diff --git a/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Dataset/gender_voice_dataset.csv b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Dataset/gender_voice_dataset.csv
new file mode 100644
index 000000000..ef68c0e81
--- /dev/null
+++ b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Dataset/gender_voice_dataset.csv	
@@ -0,0 +1,3169 @@
+meanfreq,sd,median,Q25,Q75,IQR,skew,kurt,sp.ent,sfm,mode,centroid,meanfun,minfun,maxfun,meandom,mindom,maxdom,dfrange,modindx,label
+0.059780985,0.064241268,0.032026913,0.015071489,0.09019344,0.075121951,12.86346184,274.4029055,0.893369417,0.491917766,0.0,0.059780985,0.084279106,0.015701668,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.06600874,0.067310029,0.040228735,0.019413867,0.09266619,0.073252323,22.42328536,634.6138545,0.892193242,0.513723843,0.0,0.06600874,0.107936554,0.015825915,0.25,0.009014423,0.0078125,0.0546875,0.046875,0.052631579,male
+0.077315503,0.083829421,0.036718459,0.008701057,0.131908017,0.123206961,30.75715458,1024.927705,0.846389092,0.478904979,0.0,0.077315503,0.098706262,0.015655577,0.271186441,0.007990057,0.0078125,0.015625,0.0078125,0.046511628,male
+0.151228092,0.072110587,0.158011187,0.096581728,0.207955252,0.111373524,1.232831276,4.17729621,0.963322462,0.727231799,0.083878185,0.151228092,0.088964849,0.017797553,0.25,0.201497396,0.0078125,0.5625,0.5546875,0.247119078,male
+0.135120387,0.0791461,0.124656229,0.078720218,0.206044929,0.127324711,1.101173666,4.333713155,0.971955076,0.783568058,0.104261402,0.135120387,0.106397845,0.016931217,0.266666667,0.7128125,0.0078125,5.484375,5.4765625,0.208273894,male
+0.132786407,0.079556866,0.119089848,0.067957993,0.209591599,0.141633606,1.932562432,8.308895037,0.963181346,0.738307004,0.112555426,0.132786407,0.11013192,0.017112299,0.253968254,0.298221983,0.0078125,2.7265625,2.71875,0.125159642,male
+0.15076233,0.074463205,0.160106383,0.092898936,0.205718085,0.112819149,1.530643231,5.987497658,0.96757307,0.76263767,0.086196809,0.15076233,0.105944515,0.026229508,0.266666667,0.479619565,0.0078125,5.3125,5.3046875,0.123991865,male
+0.160514332,0.076766885,0.144336775,0.110532168,0.231961875,0.121429706,1.397156365,4.766610695,0.95925457,0.719857907,0.128324067,0.160514332,0.09305243,0.017758047,0.144144144,0.301339286,0.0078125,0.5390625,0.53125,0.283936652,male
+0.142239417,0.078018462,0.138587444,0.088206278,0.208587444,0.120381166,1.099746151,4.070283706,0.970722932,0.770992054,0.219103139,0.142239417,0.096728946,0.017957351,0.25,0.336476293,0.0078125,2.1640625,2.15625,0.148272018,male
+0.134328777,0.080350028,0.121451347,0.075579989,0.201957119,0.12637713,1.190368444,4.787309833,0.975246143,0.804505253,0.011698736,0.134328777,0.105880926,0.019300362,0.262295082,0.340364583,0.015625,4.6953125,4.6796875,0.089919982,male
+0.157020511,0.071942931,0.168160153,0.101429933,0.216739752,0.115309819,0.979442275,3.974222626,0.965249139,0.733692878,0.096358437,0.157020511,0.088893983,0.022068966,0.117647059,0.460227273,0.0078125,2.8125,2.8046875,0.2,male
+0.138550521,0.077053993,0.127526596,0.08731383,0.202739362,0.115425532,1.626769867,6.291365079,0.966003775,0.752042013,0.012101064,0.138550521,0.104199319,0.019138756,0.262295082,0.24609375,0.0078125,2.71875,2.7109375,0.132351372,male
+0.137342742,0.080876707,0.124262508,0.083144899,0.209226771,0.126081871,1.378728204,5.008951625,0.963513528,0.736149955,0.108434048,0.137342742,0.092644019,0.016789087,0.213333333,0.481670673,0.015625,5.015625,5.0,0.0885,male
+0.181225459,0.060042055,0.190953206,0.128838821,0.229532062,0.100693241,1.369430458,5.475599788,0.93744576,0.537079995,0.21982669,0.181225459,0.131503722,0.025,0.275862069,1.277113971,0.0078125,2.8046875,2.796875,0.416550279,male
+0.183115281,0.06698235,0.191232529,0.129148666,0.240152478,0.111003812,3.568104024,35.38474845,0.940332623,0.571394202,0.049987294,0.183115281,0.102798695,0.020833333,0.275862069,1.245738636,0.203125,6.7421875,6.5390625,0.139331768,male
+0.174272105,0.069411045,0.190874107,0.115601979,0.228279274,0.112677295,4.48503835,61.76490831,0.950972025,0.635199178,0.050027488,0.174272105,0.102045991,0.018327606,0.246153846,1.621299342,0.0078125,7.0,6.9921875,0.209310987,male
+0.190846298,0.065790282,0.207950987,0.132280463,0.244356705,0.112076242,1.562303683,7.834349886,0.938546013,0.538809584,0.05012934,0.190846298,0.113322801,0.01754386,0.275862069,1.434114583,0.0078125,6.3203125,6.3125,0.254779788,male
+0.171246971,0.07487157,0.152806653,0.122390852,0.243617464,0.121226611,3.207169827,25.76556494,0.936953537,0.586419514,0.05995842,0.171246971,0.079718312,0.015670911,0.262295082,0.106279481,0.0078125,0.5703125,0.5625,0.138354701,male
+0.168345946,0.074120817,0.145618472,0.11575591,0.239824079,0.124068169,2.704334729,18.4847026,0.93452338,0.559742318,0.060032985,0.168345946,0.083484022,0.015717092,0.231884058,0.1465625,0.0078125,3.125,3.1171875,0.059536597,male
+0.173631376,0.073351512,0.153568557,0.123680214,0.244234033,0.120553819,2.804974885,20.85754316,0.930916893,0.518268557,0.060026798,0.173631376,0.090129539,0.015701668,0.210526316,0.193044355,0.0078125,2.8203125,2.8125,0.068123862,male
+0.172754287,0.076902583,0.177736289,0.120070012,0.245367561,0.12529755,2.967765093,20.0781147,0.925539327,0.523081123,0.059953326,0.172754287,0.093573513,0.015763547,0.2,0.235877404,0.0078125,0.71875,0.7109375,0.235069279,male
+0.181015394,0.074369304,0.169298813,0.128673139,0.254174757,0.125501618,2.587324534,12.28143192,0.91528412,0.475317471,0.05995685,0.181015394,0.09864341,0.016145308,0.275862069,0.20984375,0.0078125,3.6953125,3.6875,0.059939972,male
+0.163535853,0.072448898,0.145542522,0.113929619,0.22744868,0.113519062,3.58764999,28.65378051,0.927014678,0.542422404,0.059941349,0.163535853,0.062541644,0.015686275,0.197530864,0.059621711,0.0078125,0.4453125,0.4375,0.091698842,male
+0.170212798,0.075104946,0.146052999,0.123988842,0.250125523,0.126136681,2.816792918,13.7645822,0.913832254,0.487965716,0.059944212,0.170212798,0.077698415,0.015701668,0.192771084,0.1015625,0.0078125,0.5625,0.5546875,0.16179126,male
+0.160422477,0.076614764,0.144823806,0.120924041,0.23724354,0.116319499,6.253208252,85.49192569,0.933029647,0.567423614,0.060078309,0.160422477,0.098944146,0.016096579,0.275862069,0.206756162,0.0078125,3.953125,3.9453125,0.073889675,male
+0.164699838,0.075361772,0.14701847,0.118698329,0.240474934,0.121776605,4.208608405,43.68188543,0.94066879,0.604020485,0.05996482,0.164699838,0.082962611,0.015640274,0.253968254,0.143353175,0.0078125,1.0625,1.0546875,0.125925926,male
+0.169578801,0.075634514,0.186467577,0.116706485,0.238549488,0.121843003,4.269922678,45.89524782,0.929498042,0.543708544,0.05996587,0.169578801,0.082451321,0.01621074,0.271186441,0.1484375,0.0078125,3.609375,3.6015625,0.050840564,male
+0.169021004,0.071778152,0.143168483,0.125800503,0.248315172,0.122514669,3.079273395,14.34029884,0.902275256,0.477745723,0.128147527,0.169021004,0.130598328,0.015841584,0.225352113,0.3353125,0.0078125,0.7109375,0.703125,0.397354497,male
+0.167340239,0.07284123,0.14173913,0.122173913,0.24,0.117826087,2.192126246,8.152409785,0.913763493,0.53947909,0.134782609,0.167340239,0.120052184,0.016243655,0.262295082,0.298677885,0.0078125,0.6796875,0.671875,0.384778013,male
+0.180527821,0.070866998,0.142385321,0.129541284,0.252477064,0.12293578,2.799968944,12.19036052,0.853114894,0.31342645,0.133577982,0.180527821,0.126607441,0.017039404,0.177777778,0.234863281,0.0078125,0.5078125,0.5,0.329241071,male
+0.153039048,0.07403113,0.158064516,0.092731183,0.214365591,0.121634409,0.885701648,3.523981856,0.973217842,0.807551708,0.216774194,0.153039048,0.067407499,0.016260163,0.205128205,0.2615625,0.0078125,1.0234375,1.015625,0.191346154,male
+0.166659499,0.075961168,0.142781457,0.122075055,0.245077263,0.123002208,3.281847964,16.61948169,0.915784869,0.560406695,0.127019868,0.166659499,0.127719891,0.017278618,0.275862069,0.274502841,0.0078125,0.6328125,0.625,0.3325,male
+0.175659429,0.071651533,0.144191617,0.131057884,0.256526946,0.125469062,3.736487284,21.66666873,0.876748955,0.40390956,0.134411178,0.175659429,0.132726096,0.016563147,0.228571429,0.2578125,0.0078125,0.6484375,0.640625,0.203436807,male
+0.174825733,0.071532831,0.146470588,0.123529412,0.247058824,0.123529412,2.576732042,10.11012486,0.875391519,0.43670621,0.12,0.174825733,0.124684802,0.016753927,0.25,0.799005682,0.0078125,4.171875,4.1640625,0.205816135,male
+0.174064614,0.073121844,0.140183486,0.127706422,0.252844037,0.125137615,3.263039755,16.42405465,0.875611111,0.414838884,0.133211009,0.174064614,0.124533186,0.016343207,0.231884058,0.244944853,0.0078125,0.6328125,0.625,0.4225,male
+0.159530491,0.075273104,0.146853147,0.121398601,0.239370629,0.117972028,1.993500516,6.870351177,0.921132353,0.582531022,0.133636364,0.159530491,0.120254421,0.018411968,0.168421053,0.372869318,0.0078125,2.609375,2.6015625,0.216816817,male
+0.167648361,0.067219927,0.157239513,0.136021651,0.209526387,0.073504736,1.93606513,6.334625799,0.903982305,0.48288605,0.134506089,0.167648361,0.142748251,0.016614746,0.262295082,0.239583333,0.0078125,0.6015625,0.59375,0.347587719,male
+0.172436386,0.071504543,0.145620438,0.132846715,0.252408759,0.119562044,4.504440541,31.07841702,0.878206881,0.47004435,0.135912409,0.172436386,0.138903871,0.121212121,0.172043011,0.2609375,0.1328125,0.5546875,0.421875,0.232510288,male
+0.162981116,0.065952332,0.142770664,0.134295693,0.206984866,0.072689173,4.344838338,26.58960548,0.869835696,0.429785659,0.137555297,0.162981116,0.131376326,0.016771488,0.181818182,0.187890625,0.0078125,0.6875,0.6796875,0.255427842,male
+0.170209848,0.072023008,0.146003899,0.128810916,0.24588694,0.117076023,2.745951338,11.78429743,0.911850753,0.514600668,0.132358674,0.170209848,0.127529186,0.016161616,0.25,0.328464674,0.0078125,0.9140625,0.90625,0.171551724,male
+0.171400807,0.068428139,0.145321955,0.131202483,0.246113266,0.114910784,2.930439972,13.72613482,0.893569585,0.424254448,0.137067494,0.171400807,0.141183375,0.015841584,0.262295082,0.313657407,0.0078125,0.6953125,0.6875,0.273221344,male
+0.146886154,0.068160816,0.12146675,0.097103791,0.213349907,0.116246116,2.603394147,13.26585098,0.940658898,0.611977349,0.121292728,0.146886154,0.081563761,0.015936255,0.242424242,0.346768466,0.0078125,4.1796875,4.171875,0.095070116,male
+0.166763785,0.064488516,0.160123648,0.116846986,0.229582689,0.112735703,2.117203042,8.939176207,0.937848763,0.592123294,0.121391036,0.166763785,0.101681481,0.015640274,0.253968254,0.41953125,0.0078125,2.8203125,2.8125,0.09957265,male
+0.153691861,0.066495859,0.145158831,0.099085133,0.211512071,0.112426938,2.352593909,13.90793203,0.946349009,0.629271573,0.121321474,0.153691861,0.095597118,0.015920398,0.242424242,0.607610887,0.0859375,4.7265625,4.640625,0.120310245,male
+0.168011339,0.068873401,0.167917889,0.115982405,0.228064516,0.112082111,2.319626258,8.564218273,0.926521541,0.567620972,0.121319648,0.168011339,0.101718928,0.016,0.262295082,0.204152961,0.0078125,0.625,0.6171875,0.231953472,male
+0.148281383,0.068117184,0.129892781,0.094867763,0.200343102,0.10547534,3.268474946,22.89644491,0.942626112,0.635852983,0.121286633,0.148281383,0.097531607,0.015810277,0.275862069,0.715745192,0.0078125,5.2265625,5.21875,0.139221557,male
+0.158595955,0.066216652,0.133302217,0.111085181,0.22445741,0.113372229,3.019164195,17.53642513,0.932415159,0.567913489,0.121213536,0.158595955,0.080459827,0.016064257,0.266666667,0.264128989,0.0078125,1.3359375,1.328125,0.182097187,male
+0.163643182,0.070030717,0.14412111,0.110681245,0.227485282,0.116804037,1.699528754,7.628756036,0.94838344,0.632579315,0.121278385,0.163643182,0.055565349,0.016276704,0.213333333,0.162642045,0.03125,0.671875,0.640625,0.116234756,male
+0.158656925,0.067564057,0.161061947,0.104452008,0.219196732,0.114744724,1.939662533,8.20383208,0.942189913,0.613578163,0.121225323,0.158656925,0.101394916,0.015779093,0.275862069,0.467797256,0.0078125,6.8828125,6.875,0.0909375,male
+0.13789282,0.072420663,0.119852399,0.086531365,0.200701107,0.114169742,2.010993302,10.26207404,0.963294373,0.727047224,0.059926199,0.13789282,0.076307418,0.01621074,0.128,0.505859375,0.03125,4.6640625,4.6328125,0.173037287,male
+0.142715585,0.074163591,0.127850099,0.088915187,0.206272189,0.117357002,1.55226944,7.230187946,0.966684872,0.753187642,0.060197239,0.142715585,0.098872557,0.018735363,0.207792208,0.853298611,0.0078125,4.6640625,4.65625,0.212988551,male
+0.135052914,0.072095147,0.112927013,0.087644846,0.200361174,0.112716328,3.421779437,19.1332173,0.948417347,0.682987712,0.102603461,0.135052914,0.090751058,0.017241379,0.2,0.6153125,0.015625,4.4453125,4.4296875,0.217151675,male
+0.14146076,0.072861395,0.124879288,0.090724269,0.201194409,0.11047014,2.264114987,13.0822968,0.964872909,0.734290427,0.060127065,0.14146076,0.10139476,0.021798365,0.235294118,0.896282328,0.0078125,5.15625,5.1484375,0.239138987,male
+0.141280115,0.074404048,0.13420617,0.090594432,0.202046652,0.11145222,2.052550657,10.94130568,0.966588205,0.744799871,0.060045147,0.141280115,0.109319559,0.026711185,0.228571429,0.9746875,0.0390625,5.828125,5.7890625,0.168016194,male
+0.153851203,0.072191575,0.144592094,0.102439024,0.219478553,0.117039529,1.75889252,7.132438447,0.954710869,0.684616797,0.060050463,0.153851203,0.11225641,0.024729521,0.275862069,0.628700658,0.0078125,2.703125,2.6953125,0.206763285,male
+0.145640705,0.077006409,0.137947214,0.087859238,0.211847507,0.12398827,2.111480565,11.53571611,0.964925488,0.739368357,0.059941349,0.145640705,0.103669506,0.015670911,0.275862069,0.920479911,0.0078125,5.4296875,5.421875,0.270946739,male
+0.144858407,0.076591817,0.135571776,0.090608273,0.207615572,0.117007299,2.797501935,29.5536466,0.971907406,0.763638169,0.059951338,0.144858407,0.10324956,0.021276596,0.266666667,0.791666667,0.0078125,4.9921875,4.984375,0.159678683,male
+0.121683363,0.086850112,0.118237046,0.030684932,0.215294818,0.184609887,2.062324056,8.465573513,0.931660689,0.549217694,0.117903514,0.121683363,0.130887525,0.020356234,0.271186441,0.583417339,0.0078125,3.7265625,3.71875,0.253221289,male
+0.135649932,0.086412331,0.126722455,0.049986053,0.228842399,0.178856346,1.388276328,5.00901655,0.952514069,0.659813836,0.114811715,0.135649932,0.134314213,0.060836502,0.25,1.10875,0.0078125,4.296875,4.2890625,0.369266435,male
+0.100399417,0.07283457,0.081725176,0.044092277,0.144353059,0.100260782,0.529583803,2.068455491,0.970194162,0.754552205,0.011654965,0.100399417,0.117359321,0.015936255,0.262295082,1.086759868,0.0078125,4.34375,4.3359375,0.344864865,male
+0.125087547,0.080116695,0.114191121,0.057306245,0.201414597,0.144108352,2.377389656,10.55072017,0.948495928,0.670633008,0.111873589,0.125087547,0.114742726,0.024390244,0.271186441,0.560032895,0.0078125,4.296875,4.2890625,0.226674762,male
+0.143486162,0.070275487,0.123868797,0.101732548,0.211236333,0.109503785,1.793199734,6.661533402,0.942278587,0.610170821,0.106442389,0.143486162,0.120815369,0.033333333,0.266666667,1.116666667,0.09375,4.5625,4.46875,0.350322754,male
+0.14319683,0.085447388,0.125352798,0.09622871,0.232652068,0.136423358,1.936126532,7.989100746,0.940729134,0.585174796,0.113090024,0.14319683,0.110260303,0.02725724,0.262295082,0.652777778,0.0078125,4.5703125,4.5625,0.18739726,male
+0.145532381,0.087864043,0.129720598,0.088966862,0.233788174,0.144821313,1.458798837,5.010379366,0.946595366,0.621392074,0.115893437,0.145532381,0.103803137,0.015686275,0.275862069,0.706341912,0.0078125,4.9765625,4.96875,0.166809605,male
+0.162065429,0.084432291,0.143149016,0.112314902,0.249428304,0.137113402,1.578563282,5.179448806,0.943404669,0.595127964,0.268978444,0.162065429,0.117022269,0.016528926,0.25,0.599144345,0.0078125,4.578125,4.5703125,0.18921762,male
+0.142961233,0.083106899,0.129292352,0.09807005,0.228162974,0.130092924,1.831167575,7.158765104,0.946134059,0.631688976,0.112480343,0.142961233,0.131733573,0.054054054,0.25,0.410546875,0.0078125,2.71875,2.7109375,0.156377977,male
+0.141153447,0.080922189,0.124304933,0.097152466,0.222242152,0.125089686,1.724297837,6.313516506,0.949958896,0.646653047,0.109394619,0.141153447,0.117297836,0.018867925,0.258064516,0.639616935,0.0078125,4.0625,4.0546875,0.187230084,male
+0.167334035,0.047177727,0.161802155,0.135475024,0.18072478,0.045249755,3.961908362,24.41962179,0.880375253,0.344307312,0.16619001,0.167334035,0.141810406,0.016032064,0.253968254,0.578125,0.125,6.921875,6.796875,0.02164751,male
+0.167850312,0.052593589,0.163262195,0.12847561,0.190365854,0.061890244,1.919229523,7.131328753,0.920512709,0.403865808,0.166890244,0.167850312,0.121546254,0.015952144,0.262295082,0.813179348,0.0703125,6.5703125,6.5,0.074188702,male
+0.185098439,0.054289442,0.176771888,0.146420488,0.216628946,0.070208457,1.60173918,5.223786332,0.910320915,0.358023073,0.165265039,0.185098439,0.130983328,0.016161616,0.266666667,0.568287037,0.0078125,5.140625,5.1328125,0.095826991,male
+0.167761538,0.05888337,0.15993403,0.125607477,0.200879604,0.075272128,2.531500396,11.50948543,0.923640119,0.485117754,0.126838922,0.167761538,0.132089064,0.018539977,0.253968254,1.048519737,0.0078125,6.84375,6.8359375,0.058373626,male
+0.171093502,0.061286735,0.14869138,0.125556052,0.233479232,0.10792318,2.789593353,13.53751456,0.909836671,0.395328166,0.129557838,0.171093502,0.132075365,0.026186579,0.202531646,0.299278846,0.0078125,0.6796875,0.671875,0.201550388,male
+0.167083054,0.064425673,0.181705115,0.107562688,0.220742227,0.113179539,1.870943526,8.381557142,0.934858126,0.520926005,0.09225677,0.167083054,0.102626438,0.020833333,0.25,0.637834821,0.21875,5.203125,4.984375,0.021943574,male
+0.200830145,0.053066217,0.210058873,0.185332212,0.236198486,0.050866274,1.840901444,6.006800909,0.907683136,0.386818469,0.0,0.200830145,0.165155381,0.015763547,0.271186441,1.067057292,0.0703125,5.59375,5.5234375,0.336376495,male
+0.137095643,0.066633153,0.102873481,0.085060758,0.197140815,0.112080057,4.07821686,25.66321559,0.912215761,0.507886201,0.084260186,0.137095643,0.081164739,0.016666667,0.262295082,0.1953125,0.0078125,2.171875,2.1640625,0.046060002,male
+0.190324563,0.051695724,0.191410419,0.156899619,0.220584498,0.063684879,1.461858806,5.360318927,0.918001245,0.362344276,0.0,0.190324563,0.152012545,0.021136063,0.246153846,0.884548611,0.0078125,6.71875,6.7109375,0.211734575,male
+0.187139453,0.056499407,0.176109385,0.14304537,0.24763207,0.1045867,1.411153314,4.149301675,0.902246987,0.298599477,0.16619018,0.187139453,0.138197601,0.016684046,0.231884058,0.801339286,0.125,6.640625,6.515625,0.127006087,male
+0.184354869,0.055493941,0.183430657,0.150900243,0.226350365,0.075450122,1.588013858,8.990048203,0.932834786,0.427755254,0.0,0.184354869,0.13371745,0.018518519,0.266666667,1.795625,0.0078125,7.0,6.9921875,0.316103959,male
+0.200041812,0.055815131,0.210792138,0.166599166,0.243478261,0.076879095,2.926780705,15.2537868,0.914634012,0.412919466,0.24064324,0.200041812,0.159106931,0.020100503,0.266666667,0.62265625,0.15625,6.390625,6.234375,0.119743804,male
+0.175681868,0.055524094,0.173151025,0.148266004,0.215090118,0.066824114,1.759852944,6.471363967,0.934060669,0.512562248,0.0,0.175681868,0.149386704,0.019900498,0.253968254,0.807112069,0.0078125,6.5625,6.5546875,0.19049038,male
+0.184850897,0.062446727,0.189809403,0.133773825,0.238551461,0.104777637,1.661060846,10.89410786,0.934323374,0.467826478,0.0,0.184850897,0.139378258,0.02507837,0.275862069,1.7525,0.078125,6.7265625,6.6484375,0.349767537,male
+0.182630135,0.048974549,0.176618005,0.152603406,0.209489051,0.056885645,1.628578866,5.586837138,0.907214973,0.302814314,0.185474453,0.182630135,0.147350977,0.019900498,0.262295082,1.036865234,0.140625,6.8203125,6.6796875,0.205847953,male
+0.196463262,0.057606383,0.204407065,0.156131203,0.248444071,0.092312868,1.197040616,4.109993679,0.922524307,0.394561292,0.0,0.196463262,0.168037876,0.01814059,0.275862069,1.095128676,0.1484375,6.59375,6.4453125,0.259015152,male
+0.191310915,0.057122814,0.208774796,0.139673279,0.235239207,0.095565928,6.995045482,112.6479884,0.907622147,0.319069058,0.090011669,0.191310915,0.080595084,0.015717092,0.225352113,0.160571809,0.09375,0.4296875,0.3359375,0.14206269,male
+0.19600602,0.053930062,0.203383897,0.154049008,0.239323221,0.085274212,4.038263467,50.59146239,0.927145397,0.29627712,0.090011669,0.19600602,0.081017495,0.015810277,0.195121951,0.147273936,0.09375,0.375,0.28125,0.176328502,male
+0.191461682,0.05186218,0.202495127,0.153190383,0.228693957,0.075503574,4.196509548,45.86416062,0.912414048,0.284872223,0.09005848,0.191461682,0.065827449,0.016243655,0.210526316,0.167782738,0.09375,0.65625,0.5625,0.105691057,male
+0.193769347,0.058334877,0.206197827,0.149365352,0.242858776,0.093493425,5.251239064,74.42649286,0.929916286,0.381853323,0.089971412,0.193769347,0.078362852,0.015732547,0.253968254,0.161783854,0.09375,0.65625,0.5625,0.133274232,male
+0.194920925,0.056284804,0.208430493,0.148161435,0.242331839,0.094170404,6.983667487,116.9593093,0.924099466,0.314006474,0.090089686,0.194920925,0.06347518,0.015670911,0.219178082,0.147959184,0.09375,0.3671875,0.2734375,0.098809524,male
+0.193808189,0.054969105,0.202232811,0.152484683,0.241116406,0.088631722,4.057908575,44.44703926,0.914799705,0.299862702,0.089965963,0.193808189,0.083127893,0.016260163,0.25,0.230182927,0.0078125,1.984375,1.9765625,0.116996047,male
+0.193588997,0.052350651,0.201535948,0.16379085,0.235620915,0.071830065,5.417712763,66.0911654,0.909692503,0.295222308,0.090130719,0.193588997,0.081504732,0.016145308,0.262295082,0.256893382,0.0078125,3.2421875,3.234375,0.081759625,male
+0.198295356,0.054554303,0.214516129,0.155806452,0.236891496,0.081085044,3.844959386,33.68011344,0.903755352,0.271601074,0.090117302,0.198295356,0.112022748,0.017679558,0.275862069,0.277018229,0.0078125,2.0703125,2.0625,0.092992424,male
+0.198778046,0.05675451,0.210615836,0.159706745,0.241612903,0.081906158,6.230334767,85.99679162,0.905979077,0.307964877,0.090117302,0.198778046,0.072135733,0.017897092,0.150943396,0.145559211,0.09375,0.421875,0.328125,0.126769627,male
+0.206312235,0.054641792,0.218515815,0.162992701,0.257518248,0.094525547,3.957725499,34.3191654,0.911215179,0.257629435,0.090097324,0.206312235,0.073051326,0.015794669,0.197530864,0.159201389,0.09375,0.3828125,0.2890625,0.244471744,male
+0.117777703,0.079527567,0.111176471,0.046735294,0.196823529,0.150088235,23.53806144,671.8342411,0.90191357,0.562834234,0.0,0.117777703,0.091146586,0.015640274,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.105782027,0.081246862,0.102789243,0.022764228,0.188242652,0.165478424,27.95290068,903.789086,0.893299752,0.553552621,0.0,0.105782027,0.087918173,0.016129032,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.107009364,0.081312548,0.10278751,0.025163747,0.188941356,0.163777609,24.7051185,714.6968949,0.891347812,0.57677811,0.0,0.107009364,0.075906856,0.016,0.222222222,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.119006303,0.083082514,0.106213873,0.045520231,0.200086705,0.154566474,26.87967507,812.2040859,0.883925736,0.604148942,0.0,0.119006303,0.092960948,0.016359918,0.175824176,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.082525588,0.080917867,0.06124491,0.008307155,0.129656777,0.121349622,15.8910016,402.9326102,0.906001229,0.561683715,0.0,0.082525588,0.087384208,0.015810277,0.271186441,0.007978723,0.0078125,0.015625,0.0078125,0.043478261,male
+0.130673638,0.082881544,0.116964177,0.082282939,0.204857316,0.122574378,27.7051186,896.650347,0.900402888,0.584463622,0.0,0.130673638,0.090380442,0.016614746,0.23880597,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.096725277,0.083799544,0.086858639,0.017591623,0.173167539,0.155575916,20.30714636,577.3697762,0.939914378,0.687642708,0.0,0.096725277,0.100796329,0.016393443,0.271186441,0.008184524,0.0078125,0.0234375,0.015625,0.048780488,male
+0.119976656,0.081470648,0.109892473,0.060215054,0.192688172,0.132473118,22.40086595,560.1227893,0.854878206,0.505371009,0.0,0.119976656,0.081201173,0.015794669,0.262295082,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.106860842,0.086955451,0.10067086,0.01408805,0.191949686,0.177861635,23.86044523,615.5273912,0.852858429,0.557141931,0.0,0.106860842,0.094922696,0.015794669,0.262295082,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.100905502,0.080507739,0.098245614,0.02920078,0.176842105,0.147641326,22.64938378,592.5633813,0.908473066,0.617015329,0.0,0.100905502,0.081574582,0.01760176,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.169505759,0.066930404,0.140970537,0.124471404,0.242634315,0.118162912,2.384671522,10.23994843,0.919990545,0.484100658,0.133934142,0.169505759,0.110565779,0.017410229,0.266666667,0.216145833,0.0078125,0.8359375,0.828125,0.143081761,male
+0.163313106,0.064859684,0.149953632,0.111653787,0.22698609,0.115332303,1.801983649,6.461428413,0.937648647,0.577806756,0.116846986,0.163313106,0.10184148,0.015655577,0.266666667,0.272518382,0.0078125,0.6640625,0.65625,0.423809524,male
+0.160925335,0.068626553,0.173488915,0.098833139,0.211225204,0.112392065,2.67033497,12.89599691,0.933988616,0.566987362,0.096872812,0.160925335,0.097513464,0.019900498,0.271186441,1.143028846,0.09375,6.4296875,6.3359375,0.139334155,male
+0.164859947,0.067179041,0.148100749,0.118938053,0.229108237,0.110170184,1.764015844,6.96166172,0.952890369,0.626022586,0.14162015,0.164859947,0.126955523,0.016494845,0.275862069,0.275275735,0.0078125,3.3203125,3.3125,0.080403087,male
+0.177427698,0.067854979,0.163195266,0.12122288,0.246311637,0.125088757,1.85887734,6.621257836,0.923322389,0.46238465,0.130887574,0.177427698,0.111031616,0.017660044,0.16,0.241508152,0.0078125,2.578125,2.5703125,0.10555402,male
+0.176685284,0.058485963,0.161784897,0.125583524,0.230022883,0.104439359,1.730253106,6.672647883,0.909112912,0.358370882,0.113089245,0.176685284,0.128124206,0.017075774,0.266666667,0.143554688,0.109375,0.3515625,0.2421875,0.161290323,male
+0.179028926,0.065368498,0.164453524,0.126414709,0.247681307,0.121266599,2.141880482,8.49310285,0.912944716,0.436573394,0.126414709,0.179028926,0.125992936,0.026666667,0.181818182,0.440104167,0.0703125,5.84375,5.7734375,0.110351827,male
+0.166353449,0.062439847,0.149581205,0.120122574,0.229090909,0.108968335,1.762844907,6.110980923,0.927752865,0.482046844,0.114116445,0.166353449,0.113943951,0.017429194,0.156862745,0.163671875,0.0703125,0.4453125,0.375,0.261574074,male
+0.173756783,0.065038729,0.166648794,0.117104558,0.241215371,0.124110813,2.156018347,7.980531233,0.909802803,0.418645038,0.126613047,0.173756783,0.110460819,0.01843318,0.262295082,1.060546875,0.0078125,5.796875,5.7890625,0.173502318,male
+0.168023268,0.063307437,0.145769554,0.116568545,0.23078217,0.114213625,2.009765771,7.938203219,0.926111709,0.462042436,0.108561817,0.168023268,0.111528406,0.016194332,0.246153846,0.155,0.078125,0.4375,0.359375,0.216485507,male
+0.169352533,0.068167747,0.14283671,0.115804529,0.239284863,0.123480334,2.038744662,7.546507431,0.921624076,0.482639983,0.120476758,0.169352533,0.111090258,0.023255814,0.181818182,0.91796875,0.0078125,5.59375,5.5859375,0.239254079,male
+0.130410979,0.093199206,0.135239567,0.025100464,0.217032457,0.191931994,27.79818155,834.8009163,0.812733741,0.403256286,0.0,0.130410979,0.107764608,0.01871345,0.170212766,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.116779075,0.085695072,0.131991525,0.025805085,0.166101695,0.14029661,23.35982846,595.744374,0.870832328,0.583471234,0.0,0.116779075,0.100032404,0.016684046,0.186046512,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.10716189,0.08495081,0.114280763,0.024020797,0.159410745,0.135389948,24.17367566,665.1498054,0.920756002,0.676249787,0.0,0.10716189,0.132118679,0.015810277,0.266666667,0.008246528,0.0078125,0.015625,0.0078125,0.117647059,male
+0.131099727,0.078964943,0.149948007,0.09729636,0.176880416,0.079584055,25.39335957,710.1358714,0.843430262,0.445144232,0.0,0.131099727,0.093611219,0.02,0.186046512,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.126194803,0.084571297,0.140900643,0.043431022,0.17652609,0.133095068,28.38535483,880.5637852,0.88268193,0.598326506,0.0,0.126194803,0.104771576,0.02,0.183908046,0.019030449,0.0078125,0.4453125,0.4375,0.052631579,male
+0.107129883,0.084279163,0.095355286,0.028873484,0.172512998,0.143639515,23.98783876,658.3050241,0.93977316,0.716469594,0.0,0.107129883,0.10776458,0.017957351,0.253968254,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.164801332,0.070558618,0.175711061,0.095440181,0.226907449,0.131467269,18.84960322,459.5172922,0.920293747,0.525147427,0.060045147,0.164801332,0.086093777,0.016343207,0.271186441,0.0703125,0.0703125,0.0703125,0.0,0.0,male
+0.174842857,0.066636271,0.191033138,0.107888239,0.226692658,0.118804418,12.56854236,274.0508417,0.922336209,0.454643232,0.060038986,0.174842857,0.072395615,0.016293279,0.25,0.099516369,0.0703125,0.7109375,0.640625,0.073170732,male
+0.164958845,0.073334801,0.173655049,0.095335121,0.235960679,0.140625559,17.57440469,396.0174149,0.921012836,0.564292216,0.060053619,0.164958845,0.082758199,0.019900498,0.266666667,0.089969758,0.0703125,0.5078125,0.4375,0.092857143,male
+0.162515085,0.076269221,0.172964728,0.089418494,0.239428027,0.150009533,17.75014606,392.9543438,0.904217726,0.519066586,0.060057197,0.162515085,0.057045239,0.018454441,0.225352113,0.0703125,0.0703125,0.0703125,0.0,0.0,male
+0.1723464,0.072829239,0.184861228,0.097022708,0.240908326,0.143885618,15.81225162,348.9896304,0.913021118,0.486050502,0.060050463,0.1723464,0.075929274,0.016326531,0.231884058,0.075757576,0.0703125,0.25,0.1796875,0.0625,male
+0.167705128,0.070774462,0.17944212,0.09762901,0.231771269,0.134142259,17.94848782,416.1836382,0.921257269,0.519320126,0.059944212,0.167705128,0.081219208,0.015888779,0.271186441,0.073828125,0.0703125,0.2109375,0.140625,0.051282051,male
+0.16862254,0.069783277,0.182238443,0.097420925,0.22703163,0.129610706,15.48038791,351.4442736,0.913765786,0.46716634,0.060121655,0.16862254,0.081858264,0.016177958,0.271186441,0.165625,0.0703125,3.1640625,3.09375,0.05922865,male
+0.166402126,0.076585194,0.172627119,0.0875,0.240847458,0.153347458,15.86218362,307.0350818,0.906152443,0.504632643,0.060211864,0.166402126,0.060965707,0.016227181,0.258064516,0.0703125,0.0703125,0.0703125,0.0,0.0,male
+0.169081838,0.070911707,0.178467824,0.101818182,0.225658836,0.123840654,12.38536886,235.7106685,0.919073556,0.512955913,0.060061287,0.169081838,0.075177599,0.016326531,0.271186441,0.082175926,0.0703125,0.2734375,0.203125,0.121301775,male
+0.160199487,0.070317494,0.165680473,0.093609467,0.227534517,0.133925049,16.49595499,331.3718384,0.915970054,0.541931852,0.060197239,0.160199487,0.074280664,0.015968064,0.271186441,0.076450893,0.0703125,0.2421875,0.171875,0.074074074,male
+0.200814728,0.053800182,0.220239362,0.155452128,0.242579787,0.08712766,1.743361403,7.191200241,0.916001726,0.301161354,0.222473404,0.200814728,0.116122398,0.018669778,0.266666667,0.956473214,0.1953125,4.2890625,4.09375,0.177798982,male
+0.208676975,0.05269832,0.226468136,0.175270995,0.249815366,0.074544372,2.08208152,7.898269743,0.902248153,0.240631458,0.230470518,0.208676975,0.115129092,0.022130014,0.25,1.016357422,0.140625,6.25,6.109375,0.21483376,male
+0.214956445,0.053447128,0.236923077,0.175014712,0.254577554,0.079562842,2.156406936,8.238182506,0.8996833,0.251880249,0.239041614,0.214956445,0.124133328,0.027027027,0.271186441,0.870639535,0.1484375,6.453125,6.3046875,0.184138786,male
+0.211484996,0.053870578,0.232935154,0.160665529,0.25383959,0.093174061,2.284524448,10.18895788,0.903054565,0.248021588,0.248583618,0.211484996,0.123413774,0.023916293,0.231884058,0.646150915,0.171875,5.203125,5.03125,0.119810396,male
+0.20692432,0.053096175,0.22656183,0.164117227,0.244374553,0.080257327,2.907052707,15.20252279,0.90583643,0.290655687,0.238170122,0.20692432,0.130055059,0.031683168,0.2,0.926106771,0.171875,6.03125,5.859375,0.234484848,male
+0.107825211,0.080407475,0.10079058,0.030849453,0.181093356,0.150243902,2.029541637,8.709018071,0.959468064,0.728938577,0.012716569,0.107825211,0.102113993,0.01891253,0.266666667,0.155859375,0.0078125,0.984375,0.9765625,0.263111111,male
+0.115866233,0.081730356,0.099496256,0.040789653,0.187556161,0.146766508,1.885670842,8.933405627,0.966039869,0.759549869,0.006671205,0.115866233,0.103532714,0.018691589,0.246153846,0.136875,0.0078125,0.640625,0.6328125,0.330981775,male
+0.113203353,0.077958396,0.102393617,0.043191489,0.187287234,0.144095745,1.701253766,6.863101923,0.961701718,0.727934716,0.003351064,0.113203353,0.094652835,0.018979834,0.262295082,0.291015625,0.0078125,3.140625,3.1328125,0.150822943,male
+0.085150614,0.079647772,0.06962766,0.014148936,0.130319149,0.116170213,2.883271184,11.89447399,0.927998403,0.599908441,0.005212766,0.085150614,0.109042884,0.02124834,0.275862069,0.335625,0.0078125,4.2890625,4.28125,0.137939615,male
+0.115618688,0.077059979,0.102809266,0.050231641,0.188920651,0.138689009,2.053250584,8.190790788,0.960951615,0.723810082,0.0979793,0.115618688,0.097562195,0.016309888,0.271186441,0.294866071,0.0078125,4.3359375,4.328125,0.109205776,male
+0.113315913,0.077888214,0.104962244,0.043193096,0.181531823,0.138338727,1.398775517,5.024128632,0.965298572,0.738214717,0.00407767,0.113315913,0.099846007,0.019277108,0.235294118,0.328354779,0.0078125,4.5703125,4.5625,0.126933274,male
+0.119213317,0.078285722,0.103415409,0.053820492,0.189483717,0.135663225,1.98550958,8.394248005,0.96288703,0.749296121,0.09807784,0.119213317,0.104030301,0.018244014,0.271186441,0.466974432,0.0078125,4.390625,4.3828125,0.126648841,male
+0.105493079,0.082376205,0.091791614,0.028640407,0.179847522,0.151207116,3.258646166,19.92000339,0.95959068,0.735260017,0.004447268,0.105493079,0.076737057,0.015984016,0.231884058,0.119654605,0.0078125,0.71875,0.7109375,0.250161603,male
+0.108456021,0.079489194,0.10058651,0.035102639,0.180234604,0.145131965,2.213992952,10.44753356,0.958425025,0.721547899,0.006979472,0.108456021,0.10164205,0.017857143,0.275862069,0.135416667,0.0078125,0.625,0.6171875,0.257986739,male
