoIgugWty+AI80uVDa1o/JYBxraPDjW1uW8NbV7cazNA6c7cigyVox6HVKMeqSaDUgx6WE16WE1GWA16ZFqivws9D7VrEdxZgpSzQalc9bpyBkEHXQ6Wn1KEETyQU4dQRAKqltc2F7txI5qJ3bUOLCjxomqJhf3+YIOyEo1ISvVhOxUM4ozU2BLMSocsJROx0zujKWY9Eg162E1Bt+bDLQpL0EQRE8gp44gBjkBUcJ3lc1YuaUGn+2ux+FjHVGPSzMbUJJlRWmWFQV2i8xx63xNMyEr1YyMFCPtw0YQBJEAyKkjiEGIJEnYXu3Eyi01eOe7I6hzesLf6QUdTshLw/giG8YX2jC+yIbR+enITjXRsCVBEEQ/hpw6ghgkSJKELUcc+HBbDT7aWhveGBcAbBYDzh6bh7kTCjB9WBZy080JVEoQBEHEAjl1BJHk1DvdeKXiEN79rhpHW7rmxlmMAs4ak4cfTC3C2WPzaQ4bQRDEAIecOoJIUnbVOvHOd0fxytpDcPuC+7SlGPU4e1weLpxYiLPG5sJqoiqAIAgiWaAanSCSCF9AxGe76rF87SGs3X8s/PmJQzNw06nDcc7YfKSYaE81giCIZIScOoJIAvbVt+GNDVV4e9MRNLZ5AQAGQYczx+Tix9NLcO74fFrkQBAEkeSQU0cQA5Q2jx8fbKnGim+rsKmyJfx5TpoZl08bgp/NHoYhGSmJE0gQBEEcV8ipI4gBhCRJWLv/GF7/tgqrd9ahwxsAENyG5KwxebhyRgnOHJMLo54WPRAEQQw2yKkjiH6OJEnYXdeK/+2ow8otNdhV2xr+bkROKn48owSXnTQEeemWBKokCIIgEg05dQTRD3G4fKjYfwxr9jXgq72Niqc8pBj1uGJ6MX544hBMLcmguXIEQRAEAHLqCCLhiKKEA43t+L6qBZs7/7ZXOyBKXceYDAJOG5WDc8bl48JJBciwmhInmCAIguiXkFNHEH1Mu8ePGocLDa1eNLZ5UOd0o6qpA1XNLhxp7kBVkwsuXyDivJG5qTjthFycOioHs0dmI9VMxZUgCIJgQ60EQfQAr1+Ew+WDw+VFS4cPzR0+tHR44XD50NLhQ4vLi+YOHxyh9+0+VDtckCTtdC1GAZOG2DG1JANTSjIwrTQThXZauUoQBEHwQ04dQWhwsLEdGw83o7rFhXe/O4oDje0xpWOzGJCTbkZOmhl56WaUZFlRkmlFcWYKSrKCr7RilSAIgugN5NQRg4Z2jx/1rcHhzzqnGw2tHrR0+OB0++B0+eB0+ztffXC6/HC6feEtQ+TodIDNYkSG1YgMqwkZKZ3vU4ywd/6fmWpERooJdqsRxZkptDKVIAiC6HPIqSOSguZ2Lw40tuNgYzsONrah3ulBc4cXTe3Bv8Y2L9o8/pjSnlKSgVG5aSjNtuKHJw5BUUYK9AKtOCUIgiD6F+TUEQMGr1/EwcZ2HGhow4HGdhxoCDpwBxvb0dzh40rDatKjwGZBns2MvHQLslJNsFkMSLcYYUsxwGYxwpZi7Hw1hKNtBEEQBNHfIaeOwbPPPos//elPqK2txZQpU/D0009j5syZiZY16KhxuPDtoWas3deID7fWwOlmR9uK7BYMz03F8JxUFNpTkJVqQqbVhKxUE3LSTMhNNyPdQg4aQRAEkZyQUxeFFStWYP78+Vi2bBnKysrw5JNPYu7cudi9ezfy8vISLS/p8AdENLR5UOMIbvWxv6Ed++pb8X2VA0dbXIpj0y0GjMxNw4icoPM2IjcNw3NSMSzHCquJsjNBEAQxeNFJUnebLQw+ysrKMGPGDDzzzDMAAFEUUVJSgjvuuAMLFy7s9nyn0wm73Y6D1Q1IT08HAEgAJAmQ0GluCaF34c+lrq8Qui3hz8LfSZ3Hhz6XFOkgIh3VeRIgShJESUJADL1C9l6SfR/5eUBUnSdJCARE+Ds/94sSxM7XQPhV7Eyr6ziHy4cahxu1DjfqW92KjXblCDpgfJEN00uzcO74fMwakU3z2QiCIIhBRcivcDgcsNlszOMotKHC6/Vi48aNWLRoUfgzQRAwZ84cVFRURD3H4/HA4/GE/3c6nQCA0//4GQSztW8FJwkGQYd8mwVDMlIwIjcVI3JTMb7QjqlDM5BGm+4SBEEQRLdQa6misbERgUAA+fn5is/z8/Oxa9euqOcsXboUDzzwAFf6ocd06oDwMzt1nZ/r0PWlTnZ86HOd4vPOT6OlF+W4rseD6iDoAL2gg6DTQS/oOt9H+6zzvU4HQUCUz3QwdB5rEOT/C+HP9apj9IIAvQCkmQ0osKeg0G5Bod2C7DQzReAIgiAIoheQUxcHFi1ahPnz54f/dzqdKCkpwZYl58Fut9ED1wmCIAiC6HPIqVORk5MDvV6Puro6xed1dXUoKCiIeo7ZbIbZbI74XBB05NARBEEQBHFcIKdOhclkwrRp07B69WpceumlAIILJVavXo3bb7+dK43QIofQ3DqCIAiCIIhYCfkT3a1tJacuCvPnz8d1112H6dOnY+bMmXjyySfR3t6OG264gev81tZWAEBJSUlfyiQIgiAIYhDR2toKu93O/J6cuihceeWVaGhowOLFi1FbW4upU6eivLw8YvEEi6KiIlRVVSE9PX3ADb+G5gNWVVVpLpseyNA1DnyS/fpCDIbrTPZrTPbrCzEYrjOR1yhJElpbW1FUVKR5HDl1DG6//Xbu4VY1giCguLg4zoqOLzabLWkLZgi6xoFPsl9fiMFwncl+jcl+fSEGw3Um6hq1InQhhOOggyAIgiAIguhjyKkjCIIgCIJIAsipIxSYzWYsWbIk6hYtyQJd48An2a8vxGC4zmS/xmS/vhCD4ToHwjXSs18JgiAIgiCSAIrUEQRBEARBJAHk1BEEQRAEQSQB5NQRBEEQBEEkAeTUEQRBEARBJAHk1BEEQRAEQSQB5NQRBEEQBEEkAeTUEQRBEARBJAHk1BEEQRAEQSQB5NQRBEEQBEEkAeTUEQRBEARBJAHk1BEEQRAEQSQB5NQRBEEQBEEkAeTUEQRBEARBJAHk1BEEQRAEQSQB5NQRBEEQBEEkAYZEC0hGRFFEdXU10tPTodPpEi2HIAiCIIgBjCRJaG1tRVFREQSBHY8jp64PqK6uRklJSaJlEARBEASRRFRVVaG4uJj5PTl1fUB6ejqAoPFtNluC1RAEQRAEMZBxOp0oKSkJ+xcsyKnrA0JDrjabjZw6giAIgiDiQndTusipIwiCIAiCOI64fQE4XT443T60ewJo9/rR0fna7gmgI/Tq88PtDWBkhp4rXXLqCIIgCIIgYsTtC6De6UFdqxt1TjeOtXnhcPngcPnQ0hF8dbp8aHF1fe72iT36jQtG8436kVNHEARBEATRDW5fAFuPOrDhUDM2VTbj8LF21Dk9cLh8MaWn0wHpZgPSzAakmg2wmg1IM+thNRmQatLDajbAatQjxaTHsHQdlnGkSU4dQRAEQRCDBlGU4HT70NjmRVO7F8faPDjW7sWxNi+aO4Kfhf6aO7zwBYJRNYfLB19Aipqm2SCgwG5BfroFWakmZFiNsFuNsKcE/zJSTF3vrUbYUoxINxsgCHzbnjmdTq7jyKkjCIIgCKLfEhAlePwBeHwi3P4A3D4Rbl8ALl8Abl/n5+H/g+/d/gDc3gCcbj+OtXvR1O7BsTZv53svAmJ056w7ctPNmF6aiWmlmRhTkI4CmwV5NgtsFkO/2JeWnDqCIAiCIOJKQJRQ3+pGdYsL9U4Pmjq8aOnwhaNfLm8AHr8YdtbC7/0ivP7O/33B//0xOmDdkW4xIDvVhOw0M7JSTchONSFL9ZdpNcFiDC5SSLMYUGS39AvnjQU5dQRBEARBxERAlHCgoQ3bq53YVduKffWt2FvfhqPNrj5xxvSCDilGPSxGARajvvNP6PxM9mcQkGLSI81sQFaqCTkhxy3NhOxUMzJTjTAb+FaUDiTIqSMIgiAIolvcvgB217Zie7UT26sdnY6ck7mS0yDokG+zoMBuQabVhEyrsXO+mQlpZj3MBj3MRgFmgwCTQQj+H3rt/Nxs0Hd+FzzGqKdH1mtBTh1BEARBEAocLh92dDpvwVcn9jW0RZ2LZjXpMa7QhnGF6Ridn44T8tIxLMeKvHQL9JwLAYj4QE4dQRAEQQxiHB0+rD/UhK1HHdhdG3TgjjS7oh6bnWrC+CIbxhfZMKHIjglFNgzLTiXnrZ9ATh1BEARBDCIcHT58c/AY1h1owjcHj2FHjRNSlOlvxZkpmCBz3iYU2ZFvM/frhQKDHXLqCIIgCCKJcXkDqDjQiDV7j2HdgWPYWRvpxI3MTcX00iyckJ8WjMIV2mG3GhMjmIgZcuoIgiAIIolo9/jxXWULvj3UhA2Hm/DtoWZ4/crFDCNzUzFrRDZmjchG2Ygs5KVbEqSWiCfk1BEEQRDEAEWSJNQ43PiusgUbDjdhw6Fm7KhxRixoGJKRgtNH5+LkkeTEJTPk1BEEQRDEAMHp9mFntRPfH2nBpsMt+K6qGXVOT8RxQzJSMGNYJqYPy8KsEdkYmZtKc+EGAeTUEQRBEEQ/IvQ0hiPNLhxp7sC++jbsqmnFrtpWHG2JXJWqF3QYW5COk4ZmYsbwLEwvzURRRkoClBOJhpw6giAIgughkiTBL0pdj7TyB8LvvbJHXgUfdyXCGwg+9ir4qjyu1e1HY5sHjW0e1Dk9qHG4mA+OB4BCuwWTi+04cWgmTizJwKRiO6wmas4JcuoIgiCIJMXp9uFYmxcOlw9Oly/46g6+trr9nc6W2hkLvsods5Aj5g10fe71i+ijR5ICCEbfijIsKM6wYliOFeMKbRhbYMOY/HRalUowIaeOIAiCGPDsq2/DugPHsOFQU3iYstXtP26/b9TrYNILMBv1ssdeRT7mSv2Z2aBHqlmPnDRz558JxVlW5KebYaBHYhE9hJw6giAIYkDS0uHFmxuO4O3vjmJnjTPqMWlmA+wpRqRbgq+2FCPsKUakmQ2wRDhgXc8gNRmETict+GqKcMa6nlFq0gsQ6IkKRD+AnDqCIAhiQCGKEp77fB+e/3w/2r0BAMFI2YxhWZgxLAtTSuwoybRiSGYKzTUjBhX9Jrb7+9//HjqdTvE3duzY8Pdutxu33XYbsrOzkZaWhssvvxx1dXWKNCorKzFv3jxYrVbk5eXh3nvvhd+vDL9//vnnOOmkk2A2mzFq1CgsX748Qsuzzz6LYcOGwWKxoKysDOvXr++TayYIgiB6htcv4s4Vm/HnT/ag3RvA2IJ0PHzpRKz/zRy8dsss3HXuaJw9Nh8n5KeTQ0cMOvqNUwcAEyZMQE1NTfhvzZo14e/uuusuvP/++3jzzTfxxRdfoLq6Gpdddln4+0AggHnz5sHr9WLt2rV45ZVXsHz5cixevDh8zMGDBzFv3jycddZZ2Lx5M+68807cfPPN+Pjjj8PHrFixAvPnz8eSJUuwadMmTJkyBXPnzkV9ff3xMQJBEAQRlVa3DzcsX4/3vq+GQdDhscsn4aNfn4afzipFZqop0fIIIuHoJCnaY3yPP7///e/x7rvvYvPmzRHfORwO5Obm4rXXXsOPfvQjAMCuXbswbtw4VFRUYNasWfjoo49w0UUXobq6Gvn5+QCAZcuWYcGCBWhoaIDJZMKCBQvwwQcfYNu2beG0r7rqKrS0tKC8vBwAUFZWhhkzZuCZZ54BAIiiiJKSEtxxxx1YuHBhVO0ejwceT9fmj06nEyUlJXA4HLDZbHGxD0EQxGDmaIsLNy3/FrtqW5Fq0uP5n07D6aNzEy2LII4LTqcTdru9W7+iX0Xq9u7di6KiIowYMQLXXHMNKisrAQAbN26Ez+fDnDlzwseOHTsWQ4cORUVFBQCgoqICkyZNCjt0ADB37lw4nU5s3749fIw8jdAxoTS8Xi82btyoOEYQBMyZMyd8TDSWLl0Ku90e/ispKemlJQiCIIgQDa0eXPW3CuyqbUVOmhkrfjGbHDqCiEK/cerKysqwfPlylJeX4/nnn8fBgwdx2mmnobW1FbW1tTCZTMjIyFCck5+fj9raWgBAbW2twqELfR/6TusYp9MJl8uFxsZGBAKBqMeE0ojGokWL4HA4wn9VVVUx2YAgCIJQ4vEHcPMr36KqyYWhWVb89/ZTMHGIPdGyCKJf0uNZpCeeeCL38+M2bdrEne4FF1wQfj958mSUlZWhtLQUb7zxBlJS+vfjTsxmM8xmc6JlEARBJB0vfHEA3x9xIMNqxPIbZmAIPf6KIJj02Km79NJLw+/dbjeee+45jB8/HrNnzwYArFu3Dtu3b8evfvWrXgnLyMjA6NGjsW/fPpx77rnwer1oaWlRROvq6upQUFAAACgoKIhYpRpaHSs/Rr1itq6uDjabDSkpKdDr9dDr9VGPCaVBEARBHB8ONrbjmc/2AQAe/MFEjMhNS7Aigujf9Hj4dcmSJeG/hoYG/L//9/9QUVGBxx9/HI8//jjWrl2LO++8M8Ix6iltbW3Yv38/CgsLMW3aNBiNRqxevTr8/e7du1FZWRl2JmfPno2tW7cqVqmuWrUKNpsN48ePDx8jTyN0TCgNk8mEadOmKY4RRRGrV68OH0MQBEH0Pe0eP371703w+kWcPjoXF08uTLQkguj/SL3AZrNJe/bsifh8z549ks1m61Fad999t/T5559LBw8elL7++mtpzpw5Uk5OjlRfXy9JkiT98pe/lIYOHSp9+umn0oYNG6TZs2dLs2fPDp/v9/uliRMnSuedd560efNmqby8XMrNzZUWLVoUPubAgQOS1WqV7r33Xmnnzp3Ss88+K+n1eqm8vDx8zOuvvy6ZzWZp+fLl0o4dO6Sf//znUkZGhlRbW8t9LQ6HQwIgORyOHtmAIAiCkKRAQJR+8eoGqXTBSmnaQ59IR5o7Ei2JIBIKr1/Rq50ZU1JS8PXXX+OEE05QfP7111/DYrH0KK0jR47g6quvxrFjx5Cbm4tTTz0V69atQ25ucIXTE088AUEQcPnll8Pj8WDu3Ll47rnnwufr9XqsXLkSt956K2bPno3U1FRcd911ePDBB8PHDB8+HB988AHuuusuPPXUUyguLsbf//53zJ07N3zMlVdeiYaGBixevBi1tbWYOnUqysvLIxZPEARBEPHHFxDx0ModKN9eC5NewAvXTqN5dATBSa/2qXv00UfxwAMP4JZbbsHMmTMBAN988w1eeukl/O53v2Pu65bs8O4nQxAEQXTh9Yv4f//5DuXbg7sN/OlHk3HFdNoiiiB4/YpeReoWLlyIESNG4KmnnsK//vUvAMC4cePw8ssv48c//nFvkiYIgiAGER5/ALf9exP+t7MeJr2AP10xGT+YOiTRsghiQNFvniiRTFCkjiAIgh+3L4Bf/HMjvtjTALNBwN9+Nh1n0ObCBBHmuETqQni9XtTX10MURcXnQ4cOjUfyBEEQRJJS53Tjl//aiO8qW5Bi1OMf103HyaNyEi2LIAYkvXLq9u7dixtvvBFr165VfC5JEnQ6HQKBQK/EEQRBEMmJ2xfA/208gr98shvNHT7YLAa8+LPpKBuRnWhpBDFg6ZVTd/3118NgMGDlypUoLCzkftIEQRAEkXxIkgS3T0S71492jx9tHj/aPQHZez8ON3Vgb10rvjnQhFaPHwAwtiAdy346DcNyUhN8BQQxsOmVU7d582Zs3LgRY8eOjZcegiAIIkG4fQE4XT44XD443Z2vLj8coc9k37V5/GjrdNhCTluHN4CAyD9Nu8huwc9PH4GfziqFQd9vHkVOEAOWXjl148ePR2NjY7y0EARBEHHCHxBR3+pBrdONOocbtU43jrV5FQ5bl6Pmh9Ptg9cvdp8wJ6kmPaxmA9LMBqSa9Ug1Bd8X2C0YnZ+OCUU2nDQ0E4JAIzwEES965dQ99thjuO+++/DII49g0qRJMBqNiu9p5SdBEETfIUkSKps6sLeuDXvr27C3rhX7G9pQ43Cjoc2DWPY2EHSALcUIe4oRNkvw1Z5ihC3FAFvnZ8FXA1JNBqSGnLawA2eA1agnZ40gEkCvtjQRhGC4XD2XbrAvlKAtTQiC6Ctc3gDW7m/E6l31+GxXPWocbuaxBkGHfJsF+TYzCuwW5KaZOx00Y9hxCztv1qCjlmY20PxoguhnHJctTT777LPenE4QBEFw0ObxY9WOWqz8vgZr9jXCIxsmNRkEjMpNwwn5aTghLw2j8tIwJMOKfLsZOalmipgRxCCiV07dGWecES8dBEEQhIrGNg+eXr0Xr39bpXDkiuwWnDMuH2ePy8PsEdmwGPUJVEkQRH+h15sPf/XVV3jhhRdw4MABvPnmmxgyZAj++c9/Yvjw4Tj11FPjoZEgCGJQ0eH14x9fHcSyL/aj3RucxjIiJxUXTynC+RMLMLYgnYZICYKIoFdO3VtvvYVrr70W11xzDTZt2gSPxwMAcDgceOSRR/Dhhx/GRSRBEMRgwB8Q8X8bj+DxVXtQ3xqsTycNsWPhBWNx8shscuQIgtCkVxsDPfzww1i2bBlefPFFxcrXU045BZs2beq1OIIgiMHCugPHcNHTa7Dw7a2ob/WgODMFT101Ff+97RScMiqHHDqCILqlV5G63bt34/TTT4/43G63o6WlpTdJEwRBDArcvgAeeH87/rO+CgBgTzHijrNH4drZpTAbaK4cQRD89MqpKygowL59+zBs2DDF52vWrMGIESN6kzRBEETS831VCxa8tQW7aluh0wHXlA3F3eeOQWaqKdHSCIIYgPTKqbvlllvw61//Gi+99BJ0Oh2qq6tRUVGBe+65B7/73e/ipZEgCCKpaPP48fgne7B87UGIEpCdasJTV52IU0/ISbQ0giAGML1y6hYuXAhRFHHOOeego6MDp59+OsxmM+655x7ccccd8dJIEASRNHyxpwGL3tqC6s5Ng38wtQi/u2g8ctLMCVZGEMRAJ+YnSgQCAXz99deYPHkyrFYr9u3bh7a2NowfPx5paWnx1jmgoCdKEAShps3jxx8+2In/rK8EAJRkpeDhSyfhjNG5CVZGEER/p8+fKKHX63Heeedh586dyMjIwPjx42NNiiAIIqmp2H8M9/7f9zjS7AIA3HDKMNw3dyxSTLQQgiCI+NGr4deJEyfiwIEDGD58eLz0EARBJA0NrR78+ePdWLEhuLK1ODMFf/rRFMwemZ1gZQRBJCO9cuoefvhh3HPPPXjooYcwbdo0pKamKr6noUeCIAYjtQ43/rO+Ev9YcxBtHj8A4OqZQ3H/vHFIM/f6QT4EQRBRiWlO3YMPPoi7774b6enpXQnJNsaUJAk6nQ6BQCA+KgcYNKeOIAYfLR1efLa7Hh9urcWnu+oREINV65RiOxZfPAHTSjMTrJAgiIEKr18Rk1On1+tRU1ODnTt3ah53xhln9DTppICcOoIYuIiiBG9AhNsXgNsnwuOPfHV5A2ho86C6xYWqJhe2HnXgYGO7Ip2Zw7Jw7exSzJtUCEGgp0EQBBE7fbpQIuQHDlanjSCIxOIPiOjwBeD2BtDR+efy+eHyimh1+9DU4UVzuxdN7T443T54/CI8vgA8fhFef9Ax8/hFePxB503+6vWLMesanZ+GuRMKcPGUIozOT+/+BIIgiDgS8+QOeg4hQRA8iKKEVo8fTpcPDlfQyXK6/HC6fejw+OHyiXB5/UHnzBeMgrnC74Ofu7wBuHyB8HtvIHbHqyfoBR0sBgFmox4WgwCLUQ9T52tOmglFGSkoykjBuEIbJg+x05MgCIJIKDE7daNHj+7WsWtqaoo1eYIg+in+gIi6Vg9qHS5Ut7hR63CjzukOO2wOV5fT5nD50ObxI7bdMLtH0AFWkwEpJj1SjHpYTXqkmQ3ITDUhy2pCRqoR9hQjLIagM2budNDMofeGkJMWdNTMnQ5b6L1RL/SNcIIgiD4gZqfugQcegN1uj6cWgiD6CZIkodrhxtYjDuxvaEPlsQ5UNQf/qlvc4UUAPcFsEGBPMcKWYoTNYoAtxYhUlUOWYgq9GmA1Bv9PMelhNerDzpu18/gUU9DxolEDgiCIIDE7dVdddRXy8vLiqYUgiATS3O7Fqh11+GRHLb6rbMGxdi/zWKNeh3ybBYV2CwrtKci3mZFhNYUdti7nLRgpS7cYYDHSRrsEQRB9SUxOHfWMCSI5aGj14JMdtfhoay0qDhxTROAMgg4n5KdjXEE6hmZbUZJpRUmWFSVZKchPt9CKToIgiH5Gr1a/EgQx8Kh1uFG+rQYfbavFt4eaIB9JHVdowwUTC3DaCTkYV2ij6BpBEMQAIianThSPz8ozgiDig9Ptw9sbj+C976uxqbJF8d2UYjvOn1iICyYWYFhOavQECIIgiH4PPa+GIJKYXbVOvFpxGO9+dxQd3q4nvEwrzcQFEwtw/sQCFGdaE6iQIAiCiBfk1BFEkuHyBvDRthq8vr4K6w91bSs0Oj8NV88cigsmFqLAbkmgQoIgCKIvIKeOIJKEbUcdWPFtFd7dfBSt7uBD5PWCDnMn5OPaWcMwa0QWLXIiCIJIYsipI4gBjMPlw3ubj2LFhipsO+oMf16cmYIrp5fgiuklFJUjCIIYJJBTRxADDEmSsP5gE1Z8W4UPttbA0/msUpNewHkT8nHVjKE4eWQ2bTlCEAQxyCCnjiAGCJXHOvD+lmq8tfEIDjS2hz8fnZ+Gq2YMxQ9PHELPHiUIghjEkFNHEP2YqqYOfLStBiu31GDLEUf481STHhdPKcKVM0owtSSD5soRBEEQ5NQRRH8hIErY39CG76tasOFQMyoOHENlU0f4e0EHnDwyB5dMKcK8yYVINVPxJQiCILqgVoEgjiOiKKGhzYOjLS5Ud/4dbXZhZ00rtlU7FHvJAcHVq9NLM3HRlCJcMLEAOWnmBCknCIIg+jvk1BFEHAiIEpwuH1pcPrR0eNHc4UWNw93puLlxtMWFGocLtQ43fAH2Y/asJj0mDrHjxJIMzBqZjRnDspBGETmCIAiCA2otCKIbJElCVZMLu2qd2Fvfhr11rTjW7kVLhw8truBraF84HvSCDgU2C4oyLCjKSEGhPQWj8tIwpdiOEblp0NOqVYIgCCIGyKkjBjUBUYLD5UNTuwfH2oIRtmPtXjS1eVHjdONAQxu2Vzu5nbZ0swF2qxEZVmOn45YS/huSYUGhPQV56WYY9EIfXxlBEAQx2CCnjkgqJElCc4cP1S0uNLV3OmltXjS1e9HUEXTWwu/bvWjp8EJkj4aGMekFjMpLw5iCdIzKS0Oh3YIMqxH2FBMyrEZkpBhhSzHCSM4aQRAEkSDIqSMGJK1uH76vcmBXrRNVTR040uzq/OtAu2qxAQ82iwHZaWZkWo3ISjUjO9WEfJsZJVlWTCiyY1ReGkwGctgIgiCI/gs5dUS/R5IkHGxsx6bKFmyqbMamw83YXdcKSSPClpNmRk6aCZlWE7LSTMhODb7PTjMhK9WErM7Pszo/pwgbQRAEMdAhp47Bs88+iz/96U+ora3FlClT8PTTT2PmzJmJlpX0BEQJdU43DjS0Y3NVM77rdOSaO3wRxxZnpmBKcQaGZltRnJmC4kwrSjKD89csRn0C1BMEQRBE4iCnLgorVqzA/PnzsWzZMpSVleHJJ5/E3LlzsXv3buTl5SVaXkKQJAkBUYK/8y8QkOATRfgDEvzhV+X7gCjCFwie5wuIna+hdILfNbZ5UNnUIRtC7Yi65YfJIGDyEDtOKs3ESUMzcNLQTOTZ6EH1BEEQBBFCJ0lag1iDk7KyMsyYMQPPPPMMAEAURZSUlOCOO+7AwoULI473eDzweDzh/51OJ0pKSnDLi1/AZE2DBAASIAXfQZI6/+T/d74GkcKfBb+XFN9LnZ+Fj+5MK/y9+n/V74sSgg5Y2NGKdLiC3yudtOOFQdChODMFk4ozcGJJBk4cmoEJRXaa00YQBEEMSpxOJ+x2OxwOB2w2G/M4itSp8Hq92LhxIxYtWhT+TBAEzJkzBxUVFVHPWbp0KR544IGIz8u310Ewt/aZ1v6AQdBBL+hg1Audr8H/DYIAg14Hg/q94jgBmVYjhmZZUZJpRUmWFSVZKSiwWWjLD4IgCILoIeTUqWhsbEQgEEB+fr7i8/z8fOzatSvqOYsWLcL8+fPD/4cidQvOHwNrWjpCW8nqdDrodAj/D50OuuBL8F90fS//DLJzdOpzdF3ngXUMlL+r03U5X0aVkxV0vDodMfl7mVMWdNSC59OD5AmCIAiif0BOXRwwm80wmyOfyXnt7GGaYVKCIAiCIIh4QU6dipycHOj1etTV1Sk+r6urQ0FBAVcaofluTqcz7voIgiAIghhchPyJ7pZBkFOnwmQyYdq0aVi9ejUuvfRSAMGFEqtXr8btt9/OlUZra3AeXUlJSV/JJAiCIAhikNHa2gq73c78npy6KMyfPx/XXXcdpk+fjpkzZ+LJJ59Ee3s7brjhBq7zi4qKUFVVhfT09AE35yw0H7Cqqipph47pGgc+yX59IQbDdSb7NSb79YUYDNeZyGuUJAmtra0oKirSPI6cuihceeWVaGhowOLFi1FbW4upU6eivLw8YvEEC0EQUFxc3Mcq+xabzZa0BTMEXePAJ9mvL8RguM5kv8Zkv74Qg+E6E3WNWhG6EOTUMbj99tu5h1sJgiAIgiASDW0GRhAEQRAEkQSQU0coMJvNWLJkSdQtWpIFusaBT7JfX4jBcJ3Jfo3Jfn0hBsN1DoRrpMeEEQRBEARBJAEUqSMIgiAIgkgCyKkjCIIgCIJIAsipIwiCIAiCSALIqSMIgiAIgkgCyKkjCIIgCIJIAsipIwiCIAiCSALIqSMIgiAIgkgCyKkjCIIgCIJIAsipIwiCIAiCSALIqSMIgiAIgkgCyKkjCIIgCIJIAsipIwiCIAiCSALIqSMIgiAIgkgCyKkjCIIgCIJIAsipIwiCIAiCSALIqSMIgiAIgkgCDIkWkIyIoojq6mqkp6dDp9MlWg5BEARBEAMYSZLQ2tqKoqIiCAI7HkdOXR9QXV2NkpKSRMsgCIIgCCKJqKqqQnFxMfN7cur6gPT0dABB49tstgSrIQiCIAhiION0OlFSUhL2L5hIRNxxOBwSAKn+WJMkSZIUCIiSw+UNf9/S0fXe6fJKgYAoSZIkeXwBqcPjlyRJkkRRVBwnf9/m9kk+f0CSJEny+QNSq9sX9biWDq8kisG0XV6/5Pb5+1yPPyD2qZ52jy9p9Thc0fWIYv+wj8vbd3q8Mdinp3q8/tj0OBlp99Y+3ekJpc2rp6/tc7z0+Huop90zePW0uQe2ngDp4dYT8iscDoekBTl1fUDI+Cf+9l1JFEXpxpfXS6ULVkr761ulf1YckkoXrJReXXtQOtjQJpUuWCld/9I3kiRJ0oyHV0kn/OZDyeX1Swvf2iKVLlgprT94TCrfViOVLlgp/fnjXVJTm0cqXbBSmvfXLyVJkqSL/vqVVLpgpdTY6pb+8sluqXTBSunDLdXShkNNUumCldJ9b34vuX1+6YT7P5SmP7xKEkVRuml5UM+++lbpX+uCel5Ze1A61BjUc12nnpl/WCWN+s0HCj3fHIiu54Ing3oufjqop6HVLT3eqeeDLdXSxsNBPfe+uVly+/zS6Ps/lKY9FNLzrVS6YKW0t65V+ve6w1LpgpXS8q+79PzsH0E9ZX/4X1jPore79HyyvVYqXbBS+lP5Lqm5Pajn/E49l8j0PLlqj1S6YKW08vtqaVOnnnve2Cx5fAFpzG8/lKY99IkkiqJ08yshPc6wnpfXHJAON7Yr9Mx6pEvPbzr1rNvfKK3q1PPH8p1hPXOf+CKo55k1UumClVK90y099b+gnve/Pyp9V9kslS5YKd0t03PSg59IgYBSz2vfROq5tlPP7Ef+J41c9IHU4fFL978T1FMh0/PYRzullnavQs8POvXUOV3SX2V6Nnfqmb8iUs8tMj3/6dTz0poDUuWxoJ6f/n2dJEmSdPLS1WE9v31nq1S6YKW0dl+jtHpnUM+jH+2UWjqCes57PKjn0mcj9fx3c5eeu1Z8J3n9AWnsbz+STuzU8/NXg3r21Dql19cH9fzjq+h6Riz6QGr3+KTfvRvU8/W+hrCepR926Tn38c8j9Dy9ukvP91VKPeN+95E09YGPpUBAlH7x6gapdMFKaXetU1qxvlIqXbBS+vtXB6SqpqCea14M6jnl0dXS8IUrpXaPT1oc0rO3Qfp0Z51UumCl9MiHOyL0/DCkx+GSnvl0r1S6YKX07ndHpC1VLUE9r0fq+eU/g3p21TilFd8G9bz45f6wnp+8WCFJkiSd+lhQT5u7S88auZ4PdkgOV1DPnL8E9Vz23NdS6YKVUq1Kz9YjQT13vv6d5PMHpPG/+0ia8sDHkj8gSrf+K6hnZ41DekOm50hzh1S6YKV09d+69Azr1LPkv9vCej7bFannnE49l8v0PPtZUM87m7r0/L//bJJ8/oA0YXG5NPn3QT2/+tdGqXTBSmlHtUN6c0OVVLpgpfS3L7r0XPVCUM9pj30aoeerPQ3S57vrpdIFK6WHV26XnJ16zv7zZ5IkSdKPng/qqWlxSc99tk8qXbBSentTlbTtaFDPHa8F9UxcXC5NWlIe1PPvoJ7tR7v0vPDFPumoSs/pfwzqaXX7pN+/F9Tz5Z566YtOPQ+936XnrE49Vzy/VipdsFKqbumQnv88qOetjV16bn+tyz4Tl5RLPn9Auk2m5/9keqpbgnp+vGytJEmSdMYfP5VKFwT1PPDedql0wUrpi91deh58f7vU6vYF9fypU8+yLj3LZHq2H3WE9fgDojRRpuf21zZJpQtWStuOtkhvbQzqWfZ5l54rOvWc+afPpNIFKyWnyys9+H5Qz+e766Uv9wT1PPBel54zO/X8uFPP0eYuPf+3oUraUR3Uc9u/Nwb1LCmXJi4O6rmjU8/WIy3S25uCep7/fJ9U0+IK6nk+qOesP3fpeahTz2e76qSv9jRIpQtWSr9/b1tYzxl//FSSJEm68oUuPbxOHQ2/9iGNbV4ERAmrd9UDAFZ8W4UXvjwAAPjdf7fjF2eMAAB8trsB/oCI+lYPAOBgYzv+s74SAPDX1Xuxq7YVAPD0p/swMjcNALDtqBMAsPWoAwDw5d4G/HX13nDaE4qCw74rNlThptOGw+sX0dDqgV+U8L+dQT2vr6/Ei18dBAAs/u92/PKMkQCAz3c3ICBKqHMG9Rxo6NLz9Kd7saeuS8+ovKCeHTVBPVuOBPV8sbsBT4X0vLsNk4vtAIA3NhzBz08fAY9fhKfNA19Awv921gEA/rO+Ev9YE9Sz5L3t+NWZQT1f7AnqqXW6AQD7G9rw2jdBPU+t3oMDDe0AgGc+24cxBcHQ9M5OPd936vlsVz2e+N8eAMBv392Kk4ZmAgDe3HgEvzhjJNw+EW6fF96AiFU7gnpe+6YKL30d1PP793egoc2j0FPjCOrZV9+Gf3fqefJ/e1HZ1AEAePaz/RhfGLzu0D38vqolrOfxVUE997+zDTOGBfX838Yj+NWZ0fX8+5tKvPz1obCeY+3e4L3f0wBRlFDdqWdvfSv+tS6o54lVe3C0xQUAeO7z/Zg0RKlnc6eeT3fW4y+den7z9laUjcgGALy16QhuP3uUQs8nnXr+ta4Sy9cG9Tzw/g40d/gAAF/tbYQoSuHf3V3Xin+uOxzWE7qPz3++H1OKM8LHAMB3lUE9q2V67n97K2aPDOp5e9NR/PqcE+DyBeDyBeDxi/h4e1DPP9cdxqsVwd95cOUOON1deiSpS8+u2tbwcY9/sid8X5d9sR8nDg3q2VPXptDzvx31+PMnXfY5dVROWM9dc0ajwxtAhzeoqXx7LQDg1YpD4fvw0ModaPf4AQBr9gX1HGkO6tlZ48QrnXr+smoPmjrv6wtfHMC0znwa0rOpU88nO+rwp493AwAWvb0VZ47JDer57ijmn9elp8MXwEfbgnpeqTgULjcPf7ATbl8AAPD1vmOQJAlVTZF6/vzJbjg67+sLXx7AjGFZAIC99UE9Gw83B/Vsrw3rWfDWFpwzLh8A8M53R3Hv3DFo9wYAbwDtXj8+3NqpZ+0h/Gd9VViPxy8CANbuV+rZXu0M57M/fbwbre4uPWUjgnr2derZ0KmnfFst/lge1HPfW1swd0IBAOC/m6ux6IJxaOu8F21uPz7YWhPW8/q3QT1/+HAnvIGgnooDQT2hcr3tqEOmZxc6vEE7vvjVQZzcmS/2d9ZJ3x4K6vloWw0eK98V1PN/W3DhpEIAwHvfV+P+eePQ2qmn1e3DB1uCepavPYg3NhwBADzy4S50ykHFgWMAgMPHgnq2HnGE64U/lu+Gt9OOf19zEKeNDuaLUB25/lATAODDrbV49KOgnnv/bwsunhzU8/731fjdvC77ON1+rOzU8/LXB/Hmxi49khTU883BYJqHOvVsqWoJ15uPle9CQAwe+I81B8P59EBjp57Ocz/YUoOlnXruefN7/GDqkLCexReND9vH6fbj/e+rAQAvrTmEtzYF9Sz9aBeEzkWJoTQPdv7G91WOcLvy6Ee7EFq6+NLXB3H22DzFsd9E0/N/3+OHJwb1rNxSgwcumYBWd1BPi8uH98J6DuLdzUfDv2MQdAqbh+7Bd5Ut+LtMj77zuJe/PoQ5neUmZMt1B5o6f7caV03NBQ+0pUkf4+/M0ABg1CvN7fN3fdfRWcGqjzPpBfhCpRkIVzRqDLLVMEa9TnmOv+u9P6ChR3ZOh9ffpcHQtYLXIOjgk6Uhf6/Qo+86x6gXFMd5ZdftF0XFcTx65McZBKV9fAz7mAxy+wgKO8rPUdjHoFy5LL8Gl+x+ya/VoNcx05YjTzuoJ7pNtfKP/HcUemR5wWTgyz+KPGdg21SuJ1RpRTvO7ZfnZ9m1GnRc90uux6ipp+u9QWDnH7ev671Jr8wLPn/3etT3mGXTgMRXvjz+6PneqNcpyiurfMltahB0ijIlPycgu1+miPzT9R1bD7usyDHIzxHYNpVkp0fkZz/LPjrFe1ZdIieiDmXpAd/9kttAfq0GVf0s/x2WHqO6TpedI8s+2noY9lHnTZYek5ZNOe6xWo/8vdHAvtZY6md2naWsf+TH+QPR7WNS24cjbaMgcNpHB1lxY5ZDzbwgz5uSvK7ld9XIqetjlJUBuxF0ebsaQfkuKAa9jlkh8WYUxXsxeuWkpQdQOWgcekyKio/t6PgUTiafEyXoVA4RQ48oRi8UWvZROHUCu9GRO5l6nbzSYBdSth72PWZVToCqU+BlOJkaTrii0lCcw2505Drllbf6O4Uegc8Jl6ToeUF9DSwHRssJV9wvQe2Ey9OLrkftCHp57KPhhLPso5U3JYbDGOG4+6PnHy0n3MXIPxEdRA49aidcYR9uJzx6J5fXPlpOuEfW4ZDnEd76WcvJZJUvLSfcw7CPllOn1MPnhCvqH5UT7lXYJ3r+MUU4UYz6R+BzwgNa9bM/el5QOI9aQQBFp5vthCs6ZCz7qOpnue1jCZJEOuGy/OOPrkdd12ox6Jy6pUuXYsaMGUhPT0deXh4uvfRS7N69W3GM2+3GbbfdhuzsbKSlpeHyyy9HXV1dTL/Hf9OjZxSDXoBPjH7TWRnFGNFQRT9fXUiZelQVDavScMUQbdQqpF5GJabUo+5lRncEtXv7rB45XyWvjqaxHDRl9IrdUHlYejQaQa2KhqVHbh+1Ey53GBX3S257TichIv9w6NFydOR2VDY6Wk541znqzocystH1nTy6p3B0BKWTIG90lHlBywnvKruiokfOjiQo9bAdZZcvutOi6YTLzpHdLhgEQZGf5OnJ9WiVL7ntlREdvvpHYR8Np04rGstyqLXqHz/jGuTEVB+qnF6Xl+FkCmonSn6//IiGVl3LrH809LAilEGtrKCEepQmun3kzrXaCZeXIxfjfvHWz3IzRjrh0fUoHS+BmTd5nUyFHoEdlJBftyJarcoLWgw6p+6LL77AbbfdhnXr1mHVqlXw+Xw477zz0N7eHj7mrrvuwvvvv48333wTX3zxBaqrq3HZZZfF9Htef/SKBlBFohgZxaQXFA2X/KZ3aGQUP6PR8Wk6mdEdIqWToCxw8nNCc4YAZTQkqEfeGPBWqt07vUa9oHAa5Oe0yfSoh4P9jMZAazjYz2Mfg9IJl38XmocBROnNitHtIz/fpGqU5VoVeuTXYBAUjpj8uhV61E64GL1C0uykiN3bx2Rg5x+lHqV95Oe45WVFY3habge246XMC/LrDs3JA1ROpkFg5gXN/MzQoz5HnrZcq1yPvJI3GnRKPbxOC6vhVJUBVuRYoUejk8LMCxr1TwfD0TGpGmV5eiw9JpVN2fmZb6RAXYf6GU6LPD+r7cMsu4xhTLVWrU6un2EfpR4d8xytulaph+MaVFNv5FrleiKmRMSQf9j2UXVyGSMzWveLWT/LO4jqThNHe2FS5QUfo/1S216LQbdQory8XPH/8uXLkZeXh40bN+L000+Hw+HAP/7xD7z22ms4++yzAQAvv/wyxo0bh3Xr1mHWrFkRaXo8Hng8nvD/Tqcz/L7NI69olMN0yoLddQPVvX3WOH2rrBILqBp/j8xRkRdSpR55b1/HdKLUDUNA4bTIC2lX2oprUM2jkqfd7ole0Qg6dk9ZrYdVySv0qKNXjKE5uZ6IRkdk2CeiUmVV8rL7JbEbBh77BNOOfg0+daXBiLQo9EQ4OtFtr4gORzQ6fJFeZaMT3T7qoT1W/nEx5loG02Y1VGqnl+EkuLr0QDX3ysdwiFjDhgDbafGrhll8jEpebh85RrUTLqtL3IpoLGdkVeWEKyIbYvT8IydYt/XcPn5mR0Kdf6I74Wz76BRpy6OSHkb0CtCyj4YTxbCPThEtYtc/Xo3he3b9rOG0MOyjnsLCGiqUR+oi80/39Y/agWXVP/KghDraKL9Wb4BtH57osDpvssqXXqGHt21U2ocdlGDnHx+j/lFHJbUYdJE6NQ5HcHVkVlZwFdXGjRvh8/kwZ86c8DFjx47F0KFDUVFRETWNpUuXwm63h//kT5NwuNhzeXob0pWnrZwwrkxbXsnLz4mcd8Lq7WsM4bD0qIYNWRWkQo86LM0x3GkysIcolPZROsqsniDLPiZVRczs7QsC0wlX2kfLaek6jhktUl8Do9IwCOrIWPf5J9IJZ+Qf2f3SC+oht+iVvEFQD1dFt4+6YfAyhgrl58grVZ2OPYdNkbbGcKfc9hENJ2Nol6VHnbZWo8OaGqCwj8YQsjxtJyMaG6knetmNGD5j6VENi/Hp4Ruejoy0dG8fRX2oVy5EcjH0cE+PUelhza9klXe1fVh6tOawsUdSem6fiMiYTE8rI/oJ8E63UM5H8zDtozpHcb+6jmNF0yL0+DRsz6VH1dFi5AXl6Atf+ZKXXYMq/8g7PU5GUKI7BrVTJ4oi7rzzTpxyyimYOHEiAKC2thYmkwkZGRmKY/Pz81FbWxs1nUWLFsHhcIT/qqqqwt/Jve2IyoAx0V0r7KpodFzRGx11RlFWquzolZeRCRXRooh5HtF7FpGNTvRrdSqiV1CdE93xauMsSEr7sCsxph61I8hoyNsZw7yAslJV2F5jXqCikpdVNKJqNRTrGuTv1U44U49GXlBUNK7o0RCDoGM64Yq5expOONM+EXN+ZE6vSx7d60pXvWKNFb0y6gXFefJK3slsBDUaZYZ9tM7xqOamyfOdUo/8fqmcKEZdIrep3PKRTrg8eqWKjMmHnvzRr9WvdtwZc3+djGiRTsd2otRzr5R5s/v6UMsJZ+kBlHlTXsbV0T1WPaXsFKgddw49GnNW5XWgN6C0D0/a6gVqrKFCeRnQ0iN3brRGUlyMvKDdyY2e59QjksoOGVsPq55i1T/Bui16XaKIpmm1je7oDqw6L7gZtpfr6Y5BN/wq57bbbsO2bduwZs2aXqVjNpthNpujfsfOuHwNQ0RGYTTKWpUGK22t3hqrMlD39uUVnEKPX9XosCJRWg0VI/Kj1KO0j6KSZ1RikWmz7KN0lH2MSp41lwdgN4IRTjhHo6O+BnmnoJ1hH7UT7mI4aIqKT8NhlKetHgqR33N5x0SZn5X2YeUFdTSNNZeUrUfphMsbHa38w6rk5U6TOhLOypvqCCUrCqhVvlg9d0VkTBDQEej6jl3eldfAcqiV+ZnTPqoh7TbZd6w851flOaYeefRTlX/YToIyLyg6GRz1j3pYTJ62em6sPDLPV5eonHCmfbqO0avyHEuP2gln6tHIm8rIc/Rzgk44h31UTjhLj3pXBp4ggPw6AVUHUZa2OkjC4zDG0ilQ62EFGNRzvXmuVe4gdsegjdTdfvvtWLlyJT777DPFw3ELCgrg9XrR0tKiOL6urg4FBQU9/h35zYxoBBnj+azKAGBnQvXcKx6nRd1bY81Hk58TUOlhNSDqfeV4nEzlEI7ALBSs6Eww7egVtnrulbK3xnAsVHtBseYTKfXw2Uf+m5HzK7tvBNWOO9M+UMLKC+p991jz0VgNg7qTwtKjhpW2u7d6DHz2UQVn2HoiojPdN8rq+TZyJ5ypRymHqcejWoDF03CqF235GFFApX2Uiphpq+Ze8dQ/Xo36R6FHI3rFYx/+hlzpKMvLJMs+kZ2C6HWJeq4cT+RZnX+Y9tEIArDqEq88P2usfmWPLghMJ0pTD8v2fvW1cgQlVHOHWfPR1HoUTjgj6haxeIkx35MVJFF3/Nh6lHPUmXnTL+JI5+bX3THonDpJknD77bfjnXfewaefforhw4crvp82bRqMRiNWr14d/mz37t2orKzE7Nmze/x7yrAre16FUxFJYIddWfNT1HNn2D0LxjyYiJ5y/PSoN1RVNIIKPey5Tqy05cfw6+Gbg6SY+6DaUJWpJ8IJj36cem4ROyrJmovBax8NJ1N2nHolLM+cH3+EEx59uEEr//Do0R4yYc0r5czPavv4oh8Xkx6NISVePay8qY6GMJ0Eln146x/O8qWeW8RTviLzD0OPolOp0sOoSxTREI2hZq3ypXDCe3m/FNEiQWt6DKs+5K2f+eqfdvkUDS37aETPeepDVfZhXqtcT2QknHW/1FMQOPRodbplx6n3/eTJP7G075FBAMb98vhx/lNfgYdBN/x622234bXXXsN///tfpKenh+fJ2e12pKSkwG6346abbsL8+fORlZUFm82GO+64A7Nnz4668rU7lCuJujKDPqIH7I/6Xl1psIZ95O/VGYU5YVP2uV7QKcI68dWjOIW51548LUHQKc6Lpx41PBPG9YJOsfs8W4+yFmM5a/L3OijvGeschR7u/KPW0719BJ3ynvFM+OXVo3YyWfM4FfbR6fj0KIarFD/Dr4cxWV9hH639wxT2UeVnHj1iz++XXmMuD6us6Dn1xFK+1HqY5UtU6pHPGVWmHX1RAMCuS2LSoyrvbD1sJ4qrfKnyJmv+oV9VHyojOpzlnTM/y+s2+ZQa1qpNbj0x5me5VZV6GPlZp1rhHM/8rNMp6meWHp9KD09dog4CsMquPPLcHYPOqXv++ecBAGeeeabi85dffhnXX389AOCJJ56AIAi4/PLL4fF4MHfuXDz33HMx/Z58ErT8vSgBOtlgC+s4daMj72lonSNvYxUTr5l6JMXYD7cejrR9oqRoCFnXoH5cjo5Hj6rSkMtjX4OomBQtrwdZekRJ4rpf6kqDxz5+UVLp6d4+qrpAM22FHo784w9IimE3P0OPT2UfRcPATFt5v0QO+wREUbGBKFNPQGkfiSMvqBsdkcM+EXoC0c+Rfy5JkrJh4Mw/fPZR5h+5jVllV5T4y25v9ShWGzLvl8Quu362Hp78HBCV9aGXqUdmH1His48qP7PqEnXdL7cPS488n4sSp54Y7CNJElsPY2NcSeKvSxR6uNoiTvuo8w9XXau+X3xto1wPT9qixFeXcNeHMkeyO467U/fXv/6V+9j/9//+X9x/Xx3FiobFYsGzzz6LZ599tte/J5+L49FqBJkFiX3T5WkrdtkXRYUTJU+D9TuSBEWkjluPxKFH5UQpGkHG74iSpHBc5N8p02Y3Oizb+wOSolGWV8xaegIc16pZqTLS9gVEhRPFqlTlvxNQVWJMPRGNDp8egdEIsn5HXamybB9pH0Q9TqlHVakyNMg/j2iUWflZq9FhXDevHrUTzqUnopPCU76Uepi2D6jLF499YtAjisoOmUY+C+sRJWWDpjgnerQodF40DfLz1U4mj+0libduU9U/HDYN6kG3x0XYh7OuVejhyHPa9olelwREzvKukX+09MjzD09dG1B3CjTqEoUeuRPO0qMKMLDrWg0nnFcPwz7yBYDdcdyduieeeILrOJ1O1ydO3fGG5W1LEZV89MYplp6Oz6/V82I0giqnhXWcppOg0VtTVmLR01brEVn20ewpd9/TCTY60Rtlth6+KIX6AdrMa4holNHtcereNV9PUKvRYeiJqOSja1D3ruX+CNP2mo0Oyz5KJ5OlQd27jik/s87RiPQy9Wg4vWw9PS/v3oDIjmpzO73x1KORfxhOr2Z9qFXemdE9ZePPU77UkfnYInW8+bl7+6gjz3x6tJwEdnnXseyjMXLBrH9UacvhKe8RTiYrn/nV9Q+f7RV6OOwTjMzzjKqxOwVs2/e8PuyO4+7UHTx48Hj/ZEJhedsBUdmzkH/n1qg0eHqCPtXwECvtCD3ynhdTT897Oj6VE8WnRxUVYA3HxNDT8amcKB49oqh2EjgjLTw2FSXFvB/WcR5VJRZT5IdDjz8gMvXwRjJZttfqpDD1qIbvWRrU9hE505bDOkcd3eOJRKnLl8jIz2rbK/Rw5jlWpIWZn1VOONs+MegJxFD/qCPh8uM0yjsrEqW2aY/rH95Ii0ZkXrMO7Wn9wx35iaH+UUd6GbZXj+wwo9qcTrhWmyefBcm6VmWngK/9Upd3P1d9qDyHR0/ESApn2iw9NKeuHxFTJIp7+Iwd+YkpEsXTs4ihp6MezuPRI3HaJ5aeTkSkpbeRQ43IBpd9/OpKjE+PcriBEX3QdML5zuHSwxn58fJGxlQRFGYkoS8jzxrn9FQPb2RenX+UUxX4ovl9aR9ePXJFvY/Ms8u7cuoE+xpYE93jXR/6ufWg2+PU+YdPjzIv8NqHx/aR96v7a1DnHy/HtfoCYgz5h78uOT56+OtDQdc1R5qZdn8eflVz5MgRvPfee6isrITX61V89/jjjydIVfzQjGxwRVrUPcHu0+bt6Xg0ejrcemKYt8QXaeGMjGn0dLTOYT1FQCvyE0ukzhfgO0dZaXDo0ZyDxI788Myv9Ec0gjz5hzeKo9XosPOcsgHh1BNDZMPbR3oinfD46fEFRK5yGEv9o7VaWSsy33M9vPNPe67HH+CrS2KqD2Oo2/yc8z1jay+U+YdLT4TTEt/6WSdbTc9rn562X5GdAnbaetnK3b7Sw18fBgMMoWOZUf/+PPwqZ/Xq1bjkkkswYsQI7Nq1CxMnTsShQ4cgSRJOOumkREqLG/JNVN2KHqd6OCb6cZo9HeYqHL601XqU4WJePdE1qM+Rn8ajJzgcHP0crTkt8t4N8xpEUTVM0v05okoP75wWHj3+AJ/tlXPq2HNs1GnL4c4LDPtozmHjuAZ1o8OlR+20MDQo7lfEcB7b9jx61CvWeGyv1iNy2YetJ57lXR2J0rK9HB7b+wN81yp/r47MK65bIzLGY3ufKKqGmvnsw7WSPob8rI7U8elhrw5Wpt3z8q7eLYFle/UcWq72otMhkro5Tp1/5Nu+8MyhVa/G1crPcgett3pY5wB89lHPZ+Spf7ojoZsPL1q0CPfccw+2bt0Ki8WCt956C1VVVTjjjDNwxRVXJFJa3NCal8MTVVKPpbO8d/UKqJ6mHdFQcephaVDPYwhwRIgie7Pd91rUw3k889HUThSvHp6Vx+rwPk/avJEN5QpDjdVwqkn0PdajkRfYKx7Zc0i0Ii18epRlhTfP8ayyVs+J4rG9TxX5YWlQRlZ5o8ixlHeVfTjmQEoSn30inEwe28dQ/4gSp3209GjWtT2rf4KdFD7b6xjz4zQjhzHYh1n/qOZA8qysVUf3elr/BDV1n+fU8xm5658AR3n3s50orbqEZz6sWo+iU8CwvXqFKrcedG+fnkTqEurU7dy5Ez/72c8AAAaDAS6XC2lpaXjwwQfx2GOPJVJa3FDcJJ86o3QffVB76DzH+dSVBs856oUAvdWjVYlxpB3LOerfZdmeN/Kj3oOIyz5qp473Wnto+wjHi6EhwsnsI9trDin5eqlHFLlW+qobE55z1KuVeW3P3k9K4xo4bBoxn5FDjzdiThTf/eKyD68ev/IauO6X7L16oRbPikctDZH1Icc1RETCuz8ncqQgjnWJqm5j7c+ocBL8qvmMfVjXMqeWqNLm2Z8xoi6JwT4KPZp1Cbo9Lpa6Vl33c+nhrKcGTKQuNTU1PI+usLAQ+/fvD3/X2NiYKFlxRWsZOc/ETvVSZp5ei+bEV40JvzznqHsMLA0RE3EV84m61+NTFz7O3hpf2nyLHtQT2Hn2hVPfr1jS5rF9RGSMM/9w5YWInnv3to9olOOpJwbbixLfpH5ePRG2Z0TqtCZy+xTRoujHeTX0aEXme1qXSBLfJHq1Hh7ba+UfLduz9GhG5jnzM88iA7UeL4ftvTEsevAFel7/qP/Xqmt7rodtn97XtTHU/erpOnHUExkl5Tynh+WdO+0Y/QAtEjqnbtasWVizZg3GjRuHCy+8EHfffTe2bt2Kt99+O6ZHcvVHlOPvyp6pvNHhWdauTo+3p8O3ZF7Zs2AOY8aqhzE8xHovSapNb3sZOVQPD/XUPgB7/qCWHp601VEcbttz6FFfA48eX0C58TO37ZnzK3urR9VQxaCH9x7z2N4XEJUbdXPanscmWnq0Ii2sp8H01vYx1T8xbBmk9V3vy7ukeGxcPG2vpUdr2xqdTuj2uFhsHzE9hqv+kaBnDd/30vYx1YcBCUZ970aNeKbh8OrxiSKMYtf9imfd7/Wr51fy6dYioU7d448/jra2NgDAAw88gLa2NqxYsQInnHBCUqx8BVQNXQzzrSLPCXR7nHoOQCzz9eJ5js+vjiQkWE8Mc1qC/3dv++Swj7q3n2g9PZ8H05d6ePepO272EUXFs3cTricgwijzonqfdvRyx5u2NyDCjHjq6X1+FoT+Vd4NzH0ge2f7WPWYxP5zv2KZA9mXerojoU7diBEjwu9TU1OxbNmyBKrpG3obno04x8cqcOxwcTyHwmIaXlTPJ0q0Ho3hht7aPjb7SKpHtCXWPhGRn0Tridhcl/RE3C99z87pUz2iBEEXx/LOKHfceiKclsTXh0axH+kJSDAbGOf00vax5p/+1F70Cz2qlbVaJHyfOgDwer2or6+HqFoePnTo0AQpih9aofFee/LM4c7YVrJy6YlxOCaukagYhgQUPS9R6vE+bLwaNIckmT1BzhVicRiO6XXkp5e2jzWyYZQ7LbEMD8Uxz3HrOW7lXdJ4TFic9XDYPiBKCOgSXP/IzomcX9mH5Z3D9pKkXHUdT9vHUv8AfPv9Ha/yDgCeQN/YPmY9fVT38+pxq47TQifxPOG+j9izZw9uuukmrF27VvG5JAWfiBAI8Hun/Qmn0wm73Y6SO9+AYLYmWg5BEARBEAMY0dOBqid/DIfDAZvNxjwuoZG6G264AQaDAStXrkRhYaEiWkEQBEEQBEHwk1CnbvPmzdi4cSPGjh2bSBkEQRAEQRADnoTuUzd+/Pik2Y+OIAiCIAgikSTUqXvsscdw33334fPPP8exY8fgdDoVfwRBEARBEAQfCR1+nTNnDgDgnHPOUXw+0BdKEARBEARBHG8S6tR99tlnifx5giAIgiCIpCGhTt0ZZ5yRyJ8nCIIgCIJIGhK++XBLSwv+8Y9/YOfOnQCACRMm4MYbb4Tdbk+wMoIgCIIgiIFDQhdKbNiwASNHjsQTTzyBpqYmNDU14fHHH8fIkSOxadOmREojCIIgCIIYUCQ0UnfXXXfhkksuwYsvvgiDISjF7/fj5ptvxp133okvv/wykfIIgiAIgiAGDAmP1C1YsCDs0AGAwWDAfffdhw0bNiRQGfDss89i2LBhsFgsKCsrw/r16xOqhyAIgiAIQouEOnU2mw2VlZURn1dVVSE9PT0BioKsWLEC8+fPx5IlS7Bp0yZMmTIFc+fORX19fcI0EQRBEARBaJFQp+7KK6/ETTfdhBUrVqCqqgpVVVV4/fXXcfPNN+Pqq69OmK7HH38ct9xyC2644QaMHz8ey5Ytg9VqxUsvvRT1eI/HQxsnEwRBEASRUBI6p+7Pf/4zdDodfvazn8Hv9wMAjEYjbr31Vjz66KMJ0eT1erFx40YsWrQo/JkgCJgzZw4qKiqinrN06VI88MADx0siQRAEQRBEBAmN1JlMJjz11FNobm7G5s2bsXnzZjQ1NeGJJ56A2WxOiKbGxkYEAgHk5+crPs/Pz0dtbW3UcxYtWgSHwxH+q6qqOh5SCYIgCIIgwiR8nzoAsFqtmDRpEpxOJz755BOMGTMG48aNS7Qsbsxmc8KcUIIgCIIgCCDBkbof//jHeOaZZwAALpcL06dPx49//GNMnjwZb731VkI05eTkQK/Xo66uTvF5XV0dCgoKEqKJIAiCIAiiOxLq1H355Zc47bTTAADvvPMOJElCS0sL/vrXv+Lhhx9OiCaTyYRp06Zh9erV4c9EUcTq1asxe/bshGgiCIIgCILojoQ6dQ6HA1lZWQCA8vJyXH755bBarZg3bx727t2bMF3z58/Hiy++iFdeeQU7d+7Erbfeivb2dtxwww0J00QQBEEQBKFFQufUlZSUoKKiAllZWSgvL8frr78OAGhubobFYkmYriuvvBINDQ1YvHgxamtrMXXqVJSXl0csniAIgiAIgugvJNSpu/POO3HNNdcgLS0NpaWlOPPMMwEEh2UnTZqUSGm4/fbbcfvttydUA0EQBEEQBC8Jdep+9atfoaysDJWVlTj33HMhCMHR4BEjRiRsTh1BEARBEMRAJOFbmkybNg3Tpk1TfDZv3rwEqSEIgiAIghiYJNypO3LkCN577z1UVlbC6/Uqvnv88ccTpIogCIIgCGJgkVCnbvXq1bjkkkswYsQI7Nq1CxMnTsShQ4cgSRJOOumkREojCIIgCIIYUCR0S5NFixbhnnvuwdatW2GxWPDWW2+hqqoKZ5xxBq644opESiMIgiAIghhQJNSp27lzJ372s58BAAwGA1wuF9LS0vDggw/iscceS6Q0giAIgiCIAUVCnbrU1NTwPLrCwkLs378//F1jY2OiZMUNvaALvzcw3hv1OsU58v953mulLX/PqyEWPby/o3Uc77XyaIjlunk1xGL7WK6bV0Msto/ld3g1HK88p5V2IvJcrHpiyXOJtv1ALe/Hy/Z9Wd7jUQYSbft41D+JyHPHy/ZaenhIqFM3a9YsrFmzBgBw4YUX4u6778Yf/vAH3HjjjZg1a1YipcUFuVNnMeqjvjcb9Ipz5P/L31sY77XSlr/XCzoY9NH1sH6TV4M8LV49gg4w6ruyH89182rg1SP/HZ2Gnt7aXkuPlu1NMj3xtH0seU7ru97aPpY8p5V2b22v1hNP26vPiam8J9j2sVw3r4ZYbB+rnr6yfazlncv2cSgDibZ9rPVPX9me+7qPk+21rpuHhDp1jz/+OMrKygAADzzwAM455xysWLECw4YNwz/+8Y9ESosLJoUTJTDec1bEjPfaaXe91+t0CqeFpUGzUDDey9Pi1WMQBEUPhOe6eTXw6+k63yCo7RM/22vriX7dBkEHo0HmZMbR9rHkOXWnIJ62jyXPBTsFPOWr57ZXn8Nje50OMBliyQs85Z2tRyttM1PP8S/vkXo4G0EODfJ0e6KHZROt8s5je209WrbvvrzHUv+YDAJ0Ovk58bN9LHnBZBAgcOiJxfaxlHejXqcIwMTT9rzlXRGA0dDDQ0JXv44YMSL8PjU1FcuWLUugmvhjEHSAGHzP9Mo5C4W8olBXGjzev17ltLA0aOlhaeDteWnp4a0geTRw9wTlTq+gYzoJvbW9Zo+c5YQLOhiEvrE9byMoP05bT+9sb+5sdCRJW4P8vUEQYOCI9MZie5M+2OiIkrYGeVoGQacYauGOCnDY3qipJ3raBrUTHsfybhAE6AUdAp2C4lnetRxBpu31Qdv7+0CPdv2jlbYOvkCkHtbvCDplZJ593THW/YIAb0DU1BDRSVHkn96Vd7Ueg16A16+tJxbbx1bXCjAo8nPf1f18AQ8dUw8PPTu6D2hpacHf//53LFq0CE1NTQCATZs24ejRowlW1nsMXJUYX9QkWiPYfdqRGaU7Ddp6eHtenHo4InWx9ATVPS++SJ2gcFp4rptXT6jR6U5DZOSwt5Eoth6eKKn6fsVXT2Sj052GCCec6x5r6WH3lPnKrrpT0HOnhcf2oUawp3qU+Tl+5V2vWZdonMOV52JpBAVV2vHUE0P5isH26k5KXMt7DLY3xJDneqJHWXb56p+e3uPI77Tq2ljKeyx6OCJ1Gnp4SGikbsuWLZgzZw7sdjsOHTqEW265BVlZWXj77bdRWVmJV199NZHyeo2hhxlX/b/8fYop8qZ39XT4Qrqs4UXeQiHXoNZjiEEPu+KL/ptaGtSFQt7T4W84oxdS1m9qp622T1ckgbvhlOnhue4e6REE+AIBTQ3R8lx3GmLppIQqbG9AW4P8fWSjE4setpNgFHQIbYXOY/tIx6J3Tov6Wk2y8sVj+0gnPH7l3dBZl3h6UN5jaTi1NETrFLjRQz29rH+0OwU6wBftuN6V95jrnxiccCNDT2zlPbK9AGKvf+JZ3mOxfWRHK76dFKNejPq7PPTMBYwz8+fPx/XXX4+9e/fCYrGEP7/wwgvx5ZdfJlBZfOC66TFMlo2MUvD2vBjnaEzS5NHD3/OSXYNO1ejEMlGZMXE2WCh6ZvuISiOOk2UjGxDee8yhJ5ZKVafKC5z3mHlOLJW87HxB3ejwlAF9rJGf7tMWdKqyy2H7yIaTUw9nee+p7TUbnVjKl5aeWByLuJb3GPTEUAa0NHDXP70t77HWPz2s2yLmYPe2vEdEonpY3jnLV+TUEt60e24fHj0mtR7u8hVdDw8Jdeq+/fZb/OIXv4j4fMiQIaitrU2AovjCEy5WT4JWzMthDRXqdRBiGf5gnGPW0MMzTKcXeIc71b2j7jWoKw2eaCOvHrOGfVga1HpMHNEHvcbwEOu6I89hVZbK+8WeHK/uhffM9npB6PEQqdZ38t9RNzo8tueNtGjpYV037yKeWIZfI+blcNg+lqkBvOVdrllLQ4QT1UPb85Z3tR7+KHvP9Oh0UM4RZVy3tp741bU6qNsLhu1V21vEMtTM0qDQo3Z6NaLsMelh2J6/7mdEuSLuF095552O0nM98jpKS0OEHobDyENCnTqz2Qyn0xnx+Z49e5Cbm5sARfFF3uCnyG6M/L3aC5d79inMSkyAvCix0pa/V/e8WMepJ3ZyFSRB6WRy6VEP5zGOU/d0mEOkqopP31M9GvaR/45aj5Fxv1JUjWBP9Qg6PtubVJUYj00Neh0EXfd6IhpBDturG0EePWonnKVB6aDpYDR0fw0GVaXKUyZ5OwXyc3Tgtb3aCe/e9lrzd1i/A7DrEnVeYOnR6qQohuY48rMkKSfe8+vp3vb6zuHpHukBu+zyOlFa5Z0nL0To4aprVU4LI/+oy0CP9UgS03HXul88aQdX9ves/pEk5W9ppd1TPbHMh5UgcZUBfYx6WJ0UHhLq1F1yySV48MEH4fMFJx/odDpUVlZiwYIFuPzyyxMpLS7wLJNWFwoDxzl6XdBW3R0nf6/TqaMhDD2qTMhzjiDoFE4m75Jwo57jWmPRo+u5HnUh1UpboYfjfgUd3p7dLwlQRTZ47cNjU+VCGy49EqcenTo/8+W5nuoBJK601fbhuQa108t/v/jKrkIPT3mPoXxJnGlrbY7K1oOe20eSYsrPXDYVdJD7Olz5R2KXXXkjqi7vPHlO0KkjY3z24ap/VPaRO+5a5/DkBXX+iaU+5NGjjvpz188xlHfFSlSNc3p+v2Krn3nS1tLDQ0Kdur/85S9oa2tDXl4eXC4XzjjjDIwcORJpaWn4wx/+kEhpcYFnSwp1z4s1lq4+R55XeJZgi5Kk2uIg+u9oOpnMa1A1ghx6JEm1kERjLlcsenQc9pH/jrqQsm2v0ejEoId13ZK60WGkHdEIcuU5nXK1MkOD8n5JMekxcuQ5vSr/sDQo8zM7bV49WnNaepqfRUnV6DD1sCOZrOvWCzplJ45Hj6hyopi2Z9c/WtegcKL6srxz6DEIOsjdXi49UEWeNbaGUerhKO96lRPOU97BX3aVenjLe8/msImqSB23Hs5zdD2sf0SJz/ZanQJmntPrFJ1R3vwcU/3DUQYipgL1cEuThK5+tdvtWLVqFdasWYMtW7agra0N06ZNwznnnJNIWXGDdz4a+xyBeY68kueZAxB0EqKnpx5aUephnaPWg26Ps6h6XjzzYLQiddo25bGPqpJnDrnJ0lY7vbz2kZ3DNx9N6YRrTcpW6uHLczqwrjX69UQ0giw93PZRdlKU9uneppHDQyz7sBsdrekEcnjLF9/90mh0mHPqYilfWvUP+1p5FjypnSh+PTGUdw49Aqd9zAZl/olJD0d5F3Ra9XPX+Sa10xtLe8FpHyjsE/1aY9PT8/pHiGi/outRODPqTnccy3vwfkH2XfS05UP8EmKsfzjynE4HZvnioWcuYJyoqKjAypUrw/+feuqpSE1NxXPPPYerr74aP//5z+HxeBIhLa7wrKjRirSwVu6oe4I8PS9J7SSwVvGph4d4ejqCAIUTxdUT5HN6NRtBjZ4XX09Qq5LniyRw9bzUlQbD9uYI+/Q8/3Cdw1mJRUTquPSoOgUs+8h+R6cDuxGUnSOvVNU9d+7yxZHndFr3i6lH1UnRWLWr0MNR3oP26ZmeYGSMoUdzuLP7a9CBT4/83ksSXyclZj2yc5h6ZL8vqiOHvJ0UjvIe0hT1OEbdJnKWr1jqwwg9TNt3HRPhhHPq4VnBK0kSpx5Z/oHEHeVS6OHIc6IkKZ0ojrQj2q846pEkdvniISFO3YMPPojt27eH/9+6dStuueUWnHvuuVi4cCHef/99LF26NBHS4grPZGvNOSSMScLqRocV3TOpwtcsPVrDQzw9HXWjI58Eq1gJJPtckiTFb/EOV3HpgXJ4kfX4pohKnsP2mo2Ohn2Uc5DYwzZdeiSuvaW0hqe1JvnKz2LZ3qh2omLRw1r1qxoKk8Oyvfx+8UZatBod9tCKxLW5tyJtSR014dTDkeckSd1z7z5vqudoscu7VqPDyj9qJ4GlR51/el7eefUIHJEfvcqJYg5Pa4xc8JR3CWDmH5btI4anudsLDj2SxDV8L78/Emf9Ezly0f05oqp88eiJ6MRxLiThGbIVRfb9YpVdrYUkytW47E6c1tQSOQNiocTmzZsVQ6yvv/46Zs6ciRdffBHz58/HX//6V7zxxhuJkBZfZPeTd7UOzyoudSFlrWwyqCoNnhWPEXo4VikBUDpR3HoQ9bje6pEgKa6VtepO3QjGYh+eVWVq27POUVfyPCtmIxpljhWPwZ5gT/UonXBuPRz2gQTFHC3Wqk3570vgtY/KSeDJP6r7xdQjdzKhrMDjaZ+g09J1DmvFrKJ8QdmAxDc/S6o5h4y0FfbhWy0Ya/liRZ617MNT10bWzxz1oco+fHok7pX0Sj289Q+6PU5d/8SiJ5b6kE+PxJV2rOVLx6VHWf/w2Ee9KC2W8qVua7sjIU5dc3Mz8vPzw/9/8cUXuOCCC8L/z5gxA1VVVYmQFlcUBUljZ2o5rF375e/VhZR1TqTTwqFH33M9oioTsvUIzHPiqkfUcKJM0SskUV3xMe+XssgoKnkN+8gLNusc9XCMjsM+6p6giTf/sJwohp6IhkHjSQ9y4pl/1Hr0PPY5TnpESVI6mX2pxxD9d9SRKD1H3uStf5TDVUonipV/1MNVPPaJWF3OoUfdCLL1KCNRLD3q+XE91SOqnBYzS4/GcDDTPhqRVbYeiTlSoJWfjRx61KvdWbY3KyJ16t0b+OpnnrISXOQk08M4x6SKzCs6TSw9emX9w7K9Mj+Dq+yq5zPK6+cBMacuPz8fBw8eBAB4vV5s2rQJs2bNCn/f2toKo9GYCGlxRX7TU82GqO/Vlao81Co/zmrqeu8LiMzQr/wceaHwBURFqJ6pR6fWo496nDxD+gLq+TLd6/EHlOF9lh6Vebj0+EWROX9HafsunX6VTXurR/65X2TP12PlBX9A4so/OtX9MjNsL18W7xNF5jAkS49PFBXXwNajkMO8Vvlv+kT1UE/39gnm5+7to4ZHj59bjzz/SFz5R9IYWmHqUZcvQ3Q96vJl5Chf6qFvph6j3D4iWEPfbD18+UdSKWKlLW8Eg/WPTA8jPyvrQ4mZf9IU90s9FB/d9vKyqs6brHPkegKqOkIr/+g58qb89yPyD0f5UjtRLD0B9TA/0/bKupYVtdVqG00cevzqVd9M+8jzj7Jt5NXDqjcj9DDmAmrVtYr2fSA8JuzCCy/EwoUL8dVXX2HRokWwWq047bTTwt9v2bIFI0eOjPvvHjp0CDfddBOGDx+OlJQUjBw5EkuWLIHX61Uct2XLFpx22mmwWCwoKSnBH//4x5h+T54J0xiVhl81gJ4ic97SLdELqTcgKjKUVXbT5WnLe3XegKioCOXHyX/HL3Y9cw5QZnD5OXKnwOsXVT2i6Ncqz7gelR65BoWegMo+DD3yghOph3GOnm0fuQb5Ob6Ayj6stDn1KO6x+n5x5B+fX6nHaox+XIQeRf6Jbnu5g68+h6XH61feL1belFeiwbT13Z6j58zP6vslr4utxui216vzM0f5UtinB3rk12Fl5AVB8351X979osRV3r1+ZQNrZZRdQSMvMPXolE6CPD+zyrtW3uSt23jOAZSNsqK8y957Anx1iVbeZJX3iKg/V/mKUQ/DaVHqYUfd+PV0X/dH6GHVPzHpCcCsj543tepaM881qKOSjPo5VW0fRllh6lGf08NIHbtL24c89NBDuOyyy3DGGWcgLS0Nr7zyCkwmU/j7l156Ceedd17cf3fXrl0QRREvvPACRo0ahW3btuGWW25Be3s7/vznPwMAnE4nzjvvPMyZMwfLli3D1q1bceONNyIjIwM///nPe/R78oYrjVFpeP18TpTWTZf3vNIYhcKjKnzy4+SZ0KPWY+JMmzGvRn6OVsOgKBQmpX10uq4IB1tPV1oev8icuyA/R15GfQF2I6iuxPSCDoFOZ5yVttI+Aea8LHna8qhbQN0oK+5X1/mezkbZ1+n8ppiin6NX5R/lcEH06xYEdqPM1hMIPny+0/ll2keRFwJIs3RF5tn5J/wWkqRslOXHySvOUF4I5Wt2I9iVttcvwm7tXo86Kmlk2Ed+fqgcusTQw8w5yntARKpZpodRBpRr4tl65NGCUKPsC0TRw2h0PH4RNtn9Yp2jhlW+zCo9Zr0Qrhf59ASQKbtfFoZ91GFSVqOs1mMyyPIPs7zL6h+fCGNa9+Vd0tJjkeuR123BusTlC3SjR2YfXwAmg7lLD6MMiGo9jPJlMqjqWoMAeEN6+OofnvowIPLpkefzsB6PdtpanSaWTdUBGFb5kk+v8fiDAZjWUNo8TrhfZA7Z85AQpy4nJwdffvklHA4H0tLSoNcrRb/55ptIS0uL+++ef/75OP/888P/jxgxArt378bzzz8fdur+/e9/w+v14qWXXoLJZMKECROwefNmPP7440ynzuPxKLZgCT36zMzwts2qKIW8UZYPN7B6LepGWd4ztVmiF1J1Iyh3nEwRURNZpSo7R562QTXcoBwq1kc9R11psMLXikLa2asLVaqstNWNoD2lq5JnnRMIsCsNlp5QLzPUKDP1KOwjId0SPRKlFZVURA4ZenwBZaOcwsgLEfbRy52W6D1ldVTSxMoLglKP2SBz6hj2UffczYzog/wcr9o+elbeVN4vsyG6U8eKmqg7QCw9fpV9zJxlRd4oM6OkGpFDeaNj07hfcudEYfsoEep2r3Z+VgwPaUTTtPSwIuEREWpZo8ynR1Jcq5Vhn4j8w6NH1Sjz1D+hMoAo56ijknJ48o9X1fnkqw8lZiRcSw+7vGtdK0f9wxnpjYcerlERDT2a5csYXY+87PrUdQkjShoReWbUPzwkZPg1hN1uj3DoACArK0sRuetLHA4HsrKywv9XVFTg9NNPV/z+3LlzsXv3bjQ3N0dNY+nSpbDb7eG/kpISAGBWfBG9FtkNVHj/st65vOFU33Rloeg6R6tQyM/R0iOvDNJlvXN11I3VKMv1qKOArMyu1atTDuHI9HAPv8rso250YtBj5rQPe4hCrieg0MOzACYiamuIbh+tc+R5QT10IEfpWPQ8iqylh7UqlVePvHxF6ulKz8K8X13pRg7nRdfj0XDqWPOJPGoHzRS9vMv1qCPh8muVv4/Izxxzy7waUW25fXQaQ81y+8jzhdb9kl9rRF5gDp/J9MjS1dIjz3+x6mFPnZDN+1blH5ZjYVFFbeWw6n6lgx/QGLqMPg894hzZPVJHJeWYGXVt5ChN9/aRu9Nqm7L2a9OqnxV69Hx1m/wceYBBPQVBscBDwz4mffS0o3ZSwnqi1/3yIGBvh18T6tQlmn379uHpp5/GL37xi/BntbW1ipW5AML/19bWRk1n0aJFcDgc4b/Qyl3F5EtZ5a2eyyVfGs3qPconEPv86onK8kKh7OHLYZ2j7umYGHoUQweydLUaZXnlpqWHtcrIF9ByeqMPZWhFNkwaeliVgbqnLNcgv27WUEZ4SCCKHqMqosfSo35Ad5ceZV5g3S95FDCiITfJ9SijbnK4nExOPfK0fQGJ2Unh1qPlhMtszLSPrFZV5zmm7bXys6YeeSel+6htUI+80ZGXB2XacuTnyOdaas3/MjPzT1fa6ukNFkZ+VjfKLGdNq/5h6fFF5GfZZHRG/tHqNGnpMTI6KayokpajrI5qy2HWPzEMXSr0BETlVlAadZsctn2UZYA51YWhx6OyKSvAoGWfWDoprLnIPlUkU6vsymHV/VqdFHnZVYyKKPSw62ceksKpW7hwYeeGvOy/Xbt2Kc45evQozj//fFxxxRW45ZZbevX7ZrMZNptN8Qeol3czwrMBdSUvq8QYoXGtnilvoWBG6lQrk+TvWaF69TXEooc7UsdwerX1sId65LB6a0o9AUVDw2qUfX62k6BVQcphXYN6/hc7khndiYqYyM1w8GOJ9Pr8ElNPmkWrUe6+wxGTHq1OCqt8aTi96gafpYeVf7T0sKKAkQ05Y5iWV49GFJm14tEbUJWvGOofVvRKp1M3gtGd8FRGpyCYn6MPL6rzphyWfSKikoxOSqqJ1UlhR2c0nQRGHSGPSqo7QKz74FV0CtidJv7yFX0uqbpuU2wHIl9xr7IPa2RHPXdToUd+DYzolVd1raw9Ar2q/KNcLMQu76ztUuTnyHOZOi+wni6iLF/sIXYeEjKnLt7cfffduP766zWPGTFiRPh9dXU1zjrrLJx88sn429/+pjiuoKAAdXV1is9C/xcUFPRIl1mIngnlhVQdvmY1tj6NSj42JyF6RlE3yube6tGKJDDOkU+902oEWYUiohHUGLpU6JE5aPLIhlKPxNQjD9WrG2Wevao0h4MZ9lE7aKz3WvZhO/jsOZDKfdS6jlGvalY6wPK82RU1iUcnRa5HPsFa0z6MKGCsjTLrHPmKci0nQaGHs9MUi9MbEZXksI/a6WWtMFQPNcsXObGuQXm/lFETeZlkRSXVjqmVNTWgs1EWu9GjuF/q6Rayc1h1G68TFVoJHbp+Vv7xiexRCJNCT/T7pV50xdpQ1xdQzu9mO4xK+8i/MzHsI3fQJImvQx+qa0PXwirvyrYooBgKlZ+j1xgVYdbPUXZscPtEzXN8qrwpX3Sl0KOapyqHFRDiISmcutzcXOTm5nIde/ToUZx11lmYNm0aXn75ZQiqZeWzZ8/G/fffD5/PF94rb9WqVRgzZgwyMzN7pMvAaJQjGlhGT5lVYasbBuXDkqE4Tg7TIVKHxhl6WA2a+hzls2T5eqYWDYdRMZwn18NIWz0EyOvUKR5vZopeQaojCfL3rLTVPcEUXvswKj6tBs3IaR+Ww6gdSYh+DVpRLmb+0SgDWnpYTgKvHvk56nmPIXwB9u71aj3yRpl1TsT9Msjt05Ueq+yq9zlkbUarXnTFKl9qPcrhU5l9GHoiNoJl1T+dtg/9HutZmfJhUa8/oNw6SW4fXfT8AyifNCMvu+p7LF8JzYqgqMuKTbZnqpHRKGuVXdZmxqF6IezUMR5ppdYjX20uv27eula9Oa78HKNs0ZX8HC098kVX3PZh6NGpVsWbFPmHTw9Pfag1n1GenyOjyF1OHatekedN9VQFnvpQnd6AeKJEojh69CjOPPNMDB06FH/+85/R0NCA2tpaxVy5n/zkJzCZTLjpppuwfft2rFixAk899RTmz5/f49+TFzhmJtSI1OkYmVBrMrqgkXFNrEKh0cCy9GhdgyITqiYQyysR1rPvFA6jhh51gxZCHU1jFQpvQLlnGGsYXCvKpdCjqiBDaPWU5XMlvX5R4cizrltraI7VE4zoKTMiGxFRQIZNWHOVvKrtWxR6NBod5cTg6HrUe4bJz2FFKbTswxvlUj/dIXyOhh6mg6/Kz6xnXXLrUUdxOPR41I0g0z491xNQ6TEr9LCdUT49nENziiipcm4rK8rF1KNxDm+jLI9k+dRRwB7WbZF6WFF25fxBVtRNMQ1Cw/a8dT+3fVhRZM66jbdtZOrhzD/qAIO5p/YJsM+JJcrOw6By6latWoV9+/Zh9erVKC4uRmFhYfgvhN1uxyeffIKDBw9i2rRpuPvuu7F48eIe71EHABkpXSto5Tdd7nhlphpRaLeE/5fPg5Ij3xk7N92M3PSufYfUD/8Op2U2YGiWtUuPNfpqNnljm2k1oigjRaYn+ooq+W/mReiRZUKZnrQIPdHtIy98mVYTijK67CPvxSv1dP1mTppSj/q5gyw9mQw98sKXYTWi0C6zjzm6TeX2yU41KfUwCmmaxYASuZ7U6LaX68lMNaHAFt0+Sj1dv5lpNSr0mBkPjE4zG1Cc1XWtmanRV6TLh3CyUk0oZOiRN1RyPRlWI3LSZPlHFmmRD5LYVPaRb1uj0KNX2kdevlh61NuW5KZ1XSsr/6SbjSiR2SeDoccQoafrHNbTSlKM+vD/NotBYR+mHpV95PWPHHn0K9NqQgHLPio9oXKZbubVY8SQTJl9rKz8LM8/ZhTI7MOagJ5i1IevI9WkZ+qRY0sxoDgzen2o0KNXll15+WI9fcdi1Icb4hSjHjmy/MN6zJPNYlTosTPulzz/ZEXoie7UWU2GcB1kMQrK8mVg6TGgWHa/WOXLqKknun2sRn34vpgMArLl9mHpSTFy6TEp7pcZ+Vz20SO1s8yb9AKyZfaRO2FqPUMyu69/jKr8o9BjkpcvZf0T0mPU65Atq2tZelgkxfArL9dff323c+8AYPLkyfjqq696/XsXTSnCmsp2zBqRDQC4a85o7KlrRdnwLLx8/Qy88OV+PHrZZOgFHe5+43vccMownFiSgUunFoUrwwcumYDPd9fjimnFGF+Yjj+W78bii8ejONOKnTVOXDKlCOkWI64/eRg8fhG56WY8ddVUvLnhCH49ZzSumVWK3727DXfOGY1ppZn4eHstyoYH9cw/dzR217Zi1ohsvHzDDLzwRVCP0aDD/BXf4/pThmFKsV2h58EfTMCnu+pxxfQSjC+y44/lu7D44vEoybJiR7UTF08pQqrZgBtOGQa3L4A8mwVPXTUVb2yowp1zTsDPZpfitzI95dtqUTY8K6xnV61Toeexy4N62j1BPZOL7fjhiUPCDXVIz5UzSjBxSFDP7y4aj6HZVmw76sDFk4uQYtKH9RTYu/TMP3c0bjjFi/vf2YZfzzkBM4Zl4aNttZg5PDNCz/IbZmBZpx6TQUCb24/rTh6GiUNsuOzEIcjv1PPQDybgfzvrcdWMoZhSkoHHPgrqKc22YssRBy6aXAiLUY8bTxmODq8fhfYU/PXqE7Hi20rMP3c0WlR6PtjSpefuc0djR40TJ4/MCet59LLJsBj1aHX7cd3JpZhQFNST11mRPHTpRPxvRx1+MnMoThyq1PP9kZawnptOHY42tx9FGSl4+uoT8fq3lbj7vNFo6ejUc84JmDE8Cyu31GB6aVDPPeeNxvZqJ04dlYNXbpyJ5z/fh0cvm4wUkx5Otw8/m12KcYXpuOykIWEn8uFLJ2LVjjr8pGwoppVm4tGPduG388ZjeG4qvj/SgnmTCmE2dOkZItMz/9wxcLh8uP+drQo90zr13Dt3DLYeceD0E3Lx6o0z8dzn+7D0ssmwmvRo6fDh2lmlGFuQjstPKkZOuilCz/RhWVj64c6wnu+qgnpMBgE3nzocTrcPxZldeu6Z26Xn/51zAmYOz8J54/Nx4lClnjNG5yn0pJr0aO7w4tpZpRiT36knzQSdToc//HAiPt5eh2tmDcWM4UE9988bhxG5adhU2YwLJxXCqBdwy2nD0dLhQ0lWCp75yYl47ZtK3Hv+GLS6/bj/na24/awTMGtEpJ4tR1pwxuhc/POmmXj2s3145IeTkGY2oLndi5/OKsXo/DT8aFoxslOVen46qxSzRmTjkU49I3PTsLGyGRdMLIBBL+Dnp49AU7sXpdlWPPuTk/Da+sNYcMEYtLn9WPT2VtxxdlDP3An5mFKSAQC47/wx+L6qBWeOycW/birDM5/tDes51ubBNWWlGJUX1JPVqeeRH05C+fZa/Gx2KU4eGdTzmwvHYVReGr493IzzJxRAL+jwi9NH4Fi7F8OyrXjumpPwr3WHsfD8sWjzBPXcfvYozB6RrdCz4Pyx+K6yGWd16nn607145LJJSLcY0NipZ2RuKq6YVowMqxGCoMPSyybhw601uO7kYTjthBz84YOdWHThOIzOT8P6Q82YOyE/rKexzYsROaldei4Yi3ZvAIve3oLbzgrqOX9CASYV2xV6zhmbp9BjsxhR3+rBT8qGYnhOKn48vRg2ixH67vQcbMJ5E/IhCDr84owRaGz1YmRuKp6/5iT8c91hLLpwHDo69fzqzFE4eaRSz8ILxmLj4WbMGZePf98c1PPwpZNgTzGi1unG1TOHYli2FVdOL0G6xQCDXsCjl03CB1trcMOpw3HmmDw8/MEOLLxgLMYUpOObA004d3xQzy/PGIn6VjdG5aWF9fxGpeeUUTm4YGIBJhQFFyIuumAsNhxuxpzx+Xjt5jI8tXov/vDDSciwGlHrdOGqGUMxNMuKq2aUINVsgFEv4LHLJ2HllhrccMownD02Dw+t7NKz7sAxzJHrcbpxQl4alv30JLxacRj3XzgObl8AC9/eglvPHIVTo+j59lAzzpuQj9duKcNT/9uLP/xwIjKsJtQ4XLhyxlCUZKXgqhklsJoMMBkE/PHyyXh/SzVuOnU45ozLx0Mrd2DBBWMxrsCGtfuDenQ6HW49cyQO1zTieQ6/Qyept7Umeo3T6YTdbofD4QivhCUIgiAIgogFXr9iUA2/EgRBEARBJCuDavj1eBEKfoYeF0YQBEEQBBErIX+iu8FVcur6gNbWVgAIPy6MIAiCIAiit7S2tsJutzO/pzl1fYAoiqiurkZ6erpiBeJAwOl0oqSkBFVVVUk7H5CuceCT7NcXYjBcZ7JfY7JfX4jBcJ2JvEZJktDa2oqioqKI/XXlUKSuDxAEAcXFxYmW0SvkjztLVugaBz7Jfn0hBsN1Jvs1Jvv1hRgM15moa9SK0IWghRIEQRAEQRBJADl1BEEQBEEQSQA5dYQCs9mMJUuWwGw2d3/wAIWuceCT7NcXYjBcZ7JfY7JfX4jBcJ0D4RppoQRBEARBEEQSQJE6giAIgiCIJICcOoIgCIIgiCSAnDqCIAiCIIgkgJw6giAIgiCIJICcOoIgCIIgiCSAnDqCIAiCIIgkgJw6giAIgiCIJICcOoIgCIIgiCSAnDqCIAiCIIgkgJw6giAIgiCIJICcOoIgCIIgiCSAnDqCIAiCIIgkgJw6giAIgiCIJICcOoIgCIIgiCSAnDqCIAiCIIgkwJBoAcmIKIqorq5Geno6dDpdouUQBEEQBDGAkSQJra2tKCoqgiCw43Hk1PUB1dXVKCkpSbQMgiAIgiCSiKqqKhQXFzO/J6euD0hPTwcQNL7NZkuwGoIgiIHDqh21mL/ie0iqz0NjHo9fOQXnji843rIIIqE4nU6UlJSE/QsW5NT1AaEhV5vNRk4dQRAEJwFRwp8/+xY6sxXRJq7oAPz5sypcOvME6AWa2kIMPrqb0kULJQiCIIh+wfqDTahxuJnfSwBqHG6sP9h0/EQRxACCnDqCIAiiX1DfynboYjmOIAYb5NQRBEEQ/YK8dEtcjyOIwQY5dQRBEES/YObwLBTaLVHn0wHBOXWFdgtmDs86nrIIYsBATh1BEATRL9ALOiy5eDwARDh2of+XXDyeFkkQBANy6giCIIh+w/kTC/H8T09Cvs2s+DzfZsbzPz0J508sTJAyguj/0JYmBEEQRD8keqwuIEpYf7AJ9a1u5KUHh2IpckcQQcipIwiCIPoN5dtqcOu/NkVsPlzndOOX/9qEDKsRLR2+8OeFdguWXDyeIngEARp+JQiCIPoJAVHCA+/viHDoAIQ/kzt0AFDrcOPWf21C+baaPtdHEP0dcuoIgiCIfkF3mw9HQ+r8e+D9HQiI0dxBghg8kFNHEARB9At6s6kwPWmCIMipIwiCIPoJhxrbe3V+rZOeNEEMbmihBEEQBJFwyrfV4In/7e1VGk1tnjipIYhIBsLKa3LqCIIgiIQSWiDRW7JSTXFQQxCRlG+rwQPv71DM+eyPK69p+JUgCIJIKLEskIhGgT0lDmoIQklomx11Hu2PK68pUkcQBJFgBsKwTl/SmwUSIeiZsMcPdX6dVpqJjYebkzL/drfNjg7Bldfnji/oF9dMTh1BEEQCGSjDOn1JXrql12lcMqWwXzSqyUS0zsaqHbUR+VXQAfLdZJIp/3YXRZbQtfJ69sjs4yeMATl1BEEQCYL19ITQsM5gedbpzOFZKLRbUOtwR42I8PC3Lw/ixKGZg8JefUnIkVu1oxbvbq5GU7s3/F2aWY82TyDiHPX2gMmUf3mjyPGINscDmlNHEASRALob1pEA/OadrfD6xeOs7PijF3RYcvF4AJFPfO0JtAFx7yjfVoNTH/sUV7+4Di99fUjh0AGI6tBFI3QHkuF+8EaR4xFtjgfk1BEEBwFRQsX+Y/jv5qOo2H9swFdUROLhWRzQ1O7DrKWr+9VE7L7i/ImFeP6nJ6HAHlvjKB8GI3oOazFArITux7r9x+KSXqIIRZG1OhupZj2mlWYeN01a6CRJotYpzjidTtjtdjgcDthstkTLIXoJzXkiYiEgSli3/xgqDjQC0GH2yGzMGpEdnvf1zndHcdeKzVxp6YCkGMrqjoAoYe3eRjz16R5sONwSUxo3njIMiy+eEF9hSU5AlHDqY5/GzaGTk5FixKOXT+rXebe7hR/N7V786rVNmmlkWI149LK+u05ev4Kcuj6AnLrkgTXnKdRrGwwNLdFzyrfVYOHbWyMePp9q1uOq6SWYM74A24468IcPd3KnmZVqxLpFc2AyJOcAC8tmsbCMymWPqNh/DFe/uK7P0u8vnRK585aTagZ0wOqddRFzB9ULPwpsZrS6/Wj3dj/8fNMpwzBnfEHcVwCTU5dAyKlLDrrrveoAFNgtWLPgbFp1R4Qp31aDX/5Lu1cPADaLAU63v0dpZ6Wa8MgPJya8cYw3vDbjgcplF7xb5fx381H8+vXNfaqlLzslrOuUf36osQP/WV953B4ll5VqxA+nDsHZY/MBHdDY5om4Bz3ZyojXr6DVrwTBYN2BYwNqKXs8GOz7pfWWgCjh9+9t5zq2pw4dADS1e/HLf21KmkhUaIiadxiah2Qpl6GyWN3cgc1HWgDoMCzbimtnD1M4Rqwy++GWGvz2v9sUESirUY8LJubj0hOL0dThDR+fZe37J3E0tfsw7eFV+PG04rhGsljTYy6ZUoj3vq/pkyFlHpraffjH14fwj68PKT4POXu2FFOEkxma1nPu+IKIe8oLRer6AIrUxZ/unA0eZ6QnDkv5thosfGsrWlzdDwU9ddVU/GDqkD7RwWsHr1/EPysO4XBTB0oyUzC2wBautKeWZOC1bw5H/U7+2z2dO8hzT7TmlPUFcjuUZkU2gCzi5cz29TBWCKtRwF3njkFOuhkFtvjns3ic310a5dtq8Pv3tqPW2TfPax3Ic+s+3FKD+9/dimbGUPSs4ZkYXWBDu8ePT3fWo1lWT1kMOqRbjGho80Y9V43ZoIM/ICFwnD2BeMxLZk2PGeikmQ1o83R1+grtFtxzVgl+NHsMDb8mgpBT9/GmA9hS7wGgw4zSTOypb0NVcweGZFiggw5HWlwoyUzB6Lx0fHu4CaIE2FOMcLp90HGeE2vaZcOzIAg6NLZ5kJViwq66VlQ1BxvCn5SVYnNVC2odLjS2edDiil0Py4kIVfa1Dhea2r3IsJrQ1B78LUkCMq0mZKWa0NLhxZEWF/6rmvOQatLjplOHoWxEDlbvrMPbm46gxdVVCPLSjLhm1jAMy0lFTqoZ3x5qwstfH4RDFh1JM+vx6A8n4aKpQxQOyP6Gdny0rZb7fv/m/LHIz7BEDe9nWg2YPSIbw3LSkGk1odoReS3yyk3tlPykrBSbDjeHda07cExR0WdajRiSkYLt1c6YKrb8dBNOOyEXda1ufLWXvUrt/An5uKasNJxnDja049V1hxXXEeqBzhlfgOZ2L37zbpQ5ZSYBV80YijNH5ynynNz5ijbvJTR0obVz/dIPd+DFrw5G7Jl1wylDcd74ooj0Qvl+zb5GbKpsRqssb2SkGHDyyGyMyE1HWWcv+ZuDxwBV2VFreOj97RE98+NBRooB1588DCWZVmw+0oLKJlfENfE0oiHbl2+rwZsbj6BDNodIfj7rHsnfRysPhXYLfjdvHPbWt+OJ/+3pG2PIOG9cLmYMz0FWarB+aerwoqbFjcIMCzJSTBH1Yb3TjfpWN3bWtKLDG8CMYVn46axgfah1rTmpZoiShG8OHtOsa7s7p8XlxartddjX0N7ntukv3HTKMMUQpVaZD31X2+LCpqpmvPNdtSKPJjOipwNVT/6YnLpEEHLqSu58A4LZmmg5/QqzQYcCmwV1rR64ff1j/y2TAPilyA00jzdD7BZU92Lz1YFOfroJVpMe1Q4PPJx7sxl1wJiCNNS1erkjE/HGahJwwcQCzBqRg8X/3QZXP8nXLDIseqSaDbCa9MhJMwMAjnV44fMHcKTFA183IZssqwGtbj8ScZkzSzOx/nDz8f9hgkgwcXfqnE4n948P9iFHcuoIgiAIgogXvE4d9zKUjIwMZGZmcv0lA88++yyGDRsGi8WCsrIyrF+/PtGSCIIgCIIgmHCvfv3ss8/C7w8dOoSFCxfi+uuvx+zZswEAFRUVeOWVV7B06dL4qzzOrFixAvPnz8eyZctQVlaGJ598EnPnzsXu3buRl5eXaHkEQRAEQRARxDSn7pxzzsHNN9+Mq6++WvH5a6+9hr/97W/4/PPP46UvIZSVlWHGjBl45plnAACiKKKkpAR33HEHFi5cGHG8x+OBx9O1gsvpdKKkpISGXwmCIAiC6DVxH36VU1FRgenTp0d8Pn369AE/TOn1erFx40bMmTMn/JkgCJgzZw4qKiqinrN06VLY7fbwX0lJyfGSSxAEQRAEASBGp66kpAQvvvhixOd///vfB7xD09jYiEAggPz8fMXn+fn5qK2Nvs3FokWL4HA4wn9VVVXHQypBEARBEESYmJ4o8cQTT+Dyyy/HRx99hLKyMgDA+vXrsXfvXrz11ltxFTgQMJvNMJvNiZZBEARBEMQgJqZI3YUXXog9e/bg4osvRlNTE5qamnDxxRdjz549uPDCC+Ot8biSk5MDvV6Puro6xed1dXUoKChIkCqCIAiCIAhtYn72a0lJCR555JF4aukXmEwmTJs2DatXr8all14KILhQYvXq1bj99tsTK44gCIIgCIIBt1O3ZcsWTJw4EYIgYMuWLZrHTp48udfCEsn8+fNx3XXXYfr06Zg5cyaefPJJtLe344Ybbki0NIIgCIIgiKhwO3VTp05FbW0t8vLyMHXqVOh0OkTbDUWn0yEQGNjPYrvyyivR0NCAxYsXo7a2FlOnTkV5eXnE4onueOzySSjOzcaOWic2Hm6G1ShgdEE69tS1od3jR3aaCS6vCJcvgBOHZkAHYFNlC1IMOljNBjS2+ZBq6v6cj7bVYnddq+KxWxkpeozJt8GWYmT+Tk/0pFmMEAQBQ7NSMConDf/dUh3TNRxoaMOeula4/bE/DMtuMeDc8fk45YRc5KWZ4Q+IeGfzUbR7/MhNNyMjxQRBCD6DdlddKz7YUo2dNa3wyZ4DJn+2p/xZtf6AiNfW8y90GZ2finSzAaPz09HY5sUXexrhDUR/fpLNrMfkYjuqHR5UNrWD80lYCScjxYCnrz4JTR1e5KQG7f32d0dwtMWNIrsZ6bK8EXrO78GGdrxacRhNHV2P7rIa9ZhcbMOeunbF5xaDgDEF6Th/YgH0uuDzhOXPFi7NsuLKGUOx4ttKHG7qeu7woaZ21DvcWHugSfP5j6lmPZ658kTsqm/F6p31EMUAMlKMaHEHoIOEUXlpcHlFHG1xwaTXQafTwRMQMcRuQYpJj331HZCkAHwBCTtr2+BP9PPkVBTYzLhyRgkCooTQs5d31bVi4+FmRdkdlt39c53f+e4Idta0Rjyq7qQSO2aNzIl4pikQfCauX5TQ5vZDp9NhaFbwWdAVBxux9YgTZgPQ3OHHrhonXL0o9z3lrjknhJ/9HHrGajT7NLZ78fX+JmY6U4rtOH9iQUz1oSRJ+HRXAzPPfXOoCXVOD/O3BwuCjv2YxqxUI04sycB3VQ7Fs6YzrUbFc7CTGbNewPihGeBpmbj3qTt8+DCGDh0KnU6Hw4cPax5bWlrKk2TSEnpMWHf7ycQT+QO21Q8Z72+otU4tycBr3xzG4aYOlGQGHYPGNg+a2r3ISjMjL035gOdYro3XPgFRwqmPfYoahztKKkoyrUZs+O25inS0HkYv/03WcdEegp5q1uOs0bn49lAz6lo9it+/dGoRijOtWLO/EZ/vbgBPab7h5FIUZ1qRYTWhpcOLIy0uvPz1IegARWMeuqrnf3qS5kPgWbBsHu+8Wr6tBrf+axMQZ/3RCIgS1u0/hooDjdjf0I5vDjYpGhqzXgdPN89O7SnnT8jHtbOHYcawLGw83IxahytcNgps8S/rXr+If1YcwuGmDpRmWXHt7GEwGWKafq3g632NuObv38RBYffceMowLL54Avfx5dtq8MD7OxTlvtBuwZKLx8ct77D4cEsNfvvfbYp8NJi4a84JuPXMUdh4uFmz3lTXG9NKM3HGnz5DrcbzsrWcxUSRbtFjaKYVlc0utLr94c8LbGZcPXNouCOitkF7WyuXXxHT5sOENolw6oj4EXISuisYy+LoLMiJ1RmSN8YdHj/W7DumcA61GqlENmrxIFH6ozU0Mx/5H1riEEEYSPbnISBKmPbwqrjYpjv+c8sszB6Z3aNzEtkxlv/2/vo2PP3ZPq4O2kAmHvm7uw7dsz85EZmpZqzaUYt3N1crHOfj5fDJnbXedG55/YqYnLpXXnkFOTk5mDdvHgDgvvvuw9/+9jeMHz8e//nPfyhSR07dgCeakxBioDS2Pa00BlK0Nxr9RT9vp0CL380bh+tPGT6g7M9D+bYa/LKzEe4LdAAK7BasWXD2gLbdh1tq8KvX+s5OiSIr1YgfTh2COeML4lY+eTt00TpgGw83R3X4esOvzxmFmcOzezWyFI0+derGjBmD559/HmeffTYqKipwzjnn4Mknn8TKlSthMBjw9ttv90r8QIecuuQgVAn09XAXkXxodQq0SBanRIsPt1Tjtte+65XTCyDu0wX6G9HyULQhutU76yKckgKbGdOHZWHllppESI8gI8WIZ685CbNGZPdJvu5th441Haax1YOHPtjJlUZfd/b71KmzWq3YtWsXhg4digULFqCmpgavvvoqtm/fjjPPPBMNDQ29Ej/QIaeOIAh1Q9Pc7sVDH7AdvZCTEprgPxCjpbzEIxKVlWpSODIDJYLeE3oyFzjacbF2LuKJDgPX0Q6IEk55dDVqu1nMkpVqxLpFc+Iy95QFr18R0z51aWlpOHbsGIYOHYpPPvkE8+fPBwBYLBa4XK7YFBMEQSQRekGHmcOzFI3tF/eexRzysVuNAIAn/rc3/FkyOioAcOHkQiwTTsLCt7dGzLFLNenRrrGaOcTv5o1DgT0l4cPtfYle0HHNDWQdd/7EQpw7vgDrDzZFzXNZqUb8YEoR/vt9DZrbvb2OnqrJsBrx6GWTBmz+1Qs6XD1zqKJMRqOp3YeNh5t7PI+zL4jJqTv33HNx880348QTT1Q8RWL79u0YNmxYPPURBEEMSLTm+iy+eALunzc+7PAdauzAk//bE9Go1jrcuPVfmwZspEOLkMMRWk0MdDkmPKtkC+wp/aIR7e+EHL7ZI7MVeU7uCJeNyA4vOIgnz159Ek45ISfu6R5PhuWkch1X35q4aKicmJy6Z599Fr/97W9RVVWFt956C9nZwYK1ceNGXH311XEVSBAEMdBgLZZQO2mzR2aHt9GJFiUJ7jwHPPD+Dpw7viApI1GnnJCjaPgDooRCu4W5VUVo3uHMzn3yCH60InrP//SkuA3Vhu7RrCRwuvPSLXE9rq+hLU36AJpTRxCDl+72OlQvhqjYfwxXv7iu23Rj2aZjoHI89x4kugjNzYs2VMu7+CLZ7lGoPHfXyejrxU19OqcOAL766iu88MILOHDgAN58800MGTIE//znPzF8+HCceuqpsSZLEAQxoFl/sEkz2iEBqHG4sf5gE2aPzOYetukvwzvHA1bkqCBJ5xj2F3iGai+arL34ItnukV7QYcnF43HrvzYxV1wvuXh8v4mix+TUvfXWW7j22mtxzTXXYNOmTfB4gitDHA4HHnnkEXz44YdxFUkQBDFQ6KmTNtCGd44X8kn+ybwYor/Cs/iiuyfnJAsDqZMRk1P38MMPY9myZfjZz36G119/Pfz5Kaecgocffjhu4giCIAYaPXXSZg7PojlkDHhXfxLHl8F4XwZKJyMmp2737t04/fTTIz632+1oaWnprSaCIIgBS0+dtIE2vJNI+stTQ4jByUBwZmNy6goKCrBv376I7UvWrFmDESNGxEMXQRDEgCQWJ20gDe8kioH+fGKCOB7E5NTdcsst+PWvf42XXnoJOp0O1dXVqKiowN13343FixfHWyNBEMSAIhYnbaAM7yQC3i1iCGKwE9OWJpIk4ZFHHsHSpUvR0dEBADCbzbj33nuxaNEipKSkxF3oQIK2NCEIAqDhwnjQ0y1iCCIZ4fUrYnpQmU6nw/3334+mpiZs27YN69atQ0NDA+x2O4YPHx6zaIIgiGQiNAfnB1OHYPbIvnmYebLTky1iCGKw0yOnzuPxYNGiRZg+fTpOOeUUfPjhhxg/fjy2b9+OMWPG4KmnnsJdd93VV1oJgiCIQQbt40cQ/PRoTt3ixYvxwgsvYM6cOVi7di2uuOIK3HDDDVi3bh3+8pe/4IorroBer+8rrQRBEMQgQD5s3djq4TpnsO3jRxDR6JFT9+abb+LVV1/FJZdcgm3btmHy5Mnw+/34/vvvodPRsAJBEATRO6KtchV0gMiY/T2Y9/EjCDU9cuqOHDmCadOmAQAmTpwIs9mMu+66ixw6giAIotewVrlqOXQA7eNHECF6NKcuEAjAZDKF/zcYDEhLS4u7KIIgCGJwERAlPPD+jqgbNodQ+20FdgttZ0IQMnoUqZMkCddffz3MZjMAwO1245e//CVSU1MVx7399tvxU0gQBEEkPd2tcgWCEbvfzRuHnHQzbRFDEFHokVN33XXXKf7/6U9/GlcxBEEQxOCEd/VqTroZP5g6pI/VEMTApEdO3csvv9xXOgiCIIhBDO/qVVrlShBsYtp8mCAIgiDiyczhWSi0W8AaTNUh+KxXWuVKEGzIqSMIgiASjl7QYcnF4wEgwrGjVa4EwQc5dQRBEES/4PyJhXj+pyehwK4cYqVVrgTBR4/m1BEEQRBEX3L+xEKcO74g/EQJWuVKEPyQU0cQBEH0K/SCDrNHZidaBkEMOMipIwiCIAYE8mfCUgSPICIhp44gCILo90R7Jmyh3YIlF4+nuXYE0QktlCAIgiD6NaFnwqqfOFHrcOPWf21C+baaBCkjiP4FOXUEQRBEv0XrmbChzx54fwcCotZTYwlicEBOHUEQBNFv6e6ZsBKAGocb6w82HT9RBNFPIaeOIAiC6LfwPhOW9ziCSGbIqSMIgiD6LfRMWILgZ8A4dX/4wx9w8sknw2q1IiMjI+oxlZWVmDdvHqxWK/Ly8nDvvffC7/crjvn8889x0kknwWw2Y9SoUVi+fHlEOs8++yyGDRsGi8WCsrIyrF+/vg+uiCAIgugOeiYsQfAzYJw6r9eLK664ArfeemvU7wOBAObNmwev14u1a9filVdewfLly7F48eLwMQcPHsS8efNw1llnYfPmzbjzzjtx88034+OPPw4fs2LFCsyfPx9LlizBpk2bMGXKFMydOxf19fV9fo0EQRCEEnomLEHwo5MkaUAtGVq+fDnuvPNOtLS0KD7/6KOPcNFFF6G6uhr5+fkAgGXLlmHBggVoaGiAyWTCggUL8MEHH2Dbtm3h86666iq0tLSgvLwcAFBWVoYZM2bgmWeeAQCIooiSkhLccccdWLhwYVRNHo8HHo8n/L/T6URJSQkcjv/f3t3HNHW+fQD/tmhLC7YVBlREEHSb7w/oFNFE2ESb7ElUYqKR6dwSJSDGFxZfyByKvyguKsyhZs4XREWZLk43XTSG6dTQxYAFhgoosuk2WnVbURR1ttfzx56enxWoRV7P4fokjek597nP+cLpzdX2nNs6aDSatozPGGPdwosTDf/98Cn+c5LnqWPd0/3796HVal9aV0hm8mGj0Yjhw4cLBR0AGAwGJCUl4cqVK4iIiIDRaERsbKzTdgaDAUuWLAHw76eBxcXFSE1NFdbL5XLExsbCaDQ2u++MjAykp6e3bSDGGOummpto+JP/HYzeXkr+HyUYa4Zovn59GbPZ7FTQARCem81ml23u37+PhoYG3Lt3Dzabrck2jj6akpqairq6OuFx+/bttojEGGPdjquJhpMPmlDX8BRTw/siaoAvF3SMvaBTi7qVK1dCJpO5fFRUVHTmIbpFqVRCo9E4PRhjjLUMTzTMWOt06tevH330ET744AOXbcLCwtzqS6/XN7pL1WKxCOsc/zqWPd9Go9FApVLBw8MDHh4eTbZx9MEYY6x9tGSi4agBvh13YIyJRKcWdX5+fvDz82uTvqKiorBu3TrcuXMH/v7+AIAzZ85Ao9FgyJAhQpvvv//eabszZ84gKioKAKBQKDBq1CgUFBRg2rRpAP69UaKgoAALFy5sk+NkjDHWNJ5omLHWEc01dbdu3UJJSQlu3boFm82GkpISlJSUoL6+HgAwefJkDBkyBHPmzEFpaSlOnz6NVatWITk5GUqlEgCQmJiImzdvYvny5aioqMD27dtx+PBhLF26VNhPSkoKdu7cidzcXFy7dg1JSUl4+PAhPvzww07JzRhj3QVPNMxY64jm7te0tDTk5uYKzyMiIgAAZ8+eRUxMDDw8PHDixAkkJSUhKioKXl5emDt3LtauXStsExoaipMnT2Lp0qXYsmULgoKCsGvXLhgMBqHNzJkzcffuXaSlpcFsNiM8PBynTp1qdPMEY4yxtuWYaNhc97jJ6+pkAPQ80TBjzRLdPHViUFdXB51Oh9u3b/NNE4wx1gJnrpqR8lUpADgVdo77XDNn/g8mDeFrnFn34pj/1mq1QqvVNtuOi7p28Ntvv6Ffv36dfRiMMcYYk5Dbt28jKCio2fVc1LUDu92OP/74A7169YJMJq55lBzvBqT8KSNnFD+p53PoDjmlnlHq+Ry6Q87OzEhEePDgAQIDAyGXN387hGiuqRMTuVzuspIWg+4w3x5nFD+p53PoDjmlnlHq+Ry6Q87Oyujqa1cH0dz9yhhjjDHGmsdFHWOMMcaYBHBRx5wolUqsXr1amNtPijij+Ek9n0N3yCn1jFLP59AdcoohI98owRhjjDEmAfxJHWOMMcaYBHBRxxhjjDEmAVzUMcYYY4xJABd1jDHGGGMSwEUdY4wxxpgEcFEnAhkZGRg9ejR69eoFf39/TJs2DZWVlU5tHj9+jOTkZPj6+sLb2xvTp0+HxWIR1peWlmLWrFno168fVCoVBg8ejC1btjTa17lz5zBy5EgolUoMHDgQe/fufenxERHS0tLQp08fqFQqxMbG4vr1605t+vfvD5lM5vTYsGGD5HJevnwZkyZNgk6ng6+vLxISElBfX9/hGWtraxEfH4833ngDcrkcS5YseWk+h23btqF///7w9PREZGQkLl265LT+yy+/RExMDDQaDWQyGaxWq6TyxcTENDpXExMTJZWxuroacXFx8PPzg0ajwYwZM5yOr6MyHj16FJMmTRKOIyoqCqdPn35pPndei+vWrcO4ceOgVquh0+mc1kkhX1caU9szZ1cZUy9evIjx48fD19cXKpUKgwYNQlZWVptkdHWuthixLs9gMFBOTg6Vl5dTSUkJvfvuuxQcHEz19fVCm8TEROrXrx8VFBRQUVERjR07lsaNGyes3717Ny1atIjOnTtH1dXVtH//flKpVJSdnS20uXnzJqnVakpJSaGrV69SdnY2eXh40KlTp1we34YNG0ir1dKxY8eotLSUpkyZQqGhodTQ0CC0CQkJobVr11Jtba3weP74pZDz999/p969e1NiYiJVVFTQpUuXaNy4cTR9+vQOz1hTU0OLFi2i3NxcCg8Pp8WLF7vM5pCfn08KhYL27NlDV65cofnz55NOpyOLxSK0ycrKooyMDMrIyCAA9Pfff0sqX3R0NM2fP9/pXK2rq5NMxvr6egoLC6O4uDgqKyujsrIymjp1Ko0ePZpsNluHZly8eDF9+umndOnSJaqqqqLU1FTq2bMnXb582WVGd8actLQ0yszMpJSUFNJqtU7bSyFfVxpT2ytnVxpTL1++TAcPHqTy8nKqqamh/fv3k1qtph07drT6d+nqXG0pLupE6M6dOwSAfvzxRyIislqt1LNnTzpy5IjQ5tq1awSAjEZjs/0sWLCA3n77beH58uXLaejQoU5tZs6cSQaDodk+7HY76fV62rhxo7DMarWSUqmkQ4cOCctCQkIoKyvL7YxE4su5Y8cO8vf3F/4wEhGVlZURALp+/XqHZnxedHS02wXBmDFjKDk5WXhus9koMDCQMjIyGrU9e/Zso6LuRWLM15L+iMSX8fTp0ySXy50KVavVSjKZjM6cOdNpGR2GDBlC6enpza53d8xxyMnJeekfSjHm60pjalPaImdXHVMd4uLiaPbs2a3K+Dx3ztWX4a9fRaiurg4A4OPjAwAoLi7GP//8g9jYWKHNoEGDEBwcDKPR6LIfRx8AYDQanfoAAIPB4LKPmpoamM1mp+20Wi0iIyMbbbdhwwb4+voiIiICGzduxLNnzySV88mTJ1AoFJDL//uyUqlUAP796L4jM76Kp0+fori42GnfcrkcsbGxLvftiljz5eXl4bXXXsOwYcOQmpqKR48euTw2QDwZnzx5AplM5jQrvqenJ+Ryeaefp3a7HQ8ePHDZpiVjjrvEmq+rjKntlbMrj6kmkwmFhYWIjo5uVca21qNdemXtxm63Y8mSJRg/fjyGDRsGADCbzVAoFI2+iw8ICIDZbG6yn8LCQnz11Vc4efKksMxsNiMgIKBRH/fv30dDQ4PwYnqeo/+mtnt+34sWLcLIkSPh4+ODwsJCpKamora2FpmZmZLJ+c477yAlJQUbN27E4sWL8fDhQ6xcuRLAv9dHdWTGV3Hv3j3YbLYmM1ZUVLS4P7Hmi4+PR0hICAIDA1FWVoYVK1agsrISR48elUTGsWPHwsvLCytWrMD69etBRFi5ciVsNlunn6ebNm1CfX09ZsyY0Wwbd8ccd4k1X1caU9srZ1ccU4OCgnD37l08e/YMa9aswbx581qVsa3xJ3Uik5ycjPLycuTn579yH+Xl5Zg6dSpWr16NyZMnu71dXl4evL29hceFCxfc3jYlJQUxMTEYMWIEEhMTsXnzZmRnZ+PJkydNthdjzqFDhyI3NxebN2+GWq2GXq9HaGgoAgICnN5pOnRmxgsXLjhlzMvLe+VjaI5Y8yUkJMBgMGD48OF47733sG/fPnzzzTeorq5u1FaMGf38/HDkyBF899138Pb2hlarhdVqxciRIzv1PD148CDS09Nx+PBh+Pv7A2jdmOMusebrqmNqW+bsimPqhQsXUFRUhC+++AKfffYZDh061KqMbY0/qRORhQsX4sSJEzh//jyCgoKE5Xq9Hk+fPoXVanV6N2KxWKDX6536uHr1KiZOnIiEhASsWrXKaZ1er3e6I8jRh0ajgUqlwpQpUxAZGSms69u3r/BuyWKxoE+fPk7bhYeHN5slMjISz549wy+//II333xTMjnj4+MRHx8Pi8UCLy8vyGQyZGZmIiwsrEMzvsxbb72FkpIS4XlAQACUSiU8PDya/Nm8uO+XkVI+x7lw48YNDBgwQBIZJ0+ejOrqaty7dw89evSATqeDXq/vtPM0Pz8f8+bNw5EjR5y+qmrLMacpUsrXmWNqe+bsamNqaGgoAGD48OGwWCxYs2YNZs2a1e7nqttadUUe6xB2u52Sk5MpMDCQqqqqGq13XAj69ddfC8sqKioaXQhaXl5O/v7+tGzZsib3s3z5cho2bJjTslmzZrl1A8GmTZuEZXV1dc1eCOpw4MABksvl9Ndff0k65+7du0mtVgs3E3RUxue19CL7hQsXCs9tNhv17dvX7RslpJTP4eLFiwSASktLiUiaGQsKCkgmk1FFRQURdWzGgwcPkqenJx07dsytfC19LTZ18bmU8jl05pjakTm7wpjqkJ6eTiEhIW2WsS1ulOCiTgSSkpJIq9XSuXPnnG5ff/TokdAmMTGRgoOD6YcffqCioiKKioqiqKgoYf3PP/9Mfn5+NHv2bKc+7ty5I7RxTPWxbNkyunbtGm3bts3tqT50Oh0dP35cmB7h+Vu2CwsLKSsri0pKSqi6upoOHDhAfn5+9P7770sqJxFRdnY2FRcXU2VlJW3dupVUKhVt2bKlwzMSEZlMJjKZTDRq1CiKj48nk8lEV65ccZkxPz+flEol7d27l65evUoJCQmk0+nIbDYLbWpra8lkMtHOnTsJAJ0/f55MJhP9+eefos9348YNWrt2LRUVFVFNTQ0dP36cwsLCaMKECZL6He7Zs4eMRiPduHGD9u/fTz4+PpSSktLhGfPy8qhHjx60bds2pzZWq9VlRndei7/++iuZTCZKT08nb29v4Wf54MED0eframNqe/4eu8qYunXrVvr222+pqqqKqqqqaNeuXdSrVy/6+OOPW53R1bnaUlzUiQCAJh85OTlCm4aGBlqwYAH17t2b1Go1xcXFUW1trbB+9erVTfbx4ruMs2fPUnh4OCkUCgoLC3PaR3Psdjt98sknFBAQQEqlkiZOnEiVlZXC+uLiYoqMjCStVkuenp40ePBgWr9+PT1+/FhSOYmI5syZQz4+PqRQKGjEiBG0b9++TsvoTpumZGdnU3BwMCkUChozZgz99NNPTuub239OTo7o8926dYsmTJhAPj4+pFQqaeDAgbRs2TKn6T/EnpGIaMWKFRQQEEA9e/ak119/nTZv3kx2u73DM0ZHRzfZZu7cuS7zufNanDt3bpN9Oz5hFnO+rjamtufvsauMqZ9//jkNHTqU1Go1aTQaioiIoO3btztNt/KqGV2dqy0l+/8fCmOMMcYYEzG++5UxxhhjTAK4qGOMMcYYkwAu6hhjjDHGJICLOsYYY4wxCeCijjHGGGNMArioY4wxxhiTAC7qGGOMMcYkgIs6xhhjjDEJ4KKOMcYYY0wCuKhjjDHGGJMALuoYY4wxxiTg/wDlNJcrlRbdCgAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# pmdarima package\n","\n","The pmdarima package is a powerful tool to help you choose the model orders. You can use the information you already have from the identification step to narrow down the model orders which you choose by automation.\n","\n","Remember, although automation is powerful, it can sometimes make mistakes that you wouldn't. It is hard to guess how the input data could be imperfect and affect the test scores.\n","\n","In this exercise you will use the pmdarima package to automatically choose model orders for some time series datasets.\n","\n"],"metadata":{"id":"EOMxYbTW_0eW"}},{"cell_type":"code","source":["import pmdarima as pm\n","from pmdarima import model_selection"],"metadata":{"id":"KORuo1P6_14O","executionInfo":{"status":"ok","timestamp":1700058582974,"user_tz":300,"elapsed":657,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["train, test = model_selection.train_test_split(df2, train_size= 1000)"],"metadata":{"id":"WvpyKQyTwsOn","executionInfo":{"status":"ok","timestamp":1700058582974,"user_tz":300,"elapsed":5,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":13,"outputs":[]},{"cell_type":"markdown","source":["# AIC - Akaike information criterion\n","The Akaike information criterion, or AIC, is a metric which tells us how good a model is. A model which makes better predictions is given a lower AIC score. The AIC also penalizes models which have lots of parameters. This means if we set the order too high compared to the data, we will get a high AIC value. This stops us overfitting to the training data.\n","\n","# BIC - Bayesian information criterion\n","\n","The Bayesian information criterion, or BIC, is very similar to the AIC. Models which fit the data better have lower BICs and the BIC penalizes overly complex models.\n","\n","* The BIC penalizes additional model orders more than AIC and so the BIC will sometimes suggest a simpler model."],"metadata":{"id":"PRU5CGwCvNwR"}},{"cell_type":"code","source":["model2 = pm.auto_arima(train, # data\n"," seasonal= True, # True if true , false if false\n"," m=7, # seasonal period\n"," #D=1, # seasonal difference order\n"," start_P= 0, # initial guess for p\n"," start_Q= 0, # initial guess for q\n"," \t max_P=3, # max value for p to test\n"," max_Q=3, # max value for q to test\n"," trace=True,\n"," error_action='ignore',\n"," suppress_warnings=True)"],"metadata":{"id":"sqouGzXOAJVZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058982411,"user_tz":300,"elapsed":399442,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"93a875df-274f-44dc-adf7-141a6ff516b6"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["Performing stepwise search to minimize aic\n"," ARIMA(2,1,2)(0,0,0)[7] intercept : AIC=12149.786, Time=1.42 sec\n"," ARIMA(0,1,0)(0,0,0)[7] intercept : AIC=12840.820, Time=0.05 sec\n"," ARIMA(1,1,0)(1,0,0)[7] intercept : AIC=12573.842, Time=0.76 sec\n"," ARIMA(0,1,1)(0,0,1)[7] intercept : AIC=12187.085, Time=1.64 sec\n"," ARIMA(0,1,0)(0,0,0)[7] : AIC=12838.821, Time=0.09 sec\n"," ARIMA(2,1,2)(1,0,0)[7] intercept : AIC=12106.004, Time=8.56 sec\n"," ARIMA(2,1,2)(2,0,0)[7] intercept : AIC=12099.140, Time=17.10 sec\n"," ARIMA(2,1,2)(3,0,0)[7] intercept : AIC=12100.160, Time=20.83 sec\n"," ARIMA(2,1,2)(2,0,1)[7] intercept : AIC=12099.240, Time=11.64 sec\n"," ARIMA(2,1,2)(1,0,1)[7] intercept : AIC=12096.992, Time=4.24 sec\n"," ARIMA(2,1,2)(0,0,1)[7] intercept : AIC=12114.409, Time=3.66 sec\n"," ARIMA(2,1,2)(1,0,2)[7] intercept : AIC=12098.970, Time=12.82 sec\n"," ARIMA(2,1,2)(0,0,2)[7] intercept : AIC=12104.300, Time=6.68 sec\n"," ARIMA(2,1,2)(2,0,2)[7] intercept : AIC=12100.684, Time=14.12 sec\n"," ARIMA(1,1,2)(1,0,1)[7] intercept : AIC=12161.432, Time=3.15 sec\n"," ARIMA(2,1,1)(1,0,1)[7] intercept : AIC=12115.217, Time=2.91 sec\n"," ARIMA(3,1,2)(1,0,1)[7] intercept : AIC=12115.249, Time=7.29 sec\n"," ARIMA(2,1,3)(1,0,1)[7] intercept : AIC=12090.759, Time=6.03 sec\n"," ARIMA(2,1,3)(0,0,1)[7] intercept : AIC=12111.814, Time=6.25 sec\n"," ARIMA(2,1,3)(1,0,0)[7] intercept : AIC=12102.461, Time=8.66 sec\n"," ARIMA(2,1,3)(2,0,1)[7] intercept : AIC=12098.807, Time=9.52 sec\n"," ARIMA(2,1,3)(1,0,2)[7] intercept : AIC=12093.019, Time=14.90 sec\n"," ARIMA(2,1,3)(0,0,0)[7] intercept : AIC=12144.795, Time=2.57 sec\n"," ARIMA(2,1,3)(0,0,2)[7] intercept : AIC=12099.426, Time=12.79 sec\n"," ARIMA(2,1,3)(2,0,0)[7] intercept : AIC=12093.542, Time=8.54 sec\n"," ARIMA(2,1,3)(2,0,2)[7] intercept : AIC=12099.894, Time=15.90 sec\n"," ARIMA(1,1,3)(1,0,1)[7] intercept : AIC=12091.703, Time=4.27 sec\n"," ARIMA(3,1,3)(1,0,1)[7] intercept : AIC=inf, Time=7.90 sec\n"," ARIMA(2,1,4)(1,0,1)[7] intercept : AIC=12091.038, Time=8.97 sec\n"," ARIMA(1,1,4)(1,0,1)[7] intercept : AIC=12088.631, Time=5.82 sec\n"," ARIMA(1,1,4)(0,0,1)[7] intercept : AIC=12111.072, Time=10.89 sec\n"," ARIMA(1,1,4)(1,0,0)[7] intercept : AIC=12101.381, Time=3.60 sec\n"," ARIMA(1,1,4)(2,0,1)[7] intercept : AIC=12092.149, Time=6.88 sec\n"," ARIMA(1,1,4)(1,0,2)[7] intercept : AIC=12090.559, Time=13.85 sec\n"," ARIMA(1,1,4)(0,0,0)[7] intercept : AIC=12147.052, Time=2.57 sec\n"," ARIMA(1,1,4)(0,0,2)[7] intercept : AIC=12097.557, Time=13.59 sec\n"," ARIMA(1,1,4)(2,0,0)[7] intercept : AIC=12090.897, Time=5.90 sec\n"," ARIMA(1,1,4)(2,0,2)[7] intercept : AIC=12091.951, Time=14.83 sec\n"," ARIMA(0,1,4)(1,0,1)[7] intercept : AIC=12104.770, Time=4.13 sec\n"," ARIMA(1,1,5)(1,0,1)[7] intercept : AIC=12108.756, Time=5.94 sec\n"," ARIMA(0,1,3)(1,0,1)[7] intercept : AIC=12111.427, Time=5.66 sec\n"," ARIMA(0,1,5)(1,0,1)[7] intercept : AIC=12105.997, Time=6.71 sec\n"," ARIMA(2,1,5)(1,0,1)[7] intercept : AIC=inf, Time=8.36 sec\n"," ARIMA(1,1,4)(1,0,1)[7] : AIC=12086.619, Time=5.78 sec\n"," ARIMA(1,1,4)(0,0,1)[7] : AIC=12109.072, Time=3.28 sec\n"," ARIMA(1,1,4)(1,0,0)[7] : AIC=12099.381, Time=1.47 sec\n"," ARIMA(1,1,4)(2,0,1)[7] : AIC=12089.157, Time=3.65 sec\n"," ARIMA(1,1,4)(1,0,2)[7] : AIC=12088.563, Time=5.16 sec\n"," ARIMA(1,1,4)(0,0,0)[7] : AIC=12145.052, Time=2.39 sec\n"," ARIMA(1,1,4)(0,0,2)[7] : AIC=12095.557, Time=6.56 sec\n"," ARIMA(1,1,4)(2,0,0)[7] : AIC=12088.897, Time=2.97 sec\n"," ARIMA(1,1,4)(2,0,2)[7] : AIC=12089.958, Time=5.34 sec\n"," ARIMA(0,1,4)(1,0,1)[7] : AIC=12102.770, Time=2.56 sec\n"," ARIMA(1,1,3)(1,0,1)[7] : AIC=12089.703, Time=5.99 sec\n"," ARIMA(2,1,4)(1,0,1)[7] : AIC=12088.678, Time=4.10 sec\n"," ARIMA(1,1,5)(1,0,1)[7] : AIC=12106.759, Time=1.84 sec\n"," ARIMA(0,1,3)(1,0,1)[7] : AIC=12109.427, Time=1.30 sec\n"," ARIMA(0,1,5)(1,0,1)[7] : AIC=12103.997, Time=1.97 sec\n"," ARIMA(2,1,3)(1,0,1)[7] : AIC=12088.760, Time=2.91 sec\n"," ARIMA(2,1,5)(1,0,1)[7] : AIC=inf, Time=9.85 sec\n","\n","Best model: ARIMA(1,1,4)(1,0,1)[7] \n","Total fit time: 399.317 seconds\n"]}]},{"cell_type":"code","source":["model2.summary()"],"metadata":{"id":"tq_HfhWzEM4Q","colab":{"base_uri":"https://localhost:8080/","height":528},"executionInfo":{"status":"ok","timestamp":1700058982412,"user_tz":300,"elapsed":25,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"6225cee6-052c-445a-a2dc-508df7734a5a"},"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\n","\"\"\"\n"," SARIMAX Results \n","===========================================================================================\n","Dep. Variable: y No. Observations: 1000\n","Model: SARIMAX(1, 1, 4)x(1, 0, [1], 7) Log Likelihood -6035.309\n","Date: Wed, 15 Nov 2023 AIC 12086.619\n","Time: 14:36:21 BIC 12125.873\n","Sample: 01-23-2020 HQIC 12101.539\n"," - 10-18-2022 \n","Covariance Type: opg \n","==============================================================================\n"," coef std err z P>|z| [0.025 0.975]\n","------------------------------------------------------------------------------\n","ar.L1 0.7725 0.035 22.127 0.000 0.704 0.841\n","ma.L1 -1.7235 0.039 -44.063 0.000 -1.800 -1.647\n","ma.L2 0.5741 0.046 12.605 0.000 0.485 0.663\n","ma.L3 0.2989 0.039 7.574 0.000 0.222 0.376\n","ma.L4 -0.1001 0.027 -3.731 0.000 -0.153 -0.048\n","ar.S.L7 0.6910 0.059 11.720 0.000 0.575 0.807\n","ma.S.L7 -0.5013 0.065 -7.685 0.000 -0.629 -0.373\n","sigma2 1.032e+04 130.853 78.845 0.000 1.01e+04 1.06e+04\n","===================================================================================\n","Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 246100.73\n","Prob(Q): 0.99 Prob(JB): 0.00\n","Heteroskedasticity (H): 19.34 Skew: 3.06\n","Prob(H) (two-sided): 0.00 Kurtosis: 79.65\n","===================================================================================\n","\n","Warnings:\n","[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n","\"\"\""],"text/html":["\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
SARIMAX Results
Dep. Variable: y No. Observations: 1000
Model: SARIMAX(1, 1, 4)x(1, 0, [1], 7) Log Likelihood -6035.309
Date: Wed, 15 Nov 2023 AIC 12086.619
Time: 14:36:21 BIC 12125.873
Sample: 01-23-2020 HQIC 12101.539
- 10-18-2022
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ar.L1 0.7725 0.035 22.127 0.000 0.704 0.841
ma.L1 -1.7235 0.039 -44.063 0.000 -1.800 -1.647
ma.L2 0.5741 0.046 12.605 0.000 0.485 0.663
ma.L3 0.2989 0.039 7.574 0.000 0.222 0.376
ma.L4 -0.1001 0.027 -3.731 0.000 -0.153 -0.048
ar.S.L7 0.6910 0.059 11.720 0.000 0.575 0.807
ma.S.L7 -0.5013 0.065 -7.685 0.000 -0.629 -0.373
sigma2 1.032e+04 130.853 78.845 0.000 1.01e+04 1.06e+04
\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 246100.73
Prob(Q): 0.99 Prob(JB): 0.00
Heteroskedasticity (H): 19.34 Skew: 3.06
Prob(H) (two-sided): 0.00 Kurtosis: 79.65


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)."],"text/latex":"\\begin{center}\n\\begin{tabular}{lclc}\n\\toprule\n\\textbf{Dep. Variable:} & y & \\textbf{ No. Observations: } & 1000 \\\\\n\\textbf{Model:} & SARIMAX(1, 1, 4)x(1, 0, [1], 7) & \\textbf{ Log Likelihood } & -6035.309 \\\\\n\\textbf{Date:} & Wed, 15 Nov 2023 & \\textbf{ AIC } & 12086.619 \\\\\n\\textbf{Time:} & 14:36:21 & \\textbf{ BIC } & 12125.873 \\\\\n\\textbf{Sample:} & 01-23-2020 & \\textbf{ HQIC } & 12101.539 \\\\\n\\textbf{} & - 10-18-2022 & \\textbf{ } & \\\\\n\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n\\bottomrule\n\\end{tabular}\n\\begin{tabular}{lcccccc}\n & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n\\midrule\n\\textbf{ar.L1} & 0.7725 & 0.035 & 22.127 & 0.000 & 0.704 & 0.841 \\\\\n\\textbf{ma.L1} & -1.7235 & 0.039 & -44.063 & 0.000 & -1.800 & -1.647 \\\\\n\\textbf{ma.L2} & 0.5741 & 0.046 & 12.605 & 0.000 & 0.485 & 0.663 \\\\\n\\textbf{ma.L3} & 0.2989 & 0.039 & 7.574 & 0.000 & 0.222 & 0.376 \\\\\n\\textbf{ma.L4} & -0.1001 & 0.027 & -3.731 & 0.000 & -0.153 & -0.048 \\\\\n\\textbf{ar.S.L7} & 0.6910 & 0.059 & 11.720 & 0.000 & 0.575 & 0.807 \\\\\n\\textbf{ma.S.L7} & -0.5013 & 0.065 & -7.685 & 0.000 & -0.629 & -0.373 \\\\\n\\textbf{sigma2} & 1.032e+04 & 130.853 & 78.845 & 0.000 & 1.01e+04 & 1.06e+04 \\\\\n\\bottomrule\n\\end{tabular}\n\\begin{tabular}{lclc}\n\\textbf{Ljung-Box (L1) (Q):} & 0.00 & \\textbf{ Jarque-Bera (JB): } & 246100.73 \\\\\n\\textbf{Prob(Q):} & 0.99 & \\textbf{ Prob(JB): } & 0.00 \\\\\n\\textbf{Heteroskedasticity (H):} & 19.34 & \\textbf{ Skew: } & 3.06 \\\\\n\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 79.65 \\\\\n\\bottomrule\n\\end{tabular}\n%\\caption{SARIMAX Results}\n\\end{center}\n\nWarnings: \\newline\n [1] Covariance matrix calculated using the outer product of gradients (complex-step)."},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["model2.plot_diagnostics(figsize=(10,10))\n","plt.show()"],"metadata":{"id":"siF0Vq8oVtBO","colab":{"base_uri":"https://localhost:8080/","height":872},"executionInfo":{"status":"ok","timestamp":1700058983227,"user_tz":300,"elapsed":821,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"44d62bc9-77a9-42da-a1ed-b3a04c4397ea"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["model2.fit(train)"],"metadata":{"id":"5p_lOF0fmCx3","colab":{"base_uri":"https://localhost:8080/","height":74},"executionInfo":{"status":"ok","timestamp":1700058986131,"user_tz":300,"elapsed":2910,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"034f31f5-a4f5-46f6-95cb-ea5f6b184190"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["ARIMA(order=(1, 1, 4), scoring_args={}, seasonal_order=(1, 0, 1, 7),\n"," suppress_warnings=True, with_intercept=False)"],"text/html":["
 ARIMA(1,1,4)(1,0,1)[7]
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","source":["fit_forecast_pred = model2.predict_in_sample(train)\n","fit_forecast_pred"],"metadata":{"id":"QeBGL64lGfmM","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1700058986132,"user_tz":300,"elapsed":10,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"a284ea0d-3bc9-4b81-f54b-692555147ee6"},"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["2020-01-23 0.000000\n","2020-01-24 0.000000\n","2020-01-25 0.000000\n","2020-01-26 0.000000\n","2020-01-27 0.000000\n"," ... \n","2022-10-14 3.358678\n","2022-10-15 -0.757985\n","2022-10-16 3.118070\n","2022-10-17 2.828166\n","2022-10-18 3.584689\n","Freq: D, Name: predicted_mean, Length: 1000, dtype: float64"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":[],"metadata":{"id":"TKPzx6kJHcg4","executionInfo":{"status":"ok","timestamp":1700058986133,"user_tz":300,"elapsed":8,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":18,"outputs":[]}]} \ No newline at end of file +{"cells":[{"cell_type":"markdown","metadata":{"id":"jXimHeIZ-Jt2"},"source":["#Covid 19 with classic forecasting models\n","\n","In this notebook, we will use multiple tools to make forecasting."]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":648,"status":"ok","timestamp":1700058572873,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"Z8kV5hIKoRVf"},"outputs":[],"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","import pandas as pd\n","from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n","from statsmodels.tsa.arima.model import ARIMA\n","from sklearn.metrics import mean_squared_error,mean_absolute_error\n","import warnings\n","warnings.filterwarnings(\"ignore\")\n","import plotly.graph_objects as go\n"]},{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":5285,"status":"ok","timestamp":1700058578155,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"q-s6eRgjpsL5"},"outputs":[],"source":["df_deaths_us = pd.read_csv('data/time_series_covid19_deaths_global.csv')\n","df_confirmed_global = pd.read_csv('data/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('data/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('data/time_series_covid19_recovered_global.csv')"]},{"cell_type":"markdown","metadata":{"id":"G2n8alWBTwLn"},"source":["# Classic time series models"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":755,"status":"ok","timestamp":1700058578905,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"FPjszKZNp0wR"},"outputs":[],"source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1700058578905,"user":{"displayName":"Tatiana 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= go.Figure([go.Scatter(x = df_1.index, y = df_1['cases'])])\n","fig.show()"]},{"cell_type":"markdown","metadata":{"id":"_jLUjpjYutgY"},"source":["The most common test for identifying whether a time series is non-stationary is the augmented **Dicky-Fuller test**. This is a statistical test, where the **null hypothesis is that your time series is non-stationary due to trend**"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1700058578906,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"zexU_Vm1uugi","outputId":"2f7ff3c2-639e-4adb-9fec-9631ca45a3c8"},"outputs":[{"name":"stdout","output_type":"stream","text":["ADF Statistic: -0.120827\n","p-value: 0.947324\n","Critical Values:\n","\t1%: -3.436\n","\u001b[31mNon-stationary\u001b[0m\n","\t5%: -2.864\n","\u001b[31mNon-stationary\u001b[0m\n","\t10%: -2.568\n","\u001b[31mNon-stationary\u001b[0m\n"]}],"source":["from statsmodels.tsa.stattools import adfuller\n","\n","result = adfuller(df_1['cases'])\n","\n","print('ADF Statistic: %f' % result[0])\n","print('p-value: %f' % result[1])\n","print('Critical Values:')\n","for key, value in result[4].items():\n"," print('\\t%s: %.3f' % (key, value))\n"," if (result[1] <= 0.05) & (result[4]['5%'] > result[0]):\n"," print(\"\\u001b[32mStationary\\u001b[0m\")\n"," else:\n"," print(\"\\x1b[31mNon-stationary\\x1b[0m\")"]},{"cell_type":"markdown","metadata":{"id":"6KXDptzCqX2b"},"source":["The results object is a tuple. The zeroth element is the test statistic, in this case it is -0.12. The more negative this number is, the more likely that the data is stationary. The next item in the results tuple, is the test p-value. Here it's 0.94. If the p-value is smaller than 0.05, we reject the null hypothesis and assume our time series must be stationary. The last item in the tuple is a dictionary. This stores the critical values of the test statistic which equate to different p-values. In this case, if we wanted a p-value of 0.05 or below, our test statistic needed to be below -2.91.\n","\n","p-value is high. It should be very less. We fail to reject the null hypothesis as p-value is high. So, the time series is non-stationary.\n","If p-value is less, then we can say that the time series is stationary.\n","\n","Remember that Stationarity can be defined in precise mathematical terms, but for our purpose we mean a flat looking series, without trend, constant variance over time, a constant autocorrelation structure over time and no periodic fluctuations (seasonality)."]},{"cell_type":"markdown","metadata":{"id":"XMLrC0KDrhfK"},"source":["**If the time series is stationary, continue to the next steps. If the time series is not stationary, try differencing the time series and recheck its stationarity.** Most of the automl (like pycaret or Darts) packages do this step automatically."]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":10,"status":"ok","timestamp":1700058578906,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"3rajw8AYx0I1","outputId":"755a18cd-254e-4d02-a637-0146ff409d22"},"outputs":[{"name":"stdout","output_type":"stream","text":["ADF Statistic: -5.336603\n","p-value: 0.000005\n","Critical Values:\n","\t1%: -3.436\n","\u001b[32mStationary\u001b[0m\n","\t5%: -2.864\n","\u001b[32mStationary\u001b[0m\n","\t10%: -2.568\n","\u001b[32mStationary\u001b[0m\n"]}],"source":["df2 = df_1.diff(periods=1)\n","df2 = df2.dropna()\n","result = adfuller(df2['cases'])\n","\n","print('ADF Statistic: %f' % result[0])\n","print('p-value: %f' % result[1])\n","print('Critical Values:')\n","for key, value in result[4].items():\n"," print('\\t%s: %.3f' % (key, value))\n"," if (result[1] <= 0.05) & (result[4]['5%'] > result[0]):\n"," print(\"\\u001b[32mStationary\\u001b[0m\")\n"," else:\n"," print(\"\\x1b[31mNon-stationary\\x1b[0m\")"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":542},"executionInfo":{"elapsed":10,"status":"ok","timestamp":1700058578907,"user":{"displayName":"Tatiana 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= go.Figure([go.Scatter(x = df2.index, y = df2['cases'])])\n","fig.show()"]},{"cell_type":"markdown","metadata":{"id":"YTQmEt5GwYMN"},"source":["Here the blue area is the confidence interval, and the candles started coming inside after the 13th candle. This can be due to the seasonality of 12-13 months.\n","\n"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":699},"executionInfo":{"elapsed":1319,"status":"ok","timestamp":1700058580217,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"cmYE37cWqFqb","outputId":"f70785fc-0fd5-4a05-f157-aca32fa329a1"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1 ,ax2) = plt.subplots(2,1, figsize = (8,8))\n","plot_acf(df2, lags = 50, zero =False, ax=ax1)\n","plot_pacf(df2, lags = 16, zero =False, ax=ax2)\n","plt.show()"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":486},"executionInfo":{"elapsed":2109,"status":"ok","timestamp":1700058582321,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"VVnYK5zJE_VG","outputId":"7c245e5c-7683-4774-8a97-3d47fc205ba8"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["from statsmodels.tsa.seasonal import seasonal_decompose\n","result = seasonal_decompose(df_1, model='additive')\n","result.plot()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"EOMxYbTW_0eW"},"source":["# pmdarima package\n","\n","The pmdarima package is a powerful tool to help you choose the model orders. You can use the information you already have from the identification step to narrow down the model orders which you choose by automation.\n","\n","Remember, although automation is powerful, it can sometimes make mistakes that you wouldn't. It is hard to guess how the input data could be imperfect and affect the test scores.\n","\n","In this exercise you will use the pmdarima package to automatically choose model orders for some time series datasets.\n","\n"]},{"cell_type":"code","execution_count":10,"metadata":{"executionInfo":{"elapsed":657,"status":"ok","timestamp":1700058582974,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"KORuo1P6_14O"},"outputs":[],"source":["import pmdarima as pm\n","from pmdarima import model_selection"]},{"cell_type":"code","execution_count":11,"metadata":{"executionInfo":{"elapsed":5,"status":"ok","timestamp":1700058582974,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"WvpyKQyTwsOn"},"outputs":[],"source":["train, test = model_selection.train_test_split(df2, train_size= 1000)"]},{"cell_type":"markdown","metadata":{"id":"PRU5CGwCvNwR"},"source":["# AIC - Akaike information criterion\n","The Akaike information criterion, or AIC, is a metric which tells us how good a model is. A model which makes better predictions is given a lower AIC score. The AIC also penalizes models which have lots of parameters. This means if we set the order too high compared to the data, we will get a high AIC value. This stops us overfitting to the training data.\n","\n","# BIC - Bayesian information criterion\n","\n","The Bayesian information criterion, or BIC, is very similar to the AIC. Models which fit the data better have lower BICs and the BIC penalizes overly complex models.\n","\n","* The BIC penalizes additional model orders more than AIC and so the BIC will sometimes suggest a simpler model."]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":399442,"status":"ok","timestamp":1700058982411,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"sqouGzXOAJVZ","outputId":"93a875df-274f-44dc-adf7-141a6ff516b6"},"outputs":[{"name":"stdout","output_type":"stream","text":["Performing stepwise search to minimize aic\n"," ARIMA(2,1,2)(0,0,0)[7] intercept : AIC=12149.786, Time=6.93 sec\n"," ARIMA(0,1,0)(0,0,0)[7] intercept : AIC=12840.820, Time=0.02 sec\n"," ARIMA(1,1,0)(1,0,0)[7] intercept : AIC=12573.842, Time=1.53 sec\n"," ARIMA(0,1,1)(0,0,1)[7] intercept : AIC=12187.085, Time=2.15 sec\n"," ARIMA(0,1,0)(0,0,0)[7] : AIC=12838.821, Time=0.01 sec\n"," ARIMA(2,1,2)(1,0,0)[7] intercept : AIC=12106.004, Time=8.04 sec\n"," ARIMA(2,1,2)(2,0,0)[7] intercept : AIC=12099.140, Time=9.38 sec\n"," ARIMA(2,1,2)(3,0,0)[7] intercept : AIC=12100.160, Time=5.25 sec\n"," ARIMA(2,1,2)(2,0,1)[7] intercept : AIC=12099.239, Time=3.07 sec\n"," ARIMA(2,1,2)(1,0,1)[7] intercept : AIC=12096.992, Time=1.61 sec\n"," ARIMA(2,1,2)(0,0,1)[7] intercept : AIC=12114.409, Time=1.16 sec\n"," ARIMA(2,1,2)(1,0,2)[7] intercept : AIC=12098.970, Time=3.12 sec\n"," ARIMA(2,1,2)(0,0,2)[7] intercept : AIC=12104.300, Time=2.47 sec\n"," ARIMA(2,1,2)(2,0,2)[7] intercept : AIC=12100.648, Time=3.50 sec\n"," ARIMA(1,1,2)(1,0,1)[7] intercept : AIC=12161.432, Time=1.06 sec\n"," ARIMA(2,1,1)(1,0,1)[7] intercept : AIC=12115.217, Time=0.89 sec\n"," ARIMA(3,1,2)(1,0,1)[7] intercept : AIC=12115.249, Time=1.19 sec\n"," ARIMA(2,1,3)(1,0,1)[7] intercept : AIC=12090.761, Time=1.83 sec\n"," ARIMA(2,1,3)(0,0,1)[7] intercept : AIC=12111.814, Time=1.65 sec\n"," ARIMA(2,1,3)(1,0,0)[7] intercept : AIC=12102.461, Time=1.66 sec\n"," ARIMA(2,1,3)(2,0,1)[7] intercept : AIC=12098.814, Time=3.34 sec\n"," ARIMA(2,1,3)(1,0,2)[7] intercept : AIC=12093.021, Time=3.56 sec\n"," ARIMA(2,1,3)(0,0,0)[7] intercept : AIC=12144.795, Time=1.50 sec\n"," ARIMA(2,1,3)(0,0,2)[7] intercept : AIC=12099.426, Time=3.51 sec\n"," ARIMA(2,1,3)(2,0,0)[7] intercept : AIC=12093.549, Time=3.05 sec\n"," ARIMA(2,1,3)(2,0,2)[7] intercept : AIC=12100.052, Time=3.99 sec\n"," ARIMA(1,1,3)(1,0,1)[7] intercept : AIC=12091.703, Time=1.56 sec\n"," ARIMA(3,1,3)(1,0,1)[7] intercept : AIC=inf, Time=2.06 sec\n"," ARIMA(2,1,4)(1,0,1)[7] intercept : AIC=12091.042, Time=2.14 sec\n"," ARIMA(1,1,4)(1,0,1)[7] intercept : AIC=12088.627, Time=2.02 sec\n"," ARIMA(1,1,4)(0,0,1)[7] intercept : AIC=12111.072, Time=1.97 sec\n"," ARIMA(1,1,4)(1,0,0)[7] intercept : AIC=12101.381, Time=1.26 sec\n"," ARIMA(1,1,4)(2,0,1)[7] intercept : AIC=12091.257, Time=2.68 sec\n"," ARIMA(1,1,4)(1,0,2)[7] intercept : AIC=12090.559, Time=3.73 sec\n"," ARIMA(1,1,4)(0,0,0)[7] intercept : AIC=12147.052, Time=1.06 sec\n"," ARIMA(1,1,4)(0,0,2)[7] intercept : AIC=12097.557, Time=3.66 sec\n"," ARIMA(1,1,4)(2,0,0)[7] intercept : AIC=12090.897, Time=2.44 sec\n"," ARIMA(1,1,4)(2,0,2)[7] intercept : AIC=12091.951, Time=4.18 sec\n"," ARIMA(0,1,4)(1,0,1)[7] intercept : AIC=12104.770, Time=1.51 sec\n"," ARIMA(1,1,5)(1,0,1)[7] intercept : AIC=12108.756, Time=1.92 sec\n"," ARIMA(0,1,3)(1,0,1)[7] intercept : AIC=12111.427, Time=1.02 sec\n"," ARIMA(0,1,5)(1,0,1)[7] intercept : AIC=12105.997, Time=1.90 sec\n"," ARIMA(2,1,5)(1,0,1)[7] intercept : AIC=inf, Time=2.52 sec\n"," ARIMA(1,1,4)(1,0,1)[7] : AIC=12086.619, Time=1.10 sec\n"," ARIMA(1,1,4)(0,0,1)[7] : AIC=12109.072, Time=0.92 sec\n"," ARIMA(1,1,4)(1,0,0)[7] : AIC=12099.381, Time=0.59 sec\n"," ARIMA(1,1,4)(2,0,1)[7] : AIC=12089.575, Time=1.48 sec\n"," ARIMA(1,1,4)(1,0,2)[7] : AIC=12088.591, Time=1.72 sec\n"," ARIMA(1,1,4)(0,0,0)[7] : AIC=12145.052, Time=0.56 sec\n"," ARIMA(1,1,4)(0,0,2)[7] : AIC=12095.557, Time=1.51 sec\n"," ARIMA(1,1,4)(2,0,0)[7] : AIC=12088.897, Time=1.16 sec\n"," ARIMA(1,1,4)(2,0,2)[7] : AIC=12089.958, Time=2.16 sec\n"," ARIMA(0,1,4)(1,0,1)[7] : AIC=12102.770, Time=0.71 sec\n"," ARIMA(1,1,3)(1,0,1)[7] : AIC=12089.703, Time=1.09 sec\n"," ARIMA(2,1,4)(1,0,1)[7] : AIC=12088.679, Time=1.15 sec\n"," ARIMA(1,1,5)(1,0,1)[7] : AIC=12106.759, Time=0.80 sec\n"," ARIMA(0,1,3)(1,0,1)[7] : AIC=12109.427, Time=0.61 sec\n"," ARIMA(0,1,5)(1,0,1)[7] : AIC=12103.997, Time=0.86 sec\n"," ARIMA(2,1,3)(1,0,1)[7] : AIC=12088.760, Time=1.34 sec\n"," ARIMA(2,1,5)(1,0,1)[7] : AIC=inf, Time=2.11 sec\n","\n","Best model: ARIMA(1,1,4)(1,0,1)[7] \n","Total fit time: 133.111 seconds\n"]}],"source":["model2 = pm.auto_arima(train, # data\n"," seasonal= True, # True if true , false if false\n"," m=7, # seasonal period\n"," #D=1, # seasonal difference order\n"," start_P= 0, # initial guess for p\n"," start_Q= 0, # initial guess for q\n"," \t max_P=3, # max value for p to test\n"," max_Q=3, # max value for q to test\n"," trace=True,\n"," error_action='ignore',\n"," suppress_warnings=True)"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":528},"executionInfo":{"elapsed":25,"status":"ok","timestamp":1700058982412,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"tq_HfhWzEM4Q","outputId":"6225cee6-052c-445a-a2dc-508df7734a5a"},"outputs":[{"data":{"text/html":["\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