+0.099853981,0.080102053,0.087670851,0.026945607,0.167726639,0.140781032,2.425280561,11.18196148,0.956193498,0.707621896,0.009958159,0.099853981,0.106525451,0.015748031,0.266666667,0.305706522,0.0078125,1.640625,1.6328125,0.247292873,male
+0.145026456,0.084038387,0.144606181,0.095752742,0.220538385,0.124785643,28.45025021,992.9338204,0.937320966,0.676822581,0.0,0.145026456,0.110126869,0.015763547,0.275862069,0.014772727,0.0078125,0.390625,0.3828125,0.037037037,male
+0.138468277,0.08584757,0.134288864,0.068224917,0.222116869,0.153891951,27.28409318,910.9444009,0.937911686,0.665251488,0.0,0.138468277,0.105228296,0.016511868,0.275862069,0.01671875,0.0078125,0.4375,0.4296875,0.042300557,male
+0.09791506,0.085508254,0.078153409,0.017897727,0.190511364,0.172613636,22.78488267,656.4906047,0.927354544,0.628398004,0.0,0.09791506,0.101964494,0.015701668,0.266666667,0.021033654,0.0078125,0.5234375,0.515625,0.052631579,male
+0.136481726,0.079757207,0.133596674,0.07043659,0.202286902,0.131850312,1.599689882,6.490301654,0.967591544,0.755377702,0.144074844,0.136481726,0.112680601,0.017204301,0.262295082,0.394717262,0.0078125,4.8515625,4.84375,0.123452485,male
+0.135724315,0.091042903,0.128635147,0.046458519,0.224049955,0.177591436,22.85102818,611.3035241,0.929760651,0.662276774,0.0,0.135724315,0.092353505,0.016096579,0.271186441,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.105873231,0.08975538,0.097245509,0.015808383,0.189700599,0.173892216,24.26769267,678.3353553,0.906791397,0.612514535,0.0,0.105873231,0.102800059,0.016649324,0.271186441,0.020507813,0.0078125,0.3984375,0.390625,0.067096774,male
+0.112636549,0.085917277,0.103882979,0.024388298,0.196595745,0.172207447,28.20161643,897.422258,0.910823846,0.614424965,0.0,0.112636549,0.105633312,0.015825915,0.271186441,0.018483232,0.0078125,0.4453125,0.4375,0.05,male
+0.116288598,0.089218425,0.106108007,0.023463687,0.205176909,0.181713222,22.55522389,592.1893806,0.903219876,0.597356668,0.0,0.116288598,0.10467605,0.016048144,0.275862069,0.041756466,0.0078125,0.53125,0.5234375,0.134328358,male
+0.11328765,0.084485439,0.104602273,0.023863636,0.196079545,0.172215909,27.10352821,827.5671305,0.878150658,0.542785145,0.0,0.11328765,0.107385958,0.018979834,0.262295082,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.122448465,0.086267943,0.111621622,0.038216216,0.204513514,0.166297297,26.05466401,798.0715316,0.934388269,0.67484413,0.0,0.122448465,0.086613856,0.016194332,0.228571429,0.016958841,0.0078125,0.3828125,0.375,0.05,male
+0.174297912,0.072622833,0.178299845,0.103647604,0.246027821,0.142380216,15.55340374,331.37748,0.925299527,0.523065785,0.059938176,0.174297912,0.089304959,0.015825915,0.246153846,0.164884868,0.0703125,0.828125,0.7578125,0.111582777,male
+0.164973473,0.072853663,0.177029388,0.09274027,0.233963463,0.141223193,17.57498642,410.65573,0.918983572,0.526704407,0.060047657,0.164973473,0.079046324,0.016276704,0.258064516,0.100669643,0.0703125,0.4140625,0.34375,0.092245989,male
+0.165807663,0.06985103,0.176139793,0.097410643,0.221509134,0.124098491,17.68789675,415.8824624,0.919408154,0.51977388,0.060047657,0.165807663,0.076995876,0.016359918,0.262295082,0.087946429,0.0703125,0.53125,0.4609375,0.078763709,male
+0.155057253,0.072210044,0.160893655,0.085326184,0.218945487,0.133619303,19.36406498,453.2396482,0.918570162,0.579548404,0.060053619,0.155057253,0.076254855,0.016563147,0.23880597,0.071824597,0.0703125,0.1171875,0.046875,0.066666667,male
+0.170310011,0.073088435,0.176289708,0.092147395,0.239618806,0.14747141,18.96949871,460.2612499,0.914318502,0.483760291,0.059949174,0.170310011,0.073469975,0.01611279,0.262295082,0.083757267,0.0703125,0.4453125,0.375,0.073412698,male
+0.163180094,0.068044544,0.177170543,0.09998062,0.217189922,0.117209302,21.57970496,598.3926403,0.926462223,0.534101517,0.060096899,0.163180094,0.071791115,0.016376663,0.258064516,0.090460526,0.0703125,0.6953125,0.625,0.054910714,male
+0.161740724,0.071970795,0.166712244,0.091187073,0.229533872,0.138346799,22.49760827,623.5630956,0.915975804,0.532475667,0.06003729,0.161740724,0.077556611,0.016243655,0.253968254,0.085049716,0.0703125,0.6640625,0.59375,0.050795594,male
+0.160984675,0.071163182,0.172530414,0.094695864,0.220389294,0.125693431,22.86886782,602.7161515,0.920156869,0.554992824,0.059951338,0.160984675,0.07147436,0.016276704,0.262295082,0.0703125,0.0703125,0.0703125,0.0,0.0,male
+0.169875811,0.073346074,0.180587768,0.093629865,0.23796664,0.144336775,17.00408866,394.9695064,0.915416541,0.481693506,0.060047657,0.169875811,0.06851771,0.016326531,0.228571429,0.0953125,0.0703125,0.75,0.6796875,0.075726842,male
+0.171829295,0.071932805,0.180107207,0.099058964,0.239642644,0.140583681,19.30579434,514.178305,0.926782342,0.528598978,0.060035736,0.171829295,0.089869829,0.015904573,0.275862069,0.078804348,0.0703125,0.25,0.1796875,0.083091787,male
+0.168957754,0.072075464,0.196720686,0.110772164,0.225014299,0.114242135,2.765167809,16.42982128,0.937551757,0.623611303,0.050181125,0.168957754,0.108794682,0.034707158,0.19047619,1.107142857,0.078125,5.0703125,4.9921875,0.242139707,male
+0.166469398,0.077571464,0.179002933,0.108387097,0.230117302,0.121730205,3.341124012,34.4856255,0.961784275,0.729936599,0.050087977,0.166469398,0.10337593,0.017167382,0.275862069,1.168870192,0.0078125,6.53125,6.5234375,0.272793543,male
+0.147872771,0.087380251,0.17518617,0.064973404,0.221728723,0.156755319,2.390712261,17.94759138,0.966312301,0.759154326,0.050079787,0.147872771,0.093395001,0.02,0.25,1.283770161,0.0078125,5.234375,5.2265625,0.250708726,male
+0.148742418,0.086259927,0.173049853,0.070615836,0.219853372,0.149237537,3.037177358,27.72348312,0.969099012,0.782449104,0.050087977,0.148742418,0.110761256,0.019851117,0.275862069,1.711516204,0.0078125,5.2421875,5.234375,0.356537313,male
+0.138676549,0.088189211,0.156627566,0.050293255,0.213079179,0.162785924,3.892380733,44.07791572,0.966472432,0.769192714,0.050087977,0.138676549,0.107189384,0.024096386,0.275862069,0.715692935,0.0078125,3.609375,3.6015625,0.195950832,male
+0.150704949,0.087127145,0.174299333,0.069666349,0.226081983,0.156415634,2.603950831,22.32889894,0.969287136,0.781729344,0.050181125,0.150704949,0.109991594,0.017259978,0.266666667,1.240953947,0.0078125,5.5625,5.5546875,0.332395687,male
+0.154305636,0.084789505,0.175558511,0.086382979,0.223590426,0.137207447,2.820346526,28.79817065,0.968001539,0.762242968,0.050079787,0.154305636,0.107986273,0.017353579,0.271186441,1.761126894,0.0078125,7.0,6.9921875,0.344098036,male
+0.154811854,0.083201832,0.175923754,0.089090909,0.218211144,0.129120235,3.309896698,30.95627778,0.959747098,0.727326799,0.050087977,0.154811854,0.102819841,0.018120045,0.262295082,1.457932692,0.0078125,4.8125,4.8046875,0.307588076,male
+0.16710528,0.074807149,0.190605854,0.107311096,0.222246426,0.11493533,3.10115379,27.28649751,0.949589534,0.652264978,0.05012934,0.16710528,0.087281373,0.01849711,0.231884058,2.1003125,0.0078125,5.3828125,5.375,0.385312846,male
+0.18881488,0.070484528,0.163710895,0.134110032,0.257648328,0.123538296,2.198545123,10.7834387,0.895110717,0.333552621,0.0,0.18881488,0.090938686,0.015701668,0.262295082,0.118719363,0.0078125,0.3984375,0.390625,0.24,male
+0.134961588,0.062047084,0.111387721,0.088780488,0.189571068,0.10079058,2.317095318,9.072178719,0.93109095,0.560896369,0.104793944,0.134961588,0.086565344,0.016276704,0.275862069,0.329345703,0.0078125,4.265625,4.2578125,0.132782875,male
+0.142010214,0.067119378,0.116300448,0.087421525,0.193991031,0.106569507,3.133692606,15.17880037,0.934549885,0.578405047,0.08396861,0.142010214,0.0885115,0.016666667,0.262295082,0.395148026,0.0078125,4.65625,4.6484375,0.089171669,male
+0.141046606,0.065363307,0.109745763,0.091652542,0.201398305,0.109745763,2.902501486,13.21178034,0.927861079,0.567240661,0.101144068,0.141046606,0.078778277,0.017334778,0.271186441,0.10546875,0.0078125,0.140625,0.1328125,0.14532872,male
+0.146683933,0.066241093,0.120098039,0.096993464,0.216405229,0.119411765,1.935967796,7.154134621,0.934636861,0.575083782,0.09996732,0.146683933,0.112567705,0.021768707,0.275862069,0.569010417,0.0078125,3.6484375,3.640625,0.267362466,male
+0.134105721,0.064398543,0.109854015,0.086180049,0.181727494,0.095547445,2.874535141,13.64845635,0.933988781,0.572280619,0.0856691,0.134105721,0.093559813,0.015732547,0.271186441,0.239583333,0.0078125,3.3828125,3.375,0.093532986,male
+0.137295009,0.065283349,0.112982456,0.086419753,0.190669266,0.104249513,2.916014081,13.82778502,0.933476838,0.572291339,0.083508772,0.137295009,0.108234304,0.03960396,0.271186441,0.663802083,0.078125,4.65625,4.578125,0.180593151,male
+0.141913032,0.064111088,0.117290242,0.090490988,0.204996892,0.114505904,2.762945233,14.43691229,0.932130803,0.54365704,0.083356122,0.141913032,0.095088742,0.018390805,0.228571429,0.747983871,0.0078125,4.203125,4.1953125,0.229949271,male
+0.139332701,0.063610933,0.114607843,0.090816993,0.19879085,0.107973856,2.297272792,9.172248472,0.931106352,0.556354238,0.101797386,0.139332701,0.10551044,0.021563342,0.271186441,0.265269886,0.0078125,3.7578125,3.75,0.053958333,male
+0.134991571,0.063945217,0.107268107,0.087166455,0.188208386,0.101041931,2.634624639,11.23616147,0.932629565,0.572082175,0.083964422,0.134991571,0.084462071,0.016064257,0.258064516,0.233705357,0.0078125,3.3203125,3.3125,0.097214033,male
+0.145020841,0.067298316,0.114684609,0.08901598,0.214062237,0.125046257,2.936318019,17.15356466,0.931458412,0.564359499,0.085719092,0.145020841,0.097881272,0.016309888,0.271186441,0.214192708,0.0078125,3.171875,3.1640625,0.10734243,male
+0.111692076,0.079744523,0.104220183,0.039266055,0.154862385,0.11559633,0.985696262,3.81685608,0.968797286,0.781833953,0.008807339,0.111692076,0.124566869,0.016842105,0.253968254,0.101102941,0.0078125,0.3125,0.3046875,0.291666667,male
+0.13343119,0.075590049,0.13158042,0.070097902,0.19227972,0.122181818,1.344298776,5.315258967,0.965147873,0.764573932,0.112783217,0.13343119,0.122605478,0.016177958,0.225352113,0.119791667,0.0078125,0.59375,0.5859375,0.208627451,male
+0.110682668,0.077645524,0.103733333,0.039466667,0.166933333,0.127466667,1.110100042,4.374227422,0.971211146,0.789684619,0.009066667,0.110682668,0.142061738,0.020434227,0.271186441,0.146484375,0.0078125,0.46875,0.4609375,0.338983051,male
+0.12833735,0.083162523,0.122666667,0.053866667,0.202933333,0.149066667,1.900326868,8.405812241,0.961016401,0.736412517,0.108533333,0.12833735,0.110157455,0.017094017,0.228571429,0.231119792,0.015625,3.5390625,3.5234375,0.099489058,male
+0.133594832,0.077515036,0.126,0.078580645,0.208193548,0.129612903,1.892490538,7.510032646,0.962371818,0.77188137,0.127354839,0.133594832,0.108599869,0.033057851,0.246153846,0.1359375,0.0234375,0.515625,0.4921875,0.338624339,male
+0.128461597,0.077023594,0.12747784,0.062272361,0.178468977,0.116196616,1.404889673,5.848927132,0.975386936,0.822586636,0.127703465,0.128461597,0.127453139,0.015670911,0.275862069,0.118990385,0.0078125,0.53125,0.5234375,0.15920398,male
+0.118850224,0.077088647,0.118975553,0.047916182,0.170477299,0.122561118,1.99946719,8.721391282,0.955490923,0.715341924,0.123538999,0.118850224,0.098098371,0.016806723,0.275862069,0.106770833,0.0234375,0.3125,0.2890625,0.251351351,male
+0.141909368,0.076153546,0.132439479,0.099329609,0.20726257,0.107932961,1.848922005,7.90486582,0.967418559,0.778548657,0.118361266,0.141909368,0.119752213,0.015763547,0.253968254,0.34765625,0.0078125,5.2890625,5.28125,0.119284562,male
+0.113763716,0.076831871,0.109908925,0.036976321,0.179016393,0.142040073,1.935175667,8.230453169,0.95133227,0.677628838,0.106338798,0.113763716,0.114735753,0.016016016,0.258064516,0.1475,0.0078125,1.3828125,1.375,0.091897233,male
+0.150862475,0.074831191,0.139380531,0.115840708,0.219911504,0.104070796,2.856022684,12.28608986,0.919072129,0.609236897,0.143716814,0.150862475,0.12404485,0.025477707,0.23880597,0.1515625,0.015625,0.46875,0.453125,0.155172414,male
+0.137313249,0.077583497,0.152925878,0.079739922,0.200624187,0.120884265,1.84605037,7.072493124,0.946172004,0.658350685,0.015292588,0.137313249,0.085121905,0.016064257,0.202531646,1.655691964,0.0234375,6.078125,6.0546875,0.294491315,male
+0.14452357,0.076059305,0.162253995,0.085248108,0.191690496,0.106442389,1.869411778,6.776297552,0.945549069,0.649529458,0.163666947,0.14452357,0.085836574,0.02165088,0.117647059,0.673233696,0.0078125,1.78125,1.7734375,0.20124149,male
+0.14553057,0.078547345,0.160583431,0.083313886,0.205180863,0.121866978,2.114403473,8.486700443,0.951694605,0.677709792,0.16042007,0.14553057,0.091389336,0.015701668,0.258064516,0.777113971,0.0078125,5.9375,5.9296875,0.099033816,male
+0.138794665,0.074472801,0.152363451,0.081327208,0.19324145,0.111914242,1.879191232,7.298108253,0.966914706,0.763372741,0.178662583,0.138794665,0.094506486,0.01862631,0.271186441,0.970898438,0.0078125,6.359375,6.3515625,0.161663509,male
+0.149095716,0.073902942,0.163917084,0.08726233,0.200943531,0.113681201,3.078939584,18.73997864,0.951966209,0.685155156,0.172923517,0.149095716,0.091532956,0.025316456,0.275862069,0.889229911,0.0078125,5.34375,5.3359375,0.157107391,male
+0.145027257,0.080244027,0.158185208,0.080397763,0.209695463,0.1292977,1.462297427,5.371888054,0.970477511,0.7874034,0.021230578,0.145027257,0.093466964,0.016016016,0.275862069,1.248342803,0.0078125,6.3203125,6.3125,0.291999361,male
+0.149560766,0.076884563,0.173370217,0.090235131,0.196219456,0.105984325,2.389099206,9.538397036,0.943606316,0.63558817,0.182664822,0.149560766,0.088958571,0.017241379,0.235294118,1.149251302,0.0078125,5.859375,5.8515625,0.268479184,male
+0.148974343,0.077394775,0.168856383,0.091595745,0.203297872,0.111702128,1.999175398,8.127694051,0.953168073,0.681603206,0.185239362,0.148974343,0.106672485,0.017204301,0.275862069,0.774739583,0.0078125,5.9375,5.9296875,0.16010345,male
+0.159905387,0.077485227,0.168106734,0.098551461,0.223964422,0.125412961,1.055362758,4.512376153,0.972912436,0.776356557,0.200304956,0.159905387,0.09279642,0.015952144,0.262295082,0.667689732,0.0078125,2.5703125,2.5625,0.264390244,male
+0.146143734,0.07324903,0.162976836,0.088457368,0.195268605,0.106811237,1.732992385,6.252862175,0.953232699,0.664847411,0.181192706,0.146143734,0.091649674,0.018038331,0.258064516,0.845788043,0.0078125,6.109375,6.1015625,0.156180887,male
+0.171766033,0.064629033,0.189385113,0.121877023,0.222459547,0.100582524,1.354595306,4.138927385,0.94529366,0.602793758,0.218532902,0.171766033,0.127429903,0.01760176,0.25,1.107244318,0.0078125,6.015625,6.0078125,0.219598138,male
+0.15350374,0.074293323,0.172014995,0.099194002,0.215707591,0.11651359,1.425215276,5.243746601,0.964783143,0.729355248,0.015613871,0.15350374,0.119785476,0.01953602,0.25,1.44765625,0.109375,6.2890625,6.1796875,0.239696587,male
+0.168304611,0.073633876,0.191779517,0.119088125,0.220455937,0.101367812,1.653817397,6.069665829,0.95399084,0.631996564,0.016862879,0.168304611,0.120378404,0.015920398,0.262295082,1.270625,0.0078125,5.4765625,5.46875,0.282173913,male
+0.149826808,0.079581022,0.153316905,0.091079349,0.220798423,0.129719073,1.607156452,9.131402965,0.974766856,0.793454194,0.017525875,0.149826808,0.119850534,0.017167382,0.266666667,2.027777778,0.0078125,5.5625,5.5546875,0.349246534,male
+0.183792891,0.061166924,0.205020921,0.136290098,0.229037657,0.092747559,1.482752078,5.769632954,0.940100024,0.525316372,0.214002789,0.183792891,0.113753961,0.016546019,0.192771084,1.359375,0.1796875,4.7734375,4.59375,0.303258145,male
+0.149192173,0.083124851,0.153562732,0.083155109,0.21596612,0.132811011,2.491131444,13.63638883,0.962901177,0.73854696,0.015267337,0.149192173,0.121152448,0.016194332,0.253968254,1.591733871,0.34375,5.0078125,4.6640625,0.308269744,male
+0.155399607,0.082614964,0.180441324,0.10110331,0.228044132,0.126940822,2.822129466,13.88079549,0.945885222,0.65057258,0.015446339,0.155399607,0.115707012,0.051118211,0.275862069,1.306581439,0.0078125,4.4453125,4.4375,0.212857792,male
+0.167347485,0.071740285,0.191215075,0.118076673,0.217413905,0.099337232,1.801350047,5.980397506,0.950562571,0.667931487,0.205769981,0.167347485,0.104838601,0.022503516,0.25,1.089133523,0.0546875,4.625,4.5703125,0.228001628,male
+0.166612681,0.0681551,0.187496823,0.117407878,0.213290978,0.0958831,1.805597332,5.822875338,0.931610692,0.555785813,0.183227446,0.166612681,0.093217678,0.017857143,0.25,1.082421875,0.1875,4.515625,4.328125,0.118563557,male
+0.149992574,0.077528741,0.146638773,0.107196653,0.212245467,0.105048815,2.660890555,12.95751146,0.951027522,0.685496283,0.016401674,0.149992574,0.107671949,0.018038331,0.228571429,1.003038194,0.15625,3.9765625,3.8203125,0.220858896,male
+0.173168212,0.068850495,0.1928,0.119733333,0.230133333,0.1104,1.191047676,3.81947059,0.944714591,0.598206362,0.208266667,0.173168212,0.109007947,0.016511868,0.161616162,0.246323529,0.0234375,0.4765625,0.453125,0.341594828,male
+0.177641969,0.059645697,0.174658869,0.124990253,0.228148148,0.103157895,1.184981497,4.167449382,0.939683361,0.508660393,0.122443145,0.177641969,0.120185312,0.018957346,0.271186441,0.663125,0.09375,3.65625,3.5625,0.165427155,male
+0.173184406,0.063167166,0.199938176,0.117712519,0.223956723,0.106244204,3.037254283,16.41718935,0.910843691,0.465366548,0.223523957,0.173184406,0.116418828,0.020304569,0.258064516,0.331845238,0.0078125,0.5546875,0.546875,0.321428571,male
+0.163668455,0.065648322,0.157308663,0.111623213,0.220891505,0.109268293,2.303394092,10.69224076,0.940327118,0.608047363,0.220656013,0.163668455,0.107101023,0.024615385,0.175824176,0.536892361,0.0078125,3.84375,3.8359375,0.168563556,male
+0.185592179,0.061366361,0.205242718,0.128673139,0.237864078,0.109190939,1.245637224,3.901684446,0.924607667,0.409219604,0.211736785,0.185592179,0.117564991,0.015779093,0.271186441,0.384943182,0.1171875,0.6015625,0.484375,0.358064516,male
+0.163194494,0.067450939,0.188192033,0.102962206,0.212502554,0.109540347,2.278882383,9.287995508,0.927514706,0.554522454,0.211930541,0.163194494,0.103155717,0.032193159,0.25,0.409855769,0.0078125,0.5859375,0.578125,0.264127764,male
+0.174940014,0.061581331,0.197176196,0.115495916,0.221190198,0.105694282,1.729981016,6.581619076,0.927651012,0.46242531,0.215145858,0.174940014,0.111500811,0.018518519,0.275862069,0.387939453,0.0078125,0.9140625,0.90625,0.216666667,male
+0.177702059,0.061281506,0.205483871,0.120498534,0.221495601,0.100997067,2.814455445,13.80188867,0.914835424,0.467147052,0.213284457,0.177702059,0.110489616,0.03652968,0.258064516,0.458125,0.0078125,3.53125,3.5234375,0.146895787,male
+0.18863689,0.064048348,0.21029106,0.125738046,0.23997921,0.114241164,1.444444045,4.918713886,0.925362829,0.445585633,0.115405405,0.18863689,0.1162977,0.021108179,0.25,0.65234375,0.0078125,6.015625,6.0078125,0.12536724,male
+0.178219896,0.064001821,0.19995028,0.12007458,0.227097576,0.107022996,1.612146063,5.533729941,0.934315539,0.535275982,0.214568055,0.178219896,0.113219253,0.017148982,0.253968254,0.816271552,0.09375,4.0390625,3.9453125,0.29428789,male
+0.174805537,0.061148638,0.19820711,0.117063369,0.223307573,0.106244204,2.522160576,11.76218788,0.920325779,0.480293649,0.223307573,0.174805537,0.105127842,0.015779093,0.231884058,0.493489583,0.0078125,2.765625,2.7578125,0.204581845,male
+0.09942441,0.071471619,0.084162896,0.042171946,0.135022624,0.092850679,1.948179931,12.95779001,0.954684294,0.670204595,0.0,0.09942441,0.105464546,0.018018018,0.266666667,0.066189236,0.0078125,0.515625,0.5078125,0.118881119,male
+0.124061766,0.080143375,0.114922118,0.05364486,0.208255452,0.154610592,3.532720936,26.67836872,0.944929221,0.656899326,0.0,0.124061766,0.116307881,0.016528926,0.262295082,0.096643519,0.0078125,0.3984375,0.390625,0.252,male
+0.116339979,0.077253787,0.107735471,0.045731463,0.195270541,0.149539078,2.775974791,16.44902919,0.946289955,0.658517761,0.0,0.116339979,0.118942818,0.019253911,0.271186441,0.16640625,0.0078125,1.328125,1.3203125,0.122391778,male
+0.128032883,0.074462163,0.112872444,0.084790652,0.203661149,0.118870497,3.851645628,25.18955968,0.935119233,0.642840384,0.0,0.128032883,0.102381648,0.015857284,0.228571429,0.07625,0.0078125,0.140625,0.1328125,0.483375959,male
+0.124882635,0.077807833,0.11388764,0.068898876,0.201033708,0.132134831,3.990390206,24.36069601,0.927986557,0.617385527,0.0,0.124882635,0.116250896,0.017410229,0.258064516,0.149414063,0.0078125,0.734375,0.7265625,0.198156682,male
+0.136521092,0.078629766,0.119756469,0.101217656,0.220334855,0.119117199,4.536263157,38.88305114,0.917040485,0.542516941,0.0,0.136521092,0.119859246,0.016546019,0.266666667,0.104352679,0.0078125,0.234375,0.2265625,0.200265252,male
+0.213732372,0.057704739,0.242573267,0.141701215,0.257984274,0.116283059,2.113598278,7.890926985,0.859712348,0.084934364,0.248977841,0.213732372,0.133667303,0.028318584,0.253968254,0.818125,0.1328125,4.1640625,4.03125,0.22905131,male
+0.120882625,0.081620123,0.115071225,0.044273504,0.205612536,0.161339031,3.457742134,26.3500262,0.941614425,0.63171897,0.0,0.120882625,0.115930282,0.01992528,0.266666667,0.223958333,0.0078125,4.2578125,4.25,0.08959695,male
+0.130656208,0.079523002,0.117447884,0.070574858,0.213493367,0.142918509,3.579991668,31.67642727,0.954050584,0.692132537,0.0,0.130656208,0.115236925,0.017738359,0.266666667,0.086588542,0.0078125,0.265625,0.2578125,0.245179063,male
+0.141769238,0.076514177,0.119600333,0.101415487,0.220316403,0.118900916,3.38019398,19.68309473,0.926781789,0.588819053,0.0,0.141769238,0.116389636,0.017486339,0.258064516,0.08130787,0.0078125,0.15625,0.1484375,0.412280702,male
+0.110820255,0.07953962,0.106411483,0.038086124,0.174354067,0.136267943,4.117440066,45.70993737,0.953606226,0.691743565,0.0,0.110820255,0.127758009,0.015763547,0.271186441,0.211160714,0.0078125,3.765625,3.7578125,0.086373086,male
+0.11342045,0.080005534,0.107823729,0.040433898,0.1904,0.149966102,2.621060727,18.73132918,0.952339871,0.671153449,0.0,0.11342045,0.104196607,0.016194332,0.231884058,0.098606419,0.0078125,0.390625,0.3828125,0.174344023,male
+0.117323088,0.07819531,0.108296593,0.047134269,0.19246493,0.145330661,2.573537917,14.18527364,0.945117563,0.651739467,0.0,0.117323088,0.114502957,0.015920398,0.266666667,0.07890625,0.0078125,0.25,0.2421875,0.261859583,male
+0.122911112,0.07486789,0.111445967,0.067762557,0.201156773,0.133394216,3.938108185,27.45937034,0.932399363,0.611826542,0.0,0.122911112,0.121770478,0.016666667,0.275862069,0.129734848,0.0078125,1.1953125,1.1875,0.087860781,male
+0.122217801,0.079697128,0.110030321,0.05637356,0.205967253,0.149593693,2.587157185,16.49721156,0.96336505,0.745817969,0.0,0.122217801,0.124953945,0.017877095,0.275862069,0.100097656,0.0078125,0.359375,0.3515625,0.198467433,male
+0.120109581,0.084088004,0.109829457,0.039286822,0.203379845,0.164093023,2.816410636,25.2075847,0.968448095,0.777627361,0.0,0.120109581,0.105699612,0.015686275,0.25,0.10474537,0.0078125,0.453125,0.4453125,0.211929825,male
+0.130000829,0.079187198,0.114992026,0.071897927,0.212121212,0.140223285,3.749082009,30.22847425,0.934367241,0.614026377,0.0,0.130000829,0.111934436,0.015888779,0.246153846,0.10619213,0.0078125,0.6796875,0.671875,0.167846309,male
+0.122232696,0.07466914,0.114742857,0.064685714,0.180571429,0.115885714,4.227553035,36.84368358,0.95306717,0.724310511,0.0,0.122232696,0.103553279,0.016771488,0.262295082,0.077008929,0.0078125,0.6328125,0.625,0.152403846,male
+0.110310689,0.077134252,0.103959218,0.041869159,0.167952421,0.126083263,3.244933431,27.78840232,0.954058516,0.696183623,0.0,0.110310689,0.092951583,0.01750547,0.275862069,0.074074074,0.0078125,0.34375,0.3359375,0.194418605,male
+0.108406689,0.069611044,0.107802875,0.047720739,0.147474333,0.099753593,2.379756011,15.81480244,0.958235927,0.719182718,0.0,0.108406689,0.1068484,0.022695035,0.275862069,0.09453125,0.0078125,0.8125,0.8046875,0.138619202,male
+0.125249217,0.092349531,0.127600897,0.019147982,0.203878924,0.184730942,33.56633753,1193.434066,0.829816347,0.515829835,0.0,0.125249217,0.102682997,0.016842105,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.118448743,0.08571264,0.107587169,0.028117155,0.195648536,0.167531381,29.67927591,941.7566549,0.826639357,0.49297398,0.0,0.118448743,0.093241236,0.016859852,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.13752338,0.088724769,0.137785888,0.086861314,0.216982968,0.130121655,31.95145884,1087.76727,0.864396267,0.544185217,0.0,0.13752338,0.090139595,0.016427105,0.228571429,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.12000782,0.086558579,0.12375817,0.011895425,0.195130719,0.183235294,27.72204554,815.8370015,0.82468527,0.504158848,0.0,0.12000782,0.078679259,0.016326531,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.124189517,0.088595688,0.124303988,0.030970655,0.200571859,0.169601204,28.8305722,883.5946066,0.835282401,0.509976406,0.0,0.124189517,0.084082999,0.019300362,0.225352113,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.134334619,0.088072012,0.142258065,0.05973607,0.203225806,0.143489736,28.84865624,892.2481834,0.875222913,0.581753803,0.0,0.134334619,0.097809228,0.016546019,0.231884058,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.12662555,0.08827796,0.128531685,0.049551777,0.204482226,0.154930448,28.2749539,853.2982484,0.847262668,0.53517008,0.0,0.12662555,0.089230053,0.016293279,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.130311596,0.084917584,0.128418491,0.079537713,0.205060827,0.125523114,31.72346442,1077.206855,0.847654213,0.49997979,0.0,0.130311596,0.10547396,0.01953602,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.131091216,0.087340508,0.130686071,0.065051975,0.209126819,0.144074844,34.53748756,1271.353628,0.853331742,0.529941125,0.0,0.131091216,0.097032068,0.020915033,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.11251649,0.089503769,0.109826353,0.000286006,0.186475996,0.18618999,24.70622585,649.5772153,0.802273544,0.468390074,0.0,0.11251649,0.075519406,0.016096579,0.262295082,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.22438235,0.048546691,0.24061706,0.220671506,0.255480944,0.034809437,3.095412516,15.07687373,0.858363057,0.130448919,0.234900181,0.22438235,0.138001752,0.03187251,0.275862069,0.897865854,0.0078125,5.734375,5.7265625,0.176653724,male
+0.221101809,0.047604076,0.239374326,0.216720604,0.250550162,0.033829558,3.324166963,15.29987339,0.848937055,0.12698946,0.250097087,0.221101809,0.116978002,0.025764895,0.262295082,0.457868304,0.2421875,2.03125,1.7890625,0.084481021,male
+0.219193733,0.046844572,0.235480125,0.211719518,0.248485931,0.036766414,4.030289355,25.71328494,0.860989325,0.139623559,0.234479678,0.219193733,0.118713194,0.015640274,0.219178082,0.6875,0.2421875,4.7734375,4.53125,0.125221675,male
+0.22018978,0.049785082,0.235845641,0.205164364,0.253987613,0.048823249,3.141334472,14.6076631,0.866145361,0.140360755,0.232110529,0.22018978,0.127353312,0.01849711,0.253968254,0.831473214,0.2421875,4.6640625,4.421875,0.174469965,male
+0.225582198,0.046058641,0.241209456,0.226739967,0.25059923,0.023859263,3.577312385,18.39150717,0.84624025,0.119672877,0.241671248,0.225582198,0.126859663,0.054982818,0.266666667,0.3459375,0.2421875,1.2890625,1.046875,0.080467229,male
+0.223091747,0.044697106,0.236453488,0.226550388,0.248391473,0.021841085,4.960312511,34.50177775,0.835676808,0.117215642,0.23496124,0.223091747,0.125254632,0.045325779,0.258064516,0.410984848,0.21875,2.7734375,2.5546875,0.083456644,male
+0.222858593,0.047352769,0.237046212,0.219171034,0.250919485,0.031748452,3.908290301,21.42038922,0.853146542,0.188841151,0.237179609,0.222858593,0.126727961,0.016546019,0.266666667,0.627441406,0.2421875,5.0234375,4.78125,0.107244009,male
+0.225012418,0.048523981,0.238648766,0.222156778,0.257202252,0.035045474,3.623090009,21.44289799,0.858114077,0.129618171,0.23585968,0.225012418,0.121583422,0.019300362,0.271186441,1.095748547,0.2421875,4.828125,4.5859375,0.134457971,male
+0.220832089,0.044108538,0.235691879,0.219979087,0.247500871,0.027521785,3.81424386,20.60270932,0.849700671,0.137674822,0.234227954,0.220832089,0.110793747,0.017877095,0.25,0.986037234,0.2421875,6.5859375,6.34375,0.135384013,male
+0.221884893,0.047789168,0.239975669,0.214257908,0.250875912,0.036618005,3.041839591,13.07360831,0.855783559,0.137412173,0.235888078,0.221884893,0.124419922,0.021828104,0.242424242,0.402698864,0.015625,1.3203125,1.3046875,0.118562874,male
+0.146479688,0.071869843,0.166353614,0.092609228,0.196651695,0.104042466,2.633711343,12.16731583,0.947230931,0.643325025,0.185904451,0.146479688,0.094742647,0.018890201,0.262295082,0.90625,0.0078125,3.765625,3.7578125,0.319623972,male
+0.15039608,0.074238771,0.130550964,0.105,0.21915978,0.11415978,2.17170937,9.327742629,0.948531597,0.631099605,0.117438017,0.15039608,0.115597788,0.018058691,0.271186441,0.806295956,0.0234375,4.2890625,4.265625,0.1497558,male
+0.140897429,0.073719202,0.129846583,0.089818689,0.19818689,0.108368201,1.916410664,7.175045953,0.946764592,0.649325974,0.017182706,0.140897429,0.0979793,0.02359882,0.219178082,0.158717105,0.0078125,0.4921875,0.484375,0.301971326,male
+0.143251918,0.070689001,0.152661123,0.092848233,0.20024948,0.107401247,2.066931005,7.486753234,0.944217823,0.639475999,0.097505198,0.143251918,0.118827792,0.049230769,0.275862069,0.293945313,0.0078125,3.859375,3.8515625,0.093306288,male
+0.142018091,0.071382893,0.139774557,0.094235105,0.202898551,0.108663446,2.46217163,10.41143717,0.940601566,0.613984505,0.017133655,0.142018091,0.10893172,0.016460905,0.275862069,0.247944079,0.0078125,4.75,4.7421875,0.070971993,male
+0.145987971,0.073631192,0.145920191,0.093555688,0.210125074,0.116569387,1.513061327,5.348317833,0.956193881,0.683322604,0.017176891,0.145987971,0.116721308,0.015857284,0.266666667,0.117466518,0.0078125,0.6015625,0.59375,0.256864989,male
+0.14000801,0.072243679,0.128728121,0.089848308,0.200770128,0.11092182,1.78669007,6.733727109,0.952816529,0.673342153,0.091971995,0.14000801,0.118013237,0.015952144,0.275862069,0.121504934,0.0078125,0.6484375,0.640625,0.288490854,male
+0.138607883,0.071198956,0.128557392,0.09204109,0.196462707,0.104421617,2.630463506,12.24026264,0.94728992,0.654942129,0.09504243,0.138607883,0.104231424,0.015794669,0.266666667,0.371651786,0.0078125,3.96875,3.9609375,0.099261502,male
+0.143060223,0.071636636,0.164344926,0.092177227,0.195292997,0.103115769,2.287803742,9.175746369,0.935944115,0.583080112,0.09671272,0.143060223,0.098502253,0.016842105,0.262295082,0.479724702,0.0078125,4.8515625,4.84375,0.160528674,male
+0.151400509,0.075804943,0.1540069,0.096461311,0.215830458,0.119369147,1.394139144,5.701461595,0.964540333,0.729505064,0.017111878,0.151400509,0.104354191,0.030245747,0.275862069,0.652901786,0.0078125,4.171875,4.1640625,0.221388368,male
+0.166702184,0.072070276,0.186952527,0.110342011,0.230832057,0.120490046,3.449502493,39.03271604,0.935527309,0.539779137,0.0,0.166702184,0.114927321,0.025,0.275862069,0.444475446,0.0078125,2.046875,2.0390625,0.117088123,male
+0.163451395,0.074010288,0.195102356,0.105337968,0.222464272,0.117126304,5.228185007,81.21101329,0.930444487,0.536714563,0.0,0.163451395,0.108934973,0.018223235,0.222222222,0.52578125,0.0078125,3.6328125,3.625,0.116946461,male
+0.159683888,0.072785194,0.177932655,0.101409554,0.216742365,0.115332811,12.52591613,345.2215043,0.952796544,0.655374086,0.0,0.159683888,0.12324008,0.03125,0.253968254,0.569711538,0.0078125,4.6328125,4.625,0.186655405,male
+0.16678335,0.071761883,0.186666667,0.102691293,0.221266491,0.118575198,5.63401434,95.03030341,0.942253472,0.58029169,0.0,0.16678335,0.108613476,0.016293279,0.246153846,0.383820565,0.0078125,3.421875,3.4140625,0.150061609,male
+0.165367602,0.07497721,0.190579268,0.105960366,0.226432927,0.120472561,12.13891846,328.1959818,0.946306329,0.620250272,0.0,0.165367602,0.118108982,0.03125,0.262295082,0.523026316,0.0078125,3.515625,3.5078125,0.186525612,male
+0.167167998,0.071987313,0.18870252,0.106461076,0.218819105,0.112358029,7.283484449,153.0576919,0.94534721,0.599840377,0.0,0.167167998,0.108212247,0.020592021,0.258064516,0.560763889,0.0078125,5.4453125,5.4375,0.121942234,male
+0.165822739,0.076977674,0.18206278,0.107825112,0.230403587,0.122578475,8.389657793,181.1362434,0.962936681,0.710751698,0.0,0.165822739,0.129391732,0.017758047,0.246153846,0.755580357,0.0078125,4.8359375,4.828125,0.27079288,male
+0.169675292,0.073016831,0.194775785,0.114103139,0.233071749,0.11896861,5.578929862,68.28894564,0.913464412,0.530060908,0.0,0.169675292,0.122059316,0.043360434,0.246153846,0.213541667,0.0078125,0.5390625,0.53125,0.424509804,male
+0.165044969,0.076172911,0.1816081,0.106229899,0.225634306,0.119404407,9.609349033,205.8400121,0.942460758,0.621669653,0.0,0.165044969,0.102041517,0.026058632,0.23880597,0.435444079,0.0078125,4.7265625,4.71875,0.099130795,male
+0.167060104,0.073204401,0.191198347,0.107603306,0.223980716,0.11637741,8.69722979,203.8812346,0.948291568,0.61963021,0.0,0.167060104,0.116107582,0.015841584,0.271186441,0.649414063,0.0078125,3.6015625,3.59375,0.217073171,male
+0.169344454,0.068844085,0.151482318,0.118404816,0.232806622,0.114401806,1.816953055,7.74139919,0.948781431,0.584807229,0.135048909,0.169344454,0.113350423,0.020618557,0.225352113,0.447328629,0.078125,3.453125,3.375,0.142669753,male
+0.161393393,0.066491136,0.165620915,0.118496732,0.213202614,0.094705882,1.328245182,4.741379125,0.960267611,0.66671474,0.175228758,0.161393393,0.115719958,0.018223235,0.23880597,1.0003125,0.0625,6.0546875,5.9921875,0.20588402,male
+0.176991992,0.058681185,0.165128205,0.134201183,0.234990138,0.100788955,1.252888887,4.247630996,0.928120911,0.449682751,0.139171598,0.176991992,0.136280508,0.017563117,0.23880597,0.168526786,0.0078125,0.3046875,0.296875,0.290789474,male
+0.171409391,0.062124503,0.151873767,0.12122288,0.229191321,0.107968442,1.168743847,3.503150785,0.929481403,0.470956661,0.140276134,0.171409391,0.129018187,0.016145308,0.271186441,0.448601974,0.0078125,5.421875,5.4140625,0.131907308,male
+0.075700986,0.089598687,0.029361296,0.002402288,0.139065777,0.136663489,11.66990546,166.2604408,0.812498943,0.411128477,0.000800763,0.075700986,0.106944051,0.016194332,0.262295082,0.105872845,0.0078125,1.484375,1.4765625,0.119803477,male
+0.048254075,0.070167421,0.01579031,0.008228753,0.058268467,0.050039714,3.28919944,12.90625061,0.830441038,0.300591895,0.060047657,0.048254075,0.100127496,0.016718913,0.275862069,0.183363971,0.0078125,4.8828125,4.875,0.069911859,male
+0.059645487,0.072836543,0.026994681,0.00837766,0.075957447,0.067579787,5.638914117,43.9541471,0.872789101,0.418733128,0.001303191,0.059645487,0.104004298,0.015779093,0.266666667,0.246760671,0.0078125,5.0703125,5.0625,0.08742284,male
+0.0974639,0.093730583,0.060057197,0.008808389,0.159351764,0.150543375,10.81268101,148.8170307,0.878622238,0.533373241,0.060057197,0.0974639,0.089682102,0.01621074,0.275862069,0.292295259,0.0078125,5.0546875,5.046875,0.105926581,male
+0.062182312,0.087889404,0.010974576,0.001779661,0.117457627,0.115677966,9.61220809,114.8035005,0.786650359,0.329569856,0.000889831,0.062182312,0.099776155,0.017112299,0.258064516,0.095552885,0.0078125,1.4140625,1.40625,0.105777778,male
+0.080571283,0.091954283,0.029364407,0.005338983,0.148305085,0.142966102,6.824623798,58.0389033,0.84985313,0.438149432,0.000889831,0.080571283,0.092097775,0.015748031,0.25,0.030949519,0.0078125,0.328125,0.3203125,0.101463415,male
+0.079368866,0.088650147,0.04097561,0.002119428,0.143650126,0.141530698,9.013217441,92.76669548,0.83421321,0.450204576,0.001412952,0.079368866,0.095733413,0.016194332,0.25,0.232717803,0.0078125,6.3203125,6.3125,0.065555384,male
+0.084806545,0.090035605,0.059667897,0.003357934,0.148523985,0.145166052,9.784335379,110.7485947,0.846837169,0.488359145,0.000774908,0.084806545,0.094070741,0.016260163,0.25,0.233072917,0.0078125,3.203125,3.1953125,0.127982464,male
+0.213732372,0.057704739,0.242573267,0.141701215,0.257984274,0.116283059,2.113598278,7.890926985,0.859712348,0.084934364,0.248977841,0.213732372,0.133667303,0.028318584,0.253968254,0.818125,0.1328125,4.1640625,4.03125,0.22905131,male
+0.199320526,0.052499212,0.184210526,0.152323049,0.25814882,0.105825771,2.311425854,8.848103014,0.882883701,0.089739565,0.275299456,0.199320526,0.134526931,0.015763547,0.205128205,1.1734375,0.0078125,5.34375,5.3359375,0.15609866,male
+0.198693672,0.04665576,0.199560278,0.162828875,0.243165995,0.08033712,1.653871181,6.454288403,0.909938646,0.102731575,0.164880909,0.198693672,0.147039824,0.055944056,0.25,0.818164063,0.0078125,5.5078125,5.5,0.168689738,male
+0.201900172,0.048560886,0.193804558,0.156925454,0.251232136,0.094306682,1.064003992,3.522946605,0.915008943,0.105182709,0.154438007,0.201900172,0.149085989,0.018957346,0.253968254,0.971494932,0.1640625,5.546875,5.3828125,0.159401431,male
+0.203616686,0.053489372,0.191433927,0.156401125,0.258350515,0.101949391,1.943400425,7.361718054,0.890803705,0.094455102,0.258481724,0.203616686,0.14223686,0.030131827,0.25,1.185388514,0.0078125,5.4921875,5.484375,0.245057412,male
+0.20963196,0.049309683,0.215836112,0.168213435,0.255855169,0.087641734,1.717957421,6.923457398,0.905173969,0.096346576,0.277598857,0.20963196,0.141019807,0.024205749,0.242424242,0.462357955,0.0078125,3.390625,3.3828125,0.069045154,male
+0.208580698,0.041746994,0.213346476,0.183952686,0.232114342,0.048161656,2.102108155,7.815456898,0.890013557,0.080963443,0.222040414,0.208580698,0.172846703,0.019950125,0.262295082,0.555921053,0.21875,3.84375,3.625,0.022167488,male
+0.195322903,0.057680292,0.19885626,0.157527048,0.242565688,0.08503864,3.141471766,27.31026393,0.906540927,0.241944707,0.0,0.195322903,0.123181451,0.016666667,0.271186441,0.241210938,0.0078125,0.578125,0.5703125,0.361187215,male
+0.19320469,0.056826911,0.196949153,0.145932203,0.237288136,0.091355932,1.93774517,9.373750623,0.914532655,0.226079366,0.0,0.19320469,0.129796719,0.04494382,0.235294118,0.407738095,0.0078125,2.90625,2.8984375,0.142722372,male
+0.199662153,0.061042119,0.202367021,0.140744681,0.260079787,0.119335106,2.952942054,15.73290654,0.892991938,0.194141133,0.0,0.199662153,0.113574337,0.034632035,0.266666667,0.253125,0.0078125,0.5390625,0.53125,0.304367201,male
+0.196417513,0.057497522,0.196041056,0.142463343,0.252492669,0.110029326,2.610695393,13.26162699,0.893887555,0.184080579,0.0,0.196417513,0.132980469,0.03125,0.246153846,0.249495968,0.0078125,0.5546875,0.546875,0.310714286,male
+0.20639286,0.05319705,0.205051628,0.188149325,0.250420969,0.062271644,2.101238315,7.824207414,0.885104846,0.181529491,0.0,0.20639286,0.114972379,0.027923211,0.25,0.251674107,0.0078125,0.4375,0.4296875,0.353535354,male
+0.197425728,0.054829339,0.196186845,0.156415634,0.241830315,0.085414681,2.336614166,9.988686583,0.894156702,0.17896293,0.0,0.197425728,0.136302006,0.043835616,0.271186441,0.283967391,0.0078125,0.578125,0.5703125,0.305728518,male
+0.205080371,0.056944091,0.205653595,0.159444444,0.259411765,0.09996732,2.600530253,12.247008,0.888146901,0.1787776,0.0,0.205080371,0.116404726,0.017957351,0.266666667,0.357291667,0.0078125,3.5859375,3.578125,0.107363349,male
+0.16138577,0.062619751,0.167879656,0.107507163,0.214212034,0.106704871,3.682161028,18.42016769,0.897276029,0.482137598,0.10730659,0.16138577,0.114009542,0.042735043,0.27027027,0.551535866,0.004882813,0.7421875,0.737304688,0.337748344,male
+0.154383414,0.061259933,0.162139037,0.100534759,0.202780749,0.102245989,3.503029366,17.23363183,0.896993323,0.468228342,0.100748663,0.154383414,0.103079486,0.034482759,0.27027027,0.48781622,0.004882813,0.776367188,0.771484375,0.322451699,male
+0.152650891,0.061781123,0.155018755,0.099144786,0.202490623,0.103345836,2.686370167,10.96968771,0.913228734,0.507183416,0.101245311,0.152650891,0.093289736,0.04784689,0.15625,0.44921875,0.078125,0.64453125,0.56640625,0.609913793,male
+0.15660551,0.060294839,0.166609775,0.102094647,0.206361521,0.104266874,3.437858707,17.62566676,0.898750555,0.466106095,0.10231187,0.15660551,0.101872414,0.013020833,0.23255814,0.552423651,0.092773438,0.7421875,0.649414063,0.215896885,male
+0.157601085,0.061523284,0.155398994,0.103867721,0.206930266,0.103062545,2.080085396,7.69651162,0.933424082,0.549759402,0.200086269,0.157601085,0.109530652,0.014204545,0.243902439,1.152980639,0.458984375,3.969726563,3.510742188,0.361348434,male
+0.15701328,0.061556024,0.155118343,0.103343195,0.20647929,0.103136095,2.641513547,12.9421506,0.924993428,0.520469384,0.103136095,0.15701328,0.098984086,0.033670034,0.222222222,1.016438802,0.107421875,3.266601563,3.159179688,0.534775889,male
+0.155076464,0.060755109,0.146196549,0.103555889,0.204381095,0.100825206,2.569240712,12.00696859,0.933405768,0.542239113,0.099354839,0.155076464,0.102147539,0.015625,0.277777778,1.064675071,0.092773438,3.159179688,3.06640625,0.468789809,male
+0.154977717,0.061426166,0.145941921,0.103827252,0.206612063,0.10278481,2.932944153,13.25338349,0.920615754,0.527570745,0.103827252,0.154977717,0.105191975,0.034246575,0.263157895,1.205124628,0.107421875,3.247070313,3.139648438,0.473907033,male
+0.15321848,0.060856473,0.163137852,0.098948972,0.200456969,0.101507997,4.147505771,23.80692794,0.895638538,0.480388647,0.200456969,0.15321848,0.097749411,0.036101083,0.212765957,0.692894345,0.205078125,3.916015625,3.7109375,0.140789474,male
+0.152132514,0.061716322,0.155669349,0.098931968,0.201141185,0.102209217,3.131853033,15.6447484,0.91575117,0.520397681,0.096678859,0.152132514,0.090285382,0.046511628,0.113636364,0.52657278,0.078125,0.727539063,0.649414063,0.366272825,male
+0.154433826,0.061416473,0.166398764,0.098670788,0.202102009,0.103431221,3.019967899,12.75884233,0.89721446,0.459831332,0.099536321,0.154433826,0.094672745,0.014204545,0.103092784,0.524773849,0.205078125,0.708007813,0.502929688,0.306148867,male
+0.156930643,0.060937993,0.177814871,0.100273141,0.206069803,0.105796662,2.946360341,14.39496697,0.907679276,0.479164091,0.095811836,0.156930643,0.097638658,0.037037037,0.108695652,0.458519345,0.09765625,0.698242188,0.600585938,0.377597109,male
+0.158180584,0.061390998,0.1632287,0.104424514,0.208011958,0.103587444,3.80554781,22.43578782,0.901839654,0.479235893,0.102331839,0.158180584,0.10542532,0.025575448,0.243902439,0.618489583,0.102539063,3.88671875,3.784179688,0.236487455,male
+0.153900317,0.063619229,0.151245394,0.098629329,0.203655122,0.105025792,2.588324158,11.01607587,0.926634994,0.537051055,0.198084009,0.153900317,0.102589866,0.026525199,0.27027027,0.633480674,0.092773438,2.875976563,2.783203125,0.185338346,male
+0.153904875,0.061881884,0.15780655,0.100441736,0.203229246,0.10278751,3.094404303,14.99862322,0.915279297,0.506675182,0.098309216,0.153904875,0.105293312,0.033898305,0.238095238,0.73187934,0.09765625,3.544921875,3.447265625,0.270102419,male
+0.154345078,0.06185847,0.15824274,0.100908414,0.205361132,0.104452718,2.791509441,13.05849199,0.920559292,0.524902077,0.103827252,0.154345078,0.100617265,0.049751244,0.277777778,0.735762747,0.107421875,3.569335938,3.461914063,0.269393512,male
+0.160862182,0.060496388,0.179160839,0.105538462,0.209706294,0.104167832,3.780400913,20.56588341,0.884453203,0.424227915,0.103384615,0.160862182,0.109945814,0.1,0.277777778,0.366675967,0.107421875,0.649414063,0.541992188,0.543190249,male
+0.158373857,0.061827119,0.177914479,0.102295574,0.206901725,0.104606152,3.108912025,15.54736977,0.916286955,0.510424333,0.102925731,0.158373857,0.109042648,0.01984127,0.256410256,0.455433239,0.078125,0.747070313,0.668945313,0.328832117,male
+0.154637161,0.060653573,0.164263804,0.100705521,0.202484663,0.101779141,3.455839059,16.28337965,0.895792434,0.471312252,0.197116564,0.154637161,0.102157537,0.084033613,0.181818182,0.413876488,0.09765625,0.610351563,0.512695313,0.63358396,male
+0.158008678,0.061590839,0.177003922,0.101898039,0.208847059,0.10694902,2.524324064,9.489747659,0.906573921,0.477634277,0.103435294,0.158008678,0.103889887,0.05,0.243902439,0.544433594,0.102539063,0.7421875,0.639648438,0.328244275,male
+0.158993749,0.061618987,0.17784375,0.10390625,0.20846875,0.1045625,3.128039563,15.6191178,0.90823306,0.483817865,0.20715625,0.158993749,0.110349557,0.011160714,0.27027027,0.415039063,0.09765625,0.756835938,0.659179688,0.384832451,male
+0.166103114,0.063618611,0.187313318,0.103679754,0.210377213,0.10669746,2.738827219,12.10329657,0.911916785,0.47335547,0.096135489,0.166103114,0.097767958,0.01953125,0.263157895,0.369140625,0.112304688,0.600585938,0.48828125,0.38,male
+0.162390897,0.061696543,0.184511162,0.103679754,0.210808314,0.10712856,2.682338274,10.66114508,0.906472888,0.470657879,0.104326405,0.162390897,0.105013553,0.049751244,0.27027027,0.322779605,0.004882813,0.610351563,0.60546875,0.420430108,male
+0.164086018,0.061908925,0.187246377,0.10647343,0.21352657,0.10705314,3.524594086,18.11645421,0.885641137,0.427439731,0.103574879,0.164086018,0.111861049,0.051546392,0.27027027,0.321044922,0.107421875,0.6640625,0.556640625,0.481658692,male
+0.158466257,0.062491425,0.172224788,0.101308699,0.206497306,0.105188607,2.716861392,11.97158776,0.918321245,0.509724642,0.101308699,0.158466257,0.091152277,0.01953125,0.196078431,0.472861842,0.01953125,0.703125,0.68359375,0.435714286,male
+0.161176008,0.060802897,0.183592157,0.102776471,0.207529412,0.104752941,2.751018054,11.13179287,0.900796125,0.446516824,0.200501961,0.161176008,0.101788259,0.01953125,0.204081633,0.327370384,0.092773438,0.64453125,0.551757813,0.493889591,male
+0.158300109,0.062437372,0.175270479,0.101267388,0.206646059,0.105378671,2.525393575,9.820359858,0.913988193,0.489085678,0.101916538,0.158300109,0.088531087,0.034246575,0.14084507,0.504985609,0.107421875,0.712890625,0.60546875,0.467204301,male
+0.152752795,0.062387102,0.142040816,0.104081633,0.207755102,0.103673469,3.574364068,17.66441614,0.898460224,0.494613001,0.103469388,0.152752795,0.097181305,0.035087719,0.114942529,0.609188988,0.004882813,2.724609375,2.719726563,0.289547177,male
+0.147733874,0.065073233,0.128972243,0.096414104,0.19891973,0.102505626,3.425146087,17.81920219,0.913546921,0.531077311,0.092843211,0.147733874,0.100199952,0.01953125,0.204081633,0.628773082,0.043945313,3.359375,3.315429688,0.219955817,male
+0.145859237,0.066708023,0.12540135,0.094103526,0.196819205,0.102715679,3.312672477,18.95662069,0.93425422,0.594270311,0.092003001,0.145859237,0.108183381,0.02016129,0.277777778,0.353422619,0.073242188,0.747070313,0.673828125,0.389694042,male
+0.149611775,0.06178146,0.134631902,0.100276074,0.203558282,0.103282209,2.733428279,11.7899101,0.91829138,0.538131084,0.102208589,0.149611775,0.099571374,0.026041667,0.277777778,0.495990954,0.004882813,3.4765625,3.471679688,0.187998125,male
+0.1554347,0.061933541,0.148014134,0.104282686,0.208169611,0.103886926,3.333764315,16.5224597,0.913725523,0.525020709,0.102897527,0.1554347,0.108236746,0.016638935,0.222222222,1.054199219,0.112304688,3.955078125,3.842773438,0.351715375,male
+0.159621374,0.062986188,0.167067343,0.100970311,0.207617668,0.106647357,2.3800121,9.274993108,0.926852728,0.517627864,0.102795076,0.159621374,0.093788413,0.032679739,0.243902439,0.58547247,0.004882813,3.959960938,3.955078125,0.179520697,male
+0.158040154,0.060639677,0.163174603,0.103703704,0.206772487,0.103068783,3.046155135,15.19776326,0.914716618,0.49301325,0.100952381,0.158040154,0.103934142,0.034013605,0.166666667,0.646306818,0.092773438,3.828125,3.735351563,0.25869281,male
+0.16050064,0.061583008,0.16834891,0.103146417,0.20847352,0.105327103,2.427078817,10.44412013,0.925987877,0.512158688,0.103146417,0.16050064,0.112261708,0.032051282,0.277777778,0.987881747,0.004882813,3.999023438,3.994140625,0.280183956,male
+0.158272151,0.060817954,0.147618375,0.107844523,0.212522968,0.104678445,3.027476764,13.16703376,0.90455946,0.482941005,0.107250883,0.158272151,0.112816706,0.0390625,0.277777778,1.016322545,0.112304688,3.999023438,3.88671875,0.352793379,male
+0.155595181,0.060241076,0.163171671,0.102602002,0.204126251,0.101524249,2.279712315,8.308517254,0.923023938,0.526394941,0.099584296,0.155595181,0.115249114,0.01953125,0.256410256,0.758231027,0.092773438,3.959960938,3.8671875,0.325358852,male
+0.150899012,0.06238292,0.129451353,0.09975128,0.203394294,0.103643014,2.689374134,12.28947073,0.921978447,0.510190345,0.095654718,0.150899012,0.101953312,0.051546392,0.204081633,0.809616815,0.09765625,3.940429688,3.842773438,0.350910631,male
+0.151836487,0.061670703,0.13715625,0.1015,0.2034375,0.1019375,3.045823483,14.06465909,0.906701868,0.480162406,0.10478125,0.151836487,0.100367618,0.01953125,0.25,0.975896662,0.107421875,3.959960938,3.852539063,0.284990042,male
+0.155364484,0.061981498,0.170960536,0.100491437,0.203693224,0.103201787,3.039982799,13.44051055,0.91267442,0.512342418,0.098615041,0.155364484,0.104481337,0.048543689,0.256410256,0.471075149,0.083007813,0.737304688,0.654296875,0.404643449,male
+0.159510792,0.061074041,0.165749614,0.104080371,0.208809892,0.104729521,3.362984876,15.74978972,0.900074603,0.464995169,0.104080371,0.159510792,0.108776633,0.049751244,0.256410256,0.21530878,0.004882813,0.610351563,0.60546875,0.273344652,male
+0.154189575,0.063480076,0.151512482,0.098472834,0.20681351,0.108340675,3.302743548,19.04033138,0.913927548,0.496190117,0.093950073,0.154189575,0.097873823,0.014204545,0.2,0.273204985,0.004882813,0.668945313,0.6640625,0.387254902,male
+0.156321176,0.062362243,0.170212143,0.099956108,0.206261887,0.106305779,2.754807128,11.72148395,0.912988544,0.498741822,0.206261887,0.156321176,0.097571882,0.01953125,0.277777778,0.551757813,0.014648438,2.96875,2.954101563,0.179155188,male
+0.153381753,0.070907626,0.155608919,0.098136078,0.211640938,0.11350486,1.645451652,5.96805479,0.963071525,0.735317018,0.093493425,0.153381753,0.097219881,0.019253911,0.155339806,0.33140121,0.03125,0.6953125,0.6640625,0.363529412,male
+0.146756905,0.073094928,0.146143617,0.095132979,0.208510638,0.11337766,1.306315306,4.895319973,0.971513992,0.784796379,0.10481383,0.146756905,0.107671862,0.017003188,0.2,0.3171875,0.0390625,0.6640625,0.625,0.381770833,male
+0.162613804,0.074552282,0.174403518,0.108213304,0.224892798,0.116679494,1.634295124,6.455037063,0.965021451,0.741819925,0.216272677,0.162613804,0.109029556,0.016477858,0.271186441,0.314924569,0.0078125,0.890625,0.8828125,0.286929884,male
+0.152234573,0.074535626,0.145961071,0.1013382,0.21783455,0.11649635,1.136948325,4.63887123,0.975144171,0.804982405,0.134549878,0.152234573,0.111296787,0.019253911,0.222222222,0.706088362,0.0390625,4.1953125,4.15625,0.177039822,male
+0.165155638,0.071652835,0.157820928,0.116289105,0.231370011,0.115080906,1.252580972,4.576220811,0.965832797,0.738275601,0.133505933,0.165155638,0.120490662,0.017917133,0.253968254,0.310677083,0.0078125,0.6796875,0.671875,0.385797342,male
+0.167755663,0.070338192,0.175250199,0.114535346,0.22929309,0.114757744,1.197003274,4.294734261,0.958008001,0.69390462,0.202382844,0.167755663,0.107117011,0.018867925,0.2,0.69828869,0.0390625,4.109375,4.0703125,0.094913628,male
+0.155535432,0.073815219,0.156010638,0.101462766,0.214654255,0.113191489,1.920195696,7.828551523,0.964332208,0.753935837,0.20106383,0.155535432,0.118677924,0.045070423,0.23880597,0.398763021,0.0078125,1.171875,1.1640625,0.22147651,male
+0.145720764,0.09602993,0.144108352,0.06868322,0.234913469,0.166230248,10.40530221,145.828428,0.894505525,0.46090306,0.000842739,0.145720764,0.111859289,0.016227181,0.219178082,0.197916667,0.0078125,0.6171875,0.609375,0.246548323,male
+0.139583068,0.078499557,0.127212073,0.092295473,0.212835584,0.120540111,2.059344261,9.481439753,0.964500141,0.755739899,0.115202542,0.139583068,0.09600225,0.027350427,0.168421053,0.203683036,0.0234375,0.578125,0.5546875,0.295774648,male
+0.14513266,0.08151878,0.138612805,0.090914634,0.222591463,0.131676829,1.130622002,4.765510339,0.974710312,0.787453401,0.114603659,0.14513266,0.115785087,0.017563117,0.266666667,0.682291667,0.0078125,6.234375,6.2265625,0.155344446,male
+0.119621592,0.082923999,0.108351064,0.037606383,0.198271277,0.160664894,2.517481232,11.33701664,0.95516852,0.704673028,0.106117021,0.119621592,0.103755729,0.016666667,0.266666667,0.689732143,0.0078125,6.8671875,6.859375,0.127742477,male
+0.133157631,0.077597326,0.112568004,0.081198709,0.208999539,0.12780083,2.064999748,8.825455315,0.961065949,0.718137746,0.112051637,0.133157631,0.119184839,0.021220159,0.262295082,0.348357372,0.0078125,4.796875,4.7890625,0.043909734,male
+0.126735084,0.083492529,0.112815534,0.055275081,0.211736785,0.156461704,2.368228275,9.96882746,0.958014935,0.722670692,0.009212513,0.126735084,0.116695535,0.016666667,0.271186441,0.640869141,0.0078125,6.4765625,6.46875,0.165417291,male
+0.127124646,0.08116746,0.114047919,0.059907524,0.203614964,0.14370744,1.631706436,6.174573157,0.969126531,0.765033514,0.10086591,0.127124646,0.116054338,0.016276704,0.275862069,0.538335756,0.0078125,5.5,5.4921875,0.159779516,male
+0.132854631,0.084407239,0.121992204,0.061966219,0.212940667,0.150974448,1.658503756,6.382954498,0.96478106,0.737072448,0.005578172,0.132854631,0.103768925,0.016563147,0.271186441,0.354352679,0.0078125,5.6171875,5.609375,0.08499801,male
+0.188716431,0.065911306,0.201846154,0.132,0.249538462,0.117538462,1.742577224,7.123776402,0.931429883,0.522559672,0.265538462,0.188716431,0.121784101,0.022955524,0.235294118,0.4575,0.125,3.6015625,3.4765625,0.126123596,male
+0.181494959,0.072924703,0.197989601,0.129081456,0.245060659,0.115979203,1.017152623,3.094698982,0.94086529,0.607602176,0.245060659,0.181494959,0.120164608,0.040100251,0.216216216,0.598144531,0.0390625,3.6328125,3.59375,0.171449275,male
+0.192275378,0.060817819,0.219130435,0.130951821,0.242491187,0.111539365,1.891999267,6.68000856,0.915249308,0.461750894,0.244465335,0.192275378,0.11454387,0.016614746,0.210526316,0.518682065,0.03125,4.1640625,4.1328125,0.11849115,male
+0.203082756,0.058875985,0.232857143,0.134285714,0.247142857,0.112857143,2.858921079,12.34421404,0.852593941,0.320576573,0.246428571,0.203082756,0.108870604,0.023426061,0.155339806,0.4375,0.21875,0.734375,0.515625,0.296296296,male
+0.166857556,0.076828672,0.202061856,0.11209622,0.228522337,0.116426117,1.971154409,7.121826435,0.937182435,0.624362775,0.216013746,0.166857556,0.095245529,0.016563147,0.142857143,0.310546875,0.15625,0.734375,0.578125,0.3,male
+0.187391061,0.059658632,0.202846054,0.125692109,0.235808538,0.110116429,1.722605903,6.693798712,0.923242038,0.464030971,0.232548512,0.187391061,0.098694157,0.027972028,0.14159292,0.324404762,0.1640625,0.59375,0.4296875,0.324545455,male
+0.1940882,0.061379118,0.216465863,0.127630522,0.246827309,0.119196787,1.490315282,4.321144834,0.889230493,0.364435238,0.249638554,0.1940882,0.109249551,0.036781609,0.231884058,0.495793269,0.1171875,2.1640625,2.046875,0.192748092,male
+0.185908157,0.062358943,0.198432203,0.133177966,0.242033898,0.108855932,1.3962733,5.493992419,0.934297723,0.52162416,0.260127119,0.185908157,0.113069508,0.020434227,0.195121951,0.696514423,0.140625,5.4140625,5.2734375,0.165688889,male
+0.178027567,0.070547896,0.19,0.127435897,0.242820513,0.115384615,2.149794566,9.174199803,0.9458361,0.637707592,0.251794872,0.178027567,0.1161128,0.020100503,0.275862069,0.983854167,0.03125,5.109375,5.078125,0.225198939,male
+0.187952069,0.06585515,0.20305949,0.132067989,0.24509915,0.113031161,1.480656519,5.018319284,0.934454231,0.582426463,0.243909348,0.187952069,0.111374855,0.019704433,0.181818182,0.519736842,0.0625,2.84375,2.78125,0.176029963,male
+0.191695426,0.058997581,0.207515658,0.140292276,0.240835073,0.100542797,1.217151287,4.136626079,0.911917065,0.394776505,0.211022965,0.191695426,0.112743575,0.060606061,0.146788991,1.315504808,0.21875,4.59375,4.375,0.346130952,male
+0.18974898,0.068090787,0.214703557,0.12801054,0.249749671,0.12173913,1.631487411,5.466889312,0.923294315,0.521869128,0.252700922,0.18974898,0.116147375,0.02406015,0.231884058,0.752232143,0.140625,3.640625,3.5,0.257254464,male
+0.188408356,0.067271106,0.207290886,0.128988764,0.247490637,0.118501873,1.24439835,3.852581914,0.933551885,0.556295273,0.250636704,0.188408356,0.111736197,0.016376663,0.231884058,0.803267045,0.171875,5.4140625,5.2421875,0.200056774,male
+0.182219021,0.061712988,0.189977827,0.134722838,0.230953437,0.096230599,1.048642109,3.553941474,0.932169037,0.547923727,0.223503326,0.182219021,0.112381362,0.07239819,0.166666667,0.6328125,0.1328125,4.234375,4.1015625,0.208311688,male
+0.187054737,0.063077725,0.205245902,0.129836066,0.24,0.110163934,1.53486965,5.566969733,0.935143299,0.551246035,0.23147541,0.187054737,0.110858003,0.018779343,0.275862069,0.808423913,0.1328125,5.28125,5.1484375,0.195337288,male
+0.176775396,0.067905751,0.196326003,0.124967658,0.230012937,0.105045278,1.768713684,7.375544218,0.94815604,0.667932481,0.215886158,0.176775396,0.113349222,0.016824395,0.231884058,0.790178571,0.0859375,4.875,4.7890625,0.217292007,male
+0.153610337,0.084685127,0.143076923,0.089230769,0.232307692,0.143076923,1.401218019,5.004322207,0.946082681,0.683196815,0.115384615,0.153610337,0.115409809,0.041884817,0.140350877,0.28046875,0.125,0.5625,0.4375,0.224206349,male
+0.187299265,0.064454576,0.198584615,0.130953846,0.247261538,0.116307692,1.278848837,4.113267153,0.922660433,0.48592817,0.1344,0.187299265,0.120015544,0.040712468,0.235294118,1.069010417,0.140625,5.7734375,5.6328125,0.288161867,male
+0.157271986,0.072215188,0.153149171,0.101583794,0.224825046,0.123241252,1.915627899,7.560274795,0.961564377,0.766334259,0.225856354,0.157271986,0.105101662,0.023289665,0.195121951,0.339583333,0.1484375,0.7265625,0.578125,0.315637066,male
+0.183141691,0.070641854,0.199701493,0.128059701,0.245373134,0.117313433,1.547438402,6.138410866,0.945225189,0.623388325,0.255223881,0.183141691,0.115888707,0.019207683,0.271186441,0.695913462,0.1328125,4.4609375,4.328125,0.230613718,male
+0.201387416,0.059991465,0.223125,0.136171875,0.246640625,0.11046875,1.687027877,5.389927686,0.883654345,0.299670436,0.24390625,0.201387416,0.105155606,0.016048144,0.136752137,0.565290179,0.171875,2.7734375,2.6015625,0.186879187,male
+0.186237863,0.058856547,0.200442804,0.132509225,0.234280443,0.101771218,1.291458804,4.558723266,0.92950197,0.479050089,0.227822878,0.186237863,0.111048831,0.016614746,0.275862069,0.35,0.1171875,2.6640625,2.546875,0.104294479,male
+0.194414169,0.063800268,0.214607755,0.132804328,0.247682597,0.114878269,1.506191769,4.898222041,0.923131116,0.482685227,0.248692516,0.194414169,0.118455516,0.023391813,0.25,0.63984375,0.1015625,6.6015625,6.5,0.11998508,male
+0.187114496,0.068230254,0.205589041,0.130410959,0.247780822,0.117369863,1.257245582,3.977159021,0.934561762,0.545495782,0.245223744,0.187114496,0.1110752,0.016967126,0.216216216,0.423958333,0.0078125,3.7578125,3.75,0.111637931,male
+0.180909867,0.062458166,0.182179487,0.134615385,0.22974359,0.095128205,0.911318254,3.414863107,0.940172764,0.554799008,0.222115385,0.180909867,0.115974585,0.03712297,0.235294118,0.981158088,0.1015625,6.6875,6.5859375,0.213448992,male
+0.18857533,0.060862194,0.204212598,0.134488189,0.240590551,0.106102362,1.733568393,6.977254713,0.928365243,0.494914602,0.241141732,0.18857533,0.119043017,0.053872054,0.168421053,0.689453125,0.140625,4.359375,4.21875,0.209739369,male
+0.192898668,0.057985511,0.205514563,0.138912621,0.24384466,0.104932039,1.139926359,3.830643816,0.925583494,0.414582314,0.244932039,0.192898668,0.119633074,0.019777503,0.266666667,0.921875,0.0078125,4.8671875,4.859375,0.174645707,male
+0.190970366,0.060329381,0.207339848,0.134679696,0.240173724,0.105494028,1.033205049,3.322493131,0.926153683,0.422316121,0.215548317,0.190970366,0.113397788,0.038004751,0.186046512,0.7278125,0.0078125,5.6171875,5.609375,0.183205664,male
+0.187092861,0.060564815,0.193670473,0.136574225,0.237063622,0.100489396,1.154308416,4.900977687,0.935581094,0.531704419,0.224274062,0.187092861,0.101645708,0.026578073,0.158415842,1.056066176,0.1484375,5.078125,4.9296875,0.176703645,male
+0.181902624,0.062600005,0.173606755,0.134089264,0.244535585,0.110446321,1.338494713,4.773083044,0.935004348,0.524516801,0.255681544,0.181902624,0.120294222,0.041994751,0.228571429,0.558763587,0.0078125,4.328125,4.3203125,0.092142035,male
+0.160362608,0.078512461,0.163829787,0.105,0.230602837,0.125602837,1.2843849,5.054842985,0.970191937,0.773891916,0.217198582,0.160362608,0.114170156,0.023188406,0.275862069,0.686491935,0.0234375,4.3515625,4.328125,0.197111913,male
+0.190526305,0.060946728,0.201769148,0.13592233,0.244962244,0.109039914,1.1057543,3.89503861,0.933477141,0.475607511,0.239525351,0.190526305,0.112360438,0.021276596,0.266666667,0.9603125,0.140625,4.890625,4.75,0.249520285,male
+0.183018208,0.060242369,0.182637106,0.135589265,0.239486581,0.103897316,1.246407355,4.483309301,0.930984874,0.500404774,0.14571762,0.183018208,0.116028443,0.039702233,0.213333333,0.520380435,0.0078125,3.2734375,3.265625,0.157894737,male
+0.190442984,0.061375406,0.207272727,0.132727273,0.243272727,0.110545455,1.309237096,4.275793955,0.920806375,0.453016062,0.137454545,0.190442984,0.120208406,0.019950125,0.23880597,0.759672619,0.1328125,4.515625,4.3828125,0.179590018,male
+0.195946841,0.063271327,0.214075949,0.134329114,0.253063291,0.118734177,1.298972582,4.016680717,0.921746989,0.461691128,0.235341772,0.195946841,0.119255218,0.02919708,0.210526316,0.509672619,0.125,4.109375,3.984375,0.082352941,male
+0.194610652,0.062497419,0.222650602,0.13033954,0.248411829,0.118072289,2.651916232,11.50690199,0.893878383,0.385325386,0.248105148,0.194610652,0.112888871,0.038277512,0.144144144,0.7353125,0.125,5.4296875,5.3046875,0.190108002,male
+0.193604701,0.061316427,0.221282496,0.130537262,0.246516464,0.115979203,2.058245714,7.460759791,0.897680228,0.428106295,0.228076256,0.193604701,0.126094232,0.041343669,0.271186441,0.796875,0.0078125,4.515625,4.5078125,0.11530907,male
+0.186411124,0.064737817,0.204230769,0.136538462,0.237307692,0.100769231,1.615808786,5.461153428,0.921530998,0.501477409,0.230384615,0.186411124,0.121836104,0.022408964,0.231884058,0.80546875,0.1484375,3.8046875,3.65625,0.308704453,male
+0.193800839,0.058637468,0.209101517,0.13428238,0.244060677,0.109778296,1.948742514,8.470277865,0.915364327,0.409356463,0.244060677,0.193800839,0.110041639,0.026101142,0.166666667,0.765964674,0.1640625,6.9375,6.7734375,0.150728741,male
+0.167281421,0.077121526,0.192055427,0.113163972,0.236243264,0.123079292,1.836982641,6.508521899,0.954794928,0.702348528,0.220939184,0.167281421,0.111157283,0.01871345,0.222222222,1.095269097,0.0234375,5.8515625,5.828125,0.26690923,male
+0.188100334,0.055735371,0.206027907,0.130493023,0.229469767,0.098976744,1.538405602,5.145752913,0.914325368,0.398673607,0.222697674,0.188100334,0.108469864,0.021304927,0.145454545,0.493229167,0.125,4.734375,4.609375,0.105201636,male
+0.18606423,0.056933349,0.207961165,0.12831068,0.226718447,0.098407767,2.222236936,8.96845173,0.912176384,0.416084702,0.226446602,0.18606423,0.109011188,0.039408867,0.164948454,0.481026786,0.0078125,2.71875,2.7109375,0.181876401,male
+0.186823707,0.057162036,0.198362283,0.139652605,0.233449132,0.093796526,1.02193995,3.753305865,0.932726465,0.465217804,0.229627792,0.186823707,0.105533237,0.032520325,0.23880597,1.325639205,0.1171875,6.4453125,6.328125,0.323104056,male
+0.194143342,0.065477388,0.224145078,0.130569948,0.24373057,0.113160622,1.896040082,6.592433738,0.892263643,0.44386748,0.232849741,0.194143342,0.109372112,0.022130014,0.266666667,0.275,0.140625,0.5,0.359375,0.352657005,male
+0.18885973,0.057151006,0.208409091,0.128333333,0.234393939,0.106060606,1.72026314,5.765593745,0.913959927,0.413603531,0.23280303,0.18885973,0.104113715,0.016048144,0.271186441,0.58512931,0.125,4.0859375,3.9609375,0.117920541,male
+0.175929104,0.067228367,0.176233293,0.127582017,0.232709599,0.105127582,1.378865384,4.798941561,0.941625293,0.598040895,0.219441069,0.175929104,0.104612421,0.021108179,0.16,0.787703804,0.0078125,6.0,5.9921875,0.187033306,male
+0.193228993,0.060320358,0.212121212,0.135454545,0.241818182,0.106363636,1.103418314,3.599007653,0.930270933,0.479641102,0.234848485,0.193228993,0.110113936,0.01754386,0.228571429,0.93125,0.1484375,6.59375,6.4453125,0.213484848,male
+0.190071643,0.060714745,0.209916963,0.134187426,0.237485172,0.103297746,1.672085093,5.938348433,0.922075065,0.480801266,0.221209964,0.190071643,0.106557196,0.01862631,0.222222222,0.674252717,0.1875,5.5078125,5.3203125,0.125951141,male
+0.19083691,0.061080163,0.212615845,0.131838565,0.240239163,0.108400598,1.445146252,5.127112739,0.921104256,0.479037631,0.237727952,0.19083691,0.110244194,0.041025641,0.246153846,0.584635417,0.125,3.5703125,3.4453125,0.164865946,male
+0.194639406,0.060058559,0.213965318,0.131421965,0.245040462,0.113618497,1.328715214,4.349308701,0.913490271,0.397265892,0.21817341,0.194639406,0.115311079,0.026272578,0.231884058,0.532877604,0.125,4.8203125,4.6953125,0.115749114,male
+0.176457058,0.0777644,0.204635514,0.121943925,0.245981308,0.124037383,1.821341545,5.604282883,0.930795247,0.627398121,0.242841121,0.176457058,0.116569388,0.019900498,0.202531646,0.880022321,0.125,4.953125,4.828125,0.263629574,male
+0.199280687,0.059610348,0.222571732,0.135982997,0.251434644,0.115451647,1.71062407,5.87306925,0.907513888,0.353633871,0.263336876,0.199280687,0.113586324,0.033613445,0.25,0.925480769,0.125,5.6640625,5.5390625,0.22764457,male
+0.17965912,0.073893445,0.192196532,0.131098266,0.247225434,0.116127168,1.306991099,4.108102185,0.94274328,0.634738672,0.146069364,0.17965912,0.101098101,0.015968064,0.16,0.314555921,0.0078125,0.625,0.6171875,0.307313643,male
+0.194606313,0.059381333,0.217306397,0.133872054,0.241818182,0.107946128,1.693084331,6.290156993,0.90132759,0.384840181,0.217306397,0.194606313,0.11026494,0.044077135,0.166666667,0.592285156,0.1328125,4.3046875,4.171875,0.158302122,male
+0.204981834,0.0613162,0.234009662,0.133236715,0.254975845,0.12173913,1.850011592,5.7064262,0.867337928,0.283762231,0.249565217,0.204981834,0.120147309,0.01816118,0.231884058,0.408380682,0.1484375,0.796875,0.6484375,0.312048193,male
+0.196425258,0.058822375,0.218674352,0.138386167,0.24167147,0.103285303,2.268503158,9.747769457,0.89265068,0.358771516,0.218270893,0.196425258,0.118526221,0.041237113,0.222222222,0.952302632,0.125,6.6484375,6.5234375,0.218097139,male
+0.190982605,0.060419377,0.210277778,0.128888889,0.239444444,0.110555556,1.358907868,4.3943828,0.92276002,0.461580707,0.210277778,0.190982605,0.102834659,0.01836969,0.258064516,0.456752232,0.1171875,2.8359375,2.71875,0.146977437,male
+0.193812335,0.059079032,0.212398042,0.133376835,0.240261011,0.106884176,1.668264914,6.634973478,0.908690022,0.391551083,0.229298532,0.193812335,0.107314652,0.051948052,0.139130435,0.943933824,0.2109375,4.6484375,4.4375,0.22381162,male
+0.182306459,0.063664166,0.202391304,0.12326087,0.235362319,0.112101449,2.871496296,14.27629367,0.921859959,0.580523698,0.235362319,0.182306459,0.1079737,0.02946593,0.231884058,0.670758929,0.1328125,4.265625,4.1328125,0.181765305,male
+0.18689803,0.056797212,0.213243243,0.125405405,0.229189189,0.103783784,2.589224128,10.73694749,0.896890198,0.383984527,0.218378378,0.18689803,0.114696057,0.02266289,0.271186441,0.879185268,0.125,5.4140625,5.2890625,0.230100115,male
+0.189611565,0.059549822,0.210297872,0.125702128,0.244255319,0.118553191,2.17417465,8.067486726,0.89365904,0.404759861,0.247234043,0.189611565,0.109506265,0.028776978,0.16,0.885817308,0.1484375,4.9609375,4.8125,0.229843074,male
+0.186084811,0.062996782,0.200784314,0.128627451,0.243921569,0.115294118,1.524145157,6.088222393,0.933652312,0.535862843,0.252156863,0.186084811,0.101130272,0.023703704,0.181818182,0.564555921,0.140625,3.3359375,3.1953125,0.155392556,male
+0.192133972,0.060480362,0.22,0.131034483,0.242068966,0.111034483,2.749904936,12.80478287,0.876002786,0.362723987,0.24137931,0.192133972,0.124619254,0.10738255,0.205128205,0.406960227,0.140625,0.78125,0.640625,0.446341463,male