SARIMAX Results
Dep. Variable: y No. Observations: 1000
Model: SARIMAX(1, 1, 4)x(1, 0, [1], 7) Log Likelihood -6035.309
Date: Thu, 16 Nov 2023 AIC 12086.619
Time: 15:51:19 BIC 12125.873
Sample: 01-23-2020 HQIC 12101.539
- 10-18-2022
Covariance Type: opg
\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
coef std err z P>|z| [0.025 0.975]
ar.L1 0.7725 0.035 22.126 0.000 0.704 0.841
ma.L1 -1.7235 0.039 -44.061 0.000 -1.800 -1.647
ma.L2 0.5741 0.046 12.605 0.000 0.485 0.663
ma.L3 0.2989 0.039 7.574 0.000 0.222 0.376
ma.L4 -0.1001 0.027 -3.731 0.000 -0.153 -0.048
ar.S.L7 0.6910 0.059 11.720 0.000 0.575 0.807
ma.S.L7 -0.5014 0.065 -7.685 0.000 -0.629 -0.373
sigma2 1.032e+04 130.852 78.846 0.000 1.01e+04 1.06e+04
\n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","\n"," \n","\n","
Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 246105.83
Prob(Q): 0.99 Prob(JB): 0.00
Heteroskedasticity (H): 19.34 Skew: 3.06
Prob(H) (two-sided): 0.00 Kurtosis: 79.65


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)."],"text/latex":["\\begin{center}\n","\\begin{tabular}{lclc}\n","\\toprule\n","\\textbf{Dep. Variable:} & y & \\textbf{ No. Observations: } & 1000 \\\\\n","\\textbf{Model:} & SARIMAX(1, 1, 4)x(1, 0, [1], 7) & \\textbf{ Log Likelihood } & -6035.309 \\\\\n","\\textbf{Date:} & Thu, 16 Nov 2023 & \\textbf{ AIC } & 12086.619 \\\\\n","\\textbf{Time:} & 15:51:19 & \\textbf{ BIC } & 12125.873 \\\\\n","\\textbf{Sample:} & 01-23-2020 & \\textbf{ HQIC } & 12101.539 \\\\\n","\\textbf{} & - 10-18-2022 & \\textbf{ } & \\\\\n","\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n","\\bottomrule\n","\\end{tabular}\n","\\begin{tabular}{lcccccc}\n"," & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n","\\midrule\n","\\textbf{ar.L1} & 0.7725 & 0.035 & 22.126 & 0.000 & 0.704 & 0.841 \\\\\n","\\textbf{ma.L1} & -1.7235 & 0.039 & -44.061 & 0.000 & -1.800 & -1.647 \\\\\n","\\textbf{ma.L2} & 0.5741 & 0.046 & 12.605 & 0.000 & 0.485 & 0.663 \\\\\n","\\textbf{ma.L3} & 0.2989 & 0.039 & 7.574 & 0.000 & 0.222 & 0.376 \\\\\n","\\textbf{ma.L4} & -0.1001 & 0.027 & -3.731 & 0.000 & -0.153 & -0.048 \\\\\n","\\textbf{ar.S.L7} & 0.6910 & 0.059 & 11.720 & 0.000 & 0.575 & 0.807 \\\\\n","\\textbf{ma.S.L7} & -0.5014 & 0.065 & -7.685 & 0.000 & -0.629 & -0.373 \\\\\n","\\textbf{sigma2} & 1.032e+04 & 130.852 & 78.846 & 0.000 & 1.01e+04 & 1.06e+04 \\\\\n","\\bottomrule\n","\\end{tabular}\n","\\begin{tabular}{lclc}\n","\\textbf{Ljung-Box (L1) (Q):} & 0.00 & \\textbf{ Jarque-Bera (JB): } & 246105.83 \\\\\n","\\textbf{Prob(Q):} & 0.99 & \\textbf{ Prob(JB): } & 0.00 \\\\\n","\\textbf{Heteroskedasticity (H):} & 19.34 & \\textbf{ Skew: } & 3.06 \\\\\n","\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 79.65 \\\\\n","\\bottomrule\n","\\end{tabular}\n","%\\caption{SARIMAX Results}\n","\\end{center}\n","\n","Warnings: \\newline\n"," [1] Covariance matrix calculated using the outer product of gradients (complex-step)."],"text/plain":["\n","\"\"\"\n"," SARIMAX Results \n","===========================================================================================\n","Dep. Variable: y No. Observations: 1000\n","Model: SARIMAX(1, 1, 4)x(1, 0, [1], 7) Log Likelihood -6035.309\n","Date: Thu, 16 Nov 2023 AIC 12086.619\n","Time: 15:51:19 BIC 12125.873\n","Sample: 01-23-2020 HQIC 12101.539\n"," - 10-18-2022 \n","Covariance Type: opg \n","==============================================================================\n"," coef std err z P>|z| [0.025 0.975]\n","------------------------------------------------------------------------------\n","ar.L1 0.7725 0.035 22.126 0.000 0.704 0.841\n","ma.L1 -1.7235 0.039 -44.061 0.000 -1.800 -1.647\n","ma.L2 0.5741 0.046 12.605 0.000 0.485 0.663\n","ma.L3 0.2989 0.039 7.574 0.000 0.222 0.376\n","ma.L4 -0.1001 0.027 -3.731 0.000 -0.153 -0.048\n","ar.S.L7 0.6910 0.059 11.720 0.000 0.575 0.807\n","ma.S.L7 -0.5014 0.065 -7.685 0.000 -0.629 -0.373\n","sigma2 1.032e+04 130.852 78.846 0.000 1.01e+04 1.06e+04\n","===================================================================================\n","Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 246105.83\n","Prob(Q): 0.99 Prob(JB): 0.00\n","Heteroskedasticity (H): 19.34 Skew: 3.06\n","Prob(H) (two-sided): 0.00 Kurtosis: 79.65\n","===================================================================================\n","\n","Warnings:\n","[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n","\"\"\""]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["model2.summary()"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":872},"executionInfo":{"elapsed":821,"status":"ok","timestamp":1700058983227,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"siF0Vq8oVtBO","outputId":"44d62bc9-77a9-42da-a1ed-b3a04c4397ea"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["model2.plot_diagnostics(figsize=(10,10))\n","plt.show()"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":74},"executionInfo":{"elapsed":2910,"status":"ok","timestamp":1700058986131,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"5p_lOF0fmCx3","outputId":"034f31f5-a4f5-46f6-95cb-ea5f6b184190"},"outputs":[{"data":{"text/html":["
 ARIMA(1,1,4)(1,0,1)[7]
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"],"text/plain":["ARIMA(order=(1, 1, 4), scoring_args={}, seasonal_order=(1, 0, 1, 7),\n"," suppress_warnings=True, with_intercept=False)"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["model2.fit(train)"]},{"cell_type":"code","execution_count":16,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":10,"status":"ok","timestamp":1700058986132,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"QeBGL64lGfmM","outputId":"a284ea0d-3bc9-4b81-f54b-692555147ee6"},"outputs":[{"data":{"text/plain":["2020-01-23 0.000000\n","2020-01-24 0.000000\n","2020-01-25 0.000000\n","2020-01-26 0.000000\n","2020-01-27 0.000000\n"," ... \n","2022-10-14 3.358393\n","2022-10-15 -0.757979\n","2022-10-16 3.117848\n","2022-10-17 2.827997\n","2022-10-18 3.584492\n","Freq: D, Name: predicted_mean, Length: 1000, dtype: float64"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["fit_forecast_pred = model2.predict_in_sample(train)\n","fit_forecast_pred"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":8,"status":"ok","timestamp":1700058986133,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"TKPzx6kJHcg4"},"outputs":[],"source":[]}],"metadata":{"colab":{"authorship_tag":"ABX9TyOSCJBHs6CjlqHuvVovwKLG","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.12"}},"nbformat":4,"nbformat_minor":0} diff --git a/Covid_XGboost.ipynb b/Covid_XGboost.ipynb index ec312bc..cf73692 100644 --- a/Covid_XGboost.ipynb +++ b/Covid_XGboost.ipynb @@ -1 +1 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNZpcN+zIFSka580whiDux2"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ILG4iKJFfodX","executionInfo":{"status":"ok","timestamp":1700079797418,"user_tz":300,"elapsed":7620,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"691c58e8-1d3f-46e6-b837-b96eedf33dfe"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: xgboost in /usr/local/lib/python3.10/dist-packages (2.0.1)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from xgboost) (1.23.5)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from xgboost) (1.11.3)\n"]}],"source":["%pip install xgboost"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SkLHkiLoeV_f","executionInfo":{"status":"ok","timestamp":1700080086986,"user_tz":300,"elapsed":289572,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"5719360c-ea88-48e3-e6a6-f07523162ee2"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["import numpy as np\n","import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","import xgboost as xgb\n","from xgboost import plot_importance, plot_tree\n","from xgboost import XGBRegressor\n","from sklearn.metrics import mean_squared_error, mean_absolute_error\n","import warnings\n","from sklearn.model_selection import TimeSeriesSplit, GridSearchCV\n","from statsmodels.tsa.seasonal import seasonal_decompose\n","\n","\n","# Filter out the warning message\n","warnings.filterwarnings(\"ignore\")"],"metadata":{"id":"lxQKTKLBeCmw","executionInfo":{"status":"ok","timestamp":1700080089135,"user_tz":300,"elapsed":2156,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["df_deaths_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_deaths_US.csv')\n","df_confirmed_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('/content/drive/MyDrive/Covid19/time_series_covid19_recovered_global.csv')"],"metadata":{"id":"mNCB2_VPeQfh","executionInfo":{"status":"ok","timestamp":1700080099417,"user_tz":300,"elapsed":10285,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)"],"metadata":{"id":"npsFhfH852UP","executionInfo":{"status":"ok","timestamp":1700080099418,"user_tz":300,"elapsed":20,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["df_1"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":455},"id":"ILCecx8_7sHm","executionInfo":{"status":"ok","timestamp":1700084507845,"user_tz":300,"elapsed":12,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"087a30c3-cc5c-4ada-c273-41cdcccb647f"},"execution_count":56,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" cases\n","time \n","2020-01-23 -22.915344\n","2020-01-24 -6.507937\n","2020-01-25 15.138545\n","2020-01-26 12.239264\n","2020-01-27 13.699387\n","... ...\n","2023-03-05 12.239264\n","2023-03-06 13.699387\n","2023-03-07 6.650318\n","2023-03-08 74.695767\n","2023-03-09 -22.915344\n","\n","[1142 rows x 1 columns]"],"text/html":["\n","
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\n"]},"metadata":{},"execution_count":56}]},{"cell_type":"markdown","source":[],"metadata":{"id":"mk4qedlchgyz"}},{"cell_type":"code","source":["decompose_data = seasonal_decompose(df_1, model=\"additive\")\n","decompose_data.plot()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":955},"id":"vMzjB2MBvNKl","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":7331,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"0b990225-5861-4b92-f19d-c12a153d3e3f"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["
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\n"},"metadata":{},"execution_count":6},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# decomposition = seasonal_decompose(df_1['TEMP'], model='additive', period=7)\n"],"metadata":{"id":"ZX-Q4iZ_v8iC","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":14,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["df_1['cases'] = df_1['cases'] - decompose_data.seasonal\n","df_1 = df_1.diff(periods=1)\n","df_1 = df_1.dropna()\n"],"metadata":{"id":"uGQ0Cxx0W9kw","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":11,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["df_1.tail()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":237},"id":"p1xUOULP9Ys3","executionInfo":{"status":"ok","timestamp":1700080106730,"user_tz":300,"elapsed":11,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"d5b1f78b-98d0-471e-bba6-4d03707f3cc6"},"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" cases\n","time \n","2023-03-05 12.239264\n","2023-03-06 13.699387\n","2023-03-07 6.650318\n","2023-03-08 74.695767\n","2023-03-09 -22.915344"],"text/html":["\n","
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cases
time
2023-03-0512.239264
2023-03-0613.699387
2023-03-076.650318
2023-03-0874.695767
2023-03-09-22.915344
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\n"]},"metadata":{},"execution_count":9}]},{"cell_type":"markdown","source":["Train and Test Split"],"metadata":{"id":"xxGgiZ2U8my6"}},{"cell_type":"code","source":["\n","train = df_1.loc[df_1.index < '2022-04-10']\n","test = df_1.loc[df_1.index >= '2022-04-10']\n","\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"id":"tG9Y6QG38D53","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":1694,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"81796d9f-e162-4efc-cdcf-b5a46beba7d4"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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RERERERERLUaWy8JqLrnAcMyIiIiIiIiIiIiG4ZlRERERERERERENgzLiIiIiIiIiIjqgBYtWmDu3Llub79p0yYYDAbk5uZW2z7VRgzLiIiIiIiIiIiuIoPBoPtv+vTpFbrdvXv34rHHHnN7+xtvvBGpqamIjIys0P154rPPPkPnzp0RFhaGqKgodO3aFTNmzHD7+ufPn4fBYMDBgwerbydt/Kr9HoiIiIiI6JohCAIHbRMRlSM1NVX6etmyZZg2bRpOnTolnRcWFiZ9LQgCLBYL/PzKj3Cio6M92o+AgADExsZ6dJ2K+OKLL/Dss89i3rx5GDhwIMrKynD48GEcPXq02u+7IlhZRkREREREVWL9iXR0f3MdNp/OrOldIaJrmCAIKDaaa+SfIAhu7WNsbKz0LzIyEgaDQTp98uRJhIeH46+//kL37t0RGBiIbdu2ITExEXfeeScaNWqEsLAw9OzZE+vWrVPcrroN02AwYNGiRbjrrrsQEhKCNm3a4Pfff5cuV7dhLlmyBFFRUVi9ejXatWuHsLAwjBgxQhHumc1mPPPMM4iKikKDBg3w73//GxMmTMA//vEPl4/3999/x7333otJkyahdevW6NChA8aOHYu33npLsd2iRYvQrl07BAUFoW3btvjoo4+kyxISEgAAXbt2hcFgwKBBg9z6XlcEK8uIiIiIiKhKTPpyHwBgwhd7cP6d22p4b4joWlVisqD9tNU1ct/HXx+OkICqiVr+85//4L333kPLli1Rr149XLx4EbfeeiveeustBAYG4quvvsKoUaNw6tQpNGvWzOXtvPbaa5g5cyZmzZqFDz/8EOPHj8eFCxdQv359ze2Li4vx3nvv4euvv4aPjw8eeOABvPDCC1i6dCkA4N1338XSpUuxePFitGvXDh988AF+/fVX3HzzzS73ITY2Fps3b8aFCxfQvHlzzW2WLl2KadOmYf78+ejatSv+/vtvTJ48GaGhoZgwYQL27NmDXr16Yd26dejQoQMCAgI8+G56hpVlRERERERERERe5vXXX8ctt9yCVq1aoX79+ujcuTMef/xx3HDDDWjTpg3eeOMNtGrVSlEppmXixIkYO3YsWrdujbfffhuFhYXYs2ePy+1NJhMWLlyIHj16oFu3bpg6dSrWr18vXf7hhx/ipZdewl133YW2bdti/vz5iIqK0t2HV199FVFRUWjRogWuv/56TJw4ET/88AOsVqtim9mzZ2P06NFISEjA6NGj8dxzz+GTTz4B4GgxbdCgAWJjY12GfVWBlWVEREREREREVGcE+/vi+OvDa+y+q0qPHj0UpwsLCzF9+nSsWLECqampMJvNKCkpQXJysu7tdOrUSfo6NDQUERERyMjIcLl9SEgIWrVqJZ1u3LixtH1eXh7S09PRq1cv6XJfX190795dEXypNW7cGDt37sTRo0exZcsW7NixAxMmTMCiRYuwatUqlJSUIDExEZMmTcLkyZOl65nN5quy+IAawzIiIiIiIiIiqjMMBkOVtULWpNDQUMXpF154AWvXrsV7772H1q1bIzg4GHfffTeMRqPu7fj7+ytOGwwG3WBLa3t3Z7GV54YbbsANN9yAp556Ck888QT69++PzZs3o3379gDEFTN79+6tuI6vb9UFkO6q/c8eIiIiIiIiIqI6bvv27Zg4cSLuuusuAGKl2fnz56/qPkRGRqJRo0bYu3cvBgwYAACwWCw4cOAAunTp4tFt2QOyoqIiNGrUCHFxcTh37hzGjx+vub19RpnFYqn4A3ATwzIiIiIiIiIiIi/Xpk0bLF++HKNGjYLBYMD//vc/3Qqx6vL0009jxowZaN26Ndq2bYsPP/wQOTk5MBgMLq/z5JNPIi4uDoMHD0bTpk2RmpqKN998E9HR0ejbty8AcSGCZ555BpGRkRgxYgTKysqwb98+5OTk4Pnnn0dMTAyCg4OxatUqNG3aFEFBQdXWoskB/0REREREREREXu79999HvXr1cOONN2LUqFEYPnw4unXrdtX349///jfGjh2Lhx56CH379kVYWBiGDx+OoKAgl9cZOnQodu3ahXvuuQfXXXcdxowZg6CgIKxfvx4NGjQAADz66KNYtGgRFi9ejI4dO2LgwIFYsmQJEhISAAB+fn6YN28ePvnkE8TFxeHOO++stsdoEKqq8dTL5OfnIzIyEnl5eYiIiKjp3SEiIiIiqvNa/GeF9PX5d26rwT0homtFaWkpkpKSkJCQoBvWUPWxWq1o164d7r33Xrzxxhs1ui96zwdPciK2YRIRERERERERkVsuXLiANWvWYODAgSgrK8P8+fORlJSEcePG1fSuVRm2YRIRERERERERkVt8fHywZMkS9OzZEzfddBOOHDmCdevWoV27djW9a1WGlWVEREREREREROSW+Ph4bN++vaZ3o1qxsoyIiIiIiIiIiMiGYRkREREREREREZENwzIiIiIiIiIiIiIbhmVEREREREREREQ2DMuIiIiIiIiIiIhsGJYRERERERERERHZMCwjIiIiIiIiIiKyYVhGRERERERERHQVGQwG3X/Tp0+v1G3/+uuv5W63efNmDB48GPXr10dISAjatGmDCRMmwGg0un1fLVq0wNy5cyu8r97Kr6Z3gIiIiIiIiIjoWpKamip9vWzZMkybNg2nTp2SzgsLC6vW+z9+/DhGjBiBp59+GvPmzUNwcDDOnDmDn3/+GRaLpVrvuzZgZRkRERERERER1R2CABiLauafILi1i7GxsdK/yMhIGAwGxXnff/892rVrh6CgILRt2xYfffSRdF2j0YipU6eicePGCAoKQvPmzTFjxgwAYqUXANx1110wGAzSabU1a9YgNjYWM2fOxA033IBWrVphxIgR+OyzzxAcHCxtt23bNvTv3x/BwcGIj4/HM888g6KiIgDAoEGDcOHCBTz33HNSRVxdwcoyIiIiIiIiIqo7TMXA23E1c9//TQECQit1E0uXLsW0adMwf/58dO3aFX///TcmT56M0NBQTJgwAfPmzcPvv/+OH374Ac2aNcPFixdx8eJFAMDevXsRExODxYsXY8SIEfD19dW8j9jYWKSmpmLLli0YMGCA5jaJiYkYMWIE3nzzTXzxxRfIzMzE1KlTMXXqVCxevBjLly9H586d8dhjj2Hy5MmVeszexqPKshkzZqBnz54IDw9HTEwM/vGPfyjKBAGgtLQUU6ZMQYMGDRAWFoYxY8YgPT1dsU1ycjJuu+02hISEICYmBi+++CLMZrNim02bNqFbt24IDAxE69atsWTJkoo9QiIiIiIiIiKiWuLVV1/F7NmzMXr0aCQkJGD06NF47rnn8MknnwAQM5U2bdqgX79+aN68Ofr164exY8cCAKKjowEAUVFRiI2NlU6r3XPPPRg7diwGDhyIxo0b46677sL8+fORn58vbTNjxgyMHz8ezz77LNq0aYMbb7wR8+bNw1dffYXS0lLUr18fvr6+CA8Plyri6gqPKss2b96MKVOmoGfPnjCbzfjvf/+LYcOG4fjx4wgNFZPT5557DitWrMCPP/6IyMhITJ06FaNHj8b27dsBABaLBbfddhtiY2OxY8cOpKam4qGHHoK/vz/efvttAEBSUhJuu+02PPHEE1i6dCnWr1+PRx99FI0bN8bw4cOr+FtARERERERERHWGf4hY4VVT910JRUVFSExMxKRJkxTVWmazGZGRkQCAiRMn4pZbbsH111+PESNG4Pbbb8ewYcM8uh9fX18sXrwYb775JjZs2IDdu3fj7bffxrvvvos9e/agcePGOHToEA4fPoylS5dK1xMEAVarFUlJSWjXrl2lHqs38ygsW7VqleL0kiVLEBMTg/3792PAgAHIy8vD559/jm+//RaDBw8GACxevBjt2rXDrl270KdPH6xZswbHjx/HunXr0KhRI3Tp0gVvvPEG/v3vf2P69OkICAjAwoULkZCQgNmzZwMA2rVrh23btmHOnDkMy4iIiIiIiIjINYOh0q2QNaWwsBAA8Nlnn6F3796Ky+wtld26dUNSUhL++usvrFu3Dvfeey+GDh2Kn376yeP7a9KkCR588EE8+OCDeOONN3Dddddh4cKFeO2111BYWIjHH38czzzzjNP1mjVrVoFHV3tUamZZXl4eAKB+/foAgP3798NkMmHo0KHSNm3btkWzZs2wc+dO9OnTBzt37kTHjh3RqFEjaZvhw4fjySefxLFjx9C1a1fs3LlTcRv2bZ599lmX+1JWVoaysjLptLx0kIiIiIiIiIjI2zVq1AhxcXE4d+4cxo8f73K7iIgI3Hfffbjvvvtw9913Y8SIEcjOzkb9+vXh7+9foRUt69Wrh8aNG0sD/Lt164bjx4+jdevWLq8TEBBQJ1fPrHBYZrVa8eyzz+Kmm27CDTfcAABIS0tDQEAAoqKiFNs2atQIaWlp0jbyoMx+uf0yvW3y8/NRUlKiWJnBbsaMGXjttdcq+nCIiIiIiIiIiGrca6+9hmeeeQaRkZEYMWIEysrKsG/fPuTk5OD555/H+++/j8aNG6Nr167w8fHBjz/+iNjYWCmLadGiBdavX4+bbroJgYGBqFevntN9fPLJJzh48CDuuusutGrVCqWlpfjqq69w7NgxfPjhhwCAf//73+jTpw+mTp2KRx99FKGhoTh+/DjWrl2L+fPnS/e1ZcsW3H///QgMDETDhg2v2vepOnk04F9uypQpOHr0KL7//vuq3J8Ke+mll5CXlyf9s68EQURERERERERUWzz66KNYtGgRFi9ejI4dO2LgwIFYsmQJEhISAADh4eGYOXMmevTogZ49e+L8+fNYuXIlfHzEiGf27NlYu3Yt4uPj0bVrV8376NWrFwoLC/HEE0+gQ4cOGDhwIHbt2oVff/0VAwcOBAB06tQJmzdvxunTp9G/f3907doV06ZNQ1ycY6XR119/HefPn0erVq1cLiZQG1Wosmzq1Kn4888/sWXLFjRt2lQ6PzY2FkajEbm5uYrqsvT0dGlVhNjYWOzZs0dxe/bVMuXbqFfQTE9PR0REhGZVGQAEBgYiMDCwIg+HiIiIiIiIiKhGTJw4ERMnTlScN27cOIwbN05z+8mTJyuG/6uNGjUKo0aN0r3Prl274uuvvy5333r27Ik1a9a4vLxPnz44dOhQubdT23hUWSYIAqZOnYpffvkFGzZskFJNu+7du8Pf3x/r16+Xzjt16hSSk5PRt29fAEDfvn1x5MgRZGRkSNusXbsWERERaN++vbSN/Dbs29hvg4iIiIiIiIiIqDp4VFk2ZcoUfPvtt/jtt98QHh4uzRiLjIxEcHAwIiMjMWnSJDz//POoX78+IiIi8PTTT6Nv377o06cPAGDYsGFo3749HnzwQcycORNpaWl45ZVXMGXKFKky7IknnsD8+fPxr3/9C4888gg2bNiAH374AStWrKjih09EREREREREROTgUWXZxx9/jLy8PAwaNAiNGzeW/i1btkzaZs6cObj99tsxZswYDBgwALGxsVi+fLl0ua+vL/7880/4+vqib9++eOCBB/DQQw/h9ddfl7ZJSEjAihUrsHbtWnTu3BmzZ8/GokWLMHz48Cp4yERERERERERERNoMgiAINb0T1SE/Px+RkZHIy8tDRERETe8OEREREVGd1+I/jk6Q8+/cVoN7QkTXitLSUiQlJSEhIQFBQUE1vTtUw/SeD57kRBVeDZOIiIiIiIiIyBvU0Tog8lBVPQ8YlhERERERERFRreTv7w8AKC4uruE9IW9gNBoBiCPAKsOjAf9ERERERERERN7C19cXUVFRyMjIAACEhITAYDDU8F5RTbBarcjMzERISAj8/CoXdzEsIyIiIiIiIqJaKzY2FgCkwIyuXT4+PmjWrFmlA1OGZURERERERERUaxkMBjRu3BgxMTEwmUw1vTtUgwICAuDjU/mJYwzLiIiIiIiIiKjW8/X1rfSsKiKAA/6JiIiIiIiIiIgkDMuIiIiIiIiIiIhsGJYRERERERERERHZMCwjIiIiIiIiIiKyYVhGRERERERERERkw7CMiIiIiIiIiIjIhmEZERERERERERGRDcMyIiIiIiIiIiIiG4ZlRERERERERERENgzLiIiIiIiIiIiIbBiWERERERERERER2TAsIyIiIiIiIiIismFYRkREREREREREZMOwjIiIiIiIiIiIyIZhGRERERERERERkQ3DMiIiIiIiIiIiIhuGZURERERERERERDYMy4iIiIiIiIiIiGwYlhEREREREREREdkwLCMiIiIiIiIiIrJhWEZERERERERERGTDsIyIiIiIiIiIiMiGYRkREREREREREZENwzIiIiIiIiIiIiIbhmVEREREREREREQ2DMuIiIiIiIiIiIhsGJYRERERERERERHZMCwjIiIiIiIiIiKyYVhGRERERERERERkw7CMiIiIiIiIiIjIhmEZERERERERERGRDcMyIiIiIiIiIiIiG4ZlRERERERERERENgzLiIiIiIiIiIiIbBiWERERERERERER2TAsIyIiIiIiIiIismFYRkREREREREREZMOwjIiIiIiIiIiIyIZhGRERERERERERkQ3DMiIiIiIiqjGlJktN7wIREZECwzIiIiIiIqoRJ9Py0fZ/q/DS8iM1vStEREQShmVERERERFQjFmxMBAB8tye5hveEiIjIgWEZERERERERERGRDcMyIiIiIiKqEYaa3gEiIiINDMuIiIiIiIiIiIhsGJYREREREVGNMLC0jIiIvBDDMiIiIiIiIiIiIhuGZURERERERERERDYMy4iIiIiIiIiIiGwYlhERERERUY3gyDIiIvJGDMuIiIiIiIiIiIhsGJYREREREVGNMHA5TCIi8kIeh2VbtmzBqFGjEBcXB4PBgF9//VVx+cSJE2EwGBT/RowYodgmOzsb48ePR0REBKKiojBp0iQUFhYqtjl8+DD69++PoKAgxMfHY+bMmZ4/OiIiIiIiIiIiIg94HJYVFRWhc+fOWLBggcttRowYgdTUVOnfd999p7h8/PjxOHbsGNauXYs///wTW7ZswWOPPSZdnp+fj2HDhqF58+bYv38/Zs2ahenTp+PTTz/1dHeJiIiIiIiIiIjc5ufpFUaOHImRI0fqbhMYGIjY2FjNy06cOIFVq1Zh79696NGjBwDgww8/xK233or33nsPcXFxWLp0KYxGI7744gsEBASgQ4cOOHjwIN5//31FqCZXVlaGsrIy6XR+fr6nD42IiIiIiIiIiK5x1TKzbNOmTYiJicH111+PJ598EllZWdJlO3fuRFRUlBSUAcDQoUPh4+OD3bt3S9sMGDAAAQEB0jbDhw/HqVOnkJOTo3mfM2bMQGRkpPQvPj6+Oh4aERERERFVEU4sIyIib1TlYdmIESPw1VdfYf369Xj33XexefNmjBw5EhaLBQCQlpaGmJgYxXX8/PxQv359pKWlSds0atRIsY39tH0btZdeegl5eXnSv4sXL1b1QyMiIiIiIiIiojrO4zbM8tx///3S1x07dkSnTp3QqlUrbNq0CUOGDKnqu5MEBgYiMDCw2m6fiIiIiIiqGEvLiIjIC1VLG6Zcy5Yt0bBhQ5w9exYAEBsbi4yMDMU2ZrMZ2dnZ0pyz2NhYpKenK7axn3Y1C42IiIiIiIiIiKiyqj0su3TpErKystC4cWMAQN++fZGbm4v9+/dL22zYsAFWqxW9e/eWttmyZQtMJpO0zdq1a3H99dejXr161b3LRERERERERER0jfI4LCssLMTBgwdx8OBBAEBSUhIOHjyI5ORkFBYW4sUXX8SuXbtw/vx5rF+/HnfeeSdat26N4cOHAwDatWuHESNGYPLkydizZw+2b9+OqVOn4v7770dcXBwAYNy4cQgICMCkSZNw7NgxLFu2DB988AGef/75qnvkREREREREREREKh6HZfv27UPXrl3RtWtXAMDzzz+Prl27Ytq0afD19cXhw4dxxx134LrrrsOkSZPQvXt3bN26VTFPbOnSpWjbti2GDBmCW2+9Ff369cOnn34qXR4ZGYk1a9YgKSkJ3bt3x//93/9h2rRpeOyxx6rgIRMRERERkTcwcGgZERF5IY8H/A8aNAiCILi8fPXq1eXeRv369fHtt9/qbtOpUyds3brV090jIiIiIiIiIiKqsGqfWUZERERERKTFwMIyIiLyQgzLiIiIiIiIiIiIbBiWERERERERERER2TAsIyIiIiIiIiIismFYRkRERERENYIjy4iIyBsxLCMiIiIiIiIiIrJhWEZERERERERERGTDsIyIiIiIiIiIiMiGYRkREREREdUIA4eWERGRF2JYRkREREREREREZMOwjIiIiIiIaoSB62ESEZEXYlhGRERERERERERkw7CMiIiIiIiqnCAINb0LREREFcKwjIiIiIiIqhyzMiIiqq0YlhERERERUZVzJyvjaphEROSNGJYREREREVGVYxsmERHVVgzLiIiIiIioyrGyjIiIaiuGZUREREREVOVYWEZERLUVwzIiIiIiIqpyglu1ZURERN6HYRkREREREVU5TyvLOOOMiIi8BcMyIiIiIiKqIY6hZczKiIjIWzAsIyIiIiKiKudp+GVlWkZERF6CYRkREREREVU5d2aWyVfDZFRGRETegmEZERERERFVOVaWERFRbcWwjIiIiIiIqpyn0RezMiIi8hYMy4iIiIiIqMp5urolwzIiIvIWDMuIiIiIiKjKuZN9yUaWuTXjjIiI6GpgWEZERERERFXO85ll1bMfREREnmJYRkREREREVc+N8EuxGib7MImIyEswLCMiIiIiokpTh12etlWysoyIiLwFwzIiIiIiIqo0dWGYx4ViDMuIiMhLMCwjIiIiIqJKU2ddnmZfVrZhEhGRl2BYRkRERERElaZuw3Qn/DLI1sNkVEZERN6CYRkREREREVWaU2WZx6thMi4jIiLvwLCMiIiIiIgqzWlmmRu1YvJtmJUREZG3YFhGRERERERVz43wSx6Qqds4iYiIagrDMiIiIiIiqjR1JZk70Zfg4msiIqKaxLCMiIiIiIgqzakN063KMsdGnFlGRETegmEZERERERFVObdmlgnaXxMREdUkhmVERERERFRpFassc3zNyjIiIvIWDMuIiIiIiKjSKjazjKthEhGR92FYRkREREREleZcWcY2TCIiqp0YlhERERERUaWpsy632jAVXzMtIyIi78CwjIiIiIiIKs2dSjI1q2I1zKrcGyIioopjWEZERERERFXOrexM0YbJtIyIiLwDwzIiIiIiIqo0pzZMN9oq5VuwsoyIiLwFwzIiIiIiIqo05wH/7lxHObWMiIjIGzAsIyIiIiKiylOHZR5ehZVlRETkLRiWERERERFRpanbLt2ZQSbfxMqZZURE5CUYlhERERERUaU5tWG6cR15QMasjIiIvAXDMiIiIiIiqjSnAf/uzCyTfc3KMiIi8hYMy4iIiIiIqNLUbZfutGHK0zJmZURE5C0YlhERERERUZVzb8A/2zCJiMj7MCwjIiIiIqJKq1AbpryyzK14jYiIqPoxLCMiIiIiokpzHvDv6WqYVbxDREREFcSwjIiIiIiIKk0djrlTWaZcDZNpGREReQeGZUREREREVHnqyjKPV8Os0r0hIiKqMI/Dsi1btmDUqFGIi4uDwWDAr7/+qrhcEARMmzYNjRs3RnBwMIYOHYozZ84otsnOzsb48eMRERGBqKgoTJo0CYWFhYptDh8+jP79+yMoKAjx8fGYOXOm54+OiIiIiIiuCqeZZR62Ybq3JAAREVH18zgsKyoqQufOnbFgwQLNy2fOnIl58+Zh4cKF2L17N0JDQzF8+HCUlpZK24wfPx7Hjh3D2rVr8eeff2LLli147LHHpMvz8/MxbNgwNG/eHPv378esWbMwffp0fPrppxV4iEREREREVN2cZpa5lX05NmJlGREReQs/T68wcuRIjBw5UvMyQRAwd+5cvPLKK7jzzjsBAF999RUaNWqEX3/9Fffffz9OnDiBVatWYe/evejRowcA4MMPP8Stt96K9957D3FxcVi6dCmMRiO++OILBAQEoEOHDjh48CDef/99RahGRERERETeoSKrWSpWw2RYRkREXqJKZ5YlJSUhLS0NQ4cOlc6LjIxE7969sXPnTgDAzp07ERUVJQVlADB06FD4+Phg9+7d0jYDBgxAQECAtM3w4cNx6tQp5OTkaN53WVkZ8vPzFf+IiIiIiKhmeDrg38q0jIiIvESVhmVpaWkAgEaNGinOb9SokXRZWloaYmJiFJf7+fmhfv36im20bkN+H2ozZsxAZGSk9C8+Pr7yD4iIiIiIiNzi1IbpzswynesTERHVlDqzGuZLL72EvLw86d/FixdrepeIiIiIiK4ZTgP+3VkNU9GGybSMiIi8Q5WGZbGxsQCA9PR0xfnp6enSZbGxscjIyFBcbjabkZ2drdhG6zbk96EWGBiIiIgIxT8iIiIiIro61GGXO9GX4OJrIiKimlSlYVlCQgJiY2Oxfv166bz8/Hzs3r0bffv2BQD07dsXubm52L9/v7TNhg0bYLVa0bt3b2mbLVu2wGQySdusXbsW119/PerVq1eVu0xERERERFXAeTVMN9owObOMiIi8kMdhWWFhIQ4ePIiDBw8CEIf6Hzx4EMnJyTAYDHj22Wfx5ptv4vfff8eRI0fw0EMPIS4uDv/4xz8AAO3atcOIESMwefJk7NmzB9u3b8fUqVNx//33Iy4uDgAwbtw4BAQEYNKkSTh27BiWLVuGDz74AM8//3yVPXAiIiIiIqo+nkZfzMqIiMhb+Hl6hX379uHmm2+WTtsDrAkTJmDJkiX417/+haKiIjz22GPIzc1Fv379sGrVKgQFBUnXWbp0KaZOnYohQ4bAx8cHY8aMwbx586TLIyMjsWbNGkyZMgXdu3dHw4YNMW3aNDz22GOVeaxERERERFRNnCvLyr8OV8MkIiJv5HFYNmjQIN2SaoPBgNdffx2vv/66y23q16+Pb7/9Vvd+OnXqhK1bt3q6e0REREREVAOcV790pw3Tk62JiIiujjqzGiYREREREXkProZJRES1FcMyIiIiIiKqNKc2THeuI9uKWRkREXkLhmVERERERFRp6qzLavWsDdONzYmIiK4KhmVERERERFRp6jZK9yrLXF+fiIiopjAsIyIiIiKiSnMa7+/WzDL5aphVuz9EREQVxbCMiIiIiIgqzXlmmWdtmFwPk4iIvAXDMiIiIiIiqgKeT/iXb8LKMiIi8hYMy4iIiIiIqNIqtBqmwNUwiYjI+zAsIyIiIiKiKufWzDLZ11amZURE5CUYlhERERERUaU5Dfj3cGYZozIiIvIWDMuIiIiIiKjSnNowPVwNU2BlGREReQmGZUREREREVGnqSjK3ZpbJv2ZWRkREXoJhGRERERERVZpzZZlnbZicWUZERN6CYRkREREREVVahVbDBFfDJCIi78OwjIiIiIiIKs1poL9bM8scX7OyjIiIvAXDMiIiIiIiqjTnyrLyh/dzNUwiIvJGDMuIiIiIiKjK2YOw/Rey0e2Ntfh5/yWnbaxcDZOIiLwQwzIiIiIiIqpy9uzr8a/3I6fYhP/78ZBb2xMREdU0hmVERERERFRprgb8lxgtbl3HyrCMiIi8BMMyIiIiIiKqNPWAf3tbpVknBZNfhwP+iYjIWzAsIyIiIiKiSnNVWaYblnHAPxEReSGGZUREREREVGnqsMteWWbRrSxz3p6IiKimMSwjIiIiIqJKU4dd7mRfytUwq3qPiIiIKoZhGRERERERVZpTZZmHV+LMMiIi8hYMy4iIiIiIqMq5k30p2zCrbVeIiIg8wrCMiIiIiIgqzXnAf/npl7x1k5VlRETkLRiWERERERFRFfB8ZhnjMSIi8kYMy4iIiIiIqNKcK8s8uw4ry4iIyFswLCMiIiIiokpzGvDvRvjF1TCJiMgbMSwjIiIi8mJlZgvOZRbW9G4QlUsr7LJY9RMwZWVZFe8QERFRBTEsIyIiIvJi4z7bjcGzN2P9ifSa3hUiXepKMkEASkwW96/PCWZEROQlGJYRERERebH9F3IAAN/tSa7hPSHS59SGCQHFRrPyPKdAjW2YRETkfRiWEREREdUCDBKothEEoMSorCxTt2UKiu35JCciIu/AsIyIiIioFmCMQN7OaTVMASgqU4ZlRovV5XU4s4yIiLwFwzIiIiKiWoBVN+Tt1DPHBAAlJmUbpsms3IarYRIRkTdiWEZERERUC7DqhryeU2WZgGJjOZVlsq+tTMuIiMhLMCwjIiIiIqJKcx7wj/LDMkG5PRERkTdgWEZERERUCzBIIG/nVBimMeDfZLY6byRdn89yIqJqc+IPYNO77Hl3k19N7wARERERlY9BAnk755llbrRhCtpfExFRFVv2gPh/fE+g1eCa3ZdagJVlRERERERUaVqrYRYblQP+jWbOLCMiqlGFGTW9B7UCwzIiIiKiWoA5AtU2VqH8mWWK1TCvyl4RERGVj2EZERERUS3Aqhvyds4jywQUqSrL1DPL5E9rPseJiMhbMCwjIiIiqgWYI5C3U8/VEwSgqEzVhuk0s4zLYRIRkfdhWEZERERUC6iHpxN5G43FMFFcploNUx2Wyb5mZRkR0dVgqOkdqBUYlhERERHVAswRyOs5pWUCCtWVZao2THA1TCIi8kIMy4iIiIhqAeYI5O3U1Y8CtAb8O29jZ+WTnIjoKuCLrTsYlhERERHVBnxvS15OXRkmCCi3sky5Giaf5ERE5B0YlhERERHVAgwSyNs5h2UCim2rYYYG+ALQmFnGNkwiouqneIHlzDJ3MCwjIiIiqgUYJJC30xrwX2Qb8B8VEgDAubJMHgKrV9MkIqIqYrWUvw0pMCwjIiIiqgUYI1BtIwhAka2yrF6oPwD9yjLOLCMiqiYCwzJPMSwjIiIiqgVYdUPeTv0cFSvLbGGZvbJMHZYpvuZznIioWrCyzGMMy4iIiIhqAcYI5O3Uz1Gj2QqTbfVLl22YsoCNlWVERNVEXllm4MwydzAsIyIiIqoFWFhG3mLbmSuY/NU+ZOSXKs5XP0eLZCth1gspvw2Tz3GiKlCaD6x7DUg7on25xXR194e8AyvLPMawjIiIiKgWYBsmeYsHPt+NtcfT8ervx1SXKJ+jhbawLNDPB8H+4mqYzgP+ZV/zOU5UeetfA7a9Dyzs53xZQRrwTjPg1ylXf7+oZgmy116+1rqFYRkRERERAQDWn0jHhayimt4NqiVScksUp9XHX/awLDTQD/6+4mGHvS3TcR35apjVsJNE15rUQ64v27sIMBUDB7+5evtD3kGwlr8NKfjV9A4QERERUfmqO0fYeiYTk77cBwA4/85t1XxvVBf4+Cjn3qifo4Wl9rDMFwF+YlhWplNZZmVaRkRUPeRtmAzO3MKwjIiIiMhLKYefV2+QcOBCbrXePtV+285cwYojKdJp9Yhop5llRltYFiCvLHM9s4wD/omIqol8wL/A+WXuYFhGRERE5KWsV3H4uQ8XxyIdx1Py8cDnuxXn+ZSzolpBqaMNU6uyTD2jTOCar0RE1UNeWcZh/26p8pll06dPh8FgUPxr27atdHlpaSmmTJmCBg0aICwsDGPGjEF6erriNpKTk3HbbbchJCQEMTExePHFF2E2m9V3RURERFSnWaxXb56TuqWOSG72mlNO5zm3YWoP+A8J8JUG/JeaHAdp6uc0uzCJZAozgcM/AKbS8rclKo/ANkxPVUtlWYcOHbBu3TrHnfg57ua5557DihUr8OOPPyIyMhJTp07F6NGjsX37dgCAxWLBbbfdhtjYWOzYsQOpqal46KGH4O/vj7fffrs6dpeIiIjIK8lbL6s7RyinSIiuceeuOC/8UF4bpn1mWVigH4IDxM/oFWGZ0/WZlhFJvhgOZCcCNx4Ghr1Z03tDtZ2VbZieqpbVMP38/BAbGyv9a9iwIQAgLy8Pn3/+Od5//30MHjwY3bt3x+LFi7Fjxw7s2rULALBmzRocP34c33zzDbp06YKRI0fijTfewIIFC2A0Gl3eZ1lZGfLz8xX/iIiIiGozRVhWzUGCwSn6oGtZYZkZZzMKAIjPPfXKl4BzG6b6GVokVZb5IchPq7JMeQ3OLKNrjiAARhcrEGcniv+f+OPq7Q/VXfJqMisry9xRLWHZmTNnEBcXh5YtW2L8+PFITk4GAOzfvx8mkwlDhw6Vtm3bti2aNWuGnTt3AgB27tyJjh07olGjRtI2w4cPR35+Po4dO+byPmfMmIHIyEjpX3x8fHU8NCIiIqKrxnIV0wN2YZLc0NmbMfT9LTiQnIPsIqPTKpYA4Ktuw1SFX/YB/yEBvggKEMOyEr3KsirYb6JaZflk4O04INO5zZmoSrGyzGNVHpb17t0bS5YswapVq/Dxxx8jKSkJ/fv3R0FBAdLS0hAQEICoqCjFdRo1aoS0tDQAQFpamiIos19uv8yVl156CXl5edK/ixcvVu0DIyIiIrrKruaAf7ZhklxavjgnafWxNKTkas9MKu85Y3/+Bvn7SDPLSoyuZ5ZV94qvRF7nyI/i/zsX1Ox+UN0nryzjzDK3VPnMspEjR0pfd+rUCb1790bz5s3xww8/IDg4uKrvThIYGIjAwMBqu30iIiKiq80qH/BfgbqbglITlu29iJEdG6NJlP77MHlLnSAIMDA9I4iB1mWNFkwATs8RV1lXgJ+PbMC/4yDNKRxjVkbkjCEyVQWBq2F6qlraMOWioqJw3XXX4ezZs4iNjYXRaERubq5im/T0dMTGxgIAYmNjnVbHtJ+2b0NERER0LbAIlVsNc/rvx/HmihMY89EOxflGsxULNyfiZJpjxqs8+HhkyV4s2nrO8zukOsdqFZCapx2WWVRzb1wFuoF+vgjSWA3T6b40nuR/HUnF8RTOIqY6ztMPJ4xFwLFfgbKCatkdqoPYhumxag/LCgsLkZiYiMaNG6N79+7w9/fH+vXrpctPnTqF5ORk9O3bFwDQt29fHDlyBBkZGdI2a9euRUREBNq3b1/du0tERETkNeThgaUCadnm05kAHC11dp9uScQ7f53EiLlbpfPk46c2nsrEmytOeHx/VPcIgDTcv0FogOKyMpN7rTyBssoyxcwydWGZ6vSB5Bw8ufQAbp23FUQk88ezwI8TgJ8na1zIqmDSwMoyj1V5WPbCCy9g8+bNOH/+PHbs2IG77roLvr6+GDt2LCIjIzFp0iQ8//zz2LhxI/bv34+HH34Yffv2RZ8+fQAAw4YNQ/v27fHggw/i0KFDWL16NV555RVMmTKFbZZERER0TZEX7lRk2L+rof27zmVrbMsDLHJmFQSk5Ilha6uYMMVl6qH/rvLcQD8fBAWIhx2lJou0EIC6Ek1dWXY6jVUzdI3w9MOQIz+I/5/+q+r3heom+RsKtva6pcpnll26dAljx45FVlYWoqOj0a9fP+zatQvR0dEAgDlz5sDHxwdjxoxBWVkZhg8fjo8++ki6vq+vL/788088+eST6Nu3L0JDQzFhwgS8/vrrVb2rRERERF5NUVlWobBMOwArtq1SKMesjLQIApBhq0xs2TAUe5IcQavRzbAsQNaGaRUAo8WKQD9f58oy1fX4nCSqarJfKqsV8Kn2RjPyFgLbMD1V5WHZ999/r3t5UFAQFixYgAULXK/40bx5c6xcubKqd42IiIioVpEHZFVZWVai0T7HD5pJi1UQUFgmHljFRAQpLiszW2C2WHE+qwitosNczueXt2ECQKnRFpapthNUT0ID28mIqph8iWULrsJUJvIWVrZheoq/HUREREReSl5ZZq5AWOZqRcsSjcqyioRxVPcJgqMSMTpcORKlzGzFv346jKHvb8HS3clOYZddoL8P/H194GdLb0vN4oGauu3S6erMyoiqj9X57wDVYaws8xjDMiIiIiIvJc+vrBWpLHPxTq/Y6PxGWWslworcJ9UtVkFAka2yLDpMNeDfbMXyvy8DAD7elKhTWSZWlUlD/m3PP/VTTv0cZFZGVNXkbZgMTK4pglX7a3KJYRkRERGRl5JXe1WksszVzLISjbBM6/aNFr6hvtZZZZVlDcOUlWXymWUhAb7OQ8dsAv3EQ45A9YqY5cwskz9/GdwSVQV1GyZdM9iG6TGGZUREREReSqjkgH9XlTlSWCGjdfsmhmXXPKtVkCoR1WFZmdnxPAoJ9HNa3dIuwBaWBdtWxLQ//5xXw1ReT571mqx8LlJdVgNhMAOTawsryzzGsIyIiIjIS1kqG5a5qCyTV5GZbYGYdljGap5rkTykLZYFqw1UbZjy50dogC9csVeW2dswS03abZhOA/5lT18zn4tEVYth2bWFlWUeY1hGRERE5KUquxqmVlYmrwYST7sOy+RtdnTtkD8XCktNAMTnUmiAn8vrhAT4uVxR1T6zLEgdlqm2U19fvhomwzKq267ShD5FYKIx4J/LItddigH//NvuDoZlRERERF5Kftxi1mlD23w6EwNnbcTuc1mK87VmluUWmxSn7cGF1oB/tmFem+SVhwWl4gF1iL8vfHxcH9CHBvq6HvDvLx5yBEkD/sXnldNqmHBdWcY2TKIqIA/I1DPLLCbgkwHAjw9f3X2iq8PK1TA9xbCMiIiIyEvJK3ysgnObmt2EL/bgQlYx7vt0l+J8rWwjp9ioOG2vLOOAf7JTVJaV2cKyQNdVZYB+ZVmAr3ttmOo8TLHABSvLqK5R/AJU4fNbnjI79TrLfsnUrXgXdwNph4Fjy6tuX8h7CGzD9BTDMiIiIiIvZVEd6HjaiqlVWZZT5KKyjG2YZGPWCMv0ZpIBgJ+PweWAf3tlWbBqNUz19urT8v1glSPVOW63wnkYpMn/bqjvQ68Nk615dRsryzzGsIyIiIjIS6krybSqv/RoDfj3pLKMAcW1SbOyTGdeGSA+f8qfWSYeetgDWnUGoH4KygNcT5/7RF5PEVZV08wydQWRu3Or2PZc93A1TI8xLCMiIiLyUuqsSmuumB6tNsy8Eu3KMu3VMPmG+lokn4+Xb3u+hJRTWWaxWl3PLLOvhhmgP+BffYbWqq1EdYYiLNN7bfcwSJN/SKKuHpOf1hrw785lVDspWnD5euoOhmVEREREXkodjrmqrgnw035LJz9mKjNb8PP+SzibUajYptSkPWxdvA7fUF+L1LPyAMfMsu7N62lexywO1dO8zD6zzD7gP7vIhPfXnsaJ1HzFdurnoEXRhsnKMqpj3J4bVZk2TNV9WN2cW2U1ub6Maie2YXpMv56aiKiWEQQBF7NL0LResO6qXUREtYF6jpj8tCAISM0rRVxUMIL9fTXnixlkFQkLNiZi3vozTtuUmcU3zdptmAworkVaw/TtM8u+ntQLZ9IL8dwPB3Eus0i6XB5sGQyO4/UAXx/p77E9LPtie5Lm/arvVVFZxkoIqmuuRvWW01wyvcBE9r7ZwrCszuGAf4+xsoyI6pRvdidjwKyNmPb70ZreFSKiSlMP+JeHB3PWncGN72zAbwcvS4PT1eSfGaw4nKK5jVRZphWWsbLsmqTVkmufWRYS4IfO8VEI8lM+58xWx3j+iCB/6fxAWdWjq+epdBuqVkuLLCBjSzDVOYpKn2paDVMdMusN+JfH1WzDrHtYWeYxhmVEVKfMXHUSAPDNruQa3hMiospTZxbyEMNeJfafn49Is6DU5AP+Xa2kqVdZZmRAcU1Sh7QAEBqofI7ZV7iUrmNxDPiPDPbX3K68sKzIqDyAM7MNk+oyoZrCMsUgd702TNXru2KmFcOyOsfdxR1IwrCMiOoWvpcmojpEXe2lFXiVmi1SexvgehC6q3lnZXqVZQzLrjkmixWZBWVO56tXw7TPIbMTV8MUn0MRwY5tA2UVaE3rBSuuoz5dUKps/bLIAjKt1lCiWk1v2H5l2o71blfQqSyzyE6zDbPukT+n2IbpFoZlRFSn8K00EdUlegPP7QQBCJJV7+SWmLD/Qg6MZqvi+q7ChlJbZZlWNZHRbEWpyaIZpFHd9NhX+3D/p7uczg8NUFeWKU/LV8OUV5b5ynqBh3eIRccmkdJpg2q0aEGp8uBd/pw0cWYZ1TXuhloe367ObCr5/ThVnZm0v6a6obzKsvPbgNUvA6aSq7dPXo5hGRHVKUJVlrETEdUwdThmrw4rNSkPcuSbzVx1EmM+3oGZq04qAjL1gPSGYQEAHJVlWpVnucUm9HprnWZ4QnXTvvM5muerW31zioyK02Jlmfi1fGaZvDrRx8eApZN7o13jCADKyjEAKDZaFM95+desLCOvs+kdYO/nFb++3vywylT+uN2GqROkWdiGWeeUtxLqktuAnfOBHfOv3j55OYZlRFSn8K00EdUl6soyk8WKi9nFyMhXtsklZzlWJfxh3yUAwKJtSYqwwT7I365hWKDtfPFNs1b12KbTGcgvNWPP+WwAwE/7L2H1sbSKPhzycvmlJhSUaR8khwYq2zD7tWkIAGgcGQRADLPszyB/WYtmmWqRiIggfzwzuLV4HdtzLkC2CEChrLpMsRomW4LJm1w5C2yaAax4vuLzxnTDskqEVXqhiN5cMnnrJWeW1T2KEFXn9TQ7sfr3pZbwK38TIqLag4VlRFTbLdyciBWHU/HlI72cBvy/teIENp/OdLpOTrF2y4y8da1QFYJEhwfiZFqB1IapVVkmr+a5mF2MF348BAA49/at8PExOG1PtVtKruv2mxBVZdkLw67HuF7NcORyHp5aegAW2cwyeXtlmcm5gsH+3LGHuYG2cM1otqKgzITIEH/F5QBgYisweROT4wMKmMsA/yDPb0PREqketl+ZNkx5e6deG6beSplsw6xzFG2YnFnmDlaWEREREXmRd/46iSOX8zBz1UmnNsyjl/M8uq0yk+tPj6NtlWV6A/7l938xp1j6utDIqoO66HKO67AsVDXg39fHgPj6IdJMMnWbr526sgwAfAz269ieXwYgIki8ffncMkUbMSvLyJv4yH4fTMWut9OjN2xfHlx5mhO7e7tOl8kCMrZh1j3ltWFK+EGYHcMyIqpTBDZiElEdsTsp26kNM6fY6GJrbZd1KoWiw21tmDoD/u2XAUBWoeO+81xUslHtpldZFh6k3ZDip6oSA5SHWloVi/YuTXtAawAQbptzJg/LLLIAjjPLyKvIq7KMRa6306O7GmYVtWGqK4gEncDEwgH/dZq7bZjqlVeuYQzLiKhOYRsmEdUVSVeKnMKyquxEs7e62WeZaa20KQ8uUvMcQUpeCQ+k6qLLuaUuLwtzEZY5KsscA/4N5RxsqSvLDAYDwmwz0QrLHM8ts6INk5Vl5EUssg8uKrp6oLsD/j1tmdMd4q9zu3rhHdV+ip+93uspwzI7hmVEREREXupcpnbFQv1QcSXLBrb/KyLIT5xBZW+T0wrL5KFYiixIyWVlWZ2kV1kmX+FSzs9HPJywWAWpuru8Qy17WGZ/zvkYHJVr8oBWHhazsoy8ilkelmm8TmecBC7u1b8Nd1em9DS40qsec3dRAQtf4+scvecFaWJYRkR1Ct9Ke48jl/Lwr58OISPfdaUCESmpA6sz6YWa2/30RF8sebgn7usZX+H7CvQX3wbaV8PUapeTh2XyyrLcEs/aQal20GvbddWGqVVZVl5app5zZjAYNMMyeUBm4syya8O2OcB3Y70/rJFXlhk1ZpZ91Bv4fChQoLN6sN4gfr25Y2rqtgq32zDVA/5ZWVZrXDkDFDov9qOrMtWK1yiuhklEdQvTMq8x5uMdMFqsSM0rxdeTetf07hDVCiWqlQPlM8PkGkUEoWV0GA5fUg78H9U5Di0bhqKwzIzPtyXp3pe6skxrwL/8GCw1zxF8sw2zbtKrLLO3Sar5+dqCL4sVjqzMgLjIIKTklSJc43r2yjLZfH+EBWrNLJNVlnE1zGvDuuni/yf+AG4YXaO7okvRhqkKy+QvnNnngPBY7dvQnVnmQRWQYAUMstVq3V0NU32f8oDS28PKus5iArbOBloNBuJ7KS/LTQbm9xC/nu7Boj/uVpaxC1PCyjIiqpXWHk9Hn7fXY9e5LMX5HPDvPYy2KoDdSdk1vCdEtUexapXJUpPzG1pfHwNCAsQDowA/5Vu5F4Zdh+duuQ5xUcHl3leQv3gbpUbXA/7l2IZZt5ksVqS7qAT28zHAz1f7sEF7Zhnw1aReGNa+Eb57rI/TdXxUB2MGRRum9swyroZ5jTFqV9V6DUVlmaoN01wm207ntbKqwjL1dd1eZVMdpMkH/GtUluWnAjnn9feFqsbez4FNM4DPb3G+7NK+it2muwP+ScKwjIhqpclf7UNafike+mKP4nwO+Pc+RjP/IBO5q8SoqiwzOf/+RAT5SQPUA1QBhj3QUIdodvVDAxDo54P/u+U6KZzIt4UTWjPL5K4UOg4A81lZVuek55e6XEDCHqxq8Xcxs6x1TDg+fagHbmgS6XQdX3VaBgMibM/HK4VlePq7v/HDvouK56SJM8uuLVV5MF+cDWx9H8hP8ex6phLg2/uA3Z86X6Y34N/iZlgmf4x6FWDltcw5BWLyUMSD1TAVAZ1qvwUBeL8t8EFnoNSDaiaqmIxjOhdW8LVQ73mheC6wtMyOYRkR1WoMYoioLil2CsucD5Iigh2D1v1VoZi/LYQIdBGW3diqAY5MH46nh7SRFgnILhIP+soLy+RYWVb3XM5x3YKpF5bJK8vc5aMKywwGx2qbP+y7hD8OpeBfPx2WZpqJt2+FIAh4d9VJfLXzvNv3RbWI/BPPqgzLfpsCrH8N+Pou/e3UM7yO/QqcXgX89aLztnoD/hWVZWVwSS8Q060605k1pr4t3Yo1vTZMneH/uRdBbkreBSwaClze79n19D79V/yeeBCc6c2rkz9ntVYzNpWIj+UaWxiAYRkR1Sn83Nk7CSz5I3KLOiwr0/hAQL4qYaCLyjJXYVnDsECp6iwqRLyd3GITBEHwLCzjgP86JyVPLyxzfchgn1lmUbVh6vFRbSCuhum82maJrLLSbBFwLCUfH29KxLTf9KouqNaSV2tVZVh2Zo34f+ZJ19tkJQIzWwAb3nKcZ5A9702qFmW9Af9m2bZlOu2keoGYbuClE4A53a46WJO3YeoN+Fd9IGLWCf3ItS+GA5f2Al/9w8Mruvn32JOFGPRacOXPZ63Ksh8miI9l53z3768OYFhGRHUKQ5mra8XhVDz5zX5kFZbhWEoeZq46KVXCyAsHqnMYuCAImP77MXzNSgOqA5zbMLUqyxwD09XtlvbgwnVYFiB9XS9E/NposaLYaPEoLOOA/7pHPpNOzdXzCZBVlslmihnKaePxVYVlBhg0V9u8kOWo2DFZBGQWOA7Yy1wsfkG1mDxk0no/V5AGnF7t+cwN34Dyt9n8rtheuGWm47yAEMfXeZeU2+sN+JdXnZXlu75PvSovdaglf8yehGcetWHqDf+Xhyl1+L32+jeA78dXfQWV3vPAU/LngichpqATlCrahTV+vmdWi//v/sT9+6sDuBomEdUp8pd3q1VwavUgzy3YeBZ/J+fi4we6wV9VxfLRprM4lpKP2MggLN5+HgAQEuCLxwe2Usy+uZRTgqgQN96sVsCB5Bws2SHe94N9W1TLfRBdLeoB/+rVMQFlZZk6LLPPjwr0026baxgWKH0dEuCLAD8fGM1W5BQbyx3wL8c2zLrnsm0lTB8DnGaX6bVh+vnIK8tsM8vKqyxTZW8GAzQXpbiQ5QghzFar4vehqMzi8nlOtZQ8ZNKqmPmoL1CSDYxeBHS6x/3b9fUHynvJMmgEwvIgIvc80LC147TugH9Z6Ke3UIG7A/7tp339XGwrb+cU3K9K82Q1TPljqssrZW59T/z//Dag5cCa2w93/xxbPKjy1ls0Qn476hZchWvruIqVZURUp8iP9Uzq0nOqkFmrT2HdiXSsO57udFmK7eDq293J0nkXsopRWKr8Q3vwYi4+WHemWqpR5G1rXC2Najt1OKZVWRYpm1nmPODfNvjfRSVQA1lYZjAYUM/WiplTZPKosowD/use+8yypvVCnC4LdnNmWUXbMA0AusZHoVl95/u2M1kE5BQ7DuiKyjxoP6LaQR7IqIfmA2JQBgCnVnh2u+5UlvkFOp8n35+cC8rL3B3wr9uG6WaVl/q0blim03YJlDPkXec+FHPYroE2/KvRdpp5GvhkAHDiD40Ldf4ey382nvwsBDfbMNUtuHJaL+4FacDaV+vkSqkMy4iozjJz5SxNFquA1/84jpeWH0Fipv7S7PKDkVzVwXGJ0YIcW3WJfK6Sr49BWl3P7pVfj2LOutP490+HXd6X1YMDdTl5tVt+KQ+eqHZ6/Y/jGPnBVqTnK1vhNFfDDHZdWeZXzoB/eRsm4GjFzCk2ejizjGFZXWP/8KNFw1Cny/Qry8TnmtkqyA7vymnDdBrwb4DBYMAXE3uiUYRGaAHxw5CsQscBXSHDstrNYtaoXpIFFFphmXRdD19/3AnLfGXPO3tljXwfclVhmVmvDVP2OPQqy9xtifRkW/Vlum2Y6tBNp7JMHqaYXbds12qKiioP3pNePgCsegkoyfXs/n59Akg9BCx7wPkyvUpv+fffk1BPHpSqCwoUVYV6AZzGa/uPDwPb5wJf3en+vtQSDMuIqM4yscpI09rjafhiexK+25OMuz/e4XSAvPFUBr7fkwyj2Yo02YG7/BN9AEh1MQw6Na8UBS5Cq1XH0jTP338hGx2nr67Q3DH5z5nVLlQbGc1WfLE9CSdS8/Hjvkua2zRv4Ki4kVf5yMNiPx8xcADca8MEKh6WFRstTjOjcouNirBv+u/HMGLuFlYA1QIWq4DkbPGAv6VGWObOzLLKDPi3ax0Thl0vDcEbd3ZwusxsFZBV6Dgw5POqFhMEsaJmXlfVQbrswN+sE5Z5WvXj67x4hCQrEZjTEdi/xHFeaZ7z/eQmK66m34bpbmWZmwP+y9tWb0ZZRYf/61WW1dVh/xUNAT+7Gdj1EbDuVc+uV3TFve30Vq70qLLMqv21+nb02jC1XrqTd4j/a1WWmUqAbXOBzFNu7qR3YVhGRHWG+kDPxMoyTZ9uOSd9nVNswjlZdZnFKmDK0gP4z/IjGP3xdqnSAAD2nc/BgeQc6XRqnvimomV0KG5oEiGdn55fqhtaaR2QrzichiKjBZtPZzpddjwlX/egSF55o65oI6oNTqQ6Bv/KZzTJ9UloIH0tD67llWX2Fkz1+XJOYVmoY0VMd8KyqBB/qXotu0j5Jv2ehTvR790NUmC2ZMd5nEwrwF9HtUNy8h4puSUoM1sR4OuDltGeVZb5y553ZttBXXlTbdTjROUzzAwGA5o1cN4Hk8WKK0WsLKsTTCVAxjEg7yKQneQ4v7w2TDuLi7DG1VB2eWWZumJn9ctAXrLyNktynPdHtw1Tr7KsQHufAM9nltlVNEgr73bkweU1GZbJHldFFgxLP+7hFfTuQ3aZOhCzVPBn4W4bpqeVZXq2zBJDxAW9PLuel2BYRkR1htGs/JTkWqwsK291sMu5JTiQnAs/H4NUqXI0JQ+n0gpwMi0fqXkl0gywo5fzse2M41OvDSczMPqjHTiWIn7iag/SmkQF4/MJPfHMYHHwbWpeqdQO2a6xI0Sz02r9PHwpF4B4wJ6cVYwRc7fgh30XcSA5B7fO24r7P90lDY7ek5SNtDzHG1j5jKf8Eh48Ue1z8GKu9LXRxeuWv58BL41si/AgPzzUt7l0vrzix1+WOLiqBAoOUIYe9oU3souMsLpxcNCvdUM0sLVyylvi8ktNOJNRCJNFwK9/X1a8HmvNXSPvctb2upzQMFQzGNMLy+QtlWY3qxOd2jBVB2DyuXzSbVvUlWV8XtVa8iBMftBemTbMfYuBt5sASVudL5OHZepgSyt4s89Gk4dleRdV16vumWU6p3XnmVVXG2Y5AY3VApRW4YqPNUGxiEEF5rKVV1KrppuVycMy1fe7opVlugP+5UGphzPL9FzY6dn2XoZhGRHVGeqDzGstLEvOKkbX19fi1d+OutzGHjI1igjCzdfHAAAOXMjF8LlbMGLuVpxIVX4C+ndyrtNtbD8rBmj2yrLGkUFoFBGEyQNaAgDySkzIKLDfj/PsmUMXc2G1Cjiekg+zxQqzxYqjtgAup9iImatP4mRaAf7102HssN3Xkct52HgqA38n5+DeT3Zi8OxN0u3JD8RZWUa1RdKVIikklodldurB/b4GAx4f2AqHXx2G1jHhju08rCxTsw/4zy02uhV0DG4bg/qh4u/1FVlwIa9C3XAyQ1F1dq29FtdGiRniAX2rmFCn5x4ABPm7fj75yUJa+yIrHg/4V22vtaCAyWLFlUIO+K8TTLK2RaMsvFKEZdpVtk7b2f35rNi6+e29zpfJn2DqQMfHz3l7rcqyokzlnDJ32zB1V8N0MwBTn9ZrrXQa8K9TaabboqkzT06rXfGrO4F34oG8y86X1RaKWWAVacn0dKVInb+58p+jWRWIVbgN093KMr330lX4GGsBhmVEtdDfyTmYv+EMV/5Tca4sq90v0J76ZEsiio0WfLnzAvadz8auc1nSc6TEaMGwOZvxyJK9AICG4YG4oUkkAGCtbJXLVap2KXnbpd15W5uYIywLBgCEB/kj1Fa1cjq9QDrvldvaAYC0ytne89n4YnsSbp23Fe+tOY0zGYVSK2VeiQm5xY4/0vIDowUbE7HzXBYAcV6SvdKsTBaWVcdqm0TVYfDsTbhj/naczSjEIY2wLEJVWWOfRWZQpQryYMPPt/zKMjXHzDJHG+ZNrRtg9j2dnVrlAGDgddHSIgHyyjJ5WLbnfDbOZDiCd/l25J3sFb+to8MUc/AAMWeY3L+ly+vKq8Tsf3fVlWJqPk6VZUpa4ZxJNbOMbZi1mDwgK5OFV3qVZRadqic5rZBNHjaUqdoi9cIykyowKUiV7YObbZjq+5NThFzlVIS522rpSRumeluLzn0oAhqNsPK8raLv2HLny2qL8gLB8hg8jFbUwaacRef7XeEB//KwTD2zTH5/VVhZpvcYda8niAsHrHmlYtevIhqvDkTk7e76SBykGBroh4dvSqjhvfEe6uqFa6WaQRAEpwPouxeKZc8DrovGlw/3xPqT6Tid7vh0MzosQJozJh/i/9fRVMXtaFWaHLssVoHZB/w3jgySLouNDEJiZpF0XxFBfnjkpgTc0SUOJ1ILMOGLPdh25gp+sA0xX7g5EQkNHYPLc4tNivk3R233BQD7L+SgU9NI6XRmQRliIoJUbZgMy8j7lRgtUofF6mNpOJ9V5LRNVIi/onJL3bZm569ow3RsE6jTNienNeB/xl2d0KxBCD5Yf0Ya+j60XSN0iY9Eg7BANAi1hWVFjv27nOt4HREEsWLV7tyVQiRmFqJVdJhb+0RX31mpsixMUZX4aL8EvDD8+nJWw9SYWVbO8ZSvU2WZ8rTW/ZWaHCswA6wsq9XklWXyMElvZpn8tFY1jcHH9YG5fLGAMnVlmcZzu1ijDRMQw7J6tjZ4eQBnVIdlsuvptWHqtkTqrYbpSdWZTgjnVIUmDyTVQdq1MLNM/vyrSFjmaZCkt+KlfPXRKmrDlP+8q3I1TN37rGDhQupBR/B6yxuef2+rCCvLiGqx7WezanoXaoTg4oVXXVlmvgYqy85lFqL32+uxcHOi5sH0ltOZWHkkzaniqmFYIFpFhykOcgBI88rUQ8DlTqYVoNRkweFLYpDVQrZymr3K7HiK+GY0PMgfPj4GxIQHoWeLegjw9UFKnvINiP12ADGcS5EddO+7oKxsW7rLsRrVBdtBvHzA/6n0AuQUsYqFvJu9TRkA/jycCqsAhAb4YnDbGOl89cwmV2GZq8oydStdp6aR+PTB7k7Xj7K1YeaVOCrL7F11TaKCpe3mj+uKqYPbAAAa2F4fXFWWAcDxVMfv9cojaRgye7PmvELyDklXxPCiVXSY4gMLP18f3aAMEKvE7McxZqmyTJ/66exUWaaxmmtmgfKAsdDIsKzWkodL8jZFvTlg8tNaK2VGNnV8vWWWst1SHi6UOl6bAJTThqkKKfJlLYaKfVV94KFo0XS3ssyqDDAqOrPMowo1T9ow5eGNTpBU0XDEGygqy3Rm5rniaWWZXoui3vy0igaXuos76LRhyp+XVV1ZZizWfs6UF45fJQzLiGqBYyl5+O2g+Aea85lcDxBWV5K5GpRdl3yy+RwyCsrwzl8npaBL7YP1p3E5R/lHv2FYIPx9faQh/2q9W9ZXnH58QEs8NagVQgJ8UWa24uudF5BdZESD0AD0aF5P2s5e+WVvj4kIdrwJDQnwQ7fmUU73pZ6Ldird+Y3lEwNbAVD+TI9dzsPUbw/go01npfOWH7iMW+Zs1nxMRN4iQ3bQb18Js2V0GG5s5VjxMsqpDVP7tlzNJpMHHv6+Bvw+tR+GdYh12i4sUPwdLSwzSwP+7TOo4mRhmbytUxrwX+Q6LDuW4jzoWd7yTd6jzGyRWt7jooKVAayLkFbNvp3UhlnOAZVTG6Zq80CNNswrqrCMlWW1mPxA2N3KMnl4oTVI3s9R5Y4NbwK7F2rfrrotUivg2DIT2D7POTDJd9WGadvu5Erg+G/uV5bpVX3pBlmVqCxztw1THZgoWv9U4YXiPmpzWFbB9saK0guS9FYfrYqZZZ4M+FeEo1U4syzvMjCjCfDDQxpXk31v1DMBryKGZURe7mxGAW6btw3//P4gjlzKQ7qsZS4tryLDJ2u/MlUFmTS76hpcDVN+QCF/bgDA5P4J8PUx4HR6oTSU384+c8hVW1Sflo6D9gA/Hzw9pA3+NaItWkaLVWQLNycCAG7t2FhRzTLo+hjF7cTXU4ZxN7Vq6HRfx21hgdZQaUA80B/VubHT+dP/OI4/D6cqKssAcc5ZiYvgkMgbqH9XAXEVwptaO34/QgKV1Q7qtjU7eYglX81SHlboDe4Ptd1PUZlZ2s5RWeY4+JTfXsNQe2WZ+Ib9w/Vn8NvBFPEyW9XZpRznT+W5KqZ3ysgXf44Bvj6oF+KvaO11VdGo5iuFZe793S2vDTPQz8cpQCtQhWNcDbMWc9mGqTPg36RqpVS3kakPqE/8IbuuPLxSBW2u2u3W/s+xP8G2DxDzUxyXq2eWFaQD348VD/ztbZyAGDy4Cl4qOnuswkGaFYrwwpOqM4tOZZliddPaHJa5uRqrnDxkUr9oqZ+jarptmDqVZRVdtVN3ZpmLxSvU91eVraZ/fyPux4nfnS/TC86vIoZlRF7IahVQZhZf0P673LGy4cm0fEWLWnJ2MR5evOeaG2pepjrgsodk6jfpVd2GWWK0eN3BXkSQo/pEvaJe29gIdLdVfR26pGw7sLdRtYpxhGX22WOhAb64SVbhMui6aKn6xH4gbK8oGdq+keJ2uzWLUpwerqpk6SarQpOrF+IvBXFqTeuFoFV0mEd/n+WznrxNidGCN/88jn3ns8vfuI4pKjNzYRI4wgm5ltGhuL6RbJVLVXisXj3QTj6M3dV7Ur33qvbf7YJSs7SdPchoHxepeR15ZdmJ1HzMXntaukz9GiB3IUtndbta5Ex6ATaezKjp3agy9vA2JiIQBoNB8Zxyt7LM35awujuzzGk1TNXlBoNBsxVTjgP+vZy5zHVYoBjw7yos02nDFKzOq0yqT5fm2rYVlG1r6soyvVU37ffZQKxuR4GLsAxQDraXLwQAuK4u013VsoID/tUhiN4KiE63o1ddpFPppP7Z1FbySkJ3K8vkzx91laJiML/Wi6I8uFT9odatLNOZZ6ZH/rPRbcNUL+4gC67UzxmP7lP1GNX7ICcPv/V+R6sZwzIiL/TgF7vR/92NKCg14dClXOn881lF0lB1u42nMrHyiOOPsiAIblfV5BQZMWPlCZzN0Jmn4CGrVZDm3lQXdQWZIyxT3m9VVpaZLVbc9O4G9Ht3Y7U/Pj15JSa8+ttRqXVLfrBQUKr8A9akXjBuVlV62dlDL3ll2Xv3dMbOlwZj9XMD0LyBI7i6WTZHKVo1yyy+XrDitJ+vD+7uLs4NeePODk4tYvIB/crzo6RB42pdm0UhyN8XcZHBmpdrySwsgyAIeG7ZQfzz+79dzrmrCQs3J2LRtiRpEYZrRWpeCW56dwMmf7WvpnflqtJ67qXbZpY1inD8PiU0DIWPjwEfju2K+3vGY+QNyqBZ3bZmJ6/8sVbgeW6vLJO3cdvbMIe1b4SJN7bAu2M6Kq4jn1n2za4Ljn00AL0SlC3ccva5WLXdLXO24OEle3FE9SFEbZVuC29jI8QPTORBra+vm5Vlvso2zPL4qI5AtMI1rRUx5diG6cXKCoA5NwBLx2hfbnIxs0zRBqcTlgHOs8fsAdyoD8T/c5PFbdRVUOoWTlcH4oGRjiCinm0xLXllmboV8dD3jq8LVWF62iExOFQ/Bt0qsIpepg7E9Oag6Q1512nFU6/OKK8UrMEqoEqryMwyvaBQfpnWi5z8b7beXLKqqiwTdJ4LegP+9VpwPblP9e+ieh/k5AEzwzIisis1WbD9bBYyCsrwx6FURTB0Kq0ARy87z2k4meo4b+Hmc2g3bRX2JJVftfLKb0fxyZZzuP/TXVWy7yaLFcPnbsHoj3dUazjhFJbZqr3UA/6rMixLLyhDdpERVwrLkFN8dQdNbj6dicGzN2Ht8XS8/MsRfLnzAu61BS3qgEyuSVQwblFVftlFh4vBlLyaKy4qGI0jg9G0Xgh8fQyYcnMrjOgQi7u6NpG2aRiuDMsaRQRBbfodHfDD433xQJ/mTpeFB/k7nQcA9/WMlwaNA0CvFvXx59P98MPjffHO6E4AxDBBTl6Fo5ZVaERafil++fsyfjuYgsu53vPm7WSaxqyVa8Anm88ht9iEjacya3pXrhqrVcDdC3di7Ke7IAgCPlh3Bm+tOC5Vlt3fs5m0rT24HtU5Du+M6SSFWHau2jDlKvKyGxboPNzaHmT4+Bgw/Y4OuE+2nwCk1TAv55bgl7/FeZrPDGmDzx7qgfaNI1ze18m0fCS7qC5bfuAShszeJK3KqMdagx9YyP+2HU2p3WHZiz8ewrjPdknz5hrZqosD/GQD/j2cWWb/MMlQzlwbdXun1vblLSxgD8s2ncrAltPe8bqSW2z0qg9nakzSVqAoA0jcoF1dZnSnDVNnZhmgDMvMRkclVPt/ABG2Yf/px5wP0NVtmOqVLB/6zbGdurIs54LjhdYeKPjY3rukHnTcRpHq+bjhTWDp3cDstqoWTb1WS3WFmDzoqGCQVu7wf715ZjrVTPKfVQ0GG5VWkZll8serbumV34Zg1aiskv1MnZ7vOmGZ3s9Cj3q2nKuwTl1VKH9ceos7aJLdh/ox6oV38tcI9e8oIO67q8rVHfOBL+/Qvp6HGJYR1YDZa07hE9vMJzX5Qf0x1RvxdScy8MX2JADAU4Na4aWRbQEAJ9IcbzTeXXUSAPDOXyfK3Y9NtjaSK4VVE/4cvZyHMxmFOHQxt1pbQ9WhmKs2THc/4XZHgWwxBa3H9svflzBz1Um33iSbLFZczHbvBfxidjEmfLEH5zKLMGv1Saw/If7MCsrMEARBsV9qsZFBaB0Thmm3t3e6TKuyzN6Gaffi8LZY+GB3xQGLfJXM8EA/pwN6QDz47pVQ3+WA56a2ajRfHwMGt43Bpw92x60dGyNKVlnWtnE4bmgSiV4J9aXqtHqhjsu3vHgzlj91oyJgk7tSWIZzmY4/tJWpaNl4KgNPfL1fms9UWdfqcZS8Srb4GlnFLrOwDPsv5GDnuSzsScrGnHWn8dnWJGywvfY2bxCCbyb1xtt3dcQNTZRVl/LAAnBePVBLRSrLgvx9nIILP3XZj0pMRCCCba8LxUYLWseE4bmhbTCkXSMpcLELl71GlJqsGDBrI85oLOLx/A+HkJhZhFd/P+p0mdyW05noOH01fv37su521aVIVoFXMwvZV42swjL8uP8SdiRmYdc5cWVte2WZvA3Tt5zngmM75cwyj9swNbYPdhGW2f9WFZaZcfRyHiYu3ouHvthT44sebT97BV1eX4u3VpT//qvO85H97NTBEaAMGOQVJIpV/kqVB8N6lWXy6rSAUCD2BvHrtKPOAcaV08rT6pUsm9hXDRYc+96ku7hqZmGaGIqZSh37GtNW/egclWV9ngL8goHL+4HE9WJraLKsqlxdieTR7DEXl+kFYnq3CajaMNWteKqfjZwiMKrNYVkFZpbprdLqdFr1PlIeEDm1WuoEdxWuLFM/N2TPI73VMOWPQ31/ThVq6ueNzqw7+f6onzfyVWS1nlNf3wV83Fe70m3Ny0DSZuDgUufLPMSwjOgqu5hdjA83nMWMv04io8A5nU+WhSg7EsU3sA1CndvTGkcGoX+baABiZZkgCIpl1cOD/LEnKRt3f7xD88AEAErNVVd5BQAnZaFddc6Mss9zU5+uzgH/OUWOPxy5xc5vyJ9bdggfbUrE9rNZ5d7Wc8sOov/MjdghG7pvtSp/fnbf7Ha0OJ1OL0SJbGZacnax7sGB/YDnkX4J+PPpfnj7LkcrVaRtpb3IYH8sfbQ3vp3cu9xP8QEgWlZZFhMRqLOla99N7oN/dInD2ucG4IuJPaUV+kIDHPd/e6c4p+vJK2CaNQhBaKAfwoM0lnyHuGpaYqbjzXOiG9Uqrjy8eC9WHUvD2ytPVvg2XLlWKhAKSk04etlxYJNVRQG9NzBbrJjy7QF8vi3J6TL5a8VnW89JX9sD95jwIPRr0xDjejdzum6Ar/L30VUbplxFCq4MBoPid0+8L/3rBPr54sG+jsrRB3o3k8LxWFm1abC/L7b9ZzD2vjxUcf39F3Jc3na6xjw3uUe/2ociowXPLjuov5PVJFv23C3xshmWnpCH1/YKOXtbcEVmltkDVvus0PKu5RyWOV8j0MXfJHtFc36pGW+vdARTJzRWYL2aZtg+pFyk8VpwzZFXi8nnfNkpwjLZz80pFJBXLKneM8tDOPvt+QYCvv5AXFfx9MVdzgfoSVuU+6euPgkMd6ysWWhbwTe4HhDXTfz600HAV3c6AoVojbCsxFY9FhkPNOujvEz+d18dSOkGW1Ux/L+8lTL1VsN0c2ZZFVTz1JiKVJYZ3awsA5zbV816QZteG2YFV8PU+/nrtmHqBaXq/da53Glb2f2oF+gw6rT2mo3AuY1A5kkg4xhcqoKWYIZlRFeZPAyTt0qaLFacTMvHXtl59moY+cqEdq1iwtAqJhR+Pgbkl5pxKacEPx+4JF1eWGbGA5/vxr4LOXjw8z2a+1IVs7e2nsnEcdsbVPnBcIZG8FNV1KGYfTVE58qyqgvL8kocL+i5qjZMeaXbhezyK5j+PCzOmPtUdvD88eZE9HxrHVYdTUWJ0YLfDl5GqcmCwxddt/nsScrWbMMM8vfBPba5YXY3NInE6G5N0CEuAqO7NVEcmNzUuiFu1FilUot9FU1ArFyriPj6IZh7f1e0VK3EKQ/+emgsBNC3lfPvgXyBg0duSsDN14sBclaRURGQnauCWUn7L1T9QP58nTbauuRUWoGi0tO+QERdsPpYOlYcTsUbfx5XnP/jvov4Yd9F6fS6E84D4fUCZ3+nyjJ32jAr9pqubsV0p+Xz8QEtUS/EHw1CAzBa9nojrzZ96da2iAz2R3R4IF65rZ10vjzI3nbmCv75/d/SaYtVgCAILj8IUFcWX21ZRY6/bdlFRqw6mor//XrUa1Zf/nrXBWw7c6Xc7Q4m50pf2wPKRhqVZe6EtICjsszdAf/ObZjOXM0ss1eWZRaUSR8qApBmedYUVys6X5NKZIF4QZrz5S4H/GscaFut4pwxdXXJlveAwkzg1F+O2wiwrcDdor/4f9IWxwFzcH2gfisxCJjRFDi63HEfaoH2dnLba6pfEND8Rsfl8hBOKyyz8wsAmvZUnlcs+1DVk5bJCs8s0xn+79RqKb8d1Wuwxc2wTF2pBwAHvgYW9gfyLjlf5k0qNLNM9rzU+76oL7eY9dspdQf861ymR6/qUF1ZJrhon7QY9Ss+nb4HsueD+vdbXj2mDsv0ZpaVyN6POy2MIHscPuUXAZRH+yN5Iqo28tXAdp/Lxu2d4iAIAkZ/tANHLmsHIy0ahiDAzwdGsxUTb2yB1jFh6NuyAQwGA1pFh+FUegH6z9youM6lnGLpoCIt37mCTb0iXVGZWbOlTk/SlSIpiEuacasiLNOqkqoqZSbtNkznmWVVV7WTU+y6sixbduCfU04IID+gkg+0n7X6FACxFWnEDbFYfuAyHh/QUvrEv0NcBI6pPjV/8afD0tf9WjfEtrNX0KN5PXw1qZdm+0qQvy9WPNNfd//KEyOrLGsUXrGwzJXJ/Vti8+lM/HPIdZoHaKM6NUZeiQld46Ok8+Rh2ZB2MTiVFoyNpzKRWViGPNnPSX5w7gn5cyq3ilqLi2QtiDlFRqnKry7LVv1eVFVLqzeQhyeCIMBgMOBSTrHi91NLy+hQtFTN4ZNTH3i7cxxekTZMAM7z0dwISBqEBWL1cwMAKH8PAeCrR3ohObsY42UVc4/2b4kgf1+88utRfLY1CTvPZcHXYHBaqbfMZMFnW8/h7ZUn8eUjvTDwuugKPabqIp9ZmVVkxBPfHAAAdI6PkhY3qSl7z2fjf7+Kbazn37lNd9u/VasnA9oD/t3tG/eT2jBtlWXlpGXqp5jmgH8Xq2EmNAxFkL8PSk1WBPr5oEWDUJxKL8DxGg7L/BmWOcjDsvxyKssUA/6Nztv99S/g5Aqg56Piec37ARnHgfQjwHutxfP6TBH/D7B9CNe0p9j+WJTpmCXmHwy0vQ3YMU88vfJFoM0w7XAnKFKcuWZnD8u2z3WcV2CrOotxfBCApj2BS3uV14vvpbztYlmYrVsFVlVzyXRmnTmFZ/I2TNXt6LXTlTdf6vep4v/rpgNjFjlf7i0qNLPMzeow9Wm9BSzUK7g6VaRVQ2WZYl8F8TJf23sD9c/bYgR8bMcA6iBL73GpK+/ki204rW6rsxqmPHBWr24rD9K0PoYpyQUu7HY+3wW+qhNVg+Mp+YqDw292XZCGz8ory3Ynib/smYVlLoMyAGgSFYKfnuiLd8d0xKuj2uOBPs2lN6JD22uvdqhuZbn74x2KMCs1T/mCVZFKMHU4Jp+dVp1hmdGifLHfdCoD/1iwHdvPKj9NN7sa/FgB8gMkdWgibzlVttFewYfrzyiGUV/Icrz42w9I5PO0io0WLD8gzuL5ZMs5FJSaEeDng9fvvAHx9YNxR+c4zBvb1Wn//nd7e3xwfxfMvrczQgL8yj1QqSj5zLIoF6tXVlSbRuHY/d+hmi1pgHjw9WCf5orZTvI2zCB/H2kBAuc2zCIkZhYqnrMv/ngIA2dtxL7z4h/Wl5YfQY831yJdFi6nyGYI5habFKuPVlS2rKX3ai8WUVOcw7K687jloby9yjVd4wMKQAwjbmnfCJ3jo/Dto33gp3NwrT7wdqeyrKLFwmGy3yMfQ/lBh11MeBBiNELzAddFK/5O2ckXFDl6Od8pKAPED3fsLc8v/3IEgBhCugpYU3JLMPbTXdh0yrlyrzrIn7tXZH/nsotqPgA+k+54zdOrHLdaBRzSCMsa21Yclq9i7O5zymlmWTnbGwwGRUCm9ZRTr6ZsFxsZhF+n3IQF47ph/f8NxLND2wAATqQW4IN1Z/DaH8fcWgQiJbcEG06m625jtlhxJr3ArapNxfetBhehuGoEATi7HshPdb5MUVmmcbnLAf8alWVHfxbP3/OZeF5UM6DPk8rtjvwg/h9ge43xCwCa9xW/Pr3adl4g0P//gL624Kb4CrB7oXOABABBqoVK/AKBloPExQOkfbW9P4hqDgx6CRj8irL6DBDbQqUZaDaKAf96A/YrOuC/mtow9VZndHfAf5GLqtei8keYXBUVmlmm14apE57pVWQ5hWw6K2V6VFmm85xS/7zlwan691J+Wv045N8Dq1VVeafaVq8d2qhzmSIsU31IIv/9UgdwAPD1P4Bv73E+3wWGZURV7HhKPm7/cCvuXrgDRrMV+85n45Vfj+KhL8QKLPlg99PphdhyOrPc1b+a1gtGp6ZRuK9nM6eDj2eGtEFHW3jwrxHXI/HtWxES4Pxp7L4LOXh22UHpDV+yasB8houDOz2XchwvetvOXlFU4WRW58wyVWXZhxvO4uDFXCxXDXyuynadXEVlmfKPljwIkFcOjvtsN2avPY3fDjn2S/6ztreilXeQ1y42HN2b18PWfw3GvLFdcUfnOCx6qIdim4hgP9zZpQmaN3BdqVIV5FVQfr41P946QrY/gX6+aGib73f4Up4iEE7LL8WQ2Zsx+qMdSMktgclixY/7L+FCVjHuXrgTJ9Py8d2eZFwpNEqr+wHAxRzl78kxnVDbXfLqw2smLFM9zup8fbjaSmSVgvsv5OD9Nafw3Z6Lmtu+d09nfPZQD/w25aZy25gD/TwPy6qiDbO84f6V0VrVeq1FnjHYA5jv915E9zfXYfF25Swoi1XAy78cwc5zWZi4eC+uBvnr/QnZyrbV+X1zl3zhDL3XlqSsIqcWcD8fA+Ki7G2Yjueau+Ma7MGvfWaZO6sfyNt9tVbDlAfGEbJANyzQD21jI3Bbp8ZoWi8E7ePEYOPI5TzMWXcai7efx85z5R9837lgOx5Zsg+rjmqEOTbvrjqJW+Zswfd7tX+nXe1vdS5y5DXObQS+GS3O8FKTH7BqhWmuBvyrD/wzZbNC7UGOf7AytAIgPeH8Qxxn2dsfU2xt3n5BQHAUMPwtYOQs8bxTfznvGyBWlsn5B4uB2b1fAtHtlJf5BQKD/gMMeNH5en6BQEh94HpZpae7bZgVbrX05DJ1G6a8skw9s0xnRURFpaDO2At1WAMA2+cBs1oCR35yfb2rpboryyx6YZnO99epsqyiA/7VYZmLNkz1aXUIqGgf1XscOlVmgDLo0p1ZpgrL5KFrqep9uTyoVwdpgOP1wE01/5edqI5ZczwNVgE4l1mEb3dfULTO5ZWYpJlWzeqLf9D/99tRnLZVZHVtFiVta19BLNjfV3ojqCXQzxdLJ4sD2p8c2Aq+PgbE1wvR3PZsRiG2nrmCUpMFc9YqVwOasHiPNJPpQHIObnl/M74oZ0jtmQxH6q+ekXKloHpCAEEQnGaWuVKVbZjygEzdhilvw7KHZfI3ykm2VRk/35YktezIr7ernDf1nZpGOZ0nf64Azm1Q1UUe1rpz8F7d5I87OMBXqiyzD96+qXUD9G/jmMdmtFix4nCqosIPAP4ta5lLs4VsGQWl+F4VelR2Jo4gCIqDWPnCEXWZuj25tlSWmS1W/LT/Ei7luP6kXD5/7YHPd2PehrP4ab9yLkvb2HB89Ugv9Gvj3mxAwLmyzJ3WyIquFxEaIKssq8Z3hvIFQtyRXWSEIAhSa+FrfyjnwuUUGxUfUFyNBTPkYdnFbMcbf/trvtUq1NhcNXmFuNbv2O+HUvDr35fxt2xemV2zBiFS4CV/rrnb2iu1YXpQ0e2j+HvifLk8tJOHy+Gqv3fx9UIQXz9Ycd7P+/VnI8kXRVp5RGOmls1nW8X3Qa+rnntaSmQrpWZ5QaVhtTuzTvy/MM258kVRWabVhqmacWUPdNShwOqXHV/bD+z9g4Ho65Tb2VsmA2QfGNZrIf6fa1soyU/2AYV9BcsMFyuXBmpUltmFqVrDfWXPR62wDADGfgvcMV/8Wh6W6QVbFQ7S9BYN0JlZpb7cacC/znwtvcoy+WuIVli29n/i/z8/6nxZaT6wa6F2K68gAGfXiXPrtC7b8JbYvusJvaDHFfnjtZqVc9+cKrLcDMucBuxX14B/F6thAuU8Dp3KMt2qM73KMlXhiN7MMvnvUKnqfbm8DVN9WQUwLCOqYvLg45Mt5xQtdpdzSpBse2M/9/4uiAjyw4WsYvywT3xT16tFfXw0vhtev7MDdv53CH556kZs/89gReubloggf9zYqqEUZDStp3zT2CuhPrrZwpU3/jyOV349in2q1chKTVY8/vV+XMwuxuiPduBMRiHeXeW8+p/VKuDrXRewMzFLMUB9m6oFUqtyJLOgTHr8at/suoBHlux1qtqS+3xbEtr+bxW2nNH4w6hBPpetVGfVMqPZ6vLTc5PFio83JUo/I0Bsw/zzcIp0QCw/KEnLL0WpySItegCIB9On0gqcBoDbr3ciVfxjsfCBbnjvns748Ym++HZyb7SMDsWoznF4YlArp/2qr1ohVauasLrc2SUOQf4+itXwaoqyDdMXcVHBilaY52+5Hv8eoRy++9bKE7hj/nbFefJ2sGMpeTiVVoBbP9iKFUeUn4if13j+nsssxBt/HpdCNj0lJosi7HW3suxidrHm6rm1hb311L5ARGUOJLeduYLPtpzzKBgxW6w472KRh1KTBUt3X9B87flm1wW88OMhjP1sl8vbdif4u61jYwzwcPaWugXNnTnrVTGzzJ3h/hVlMBjQ3bZ4x2t3dCh3+4JSMxIzi2B28fp8pbBM8ZhT3PgdrCx1S7Gd/Xf59T+Po+P01TjtYhXq6lBsNMNkseKyrG1c3baalleKZ777G88uO4gvd5wHIM7+skuQVSXLPxRx9yllD9jsf0u1KsXUFMGsxvNO3qbcSLbKqnpBCh8fA56+uY3ivL+OpqGozIw5a0/j0S/3Ov3c5JXH7qxq6s6vRUGZI1y4UhMfCBSkA5f2V+1tCgJw5azzQbZahipMVA/4FwRg/RvAjg/F89RVJBdtC1HZQ4CbnhX/z9Oo6LOHXhNXABGqOYEBsurVKNV7FHlYZg/S5PPKYjoAoz4Qv3YKvWTvq8MaKS/zlb0fC4pSXU/2/j3EtkhRhQf8uxuk6Qzx12u7BPRnlrk74N+pnU72PdZ9QdG4bO00YNW/gaUabXPHfgG+GQN8fovzZWfXAVtmAt+P07k/DRUZnO80s0seFumFZTrX06ssE4RqGvCvbrvVmVHn7uNQ/56rb6fU3coyVcgmr1zVa8NUzzNT/zzcwAH/RFXoQHIOdp1z/JKm5pVimax0f/+FbKn1oV1sBIa0a4Rf/r4sDaVtFROGWzs2lrbv2sx5RUB3dG9RD+tPip+yDW0Xg0UTeiK32IghszfjTEYhzthCrg/u74IdZ7OwzLZi25VCI34/5Pj0psxsxdrj6fhm1wUM7xCLcb2b4cud5/HaH8cRGuCreINp/0Q7vn4wLmaXOM0ss1oF3LNwB1LzSrFgXDeUma3o26oB6ocGoKjMjFdslQMLNp7Fy7e1d3pMWYVlUthkn+lVntwSE2avOYX4+iH47/Ij+EfXJph1dyfFgUDSlSLcMX8beraoj88n9FBcZrEKmLh4D7afVVZ+/XEoBX/Yvk97k7Kl75/dB+vPoIEszDqXWYT31pxy2r/k7GL0emud9L3rndAA9WTX2/B/g1w+Nvu8F/v7juqaUaZlzr1dUGKyeLwgRHWQHzQF+/siLNAPy5+8ET/tv4TmDUKkA/N5Y7siOasI7689DasgzoYDgOEdGmHjyUwYZcHq0cv5mPrtAcXBTpOoYFzOLVGsqnkxuxiLt5/HF7bWMD9fAyb1S8Di7edxb494xYGonfqAzdWBt1xesQkjP9gKXx8DNr84qMpnxQFixdz3e5Lxf8OvL7dKMa/EhE82J+Lu7k2dVjR1xR4ktI4Jw5XCbM2Aafe5LPj6GNCjRX2XtyMIAh74XBzM2qZRGAZd75jZeDq9ADvOXsG43s2dgqZ5689g3oazeGHYdZg6WHlQ/epvx7Bs30WsPZ6OJQ8rBzH/YVu5Vl5BpOZO8BcV6vnPzGlmmRtpWYVnlgU6wnZ3Ktgq4+Px3ZB0pQi9Eurj1d+VS76P7toEhy7lIjHT8Xu2dPcFl7eVmleqGAdwIiUfTaIcB7VmixUfbUpE74T66K2xqrTVKsDgYkbbR5vOosRowfO3XKe43NXvbHaRESVGC5bYgqiFmxPx/r1dnO4vs7BMEfy4w2IV8Ovfl9GnVQPF4wOA1LwS3PL+FtzYqoHiQ6orRUZYrAKmfnsAwf6+6CKrRrbPSB3aLkaqnGrhYrEJi4eVZWZpwH/511G2YTrzlz0XYyPklWXOf3tGd2uC5X9fQonJioz8UqTmleK7Pcn4YP0ZAMADi3bj28m9pddPeZiZ6GIUhvwDN3cqqeWrU2cWlOGrnefRr3VDt18nK+3TQWIV16MbgKbdy93cLSf/BJY9ADS7ERi3TDnLK1f2u5nyNxDXxXFaHpblnAdOrwK2viee7jzO+QD72/uAZw87DsLjewEJA8TVLNX8bb8DLfoBD/4CLJCtNmlfDRMA6qnCMn/Z711EE8DHzxEWhcUCT+1wXC4Pywy+jkHngEZYJgvE1CGbr6dhmU4VWEUH/MvDM73LgHLaMPXCsiLtrwHlc0FvnpmW47+K/6cfdX1ZjkYXTL7sOMFUqvzZ69GrirKYxco4P9Xfc63KqsAw59sDVIGjupVVpwVUUUlmgiJYrKoB/7ptmB7MXpM/DvXPW6+yTL2t3kqZisoydRumTpCmVeVaDlaWEVWRgxdzMfoj8Q9tk6hgjOgQC0D5ieUbf4rl3l2bRSE4wBfDOyj/4LaOqZo3VGN7Ogak2+8/KiQAM0Z3lA4ix3Rriju7NEFIoLIi6Y9DyheSyV/tw+bTmZi5+iQyCkqlVRuLjBbNA7Mu8WI4cSI1H+/8dRJbbVVgf1/MwfmsYpSZrXj0q32Y8u0BDJ69CeevFGGlrHrnuz0XnVq2BEGQBj67Yl91rV6IP+7rEQ9ArET7cMNZ/OunwzBbBfy0/xK+2H5ecb0P159BQakZG05m4GdbCCcIAj7dkoj//XbUKShTkwdl9nleH29KxJsrHKX9J9Pype/Dn0/3wxrbCnKAI2RsHBmkCMrccbVaL9V8fAxeEZQBQKC/489YkO3rG5pEYvodHfDwTQnSZXd0jsPUwW3wzuhOiut3b14PLwy/Dj1b1MM/h7RBgJ8PSkwWnMkoRFigH9o1Fg8MxvcRn1/nrxQhr8SE7/YkY9T8bVJQBgCHLubik83n8PGmRNz83iYkZxWjqMyMn/ZfQmZBGVJySzDm4x2K+89RtfSev1LkFDQfT81HYZkZeSUmzFx9yqOKqiOX8vDdnmTFKqxaRn6wFV/uvODUng04z+hbtPUcPtqUiCHvb5ZmJJ1JL8DtH27Fd3uSse3MFZehYJuYcADKRTEAseX1vk934e6FO3ExuxgpuSVOrbKActaiPCQBgGe/P4jpfxzHrNXOrxWLbC3l7605jb+TlVW19t/hTaecK1bl37ciF4s7uNNyHlWBFU/9VTMB3an4qmhlmXzAf3WHZTERQehtW815dNcmAICPxnfDnPs64927O2HtcwNxZPow3NklDgCw2PaafZvsgyS7vUnZiqqz/yw/grGf7sKKw6lIzirGsn0X8f7a07jv013YeDIDN7+3Cf/5WWy5vpxbghvf2YD7Ptnl1DZ5MbsYM1edwocbzkqBqV2WTmXZVlnV8wWNKtQPN5xF77fX48/Dnr1hX7T1HP7vx0N47Kt9Tr//K4+kobDMjDXH03FYViGbVViGo5fz8NfRNCz/+zKm/XZMfbMYZnufAgAtGmiPb3D3OeXpgH9AGUBpPb3lgbGyDdP574+frw++f6wvfptyE0beID5X5H+Hj6fm456FO5GaJ75uyOeHJmUVodhoxorDqbjvk53SAh0puY6DPqPF6vS9N5qtWH7gEvJLxddxeVg2a/UpTPvtGO5ZuFPnO1CFygodB4KJ650vt1qAQhfzUc9vBz4brN2yZp/plbwDWPeq8rJsWUiRckB5mfyA1VQMfHe/4/SlvY7qo/E/ieFTWZ44n8weIPgGAt0f1t5ff1lgHKF6XZC3YYY3Bnxkr73yyjIfXyAyXnY91fNfHgr6qYKWMNXCWu60YQKOsEw+zN6jKrAqCNL02jAFQb/SSBHY6LVhqgIReVhWrP+e2omPzt9O+WVOK3fK9i/fvQ/YAegHVr9NAWYmAHmq29MLhCpakaW1+qQ7t1kevZVS1WGZ/HmjF97ptmHqPEarRRms6q6Gqa4s02vDlM8sU1WWabXzlsM7jnao2sxZexopuSV4e3THq7akdbHRjGB/X48rXc5lFiIqJMCpvQywDZ83QHPVrYrKLjJiZ2IWhrSLQZC/+y1spSYLvtiehLjIYKw5noaB10Xj3h7x+Gm/eMAV6OeDmXd3Qnp+KVYdU87BsFevPD1YXOp6wHXRiAz2R16JCcH+vmhTRWFZvdAATOqXgM+3JWF8b8cna8M6xGLvf4fi8OVc9E4Q/2g/ObAVLmYXY90J8U3USdv8tG7NonBANtckt9iEuevOSBU5dq1jwhRvOrvER0mB28LNifh0SyJW/rM/1hxzXnEqt9iEKd8eULRDFJaZ0fvt9fhofDcMbS+GiR9vTsTPB/Tnj/xrRFu0jA7DqM6N8bnOrLXlBy5hUr8E5BQZ8c9lB6VVSgGx+qRpvWAkXSkqN5zT8u8RbWEVBKlKzs4eiMSEB6KDi/lzLSowmN/+3LmWyV/XgvzK/z2+t2c8rosNxz8WiG2YCQ3DcEv7RnhsgNjqevRynlSV+WDf5nj+lutwKacEoQG+mLnqFC7lFGPi4j2KmT/hQX4oKDUjp8iEjbLFGp5cuh8lJgvOZRbhto6NUVhmdlqlNke2yMP8DWex70IOfAzApH4JeGJgKwT6++KsbDbgt7uTkZFfhs8e6i69xmYXGTFz1UmUma14Z0xHBNq+D4Ig4Mml+3EppwQ/77+E+eO6SQecgiBg1upTWHEkFQ/2cbxGyA+2BUHAG3+ewBfbk/Di8Osx5WbxdetPW3ggCMDjX+/HnPu6YPTHO1BQasZLy8XVC1tFh+LnJ2/E4u3n0btlfSksa9tYDMtOphWgxX9W4Jb2jfDZQz2w9rjj9eGhL/bgcm4JAnx9sOOlwYpQWP59tx/02r8H9grdz7Ym4dH+LaXqnYJSk6INe+WRVHSJj0JGQRmiVS3uZotV0folf236+cAljOoU5xRqu1NZVq8C1YAGgwEBvj7S3w23BvyrTvv6GNwa0K5ow7yKg+rfHt0Rzw+7Dk1VczbDg/xxU6uG+O2g443tyI5idfOrvx9DdpER2UVGp7+xVwrLcKWwTHO4+8NLxAUAkq4U4a6uTTB33Rmk5ZciLb8U/1l+GHGRwYgK8cf43s0Vv8ev/nYUvx+8jISGofjvre10KstMig9+9l/IwU/7L6FT00hc1ygcgiBgzjoxjJ767d/4ZPM5TLm5NUbc4AisSowWGC1WfLs7GWl5JXiwb3PERgZjpu1DqmMp+Zj63d9IzirG6G5N8PBNCUiWhcryn3VWoRH7VeMWAGDW3Z1wIasYzRuESIsDAUADF+Me3M1f7Qu+2MNLd94CyqslNSvL/Bznyt8bqtsw1Ya2i1F8kPHPIW2wbO9FnMkoxN0f78QfT/dTVJYJAnDgQi6mfCsGPh9vSsT0OzpIM2YBMRjLLCxTvA/9YP1pLNiYiFs7xmLBuG4oKHX8PbYH+1lFRpSaLIr3mWaLFQs3J6JdY7HDQG3NsTScSC1Azxb1cGNr1ZzDnPNi2NKkm/KbLA+rtKp3Vr0E7PlUHFDf/k7lZZvfAS7vF1vWHvwVaHWz47JLsoUzLuwUw50jP4irPuacl223Xxzkv3ikOFjffsB6y+tiK53cpT2Og+TIeCC6LVCYDmQlOg7C/QKBhNudHwegDMsCw4HASDFsA5RtmD6+QFQ8kH3OdpuqY4h6LRxVSf6q92Dydkp1VVKoKiyTB2K6YZmtatpYID5Ov8CKzx7TbdHUCcQqOgcNUAU26rCsWLmdxeyoxtMLy9SBnCAon9e+qkDMR/4+T/biVJAKRMpacgtkfxtyk4EGzuNMNKlnltn3x1QCHP5ePP/YcuDGpx3beTKov8KrYerMKFMHl3qcVlh1tw1TXWXnZlimbsmVb6uu+vJkwL9iNUxVZZm8DVMdpNW1sGzBggWYNWsW0tLS0LlzZ3z44Yfo1atX+VeUySsxwTfQrFkFUVRmhtkqKFZ3sys1WVBitGhWepgsVuQWmzQH1VqtAq4UliE6PFAzLMrIL0WDsEDNT26zCssQHuSvuVR2TpERvr4GzUoS+x9nPx8fGAyQ/iDnFhul8nOLIOD+ns3QK8HR3rL7XBbWHk9HaKAfGoYH4r4e8dJ9L9mehI82JSIqxB9GsxWD2zbCS7e2hb+vD06k5mPO2tMIDvBFk6hgjO3VDPG2YfWbT2di4uI9iK8XgpjwQDzYtznu7CJ+cpxdZMQz3/2N6PBAPNS3uaLF8GJ2MYbP3YJgf1+8MPx6jOgQixjbgU5hmRm3ztuG3GIjnhrUClMGt5YOBgHgVFoBzmcVoXFkEArLzLixleONRdKVIvxy4BKMFgH39GiKVrJS+Nf+OIbfDqYgLjII/dtEY/KABLS2VT2UGC2Yu/40Np7MwB2d4/DYgFbS9+b7PcmYucrRUrfySBrS8sqkAbGfPdQDN7VuiMIyM3o0T8aF7GIUl5lRZAuZrm8UjpttrUMhAX748+l++PtiLlpFhzoNra2Ml29thwf7NEdz1afFkSH+6N/GMTsnJiIIiyb0xDPf/S21YEYE+WFy/5Z4cqn45mtw2xhsOJmBb3cnAxDbHTadykSz+iH48pFeGDZnsxQCdImPQv82DZFVaERafqntQP4UEjMdgVrDsAC8+Y8b8OTSA9ICCAkNQ/Hs0Db4YP0ZnMsswhPf7MevU25CZLA/5q4Tn8dv/uMGrDicqnkgFBnsj0n9xEqiAJ1g+ExGIcwWK+asOy0FZf3bNMT2s1eQnF2M+z91nk1kf/xyE/o2R0xEkFRpBwANwgIwvEMswoP8sPzAZTQIC8C64+lS622/Ng1dhshRIZ7/7LVeu6418rDMnTY1AOjcNBKd46Nw/koRejRXtjrPvrczPt6ciJTcUjwxoBX8fX2Q0DAUgiAgNMAXRUaLFNh0bBKJt+/qiLAgP9z83iacUs0oki/u8dfRVM1KzF1JWfh8WxLeXHFcOii1CmLgs3j7ebSPi0CX+CgAYuWcVQDWnUjH1jNXMOC6aAiCgHGf7ZJCbqsg4IVh1yO+fggSMwul6qt9F3LQZ8Z6tIwOxdJHe+P3gyn4aFMiAGX1RYpt5tHqY2n4369HpcrHWatPYUCbaMRFBeG87OB865kr6PHmOqfHlZhZhC6vrwUANNkfLIW6fVo2wPAOjbDaFp6vPZ6OsxmFijDdPufRaLbiYHIuBlwXjWKjGcVGi6IqzD4/zl7dIbfqaBom3NgCVquAv46mKb73iZlFWLo7Ga/8elRq03XcZhGaNwjFj/suISrEX1HlN+23Y9h+9go+ebAHMgpKER4o/r1Whycx4YGKQetAxX6/AXFumRSWuTXgX/kkczcsC1OEZR7uZCUE+fs6BWV2Q9opD0gHt41BSIAf1j0/EK//cRxfbE/COVu75sQbWyCryIgjl3I15woG+yvHBtynep2Xt/b/8vdlRXCUU2ySPkxq0ygcydnF8DGIi/TI7+tEar7TAiAv/HgIALDooR5oqhpAf+RyHp74Zj8+e6gHbmnfCKuPpeHxr5Xzps5nFWPkDbGKn+EKW1h9KacYD9+UgKMpqoMBm6wiI5Jsv6tD2zVCYmYhokL8MaZbU83nUqemkU7nAeL7WnfYQ1ZHZZkbM8tkm2j9bZSvMCqfyxmmUVkm1zOhPqLDA5FZUIYhbWMwdXBr3NOjKcYv2o0LWcV4c8Vx7EzMkvbBKkBq7wbEqlWLVXAKGy9mF0th2cXsYizYKL6GrjyShks5JS4XFTp4MRd9bG3A2UVG/LjvIt5bIwanm14YhBYNQ1FqsuDuhTtwJr1QmmsZ6OeDA/+7BQF+PriUU4L8jIvo9PtwGEpzgba3A/d8KQYSplLg5ErHHcorvqwWIO0IsOcT8fQPDwH/TRUrqQRBbG+TtzoeXCqGZYIghkxXZNXGV04DB78BfpcFBXYZx4F108XwSd4W1/NRMUQ7tlwMxAAgeZfjIDogRAwykjYD6cfExQIAMdjyCxBbSlMPAqv/6zgI91P+LiEiDsi0HTD7q15P6rXQD8vs1JVlgR5UlvnoVZbJrhsUJbZ0ChbxgD6isXMgVSCrZFUHYnmXHOGN+nr5lx1hkvp6hemOcE59WXGW+LMICHEOS0pyxLDBXmWnCEEKxcuDbX9D1YFJXjJQv6XtdrKV18u5AEQ1Ex+HOjzLPAk0vN4x0FD+Ny3tMNDoBkeAJq+UTDkIhDR0BJvysCz9mBjgBmoUJJQVit/L4CjbY5TPBrOK9xHeSBkaW0ziv5JccbEHp8qyYvH+wxppzywrSANCozVCphJxlcfACI1VNI3ic8YvSKPqzCT+nAwGMTxWMxaJ1w+u5/zzN5WI4XtoA+cQzlQiPv6wGO0ZdfmpQHisdlhWmAEE19e+rChLrABVV30Zi8Tvqa+/+Djl31dTsbi9YBV/x9SVZaYS8V9IfefKMrNRbNUMi/asytDGa8OyZcuW4fnnn8fChQvRu3dvzJ07F8OHD8epU6cQExNT/g3YjJy7BWU+gQgJ8EPb2HB88mB3RIUEoMxswcgPtuJSTjEigv0RGxGEzx7qgfj6IRAEAQ99vgd7zmejXog/QgL8sPCB7uhoeyPxn5+P4OcDl1AvxB++PgbMuqezFH7M23AGc9edQWSwPwRBwMu3tcN9tpa45Qcu4fkfDkmrHE7qn4B/DmkDg8GAXeeyMO6zXQj084WfjwG3d26MN+68AX6+Pki6UoSRH2xBmdmKQD8f3Hx9DN67pzNCA/2QV2zCkPc340phGQwG8U36xw90R7dm9XDwYq70fVh+4DKWH7iMD+7vgju7NIHFKuDp7/5WvKFfdzwdiyb0gJ+PAZ9sOYeMgjLp8i+2J6FxZBAmD2iJ99eeVlQBLNlxHosn9kTvlg2wdNcFCIL4iVpydjEOJOcgPMgPg9s2wvIDl6Qh8L/8fRmdm0bitTtvQJf4KKw5ng6TRYDJYsa0347h3b9OYsaYTrijcxw2n8qUWnbmbTiLlUfTMOvuTujarB5MFivGL9qtaOl5+66OGGdryXv6uwM4ell8I/nplkS8NLIdHu2fgDKzVap+SskrxbJ9F7HiSCq+m9wHHZtGYsZfJ/DVTnEWw3trTmNHYhY+e6gHQgP9pKoTuQ/Wi3OQGoQG4MZW4huisEA//PTkjQCADSfT8ciSfQCAe3o0VbwpjK8fIoWNVcnHx+ByBomW9nERUlh2c9sYDO8Qi3dGd0TPhPo4ejlPERbd0TkO747pBB+DAb4+BtzROU6aexJfPxhfT+oNQDzoHfr+Zum6oQG+2P3yUAT4+iDAzwcvDLseW89k4t4e8RjVOQ7+vj64tWNjPPql2Pr5476LKDJaYDRbcWOrBhjfuxnKzFansEzdriQPUMb1boacIiPu7RmPKUsPoNhowfd7L0rB38y7O+Hubk3xj4+2K6pq7MIC/TDl5lZOYdmg62Nwc9sY3NS6oVSlZP/k+84uTaSQ+Onv/paeawNkIaVc65gw/N+w6zQv0/O/29vj3k92YnL/hPI3rqO02nHKYzAY8N3k3jBZnD8siQoJwEsj22lep0XDUCkA+3xCD6kiwGi2SgdcgFhV9eSg1vj3z4dx8/XROJVeIM28ur9nPOqFBmDQddF47Y/jOJ6aL83i69+mId67pzNGfbgNGQVlMFsFHL6UJwVeb9x5A46n5mPx9vP4bOs5DLguGueziqWgDAB+O5iCv46k4ZcpN0oHgx2bRMIqCDiWkm9bpTdZs9ITECupfjt4GS/+eBhGi1UxF+/tlSdwd/emEASgXeMIvH3XDbjrox2atyMnHzreIDQAC8Z1w5c7L0iP+4d9F7EjUfzbMKJDLPZdyJFe0w8k56BldCjGfrYLl3JKFO+bL2SJLbEPfr7b6Xf37+QcTLixBab9fhTf7BJ/12MjgpCWX4rEzEIpVFIfDB9LyceepBz895cjmo9l9bF0LNh4FrPXnIK/r4/myrwd4iKQoWrprExYBtufN/cG/CtPR4cFKr7/rshXw6zOAf+ekAdWTesFI0S2jwkNxb+Z4YF+eO6W6/BQ3+ZSReATX+9XVJz1b9MQnzzYHd/suoC4qGD88/uDUvh0d/em6NG8Hj7beg4mi4BLOcWKkPuXp27E8dR8vPyLWC38L9uquSNuiMWM0Z3wx6EUXMopwcLNidJ1xvduhraNI7Bo6zkkZxdDEMSRAH00ZqYBwL9/PoyuzQY4raAKADsTs6QP6h7tl4CCUjN+OnAJFquAnGIT0vNLFYvJyF0pLMMR2+/FpH4J6NNS/LBUHUptemEQ8kpMLkNLeau7HvvMMnsVp1szy2RP6vJWw5RXZgWWU0Xs7+uDHx/vi6yiMnRrVg8GgwFN64XgjTtvwENf7JHC0SZRwfhuch889vU+xevouhPpGDJ7k1PwejG7BN2bi10b9g+j7eZvOOtyf/YmZaNPywY4fCkXd3+8UzEjc/ofx7Dk4V7YmZglvV+1KzNbceRyHqb/fgwn0/Lxif8cdPbNFS88+SdwYTvQrI9YzSWvLLOHVcXZ4iywS3uUO3R4GdDjYTHc2j5XednlA+LB5i9PiHPGAKBBG6AoEyjNBTa+rdw+PE488M0646i8kRjEy0a+I/5LPw583Ffcbzv/UKC+repn1wLH+fa5UE27i/92LgCybb9n/lphme1DnwDV+175kH91hZg8LFPfpjz08lG9z1DPLJNX4zrNLAtQbhdSX/xevt9WrKpTV778PAlY+SJg8FFVUQHY+Jb4fRAEIEQ10/jAV8CxX8XL1Kt1Jm0B3m0hPg559RUgBonvthC/N9Gq9z7GQrHtMCBMDL5yk5WXv9tCDESC6zn/ws/rKl7mFyjOlpP7oJMjZFO32n7UR/weCgIw8F/i98ru00Hivhh8gK4PKquElo0XQ1TfAKD1EGVYtuZl8bkeEArEdgTu+1q8f1Mp8PGNYggZFCHOsVOHKbOvE9tn5eFM3kXgt6ni8z24vjIMBID1r4sLDARFib8zcge+BJY/KgZi6sqqs+vE/fQLdp77ln4MmNNBDETVlWSF6cCH3cX9CAgDGrYB7v9WDLmsFuCzIWIIGVzPeV+/Gyv+Xmk9jpUviBWnWpdtmwOc3yr+rNQzw478JLasBoQr544B4u/+lvfE56K6Wi3zFDC3k3i+OgwuugJ81Pf/27vz+Cjq+4/j791NQhLIQchFICFASEIIt4DIGW4FFRRFpIr3USj1oBUsRa219vfTVrBaq7Ziqz/FC7WC4g2IghwCch+Ccsh9JFw5d35/zO7sTnaJorAJyev5eORByHd3Z2Z35zszn/l8P1/zM4+MtQfEigul54eafVflbSwpkt66TVrzRvDt+BFqbM2yv/71r7r55pt1/fXXKy8vT//4xz8UHR2t55577rRep6i4XGUVhgpPlunLbYd0/fNLZRiG5m/cr+2HTshtmEPBNuw5qtHPLlZxWYU27j2qJd+ab+bhE2XadeSkrv7nYu0tKtaRE6V6e+Uuq+3AsVLd8p9lWrOrUBVuQ//nuQAvPFmmouJy3fPGan3gOWnzBl+OlpTraEm5pn202arF8dKX2+U2zPpSR0vK9fKSHdbd/jeW71RxmVuGYc5Y+N6aPZrw8gpJ0pzVu62LCsOQ9haV6PoZS3WytMI2hM7rnje+1r6iYi3/7rAVCBvcJkXhLofmb9qv/678Xt/sP24NPbm1Twt182SjLdi8XydKy61snF/2balOGfE6UVqhJ+d9o5OlFdYshWO6ZSi/SazchvT4x+YJxHzP81o3jlWEy6lVOws17v++kmEYmucZ8hAXFa6clBgdL63QxNdWqai4TB+sM9+/HlmNlNggQlv2HdPVz36pfUeLteibgwG1b6a+vUbfHjiubQeOWyce5sWiOQvevI379cU3B6yLiilDWyuvcayOlZTrb59s1uHjpXrVU8Omb06S6ke49MU3B/XHOet1vKRcX3oK+L94YzdteHCI6ke4rNe6qG1j2xAerwy/YNhwT42WmmZk56Ya0DpFt/ZuoQeH58vpdOiqrhlqmdRAg9uk2oIKXTITFO5yWie6Izv76j4k1vdd4DRPrK/RXdNty2hQL8w6+R9XkKWZt3TXZZ2aWgGucJdT112QKcn8fnv3nwmewLK3jo1kBoe7Nk/QrNt72LbFOxzE5XTo1/1b6alfdFZBTrJapZh3XKa8tUblbkOD26ToyvPS5XQ61KVSUfFWyQ30nxu66qWbu6lTRkP94vwM3dSzudqkxSo7pYEuyDIvfPL9hlWmBBkm/Ncr2+vRK9pr4qBsDWvnq63hDZqP7NxUH93Vx8pqPB1dmydo5dSBuveiwOBOXdEvN1m9WiVqXMGPTLH3iI4IO+3MvE6ebNgJ/bJsQ2ciwpxq4jcDbfeWjTSyc1Otvn+Q/jm2i4a2Nb+zyTH19LuhrXXPkFx1a9FIr93W3bYON/RsrpTYSPWpNGuiVe8rJUY39Ggup8PM6Fq/u0jLPMeqzs0aaqjn+1Va4dbkWautoWSXdkjTO+N7WrOCvrZsp7Z4Mj0XT+6vVVMHaeXUgcpOMe+6/nrmSpVWuNU3J0lfTRmozyf1U7jLoUVbD+puT6bMkDap6pjR0HqOZK8p9f4dvfXbITlWHTnJvBiOjQxXmMupG3s214PD8yVJzywwAxVtm8TpH9d01rIpA6yZEpd/d1g3Pr9MOw6dDBgO9t2BE5r42iorUOZwmP2EJK3YcUQrth+2AmWSdHNv8y73jkMnbAXk/c36apc+9wTuTnWx/8j7G+U2FDRQJkn9ggyr+inDMCV7sKCqWmLeOo3eIf5e/xx7nto1jdO/b6g6K99Ws8z1I6IcIfLijd2U1zhWT42xFyu/sku6nhrTSZ9M7Ksbeja3HXd/1T9L9cKcuqFHc829o5eeHNNJ0RFhuqV3Sw1rl6berXzZ54PbpOqqrhn6+O6+WvDbAl3bPdNqy29iZnWO6dZMU4fZJ525qVcLxUWF6xfnN9OE/vb3/M6B2brm/Gaa/5sCfTGpn1xOc9/xDsGc0C9L4wuy9MWkfspNjdGh46V6aM56aybtq7qka8m9/ZWREK3SCrd1c7IgN1n/M7KdvvnTRVbJhplLdpiTrUS49M74nnrj9u56fHRHSWbW5p6iYoU5HWqfHueZFCbws81MrK/2nuxVf7+7qLW6ZibYSjlUxRss82ZX/ZgarLaaZUEy0fxvfHmP0VVljvvLTKyvzs0SbNvcq1WiBnj2z5TYenr6ms7KaBSt127rrnEFLW2jL/wDZd7Myw17jurTjftsgTJv9r5//dLGcfZzgUVbD8owDD00Z70VKPOeB83buF9fbT9sm1E8oX6ElfX8wuLvtGHPUTV37FGBa6UMZ5h5wS9JW+eZAZTK9cIOfWteFLzza3ugLCXf87xPzWGTn0/3tfX+jee530iz7/QFyiQpZ4hvmf6ZT5LUrLv549Wole+x3uV5JeVKWX4zFyZmmxk9wYbIxVSqRdbpGt/v8en2tvajfb9XLuqff7kvYBVX6Xk5F/qCNpVnzmzaxcx+kuxBNUlKypHSOgVvC48ylymZWW7R9nNLdRgja9Bx4Y7AIWSSeUF/4oAvE89f8RHzOf5DYL1KiszghDeTzl/ZCbO98qylkhl8KS6UdgSZ9dldbi7z+6+CF5I/ecj8zhwMEiw+ecj8vqx+LUjbYfNn4V8D24oLzXX9YErgJAOlx8y2xX7BU6/yk+Z7s3aWWWPPth1l5nZ8+5kZQDYMMzh15Dsz2+rkYTPL0j8I41U5+233Kt82BQu+bPFk21cOlEnm8qXAQJlkBjUNd2CgTDKz6spOBB9yeWirdHyf77PauVR6YYQZKPt2oSeQbARfV+97GKxt1/JTt3m3o3KgTDL7FykwUCaZ2+guCwyUSWatxZJC83tmVDq/2vO1ub94Pyt/u1d61jXINpYUmYGyU23Hj1AjM8tKS0u1fPlyTZ482fqb0+nUgAEDtGhR8EKZJSUlKinxfYGKinxfwqu6pKtr8wRNemO1Vmw/ok17j1kFW/vlJuvK85rq3jfXaOfhk1q4+YBW7DA/hPwmsbp7UI7+8M46bTtwXHO+3q369VwqdxtKjqmnx0Z10KMfbNSK7Uf0+vKdGtQmRfuPlijM6dCM67voP4u+04fr9uqVpTvUunGslen1xNUdtXjrQb24eLtmLt2uq7qmWydDvx+WpxMl5frLh5v0xvKduvei1nrHUwj298Py1CQ+Sre9uFwfb9invUXFemuFGbi7onNTXdO9mW59Ybl2FxZr8baD1nCVKUNba1SXdF397Jda7Sn26h3mcnmnpvrLle017aNNmvbRZs3++nsd8QyX6ZmVqMkXttaGPUUaMu0zLfv2sD5ev08l5W6lJ0TpN4NztPXAcfX/y3x9seWA/rtql4rL3GraMEp/HJ6v7wuL1ePPn+jrnUe0r6hYX24zv6R/G91BsVHh6vvIPO06clJLth2yAlCzfnmBMhvV1+BpC7Rl3zG9vWKXldFz18ActUisr6v/+aXW7y7SG8t3abunnsSV5zXV/Ze00Q3PL9XirYf09srvrVoXvVol6j83dNU9b3ytV5ft1HtrfAf6a7s30029WqhPdpIGPrZAH2/Yp8c+2qTiMrfym8RqxnVdtHDLAV3zryV646udaplUX6UVbmUkRKtHllmg+IKsROvzu8QvkOMvKzlGU4a2VkpspBJPURekuiU2qKd/jj0vaFtkuEv/uaGrxvzzS/XMSgwY1pyTGqPXb+uuqAhXwPCOCf1b6c2vdqm43K1rPUGwH9IjK1FxUeHWbIQxkWHWiWNig3pWHZ8RHZtocpBAUVqcGbi4qG1j26xjrVNjtMqzH/bNSdL0qzpabf61W+be0UupsZG2WQf/ONw8+TMMQxVuw7o4C3M59cbt3bWnsEQZQQokh7ucGtm5acDfX77lfL25YpfuGNAqoO10nI2ZEc8l4S6nlcl4tk2+KFdXnNfU9l3x8r+Au9ITuPBmwtzcq7n2FRVrdLcM21Dr+vXCdEn7NL2w2LyR0sMzhLxLZoJeC5Jl4h2qfWF+Y81ZvVtXPr3I6k/Oy2yoyRe21n3DitX/r/NtmVb9cpPldDp0fY9MPTVvi/Z4ilcn1I9QSqyvZMAFLRO1aa8ZRLswP1WPjeqgyHCXGkq64rx0KxszNTZSN3myGR++rK2u+dcS/bJvS13Wqam2Hjiuq7qkKyc1RjmpMXK7DWu4UcPoCFv/MCgvRQ/OXmcVV/cGsyRzEhTJDApKZh8w4zpzxrMWSQ3U+Y8f6mhJudX3zri+i5rGRyk5NlKPf7xZ3x08YWUBDcpL0YT+rdQmLVbTP9qkouJyq57QJ3f30fGSCh0+UaqxM5ZYN3UkafpVHdUisb6cDodGPbPIVrx7aNvGuqV3C635vlCPfbjZdtMmO7mB5v+mryLCnLp+xlLFRIbZhpCdDv+yDFXVLHtoRL6u6d5MeY3tNRFbN47Vf8f3PMWzfNL9sorKTzGUrDr0bJWod3/dK+Dv9cJcujBIwX9JapMWp3V/GCKnI/jQvuEdm+jTjb4h+P5Gdm5qzWZ574WtfftGli8rrFerRCtwLplDPL1iI8Nsx/jGcVEa3CbFKtNQkJOkOwZkW/vBny9vp+FPfq43PedyMZFhemhEW7mcDvXLTbbWRZJtmR3S47V53zErANcjK9Ea/VDh9l0QRIQ5NXVYni0r78e6uXcL2z75Q8JsWWBOKyhVFdt3OsjX2z8ImhYfpU8n9lXsT8gmthbhcOjZazvryIkyxUSGWa8fExmu3ww2byZkTvIVuf9iUj8dPlGqb/Yf14SXV2jm0u16c4XZN486L12ju2UoPy1Wd726ysrMbxIfpfm/6asNe47K6XDoosc/05Jth/T+2j36ctshRbicenJMJ3XJbKg/vbtery7bqSc+2aJdngzi3wzO0eWdmur15Tu07LvD1rDbvPxOihi0yLwQdjjNbIml//QNVbroUSmju/SPHuYFZ9H30mZzKLxGvyLFNTGHOT032LyAPnFIkmEO5+x1t5TWUfr6VTN4sPZN83ljXpfqJ0rJeWbdMe8FckILafwyM/DSMFNa97aZ2SRJI54266ntWW0O0fLndEq/eN3MICk5JqXmm9lTCX7BsvRu0qVPBg517HmnOYvm8X2+YJxXuyukVgPNmmdNOtnbmveS7vnOXJ+mlc5xk3KkiZvNmTwrv2b9RtKEVdKeVYEBMVe4dPMn0r71vmCbv5HPSQW/Mz+nypluAx+Qut5iPnfuJDMjr7Jr/2tm8AULXv1ilrR8hrT+ncC2y/8l7VjiG3Lrb9AfzSDEx38IbDt/nJScG3x4bZvLpNYXm4HXygGe5Dyp/1RpzkSpKEhd4WvelD6YKu0Nkql97X/NQNnWeYFto18xv4MBmYqSLvmbGRxa+FhgW997zayjuZMC2zpfZ+4f//2VtONL8zvoDaJkXyh1uFqafUdgYCw6URrxD+mzv0jbPTEIbxApprHZtuRZMwhUdtIX3HOGS2NeMwN3q98wvzP+wbMr/m0G3ZY8Y2ZZ+bcN+bM5tPKzR80ss2N+WXIXTDCDy58+bH6//Gd3bDdKajVI+u8EM/C36yvfNjbvLXW7XVrwv+YwyOP7fMM5E3OkIQ9Li54w94WKcl+gq16cmYn31b+lTR+Yf/MPgo153exnVrxobod/8Hf4P8xsxC/+Zu7n/tvY7/fmkNF5fzb7MP+hpV1ukpp0NveBk0fsy8sdJrW9wnyeN5vUq2kXqfdvzc9q33r7usSlm9+dL582+79gwcpTqJHBsgMHDqiiokIpKfYDbUpKijZsCF50++GHH9YDDzwQ8HenQ7prULaSYyL1zqrv9enG/Xpr5S595DnBntC/lTqkx2vRNwf1b09wy3tX+dbeLVWQk6xv9h3TH+es1ycb9qncUxhv7AWZVl2qW19Yro837LVmBRvZual6tUpSYoN6+nDdXi3cckAzl5oXGRe0bKRh7dLUKytJLy/ZoU17j+m5hdt0sqxC6QlRuqFHpgxD+veib3XgWKme/Wyrvjt4QlHhLo3umq7oiDC1T4/Xqh1HNOPzb7Xk20NyOKS7B+UoNS5SfXPM1/1g7V6t9GSWnd+ikWIiw3VphzSt3lWoWSt2aafnQuFCT2HZYe3SNO2jzfp0437rJLJ3tnkSmZ0co0b1I3TweKk1NGVQXqocDodaJjVQdkoDbdp7TPe8sdp6LYfDoSbxUWqRWF9bDxzX1LfXqrTcrbS4SLVMaiCHw6HerZI0d+0eq3ZIi8T6apFYXw6HQ8PaNda0jzbr957Zm5o1ilbH9Hjzgu+CTP32ja/1n0XfWsXmL2nfRNERYRrZOV2Ltx7S7K+/t+7CX9S2sRwOhy5un6ZXl+3U+2v3WjU4vDMmtUqJUedmDbX8u8NWBuDNvVrI4XCoZ1ai2jeN06qdhVa23/COTayT6IKcZH24bq/S4iLVOSPIQdPjpl4//qSzJmqfHq8v7+1vuzDwd16lzCyv5JhIzfplDx0vLbfVjKtKRJhTV3Ruas1g1yUzwXbSvPCeAr28ZIeVgVbZ0HaNFRMZZqtfJ5lDebwevDTfNqxjSH6qBq5OUYf0eOWmBi/CL5kn22GVMi86Nwu+7VXJbxKn/CBBF9Rc0RFhatc0PmhbWnyUla1U+TGNGtTTX0d1CPq8uwdla9/RYvXPTbECI4PzU/WvhduUnhCtVTuPaP/REvXNSbICbTf1aq45q3fraHG5FcDx9j3JsZGadGGuNWzsso5N1MKz30WGu3RJhzQr2yqvcawtmHDPkFz1yU5STGSYOmU0tAW2pg7LU6P6Efpy2yHd0b+VFTDv3CxB6/4wxHrce5UCG/1bp1jBMm9xf68UT/mD37y2SmnxUbrIr9B568ax1sQJknlh6t/HpMVFWcMLu2YmWKUQJN+kI5v3HVOEy6kHLm2jxp4AesvkBlbNufoRLjX3HHMk6fGrOupXnqxtSWrXJM4ayv71fYN0zb+WWNkfPbIS1T49Xu3T43VVlwy9u3q39dzEmHpq5pmw490JveQ4RdDmx7DV5KviNcJczp/Vn7T2+2z8JzU4V1WVhTesXZq+2X9cuakxAZP75DeJ05ShreX03Ajzyk6OUfPE+vr+yMmALDP/zzbYZ/A/l7dT3+xk7T9Womu7N7PtVx3S4zW0rRn8lszzNe+6j+mWYQXLOqSbM2h7tU+PtwLqUeEu/d5vnTISoq1h4TNvOd8WZDub/CeG6J+b8qNmTPb/nIJ9YuGVPsfmp1Fa4lQcDkeVM0/f0KO5nvt8m6Zf1UFp8VFKi49Si8QGigx36ohnsp7MRtG6/5I21mdyW5+WVrCsXrjTtj96+6PbXjSzv67qmq6BnsmLbu+bpdeX77RuCjsc0uiuGUqoHxFwHOmbkyQlpUtJ2b7hZ94LvuwhUtebzd9j0swL6Ce6mNkbMWlS9mDzxctLzWGPJw6agS+Hy7ww92ZqNelkBsskqVlPMwDl1cQv0NTv9+bFrzfA1PoSM9OmeR9zyKQkNbbPPG2TlGP/v38wqsvN5jCyYGJSzJ9gouJ9y64sIlrKOMVNNVe4lH6KzFun0wwiBuNwSCl5wdukqgvKxzUxfw7eJM29x97WvI/Uoo8ZeHl5lL0tLNIcYhjbJHiwrO1IM1gSLFh2/jjz32DBsr6TzCDT/EfMWmP+Cu41P49Nc83hu/563GFm532/Qpr/P/a2826UWvaTzt8tvf1Le1taJ3MbnWHBg2U5Q8xAarBgWadrzfpZwYJlve4yP89FT5pZSLbtmGIOT139mpn5tfpVX/Zkn9+a3/1t880AtG0bf23uB60GSge2SE/4fce63iK16Gv+uCukGRf5Apwdx5i1/1oWSMOmmQGslS+abS36Sm2Gmz/9pkjz/9ecZEMy94Vut5nfr+7jpDWzzGGbkpmp2HeSGYDteI0ZDPvXAL9tvNd8/obZZrBx3VtmIFuSek003/OcC82srUdb+QJU3ceZ36us/uZ2PNPHDC5LUpcbzee16GO2zRwjbfLMkNvmMt97M+RhM0i55BmzrUlnqYMn47P3RGnx381MQcmcIKPnnWYf0uUmc13fuNFsc4aZgeboBDP4t3uV9GyBbxv7TjL7nbxLzUDcdL9+pscdUvYg88ddIf0xxRe87Hab7/NwV0h/ypEUJPMtiBo7DPN0TZ48WYWFhdbPjh3mTtKzVaJVjNM7NOKped/oZFmFWiU3UHvPnThv2yvLdmjn4ZOKjw637op5h9ss3HJAi7ceksvpsIbS9cxKVESYUzsOndSry8wTF28WSW5qjNLiIlVS7raKgF5xntkWFx1uZcp4LyRGdkqXw+GQ0+mwTvy9xcMvatvYujM4INds89bI6JudZM1w5i3c/vKS7TpaUq6mDaPU2nOnebBnivBVO47o4PFSpSdEqU+O+fis5Aa2Wfoax0Xq8k7mujqdvpNG74XLGE9NMElWbSbJrEdzex/fAaKH53ne+iFXdc2wTiy9JwtevxmcY7UNa2fP0Lrv4jzrBHNou8aKqRem3YXFKjxZprS4SKsWx8C8FEW4nNq875g27DmqqHCXLvIExLo2T1BUuEuFJ8t0tKRcTeKjrCGmkmzDuKIjXLrIc9fa4XBoXEGWNSSna2aCbaiLOSNVpv53ZPsfXWD8XFW/XthP2sac1JjTPmG/a1C2dYf+Qr+LaMkMCPx6QCvFnaIOULjLqf6tU2wXF5J0Waemap5YX/cMyQ2oExcZ7tKz155nzfgHnI7fD8szC9ff0fu0nhcfHaGnrzlPV3bxDQ+JiwrX+3f21j/HnqfP7+mnlVMHWllVktQxo6HuGZKrLpnmPhXhctoK1Y/ukqGCnCQlx9TTxMH2ixL/IdN5lWZmjYpwqSA3WedlJgTs55HhLt09KEev3to9cHa2KrRuHKv37+itl28+X/+8tktAe5/sJH15b3+9flt3W0A83OXU9Ks6KDLcqQiX0zY8TpJu7+vrr0d0sg9t9w5JlKTLOze1AmWSbDMOZyU3sAU6vMdIL//h82bNOt//z8v0vd8up8OWAeY/+Y/TGXzo24/17QHfcIxTFWA/ExwOxxkJRJwLXE6H7hqYbR3jK7upVwvd4JksxsvpdOi127rro7v6WMP5/XnPn24KUj8yJjLcrJlZkBV0Ep+HL2+r63tkqmNGvG71y+RqlRKjdyf00sC8FN050F7TclCbFGWnmOewT/2ik+14lhoXqRdv6qYP7+wdskCZJJ0s9WVeBsumDsa/1FOw3SQ8yIRXZ9ukC3P12W8LbOe2UREu67y0Qb0wTbuqo+38wj/YvLXSEO9Blc51x/rd5GueWF8Xt0+zPdZb+7Rd0zhraGuY06G+fjcEFJsmZXpuTIRFSQP8kgVa9DH/9Q7lyurve3PDIuxDJvMvsw9pbHuF+W/TrtIlj9vWW21GSFc8L/36a/N5/iJjpWvfNoMVP0VYhNTnHqntlWYAoa7IHuz7vdUgc4jqSE+5oeZ+5xINm5v/v81T661ysLFZT+kGT9ZPZKWbvc17S1f+x9zZnE77cNPcYdKQ//E9J6ufr63TWDNQ5A1c+q9rp7HmcFLvcFP/trxLzdcdcL9vu7yS20gtCqRRnqBReqUAZrMevm2sXFst4wIzq04y66BF+PXDLfub2Yjewv+N2/va2owwA1LeOm7Znpt7n/3FzGhKau0LiGb7bvxZ29f1Ft/f4n3XvpKkdlf6fne67NlKHcbY2/xVbvOfMbXDGN/+6nT5avdJZnDKm6lYua1ZT1/QOftC899FT5jZXPEZvrpxDof5XP8MurxL7Otz2C9g2uFqe5v/8MmOlbbDf6KLys/zn+ii/Sjfe+J02bMvcy70DV2u3Jbazje02+HwTcogmTXgsvwCh06XfQhv25H2tqgfn+RQIzPLEhMT5XK5tHevfaz23r17lZqaGvQ59erVU716gcPbruvuO3Hpn5us+/1mhvJmDklSt+YJtrvY15zfzDoQNk+sr1bJDbR5nzk8ZVi7xmoSb558168Xpl5ZiVbR944Z8dZFi8Ph0KA2qdadwdTYSFsQaFCbVGtoYpjToWu6N7O1+Q/Dubm3bzsGtknRXz70zU5zXQ9fW4+WiaoX5is6fHvfltadu/SEaPXPTbbW9bY+LW13rZ+8upMeeX+jdh45qUdGtrMV171rYLa+2HJAB4+X6srzmlqZCpJ0a+8WMgxDc9fu0Z0Dsm0BjAvzU60hRh0z4m0XOBe2TdW7q3dr8daD6tc6xTZ9elZyA02/qoM+WLdXuSkx6pfrO9moXy9M4/pl6c/vmVmGv/Ar7BsXFa7LOzfVy0vMHX14xybW+tQLc6lvTpLeW7PH05ZmuyDsl5uiX/XL0t8+2aIpQ/Ns782gNqn6YlI/bdxzVF2bJ9jaIsNduu/iNsKZ5Z0pdOGWAxpxhuq8eYdxAGdadkqMnr4m+DDmnyMizKmIsMAsiNv7ttTtfVvq651HVFbhtvXXTqdDz13XJWiQpn3TOOt41v4UWXJnWk5q1fX4gmVrSmaf/OGdfXSitCJgiPMvzm+mMKdDy787HNA/3Ny7hZJj6+nzLQc0sdLEGVd3a2bd2Ko8hDkizKnoCJeVsVw5YOjf72dVypL1H7oY8yMyan4sbz3MyHDnWZkIxt+tvVto0qzVSmxQt4d2n0pVJRRmXNdFO4+c/EnBqdjI8FOeQ+SlxerZawP7leSYSH1wZ59TvmblrOpQ8C9OX7nu4qn8UM2ysGq4ARkRFnxfu+/iPHVIj9fAvBRbeQep6szRyzo10fNfmCMhLsxPDciwH1+QpfdW71F8dLj+NMI3FDA+OkLPXNtZq3YUqktmgi0IL8kMTh3+1izo7Z9tdckT5gXnW7806zvlXGh/Xv/7fLPt9fu9vS13qDT1UODFvWTOutlmxCm382cruPfsvXZNleAXXO8+zsw48oqI9hWB7z7OlzkomYGCjO7msMCut0gXPWJ/3S43mRlSzXtLYytloPW80xxu2CBFuur/7G0dfiEtf978vXKwtKVfIG3wn+wzSzb2y77rc4+U4tef+U82UDDZHNLp5QqTUtqawzT7TfHVzfNqN8rMZms3SrrsGXtbr7ukjx+QGneQrpllb+t4jZldFR5tBnj9ZQ+R3rvHNyvkBb/yBae8AWjJ3E8qZzH6n4sl5QYG9PzrwVXOVjyw0fd75f3ouK9eoc670d7m9pu9svs4e5v/5BEX+A2hbTXQbPPWmDt/XPB9WjKDkJWHEvsPX6yc5bl3re/3lv3tbd6sVMkcMu2v1O8mQrfb7G0uvyDbBRPsbf6z2/p/VpI9YNpuVOAEHl6J2YFDwitPkFEVo4bq2rWrMX78eOv/FRUVRpMmTYyHH374Rz2/sLDQkGQcOXLE9ve3V+4yOjzwvjH4sflGcVm5re3zzfuNCx7+2Oj20EfGvqJiW9vaXYXG4MfmG/lT5xobdhfZ2nYePmFc8Y8vjKx75xgLNu2ztR05Xmrc+p9lRuak2cYrS7fb2krKKozJs742mk+abfzlg422Nrfbbfz1g41Gq3vfNe6YuSJg+/5v8XdG/tS5xhVPfWFUVLhtbfM27jOGPr7AGPX0FwHbWFJWYTy74Bvjz++tN0rKKgJetyrb9h8zpn24yThyvPS0nrd1/zFj4eb9xtHistN6XlVKyiqMYY9/ZnR96EPj0LESW1txWblx9bOLjNa/f8/YvPeore3w8RLjyU83G5PeWGUcPm5/ntfBY8H/DgC1waY9Rca/PttqlFc6dtQVT83bYjSfNNuY8/X3AW2fb9lvtJg8x3h2wTcBbd8dOG7kTnnPuO/tNQFtRSdLjU5/+MC45l9fntF1ffCdtUb+1LnG6p1HfvjBP5Pb7Tbe/GqnsXlv0Q8/GKjk5S+/M7LunWO8tzpwvzqVgkc+NZrdM9tods9sY8yziwPa9x8tNlpOnmPc+PySM7mqZ8Xnm/cbmZNmG09+ujmg7URJubH94HGjrDz4effW/ceM/UeLg7b9ZIe/M4y1bxmGu2728+eM/ZsMY9UrhlER5LtRuMswlv/HMEpPBradPGIYy2YYxonDgW3lpYax7Hnz+ZW53YaxcqZh7NsY2GYYhrHhPcPYsTR427aFhrH5w+Bt368yjNVvBG87ssMwVr8e/Lt48ohhrPg/wygL8v0vKzGMlS8bxvGDwbdj9evma59qO/auD9729WuG8edMw/j7BYHL3b7EMDa8G/x5hmEY//21Yfwp3TD2rgtsWzjdMB5MNowtnwS2rXnTMB5IMIyvXgxs27nMbPs0SIyjcJdhPJRmGG/cEthWesIw/pJnGP8aEvj9WT/bMP43yzAe72QYxUcDn/vqdYbxSCvDOLQtsO3D+8xl7lgW2Lb0OcP4Q6L5+pVt/tDcjsVPB7bt22A+b+69gW3HDxrGn5sZxstXB7aVl5rb8I/e5u+VPT/MMB7LD/4deXu8+br7NwU0Fc4YZUgyCgsLA59XicMwKs8vVTO88sorGjt2rJ5++ml17dpV06ZN06uvvqoNGzYE1DILpqioSHFxcSosLFRsrD0l1e02VGEYtrvEXoZhqKzCsA2p8Fda7j4rbeGu4EM1yivccnqGZlbmdhtyG0bQ2RfrgrIKc4bQYO+r222otMIdUI8EAIDisopTHh/KK9ynPK663cYpa5AVl1UowuU848Pxqzp/AGqS0/2uDvjrfG3xjNooyEnSjOsDa0cVl1WoXpjzZw1nDpWTpRUB5R8A1EBut5ld5gpezqVK5aX2LLOz3VZRZtYXdAbpW91uswaZK0hGu2GYM2SeahtDvR3lpea6BOvLvRl0wTLgqvqsDMN8f05zfYp2blRcem7QOFFlNXIYpiSNGjVK+/fv19SpU7Vnzx516NBBc+fO/VGBsh/idDrkDFpK1DwBjgg79QG5qpOAs9FWVSCsqu2oC4IFO72cTociT5VyCgCo06q6kfJDx92f8po/B4EynCtO97vqvzud6pzuXLrpSaAMOEc4nfrJpdtPFZg5W21VBfSq2g6Ho+rnhno7qmqr6pr9h7bxpywzNnjN0qAv8aMfWQ3Gjx+v8ePHV/dqAAAAADiD/GuWVXUDFACA6sCRCQAAAEBIuZz+wbK6O1ICAFAzESwDAAAAEFL+mWV1tf4uAKDm4sgEAAAAIKScToZhAgBqLo5MAAAAAELKZSvwzzBMAEDNQrAMAAAAQEhR4B8AUJNxZAIAAAAQUgzDBADUZByZAAAAAISU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create_features(df, label=None):\n"," \"\"\"\n"," Creates time series features from datetime index\n"," \"\"\"\n"," df['date'] = df.index\n"," df['hour'] = df['date'].dt.hour\n"," df['dayofweek'] = df['date'].dt.dayofweek\n"," df['quarter'] = df['date'].dt.quarter\n"," df['month'] = df['date'].dt.month\n"," df['year'] = df['date'].dt.year\n"," df['dayofyear'] = df['date'].dt.dayofyear\n"," df['dayofmonth'] = df['date'].dt.day\n"," df['weekofyear'] = df['date'].dt.weekofyear\n","\n"," X = df[['hour','dayofweek','quarter','month','year',\n"," 'dayofyear','dayofmonth','weekofyear']]\n"," if label:\n"," y = df[label]\n"," return X, y , df['date']\n"," return X, df['date']"],"metadata":{"id":"2pZWXutX5B2W","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":12,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":["X_train , y_train , train_d = create_features(train, label='cases')\n","X_test, y_test , test_d = create_features(test, label='cases')"],"metadata":{"id":"eliVJIhT7Mng","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":11,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["y_train"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xH-KT1s37U3N","executionInfo":{"status":"ok","timestamp":1700080108415,"user_tz":300,"elapsed":6,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"19e01144-3b18-4a27-f8e6-465f6879adea"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["time\n","2020-01-23 -22.915344\n","2020-01-24 -6.507937\n","2020-01-25 15.138545\n","2020-01-26 12.239264\n","2020-01-27 13.699387\n"," ... \n","2022-04-05 24.650318\n","2022-04-06 -11.304233\n","2022-04-07 -10.915344\n","2022-04-08 14.492063\n","2022-04-09 15.138545\n","Name: cases, Length: 808, dtype: float64"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","source":["cv_split = TimeSeriesSplit(n_splits=4, test_size=100)\n","model = XGBRegressor()\n","parameters = {\n"," \"max_depth\": [3, 4, 6, 5, 10],\n"," \"learning_rate\": [0.01, 0.05, 0.1, 0.2, 0.3],\n"," \"n_estimators\": [100, 300, 500, 700, 900, 1000],\n"," \"colsample_bytree\": [0.3, 0.5, 0.7]\n","}\n","\n","\n","grid_search = GridSearchCV(estimator=model, cv=cv_split, param_grid=parameters)\n","grid_search.fit(X_train, y_train)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"id":"k1I5VwEm7ZLy","executionInfo":{"status":"ok","timestamp":1700080725063,"user_tz":300,"elapsed":616653,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"fdd595bf-a7b0-4457-d3cf-8ee189d0720d"},"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n"," estimator=XGBRegressor(base_score=None, booster=None,\n"," callbacks=None, colsample_bylevel=None,\n"," colsample_bynode=None,\n"," colsample_bytree=None, device=None,\n"," early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None,\n"," feature_types=None, gamma=None,\n"," grow_policy=None, impo...\n"," max_cat_to_onehot=None, max_delta_step=None,\n"," max_depth=None, max_leaves=None,\n"," min_child_weight=None, missing=nan,\n"," monotone_constraints=None,\n"," multi_strategy=None, n_estimators=None,\n"," n_jobs=None, num_parallel_tree=None,\n"," random_state=None, ...),\n"," param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n"," 'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n"," 'max_depth': [3, 4, 6, 5, 10],\n"," 'n_estimators': [100, 300, 500, 700, 900, 1000]})"],"text/html":["
GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n","             estimator=XGBRegressor(base_score=None, booster=None,\n","                                    callbacks=None, colsample_bylevel=None,\n","                                    colsample_bynode=None,\n","                                    colsample_bytree=None, device=None,\n","                                    early_stopping_rounds=None,\n","                                    enable_categorical=False, eval_metric=None,\n","                                    feature_types=None, gamma=None,\n","                                    grow_policy=None, impo...\n","                                    max_cat_to_onehot=None, max_delta_step=None,\n","                                    max_depth=None, max_leaves=None,\n","                                    min_child_weight=None, missing=nan,\n","                                    monotone_constraints=None,\n","                                    multi_strategy=None, n_estimators=None,\n","                                    n_jobs=None, num_parallel_tree=None,\n","                                    random_state=None, ...),\n","             param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n","                         'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n","                         'max_depth': [3, 4, 6, 5, 10],\n","                         'n_estimators': [100, 300, 500, 700, 900, 1000]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":14}]},{"cell_type":"code","source":["from sklearn.metrics import mean_absolute_error, mean_absolute_percentage_error,\\\n"," mean_squared_error\n","\n","def evaluate_model(y_test, prediction):\n"," print(f\"MAE: {mean_absolute_error(y_test, prediction)}\")\n"," print(f\"MSE: {mean_squared_error(y_test, prediction)}\")\n"," print(f\"MAPE: {mean_absolute_percentage_error(y_test, prediction)}\")\n","\n","def plot_predictions(testing_dates, y_test, prediction):\n"," df_test = pd.DataFrame({\"date\": testing_dates, \"actual\": y_test, \"prediction\": prediction })\n"," figure, ax = plt.subplots(figsize=(10, 5))\n"," df_test.plot(ax=ax, label=\"Actual\", x=\"date\", y=\"actual\")\n"," df_test.plot(ax=ax, label=\"Prediction\", x=\"date\", y=\"prediction\")\n"," plt.legend([\"Actual\", \"Prediction\"])\n"," plt.show()"],"metadata":{"id":"0Kiz3RedDTLJ","executionInfo":{"status":"ok","timestamp":1700080725063,"user_tz":300,"elapsed":8,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["# Evaluating GridSearch results\n","prediction = grid_search.predict(X_test)\n","plot_predictions(test_d, y_test, prediction)\n","evaluate_model(y_test, prediction)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":537},"id":"b57-3VYfGgM9","executionInfo":{"status":"ok","timestamp":1700080725680,"user_tz":300,"elapsed":624,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"79557a88-74f0-4626-bb3d-619bb202c6b1"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["MAE: 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0 \n","288 NaN Zimbabwe -19.015438 29.154857 0 \n","\n"," 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/23 3/1/23 \\\n","0 0 0 0 0 0 ... 209322 209340 \n","1 0 0 0 0 0 ... 334391 334408 \n","2 0 0 0 0 0 ... 271441 271448 \n","3 0 0 0 0 0 ... 47866 47875 \n","4 0 0 0 0 0 ... 105255 105277 \n",".. ... ... ... ... ... ... ... ... \n","284 0 0 0 0 0 ... 703228 703228 \n","285 0 0 0 0 0 ... 535 535 \n","286 0 0 0 0 0 ... 11945 11945 \n","287 0 0 0 0 0 ... 343012 343012 \n","288 0 0 0 0 0 ... 263921 264127 \n","\n"," 3/2/23 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n","0 209358 209362 209369 209390 209406 209436 209451 209451 \n","1 334408 334427 334427 334427 334427 334427 334443 334457 \n","2 271463 271469 271469 271477 271477 271490 271494 271496 \n","3 47875 47875 47875 47875 47875 47875 47890 47890 \n","4 105277 105277 105277 105277 105277 105277 105288 105288 \n",".. ... ... ... ... ... ... ... ... \n","284 703228 703228 703228 703228 703228 703228 703228 703228 \n","285 535 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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
0NaNAfghanistan33.93911067.709953000000...209322209340209358209362209369209390209406209436209451209451
1NaNAlbania41.15330020.168300000000...334391334408334408334427334427334427334427334427334443334457
2NaNAlgeria28.0339001.659600000000...271441271448271463271469271469271477271477271490271494271496
3NaNAndorra42.5063001.521800000000...47866478754787547875478754787547875478754789047890
4NaNAngola-11.20270017.873900000000...105255105277105277105277105277105277105277105277105288105288
..................................................................
284NaNWest Bank and Gaza31.95220035.233200000000...703228703228703228703228703228703228703228703228703228703228
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...343012343012343079343079343079343135343135343135343135343135
288NaNZimbabwe-19.01543829.154857000000...263921264127264127264127264127264127264127264127264276264276
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289 rows × 1147 columns

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2020-01-22557.0
2020-01-23657.0
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2020-01-262120.0
......
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\n","\n",""]},"metadata":{}}]},{"cell_type":"code","source":["decompose_data = seasonal_decompose(df_total, model=\"additive\")\n","decompose_data.plot()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":955},"id":"hrp2AMML_9D7","executionInfo":{"status":"ok","timestamp":1700085688070,"user_tz":300,"elapsed":6107,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"4c539387-f2f5-4464-cc03-031a27a0b164"},"execution_count":67,"outputs":[{"output_type":"execute_result","data":{"text/plain":["
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p6YFe2qbsae2GWV1rahxuVXFMOq0yLaZkGM3IcdmQo7NHPxpD77OtgXfz0gxsrWNaJBgYkdENEA1u33BhC2UuAWTuGAC19W4tlSTHsNCrWl5DjPy7GbkOczItbf/N7GVjSgJMbEjIupHTW1elNW1orQu1OoWaoUrqWlGVVPslresVCNGZKZgRFYKirJSwhclFGSwa5ToYMXEjoiol3j9AVQ3uUPj2oJj28obWlFW34KyuuDPhpbYY93SrYZg4hZK4DpeW2EzG/qoJkQ0WDCxIyKKg88fQF2LB3XNHtS5PKhp9qDO5UZdswfVLg+qnG2obGpDRaMbtc1uSCquKE23GlCQYZW1vgVfF2WlIM1q7P1KEVHSYGJHRITg7T/KG9qCV5GGWtfaW9pqXR7UNrtR2+zpsoUtkl6rQY7NhFyHGbm24Di3ggwrCtItKMiwYli6hS1vRNRjmNgR0UFD/lzS7RVNKK1rwb76Fuyrb+1yPJucRgOkW43ISDEiM8WIzFQjMlOCV4+2X5jQfpFCZoqRN98loj7DxI6IklJ1kxvbKpqwtcKJLQeCP3dUuaI+l7SdxaBDflrE1aM2E7JsJmSmmJCZGkzm0q1G6JisEdEAxMSOiAa1Nq8fO6tc2FrRhK0HnMGfFU7h7UDan0t6SJ4dI7NSMDTdgmHpFgxLtyLdyitJiWhwY2JHRAOe/CHz++tbUVLbjF1VLuyocqG0riXqBQoaDVCUmYJxQ2wYl2fHIXk2jM+zY1i6hV2jRJS0mNgRUb+SJAnOVh/KG4NJ235ZArcv9LOrJymkWQ0YlxdM4MaHErkxuamwGrmLI6KDC/d6RNTjJEmCs82H6iY3alxuVDe5Fa9rXG7UuDyocblR6/LA4xePe2snf8j88AwrxuSkYlROKsbk2JCVamQXKhERmNgRUZwCAQlVTW6U1DRjb20zyhtaUd2evLk8qGlyo9rljnmRQjTpVkP4gfJD06zh1+2PxUrj+Dcioi4xsSOiTgIBCZVNbYqHy++pacbe2uDvbV51SZvNpEe2zYSsVFPop1H2Oni1aft7ZoOul2tFRJT8mNgRHaREyduemhbsrYudvOm0GhSkW1CYmYJh6Rbk2MzIshmRLUvasm1M1oiI+hoTO6IkV9/swdaKpm4lb0VZKSjMtIafUzo03QKDTtuHtSAiIjWY2BElAZfbh721zSitbcHeuhbsrW1BaV2w63RffatwvsjkbUSmFYVM3oiIBi0mdkSDQCAgocbl7kjaapuxt64FpXUtKK1tQW1z9JvxtivMtIYSNyZvRETJjIkdUT/z+QOob/GivsWDisbgQ+iDN+MNvW5sxYGGti5vCZKRYsTwDCsKM60ozLBieGaw+3RUdioyUox9VBsiIupPTOyIepDXH4Cz1YuGVi/qmz2oa/agvsWDumZv6Kcn+H6LJ/x3Z5tPVWytBhjisAQTt0wrhmekhH4Gf7eZDb1cOyIiGuiY2BGFSJKEFo8fTW0+NLV54Qz9DP7ug7PNq/y91QtnmxfOVh8aQ69bPP6EPlujARwWA3JsJgxNsyA/9L/jdfCB9Ow2JSKiWJjY9bKVK1fiwQcfREVFBaZMmYI//vGPmD17dn8XK2n4AxJaPD40u/1o9vjQEvrZ7Pah2eNHi9sHl9uHFo/sfbdflrh1JG8utw/+QJSHjibAZtYjI8WIdKtR9tOA9BQjMqzG4E/Z3x0WA3R8fikREXUTE7te9Oqrr2Lx4sV46qmnMGfOHDz22GNYuHAhtm3bhpycnP4unmqSJMEXkOD1B+D1t/8MwOeX4Il87QvAF1C+9voD8ER77QvO6xW9ln2W1y+hzesPJ2ktnmAipvZGufHQaTWwmfXB/yZD6LUBdosedrMh/De72QCHxQC7xQB76O8OiwGpJj30bFkjIqJ+oJEkqWeaKKiTOXPmYNasWXjyyScBAIFAAAUFBbjuuuuwZMmSTtO73W643R0PO3c6nSgoKMDhd70DnTkFkgRIkND+jXX8lCCFfg++an/dPo0U/r3T9KHX7X+UIv7uCwSTqoFOp9XAatQh1aSH1ahDikmPFKMeKSYdrKGfKUY9rCY9Uow62GQJms1sgMOiD79nMej46CoiIhownE4nHA4HGhsbYbfbY07LFrte4vF4sG7dOixdujT8nlarxYIFC7BmzZqo86xYsQLLly/v9H5pXSu0poGVaOi1Ghh0Whh07T+1MOhDr7XRX+u1WhijvDbotNDrNDAKXrd/jsXQnqR1JGopoUTOpNcyGSMiooMeE7teUlNTA7/fj9zcXMX7ubm52Lp1a9R5li5disWLF4d/b2+xe/6yWbDZ7QA00GiA9vRFo9FAA4TeC/4N4b8p35P/3j5P6C+y9zShdzqmb0+sjBFJFpMoIiKigYeJ3QBiMplgMpk6vT+9MKPLplciIiIiJna9JCsrCzqdDpWVlYr3KysrkZeXpypG+/BHp9PZ4+UjIiKiwaE9D1BzWQQTu15iNBoxY8YMrF69GmeccQaA4MUTq1evxqJFi1TFaGpqAgAUFBT0VjGJiIhokGhqaoLD4Yg5DRO7XrR48WJcfPHFmDlzJmbPno3HHnsMzc3NuPTSS1XNn5+fj7KyMthstkEzpq19XGBZWVnSdR8nc92A5K1fstYLSO66Aclbv2StV7tkrl9/1U2SJDQ1NSE/P7/LaZnY9aLzzjsP1dXVWLZsGSoqKjB16lSsWrWq0wUVIlqtFsOGDevlUvYOu92edBt0u2SuG5C89UvWegHJXTcgeeuXrPVql8z164+6ddVS146JXS9btGiR6q5XIiIiou7g7fGJiIiIkgQTO+pRJpMJd9xxR9Tbtgx2yVw3IHnrl6z1ApK7bkDy1i9Z69Uumes3GOrGR4oRERERJQm22BERERElCSZ2REREREmCiR0RERFRkmBiR0RERJQkmNgRERERJQkmdkRERERJgokdERERUZJgYkdERESUJJjYERERESUJJnZERERESYKJHREREVGSYGJHRERElCSY2BERERElCSZ2REREREmCiR0RERFRkmBiNwh88cUXOPXUU5Gfnw+NRoO333477hgffPAB5s6dC5vNhuzsbJx11lnYs2dPj5eViIiI+g8Tu0GgubkZU6ZMwcqVKxOav6SkBKeffjqOPfZYFBcX44MPPkBNTQ3OPPPMHi4pERER9SeNJElSfxeC1NNoNHjrrbdwxhlnhN9zu9247bbb8PLLL6OhoQETJ07E/fffj/nz5wMA/vWvf+H888+H2+2GVhvM5d955x2cfvrpcLvdMBgM/VATIiIi6mlssUsCixYtwpo1a/DKK69gw4YNOOecc3DiiSdix44dAIAZM2ZAq9XimWeegd/vR2NjI1544QUsWLCASR0REVESYYvdIBPZYldaWoqRI0eitLQU+fn54ekWLFiA2bNn47777gMAfP755zj33HNRW1sLv9+PefPm4f3330daWlo/1IKIiIh6A1vsBrmNGzfC7/dj7NixSE1NDf///PPPsWvXLgBARUUFrrzySlx88cX47rvv8Pnnn8NoNOLss88G83oiIqLkoe/vAlD3uFwu6HQ6rFu3DjqdTvG31NRUAMDKlSvhcDjwwAMPhP/24osvoqCgAN9++y3mzp3bp2UmIiKi3sHEbpCbNm0a/H4/qqqqcOSRR0adpqWlJXzRRLv2JDAQCPR6GYmIiKhvsCt2EHC5XCguLkZxcTGA4O1LiouLUVpairFjx+KCCy7ARRddhDfffBMlJSVYu3YtVqxYgffeew8AcMopp+C7777DXXfdhR07dmD9+vW49NJLUVhYiGnTpvVjzYiIiKgn8eKJQeCzzz7DMccc0+n9iy++GM8++yy8Xi/uuecePP/889i/fz+ysrIwd+5cLF++HJMmTQIAvPLKK3jggQewfft2WK1WzJs3D/fffz/GjRvX19UhIiKiXsLEjoiIiChJsCuWiIiIKEnw4okBLBAIoLy8HDabDRqNpr+LQ0RERP1AkiQ0NTUhPz+/08WQkZjYDWDl5eUoKCjo72IQERHRAFBWVoZhw4bFnIaJ3QBms9kABL9Iu93ez6UhIiKi/uB0OlFQUBDOC2JhYjeAtXe/2u12JnZEREQDnD8gwdnqhcvtQ6vXj2a3D60eP1o8fjR7Ol63eHyhn364fQG4vaGfPj/avMGfbl8AbaH3Z+WbAUDVsCwmdkREREQxtHn9KG9oRXlDG8obW1He0IoDDW2ocLahodWLhhYPGlq8cLZ50Rv3GinsuqEujIkdERERHdRcbh/21begrK5V8TOYxLWhrtkTVzyzQQurUQ+LQYcUkw4Wox7WiNcWow5Wow4Wgw4mgxYmvQ7m0E+TXguzIfjTZNDCEHDjBZWfzcSOiIiIkpbPH0BtswdVTjeqmtpQ3tCKsnplAlff4u0yjtWoQ36aBUMcZgxNs2CIw4I8hwnpViPSU4xItxqQZjXCYTHAoOvZu8k5nU7V0zKxIyIiokGlzetHbbMHdS4PapvdqGv2oK7Zg9pmD6qb3KhqcqO6yY3qpjbUNntUdY+mWQ0Ylm5BQboVw9ItGJZuxdA0C/LTLBiaZoHdoh8Utx5jYkdEREQDQlObF5VONyqdbahobENlUxsqG4Nj2Sqd7mAS5/Kg2eOPK65Oq0FWqhHZNhOGOCyKBK4gI/jTZjb0Uq36FhM7IiIi6lVefwBVTW5UNLahyhlM1CqcbahyBt+rdAb/x5OwGXQaZKQYkZFiQmaKMfQ6mLxl20zIsZmQYzMj22ZCRooROu3Ab23rCUzsiIiIqFu8/gBK61pQVteCffWtKKtvwb664M/yhlbV3aEAYDPrkWs3I89uRq7djFy7CXkOcyhJCyVyqUbYTIOja7SvMbEjIiIiVSRJwr76VmyvbMLWiiZsr2zCtoom7Kp2weuPnbkZdBrk2DoStdxQ4iZP4HLtZqSYmJp0B5ceERERRVXrcqO4rAHrS+vxQ2kDNu5rRJPbF3Vai0GH4RnKcWsFGcELEPIcZmRYjdAeJN2h/YmJHREREcHnD2BrRVM4ifuhtB57als6TWfQaTAqOxWH5NkwNteGcaGfw9It7BodAJjYERERHYTavH78UNqA7/fUYe2eOvxQ2gBXlNa40TmpmFaQhumF6ZhakIbROak9fp826jlM7IiIiJKcPyBhd7ULP+5rxMZ9DfhxXyN+Km/sNC7OZtJjWmE6pg9Pw7ThwUTOYUmO24AcLJjYERERJYFAQEK1y91xZWroZ0lNM34qb4x6K5FcuwmzRmSE/x+SZztobguSrJjYERERDQKSJKGu2aN4HFZZfTB521fXgn0NrfD4AsL5rUYdJuY7MGmYA5OHOTCtIB0FGRwXl2yY2BEREQ0QjS3eULLW0erWnsjtq29FSxc38NVpNRjiMIefrFCQYUVBhgWH5jswKjuVrXEHASZ2veTOO+/E8uXLFe8dcsgh2Lp1az+ViIiI+luz2ydL2JRdpmX1LWhqi34rkXYaDZBrM6MgI/gs04LQM02HZQQTuSEOM/S8sOGgxsSuFx166KH4+OOPw7/r9VzcRETJTpIk7G9oxY5KF3ZUNWF7pQs7qlwoq2tBXbOny/mzUo3BZC10Hzj5M03z08ww6XV9UAsarJhp9CK9Xo+8vDzV07vdbrjd7vDvTqezN4pFREQ9yOX24YfSeqzbG/xfXNogvIkvADgshmCLW1qwmzR8M990K4alW2ExMnGjxDGx60U7duxAfn4+zGYz5s2bhxUrVmD48OHC6VesWNGp+5aIiAaeXdUufLKlCqu3VuK7PfXwB5S3DTHoNCjKSsGYXBvG5KRiTI4NI7KCY97sZt4+hHqPRpLUPpY3OU2bNk31FUHr169XHfe///0vXC4XDjnkEBw4cADLly/H/v37sWnTJthstqjzRGuxKygoQGNjI+x2u+rPJiKintfY6sV/fizHa9+VYeP+RsXfhqVbMLMwHTMK0zFteDoOybPxJr7UY5xOJxwOh6p84KBvsTvjjDPCr9va2vCnP/0JEyZMwLx58wAA33zzDX766Sf8+te/jivuSSedFH49efJkzJkzB4WFhXjttddw+eWXR53HZDLBZDLFXwkiIuoVgYCEb0pq8dp3Zfjvpgq4Q7cTMeg0mDsyE8eNy8Gx43IxPNPazyUlCjroE7s77rgj/PqKK67Ab37zG9x9992dpikrK+vW56SlpWHs2LHYuXNnt+IQEVHvK29oxRvr9uH1dftQWtfxvNRDcm04d1YBzpiaj8xUnojTwHPQJ3Zyr7/+Or7//vtO71944YWYOXMmnn766YRju1wu7Nq1C7/61a+6U0QiIuolTW1erNpUgbd+2I81u2vRPlDJZtLj1Kn5OG9mASYPc/CGvjSgMbGTsVgs+OqrrzBmzBjF+1999RXMZnNcsW6++WaceuqpKCwsRHl5Oe644w7odDqcf/75PVlkIiLqBp8/gP/tqMGbP+zHR5sr0ObteHLDnKIMnDerACdNHMIrVWnQYGInc8MNN+Caa67B+vXrMXv2bADAt99+i6effhq///3v44q1b98+nH/++aitrUV2djaOOOIIfPPNN8jOzu6NohMRURw2lzvxxvp9+HfxftS4Ou4tNzI7BWdOG4rTpw5FQQbHzdHgc9BfFRvptddew+OPP44tW7YAAMaPH4/rr78e5557bp+XJZ6rYIiIKLZmtw9vrt+Hl9aWYcuBjvuEZqYYceqUfJw5fSgmDWVXKw088eQDTOwGMCZ2RETdV93kxt//txsvry2FM/TILqNOiwUTcnDW9GE4amw2b01CAxpvd9JNHo8HVVVVCAQCivdj3VyYiIgGFmebF3/9fDee/qoELR4/AGBEphUXzRuBM6cPRZrV2M8lJOp5TOxkduzYgcsuuwxff/214n1JkqDRaOD3+/upZEREpJYkSfh3cTnuendz+NmsUwrScN0xo3HsuBxotexqpeTFxE7mkksugV6vx7vvvoshQ4ZwnAUR0SCzr74Ft721CZ9vrwYAjMpOwW8XjsPCQ3O5T6eDAhM7meLiYqxbtw7jxo3r76IQEVGcVm2qwG//9SOa2nww6rW4/rgxuOqokRw/RwcVJnYyEyZMQE1NTX8Xg4iI4uDxBfCH/27F01+VAACmDU/DQ+dMwajs1H4uGVHfY2Inc//99+OWW27Bfffdh0mTJsFgMCj+zitTiYgGln31LVj00g8oLmsAAFx5ZBFuOXEcW+nooMXbnchotcEdQeQ4jP66eIK3OyEiEvt4cyVuev1HNLZ6YTfr8fC5U3H8hNz+LhZRj+PtThL06aef9ncRiIioC60eP+59fzNe/KYUQPCK1yfPn8YnRRCBiZ3C0Ucf3d9FICKiGH4qb8T1rxRjZ5ULAHDFEcGuV6OeXa9EAMAtIcL//vc/XHjhhTjssMOwf/9+AMALL7yAL7/8sp9LRkR08PL4Anhi9Q78fOXX2FnlQo7NhBcun43bfzaBSR2RDLcGmTfeeAMLFy6ExWLB+vXr4Xa7AQCNjY247777+rl0REQHp+/31OGUJ/6HRz7aDo8/gOMn5GLVDUfhyDHZ/V00ogGHiZ3MPffcg6eeegp/+9vfFFfEHn744Vi/fn0/loyI6OAiSRKKyxpwxXPf4+yn1mBHlQuZKUY8/oup+OuvZiAjhY8DI4qGY+xktm3bhqOOOqrT+w6HAw0NDX1fICKig4jXH8DG/Y34emcN/l1cjh2hcXRaDXDOjAIsPXkcn+9K1AUmdjJ5eXnYuXMnRowYoXj/yy+/xMiRI/unUEREScbl9qGkuhm7a1zYXd2M3TXN2F0dfN3q7bitlEmvxSmThuDXx4zG6BzebJhIDSZ2MldeeSWuv/56PP3009BoNCgvL8eaNWtw88034/e//31/F4+IaNBobPWirK4F++pbUFbXipLa5nAyV+l0C+dLsxowe0QGjh2Xg5MnD4HdbBBOS0SdMbGTWbJkCQKBAI477ji0tLTgqKOOgslkws0334zrrruuv4tHRDQg+PwB1Lg8qHS2odLZhgpnG8rqgglcWX0Lyupa4GzzxYyRlWrEyKxUjMxOQVFWCkZmh15npkCr1cScl4jE+OSJEL/fj6+++gqTJ0+G1WrFzp074XK5MGHCBKSm9k8XAJ88QUR9KRCQUNcSTNiqnO5w0lbpdKPK2YbKpuDrGpcbao4cWalGDEu3oiDDiuEZlnAiNzI7FQ4LW+KI1OKTJxKg0+lwwgknYMuWLUhLS8OECRP6u0hERD0iMmGrCiVoHT+DiVt1kxu+gLpzfZ1WgxybCTl2M3JtplACZ0FBKJEblm5BiomHGKK+xq1OZuLEidi9ezeKior6uyhERHFp8/qxr74Fe2pasLeuBXtrm7G3Nvhzf0MrvH51CZtGA2SmmJBrNyHXbkau3YQcmzn8OvjTjIwUI3TsMiUacJjYydxzzz24+eabcffdd2PGjBlISUlR/J3doUTUn1xunyxhUyZvB5xtMbtH2xO2HJtJlqyZkB1qccuxm5FjMyHbZoJBx1ucEg1WHGMH4K677sJNN90Em80Wfk+j6TgTlSQJGo0Gfr8/2uy9hmPsiA4ukiShvsWLPbXNKK1tUf6sa0GNyxNz/lSTHoWZVozITMHwTCtGZFoxPCMFhZlW5NhM0DNhIxqU4skHmNghOL7uwIED2LJlS8zpjj766D4qURATO6Lk095lWtp+FWldC8rqW1Ba14p9dS1ocse+mjQzxRhK2oIJW/B/CgozrMhIMSpOSokoOfDiiTi157Z9nbgRUXKQJAkutw81Lg+qm9yobgpeOap47XLjQGPwAoWuDHGYgwlbRgoKs0I/Q0mcjfd1I6IYmNiF8CyXiCJF3q+tKjJpc3W8bvMGVMe1mfQYFroFSEH4diDBq0qHpVthNuh6sVZElMyY2IWMHTu2y+Surq6uj0pDRH2hzevHrmoXdlS6UFLTHL79R2Xo3m21zeru19Yu1aRHVqoR2aGLELJSTchONSHLFvyZYzdheIYVDouBJ5NE1CuY2IUsX74cDoejv4tBRL3A7fNjd3Uztlc2YUelK/izyoW9tc3o6rZtetn92toTtuxUWeJmC15pmpVqgsXIljYi6l9M7EJ+8YtfICcnp7+LQUTd4PEFUFLTnsA1YXulC9urmrC3tgV+QQbnsBgwNjcVo7JTMcRhCd+rLSf0M8Nq5COuiGjQYGIHjq8jGmxcbl/4gfK7qlzYWe3C9koX9tQ0C5+cYDPrMTbXhrG5qRiTYwu/zraZuA8goqTBxA4dV8USUf/zByTUutyKR14FL1xow56aFuyucaHSKb6yNNWkx5jcVIzNsQV/5gaTuFw7EzgiSn5M7AAEAuqvZiOixERL2MI/Q1ecVjrbUONydznuDQg+YL79ofKjslPDSdwQh5kJHBEdtJjYEVG3SJKEhhYvyhtbUdGoTNiqZS1uahM2ANBqELooIfTYK1vwcVfDM6wYmZ2CkdmpcFh4PzciokhM7IioS42tXuypacae2mbsrm7GvvpWHAglcuWNrarv4RYtYQtfrGDr+JmZauID5omIEsDEjogAAC0eH/bUBJ9LWlITTODaX9c1x35GKRDsGs1zmJFnN4cTtpyIxI0JGxFR72JiR3QQ8foDKKtrQUlNKHmracae0OsDjW0x582xmTAiKwVFoQfMD3GYMcRhQX6aGbl2M5+WQEQ0ADCxI0oygYCE8sZW7K0Ntr7tkSVxpbUtwtuBAECa1YCirJTg/8wUFGWnYERmCkZkpSDVxN0FEdFAxz010SDkD0g40Nga7joNjn8Lvi6ta4HHJx7zZjZoUZSViqIsK0ZmpQaTuOxgIpeeYuzDWhARUU9jYkc0AEmShBqXB/sbWrGvvgX76jt+ltW1oKyuFR6/OHkz6DQoyLAGW9syUzAilMSNzE5Bnt3MJykQESUpJnZEfajN60eNy41alwc1Lnfovyf8M3iftzbsb+j6SlODToPhoeStMDMFRVnW0M8UDHGYoddp+6hWREQ0UDCxI4qD2+eHs9UHZ5sXzlYvnG2+0E8vnK0+NIZfd/6bs80bs4s0kkYD5NrMGJZuCf23Yli6BUPTLRiRmYL8NAuvMCUiIgUmdr1s5cqVePDBB1FRUYEpU6bgj3/8I2bPnt3fxTooBQISmj0+NLv9cLm9aGrzoanNp0i8IhOxxlZlkuaOIzETMeg0yEo1ISvVhMxUY/hndui9bJsJw9ItGOKwwKhnqxsREanHxK4Xvfrqq1i8eDGeeuopzJkzB4899hgWLlyIbdu2IScnp7+LN+BIkgRfQILXH4DHF0Cr1482bwCtHj/afH60edv/y98LoM3rR6vHD5fbB5fbh+bQz6a24E9X+0+3r0fKqdEANpMedosBdrMBdos+9DPa78HpHJbg7zazHjaTno+8IiKiXqGRJEnlQ34oXnPmzMGsWbPw5JNPAgg+k7agoADXXXcdlixZ0uX8TqcTDocD/1qzHSmpqZAkQAJCPyXZ78GvUPF+6Ftt/7sU+kU5n/J3hKYLzytJ8EuAzx+A1x+A1y/BFwj+9PoD8IV+drwfeu2XTROQIt4Xx4l1G46epNdqkGrWI9UU/N+edImSsvb326dLNep58QEREfWZ9nygsbERdrs95rRsseslHo8H69atw9KlS8PvabVaLFiwAGvWrIk6j9vthtvtDv/udDoBADe+Wgytydq7BR6ADDoNzHodTAYdLEYtzHodzAYdLAYdTAYtLIbg72aDFmaDLpiohVrEgombAakmPWztSVzop0mvZYsZERElJSZ2vaSmpgZ+vx+5ubmK93Nzc7F169ao86xYsQLLly/v9P6UYQ4YranQINgNqIEGoX/h3zUa5WsA4eSlY7rge+2/o30+QRwA0Go1MOg0MGi10Os0MOi0MOg00Ou0wddaDQx6LfTa9r+1Txf8Xa/VdrzWyabRamCMNl/oc0x6La/qJCIiihMTuwFk6dKlWLx4cfh3p9OJgoIC/PPKuV02vRIRERExseslWVlZ0Ol0qKysVLxfWVmJvLy8qPOYTCaYTKbw7+1j59q7ZImIiOjg054HqLksgoldLzEajZgxYwZWr16NM844A0Dw4onVq1dj0aJFqmI0NTUBAAoKCnqrmERERDRINDU1weFwxJyGiV0vWrx4MS6++GLMnDkTs2fPxmOPPYbm5mZceumlqubPz89HWVkZbDbboBns3959XFZWlnTdx8lcNyB565es9QKSu25A8tYvWevVLpnr1191kyQJTU1NyM/P73JaJna96LzzzkN1dTWWLVuGiooKTJ06FatWrep0QYWIVqvFsGHDermUvcNutyfdBt0umesGJG/9krVeQHLXDUje+iVrvdolc/36o25dtdS1Y2LXyxYtWqS665WIiIioO3g/CSIiIqIkwcSOepTJZMIdd9yhuLo3WSRz3YDkrV+y1gtI7roByVu/ZK1Xu2Su32CoGx8pRkRERJQk2GJHRERElCSY2BERERElCSZ2REREREmCiR0RERFRkmBiR0RERJQkmNgRERERJQkmdkRERERJgokdERERUZJgYkdERESUJJjYERERESUJJnZERERESYKJHREREVGSYGJHRERElCSY2BERERElCSZ2REREREmCiR0RERFRkmBiR0RERJQkmNgRERERJQkmdkRERERJgokdERERUZJgYkdERESUJJjYERERESUJJnZERERESYKJHREREVGSYGJHRERElCSY2BERERElCSZ2RERERElC398FILFAIIDy8nLYbDZoNJr+Lg4RERH1A0mS0NTUhPz8fGi1sdvkmNgNYOXl5SgoKOjvYhAREdEAUFZWhmHDhsWchondAGaz2QAEv0i73d7PpSEiIqL+4HQ6UVBQEM4LYuEYuwGsvfs1JdWGlFQbdtT7YLSkwG63Y69TgqS3wG63o6pNC1fAALvdjhbJiMpWDex2OySDBXucAdjtdhgtKdhR71MVq1nqiFXVFl+sPc6ALJam+7EMHbFaJCPsdjuaJQOq2rTBWHoL9jqlPotls9lQ0tgRq7K1I5YrEDtWqiyWydoRC8aOWK3oiFXtDsYK6M0obZLH8ncZqyLOWNaUVEWs3RGx2kKxmgIG1ESJZTDHjqXpIpZfJ461vS56rAMtHbGcfj1qPbouY+2o98FsTYXNZsOuBr8ylia+WNvrlLG0JivsdjvKWxCO1ejToy4UyyeLpTdbVcdya0xRY5W5OmLtbBDXsatYXq2pUyybzQZLjHLtb1bGqvd2HWtHvQ+WlI5YOlksjzZ6rH0uwG63Q2fqXK72WDsFsRq8ejR49V3GkpdLHmufK3osj9aE/c3xlWufC/CGYtV7dcJYu0KxzNbOsfTm6LEafcFYbk1HLK0gVmqqMlaZSwrHqvMoY5W3RI+1o94HayjWjnplLJ/O3COxSpuix2rTGMOxNEYLdjcGFHWUxzKYU8Kx/KFYtRGxDrRoosaKLJcoltMfO5bJmqKqXDVuLZpCx/A2GFHR2jlWe+OOmmFZGkmSpF7NTihhTqcTDocDf3h7PRxpdvzhv1tx7LgcXHFkEX75t2+RlWrEqhuOwsx7PgYA7PnDKRix5D0AwLe/Ow6nP/kVKpxteP6y2fjnt3vxwU+VuOn4sdBqNXjwg21YMD4Xlx0+Ar/8+7fItpnw3+uPjBpr7e+Ow6lPfolKpxsvXD4bz6/Zi482V+LmE8ZCownGOn5CLi6aV4hf/WMtcu0mvHvdkZh1b+dY3922ACc/8T9UN7nx4uVz8OzXe/Dxlkr8duEhCAQkPPzRdpwwIRcXzi3ERU+vRZ7djP8sOhyz71vdKdb3ty/AiY99gRqXBy9dOQf/+F8JVm+twq0njoPHF8CjH2/HSRPzcN6sAlzyzHfId5jx1rWHY06UWOtuX4ATHv0Ctc0evHzlXPz1i134dFs1lp40Dq1ePx77eAdOnpSHc2YU4NJnv8PQNAveuOYwzF3ROdb63x+PYx/+DA0tXrxy1Vw89fkufLatGr87eRxcbj+eWL0Dp0wegrOmD8Vlz36PYekWvPZ/83DYHz7pFOuH3x+P+Q99hsZWL177v3n44yc78L8dNbj9lPFobPXij5/sxKlT8nH6lHxc8fz3KMy04qUr5+LwKLF+XHYCjnzgEzjbfPjX1fPw+OpgrN//bALqmt1Y+ekunDYlHz+bPARXvbAOIzKtePGKOTji/k87x7rjBBz+h0/gcvvwxjWH4dGPtuPLnTVY9rMJqHG58afPduGMqfk4adIQ/N8L61CUlYLnL5uNIx8IxipZcTKKlr4fjnXYitVo9vjx5q8Pw4OrtmHN7losP+1QHGhsw1Of78KZ04bihENzcfWL6zEqOwXPXho91sY7T8Csez9GmzeAt359GO5ftRXf7K7DXacfiv31rfjLF7tx5vShWDA+F7/+53qMzknFPy6eiaMf/KxTrE3LF2LG3R/B7Qvg39cejnvf34K1JXW4+4yJKK1txt/+V4KzZwzD/EOyseilHzA2NxV//dVMzH8oGGvXfSdj1O+CsX5avhDT7v4IHl8A/1l0OO5+dzO+21OPe38+ESXVzfj7lyU4d+YwHDEmG795+QeMy7PhTxdMx7EPf94p1ua7FmLynR/CF5Dw7nVH4M7//ITv99bjvp9Pws4qF57+qgS/mFWAeaMycf0rxRiXZ8PKC6bjuFCsnfeehNG3/Tcca9KdH8IfkPDeb47A7W9vwg+lDfjDmZOwrbIJz3y1B+fPHo45RRm44dViHJpvx+O/mIYFjwRj7bj3JIwJxdp694kYv2wVJAl4/zdH4ndvbURxWQMeOGsyfipvxHNr9uKXc4ZjZmE6Fr/2IyYOtePRc6fi+Ee/AABsv+ckjL29I9a4368CAKy64Ujc+sZG/FjWgAfOnoxN+xvx/Jq9uHDucEwtSMfNr/+ISUMdePjcKTghFGvbPSfikNtXdYr1wQ1H4ebXf8TG/Y14+JwpKC5rwAvf7MVF8woxaagDv/3XBkwpSMP9Z03CiY/9r9P88jJ+eONRWPxaMTbtd+KRc6fg+731eOnbUlxy2AhMGGLHLW9swNSCNKw4cxJOevx/0GqAzXdFj/Xx4qNw3cvF2HLAiUfPm4K1JfV4eW0w1rg8G5a8uRHThqfhnjMm4pQnvoROq8GmOxdi/LJVnb6HjxcfjUUvrcfWiiY8/oupWLOrFq98V4bLDi/CmNxULH1zI2YWpuPO0w7Fz/74JQw6DX684wRMWPZBp/Xjk5uOxq//GYz1xPnT8OWOarz2/T5ccUQRirJTcNtbmzBrRDqW/exQnPrklzDqtfjh98fj0Ds+6LTefnrzfFz1/PfYUeXCyl9Ox2fbqvD6un246qiRKMiw4vdvb8Kcogzcdsp4nPbkVzDptVj3++MxMRRr930nY2Qo1mc3z8cVz3+PnVUu/OmC6fh4SyXeXL8f/3fUSAxNt2DZv3/C3JEZWHLSeJyx8itYjTp8+7vjMOnODzvF+uK3x+CSZ9did3Uz/nzBdHy0uRJv/rAfVx89Cnl2E+58ZzPmjczELScegp//6WukGHVY87vjMDkUS77P+N8tx+Cip9eipKYZf/nVDKzaVIG3ftiPX88fhWybCcvf2YwjRmfhxuPH4Kw/r0GqSY+vlhyLKcs/7LSP/d8tx+BX//gWe2pb8NdfzcDcAiscDgcaGxu77MFjV+wg8Pw3JbCmBr/IT7ZWYXiGFQBQ4/JgV5Ur6jw7q1yocLYBAD74qQIf/FQJAPjHVyXQhTL+j7dUIj/NDACobnJjR6UgVrULlU43AODDnyrx0eZgrGe+2oNA6Lzgo82VyLaZAACVTjd2VDZFjVVS04zqJndongp8vCUY69mv96DN6w9+xuZKZKYaAQAVzjZsreiIJT8P2VPTjBqXJ1iXzVVYvbUqFKsEze5grP9uqkCqKbialze2YcsBZ9RYe+taUNscjLV6SyU+3VYNAHh+zV7UtwTff39jBSyGYKz9Da3YfKAxaqyyuhY0tHgBAJ9urcJnslhVobq/t+EATLpgg/m++lb8VN5RrkCgI9a++lY0toZibavC/3bUhGMdaGwFALzzYznaz+H21rZg0/6Ocvn8gfDr/Q2tcLb5OsX65zd7UVLbDAD4z4/l4e90T20LNuyLHutAYytc7mCsz7dX48udoVjf7sWu6mCst4vL4QnNU1LTjB/3NYTn9/o76ljpbEOzJ/h9fbG9Gmt21wIAXvq2FNtC69GbP+xHsyf4ebuqm/FDWUcsj6xcVU1utHmDv/9vRw2+2V0XjtW+Hr25fj+aQsthZ5UL60vrw/O7fR2xqpvc4d+/3FmDtSXBWC9/W4rNofXoX+v2oS603myvdGHdXnksf/h1XbMHnlCsr3bW4rs9wele/a4svIxf+35feP3YWtGE7/d0xGr1KmP5QuvIml21+D70ma9+X4YfQ8vlle/KUN7YFo71XajsANAii9XQ4oVfFuuH0oZQWcqwPvT65bWlKK0Lfqc/lTvDywEAmkPrAAA4W71o3wy+2V2L4lBZXl9XFq7vS9+WoiS0fmza78Q3oe8aQHh9AhD+fgBgbUlduF7/Wrcv/PkvflOK7RXBfdbG/Y1Ys6sjVvs2AwAtno76rt1Th42h7eON9fvwdWie59fsxczCdADAj2UN+Hpn9Fitsljf7anDpv3B9eDN9fvD28CzX+/B9OFpAIDisgZ8FXo/ICG8LwGU3+m6vfXhfdOb6/eHt81nv96DKcMcAIAfSjti+QMSalzu8Pwe2Xq7vrQ+vK6//cP+8L7s6a9KMGloMNb3e+vxxY7g+16/hJqmjnLJt83isoZwrH//sD+8j/37lyWYMMQeWg4dsTy+ACpDx51grI5y/VjWgB2h49W/i/fjw9Bx5K9f7Ma4vGD34rcldfg8VF63L4CKRlmsgCzWvgbsDMX6T3E5Vv1UAQD4yxe7MTY3FQDwze46fBoqb4vHr4jll+2vN+5vxO7QOvnOhnK8vzEY66nPd2FkdgoAYM3u2nCsZo8f++tbw/PLdtfYtL8RJTXBWO9uOIB3fiwPxyrMDMb6cmcNJoe+U5fbh331LR2xZME2H3BiT23wb+9tPIC5BaOgFrtiBwGdRqP4wv3y11L097Wy5lqdVvZaoxHOExC8rxPE0mo1yvkF5ZInBDrZGqeNKJeaOvrkdZTPL4ur02iE88vrKN+BiesYaxl1fKY8IYhcRvL3RctI/hnyREUbUS95LGEdBbEi1wN5GeXt9qL1QFFHTfRY8s+InF9YR0EsbadYsjKqKZdWXC7lutbxfiKxRN+D/GArWle1GnWxvGrWr4geGvH2KFvvBfVSW0f59qgRbUORdRSsXz7ZgVs+i2j9iBVLFkoh5roq2E/I40qIvs/otK7KtifRNiALJdxfR5ZLsQ1I0b8TtdujcP0IdL2udfp8wT5SvL9Wt34Jj0kqY4mWkXIb6Jg38ntQs7/2+gXbuaxYsffXHdPJk1fRPlYNJnaDgE4bkYwJVgr5GaBox9opGROsrGpi6TQaxdmKaAfW5uv6IN6pjnEexLUROyBRoiOP2+YT1DEy4RQso3gTFbVJtZokUatRnimKdkAen7qkWk5UrsQSFVkZ5XUUrV+CuJHzK5a9YP1Se7AMCGLJqxLrIB5QEUsuVrmEdZQtSHkSHnnwkBMdxOXlkn9erGQsINgeRbFiHcSV62rH+/ITrUA3D+Lyg60yUemYt3MdBQmnrFzCREVlUi1KZEUnXcF5ZHFF+yJBst6pjoJ9rGi/FjOpFp2Iy+MKTp47J8Ki/XXXJ+KdTp5VHJPkCZT6RpCOuKLkVXhM0qhrBPGo2PerwcRuENBqNIoNRPFatlLIu0UULViRK6tgpyV/v0UWS9gyptUodk6ijUhZLnHLWECxo5HvmKOXS7Qz7Hx2FD1um6xbJdZB3CfcgckSYUGsyIRTEux05J8hT3o0ENdRTphUe0UJQayWMVGC3lEuSeVBXPE9yr4IefIqPBOPOJCIvgd5LLUHceGyl9VR7UFcHEted3UHcfkyUibC0ZdjzJYxNXWUxYqVcPoE26O8jvJkKta6qvweO+aRr/deFQdLQHyAVS57tXWMHsvjj768VNdRNo9HsbwE32OMRFj++fL5PaJWo1jlEiTCohNL+WuNRryfkK8rypPnjnLE2l8Lt3PZ+iFsGdOoOybJ99finoxePCYJ4srLFevkuytM7AaByBYo0dmNPIECom+QsZqE5e+7FLGUZel4HbHiC2LJyyU/m4p5diSbTlFH2YofKyEQnh3Jyiuvo7wekRuUKBkTJdXCbuxYLWOCOnoF3di6iBtUis7kWzwd5ZIfCGK1jKnZGarpxgYivkdZGdu8gu8x1kFcsOzlsRRnz7JlpLbrR5iMyWbXRyx7ccurYHlFbENy4m7wjlhqD+Ki7VFeR2FXfazvUVQuUeuwylYjebnUHMSD80evo7wsbSp6HyLnl9dRfnIk3570OnEs0boqr6M8lnx+fazvUbB+yccRirYhjUZZLlHLq3xfFtnbI/8MUbnk67ooVqz9taIFS7aCyPeLem30cnVOxlSUK0ZvjSgZE+2vRdtj5PISbQPyY1KsfWFXmNgNAjGbcRUH8egHS23kWYio2VvqOlYiXYvKWOKmZjVN1fIN0ieso7qDuLxcwrENKrsM5LGUyUXHvGrHqAjrmEAypiyXyq4fQTKmiKW260ewY5THEnbxquz6aRXEijyTF8UKCGKJu8QVoYTfozwhkCcXMbuIVbRKKhIVteOpBK1/raKEQGWi4lEkKvHXUdTVr0hUBL0PnWIJEs4WUetMrO9RkFyorqNgP+EW1rHnkjFhy1iMZExUR50gqY61v5Yn5cI6dmoZSzzh7FTH7qyrkcOWBMmYqFzytSAyYRR3MUcvl1zkutoVJnaDQHDcQPSVVX6wViQEopaeTit+x99ErX/eGGf1ai4sUMaKnoypPYi3CFuzYiUqgpYxebnUtjao6G5Wjh+TtxopQqlKON2ig7jKZExeLnmiobplTPA9ilob1LaMiWJFHjwUsQQ7WXksUbe/2mRMvuxFZ/VqkzFlHVW2Gqn4HoWtDSpbxuTjZ0WxOrUaqUiqVddROGxAUK5YCaewNUtFQqA2SfR2HavT+Fdhi130OspLojYZEyWJot6a2MlY9DoKh1xoxImKopVN2Fsjex1jLJuojqKxoZFjtUXJvrKHRdwCLqqjqFzCRpAYvW6icvkEjQ1qqL7dyRNPPKE66G9+85u4CkGx6Tv1z3e9gsW6uk++gYmuoFQmFyq7a1SchYguyoh1xitvHWqWJQHCcRIxyuUTHMSVB6UYXXiCjVMcC7LXEV14oqTaoyIhiDGWTdQyJo+rU30Qj/49iltB4m/hVMSSLbDInZmalmrFmbiijuq6T4XLPkZyoaalWrHsY3S7BeJcV2N24cVZR1FrQ+T8ou9RHleuUx1FSbWgpUcRK6Iv1idIVEQJp+ICD8V3qkw8RF39ioO4bBp9jORCkah4BQlBjERFMe5SlKh45ImKIFZEMiYadylKVPQR+wxhoiKqo6jHQKsRXpigaBkTDCuJjBVv67J8+UbW0SsYz+4WlMsnWvZaDbyy5SIadynuFYmvDU51Yvfoo4+qmk6j0TCx62HaiBY70RWU8hXMlUBrg+KsTRZLdFCKdQWkfEfhUtGiEuvKOdEZoCuBM3HRjkKZ9HTMG6tb1+vvOpayVVIRSlFH+WBxVXWMOVC+o1yiZS+vltrbUYjWL9GFJ0CMFk7B8pJTO2ZMUUdBLLW3oxAte2VrQ6xydbwvWvaig3hkWUTJvvIgHr21ITKWqI7ChCBWK5skWPaCIQRqu2JFy17Yyh/jIC5aXrFu9SIaTyVav/yCFpVOQ2cE5ZLHjXWBh3jIRnwtPZ0TTlki7I2+v/YKvkdtZDImiCWvryeBOopacWP1IvkE36P87gzyOorGmWo1GgRky1JN659wyEVkC6eKY7jowhM1VCd2JSUl8UWmHhPcOAXN3vJs3y0/61KZjIkG47qjv455GwMVg4TlsRQJQYyDpWLMhqCOoitRO5er6zqKbifRKZZXsOxFsWIm1V3XUXQ7CUA5YNijYtn7Y5RLkXDKJhSVS9RCEPwcQSuuYHn5BRcGRJZL2ZoVvY7KKxgVocSxhHUUd4uIrnATlisQ/QAHiLtPRctLdKuFzrEEdRTFUt3y2vWyj3WbHmG5FMmYeMiFKKkW1VF05W6sZExUR/Htf8RdeKI6umNcPSoeshG9XG2CC0+0GuUyUtRRUK42QetwrOFBitZSeblitPKLWsZEdWwVlCv4PUZPxto80euoOL6pTITbVOyvI8eGirYhYSzBcVcNjrEbBGLdqFWU7cvP5mK1NogG9opbCNSdiSsHl0Y/gwvEOMAJx2wI6qhsbVCEUtW0r6Y5XXW5BLFiJdVq6iiPFat7y61i2YsOlpHlEnX3NKs4iAMxBkKrWfYR36OoW0VUR9FZPaCy5VV+EBe09ADKcUjKK+8ELReCizIiyyU/QImWl/pYXbdmyb/rWImK/DsS1VF5gUdHmfRarXjcpWDZtwrGmUZeASlqGRN1PXe+/5mKljEVXfWxLioT1VE0FEQbY+iMqFzy9+XJhV6nFfb8iOYXDd+ITIQVY3EFy17Uk6GNaM1SVUdBuVS34grr2FEPrUacvKpZ9rGu1lUzZEO0vNRI+JFi+/btw3/+8x+UlpbC4/Eo/vbII48kGpaiiEzWRbeNEA1IF41tAJQ7adFYEjVXosYqV4tgZygaJ9E5lmicV9ddLIC6MYnNKrpFAOXGKRpwrOYCj07lUlVHtcmYoNVIdCVqjO5T0dVfwtaGGMmYmmUvujUFIO7qF9VR1C0SjNV1uVpEiYrq9St6uVrlO+xY36NgCIKaMYWRXYui8bPCCzwiuteFLa+COrYI6hj5JBf5tiaaX1jHiAOvaFyv+EKdiGRMOIYzelli3TJDzbhLUdzIlh7RvfrULPvIVkn5MlJzYZT4KmDA7RW14na9fsVqGVNTR+WtvTpoNRrhuEs1y14umCR2/C5sqRbElT9ZJNbtvETLSHnhiWwGFRJK7FavXo3TTjsNI0eOxNatWzFx4kTs2bMHkiRh+vTpiYSkGGKNd1GOl/FHfS0a2wBEnrVFX6nE91UTl6tFUJZm0diGGHUUXcUnj6tobYiRjKmJJXoiBRAxqNrXdR1FF4sA4oRAVC7RjhGINahasJONVS7h+I/ocUUXUgDiZEzNehuzjl5BuQRxY3f1d73sRQdxjSZWC6eKcsUYM6aqjor7XkH2WiMczqCqjjFaxoTrhCBu56fVCJaXqnJ1lCMygRKdhIjWr8jhG4qWfcH900Rx5SKTaq8gQRfFlR/DOydj8e2vleM5lcmYskW46/U2cgymKBlTU0fF2NDIbvB46xjRwyJuZeu6XJGNDcJkTNWxUtmT0Z06yk+A1EioK3bp0qW4+eabsXHjRpjNZrzxxhsoKyvD0UcfjXPOOSeRkKp88cUXOPXUU5Gfnw+NRoO3335b8XdJkrBs2TIMGTIEFosFCxYswI4dOxTT1NXV4YILLoDdbkdaWhouv/xyuFwuxTQbNmzAkUceCbPZjIKCAjzwwAOdyvL6669j3LhxMJvNmDRpEt5///24y6JWrNYsxdmC/MAtaAWJdeWcYn5BXNF9rzrFEpVL8H7nLmJEnU5N3Mgr5xRjNtTEilEu4a0eEqmjYlxKfHVUm6gkUi7FgGNv18tIfcIpaBlTu+wFB141dYx1bzD5kwXULHt5qfQRyZhyzGvX5ZKLPJCoqqPK1gZRi50orvwwEtl9Gm8dI8eGCmOpKJd83dRHJmNxrl+RV3x2p46RvSKqWoQFcSOv0uzO+hUrGVOOn+1621YMk9BFPi0izjrKl70uouU1zmNS5P05Vd0FQVgucSzF+Nk4y9Xd467PH8DOqiaolVBit2XLFlx00UUAAL1ej9bWVqSmpuKuu+7C/fffn0hIVZqbmzFlyhSsXLky6t8feOABPPHEE3jqqafw7bffIiUlBQsXLkRbW1t4mgsuuAA//fQTPvroI7z77rv44osvcNVVV4X/7nQ6ccIJJ6CwsBDr1q3Dgw8+iDvvvBN//etfw9N8/fXXOP/883H55Zfjhx9+wBlnnIEzzjgDmzZtiqssakUeLOUbvvKKLb/sfX/UaWJ1SYnmUcaVHyyV5RRdqagmbmQs5ZWd0edXW0ef4OxIzbKLvby6XkbNgoSgc6z46hgZS7ROqIkb2cqv5kxeFDfyvFJ5n8X4lr18Z6/RiE8c1Kxfkc+sVA72jn61nCiuslyaiOEM8a238jppNcpyilrslLFkrQ2RsQStf2rWW3mdNBrx47rU1DFymIQo6VGz7H0RLT3icnW9finrGCtW1+uXcviGclxzvHVUPse0e8ve41Mm1aJbnKjZtiOHb3Rn/XL7xN+jxxffti3f5iKXvSfOZS/fF0QOgZIvSzXLPtYJr0+wj4213p6x8muolVBXbEpKSnhc3ZAhQ7Br1y4ceuihAICamppEQqpy0kkn4aSTTor6N0mS8Nhjj+H222/H6aefDgB4/vnnkZubi7fffhu/+MUvsGXLFqxatQrfffcdZs6cCQD44x//iJNPPhkPPfQQ8vPz8c9//hMejwdPP/00jEYjDj30UBQXF+ORRx4JJ4CPP/44TjzxRPz2t78FANx999346KOP8OSTT+Kpp55SVZZo3G433G53+Hen0wkgdvepvKuvVbGy+6NOEzkGU35QF80jj6uIFZFeyA/q8unUxI0kjyWaX/R+p+EIgiu21Cy7yLENErpe9qL3I1vTAyqWveh9+Y4wkpr5lY/0kjWDQLn84l2/IhMVNd+jKG5ka4MkWO/VxI0cGyoaD6ombuTj1ETbkJq4kbemUCwvn4r1S768Irp+RBfUqFlvO4/njN5qFG8dtRF19AjKJV72yitRfbKDrfxvatavTo9AkxXMq6KOwqeURI79i7OO8iRJq9Uo9jnyllc1y74tcoiKIumJvl9UEzdyXVWz7EXrrVaj3OfIt694j0mRx0pRudTUMVasePcZkbHkw6PiPSapkVCL3dy5c/Hll18CAE4++WTcdNNNuPfee3HZZZdh7ty5iYTstpKSElRUVGDBggXh9xwOB+bMmYM1a9YAANasWYO0tLRwUgcACxYsgFarxbfffhue5qijjoLRaAxPs3DhQmzbtg319fXhaeSf0z5N++eoKUs0K1asgMPhCP8vKCgAoOyCAiIueFCx4cin8QciYwlWfEHcWLH8Ksolet8bkfUEBMmFmrjyDTCRWMoDXERiJz+Ix1lHnz8ygRIkKgks+26VKzKW7HW865d82WsiDiTxLnv5OqGJTBLjrqNs2WvEyauauD5FHaGgZhmJ66iJ+3uUv5Yf9JWpWPx1lCcqGqg7ARTFlScqwVjRE05V9e1mLNFBWIOIhFOUEKiIG/k9KhKCONdbTaekJ/H9dXAbUpEIq4gb3IYECWec661GbTKmso6iWPEv+14slyjZV7F+qZFQYvfII49gzpw5AIDly5fjuOOOw6uvvooRI0bgH//4RyIhu62iogIAkJubq3g/Nzc3/LeKigrk5OQo/q7X65GRkaGYJloM+WeIppH/vauyRLN06VI0NjaG/5eVlQHofOD1qTk7UnkQl/+u5sxBcVCKaOkRJYmqWrNi1THOcsVKOFXFUpm8xlvHTgmUPLmId9l3Sl4TL1dkLFHCqWb98sZKLuJc9h5FcqFR1ZIoet8TI1GJd9nHSi7ULCPRmXhwecX5PQqmiUwu4q1jp1gdoeKev1OiIo/VrXJ1b/3qnEAJWorijAsov0f5+hJ3HSMSTtFzflUteyjXe0VraZzrLYAea7GL5O3Gvr9zrMT3i1Jkg0qcrWzy9yM7WBTHygTWr64k1BU7cuTI8OuUlBQ89dRTiYShCCaTCSaTqdP7vogEyiO4RYBowxENDgXEXSGiuKLHzQCA19d1uUTvR7ZmiXYUauJ6I8sVZyz5a0+McsVbR/myDpYz8Tq6I2KJxp+piatIVGKMZVOzfsWKFe+yj2whEF00FO+yi9XKFm9cjUYjbBGON25kS6KaecTlAiBIEuOuI3pu2QPiLvX4yyVO9uNdbyNPQuItS2RyEW+5RO8HYwmSkzjjShC34sYbV5IiW3Hj2y/KXwci9teiRDiRY5LowhVVx6SIWKJWXDVxI49v8R53+6TFrp3H48G+fftQWlqq+N8f8vLyAACVlZWK9ysrK8N/y8vLQ1VVleLvPp8PdXV1immixZB/hmga+d+7Kks8/P7IM4foff1qXsuTL0A8bkDN61iJSryxIhMV0TgLVbEiNoLu1DFybIPovn+JxOrJconG3sT7WoPuLfvI7q3urKuR5RLd+T2hcnVjXY0sl2i8XmKxENc8fRELEI+VTChWDy2vgCT1YCxxd3O8ryVJ6rHl5Q9IPVYun7/nlldkA0H3YkUmdj0Xy93NZd9T5YqVcCayDXUlocRu+/btOPLII2GxWFBYWIiioiIUFRVhxIgRKCoqSiRktxUVFSEvLw+rV68Ov+d0OvHtt99i3rx5AIB58+ahoaEB69atC0/zySefIBAIhLuW582bhy+++AJerzc8zUcffYRDDjkE6enp4Wnkn9M+TfvnqClLPOQDYIEYA6Flr9Vm/t44W/9ixerOWUjnciV+phV5Cwhhc3ycyw4Qj42INy4gvjlrvMtOo4noJohzGUW2QKkZe6O2Bcrbjda/yDp2p+U11vLqbuuML85WSWErCGIMZ4hz/QpI8be8il77JUlxctmdOgYkSZFwdmfb9gekHmuB8gUCwuEM8a633oCkyIS7s355/QFhHeON6w9IPda6HDn2uDvrV2RrVne2bbXlUtXzk0C5RO9HDluKdxnF22KXUFfspZdeCr1ej3fffRdDhgzpNMiwt7hcLuzcuTP8e0lJCYqLi5GRkYHhw4fjhhtuwD333IMxY8agqKgIv//975Gfn48zzjgDADB+/HiceOKJuPLKK/HUU0/B6/Vi0aJF+MUvfoH8/HwAwC9/+UssX74cl19+OW699VZs2rQJjz/+OB599NHw515//fU4+uij8fDDD+OUU07BK6+8gu+//z58SxSNRtNlWeIRHFDZ8VUpvvA4x0ZEriBtohVJFDdGv79bNGYjzridYqmoS6w6ekRjNhIYVyK8minOuEAC41JiLK/ujEtRHSvOuJIkqaujiriBQIwxQXGuX/6AJOxWiTeuNxAAZLel686y9/kl5cPUu7F++WIkBPHG9fml+McECd73+gPdW+8jkh7hGOE41y+vX4q4r2Sc61fEsu/OmNfIcbnCMZzxrl+RyUU3tu3Ii926s355ImN1Y9uOHDrTnfUrskeqO8te3r2sti7y16L7VYoklNgVFxdj3bp1GDduXCKzJ+z777/HMcccE/598eLFAICLL74Yzz77LG655RY0NzfjqquuQkNDA4444gisWrUKZrM5PM8///lPLFq0CMcddxy0Wi3OOussPPHEE+G/OxwOfPjhh7j22msxY8YMZGVlYdmyZYp73R122GF46aWXcPvtt+N3v/sdxowZg7fffhsTJ04MT6OmLGq1+vyQf1XxXqkoel/tPGrPIuK96ihmrDjrEquOwuQ1zmUHKJv2411GkeWK94pAUVxJinHbiDjj+gOSqhZOVVePBiTFGXR31ltfIABfQBPXPMIWKJXlUhM32CrWc8veLztH7s765YvswutOi0ogIGwRTqSOaq7qV3tluPBCsnjXL39AuN7Hu94GE+GeWb+8vkC37hAgfz9yuEt3tm13RC9Sd9avyKEz3dm2I7ssu7N+Re77uzN/rONuIseOrmikyEs/VJg1axYeffRRHHHEEfHOSnFwOp1wOBwYedPr8Ost4ff1shtNGnSa8A5J/lo0jT7iJpVq5lHzWu1nqo0Vb13U1lHNa1Hc7i6jRJa9ms9LpC6x6tidZdTd9StWueQ3t+3u+iWfp7vLPt5yid5v7/ho3yN3Z/2KvBFwd9bbyFg9uW12Z/7Bst4OlP1ib+4z+nq/2FvHJLXrV38ckzytzSh77Fw0NjbCbrcjloQSu08++QS333477rvvPkyaNAkGg0Hx964+lNRpT+wKbngNWpO1v4tDRERE/SDgblGd2CXUFdt+493jjjtO8b4kSdBoNPD742s2JCIiIqLuSyix+/TTT3u6HERERETUTQkldkcffXRPl4OIiIiIuimhxA4AGhoa8I9//ANbtmwBABx66KG47LLL4HA4eqxwRERERKReQjco/v777zFq1Cg8+uijqKurQ11dHR555BGMGjUK69ev7+kyEhEREZEKCbXY3XjjjTjttNPwt7/9DXp9MITP58MVV1yBG264AV988UWPFpKIiIiIupZQYvf9998rkjoA0Ov1uOWWWzBz5sweKxwRERERqZdQV6zdbkdpaWmn98vKymCz2bpdKCIiIiKKX0KJ3XnnnYfLL78cr776KsrKylBWVoZXXnkFV1xxBc4///yeLiMRERERqZBQV+xDDz0EjUaDiy66CD5f8AnYBoMB11xzDf7whz/0aAGJiIiISJ2EWuyMRiMef/xx1NfXo7i4GMXFxairq8Ojjz4Kk8nU02Uc1FauXIkRI0bAbDZjzpw5WLt2bX8XiYiIiJJUQoldO6vVikmTJqGwsBAffvhh+J52FPTqq69i8eLFuOOOO7B+/XpMmTIFCxcuRFVVVX8XjYiIiJJQQondueeeiyeffBIA0NraipkzZ+Lcc8/F5MmT8cYbb/RoAQezRx55BFdeeSUuvfRSTJgwAU899RSsViuefvrpqNO73W44nU7FfyIiIiK1EkrsvvjiCxx55JEAgLfeeguSJKGhoQFPPPEE7rnnnh4t4GDl8Xiwbt06LFiwIPyeVqvFggULsGbNmqjzrFixAg6HI/y/oKCgr4pLRERESSChxK6xsREZGRkAgFWrVuGss86C1WrFKaecgh07dvRoAQermpoa+P1+5ObmKt7Pzc1FRUVF1HmWLl2KxsbG8P+ysrK+KCoREREliYSuii0oKMCaNWuQkZGBVatW4ZVXXgEA1NfXw2w292gBDyYmk4kXnxAREVHCEkrsbrjhBlxwwQVITU1FYWEh5s+fDyDYRTtp0qSeLN+glZWVBZ1Oh8rKSsX7lZWVyMvL66dSERERUTJLqCv217/+Nb755hs8/fTT+PLLL6HVBsOMHDmSY+xCjEYjZsyYgdWrV4ffCwQCWL16NebNm9ePJSMiIqJklVCLHQDMmDEDM2bMULx3yimndLtAyWTx4sW4+OKLMXPmTMyePRuPPfYYmpubcemll/Z30YiIiCgJJZzY7du3D//5z39QWloKj8ej+NsjjzzS7YIlg/POOw/V1dVYtmwZKioqMHXqVKxatarTBRVEREREPSGhxG716tU47bTTMHLkSGzduhUTJ07Enj17IEkSpk+f3tNlHNQWLVqERYsW9XcxiIiI6CCQ0Bi7pUuX4uabb8bGjRthNpvxxhtvoKysDEcffTTOOeecni4jEREREamQUGK3ZcsWXHTRRQAAvV6P1tZWpKam4q677sL999/fowUkIiIiInUSSuxSUlLC4+qGDBmCXbt2hf9WU1PTMyUjIiIiorgkNMZu7ty5+PLLLzF+/HicfPLJuOmmm7Bx40a8+eabmDt3bk+XkYiIiIhUSCixe+SRR+ByuQAAy5cvh8vlwquvvooxY8bwilgiIiKifpJQYjdy5Mjw65SUFDz11FM9ViAiIiIiSkxCY+wAoKGhAX//+9+xdOlS1NXVAQDWr1+P/fv391jhiIiIiEi9hFrsNmzYgAULFsDhcGDPnj248sorkZGRgTfffBOlpaV4/vnne7qcRERERNSFhFrsFi9ejEsuuQQ7duyA2WwOv3/yySfjiy++6LHCEREREZF6CSV23333Hf7v//6v0/tDhw5FRUVFtwtF0Rl1HV+XQaeJ6/1Yf4s3rtp51LxOpC6xYnVnGcWqo5rX3V32auImUhe1y6u761d3llF3169Eln1fr1+9uez7ev3qrW27P9av3tq2411vE6nLwbBtD8ZjR0+u93qtMrYaCSV2JpMJTqez0/vbt29HdnZ2IiFJBZOh4+sy63Vdvm/QaaCRrROiedTENcneVz2Pitdq66I2VrzLSPR+InURxU2kLmrL1Z1ll0hdYtWxO8sokTp2d9n39frVm8u+r9ev3tq2+2P96q1tO971NpG6xFy/9D24bQtiJbLsjfqeWb80GsCgi68sotc6rQY6WQLVnfVWHxGrO8veoNNA21eJ3WmnnYa77roLXq8XAKDRaFBaWopbb70VZ511ViIhu3TvvffisMMOg9VqRVpaWtRpSktLccopp8BqtSInJwe//e1v4fP5FNN89tlnmD59OkwmE0aPHo1nn322U5yVK1dixIgRMJvNmDNnDtauXav4e1tbG6699lpkZmYiNTUVZ511FiorK+MuS7ysxo4v32rSdfm+2aDcoCxGwTwq4pojNnT531TFNYrLpaYuoliWyFhxLiNRPdTWRU1ctXVREzeRuojiJlIXUdxE6qK2jt1ZbxOpi+rl1Y31NpG6xKpjvHWJtezl21R31lsAMPfg+iU/uezOehuMpY06XbxxtRplotKd9Vav1SgSle6st0adFnpZK1B31i+TXqtILrqz3poNWsjzlO6st2a9DjpN9HLFfUzSaxXJWHeOHWaDuFzxxo2so1oJJXYPP/wwXC4XcnJy0NraiqOPPhqjRo1Camoq7r333kRCdsnj8eCcc87BNddcE/Xvfr8fp5xyCjweD77++ms899xzePbZZ7Fs2bLwNCUlJTjllFNwzDHHoLi4GDfccAOuuOIKfPDBB+FpXn31VSxevBh33HEH1q9fjylTpmDhwoWoqqoKT3PjjTfinXfeweuvv47PP/8c5eXlOPPMM+MqSyJSjB3Xulhlr0Xvmw06SJJsflP0edTEjWyxU8yvIm6KolyRSWJ8ZUmJqKOoXPHGjdz5q6mLKK78tdq6qIkb63Pi/U5izR9vXECZEMS7fkXWURGrG+stoFx3u7PeApEH8cTXW0DZ2tCd9TZWrETWL73iIJ74ehsZqzvrV7BFBdHniTOuUaeFVhO9XPHGNeiUSU+865c8rlGvTHq6s22b9OI6xrt+mQ06Rbm6s22bDTpo5OWKcxvsdBwRlSvuY1LkSVfi65fZoIXssNutZW8y6BCQH8RV0nc9SWcOhwMfffQRvvzyS2zYsAEulwszZszAcccdl0g4VZYvXw4AUVvYAODDDz/E5s2b8fHHHyM3NxdTp07F3XffjVtvvRV33nknjEYjnnrqKRQVFeHhhx8GAIwfPx5ffvklHn30USxcuBBA8ObLV155JS699FIAwFNPPYX33nsPTz/9NJYsWYLGxkb84x//wEsvvYRjjz0WAPDMM89g/Pjx+OabbzB37lxVZYnG7XbD7XaHf4/s7o77TCsigRKeias801LEUnPWJngd2TRvVtNCIIrVqbumG2eTMboM1NQr8ixXEUt0Jq5meUXsdAzdOBOPTF71PXSWCkB8xptAC5SwhSDOuDHLFed6C6B7Z+LdLZfgfY0G0MpWt3jXL3lcvVYT/7IXvDbqtPLjbrfqGJmMdWf9Mug06mKpKZdeqzh5jnv9MsaI1Y31y6DXKhKCbi17vRZurz+uusTaL7a4/V3Po3K/2NDija8sMWK53B09at1r4dTB2errcjq1x9265gDiFVeL3Zo1a/Duu++Gfz/iiCOQkpKCP/3pTzj//PNx1VVXKRKTvrRmzRpMmjQJubm54fcWLlwIp9OJn376KTzNggULFPMtXLgQa9asARBsFVy3bp1iGq1WiwULFoSnWbduHbxer2KacePGYfjw4eFp1JQlmhUrVsDhcIT/FxQUKP4e95lWRKJiELQ2qD3TklNzJi56HSuWmrLEiiU6q1dXR+XmoBOUS82yiyyXNs5YscrVnTPxzssrvmWvaOFUGUvddxqxvFTUURjXoDxf1ahoBVHzPWg1ULY2xF1HeUuPsnsl3mWvjBWZEMRXL3lco16LQECK+rd44xr1WvjlyUW36qiBLxA9VrxxjXotvP5A1OnijWvUaeELRI8V73pr0CnL1Z31y6jTwuvvmWUfK1Yiy96too5q1y/F92iIbxnJX5s6rRO6qNOpa+HUwhNnuWLtrwPxN9jFl9jdddddisRk48aNuPLKK3H88cdjyZIleOedd7BixYr4S9EDKioqFIkUgPDv7VfqiqZxOp1obW1FTU0N/H5/1GnkMYxGY6dxfpHTdFWWaJYuXYrGxsbw/7KyMsXfUwRZvej9Ti0qimbrrs8W5NNEHsQ1gjNeUdxYsbSicqmI2ymBUlMuwfuRseREdREu+xix1Cwja4zlpShX3HVUbvJ+xUG8e+uXTxAr3mWv02rgk+8YVawHonIZdBr4/HHWUfDaoNPC41NRLhVxO8WKc9nL3zdGxFKzfoniGnQRB6U4t+2UiGXvjXfZi+qoFy+veOPGWvbxrrcGnRbeeL/HGK2S8mVvibeO8nLpNYo6inpF1NVRoyiXcHxiAste3isS//qlVexzRD0sauIadFpFAqUc2hBfHY0RDSqilnk1cSN7ftSKa67i4mJFd+srr7yC2bNn429/+xsWL16MJ554Aq+99prqeEuWLIFGo4n5f+vWrfEUcVAzmUyw2+2K/3JWwbgB0fuRB/GAossg+jyiuJFJj7yZX01Z5O9HdhErzsTjrqOyXMoDSXzliozlUxFL7bJXnA12o45aDRQ72bjrGHH1VnfKJR+7ZoxobVCzjETLPrKFQE1ZRMs+MukRniWLlr28jvoYLSoq6ihP0Du3Gsl37Crixmi5sKiIJYobmUDJ66+mjvLXkbGUB/H4ll1ka5ZyaEN836lRr0yg9NrosdTE7RxL0KKrYr0Nfo8d671ymEScdYxIEpUn9fEve/kJoE40plBlueS0cdZRsewjYmm6UUejPkZvTQLrl5xW1IuUQLnU0nc9SYf6+npFS9Tnn3+Ok046Kfz7rFmzOrUyxXLTTTfhkksuiTmN/Lm0seTl5XW6erX9StW8vLzwz8irVysrK2G322GxWKDT6aDT6aJOI4/h8XjQ0NCgaLWLnKarsiQi3paeyK5Y5UGp6xaKWC09qs6ehbHiL5e4juIESnjGq6KOWo26WGpaEjslUIJxgOJY8svflQc4+efEu+wNEQmUWXDVobpyaeD1dcQyxXkmriyXsoVAzVm9aNkbIpIe0fhENXWMTF6VB7j4l7183JJOG70VRBQ38pYIze6OcmkF4wBF621kUu1q6xgfFG8drRF19Pg7xkDpBGP3hN9pp3U18WUfecWoMhaizqOupUfZKqlm2YtbhDWKBErZ7R9fHQ2RCVSc5YpszVITS9Wyj9hfywckxN1iFyPpib+OyqERyoaLeNeviFiyIXLdXfZqxTVXbm4uSkpKAATHo61fvx5z584N/72pqQkGg0F1vOzsbIwbNy7mf9GFBpHmzZuHjRs3Kq5e/eijj2C32zFhwoTwNKtXr1bM99FHH2HevHkAAKPRiBkzZiimCQQCWL16dXiaGTNmwGAwKKbZtm0bSktLw9OoKUsiRFcKKlohYmT78mRMeNWhIK68dUYTkfQomvkFZYkcz9BOp9WIz+pV1LFTQiCIpaZc5ogWFY8iIVAxPlHUAhXRciG/DYGqOupjxBKNkRMte3miotfC7RMc4OJc9pHLS3mRgYplr5eXS6dYv7QqYgmXV0SLneIKxkTq6IueXKhbvyKTRFkriLy1oZvl0gquOlQzhjOy9U84PlHtNiQrlwbxLXtLREIgX15yasoVmVzIey/UjE8UxY3sdpPHVVPHWPtrv2jsnoq4kV14imESKuaPbBGWU5yIqzh2RF6RLIql7nuU1TFGrO7WUdjKn8hxtxvlSrQrNq4Wu5NPPhlLlizB/fffj7fffhtWqxVHHnlk+O8bNmzAqFGjEipIV0pLS1FXV4fS0lL4/X4UFxcDAEaPHo3U1FSccMIJmDBhAn71q1/hgQceQEVFBW6//XZce+21MJlMAICrr74aTz75JG655RZcdtll+OSTT/Daa6/hvffeC3/O4sWLcfHFF2PmzJmYPXs2HnvsMTQ3N4evknU4HLj88suxePFiZGRkwG6347rrrsO8efPCSa6asiRCeFYvvPpLmUApDpYq7kuUYop+RhPZ0qM4exaUJcWk3LHK4yoPcIIzSxVXn3Y6q9fEV66YsRRJT9flitXKJjx7FtUxRjelVlAuUdzOLXaJlyuyjq2ejhYoRbdInOUy6jRo9US/EkwUK1a5GmWtRlAcxNXUMXJ5dQRQnNWrWr8iE5WOOvrjLZdeWS6PIpYUdR7Reht5ciRPAhTDEVR9j8rkVU7Y9axy2YtiJbLeq4mlplyRrTPx1tEi2F8HY8W37GPHiq9civ11jFiiuyOoOSbFKpea9dagj1z2HcvLEmcdI8vlEcTqbh3lJ9aJlEutuBK7u+++G2eeeSaOPvpopKam4rnnnlO0qD399NM44YQTEipIV5YtW4bnnnsu/Pu0adMAAJ9++inmz58PnU6Hd999F9dccw3mzZuHlJQUXHzxxbjrrrvC8xQVFeG9997DjTfeiMcffxzDhg3D3//+9/CtTgDgvPPOQ3V1NZYtW4aKigpMnToVq1atUnRBP/roo9BqtTjrrLPgdruxcOFC/OlPfwr/XU1ZEqG8x1H0VjL5+/KWIX1Ey5j4rD56XL388ScRseTUnIUYtFrFa7cwVtctgYpyRbTOSJAf4LquoyFGrICKs/rI7p6OWBpFHZUJQXxn33qdBs2y2wX4hFerRa9j5JNJ5F14yivful6/IpOLBlkCJb6KTlAug7yOykRF3Vm9OFGRx/IIDySCZW9QLntFLMFZvSiu/ACh1yoTKI9PcAsI0bI3KLchOcWFFHG22OkjY8XZoqIYghCR9KhZ9qJhFpEJlFvQ+yCKa1JZLoug90G07PWRCYHoggUVrfGxvkejrus6WmPVUUVPhuiCrcgESlku0Y2euz4mRcaSL0s1622ndbUbPRmdEjt5y7yw61lQxxjlEvVkCI+7CTx1AogzscvKysIXX3yBxsZGpKamQidb2QDg9ddfR2pqakIF6cqzzz4rvIddu8LCQrz//vsxp5k/fz5++OGHmNMsWrQIixYtEv7dbDZj5cqVWLlyZbfKEi+buaObe2i6peN1miXqNHXNnvBrty+gGJSZKnudn2aOGtdu7phGHqvZ40euo2Mem2w6eVnkce2WjnLVymI1uX3ITDWixhX8Xb7hierosMjr2HF7ncZWLwoyLKhtjhJLNr88brq148REXse6Zg+GpllQH7pPknzcgyKW7HVmakdrrLyOtc0e5NnNaAqNXZJvuIplL4+VIi5XutUYvueSmjpmpXbEqm9Rlstu1qM1NNZLfqYoWvY5to7y1svuIVXX7EGKURfeicl3VKL1K9vWsbwaImJZjXo0tno7lUseS/46197xun2+9jqmGvVoal9eimUvqmNHueT3owqWS4cWT/vy6oiVZ49eR3m5mtqUdTQbtGjzBjqVK88RvVxDZO83y+65VdvsUQyWl6+r8rrIY8nLKz9RqGv2QKftGOslr6P8+5Iv+yGyfYG81bbO1bGuRdYxW1AueR3bZAdE+fYUGStLtt3Jl728jG6fso5y8u1Rvg2Ltif5gToylnxdzZRtd6L9ovykpVa2L4sZS1BHr+xEoVMdZd+jfN8iqqP8pKM28nuUx1JRLvlJceflFb1cou1crvP32LG8MgR1lMeS9ypErl+psmWfnhK9jvK48t60uojvUU255HHlvWORdVQroXY+h8PRKakDgIyMDNVj4ih+Y3I7kuZZIzLCr4fJVop99S3h1zsqXcr5czrml8eaWdgRa3hGSvj1/oa2jlhVTcJYo2WvZ45ID78uzOyIdaChNfx6V7WyXKNzbF2WqyirI1ZFo7xckXW0RX09o7CjXKOyOz6j0hkjlqwsoljyulc5OzbonbJYkqScTr7spg/viCX/vBpXRyx5ubx+SVku2etpw9PCr8fmdpRXvtOSf48eX0BYrqkFHeUaN6QjVp0sMdwpi9Xq9Ucs+45YU4Z1lGvCEEf4tVOWgMnr6HL7ItavjriTZbEOzZfFkg34ly/7pjYfRguW1+RhHfNPHNpxBbo8adoli9XQ4lVuQznRY00a2vG61dMRS7491jZ7FMtrtKBck2SvW2UXW+yUbUM1Lrfye5R99/L55XHlCYV8e6xwtgnrKK+X/DuVtxrLy1Xe2CbcT0yUxZpa0BFL3pot/x731bdiZHbHPkD+PcpjTZOtt3Ly73FvbYtifyIv40TZOiXfnuTjA+XLq6SmGcMzrOHf5euqPJZ8O5cnAfJYu6qbFQd7+fd4aH7H+jljeMd+Ud6SJ4+1o8qlSLjldZwgjyXbl8lbD3dXN4df76xyKU4Q5N/j+CEdseT7a3nivTuiXPJEXF6ucXkd9ZXHspk6TuTl5dpR1aRIlOTrxCF50ffXaZaO6UtksXZVuRQNBvLv8ZDc6OVKs3ZMv6dGXi6XorFDsV+Ux5IdKzNTOpbJnlrZMbzKpThRUyuxDlzqcxOH2jF3ZCaA4JmGfAdQmJkS3iiOHZeLs6YPAwBccWQR7jw1eLHGuTOH4dLDiwAEd9DzQrF0Wo0iMSzMtIZX5GMOycaZ04cGYx0xEst+Foz1i1kFuCwUa/IwBw4fnQUg2GysKFeGNbzhzj8kBz+fFox16eEjcPsp4wEA588uwOVHBGNNKUjDEaOzAQSb+OXlKsiwhnco8w/JxulT80OxisKxfjlnOK44Mhhr2vA0HDU2WC6TPiJWujV8kDhqbBZOmxKMdclhI/C7k8cBAC6cOxxXHRm8Inv68DQcfUiwXBaDThFrWLoFI0MHiSPHZuFnk4cAAC6aNwJLTgrG+tXcQvzfUaMAADML0zH/kBwAwTM5+UFhWJoVIzKDvx8+OgunTGqPVYhbTwzGunheIa4+Ohhr1oh0HDsuGCvVpO8Uq/33w0dl4eRJwauxL5xTiN8uPCRc32vmjwYAzC7KwHHjg8MNbCY9CmWx8tMsKMgI1vmwUZk48dBgrAsiYx0TLNfckRk4PjSN3azHCFmCPyTNHF5H5o7MxMJDc0OxhmPx8WMBAJcdXoRrjwmWa97ITJwwITiNw2JAkTyWw4z80MFrTlEGjg9Nd/7s4bhxQTDWFUcUYVEo1uGjM7EwVK40qwFFWR0HgjyHJXwgnFWUgQXjg8v1F7MLcMOCMQCAK48swnXHBl8fMToLJ00Mfj+ZKUaMlJ0sDHFYkGsP7qhnjsjAceM6Yv3muOD8/3fUyPDrI8d0fNdZqUbFiccQhzl8UJ05Ih3HhNbDc2cW4Lpjg/X6v6M7Yh01NlsWy4TR2fI6msMH1emF6Th6bDDW2TOG4drQd3fN/FHh+h49Nju8PufYTIqD8BCHJdzCEtzWgrHOmj4Mv54fjPXr+aPC3+kxh2TjtNA2m2s3KU488hzm8AF62vA0HDkmuN2eOX0orgnFWnTMaNx0fHBdO25cDk6fOjS8fCJjtR9wJw9LwxGj22MNw/8dFdyerzt2NG46IViuBeM79ktD0ywYm6dcXu0H++B+LrjP/Pm0obgqFOs3x40Jxzp+Qm54fzk0zaJILnIdpvDBftJQB+aODCYIp08diitD+6wbFozBLScG63jChI79eEGGRZFA5TnM4R6XQ/PtmFMUjHXalPzwvvSG48aGY514aB7OnhGMVZhpVZxc5TnM4cRhQr4ds0MNBqdOycelh48I17F9/3PypDycOzN44/wRmVZFwpnnMIdbp8YPsWNWKHH52eR8XHJYKNaxo8P7xVMmDcG5s4KxirJSFAn6EIc53OV9SJ4tnJydMjkPF88rBABcd+yYcKyfTR6CX8waDgAYmZ2iOAEc4jCHu5/H5KaGE/aTJw3BRaFYvz5mFG47eXy47r+cHYw1OicVUwo6ypWfZgm3qI3NtYVPSk6alIcL5gTnufaY0eFYp03Jxy9D74/JSVWcLOQ7LOGu1jG5qZgSOvE68dC88Dy/nj8Kt50yIbS84rijhkQDVmNjowRA+nZrmdTQ4pEkSZL21Lik8oYWSZIkqcrZJu2obJIkSZKcrR5p474GSZIkqc3rk34orZf8/oAUCASkH0rrpTavT5IkSfppf2PUWJXOVmlnVexYfn/8sRpbPdKm/dFjrd9bF461aX+D1NgajFVS7ZIONLT2fKzGVmlXlFitHnWxdle7pIrG+GO5vX5JkiRp474GyRklVkVjq7S72iVJkiQ1tHikn/Y3xh2rUkWs4lAsX4xYu6qaVMcKBKLHamrzdop1oKFVKpHF2lweX6ydVU1SpTNKrObYsTy+6LGqnG0Jx9pQ1iC5QrF2VHbEKm9okfbU9Hys+ma3tOVAMFaLW20sp1Td1HWsH8uCsbw+v6pY++tbpL01zapieUOxfiyrl5rdsWPVudzS1gPOuGJtr3BKNb0Qa199i1Ra2zlWs9urKta2CqdU63JHjbWtInasQCAgFZfWSy1uX8xYtRGxNpQ1SIFAQPJ0EasuFKusrrlbsbYe6DqWq61zLF/omFRcWi+1eqLHKqsLxqppapO2JxCrvjkYq7RWHGvjvuixfpDF2nKgURFrX31Lp1hNslhub/yxqpvapB2V6mJV1tRJAKTGxuA2F4tGkhJ4wiz1CafTCYfDgcbGxk43KyYiIqKDQzz5QFwXT1Dfas+5nU5nP5eEiIiI+kt7HqCmLY6J3QDW1BQcnF5QUNDPJSEiIqL+1tTUBIfDEXMadsUOYIFAAOXl5bDZbIrHywxkTqcTBQUFKCsrS7ru42SuG5C89UvWegHJXTcgeeuXrPVql8z166+6SZKEpqYm5OfnQ6uNfd0rW+wGMK1Wi2HDhvV3MRJit9uTboNul8x1A5K3fslaLyC56wYkb/2StV7tkrl+/VG3rlrq2vF2J0RERERJgokdERERUZJgYkc9ymQy4Y477oDJZOp64kEmmesGJG/9krVeQHLXDUje+iVrvdolc/0GQ9148QQRERFRkmCLHREREVGSYGJHRERElCSY2BERERElCSZ2REREREmCiR0RERFRkmBiR0RERJQkmNgRERERJQkmdkRERERJgokdERERUZJgYkdERESUJJjYERERESUJJnZERERESYKJHREREVGSYGJHRERElCSY2BERERElCSZ2g8AXX3yBU089Ffn5+dBoNHj77bfjjiFJEh566CGMHTsWJpMJQ4cOxb333tvzhSUiIqJ+o+/vAlDXmpubMWXKFFx22WU488wzE4px/fXX48MPP8RDDz2ESZMmoa6uDnV1dT1cUiIiIupPGkmSpP4uBKmn0Wjw1ltv4Ywzzgi/53a7cdttt+Hll19GQ0MDJk6ciPvvvx/z588HAGzZsgWTJ0/Gpk2bcMghh/RPwYmIiKjXsSs2CSxatAhr1qzBK6+8gg0bNuCcc87BiSeeiB07dgAA3nnnHYwcORLvvvsuioqKMGLECFxxxRVssSMiIkoyTOwGudLSUjzzzDN4/fXXceSRR2LUqFG4+eabccQRR+CZZ54BAOzevRt79+7F66+/jueffx7PPvss1q1bh7PPPrufS09EREQ9iWPsBrmNGzfC7/dj7NixivfdbjcyMzMBAIFAAG63G88//3x4un/84x+YMWMGtm3bxu5ZIiKiJMHEbpBzuVzQ6XRYt24ddDqd4m+pqakAgCFDhkCv1yuSv/HjxwMItvgxsSMiIkoOTOwGuWnTpsHv96OqqgpHHnlk1GkOP/xw+Hw+7Nq1C6NGjQIAbN++HQBQWFjYZ2UlIiKi3sWrYgcBl8uFnTt3Aggmco888giOOeYYZGRkYPjw4bjwwgvx1Vdf4eGHH8a0adNQXV2N1atXY/LkyTjllFMQCAQwa9YspKam4rHHHkMgEMC1114Lu92ODz/8sJ9rR0RERD2Fid0g8Nlnn+GYY47p9P7FF1+MZ599Fl6vF/fccw+ef/557N+/H1lZWZg7dy6WL1+OSZMmAQDKy8tx3XXX4cMPP0RKSgpOOukkPPzww8jIyOjr6hAREVEvYWJHRERElCR4uxMiIiKiJMGLJwawQCCA8vJy2Gw2aDSa/i4OERER9QNJktDU1IT8/HxotbHb5JjYDWDl5eUoKCjo72IQERHRAFBWVoZhw4bFnIaJ3QBms9kABL9Iu93ez6UhIup//oCEEx79HJVOd8zpcmwmLD15HI6fkNdHJSPqPU6nEwUFBeG8IBYmdgNYe/er3W5nYkdEBGDNrlpUu3XQmqwxp6vxADe/vQN/TrXhxIlD+qh0RL1LzbAsXjxBRESDRlVTW1zTL39nM/wB3vyBDh5M7IiIaNDIsZlVTysBONDYhm921fZegYgGGCZ2REQ0aMwoTEdGijGuea59aT1WbTrQSyUiGliY2BER0aCwatMBHP3gp6hr9sQ1X0OrF1e/uB6Pf7yd3bKU9JjYERHRgLdq0wFc8+J6HGiMb4yd3KMf78Dhf/iErXeU1JjYERHRgOYPSFj+zmb0RFtbhbMN17zIrllKXkzsiIhoQFtbUtetlrpoeLUsJSsmdkRENKDFe4uTrrRfLbu2pK5H4xINBEzsiIhoQFN7ixODLr5navd0wkg0EPDJE0RENKDNLsrAEIcZFY1tMcfZef3xda3Gc0+8g4U/IGFtSR2qmtqQYzNjdlEGdNr4EmbqX0zsiIhoQNNpNbjj1Am4+sX1PRYz3WrA7KKMHos3WMkTuT01LXh5bSkqnB0tmUMcZtxx6gQ+lm0QYWJHREQD3okTh+DGBWPw6Mc7eiSexx+APyB12RolT3yyUkyABqhxuRWvB2vL1qpNB7D8nc0xL0ypaAxeRfznC6czuRskmNgREdGgMCIrpcdiNbv9mLtiNe77+URhwqIm8Wk32Fq22u8L2FXntQRAg+BVxMdPyBt0yevBiBdPEBHRoNDTY+Lqmj3Ce9rFe0Pk9patwXB/PI8vgN+9tUn1fQHbryJ+9qsS3iJmEGBiR0REg0L7RRQ93WYUeU+7RG6ILIX+D6T74/kDEtbsqsW/i/djza5a+AMSVm06gLkrPo77sWwAcPd7W3DE/Xxyx0DHrlgiIhqwIse4nTezAI+t7plxdoDynnbzRmUC6N4NkdtbtrJspn4dexetGznNakBDi7dbcTnmbuBjYkeUxHjrAhqM2tfbjzZX4O3i8oRal+L11c7q8PYhvyo0EXe/tyX8Os9uxp2n9e3YO9H4ue4mdQDH3A0GTOyIklS0M/bBNsCbDj6rNh3Anf/ZHFdylWLUodnj79bnPvnpLry0thQ/nzoUHn+gW7HkKpxtuPrF9Xiqj1q4evK5uiLRWjlp4GBiR5SERGfs7EahgWzVpgNx36tOA8Co13Y7sQOAumYv/vHVnm7Hieam136EzWzA3JGZPdrKFdkqH5CkHn+urgif3DEwMbEjSjKxztjb3+uqG0V07y5Rd67a6eON25NidUuzy7r/+QMSlry5Me75JAD1PdDF2NuaPX5c8Pdve7TVPFqrvMPSd4f1VZsqBuX9/JL53oQAE7tB4YmPt8OcYsOswnRsr3KhrL4FQ9PM0ECDfQ2twtcF6RaMzbHhu711CEiAw2KAs80LSfZaAw3mFGVAq9V0WrEzLEZsrWxCWX2L6liiMhakWzAuz466Fg+yUkwISBK+LantFCvdakSWzYQ8uxlTC9Lw0rd7sbeuBYUZVvxq3ggY9VpVG2UiyYXajbo7n59IAqF2nvbpvtpZ3eUZe/sA70sOL+oUq6t7d2WkGPDzqUNx7LhcQAOs3lIZcxxUnt2E82cPR2OrN+Z07Qe84yfkCZO/GYXpWLe3PmZiGO37iVbGPLsJ58wchm931+HHfY1w+zq63yLrmEw7/YHqm921PTIGbKA70EOt5qJW+cZWX/cKGIf/bqrAfzdVKN7rycS1N04E47k3YbpVj3kjMzEy24Z5ozLDra3+gIRvdtVize4aABrF3wYCjSRJA+O67B7mdDpVT2u323uxJIlzOp1wOBwouOE1aE3W/i7OgFCQbkZ9ixcud3zdLmkWHY4bn4salxfrS+vR1Nb1zq99ox6RlRpOPndXN+Ob3bVxtxCkmrQYnWPDziqXouztSc+IrJSoO6toO6FoSUe0RwGpEbkTVnvT0t6UatLD5Y7+/Wg1gOhOEhkpBkwrSMMPZY19Mti+/XtYMCFPkXAOpKSvP1tI4/XQB9vw5Kc7+7sYfcZm1mHt746HxaiLe15/QMIR93/SZ12uiYgcUyg6QY18v31b6urCmUQSyO7u39KsBpw3cxhe/a4MDREJdJrVgD+cOalHh7jIl00KvDh+WhEaGxu7zFmSNrHTarXQaNTttPz+7o/N6A1M7A4+6VYDzpwWTNq+21PXo7d1iKZ9C/nzhdNx/IS8AX+wGKg0gOJg0f49LpiQ163WWjUSPTBGO0GI1SqqtnU60ST3oQ+24slPd3V7eQwmGg1w1ZFFWHryhPB7anoEqpxu3Pv+lhiR+59Jr8HfL5qFw0Zn4YNNFbj935sU6+IQhxmnTRmC//x4QLHPidyWuvKbY0bh+uMP6bJ3JcNixPWvFff6Sd/1x43G7KLMLreNrnp4PtpcoTipD7hbUPbYuQd3Yvf555+HX+/ZswdLlizBJZdcgnnz5gEA1qxZg+eeew4rVqzAxRdf3F/FjImJHfWVdKsBv5wzHCsPsgNrX0i3GjB9eOeWRJtZh7OnD8OC8XkJJUb+gIQnP9mJZ74qQUNrRwtyrFZNNeI9sHYl3aLHmdOHdUogI+v1v+3V+NXTa3vwkwePUyfnYcGEPOypacFL3+5FZZO7v4vUY3p6fYomxajDw+dOUbSWxdPl2lfULguzQYs2r/LKbCZ2EY477jhcccUVOP/88xXvv/TSS/jrX/+Kzz77rH8K1gUmdkSUYtTiyDHZmDY8PTyWVasBnv5qj7DLejCQd2XXN3tw17s/ocKZPAkN9b0bF4zBNfNH48+f7cKjH2/v7+L0KCZ2EaxWK3788UeMGTNG8f727dsxdepUtLS09FPJYmNiR0RERPEkdgfFs2ILCgrwt7/9rdP7f//731FQUNAPJSIiIiLqeQfF7U4effRRnHXWWfjvf/+LOXPmAADWrl2LHTt24I033ujVz165ciUefPBBVFRUYMqUKfjjH/+I2bNn9+pnEhER0cHpoGixO/nkk7F9+3aceuqpqKurQ11dHU499VRs374dJ598cq997quvvorFixfjjjvuwPr16zFlyhQsXLgQVVVVvfaZREREXTHqBs6tbqhnHRRj7PrLnDlzMGvWLDz55JMAgEAggIKCAlx33XVYsmRJp+ndbjfc7o7Bw06nEwUFBRxjR0TUwyRJUn1LLKL+Fs8Yu6Ttit2wYQMmTpwIrVaLDRs2xJx28uTJPf75Ho8H69atw9KlS8PvabVaLFiwAGvWrIk6z4oVK7B8+fIeLwsR0cEgnmSNSR0lq6RN7KZOnYqKigrk5ORg6tSp0Gg0iNY4qdFoeuUGxTU1NfD7/cjNzVW8n5ubi61bt0adZ+nSpVi8eHH49/YWOyIi6uzKwwswtygDtc0e7K1rwUtr96O+Dx+pRTQQJW1iV1JSguzs7PDrwcBkMsFkMvV3MYiIBoVjJwzF7KIMrC2pg8lkwhO/yO2TpwsQDWRJm9gVFhZGfd1XsrKyoNPpUFlZqXi/srISeXl5fV4eIqJk88nWSix+rVjxdIE0qwFA3zzxgGggOiiuin3uuefw3nvvhX+/5ZZbkJaWhsMOOwx79+7tlc80Go2YMWMGVq9eHX4vEAhg9erV4ceaERFR4v72v5JOj4xqbAk+Xs1uSdp2C6KYDorE7r777oPFYgEQfEbsk08+iQceeABZWVm48cYbe+1zFy9ejL/97W947rnnsGXLFlxzzTVobm7GpZde2mufSUR0MJMQbK3T8uIIOkgdFKc0ZWVlGD16NADg7bffxtlnn42rrroKhx9+OObPn99rn3veeeehuroay5YtQ0VFBaZOnYpVq1Z1uqCCiCgeKUYdxubasLeuhePJopAA1Ida7gYrgxaIeA48DXBXHz0SFoO+359Te1AkdqmpqaitrcXw4cPx4Ycfhq88NZvNaG1t7dXPXrRoERYtWtSrn0HUF9IsOhySa0er14+d1c1o8fT81eS9YUSGBVOHp2P11io0tQ3OKybz7CacP3s4RmSlIMdmxuyiDOi0GvgDEtaW1KGqqQ05NjPqmz249qX1wrFlRZlWNLR6ey3pUTOu7WeTcnHerEK8+O1efPBTZRdTJx+jTgOPv+vRf09fPBu3vLkBFY1tg3KsYEaKAT+fOhRHjc7GB1sqsHF/IxwWAy4/vAg/7mvEY6t39MrnDnGY8bPJQ/Dy2jK43H27vR85JhuHj87CIXmpWP7OZsUwgTy7CTNHZODdDQcSip1rN6FM5bQHRWJ3/PHH44orrsC0adMUT5v46aefMGLEiP4tHFE/sBp1isTMotdiRJYVe2tb0CJrJki3GnDmtKFYMCEvnEwACCcUH22uwFs/7FckChoNMBBue3729KG478zJMOqDI07ay/zfTQfw/JreGVvbk9oPjJHLXk6n1WDeqEzFe3/WTu90UMlIMeCe0yfi5Mn5imQwK8UEaIAalxsZFiO2VjahrL4FBekWjM2x4bu9dQhIgMNigLPNC0n2WgMN5hRlQKvVoMblRo7NjBmF6Vi3tx5/+98ufLqtWrEeaDXAlUcWYenJEwAAR47Nxt3v/IR/fLWnV5YfANjM+gGTzLfX/6YTxmHuitXCllYNgDyHGYeNycIdp07ANS+uHzQXgojW2aPH5yimO2Z8LsYNseHO//yECqc7WihV8uwmLPvZBKSnmMInN+2fu+Sk8Xjyk514+svdaOyDdSDdasDckcFt8cSJQ3D8hDzFSVd7uX42+UDU7fPnU4fi2HG54e1Rvm3m2MwYl6lHxl3qynJQPHmioaEBt99+O8rKynDNNdfgxBNPBADccccdMBqNuO222/q5hNE5nU44HA4Mv+E1aPjkiYOK2aBFVooR+xs6n60fmm/DGVOHwtnqxR8/3ZVQ/EfPnYI8h6XTTieyBUiUUMhFztN+cP/wpwP41/r9igNrRooB0wrS8ENZo/DAZjPrMGN4OuaNyoQGGuxraEVhhhU5djN+8/IPXR7g8uwm3HnaoThx4pCof1+zqxbn/+2bLqIANpMOf7pgBupaPIqdbEl1M57/Zq+qLtD2uhw+Ogvj8uz4dFsV3i4uV8wbbaeudtmLJPI99jSPL4AX1uzB3roWFGZY8at5I8JJdju130W82pOj204aj0Wv/NDj8ROlAfDnC6cDAK55cT0AZcLW/g39+cLp4fV31abOicBAdPb0Ybj/7MlxrWf+gIQnP9kZV9elmhOeeD/DrNeizRe93zvNosNx43NR4/Li8+3VwhhPyb6zriSyfbbnA2qePHFQJHaDlTyx05qsg+KMbTAQJRei97UaIBDnwk8kVopRh6PGZuPCuYWYOzITOq2my4Njojv9l6+c26mlpzeIdmCiVqOudnLR6ivqpoxVpiPu/6TLZfanX07HyZOj76hF5VdTl4GQdA0Uar+LeEQmRyve34y/fDEw7mXannB+eeux+GhzRad1eYjDjDtOndApQZCvMxkWIy5+dm3c+6TelGY1YN3txye8Hkfbrnv6hCfaZ7Qv7+Mn5OGbXbVYs7sGAQlItxqRZTMhz678vFWbDuDO/2xGhbPr76ynMbGL4n//+x/+8pe/YPfu3Xj99dcxdOhQvPDCCygqKsIRRxzR38WLqv2L/NeabXjo07Ie2/klkqgM1FjRNv49NS14eW2pYuOLdpanJumQt0DFOoiLDuhqY3VnhxWZZNz0+o+odEYflyM/sAzWZKInEqNVmw7gmhfFY9H+76iOLkPqXas2HcDVodarnhDtQPv+hgO4/d+bBsyFJu0nVomuywMpWQXia60S6YsTnp74jP46MWNiF+GNN97Ar371K1xwwQV44YUXsHnzZowcORJPPvkk3n//fbz//vv9XcSo5F9kSqqtyxYCtUlHvInKQI0Va6M6mFtFujpQ9sROOBmIWgnax6JR3/AHJMy45yM09NAFHaKu+GgXmtz9Xve6OBMd+/b4L6bi9KlDE/5cIJjc/fWLkn7tyemr1ipiYtfJtGnTcOONN+Kiiy6CzWbDjz/+iJEjR+KHH37ASSedhIqKiv4uYlTxfJFE7ZjYqXcwnwAMFD09zq7921v5y2lRB9XLtX//f/vfLnyyVTx+SiTVpFdceZmRYkBdc9cJak8NhWj1+DH7vo/7/AKRRceMxuGjs7i99KF48oGD4qrYbdu24aijjur0vsPhQENDQ98XiKiX+AMSlr+zWfh3DYDl72zG8RPyuENG9KtKqW9VNfXsRQHtLRWLXv5BMbQjWutS+/c/b1RmQi1gLrdPceX4jMJ0HP3gp8JblLQPhZhdlJFAzTqzGHV48OzJMYcV9KT28t94/FjuPwawg+LJE3l5edi5c2en97/88kuMHDmyH0pE1DvWltTF7FqSABxobMPakrq+KxRRDDk2c6/EjRyvW9HYhmteXI9Vm6LfR2zpyRPw/GWz4/6c+hYvnv5qDxpbPTDqtbjj1ODYzMi0p/33O06d0KNJ0YkTh+DPF05Hnt3UYzGj6a3yU887KBK7K6+8Etdffz2+/fZbaDQalJeX45///CduuukmXHPNNf1dPKIeo7b1o6dbSYgSNbsoA2kWQ69/Tnuet/ydzfALrtI6bHQWhjjMnZIyNdrjhhMthzJhzXOYFbcx6UknThyCr5YchxsXjO2xmBkpRsXvvVl+6lkHRVfskiVLEAgEcNxxx6GlpQVHHXUUTCYTfvvb3+KKK67o7+IR9Ri1rR+91UpCFC+dVoMjx2TinQ29P9ZZ3mIdrQtep9WEbwrcnbixblDbW3RaDa5fMCbqUw8S8ftTxke91yUNfAdFi51Go8Ftt92Guro6bNq0Cd988w2qq6vhcDhQVFTU38Uj6jGzizJitjhoEBxr1FNjfIi6yx+Q8N2e+i6ny7Ob8M8r5uCyw0cg3dq9Fr5YLdbd6dqUx20fv3f61KGYNyqzz5KiEycOwZe3HouXr5yLyw4fgVRTYu03eQ5Lv5Sfui+pEzu3242lS5di5syZOPzww/H+++9jwoQJ+Omnn3DIIYfg8ccfx4033tjfxSTqMe0tDkDfjfEh6o61JXWqHit1/uxCNLV58cxXe7r9rNuuWqwT7docKC3h7UnlslMPxY93nIB/Xj4HJ03MVT1/utXAk79BLKkTu2XLluHPf/4zRowYgZKSEpxzzjm46qqr8Oijj+Lhhx9GSUkJbr311v4uJlGP6o8xPkSJUjvec3iGBUve3Njl1Z+xzlniabFu79p8SkXr3UBuCddpNTh8TBb+fOFMVXUBBsdzaUksqcfYvf7663j++edx2mmnYdOmTZg8eTJ8Ph9+/PFHaDRssaDk1R9jfIgSobaV660f9qu6ifFvjh2Dx1fvABD9Oazxtli3b0ui540OppbwEycOgc1swAV//zbmdA0tXuE4RBr4krrFbt++fZgxYwYAYOLEiTCZTLjxxhuZ1NFBob/G+BDFo6txoe2+2FGjKp7XH8Clh49Aeg9e1SlvvRsyyFvCa1xdd3sDvHJ+MEvqFju/3w+jsWPj1uv1SE1N7ccSERGRnPxK1EQf0SW38rNd4dfRnhHdHcnQEs4r55NfUid2kiThkksugckUHFPQ1taGq6++GikpKYrp3nzzzf4oHhERoWNcaE/cpkOuvjl48+BZPZh8DfanlbS3kPbV0zGo7yV1V+zFF1+MnJwcOBwOOBwOXHjhhcjPzw//3v6fiIj6V/ttOn5/yvgei6nmpsQHG145n/ySusXumWee6e8iEBGRSjqtBlm2nn00Vlc3JT4YiVpI86I8T5cGn6RO7IiIaHDprbFdvBhAKRnGC1J0TOyIiGjAaB8D1pNj7QBeDBDNYB8vSNEl9Rg7IiIaXORjwHrCQL55MFFvYGJHREQDyokTh+DGBWO6HYcXA9DBiIkdERENOIuOHYM8u7j7VAMgzWqIOc1gu3kwUU/gGDsiIhpwdFoN7jwteONiIPrjwf5w5iTFBQBZKSZAE3y6Ai8GoIOVRpIk3txngHI6nXA4HGhsbITdbu/v4hAR9blVmw50ui3HEN6Wgw4y8eQDbLEjIqIBxx+QsLakDm5fAA+dPYUtcUQqMbEjIqIBJVYr3bxRmfAHJKzZVcv7rxFFwcSul9x777147733UFxcDKPRiIaGhv4uEhHRgLdq0wFc8+L6Ts8xrWhswzUvrsdVRxXhPz8eYNcskQCviu0lHo8H55xzDq655pr+LgoR0aDgD0hY/s7mqA+nl0L///JFSaebF7cnfas2HeiLYhINaGyx6yXLly8HADz77LOq53G73XC73eHfnU5nTxeLiGjAWltSl9ATJyQEr5Rd/s5mHD8hj92ydFBji90AsmLFCjgcjvD/goKC/i4SEVGf6c7zXCUABxrbsLakrucKRDQIMbEbQJYuXYrGxsbw/7Kysv4uEhFRn+mJ57l2JzkkSgZM7OKwZMkSaDSamP+3bt2acHyTyQS73a74T0R0sJhdlIEhDjO605HaE8kh0WDGMXZxuOmmm3DJJZfEnGbkyJE99nnt947mWDsiOljcfEwBFr/6IwBEvYhCRAMgx27CuEw995mUdNrXaTXPlGBiF4fs7GxkZ2f32ec1NTUBAMfaERGpUAog467+LgVR72lqaoLD4Yg5DRO7XlJaWoq6ujqUlpbC7/ejuLgYADB69GikpqaqipGfn4+ysjLYbDZoNIPjKi+n04mCggKUlZUlXVdyMtcNSN76JWu9gOSuG5C89UvWerVL5vr1V90kSUJTUxPy8/O7nJaJXS9ZtmwZnnvuufDv06ZNAwB8+umnmD9/vqoYWq0Ww4YN643i9bpkHiOYzHUDkrd+yVovILnrBiRv/ZK1Xu2SuX79UbeuWura8eKJXvLss89CkqRO/9UmdURERETxYmJHRERElCSY2FGPMplMuOOOO2Aymfq7KD0umesGJG/9krVeQHLXDUje+iVrvdolc/0GQ900kpprZ4mIiIhowGOLHREREVGSYGJHRERElCSY2BERERElCSZ2REREREmCiR0RERFRkmBidxBYsWIFZs2aBZvNhpycHJxxxhnYtm2bYpq2tjZce+21yMzMRGpqKs466yxUVlaG//7jjz/i/PPPR0FBASwWC8aPH4/HH3+802d99tlnmD59OkwmE0aPHo1nn322y/JJkoRly5ZhyJAhsFgsWLBgAXbs2KGYZsSIEdBoNIr/f/jDH5KmfuvXr8fxxx+PtLQ0ZGZm4qqrroLL5eqzuh04cAC//OUvMXbsWGi1Wtxwww1d1qvdypUrMWLECJjNZsyZMwdr165V/P2vf/0r5s+fD7vdDo1Gg4aGhqSo1/z58zutk1dffTWAvlsne7N+u3btws9//nNkZ2fDbrfj3HPPRWVlZZ/V7c0338Txxx8f/vx58+bhgw8+6LJeara3e++9F4cddhisVivS0tIA9N131pv1Ggj7yd6sX3/vJ7/88kscfvjhyMzMhMViwbhx4/Doo4/2SN2irZMJkyjpLVy4UHrmmWekTZs2ScXFxdLJJ58sDR8+XHK5XOFprr76aqmgoEBavXq19P3330tz586VDjvssPDf//GPf0i/+c1vpM8++0zatWuX9MILL0gWi0X64x//GJ5m9+7dktVqlRYvXixt3rxZ+uMf/yjpdDpp1apVMcv3hz/8QXI4HNLbb78t/fjjj9Jpp50mFRUVSa2treFpCgsLpbvuuks6cOBA+H97+Qd7/fbv3y+lp6dLV199tbR161Zp7dq10mGHHSadddZZfVa3kpIS6Te/+Y303HPPSVOnTpWuv/76mHVq98orr0hGo1F6+umnpZ9++km68sorpbS0NKmysjI8zaOPPiqtWLFCWrFihQRAqq+vT4p6HX300dKVV16pWCcbGxslSeq7dbK36udyuaSRI0dKP//5z6UNGzZIGzZskE4//XRp1qxZ0gknnNAndbv++uul+++/X1q7dq20fft2aenSpZLBYJDWr18fs25q9ifLli2THnnkEWnx4sWSw+Ho0++sN+s1EPaTvVW/gbCfXL9+vfTSSy9JmzZtkkpKSqQXXnhBslqt0l/+8pduf3fR1slEMbE7CFVVVUkApM8//1ySJElqaGiQDAaD9Prrr4en2bJliwRAWrNmjTDOr3/9a+mYY44J/37LLbdIhx56qGKa8847T1q4cKEwRiAQkPLy8qQHH3ww/F5DQ4NkMpmkl19+OfxeYWGh9OijjyZl/f7yl79IOTk5kt/vD0+zYcMGCYC0Y8eOPqmb3NFHH606QZg9e7Z07bXXhn/3+/1Sfn6+tGLFik7Tfvrpp+HELtJgrFc88QZb/T744ANJq9WGE9X2Mms0Gumjjz7q87q1mzBhgrR8+XLh39XuT9o988wzwoPoYKzXQNhPRtMT9Rto+8l2P//5z6ULL7ywW3WTi7VOqsWu2INQY2MjACAjIwMAsG7dOni9XixYsCA8zbhx4zB8+HCsWbMmZpz2GACwZs0aRQwAWLhwYcwYJSUlqKioUMzncDgwZ86cTvP94Q9/QGZmJqZNm4YHH3wQPp8vKerndrthNBqh1XZsjhaLBUCw6b8v6pYIj8eDdevWKT5bq9ViwYIFMT9bVB5g8NXrn//8J7KysjBx4kQsXboULS0twnIBg6d+brcbGo1GcXd9s9kMrVbbb+tkIBBAU1NTzGni2Z90ZbDWq7/3k71Vv4G4n/zhhx/w9ddf4+ijj+5W3Xqavlei0oAVCARwww034PDDD8fEiRMBABUVFTAajZ369XNzc1FRURE1ztdff41XX30V7733Xvi9iooK5ObmdorhdDrR2toa3gjl2uNHm0/+2b/5zW8wffp0ZGRk4Ouvv8bSpUtx4MABPPLII4O+fsceeywWL16MBx98ENdffz2am5uxZMkSAMExVH1Rt0TU1NTA7/dHrdvWrVtVxxms9frlL3+JwsJC5OfnY8OGDbj11luxbds2vPnmm4O+fnPnzkVKSgpuvfVW3HfffZAkCUuWLIHf7++3dfKhhx6Cy+XCueeeK5xG7f6kK4O1XgNhP9lb9RtI+8lhw4ahuroaPp8Pd955J6644opu1a2nscXuIHPttddi06b/b+deYprowjAAf1Vsoda2NikdxWCoGGMQgpfYsEETEtxpXLCgXtiYBpUVSXWhBuvClfVWMCbekWIjJoq6VQw14qJkMBaQpo2XDdYYUmPiLdr33/ydMFqwCp3S8XuSLjrn9Axv58zJmTJnwhQIBP66jXA4TNu2baO2tjaqr6/P+HN+v58MBoP0CgaDGX+2tbWVNm/eTFVVVdTc3Exer5d8Ph99/fpVVi8f81VUVNC1a9fI6/WSXq8nQRCorKyMbDab7Oo0l9mCwaAsm9/v/+u/4Wf5msvlctGWLVuosrKSduzYQZ2dnXT79m2KxWKyevmYz2q1Uk9PD927d48MBgOZTCZKJBK0bt26nPTJ7u5u8ng8dPPmTSouLiaimY0nv5OvuebaODmb+ebSOBkMBikUCtH58+fp9OnTdOPGjRllm238i90/pKWlhe7fv0/9/f20bNkyabsgCPTt2zdKJBKyK5p4PE6CIMjaGBkZobq6OnK5XHT48GFZmSAIslVGqTaMRiMVFRXR1q1byeFwSGUlJSXSlVY8HqclS5bIPlddXT1lFofDQd+/f6dXr17RqlWr8j6f0+kkp9NJ8XicFi5cSBqNhk6ePEl2u12RbL+zYcMGGhoakt7bbDbS6XQ0f/78tN/Jz/ueippypY59NBqlFStW5H2++vp6isVi9P79eyooKCCz2UyCICjeJwOBAO3Zs4d6enpk/86azfFkMjXlysU4mc18c2WcLCsrIyKiyspKisfjdPToUWpsbMxan/xjM7pDj+WFZDKJ/fv3Y+nSpYhEIr+Up24svXXrlrTtxYsXv9xYGg6HUVxcDLfbnXY/Bw4cwJo1a2TbGhsbM1pccOLECWnbhw8fpryxNKWrqwvz5s3DxMSEKvNdunQJer0eExMTimSb7E9vwm9paZHe//jxAyUlJb9dPKHUMVMiV8rjx49BRHj27Jkq8z148AAajQajo6OKZevu7kZhYSHu3LmTUa4/Pd8m36iu5DHLdq6UXIyTSubL5TiZ4vF4sHz58lnLNhuLJ3hi9w/Yu3cvTCYTHj16JFsG/+nTJ6lOc3MzSktL8fDhQ4RCIdTU1KCmpkYqf/78OaxWK3bu3Clr4927d1Kd1ONA3G43RkdH0dHRkfHjQMxmM3p7e6XHKkxeCv7kyROcOnUKQ0NDiMVi6OrqgtVqxe7du1WRDwB8Ph8GBwcxNjaG9vZ2FBUV4cyZM4plAwBRFCGKItavXw+n0wlRFDE8PDxttkAgAJ1Oh6tXr2JkZAQulwtmsxlv376V6oyPj0MURVy4cAFEhP7+fjQ0NMBoNOZtrmg0imPHjiEUCuHly5fo7e2F3W5HbW0tAOX6ZDaP2+XLlzEwMIBoNIrr16/DYrGgtbVVsWx+vx8FBQXo6OiQ1UkkEtNmy+R8e/36NURRhMfjgcFggCiKaGhoyOtcc2WczOZxy/U42d7ejrt37yISiSASieDixYtYtGgRDh06NONs6fqkKIr4+PHjtG2nwxO7fwARpX1duXJFqvP582fs27cPixcvhl6vx/bt2zE+Pi6Vt7W1pW3j5yuVvr4+VFdXQ6vVwm63y/YxlWQyiSNHjsBms0Gn06Gurg5jY2NS+eDgIBwOB0wmEwoLC7F69WocP34cX758UUU+ANi1axcsFgu0Wi2qqqrQ2dmpeLZM6qTj8/lQWloKrVaLjRs34unTp7Lyqfafz7nevHmD2tpaWCwW6HQ6lJeXw+12S48Hyfd8AHDw4EHYbDYsWLAAK1euhNfrRTKZVCzbpk2b0tZpamqaNlcm51tTU1PO+mS2cs2VcTKbxy3X4+TZs2dRUVEBvV4Po9GItWvX4ty5c7JHsPxttqn6ZF9f37Rtp6P5/0thjDHGGGN5jlfFMsYYY4ypBE/sGGOMMcZUgid2jDHGGGMqwRM7xhhjjDGV4IkdY4wxxphK8MSOMcYYY0wleGLHGGOMMaYSPLFjjDHGGFMJntgxxhhjjKkET+wYY4wxxlSCJ3aMMcYYYyrxH/SbUg/ell2FAAAAAElFTkSuQmCC\n"},"metadata":{},"execution_count":67},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["#df_total['cases'] = df_total['cases'] - decompose_data.seasonal\n","df_total = df_total.diff(periods=1)\n","df_total = df_total.dropna()"],"metadata":{"id":"nT_ImyweAM1b","executionInfo":{"status":"ok","timestamp":1700087088704,"user_tz":300,"elapsed":564,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":77,"outputs":[]},{"cell_type":"code","source":["train_total = df_total.loc[df_total.index < '2022-02-10']\n","test_total = df_total.loc[df_total.index >= '2022-02-10']\n","\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train_total.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test_total.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"id":"1P32DE1FA4Qn","executionInfo":{"status":"ok","timestamp":1700087119821,"user_tz":300,"elapsed":2626,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"550c6bd4-7422-418d-94d4-56436aa44fec"},"execution_count":79,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["X_train_t , y_train_t , train_d_t = create_features(train_total, label='cases')\n","X_test_t, y_test_t , test_d_t = create_features(test_total, label='cases')"],"metadata":{"id":"2U4H80jiBf1x","executionInfo":{"status":"ok","timestamp":1700087125672,"user_tz":300,"elapsed":396,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}}},"execution_count":80,"outputs":[]},{"cell_type":"code","source":["cv_split = TimeSeriesSplit(n_splits=4, test_size=100)\n","model = XGBRegressor()\n","parameters = {\n"," \"max_depth\": [3, 4, 6, 5, 10],\n"," \"learning_rate\": [0.01, 0.05, 0.1, 0.2, 0.3],\n"," \"n_estimators\": [100, 300, 500, 700, 900, 1000],\n"," \"colsample_bytree\": [0.3, 0.5, 0.7]\n","}\n","\n","\n","grid_search = GridSearchCV(estimator=model, cv=cv_split, param_grid=parameters)\n","grid_search.fit(X_train_t, y_train_t)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"id":"tRCJqnzRB5zW","executionInfo":{"status":"ok","timestamp":1700087776090,"user_tz":300,"elapsed":648603,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"c7999340-0e4a-447d-f825-64c0e89f5215"},"execution_count":81,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n"," estimator=XGBRegressor(base_score=None, booster=None,\n"," callbacks=None, colsample_bylevel=None,\n"," colsample_bynode=None,\n"," colsample_bytree=None, device=None,\n"," early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None,\n"," feature_types=None, gamma=None,\n"," grow_policy=None, impo...\n"," max_cat_to_onehot=None, max_delta_step=None,\n"," max_depth=None, max_leaves=None,\n"," min_child_weight=None, missing=nan,\n"," monotone_constraints=None,\n"," multi_strategy=None, n_estimators=None,\n"," n_jobs=None, num_parallel_tree=None,\n"," random_state=None, ...),\n"," param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n"," 'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n"," 'max_depth': [3, 4, 6, 5, 10],\n"," 'n_estimators': [100, 300, 500, 700, 900, 1000]})"],"text/html":["
GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n","             estimator=XGBRegressor(base_score=None, booster=None,\n","                                    callbacks=None, colsample_bylevel=None,\n","                                    colsample_bynode=None,\n","                                    colsample_bytree=None, device=None,\n","                                    early_stopping_rounds=None,\n","                                    enable_categorical=False, eval_metric=None,\n","                                    feature_types=None, gamma=None,\n","                                    grow_policy=None, impo...\n","                                    max_cat_to_onehot=None, max_delta_step=None,\n","                                    max_depth=None, max_leaves=None,\n","                                    min_child_weight=None, missing=nan,\n","                                    monotone_constraints=None,\n","                                    multi_strategy=None, n_estimators=None,\n","                                    n_jobs=None, num_parallel_tree=None,\n","                                    random_state=None, ...),\n","             param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n","                         'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n","                         'max_depth': [3, 4, 6, 5, 10],\n","                         'n_estimators': [100, 300, 500, 700, 900, 1000]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"]},"metadata":{},"execution_count":81}]},{"cell_type":"code","source":["# Evaluating GridSearch results\n","prediction = grid_search.predict(X_test_t)\n","plot_predictions(test_d_t, y_test_t, prediction)\n","evaluate_model(y_test_t, prediction)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":548},"id":"IBzUJfexCJrk","executionInfo":{"status":"ok","timestamp":1700087008974,"user_tz":300,"elapsed":1060,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"}},"outputId":"bc31f6fe-4153-41e0-e2e0-f694aa0b656a"},"execution_count":74,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["MAE: 826355.3719386598\n","MSE: 1312864850579.7495\n","MAPE: 3.196952633366036\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"A-q22_HvEvTR"},"execution_count":null,"outputs":[]}]} \ No newline at end of file +{"cells":[{"cell_type":"code","execution_count":33,"metadata":{"executionInfo":{"elapsed":2156,"status":"ok","timestamp":1700080089135,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"lxQKTKLBeCmw"},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import xgboost as xgb\n","from xgboost import plot_importance, plot_tree\n","from xgboost import XGBRegressor\n","from sklearn.metrics import mean_squared_error, mean_absolute_error\n","import warnings\n","from sklearn.model_selection import TimeSeriesSplit, GridSearchCV\n","from statsmodels.tsa.seasonal import seasonal_decompose\n","from sklearn.metrics import mean_absolute_error, mean_absolute_percentage_error, mean_squared_error\n","\n","\n","# Filter out the warning message\n","warnings.filterwarnings(\"ignore\")"]},{"cell_type":"code","execution_count":34,"metadata":{"executionInfo":{"elapsed":10285,"status":"ok","timestamp":1700080099417,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"mNCB2_VPeQfh"},"outputs":[],"source":["df_deaths_us = pd.read_csv('data/time_series_covid19_deaths_global.csv')\n","df_confirmed_global = pd.read_csv('data/time_series_covid19_confirmed_global.csv')\n","df_confirmed_us = pd.read_csv('data/time_series_covid19_confirmed_US.csv')\n","df_recovered_global = pd.read_csv('data/time_series_covid19_recovered_global.csv')"]},{"cell_type":"code","execution_count":35,"metadata":{"executionInfo":{"elapsed":20,"status":"ok","timestamp":1700080099418,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"npsFhfH852UP"},"outputs":[],"source":["df_1 = df_confirmed_us.iloc[1,11:].to_frame().reset_index()\n","df_1.rename(columns = {'index':'time',1:'cases'}, inplace=True)\n","df_1['time'] = pd.to_datetime(df_1['time'], format='%m/%d/%y')\n","df_1['cases'] = df_1['cases'].astype(float)\n","df_1.set_index('time', inplace=True)"]},{"cell_type":"code","execution_count":36,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":455},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1700084507845,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"ILCecx8_7sHm","outputId":"087a30c3-cc5c-4ada-c273-41cdcccb647f"},"outputs":[{"data":{"text/html":["
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cases
time
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2020-01-230.0
2020-01-240.0
2020-01-250.0
2020-01-260.0
......
2023-03-0569767.0
2023-03-0669767.0
2023-03-0769767.0
2023-03-0869860.0
2023-03-0969860.0
\n","

1143 rows × 1 columns

\n","
"],"text/plain":[" cases\n","time \n","2020-01-22 0.0\n","2020-01-23 0.0\n","2020-01-24 0.0\n","2020-01-25 0.0\n","2020-01-26 0.0\n","... ...\n","2023-03-05 69767.0\n","2023-03-06 69767.0\n","2023-03-07 69767.0\n","2023-03-08 69860.0\n","2023-03-09 69860.0\n","\n","[1143 rows x 1 columns]"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["df_1"]},{"cell_type":"markdown","metadata":{"id":"mk4qedlchgyz"},"source":[]},{"cell_type":"code","execution_count":37,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":955},"executionInfo":{"elapsed":7331,"status":"ok","timestamp":1700080106730,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"vMzjB2MBvNKl","outputId":"0b990225-5861-4b92-f19d-c12a153d3e3f"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"execution_count":37,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["decompose_data = seasonal_decompose(df_1, model=\"additive\")\n","decompose_data.plot()"]},{"cell_type":"code","execution_count":38,"metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1700080106730,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"uGQ0Cxx0W9kw"},"outputs":[],"source":["df_1['cases'] = df_1['cases'] - decompose_data.seasonal\n","df_1 = df_1.diff(periods=1)\n","df_1 = df_1.dropna()"]},{"cell_type":"code","execution_count":39,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1700080106730,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"p1xUOULP9Ys3","outputId":"d5b1f78b-98d0-471e-bba6-4d03707f3cc6"},"outputs":[{"data":{"text/html":["
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cases
time
2023-03-0512.239264
2023-03-0613.699387
2023-03-076.650318
2023-03-0874.695767
2023-03-09-22.915344
\n","
"],"text/plain":[" cases\n","time \n","2023-03-05 12.239264\n","2023-03-06 13.699387\n","2023-03-07 6.650318\n","2023-03-08 74.695767\n","2023-03-09 -22.915344"]},"execution_count":39,"metadata":{},"output_type":"execute_result"}],"source":["df_1.tail()"]},{"cell_type":"markdown","metadata":{"id":"xxGgiZ2U8my6"},"source":["Train and Test Split"]},{"cell_type":"code","execution_count":40,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"executionInfo":{"elapsed":1694,"status":"ok","timestamp":1700080108415,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"tG9Y6QG38D53","outputId":"81796d9f-e162-4efc-cdcf-b5a46beba7d4"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["\n","train = df_1.loc[df_1.index < '2022-04-10']\n","test = df_1.loc[df_1.index >= '2022-04-10']\n","\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"]},{"cell_type":"code","execution_count":41,"metadata":{"executionInfo":{"elapsed":12,"status":"ok","timestamp":1700080108415,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"2pZWXutX5B2W"},"outputs":[],"source":["def create_features(df, label=None):\n"," \"\"\"\n"," Creates time series features from datetime index\n"," \"\"\"\n"," df['date'] = df.index\n"," df['hour'] = df['date'].dt.hour\n"," df['dayofweek'] = df['date'].dt.dayofweek\n"," df['quarter'] = df['date'].dt.quarter\n"," df['month'] = df['date'].dt.month\n"," df['year'] = df['date'].dt.year\n"," df['dayofyear'] = df['date'].dt.dayofyear\n"," df['dayofmonth'] = df['date'].dt.day\n"," #df['weekofyear'] = df['date'].dt.weekofyear\n","\n"," X = df[['hour','dayofweek','quarter','month','year',\n"," 'dayofyear','dayofmonth']]\n"," if label:\n"," y = df[label]\n"," return X, y , df['date']\n"," return X, df['date']"]},{"cell_type":"code","execution_count":42,"metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1700080108415,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"eliVJIhT7Mng"},"outputs":[],"source":["X_train , y_train , train_d = create_features(train, label='cases')\n","X_test, y_test , test_d = create_features(test, label='cases')"]},{"cell_type":"code","execution_count":43,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1700080108415,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"xH-KT1s37U3N","outputId":"19e01144-3b18-4a27-f8e6-465f6879adea"},"outputs":[{"data":{"text/plain":["time\n","2020-01-23 -22.915344\n","2020-01-24 -6.507937\n","2020-01-25 15.138545\n","2020-01-26 12.239264\n","2020-01-27 13.699387\n"," ... \n","2022-04-05 24.650318\n","2022-04-06 -11.304233\n","2022-04-07 -10.915344\n","2022-04-08 14.492063\n","2022-04-09 15.138545\n","Name: cases, Length: 808, dtype: float64"]},"execution_count":43,"metadata":{},"output_type":"execute_result"}],"source":["y_train"]},{"cell_type":"code","execution_count":44,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"executionInfo":{"elapsed":616653,"status":"ok","timestamp":1700080725063,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"k1I5VwEm7ZLy","outputId":"fdd595bf-a7b0-4457-d3cf-8ee189d0720d"},"outputs":[],"source":["cv_split = TimeSeriesSplit(n_splits=4, test_size=100)\n","model = XGBRegressor()\n","parameters = {\n"," \"max_depth\": [3, 4, 6, 5, 10],\n"," \"learning_rate\": [0.01, 0.05, 0.1, 0.2, 0.3],\n"," \"n_estimators\": [100, 300, 500, 700, 900, 1000],\n"," \"colsample_bytree\": [0.3, 0.5, 0.7]\n","}\n","\n","\n","grid_search = GridSearchCV(estimator=model, cv=cv_split, param_grid=parameters)\n","grid_search.fit(X_train, y_train)"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":8,"status":"ok","timestamp":1700080725063,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"0Kiz3RedDTLJ"},"outputs":[],"source":["def evaluate_model(y_test, prediction):\n"," print(f\"MAE: {mean_absolute_error(y_test, prediction)}\")\n"," print(f\"MSE: {mean_squared_error(y_test, prediction)}\")\n"," print(f\"MAPE: {mean_absolute_percentage_error(y_test, prediction)}\")\n","\n","def plot_predictions(testing_dates, y_test, prediction):\n"," df_test = pd.DataFrame({\"date\": testing_dates, \"actual\": y_test, \"prediction\": prediction })\n"," figure, ax = plt.subplots(figsize=(10, 5))\n"," df_test.plot(ax=ax, label=\"Actual\", x=\"date\", y=\"actual\")\n"," df_test.plot(ax=ax, label=\"Prediction\", x=\"date\", y=\"prediction\")\n"," plt.legend([\"Actual\", \"Prediction\"])\n"," plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":537},"executionInfo":{"elapsed":624,"status":"ok","timestamp":1700080725680,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"b57-3VYfGgM9","outputId":"79557a88-74f0-4626-bb3d-619bb202c6b1"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["MAE: 85.05221601550453\n","MSE: 14116.12723315761\n","MAPE: 6.106974267254349\n"]}],"source":["# Evaluating GridSearch results\n","prediction = grid_search.predict(X_test)\n","plot_predictions(test_d, y_test, prediction)\n","evaluate_model(y_test, prediction)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":478},"executionInfo":{"elapsed":1069,"status":"ok","timestamp":1700080843749,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"8AzA3rfCGogW","outputId":"4db569c2-a471-411b-816a-38d75f2043d6"},"outputs":[{"data":{"text/html":["\n","
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
0NaNAfghanistan33.93911067.709953000000...209322209340209358209362209369209390209406209436209451209451
1NaNAlbania41.15330020.168300000000...334391334408334408334427334427334427334427334427334443334457
2NaNAlgeria28.0339001.659600000000...271441271448271463271469271469271477271477271490271494271496
3NaNAndorra42.5063001.521800000000...47866478754787547875478754787547875478754789047890
4NaNAngola-11.20270017.873900000000...105255105277105277105277105277105277105277105277105288105288
..................................................................