+0.166416082,0.079023022,0.193682432,0.113040541,0.232466216,0.119425676,2.183805393,8.306710311,0.945723378,0.659247721,0.231993243,0.166416082,0.109864803,0.016359918,0.225352113,1.249526515,0.046875,6.6015625,6.5546875,0.207017282,male
+0.199614516,0.0598703,0.221973684,0.137697368,0.244539474,0.106842105,1.520912265,5.169779303,0.908795871,0.392241397,0.222894737,0.199614516,0.110384826,0.024767802,0.150943396,0.658203125,0.1328125,4.6484375,4.515625,0.116839677,male
+0.12945253,0.080859983,0.11312187,0.060300501,0.214557596,0.154257095,0.326033034,2.269432223,0.9686231,0.758297394,0.215025042,0.12945253,0.106217488,0.018539977,0.137931034,0.659179688,0.0703125,5.1015625,5.03125,0.154968944,male
+0.183109873,0.070924936,0.194513274,0.133495575,0.246238938,0.112743363,1.372064516,4.554386499,0.946217294,0.637123448,0.243761062,0.183109873,0.120867692,0.037383178,0.253968254,0.696875,0.0078125,5.8203125,5.8125,0.105342742,male
+0.195051923,0.059411235,0.215384615,0.136032389,0.244291498,0.108259109,1.403234237,4.605497424,0.920988799,0.419247565,0.232672065,0.195051923,0.115489456,0.039119804,0.231884058,0.891493056,0.1328125,6.6953125,6.5625,0.165979853,male
+0.194983781,0.060560142,0.213674776,0.133725992,0.246299616,0.112573624,1.849313594,7.311027595,0.914560761,0.438332956,0.259564661,0.194983781,0.114290921,0.04519774,0.155339806,0.358258929,0.15625,0.6640625,0.5078125,0.383846154,male
+0.183124768,0.059820084,0.202359882,0.132979351,0.227551622,0.094572271,2.120305466,8.974591921,0.925890098,0.528519618,0.225899705,0.183124768,0.114168261,0.034934498,0.183908046,0.627297794,0.15625,5.1015625,4.9453125,0.158609795,male
+0.186511165,0.074868024,0.207727975,0.128098918,0.251437403,0.123338485,1.671352491,6.058996227,0.94248048,0.640310785,0.270479134,0.186511165,0.118449278,0.016080402,0.225352113,0.890190972,0.1875,4.46875,4.28125,0.199012452,male
+0.18630726,0.069013094,0.200283286,0.133654391,0.251048159,0.117393768,1.79433615,6.687467069,0.92454441,0.533616803,0.141586402,0.18630726,0.109308144,0.01836969,0.205128205,0.8828125,0.0078125,6.9921875,6.984375,0.174310216,male
+0.187740126,0.056735652,0.209435484,0.12983871,0.228064516,0.098225806,2.082501981,7.92682084,0.897567661,0.386046775,0.225241935,0.187740126,0.114190616,0.042895442,0.181818182,0.393629808,0.203125,1.1328125,0.9296875,0.322829132,male
+0.188610535,0.07079888,0.199247649,0.132978056,0.258934169,0.125956113,2.815702443,12.36788815,0.911562522,0.53318423,0.262445141,0.188610535,0.117812684,0.017917133,0.168421053,0.295496324,0.1328125,0.671875,0.5390625,0.324275362,male
+0.187126949,0.059577128,0.209517241,0.132275862,0.233655172,0.10137931,1.879899648,6.761889674,0.914311289,0.482245587,0.228827586,0.187126949,0.110099145,0.062745098,0.155339806,0.546875,0.1640625,2.625,2.4609375,0.233015873,male
+0.189498676,0.061545444,0.210338819,0.129564376,0.24286544,0.113301065,1.611482012,6.02226577,0.922321815,0.443906519,0.237444337,0.189498676,0.115241022,0.027874564,0.231884058,0.689732143,0.0078125,4.7265625,4.71875,0.1555065,male
+0.178618409,0.072884926,0.205609756,0.125853659,0.24,0.114146341,1.679567466,5.848873109,0.940483464,0.602450322,0.209756098,0.178618409,0.111133356,0.016048144,0.16,0.984627016,0.03125,6.6796875,6.6484375,0.21536529,male
+0.175614173,0.062979937,0.2,0.119661017,0.22,0.100338983,2.623436363,11.39969186,0.922510573,0.558088211,0.218305085,0.175614173,0.107823584,0.04,0.150943396,1.000679348,0.15625,5.1328125,4.9765625,0.156843157,male
+0.194780944,0.057614579,0.207011236,0.141573034,0.242876404,0.101303371,1.215027339,4.165964031,0.913199401,0.381898155,0.13905618,0.194780944,0.11278271,0.020539153,0.152380952,0.430338542,0.2265625,0.796875,0.5703125,0.367372354,male
+0.177096209,0.060334624,0.183380282,0.132112676,0.22084507,0.088732394,0.891424514,3.172847806,0.940105652,0.585041956,0.2057277,0.177096209,0.109494614,0.015825915,0.166666667,0.3671875,0.15625,0.6640625,0.5078125,0.780769231,male
+0.184848297,0.058034799,0.201025641,0.132820513,0.22974359,0.096923077,0.844985095,2.700128541,0.920048467,0.45282271,0.215384615,0.184848297,0.117045075,0.057971014,0.153846154,0.572716346,0.1484375,3.5703125,3.421875,0.212328767,male
+0.186207925,0.065674017,0.213469388,0.126530612,0.240408163,0.113877551,1.582860975,5.266094078,0.914963924,0.478306892,0.232653061,0.186207925,0.116903802,0.035010941,0.197530864,1.387746711,0.1875,5.2578125,5.0703125,0.260828625,male
+0.165026456,0.077152853,0.16193265,0.117657394,0.234494876,0.116837482,1.080536383,3.799856213,0.960322987,0.717651867,0.244743777,0.165026456,0.126415093,0.054607509,0.266666667,0.770970395,0.0390625,3.2578125,3.21875,0.301375405,male
+0.085831607,0.091395121,0.058552279,0.005004468,0.147882038,0.142877569,9.649950243,113.7517586,0.842682091,0.43453765,0.001000894,0.085831607,0.09747191,0.016343207,0.231884058,0.132308468,0.0078125,1.4921875,1.484375,0.111578947,male
+0.039363343,0.060447336,0.013587522,0.005580589,0.042946274,0.037365685,4.593055064,27.93409109,0.817450236,0.282281528,0.000727903,0.039363343,0.101011491,0.016048144,0.246153846,0.256103516,0.0078125,3.2421875,3.234375,0.13962911,male
+0.146393371,0.069031621,0.153437713,0.088250511,0.197848877,0.109598366,2.068225812,8.583528352,0.952793809,0.670801596,0.08596324,0.146393371,0.094444023,0.026622296,0.25,0.521925403,0.015625,3.515625,3.5,0.227604167,male
+0.132951182,0.064670457,0.12127907,0.087093023,0.179069767,0.091976744,1.5710869,5.865276839,0.964044435,0.728978029,0.102965116,0.132951182,0.115847134,0.016824395,0.275862069,0.170516304,0.0078125,2.1796875,2.171875,0.064379266,male
+0.138353785,0.069579967,0.125502318,0.090231839,0.202102009,0.11187017,1.905303533,8.095748831,0.964538319,0.752012435,0.102782071,0.138353785,0.108020931,0.016032064,0.275862069,0.166666667,0.0078125,2.328125,2.3203125,0.019881353,male
+0.171756112,0.06443706,0.203271984,0.113660532,0.223312883,0.109652352,2.259710221,7.888391918,0.904983407,0.479155009,0.208711656,0.171756112,0.113603862,0.020671835,0.25,0.59453125,0.0078125,5.390625,5.3828125,0.128124496,male
+0.136473791,0.069882803,0.125074449,0.084216796,0.19761763,0.113400834,1.495338857,6.820077792,0.968907579,0.756296925,0.110232281,0.136473791,0.115771374,0.015701668,0.275862069,0.079799107,0.0078125,0.25,0.2421875,0.11497105,male
+0.128093693,0.067690021,0.113769752,0.079849511,0.178871332,0.099021821,2.102202766,10.1588051,0.965489713,0.757001345,0.110820166,0.128093693,0.110586381,0.015841584,0.258064516,0.065272177,0.0078125,0.1328125,0.125,0.155,male
+0.129027922,0.067386618,0.114680851,0.07856383,0.191569149,0.113005319,1.687865184,7.070531581,0.96300846,0.727981271,0.104069149,0.129027922,0.106148076,0.01799775,0.275862069,0.104082661,0.0078125,0.25,0.2421875,0.11483871,male
+0.150227241,0.071960304,0.134344313,0.099714108,0.216134245,0.116420137,2.295308766,12.15723541,0.96354498,0.736459988,0.108241144,0.150227241,0.112769325,0.015640274,0.275862069,0.089732143,0.0078125,0.2578125,0.25,0.154094828,male
+0.122134467,0.066607316,0.111121076,0.077847534,0.176883408,0.099035874,1.978382527,7.918522835,0.956180915,0.690305434,0.102331839,0.122134467,0.08061413,0.015794669,0.271186441,0.056848404,0.0078125,0.203125,0.1953125,0.14,male
+0.142488926,0.067023892,0.121935484,0.097507331,0.205073314,0.107565982,2.446713404,10.72639432,0.952632731,0.694812118,0.105307918,0.142488926,0.071168145,0.015701668,0.25,0.068834459,0.0078125,0.21875,0.2109375,0.147089947,male
+0.128814532,0.063844887,0.117585769,0.086988564,0.176111817,0.089123253,2.105031804,8.855812297,0.959210217,0.721283778,0.118653113,0.128814532,0.132928295,0.015701668,0.275862069,0.08266129,0.0078125,0.171875,0.1640625,0.097222222,male
+0.183966745,0.047836742,0.186221692,0.144171633,0.223933254,0.079761621,1.620490922,5.719073039,0.904727677,0.153505495,0.217926103,0.183966745,0.108979335,0.019277108,0.275862069,0.620605469,0.140625,4.6796875,4.5390625,0.029505778,male
+0.173630395,0.044739312,0.162564991,0.144610052,0.206967071,0.062357019,2.068888018,7.922213942,0.89925216,0.149987968,0.154558059,0.173630395,0.11102423,0.016393443,0.275862069,1.094105114,0.0078125,5.8046875,5.796875,0.260107817,male
+0.181191469,0.049023091,0.170655509,0.144295676,0.227280335,0.082984658,1.486376369,5.063168129,0.913509429,0.16160072,0.240948396,0.181191469,0.111842683,0.016048144,0.242424242,0.960181452,0.1015625,6.78125,6.6796875,0.174430329,male
+0.184187313,0.050418737,0.186423927,0.141274382,0.228296489,0.087022107,1.073867545,3.420227703,0.913538543,0.169765511,0.230117035,0.184187313,0.118520134,0.020645161,0.25,0.791015625,0.0078125,4.640625,4.6328125,0.21826066,male
+0.187038223,0.05083193,0.190920465,0.140625559,0.232457551,0.091831993,1.624925257,5.753837771,0.910367627,0.148896749,0.136621984,0.187038223,0.118736603,0.021419009,0.25,0.750339674,0.0078125,4.8203125,4.8125,0.15211039,male
+0.187508938,0.049014101,0.19804878,0.142708158,0.227485282,0.084777124,1.5184037,5.593186483,0.915248375,0.176672317,0.215710681,0.187508938,0.099407161,0.018223235,0.228571429,1.397235577,0.1015625,5.953125,5.8515625,0.286771251,male
+0.193306449,0.050839785,0.216294278,0.146103542,0.231553134,0.085449591,2.088316739,7.715960378,0.889678512,0.143810038,0.226212534,0.193306449,0.127126036,0.02946593,0.275862069,1.098557692,0.1015625,4.8203125,4.71875,0.198509934,male
+0.192391211,0.04908261,0.208844884,0.142926293,0.231331133,0.08840484,1.985700716,7.05373454,0.895856989,0.144397375,0.225170517,0.192391211,0.119014022,0.043715847,0.246153846,1.454241071,0.1484375,6.03125,5.8828125,0.27749004,male
+0.193976816,0.047609826,0.214527363,0.154278607,0.226716418,0.072437811,3.119277697,15.88183236,0.88984638,0.151429239,0.219402985,0.193976816,0.106929575,0.062992126,0.177777778,1.338020833,0.1015625,5.9296875,5.828125,0.355640338,male
+0.184306164,0.049444201,0.190169794,0.141376229,0.226201966,0.084825737,1.327988643,4.58830242,0.912275841,0.158158856,0.138123324,0.184306164,0.110918126,0.019253911,0.253968254,0.806361607,0.1015625,4.6328125,4.53125,0.207790549,male
+0.195273945,0.064522323,0.215517774,0.135239567,0.254034003,0.118794436,1.65347634,5.663781422,0.91569537,0.434247015,0.269397218,0.195273945,0.125526606,0.018757327,0.258064516,0.990885417,0.046875,6.6015625,6.5546875,0.152291689,male
+0.189331395,0.064976398,0.189868496,0.135437393,0.253104631,0.117667238,1.949538836,7.220739675,0.921480105,0.460855622,0.144562607,0.189331395,0.122067729,0.023460411,0.23880597,1.088694853,0.125,6.703125,6.578125,0.188620168,male
+0.170462848,0.075547672,0.169767719,0.112567004,0.240309708,0.127742704,1.301146974,4.114985939,0.963778151,0.73482202,0.242310899,0.170462848,0.129275822,0.03125,0.266666667,1.25,0.0078125,7.0,6.9921875,0.170018622,male
+0.161490005,0.07285932,0.152508935,0.10687634,0.234167262,0.127290922,1.660726804,6.880295474,0.964797479,0.738278517,0.240571837,0.161490005,0.124194418,0.030075188,0.262295082,0.679315476,0.1171875,4.609375,4.4921875,0.164434783,male
+0.153327066,0.07406214,0.151170213,0.089361702,0.21912234,0.129760638,1.228267519,4.506222779,0.963549092,0.714370628,0.21912234,0.153327066,0.127703404,0.017372421,0.23880597,1.916875,0.1171875,6.1015625,5.984375,0.378827439,male
+0.18906495,0.06257629,0.219341421,0.123986135,0.237053726,0.113067591,2.378679132,8.80414254,0.904167563,0.443152959,0.230745234,0.18906495,0.100155311,0.020025031,0.146788991,1.631167763,0.2109375,5.8984375,5.6875,0.274725275,male
+0.197205246,0.06263629,0.217355254,0.138098642,0.252780558,0.114681916,2.160030213,7.788738959,0.904791808,0.388797701,0.250979271,0.197205246,0.123514935,0.016161616,0.266666667,0.83984375,0.125,5.609375,5.484375,0.116734143,male
+0.19925344,0.057116712,0.21793667,0.138998979,0.238815117,0.099816139,1.900356221,6.406944566,0.88682863,0.308462352,0.211644535,0.19925344,0.113920741,0.015732547,0.164948454,1.268229167,0.21875,3.96875,3.75,0.236217949,male
+0.150704185,0.074210152,0.126940822,0.109528586,0.228465396,0.11893681,2.899579757,14.14196945,0.932454018,0.577056214,0.113600802,0.150704185,0.119849346,0.018079096,0.25,0.574739583,0.0078125,4.546875,4.5390625,0.105349971,male
+0.138336323,0.085692655,0.126747891,0.060880975,0.238669166,0.177788191,2.668286003,13.51460667,0.943046922,0.611900029,0.125042174,0.138336323,0.138232927,0.016359918,0.275862069,1.106212798,0.0078125,4.421875,4.4140625,0.230973451,male
+0.156862419,0.087961667,0.141661273,0.109039914,0.251607335,0.142567422,2.081013996,8.266440812,0.937566546,0.568057878,0.133505933,0.156862419,0.140524782,0.01880141,0.275862069,1.214021382,0.0078125,6.765625,6.7578125,0.215953757,male
+0.152167925,0.082541597,0.133800738,0.105645756,0.238413284,0.132767528,1.501037139,5.54000052,0.948383454,0.647427437,0.125535055,0.152167925,0.109004754,0.017112299,0.228571429,0.681152344,0.0078125,4.828125,4.8203125,0.208497337,male
+0.144681384,0.080931037,0.128402367,0.100788955,0.228086785,0.12729783,1.878624232,7.909795809,0.944391219,0.634353332,0.119566075,0.144681384,0.133456666,0.022630835,0.258064516,0.762408088,0.0078125,5.09375,5.0859375,0.246082949,male
+0.162226813,0.081261044,0.145241661,0.116841389,0.245309735,0.128468346,1.858825539,6.937401716,0.94002076,0.601017705,0.133424098,0.162226813,0.134081632,0.02484472,0.275862069,0.7503125,0.0078125,4.453125,4.4453125,0.146634064,male
+0.126679195,0.080213438,0.12368932,0.054519957,0.186515642,0.131995685,1.526507837,5.699980604,0.965978888,0.746130134,0.115987055,0.126679195,0.117862899,0.015857284,0.275862069,0.685112847,0.0078125,4.5546875,4.546875,0.259616451,male
+0.157578737,0.079697947,0.147800587,0.116392962,0.240175953,0.123782991,2.022531872,8.132139058,0.944201739,0.639428914,0.126451613,0.157578737,0.131518644,0.031936128,0.25,0.435396635,0.0078125,4.9609375,4.953125,0.109490011,male
+0.156462933,0.079267209,0.138357771,0.115366569,0.237096774,0.121730205,1.733695922,6.095760043,0.941224488,0.608401949,0.117419355,0.156462933,0.124489969,0.015920398,0.275862069,0.994904891,0.0078125,5.2734375,5.265625,0.325,male
+0.130536603,0.085365685,0.127362086,0.050972919,0.209648947,0.158676028,1.649245861,6.034503181,0.95799279,0.698752994,0.121745236,0.130536603,0.131858635,0.019093079,0.242424242,0.878605769,0.0078125,4.59375,4.5859375,0.204429302,male
+0.196022705,0.045093183,0.20425622,0.154452091,0.230640551,0.07618846,1.582575687,5.409745873,0.909849807,0.198080833,0.15015352,0.196022705,0.127690212,0.025,0.262295082,0.921164773,0.0078125,6.2578125,6.25,0.190086207,male
+0.200513095,0.044939774,0.20991832,0.156009335,0.23033839,0.074329055,2.319576234,10.26277699,0.898911684,0.191797697,0.20991832,0.200513095,0.135308185,0.056939502,0.275862069,0.468327703,0.0078125,5.46875,5.4609375,0.084242796,male
+0.199619534,0.042914817,0.201953544,0.165598571,0.228469327,0.062870756,1.546042025,6.1439651,0.909862179,0.19023622,0.203787969,0.199619534,0.136642802,0.025396825,0.275862069,1.1171875,0.1640625,6.015625,5.8515625,0.129935152,male
+0.202450069,0.043619231,0.206862442,0.164667697,0.231962906,0.067295209,1.431084668,5.170581869,0.906898714,0.184217939,0.22568779,0.202450069,0.1324576,0.017204301,0.235294118,0.640950521,0.0078125,4.7890625,4.78125,0.08995098,male
+0.207534422,0.051073832,0.221953932,0.154122319,0.251532963,0.097410643,1.596566808,6.751481107,0.905323554,0.188694733,0.251755361,0.207534422,0.131115848,0.02435312,0.275862069,0.901041667,0.15625,5.8984375,5.7421875,0.181802721,male
+0.140716928,0.081793236,0.137723016,0.070793494,0.221350419,0.150556925,1.686963037,6.807623686,0.966392517,0.751093677,0.117161163,0.140716928,0.110488933,0.017039404,0.275862069,0.398148148,0.0078125,5.046875,5.0390625,0.116491868,male
+0.212619817,0.049833012,0.226058543,0.163921035,0.256364874,0.092443839,1.277224224,4.12783208,0.906782557,0.180812811,0.238447924,0.212619817,0.119024042,0.020486556,0.23880597,0.671875,0.0078125,5.90625,5.8984375,0.124797645,male
+0.201428029,0.044631111,0.201179625,0.16714924,0.236961573,0.069812332,0.962779158,2.99656468,0.908618197,0.186674892,0.229705094,0.201428029,0.129064343,0.018099548,0.271186441,0.852678571,0.1484375,6.1171875,5.96875,0.133025627,male
+0.205776114,0.04494372,0.21103321,0.167896679,0.238671587,0.070774908,1.010616109,3.386514974,0.90998408,0.188334797,0.227564576,0.205776114,0.12905835,0.02022756,0.23880597,0.299045139,0.0078125,0.6484375,0.640625,0.270731707,male
+0.206506938,0.048698956,0.208899476,0.161543592,0.255321582,0.09377799,1.70719575,6.065000288,0.905499333,0.173448945,0.159676036,0.206506938,0.128289248,0.016913319,0.262295082,1.334635417,0.15625,6.46875,6.3125,0.281331423,male
+0.135916935,0.09111936,0.133030568,0.041082969,0.228157205,0.187074236,4.286667046,37.01635031,0.935641608,0.633295017,0.0,0.135916935,0.123620257,0.015904573,0.275862069,0.230324074,0.0078125,4.4140625,4.40625,0.098256501,male
+0.159270116,0.080240429,0.145533923,0.121250737,0.241840708,0.120589971,2.952843706,22.8660296,0.934460251,0.580938543,0.0,0.159270116,0.127236489,0.018583043,0.262295082,0.485821759,0.0078125,4.359375,4.3515625,0.122800718,male
+0.1603749,0.076347103,0.143242977,0.118679152,0.235702316,0.117023164,3.40864995,26.93859556,0.927764316,0.537783108,0.0,0.1603749,0.122719278,0.017699115,0.275862069,0.140429688,0.0078125,0.6953125,0.6875,0.10479798,male
+0.160468201,0.077850797,0.149528796,0.125193717,0.239979058,0.11478534,2.907549994,19.86283324,0.940860875,0.610160512,0.0,0.160468201,0.141771681,0.016967126,0.266666667,0.350506757,0.0078125,4.8828125,4.875,0.119711538,male
+0.130917547,0.088621873,0.129857072,0.042917693,0.214036471,0.171118778,2.539730034,20.10959893,0.964068209,0.738173785,0.0,0.130917547,0.122975812,0.017738359,0.253968254,0.253787879,0.0078125,4.375,4.3671875,0.078600179,male
+0.137654743,0.084476597,0.133981016,0.072696817,0.222624232,0.149927415,3.999051671,42.12551564,0.93373752,0.5753546,0.0,0.137654743,0.148467075,0.039215686,0.271186441,0.280273438,0.0078125,4.453125,4.4453125,0.107740506,male
+0.153446983,0.083613156,0.133629783,0.115387797,0.242792141,0.127404343,3.621846614,24.59135834,0.929504169,0.582089894,0.0,0.153446983,0.130283589,0.018735363,0.266666667,0.238064236,0.0078125,4.3359375,4.328125,0.08111804,male
+0.163812989,0.073376986,0.152610442,0.126907631,0.220883534,0.093975904,6.988463589,121.3872915,0.936580057,0.566636505,0.0,0.163812989,0.117121916,0.021798365,0.25,0.609675481,0.0078125,4.8203125,4.8125,0.249631051,male
+0.15293749,0.087001332,0.140069,0.104603253,0.241912272,0.137309019,3.718936071,43.12629121,0.949458215,0.659316984,0.0,0.15293749,0.116985402,0.018539977,0.271186441,0.525331439,0.0078125,4.1328125,4.125,0.230205279,male
+0.154623105,0.08305633,0.138998979,0.113258427,0.239101124,0.125842697,3.128075501,23.30234636,0.943545343,0.627002141,0.0,0.154623105,0.128543213,0.015920398,0.266666667,0.261126894,0.0078125,4.984375,4.9765625,0.046752355,male
+0.139546333,0.070247785,0.127355426,0.088421053,0.194853801,0.106432749,2.114537348,10.0704988,0.964297685,0.730375339,0.095334633,0.139546333,0.102370609,0.030245747,0.275862069,0.426915323,0.0234375,2.5234375,2.5,0.169166667,male
+0.14173034,0.07228982,0.126800618,0.088500773,0.203400309,0.114899536,1.724980986,7.528767305,0.965826891,0.737768577,0.090664606,0.14173034,0.084838866,0.017353579,0.192771084,0.4890625,0.0078125,2.4609375,2.453125,0.241032518,male
+0.152080516,0.071792648,0.164117227,0.094267334,0.207548249,0.113280915,1.78228207,6.785706802,0.953487075,0.667288349,0.060042888,0.152080516,0.088670973,0.026845638,0.156862745,0.597426471,0.0078125,3.953125,3.9453125,0.193145468,male
+0.150002435,0.068327588,0.162543757,0.093932322,0.202893816,0.108961494,1.953073325,7.469801745,0.950158584,0.648722531,0.084130688,0.150002435,0.093507639,0.016343207,0.258064516,0.470982143,0.0078125,4.875,4.8671875,0.135586819,male
+0.141262751,0.072699326,0.136797967,0.087878018,0.192833545,0.104955527,2.52838405,13.0989223,0.963082618,0.727168917,0.094993647,0.141262751,0.095860266,0.015857284,0.266666667,0.414362981,0.0078125,2.5859375,2.578125,0.144191919,male
+0.14446144,0.069921983,0.148396095,0.087085077,0.198772664,0.111687587,2.025650261,8.292933318,0.959330443,0.708366596,0.084937238,0.14446144,0.09681669,0.017410229,0.262295082,0.669744318,0.0078125,4.8125,4.8046875,0.16300813,male
+0.148932668,0.071697394,0.143202033,0.09339263,0.203506989,0.110114358,1.827554859,7.778716088,0.963970169,0.72488964,0.095171537,0.148932668,0.09079563,0.021276596,0.266666667,0.474537037,0.0078125,4.7734375,4.765625,0.153901639,male
+0.147380705,0.070775538,0.140692688,0.095129192,0.210269379,0.115140187,1.773642161,6.832307134,0.957589014,0.695730682,0.096668499,0.147380705,0.102929925,0.015857284,0.275862069,0.37046371,0.015625,3.4921875,3.4765625,0.097869043,male
+0.132709975,0.081995587,0.122855574,0.08287754,0.216035146,0.133157606,26.93501927,890.8453977,0.912579156,0.586009845,0.0,0.132709975,0.09164744,0.017410229,0.262295082,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.11555734,0.086030679,0.117162092,0.030305541,0.192853444,0.162547903,26.13693715,870.3048838,0.922941431,0.619477394,0.0,0.11555734,0.094866655,0.016649324,0.271186441,0.010318396,0.0078125,0.1328125,0.125,0.040865385,male
+0.133108102,0.083778792,0.125357312,0.074339801,0.216393753,0.142053952,30.68466989,1116.036622,0.907382298,0.573354875,0.0,0.133108102,0.095086608,0.022727273,0.222222222,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.13340514,0.08826444,0.128546825,0.052744887,0.222583423,0.169838536,28.97624149,990.7798885,0.888299342,0.503554537,0.0,0.13340514,0.10690366,0.015670911,0.271186441,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.126405749,0.085713648,0.121131448,0.05171381,0.214542429,0.162828619,23.22549206,638.1274262,0.911996439,0.626266948,0.0,0.126405749,0.08590859,0.017391304,0.266666667,0.020359848,0.0078125,0.421875,0.4140625,0.0625,male
+0.130041559,0.08485286,0.12482659,0.072427746,0.213641618,0.141213873,25.27605953,747.381444,0.862424386,0.471193175,0.0,0.130041559,0.079666795,0.018306636,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.128899304,0.089010276,0.124168013,0.049305331,0.222778675,0.173473344,23.64839921,659.3184273,0.865277681,0.47277959,0.0,0.128899304,0.090350059,0.025,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.138850844,0.078971465,0.130915141,0.105524126,0.205690516,0.100166389,23.08385363,632.726357,0.887582162,0.491839451,0.0,0.138850844,0.093863067,0.05,0.202531646,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.133107895,0.079634683,0.128146453,0.105080092,0.183676583,0.078596491,24.01834268,686.5881775,0.875579431,0.459350521,0.0,0.133107895,0.090805946,0.015655577,0.258064516,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.135603867,0.086122445,0.126901288,0.099261803,0.218712446,0.119450644,21.71489122,575.8605603,0.887039736,0.500550692,0.0,0.135603867,0.082045913,0.025,0.207792208,0.025146484,0.0078125,0.5625,0.5546875,0.064516129,male
+0.129003126,0.070466,0.134948945,0.070524166,0.170782845,0.100258679,1.298188186,4.588311607,0.96403636,0.727163913,0.170211028,0.129003126,0.139353024,0.019207683,0.228571429,0.29857337,0.03125,3.609375,3.578125,0.103763776,male
+0.125830381,0.077781662,0.12870317,0.05581172,0.170730067,0.114918348,1.330018622,5.444217993,0.967388776,0.712792357,0.137512008,0.125830381,0.136684211,0.015810277,0.275862069,0.242897727,0.0078125,5.4921875,5.484375,0.052859961,male
+0.169634629,0.062352304,0.156538751,0.129149737,0.228592927,0.09944319,1.567229533,5.300784433,0.918329311,0.4406127,0.139473288,0.169634629,0.130410073,0.022889843,0.183908046,0.201746324,0.1171875,0.3984375,0.28125,0.307291667,male
+0.1456762,0.066908976,0.145363065,0.11670669,0.172738708,0.056032018,1.928249409,6.91077607,0.935388031,0.564340578,0.116546598,0.1456762,0.120920853,0.015763547,0.205128205,0.360625,0.0234375,5.0,4.9765625,0.062794349,male
+0.150660627,0.072067244,0.148004866,0.115304136,0.188540146,0.07323601,1.454416548,5.319291814,0.954526283,0.665344898,0.128248175,0.150660627,0.118406622,0.017353579,0.19047619,0.221354167,0.0078125,2.0703125,2.0625,0.113636364,male
+0.137412268,0.094762718,0.1584,0.053688889,0.214577778,0.160888889,31.35506759,1045.528502,0.833948476,0.494854235,0.0,0.137412268,0.074020769,0.015779093,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.148504903,0.093163413,0.172495637,0.085514834,0.225596277,0.140081443,32.35073927,1122.219023,0.853310785,0.482366962,0.0,0.148504903,0.078179813,0.015936255,0.258064516,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.129494631,0.094534617,0.138825996,0.023480084,0.20427673,0.180796646,24.07525155,622.2092983,0.81449885,0.463573621,0.0,0.129494631,0.07448185,0.017039404,0.216216216,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.141017301,0.087606329,0.139022222,0.093866667,0.217244444,0.123377778,30.82275524,1022.06412,0.844112969,0.439875027,0.0,0.141017301,0.071610081,0.015984016,0.219178082,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.124434552,0.091993697,0.135808383,0.000239521,0.196407186,0.196167665,27.07823715,778.651891,0.815757102,0.503364579,0.0,0.124434552,0.076402186,0.017185822,0.205128205,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.140373168,0.0914652,0.151220401,0.081602914,0.216247723,0.134644809,25.69328867,711.1343104,0.842625568,0.466323019,0.0,0.140373168,0.064366703,0.015779093,0.16,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.142133366,0.091372001,0.157711523,0.081901692,0.208702659,0.126800967,27.50561261,811.2473156,0.855926723,0.505870653,0.0,0.142133366,0.073122644,0.016546019,0.172043011,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.136930257,0.089341607,0.156704545,0.070198864,0.208409091,0.138210227,29.46795062,927.373183,0.851999339,0.51485225,0.0,0.136930257,0.074691934,0.015655577,0.258064516,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.129408891,0.091720325,0.136923077,0.037884615,0.2,0.162115385,30.12734712,965.7262389,0.821234544,0.475372568,0.0,0.129408891,0.066563908,0.016,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.141598185,0.09251486,0.162378168,0.078596491,0.216959064,0.138362573,25.00577457,670.7577732,0.853836596,0.517810951,0.0,0.141598185,0.070249284,0.016260163,0.213333333,0.0078125,0.0078125,0.0078125,0.0,0.0,male
+0.155171185,0.067961896,0.159920213,0.091223404,0.21837766,0.127154255,2.405710157,11.3021319,0.94438662,0.62517986,0.081170213,0.155171185,0.081689643,0.015640274,0.266666667,0.891493056,0.0078125,6.53125,6.5234375,0.208238069,male
+0.164710428,0.067818483,0.169601386,0.098266898,0.228561525,0.130294627,1.437013603,4.798000994,0.947677667,0.634989919,0.160866551,0.164710428,0.085798977,0.015748031,0.266666667,0.784646739,0.0078125,5.75,5.7421875,0.219565922,male
+0.169446228,0.060520408,0.190920465,0.108096515,0.213941019,0.105844504,1.969057079,6.624244837,0.92385904,0.539665849,0.195924933,0.169446228,0.08548453,0.01611279,0.152380952,0.396059783,0.0078125,2.7265625,2.71875,0.156677614,male
+0.171524781,0.066652359,0.179106611,0.104562239,0.218796903,0.114234663,2.355883038,10.98910463,0.937555377,0.569748742,0.179773675,0.171524781,0.085489533,0.016666667,0.275862069,0.701522436,0.0625,4.7265625,4.6640625,0.20277061,male
+0.165675768,0.068699759,0.173915806,0.099634631,0.21706116,0.117426529,2.11022156,8.703582688,0.946567439,0.644403201,0.176362192,0.165675768,0.08631501,0.016427105,0.228571429,0.676993534,0.0078125,3.3125,3.3046875,0.272743192,male
+0.175236547,0.065382053,0.182162645,0.112100089,0.226201966,0.114101877,1.306581011,5.213946925,0.942771149,0.565058683,0.182412869,0.175236547,0.092577087,0.016129032,0.266666667,0.8040625,0.0078125,6.2890625,6.28125,0.152065758,male
+0.17335613,0.069192145,0.174441489,0.109654255,0.243696809,0.134042553,2.279271975,8.659379909,0.926939117,0.560883034,0.175744681,0.17335613,0.091686966,0.019559902,0.266666667,0.508789063,0.0078125,3.5546875,3.546875,0.163321912,male
+0.167688531,0.067265354,0.174785568,0.103308373,0.22300885,0.119700477,1.717753342,7.054669181,0.951842089,0.645683731,0.166398911,0.167688531,0.085795436,0.020539153,0.25,0.754971591,0.0078125,4.2421875,4.234375,0.198369242,male
+0.177154006,0.066537679,0.179763828,0.120944686,0.237016781,0.116072094,1.373610739,4.794717814,0.945122391,0.576871202,0.171932878,0.177154006,0.086956089,0.01659751,0.271186441,0.329391892,0.03125,2.9375,2.90625,0.101612903,male
+0.167092111,0.065247119,0.175386615,0.104977258,0.212683561,0.107706303,1.366131987,4.781192477,0.95290412,0.642861718,0.175750487,0.167092111,0.08217041,0.017448201,0.216216216,0.804917279,0.0703125,3.8828125,3.8125,0.222801788,male
+0.135439921,0.087048351,0.123141361,0.06578534,0.213848168,0.148062827,27.18931679,853.2774796,0.917046961,0.608107588,0.0,0.135439921,0.100477175,0.017316017,0.271186441,0.025669643,0.0078125,0.375,0.3671875,0.051894136,male
+0.111336717,0.075082613,0.095585344,0.047542449,0.172153709,0.12461126,1.792152198,8.022700187,0.962835174,0.735872184,0.060053619,0.111336717,0.084688721,0.015670911,0.192771084,0.1953125,0.0078125,0.734375,0.7265625,0.2479092,male
+0.126490157,0.076256219,0.109097408,0.063556747,0.180661305,0.117104558,3.81530382,38.86715787,0.961527835,0.739691106,0.060053619,0.126490157,0.089792422,0.015841584,0.271186441,0.940429688,0.0078125,4.890625,4.8828125,0.263876923,male
+0.143503898,0.07333391,0.150425532,0.086382979,0.197712766,0.111329787,3.58600908,28.34661481,0.961517081,0.734525066,0.059946809,0.143503898,0.090472014,0.017448201,0.235294118,0.462015086,0.0078125,2.3359375,2.328125,0.203020134,male
+0.098401264,0.076687615,0.070774908,0.034612546,0.159372694,0.124760148,1.262548824,3.972190245,0.956937164,0.699169282,0.026088561,0.098401264,0.103000399,0.016343207,0.271186441,0.693576389,0.015625,4.109375,4.09375,0.294342164,male
+0.133789167,0.074459252,0.121897336,0.075139701,0.202677063,0.127537362,2.32322911,19.48285038,0.973126923,0.783048031,0.060038986,0.133789167,0.097054156,0.034482759,0.262295082,0.71875,0.03125,4.3828125,4.3515625,0.256041983,male
+0.142107791,0.075127874,0.133017032,0.085498783,0.201143552,0.115644769,2.914278414,27.59024718,0.970401486,0.771349882,0.060121655,0.142107791,0.101573578,0.015888779,0.262295082,1.204733456,0.0078125,5.8203125,5.8125,0.267350929,male
+0.125046513,0.074483506,0.114757744,0.064940429,0.182811755,0.117871326,2.096057426,13.90049827,0.966506126,0.752876019,0.060047657,0.125046513,0.099437994,0.017094017,0.262295082,0.735795455,0.0234375,5.640625,5.6171875,0.165646732,male
+0.118012458,0.076185217,0.098021638,0.054095827,0.185440495,0.131344668,2.309560598,12.32044459,0.959287884,0.712753091,0.059938176,0.118012458,0.100263865,0.015841584,0.258064516,0.5228125,0.0078125,4.265625,4.2578125,0.192201835,male
+0.146408769,0.070290096,0.157640751,0.091081323,0.19567471,0.104593387,2.648519925,15.57177256,0.949020661,0.66825601,0.060053619,0.146408769,0.101699939,0.017957351,0.271186441,0.60625,0.0546875,2.5546875,2.5,0.203125,male
+0.147246228,0.071191084,0.160147601,0.090664207,0.19501845,0.104354244,2.529523094,12.2999729,0.940378871,0.63318973,0.060184502,0.147246228,0.083904732,0.017877095,0.175824176,0.527994792,0.0078125,1.734375,1.7265625,0.376799671,male
+0.136544995,0.079885633,0.129410363,0.086384753,0.20745682,0.121072067,1.349488267,5.086586797,0.968367091,0.762795577,0.010839786,0.136544995,0.107764202,0.016129032,0.275862069,0.328125,0.0078125,4.9453125,4.9375,0.086708861,male
+0.131649276,0.083649656,0.121954262,0.064033264,0.213056133,0.149022869,2.58333995,12.13639028,0.957859311,0.718049103,0.003056133,0.131649276,0.113352435,0.017003188,0.275862069,0.348894817,0.0078125,5.390625,5.3828125,0.049024351,male
+0.136619901,0.090157061,0.126277713,0.049824971,0.225764294,0.175939323,1.122687907,3.822379395,0.961351376,0.704402571,0.006371062,0.136619901,0.104033219,0.017679558,0.262295082,0.170691288,0.0078125,0.6875,0.6796875,0.210344828,male
+0.136357873,0.081464777,0.120068611,0.071560892,0.21724414,0.145683248,1.909201574,7.550408516,0.958706871,0.717075601,0.111903945,0.136357873,0.109436728,0.027538726,0.258064516,0.409667969,0.0078125,3.9921875,3.984375,0.074374577,male
+0.113998321,0.087423579,0.110097087,0.019935275,0.197540453,0.177605178,2.966549812,14.17252009,0.953355517,0.701851954,0.006796117,0.113998321,0.106895494,0.015717092,0.231884058,0.366570724,0.0078125,6.8671875,6.859375,0.081909643,male
+0.134280484,0.080663975,0.120077973,0.076595192,0.211410006,0.134814815,1.553992243,5.690074044,0.968708804,0.776187035,0.09351527,0.134280484,0.111085453,0.028520499,0.275862069,0.460658482,0.0078125,5.2109375,5.203125,0.11033033,male
+0.131286983,0.085092468,0.129011628,0.051007752,0.21,0.158992248,1.221487139,4.677909207,0.97086915,0.771337943,0.007596899,0.131286983,0.121895798,0.016,0.275862069,0.456380208,0.0078125,2.9609375,2.953125,0.200034136,male
+0.146211067,0.081070421,0.146040992,0.096806904,0.219590076,0.122783172,1.136307535,4.520412167,0.971441518,0.774460981,0.110852211,0.146211067,0.11173916,0.01946472,0.262295082,0.839732143,0.0078125,5.6015625,5.59375,0.130686353,male
+0.114047963,0.080208207,0.105877633,0.039177533,0.181424273,0.14224674,1.556536807,6.506861287,0.970014296,0.771717924,0.007442327,0.114047963,0.11298998,0.017699115,0.262295082,0.187220982,0.0078125,0.5859375,0.578125,0.383383383,male
+0.130483909,0.08146291,0.116764296,0.065411437,0.207168759,0.141757322,1.345414235,5.213894885,0.966638194,0.748405675,0.100948396,0.130483909,0.098337772,0.019230769,0.275862069,0.1540625,0.0078125,0.640625,0.6328125,0.260332797,male
+0.163449141,0.080887512,0.147741331,0.098931584,0.251527648,0.152596064,2.354468745,10.72937404,0.960501851,0.715570527,0.131996251,0.163449141,0.126163243,0.022346369,0.266666667,0.326239224,0.0078125,0.7734375,0.765625,0.229199372,male