284NaNWest Bank and Gaza31.95220035.233200000000...703228703228703228703228703228703228703228703228703228703228
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...343012343012343079343079343079343135343135343135343135343135
288NaNZimbabwe-19.01543829.154857000000...263921264127264127264127264127264127264127264127264276264276
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289 rows × 1147 columns

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\n"],"text/plain":[" Province/State Country/Region Lat Long 1/22/20 \\\n","0 NaN Afghanistan 33.939110 67.709953 0 \n","1 NaN Albania 41.153300 20.168300 0 \n","2 NaN Algeria 28.033900 1.659600 0 \n","3 NaN Andorra 42.506300 1.521800 0 \n","4 NaN Angola -11.202700 17.873900 0 \n",".. ... ... ... ... ... \n","284 NaN West Bank and Gaza 31.952200 35.233200 0 \n","285 NaN Winter Olympics 2022 39.904200 116.407400 0 \n","286 NaN Yemen 15.552727 48.516388 0 \n","287 NaN Zambia -13.133897 27.849332 0 \n","288 NaN Zimbabwe -19.015438 29.154857 0 \n","\n"," 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/23 3/1/23 \\\n","0 0 0 0 0 0 ... 209322 209340 \n","1 0 0 0 0 0 ... 334391 334408 \n","2 0 0 0 0 0 ... 271441 271448 \n","3 0 0 0 0 0 ... 47866 47875 \n","4 0 0 0 0 0 ... 105255 105277 \n",".. ... ... ... ... ... ... ... ... \n","284 0 0 0 0 0 ... 703228 703228 \n","285 0 0 0 0 0 ... 535 535 \n","286 0 0 0 0 0 ... 11945 11945 \n","287 0 0 0 0 0 ... 343012 343012 \n","288 0 0 0 0 0 ... 263921 264127 \n","\n"," 3/2/23 3/3/23 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n","0 209358 209362 209369 209390 209406 209436 209451 209451 \n","1 334408 334427 334427 334427 334427 334427 334443 334457 \n","2 271463 271469 271469 271477 271477 271490 271494 271496 \n","3 47875 47875 47875 47875 47875 47875 47890 47890 \n","4 105277 105277 105277 105277 105277 105277 105288 105288 \n",".. ... ... ... ... ... ... ... ... \n","284 703228 703228 703228 703228 703228 703228 703228 703228 \n","285 535 535 535 535 535 535 535 535 \n","286 11945 11945 11945 11945 11945 11945 11945 11945 \n","287 343079 343079 343079 343135 343135 343135 343135 343135 \n","288 264127 264127 264127 264127 264127 264127 264276 264276 \n","\n","[289 rows x 1147 columns]"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["df_confirmed_global"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":443},"executionInfo":{"elapsed":541,"status":"ok","timestamp":1700087074330,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"85gSJ_57tvSt","outputId":"5532d2fb-a0bc-4694-d1c2-8754b754dbc6"},"outputs":[{"data":{"text/html":["\n","
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30000000000...47866478754787547875478754787547875478754789047890
40000000000...105255105277105277105277105277105277105277105277105288105288
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2840000000000...703228703228703228703228703228703228703228703228703228703228
2850000000000...535535535535535535535535535535
2860000000000...11945119451194511945119451194511945119451194511945
2870000000000...343012343012343079343079343079343135343135343135343135343135
2880000000000...263921264127264127264127264127264127264127264127264276264276
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289 rows × 1143 columns

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\n","
\n","\n",""]},"metadata":{},"output_type":"display_data"}],"source":["import plotly.graph_objects as go\n","fig = go.Figure([go.Scatter(x = df_total.index, y = df_total['cases'])])\n","fig.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":955},"executionInfo":{"elapsed":6107,"status":"ok","timestamp":1700085688070,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"hrp2AMML_9D7","outputId":"4c539387-f2f5-4464-cc03-031a27a0b164"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"execution_count":67,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["decompose_data = seasonal_decompose(df_total, model=\"additive\")\n","decompose_data.plot()"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":564,"status":"ok","timestamp":1700087088704,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"nT_ImyweAM1b"},"outputs":[],"source":["#df_total['cases'] = df_total['cases'] - decompose_data.seasonal\n","df_total = df_total.diff(periods=1)\n","df_total = df_total.dropna()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":503},"executionInfo":{"elapsed":2626,"status":"ok","timestamp":1700087119821,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"1P32DE1FA4Qn","outputId":"550c6bd4-7422-418d-94d4-56436aa44fec"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["train_total = df_total.loc[df_total.index < '2022-02-10']\n","test_total = df_total.loc[df_total.index >= '2022-02-10']\n","\n","fig, ax = plt.subplots(figsize=(15, 5))\n","train_total.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n","test_total.plot(ax=ax, label='Test Set')\n","ax.axvline('01-01-2015', color='black', ls='--')\n","ax.legend(['Training Set', 'Test Set'])\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":396,"status":"ok","timestamp":1700087125672,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"2U4H80jiBf1x"},"outputs":[],"source":["X_train_t , y_train_t , train_d_t = create_features(train_total, label='cases')\n","X_test_t, y_test_t , test_d_t = create_features(test_total, label='cases')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":117},"executionInfo":{"elapsed":648603,"status":"ok","timestamp":1700087776090,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"tRCJqnzRB5zW","outputId":"c7999340-0e4a-447d-f825-64c0e89f5215"},"outputs":[{"data":{"text/html":["
GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n","             estimator=XGBRegressor(base_score=None, booster=None,\n","                                    callbacks=None, colsample_bylevel=None,\n","                                    colsample_bynode=None,\n","                                    colsample_bytree=None, device=None,\n","                                    early_stopping_rounds=None,\n","                                    enable_categorical=False, eval_metric=None,\n","                                    feature_types=None, gamma=None,\n","                                    grow_policy=None, impo...\n","                                    max_cat_to_onehot=None, max_delta_step=None,\n","                                    max_depth=None, max_leaves=None,\n","                                    min_child_weight=None, missing=nan,\n","                                    monotone_constraints=None,\n","                                    multi_strategy=None, n_estimators=None,\n","                                    n_jobs=None, num_parallel_tree=None,\n","                                    random_state=None, ...),\n","             param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n","                         'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n","                         'max_depth': [3, 4, 6, 5, 10],\n","                         'n_estimators': [100, 300, 500, 700, 900, 1000]})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"],"text/plain":["GridSearchCV(cv=TimeSeriesSplit(gap=0, max_train_size=None, n_splits=4, test_size=100),\n"," estimator=XGBRegressor(base_score=None, booster=None,\n"," callbacks=None, colsample_bylevel=None,\n"," colsample_bynode=None,\n"," colsample_bytree=None, device=None,\n"," early_stopping_rounds=None,\n"," enable_categorical=False, eval_metric=None,\n"," feature_types=None, gamma=None,\n"," grow_policy=None, impo...\n"," max_cat_to_onehot=None, max_delta_step=None,\n"," max_depth=None, max_leaves=None,\n"," min_child_weight=None, missing=nan,\n"," monotone_constraints=None,\n"," multi_strategy=None, n_estimators=None,\n"," n_jobs=None, num_parallel_tree=None,\n"," random_state=None, ...),\n"," param_grid={'colsample_bytree': [0.3, 0.5, 0.7],\n"," 'learning_rate': [0.01, 0.05, 0.1, 0.2, 0.3],\n"," 'max_depth': [3, 4, 6, 5, 10],\n"," 'n_estimators': [100, 300, 500, 700, 900, 1000]})"]},"execution_count":81,"metadata":{},"output_type":"execute_result"}],"source":["cv_split = TimeSeriesSplit(n_splits=4, test_size=100)\n","model = XGBRegressor()\n","parameters = {\n"," \"max_depth\": [3, 4, 6, 5, 10],\n"," \"learning_rate\": [0.01, 0.05, 0.1, 0.2, 0.3],\n"," \"n_estimators\": [100, 300, 500, 700, 900, 1000],\n"," \"colsample_bytree\": [0.3, 0.5, 0.7]\n","}\n","\n","\n","grid_search = GridSearchCV(estimator=model, cv=cv_split, param_grid=parameters)\n","grid_search.fit(X_train_t, y_train_t)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":548},"executionInfo":{"elapsed":1060,"status":"ok","timestamp":1700087008974,"user":{"displayName":"Tatiana Arenas","userId":"13627879257220812849"},"user_tz":300},"id":"IBzUJfexCJrk","outputId":"bc31f6fe-4153-41e0-e2e0-f694aa0b656a"},"outputs":[{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["MAE: 826355.3719386598\n","MSE: 1312864850579.7495\n","MAPE: 3.196952633366036\n"]}],"source":["# Evaluating GridSearch results\n","prediction = grid_search.predict(X_test_t)\n","plot_predictions(test_d_t, y_test_t, prediction)\n","evaluate_model(y_test_t, prediction)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"A-q22_HvEvTR"},"outputs":[],"source":[]}],"metadata":{"colab":{"authorship_tag":"ABX9TyNZpcN+zIFSka580whiDux2","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.12"}},"nbformat":4,"nbformat_minor":0} diff --git a/time_series_covid19_confirmed_US.csv b/data/time_series_covid19_confirmed_US.csv similarity index 100% rename from time_series_covid19_confirmed_US.csv rename to data/time_series_covid19_confirmed_US.csv diff --git a/time_series_covid19_confirmed_global.csv b/data/time_series_covid19_confirmed_global.csv similarity index 100% rename from time_series_covid19_confirmed_global.csv rename to data/time_series_covid19_confirmed_global.csv diff --git a/time_series_covid19_deaths_US.csv b/data/time_series_covid19_deaths_US.csv similarity index 100% rename from time_series_covid19_deaths_US.csv rename to data/time_series_covid19_deaths_US.csv diff --git a/time_series_covid19_deaths_global.csv b/data/time_series_covid19_deaths_global.csv similarity index 100% rename from time_series_covid19_deaths_global.csv rename to data/time_series_covid19_deaths_global.csv diff --git a/time_series_covid19_recovered_global.csv b/data/time_series_covid19_recovered_global.csv similarity index 100% rename from time_series_covid19_recovered_global.csv rename to data/time_series_covid19_recovered_global.csv From 53865d114c75da9f86b5019943bb73695a645dcf Mon Sep 17 00:00:00 2001 From: Josefina Lin <149601305+linjosefina@users.noreply.github.com> Date: Tue, 21 Nov 2023 16:46:11 -0300 Subject: [PATCH 4/9] Create EDA for covid19 global confirmed cases --- .gitignore | 11 + covid19_confirmed_cases_1_EDA.ipynb | 1789 +++++++++++++++++++++++++++ 2 files changed, 1800 insertions(+) create mode 100644 covid19_confirmed_cases_1_EDA.ipynb diff --git a/.gitignore b/.gitignore index 68bc17f..e9bd0a8 100644 --- a/.gitignore +++ b/.gitignore @@ -77,6 +77,16 @@ target/ # Jupyter Notebook .ipynb_checkpoints +*.pyc +*.pyo +*.pyd + +# Ignore editor and temporary files +.DS_Store +.vscode/ +__pycache__/ + + # IPython profile_default/ @@ -158,3 +168,4 @@ cython_debug/ # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. #.idea/ + diff --git a/covid19_confirmed_cases_1_EDA.ipynb b/covid19_confirmed_cases_1_EDA.ipynb new file mode 100644 index 0000000..89e5fa7 --- /dev/null +++ b/covid19_confirmed_cases_1_EDA.ipynb @@ -0,0 +1,1789 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5b04d7a0", + "metadata": {}, + "source": [ + "# Using Pycaret to analize Covid19 confirmed cases\n", + "\n", + "This notebook aimed to apply Pycaret to the dataset of Covid19 confirmed cases by a subset of countries.\n", + "The plan of action is as follows:\n", + "* EDA by each country in order to understand its own time series \n", + "* Build a " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b588bd9a", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from pycaret.time_series import TSForecastingExperiment\n", + "from statsmodels.tsa.seasonal import seasonal_decompose" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "25ae3739", + "metadata": {}, + "outputs": [], + "source": [ + "# Import the complete confirmed cases for all countries\n", + "df_confirmed_global = pd.read_csv('data/time_series_covid19_confirmed_global.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a47aaf91", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 289 entries, 0 to 288\n", + "Columns: 1147 entries, Province/State to 3/9/23\n", + "dtypes: float64(2), int64(1143), object(2)\n", + "memory usage: 2.5+ MB\n" + ] + } + ], + "source": [ + "df_confirmed_global.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a081d5e3", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
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1NaNAlbania41.1533020.168300000000...334391334408334408334427334427334427334427334427334443334457
2NaNAlgeria28.033901.659600000000...271441271448271463271469271469271477271477271490271494271496
3NaNAndorra42.506301.521800000000...47866478754787547875478754787547875478754789047890
4NaNAngola-11.2027017.873900000000...105255105277105277105277105277105277105277105277105288105288
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5 rows × 1147 columns

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" + ], + "text/plain": [ + " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", + "0 NaN Afghanistan 33.93911 67.709953 0 0 \n", + "1 NaN Albania 41.15330 20.168300 0 0 \n", + "2 NaN Algeria 28.03390 1.659600 0 0 \n", + "3 NaN Andorra 42.50630 1.521800 0 0 \n", + "4 NaN Angola -11.20270 17.873900 0 0 \n", + "\n", + " 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/28/23 3/1/23 3/2/23 3/3/23 \\\n", + "0 0 0 0 0 ... 209322 209340 209358 209362 \n", + "1 0 0 0 0 ... 334391 334408 334408 334427 \n", + "2 0 0 0 0 ... 271441 271448 271463 271469 \n", + "3 0 0 0 0 ... 47866 47875 47875 47875 \n", + "4 0 0 0 0 ... 105255 105277 105277 105277 \n", + "\n", + " 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "0 209369 209390 209406 209436 209451 209451 \n", + "1 334427 334427 334427 334427 334443 334457 \n", + "2 271469 271477 271477 271490 271494 271496 \n", + "3 47875 47875 47875 47875 47890 47890 \n", + "4 105277 105277 105277 105277 105288 105288 \n", + "\n", + "[5 rows x 1147 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check the first 5 rows\n", + "df_confirmed_global.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d7757039", + "metadata": {}, + "outputs": [], + "source": [ + "# Delete some columns that won't be usefull\n", + "df_confirmed_global.drop(columns=[\"Province/State\", \"Lat\", \"Long\"], inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9acd3657", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola',\n", + " 'Antarctica', 'Antigua and Barbuda', 'Argentina', 'Armenia',\n", + " 'Australia', 'Austria', 'Azerbaijan', 'Bahamas', 'Bahrain',\n", + " 'Bangladesh', 'Barbados', 'Belarus', 'Belgium', 'Belize', 'Benin',\n", + " 'Bhutan', 'Bolivia', 'Bosnia and Herzegovina', 'Botswana',\n", + " 'Brazil', 'Brunei', 'Bulgaria', 'Burkina Faso', 'Burma', 'Burundi',\n", + " 'Cabo Verde', 'Cambodia', 'Cameroon', 'Canada',\n", + " 'Central African Republic', 'Chad', 'Chile', 'China', 'Colombia',\n", + " 'Comoros', 'Congo (Brazzaville)', 'Congo (Kinshasa)', 'Costa Rica',\n", + " \"Cote d'Ivoire\", 'Croatia', 'Cuba', 'Cyprus', 'Czechia', 'Denmark',\n", + " 'Diamond Princess', 'Djibouti', 'Dominica', 'Dominican Republic',\n", + " 'Ecuador', 'Egypt', 'El Salvador', 'Equatorial Guinea', 'Eritrea',\n", + " 'Estonia', 'Eswatini', 'Ethiopia', 'Fiji', 'Finland', 'France',\n", + " 'Gabon', 'Gambia', 'Georgia', 'Germany', 'Ghana', 'Greece',\n", + " 'Grenada', 'Guatemala', 'Guinea', 'Guinea-Bissau', 'Guyana',\n", + " 'Haiti', 'Holy See', 'Honduras', 'Hungary', 'Iceland', 'India',\n", + " 'Indonesia', 'Iran', 'Iraq', 'Ireland', 'Israel', 'Italy',\n", + " 'Jamaica', 'Japan', 'Jordan', 'Kazakhstan', 'Kenya', 'Kiribati',\n", + " 'Korea, North', 'Korea, South', 'Kosovo', 'Kuwait', 'Kyrgyzstan',\n", + " 'Laos', 'Latvia', 'Lebanon', 'Lesotho', 'Liberia', 'Libya',\n", + " 'Liechtenstein', 'Lithuania', 'Luxembourg', 'MS Zaandam',\n", + " 'Madagascar', 'Malawi', 'Malaysia', 'Maldives', 'Mali', 'Malta',\n", + " 'Marshall Islands', 'Mauritania', 'Mauritius', 'Mexico',\n", + " 'Micronesia', 'Moldova', 'Monaco', 'Mongolia', 'Montenegro',\n", + " 'Morocco', 'Mozambique', 'Namibia', 'Nauru', 'Nepal',\n", + " 'Netherlands', 'New Zealand', 'Nicaragua', 'Niger', 'Nigeria',\n", + " 'North Macedonia', 'Norway', 'Oman', 'Pakistan', 'Palau', 'Panama',\n", + " 'Papua New Guinea', 'Paraguay', 'Peru', 'Philippines', 'Poland',\n", + " 'Portugal', 'Qatar', 'Romania', 'Russia', 'Rwanda',\n", + " 'Saint Kitts and Nevis', 'Saint Lucia',\n", + " 'Saint Vincent and the Grenadines', 'Samoa', 'San Marino',\n", + " 'Sao Tome and Principe', 'Saudi Arabia', 'Senegal', 'Serbia',\n", + " 'Seychelles', 'Sierra Leone', 'Singapore', 'Slovakia', 'Slovenia',\n", + " 'Solomon Islands', 'Somalia', 'South Africa', 'South Sudan',\n", + " 'Spain', 'Sri Lanka', 'Sudan', 'Summer Olympics 2020', 'Suriname',\n", + " 'Sweden', 'Switzerland', 'Syria', 'Taiwan*', 'Tajikistan',\n", + " 'Tanzania', 'Thailand', 'Timor-Leste', 'Togo', 'Tonga',\n", + " 'Trinidad and Tobago', 'Tunisia', 'Turkey', 'Tuvalu', 'US',\n", + " 'Uganda', 'Ukraine', 'United Arab Emirates', 'United Kingdom',\n", + " 'Uruguay', 'Uzbekistan', 'Vanuatu', 'Venezuela', 'Vietnam',\n", + " 'West Bank and Gaza', 'Winter Olympics 2022', 'Yemen', 'Zambia',\n", + " 'Zimbabwe'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check the countries from the dataframe\n", + "df_confirmed_global[\"Country/Region\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7aca1bd9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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61China69275775110132147182...14715147151471514715147151471514715147151471514715
62China15101835598084101...17122171221712217122171221712217122171221712217122
63China0224714192426...1742174217421742174217421742174217421742
\n", + "

5 rows × 1144 columns

\n", + "
" + ], + "text/plain": [ + " Country/Region 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "59 China 1 9 15 39 60 70 \n", + "60 China 14 22 36 41 68 80 \n", + "61 China 6 9 27 57 75 110 \n", + "62 China 1 5 10 18 35 59 \n", + "63 China 0 2 2 4 7 14 \n", + "\n", + " 1/28/20 1/29/20 1/30/20 ... 2/28/23 3/1/23 3/2/23 3/3/23 3/4/23 \\\n", + "59 106 152 200 ... 2275 2275 2275 2275 2275 \n", + "60 91 111 114 ... 40774 40774 40774 40774 40774 \n", + "61 132 147 182 ... 14715 14715 14715 14715 14715 \n", + "62 80 84 101 ... 17122 17122 17122 17122 17122 \n", + "63 19 24 26 ... 1742 1742 1742 1742 1742 \n", + "\n", + " 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "59 2275 2275 2275 2275 2275 \n", + "60 40774 40774 40774 40774 40774 \n", + "61 14715 14715 14715 14715 14715 \n", + "62 17122 17122 17122 17122 17122 \n", + "63 1742 1742 1742 1742 1742 \n", + "\n", + "[5 rows x 1144 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a subset with the information of some countries\n", + "countries = ['China', 'US', 'India', 'Germany', 'Colombia', 'Uruguay', 'Taiwan*']\n", + "df_confirmed_subset = df_confirmed_global[df_confirmed_global[\"Country/Region\"].isin(countries)]\n", + "df_confirmed_subset.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f55951bf", + "metadata": {}, + "outputs": [], + "source": [ + "# It seems that the original dataframe was desaggregated by Lat and Long.\n", + "# Create a dataframe aggregating by country.\n", + "df_confirmed_subset = df_confirmed_subset.groupby(by = \"Country/Region\")\\\n", + " .agg('sum')\\\n", + " .reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ca197191", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country/Region1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/20...2/28/233/1/233/2/233/3/233/4/233/5/233/6/233/7/233/8/233/9/23
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1Colombia000000000...6357173635823263582326358232635823263582326358232635823263590936359093
2Germany000001444...38168908381899543820257138210850382108503821085138210851382316103824123138249060
3India000000001...44687837446881054468838844688722446890464468932744689593446899194469029844690738
4Taiwan*113345889...9970937997093799709379970937997093799709379970937997093799709379970937
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5 rows × 1144 columns

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" + ], + "text/plain": [ + " Country/Region 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "0 China 548 643 920 1406 2075 2877 \n", + "1 Colombia 0 0 0 0 0 0 \n", + "2 Germany 0 0 0 0 0 1 \n", + "3 India 0 0 0 0 0 0 \n", + "4 Taiwan* 1 1 3 3 4 5 \n", + "\n", + " 1/28/20 1/29/20 1/30/20 ... 2/28/23 3/1/23 3/2/23 3/3/23 \\\n", + "0 5509 6087 8141 ... 4903524 4903524 4903524 4903524 \n", + "1 0 0 0 ... 6357173 6358232 6358232 6358232 \n", + "2 4 4 4 ... 38168908 38189954 38202571 38210850 \n", + "3 0 0 1 ... 44687837 44688105 44688388 44688722 \n", + "4 8 8 9 ... 9970937 9970937 9970937 9970937 \n", + "\n", + " 3/4/23 3/5/23 3/6/23 3/7/23 3/8/23 3/9/23 \n", + "0 4903524 4903524 4903524 4903524 4903524 4903524 \n", + "1 6358232 6358232 6358232 6358232 6359093 6359093 \n", + "2 38210850 38210851 38210851 38231610 38241231 38249060 \n", + "3 44689046 44689327 44689593 44689919 44690298 44690738 \n", + "4 9970937 9970937 9970937 9970937 9970937 9970937 \n", + "\n", + "[5 rows x 1144 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check the first 5 rows\n", + "df_confirmed_subset.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "325d6929", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country/RegionChinaColombiaGermanyIndiaTaiwan*USUruguay
date
2020-01-22548000110
2020-01-23643000110
2020-01-24920000320
2020-01-251406000320
2020-01-262075000450
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" + ], + "text/plain": [ + "Country/Region China Colombia Germany India Taiwan* US Uruguay\n", + "date \n", + "2020-01-22 548 0 0 0 1 1 0\n", + "2020-01-23 643 0 0 0 1 1 0\n", + "2020-01-24 920 0 0 0 3 2 0\n", + "2020-01-25 1406 0 0 0 3 2 0\n", + "2020-01-26 2075 0 0 0 4 5 0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Change the columns of dates into the index\n", + "# Change the values of the Countr/Region column into columns\n", + "df_confirmed_subset = df_confirmed_subset.melt(id_vars=['Country/Region'], var_name='date', value_name='value')\n", + "df_confirmed_subset['date'] = pd.to_datetime(df_confirmed_subset['date'])\n", + "df_confirmed_subset = df_confirmed_subset.pivot(index='date', columns='Country/Region', values='value')\n", + "\n", + "# Check the result\n", + "df_confirmed_subset.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "89ef023b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 1143 entries, 2020-01-22 to 2023-03-09\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 China 1143 non-null int64\n", + " 1 Colombia 1143 non-null int64\n", + " 2 Germany 1143 non-null int64\n", + " 3 India 1143 non-null int64\n", + " 4 Taiwan* 1143 non-null int64\n", + " 5 US 1143 non-null int64\n", + " 6 Uruguay 1143 non-null int64\n", + "dtypes: int64(7)\n", + "memory usage: 71.4 KB\n" + ] + } + ], + "source": [ + "df_confirmed_subset.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "92ec0767", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_confirmed_subset.reset_index(inplace = True)\n", + "df_confirmed_subset['date'] = pd.to_datetime(df_confirmed_subset['date'])\n", + "df_confirmed_subset.set_index('date', inplace=True)\n", + "df_confirmed_subset.dropna(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9d012ee9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country/RegionChinaColombiaGermanyIndiaTaiwan*USUruguay
date
2020-01-2395.00.00.00.00.00.00.0
2020-01-24277.00.00.00.02.01.00.0
2020-01-25486.00.00.00.00.00.00.0
2020-01-26669.00.00.00.01.03.00.0
2020-01-27802.00.01.00.01.00.00.0
\n", + "
" + ], + "text/plain": [ + "Country/Region China Colombia Germany India Taiwan* US Uruguay\n", + "date \n", + "2020-01-23 95.0 0.0 0.0 0.0 0.0 0.0 0.0\n", + "2020-01-24 277.0 0.0 0.0 0.0 2.0 1.0 0.0\n", + "2020-01-25 486.0 0.0 0.0 0.0 0.0 0.0 0.0\n", + "2020-01-26 669.0 0.0 0.0 0.0 1.0 3.0 0.0\n", + "2020-01-27 802.0 0.0 1.0 0.0 1.0 0.0 0.0" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Change the dataset into daily new confirmed cases \n", + "df_confirmed_subset = df_confirmed_subset.diff(periods=1).dropna()\n", + "\n", + "df_confirmed_subset.head()" + ] + }, + { + "cell_type": "markdown", + "id": "8c2d65c2", + "metadata": {}, + "source": [ + "### Feature creation\n", + "Define a function to create different features based on time series index " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4b97e236", + "metadata": {}, + "outputs": [], + "source": [ + "def create_features(df):\n", + " \"\"\"\n", + " Create time series features based on time series index.\n", + " \"\"\"\n", + " df = df.copy()\n", + " df['dayofweek'] = df.index.dayofweek\n", + " df['quarter'] = df.index.quarter\n", + " df['month'] = df.index.month\n", + " df['year'] = df.index.year\n", + " df['dayofyear'] = df.index.dayofyear\n", + " df['dayofmonth'] = df.index.day\n", + " df['weekofyear'] = df.index.isocalendar().week\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ffdb81dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country/RegionChinaColombiaGermanyIndiaTaiwan*USUruguaydayofweekquartermonthyeardayofyeardayofmonthweekofyear
date
2020-01-2395.00.00.00.00.00.00.0311202023234
2020-01-24277.00.00.00.02.01.00.0411202024244
2020-01-25486.00.00.00.00.00.00.0511202025254
2020-01-26669.00.00.00.01.03.00.0611202026264
2020-01-27802.00.01.00.01.00.00.0011202027275
\n", + "
" + ], + "text/plain": [ + "Country/Region China Colombia Germany India Taiwan* US Uruguay \\\n", + "date \n", + "2020-01-23 95.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2020-01-24 277.0 0.0 0.0 0.0 2.0 1.0 0.0 \n", + "2020-01-25 486.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2020-01-26 669.0 0.0 0.0 0.0 1.0 3.0 0.0 \n", + "2020-01-27 802.0 0.0 1.0 0.0 1.0 0.0 0.0 \n", + "\n", + "Country/Region dayofweek quarter month year dayofyear dayofmonth \\\n", + "date \n", + "2020-01-23 3 1 1 2020 23 23 \n", + "2020-01-24 4 1 1 2020 24 24 \n", + "2020-01-25 5 1 1 2020 25 25 \n", + "2020-01-26 6 1 1 2020 26 26 \n", + "2020-01-27 0 1 1 2020 27 27 \n", + "\n", + "Country/Region weekofyear \n", + "date \n", + "2020-01-23 4 \n", + "2020-01-24 4 \n", + "2020-01-25 4 \n", + "2020-01-26 4 \n", + "2020-01-27 5 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Apply the function to the dataset\n", + "df_confirmed_subset = create_features(df_confirmed_subset)\n", + "\n", + "df_confirmed_subset.head()" + ] + }, + { + "cell_type": "markdown", + "id": "5b0e99a8", + "metadata": {}, + "source": [ + "## Analyze features and target (confirmed cases) relationships" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "dbbcc1da", + "metadata": {}, + "outputs": [], + "source": [ + "# Create a function to generate and display histograms depicting daily confirmed cases for each country\n", + "def hist_by_country(df, countries, x_range=(0, 1000)):\n", + " num_columns = 2\n", + " num_rows = len(countries) // num_columns + (len(countries) % num_columns > 0)\n", + " \n", + " # Create subplots for each country with shared y-axis\n", + " fig, axes = plt.subplots(nrows=num_rows, ncols=num_columns, figsize=(12, 6 * num_rows), sharey=True)\n", + "\n", + " for i, country in enumerate(countries):\n", + " # Calculate the position in the subplot grid\n", + " row_position = i // num_columns\n", + " col_position = i % num_columns\n", + " \n", + " # Select the country\n", + " selected_country = df.loc[:, country]\n", + " \n", + " # Create a histogram for Confirmed cases in the current subplot\n", + " selected_country.plot(kind='hist', bins=50, ax=axes[row_position, col_position], range=x_range)\n", + " axes[row_position, col_position].set_title(f'{country} - Confirmed cases')\n", + "\n", + " # Remove empty subplots\n", + " for i in range(len(countries), num_rows * num_columns):\n", + " fig.delaxes(axes.flatten()[i])\n", + "\n", + " # Adjust layout and show plot\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "1bce41c0", + "metadata": {}, + "source": [ + "### All countries" + ] + }, + { + "cell_type": "markdown", + "id": "8eee4879", + "metadata": {}, + "source": [ + "China, Uruguay, Germany, Colombia, and India exhibit a pronounced left tail in their histograms, indicating that the majority of daily confirmed cases are of a small magnitude. In contrast, the United States displays a smoother histogram, suggesting that its daily confirmed cases tend to be higher on average." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "62077e9a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hist_by_country(df_confirmed_subset, countries, x_range=(0, 400000))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "a6102102", + "metadata": {}, + "outputs": [], + "source": [ + "# Create a function to generate and display boxplot depicting confirmed cases for each country and time feature\n", + "def box_plot_by_country_feature(df, country):\n", + " time_features = ['dayofweek', \n", + " 'quarter', \n", + " 'month', \n", + " 'year', \n", + " 'dayofyear', \n", + " 'dayofmonth', \n", + " 'weekofyear']\n", + " num_columns = 2\n", + " num_rows = len(time_features) // num_columns + (len(time_features) % num_columns > 0)\n", + "\n", + " # Create subplots for each time feature\n", + " fig, axes = plt.subplots(nrows=num_rows, ncols=num_columns, figsize=(12, 6 * num_rows))\n", + "\n", + " for i, time_feature in enumerate(time_features):\n", + " # Calculate the position in the subplot grid\n", + " row_position = i // num_columns\n", + " col_position = i % num_columns\n", + "\n", + " # Select both the time feature and the specified column for the country\n", + " selected_columns_loc = df.loc[:, [country, time_feature]]\n", + "\n", + " # Create a box plot for Confirmed cases in the current subplot\n", + " sns.boxplot(data=selected_columns_loc, x=time_feature, y=country, ax=axes[row_position, col_position])\n", + " axes[row_position, col_position].set_title(f'{country} - Confirmed cases by {time_feature}')\n", + "\n", + " # Remove empty subplots\n", + " for i in range(len(time_features), num_rows * num_columns):\n", + " fig.delaxes(axes.flatten()[i])\n", + "\n", + " # Adjust layout and show plot\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5b1e876f", + "metadata": {}, + "source": [ + "### China - Boxplots by time feature\n", + "\n", + "Seasonality is observed when analyzing the time series by day of month and week of year" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "9db6b43d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'China')" + ] + }, + { + "cell_type": "markdown", + "id": "7c370480", + "metadata": {}, + "source": [ + "### United States - Boxplots by time feature\n", + "\n", + "The series displays notable seasonality over the course of month." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "4d707924", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8+XINHDhQ06ZNkyTdf//9uvzyy/Xdd9+pb9++noiKRhAWFuZY4NGVw4cPu7zyVtu2bTVmzBiNGTNGkvTf//5Xv/vd7/TEE0/o8ssvV/v27et8z6RJk5yKkCFDhrhcb6Zr166y2Wz6/vvv6821f/9+BQcHq2XLltq/f7/at28vu93udJtOnTpJOrbmTq0TH0vtm2p3i6xaYWFhLsddXZHlZFcu27dvn1atWuV0Dn2t2kU2ax/fiTp16qSffvrppPcdHh5e73ZJevPNN/XHP/5Ru3fvVrt27dSvXz+ngsFms+mll17Sn//8Z73//vv6+9//rmbNmumXv/ylHn74YbVt29atx3DZZZeppqZGr7zyip577jllZGSoW7du+u1vf3vKRbZrC8ha4eHhMsbo4MGDatmypa655hq9+eab+vzzz2W327Vjxw7NnTu33vvbv3+/2rVrV6egr32+1Nq0aZMefvhhbdq0SaGhoerdu7ciIiIkyfH62KpVK40aNUpvvvmmpk2bpr///e+Kjo52NJv2799f536Pf0y1BfCJhg0bphYtWuizzz5Tx44d1axZM1188cWKiorSunXr1LJlS/3000+66KKLJB37WZeUlKh///4u76+kpMRpIVdXfvzxR8e/d+3apREjRmjt2rV69tlnffIy14Cvo57CqVCDUYMFag124odanTt3PmkOV0pLS/XQQw/pgw8+kM1mU8+ePR0L1Z/4ulvfc6ZWQ2qkli1bNjgr4K6Aaz6tW7dOQ4cO1d13312nq//555/rD3/4g7Zv366ePXtq2rRp+tWvfuX4vrFjxzpuGxoaqg8++MCb0XEaOnbsqG+++cbltsOHD6u0tNTxh+fHH3/UuHHjdOedd+raa691uu0555yju+++27HIoas/1A8//LDKy8sdX9f34t2+fXv1799fn3zyiX73u9/VaRJI0rPPPqtXX31VH330kdq2bau9e/equrraqfgpLi523J+vat26tYYPH+5ywcLaTx/bt2+vnTt31tl+soK19r6PX5Sx1hdffOE4ZjNmzNBNN92km2++2fEJ5Lx585w+4enSpYtmz56thx56SFu3btXq1au1ePFitW/fXg899JBbj0GSo1AuKyvTmjVrtHjxYv3ud79TfHy8Y9+u7N+/36n4+emnn2S329W2bVtJxwroHj16aPXq1QoKCtJZZ5110k8k27dv7/L5cvzxPHjwoG655Rb16dNH77zzjs466ywFBQUpOztb7777rtP9jRs3Tm+88YY2btyod999VzfffLNjW9u2bV3+7EpKShxZXAkNDdWQIUMcM5rOPfdcBQcHa+jQoVq3bp3sdrt69uyps846S9Kxn3VUVJSefPJJl/fXvXt3tWnTRtKxRUdd/e7VNtYkKSYmRgsXLtTTTz+tl156SaNHj1ZsbKzL+wbgGvUUToUazFrUYL5Zg9U6cXZeRUWF09e//e1v9d1332nJkiWKi4tT8+bNVVlZqaysrHr3X5+G1EiAJwXcuQbXX3+97r///jqfFJSUlOi2227T2LFj9dZbb+mWW27RzJkz9fnnn0s6Nk08JCREd9xxh4YPH66UlBRt377dioeABhgyZIiKioq0YcOGOts++OADVVdXKzExUdKxIik4OFivvPKKDh06VOf23333nVq0aKGePXu63NdZZ52l2NhYx3+1b5xdufnmm/XNN99o+fLldbZt375dr7/+uoYPH66OHTtqyJAhOnr0qFavXu10u9ppwPHx8fXux2pDhgzR9u3b1a9fP8dxGTBggJYsWeK42lliYqJ27dqlTZs2Ob6vtLTU5c/seAkJCSosLHQ63ePQoUOaPn26/vrXv2r9+vWqqanR9OnTHYVHdXW1Y5p2TU2N1q9fr+HDh2vjxo2y2Wzq16+f7r77bsXExKioqMjtx3DXXXdp6tSpko4VZJdeeqmmTJmio0ePOgrU+nz88ceOf9fU1Gj16tUaNGiQ49NBm82msWPH6oMPPtCHH37oOOWtPsOGDdPRo0ed3swdPnxYn376qePr7777Tvv27VNKSop69+7t+ITu3//+tyNHrfPOO09RUVF64oknVFZWpiuvvNJp2/fff+90dRvp2HOzWbNmGjhwYL05L7zwQq1du1aff/65hg4dKunYc2HDhg364IMPHLOepGM/g927dys8PNzpd+zTTz/VCy+8ILvd7vg0cO/evU63KS0t1Z/+9Cenwq9du3YKDg7W1KlT9bOf/Uy///3vdfTo0ZMeVwDOqKdwKtRg1qIG834NNnz48Do12JEjR/TJJ5843a5Vq1b64YcfnMaOb8rVfj1y5EgNHTrUcRqcqzrNlRNnXjWkRgI8KeBmPtVnxYoVGj58uG688UZJUs+ePbVlyxYtXbpUCQkJqqio0JNPPqlp06bptttu07JlyzRp0iS9++67TE/0YZdddpmWLl2q2267Tbfddpv69++vmpoaffHFF3rhhRc0ZswYxzn0drtds2fP1tSpUzVu3DjdcMMN6tWrlyorK/Xpp59qxYoVuvPOOx2fhpxprs8++0yPPfaYvvzyS40aNUphYWHauHGjMjMz1b59ez322GOSpAsuuEBDhw7V73//e/3444/q27ev1q1bp8WLF+vqq692Ok/f10yZMkUTJkzQbbfdpuuuu04tWrTQypUr9cEHH+iZZ56RJF155ZVatmyZpk2bprvvvlutWrXSn//851P+YR07dqxefvll/eY3v9Edd9yh9u3ba9myZTpy5Iiuv/56R+HyyCOPaNy4cdq/f79WrFihrVu3Sjr2CdM555yjkJAQ3XfffZo+fbo6duyozz77TFu2bFFKSorbjyExMVEPPfSQ5s6dqwsuuEAHDhzQs88+q6ioqFOeRvL000+rurpaXbt21V/+8hfl5+fXuczx2LFjHZfKPb7548qwYcM0YsQI/f73v9eePXvUrVs3LVu2TKWlpY4p8tHR0WrVqpWef/55BQcHKzg4WO+++67++te/Sqq7PsW4ceM0f/58XXDBBU6fII4dO1avvPKKpk6dqjvuuEPdu3fXhx9+qNdff13Tpk1zfNLmSlJSkh599FEVFxfrgQcekHSsyDx06JA2b96s3/72t077Wb58uVJTU3X77bera9eu+uyzz7R48WLdeOONatasmfr06aMrrrhCDz74oL7//nsNGDBA+fn5euqpp9S9e3dFRUXVyRAaGqqHHnpIv/71r/Xiiy/qtttuO+mxBXBq1FOoRQ1mLWowa2qwpKQk/f73v9dPP/2k7t27a/ny5SoqKnKaXXTRRRdp4cKFWrhwoQYNGqQPP/xQubm5Tvc1cOBAvfXWW+rfv79+9rOf6YsvvtCiRYtks9lOuY5Ybf319ttva9CgQadVIwGeQPPp/3333Xf66KOPnBbOPXLkiKKjoyUd+6N48cUXOxave/TRR3XhhRfqww8/1OWXX25JZpxas2bNtHz5cj3//PN67bXX9MwzzygoKEg9e/bU3Xff7SiOa1144YXKysrSiy++qOeff16lpaVq3ry5zjnnHD311FMaOXJko2V77LHHNHToUGVlZWnWrFkqLy9XRESErr32Wt18882Oqdw2m00LFy7UM888oyVLlqi0tFTdu3fXPffc43Iasi/p27evVqxYoaeeekr33XefjDGKiYnRggUL9Itf/EKS1Lx5cy1dulR/+MMf9Pjjj8tmsyk5OVmRkZHas2dPvffdqlUrLV++XPPmzdOjjz6qmpoaDR48WMuWLVNkZKQiIyM1a9YsZWZmavXq1erYsaOGDh2qZ599VlOnTlVeXp6SkpL00ksvaf78+Xr88cd14MABRUVF6ZFHHnGcFuLOY5gwYYKOHDmiV199Va+88opCQkI0bNgw/e53v1OzZs1OeozS09M1Z84c7dy5UzExMVq8eLGGDBnidJsuXbqob9++6tix40mnj9d69tln9eSTT+qZZ57RoUOHdNlllyk5OVn/+te/JB37ZPC5557TvHnzdOedd6ply5bq16+fli9frltvvVWff/650+KYSUlJmj9/vtOpMtKx5s3LL7+s+fPn609/+pMOHjyos846S48//riuueaak2aMjIxUr169tHv3bg0YMEDS/xYf/fHHHx2f0knH1jJYsWKF5s+f75iB1a1bN917772aPHmy07FcuHChXn31Vf3www8KDw/XZZddprvuuqvOeh3HP7Zf/epXWrBggX71q19RgAFniHoKtajBrEUNZk0N9swzz2j+/PnKyMjQoUOHNHr0aI0aNUobN2503Oa2225TaWmpXnzxRR05ckQXXnihHn/8cf3mN79x3GbOnDl69NFH9eijj0qSoqKi9PDDDzvWoDqZkSNH6h//+Idmzpypa665RrNnzz6tGglobDbT0JUim5A+ffpo2bJlGjp0qKZMmaK2bdvq9ttvd7pNcHCwunXrposvvlgTJkzQr3/9a8e2a6+9VpdcconTGAA0th9//FEXXXSRnnnmGf3yl7/0+v4XLVqkJUuW6OOPP+YKKADqoJ4C0FQ1Rg02c+ZMrVu3Th9++GEjpwP8CzOf/l90dLTWr1/vdC75Sy+9pMOHD+v222/X4MGD9fXXXzu2HT58WIWFherevbsVcQEEgC1btuhf//qX3n33XUVFRZ3WpXrPxBtvvKFvvvlGr7zyiqZMmULjCcApUU8BaAqsrsGApijgFhyvz/XXX6/Nmzfrqaee0o4dO/TWW2/pj3/8o+P83IkTJ+rdd9/VK6+8oh07duiRRx5RixYtdOGFF1obHECTdejQIWVmZqq6ulp//OMf6ywg6Wlbt27VK6+8oksuucTp9DYAqA/1FICmwOoaDGiKOO3u/6eJS9Jnn32mJ598Ut988426dOmi1NRUp/PRP/jgAz355JOOhdoeeeQRnX322VbFBwAAsBz1FAAAOJWAbj4BAAAAAADAs5g/CAAAAAAAAI+h+QQAAAAAAACPCZir3a1fv17GGDVr1szqKAAAwGJHjhyRzWZTXFyc1VH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bNjZXBjgT4RMAAAAAAJUUHx+v8PBwSVJ4eLji4uJsrghwLsInAAAAAAAqKTQ0VElJSWrVqpWSkpIUGhpqd0mAY4XYXQAAAAAAAP4oNjZWsbGxdpcBOB49nwAAAAAAAGAZwicAAAAAAABYhvAJAAAAAAAAliF8AgAAAAAAgGUInwAAAAAAAGCZaodPu3fv1hdffKG0tDRf1AMAAFDr0J4CAACBrFLh04svvqg+ffror7/+kiQtX75cAwYM0O23367rrrtON9xwg/Ly8iwpFAAAIBDQngIAALWN1+FTSkqKXn75ZV199dUKDw+XJE2YMEGhoaH65JNP9O233yo7O1szZsywrNhAkpqaqoSEBKWmptpdCgAAqCG0p2oP2noAUPN473Uur8On+fPn67777tPdd9+thg0b6rffftPmzZs1fPhwdejQQa1bt9Y//vEPffrpp1bWGxDy8vKUnJyszMxMJScn8+smAAC1BO2p2oG2HgDUPN57nc3r8Gnjxo0666yz3H//9NNPcrlcOvfcc93bOnTooG3btvm2wgA0b948ZWVlSZKysrKUkpJic0UAAKAm0J6qHWjrAUDN473X2So155PL5XL/e9myZWrSpIk6derk3padna369ev7rroAlJGRoZSUFBljJEnGGKWkpCgjI8PmygAAQE2gPRXYaOsBQM3jvdf5vA6foqKitHz5cknS/v37tXTpUo9f7iTp888/V1RUlG8rDCDGGE2bNq3c7cUvFAAAEJhoTwU22noAUPN47/UPId7ueN1112nixIlavXq1VqxYoUOHDmnkyJGSpB07dujjjz/Wa6+9pscee8yyYv1denp6mUsoFxYWKi0tTenp6TrxxBNtqAwAANQE2lOBjbYeANQ83nv9g9c9ny6//HLdf//97if12WefVbdu3SRJr7zyip577jndfPPNuuKKK6ypNABERkYqJiZGQUGeD3twcLB69eqlyMhImyoDAAA1gfZUYKOtB3iPVcngK7z3+gevez5J0tChQzV06NBS20ePHq2kpCQ1a9bMZ4UFIpfLpcTERI0aNarM7SXngAAAAIGJ9lTgoq0HeKd4VbJdu3YpOTlZ0dHRCg0Ntbss+Cnee/2D1+HTiBEjytxep04dNWnSRN26ddOQIUPUqFEjnxUXiCIiIhQXF6d33nlHxhi5XC7FxcWpTZs2dpcGAAAsRnsq8NHWAypW1qpkxUOQgargvdf5vB52FxERUeZ/LVq0UE5OjmbMmKFBgwZpx44dVtbrSHl5eZXaPz4+XuHh4ZKk8PBwxcXFWVEWAABwGNpTtQNtPaB8rEoGq/De62xe93x6/PHHj3n5oUOHNGbMGD3//POaMmVKtQvzF9nZ2Zo0aVKlrhMaGqqkpCS9+OKLGjNmDF1MAQCoJWhP1Q609YCyVbQq2ZQpUxgihSrjvdfZKjXn07HUrVtXN998s/75z3/66ib9wpYtW5Sbm1vp68XGxio2NtaCigAAgL+qre2pQERbDyiNVclgNd57ncvrYXfeOOGEE7Rnzx5f3iQAAECtQnsKQKBiVTKg9vJp+JSZmckKLQAAANVAewpAoCpv9TFWJQMCn8/Cp4KCAr388ss644wzfHWTAAAAtQrtKQCBrnhVsuKgiVXJgNrB6zmfxo8fX+Z2Y4z279+v3377zb1SAQAAAEqjPQUAR1Yl++KLL7Rr1y5WJQNqCa/Dp61bt5a5vU6dOmrcuLFGjBihIUOGqHnz5j4rDgAAIJDQngIAViUDaiOvw6c5c+ZYWQcAAEDAoz0FAEewKhlQu/h0wnEAAAAAAACgJMInAAAAAAAAWIbwCQAAAAAAAJapdeFTfn6+3SUAAAAAAADUGrUufNq+fbvdJQAAAAAAgACVmpqqhIQEpaam2l2KY9S68Kl169Z2lwAAAAAAAAJQXl6ekpOTlZmZqeTkZOXl5dldkiPUuvCpfv36dpcAAAAAAAAC0Lx585SVlSVJysrKUkpKis0VOUOtC5+cJjs7WytWrFBmZqbdpQAAAAAAgCrKyMhQSkqKjDGSJGOMUlJSlJGRYXNl9rM1fMrPz9eECRPUq1cv9e3bV6+//nq5+65du1bXXHONunXrpssuu0w//fRTDVZqjezsbCUkJGjcuHFKSEgggAIAAJVW29tTAAA4gTFG06ZNK3d7cSBVW9kaPj355JNatWqVZs2apYkTJ2ratGlatGhRqf0OHDigG2+8UR06dNDHH3+s/v37KzEx0d2VzZ8VFRW5/71161YbKwEAAP6I9hQAAPZLT09XWlqaCgsLPbYXFhYqLS1N6enpNVqP0yY9ty18ysnJ0fz583X//ferS5cu6t+/v0aNGqW33nqr1L4ffvihwsLCNGnSJLVt21a333672rZtq1WrVtlQue80aNBAEydOdP/NfFQAAKAyaE8BAOAMkZGRiomJUVCQZ8wSHBysXr16KTIyssZqceKk57aFT2vWrNHhw4cVHR3t3hYTE6OVK1d69AaSpJ9//lkXXHCBgoOD3dvef/99nXvuuTVWr1UInAAAQFXRngIAwBlcLpcSExPlcrm82m4lJ056HmLXgXfu3KlmzZqpbt267m0tWrRQfn6+9u7dq+bNm7u3p6enq1u3bnrwwQf11VdfKSIiQuPGjVNMTEyljmmMUX5+foX7ebNPZffLycmp8DaOtR8AAKi67OxsbdiwQW3atFHLli1ljKnRRqBV7GpP0V4BAKC0Zs2aafDgwXrvvffcbY3BgweradOmNfbZuX379lKTns+bN099+/bV8ccf79NjVaY9ZVv4lJub69FQkuT++9ChQx7bc3JyNGPGDI0YMUIzZ87Up59+qptuukmff/55pR68goICbdmypcL9Nm3a5NXtVWa/o8d9FitZz7H2AwAAVZOXl6cnnnjC3eV83Lhxatq0aal2iD+yqz21evXq6hcPAEAAOu2007R48WLt379fjRs3VpcuXWrsc9MYozfeeKPU5ObGGD3zzDO64YYbfP7jm7ftKdvCp3r16pVqFBX/HRoa6rE9ODhYnTt31u233y5JOvXUU/XDDz/oo48+0q233ur1MevUqaP27dtXuJ83+1R2v6ioqDIvK9n1/Vj7AQCAqsnOzvZoaIWFhalOnTo2VuQ7drWnOnToUM3KAQAIXImJiZo5c6Zuvvlmde/evcaOm56ervXr15faXlRUpPXr16tRo0Y+nXtqw4YNXu9rW/jUunVr7dmzR4cPH1ZIyJEydu7cqdDQUDVu3Nhj35YtW+qkk07y2NauXTtt3769Usd0uVyqV69ehft5s09l9wsLC6vwNo61HwAAqJqwsDBNnDhR9913nySpadOmOnz4sM1V+YZd7SnaKwAAlO+8887TeeedV+PHjYqKUkxMjFasWOEx92NwcLCio6MVFRXl055Plbkt2yYc79y5s0JCQvTLL7+4t6Wlpalr166lZofv0aOH1q5d67Htzz//VERERE2UCgAA/FygLvBBewoAABRz0qTnR7MtfKpfv76uvPJKTZo0Sb/++quWLFmi119/XSNGjJB05Fe74rkZ4uPjtXbtWiUnJ+uvv/7S888/r/T0dF1xxRWW1ObtROIAAAB2cnJ7CgAA1LyIiAjFxcW5gyaXy6W4uDi1adPG1rpsC58kafz48erSpYtGjhypyZMnKykpSQMGDJAk9e3bV5999pmkIw/eq6++qq+//lqDBg3S119/rRkzZqh169aW1FXZ7ucAAAB2cWp7CgAA2CM+Pl7h4eGSpPDwcMXFxdlckY1zPklHfq174okn9MQTT5S67Ohu4TExMfrggw9qpC4aYQAAwF84tT0FAADsERoaqqSkJL344osaM2ZMqUVI7GBr+ORUgTovBAAAAAAACHyxsbGKjY21uww3W4fdAQAAAAAAILARPgEAAAAAAMAyhE8AAAAAAACwDOETAAAAAAAALEP4BAAAAAAAAMsQPlVDfn6+3SUAAAAAAAA4GuFTNWzfvt3uEgAAAAAAAByN8KkaWrdubXcJAAAAAAAAjkb4VA3169e3uwQAAAAAAABHI3xyoNTUVCUkJCg1NdXuUgAAAAAAQC3ky2yC8Mlh8vLylJycrMzMTCUnJysvL8/ukgAAAAAAQC3i62yC8Mlh5s2bp6ysLElSVlaWUlJSbK4IAAAAAADUJr7OJgifHGTnzp1KSUmRMUaSZIxRSkqKMjIybK4MAAAAAADUBhkZGT7PJgifHOS9994rtc0Yo2nTprmfdAAAAAAAACsUZxDlba9qNkH45CBr1qxRYWGhx7bCwkKlpaUpPT3dpqoAAAAAAEBtkJ6errS0NJ9nE4RPDtKpUycFBXk+JcHBwerVq5ciIyNtqgoAAAAAANQGkZGRiomJ8Xk2QfjkIEOHDpXL5fLY5nK5lJiYWGo7AAAAAACAL5WXQVQ3myB8cpCWLVsqLi7O/WS6XC7FxcWpTZs2NlcGAAAAAABqg4iICJ9nE4RPDhMfH6/w8HBJUnh4uOLi4myuCAAAAAAA1JTU1FQlJCQoNTXVthquuuoqj/DpyiuvrNbtET45TGhoqJKSktSqVSslJSUpNDTU7pIAAAAAAEANyMvLU3JysjIzM5WcnKy8vDxb6vjwww9VVFQkSSoqKtKCBQuqdXuETw4UGxuruXPnKjY21u5SAAAIOLm5uXaXAAAAHOrNN9/UwIED9eabb9py/Hnz5ikrK0uSlJWVpZSUlBqvISMjo9RxU1JSlJGRUeXbJHwCAAABLTs72+NXw8mTJ8sYY2NFAADAifbt26d58+apqKhI8+bN0759+2r0+MWhT3E7xRhT7dCnsowxmjZtWrnbq9qGInwCAAABKzs7W8OHD9ekSZPc23Jzc3X48GH7igIAAI40adIkj6FmkydPrrFjWxX6VFZ6errS0tJUWFjosb2wsFBpaWlKT0+v0u0SPtno6F9iAQCAb2RmZmrFihVat26dDh48yFA7AABwTMuXL9fvv//usW3VqlVavnx5jRzfqtCnsiIjIxUTE6OgIM+4KDg4WL169VJkZGSVbpfwqYYVz1r/9ddfl/olFgAAVF9mZqYSEhI0btw4TZw40e5ygFrPCas2AXA+O98rioqKNGXKlDIvmzJlirs3lJWsCn0qy+VyKTEx0b3SXUXbvUX4VAPy8/Mlec5aP336dH6JBQDAAlu3bnX/m7mdAHs5ZdUmAM5m93vFzz//rP3795d52f79+/Xzzz9bXoNVoU9VREREKC4uzn1Ml8uluLg4tWnTpsq3SfhUA7Zv3y7Jc9b6mp64DACA2qJ+/fruf9900002VgLACas2wffozQZfs/u9onfv3mrcuHGZlzVu3Fi9e/eukTqsCH2qKj4+XuHh4ZKk8PBwxcXFVev2CJ/KkJubq7Vr1/rs9lq3bl1q1noAAGC9evXq2V0CUGs5YdUm+J7dPVQQeJzwXhEUFKQJEyaUedkDDzxQaiiclXwd+lRVaGiokpKS1KpVKyUlJSk0NLRat0f4VIZJkyZp+vTpPru90NDQMmetBwAAAAKRU1Ztgu/Z3UMFgcVJ7xU9e/ZUly5dPLaddtpp6tGjR43VIPk+9KmO2NhYzZ07V7GxsdW+LcKnMnh7gufm5mrdunUV7rdjx44yZ60HAAAAApFTVm2CbzmhhwoCi9PeKyZNmuTu5RQUFGTbwiW+DH2cgvCpDN7ODzFp0iS9+OKLFe7XunXrMmetBwAAAAKRU1Ztgu84qYcKAofT3iuaNGmi+Ph4BQUFKT4+Xk2aNKnR4wcy0pAyeDs/hLdvsHbMTg8AAADYxUmrNsE3nNZDBYHBie8V119/vRYtWqTrr7++xo8dyAifqqEyK+gcPWs9AAAAEMictGoTqs9pPVQQOHivqB0In6qhsivolJy1nu57AAAACHROWbUJ1efEHioIHLxXBD7CpxpUctb6q6++2u5yAAAAAEs5adUmVB89VGAV3isCX4jdBdQ2sbGxio2N1erVq+0uBQAAALBccfsXgSE+Pl5ffPGFdu3aRQ8V+BTvFYGNnk8AAAAAAK/QQwVAVdDzCQAAAADgNXqoAKgsej4BAAAAAADAMoRPAAAAAAAAsAzhEwAAAAAAACxD+AQAAAAAAADLED4BAAAAAADAMoRPAAAAAAAAsAzhEwAAAAAAACxD+AQAAAAAAADLED4BAAAAAADAMoRPAAAAAAAAsAzhEwAAAAAAACxD+AQAAAAAAADLED4BAAAAQC2RmpqqhIQEpaam2l0KgFqE8AkAAAAAaoG8vDwlJycrMzNTycnJysvLs7skALUE4RMAAAAA1ALz5s1TVlaWJCkrK0spKSk2VwSgtiB8qoaDBw/aXQIAAABgGYZoBY6MjAylpKTIGCNJMsYoJSVFGRkZNlcGoDYgfKqGN9980+4SAAAAAEswRCtwGGM0bdq0crcXB1IAYBVbw6f8/HxNmDBBvXr1Ut++ffX6669XeJ2tW7cqOjpaS5curYEKj62goMDuEgAAQC3n7+0pOBdDtAJHenq60tLSVFhY6LG9sLBQaWlpSk9Pt6kyALVFiJ0Hf/LJJ7Vq1SrNmjVL27Zt07hx49SmTRsNHDiw3OtMmjRJOTk5lta1ZcsWS28fAADAV5zanoJ/K2+I1oUXXqiIiAibq0NlRUZGKiYmRitWrFBRUZF7e3BwsKKjoxUZGWljdQBqA9t6PuXk5Gj+/Pm6//771aVLF/Xv31+jRo3SW2+9Ve51Fi5cqOzsbMtre//99y0/BgAAQHU5uT0F/8UQrcDjcrmUmJgol8vl1XYA8DXbwqc1a9bo8OHDio6Odm+LiYnRypUrPdL4Ynv27NHUqVP18MMP12SZAAAAjkV7ClZgiFZgioiIUFxcnDtocrlciouLU5s2bWyuDEBtYFv4tHPnTjVr1kx169Z1b2vRooXy8/O1d+/eUvv/61//0lVXXaVTTjmlBqsEAABwLtpTsELxEK2gIM+vCsHBwerVqxdDtPxYfHy8wsPDJUnh4eGKi4uzuSIAtYVtcz7l5uZ6NJQkuf8+dOiQx/Yff/xRaWlp+uSTT6p1TGOM8vPzq3UbVZGfn19qXoWy6ihrPwAAUDklP2PLWxwkUIYN2dWeor0S+EaNGqXExMRS22+66Sbl5ubaUBF85ZZbbtHMmTN18803q6ioiNczgCozxng9bNe28KlevXqlGkXFf4eGhrq35eXl6aGHHtLEiRM9tldFQUGBLZOJb9q0qVS35bLqKGs/AABQOSU/Y7dt21bmPocPHy4V2vgju9pTq1evrtZtwD+cc845+uabb9xfLs4991zt3bu3zF518B+NGjXSXXfdJUm8lgFUm7ftKdvCp9atW2vPnj06fPiwQkKOlLFz506FhoaqcePG7v1+/fVXpaen6/bbb/e4/s0336wrr7yyUnMW1KlTR+3bt/fNHaiE9u3bKyoqymNbcHCwV/sBAIDKKfkZW95cJsVtD39nV3uqQ4cOvrkDcLSTTjpJK1eu1O7du9W8eXONHj1a9erVs7ssAIBDbNiwwet9bWt5de7cWSEhIfrll1/Uq1cvSVJaWpq6du3qMb68W7du+uKLLzyuO2DAAD366KM666yzKnVMl8tlywdmvXr1FBYWVmqbN/sBAIDKKfkZW6dOnTL3CZSVnexqT9FeqR3CwsJ0xx136MUXX9SYMWPUrFkzu0sCADhIZdpTtoVP9evX15VXXqlJkyZpypQpyszM1Ouvv67HH39c0pFf7Ro1aqTQ0FC1bdu21PVbt27tniwPAACgNqI9BavFxsYqNjbW7jIAAH7OttXuJGn8+PHq0qWLRo4cqcmTJyspKUkDBgyQJPXt21efffaZneUBAAA4Hu0pAACcJTU1VQkJCUpNTbW7FMewdcKD+vXr64knntATTzxR6rK1a9eWe71jXQYAAFCb0J4CAFRXamqqe4gtvR2rJy8vT8nJydq1a5eSk5MVHR1d7cU+AoGtPZ8AAAAAAIB9isOSzMxMJScnKy8vz+6S/Nq8efOUlZUlScrKylJKSorNFTkD4RMAAAhYW7ZssbsEAAAcjbDEdzIyMpSSkiJjjCTJGKOUlBRlZGTYXJn9CJ9qQG5urlasWKHMzEy7SwEAoFZ5//337S4BAADHIizxHWOMpk2bVu724se4tiJ8qgGTJk3SuHHjlJCQQAAFAAAAALAdYYlvpaenKy0tTYWFhR7bCwsLlZaWpvT0dJsqcwbCpxpQ8kW7detWGysBAACSdPjwYbtLAADAVoQlvhUZGamYmBgFBXnGLMHBwerVq5ciIyNtqswZCJ9qwE033eT+d/369W2sBACAwJefn1/hPvv27auBSuCvWCIbQG1AWOJbLpdLiYmJcrlcXm2vbQifakC9evXsLgEAgFpj+/btdpcAP8aqTwBqC8IS34uIiFBcXJz7sXO5XIqLi1ObNm1srsx+hE8AACCgtG7d2u4S4MdY9QlAbUJY4nvx8fEKDw+XJIWHhysuLs7mipyB8MlPZGdns2IeAABeYIg7qopVnwDURoQlvhUaGqqkpCS1atVKSUlJCg0NtbskRyB88gPZ2dlKSEgotWIe8xEAAAD4RiCu+kRbEYA3CEt8LzY2VnPnzlVsbKzdpTgG4ZOfKCoqcv9769atzEcAAADgQ4G26hNtRQCVQVgCqxE++YEGDRpo4sSJ7r/r16/PfAQAAAA+FGirPtFWBAA4CeGTnyg5f8XOnTuZjwAAAMCHAmnVJ+auAgA4DeGTH3rvvfdKbfPn+QgAAACcIBBWfQrEuasAAP6P8MmhjjVB5Jo1awJmPgIAABA4fDHBtd2TZPv7qk+BNncVACAwED7VgIKCAve/N2/erNWrVys/P7/c/SuaILJTp04BMx8BAAAIDL6Y4NoJk2T7+6pPgTZ3FQAgMBA+1YBdu3a5//3ss8/qjjvu0Pbt28vdv6IJIocOHRoQ8xEAAIDA4YsJrp0ySbY/r/oUSHNXAQACB+GTw5Q1QeQ777yjnTt3uvdp2bKl389HAAAAAocvJrhmkmzfCYS5qwAAgYXwyUHKmyCyqKhI77zzjsc2f5+PAAAABAZfTHDNJNm+R1sRAOAkhE8OsmPHjjIniJSkjRs3evzt7/MRAACAwOCLCa6ZJNv3aCsCAJyE8MlBWrduXeYEkZLUtm3bUtv8eT4CAAAQGHwxwTWTZFuDtiJQO9i9SijgDcInBznWRJAXXHCBDRUBAAAcmy8muGaSbACoGiesEgp4g/DJYY6eILJYkyZNbKoIAADg2HwxwTWTZDsTPSoAZ3PKKqEIDNnZ2Vq9erX7vxUrVmjFihXuv7Ozs6t82yE+rBPlKCgoqNT+8fHx+uKLL7Rr1y6LKgIAAPCtku2Xqk5w7YvbgO8U96jYtWuXkpOTFR0dzdxRgIOUt0rohRdeqIiICJurg7/Jzs7W8OHDdfDgwXL3adiwoebMmaMGDRpU+vbp+VQDFi5cWKn9iyeIbNasmUUVAQAA+JYvJrhmkmxnoUcF4FysEgp/Q8+nGlDZnk/SkQkimzZtqjvuuMOCigAAAHwvNjaWya0DBD0qAGcrXiX0aCVXCT3xxBNtqAz+qkGDBpozZ462bNkiSdq8ebOeffZZSdLYsWPVrl07nXjiiVXq9STR8wkAAAAOwcS5zkCPCsD5WCUUVmjQoIE6d+6szp07q127du7t7dq1U+fOnascPEmETwAAAHAIhnk5Q3GPisLCQo/tJXtUALAXq4TC39Sq8MkYo7Vr19pdBgAAAI5S3jCvjIwMmyurfehRAfgHVgmFP6lV4VNmZqamT59udxkAAAAogWFe1khNTVVCQoJSU1MrdT16VAD+Iz4+XuHh4ZLEKqFwtFoVPgEAAMB5GOble9WdP4seFYB/YJVQ+ItaFT41a9bM7hIAAABwFIZ5+Z4v5s+iRwXgH2JjYzV37lxWG4Wj1arw6ehf0+y0atUqu0sAAABwBF8O86rqULNA4qv5s+hRAdQevHfCarUqfNq3b5/dJbh9+eWXdpcAAADgGL4Y5lXdoWaBwNfzZ9GjAgh8vHeiJtSq8Mnp8vPz7S4BAADANldddZVH+HTllVdW6vq+GGrm75g/C0Bl8d6JmkD45CDbt28v9zKCKQAASsvOztaKFSuUmZlpdynwgQ8//FBFRUWSpKKiIi1YsMDr6/pqqJm/Y/4sAJXBeydqCuGTg7Ru3brcy1577bUarAQAAOfLzs5WQkKCxo0bp4SEBAIoP1f8Bagkb78A+XqomT/z5fxZvsJcMoAz8d6JmkT45CD169cv9zJ6PgEAUFpxLxlJ2rp1q42VoDqq+wUoUIeaVTW08cX8Wb7CXDKAcwXqeyecifAJAAD4pQYNGmjixInuv4/1Iw6crbpfgAJxqFl1Q5v4+HiFh4dLksLDwxUXF2dFmRViLhnAuQLxvRPORfgEAAD8FoFTYKjuFyAnDjWrruqGNqGhoUpKSlKrVq2UlJSk0NBQK8o8JuaSAZwtEN874VyETwAAALCVL74AOWmoWXX5KrSJjY3V3LlzFRsba0WZx8RcMoB/CKT3Tjgb4RMAAABs54svQE4ZalYdgRLaMJcM4D989d7J4gI4FsInAAAAOEJ1vwA5YahZdQVKaMNcMoD/8MV7J4sLoCKETwDgR7Kzs7VixQqWlAcQkHzxBcjOoWbVlZ2drYMHD6pTp06lQpugoCBFR0f7TWjj67lk6FEBWKu6750sLoCKhNhdAADAO9nZ2UpISFB2drYkae7cuWrVqpXNVQH2yc7O9vhlNTc318Zq4CuxsbF+GRxVV3Z2toYPH66DBw+WeXlRUZHWrl2rnJwcNWjQoIarq5rioZTvvPOOjDFVnkumuEfFrl27lJycrOjoaL/s1YbA9Oabb2revHmKj4/X9ddfX2PHzc7O1pYtWyTJ/VlY8nVx4okn1th7RXnz1F144YWKiIiokRrgfIRPAOBHioqK3P/eunUr4RNqleLgtUGDBu4v6iWHJk2ePFlvv/22XeUBlju6N5Q/iI+P1xdffKFdu3ZVeS6ZsnpUjBw50telwg84KXCRpH379mnevHkqKirSvHnzdNVVV6lJkyaWH7eisFqSGjZsqDlz5lj+eFQ0T92UKVNYNQ+SCJ8AwG80aNBAEydO1H333SfJv5eYz8zMVEZGhqKiovzmF3zYq7ihLUlz5szRli1bSjW6c3Nz3V9KgOpITU3Viy++qDFjxtRYL6wGDRq4z21JWr9+vfsLXcOGDTVx4kR16NDB794zi4dSFj+ele2xVFaPinnz5tXaHhVVPTePFdrUdGBTVU4KXIpNmjTJ/cNgUVGRJk+erGeeeaZGju0UxfPUHa3kPHUnnniiDZXBaQifAMAG2dnZWrdunSIiIirVe8nXgVNV66iOzMxMJSQkSDryZWvu3Ll+0eiFfbKzs7VkyRL3F44vv/xSbdu2tbkqBCpfDfGqSkjQoEEDde7cudT2a665Rt27d690DU5R1aGUxT0nSvb6lY58ya+NPSqqem5WFNrUVGBTMgCT/DcEK7Z8+XL9/vvvHttWrVql5cuXq2fPnpYeu2RYvXnzZj377LOSpLFjx6pdu3aSau7xLF5cYMWKFR6v1eDgYL+Zpy7Qzk2nInwCgBrmlLmbKlOHL3sqbd261f3vo79QoHYpDj+bNWumli1blnluHX2eStL06dOZ7wWW8cUQL1/PUXTaaadV+br+rLweFcYYr3pUOG2IVnX58/BDX/RaclLgUlRUpClTppR52ZQpU/Tuu+9aPky2rLC6Xbt2ZQbYVipeRGDUqFFlbnd6QOzEHnWBivAJAGzglLmbvKmjMj2VvAmpSvbemjhxIh/kAazkHE1lXVYyVAoLC9Nbb71Vat/s7OwyQ8riIThH27x5s44//vjqlg4/46uQwVeT5vpzSOAkJ5xwgho3bqz9+/eXuqxx48Y64YQTyr1uoH2hrM65WVFo4+3rwwlD95wSuPz8889lnpeStH//fv38888644wzarQmO/lqcQEENsInAKhhTpm7yds6vO2pVJXhdP48bxWO7eg5mso6F0qeTzk5OdqyZYvHF4js7GzdeuutZQZNN910k6ZPn15q+7PPPquxY8f64i7AT/gqZPDVpLms+uQ7W7duPeYX/K1bt9boXDJ2rWrmi3OzuqFNdYfuHT2nWXVCMCfo3bv3MYPR3r1721CVvXyxuIAdAu3cdDLCJwBVxqTRVeeU0MWbOsrqqVTWXFEMp0NJJScELytUkuQRfh7t6HmejlavXj0fV4yqckJvCF/wxaS5gbLqk1Oe0+K5ZI5+Xlwul2JiYo45l4yvh2hVdVUzX8wlEygTOpc3p5kdPZeqKygoSBMmTCjzM+yBBx7wy5Upq6u6iwvYKZDOTae8f5eF8AlAlTBptLNZNZF4/fr1y50riuF08EbJHlEPPvhgufscPc8TnMkJExn7KmTwxaS5gRASOOE5LVY8Z8xNN93k8ZwEBQV5NZeML4doVWVVM1/1ynPChM6+GroXSHr27KkuXbp4TDp+2mmnqUePHvYVZbOqLi7gS3asVuoUTnr/Lkvti2QDTGpqqhISEpSammp3Kahl6OXiXMVf3MeNG6eEhARlZmb6/BhHzxV1NKf07ILzFPeIOnjwoP7++2+Py9auXesOnCp6X0lPT7esRvif4pChOGyS/hcydO7c2auGdnmT41Zm0tzikKCs2+jVq5dfrPrkNBEREYqPj/fYFh8fX6NzyRxrVbOa4Itz0xeO9TqrbcFTsfHjx3v8XV5vXtSM4sUeMjMzlZyc7O75A2eg55OD5Ofna/Xq1R5/H4uvV1IBKoNeLs5m5YTmTpmzCs5V3POu2Nq1axUeHl7heTh9+nTNmjVLc+fOPeaQPEl67733fFYvqi7QekNUd9Jcl8ulYcOGler9ZIzRsGHD/GLInROf05JzybRo0aJG55KpzqpmvpxLhgmdnemzzz7z+Pvzzz/3q8UFnDZEq7q9lmr7Yg9OfP8uifDJQbZv3+4+QSRVOGFqbX9xwTkIH/7HquFulVET4RDPOcpT1pC56dOna/r06Zo7d67HvmX9yFIcnFbnHKvoxxv4llNWn/KV6kyaa4zR/Pnz5XK5PCbKd7lcevfdd9WjRw+/CaCqOzl1dec5KsnOuWSqu6qZL+eS8dcJnQNV8eICJfnT4gJOG6JV3Y4VLPZwhJM/kwmf/BQvLsB5ypsLyQ6EQ7BS8TleXoO0vCFzW7du9Tg3X3vttVL7+KInJeETqqM6QUd5cz4ZY/xmzqfq8tU8R0ezay4ZJ61q5s8TOjtVVXvaBMriAk5SnY4VPB/+wdbwKT8/X5MnT9YXX3yh0NBQ3XjjjbrxxhvL3Pebb77Rs88+qy1btuiEE07QnXfeqQsuuKCGK3YGXlywGqvYVZ2Vw938WUVhRXk4F52n5IThZX15PLrnXUlHh6JlhUT169dXZmamx7A9HBvtKd+ratDhhImhjzWMRrJ/tSNv+br3VFU5YVWzko9FaGio7r77boWGhrqn6/CX59RpqtPTJhAWF/DFEC1fvU6r27EiEJ6P2sDW8OnJJ5/UqlWrNGvWLG3btk3jxo1TmzZtNHDgQI/91qxZo8TERN17770699xz9f333+uOO+7Qe++9p06dOtlUvX127NhxzBfX4sWLdfbZZ/MhhCphFbuqYy6ksh0dVpS3z9HDFTkXnal4wvDif5fVjbs65/6ePXt0xx13VPn6kkoN7wt0tKeco3gC6FGjRpW53eofB63qdVQZvpjnyAn3oyQ7VzVz2mMRSKrT06a8oDkoKEg9e/b0m8UFqjNEy1fnpi86Vjgh+PeFQPnxoDy2hU85OTmaP3++Zs6cqS5duqhLly5av3693nrrrVKNpU8++URnnHGG/o+9O4+Lov7/AP5a7lsuQcWDEsFbEVMxyyMrK+3QTCo1b0vRwsqjMkHzrrzNMy80rTTT6qdfrdQOvPEqBdFM8AQBRe5jfn/QjrPLHrMwyy7wej4ePZLZz3zms7OfnZ15z+fznsGDBwMAGjVqhF9++QX/93//VyNPlvz9/XV+udT5BT7//HOsXLmSF2pUhpxRJHyKnW5yczlVh4BTeUcp6aMdrNC1PV3TFdkXayYlns5Yk/pLdTyfquqPyWZiaGXzHFmL6OhoDBgwACUlJbCxscG0adMs3SSqgIqOtFEHlLVHmQqCUKlPIKwOlBi1ZOnAvxJqQqDZYsGnCxcuoKioCKGhoeKysLAwrFixQjyoq7300ksoLCwsU0dWVlaltLWy6EtmqM3Ql0t9AK1JJ94kj9xRJHyKnabs7GxkZ2dj9OjRVpHLydyMTakyF13TFdkXK581THNMT0+vcB19+vTBjh07FGiN9atu51PV5Um+lkoMbWwaDVA17pwr+ZQ4pdSqVQsRERHYunUrIiIiUKtWrUrZbnX5TK2JuVOYSB82UJ0p9T1VatQSA//Wz2LBp9TUVHh5ecHBwUFc5uvri/z8fGRmZsLb21tc3rhxY411L168iLi4OERERFRaeyuDrsSr+uj6cj355JPYu3cvAF6oUVnlGUWi1CgepUfSKE1f+9SBGEEQLJbLqbKDAXKmVClNznTF6jCizNopMc1R+oS78tq6dWuF65CeW1R31e18ypJP8lVyuoMlE0Nb85OOTGGNo6eGDBmCIUOGVPp2q8tnai2UGGmjDlTperJlTcrBq8T3VMlRS1X5iZA1IdBsseBTbm5umZND9d8FBQV610tPT8e4cePQrl27ap8gU9fdSaA0sWhOTg5eeOEF7NmzB+np6fD29sZjjz0mBp9sbGyQk5NTmc0lKye9+z158mSoVCqdfUSaAFjd13SRWy47OxujRo0CAKxatcrqDpiG2nfx4kUxEDNy5EisXr0agOHvl5L7LzU1FSNHjgQAuLi4YPXq1XrXS01NxfXr1xEUFARXV9dyt0P7tZycHJ11yV0mdxvS/mmsPjKPS5cuif8uKSlBTk6OzhM+fZ+L+rtUUlKC/v3769zG1atXZY/yrYiioiKzb8NaWOJ8ShCECv1+6HPjxo0y02C2bt2KLl26oG7durLqKG8b1P3XUADV1dXVpN+xNm3aYNWqVQBQruNXRfenEsfQ6lKHtfyeWMP7qC51VGR9Hx8fhIaG4vTp02XyNbVp0wY+Pj5G69MXwCopKcGJEyeQmJhocMROdnY2rl27BqD0OA5o3mgLCAiQfayxhs+jonV4eXmhb9+++Pbbb8WBFX379oWnp6fJbRk1ahRWr16NkSNHiuczprDk8UKlUqFRo0Yabahbty4aNWok/i23PZX1mao/LzksFnxydHQsc1Kk/lvf3aG0tDQMHToUgiBg8eLFlfJ0CUu6fv26zuX//PMPiouLAQC9e/fGrl278Nxzz4kHMO0yRIBmrp2bN2/qHRkgLWeoH5lSTn0y//vvv1vdkyYMtU/6HtV34gHl9ouxchcvXhT/XVRUhMTERI18OOr1MjMzMXfuXAClx89JkybpLKfrTr52O6TU6+lqq9xlSm+DzOfmzZviv1999VWd+bkA/X1X+l3auHGjznU/++wzpZprUFpaWqVsxxpY4nyqsLBQfMqWVEW+s4IgYN26dWWmq6hzWQ4dOlTWyW1525CXl2e0bHFxMRITEyttFFNFj4FKHEOrSx3W8ntiDe+jutRR0fV79OiBU6dOaSwTBAFPPPEELly4YHR9QRDQpEkTXLp0qUwAq3HjxsjKytJ5nARKjzdz584Vz8t0UZ/PyTneWMPnoUQdLVu2xN69e3Hv3j14eHigRYsWevehIXFxcUhLS0NcXBzc3d1NXt8ajhfW8HmYUofcEecWCz75+/sjIyMDRUVFsLMrbUZqaiqcnJzg4eFRpvytW7fEBJkbN27UGEZeXembn/rQQw8hODgYANCsWTP07dsXADQeSy0tQwSUzptWM9Q/LFXOHORM9zPUPulr0u9jed9vdnY2kpKSUK9ePZ3ltNsrLfPhhx+iTZs2Or/np0+fFpepVKoyU/QeeughBAQE6Bzhpd0OKXX9utoqXVanTh0UFBTA09NT53tXYhs8ppmfNIDRtGlTk/u4dLml+fr6WroJlcYS51P29vYICgoqs7wi39nk5GSNgLtaSUkJLl68CHd3d1l5PyrShrVr1+LatWu4evWqmA8mMjJSvClhykgEJVT0GKjEMbS61GEtvyfW8D6qSx0VXf/GjRs6lzdu3Fj2SMsJEyYgMjJSY5lKpcKECRMM1pGdnW30N9PW1lZ2ygVr+DwqUod6FJizszN69+6NH3/8ES+99JI4EsyUY++9e/dw4MABCIKAAwcOYOjQoTp/C83xPpRUlT7TpKQk2fVZLPjUrFkz2NnZ4dSpU2jfvj0A4MSJE2jVqlWZO3A5OTkYMWIEbGxssHHjRtSuXdsSTa509vb2Opc7OjrCxcVF/Fv9FC71kE1dZYgcHR01/q2vf1iqnNLUScIBw4mzDbVP+pr0+1ie96s9pSM6OlqjnCAIZdqrXZcgCDrrlwZ9pk2bhtq1a2uM/HB0dERaWpq47bS0NPE4ql2f9ntxcXHRuU3pstmzZ5e5eyd970psg8c088rOzsacOXPEv8vTx7U/W0tSB2FqAkucT6lUKp39oyLf2eDgYIMJZ4ODg2WNfKpIG1xcXFC7dm2NOpo0aWKxvDoVPQYqcQytLnVYy++JNbyP6lJHRdYXBAFr1qzRma9pzZo1RvM1SfPDPfHEE9i3b5849ahnz56oU6eOwfa4uLggNjZWsdw+1vB5lLcO9fm69hPe1q9fL/7blCe8ffjhhxpTt+fNm4fPP/9c5jt40Hbpvy1xvKhKn6kpObksdnbm7OyMF198EdHR0Zg1axZu376NL7/8ErNnzwZQetfO3d0dTk5OWLlyJa5evYpNmzaJrwGlwxHLM5SuOtF+RDlRVSY3MbmccpZInG2M9IJK+3HyxtobExMDW1tbTJ061eA2zJGY29CwcKDmPNWlOrt69arGDQw19c2NgIAAnUn2ExIS4OPjY3VPfzSU66i6qS7nU9XhMdlEVDUYy9dkKOG4+mE02sESoPR8aO/evfjjjz+MBkuYRF55J0+exF9//aWx7Ny5czh58iTatWtnoVaRlEWTJk2ZMgUtWrTAG2+8gZiYGIwbNw5PPfUUAKBLly746aefAAB79+5FXl4e+vfvjy5duoj/zZw505LNtxjthL1yn1xGZM3UP+aDBg0yGEyVW87aqJ/opmbqKJHc3Fzcv39fIy9PZcjOztYYpaXL8OHDK6cxVKnUNzcmTZqEgQMH4u+//0Z8fLxGMHL58uUYOHBgmWCqpe3evdvSTahU1eV8Sv0kX3WgiY/JJiJzaNCgAcLCwsqMDrW1tUX79u1lTfElZaif8LZo0SJERUWJy6OiorBo0SIsWrRI1qinkpISzJo1S+drs2bN4vWylbDouHRnZ2fMnTtXTJQrlZCQIP57z549ldksq3fjxg20bdsWQNlHlBNVVXJHKlnjiCa5zDEqyZxyc3Oxf/9+nSNiyishIUHjiR1UOW7fvo1r167Jzh+RkJAAZ2dnjZO1d955B4DuJNYpKSlW1b/1PS22uqrq51PSKSyhoaH44YcfcO/ePdSqVQtt27ZFdna21T0plYiqroqMtFQHS9THLF3T5kyZMkfKjAI7evSo3qfp3rt3D0ePHkWnTp0q1E6quJqTFKEKOnfunM7l/v7+Gn9b0wk/WR9dOcGoYuTuS1PKWeP3ODo62uiUO6A0Sa9cy5cvr7QnRVGp27dvY+DAgQBKT/BiY2ONnhQvX74cADB58mSNXFCA7mmW1f3ps2Q+hqawZGZm4v333zcp3wcRkRzqkZZfffWVmK9J7khLXcESgNPmLKlDhw7w8PDQGYDy8PBAhw4dzN4G6Y0UAGWeMs2gJINPVm3fvn06l1vjRSpZJ+YEM4+YmBhs2bLF6A+IKeWMTW2zBLm5nLSnAle03oyMDMTHx5tUp9x8YTVRSkqK+G9dw85v376t8RRFKV0nccOHDxeDU2o3btwQk6QSERFVBREREfjf//6HtLQ0+Pj4YMCAAZZuEpWTjY0NPvjgA52zgT766COz3yQzdCNFjTdSGHwiqvY4x1l5ubm5sqb8mVJOmsspNzcX8fHxFh+tpivIUBn1qgNxukZI6Zo+pv7BBww/2bCmkt6wmDZtmsb+kY6K0kVXbjJdy7RH5BLJxSksRGQpTk5OGDduHJYtW4axY8dyZHYV165dO7Ro0UIj6XjLli3FdDVkeQw+VXPGnlRE1Zs5c4LJmY5lLRISEqrUxYvc6W7lpQ5uBQQEGCxnalJ0fdu6cuWKxjK5+Xi0R0jpmz5WlfOAVTbtkbNJSUmK1GtjY1PmcyaSi1NYiMhSwsPDER4ebulmkEKio6MxYMAAlJSUwMbGRuNhP+bEGynyMPhUjWlPuYqNjWUAqgYyxzRNOU9AsybLly/Hhg0bZOW6KS8lpzbKne6mS25urtG2SINb5v4cpT++auvXr5e1rvYIKWPTx8g02dnZOhNUl8eVK1fMMkqOiIiISK5atWohIiICW7duRUREBGrVqlVp2+aNFOOYIbSak16gSS/cqHq5ffs24uPjKy2309WrVy0+JcxU5gxWqKd9DRo0SJERS8OHDy/3ujExMUbbIQ1u3b59u9zbKi+5I5+0R14Zmj5G8kiDk1Xxe0xERERkyJAhQ7Bnzx4MGTLE0k0hLRz5VI1pT7liovLqqTxPsqoM6tw8lU1fAM6cwQrptC9p7iZT61Azdbrb3bt3xX+rgwnJycl6yz/33HPYsWMHAMNPKbtx44ZJ7VCaoUTmPJ7JJw1ExsTEwNbWFps2bZK1rtxAoalJ54mIqgrpE6z49CoiovJj8Kma4wVa9WctU5GkTxuTBsQqM3mjNPH01KlTNV67evUq6tevb7VTT7dv327yOrm5ufjzzz8xa9asMq8lJCSI/87Pz9cIaKkDT4DhANPWrVtNbpOS1q5dq3idNe2peNpTZNXByYSEBIMBSrW0tDRZ2zHHZ0VEZGnGnmDFp1dVTQwoElkGg09VUH5+Pk6ePIlbt27B39/f7I+OJOtmDVORcnNzNZ42Jg2IGctfpOQIKUMjkJYvX47ly5crlvssISEBPj4+5a6rvKOKpOsZSky+b98+jXUCAwN1ltu9e7f47/z8fKPtys/P15lE3BwqMpqGT8UrpW9qndyk9t7e3uZoFhERkUUwoEhkOQw+VUHaiV3HjBljwdaQNTFlpJv2xXlFgkC3bt3SeNqYtB3aSaO121DZI6RSUlIUCT5Jg1nlUd5RRdL1iouLZa3j7++v97WCggLx3zdu3CiTHFzbjRs34OjoaLScJfGpeKXUTzvVRW5SeyWeeEhEVFVJn2DFp1cRWS+OZqsaGHwiqoEyMjLw9ttvAyg9sVqwYAFGjRoFQPkgkKGLV1NGSCmlvFNRpTmZpFJSUiw2vXXw4MGypjvVtOm31jIV1ZLS0tIwbNgwvaObBg8ejNWrVxutx9J5v4iILE3XE6z49KqqiwHF6oej2aoOBp+qIO2L+fLcmdY1JYVqDukTzkpKSnD9+nXx78oKAgGQPULKGujLyWTJwI6Hh4fFtq0kpafxWcNUVEu7evWqwWl1WVlZsuqxdN4vIiIipTGgSPSAofNw6XJ9ZQRBgEqlkrUtBp9qIGt9OhpVHmnActq0aVYRBLLE9J7bt2/rnZZUncjJ5QTIe7LZjRs3ULduXSWaJZLeeVSaseBgTQ3EM5cTkXlw6gcRUeXiaLaKuXLlijgjxhB95+pz5syBvb29rG3V6OBTREREjbyryykpJKV9cW4tOV7kPJUsISGh3D8o0iCs2pkzZ5CRkYGgoKBKTyRuTnJyOQHynmy2detWWcGnK1eu6E1yrl1O6WCWXNU5EG8smbicQKM51iWqzjj1w/L03cGXc/ceKB39UtOmqhNVBxzNVjXU6OCTpS54LI1TUkjuU8Qq+kS38tJ+ep6+Prp8+XJs2LChXEEDaRBWTZo/ac2aNeWaClaVA9pKjoZZsGCBrODTggULEBUVpdh2TVFdA/HZ2dmYO3euwTJffvllueuXE6SsDE8++aTGUx2p8hQWFuL8+fNllvMCnyxNzh18QzdjFi1axItVIqqxRrTtgfruPhrL8opKbzo62T0Y3ZSSdQdrTv1icv01OvhUnckddcCTv5pJTpJqQPOJbkoEoOQGs7SfnmfoRLC8QQNjff/kyZOKTD9Uj86ysbFRNK+ROVjLqDe5KvKERqD6BuKvXr2K3Nxcg2XkPilRF2uZsufj42O8EJnFnTt3MH/+fINlauIFPqd+EBFRVVbf3QdB3nXMVj+DTzL069dPb7JhS5AzakXuqAOqOrRz06gfo27sIlMXuSOf1FJSUhQJPskNZul7spwu5goaKBWIUY/Omjp1quJ5jZSe/nTv3j1F6zMn6RMb5c4zN0Q7GCln2qelZWdnIzU1FRkZGZWas6qqBSmJKhOnfliPOl1VcPR68HdJYekDVWzsNRPj5mcANw9W3sNWyDScSvkA9wVVdTU6+OTv7w9nZ2ejF+8NGzaspBbJI3fUClUf2rlpVq5cidGjR4sXyOam9A+VsWCWKcHeqvAjauroLLlBJaWnP1WlY4v0iY1KB+HUeVsAw9M+LUH6nX/99deRk5MDAHBxccGqVasqfYos1WwjQ8NR38NTY5mu4fkAkHIvE6vj4yqraWSCij7pCLDOi1pHL8DZXxpo0vc0JgaerBmnUj7AfUFVXY0OPjk7OyM6OhqTJk2ydFNMYuqoFar6dOWmsaYcNadOnTKpvLWdoJqb9hMFjVE6qFSVRjTpo52Y3Jyjb65evSp72mdlkgbFpk6dKgaeACAnJwejR49GbGyspZpHNVB9D08Eede2dDOogir6pCOAF7XWproGFImoaqvRwSfgweNviayZdm4aPz8/TJs2DZMnT7Zgqx749ddfLd0Eq2fK9Eilc+pYckRTeaaF6qKdmNyUIHxFc0NZC2lQ7ObNm2Vez87Oxg8//ACVSt/dfSIiqgmqa0DR7vEesJGcIwn/jXxWaU2/L0lPR9Eh05MhVyUPdRsKF+/64t/FhaVPubW117y2zUlPwT8H1lVq24j0qfHBp+rAGh/tTuajDkSZ625UVXuMem5uLrKzs61qapS2mJgYk8qnp6ebqSVVm7Rvrl69WtY60txQNeFmQ2UEGvmbQ9aAuU/Mo1NHwLOW5jL1oVc7vV7mXeDwkcppFxEA2Hh7w8bPfMmQqxIX7/pw829s0jr5+fk6n1QK8NhZVSkxyrEyZ1Ux+KSgiIgIizxmXe42c3NzER8fr9hIBKqerOUx6nLFxMTA1tYWmzZt0lheWRfI+fn5Rrdl6nfOEscRc1HyBEXaN+UGSaW5oQSBeT2UUJ36J1Vd1SX3SUUvHJS+EPSsBfj6yh09+eCYWtGLWl7Qmo9t13aAl4fGMqGwCACgste6FMy4h+KDJwEwUFEd3bhxQ9bDb6rCsbO6qOiNlPz8fEycONHodgx9ptKZBebG4JOCpPlIrFF0dDTy8vIs3QwyQUWeaFde1vIYdV3U+0NKvW+0n5BXWRfIcn/Iayol+25F++bw4cOxfPlyva8bS+Cv7n8BAQFM7E1Eiqjo9ChruRCs6EWttbyPasnLAzb+8n4/pdlElQhUzJs3T2+ORrlBSaLqrKI3UiozcKQEBp9qEDl3/avC48VriuzsbAwcOLDSnminpuskoSIBBKWm8VlqfxhjyWmKd+7csdi25cjNzUV0dLRi9clJMq6dmFw6De3WrVt618vNzdVI5q1Nu/+tWrUKgYGB5T5myl2Px2Qi44a2rY/67g+m1eYVFQMAnOxsNcqlZOVh3akUVDdK3Dkn5VjbaDZLUiIoSebxSNcRqCXJGQUARf/ljbLTyht1Nz0Fxw6uqbS2VYbqmJR/eJtnUd/dV2NZXlEBAMDJzkFjeUpWGtae/qnS2qbG4FMNYiz4ZM2PF6+pTH2inbnyH8XExGDLli3lqlfXNL7yBrOs6Ql/apacprhv3z6LbNeUp+dV9lS3BQsWIDIyUvxbelG1fft2vevdunXLYDJvQLP/jR8/HmvWrMGbb74JwLRjptxjrXa5msLe3r7K5Z4jy6rv7oTG3i6WbkaF9WpvA99amlPeCopKj6EOdg+Wp90VsOf4g+ORtd05bxsOeHhqLiv67yttJ8kbdS8TOBX34G8lgjbWoLqMZpOy7doRKi9PjWX6kn0LGZkoPshkYNaulnd9+PgHmbxedZlia41J+Ye36ov67v7i33lFpeewTnaaN19Tsm5h7dkdZdav7+6LIK8AxdpjDgw+1SAFBQUGX7fWx4vXVK6uriY/0U6a/0jJAFRubm65+4SuqVLqYJaUsYtNV1dXDB061OC0KTl3b5W+w2vN0xTNRW5Sa2dnZ6NT3czBHAFB7e9jXl4eTpw4Ua5jpvaxtmHDhuI2DJWT9t1Tp05V6P1Ys5EjR8LDwwNz5sypcF3Dhw+HSqXCmjVl79jWqlVLxxpUU1hjPhvfWirU89HOt1T1nl7p4Ql415bTbs2bE0oEbaoLaxvNpvLyhI2/r/GC0Jy6J2X7eBeovL00lukKYAnpGSg+9Hu52knmxym25lPf3R9Bng0s3QyzYvCpGsvNzbWKyDKVn6mfnzT/UbNmzQzeRaws+qbxaedokhMwMDbtSk6S8Rs3bqBt27ZGy8klZypYTZWfn2+RJ/dVNCCo3TfVzHE8lU73kwaNdeU3k/bvX3/9VfG2WAtHR0fFcii2bt1a72t2djwFqsmqa+Ldbh1U8JbEVQsLSwM89vaawaD0u8CBo3wIgzYlgpLSwI9Nt4eg8tH87RAKS6eFquwfTAsV7uSi5MA/GvVb02g2Jai8vWAjI1+i9Y1xp+puSMvhCHDTnIKYV1Q6BdHJTnMK4rX7KVh/zvxPFq6ueOZVjcXExCiabwVgwt2q5sqVK1UmGbYSI4j8/f0VKQNYNpdTdXHjxg2LPBlNbm4oaZ+TBnYMTc8zxtQcTdLpfuqgcXZ2Nl5//XXk5ORotNfT07Pc7arJGjZsCDc3NxQXF/Npr6QopQMVSvCuBfhrPK1O3wgk6w48hXQBXD01lxX/97NsK5nllZ0JJCg4SEaJoKQ08KPycYbK303j9ao3lo2UUNHRbNYyrVSqx2Mj4eOlOVKn8L+8UfaSvFF3MpLxy2+rxb+V2BdK3hAMcKuPhz0bK1Yf6cfgUzWWm5urN3eJrrLaX3jtL7Z2wt3Y2FgGoMxAGuCzRuYaTWUsYJCdnW30JF3OD5G6jLG6LJnLicxvwYIFiIiIEP9WIkhmKJeT+rhpY2Oj8f2RBr1yc3MRHx8PLy8vFBcXl2mvNd7JNgelL8ZdXV2xadMmJCYmYtKkSYrWTdXDa23sUc/DRmNZ/n+5lhztNEMF1++VYMvp0iiI0oEKesDVE/DwM33qXnVk27UF4P0ggCUUFgEAVPZal3Hp91F88K/KbFqNoUQ+soqOZrPGaaU+Xg1Qx8/0vFFK7AtrGHWqRP6rmobBp2pObl4Q7REyCxYsQGBgYJkvtjThblJSEoNPCtMO8Ck9ck0JckZTSS8e5UyFM0Z9Ua/kaCRj7aqJuZwsxZQE5koy5TPOzs5GXl6ewTL6cjkBEINSH330kcb3Rxr0mjZtmvjd6du3L3bsKJtMsqobNGiQ0eTpa9euRUxMjNG6vL29ZY9ocnV1hZOTk8EyVHms7YS9nocNAr1sjBekGkXV3R0qb81LJeG/aYwqrWmMQnoRhF+zzNMQbzfY+HsaLcbparopNUJx4sSJRrdVE/KR0QN8mqPpGHyq5ozlBVGPcJJDO+Hu3Llzy/0EtIqqCtP/DLXR0GvSAN/t27fL1GvKZyaH9qPplahPGiQyNKJEGqSKj4/XW056Ua8UY9PvmMup4uSOYJGbwFxpcqfn1a5dGyNHjkRRUZHsuqW5nKZOnSr231u3buldR7q/vv/+e9nbqkoaNzY+rF2lUqFhw4aIiooyelLHEU1VU3U8YX+xnS38ZDypDgBu3xWw86Tm6EayPipvO6jqaD7JzdBYrOo/BqtqssYRis5dX4Ot14Nzb6Gw9PdfZa95XlKccQO5BzUf0FPd9O40En6eD/ItFfw3bc/BXvOG0e3MFPxweDWoamPwSUH+/v5wdnauUjkl1COc5JJOa6rIE9AqoipM/zPURkOvaQf4dF0cy/nMEhISNEZdGKL9aPqKjlRasGABxowZI6usdFsHDhyo0HZNxWT85qfrCWNVjXq6m/r7KmVoZKk0l5Pc6c9S2tPuAGVGEVpSdHQ0vLy8ZJXz9fWV9dvEEU1kLfxqqdDAW+7oKY5RIaqqHLu+CFsvzesOobD0ieIqewdxWXHGbeQf3KmzDluvurDzDzRXE6sUP8/6CKht+tQ9azO8xWuo71ZPY1leUWlQ0cnuwfVcyv3rWPtX9Q4oGlJjg0/Ozs5o2LCh3qcalbfO6OjoanMH1pqDaNLRQSkpKYoGn+QmDDZWzlAbDb2mRFBk+fLl2LBhA6ZOnSqrvDS/kRK5b+SOGpKT/Ds/P5+jkKqogoICSzfBrKQjS7X7qb7florkM7JE8na5oqOjkZqaimXLluktIyfwBDAwXNOMaNca9T3cNZbl/TfK0EnyRMKUe1lYc/JMpbaNiKoXh8d7QeVdW2OZrsARAAjpqSg4tKdMHbZefrD1b1BmOdVs9d3qobFnoKWbYfVq7AT3adOmmWW6WFW9A6sr0BQdHa1xtz8uLs4qchCpRwepKXWhkp2djT///BOvv/46Bg0aVGakQ3Z2trhMnYNIVzljbTRX+7VJA1zGWCq/kZz3XtVHe1DNoN1PpU/MO3funPjv6jAaTBcvLy8EBwdX6jbXrl2r8/hLVUt9D3cEeXtp/NfSrzZa+tXWWKYdoCIiMpXKuzZs/epp/GcXEAi7gMAyy7WDVERUcTV65JPccnXq1DFzaywrNzdXZ1CpuLgYycnJyM3NRaNGjbBkyRJkZGRUfgN1kH5+GRkZiI+PR3BwsN6AorFRShcuXMB7772nMVJDOqVQ+ylW2omFtace5ubmauR20R7toD19UR99gZf8/HyjQZlp06bJ7ufWPLJIzugowPQRUkqN7FP6yVykn6USk8tJdO/v76+3L+zbt0/8d3UfDVaZVCo+sJyIiKimUSqJPFW+Ght8kmvatGmyRjOZYxpfZbl58yYEoWyaxMLCQowfPx5A6ePBdZWxBurAmaurK2JjY8sEmNSBo5KSEkycOBFt2rTRKHP79m3xfeojDTb98MMPRi96tJ8Id+PGDbRt21Zn2ZiYGL2J2/VNs5GTPLG6TF2R+z5u3LghO39Zdna2rKdpyWGpZNk1kaX2tXRaqj7Ozs4GT3Kszcsvv4xvv/3W0s2okOjoaIs88IKIiIgsxxqTyJM8NXbanVxyL3zNNY2vMixcuNDoFK2SkhKrDT6p6XsP6sBRTk4OoqOjNZJ9A6U5l3RJSEjQ+bS5tWvXmjx1Rjp6Jzc3V+MiVZ24nSpG7ggpoLRPcOQTySVnWmpubq7FRmZJde/eXVa5Bg0sk68iMDBQsRO+6hJgJyIiIqoJOPJJIVX9JFjOtBJdcnNzER8fDy8vL7i4uODatWu4desWYmNjMXbsWISHhyvcUv10BQBv376NxMREjWXqIFV2djYSExORl5ens77ly5dj+fLlWLNmjewRDeo6tQMb6v6RnZ2NhIQEWdF6a3PlyhWTnoxY2ar6d5Csl5zpnNHR0XqPJZWpbdu2GonQrY2zs7NVH0eIiIio6ugfNgJ1POprLMsvKj0fc7TTnL10814KvjlRPXNvVhUMPlGFTJs2Te/IjyVLliA4OBhOTk6KjgrTHjmkJg3wJCYmwtHREe+8806Zcq+//jpSU1P1Pj5d28mTJ7F8+XKj5dLS0jBs2DC9F6Dq6X+6HqEuDexY69SdBQsW1KiLRo5oIlNYy8hQS42+ys3NrdQAcFRUlKzjkTU/tZXIGmVmAoC841lpWSKyhJz0a4qWq6rqeNRHI58gSzeDZKrxwSeemJpPWloaBg8eDEdHR2zatAmurq7iE+OuXbuGgIAA+Pn56VzXUIJw7XxKagkJCXB2djYaVFqzZg3WrFkj+8mEcoMQV69e1Rt4UidqV+eN0rZgwQLUqlULXl5eio2KunLlCurWratIXVJKJZ03pX1KBoLkJGunqs0SAZinn34au3btMus2+vTpg927dxsss3HjRrO2QZ/69evjzp07lba9wMBAWcEu6YMfiEg36W/s4aMVr4OIzEN63frPgS9NXp/fU+uWkiXvnEVuOWtU44NP9evXN1qmYcOGcHZ2ZqBKh3bt2iEuLk7v64WFhSgsLMTVq1fRsGHDMvmWYmNjNQJQ2dnZOH36NObNmwcAOhOE66MenSQ3qPT666/LSmAsp0x2djZu3ryp9/U5c+YYTXAdHR2NKVOmGN2WXAsWLFA8mV5GRobOJyOWhyntUzJYJDdJYVZWlmLbpMplicTk5g48RUVFoW7dukaDT7a2tuWeRl1ekydPhp+fH1xdXa3ut9IcAXgic0m7K2/EkdxyZHlCeo6i5crXhnswnNlVs6zu5Zkm1JEps2TlK0lPNUvZquhuuu6ctxUtWxVdy5L//kwpK4f0nGnt2R0mr1/VAoo1Pvjk5+eH2NhYxMXFYdmyZTrLuLq6Ijo6GpMmTark1lk/Q4EnqTNnzuDs2bNlRiQlJSWJwSdd09aio6Ph4uKCVatW6R0lpU1uUMnDw0NWfcacOXMGkyZNMpjvJS8vz2BwSu3cuXOKtMlcdCVgrwymJBNXyqZNmyp9m2SdrCGReGBgoKygTnR0NK5evSprqrBSPD09ASj3W6lk8EpOvi6yrJR78gL9cstVNdILhz3H5V7eP6DElFfp96RTB+C/r7RRmZkPRkpJ67iXCciZuldaznzy0+UF6eSWk71dyWda8usVk9dX4jPVaMOhk+WqQ/rbV3zoSIXboYSSdHkjbKXlpG0oPLSnXNuV1lGcLu9cWG45U0j7xUPdhsHFO8DoOjnp13SOkjp2sHy5j6pasEMf6ftY/1f5blpWl31RmWp88AkoDUAFBwcbLCN3NA3ppi8YNHfuXGzZsgU2Njb4/fffdQZwcnJyMHr0aMTGxsLV1dXohYlSQSW55I6ykPNEu71791a0OWZlqQs5JXPJWOMPhb29faWPViH5fWHDhg1mbok8cqaQOTs7o2HDhkbL1KpVS9Y2u3XrhgMHDhitT83Qb6WpQSV95eW8R6ocKSZED6Rlpd+9NSfPmLzdys4xJsftuwIgc2zIbTOOXEqXWbe+cp6egK+vSubWHtQh/UxPybsvqUH7M83O0Kxfn2ytTADS48bNQ/LqkJK+DyG9SPZ6ppStqYT0DFnfECFd80OVfqZFh0x/oIYS533SOvIP7TR5fe3+XZwub0S/oXIu3gFw829sclvIPFLuy/tMtctJ+8XwVn1R3934DfeUrFviKCnptVlKlvzReqaUVRKDT2RRubm5SEhIMHqnPjs7W5y6Z2z6mtyL+OTkZJPaWlHbt283WqagoKASWlKzWWJKli6Ojo7iyUxkZGSVfAJiVbdq1SpZ5YqKzHdR0a9fPzRs2FDW56/UFLJJkyZh7ty5ssoGBQUZDT4pzdnZGdnZ2XqP9bqebEqWsTq+HFEGWN9NgBv35I84kpaVvo+dJ8s+TMRUvdrbwLeW8cBP2l1BHCWlPdX1wFGgIgEXS5K+j4Q/KrZ+eWkEn37NMnFPlmXTPRAqbxej5YT0HHGUlHZgVUi/LzNo8yCvqPSC1ObxdlB5y7sxK6TfE0dKSW/m2j7eESpvT5l1ZOocKVV86HdZ60sp8ZlK94X9471g411b1nol6aniSCklbr5K30vuoS3lWl/JUY6PdB2BWt7G088ApdPu1COlrG1E8c278qfBSctK38eQFsMR4C5vX1zLStE5UmrtX5tlt0NN+zOt7+6PIM8GJtUhPWatPf1/JrdBu46Ue/JGF8otp43BJ7I4uY8oz83Nxf79+43+EKWlpcna7rfffiurnDWylhPFqsicgQRTTJkyBc7OzggICDBLomY7Ozurea/WytT9Y2Njg5IS06fFGPL444/LfsKl3BM+OSenNjY2RstER0fj7t27srZpSEREBNq2bYtmzZoZLOfo6IiYmBgEBgaipKREbxutbcQLmU7al0e0a436Hu5G10m5lyWOktLuA9fuGT+H0C4n/R3dfLp8I0+V/i32raVCPR+5o46si/QzbRsOeHgaX+de5oNRUkrli5P2jTqPA47exvdnfrrw3ygp5S+sVd4uUPm7mbyedF+UHPzL5PWlfVPl7QEbf29Z6+n7hVN5e8LG37dCdZSX9DO1e7w7bLx9jLch/Y44SkojEOddG7Z+9Uxug7QOx8dfhK238VQgxem3xVFS1pYPEQBqedeHj3/VfEqctH9/c7Li0wcD3OvjYc+aO4pMYzTy6V9MXt+UJz4z+EQWJ7fDyg1SycmtVNVZy+gdayPnh92UA6Q53b17F507dwYARYJPkydPhpOTE+bPnw+VSoXIyEjMmTOnwvXSA7a2tooHn4DKT4rt5OSE2NhYJCYmIjc3V+9DBLy8vIwGn6KiohAYGGiwTHh4uNHAEwDExMSgXbt24t+xsbHYv3+/3nyMZHkjQ8NRX06UAaXT7tQjpaQXcvU93BHk7WXytqXH+y9Pm54AVonAkfR9vNjOFn4yRi0BpdPu1COllAh2SC/Ou3UAvGW0I/2u8N8oKeUDLh6egHdtOftC8/dY+j5CHgVcZXSL7IwHo6S0g5KO3io4+5s2hVC6L1Td3aHylnepJKQXQfg1q0wdNZ10X9g+3gUqGd91IT1DHCWl/ZnaePvAxq+Oso00ka23H2z9TRudAmi+F+fHX4Ott/Hf/uL0G+IoKWu88XInQ94sEkPlbmfKO37LLVeZpP17eIvXUd/N+Geacv+GOEpKic9Uow1tnkF9d3kj+1KyUsWRUpV5zGLwiSxu+PDhspLjFhfLG9Je2VNELEHuSbPSiZKtOS9RQkKCrKT05gge6GMol5PSAYf8/Hz06NEDsbGxAHTnGGNuqYox9UlygwcPxsaNG42WM/aj7+TkhIYNG8rKGyeHs7MzXF1dERoaivPnz+stJyeYGxgYqNgJsXY9rq6uOvMxWtvd45qsvocngmROYbE20u/d623sUdfD+GhAoHTanXqklLQOv1oqNPCWV4fyY0Me8K6lgn85cjZZG1cvwMPP9ACWklTedlDVsZddXsmWSI+HNl1bQOVtfPSUkH5fHCVljQEwlbcXbOScp1VCWyzN1rsu7PwDLd2McpFeg/zy22qT19f+Df/hsOl1SPVvNwJ1asmbMnfzboo4Ukrp70h9t7po7BmoaJ0mt8G9NoK8jCeh16YxGrlND9T3MD66MOXeHXGUlEolf8Qug09G8CTX/OQk0QWsO/BhrZQeISV3SqMlLF++HHZ2lj+kderUCYcPHwYATJw4ETk5OTrz+cj90Vu4cCEuXrxodPSHOphlKBfOyJEjK/UpaFXFY489ht9++81oucmTJyM1NVXWSJyoqCi0aNHCYPBJnTjbWFBp8uTJFslxZGykqaUSf2v/Zsj9nebvefUivTgf1qY+AjyMPxjm2r08cZSU9Bhc18MGgV5yA0dElUvl7QYbf0+j5WpC0IZIW51a9dHIp2pOH7RG9T18EORtvtGFlr9Ss3L168uLpFL5yUnETdbB21tezgC5lM6XYQ05jk6cOCH+293dXdZoLH2io6PRvHlzNGrUCBs2bEBxcbHeC2g5wSy5Aa8RI0ZgzRrDc+gdHBwUTZA/efJkZGVlGQ3sqKcXzpkzx2BwZPjw4cjMzDR6fHFwcMCTTz4pK/jk5OSEnj17Yu3atQa37eTkhMcffxyurq6Ijo7WO61t0qRJsoJKlnraqpOTk8Fpd5ZK/C0dNWgoMbmU3HJkGl1Pu8srKr1R5GRnb7SsUgI8nNBYRlJnIiKqGOm5ZI/HRsLHy/gUxDsZyeIoKe1Rzr07jYSfp/Hr7duZKeIoKWsc2UfyMPikx5gxY9C5c2eTLxx5Z5WqM6UP9tUxd5V0alb9+vUrlM/Jy6s0N4Krqys2bdqEhIQETJ48WWdZJY897u7Gk/9Onz4dycnJskYBdenSBb//bvgpN56enujYsSO+/PJLg++lbt26aNasGWJiYjBp0iS95Vq3bg3AeHB7+vTpGn9Ln0KoTT1dbdiwYQZHkL3zzjtiUEb9GeoiN6ikHunTsGFDuLm5oaCgwGDgz9D+69u3r9EcTdIE4YZGZcmdbqf076L2cUhO8nRTypF85X3aHVVvpXFGzUlo/8UkIY1JmjEeSUSVwMerAer4VWzUkZ9nfQTU5silmoLBJz1CQkI0Ak9yT545UopIPrl5vKqS6OhoqFQqBAQEwM/PT1bwKTAwEFFRUTqn56m5uroavNiXc+yRBlUcHBwwYcKEcicld3Z21pmPR5djx47Jqs/V1RWTJk3SO1JISpo4vqJP9pOOiBk4cKDRoKix4I3cXGtygzeenp4AHgQhf/jhB4NtNDSV+ccff8SgQYMMbk9ugnC5tNvTsGFDxZ784+rqKisxudxyVPlS7mWVWZb33/fZSTKVWlc5Kiv9LiAN/BQWlv7b3l6lo5x5nGJM0rpk3CszJU8oLP2OqeztypTVRcjI1FFH4X912JcpW50VZ9wus0woLL0hpLJ3MFhOSTnpmgm4iwtLR2Tb2jsZLKd2V8fyov/qsNOqQ1dZsj4pWWXTo+QVlfZNJzsHo2UrA4NPMskNKvn5+SE2NhZxcXFWeYIbERGBrVu3Klbfk08+iX379ilWH1mGoaTD5SH34ltOwODMmTNVKt+Xs7OzyRfuzs7ORgMa+vTr1w/PPPOMrFGa0jL29vZiUEObnOmQubm5CAkJgaurK7Kzsw2WNSURYVDQg7tfhkYhSY/J+oJP6pFCxcXFKC4u1jtaSDoipkED/cPH1cESYyMApU9sM0Rdn7EgTOPGDx7/6+rqCg8PD4PlDSWzN+WzAJQZ7ajdHvV0RO2Ra+UNRulLTF7ecmScj48PFi1aVGb5lStXxCC6oSchajzW+eQZs7TRFNfvlc2Wk1/039PP7FRGy1qTA0f1pb2Wlw47Uyt4BQDqn2CtGMN/ZckQ4U7Z45pQWHrjTWVva7CcKP2+RuBHb+Ao/b7O1YsPnpTXWAOKDx6pcB1CeoasAJaQnqG3jpL0dKPr6yr3oO5UaN/21BU4UpfVJf/gTr3tk6s444ZWG/L/a4OjwXJS/xxYV6E2HDtoOL0CVT1rT/9U4TpSssreNNc1nV5XOTkYfJLJlKCSn5+f1Z7gKv2ErZCQEAaf9LC1ta0yI3v27Nkjq5zcHE1KTqerjlPzgPJdaOsaIfX444/LTvrs5eWF2NhYXLt2DcHBwXqnVEmDVI6OjnjrrbewcOFCjTK3bt1Cu3btEBsbi+zsbFy7dg25ubllRi2NGDECTZo0MThFTnvb6jYKgqB3mqGxcrm5ueJIIQB6pyw6OzsjNjYWiYmJCAgIMDhSTT2Cx9BnFx0drfF5GBrVpq7P0M2N6OhoWYFFZ2dn2NraGk1gHh0drVieJrl9WFcAS9eUQ7kPnyDLs7e3NxpkDwwM1FtG6RseKVmaOdjyikp/e53sbA2WU9tyuuI3OG7fFaCd8rngvwCWg1YAq7RsWWk6luuqQ1c5pRwuZ4yhbt26OgOSgLygZGBgIK5cuVK+jeuRnwFIA2kl/40Cs9EaBZavJ9YhpJe9qSH8V4dKqw5dZQGg5MA/MlurX/F/T7Cr6ooPGZ5+L0fRoV8qtH7BIXnnu+aWe3CLpZtgNW5nao6qKvhv9JWD1ugr7XLWJuX+9TLL8opKr5uc7BwNlhNfy9I8D9K1vq5ySlpzqmLfMWMYfDKBNQeVLMVe+zZYFWVvb493330XaWlpRhMty2VjY6Mz+PTOO+/giy++MBrIMTTqw1Ju3NB/B6a6kybYXrhwIfLz83UGW7Q1bNhQZ3Lu8kzRNWWElHbQQ33C7+zsbDSYoR2kOnToUJky0qfrubq6ws/PDydPlr276u7ujuDgYDg5ORlM0i0NZPj5+emtT245dSBDHWgxNMXN1dUVoaGhAGAw+KR+z4Y+O+0cT4Y+M3V9hm5uGMoZJTVt2jRxJJohcqb6Sfex0jcsDKnMbZFlBQYGKhqoWHfK8hclO09W/GbTnuPlG1Wlb3+WZyRaeTk6Osoa9WsoKCmVnQloj8Aq/i9GaGuvXU63mwcrNgpM+DVLb0nzhf+UUdFgIAD4+/tXuA5rO48tL2sJrlb0u26Nn6k6iXh53bxX9vifX1R6vulo52S0rFLW/lXxgOLasztMXkeJ73plfk8ZfKIaQdcoJGlw57PPPkPTpk11XsSqn641f/58CIKA8ePH6wxSTZ48GQsXLhQvsPUlt61Tpw7s7OyMftGnTJmCefPmIScnR/b7NLfvvvvO0k2wmOnTp2vkcgKgs79oc3V1xaefforx48cDKA10fvbZZ0YDQIZ+JOTQDnqoA09SgYGBiIyMxNKlS8tsVxqk0hUU0DWaRdfIlbp168LV1RWLFy/GqFGjAOh+Up6udSuyrLyBDEMjldTvWanp1SUlDy40K3pzQ50zSwnS/Wlo2p3cnFVy8ek1NYfc6clyAxXlUdVO2A2Rsz8N7cvc3NwK74uK/F7pklDxQTIWo0SgAkCFggy6fvP1lTPUd+Q85dicfUuJfaFEwEWJ/VnRwJG6DRX5rgMV/0ylI1fvZCSXeb3wv5FL9pKRS7rKKeWbExUfNHDtftmgVN5/ASwnrQCWrrKWpETgv6LfU1PSozD4RDWCnZ1dmeDTlClT4OzsrBFM0HURm5+fjx49eiA2NhZAaTBBV9DB09MTX331lTh9x8bGBj///DM2bNigkY9GOs3Hy8sLNjY2OHnyJO7fv4+NGzcCKH3aYmhoKDZv3iyWA4CMjAxZo23INLqCIdp0/eDLnSbUtGlTjZFEcoIE+k50lHxymLOzM5o0aWJ0u3KDAoaCVIGBgeI++Pfff8s8LU7XuhVZpt1mXUGlyMjIMj+i+kYqOTs7a0yn0xUsMjVgWNkPqJDbPun+5BNcyVopdSEnZzvmDNpU9MJYiaCPNQQDlWINI0OUCvxUNMhgDZTqW5YOuChBicCRtfnlt/KNWqro91TpwP/6c+VL8WEtgeaKquj39OzZs7K3xeATVTt2dnZ47LHH8OuvvwIoDeQ0atSoTM6Zu3fvonPnzhrLDF3YSgMG+kZftGvXTpy+AwADBgxAo0aN8PHHH4ttUZ+USMs1bNhQI6C1bt06PPnkkxrTgYDSL7124Oudd97RyMejnXzZ3t6+TETaxcUFs2bNQmZmJi5fviwGvWoq6VPf9OU40kXaXxwdHWFnZ6c3/5J6iphcui76s7OzNZ7MZm2MBanU+0BX0mtd61ZkmTZdQaUmTZrIukAYM2YMunTpYjRoKPeCw5Qk8bpoH6fkBpXktk+9P431NwamyJKs4UJOqQtra7gwtgb6LkgB+Rdy1jAyhIgMs4bRmtY03djSv2WVyaLBp/z8fMTExOB///sfnJycMGzYMAwbNkxn2b///hvTpk1DYmIigoKCEBMTg5YtW1Zyi6kqeOONN9C7d2/x8e5PPvkkEhISypSTO5VI1zK5oy+A0lE1auqgki7SURD6puwBZQNfDz30kDiiRD3iKjExERcuXEDTpk0RHByM5ORkBAQEAECZ0Td372o+rsbOzg4zZ84ULywzMzNlBWKqMk9PT6M5jnSRTptSqVRYuXJluac+NWzYUCMvUkxMDLZs2VKmPkN9ozzkBBCUDjJUtelVISEh8PX1Vaw+fUnitfezvpMmXaO6lJ4Cp2bKsYgsh+dTVB1UpxFYRNWVEkHiilLiWGGN041rAosGn+bNm4dz585hw4YNuH79OiZNmoR69eqhV69eGuVycnIwatQo9OnTB3PmzMFXX32F0aNHY9++fXBxcbFQ66umy5cvK1qfUsm5lRQeHq7xlCtXV1ed01t0XQA3bNiwzKPjdV14N2nSBG5ubigqKhKDBfouqOUGlaRP7zI0NUsa5JKOpJKOovD19dUY1SW9cNYebfHII49o5L9ycHDQ2H5aWprBaWl9+/ZFo0aN4O/vDzc3N8THxyMtLQ3ff/+9Rjk7Ozt06tQJR48ehUqlUnTIrLOzM0pKSvTWOXz4cDRo0AAAdE5ZVAd61KPMPD09NV53cXHRGSyQfra2trYVyrmjnRdJV19xdXVFbGwsTp8+jXnz5sHGxkb2k+50kTuSSu70MLlBKl3lqsMomoq8B12fRXmDSg0bNoSbmxuKi4sr1CZ1f0tMTNQ53deaE4RLn/5XE/B8ioiIKkN1CRJXl/dR1Vgs+JSTk4NvvvkGq1evRosWLdCiRQtcvHgRmzdvLnOy9NNPP8HR0RETJ06ESqXChx9+iEOHDmHPnj3o27dvubZv7IRc3+tyl1vrhdT+/fsVrS8rK0vR+ipq8uTJ4sWGNBCgDuwcOHDAYMDM1dUVK1euxKhRo8RE37ouvF1dXbFixQqMHDlSXKbvM5cbVFKXNTYVRzraxtBIKrl8fX2xdetWpKamIiMjo0wbfX19MX36dL2PvO/UqRPatm0r/h0cHIzz58+LwacRI0agQ4cOqF27thjYy83NxbFjxzTy7wwePBjffvstAGD8+PFYsmQJBEFASUmJzqekOTk5YfLkyQgKCgIAjB49WiP41K9fP2zfvh0A0Lp1azRr1kxvgnDtQE/jxo3Ff7u4uGDVqlU6PzdTPls5pHmR9NXn6uqKzp07Y/PmzeLf+qiDEOp/6yJ97/qCbHITbMsNUukqp2uZ3OOo3KBxeeuXW07faDW55I5qM9YedfD99OnTFc4Pp576K00wqqYr4F6R3z4lfzcnTZqENm3aKJaE3ZpZ+nyKiIiISA6LBZ8uXLiAoqIijXw2YWFhWLFiBUpKSjROwk+fPo2wsDAxT4hKpUK7du1w6tSpcp8sGbtI0nURYWiUgLQ+a87LIr04q8rUj7p3dnZGeno67t69C39/f4ORaVdXV/GCHTAcLFIn+pYmI9dVn7SfGupTpub7MUTuSCpTuLq6wtXVVe/w0WbNmmHOnDmYNm2aRoDH1dW1TMJqQHPfbt68Gc8995z4XVJv6/HHH8cXX3whBpbUF0/q1zt27CjWsX//fjHoMWbMGLRt21YMZqnFxsZqlHvkkUewd+9eAA8CL7qCWGPGjBHza6kpHTA0hdz65FxUa48A1PW6NPm99j7VblfPnj2xYcMGALqDWer9lpSUhPnz50OlUhktBwBBQUE637PcgJTcoLHcqY2mlHNxcRG3Kef7qJ24XPoetPuwLtq/L05OTnoDi3PnzjXanvIG4FxdXY2OBjS0DV0BQ32fmZzAovZnNnfuXGzZUvaxx9KArJ1d9Uh7aenzKSIiIiI5LHbmlZqaCi8vL418OL6+vsjPz0dmZqZGsr/U1FRxdIOaj48PLl68aPJ2HR0dsWTJkjIXOnIvIqTLnZ2dMWnSJJ0XTtJycp6kRYY5ODggMjISHh4eei9U5ZAbLNJO9K2vjPrC3VCQSmlKj7aRw9nZGe3atdMYIRUQECAGirTJCZDpmmYmrU9arzTooR0oktYnLRcSElIm8BIcHKwxxdDFxUVvfUoHlSzFWP+Q09elZQ0Fs4AH+036dEhD5Qzx8/PDqlWrMH78eDGooO97KydoLGdqo6nlNm/erHfUoJo64CEIgsG8YNp9WM5otcWLF+utT04wTHt/ygkqubi46H0fcj8z9fEzOztbzFen7zOTOxpV7mem7sNKT0O3FEudT0llZ2fj6tWruHLlirhM/W91AFHO+tL1yluHrvUrs46Kqgr7orI/UyXqqC77wpLvQ4k6qsu+qArvQ4k6qsu+4DGr8t+HPipBEIRyrVlBO3fuxKJFi8QnkgFAcnIyevbsiYMHD6JOnTri8jfeeANhYWEYP368uGzRokWIj4/H+vXrZW3v7NmzyM/PR6NGjfTurOzsbKSlpSEzMxNBQUE6y2VnZyMpKQmenp7w9fU1WFdSUhIcHR0RHR2tc8QFyePs7IzFixejdu3aFa5L/bnUq1dPkfpIv9TUVFy/fl3vd8nUcuqRD3IOmIbKyf0Ok/VQ+nurdN+UQ27/lVNW7v7Izs7GuXPnsGjRIqhUKr3TR9Xvs169enBxcdG7XVP2h9Kfmdz6TGljUlISVCoVWrVqVeH2WZIlzqcEQRCDWNnZ2Rg1apTekdWurq56+56c9atSHep6rl27hqtXr2Lp0qUAgMjISDRs2FC8aWNoXWt4H/xM5ddhDW2ojPehRB3VZV9UlfehRB3W0Aa+D2XrMEcbTDmfstjIJ0dHxzKjgdR/Ozk5ySqrXc4YlUolRvEMcXBwMFjOwcEBOTk5RutycHCw2txPlcXR0RGvv/46YmNjxc/wrbfeQkFBAdzd3QEAd+7cAVB699XR0RFpaWnia1lZWahfvz7S0tKQlpamSJscHBwUrY/0M/ZdMrWcUuR+h8l6KP29tda+KZfc/eHh4YH3338fAIz+rsnZt6bsD3N8ZnLqM7WNVZ0lzqcKCwvFPGB5eXkoLi7WW7a4uBiJiYl6t2Fs/apWx9y5c8vccFQHoZycnDBp0qQq8T74mcqrwxraoEQdxtZXoo7qsi+qyvtQog5raIMSdVhDG6ylDnO1Qe75lMVGPp08eRIDBw7EmTNnxLwLhw8fxujRoxEfH68xZH7q1KkoLCzEnDlzxGWTJk2Co6Mjpk+fLmt72nfqKpN0pAUA3Lx5EwBQp04duLi44Pr16+JrmZmZqFevHnJycgyWM6UOQRCwc+dOJCYmaiSrBkoTHDs5Oel8rUWLFhg5cqT4OO06derA2dkZc+fOxT///FOmvI2NjbhsypQpcHJyEu8+c8QRERFZk+oy8skazqfUo32ABzm51E9qNDbaR3t9JerQXr+y6lBqdIm17wtLfKZK1FFd9oWl3ocSdVSXfVEV3ocSdVSXfcFjlnnfhynnUxYLPuXm5qJjx4748ssv0b59ewDAsmXLEBcXJ+YKUfv222+xevVq7NmzByqVCoIg4KmnnsKbb76Jfv36ydre2bNnAaDKn2SW17Vr1zBixAiNSKadnR3WrFkDQRD0vlavXj3ZdS1evBhZWVmVmv+IiIioPKrLeQHPp6yLNFeGegSU+u5wZeSMIiIiqkymnBco86iscnB2dsaLL76I6OhonDlzBvv378eXX36JwYMHAyjN26D+0e7Vqxfu3buHmTNnIikpCTNnzkRubi6eeeYZSzW/ygkICMCAAQM0nnAzYMAA1KtXz+BrptQVFBSE0NBQBp6IiIgqCc+nrIurqyuaNWuGZs2aITQ0FKGhoeLfDDwREVFNZrHgE1A6NatFixZ44403EBMTg3HjxuGpp54CAHTp0gU//fQTAMDNzQ0rV67EiRMn0LdvX5w+fRqrVq2Ci4uLJZtf5URERMDHxwdAaX6lAQMGyHrN1LqIiIio8vB8ioiIiKydxabdVTYOEy8VFxeHZcuWYezYsQgPD5f9mql1ERERWTOeF5QP9xsRERGpmXJeYLGn3ZFlhIeH6w0UGXpNifJEREREREREVPNYdNodERERERERERFVbww+ERERERERERGR2TD4REREREREREREZsPgExERERERERERmQ2DT0REREREREREZDYMPhERERERERERkdkw+ERERERERERERGbD4BMREREREREREZkNg09ERERERERERGQ2DD4REREREREREZHZMPhERERERERERERmw+ATERERERERERGZDYNPRERERERERERkNgw+ERERERERERGR2TD4REREREREREREZsPgExERERERERERmY2dpRtQWQoLCyEIAs6ePWvpphAREZGFFRQUQKVSWboZVQ7Pp4iIiEjNlPOpGhN84gkmERERqalUKp4blAP3GREREamZcj6lEgRBMHN7iIiIiIiIiIiohmLOJyIiIiIiIiIiMhsGn4iIiIiIiIiIyGwYfCIiIiIiIiIiIrNh8ImIiIiIiIiIiMyGwSciIiIiIiIiIjIbBp+IiIiIiIiIiMhsGHwiIiIiIiIiIiKzYfCJiIiIiIiIiIjMxs7SDagst27dwowZM7B//37Y2toCANzc3JCZmWlwPU9PTzg6OsLLywsXLlyASqWCIAiV0OKKqSrtJOvm6uqK7OxsSzeDiEhxKpVK/K1U/7u4uFijzA8//IAmTZpYqIVVV0FBAfr27YupU6eiY8eOste7desWZs6cicOHD8PR0RHPPvssJkyYAEdHR9l1/Pvvv5g+fTpOnjyJWrVqYeDAgRgxYkR53gZGjRoFb29vzJkzx+R19+3bh8jISI1lTz/9NBYvXixr/YKCAsyePRs//PAD7O3t8fLLLyMqKgoqlUrW+jt27MCUKVPKLFepVLhw4YKsOgDgxo0biI6OxrFjx+Dp6YnBgwdjyJAhstcHgDt37iAmJgZ//vknvLy88NZbb6Fv375G19PVj5KTkzF16lScOnUK9erVwwcffIAuXbqYXA9Q2lf69OmDM2fOmLz+qVOnMGfOHCQkJMDPzw8jRoxA//79Tarjt99+w/z583HlyhUEBgbi3XffRdeuXU16DwCQlZWFZ599FlFRUQb3q646PvnkE2zatEmj3NSpUzFw4EDZdVy/fh3Tpk3D0aNH4efnh6ioKDz77LOy1p88eTK+++67MuU6duyIjRs3ym7D8ePHMWvWLFy+fBmNGjXCpEmT0LlzZ5P2xblz5zBjxgwkJiaiSZMm+OCDD9C2bVuN9Qwdo+T2TTnHOWN901AdcvumoTrk9E0578NY3zRUh9y+aagOuX1TXx3Tpk2T1T8NtUFu3zRUh5y+CRj+/ZPbP+X8hso9dupSI4JPgiAgMjISKSkpEAQBTZs2RXp6uniSaW9vj1mzZmHBggW4fv06AMDGxgYlJSVicKqgoECsCwB8fX2RlpamsR1HR0fk5+eX2b6tra24LQcHB7EubeptGmNvb4/CwkKdr6nrNxR4Um/H29sb6enp4nI7OzsUFRWJfzs5OSEvL0/jdX9/f1y7ds1oe7XrCgsLw4kTJwAAtWrVwt27d8usExgYiFu3biE3N1dv23XVr68+QHPfk26GApVKBJ60+wIRkTnI/Q1VEwQBgiDg3XffxbFjx3Do0CHxtS1btmDp0qX48MMP8fXXX5ujudVWfn4+3n33XVy8eNGk9QRBwPjx4+Hh4YHNmzfj7t27+OCDD2BjY4NJkybJqqOkpASjRo1Cq1at8N133+Hff//FhAkT4O/vjz59+pjUnh9//BEHDx7ESy+9ZNJ6aklJSejevTtmzJghLjMliPbJJ5/gyJEjWLt2LbKzsxEVFYV69eohIiJC1vrPPvssHnvsMfHvoqIivPHGG+jWrZvsNgDAO++8g3r16mHHjh1ISkrCe++9h4CAADz55JOy1hcEAWPHjkVJSQk2btyIW7duYdKkSXBzc8NTTz2ldz1d/UhdV3BwMLZv3479+/cjMjISP/30E+rVqye7HqA0qDZ69Gid5+3G1k9NTcXIkSPx6quvYs6cOfjrr78wZcoU1K5dW+f+1VXHv//+i8jISERFReGJJ57A/v37MXbsWOzZswf169eX9R7U5s+fj9u3b5v8PgDg0qVLePfddzX6uZubm+w6ioqKMHr0aNSvXx/fffcdjh49iokTJyIoKAjBwcFG1//www/x7rvvin9fu3YNgwYNwuDBg2W34c6dO3jzzTfx5ptv4umnn8aPP/6IMWPGYM+ePahTp47sOoYMGYJnnnkGs2bNwm+//YahQ4fixx9/FPuWoWPUxIkTZfVNOcc5Y33TUB3Dhg2T1TcN1REREWG0b8o9Xhvqm8bqkNM3DdXx7rvvyuqbhuqQ0z8NrT9ixAhZfdNYHcb6JmD49693796y+qec31C5x059asS0uwMHDuDMmTNwd3cHAIwbNw5vvfUWbt26BQDw8fFBgwYNxMATgDInsNrBDWnQRk3fhyANftjYlN3lXl5eADS/UHZ2drC3t9co5+fnBwAagSf1KC597baxsSlzl8zW1ha+vr7w8PAAUBpIk9al3q6Hhwdq1aolrtevXz+NfWTIww8/LP67bt26uHbtmnhnWRrQkgoKCirzntWcnJw0/pYGMwICAnSuY29vz8CTDOYeIWfKxSCVj67jipK0v38VJffOvVLrWSMHBwdLN6FCKvOzkNu/tfup3PWKi4sxaNAgjWVhYWGYPn060tLSdP7ek25JSUl45ZVXcPXqVZPXvXz5Mk6dOoXZs2ejSZMmaN++PcaPH48ffvhBdh1paWlo1qwZoqOjERgYiK5duyI8PFy8+SVXZmYm5s2bh1atWpn6NkSXLl1CcHAwateuLf6nPu+Ss/3t27djxowZaN26NcLDwzFs2DCcPn1a9vadnJw0tr1r1y4IgoD33ntPdh13797FqVOn8NZbbyEwMBA9e/bEY489hri4ONl1nDt3DvHx8fjss8/QvHlzdO/eHSNGjMDatWv1rqOvHx0+fBjJycmYPn06GjdujNGjR6Nt27bYvn27SfXs378fffv2NXocNrS+r68vJkyYgMDAQDz33HN48cUXsXv3btl13Lx5E6+88gqGDBmCBg0aYOjQoXBxcSkzksDYd+r48eM4fPgwateubfL7AEr7afPmzTX6irOzs+w6Dh48iBs3bmD+/Pl4+OGHERERgccffxzx8fGy1nd3d9fY9pIlS9CrVy/07NlTdhtOnjwJW1tbjBgxAg0aNMCbb74pjgCSW8fOnTvh6emJ6OhoNG7cGEOGDEFYWBi++uorsYyhY5TcvmnsOCenbxqqQ27fNFSHnL4p53htrG8aq0NO3zRUh9y+aagOOf3T0Ppy+6ahOuT0TcDw75/c/mnsN1TusdOQGhF8+ueff9CzZ098//33AABnZ2fs2rVLfL1BgwY4e/YsbGxsxACMOtCjph1p9fT0LLOddu3aafytPslQqVRidDM/Px+vvfaaRrmHHnoIgOYdseLiYhQXF2uc4KtHoUiXSU+ubW1txUCCuoytrW2ZL6ogCMjMzBRHMKlP2AVBQJ06dWBnZweVSoWsrCzcu3dPXM/Hx0cMDtna2sLGxkbcfr169cR/Ozg4IDU1VVxv4sSJyMjIgCAIqFevHvLz88VAlPo/e3t7HDhwADk5ORptVb8P7YCVdB/cvHkTuugabaN9MWLui3bS/V1RkjkvgvXVXd5+I63Pzk7ZgafaF94uLi4m1+Hq6qpzeXnvbuhT3oCnrvWk+9QaAjpy+2NVD8pK32fdunXFf+u7gVAR0n3l7e2tt5z2d0C6nvq33d3dHa6urnB1dUXLli3h4uKCBg0aYM+ePQAe3IwBSs8NfvnlF4PbJE1Hjx5Fx44dsW3bNpPXrV27NtasWaPxGQDA/fv3Zdfh5+eHhQsXws3NDYIg4MSJEzh27Bg6dOhgUlvmzp2LF154AUFBQSatJ3Xp0iUEBgaWa90TJ07Azc1No92jRo3C7Nmzy1VfZmYmVq9ejXfffdek46STkxOcnZ2xY8cOFBYW4vLlyzh58iSaNWsmu47k5GR4e3ujQYMG4rKQkBCcO3dO7yh+ff3o9OnTaN68ucbvW1hYmM4gg6F6Dhw4gLfffhsffvihwbbrW/+xxx7T+Vno6qv66ujYsaO4/cLCQnzzzTcoKChA69atZa0PlM7KmDp1Kj7++GODn6u+Ou7fv49bt27J6qf66jh69CjCw8M1rpOWL1+OAQMGyH4fanFxcTh27BgmTJhgUhs8PT2RmZmJ//3vfxAEAfv370d2dnaZkVeG6khOTkaLFi00buqHhIRo9C1Dxyi5fdPYcU5O3zRUh9y+aagOOX3T2PuQ0zcN1SG3bxqqQ27flPvbo69/Glpfbt80VIecvgkY/v2T2z+N/YbKPXYaUiOm3Q0bNgzDhg0T/z537hyOHTsGoPQE+vTp04iPj4ednZ04JU57iODs2bMxduxY8W/phaN6ut3Jkyc1pjDdu3cPzs7O6NSpE44ePSqW3bJli0bdJ0+eBACNgI16OoCUOvgkXS794VaP8mncuDEuXbokLtP+cdcOyqSkpAAoPVBIAzna09+WL19eZltA6T6UjogqKCjQmFo4YcIEsc3qgJcgCHjppZewe/du8UK+pKSkzEglfRep0uX67krrWld7mdwLQO3pHOqpj4amQFYHpk5j0cXcowYaN26MpKQkAMq0V0pf/yvvdmxsbMQ+ruSovJKSkjIBWnUg15S26ptmKTdY5OLiUiaAbG7Stumb0qzN1tYWKpVKPBYq2W/k7quqPhVVur9u3Lgh/rs8x0NTchQaOp4Yek39fcvKyhK3l5CQAAcHB3z99dc4cuSIRvmWLVsiLCwM8+bNg7+/v6y2EcrcXDOFh4eHxjSxkpISxMbGolOnTuWqr0ePHrh+/Tq6d++Op59+WvZ6cXFxOH78OHbv3o3o6OhybVsQBPzzzz/4/fffsXLlShQXF6NXr14YP368rOBPcnIyAgICsHPnTqxYsQKFhYXo27cv3nrrrXLd/Pjqq6/g5+eHXr16mbSeo6MjPv74Y8yYMQMbN25EcXEx+vbtazC3kTZfX19kZWUhNzdXvBl68+ZNFBUVISsrS2dwV18/Sk1NLXNz2MfHR+9NSH31fPLJJwBQ5nsvd/369etrTI27c+cOfvzxR4wbN052HWr//vsvnnnmGRQXF+Pdd98tM+XO0PorVqxA8+bNjea80lfHpUuXoFKpsGLFChw6dAienp4YOnSozqmm+upQ99VPP/0U33//Pby8vDB+/PgyI5fkHBtWrVqFl156SeOGhpw62rdvj9dffx3jx48Xz7Nmz56tMQvDWB2+vr5lcqHdvHkTGRkZ4t+GjlFy+6ax45ycvmmoDrl9U87x1lDfNLa+nL5pqA65fdNQHXL7ptzfHn3909D6cvumoTrk9E1t2r9/s2bNMunYqasOQP6x05AaOexj6dKl4o+3+oR3/PjxGie/2skUtS8UpCMB1P/29vYucwKdm5uLjIwMnYEjQ1QqlUm5AdTq1asnBp4A89yF1mbsPQmCoBGtValU8PPzw3fffYeioiJ4eHigoKBA58Wfvn0gPVnRnnpYkbbqo9027RFmxphyl1CbJUdnVYXRGerAE1B57S1v4EAacJLTF+UeA7T7ofR7r71PpGX1jXQqL31Tao2p7Ol0xcXFGp+hnH4j93tYnhFnVV1FR/FV9sMx1P2tsLAQ2dnZ4g0YoPREHSgdyXzy5EmMHDmyShwHq6P58+fj77//RlRUVLnWX7x4MVasWIHz58/LHjGUn5+PadOm4eOPP67QdOPr168jNzcXDg4OWLhwISZNmoTdu3dj3rx5stbPycnBv//+i61bt2L27NmYNGkSNm3ahPXr15vcFkEQ8M033+hNIG3MpUuX0L17d2zbtg2zZ8/Gnj17NGYPGNOmTRv4+flhxowZ4vtat24dANOD1ep9KmUol2plyMvLw7hx4+Dr61tmRIUc3t7e+Pbbb/Hxxx9jyZIl2Lt3r6z1kpKSsHXrVp1J5eW6fPkyVCoVHn74YaxatQr9+/fH1KlTsW/fPtl15OTk4LvvvsO9e/ewYsUKvPjiixg/fjzOnj1rUluSk5Nx+PDhMlOg5cjOzkZycjIiIyPxzTff4M0338Qnn3yicT1kzFNPPYUzZ87g66+/RlFREX777Tf8/PPPBvuo9BhV3r5Z0eOcoTpM6Zu66jClb0rXL2/flNZR3r4praO8fVPXvjClf0rXL2/flNZRnr6p/ftXnv5Znt9QOWrEyCdtOTk5WLx4MS5cuIDly5ejoKAAzZo1g62trfhBbtiwQWMd7alr0ulo6sTc+u66Soe0qQNVKpUKDg4OyM/PR4sWLXDp0iXk5eWJIwfUARvpHWE5d+e1czKpt1e3bl3cunVLTDSel5cHBwcHjaf9qYcGSskdEaB959rW1hZubm5irqzi4mJxhJggCBojy9zc3JCWliauL03cru+LJd3X6gt6pZ/MZmgUh3S0lhznz583advS/S53G+7u7sjKytL5mvbnI63f0KgD6ciuevXqyc75RfJJD/7an4U0yC0tp/0wAO3PT9/3Rrt+pZ9kWN6LdCWDD+Z60qe+96a9vfKO/DLUbiVHZilRl3Yd2sFYJbYh7ePqad76+rX298GYkpISuLi4oLCwEIWFhbh27Ro6deqEw4cPw87ODoWFhVi9ejUee+wxXLx4EadOnSozrZ7Ma/78+diwYQMWLFigc+qMHOp8Tfn5+XjvvfcwceJEo6OOli5dipYtW2rcgS6PgIAAHDlyBLVq1YJKpUKzZs1QUlKC999/H1OmTDF608zOzg7379/HZ599Jua1vH79Or766iuNkfxynD17Frdu3cJzzz1n8vuIi4vDt99+i4MHD8LJyQmtWrXCrVu38MUXX+D555+XVYejoyMWLlyId955B2FhYfDx8cGIESMwe/ZsvYmtDdWlfZ5aUFCgeF5CubKzszFmzBhcuXIFW7Zs0ZkryRh3d3c0b94czZs3x6VLlxAbG2t0pJ4gCPjoo48wfvz4MtN0TPHiiy+ie/fuYnqEpk2b4sqVK/jqq69kJ5S3tbUV89HY2NigRYsWOH78OL7++muTcqbt3bsXzZo1K9dU1zVr1ogPlwKAFi1a4MyZM9i4cSNiYmJk1REcHIwZM2bgk08+wbRp09CsWTO8+uqrekd4aB+jytM3lTjO6avDlL6prw65fVO6fpMmTfDqq6+a3De129CkSROT+6Z2HeXpm/r2hdz+qb3+woULTe6butpgSt8Eyv7+9evXr8yMJmP9szy/oXLUqJFPH3zwAYDSA+XkyZOxZs0a8bW33npL40dw0aJFGutqfzjSiwR9J73SxJLSxN1q6gvLv/76S7yolJbz8fHR2E5FTuZv3Lghrp+eno6cnBwx0blaWFhYmfXkblP7oqm4uFgjQAeUXqCoVCo4OTmhSZMmcHZ2hqOjo8YFsEql0rjg1t6+9A67dCSCSqXSeSGtUqnE4ZG2trbo1KmTxnqG7thLR51oj3pQjyyROwJGmutAjvJ81tqBJ+noF0PTDQ1dqEsv9qw18FSeUTPlHRFoyig7XXS1VXrXwdBnIS2n75gjrV/XiYacoIzSo6EMkX6vtIcDy6W9T/W9R+1RZHJHKOk75hjbnpSPj4/RMobqUXLkjRJ16apDnbtQqW1I+7j29HHt47YpoyfUD/MoLCzUaKf6JpG6rk6dOsHDwwNOTk4Gh6WT8mbMmIF169Zh/vz5Jk2XA0qTpe7fv19jWVBQEAoLC2Xljvrxxx+xf/9+hIaGIjQ0FLt378bu3bsRGhpqUjuA0ht60uNT48aNkZ+fr/fpvFK1a9eGo6OjxgNVHnroIY0prnL99ttvaN++vc7zUGPOnTuHRo0aaZwDN2/e3OTzgdatW+OXX37BoUOHcODAATz00EPw8vIy+ffG39+/zJOm09LSyv37URH379/H8OHDcfHiRWzYsMHk/F4XL17E8ePHNZY1btzY4FQatevXryM+Ph5z584V+6r6kfLaj0Q3RKVSlcnL+fDDD4sPZJLDz88PgYGBGr+P5emrv/32G5544gmT1lH766+/0LRpU41lzZo1M7mf9uvXD8ePH8fBgwexY8cOqFSqMtMgAd3HKFP7ZkWOc8bqMKVv6qrDlL6pvX55+qauNpjaN3XVYWrfNPSZyOmfutY3tW/qa4Ocvmno96927dqy+mdFf0PlqDHBp6VLl2Lnzp0AgMmTJ+Ojjz4SL0Dt7OwwYcIEjdE02h1ee1iarhwE0osZR0dHMfjSoEEDjZMNf39/CIKgcUGiPglWfyFsbW2RnJys870YijoGBQVpXHR6eXnB3t5e50XzlStXADy4eDt48GCZMoYutg1NCXJ2dtYIbtna2qK4uFhMOp6SkoKioiIUFRWJXwYPD48yUXJ129T/VwewgAf7TL3fpSd56narVCpxnzo6OuL06dM6k9Bqbw+AxkHW0NQlOcu1o81KMTQVyFBgTOlk14aU506gKfRdtBvqu0pMm1MzJfhl7ulF0lGS+vqctL267jrrGw1Vnj6jvW+0+6v0eyUdDWnKVFO5+1Q7abquEUq6LoTUfUWlUskKqui6i6SeylWd/fPPP5W2Le3vr778abq+m0VFReKIJ/V63bp1g5eXF+rUqSMeN7766iukp6cjNzdX7xNVSXlLly7F1q1b8fnnn5drpE5KSgoiIyM1LlDOnTsHb29vWYnjN23ahN27d2Pnzp3YuXMnevTogR49eojnj3L99ttv6Nixo8Zx+Pz58/D09JTVjjZt2iA/P1/je3X58uVy9cUzZ86Ue+Sen58f/v33X41z4MuXL+u8INcnMzMTr776KjIyMlC7dm3Y2dnhwIEDJieBB0r3y19//aURnD5x4gTatGljcl0VUVJSgsjISKSkpGDTpk1o0qSJyXX8+uuv+OijjzR+w/766y+deYq0+fv743//+5/YT3fu3Ak/Pz+MHz8eM2fOlN2GRYsWlUkzcuHCBVltUGvTpg0uXryocRy+dOmSSX1VEAScPXu2Qv1UmoIBML2fHj58GFFRUbC1tYWfnx8EQRC/x1L6jlGm9M2KHucM1WFK39RXh9y+qWt9U/umvjaY0jcNfSZy+6ahz0RO/9S3vil9U18dcvumod+/sLAwWf2zor+hctSI4NOlS5ewfPlyMeK6fft2+Pr6ihdTdnZ2EARB48Li119/1ahj9erVGn/rurCVXsxIL3SkQSR/f3/xA9W+IJGeKBtKRuzu7q73tbS0NI2THT8/P7i4uOisT31QUf9f1wW5duBA7sgPQRA0gnnSNj/88MPIzc1FYWEhHBwcxO0XFBSgbdu2Btuo/W+g9EJVO0G7+v1K92lOTk6ZC3LtC1K5F7L6or/61jfXxaehi2FD70X6WZs7EGWuwJsxhr5DSgaBlJ4ypsR6+vqFp6enRnvl3sWwt7cvV8CuvAn+LZVjx9A0RLmfc3nzXlVXlZ3PS0ruZ9amTRu0bNkSaWlpYt+bM2cOgNI7lNpPnyLzUJ+rjRw5EmFhYUhNTRX/k6tVq1Zo0aIFPvjgAyQlJeHgwYOYP38+3nzzTVnrBwQEoFGjRuJ/6icjNmrUyKT3EhoaCkdHR3z00Ue4fPkyDh48iHnz5skelfLwww+jW7dumDJlCi5cuIDffvsNq1atwquvvmpSO4DSUQzlfWpfjx49YG9vj48++gj//PMPfvnlF6xYscKkvDyenp7IycnB/PnzkZycjG+++Qbbt283aYSOWocOHVC3bl1MmTIFFy9exKpVq3DmzBm8/PLLJtdVEd9++y2OHDmCTz75BB4eHmI/1Z52Zcjzzz+P1NRUfPrpp7hy5Qo2b96MXbt2YfTo0UbXtbOz0+injRo1gp2dHXx8fEx6QEL37t1x7NgxrF27FlevXsWWLVuwc+dOk6Z29u7dGyUlJYiJicG///6LzZs347fffsMrr7wiu45r164hOzu73P20f//+OHToENavX4/k5GSsX78ev//+u0kPQHjooYfw66+/YsuWLUhOTkZMTAzu3r2LF198USxj6Bglt28qcZwzVIfcvmmoDjl9U9/6GRkZsvumoTbI7ZuG6pDbN419Jsb6p6H15fZNQ3XI6ZuA4d8/uf2zor+hctSInE8///wziouLsXLlSgClkdNRo0YBKB01k5ubi08//RTAg7xH6mSIatpf2j/++KNcbTE0lFXuibJ2IEM9Aik/P79MOxMSEsR/lycPh/bFqfSC3tDj17UvwKTtkg7nkwYm8vLyTEpyqK+NUqY+Ucxc+WIqO6GuKar6U7eqk/L2E7nrmXJiLFWdn+hI5mXNxz416TR79ZS8I0eO4JFHHsG8efMsGkCrSdTnal988QW++OILjdek5zKG2NraYvny5ZgxYwYGDBgAZ2dnDBo0CIMHDzZHk/Vyc3PD2rVrMWvWLPTr1w+urq6IiIgwKeDy6aefYsaMGXj11Vfh7OyM119/vVzJmNPS0jTSQJjC3d0d69evx8yZM/Hyyy/D29sbb731lsmJtRcsWIBp06ahT58+qF+/PhYtWlSuoK768/3www/Rt29fNGrUCMuWLUO9evVMrqsi9u7di5KSkjKBog4dOmDTpk2y6qhTp47YR2JjYxEQEIBFixahRYsW5miyTq1bt8aiRYuwePFiLFq0CAEBAfjss89Mmmbq5uaGdevWITo6Gr1790a9evWwYMECk96H+rqmPFNDAaBt27ZYsmSJ+D4eeughrFq1yqQRaf7+/li4cCHmzp2LefPmoU2bNli3bp3GiGhjxyg5fVOJ45yhOrp06SKrbxprh7G+ae73kZCQIKtvGqtDTt80Voex/mlsfTl901gdxvomYPj3T6VSyeqflfEbqhKqwpkhERERERERERFVSTVi2h0REREREREREVkGg09ERERERERERGQ2DD4REREREREREZHZMPhERERERERERERmw+ATERERERERERGZDYNPRERERERERERkNgw+ERERERERERGR2TD4REREREREREREZsPgExFZhZCQEOzYsaNStpWcnIx+/fqhZcuWePvttytlm0RERERKqYnnTdevX8ePP/4o/t2jRw8sWbLEYu0hItPYWboBRESVLTY2Fjdv3sT3338PT09PSzeHiIiIyGpZy3nTpEmTEBAQgOeee85ibSCi8mPwiYhqnHv37uGhhx5C48aNLd0UIiIiIqvG8yYiUgKn3RFRpbt58ybeeusthIaG4vHHH8fu3bvF10pKSrBy5Uo8/fTTaNmyJdq1a4cRI0bg6tWrAIBZs2ahZ8+eGvVlZWWhdevWOHDgAAAgPj4egwcPRlhYGDp27IgpU6YgIyMDADBo0CDs2LEDx44dQ0hICDZs2ICQkBAcO3ZMo84JEyZg/PjxYv1Tp05Fp06dEBYWhsGDB+Ps2bOy2wyUDo9fvHgxunfvji5duuDKlSuK7U8iIiKqvqzpvOnIkSOYPHkyJk6ciE8++QTt27dHhw4dsHjxYly6dAmvvfYaWrdujT59+uD06dPiNjMzMxETE4OuXbuidevWiIiIwJEjR8TXlyxZgiFDhmDVqlV4/PHH0apVKwwcOBCXLl0S23H06FF899136NGjh7heamoqIiMj0bZtW3Ts2BGzZ89GcXGxsh8AESmCwSciqlRFRUUYMWIEMjIyEBsbi0WLFmHt2rXi6xs3bsTatWsxefJk7N27F8uWLcOVK1cwZ84cAEDfvn2RnJyM48ePi+v89NNP8PDwwGOPPYYzZ85g0KBBaNKkCb7++mssWrQIp0+fxvDhw1FcXIwlS5bgmWeeQWhoKH7//Xe8+uqraN68OXbu3CnWl5WVhf3796Nfv34QBAEjR45EcnIyVq5cia+//hpt27bFq6++ir///ltWm9W2bNmCxYsXY+nSpQgMDDTfTiYiIqJqwdrOm0JDQ8U6bG1tsWPHDgwZMgTLli3Dm2++ieHDh+Obb76Bo6MjYmJiAADFxcUYNmwYjh8/jvnz52PHjh0IDg7G8OHDcebMGbFdx48fx4kTJ7Bq1Sps2bIFd+7cEetYsmQJQkND8cwzz+Dbb78V1/n222/xyCOPYPfu3Xj//fexfv16fPfdd+b7QIio3Bh8IqJKFRcXh4sXL2LevHlo0aIFQkNDMXv2bPH1hg0bYu7cuejevTsCAgIQHh6OXr16ITExEQDQtGlTtGjRArt27RLX+e677/D888/D1tYWX375JUJCQjB16lQ0btwYnTp1wueff46//voLv//+Ozw9PeHk5AR7e3vUrl0bDg4O6NevH/bu3Yv8/HwAwP/93//Bw8MDXbp0weHDh3Hq1CksXLgQbdq0QePGjTFhwgS0bdsWGzdulNVmtRdeeAGtWrVC27ZtzbyXiYiIqDqwxvMmAPD09MSkSZPQsGFDDBkyBADw7LPP4oknnkBISAj69u0rtuH333/HX3/9hc8++wwdOnRAUFAQYmJi0KRJE41AWlFREebNm4emTZuiVatWiIiIwMmTJ8Xt2dvbw8nJCd7e3uI6Tz31FN544w00aNAAL7/8MkJCQnDu3DnzfBhEVCEMPhFRpUpMTEStWrXQsGFDcVmzZs3g5OQEoPTJJd7e3li0aBHeeecdvPDCC1i3bh1KSkrE8v369cP//d//oaCgAP/++y/i4+PRr18/sf527dppbLNp06Zwd3dHQkKCzjb16dMH+fn5+PnnnwGUnpS98MILsLW1xV9//QVBENC9e3eEhoaK/8XHx4tDweW0GQAaNWpUwb1HRERENYk1njcBQP369WFjU3op6eLiAgBo0KCB+LqTkxMKCwvFbbi7uyM4OFh8XaVSoX379ho36nx9fVGrVi3xb3d3d7EOfbRHkteqVUu8mUhE1oXBJyKqVCqVqkxQBgDs7Eqff7Bq1SoMHjwYGRkZCA8PR0xMDIYNG6ZRVh0s+vXXX7Fr1y60bt1aTIIpCILO7QqCAHt7e52v1apVCz179sSuXbuQnJyM+Ph49O3bF0BpLgU3Nzfs3LlT47+ffvoJixcvlt1mAOKJIhEREZEc1njeBEDna+pglK669C1Xvw8A4qgqU9ja2sreHhFZFp92R0SVqlmzZsjKysLFixfRpEkTAMCVK1dw//59AMCKFSswduxYjBo1Slxn7dq1GicSHh4eePLJJ7Fv3z5cuHABr7/+uvhaSEgITpw4obHNCxcu4P79+waf0tKvXz+89dZb2Llzp8ZJWXBwMO7fv4/CwkIEBQWJ5T/66CM0bdoUAwcOlNVmIiIiIlNZ63mTKUJCQpCVlYXExERx9JMgCDhx4oTGuRURVW8c+URElapjx45o06YNJk6ciFOnTuHs2bOYOHGieLesbt26+OOPP5CUlITLly9jwYIF+N///oeCggKNevr164d9+/bh6tWreO6558TlQ4cORUJCAmbMmIFLly7hyJEjeO+999C8eXOEh4frbVfnzp3h6+uLNWvW4KWXXhKXP/bYY2jWrBmioqJw+PBh/Pvvv5g9ezZ27NghnpTJbTMRERGRKaz1vMkUXbp0QbNmzfDuu+/i6NGjuHTpEqZPn47ExES88cYbsutxdXXFtWvXcPPmTUXaRUSVi8EnIqpUNjY2WLlyJR5++GEMGzYMo0ePxnPPPScmj5w3bx7y8vLQr18/DBw4EImJiYiJicGdO3dw/fp1sZ7w8HB4eXmhZ8+e8PDwEJe3adMGa9aswblz5/Diiy/inXfeQWhoKNatW2dw+LiNjQ2ef/55CIKgcVKmTsbZsmVLvPPOO3j++edx7NgxLF26VDwpk9tmIiIiIlNY63mTKdTnUs2bN0dkZCT69euHixcvYv369SY9hCUiIgKJiYl4/vnnUVxcrEjbiKjyqATOCyGiKig7OxtdunTBsmXL0LlzZ0XqnDx5MoqKivDpp58qUh8RERGRNTDHeRMRkSmY84mIqpS7d+/i8OHD+L//+z/xkcIVpR6u/uOPP2Lz5s0KtJKIiIjI8sxx3kREVB4MPhFRlVJcXIwPP/wQ3t7eWLhwIVQqVYXr3L59Ow4cOIBx48ahdevWCrSSiIiIyPLMcd5ERFQenHZHRERERERERERmw4TjRERERERERERkNgw+ERERERERERGR2TD4REREREREREREZsPgExERERERERERmQ2DT0REREREREREZDYMPhERERERERERkdkw+ERERERERERERGbD4BMREREREREREZkNg09ERERERERERGQ2DD4REREREREREZHZMPhERERERERERERmw+ATERERERERERGZDYNPRERERERERERkNgw+ERERERERERGR2TD4REREREREREREZsPgExERERERERERmQ2DT0REREREREREZDYMPlG1M2jQIAwaNEjv6z169MDkyZM1liUmJiIqKgqPPvooWrZsiS5duuCdd97BhQsXFG9fXFwcIiMj8dhjj6FNmzZ4+umnMXfuXNy5c0fxbanNnz8fHTp0QNu2bbFz506d+8AaGPvsqrodO3YgJCQEKSkplm6KYiZPnowePXpUuJ6EhAS8+OKLaNmyJZ599lkFWkZERERERNbCztINILK0ixcvYsCAAWjbti0++ugj+Pj44ObNm4iNjcUrr7yCjRs3om3btops69NPP8WaNWvQq1cvfPjhh/D09ERCQgJWr16N//3vf4iNjUXdunUV2ZZaYmIi1qxZg1deeQUvvPACHn74YQQHB8PNzU3R7RBVxLJly3D9+nUsW7YM3t7elm4OEREREREpiMEnqvHWrVsHLy8vrF69GnZ2D74SPXv2RK9evbB8+XKsWrWqwtv58ccfsXr1akyZMgVDhgwRl3fq1Aldu3bFSy+9hJkzZ2Lp0qUV3pZUZmYmAOC5555D+/btAYAX92R1MjIyEBwcjK5du1q6KUREREREpDBOu6MaLy0tDYIgoKSkRGO5i4sLPvjgAzzzzDOKbGfVqlUICgrCG2+8Uea1wMBAvP/++wgNDYUgCACA/Px8LFu2DL169UKrVq3w1FNPYdWqVRrtHDRoED788EOsWrUK3bp1Q6tWrRAREYEzZ84AAJYsWSJOY3vjjTfE6VHSaXcpKSkICQnBunXr0KtXL7Rp0wbbt2/HkiVL0KtXL+zbtw+9e/dGq1at8MILLyA+Ph6nTp1C//790bp1a/Tu3RtxcXEa7ycxMRGjR49Gu3bt0K5dO4wdOxbJyckaZa5fv47IyEiEhYXh0Ucfxbp162Ttx9u3b2PSpEkIDw9HaGgoBg4ciPj4ePH19PR0xMTEoHv37mjZsiU6dOiAsWPHakx1u3r1Kt5880107NgRbdq0wYABA3Dw4EGT38OGDRvEz+exxx5DdHQ07t+/b/Q9nDx5Upxi1rt3b/z000/ia/369UNERESZdYYMGYKhQ4eWWZ6ZmYnmzZtj/fr14rIbN24gJCQE77//vrispKQEHTt2xMqVKwGU9q958+aha9euaNmyJfr06aPRDrVvvvkGzz33HFq2bIlu3bphyZIlKC4u1vve/v77b7Rv3x4jR45EQUEBgNLPbMqUKejatStat26Nl19+GT///LO4TkhICI4ePYpjx46JfbFVq1b4/PPPNerOzc1FWFgYvvjiC/E9rVq1Ck8++SRatmyJp59+Gps2bdJYp7i4GKtWrULv3r3RunVrtG3bFhERETh8+LBYZsmSJXjyySexdOlSdOjQAV26dMHdu3f1vkciIiIiIjINg09U43Xr1g3Xr19HREQENm/ejEuXLokBoF69euGll16q8DZSU1Nx4cIFdOvWDSqVSmeZ1157DcOHD4dKpYIgCHjzzTexZs0a9O/fHytWrECvXr2wcOFCTJs2TWO9vXv34ueff8ZHH32Ezz//HGlpaRg3bhyKi4vRv39/fPzxxwCAjz/+2OCoqiVLlmDkyJGYN28eHn30UQDAzZs3MWfOHLz55ptYtGgR7t27h/Hjx2PChAno378/li1bBkEQEBUVhby8PADAP//8g4iICNy5cwdz587FzJkzkZycjFdffVXMa5WTk4OBAwciMTERM2bMwNSpU/HNN99oBJF0yc7OxquvvoojR47g/fffx9KlS+Ho6Ihhw4bhypUrEAQBo0ePxh9//IH33nsPa9euRWRkJOLi4sT9VlJSgtGjRyM3Nxfz5s3D8uXL4enpibfeegv//vuv7Pfwww8/YP78+Xj99dexdu1ajB07Ft9//z1mzJhh8D2oP4tnnnkGy5cvR5MmTRAVFYX9+/cDAF5++WXEx8eLbQFKg0lHjhxB3759y9Tl6emJtm3b4s8//xSXqYOBx48fF5edPn0amZmZ6NatGwRBwNixY7F161YMHToUX3zxBUJDQxEVFYWdO3eK66xcuRJTp05FeHg4VqxYgddffx2rV6/G1KlTdb6vS5cuYfjw4WjTpg2WLVsGBwcHpKWl4eWXX8bx48cRFRWFJUuWICAgAGPHjsWuXbsAANu2bUPz5s3RvHlzbNu2DS+88AJ69uyJ3bt3i99FANi3bx9ycnLw4osvAgCio6OxePFiPP/88+J3ZNasWVi2bJm4zqefforly5djwIABWLNmDWbMmIHMzEy8/fbbyM3NFctdv34dBw8exIIFCzBlyhTUqlXL6OdIREREREQyCTVUfn6+8NxzzwmHDx+Wvc6RI0eE559/XmjdurXQv39/4fz582ZsIZXXwIEDhYEDB+p9vXv37sKkSZM0li1cuFBo1aqVEBwcLAQHBwsdO3YU3n33XeH06dOKtOn06dNCcHCwsGXLFlnlDxw4IAQHBws//PCDxvJly5YJwcHBQmJioiAIpe+1TZs2QlZWlljmu+++E4KDg4WzZ88KgiAIhw8fFoKDgzX6unQfJCcnC8HBwcIHH3ygsa3FixcLwcHBwsGDB8VlK1euFIKDg4VvvvlGXLZnzx4hODhY+PvvvwVBEIQJEyYInTt31mhTRkaGEBYWJsyZM0cQBEGIjY0VQkJChIsXL4plrl+/LrRo0cLgZ7dp0yYhJCRE3JYgCEJOTo7w1FNPCV9//bVw8+ZNYdCgQcKxY8c01psxY4bQsmVLQRAE4fbt20JwcLCwa9cu8fV79+4Js2bNEvernPcwdepU4emnnxaKi4vFMt9//72wceNGve3fvn27EBwcLKxZs0Zj+Ysvvii89NJLYltat24tLFq0SHz9iy++EMLCwoTc3Fyd9a5cuVJo27atUFBQIAiCILz33nvCSy+9JAQHBwvJycmCIAjCokWLhO7duwuCIAi///67EBwcLPz4448a9bz33nvCo48+KhQWFort+PjjjzXKfP311xp9cNKkSUL37t2Fq1evCl26dBGGDBki5OXlieXnzZsntGjRQkhJSdGo54033hAeffRRcf9pf29/++03ITg4WIiLixOXDR06VBg2bJggCIJw+fJlISQkRFi5cqVGvQsWLBBatWolpKenC4JQ+lmuX79eo8zevXuF4OBgIT4+XhCEB31du98QEREREZEyauTIp/z8fEyYMAEXL16UvU5ycjJGjoTRz6UAAKW7SURBVByJJ598Et9//z1CQkIwZswYcVoJVS3ao4/efvtt/Pbbb/jss8/w8ssvw83NDbt37xYTjutTXFyMoqIi8T9905HUuaS0p/bpc/ToUdjZ2aFXr14ay59//nnxdbWgoCCN5OH+/v4AoDGqQ45mzZrpXN6uXTvx376+vgCANm3aiMs8PT0BAPfu3QMAHD58GB06dICTk5O4X9zc3NC+fXtxdM7x48fRsGFDBAUFifXUrVvXaGL3EydOoH79+hptdXZ2xt69e9G/f3/4+/tj48aNCAsLQ0pKCv744w9s2rQJJ0+eFL+rvr6+CAoKwtSpUzFp0iTs3r0bJSUlmDJlCpo0aSL7PXTq1An//PMP+vbti6VLl+Ls2bPo06ePrKf1aT/NrWfPnvj777+RnZ0Nd3d3PPXUU+KoIAD47rvv8Oyzz8LJyUlnfV27dkVOTg5Onz4ttv+NN96As7Mzjh07BgA4dOgQunXrBqB0ZJRKpULXrl01+m+PHj2QmpqKixcvIj4+Hnl5eejRo0eZMgDwxx9/iNvPzs7GkCFDkJqaipiYGDg6OoqvHT16FKGhoQgICNBo8/PPP4/U1FRcvnxZ53vq3Lkz6tWrh++//x5A6Si8uLg4cSTi4cOHIQiCzvbl5+fjxIkTAIDPPvsMb7zxBtLT03H8+HFs375d3Lfax2993wEiIiIiIqqYGpdwPCkpCe+++67GVA45YmNj0bp1a0RGRgIAPvjgA/Tp0weXL19G06ZNzdFUKicXFxcxybYuBQUFcHZ2LrO8Vq1a6N27N3r37g2gNHfN+++/j/nz56NPnz7w8vIqs86QIUM0AkEdOnQok3MGKA2sqFQqXLt2TW+77t69Czs7O7i6uuLu3bvw8vKCra2tRpnatWsDALKyssRl2u/FxqY0piw30KXm4uKic7mup+Lp2n9qmZmZ+Omnn3TmD1InOle/P221a9dGWlqawbp9fHz0vg4Au3btwueff44bN27A09MTzZo10wjaqFQqfPnll/jiiy+wb98+7Ny5E/b29ujZsydiYmJQq1YtWe/h2WefRUlJCbZs2YLly5eL08nee++9MsElbeognpqPjw8EQcD9+/fh6uqKl19+Gbt27cLx48dha2uLK1euYO7cuXrrCwkJQd26dfHnn3/Cy8sLt2/fRufOndGuXTscPXoUXbt2xV9//YW3335b3I+CIGgEFqVu374t5jwaNWqU3jJqmZmZePjhh3Hv3j3Mnz8fS5YsEV+7e/cuGjRooHcfqIOW2mxsbNC3b1+sW7cO06ZNw/fffw83Nzc8+eST4jaB0kT6uty6dQsAcPbsWcTExODs2bNwdnZGUFAQ6tWrBwBlfgdcXV111kVERERERBVT44JPR48eRceOHREVFVVmlMXx48cxa9YsJCUloVGjRoiMjMTTTz8trifNt+Ls7CzmaCHr4uvri8TERJ2vFRQUID09XbzwvXXrFvr164e3334b/fv31yjbvHlzREVFiYmmdQVLYmJikJ2dLf6t7+LVy8sLLVq0wG+//Yb3339fZ96npUuXYuvWrfj1119Rq1YtZGRkoLi4WCMApb7g19UWa+Hu7o7OnTvrTI6tHgHm5eWlkdNIzVDQUF23NHG42smTJ8V9NmnSJAwaNAjDhw8XR4HNmzdPHAkDlI4Oi46OxrRp03DhwgXs2bMHq1evhpeXF6ZNmybrPQAQg5VZWVn4/fffsXr1arz//vsICwsTt63L3bt3NQJQaWlpsLW1FfMMdejQAQ0bNsSePXtgY2ODhx9+2OiosK5duyIuLg4+Pj546KGHULt2bXTs2BFff/01fv/9dzg5OaFjx47ifnRxcdE7qq9Ro0Y4efIkgNKcSYGBgWXKSNvv6emJNWvWYNeuXYiOjsb+/fvRs2dPAKVB3dTU1DLrq5cZ6st9+/bFsmXLcOjQIfzf//0fnn32WXFUlYeHB4DSpO+6vnf16tXD/fv3MWLECISEhODHH3/Eww8/DBsbGxw8eBB79+7Vu10iIiIiIlJWjZt299prr+GDDz4oM3IjNTUVo0ePRt++fbF7926MGDECkydPFhP2Jicnw8nJCePHj0fnzp0xePBgJCUlWeItkBEdOnTA9evXcerUqTKv7d+/H8XFxejUqROA0gtoOzs7bNmyBfn5+WXKX758GY6OjmjUqJHObT388MNo1aqV+N/DDz+st13Dhw9HYmIiYmNjy7yWlJSE7du3o3PnzvD19UWHDh1QVFSEPXv2aJRTTxcKCwvTux1L69ChA5KSktCsWTNxv7Rs2RLr16/Hvn37AJROWUtJScHZs2fF9dLT03V+ZlLt27dHcnKyxpTZ/Px8jBs3Dt9++y3i4+NRUlKCcePGicGf4uJicapcSUkJ4uPj0blzZ5w5cwYqlQrNmjVDVFQUgoODcf36ddnv4Z133sHYsWMBlAZznnnmGYwZMwZFRUUao4J0OXDggPjvkpIS7NmzB23atBFHaKlUKvTt2xf79+/HL7/8Iivpfbdu3XD27FkcOnQIHTp0APBgP2/duhWPPvooHBwcxPeXk5MDQRA0+m9iYiKWLVuGoqIitGnTBvb29rh165ZGGTs7O3z++ecaQUBXV1e4urpiwIABaNu2LWJiYsTReY888gji4+PLjPrbtWsXateurfe7BQABAQEIDw/Hxo0bcf78eY0bAO3btwcAZGRkaLQvPT0dixYtQmZmJi5fvozMzEwMHjwYQUFB4qjAQ4cOifueiIiIiIjMr8aNfNJn8+bN6Ny5MwYOHAig9M7/+fPnsWHDBrRv3x45OTn49NNPERkZidGjR2Pjxo0YMmQI9u7dy6kaVubZZ5/Fhg0bMHr0aIwePRotWrRASUkJTp48iTVr1qB3797idCNbW1tER0dj7Nix6NevH15//XU0btwYubm5+OOPP7B582a8/fbbijz56tlnn8Wff/6JTz75BKdPn0avXr3g4uKCM2fOYN26dfDy8sInn3wCAHj88cfRsWNHfPTRR7h16xaaNm2Ko0ePYvXq1XjppZc0ciVZmzFjxiAiIgKjR4/Gq6++CkdHR2zbtg379+/H4sWLAQAvvPACNm7ciMjISERFRcHNzQ1ffPGF0WBA3759sWnTJrz11lsYP348vLy8sHHjRhQWFuK1114Tg0fTp09Hv379cPfuXWzevBkXLlwAUPqUvebNm8PJyQkTJ07EuHHj4Ovriz///BPnz5/H4MGDZb+HTp06Ydq0aZg7dy4ef/xx3Lt3D0uXLkVgYKDRqbgLFy5EcXEx6tati6+++gr//PMP1q1bV+a9qqevvfDCC0b3e6dOnWBjY4MDBw7g888/BwC0aNECrq6uOHHiBGbOnCmW7dq1Kx555BGMGTMGY8aMQePGjXHmzBksXrwYjz32mDi1cMSIEVi0aBHu37+Pjh074tatW1i0aBFUKpXO92hjY4OYmBj069cP8+fPx/Tp0zF06FDs2rULQ4YMQWRkJDw9PbFz504cPnwYs2bNEgNC+rz88suYMGECGjdurJFrLCQkBM8//zymTp2Ka9euoWXLlvjnn3+wYMEC1K9fH4GBgcjJyYGbmxtWrFgBOzs72NnZYe/evfj2228BmJ4XjYiIiIiIyofBp/9cvnwZv/76K0JDQ8VlhYWFeOihhwCUBil69OghJhOeMWMGunXrhl9++QV9+vSxSJtJN3t7e8TGxmLFihX45ptvsHjxYtjY2KBRo0aIiooSA4xq3bp1w9dff421a9dixYoVSE9Ph4ODA5o3b44FCxbgqaeeUqxtn3zyiTgV6uOPP0Z2djbq1auH/v37Y/jw4eIUJJVKhZUrV2Lx4sVYv3490tPTUb9+fUyYMEHnVDBr0rRpU2zevBkLFizAxIkTIQgCgoODsWzZMjzxxBMAAAcHB2zYsAGzZs3CzJkzoVKp8Morr6BBgwa4c+eO3rrd3NwQGxuLefPmYcaMGSgpKUHbtm2xceNGNGjQAA0aNMDHH3+MdevWYc+ePfD19UXHjh2xdOlSjB07FidOnEDXrl3x5Zdf4rPPPsPMmTNx7949BAYGYvr06eLIGjnvISIiAoWFhdi6dSu2bNkCJycnhIeH4/3334e9vb3BfTR79mzMmTMH//77L4KDg7F69WpxtJKav78/mjZtCl9fX4NT+NScnZ3RsWNHjZFPdnZ2aN++vUaycaA0SLRq1SosWrQIK1euxJ07d+Dv74+hQ4eKo7mA0tFdtWvXxpYtW7BmzRrUqlUL4eHhmDBhAtzd3XW2o2nTphg8eDDWrVuHPn364JFHHsFXX32Fzz77DJ988gkKCwvRtGlTLF++XNyXhnTt2lUcCaZrP65cuRJbt27FzZs34ePjg2effRbvvPMObG1t4e7ujuXLl2PevHl4++234erqimbNmiE2NhYjR47E8ePHxQTqRERERERkPirB1Mzb1UhISAg2btyIjh07YsyYMahVqxbefPNNjTJ2dnYICAhAjx49EBERoZF8t3///njyySf1JuQlIiqvW7duoXv37li8eLGYP6km+umnnzBx4kQcPHjQaLJ5IiIiIiKyThz59J+HHnoI8fHxGvlHvvzySxQUFODNN99E27ZtkZCQIL5WUFCA5ORk1K9f3xLNJaJq6vz58/j555+xd+9eBAYG1tiROfv378fZs2exdetW9O3bl4EnIiIiIqIqrMYlHNfntddew7lz57BgwQJcuXIFu3fvxueffy4+kvuNN97A3r17sWXLFly5cgXTp0+Ho6OjxlQWIqKKys/Px7p161BcXIzPP//caE6k6iolJQUbNmxAy5Yt8f7771u6OUREREREVAGcdvfftDsA+PPPP/Hpp58iMTFRzH8izQ+0f/9+fPrpp2Jy2+nTp6NJkyaWaj4RERERERERkdWr0cEnIiIiIiIiIiIyr5o5n4OIiIiIiIiIiCoFg09ERERERERERGQ2NeZpd/Hx8RAEAfb29pZuChEREVlYYWEhVCoVQkNDLd0UIiIiomqvxgSfBEEA01sRERERAJ4TEBEREVWiGhN8Uo94atWqlYV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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'US')" + ] + }, + { + "cell_type": "markdown", + "id": "ed434593", + "metadata": {}, + "source": [ + "### India - Boxplots by time feature\n", + "It appears to exhibit seasonality when the series is presented by the day of the month. However, there are still numerous outliers that could impact other time features." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "6690f44b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2bdNBBx0kl8sV8WfYsWNHqG3vXcQ6/6ju7QCr09e+9rWI7ZF2Y+lp57KtW7fqN7/5Tdj6+U6dBTY7f769JSUlacuWLT2+9tixY7vtl/b9e7QsSw8//LDuu+8+/fa3v9WTTz6p/fbbTyeddJJuvfVWHXjggb36GU4//XQFg0E9+uijuvfee1VaWqpDDz1UP/zhD/dZZLtz8Nhp7NixMsbo008/1QEHHKBzzjlHTz/9tP7+97/L5XJp8+bNKikp6fb1evuZ37Rpk2699VZt2rRJbrdbRxxxhFJSUiQp9P0ZMWKETjvtND399NMqKCjQk08+KY/HE/pDY9u2bRG/S50/U+fgd29ZWVkaPny4XnnlFR188MHab7/9dOKJJ2r8+PF69dVXdcABB2jLli064YQTJO35Xbe0tGjq1KkRX6+lpSWsiGskH330Uejf77//vo499lj99a9/1fLlywflFtcAMFQwDmMc1p14HoftfWMrOTm5xzgiaW1t1S233KKXXnpJlmXp8MMPDxWqN3vVqezuM9OpL+OkAw44oM+xwplIPgF9cNBBB+mTTz5RR0dH2KCh8wQcyd///ncVFhbqoosu0ve+973QXaulS5eG3RXY26233qrPPvss9P/dnbgPOuggTZ06VX/+85/1ox/9qMuATJKWL1+uxx57TH/4wx904IEHRvwZmpubQ683WI0cOVLz5s2LWKyw887jQQcdpH//+99d+nv6HXW+dqTCo6+99lroPevN7/GQQw7RkiVLdMstt+jtt9/W888/rwceeEAHHXSQbrnlll79DJJ0xhln6IwzztCOHTv08ssv64EHHtCPfvQjZWRkhI4dybZt28IGPlu2bJHL5dKBBx4oac/gOS0tTc8//7wSEhI0YcKEHu9G9uYz/+mnn+rSSy/V5MmT9dxzz2nChAlKSEhQVVWVXnjhhbDXW7hwoX79619r48aNeuGFF/S9730v1HfggQdG/N21tLSEYonE7XZrzpw5oRlNRx99tIYNG6a5c+fq1Vdflcvl0uGHH64JEyZI2vO7Hj9+vH72s59FfL3DDjtMo0aNkrSn4Gik715nYk2SJk2apPvvv1+/+MUv9PDDD2v+/PmaPn16xNcGAPQf4zB7MQ4bnOOwTnvPzuucMdjphz/8od577z2Vl5crPT1d+++/v9ra2hQIBLo9fnf6Mk4COrE2AOiDrKws7d69Wy+99FKobdeuXfrLX/7S7XPWrVunYDCoxYsXhy5WHR0doam93d29mjBhgqZPnx76r/MP50i+973v6Z///KdWrVrVpe/dd9/V2rVrNW/ePB188MGaM2eOdu/ereeffz7scZ1TgDMyMro9jt3mzJmjd999V1OmTAm9L9OmTVN5eXlot7PMzEy9//772rRpU+h5ra2tWr9+fY+vPXv2bDU0NOidd94Jte3cuVOLFy/WmjVrevV7XLdunebNm6eNGzfKsixNmTJF11xzjSZNmqTGxsZe/wzf//73lZ+fL2nPYOzb3/628vLytHv37tDgtDt//OMfQ/8OBoN6/vnnNXPmzNCdQcuytGDBAr300kv6/e9/H1ry1p3efObfe+89bd26Vbm5uTriiCNCd+f+9Kc/heLodMwxx2j8+PG66667tGPHDp155plhfR988EHYzjbSns/mfvvtpxkzZnQb5/HHH6+//vWv+vvf/665c+dK2vNZWL9+vV566aXQrCdpz++gqalJY8eODfuO/eUvf9GDDz4ol8sVuhP4ySefhD2mtbVV//M//xM26Bs9erSGDRum/Px8ff3rX9ePf/xj7d69u8f3FQDQd4zD7MU4bODHYfPmzevymf/iiy/05z//OexxI0aM0IcffhjWtndytba2Vqeccormzp0bWgYXaawWyd4zr/oyTgI6MfMJ6IOsrCwde+yx+vGPf6yPP/5Yhx56qCoqKtTa2trtVOHOP5hvu+02LVy4UNu2bdPq1av19ttvS9pzVyLStOe+OP300/XKK6/ojjvu0IYNG3Taaafpa1/7mjZu3Ci/36+DDjpId9xxhyTpW9/6lubOnasf//jH+uijj3TkkUfq1Vdf1QMPPKCzzz47bI3+YJOXl6fzzjtPV1xxhc4//3wNHz5clZWVeumll3TPPfdIks4880xVVFSooKBA11xzjUaMGKH77rtvnxfVBQsW6JFHHtFVV12lq6++WgcddJAqKir0xRdf6IILLggNWnr6PR511FFKTEzUddddp8WLF+vggw/WK6+8orfeeku5ubm9/hkyMzN1yy23qKSkRN/61re0fft2LV++XOPHj9eRRx7Z48/xi1/8Qh0dHRo3bpx+9atfqa6urssWxwsWLAhtk/vl5E8kvfnMezwejRgxQr/85S81bNgwDRs2TC+88ILWrFkjqWttioULF2rZsmX61re+FXb3cMGCBXr00UeVn5+vq6++Wocddph+//vfa+3atSooKAjdZYskOztbt99+u5qbm3XjjTdK2jPA3Llzp15//XX98Ic/DDvOqlWr5PP5dOWVV2rcuHF65ZVX9MADD+jCCy/Ufvvtp8mTJ+u///u/ddNNN+mDDz7QtGnTVFdXp5///Oc67LDDNH78+C4xuN1u3XLLLbr88sv10EMP6YorrujxvQUA9A3jMHsxDrNnHJadna0f//jH2rJliw477DCtWrVKjY2NYbOLTjjhBN1///26//77NXPmTP3+979XTU1N2GvNmDFDzzzzjKZOnaqvf/3reu2117RixQpZlrXPOmKdY7Bnn31WM2fO7Nc4CSD5BPTR8uXL9bOf/Uz33HOPdu7cqdNPP11er1e/+93vIj5+7ty5uvnmm+X3+/X888/r4IMP1ty5c7V8+XLl5+ertra2x0KZvXXHHXdo7ty5CgQCuvnmm/XZZ58pJSVF5557rr73ve+FpnFblqX7779f99xzj8rLy9Xa2qrDDjtM1157bcQpyIPJkUceqdWrV+vnP/+5rrvuOhljNGnSJJWVlem//uu/JO0pTrpy5Urdeeed+slPfiLLsuT1epWamqqPP/6429ceMWKEVq1apaVLl+r2229XMBjUrFmzVFFRodTUVKWmpvbq9/jwww9r2bJl+slPfqLt27dr/Pjxuu2227RgwYJe/wznnXeevvjiCz322GN69NFHlZiYqKysLP3oRz/Sfvvt1+N7VFxcrJ/+9Kf697//rUmTJumBBx7QnDlzwh5zyCGH6Mgjj9TBBx/c49TxTvv6zI8cOVL33nuvli5dqv/3//6fDjjgAE2ZMkWrVq3SZZddpr///e9hhTGzs7O1bNmy0HvSye1265FHHtGyZcv0P//zP/r00081YcIE/eQnP9E555zTY4ypqamaOHGimpqaNG3aNEn/KTz60Ucfhe7QSXvqGKxevVrLli0LzcA69NBD9YMf/ECXXHJJ2Ht5//3367HHHtOHH36osWPH6vTTT9f3v//9LrU6vvyznXrqqSorK9Opp57K4AsAooxxmH0Yh9kzDrvnnnu0bNkylZaWaufOnZo/f75OO+00bdy4MfSYK664Qq2trXrooYf0xRdf6Pjjj9dPfvITXXXVVaHH/PSnP9Xtt9+u22+/XZI0fvx43XrrraEaVD055ZRT9NRTT+n666/XOeecoyVLlvRrnIT4Zpm9q4sBABzto48+0gknnKB77rlHJ5100oAff8WKFSovL9cf//hHdj8BAABxJRrjsOuvv16vvvqqfv/730c5OiB2mPkEAHHirbfe0u9+9zu98MILGj9+fL+26f0qfv3rX+uf//ynHn30UeXl5ZF4AgAAccPucRhgNwqOA0Cc2Llzp/x+vzo6OnT33Xd3KR4Za2+//bYeffRRnXzyyWHL2wAAAJzO7nEYYDeW3QEAAAAAACBmSLcCAAAAAAAgZkg+AQAAAAAAIGZIPgEAAAAAACBm2O0uBtatWydjjPbbbz+7QwEAABF88cUXsixL6enpdoeCbjCeAgBgcOvLeIrkUwwYY0QddwAABi+u04Mf4ykAAAa3vlynST7FQOcduunTp9scCQAAiGTTpk12h4B9YDwFAMDg1pfxFDWfAAAAAAAAEDMknwAAAAAAABAzJJ8AAAAAAAAQMySfAAAAAAAAEDMknwAAAAAAABAzJJ8AAAAAAAAQMySfAAAAAAAAEDMknwAAAAAAABAzJJ8AAAAAAAAQMySfAAAAAAAAEDMknwAAAAAAABAzJJ8AAAAAAAAQMySfAAAAAAAAEDMknwAAAAAAABAzJJ8AAAAAAAAQMySfAAAAAAAAEDMknwAAAAAAABAzJJ8AYB9qamqUm5urmpoau0MBAAAOUFVVpfnz56uqqsruUABgQJB8AoAetLe3q7S0VM3NzSotLVV7e7vdIQEAgCGsra1NxcXFampqUnFxsdra2uwOCQBijuQTgBBm+HRVWVmp1tZWSVJra6sCgYDNEQEAgKHM7/erpaVFktTS0qLy8nJ7AwKAAUDyCYAkZvhE0tjYqEAgIGOMJMkYo0AgoMbGRpsjAwAAQ1F9fb38fn/Y2MLv96u+vt7myAAgtkg+AZDEDJ+9GWNUVlbWbXvnoBEAAKA3jDEqKSlRMBgMa+/o6FBJSQljCwCORvIJADN8ImhoaFBtba06OjrC2js6OlRbW6uGhgabIgMAAENRXV2dqquruySZjDGqrq5WXV2dTZEBQOyRfALiHDN8IktNTVVGRoYSEsJPky6XS7Nnz1ZqaqpNkQEAgKFo/PjxOvDAAyP2jR49WuPHjx/YgABgAJF8AuIcM3wisyxL+fn5siyrS3teXl6XdgAAgJ5s3rxZ27Zti9i3detWbd68eWADAoABRPIJiHPM8OleSkqKvF5vKNFkWZa8Xq9SUlJsjgwAAAw1Ho9HWVlZEW9szZs3Tx6Px6bIACD2SD4BcY4ZPj3LycnRmDFjJEljx46V1+u1OSIAADAUWZalwsLCLmOrhISEiO0A4CQknwAww6cHiYmJWrx4sZKTk1VQUKDExES7QwIAAENUWlqaLrnkkrC2Sy65JK5nmgOIDySfAEhihk9PMjMzVVFRoczMTLtDAQAAQ5zP51NycrIkKTk5WYsWLbI3IAAYACSfAEhihg8QTTU1NcrNzVVNTY3doQAABhm3263vfOc7crlc+s53viO32213SAAQcySfAIQwwwd9RZKlq/b2dpWWlqq5uVmlpaVqb2+3OyQAwCDS1tamNWvWqKOjQ2vWrFFbW5vdIQFAzJF8AgD0C0mWyCorK9Xa2ipJam1tVSAQsDkiAMBgsmLFCm3btk2StG3bNj3wwAM2RwQAsTdokk+XX365rr/++tD/v/nmmzr33HM1c+ZMLVy4UK+//nrY45999lmddNJJmjlzpvLz80MDfUkyxuhnP/uZMjMzNWfOHC1dulTBYDDU/8knn2jx4sVKT0/XiSeeqKeeeirstfd1bADAniTLxx9/LEn6+OOPSbJIamxsVCAQkDFG0p7rUSAQUGNjo82RIV4wngIGt/r6elVUVIS1VVRUqL6+3qaIAGBgDIrk03PPPaeqqqrQ/3/++ee6/PLLNXv2bD3xxBNKT0/XFVdcoc8//1yStHHjRt14440qKChQZWWltm/frqKiotDz/X6/nn32WS1fvlz33HOPnnnmGfn9/lB/UVGRduzYocrKSl111VX68Y9/rI0bN/bq2ACAPUmWysrKsLbKysq4TrIYY1RWVtZte2dCCogVxlPA4GaM0a233trlehAMBiO2A4CT2J582rp1q5YuXarp06eH2n7zm99o+PDhuu666zRx4kTdeOONOuCAA/T8889LklatWqVvf/vbOuuss3TkkUdq6dKlqqqqUkNDg6Q9dw+uvvpqzZ49W5mZmfrhD3+o1atXS9pzt+EPf/iD7rjjDk2aNEnnnnuu/vu//1uPPvpor44NAPGuu2RKMBiM6yRLQ0ODamtr1dHREdbe0dGh2tra0DUKiAXGU8DgV1dXp3Xr1kXsW7dunerq6gY4IgAYOLYnn0pKSnTmmWfqiCOOCLVt2LBBGRkZsixLkmRZlo4++mitX78+1D979uzQ48eNG6eUlBRt2LBBH330kZqamnTMMceE+jMyMvTBBx+oublZGzZs0Lhx43TYYYeF9XdeCPZ1bACId51Jlr2TTMaYuE6ypKamKiMjQwkJ4ZdWl8ul2bNnKzU11abIEA8YTwGD375uzsTrzRsA8cHW5FN1dbX+/ve/Ky8vL6y9paVFycnJYW1jx47Vhx9+KElqbm7utr+lpUWSwvoPPvhgSQr1R3ruRx991KtjA0C8O+ywwzRq1KiIfaNGjQr7YzSeWJal/Pz80B/bX27Py8vr0g5EC+MpYGjweDwaMWJExL6RI0fK4/EMcEQAMHCG2XXgnTt36pZbbtHNN9+sxMTEsL62tjbtv//+YW3777+/du3aJWnPDkvd9XfutvTl/s5/79q1a5+vva/+3jLGUNcAgCO9//772r59e8S+7du36913343bBNTo0aN19tlna+3atTLGyLIsnX322Ro9ejTXhEGm8/cz1DGeAoaOzZs369NPP43Yt2PHDr399tsaP378wAYFAF9BX8ZTtiWfli9frmnTpum4447r0jd8+PAug5Ndu3aFBlXd9bvd7rCB0fDhw0P/liS3293v1957QLcvX3zxhd56660+PQcAhgJjjI444gi9++67Xfq+8Y1vaPv27XF9/ps6dapefPFFbd++XSNHjtRRRx0V1+/HYLZ3cmQoYjwFDB3GGE2dOlVvvPFGl76pU6fq888/5/MOYMjp7XjKtuTTc889py1btig9PV3SfwY0L7zwgs444wxt2bIl7PFbtmwJTd8+5JBDIvYnJSXpkEMOkbRnunfnnffOqeOd/d09t6fX3nvq+L7st99+YXUXAMBJrrnmGl199dVhxbVdLpeuueYaff3rX7cxssEhPz9fDz74oC699FLNnDnT7nAQQaTk6VDEeAoYWm666SZ997vfDbt+Dhs2TDfffLMOPfRQGyMDgL7ry3jKtuTTI488ot27d4f+/2c/+5kk6Yc//KH+9re/6YEHHghN4TLG6LXXXtOVV14pSZo5c6Zqa2u1YMECSVJTU5Oampo0c+ZMHXLIIUpJSVFtbW1osFRbW6uUlBQlJydr1qxZ+uCDD/Thhx+G/kCqra3VrFmzQq/d07F7y7Isfe1rX/tK7xEADFYTJ06U1+vVY489Fjpf5uTkaMKECXaHNihkZ2crOzvb7jDQAycsuZMYTwFDzaRJk+Tz+fTQQw+Fvh8+n0/f+MY37A4NAPqsL+Mp2wqOH3rooTr88MND/x1wwAE64IADdPjhh+u0007T9u3b9ZOf/ETvvvuufvKTn6itrU3f/va3JUnnn3++nnrqKT3++ON6++23dd111+n4448P7SR0/vnn62c/+5n++te/6q9//auWLVum3NxcSXt2Izr22GP1ox/9SG+//bYef/xxPfvss/rud78rSfs8NgBgj5ycHI0ZM0bSnkLCXq/X5ogGj5qaGuXm5qqmpsbuUOBwjKeAocfn84U27hg1apQWLVpkb0AAMABs3e2uOyNGjND9998fuhu3YcMGrVixInTnKz09XbfddpvKysp0/vnn68ADD1RxcXHo+d/73vd0+umnq6CgQP/v//0/nXnmmWEn9aVLl+qAAw6Q1+vVL3/5S915552aMWNGr44NANgjMTFRixcvVnJysgoKCvpcy8Wp2tvbVVpaqubmZpWWloYKNwMDjfEUAAAYLCxjjLE7CKfZtGmTJGn69Ok2RwIAGGgrV64MW454/vnnh2aLYPDgWj348TuCU917771hy+4uvfRSXXXVVXaHBQB91pdr9aCc+QQAwFDU2NioQCCgzvs6xhgFAgE1NjbaHBkAYDCor6+X3+8Pu074/X7V19fbHBkAxBbJJwAAosAYo7Kysm7bmWgMAPHNGKOSkpJu27lOAHAykk8AAERBQ0ODamtrw7bPlqSOjg7V1taqoaHBpsgAAINBXV2dqqurI14nqqurVVdXZ1NkABB7JJ8AAIiC1NRUZWRkKCEh/NLqcrk0e/bs0A5iAID45PF4lJWVJZfLFdbucrk0b948eTwemyIDgNgj+QQA+1BTU6Pc3FzV1NTYHQoGMcuylJ+fL8uyurTn5eV1aQcAxBfLslRYWNhtO9cJAE5G8gkAetDe3q7S0lI1NzertLRU7e3tdoeEQSwlJUVerzf0B4RlWfJ6vUpJSbE5MgDAYJCWlqYLL7wwrO3CCy9kdiwAxyP5BAA9qKysVGtrqySptbVVgUDA5ogw2OXk5GjMmDGSpLFjx8rr9docEQBgMIk0QxYAnI7kEwB0o7GxUYFAIGw75EAgoMbGRpsjw2CWmJioxYsXKzk5WQUFBUpMTLQ7JADAIFFfX69HHnkkrO2RRx5RfX29TREBwMAg+QQAERhjVFZW1m072yGjJ5mZmaqoqFBmZqbdoQAABgljjEpKSrptZ2wBwMlIPiEuUUAa+9LQ0KDa2tqI2yHX1taqoaHBpsgAAMBQVFdXp+rq6ohji+rqatXV1dkUGQDEHsknxB0KSKM3UlNTlZGRoYSE8NOky+XS7NmzKQwKAAD6xOPxKCsrq8vYIiEhQfPmzZPH47EpMgCIPZJPiDsUkEZvWJal/Pz8iEVB8/LyKA4KAAD6xLIsFRYWdlleZ4xRYWEhYwsAjkbyCXGFAtI9YzliuJSUFHm93tBg0LIseb1epaSk2BwZAABwCsuyqPcEwPFIPiFuUEC6ZyxHjCwnJ0djxoyRJI0dO1Zer9fmiAAAwFDUWVh872V3lmVRcByA45F8QtyggHTPWI4YWWJiohYvXqzk5GQVFBQoMTHR7pAAAMAQRMFxAPGM5BPiBgWku8dyxJ5lZmaqoqJCmZmZdocCAACGKI/Ho/T09Ih96enpFBwH4GgknxA3KCAdGcsRAQAABgbjKgDxiuQT4goFpLtiOSIAAEDs1dXVaf369RH71q1bx7I7AI5G8glxhwLS4ViOCAAAEHsej0dZWVldxlwJCQmaN28ey+4AOBrJJ8QdCkiHYzkiAABA7FmWpcLCwi5jq4SEhIjtAOAkJJ8QlyggHY7liAAAALGXlpYmn88XNuby+XzMNAfgeCSfAEhiOSIAAMBA8Pl8SkpKkiQlJSVp0aJF9gYEAAOA5BMASSxHBAAAGAhut1tFRUUaN26cioqK5Ha77Q4JAGJumN0BABg8MjMzWYoIAAAQY9nZ2crOzrY7DAAYMMx8AgAAAAAAQMyQfAIAAAOipqZGubm5qqmpsTsUALBVVVWV5s+fr6qqKrtDAYABQfIJAADEXHt7u5YtW6bm5mYtW7ZM7e3tdocEALZoa2vTkiVL1NTUpCVLlqitrc3ukAAg5kg+AQCAmFu9erV27NghSdqxY4ceffRRmyMCAHs88MAD2rZtmyRp27ZtevDBB22OCABij+QTAACIqcbGRq1Zsyas7fHHH1djY6NNEQGAPerr67Vy5cqwtvLyctXX19sUEQAMDJJPAAAgZowxWrZsmYwxvWoHAKcyxmjJkiURz4eR2gHASUg+AQCAmKmvr9cbb7wRse+NN97gbj+AuPHee+9p/fr1EfvWr1+v9957b2ADAoABRPIJQAg7UQEAAMSGZVlfqR8AhjKSTwAk7dmJqrS0VM3NzSotLWUnKgBRkZaWpmnTpkXsmzZtmtLS0gY4IgCwh8fjUXp6esS+9PR0eTyeAY4IAAYOySfEJWb4dFVZWanW1lZJUmtrqwKBgM0RAXACy7J07bXXdrmj3107ADiVZVm65ZZbIvYtWbKE8yEARyP5hLjDDJ+uGhsbFQgEQoUujTEKBALsRAUgKlJSUnTOOeeEtZ177rlKSUmxKSIAsE+kZDzFxgE4HcknxB1m+IQzxqisrKzbdgZDAKLhu9/9rkaOHClJGjVqlC644AKbIwKAgWWMUUlJScS+kpISxlwAHI3kE+IKM3y6amhoUG1trTo6OsLaOzo6VFtbq4aGBpsiA+AkiYmJ+sEPfqDk5GRde+21SkxMtDskABhQdXV1qq6u7pJkMsaourpadXV1NkUGALFH8snhqG30H8zwiSw1NVUZGRlKSAg/HbhcLs2ePVupqak2RQbAaTIzM1VRUaHMzEy7QwGAATd+/HgdeOCBEftGjx6t8ePHD2xAADCASD45GLWNwjHDJzLLspSfnx+x/kBeXh7FLwEAAKJg8+bN2rZtW8S+rVu3avPmzQMbEAAMIJJPDkZto3DM8OleSkqKvF5vKNFkWZa8Xi/FgAEAAKLE4/EoKysrYt+8efPk8XgGOCIAGDgknxyK2kZdMcOnZzk5ORozZowkaezYsfJ6vTZHBAAA4ByWZSk3NzdiX25ubtyPRQE4G8knB6K2UfeY4dO9xMRELV68WMnJySooKKAYMAAAQBQZY1RRURHxRujKlSvjeowOwPlIPjkQtY16xgyf7lEMGEAssQkGgHjGbncA4hnJJweitlHPmOEDAAOPTTAAxLvOmk8ulyus3eVyUfMJgOORfHIgahvtGzN8AGBgsQkGgHhnWZYKCwsVDAbD2o0xKiwsZIwOwNFIPjkUtY0AwD4sLwvHJhgA0D1jDPWeADgeyScHo7YRAAw8lpeFYxMMANjDGKOSkpKIqxNKSko4HwJwNJJPDkZto+4xKwFArLC8LBybYADAHp0Fx/dedhcMBik4DsDxSD45HLWNumJWAvqKZCV6i+VlXbEJBtB7VVVVmj9/vqqqquwOBTHg8XiUnp4esS89PZ2C4wAcjeQT4g6zEtAXJCt7RmLuP1heFhmbYAC909bWpuLiYjU1Nam4uFhtbW12h4QYiNdrAQCQfEJcYVYC+opkZfdIzIVjeVn32AQD2De/36+WlhZJUktLi8rLy+0NCFFXV1en9evXR+xbt24dy+4AOBrJJ8QNZiWgr0hW9ozEXDiWl/WMTTCA7tXX18vv94ddb/x+v+rr622ODNE0fvx4HXjggRH7Ro8erfHjxw9sQAAwgEg+IW4wKwF9QbKyZyTmumJ5Wc/YBAOIrHMHtO7a4/164ySbN2/Wtm3bIvZt3bpVmzdvHtiAAGAAkXxC3GBWAvqCZGX3SMx1j+VlPWMTDKCrzh3QIl1v2AHNWZj5BCCekXxC3GBWAvqiu2RlQkJC3CcrScz1jOVlAPrC4/EoKytLLpcrrN3lcmnevHnsgOYgzHwCEM9IPiGuMCsBvdWZrNx7Fo8xJu6Tlcwi7BnLywD0hWVZKiws7LY9nq83TtOZaIyERCMApyP5hLjDrATgq2EW4b6xvAxAX6Slpcnn84XdHPP5fHGfzHcay7KUm5sbsS83N5frJwBHI/mEuMOsBPRGZ/2iSAmWeK9rJDGLEACizefzKSkpSZKUlJSkRYsW2RsQos4Yo4qKiohji5UrV8b92AKAs5F8QlxiVgL2pbOuUTAYDGsPBoPUNfo/zCIEgOhxu90qKirSuHHjVFRUJLfbbXdIiLLO4vKRlvRTXB6A05F8AoAIqGu0b4mJiTrllFOUkJCgk08+mVmEAAD0gOLyAOIZyScAiIC6RvvW3t6uF198UcFgUC+++KLa29vtDgkAhqy2tjYVFxerqalJxcXFamtrszskRBnF5QHEM5JPANAN6hr1rLKyUq2trZKk1tZWBQIBmyMCgKHL7/erpaVFktTS0qLy8nJ7A0JMUFweQLwi+QQAPaCuUWSNjY0KBAKhuhXGGAUCATU2NtocGQAMPfX19fL7/WHnVL/fr/r6epsjQyxQXB5APCL5BAA9YHfErjp3Auyund16pJqaGuXm5qqmpsbuUAAMcsYYlZSUdNvOOdV5KC4PIB6RfAIA9EnnToAdHR1h7R0dHewEqD21sEpLS9Xc3KzS0lJqYQHoUecOaJHOqeyABgBwCpJPANADEgldsRNgz6iFBaAvOndAi7TBBTugORPF5QHEI5JPANADEgldsRNg96iFBaCvLMtSbm5ul+V1xhjl5ubG9TnVqSguDyAekXxyOOqOAP1HIqF77ATYFbWwAPSHMUYVFRURE/orV67k3OEwFJcHEK9IPjkYy4WA/iORsG/sBBiOWlgA+qOz5lOkmU/UfHKW7orIB4NBissDcDySTw7GciGg/0gk7Bs7AYajFhaA/uis+eRyucLaXS4XNZ8cpjPRGAwGw9qDwSCJRgCOR/LJoVguBHw1JBJ6JzMzUxUVFcrMzLQ7FNtRCwtAf1iWpcLCwm7bOXc4h8fj0axZsyL2paenk2gE4GgknxyI5ULAV0ciAf1BLSwA/ZGWliafzxd27vD5fNzocCDGDwDiFcknB2K5EBAdJBL2jU0NuqIWFoD+8Pl8SkpKkiQlJSVp0aJF9gaEqKurq9O6desi9q1bt45ldwAcjeSTA7FcCIgeEgndY1ODyKiFBaA/3G63ioqKNG7cOBUVFcntdtsdEqKss77X3mP0hIQE6nsBcDySTw7EciEgekgkdI9NDbpHLSwA/ZGdna3nnntO2dnZdoeCGOis4xVpZ0PqewFwOpJPDsVyISB6SCR0xaYGAABEh2VZ1GQF4HgknxzsrLPOCv3bsiydeeaZ9gUDwDHY1AAAgL4zxqikpKTLsjvLslRSUsL1E4CjkXxysCeffDJ0EQsGg3rqqadsjgiAE7CpAQAAfVdXV6fq6uqI18/q6moKjgNwNJJPDtW5JObLWBIDIBrY1AAAgL7zeDxKT0+P2Jeenk7BcQCORvLJgVgSAyCW2NQAAID+YRwOIF6RfHIglsQAiDU2NQAAoG/q6uq0fv36iH3r1q1j2R0ARyP55EAsiUF/1dTUKDc3VzU1NXaHgiEgJydHY8aMkSSNHTtWXq/X5ogAYGirqqrS/PnzVVVVZXcoiAGPx6OsrKwuY/SEhATNmzePZXcAHI3kkwOxJAb90d7ertLSUjU3N6u0tFTt7e12h4RBLjExUYsXL1ZycrIKCgqUmJhod0gAMGS1tbWpuLhYTU1NKi4uVltbm90hIcosy1JhYWGXsXhCQkLEdgBwEpJPDsWSGPRVZWWlWltbJUmtra1dCtYDkWRmZqqiokKZmZl2hwIAQ5rf71dLS4skqaWlReXl5fYGhJhIS0uTz+cLG6P7fD5WJgBwPJJPDsaSGPRW5+6InUUwjTHsjggAwACpr6+X3+8Puw77/X7V19fbHBliwefzKSkpSZKUlJSkRYsW2RsQAAwAkk8OxpIY9Aa7IwIAYB9jjEpKSrpt5zrsPG63W9/5znfkcrn0ne98R2632+6QACDmSD45HEtisC/sjggAgH3q6upUXV0d8TpcXV3NDmgO1NbWpmeeeUYdHR165plnqO8FIC6QfALiXOfuiJEK1LM7IgAAsdW5A5rL5Qprd7lc7IDmUNT3AhCPSD4Bcc6yLJ1zzjldpvUbY3TOOeew8woAADHUuQNad+1ch52F+l4A4hXJJyDOGWO0Zs2aiDOfHn/8cWpNAP1QU1Oj3Nxc1dTU2B0KgCGAHdDiA/W9AMQzkk9AnOus+RRp5hM1n4C+a29vV2lpqZqbm1VaWqr29na7QwIwBLADmvNR3wtAPCP5BMS5zppPCQnhpwOXy0XNJ6AfKisr1draKklqbW1VIBCwOSIAQ4Hb7VZRUZHGjRunoqIidkBzoM76XpFmm1PfC4DTkXwC4pxlWcrPz484EMrLy6PWBNAHjY2NCgQCYbU8AoGAGhsbbY4MwFCQnZ2t5557TtnZ2XaHghiwLEu5ubkRZ5vn5uYy5gLgaCSfACglJUVerzes1oTX61VKSorNkQFDhzFGZWVl3bZTywMA4psxRhUVFRFv+K1cuZLrBABHI/kEQJKUk5OjMWPGSJLGjh0rr9drc0TA0NJZPy1SLQ/qp+1BIXagZ1VVVZo/f76qqqrsDgUx0FnzKdLMJ2o+AXA6kk8AJEmJiYlavHixkpOTVVBQoMTERLtDAoYU6qf1jELsQM/a2tpUXFyspqYmFRcXq62tze6QEGWdNZ9cLldYu8vlouYTAMcj+QQgJDMzUxUVFcrMzLQ7FGDIoX5azyjEDvTM7/erpaVFktTS0qLy8nJ7A0LUWZalwsLCbtvj/ToBwNlIPgEAECXUT4uMQuxAz+rr6+X3+8O+I36/X/X19TZHhmhLS0uTz+cLu074fL64nx0LwPlIPgEAEEXUTwtHIXagZ8YYlZSUdNvOd8R5fD6fkpKSJElJSUlatGiRvQEBwAAg+QQAQBRRPy0chdiBnnUWoY70HaEItTO53W4VFRVp3LhxKioqktvttjskAIi5YXYHAACA02RmZlI77f90FmJft26dgsFgqN3lcik9PZ2lJoh7nUWoX3311bAElMvl0ty5cylC7VDZ2dnKzs62OwwAGDC2znz697//re9973tKT0/X8ccfrwcffDDU19DQoEWLFmnWrFk6/fTT9fLLL4c995VXXtEZZ5yhmTNnKjc3t8ud0/Lych133HFKT0/XDTfcELZjyM6dO3XDDTdo9uzZOvbYY/Xwww+HPXdfxwYAAL1DIfbYYzw1tFGEGgAQD2xLPgWDQV1++eU66KCD9Otf/1q33nqr7rvvPj3zzDMyxig/P18HH3yw1q5dqzPPPFMFBQWhwqSNjY3Kz8/XggULtGbNGo0ZM0Z5eXmhNfEvvPCCli9frttuu00rV67Uhg0bdNddd4WOvXTpUr3++utauXKlbrnlFi1fvlzPP/+8JO3z2AAAoG8oxB47jKecgSLUAACnsy35tGXLFk2ZMkVLlizR+PHjlZ2draysLNXW1qqmpkYNDQ267bbbNHHiRF1xxRWaNWuW1q5dK0l6/PHHNW3aNF1yySX6xje+oeLiYn3wwQd69dVXJUkVFRW6+OKLdcIJJ2jGjBm69dZbtXbtWrW1tenzzz/X448/rhtvvFFTp07VySefrEsvvVSrV6+WpH0eGwAA9B2F2GOD8ZRzUIQaAOBktiWfkpOT9Ytf/EIjRoyQMUa1tbX629/+pjlz5mjDhg066qij9LWvfS30+IyMDK1fv16StGHDBs2ePTvU53a7NXXqVK1fv14dHR3atGlTWP+sWbP0xRdf6O2339bbb7+t3bt3Kz09Pey1N2zYoGAwuM9jAwCAvqMQe2wwnnIOilADAJxsUBQcP/HEE9XY2KgTTjhBp556qu68804lJyeHPWbs2LH68MMPJUktLS3d9m/fvl07d+4M6x82bJhGjx6tDz/8UAkJCTrooIO0//77h/oPPvhg7dy5U1u3bu3xtfvCGKPPP/+8T88BAMDJZsyYoV/+8peSZPs10hjjuFo6jKeGvmOOOUaPP/64JPu/IwAA7EtfxlODIvl0zz33aMuWLVqyZImKi4vV1tYWNpiRpP3331+7du2SpB7729vbQ/8fqd8YE7FPknbt2rXPY/fWF198obfeeqtPzwEAAANn7+v9UMd4CgAADLTejqcGRfJp+vTpkvbsmvLDH/5QCxcuDNtNRdozkOmcoj98+PAug5ddu3Zp1KhRGj58eOj/9+53u93q6OiI2CftWRIwfPhwbd26tdtj99Z+++2nI444ok/PwcD529/+pgcffFCXXnqpjjnmGLvDAQAMsHfffdfuEKKO8RQwdLz88sv6+c9/rmuuuUbHHnus3eEAQL/0ZTxlW/Jpy5YtWr9+vU466aRQ2xFHHKEvvvhCSUlJeu+997o8vnP69iGHHKItW7Z06Z8yZYpGjx6t4cOHa8uWLZo4caIkaffu3dq6dauSkpJkjNEnn3yi3bt3a9iwPT9+S0uLEhMTNWrUKB1yyCFd3sAvH7u3LMsKq3OAwaO9vV0rVqzQxx9/rBUrVmju3LnUHgGAOOOUJXeMp4Chp62tTXfffbeam5t1991367jjjqPGF4AhqS/jKdsKjr///vsqKCjQRx99FGp7/fXXNWbMGGVkZOiNN94ITfmWpNraWs2cOVOSNHPmTNXW1ob62tra9Oabb2rmzJlKSEjQ9OnTw/rXr1+vYcOG6cgjj9SUKVM0bNiwsIKXtbW1mj59uhISEjRz5swej42hr7KyUq2trZKk1tZWBQIBmyMCAKB/GE8BQ4/f71dLS4ukPUnb8vJyewMCgAFgW/Jp+vTpmjp1qm644Qa9++67qqqq0l133aUrr7xSc+bMCe308c4772jFihXauHGjzjnnHEnSwoUL9dprr2nFihV65513VFRUpMMOO0xz586VJF1wwQV66KGH9NJLL2njxo1asmSJvF6v3G633G63zjrrLC1ZskQbN27USy+9pIcffli5ubmStM9jY2hrbGxUIBCQMUbSngJpgUBAjY2NNkcGAEDfMZ4Chpb6+nr5/f6wsajf71d9fb3NkQFAbFmm88xng48++ki33367qqur5Xa7deGFF+qKK66QZVn697//rRtvvFEbNmzQ4YcfrhtuuEHz5s0LPbeqqkp33nmnPvzwQ6Wnp+v2229XampqqH/FihUqLy/Xrl27dMopp+iWW24J1S9oa2vTkiVL9OKLL2rEiBH63ve+p0WLFoWeu69j78umTZsk/af2AgYHY4x+/OMfh7aQ7uRyuTRr1izdcccdjlmGAQDomZOu1YyngKHBGKOCggK9+uqrXcaic+bM0fLlyxmLAhhS+nKttjX55FQMlgan+vp6XX755d32r1ixQmlpaQMYEQDALlyrBz9+R3Ca9957r8fZf2vWrNGECRMGMCIA+Gr6cq22bdkdMNBSU1OVkZGhhITwj73L5dLs2bPD7vQCAAAA0eTxeJSVlSWXyxXW7nK5NG/ePHk8HpsiA4DYI/mEuGFZlvLz87tMZ7YsS3l5eUxzBgAAQMxYlqXCwsJu2xmLAnAykk+IKykpKfJ6vaGLu2VZ8nq9SklJsTkyAAAAOF1aWpp8Pl/YWNTn8zEDH4DjkXxC3MnJydGYMWMkSWPHjpXX67U5osGjpqZGubm5qqmpsTsUAADiTlVVlebPn6+qqiq7Q0EM+Xw+JSUlSZKSkpLCCvUDgFORfELcSUxM1CmnnKKEhASdfPLJSkxMtDukQaG9vV2lpaVqbm5WaWmp2tvb7Q4JAIC40bl7YFNTk5YsWaK2tja7Q0KMuN1uFRUVady4cSoqKpLb7bY7JACIOZJPiDvt7e168cUXFQwG9eKLL5Jk+T+VlZVqbW2VJLW2tioQCNgcEQAA8WPFihXatm2bJGnbtm164IEHbI4IsZSdna3nnntO2dnZdocCAAOC5BPiDkmWrhobGxUIBGSMkSQZYxQIBNTY2GhzZAAAOF99fb0qKirC2ioqKlRfX29TRAAARBfJJ8QVkixdGWNUVlbWbXvnewUAAKLPGKNbb721y/U2GAxGbAcAYCgi+YS40V0yJRgMxnWSpaGhQbW1tero6Ahr7+joUG1trRoaGmyKDAAA56urq9O6desi9q1bt051dXUDHBEAANFH8glxozPJEgwGw9qDwWBcJ1lSU1OVkZGhhITw04HL5dLs2bPZ+hdA1LCjJtDVvm5+xevNMadjZ0MA8YbkE+JGamqqpk2bFrFv2rRpcZtksSxL+fn5siyrS3teXl6XdgDoD3bUBCKbMGGCjjrqqIh9Rx11lCZMmDDAESHW2traVFxcrKamJhUXF7OzIYC4QPIJcYW7h5GlpKTI6/WGEk2WZcnr9SolJcXmyAA4BZs9AN3bf//9I7YPHz58gCPBQPD7/WppaZEktbS0qLy83N6AAGAAkHxC3GhoaNAbb7wRse/111+P22V3nXJycjRmzBhJ0tixY+X1em2OCIBTsNkD0L26ujqtX78+Yh81n5ynvr5efr8/7Hzo9/vZ2RCA45F8QtzorG209zKyhIQEahtJSkxM1OLFi5WcnKyCggIlJibaHRIAB2BHTaBnHo9HWVlZXWovJiQkaN68efJ4PDZFhmgzxqikpKTbds6HAJyM5BPiRmdto0iDO2ob7ZGZmamKigplZmbaHQoAh2BHTaBnlmWpsLAw4s2xSO0Yuurq6lRdXR3xfFhdXc0sNwCORvIJcYXaRj1jJyoA0caOmsC+paWlyefzhY1PfD4f3w+H6Zzl5nK5wtpdLhez3AA4HsknxB1qG0XGTlQAYoEdNYHe8fl8SkpKkiQlJSVp0aJF9gaEqOuc5RZpeR2z3AA4HcknxB1qG0XGTlQAYoVZp8C+ud1uFRUVady4cSoqKpLb7bY7JMRAWlqaZsyYEdY2Y8YMZrkBcDyST4hL1DYKx05UAGItJydHI0aMkCSNHDmSWadABNnZ2XruueeUnZ1tdyiIkfr6em3atCmsbdOmTex2B8DxSD4BcY6dqAAMNM4rAOIRu90BiGckn4A4x05UAAZCZWWlPv30U0nSp59+ytJeAHGH3e4AxDOST0CcYycqIPrYOTIcS3uB3qmqqtL8+fNVVVVldyiIAY/Ho/T09Ih96enp7HYHwNFIPgFxjp2ogOhi58hwLO0FeqetrU3FxcVqampScXGx2tra7A4JMcA5D0C8IvkEgJ2o0G/M8OmKnSPDsbQX6B2/36+WlhZJUktLi8rLy+0NCFFXV1en9evXR+xbt24dy+4AOBrJJwCS9uxENWbMGEnS2LFj2YkK+8QMn65YXtYVS3uBfauvr5ff7w87d/j9fnZAcxiPx6OsrKwu58OEhATNmzePZXcAHI3kE+ISszW6SkxM1OLFi5WcnKyCggIlJibaHRIGOWb4hGN5WWQs7QV61rnTWTAYDGvv6OhgBzSHsSxLhYWFXc57CQkJEdsBwElIPiHuMFuje5mZmaqoqFBmZqbdoWCQY4ZPVywv6x5Le4Hude6AtneSyRjDDmgOlJaWposuuiis7aKLLmIWKADHI/mEuMNsDeCrYYZPZCwv6xlLe4HIxo8frwMPPDBi3+jRozV+/PiBDQgxFynRCABOR/IJcYXZGugPlmmGY4ZPZCwv6xlLe4HINm/erG3btkXs27p1qzZv3jywASGm6uvrtWrVqrC2VatWUd8LgOORfHI4/mj+D2ZroD9YptkVM3y6x/KynrG0F+iqswh1pMQ1RaidpbO+V3ftjEUBOBnJJwfjj+ZwzNZAf7BMsytm+PSM5WUA+qKzCHWkxANFqJ2ls75XpLEo9b0AOB3JJwfjj+ZwzNZAX7FMs3vM8Okey8sA9EekJBMzYZyFWW4A4hnJJ4fij+aumK2BvmCZ5r4xwwcAvrrOJVeRxicsxXIWy7KUm5sbseD4RRddxFgUgKORfHIg/mjuHrM10Fss09w3ZvhExpJnAH3RuRQrGAyGtQeDQZZiOYwxRhUVFRETjRUVFXE9RgfgfCSfHIg/mnvGbA30Bss0e4cC0l2x5BlAX3QuxXK5XGHtLpeLpVgO05lojDTziUQjAKcj+eRA3f3RnJCQwB/NYrYGeqe7ZZqSWKaJbrHkuWfswAp01VlwvLt2rjfO4fF4lJ6eHrEvPT2dRCMARyP55ECdfzRHuqvCH817MFsDvZGSkqIjjzwyrG3KlCks0/wSkgn/wZLnnrEcEeheWlqaLrroorC2iy66KO5vGDpRvF8LAMQvkk8A0I3Gxka99dZbYW1vvfUWs1j+D8mEcCx57hnLEYGeRbppCGepq6vT+vXrI/atW7eOZXcAHI3kkwN13mWPVMyQu+9A73T3PZLE9+j/kEwIR52w7rEcEehZfX29Vq1aFda2atUq1dfX2xQRYuHwww/XsGHDIvYNGzZMhx9++ABHBAADh+STA3XefY+0awp334HeYRZLz0gmdNVdnTDLsuJ6yTPLEYGeGWNUUlLS5bsQDAYjtmPo+stf/qLdu3dH7Nu9e7f+8pe/DHBEADBwSD45UOfd971ZlhX3d9+B3mIWS/dIJnQvJSVFXq83lGiyLEterzeu64SRyAV61rkDWqSbhuyA5izf/OY3e5z59M1vfnOAIwKAgUPyyYEsy9I555zTpd0Yo4ULF8bt3XegL5jF0j2SCT3LycnRmDFjJEljx46V1+u1OSJ7kcgFeubxeDRr1qyIfeyA5iz//ve/e5z59O9//3uAIwKAgUPyyYGMMVqzZk3EP5rXrFkT17MSgL5gFktkJBN6lpiYqMWLFys5OVkFBQVKTEy0OyRbkcgF9o3vQXzweDzKysqK2Ddv3jwSjQAcjeSTA3XOSoi0awqzEoC+ycnJ0YgRIyRJI0aMiPtZLBLJhN7IzMxURUWFMjMz7Q5lUCCRC3Svrq5O69ati9jHDmjOYlmWCgsL5XK5wtqHDRumwsJCrp8AHI3kkwMxKwFArJFMQF+xHBGIrHM2zN7jtoSEBGbDOFBaWpp8Pl9Ym8/nY3wOwPFIPjkQsxKA6KmsrNSnn34qSfr0008VCARsjmjwIJmAvmA5IhBZ52yYSDPWmQ3jTD6fT8nJyZKk5ORkLVq0yN6AAGAAkHxyKGYlAF9dY2OjAoFA6A8CY4wCgYAaGxttjmxwIJmAvmI5ItB7lmVRp9Oh3G63ioqKNG7cOBUVFcntdtsdEgDEHMknB2NWAvqqpqZGubm5qqmpsTsU2xljVFZW1m07fxDsQTIBAL4aY4xKSkq6LLuzLEslJSVcbxwqOztbzz33nLKzs+0OBQAGBMknB2NWAvqivb1dpaWlam5uVmlpqdrb2+0OyVadhfs7OjrC2js6OijcDwCImrq6OlVXV0e83lRXV1NwHADgCCSfHI5ZCeityspKtba2SpJaW1vjvrYRhfsBAAOhs+B4pFqdFBwHADgFyScA1DaKgML9AICBYFmWcnNzIxYcv+iii7jeAAAcgeQTEOeobdQ9CvcDAGLNGKOKioqINzsqKiri+joMAHAOkk9AnKO2Uc8o3A8AiKXOmk+RZj5R8wkA4BQkn4A4R22jnlG4HwAQS501n1wuV1i7y+Wi5hMAwDFIPgFxjtpG+0bhfgBArFiWpcLCwm7buQ4DAJyA5BMAahsBUVZTU6Pc3FzV1NTYHQqAISAtLU0+ny/sOuzz+eJ+9rGTVVVVaf78+aqqqrI7FAAYECSfAEiithEQLe3t7SotLVVzc7NKS0vV3t5ud0gAhgCfz6ekpCRJUlJSkhYtWmRvQIiZtrY2FRcXq6mpScXFxWpra7M7JACIOZJPACRR2wiIlsrKSrW2tkqSWltbFQgEbI4IwFDgdrtVVFSkcePGqaioSG632+6QECN+v18tLS2SpJaWFpWXl9sbEAAMAJJPDsfSD/QFtY2Ar6axsVGBQCC0a5UxRoFAQI2NjTZHBgAYDOrr6+X3+8OuE36/X/X19TZHBgCxRfLJwVj6AQADxxijsrKybtv33kYdAL6MpVjOZ4xRSUlJt+1cJwA4GcknB2PpBwAMnIaGBtXW1qqjoyOsvaOjQ7W1tWpoaLApMgBDAUuxnK+urk7V1dURrxPV1dWqq6uzKTIAiD2STw7F0g8AA4Glvf+RmpqqjIwMJSSEX1pdLpdmz57NrlUAusVSrPjg8XiUlZUll8sV1u5yuTRv3jx5PB6bIgOA2CP55EAs/QAwENrb27Vs2TI1Nzdr2bJlcb+017Is5efnh7ZK/3J7Xl5el3YAkLpfchUMBlmK5TCWZamwsLDbdq4TAJyM5JMDsfQDwEBYvXq1duzYIUnasWOHHn30UZsjsl9KSooWLFgQ1rZgwQKlpKTYFBGAwa5zKVYwGAxrDwaDLMVyoLS0NF144YVhbRdeeCGzYwE4HsknB2LpB4BYa2xs1Jo1a8LaHn/8cZb2AkAfeTwezZo1K2Jfeno6S7EcKNIMWQBwOpJPDsTSDwCxZIzR3Xff3WUpSHft8aSxsVFPPPFEWNsTTzxBUg5Aj3bt2hWxfefOnQMcCWKtvr5ejzzySFjbI488Qn0vAI5H8smhUlJS5PV6Q4kmy7Lk9XpZ+gHgK6uvr9frr78ese/111+P2wE09fYA9Md7772nN998M2Lfm2++qffee2+AI0KsdNb36q6d6wQAJyP55GA5OTkaM2aMJGns2LHyer02RwQAzkW9PQD9sa8Z6cxYd47O+l6RrhPU9wLgdCSfHCwxMVGLFy9WcnKyCgoKlJiYaHdIABwgLS1NU6dOjdg3bdo0paWlDXBEgwP19gD0h8fjUXp6esQ+aj45i8fjUVZWllwuV1i7y+XSvHnz+F0DcDSSTw6XmZmpiooKZWZm2h0KAIewLEs/+MEPItaVu/baa+P2Lj319gD0h2VZuuWWW7qcIxISErRkyRLOHQ5iWZYKCwu7bed3DcDJSD4BAPosJSVF55xzTljbueeeG/d15ai3B6A/0tLSlJubG9aWm5vLjEkHSktLk8/nC7tO+Hw+ftcAHI/kEwCgX7773e9q5MiRkqSRI0fqggsusDmiwYF6ewD64/LLL9eBBx4oSTrwwAN12WWX2RwRYsXn8ykpKUmSlJSUpEWLFtkbEAAMAJJPAIB+SUxM1A9+8AMlJyfrBz/4AXXl/g/19gD0h9vt1pIlSzRu3DgtWbJEbrfb7pAQI263W0VFRRo3bpyKior4XQOIC5ZhT8+o27RpkyRp+vTpNkcCAAAi4Vo9+PE7AgBgcOvLtZqZTwAAAAAAAIgZkk8AAAAAAACIGZJPAABgQNTU1Cg3N1c1NTV2hwIAtqqqqtL8+fNVVVVldygAMCBIPgEAgJhrb29XaWmpmpubVVpaqvb2drtDAgBbtLW1qbi4WE1NTSouLlZbW5vdIQFAzJF8AgAAMVdZWanW1lZJUmtrqwKBgM0RAYA9/H6/WlpaJEktLS0qLy+3NyAAGAAknwAAQEw1NjYqEAioc4NdY4wCgYAaGxttjgwABlZ9fb38fn/Y+dDv96u+vt7myAAgtkg+AQCAmDHGqKysrNv2zj/AAMDpjDEqKSnptp3zIQAnI/kEAPtAkWSg/xoaGlRbW6uOjo6w9o6ODtXW1qqhocGmyABgYNXV1am6ujri+bC6ulp1dXU2RQYAsUfyCQB6QJFk4KtJTU1VRkaGEhLChxwul0uzZ89WamqqTZEBwMDyeDzKysqSy+UKa3e5XJo3b548Ho9NkQFA7JF8AoAeUCQZ+Gosy1J+fr4sy+rSnpeX16UdAJzKsiwVFhZ22875EICTDbM7AAAYrLorknzSSScpJSXF5uiAoSMlJUVer1ePPfaYjDGyLEter5fvEYBBaceOHdq8eXPMXn/+/Pl65plnQufD+fPna+vWrdq6dWvUjzV+/HiNHDky6q8LAH0V9eTThx9+qK9//evRflkAGFD7KpJ8xx13cIcS6IOcnBy9+OKL+vjjjzV27Fh5vV67QxrUGE8B9tixY4fOOOMM7dixY0COZ4zRU089paeeeiomrz9y5Eg9++yzJKAA2K5fyaeGhgaVlJTon//8Z6hgnjFGu3btUmtrq958882oBgkAA62zSPLevlwkOS0tzYbIgKEpMTFRixcv1r333qu8vDwlJibaHZLtGE8BAIB40a/k02233abNmzfrtNNOk9/v1yWXXKK6ujr99re/1W233RbtGAFgwHUWSV63bp2CwWCo3eVyKT09nSLJQD9kZmYqMzPT7jAGDcZTwODTOVMolsvu/vWvf4W+4zfffLMmTpwYs2Ox7A7AYNGv5NNrr72me++9V3PnztWf//xnnXTSSZoxY4Z+/vOfq6qqiqn0wBBVU1MTmpUQ738gdhZJvuyyy7q0UyQZQDQwngIGp5EjR2r69OkDcqyJEycO2LEAwE792u1u165doeUmHo9H//jHPyRJZ511ljZs2BC96AAMmPb2dpWWlqq5uVmlpaVqb2+3OyTbdRZJ7kw0USQZ+GpqamqUm5urmpoau0MZFBhPYW9VVVWaP3++qqqq7A4FAICo6lfy6dBDD9U///lPSXsGS2+99ZYkKRgM6rPPPotedAAGTGVlpVpbWyVJra2tCgQCNkc0OOTk5GjMmDGSRJFk4Csgwd0V4yl8WVtbm4qLi9XU1KTi4mK1tbXZHRIAAFHTr+TT2Wefreuuu05VVVU6/vjj9cQTT+jBBx/UHXfcocmTJ0c7RiDquPserrGxUYFAQMYYSXsK3gYCATU2Ntocmf06iyQnJyeroKCAIslAP5Hg7orxFL7M7/erpaVFktTS0qLy8nJ7AwIAIIr6lXy6/PLLddVVV8kYoxkzZigvL0/33XefWlpadPPNN0c7RiCquPsezhijsrKybts7E1LxLDMzUxUVFXFfBwvoLxLckTGeQqf6+nr5/f6w74jf71d9fb3NkQEAEB39Sj5ZlqVFixbp+OOPl7Rn8FRbW6tnn31WRx11VDTjA6KOu+/hGhoaVFtbG9rmu1NHR4dqa2vV0NBgU2QAnIAEd/cYT0Ha810oKSnptj2evyMAAOfo9W53y5cv1/e+9z253W4tX768x8cWFBR85cCAWOju7vtJJ50Ut0WkU1NTlZGRoXXr1ikYDIbaXS6X0tPTlZqaamN0AIa6zgT33r6c4O4suh0PGE9hb3V1daquru7S3tHRoerqatXV1WnChAk2RAYAQPT0Ovn0xBNP6Lvf/a7cbreeeOKJbh9nWRaDJQxK+7r7fscdd4R2NYsnlmUpPz9fl112WZf2vLy8uHxPAEQPCe5wjKewN4/Ho6ysLL366qths5BdLpfmzp0rj8djY3QAAERHr5NPv//97yP+GxgquPvevZSUFHm9Xj322GMyxsiyLHm93ridDQYgekhwh2M8hb1ZlqXCwkItXLgwYnu8fUcAAM7Ur5pPwFDUefc9ISH8Y+9yuTR79uy4u/u+t5ycHI0ZM0aSNHbsWHm9XpsjAuAUnQnuzj+iSXAD4dLS0uTz+cK+Iz6fL+7HJgAA5+j1zKcjjzyy13de3nrrrX4HBMQKd997lpiYqMWLF+vee+9VXl6eEhMT7Q4JgIPk5OToxRdf1McffxzXCW7GU+iOz+fT008/rebmZiUlJWnRokV2hwQAQNT0Ovl05513hgZLH3zwgR544AHl5OQoPT1d++23nzZt2qTVq1frqquuilmwwFfF8rKeZWZmKjMz0+4wADgQCe49GE+hO263W0VFRVq6dKmuu+46ud1uu0MCACBqer3sbsGCBTr77LN19tlnq6amRjfddJNuuOEGffvb39ZJJ52ka665RjfffLN+85vf9PrgH330ka6++mrNmTNHxx13nIqLi7Vz505Je+rzLFq0SLNmzdLpp5+ul19+Oey5r7zyis444wzNnDlTubm5XbaDLy8v13HHHaf09HTdcMMNamtrC/Xt3LlTN9xwg2bPnq1jjz1WDz/8cNhz93VsDG0sL+teTU2NcnNzVVNTY3coABwoMzNTFRUVcZ3kZjyFnmRnZ+u5555Tdna23aEAABBV/ar5tHHjRh1zzDFd2mfMmKF33323V69hjNHVV1+ttrY2rV69Wj//+c/1hz/8Qb/4xS9kjFF+fr4OPvhgrV27VmeeeaYKCgrU2NgoSWpsbFR+fr4WLFigNWvWaMyYMcrLy5MxRpL0wgsvaPny5brtttu0cuVKbdiwQXfddVfo2EuXLtXrr7+ulStX6pZbbtHy5cv1/PPPh+Lq6dgY+jrvvicnJ6ugoCBu777vrb29XaWlpWpublZpaana29vtDgkAHI3xFAAAiBf9Sj4dfvjheu6557q0V1ZW6ogjjujVa7z33ntav369iouL9Y1vfEOzZ8/W1VdfrWeffVY1NTVqaGjQbbfdpokTJ+qKK67QrFmztHbtWknS448/rmnTpumSSy7RN77xDRUXF+uDDz7Qq6++KkmqqKjQxRdfrBNOOEEzZszQrbfeqrVr16qtrU2ff/65Hn/8cd14442aOnWqTj75ZF166aVavXq1JO3z2HAG7r53VVlZqdbWVklSa2urAoGAzREBgLMxngIAAPGi1zWfvuzqq6/W1VdfrVdeeUXTp09XMBjUunXr9NZbb+mBBx7o1WskJSXpwQcf1MEHHxzW/umnn2rDhg066qij9LWvfS3UnpGRofXr10uSNmzYoNmzZ4f63G63pk6dqvXr12v27NnatGmTCgoKQv2zZs3SF198obffflvGGO3evVvp6elhr/3LX/5SwWBwn8cGnKixsVGBQCB0t9sYo0AgoJNOOol6WAAQI4ynAABAvOjXzKeTTz5Zq1evVnJysl5++WW98sorGj9+vB5//PFezyQZNWqUjjvuuND/B4NBrVq1SpmZmWppaVFycnLY48eOHasPP/xQknrs3759u3bu3BnWP2zYMI0ePVoffvihWlpadNBBB2n//fcP9R988MHauXOntm7dus9jA05jjFFZWVm37Z0JKQBAdDGeAgAA8aJfM58k6eijj9bRRx8dtUDuuusuvfnmm1qzZo3Ky8vDBjOStP/++2vXrl2SpLa2tm77O+vUdNdvjInYJ0m7du3q8bX7whijzz//vE/PiYW//e1vevDBB3XppZdGrCsBvP/++6qtre3S3tHRodraWr3zzjs67LDDbIgMAGKnc8dTuzGe6tlgGU8B0fTluprt7e18xgEMWX0ZT/Ur+RQMBvXMM8/otdde0xdffNFlZkRxcXGfXu+uu+7SypUr9fOf/1yTJk3S8OHDtXXr1rDH7Nq1K1QYevjw4V0GL7t27dKoUaM0fPjw0P/v3e92u9XR0RGxT9pTiHpfx+6tL774Qm+99VafnhNtu3btUllZmbZv366ysjJdc801XQaCgDFGRxxxhN577z0Fg8FQe0JCgiZOnKjt27fb/lkGgFiw+5rIeGrfBsN4Coi2zZs3h/07IaFfi1EAYFDo7XiqX8mnO++8U6tXr9aRRx6pESNG9OclQm6//Xb96le/0l133aVTTz1VknTIIYd02eVly5YtoenbhxxyiLZs2dKlf8qUKRo9erSGDx+uLVu2aOLEiZKk3bt3a+vWrUpKSpIxRp988ol2796tYcP2/PgtLS1KTEzUqFGj9nns3tpvv/16XSw0Vh599FHt2LFDkrRjxw69+eabOv/8822NabBgRli4a665RldffXVYm2VZuuaaa/T1r3/dpqgAIHZ6u5tcLDGe2rfBMJ4aSC+//LJ+/vOf65prrtGxxx5rdziIkS/f7Bs/frymTJliYzQA0H99GU/1K/n0zDPP6M4779TZZ5/dn6eHLF++XI899pjuvvtunXbaaaH2mTNnasWKFWpvbw/dIautrVVGRkao/8vLhNra2vTmm2+qoKBACQkJmj59umprazV37lxJ0vr16zVs2DAdeeSRkvbULOgsptn52tOnT1dCQsI+j91blmWFFdkcaI2Njfr1r38dVkD617/+tb797W/HfQHp9vZ2rVixQh9//LFWrFihuXPn9vlOrNNMnDhRXq9Xjz32WGjqZE5OjiZMmGB3aAAQE4NhyR3jqX2zezw1kNra2nT33XerublZd999t4477ji53W67w0IMfHncmZiYGDefcQDO05fxVL/meO7atesrzxb517/+pXvvvVeXXXaZMjIy1NLSEvpvzpw5GjdunIqKivTOO+9oxYoV2rhxo8455xxJ0sKFC/Xaa69pxYoVeuedd1RUVKTDDjssNDi64IIL9NBDD+mll17Sxo0btWTJEnm9Xrndbrndbp111llasmSJNm7cqJdeekkPP/ywcnNzJWmfxx4KKCDds8rKSrW2tkqSWltbFQgEbI5ocMjJydGYMWMk7SkK6/V6bY4IAJyN8RS+zO/3q6WlRdKeWWTl5eX2BgQAQBT1K/l03HHHqaqq6isd+He/+506Ojp033336dhjjw37z+Vy6d5771VLS4sWLFigp59+WmVlZaEZO4cddphKS0u1du1anXPOOdq6davKyspCWbf58+friiuu0M0336xLLrlEM2bM0I9+9KPQsYuKijR16lRdfPHFuvXWW7V48WKdcsopkrTPYw8FDQ0Nqq2tVUdHR1h7ZwHphoYGmyKzX2NjowKBQNiMsEAgoMbGRpsjs19iYqIWL16s5ORkFRQUxP1sMACINcZT6FRfXy+/3x82PvH7/aqvr7c5MgAAosMy/ZgG8/DDD+uee+7Rscceq4kTJ2q//fYL6y8oKIhagEPRpk2bJEnTp0+35fjGGP34xz/WunXrwtaUu1wupaen6/bbbx8Uyw0GWuf7sn79+rDEnMvl0qxZs3THHXfE5fsCAPHI7mu1xHhqXwbD72ggGGNUUFCgV199tcv4ZM6cOVq+fDnjE4fZtGmTLr74YknSypUrHf8ZB+BcfblW96vm06pVqzRmzBi9+eabevPNN8P6LMuK+8GS3SzLUn5+vi677LIu7Xl5eXE7gOmcEba3L88IS0tLsyEyAEA8YjwFSaqrq1N1dXWX9o6ODlVXV6uuro4ajACAIa9fyaff//730Y4DUZaSktKlgLTX643r6e6pqanKyMjodkZYamqqjdEBAOIN4ylIksfjUVZWVsSZT3PnzpXH47ExOgAAoqPXyafOApL7YlmWVq5c2e+AED05OTl68cUX9fHHH1NAWswIAwDYj/EU9mZZlgoLC7Vw4cKI7YxPAABO0Ovk06GHHhrLOBADnQWk7733XuXl5VFAWswIAwDYi/EUIklLS5PP59NDDz0UGp/4fD5mZQMAHKPXyafi4uJYxoEYyczMVGZmpt1hDCrMCENf1dTUhJK4fJ8AfBWMp9Adn8+np59+Ws3NzUpKStKiRYvsDgkAgKhJsDsAYKB1zghLTk5WQUEBM8LQo/b2dpWWlqq5uVmlpaVqb2+3OyQAgAO53W4VFRVp3LhxKioqktvttjskAACihuQTAPSgsrJSra2tkqTW1lYFAgGbIwIAOFV2draee+45ZWdn2x0KAABRRfIJcYeZLOitxsZGBQIBGWMkScYYBQIBNTY22hwZAAAAAAwdJJ8Qd5jJgt4wxqisrKzb9s6EFAAAAACgZySfEFeYyYLeamhoUG1trTo6OsLaOzo6VFtbq4aGBpsiAwAAAIChheQT4gYzWdAXqampysjIUEJC+GnS5XJp9uzZbH8NAAAAAL1E8glxg5ks6AvLspSfny/Lsrq05+XldWkHsG81NTXKzc1VTU2N3aEAg1JVVZXmz5+vqqoqu0MBACCqSD4hbjCTBX2VkpIir9cbSjRZliWv16uUlBSbIwOGHjZ7AHrW1tam4uJiNTU1qbi4WG1tbXaHBABA1JB8QtxgJgv6IycnR2PGjJEkjR07Vl6v1+aIgKGJzR6Anvn9frW0tEiSWlpaVF5ebm9AAABEEcknxBVmsqCvEhMTtXjxYiUnJ6ugoECJiYl2hwQMOWz2APSsvr5efr8/7Dvi9/tVX19vc2QAAEQHySfEHWayoK8yMzNVUVGhzMxMu0MBhhw2ewB6ZoxRSUlJt+18RwAATkDyCXGHmSwAMHDY7AHoWV1dnaqrqyN+R6qrq1VXV2dTZAAARA/JJ8QlZrIAwMBgswegZx6PR1lZWXK5XGHtLpdL8+bNk8fjsSkyAACih+QTAKDfampqlJubq5qaGrtDwSDFZg9AzyzLUmFhYbftfEcAAE5A8gkA0C/t7e0qLS1Vc3OzSktL1d7ebndIGKTY7AHoWVpamnw+X9h3xOfzMTMQAOAYJJ8AhDCLBX1RWVmp1tZWSVJra6sCgYDNEWEwY7MHoGc+n0+jRo2SJI0aNUqLFi2yNyAAAKKI5BMAScxiQd80NjYqEAiEbQseCATU2Nhoc2QYrNjsAQAAIH6RfAIgiVks6D1jjMrKyrptZ1twdIfNHoDu+f1+bd++XZK0fft2lZeX2xsQAABRRPIJALNY0CcNDQ2qra2NuC14bW2tGhoabIoMAIam+vp6+f3+sOuw3+9XfX29zZEBABAdJJ+AOMcsFvRVamqqMjIylJAQfglxuVyaPXs2BXLRLerKAV0ZY1RSUtJtO9dhAIATkHxyOAb62BdmsaCvLMtSfn5+l+2/LctSXl4e24IjIurKAZHV1dWpuro64nW4urpadXV1NkUGAED0kHxysPb2di1btkzNzc1atmwZA31ExCwW9EdKSoq8Xm/YtuBer1cpKSk2R4bBirpyQGQej0dZWVlyuVxh7S6XS/PmzZPH47EpMgAAoofkk4OtXr1aO3bskCTt2LFDjz76qM0RYTBiFgv6KycnR2PGjJEkjR07Vl6v1+aIBg9mnYajrhzQPcuyVFhYqGAwGNZujFFhYSHXYQCAI5B8cqjGxkatWbMmrO3xxx9noI+ImMWC/khMTNTixYuVnJysgoICJSYm2h3SoMDysnDUlQN6Z+/vQjAY5PsBAHAMkk8OZIzRsmXLugxYumsHJGaxoH8yMzNVUVGhzMxMu0MZNFheFo66ckDPjDFasmRJxL4lS5YwbgMAOALJJweqr6/XG2+8EbHvjTfeYNteRMQsFuCrY3lZV9SVA3r23nvvaf369RH71q9fr/fee29gAwIAIAZIPgEIYRYL0H8sL4uMunJAz/b1HeA7AgBwApJPDpSWlqZp06ZF7Js2bZrS0tIGOKLBh2LAAKKN5WXdo64c0D2Px6P09PSIfenp6ex2BwBwBJJPDmRZlq699tqId5kjtccbigEDiAWWl/WMunJAZJZl6ZZbbonYvmTJkrgftwEAnIHkk0OlpKToyCOPDGubMmUKd5lFMWAAscHysp5RVw7oXlpammbMmBHWNmPGjLhPWgMAnIPkk0M1NjbqH//4R1jbP/7xj7gueitRDBhAbKWkpGjBggVhbQsWLCDx/3+oKwdEFmmzGDaJAQA4CcknB+osbhvpLns8F72lGDAAABhsjDEqKSlRMBgMa+/o6FBJSQnjEwCAI5B8ciCK3kbG+wIg1hobG/XEE0+EtT3xxBPMrgTQrbq6OlVXV3dJMhljVF1drbq6OpsiAwAgekg+ORBFbyPjfQEQS8yuBNAf48eP14EHHhixb/To0Ro/fvzABgQAQAyQfHIgit5GxvsCIJaYXQmgPzZv3qxt27ZF7Nu6das2b948sAEBABADJJ8cKiUlRV6vN5RQsSxLXq837ove8r4AiBVmVwLoD4/Ho6ysrIg3x+bNmyePx2NTZAAARA/JJwfLycnRmDFjJEljx46V1+u1OaLBgfcFQCwwuxJAf1iWpcLCwi7niISEhIjtAAAMRSSfHCwxMVGLFy9WcnKyCgoKlJiYaHdIgwLvC4BYYXZlz2pqapSbm6uamhq7QwEGlbS0NF1yySVhbZdccgkzJgEAjkHyyeEyMzNVUVGhzMxMu0MZVHhfAMTKWWedFfq3ZVk688wz7QtmEGlvb1dpaamam5tVWlqq9vZ2u0MCBhWfz6fk5GRJUnJyshYtWmRvQAAARBHJJwAAoujJJ58M7WwXDAb11FNP2RzR4FBZWanW1lZJUmtrqwKBgM0RAYOL2+1WUVGRxo0bp6KiIrndbrtDAgAgakg+AQAQJY2NjV2SKoFAQI2NjTZFNDh0vi+dSTljDO8LEEF2draee+45ZWdn2x0KAABRRfIJAPaBOjXoDWOMysrKum3vTLzEG94XoPeqqqo0f/58VVVV2R0KAABRRfIJAHpAnRr0VkNDg2pra9XR0RHW3tHRodraWjU0NNgUmb14X4DeaWtrU3FxsZqamlRcXKy2tja7QwIAIGpIPgFAD6hTg95KTU1VRkaGEhLCL60ul0uzZ8+O212reF+A3vH7/WppaZEktbS0qLy83N6AAACIIpJPANAN6tSgLyzLUn5+vizL6tKel5fXpT1e8L4A+1ZfXy+/3x92vfH7/aqvr7c5MgAAooPkEwBEQJ2a3qEeVriUlBR5vd5QQsWyLHm9XqWkpNgcmb14X4DuGWNUUlLSbTvXGwCAE5B8AoAIqFOzb9TDiiwnJ0djxoyRJI0dO1Zer9fmiAYH3hcgsrq6OlVXV0e83lRXV6uurs6myAAAiB6STwAQAXVq9o16WJElJiZq8eLFSk5OVkFBgRITE+0OaVDgfQEi83g8ysrKksvlCmt3uVyaN2+ePB6PTZEBABA9JJ8AIALq1PSMelg9y8zMVEVFhTIzM+0OZVDhfQG6sixLhYWF3bbH+/UGAOAMJJ8AoBvUqYmMelgAEF1paWny+Xxh1xufz8csWwCAY5B8AoAeUKemK+phAUD0nX/++WHJp/POO8/miAAAiB6STwDQA+rUdNVZD2tvlmVRDwsA+ulXv/qVgsGgJCkYDOqxxx6zOSIAAKKH5BMA7AN1asJZlqVzzjmnS7sxRgsXLqQ+CQD0UX19vfx+f1ib3+9XfX29TREBABBdJJ8AAH1ijNGaNWsiFmNfs2YNNZ8AoA+MMSopKem2nXMqAMAJSD4BAPqks+bT3n8QGWOo+QQAfVRXV6fq6uqIdfSqq6tVV1dnU2QAAEQPyScAQJ901nxKSAi/hLhcLmo+AUAfeTweZWVlyeVyhbW7XC7NmzdPHo/HpsgAAIgekk8AgD6xLEv5+fkRl93l5eVR8wkA+sCyLBUWFnbbzjkVAOAEJJ8AAH2WkpIir9cbti241+tVSkqKzZEBwNCTlpYmn88Xdk71+XzMJAUAOAbJJwAhNTU1ys3NVU1Njd2hYAjIycnRmDFjJEljx46V1+u1OSIAGLp8Pp+SkpIkSUlJSVq0aJG9AQEAEEUknxCXSLJ01d7ertLSUjU3N6u0tFTt7e12h4RBLjExUYsXL1ZycrIKCgqUmJhod0gAMGS53W4VFRVp3LhxKioqktvttjskAACihuQT4g5JlsgqKyvV2toqSWptbVUgELA5osFj5cqVOv3007Vy5Uq7Qxl0MjMzVVFRoczMTLtDAYAhLzs7W88995yys7PtDgUAgKgi+YS4Q5Klq8bGRgUCARljJEnGGAUCATU2Ntocmf22bdumxx57TMFgUI899pi2bdtmd0gAAAAAMKSQfEJcIcnSlTFGZWVl3bZ3vlfx6rbbbgv7vNx+++02RwQAAAAAQwvJJ8QNkiyRNTQ0qLa2Vh0dHWHtHR0dqq2tVUNDg02R2W/dunV64403wtpef/11rVu3zqaIAAAAAGDoIfmEuEGSJbLU1FRlZGQoISH8dOByuTR79uy43eY5GAyquLg4Yl9xcbGCweAARwQAAAAAQxPJJ4djV7f/IMkSmWVZys/Pl2VZXdrz8vK6tMeLv/3tb9q+fXvEvu3bt+tvf/vbAEc0OHGOAYDoqaqq0vz581VVVWV3KAAARBXJJwdjV7dwJFm6l5KSIq/XG3oPLMuS1+tVSkqKzZHZ55hjjtGoUaMi9o0aNUrHHHPMAEc0+HCOAYDoaWtrU3FxsZqamlRcXKy2tja7QwIAIGpIPjkYu7p1RZKle2eddVbo35Zl6cwzz7QvmEEgISFBRUVFEftuuOGGLjPo4hHnGACIHr/fr5aWFklSS0uLysvL7Q0IAIAo4q8nh2JXt+7l5ORozJgxkqSxY8fK6/XaHNHg8OSTT4Y+L8FgUE899ZTNEdkvPT1dU6dODWubNm2aZs2aZU9AgwjnGACInvr6evn9/rBzqt/vV319vc2RAQAQHSSfHIhd3XqWmJioxYsXKzk5WQUFBUpMTLQ7JNt1JhK+jETCHjfffHNoplxCQoJuuukmmyOyH+cYAIgeY4xKSkq6beecCgBwApJPDsSubvuWmZmpiooKZWZm2h2K7Ugk9OzAAw/Ueeedp4SEBOXk5OjAAw+0OyTbcY4BgOipq6tTdXV1xHNqdXW16urqbIoMAIDoIfnkQOzqhr4gkbBvF198sX7zm9/o4osvtjuUQYFzDABEj8fjUVZWllwuV1i7y+XSvHnz5PF4bIoMAIDoIfnkQOzqhr4gkYC+4hwDANFjWZYKCwu7beecCgBwApJPDsWubugtEgnoD84xABA9aWlp8vl8YedUn8/HDSAAgGOQfHIwdnVDb5FIQH+cddZZoX9blqUzzzzTvmAAYIjz+XxKSkqSJCUlJWnRokX2BgQAQBSRfHIwdnVDX5CsRF89+eSToYL0wWBQTz31lM0RAcDQ5Xa7VVRUpHHjxqmoqEhut9vukAAAiJphdgeA2MrMzGRHN/RKZ7Ly3nvvVV5eHslK9KixsVGBQCCsLRAI6KSTTmLGHAD0U3Z2trKzs+0OAwCAqGPmE4CQzMxMVVRUkLDcS01NjXJzc1VTU2N3KIOCMUZlZWXdtnfOhgIA9E1VVZXmz5+vqqoqu0MBACCqSD4hLpFMQG+1t7ertLRUzc3NKi0tVXt7u90h2a6hoUG1tbXq6OgIa+/o6FBtba0aGhpsigwAhq62tjYVFxerqalJxcXFamtrszskAACihuQT4g7JBPRFZWWlWltbJUmtra1dlprFo9TUVGVkZCghIfwS4nK5NHv2bHZnAoB+8Pv9amlpkSS1tLSovLzc3oAAAIgikk+IOyQT0FuddY06l5EZYxQIBNTY2GhzZPayLEv5+fmh3RG/3J6Xl9elPR4xuxJAX9TX18vv94ddb/x+v+rr622ODACA6CD5hLhCMgG9RV2jnqWkpMjr9YYSTZZlyev1UmxczK4E0DfGGJWUlHTbHu/XGwCAM5B8QtwgmYC+oK7RvuXk5GjMmDGSpLFjx8rr9doc0eDA7EoAfVFXV6fq6uqI15vq6mrV1dXZFBkAANFD8glxg2QC+oK6RvuWmJioxYsXKzk5WQUFBUpMTLQ7JNsxuxJAX3k8HmVlZcnlcoW1u1wuzZs3Tx6Px6bIAACIHpJPiBskE9AX1DXqnczMTFVUVCgzM9PuUGzH7EoA/WFZlgoLC7tt53oDAHACkk+IGyQT0FfUNUJfMLsSQH+lpaXJ5/OFXW98Ph83xgAAjkHyCXGFZAL6irpG6C1mVwL4Knw+n5KSkiRJSUlJWrRokb0BAQAQRSSfEHdIJqAvqGuE3mJ2JYCvwu12q6ioSOPGjVNRUZHcbrfdIQEAEDUknxB3SCagr6hrhN7qnF35ZcyuBAAAQLwj+YS4RDIBQKycddZZoVlOCQkJOvPMM22OCMBQ0NbWpuLiYjU1Nam4uFhtbW12hwQAQNSQfAIAIIqefPLJ0L+NMXrqqafsCwbAkOH3+9XS0iJJamlpUXl5ub0BAQAQRSSfAACIksbGRgUCARljJO1JPgUCATU2NtocGYDBrL6+Xn6/P+zc4ff7VV9fb3NkAABEB8knAACiwBijsrKybts7/6iMZzU1NcrNzVVNTY3doQCDhjFGJSUl3bZz7gAAOAHJJwAAoqChoUG1tbXq6OgIa+/o6FBtba0aGhpsimxwaG9vV2lpqZqbm1VaWqr29na7QwIGhbq6OlVXV0c8d1RXV6uurs6myAAAiB6STwAAREFqaqoyMjKUkBB+aXW5XJo9e7ZSU1NtimxwqKysVGtrqySptbVVgUDA5oiAwcHj8SgrK0sulyus3eVyad68efJ4PDZFBgBA9JB8AgAgCizLUn5+fminuy+35+XldWmPJ9TCArpnWZYKCwu7bY/ncwcAwDkGRfJp165dOuOMM/TXv/411NbQ0KBFixZp1qxZOv300/Xyyy+HPeeVV17RGWecoZkzZyo3N7fLcoby8nIdd9xxSk9P1w033BC2Xe3OnTt1ww03aPbs2Tr22GP18MMPhz13X8cGACCSlJQUeb3e0B+LlmXJ6/UqJSXF5sjs013Nq2AwSC2sKGM8NXSlpaXJ5/OFnTt8Pl/cz5gEADiH7cmnnTt36tprr9U777wTajPGKD8/XwcffLDWrl2rM888UwUFBaE7pI2NjcrPz9eCBQu0Zs0ajRkzRnl5eaEB7AsvvKDly5frtttu08qVK7VhwwbdddddoddfunSpXn/9da1cuVK33HKLli9frueff75XxwYAoCc5OTkaM2aMJGns2LHyer02R2SvzlpYwWAwrD0YDFILK4oYTw19Pp9PSUlJkqSkpCQtWrTI3oAAAIgiW5NP7777rrxeb5dtZGtqatTQ0KDbbrtNEydO1BVXXKFZs2Zp7dq1kqTHH39c06ZN0yWXXKJvfOMbKi4u1gcffKBXX31VklRRUaGLL75YJ5xwgmbMmKFbb71Va9euVVtbmz7//HM9/vjjuvHGGzV16lSdfPLJuvTSS7V69epeHRsAgJ4kJiZq8eLFSk5OVkFBgRITE+0OyVapqamaOnVqxL5p06YxsyMKGE85g9vtVlFRkcaNG6eioiK53W67QwIQBVVVVZo/f76qqqrsDgWwla3Jp1dffVVz585VZWVlWPuGDRt01FFH6Wtf+1qoLSMjQ+vXrw/1z549O9Tndrs1depUrV+/Xh0dHdq0aVNY/6xZs/TFF1/o7bff1ttvv63du3crPT097LU3bNigYDC4z2MPNWxrDQADLzMzUxUVFcrMzLQ7lEGBmjWxxXjKObKzs/Xcc88pOzvb7lAAREFbW5uWLFmipqYmLVmyJGzpMhBvhtl58AsuuCBie0tLi5KTk8Paxo4dqw8//HCf/du3b9fOnTvD+ocNG6bRo0frww8/VEJCgg466CDtv//+of6DDz5YO3fu1NatW/d57N4yxujzzz/v03OibefOnbrnnnvU2tqqe+65R5MnT9bw4cNtjQkAEF/ef/99vf766xH7Xn/9db3zzjs67LDDBjiqPddppyTFGE8BQ0t7e3vYv/mMO9d9992nbdu2SZK2bdum++67T1deeaXNUQHR05fxlK3Jp+60tbWFDWYkaf/999euXbv22d95Mu+u3xgTsU/aU6hzX8furS+++EJvvfVWn54Tbb/97W/1ySefSJI++eQTrVixQieddJKtMWFgtLe3q6Wlpc/P6/yc7/0d6I2kpKS4X14EoCtjjI444gj961//CisunpCQoIkTJ2r79u22XS/7c64bShhPAYPT5s2bw/6dkGB7GV7EQHNzc2gpcqdVq1ZpypQpXZLzwFDW2/HUoEw+DR8+XFu3bg1r27VrV+gP2+HDh3cZvOzatUujRo0KzeyJ1O92u9XR0RGxT9pTp2Nfx+6t/fbbT0cccUSfnhNNTU1N+vOf/xy2rfWf/vQnnXPOORo3bpxtcSH2PvvsM1155ZX67LPPBvS4BxxwgH75y1/qgAMOGNDjIjo+++wzffDBB31+Xuf08f7UJjn00EP5vMSJa665RldffbU6OjpCbZZl6ZprrtHXv/51W2J69913bTnuQGI8BQxOX96AYfz48ZoyZYqN0SAWjDEqLS2N2FdZWamysjLHzL5FfOvLeGpQJp8OOeSQLj/Eli1bQhniQw45RFu2bOnSP2XKFI0ePVrDhw/Xli1bNHHiREnS7t27tXXrViUlJckYo08++US7d+/WsGF7fvyWlhYlJiZq1KhR+zx2b1mWFVbnYCAZY7psd9zp4Ycf1h133MHJzsHsWkrS+Zm363PfG5999lm/dtb6KgmW1NTUQZ9g+eyzz3TVVVfp008/HdDjjhgxQitXrhz07w++uokTJ8rr9eqxxx4LnaNycnI0YcIE22KKh+sg4ylgcPpyEjYxMZHPuAO999572rhxY8S+jRs36qOPPrL1GghES1/GU4My+TRz5kytWLFC7e3toZNzbW2tMjIyQv21tbWhx7e1tenNN99UQUGBEhISNH36dNXW1mru3LmSpPXr12vYsGE68sgjJe2pWbB+/fpQEc3a2lpNnz5dCQkJ+zz2UNC5rfXeOjo6Qttap6Wl2RAZBsIBBxyglStX9jnJsnnzZv3iF7+QJH3/+9/X+PHj+/T8wZ5k+eyzz3TxxReTYAFskpOToxdffFEff/yxxo4dK6/Xa3dIjsd4CgDs8eXZbf3pB5xoUCaf5syZE9pmNi8vT3/4wx+0ceNGFRcXS5IWLlyohx56SCtWrNAJJ5ygsrIyHXbYYaHB0QUXXKCbb75ZkyZNUnJyspYsWSKv1xuatXDWWWdpyZIluvPOO9Xc3KyHH3449Nr7OvZQkJqaqoyMDK1bty7sxOZyuZSens621nHggAMOCP1x0B/jx4//Ss/H0ELCsnvMlouexMRELV68WPfee6/y8vKoETcAGE8BgD32Vcrggw8+YEkx4s6gTD65XC7de++9uvHGG7VgwQIdfvjhKisrU0pKiiTpsMMOU2lpqe68806VlZUpPT09bN3s/Pnz9cEHH+jmm2/Wrl27dMopp+hHP/pR6PWLioq0ZMkSXXzxxRoxYoQWL16sU045pVfHHgosy1J+fr4uu+yyLu15eXlxsdQA2BsJlp6RsOyK2XLRl5mZqczMTLvDiBuMp4aeqqoqLV26VNddd52ys7PtDgdAP+3rXMe5EPFo0CSf/vGPf4T9/+GHH65Vq1Z1+/js7OweL8qXX365Lr/88oh9brdbJSUlKikpidi/r2MPBSkpKV3qa3i9Xsed6JiVgL4gwQLA6RhPDV1tbW0qLi5Wc3OziouLNWfOnH6NUwDYz+VyfaV+wIkGTfIJ0ef0+hrMSgAQS8yW6x6JfyD6/H6/WlpaJO0p3l5eXq6rrrrK5qgA9Mfhhx+uhISEiLWdEhISdPjhh9sQFWAvkk8ORn0NAPhqmC3XFYl/IPrq6+vl9/tljJG0Z+dav9+v+fPns0kMEEM7duzQ5s2bo/66e9fe/bJgMKjVq1crPT09ascbP368Ro4cGbXXA2KB5JPDObm+BrMSAADAUGeMibh0sbN9+fLl1OsEYmDHjh0644wztGPHjgE/duffItEycuRIPfvssySgMKiRfHK4mpqa0MwnJyahmJUAAAOLxD8QXXV1daquru7S3tHRoerqatXV1WnChAk2RDY4ff755/rXv/5ldxhfyZfjH+o/iyRNnDhRX/va1+wOA8AgR/LJwdrb21VaWqqPP/5YpaWlmjVrFkvvAABfGYl/IHo8Ho+ysrL06quvqqOjI9Tucrk0d+5ceTweG6MbfP71r3/p4osvtjuMqLntttvsDuErW7lypaZPn253GH3WOVsoFsvuJOmjjz7Sdddd16V96dKlOuSQQ6J6LJbdYSgg+eRglZWVam1tlSS1trYqEAgoNzfX5qgAAADQybIsFRYWauHChRHbWXIHxM7IkSNjljibPn26Tj31VL3wwguhtosuukgnnXRSTI4HDHYknxyqsbFRgUAgrHBlIBDQSSedpJSUFJujAwAAQKe0tDT5fD49+OCDoTafz6fU1FQboxr8/mvhLI39+ii7w+iXXTt3S5L2Hz40/xz7+MPt+t3a9XaHMegtXLgwlHwaPny4rrzySpsjAuwzNM926JExRmVlZaHEU6dgMKiysjLdcccd3EUDAAAYRM4//3w9/PDDCgaDSkhI0HnnnWd3SIPe2K+P0tfTxtgdBtCt4cOHh/591VVXye122xgNYK8EuwNA9DU0NKi2trbL9p7BYFC1tbV9LhILAACA2PrVr34VNmP9scceszkiANGUnp5udwiArUg+OVBqaqqmTZsWsW/atGlM4QYAABhE6uvr5ff7w5JPfr9f9fX1NkcGAOitqqoqzZ8/X1VVVXaHMiiRfHKovZfcAQAAYPAxxqikpKTbdsZ0ADD4tbW1qbi4WE1NTSouLlZbW5vdIQ06JJ8cqKGhQW+88UbEvtdff51ldwAAAINEXV2dqqur1dHREdbe0dGh6upq1dXV2RQZAKC3/H6/mpubJUnNzc0qLy+3N6BBiOSTA6WmpiojI6NLUfGEhATNnj2bZXcAAACDhMfjUVZWllwuV1i7y+XSvHnz5PF4bIoMANAb9fX1evjhh8PaHn74YZZO74XkkwNZlqX8/HwlJIT/ehMSEpSXl8dOdwAAAIOEZVkqLCzstp1xGwAMXp1LpPfe7Kujo4Ol03sh+eRQKSkp8nq9oQGLZVnyer1KSUmxOTIAAAB8WVpamnw+X9i4zefzMVsdAAa5zqXTkbB0OhzJJwfLycnRmDFjJEljx46V1+u1OSIAAABE4vP5lJSUJElKSkrSokWL7A0IALBP48eP14gRIyL2jRw5UuPHjx/YgAYxkk8OlpiYqMWLFys5OVkFBQVKTEy0OyQAAABE4Ha7VVRUpHHjxqmoqEhut9vukAAA+1BXV6dPP/00Yt+OHTuY+fQlw+wOALGVmZmpzMxMu8MAAADAPmRnZys7O9vuMAAAvbSvunzU7fsPkk9DxGeffaaGhoY+P6+trU2S+nX3LDU1VQcccECfnwcAAAAAgNN5PB4dddRRevPNN7v0HXXUUexY+iUkn4aAzz77TBdffHG30/liZcSIEVq5ciUJKAAAgAFQVVWlpUuX6rrrrmMGFAAMEfvvv3/E9uHDhw9wJIMbNZ8AAAAAm7W1tWnJkiVqamrSkiVLQrPXAQCDV11dndavXx+xb926ddR8+hJmPg0BBxxwgFauXNnnZXebN2/WL37xC0nS97///T5X2mfZHQAAwMB44IEHtG3bNknStm3b9OCDD2rx4sU2RwUA6Mnhhx8ul8uljo6OLn0ul0uHH364DVENTiSfhogDDjhARx55ZL+fP378+K/0fAAAAMRGfX29Vq5cGdZWXl6uM888U2lpaTZFBQDOsWPHDm3evDnqr7tu3bqIiSdJ6ujo0OrVq5Wenh61440fP14jR46M2usNJJJPAAAAgE2MMVqyZImMMRHbH3roIXZLAoCvYMeOHTrjjDO0Y8eOAT9250qkaBk5cqSeffbZIZmAouYTAAAAYJP33nuv23oh69ev13vvvTewAQEAEAPMfAIAAABssq9ZTcx6AoCvpnO2UCyW3UnSRx99pOuuu65L+9KlS3XIIYdE9VgsuwMAAADQZx6PR+np6Vq3bl2XvvT0dHk8HhuiAgBnGTlypKZPnx6T154+fbpOO+00Pf/886G2Cy+8UCeddFJMjjdUsewOAAAAsIllWTrrrLMi9p199tnMfAKAIWDBggWhfycmJuqqq66yMZrBieQTAAAAYJNgMKi77rorYt/SpUsVDAYHOCIAQF8NHz489O8rr7xSbrfbxmgGJ5JPAAAAgE3+/Oc/69NPP43Y9+mnn+rPf/7zAEcEAPgq0tPT7Q5hUCL5BAAAANjksMMO+0r9AAAMBSSfAAAAAJtMmDBBRx11VMS+o446ShMmTBjgiAAAiD6STwAAAIBNLMvSnXfeGbGvuLiYguMAAEcg+QQAAADYqKmpKWJ7Y2PjAEcCAEBskHwCAAAAbBIMBnX99ddH7Lv++uvZ7Q4A4AgknwAAAACbvPzyy9q2bVvEvm3btunll18e4IgAAIg+kk8AAACATY499lgdeOCBEftGjx6tY489doAjAgAg+kg+AQAAADZJSEjQtddeG7Hv2muvVUICw3UAwNDH1QwAAACwiTFGjz32WMS+X/3qVzLGDHBEAABEH8knAAAAwCb/+te/9NZbb0Xse+utt/Svf/1rgCMCACD6SD4BAAAANmlsbPxK/QAADAUknwAAAACbfPOb35TL5YrY53K59M1vfnOAIwIAIPpIPgEAAAA2+fe//62Ojv/P3p3HR1Xd/x9/3wxLhn0LFDAhAQ0gBIhhC0Uj1CqKVgVK1K9EgrsIra0ag62CWwy4srjLsKoBsSrSatW2sZSgNrK54IKBxIAQ9m3CMjm/P/hlypAJhJDJncy8no8HD5JzZ+59z5KZM58551yP320ej0ebNm2q5UQAANQ8ik8AAACATeLi4nTuuef63XbuuecqLi6ulhMBAFDzKD4BAAAANjHGqKioyO+2oqIiznYHAAgJFJ8AAAAAmyxfvlz79u3zu23fvn1avnx5LScCAKDmUXwCAAAAbDJ48GA1b97c77YWLVpo8ODBtZwIAICaR/EJAAAAsElERIT+8Ic/+N32hz/8QRERdNcBAHUf72YAAACATYwxev/99/1u+9vf/saaTwCAkEDxCQAAALBJQUGB8vLy/G7Ly8tTQUFBLScCAKDm1bM7AAAAABCu4uLilJiYqFWrVlXYlpiYqLi4OBtSAfY7ePCgNmzYYHeMM3J8/rp+WySpS5cuatSokd0xUEdRfAIAAABsdOjQodNqB8LBhg0bdMMNN9gdo8Y89NBDdkc4Y3PnzlVCQoLdMVBHUXwCgpTb7damTZtq7XgbN270+3Nt6NSpk5xOZ60eEwCAYFBQUKCvv/7a77avv/5aBQUF6ty5cy2nAgCgZlF8AoLUpk2b9Pvf/96WYz/zzDO1frxu3bpV6bIU5QAAdtm3b1+NvxcUFxefdPt3332nAwcO1OgxY2Nj1bRp0xrdJxBIvzm4T23Ljtodo1oO////G9iaovq2RdTTu414vcCZo/gEoE6hKAcAsMO+fft0+eWXa9++fbV63EmTJtX4Pps2bar33nuPAhTqjLZlR3WWp24WnwAcQ/EJqAO6DjJq3DLwx/EcOfa/o37gj3Vgl/TtCivwBwojjAoDAAAAEIwoPsF2fGA+tcYtpeZRAQhUx1kX9JTVqknAj2OOHPumzaof+JdMs3O/zCdfVuu6jArzj9cYADWhfLRQoP6uX3zxRa1YscL7+/DhwzV69OiAHItpdwCA2kbxCbbjAzOqy2rVRFbbFoE/TsCP4MvU8vFCHa8xAGpK06ZNA3amp7Fjx3qLT40bN9akSZMoJgMAQgbFJwAIQfXO/7Wslq0Dfhxz5Ngymlb9wC+jaXbt0NF/fxjw4wCAHRo2bOj9+eabb6bwBAAIKRSfEFSGnxehqOaBH2dy+OixsSUN6gX+WCV7jJZ9URbw4wDHs1q2VkTb9nbHqFE18VfU/4Ib1bzVWTWwp5M7cqRUklS/fmTAj7Vn50/67JNXT/t6TEcEgldiYqLdEQAAqFEUnxBUoppb6tiqNiY5sdA1EI6atzpLbdqebXeMoMB0RAAAANSWCLsDAAAAAAAAIHQx8gkAgDCX3n2MzmrcMeDHKT16bDpiZL3AT0f86UCxXN/MD/hxAAAAcGoUnwAACHNnNe6oLs3j7I4BAACAEMW0OwAAAAAAAAQMI58AAAAAAEFrW4TD7ghhi/seNYXiEwAAAAAgqBw8eND787uNmtmYBOWOf0yA00XxqRa53W5t2rSp1o63ceNGvz/Xhk6dOsnpdNbqMQEAAAAAQPCh+FSLNm3apN///ve2HPuZZ56p9eN169atVo8JAAAAIDQ0atTI+/NvDu5V2zKPjWnC17YIh3fk2fGPCXC6KD4BAAAAAIJW2zKPzvIctTsGgDNA8ckmN/YZqLOatgj4cUqPHpEkRdarH/Bj/bRvt15dvTLgxwEAAAAAhIaDBw9qw4YNdsc4I8fnr+u3RZK6dOlS4yPdKD7Z5KymLXR2qzZ2xwAAAAAAwDYbNmzQDTfcYHeMGvPQQw/ZHeGMzZ07VwkJCTW6z4ga3RsAAAAAAABwHEY+AQAAAAAA2w3a1U4tjzSwO0a1HLHKJEn1Td0c47Or/mGtaLk1YPun+AQAAAAAAGzX8kgDRR1x2h0DAVA3S3IAAAAAAACoEyg+AQAAAAAAIGAoPgEAAAAAACBgKD4BAAAAAAAgYCg+AQAAAAAAIGAoPgEAAAAAACBgKD4BAAAAAAAgYCg+AQAAAAAAIGDq2R0AAAAAOBMHDx7Uhg0b7I5xRo7PX9dviyR16dJFjRo1sjsGQsS2iLr7sfXw//+/ga0pqq8u3/cILjyTAAAAUKdt2LBBN9xwg90xasxDDz1kd4QzNnfuXCUkJNgdAyHi3UZN7Y4A4Awx7Q4AAAAAAAABw8gnoA44sMvuBDWvJm6T2bnvzHcSZELxNgFAbdrVeaCONGphd4xqsTxHJEnGUd/mJNVT/+Butfxxpd0xECK6dOmiuXPn2h3jjGzYsME7kvGBBx5Qly5dbE50Zup6ftiL4hMQpNxut/fnb1dYNiYJvONv6+lc1nzylUwgAgWJ07lfTlS2a0cNJgkOoXibANS8I41a6EjTKLtjADhDjRo1Cqmpm126dAmp2wOcLopPCCole0KvlBCKtwnB6fhileffH8pjY5ZAq25hbs/On2o4if1q4jYV799cA0mCSyjeJgAAgLqK4hNsd/yHyGVflNmYJPBO5wOz0+n0/tx1kFHjloFIZJ8Du/43ouv423oqx1/WuqCHrFahtQCl2blP5pOvJJ3e/YLKHf9399knr9qYJPCqO4pw9vp5gYgTNM5kFCEAAADOHMUnoA5o3FJqzgyCCqxWTWW1bWF3jBpX3bFyxxerHOf/WhEtW9dMoCBRtmuHPP/+UBKFOQAAAKAuofgE2x3/IXL4eRGKah5a6xuV7DHeEV18YEZtiWjZWhFt29sdo8ZVZyrh8X93/S+4Uc1bnVVzgYLAnp0/eUd0VXcU4bhuaerYpEONZ7NT8f7N3hFdvPYCAFA37Kp3yO4IYSvQ9z3FJ5v8tHe33RFqXE3cpqjmljq2Cq3iE4Dg0bzVWWrT9my7YwSdjk06qEvzOLtjAACAMHTw4EHvzytabbMxCcod/5jUFIpPtej4NSdeXRPap6FlfQ0AAAAAACBRfAIAAABQB+34ea/dEcIW9z1qUqNGjbw/D9rZVi2PNrQxTfjaVe+Qd+TZ8Y9JTaH4VIuOX3Pixt4DdVazFvaFCYCf9u72juhifQ0AAADUtOOngny8ZLV9QeAViOk5CF8tjzZU1BE+S4Yiik82OatZC53dqo3dMQAAAAAAAAKK4hMAAACAOuH4qSC/GtlHrX/RzMY04WvHz3u9I88CMT0HQOih+AQAAACgzmn9i2b6RUwru2MAAKqA4hMAAABCRr2Du+2OELa47wEAlaH4VIlDhw5pypQp+vvf/67IyEiNGzdO48aNszsWAABAnVFb/anjFzxu9ePKGt8/Th+LUAMAjkfxqRJTp07Vl19+qblz52rz5s3KyMhQhw4dNGzYMLujhbSSPaZWjnP46LHjNKhnBfxYNXGbDuyqgSBV4Dly7H9H/cAfqyZuk9m5/8x3UpXjHDkqSbLqB/4ls6Zuk9m1Q2U1sqdTHOfIYUmSVb9B4I+1a8cZ72PPzp9qIMmpHTlSKkmqXz8y4Meqidv004HiGkhyaqVHj90vkfUCf7/U1m3CydGfQiDt+Hmv3RGq7fChY32LBg3r5sexunzfA7BH3Xy1C7CDBw9q8eLFevnll9WjRw/16NFD33//vRYuXFhjnaWf9u2ukf2cSunRY9WEyHqBrybUxG1a9kVtfFyue75dEfgiWV1kPvlStVOu/P/Hq8Vjnamj//7Q7ghB6bNPXrU7QlByfTPf7ggIQbXRnyp3/ILHOzsP1NFGLWp0/6iaegd3e0ee1cYi1OULXgMIHbvqH7Y7QrUdsY59lq1vImxOUj2Bvu8pPvmxfv16HT16VImJid62pKQkvfD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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'Germany')" + ] + }, + { + "cell_type": "markdown", + "id": "a378f539", + "metadata": {}, + "source": [ + "### Colombia - Boxplots by time feature" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "177d2238", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'Colombia')" + ] + }, + { + "cell_type": "markdown", + "id": "786601ff", + "metadata": {}, + "source": [ + "### Uruguay - Boxplots by time feature" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "1614d1b7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'Uruguay')" + ] + }, + { + "cell_type": "markdown", + "id": "b0b10ea3", + "metadata": {}, + "source": [ + "### Taiwan - Boxplots by time feature" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "7a85344f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'Taiwan*')" + ] + }, + { + "cell_type": "markdown", + "id": "46c7f7b2", + "metadata": {}, + "source": [ + "## Decomposition" + ] + }, + { + "cell_type": "markdown", + "id": "e7c4e876", + "metadata": {}, + "source": [ + "### seasonal_decompose\n", + "Use seasonal_decompose to decomposes the time series into trend, seasonal, and residual components using a method based on LOESS (locally estimated scatterplot smoothing)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3b8c735f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming df_confirmed_subset is your DataFrame\n", + "result = seasonal_decompose(df_confirmed_subset.iloc[:, 0], model=\"additive\")\n", + "\n", + "# Extract individual components\n", + "trend = result.trend\n", + "seasonal = result.seasonal\n", + "residual = result.resid\n", + "\n", + "# Plot the individual components\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "plt.subplot(4, 1, 1)\n", + "plt.plot(df_confirmed_subset.iloc[:, 0], label='Original')\n", + "plt.legend()\n", + "\n", + "plt.subplot(4, 1, 2)\n", + "plt.plot(trend, label='Trend')\n", + "plt.legend()\n", + "\n", + "plt.subplot(4, 1, 3)\n", + "plt.plot(seasonal, label='Seasonal')\n", + "plt.legend()\n", + "\n", + "plt.subplot(4, 1, 4)\n", + "plt.plot(residual, label='Residual')\n", + "plt.legend()\n", + "\n", + "# plt.suptitle('China - Decomposition of Time Series', y=1.02)\n", + "# plt.show()\n", + "\n", + "# Adjust layout to make room for suptitle\n", + "plt.subplots_adjust(top=0.9)\n", + "\n", + "# Add suptitle\n", + "plt.suptitle('China - Decomposition of Time Series', y=0.98)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "565713ef", + "metadata": {}, + "source": [ + "Using Fourier Transforms (scipy.fft) in order to analyze trend" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b3556616", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "1f37e2e0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.fft import fft\n", + "# fft_result = fft(df_confirmed_subset.iloc[:, 0])\n", + "\n", + "# Compute FFT\n", + "fft_result = np.fft.fft(df_confirmed_subset.iloc[:, 0])\n", + "\n", + "# Plotting\n", + "plt.plot(np.abs(fft_result))\n", + "plt.title('FFT Result')\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From edae76cd9aceac7784fc12cfd61989b2f0ff3417 Mon Sep 17 00:00:00 2001 From: Josefina Lin <149601305+linjosefina@users.noreply.github.com> Date: Tue, 21 Nov 2023 17:58:27 -0300 Subject: [PATCH 5/9] Update covid19_confirmed_cases_1_EDA.ipynb --- covid19_confirmed_cases_1_EDA.ipynb | 617 +++++++++++++++++++++++----- 1 file changed, 515 insertions(+), 102 deletions(-) diff --git a/covid19_confirmed_cases_1_EDA.ipynb b/covid19_confirmed_cases_1_EDA.ipynb index 89e5fa7..b48521e 100644 --- a/covid19_confirmed_cases_1_EDA.ipynb +++ b/covid19_confirmed_cases_1_EDA.ipynb @@ -1317,7 +1317,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "dbbcc1da", + "id": "73b1bd1b", "metadata": {}, "outputs": [], "source": [ @@ -1352,15 +1352,105 @@ }, { "cell_type": "markdown", - "id": "1bce41c0", + "id": "e7c4e876", + "metadata": {}, + "source": [ + "### seasonal_decompose\n", + "Use seasonal_decompose to decomposes the time series into trend, seasonal, and residual components using a method based on LOESS (locally estimated scatterplot smoothing)." + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "a055835f", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_seasonal_decompose(df, country):\n", + " # Select both the time feature and the specified column for the country\n", + " selected_columns_loc = df.loc[:, country]\n", + "\n", + " result = seasonal_decompose(selected_columns_loc, model=\"additive\")\n", + "\n", + " # Extract individual components\n", + " trend = result.trend\n", + " seasonal = result.seasonal\n", + " residual = result.resid\n", + "\n", + " # Plot the individual components\n", + " plt.figure(figsize=(12, 8))\n", + "\n", + " plt.subplot(4, 1, 1)\n", + " plt.plot(df.iloc[:, 0], label='Original')\n", + " plt.legend()\n", + "\n", + " plt.subplot(4, 1, 2)\n", + " plt.plot(trend, label='Trend')\n", + " plt.legend()\n", + "\n", + " plt.subplot(4, 1, 3)\n", + " plt.plot(seasonal, label='Seasonal')\n", + " plt.legend()\n", + "\n", + " plt.subplot(4, 1, 4)\n", + " plt.plot(residual, label='Residual')\n", + " plt.legend()\n", + "\n", + " # Adjust layout to make room for suptitle\n", + " plt.subplots_adjust(top=0.9)\n", + "\n", + " # Add suptitle\n", + " plt.suptitle(f'{country} - Decomposition of Time Series', y=0.98)\n", + "\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "565713ef", + "metadata": {}, + "source": [ + "### Fourier Transforms\n", + "Using Fourier Transforms (scipy.fft) in order to analyze trend" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "b3556616", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_fft_decompose(df, country):\n", + " # Select both the time feature and the specified column for the country\n", + " selected_columns_loc = df.loc[:, country]\n", + " \n", + " fft_result = np.fft.fft(selected_columns_loc)\n", + " \n", + " # Plotting\n", + " plt.figure(figsize=(8, 5))\n", + " plt.plot(np.abs(fft_result))\n", + " plt.suptitle(f'{country} - FFT Result')\n", + " plt.xlabel('Frequency')\n", + " plt.ylabel('Amplitude')\n", + " \n", + " \n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f17f95f3", "metadata": {}, "source": [ - "### All countries" + "## All countries" ] }, { "cell_type": "markdown", - "id": "8eee4879", + "id": "414e17a8", "metadata": {}, "source": [ "China, Uruguay, Germany, Colombia, and India exhibit a pronounced left tail in their histograms, indicating that the majority of daily confirmed cases are of a small magnitude. In contrast, the United States displays a smoother histogram, suggesting that its daily confirmed cases tend to be higher on average." @@ -1369,7 +1459,7 @@ { "cell_type": "code", "execution_count": 62, - "id": "62077e9a", + "id": "5eecc298", "metadata": {}, "outputs": [ { @@ -1432,10 +1522,11 @@ }, { "cell_type": "markdown", - "id": "5b1e876f", + "id": "7e0ff964", "metadata": {}, "source": [ - "### China - Boxplots by time feature\n", + "### China \n", + "#### Boxplots by time feature\n", "\n", "Seasonality is observed when analyzing the time series by day of month and week of year" ] @@ -1463,10 +1554,73 @@ }, { "cell_type": "markdown", - "id": "7c370480", + "id": "565d48ff", + "metadata": {}, + "source": [ + "#### Seasonal decompose" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "2918f8a0", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_seasonal_decompose(df_confirmed_subset, 'China')" + ] + }, + { + "cell_type": "markdown", + "id": "7104ba44", "metadata": {}, "source": [ - "### United States - Boxplots by time feature\n", + "#### Fourier Transforms" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "79b86906", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_fft_decompose(df_confirmed_subset, 'China')" + ] + }, + { + "cell_type": "markdown", + "id": "838212ca", + "metadata": {}, + "source": [ + "### United States\n", + "#### Boxplots by time feature\n", "\n", "The series displays notable seasonality over the course of month." ] @@ -1474,8 +1628,10 @@ { "cell_type": "code", "execution_count": 64, - "id": "4d707924", - "metadata": {}, + "id": "80dcb925", + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { @@ -1494,17 +1650,78 @@ }, { "cell_type": "markdown", - "id": "ed434593", + "id": "6a28dc4f", + "metadata": {}, + "source": [ + "#### Seasonal decompose" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "1e49406f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_seasonal_decompose(df_confirmed_subset, 'US')" + ] + }, + { + "cell_type": "markdown", + "id": "54c994f7", "metadata": {}, "source": [ - "### India - Boxplots by time feature\n", + "#### Fourier