+0.158351723,0.088781031,0.140529634,0.076738125,0.256107608,0.179369483,2.576943162,11.62925598,0.941863633,0.599405156,0.134409416,0.158351723,0.129129178,0.017718715,0.242424242,0.368790064,0.046875,0.9140625,0.8671875,0.215485756,male
+0.194226394,0.0653371,0.203145104,0.137698356,0.25838456,0.120686204,3.68761292,23.8706803,0.902564585,0.4174511,0.258784846,0.194226394,0.126885306,0.033472803,0.172043011,0.645833333,0.140625,6.3125,6.171875,0.024683544,male
+0.183167358,0.076998697,0.180875912,0.130462287,0.257518248,0.127055961,2.636325919,12.37183178,0.928583882,0.539688442,0.261605839,0.183167358,0.124997378,0.016967126,0.262295082,0.445572917,0.0078125,3.59375,3.5859375,0.115543535,male
+0.166508275,0.072547769,0.152969825,0.126437268,0.242053997,0.115616728,2.263057987,9.621681216,0.948443181,0.651537207,0.28,0.166508275,0.111285548,0.016824395,0.231884058,0.479492188,0.0078125,6.859375,6.8515625,0.070005401,male
+0.190603691,0.067508165,0.179458375,0.133681043,0.257953862,0.124272818,1.871545016,6.092078929,0.909427751,0.403200044,0.131574724,0.190603691,0.128034324,0.016824395,0.275862069,0.593303571,0.0078125,5.3125,5.3046875,0.120029455,male
+0.174151584,0.075432095,0.156328066,0.128306998,0.251346877,0.12303988,2.400994179,9.878839855,0.939429853,0.623890324,0.137366441,0.174151584,0.129089941,0.04519774,0.213333333,0.2890625,0.046875,0.7109375,0.6640625,0.276470588,male
+0.173094592,0.078937918,0.154168096,0.124711264,0.253584906,0.128873642,2.761376108,13.61691978,0.933829079,0.562797801,0.262229846,0.173094592,0.132628339,0.053333333,0.225352113,0.4278125,0.0390625,0.9140625,0.875,0.282608696,male
+0.180052131,0.074080927,0.159081164,0.131638591,0.25870342,0.127064829,2.642745949,11.08093241,0.920589846,0.524414837,0.260847371,0.180052131,0.131712826,0.017857143,0.207792208,0.318709936,0.1171875,0.6328125,0.515625,0.414274322,male
+0.187741397,0.06314109,0.176691627,0.137808033,0.25331518,0.115507148,1.969141598,8.000181417,0.922335592,0.463953588,0.255793057,0.187741397,0.132163571,0.018327606,0.242424242,0.372896635,0.046875,0.84375,0.796875,0.224673203,male
+0.174623241,0.088853059,0.198173516,0.10739726,0.255281583,0.147884323,4.39652558,38.05892553,0.926626763,0.614030123,0.0,0.174623241,0.114102047,0.020486556,0.179775281,0.288574219,0.0078125,0.6875,0.6796875,0.259770115,male
+0.195126971,0.070298019,0.194924039,0.149383378,0.256478999,0.107095621,1.952501051,6.867106658,0.924806353,0.543857552,0.252975871,0.195126971,0.132863118,0.019417476,0.275862069,0.479166667,0.0078125,5.8125,5.8046875,0.094068448,male
+0.187102575,0.069162664,0.194279661,0.146228814,0.24559322,0.099364407,1.69891296,6.97684128,0.942871864,0.617207386,0.27970339,0.187102575,0.131937847,0.016326531,0.222222222,0.270733173,0.0078125,0.484375,0.4765625,0.239344262,male
+0.179253335,0.087959729,0.192786885,0.123934426,0.255797317,0.131862891,4.146401216,32.39132329,0.916256498,0.573846699,0.0,0.179253335,0.12331233,0.016614746,0.266666667,0.5984375,0.0078125,5.4296875,5.421875,0.163132977,male
+0.183001514,0.062595696,0.197838983,0.165211864,0.214152542,0.048940678,2.632291452,10.32342584,0.916782129,0.551162529,0.198432203,0.183001514,0.171643618,0.025806452,0.253968254,0.47265625,0.0078125,1.234375,1.2265625,0.195414013,male
+0.204096023,0.067199145,0.225319865,0.167811448,0.262558923,0.094747475,1.798545545,5.916814541,0.906929,0.446186467,0.265387205,0.204096023,0.130455177,0.020833333,0.25,0.25390625,0.0078125,0.5703125,0.5625,0.211538462,male
+0.187881443,0.072889682,0.220542169,0.12313253,0.241626506,0.118493976,2.903704715,13.47993531,0.910193058,0.516566878,0.242048193,0.187881443,0.122244328,0.015655577,0.235294118,0.322395833,0.0078125,0.609375,0.6015625,0.269944341,male
+0.170904352,0.055954235,0.185459496,0.119891082,0.217290674,0.097399592,2.411366042,10.11663997,0.901721279,0.337573303,0.0,0.170904352,0.117811192,0.018518519,0.275862069,0.202636719,0.0078125,1.53125,1.5234375,0.06043956,male
+0.169310404,0.055437867,0.186980656,0.121042893,0.211707317,0.090664424,2.667088156,15.12712706,0.90234792,0.351130452,0.0,0.169310404,0.11518075,0.016096579,0.275862069,0.214133523,0.0078125,0.6328125,0.625,0.269375,male
+0.167901403,0.059537133,0.155301328,0.120122574,0.222798774,0.1026762,3.487823674,19.18303118,0.891240266,0.336755307,0.121838611,0.167901403,0.094817045,0.021164021,0.14953271,0.258789063,0.0078125,0.6796875,0.671875,0.387596899,male
+0.169667926,0.054223565,0.183927765,0.122197141,0.217215952,0.095018811,2.487170149,11.41512563,0.903492647,0.340566563,0.0,0.169667926,0.103282233,0.015779093,0.275862069,0.239762931,0.0078125,0.890625,0.8828125,0.212061619,male
+0.172242859,0.054806468,0.188347458,0.127245763,0.203177966,0.075932203,4.805772648,30.75095976,0.875926547,0.342791543,0.189533898,0.172242859,0.094400516,0.022284123,0.210526316,0.241365132,0.0078125,0.828125,0.8203125,0.269642857,male
+0.169736247,0.059058745,0.179654255,0.118776596,0.220611702,0.101835106,3.386536923,19.01070501,0.892121333,0.336294751,0.0,0.169736247,0.125937251,0.01843318,0.275862069,0.140625,0.0078125,0.5546875,0.546875,0.211059908,male
+0.16879083,0.055143523,0.185035743,0.121652105,0.207498014,0.085845909,2.755620209,17.03753468,0.91004503,0.369568127,0.0,0.16879083,0.104965046,0.023357664,0.205128205,0.240149457,0.0078125,0.6953125,0.6875,0.200929752,male
+0.169100156,0.054076484,0.183929619,0.120498534,0.213900293,0.09340176,2.513792647,12.26363065,0.900882127,0.333114349,0.0,0.169100156,0.102248106,0.017094017,0.213333333,0.221235795,0.0078125,0.6953125,0.6875,0.217532468,male
+0.165101812,0.061434706,0.143542354,0.119823982,0.220858086,0.101034103,4.407364841,29.53040395,0.886586059,0.359122067,0.119823982,0.165101812,0.085566878,0.016243655,0.242424242,0.06875,0.0078125,0.296875,0.2890625,0.166666667,male
+0.169299933,0.060587118,0.176239782,0.119019074,0.222779292,0.103760218,3.003081513,14.56348119,0.873493633,0.279631783,0.118256131,0.169299933,0.102431715,0.020997375,0.275862069,0.206414474,0.0078125,1.1953125,1.1875,0.166408669,male
+0.161798948,0.070732062,0.175096419,0.106446281,0.223884298,0.117438017,1.52334828,5.952213403,0.961454703,0.701337319,0.228705234,0.161798948,0.098397466,0.020278834,0.202531646,0.404903017,0.0078125,3.2265625,3.21875,0.163610212,male
+0.141996009,0.077729686,0.142815356,0.082925046,0.202961609,0.120036563,1.066574774,4.670176551,0.973287431,0.78358825,0.087531993,0.141996009,0.095639679,0.017837235,0.183908046,0.312872024,0.0078125,0.6484375,0.640625,0.246341463,male
+0.151755275,0.070109507,0.172265625,0.09515625,0.202526042,0.107369792,2.244613431,9.03792311,0.950210001,0.661866724,0.189401042,0.151755275,0.098608875,0.016949153,0.275862069,0.184895833,0.0078125,0.671875,0.6640625,0.186764706,male
+0.155791036,0.072955158,0.158460278,0.101588862,0.215790336,0.114201474,1.107812057,4.410252585,0.9726165,0.779599755,0.107321867,0.155791036,0.118590378,0.033333333,0.275862069,0.424715909,0.0078125,3.0625,3.0546875,0.161856047,male
+0.132078768,0.083579119,0.121049724,0.053950276,0.201491713,0.147541436,0.913085212,4.075569671,0.974281933,0.776759484,0.195883978,0.132078768,0.110245385,0.038834951,0.219178082,0.498934659,0.0234375,5.234375,5.2109375,0.11272935,male
+0.156413666,0.076329043,0.147649007,0.10384106,0.22807947,0.124238411,1.433864862,5.854600795,0.969736217,0.755511823,0.124701987,0.156413666,0.116346471,0.021947874,0.192771084,0.21640625,0.0078125,0.625,0.6171875,0.346694796,male
+0.134505932,0.084255138,0.123855025,0.051894563,0.215881384,0.16398682,1.139521438,4.349925116,0.971676347,0.768141347,0.02306425,0.134505932,0.10678625,0.039215686,0.235294118,0.258184524,0.03125,0.640625,0.609375,0.272604588,male
+0.16941184,0.075230008,0.165850622,0.117053942,0.24340249,0.126348548,1.479748697,4.969102178,0.957456524,0.704162959,0.260248963,0.16941184,0.111483972,0.027874564,0.168421053,0.25625,0.03125,0.7734375,0.7421875,0.211634349,male
+0.155245844,0.072312298,0.170056497,0.101242938,0.214824859,0.113581921,2.011779953,8.263244148,0.960913011,0.705631792,0.215141243,0.155245844,0.099438447,0.019393939,0.197530864,0.333079268,0.015625,5.3671875,5.3515625,0.067153285,male
+0.149886883,0.076085131,0.147526882,0.095913978,0.20688172,0.110967742,1.146053954,4.570516007,0.969179058,0.753901263,0.28,0.149886883,0.114710122,0.015888779,0.25,0.2578125,0.0390625,0.7109375,0.671875,0.246366279,male
+0.159722449,0.07681216,0.163371151,0.097568882,0.225769854,0.128200972,1.215849341,4.792186676,0.965916991,0.729219164,0.27273906,0.159722449,0.103969451,0.029143898,0.271186441,0.595880682,0.03125,5.421875,5.390625,0.163008972,male
+0.157421446,0.080334371,0.157066911,0.101631531,0.228157654,0.126526123,0.730940876,2.978144187,0.970940541,0.762333874,0.118056829,0.157421446,0.120527406,0.017429194,0.168421053,0.444602273,0.0078125,3.4453125,3.4375,0.135930736,male
+0.170624946,0.072667479,0.185301645,0.116709324,0.231371115,0.114661792,1.408411633,6.306748629,0.963755815,0.717781207,0.231115174,0.170624946,0.123096334,0.066115702,0.275862069,0.818256579,0.0078125,5.0625,5.0546875,0.18465315,male
+0.11384848,0.077840058,0.099140475,0.043643361,0.189121232,0.14547787,0.937420583,3.330336872,0.965313093,0.715838487,0.109018602,0.11384848,0.111043177,0.019393939,0.258064516,0.444824219,0.0078125,4.125,4.1171875,0.062422299,male
+0.167498444,0.072582748,0.192614652,0.109231686,0.226634902,0.117403216,1.81881964,6.921611796,0.954933164,0.673121636,0.228636093,0.167498444,0.104260377,0.015794669,0.225352113,0.402455357,0.0078125,6.0078125,6.0,0.073153409,male
+0.165146872,0.07069516,0.177700787,0.110456693,0.226425197,0.115968504,1.260262741,4.110170764,0.958910214,0.677621878,0.12192126,0.165146872,0.110622698,0.032258065,0.266666667,0.24453125,0.0078125,0.5234375,0.515625,0.468899522,male
+0.146445288,0.081916202,0.143783784,0.086774775,0.212396396,0.125621622,1.185717417,4.635083221,0.968319785,0.745048341,0.27772973,0.146445288,0.112855417,0.022566996,0.25,0.355282738,0.015625,3.84375,3.828125,0.108571429,male
+0.169186048,0.06576805,0.180209644,0.114465409,0.22129979,0.106834382,1.129923781,4.116322303,0.94937934,0.600748275,0.191069182,0.169186048,0.114003963,0.026533997,0.210526316,0.411764706,0.109375,2.109375,2.0,0.1171875,male
+0.136065631,0.083185706,0.133696498,0.055097276,0.209338521,0.154241245,0.630191059,3.677954364,0.981996589,0.831346867,0.242801556,0.136065631,0.099249586,0.020592021,0.166666667,0.440272177,0.015625,3.9453125,3.9296875,0.148968259,male
+0.157534008,0.072466278,0.16618705,0.103405276,0.225275779,0.121870504,1.197985454,4.086180496,0.956395197,0.688634459,0.234340528,0.157534008,0.095537202,0.038186158,0.197530864,0.490885417,0.03125,3.0703125,3.0390625,0.217106801,male
+0.156780763,0.06929707,0.165758276,0.101308699,0.212317167,0.111008468,1.257669119,4.372105125,0.963429519,0.721719878,0.109499615,0.156780763,0.09338787,0.018691589,0.253968254,0.339988426,0.0078125,3.265625,3.2578125,0.127282789,male
+0.159333403,0.078427685,0.168960915,0.098226883,0.225548141,0.127321258,1.303955406,4.797990218,0.963302216,0.720682103,0.271458532,0.159333403,0.109994169,0.025316456,0.266666667,0.260850694,0.03125,0.640625,0.609375,0.353695324,male
+0.164565495,0.066691594,0.170044524,0.118682102,0.220409617,0.101727516,1.2630975,4.548818698,0.961162599,0.700490779,0.242101514,0.164565495,0.119315238,0.033755274,0.262295082,0.194957386,0.0078125,0.6953125,0.6875,0.205627706,male
+0.146240822,0.078153554,0.159084843,0.083279314,0.221544328,0.138265014,1.341798807,5.602640078,0.96790055,0.744772749,0.237025739,0.146240822,0.100752018,0.030360531,0.253968254,0.657226563,0.0078125,6.171875,6.1640625,0.098768785,male
+0.138546156,0.076228128,0.129991174,0.072656664,0.205613416,0.132956752,0.97000188,4.277141604,0.974481291,0.778516907,0.103053839,0.138546156,0.107425402,0.028725314,0.228571429,0.176432292,0.0078125,0.703125,0.6953125,0.232744783,male
+0.1414194,0.073749274,0.140325834,0.083413499,0.208099302,0.124685803,1.500373351,5.68581657,0.967773884,0.748328142,0.104049651,0.1414194,0.107724728,0.020806242,0.213333333,0.412860577,0.0078125,2.9921875,2.984375,0.14052356,male
+0.135681636,0.077021847,0.147956132,0.078165503,0.195134596,0.116969093,1.493024174,5.882677447,0.968273217,0.76628791,0.148793619,0.135681636,0.108887413,0.037914692,0.231884058,0.280838816,0.0234375,0.6875,0.6640625,0.288235294,male
+0.161037848,0.07342577,0.166242578,0.104732824,0.220627651,0.115894826,1.157284038,4.854433242,0.969534221,0.746184314,0.215402884,0.161037848,0.103929969,0.018583043,0.271186441,0.388764881,0.0078125,3.0390625,3.03125,0.123582474,male
+0.11244771,0.084363657,0.105628743,0.029844311,0.182419162,0.15257485,1.906120127,8.584900771,0.966289356,0.772289112,0.018443114,0.11244771,0.120958777,0.017204301,0.253968254,0.977864583,0.0078125,5.328125,5.3203125,0.249449339,male
+0.155223573,0.073200966,0.143864119,0.10403397,0.215796178,0.111762208,1.435853493,5.131261664,0.951795127,0.675391336,0.10343949,0.155223573,0.093939382,0.029357798,0.210526316,0.1975,0.0078125,0.546875,0.5390625,0.320048309,male
+0.16241055,0.059952247,0.143589744,0.119013807,0.220078895,0.101065089,4.065658329,23.76391587,0.891543118,0.363008059,0.0,0.16241055,0.101049942,0.015701668,0.262295082,0.11328125,0.0078125,0.65625,0.6484375,0.185631415,male
+0.124929626,0.081682506,0.113690566,0.057267925,0.200543396,0.143275472,1.661770151,7.69445752,0.97653297,0.826099138,0.102913208,0.124929626,0.124463212,0.015936255,0.258064516,0.6484375,0.0078125,4.6484375,4.640625,0.213023088,male
+0.141964824,0.081082372,0.127905759,0.074397906,0.212565445,0.138167539,1.373917402,5.51457203,0.974900151,0.813087595,0.126073298,0.141964824,0.103186991,0.016580311,0.231884058,0.691002155,0.0078125,4.890625,4.8828125,0.211437037,male
+0.176505734,0.07668095,0.194155689,0.114347305,0.245461078,0.131113772,1.568238563,5.557821855,0.941808963,0.625043088,0.109317365,0.176505734,0.12295792,0.060606061,0.275862069,0.454769737,0.0078125,3.09375,3.0859375,0.203574088,male
+0.160625873,0.067135435,0.153333333,0.108985507,0.215072464,0.106086957,1.330609476,4.756591166,0.946448713,0.622826359,0.106666667,0.160625873,0.104068101,0.017429194,0.202531646,0.421519886,0.0078125,4.3984375,4.390625,0.089323843,male
+0.156032242,0.078128898,0.143531326,0.105484133,0.22896664,0.123482506,1.350533277,4.767797931,0.960077477,0.716881984,0.124393816,0.156032242,0.111527994,0.017857143,0.25,0.656828704,0.0078125,5.0546875,5.046875,0.109391125,male
+0.074675083,0.072947218,0.042768999,0.017065463,0.131256584,0.114191121,2.183319689,7.302078864,0.933538415,0.601207082,0.01116629,0.074675083,0.178502971,0.053872054,0.275862069,0.588216146,0.0078125,2.75,2.7421875,0.262535613,male
+0.092578894,0.08028919,0.066576373,0.016433409,0.166651618,0.150218209,3.570618698,19.67710558,0.931496215,0.61767458,0.010955606,0.092578894,0.160001733,0.021080369,0.246153846,0.698016827,0.0078125,5.703125,5.6953125,0.139807956,male
+0.101277916,0.075060941,0.080671506,0.033793103,0.17061706,0.136823956,1.497590205,5.551429332,0.958994007,0.690903818,0.011560799,0.101277916,0.169233612,0.019826518,0.258064516,0.721467391,0.0078125,5.875,5.8671875,0.157123835,male
+0.091436335,0.077061715,0.07037234,0.023457447,0.153962766,0.130505319,2.354569142,9.180172713,0.956468055,0.731009249,0.013590426,0.091436335,0.161465728,0.016528926,0.246153846,0.776278409,0.0078125,6.125,6.1171875,0.121208493,male
+0.137206217,0.07519925,0.168462516,0.056747141,0.194790343,0.138043202,2.338022004,9.498962544,0.937676655,0.609028148,0.198526048,0.137206217,0.16819385,0.017241379,0.275862069,1.289508929,0.0078125,6.078125,6.0703125,0.350571351,male
+0.152670015,0.067368394,0.174696707,0.112097054,0.195320624,0.08322357,2.736023687,11.63225479,0.940401168,0.664616123,0.190467938,0.152670015,0.160875719,0.027072758,0.207792208,0.971153846,0.0078125,7.0,6.9921875,0.14172067,male
+0.171712871,0.061670947,0.189893617,0.152659574,0.207765957,0.055106383,2.818282385,11.99036479,0.920935715,0.553174351,0.209255319,0.171712871,0.177865655,0.027164686,0.271186441,1.133854167,0.03125,5.7890625,5.7578125,0.198301422,male
+0.143808839,0.078842733,0.177024042,0.074957765,0.201039636,0.126081871,2.267833204,8.811946745,0.946048052,0.660669551,0.199402209,0.143808839,0.169235678,0.016806723,0.235294118,1.620738636,0.0078125,6.4140625,6.40625,0.220934959,male
+0.152846475,0.070184566,0.174979989,0.115906232,0.200114351,0.084208119,2.314759307,8.840241559,0.953125234,0.714829575,0.200914808,0.152846475,0.179050678,0.016701461,0.271186441,0.801930147,0.0078125,6.1015625,6.09375,0.152924679,male
+0.151462714,0.067562061,0.175596107,0.105085158,0.197226277,0.092141119,2.303376983,8.258878167,0.932010014,0.594162661,0.18513382,0.151462714,0.17776974,0.01836969,0.262295082,1.411458333,0.0078125,6.125,6.1171875,0.277100507,male
+0.138446489,0.079346105,0.13830156,0.094870017,0.211091854,0.116221837,3.337401623,32.23043544,0.951546634,0.675555848,0.0,0.138446489,0.124298152,0.016145308,0.266666667,0.104256466,0.0078125,0.5234375,0.515625,0.282828283,male
+0.157952768,0.076576666,0.163355577,0.10650143,0.227683508,0.121182078,2.326584723,9.046710744,0.930487378,0.593443997,0.232755005,0.157952768,0.104608079,0.016580311,0.258064516,0.250269397,0.0078125,2.1484375,2.140625,0.149374348,male
+0.097986194,0.079748818,0.08596324,0.022300885,0.156868618,0.134567733,3.292216628,16.9767436,0.959707353,0.748812704,0.007243022,0.097986194,0.104385643,0.017563117,0.258064516,0.289641204,0.0078125,0.6875,0.6796875,0.250114943,male
+0.141078076,0.08556424,0.130392157,0.069313725,0.225098039,0.155784314,1.612181509,6.630722269,0.961655424,0.729774479,0.0,0.141078076,0.110159204,0.022099448,0.266666667,0.438100962,0.0078125,3.8828125,3.875,0.174677419,male
+0.146505988,0.080459804,0.140555997,0.095853852,0.21528197,0.119428118,1.891479668,8.022513377,0.958059426,0.708361137,0.0,0.146505988,0.120496281,0.024615385,0.258064516,0.350883152,0.0078125,4.1171875,4.109375,0.079847909,male
+0.158623392,0.07062108,0.155127119,0.108262712,0.219788136,0.111525424,1.327340779,4.876851457,0.950714177,0.657429942,0.0,0.158623392,0.103740105,0.015655577,0.271186441,0.1953125,0.0078125,0.5625,0.5546875,0.337199669,male
+0.159791678,0.070598607,0.161059322,0.109449153,0.220084746,0.110635593,3.043101722,25.41667471,0.949564453,0.667946071,0.0,0.159791678,0.111993691,0.02,0.164948454,0.380859375,0.0078125,3.7734375,3.765625,0.171161826,male
+0.113668887,0.084121099,0.096325823,0.037365685,0.205025997,0.167660312,1.302196344,3.996087774,0.958252811,0.715288972,0.0,0.113668887,0.11449409,0.023391813,0.262295082,0.215820313,0.0078125,0.9296875,0.921875,0.284450995,male
+0.15117135,0.075571116,0.156217009,0.101612903,0.217184751,0.115571848,1.554887549,5.665452639,0.952030967,0.671322319,0.0,0.15117135,0.113307281,0.024806202,0.213333333,0.297619048,0.0078125,0.796875,0.7890625,0.349284928,male
+0.16133255,0.078150303,0.167222222,0.108202614,0.229215686,0.121013072,1.088390549,4.402350471,0.957529972,0.678299138,0.0,0.16133255,0.124321809,0.021361816,0.253968254,0.500651042,0.0078125,4.7109375,4.703125,0.140546006,male
+0.127479757,0.067120829,0.111466276,0.093812317,0.185366569,0.091554252,3.024084782,14.4191701,0.93003109,0.598872747,0.10058651,0.127479757,0.07173922,0.015920398,0.262295082,0.151726974,0.015625,0.6796875,0.6640625,0.273131955,male
+0.155192655,0.065445315,0.142237174,0.104087468,0.214062237,0.109974769,2.727343215,14.25390311,0.930958822,0.556836342,0.110445753,0.155192655,0.101183134,0.017718715,0.262295082,0.481770833,0.0078125,2.5859375,2.578125,0.237320574,male
+0.146755192,0.065160833,0.123288063,0.099270908,0.199742673,0.100471766,3.567622862,19.34288453,0.91933536,0.552073178,0.09807005,0.146755192,0.095700064,0.016161616,0.262295082,0.578125,0.0078125,5.3125,5.3046875,0.111728478,male
+0.155219091,0.070497564,0.148788067,0.097973897,0.212479801,0.114505904,1.640513087,5.879801534,0.949192676,0.631025569,0.108241144,0.155219091,0.101875593,0.016701461,0.271186441,0.427283654,0.0078125,2.3203125,2.3125,0.186271499,male
+0.165368523,0.046280374,0.181143617,0.127340426,0.198829787,0.071489362,2.501694263,9.942257248,0.891819759,0.21301275,0.193803191,0.165368523,0.115972115,0.030592734,0.23880597,0.558919271,0.0078125,3.5390625,3.53125,0.204646018,male
+0.174185612,0.052363961,0.182446809,0.124734043,0.222101064,0.097367021,1.569725971,6.249510737,0.918020888,0.249337398,0.12268617,0.174185612,0.125267616,0.024316109,0.271186441,0.89765625,0.0078125,5.3984375,5.390625,0.12037037,male
+0.171727314,0.049487021,0.152969825,0.133107464,0.216559026,0.083451562,1.880941194,7.293811612,0.909150765,0.213391433,0.135775543,0.171727314,0.120800724,0.016649324,0.271186441,0.650505515,0.0078125,6.9609375,6.953125,0.141643258,male
+0.176459314,0.050675103,0.187041123,0.129047141,0.218635908,0.089588766,1.335152668,4.508011316,0.917160398,0.205177135,0.125677031,0.176459314,0.114118692,0.016563147,0.228571429,0.519314236,0.1015625,5.390625,5.2890625,0.107958989,male
+0.177694879,0.050392319,0.191952535,0.128824164,0.219439051,0.090614887,1.377182191,4.474583513,0.915823507,0.234360075,0.120064725,0.177694879,0.115067414,0.019753086,0.246153846,0.944196429,0.1015625,5.296875,5.1953125,0.157567833,male
+0.176352183,0.050409527,0.191789594,0.12759291,0.215803316,0.088210406,1.60428025,5.829200225,0.917414449,0.229564026,0.198993711,0.176352183,0.117233398,0.01793722,0.25,0.688519022,0.0078125,5.6796875,5.671875,0.121487603,male
+0.156120752,0.063648596,0.176964657,0.095661816,0.194816355,0.099154539,3.270269254,16.45822976,0.887308115,0.389774877,0.094497574,0.156120752,0.099670888,0.04048583,0.256410256,0.596976902,0.102539063,0.791015625,0.688476563,0.49964539,male
+0.152185584,0.063314489,0.156973149,0.096143206,0.201855167,0.105711961,3.06366537,13.48300526,0.893312576,0.424896475,0.089991863,0.152185584,0.097133069,0.03875969,0.263157895,0.511067708,0.092773438,0.751953125,0.659179688,0.684444444,male
+0.152266537,0.063457391,0.150836591,0.096325254,0.196591087,0.100265833,3.087688621,13.69831126,0.885277463,0.398488488,0.093917123,0.152266537,0.095382198,0.040816327,0.163934426,0.560191761,0.09765625,0.844726563,0.747070313,0.597261127,male
+0.149790787,0.061139778,0.147068404,0.097361564,0.197003257,0.099641694,3.744220406,19.76438721,0.883206856,0.416029644,0.093485342,0.149790787,0.102147018,0.06993007,0.25,0.466889881,0.004882813,0.844726563,0.83984375,0.81744186,male
+0.155785368,0.059311306,0.165123288,0.099534247,0.197917808,0.098383562,2.653738467,10.96603757,0.908597418,0.421649817,0.094739726,0.155785368,0.099035819,0.048780488,0.227272727,0.609421503,0.09765625,2.749023438,2.651367188,0.247813076,male
+0.156147038,0.060379926,0.147893175,0.105103858,0.210830861,0.105727003,3.415424535,17.5525703,0.912332255,0.489013329,0.103857567,0.156147038,0.110410356,0.01953125,0.23255814,0.830502717,0.004882813,3.803710938,3.798828125,0.209044169,male
+0.149948362,0.060130066,0.133173461,0.09736211,0.195395683,0.098033573,3.171548607,15.61843078,0.897885373,0.418336326,0.09490008,0.149948362,0.094895148,0.050505051,0.12987013,0.313895089,0.09765625,0.756835938,0.659179688,0.569259259,male
+0.159003324,0.060682749,0.148887057,0.104336356,0.209596043,0.105259687,2.383484116,10.24015176,0.915975477,0.438488346,0.094872218,0.159003324,0.100360095,0.089285714,0.142857143,0.572916667,0.092773438,3.41796875,3.325195313,0.225550661,male
+0.159321346,0.063010311,0.181556196,0.098645533,0.198299712,0.099654179,2.853819135,12.15503729,0.867334606,0.315548268,0.098847262,0.159321346,0.100271313,0.039840637,0.27027027,0.480143229,0.09765625,0.83984375,0.7421875,0.539187643,male
+0.156240402,0.063787048,0.17276131,0.095881435,0.194602184,0.098720749,2.931277345,13.60813983,0.888508625,0.37750099,0.091950078,0.156240402,0.098262724,0.042735043,0.217391304,0.425914418,0.029296875,0.791015625,0.76171875,0.854700855,male
+0.150051976,0.057223798,0.149064748,0.098033573,0.196067146,0.098033573,4.696293904,30.06911257,0.856594272,0.358090995,0.097809752,0.150051976,0.096564298,0.020618557,0.212765957,0.305059524,0.09765625,0.76171875,0.6640625,0.370955882,male
+0.150672157,0.060745195,0.145728314,0.098527005,0.199574468,0.101047463,3.300371889,15.73125173,0.885867935,0.401103012,0.101276596,0.150672157,0.097339319,0.023640662,0.212765957,0.343889509,0.09765625,0.80078125,0.703125,0.604513889,male
+0.151921813,0.058063399,0.156683938,0.098238342,0.198134715,0.099896373,2.890883873,12.17547315,0.89198311,0.403200384,0.098031088,0.151921813,0.109455888,0.073529412,0.277777778,0.400878906,0.09765625,0.825195313,0.727539063,0.565855705,male
+0.153062675,0.059616088,0.137856567,0.100177276,0.203287671,0.103110395,2.744697362,12.0046525,0.902960231,0.424030738,0.098597905,0.153062675,0.109356248,0.036231884,0.27027027,0.561988467,0.102539063,0.810546875,0.708007813,0.587586207,male
+0.150139716,0.061395997,0.146625291,0.096229635,0.194197052,0.097967417,3.96305983,23.95866325,0.885942365,0.412892569,0.095360745,0.150139716,0.099490031,0.022321429,0.217391304,0.543767756,0.004882813,0.859375,0.854492188,0.583129252,male
+0.155867356,0.06009647,0.154450085,0.101624365,0.207749577,0.106125212,2.28142359,8.673052243,0.906637816,0.41899882,0.105177665,0.155867356,0.10214847,0.038910506,0.128205128,0.470947266,0.09765625,0.844726563,0.747070313,0.517715858,male
+0.15513013,0.062940297,0.170398818,0.095745938,0.193973412,0.098227474,4.332606322,30.52451934,0.888958608,0.416013828,0.093471196,0.15513013,0.096315741,0.040322581,0.27027027,0.469415838,0.087890625,0.795898438,0.708007813,0.844482759,male
+0.153817457,0.058904708,0.162708333,0.102083333,0.202291667,0.100208333,3.651087659,19.95136026,0.896026024,0.445363094,0.099583333,0.153817457,0.105999073,0.089285714,0.263157895,0.520600818,0.092773438,0.80078125,0.708007813,0.670114943,male
+0.153715933,0.060092162,0.155698925,0.098924731,0.199569892,0.100645161,2.942383981,12.64366078,0.888124339,0.390979855,0.100430108,0.153715933,0.096178161,0.034602076,0.144927536,0.438787287,0.004882813,0.815429688,0.810546875,0.700803213,male
+0.153085133,0.067094041,0.159739201,0.091735941,0.188948655,0.097212714,3.519284169,19.21662254,0.892878161,0.409349008,0.090138549,0.153085133,0.092267547,0.046511628,0.185185185,0.313895089,0.092773438,0.80078125,0.708007813,0.548965517,male
+0.157644191,0.0606787,0.175899931,0.097095205,0.197692842,0.100597637,3.463104871,17.91636384,0.898705802,0.42084628,0.095343989,0.157644191,0.097985071,0.0243309,0.25,0.420735677,0.004882813,0.805664063,0.80078125,0.555986696,male
+0.155181094,0.067148874,0.163962127,0.088710852,0.196795339,0.108084487,3.192460392,16.20343495,0.897770162,0.411581729,0.087487254,0.155181094,0.079302139,0.011160714,0.113636364,0.337338655,0.004882813,0.756835938,0.751953125,0.520956316,male
+0.153942991,0.061756643,0.163752932,0.096763096,0.198561376,0.10179828,3.45093995,16.78204769,0.892001762,0.422900722,0.099827991,0.153942991,0.096414969,0.049019608,0.153846154,0.389071378,0.09765625,0.805664063,0.708007813,0.612151067,male
+0.153964545,0.060739038,0.159519231,0.098717949,0.199679487,0.100961538,2.70583402,11.40672053,0.900474737,0.408400323,0.100064103,0.153964545,0.095803342,0.028248588,0.208333333,0.432477679,0.09765625,0.825195313,0.727539063,0.843288591,male
+0.157915103,0.06210261,0.176599251,0.096479401,0.196734082,0.100254682,3.56492695,17.98852656,0.893060874,0.424735503,0.096479401,0.157915103,0.094727556,0.024630542,0.2,0.348378057,0.09765625,0.78125,0.68359375,0.459415584,male
+0.162173227,0.06188392,0.180823723,0.102635914,0.215881384,0.11324547,2.00326219,6.801192185,0.903632295,0.394809005,0.091795717,0.162173227,0.093961141,0.013679891,0.112359551,0.367838542,0.087890625,0.756835938,0.668945313,0.525182482,male
+0.156166413,0.062736235,0.171741742,0.096276276,0.194864865,0.098588589,3.563475046,18.18810053,0.883183001,0.391122109,0.093963964,0.156166413,0.095125004,0.039525692,0.178571429,0.364435369,0.004882813,0.849609375,0.844726563,0.39132948,male
+0.162064967,0.062204698,0.174970954,0.104099585,0.214705394,0.110605809,2.28496196,8.903529942,0.910273319,0.421143906,0.106190871,0.162064967,0.095149206,0.050761421,0.125,0.270414807,0.092773438,0.844726563,0.751953125,0.429220779,male
+0.152736966,0.06216261,0.157375178,0.094864479,0.191526391,0.096661912,3.618249079,18.602452,0.889844067,0.411598225,0.094265335,0.152736966,0.090785598,0.037174721,0.138888889,0.463018003,0.092773438,0.942382813,0.849609375,0.564586754,male
+0.154292082,0.059307236,0.15755627,0.09903537,0.200546624,0.101511254,3.548323452,18.18340533,0.892388527,0.426589787,0.101511254,0.154292082,0.098489998,0.04587156,0.105263158,0.525483631,0.09765625,1.040039063,0.942382813,0.728497409,male
+0.156767005,0.057687665,0.158747063,0.104150352,0.20632733,0.102176977,4.022338543,24.69842457,0.881434456,0.395987359,0.104369616,0.156767005,0.103780966,0.049019608,0.181818182,0.57686942,0.102539063,0.927734375,0.825195313,0.52600436,male
+0.154152442,0.062903295,0.155919732,0.097859532,0.19993311,0.102073579,2.967369287,13.68335475,0.895739289,0.409560881,0.091304348,0.154152442,0.095919269,0.020790021,0.138888889,0.422119141,0.09765625,1.088867188,0.991210938,0.471091522,male
+0.149878324,0.06134923,0.15879056,0.09560472,0.19719764,0.10159292,2.535442005,10.29566177,0.909932822,0.44782123,0.09539823,0.149878324,0.099987225,0.053763441,0.27027027,0.40399966,0.087890625,0.786132813,0.698242188,0.654164018,male
+0.150108823,0.059021738,0.135362776,0.099810726,0.202933754,0.103123028,2.61160342,11.2452493,0.905954123,0.439216143,0.094290221,0.150108823,0.100916782,0.017035775,0.212765957,0.557528409,0.09765625,0.766601563,0.668945313,0.460201599,male
+0.149456887,0.060192128,0.130903328,0.098288431,0.197020602,0.098732171,3.292050527,16.81815691,0.888853402,0.39665771,0.097844691,0.149456887,0.10181972,0.090909091,0.217391304,0.403941761,0.102539063,0.805664063,0.703125,0.717592593,male
+0.152130599,0.063066,0.131577236,0.099707317,0.206699187,0.10699187,2.723229726,11.12185116,0.90394931,0.434983393,0.093560976,0.152130599,0.091686996,0.020618557,0.111111111,0.465029762,0.078125,0.864257813,0.786132813,0.879503106,male
+0.151531524,0.058070547,0.15125731,0.098245614,0.195877193,0.097631579,3.523045365,18.65271273,0.893303201,0.40768111,0.09497076,0.151531524,0.095422914,0.056497175,0.212765957,0.519064198,0.087890625,0.776367188,0.688476563,0.650870406,male
+0.157614967,0.058150556,0.165837838,0.102702703,0.204108108,0.101405405,3.106224431,15.62117485,0.909152693,0.44844967,0.100324324,0.157614967,0.10379948,0.035460993,0.277777778,0.658069957,0.048828125,3.754882813,3.706054688,0.20296129,male
+0.151472179,0.058072406,0.143637713,0.099985152,0.199138827,0.099153675,3.132338435,14.48729255,0.898197616,0.419743297,0.100193022,0.151472179,0.102645049,0.035971223,0.256410256,0.562411222,0.092773438,2.1875,2.094726563,0.282750583,male
+0.155263815,0.062907872,0.151832636,0.101221757,0.208535565,0.107313808,3.299011371,17.42386482,0.905249437,0.44430149,0.105205021,0.155263815,0.097131713,0.046948357,0.114942529,0.439453125,0.092773438,0.834960938,0.7421875,0.685595568,male
+0.15651506,0.063930575,0.172399151,0.095116773,0.194791224,0.099674452,3.465500551,18.91787346,0.906055795,0.452211622,0.092937013,0.15651506,0.107234291,0.084745763,0.27027027,0.68975034,0.004882813,3.96484375,3.959960938,0.180670542,male
+0.155523799,0.059280408,0.163052209,0.10075502,0.202634538,0.101879518,3.354357764,17.38701555,0.895831445,0.412755516,0.094008032,0.155523799,0.099888198,0.012121212,0.243902439,0.434337798,0.09765625,0.776367188,0.678710938,0.932374101,male
+0.151684444,0.060857901,0.146605784,0.09674277,0.195829528,0.099086758,3.413563747,17.25032451,0.892648918,0.422863428,0.096103501,0.151684444,0.102077223,0.085470085,0.277777778,0.520600818,0.102539063,0.795898438,0.693359375,0.685693106,male
+0.153086879,0.062741552,0.149968354,0.098575949,0.202468354,0.103892405,3.493589359,17.55908703,0.893399501,0.422655099,0.091265823,0.153086879,0.10446892,0.0456621,0.277777778,0.471635298,0.09765625,0.810546875,0.712890625,0.723744292,male
+0.151356431,0.062224163,0.14982808,0.09487106,0.192951289,0.098080229,3.886626695,23.21120089,0.892498338,0.410618769,0.093667622,0.151356431,0.100183951,0.088495575,0.222222222,0.449855639,0.087890625,0.78125,0.693359375,0.633132126,male
+0.151334349,0.057378313,0.139784284,0.102033898,0.203420647,0.101386749,2.907355484,12.19553181,0.895498115,0.417326038,0.106132512,0.151334349,0.111854901,0.07518797,0.25,0.593145461,0.102539063,0.844726563,0.7421875,0.315443213,male
+0.147805726,0.06246564,0.13106383,0.095531915,0.191489362,0.095957447,3.262808721,17.01005751,0.91038117,0.466958126,0.094255319,0.147805726,0.089967081,0.021551724,0.158730159,0.322931463,0.09765625,0.80078125,0.703125,0.515873016,male
+0.14793662,0.058077563,0.137516129,0.098677419,0.197580645,0.098903226,3.946191763,21.66538682,0.879665489,0.406525927,0.099129032,0.14793662,0.099679263,0.091743119,0.14084507,0.421781994,0.09765625,0.805664063,0.708007813,0.833448276,male
+0.159023393,0.065190928,0.175967633,0.094592043,0.196358732,0.101766689,3.229613891,15.6305283,0.896247556,0.406344317,0.092703978,0.159023393,0.093707274,0.020876827,0.185185185,0.414632161,0.004882813,0.776367188,0.771484375,0.582566168,male
+0.155586913,0.060044654,0.161151079,0.101167066,0.206810552,0.105643485,2.458806449,9.940005804,0.905334441,0.429374428,0.102509992,0.155586913,0.100835322,0.040816327,0.227272727,0.373651414,0.102539063,0.83984375,0.737304688,0.469205298,male
+0.151272283,0.063319439,0.139490168,0.094420976,0.192512746,0.09809177,3.535282345,19.46801828,0.891534344,0.395373316,0.093605244,0.151272283,0.094115548,0.048076923,0.138888889,0.33372962,0.092773438,0.83984375,0.747070313,0.505941771,male
+0.148920935,0.061141871,0.135841584,0.094950495,0.19290429,0.097953795,3.290934966,16.61526827,0.898404175,0.42269681,0.093333333,0.148920935,0.092334765,0.038910506,0.138888889,0.294131324,0.092773438,0.815429688,0.72265625,0.509797297,male
+0.168052375,0.057331903,0.178330893,0.110688141,0.207437775,0.096749634,1.287735858,4.318074905,0.924868334,0.427081015,0.101669107,0.168052375,0.107049347,0.027210884,0.25,0.299045139,0.0078125,2.3125,2.3046875,0.13439681,male
+0.163779193,0.058915475,0.165476603,0.112582322,0.215944541,0.103362218,0.844096179,2.870497283,0.934391264,0.48477109,0.169844021,0.163779193,0.109519086,0.016376663,0.275862069,0.934375,0.0078125,3.3515625,3.34375,0.280373832,male
+0.178051399,0.061258341,0.186579439,0.122990654,0.231850467,0.108859813,0.704773117,2.968580303,0.943048486,0.476213251,0.097869159,0.178051399,0.102100231,0.026533997,0.253968254,0.568865741,0.1015625,4.140625,4.0390625,0.194762684,male
+0.159451663,0.065154675,0.169570093,0.10388785,0.20882243,0.104934579,1.846581509,6.886322641,0.951344667,0.678931118,0.196261682,0.159451663,0.102025736,0.01760176,0.258064516,0.403556034,0.0859375,3.7265625,3.640625,0.115803188,male
+0.167684731,0.061149033,0.174619565,0.111086957,0.220271739,0.109184783,1.302937451,4.932177462,0.93595514,0.497411704,0.178423913,0.167684731,0.092510449,0.021419009,0.231884058,0.904513889,0.0078125,6.5078125,6.5,0.244980204,male
+0.160450209,0.062497879,0.168462116,0.100195049,0.202700675,0.102505626,1.628530964,5.853394058,0.939591075,0.562566608,0.093683421,0.160450209,0.095361877,0.023529412,0.246153846,0.733928571,0.078125,6.8515625,6.7734375,0.173078228,male
+0.167116728,0.058038895,0.182020498,0.107408492,0.211537335,0.104128843,1.931578261,7.348808984,0.913573206,0.421615478,0.093060029,0.167116728,0.094746761,0.015670911,0.23880597,0.611111111,0.0859375,3.9140625,3.828125,0.208763505,male
+0.158040662,0.071937253,0.14813278,0.108630705,0.225975104,0.117344398,1.51603283,5.443655746,0.957729834,0.736561642,0.113858921,0.158040662,0.094828405,0.027210884,0.14159292,0.525568182,0.046875,4.2890625,4.2421875,0.21252302,male
+0.163541347,0.061634106,0.171577928,0.107879961,0.215488867,0.107608906,1.426578224,5.243535906,0.943896798,0.566974642,0.175914811,0.163541347,0.094893816,0.017448201,0.228571429,0.583125,0.0078125,5.4609375,5.453125,0.177775009,male
+0.16243893,0.059944088,0.167797101,0.109971014,0.208376812,0.098405797,1.123454378,4.108406133,0.949240143,0.607524027,0.095971014,0.16243893,0.095971357,0.017021277,0.210526316,0.986979167,0.078125,6.8671875,6.7890625,0.227420681,male
+0.160560925,0.059973166,0.16816568,0.099684418,0.197988166,0.098303748,1.615805604,5.227718149,0.9265954,0.473015631,0.093057199,0.160560925,0.093142065,0.022988506,0.179775281,0.309375,0.03125,3.328125,3.296875,0.110344117,male
+0.170136012,0.0600674,0.181679389,0.109435115,0.218870229,0.109435115,1.802772029,5.896739361,0.908573148,0.437559996,0.109435115,0.170136012,0.095223056,0.018735363,0.262295082,0.573350694,0.09375,3.6171875,3.5234375,0.091430807,male
+0.168854214,0.060912608,0.181869159,0.108074766,0.214579439,0.106504673,1.246994135,4.068931629,0.936688689,0.529282088,0.19364486,0.168854214,0.101996718,0.01843318,0.219178082,0.525390625,0.09375,3.546875,3.453125,0.207139266,male
+0.17546984,0.060201492,0.187631579,0.114736842,0.222631579,0.107894737,0.813395943,2.740430593,0.937291339,0.477382814,0.094473684,0.17546984,0.094562579,0.034707158,0.222222222,0.650752315,0.046875,3.703125,3.65625,0.287557528,male
+0.168884882,0.059111555,0.177581121,0.11480826,0.214336283,0.099528024,1.840529873,8.346191646,0.933649917,0.456649667,0.091268437,0.168884882,0.102131131,0.018867925,0.183908046,0.378676471,0.0078125,3.6171875,3.609375,0.13961039,male
+0.159195299,0.058803536,0.168405797,0.10115942,0.199130435,0.097971014,1.6413213,6.281878003,0.935981378,0.537196987,0.097101449,0.159195299,0.107601523,0.01611279,0.275862069,1.01171875,0.0078125,3.6640625,3.65625,0.405641026,male
+0.165598298,0.059191045,0.175844156,0.110909091,0.20961039,0.098701299,1.300793636,5.031570819,0.940522796,0.529781496,0.198441558,0.165598298,0.090731233,0.015763547,0.172043011,1.147898707,0.09375,6.90625,6.8125,0.213097969,male
+0.157276534,0.062267039,0.172053872,0.099461279,0.200808081,0.101346801,1.716039956,5.885548386,0.933378039,0.608263588,0.097575758,0.157276534,0.088246598,0.018518519,0.131147541,0.177604167,0.09375,0.28125,0.1875,0.273809524,male
+0.165461619,0.059222586,0.173419355,0.108086022,0.209247312,0.10116129,1.320005461,4.828745948,0.936470992,0.509377908,0.100258065,0.165461619,0.107460252,0.016718913,0.246153846,0.701171875,0.0078125,6.5390625,6.53125,0.172248804,male
+0.169633438,0.057877214,0.189330025,0.106650124,0.209826303,0.103176179,2.485530428,11.33139255,0.907188006,0.415658026,0.207047146,0.169633438,0.096447493,0.015779093,0.213333333,0.174479167,0.09375,0.5625,0.46875,0.1325,male
+0.16601842,0.05828329,0.17713446,0.109037472,0.212725937,0.103688464,1.350262383,4.574903607,0.935345627,0.509350269,0.21334313,0.16601842,0.097316619,0.016736402,0.262295082,0.469805743,0.0078125,3.609375,3.6015625,0.188177874,male
+0.169553706,0.056786989,0.185714286,0.109795918,0.208571429,0.09877551,2.649155374,13.08260609,0.917171197,0.439120979,0.194285714,0.169553706,0.089936067,0.020125786,0.2,0.338975694,0.1015625,2.5625,2.4609375,0.148459384,male
+0.165976877,0.057357705,0.174283698,0.110656316,0.212025406,0.10136909,1.144318963,4.186892038,0.940428258,0.480574096,0.096429076,0.165976877,0.095782326,0.016032064,0.216216216,0.61402027,0.0078125,3.6875,3.6796875,0.223519698,male
+0.158721583,0.06070911,0.171151358,0.10087969,0.201940492,0.101060802,1.538917316,5.204291098,0.939419073,0.585031342,0.098163001,0.158721583,0.093762043,0.017640573,0.275862069,0.392485119,0.0546875,3.703125,3.6484375,0.137462788,male
+0.162895858,0.059463839,0.175783926,0.104953887,0.205849802,0.100895916,1.769611364,6.706401206,0.939312248,0.540445959,0.095546772,0.162895858,0.099938472,0.024653313,0.266666667,0.798363095,0.03125,6.140625,6.109375,0.209282016,male
+0.164228316,0.061163147,0.1709375,0.1053125,0.20875,0.1034375,1.283484985,5.04375618,0.941115247,0.528956605,0.089375,0.164228316,0.090841074,0.018285714,0.242424242,0.896809896,0.0078125,6.640625,6.6328125,0.211655656,male
+0.165911923,0.057054238,0.17877551,0.106938776,0.208367347,0.101428571,1.662557134,5.964113803,0.925395538,0.433663365,0.179795918,0.165911923,0.09806897,0.016080402,0.266666667,0.551809211,0.0078125,3.7421875,3.734375,0.206660636,male
+0.165454626,0.057518281,0.175461201,0.110073206,0.207437775,0.097364568,1.299596611,4.753102129,0.938387449,0.475869687,0.091215227,0.165454626,0.093656577,0.01750547,0.235294118,0.707981419,0.09375,6.5234375,6.4296875,0.100951802,male
+0.168504576,0.058453909,0.173518091,0.112948422,0.214472671,0.101524249,1.12911574,4.281079457,0.942891729,0.485338761,0.170931486,0.168504576,0.095611283,0.015841584,0.246153846,1.08984375,0.0859375,6.8125,6.7265625,0.206736353,male
+0.165658876,0.060266568,0.174855967,0.106296296,0.207983539,0.101687243,1.806695839,6.947011669,0.929765199,0.525730789,0.185802469,0.165658876,0.088102276,0.026890756,0.219178082,0.543125,0.0703125,4.3203125,4.25,0.085554534,male
+0.166233549,0.05991478,0.167602131,0.112895204,0.21285968,0.099964476,0.968031802,4.119407503,0.948220742,0.535740285,0.207637655,0.166233549,0.110690836,0.029411765,0.246153846,0.896614583,0.0078125,5.71875,5.7109375,0.191371898,male
+0.158367824,0.063235061,0.165843293,0.103001328,0.208977424,0.105976096,1.240420047,4.108389311,0.953462056,0.662515725,0.092031873,0.158367824,0.101888217,0.015748031,0.25,0.454101563,0.0078125,3.6953125,3.6875,0.169274229,male
+0.172390938,0.061312573,0.177511962,0.114545455,0.223062201,0.108516746,0.831556281,3.405026821,0.945400239,0.50592858,0.109633174,0.172390938,0.096194591,0.01814059,0.213333333,0.593039773,0.09375,3.7578125,3.6640625,0.23114339,male
+0.166689475,0.060382798,0.174316163,0.111900533,0.216589698,0.104689165,1.251522317,4.783778084,0.941057827,0.497156381,0.183765542,0.166689475,0.093940737,0.02698145,0.155339806,0.604795259,0.09375,6.296875,6.203125,0.150503778,male
+0.163515128,0.060054942,0.164383562,0.113972603,0.210958904,0.096986301,1.038175709,4.075371607,0.946957501,0.555714385,0.090136986,0.163515128,0.104607685,0.017241379,0.266666667,0.450721154,0.0078125,3.890625,3.8828125,0.130865191,male
+0.165899508,0.059150924,0.175230914,0.108727615,0.212441093,0.103713478,1.484594211,5.382208578,0.937855316,0.534495503,0.102921772,0.165899508,0.106505263,0.016913319,0.25,0.695870536,0.0078125,3.5390625,3.53125,0.210996395,male
+0.16979763,0.05829892,0.183141994,0.109758308,0.214441088,0.104682779,1.412735568,4.652601173,0.926255096,0.415543909,0.096435045,0.16979763,0.095641652,0.018845701,0.175824176,0.623046875,0.0078125,3.796875,3.7890625,0.199175258,male
+0.171958807,0.058045297,0.179304813,0.116042781,0.217860963,0.101818182,2.074881526,9.855412645,0.930058503,0.477425904,0.213368984,0.171958807,0.095896396,0.035874439,0.225352113,0.68984375,0.1015625,3.671875,3.5703125,0.174248532,male
+0.153896474,0.06837324,0.170757576,0.101287879,0.21,0.108712121,1.971270022,6.660418908,0.947456685,0.678546243,0.208939394,0.153896474,0.106672741,0.022284123,0.275862069,0.729073661,0.0390625,6.7265625,6.6875,0.178089304,male
+0.175527574,0.058275429,0.188283828,0.11689769,0.225478548,0.108580858,1.222130282,3.775607993,0.921925226,0.392120127,0.188283828,0.175527574,0.097599167,0.01880141,0.23880597,0.420166016,0.09375,2.484375,2.390625,0.100358423,male
+0.165048683,0.060077527,0.1780876,0.105885256,0.211425046,0.10553979,1.577942152,5.39390844,0.933683462,0.511419445,0.210906848,0.165048683,0.096536702,0.018604651,0.253968254,0.696402616,0.09375,4.921875,4.828125,0.236631222,male
+0.166046094,0.057188336,0.177352342,0.10892057,0.20814664,0.099226069,1.529904538,5.848867314,0.931908267,0.444205855,0.186666667,0.166046094,0.095105321,0.016376663,0.262295082,0.48125,0.0078125,3.765625,3.7578125,0.178900794,male
+0.162336773,0.058206383,0.174064698,0.100225035,0.196511955,0.09628692,2.127225783,7.81512926,0.921532865,0.426868049,0.195133615,0.162336773,0.095852405,0.016753927,0.235294118,0.406032986,0.046875,3.484375,3.4375,0.155347594,male
+0.167254701,0.058456464,0.176680708,0.110631845,0.210648694,0.100016849,1.087497077,4.160177363,0.938019373,0.465095304,0.185644482,0.167254701,0.102844638,0.018348624,0.25,0.657258065,0.0078125,6.6875,6.6796875,0.15871345,male
+0.16702127,0.057011244,0.187109005,0.106603476,0.207456556,0.100853081,2.312101184,9.115040146,0.908148409,0.420416232,0.201263823,0.16702127,0.100181121,0.017448201,0.275862069,0.352539063,0.0078125,2.3671875,2.359375,0.170198675,male
+0.166973594,0.059211731,0.178650307,0.102685753,0.202508521,0.099822768,2.466065303,10.28441566,0.907266301,0.380134954,0.193728698,0.166973594,0.099267949,0.023633678,0.266666667,0.521289063,0.09375,3.578125,3.484375,0.141313096,male
+0.168148745,0.059978687,0.168992537,0.111791045,0.215223881,0.103432836,1.089375481,4.550460969,0.938179643,0.46407158,0.194850746,0.168148745,0.102813475,0.018979834,0.231884058,0.539601293,0.09375,3.703125,3.609375,0.221629561,male
+0.171168597,0.058154899,0.185612903,0.111096774,0.218129032,0.107032258,1.520067195,5.417038173,0.925691716,0.441864107,0.217677419,0.171168597,0.090458847,0.01611279,0.246153846,0.921401515,0.09375,6.484375,6.390625,0.211491443,male
+0.165862875,0.058405907,0.18156074,0.107449718,0.206564763,0.099115044,2.218335492,9.604486489,0.928958413,0.472284269,0.19237329,0.165862875,0.09800783,0.017957351,0.225352113,0.841064453,0.1015625,6.5859375,6.484375,0.17064257,male
+0.163001802,0.058707143,0.17399177,0.103127572,0.205679012,0.10255144,1.550271116,5.280637723,0.930425791,0.481642736,0.194156379,0.163001802,0.108705968,0.020176545,0.246153846,0.655625,0.09375,4.90625,4.8125,0.210836039,male
+0.166741898,0.058613397,0.175333333,0.112222222,0.218444444,0.106222222,1.509476142,5.611238473,0.934789464,0.492509367,0.232222222,0.166741898,0.11238066,0.016129032,0.253968254,0.602008929,0.046875,6.8515625,6.8046875,0.133956912,male
+0.161420942,0.066231168,0.181132075,0.106415094,0.217358491,0.110943396,1.870452605,6.408433071,0.938712231,0.648565119,0.210943396,0.161420942,0.103951339,0.077294686,0.172043011,0.794270833,0.0546875,3.9453125,3.890625,0.225608316,male
+0.169331509,0.059449407,0.174708112,0.112721759,0.216527672,0.103805914,1.111903799,4.056510704,0.938707717,0.464442649,0.170037908,0.169331509,0.098357648,0.020806242,0.271186441,0.740848214,0.0859375,3.9140625,3.828125,0.254021609,male
+0.169796447,0.061885618,0.181503132,0.110480167,0.219206681,0.108726514,1.44278656,5.257835716,0.938945775,0.574296742,0.215407098,0.169796447,0.10666652,0.016736402,0.253968254,0.443684896,0.09375,3.4765625,3.3828125,0.163369816,male
+0.17630932,0.05955504,0.190719603,0.118461538,0.228238213,0.109776675,1.495359947,5.147349115,0.924788476,0.466217216,0.225459057,0.17630932,0.106554322,0.015984016,0.228571429,0.348828125,0.09375,3.53125,3.4375,0.128947368,male
+0.172459445,0.059077863,0.178675283,0.111728595,0.213957997,0.102229402,1.473990421,5.318154553,0.919637004,0.36073726,0.209886914,0.172459445,0.091119875,0.016343207,0.161616162,0.348144531,0.0859375,2.8828125,2.796875,0.074115456,male
+0.170752494,0.057956567,0.182833676,0.115564682,0.21301848,0.097453799,1.387754357,4.797793939,0.924298156,0.406651613,0.102340862,0.170752494,0.108997908,0.01843318,0.186046512,0.591045673,0.09375,3.6796875,3.5859375,0.232592593,male
+0.164848568,0.058071907,0.1788,0.1034,0.2054,0.102,1.748302535,6.579060886,0.92569558,0.412915476,0.1796,0.164848568,0.092866224,0.016753927,0.166666667,0.301432292,0.0390625,3.6484375,3.609375,0.081296155,male
+0.168243127,0.056049552,0.177323498,0.10975764,0.207418335,0.097660695,1.362941178,4.670203321,0.921736475,0.379060536,0.193846154,0.168243127,0.104901403,0.038834951,0.275862069,0.6871875,0.109375,5.9609375,5.8515625,0.125907006,male
+0.169341633,0.066742974,0.180322581,0.109677419,0.226774194,0.117096774,1.154277226,3.7872011,0.943721018,0.610793611,0.100645161,0.169341633,0.091425928,0.016614746,0.219178082,0.759943182,0.09375,3.96875,3.875,0.29281874,male
+0.165553011,0.056395524,0.182367116,0.105173636,0.206973777,0.101800142,2.091551668,8.017145586,0.915375613,0.408378543,0.205584692,0.165553011,0.098589335,0.015748031,0.25,0.8671875,0.0078125,7.0,6.9921875,0.214192964,male
+0.165439339,0.058030049,0.181621622,0.103843844,0.199279279,0.095435435,2.45853693,10.32384884,0.909782239,0.46237789,0.184564565,0.165439339,0.103017102,0.04610951,0.23880597,1.125434028,0.0859375,5.4296875,5.34375,0.335311318,male
+0.172235456,0.061148406,0.17998115,0.117700283,0.22273327,0.105032988,0.737617864,2.87609422,0.943536738,0.504262202,0.097115928,0.172235456,0.106113736,0.022346369,0.275862069,0.738839286,0.09375,3.671875,3.578125,0.272602297,male
+0.166580213,0.058080263,0.183568465,0.108630705,0.212614108,0.103983402,2.718281744,12.06978727,0.907748661,0.496538392,0.105726141,0.166580213,0.107543679,0.017718715,0.246153846,0.169471154,0.109375,0.2265625,0.1171875,0.538888889,male
+0.159346917,0.060201785,0.169939247,0.103256379,0.202770352,0.099513973,1.56608222,5.436601727,0.942560562,0.576993051,0.186439854,0.159346917,0.097703703,0.017857143,0.266666667,0.888494318,0.015625,3.765625,3.75,0.263953488,male
+0.168424394,0.058087543,0.183101124,0.11105618,0.217393258,0.106337079,1.616605589,5.634614073,0.926773861,0.446893236,0.184988764,0.168424394,0.099661371,0.01816118,0.266666667,0.478841146,0.1015625,3.9296875,3.828125,0.073824312,male
+0.173225139,0.057845199,0.189988877,0.117107898,0.218642937,0.101535039,1.554699593,5.511005559,0.921118028,0.434303837,0.211167964,0.173225139,0.108406033,0.01992528,0.205128205,0.816915761,0.109375,4.2421875,4.1328125,0.280718336,male
+0.164942112,0.057950186,0.170754877,0.111145038,0.209228159,0.098083121,0.992801211,3.55610337,0.941825894,0.515561766,0.100695505,0.164942112,0.098031026,0.016494845,0.242424242,0.433971774,0.046875,3.5078125,3.4609375,0.172460497,male
+0.169951091,0.058801539,0.179330739,0.113743191,0.214412451,0.100669261,1.518670955,6.020674491,0.934682876,0.465466912,0.093696498,0.169951091,0.094131144,0.01992528,0.145454545,0.911764706,0.0078125,6.9296875,6.921875,0.196183049,male
+0.165341492,0.058728055,0.17600823,0.103127572,0.202798354,0.099670782,1.492306568,4.997395856,0.925327714,0.468859566,0.094485597,0.165341492,0.091480993,0.016494845,0.19047619,0.2865625,0.0703125,2.640625,2.5703125,0.124223602,male
+0.162046927,0.059954503,0.172745763,0.107570621,0.208813559,0.101242938,1.8354638,7.896307834,0.937674888,0.558937635,0.088587571,0.162046927,0.10117864,0.016789087,0.258064516,1.001420455,0.0234375,7.0,6.9765625,0.17447875,male
+0.149864156,0.068282709,0.162195122,0.093560976,0.206926829,0.113365854,1.725931238,6.327806369,0.956283251,0.720948329,0.088780488,0.149864156,0.108321224,0.023529412,0.271186441,0.62109375,0.0078125,3.71875,3.7109375,0.156290727,male
+0.16831705,0.061271291,0.173125,0.1121875,0.220625,0.1084375,1.282387176,4.267791633,0.939593951,0.558679055,0.205,0.16831705,0.107576617,0.015841584,0.266666667,0.553710938,0.03125,3.6484375,3.6171875,0.163301718,male
+0.157992576,0.059855281,0.166570973,0.094226475,0.190685805,0.09645933,3.288006338,16.61327387,0.901595511,0.454409159,0.084401914,0.157992576,0.083562098,0.017467249,0.222222222,0.522949219,0.1015625,2.4921875,2.390625,0.235294118,male
+0.174645539,0.063535329,0.182973262,0.116491979,0.229989305,0.113497326,1.478088438,4.895979345,0.931257029,0.541199061,0.116491979,0.174645539,0.095959687,0.016260163,0.192771084,0.311523438,0.09375,2.46875,2.375,0.138729977,male
+0.175235662,0.058124984,0.1928125,0.1165625,0.2215625,0.105,1.621232719,5.551223282,0.92079127,0.449500348,0.2140625,0.175235662,0.109784798,0.026845638,0.266666667,0.935461957,0.1015625,6.3125,6.2109375,0.244025157,male
+0.173665778,0.059837238,0.191988596,0.114554526,0.220926586,0.10637206,1.392077284,4.698827016,0.931155094,0.487284755,0.194982181,0.173665778,0.105569602,0.01836969,0.275862069,0.625422297,0.0234375,3.671875,3.6484375,0.207054485,male
+0.161859039,0.063807653,0.170709079,0.110033135,0.216726309,0.106693174,1.595647568,5.702796693,0.947075538,0.631759224,0.094075547,0.161859039,0.096395688,0.022727273,0.210526316,0.545117188,0.0390625,3.7890625,3.75,0.215277778,male
+0.161131594,0.058329692,0.17030137,0.09947032,0.194849315,0.095378995,2.173082276,8.419282781,0.919443647,0.465251763,0.095378995,0.161131594,0.093313401,0.018411968,0.266666667,0.509375,0.0859375,3.890625,3.8046875,0.128796998,male
+0.167335716,0.057891254,0.18212766,0.107659574,0.212340426,0.104680851,2.292164462,9.488978693,0.905717452,0.405274795,0.104680851,0.167335716,0.093851494,0.030888031,0.195121951,0.589355469,0.1015625,3.8125,3.7109375,0.259789474,male
+0.162428948,0.059259649,0.173401015,0.105651438,0.201353638,0.0957022,2.081900464,8.337774459,0.927351412,0.496574207,0.180033841,0.162428948,0.086478554,0.017877095,0.168421053,0.586458333,0.09375,3.71875,3.625,0.209821429,male
+0.173483471,0.05891422,0.183240506,0.119797468,0.227898734,0.108101266,1.280841431,4.269678647,0.926354591,0.443394411,0.12121519,0.173483471,0.095160811,0.015717092,0.163265306,0.597470238,0.0078125,3.46875,3.4609375,0.28724605,male
+0.164389079,0.058062466,0.177875137,0.104271632,0.203636364,0.099364732,1.631304585,5.18902383,0.917178547,0.437833414,0.18584885,0.164389079,0.103429101,0.015952144,0.275862069,1.1046875,0.1015625,3.7421875,3.640625,0.360693848,male
+0.168022339,0.060112891,0.17639698,0.114174757,0.219590076,0.105415318,1.167497615,3.952410092,0.93927503,0.541345137,0.202373247,0.168022339,0.110437693,0.017797553,0.275862069,0.346875,0.0078125,2.2109375,2.203125,0.21143617,male
+0.180360211,0.053765948,0.189473684,0.141894737,0.213473684,0.071578947,1.473165489,4.899974495,0.918148782,0.395065199,0.186526316,0.180360211,0.132277326,0.047012733,0.279069767,0.968568314,0.0234375,4.1484375,4.125,0.128314394,male
+0.191151288,0.061364174,0.192392638,0.149877301,0.242208589,0.092331288,1.623605699,6.282023725,0.922947395,0.424338908,0.276134969,0.191151288,0.131275634,0.05106383,0.279069767,0.682771382,0.0234375,2.6015625,2.578125,0.127586207,male
+0.176481561,0.058526563,0.184521073,0.128199234,0.210804598,0.082605364,1.750255784,6.87399498,0.922013808,0.453262848,0.195249042,0.176481561,0.136086032,0.047571853,0.277456647,0.701891447,0.0234375,5.90625,5.8828125,0.099373933,male
+0.18251693,0.060163061,0.184044944,0.130168539,0.23752809,0.107359551,1.002362289,4.070842376,0.932693374,0.40068788,0.181292135,0.18251693,0.115764907,0.04719764,0.275862069,0.704963235,0.0234375,3.75,3.7265625,0.129979036,male
+0.173201795,0.064381387,0.182496148,0.111309707,0.217010786,0.105701079,1.539899731,5.53341443,0.93333315,0.567318207,0.180338983,0.173201795,0.104841779,0.047571853,0.271186441,0.88125,0.0234375,6.6328125,6.609375,0.14607959,male
+0.175608547,0.054744359,0.183706177,0.135559265,0.211752922,0.076193656,1.703628615,6.538831559,0.914107261,0.422329488,0.18230384,0.175608547,0.111493525,0.047105005,0.272727273,1.034254808,0.0234375,7.6171875,7.59375,0.105592967,male
+0.173764677,0.062097845,0.194408602,0.108817204,0.211182796,0.102365591,2.179190993,7.598852853,0.911911644,0.50915886,0.207741935,0.173764677,0.143545214,0.04912999,0.279069767,1.121570122,0.0234375,4.734375,4.7109375,0.187094829,male
+0.168762986,0.065099309,0.187956989,0.11827957,0.214623656,0.096344086,2.140769074,9.898026616,0.94894497,0.636394351,0.19311828,0.168762986,0.123731951,0.047384008,0.279069767,0.626674107,0.0234375,2.3671875,2.34375,0.123888889,male
+0.184749215,0.056474828,0.196256881,0.124844037,0.226055046,0.101211009,1.781202642,5.8043073,0.900623637,0.390229679,0.223486239,0.184749215,0.137278265,0.047012733,0.277456647,0.788602941,0.0234375,4.9453125,4.921875,0.126825397,male
+0.180792175,0.054553739,0.194853801,0.133040936,0.216549708,0.083508772,1.879482772,7.808825662,0.915946632,0.376617658,0.204269006,0.180792175,0.121079209,0.047666336,0.279069767,1.3703125,0.0234375,8.2265625,8.203125,0.152481203,male
+0.184388044,0.057209932,0.192199688,0.12798752,0.230202808,0.102215289,1.431905985,6.033029564,0.921447987,0.342121012,0.190452418,0.184388044,0.10940773,0.046920821,0.263736264,0.947620739,0.0234375,7.3828125,7.359375,0.103386671,male
+0.178491211,0.055165379,0.193881579,0.132171053,0.211842105,0.079671053,2.571840284,12.23283109,0.911291539,0.432742048,0.198486842,0.178491211,0.125876414,0.047012733,0.279069767,1.06726372,0.0234375,6.796875,6.7734375,0.116057234,male
+0.184012161,0.063713046,0.193984576,0.124164524,0.244010283,0.119845758,1.545897753,4.978661177,0.923033917,0.490398345,0.193624679,0.184012161,0.123233311,0.04743083,0.277456647,0.888822115,0.0234375,3.703125,3.6796875,0.162081583,male
+0.190270482,0.060960247,0.194973822,0.133403141,0.243839442,0.1104363,0.807525863,2.963505364,0.931159989,0.435852363,0.182268761,0.190270482,0.12962363,0.046966732,0.272727273,1.016773897,0.0234375,6.84375,6.8203125,0.091001655,male
+0.179085045,0.055681078,0.188814159,0.125380531,0.216070796,0.090690265,1.245531192,4.609195432,0.926294936,0.424564358,0.197734513,0.179085045,0.114158065,0.047105005,0.277456647,0.683728448,0.0234375,8.015625,7.9921875,0.048631476,male
+0.185876294,0.060595756,0.193429952,0.1384219,0.235362319,0.096940419,0.80153454,3.099030455,0.939016438,0.507903476,0.206956522,0.185876294,0.135327413,0.047666336,0.275862069,0.927014803,0.0234375,6.1875,6.1640625,0.159569075,male
+0.181054947,0.057148533,0.190588235,0.144941176,0.212705882,0.067764706,1.715516279,5.876507485,0.913423019,0.430192039,0.205176471,0.181054947,0.121781169,0.046966732,0.277456647,0.490675403,0.0234375,3.609375,3.5859375,0.076339869,male
+0.180642798,0.05938458,0.185266667,0.131133333,0.227266667,0.096133333,1.009723653,3.84336428,0.938804918,0.50714244,0.1834,0.180642798,0.123788164,0.047151277,0.275862069,1.318509615,0.0234375,8.015625,7.9921875,0.17168755,male
+0.183981014,0.056716781,0.19884058,0.1415781,0.219130435,0.077552335,2.013467381,7.92533121,0.911969833,0.391708169,0.208760064,0.183981014,0.122803909,0.047761194,0.269662921,1.341517857,0.0234375,5.4140625,5.390625,0.164302059,male
+0.192943299,0.057850133,0.207025496,0.148725212,0.235184136,0.086458924,1.313445306,4.417070931,0.922131586,0.444268004,0.230028329,0.192943299,0.11918971,0.047337278,0.279069767,0.73255814,0.0234375,7.2890625,7.265625,0.072258065,male
+0.172044323,0.056679648,0.186863158,0.109642105,0.205136842,0.095494737,2.134565865,7.704937258,0.890897599,0.37755284,0.2016,0.172044323,0.110123905,0.04719764,0.274285714,0.796875,0.0234375,4.6171875,4.59375,0.074897959,male
+0.17371648,0.05688757,0.180630182,0.12212272,0.209419569,0.087296849,1.716455426,6.370828462,0.919203255,0.448022567,0.177379768,0.17371648,0.119002204,0.048096192,0.275862069,1.343394886,0.0234375,8.671875,8.6484375,0.125147662,male
+0.173448805,0.065076654,0.178693467,0.110686767,0.224187605,0.113500838,1.545382066,5.052169894,0.920972256,0.47476966,0.090050251,0.173448805,0.127933369,0.047012733,0.279069767,1.111852134,0.0234375,5.1796875,5.15625,0.149465241,male
+0.170723428,0.062430206,0.174641288,0.116837482,0.216046852,0.09920937,1.138764296,4.267387302,0.940813213,0.53521464,0.195959004,0.170723428,0.122621288,0.050686378,0.275862069,1.144230769,0.0234375,7.7578125,7.734375,0.090463458,male
+0.188543013,0.060140499,0.19186747,0.149698795,0.238253012,0.088554217,1.364609521,4.488420693,0.918349625,0.405334287,0.180060241,0.188543013,0.111889581,0.047244094,0.269662921,0.664583333,0.0234375,6.3984375,6.375,0.033653846,male
+0.170042567,0.064567901,0.192469775,0.106873921,0.215682211,0.10880829,1.909811236,6.923318994,0.934263692,0.599682589,0.194887737,0.170042567,0.121085852,0.047105005,0.279069767,0.959765625,0.0234375,7.5,7.4765625,0.055351545,male
+0.180650961,0.062564524,0.198238173,0.121957586,0.232495922,0.110538336,0.975188722,3.186773667,0.937485938,0.553037655,0.194584013,0.180650961,0.125288842,0.047058824,0.279069767,1.565848214,0.0234375,7.03125,7.0078125,0.149005457,male
+0.178873357,0.058085349,0.18870674,0.130054645,0.212167577,0.082112933,1.867983218,6.998662362,0.908828887,0.406652913,0.192276867,0.178873357,0.116109922,0.047105005,0.275862069,0.458460366,0.0234375,2.203125,2.1796875,0.107526882,male
+0.174273983,0.057816442,0.191210526,0.116052632,0.218473684,0.102421053,1.932601857,8.103753146,0.91801253,0.368085585,0.199315789,0.174273983,0.117071916,0.047856431,0.279069767,0.794704861,0.0234375,5.34375,5.3203125,0.07903602,male
+0.177669976,0.065541398,0.181637931,0.114655172,0.228706897,0.114051724,1.595867711,5.320679913,0.919954965,0.511310533,0.181637931,0.177669976,0.113763033,0.048289738,0.271186441,0.673828125,0.0234375,3.4921875,3.46875,0.15492278,male
+0.18236181,0.058159608,0.193629032,0.127016129,0.211129032,0.084112903,1.983090461,6.423347245,0.877243429,0.325940379,0.205483871,0.18236181,0.111750169,0.04729064,0.271186441,1.092857143,0.0234375,7.2890625,7.265625,0.099193548,male
+0.175634123,0.059548155,0.192817133,0.118088962,0.222800659,0.104711697,1.326788906,4.647401829,0.924591446,0.453599536,0.198813839,0.175634123,0.1248582,0.047384008,0.248704663,0.424408784,0.0234375,1.921875,1.8984375,0.081640781,male
+0.178535925,0.057604645,0.18893913,0.138295652,0.206469565,0.068173913,2.532185825,11.53146473,0.903636266,0.3963962,0.20013913,0.178535925,0.13361574,0.049331963,0.277456647,1.19765625,0.0234375,7.6171875,7.59375,0.201587302,male
+0.172349346,0.064658574,0.187145299,0.105299145,0.209641026,0.10434188,1.801046393,5.724800398,0.919737054,0.529760727,0.095247863,0.172349346,0.121944564,0.046966732,0.275862069,1.347942073,0.0234375,6.984375,6.9609375,0.132951133,male
+0.16482457,0.071676082,0.178736383,0.098823529,0.210457516,0.111633987,3.173260806,18.18407217,0.935246882,0.64271513,0.18788671,0.16482457,0.126560976,0.047477745,0.275862069,0.561767578,0.09375,3.328125,3.234375,0.094979296,male
+0.174892325,0.055032253,0.183887147,0.119373041,0.207147335,0.087774295,2.040028172,7.880566475,0.905661466,0.351681276,0.201442006,0.174892325,0.112162311,0.046920821,0.277456647,1.005632267,0.0234375,7.03125,7.0078125,0.087484598,male
+0.168164372,0.066333508,0.179142367,0.110463122,0.213241852,0.102778731,1.637324802,6.351842424,0.950347122,0.666763876,0.193070326,0.168164372,0.131661886,0.050579557,0.279069767,1.038461538,0.0234375,7.0078125,6.984375,0.132177479,male
+0.171409029,0.060725375,0.19,0.109047619,0.208571429,0.09952381,2.048768342,7.023703079,0.909826888,0.500631312,0.195238095,0.171409029,0.117953144,0.046920821,0.279069767,0.791015625,0.0234375,4.3359375,4.3125,0.082480818,male
+0.178765123,0.0609274,0.183448276,0.131417625,0.22045977,0.089042146,1.367685176,4.746170218,0.930066367,0.503260793,0.278390805,0.178765123,0.112631538,0.048,0.277456647,0.742417279,0.0234375,7.5,7.4765625,0.070950888,male
+0.177693858,0.060015938,0.186417112,0.110802139,0.219358289,0.10855615,1.556355231,5.012786089,0.893263542,0.350958391,0.168449198,0.177693858,0.117193178,0.048533873,0.274285714,0.6403125,0.0234375,4.4765625,4.453125,0.136842105,male
+0.179716144,0.056663031,0.188542714,0.121943049,0.223718593,0.101775544,0.852465707,2.699418703,0.922716655,0.370794616,0.219028476,0.179716144,0.118620143,0.046920821,0.277456647,0.981881649,0.1171875,6.2578125,6.140625,0.093262529,male
+0.173709455,0.059889735,0.179829642,0.117819421,0.218943782,0.101124361,1.087833071,4.396610807,0.938267117,0.535185926,0.175059625,0.173709455,0.119022366,0.050686378,0.279069767,1.027901786,0.0234375,3.796875,3.7734375,0.178196616,male
+0.173720512,0.056625365,0.185136612,0.114754098,0.21420765,0.099453552,1.291862315,4.089524156,0.914315992,0.41644568,0.191256831,0.173720512,0.120717294,0.047524752,0.277456647,0.829427083,0.0234375,5.625,5.6015625,0.107166959,male
+0.178254336,0.053752348,0.19041876,0.117252931,0.219028476,0.101775544,1.912808705,6.834770002,0.891691279,0.296862553,0.189949749,0.178254336,0.11436113,0.047244094,0.277456647,1.104225852,0.0234375,5.671875,5.6484375,0.110748864,male
+0.166184378,0.069486359,0.182024867,0.096980462,0.202912966,0.105932504,3.465663386,17.81891079,0.906953856,0.528209186,0.188490231,0.166184378,0.114281275,0.047058824,0.279069767,0.577934451,0.0234375,2.25,2.2265625,0.118836565,male
+0.178720688,0.058594037,0.186512397,0.120330579,0.230016529,0.10968595,1.094190457,3.674540383,0.926339465,0.432669209,0.235570248,0.178720688,0.118034404,0.047384008,0.275862069,1.815848214,0.0234375,7.96875,7.9453125,0.136331021,male
+0.168698613,0.062554538,0.187945205,0.105479452,0.208082192,0.10260274,2.053355607,7.555147264,0.920136094,0.532073726,0.195136986,0.168698613,0.130612305,0.046920821,0.277456647,0.798677885,0.0234375,5.671875,5.6484375,0.118553646,male
+0.166478636,0.061180066,0.181754386,0.108684211,0.202017544,0.093333333,2.481266224,10.28596222,0.916918397,0.519853201,0.186666667,0.166478636,0.113172043,0.04743083,0.262295082,0.711495536,0.0234375,6.09375,6.0703125,0.142239382,male
+0.1706137,0.055681306,0.179130435,0.132753623,0.195362319,0.062608696,1.942938613,6.626767671,0.901121416,0.416498646,0.180289855,0.1706137,0.124998038,0.046966732,0.277456647,0.57734375,0.0234375,3.46875,3.4453125,0.056870748,male
+0.182887691,0.059897769,0.189090909,0.127272727,0.232727273,0.105454545,0.838535143,3.535017503,0.936616357,0.48090826,0.188571429,0.182887691,0.147472372,0.047058824,0.274285714,1.606770833,0.0234375,5.25,5.2265625,0.212163677,male
+0.17379945,0.059243439,0.186290323,0.116854839,0.211129032,0.094274194,1.96813756,7.761783298,0.920132661,0.49788787,0.19983871,0.17379945,0.12833326,0.049382716,0.279069767,1.26171875,0.0234375,7.03125,7.0078125,0.135590858,male
+0.176938283,0.058304068,0.191264368,0.115402299,0.213793103,0.098390805,2.269790623,8.1418079,0.895976564,0.418023832,0.188045977,0.176938283,0.125012128,0.046920821,0.279069767,0.862827035,0.0234375,5.5546875,5.53125,0.092478814,male
+0.17768078,0.061211872,0.182608696,0.133913043,0.21426087,0.080347826,2.264747812,8.555115129,0.899282031,0.436254011,0.174330435,0.17768078,0.129440649,0.04743083,0.272727273,0.920758929,0.0234375,8.1796875,8.15625,0.078927203,male
+0.167731744,0.066224783,0.171886121,0.112597865,0.22519573,0.112597865,0.822981469,3.103282427,0.953210083,0.634647974,0.173380783,0.167731744,0.126106863,0.048096192,0.279069767,0.813616071,0.0234375,6.0234375,6.0,0.123383621,male
+0.181036339,0.059324503,0.189328859,0.13295302,0.225033557,0.092080537,0.981244472,3.387936532,0.935145815,0.501281602,0.205302013,0.181036339,0.112473352,0.046966732,0.274285714,1.072265625,0.0234375,5.71875,5.6953125,0.133215755,male
+0.174991748,0.054608344,0.188442907,0.118685121,0.209757785,0.091072664,1.833907168,6.255185951,0.899892484,0.368654765,0.197647059,0.174991748,0.106991824,0.046920821,0.277456647,0.443677326,0.0234375,3.6328125,3.609375,0.057668522,male
+0.177527038,0.05760106,0.190017094,0.120615385,0.217299145,0.096683761,1.51334504,5.045305951,0.921580649,0.473949968,0.188581197,0.177527038,0.121318856,0.047012733,0.279069767,1.557010135,0.0234375,7.5703125,7.546875,0.171408535,male
+0.176746255,0.057544346,0.192840467,0.124747082,0.210272374,0.085525292,3.889408394,22.1038381,0.896270328,0.458454822,0.195564202,0.176746255,0.145738497,0.0537514,0.275862069,0.8671875,0.0234375,6.8671875,6.84375,0.111688025,male
+0.171547961,0.065804842,0.189052632,0.110315789,0.216421053,0.106105263,2.971078153,15.24992235,0.935737882,0.59832555,0.201684211,0.171547961,0.122665736,0.047337278,0.279069767,1.456117021,0.0234375,7.640625,7.6171875,0.128571429,male