Transforms" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "382c01ec", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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PKM8vk8lw48YN+Pj4wNbW1igxUMWxHcWB7SgObEdxYDuKA9vR9F29elXvfWtMDwQREREREVUcEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgiIiIiItIbEwgDSZMrEZ+hMHYYREREREQVYmHsAGoCtVpAt98OITYtG4e9GqBrM1tjh0REREREVC7sgTAAWa4KsWnZAIDrSRlGjoaIiIiIqPyYQBiYAMHYIRARERERlRsTCAOQGDsAIiIiIqJKwgTCwAR2QBARERGRCWMCYQASyZM+COYPRERERGTKmEAYgIQ1TEREREQkEkwgDExgDRMRERERmbBqkUAolUq8+OKLOHv2bIn7XL9+HS+//DL8/f0xbNgwhIeHGzDCipFwGDURERERiYTREwiFQoGPP/4YUVFRJe4jk8nw9ttvIygoCFu3bkVAQADGjx8PmUxmwEjLjyVMRERERCQWRk0goqOjMXz4cNy+fbvU/fbs2QNra2tMmTIFTZo0wYwZM2BnZ4e9e/caKNLKwwomIiIiIjJlRk0gzp07h44dO2Ljxo2l7hcWFobAwEDNbEYSiQTt2rXD5cuXDRBlxWl3QHAhOSIiIiIyZRbGfPIRI0botV9ycjJ8fHx0trm6upZa9lQcQRCMUvaUm6fWXFYqc02m9IqKksvlOv+TaWI7igPbURzYjuLAdjR9giDoLD1QGqMmEPqSy+WwsrLS2WZlZQWlUlmmx8nNzcWNGzcqMzS9qNRPeh0ePnxolBiocsXFxRk7BKoEbEdxYDuKA9tRHNiOpq3w8XZJTCKBsLa2LpIsKJVK2NjYlOlxLC0ti/RkGIIqTw0gP2lwdnGBr6+vwWOgyiGXyxEXF4eGDRtCKpUaOxwqJ7ajOLAdxYHtKA5sR9MXHR2t974mkUB4eHggJSVFZ1tKSgrc3d3L9DgSiQS2traVGZpe8tRPSpisrKyMEgNVLqlUynYUAbajOLAdxYHtKA5sR9Olb/kSUA2mcdWHv78/Ll26pFmETRAEXLx4Ef7+/kaOrOy4kBwRERERmbJqm0AkJycjJycHANCnTx9kZGRg7ty5iI6Oxty5cyGXy9G3b18jR6kf7YXkmD4QERERkSmrtglEcHAw9uzZAwCwt7fHkiVLEBoaiqFDhyIsLAxLly41mS4yLiRHRERERGJRbcZAREZGlnq9TZs22LZtmyFDqhKsYCIiIiIiU1ZteyDERHtQCheSIyIiIiJTxgSCiIiIiIj0xgTCwFjCRERERESmjAmEgXAgNRERERGJARMIA2MHBBERERGZMiYQBlLQAcGF5IiIiIjIlDGBMJCyLA9ORERERFRdMYEwMPY/EBEREZEpYwJhIE9KmIwaBhERERFRhTCBMBBWMBERERGRGDCBMDCuRE1EREREpowJhIFIHhcxsYSJiIiIiEwZEwgDYQkTEREREYkBEwgDYw8EEREREZkyJhAGopmFyahREBERERFVDBMIA+FCckREREQkBkwgDExgDRMRERERmTAmEAbCEiYiIiIiEgMmEAbCCiYiIiIiEgMmEIbGLggiIiIiMmFMIAxEs5AcMwgiIiIiMmFMIIiIiIiISG9MIAykYAwEJ2EiIiIiIlPGBMJAOIaaiIiIiMSACYSBsQOCiIiIiEwZEwgDKViJmgvJEREREZEpYwJhICxhIiIiIiIxYAJhYOx/ICIiIiJTxgTCQDgLExERERGJARMIg2ERExERERGZPiYQBsaVqImIiIjIlDGBMBCWMBERERGRGDCBMBAWMBERERGRGDCBMDB2QBARERGRKWMCYSBcSI6IiIiIxIAJhIGwhImIiIiIxIAJhIGx/4GIiIiITBkTCAPhLExEREREJAZMIAxEwiImIiIiIhIBJhAGxoXkiIiIiMiUMYEwEAk7IIiIiIhIBJhAGBjHQBARERGRKWMCYSAFHRDMH4iIiIjIlDGBMBAJa5iIiIiISASYQBgYV6ImIiIiIlPGBMJAWMJERERERGLABMJAWMFERERERGLABMLAWMFERERERKaMCYSBFKxEzYXkiIiIiMiUMYEwEJYwEREREZEYMIEwNHZAEBEREZEJYwJhIJyFiYiIiIjEwKgJhEKhwPTp0xEUFITg4GAsX768xH3379+Pvn37IiAgAK+++iquXbtmwEgrjiVMRERERCQGRk0gFixYgPDwcKxatQozZ87EokWLsHfv3iL7RUVF4ZNPPsH48eOxY8cO+Pr6Yvz48ZDL5UaIumK4kBwRERERmTKjJRAymQybNm3CjBkz0KpVKzz//PN48803sW7duiL7njx5Ej4+Phg8eDAaNGiAjz/+GMnJyYiOjjZC5OXzZBYmIiIiIiLTZbQEIiIiAiqVCgEBAZptgYGBCAsLg1qt1tnXyckJ0dHRCA0NhVqtxtatW2Fvb48GDRoYOuxyYwkTEREREYmBhbGeODk5Gc7OzrCystJsc3Nzg0KhwKNHj+Di4qLZ3q9fPxw6dAgjRoyAubk5zMzMsGTJEtSqVcsYoVcIK5iIiIiIyJQZLYGQy+U6yQMAzXWlUqmzPS0tDcnJyfjiiy/g7++P9evXIyQkBNu2bYOrq6vezykIAmQyWcWDL4eCsQ+5KpXRYqCKKxh3Y4rjb+gJtqM4sB3Fge0oDmxH0ycIAiR6lswYLYGwtrYukigUXLexsdHZ/u2336JZs2YYOXIkAOCrr75C3759sWXLFrz99tt6P2dubi5u3LhRwcjLR5WrAgBkZmQYLQaqPHFxccYOgSoB21Ec2I7iwHYUB7ajaSt8cr8kRksgPDw8kJaWBpVKBQuL/DCSk5NhY2MDR0dHnX2vXbuGUaNGaa6bmZmhRYsWSExMLNNzWlpawsfHp+LBl4Pl3jgAStg7OMDX19coMVDFyeVyxMXFoWHDhpBKpcYOh8qJ7SgObEdxYDuKA9vR9JVlciKjJRC+vr6wsLDA5cuXERQUBAAIDQ2Fn58fzMx0x3a7u7sjJiZGZ1tsbCz8/PzK9JwSiQS2trYVC7yczCT5r8nCwsJoMVDlkUqlbEcRYDuKA9tRHNiO4sB2NF36li8BRpyFSSqVYvDgwZg1axauXLmCAwcOYPny5Rg9ejSA/N6InJwcAMDw4cPx999/Y/v27YiPj8e3336LxMREDBkyxFjhlxvHUBMRERGRKTNaDwQAhISEYNasWRgzZgzs7e0xceJE9O7dGwAQHByMefPmYejQoejXrx+ys7OxZMkS3L9/H76+vli1alWZBlAbW0FSx4XkiIiIiMiUGTWBkEqlmD9/PubPn1/ktsjISJ3rL7/8Ml5++WVDhVbpChaSIyIiIiIyZUYrYaqp2P9ARERERKaMCYSBPClhMm4cREREREQVwQTCQFjARERERERiwATCwAQWMRERERGRCWMCYSAFc+uyhImIiIiITBkTCANhCRMRERERiQETCANjBwQRERERmTImEAbCWZiIiIiISAyYQBgIF5IjIiIiIjFgAmFgnIWJiIiIiEwZEwgDYQkTEREREYkBEwgDYQETEREREYkBEwgDYwcEEREREZkyJhAGUrCQHBERERGRKWMCYWACB0EQERERkQljAmEgmg4I5g9EREREZMKYQBgIC5iIiIiISAyYQBgYOyCIiIiIyJQxgTCQgkHUHANBRERERKaMCYSBsISJiIiIiMSACYSBsf+BiIiIiEwZEwgDKZiFiRVMRERERGTKmEAYDIuYiIiIiMj0MYEwMIFFTERERERkwphAGAhLmIiIiIhIDJhAGAgLmIiIiIhIDJhAGBg7IIiIiIjIlDGBMBAuJEdEREREYsAEwkBYwkREREREYsAEwsDY/0BEREREpowJhIFwFiYiIiIiEgMmEEREREREpDcmEAYieTwKggvJEREREZEpYwJhIBKOoiYiIiIiEWACYWAcA0FEREREpowJhIEUdEAwfyAiIiIiU8YEwkAkrGEiIiIiIhFgAmFgXImaiIiIiEwZEwgDYQkTEREREYkBEwgDYQUTEREREYkBEwgDYwUTEREREZkyJhAG8qSEiRkEEREREZkuJhAGwlmYiIiIiEgMmEAYGEuYiIiIiMiUMYEwEM7CRERERERiwATCQFjBRERERERiwATC0FjDREREREQmjAmEgUgeFzExfSAiIiIiU8YEwkBYwkREREREYsAEwsBYwUREREREpowJhIGwA4KIiIiIxKBCCYRSqaysOGoMrkRNRERERKasXAnE+vXr0aNHD7Rt2xYJCQmYOXMmFi9eXNmxicvjQRAsYSIiIiIiU1bmBGLXrl347rvvMGTIEFhaWgIAmjRpgt9//x3Lly8v02MpFApMnz4dQUFBCA4OLvX+kZGRePXVV9GmTRsMGDAAZ86cKWvoRsUSJiIiIiISgzInEMuXL8eMGTMwceJEmJnl33306NH44osvsHHjxjI91oIFCxAeHo5Vq1Zh5syZWLRoEfbu3Vtkv8zMTIwbNw4+Pj7YtWsXnn/+eUyYMAEPHz4sa/hGxw4IIiIiIjJlZU4gYmNjERQUVGR7x44dce/ePb0fRyaTYdOmTZgxYwZatWqF559/Hm+++SbWrVtXZN9t27bB1tYWs2bNgre3NyZNmgRvb2+Eh4eXNXyjKZjGVWANExERERGZsDInEG5uboiNjS2y/dKlS3B3d9f7cSIiIqBSqRAQEKDZFhgYiLCwMKjVap19z507h549e8Lc3FyzbcuWLejWrVtZwzcaCYuYiIiIiEgELMp6h//973/48ssvERISAgC4desWTpw4gR9//BFjxozR+3GSk5Ph7OwMKysrzTY3NzcoFAo8evQILi4umu0JCQlo06YNPv/8cxw6dAheXl6YOnUqAgMDyxS7IAiQyWRluk9lUavzAAB5eWqjxUAVJ5fLdf4n08R2FAe2oziwHcWB7Wj6BEGARM+Vj8ucQLz11lvIzMzExx9/DIVCgfHjx8PCwgKvvPIK3nnnHb0fRy6X6yQPADTXC08PK5PJsHTpUowePRrLli3D7t278cYbb+Dff/9F3bp19X7O3Nxc3LhxQ+/9K5P8cdIgy5EbLQaqPHFxccYOgSoB21Ec2I7iwHYUB7ajaSt8bF6SMicQAPDxxx/j3XffRXR0NARBQOPGjWFvb1+mx7C2ti6SKBRct7Gx0dlubm4OX19fTJo0CQDQsmVLnDx5Ejt27ChT0mJpaQkfH58yxVlZbC88BJAFqY0Uvr6+RomBKk4ulyMuLg4NGzaEVCo1djhUTmxHcWA7igPbURzYjqYvOjpa7331SiASExOL3e7q6goAyMjIQEZGBgDA09NTryf28PBAWloaVCoVLCzyw0hOToaNjQ0cHR119q1duzYaN26ss61hw4ZlGrQNABKJBLa2tmW6T2UxfzxjlcTMzGgxUOWRSqVsRxFgO4oD21Ec2I7iwHY0XfqWLwF6JhA9evTQ+0H1Lc/x9fWFhYUFLl++rJnVKTQ0FH5+fprpYQu0bdsW58+f19l269YtvPjii3o9V3Ug0Swkx1mYiIiIiMh06ZVArF69WnM5IiICv/76K9577z0EBATA0tISV69exaJFi/Dee+/p/cRSqRSDBw/GrFmz8PXXX+PBgwdYvnw55s2bByC/N8LBwQE2NjZ45ZVXsHbtWvzyyy8YOHAgtm/fjoSEBAwaNKiML9d4OAcTEREREYmBXglEhw4dNJe//vprzJkzB88//7xmm6+vL2rXro0FCxbglVde0fvJQ0JCMGvWLIwZMwb29vaYOHEievfuDQAIDg7GvHnzMHToUHh5eeGPP/7A3LlzsXTpUjRp0gRLly6Fh4eH3s9VXbD/gYiIiIhMWZkHUcfGxhY7ELlBgwZlHpMglUoxf/58zJ8/v8htkZGROtcDAwOxdevWsgVbjTxZSM64cRARERERVUSZF5Jr3rw5Vq9erVPLr1KpsGTJEvj5+VVqcGLCheSIiIiISAzK3AMxZcoUvPHGGzh+/DhatmwJtVqN8PBwyOVyrFq1qipiFBWBRUxEREREZMLK3AMRFBSEf/75B3379oVSqYRKpcKQIUOwa9cutGjRoipiFAWWMBERERGRGJRrIbn69evjk08+qexYiIiIiIiomitzAhESElLq7QXTsJKughEQ7IAgIiIiIlNW5gTizp07Otfz8vJw+/ZtZGVloX///pUWmNiUZXU/IiIiIqLqqswJxJo1a4psEwQBX331Fezs7ColKDHjStREREREZMrKPIi6OBKJBK+//jo2b95cGQ8nSixhIiIiIiIxqJQEAgDi4+OhVCor6+FEhxVMRERERCQGlTKIOjs7GydPnkTPnj0rJSgxYwUTEREREZmyCg+iBgArKyu8/vrrGDt2bKUEJUYSFjERERERkQhUyiDqAsnJybC3t69QQGLFEiYiIiIiEoMyj4Hw9fVFampqke137txB7969KyUoMWMJExERERGZMr16IDZv3oydO3cCyJ+G9P3334elpaXOPg8ePICjo2PlRygSLGAiIiIiIjHQK4Ho1asXQkNDNdfr1KkDGxsbnX2aNWuGwYMHV2pwYsKF5IiIiIhIDPRKIJycnDBv3jzN9RkzZnCsQzlxITkiIiIiMmV6JRCJiYmoW7cuJBIJJk6ciIyMDGRkZBS7r6enZ6UGKBYsYSIiIiIiMdArgejZsydOnDgBV1dX9OjRo9hyHEEQIJFIcOPGjUoPUhRYwUREREREIqBXArFq1SrUqlVLc5n1/OXHCiYiIiIiMmV6JRAdOnTQXO7YsWOVBSNmBUkXx0AQERERkSnTK4EICQnR+wG1B1vTE+yzISIiIiIx0CuBuHPnTlXHUWOw/4GIiIiITJleCcSaNWuqOg7R47ARIiIiIhIDvRKIwrKysrBnzx7cvHkTZmZmaNWqFfr06QNra+vKjk90OASCiIiIiExZmROImJgYjBkzBtnZ2WjUqBHy8vLw999/Y/HixVi1ahXq1KlTFXGaPMnjURACi5iIiIiIyISZlfUOc+bMga+vL44cOYKtW7dix44dOHToEDw9PTFnzpyqiFEUWMJERERERGJQ5gTi8uXLmDJlimZdCABwcXHB1KlTcerUqUoNToxYwkREREREpqzMCYSbmxvu379fZHtWVhacnJwqIyZRKuiAYP5ARERERKaszAnElClTMHv2bBw4cAAZGRmQyWQ4e/YsvvjiC4wePRqJiYmaf/QES5iIiIiISAzKPIh64sSJAIAJEyZoVlcG8ldYnj9/PubPnw9BECCRSHDjxo3Ki1QkuBI1EREREZmyMicQq1evroo4RO/JLExERERERKarzAlEhw4dqiIO0WMJExERERGJQZkTiNTUVCxbtgxRUVFQKpVFbmcPRelYwUREREREpqzMCcSUKVNw9epVdOnSBTY2NlURkyg9mYWJGQQRERERma4yJxChoaFYsmQJS5nKSMIaJiIiIiISgTJP4+rh4QE7O7uqiKVGYAkTEREREZmyMvdATJ48GbNnz8ZHH32E+vXrw8xMNwfx9PSstODEhAvJEREREZEYlDmBEAQBMTExGDduXJHtXPuhZKxgIiIiIiIxKHMC8fXXX6NTp04YPnw4pFJpVcQkbqxhIiIiIiITVq5pXKdNm4b69etXRTyixYXkiIiIiEgMyjyIumPHjrh06VJVxEJERERERNVcmXsggoKCMHPmTBw5cgQNGjSAhYXuQ0yYMKHSghOTgjEQrGAiIiIiIlNW5gRi/fr1cHZ2xuXLl3H58mWd23JycphAlIBjqImIiIhIDMqcQBw6dKjItqioKGzYsAG7du2qlKDEjCtRExEREZEpK3MCUUCpVGLv3r3YsGEDLl26BIlEgl69elVmbKJSsBI1S5iIiIiIyJSVOYGIj4/Hhg0bsG3bNjx69AgSiQRDhw7FO++8w5mZSsESJiIiIiISA70SiLy8PPz333/YuHEjzp49C3NzcwQHB6N///4ICQnB2LFjmTzoiR0QRERERGTK9EogunXrhszMTHTq1AlfffUVnn/+edSqVQsAMG3atCoNUDQ4CxMRERERiYBe60BkZmbC1dUVnp6ecHJy4grU5SBhERMRERERiYBePRAnT57Enj17sGXLFqxfvx52dnbo2bMn+vXrpxkcTPrhLExEREREZMr06oGwt7fH8OHDsXHjRuzevRvDhw/HqVOn8M477yAvLw8rV65EfHx8Vcdq0riQHBERERGJgV4JhLYmTZpg6tSpOHr0KH799Vf07NkT27dvR9++ffHmm29WRYyiwH4aIiIiIhKDMicQBczNzdGzZ08sWrQIx44dw+TJk5GUlFSmx1AoFJg+fTqCgoIQHByM5cuXP/U+d+7cQUBAAM6ePVve0I2KHRBEREREZMrKvZCcNhcXF4wdOxZjx44t0/0WLFiA8PBwrFq1ComJiZg6dSo8PT3Rp0+fEu8za9YsyGSyioZscE8WkmMKQURERESmq1ISiPKQyWTYtGkTli1bhlatWqFVq1aIiorCunXrSkwgdu7ciezsbANHWjlYwkREREREYlDuEqaKioiIgEqlQkBAgGZbYGAgwsLCoFari+yflpaGhQsX4ssvvzRkmJWO/Q9EREREZMqMlkAkJyfD2dkZVlZWmm1ubm5QKBR49OhRkf2/+eYbDBkyBE2bNjVglJWHszARERERkRgYrYRJLpfrJA8ANNeVSqXO9lOnTiE0NBT//PNPhZ5TEASjjZ/IU6mMHgNVnFwu1/mfTBPbURzYjuLAdhQHtqPpEwRB7/XdjJZAWFtbF0kUCq7b2NhotuXk5OCLL77AzJkzdbaXR25uLm7cuFGhxyiv9PR0AIAqT2W0GKjyxMXFGTsEqgRsR3FgO4oD21Ec2I6mrfDJ/ZIYLYHw8PBAWloaVCoVLCzyw0hOToaNjQ0cHR01+125cgUJCQmYNGmSzv3feustDB48uExjIiwtLeHj41M5L6CMnOIUAB7C3Nwcvr6+RomBKk4ulyMuLg4NGzaEVCo1djhUTmxHcWA7igPbURzYjqYvOjpa732NlkD4+vrCwsICly9fRlBQEAAgNDQUfn5+MDN7MjSjTZs2+O+//3Tu27t3b8yZMwfPPPNMmZ5TIpHA1ta24sGXQ0GSBBgvBqo8UqmU7SgCbEdxYDuKA9tRHNiOpkvf8iXAiAmEVCrF4MGDMWvWLHz99dd48OABli9fjnnz5gHI741wcHCAjY0NvL29i9zfw8MDrq6uhg673AqahGOoiYiIiMiUGW0WJgAICQlBq1atMGbMGMyePRsTJ05E7969AQDBwcHYs2ePMcOrVGXJ6oiIiIiIqiuj9UAA+b0Q8+fPx/z584vcFhkZWeL9SrutuuNK1ERERERkyozaA1GTsISJiIiIiMSACYSBsIKJiIiIiMSACYSBsYKJiIiIiEwZEwgDkbCIiYiIiIhEgAmEgbCEiYiIiIjEgAmEgbGEiYiIiIhMGRMIA2EBExERERGJARMIA+FCckREREQkBkwgDIwLyRERERGRKWMCYSAsYSIiIiIiMWACYSCsYCIiIiIiMWACYWCsYCIiIiIibYIgIC41y2RK3ZlAGEjBQnICi5iIiIiISMvMvWFoMncb5h0MN3YoemECYSAFJUzqx/nDvQyZyWSZRERERFT5Co4HT8U9AACcu51i5Ij0wwTCQCzN899qlVqNZWeiUG/2Fny4/byRoyIiIiIiY/jrYizqzd6Ct/4+DdXjM8wFx4vVnWlEKQIWZvldELl5At7ZdAYAsOhEpDFDIiIiIiIjGbXuBABgxbkY5OapATw5XqzumEAYiKlklERERERkWGfi80uXLMxM43jRNKIUAVPJKImIiIjIOEzlhLNpRCkC5kwgiIiIiKgUpnLCmQmEgViaSJcUERERERkHeyBIh6lklERERERkHKZyvMgEwkBMZVAMERERERmHqRwvmkaUImBhbhoZJREREREZB0uYSIepdEkRERERkXGYyvEiEwgDMZUuKSIiIiIyDlM5XjSNKEXAkiVMRERERFQKUzleZAJhIKaSURIRERGRcZjK8aJpRCkCXEiOiIiIiErDMRCko6SF5P44EwV5rsrA0RARERGRsWy5El/sds7CRDpKyijHbzqDr/67YuBoiIiIiMgYDkffx/BVx4q9jSVMpKO0Lqn5h64ZMBIiIiIiMpZd1xJKvM2cg6hJW2ldUlJLcwNGQkRERETGIrW0KPG2kkreqxvTiFIEShtEbVvKB4mIiIiIxMO2lBPHFuyBIG2llTCxB4KIiIioZiitB4JjIEhHaSVMNkwgiIiIiGoEG4uSj/s4CxPpKK0HgiVMRERERDVDaSeOuQ4E6TAvpUuKJUxERERENYMAocTbmECQDkuOgSAiIiKq8VTqkhMIljCRjtIGxXAMBBEREVHNkJdXWg+EaRyam0aUIlD6LEwcA0FERERUE+QJ6hJvYwkT6SitS6q0NSKIiIiISDxKK2EylWNCJhAGUtrnIa+UDxIRERERiUdpx32CiRwSMoEwEImk5AxCpS65K4uIiIiIxEMMx31MIKqB0rqyiIiIiEg8SjvuM5UjQiYQ1QBLmIiIiIhqhtJLmEzjmJAJRDWQJ4KuLCIiIiJ6utJKmEwjfWACUS2whImIiIioZlCVsg6Em521ASMpPyYQBvRFJ89it7OEiYiIiKhmyCuhTKlXs7rwq+ts4GjKhwmEAb3Y2AnSYladFsNofCIiIiJ6upKO+xYOCDRwJOXHBMLAzIuZzpU9EEREREQ1Q0nHfaayiBzABMLgivtwcAwEERERUc1Q0nFfcSeZqysmEAZmVsyHgyVMRERERDVDScd97IGgElkU8+FgCRMRERFRzVDScV9xx4jVlVETCIVCgenTpyMoKAjBwcFYvnx5ifseOXIEgwYNQkBAAAYMGICDBw8aMNLKwxImIiIiopqrxBImM9M5r2/USBcsWIDw8HCsWrUKM2fOxKJFi7B3794i+0VERGDChAkYNmwYtm/fjldeeQUffPABIiIijBB1xXAQNREREVHNJYZB1BbGemKZTIZNmzZh2bJlaNWqFVq1aoWoqCisW7cOffr00dn3n3/+QadOnTB69GgAgLe3Nw4dOoR///0XLVq0MEb45VZ8DwTHQBARERHVBCWOgTChQdRGSyAiIiKgUqkQEBCg2RYYGIjff/8darUaZlrdOEOGDEFubm6Rx8jMzDRIrJWpuA8HS5iIiIiIaoaSS5hMJ4EwWglTcnIynJ2dYWVlpdnm5uYGhUKBR48e6ezbpEkTnZ6GqKgonD59Gp07dzZUuJXGTOvDUfBBYQkTERERUc1QcNxXOGEwpQTCaD0QcrlcJ3kAoLmuVCpLvF9qaiomTpyIdu3aoWfPnmV6TkEQIJPJyh5sJZDL5QAA7XWorczNIFfnITcvz2hxUdkUtGPB/2Sa2I7iwHYUB7ajOLAd9ad4XFVTcBxYQJmTAxnySrpblRMEARI9y6iMlkBYW1sXSRQKrtvY2BR7n5SUFIwdOxaCIODnn3/WKXPSR25uLm7cuFG+gCtJnupJKZY58jNQZa7K6HFR2cTFxRk7BKoEbEdxYDuKA9tRHNiOT5eekV+CX3AcWCA66iakFsadianwyf2SGC2B8PDwQFpaGlQqFSws8sNITk6GjY0NHB0di+yflJSkGUS9evVquLi4lPk5LS0t4ePjU7HAy0kulyMuLg421lYAFAAAa0sLZOUqATMz+Pr6GiUuKpuCdmzYsCGkUqmxw6FyYjuKA9tRHNiO4sB21J/0bAqA7CfHgY+1bNECNpbmJd+xikVHR+u9r9ESCF9fX1hYWODy5csICgoCAISGhsLPz69Iz4JMJsObb74JMzMzrF69GrVr1y7Xc0okEtja2lY49orQnuPX2iL/Q6JSC0aPi8pGKpWyzUSA7SgObEdxYDuKA9vx6YTHZUIFx4EFHOztYGluvB4IfcuXACMOopZKpRg8eDBmzZqFK1eu4MCBA1i+fLmmlyE5ORk5OTkAgCVLluD27duYP3++5rbk5GSTnIVJW8GHhIOoiYiIiGqGguO+wskCp3HVU0hICGbNmoUxY8bA3t4eEydORO/evQEAwcHBmDdvHoYOHYp9+/YhJycHL7/8ss79hwwZgm+++cYYoZebdnZn9fiDw2lciYiIiGqGguM+q0IJhBlnYdKPVCrF/PnzNT0L2iIjIzWXi1ud2lRpT9Fl9XigjFoQyjTynYiIiIhMU8FCclZGHjBdEaYbuYmy0E4gzJ/UvrGMiYiIiEj88jQ9EMYbMF1RTCAMTLu7Svsyy5iIiIiIxK+kEiZTYrqRmyjtATOWOgmE2hjhEBEREZEBFRzzGXPGpYoy3chNlKVZ0UHUAEuYiIiIiGqCPPZAUFlZaPdAWLCEqaoIgoDX159EnyUHkJNrvGXhiYiITNHHO87juV/3IVWmMHYoolNwzGfJQdSkL0utheTc7Kw1lyMepBsjHNE6E5+CNRduYf/Ne/j5+A1jh0NERGQyEtNl+OlYBI7deoDP/71s7HBEJUuRi4RH2QAAV1vrp+xdfTGBMDBL8yclTN2b1IHN41UIt19NMFZIopSe82Rp+Pi0bCNGQkREZFqylCrN5VsPs4wYifjsi0yEQpU/BqJ/Sy8jR1N+TCAMTLsHwsHGEj2b1QEAHIy6Z6yQRMnCjAPUiYiIyiM378nvpoUJLW5mCg7czD/eq21vjc7etY0cTfkxgTAwc60eCDMJ0MMnP4EIS0zDw2zWGVYWnRmu8ji+hIiISF8K1ZOxg6Y8U1B1dCQ6CUB+FYqFCb+3phu5idIecW8mkaBLI3fN9av30owRkiiphSdJAweoExER6U+mfJJAmLMHotLIc1W4mZwBAHimUW2Y8lvLBMLAtEuYzCQS1Hey1Vy/lyE3RkiipFQ96X5lCRMREZH+ZLlPxkCwhKny3Nc6zqvnZAcziem+t0wgDMzCXPfD4m5vo/kAJWUygags2t2v7IEgIiLSX7ZSO4HgoWJluZ+Zo7lc11EKc60EwtRyCX4qDEy7ByI3Tw1zMzPUts+fxos9EJVHmcceCCIiovKQKdkDURW0j/PqOEhhpvXeWppYomZh7ABqGu3BSAWzHNRxkCIpMwfLzkThUY4SX/VpC3cHqbFCFAXtHgiu8k1ERKQ/WS7HQFQmtVrA9D2XsOVKvGZbHQcpckx4sLppRSsCllp/iLmPz4zXccxPFtJzcvHHmWh8uivUKLGJiW4PBBMIIiIifWn3QJhynX518XdYHBYevqZZU8NJagUbS3OdQdRMIKhU2lN2FQz01R5IDQDrQmMNGpMY6SQQeSxhIiIi0pd2AsGTcBV3Jj5F53rBcZ92cmZpblqJGhMIA9P+gBT0QAR4uersw3rDilPqDKJmAkFERKQv7VmYtEuCqXwKH9UFeLkAKJRAmNgYCNOKVgSsdBY4yz+wbV9fN4EwtW6s6kh7GtecXCYQRERE+tJeB0LJXvwKu5Mu07nevr4bAN0EwsrCtI79TCtaEdCdhSm/W7CNpzO8ne0023NUecz4K0ih9YWnPR0dERERlU77d5PHIxUXn5qluSyRAP1aegGA7hgI9kBQaZrXdtBcbubuCCC/x+HkpD6aLi1BAJK05gqmstPugdDuiiUiIqLSybVmYdL+PaXySdSavjX04/5o6GIPQHeGq17N6ho8rorgNK4G1rWxO2b38YdClYf+vl6a7XUdbfHj4Pbo9us+APmLyjXQ6pWgslFwDAQREVG55Gr14rOEqWLUagEPsvJPCi94sR38PV00t5mbmWHlq8/gdFwyvu4fYKwQy4UJhBF89nybYre7O9hoLidlsQeiInRnYeIMEkRERPrSPvHGHoiKSZUpNOtR1dY6ziswKqgxRgU1NnRYFcYSpmrEw/7JB+vnYzeMGInp4zoQRERE5aP9u6nM4xiIitgWnqC57GEvnkWCmUBUI442lprLB6Pu42ZyhhGjMW0sYTKOk7EP0HPxf/j3xl1jh0JEInEzOQO9f9+PFeeijR1KjaH9u6lgD0S5CYKAdzad0Vz3KKYHwlQxgahGJIVWe7x2/5FxAhEB9kAYx4/HbuBITBK+PXzN2KEQkUiMXHscB6Pu482Np40dSo2h2wPBBKK8MhW5Otfd7ZlAUBWx1poHmFOnlR97IIwj6fFME2lypZEjISKxuHgnVXNZzRNCBqHK0+6B4LFIeaXKdH8LazOBoKry79u9NJdTs3kQVl4cRG0cKdkKAEXPuhARVYb0HP4uGkIeeyAqxcPHv4kA8HbnpqJaKFg8r0QkujXxgL11/uRYqXLFU/amkmjXbLIHwnAKEogsBdfeIKLKoT1XfnI2fxcNQbuEiT0Q5Zcqe/J5nRDcwoiRVD4mENWQi601AN0PHpWNUqeESYAgsBeiquWp1Zqklz0QRFRZbCzMNZdTOMW5QehM48oeiHLTLmFysbUyYiSVjwlENeQizf+QFa6dI/0V/sJTM4GocmkyJQreZnluHvLY80NElUA7gWAPhGHo9kDwu7y8tCtJnKXWRoyk8jGBqIbYA1FxhRe+4UxMVS+l0A97tpJlTERUcVJLrQSCPRAGoT2IOjdPzV78ckp7fCLY1socNlqfYzFgAlENudjlJxDX76frLCdP+ivcA6Hi+1jlCicQmRwHQUSV7CF7IAyi8Ek3HouUT1hiGgDA1VZcvQ8AE4hq6cWW9QAAsalZ+P1UpJGjMU2FB32xB6LqpWTrnhnM4jgIIqoEWVq9mcnZ7IEwhMKTj7CMqezOxCdjc1g8AKD/4+M6MWECUQ2NbNcIgfVcAADfHr5u5GhMU+EeiDx2v1a5wj0QnInJMKKSM3D/8fobZBjyXBVCEx5yTQIDEARB52RE4e8Zqhp5hT7bHEhddj8cvQEAcLSxxMzebYwcTeVjAlENmZlJ8GanpgCAO+kyjoUohyI9EPzyq3KFSws4E1PVC7+XBt/5O9D2u11MIgwkT61Gr9/2o8OPe7DqQoyxwxE9hUqt04PMMRCGUbjXnlO5lt2Vx+VLQ/0awN1BauRoKh8TiGqqpYeT5vKNpHTjBWKiioyB4JnCKlekB4KDqKvc0ZgkCAKQnKXAV/uvGDucGmHntTs4E58CAFh5jglEVStcCskxEIZRuISJPRBlo1DlITolEwDQ0qOWkaOpGkwgqilfrQ9c10X7sPv6HSNGYxpup2Vj7PqT2Btxt0i9JhOIqld4DERmDnsgqlpO7pOzgonpMiNGUnPcfJChuSy2ed2ro8I9mRwDYRiFfzPDEtPw+vqTOHHrgZEiMh23HmbCdupfmunjWzCBIENytbOGh4ON5vr/Vh8zYjSmYdjKI1h94Rb6LzsEZV7hQdQ8e1LV2ANheKnyJ2vFcNpcw9B+n1mmV/UKf49wDIRhFP7NHLriCNZcuIVuv+4zUkSmY+7+qzrXW9VxMk4gVYwJRDXmVctWc1mey/rDp7l4J1VzmetAGF7hHohsHlxVuTStxSZlSn5HGIJ2ApHGxT6rXOHJGLIUKp2eN6oaqjz+ZpZX4XGr3s52RoqkajGBqMa0x0FQ2RROGDiIuupxHQjD0/6hYg+EYWi/z9o9QFQ1iuvl4UDqqlfaSTeWp5bOWWvNB0tzM0gkEiNGU3WYQFRjs154Mu0Xa21L97RVMtkDUfWKTuPKH5mqlsYSJoNjD4RhFTcdNMdBVL3Syn7j07IMGInp0e6N3/x6NyNGUrWYQFRjjVwd8O3AQABAqkyJkWuPQ57Lg4TiPG1mDo6BqBpbrsRjR3gClKo8ZBQ6K8UxEFXvkVYCIeN3g0Fov8+Zilyu0FvFspTF9UAocP52Cn47Fcne5SpS2km3uLRsA0ZiWmbvC8Pu63cBAC/5e2sWBhYjC2MHQKWrozV38IZLcejsXRsTnm1hxIiqp6d9obEHovL9c/0Ohq/KH9yvPeC/AAeYVj2WMBledqEz4o/kStS2L/r5p8qRlVP0c/3W36dx9/GsY3ceyTC3X4ChwxK9UnsgUtkDUZyo5Ax8+d+T6bTrOopv7Qdt7IGo5twL/TBduptawp41W+xTvtAGLz+MYSuP4PitJM4jXklm7wvTXE7KfNJlW1DuyZWoq552CU22UvXUUj6qOFmhRC2N4yCqVEEPhIWZBGaPv1zuak1Z/M3BcOSxh7nCZEoVrt9/hBFrjmPI8sMo7avkab+3NVXMw0yd67XtrEvYUxzYA1HNtavnonOdZ9KLysnNwytPmeY2KTMH268mYPvVBADAiYl90LlhbUOEJ1olrXzs6WiLu+kyZClysTfiLqbvvoQZz/thWBtvA0cobmq1gEc5Tw5e89QClHlqWFuYGzEq8Svc01N4xhWquPB7aRi34RReCWik6cmsZWMFM7P88qXCEtPlqC/SmW4MISUrB34Ld+GBnoPTfzh6A+8/0xyNXB2qODLTEvtQN7Hq7lPHSJEYBnsgqjlnW2tsHN1Vc/1WoQyXgM1X4st8n9fWHa+CSGoOhSoP9zKLTyAaudgDyO+B6L/sEMIS0zSlTlR50nOURc4Ssoyp6hV+jzmQuvJ9sO08Qu+kYvKuUM1Brb21BWrbFV8qFs+a/Ar57dRNvZOHArP2XXn6TjWMdg/EjF5+eKaRuxGjqXpMIEzAS/7e+KibLwDgVFwyV6Uu5Pr9R2W+T1xqNtTszSm3f2/cLbGL29sl/0zgrVTdZJdT/1Wu1GIOXAvX51PlYw9E1TsSk6S5vOta/u+dvbVFiWNN/jwbZZC4xOpkbNlXlw6987AKIjFdVxLT8MPRGwCALg1r48u+bY0bkAEwgTAR2pnswD8PI60G/2jdTZfhr4uxmlrkk7HJ5XqcwvWKpJ88tRrDVh7VXO/k7aa57CS1gtvjus/CpQbnE1IME2ANUVztPXsgql7h9/gRx0BUqsInGgrGVzlYW2q+WwDA39NZc3n1hVuITskwTIAiIwhCuZKB2IdZyM1TQxAEbL96G1cS06ogOtOhXUYt9p6HAkwgTESvpnV1rp+MK99Bsxi8tvY4Rq07gW8OhuO/yESceHz2ZFwHn1LvN61na53r2itXk34S02Xot+yQzrbntOo83eysS/zyPBPPBKKiBEHAsjNR2BeRWOyZ7zS5EhO2nMV3h69xQHUl2hmegDF/nUR8alYxPRBKXL2Xhu8OX2MvWyU4d7v474kuDd11JhVp5GqvM0thpx//xYUEnhUvq9tp2Tq9mc83q1vqulNvdMz/nc1R5WHegav4NyIRw1YexXOL/6uxJzDS5UpEJj9JYPu39DJiNIbDBMJEONhYYtnwzprrg/48jGd/2YuMnJp19itLkYtjt/IThrkHrqLv0oMAABsLc8x8oQ1KW/Dxs+f9sHZksOb65cczWuXk5vFgSw+X7qQi+Je9OHDznmbbT4Pbw9/ryUB/lVqNoX4N8LJ/0QHTp2pw0ltZtl1NwDubzqDfsoOIfJBe5Palp2/it1M3MeWfi1h0IsIIEYrP2fhkDFlxBGtDb2HWvrAiE1mkyRUYtuIopvxzEbO0Ziaj8jkdX/R7olltR3zZ11+nhKmRiz3+GvWs5nqaXInuv+7D5rCyj4mriXJy8wDozuw4o5cfVo14Bn19Sz4AHtfRB63q1AIAzP7vCgb8kX9C6ZFcidAadlJOEAS8vv4kXD7bqNn2nI8HgtkDQdXNuI4+eM7HQ3P9VFwynGdsROef9mDAH4ew+EQk1oXeEvXCOiWdnRrQqh7qOdnBppQZaKSWFni1XSN0a5L/Hl68m4otV+Lh/sXfGPjn4SqJt7pT5alxKOoesp+yZkN8ahZ6/vafzmDF955pjgnPttAMmgaAnFw1JBIJfhzcHv1beuGdLs00Z6z+vXEX6y/GVs0LKSQ5Kwef7bmkk+yURXxqlibBrE6+P3Jdc/mfx4sVadt57cn4qM1ht5kYV4ItV25rLq+/FFfk9uv30zXlkD8eu2GosPR262EmwhLL91mOSErHlF2hCL9nmPKU8Pvp+O7xZ7xjAzfM7dcW3Zt4YPWIZyC1tICDtaVmX09HW3Rr4oFVI57RbJPn5uGVNcfw742ifxva1GoBR2OSkF5Dy8/m7r8Ch5D1mLn3siaBkFrmn4TzcJBCalny76i/p3OJvf1nE6rfd2Zl2heRiOVnozF4+WH0XPwfrKesw5oLtzS3m5tJsOvNHpCUdiZTRDiNq4lp6+WCw9FJOtvO3c7vtt3z+EszXZ6L94Kb6/2YoQkP8fPxCHzY1RcBhaaNrQ52hidg4+U4dPepg3c2nSl2n26PE6vmtR1x+XEtZlM3B0SlFB3nEODlgqMxSThw857mAHPPjbuISclEEzfjT0t37f4jXLqbihEBjWBmVnlfRKkyBXLz1MjNU8PT0RbpOUp0/ulfRKVkwt/TGScm9oGtVf5XQp5aDXOz/PMLp+OSMfqvE0h/XJ7Rrp4Lhvs3xAdd8xc0bKg1fWLBSul1HKXY+UYPAPld5Luv38X9TDleW3cCUktzDPZrUGmvqzC1WkDv3w/gyr00LD4ZiaQvh8NcIkHonYeITslEtyYecLIseE+UkFhaQWqZ/7r3RyZi3sFwHI1JgkQCnJzYJ/9M58VYDGxdH421pi3MyFEiN0+A61Pm+l51PgZOUisMal0fQH4v2uHo++ja2AO1pCWXChQnOfvJTCnFJUfa9fgnYh+gzsxNOPju82hd17nIvpUt/F4aspUqdPR+Mj3yXxdj8dOxGxjQqh4+e76Nzv6pMgWyFCpYmktQ19FW57ZtV2/j6wNX0beFF2a94K/5O4hKzsC9DDm6NvFAVZMpVeix+D+c1yqLKW7V6f2F2uFhtuKpnwltqjw19t+8hzaezvCqlf8+nL+dguO3HuD94OalTsubpciFPDdP58z8I7kSay7E4DmfOqjnZIdOP/6LhzIFGrrY4cOuvpj4rK/meR/KFPB4XAaUrcjF3shE1LKxQtfG7rCyMMekbedwMOo+fjsViejpQzT7VoX4DAVe/usAgPw1H77q2xY9m9XFtJ5+mn20VwG3t87/m30tsDEEAVh5LhrnEx4iW6nCgD8PYdOYbhjcuj4kEonO9xkAvLHxFFY/PvCLmj4YjV0dcOdRNhysLZGlVGnaobL8F5kIM4kEvZrVffrOVUytFvDV/qtQCwLm7L+q2d7W00XzHhV8HwL5A4K1e4+llhbo1qT46Um/PHANSX61obgpg5+nKz7o6lvtDqaTs3IQsvsi+rTwwkvF9JSXJCwxFf2WHSx1n0Yu9jrvndjVnFcqEj5ujk/dZ+K2c+jaxF3vg4aev+1HpiIXW6/G4/B7LyCovmtFw6wUqjw1fj4egan/XIRaELChmLN/Bbo//kJbNKwjui7ah6D6LtjzVk+4ff43AMDK/MmPR0lJ0oA/DiFs8gBYmldux1y2IhcLD1+HZy0p3ujoA3MzM0SnZGD71QS81akpakmtND9wcalZ6PLzv8hSqCBTqvB252Z6P0/hH0lBEJCpyIWjjRVuJmcg4Nt/kKPK77Zu6uaARzlKzUDnsMQ0/Hk2CjaWFlh6+iYiH2SgTwtP+Hs644u9T8oyXmxZDzveeE7nebUPloqLt4GzHbaM7YZnft4LABi28ihuzRgCb62ei+IIgoD9N+/BWWqF9g2eDNROkymw4XIcXmjuqTmgFwQBx289QNPaDshUqHDl8RnT9JxcnIpLxtz9V3Aw6j4AoLa9NZa/1AF/nk3Evk2RkOfm4f1nmmOYvzf6LD2o9fzAqvO3kK1UYW3oLcw9cBUXPuoPbxd7HLx5D4OWH0aOKg+H3u2Nrk08IFOqcCddBi9HKf65fhe9m9fFgaj7GLfhFAAgevpgNHJ1wIfbz2PFuRg0dLHD+Y/6w8XWGqo8NSIepMPHzRE2lub4LzIRMqUKg/0aYEd4Aubsv4K5/QIQV8wCTv6ezrh2/1Gxa8SkZCvw1t+nsWFUV0gkErjYWsHOyqLSf9QjH6Sj44//IkeVh42ju+Ilf2+sOh+jee0XEh5idFAT7LqWgCyFCpHJGVh9IUYzk9cLLTwR3MgdVuZmGNamAT7bcwkRDzJw8U4qIpMzsGHUs7iZnIH2P+xBtlKFv157Fv8LaFiprwHIPyBXqQXceZSNfRGJOslDYe3ruxZ7+8Goe1h0PAJ9fb0Q0ssPZ+KTcTM5A6MCGwMArielw9vZDvbWlhAEAQOXH8a+iES09KiFq1MGQhAEDFt5FHfTZYhNzcKPg4Ow7WoCOnm7wUwigYWZBO4OUiRlytF6wU6kypRY8GI7fPJcK+TmqdHrt/24dDcVTd0c8MPg9nj4eKxMXGo2Ptx+Ad7O9jh7OwXfHAwHkP83PaZ9E/x+KlLzN9LY1R673+qpuS5T5mFfZCJe9vfGsZgH6O7joUlsMnKUWBcai+eb19X5fYp9mInzCQ8xxK/BU79T1WoBo/59ciZ3wYBA9CzmYLuL1to9nbQS1VFBjTEqqDHmHbiKz/69DEEAXlp5FCMDG8Hb2Q7fHbkOr1q2GNO+CZ5t7KFJHgCg6dfbEVTfVWf8xIbRXfGyvzcyc3Jha2Wu872ap1bDTCLR+2/obHyyptR2xxvP4cWW9TTf1Wq1gGVno9DCvZamZ3zPjbs4FHUPk571RYMqWNviox3ni02E23o9OV7Q7smf1NUXQfVd8fPxCPw4OAgA0MbTqcTHX3I1GUAygDiE33+E7wYGlflESVWJTsnA+L/P4EhMElaci0HOgpF6/d7fTZfhjQ2nn7qfm8gXjitMIhixj1uhUGD27Nn477//YGNjg3HjxmHcuHHF7nv9+nXMnDkTN2/ehI+PD2bPno3WrVsXu29xrl7Nz7T9/PyesmfVkMlkuHHjBnx9fWFrW/6zG/cyZGg+b8dTByvZWpnj7Af9ILU0h6udNRxt8v+A90UkYv6hcNR3ssOY9o1ha2WhObArUPAlJ89VYeX5GATVc9UcwK0LvYWNl+OwaGjHcn255anVyMnNg51WVzSQPzh38clImEkkGN7WG63rOmt+DIrTv6UX7K0ssfFyHABA9e1rmi/0h9kK1LKxRI4qD7WmbwAA1LKxROrcVwDk/+AFfPcP4lKLzh2+5OVO6N/SC6621rAqdOYvJiUT52Lvw1WRiuB2fjgY+xDnbqdgZLvGaOFRS7Pf7bRsLDl9Ew8yc5CcnaOZhhAAXGytcOi93ui39CASM+R4LbAxPuzqi56//YfGrg4IS0yD+vGfZCdvN5yc1Pep72lGjhJDlh/BmfgU/D2mK/q3rIeMHCUG/nkYx289wCfdW8JZalXie1kWe9/uieebexbZfjQmCcdikvBRN1/YF2rbAh1/3KPzIx1YzwWvBTaGn6cz6jvZooGTnc57/vOxG/hoxwVYW5jh+tRBaOhijyxFLjr8sAeRyRlo6VELYZ8OwKITEZh3MBwPsnLQwNkOM3r5YbxWT5WluVmxP5j6eKGFJ45GJ2kSrwnBzfHTkA4Yufa4JqEd37kZJj7bAn2XHkDCI1mJj7VqxDOIS83CTK2E7MfBQXizU1P0+m0/zsSn4MWW9fDj4CC0+GYHVGoB/7zZA8NWHoFCVXL8o4MaY29Eot7zuAfWe5xcFzMlZppMgQWHrqFlHSeMCmqMjBwlHmTlL8JobiZBxwZuSMlWYFNYPG6nZaO7jwc+7OqLj3Zc0HTlW5qb4fB7vRH8y94ij68PawuzIq933WvBWHDoGsIe9y42drXHjamD8MvRcKw7H4UmHi7o1aIe/D2dcf1+OiIepGNshyZwklrBw0GKYzFJ2Hr1Nt7t0gzN3WsVec48tRqj/zpZ4kkKe2uLIiurT36uFRYevlbqa4n7bCgaztkKANg4uitiUjIxfc8l1HGQ4vjEF5CSrUDnn/7V7N/ZuzaWv9oFvt/sKPExpZbm+Ou1Z5EmV2oSNFdbazz4ajj+uhiLUetOaPYdFdRYp8SiLKzMzaDU+ruZ9GwLRKdkanq6p/VsjZCerTUJsYO1JU5N6oOWdZygylPDd/4O3HqYheFtvfHXa89qvp8FQUBUSiaUqjyciE3Gtqu3cSYuGVlav2npX79S7PeIIAj47eRNONhYYlRQ4yK3J6bL0HL+Ts3ic+X1Yst6eCWgIcZtOAV7awuEfvwiGjjbIS41C51+2gMnGytsHdsdLes4PfWx3thwCivPx2iuD/arj13X7mD5K12QqcjFhC3nYGEmwaH3euPbw9d0yhC7N/FAM3dHWJqZYVRQY50TKY/kSvx87AY8HKV4o4MPlHlqHIy6hzoOUp39gPwE7X6mHA+ychD4/e4iMVpbmOHUpL5o+3g82+x9Yfjyv/x1Hla82gWjAhvjQVaOTg9Um4U7ce1+OtzsrDGvfzu89XfxB9gFJ50S02VYfzEWiRlyjGjXCIGFTlTm5ObBTIIiv7v6kOeq8O7ms2jgZKeZPvV2Wja2XonHKwGNUMdRittp2Wg5fwfkj8d+AMC3AwPxQnNPrL5wCwej7mFMUBNMeDa/Z12mVOGRXAkLMwm6LtpXbDWDNokEOPhub00iaKrKcqxs1ATiq6++wvnz5zFv3jwkJiZi6tSp+Prrr9GnTx+d/WQyGXr37o0BAwbgpZdewvr16/Hvv/9i//79eh+MiyWBAPK74OrM3FSm+6x4tQueb1YX9WZveeq+luZmOPthXwxbcVSzZP1Pg9vjTHyypga4k7cbDr/XG4tPRsLawhwv+XuXOEc3AOyNuItJW89raoXb1XPBwgGBsDI3Q5dG7hj91wmsC9W/Pv7q5AGoJbXCnP1XMNSvQbEHtTm5ebCb9hcAwMPBBomzXtbcdj9Djg+3n8eJ2PwD7AWHrukcgHk42GDf+F7we9yLc+3+I7RZuAsA4Ghlhjc6+uCH4zcB5E8veH3qQFiZm+FA1D1M3Hqu2Dn6y6rgQMzRxhKNXfO7RmVKFZaevokV52LQ2NUevwztgGVnojRd0c/5eODDbi0xbv0pzZnH4thamaOBkx1GBzWBPDcPX+0veVEgT0cprC3M8UHXFpryh/KQ56pgP219ibd3aVgbn3RviaSsHMSnZmH+oScHZ3UdpWjkYl+hgdiNXe1x62HRM/hlYWdlgfeeaf7UA0d9WZqboU8LT50k84OuLfDTsfwB0H51nXD13qNSH+O7gYFYdiYKEQ8yNDE+nPM/KFR5aDxnW4mfg33je2lKKuJSs/D9kevYcClOs//ilzrijzNRT52tLLCeC248SIdMmVfqfpXtOR+PIuWchTlLrbByxDN4aeVR5OapYWluhpHtGmFUUGPNKrG3Hmai6dfbS3yM/8b3QncfD/T+/YDO+gS73+qB/oVmJCvs9fZNNAePwY3cce3+I830u+3quSBNptR8x1ZUr2Z1kZQpf+rn5Wma1XbEzeTyT4nawt0RHg5SHNV6r8Z18EF9J1t0blgb6y/FYZXWAXVhVyYPQCs9DsxLcuDmPUzdFYqkrBzcyyh+sUsAGOLXAP1beuHPM9G4mZxR6vclAPw8pD1uPczSjHPp2bQOdr3ZA5N3hmJ7eAJeb98Eb3duinpOdlCq8pCUmYPbj7LRd+nBSpmdyNxMgq/7BeBlf28421ppThAB+SfUEtJkmp7X5a90wZj2TQDkJxq9f99fZIDzz0PaY/HJSNhZWeCP/3VBG61pcecfDMf0PZcA5H8PjC+mZ/lmcga+PXwNb3T0QUsPJzjN2KD3a2noYoeYGUMRkZSO+5ly/HUxFn+ejQaQfxb/k+4tMaVHySeIsxS52HPjLqJTMjG2QxP8eTZac2Km8Ekkx8cT0JyMfYCfjz99Yol943vBzc662ESrNPdmvQT3KizxMxSTSCBkMhk6deqEZcuWoWPHjgCAxYsX4/Tp01izZo3Ovps3b8Zvv/2GAwcOQCKRQBAEvPDCC3jnnXcwdOhQvZ5PTAkEAHy4/Tx+0eOPQdun3VviW61BmBVVx0GK+1qrEXvVskVIr9YY1Kq+5gv58t1UbL+agOtJRWeMKTCmfZNSf1AK/1BHTBuEprWfXsqVm6eGzZR1AJ58YZVk6q7QYt+bksoUyqqlR61S3wN9vNDCE5EP0nV6Trxq2SJLkasZn/A0U3u0wtf92xXZ/vOxG/h45wUIQv6BfEMXe6RkKzCuow9eatOg0kpeJmw5i99O3ayUxyqL2vbWOD2pL0J2X8ImrVlapJbm6NG0DnZrDUh+sWU9mJtJsCM8weBx6mvf+F744nGP0s43nkPnn//VJEfvPdMcvwztAACYufeyTp1zYU3dHPAgK0fvz8/TOFhb6pz9bV7bES3rOGHb1dul3Kt4LrZW6OvrpXNiwauWLe6ml9zLUxbeznZQC0KpvUbPNnbH4fd6QyKRYF3oLYz+66TmNsWCkXht3QmE33+E+S+2w7ubz1ZabJWts3dtNHK1x87HJWRA/neiucRMZz0cK3MzpHw1HD1/218p33tl5Sy1Qsqc/1Xa4527nYKFh69BLQiwMDPTzND0evsm+O2ljkXOdu8IT8DQFUf0fvy2ns6aMXdA/sFqz6Z1sS/yboUSamsLM9hbWT41qXma5rUddaYXLRDcyB1HJ7xQ4v0Ken8B4IdBQZjU9eknjlR5alg//r0F8n+n22qVzRb2bpdmpf4W2FlZ4M1OPmjhXgut6jjBq5Ytzt1Owcy9YToJrkSCEhc1LY8XWnhCrlRpZnvUR6s6tXBl8sDKC8KIynKsbLQxEBEREVCpVAgICNBsCwwMxO+//w61Wg0zrZrDsLAwBAYGag5iJBIJ2rVrh8uXL+udQIjNrBf84WprXaZpA0tKHuo72Zb6I1oS7eQByK8TnLDlHCZsOVemxykteZj1gj/6tPDClOdaYcHha3gloKFeyQOQPxCvkYs9YlOzsGhox1L3bVev+HEf5fkRlVqaY/WIYDjaWGLaPxfxSfeWGNS6Poav1p0dZMWrXTB2/aliH6NjAzecLTTj1L6IxCL7lXbA0tTNAQ2c7TR1zFOea4WpJZzVmdTVF319veBoY1mlAyXf6dIMv5++WaEvfF+PWvB0lGpel4WZBP+82QN/no3WSQ4uftIfR6OTcPZ2Cj7t3gqNXB2wYEAgTsclI0+txsyOHhjYyR/uTo74eMcFhN97hIUDA9HWywVqtYB23/+jOZtbMABaO6konEAD+bXT60JvaXoU2td3xa/DOmLStnM662B82NUXGTm5WH4uWrOttr11kcX3imNpbobnfDxw6oMn5W3aPSvvP/NkAoWPu7XE9aR0xKVmoY6DFKfiknUGWj+tW74sfNwccOmTF/FvxF28uuY48tQC3numOQa1ro+byelwt7fBP2/2RHRKBgK+2w1XOyscm9AHb208jROxD7BseGeM6+iDD7efx+aweKx77VmYSyTYEnYbOao8hPRsjS/7tMUra47pzIxUXtozimkb1Lo+7mfIYWNpjp+HtNf87vyvbUOdBMLC3AwbRnfVXG/oHK5XAlG4NKixqz3e7dIck3eF6uy3dWx37I9M1BxkBdV3xevtm2DCVt3vVzc7a6RkP/nc+Lg54H9tG2LugfwDAQdrS2wc0xVetWxxP0OOT3deQJpcib9Hd4WNpTmu3nuEiVvP4dLdVOwY9xzsrC2x443n8Pm/l+FmZ433g1ug7be7NL2qgfVc8GXftvh6/1XNekSNXe3RoYFbqePU9DHnhco9wdehgRs2jemmuZ6tyMXN5Ey09XIu9qTIwFb18P2gIHz8+OC5gbMdguq7YmsJn7fLhRZPy8jJLTZZdrOzhoeDDa7dL3oSadHQDpj9X5jmb9+rli2OvN8b6fJcvLv5DF5t1wg9m9ZB/2WHcKeMCWpxyQOQ36Nbmv8FNNQkEMPbNtTruSzMzbCwvz8m7w5DcEM3NK3tiNUjn8HwVceK3f9pJ5KylSpNT2xpyvtbUnBsUFhxv7OleTWgIb54wb98QZg4o/VA7Nu3D19++SVOnnzyhRwTE4N+/frh9OnTcHF5MtD1nXfegY+PDz799FPNtoULFyIqKgpLly7V6/muXr0KQRDg41P6YmNVRS6XIy4uDg0bNoRUWnkHaA6f55ckOUstcer9XkiTKRGy9wqO3sr/Yvd1d8SNB7pfIrOfbw1zMwk+23cVvZt6YMvoYAxbfQL/RRUtB5j4TFOsvBCbP4OEjweuJaUjIrl8Bx2BXs54rok7+raoi3WX4rH8vG7JkoWZBBO6NMWPJ/K/WE6+1xNt6joBABSqPFy8m4ZALxdYWeg/yDk9JxeJ6XL4epSedCRn5SDgp/+gUOVhy6hn0H/FcZ3brS3MMCawIcwEAb+fy4+7mZsDVg7vgLB7j3AgKgmONpbo2MAVvZt6lFjOde1+OibsCMWQ1vUw6ZlmUKjysO5SPJq42iM+TYYePu5wkVohPCkdzy87ArUA1KslhSAAKTIFbC3NMb1HS3g722H42ifJx+c9W+JEXAoOxzzQXJ/4TDNIAGwJv4OePu46iy4Z056IRDzIUsDCTAJHG0scvfUAS88WrdNuXtsBq//XEUvOxuBOuhyBXs7o1tgdzzR0Q2RyBoavPYUO9V3xy6B2sLE0R55awA/HIyGRSDC8TX3Udyq+py8nNw8KRQ4SE26X+veYlJmDn07eREZOLiZ3a4G6DlJM33sFm68m4NfBgejv64k9EYn437ontb+ZXw0DACRmyHH1/iN0buAGR5v8Wu6NYbdxLuEhZj3fWjMd5egNZ7Dt2l38NDAAL/p64s3N53E45gEcrS3gLLVC/OPE/rMeLZGjysOO63cxoq03Pu3WQifWNzedw8YrCToxFEcQBOy8noiZ/11FTDFjgACgYwNXyJUqXHl8sPNG+0YIblgbYzfpHrhO7d4CkcmZ2B2RiKGt6uGbfv6aQYTRDzNhLpHoTPGrLeZhFhysLeBub4NspQqxqdlo5eFY7EFdclYO7mbI0fZxiYVSpcZPJ2/iywPX0Km+Mzq6WeGnS7rfXW91aIymbg6Ysif/BIudlTmGtK6HtReLXyPA3soCX/ZujdfaNSx1CsseSw/jfEIqPB2liJzcT+e2f24kYvb+cLRwd8TgVl54Z+sF5KjUqGVjiVo2lrj9SAZfd0csGtwOggAMWnUcdR2kOPleT9haWUCtFvDtsQgIAjC5WwuYmUmQm6fGqfgU1LazRsvH46wCf/oPNx8nfp/1aIkp3Vsg+mEWhqw6gaZuDlj6UnvYW1lg9oFwZCtVeKtDE833aEny1ALkuXmamY0KS5Up8c+NREQkZ2BytxZwllpBEAR8eywSy8/fwjd9/TGolRfi0rKxKSwB1x+kIyMnF98PCMB720JxLLZo6WGnBq6Y0KUp7mfKUcvSDDF37+OjXm0rpYe+onJy87A1/A66N3FHXQcbrLkYj0k7LyJPLaC2nTXm9vHDR7suIftxL8O07r7o5O2KidsvIiFdhgZOtrC2MENUSv4B6ncvtsXrgY2QocjF4ZgH8LC3RkRyJga19IKHgw0ORifh831XMblbCwxpXa/YmGRKFQ7HPMDx2GQkpMvQ2dsNwQ3d8Of5W1h5IQ4A0K1xbQzw9cTXh28UKaPd92Y3vLHpHO6ky/HvuK4IblS7mGd54m66DGoBJX6PFkcul2NP6A10btkEni75n9dMRS485+wEAIwI8Mbh6CTcy9Qdr9XF2w1f9/HD8bhk7LyeiMgHGchQlK/s6yW/eriU+AgxD7Mwo0dLLDwaoZOwA4CtpTnufz4IC45EYM6h6xjepj5ebdsAQ1af1NmvT/M62Bv55ETV2lc6oZO3Kz7aeQnbruWfDLz/+SDYWYlnPqLo6GhIJJLqXcK0fft2/PTTTzh8+Mn8+wkJCejVqxeOHj2KOnWeTBM2ZswYBAYGYtKkSZptP/30Ey5duoSVK1fq9XxXr16FUim+OZ/P3c/CzphHeMuvNrwd83+8BUHAN+fv4X52LuYF18fl5Gx8eCT/4GKIjxMmB9WFuQSIzVDC084SNhZmyM7Nw4bIVHjYWiJJlgtnawuYSYDBPkVncvr1chJWXX8IHydrDGrihPgMJXLy1EjLycO97PxZTHLy1GjmZANrCzPUsbXAG61rw95K94f5oVyFhEwlzidlo5aVORo7WaNtbVv8GZ6MxrWs8bx30cGOVelulhIqtQBvR2tk5ebhvQPxuCfLxaS2HhjQxAkAkJajwq9hD9DMyQYvNXOGWRVOUReeIoO1uRmaOucnI9m5ebAwk8D68awRRxIysPJaCt7wq41nvRyQlqPC4YRMPO/tCAersg9EM6Zvzt3D+fvZeLaePdq526FrPeNPp6uvvXHp+D70Pt71d8eQYv5eSqNSC8hU5sHZ5skPUIo8FzYWZlDmCfjpYhIC3G2L/TvUlpSdiw2RD9GnYS00d3l6oqhSCzh3PwtuUksky3LRoY49rqTIcDdLiR4NHJEiU2FtxEO83NRZ83irrqfgarIMD3NUCPKww/ttq89gwb2x6Vh9IwX1HazgZG2OTwLrwMrcDKk5Kiy7moxnvezRsY49Dt/JP/DuXs8B1x/KYSYBMpVqtHKTwlGPv5nUHBXWXE9BjwaO8HMr/cAqNCkbm26m4vVWbvBxskGSLBde9k9mo8lU5sHSTAKbMpwQAYCrKTJMOXYHfRvVwqSA6tMGTxOZKsfhhEycTMyCjYUEi3p4a77LTEGeWsDeuHS0cLFBEycbxKYrMO/cPXSsa4c3WucfjKvUArJy8+D0OBFLluXiZloOunjaV+l0psfvZuJAfAZGtHDR/L1eTZHh85N3oVQL+OW5BmjiZIMUuQppOSrNb4qhXH8ox964dIxu6YZ0hQphyXI8zFGhoaMV2rnbwdnGXOe3VC0IWHfjISLTcpCTJ+B2hgJylRpW5mZwsTFHfQcrKPMEBLjb4uy9bBy5k4lAd1ss7uld5H0+nZiFW+kKSCSAg6U5kmS56O3tiAaO1hAEAbfSFajnYAVrczNsjHyI70LzT0ZMbOuO13xd8V1oEuIyFPgmuJ7mGCZHpca3offh62KDYU2r39T3FWVlZVW9E4h///0Xc+bMKbYH4uzZs3ByctJsf/vtt9GsWbMiPRAxMTH4/fff9Xo+sfZAlIUgCJXyJaZWC3goU5Q6aFqsqkM7UsVVdjtW1t8WlU1N/XsU2+etpraj2BirHVNlSthbWZSpOqEkYvvbKquy9EAYrd/Fw8MDaWlpUKlUsLB4nK0nJ8PGxgaOjo5F9k1J0a0HT0lJgbt72ZYLl0gkRu8elUqlRo+hMtjbV/781KZELO1Y07EdxYHtKA5sR3EwdDvyM1N5ypI8Ga3/0NfXFxYWFrh8+bJmW2hoKPz8/HQGUAOAv78/Ll26hILOEkEQcPHiRfj718yBK0RERERExmK0BEIqlWLw4MGYNWsWrly5ggMHDmD58uUYPXo0gPzeiJyc/IE2ffr0QUZGBubOnYvo6GjMnTsXcrkcffs+fZEtIiIiIiKqPEYdwRQSEoJWrVphzJgxmD17NiZOnIjevXsDAIKDg7Fnzx4AgL29PZYsWYLQ0FAMHToUYWFhWLp0KbutiIiIiIgMzKhzT0mlUsyfPx/z588vcltkZKTO9TZt2mDbtm2GCo2IiIiIiIphOnOoERERERGR0TGBICIiIiIivTGBICIiIiIivTGBICIiIiIivTGBICIiIiIivTGBICIiIiIivTGBICIiIiIivTGBICIiIiIivTGBICIiIiIivUkEQRCMHYQhXLx4EYIgwMrKyijPLwgCcnNzYWlpCYlEYpQYqOLYjuLAdhQHtqM4sB3Fge1o+pRKJSQSCdq1a/fUfS0MEE+1YOwPs0QiMVryQpWH7SgObEdxYDuKA9tRHNiOpk8ikeh9vFxjeiCIiIiIiKjiOAaCiIiIiIj0xgSCiIiIiIj0xgSCiIiIiIj0xgSCiIiIiIj0xgSCiIiIiIj0xgSCiIiIiIj0xgSCiIiIiIj0xgTCABQKBaZPn46goCAEBwdj+fLlxg6JipGUlIRJkyahQ4cOePbZZzFv3jwoFAoAQEJCAl5//XW0bdsW/fr1w4kTJ3Tue+rUKbz44ovw9/fH6NGjkZCQYIyXQIW8/fbbmDZtmub69evX8fLLL8Pf3x/Dhg1DeHi4zv7//PMPevXqBX9/f7z//vtITU01dMj0mFKpxOzZs9G+fXt06dIF33//PQqWLWI7mo579+5h/PjxaNeuHXr06IGVK1dqbmM7Vn9KpRIvvvgizp49q9lW0d/DlStX4tlnn0VAQACmT58OuVxukNdClYsJhAEsWLAA4eHhWLVqFWbOnIlFixZh7969xg6LtAiCgEmTJkEul2PdunX44YcfcPjwYfz4448QBAHvv/8+3NzcsGXLFgwaNAgTJkxAYmIiACAxMRHvv/8+hg4dis2bN8PFxQXvvfceuEajce3evRtHjx7VXJfJZHj77bcRFBSErVu3IiAgAOPHj4dMJgMAXLlyBTNmzMCECROwceNGZGRkICQkxFjh13hz5szBqVOn8Oeff+K7777D33//jY0bN7IdTcyHH34IW1tbbN26FdOnT8ePP/6I/fv3sx1NgEKhwMcff4yoqCjNtor+Hu7btw+LFi3Cl19+iVWrViEsLAwLFy40yuujChKoSmVnZwt+fn7CmTNnNNt+/fVX4bXXXjNiVFRYdHS00KxZMyE5OVmzbdeuXUJwcLBw6tQpoW3btkJ2drbmtjFjxgg///yzIAiC8OOPP+q0p0wmEwICAnTanAwrLS1N6Nq1qzBs2DBh6tSpgiAIwqZNm4QePXoIarVaEARBUKvVwvPPPy9s2bJFEARBmDx5smZfQRCExMREoXnz5sLt27cN/wJquLS0NKFly5bC2bNnNduWLFkiTJs2je1oQh49eiQ0a9ZMiIyM1GybMGGCMHv2bLZjNRcVFSUMHDhQGDBggNCsWTPN71lFfw9HjBih2VcQBOH8+fNCmzZtBJlMZoiXRZWIPRBVLCIiAiqVCgEBAZptgYGBCAsLg1qtNmJkpK127dr4448/4ObmprM9KysLYWFhaNmyJWxtbTXbAwMDcfnyZQBAWFgYgoKCNLdJpVK0atVKczsZ3vz58zFo0CD4+PhotoWFhSEwMBASiQQAIJFI0K5duxLbsW7duvD09ERYWJhBYycgNDQU9vb26NChg2bb22+/jXnz5rEdTYiNjQ2kUim2bt2K3Nxc3Lp1CxcvXoSvry/bsZo7d+4cOnbsiI0bN+psr8jvYV5eHq5evapze9u2bZGbm4uIiIiqfUFU6ZhAVLHk5GQ4OzvDyspKs83NzQ0KhQKPHj0yXmCkw9HREc8++6zmulqtxtq1a9GpUyckJyfD3d1dZ39XV1fcv38fAJ56OxnW6dOnceHCBbz33ns625/WTg8ePGA7VhMJCQnw8vLC9u3b0adPH/Ts2RO//vor1Go129GEWFtb44svvsDGjRvh7++Pvn37omvXrnj55ZfZjtXciBEjMH36dEilUp3tFfk9zMjIgEKh0LndwsICTk5ObFcTZGHsAMROLpfrJA8ANNeVSqUxQiI9LFy4ENevX8fmzZuxcuXKYtuwoP1KamO2r+EpFArMnDkTX3zxBWxsbHRue1o75eTksB2rCZlMhvj4eGzYsAHz5s1DcnIyvvjiC0ilUrajiYmJicFzzz2HsWPHIioqCl999RU6d+7MdjRRT2u30m7PycnRXC/p/mQ6mEBUMWtr6yJ/GAXXCx/gUPWwcOFCrFq1Cj/88AOaNWsGa2vrIr1FSqVS034ltbGjo6OhQqbHFi1ahNatW+v0JhUoqZ2e1o6Fz8BR1bOwsEBWVha+++47eHl5AcgfnLl+/Xp4e3uzHU3E6dOnsXnzZhw9ehQ2Njbw8/NDUlISfvvtN9SvX5/taIIq8ntobW2tuV74drar6WEJUxXz8PBAWloaVCqVZltycjJsbGx4gFkNffXVV1ixYgUWLlyIF154AUB+G6akpOjsl5KSoumGLen22rVrGyZo0ti9ezcOHDiAgIAABAQEYNeuXdi1axcCAgLYjiakdu3asLa21iQPANCoUSPcu3eP7WhCwsPD4e3trXOyrGXLlkhMTGQ7mqiKtJuTkxOsra11blepVHj06BHb1QQxgahivr6+sLCw0BlQGxoaCj8/P5iZ8e2vThYtWoQNGzbg+++/R//+/TXb/f39ce3aNU33K5Dfhv7+/prbQ0NDNbfJ5XJcv35dczsZzpo1a7Br1y5s374d27dvR48ePdCjRw9s374d/v7+uHTpkmY6QUEQcPHixRLb8d69e7h37x7b0Qj8/f2hUCgQGxur2Xbr1i14eXmxHU2Iu7s74uPjdc4437p1C/Xq1WM7mqiK/B6amZnBz89P5/bLly/DwsICLVq0MNyLoErBI9gqJpVKMXjwYMyaNQtXrlzBgQMHsHz5cowePdrYoZGWmJgYLF68GG+99RYCAwORnJys+dehQwfUrVsXISEhiIqKwtKlS3HlyhW89NJLAIBhw4bh4sWLWLp0KaKiohASEoJ69eqhY8eORn5VNY+Xlxe8vb01/+zs7GBnZwdvb2/06dMHGRkZmDt3LqKjozF37lzI5XL07dsXAPDqq69ix44d2LRpEyIiIjBlyhR0794d9evXN/KrqnkaN26M7t27IyQkBBERETh+/DiWLl2KV199le1oQnr06AFLS0t89tlniI2NxaFDh/D7779j1KhRbEcTVdHfwxEjRuDPP//EgQMHcOXKFcyaNQvDhw9nCZMpMuYcsjWFTCYTpkyZIrRt21YIDg4WVqxYYeyQqJAlS5YIzZo1K/afIAhCXFycMHLkSKF169ZC//79hZMnT+rc/8iRI0Lv3r2FNm3aCGPGjOFc5dXE1KlTdeaSDwsLEwYPHiz4+fkJL730knDt2jWd/bds2SJ069ZNaNu2rfD+++8Lqamphg6ZHsvIyBAmT54stG3bVujcubPwyy+/aNYMYDuajqioKOH1118X2rVrJ/Tq1UtYsWIF29HEaK8DIQgV/z1csmSJ0LlzZyEwMFAICQkRcnJyDPI6qHJJBIHL5RIRERERkX5YwkRERERERHpjAkFERERERHpjAkFERERERHpjAkFERERERHpjAkFERERERHpjAkFERERERHpjAkFERERERHpjAkFERERERHqzMHYARERkWKNGjcK5c+eKvW3cuHGYOnWqgSMiIiJTwgSCiKgG6tu3L2bMmFFku1QqNUI0RERkSphAEBHVQDY2Nqhdu7axwyAiIhPEMRBERKRj1KhR+Pzzz/Hyyy8jKCgIO3fuBABs2bIFffv2RZs2bdC3b1+sWrUKarVac7/o6Gi8/vrraNu2LXr37o3Dhw+jefPmOHv2LABg2rRpGDVqlM5zFd6WlJSEjz76CEFBQejYsSPeeecdxMXF6ew/bdo0zJ8/H507d4a/vz/Gjx+PpKQkzT4pKSmYMmUKOnbsiMDAQIwfPx7x8fFITU1F69atsX37dp0YvvvuOwwbNqyy3j4iItFjAkFEREVs2rQJo0ePxl9//YVnn30WGzduxIIFCzBhwgTs3r0bH374IZYtW4Zvv/0WAPDo0SOMHj0aNjY2+PvvvzFjxgzMmTOnTM8pk8k0ycTatWuxZs0aODs7Y/jw4ToJwj///INHjx5h7dq1WLZsGa5du4Yff/wRAKBSqTBu3DhER0dj8eLF+Pvvv6FWq/Hmm2+iVq1a6N69u04CoVarsXPnTgwdOrRibxgRUQ3CEiYiohpo165d2Ldvn862wMBA/PHHHwAAX19fDBgwQHPb4sWL8e6776J///4AgPr16yMrKwuzZ8/GBx98gN27d0Mul2PBggVwdHREs2bNMHnyZHzwwQd6x7R7925kZGRg4cKFsLDI/3maO3cuzp49i7///hsTJ04EADg4OODLL7+EpaUlmjRpgn79+uHo0aMAgNOnTyMyMhJ79+5Fo0aNAABz5szBypUrkZ6ejmHDhuG9995DUlISPDw8cPr0aaSmpuLFF18s5ztJRFTzMIEgIqqBevTogU8//VRnm42Njeayt7e35nJqairu37+P77//Hj/99JNmu1qthkKhwJ07dxAdHY2GDRvC0dFRc3uHDh3KFNP169eRnp6O9u3b62xXKBSIiYnRXG/QoAEsLS011x0cHJCbmwsAuHnzJmrVqqVJHgDAw8NDM7NU165d4erqih07duDtt9/Gtm3b0LNnT9SqVatMsRIR1WRMIIiIaiA7OzudJKEw7WSiYJxDSEgIunTpUmTfunXr6uxXwMrK6qlxqFQqnedp1KgRfvvttyL72dra6vW4BT0XJTE3N8fgwYOxa9cuvPbaazhw4IBOUkRERE/HMRBERFQqV1dXuLi4ICEhAd7e3pp/2mMPWrZsibi4OKSmpmruFx4ervM4lpaWyMrK0tkWHx+vudysWTMkJibCwcFB8xyenp747rvvcP78eb1i9fHxQXp6us7jpqamomPHjrh8+TIAYNiwYbh58ybWrFkDBwcHBAcHl+XtICKq8ZhAEBFRqSQSCd566y2sWbMGa9euxe3bt7F//37MmjULNjY2sLKyQv/+/VG7dm188sknuHHjBi5cuIDZs2frPE7btm0RERGBnTt3IiEhAb/++itu3rypuX3gwIGoVasWJk2ahLCwMMTExGDatGk4duwYmjdvrlesnTt3RuvWrTF16lRcuXIFUVFRmDp1KlxcXNCqVSsAQKNGjdCuXTssXrwYgwYNgrm5eeW9WURENQATCCIieqpx48Zh2rRpWLt2Lfr164e5c+di+PDhmiTB1tYWq1evhrW1NV555RVMnjwZQ4YM0XmMgQMHYuTIkZgzZw4GDRqExMREjBkzRnO7g4MD1q5dC2dnZ7zxxht46aWXkJSUhOXLl6NJkyZ6xWlmZobFixejTp06GDt2LF599VVYW1vjjz/+0Bk3MXToUOTk5BSJkYiInk4iCIJg7CCIiEh87ty5g549e2L16tXo2LGjscPR8csvv+DUqVNYv369sUMhIjI5HERNREQ1RmhoKGJjY7F69Wp8+eWXxg6HiMgkMYEgIqIa4/Dhw1i7di2GDRuGvn37GjscIiKTxBImIiIiIiLSGwdRExERERGR3phAEBERERGR3ph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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_fft_decompose(df_confirmed_subset, 'US')" + ] + }, + { + "cell_type": "markdown", + "id": "483e30ac", + "metadata": {}, + "source": [ + "### India\n", + "#### Boxplots by time feature\n", "It appears to exhibit seasonality when the series is presented by the day of the month. However, there are still numerous outliers that could impact other time features." ] }, { "cell_type": "code", "execution_count": 65, - "id": "6690f44b", + "id": "e5c9c6d3", "metadata": {}, "outputs": [ { @@ -1524,10 +1741,73 @@ }, { "cell_type": "markdown", - "id": "ca114b29", + "id": "9b400957", + "metadata": {}, + "source": [ + "#### Seasonal decompose" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "9582a355", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_seasonal_decompose(df_confirmed_subset, 'India')" + ] + }, + { + "cell_type": "markdown", + "id": "4468fadb", + "metadata": {}, + "source": [ + "#### Fourier Transforms" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "c857fe8d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_fft_decompose(df_confirmed_subset, 'India')" + ] + }, + { + "cell_type": "markdown", + "id": "21c229bc", "metadata": {}, "source": [ - "### Germany - Boxplots by time feature" + "### Germany\n", + "#### Boxplots by time feature" ] }, { @@ -1535,7 +1815,7 @@ "execution_count": 66, "id": "83dd2d39", "metadata": { - "scrolled": false + "scrolled": true }, "outputs": [ { @@ -1555,17 +1835,80 @@ }, { "cell_type": "markdown", - "id": "a378f539", + "id": "b032b388", + "metadata": {}, + "source": [ + "#### Seasonal decompose" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "9f308da6", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_seasonal_decompose(df_confirmed_subset, 'Germany')" + ] + }, + { + "cell_type": "markdown", + "id": "b3d1b381", "metadata": {}, "source": [ - "### Colombia - Boxplots by time feature" + "#### Fourier Transforms" ] }, { "cell_type": "code", - "execution_count": 67, - "id": "177d2238", + "execution_count": 93, + "id": "eaf1ec98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_fft_decompose(df_confirmed_subset, 'Germany')" + ] + }, + { + "cell_type": "markdown", + "id": "e5a44ed6", "metadata": {}, + "source": [ + "### Colombia \n", + "#### Boxplots by time feature" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "34834520", + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -1584,23 +1927,23 @@ }, { "cell_type": "markdown", - "id": "786601ff", + "id": "e01db130", "metadata": {}, "source": [ - "### Uruguay - Boxplots by time feature" + "#### Seasonal decompose" ] }, { "cell_type": "code", - "execution_count": 69, - "id": "1614d1b7", + "execution_count": 100, + "id": "1faddd0f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1608,26 +1951,60 @@ } ], "source": [ - "box_plot_by_country_feature(df_confirmed_subset, 'Uruguay')" + "plot_seasonal_decompose(df_confirmed_subset, 'Colombia')" ] }, { "cell_type": "markdown", - "id": "b0b10ea3", + "id": "6f841376", "metadata": {}, "source": [ - "### Taiwan - Boxplots by time feature" + "#### Fourier Transforms" ] }, { "cell_type": "code", - "execution_count": 68, - "id": "7a85344f", + "execution_count": 94, + "id": "a2706992", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_fft_decompose(df_confirmed_subset, 'Colombia')" + ] + }, + { + "cell_type": "markdown", + "id": "bb774f59", "metadata": {}, + "source": [ + "### Uruguay \n", + "#### Boxplots by time feature" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "167a9627", + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1637,39 +2014,61 @@ } ], "source": [ - "box_plot_by_country_feature(df_confirmed_subset, 'Taiwan*')" + "box_plot_by_country_feature(df_confirmed_subset, 'Uruguay')" ] }, { "cell_type": "markdown", - "id": "46c7f7b2", + "id": "23f20e6b", "metadata": {}, "source": [ - "## Decomposition" + "#### Seasonal decompose" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "5f879588", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_seasonal_decompose(df_confirmed_subset, 'Uruguay')" ] }, { "cell_type": "markdown", - "id": "e7c4e876", + "id": "fa2a108c", "metadata": {}, "source": [ - "### seasonal_decompose\n", - "Use seasonal_decompose to decomposes the time series into trend, seasonal, and residual components using a method based on LOESS (locally estimated scatterplot smoothing)." + "#### Fourier Transforms" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "3b8c735f", + "execution_count": 96, + "id": "b5648da4", "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -1677,72 +2076,89 @@ } ], "source": [ - "# Assuming df_confirmed_subset is your DataFrame\n", - "result = seasonal_decompose(df_confirmed_subset.iloc[:, 0], model=\"additive\")\n", - "\n", - "# Extract individual components\n", - "trend = result.trend\n", - "seasonal = result.seasonal\n", - "residual = result.resid\n", - "\n", - "# Plot the individual components\n", - "plt.figure(figsize=(12, 8))\n", - "\n", - "plt.subplot(4, 1, 1)\n", - "plt.plot(df_confirmed_subset.iloc[:, 0], label='Original')\n", - "plt.legend()\n", - "\n", - "plt.subplot(4, 1, 2)\n", - "plt.plot(trend, label='Trend')\n", - "plt.legend()\n", - "\n", - "plt.subplot(4, 1, 3)\n", - "plt.plot(seasonal, label='Seasonal')\n", - "plt.legend()\n", - "\n", - "plt.subplot(4, 1, 4)\n", - "plt.plot(residual, label='Residual')\n", - "plt.legend()\n", - "\n", - "# plt.suptitle('China - Decomposition of Time Series', y=1.02)\n", - "# plt.show()\n", - "\n", - "# Adjust layout to make room for suptitle\n", - "plt.subplots_adjust(top=0.9)\n", - "\n", - "# Add suptitle\n", - "plt.suptitle('China - Decomposition of Time Series', y=0.98)\n", - "\n", - "plt.show()" + "plot_fft_decompose(df_confirmed_subset, 'Uruguay')" ] }, { "cell_type": "markdown", - "id": "565713ef", + "id": "4808eff1", "metadata": {}, "source": [ - "Using Fourier Transforms (scipy.fft) in order to analyze trend" + "### Taiwan\n", + "#### Boxplots by time feature" ] }, { "cell_type": "code", - "execution_count": null, - "id": "b3556616", + "execution_count": 68, + "id": "5eabf51a", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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CAwMVERFhtHXv3l3bt29Xenq6y/nLysrSRRddpFatWhlzPGrUKIcxX331laZOnaoZM2ZIksvj2E+Fkn77Xl155ZUOY/r3728co7y8XMuXL5fJZNKLL77oNA9lZWV69NFHdcUVV8hsNmvixIkO/UVFRTp06JAiIyOrfW1s3LhR8fHxCggIMG7fcsst+uSTT5wezy4tLU0lJSV65513HNrbtm2ro0eP6tNPP9XGjRvVoUMHeXk5/tjn5uaqR48eCg0NNV6L3bt3V2ZmplGzfb4jIiKMMXFxcQ5jKs/53/72N0ly+bq2z3nV1779GEVFRcact2/fXv/4xz/05ZdfqqyszDh90j7WPt/JyckKCgpyCt+KioqMObefquWqJvucd+7c2Rjz/PPPa+TIkQ6PJ53+mf3rX/+qrKwsPfDAAw7HqTzfwcHBmjRpkoqLi9WtWzeHcfY5P/fcc42f627duunrr782fq7tc965c2djTJ8+fbR+/XqHn337nM+aNUuSXL5H2Oe86vtIXl6eMcY+5yEhIVq4cKH+/e9/q7S0VF5eXg6PZ5/zOXPmKDg4WL6+vk6PZ5/zmJiYat+37HPepUsXY8yyZcvUtWtXp/e2kJAQjRw5Ulu2bFFSUpLDcSrPefv27XX99dfr5MmTuuCCCxzG2efc29vbeI/s0KGDfv31V0mn31Pi4uJkMpkkSSaTSV5eXurYsaPTe+n69ev11FNP6e6779axY8ec3m9vvvlmhxD+qaeeUkhIiMPr85prrjHeH0pKSvTaa6/J19dXN954o9PjHTlyRAsXLtScOXMkSX/6058cxvz8888ymUzGe6irz4CNGzfqiiuuMELKp556yjhF05U1a9bo2LFjKiwsdDpW27ZttXv3bmVkZMhqter+++9XixYt1L17d2NMbm6u8fMqnf7ciYiIMN4z7CrP+549e9SlSxf16dPHaZx9zlu3bi0fHx+neivPeeXPuBMnThhjXM15UFCQzj//fJdzAAAAgLrj/C841Knbb7/9jP1t2rTRwIEDjdtWq1UrV67UJZdcUu19Lr/8cu3fv1+DBw/WVVdd5dCXnp6uTZs26cMPP9Ts2bOd7muz2bR371598803+sc//qGKigpdffXVmjJlihEa5ebmKiwsTO+//76WL1+u8vJyDRs2TBMnTnQKLuzefvtthYSE6Oqrr3Zo9/X11cyZMzV37ly98cYbqqio0LBhw3TrrbcaY4KDg3XixAkVFxfLz89P0unVRqdOndJ1112nwMBAp8fLz89XSEiIpN/m+K233nIYYz9dw7630fTp052OEx4ervDwcOM4hYWFGjJkiMvn+Msvv+iaa65RRUWF/vrXv7oM95YvX66LLrpIjz76qL788kuHIE46/Z8ik8mk5cuXa/369Wrbtq0+/vhjhzH2+X/66af1wQcfqF27dpoyZYoxN67s3r1bt956q7p06eLQ3rdvX91xxx2aMmWKvLy8VFFRofnz5ys5OdkYExwcrJ07dzq8Fg8ePKhff/3VeC3a57vymKCgIB04cMDh9Vp1zu0qv64rz/nAgQNVWFiojz76SImJiU6v/SNHjui+++4z5rxjx4568MEHjTH2+R4yZIiefPJJl49nn/OVK1cac/6Xv/xFN910kzHGPucrVqxwmPPLL7/cqaY2bdooPT1dN998szp06ODwWNXN93nnnecwzj7nlb311lsqLi42fq7nzZtnvMbtVq5cqWPHjjn87Lua86rvEd7e3sacS6dPtVy1apVsNpvT+0jl13nr1q01depUhzH2OR8wYEC1j7d9+3an1/mhQ4d09OhRY8zatWudXueHDx/WkSNHXL63rVixQjfffLPuuOMOh8fy8vJyOefjxo1zGPfzzz9r586dDu+RH330kbEHV35+vsPPdHp6uo4ePapOnTqpqueff17S6dNrS0tLdd999zm831YOM9LT05Wenq5Dhw7p4osvdjpWenq6xowZI6vVqqCgIN1///1O791PPvmkbr75ZhUUFEiSbrrpJn300UdG/88//6yAgABNmzZN33zzjYqLi/X3v/9dX3zxhTHGHgY9+uij+vjjj1VSUmK83quy2Wx66aWXdNlll2nDhg2aO3euQ03XXnut/vOf/+j222+Xl5eXrFarli9f7hCQBwcHG6s67Z87vr6+2r17tzZt2mR87tjnvfJn09dff62ysjK1adPG+Gx6/vnnZbPZ9MADD8jHx0dXXXWVw+eXfc7tx/n3v/+tb775Rjt37lSrVq0cPuPsc26z2fT0008bqyoBAADgPqx8amAWLlyoH374QUlJSdWOee6557R8+XLt2LHDYTVSaWmpZs2apZkzZzqdgma3f/9+FRcXq2XLlnr22Wf1t7/9TR9++KEWLFhgjDl58qR++eUXpaamav78+frb3/6mlJQUlxuFS6f/sb9q1SrdeeedLvv37NmjwYMHKy0tTfPnz9fHH3+sf/7zn0Z/dHS0QkJCNHfuXOOxX331VUmnVxq5Yn8OlVW9XVslJSWaPHmy08oYu8DAQL377ruaOXOmlixZ4rQSaffu3UpNTXUIdqqyr1A477zztGLFCt1666169NFHHcacPHlS7733no4fP67ly5dr6NChmjJlirZt2+bymLm5ufruu++cVn5JksViUW5urhITE7Vq1Srde++9Tvt7DRkyRFu3btU777yjU6dO6euvv9YXX3yhw4cPG6/F6ua78pgzqe51XXnO9+/f7zSm6pxPmjTJGHOm+a78eNXNeeVjVTfn06ZNc6qp6nxXfqzq5tu+H499nKs5t1qtCgkJMX6uXc357bffrvbt2zv97FdV3XtE5Tk/99xz9dxzzzmNqTznxcXFGj9+vDGmujmv+niu5vzEiROaMGGCMcbVnB87dkwPP/ywU02V57zqY1U359OmTXMYN2TIEGO12owZM/S///1PBw4ckNVqleT4nmJ/Lx00aJAqKipcznFpaanee+89tW3bttr329LSUj3yyCOyWq2Ki4tThw4dnMZccMEFSk1N1TnnnKOjR486hZLffvutMjIyNHbsWGN1W9XXxc8//6ySkhL1799frVq10lVXXaWpU6fqyJEjxpiTJ09qxYoVateunfz9/XX55Zdr4sSJxp5XlW3YsEEHDhxQenq6y8+TI0eOKD8/X9OnT1dISIgGDBigWbNmOVwI4JprrtEnn3yiL7/8Urm5uSouLtaxY8fUrVs3h88d+7xX/my6+uqr1alTJ6fPpv3796u8vFwmk6nazy/7cTZv3qwePXpo5syZTmMuuOACrVmzRlOmTNHDDz/stMoKAAAAdY+VTw3IwoUL9frrr2vRokUOp+lUZd97o7S0VA8++KCmTZumli1baunSperZs6fDSqqqwsLCtGHDBp1zzjkymUyKioqS9f+1d+9RNaf7H8Df6YqM6IY6JamtpIss5Ow5c8oxLoNBBi2Tk5ksx7jOHOboyAlxkERNSU0huXQMiTRklVuaMg0lhaJ7Lq3cRuWUau/fH63v9+xve5vL+elwfr/3a63W0t6f/TzP99Pz/X719H2eR6HAqlWrEBAQIK6n0djYiO3bt8PCwgJAx3/oDx8+jE8++UStzBs3bqCurg4ffPCB2ns5OTk4evQoLl68CAMDAwwbNgx1dXWIjo7G1KlTAXQ8HbVz506sWLEC7u7uMDY2hr+/PzZv3ixOPetMX18fz549k7z28uXLVx73z2lqasJnn32GyspKHDp0SO2pC6BjjSVHR0c4OjqirKwMBw4cEN9TKpUIDAzEsmXLXjl4BQDTpk2Dp6cnjIyMAABDhgxBZWWlpCxtbW1xbZpu3bph6NCh+OGHH9Sm1AnS09Ph4OCg8UmsuLg4KJVKLFmyBAAwdOhQFBYW4rvvvhNj7O3tERwcjI0bNyIoKEgs68aNG4iIiIC9vb3GfKelpaGhoUGMeZVX9WvVnHt5eYkLhavGqOb86NGjOHfuHCIiImBnZwcfHx+N+e5cn52dnVrOk5OTxbLs7e015jwpKQmnTp1CeHi4pE2q+e5cl7A4e+d8Cwvdqx5f55zPnTtX3MVs5cqV8Pb2liweD3RMP+vTpw8WL14sOfc7e9U1onM/HzhwoLhOmxDTuZ8XFBQgICAAK1euxI0bNzTmvHN9165d09jPi4qKxLKGDx+usZ+Xl5eLMUKbNPVxoa7u3btrzHlubi7Wr18vycG7776Ly5cvY9GiRXBwcICNjY34NJG+vr54DRGupf369XvlYtSRkZGwsLDQuK6bICQkBD/++COMjY0REREhGQARmJiYICEhAXK5HE1NTUhKShLfa25uxt/+9jcEBQUhLi4OTk5OqKqqUivjs88+g6+vL+Li4jB8+HCEhoaisbERFRUV6NOnD4CO64qDgwOUSiWGDx+OsLAwTJs2DTU1NZLpckBHHx8wYAAcHR013k9CQ0Nhb2+PR48ewd3dHaGhoZg4cSKqqqrE/v273/0OixcvxtKlS9He3o4RI0bAysoKTU1NGDdunHjfGTlyJF6+fCm5N4WGhsLCwgJLliyR3JssLCywdu1axMfHw8HBQeP9S19fH7a2tmhra0NcXJz45KxqjImJCUxMTODg4IDr168jKSkJrq6ur/w5EhEREdH/Hgef3hLBwcE4fPgwtm3bpnHg49GjRygoKJCsRzR48GC0traisbERffv2RVpaGh49eiSu4SH8IpWeno78/Hzxc8IvhAJbW1u0tLTgxx9/RN++fWFqagp9fX1x4AkAbGxs8ODBA41tz8rKwogRI9C7d2+194qKimBtbS35y7mjoyN2794tiXN2dsa5c+dQX1+PPn36IDs7W/wLvSbm5ua4e/euWo7+HY2NjfD390d1dTUSEhLU1sO6c+eOuGC0wNbWFt9//734/f3795Gfn4+SkhJs3boVQMeTFMKTCgItLS21/A8aNEjyvZmZmbjejMDGxgYlJSUa25+VlSVu995ZcXExhgwZInnNwcFBMvgEAN7e3pg2bRoeP36MmJgYHDx4EM7OzmJf7Jzv4OBg5OTkQCaTaeyvqnGa+rVqzj08PJCcnCyJ6Zzz4OBg3Lp1C/369cP48eNx7949jfles2YNFAoFwsLCxLI651woy9zcXIzpnPPg4GBUV1fD3t5e7fiEfGs6Nk35Fp5mUW2TkHO5XI6srCzMnDkTISEhsLS0FM9rU1NTlJeXS879R48ewczMTO3cBzoW9+9MNU5PTw9//OMfUVVVhcOHD4v9XIgpKChAt27dMHDgQLE+oZ+rxpSWlmLr1q1QKpViH//2228RFxen1i7Vtg8aNAi5ublijIWFBfT09PDkyRMxRujnncvJzMxUOy+FmNu3b4s5F+pzcHAQd3RULevu3bvQ0dFBt27dUFFRIQ7uubm5YfLkyeI1RLiWtrW1iWtAAdJraVpaGurq6tDe3g43Nze1621dXR2SkpLQ3t6OtrY2jB07VhKTkJAAbW1tDB06VKyvvb0dCoVC7IfHjx8HAHFHVKVSCQCYN28etLS0oK2tLdbXu3dvyT3g5cuXaG9vR21tLdLT0+Hk5IRBgwZJYlpaWqBQKFBaWio5tqysLDQ2NiIjI0Pj/aR///7w9fXF119/LQ5ACWWVlJSIZS1atEhcjNzY2BjLly8X7yvCfcfU1FTMu3CeCv28870JAHr06CH5majGtLa2irutJiYmip8RYoqLi8Wcq36eC44TERERdT1Ou3sLREZGIikpCWFhYRqfHgKA2tpaLFmyRLIzWlFREfr27Sv+BzsxMRGpqalISUlBSkoKvLy84OXlhZSUFPEzWVlZGDVqlOSJilu3bsHIyEgsx8XFBS0tLeIuUEDHtA7VwShVhYWFGD58uMb3zMzMUFVVJXkqqby8XLL+zLNnz+Dj44OnT5/C1NQUOjo6uHDhgsbF1AUuLi4oLi5Gc3Oz+Jqmnf9+jkKhwJIlS1BbW4vExETY2dmpxZw/fx6BgYHiL35AxyCD6qCRubk5zp49K+Y+JSUFZmZmWLZsmaSs8PBw+Pn5SV7rPM3GxcUFd+7ckUz3EXYO60ypVOLGjRs/mf/Og3Sdd83Lzc3F559/Dm1tbRw5cgRJSUno168fpk2bJmmTkG+hvw4ePFhtcfbONPVr1ZxPmDABZ86cUYtRzblQ38iRI+Hi4gJAc7579OgBANiwYYOkLNWcC2WNHj1aLEs4PiHnQoyjo6PaYsxCvqurqzUeW+d8R0ZG4tatW5DL5ZI4IecPHjxAYGAgHj58KJ6bwnnt7u6O4uJilJeXi+f+1atX4eLionbuAx1rFgHQeI0Qdtarra1FY2OjZHdLIaagoACBgYHiFLa6ujqxnxcVFaF3796SnAtrbM2fPx+bNm2SlJWYmAg/Pz/Jdev27dtiWX379hVzXl1dLcYI/Vz1+JRKJW7evIlvv/1W47Gp5lyo79atW+I1RogrLS2Fvb09UlNTceLECRw/fhw9e/aETCZDSkoKXFxckJ+fD6VSicTERJw8eRJmZmZYvny5xmtpYmIili9fDjMzM7Xr7YsXL+Dv74/+/fvj8OHDOHHihFrM0aNHERYWJpaVmpoKJycnzJgxQ4w7efKkmPP9+/eL05H/8pe/4L333hPLWr16NQICAiT3AGdnZ1hZWYkxrq6uKCkpkcRYWVlh8ODBkmN78uQJampqEBkZ+cr7iZmZGcrKyn6yrFOnTmHTpk3Q09PDzZs3MXLkSOTm5mLUqFEA/nXfcXd3R35+Pi5duoRRo0bhxYsXuHbtGlxcXNTuTVlZWdiwYYM4VVK1HAMDA/j7+6O5uRlPnjyR9HEhRjXngs7XciIiIiLqGhx8esPKysqwa9cuLFiwAO7u7qivrxe/VA0bNgxDhw7FX//6V9y9excXL17Etm3b8Kc//UmMsbCwgLW1tfjVs2dP9OzZE9bW1mKMm5sb9PX1ERgYiPLycly8eBEhISHw9/cXYwYNGoTf//73CAgIwO3bt5GVlYXY2Fj4+PhoPIY7d+68cmc9Ly8v6OrqIjAwEBUVFTh37hx2794tWZ/IyMgIL168wLZt21BTU4NvvvkGx44dk7Sps5EjR6J///4ICAjAnTt3EBsbi8LCwp9OtgZHjx7FlStXsHHjRnEr7s65nzp1Kurr6xEaGorKykocPHgQJ0+exMKFC8UYHR0dSe6tra2ho6MDY2NjSVmenp7Iy8tDfHw8qqurcejQIckvtAAwefJkKBQKrF+/HlVVVTh48CCysrIwa9Ystfbfu3cPTU1Nr8z/Rx99hEuXLmHfvn2oqanBvn37cPnyZUmMjY0Nzp8/j/DwcERFRUEmk6G1tRVyuVzMh5DvpUuXIioqCiNGjEBtbS28vLw05uzevXsAoLFfCzlfvHgxkpKSMHfuXAwcOBBlZWVijJDzNWvWICoqCh4eHrh69SpmzZqF+vp6PH36VJLrtrY2NDU1ib+Qq9Yn5DwkJEQs64cffsCMGTPEGCHnf/7zn8WY27dvY9y4cZLjE/Kdmpqq8dhU83358mVERkZCS0sLCxculMQJOS8qKoKdnR1mz56Nx48fw8TERDyvhZwfOnQIgwcPhq+vLwoKCmBpaal27gP/eoJO0zVCyPnmzZshk8mwcuVKfP/990hLSxNjhJyfPXsWdnZ28PPzw4kTJzBixAhs27YNixcvluR83Lhx0NXVxblz59DQ0CCpT8h5Xl4e7OzsMH/+fBw/fhxubm5ijJDz5ORksb5Lly7B1tZWcnz37t1Dc3MzZDKZxmNTzbmRkRHMzc2Rk5MDuVwuibOxsUFubi6ys7PRrVs37Nu3D21tbbCzs4O1tTUmTJiA58+fY9OmTfjnP/+JAwcOoK2tDR9//LHGa6mFhQVMTEzEc181JiYmBtXV1QgLC4OlpSV69OiBHj16QE9PT4yZPXs2cnNzkZCQgNbWVpw4cQKlpaVYtmyZWJZMJhPzPXLkSIwZMwZAx9RC4clQa2treHl5ITU1FXl5eQCA1NRU3Lx5EzKZTIyZM2cOSkpKkJycDABISUlBXV0dbG1tJcd2584d6Ovrw93d/ZX3k1mzZuHIkSNifd988w0ePXoEOzs7MWbgwIFISkrC2bNnYWxsjObmZigUCvzmN7+R3HeEvGdmZkJbWxvTp09HQ0MDevXqpXZvcnNzg66uLp49e6Z2/xJyHhISAn19faxcuRJXr17FmTNnxBjVnFdWViIiIgKFhYVqfxAgIiIioteP0+7esMzMTLS3tyM6OhrR0dGS91SnWWlra2PXrl0IDg7G7Nmz0b17d/j6+opTDH4pQ0NDxMfH4+9//zu8vb3Rs2dPzJkzR22gJzQ0FMHBwfDx8UH37t0xd+5cjQtaAx1TJFT/yqyqV69e2LdvHzZt2oSZM2eib9++WLRokbiFvWDHjh0ICgrClClTYGlpifDwcMk23Z0J+VizZg1mzJgBa2trREVFYf78+b8qH+np6VAoFJKBpM769esn5uzAgQOwsLBAeHi4ZOrGL+Xs7Izw8HBEREQgPDwcFhYW2L59O5YuXSrGGBoaYu/evVi3bh0mT56MAQMGYMeOHRrrE9ab0TTlEQBcXV3x1VdfifXZ2NggNjZWkidzc3Ps3LkTAQEBUCgUKC4uBgDJrn8lJSXYtWuXuCtXbm4ugI6pY6oxgmvXrgGAxn4tl8uhUCjE3bMSEhKQkJAgiSkpKUF8fDyWL18OhUKBrKwsAMCnn36qsT5hV6/z589LdmET4sLDwxEUFCQpS3XwpqSkBHv37sXChQt/sj4h3z91zgr5Lisrg1KphFKpVDt3SkpKsHPnTmzduhX3799H9+7d0dLSguDgYPG81tLSEvt4ZWUl9PT0oKWlhbCwMI3nvjBVq3v37mrXCH9/fygUCnGbeQDw9fWFrq4ulixZItYn9POqqiro6OhAR0cHsbGxGuvT1taGsbEx9PT01OrT0tIS+3llZSV0dHSgra2NPXv2SGKEfl5RUQFdXV3o6uqq1SfkPCoqClu2bNFYl2oft7S0xIABA/Dll1+qxQk5DwkJgYuLC+RyOXR0Om6DhoaGiImJQVBQEI4cOQKZTIbY2FjxibpfIz09Hc3NzZJdPQHAysoK7u7uADoGkCIjIxEWFobt27fDzs4O8fHxMDc3/9X1vf/++wgKCkJ0dDTu378POzs7xMXF4dixY2KMhYUF4uLisGnTJsTGxsLW1haxsbGSGKAj3++8845kaltnkyZNQlNTE2JiYvDw4UM4ODggISEBiYmJYoyTkxPWrVuHLVu24NmzZ3Bzc0NbWxtmzpwpue9oaWmJeX/+/DlaWlrQ1taGDRs2qN2bDA0N8cknnyA6Olrt/jVx4kQ0NzeL/SYjIwMZGRkwMDDAggULxLpeV86JiIiI6NfRUqrOJSIiIiIiIiIiInqNOO2OiIiIiIiIiIi6DAefiIiIiIiIiIioy3DwiYiIiIiIiIiIugwHn4iIiIiIiIiIqMtw8ImIiIiIiIiIiLoMB5+IiIiIiIiIiKjLcPCJiIiIiIiIiIi6DAefiIiIiIiIiIioy3DwiYj+35LJZEhOTv63P19TUwNvb284OTlh+fLlr7FlRERERERE/3fovOkGEBH9tzpw4AAePnyIEydOwMjI6E03h4iIiIiI6K3EwScion/T8+fPYWNjA1tb2zfdFCIiIiIiorcWp90R0VtjxowZ2Lhxo/h9RkYGZDIZzpw5I762ZcsW+Pn5oaGhAWvXrsXo0aPh7u6OefPm4caNG5Lyzp8/jxkzZsDZ2Rnjxo3Dzp078fLlS41119fXY8KECZg/fz6am5sBAPn5+Zg3bx7c3d0xatQoBAQE4OnTpwAAX19fJCcnIy8vDzKZDAkJCZDJZMjLy5OU+8UXX2DZsmUA8LNtVigUiImJwfjx4+Hk5IThw4fD398f1dXVYoxMJkNERAQ8PT0hl8tRWVn5b2SaiIiIiIjoP4eDT0T01vD09ER2drb4/XfffQctLS1cuXJFfO3ChQsYO3YsFixYgJqaGsTExODIkSNwdXWFj48Pbt68CQC4dOkSVqxYgVmzZuHUqVMICgrC6dOnsWrVKrV6nzx5Aj8/P1hYWGD37t0wMDBAYWEhfH19YWdnhyNHjiA8PBzXr1/Hp59+ivb2dnz11VeYOHEi3NzccPnyZfj4+MDR0REpKSliuQ0NDcjIyIC3tzeUSuXPtnn//v2Ij4/H6tWrkZ6ejqioKFRWVmLLli2S9h46dAgRERGIjIzEwIEDX+NPgIiIiIiI6PXj4BMRvTW8vLxQXl6OBw8eAACys7MxduxYcfCpuroaFRUVMDQ0REFBAXbu3AkXFxfY2triiy++gKurK/bv3w8A2L17N2bNmoU5c+bAysoKcrkc69evx5kzZ1BbWyvW+ezZM/j5+WHAgAGIjo6Gvr4+AGDPnj2QyWRYu3YtbG1tMXr0aISFhaG4uBiXL1+GkZERDAwMoKurC1NTU+jp6cHb2xvp6eloaWkBAJw+fRrvvPMO5HI5cnNzf7bNVlZW2Lp1Kzw9PWFhYQEPDw9MmDABpaWlkjx9+OGHGDZsGFxdXbv050FERERERPQ6cM0nInprDB06FObm5sjOzsaYMWNQW1uLbdu24aOPPkJ9fT0uXLgABwcHPH78GEqlEp6enpLPv3z5Uhz4uXnzJgoLC3H06FHxfaVSCQAoKyuDpaUlAGDHjh1obW2Fk5MT9PT0xNjS0lL89re/lZQ/ZMgQ9OrVCyUlJXjvvffU2j9lyhRs3boVmZmZmDRpEo4fP44PP/wQ2traKC4u/tk2e3l54fr16wgPD0dFRQUqKipw9+5dmJubSz5jbW39q/JKRERERET0JnHwiYjeKqpT74YNGwZnZ2eYm5vjypUruHjxIsaOHQuFQgFDQ0MkJyerfV4YQFIoFPD398f06dPVYkxNTcV/jxkzBt7e3li6dCkmTZoEuVwO4F8DVZ0plUro6upqfK937974wx/+gJMnT2LYsGHIz88X17D6JW2OjY1FVFQUpk+fDg8PD/j5+SEzMxNpaWmSeAMDA431ExERERERvY047Y6I3ipeXl7IyclBTk4OPDw8AAAeHh44d+4crly5grFjx8Le3h6NjY1obW2FtbW1+PX1118jMzMTAGBnZ4eKigrJ+w8fPkRISAiamprE+saPH4/3338fkyZNwtq1a9HY2AigY2Hvq1evStp2+/ZtNDY2/uTudt7e3sjOzkZKSgqcnZ3F2F/S5t27d2Px4sVYt24dZs+eDVdXV1RWVr5yIIyIiIiIiOi/AQefiOit4uHhgZaWFpw9e1Yy+HT69GmYmprC0dER7777LhwcHPD5558jNzcXVVVV2Lx5M5KTk8XBngULFiA9PR2RkZGoqKhATk4OAgIC0NDQIHnySbBmzRo0NTUhJCQEADB//nyUlJQgODgYZWVluHLlClauXAlHR0exXZqMGTMGJiYmiIuLkzx19Uva3L9/f2RnZ+Pu3bsoLy/Hjh07cPbs2Vfu0EdERERERPTfgINPRPRW0dPTw5gxY9CtWzdxQW0PDw8oFAp4eXkBALS1tbFnzx44OTlhxYoVmDp1KvLy8hAZGSkODE2YMAE7duxARkYGpkyZglWrVkEulyMyMlJjvSYmJvjyyy/xj3/8Azk5OXBxcUFcXByKioowbdo0rFixAm5ubti7d+8rp90BQLdu3TB16lQolUp88MEH4uu/pM0hISFobm6Gt7c3Pv74Y5SWlmL9+vV4/Pgx7t+//zrSS0RERERE9B+npeR8DiKi12r16tVoa2tDaGjom24KERERERHRG8cFx4mIXhNhylxaWhoOHjz4pptDRERERET0VuDgExHRa3Ls2DFcuHABS5cuhbOz85tuDhERERER0VuB0+6IiIiIiIiIiKjLcMFxIiIiIiIiIiLqMhx8IiIiIiIiIiKiLsPBJyIiIiIiIiIi6jIcfCIiIiIiIiIioi7DwSciIiIiIiIiIuoyHHwiIiIiIiIiIqIuw8EnIiIiIiIiIiLqMhx8IiIiIiIiIiKiLsPBJyIiIiIiIiIi6jL/A9Gr+xvbE6WVAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot_by_country_feature(df_confirmed_subset, 'Taiwan*')" + ] + }, + { + "cell_type": "markdown", + "id": "ad96de65", + "metadata": {}, + "source": [ + "#### Seasonal decompose" + ] }, { "cell_type": "code", - "execution_count": 21, - "id": "1f37e2e0", + "execution_count": 79, + "id": "57fd4621", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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bi9jYWGRnZ+P06dPicY8dO4bi4mKrx23WrJnFsjp16gAwDNasUCju+HNwFGPSyZh4OXnyJBQKhdVubJcuXQIAnD59Gn369EFSUhJkMhnCw8Mt1n3hhRfE10lJSQgMDLTanSgmJkZcx5RpEs+0fg0bNrQYH0uhUCA3N9di38ZuYqYiIiLE4z366KOVqtugQYOwevVqzJ8/HytXrkSvXr3Qq1cvdO/e3SxxdaeM4/vExsZaLe/YsSOOHz+OpKQksxkMmzdvbrGut7e32ThU1hjPq1OnThZl9evXR/PmzXH69Gnk5eWJ3+Oq1KhRIzE5auTp6QmVSgV/f3+z5cZrS61Ww8PDAydPngRg6L5pTDQaXb9+HQAsxlOypU+fPujTpw8KCgpw6NAh7N27Fzt37sTly5exbNky6PV6TJw4EUDlrh+jiszueeLECQCGRPq5c+fMygoLCwGUxvPBBx/EZ599hlWrVuHXX39Fjx490KtXL/Tu3dvicyMiIqoqTD4REZFTu3btGt5//33s3LkTgiBAKpWiWbNmiImJsTkAtpGnpyc6deqE/fv3Q6/XY9++fZBKpejUqRMOHz6Mr7/+GhkZGTh06BB0Op3YUgoAcnJyMGfOHGzduhUajQYSiQRBQUHo2rWrzeOWfVAGAIlEAsAwCPGd2rhxo0UrlrZt29719O45OTnIy8uDr6+vmFzIy8uDVqsVB5e2tR0A5ObmQqFQwM3Nrdzj5Ofno0GDBlbLjC2/jC1WjGy1BLH2GdsSGBhoscxYD2NipjJ1a9OmDdauXYslS5Zg165dWLt2LdauXQtPT0+MHj0ar7/+uhjvO2Gsk61Ej63Pytb37nbfOePxTFutlT3e6dOnoVKpqiX5ZOs7cLvvG2D4HgPAsmXLbK5j/B5XlJeXF3r37o3evXtj8uTJWL9+Pd59912sXLkSEyZMgFKprNT1Y1SRpLTxfH788cfb7jcwMBDr16/HF198gR07dmDLli3YsmUL3NzcEBcXh6lTp1bqOiIiIrIHJp+IiMhpCYKAcePG4fz58xg3bhz69euH1q1bw8PDA1lZWVi3bt1t99GrVy/s3r0bp0+fxoEDB9CmTRv4+PigS5cu+Prrr3Ho0CH8+++/UCqV6Nq1q7jdxIkTsWvXLgwfPhyPPfYYQkNDxYf0LVu2OOycrdm0aRMOHDhgtmzQoEF3nXwyth6Ljo4Wl3l6esLLy8uitYg1np6eKC4uhlartZiKXqVSickDLy8vpKenW92H8YHZ19f3Ds6gfGWTNEDpQ7yx61Jl69amTRt88sknUKvVOHr0KP755x9s3LgRS5YsQWBgoFk3scry8vICAJv1MbbustdnZTxe2Vn0HHW8quTp6QmZTIaEhIQKJavKys/PR1xcHJo3b46lS5dalEskEgwdOhS///47/vvvP1y/fh3Nmzev1PVTGcaWddu3b7c5ILmpkJAQfPDBB9DpdDhx4gT+/fdfbNy4EWvWrEGdOnXEllpERERVhWM+ERGR0zpz5gzOnj2L+++/H2+88QbCw8Ph4eEBALhw4QKA27co6tWrFwBgz549OHbsmNjFKCYmBnK5HAcOHMB///2Hrl27ii0QcnNzsWvXLnTo0AEzZ85Ex44dxcTT1atXUVxcfFctmSrr+++/x5kzZ8z+ffjhh3e9X2PXoIcfflhcFhYWhuvXr1udkv3vv//GwoULxe49oaGh0Ol0VluCvfTSS4iNjYVKpUKbNm2Ql5dndcp6Y9fHVq1a3fX5lFV2bCYAOHr0KIDS7neVqdvmzZsxa9YsCIIAd3d3dOnSBRMnTsSnn34KoDSZZ01FWkQZZ00rO/ug0cGDByGRSOz2WRmPZ63e+fn5OH36NJo2beqSrWTCwsKg0+msdq07duwY5s+fL8bXGm9vb+Tl5WHPnj3Iysoq91hSqVTszlaZ66cywsLCAFj/TicnJ+Ojjz7Czp07AQA7duzAjBkzkJ+fD5lMhsjISEyYMEG83sv7nhIRETkKk09EROS0jA+9N2/eNFuenZ2NuXPnAgC0Wm25+2jRogWaNGmC1atXIy8vTxwHyNvbG+3atcPWrVuRkZFhNgaLm5sbpFIpcnNzxanmAUNLmlmzZgGAS09XLggCli1bhv/++w9t2rRB//79xbJBgwZBEATMmjXL7NwzMjIwffp0LFu2TGwx8+ijjwIAFi5caNbK6OjRozhw4ACio6OhVCoRFxcHAJg9e7Y4Pg0ApKSk4LPPPoObmxsGDhxo9/Ncu3atmKQEDGPufP/99wgMDESPHj0AoFJ1O3bsGFauXGkxULVxAPDGjRvbrIuxZVh535vGjRujS5cuOHHiBH744QezsnXr1uHIkSPo0qULGjZseNtzr4h+/fqhTp06+OGHH8QxkgDDNTV79mwUFRXhscces8uxqtqgQYMAAB988IHZ2Ff5+fmYMWMGvvzyy3LHiwOAkSNHioN8W2sdtmPHDuzZswf333+/mJyuzPVTGY8++ihkMhk++eQTs8SWVqvFrFmz8M033yA7OxsAcPHiRaxevRqrV68224ex625531MiIiJHYbc7IiJyWs2aNUNERAQOHjyIJ598Eh07dsStW7ewfft2qNVqKJVK3Lp167b76dWrF1auXCmO92TUuXNnJCYmAoDZeE9KpRL3338//vjjDwwdOhTdu3dHYWEh/vrrL2RlZaFu3brIy8uDXq8XZ61zVt999x18fHwAGB5Ub926hYMHD+LixYsICgrC4sWLzQbwjouLw86dO/HHH3/gzJkz6NmzJ7RaLX777TdkZ2fjzTffFLv99OjRA4MHD8aGDRvw2GOPoWfPnigoKMAvv/wCLy8vTJs2DQDw2GOPift89NFH0atXLxQWFmLHjh3Iz8/H1KlT0aRJE7ufu16vx7Bhw/DQQw9BEARs27YNRUVFmDt3rtjKrTJ1e+655/Dbb7/hrbfewu+//46mTZsiNTUV27Ztg7+/P5566imbdTGOP7V69Wrk5ORg1KhRVtd77733MHLkSMycORN//vknwsLCcPbsWezevRsBAQFi8tMevL298cEHH+CNN97A8OHDcf/998PPzw/79u3D2bNnERsbi+eff95ux6tKXbt2xahRo/D9999j4MCB6N27N9zd3bF9+3akpaVh+PDh4oyZtrz44os4e/Ys/vjjDzzwwAPo0aMHmjVrBq1Wi4SEBBw5cgQtWrTAjBkzxG0qc/1URrNmzTBx4kR8+OGHePjhh9G3b1/UrVsX//zzDy5cuIB7771XTAYPGzYMa9euxfz583HgwAGEhYXhxo0b+P333+Hp6Wk2GQAREVFVYfKJiIicllQqxeeff46PP/4Yu3fvxsmTJ9GwYUP06tUL48ePx4IFC7B9+3ZcuXKl3OSFMfkUFhaGunXrisu7dOmCr776CmFhYWjUqJHZNh988AEaNmyI7du3Y+XKlfD390d4eDheeOEFbN26Fd999x3279+Pe+65x2Hnbw8rVqwQX0skEnh7e6N58+Z4/fXXMWrUKIvBpiUSCRYtWoRVq1Zh48aNWLduHTw8PNCqVSuMHTvWYpyp2bNno0OHDlizZg3WrFkDhUKBXr164Y033hAfsiUSCT755BOsWrUK69evx/r166FUKhEVFYVnn33WbKwtexo3bhyys7OxadMmFBcXIyoqCq+88gqioqLMzreidQsODsbq1avx+eef48iRI9i5cyfq1auHRx99FBMmTLA6wLlRp06dMHLkSPz0009YtWoVunXrZvU726xZM2zYsAGfffYZ/v77bxw8eBABAQEYNWoUxo8fDz8/P7t+Rg888AB++OEHfPHFF/j333+hVqvRpEkTTJo0CaNHj76j8ZKcxdSpUxEeHo7Vq1fj559/hkwmQ/PmzfHKK6+ILaPKI5fLsWjRIvz555/4+eefkZiYiH/++Qdubm5o2rQp3nzzTYwePVrsCgxU/vqpjLFjx6JFixb45ptvsG3bNuj1eoSEhODtt9/GyJEjxdZ1devWxcqVK/HFF19g9+7d2LdvH7y9vdGrVy9MmDABrVu3vuM6EBER3SmJUJWDVhARERE52MaNGxEfH4/4+HiMGTOmuqtDREREVOs5d18BIiIiIiIiIiJyaUw+ERERERERERGRwzD5REREREREREREDsMxn4iIiIiIiIiIyGHY8omIiIiIiIiIiByGySciIiIiIiIiInIYJp+IiIiIiIiIiMhhmHwiIiIiIiIiIiKHYfKJiIiIiIiIiIgchsknIiIiIiIiIiJyGCafiIiIiIiIiIjIYZh8IiIiIiIiIiIih2HyiYiIiIiIiIiIHIbJJyIiIiIiIiIichgmn4iIiIiIiIiIyGGYfCIiIiIiIiIiIodh8omIiIiIiIiIiByGySciIiIiIiIiInIYJp+IiIiIiIiIiMhhmHwiIiIiIiIiIiKHYfKJiIiIiIiIiIgcRl7dFXAGR48ehSAIcHNzq+6qEBERERERERHdNY1GA4lEgujo6Oquiv1bPqWlpWHcuHHo2LEj+vbti2+//VYsO3XqFIYOHYrIyEgMHjwYJ06cMNt269at6NevHyIjI/Hyyy/j5s2bYpkgCJg/fz66du2Kzp07Y+7cudDr9WL5rVu38MorryA6Ohp9+/bFTz/9VOE6C4IAQRDu/KTvgiAIUKvV1XZ8Kh/j4xoYJ+fHGDk3xsc1ME7OjzFyboyPa2CcnB9j5NxM41OduY6y7N7y6fXXX0fjxo2xceNGnD9/Hm+99RaCgoLQvXt3vPDCC3jkkUfw4YcfYvXq1Rg3bhz+/PNPeHp6IjExEVOmTMHMmTPRpk0bzJ49G/Hx8Vi6dCkAYPny5di6dSsWL14MrVaLiRMnws/PD88++ywAID4+HkVFRVizZg0SEhIwdepUNG/eHBEREbets7HFU3h4uL0/jtsqLCzE6dOn0apVK3h6elb58al8jI9rYJycH2Pk3Bgf18A4OT/GyLkxPq6BcXJ+jJFzM43PhQsXqrs6Irsmn3JycnDs2DHMmjULzZo1Q7NmzdCzZ0/s3bsXOTk5UCgUmDRpEiQSCaZMmYJ//vkHv//+O+Li4rBy5Ur0798fjz/+OABg7ty5uPfee5GSkoKQkBCsWLECr776KmJjYwEAb731Fv73v//h2WefxZUrV/DXX39hx44dCA4ORmhoKI4dO4YffvihQsknIiIiIiIiIiJyDLt2u/Pw8IBSqcTGjRuh0Whw8eJFHDlyBG3btkVCQgJiYmIgkUgAABKJBB07dsSxY8cAAAkJCWJiCQAaNWqExo0bIyEhAenp6UhLS0OnTp3E8piYGKSmpiIjIwMJCQlo1KgRgoODzcqPHj1qz9MjIiIiIiIiIqJKsmvLJ4VCgWnTpmHWrFlYsWIFdDod4uLiMHToUOzYsQOtWrUyW9/Pzw/nzp0DAGRkZCAgIMCi/Pr168jMzAQAs/IGDRoAgFhubdv09PQK110QBBQWFlb8ZO1EpVKZ/U/OhfFxDYyT82OMnBvj4xoYJ+fHGDk3xsc1ME7OjzFybqbxEQRBbABU3ew+5tOFCxdw7733YuzYsTh37hxmzZqFe+65ByqVCu7u7mbruru7Q61WAwCKiopslhcVFYnvTcsAQK1W33bfFaHRaHD69OmKn6idJScnV9ux6fYYH9fAODk/xsi5MT6ugXFyfoyRc2N8XAPjVDHphRqsOXMTDzT1QZv6yio9NmPk3IzxKZsrqS52TT7t3bsX69evx65du+Dh4YHw8HCkp6fjiy++QEhIiEUySK1Ww8PDA4Ch1ZS1cqVSaZZoUigU4msAUCqVNrc17rsi3NzcLFpmVQWVSoXk5GQ0a9YMSmXV3izo9hgf18A4OT/GyLkxPq6BcXJ+jJFzY3xcA+NUOWMX/4mT6blYefoG8mYNrpJjMkbOzTQ+qamp1V0dkV2TTydOnEDTpk3Nkj7t2rXDkiVLEBsbi6ysLLP1s7KyxO5ygYGBVsv9/f0RGBgIAMjMzBTHdTJ2xTOW29q2oiQSSbWO1K9UKjlTgBNjfFwD4+T8GCPnxvi4BsbJ+dWkGKXnqVDXwx0ebrLqrord1KT41GSMU8WcTM8VX1f158UYOTelUuk0Xe4AOw84HhAQgMuXL5u1Qrp48SKCg4MRGRmJo0ePQhAEAIYxlo4cOYLIyEgAQGRkJA4fPixul5aWhrS0NERGRiIwMBCNGzc2Kz98+DAaN26MgIAAREVFITU1FdevXzcrj4qKsufpERERERHVGj+fSEGzWRsRu/AX6PT66q4OERG5MLsmn/r27Qs3NzdMnToVly5dws6dO7FkyRKMGjUKDz30EHJzczF79mycP38es2fPhkqlQv/+/QEAI0aMwE8//YR169YhKSkJkyZNQp8+fRASEiKWz58/H/v378f+/fuxYMECjB49GgAQEhKCHj16YOLEiUhKSsK6deuwdetWjBw50p6nR0RERERUK+QWqTFo+d9Q6/Q4nZ6DK7cKqrtKRETkwuza7a5OnTr49ttvMXv2bAwZMgT169fH+PHj8cQTT0AikWDp0qWYPn061q5di7CwMCxbtkxsphcdHY333nsPixYtQk5ODrp3745Zs2aJ+3722Wdx48YNTJgwATKZDEOGDMGYMWPE8rlz52LKlCkYNmwY/P398cEHHyAiIsKep0dEREREVCscTb1l9v7yrQI096tTTbUhIiJXZ/fZ7lq1aoXly5dbLYuIiMCmTZtsbhsXF4e4uDirZTKZDPHx8YiPj7da7ufnhyVLllS+wkREREREZKZYqzN7fyWbLZ+IiOjO2bXbHRERERERuaZNx6+g2awN+P7QRah15mM8sdsdERHdDSafiIiIiIgIQ77dhZTsQoxZvRtqrXny6fJNJp+IiOjOMflERERERERmyna7u3wrv5pqQkTkGBkZGXj33XfRo0cPREREYODAgfj666+h1WptbjNq1Ch8+umnFdp/3759sXHjxruu5/79+xEWFnbX+6ludh/ziYiIiIiIXFvZbncp2YXVVBMiIvtLS0vD8OHD0aJFC3zyyScIDAzE8ePHMX/+fOzbtw9Lly6FVGrZVufTTz+Fm5tbhY6xfv16cYI1YvKJiIiIiIjKKNvyKSW7AIIgQCKRVFONiOh2Xtt0AP9dzMCW5/qicV0mPcoza9YshISE4KuvvoJMJgMAhISEICoqCgMHDsTq1asxcuRIi+18fX0rfIz69evbq7o1ApNPRERERERkRlOm5ZNKo0NOkQa+SvdqqhER3c7i/84AAF7ffBBrn+5dbfXIUamRlJFTZcdrE1AXdStxb8rKysLOnTuxdOlSMfFk1LhxY8TFxWHt2rVQKpVYu3Yt/Pz8sG/fPkyfPh3r1q1D586d8corrwAAvv32W3z99dcoKChAXFwczpw5g0GDBiEuLg59+/bFhAkTEBcXh1GjRqFbt244dOgQDh48iEaNGmHq1Kno2bMnAOD8+fOYM2cOjhw5Aq1Wi/DwcMyaNQstW7a03wdVzZh8IiIiIiIiM2W73QFAak4hk09ELuBqNXaTzVGp0WL2JmSr1FV2TF+lOy5OGVThBNTJkychCALCw8OtlsfExGDlypVQq9U4evQoXnzxRfzf//0f6tWrh3Xr1onr/fzzz1i0aBFmz56NVq1aYcGCBTh48CAGDRpkdb9LlizB9OnTMX36dCxYsADvvvsudu7cCQB48cUX0a1bN0yfPh15eXl47733MG/ePCxZsqSSn4bz4oDjRERERERkpmy3OwC4lsNxn4hcgUzK7rHlyckxtMry8fGxWm5cnpOTA4lEgvHjx6Nly5YW3eh++OEHPP300+jfvz9at26Njz76CB4eHjaP27t3b8TFxaFJkyYYP3480tLSkJmZiaKiIgwfPhxvv/02mjRpgvbt22PQoEE4f/68nc7YObDlExERERERmVFrLVs+XctVVUNNiKiypNU4NlvdklZIztztrm7dugAM3e8aNmxoUZ6RkSGu5+fnZzOhdObMGbzwwgtm+23evLnN4zZr1kx87e3tDQDQarXw9PTEiBEjsHnzZpw4cQIXL17EqVOn0KBBgwqfkytg8omIiIiIiMwUl3S78/dWILdIg2Ktni2fiFxEdbd8qqt0R5em/tVah/KEh4dDJpPhxIkTVpNPJ06cQFhYGNzd3aFQKGzuRyaTQRAEs2Vl35uyNkueIAgoKCjAkCFDUK9ePfTt2xcPP/wwLl68iG+++aYSZ+X82O2OiIiIiIjMGFs+KWQyNPYxzJrFlk9ErkHGWSnLVb9+ffTr1w+ff/45dDrzLsZpaWlYv349hg0bdtv9tGrVCidPnhTf5+fn4/Lly5Wuz4EDB5CRkYEVK1bgueeeQ7du3XDt2rVyE1muiMknIiIiIiIyYxzzyV0uRWMfJQDgWi5bPhG5Auaebm/KlCnIycnB888/j0OHDuHatWv4888/MXr0aHTu3BlPPvnkbfcxatQorFixAtu2bcOFCxfwzjvvoLCwEJJKBsDX1xeFhYXYvn07rl69inXr1mHVqlVQq6tu0PaqwG53RERERERkprikNYBCLkPDkuTTdbZ8InIJMinbmNxOYGAg1q5di88//xxvvfUWbt68iZCQEAwfPhxPP/00pBX4DAcOHIjLly9j+vTpKC4uxhNPPIGgoCCr3evKEx0djZdffhkzZ85EcXExwsLCMG3aNEyZMgXp6el3eopOh8knIiIiIiIyo9KUtHySSaF0MzwyFFsZhJyInA8nu6sYPz8/vPvuu3j33XetlsfFxSEuLs5s2ffffy++PnDgAAYNGoSXXnoJgGHw8HXr1sHf3zDe1c6dO61uBwDBwcE4c+aM+H7ChAmYMGGC2TqDBw8GYEiUma7rqph8IiIiIiIiM/nFWgCAQi6Fm8zwJKvVM/lE5Aqqc7a72mT79u04evQoZs6cCS8vL6xYsQLe3t6Iioqq7qo5JbbHIyIiIiIiM/nFGgCAu0wGN5nhkUGjY/KJyBVU92x3tcWrr76K5s2bY+zYsXjsscdw8eJFfPXVV+XOkFebseUTERERERGZKVCXtnySS43Jp5o18xJRTcXkU9Xw9vbG3Llzq7saLoMtn4iIiIiIyIyx252brLTbnYbd7oiciiBYTwjL2O2OnBCTT0REREREZCZfbex2J4VbScsnLbvdEVUrvV5A8s380vc2kk8c84mcEZNPRERERERkpnTAcZMxn9jyiahavbLpAFrO3oTF/yYBALR6Gy2f2O2OnBCTT0REREREZMaYfHKXS00GHOeYT0TVacmeswCA1zYfBGC7NSKTT+SM7J58UqvVmDlzJjp16oRu3brh448/Fvuinjp1CkOHDkVkZCQGDx6MEydOmG27detW9OvXD5GRkXj55Zdx8+ZNsUwQBMyfPx9du3ZF586dMXfuXOhN/vpy69YtvPLKK4iOjkbfvn3x008/2fvUiIiIiIhqhSKtDgCgkMkgL3mQ5Wx3RM7FVssndrsjZ2T35NP777+PPXv24Ouvv8aCBQuwdu1arFmzBoWFhXjhhRcQGxuLjRs3Ijo6GuPGjUNhYSEAIDExEVOmTMGECROwZs0a5ObmIj4+Xtzv8uXLsXXrVixevBiLFi3Cli1bsHz5crE8Pj4eeXl5WLNmDcaPH4+pU6ciMTHR3qdHRERERFRrmLd8YvKJyJnY7HbH5BM5Ibk9d5adnY0NGzZg+fLliIiIAAA888wzSEhIgFwuh0KhwKRJkyCRSDBlyhT8888/+P333xEXF4eVK1eif//+ePzxxwEAc+fOxb333ouUlBSEhIRgxYoVePXVVxEbGwsAeOutt/C///0Pzz77LK5cuYK//voLO3bsQHBwMEJDQ3Hs2DH88MMPYj2IiIiIiKhy3GWlySdbD7pEVD1sJYTZ7Y6ckV1bPh0+fBje3t7o3LmzuOyFF17AnDlzkJCQgJiYGEhKsrASiQQdO3bEsWPHAAAJCQliYgkAGjVqhMaNGyMhIQHp6elIS0tDp06dxPKYmBikpqYiIyMDCQkJaNSoEYKDg83Kjx49as/TIyIiIiKqVRRymTjbnV4QoGcCishpaG1MAsDkEzkju7Z8SklJQVBQEDZv3owlS5ZAo9EgLi4O48ePR2ZmJlq1amW2vp+fH86dOwcAyMjIQEBAgEX59evXkZmZCQBm5Q0aNAAAsdzatunp6RWuuyAIYhfAqqRSqcz+J+fC+LgGxsn5MUbOjfFxDYyT86uJMZLoddDrNOL7nPx8KOSyaqzRnauJ8amJGKeKKSwsRF6B9edXvU7n0Gdbxsi5mcZHEASxAVB1s2vyqbCwEJcvX8aPP/6IOXPmIDMzE9OmTYNSqYRKpYK7u7vZ+u7u7lCr1QCAoqIim+VFRUXie9MywDDA+e32XREajQanT5+u+MnaWXJycrUdm26P8XENjJPzY4ycG+PjGhgn51eTYpRz6wbkqtJHhhOnkuDp5toTZtek+NRkjFP5Tp8+jZQ868+7t27dqpJnW8bIuRnjUzZXUl3smnySy+XIz8/HggULEBQUBAC4du0aVq9ejaZNm1okg9RqNTw8PAAACoXCarlSqTRLNCkUCvE1ACiVSpvbGvddEW5ubhYts6qCSqVCcnIymjVrBqVSWeXHp/IxPq6BcXJ+jJFzY3xcA+Pk/Fw/RqcslgQ1DESAtwdwIA0A0LJ1a/gqneNBprJcPz61A+NUntJrtG3btpBm5gI4b7GWT11ftG3b1mG1YIycm2l8UlNTq7s6Irsmn/z9/aFQKMTEEwA0b94caWlp6Ny5M7KysszWz8rKErvLBQYGWi339/dHYGAgACAzM1Mc18nYFc9YbmvbipJIJPD09Kzw+vamVCqr9fhUPsbHNTBOzo8xcm6Mj2tgnJyfq8ZIIgGEMkM61VF6wEtZ+gddN4UHPD0r/gdeZ+Sq8altGKfyeXp6ws292GqZVCarks+OMXJuSqXSabrcAXYecDwyMhLFxcW4dOmSuOzixYsICgpCZGQkjh49CqHkJ5ogCDhy5AgiIyPFbQ8fPixul5aWhrS0NERGRiIwMBCNGzc2Kz98+DAaN26MgIAAREVFITU1FdevXzcrj4qKsufpERERERHVWNamZ3eTSyE3GbzY1uxaRFT1bM1AqS+bRSZyAnZNPrVo0QJ9+vRBfHw8kpKS8O+//2LZsmUYMWIEHnroIeTm5mL27Nk4f/48Zs+eDZVKhf79+wMARowYgZ9++gnr1q1DUlISJk2ahD59+iAkJEQsnz9/Pvbv34/9+/djwYIFGD16NAAgJCQEPXr0wMSJE5GUlIR169Zh69atGDlypD1Pj4iIiIioxpJLLR8N3GVSuMlKlzP5ROQ8bF2PnJSSnJFdu90BwPz58zFr1iyMGDECSqUSI0eOxKhRoyCRSLB06VJMnz4da9euRVhYGJYtWyY204uOjsZ7772HRYsWIScnB927d8esWbPE/T777LO4ceMGJkyYAJlMhiFDhmDMmDFi+dy5czFlyhQMGzYM/v7++OCDDxAREWHv0yMiIiIiqpGsTc+ukMvMkk+2WloQUdWzdT3qeJ2SE7J78qlOnTqYO3eu1bKIiAhs2rTJ5rZxcXGIi4uzWiaTyRAfH4/4+Hir5X5+fliyZEnlK0xERERERFaTT97ucrhJ2fKJyBlp9bZaPjH5RM7HtedJJSIiIiIiuyj7vCqXSvBAWGO4yUzGfLLxsEtEVY9jPpErYfKJiIiIiIgsHlj/e+UheLrLzcaCYssnIuehtXE9stsdOSMmn4iIiIiIyCL51MhHCQAccJyoGu26kI59lzOtlrHlE7kSu4/5RERERERErqfsA2tgHcvkEwccJ6o6Cdduou/n2wAAF6YMsii3PeaTQ6tFdEfY8omIiIiIiCweWI1JJ7Mxn9jyiajK/HQ8RXz9z8V0i3KNztZsd7xOyfkw+URERERERDa76nDMJ6LqZ+3yZMsnciVMPhERERERkc3kk9mYT3yqJaoyEomk3HKO+USuhMknIiIiIqJaThAEs5YV9T3dxddu0tIHYFuzaxGR/ZnmnirX8onJJ3I+TD4REREREdVyZZ9Vd738oPjavOUTk09E1cFaQklrc8wnJp/I+TD5RERERERUy5k+2C6O64x2DX3F9xzziaj6WU0+seUTuRAmn4iIiIiIajnTh9Wy48yYtXyy0dKCiOzP9ErUWUko2WrhxNwTOSMmn4iIiIiIajnTZ1hpmTGO3WQmYz6x2x1RlTFNBOusJH5ttUS0lqgiqm5MPhERERER1XKmLZ+k5bZ8YvKJqDqoNFqLZZztjlwJk09ERERERLWc6cOqrEzTJzeTMZ9sDXBMRPYnmFyXKq3Oolyts1wGAHoOOE5OSF7dFSAiIiIioupVXssn02QUZ7sjcrwvdp/BJ/+cRoivp7hMpTFPNGWr1Hj3twSr2zP3RM6IySciIiIiolrOdODisskniUQCuVQCrV6Alt3uiBxuwsYDAIDzWXnisrLd7n46kWKze51O4HVKzofd7oiIiIiIarnyBhwHSsd9YssnoupRtuXT6fQcm+uy5RM5IyafiIiIiIhqufK63QEmySeO+URULWwln7wVlp2ZOOA4OSMmn4iIiIiIarnbJZ/kJc2hONsdUfUoVJt3u0vKMCSf2gf6WqyrY9MnckJMPhERERER1XJmyScr/e5KWz4x+URUHcq2fLp4Ix8A0K5hXYt12fKJnBGTT0REREREtdxtx3ySGh4btGxRQVQtisokn4wJpnZWWj4x+UTOiMknIiIiIqJaTl/ObHcABxwnqm5lWz4ZRTauZ7GMOWJyRg5LPr3wwgt4++23xfenTp3C0KFDERkZicGDB+PEiRNm62/duhX9+vVDZGQkXn75Zdy8eVMsEwQB8+fPR9euXdG5c2fMnTsXepMffLdu3cIrr7yC6Oho9O3bFz/99JOjTouIiIiIqMbhmE9EzkGw0WpJpdFaLGtYR4km9bwslnPMJ3JGDkk+/fLLL9i1a5f4vrCwEC+88AJiY2OxceNGREdHY9y4cSgsLAQAJCYmYsqUKZgwYQLWrFmD3NxcxMfHi9svX74cW7duxeLFi7Fo0SJs2bIFy5cvF8vj4+ORl5eHNWvWYPz48Zg6dSoSExMdcWpERERERDWOefLJspxjPhFVDVtdW621fOrUxA8yKxcsu92RM7J78ik7Oxtz585FeHi4uOzXX3+FQqHApEmT0LJlS0yZMgVeXl74/fffAQArV65E//798fjjj6NNmzaYO3cudu3ahZSUFADAihUr8OqrryI2NhZdu3bFW2+9hVWrVgEArly5gr/++gvvv/8+QkNDMXToUDz66KP44Ycf7H1qREREREQ1kvmYT7a73XHMJyLHUmutd69TWVneKcTP6vV6PisPi/9NstmKiqg6yO29w48++giPPfYYMjIyxGUJCQmIiYmBpOTCkEgk6NixI44dO4a4uDgkJCTg+eefF9dv1KgRGjdujISEBLi7uyMtLQ2dOnUSy2NiYpCamoqMjAwkJCSgUaNGCA4ONitfunRppeotCILYEqsqqVQqs//JuTA+roFxcn6MkXNjfFwD4+T8XDlGBarS34M1arXF78WykufbgqJi3MrNg0Iuq8rq2YUrx6c2qe1xylaprS4vKNZYLAvydkdxUZHV9V/bfBB5qiK81iPUrvUDGCNnZxofQRDEPEx1s2vyae/evTh06BC2bNmCGTNmiMszMzPRqlUrs3X9/Pxw7tw5AEBGRgYCAgIsyq9fv47MzEwAMCtv0KABAIjl1rZNT0+vVN01Gg1Onz5dqW3sKTk5udqOTbfH+LgGxsn5MUbOjfFxDYyT83PFGF3OLRZfX01JwWndLbPyOhLDeDPrj1/FH0nX8O1DLRBSx71K62gvrhif2qi2xulmkeXYTgCgUlsuT7+ehgvabJv7mvrHcdxfX+uw5ENtjZGrMMbH3d057tV2Sz4VFxdj+vTpmDZtGjw8PMzKVCqVxQm7u7tDrTZkdYuKimyWF5Vkck3Lja/VavVt911Rbm5uFgmyqqBSqZCcnIxmzZpBqVRW+fGpfIyPa2CcnB9j5NwYH9fAODk/V46RJCMXwAUAQLOmTdC2VaBZeaerOuy6egYAkKfR448MPRZ0blvV1bwrrhyf2qS2xyk1pxDAWYvlxVa6vDYNCUZYcH0A52zuL6BpSzTwUtixhoyRszONT2pqanVXR2S35NPixYvRoUMH9OzZ06JMoVBYJIPUarWYpLJVrlQqzRJNCoVCfA0ASqXytvuuKIlEAk9Pz0ptY09KpbJaj0/lY3xcA+Pk/Bgj58b4uAbGyfm5YowUHqW/Tys9PCzqHx7cAMCZ0nUU7i53jkauGJ/aqLbGSaayPuaTtRnsvD2V8LrNZ3RTLaCJv2M+x9oaI1ehVCqdpssdYMfk0y+//IKsrCxER0cDKE0Q/fHHH3j44YeRlZVltn5WVpbYXS4wMNBqub+/PwIDDX91yczMFMd1MnbFM5bb2paIiIiIiG7PbLY7K7NntQusa/Ze6Wb3oWOJCIBaW/EZJd2kUquzU5r67uAFhPr7wNOd1yxVL7vNdvf9999jy5Yt2Lx5MzZv3oy+ffuib9++2Lx5MyIjI3H06FFxtH1BEHDkyBFERkYCACIjI3H48GFxX2lpaUhLS0NkZCQCAwPRuHFjs/LDhw+jcePGCAgIQFRUFFJTU3H9+nWz8qioKHudGhERERFRjWaWfLLyl/I2AebJpxwbgyIT0d3R6CuRfJJJrF6vphb9m4T/++nQ3VaL6K7ZLfkUFBSEpk2biv+8vLzg5eWFpk2b4qGHHkJubi5mz56N8+fPY/bs2VCpVOjfvz8AYMSIEfjpp5+wbt06JCUlYdKkSejTpw9CQkLE8vnz52P//v3Yv38/FixYgNGjRwMAQkJC0KNHD0ycOBFJSUlYt24dtm7dipEjR9rr1IiIiIiIajTT512ZlYdZT3c5erYoneTHdEYuTudOZD+Vafkkl0qttlQs68t956DV2d6vTq/H1/vP4d+LlZu0i6gy7JZ8Ko+3tzeWLl2Kw4cPIy4uDgkJCVi2bJnYPzQ6OhrvvfcePvvsM4wYMQJ169bFnDlzxO2fffZZDBgwABMmTMBrr72Gxx57DGPGjBHL586dCy8vLwwbNgxLlizBBx98gIiIiKo4NSIiIiIil2fe8sn6Or8+fx8a1jEMLpxdZJj2fenes2jw7lqsPnLJ4XUkqg3U5SSJynKTSW/b8slo3+Usm2XfHryAF9buQ5/PtiG/WFPh4xNVhsM6fn744Ydm7yMiIrBp0yab68fFxSEuLs5qmUwmQ3x8POLj462W+/n5YcmSJXdeWSIiIiKiWux2Yz4BhtZP3Zv7Y0PiFbHb3Uvr9wMAnlr1H0Z0bO74ihLVcJVPPlVs3W1nrqGHSetFU6bJ4xsFxfBWuFld78t95/D9wQuY/WAHcJhxqqwqaflERERERETO63ZjPhn5Kg0zUWdzzCcih9BUIvkkl95+zCej81l5NstMe86WNzva21uPYHdyJvos/Qu5auuz8hHZwuQTEREREVEtZzqNe3kPs3U9DMmnnCLLrjk6vR56K9PBE1HF2bPb3ejYFvAqmeUuNafQ5nqmyWedjQHPizQ6s6Tzziu5Fa4nEcDkExERERFRrWeaMyqvG4+v0tAdJ1ultmihEfPxL2g9ZxNnwiO6C2ptxVsUlZd8alhHieUjumNMp5YAgJTsApv7MU0ZF9sY8Pxqjvn2mSpthetJBDD5RERERERU61W2212BWovx6/eZlR1Py0byzQL8dynDMZUkqgUq1fJJKrGZLHaTGQqCfQ2jM6XmFFaoZaKt46dkm7ecyi5m8okqh8knIiIiIqJarqLJp7olyScAWH7ggtV18jhbFtEdszbmU8fg+lbXlUttt3xykxke9YN9vQAAWr2AjPwiq+uajvlkO/lk3vIpu4hjPlHlMPlERERERFTLmSefbK9X18P6LFim8tgiguiOWUv+GMdtKqu8bndu0pLkU93Seemu2hj3STC5/ottdPu7atHyicknqhwmn4iIiIiIajnzMZ9sZ5885LLb7ivfQS2f0nIL8dvpVKTnqRyyfyJnYC355FlO8snW5SqTmne7A2yP+6S/g5ZPt8okmSszSx/VTkw+ERERERHVchXtdhcdVB9Kt/ITULlWZsK7W3q9gHs/24aHv9qJVh9swpVbtgdPJnJFmflFyC1SQ2slieNtI/kkl0ogsXG9GpNPQSYtn1IqcN2obQw4XnbMpxyTlk+TthyG7zs/YsvJlNvun2ovJp+IiIiIiGo5s+RTOf3uGnh74NTkx/DBgGib6zhizKfMgiKcy8oDABSqddibnGn3YxBVl6vZBWg6awPafPgTcqwkb8vrdmeLrCQppZDLxK53F27kWV1XMJnvTq2z1e2uzJhPxToIggCdXo8Ff59CkVaHZ37cY7M+REw+ERERERHVcubd7spft0k9L7zaq43Ncnsnn9JyC/HKxgNmy66z6x3VIHN3nkSxVo/0vCL8eeaaRbm3wvpYa+Uln0yTyK0a1AEAnM+ykXwyuf6Lb9PyqWEdJQBAoxeQV6zFyes54jo3C9U260PE5BMRERERUS1X0W53Rko3OV7paT0BZc9ud4IgoOenf2BD4hWz5ddzmXyimkOjL034mCaCjWy1fJKXkyk2LWvlX37yyfT6tzbmU36xBtkqQ2Ip2mTmvRuFxdh72bwV4veHLpoNYE5kZP1bTEREREREtYZeX7nkEwB89HBH9GkZCA83GfZcysTvSak4fPWmXWe7+z3pGi7dzLdYnsaWT1SD6EyuP72VxI2t5JOt8Z4AQCYpbWfSys8HAJB8Mx8anb7cFlPWxnwyHe8pOqgefjudCgDIKlBjX5kusGNW74a/twIPtQmyeQyqndjyiYiIiIiolqtsyyfAMJbM4+FN8FCbILzXPwpN6nkDsN9sd9kqNV7esN9qWRpbPlENojVJPumsNH2ylXwqj8xKyyetXsDlW5bJXNMjWhvzyXSmu04hDUyWF2L/5SyL9X85lVrp+lLNx+QTEREREVEtV5kxn2ypozA8INur293cnSdw2cbsXOx2RzWJacKpSGuZ/PG8g+ST6XXcumTMJwA4npZtsa5ZtzurLZ9Kr8MeLQLg5W6Y8fK/5Eycycy1WL+e0r3S9aWaj8knIiIiIqJa7k5aPpXl42EYFNkeA47/kXQNH+08CQDo3MTPopwtn6gm0ZqM+ZRvpdvq3bZ8ahNQF/7eCgDATydSLNbVmIzzZG3Mp6sl3e68FXLUU7qjXWBdAMDyQ5esHrueJ5NPZInJJyIiIiKiWs40+SS7w6ZPdRT2ST5duVWAh7/aKb6f90isxTo3CouhttJChMgVmXa7K1BbJp+8FXfS8qn0OpbLpHi8QxMAwM8nUlBc5toxneHOWre7cyWtm5r4ekEikaBDSfJJa210dJQ/EDrVXkw+ERERERHVcvZo+WRMPt1tt7u9yZlifd7s0w7dm/vjm+Hd0KdlIKY/ECGu1+ezbdh66updHYvIGZi1fFJbXj/ed9Ttzvw6joswJJ9yijTYU2aQcNNklLVud7tL1u/UxDDeU3jDuuUeu0hjuQ8iJp+IiIiIiGo58zGf7q7bXbFWj0MpN+64LgnXbor7+3BgR0gkEjzdqSV2vPQAnu7UUlxv/5UsPLXyP+SUTAFP5Kq0utIL0BHd7gCgV4tAeMgNYzXtOJtmVmba8qlYp8ekLYfRYOoadFr4C77adw5XSsZe69kiAADQtUxX2GFRTc3eWxu3iojJJyIiIiKiWs685dOd7cO7pOUTANzzv9/uuFvc0dRbAIDIxvUgLVOZpvW9MbZzaQIqr1iDL/edAwAUaXR4e+sRrD5ifRwaImelE6x3XzPyuoNud2WTTx5uMvQoSR7tOGeefDJNFm07cw0L/j6FWyo1jly9iXHr9ollvVsGAgDCG/nCU16aShgR3dzm/oiMmHwiIiIiIqrl7NHtzldZmnzSCwKOpN68o/0YWz5FBdW3Wj5nYEcMjSxtabEh8bL4/7y/TuLp1buRkccBycl1aK0M8m1K6XYHyScr1/F9rRsCAA6l3ES+ydhspt3ujly1ft1GNKqH5vW9xffze4fAXSZFt2b+6FWSlDIq0jD5RJYq/y0mIiIiIqIaxXSq9ztNPt3XuhGig+rjaEnS6d8LGeja1L9S+8jIUyE9rwiA4WHXGn9vD/w4uhfab0vEjD8ScCz1FtRaHc5n5QEwnMv2c9fxZMfmVrcncjY6GwN3G7ndQXPEsq0GAaBzyZhNekFAwrVb6N7c0BKq2Mo4T6ue6oG+rRri30sZkECC+1o3hMTk3hAb6IWzkwYgwNcH7jLzNi1s+UTW2LXlU3p6Ol599VV07twZPXv2xJw5c1BcXAwASElJwZgxYxAVFYUBAwbgv//+M9t2z549ePjhhxEZGYnRo0cjJcV8Cshvv/0WPXv2RHR0NN555x2oVKV/zSguLsY777yD2NhY9OjRA9988409T4uIiIiIqEazR7c7T3c5Dv3fQMQEG1os/XMxvdL7OJ2RK75ud5tBjWNDDOPOqHV6nLiejZTsArHszzPXKn1soupSdva5stxklX9sl0sttzFtTXisJEms1enNrn/AcG0Nj26OgDpKDI5oiriIJqirdLfYn5+nAgq5DBKJBEuGdhWXs+UTWWO35JMgCHj11VehUqmwatUqLFy4EH/99Rc++eQTCIKAl19+GQ0aNMCGDRvw2GOPYcKECbh2zfBD4dq1a3j55ZcRFxeH9evXo379+njppZcglFwEf/zxBxYvXoz33nsP3333HRISEjBv3jzx2HPnzsWJEyfw3XffYfr06Vi8eDF+//13e50aEREREVGNZjbg+F1Ok25s7ZR47Rau3CrAtjPXoL9Nyw6j0+k54us2AeUnn4xJLgA4mHIDV7MLxfd/nk0TnyWInF3hbZI1d5J8stbtzlfpjhZ+hq5zxhaK1lopNa3nVenjPd+1NTqXDETOlk9kjd2STxcvXsSxY8cwZ84ctG7dGrGxsXj11VexdetW7Nu3DykpKXjvvffQsmVLjBs3DlFRUdiwYQMAYN26dejQoQOeeeYZtG7dGnPmzEFqaioOHDgAAFixYgWefvpp3HvvvYiIiMDMmTOxYcMGqFQqFBYWYt26dZgyZQrat2+P+++/H8899xxWrVplr1MjIiIiIqrR7DHmk1GTkgfXa7kq9Pj0d/RftgMbj1+p0LZnMgzJp4Z1lPC10tLCVEAdpXisY6k3cTWnNPmUlqvCyevZd1B7oqqn0ljOcGeqbLe2irCVQza2fjpWMrC/tS539TzLv/ZsMc6mx+QTWWO35JO/vz+++uorNGjQwGx5fn4+EhIS0K5dO3h6eorLY2JicOzYMQBAQkICYmNjxTKlUon27dvj2LFj0Ol0OH78uFl5VFQUNBoNkpKSkJSUBK1Wi+joaLN9JyQkQK8vf+A2IiIiIiKyb/KpkY9S3GdqSUJo6q9HK7StseVT20CfCq3fukEdAMDlWwVmLZ8AQ+snImeWfDMf3x+6iKyC4nLXu6OWT1a63QFAmwAf8diA9S5/9ZSKSh8PABQlySdrCS0iuw047uPjg549e4rv9Xo9Vq5cia5duyIzMxMBAQFm6/v5+eH69esAUG55bm4uiouLzcrlcjl8fX1x/fp1SKVS1KtXD+7updnZBg0aoLi4GNnZ2ahf3/osGWUJgoDCwsLbr2hnxrGrTMewIufB+LgGxsn5MUbOjfFxDYyT83PlGBUXq8XXRSoVNHfR9c5PYfnQW0chr9Dv2kklyaeW9b0qtH6jOoaH5D+SLMd42nb6KsZ1aia+d+X41Ca1KU5R87cgr9iy1ZNcKoHWpKuqprjI6vblXSOCXme1vJ7CkCC6pVIjOzcf2fmWn7OnrPx924qRW8mlX1isrpZnazIwjY8gCGYDxVcnh812N2/ePJw6dQrr16/Ht99+a5YcAgB3d3eo1YYfciqVymZ5UVGR+N5auSAIVssAiPuvCI1Gg9OnT1d4fXtLTk6utmPT7TE+roFxcn6MkXNjfFwD4+T8XDFG19JKp1c/k3T6rh5WCnIsW3Foiotu+7u2WqcXu87V0RZU6HdzD3WBxbLmPu64lKvGwStZOHXqlMW5uGJ8aqPaECdriScA8JRLkasubZF0/uwZq+uVd43k5uRYLVdnl46rti/hBPI1lq2UinJuVOj6KxsjdaHheryVm1+tz9ZkYIxP2XxJdXFI8mnevHn47rvvsHDhQoSGhkKhUCA7O9tsHbVaDQ8PDwCAQqGwSBSp1Wr4+PhAoVCI78uWK5VK6HQ6q2UAxP1XhJubG1q1alXh9e1FpVIhOTkZzZo1g1KprPLjU/kYH9fAODk/xsi5MT6ugXFyfq4co4DscwAMvRLatWt3V/sKKtIAv1wwW3ZLA7Rt27bc7c5m5kFAEgCga9sWaNum8W2P1VGlBE5kmS0b1bk13tt+EreKdfANbo7GJd0AXTk+tUltiZNOLwA4ZbXM11OBXHVpy6H27doBsEzmlF5Tlvvxq+9r9ZrLVGQAu1MNx2ncBL4AAPPrtW3zJmjbNsRm3W3FyP9UPnAlF1J3xW2vd3Ic0/ikpqZWd3VEdk8+zZo1C6tXr8a8efPw4IMPAgACAwNx/vx5s/WysrLErnSBgYHIysqyKG/bti18fX2hUCiQlZWFli1bAgC0Wi2ys7Ph7+8PQRBw69YtaLVayOWG08nMzISHhwd8fCrWVxwAJBKJ2ZhUVU2pVFbr8al8jI9rYJycH2Pk3Bgf18A4OT9XjJFc7gbAMN7T3dZdqbScZe5abhHcFR6QlzN2zbXCW+Lrto0bVKgerQLqmb3/Z8KD8FbI8d72kwCAMzdVaNXQr0z9XC8+tVFNj9PNQtvjPNVVugMmY5jZ+hzK+3wUbu5Wy0Ma+Iqv87SAj4ebxTqBvnUq9NmXjZG3R0nDEZ1Qo2PnKpRKpdN0uQPsOOA4ACxevBg//vgjPv74YwwcOFBcHhkZiZMnT4pd6ADg8OHDiIyMFMsPHz4slqlUKpw6dQqRkZGQSqUIDw83Kz927BjkcjnatGmDtm3bQi6Xi4OXG/cdHh4OqY1B1oiIiIiIqJRxeJm7GOpJZO1hRy8I6PPZNmh1tgci3n85U3xtnA7+dpqUmRK+e/MAtAv0FWcHO5Z609pmRNXuRjmDjPsoLBNClSWzcTH7e5UOJv7wVztxNjPPYp3bzTRpi0JuuO442x1ZY7fszIULF/D555/j+eefR0xMDDIzM8V/nTt3RqNGjRAfH49z585h2bJlSExMxJAhQwAAgwcPxpEjR7Bs2TKcO3cO8fHxCA4ORpcuXQAATz75JL7++mts374diYmJmDFjBoYNGwalUgmlUonHH38cM2bMQGJiIrZv345vvvkGo0ePttepERERERHVaMbZ7u52prvy7L2cib8vpFstW7r3LN7/8zgAoGEdJZRuFeugEexb2rqipZ9h5js3mRTtG/oCAI6nZd95hYkcqLyWT95WWiNVlq1Esp+XAsbLXKsXMGb1bot16t1h8smjZLa7Ig2TT2TJbsmnHTt2QKfT4YsvvkCPHj3M/slkMnz++efIzMxEXFwcfv75Z3z22Wdo3NjQjzs4OBiffvopNmzYgCFDhiA7OxufffaZ+FeTgQMHYty4cZg2bRqeeeYZREREYOLEieKx4+Pj0b59ezz99NOYOXMmXnnlFTzwwAP2OjUiIiIiohrN3smnz4d0gUIuxcyHIsVWSACw/WwaAMNM0zP/SMDoH/6DSqPFZ/8lietUpvWV0k2Ox8ND4CGX4fuR3cXlrf0NiaiLNyxbdRA5g5uFtifHcmTLJ5lUCsGyZ6yZO04+uZUkn9jyiayw25hPL7zwAl544QWb5U2bNsXKlSttlvfu3Ru9e/e+o/0rlUp89NFH+OijjypeYbJKq9Nj9dFkdGjoi+jg+tVdHSIiIiKqAmLyyU5/mh53Tyie69IKMqkUj3UIQZdPfkWxVo8d5wzJp21n0vDetkQAQI/mAbhqMr7NqNgWlTrW+qd7o1irFx98AaBVA0Py6XxWnlNNNU5kVF7LJ2vjMFWWTHLnF/OddrsTWz4x+URWcFAkMvPlvnMYs3o3Yhf+Ar3+NilxIiIiIqoRjL/23c0Da1mykkxWeKN6eL9/NADgyNWb+Pv8dcz445i43vj1+5FTpAEAxEU0wbsPRFTqOBKJxCzxBAAt/QwTD+UUacodW4eoupSXfKrjwJZPFVHexADlEVs+afQQbte8imodJp/IzBd7zoiv84o11VgTIiIiIqoqpd3uHLP/0bEtUN/T0Jrivi/+xIErN6yuN/He9hUe76k8LRuUDlh+nl3vXJJeL+DSjbwam8Qot9udScunO+0K28hHabPs9V5trS7391bYLKsIY8snvSBAy4YMVAaTT2TGXVb6VyPjX6CIiIiIqGYztnh31IDjDbw9MP/R2Nuu1z6wrl2OZ+x2Bxi63pHz2n42DU//sNtifK5Xfz6CVh9sxqJ/k2xs6doq2vKpsgnhR9sHo3fLQLzYLdTmOu8PiMLW5/qief3SJK2fpwJpM4ZiwWO3v05tUchLnyU56DiVxeQTmTEdEDKnyHY2noiIiIhqDmMjBUfOdjc6tgX6hTYCYOgSNPfhjvB0L31YfbhdMLzs0N0IMMyY5+VuaEF1NiPXLvskx3hw6XasPHwRw777BwBwOj0X2UVafHc4GQDwfz8dAgDkFqlRXAPGEjpwJQsXsvLKbflU5y5aPm165l7sfOkBs0RQWUo3Ofq3DTKbLdJbIb/rsdFMu79y3Ccqy24DjlPN4C4vTT5lq5h8IiIiIqoN7D3guDUSiQQbx/TGhuNX0K2ZP1o18MEjHUIggWH697p2GGTZ9FjhjXyx73IWjqbetNt+yb5Mu9QdTb2J7WfT8ODS7RbrbTtzDUO/24Umvl448MYAu3TNrA4HrmThnv/9Bi93OSIa1bO5nulsd7bGbjJNSn06qDPe+fUovhjSpVL1MW1hZUzW3g0PtnyicrjmVUsOY97yid3uiIiIiGqD0jGfHDsrnJfCDaNjW4rvQ/19HHasjsF+2Hc5C0euMvnkrMr+sXvRv6etrtd/2Q4AwKn0HCzffwEv9QhzeN0c4YPtxwEABWot9l7OtLne7Vo+SSTAlufuFd+/1CMML3YLhbSSffRMx5ayS/KJLZ+oHOx2R2bcTbLVOWz5RERERFQrVFXyqSpFB9UHAFzPU+HLfeequTZkzdWcQrP3v5xKve02k7Yexm+nb7+eM8qv4IROdRSliSBrLZ9Spg3GQ22CzJZVNvEEmCefvBV3n3zyNEk+lTemFdVOTD6RGbOWTyq2fCIiIiKqDXQOHnC8OsSE1Bdfv7huH35NulaNtSEjvcksaFezC8tZ05yXuxwSCaDS6PDkyn9x+Wa+I6rnUHnF2gqt5+1u0u3OyjXZyMfTYtmdMO3e52mHlk8dGvqKrw/amNGSai8mn8iMVq8XX3PAcSIiIqLa4VZJi3db48u4ovaBvogJLk1AvbU1ARodp3+vakUaHQRBgCAIGPzt3wicvhZf7juHFu9vxMNf7bRY//96hmFyp4YAgGkPROD/erdDXEQTXJwyCFuf6wupRILcIg3ifzkKALiQlYeHlm7HnJIubc6sbMsn0z/8mzIdiN+RXVPNWj653/2Yaw28PRBWUt/dyRl3vT+qWTjmE5kxHRiOYz4RERER1XzJN/Ox4tBFAMA9Tf2ruTb2I5dJse+1Afhq/zmMX78fKTmFOHA9HxEdqrtmNZ9eL+DF9fvw49FkFKi1CPP3wZyHO2Lz8RQAhpZoZXm5y/FarzaY2KM1zp09gzf7d4Vf3Tpm6zzUJggvdgvF57vPYOPxK7iaXYC45X/jxPVs/Hk2DfeHNUZsiF+VnOOduFVmWJMWft5IsjIbo6ebHPH3dcDWU1fx/cgeDquPafJJ6WZ7drzK6NbcH2cyc7H22GVcvPErJvftgLiIJnbZN7k2tnwiMyqz5BNbPhERERHVZFezCxAxbws0OkPr95dddCBnW6RSCcZ2bgU/TwUA4M8rlg/6ZF+L/jkN3yk/4uv951GgNnQzO5OZi7jlf9vcpl1gXWTPHo5Z/aMhL2kNZCsZ8mK3UACARqdH01kbceJ6dmnZun24UeB8Yw0JgoCP/z6F9Lwis+XN/epYXV/pJsP7A6Jx7K1H0LKB9XXsoY7CXXytF+zTKvDeVg3F14dSbmD8+n0oqOBYV1SzMflEZkyTT2VnnyAiIiKimkMQBPx6OlVMEDzZsTm6Nas5LZ+M3GRSDIoIAQDsSsnjFPAO9N3BC3jjp0Pid6qi2gbWrfCA2e0b+uK+1g2tlh1NvYmXN+yv1LFNFaq1mLUtEbsupGPl4Yt4+Kuddz22lCAIWPD3KUzcctiirEV9b6vbWBt/adPYPmjko8SSoV3vqj6m6niUHkdvpx6pT0Q1w/8e74Sm9bwAAFkFxfhgxwn77JxcGpNPZEalKf1BwW53RERERDWTIAgY+NVOjF9veFCv7+mO70f2gKQGDThualhkMwBAgVaPP89dr97K1GBzd1omGbaPvx/jS1orGXVu4ie2YPLzVGDmQ1GVOs6ncZ2hkBseZdsG1kXq9CEYFtUUALAh8QpSbhXcQe2BWdsSMeOPBPT9fBue/mE3fjudind+PWr2jHQ7h1Nu4KcTKShUazH992OQv7USk7cesbqurVZNHnLLVl+PdgjB1elD8HzX1hWuy+2YDjiuMxn7927IZVJM6NkGF6YMErvxfrjjBDYdv2KX/ZPr4phPZMa05VMuZ7sjIiIiqpEOXMnCHyazv/Vuab0lSU3Ru2Ug/L0UyCwoxtrEFDwRa78HeAL2JmdCJpVYjF/Uo3kA7m3VEDKJBF/sOVu6/msDUKTRoWtTf/RuGYgmJa1kKiosoC52v9IfpzNyEBfeBB5uMsweEI11CZehFwR8tPMEwgJ84KtU4KmY5hVOqs7966TFsh+PJuOPpGt4s087dG8egM5NGsCjpEvg5Zv5eOOnQ2jh541XerTBb0nX8MrGA1a7sMmkEiS89QgeWPInruWqAADNTFo+tfDzxuwB0Wjf0LfCrcDulpe7/Vs+GUkkEvwwqic6f/ILMvOL8eW+cxgUzrGfajMmn8gMx3wiIiIiqpnyizWY8UcClG4yfLDdvIVKmwDHzajlDOQyKYaEB+OLfRfw06lUHLiShc5NGlR3tWqEXRfS0ffzbVbLjLMndm9e2p3T2HLHw02GUbEt7vi40cH1EW0ym2ELvzp4rEMINh9PMUt0/XsxHR893BH1Ssb9siUrv8hm2S2VGlN/OwYACPH1xPNdW2Pf5Sz8ejpVXGfhrtPl7n/6AxGG7oUmibBm9b0Q0ageEtNu4Zvh3dCzRWC5+7A3uclsezo7jflkqkk9LzzXpTXm7DiBHWfTcLOwGPVvEwequZh8IjOmyaeyA+IRERERket6b1ui1QdkqUSCIZFNq6FGVevNXm2w4tAlFGj1GLz8b/wxrh/aNfSt7mo5BUEQxNZBmflFWPTvaUQH+aGRjxJRQfWgdDM8Nur0euxNzkJ4I1/UUbhBKpVg8X9JNvfboeTzlUml+PPFftiYeAVT7g932Hl89HBH/HIqVRxAHwC+3n8eSek52DXhQZstoPR6AS9YmYHPmpTsQkz7PcFmeXBdTwxoFwQvdznua90ID7VpjLRcFRr5KAEAGpPubY3qKPHfKw8iPb8ILWwMPu5IDbxKE0EdHHQtDI1qijk7TkCrF7D5eAqe6dLKIcch58fkUy2i0+txo6AYAXWUNtcx7c98o7AYhWqt1QHviIiIiMi1LPj7lMWyLc/1RQMvBaKC6lvZomYJrOOBN2Mb4r1913AtV4V7Fv2GRYM6o3fLQDSt51Vjx7uyRa8XMO+vk/ho5wkUqLWoo3BDoUaLYq352D9+ngr0aRWIKfeHY/rvCdhy8qpYFhNcH+ey8szWf7Jjc9T1cMOhlBuYapJo6tu6Efq2buTQc2rVwAc/P3sv/jp3Hc39vPHdwQvYdzkLu5MzMe+vk7iWq0JSeg46BtdH39aNcG+rQMikUnx/+CJ+OpFS7r6PT3wEx67dwv/9dBCZ+cVQuskwLKoZBkc0gZ+XAhdvGAYmf6RdMOp4uJlt27iup/g6vFE9pOelAQD8vBSQSaVooTBfv6q08KuDaQ9E4HR6Dt7s084hx4hoVA+h/j44m5mLdQmXmXyqxZhVqEUGf7sLW05exfoxva32t9Xq9NCW6eybkl2AsIC6VVVFIiIiInKAW4WW089vHNsHA9oGVX1lqtHDLXwR2LARXt9yFPnFWjzz4x4AQJcmDbB6VE80tTH7WE1QqNZi96UMnM/KQ+cmDfDvxXS88+tRsfyWjZmubxQWY0PiFWxItBww+vDVmxbLpj0Qgdb+1deN84GwxnggrDEAYHh0MwTP3IACtRbxv5Se659n0/DRzpNoXt8bkUH1sPm4IfEU6u+Dp2KaY9rvCRjQNkjsVvfJ47Fo19AX7Rr64v7QRth3ORM9WwTCV+ku7rNr04rNFPnFkC54YsU/GNg2GDJp9c//Nf3BSIfuXyKRYEhkE3yw/QR2nkvD9VwVGvrYbgxBNReTT7VEoVor/pViyLe70LVpA7x9Xwf0adkQ3go5JBIJirSW085eucXkExEREZGr++dihsWyTiF+1VCT6jc6phnCgxtgxPf/IjWnEACw/0oWHli6HYf/byC8q6kVir0UFGvgLpfBzWQ8n//9cxrxvxyxaNUEGMYdejAsCCevZ+PE9Wz4eLhhcEQTnErPgUarh5dCjq2nrsJ0SKAWft5o7OOJ/y6Vfq883WX4ctg91Zp4KsvHwx0vdgu1aPXn5S5HgVqLSzfzcelmvrh83qMxGNg2CAPbBSMswAf7L2ch4dotjO8WJq7j7+2BR9qH3HGdWvjVwcE3Bt7x9q5oeHRzfLDd0PUuaOZ6NKvvhZhgP8TfF242bpeRaTdQqjmYfKolEtNumb3fdzkLj3/zNwDg0fbBiO8XjmZWZpm4kn1n05QSERERkfM4nHLDYplpV6DapnvzAJx753GcTs/BysMXsXDXaZzPysP03xOw4LHY6q7eHbmeq8KEjQew+cQVCALgq3SHv5cCAoDzZbrGmfpuRA/0aBEAwPDQD8Diwf9wyg38df462jX0Rf82jcXyHWfT8MSKf+Aul+LkpEdvO6h3dfhgQDSGRTXDrvPXcS1Xhbfv6wAfDzcs/jcJS/aeRVquCsVaPeY+0hEPtwsGALEbap9WDdGnVc2eCbIqtG/oixfuaY1le88BAJJvFiD5ZgE2Hr+Cb0d0x1MxpQPPv7xhP5buPYsHwxrjuxHd0cDbo7qqTXbG5FMNJQiGPtxSiQRv9mmHo1aaxBr9fPIqfj55FfdYaSqacqvQkdUkIiIioipwJNXwu2BdDzd0beaPZzpz3BWFXIaooPqIbFwPZzNz8cupVKw8fBFhAT7IUWnwSs828HCTVXc1rbp8Mx+bT6RgT3ImMvJUeKhNEBb/l4RruSpxnWyVGtkmXemC6npi4eOx6N4sAP9dysCuC+mICqonJp4Ay6STUUyIH2KstJS7L7QRrkwbDKlE4rSflVwmRWyIH2LL1P/Ne9vjzXvbQ6PTI7dIAz8v50uc1STzH4mBt7sb9iZnQq3T4XRGDgrVOkzYcAAxwX7w91JgXcJlLCmZqfD3pGtYdeQSXuvVtpprTvZSo5JPxcXFmDlzJrZt2wYPDw8888wzeOaZZ6q7WtXiz7NpYr/mr/adMxsIsHWDOpjxUCQ+3HECx9OyxeV7L2da7GfWn4mQSSUYGtkUbQLZ/Y6IiIjIlej1Al7ZdAC/lYxd81RMCyyK61zNtXIuEokEYzq1wi+nUpFVUIzx6/cDADYdv4JVT/VA82qYhcyoSKPDD0cu4fDVGxAEoFCjxc3CYvx9Ph0F6tKJgky7VY6ObYGOwfWRVVCMjPwinM3IRZvAupj2QAQCSyYeGhLZ1G4zHLr65ERuMikTT1XAS+GGeY/GiO/3X85Ej0//QF6xBh3m/mx1m5PXs6uodlQVXPtOUcbcuXNx4sQJfPfdd7h27RomT56Mxo0b46GHHqruqlW5n01mazBNPD0R1Qw/jOoJwND39kxGDj79NwkrD19CXrFGXK++pztuFhr+UjLjjwS8ty0R+1/vjzoKN8z76yReuCfU4q8HVeWdX45g+YELWPt0L/RsEVgtdSAiIiJyVonXbuG/ixlYm5CMf8uM9WRtfBUCHgxrBA+5zGwM1P1XshA+bwu6NfNHkUaHmBA/eMhlCA3wwbDIpvC6i7GhtDo9CtRa1FW6IzO/CL+cSkVKdgFScwpxJbsAAd4eULrJsDHxCrIKLAeLt8bLXY6vh3fDUDsllYgcqUtTfywZ2gUvrtsPvSBYXedMRm4V14ocqcYknwoLC7Fu3Tp8+eWXaN++Pdq3b49z585h1apVtS75dCErD9vPplksD67riRkPmc9mEBZQF4sHd8HHj8VCOfkHcfmHD3fEjrPXcTW7AHsvZ0EvCPh89xnsTc5EUkYudl/KQOLER5BTpEE9pTskEgmyVWpk5hehpV8dSKWOGSDuRkExPtp5EoBh4PT094Y55DhERERErqRYq8PGxCtYdeSS2MqpLHeZFPeHOnaqe1flpXDD5L7t8cWes3i+a2sAwIc7T0Cl0WHHuesAgN3Jpb0EXlq/H/c080dYgA9CfL3QtJ4XmtbzRtN6XhAAnErPxo2CYmj1As5n5SJbpcEDYY1QpNVjQ8Jl/Hk2DdkqNfy9FbhRoLb58G3krZDD18MddZVuOHk9B6H+Pvjuye7oGFQfmQVFOJ6WjY5B9Tk+DrmUZ7u0RtuAunh/+3H4e3ng+a6t4ekuw8rDF/G/f5JwOj2nuqtIdlRjkk9JSUnQarWIjo4Wl8XExGDJkiXQ6/WQOsE0lo6k0+vx+e4zWHn4Eg5ZGVDyua6t8OHAjjYHAXSXy9C6QR2xlVRMsB+e7WL4wfvsj3vw7cELWH7ggrh+UkYu3CeuAgBIJICPwg25xRoIAhATXB+PtA+BQi6Fm0wKd5nhf4VcBoXc8L8EgE4QoNOX/Ct5XVCshUQKZBeqUc9TAY1Oh0K1DnpBgEIuM7sBZRUUY9y6vWhYRyn+wNYLwM3CYjSt5wU3qRQZ+UVQuslR39MdecUabEi8AgmAkTEt4OPhBqlEAqlEAplUAqkE4nuJxNAEW1NcjNTUXJzVp8LDw/yzM/0dQYBgZZlxvfJ/mZBIJJCUfI4SlBy7ZLlpDs+4G50goECthUanN6u/m0yKQrUWnu5y6PSGmUzMzgcS6AVDTQVBgCAY6i0IEJfrBQF6fcn/4j/D+jq9gGKtDsU6PYo0OhRpdSjS6FCs06FIoxffF2l10Or0aOVfB3UUbtDpBXi5y+Eukxr2ZfJZKeRS+CrdkV+shU4QIDGps1SCkrhIxP8lJrGSSaSQSg3ra9VqpKbmIKH4CtwV7pAAkEul4nYCDOeh1emRmV8EN7lUrJNObyiDGIPSmFRW+ZG2rlirw8nr2fBRuCHI1xMyiRQqrRZyqRQarR5qnQ63VGqE+HqZfA6W35Wy9RUAqEu21+j0KNbqodHpISn5nhdpddCXxEYnCCjS6KDR6yFB6ecvKfO/tGQcCON3UTA5Y+N2xviU/V5rNGqkp9+Ef/Z5yORy6PQCtCbXvuE+oMflWwWQQAKVprQrQW6RBko3GeqWfFeKtYZz8lLI0TagLlQaHeoo3OAmM3xHAut4QCaRllzHtj/78qJcmQlWyl7igo1vglwqhVwqsTqehvGa1JXsTGpyzao0hnugTCoR62zchfi/ybmULjO+l5R5b76NRAKoi9VIvZaLJN1VKBQKs/XsRS8Yflbp9NY/odvcKiuk7DWh1QvQ6PTQ6PXQ6QTIZBJ4yGVQusmgFwTkFWvhJpXCXS6FUHK/M34Xja+N9z9dyT3R+H3VCyXLTL7HSjcZbhQWQ6c3/MzyMPm5V6jWQiE3fI9lUvOYiPc9aelrY32M92IA0Gs1uH4tB8eKL8PN3d1wH7dyLxfE/0vKSia3kkoN16i85F5S9nO3/rOsYj/fSpdZbmsacGv3j7LLrB3L8DmV3ttL/zfe50vP27gPw31Gj+t5Kni6ycXYustkKNRo4SGXQSqRQK3TQQIJfDzcIJFIoNcLKNbpoNbqxZ97dRRyaPWGeEskEhSotcgv1uC/SxnwkMvQtL43BEGARquFKj8fmn2ZgMRQRx8PQ8w1OsN9uEijg1wmRT2lO+p7uqNQo0NWQRGa1fNGfU+FeA/NL9Ygq6AYUokE2UVq5KjUcJNJ4ekuh0ImhdxkJrNLN/LNZh0zqu/pjkfah0AQBLzZpx0a+Xiye1E5pj0YiWkm084PaBeEj3acQE6RBrcK1bhwIw9uMimyVWqodXrsupCOXRfSK7z/z3efsViWmV/aqslDLoNcJkFU4/rIK4l/x+D6eLl7GPqFNhLv5zcLi1HXww2ykuebRj6eaORTewePJ9fWrXkAfn3+PrNlR0vGqLtRWIz1CZfhVU1dOyUSoGtTf/gq3avl+DVNjUk+ZWZmol69enB3L/1iNGjQAMXFxcjOzkb9+uU3MRYEAYWFVT+4tkqlMvv/Tn1z8CJe//mo+F4iAYJ8lLiao0J4w7r48MEOUEBX7jlOu68dRq0x9HGv5y4R130qKgTfHrxgcztBAHKKSrvsHb56E4fLGeDcnr7ad/6Otjt27XAlt7h6R8epzf6uxC9j9mP9L73kTK7bdW+bkXL7lagSeK9zDbzXOZuDVv7wV1283eXo1qwBno5phj4tAuDjYdo1rPzfBWu6yv7eHeHvhVXDu5gtEwQB+67cwI7z6dh35QauZhfiaslsaRXl76VAt6YN0DbAB8U6HRp4KXB/q4ZoG+hjc4p50zp7ACgu0lmsU1PY6/mIHMfRMWrmU5okf2LFPw45RkU18fVE4hsPiX84cgWm8bF1T6kONSb5pFKpzBJPAMT3arXa2iZmNBoNTp8+7ZC6VURycvJdbV+3WIVGXm7w85DjgaY+6NvEBwGebijQ6CCTSHDx3Nnb7iNMBrzfLQheblJkXbmIrJLlPgD+16cJknOL4eMuw5GMQmy5mI0Ofkrc09gbnnIpMlUa1POQ41q+GofTC3FDpYVWEKAxaVVSGTIJoCvZTiEz/AVboxegEwzvg7zdodEJyFFrDa1hJIBWD6i0evgqZMhV66DVC6jjLoNWLyBfozfbJ90ZmQRQyKRwl0ngLpUY/i/zXiGTQi8IuJhj+EueVCKBSmto7SApabVjVKTVo1gnwF0qgUxq/Cs9xBYghtZY1XKqVcrLzfCZqbTWT1Yhk6D4Lr+8Mgkgl0oMrSMgwE0qgawkNjKJIXZyqaS0tYQgQA8AJesbWlVYtoYxvjXGSmwtV05dDK2oAJlJiypZyf91FTK4SSXwkEkhkxr26eUmRYFGD7VOgIfc8B2TSyS4XqhBZqEGnm5S5Gv04vfmbj8rIluM310pTFvLlv6v0urh7SaDh1wCtU6AWi9ArSv57sqkUOsNPxepckzvM3dCIZNAoxfEe45Gb/i5Y4yF8d6oNomNBIC7TAI3qeFfXsnvU25SCXSCADepobVchL8ntHoBKq1ebOmZU6yFTgCUcik83aQlP/8M9zy51PDzUisIyC3WIU+th04Q0EApR3qhBiqtvuQ+bahXAw859AB83KXwdjP8TlOk00OjM/xOZPxs5FIJYgM90aa+Ej2D6sBNJgGQi9RLuUxVWnG3v3f7AhjcWIrBjQ0zResFATeLdEgrUON6geEPsk19FPBXynEhpxh6QUAHP0/sScuHQiZBp0AveMiNLdfkAHTAzVScvslombrbOJHjOSpGHlo9gr3dcDVfc/uVHcxbqseZpNNOk8CpDGN8yuZJqkuNST4pFAqLJJPxvYfH7fs+u7m5oVWrqp9yVqVSITk5Gc2aNYNSqbzj/bQFMLhHx7uuT1sbM1mWXa7V6c2ae5dHV/LLd7FWV/K/HgIMvwTKSh6ApSX/e7oZugB5yKUo0urhLpOaZZmNTfxtXfy2Mrt6vSCOQ6UvqY/xIdnYlcL4Xq83duEToCoqwpWUFAQHB8PDwwNCmYdv0yOV7dpiWGZcz0Z9IZgkXMp0kyh5kDc9H2O3NE93GeQlv/gKMMSjWKeH0k2G4pJkgnH/xoSAIMC8K5VJty1IJGaJAKnEshuisUuVPRm7q7iV810ydkcSu7iUdKUwxkwnCCgsVOFqSgqaNGkCpVIplmlL1pOWdMGRSiTw83SHXgAKNKVdF40fsTEWKPlcb3u2FfghdLs1JBKgnoc7JBIgt1gLrV4PLzc59IIAd5lUrF++WlumW43590c8ARPucllJclBabX+tMcavUKXCpeRktGzeDJ6ejusaIJR0pTJeUzbXK3cf5ZRBsHo920rKmR7P2AXI1v6lJfdCQx0E8X5j7Bpk7JJXXlencrstGbcvsw0AqIpUSElJQXBwiOFeJ65jv7+WSVDalVZayX3ebnXT6wEovY7lMkNXR7eSLo+6km6MxVrDz4A6Cjdo9Xpo9IJZ/Yz3Q/FnlEls7oYgCCU/A0vjaLyeTX8O6QTB4n4sCEB+YSEuX7mCpiX3OtMuhmW745btogtA7DZovDdW9OdW2a6cQMV/5lV623KCLZjUX1tyPWn0QumXucxnYYyfl7vMZndX43Kh5GeGTi9ALpVY/I6jL0kg3e56sNfvdeQY1RGfbiavYyKq5JAuj9eR86uKGCW2a4vL2QUO2XdlNK/n7VKtngDz+KSmOk9Su8YknwIDA3Hr1i1otVrI5YbTyszMhIeHB3x8fG67vUQicegD0e0olcpqPb4z8qruCsAwkH3xjetoFVif8XFihYUK5GemIcivboXj5OvYKt0Rr3K+9OWVuQJpydgsnp6eDr+WXP2zqg6FhYVQZV1H84B6Nf5eV6+aj383X89CDzfkpMvRuH7F73VUPfh7nXNjfFwD4+T8HB2jiDreDtt3baBUKp2qxVaNGYW7bdu2kMvlOHbsmLjs8OHDCA8Pr/GDjRMREREREREROasak5VRKpV4/PHHMWPGDCQmJmL79u345ptvMHr06OquGhERERERERFRrVVjut0BQHx8PGbMmIGnn34a3t7eeOWVV/DAAw9Ud7WIiIiIiIiIiGotiVDeiKy1xJEjRyAIQrWMAi8IAjQaDdzc3JyqPyYZMD6ugXFyfoyRc2N8XAPj5PwYI+fG+LgGxsn5MUbOzTQ+Go0GEokEHTve/eRkd6tGtXy6U9V5wUgkEqeZ+pAsMT6ugXFyfoyRc2N8XAPj5PwYI+fG+LgGxsn5MUbOzTQ+EonEaRKEbPlEREREREREREQOU2MGHCciIiIiIiIiIufD5BMRERERERERETkMk09EREREREREROQwTD4REREREREREZHDMPlEREREREREREQOw+QTERERERERERE5DJNPRERERERERETkMEw+ERERERERERGRwzD5VAHp6el49dVX0blzZ/Ts2RNz5sxBcXExACAlJQVjxoxBVFQUBgwYgP/++89s2w0bNuChhx5CdHQ0hg4disOHD5uVf/vtt+jZsyeio6PxzjvvQKVSlVuXU6dOYejQoYiMjMTgwYNx4sQJq+t98cUXePvtt+/irF2HK8UnNjYWYWFhZv8KCgrs8Ck4P1eJkyAI+Prrr9G3b1/ExsYiPj6eMcLdx8ho6tSp+PTTT29bF97rLLlSfHivc/448V5n/xip1Wp89NFH6NWrFzp16oSXX34Z169fL7cuvNdZcqX48F7n/HHivc7+MSosLMTUqVPRpUsXdOrUCe++++5tP1Pe6yy5Unzsdq8TqFx6vV4YNmyY8Nxzzwlnz54VDh48KNx///3Chx9+KOj1euGRRx4R3nzzTeH8+fPCkiVLhMjISCE1NVUQBEHYtWuXEBERIfz0009CcnKysHDhQqFjx47C9evXBUEQhN9//12IiYkRdu7cKSQkJAgDBgwQZs6cabMuBQUFQvfu3YUPP/xQOH/+vDBr1iyhW7duQkFBgdl6W7ZsEdq2bStMnjzZcR+Mk3Cl+Fy/fl0IDQ0Vrly5ImRkZIj/9Hq94z+oauZKcVq9erUQFRUlbNmyRTh79qwwduxYYdy4cY7/kKqZI2NktGzZMiE0NFRYtGhRuXXhvc6SK8WH9zrXiBPvdfaP0bx584R+/foJ+/fvF86dOye88MILwuDBg21+93mvs+RK8eG9zjXixHud/WM0ZcoU4bHHHhOOHz8unDhxQnj00UeFqVOn2qwL73WWXCk+9rzXMfl0G+fPnxdCQ0OFzMxMcdmWLVuEHj16CHv27BGioqLMLpynn35a/IXw9ddfF6ZNm2a2vwceeEBYs2aNIAiC8OSTT5r98njw4EEhIiJCKCwstFqXdevWCX379hUDrdfrhfvvv1/YsGGDIAiCoNFohGnTpgnh4eHCAw88UCsuXFeKz+7du4Xu3bvb4axdjyvFaeDAgcL//vc/cf309HQhLCxMuHDhwt18BE7PkTHKy8sTXnnlFaFTp05C7969b/vQzHudJVeKD+91rhEn3uvsH6Nu3boJv/zyi1iWnp4uhIaGCpcuXbJaF97rLLlSfHivc4048V5n/xjNmDFDOHTokFj23XffCf3797dZF97rLLlSfOx5r2O3u9vw9/fHV199hQYNGpgtz8/PR0JCAtq1awdPT09xeUxMDI4dOwYAeO655zB27FiLfebl5UGn0+H48eOIjY0Vl0dFRUGj0SApKclqXRISEhATEwOJRAIAkEgk6Nixo3i8wsJCnDlzBmvXrkV0dPTdnLbLcKX4nD9/Hs2bN7+b03VZrhSnlJQUREZGiusHBASgfv36YnlN5agYAcDVq1dRXFyMjRs3IiQk5LZ14b3OkivFh/c614gT73X2jZFer8e8efPQrVs3q+XW8F5nyZXiw3uda8SJ9zr7/zyaPn06YmJiABh+Nm3duhWdO3e2WRfe6yy5Unzsea+T22UvNZiPjw969uwpvtfr9Vi5ciW6du2KzMxMBAQEmK3v5+cn9ktu3769Wdk///yD5ORkdO3aFbm5uSguLjbbXi6Xw9fX12a/5szMTLRq1crieOfOnRPr+uOPP975ybogV4rPhQsXoFKpMGrUKFy6dAlt27bFO++8Uyt+cXGlOPn5+SE9PV0sKywsRE5ODm7dunUHZ+46HBUjAGjTpg2WLl1a4brwXmfJleLDe51rxIn3OgN7xUgqlVo8MK9YsQL16tVDWFiY1brwXmfJleLDe51rxIn3OgN7/jwymjx5MjZv3oygoCC8/PLLNuvCe50lV4qPPe91bPlUSfPmzcOpU6fwxhtvQKVSwd3d3azc3d0darXaYrsrV64gPj4ejzzyCNq3b4+ioiJx/YpsD6BSx6utnDk+Fy9eRE5ODsaPH4/PP/8cHh4eGDNmDPLz8+/4fF2VM8dpwIABWLp0KS5cuIDi4mJ8+OGHAACNRnNnJ+ui7BWjO8F73e05c3x4ryvlzHHivc7AUTHavn07vvnmG7z55psW+zTive72nDk+vNeVcuY48V5n4IgYPf/881izZg2CgoLw/PPPQ6/XWz0273W358zxsee9ji2fKmHevHn47rvvsHDhQoSGhkKhUCA7O9tsHbVaDQ8PD7Nlly5dwtixYxESEoL3338fAKBQKMT1y26vVCqxZMkSs79wfvnll1AoFFbXL3u82srZ4/P1119Do9HAy8sLADB//nz07t0bf/31Fx555JG7/wBchLPH6aWXXkJKSgoGDhwIuVyO4cOHo02bNvD29rbL+bsCe8bodnivqzxnjw/vdQbOHife6xwXo+3bt+P111/HU089haFDhwLgve5OOHt8eK8zcPY48V7nuBgZW8ssXLgQPXv2xMGDB3H06FHe6yrJ2eNjz3sdk08VNGvWLKxevRrz5s3Dgw8+CAAIDAzE+fPnzdbLysoyayZ37tw5jBkzBiEhIfjqq6/EIPr6+kKhUCArKwstW7YEAGi1WmRnZ8Pf3x+dO3dG//79xf0EBgYiMDAQWVlZ5R6vtnKF+Li7u5tllRUKBYKDg82aAtd0rhAnT09P/O9//0NeXh4kEgm8vb1xzz33ICgoyP4fiBOyd4xuZ/jw4bzXVYIrxIf3OteIE+91jonRL7/8gkmTJmH48OF45513xOW811WOK8SH9zrXiBPvdfaNkVqtxl9//YXu3buLCbwGDRrA19cXt27d4r2uklwhPva817HbXQUsXrwYP/74Iz7++GMMHDhQXB4ZGYmTJ0+KXX8A4PDhw+KgdhkZGXjmmWfQtGlTfP3112YZdqlUivDwcBw+fFhcduzYMcjlcrRp0wa+vr5o2rSp+M/DwwORkZE4evQoBEEAAAiCgCNHjpgNolcbuUJ8BEFAv379sHHjRnF/hYWFuHz5Mlq0aOGwz8aZuEKcAGDu3LnYtGkT6tSpA29vbyQmJiIvL69WDIDoiBjdDu91FecK8eG9zjXiBPBe54gY7d27F5MmTcLIkSPx7rvvmpXxXldxrhAf3utcI04A73WO+N377bffxt9//y0uu3btGm7duoWWLVvyXlcJrhAfe9/rmHy6jQsXLuDzzz/H888/j5iYGGRmZor/OnfujEaNGiE+Ph7nzp3DsmXLkJiYiCFDhgAAPvroI+j1esyePRuFhYXidgUFBQCAJ598El9//TW2b9+OxMREzJgxA8OGDYNSqbRal4ceegi5ubmYPXs2zp8/j9mzZ0OlUpllL2sbV4mPRCJBnz598Omnn2L//v04d+4cJk2ahIYNG6J3795V9nlVF1eJE2CYBWXx4sVITEzEiRMnMHHiRIwYMQK+vr5V8llVF0fGqLJ4r7PkKvHhvc414gTwXmfvGGm1Wrzzzjvo1KkTnn/+ebP92hrXhPc6S64SH97rXCNOAO919o6RXC7HE088gY8//hiHDh3CiRMn8MYbb+C+++5D69atrdaF9zpLrhIfu9/rBCrX0qVLhdDQUKv/BEEQkpOThZEjRwodOnQQBg4cKOzevVsQBEHQ6/VCRESE1e0WLVpktv977rlHiImJEeLj44WioqJy65OQkCA8/vjjQnh4uDBkyBDh5MmTVtebPHmyMHnyZDt9Cs7LleJTVFQkzJkzR+jevbsQGRkpjBs3Trh27ZoDPhXn40px0mq1wvvvvy907txZ6Nq1qzBnzhxBo9E44FNxLo6OkdFTTz1ldXlZvNeZc6X48F7nGnHivc6+MTp69KjN/e7bt89mfXivM+dK8eG9zjXixHud/X8eFRcXCx9++KHQvXt3ITo6Wpg8ebKQl5dXbn14rzPnSvGx571OIggl7auIiIiIiIiIiIjsjN3uiIiIiIiIiIjIYZh8IiIiIiIiIiIih2HyiYiIiIiIiIiIHIbJJyIiIiIiIiIichgmn4iIiIiIiIiIyGGYfCIiIiIiIiIiIodh8omIiIiIiIiIiByGySciIiIiIiIiInIYJp+IiIiIiIiIiMhhmHwiIiIiIiIiIiKHYfKJiIiIiIiIiIgchsknIiIiIiIiIiJyGCafiIiIiIiIiIjIYZh8IiIiIiIiIiIih2HyiYiIiIiIiIiIHIbJJyIiIiIiIiIichgmn4iIiIiIiIiIyGGYfCIiIiIiIiIiIoeRV3cFnMHRo0chCALc3NyquypERERERERERHdNo9FAIpEgOjq6uqvClk8AIAgCBEGo0uOp1eoqPSZVDmPkOhgr58cYOTfGx3UwVq6BcXJujI/rYKycH2Pk3Ix5DmeJD1s+AWKLp/Dw8Co5XmFhIU6fPo1WrVrB09OzSo5JlcMYuQ7GyvkxRs6N8XEdjJVrYJycG+PjOhgr58cYOTdjfJylhxdbPhERERERERERkcMw+URERERERERERA7D5BMRERERERERETkMk09EREREREQ26PUCtp9Nw+Wb+dVdFSIil8UBx4mIiIiIiGzYcPwKhq/4BzKpBMVzR0IikVR3lYiIXA6TT0RERERERDbM/CMBAKDTC8gp0sBX6Y6fTqQgIfUm/jybhhZ+dbBkaBco3fhoRURki9273aWlpWHcuHHo2LEj+vbti2+//VYsO3XqFIYOHYrIyEgMHjwYJ06cMNt269at6NevHyIjI/Hyyy/j5s2bYpkgCJg/fz66du2Kzp07Y+7cudDr9WL5rVu38MorryA6Ohp9+/bFTz/9ZO9TIyIiIiKiWsbLvTSplJFfhG8PXEDc8r8xc1si9iRnYuXhi3j4y53IyFNVYy2JiJyb3ZNPr7/+Ojw9PbFx40a88847+OSTT/Dnn3+isLAQL7zwAmJjY7Fx40ZER0dj3LhxKCwsBAAkJiZiypQpmDBhAtasWYPc3FzEx8eL+12+fDm2bt2KxYsXY9GiRdiyZQuWL18ulsfHxyMvLw9r1qzB+PHjMXXqVCQmJtr79IiIiIiIqBYxTT6l5hTi/346aLHO3xfS8dg3f0Fn8sdxIiIqZdfkU05ODo4dO4bx48ejWbNm6NevH3r27Im9e/fi119/hUKhwKRJk9CyZUtMmTIFXl5e+P333wEAK1euRP/+/fH444+jTZs2mDt3Lnbt2oWUlBQAwIoVK/Dqq68iNjYWXbt2xVtvvYVVq1YBAK5cuYK//voL77//PkJDQzF06FA8+uij+OGHH+x5ekREREREVMso3WTi6z/PXENOkcasvG1gXQDAgSs38Pg3f+Pv89ertH5ERK7ArsknDw8PKJVKbNy4ERqNBhcvXsSRI0fQtm1bJCQkICYmRhygTyKRoGPHjjh27BgAICEhAbGxseK+GjVqhMaNGyMhIQHp6elIS0tDp06dxPKYmBikpqYiIyMDCQkJaNSoEYKDg83Kjx49as/TIyIiIiKiWsbTpOXT5uMp4uvFgztjzeheOPbmw+gYXB8A8OvpVNz3xZ/49N/TVV5PIiJnZtdR8RQKBaZNm4ZZs2ZhxYoV0Ol0iIuLw9ChQ7Fjxw60atXKbH0/Pz+cO3cOAJCRkYGAgACL8uvXryMzMxMAzMobNGgAAGK5tW3T09MrXHdBEMQugI6mUqnM/ifnwxi5DsbK+TFGzo3xcR2MlWtgnJzbncSnWF3a0ulMZi4AoG2AD56OCgEAqIuLsH7kPXh/5yl8dzgZOr2At34+jD7N/NDSz9uOta9deC05P8bIuTlbXOw+JcOFCxdw7733YuzYsTh37hxmzZqFe+65ByqVCu7u7mbruru7Q61WAwCKiopslhcVFYnvTcsAQK1W33bfFaHRaHD6dNX+hSI5OblKj0eVxxi5DsbK+TFGzo3xcR2MlWtgnJxbZeKTmZ1rsaxDXZnFs8OLrZV4MKAFnvjlArR6Aat3J2Bw6/p3W9Vaj9eS82OMqCLsmnzau3cv1q9fj127dsHDwwPh4eFIT0/HF198gZCQEItkkFqthoeHBwBDqylr5Uql0izRpFAoxNcAoFQqbW5r3HdFuLm5WbTMchSVSoXk5GQ0a9YMSqWySo5JlcMYuQ7GyvkxRs6N8XEdjJVrYJyc253ER/j3OoAC8X2jOh6Y/fg9aORjuX1bAM32pCH5ViFSdQq0bdvWTjWvfXgtOb/aEqNp06Zhy5YtNsu//PJLsyGE7O3nn3/GkiVL8Ouvv1ZqO2N8nIVdk08nTpxA06ZNzZI+7dq1w5IlSxAbG4usrCyz9bOyssTucoGBgVbL/f39ERgYCADIzMwUx3UydsUzltvatqIkEgk8PT0rvL49KJXKKj8mVQ5j5DoYK+fHGDk3xsd1MFaugXFybpWJT5HWfAa7aQ9GomVDP5vrd27qj+Rbl3H0Wja/A3bAa8n51fQYTZ8+HZMnTwYA/Prrr/jmm2+wfv16sbxu3boWPbHsyd3dHVKp1OU/Y7sOOB4QEIDLly+btUK6ePEigoODERkZiaNHj0IQBACGMZaOHDmCyMhIAEBkZCQOHz4sbpeWloa0tDRERkYiMDAQjRs3Nis/fPgwGjdujICAAERFRSE1NRXXr183K4+KirLn6RERERERUS2TX6w1ez80smm563duYhib9lR6DnKLKj4MCBE5pzp16sDf3x/+/v6oU6cOZDKZ+N7f39+hiaeaxK4tn/r27Yt58+Zh6tSpGD9+PC5duoQlS5bgjTfewEMPPYQFCxZg9uzZGD58OH788UeoVCr0798fADBixAiMGjUKUVFRCA8Px+zZs9GnTx+EhISI5fPnz0fDhg0BAAsWLMAzzzwDAAgJCUGPHj0wceJETJkyBcePH8fWrVuxcuVKe54eERERERHVMgXq0uTTtAciUM9TUe769zQz9L4QBGD72euIi2ji0PoRuboclRpJGTlVesw2AXVRV3n3SaOrV6/ivvvuw6uvvopvv/0WjzzyCKZNm4Y///wTCxcuRGpqKlq3bo1Jkyahc+fOAIBRo0ahW7duOHToEA4ePIhGjRph6tSp6NmzJwAgPT0dU6ZMwaFDh9C8eXP07t37ruvpDOyafKpTpw6+/fZbzJ49G0OGDEH9+vUxfvx4PPHEE5BIJFi6dCmmT5+OtWvXIiwsDMuWLRObjkVHR+O9997DokWLkJOTg+7du2PWrFnivp999lncuHEDEyZMgEwmw5AhQzBmzBixfO7cuZgyZQqGDRsGf39/fPDBB4iIiLDn6RERERERUS2TXzLb3fv9oxDfL/y263cK8UOAtwcy8ovw88kUJp+IypGjUqPF7E3IVlVtK0FfpTsuThlklwQUABw5cgQbNmyAXq9HUlISJk+ejJkzZyIiIgK7du3C888/j59//hlNmxpaTi5ZsgTTp0/H9OnTsWDBArz77rvYuXMnpFIpXnvtNXh6emLdunU4d+4cpkyZgnr16tmlntXJ7rPdtWrVCsuXL7daFhERgU2bNtncNi4uDnFxcVbLZDIZ4uPjER8fb7Xcz88PS5YsqXyFiYiIiIiIrNDrBRSqdQAAb0XFHp1kUikebheMbw6cxy+nrkKn10MmtetoJ0TkZJ5++mk0aWJINE+cOBHDhg3DI488AgAYPXo0Dh48iNWrV+Ptt98GAPTu3VvMfYwfPx6PPfYYMjMzkZubi6NHj+Kvv/5C48aN0bp1a5w4cQK///579ZyYHdk9+URERERERFQTFGpKu9x5ulf80WlguyB8c+A8bhaqceTqTXQqGQeKiMzVLWmB5Krd7oyCgoLE1xcuXMBvv/2GNWvWiMs0Gg169Oghvm/WrJn42tvbGwCg1Wpx/vx5+Pr6onHjxmJ5eHg4k09EREREREQ1lelg497ubhXe7t5WDSGVSKAXBOw4l8bkE1E56ird0aVpxWeqd0YKRelYcDqdDs8//zwef/xxs3U8PDzE125ulvcT08nZTFlb1xWx/ScREREREZEVpoONV7TbHWB4mO7cxA8A8EfSNbvXi4icV/PmzXH16lU0bdpU/LdmzRr8888/t902NDQUOTk5uHz5srjs9OnTjqxulWHyiYiIiIiIyArjYOMA4FWJbncAMKCtoRvOPxczIHvze2w7wyQUUW0wZswY/Prrr1ixYgWuXLmCb7/9Ft9++61ZVztbWrZsiXvuuQfvvPMOkpKSsH37dqxcudLxla4CTD4RERERERGVEAQBl2/mAwAKTLvdKSrX9eWl7mGoZzKmzIQNB6DV6e1TSSJyWlFRUZg7dy5++OEHDBgwAGvXrsWCBQvQqVOnCm2/cOFC1KtXD8OHD8fHH3+MUaNGObjGVYNjPhEREREREZWYuOUwFu46jbkPd0R449LpzSvb8qmepwJLh3XFsO8MXW0u3MjDu78dw/ZzaQj198H3T/aAVCqxa92JyLHi4uLEWeoAIDg4GGfOnLFYb+DAgRg4cKDVfXz//fdm78vuo169eli8eLHZOhMmTLibajsFtnwiIiIiIiIqsXCXYXyVSVuP4Gp2obi8gZfC1iY2DY5oiuK5I9EmwAcAMPevkzhy9SZ+PJqMPcmZ9qkwEZELYPKJiIiIiIjICuP07w28FPD39rjN2tbJZVJsfuZe+JaZ1n194mUbWxAR1TxMPhEREREREVlxKt2QfGobWPeu9tPa3wfPd21ttmztsWQUaXR3tV8iIlfB5BMREREREZEVSSXJpzYBd5d8AoDJfdsjJri++D49rwjLD5y/6/0SEbkCJp+IiIiIiIgAqLXmLZGSbxlmvWt3ly2fAMMA5AfeGAjt/KcQHWRIQi3be+6u90tE5AqYfCIiIiIiIgKQW6Qxey8Ihv/D7NDyyUgikWBkTHMAwPHrt5CtUttt30REzorJJyIiIiIiIgC5xRqry1v717Hrcbo18wdgSG7tu8xZ74io5mPyiYiIiIiICECOyjL5JJdK0MTXy67HiQ6qDw+5DACw5xKTT0RU8zH5REREREREBOstn5rV94ZcZt/HJne5DF2aNgAA/HHmml33TUTkjJh8IiIiIiIiApBbZDn+Ugs/+3a5M3qsQwgA4FDKDVzIynPIMYiInAWTT0RERERERAByiixbPrX083bIsYZENoVEYni9LiHZIccgInIWTD4REREREREByLOWfGrgmJZPQXU90bN5AABgzdHLDjkGEZGzYPLp/9k78/CmqvSPf5OmTVsW2csqCIhWhIIgroyOo47r6OAyLjPqOKP+HJdZ1UERxdFRcRt3XFBxdBQQFMEdBRXZtEBZ2kILFAqlG92bPbm/P9Ik9+beN7knuWmS9v08zzwjb25PTu557/ec8573nMswDMMwDMMwDAOgRSP4NGV4/4R935WTRgEAth5qRElNc8K+h2EYJtkYHnxyuVyYM2cOTjzxRJx66ql4+umnIUkSAKC4uBhXXHEFCgoKcNlll2H79u2Kv12xYgXOPvtsFBQU4LbbbkNDQ0PwM0mS8OSTT+Lkk0/GtGnTMHfuXPh8vuDnjY2NuOOOOzB58mScddZZWLZsmdE/jWEYhmEYhmGYLkyzxplPJ3ccDJ4IZkw8EuaOvXeLtlQk7HsYhmGSjeHBp4cffhhr167F/Pnz8dRTT2HRokVYuHAhbDYbbr75ZkydOhVLly7F5MmTccstt8BmswEAtm7divvuuw+33347Fi5ciJaWFsycOTNY7ptvvokVK1bghRdewHPPPYfly5fjzTffDH4+c+ZMtLa2YuHChbj11lsxa9YsbN261eifxzAMwzAMwzBMF0Ur8ynLkpGw78vrlYOfj80D4A8+BRbtGYZhuhoWIwtramrCkiVL8Oabb2LixIkAgBtvvBFFRUWwWCywWq24++67YTKZcN999+G7777D559/jhkzZuCdd97B+eefj0svvRQAMHfuXPz85z9HZWUlRowYgbfffht33nknpk6dCgD4xz/+gWeffRZ/+MMfsH//fqxatQpff/01hg8fjnHjxmHLli343//+F6wHwzAMwzAMwzBMJFqdHsW/X73y5IR/55WTRuHrsmqU1rZgR3UTjh/SN+HfyTAM09kYmvlUWFiInj17Ytq0aUHbzTffjEcffRRFRUWYMmUKTB1ppSaTCSeccAK2bNkCACgqKgoGlgBgyJAhGDp0KIqKilBTU4NDhw7hxBNPDH4+ZcoUHDx4ELW1tSgqKsKQIUMwfPhwxeebN2828ucxDMMwDMMwDNOFcXi8AIDJw/ph418uwI3Txib8Oy88bljwvwsPNES4kmEYJn0xNPOpsrISw4YNw0cffYR58+bB7XZjxowZuPXWW1FXV4exY5Xi3b9/f5SVlQEAamtrMWjQINXn1dXVqKurAwDF5wMG+PdeBz7X+tuamhrddZckKbgFMNHY7XbF/zOpB7dR+sBtlfpwG6U23D7pA7dVesDtlNpEa5/2jjOfjrBmIL9/Tqe0Y+8MCb2tFrQ4PSiuOgybbUjCvzMd4Gcp9eE2Sm1SrV0MDT7ZbDbs27cP77//Ph599FHU1dVh9uzZyMnxC3dWVpbi+qysLLhcfoF3OBzk5w6HI/hv+WeA/4DzaGXrwe12o6SkRP+PNYCKiopO/T5GHG6j9IHbKvXhNkptuH3SB26r9IDbKbWh2qehuQUA4HbYO3VuMKyHP/i0aW8VSkoSd8ZUOsLPUurDbcTowdDgk8ViQVtbG5566ikMG+ZPH62qqsJ7772HkSNHqoJBLpcL2dnZAACr1ar5eU5OjiLQZLVag/8NADk5OeTfBsrWQ2ZmpiozK1HY7XZUVFRg1KhRyMnJ6ZTvZMTgNkofuK1SH26j1IbbJ33gtkoPuJ1Sm2jtY1lbC6Ad/fv0Rn5+fqfVa8L2VpQ0VKLWZe7U701l+FlKfbiNUptA+6QKhgafBg4cCKvVGgw8AcBRRx2FQ4cOYdq0aaivr1dcX19fH9wul5eXp/n5wIEDkZfnfwNEXV1d8FynwFa8wOfU3+rFZDIhNzdX9/VGkJOT0+nfyYjBbZQ+cFulPtxGqQ23T/rAbZUecDulNlT7uH3+t831sGZ1avvlD+4LbK3E9ppm7G9149i8Izrtu1MdfpZSH24jRg+GHjheUFAAp9OJvXv3Bm179uzBsGHDUFBQgM2bNwdfHypJEjZt2oSCgoLg3xYWFgb/7tChQzh06BAKCgqQl5eHoUOHKj4vLCzE0KFDMWjQIEyaNAkHDx5EdXW14vNJkyYZ+fMYhmEYhmEYhunCONw+AIDV0rlb38YN6h387xOeXoE2p7tTv59hGCbRGBp8Gj16NM4880zMnDkTpaWl+P777/Hqq6/i6quvxnnnnYeWlhY88sgjKC8vxyOPPAK73Y7zzz8fAHD11Vdj2bJlWLx4MUpLS3H33XfjzDPPxIgRI4KfP/nkk9iwYQM2bNiAp556Ctdddx0AYMSIETj99NNx1113obS0FIsXL8aKFStw7bXXGvnzGIZhGIZhGIbpwjg73naXndm5wadfHjMUPbIsHXXw4f3NFZ36/QzDMInG0OATADz55JM48sgjcfXVV+Oee+7Btddei9/97nfo2bMnXnnlFRQWFmLGjBkoKirCq6++GkzPmzx5Mh566CG8+OKLuPrqq3HEEUfg0UcfDZb7hz/8ARdccAFuv/12/PnPf8Yll1yCG264Ifj53Llz0aNHD1x55ZWYN28e/v3vf2PixIlG/zyGYRiGYRiGYboojkDwqZMzn/rmWtH0yFUYN9CfAfXa+rJO/X6GYZhEY+iZTwDQq1cvzJ07V/OziRMn4sMPPyT/dsaMGZgxY4bmZxkZGZg5cyZmzpyp+Xn//v0xb9488QozDMMwDMMwDMMgFHyyWgxfo4+K2WzCn04bh7989BN+qjyMTQcO44Th/Tu9HgzDMImg81WVYRiGYRiGYRgmBXF6/Gc+dXbmU4DfThkd/O7X15cnpQ4MwzCJgINPDMMwDMMwDMMwABzu5Jz5FKBvrhW/nuA/8/az0oNJqQPDMEwi4OATwzAMwzAMwzDdHkmSZNvukhN8AoCzjh4CANjf2I59DW1JqwfDMIyRcPCJYRiGYRiGYZhuj9vrC/53MoNPZ4zJC/73t3tqklYPhmEYI+HgE8MwDMMwDMMw3Z5A1hOQnAPHA4zu3xPDjvC/Efy73Rx8Yhima8DBJ4ZhGIZhGIZhuj2B856A5B04DgAmkwnTRw8CAHy3uzZp9WAYhjESDj4xDMMwDMMwDNPtCbzpDkjegeMBftax9W734VYcbLYltS4MwzBGwMEnhmEYhmEYhmG6Pcptd8kNPp0xOnTu0+ry6iTWhGEYxhg4+MQwDMMwDMMwTLdHHnzKTuKZTwBwzKDeGNo7BwDw/uaKpNaFYRjGCDj4xDAMwzAMwzBMt0ex7S7JmU8mkwk3TBsDAPis9CAqGtqSWh+GYZh44eATwzAMwzAMwzDdmppWO076z6fBfyd72x0A3HTyOACAJAFLivYluTYMwzDxwcEnhmEYhmEYhmG6Nfd/tkXx72QfOA4AR/btgRNH9Afgz35iGIZJZzj4xDAMwzAMwzBMt6asrkXx72Rvuwtwfv4wAMD3e2rR4nAluTYMwzCxw8EnhmEYhmEYhmG6NVLYv61JPnA8QCD45PFJWL7jQJJr07Vxe334vPQg7li6EfcsL8Q+PmeLYQzFkuwKMAzDMAzDMAzDJBMpLPqUKplPJ47oj1H9eqCioR3vba7AtVNGJ7tKXRK314ezX/4Ka/bWBm3vbtqLT246Cyt3HsLlBSMxsl/PJNaQYdKf1AjpMwzDMAzDMAzDJIn6dofi36lw5hPgf+vd1ZOPAgB8ubMKew63JrlGXQ9JkvDIV9sUgScAONRixwlPfYK7V2zCMY8twyXzV2F/YzsOtzvh8fqI0hiGoeDgE8MwDMMwDMMw3ZoDzTbFv1PhbXcBfj9tLCxmE7w+SXUwOhM///i4EP/6aisAoGBoX9gfvwanjRqouMbt9WFF8QEc9fBSDJq9COe/+jWk8HQ5hmEiwsEnhmEYhmEYhmG6LS0OF9qcHoXNYjYlqTZqxgzohZtPGQcAWFy0D/Vtjih/wejlu901+M93JQCAXtZMvHz5SciyZOCZS09E/1wrAGBgTytuPuVomGQu8U15NT4p4TcQMowIHHxiGIZhGIZhGKbbcqDJprKZTKkTfAKAm085GgDg9Un4mA8eN4RNBw7j0jdWAQD65GRh+90X46SR/oynKSP6o/ieX2HhdT/D7nt/jZcvPxkf/v5M9M3JCv79U6t2JKPaDJO2cPCJYRiGYRiGYZhuy77G9mRXISrHD+6Dowf0AgAs2bovybVJfw40teNX81eh2eGGxWzC/N+cguF9eiiuGdAzG5cXjEQPayYA4OLxI1D70JV46LwCAMCavXVotDk7ve4Mk64kLPh0880345///Gfw38XFxbjiiitQUFCAyy67DNu3b1dcv2LFCpx99tkoKCjAbbfdhoaGhuBnkiThySefxMknn4xp06Zh7ty58PlCh7w1NjbijjvuwOTJk3HWWWdh2bJlifpZDMMwDMMwDMN0IeSHeM8+dyLW/fn8JNZGG5PJhCsmjQQAfLnzEA42q7O1ujsOtxdflFZFDQi1Od24ZP4qHGqxAwAWXHMaLp1wpK7vMJtNOD9/GADAJ0n4ateh+CrNMN2IhASfPvnkE3z77bfBf9tsNtx8882YOnUqli5dismTJ+OWW26BzeYXza1bt+K+++7D7bffjoULF6KlpQUzZ84M/v2bb76JFStW4IUXXsBzzz2H5cuX48033wx+PnPmTLS2tmLhwoW49dZbMWvWLGzdujURP41hGIZhGIZhmC7E7o7g05DeOXjglwWYduSAJNdImxtOHAvAH/RY8OPuJNcmtTjYbMNJ//kUF7z2NY57/GMs3bpf8zqnx4tr31mDLVWNAIA55xXgqo63Cepl0tB+yOuVDQD4lM99YhjdGB58ampqwty5czFhwoSg7dNPP4XVasXdd9+NMWPG4L777kOPHj3w+eefAwDeeecdnH/++bj00ktx7LHHYu7cufj2229RWVkJAHj77bdx5513YurUqTj55JPxj3/8A++++y4AYP/+/Vi1ahUefvhhjBs3DldccQV+9atf4X//+5/RP41hGIZhGIZhmC7GnsNtAIDR/XomuSaRGTOgF84aOxgA8MaGcvh8/La1AH9b9hO2VzcBAGrbHLhiwbe48f212CvLaiusPIyzX/4KK4r9Z2Zdc8JRuO/sCVrFRcRsNuGi44YDAJZtr4TD7Y3/BzBMN8BidIGPP/44LrnkEtTW1gZtRUVFmDJlSvDgPpPJhBNOOAFbtmzBjBkzUFRUhJtuuil4/ZAhQzB06FAUFRUhKysLhw4dwoknnhj8fMqUKTh48CBqa2tRVFSEIUOGYPjw4YrPX3nlFaF6S5IUzMRKNHa7XfH/TOrBbZQ+cFulPtxGqQ23T/rAbZUecDulNlrtU17XAgA4sk9Op80HYuW3k4/EN+XV2NvQhs92VODnY/KSXaWEofdZWllWjQ+K/OdgDeudA5MJONBsx4Ifd2PBj7tx3KDesLu92Cs72+uX4wbj2YsKYn5OZxw3BPM3lKPF4cbSzbtx6fHDo/9RF4T1LrVJtXYxNPi0bt06/PTTT1i+fDkefPDBoL2urg5jx45VXNu/f3+UlZUBAGprazFo0CDV59XV1airqwMAxecDBvhTYQOfa/1tTU2NUN3dbjdKSkqE/iZeKioqOvX7GHG4jdIHbqvUh9soteH2SR+4rdIDbqfUJtA+kiQFz3zq5bV3+nxAlKPNPvTOykCLy4vnv9mKwa6uH/SI9Czta3Hit5/tAQD0sJgx/+wRyDSb8NjGQ1i5vwUSgOLaluD12RkmXD9+AK4/ri/2lu+KuU79fBIG5VhQa/dg7tdbMc7cknJvSOxMWO8YPRgWfHI6nXjggQcwe/ZsZGdnKz6z2+3IyspS2LKysuByuQAADoeD/NzhcAT/Lf8MAFwuV9Sy9ZKZmakKkCUKu92OiooKjBo1Cjk5OZ3ynYwY3EbpA7dV6sNtlNpw+6QP3FbpAbdTahPePjvrWuD0+gNOJ44bhfx8fQdPJ5Pf7vfgpXXl+PZgGwYeORoDeliTXaWEoOdZenzhBji9EixmExb+7jScNtqflLC04HgcaLbhg22VKK5ugSXDjKnD++LS8cPRLzdLsyxR7my0YNYX27Ct3o6Dmf1wztGDDSk3nWC9S20C7ZMqGBZ8euGFF3D88cdj+vTpqs+sVqsqGORyuYJBKurznJwcRaDJarUG/xsAcnJyopatF5PJhNzcXKG/iZecnJxO/05GDG6j9IHbKvXhNkptuH3SB26r9IDbKbUJtM/CbaUAgAyzCecff2RatNktpx2Ll9aVw+X14ekfyvGfS0+M/kdpDPUs7TnciiXb/ec33XraMTj/+FGKz8fl5uLeIYk7PP7OM8bj+bVlqGl14K/Lt2D1bb/EkX17JOz7UhnWO0YPhh04/sknn2DlypWYPHkyJk+ejOXLl2P58uWYPHky8vLyUF9fr7i+vr4+uF2O+nzgwIHIy/PvYw5sv5P/d+Bz6m8ZhmEYhmEYhmEo/rdpLwDgouOGY0jv9Jg8Hz+kLy4e799u9/z3pfhhb22Uv+ia/Pcn/3Y7s8mEf5x5XKd/fw9rJp781VQAwL7Gdpz4zCc42JzaZ4YxTDIxLPj03//+F8uXL8dHH32Ejz76CGeddRbOOussfPTRRygoKMDmzZshSf43MkiShE2bNqGgoAAAUFBQgMLCwmBZhw4dwqFDh1BQUIC8vDwMHTpU8XlhYSGGDh2KQYMGYdKkSTh48CCqq6sVn0+aNMmon8YwDMMwDMMwTBdDkiQcavEfyDt99KAoV6cW8y4/GX1y/DtE7vq4sNu9+c7r82HBj7sBAL84ejCG90lOxtHVk0fh3rOPBwDUtztx4/tr4fH6klIXhkl1DAs+DRs2DCNHjgz+r0ePHujRowdGjhyJ8847Dy0tLXjkkUdQXl6ORx55BHa7Heeffz4A4Oqrr8ayZcuwePFilJaW4u6778aZZ56JESNGBD9/8sknsWHDBmzYsAFPPfUUrrvuOgDAiBEjcPrpp+Ouu+5CaWkpFi9ejBUrVuDaa6816qcxDMMwDMMwDNPF8Pgk+DoWx7MtGUmujRiDe+dg1jkTAAAb9tfj+TWlSa5R57J0WyX2dby97vfTOufcXi1MJhP+df5k/L0j82rlrkO4efH6YNIFwzAhDAs+RaJnz5545ZVXUFhYiBkzZqCoqAivvvpqcF/o5MmT8dBDD+HFF1/E1VdfjSOOOAKPPvpo8O//8Ic/4IILLsDtt9+OP//5z7jkkktwww03BD+fO3cuevTogSuvvBLz5s3Dv//9b0ycOLEzfhrDMAzDMAzDMGmI0+MN/rc1zYJPAHDbacdg0tC+AIB7P9mMmtbUeq16IvnPt8UAgJF9e+Cyick/JP7h8yfhFx0Hji/4cTduWrQODrc3yl8xTPfCsAPHw3nssccU/544cSI+/PBD8voZM2ZgxowZmp9lZGRg5syZmDlzpubn/fv3x7x582KvLMMwDMMwDMMw3Qp5cCA7M/2CT1mWDLxx9ak44alP4PB48fTqYjx+8ZRkVyuh1LTaUd1qx/p9/jN/75h+LCwZnZJPEZEsSwaW3HAmfvHylyg80IA3N+7G5gMN+PDGn3fbQ8gZJpzkP6kMwzAMwzAMwzCdjEOR+ZSe06KCof3w6wn+zJ+X1+7C4XZnkmtkPDaXB8u2V+KmheswbM4HOOGpTwAAFrMJ155wVJJrF6JXdia+uOVsXHSc/zD4LVWN+PlLX2Dv4dYk14xhUoP0VFmGYRiGYRiGYZg4cHpCB0On25lPcgIHXre7PPjPd8VJro2x2D0+/PyVVZjx5mq8sbEc8qOULps4EoN65SSvchr0zbXioxvPxEPn+V+sVdHQjjNf/BJV/BY8huHgE8MwDMMwDMMw3Q9Hmp/5FOCE4f1xfv4wAMDz3+9EfZsjyTUyjgU76lFc2xL8d+/sTJx05ADcf85EvP6bU5JYMxqTyYT7zpmIZy6ZCgA40GzD1f/9vtu9kZBhwknYmU8MwzAMwzAMwzCpiuLMpzQOPgHAg78swGclB9HqdOOBL4rw4mUnJbtKcfNjZQMWFPvPdjp11ECsvu1cZJjTJ3fizp/lo7bNgUe/3o41e2vx3ua9uHbK6GRXi2GSRvo8vQzDMAzDMAzDMAYhf9tdOh44LmfqiP7Bt77NW7sLn5UcTHKN4qOoqgGX/fcHeCWgZ5YFb1x1aloFngI88MsCjBvYG4D/jYTNdleSa8QwySP9nmCGYRiGYRiGYZg46QoHjst58bKTMLjjDKS/fPSjIriWTvh8Ev64cB0a7S6YTcBLv56CozsCOOlGZoYZj190AgD/9ru7VxQmuUYMkzzSX2UZhmEYhmEYhmEEcXSRA8cDDOyZjbkX+wMd5fWtuOvj9Ax0LC7ah00HGgAAd0zKw6+PH57kGsXHr44fgasmjwIAzN9Qjk0HDie3QgyTJDj4xDAMwzAMwzBMt0Ox7a4LBJ8A4JoTjsLZ44YAAF78YSce/3p7kmskhsvjxf2fbQEAjO7XA1eO65fcChnEk7+agp5WCyQJ+PuynyBJfPg40/3g4BPDMAzDMAzDMN0O+YHjXWHbHeB/09r/fjsdRw/oBQC499PNWLi5IrmVEmD+hnLsPtwKALj/F+ORmWFKco2MYUjvXPzzrOMBAN/tqcXSbfuTXCOG6Xy6hsoyDMMwDMMwDMMI4OhCB47L6d/Diq/+7xwMOyIXAPCHhWtRWJn6W73anG489OVWAMDkYf0wI82324XzlzPyMbJvDwDAPcs3KYKfDNMd4OATwzAMwzAMwzDdDmcXO/NJzoi+PbDkhjOQbcmA3e3FBa99jW2HGpNdrYg8/NU21LY5AAD/vnAyzOaukfUUICfTgsc6Dh/f29CG578vTXKN0gNJkvD1rkN4bX0Z2pzuZFeHiQMOPjEMwzAMwzAM0+2Qn/mUmdH1pkUnHjkAb1x1KkwmoL7diRlvrkajzZnsamlSUtOMZ74tBgBceNwwnHvM0CTXKDFcUTASp40aCAB4ZOU21HUE2xiamZ9sxrmvrMT/LV6P81/9mgNQaUzXU1mGYRiGYRiGYZgoBLY9ZVsyYDJ1rSybAL+ZPArzLj8ZALDncBtOefYz7KxtTnKtlPh8Eu5YugEenwSrxYz/XHpisquUMEwmE566ZCoAoNXpxss/7ExyjeLnm/0tuGHhBtyyeB2+KTuE2lY7DrXYDCl7X0NbMCgJAGsr6vDrN1YrAsdM+sDBJ4ZhGIZhGIZhuh2BCWxXOu9Jiz+efDT+dNoxAICy+lac8NQn+POHG+FKkQn8Q19uxaryGgDAPWcdj9H9eyW5RonlxCMH4JyONxK+vHZXWgdSnl2zC/9ccwBLth/A6+vLcc68lRjy4AcYPmcJ/vHxT3GXP2/tLnh8/jcDTh3RHwDwTXk1Hvi8KO6ymc6Hg08MwzAMwzAMw3Q7AgeOd5U33UXiuV+fiBdmTIPZZILD48ULa3biqv9+n/RteE98swP/+sp/yPi0I/tj5i+OT2p9Oou/nJEPAKhtc+D9NHobYYAmuwszV2zCrC+2AfA/Q31zshTXvLBmJw40tcf1PavKqwEAvzx2KH644zz84ujBAIAnV+9ASU1qZfAx0en6SsswDMMwDMMwDBNGIPjU1Q4b18JkMuHW047Bmjt+iVNG+s8cWra9EhOfWI7/fFuMVkfnn6Pz5Kod+OcnmwAAR/XriUXXnYGsbtAWAHDuuKE4dlBvAMCz35VAkqQk10g/pTXNOO7xZZi7agcAoIfFjMI7z8W++2fgzatPDQYQ3V4fnovjUPV2pxubDjYAAH42ehAsGWbM/82pyMowQ5LAB7anIRx8YhiGYRiGYRim21Bnc+MfK7bgq52HAHSP4FOAk0YOxJf/dzZ+N3U0AKCqxY6/f1yISU8txxelVfD5OicI8uSqHbhnRSjw9PWt52BE3x6d8t2pgNlswp0/82c/FVU14qPtlUmukX7+/vFPqGn1H5Q+ul8P/Pv04RjZtwd6WDNx3dQxePiCyfj1hCMBAK+uK0Oz3RXT96zfVw9vhz+edtQgAP63OP5m8igAwNs/7UZtqz3OX8N0Jhx8YhiGYRiGYRim2/Ds5hq8smE3iju27Vi7UfAJAHKzLHjr6tPw0Y1nYvKwfgCAioZ2XPDa1zjq4aV4/vuShL6FTR54GtWvB76+9RyM7NczYd+Xqtxw4hiM6JMLAHjg8y3w+nxJrlF0Nu6vx+elVQCAv/wsH0V/PQ+nDFW33V0/Pw6A/1D1J1fviOm7fthbCwDIyjDjxBEDgva/dmxZtLu9wewrJj3g4BPDMAzDMAzDMN2GL/e1KP6dndk9p0QXjx+Bn/52Id797enB83oONNvwl49+wrA5H2DaM5/g/xavx6vrdmFHdVPc3ydJEu77dLMi8PTNred2y8AT4A96zjpnIgBgR3UzFm7Zl+QaReeRr/xnPPWyZmLWORPI604aORBndxyqPvebHVjbEUgSYU3H35w4or/ipQAFQ/thxkR/ZtULa3ai2ADfZDoHQ5W2pqYGd955J6ZNm4bp06fj0UcfhdPpP8SusrISN9xwAyZNmoQLLrgAa9asUfzt2rVrcdFFF6GgoADXXXcdKiuVqYdvvfUWpk+fjsmTJ+Pee++F3R5KsXM6nbj33nsxdepUnH766XjjjTeM/FkMwzAMwzAMw3RRutO2Oy2umnwUyu/7Nd659nRMGe7PhPL6JBQeaMBr68tw6wcbMPGJ5Zj69Cd4cU0pGgQOKXd7fdhysAFPrtqBU5/7DI99vR0AMLp/z24deApw/YljMHaA/+1+M1dsSsrZW3opqmrAiuIDAIDbTj8GfXOtEa9/6bKTkJOZAY9Pwi9fXYl7P9mEw+36fMft9WH9vnoAwOmjB6k+//cFk2G1mOH2+nDzovVpkTXGABajCpIkCXfeeSd69+6Nd999F83Nzbj33nthNptx991347bbbsO4ceOwZMkSrFy5Erfffjs+/fRTDB06FFVVVbjttttwxx13YPr06XjxxRfxpz/9CR9//DFMJhO++OILvPDCC3jiiSfQv39/zJw5E0888QRmz54NAJg7dy62b9+OBQsWoKqqCvfccw+GDh2K8847z6ifxzAMwzAMwzBMmtOocf5MdznkOhJ9crJw9QlH4eoTjkJxdROWba/Ej5WHsenAYVQ22QAAmw82YPOHDfjHx4WYNKwvrJYMjB/cB5kZ/nyGw+1OFFU1YHCvHJhMJjTanNh2qAkurzIwcMLwfljxx7OQ1yun039nqpGZYcbci6dgxpurcaDZhvs+3YznZkxLdrU0eXSlP3CYk5mBv3ScVxWJMQN64f3rfobL3lwNm8uLx7/ZgcVF+7DuzvMxoGd2xL/dcrAB7S4PgNB5T3KOHtgbD5xbgHs/3Yx1++rw4pqdwTO0mNTFsODTnj17sGXLFvzwww8YMMC/J/POO+/E448/jp/97GeorKzE+++/j9zcXIwZMwbr1q3DkiVLcMcdd2Dx4sU4/vjjceONNwIAHn30UZx22mnYuHEjTjrpJLz99tu4/vrr8fOf/xwAMGfOHPzhD3/AXXfdBUmSsHjxYrz22msYP348xo8fj7KyMrz77rscfGIYhmEYhmEYJsjOulaVrbtnPoVz3OA+OG5wn+C/a1rtWFK0H2/9WI7CAw1weX3YuP8wAOD7PertVDuqm1U2kwmYOrw/Lh4/HH/+WT56WjMTVv9045LjR2DGxCOxdOt+vPjDTqwoPoBVf0qtrLDy+hZ8sNW/LfDmU47GwCjBowAXHTccG/5yAR78ogjLdxzAnsNtuOad7/HpTb+AJYPehLV8hz/DKsNs0gw+AcDfzjwOi4v2YfPBBtz76Wb88tihOGbQEYK/jOlMDAs+DRw4EK+//now8BSgra0NRUVFOO6445Cbmxu0T5kyBVu2bAEAFBUVYerUqcHPcnJyMH78eGzZsgVTp07Ftm3bcPvttwc/nzRpEtxuN0pLSyFJEjweDyZPnqwoe968efD5fDCbu+ceboZhGIZhGIZhlJTWtqhsLY7Y3sbVXcjrlYM/nX4M/nT6Mdha1Yg3N5ajsPIwJACHWuwwmfzXZZhMGNWvJ7w+CSaTP6vn1FEDMWFIX5wyaqDugEV35Llfn4hvyqrRZHdhX2M7bl+6ER/+/syIAZrO5D/flkCSAIvZhL+dcZzQ304a1g8f3fhz/OWjH/H896X4uqwa96zYhKcumap5vSRJWFzkD3T94ugh6NNxHlk4mRlmvHHVqTjpP5/C7vbi+v/9gO/vOC+YicekHoYFn3r37o3p06cH/+3z+fDOO+/g5JNPRl1dHQYNUkYs+/fvj+rqagCI+HlLSwucTqfic4vFgj59+qC6uhpmsxl9+/ZFVlbIKQcMGACn04mmpib069dPV/0lSYLNZhP+3bEQOK9Kfm4Vk1pwG6UP3FapD7dRasPtkz5wW6UH3E6pzabKepXtx8rDnTYPSHfG9rHikXPHx/CXPuF73J2epSMswKe/n47fvLsOlc02fFpyEJOeXI7Hzp+Is8bmJbVu9e1OvPXjbgDA5RNGoF+WKdiWIm005xf52FRZjx8q6vGf70qwq7YJN0w9CucePRgZZlPwuh8rG7Crzh8k/lX+4Ih+M7aPFbN+cRxmf7kdP1YexvXvfIeXfj0VWRYOQAGp9+wYFnwK54knnkBxcTE++OADvPXWW4rgEABkZWXB5fKvMtjtdvJzh8MR/LfW55IkaX4GIFi+HtxuN0pKSnRfbwQVFRWd+n2MONxG6QO3VerDbZTacPukD9xW6QG3U2qycZ9/m9hpQ3vih6o2AEA/q7nT5wGMfrrLs2QB8Pa5I3DHN/ux/bAdJbUtuGTBGpw1ohf+MXUIBuQkbOoekfnb6mB3ewEAFw21aD4retto9gn98If6Zhxoc+PT0kP4tPQQju2bjRd+MRK9s/zbX+d853/xWA+LGfmW9qjP5jn9JKwY3AMbq9uxcGslSqrq8ezPj0SPTN5Om2okxIOfeOIJLFiwAM888wzGjRsHq9WKpqYmxTUulwvZ2f7US6vVqgoUuVwu9O7dG1arNfjv8M9zcnLg9Xo1PwMQLF8PmZmZGDt2rO7r48Fut6OiogKjRo1CTg4ftJeKcBulD9xWqQ+3UWrD7ZM+cFulB9xOqYvL40P5wlIAwOljh+C8CVbMW7cbr1w2Ffkab9Rikkt3fZbWHD8e/91UgYdW7kBduxPfVLZiU50D7117Ck4fNbBT69LscGPRh+UAgDNHD8Qlp05WfB5LG31x1Ghc9vYPKO04f6200YG5W5ux+NpTsW7/YXx7oBgAcNPJYzGt4HhdZX589Dhc+946fF1ei631dswpbMAHvzsN1m5+nlugfVIFw4NP//rXv/Dee+/hiSeewC9/+UsAQF5eHsrLyxXX1dfXB7fS5eXlob6+XvV5fn4++vTpA6vVivr6eowZMwYA4PF40NTUhIEDB0KSJDQ2NsLj8cBi8f+curo6ZGdno3fv3rrrbTKZFGdSdQY5OTmd/p2MGNxG6QO3VerDbZTacPukD9xW6QG3U+qx80ADnB1vXps2chAunTQa9547OcpfMcmmOz5Lf/rZeFx74tGY9dkWvPTDTjQ53Dh//ne45ZRxmHvxCZ1yYLskSfjrJ0XBN0Q+cN5ksh1E2ujY3Fxs/sfFqGl1YPbnW/D2T3vw5a5qPLLaf9g6APTLzcI/zylAbq6+ZJLcXOCzW87BTYvWY8GPu7F6Tx1u/Wgz3v3t6cjgM6BTBkNb4oUXXsD777+Pp59+GhdeeGHQXlBQgB07dgS30AFAYWEhCgoKgp8XFhYGP7Pb7SguLkZBQQHMZjMmTJig+HzLli2wWCw49thjkZ+fD4vFEjy8PFD2hAkT+LBxhmEYhmEYhmEAAD8dOBz878lD+ySvIgyjgyNysvD8jGn48PdnBg91f2XdLlzzzvfwdARRE0VlYzsunr8Kr6/3J5Ccnz8MPxtj3NlTWZYMjOjbA/OuOBknj/S/sGzuqh0orvG/KfGxi04QPqA+w2zGq1ecjIuOGw4AWFy0D9f/7wccbncaVm8mPgyLzuzevRsvvfQSbrrpJkyZMgV1dXXB/02bNg1DhgzBzJkzUVZWhldffRVbt27F5ZdfDgC47LLLsGnTJrz66qsoKyvDzJkzMXz4cJx00kkAgGuuuQbz58/HypUrsXXrVjz44IO48sorkZOTg5ycHFx66aV48MEHsXXrVqxcuRJvvPEGrrvuOqN+GsMwDMMwDMMwaU5hpT/4NDg3k9+8xqQNvzp+BD6/+Wwcl3cEAOCT4oO4felG+HxSQr5vzZ5aFDy5HJ+VHAQAnDC8H96+5rSEfJfVkoFF15+BvF6h5/G0UQPx+xNjOw7HkmHGe7+bjtOP8u+wem9zBQbNXoQTn/kE2w41GlJnJnYMCz59/fXX8Hq9ePnll3H66acr/peRkYGXXnoJdXV1mDFjBj7++GO8+OKLGDp0KABg+PDheP7557FkyRJcfvnlaGpqwosvvghTR4j3wgsvxC233ILZs2fjxhtvxMSJE3HXXXcFv3vmzJkYP348rr/+esyZMwd33HEHzj33XKN+GsMwDMMwDMMwaU5hR+ZTfn8OPDHpxdnjhqDwbxfizI7so9fWl+H376+F24AMKK/Ph22HGlFc3YSFmytw/msr0exww2wy4e9nHodvb/sl+uVa4/4eimFH5GLFH8/CpRNG4K9n5OPDG38Os+ztd6LkZlmC5QXYdKAB05//Al/trDKiykyMmCRJSkzINI3Ytm0bAGDChAmd8n02mw0lJSXIz8/vdvuX0wVuo/SB2yr14TZKbbh90gduq/SA2yk1cbi96HPf+3B7ffhTwSA8fvl0bp8Uh58lNU12Fy549Wts2O8/L/nMMXm475wJOO2oQboP15YkCbsPt2J1eQ2+21ODz0uqcNim3JpmtZjxwQ1n4oL8YRHLSvU2KqpqwMLNFXhqdTE8PglHZGeicvZl6NEJZ2alAoH2ycrK6rRYRySS875GhmEYhmEYhmGYTmJnXXMwS+SYvpz5xKQnfXKy8OX/nY3L3voWK3cdwurdNVi9uwYA0NNqQd+cLPTp+N+gntn4+djBOGNMHiQA35bXYNXuamw6cBgVDe3kd/TPteK9303HL8YN6aRflTgKhvZDwdB+mDy8P656+zs0O9xYv6++S/y2dISDTwzDMAzDMAzDdGkqm2zB/x7as3tkPTBdk57WTKz441mY/dkWPPd9KRweLwCgzelBm9Oj8PUlW/dHLGtk3x446+jBuPC44cjNtECChDPG5CEns2uFCS4+bjisFjOcHh++31PLwack0bW8imEYhmEYhmEYJozKplCmR14uB5+Y9CYzw4xHLzoBD/yyAN/vqcHO2hY0OVxotLnQZHehyeHCztoWlHS8PS7AcXlHYOqI/vjZmDycNXYwRvbrmaRf0LlkZ2Zg2pED8P2eWqzZW5Ps6nRbOPjEMAzDMAzDMEyX5mBHNkjfnCxkWwx75xLDJJXszAycc8xQnHPMUM3P9zW0obimGRKA4wf3wZF9e3RuBVOI6aMH4fs9tVhXUQ+Xx4ssnWdkMcbBwSeGYRiGYRiGYbo0ga1Iw4/ISXJNGKbzGNmvZ7fJborG6UflAdgOh8eLwgMNOGXUwGRXqdvBYX+GYRiGYRiGYbosXp8PRVUNAIChvTn4xDDdkVNHDYTZZAIAfL+Ht94lAw4+MQzDMAzDMAzTZbn8rW+x7VATAM58YpjuSq/sTEwe1hcA8N2e2iTXpnvCwSeGYRiGYRiGYbokew634uMdB4L/HtQzO4m1YRgmmfxsTB4A4Ie9tfB4fUmuTfeDg08MwzAMwzAMw3RJFm/Zp/j3SUf2T1JNGIZJNmd0BJ9aHG5sqWpMcm26Hxx8YhiGYRiGYRimS7JoSwUAYHCvHKz441k4a8yg5FaIYZikMX10HjqOfcK35dXJrUw3hINPDMMwDMMwDMN0OXbVtQSzG2b+4nicnz8MpsDMk2GYbkefnCxMHtYPALB6Nx863tlw8IlhGIZhGIZhmC5HIOvJZAIuKzgyuZVhGCYlCGy9W8PnPnU6HHxiGIZhGIZhGKZL4fJ48eq6MgDAmWPyMKR3bpJrxDBMKsDnPiUPDj4xDMMwDMMwDNOleG9zBQ422wAAd07PT3JtGIZJFeTnPq0q43OfOhMOPjEMwzAMwzAM02WQJAlPry4GABw7qDcuOm54kmvEMEyq0CcnC9NGDAAALN9RmeTadC84+MQwDMMwDMMwTJdh2fZKbK9uAgD89YzjYDbzIeMMw4T49QT/GXBr99XhUIstybXpPnDwiWEYhmEYhmGYLkGLw4V/fFwIABh2RC5+O2V0kmvEMEyq8euJIwAAkgR8WnIwybXpPnDwiWEYhmEYhmGYtMfm8uBX81dhb0MbAODJX01BdmZGkmvFMEyqMXZAb4zq1wMA8MPeuiTXpvvAwSeGYRiGYRiGYdIap8eLy976Ft/vqQUA3DhtLK4oGJnkWjEMk6qcMnIgAGDt3tok16T7wMEnhmEYhmEYhmHSlqpmGy5+/Rt8ubMKAHDlpJGYd8VJMJn4rCeGYbQ57ahBAICy+lbUttqTXJvuQZcKPjmdTtx7772YOnUqTj/9dLzxxhvJrhLDMAzDMAzDMAmg1eHGM98Wo+DJ5fi645XpFx43DG9fczoyzF1qmsMwjMGcetTA4H+v21efxJp0HyzJroCRzJ07F9u3b8eCBQtQVVWFe+65B0OHDsV5552X7KoxDMMwDMMwDBMjPp+Eg802bKysx4Z9/v/9VHkYDo8XAGAyAX874zj86/xJyMzgwBPDMJE5fnAf9LJmotXpxtq9tbjk+BHJrlKXp8sEn2w2GxYvXozXXnsN48ePx/jx41FWVoZ333232wSfJEmCT5KiXKOjHB3fE28Z+utiwO+Job42pwc2tw9tTg98GW5d3xWtrnrK0KqLdjlR7ouuMuL/Hj3flWh/sdsdqLd7UNPqQLYntjLE6xJ/Wxv2PZ1Qhr8cHdcQJdntDlS2upB5uBU57ZEbqavdfz3ldJZeUuU4HA7sbXTAfagJVqsjahk+SUKT3YXDNicOtztR3+7EYZsT9W0ONDvcaHW60epwo8XphscnIceSgZzMDORkWpCblYHswH93/H9OZobfbvH/O9vivyY702/LzDDBYjbDYjbBkuH//8wMc8hm7vi847oMkwnRdtqkin+IlmG323GwzYXshjbk2L2ycqKV0Tn9kxHPpmHfE/1rEvZsOhwO7Gl0wFvdjOxsp0FjGR3XGPE90S8xzPedHh/sbi8cHi/sbg/sbi9aHW402V1o7PhfU8f/DrXYUdnUDqfHp1neKSMH4pELJ+OMMXk6fgHDMAyQYTbjpJEDsHLXIaytqIPPp61cZjNv3zWKLhN8Ki0thcfjweTJk4O2KVOmYN68efD5fDBHSb2VJAk2my3R1QTgHzzK/98IfqxswJXvrkV9u9OwMhkAKE12BRjd7Ep2BZiolCe7AkxE9iS7Aoxu+FlKD/iZShS9rRZMGd4PJw7vh7OPzsPJR/aHyWTSNZZPxDicSQzcVqlPurfRtGF9gsGnzLve0bzmsuOH463fnNTJNTOGVGuXLhN8qqurQ9++fZGVlRW0DRgwAE6nE01NTejXr1/Ev3e73SgpKUl0NRVUVFQYVtZX5Y0ceGIYhmE6nVyLGUdYM3CENQO9szKQazGjR6YZPTIzkGECnF4JTq8PDq8/08HpleDw+kL2Dpur499ePakXDMN0WXpkmtE7KwM9A/+flYF+2RkY3CMTQ3KzMK5fNkb1zoI5kOJoq0Npqfir0o0chzOJhdsq9UnXNhqbGT0483XZIWzfUYwMzoCKmy4TfLLb7YrAE4Dgv10uV9S/z8zMxNixYxNSt3DsdjsqKiowatQo5OTkGFLmmKN9OO6oKtTqCEDpeWyibVkw6SjFqBeMRHtTiRG/x19O6CK324X6+noMGDAAmZkhv4p+X/TURce901VOtDKMaSMjflMi2iiAy+VCbV0tBg0chKysrE5rIz2klb8k8HtcThdqamqQl5eHLGtWVN/sLL/UU06sfhlbOdHKMKaNwi9yOV04VH0IQwYP0dU+AHBEdib652ahX24WrJYMPd+qG4/XB7vH6w9Kebzw+CR4fD54vFLov32h//bK/jtwjR5Syc/85US/xu1yoaa2FnmDBiHLak3od6VSH6K/HB3XdMLvcjpdqK6pxpDBg2El2klPOSIXpWN7WS3mju22GcHttj0yM2BJ8HlNiRiHM4mB2yr1Sfc2ygcwYOhw7Kpr1fzcZDLhzNGDMG5gr86tmEEE2idV6DLBJ6vVqgoyBf6dnZ0d9e9NJhNyc3MTUjeKnJwcw74zF8A108YZUhbjP0OspMSL/Pxxne4XjBj+tnIiP380t1WKYrPZUGKxIT9/JLdRCmKz2VDia0H+McNSpn16J7sCKYpf7+zIzx+VMm3FqLHZbChBK/KPHc7tlMIYOQ5nEgu3VeqTzm104YSjcGGyK9FN6DKvgsjLy0NjYyM8ntBhtnV1dcjOzkbv3jyMZRiGYRiGYRiGYRiGSQZdJviUn58Pi8WCLVu2BG2FhYWYMGFC1MPGGYZhGIZhGIZhGIZhmMTQZaIyOTk5uPTSS/Hggw9i69atWLlyJd544w1cd911ya4awzAMwzAMwzAMwzBMt8UkSVKXea+M3W7Hgw8+iC+//BI9e/bEH/7wB9xwww1R/27Tpk2QJEl1YHmikCQJbrcbmZmZhh1szBgLt1H6wG2V+nAbpTbcPukDt1V6wO2U2nD7pA/cVqkPt1FqE2gfk8mEE044IdnV6VrBp1jZvHkzJElCZmZmsqvCMAzDMAzDMAzDMAwTN4Hg0+TJk5NdFQ4+MQzDMAzDMAzDMAzDMImjy5z5xDAMwzAMwzAMwzAMw6QeHHxiGIZhGIZhGIZhGIZhEgYHnxiGYRiGYRiGYRiGYZiEwcEnhmEYhmEYhmEYhmEYJmFw8IlhGIZhGIZhGIZhGIZJGBx8YhiGYRiGYRiGYRiGYRIGB58YhmEYhmEYhmEYhmGYhMHBJ4ZhGIZhGIZhGIZhGCZhcPCJoKamBnfeeSemTZuG6dOn49FHH4XT6QQAVFZW4oYbbsCkSZNwwQUXYM2aNYq/XbJkCc477zxMnjwZV1xxBQoLCxWfv/XWW5g+fTomT56Me++9F3a7PWJdiouLccUVV6CgoACXXXYZtm/frnndyy+/jH/+859x/Or0Ip3aaOrUqTjmmGMU/2tvbzfgLqQ+6dJOkiRh/vz5OOusszB16lTMnDmz27QRkNh2CjBr1iw8//zzUevCmqcmndqnO+sdkD5txZqXmHZyuVx4/PHH8bOf/QwnnngibrvtNlRXV0esC2uemnRqn+6seenSTqx3iWknm82GWbNm4aSTTsKJJ56I+++/P+p9Zb1Tk07tE7feSYwKn88nXXnlldIf//hHadeuXdKPP/4onXPOOdJjjz0m+Xw+6eKLL5b+/ve/S+Xl5dK8efOkgoIC6eDBg5IkSdK3334rTZw4UVq2bJlUUVEhPfPMM9IJJ5wgVVdXS5IkSZ9//rk0ZcoU6ZtvvpGKioqkCy64QJozZw5Zl/b2dum0006THnvsMam8vFz617/+JZ166qlSe3u74rrly5dL+fn50j333JO4G5NCpFMbVVdXS+PGjZP2798v1dbWBv/n8/kSf6OSTDq103vvvSdNmjRJWr58ubRr1y7p97//vXTLLbck/ialAIlspwCvvvqqNG7cOOm5556LWBfWPDXp1D7dWe8kKb3aijUvMe30xBNPSGeffba0YcMGqaysTLr55pulyy67jHwGWPPUpFP7dGfNS6d2Yr1LTDvdd9990iWXXCJt27ZN2r59u/SrX/1KmjVrFlkX1js16dQ+RugdB580KC8vl8aNGyfV1dUFbcuXL5dOP/10ae3atdKkSZMUD8n1118fHAT+5S9/kWbPnq0o79xzz5UWLlwoSZIkXXPNNYoB448//ihNnDhRstlsmnVZvHixdNZZZwUb1efzSeecc460ZMkSSZIkye12S7Nnz5YmTJggnXvuud3iIZWk9GqjH374QTrttNMM+NXpRzq104UXXig9++yzwetramqkY445Rtq9e3c8tyAtSGQ7tba2SnfccYd04oknSmeccUbUCTNrnpp0ap/urHeSlF5txZqXmHY69dRTpU8++ST4WU1NjTRu3Dhp7969mnVhzVOTTu3TnTUvndqJ9S4x7fTggw9KP/30U/CzBQsWSOeffz5ZF9Y7NenUPkboHW+702DgwIF4/fXXMWDAAIW9ra0NRUVFOO6445Cbmxu0T5kyBVu2bAEA/PGPf8Tvf/97VZmtra3wer3Ytm0bpk6dGrRPmjQJbrcbpaWlmnUpKirClClTYDKZAAAmkwknnHBC8PtsNht27tyJRYsWYfLkyfH87LQindqovLwcRx11VDw/N21Jp3aqrKxEQUFB8PpBgwahX79+wc+7MolqJwA4cOAAnE4nli5dihEjRkStC2uemnRqn+6sd0B6tRVrnvHt5PP58MQTT+DUU0/V/FwL1jw16dQ+3Vnz0qmdWO8S0y898MADmDJlCgB/H7VixQpMmzaNrAvrnZp0ah8j9M4S1193UXr37o3p06cH/+3z+fDOO+/g5JNPRl1dHQYNGqS4vn///sF9yOPHj1d89t1336GiogInn3wyWlpa4HQ6FX9vsVjQp08fch9zXV0dxo4dq/q+srKyYF3ff//92H9smpJObbR7927Y7Xb87ne/w969e5Gfn4977723WwxW0qmd+vfvj5qamuBnNpsNzc3NaGxsjOGXpxeJaicAOPbYY/HKK6/orgtrnpp0ap/urHdAerUVa57x7WQ2m1UT5rfffht9+/bFMccco1kX1jw16dQ+3Vnz0qmdWO8S0y8FuOeee/DRRx9h2LBhuO2228i6sN6pSaf2MULvOPNJB0888QSKi4vx17/+FXa7HVlZWYrPs7Ky4HK5VH+3f/9+zJw5ExdffDHGjx8Ph8MRvF7P3wMQ+r7uTCq30Z49e9Dc3Ixbb70VL730ErKzs3HDDTegra0t5t+brqRyO11wwQV45ZVXsHv3bjidTjz22GMAALfbHduPTWOMaqdYYM2LTiq3D+udklRuK9a8EIlqp5UrV+KNN97A3//+d1WZAVjzopPK7cOaFyKV24n1LkQi2ummm27CwoULMWzYMNx0003w+Xya3816F51Ubh8j9I4zn6LwxBNPYMGCBXjmmWcwbtw4WK1WNDU1Ka5xuVzIzs5W2Pbu3Yvf//73GDFiBB5++GEAgNVqDV4f/vc5OTmYN2+eYlXztddeg9Vq1bw+/Pu6M6neRvPnz4fb7UaPHj0AAE8++STOOOMMrFq1ChdffHH8NyBNSPV2+tOf/oTKykpceOGFsFgsuOqqq3DssceiZ8+ehvz+dMHIdooGa544qd4+rHchUr2tWPP8JKqdVq5cib/85S/47W9/iyuuuAIAa14spHr7sOb5SfV2Yr3zk6h2CmTLPPPMM5g+fTp+/PFHbN68mfVOkFRvHyP0joNPEfjXv/6F9957D0888QR++ctfAgDy8vJQXl6uuK6+vl6REldWVoYbbrgBI0aMwOuvvx5ssD59+sBqtaK+vh5jxowBAHg8HjQ1NWHgwIGYNm0azj///GA5eXl5yMvLQ319fcTv686kQxtlZWUposhWqxXDhw9XpP92ddKhnXJzc/Hss8+itbUVJpMJPXv2xCmnnIJhw4YZf0NSFKPbKRpXXXUVa54A6dA+rHd+0qGtWPMS106ffPIJ7r77blx11VW49957g3bWPDHSoX1Y89KjnVjvjG8nl8uFVatW4bTTTgsG8QYMGIA+ffqgsbGR9U6QdGgfI/SOt90RvPDCC3j//ffx9NNP48ILLwzaCwoKsGPHjuC2HwAoLCwMHmJXW1uLG2+8ESNHjsT8+fMVEXWz2YwJEyagsLAwaNuyZQssFguOPfZY9OnTByNHjgz+Lzs7GwUFBdi8eTMkSQIASJKETZs2KQ7N666kQxtJkoSzzz4bS5cuDZZns9mwb98+jB49OmH3JpVIh3YCgLlz5+LDDz9Er1690LNnT2zduhWtra3d5sDDRLRTNFjz9JMO7cN65ycd2gpgzUtUO61btw533303rr32Wtx///2Kz1jz9JMO7cOalx7tBLDeJWos/s9//hOrV68O2qqqqtDY2IgxY8aw3gmQDu1jlN5x8EmD3bt346WXXsJNN92EKVOmoK6uLvi/adOmYciQIZg5cybKysrw6quvYuvWrbj88ssBAI8//jh8Ph8eeeQR2Gy24N+1t7cDAK655hrMnz8fK1euxNatW/Hggw/iyiuvRE5OjmZdzjvvPLS0tOCRRx5BeXk5HnnkEdjtdkWksjuSLm1kMplw5pln4vnnn8eGDRtQVlaGu+++G4MHD8YZZ5zRafcrWaRLOwH+N5+88MIL2Lp1K7Zv34677roLV199Nfr06dMp9yqZJLKdRGHNU5Mu7dPd9Q5In7YCWPMS0U4ejwf33nsvTjzxRNx0002KcqkzTVjz1KRL+3R3zUuXdgJY7xLRThaLBb/5zW/w9NNP46effsL27dvx17/+Fb/4xS9w9NFHa9aF9U5NurSPYXonMSpeeeUVady4cZr/kyRJqqiokK699lrp+OOPly688ELphx9+kCRJknw+nzRx4kTNv3vuuecU5Z9yyinSlClTpJkzZ0oOhyNifYqKiqRLL71UmjBhgnT55ZdLO3bs0Lzunnvuke655x6D7kJqk05t5HA4pEcffVQ67bTTpIKCAumWW26RqqqqEnBXUo90aiePxyM9/PDD0rRp06STTz5ZevTRRyW3252Au5J6JLqdAvz2t7/VtIfDmqckndqnO+udJKVXW7HmGd9OmzdvJstdv349WR/WPCXp1D7dWfPSqZ1Y7xLTLzmdTumxxx6TTjvtNGny5MnSPffcI7W2tkasD+udknRqHyP0ziRJHXlVDMMwDMMwDMMwDMMwDGMwvO2OYRiGYRiGYRiGYRiGSRgcfGIYhmEYhmEYhmEYhmESBgefGIZhGIZhGIZhGIZhmITBwSeGYRiGYRiGYRiGYRgmYXDwiWEYhmEYhmEYhmEYhkkYHHxiGIZhGIZhGIZhGIZhEgYHnxiGYRiGYRiGYRiGYZiEwcEnhmEYhmEYhmEYhmEYJmFw8IlhGIZhGIZhGIZhGIZJGBx8YhiGYRiGYRiGYRiGYRIGB58YhmEYhmEYhmEYhmGYhMHBJ4ZhGIZhGIZhGIZhGCZhcPCJYRiGYRiGYRiGYRiGSRgcfGIYhmEYhmEYhmEYhmESBgefGIZhGIZhGIZhGIZhmITBwSeGYRiGYRiGYRiGYRgmYXDwiWEYhmEYhmEYhmEYhkkYHHxiGIZhGIZhGIZhGIZhEgYHnxiGYRiGYRiGYRiGYZiEYUl2BVKBzZs3Q5IkZGZmJrsqDMMwDMMwDMMwDMMwceN2u2EymTB58uRkV4UznwBAkiRIkpS073a5XEn7fiYy3D7pAbdT6sNtlNpw+6QH3E6pD7dRasPtkx5wO6U+3Eapjbx9khnrCIczn4BgxtOECRM6/bttNhtKSkowduxY5Obmdvr3M5Hh9kkPuJ1SH26j1IbbJz3gdkp9uI1SG26f9IDbKfXhNkpt5O2ze/fuZFcnCGc+MQzDMAzDMAzDMAzDMAmDg08MwzAMwzAMwzAMwzBMwuDgUxen3emG1+dT2W0uDzxetd3u9sCtYXe4vXB5vCq70+OFw622u70+2N0eld3j9cHmUtu9Ph/anW5Ne5uG3eeTNO2SJKHVIWZvcbh02wGklV1rf6+ovdXh1rS3Od3w+bTtWj4Xiy9SPufUsLu9krAvUj6nZad8zudjn9NjN8LnWh20z2nZ013/kuVzXcUXjfI5o/RPy+dsLnGfc2lc7/J4NX3OTfhcJP3jPtd4uxE+l0z90+pzXV1U/4DU9CFRezroX+Q+V22nxn+sf6lhT6TPRdK/ZMw5mNjh4FMXZnd9K4Y8+AFOefYzxYN8oKkdw+Z8gBOeXqF4MGtb7RgxZwmOn/uxojNotDkx6uElOOaxZQpxb3O6MfaRDzHmkQ8VIutwe3HsYx9h1L+WosHmDNrdXh8mPrEcIx5aguoWe9Du9fkw9elPMWzOEuxvbA/aJUnC9Oe/wNAHP8CuuhaF/ex5X2HwA4uxtapR8Zsvev0b5D2wCBv31yvsV779HQbNXoTvdtco7De8txYD71+EL3dWKey3frABA+5fhBUlSvvflv2I/rMW4f3NexX2WZ9uRr9ZC/HWRuWe2ke+2op+sxbi5bU7FfanVxej730L8cy3xQr7y2t3ot+shXjkq60K+5sby9Fv1kLM+nSzwv7+5r3oP2sR/r7sJ4V92fZKDLh/Ef60ZIPC/kVpFQbevwg3vLdWYf92dw0GzV6M37z9ncK+cX898h5YhIvnr1LYt1Y1Im/2Ypwz7yuFfWdtM4Y8uBjTn/9C4XP7GtowbM4SnPjMp4rOo7rFjhEPLcHEJ5YrOoPD7U6MfGgpjnv8Y4XotzhcGP3whzj63x8pBg52txeXLS/HcU99hiZ7qGN0ebw4fu7HGDFnCeraHEG71+fDCU+vwPCHluBAU8jnfD4Jpzz7GYY8+AF217cG7ZIk4cwXv8DgBxZjR3WT4jef/9rXGPzAYmw6cFhhn/HmagyavQg/7K1V2K99Zw0GzV6Mr3cdUthvWrQOA+5fhE+KDyjsdy7diP6zFuGDon0K+z3LC9Fv1kK8U7hHYZ/zRRH6zVqI19aXKexzv9mOfrMW4vnvSxT2F74vRb9ZCzH3m+0K+2vry9Bv1kI8+HmRwv5O4R70m7UQ9ywvVNiXbN2H/rMW4Y6lGxX2T4oP+H3xI+X135QdwqDZi3HtO2sU9rV7azFo9iL8+s3VCvumA4cx+IHFOO/VlQp7cXUTBj+wGGe+qPS5PYdbMXTOBzj52c8UPnew2YZhcz7A5KeU+lfX5sCRDy3B+Mc/VgxAmu0uHPXwUox79CPFILbd6ca4f3+E0Y8sVQzGnB4v8h9bhpEPLcXh9pD+ebw+FDy5HMPnfIBDLbag3eeTMO2ZTzF0zgeoaGgL2iVJwvQXPseQBxdjZ22zwn7uK379K6pqUNyLX81fhbwHFmHDvjqF/Tdvf4dBsxfj2zD9+/37fv37vPSgwn7bko0YcP8ifLRtv8L+92U/of+sRXhvk1L/7v/Mr39vbixX2B9duQ39Zi3ES2uU+vfMt379e2rVDoU9oH8Ph+nfgh93o9+shbgvTP8WbalA/1mL8NePflTYP+7Qv//7YL3C/uVOv/5d/94PCvv3e2owaPYiXLFAqX8/dujfha9/o7BvO9SIwQ8sxtnzvlL4XFldC4Y++AFOf/5zhX1/YzuGzVmCqc98ovC5mtaQ/sn73AabEyP/tQTHPrZMMblvdbhx/NOf49cfl6PNGfJFu9uDYx9bhqMeXorGsD53wtyPceRDS1DbGtbnPvMJhs1ZgsqwPvfU5z7H0Ac/QHm9ss896+UvMfiBxdh+SNnnXvCav8/9qVKpf5e99S0GzV6ENXuU+ve7d9dg4P2LsDJM/25ZvB4D7l+E5TsqFfY/f+jXv8Vh+jdzxSb0m7UQb/+k7HP/9aW/z31l3S6F/YlvdqDvfQvx7HdK/XtxjV//Hvt6m8I+f4Nf/x74fIvC/r9Ne9Fv1kLc9bFSz5Zu3Y/+sxbh9rA+97OSgxh4/yL8YeE6hX11eTUGzl6Eq//7vcK+rqIOg2YvwiVvKPvcLQcbNPWvtMbf5/7sBaX+7e3Qv5P+o9S/qmYbhs/5AJOeWqHoc+vbHB197jJFn9tsd2H0I0sx7t9K/bO5PDia0L/jHl+GIx9agnpZn+vx+jDpqRUYPucDVDUr9e+k/3yGoXM+wN7Dyj73jBe/wJAHF6OkJqR/AHDeqysx+IHF2HJQqX+XvOHXv/Vh+nf1f7/HoNmLsaq8WmG/9cNCDLx/ET4rCdc///hv6Val/t31cSH6z1qE/4Xp3wOfb0G/WQsxf4Oyz33sa7/+vbimVGF/9rsS9L1vIZ4M079X1u1Cv1kL8dAXyj737Z/8+jdzxSaFfXGRv8/9S5j+rejoc29ZrNS/lbsOYeD9i/C7d5V97po9/j738gXfKuw/VR5G3gOLcMFrSv3b0dHnnvXylwqfK6/369+pzyn1r7JD/6Y8/YnmnGMCMeeY9J8v4JTZI8058h9fFnHOUUPoX/ic4/Tn/fpXFjbn+EWH/m0L078LO+YcP4bNOa5Y4J9zfL9H2ede/94PGHj/InwVNuf4vw/8+vfxdqX+/fUj/5xj4eYKhf2+jjnHgh+V+vdwx5xj3lql/j21yq9//wmfc/zg73P/vVKpf29s8M857v9M2ee+t8k/5/jHx8o5x/Ligxhw/yLctkQ5/vu81K9/v39fPecYOHsRrgrTvw376pD3wCL8KmzOUVTl179zX9Gec4TrX0VDG4bO+QDTwuYch1r8+lfwZHxzDiY+OPjUhfn7xz+h3eVB4YEGxaRm9udFaHG4saO6GZsPhoT0iVXFaLS7UF7fitWyTvrltbtQ1+bE/sZ2LJMJ4zuFe1HVYkd1qx3//Sk0AV5efAAVDe2ob3fipR9Ck45vd9dgZ10LmuwuzF0VmuhurWrC1kONaHW6MVs20KtssmHD/nq0uzyK4Eqb04Nvd9fA7vbiNtlAz+eT8HlpFZweH274n3JysXTrfri8PlwR1rm+U7gHHp+Ei8ImF6+tL4PXJ+Hq/ykHjM9+VwqfJKkmzI9+vR2SBPxhoVJgZ39eBEkCbg8T5Ls6Ju7/CBvA3r5kIyTJ/3dy/rhwHSTJ/z1yrn1nDXyShP+EDahnvLkaXp+EV9cpB0MXvPY1PD5JFbD49Rur4Pb6sCRssHXtO9/D6fHhs5KDCmG/adE6ODxerN5dowhI/vnDH2FzebFhfz0OyQKM9366Ga1ON4qqGrGjpilof2TlNjTZXdhZ14K1FaEB43Pfl+CwzYm9DW2KgeFbG3ejutWOg802vL+lImhftuMgqm1u1LU7MV8WdPlq1yGU17ei0e5SBPp+rDyMHdXNaHG48S/ZRHf34VYUHmhAu8uDf34SGugdbnfih4o62N1e/PnDUFu6vT6s3HUIDo8Xf3hf6Ssf7zgAl9eHa8I614VbKuD2+lTBlTc37obXJ6k63Rd/2AmfJKkCg0+uLoYkAdeH+fpDX26FJAH/FzbwnPnJZkgS8JePlIOGP3/0IyTJ/7mc/1u8HpIExf0B/N8nSf7vl3Plgu/gkyTFMw/4AyJen4R3Niknjxe9/g3cXh8WytoR8AdKXF4flu9QBuFueO8HODxefF1WrRg03LZkA+xuL36oqEOjLPB41/JCtDk92HSgAbtlk5oHO/SvuKYZhQdCk5cnV+1Ag82F3Ydb8XVZSP9eWbcLtW0OVDbZsFQWjPnf5gocaLahptWBt38MPU8rig9gb0MbDtuceEE26ViztxaltS1odrjxmOw53lHThC1VjWhzehT6d7DZhvX76mFzefE3mf7Z3V6sKq+Bw+NVtLEkSfi05CCcHh+uC/OJJVv3w+314fK3Vivs//3Jr38Xhk0uXlm3C16fhMveUurlf74rgU+S8Nuwycu/V/r1749hE+xZn22BJAF3fKjUv4Du3R02mQro3wNh+nfj+2shSVDcN8A/qfRJEp77Xjm5+3WH/r2+XhkMO/9Vv/69W6icPF725rdweX34MCzY9tt318Dp8eGL0iqF/t2yaD3sbi++3V2jmJD/dZm/z924/zAONIUm2Pd16N+2Q03YLgteP/r1djTZXdhV14I1siD1i2t2or7diX2N7VghC0a//dNuVLc6UGf3YPG2UF/84bZK7GtsR12bU6H535RVo6xD/+TP66YDDdh2qAmtTjce+jL0fO853IafKg+j3eXB3ctDbdPscOP7PbWwu724XRZc9vp8+HKnv8/9Y1jft2x7JVxeH67+r1K33ttcAY9Pwq/mK31u/oZyeH0SLn1jtcL+whq//l0Vpn9zV+2AJAG/D1tIefALf5/7pw+UQaCAnv8tbKHmzg/9+nffp1sU9psX+fXv4a+Uk7LfvbsGkgQ8HTaJu2LBt/BJEl4Om/Rd9Po38Pgk1STx4vl+/QsPql3VoX+fFCsDIje+vzaof/Lg+B1LN8Lm8mLdvjrUy4Ldd6/YhDanB5sPNqBMFkh86MutaHa4UVLTrFike+Y7f5+753AbvpIFBl9bX4aaVgcONNvwwdZQXd+X6d+bskW3z0ursOdwGxpsLsVzuW5fHUpqmtHscCvGMSW1zdh8sAFtTo+iDWpaHVhbUQeby6sIrjg77oHD41UEVyRJwifFfv37bdj4bHHRPri9PswI63Pf3bxPc/w3b61f/8LHi09/WwyfJKmCNw9/tQ2S5PcZOfd96te/Oz9UBocCPnhPmP796YMNkCRgzpfKPvf37/n1b25YsOqqt/197vNh+ndJR587f4NS/wLjv/fCAhmXL1gNl9eHj7YpAx/X/8+vf1/urFJM4P9vsV//vt9TqwiC/61D/36qPKwI6sz+fAtanW5sr25CkWzBeO6qHWi0u1BW36pYGHnph52oa3OistmG7w6E+u7/Fu5BVYsdh1rseGdTqM9dtr0yOOeQB11Wl1djV8ec4wnZvdtysDGof/Lg8r7Gdmzc79c/+di8xeHGdwH9W6LUvy865hzhwZUPt/nnHFeGLWi8W7gXHp+kWtB9fb1f/8LHhc99759zXPOOchz5WMec48aw732gY85xW1gQPNDX/j18zrHU3+fe/9kWhf2mRf45x79XKvvc377rn3M8861yznHNe+vh9UmqoP+Fr/n1Tz5HBPw+6vb6VIuq13TMOT4Nm3P8caF/zrGqvEYRHAro3/p99ahpDQW7Z37i178tVY0okS3ePfzVNjQ73CitbcH6fSH9+893xcE5x+elocDgGxvKg3OORWF1ZWKHg09dGHmKqMlkCv53u0YKKgDYZEEEeWKjPLggz3iUC4BX8mnaPd7QH8i3CrhldreP+FvC7pD9t90t/2/Zqpy8zrJKU7/dq5HK2Z1o1kgPBoBme8guX5lqkV0vT42WD0TkyO0mmZ30RVeoXeVNI29veZs5FH4Tsjs92j4nr7NLcY22z8l91+EO/bd84in3P3k58t8o70yp395dcGqk1ANKX5Q/u3Kfk7dNq8y35D6h8DmZ09H6FypTqX9yX5T5ltwXJW2fk2uY3IeUWij3uei+qNQ8bV2U+6Ue/evuNMkyN+TPaLPMLm+zFlnfKrcr+1xo22UK2O7U1gZF+8nsCl+U6587er/pJvyP9kWZb7m1/1uu0/L/pvRPDvX8dxfk90uOXP/kWSJK/QvZW2W+JfcVpf7pGP8R/ZTS50LXK8d5OnxO3ud6ta9xUnZC2+R9rvyeKMay3OcGoca5TbJxnlL/ZD4naxu5L8rH75TPtRH3nRobKfpiWZUdhP7J66bwRULb3ES/LNdOeX+q7H/l/qftl/LnlvI5ra2G3YlWIotIPufw6Bj/JWLOQfmiXF+Z+ODgUxdG3tHIRVVuN5u0r8+QdRz67GZtu1l+vY+wa5cvH6yYZXa5yMvLkYuE3C7vLOR2rb3DjLLzpibVXkWARzsI6SLKMVE+JPcJifAVSft6H2GnrqfsHsIX7YRv2QjfonxUPuCQ+7TW/vbuhPz3e4lBpdIe3Rflz7f8UZe3vVlY5wgfEtVFHeW7CF9R+JbCru2j8kE06582yr6S8EUP4YuELtL6B017htlM2LV9xRyHzlG66yH6aKoPpfSPur67T7goFPqnWMij+uLogW/5eMtH+DTtE3rGc4J2SUwXFbol1zl5XywrR+GLsuvl9ySD+1xN5G3gJvtWHb6ooxyyz9Wjczrs8fiofM6hZ25BjfOo8aLW+UOM8r7o8S1RXVR+Vxx9pYlDJkbBd7ILI59bOIjorXygLbfLhV1ejtIuG1DLPElRjkluh6ZdPuA1EwNbM9ERyMuRdwRmYrBiNmkPkOV0lw6CmnwqJvCytnQQQSaHrCPQ43NU+Yq6Eb7iIwIHpF1HoNVMDHhJX1T4nLZvKa+P7rvUpKy7DJDlE3WFzyl8CIRd20epcryKiZj298blc4LlKINMoet1+RYxEKaCVZSvy+kuQSlK5xPhc/JyXB5tn5OvzlK+4jXIR6ly7ERfSfWhSt+CzC7W53aXoBSl5/LJlNwtHUQwXY9d/lXyIL7cJ+R+qU+3KLsOnyP6YjLITvWhpM9Rfa623UXoXHfpcz1Un6tHz4isSz3luInvNVE+JKtzfH0x5YvaQSM9fag+XdQuX47W4dddEV36R/ahgj5HBKvk18vr4xMMkDLxwcGnLoye1VnxVQvt8smVfGpVVb5iJV+xJ9LDabtZ8HptuxwqHT5dg1KU4Gu9MQnQl1Wiy05lrQj6opy4VltldieRDaLLh6jrDbLLodooXQfIHqJdda3kE1t76esp3yIyC+RBKSITS3R1lsr6oFdPCT0zykd16J+dCEp1Nf2jtn2JZjgZdb2L0F35cJfqc316+mJ54JFYme9MnaOeATlabx4C0lf/qCAbrWdx6Fwc11OZovFkFVP6R/qKbNuMOR6fc2rb7cTzTwUI0jUoT+k29fYufRnuxusiNedQZIoKzzm0r6ey5OKZQ4ja5b/LRgTl0zUoJTznIOcQhG/pmFsoFrz1ZNDLg1KyulG7MJj44OBTF0aZnaJ9JoTyrAgiU0BWjpt4WOWRYqXgh1yMGvDSW5fEUl1FU2PJVQuiI6CCUqneQVCCT2U+UOeHKFeytMvxUj5ElONVrFpET/f2EAMpapChSKNWpOgTKf06JkeUr5BboAS3jMohJ2UpHpSiBrwur3b9qMwk0rcIX1H4rle7HNJ3iZU1uW9RW7L0bV2i9M8gXaR8UYcuyqF8kZqUpUpQSjTIROofmeFJ6RbRhxIBT9qntcuhsgL1bF92kttItBdwdOliHFugSF2k+lzC51I9U5QaE+jyOUrPCB8ix2167MT5nHSmqPZ/m3UEmUj9M2o8p0cXFc+Gtq9QupjqmaLi+hc985PWM8Kuow/V5bvE7gzRLfPUIqOor8QztyCvJ3RRDqWLqZ4pStXPQei5qE/o0rM4yqHOLU6V/qUrkJTgk8vlwkUXXYQNG0Kn8VdWVuKGG27ApEmTcMEFF2DNmrDXb69di4suuggFBQW47rrrUFmpfCvDW2+9henTp2Py5Mm49957Ybfb0d0hz0KRPT9OYmBLZ78QqxY+eYBKe2uRuIAL2g0bxEQ/kF0ONSnr7A6CGvDSK1zR7Qpf0REcos6rUJajI4OKyHIh66NYtQ39t90Th6+QE3h51l4cvmvSLkeOaFCKGmgmqtMUHfC6yFVY0SyU6Haf6Mq/nhU0YqAtf/bIs+rICbmgXc/EXtDX5auw1NYoyudSJSilJ6tOnz32lXw924v1+CJ5PVEfN3Gvk7awI6qL1ORLUBc7OyhFbl0n++LodqrtqcO+qe0lRvmunvGfog6yF3LoyVgX1kWDAp4Ooo1E+9zODkrFk1Wiy05s0RTuQ6m5BaVzxJxDvmBFZYrK/9uka7Ev+QveVH3kULqYKtuX6TlH7Nl2wjpkUB+qr/zUDvqlE50efHI6nfjb3/6GsrLQ64AlScJtt92GAQMGYMmSJbjkkktw++23o6rK/7rDqqoq3HbbbZgxYwY++OAD9OvXD3/605+CIvzFF1/ghRdewEMPPYQFCxagqKgITzzxRGf/tJSDzhQgtq8IrpRRbzKRDzLknYJckOXJi/Fso5MHtxJRjhxROzVYibeDoAY11CCIXPkiVyH0pF1rZ8/pyVqhDkXVtzor97mQ3S7rpBVvvZGl3Ms7I2pwoEzRN2vaSZ/Tkeqvpxw5Rtkp39A7KTNqwEtmPukJBOg6f0w7OETqHOWLOrYYyDVPfr28DdyE/pkpHZL1yErfEtyOR9ip79WzCiuuf4kJSpFZJTpWVeWIBjz1ZNvpmajryxQlVmGJLaNy36LscvT1oWI+pEsXBbcdG2WPNyhPBtm9oj4ndr0eHaK30enI2tPxxk5qIUheprwceRvIy7S7jfeVeMqRb7vT8zZUYf1L0JmiVJCd0j/hzE8dOiSqi/EESOVnc+l5A6L8TYp69E90u5yePjSecqh6xmOPd/uynvNh9dj1ZNslug8Vzdqjtvsx8dGpwafy8nJceeWV2L9/v8K+fv16VFZW4qGHHsKYMWNwyy23YNKkSViyZAkAYPHixTj++ONx44034uijj8ajjz6KgwcPYuPGjQCAt99+G9dffz1+/vOfY+LEiZgzZw6WLFnS7bOf9ESE6cGHdvqiXMTknSv1+mXq9d/ySaudWIHXk15NZhbEtQohugoraNcZlAp0DOEdBCWAokEmenVWh68IZqGQHYSO1Qn5JF9eZ4XPyf5bfn8UdsIX5f0qNUDWtVKmZxVWdAuUQRlRVCBA76qt6ICXKtctOIjRF8AUHawQwXdC/8gBr+I135RdHgjQzlRR+lw8q6pxZBbo0T+jdJHwxXD9M2rAKx581xHA1HH+GO27lC+G/ttD+Kji9d+COicvX+5z8u5FqXN6Mjyj96FUhqe+bXcG6SJRTrhvUH0uHWQnMjwFJ/x6fFrfdmRBvSTOQpGXo+h/Kd+SB9l1jAvl/YndqPGcYJaLQ7btjtJFOeJ9bnyZouJnNRkVfNex4COYsU4vHFHjQnlWkzyASeicwufkvqjtx3YdfRblQ/G8eduo3RaJyhQV1j/B7cV6su2ockSz7fQEmfToIpVkwcRHpwafNm7ciJNOOgkLFy5U2IuKinDcccchNzc3aJsyZQq2bNkS/Hzq1KnBz3JycjB+/Hhs2bIFXq8X27ZtU3w+adIkuN1ulJaWJvYHpTjxrM7SK1zakyldky9yUKI9iVMEpUANJrQPLtcXOCAmawme8Id3KAGhDy8nIPjhHUTg3oV3EKTgU8IumikgKOwOavVUz4BXHmTSMeC16/AtRTmiQSkdZ5UofM6gLVDiQSnB68N8NDDgDfeBwD0NDwiITvidZOaTYBZKHNl2ogFVcsDrIga8VPBdR1CKGiDLM0X1vGFH9HwLfWfeGaSLhP6FbyUI6ES4/okOeEV1Ud42cokV9zlqkhU9a8WlCHhqZxU7FT4Xu87J74Nc5xSZonH0oaJb7+WInoUSr14GgiLh+hW4d6o+16BsO11ZyKIvXNBz/hhxppSL0D/Kt+jxnLbvUroof9aFg1J6dJHYdqdvC5RowFOfLgb61PCgVODehWd66vEVZTmxj//0HK8Qly4Si4xyjXQJBjbJPprURR1BKdE+VE9QilhoUn5vYhe8w7838PyFB5scgvoXT7adshzKt3T4oqAuKhYZZeVQ4z8mPiyd+WXXXHONpr2urg6DBg1S2Pr374/q6uqon7e0tMDpdCo+t1gs6NOnT/Dv9SBJEmw2m+7rjSKQnZWILC15p9Vqswd/n/xMJrnd5nSF7HZH0N5qdwbtbTJ7i90hu94Zstscmtc3y+ztTqem3eZwBe1N7aF7YnOG7M0yu+Tzyuyh9jMBoXLaQnYzYc8wheyNbe0Ix263o7FVaQ9c30DZW9o07YfD7C1t7cjMMONwq9IHGlracER2JprsLoW9qbUdVnhVUfim1jb0zVR3EE2t7bDlqh/15rZ22GxWlb2lzab5LDTL7HIBb2kP+ZBX7nMyu9wX5de7ZWcytdlD9jaHzBdt2r6osMuub3M4NX20XeZbzTa77HqXto/KymmS3Q+Xx6Ppi4Ak8109vmgK+ZzMhyxmE+mL0X1O2x7uc21t7TCbTTjcomznxpY25GZZUN/uVNpb25Dhs6oGMY2t7eiZIamCUo2tbRiUrV7bcHt9mlrn98UcDXvI5+ST4ZZ2bV9U+pxXdn3ILp9YyfWpXYf+yX2uRa6LDm1dlPuQ3LfaFHZtnZPrn93l1tQ5yefTvB6Sj/A5mc61huwWsynYLs1tyvbR8lG5ndI52heV9ubWdmRZzDjc6lDYG1vaIOVkocXhVtmz4VUFpZra2tEvy4RwmlvbYeuh1r+mVhtstmz19W3tsNl6qOwtNpkvEj7nJXxO7otynXPKnic9PtdqC9nbCZ1T6B/pc4Qu6uhz3R7tPhcgfE7Wtza1yu1ynZPppUmPz8XX5wb1r1mtfz2tFjTYXCq7xZetmiQ1tbWht0VS9bkt7XZkQT2ua2pth613FsJpbtfuc+U6J/c5RV+s6FttMp8jxn+E/sn73Baiz22z6/A5hV0+/gvdC6XPycZ/hP45FPonH/9F1zktX7Tb7YoJbIZJuy8GYh/nhdvb29thMplU+tfU2obszAwcblPqX0NLG5CbhVanUv+a2tqRa/apglJNbW0YYFXrX1NrO2w9M1X25vZ2Tf1T+JzMr5upPtemPc6T6xY157C7Qr+tRaaLcp9z+aTgcyTXP9rntPVPn85p+6Jc53xemf7J+kqTfPwn1zPI9S/U9mYdPieuf/rGfy2tbbBkmHG4RT3n6J2diUbVnKMNWVK2KvjS1NYOa7aZmHNkIBy/bqnnHJT+NSt8UVvnvF7KF2V9sY2Yc9jk+ifrc2U6R+lfuiCPMUiSpDgTLZl0avCJwm63IytL2SFnZWXB5XJF/dzhcAT/Tf29HtxuN0pKSmKpviFUVFQYXqbdGXpo9h2oQkmO3wlbZBPa/VWHUFLiv0/1TS1B+4FD1Sgp8T+8tQ3NQfvBmloEblPN4cag/VBtXfD+VdU1BO3V9Q0he2190F57uDFor6yuDdrrGpuC9v2HQvaG5pagveJgXcje0hq076k8HPrtdlvQvnt/qD4eWTuXVTQF7ZLkC9p37Q/dhwAVFRUoPdiqsAWuL6lp17TvqFeK1PYdxcgwm1DWqBxkbN1RgtxMMypblf66vaQU/bItqLUpBx87du5EQ48stIStCpfsKofjCKtq1aK0fDdMDTmqDmLX7r3Iba1R/dayvRXo76hX2XdX7EOJ19/m8sHE3v2VKDH775lD9sxVHDiAEqv/3rTJBp77Dx5CSU+/b9Y3h+5pZVU1Skr8HUNdo8znqmtQUuKve3VDU9BeJfO5Wtn11XX1QfvB2pBP1Mh88UBNyIfqGxplPhe6H4ebmoP2fQdDvtjYHPK5vQdC96mtvT3kizKfc7ucQXv5/tAzI3k9Ml8M1d+MkA/tPKDtc6WH2jTtxbVKnysuLobJZEJpg3KQsbW4GNYMMyqalUGmbSWl6J2VgUPtSl/cUboTg3Iz0ehQBp+Kd+5CW2+r6rXVpWW74avPVgxSAf9AUkvryvZUoI+tTmUvr9iHIW7/vZSXtWd/JUrgv2cud+j52Ft5ACWZ/ntjd4Ses30HD6IktyO4IhvQ7T8Y0r86hf7VoKTE/5tq5D5XU4uSEn/nXa3Qv3qZ/sl97nDIF2tCvlJH6F89pX9N2vrX1NoW8kWZ/jkcDpn+herp9YT0r3xf6HfB5wu2S8XBQ5AT9Dlh/VP63LYdxbCYTdjdFKZ/xcXokZmBAyr924n+ORbU28P1bxeaemahTUP/nEdY4Q7Lrist3w1zo4b+7dmDnm1q/Svfuw8DnYdV9t0V+1HibQKgnMDv3X8AJRn+e2OXBTD3HTiIkuyOgW27XP+qNPXvgEz/5Hp2sCakf3JflPeVh2R9bk2dzOcUfa5M/6rl+ifzuWpK/0LXU/rX3h7qc/dUyvXPpelzktcb0r99gvpXTehfnbb+7QzTv6Idxci2mLGvJVz/StDHakFNe5jPle5CXo9MNDnD9a8M7b2tqqyTisoDGNc3G3v27lXYd+3eg+yWXIRTtmcv+mro3+69+zC0Q//kmUl791eixOTXK6dM/yoqD6Iky/882mT6t/9AFUpy/f9ubA3du8qqQygp8f99XWNI//x9bhT9qw/pSjWpf9rjv7oGuf6FfK6+sVlb/+TjP5nPNbe1a+qfk9S/UJ8r33ZnkqTQ+K9SOf4L+mIV1edq61/xYaXPbS8u0dS/bcUl6JmVgYNt4X1uKQbkZKLeru5zm3tmoS0sEFq6qxzuPtmqLfI7y/fA0qRe2CnbvRe92mpV9vK9FRikoX97KvajxNcEAHDLMmz27q8M6p9DMecI6V9rm3afS845GpuCdrc3NGaobtCec8j1r1qP/snGf8o5h1z/WjT1Tz7n2HsgdJ9sNnvI52T653W7ZDoX+l3whfRvl1z/TDr63Gqizw3Tvx3FxTCbTNgVPucoLkGOxYz9Yfq3vaQUfbMtqAmfc5TuwuEemWh2hvW5O8tgP8KqOJcLAErLywHNOcce5GjoX/meCvS3a8059mO4x9/m8sDm3n0y/ZPPOSoPBPVPMec4UIWSHv570NAin3PI9K+J0r+Qz8nnv+lG4BkKj5Uki5QIPlmtVjQ1NSlsLpcL2dnZwc/DA0kulwu9e/eG1WoN/jv885wcteBSZGZmYuzYsTHUPj7sdjsqKiowatQoofrqIeOzCgD++9J34EDk5x8NAJBWHgDgfxCP6DcA+fnHAgBM3x0C4Bev3n37Iz8/HwBgXlsLwN/x9uzTN2i3/HgYgP9B7nFEn6A9a0sz0DExzOnVO2i37mgD0AQAyO7RK2jP2WUH4BfrrNweQXuPvS4AfkGyZOcE7T0PeAH4O4OMrOygvXdNCQB/52HOtAbtRzTsAuDPgsvMygra17buAVDl/16LJWjf5NgH4IC/nI4g8ahRo1DqPQwg9JbFwPX7zIcA7Avajz32WJhMJtTuqQVQEbSPPnoccrMsaK08DGBP0D5yzFgM6GGFt7oZQHnQfuRRYzCiTy4yD7cCCB3QP3zkaIwb2AtVLXYAO4P2YUeOQv7QPh2rFqEtp0OGH4n8kQM6Vm1Dyjl4+HDkj8nr6CCKg/ZBQ4YhP39ox79C9oGDhyI/fwQAQEIpAH/H0j9vMPLzR/nv1/I9APwDk34D85CfP8b/x19WIuBzfQYMQH7+MQAA0+oqAP5Owu+L/ntqWlMDwN+J9OrbL+RzG+oR8LmeMp8z/3QYgL/zyO11RMjntrUg4HM5PUM+l11qA+DvVLJyewbtubudAPwDisyc3JAv7vcg4IsZ1pAv9jpUDMA/gJP7XO/6nQj4XEZmyOe+bS4H4J/cZ2VlBu0bbXsBHPRfbzYH7dvdldDyud2oArBfZa/KrIHc58aOOxZZFjMa99UDCE2ERo05Gn1ysuCsagSwO2gfOXoMBvfKgam2BXJfHHHUaIzu1xP7m9oB7Arah488CvmDj0BduxNynxs6YiTyR/RDm9MDuc+5vBJGjRqFLGs25L6VN2wY8scN6fiXzBcHD0V+/nAAgCSzD8gbjPz8kf5/mMsB+AdF/QflIT9/NADA9Pk+BPVvwKCQ/n19AEGf6y/Xv2po6V/GujoE9K+HXP9+akDA53r0DvlcVlFI/7J7yvSvuA0Bn7P2CPlcTllI/zJzQvqXW0Ho30EfAvpnlulfr9pShPQv5HNHNJYh5HMh+7q2kP5ZLBaMGjUKFRUV6Nm3PwL6B4R8a6f3ALR8cX+GUv+OOeZYmM0m1O+tg9znjho7Dj2tFrQfaIBS/47GwB5W+ML1b/RoHNmnB/Y0tEGpf0fh2EG9Ud0arn8jkT+0b0emaMjnhozw658/U1Smf8NGIH+sWv8GDhmK/PxhHf8i9M8U+t5+eXnIzz8KAGD+ZC8A/2C278BByM/3jymkr0L6d0T/gWH61+Fz/WR97g+1COhfzz4h/cvYGNI/q0y3Mjc3IeCLOXL9294KrT43e6cNWn1u7h6Z/mXL9K/Sg2Cfa5X5XHUJgvqXJdO/wyH9s8h88fuW3Qj2uZmhPvcnewUC+mfJCOnfDkL/9oTpX6DPrc5S6t/oo49BdmYGmsL1b+zR6JuTBVdVE5T6NxZDe+cgoy6szz3qKIzt3wsHmm3Q0r/6MP3rNygPcDdj8PAjoexzRyB/9KCOLCaZ/g0djvxj1Prn90W//vmkkL1/3pCg/pmW7Uawzx00KNjn+vXPP7nsM2Ag8vPH+f/4m4PQ7HO/r4ZWn5uxPqR/PY+Q6V9hSP9y5fq3tQXB8Z9M/7JK2hHUP5nv5pQ7EPRFWZ+bu8+NoP7J+tyeVTsQ8LkMmc9R+reqKaR/1o4+1263w1G+OXg/My0ZweuLnPuhpX+7fAeh1ecesFRDrn9HjzvGn1USpn+jxh6NXtZM2FT6NxaDemYDNeF97hiM6tsDexvaEO5zxw7qjZpWB+T6N/TIUcgf1rcjU1TmcyNGIH/UwI5MUXmfOxz5Rw/u+Jfc54Zp6t+AwUOQn3+k/x/mXQD8k/N+gwaH9O/TCgT1b4BM/+RzDrn+fRtpzuH3RZdPCs6PFHOO3qHxX+aWJmjOOSj92yXTP3mfu9eFkP6FfK5HpWzOIR//VcvnHLI+VzbnkOvfD61y/QuN/wpl+mc2mYL2Eo92n1tBzDlqssLnHMcgJzMDLfvVc47+uVZ4DjVBrn9Hjh6D4UfkwlIfpn+jjsLRA3rhYLMNij535CiM6mNF0c5QGQAwZMRI5B/Zv2PLWlifO2aQes4xdBjyj9WacwwJ9rk+WTnyOYfpY+05h+nL/dDUv1U65hzyPndDPQL610s2/ksX5DGGgwcPJrs6QVIi+JSXl4fy8nKFrb6+PriVLi8vD/X19arP8/Pz0adPH1itVtTX12PMGL/TeTweNDU1YeDAgbrrYDKZFGdOdTY5OTmGf798ZUcyWYLly/e6S+aMkF12vc8UssvPafHBHLLLFvu8MMnsoeu9kknzeo+EoN0lye0mmT2UHujxha53y+2yctyyI8zcPilo91B22RkVEqBpD+zXzsnJgcekTCPNycmByWSC16x8jCzWbFgtGSp7RpYVublW+MzNGvZc+DKUqxnmzCzk5uZCClspC9rblStipsxM5ObmolG5aAGTxW93yFKW/V/cYQ/fb91xffiqhZQR8iH5fmrJHLLLD5RW+Jbc50xyn5OdxWMya/scYffKfNFF2BU+J/NRl6AvKn1O0rS7ZT5K+pzM7pV9rxch3zKbTZq+CMiuD/PFLGs2LBlmlT0jy4rc7Ez4NH0xBz6zcjXXnOn3RSlDuWprtnT4XKvSuUwdvgiHcuU/4HNtXmU5Lq+EnJwc+DLCtgF0+GL4Iatyn1PYzZQvavuW0uckTbvi1dCUL8p9zhfd57ykzxE6J+nQOYUuyn0rdl80mRBc/PCalPbg9WZC/0xhvmW1IifTEkH/lJkFGR0+pNa/Dl8My84L6p9NqVumDh9tCte/Dt9yhW0lQIdvqd4ElEHoH+FzkNnlOkTpnFIXKZ2jfDH0tV7ZmEWpi0SfS/miwh67Lyp8S4rucz4Q+meS65/S54LXh/liVnYOMjPMal/MsiI3J0utf5kd+pcRrn8dvpUR1ucG9K8tTP86dA5Opa+YMjIBNyAROqc6g6XDHr59Wa5/8o/kPuTxaffFct+idJEc51F9rkne54bqQ43/aJ+Dtp3sc+U+J/ctMZ2TXy+/DyaTjj43zOeys3NgNmvoX5YVudZMtf5lWpGbmw1fhjKbJaBzvgxl1krQ58L0L6Bzkj1c//w+1OJR9rkB/WuRbavsqBByc3PVb18W7HPl+uck5xbyvtgs89HovhgYM+Tm5pLjP3IuIh/P6dA5cvwH7T5XbndLenwx5EPyOYd83JZhpvUv1Ocq7ZnWbGRZMlQ+GtK/sDlHZpQ5R7j+UXMOSyZycnIU7Riw5+bmwh52fENgbhF+viPZ58rnHD5tu/zlLaTPUfpnlvmQnrmIzOfSjYDvpAqdeuA4RUFBAXbs2BHcQgcAhYWFKCgoCH5eWFgY/Mxut6O4uBgFBQUwm82YMGGC4vMtW7bAYrHg2GOP7bwfkYJQBzwq7MQrcsnrdZRDHfKnLIc4RDWO743nesUBwLLUevmAL3zAGOi028NS8QPfobJ31Cn8dahRrxctJ9zuIeoZpRzVodOyQwepAyTJe+2Mx7eiH1raTh2KqqvtBX1LT310laNtlw8GqcNJw9vMSbWlqK+QPmTM9S6i/oFywg8YDpQTfr4FdSC4nrZRHFqaAF3U43NUOXoO6E2EnfpeIHSGnKotA/oXrw8Z5FvidqL+HdeHH5oq1z/qhQiJ7rMUh9brOHBcV99nUB9qlC7Kgynh+hcITne+z0X2FcoefgCw8PUd9QkPytNv+kpOn6VH/+LRxXjqQ11vlx8w7NWudrQKZgABAABJREFUJ0DrX+BvjPKVlNHLDl8JD8rLD92Xa2Oi+ya51uryOXk5OsadTj3X6xm/GjTe9UbQPw81fjLKJ6KNC1VzCJ/i/2Mvx28PP3Rf/qIb+fljToWuaI/9E9FnUS8pYcRJieDTtGnTMGTIEMycORNlZWV49dVXsXXrVlx++eUAgMsuuwybNm3Cq6++irKyMsycORPDhw/HSSedBMB/kPn8+fOxcuVKbN26FQ8++CCuvPJKw7expROSJNGvApe/GULxumbievItTfKHUv5GCln5ikmirEOh6iP6vXrsul5D7dW83uuTgoIf3hEEvkP1liZiIBm4PnyCHfV61VtQAhN1qnzR+hDXh9XTRXQQget9PinszRDyNqDajLheR9sofIu6nvAtu676iPmKnlec63v2fLI3IIbda2+gDcIHwoK+Erxee0At7CvU94bZAwNJ0nfDvtdF2APXu70+5VtKdLx+nhp46m0bzet16KL82XDp8S1hXRT0RVKnQ/8tSaEBr11Ut3T7Sow6J6y7or4b7oveYHnyBVr5pEzPm17j6bPkg3Zdfa58EkeWL6rTesYMor4Ysru9vmCQnWpLYV80yrdU3xtFz6h6kn2utv5Rb0Lz+nyK+5jwPssgHXLp8F16fKk9GdRVH9n18gxY6tkDQotB4W9C6zwdirNPJ32RqI838ve6vT7NxUdJkhLjK/JgjKDv6utzdfhiXLqoY1wbFnwPBJsp31LrX4xzC91ziMj1CQ8+RdU5nT4d0L/whfBAfXw+SfFZZ/ZZTHykRPApIyMDL730Eurq6jBjxgx8/PHHePHFFzF0qH8P6PDhw/H8889jyZIluPzyy9HU1IQXX3wxmEJ24YUX4pZbbsHs2bNx4403YuLEibjrrruS+ZOSTngHIV+1Va6UaT+s1GtMyQwC8lW72nZ5OXY99SFEQnjFjSjHJR/whgmgOzgQVgqggxBMBzFADmZ3EKuhqqwPN1G+W1vAyfpQWSVEfaiOINA2VPlUplR4UIpaySftetpYR/lUx0T6IuXrOnya9FEdvg7IgjTESjjVluEDZAfR2Uf1LSIDifZd7WdANZjwij5LkesTHoQL1D88KKWvzUR1KHo5Th06RL/KPI766HnGVANeom0o3Qr6nE5fiepzney7RDmk/pHl+Dr+ThmUUvS5cfShwjpE6SIRlNJXDnW9jr44gi6GguzEBFhQh0hf1Otb0fpQSv+oIJnKd7WDYcL1IRaC5JmiVHZeXH2Wjj5UzyKmIgNJT33IDKrYdVHxunafFMyuFdUhss+NVxeJPlRYF6P13eG+K6rHHXaX16fITgm0TUz6J1+o9mpnAlG+4qR0S+YrZJ+rZw4hqosRxqNB/aMWZPTqUMAXRecWpE+I6aIj7CUfouNFZzRdJPVPuz7hQSnhPkvH3IKJj6Sd+bRz507Fv0eOHIl33nmHvP6MM87AGWecQX5+88034+abbzasfukOJWYRVy10rdpqP8S6ov7UaisRrLKT36sjck2kUQcE32QyaUyMfcg2Z6hXvL1U5pO2UJOrDYGsFWrVQu8KGpk9QtUnSpaL3vpQK2JR6qNatfCGOgg72WaEryhWPYkVLmLbmq7VD+J77XrqI7jC5ZP8A15Lhlmz7a2WDP1tE20SFK+vEIOY6PVRXu8mArwu0WcpSn3U2Ygh/fP4iBXvOHyFzuSMPfuFzOYT9F1FPb0y/aNWVTXaoBcyhVdDhXVOd1ZJFN/VnckZJVNAtHxyVVjbp+PNFHARvqVP/7S/l9ZjPWMDMV8H/M9jliVD817nZBqnQ5Qe6PataH2uVoaqRasc7cmUS9jXiUlclEyp8KCUaJ9F+agu/RPURVr/9Dwz2vWRZ5WET5idHi/RF8emQ2RGfJx9aMwZVFSfq7s+otky/nLDg1K0/hE6p8h8in28pWeXh1L/iLmLqC56vbI5R1gf5PV1jPPU9y43y6Jfh6KM5dWZ8tT1lK5E1kV15lOUbDuyPqJzLG19pfQ+YqYUMbegfIuJj5TIfGKMR3TvrytCppTomUmJPquEWv3Qs5cXiHBWiUf7HoleH+v+ayq6n6i9/U7RcqjrhcvR7hDl51tQqxbUWSW6zr0Q9BVhXyS+Vz7gTdz5DUT5yfI54vrA4Y2ivpLoswxcHq8iKCWqf4adYWKU/nm89FklAV8hzm8Q1hW9Z8kFfI64Xrcvxvi9wuWIli9YjjprJTRA1nWORQJ8i9JF0Qyn8DNMPKJ9qGF9TWR73PpH1oeYZBnch8Z9BlXH90bKlCLPxzGoD43rTCmynr6o+qc6pybGPjThPkedKap7nJfg3xXjONjpCcuUkgeliGC6Ll/U41uCZzhR2XZ6vleSZOfDJti3RMuhsu1Ey7GrniXCFxPuW5HrT2VihW9fJue54YfzMzHDwacuiv593JFXLcK3EgQ6At1nSulaQZNfHz0jgLpevlIWyCoJv17+3bpXyKOcP2HUvmly1SLOfdwu8vcmOROBXDEMu/9EB6Fvr74e35JfL2jXyCrx/wbqXuu9R6JtE8UuuJorfL4FlVUSVo7bJ3ofCN8lz7eIdn/EdDE8U5TUP+pMEkoXdZ21J6aL4T7njpatEf6cBVcNqbYxxrdEs+3izRSNOask7syF2Hw9PFMqoH+qVVvF6izhK4LZdvFk/8nPajLsfDDD+iyx+sSbKSqeVWJUHyrqu5Hvg+5MUeGzQ0V1kfbdYJ8bPu6J0keEv6ErYhabZjnRslDE+izVMxM4a0o0Y11vHxdLNl+E+uv23Wjt4vEq5hzujgWr+M+UEtXF6HMXeV8ZaetmrBnrRvWhic4UDc8idAnrkLHZdvHO+QL28KC86s24TMxw8KmLIny+hc5BjHzVQnnoKhWU0hZ80TOZqI5AeTip8jeEzoHQNymg9kGHtt2J3SO9+5dFOyYHNVgh6k/+XqI+Uc+C0rmPm7oPVEcQrRzVpLhjMKRatdCxSiqcRh228h/aq091itq/WfeZTIK+En2PvU7fjeIruoNS1ECV2MJK3Qdq4Cx6vgU14I1VF1Vn6nVcp/d8C9K3BHVRz4CXOheGPGNEb19A+DqtH9r1jFWHyABHnPUh60mUE/UZi1MXya0THX+v93wLarKm54woasKv97mnzkEkJ1/EwpHxfZaYr5BBKeJZovos8jwgUV3U67uCzzC1YOWQ6Z9HQ//C/yZSHxq0K3yRChxoX++TZC+EIfoIqs9SZz5FGc/Feci9cJ8VdTwkGGAU1jN9YxvRM/vobYDE2KljzBAelKfOlCJ1jtBFXWeEyq6JdD5sKHijd8yb3D5U7yJmNJ+jt90Z1IcaNscS1HsiyMfEDwefuijUQ0OJIhXp1nu9fPue4tBV2d9Tb0JT2uXXaw947WGdULR9vuHXBw/JI1aCwn9z4JwaapuY/nuqfT1VDrU9g34DjvbvcgjWh7oPVH1IXyHahRqYk2/To+pDtWNH+V5f+PkW2r6l5yBK+fWKN4CRba/33gV+g05fEW2DKAGIeH2X9DnCpwOrmLp1xR1Nh3T+XqI+0Z4l0fq4VedbEL4lqIuKrBJhX6EmX6L6EafOBezE9xrVZ6n1QOxZonVd1FdE75vgs+qN3I6SRAelqLOdyD43/LkhNDn6PdL+bbR+JKvPEtVvQleIsUfc4y1Ch0R/r4sqX/iZ95fvCQ9KRRjPhexy/dP2UfnWdaN0yKk688mYPlTYd6P1WR7Ct6j74DGoD02Y74r1V+4oY63wgIB8+x7pW7J7pNQ/pV5Smeyk/kXRIbpv0g7ii4/bRHVRp69EyYoOf5ai9Vmi80q9cwvRZ5XuxyI/w0z8cPCpiyJflQdCD1+4PTRR13c9XQ5h94Y6Aq03AYX/jVzww8sKCIWqTm7BunqJ6zvK8amu7/heibDrvndUOTG2jaTd6eptm1A5+u5n9ProK8dFXR9rfYhywi5XdPxah+6HlyXPKtFbJ6ptyLqS5RC+QrVlrPXRWY6TaBvyue8oP/xZCmxhFf5enz5fj15OvD4Xm++GlyUf8MrbJpL+kTpB6FDU36zzeYrqK9S90Fsft5ivR3vuhXWR0mOdv4tqe7LfEC1H8NkL6Z/2fQv/G8pH5Vklna1D9G8T01HhPtSoPivQBsK+a5Aeh9ujtovOegqXo923Uj4nzyqJt8+K2oeK/jZfvL4r9sy4RMfm1PjVoPoY9rsE+yty3B+lXcKal55zuLV1EQhtXTds7EyOVeMdf8Soi2TfF3ZPozwb6r4mxmdMdOyhsxwX4Sux1oeJHw4+dVGEB086J31RB0/ExIISp/Cy5FklZOeqc6AUdYCsGtxo36NAtobeyZfR9SGFPc5gTNTBk86OkvIVl6CvxFof3YFQ+eRLVpZiwEuUpbdzjdZZkr6re6JOPZeiE36xAW+sg4Dw3xvYwqp7YhHNd0WDYXqvFwwsk+0oe7Ojohw9A16DgkDqexfbRF1178hJhOBzTwbfYwwmxVmfaH2W3nZxGtZfUfWJzU/C/0aeVZKoPjTxvktMLgT7UNEJP/3ci/Z9YgEOowIHUfsrgwLd4YuPgTeAaf1N9GCDMXVS+Rah1aLjD+E+i1oMjTr2CPMVwUCJeH3EgnlRF4t1BmCpBSvRgA4VfJefD2uYDunuswzqQ42qj1vQd4n7E7UPFR1f6uxPXKQuivlutHE5Ez8cfOqiqCLpUToydeQ9IB7KcqMJO12+shz5gJeK+lOCr/e3RZvw6/5tHRNm4froDEC4iPrE3DaEsEs67w9dTrT7LFYfve0VvT7E92qU4x8ES6pVscBAiZpgh80J6DYWHNhGy9IKb7NgffT+ZsJXgvXROdiKFoDQqysuwfqTviKoZ8K+ElU74tMg+YBXvE7K6+nfLPacRb93gs+93j4i2nNvlC7G2WeR5STYV+j6iPWf8hcixO8rYn1QVN81qo/Q+2wY5Cup9ixR/VikPlHre8n+Ier9p8YeyvIlKRRkj/+5j+3ehdeJ/m1i4zPhPkvQh6KNGTpbh6K3i17dpXxaW7NE/US+dT1Rz72or3Te2FlZviva76XGqTrnNMGt39S4WdTndAZmyXK82vdBfBzPmU9GwcGnLoq4iCLsesGBMBVY6RD8cHukOtGdrthkQXziqi287mCHpU+Qqfq4otVHdMAeZ9vEPmlVlk8GboQDGQa3o4bPucPOJItWlvgAyqDAATUwF60PMYmgV7hinTTp67xdxLMk6isuo5/5eH03SpBdyxdjr5M+XRT3FWJCHquvkKuqgpMRg3RRNRAWDnZr1yeqr1DXh9WHfOaJclxUpkZHVgnV52oF342qk6gORQt208F30Ql2+O8SDfRF67PirY/o2Ea0nxHtr4wZa3l9/iC7IeO/hAffjalP9D4rTl8xus8Kf+YF70PMuqh3fBl1zKCuj1//oEL4eSWDGVHukWFj+fh8l5xzCAdso+iW0iw+tiHG/tTYhhz/GTVujnIfmPjh4FMXhZxAqAaqMa6UkQNedV1cxOAjlImitmt9N9VZCkevY4x2qwbCghlUwquzMa9i6h34i9WfXFUVXg2lgmTGBA4iDXgdHi8xEBYc5Hfa6mN89TEuK8OY1d/oq5j6BhlG+YpRvhsa8GpPsjQHwgmvU3J8l8oqMaw+oroYbTU07uCfMYEM0cABNTCXJPXB9/I6aZgTrkPJm/Ab/Yzp00XRwEHsGVQ6yxeezIrdZ3dwkREqnESfm/Q+VLQ+OgOtwT5LFYCIkkWtM6hD1Sea7woH3/XWJ1ZdVAW6tX9XpGxpSZJU1wf+RtPn3F7VOF5RV6pO8QZvhMfy2tl5nZexrq+cUIZ+WD0N0iFy/GdYHxpbkI+JHw4+dVF0R5YF0+qphzjSgNfh8Wp2ENRA2PjsBWrQrq6P1vVRM590DngTP2A3JruNnvAb4ytGDbTdEbPqvOSEnxqUaNY10Sn3BvlKzGnUovXRGbClBsiBVczwgXBUX9EIdmvaow1WyHJ01ifagJfQOUoXNbNQYqiT/3p9bRN9S6R2OXTwnepr4qtP7H2WzoG/QZmlnffMK+2hIDtUkDpHBt8T24cmOvgee5+VqD40xr5PVBd1aoGRvksG2b2UzlE+asxEPdY+Sz1hTmyA1Phsu/D6C9434j6LTviNC4SKLVhJkj+zmBrPUTpHjRe16yTaR0TLHk6Mb9HjPzFdTHSfFfOukE6uT7Tymfjh4FMXRa+wi3Z80dKoRQIBVAcR+6qhvt8gmtLqIs58ogTfsLNQkra6bOyqiBEBmsgDXpW5Y8BLDUrU14ueXWTU2SOie/5jX8nXWR/hgadYGnX0LZo6JyKdlm2nvD6WAW+kbDsNcwxtKTiRFmx747b5GjMZMUoXoy8ShJdjzPYYUd+NNasktuC7uhytOiVaF4UDCtF8hQrM6swGET4LJcp90x18j6aLZJBJ8JnXqA/V57qIgKfDTS8yUj6qmYXipuqU2D4r2j3SHaxKep+l81lKUh8qOh71Sv55h9B4TlAXO++8rMT0WUb1obH2WfSzof27VOfPJin4HumZ19rJE9BFJn44+NRFEZ9sUgNeajCh/k5qkpX8VQi9HYTgVqFYtyJRadSiA/Z4sz4Cqb16U42jfS+VVSJQH39WCVRESqMmB7xadmp11i24BVR0zz+VKRB16492ffSfhWL0ZFC7PnqfMTfxLMUeyAivvzHZdhG3bpJ6Jj7hp3RRpK7GBbsDqf762sYoXzEq+C4cJDNoAiF8PkeEzAXRrBJnhO11QkGppJ2FEqUPJfos+p7G6SvR+iydvh4MsusMoBgV4DVqwu+TpI4gO1RQvhVLtp3Q+C/mbDt1fQAg/JujbqOLM3CQrAzx6FvvE10ffeW4Ygiy0zpHZ9tF7nPDy0lOn0W9hCjaWF44GK07+B5FV5TmiG0cuXzqvunvQ4XKIa4HlAfUBwjoIhM/HHzqImytasQJT63As9+VABB7+GJLoxaYfEU8f0d9feyrB/omZaIHNrp8hLBHHfDq7ICiDfx1rqqKHs6X6Iwl0Qyq0IBXw1fIFS6xAW+kwIGGWcdATP29WtcLT1BjLkdvfYxenaUGT+HPjER8r9HZdsrr6cBytCC7fp0TzraL4LtavyHRvhJzEF8w64M+w0RZn6i+S5YjNlFQB99jzBjTG3wnfB0I+KPKHCWAqb4+0lZ3qhyxs1AM0sUYtyKFVzVZfZZoX5zo+oj2V5FeiBDJV4QCmzH4rtZviD3bTue9MzxjXV85nZd1o10f8i3ICdRF8fNhiWw74aBUtN0WgnOOePsscrEy1jmQYH10BnXIl5oQPpT882GV11O/N9LW9Ui+xcQPB5+6CB8U7UNRVSOeWl0MQHsAHlHwNQeq1EA4grBrlCOaGuv0ar+RJ2YhJYVdXR+tcqhtd1QKaezb3MLKF11tFV09iHHFUO/1VPmxDHhFBxNOcuVLPFjl/w3q+vjtOu9dzFt/9PmKUfVJdNZN6Pw0ffUX9t0IAWHRbSSRg+YCvksG8Wld1PoN4gdtR8m2U00KBFdbjcq2izH7TyuQqFl+zIsWenVObKDtkyJtXY804VeZxbNQkp6FHHa9QcHuRPdZpM9Fqaf4GCa++kTKOIj8QgRjfMUo3/X/BnU5fnt8fVbghQh0hqdgHxpn4CAUlA8rX3T8R2zFNKwP7azzYTX7aCqYHiFwQM5ptH1XO/gumsEo2GfF+NyHVzXRGev0IiMVHEpsHyq64BbL1nUtnTsiOxNZGRw2MQK+i12EDLMJAGBzeQAQA96IK/zqMo1a4YqcGqs9WNEw61gJUpejdb1okIbadmdUfYxKo+68LBd9vytyGrXYgFc0285I3wUMGPwn2FfIFbSoB9xS5eirDzXgJbMIox1qrRrkxRhw0Whkt+AKl39Lp/r6yAFMjfKFz0LRPleAPgtFLPhObsMQzfoIBt/D659YHRId8HZe5oLyeo9PIrPqIvqKQX2oePBduz5ALAFGnT4nmiGU4D7LKN+N1bfiPQsllFWif+JNb8UU9JWYgu/adkDrt0XpC/QGbwK6SH2v3uCN6FZV8pkRzW4TDQgnJ/svlhciCGcVxxR81yo/2luQU7vPMiz7L9bFUGUxhvWhonMsI3fyhPvKH08ei89vORtZlgzVtYw4HHzqImR3PBDUQwmIr5Im7/poHQFlpyb86vpoXU9uzQlma8Q3OBBd3RRe0RMtXzBTIJYBL5VGHSnrzRDfpc5IiehzGt9LZndES1um7OrvBTQCBFTbkG95E62PWNuLZpWIP0vG+LpPivWFCAb4Clm+cfUB9OtQ1DcgUr7V2TokmMnZefXRV37ErBLihQjCPiGqo8K+K5aFQp+PI9g20XRRVLfi1UUi04H0RaP6UIOulyTEcFZTBDuV+S6QhUJnm4hloVAZQuLjv2gTXX3lB64Pr6pROiT8LCVJF6OfD2tEH5p4nRPKQk7ZPkv0+jjr49UOmoue/UeXEyX4rtFo9JwjwtuItexhc4hrThiNaUcOUF3HxAYHn7oI2Zmh4FPk9Gr135KrrQZtDYi8TUV9faTVWSD+Tlp0NYA6JFl0fze9JSha9kh8wi66zTA4qNK5khga8OoX9khbjkQGwjFtuyPro+3TWltAqYFw1LfR6Z0cRV2V1K6Pup5iK2VGbQMkt91FPXBcn+8a+UIEo7Zoig6EY9FFwDhf0TvATPQWTdEBsmhmhKhvRdL1mF6IIKCL5Ns7RQ+5F94ySgfxgRj60PDJQrQzQAzqs4T7aJX+ifmKaLA+9iw8pT20dR0qOuOFCOLjQmPqAxjXZ4lvu9PXh4r7rrgORS4nzvpEOHQ/0VvXyW13on20YXMaYxZqEt1nGXVubNQALzlHUV4ffbwbXr7YM+aTom1dV5nj1qGOzUWMQXDwqYtg7ch8kiTx/dSR3gAmll5tZCqt+nrxdOYYO/uwD4IHjlOCqVPYo28DDC9fbBKX6FTd6G8AU5ljTIvW8gkjt92JDag1zDFMsDtp212cE37jt4yG2YOZT2HlR5vwi+iWcEq/Mb4i7nOU70bbAqquj99OTSJEdVG0HGjbyWw+QZ/WmekQVRcFA7/hwXefFO2FCISvCAa76WCVyuz3da3yI227o+pDlKOVheIi2saobRWx9lnhVSV9OuF9qDGB2cgvRDDumAMjgu+ik7vI5aivN37ruro+muUb/YKGBAWThH2X0EUqOAcEFn1U5oj6IaKL9GKl4FzBqHEqFdSJNnbu5D6LOn+W8hXRDK1oWzTD71zsz5jSHul8WON0SJ+vZJg4+mQkHHzqIlgtoaaMONkRGqhG6jjU10ecfImkO0aov0gWiminS66GRs180q5PeD2jD560hb2zMxdiySoRTWeOvKqqv3zRM1JiWxXRrieQwNVHg1byDUvTjvVNN2Hl05lPUV6IIKBD9ORLMAtFcNJEbxk1ZjEg9sCjTl8hs1MMSuk3LIMqsboY+wsRVOYkZ9uJlqOuj0swC9mwiXTSs+101sfAzAXRrJLIQXP19aSvCJ7J1BnZdpF9Tl0fv12sz1JPmEWD+FGy28IXMaOej0iNU8PrKZZVEn28q7zeJ0VYZIxJh1Rm4cBjxGMUDJvTaNiJ4Huq9VnCmZwGveQo9t0l6meDGv9F3qKu//p4+1Azpz4ZCgefugjZskPQyOi+YBq1UZFl8bTuSMEndflGvXaTXn2kJsxikz7R+hg22Yz6BjCoIDt7g9Koye0loj4nWh8qq0TwbBbx1UfBthT13WgDc9EBL+VbOgO89NZTbbtPivxChPAslECdhCc7AquzETOoqPqQWS7q6yMNeKlyxM5CEcwUMGqASRxEnvzsP2rAK9AnptgLEYzKtnMSuiichSycURRrG4eVH+2FCMK6q7MPjZrRRdmVH0hSaNEnnEjPPflCBNFsO6Hge2IPuXdGGBcCieuzovqWzj6UnvAnOttOLNMr0iJjsjLWRQMN4i9oIK6PwXeBzu+zDAvik9v0BDOWYhiniva5sWWsq68XnueGB58488lQOPjURQic+QREEnyxFTThLBTBwIFh+7hFB7CCq6HUIcmiA95Ep1HTA2TtgTBAb9GMKWNJJAtF+CwUgzKoqKCa8GSwkzKWfPp8xag06kRnLngl//bNxGa3pWK2nX6fE17RM+jskYAP0an7ifGV6JkLyutj0UXhcxDJoLkxfaLoCxGSmW0nMvky/g1g6vpoXU+esRTt7BG9QfngWzSJ+qiC7IT++TqySjSDPcboUFKz7QSC7y7RRQIyCBebDoUXZVSWcGjbWnzlR89y0V++6NZ14T5UVBdjCppT9dRfDpXJGVl3VeZO6bO07JQuir4QIfYApnb9w28dVY4kRXkhgmjwXViHBHVR9gEHn4yFg09dBEXmk+gANqbIsv6OQDjLhRL8CFkugIDgRxV2fQNbclVVeB93lI6JCkCEn7cR7XA+SpAFskHILBThiXqiz0IhgliCZ6HQgyefZodIp8obkykQPY1a70A7sZkLkdOoY/AVAR1K9NkjwpO1CGc4GVIf0WC38Dk10cpX11+oPsKrv2KZC5IUKcgu6CvENgwHoUMxZQqIZKEIBs3JbXTCZ/bFpkP6Myej9JXhfaJBvmJU5oLb65/sG/fcC4y3Yprwq+sT2Xf1158KMlFZyLHUB4hBh8hy9E7IRQMHsWbbQdf1kbJKRF+IIJyxLupbwnpskK8IPnvRg++dq0NRX4ggqotUUF73mCHwLCntofNhoSLxWb+JyULmXXfGwsGnLoIi88lNDYRjeFgFVugip7SKDvzFJoOAgOALDjCDmU+ksCemPqKZAhHfgCMc9Y9F2A3wFYOy7SKuqhoWyBCZlAlmfQifPWJMmnb0zIWw+kQY8NLB6Eh2lVncV2I6w0R/PZNXH9pHAZHge7TzIdT1iWzX7yuAAVkoRCAjlqySWILvQrqSpGw7V8TfpfW9kc5V0y4n4hZQvTpkkC4mOsslUgCCPqtO2y7ch4qe+SR83o0xwffIgU39eiachRJDn6V5fVRd1NeHGpWxRAVyqeslic4qiUmHBJ97Uf0QDkAILA7S2/oMmtN0PPd6dYUOvmv3ia5Y+1CiPnoPIhf13cDWTY1bJKw3qdaHhts588lYOPjURYg780m4g6AGvOq6Ca9CuAWzUDzEarTwOTXagix85lOUgba6wxI/LFp833QsqxCiA1XRckTro75edMArWp/IAQjt+gMiq6GCbR9rtp3uyaDY9pjQgDf2Tl3+G4R8JcJzL65DVDmCA1sDJnERdVFowh/FV8IzJ0W3gLq1g0aimQKivhv9hQgiz70xW5GSlW1H62gs20uM8V0g/owi0cCBYdl2MQWZiGCMTxKaqBvlW8J9VsSMdYF6itYnhmw77XJi21quGocZdl6ZoO8KnikV8Q1gwud3GdlnGeC7whlOonOaGBaUyCCcuj7i461Ys+3U9RErRzzbjt66SS26xXfGkrxOhviu8FheeT0Hn4yFg09dBPWB4/oH2qLXx5JG7SVXG8QGZ9rlCGahEANkanIUekOXuj5a10cXdn31CQi+V2tgG8PZI16N/XLCe/49Xs36iJ+FIjbgFT/DxLjzyoR8N8oe+/Cy6LOaRDMFomXbaddH77aWUBo1NeBVmaM89+rr6b36PsHnPhYdIupjQFAt8hZTre8Vy0SNFnwP/83C51UEyiF9VF1PrfLJ4HuEzIXYXoigcb3oc2+Qr4j3WXTbi+mQMYsKkctRmWkdInwrWh8d3mfFOuFX+65YfXxS5BciaAafvLEc5qwyR9RFMvguoEORguZaPkdl1YmWQ9dHdJwa5S3I4W0f6Ps0vhfQn1VC9aFBnyN0N7zNqPJdHUF2Y3TIyG1uxuiiSLAq4htvCV/RHKfGsCAmVo5YcIg60kM0aG5U9l8gkKvlc5G2rkuqd0dGGzurzDEuSlJjAKocre/V14fytjtj4eBTF0F54LjoQxyLGGhcb9Ahqsbt4441jTpMwDsKp4WdKiesPjGnUetvS2MzjfQPGMXPQomhoxFZ0TNoX3ksK4aAls+JnYUS1VeobBNVdopYFoormFWi+mmxBV0Mee7FfMWorD3h1VnDVvKN811AJFApmG1n0ACZ8nUgtkmHIUGXpPVZBtWnE7LtqHKACBN+nTpE+W6sWS56dTGYVSIYXKF9V2WO0Xe1ykmsr5BZxTH5isb1sYxTyeC7Vn0iL+zofbECnc1sTOAgUlYJeVaTUX2ooF24LUX7rJjOh9UqxyDdJesTLfNTPa7y28OuNyhjKWZdDKuPT4qwyEiOwWMIPBJzCNJXqOdea9FTcA5B/q6w+nDmk7Fw8KmLkG0JNaVocEh8NTSWrU4a9TF01UWj46YGsILC7o46+VLXJ3L5yusjDXgjp1FTAzSVOUI54nv+DWlLasAuHAiNYUVP4HdFfDaIdol4EHm8k6+ovhtWnwjZdlqrxUCECb/o2SPEc0+/cUb0zJBYfEXj+piy7bTKMWark2H1EfWVqNvi9Pqu2EA7NODV/g3iAUP9Ohf50FKiPoSOksF3AR0is4oj9aECGVERJ4MiwX2ini5CV6Iu1FAvzyCyR8gJPxlkCqunN3BmS/y+Ql3vFlw4MqoPFR1vRQ4y6a+PqK/EFjxTl0+O/6K+eUz9vZp2MmhuzJYpgM4q6Zyxs/7yjc2g0vjeiM+YgK8IlyOebac9thEMYBrUh4rqYqSt68K+EjFAp3G9Ub4Sw84Zqs/SUx8OPhkLB5+6CPLMJ6c3Qjq2RmAi8oCXKkekIzMyU0Cj/AiDMEAgY4k4CyXqmU/UgDfM7oog+OIDOsGJekx79dXfa1gadYRtfcbVR6N8Qwf+WvURy0IRzh6JMY1aq06RB7yivqUyCw9ghVcxRSdfVFAnxTKWRHUx0uAJiGVVNbwcQd+NkFVCZdWJ9zWCvhVL8N2wPovyuc73lciLCoITEaIcjcuFF3xiz7YLq6dX/IUIkXVIZY5wvdjr7WPL7lDXx9hsO/3XiwarImWsGxKsijLhD/8T0T40+hZQpT3i1nXBIBOlZ6KBg8jlEPWhnnuBtyDTWzcFg+CRzocVfSuzcH20yonxIHJyLhLf+C/a1nU6+C7QR7h9mtvuEt2HGns+bPT6mHnfnaFw8KmLoOfMJ9GMg2SdhSK63UV0NToUNAqzU2876Shbd4ZTcMCr/g30NhLtQXvkbAqt66mBquAKWsTsFwFfiVgfAV8h6yPoKxHPitFfn0jtSNUHiD8LRXTA65MiZZWI/gZjAnfCvig4EKae+4grXAIDzIjXC2ShRNQ5MiuGuJ7UFP1ZKFHtOrNQAlklmvciQlaXSBaKsC4a2WeJ6IRBq7/CuijqK4LZdqQvRqgPEH+WsKjvSlK0FyJo/AaDfMVNvO0uWeMtevwXw3jLCN8VrE8s9Qci+Bb0+ZCoL4aySrTqJNpHGOgron2cAb4i+tbhRNenM8Y21DgeiD9jPfr5iCJjVWPmFqLnz4qOtY3qs+jfpe96jj0ZCwefugiRznyydDw1ke1Q2936rs/MMEcu302UH3Z9sBzie8PFKWr9I1wPhARcXk8te3jmk7ocZfmSpMwqschUS16nwO8NtyuudxN2qhzZvdZXji9CObHVx2Ty/w+AKqtE1LeiXh+27S5q27sJ343oc9HrE/UZEPQ58nrCHp5GTbWN2g61PZKv+ATKJ8qRB1fi813t68OzSozyFeN9Vzkh0FcfwueIciSt+oT5kLwcIHQWih5flA945W0pnxyJ6od+39IoX9TXyetj0e/gP4Mp+nr7XD36Ib8+wyS/D6J9vX5fj9znRvdRvT4X3jZ6dTFQTnhWSaf3oRq66PRFqo9G+bLnWNf1Mv3IUOirMgslHv3QtFN9aMRyotdH4XOkLuovJ3xrebRxW1Sf86l9V77IqGh7byRdUd63wHeH627oNyfSdwWvd2v7dLhOZBC+EutcJLx8fXoZ3R4qR3tsQI7/RPXPTfgcOS70aV9P+KhPUr4QgWpLXb6io88N7/vCnzG/PboeU32oaH3kW+KM7LPkdt52ZywcfOoiWDNCwaf/W7we6yrqg/8OBKbuWbEJ3+2pCdpzMi0AgAe/KMLKXYdU9rmrduCT4gMq+wtrdmLptn0yu7/8+RvK8f7mCtX1722uwIIfd6vsy7ZX4pV1u1TlfLXrEJ77vkR1/fd7avHEqh0qe+GBBvzrq60qe0lNM+77dIvKXtHQjrs+LgwKS8Be2+bAHUs3BgUtYLd5fLjto8LgmxsCdq9PwjX//T74Rp6AHQAufXN18Kwouf3C174Odiw5soDhufNWot3lUV3/i5e/RIvDrbKf+eKXONzuVJUz/YUvcKjFplHOV9jX2K6yX/z6Nyira1WV85u3v0NxTbPq+hve+wFbqhoBKAOef/pgAzbu9/tchskU9Me/f1yIH/bWBq8LlDXrsy1YVVatsv975XZ8XnJQZf/PdyVYtr1SZX9l3S4s2lIhs/u/978/7cE7P+1RXb9k6368vr5Mdf2nJQfx4pqdqutXldfg6dXFKvuG/fX498rtqnK2HWrC7M+2qK4vr2/FzBWbgp10wF7VYsdfP/pR5YtNdhf+b/H64KA9YHd6fLjhvR9UvggAM95aDY+G/eLXvwmusMnt572yEna32ufOnvcVWjV87ucvfYFGu0tl/9kLX6C21aGyn/HiF6hsUvvipQvWYE9Dm+K+AcBlb32L0lq1z/323TXYdqhJZb950Xr8dOAwAP8gJjBo+PNHP2JtRV3wusDf/POTTfh2t1r/HvpyK77S0L8nVxdjxQ61/r34w04s3bZfZX9z4268t3mvyr5wSwXe3KjWv493HMA8hf757St3HcKzGvr3Q0UdHv9G7XObDjRgzpdq/SutbcG9n25W2fc3tuMfH/8k0zl/OYdtLsz98ZBK/9pdHvxx4drgW38CdkkCrvrv9/D41Hp2yRur4Pap9e+C174ODqDl9nPnfYU2p9oXz3rpSzRr+NwZL36B+ja1z01//gtUNat97px5K1HR2Kay/2r+Kpn+hexXvf0ddlSrffHG99di88EGAIBVds7i7Us2YsO+Dv0zm4Kf/ePjQqzZo9a/2Z8X4esyuc/5791jX2/HZxr69+x3pVi2PeRz2R2D9tfWl2GhQv/8179buBdva/S5S7fux+sbylX2z0ur8MKaUpX92901eHKVWv827j+MR1ZuU9m3Vzfhfg3923O4Dfcsl/e5/t97qMWOP3+4UaV/zQ43blm8TqVzbq8P1/1vjcwe8rlfE33uxfO/CWapyO2/fGUlbME+N1TOL17W1r8zX/wSDcE+V65/n6NGQ//+b+U+HNDwxQte+xq769U+d/lb36JEQ/+u+98PKOroc+X2Wxavx4+Vfv2zmE3BidxfPvoJayvUPnfvp5uxulyuf/7f/PBX2/DlzirV9U+tLsZyDf17ee0ufFCkHv8t+HE33t2k1r9FW/bhzY1qn1tRfAAvr1Xr39dl1fjPd2r9W1tRh8e+3q6yb6lqxINfFKnsu+paMPMTtf5VNtnwz8+KVH3xYZsTty3ZoNI/u9uLG9+X61/IV658+zuZ/oXa5pL5q4JnTsnt578q73ND5ZwTQf+abNr6VxfUP+X476CGz537ykrsDfa5sr74jdXYVdeisl/zzvfYXt2ksv9h4Vps6tC/LIs5uMh4+9KNWN+hfyZTaCfG3Ss24XuNOccDn2vPOR7/Zgc+LZH7nL+cl9fvxoeKPjfynON/m/bibY3x30fbKvGqxpzjy51VeF5D/77bU4snV6vnHD9VHsbDX6n1r7imGbM09G9vQxvuXq6ec9S0OnDnUrX+tTrduGnhOtXcwuOT8Nt3vtcc/136xqrgm7mVcw65/oV85ZevUHOOr9Bip+Ycap8757XVqLdr++7+RrUvXvT6NyivV885rlzwHYo1fO56Qv9u/WADfqxU97l/W/YTftDoc+/7dAtWlavnHI+s3IYvStX698y3JfhYNufg4JOxmCStXPc0xel0Ys6cOfjyyy+RnZ2NG2+8ETfeeGPUv9u2zS8iEyZMSHQVVdhsNpSUlCA/Px+5ublxlZV997vBwVcAs8mEfrlZqO8YNMnJ65UdHDTFYx/cKwfVrfaUKSdd7Kl236hyBvXMRm2b+vo+OVmwuTzBQVaArAwzcrMsaOqYNMZTJ1H7oJ5W1Lbp9/VUa4PuZhe9b/1zrWi0uxQrUgDQI8sCkwnBAXwAkwkY0MOKOgGfSBd7qvluV30GKP07IjsTTo8vuHodIDPDjJ5ZlmCgVs93iN67ftkZaHB4dV+favZU87l08d3+uVY0OVyqV5jnZGbAYjaj1elW/Q3lv93t3rHvxman/KeXNRMenw92t1KHMswm9MnOwmFb/H0uNZ5Ll3uXavZUu2+i5fTNyUKby6Oa51otZmRbMtDsUOufUfdu76wZOLJvD5U91ZHHGHbv9i9IJSPWEY4l+iXpw9y5c7F9+3YsWLAAVVVVuOeeezB06FCcd955ya5ap5BtydAIPgFW2XlQcuRRZ7aznbJnZZiRYTapBrwB3woPPplNJkVWQGfWNYd9vUvYs4l2DKxwhQ94zSYTsjLMaINHZZdnhSairmzv2vZAVonWwo7VYlYFnzqjz7VmmAGog0+pdu/YHps9K0O7/zSb/RMtm0utf1aLGa1h83STSZmhnIi6sr1r2zPM/r5VPc7z65xWX2zY+I/Hc93SnpXhz6oLT40J+JZ2X5wBQB18osaSonUyc+KToXSZ4JPNZsPixYvx2muvYfz48Rg/fjzKysrw7rvvdpvgk0Xj6YjUEeRmaje/sD1L+2FNWjnpYk+x+0YPeNWBJ8DvWyaTht2sXZY8HTveulJ2quNIlzbobvZIA14tzCaTKuvJb1eeHyC/ngoEpNq9SHf9SPdnIIsIUppNJtVgN2CnrqcnX8bcu+xE9+nsu7GVI6x/2vZI+qe1V8FsMpH6R/a5aX7v2HeNLcdiJsZ/JlNwC3W4XUsDIwXfDRvPpdi9Sxt7it03qp8kdU57zSW4+KhlN2rOwdvujKXLBJ9KS0vh8XgwefLkoG3KlCmYN28efD4fzISwBpAkCTabLdHVVGG32xX/Hw9tLnXU12zyH8CrhUnj9ZgAkJWh/ZBZSbv2vaWvT3Q56WJPzn2j2pfyBxOxM9cEBM+jkmOGKXiWhsJuMsGjMYkDgExisN1V24DtfihVpn1OCp5foCjHBLRpbDkxm/xv3NGCqFLK3aP08d30eAYordEc7cKvc5p2E4JnA8kxm6CpfyYTIGm9/xtAVtL0j33X2HLE7KTOEYdhmABVpgng97l2Qv/clP5pf0Xa3Dv23djKsVCCFqHP1frIZILmNk+zyQSHW61/kb6D5xydZU+1OYc25FwE6qMVgA7905xzAB6vtv5RzwH1G5wOB2yZ2n+TyshjDJIkwZQiQbQuE3yqq6tD3759kZWVFbQNGDAATqcTTU1N6NevX8S/d7vdKCkpiXhNIqmoqIi7jMBhcwokCU0ae69NABratANeLe3adqdDvQ8WALwubbvkVp95Edmurmds5aSL3ajfq12Oj7C7iHZ0u7TL93jUAwwA8BGiLkk+NDs0Jl+Q0ED4VlO7duDXZteuq8el/dvg1a5rstog9XwuOXaqvVyE3e3WbkevV3tQ6/P50ObS8EdJQqNN24ca27R9rtUmpn/Uc5bu+pHuzwCpf05C/yjfJfXPEzzgX/mBFDwkXY4ZdJ/bROiindA/KoCWPF9Md59L7H1zO8X0z0Pon8+jrX+Sz4sWlzqwaZKABkL/KJ+j9I/6DT7iN6Sez3Uv36X1j/I57fK9lM95vaqteP4PfGiyq7/DbKL1r5nwRRcxJqXmHOL6x75rZDnU/XdTfa6o/lFzDp8PLVoLPgAa2sX0r53oc8vLy9CQnb4hk0CMQR4jSSbpeyfDsNvtqpsa+DclYHIyMzMxduzYhNQtEna7HRUVFRg1ahRycnLiLK1YZbFkZKBNKyJsNsGhvQgLN7Em5jFnAlA/mOZMKwD1g5ydkwNAPcHr06sHUKe29+/dC6jVsB/RU/v6dLcb9XuJco7o2ROoU7dLbm4u0KBux5zsbKBZ3RlkZ2VBay91VqYF0AgyZWZkoN2tdq4Msxk2j/aKhkvSXknxmLR9UcrIgpbPWQhf7NVT2+f69e6Z0DZIOZ9LsL1vb217j9xcaLVLbk420Kj2xWyrFWhV67Y1MwuAhs9ZLIBTPTCxZJg1g1ImE2D3aU/gKf3zZojpn/8FEvrvUarpR7o/A7169NDUvx65Odr6Z7UCIPSvXUv/MgGNQ78tlgy0a2VEmU2waY+d4SZyAN1m7SGaQyP7DwCs2TnQ8sXekfSvC/Z9ySqHGtv06JELHNbQiOxsaPmc1ZoFtKn1LysrE7Cr9c9isQAa49yMDLNmXwwATsE+169/Gn2u1QotnevRI1eoj0i1vixdfI4aw/Qk9C83N4fuc6HR52ZlaupfZibV52agVTM7xQQ7Oecg9I/oi03knEN7nHEEzzn89gT7bp9eEeYch4k5h6b+WYE2os/V0L9MSwbaNOccJrRTcw7C5yj9O2bcOAzoYdX8LJWRxxgOHjwY/Q86iS4TfLJaraogU+Df2dnZUf/eZDLF/ba5eMjJyUnI95sjnB2glZ0CQDNYBQDtxPY9anBjI+wOrQwtABKRDpiVqZ3rmGvVjuD2IOw9s7WFg7o+0eX0yDam/Ows7fuTSex1ziTONrEQqbQZxPUZ1BkBEXxOa8sAALQSPtdG+pyY3U5M1jySdl0zMogzCIhVA6PaMm18l7BnWrTvG+WLFmFfJNqL9DntQwLMJhNaNAbIALQzqAC0U3ZS/7SvdxL6BxORyk7on2E+l2rlCPoudX/EfY7QOcoXI5yRQtmpvlXU52yEnlF9LqV/XmLjg4V4jqk+N+19TrAc6j5Q943sc0kfFfO5SGdEaWXn+fVPO7uA9EWDxn8uQf2jxjdG6Ue6+BxVDjU+Fh3nkfpnFhz/RdA/rbeRATH4HKWLxPUOIgDhI/SPGsek2pwjWT5HPZOUD9G+SL3kQ1Tn6LmIg/AVrQApQPtizx65yM1Nv+BTgJycnJTZcgfQR26kHXl5eWhsbIRHliJaV1eH7Oxs9O7dO4k1Sy50RwDNg3sB7X3cybRrnWUAQDvlF3Twgzx4PYs6VE/0EESxcnJF3wAm+BYGSmio6+mgkej1YnaTSXsfNyDuK9TkTutslojlEHY7cZaBRDxLWofAApEOHk6sz4mWQ9WTGsCSviLqi4I+FEv5WodIA0bqmTE+rXV+EACy/tS9oPRDVIeM0jNR3yVfiNAJvmLM9fTAT+vsPCCCTxATe+P6XG2fcxCTO0r/jHrrX8J9LoY3gGmRPJ0Trw+5EET5CuWjgr5L6aLWmS0ArX+aW15B902ib71KNZ/LIuqfzD7UCDsQw3jOoL6V1D/ie7XOmwTosXai5xyJ9rlYXoggZtc0i88tiEhGpPpQbUz5BB84bixdJviUn58Pi8WCLVu2BG2FhYWYMGFC1MPGuzKiHQdAd+qJn5SJ2duoVRTiemqwRYybycmOca8ZFXwDGCm8okKdPoOS8FdKB6CDRoKDEuGgFOGLggNqD3HwMLXiY9TrYoVfeRvhbSRidk1zUidfFFRQO9EDXtHyqQApZacGzhTigQNjBs6Ur9MDXk1zhOC7qC5ql2/kQJhaCCIn5ERbCvtWgvXPRgTrqd9LB+sT63NkkF04u0PTnJLBdwpKJ5K3KEn5nFjggFyspIL1pP4l1uco3RVtS6qJk+a7EaZhWm9TBmLoc4ndHMI+R84txOzU+JXSv5Sbcxg2t9A0p5wuAvQ8MdLfMOJ0mahMTk4OLr30Ujz44IPYunUrVq5ciTfeeAPXXXddsquWVGLJQqGggjSGTfgNWkET7SDo1WVtEaKCc6JZLpTgkwPehK+2il6f+IEwBTlAFl4pS2xAgfY5KuWXChxQHaLYwJl+5S39mnltu6a5S2ShUFADRnH9Ew0ECAblRXVRMOOAkD8yUEnrn0Grql0gC0UUauumuJ4lWv+M8V0qcED5iqj+0UF2TXPK+YqRCz4U9KKkUT5kjC5Si5Ki9SEXK8m3RCd4kTHRdkpHOyELRRTRrBWjFrzFg/LGZP+RWX7EzaYz66ltcYkOsqeHPRKc+WQsXSb4BAAzZ87E+PHjcf3112POnDm44447cO655ya7Wp3GzaccrbKZTSb89Yx8Tft9Z0/QtP/7gsma5T9x8RRN+5O/0rY/QpQz6xz19wLA3888TtP+p9OO0bT/ftoYTfuVk0Zp2i88brim/cwxeZr2E4ZpvyFx3EDtbZx5PbUPjO9ltWiuaGRZzOidrd47bTaZMLiXuiyzyYSxA3pp2icO6atpP3nkAA078IujB2tef/F49T0ym0z4jcY9NZtMuHGa+pB+swm4Y/qxmtff/fPxmtfPOa9AZQeAuRedoGmnfPFf5x6vaX/glxM17Xefpa4PANw5Xf3MAMBNJ6ufMQC45oSjNO2XHj9C037OuCGa9pOPHKhpHz+4j6Z9RJ8emva+uVmaE7OczAzNAUiGyaR5mKLZBIzsq/4Os8mE/LwjNK+fOqK/ym4ymXD6KC1fNOH8/GFqu9mEyyYeqVn+76aO1izn/04dp1EO8Lcz1LpiNplw/zlqnzCZgMcuFPM50hfPn6Rpv/dsbR/9G6F/t2r8LgC4TuM+AMAVk0Zq2rXuMwBMP2qQpn0yoX9j+v8/e+cdHlWx/vHv2fRGQgkdCZ2I9KbSFFEpFgQLlutVr16vV+Vef9eGevVeBQvYxd77RRREqnSwgrSEkgABQkICSagJ6cme3x+b3Z2zZyY7k3M29f08D0+W2dnZ2TPv+c4775QTzU2PjwrnTl7EhAVztx+EBGmIizCfKeHQNHSINZ9/6NA09BDoX//2PP0DLkww308OTRPoH3CVQP9uHJjATb/zfJ7+aZjO1T9gxiXmtndomtBWRPr3j4H8Puu5Sfw+96nL1PTvvpHm+gPAX4bzH8pyo0D/eNcTAMZ2N19/ABh2jlk7AKB3a7PWAED7Zvw+Ny4iFMEc/QsLDkIUZ0uKQ9PQOtp8NqhD05DQgqd/QJ+2PP3TuL9B0/h+hkPTMJGnfxpwXX/zfezQNO5979D4fpJD0/AgR1ccDrFNvKDY5865kp//6fEDuOm8ewAA/jma3+fydB3g9wMAMJVz3QBgfO/23PSRAv3r1z6Om96lhUD/osO4+hcVGswNhgY5NLSI5OifA+go0L9eHN/ToWkY1NGs1Q6HhhFc/QMu62W+Fg5Nw+S+Zn/FofH9G4emcf0hh6Zx29Khady+z6EBMwX6N2s8f6wgGnM8K9C/fwvGHLx7AwDuHckfc/D8XQC4gdM/AOD60wBwsWDMwfOdAPGYo51A/5qFh3ADSqFBQYgJ44852sTw9A/oyunvHZqGvu3iuPmHn8P383ia79A0XMEZlzk0Dddz/BiHxh/3OTQN93HazKEBD3HHHBr+c7namIOCT/bSqIJPEREReOGFF7B9+3b89NNPuO222+q6SrXKy1cPMYmXQ9Mwa+JAjOra2ifdFQS63KdDdmga/u+iczGFM/D7+4he3A7/9mHduQOkaQMTuOJ+1XmduDf+JT3bcTuVEV1a453rzjelD+jQAl/eMtKU3qt1M/zwl4tN6QktorHu7+ZgZNtmEdj6f5NM6S2iwvDH/Zea0mPCgpHy6NWm9IiQIOybMdmUHhLkQConv0PTkPzglZx0YMv/TeTm33jf5dz8q/42zuT4ODQNi+8cawo2ODQN8/88Bi19Ds9zaBo+v2mkyfFxaMD7159v6gAdmobXrhlqGvg5NA3PTxqECzrHm9L/O76/aeDn0DQ8MvY87kDlH6MTMY3Tsf/1gh7cgd+0AZ3xj9HmgdPUfp25wdbxvdtzB2yju7bB3CnDTOlDOrXExzdeaErv0zYO3942xpTerVUMVt49zpTeITYSv/1jgim9VXQYkh8y20RcRCh2P3yVKT0yJAh7Z5htKzQoCHs5Nhfk0LD7YY4tOjRs+9cV5nRNw6/TzfV0aBr3XnI4NCy76xJTsNWhafj6pgsQFeKbDnx1y0hTsNWhafho2oUmR9+haXhr6nDTwM+haXjxqsEYytG/mRMHYIyPs+d2hH0DMu5g/bWcAczfR/TCn4eaHZ/bh3XDvZyB3/UDErjB1iv7dMLTnGDr2B5t8crVQ0zp5yfE473rzfrXv0MLfP2nUab0nvHNsOTOsab0c5pHYcO9Zv1o0ywC2zlt3zwyFLs4NhcdFsLVs/AQB1f/gh0OpDzC17+kB/k2t+mfPJuDQP80rLx7nCnY6tA0/PCXi03BBrf++QZbHZqGz24aiXN8gq0OTcO71/H0D3h18lBTkM6haXhu0iDTwM+haXjysn6mwLND0/DQxX1wNSdQPX10Infgd3X3ONwx1Jx+06Au3Mmma/qeww22XtarPdfZHtW1NeZONevf4E4t8elNI0zp57aJxcLbLzKld2kZg1V/M+tf+9gIbPqnuY9rFRWOnRz9iw0PwZ5HOPoXGsy1udAgB/Zy0l36Zy7HoYHrA1Snf2vu4eifBiy96xJTsNWhafju9otMwVaHpuHLW0aaBpEOh4YPbrgA3VrGmNLfnDrcNPBzaBrmXDnYNPBzOICnJwwwBb4cmoYZ4/qaAl/uwAEv8PW3C3tyB363Du3GHfhd178zHuUEmiad25EbbLioexu8Otmsf8M7t8IHN1xgSu/Xvjnm3TralN69VQyW3XWJKb1TXBR+4uhH65hw7ODoUFxEGNdWokKDufoXFsz3/4IdGtdfdGgadnD9Pw2/c/VPw/p7+Ta34q98/Vv0l4sRHWbWv//9aZQp2OrQgE+mjeDq3zvXDkfv1mb/75XJQzC4o1n/np000BTUc0/4+Aa+HJqGBy/ug2v6msccdw/vhgkJ5iDvHcO64+4LzGOOGwd24U5iX31eJ26wdVzPdtyg6sgurfH2tcNN6QM7tsAXN5vHHL1bx2KRYMyxluMntYuNxJYHOGOOyDCu/jUL4+ufcMzhEI05wC3foWnc+jg0DT/fP56bvvpv5rGRQ9Ow5K6xplV9mgbMv22MKdjq0IAvbh5pmmxyaBrev/4C02S7Q9Pw+jXDTJPtDg144YrBpsl24ZjDATx6yXnc4OA/RicKJ9sJ+2hUwaemTkRIsGmlhUNzdYrmdA2hwUEmh9ehuYIlV/UxO8KhQQ5ulDrEoWEiJz3Y4eDOtgdpGi7rZV75EaRpGMdZEeLQ+DOlDk0zDSrd6SM4s1nilUAaBnRowem8gd6tmyGS40j2jG/G6bw1dGsVY5opdWgaOreINq0UcWgaOjWP4nbe7ZpFcgOGbWIiuIOXVtHhpjZzaK7O7GqfdE3TEBsRaprlcmgaYsJDzOkODVFhIVzbigwNNjkNDoeG8JAgTjmuQzMnn+eTX9NcNneebz1dh4fyOoiQIAcmJfJsTsNETnqQQzMFWt3pl/bkp4/lrY5waLioGz+dt4LEoWm4gDf76NBMgRJ3/j5t40wzpZqmoXebWHPn7dDQvVUzbsCwS8sY00oRh6bhnOZRnIChKyDGCxi2bRZhuv8cmob46HBMOtc8eGkZFcbVlbiIUFzU0VyfZuE8W3QFOUy2pWl8m9M0l/5xbJqvfxDon1aNzfFn6YIdDkw816xzwQ4N43n659C4M89BmoZLuPqn4WKu/rmCpLz8I7rwV/wMF+hfv/bNTStF3KvbfFdnOjSgR3wzbsCwa8sYbsCwc4tobsCwY1wUJ2AItGsWidEm/dPQOiaCM2ECgf5paB5ptkVNQ/X6x7GVqLAQXMPJz7c5VOmf2UZDg4NwNUcXRX1uiMAWgzUN4zl9aLDDgQm9+TYn0r9xnHJcq8P46aIVPCO78vQPfP3TNFO/504/t20cd8KkV+tY7oRJt1Yx6BTno38ODQktok0rRRwa0Kl5FDdg2D420rRSzuFw9bm8CZP46HBT2zgcGlpEhuEKXxt1uFb58WyrWXgoV8+iwzh9cVWfy+tDuX2uW/846SFBDq5OB3P6YsBli3z94/e5wQ4Hd7VRtfonsDm+/mkmjXCni1Y8ivSvb7vmnAkToHebWMSa9E9Dj/hm5oChBnRtGWMOGFb1uef5rF52aK4Vnr4r5dz+nzlgCLSOieBOmIj63OaRYVxbqU7/eDoXxe2Lq8YcHNvl25y4z3X5f2YbCg1yYJSPzwBU+X+CPpc75nA4xPon6HO5/p9wzAHBKjPx7oOBHVuYAhpu/eNNmPRqHYv4aL7++a5Od2iuwBcvYNipeZRppZxDA9rHRnIDhm1iIkzXyNvndjTlb8Hpcx2aW//MYwVRn8v1/xxu/89cfngIf2wRVp3NcXwGkf9Xk+3xhBgKPjUyfM9ucYubMD1IlN9sGprGT3c4NIRxlni6b3zpdEd1+Xnl88+qqS4/bymq6De700OCzB0EP7/rr/CacpwbVzk++ave4K0e4eYX1cfhL79vuqA+qt/rKYdff9/zNfyXr2BDNtqKWn71+miaVk0bS9qK4rXzZ+vybVaz+oRK30v+0tVs1/dJQarX2f2ZurIVu/IHOzTOCknXX/U2CKztCttM+Z4R5Bf2fXw9FqZL9qHu4zmk81erf+br4ElXtRXOWTUOTdSnC8qvzgcQlK9x6iS6RprNtmVdb/zZrsW+u8b3pKr+yft/9bEPVc0f5HBwVwgBtWFDarYr32ep6aLm756R1UV/fq1FXXTVVUMoZ9Rf7RjCDl10VKOLimMa3pEbqrai+e07AtxnWR1bOPz9Xmv+mX//1R7/j7APCj41MkQiYXKGRKIiEAOtarCsFgioJlil5FDXoKNRcnirF2Tfzk9TFXxlwVTNX9Mgk02DOMsOr1r57s/UjcOraOuapujwQpBeV4MUP/URBlQFgVyfAzI9jrC0w+vOLxtQqL4+soFiV11VdUg08K5GF5UCAWLb5Tu8Vb9BpHPCa2Ex4CnUV1TlFzm2oj7LJgc8wLqoPHiUrI/7M7xDsutuYC8u3+HQuKvqgJr0WXbpYqD7LHvqo3p9hEEvVV2skz60Jvn5+qo2yQhBur9gjz22y1txpfa91Zcv33cr2rqfAIT1AKzbZ+AFn8S6qD5ZqaqLojENvz7VTzL69k3gp9eSDqkHqa3pSs11Ubb+9pTPvkfYAwWfGhnKg0eLDrL7PbsG6vbkV3V4IUjnd352rxQIvOAHyuH142RYnOEXBRrcn6lvQSa+w1v1G+xaVWI1EOAepEivHrHLhtzfqzoIlXR4RUF2v06ePU5J3eic2BFWW1WnFuzxvwrFqv7xv7fmfZZVm66+PtaDTOp9rgazFrg/Y1cfqmqLwUEOk4Nuf59lT18mHPCr3jOiQICkTmv+vle1D7UYZPKuQlEIvotsRRhMF/iRoklJh9gHEK0qqckko6wNaQJd9N9nqQVvpPssv+XI5heU769PD5DOiXwG92fUdU4hmFSDYBV/ktH1t8H3Wcq+hE1BIKsBUpt0Eaj+SfCEOhR8amSIbibfM2T8R8b5+cNtmiXlPf2jJoEDNYdXVdhdf8OkB8zw872qAsuvj7AtVWfEfL7X6wgr2oogfzjncGmV+njL4XUE1diKYFDGt7lqHGE7tpHUtG0sD7xdf022oro6zyHQjxo64L6rCMXLsasvX30boJrT42tzovLdnxHqHMd2azKwF5VTk20k5t9WMx1SX5Wh1jb29VnWdLHG9VHVUcn6uD8jGkwJbU5xG4moHLVtJK6/dvVZ8uXYa7u1P3isvg813UtCHfVzz1sM5rnrpB7AtCMQ4PrdvpM+wj5LtQ+t+q9dOmSfbdlVHzVbUQ0yyfah/uojDj6pTtSo6Z9wzOGwY+u6O39g+yxlWxH68oGpT023U4tsUezvqgXfzWeueutK2AMFnxoZ1lebiMQD3PzuzwidCTv2TQsdXnedVINJak6JyblRdnhr6nzUL6dE3uFVLN9vIEPVEVZ1bNUCqlyHV/SbazwrKbpGvgFDUSdaM4fRLlsR30uaUv5AB5msrt5xf0ZNz9QdYb7DW9PfIAoO2TMrqbziqpb7LFH5mp/8tX4vCXTRVVdBnygKmjtqsI2E13c7/J1Vp6pz1tpeE+iicp+lrNPwk18y3U8favWsEuX6KGqK+zP26GJNJxlV/S2r97GfPsuiDtW5Lipvvxb52aLfpRho8JlcAarOn1UdWwgnE/m2W+2qOru2qNtlK/VmrGBT/YX+q6B81UnVGl43wj4o+NTICHxHzHeEhatH7Jj5cijum1YWHHd+gQMrXFkg6fCKyldd/izK78cBl3Z4HYr1r7Fjq9oxqTrCgXR4+d+t/hvstV31eyPAAVVRYMJ0L9Vtfaw64O73hEEmJYfXzzYSyw4vqvLLXuuq/AG771XLr2l9FAePVuvjN5AR6ECAHfqHGm5dD0yQyV8fZ73PUs3vL3CgOCAPWCDA5voIB/aqwXc1/XN9d6B0qyq/XX2oZR2qYf0t1sft6ogH/Bb7AVVdrPo634k+TfOz8l0UTBeOUfi2y19Vh6q6BrqPUAu+B77Psji28Oe/WvYxBL/LNr/c2A8S1qHgUyPD8mDWr7jKpbvfU535t2XftN/ZTTUhNa3W8Ai+T0fgtz617ZSIHM+aOtSqgQzFdFXbVV5VpzbD5fpuxaCIxa2Ptgddan2mzI+TIVj5ZL6XAl1/CNJF9zC/Pq662uXwotptJOqrLwLlMLrbzGdQoFof1eB7jfssySCTbbOn/upjjyOsqnPCIHu1q+oCpROoPr8oeB3oPstyH4qqetqVv24mM2SvA1DNU5CrCxBUs3XdtpVDAfa3avusN7uDUtJnjarqop/VfKo2LZ78VRtbiHSxYa+q81OfWn4wi//6qPrNVscQNayPwHYJ+6DgUyOjth1eUQfk/kzNHF7ZuvK/2/8AXlZIXX/lVz7Bz/fa44Db5eAHfkuTVUfY33UQDbIE6UoObx0PvgT5A+fw1qw+qtfH92l3Abctv4EV1YCOHYEA1W0k/uokmd/PtRANgE33hnLQqyq/5cOTa6iLyodCByqYXtP6yA1E3GWJbLEmT0C0HqRB9fnrSIcCX77aPWZa0SD8Xn/1UQ38WtNFTfN3EDk/+M5fVefvt9mkQ8q6KFe+cvC9xn2W5L3nb9LT955XtYka3