+0.175583481,0.06082766,0.18066087,0.126608696,0.207443478,0.080834783,2.147123074,7.86214645,0.901592743,0.44241012,0.181147826,0.175583481,0.108809217,0.049947971,0.271186441,1.032964939,0.0234375,7.265625,7.2421875,0.139669562,male
+0.182465049,0.072544522,0.192654867,0.131946903,0.252123894,0.120176991,1.732922316,6.275185577,0.939798388,0.590015121,0.277212389,0.182465049,0.124485842,0.026058632,0.266666667,0.9246875,0.140625,5.2421875,5.1015625,0.178471159,male
+0.160307998,0.058925137,0.165,0.103666667,0.197666667,0.094,1.424574215,4.944749792,0.935770773,0.534223135,0.187,0.160307998,0.087385478,0.023952096,0.202531646,0.6640625,0.0859375,3.6015625,3.515625,0.299191919,male
+0.153381674,0.070907608,0.155608919,0.098136078,0.211640938,0.11350486,1.645453972,5.968061458,0.963071479,0.735318329,0.093493425,0.153381674,0.101207033,0.039408867,0.137931034,0.318603516,0.02734375,0.69140625,0.6640625,0.484705882,male
+0.197027156,0.060146163,0.217823529,0.133,0.253235294,0.120235294,2.539507576,10.49582645,0.885384075,0.320608285,0.253647059,0.197027156,0.132534513,0.047477745,0.274285714,1.235704787,0.0234375,8.2734375,8.25,0.137680155,male
+0.181555987,0.065929432,0.191240429,0.131209801,0.235834609,0.104624809,2.254150823,9.782985605,0.926799664,0.547278864,0.230689127,0.181555987,0.149405943,0.046920821,0.277456647,0.891210938,0.0234375,5.015625,4.9921875,0.194195476,male
+0.189057081,0.073953106,0.213918306,0.130892587,0.255854766,0.124962179,1.737637658,6.031486001,0.932642656,0.564268532,0.271527988,0.189057081,0.13362388,0.048144433,0.279069767,0.614583333,0.0234375,3.328125,3.3046875,0.081737589,male
+0.183170844,0.064422599,0.20341534,0.124804631,0.237858177,0.113053546,1.875460365,6.512018965,0.922504828,0.520097705,0.236237337,0.183170844,0.144830538,0.047761194,0.279069767,0.556640625,0.0234375,3.5625,3.5390625,0.087637969,male
+0.201951304,0.059686013,0.230379747,0.140886076,0.252974684,0.112088608,2.010309582,7.479860995,0.891332877,0.351251601,0.252974684,0.201951304,0.132170727,0.050052138,0.269662921,1.034333882,0.0234375,8.765625,8.7421875,0.063737784,male
+0.202283577,0.061546905,0.231223404,0.135904255,0.250212766,0.114308511,1.764681428,6.101330027,0.896097506,0.35696935,0.23643617,0.202283577,0.128483539,0.046966732,0.275862069,1.569355867,0.0234375,9.4453125,9.421875,0.139245632,male
+0.194957222,0.062557836,0.227680412,0.130618557,0.248608247,0.117989691,2.085207855,7.1060331,0.885968737,0.356487388,0.254742268,0.194957222,0.134626466,0.04729064,0.279069767,0.874840561,0.0234375,5.8125,5.7890625,0.097560976,male
+0.199756397,0.059357101,0.228474576,0.134915254,0.245762712,0.110847458,2.291258145,9.076509777,0.882980848,0.309004039,0.244745763,0.199756397,0.132326317,0.052863436,0.279069767,1.018229167,0.0234375,8.0859375,8.0625,0.092572173,male
+0.194016496,0.05831199,0.216829268,0.136585366,0.243719512,0.107134146,1.661019402,6.075685535,0.898994243,0.323755624,0.235609756,0.194016496,0.126112118,0.047384008,0.271186441,0.614889706,0.0234375,3.5859375,3.5625,0.107867325,male
+0.203814537,0.062501048,0.226578947,0.142947368,0.256052632,0.113105263,2.633371891,11.47324481,0.901609765,0.414699638,0.257526316,0.203814537,0.128787607,0.049180328,0.279069767,0.82359375,0.0234375,3.6796875,3.65625,0.126311189,male
+0.186891409,0.065908317,0.21989899,0.127626263,0.241818182,0.114191919,2.025951262,6.657730577,0.906023373,0.45533941,0.232272727,0.186891409,0.131759211,0.048879837,0.277456647,0.65625,0.0234375,8.4375,8.4140625,0.055591774,male
+0.171490287,0.0709614,0.174129353,0.119800995,0.23681592,0.117014925,2.306294384,8.900695901,0.936195389,0.594687403,0.125373134,0.171490287,0.120088681,0.047808765,0.266666667,0.665421196,0.0234375,5.578125,5.5546875,0.073647871,male
+0.180849359,0.066607438,0.186666667,0.126404199,0.242519685,0.116115486,2.058292389,7.411979036,0.925316571,0.53647285,0.125669291,0.180849359,0.134678374,0.046966732,0.279069767,0.756310096,0.0234375,5.2734375,5.25,0.061079545,male
+0.198585268,0.05869109,0.222864385,0.138048162,0.247351077,0.109302915,2.743250117,11.79322779,0.891770807,0.371898781,0.248060837,0.198585268,0.128648886,0.04989605,0.279069767,0.680706522,0.0234375,5.625,5.6015625,0.07027143,male
+0.194210617,0.057747742,0.213587116,0.136515373,0.243103953,0.10658858,1.594901298,5.675728745,0.902016634,0.306216375,0.24556369,0.194210617,0.127155848,0.049180328,0.272727273,1.241709184,0.0234375,9.46875,9.4453125,0.128863072,male
+0.195171422,0.063780416,0.223468835,0.137344173,0.249268293,0.111924119,1.350174597,4.080138475,0.916565861,0.455478933,0.233712737,0.195171422,0.124391977,0.047952048,0.279069767,1.022727273,0.0234375,5.90625,5.8828125,0.126059863,male
+0.193038704,0.058895246,0.21530303,0.132222222,0.242525253,0.11030303,2.124453969,7.907739865,0.900591475,0.370345243,0.119141414,0.193038704,0.126359687,0.047244094,0.277456647,0.791940789,0.0234375,10.078125,10.0546875,0.059440559,male
+0.189761258,0.059864418,0.1995,0.1309,0.24885,0.11795,2.470608256,11.99366507,0.898308295,0.33266408,0.1295,0.189761258,0.134528873,0.047808765,0.277456647,0.779411765,0.0234375,7.875,7.8515625,0.076830135,male
+0.186118513,0.058503603,0.17077748,0.136246649,0.242091153,0.105844504,1.275122975,3.854429204,0.908130652,0.361051957,0.14075067,0.186118513,0.125718208,0.048192771,0.275862069,0.696933962,0.0234375,12.0234375,12.0,0.056806848,male
+0.194248134,0.066107707,0.203152174,0.134293478,0.259836957,0.125543478,2.570418233,11.5881981,0.913040763,0.472265059,0.262880435,0.194248134,0.146746174,0.046920821,0.279069767,1.350398936,0.0234375,9.46875,9.4453125,0.115354355,male
+0.198868838,0.061917027,0.22488189,0.136692913,0.253910761,0.117217848,2.199087639,8.064829218,0.897516502,0.386697805,0.252440945,0.198868838,0.146562391,0.047384008,0.279069767,0.929521277,0.0234375,5.671875,5.6484375,0.103630705,male
+0.193155389,0.066994936,0.209278351,0.138195876,0.252216495,0.114020619,2.613076149,11.09342564,0.906531584,0.462571346,0.140360825,0.193155389,0.143489618,0.050955414,0.277456647,0.778424202,0.0234375,5.71875,5.6953125,0.108333333,male
+0.185934699,0.062721291,0.179352641,0.141192504,0.237069847,0.095877342,1.328383444,4.267881148,0.924279346,0.498183723,0.159795571,0.185934699,0.128266357,0.048192771,0.277456647,0.527901786,0.0234375,3.7734375,3.75,0.080263158,male
+0.195200787,0.061043124,0.215908441,0.140200286,0.249556509,0.109356223,1.613701175,5.343518988,0.894347643,0.345574305,0.143805436,0.195200787,0.138503684,0.048484848,0.279069767,0.532579787,0.0234375,1.8046875,1.78125,0.133223684,male
+0.207271491,0.058259987,0.236007394,0.143881701,0.255674677,0.111792976,1.575404794,4.657162201,0.871855263,0.244380123,0.249981516,0.207271491,0.12102799,0.048048048,0.277456647,0.880489865,0.0234375,6.9375,6.9140625,0.065609623,male
+0.189288164,0.068130766,0.202834646,0.130519685,0.249574803,0.119055118,1.862474662,6.029425613,0.912826607,0.48375124,0.252661417,0.189288164,0.128718225,0.050104384,0.279069767,1.004464286,0.0234375,5.90625,5.8828125,0.086055777,male
+0.18898465,0.065870095,0.200430108,0.132043011,0.250322581,0.11827957,1.723785543,5.429675232,0.914484021,0.471985554,0.131612903,0.18898465,0.124752915,0.048048048,0.268156425,0.791601563,0.0234375,9.421875,9.3984375,0.064980406,male
+0.188838665,0.059059938,0.176418919,0.140472973,0.249256757,0.108783784,2.057125154,7.68505858,0.898751868,0.372921911,0.142837838,0.188838665,0.140678135,0.046920821,0.274285714,1.051962209,0.0234375,7.3125,7.2890625,0.109003215,male
+0.20154104,0.06298613,0.226173752,0.135600739,0.257227357,0.121626617,1.688261423,5.036055827,0.886685816,0.346881679,0.265508318,0.20154104,0.146439143,0.049433574,0.279069767,0.789257813,0.0234375,8.3203125,8.296875,0.088041431,male
+0.190851697,0.053773543,0.187133333,0.147,0.250133333,0.103133333,1.180834872,3.443146945,0.896657544,0.31429904,0.147,0.190851697,0.130284112,0.047761194,0.272727273,0.375,0.0234375,0.609375,0.5859375,0.194871795,male
+0.183464659,0.074338323,0.189102773,0.129265905,0.253964111,0.124698206,1.710739352,5.770098004,0.945124151,0.630812662,0.2662969,0.183464659,0.154437033,0.047619048,0.269662921,0.927688953,0.0234375,5.3203125,5.296875,0.144271076,male
+0.189989773,0.066268409,0.180354267,0.134814815,0.25610306,0.121288245,2.297650096,8.986552824,0.895766331,0.413779174,0.134363929,0.189989773,0.136140453,0.046966732,0.275862069,0.619791667,0.0234375,5.484375,5.4609375,0.052862975,male
+0.190401884,0.062086689,0.178772803,0.137910448,0.253996683,0.116086235,1.534150037,5.130778809,0.902126722,0.378640095,0.272570481,0.190401884,0.123889229,0.047151277,0.271186441,0.918323864,0.0234375,9.6328125,9.609375,0.070419012,male
+0.195709892,0.061262296,0.195902778,0.139027778,0.255694444,0.116666667,1.705531576,5.703149147,0.90078553,0.372032971,0.266388889,0.195709892,0.14259026,0.052805281,0.279069767,0.56640625,0.0234375,2.671875,2.6484375,0.092322411,male
+0.192631692,0.059165512,0.181125,0.140875,0.2515625,0.1106875,1.46195442,4.659823079,0.904050635,0.378216518,0.126,0.192631692,0.133211012,0.048435923,0.279069767,1.045833333,0.0234375,9.6328125,9.609375,0.071341463,male
+0.182869213,0.072265927,0.196690141,0.125704225,0.246971831,0.121267606,1.9445169,7.555957068,0.925274136,0.53749145,0.245,0.182869213,0.13402138,0.047384008,0.279069767,0.75234375,0.0234375,8.3203125,8.296875,0.092721834,male
+0.201080789,0.059303328,0.220290792,0.136607431,0.257382876,0.120775444,2.016637945,7.437046461,0.890206163,0.270385354,0.259644588,0.201080789,0.125249459,0.04719764,0.263736264,0.463955966,0.0234375,2.671875,2.6484375,0.070353982,male
+0.198930472,0.060498749,0.221571816,0.139620596,0.254579946,0.11495935,1.778223664,5.964542064,0.89623986,0.340676766,0.245474255,0.198930472,0.140248164,0.048192771,0.279069767,1.443080357,0.0234375,8.8828125,8.859375,0.11984127,male
+0.179406948,0.05875628,0.168984375,0.14328125,0.23734375,0.0940625,1.661862605,5.784006828,0.914112226,0.453986749,0.168984375,0.179406948,0.135029853,0.047105005,0.272727273,0.66328125,0.0703125,3.984375,3.9140625,0.088525651,male
+0.1815596,0.078562234,0.183623188,0.125289855,0.254637681,0.129347826,1.976600085,6.73430949,0.927683263,0.551485892,0.247536232,0.1815596,0.13237615,0.052173913,0.271186441,0.472005208,0.0234375,4.3828125,4.359375,0.059139785,male
+0.193197025,0.05766641,0.206846847,0.136216216,0.247207207,0.110990991,1.598351291,5.532659549,0.897719273,0.317131013,0.25427027,0.193197025,0.132197611,0.047761194,0.277456647,1.173108553,0.0703125,5.71875,5.6484375,0.158053565,male
+0.19795475,0.057826078,0.225687382,0.135517891,0.244143126,0.108625235,2.275941273,9.443008809,0.884934111,0.316922889,0.243615819,0.19795475,0.139392248,0.048730964,0.279069767,1.120174632,0.0234375,8.8828125,8.859375,0.100802773,male
+0.195744768,0.062185775,0.224926471,0.133308824,0.250147059,0.116838235,1.554589137,4.490982863,0.880382788,0.335836255,0.2275,0.195744768,0.136126185,0.057007126,0.262295082,0.6609375,0.0234375,7.0078125,6.984375,0.084787472,male
+0.19633659,0.058613277,0.223012821,0.13775641,0.245897436,0.108141026,2.151596724,8.509636117,0.898984746,0.376186813,0.245897436,0.19633659,0.131555864,0.050739958,0.279069767,0.686655405,0.0234375,6.0,5.9765625,0.046382691,male
+0.17316515,0.071724364,0.160944882,0.128314961,0.24296063,0.114645669,1.260991107,3.639199528,0.946768856,0.639314478,0.246047244,0.17316515,0.135477245,0.048192771,0.277456647,1.009992733,0.0234375,8.296875,8.2734375,0.121123957,male
+0.195209758,0.062454147,0.21958132,0.137069243,0.250692432,0.113623188,1.691217624,5.003140954,0.880039556,0.330104587,0.239871176,0.195209758,0.140711236,0.053631285,0.279069767,0.878633721,0.0234375,8.109375,8.0859375,0.072692601,male
+0.203381046,0.056888248,0.227455013,0.150437018,0.245809769,0.095372751,1.967355232,7.081905982,0.903996405,0.381190116,0.240411311,0.203381046,0.126410707,0.047571853,0.279069767,0.9703125,0.0234375,7.21875,7.1953125,0.099785493,male
+0.199582915,0.060125144,0.227225131,0.135357766,0.250191972,0.114834206,1.464040918,4.369828295,0.894712812,0.358923313,0.236020942,0.199582915,0.13212904,0.047012733,0.269662921,0.776041667,0.0234375,7.78125,7.7578125,0.052467271,male
+0.191324489,0.062535612,0.214681892,0.127895595,0.245285481,0.117389886,1.749535914,5.711265018,0.908317753,0.439595407,0.126068515,0.191324489,0.123961884,0.047337278,0.271186441,0.617745536,0.0234375,5.5546875,5.53125,0.085890976,male
+0.192299761,0.062510107,0.217989779,0.130221465,0.247086882,0.116865417,2.00091713,7.600014223,0.899887494,0.400098663,0.245655877,0.192299761,0.134045699,0.050104384,0.279069767,0.514453125,0.0234375,2.578125,2.5546875,0.073649337,male
+0.19137379,0.060052206,0.18247191,0.138426966,0.250505618,0.112078652,1.609766745,5.695456106,0.89993992,0.345079189,0.134101124,0.19137379,0.136617469,0.047105005,0.274285714,0.683254076,0.0234375,2.90625,2.8828125,0.158849281,male
+0.194149909,0.058646986,0.218569157,0.136216216,0.247503975,0.111287758,1.54224896,4.914151263,0.885757784,0.274199023,0.252845787,0.194149909,0.133796638,0.049484536,0.274285714,0.677246094,0.140625,4.921875,4.78125,0.062659847,male
+0.195219947,0.070484708,0.226527778,0.136111111,0.256666667,0.120555556,1.524647231,4.455861829,0.918393306,0.516266236,0.254236111,0.195219947,0.144158913,0.047058824,0.279069767,0.46484375,0.0234375,2.7421875,2.71875,0.128176044,male
+0.195376387,0.05986422,0.215007299,0.14020438,0.246072993,0.105868613,1.352432658,4.48561429,0.916396389,0.423057202,0.235036496,0.195376387,0.138978448,0.047713718,0.279069767,0.904575893,0.0234375,8.109375,8.0859375,0.047911338,male
+0.196317326,0.055758273,0.212592593,0.135246914,0.243271605,0.108024691,1.696781261,5.523681592,0.900923195,0.31915428,0.242407407,0.196317326,0.134775967,0.048681542,0.279069767,1.050327035,0.0234375,6.515625,6.4921875,0.15191726,male
+0.190720011,0.059821282,0.186512397,0.141619835,0.243900826,0.102280992,1.360219699,4.716952143,0.920967884,0.467346207,0.243438017,0.190720011,0.14461354,0.048582996,0.275862069,0.780523256,0.0234375,4.3828125,4.359375,0.094934918,male
+0.188357597,0.057787483,0.184366197,0.132605634,0.242535211,0.109929577,1.774852268,6.286534034,0.9049968,0.381319594,0.126690141,0.188357597,0.141513483,0.04743083,0.279069767,0.682412791,0.0234375,5.4140625,5.390625,0.08238573,male
+0.190408638,0.068893439,0.220164384,0.128109589,0.247780822,0.119671233,1.976591256,6.812097794,0.916128359,0.496524671,0.119671233,0.190408638,0.140188867,0.048780488,0.279069767,0.858525815,0.0234375,6.0703125,6.046875,0.119724376,male
+0.192154407,0.057609999,0.195733333,0.1408,0.246933333,0.106133333,1.793204296,6.041468814,0.89099092,0.333138044,0.249066667,0.192154407,0.129940712,0.048192771,0.277456647,1.057221284,0.0234375,7.828125,7.8046875,0.082173082,male
+0.20124058,0.060960996,0.230938053,0.13380531,0.250761062,0.116955752,1.85491637,6.353741827,0.879403653,0.293514619,0.239858407,0.20124058,0.130457383,0.04719764,0.272727273,1.1484375,0.0234375,8.1796875,8.15625,0.101817335,male
+0.204075413,0.063821001,0.232946058,0.137676349,0.266639004,0.128962656,2.473283444,9.679928681,0.857613359,0.255775527,0.277095436,0.204075413,0.129989626,0.047105005,0.279069767,1.614508929,0.0234375,7.7578125,7.734375,0.116382576,male
+0.185768646,0.057847833,0.183956443,0.130090744,0.236805808,0.106715064,2.656460924,11.94563833,0.886243733,0.322636868,0.233248639,0.185768646,0.121224962,0.047012733,0.279069767,0.862980769,0.140625,5.484375,5.34375,0.103132832,male
+0.187477037,0.06038199,0.216820513,0.122529915,0.238358974,0.11582906,2.456931539,9.423683865,0.878781326,0.353811879,0.118222222,0.187477037,0.115284385,0.047105005,0.277456647,1.0078125,0.0234375,5.578125,5.5546875,0.097362869,male
+0.1895152,0.061802273,0.209072848,0.126556291,0.246622517,0.120066225,1.761460048,5.898394836,0.896845151,0.358082406,0.250331126,0.1895152,0.126695697,0.047105005,0.274285714,1.468386628,0.0234375,6.0,5.9765625,0.155446623,male
+0.193832154,0.058964239,0.227987616,0.124396285,0.240557276,0.116160991,2.884965855,12.56152778,0.856160788,0.259823701,0.1174613,0.193832154,0.115723055,0.048730964,0.279069767,2.141113281,0.3515625,15.6796875,15.328125,0.110022241,male
+0.189063477,0.059923677,0.218805031,0.126352201,0.244779874,0.118427673,1.636992582,5.083589341,0.878510055,0.254670979,0.126352201,0.189063477,0.118071697,0.047856431,0.275862069,1.33643617,0.0234375,9.3515625,9.328125,0.129313233,male
+0.191921183,0.065011112,0.189603283,0.13253078,0.258932969,0.126402189,1.780258838,5.475924478,0.879829161,0.301958351,0.136361149,0.191921183,0.128070967,0.048241206,0.279069767,1.034598214,0.0234375,6.2578125,6.234375,0.11213129,male
+0.201305719,0.06169659,0.232041522,0.132249135,0.257231834,0.124982699,2.110824104,7.107624113,0.874538603,0.294794207,0.258685121,0.201305719,0.113616151,0.046920821,0.269662921,0.962572674,0.140625,5.9296875,5.7890625,0.093623482,male
+0.1959379,0.058575805,0.221582734,0.136978417,0.245251799,0.108273381,1.514256456,4.916548544,0.89737576,0.322004064,0.242230216,0.1959379,0.115817137,0.047904192,0.275862069,0.465049342,0.0234375,3.9140625,3.890625,0.06626506,male
+0.196839488,0.06178795,0.226819222,0.13006865,0.250526316,0.120457666,2.194058059,8.594532903,0.867974305,0.270169877,0.249885584,0.196839488,0.119334903,0.053993251,0.24120603,0.731534091,0.0234375,4.3125,4.2890625,0.090163934,male
+0.193357293,0.060101575,0.219110379,0.132388797,0.245403624,0.113014827,1.473779975,5.099056231,0.895910918,0.290760817,0.232948929,0.193357293,0.126699418,0.048929664,0.277456647,1.202955163,0.0234375,5.6953125,5.671875,0.158274073,male
+0.198356889,0.061187311,0.228532884,0.136458685,0.252141653,0.115682968,1.401520951,4.069687335,0.883968596,0.29610147,0.234198988,0.198356889,0.11410656,0.046920821,0.279069767,1.998958333,0.0234375,10.828125,10.8046875,0.134180353,male
+0.191380524,0.061229701,0.22047619,0.127619048,0.243809524,0.116190476,1.863735254,6.35925303,0.88098136,0.297798339,0.233809524,0.191380524,0.11757432,0.047151277,0.275862069,0.878320313,0.0234375,5.0390625,5.015625,0.069385443,male
+0.200303165,0.061665461,0.229963899,0.135451264,0.256245487,0.120794224,1.619881667,5.194024602,0.886318149,0.313936063,0.256245487,0.200303165,0.127035948,0.047808765,0.279069767,1.690770349,0.0234375,6.515625,6.4921875,0.179512635,male
+0.203362756,0.060086988,0.227413509,0.136079077,0.25416804,0.118088962,1.375515532,3.853905607,0.877562067,0.234246749,0.230181219,0.203362756,0.131571678,0.047105005,0.269662921,1.019270833,0.0234375,6.28125,6.2578125,0.128838951,male
+0.194851425,0.060805297,0.212342007,0.13739777,0.250855019,0.113457249,1.164645503,3.248249202,0.889112333,0.285061977,0.28,0.194851425,0.127949779,0.047337278,0.275862069,1.072574013,0.1640625,5.2265625,5.0625,0.119417211,male
+0.200433686,0.061835291,0.232795389,0.13556196,0.254178674,0.118616715,1.665956998,5.035442778,0.875986273,0.258209578,0.244495677,0.200433686,0.118140473,0.047904192,0.274285714,1.2109375,0.0234375,12.1875,12.1640625,0.056815375,male
+0.195847541,0.059568175,0.223202847,0.129537367,0.2486121,0.119074733,2.043297943,7.19144908,0.882147991,0.275661351,0.243131673,0.195847541,0.124312451,0.048096192,0.26519337,0.553571429,0.0234375,3.0234375,3.0,0.090039063,male
+0.195953676,0.058995807,0.221515712,0.134565619,0.247393715,0.112828096,1.521795405,4.918060904,0.885604511,0.272303357,0.239630314,0.195953676,0.124132612,0.047524752,0.279069767,1.164257813,0.0234375,6.421875,6.3984375,0.117810118,male
+0.194059598,0.063240412,0.22673712,0.127608983,0.250779392,0.12317041,1.621700995,4.967389762,0.868906421,0.228162005,0.122800528,0.194059598,0.12852983,0.047666336,0.277456647,1.333426339,0.0234375,6.140625,6.1171875,0.152413793,male
+0.197885072,0.059483367,0.207123288,0.138082192,0.25260274,0.114520548,1.270724695,3.896405854,0.890649606,0.26514398,0.138630137,0.197885072,0.123779334,0.047337278,0.279069767,0.885416667,0.0234375,5.6015625,5.578125,0.090336134,male
+0.193424214,0.059779155,0.223093525,0.128920863,0.24323741,0.114316547,1.963306257,6.749476895,0.884640306,0.319014128,0.115827338,0.193424214,0.129153015,0.047713718,0.279069767,1.77006392,0.0234375,6.4453125,6.421875,0.148331595,male
+0.187943808,0.061098539,0.188652482,0.130567376,0.243758865,0.113191489,1.441852356,4.497077582,0.90060838,0.375838051,0.117163121,0.187943808,0.129869774,0.047713718,0.275862069,1.099158654,0.0234375,6.2578125,6.234375,0.138345865,male
+0.200861242,0.060700735,0.228884381,0.13346856,0.251034483,0.117565923,1.716888513,5.70452898,0.872884381,0.26542664,0.241947262,0.200861242,0.129865626,0.047904192,0.279069767,1.042018581,0.0234375,6.09375,6.0703125,0.11021411,male
+0.199589543,0.06352609,0.223647799,0.136918239,0.259748428,0.122830189,1.412181478,4.034461403,0.891061189,0.303123454,0.273396226,0.199589543,0.117279169,0.047012733,0.277456647,1.24830163,0.0234375,8.578125,8.5546875,0.072928898,male
+0.197851777,0.063804608,0.22388998,0.132573674,0.257445972,0.124872299,1.521387256,4.445022673,0.88365806,0.330403265,0.127072692,0.197851777,0.120762049,0.048979592,0.271186441,1.043285473,0.0234375,4.78125,4.7578125,0.13937989,male
+0.194961305,0.059432928,0.224825046,0.130460405,0.245451197,0.114990792,1.883823123,6.266925884,0.879061549,0.298724914,0.244935543,0.194961305,0.127857412,0.047571853,0.274285714,0.755580357,0.0234375,4.8515625,4.828125,0.122508942,male
+0.193492046,0.061710427,0.224521277,0.129202128,0.241276596,0.112074468,2.559984369,11.58786146,0.876795307,0.301940585,0.115053191,0.193492046,0.120308336,0.049586777,0.277456647,0.897017045,0.0234375,5.1328125,5.109375,0.089777195,male
+0.186506549,0.063278728,0.177670683,0.125568942,0.245890228,0.120321285,1.855087842,6.853353835,0.891677198,0.314426311,0.118447122,0.186506549,0.129999201,0.04719764,0.279069767,1.1053125,0.0234375,5.0625,5.0390625,0.093436693,male
+0.179100987,0.06070084,0.169263158,0.122105263,0.238736842,0.116631579,2.044890568,7.920342962,0.892616231,0.350054774,0.122105263,0.179100987,0.114859951,0.047619048,0.262295082,1.027832031,0.0234375,6.234375,6.2109375,0.128816467,male
+0.191023797,0.059708573,0.212926045,0.12829582,0.244437299,0.116141479,1.949876341,7.061098907,0.889086848,0.302065579,0.239485531,0.191023797,0.130176668,0.048096192,0.277456647,1.398607337,0.0234375,5.484375,5.4609375,0.191804619,male
+0.192621338,0.058554897,0.21728,0.133504,0.241472,0.107968,1.853651297,6.902200395,0.895598234,0.319341138,0.231616,0.192621338,0.123087746,0.047524752,0.263736264,1.163884943,0.1171875,5.8828125,5.765625,0.11392537,male
+0.199217361,0.060648002,0.219883946,0.137562863,0.255628627,0.118065764,1.368588734,3.903595499,0.887227849,0.258821468,0.268626692,0.199217361,0.118799152,0.046920821,0.277456647,0.934821429,0.1875,6.0234375,5.8359375,0.082264542,male
+0.189232285,0.062370951,0.180955224,0.13080597,0.252,0.12119403,1.797702848,6.409304342,0.899747162,0.341226723,0.12119403,0.189232285,0.133711903,0.047337278,0.279069767,1.199898098,0.0234375,5.7421875,5.71875,0.122028689,male
+0.194003486,0.06034874,0.192633181,0.134672755,0.254003044,0.119330289,1.541593094,4.707372951,0.885240963,0.271227516,0.132541857,0.194003486,0.129198105,0.048632219,0.277456647,1.728156888,0.1875,7.96875,7.78125,0.118496714,male
+0.185269829,0.058978908,0.168219178,0.129315068,0.243835616,0.114520548,1.427290771,4.477905033,0.892917352,0.321226506,0.243835616,0.185269829,0.123770708,0.047105005,0.274285714,1.387746711,0.0234375,6.375,6.3515625,0.135916359,male
+0.194874522,0.062716831,0.216666667,0.130952381,0.254285714,0.123333333,1.770325966,5.52493155,0.877777478,0.289835322,0.125714286,0.194874522,0.124122888,0.048830112,0.279069767,1.601041667,0.0234375,9.421875,9.3984375,0.102974272,male
+0.192809251,0.061931762,0.213612903,0.131419355,0.252451613,0.121032258,1.652428058,5.343526763,0.889119269,0.320892585,0.128709677,0.192809251,0.142393403,0.046966732,0.277456647,1.256569602,0.1640625,6.75,6.5859375,0.127935943,male
+0.182507762,0.05856048,0.157914692,0.137567141,0.247709321,0.11014218,1.717846874,5.75765992,0.890894951,0.346786966,0.138894155,0.182507762,0.131409588,0.048929664,0.266666667,0.899414063,0.0234375,6.140625,6.1171875,0.087053373,male
+0.189983202,0.060065325,0.19222061,0.133701016,0.244238026,0.11053701,1.406457257,4.461628127,0.903181472,0.33316006,0.118664731,0.189983202,0.122174398,0.04719764,0.266666667,0.735538564,0.0234375,5.625,5.6015625,0.092662517,male
+0.189425986,0.060371137,0.206270928,0.128280061,0.246331811,0.11805175,1.345430643,4.183804518,0.905014688,0.333550533,0.125296804,0.189425986,0.127748174,0.047151277,0.274285714,0.771524235,0.0234375,3.28125,3.2578125,0.158109876,male
+0.191590704,0.059662313,0.220998152,0.130425139,0.242735675,0.112310536,1.745914066,5.820669935,0.869061977,0.224701073,0.225138632,0.191590704,0.118303156,0.047058824,0.244897959,0.747141768,0.0234375,4.5703125,4.546875,0.085322843,male
+0.198936982,0.063052823,0.224,0.133538462,0.261811966,0.128273504,2.168023761,8.167889737,0.870829728,0.259880559,0.267076923,0.198936982,0.131275355,0.048,0.279069767,0.744140625,0.0234375,6.3515625,6.328125,0.022486772,male
+0.185698574,0.058112498,0.175632184,0.134712644,0.23862069,0.103908046,1.464610296,4.890700082,0.902047795,0.330360145,0.12045977,0.185698574,0.136466264,0.047058824,0.279069767,1.119549419,0.0234375,6.328125,6.3046875,0.129035414,male
+0.188291306,0.060756819,0.196792453,0.128553459,0.243459119,0.11490566,1.924342018,6.921314856,0.898535535,0.359333688,0.117106918,0.188291306,0.130205412,0.048096192,0.274285714,1.341517857,0.0234375,5.4140625,5.390625,0.112298137,male
+0.186219164,0.060036013,0.213832853,0.122247839,0.238847262,0.116599424,1.967394164,6.586838498,0.884970403,0.318323382,0.244495677,0.186219164,0.117582064,0.048632219,0.268156425,0.987304688,0.0234375,5.3203125,5.296875,0.140729549,male
+0.185462507,0.058778874,0.198617157,0.126555698,0.237695262,0.111139565,1.7441324,5.913887654,0.903566629,0.362197267,0.115083227,0.185462507,0.118564447,0.048929664,0.279069767,1.154296875,0.0234375,6.2109375,6.1875,0.097930525,male
+0.191353396,0.058748855,0.195862069,0.134252874,0.242298851,0.108045977,1.589302077,5.72847355,0.908791759,0.360256872,0.235402299,0.191353396,0.130960603,0.047713718,0.277456647,1.177604167,0.0234375,5.2734375,5.25,0.089067944,male
+0.189160077,0.061119498,0.181176471,0.130795848,0.251418685,0.120622837,1.946460815,6.988439127,0.896268771,0.363159394,0.125467128,0.189160077,0.121430013,0.047808765,0.275862069,1.200457317,0.0234375,5.15625,5.1328125,0.096611391,male
+0.17732967,0.058266805,0.163685801,0.124350453,0.234743202,0.110392749,1.838587626,6.573955902,0.907352302,0.390680443,0.120966767,0.17732967,0.115360632,0.047337278,0.279069767,1.43018617,0.0234375,10.125,10.1015625,0.087393658,male
+0.186100909,0.057407561,0.181386861,0.130291971,0.23810219,0.107810219,1.187954347,3.836777117,0.904656084,0.315566613,0.127737226,0.186100909,0.135410201,0.049689441,0.279069767,1.539663462,0.0234375,6.4453125,6.421875,0.103907256,male
+0.18304563,0.058198596,0.155886525,0.13751773,0.244255319,0.106737589,1.50222654,4.655506805,0.887243714,0.28852774,0.138014184,0.18304563,0.121990552,0.049792531,0.277456647,1.217606707,0.0234375,5.15625,5.1328125,0.111193385,male
+0.194844864,0.060449235,0.221748252,0.128741259,0.243776224,0.115034965,1.74365333,6.257323446,0.879716712,0.257295039,0.115034965,0.194844864,0.122026316,0.047058824,0.277456647,1.108695652,0.140625,5.3671875,5.2265625,0.105483082,male
+0.189797944,0.061813105,0.214495413,0.126727829,0.244892966,0.118165138,1.531487438,4.77671483,0.898456662,0.347967962,0.121590214,0.189797944,0.119705594,0.047761194,0.279069767,0.906709559,0.0234375,6.46875,6.4453125,0.077121212,male
+0.198810571,0.060895554,0.227862069,0.133724138,0.250068966,0.116344828,2.171919437,8.599213903,0.879918289,0.285795152,0.246206897,0.198810571,0.138740188,0.048435923,0.279069767,1.230741279,0.0234375,5.1796875,5.15625,0.138875598,male
+0.190479103,0.061816188,0.194538153,0.130441767,0.250200803,0.119759036,1.16342347,3.318951766,0.898944987,0.365046146,0.114136546,0.190479103,0.126003342,0.048533873,0.268156425,1.323153409,0.0234375,7.6640625,7.640625,0.135188431,male
+0.185583994,0.061472466,0.185155196,0.128475034,0.241835358,0.113360324,1.171892988,3.327012336,0.896847335,0.298260364,0.119406208,0.185583994,0.128656128,0.047337278,0.277456647,1.211825284,0.0234375,14.7890625,14.765625,0.053925354,male
+0.195704983,0.060049025,0.225138632,0.127319778,0.246876155,0.119556377,1.950215105,6.272352522,0.87364291,0.290546081,0.118003697,0.195704983,0.118062521,0.047151277,0.274285714,0.845464939,0.0234375,5.0625,5.0390625,0.094335122,male
+0.191582729,0.061029831,0.193633803,0.134873239,0.251605634,0.116732394,1.154871498,3.501998844,0.904857946,0.332870863,0.270535211,0.191582729,0.129015302,0.047808765,0.279069767,0.614430147,0.0234375,3.421875,3.3984375,0.11298606,male
+0.188229185,0.062654108,0.159817352,0.132968037,0.254003044,0.121035008,1.870762408,6.261814325,0.874688228,0.286868677,0.141065449,0.188229185,0.131445758,0.04729064,0.277456647,1.801757813,0.0234375,6.890625,6.8671875,0.15257524,male
+0.174254534,0.061937584,0.190076104,0.113789954,0.219482496,0.105692542,1.455816114,5.050653716,0.937344899,0.579929385,0.217351598,0.174254534,0.126663687,0.049535604,0.279069767,0.894440407,0.0234375,4.96875,4.9453125,0.167498129,male
+0.184244561,0.061242014,0.195111111,0.124,0.236888889,0.112888889,0.727082561,2.742803424,0.939729654,0.504382747,0.239111111,0.184244561,0.116962866,0.046966732,0.279069767,1.115828804,0.0234375,12.0234375,12.0,0.094819568,male
+0.184517183,0.060654986,0.190595065,0.132481858,0.239767779,0.107285922,1.150054415,4.316386782,0.933636953,0.425439533,0.195878084,0.184517183,0.121233545,0.047244094,0.274285714,0.734964623,0.0234375,5.5078125,5.484375,0.084799732,male
+0.185126389,0.060226694,0.199002494,0.126034913,0.235311721,0.109276808,0.944242292,3.31072613,0.936162942,0.465350278,0.252069825,0.185126389,0.118594879,0.047012733,0.279069767,1.217578125,0.0234375,11.71875,11.6953125,0.083094761,male
+0.179949194,0.057513135,0.192048558,0.134688923,0.218391502,0.08370258,1.191317856,4.557756292,0.933462163,0.47049235,0.206069803,0.179949194,0.119759367,0.048582996,0.277456647,1.223958333,0.0234375,6.8671875,6.84375,0.107426099,male
+0.1795573,0.063853112,0.18758427,0.127022472,0.233202247,0.106179775,0.693655544,2.709536882,0.949332119,0.58513996,0.253258427,0.1795573,0.126365013,0.04743083,0.277456647,0.884885204,0.0234375,5.9765625,5.953125,0.072476736,male
+0.191936187,0.056960625,0.20427673,0.132515723,0.235534591,0.103018868,1.325097158,4.524848306,0.910124594,0.337593407,0.197672956,0.191936187,0.113174985,0.048533873,0.26519337,0.45625,0.0234375,1.8515625,1.828125,0.075936884,male
+0.183210437,0.060159808,0.188563135,0.132888244,0.235703919,0.102815675,0.757471651,2.792630158,0.934970134,0.466344024,0.193033382,0.183210437,0.137609131,0.047244094,0.279069767,1.206580529,0.0234375,9.75,9.7265625,0.09269732,male
+0.187146907,0.059458435,0.198235995,0.130154946,0.227938021,0.097783075,1.187413854,4.001734147,0.925742379,0.42813039,0.198569726,0.187146907,0.123697996,0.047524752,0.277456647,0.454385081,0.0234375,1.8046875,1.78125,0.14246824,male
+0.190235564,0.056793186,0.205679012,0.138271605,0.236790123,0.098518519,1.09306769,3.577716832,0.924571293,0.361180501,0.225728395,0.190235564,0.116813538,0.047058824,0.277456647,1.262222782,0.140625,6.1640625,6.0234375,0.101100228,male
+0.180528667,0.061915604,0.18957606,0.13127182,0.225187032,0.093915212,1.578944866,5.902026637,0.934765304,0.538900078,0.18957606,0.180528667,0.120585945,0.046920821,0.275862069,1.318548387,0.0234375,9.234375,9.2109375,0.124857419,male
+0.204943667,0.058952794,0.219478261,0.160347826,0.253565217,0.093217391,1.263549527,4.020001964,0.912254969,0.324353796,0.252173913,0.204943667,0.117904784,0.046920821,0.272727273,1.222592213,0.0234375,10.96875,10.9453125,0.073174334,male
+0.194627989,0.056074326,0.201879589,0.163641703,0.242173275,0.078531571,1.269865243,4.355918635,0.911931877,0.287709482,0.201468429,0.194627989,0.112952923,0.046920821,0.277456647,1.019752358,0.0234375,10.78125,10.7578125,0.064248793,male
+0.198570077,0.06486674,0.221376281,0.136515373,0.255402635,0.118887262,1.66581806,5.60514098,0.920924962,0.465066052,0.26852123,0.198570077,0.127269104,0.04719764,0.271186441,1.5375,0.0234375,7.0078125,6.984375,0.139261745,male
+0.186393472,0.05783605,0.198858397,0.136158068,0.228364435,0.092206367,1.218773626,4.340606344,0.927702479,0.377466802,0.218836443,0.186393472,0.118711083,0.047105005,0.277456647,0.894460227,0.0234375,7.21875,7.1953125,0.061334812,male
+0.189002547,0.061454938,0.202376238,0.135445545,0.234851485,0.099405941,1.620451459,6.374442329,0.928735068,0.472933675,0.215049505,0.189002547,0.114454149,0.047856431,0.271186441,1.147995283,0.0234375,5.953125,5.9296875,0.119683794,male
+0.180995786,0.06606347,0.193239437,0.124046095,0.235544174,0.111498079,0.894756824,3.057428781,0.947683827,0.582503484,0.230524968,0.180995786,0.120660751,0.047619048,0.279069767,0.960085227,0.0234375,8.0625,8.0390625,0.090795502,male
+0.189496372,0.061773924,0.201542416,0.136760925,0.243650386,0.10688946,0.924130745,3.256364096,0.935801639,0.463262867,0.276041131,0.189496372,0.130267409,0.047012733,0.279069767,1.856617647,0.0234375,10.3828125,10.359375,0.103815302,male
+0.184338938,0.055136164,0.197333333,0.140888889,0.216888889,0.076,1.655340168,5.457945113,0.910281494,0.360437869,0.198222222,0.184338938,0.112662692,0.047856431,0.277456647,0.996841755,0.0234375,8.7421875,8.71875,0.068792766,male