/Nq6bJb9d3vify/Gj0BsY50sf4EYGvqy6vqn9X61I7eE/ZBwadGhnIgxrYtG3zBV9tG4v4Ou4IT9sxOmJ92V1sOrE2zJRbrI3aEa3qdVWfEfJ0kfn1cdVV0eFVXX4jyOwT5a2grtT6r6ne2UtbhrT6/8Gl30o4w+N9ruyNsTVPcn6nRExAD5vDWUNvrbGBvtc1cf+UdXrvrEyhd5Ke7yxKl88+qs8fe61ufVee2a9sDJmSDRvCTP0D1qTYQgMaxqs7y6mRUn9+uM5mU7yXVez7AfajFrfruz9TogTANRVfqqA9V7bPkn+DNr7/wLNMa265iYFZQPmEfFHxqZAROVNTEzP1e9YczB0rYVct3/RXP/Mt1fvW1/oHrmPw5yKKAguT3Kgd0XH8D6/DWrE6iWUnL20gE10gT5ffj6AXO4XWlmwO5/Prbb7tWAzRq7eJ6j78lr+4G9tWXX+/OzVHss+QdXrV0Tfi91ddHPfCrarv84Hv1T0BUDU6oTggo9lnKqzXk7j9/B5FL66Ly6hHXX/GWTsmguU02UeN7UlEXazTJaFNwwnqfVcP61Bd/yzb/r6a/K7D9lcrKJ02D4ll1teT/BbzPsqcPlffNbdIh23RR9Xep5jfaE2EdCj41MsIVI+OiR2hKP1626r/BQWaH1z0Aln7cu8NdJ/5vEJUjejSs+PHCatdCtPJJdI3EjzIX5Bf9LqETJlsOqq+nQHhV66P6KGJxfax1uO5W0jStzuqkahOq3ytfDqqvp9X73p2uWB/RyifV+qje8yJdlH8EefX1qX5ViT1trGy7wkdmK+qBatsE2HbNNld9fYTXTdpW/PVXkvXxl19RI0KCjEF21kG2y1ak+xq/972sbdVQdxVtS14/UH19TL6KYNBUw/rY1o7S93zN6uNwiLeuK7eNTX2oXX1WoPtQZV20yXZlbUWz2VZU/XjRsRfBDs2geZrG1NWqzfkbW8j62n6CJeL8/KCLrO4Kt4Cq+vLC4JCgfM/1t1b/mvaJ1vsrkX6DsBkKPjUyxBFqizNrVR8XDbB8v6N6R9iPc2DTVkDxvmnBtRB8r/R5QG7BNz2dw0/9LW9J8NeWtT2jBz/5VVcK8NN9z2oy2pxqnVSvhVp6/VtVopbfricgWt3Cqgm/t2b1UbUT37Oa2COshKvPrK4YVLVd9+oL1a2Joq2PFrcBagJd9BfUUdVp0cSIsHyr9bG5v1Ltx3xXlbC3lm11ClgfYVf5Na1PoPtcu65DYPtQ1foEORyGVSXV9blira4df8W+p/YGuP5WV3Qp67Sf71XWRdHvsueeF/kMvquKDbZYV6vt6p1vbjW/6699x0AEun+wqn8QpBttkLAOBZ8aGco3sbTDqyb4Bkc44A6X1UBD9eWLB8yB6jhcfwMfZGoYgu+7jURkW8b0unHOrXfS/upvk1Ni12BT0ckTbmG1+vQSoQOO6vML61mDILtB/2QcYcW2se0JiKoD7KYyeIQg3W5dVCvfd1WdlC3W0WCn/kyMBLr+EKSLyvFXH7l0/xNZFn2tqjd8t66LbEtki5pWXV0Fv1kUzPATLDbphCfoLBu89pPfYvBauAXUT/BGfuumoHzloFENbUv5HDm1/s08yejNI2OL1f+2QPdZ9U3naqv+ioHQAPehqu1ummSk4JPtUPCpkWHXioDqHV6R4Mt2BP7qJMofKIfXT/nCM5/qalZVrf6BCsRofr9XLd3s8Hpfy6yqY1vJXNfqHRx5B9P1V7waztdhhJ/vVXQYLc7E+Xsij/Tj5/2tBhEMCEyBXOUVmHY5vKgqR9bhVdM5ueC71fvY9behPwHRviCTPZMNgVtVV3OH1ziwV+9z/Wu1Yp9l11Ptav1wfVE/UMP6CFcRKg7WrD4Qxk9/ZX1VnUjnJGyx1p+AWNP7vm7qY1fA07oOQZBe0+uglu57VpOq/1c7fa6oz6pvtlv1vXadk2aXLloMGolXkwvK9xOwNe3kcQhsiyIltkOXtJGhPOA3ObxsWaqCrzoLq5Yuvf3NrzCqdRzClU92PQ5Vdbm0tAPuL7+qA67o+MsGbqreqNbhFTrC/h3e6m3RnV7bA11BfVSDOv6CXsoz83Y5VYLvdYh+l9UBf83qY3Z4RbYFJr3mQSmZOtV+kMnPfVzrOlRDXQz0ExB9D7X2a4v8+ogewOH7GYMjLFxVzHeQ2TppGht8Vwx2S6/WUNQhv6s4AlMfd/BdfVWJqD4WAwp+9T6wgVCrq+qs+X9q92XtPwGxrutf34Lm9gREarKqzspEEFBN8F11VZ2/PqXRPgHRHl0M2GSrPx2tZpJRJoDJ2hZhDxR8amQII/WWt5FAkC7oCFhHWHQGkvTZHYpOvnC1hiC/36CXUXhqKrC+HZnfJ/LY5oBLXgdVR9hvu8g6vN48Vgb2mrDj4JfPliX6DeqzkgGeyQr4qjrVoI6ss+IeeGuC/Kr1Uftd8g4vmPTADL48jrCqwyvtWJnrYyxHZOvWgjE1t0XVdLtsVxR8t1hPR/XtUu3W9QAEPKsPBJjzs59pMOfmKK9QsJpe/fcGeousan1kV9UFWher/w3V+6rqk182tVm9WVVXQ9sN0PlH/oLv8pOM3jzC4LvE2EJki5pWg5Xvomtkd3DFqr/lx2f37XOFbVbj+tR3P7jqr/Qko39dJOyBgk+NDMv7pkXLDm1yeKubnbBvhl9Ufs06GtUzn6TPIKglxzPwg7hAObyi/ODnBwT5qxt8qTq85vIN+ZUdTNUBsKJjq+yAW3WEq6+P+ck17vpYc/w1YTt637e0jcSwCkUmP5h0Y4DU9rNQpB1ec30M5ag+oEGQLhvw9LcFVFqHlFePKF7nGuqinQ5v4PpcQZ9lVx9q96DDLl1Unfm3vOoaivlrdt3kHwjjzaOsi8LVyWrBd9tWsttmu/b4W9bPzvNXH0nbUu0f/Oq9Wn9l66o6S1vgZfSvvvnmgZo48lf/QE8QBUoXXX+tnlUnk5+wBwo+NTKq3zdtYWAfgMBB/d837R7Qaj7pfuoT6H3Tds2I2dRx1OgJiFIOL5h0/w5vfTgLRd127Wkz9WXUdtVH1VZ87yV773mTwysMpoNJlwm+C/Jb0MXAb30MsC5adsz9/S5Zh7em32vPda7+rLrA9qEyuijV59p1yH292UZSt7ai/KRJVVsUbAGV3kZiSRdFQXb/tqtpNQi+i66RcrBYUL4wSGOuP1uOeZJRrT7+V6HUcv+gvKrH9df8QBj7+9BQoV6qla/cZylvRVfVUcX0gAXT3fkDXB+b+odqH4ilOraQCqaDsBkKPjVCandWlflewexEqET57HuBEzRVIXX9DRGcUxOwfdO2BQKqyg/wqh5fh5cdiAltxYotihxhUfnMz2Ft0egIS14jP6s+5B09cz2rze8e1NjmgPs4wjWsj+p1MK98UnXAXenVPwExwAN71SCT9PljfhyxAOuicACvvG0jwEFzu7Y0KdbHusPLOrZqfag4yCTSv7oKvqsGJFUH/Hb1oTb1iQEe2It0UXpVnTDIZEUXZQIBMv5fYG0l4P5Wneli3eSv76vqxH0uU5/65psr+3829aH1RReV87v++u7k0WRsSyaYLtGHEvZAwadGiGipqzDdIZOfLZ/v9Ijz+y8f8DrCok7Oerq/8jVuuo/+BeB71epjPb9qfar+OjRD+0nZFmsrDkVbUc3PpAeLbFrgsAuvkSDwaE4XlSPKX8O2EZajaCuCIJD1+lSfP1j0vYL0YEH5vt8t1jMmv6r+qeqiso4GSudqqE8C2wpW1qH6oouoYX7+9zocmjDgyX5GU2x7dZ0T6CuTHizR52qat66W28xRUx0SlWNRh/zVxye/JtIh1frUtP6CckR66fuZWtVFKf9Soj5WbaWW+tBg23QowPVX7dMVfRtNE2+js81WApJf7OcJ9U94Hyu2vbIuuv6Kba6e9KF26aKj+voHORzGVcXCvtL+PlSUn7AHh/8sREODdVjYe0a0HU80gyYawBvSmc+Klt4aymcszree7o5A5HCZBqJCB81cT2M5vkJaff4gTbJ8Pw6jbH00P/WR/r1+6yOZ7hC0pYRNSNmQyFakbJSxITDpgo5DmC498IYg3U/bKAZjglTro2orivWRvz7+fpdafaoLeAYLB94SOiRjE8Jy+PlFgQkZ2wW8Wi3flmq6UmNbCVh+1XR/5UumK+ui97WxL7Oii6p9rsi2ZPKrlc9+R8BtRTjosKpDfuqjOOhTt1FVW+d/r6b5Bjwl2tKgWxCkW9BFQf4g1frUVZ9VZzpnky6KbFdVFwX3jOje862TqC01GduS0kVv+epji5rrIvuedV9bsXyHoM1U+yxRfsHYQhPZiqg+tvfd1dlcIPpE1fzG+hHWoeBTI0QqIuwQpDP3mKVVK4qzENXNTri/I3Argfx16qrfa099Aj6DJjvbIGwzMOl8obaWn0kXOraC8gUdh3j2V9A20rODftpSNb9qfQK8Ysmu2ehgTfZ3eV8LbUXUlgJH2L6VAjK6qJauaVZWofAdT/tmbS3ait/6+DjCDkH5fusjex2qr79pwK/cxmDSA6uLMiucpHSx3uhQLemiqE+3aUWraJAl1MVqBl9SOiTRVwZ+JadifUyrUPjp3ge/WLQVPzok8v8Cv5LTou3WVBerCXiKBt5yYwj7dc6a/qnVh/1MoH1z4QonZVsX2YpFX6KWbF00KelbJ7k2rrkOydgKYQ8UfGqEiGdnBQIuNbMmKF85Qq2Wn31PtAVHfsbHX/mCdMGA2frMvL/8ivW0aQbQ9zP1wlYkZmHZZhIFpWRWs7BlCVf2qM7CCmcZFW3F8sy8qD41sxX1FV0wplflczjETykR2pYgCCQ1Y2/Iz9oE+PmZcoICrosiXQmsLopXm9hkKwFfKaCq9/zyfT9jXx8HQbpq+VBMF90b/PqwnxHrkD19U5DySk6bdFEYgFC0RZuug3mFkzeP3ApMfn5N2PY110XhCifDahamPhI6p2kyK98lbcVRU130Kd+hmC6yFWE5/PoIr4Pwd9VMF6tf4VTzPku9T4QgXfV7Zerj33bZz9SZb255hbsfnQtwH1oT/QtEH2ocE9hju4Q9UPCpEaLswNbi8mrV+rCfUR3YqwumKCoPQX5VJ0kxv/A6KKYLro+voFrrvP13HOLl2KrlC/JDrT5yjrDFAbZfR1XkkIocT9XvlXXM+eVrNtdHtIXV9zNSg6MAL69W1UW57XsS9Ql0wFN5gB2ogCeq/15lXVT7XeaAp/d1oPtQVUc4SEpHVe8NfrrrO/jp/vVDMl1VF2vahwYs4OmvfMnBrMOmtqxNXVRNF94bsoEAkX7UzFasBzxVdbH6+qhvGbVHF6vd0mmhz7LWh6rpYiBsl33P+n1fU10JlM6p5rdXF6tb4VS7AU9BukhHfepNWIeCT40Q5W1xyssR+Te3lQN3ReUAEgeRKy5RFS+vVhP8wC2vdv8ufn2Ul8wKro/pAEmHTNsrtqXMklnh93rLlz1A15b6CNLZOtm2vNq2dJtsJcBbBny+1ra2saRDik6P3Pf6L1+mPuxnbDvkXpgu0DllHbKq0/7KUbVdfn7fOtnVZ4nya6rfq6rHovzMZamrLaCWtzQ5FNNFbS8sh19/9QOJ+eWwAU/2utvWh1rqowV9rrJfqHpv+P9d7Gesb0Xyp0OKOqesQzbporR+V9171azwDESfJSpfyj9TXOViydYFuuiqq7/7Xs1WTAFDv7plj79l3V9UzO9HF+W3dIKfrtz3ydgKvz6iVcKEPTj8ZyEaGnLLnNmbjO8MSS2vNnQQTDlSM3oy9azBKhSHIL9DkF9UftV/Tas1ROW7O5oA1cf/KhTBgF+Q37csudkDURur2oragD8Qy6tV68O+Z315tb/yJW3dtvLtzs9Pt3d5taDtbTtwXLE+ATgAHahmC6jwvnelS69w8lOO6ll4gd6qpXrgLntt2fy+dbKrz7KyCkXqYF2hLUKQX7U+/Pzse/VHh2paH1E59uicvVs6a7MPldBF1T5Xddug8n3Pzy//0I4atn1d6aLipGrtP7QDTLqarYvO2lMfW/ADGVZ0kX2v3vhbfscQkuV7xhb8IJxduuhbljVdDER++M1P2AMFnxohyjNWguWFIYKgVGBm3GTSfQXN9Vf+/AZz+dXndwspuOnyK6vc+dXqY1e6ecDvzWPX7KaofLnZXG9+UcBTqj7wX75qfeRnK1Xzizp1P7aiOPhStRWRk2H9AElFHZJoG6HtKq5CEdquoi6KlmmHCBxhmeugaexj4C3aiqP6/CL9E5UjCmJJ3wN+HGfhbLR0Od7PWVmxZFefZRyU2dOHigZ39tVHrc8SBTwDt8Kz+vqIdc5qPVFVjlj/NE66b1mB6ENldcXzvcL8qj6DhI5KDAbV73t7dFHZJmxbyWmT7Qp+l6uswPZZouBQfRtbKNuuYhuornC3y9+yy/+zrq+uv/JbOgPbZ8nYiqieovyEPVDwqREiXEYocLSVH+VbRxFnoZOhPLsp6ZS4HUnNN7+iE+C3PqL8st+Lauvp+x1ioa5528g51IGtj8GhDoDtst9hcjKq8gkPbVZdpq24CkXeKYEgvWbOjch2q1/hJHIm+A6ssq0Ill1Lzdqy+RVnbVWdJCvnXrDvWT53prZsRdl2BfUX3Evyjwivmz4rEPVRHdirBmzt6kPtWylqTx8q1l21e6y6LZ3sV9RmHyrWV1UdEgUORPoqESBVDWQIymHfU10JaVsfqrgSVVoXHeDmF2+F9X4/6wPVZp+l2pbiXRWC+kj5Elbq6T+drVN987eU+1BlX0Itv+9n5Poa+/ssUX3Y+0TVdgl7oOBTI0TZQRZuL1F0emwKZMjUh/2McHuJTQfrig7JEzsTqvVRdKoE9azR8mrVwYslW/HmDzJ0BIq2InR4FfM7BPkF9dE0mSfySHb2Dn/lSKYLHV5z/autp2J9/D2Rx/c7rNhK/Qgc1IP6CPRANeBply6qOtqB3pIgv6WzbvosUX7Wr7XyZDNr9RF9r+i+F+mHxUGQXbroNzCheg/w8/sOSgx9HNsX11GfJbd1SVXnNMX8NR/wy/h/9qVbDXjWVn34+X0/U9/6LPX8FmzFpiebiSc6rAY8a6pnNvWhNumi5acUB7jPUg94+q8/YQ8UfGqEqAp7iCC/8nJv4eyKYrpEOUA1T+SpesP6cuaq8k0Opqgcd30E36u6xFbxd7nKUmsbUWcsPLRP0QkIEaxmUV6+LWFDmtC2BPWxYKPWDxBXLcdcHza//Moqd7rA1m1cXm1t6buirYhsV9mxZcpR/l2C/Kq6KKyPoq1I65DIJkQ65PorXg2iVh+7ZoV961Tf+iwZh1r1IHKx7cqUI1EfYZBMVofM5bD5lbcoyeZ3VN+HSq9kqspmfgiK5vkrDupY0UUw+e3vs9TL8dZHfduMTOAXEvkV/S3LK5xq1ocGztY1w1/fdN861WafZWWlPPtzhP6lqs0prooR6aLovhcFzeV1yFyf6svh10fZdv3ooqyta4JrpNxnSYwtrPRZUvURjhX45RD2UOvBJ13Xcccdd2DBggWG9FOnTuH+++/HwIEDMXbsWCxatMjw/p49e3Ddddehf//+mDp1Knbt2mV4f8mSJRg3bhz69++Pe++9FydPngz4b6mvqA7WjLOwMh2K6CYWlC/jnLGiIuhofGcb/D2RRzq6LxL8qnJ8ksUOrKccQUcj6/Q4RPXXDO+7EbaZRNuo24qE4Dv4bWYpcCAzYwU2XS3wITvbKkqv6cyR6sBeNdAa6PoAPjP8Eo6ntRlyb/mWbMXCYE25PjK6KPG9vis8/a5CsbpNxY8OiZ8Oak9gQmS7rN6x6b5l1bc+S27rkk22q3iPyUwqsARah8T6apPOSW9TcfsA/Pr4lmVFF61sCVLXXZn8NbcVK4FW0fYY+a2P1ee3K9gdONuFIN2rfw5Nrc0C3WdZ60NF36tou8KAAltPtevm2+d6y1G0FdVJQKt9qKNm9TH7AMb3ffP7foe6rfjPr6pDQar1UVwRRdhDrQafnE4nZs6ciV9++cX03owZM1BQUIB58+bhnnvuwRNPPIHk5GQAQFFREf76179iyJAhWLBgAQYOHIi7774bRUVFAIDk5GQ8/vjjuO+++zBv3jzk5+djxowZtfnT6hXim0/G4RU52jV3bKWCWFLOB18A7Nq2IcpvPktJtXxVJ6b68n2xIuDq6TLOgUS68gyaf2dFZCty9eGns4PHSqfOrQ/7GeXlzIormYS2ohxoUKuPb8BT3NnLOJKKzofyE3NqHpQSH0Quo4uqOud/Rk/X+ekstumc4iBIfSuVYvBd4AgDxntd2GZ11GdZCrTatLLAytOq2GvLDr6Mtlg3OmSbLtZgwM9LB6rzt/j5ldvGQp9ll78lZ6M26T2Tvzr9878FVFaH+OX70yHL/p8fXazuDDv2LU3Qd9RVn6Vs03bVR9G2hPcA+PlZ7Opz7Qqm21cfdf2z7b637QmLirai+MRHwh6Ca+uLcnJy8OCDD+LIkSNo1qyZ4b2MjAysW7cOa9asQceOHdGzZ0/s2LEDX331Ffr164dly5YhLCwMDz/8MDRNw+OPP46NGzdixYoVmDJlCr744gtMmDABkydPBgDMnj0bF198MTIzM9GpU6fa+on1BqmDIiUi0fbl59/EMrMlTsb78I3ue/ILBFN+uXTNhDrQT54Q7Sv3RUZglZddKy5nltt6xdRHcRBnbbuLWn1YfG2FVw7APpGH72Aq24rscmw/tiu/vBrV1scXmeCT+ElifMdTylZEAQXm5ygvu5ayIf/lqy8D9+9Uyeifqq6It/nK5nfX0x6dq+4R4bz8gGtCoKLq2sg4kgHvs2xanSfzxEfx6mSZe89/fVhkddE+HfJji4ormcQP/1Crvy/GQIDgPhakW9oSpGgr6n2ijK0LbFfod/rXOUPQi8kv5f8FWIeE25Flt9H56btF6aYBvymYqRvy+5ZVm32W3FOK/ddHaLvCeqrqtH/b1cHYnDD4pGgrNo0tlP0/6XJcf6sLePLyuz6j6N8EoM+SGxP4rw/7c0X1Ieyh1oJPu3fvRrt27fDaa6/h2muvNbyXlJSEdu3aoWPHjp60wYMH49133/W8P3jwYMM++0GDBmHHjh2YMmUKkpKScNddd3k+265dO7Rv3x5JSUnSwSdd1z0rqWqT4uJiw187cDAdtrOy0vO7NN3pSdeZdDiZdKeTSa/kputsOnPd9MoKMG940p2V3vyaIb2cn7/CW06lk01n8gPC9JLiYjgcGirLy4zpJcUIcpajwpRegqIg3ZS/tLQExXDAN/5QWlqCoqIilJeVGtLLqtIrfNPLSlFUVISyEmM9y6vSKyqdPullXFusKC/3pDs0wL0Qxzedlz+ILaeCSWfyVzLpDqYDrqyo8NoQ+LYVJEg32pyTn+4U5BfZos63RQe895HYFr3pGsC1RafAFsHmL+fbYiXHFvXyIK4tFmmVXJsrKtJMNlRaUoKiomCUl5UY0stKS6u3uVJj+W6bKyuv9EkX2Zz/dIchnbUtr3FVVJR72obNX1lewS1HaHMVFVwbldE5GVuEs1JgczrX5qDzbVSkZxr4tqjrfJ2rZNNFNudrW8XFKBfoX4hegYoyH5srKUZRMEf/SkpQVBSE8lJfnRPYXFV6eSnfRstKjfeS2xadzIpCV7rA5ph0dvAltLlyvs5VlPNtyGhzEKSzNidIF+mZyBZZndP965x7OUhxcbGPzTH5K9n7W6R//L67kqmPsM/1sUX3ve2sMPetWmU5xxZLUORw8m2Rp3+lJSgqChH2uWKb89U/lw2VV/j0uSKdKyvnpzP5gzh9bnFxsWEgx/a5DkOfW8GUo9bnavD+BqeTyc/4fwabc/L7XLD6J9AzXULn5Ppcfn5d5P9J6J9veklxMSqDHFxdLNIr+H1rCFBpskV3n+tjcyVunePrX5lPerk7vcyq/jF65tCAqmaors/16xcKbJG1uUqRzjG25TDYosjmnFybM9gim193ev05n3Suzgn9Nrbv5vtzrN9W0zGHpmmo5NiiQ6R/vDFHSQmKihwC/y9EqHOivrislD/mKJcdc8iMRdh0wdhCPOao4Nqo2OYE/p9wDOHfFjXdvz9XV/EBO2BjDLqum4LadUWtBZ/Gjh2LsWPHct/Ly8tD69atDWktW7ZETk6O5/3u3bub3t+/fz8AIDc3l/v5Y8eOSdevvLwcKSkp0vntJj093bayigvPel4X5J/x/K7CgnxP+tmCAk/62fwznvSiwrOe9PzTp71lFhV50s+c8p6nVVpc7Ek/deKEJ72srNSTfvL4cU86e52P53rLKSuv8KTnHfN+b6XT6UnPOeqtJwBP+rGsAkN6amoKNE1D9rGzhvR9e/ciPNiBrDyjiKTt34fjYcHIPGUU9oNpB1AYFWKanTh08CCcx8OQU2gU9sPp6Qg7cwynfQZZmYcPI6UoDyU+Dm9mZgZSyk9C143OR/aRI0iB8bcCwNHsLKSEuH4TW6OcY0eRklLl/DOdcW5ODlJSXHVkO9fjeblISXHVhQ3EnTh+3HNNy5hO7tTJE570UiZIevrUKU96cVGhJz3/zGlPetFZxhYL8r02V+D9fYVnvTZXcOa0J72oqJBrcyWMzZ0+6bU5TfPeR0abK/PkP5F7gkn32mJezilPekVFpSc9V2RzR/O56UezzTYX7NBwJLfQkJ62bx+iQ4OQecIYdD6Qth9nIkJw+LTRFg8dPICy3FBknTU6K+mHDiLoVDhOFBttLiP9MGLO5uKsT5ApMyMDKaUnUOHj8GYdyUSK8zR8yc7KQkpQgSn92NFspIS7HTqvXefkHENKissRYgN6ebm5SE+vrEr31vX48TykpLjqwjpWJ094ba6sxHuNTp066UkvYZyBM6e9NsfqX75B/7y/4+xZVv+8v7uwsFCgf4wtMjZXUlzi1bkTXpsz6p/A5hj9K2f0L5fRP6dTZ2yOb4tHs43ts7dK/7KOGW1u/759iAh24IhJ//bjeHgwcnz178ABFEWFICPf6NgeOngQ+okw5Bb56t8hhOcfw5lSX5s7jJTiPJT6OLxHMjORUnEKvmRnZSFFyzelH83ORkqo6zexDqlL/1x1ZwcdUvrHDDhPnPDqX3kpY3MnTzL65712p095ba6EtbkzZxj987aNQf/yvb/PoH+MzRUVsvrnvU5ubU5PT8cp1uZKvTZ3gkmvKPPq33GDzXltMZfVv0qmzz0msjm+/mUf9dW/VIQGOcz6t38fYkKDkHnSV//SkB8ZgsNnzDZXkReKbF/9Sz+E4NPhOFnio3+H09GsMBdF5Zw+t+yEYUUNAGRlCvQvOwspwTz9Y/pck/656sgOsvJyc5GS4rov2AGnS/9cr9lgxkmmzy0r5tuiUf/4Npefz/a5fP+v4Azr//FtroTx/04z56mWlvD1r5zRvxN5Xv2rEPS55RV8/dN1iT43y1f/UhHk0JCVY9a/yBAHjhz30b+0/TgZHoyM02b9K8kJRWaB0eYOHToInAxDnq/+HU5HZEEOCsqM+peRcRgpJcdRJq1/R5Di4Ojf0WykhFX9JmaALda/XKSkuP7vNNlcVZ/LBC1OMvpn6HNFNsf6f4Xea13A6F8hY4tnDfrH2NxZ8ZjD7c+xY5fSEmbMwfTFrP6x/l9FuX/9Y22xslJizJHtO+ZIBcDRv317ERbE73Pzwjj6dyANZ7n6dwCVx8NwzGfMkZ5+CKFnwnHapH+HEVeUh2LfMUdGJlLKzGOOrCz+mCObGXOwE96s/ulM8IbVv0rGFo/n5jF9rve3sfpXVsKMOU6wYw62z+XbXD7j/xUZxr98/Ss8K6F/pxn9K/bqX0PFfS+FhobWbUWqsC34VFJS4gkW+RIfH4/IyEjhZ4uLi00XJDQ0FGVVjqG/90tKSqp9X4aQkBBTgKs2KC4uRnp6OhISEhAREWFLmc2TzgBHXOLYPK45EhMTAQAtUwqBw64bMC421pMen1YCHDgNAGgWE+NJb324HNjnEuuY6ChPetssJwCX6EdFRXrS2+VqwM48AEBkRLgnvcPp/cD2XABAWFioJ73j2YMAXAFCR1CQJz2pNAPYlA0A0KF50vc5swBkeX6nOz0z6BiATE/6ueeeCwA4EZ4HIMObntgbYcFBKIo5CSDdk967Vy80jwiFnnMGwEFPes+ePdA8BMjatc9wfXt0745uLaPRoqAEwH5PereuXZHYNhZnSsoBeD/TpUsCEju1rJptSPWmd+6MxK7uoKlX2M45pxMSe7Wr+t8eT3qnjh2RmOhaHRgclIrKqo6lQ/v2SEzsDAAICz0EVHVE7du1Q2JiVwBA1OojQJUT1bZNGyQm9gQARG84ClQNOtu0bo3ExN4AgGa/5gLHXZ1LfKtWnmsd98cJoMqpa9WyhTd9+2kgyyX6LZozNrerAMhw2VxzxuZa7SsCDrpEP7ZZM68tHiwF9rtEv1l0tCe9TWYlkOqyxegory22OwYALkfDocFzH7U/uQ9IctlcRFiY1+byDwDbXDoVEhLiSd9anA7gKNwFudNTKo4Av5lt7pCWDeCIKT0nNBdGm0tEkENDftQJAIc96b1790JMWAjKj54GcMiT3qtnT7SODkfw8QKwttije3d0bh6FZmeKAKR50rt364berZvhRFEpWJvr2rULEjs0R3F5JYC9nvSEhAQkJrSqcj68Ntf5nHOQ2KNt1f8Ym+vUEYmJHUzpHTt0QGLiOVXXMQ2ocm5dNtcFABDxYwZw1uUstWvbFgkJHZCeno7I8DCgyrly2VwvAEDMzznASZctto6P91zT2E3HgVyXA9KqZUtv+tZTQJWz17KF1+ZaJOcDmVX61zzOa4uphUC6y+biGJtrlVYC4DQAjv7tdeuf1xbbZuvAHo7+5TkAVOlfOKt/acB2l82FhXr1r1PhIbj1T2P0b2dZBgC3/nlta7+eBfxitsWsYL7+nYw4DtbmEnv3RkRIEIqbnQJWpXvSe/XqhRaRoSjNyIVB/3p0R4fYSESeKgRwwJPevXs39GgVg5ZnOfrXLg4FpeVgba5LQgISz2lZdWaaV/8SOndGYje3/nlt65xOHZHYu70p3ah/e1FaFWh36V8CACB06SGg2K1/bZGY2A1Alf7lV+lfW6/+xWxk9I+xuWa/5QF5Av07Zta/5jvOMPrH2Nzus54+16h/xcDB0wCA2GaMzR0q8+pfDGNzRyqBFJfNRYa7/ISEhAS0ywGwy6V/kZERXps7uQ+AS//CGVvsVHAQ2OqyuaBgr/5tKzkMj/5pXv1LrTwCXp972HEU+Mmsf7lhZv0LCXKgINpH/3r1QrPwEFQeOwNf/WsTE47QE2fB2lyP7t3QpUU0YvOLYdC/rt2Q2KYZThWXwaB/XbogsWMLlFZUwtTndomv+h+jf50F+tfRq39BjhTPuX8G/Qs+AFQFXN19bnFxMYId3nq2a9sGiYk9AADR67OB06z+ufrc6J9zgKrJiNaMzRn0r5VX/+K2nQKyzfrXcmcBV/9apRZ59Y+xxdYHSoE0l83FMDbXJqPCo3/RrP93VAd2m22u/XEHkOzSvwjG5jqeSQPg0r9QRv86Fh0C/nDZnObw6t+u8kzg92zPtXOnHwC/z80OyQE2ePWvz7mJ0DQNpyJ99a8XIkODUZp9Cqz/16tnT7SKCoOWmw+j/vVAp7hIRJ0uhG+f2zM+Bq0KS2HQvy5dkdg+DoVlFTDpX+dWVSucWP07B4nd2lT9j9W/TkhM5Ohfhw5ITHTt5AgO2gdUDe5Z/Qtfng5UBcUM+rcmy6t/bbx9bvTGY/w+16B/jM1tOenRv5as/rFjDlb/9pzljzn2F3vHHExf3DrdOOZISEhAeno6WjWPg2fMEcn4f6Ixx6n9wI4q/WP9P8OYI9iTvqP0MLDJZYu65rWtfc4s4Fez/mUEHQXb57rTj4fnAesY/eudiNBgBwpNY46eiIsIhdNX/3r0QLtmEQg7eRZYyuhfj+7o2iIazQuKwdpc96oxx2me/nVqgbIKnzFHgkD/zumExJ7mMcc5TJ8b5EiBs9Ktf94xR0jwAbiX4XVgxxyrMr1jDgn9a/ZLrkf/4hlbjNt8Ashx6V9L3zFHlf61aMEfc8TFMX3u3iLgUPVjjhjG/2uTWcEdczQ02BhDVlaW/w/UErYFn5KSknDrrbdy33vzzTcxbtw44WfDwsJMgaKysjKEh4dbel8lmKNpWrUBskATERFh2/eHh4Z4XoeFBnvKDQ/xpoeEMOmh/PQIJqBnSA9j0oOCPOmR4WGe9GA2PSzck65pDia/N10HvOkR3nIqnbonPSrCmx9M/ujICG56lE96dFQUQoIciI40znBFR0YiMiIUMVHlpvSIYN104HhUpKutYpzGfdOREeGu7w42zkJEVbWt7/JqUZtHhIf7TWf3LIeHh3nS2aX+YWGhnvTQYO/Gu/Awb/6w4GAmfwg/PZQpJ8SbHhoawrWhMCY9TGBb4ULbChOk820uItybrkHzXNPIML4tRjA26tRZm/PaVqWTnw4wthUha3OR0DQN0ZHGma/oyEhEhoUgJqrMnB4Zjpgo4+xpVGSky+YqjLYYWfV7KxxGKXfbXIjPbKvHRn0Q2Vwkk65p3gNgRTbH2hZ7hkZEWJhHj422GMrYnDedtSHW5lhbZG0uNIRvc6HBfBsV2VaoID1YYHOsLUYxthUSzNdFMP0Mq38iWwRYm1OzRV9djI6KRFhwkFn/olz652u7Hpsr033SXbbVzLCZ1zUQjYyMhBZi1D+3zfnOtkYIbDFSoIuszTk0B9wOL5vO2hybbrA5Vs8M+ifSS9YWRTYXLEhnbS6Ea1shwYwusjYXzNfF4Kq6RUREGGxL1BcHORyM7fL1j7UtOVuUs7mYqCg4HBqiI40z/NFRLv2LjjTqn8u2IhBT4vRJr7LFSh/9q7K5SkeIMb3KhsKcxnJENifuc1mb01BZteLOYHPM2SC++d2EhwpskbG5cEbn2HSD/ol0TpAeJvLzDDbHTxfpn4zNGfWSsS3wbc7o/6npn6/NRUVFcdOjo6IQHhKE6MhSn/RIREaGoVl0BSc9EjFGt7Aa/XPZUFCose8W6ZnQ5gQ2auxzGZ0LY9OZPtRgQ6z+hanZHKOXYSF8nTP4f4J0of8nsLmQ4GCPzxBuSGfHFoIxB2OLmqDPNdhcuJr/Fy3y/yLMfW5wkIOvf+GcMUdUJF//IgRjjipb1IOM+ue20XDfMYfE2IIl3DTmqNK/ML4thjHpIYI+l7UhY7qE/xfC9/9kdFHG5kKFthjEvT4NiYiIiHqz5Q6wMfg0fPhw7N27139GDm3atMFxZpkkABw/fhzx8fHVvu/eaufv800N4Wn/igfAiZ8CoHaYX5DgAEm2/OqeJMb7XkO64DQ44RNtFA9L9T3zSXxApbscfvnmA3S51ZY65E/mwFPxodDecsRPzFG0FUv5IUjn5zccTipxeCt7gCSbbrBF5sOidBbZ9Pr6RB5fhOk+7VHpOeRZzf7YJ/JI2ZboYHFFWzE+kUfmsGh76qMJ7iWR/hltTu6QU285croo1id/+dV0TpS/uifm8OpjTudfd6nDnxX7rMD0oUz5MrYr1Gm2HP+2K7KtwOifse3dVVJ/5LdaHy3q031tTFn/hDYneu3fRsVP6ay9PlTVhsT6yk9nMdoW/3uN/p+cbanmr+lh89Z1kVs9G21Rxubs0iELfWjAdZG9l1id4+c32JzgIR9C21I8/F78dGSbdLEGD+2QS+fnkdHFIEH+QDyl2Fp+/2OI+hS0aSzw76BaZsCAAcjKyjKc0bR161YMGDAAANC/f39s377dM3Oq6zq2bduG/v37e97funWr57NHjx7F0aNHPe83NeSeAuDNr/pkM5knjLGECBxeYbqwHDWnxL4n4PDTRU/wEXU0vlgZfImCSSIHVtwRCGxF9akplp6YKHJK/Odn0w1BKYkn5rBOSYjA+ZB9wpj/dDVbUX3CjvwjcrnVMzkpvuUAYhsypEsEmYRPe7L01CU1W5FxVlSfsGh8RLjI5mT0j98Wqroo/TQmP7Yl/4Sd6vXSF/VBmfe1yLZETrFtT9G01If6d8DVy/G+Nuqff9uSCUqp6pwo+C7ui31sxeHPFkV9MT/4bjngybwhZ3P812zw3VIf6pCwFcWnfUo9eczh33bZ+gv1TxBkkrM5Vf/Pnj5UVRfNTymuuf/HZpHRObk+179NW9EhK7oo9zRRfjksyjon2Yd6yxHkFwTfVfvQwD2lmJssZaOqYwtxMF3RVmRsQlkXvd8rCqaLyiHsoV4Enzp16oSRI0fioYceQmpqKubPn48lS5bg5ptvBgCMHz8e+fn5mDVrFtLS0jBr1iwUFxdjwoQJAIAbb7wRixYtwvz585GamoqHH34YF110kfST7hobqgN7K7O/7D3JdrrGWQVNkC6YnVCcbZB1SjyrUHydEpHD63A7E77Czq+PO79ptkFwlyk7JRacX9FrK7ObMgFJ1VUoUoM1qdlWgS0y+SuZQzsN+aVm/tWcEnGQSeRMKM58WXZ4/Tsr9tmcog7Z5KiqOj0yuigKeIpWckrpoqptKa98UrUtNUdYfsBf83Th4EvRFoWzrVJ9Zc370BDllUz+bVcX9KEytsjWx1iO4uBL2hb55fu3UdGAX9bmuMk1sDnWhgR5BOVY6kOVbaXmuijWXe9r9qrJ9KGVEkF51T5XbHNqOicOEKjpoi8B0TnF4LtqkEl1xZKVPlQuP2Nz7L0nEWQy6pzA5lSDTJIrnzRlm+PXR7wi3q1/kv6fcJKRmywecyiORdjgu6HtJcYW4iCTBV2UCDKJ6kPYQ70IPgHA7NmzERUVheuvvx7vvPMOnn32WfTr1w8AEB0djXfffRdbt27FlClTkJSUhPfee8+zB3PgwIF4+umn8eabb+LGG29EbGwsnnvuubr8OXWKzDJCdaeEn278XrYj4H+v3FJ/awN71fz+nAnhtjuBQ+2LsiMs7CD4YigUfwc/j2ZwJgS2YskpkUgX2ZawPiLHXxDADBLYomEWlklnvkwX5GfxdTK85cjl9zdjJd4yyrddO5dXi/Ib7Yl5bZMjLDewF9kiFPOrli+jf/6D6aq6KCrfmC6X358jbHJgHaL8rr++Z+GJHV5uspQtKju8EnkMjrCqbQkdZwvBd6EDztdFjRnyC7d0Suli4AOeovI9OmeTLgYu4MnPI6NzmuCzgQl4SvShAQhKsSfKyPhzYv+PXz6L+hZQY7r7pwUu4MmthrU+N8CvA9KHquqiwLZEusheNivbiKUmvIW2qJpuj87VxgonUbp4/CGT34K/ZWmiRqSLNa8PYQ+2nfmkwtq1a01pLVu2xDvvvCP8TL9+/bBw4ULh+1OmTMGUKVNsqV9DR2qLAaORIQKnR2Z5OIvM1iXRVifRLKyofBZRIEB2y4DXEebMQugKg7UAzXy5r6XMAF4u3VuO+hZNNaGWW16tVh8W0Yy9eKsn3ymR2TIqlS5Zjr+Ap/yW0dpzPoKYQ56N6XzbUl2mrbxcWkq3wKTLOCVq+WUG9lZ0kUV5O560/lWlK9pibQQ8gxya5wk7MjoncoTlZv69nw2xSRflVrPI1Mf/YKdSYnudURfZchRtS3HwpapnqitCfQlEukjnRIMsUX7VwY6qLqr2uTL+nyjgKV5VAkG62uoUFuUtUD75/W0BFQ34RSvipQOeouC7oN6GPlTTUM7JLwq4y/h/xlUo/HKkbIUNDlmwLaktU0J/TtXmGNtlVr6r+nPKeqm67U64pZNvo74EIvguXFUsGFvInWHnzV+bfahqfSj2ZD8CWSQaMqpnpMhEkNmbT2pLk2K6lQN3xY4wXzGEToZohsvkZHCLDYjgy80qyOTnpyuvZJJYim8MEFjpOBjnSWZ5tWAZtWirp9T2OtEKJ+HKJ1F+VUeY7/BaPrRe5Air2qJw8C8zQPOmG1ehqM2qGpwJwSyp0HbZ4LuwHP+6Yhg0yWw7kdLFwMy2itLFjjC//NqdbeWXLx7w8x1Jsf4JbEV567paftU+mtU/ua1LErrIDr5UVzKpThD5lOP+adYf2mGXLfrPL7Q5QZtpApsTvTYGPL2ftbIyXVkXBd/LPrRDamAvoXO1ve1OVL4wyFRn/h/bfvx00WSiyLY0oc1ZGSt4v1f1bDsZ22WvDvt7jSvT/fehQptjV77bte1O0na9QSa+bYnyW1/hyU2W0ieRLcq99n5W+cEKNvWh6ltG+YFNwh4o+NQICcTyatXtcnblZ1HfAiCX7nF4BQdUirbd+RKIQZm11zJl8vPYdT6ElfwsBlsROLaiM0+sbfUMzIBfVI7X+bDqZNSiU6I4yBI5wsrLq20KeAq3dCoeWmrc0qn2JB3RU/BYrAY8RenqA35usYEZfCkH3GXK8eZR3wJql875H/CzSOmZaGJHmC7zvYHRP39bQEXBd19ktqgb83OTDeVoInty8POLg/L8+giD76ItnTK6KJNfRheZ10b943+vsi5KbXVS1T/VwGl9CXiq6h//uywF6wMR8LRJF41bOlXHFqq2a5NtSeb3BN8FOmfZ/1PVRQt9qF1+YSD6ULngO6P93mKEW9oJe6DgUyNEeVmj4QBd1onhD6asPDFMlC6azWWxbwmsyBGWnG0QCjs3Wd0RlnAOjE8Y0/jpwnL4r41P5PFvK0JhdwjyC8vxfq9wtlW07Jq1LW8xYpuTKIclUFud3AgDnpYH/Kr5/adbe8Ki//zqWzQF+RW3r4icDymbk3CE1Z/qqZguLEdguz7luC+FaObfl8AH372vVbcXqx6EKrcFFEy6TH4J25Xa0um/zxWt5FTti9W3rgsGXzZtAa3LAb/4qZ78NlYdcMk9Urzmuij3pEZ+OSwi3VJdySTa6q66kkl1hbusLgoDngGwLdXy1R+gIJMOv/mVnzwWAF0UPaXTks45/JfDYvUJi6Ly/QXfrT+lWJBfIlglNeYQ2aiwHH6ZmsgmhGMI72cDse2ODTEZV8lR8MluKPjUCJF7ggW46bqEUFvZRiLKb+kJOwGanQi88+G/4xA6HIqDL8NqE+bnq+7LljuXgs0vKp+pGzPkF2+X8+/ASm0BEJVfyzNfbkRbPS0/Ity2IJPqa6ZMqXK8+VVXocg5wt7yxSuoRDPz/m1FNPiS00u5gCSvnoZ0yRl+UfluW/MtRnlWVXW2VRR8l3BaRZoncoRl9FK4BdQQZLdntlWmz6oU6Jxxq6d/XZR68phNOicKeMr3uXbpnGp+RW2T0C32F4s+K9XnWnpoh39dVH1KsfK2O0Gfqzqwt7rVk1cfwBt8Nz+l2H5/TjW/XNDcf35RHlFAQXUViugsPBldFPn+or7SqTi2qI9bPUX5a9O2RPkt+XwytqtoW8r+n4QuspdHZusmrXyyHwo+NUJU9/zLLa8Wpastr5YSfJucEtXBWuAG/Kr57Rd81deBWEYtnm2QWS6tmi5ji/z8LIEOSvmucBKYREACm6L8qjP51pwVGVtUdDKkAp5g0v2vBrH09E7lbSd1Y4vSs621GAitTTuzZFuKAU+2zxUNvoTb5Sz1uWornwIV8HTjawOBn9jxb7t22Z8mVaY3j/JZKBZ0kUXGVkSTkg3pqcai/L6650ZZ5+wKVqkG30WvFSeRNJGeCccQYPLXPOAp7nNV/UK1re5SE96qW90VdbEut7SL0pXtSZCuKdqutSM91HSRRVW3CHug4FMjRLztTm15tfCJOYrLq5Wf6mTTbIPqLKwvgZ+F8J8u3tIkGNQoOrYi50ZuhZP/jkBqebXg7BHVrZu6Yn6RrbMEejuer+Or7AiLHF5VR9jB5uGXI7V03yGwRVG6wNZltoBKHX7q4Nui8TwJbx7RAeJiXWTLEeichC6y2KWLqisCfKkPwXeppf4Sjq1QF6UCnt78Mk9jMuof64x7yxGtTBLZlupqE9HBuka95NeHRbh1U3ULvGTAsz4E31W3KAmDSRI6JzPos7YF1JtfFKhUfkqdxEomuXLs6UNVt3r6PqVYROD9P7ZOirYild9/+SLbtbJ1XaSLLEJbkZg0FD0oQVxOfdjqadXmVPPX3HaVj1GwSefEW0AFfbSiLgoDklK6BcJmKPjUCBHdfKrLq6WWtAqfpCPK72TS7ZltUHVKRANzX+qDI2wcWIleqzkW6k6JhJMh4ZQYB/z+B1/qtgh+ej14wpjvE3NUqdUBv00zr5ole2VtqOZOBvtr5R4RLnBKFJ+kY22rpyBdeRZWbsAvou5mW5k8DkF+1cGalP1586ivQvGfX+YcMJntcnLlCPpo5WCS4oSPcMAv2+fa1IdaWIUit3rE+1mpp91J9LOG4LvIthwiWwQ3vyZhi6p9pZTtyuil8komge0qliOLfQN+/+WovlY9C0rVdsVbo9T8P5ldFZVMdFzmKcUyQSnDmEZiwkd1xZKqXsqPOQQ2pKxn/PJlylHtN1VXOKmPOdQmGWV8c+FTillbFOQn7IGCT40Q9SfmyCxRldl/7X+wZlzlojZoUh6sWXQ+anMVitFR5eeRW47N/171zsWbLnwij3Dw5c2vvrzavy2KZmHlnnZnT8DT6vJqVWpzFYoVZ9auoKjqwF6Un8XKthD1J+xY2XZiT8DTuv7x0wMRfFcNDsnolpQWirRWyha9eWQCnsaDwkV6JmOL/O9V3XbCUl8CniICH3wXvbbQh0Iij4TtWgp4ymzdlNI5CNJV9Y8px6aAp8hGZQOeImpzFYrY/kT57ep/+a+tBN9Z5GwRgnRV2xV8rxX9s2mMYpXa9f+YdEF/p/pUT9X+Vyr4bukpxd7vFQY2BX0oYQ8UfGqEiG4++55Sx+84rDztjkV9G4m15dWqBELwVZeu2pWu6nzIHCzJIty6qTiwl3p6HSzYnE1bmmSXV6tSH1ahBNoWVbcMyBwsKfcEHNEqPNVyFG23lrd0qlKbq1CkZvgdbDpfh6yVw7dFqSfySOiHaPAlXFVi4ZBn1ScsirfdqfbFtT34sslGA9CHiuxSpHPimX9+frYN2J8ro39ST6lT3nZXc71ksevJYwHTPwk9k0p3qNocBK8l+m5VGxXoosyTZ5WfUixzjILEamOjXjJ9MTvhbdeYI0ABTxEN0s9TDJCKbF1mVwVLoJ9STNhDcF1XgLAfz03jrMTOZfNxyYsPIicnBxHN4tCqWVec6DXaZ/sb48CqLqMWbKOTecJOTWYbIo6no8PvXyDtiie8v1fQEQSKwMy2anBvTLO2CkXNsVV2hCW2Okltl5NwYKW2y8ks65Y65F51VUlgVjiJqM1VKHJL+vllyuTXlD/Lfy0zAFZ+Ao6Fp3eKbVfRFm06WDdQBCT47tCASnN+awN7mc+qfZco4Bkk2OahGtiUWbGkumVUZnuxcGCvqItWB/wiArEKRdO8q2Wt2IrqIEuuHP82bTwQHEy6f39LbtudQOckVqHIbC8O1FOKA419wXd+mcLXomCVquYJy+HXTbQKxXhAucjPU9NFmb5bbnuxQHdtsi3ZM+zsIhB9rkPz+syBGFvYtTVe/BRQicnEADylmLAHCj41Qtw3X6uUtcgqzsbrz89Ep06d8Pm6P/Duay+hbeFJOC/s48kvNXsgXOEEQf7aW/kkEuBAEYhZCOPgy79ja98shEw5zPcKfotoGbX4QEj/DqzUqj0LM2ssqgfr1nbAMxCrUOQGXwIbcthko8Jy+PnZLaCiLZ3KB+iq2q7illE2vy4on0VZ/+rN4KvmNiqnQ/7TNUvleOsjcxA5i+pDO6wcTi9lu7atfFIbrAUKYfDdwioUh6Z5BhuWVqEoDv6VVyFLTASp9n1WVqyLDy73Xx8Wuw4cD9SAX0RAVtvZZStC21VcKSqxCkX8BESZlU9q+VVXM8uscmZRtblArXASEYjge5BDQ4XTPOGt7M+J8isGsWR0V2O2Mou2dKqOQ0XHxYjyE/ZQux4EUSu4O/WYI0noPf5aXHDBBejYsSN69R+MvL4TEJW7HyX5p7z5BQ6s1FkAimc76YLyDfUXOrz89Np2PoSOsIVBmcwsldyqEjVnxcprVo4D8fh5ka2IZviFZz7JnDOmeoBkLducCCszYuIZK0F+kS0qOshWVlCxyMx6yp1h4n/mS+6cCf/li+pvJb22CYQjHAhbUc/v36ZFh9bLrMCUWm0ioYvig3tl6qNoc/Uk4BmI4LslW5HSQokyRStYWA2WCACq2wp/5bvq+Tuile9y+qemi1Yf2mEXVnROlG7ttUyZNn2v1FiBSZd5qrHqweKKK6JknrBY22fYqaK8BVQYlGdf16YPJ5PH/2fZLZ1y41YI8tfcXyTsgVY+1ZAzxWVIzT1juZySklKkHy/C2cyTCA8vrDZv79axiI0I9Vumd/ZAQ+7+3XA6nXA4HAh2aChp3hGHx9yN4RFRKCsrw+zZs7Hg+0XoUlKOotbdUJZwm6ecQyk70eGXTxB25hhyHQ7clfwdZs2ahWBHMOCsRPzO5ajM3YeB8/6D4cOH49b7/+X5rCMrFddccw0OHDiANu3aI6rlYBS26w0A+NOf/oQLL7wQv/6+CV03/4GKiGY43udyz2cPHzqI9pu+QvjJI4BeiZuOLsczzzyDrl27yl/YABJ4R1hGtGXK4ddBdfm2Bn666DHLcls3ReWoLsdm84OfX+qQZzWnpLadDxFWHd5Kz1ZPbx7ReQ+2ObBSDhA/jy5yYGWW4gfxB18yq1MqBQ6s6LHPUk+1a6ABT2Hw3cIqFPVtJHxbUd925z8/C3vf27XU39IWKAtbD1hq+wwnu7CyCiVI01DOya9qK6IZfrmJIGN9/OW36ynFooN1ZZ72JFpBJdJFZZurJwFPEfUh+G6Xzskcu8COu1kbNfZ9Mv6ZRB8tFWQCky6ydf6WVLuesFhfqA8T3qpBLBmd0wTli8cKgicdWulDBf4cYQ8UfKoBZ4rL0HXWQpwuLrOx1HS/OeIiQnHw8Wv8BqDcN9/pLsOQ/stKjB07FmPGjEHEOb2hVVagPCYecATh5Zdfxq5duzD96dm4Z+E2tExdh6M/vA/cfyUKCgrw6pOPoKjDIOQMvBp9mzmQsWMx3nvvPUz+y72ITd+CiJMZcF76F3z79wn4z3/+g4/mvgpEno+I44fQbNP/cPWjD2PMmDH4YcUqHH7tFRwZcTtK49oBAN555x08PONxfBMxEC1T1yE+eSmczicBAP+8/z6UR8Qjd/R4BFWUYlDBVsyZMwfvvPOOpSscaKysQhEvaeUvl1Y/FFAmoMAvn51tMM58iVa9WVheLShf6oBKKweO15Pl1apYcYTFgy9RfoEtKjq2wvyCgVuQwCYM6TKHkMo8GUfmAF3FmTX1Q+79Bz7qksAE3/n5VbduSgXZJcphbVFocxa2OlnRuUAccl/bD+2wC0sDfgc/XX2rJ78+QYZ0tcEXi8gW5baoq+mZaFuwlF4KVr6rBjYD9dAOu7ByELlD0zzXXqhzErolF0xSCzKJ8ov1z1uONVuE//zKW+wFwaR6vqVTFUv+n3DMIfDblMccAnuVyG+os9Dm+OmqtqJaDmEP9VvliRrh7ghO9RyFfjf8DW3btsU333yDj2f/B11Wv4qYzB0oLy3BF198gf/+97/okdgHZc1aI2fg1SjO3Ie9e/eipKQEU265Had6jEJFZHM42nbBZZddhv379yPY4UBI0WnojmA4o+LQrVs3PP/887jx1tsBALHpW1DSMRG33XYbunTpgpv/dCvOtuuNuIO/eeo4ZswYTL7mGlREtcCpHiMRUpKPvLw8lJSUYNoN03D83HGoiGqB0th2uOaaa5CWllYn11IFa7MQkHgt44iols840YJHQ7PCK0qXe0S4aHm1IF15eTWYdP+DNZb6srxaFSurUESDL9XVSKLBl5zt8vPoEjbHpqserKucLtoaINp2LLPaTuAg15cVTqpYmm2VyiOTv+bfxdaeTRfanKXH2PufsRfZouisFanVdvXk0Ga7sDL4ss8uZeyJeS0MKHjzGG1OEAgQBqX8p4tWcqpuRxGtLLXS59aXFU6qyNiifZonkUdxBYuxziL9s6tvVQumC7c7S5TPUl8e2mEXVia87epDNUvayc8vpX9SWzct2KhAFwl7oJVPNSC2agWSbdvu0g8hIaELwsPDqs0rve2Oufna9L8Qc59+AKdOncJ73y3BW+9/jNZJS1DQrzfKy8sxbdo0VDp1dC2vcH1A15Geno5evXph7IRJePWxFxF6JgcFv5/CR6ePYdCgQQgO0pDfeRCis3cjaP6zuOPIWowbNw4XXDIeQApCzx5HUZchnjoEBzlQ0rwjmmUmedISEhI8IuEMdv3uiooKREZG4qabbsTDtz6O8DPZCDl7As+uykOrVq1kL2mdERhH2C5nmf9adI6CaKmrKN24HFttcCR6RLjqkxfFgzVw01ka6uDLyioUkaNq6WBdxdkukeNSKXA+KgUOqdx2OX661BYoiXTlbXcNNOApQk7nvEFiqVlSRc1TneFXDWzKDL4Csu1O2XbVAp71fYWnCCurUKQewiFhT1Zsl62laIDNPmTB0BcLbU61r1TbGqWul2orPBsq8sF3nZNeXX5zHtUnhsmscDL6ed5ynBL+n5WnFEtt0xMFSBX73Pry0A67sG/C28p4QqYc72t2Bb2xbt7XgRlz+N92J5OfsAcKPtWQ2IhQDO8cb7mcoqIiRJ/NQWKnFoiMjLShZq6bMjQ/BzFHkuG8oCcAoHnz5hgx9nI8trsSnde+icKsdADAV199hUP5ZZjy8XoAwPDOrTBixAjk5OTgX3fcjIjg5ihq1RUhXUfj1nZlSEpKQojDgbKYeBy+5H50LMhAfKtivPzyy+iy6Aegw0TojmDDPvEQh+aKALB7xENCTMurdV1HYWEhrr32WsScLkdhm54oaN8Hz17WDR999JEt1yaQyKxCCXJoHiFTXroqDBD4H3zJOMjiWVV+OTKzE8pPHpN6UgVbDr+e9f2JOYFGxvlQfgKioiMsk85i3EbH1EewAskhsFHx0n3/wSorWwBUt9011ICnCJmAp+gJOzKDIytBJsMTcwS2K5ppZ88ZE207kXvyov8Vm3K2680vtl3B4KuRBTxFWJn5Fz+9SbR13f+Ay7ilk9/Gyn2xsM+V6ENFW+Mlti/btdWzoa7wFCETfDc+1RjGdF5+1clECf9PVDeZ7cWq6XJbPSVsVKSvTbzPlZl81DTmqcYSk4xSTyNmLq/csQv87zLqGb+NRTonmjgS65CM/+c/P2EPFHxqhDg0QNOdaH5wE85kTQIwHEDVwN4RBD0oBAgKRlBQEE6fPo2OnXujPKoFgkoLcXrDApy4aSR++uknxDRrhqPnTQMAdGobh8zM1dB1HcFBDsQcSYbuCEJF7yF44alrsWPHDtxwww0Iih+DsuiWCD15xFOf4CAHwk8dQXlUS2M9OR3B5s2bkZubi6zR0z0Kl52dbeig6itSHYEhnfks+IIvM2NqLN9/OcY6e18bZluZN3Shg8wvR/mJiRKDKZnl1XIrnBrm8mpVZBxh0YG4bFvKpcs4yN7PslUT2Zx4UAZufsOMmCCIJdwuJzELK3yCj3DbCZNf0BiNbcAvswpF9PACVV2UK4ef31Bn8G1LNChj8xtslylTVbfknjwms9qE/+Qxloa6wkkVmeC7qp4Z80OQzs/P1kbUV4rTBbYoGsRJ9KHip4Py86seZi/TFzc2/ZMJeCr3oRI+nND/E+gi60mL9E+cDiadr4vKT8GT8gsFfbTiys/GFvAU4duH6pzVdiJbEfptQl3k5xePOfg6JKeL/v1FS09vl9BFwh6axkisieHQNJTGtkNh6+7Y+eWrWLx4MY4cOYJDqXsQv3MZNGcFmp13Aa677jr85z//QWrSNoQU5KH1jkUoP52Hjh07Ii4uDnm5OYg4fgjBhadQtmMtVq5cibKyMgQ7NDjKS9Fq90ogOw2ZmZlYvHgx2rRpg8rQSJzuMhyR2Sn49NNPkZ6eji8/+xTRx1JxJmGw37rHxcWhqKgIUcf2IrjoNJplbMeXX36JsjI7D3evXdSXrgb2s6IlrTJnm6hux5N78oT/J+yItp3InD/B0lCXV6siN/PPz6/+2n+ZusGZkLA54bY7Jze/KFgl94QdxS1QUk+T8u8INxWMgyk2XZBHwrZEgziZYIGynknMtor1T2ArQfx7Q2hbIh01BFTZcprGgF9EoPtQmdfs4I4du4htS2SL8J+f0cUgkS1KBaX4AUzxmXrg5mdpKgFPmeC7OLAEwWv/gSiRprK1MW7R5PehVvw8o41K+HMyTwcV2KJUUKrJ618gtE2mfP5nhSuWRGMRVZuTGVtI9KEytkjYQ9P2ihsp7s7+2OCpiO93IebOnYsJEybgxScehKO8FFkX3gotNAyPPvooLrjgAsx+cgY6/fIxoDkQd+XdCAoKwoQJEzBu/ES03fodOv38IZzZaXjkkUdw4MAB6JUVOJMwBAUd+yHi928xceJE7NmzB6/NfRPQHCht3gE5A67G119/jSuuuAILFy7EsUFTUdyqi9+6Dxw4EPfeey/idy3HORvfQ0xmEp588kmcOHECOTk5gb50AUFqeXUA0lnsWkatmi7zFBR28CW17USwNYB18Ov7E3MCDetkGQbhwmXXTLrAsQgSOMIyT6+TsiGpZdf8+sgs05bbuimzfNv/Nj2WphLwFGG0Cf7WJWtP7wQ3P0td6Z/oyYhyT+SRKYcCnjxUtyLZ1eeyWsvufGT7LNFTOlnd0mV0URAEEm+BUtVFRRttIlvaVZHZRifURVFfLKGLrD+kfIyClM4JyhE86VDd5rzpqscxNJWApwgrW9eV9U+wCkpVn1SfsCha4SnKL7d1k8kvsC3CHmjbXSPELQx6UAg6XTIFn9z4EgBg97HT6DdnMQBXhDciIgL/+c9/8Of7/4Xuz34PADgnugUAICgoCA899gReKesNAOjeKga33TYZt912G/JLygBNw4nES+AcNAHHZ94AAKiodALYAQA426EPVvzveU+dgv71uef15597XwNARWQc0q54Ah07dgQA3HffffjHoVjP+1OnTsXUqVMBAMWtEpB2xROWr1Ftoj6T4D+PzFYn9VUlajP/VmZtpQ5zllr5xE9v6gN+Foemea6NlJ2pztQKrjU7/pWZsZKZEVOehVU8iFfqsFTF2damjvrMqz15rNiKaEunajnGA30Fs7CKKzll0pu6/gm3gkhpm8jO/JcjWuEp1YcKdEWso/VL/0QPL2nqBHq1HXvVA7HC00o5Mk+ps2aj/IBCUw94yqwMDsQqKJkV6JbGFoKV7zK2KLNFkw4crz2a9vRYI0UkBuJH8/q/KWXSm/psgwjV/fzKnYWgHNUlrYZDnq2UIzyvh+98WHkEr+icCcKLfcurVQOeiunCWVgo5le1OUG6hLMi+l2El8A4v4KAp122yAZCbSvH+9pgQ6Ktm1JbOvnphBcrtmVt8AVBet3YqHGrp6r+QZBOAU8exsE/+1rVtvx/lqV29cx/fvUxR837bsKL3DmcojEEuK+tTHgHog9V/V7hdmGp88eob7UbCj41QoTLutmBOpNfuHVJYqkrm7+pzzbIwLYB2zEb0gWvRUtgDUv0BW0sl853JFXLEQUkRdvrpLbdCfKL6kN4MdiZ6LXBLgVbmgQOh3G7CD+/aLucKH8g0oMF94xwC4BgCwOri+w9Q/rHR7QUn102L/NUT9FrsQ7x023TM6lyWBvy34dKpRt+Fz+d8CLV50r0xcbVJvzPigZBqrolGsBLlSMxsSPVF4v0kmzOLzJPABO/5uuiyEbV/Tx+urrO8fPLlCPqQ6WejseUQ32uf6RsTtFGReULfXOJMYFDWA6rN/4Dm8Ixh+gJi4pHgxD2QMGnRojU8kULS2BFB1oS/pGbBePnEc2m2XZQpKVy1NLVl/rz8xsPrwbBgV05ZLAhqa0mfPuztrzaSrpTMb/EigDFQ55FNk14kZmZV53hZ0uU0zOBrdSizom3QNVcF2kWVg3btj05RLri/ayh7SHIL2h79a1RaroYJEgXHvIssaWzkmyRi7HfFNmfWv/LXmlr+sS3FWtb3QPt/1GfW1OsrDYWPRHP6IODmx7oPlROR5kHMYhsiw4crxMo+NQIMQ6y2HTva8Oya+H2EkE55AjXGCtbUAyzBPVsebXq0ljx7Czf5mjwVXPEjjA/j+GR9laWVwvazJqNsnW2pxzVLaAU8PSPaDeElW0ngbYVvVZtTtDnClYbi8on/COewOFrnoztOgWDILaNDcF6iS3qzIJTsb8l+l6ZLfNSOgcm3b/NkS3yEQff+XlkXtfnPlS1HPEWKP9bOsnm1LAy4S0qp37YnFp+0apoKf+PYk+2Q8GnRoh4CazMaf/+B18s1BHwkVmiymq8zPY6cfCGX45MsEe8NUrmCTuiciTyC9JFy641GnzVGNFBsDLb60TLpY02xz+/JkgwCBI9GUc0yJLZRhwIm6PBV82R0T+Rzhm2NNmlc7alK+qiqi1KBTzJ5lQQPo1JMBBjdVFqm4cwHYr5bUoX3TMCPTbon1Ng64LBF9kiHzn985/f0lPnlHXISjn+nzxmPGdM7ameLGRzfARuns+Yg9+3ira6W/Lxhbol81Rj1XQo5hf5f95yKOAZWCj41AhRXb4YJFgCK1rWyEJLYPnIbDsRrSoxzsB7PxvopavGWVLF7xUugZUoR7QFSiD4tNRfDZmZLJEtWnmioagc41OgBE8vUdxGZ2UrqWg5tuiJZyykf3zkbI6fX7il06n4pJuAbDuu+fc6pfpisrmaIhp8OQRernhLp/e1+tOYRDqnqGcWvle1HNETFllE6dQV85HbdswPRIn1r/HookjnaMxRc2Rszpjuvxxh28iMUWTGBDK6JfW9Tv/5Beky2+tozGE/FHxqhLSNifC8Ht21ted1bHio5/XYHu08r9nD/8b37sAt86rzOnLTp/brzE0f37s9N31EQjw3vV+75tz0zs2juOnNI0IN/w8Ldpmy7wxSfHQY9/PdW8Vw0wd2aMFNH5nQipt+ZR/+dbmuP/+6XH1eJ276xETvdWeXHo/r6W2nZuEhntcXdWvjed06Jtzz+gLm+p7DXLshnbz17xnfzPO6f3vvdT+3baz3dZs4z+sBzDXp1jLa83pYZ2+ZHWMjPa9HdvHaXMtI7/W/uHtbz+uIkCDP68t6eW2F7SAmJfJtcfJ553DTR3fkt+nF3dtw04d0aslN7yGwjTbMdQa8g53I0CBDeizTTiznCGy5D3PdWS7ozL9XLhfcW9cKbO6avvzrdQVju+xtw5YfGRLseT22h7f9WkZ677+RjMZ0YOyAtY9uLb3XdED7OM/rxNbe335eW296X0YPesZ7Pzu4o7fNWG04n7lWraO97TSGuU9iwry/hb2v2NnWCQKbu6oP/74VXXPWpllEbSqygU5xkdz0OB/9c9ugr5/J9gUsIhvv3SKcmz6WuXdZrhLon6hfYK8jOzhnr3tosLc9LmH6qVjmN49m2pX9jaz+JbTwahVrN6z+9Wvv1bY+jP31bu3NM7CjN09Xxo5Z+27fzFsHVv/Yfupi5v4JD+brH3tNrhBc26vP5dvoFefy87P3AIuor2PvVRbfvtTttIcFG91I377ZjagvF/X97HVkEfkW1/dP4KaL+otJ57L6573ulzHlR4V6NYPtv+KjvPfJCKae7P16XkuvTRj0rwPT57Zh9K9dnOc12y/3YOyV7bPY72LtPj7K206snxAd5u2XWP1jfaaJAv0T+S1T+vGvLVs+y/Bz+H5UYhu+/rH9CUtMmLGPZduJpV0zvv71FOjfUIFPcEkPvv6J+lbRdWH9RfZeZ/3uMEYb2O9l76tRXb3t2q6Z9xqx/WAXRv8GMRrGahvbz/Zl7K830y+z+pfQwnsPD2f0j73O7JgjLsLbTqz/EMr4uCJ/RuRbi66tyHZFOsLeYyzsdWNhfVnAu2KGXTkDAK2i+GOOri355YrqwV5HlkkC/ReNOUT6NzHRe33ZVUGXMvduDOPLXtyNr3/nM/c06+Oy91KPeFb/mD6XGWew4w/2mrDayZbZMc77XSOYa9VKoH+sL8v+Rlb7JyXybW6yQP8IC+iEnpycrCcnJ9fJdxcWFupbtmzRCwsLbS33sz8O6E8s26aXVVQa0v+37ZA+Y8lWvbiswpD+XdJh/ZHFW/WCkjJD+uLdmfpDP2zRTxeVGtJXpGTp/1r0h36isMSQvnb/Uf2B7zfrOflFhvSfDuTo/1y4Wc86bfydv6fn6v9YuFk/fPKsIX1r5nF9+oJN+oHj+Yb05OyT+vQFm/S9uWcM6XuOndanL9ik7zp6ypC+L/eMPn3BJn37kROG9EMnCvR/LNys/5Fx3JCeeeqs/o+Fm/VfD+Xquu5tn4PHTugPfL9ZX592zJA/r6BY/7/v/9BX7c02pJ8sLNEfXLRFX7bniCE9v7hMf/iHLfr3OzMM6YWl5fqji7fq3+xIN6SXllfojy3dpn+59aAhvbyiUn9y+Xb9401phvTKSqf+9I9J+ju/7jWkO51O/bnVyfrcn1J0X15at1t/ad1uU/rcn1L0Z1cl606n05D+7q979ad/TNIrK43pH29K0/+9bLte7mNzX249qD+2dJteUm60ufk70vVHF2/VC0vLDemLdmboD/2wRc8vNtrisj1H9H8t+kM/6WNzq/Zm6/d/+6u+6uffDffRhrRj+j8XbtaPnjHa4q+HXDaXecpoc39kuGzuoI/N7cg6oU9fsEnf52Nzu46e0qcv2KTvOXbakL63yuaSsk4a0g8cz9enL9ikb8002tzhky6b+z0915CedbpQ/+fCzfrGA0aby8kv0h/4frO+dv9RQ/qJwhL9X4v+0FekZBnSTxeV6g/9sEX/YZfR5s6WlOmPLN6qf5d02JBeXFahz1iyVf96m9Hmyioq9SeWbdM//cNocxWVlfp/VuzQ3/9tnyHd6XTqs1Yl62/9nKrruvdeOnv2rD5n7S79lfVmm3ttwx79hTU7TTb31i+p+syVSab0D3/frz+1fIdeUWm0uc/+OKA/vnSbXupjc/O2u/SvqMxocwuSD+sP/7DFpH9LdmfqDy7aop/y0b8fU136d/ys0RbXVenfMR/9+/mgS/+O+OjfpsN5+j8WbtbTTxQY0rdlumwuLY+vf6k5RptLqdK/ndlGm9ufV73+bT6c50krLCzUl278Tb9v/q/6LwdzDPmPVdmcSP9Wphpt7lRRqf7goi36Ukn9KyoT69/jS7fpX2w5YEivqHTp30eb9hvSKyud+jMr+fr3/Oqd+usb9+i+vLx+tz5n7S5T+ps/pXL1773f9un/XbHDpH+fbObr31cC/fs2yaV/Z31szq1/Z4qNNrc8xaV/R46fMvgMq/dm6//3/R96bkGxIf/GAy79yz5jtLnfqvrcDJ8+d0vGcf0fCzdL69/uKv3b7dPnivTvYJX+bfHpczOq9O83H/3LPsPXv9wqm1uzz9jnuvVveYrR5s4UV69/3yYZba6kqs/9itPn/nvZdpP+VVY69f+u2KG/x+hfYWGh/scff+j/WbZVf/OnVN0Xkf69vnGP/vxqs/698+te/ZmV5j73o0379SeXbzfp3xdb+Pr3TVWf66t/C6v0z7fPXbrnCFf/VqZm6f/3/R96no/NufXPt8+tqf7tzzPa3M4q/Us5xte/ZB/9S8tz2dy2TKP+pWTl6je+s0TfsDfTkH7kdKH+j4Wb9Z8F+rfOp889frZE/7/v/9B/TDX3uQ8u2qIv2W0sv6DEpX8Lko19blFZuT5jyVZ93vZDhvSyikr98aXb9M85+vfU8h36h78b9c/pdOnf27+Y9e+FNXz9e3XDHn3O2l3mPvfnVH0WR//e/22f/h+O/n36Rxp3zPH1toPVjjl89c895jhTXGoYH4nGHGv2ZXPHHG798x1z/CYYc2zJ4I85krJqNubYkWW0Obf++Y453PrnHnO4OXqmSP/nws36hjSz/j3w/WZ9NWfM8a9Ff3DHHA/9sEVfJBhzzN/B1z/emOPfy8xjjoKCs/rdHy/X31i/05DudDr1Z1epjTne2JiiP7dabczx5HL+mONxTp/7jWDM8f3ODK7+LavSP98xR0OCvYfqMtbhi6brtJ5s586dAIC+ffvW+ncXFRUhJSUFiYmJiIzkz/IQdQe1T8OA2qn+Q21Uv6H2aRhQO9V/qI3qN9Q+DQNqp/oPtVH9hm2fAwcOAKibWIcvtO2OIAiCIAiCIAiCIAiCCBgUfCIIgiAIgiAIgiAIgiACBgWfCIIgCIIgCIIgCIIgiIBBZz4B2LZtG3RdR2go/yktgUTXdZSXlyMkJMTw9AuifkDt0zCgdqr/UBvVb6h9GgbUTvUfaqP6DbVPw4Daqf5DbVS/YdunvLwcmqZh0KBBdV0t8J9P2sSoyxtG07Q6CXoRclD7NAyoneo/1Eb1G2qfhgG1U/2H2qh+Q+3TMKB2qv9QG9Vv2PbRNK3eBAhp5RNBEARBEARBEARBEAQRMOjMJ4IgCIIgCIIgCIIgCCJgUPCJIAiCIAiCIAiCIAiCCBgUfCIIgiAIgiAIgiAIgiACBgWfCIIgCIIgCIIgCIIgiIBBwSeCIAiCIAiCIAiCIAgiYFDwiSAIgiAIgiAIgiAIgggYFHwiCIIgCIIgCIIgCIIgAgYFnwiCIAiCIAiCIAiCIIiAQcEngiAIgiAIgiAIgiAIImBQ8EmCnJwcTJ8+HcOGDcOoUaPw3HPPobS0FACQmZmJ2267DQMGDMDEiRPx888/Gz773XffYfz48Rg4cCCuu+46bN261fD+J598glGjRmHgwIF47LHHUFxcXG1d9uzZg+uuuw79+/fH1KlTsWvXLm6+t99+G48++qiFX91waEjtM2TIEPTq1cvwr7Cw0IarUP9pKO2k6zo+/PBDjB07FkOGDMGMGTOojWC9jdw88cQTeOONN/zWhbTOTENqH9K6+t9OpHX2t1FZWRleeOEFjB49GkOHDsW9996LY8eOVVsX0jozDal9SOvqfzuR1tnfRkVFRXjiiScwfPhwDB06FP/+97/9XlPSOjMNqX1s0zqdqBan06lff/31+p133qnv27dP/+OPP/RLL71Uf/7553Wn06lfeeWV+r/+9S89LS1Nf+edd/T+/fvrWVlZuq7r+oYNG/R+/frpixYt0tPT0/VXXnlFHzRokH7s2DFd13V9xYoV+uDBg/W1a9fqSUlJ+sSJE/X//ve/wroUFhbqI0aM0J9//nk9LS1Nf+aZZ/QLL7xQLywsNORbvHixnpiYqD/yyCOBuzD1hIbUPseOHdN79uypZ2Rk6Lm5uZ5/Tqcz8BeqjmlI7fT111/rAwYM0BcvXqzv27dPv/322/W777478BepjglkG7l577339J49e+qvv/56tXUhrTPTkNqHtK5htBNpnf1tNGfOHH3cuHH6pk2b9P379+t//etf9alTpwptn7TOTENqH9K6htFOpHX2t9Hjjz+uX3311frOnTv1Xbt26VdddZX+xBNPCOtCWmemIbWPnVpHwSc/pKWl6T179tTz8vI8aYsXL9ZHjhyp//rrr/qAAQMMN86f//xnj0P4z3/+U3/yyScN5V122WX6vHnzdF3X9ZtuusngPP7xxx96v3799KKiIm5d5s+fr48dO9bT0E6nU7/00kv17777Ttd1XS8vL9effPJJvW/fvvpll13WJG7chtQ+v/zyiz5ixAgbfnXDoyG106RJk/TXXnvNkz8nJ0fv1auXfuDAASuXoN4TyDYqKCjQ77//fn3o0KH6mDFj/A6aSevMNKT2Ia1rGO1EWmd/G1144YX60qVLPe/l5OToPXv21A8dOsStC2mdmYbUPqR1DaOdSOvsb6P//Oc/+pYtWzzvffrpp/qECROEdSGtM9OQ2sdOraNtd36Ij4/HBx98gFatWhnSz549i6SkJJx77rmIjIz0pA8ePBg7duwAANx55524/fbbTWUWFBSgsrISO3fuxJAhQzzpAwYMQHl5OVJTU7l1SUpKwuDBg6FpGgBA0zQMGjTI831FRUXYu3cvvvnmGwwcONDKz24wNKT2SUtLQ5cuXaz83AZLQ2qnzMxM9O/f35O/devWaNGihef9xkqg2ggAjhw5gtLSUixYsACdOnXyWxfSOjMNqX1I6xpGO5HW2dtGTqcTc+bMwYUXXsh9nwdpnZmG1D6kdQ2jnUjr7O+PnnrqKQwePBiAq29asmQJhg0bJqwLaZ2ZhtQ+dmpdsC2lNGKaNWuGUaNGef7vdDrxxRdf4Pzzz0deXh5at25tyN+yZUvPvuQ+ffoY3tu4cSPS09Nx/vnnIz8/H6WlpYbPBwcHIy4uTrivOS8vD927dzd93/79+z11/d///lfzH9sAaUjtc+DAARQXF+NPf/oTDh06hMTERDz22GNNwnFpSO3UsmVL5OTkeN4rKirCmTNncOrUqRr88oZDoNoIAHr37o13331Xui6kdWYaUvuQ1jWMdiKtc2FXGzkcDtOA+bPPPkPz5s3Rq1cvbl1I68w0pPYhrWsY7URa58LO/sjNI488gu+//x4dOnTAvffeK6wLaZ2ZhtQ+dmodrXxSZM6cOdizZw8eeOABFBcXIzQ01PB+aGgoysrKTJ/LyMjAjBkzcOWVV6JPnz4oKSnx5Jf5PACl72uq1Of2OXjwIM6cOYN77rkHb731FsLDw3Hbbbfh7NmzNf69DZX63E4TJ07Eu+++iwMHDqC0tBTPP/88AKC8vLxmP7aBYlcb1QTSOv/U5/YhrfNSn9uJtM5FoNpo9erV+Oijj/Cvf/3LVKYb0jr/1Of2Ia3zUp/bibTORSDa6K677sK8efPQoUMH3HXXXXA6ndzvJq3zT31uHzu1jlY+KTBnzhx8+umneOWVV9CzZ0+EhYXh9OnThjxlZWUIDw83pB06dAi33347OnXqhJkzZwIAwsLCPPl9Px8REYF33nnHMMP5/vvvIywsjJvf9/uaKvW9fT788EOUl5cjKioKAPDiiy9izJgxWLduHa688krrF6CBUN/b6e9//zsyMzMxadIkBAcHY9q0aejduzeio6Nt+f0NATvbyB+kderU9/YhrXNR39uJtC5wbbR69Wr885//xC233ILrrrsOAGldTajv7UNa56K+txNpXeDayL1a5pVXXsGoUaPwxx9/YPv27aR1itT39rFT6yj4JMkzzzyDr7/+GnPmzMHll18OAGjTpg3S0tIM+Y4fP25YJrd//37cdttt6NSpEz744ANPI8bFxSEsLAzHjx9Ht27dAAAVFRU4ffo04uPjMWzYMEyYMMFTTps2bdCmTRscP3682u9rqjSE9gkNDTVElcPCwtCxY0fDUuDGTkNop8jISLz22msoKCiApmmIjo7GBRdcgA4dOth/QeohdreRP6ZNm0Zap0BDaB/SuobRTqR1gWmjpUuX4uGHH8a0adPw2GOPedJJ69RoCO1DWtcw2om0zt42Kisrw7p16zBixAhPAK9Vq1aIi4vDqVOnSOsUaQjtY6fW0bY7CebOnYv//e9/ePnllzFp0iRPev/+/bF7927P1h8A2Lp1q+dQu9zcXNxxxx3o3LkzPvzwQ0OE3eFwoG/fvti6dasnbceOHQgODkbv3r0RFxeHzp07e/6Fh4ejf//+2L59O3RdBwDouo5t27YZDtFrijSE9tF1HePGjcOCBQs85RUVFeHw4cPo2rVrwK5NfaIhtBMAzJ49GwsXLkRMTAyio6ORnJyMgoKCJnEAYiDayB+kdfI0hPYhrWsY7QSQ1gWijX777Tc8/PDDuPnmm/Hvf//b8B5pnTwNoX1I6xpGOwGkdYHwvR999FGsX7/ek5adnY1Tp06hW7dupHUKNIT2sVvrKPjkhwMHDuCtt97CXXfdhcGDByMvL8/zb9iwYWjXrh1mzJiB/fv347333kNycjKuvfZaAMALL7wAp9OJWbNmoaioyPO5wsJCAMBNN92EDz/8EKtXr0ZycjL+85//4Prrr0dERAS3LuPHj0d+fj5mzZqFtLQ0zJo1C8XFxYboZVOjobSPpmm46KKL8MYbb2DTpk3Yv38/Hn74YbRt2xZjxoyptetVVzSUdgJcT0GZO3cukpOTsWvXLjz00EO48cYbERcXVyvXqq4IZBupQlpnpqG0D2ldw2gngLTO7jaqqKjAY489hqFDh+Kuu+4ylCs614S0zkxDaR/SuobRTgBpnd1tFBwcjBtuuAEvv/wytmzZgl27duGBBx7AJZdcgh49enDrQlpnpqG0j+1apxPV8u677+o9e/bk/tN1XU9PT9dvvvlm/bzzztMnTZqk//LLL7qu67rT6dT79evH/dzrr79uKP+CCy7QBw8erM+YMUMvKSmptj5JSUn65MmT9b59++rXXnutvnv3bm6+Rx55RH/kkUdsugr1l4bUPiUlJfpzzz2njxgxQu/fv79+991369nZ2QG4KvWPhtROFRUV+syZM/Vhw4bp559/vv7cc8/p5eXlAbgq9YtAt5GbW265hZvuC2mdkYbUPqR1DaOdSOvsbaPt27cLy/3999+F9SGtM9KQ2oe0rmG0E2md/f1RaWmp/vzzz+sjRozQBw4cqD/yyCN6QUFBtfUhrTPSkNrHTq3TdL1qfRVBEARBEARBEARBEARB2AxtuyMIgiAIgiAIgiAIgiACBgWfCIIgCIIgCIIgCIIgiIBBwSeCIAiCIAiCIAiCIAgiYFDwiSAIgiAIgiAIgiAIgggYFHwiCIIgCIIgCIIgCIIgAgYFnwiCIAiCIAiCIAiCIIiAQcEngiAIgiAIgiAIgiAIImBQ8IkgCIIgCIIgCIIgCIIIGBR8IgiCIAiCIAiCIAiCIAIGBZ8IgiAIgiAIgiAIgiCIgEHBJ4IgCIIgCIIgCIIgCCJgUPCJIAiCIAiCIAiCIAiCCBgUfCIIgiAIgiAIgiAIgiACBgWfCIIgCIIgCIIgCIIgiIBBwSeCIAiCIAiCIAiCIAgiYFDwiSAIgiAIgiAIgiAIgggYFHwiCIIgCIIgCIIgCIIgAgYFnwiCIAiCIAiCIAiCIIiAEVzXFagPbN++HbquIyQkpK6rQhAEQRAEQRAEQRAEYZny8nJomoaBAwfWdVVo5RMA6LoOXddr9fvKyspq9TsJNaiNGg7UVvUfaqP6DbVPw4HaqmFA7VS/ofZpOFBb1X+ojeo37jhHfWkfWvkEeFY89e3bt1a+r6ioCCkpKejevTsiIyNr5TsJNaiNGg7UVvUfaqP6DbVPw4HaqmFA7VS/ofZpOFBb1X+ojeo37vapLzu8aOUTQRAEQRAEQRAEQRAEETAo+EQQBEEQBEEQBEEQBEEEDAo+EQRBEARBEARBEARBEAGDgk8EQRAEQRAEQTRpThaV4pK3VuLBH7bUdVUIgiAaJRR8IgiCIAiCIAiiSfPEsh1YfyAHr2xIwdH8orquDkEQRKODgk8EQRAEQRAEQTRpDpwo8LwuKqusw5oQBEE0Tij4RBAEQRAEQRBEk0ZjXuvQ66weBEEQjRUKPhEEQRAEQRAE0aTRNG/4SafYE0EQhO1Q8IkgCIIgCIIgiCaNg1n6RLEngiAI+6HgE0EQBEEQBEEQTRp25ZPTSeEngiAIu6HgE0EQBEEQBEEQTRrjmU8EQRCE3VDwiSAIgiAIgiCIJo2DXflEhz4RRKNg7Nix6NWrl+df7969MWzYMNxzzz04evSopbIXLFiAsWPHCt9/9NFH8eijj1r6Dje9evXCpk2bbCmrLgmu6woQBEEQBEEQBEHUJRp75hMFnwii0fDYY49h4sSJAACn04m0tDQ89dRTeOSRR/DZZ5/VuNyJEyfioosusqmWTQMKPhEEQRAEQRAE0aRhVz5VUvCJIBoNMTExiI+P9/y/TZs2mD59Oh566CEUFBQgJiamRuWGh4cjPDzcrmo2CSj4RBAEQRAEQRBEk4Zd+VRJB44ThF/OFJdhR+ZJpB8vwtnMkwgPLwz4d/ZuHYvYiFDL5YSGuspwOBzIz8/HM888gzVr1iAyMhKXX345HnroIU9g6eWXX8aCBQuQn5+P/v3748knn0SPHj2wYMECzJ07F2vXrgUAbNmyBTNnzsTBgwdx8cUXAwAiIiIAAG+88QY2b96Mzz//3FOHsWPH4r777sOUKVNw9uxZzJo1C+vXr0dBQQE6duyIBx98EOPGjbP8W+sTFHwiCIIgCIIgCKJJozFHjlPwiSCq50xxGbrOWojTxWVVKem18r1xEaE4+Pg1lgJQGRkZeO+99zBq1ChERUXh/vvvR3l5Ob7++muUlpZi5syZePrpp/Hss89i1apVmDdvHt588020bt0ar7zyCmbMmIFvv/3WUObJkydx991344YbbsDLL7+MpUuXYu7cubjmmmuk6jRr1iwcOnQIH330ESIiIvDBBx/g8ccfx+jRoz2BssYABZ8IgiAIgiAIgmjSGFY+0bY7gmg0PPXUU3jmmWcAABUVFQgJCcEll1yCxx57DBkZGVi9ejU2b97s2X73zDPPYPLkyZgxYwaysrIQEhKC9u3bo3379vj3v/+NgwcPmr5j+fLlaNGiBR566CFomob7778fGzZskK7j0KFDcfvtt6Nnz54AgDvuuAPz58/HiRMn0K5dOxuuQv2Agk8EQRAEQRAEQTRpDGc+0congqiW2KoVSDsycpGefggJCV0QHh4W8O+tyba76dOn47LLLkNhYSHeeOMNZGVl4V//+heaN2+OHTt2wOl0YvTo0YbPOJ1OHD58GJMmTcIXX3yBSy65BAMGDMC4ceNw7bXXmr4jLS0NvXv3hsboSN++fVFcXCxVx8mTJ2P16tX45ptvcPDgQezevRsAUFlZqfRb6zsUfCIIgiAIgiAIoknDLHxCBQWfCMIvsRGhGNqpBaLP5iCxUwtERkbWdZW4tGzZEp07dwYAvPbaa7j22mvx97//HfPmzUNlZSViYmLw3XffmT7Xpk0bhIeHY/ny5fjll1+wbt06fPjhh/jmm2/w/fffm/L7PiUzJCTEE3xig1JuKioqPK8ffvhhbN++HVdffTVuvPFGxMfH44YbbrDys+sljrquAEEQBEEQBEEQRF1iPHDcCQD416ItGP7qMhzNL6qjWhEEYSehoaGYOXMmUlJS8Mknn6BLly4oKCiApmno3LkzOnfujJKSEsyePRtlZWVYv3495s+fj4suugj//e9/sWjRIqSnp2Pfvn2Gcnv06IE9e/YYViqlpKR4XoeEhKCw0Hsge2FhIU6ePAkAOHv2LJYsWYJXXnkF06dPx6WXXoozZ84AMAe0GjoUfCIIgiAIgiAIoknje+D42dJyvLoxBVsyT2D6wj/qsGYEQdhJv379cO211+Ktt95CdHQ0Ro0ahQcffBDJycnYvXs3ZsyYgaKiIjRr1gxOpxOzZ8/GqlWrcOTIESxYsAARERFISEgwlDlp0iQUFxdj1qxZOHjwID744ANs3brV837fvn2RmpqK5cuX49ChQ3jyySfhcLhCMaGhoYiIiMDKlStx5MgR/PTTT3j66acBAGVlZWhMUPCJIAiCIAiCIIgmje+B4+y5TwePF9RBjQiCCBQPPPAAQkJCMGfOHMyePRsdO3bEbbfdhttvvx1dunTByy+/DAAYO3Yspk+fjueeew4TJkzAsmXL8NZbbyE2NtZQXmxsLD744APs3LkTV199NX799VdcffXVnvcvuOAC3HbbbXjyyScxbdo09OjRA/379wfgCj7NmTMHP/74IyZNmoTnn38e99xzD+Lj4w2rpxoDdOYTQRAEQRAEQRBNGvbA8QqnbghG0RFQBNEwWbt2LTe9RYsW2Lx5s+f/7mATjzvuuAN33HGHKX3KlCmYMmWK5/99+vTB/PnzuWVomoaHH34YDz/8sCftb3/7m+f1uHHjMG7cOMNn2IPN9+7dK6xfQ4JWPhEEQRAEQRAE0aQxnvmkgz1qxdnIzl0hCIKoCyj4RBAEQRAEQRBEk8b3zCc24ETBJ4IgCOtQ8IkgCIIgCIIgiCaN75lPTlr5RBAEYSsUfCIIgiAIgiAIoknDnvlU6XT6rHyqixoRBEE0Lij4RBAEQRAEQRBEk4ZZ+IQKpw6dtt0RBEHYCgWfCIIgCIIgCIJo0vgeOE7b7giCIOzF9uDTqlWr0KtXL8O/6dOnAwD27NmD6667Dv3798fUqVOxa9cuw2eXLFmCcePGoX///rj33ntx8uRJz3u6ruPFF1/E+eefj2HDhmH27NlwOp2e90+dOoX7778fAwcOxNixY7Fo0SK7fxpBEARBEARBEI0QOnCcIAgisNgefEpLS8PFF1+Mn3/+2fNv5syZKCoqwl//+lcMGTIECxYswMCBA3H33XejqKgIAJCcnIzHH38c9913H+bNm4f8/HzMmDHDU+7HH3+MJUuWYO7cuXj99dexePFifPzxx573Z8yYgYKCAsybNw/33HMPnnjiCSQnJ9v98wiCIAiCIAiCaGQ4mFGR68BxOvOJIAjCTmwPPh04cAA9e/ZEfHy851+zZs2wbNkyhIWF4eGHH0a3bt3w+OOPIyoqCitWrAAAfPHFF5gwYQImT56M3r17Y/bs2diwYQMyMzMBAJ999hmmT5+OIUOG4Pzzz8eDDz6IL7/8EgCQkZGBdevWYebMmejZsyeuu+46XHXVVfjqq6/s/nkEQRAEQRAEQTQy2APHK5xO47Y7ij4RBEFYJiDBp4SEBFN6UlISBg8eDK1K2DVNw6BBg7Bjxw7P+0OGDPHkb9euHdq3b4+kpCTk5OTg6NGjGDp0qOf9wYMHIysrC7m5uUhKSkK7du3QsWNHw/vbt2+3++cRBEEQBEEQBNHIYLfdOX223VHoiSAIwjrBdham6zoOHTqEn3/+Ge+++y4qKysxfvx4TJ8+HXl5eejevbshf8uWLbF//34AQG5uLlq3bm16/9ixY8jLywMAw/utWrUCAM/7vM/m5OQo1d29BTDQFBcXG/4S9Q9qo4YDtVX9h9qofkPt03CgtmoYUDvVb0TtU1FR7s1TWopCZlxQ6XTW2jiB8EL3Uv2H2qh+U9/axdbgU3Z2NoqLixEaGopXX30VR44cwcyZM1FSUuJJZwkNDUVZWRkAoKSkRPh+SUmJ5//sewBQVlbmt2wZysvLkZKSIv9jbSA9Pb1Wv49Qh9qo4UBtVf+hNqrfUPs0HKitGgbUTvUb3/Y5eeq053X20RzsD/IGm8rqYJxAeKF7qf5DbUTIYGvwqUOHDti0aRNiY2OhaRoSExPhdDrx0EMPYdiwYaZgUFlZGcLDwwEAYWFh3PcjIiIMgaawsDDPawCIiIgQftZdtgwhISGmlVmBori4GOnp6UhISEBEREStfCehBrVRw4Haqv5DbVS/ofZpOFBbNQyoneo3ovaJ3VcE4BQAoGV8PLp0bQ8gDQDgCApGYmJiHdS2aUP3Uv2H2qh+426f+oKtwScAiIuLM/y/W7duKC0tRXx8PI4fP2547/jx457tcm3atOG+Hx8fjzZt2gAA8vLyPOc6ubfiud8XfVYWTdMQGRkpnd8OIiIiav07CTWojRoO1Fb1H2qj+g21T8OB2qphQO1Uv/FtH4fDOywKCg5GWJh3ElvXQW1Zh9C9VP+hNiJksPXA8Z9++gnDhw837C1MSUlBXFyc5wBwverwPl3XsW3bNvTv3x8A0L9/f2zdutXzuaNHj+Lo0aPo378/2rRpg/bt2xve37p1K9q3b4/WrVtjwIAByMrKwrFjxwzvDxgwwM6fRxAEQRAEQRBEI4Q9YLzSdOA4HTlOEARhFVuDTwMHDkRYWBieeOIJHDx4EBs2bMDs2bNx5513Yvz48cjPz8esWbOQlpaGWbNmobi4GBMmTAAA3HjjjVi0aBHmz5+P1NRUPPzww7jooovQqVMnz/svvvgiNm3ahE2bNuGll17CrbfeCgDo1KkTRo4ciYceegipqamYP38+lixZgptvvtnOn0cQBEEQBEEQRCOkuuBTpZOCTwRBEFaxddtddHQ0PvzwQzz77LOYOnUqoqKiMG3aNNx5553QNA3vvvsunnrqKXzzzTfo1asX3nvvPc/yvIEDB+Lpp5/G66+/jjNnzmDEiBF45plnPGX/5S9/wYkTJ3DfffchKCgI1157LW677TbP+7Nnz8bjjz+O66+/HvHx8Xj22WfRr18/O38eQRAEQRAEQRCNEDa+VKnrhv9T7IkgCMI6tp/51KNHD3z88cfc9/r164eFCxcKPztlyhRMmTKF+15QUBBmzJiBGTNmcN9v2bIl3nnnHfUKEwRBEARBEATRpGFXOlU4dcNWO/Y9giAIombYuu2OIAiCIAiCIAiioWHadufkv0cQBEHUDAo+EQRBEARBEATRpKnuzCcKPhEEQViHgk8EQRAEQRAEQTRpjGc+OY1Pu6PYE0EQhGUo+EQQBEEQBEEQRJPGcOZTJa18IgiCsBsKPhEEQRAEQRAE0aQxbLujp90RBEHYDgWfCIIgCIIgCIJo0jiddOYTQRBEIKHgE0EQBEEQBEEQTRrDmU8+wSeCIAjCOhR8IgiCIAiCIAiiSVPdtjuCIAjCOhR8IgiCIAiCIAiiSWM4cNzppJVPBEEQNkPBJ4IgCIIgCIIgmjRsqKnSqRvOgCIIgiCsQ8EngiAIgiAIgiCaNNUdOE4QBEFYh4JPBEEQBEEQBEE0aejMJ4IgiMBCwSeCIAiCIAiCIJo07EKnikondFD0iSAIwk4o+EQQBEEQBEEQRJOGVj4RBEEEFgo+EQRBEARBEATRpDEEn+jMJ4IgCNuh4BNBEARBEARBEE0adqUTPe2OIAjCfij4RBAEQRAEQRBEk4Zd6eTUaeUTQRCE3VDwiSAIgiAIgiCIJg0bbKpw0plPBEEQdkPBJ4IgCIIgCIIgmjR05hNBEERgoeATQRAEQRAEQRBNGtOZTz7BJ52CUQRBEJag4BNBEARBEARBEE0aw8on3WkKPlXSPjyCIAhLUPCJIAiCIAiCIIgmDft0O96ZTxUUfCIIgrAEBZ8IgiAIgiAIgmgynC6twOz1KdiRddKT5m/bXYXTWVvVIwiCaJRQ8IkgCIIgCIIgiCbDi1uO4Zk1ezD45aWeNH8HjtPKJ4IgCGtQ8IkgCIIgCIIgiCbDysP5pjTjmU86fBc6+TvzKSXnDB5bug3pJ88q1YUOMicIoqlAwSeCIAiCIAiCIJokxeUVAIzBp4pKJ3Sobbs7/7VleGHtbkx6f021+Y7mFyGnoBgA8NGmNHT477f4LvlwTapOEATRoKDgE0EQBEEQBEEQTYZQh+Z5nVtQAsDnzCddfdvd2VJXECs117WqyunU8cOuTOzL866yOn62BD2f+x69nluEnIJi3PXNb8gpKMH1n2609HsIgiAaAhR8IgiCIAiCIAiiyRAd6h0C5Z51BZ9005lPxs9UVKodOD5vRzqu+Xg9+s1Z7HmS3pr9x1BUVomC0nK8uiHF9BnagkcQRGOGgk8EQRAEQRAEQTQZokOCPK/Pf205Nh7IkXjanY4FyRno+ez3+GrbIb/f8dSKJABAeaXTE+CKjQjxvJ+ae8aQ/3RxGc6b/QPGvrUS5YqBLoIgiIYABZ8IgiAIgiAIgmgyRIcYh0C3fPmz+cBxU/DJies+3YADJwrwpy9/NrzHCxZp3p19yDxdCAAorfDmS8kxBp/e+20fUnPzseFADtbuP6b2gwjsOXbac5ZWoDiaX4TcAH8HQTRmKPhEEARBEARBEESTITTIOATKOlNkPHDc6YTuE0/KqTobys2xfG8Q4lRRqeG9SqcTTOwJR84UAQBKyis9afuPF5jq4ObgCeN7RPV8vzMD/V9cggtfX47Sikr/H6iGD37fjxfX7TZtgUw7no8+L/yAPrN/CHiQiyAaKxR8IgiCIAiCIAiiyVDu8+S66LBg48onzra7lXuzDf9fl+ZdnZSUfcrw3unicsP/j1StfCouFwdGjjHBLba8h37Yiis+WIvTxWXCzzZlSsorMfWTDXDqOtJPFiLZpy1U2HbkBO6e/zseWbINq/YdNbz3+LIdOFNSjpNFZVieki0ooWmzZt9R/Hoot66r4ZdtR05gxpJtOHzybF1XpclBwSeCIAiCIAiCIJoMZZXGwFLLyDDDmU/F5ZWm4NNv6XmG/68/4Ao+Ld6difHvrTG8d6q4FHmF3tVQR05XrXyqZlXOXuYMqKTskwBcT8d7ecMeLE/Jwj3f/m7Iv/vYaXybdLhJHVKed7YEUz9Zj7d/2etJ25xx3JBnS+YJz+uCknL86cuf8eiSbT4HyjsxZ+1uvPGT8dD3DQdyPK/Xpx3zfKa4vALLUo543vv9sNEWCNdTHi9/bzVGzf0Ry1Ky6ro6Qn5Lz8PQV5Zh9rrdmLV6Z11Xp8lBwSeCIAiCIAiCIJoM5T6PsjtRVGoINhWXV+JsWYUhzymflUfr9rsCFX/532+m8o+cLjKsVHpx/R78dDAHJeUVprxu9uXle17vPHoalU4nTpd4y/hmx2HPa6dTx7i3V+GGzzbiFc5T8xorD3z/B77fmYn7FmxGcdW19G2XP5jg0yNLtuGrbYcwZ91ubDty0pP+xk+peHTpNvzz+y3YxASS9ud5tzu+sHY3Ln93NQAg41Qhisq8gcNfqlb37MvLx53zfsUtX/yE/BJjPX4+mIsX1uwybLVszCQfPQ33LTT5o3XKT4f0R0l5Jf7IOG653JfW7/G83nX0tMVaEao0quBTaWkpHnvsMQwZMgQjR47ERx99VNdVIgiCIAiCIAiiHuG78ulsaQWKfIJNeWeNZzwVlBq30h04UYCMU4Wm4AcA7Dl2xpT23x+Tql35xB5GXlxeifSThThbaqyTO1CSX1rueYLeQ4u3opLZRvjOr/sw/t3V2JF10vDZ1zamoM8Li7CRWd1TX9F1Hb8fzsOZEuM1/3p7uuf17qpr7Nsuf1SthMovKcO7v+3zpLsPcS+tqMSjS7d70lfu9W6v23bEG7gCgDX7jyG3oNh03teenDM4XVyGGz7diI83H8DX29Mx92fvaqzV+47ikrdX4rFl2/HGT6me9F8O5WLaZxvx/c4M/xehikqnE+knz9abFW5lFZV4fNl2zFqVjJPMWWdZzBlolU4dm3xWpFXHgeMFmPDeGsxYss0QxNuSeQKPLtmGZSlZmPb5Rpz/2nL0f3Gx9JlblU5zoGor08YVnPeJwNKogk+zZ8/Grl278Omnn+Kpp57C3LlzsWLFirquVq1RVFaBb5MOG4QAcInEguQM041aUenE9zszPPvQ3TidOpbsOWI67FDXdfyYmo3UHHOHui7tGHeP9S+Hcg3LX938kXHcM2vAkpR9Emv3HzWl7809gx9TzfurD50owKJdmSZBzjpThG+TDptE5/jZEsxPOmw6jPBMcRm+2ZGOQp8OrLCsAvOTDpv22ZdWVOK75MOmJ15UVDqxcGeG4dBIwHVNF+/ORLrP3mJd17E8Jcsw2+VOX7PvKHYdNV/Tnw7mmDpHwOWQ+C4JB4AdWScNy4jdpOScMZ1fALgOuVyy54jpmh45XYiFOzPg9JktzC0oxvykw6YnvZwqKsX8pMMmZ+5saTnmJx3GGZ9rWlJeiW+TDuO4j7NXXunEguQMHM03XtNKpxOLdmUi87QxXdd1LEvJQtpx8zVdtTcbe46dNv3mDQdyTE4a4Fqau4mztHrbkRP46aD5mu46egpr9pntd39ePpZyrmnGqUJ8z7mmx/Jd19R3dudk1TX1nUUrKHFd0wIfJ624nK8JpRWV+GZHOvea/rArU0kTVu7NNmwVcLN2/1HPtgEWVU1Izj5lOFfDzd7cM1iRal7WnX7yLH7gaEL2mSJ8l6ymCfOTDps1ocp+fTXBbb92aMKK1CzsrwNNSM3N52rCgeMFWLzbfE13HT2Ft37eizKfa5d9pghfbD1ouqalFZX46WCOSSsqKp34/XAeN/+C5AycKDQf5LsiNcs0MKx0OrF4dyYyThnt131Nefa7et9R0xOnAGDjgRyu/W46nOcZ2LBsO3ICPx802291mrAsJUtJE75LNmvCicJS/G/7Ic8KADeqmlCdn7BIoAmLd2fiwHF5TVD1E7ZknuCeHaLqJ6hqwonCUnyr4Ce4fS9fTSirdGLRbr6dLt1zxHBYNeC6pot2ZeKQwE5511qkCb8eyuX2aZszjnP7tOTsU1z7Tck5g1UcTcg4VYhVe7O5fsKCZLP95p0twXfJZj/hTHEZvt+ZYerTSisqsXJvtsl/qKh0YuXebJP/AMB0D/B4fs1O3PDZRpwqLvOsfOrSItpbH5/7RRR86hAb6Ulbl3YMwQ4Nvuw8Zm6XdWk51Z755EtK7hlTYOX+BZtRVFZhOuD87V+8QZYZS13nFQ1+eanBnv5v0Rak5ubj4rdWGgb4h04U4LnVO/Hx5jSD3eu6js0Zx/HNjnTpQ7xPFpVygyROp46tmSdM/cXCnRno+N9v8djSbYb0VzemYMTrKzDk9ZVYdOAUissrTXrm1mjf9D05Z5BbUIy9ucZ+dE2VbmScKjTYoltPKiqdprO7ANcqtGOcYMeuo6dxiOnDl+7xbst7cvkOVFTZ2IKd3hVrT63YgflJhzH1kw1482dvUMr9e3g+3qNLtqPbrIV4aPFWQ/rxsyUmuy8pr8Sctbvx5PIdXB1W5WRRKWauSjZo7hs/peL5Nbvw5IoktHlyPp5b61pJlHXGeI3celxWUYm3f92L93/f77EN377sxfW7sXJvNmav2427vnFtL9125ATOf20Z5qzbjSkfr8fi3a7rm5qbb1i9BACLdmXi7vm/Gfqw937bh9jH/oc75/3quU7Hz5YYfISTRa77oLqxw9r9R225loSLRhN8Kioqwvz58/H444+jT58+uPTSS3HnnXfiyy+/rOuq1QrllU5Men8NbvhsI/781S+edKdTx3WfbsR1n27A1I83eNJ1Xcdf5v2GqZ9swPj31hgchf/7YQuu/nAdLnpzpaGTeGZlMia+vwaj5q4wdFpv/pyKcW+vwsg3VhgGs19uPYjRc3/EyDdWGAZSS/ccwQWvL8dFb640OJw/HczBsFeW4dJ3VmM146zvyDqJwS8vxcT31+DbJK+A78/Lx+CXl2LKx+vx3u/7PelZZ4ow9JWluOGzjXhxnVecjp8twfmvLce0zzbiqRVJnvSzpeUY8+aPuPHzn/DP77d40ssqnbjqk58w7bON+Mu8Xz3plU4nrvl4Pa7/dCOmff6T4Zr+6aufce0nG3DF+2sNne/9Czdj8kfrMfatlQbBfXLFDlzxwVqMnrvC4NC+siEFl727GiPf+NHg/Hy8OQ0XvbkSI99YYXAovt+ZgQtfX4Exb/5oGDCt3X8Uw15dhrFvrTTMdG3JPIHBLy/BhPfWYNGuTE96as4ZDHppKa7+cB0+/eOgJz3jVCGGvLIU136yAa8x++PzzpZgeNU1fXql95rml5Rh1NwfMe2zjXiY6SxLyisx7u1VmPbZRvyNObugotKJKz9Yixs+24ibmccXO506pn3ust/JH633XFNd1/G3+Zsw5eP1uPLjjahk7PfRJdtw5QdrMWbuSkMHPnvtbox/bw1GvrHC4LS9+9s+jH3LdU0zmQ7pmx3pGPnGCoye+6MhYLVybzaGv7ocF7+10jCw//2waw/5Ze+uxnJmr/uuo6cw+OWluOrDdfhq2yFP+qETBRj88hJM/WQD3v7VO1t2LL8YQ19ZimmfbcRza3Z50k8Xl+HCqmv92DKvk1ZUVoGL31qJaZ9txP0LN3vSyyudmPieSxNu+9qoCdd+sgE3fv4Trv3EqAm3/+9XXPPxepMm/EugCTNX7cSEqmvKasLcn1Jx6TurTZowLylDWROGvrIU495eZRjAuzVh0vtruZpwzcfr8b5JE5bh+k+NmnCyqBQXvO66pk8u3+FJd2vCtM824oFFXk0orajE5e+uEWrCDZ+pa8Ilb5s1YdL7azFq7grDwOvVjWqasFCgCevSjnE1Yc+JYox8ew1XEwa/vBSTP1qPT/444ElPO56PkW/8iPsXbsYLa3d70o/lF+OC15bjz1/9gv/+6NWEkvJKXPLWKlz05ko8tcJ7rUsrKjHx/TUY8foKPMDob6XTias+XIfrPt2AP33l1QRd1/GnL3/BpPfX4pqP1hvS/zZ/EyZ/tB6XvbPKEFB4bOl2THp/LUbP/dGkCZe/uxojXl9u0IT3ftuHi99aiRGvGzVhftJhXPj6Cox8Y4UhYOXWhIve+tFwDgirCWyg1K0JV36w1jCLL9KEo/muPu36TzfixY3e9NPFZbjw9eW4+Yuf8Rgzi19UVoGLquxXVhOq8xOmcDTh/37YgskfrcfFbxk1YdZqsSao+gnnv7YMY95cia0CP4GnCSI/wVcTsqvRhPNfW4YbOH7C6LlmP6G0ohKXvbMaN3y2EXfO8269qnTqeGhjJm753++Y9tlGwzX981e/4KoP1+HKD82aMOXj9bjk7VUGTXhqRRIuf9elpzKa8NmWAxg190eMeH2FIbj9/c4MXPDacoya+6MhCLgu7RiGvLIUY9780RCAcvsJ499bgx8YTdiXl4+BL7nSv2T6tMwqP+G6T41+Qm5BMYa96rrWz6xM9qSfKirFha8vx9RPNuCRJUY/4bJ3VmPCe2tw3wKv/VY6nZjyyXpMeG+NwX4B4PWNKYh77H/42/zfPddZ13Xsz8vH6n1HkV9Shm1HTuDxZTvwbdJhPL8uBWVV9twxLhIi8nwC3/lVQY4+bePQvlkEAGDT4eOms6EAmIKFABAW7FALPh07Y1r5tPXISdz61S+mA80fXboNGacKUVha7qknAHR/9nt8m3TYFBCc+vEGT0Dp7vm/44nlO3DnvN9w2TveFVNPrUjCBa8tx42f/4RusxZi5qpkVFQ68Vt6Hoa/ugzdZy3EnfN+xaJdmRj80hIE/etzxP/7G5z7wg+YvmCzJ0BZUenE1E/WY9iryzDgxSX4Ltl1TlVqzhnc8sXPOJpfjBfW7satX/2MgpJy5BQU48mqfuJYQQlmbTqK1k9/j97PLzL8hqQslx3n+wSfAGBt2jHTirSNB3OQW1BsCr7/dvg4UnPO4HhhKco4W7re/32/aVIDcAWL2ODgpozjnuDHwZPe9t+ccQIzVyVD13UcOOG9Jx9Zss1zL768fg8GveTy/Sa8t9ozJtB1HS9vcGnUKxtSsHi3615cuDMDbZ6ajzZPzsfMVcmePu/tX/fi0aXbMGv1Tlz6zmrP5M3xsyWY9P4a9J+zGC+s2eXRnryzJRj00hJ0m7UAL/k84a+4vAJXvL8WT61IwqXvrMbbv7gmm15jVnI5dR2zN6TiaGGZYeUTAPxY1f5TPtmA+77bjL/N/x2fbz2IVzbsQdjDX+LNn1NR6XSipLzSMHHg1vwVqdmebXy+gWt2omzl3mxc+8kGfPB7Gu7436+e3/DJ5gMoLq/Ex5sP4IllO1DpdOIv84xbZN22wI4d2IDeC2t34dJ3VmPMmz9yV1ER6mh6fVnDZ5Ft27bhlltuwY4dOxAaGgoA2LRpE+666y7s2LEDDoc4zrZz507ouo7u3bvXSl2Li4uRnp6OhIQERERE2FLm59vS8feF3s57+V9G473fD2BJajbKmaXF3/95JP63IwM/7MlCEdMBfjHtfKzcfww/7M7CaUbE35kyBFuPnMT3u7MMnfBLVwxA+qlCLNh5xCA2T43rg5KKSnyTlIlDjFD/c2RPxEWE4qvth7GP6ZBvH9IFPeNj8PZvachgVrBM7tMBl/Zoiw82H8D27NOe9FFd4nHn0K5487f92JzpHVD1jo/BM5f3xas/78Mv6d5Z6VZRYfjshuGYvT4F6w8aZ/tW3jkGs9enYnWacQXA6rsuwpz1e/DjfuMs4I93jsFbv6ZhSWq2Idix+LZR+GxrOhanZKGEWTL9v5suwOKUbCzek4V8xnn48Nqh+PXwcXy/Owsnirwd42tXDcS+vAIs2HUER5nlvc9cfh5OF5fj2+RMHGau0UNjeiM82IGvd2QgjenM7h7eDQktovD51nTsYWZ9bujXCRcmtMJHfxxCErPHeVz3Npg24By88/sBbGH2ww9oH4dHLkrE67/sw2+Hvc5/h2YReHvKYLy4YS82HvJe09AgBxbfPgqz16dgTZrx2q2+6yLM2ZCKH/cZV7CsvHMMXv9lP5YyHQwALLtjND7cfBCLU7INjsC3f7oQ3+08gsV7sg1nMcwa0QGphQ4s2ZtjcDbenDwYO4+dxsJdWchhnPPnJ/RDztkSfJt8BJnMipTHx54LXdcxLykDB0567ffeC7ujbUw4vtx2GKnMeQA3D+yMwR2a4+Mth7CTWWI/sXc7XHVuB7y/6QC2Znmd/GGdWmD6iJ5449f92JThvaZdW0ThpSsG4KWNe/EzY78xYcH45pYLMXt9KtYdMF7TlXeOwZMrd+F3phwAWHXXRXj1p71YmmpcGbD8L6Px0oa9WHMgx3CtF946AvOSMvH97iMG+/3yxvPx475jWLwnC6cYJ/fdKUOw5chJLNqThdyzcppQUFyKeUmHkXXWW051mnBum2b4dEs6djED/Oo04S9Du+DN39Lwh6QmfHr9MMzZkMrVhDkbUrFqv1ETVt11EV7euBfL9xqvqVsTlqZme2Y4AZcmvPVbGlbtP2ZI/99NF+Cb5Ews33vUMAD58Nqh+C3jBL7fnYXjjM66NWHh7ixkM9fUrQnzkzMNullTTfhg0wHszPGmj+veBjcN7Iy3fkszacKz4/vh5Y17sfZAjudw3lZRYVh46wj8d9Vu/JZxHIVV52IEOTR8ct0wvPGrUa8B4OubLsDLP+3FliMnDfa48s4xeOLHnab8S24fhdnrUw2a476mC3cdwZLUbM/3AsBnNwzHmrQcLEnJNujsW9cMRlL2aSzcfcRgv89P6IfM00X4akeGQUNEmnDfhT3QKioM7286YLB3kSZM6t0OVyS2x4sb9xoGH9VpwstXDsRLG/fiJ+Y3x4QFY86oDnhvz2lsyzbOxK666yLMWZ+ClRz7feWnvVjG0YT3fj+AxSlG+1146wj8b0cGFqdkm/yERbuzsCQ122C/704Zgq1ZLj9BVhNEfkKzsBB88MdBg73fPqQLereOwVu/phn6wGv6dMDY7m3w6k97DW0j0oTE1s3w9GXn4ZWf9uHXw15NaBkZis9uGI4nftxp0Bagej/hxY2pWLHX2Ket+MsYPLduDzb4aMsPt43Em7+mmfrAeTdfgB/2ZGNpSrbB9/rw2qH45fBx/LAn26AJr189CEnZpzA/OdPgVzxz+Xk4WVSG73YeMWjCw2N6w6Fp+GjLQUPb3D28Gzo3j8RnW9MNfdqN/c/B+Z1b4sPNB5HM2O+lPdrg+n7n4O3f07CN6dMGd2iO/xvdCzPX7EEKoy0dmkXg3alDMGdDquFahAc7sOi2UXh8RTK2HDGuMFnxlzF4YX0KNmeeMNzL3/95JOb+sh8bD+UZ/IFld4zGg0t2IDUv33BQ+E/3jMX9i7ZhB9OWgzo0R6/4GHy9w7zV6bq+nTB/Z6YpHQD6tY01XAc3Vya2R1mlEz/uO4aOsRE4csa8KqZnqxhP3/bchH6YsTzZ8H3NI0K52/UAQNMAXXfpyWU92uLP32wCAPRvF+fx3z67YThunbfJ9NmbBnbGV9sPm9JFXJnYHot9ntzm0IDPp51valcAOLd1M2TlF5tWiakSFuxAi4hQg7/r/u5zW8ca+v/q+Ovwrigud+LzbeloERmKEIcDOWdL8KdBCRiR0Ap/W7DFkP+fI3tidNd4TPnMGMDs0Soar181CBM+2ojqaB4RgsiQYGTlF+Pavh3x7c4jhvdv7H8Ohp/TEv9cvF1QghmHBvjEBnHzwM74+wXdcbq4DJM+/snw3sXdWpt8wuv7dcK7U4Zgyue/GN47/5yWmDt5EF7asBdfJ3ntf0jHFkhs3Qzf7sw06LlDA2LCQtAmOhzNwkMMPkDziBB8Pu18XFFVnxv6dcK8ZNe90yoiGEUVuqHP0DRg/d1jMeadtcLf3jwixOBjAi7f4fiTk3HDV79h5T7zync3neMiUVReaQoSd2sRhbmTBxvaMjIkCPde2ANzNqT6FoNVd12ES99f7/n/3MmDsOvYGcPY4fxzWmLVXRcJ61KfcccdQkND0bdv37quTuMJPv344494+umn8csvXjE5cOAAJk6ciN9++w0tWrQQfnbnzp0oK2vYjy/941gh7l0r39kQBEEQBEEQRFPmlsSW+CLFvO0TAFpHBCO32Lydb3xCLNpFheDj3XJn2rwyphMe2OAapJ/bIhx7Tpaga2wY8orKUVBuXk3Rp2U4dp8oMaW/fUln3LPG7OuPaB+NX7KtPzI+KtiBwgq11R3hQRpKKs1DyagQBwo5v41Hs9AgtIsKwd5Txt8cFxaEDy5NwLVLDgg+aaRDdAj6x0di2SFz4Ep0jf58bkt8uoff/jwSmoWifVQofj1qLEt0HaJDHDjLuQ6DWkdiR16RKehUH4kMdqCoyi56Ng/Hvqp2WjGlJ97fmYfv9hsDyRe2izZdH1UWXtUdf15xEPllTrSJDEZOkf9ttSq0CA/CyRJXoGxil1iuzbhpGR6MDy9LQPvoUFvrUNvUl+BTo9l2V1xc7Fnx5Mb9f5nAUkhICBITE2vlX0JCAgAgISHBtjJvvXgITjx1Dcb3amv4XYmtm2H6iB64pk8HQ3qPVtH46/CuuHVwgiG9a4so/HlwAu69wLgKrGNsBG7sfw4eGtPbkN4mOhzX9u2Ip8b1MaS3iAzFVee2x3MT+hnS48JDMKFXO7x0xQCwW+SjQ4NxaY82eO2qgQgN8pplREgQLu7WGm9cPQhRoUGe9LBgB0Z1icfcyYPQPCLE245BGi7o3BKvXz0IbWPCPelBDg1DOrbAK1cOQLeW3v39muaaEZs1vi8Gto8z1LVX83A8MroHxnSNN6T3adMMD4zqiSsT2xvSe7aKwT3nd8NNAzsb0ru1iMLtQ7rgr8O7GtI7xUbipoGd8X+jehnS28WE47q+nfDE2HMN6a2iwjC5TwfMGm8UjuYRIZjUux1enNQfGnNNY8KCcVnPtnj1yoGG8wgiQ4JwSXfXNY0I8V7T8GAHRldd09hw4zW9sHMrvHH1ILSODvOkBzk0DOvkuqYJzb3L1h2aa0blhYn9cF6bWENdB7SPw5Pj+uDCzq0M6X3bxuKhMb1N9ts7Pgb3Xtgd1/frZEjv3jIadw7rijuGdjGkJzSPxJ8GJWD6iB6G9PbNInBDv06YcXGiIb11dBimnNcRT192niG9eUQorkhsj9kT+xvSY8NDML5XW7xy5QAEMdc0KjQI47q3wetXD0JYsNd+w4MdGNPVdU1jwoI96aFBDoxMcF3TlpFe3Qp2aDj/nJZ47aqB6BjrXRWpacCQjs0xe2J/9IqPMdRpYPs4/PfS8zC0kzHA3q9tLB69KBGXdG9tSBdpQveW0bh7eDeuJtw2JAF/99GETrGRQk2Yep5ZE+LCgnBFr7ZCTXjZRxNiwoJxWQ/XNQ0J8r7BakIkx37fnDzYoAnBDq8mtPPRhKGdWuClK8SaMMBHE/q3i8MTY8/lasL/jeqFKwSacOOAcwzpIk1IaB6Jmwd2xgOjehrS28WE4/p+1jWhWVgwLu/ZFq9dZdaE4W2j8NKE80yaMKpLPN64ehCaMfYbERKE8b3a4v2pQw32GxkShL8O74rv/zwSnZgzUeLCQ3BZjzaYNb6voQ1aRIZi6nkd8cbVg0zXemD7OMy4OBHjurcxpPdoFY17L+iOqed19KRpmktD/jK0i0kTerSKxvQRPXC/jyZ0jI3AtP7nmDShZWQoJvfpgP9eatSEFpGhuJKjCe5r6qsJ0aHBGNfd1afxNOGNq/maMHeyUROCHBqG8zQBrlUnsyf2R2+OJjx9mVgTfK9pYutmuF/gJ/A0oUvzKNw6mK8JNw3sjIcFfsKTPprQsspPeF5SE1g/gacJcyeb/YTRHD/BrQmvXTXQYI8ODTXShMc5mtC7VTT+lNgSE3ua7fee87vhZh8/oXd8DP4xsqdJE3rHx+D/RvUy+QltosMx5byOeNxHE9pEh+P2IV0w83KjJsSGuzRh9kSjJriv9WtXDTTYb2SIq0974+pBCGfsNzIkCFef2wFvXzPYoAlu3+u1qwaiVZTXTwgNcuCyHm3wzpQhOMdne1u/trF4dnxf9GgVbSj/mj4d8M6UIYZrHR7swMXdWuOpcX1Mvlrv+Bg8NKa3Zxscy8gEo68RHuxA8wjjWKFPQgfDNWE5XcYPnrRt1RyX9DXvlogODTalhQRpGNXfe08cLXYNeOOiI7Hh7+MMtunm8nM7m9IA4PqRg7jp7984ytTPAEDSA5fjX6N7mdI/vX4493u//fNIvDd1iCl9/i0X4ofbRpq/d+pQTB9pLn/W+L5IeWgSLuthtP8/D05A2sOTDNoHAJf2bIeld11i8P8BoGurZhjdrxfuG2D0YzrHReLNyYNN39syOhIPX2a+RpEhQXj+6mGmdAB46bpRmNCrnSmd15YA0LFFMwzr1t6U/u7UYYZxh5uvbx6BBbeOMKU/cml/fHbD+ab0xy5ONPjUbjo0i8Db15h/82tXDTRpPeBq4z/7aDcA/PuSc/H0ZecZ+hPAtWJu5uV98eDoXujO6F94sANpj17h6WfcgafY8BBcOOA8fHDzRYgLN9rSNYO6GcYRgEtHF982CkM6NjfVyc0I5n7dXRqB/Kr77+8jjH3Ky1cMQL+2xvEFAMye2N/gG7jp2crYR377pwvx/nXeay8KPHWoGjv8ev9luGRo/1qLEwQq7lBf4N9ZDZCwsDBTkMn9//Bwsxj4omkaIiPF+74DQUREhK3fGQngqz+NwazVO5GcfQr/vqwfRnRxCXZRWQWeX7MLvx/Ow0MX98GlvVzCWVZRiZ6t47Au7RjuGdEL1/R1dV6VTie6xMdi2Z4s/HlYN9wy2OUQ6bqOhFax+DYpHdcNSMBfz+8BrarX7hIfh0//SMOkczviH6MS4ahyZLq3bo53ft2LMd3a4OGx5yGkqnNJbNcSr/2UgkEdWuDfl/VDWLDLaezfKR6z1+5G91YxeGbCAESHuQRsWJe2mLUqGa1jwvH8pEFoHulycEZ2b4+Zq3YiPDgIs68chDYxLkG9LLETnlmVjLIKJ+ZcORidmkcBACb374qnVybhRGEpZl85GD3imwEAbj+/F55ZmYzDpwrx77GJCDqVjcTERJQiCDNX7URK7hk8dVk/DO/scjLPlpbjuTW7sCXzBB4Z2wdje7g6r5LySvRqE4eNB3Jw/6jeuLKPK3BSUelEt/g4/Jiajb+c3x3TBnbxXNMurWKxcGcGpg1KwB3DukPTNFd6fBy+3HoQV53XEfeO6O25pt1aN8f7v+3D2B5t8eBFfRBcdU17tWuJ1zemYNg5rfD4pX091/S8jq3w4rrdSGwTi6fHD0BkVac6uHNrPLdmF9o3i8RzkwYitsopu7BbO8xatRPRYSGYfcUgtIp23UOX9O6Imat2uvZ4XznYc+jm1f264L8rk5FfUo7ZVw5C15Yuob95aA88vTIZWWeK8NykQejTNg4AcN9o1wGG+/Ly8d/xAzCkU0sArrOinlu9C9uyTuLxcX0xupvLcSkur0Dvtrvxy6FcPDDmXExIdA2SyiudOCcuCkuTD2H6RefhpmGuQbvTqaNrfCwW7crELYO74c9Du3quaUKrWMzbno4p/c7B3y7s6bHfrvFx+GhTGi7v3R4PjElEUNVW3R5tmuPNX/biwoR4zLjkPIRWXdNz27fCyxv2oG/bOPxnfH9EhLiu6cBO8Xh+7S4kNI/GrIkDEVPVAQ/v0hbPrt6FuIgQvHDFYLSsctAv6tkBz6xKRrDDgdlXDkK7Zq5rOvG8znh6ZTIKyyow58rBSKg6FHXakO54emUScgpK8PykQehdFeC7e2QinlmZjIMnz+KZ8QMwsKPLGTldXIZZq3Zi17HT+PelfXGhhCb0aB2HdfuP4e8jjZrQtUoTbhvWDTczmtAlPhbf7jiM6wZ0xl0cTbi0e2uMbV6BPueei8jISHRrHYd3f92H0d3a4BFGE3q3a4lXN6ZgUMcW+Pel/RBeFQjp26EVZq9zacJMRhOGJrTBs6t3ok1MBJ6bNJDRhHaYuWonwnw04fJzO+HplWZNmDqgK55emYwTRaV44YpBXE2YNXEg+rV3OU2nikoxa/VO7Mkxa8Kzq3e6ns5yyXk+mrAbGw/kYPpovibceX4P3DAwwWu/reK4mpAQH4svtx7E1ed1MmhC99bN8Z6CJvTp4NWER0f3xOED+5GY2AsX9OiI59bsQofYSDw70asJF3Rth6dXJiEqNBhzrhrssdNhXdpgxtLtqNR1vDp5KHpWXbvzOrTCi+v3oKzCiWcnDUR8lYZc3a8L3vl1L4rKKvH0hP6ecqYM6IqZq5KRcboQz0wYgP7tjfa78+gpPHFpP4zs2tqjCeeu2Y3fD+fhkUvOw8Xd23o0oWurWKzedxR/G9EL1/Xv7LmmXVrFYumeI/jTkG64ZXAXRmdj8b9tZk3o1joOH29Ow2W9+JowIiEeM8b19dhvnypN6NeuOZ68vJ9HEwad0xovrN2NhBZRmDnBqwkXdG2HWat3onlEKF64chBaVNnvmB4uTXBoGl5krvWEPp3x1LJtyDl5Cq9fNwKJHeINmpBbUILnGE3464hEPL0y+f/bu/Pwpsq0f+DfpGnSdKN7KaUUKHSlGy1lrRUEBCrLsImAAg7Lq8iMywCWzaKs4uio4MIII774uiDqiI46w89lRAdla0sBpWWtIKU4lK07eX5/tDk5J0lZJIGc5vu5rl5Xe05y8pxzt3fTu89zHxz+9QKWDE6XcsK56josabqm9t4nfH/8DGb3TUL/2AgpJ8SGBeCLklOY2ScOI+TvE0Ja4R8HfsbkrE6K9wnRIa2wufAYRqdFK94ndAwNwBs7DmFIYqTyfUJ4IF7+9ifc3qk15vS1fP/GRwTjua/3IyMqWJETUtqG4ukv96FzU07wacoJmdHN5QT77xMGJbXD4s+LUHe5MSe0k+WExf8sxH+r6prNCcty05EcYckJT/2rCPtPncPiQalIDvXBgQMHENWxM/7yXWnT+4QuuKPpmtY2XEZiRCC+OXwas7LjMSg+UsoJHUMC8OmPJzC1R2eM79pB+v5tH+KPLft+xviMDrg3o6Pi+3fjzsMYkazMCR1CW2Hd9lL069was/vKc0IQVn/zI7pHh2B+/2Tpd1pCRDCe+Wo/EsNb4clBqdI1TW8XhmVb96JtgDdW5HaVckL3jq2xfGsx/AyeWHFXV+l3Wr+4tli2dS8A4OmhGWjT9D6hX1xbLP5nIc7X1OOZYRnoFNJ4Te/O6ISFnxag/EI1/jKiGxKb3icM6RKNRZ8W4NjZi3hmWCbSIhu/f+/N6oynv9yHo/+9hPn9k6WcMDQ5Gnkf70Z1w2U8mpOIe5qu3cSN30i91ZbndkX36BD0esFyMyJ/byO8PXW4VGc7s8Je/x8A8DN6oVsHZWFFq9Hg7NJxeLfwKCZstPSp89V7olN4sPS1eYmRt94Tqe3CsXlKX/R76Z+KYz2Z2xXhrXww92NLf0dvvQcC/H3Rt1M4vpQtA/XQahAbEYyN9+YguU0x5v3DstwrOiQQS3KDsfNEpeImE3cmtcOR1A748fQ59Hj+U2l7l8hQDEz0hqdejylvWfoaZkSHIzrIF1/P9EHOms+l7b07RWBoSnu8u7cMR2VLX9OjwhAZHIBP/2cgOix5X+qX1KNDODqEB+HwgpEIXfiu9PiEiEB0CA/C/3tgALJXW47fMcQfRqMR9yWGYO95IS3hbBvgg//JTkSNCXjsI0vLkVbeBmTHtsXvktvhA9nd5IK8DejVKRLDu0Qpehr66HUI9PfDpim3I3D+O4q+QifzR8PoqcPI1y2NrgEgopUPHshOwF+2WRq8A0Bqu1B8PqM/Up/5WLE9KqQVkiMC8da9Wtwj6wkZHRKAbu1C0L1ja3Re9qHims7un4L3Co/j5PkqlFVewr5fzuEPt8VjdEo0jp2vxQpZP9DBSdEY360zRv7tK3zT1LPN00OLAYlRGN+tM+LCA6XvCZ1Wg3uzYhET4oe8AWl4c/cRqX/apKzOUs739Nwj9RztHh2K8MBWeGNCNrJXfybdkbFzqD98fBrz5eD4CMWS1o6hAbi/eyc897Wl91sbf28MSW6POxKisPXgLxi27ksAQEywH+5KioTewwOP5CSgTf57AIAFnzfmEKOnBx7ITsQT/7Kc8x/7JmNWThf8fV+ZonfpmK4xeLRfMt7cfUTR/3jHo7n450+/4OtDp5DYOgAjUjviBzs3Dlk7tgeq6hrwUfHPmJjZEfdldpR+d5HjtJhld+aeT0VFRdDpGt/wbd++HTNmzMCePXuu2vMJwE2bilZVVYUDBw4gISHhphe86NowRurBWLk+xsi1MT7qwVipA+PkOs5V12Hd96XoHh2C3h3CcKD8HLo8/ZG0/7W7e2LOll3SXa+uxdx+Sci/MxXGuf8nbQv1NeDU4rGorK5D8IJ3pO1RAd44unAUAua9rWhO3T82Ap/P6I8fjp9BT1kByOjpgYsrxgMA7vnff+PdgsZldmG+Xvhl8Rh8c7gct6+xFKuCvQ04/dRYAI03SpEXOBqemQiNRoPCk/9F1z9/Im2vXzURWq0Gl00m6Ge/afN4APB47H/tbs9Z/Tm2Nd2F0nyc2obL8Mt7S+qHemzhSLQNaCxMZPz5YxQ0NdX+4eEhyGj6Z2PfNZ/j303FkjfG95b+ofW79V/io6Ziz+y+SVjULx4HDhzAs/su4u2mnkUjU9ph06QcfH+sQlFIHJIQiS1T+6G6vgGdl32IX5p6xyVHBKDgT0NxvqYObfLfk3octW3ljWOLRgEA5v9jj1TUMei0uLRiPDQaDVZ/8yP++OEO6TUe6hOH53+XhVVf7MPjsjv0mc95Z9mv6P6Xf0jbf8kfjTA/I85W1SJEVnCTXyP5tf7x8eFSsbs5BSf+i9vX/BM9okPw6fQ7pEJ0g0lg7X8Oon2QL3ITlTOA/l5cBn8vT+kfNUBjUXvlF8UwCYF5/ZOlGH9UXIbf/e0rAMDvu3fC2rE9AQBT3/kOf/uhcQnk3Wnt8X/3ZgMA8j7agadlvZSK5wxDhyBfLPy0QGqW7mfwROWycdJjtuwrwxs7D2PlXZZ/WAshoPvTRsW4p/bohFfH9JSukfVxmvs+7frnj1F48ix0Wg1qV020uYYlFecVDeyNnh4oWzRK+odFS2L+fcRldw6WkJAAnU6HgoICaduuXbuQnJx8xcITERERERG1PK2Mejx6e6I0w896yZdB5wG9h4e9pzbLW6+DXueBANkSvhCfxtmdAUY9vGXLP32aZppb31XPq2nGmXypMwD4ysZnPmbjuBtnomV3DMfqUZYlZHrZssgOQZblUgAsMw6DlMuOzLPjPKz+PpLP8nh2eOPyu1Ep7RTbX7+nF4YkROL1e3pLxzHoPPDa3Y0FiuhAH2lWPACsHNq4VKyNvxHJEQHS9jA/y7Iv+bjNBRkAiA6yfB7hb7kWEU3PTY8MUizV82+aVWr01EmztgFIs0r9vfR4NCfRZjsARPpbxuyj10nnHOyjLEaYZ022tlrmaf5esI6B+fnWRY0wX/urcqIDfexul0uLDMKvS8bisxn9pXFqNBp4emgxs0+8TeEJAIZ3iVIUnoDG74O8/smYPyBFEeO+nVojzNcLnh5a/KmvZbn0gFjLckP5HeGsv7c7hfjBy9MDiwdZlqn36qBcmjw0KQqbJuVIhSfzOaS1sSzLaxfog7n9GpfAb5s1CMO7ROHT6XcojjOvf+P+u9PaK85h8+QcjEtvjw/u72tzLQBl7AFgXHr7Fll4ckUtZtmd0WjEiBEjkJ+fj2XLluH06dNYv349li9ffquHRkREREREt5i5iGNm0GkVfdmuhbGpcBTm64XKpjvWyXtdBRoNqKprvOugeZl4WptAHJDdwc1cdLIpPukt4wuVHVNelIqSFWjkywWtCx9mfl62/Z3MXr+nNx7cvB1PDUpTbJ/VJx53dG6NuDBlb50OwX7YMrWfzXEmdO0AP4MnUiICFUWA/rER2DZrENq28paWeALAooEp+GDvcYT4GKQlwYClKAdYCneApeAEWAoHep0HYkL8pOsqj628B5i8SBgh63Xk5WmJe6SsgFIra7oeYlV8MheHrHuMmcca5K3sKWZd4DOTX4vpPTtj7X9K4O/lqdh+Jc0d1xH8vDyxf+4wVNdflpbNApCW5QHAlCxLz7Moq/5R5qXo3nodluem473CY/jzMNteYvbk9U/Gs1/tx/Sesbgvs6NU4OzZPhTvT7nd5vELB6Sgf2wbZMq+h4DG79M3J2Y3+zoBVj3PHuhl27uMnKPFFJ8AIC8vD/n5+Zg0aRJ8fX0xa9YsDBw48FYPi4iIiIiIbjFfuzOflH/Ij0iOwod7y9Acc9/MMF8vHKw4D0A5QybQqMeJc03Fp6bH9u4QJvWeAiD1LzP3hrM3vlDZ7Bj5GNvKCgIXay3FJ+tZOtfi3syOGN+1vU0xQ6vVoEtE882hrXlotYrZRnI924fabEtqHYCDeSPg7+WpuAaTs2KkpVr9O1uKHT7NNACPCXreI48AABvfSURBVLYUn/xlRbYIf/vLXdvItpuX3wFQzNaqabBsl88+AyDN1ImwKj7JZyA1x1vvgaq6yzbbV+R2RUywHwbG2TYyv1UCvQ2wjn6wjwFfPDgQByvO4y7Z7Cr596N81h8AzOnXBXP6KW/gcSWjU6MxOtV+w3179DoP5MSEX/2BVqy/383LQcn5WlTxyWg0YuXKlVi5cuWtHgoREREREbkQ6z86DR5axdI1AMjuEIYTlVXYUfar3WOYiyXy4pB8hox8po1PUzHJugDT3MwneZElRHZ8eUFEPvPJJGvdKy989IxWvt6H99+Opf/aiyVD0m3Ox5mzaK6kvZ2ZWkmtA/D1zDuh12nRppU3qqoai3jyu6cFymYXxcjulqgsPlmKQ/Iik3zGUo2i+GTZbu5dBdjOfOrYdCc4+Ywgazkx4fj6ULlNDL54YCD+9NEuPJStvHtbK6NesbzNleXEhNsUe6Jks8bS2tjeec9VTeoWg427DuPDZpbmkXO0qOITERERERHRtTDoPKS7gJppNRpFIcOaeXZHmKL4ZPlcXnwyL6NLjgiAj95yV73mej7Ji0/yZXfyQon10i65b/8wCBt3HrYpZgxNipLutOrqzHcwlBscF4H0yCBcrK3H/bIlX/J+Vh6y4lsbWTGpVla4kxeN5EWp5nowWc8mMz+u1RW+P966NxvvFhzFyBTlDJ5u7ULw9UN3Nvs8tfLR6zCofSvsrKjBq2N63OrhXLN1d/fEmlFZNrMPybl4tYmIiIiIyO0YdFqbZXfapubNzTEXjEJ9LYWJYFmzYvnMHPMyOg+tFjHBfij65aziGF4664bjlqKGfNaNfOaTRqNBl9YBKD5ViVVNDb3NekSHoke07TI3tdPrtNjxyBAIYWmYDgBhfpai0ZlLtdLnrWU9otrJmniHy4pMcWGWu8p5aLUI9jbg16paPDU4TdrubbXc71qW14X7GTErO+FaTqvFeLJXJOLi4uHre/WG6a5Co9Gw8HQL8IoTEREREZHbaW7mk062FC3IW4//VtVJX3s3/cEqL1r5yHo1KZbdyYoX7YN8pOKTuejU+AewhzQLp7meT/JZOgCw9YEB2Fn2q6IJdEun0WhgXfOJDbUUkOTLv0J9vfD77p2w/VgFlsmWGuo8tJjbLwmf7D+Bl0Z3Vxzrh0eGYPuximZ7VzUnXlbEcmfyoiBRc1h8IiIiIiIit2PQedjMctJoodjmZ/BUFp+aCkpaWSVE1noJgUbbmU8A0CHY0p9IPuNCUXyS3e1OPptKPvMJaCyuDE6IvMrZtXxpkUF4NCcRpWfOY3rPWMW+tWN72n3OstyuWJbb1WZ7+yBfu32oRqW0w+ai43h2uPKObbsfy8XffjiEh/rwTmlE14rFJyIiIiIicjsGnRYGne2yO51sFofWarqNeclcXFgraVv7IMtyI3nxSV5kig60LWwAjUvtzMUtebFK52FZCnatt6p3R6uGZVz9QTfgjfF9MLdfJdIjlc20U9sE4S8j1NNgm8gVsPhERERERERuQe+hRd1lE4DGmU96D3vL7povPplnPo3oEoX/6RULnVaDO+PaSPvlfZvkd06T34Gt/GK19HnP6FAcP3sJgG0D8oI/3YV9pyrRr3Pr6ztJchgvTw9kRAXf6mEQtQgsPhERERERkVtQFJ887M18Ui67s25l491UINJqNVgzStk3CFA+t77pdQCgjb+lJ9G56nrp81Gp7fBOwVEAwOFfLyqO1aaVt+IObUREatb8rRyIiIiIiIhaEHlxqHHmk71ld1rF1/IZSdZ3QLM9vqVa1WCyFJ+y2gWjfZAPPLQaPHp7orR9cLyld9Po1OjrOBMiInXhzCciIiIiInIL8mKTXqe1e7c7xcwnrQZ+Bk+pKbj10jhrrf0sy+vks530Og8U/mkoztXUI1I2m8lbr0PxnGEoqTiPuxLb/raTIiJSAc58IiIiIiIit9AvJkz6XO+hbWbmk7znE/D77p2kr710Vy4+5cSEY2JGR9wZ3wbTenZW7PM1eCoKT2YJ4a0wrEsUb1dPRC0aZz4REREREZFbWDEkFZXnziE3LQYajQb6q/Z80mDBgBR463XoFhUMjebKBSKNRoMN43s7ZexERGrG4hMREREREbmFIG89FveKREJCBwCwu+zO+m53Xp4emNc/+aaOk4iopeGyOyIiIiIickt2l91ZzXwiIqIbx+ITERERERG5JYP1sjutBp6Ku93d7BEREbVMLD4REREREZFb0ntYL7sDdB7KZXdERHTjWHwiIiIiIiK3ZDPzSWM984nFJyIiR2DxiYiIiIiI3JKnvZ5PsrV2rD0RETkGi09EREREROSWrO92pwEUDcc1YPWJiMgRWHwiIiIiIiK3ZHO3O6uG40RE5BjMrERERERE5Jb0dno+ecgajl8Wpps9JCKiFonFJyIiIiIickvWy+60GihmPpnEzR4REVHLxOITERERERG5JZtldxoNdPKZT6w+ERE5BItPRERERETklmxnPmmsZj6x+ERE5AgsPhERERERkVuynfmkvNsdZz4RETkGi09EREREROSWDHYajuu0lmV3nPlEROQYLD4REREREZFbstfzydODy+6IiByNxSciIiIiInJL9no+yWc+cdkdEZFjsPhERERERERuyV7PJ2XD8Zs9IiKilonFJyIiIiIickutjHrF11qtRtlwXJhu9pCIiFokFp+IiIiIiMgtBVgXn7jsjojIKVh8IiIiIiIit3VbxzDp85r6y1YNx2/FiIiIWh4Wn4iIiIiIyG091jdJ+jwqwJszn4iInEB3qwdARERERER0q9yV2BYbxveGBkCHYD9c/OWstM8kWHwiInIEFp+IiIiIiMitTczoKH2uk93tjjOfiIgcw6HL7vbv34+4uDjFx8iRI6X9ZWVlmDx5MtLS0jBkyBBs27ZN8fzvvvsOd911F1JTU3HfffehrKxMsf/1119HdnY20tPTMW/ePFRXV0v7amtrMW/ePGRmZqJPnz5Yv369I0+NiIiIiIjcgHzZHWc+ERE5hkOLT6WlpUhISMC2bdukj3Xr1gEAhBCYOXMmQkJCsHnzZgwfPhwPPfQQTp48CQA4efIkZs6ciZEjR+K9995DUFAQHnzwQYimhP/5559j9erVePLJJ7FhwwYUFhZi1apV0ms//fTTKC4uxoYNG/DEE09g9erV+Oyzzxx5ekRERERE1MLJG45fZvGJiMghHFp8OnToEGJiYhAaGip9BAYGAgC2b9+OsrIyPPnkk4iJicGMGTOQlpaGzZs3AwA2bdqELl264P7770fnzp2xfPlynDhxAj/88AMA4I033sCkSZPQt29fpKSkYPHixdi8eTOqq6tRVVWFTZs2Yf78+UhKSsKAAQMwdepUvPnmm448PSIiIiIiauE484mIyPEc2vPp0KFDiIuLs7uvsLAQiYmJ8Pb2lrZlZGSgoKBA2p+ZmSntMxqNSEpKQkFBATIzM7F371489NBD0v60tDTU19fjxx9/hBACDQ0NSE9PVxz7lVdegclkglZ79RqbEAJVVVXXe8q/iXm5oHzZILkWxkg9GCvXxxi5NsZHPRgrdWCcXNu1xKehrlb63GS6eX8jkBJ/llwfY+TaXC0uDi8+mUwmDB06FBcuXMBtt92GOXPmwNfXFxUVFQgLC1M8Pjg4GKdOnQKAK+4/f/48amtrFft1Oh0CAgJw6tQpaLVaBAYGQq/XS/tDQkJQW1uLyspKBAUFXXXs9fX1OHDgwI2c/nU7evToTX09un6MkXowVq6PMXJtjI96MFbqwDi5tivFp7K2Qfq84bLppv+NQEr8WXJ9jBFdi+sqPtXU1KC8vNzuvqCgIJSVlaFt27ZYtmwZzp8/j+XLl2P27Nl4+eWXUV1drSgOAYBer0ddXR0AXHF/TU2N9LW9/UIIu/sASMe/Gk9PT3Tq1OmaHnujqqurcfToUbRv3x5Go/GmvCZdH8ZIPRgr18cYuTbGRz0YK3VgnFzbtcTnfE09gIMAAKEBEhISbuIIyYw/S66PMXJt5vi4iusqPhUWFuK+++6zu2/NmjXYvn07DAYDPD09AQArVqzAqFGjUF5eDoPBgMrKSsVz6urq4OXlBQAwGAw2haK6ujr4+/vDYDBIX1vvNxqNuHz5st19AKTjX41Go1EsCbwZjEbjTX9Nuj6MkXowVq6PMXJtjI96MFbqwDi5tivGR2eZ+XTZBMbxFuPPkutjjOhaXFfxqXv37vjpp5+u+fExMTEAgPLycoSHh6O0tFSx/8yZM9JSuvDwcJw5c8Zmf0JCAgICAmAwGHDmzBnpmA0NDaisrERoaCiEEDh79iwaGhqg0zWeUkVFBby8vODv7389p0hERERERG6MDceJiBzPYXe7Ky0tRXp6OsrKyqRtBw4cgE6nQ3R0NFJTU7Fv3z5pCR0A7Nq1C6mpqQCA1NRU7Nq1S9pXXV2N/fv3IzU1FVqtFsnJyYr9BQUF0Ol0iI+PR0JCAnQ6ndS83Hzs5OTka2o2TkREREREBAA6/v1ARORwDsusHTt2RHR0NBYuXIiDBw9i586dWLhwIcaMGYNWrVohKysLERERyMvLQ0lJCdauXYuioiKMHj0aADBq1Cjs3r0ba9euRUlJCfLy8tC2bVt0794dADB+/HisW7cOW7duRVFREfLz8zF27FgYjUYYjUaMGDEC+fn5KCoqwtatW7F+/fpmlwgSERERERHZo5XNfCIiIsdw2N3utFotXn75ZSxduhQTJkyAVqvF0KFDMWfOHACAh4cHXnrpJcyfPx8jR45EdHQ01qxZgzZt2gAA2rZtixdffBHLli3DmjVrkJ6ejjVr1kCjaUz+ubm5OHHiBBYtWoS6ujoMHDgQs2fPll4/Ly8P+fn5mDRpEnx9fTFr1iwMHDjQUadHRERERERERES/gcOKTwAQERGB1atXN7s/OjoaGzdubHZ/Tk4OcnJymt0/ffp0TJ8+3e4+o9GIlStXYuXKldc+YCIiIiIiIiIiciouaCYiIiIiIiIiIqdh8YmIiIiIiIiIiJyGxSciIiIiIiI7ogK8b/UQiIhaBBafiIiIiIiIZJ4dnom0NoHYMrXfrR4KEVGL4NCG40RERERERGr3x9sS8MfbEm71MIiIWgzOfCIiIiIiIiIiIqdh8YmIiIiIiIiIiJyGxSciIiIiIiIiInIajRBC3OpB3Gq7d++GEAJ6vf6mvJ4QAvX19fD09IRGo7kpr0nXhzFSD8bK9TFGro3xUQ/GSh0YJ9fG+KgHY+X6GCPXZo6PRqNB165db/Vw2HAcwE3/QdFoNDet0EW/DWOkHoyV62OMXBvjox6MlTowTq6N8VEPxsr1MUauTaPRSB+ugDOfiIiIiIiIiIjIadjziYiIiIiIiIiInIbFJyIiIiIiIiIichoWn4iIiIiIiIiIyGlYfCIiIiIiIiIiIqdh8YmIiIiIiIiIiJyGxSciIiIiIiIiInIaFp+IiIiIiIiIiMhpWHwiIiIiIiIiIiKnYfGJiIiIiIiIiIichsWnZpSXl+MPf/gDsrKykJ2djeXLl6O2thYAUFZWhsmTJyMtLQ1DhgzBtm3bFM/dvHkzBg0ahPT0dIwZMwa7du1S7H/99deRnZ2N9PR0zJs3D9XV1Vccy/79+zFmzBikpqZi1KhRKC4utvu4l19+GY8//vgNnLW6qClGmZmZiIuLU3xcunTJAVfB9aklTkIIrFu3Dv369UNmZiby8vLcJkaAc+NktmDBArz44otXHQtzni01xced8x2gnlgx5zknTnV1dVi5ciVuu+02dOvWDTNnzsSpU6euOBbmPFtqio875zy1xIn5zjlxqqqqwoIFC9C9e3d069YNCxcuvOp1Zb6zpab43HC+E2TDZDKJsWPHiqlTp4qDBw+KHTt2iAEDBogVK1YIk8kkhg4dKh577DFRWloqXnnlFZGamipOnDghhBDi66+/FikpKeLvf/+7OHr0qHjuuedE165dxalTp4QQQnz22WciIyNDfPHFF6KwsFAMGTJELF68uNmxXLp0SfTu3VusWLFClJaWiqeeekr06tVLXLp0SfG4LVu2iISEBDF37lznXRgXoqYYnTp1SsTGxorjx4+L06dPSx8mk8n5F+oWU1Oc3nrrLZGWlia2bNkiDh48KKZMmSJmzJjh/IvkApwZJ7O1a9eK2NhY8cILL1xxLMx5ttQUH3fOd0KoK1bMec6J06pVq0T//v3F999/L0pKSsT06dPFqFGjmv0ZYM6zpab4uHPOU1OcmO+cE6f58+eL4cOHi71794ri4mIxbNgwsWDBgmbHwnxnS03xcUS+Y/HJjtLSUhEbGysqKiqkbVu2bBF9+vQR3333nUhLS1P8kEyaNEl6E/jwww+LRYsWKY43cOBA8c477wghhBg/frziDeOOHTtESkqKqKqqsjuWTZs2iX79+klBNZlMYsCAAWLz5s1CCCHq6+vFokWLRHJyshg4cKBb/JAKoa4Yffvtt6J3794OOGv1UVOccnNzxfPPPy89vry8XMTFxYlDhw7dyCVQBWfG6cKFC2LWrFmiW7duIicn56p/MDPn2VJTfNw53wmhrlgx5zknTr169RKffPKJtK+8vFzExsaKI0eO2B0Lc54tNcXHnXOemuLEfOecOOXn54udO3dK+zZs2CAGDx7c7FiY72ypKT6OyHdcdmdHaGgoXnvtNYSEhCi2X7x4EYWFhUhMTIS3t7e0PSMjAwUFBQCAqVOnYsqUKTbHvHDhAi5fvoy9e/ciMzNT2p6Wlob6+nr8+OOPdsdSWFiIjIwMaDQaAIBGo0HXrl2l16uqqsJPP/2Ed999F+np6Tdy2qqiphiVlpaiQ4cON3K6qqWmOJWVlSE1NVV6fFhYGIKCgqT9LZmz4gQAP//8M2pra/H+++8jKirqqmNhzrOlpvi4c74D1BUr5jzHx8lkMmHVqlXo1auX3f32MOfZUlN83DnnqSlOzHfO+b30xBNPICMjA0Dj76iPP/4YWVlZzY6F+c6WmuLjiHynu6Fnt1D+/v7Izs6WvjaZTNi4cSN69OiBiooKhIWFKR4fHBwsrUNOSkpS7Pv3v/+No0ePokePHjh//jxqa2sVz9fpdAgICGh2HXNFRQU6depk83olJSXSWN9+++3ffrIqpaYYHTp0CNXV1bj33ntx5MgRJCQkYN68eW7xZkVNcQoODkZ5ebm0r6qqCufOncPZs2d/w5mri7PiBADx8fF49dVXr3kszHm21BQfd853gLpixZzn+DhptVqbP5jfeOMNBAYGIi4uzu5YmPNsqSk+7pzz1BQn5jvn/F4ymzt3Lj788ENERkZi5syZzY6F+c6WmuLjiHzHmU/XYNWqVdi/fz8eeeQRVFdXQ6/XK/br9XrU1dXZPO/48ePIy8vD0KFDkZSUhJqaGunx1/J8ANf1eu7MlWN0+PBhnDt3Dg888ABeeukleHl5YfLkybh48eJvPl+1cuU4DRkyBK+++ioOHTqE2tparFixAgBQX1//205WxRwVp9+COe/qXDk+zHdKrhwr5jwLZ8Vp69atWL9+PR577DGbY5ox512dK8eHOc/ClePEfGfhjDhNmzYN77zzDiIjIzFt2jSYTCa7r818d3WuHB9H5DvOfLqKVatWYcOGDXjuuecQGxsLg8GAyspKxWPq6urg5eWl2HbkyBFMmTIFUVFRWLJkCQDAYDBIj7d+vtFoxCuvvKL4r+Zf//pXGAwGu4+3fj135uoxWrduHerr6+Hj4wMAeOaZZ5CTk4Mvv/wSQ4cOvfELoBKuHqcHH3wQZWVlyM3NhU6nw7hx4xAfHw9fX1+HnL9aODJOV8Ocd/1cPT7MdxauHivmvEbOitPWrVvx8MMPY+LEiRgzZgwA5rzfwtXjw5zXyNXjxHzXyFlxMs+Wee6555CdnY0dO3Zgz549zHfXydXj44h8x+LTFTz11FN46623sGrVKtx5550AgPDwcJSWlioed+bMGcWUuJKSEkyePBlRUVF47bXXpIAFBATAYDDgzJkziImJAQA0NDSgsrISoaGhyMrKwuDBg6XjhIeHIzw8HGfOnLni67kzNcRIr9crqsgGgwFt27ZVTP9t6dQQJ29vbzz//PO4cOECNBoNfH190bNnT0RGRjr+grgoR8fpasaNG8ecdx3UEB/mu0ZqiBVznvPi9Mknn2DOnDkYN24c5s2bJ21nzrs+aogPc5464sR85/g41dXV4csvv0Tv3r2lIl5ISAgCAgJw9uxZ5rvrpIb4OCLfcdldM1avXo23334bzz77LHJzc6Xtqamp2Ldvn7TsBwB27dolNbE7ffo07r//fkRHR2PdunWKirpWq0VycjJ27dolbSsoKIBOp0N8fDwCAgIQHR0tfXh5eSE1NRV79uyBEAIAIITA7t27FU3z3JUaYiSEQP/+/fH+++9Lx6uqqsKxY8fQsWNHp10bV6KGOAHA008/jQ8++AB+fn7w9fVFUVERLly44DYND50Rp6thzrt2aogP810jNcQKYM5zVpz+85//YM6cOZgwYQIWLlyo2Mecd+3UEB/mPHXECWC+c9Z78ccffxxfffWVtO3kyZM4e/YsYmJimO+ugxri46h8x+KTHYcOHcJLL72EadOmISMjAxUVFdJHVlYWIiIikJeXh5KSEqxduxZFRUUYPXo0AGDlypUwmUxYunQpqqqqpOddunQJADB+/HisW7cOW7duRVFREfLz8zF27FgYjUa7Yxk0aBDOnz+PpUuXorS0FEuXLkV1dbWiUumO1BIjjUaD22+/HS+++CK+//57lJSUYM6cOWjdujVycnJu2vW6VdQSJ6DxzierV69GUVERiouLMXv2bNxzzz0ICAi4KdfqVnJmnK4Xc54ttcTH3fMdoJ5YAcx5zohTQ0MD5s2bh27dumHatGmK4zbX04Q5z5Za4uPuOU8tcQKY75wRJ51Oh7vvvhvPPvssdu7cieLiYjzyyCO444470LlzZ7tjYb6zpZb4OCzfCbLx6quvitjYWLsfQghx9OhRMWHCBNGlSxeRm5srvv32WyGEECaTSaSkpNh93gsvvKA4fs+ePUVGRobIy8sTNTU1VxxPYWGhGDFihEhOThajR48W+/bts/u4uXPnirlz5zroKrg2NcWopqZGLF++XPTu3VukpqaKGTNmiJMnTzrhqrgeNcWpoaFBLFmyRGRlZYkePXqI5cuXi/r6eidcFdfj7DiZTZw40e52a8x5SmqKjzvnOyHUFSvmPMfHac+ePc0ed/v27c2OhzlPSU3xceecp6Y4Md855/dSbW2tWLFihejdu7dIT08Xc+fOFRcuXLjieJjvlNQUH0fkO40QTfOqiIiIiIiIiIiIHIzL7oiIiIiIiIiIyGlYfCIiIiIiIiIiIqdh8YmIiIiIiIiIiJyGxSciIiIiIiIiInIaFp+IiIiIiIiIiMhpWHwiIiIiIiIiIiKnYfGJiIiIiIiIiIichsUnIiIiIiIiIiJyGhafiIiIiIiIiIjIaVh8IiIiIiIiIiIip2HxiYiIiIiIiIiInOb/A0AtMBTdZtlvAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_seasonal_decompose(df_confirmed_subset, 'Taiwan*')" + ] + }, + { + "cell_type": "markdown", + "id": "3e6b7675", + "metadata": {}, + "source": [ + "#### Fourier Transforms" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "eb40461c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -1750,19 +2166,16 @@ } ], "source": [ - "from scipy.fft import fft\n", - "# fft_result = fft(df_confirmed_subset.iloc[:, 0])\n", - "\n", - "# Compute FFT\n", - "fft_result = np.fft.fft(df_confirmed_subset.iloc[:, 0])\n", - "\n", - "# Plotting\n", - "plt.plot(np.abs(fft_result))\n", - "plt.title('FFT Result')\n", - "plt.xlabel('Frequency')\n", - "plt.ylabel('Amplitude')\n", - "plt.show()" + "plot_fft_decompose(df_confirmed_subset, 'Taiwan*')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1136a833", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 414f7b7297416b6e35750a1a54d550ada04550d7 Mon Sep 17 00:00:00 2001 From: Josefina Lin <149601305+linjosefina@users.noreply.github.com> Date: Thu, 23 Nov 2023 16:05:34 -0300 Subject: [PATCH 6/9] Create 1_preprocess.py --- scripts/1_preprocess.py | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) create mode 100644 scripts/1_preprocess.py diff --git a/scripts/1_preprocess.py b/scripts/1_preprocess.py new file mode 100644 index 0000000..5408bc7 --- /dev/null +++ b/scripts/1_preprocess.py @@ -0,0 +1,26 @@ +# data preprocessing + +import pandas as pd + +def load_data(file_path): + data = pd.read_csv(file_path) + return data + +def handle_missing_values(data): + # Handle missing values by filling or dropping them + data.fillna(method='ffill', inplace=True) # Forward fill missing values + return data + +def create_features(data): + """ + Create time series features based on time series index. + """ + data = data.copy() + data['dayofweek'] = data.index.dayofweek + data['quarter'] = data.index.quarter + data['month'] = data.index.month + data['year'] = data.index.year + data['dayofyear'] = data.index.dayofyear + data['dayofmonth'] = data.index.day + data['weekofyear'] = data.index.isocalendar().week + return data From b9d1f110f21ced01870e16f1c8371c952d5806ca Mon Sep 17 00:00:00 2001 From: Josefina Lin <149601305+linjosefina@users.noreply.github.com> Date: Wed, 29 Nov 2023 10:08:07 -0300 Subject: [PATCH 7/9] US confirmed cases dataset preparation Remove not useful columns and add date index. Result: proccessed_confirmed_cases_us.csv file. --- covid_proccess_dataframe.ipynb | 723 ++++++++++++++++ data/processed_confirmed_cases_us.csv | 1144 +++++++++++++++++++++++++ 2 files changed, 1867 insertions(+) create mode 100644 covid_proccess_dataframe.ipynb create mode 100644 data/processed_confirmed_cases_us.csv diff --git a/covid_proccess_dataframe.ipynb b/covid_proccess_dataframe.ipynb new file mode 100644 index 0000000..bc9b8dc --- /dev/null +++ b/covid_proccess_dataframe.ipynb @@ -0,0 +1,723 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0ac69e8d", + "metadata": {}, + "source": [ + "## Object\n", + "\n", + "The aim of this notebook is to prepare the COVID dataframes into a time series dataframe for posterior proccessing tasks before modelling." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fab480b6", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "db22b2b0", + "metadata": {}, + "outputs": [], + "source": [ + "# Import the complete confirmed cases for all countries\n", + "df_confirmed_us = pd.read_csv('data/time_series_covid19_confirmed_US.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "34fb1dd6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+2023-02-24,103378408.0 +2023-02-25,103381157.0 +2023-02-26,103382763.0 +2023-02-27,103399827.0 +2023-02-28,103443455.0 +2023-03-01,103533872.0 +2023-03-02,103589757.0 +2023-03-03,103648690.0 +2023-03-04,103650837.0 +2023-03-05,103646975.0 +2023-03-06,103655539.0 +2023-03-07,103690910.0 +2023-03-08,103755771.0 +2023-03-09,103802702.0 From 9a6ee102cec3d2d473d7a6c08f39b9ecea334434 Mon Sep 17 00:00:00 2001 From: Josefina Lin <149601305+linjosefina@users.noreply.github.com> Date: Wed, 29 Nov 2023 10:09:40 -0300 Subject: [PATCH 8/9] Preprocess data before modelling Load dataset, create time features, add lag features, add rolling mean. Result: preprocessed_data.csv file. --- data/preprocessed_data.csv | 1144 ++++++++++++++++++++++++++++++++++++ scripts/1_preprocess.py | 56 +- 2 files changed, 1196 insertions(+), 4 deletions(-) create mode 100644 data/preprocessed_data.csv diff --git a/data/preprocessed_data.csv b/data/preprocessed_data.csv new file mode 100644 index 0000000..05dd079 --- /dev/null +++ b/data/preprocessed_data.csv @@ -0,0 +1,1144 @@ +date,cases,lag_1_days_cases,lag_7_days_cases,lag_14_days_cases,rolling_mean_14_days_cases,rolling_mean_28_days_cases +2020-01-22,1.0,,,,, +2020-01-23,1.0,1.0,,,, +2020-01-24,2.0,1.0,,,, +2020-01-25,2.0,2.0,,,, +2020-01-26,5.0,2.0,,,, +2020-01-27,5.0,5.0,,,, +2020-01-28,5.0,5.0,,,, +2020-01-29,6.0,5.0,1.0,,, +2020-01-30,6.0,6.0,1.0,,, +2020-01-31,8.0,6.0,2.0,,, +2020-02-01,8.0,8.0,2.0,,, +2020-02-02,8.0,8.0,5.0,,, +2020-02-03,11.0,8.0,5.0,,, +2020-02-04,11.0,11.0,5.0,,5.642857142857143, +2020-02-05,11.0,11.0,6.0,1.0,6.357142857142857, 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+2023-03-07,103690910.0,103655539.0,103443455.0,103198669.0,103505466.64285715,103247306.96428572 +2023-03-08,103755771.0,103690910.0,103533872.0,103308832.0,103537390.85714285,103282837.14285715 +2023-03-09,103802702.0,103755771.0,103589757.0,103365511.0,103568618.78571428,103317115.5 diff --git a/scripts/1_preprocess.py b/scripts/1_preprocess.py index 5408bc7..e4d7760 100644 --- a/scripts/1_preprocess.py +++ b/scripts/1_preprocess.py @@ -1,6 +1,7 @@ # data preprocessing import pandas as pd +import os def load_data(file_path): data = pd.read_csv(file_path) @@ -11,10 +12,8 @@ def handle_missing_values(data): data.fillna(method='ffill', inplace=True) # Forward fill missing values return data -def create_features(data): - """ - Create time series features based on time series index. - """ +def create_date_features(data): + # Create time series features based on time series index data = data.copy() data['dayofweek'] = data.index.dayofweek data['quarter'] = data.index.quarter @@ -24,3 +23,52 @@ def create_features(data): data['dayofmonth'] = data.index.day data['weekofyear'] = data.index.isocalendar().week return data + +def add_lag_features(data, feature_column, lag_days): + # Create lag features for the specified number of days + for lag in lag_days: + data[f'lag_{lag}_days_{feature_column}'] = data[feature_column].shift(lag) + return data + +def add_rolling_mean(data, feature_column, window_sizes): + # Calculate rolling means for the specified window sizes + for window_size in window_sizes: + data[f'rolling_mean_{window_size}_days_{feature_column}'] = data[feature_column].rolling(window_size).mean() + return data + + +def feature_engineering(data, feature_column): + lag_days = [1, 7, 14] # Specify the lag days to include + data = add_lag_features(data, feature_column, lag_days) + + window_sizes = [14, 28] # Specify the window sizes for rolling means + data = add_rolling_mean(data, feature_column, window_sizes) + + return data + + +def main(): + file_path = 'data/proccessed_confirmed_cases_us.csv' + feature_column = 'cases' + + # Step 1: Load data + time_series_data = load_data(file_path) + + # Step 2: Handle missing values + time_series_data = handle_missing_values(time_series_data) + + # Step 3: Feature engineering (add more steps as needed) + time_series_data_final = feature_engineering(time_series_data, feature_column) + + # Get the current working directory + current_directory = os.getcwd() + + # Construct the absolute path for saving the file + saved_file_path = os.path.join(current_directory, 'data/preprocessed_data.csv') + + # Save the preprocessed data to a new file + time_series_data_final.to_csv(saved_file_path, index=False) + + +if __name__ == "__main__": + main() From 64f4d524337bd4a60f992708bc9e2e8836a63646 Mon Sep 17 00:00:00 2001 From: Josefina Lin <149601305+linjosefina@users.noreply.github.com> Date: Wed, 29 Nov 2023 13:16:47 -0300 Subject: [PATCH 9/9] Update 1_preprocess.py --- scripts/1_preprocess.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/1_preprocess.py b/scripts/1_preprocess.py index e4d7760..d7046df 100644 --- a/scripts/1_preprocess.py +++ b/scripts/1_preprocess.py @@ -48,7 +48,7 @@ def feature_engineering(data, feature_column): def main(): - file_path = 'data/proccessed_confirmed_cases_us.csv' + file_path = 'data/processed_confirmed_cases_us.csv' feature_column = 'cases' # Step 1: Load data