+0.191782317,0.05718025,0.213650794,0.137777778,0.233333333,0.095555556,2.328113863,9.477488107,0.914134747,0.398212963,0.233333333,0.191782317,0.127979149,0.047337278,0.279069767,1.146267361,0.0234375,7.2421875,7.21875,0.09595192,male
+0.189995095,0.060490796,0.196662909,0.133213078,0.246223224,0.113010147,1.160150426,3.992714999,0.924796745,0.3931752,0.198241263,0.189995095,0.117400707,0.047244094,0.277456647,0.949005682,0.0234375,5.296875,5.2734375,0.088526077,male
+0.192988943,0.070569323,0.222415669,0.128269859,0.253188248,0.12491839,2.682817709,11.56679085,0.927718361,0.577478039,0.25562568,0.192988943,0.128908054,0.047337278,0.279069767,1.202205882,0.0234375,20.484375,20.4609375,0.055164639,male
+0.183886114,0.063269921,0.195572519,0.128244275,0.240101781,0.111857506,1.27487291,5.026753002,0.943408745,0.569761534,0.241882952,0.183886114,0.133683055,0.047904192,0.279069767,1.1746875,0.0234375,8.3671875,8.34375,0.120914198,male
+0.186643054,0.062285477,0.203531828,0.130513347,0.238028747,0.1075154,2.266485398,10.81905625,0.935158517,0.539557153,0.240616016,0.186643054,0.114682533,0.047477745,0.277456647,0.562839674,0.0234375,5.4609375,5.4375,0.064722522,male
+0.190588799,0.05430954,0.201538462,0.146538462,0.237307692,0.090769231,1.464557995,5.237955368,0.917450833,0.370395352,0.199615385,0.190588799,0.12865102,0.04729064,0.279069767,1.5703125,0.0234375,6.5859375,6.5625,0.14239418,male
+0.201403062,0.059263889,0.217070707,0.144949495,0.25489899,0.109949495,1.544769649,5.648946318,0.917531564,0.366501978,0.259848485,0.201403062,0.131676142,0.047904192,0.277456647,0.4609375,0.0234375,2.5546875,2.53125,0.09496124,male
+0.189252879,0.056830315,0.195479256,0.141802575,0.236337625,0.09453505,0.865942769,3.522169628,0.930304104,0.379832003,0.196280401,0.189252879,0.123907868,0.047524752,0.272727273,1.03685462,0.0234375,6.0234375,6.0,0.090494792,male
+0.179678133,0.086938705,0.212787944,0.110613563,0.255888052,0.145274489,1.704784553,5.935779967,0.944812861,0.599417109,0.277588805,0.179678133,0.128291503,0.048582996,0.279069767,1.461309524,0.0234375,9.1875,9.1640625,0.108847371,male
+0.197687748,0.056555234,0.212773893,0.146526807,0.246060606,0.0995338,1.748614745,6.888619658,0.910723434,0.286311059,0.246386946,0.197687748,0.12643208,0.04719764,0.279069767,0.589453125,0.0234375,6.1875,6.1640625,0.065883166,male
+0.18769226,0.05988937,0.199266055,0.143119266,0.23266055,0.089541284,1.710996502,6.513033411,0.928891707,0.450280269,0.206972477,0.18769226,0.119709974,0.046920821,0.279069767,0.921306818,0.0234375,4.4765625,4.453125,0.118526316,male
+0.197889212,0.058705142,0.211903323,0.136616314,0.249969789,0.113353474,1.421407477,4.89669557,0.913792999,0.32895409,0.260543807,0.197889212,0.12249583,0.048484848,0.279069767,0.903941761,0.0234375,6.3984375,6.375,0.074109907,male
+0.186219654,0.05574032,0.19202934,0.145819071,0.23002445,0.084205379,1.004209388,3.813859387,0.932649127,0.425657704,0.228312958,0.186219654,0.130962361,0.047012733,0.279069767,1.437639509,0.0234375,6.140625,6.1171875,0.178348734,male
+0.203858251,0.0548433,0.224082232,0.156240822,0.246696035,0.090455213,1.839251372,6.841583874,0.889535933,0.250355534,0.225315712,0.203858251,0.110514073,0.047808765,0.272727273,0.842881944,0.0234375,4.4296875,4.40625,0.089723003,male
+0.193322456,0.056460004,0.205296443,0.138339921,0.241818182,0.103478261,1.231101657,3.701668184,0.907359785,0.349014441,0.196442688,0.193322456,0.119088487,0.046966732,0.275862069,1.131204044,0.0234375,6.5859375,6.5625,0.108809524,male
+0.18894073,0.05926744,0.192649573,0.138404558,0.244102564,0.105698006,0.779820058,3.237279784,0.935971941,0.417276999,0.250883191,0.18894073,0.119681118,0.047105005,0.268156425,1.101074219,0.0234375,5.15625,5.1328125,0.079643198,male
+0.189990799,0.060324368,0.204711908,0.126555698,0.239846351,0.113290653,0.961992973,3.121154654,0.92372862,0.397330615,0.200051216,0.189990799,0.129917025,0.048096192,0.279069767,1.271033654,0.0234375,4.8984375,4.875,0.098139632,male
+0.211377749,0.056149789,0.234652956,0.174550129,0.254807198,0.080257069,2.46623054,10.13955413,0.894457422,0.303314441,0.247249357,0.211377749,0.122820094,0.04719764,0.279069767,0.849420363,0.0234375,5.0625,5.0390625,0.103192747,male
+0.202643941,0.053150572,0.223058104,0.156697248,0.244036697,0.08733945,2.230655008,8.698719041,0.875715208,0.227555014,0.222201835,0.202643941,0.13660896,0.047856431,0.279069767,0.881696429,0.0234375,6.0703125,6.046875,0.029226901,male
+0.198476258,0.055359389,0.218698225,0.143147929,0.242224852,0.099076923,2.347196369,9.884822778,0.896012417,0.294491432,0.242556213,0.198476258,0.131355746,0.047058824,0.279069767,0.982069672,0.0234375,6.0,5.9765625,0.08,male
+0.193663865,0.059670695,0.201085595,0.134154489,0.248434238,0.114279749,1.683756433,6.154369343,0.920509546,0.406613714,0.259248434,0.193663865,0.12476966,0.047477745,0.279069767,0.765066964,0.0234375,5.1328125,5.109375,0.073681193,male
+0.192667648,0.057447277,0.208819715,0.145629053,0.24150454,0.095875486,1.480635016,5.502261987,0.923820158,0.423013978,0.242230869,0.192667648,0.130247577,0.046920821,0.277456647,1.463040865,0.0234375,6.28125,6.2578125,0.110827375,male
+0.196729877,0.060469195,0.210293706,0.140195804,0.242013986,0.101818182,1.55763556,5.70872048,0.925278263,0.410656377,0.234965035,0.196729877,0.135462688,0.047058824,0.279069767,1.29984375,0.0234375,11.3671875,11.34375,0.084907517,male
+0.204842376,0.058805432,0.22069869,0.154978166,0.25768559,0.102707424,1.641248745,6.26502118,0.922660742,0.380896268,0.268689956,0.204842376,0.104782843,0.047105005,0.274285714,1.719769022,0.140625,9.5390625,9.3984375,0.07368298,male
+0.200977031,0.057682577,0.219333333,0.148711111,0.2464,0.097688889,1.266135997,4.493444836,0.924650686,0.366638179,0.239866667,0.200977031,0.119180381,0.047337278,0.279069767,0.916903409,0.0234375,7.078125,7.0546875,0.058929252,male
+0.192339818,0.058945356,0.200636943,0.14,0.241358811,0.101358811,0.926596076,3.045236371,0.930679363,0.425201229,0.272569002,0.192339818,0.13424415,0.046920821,0.279069767,1.714339718,0.0234375,8.8125,8.7890625,0.11545679,male
+0.193219706,0.058535045,0.20595326,0.147404674,0.243837638,0.096432964,1.046439547,3.964651336,0.936119687,0.469121623,0.248659287,0.193219706,0.123763848,0.047761194,0.279069767,0.858506944,0.1875,4.59375,4.40625,0.092488059,male
+0.194966057,0.061517064,0.210245614,0.13394152,0.248888889,0.114947368,2.297321608,10.76243,0.922617635,0.463174602,0.257403509,0.194966057,0.111045847,0.047952048,0.272727273,1.166277985,0.0234375,11.3671875,11.34375,0.06956999,male
+0.198727302,0.060825106,0.21,0.142930233,0.253953488,0.111023256,1.461299205,5.879052222,0.926903746,0.388860225,0.276093023,0.198727302,0.13001683,0.047151277,0.279069767,1.206653226,0.0234375,11.390625,11.3671875,0.073858616,male
+0.195423551,0.053962027,0.19937931,0.151586207,0.246206897,0.09462069,0.810437608,3.007737401,0.918871581,0.327490733,0.26937931,0.195423551,0.134786336,0.047105005,0.274285714,0.7265625,0.0234375,8.765625,8.7421875,0.048669829,male
+0.198814061,0.059886609,0.220801944,0.140850547,0.245978129,0.105127582,1.299586483,4.13448515,0.916437339,0.37576932,0.237472661,0.198814061,0.119048573,0.047105005,0.279069767,1.441002155,0.0234375,11.0625,11.0390625,0.088250611,male
+0.185771053,0.057833074,0.190595065,0.143047896,0.229608128,0.086560232,1.771854616,7.492205297,0.925754701,0.482850866,0.220261248,0.185771053,0.137189185,0.046920821,0.275862069,1.466589096,0.0234375,6.421875,6.3984375,0.117662825,male
+0.176334639,0.060896767,0.16846473,0.149488243,0.224232365,0.074744122,2.357491116,10.31872208,0.922531652,0.528765202,0.161106501,0.176334639,0.136946376,0.047808765,0.275862069,0.916932398,0.0234375,3.65625,3.6328125,0.147036759,male
+0.205414924,0.059739672,0.226114495,0.146650426,0.255785627,0.109135201,1.254245298,4.116851747,0.916849339,0.357592508,0.245213155,0.205414924,0.133017343,0.04719764,0.279069767,1.47781808,0.0234375,6.7265625,6.703125,0.127913753,male
+0.203441834,0.058441905,0.218382805,0.151033777,0.255926305,0.104892528,1.34430729,4.649872341,0.919086824,0.33702824,0.274841351,0.203441834,0.125785341,0.047761194,0.277456647,1.498579545,0.0234375,9.8671875,9.84375,0.080185634,male
+0.197558043,0.060940215,0.218408104,0.141013025,0.253256151,0.112243126,1.515330873,5.270863394,0.917317963,0.421470612,0.261360347,0.197558043,0.144151839,0.047105005,0.279069767,1.151633523,0.0234375,5.7421875,5.71875,0.100068306,male
+0.196224115,0.059408397,0.210384615,0.147307692,0.249615385,0.102307692,1.034225751,3.43881286,0.925481271,0.432530671,0.257307692,0.196224115,0.126552826,0.047761194,0.274285714,1.31375558,0.0234375,5.8125,5.7890625,0.116007474,male
+0.206079848,0.058980506,0.222475248,0.149009901,0.258514851,0.10950495,1.528575528,5.190498675,0.915713843,0.337847875,0.271683168,0.206079848,0.124146189,0.047012733,0.277456647,1.835658482,0.0234375,5.9765625,5.953125,0.145128918,male
+0.204184075,0.05747872,0.226963788,0.159108635,0.250752089,0.091643454,1.88496179,6.788620241,0.905140129,0.341053953,0.250362117,0.204184075,0.1282391,0.047808765,0.279069767,0.718039773,0.0234375,4.2890625,4.265625,0.14187095,male
+0.204271027,0.056171073,0.223183857,0.161345291,0.252376682,0.09103139,2.436704789,11.24333401,0.908991728,0.320214185,0.25426009,0.204271027,0.123040105,0.046966732,0.272727273,1.707704741,0.1171875,11.578125,11.4609375,0.090333491,male
+0.192763153,0.059135592,0.2163,0.126,0.2408,0.1148,2.616275522,11.28991988,0.900464259,0.392967401,0.24045,0.192763153,0.110623576,0.047856431,0.275862069,1.017378827,0.0234375,9.1875,9.1640625,0.096896071,male
+0.188054098,0.060833236,0.188243243,0.131959459,0.24972973,0.11777027,2.055226586,8.898582907,0.91931779,0.408695035,0.25777027,0.188054098,0.13003476,0.048192771,0.279069767,1.26328125,0.0234375,6.2578125,6.234375,0.159885007,male
+0.198922743,0.056058476,0.214939759,0.146506024,0.239518072,0.093012048,1.616230601,6.137896886,0.907643495,0.321171778,0.22939759,0.198922743,0.113894303,0.04729064,0.275862069,0.516145833,0.0234375,2.9765625,2.953125,0.102229781,male
+0.188418649,0.054544633,0.207123288,0.133767123,0.233972603,0.100205479,1.538342148,5.445350232,0.91023386,0.338377201,0.208561644,0.188418649,0.12519035,0.04719764,0.275862069,0.496002907,0.0234375,5.015625,4.9921875,0.085093897,male
+0.193896949,0.059124944,0.213402778,0.128819444,0.245972222,0.117152778,2.241600375,8.277156066,0.899678579,0.371406644,0.246458333,0.193896949,0.134223792,0.047477745,0.260869565,1.235085227,0.0234375,14.578125,14.5546875,0.029758454,male
+0.191018022,0.057396464,0.202272727,0.136818182,0.238181818,0.101363636,0.951758044,3.541235384,0.92716692,0.396078096,0.230454545,0.191018022,0.135571444,0.047808765,0.277456647,1.30689538,0.0234375,6.28125,6.2578125,0.149188514,male
+0.1841419,0.053220381,0.203671233,0.129643836,0.222849315,0.093205479,2.066273446,7.260472007,0.892495457,0.339382204,0.214410959,0.1841419,0.125153413,0.047244094,0.277456647,0.795572917,0.0234375,6.046875,6.0234375,0.097355674,male
+0.190862207,0.057046659,0.205659777,0.129984102,0.239046105,0.109062003,1.693508671,6.218785279,0.906204733,0.353392614,0.205214626,0.190862207,0.116157734,0.051009564,0.266666667,0.536132813,0.0234375,1.640625,1.6171875,0.101127214,male
+0.200690375,0.056684644,0.218593103,0.140193103,0.248331034,0.108137931,1.660786326,6.111322443,0.901727714,0.302581831,0.253351724,0.200690375,0.12404976,0.047058824,0.279069767,1.309943182,0.0234375,7.6875,7.6640625,0.134616538,male
+0.192065896,0.062187328,0.19722973,0.131959459,0.254459459,0.1225,1.498796599,5.058237814,0.91615528,0.392266272,0.131486486,0.192065896,0.125471811,0.04719764,0.279069767,1.15546875,0.0234375,5.0859375,5.0625,0.113811728,male
+0.192407537,0.055248407,0.210460526,0.133092105,0.23625,0.103157895,1.377063784,4.495480642,0.909032058,0.348257265,0.230723684,0.192407537,0.123985594,0.047058824,0.275862069,1.40625,0.0234375,7.875,7.8515625,0.111685475,male
+0.192557517,0.05598651,0.211376702,0.133434191,0.232556732,0.099122542,1.646086568,5.49493811,0.90314319,0.330880392,0.231709531,0.192557517,0.13392924,0.047761194,0.272727273,1.142708333,0.0234375,8.015625,7.9921875,0.099921322,male
+0.194565219,0.057715589,0.217628205,0.13775641,0.240512821,0.10275641,2.033256759,7.846657126,0.907278275,0.369606314,0.237820513,0.194565219,0.124893941,0.048289738,0.279069767,1.907291667,0.0234375,8.484375,8.4609375,0.128702323,male
+0.196194621,0.05910825,0.211524288,0.136951424,0.250921273,0.113969849,1.171984517,3.954520427,0.917527484,0.372746143,0.253735343,0.196194621,0.120320313,0.046920821,0.277456647,1.11627907,0.0234375,6.234375,6.2109375,0.135365264,male
+0.190289378,0.059419117,0.210953101,0.129621785,0.241452345,0.11183056,1.243575606,3.953757954,0.918596466,0.389962161,0.220272315,0.190289378,0.125343493,0.047337278,0.272727273,1.280400815,0.0234375,4.6171875,4.59375,0.162767546,male
+0.197072515,0.057609075,0.217385827,0.138015748,0.24384252,0.105826772,1.742156988,7.871707742,0.911062262,0.322958816,0.222677165,0.197072515,0.138659058,0.047524752,0.277456647,1.199707031,0.0234375,8.015625,7.9921875,0.099706745,male
+0.182336727,0.057468914,0.192716049,0.122716049,0.233765432,0.111049383,1.769943761,6.627321378,0.91584232,0.382120749,0.121419753,0.182336727,0.120722272,0.048929664,0.277456647,1.032315341,0.0234375,4.8046875,4.78125,0.148219814,male
+0.190436268,0.058549706,0.208157895,0.136776316,0.239013158,0.102236842,1.59111561,6.079223199,0.906630991,0.324772358,0.211381579,0.190436268,0.138986983,0.047856431,0.279069767,1.136957908,0.0234375,6.375,6.3515625,0.133994465,male
+0.190421877,0.053285671,0.21543379,0.143196347,0.233333333,0.090136986,2.410619248,9.861356558,0.872305794,0.264242104,0.232054795,0.190421877,0.133339095,0.047856431,0.263736264,1.082261029,0.140625,5.390625,5.25,0.170479911,male
+0.186320341,0.057873229,0.201081081,0.129189189,0.235135135,0.105945946,1.148266273,3.791078238,0.91674486,0.385364949,0.235135135,0.186320341,0.128076568,0.048289738,0.277456647,0.928485577,0.0234375,6.46875,6.4453125,0.088311688,male
+0.189573146,0.055219987,0.203434022,0.135325914,0.23682035,0.101494436,1.310635744,4.267665287,0.91589077,0.367568045,0.217678855,0.189573146,0.134417397,0.047105005,0.279069767,0.748471467,0.0234375,6.46875,6.4453125,0.113065539,male
+0.181421187,0.055640198,0.170886598,0.145484536,0.226309278,0.080824742,1.211772935,4.25755741,0.928711648,0.42792464,0.160494845,0.181421187,0.130937365,0.047105005,0.277456647,1.071340461,0.0234375,6.4453125,6.421875,0.138094299,male
+0.196787849,0.060888179,0.214693878,0.135102041,0.250612245,0.115510204,1.146102854,3.468774489,0.912932886,0.387202917,0.21877551,0.196787849,0.133846159,0.047012733,0.275862069,1.443953804,0.0234375,6.09375,6.0703125,0.158301158,male
+0.196304584,0.055351976,0.217261411,0.137095436,0.237012448,0.099917012,2.100138523,7.080974336,0.865800797,0.268734665,0.206804979,0.196304584,0.124359975,0.051446945,0.277456647,0.68359375,0.0234375,4.59375,4.5703125,0.102884615,male
+0.199137655,0.058723738,0.217777778,0.135452991,0.246495726,0.111042735,1.14977022,3.460094016,0.901842237,0.316277877,0.223521368,0.199137655,0.141118886,0.048241206,0.277456647,1.053571429,0.0234375,9.3984375,9.375,0.101756757,male
+0.195643063,0.057979959,0.215510204,0.130612245,0.240408163,0.109795918,1.41895771,4.559952548,0.901805947,0.300783802,0.237142857,0.195643063,0.124401707,0.048241206,0.268156425,1.240017361,0.0234375,8.015625,7.9921875,0.106721868,male
+0.190284827,0.057150937,0.207755102,0.128571429,0.237959184,0.109387755,1.335602671,3.954166832,0.899461678,0.316783077,0.255510204,0.190284827,0.121535411,0.050739958,0.274285714,0.978515625,0.0234375,5.2734375,5.25,0.108072917,male
+0.188175668,0.057034648,0.209364791,0.124500907,0.231215971,0.106715064,2.100851264,8.255808621,0.887669324,0.333400487,0.210889292,0.188175668,0.127889264,0.047713718,0.277456647,1.090144231,0.0234375,6.2109375,6.1875,0.114372896,male
+0.199427119,0.057378141,0.221383178,0.133981308,0.244411215,0.110429907,1.450572535,4.616233432,0.891871052,0.256308573,0.244411215,0.199427119,0.12055358,0.049281314,0.274285714,1.032393293,0.0234375,5.8125,5.7890625,0.093010867,male
+0.194007057,0.05698269,0.211034483,0.140689655,0.23908046,0.098390805,0.988364016,3.435651321,0.918226952,0.353040977,0.228045977,0.194007057,0.12383627,0.047012733,0.272727273,1.16870777,0.0234375,5.4375,5.4140625,0.153089335,male
+0.193988407,0.057407578,0.213291536,0.130344828,0.24137931,0.111034483,1.430503585,4.839691529,0.904831719,0.316255569,0.222946708,0.193988407,0.120371102,0.047012733,0.279069767,0.927455357,0.0234375,5.15625,5.1328125,0.091820528,male
+0.189873605,0.058941889,0.197333333,0.139733333,0.251733333,0.112,1.687032154,6.720520714,0.913218529,0.367183864,0.2576,0.189873605,0.111458066,0.048,0.279069767,0.888338415,0.0234375,3.9609375,3.9375,0.166666667,male
+0.180851118,0.056154669,0.199286776,0.120653789,0.225497771,0.104843982,1.523039377,4.956173279,0.91131559,0.379893465,0.223833581,0.180851118,0.126774493,0.049638056,0.279069767,0.865808824,0.0234375,3.84375,3.8203125,0.131183919,male
+0.195543127,0.057937824,0.217733142,0.131362984,0.24625538,0.114892396,1.33519967,4.027976527,0.906402261,0.319752101,0.25107604,0.195543127,0.121207215,0.048048048,0.277456647,1.325954861,0.0234375,5.15625,5.1328125,0.16347032,male
+0.187086554,0.058005197,0.197948718,0.135384615,0.231794872,0.096410256,0.962666919,3.609033437,0.927410138,0.4035655,0.114358974,0.187086554,0.117747296,0.047058824,0.274285714,1.184765625,0.0234375,8.625,8.6015625,0.115472421,male
+0.195259587,0.059244228,0.213286957,0.131965217,0.244452174,0.112486957,1.209338399,3.731001266,0.905491019,0.31898606,0.240069565,0.195259587,0.125575584,0.047105005,0.279069767,0.670673077,0.0234375,3.796875,3.7734375,0.152832675,male
+0.18898524,0.056050744,0.214439024,0.130211382,0.224,0.093788618,3.180794323,14.45188832,0.855932245,0.266642406,0.215804878,0.18898524,0.132015802,0.04729064,0.279069767,1.10767663,0.0234375,7.78125,7.7578125,0.151776723,male
+0.196589992,0.057833619,0.214405594,0.134125874,0.245734266,0.111608392,1.522354093,5.287497259,0.903397746,0.291057179,0.25013986,0.196589992,0.12467557,0.047244094,0.277456647,1.468229167,0.0234375,21.515625,21.4921875,0.082437555,male
+0.193050825,0.054727705,0.208095238,0.145714286,0.24,0.094285714,1.432646741,4.601247642,0.905284377,0.325613325,0.215238095,0.193050825,0.119274349,0.047524752,0.279069767,0.850731383,0.0234375,5.3203125,5.296875,0.144837758,male
+0.190944243,0.055071184,0.204514107,0.142633229,0.236990596,0.094357367,1.326595678,4.908252798,0.914389897,0.348963364,0.229529781,0.190944243,0.126506519,0.050847458,0.279069767,0.778888081,0.0234375,3.515625,3.4921875,0.136524196,male
+0.195467989,0.057260264,0.209364791,0.142286751,0.24646098,0.104174229,1.760904206,6.102966085,0.902539552,0.349811666,0.257132486,0.195467989,0.125493131,0.047856431,0.279069767,1.192116477,0.0234375,5.109375,5.0859375,0.224928681,male
+0.20035138,0.058855279,0.22191248,0.138865478,0.251863857,0.112998379,2.012337415,7.724103579,0.905512731,0.32026654,0.257763371,0.20035138,0.122072617,0.047244094,0.277456647,1.1171875,0.0234375,8.0859375,8.0625,0.12388669,male
+0.196805667,0.056170668,0.220888889,0.130666667,0.237333333,0.106666667,1.71411974,5.250871511,0.881721208,0.276504317,0.233777778,0.196805667,0.129462707,0.051391863,0.277456647,1.123401989,0.0234375,5.625,5.6015625,0.207980406,male
+0.186467934,0.058330124,0.194059406,0.13029703,0.237623762,0.107326733,1.774316099,7.405758775,0.916548089,0.390463358,0.118019802,0.186467934,0.119593502,0.047384008,0.277456647,0.5,0.0234375,2.953125,2.9296875,0.105043478,male
+0.195164261,0.058829784,0.212554745,0.13540146,0.248832117,0.113430657,1.16896001,3.405238243,0.900402971,0.300151026,0.240145985,0.195164261,0.130252588,0.048048048,0.279069767,1.386541193,0.0234375,8.25,8.2265625,0.15037176,male
+0.191326683,0.058292949,0.206029173,0.133419773,0.245510535,0.112090762,1.407228626,4.86041991,0.919544317,0.387348172,0.25095624,0.191326683,0.127913845,0.046920821,0.279069767,0.758333333,0.0234375,3.3046875,3.28125,0.148571429,male
+0.19871761,0.058958558,0.217333333,0.143111111,0.252,0.108888889,1.116666148,3.56972489,0.917123476,0.36336885,0.227555556,0.19871761,0.139321565,0.050473186,0.279069767,0.792091837,0.0234375,4.96875,4.9453125,0.155766193,male
+0.19362559,0.058645268,0.213084112,0.131214953,0.245233645,0.114018692,1.320156573,4.261363338,0.911858526,0.344198932,0.246728972,0.19362559,0.124478265,0.047904192,0.275862069,1.190198864,0.0234375,5.8828125,5.859375,0.149886792,male
+0.203079981,0.060560682,0.220146413,0.139795022,0.25704246,0.117247438,1.97632118,7.813418626,0.902839248,0.334250423,0.256632504,0.203079981,0.129140052,0.046966732,0.268156425,1.639190051,0.0234375,8.015625,7.9921875,0.095307918,male
+0.1901168,0.057401014,0.210658307,0.136489028,0.230846395,0.094357367,1.837138319,7.314200058,0.899130257,0.326232976,0.225141066,0.1901168,0.13109946,0.047058824,0.277456647,0.780868902,0.0234375,4.1484375,4.125,0.117207792,male
+0.185480098,0.053120332,0.199095477,0.154070352,0.218090452,0.064020101,1.526035884,5.031443064,0.905617913,0.391768625,0.208241206,0.185480098,0.141496507,0.050686378,0.271186441,1.5234375,0.0234375,7.5234375,7.5,0.175462963,male
+0.198308114,0.060482713,0.220634391,0.137429048,0.253823038,0.11639399,1.438620154,5.002658792,0.903695405,0.321622018,0.255225376,0.198308114,0.13573959,0.050420168,0.275862069,1.005632267,0.0234375,4.21875,4.1953125,0.190660364,male
+0.186288684,0.055812571,0.202613065,0.136482412,0.228643216,0.092160804,1.149861884,3.697727633,0.900710379,0.29850662,0.204020101,0.186288684,0.132548178,0.05106383,0.258064516,0.790409483,0.0234375,3.2578125,3.234375,0.156911929,male
+0.192271523,0.060286478,0.205541401,0.134203822,0.24522293,0.111019108,1.199588254,3.94909038,0.914098815,0.364269179,0.237643312,0.192271523,0.130278864,0.047477745,0.271186441,1.311035156,0.0234375,6.8203125,6.796875,0.122257053,male
+0.188607724,0.058861224,0.210107858,0.126409861,0.2394453,0.113035439,1.50527188,5.037666894,0.897070452,0.319884134,0.109583975,0.188607724,0.123877018,0.047952048,0.279069767,0.511948529,0.0234375,2.390625,2.3671875,0.115376844,male
+0.199189487,0.062083995,0.217324503,0.133880795,0.255523179,0.121642384,1.723478246,6.3499821,0.904595539,0.312727018,0.250331126,0.199189487,0.123836529,0.047337278,0.277456647,0.822443182,0.0234375,4.125,4.1015625,0.144606414,male
+0.189808575,0.057015847,0.202867925,0.136830189,0.241433962,0.104603774,0.795921696,2.627216238,0.917882901,0.353845255,0.123622642,0.189808575,0.143058584,0.048387097,0.277456647,1.173018293,0.0234375,5.2734375,5.25,0.199835526,male
+0.185914867,0.060363757,0.197473684,0.132631579,0.237631579,0.105,0.905154699,3.204753871,0.934194121,0.479157807,0.226578947,0.185914867,0.129220716,0.046966732,0.277456647,1.024816176,0.0234375,5.3203125,5.296875,0.154558551,male
+0.189020427,0.056131533,0.19021097,0.138227848,0.239240506,0.101012658,1.428113765,4.962816244,0.904555609,0.312038893,0.11814346,0.189020427,0.124496656,0.047666336,0.272727273,0.7890625,0.0234375,5.390625,5.3671875,0.137885404,male
+0.193562985,0.061596096,0.204,0.137333333,0.250666667,0.113333333,0.901382219,3.25137335,0.92226579,0.373547117,0.276444444,0.193562985,0.118220413,0.046920821,0.279069767,1.195790816,0.0234375,5.3203125,5.296875,0.187572143,male
+0.182813462,0.0589975,0.162857143,0.137959184,0.23755102,0.099591837,1.361350936,4.698105053,0.917398574,0.414762228,0.140816327,0.182813462,0.13728191,0.047808765,0.279069767,1.078634511,0.0234375,4.875,4.8515625,0.17936331,male
+0.197991858,0.061893606,0.219228296,0.134598071,0.257041801,0.12244373,1.910059859,6.788810583,0.890597504,0.316992654,0.130996785,0.197991858,0.124136551,0.051446945,0.279069767,1.647549716,0.0234375,8.25,8.2265625,0.10263359,male
+0.193622778,0.063132615,0.207217125,0.136574924,0.256024465,0.119449541,1.445855283,4.492164198,0.910923911,0.425154597,0.259877676,0.193622778,0.129446879,0.047477745,0.277456647,1.621675532,0.0234375,17.5078125,17.484375,0.093896128,male
+0.191968913,0.060011563,0.190430108,0.138870968,0.247634409,0.108763441,1.358695893,4.610664177,0.9131136,0.375117149,0.145645161,0.191968913,0.137188451,0.047619048,0.279069767,1.643229167,0.0234375,8.15625,8.1328125,0.10827501,male
+0.174754985,0.063907927,0.166677909,0.1246543,0.227116358,0.102462057,1.449109477,4.987761117,0.932033459,0.543192951,0.224755481,0.174754985,0.135787047,0.049331963,0.277456647,0.777644231,0.0234375,3.703125,3.6796875,0.133757962,male
+0.175310852,0.06815048,0.16074883,0.127550702,0.24199688,0.114446178,1.438899227,4.568239074,0.939701244,0.599018058,0.148954758,0.175310852,0.133196269,0.047105005,0.271186441,1.479992378,0.0234375,21.8671875,21.84375,0.074511206,male
+0.198524035,0.062837123,0.219962049,0.135483871,0.259278937,0.123795066,1.861374034,6.592611487,0.891216691,0.322954952,0.268311195,0.198524035,0.127262358,0.050686378,0.271186441,0.768465909,0.0234375,9.0,8.9765625,0.115839861,male
+0.191692741,0.060261541,0.171698113,0.139471698,0.254113208,0.114641509,1.666840622,5.407981413,0.8866582,0.320029946,0.139471698,0.191692741,0.120189942,0.04719764,0.26519337,0.697115385,0.0234375,5.2265625,5.203125,0.106231231,male
+0.181525453,0.056613842,0.173793103,0.128896552,0.230275862,0.10137931,1.833926837,6.492757385,0.89929425,0.362379938,0.111034483,0.181525453,0.126400428,0.047105005,0.279069767,1.521802326,0.0234375,8.71875,8.6953125,0.100673854,male
+0.18346495,0.054442484,0.173264957,0.136410256,0.239794872,0.103384615,1.615562128,5.302011324,0.89858568,0.34223727,0.126358974,0.18346495,0.134925036,0.047713718,0.277456647,0.782012195,0.0234375,3.28125,3.2578125,0.099583491,male
+0.190580283,0.058970503,0.200392157,0.129934641,0.243398693,0.113464052,1.926635245,7.637562739,0.909597081,0.387035052,0.238823529,0.190580283,0.117680435,0.047058824,0.268156425,1.245916193,0.0234375,5.6484375,5.625,0.128252033,male
+0.176626657,0.056449938,0.164266667,0.148088889,0.210725926,0.062637037,2.591258062,10.95464786,0.900119369,0.455424409,0.158874074,0.176626657,0.145812552,0.04912999,0.277456647,1.848899148,0.0234375,8.8828125,8.859375,0.15297619,male
+0.192992763,0.065303723,0.183913043,0.138695652,0.262173913,0.123478261,2.31495473,8.655728308,0.886977292,0.396901672,0.13826087,0.192992763,0.147962941,0.051948052,0.277456647,1.406821646,0.0234375,9.46875,9.4453125,0.110835401,male
+0.186150408,0.055903412,0.189562044,0.142043796,0.235547445,0.09350365,0.851721562,2.900995477,0.924422289,0.44477622,0.153284672,0.186150408,0.128891059,0.04729064,0.275862069,1.298564189,0.0234375,8.9296875,8.90625,0.165460526,male
+0.187495475,0.057107157,0.20045911,0.130157819,0.240631277,0.110473458,1.489011578,4.876358473,0.911963474,0.387642005,0.220143472,0.187495475,0.121052646,0.047477745,0.275862069,1.092087766,0.0234375,7.921875,7.8984375,0.060336301,male
+0.188878774,0.060315582,0.19553719,0.138071625,0.242975207,0.104903581,1.497392587,5.037085345,0.90942483,0.374224733,0.140385675,0.188878774,0.133091772,0.050847458,0.272727273,0.8559375,0.0234375,8.71875,8.6953125,0.098712189,male
+0.177917464,0.062669366,0.160371517,0.138266254,0.244458204,0.10619195,1.694292745,5.452465773,0.913984305,0.478171224,0.157770898,0.177917464,0.142627051,0.04719764,0.279069767,1.612926136,0.0234375,9.0,8.9765625,0.140925219,male
+0.196970689,0.062973463,0.195564202,0.137276265,0.259844358,0.122568093,2.409673887,9.547077591,0.874889009,0.280634353,0.138365759,0.196970689,0.128609918,0.051557465,0.277456647,0.510267857,0.0234375,1.875,1.8515625,0.122362869,male
+0.182041093,0.064754877,0.16738292,0.13768595,0.243746556,0.106060606,1.674144666,5.891026566,0.927975433,0.536623145,0.278071625,0.182041093,0.127216088,0.047477745,0.272727273,1.957481971,0.0234375,9.0234375,9.0,0.134277344,male
+0.18435844,0.063862431,0.160065898,0.139769357,0.252784185,0.113014827,2.566790326,9.782019486,0.890186652,0.422546076,0.139769357,0.18435844,0.137664787,0.048338369,0.277456647,1.426257622,0.0234375,9.1171875,9.09375,0.086340206,male
+0.201064718,0.058419529,0.221317365,0.139720559,0.253732535,0.114011976,1.729662936,6.580428854,0.900505506,0.297486629,0.257644711,0.201064718,0.121381048,0.049740933,0.255319149,0.798943015,0.0234375,8.5078125,8.484375,0.090982,male
+0.202332976,0.063000884,0.221945774,0.13754386,0.264816587,0.127272727,2.000371312,6.681798777,0.873847209,0.261758612,0.272854864,0.202332976,0.123609642,0.04729064,0.269662921,1.190167683,0.0234375,7.4296875,7.40625,0.093437708,male
+0.176199879,0.068750358,0.173373313,0.126776612,0.245157421,0.11838081,1.696796133,6.083564398,0.943849829,0.623130159,0.124257871,0.176199879,0.127633635,0.047713718,0.271186441,1.913699128,0.0234375,8.8828125,8.859375,0.123224728,male
+0.19464442,0.059432254,0.217777778,0.13308642,0.247160494,0.114074074,1.44652878,4.566551373,0.89073473,0.315709955,0.248312757,0.19464442,0.117966392,0.049180328,0.252631579,1.089488636,0.0234375,8.3203125,8.296875,0.102071563,male
+0.179496262,0.066958068,0.172955752,0.135787611,0.239362832,0.103575221,1.221573565,4.276508766,0.945091442,0.608689319,0.276035398,0.179496262,0.138418714,0.048048048,0.279069767,1.474275915,0.0234375,8.578125,8.5546875,0.155321391,male
+0.182561215,0.052299809,0.169104704,0.147010622,0.225614568,0.078603945,2.719543124,14.60509629,0.911809074,0.390898589,0.167405159,0.182561215,0.134166082,0.047666336,0.275862069,1.81875,0.0234375,8.4140625,8.390625,0.163714403,male
+0.199040611,0.066604784,0.21387145,0.138953662,0.264095665,0.125142003,2.268400242,8.078100725,0.88890769,0.399075967,0.277488789,0.199040611,0.146308205,0.047761194,0.279069767,1.079653533,0.0234375,9.6796875,9.65625,0.101999538,male
+0.182813026,0.063315371,0.176532399,0.134851138,0.241751313,0.106900175,1.081250779,3.684284061,0.936410461,0.552205971,0.135831874,0.182813026,0.124912932,0.048830112,0.279069767,1.436383929,0.0234375,8.6484375,8.625,0.071495502,male
+0.191648237,0.061567239,0.199111111,0.138962963,0.248474074,0.109511111,1.110696719,3.290739103,0.918317292,0.439954287,0.261333333,0.191648237,0.140013079,0.051502146,0.279069767,1.227726064,0.0234375,8.7890625,8.765625,0.113879436,male
+0.196389233,0.058096844,0.217232925,0.140735552,0.245183888,0.104448336,1.362564434,4.518897225,0.905769463,0.334491916,0.24028021,0.196389233,0.137307368,0.04912999,0.275862069,2.805245536,0.0234375,10.265625,10.2421875,0.163351523,male
+0.190531508,0.060900707,0.191905465,0.142688331,0.251048744,0.108360414,1.453028182,4.885298901,0.921772887,0.462238768,0.276277696,0.190531508,0.143260154,0.04743083,0.274285714,1.701660156,0.0234375,9.984375,9.9609375,0.13828877,male
+0.18842184,0.064871809,0.170708117,0.137340242,0.255336788,0.117996546,1.844066746,6.104316125,0.902385094,0.44306925,0.148946459,0.18842184,0.144218439,0.050209205,0.277456647,0.967797256,0.0234375,8.4609375,8.4375,0.058406433,male
+0.192195966,0.059243666,0.20183161,0.135657312,0.246499261,0.11084195,1.231908194,4.315596811,0.917337315,0.35751678,0.125731167,0.192195966,0.129153914,0.048533873,0.274285714,0.950683594,0.0234375,8.203125,8.1796875,0.105889844,male
+0.185609359,0.061889003,0.177158177,0.137372654,0.243217158,0.105844504,1.620440503,5.67805123,0.919615828,0.471990697,0.244718499,0.185609359,0.132251713,0.046920821,0.277456647,1.75265625,0.0234375,12.5390625,12.515625,0.117324275,male
+0.193366463,0.066113015,0.183762963,0.141037037,0.258844444,0.117807407,2.494498023,10.55262789,0.898852353,0.40928116,0.279585185,0.193366463,0.141514956,0.048144433,0.279069767,1.452615489,0.0234375,9.75,9.7265625,0.106553041,male
+0.191444116,0.063799233,0.178310811,0.140945946,0.256351351,0.115405405,1.957401247,7.082269463,0.904885422,0.416641888,0.28,0.191444116,0.117273651,0.047571853,0.277456647,1.962209302,0.0234375,9.140625,9.1171875,0.119756725,male
+0.185093974,0.062775724,0.182325581,0.134709302,0.241337209,0.106627907,1.10752166,3.176278587,0.925782027,0.494106649,0.234418605,0.185093974,0.125216774,0.04719764,0.274285714,1.217708333,0.0234375,8.671875,8.6484375,0.118824265,male
+0.192896664,0.061937229,0.191118421,0.134473684,0.256052632,0.121578947,2.578212311,10.46066409,0.893288603,0.398394487,0.257434211,0.192896664,0.12916351,0.047012733,0.271186441,1.261623476,0.0234375,8.8125,8.7890625,0.090074074,male
+0.19158256,0.057748451,0.203681416,0.139752212,0.240353982,0.10060177,1.101605502,3.455071171,0.905459046,0.322392163,0.229946903,0.19158256,0.127910009,0.047105005,0.272727273,1.850360577,0.0234375,8.953125,8.9296875,0.131801092,male
+0.186753021,0.061142134,0.168152174,0.14,0.246521739,0.106521739,1.686369762,5.338942085,0.903638257,0.411080159,0.147608696,0.186753021,0.128691217,0.047012733,0.272727273,1.862413194,0.0234375,10.2890625,10.265625,0.140836243,male
+0.176696845,0.055535888,0.163516484,0.141978022,0.231208791,0.089230769,1.863723028,6.664198431,0.917068435,0.474086337,0.146373626,0.176696845,0.12925568,0.04729064,0.268156425,1.939328457,0.0234375,8.4375,8.4140625,0.175163568,male
+0.185688615,0.065589417,0.170229709,0.137212864,0.250842266,0.113629403,2.532136883,11.22566921,0.905441003,0.459132943,0.28,0.185688615,0.13164422,0.047952048,0.274285714,0.889583333,0.0234375,8.5546875,8.53125,0.110024122,male
+0.192317241,0.067480668,0.205837838,0.131171171,0.253765766,0.122594595,2.202734685,7.443890842,0.890827675,0.4431226,0.253765766,0.192317241,0.135908519,0.050209205,0.279069767,1.090909091,0.0234375,7.2890625,7.265625,0.104181601,male
+0.190401637,0.062116026,0.191444241,0.132577697,0.251846435,0.119268739,1.47897518,4.409604029,0.896352854,0.369562972,0.25952468,0.190401637,0.122925908,0.047713718,0.263736264,0.759960938,0.0234375,8.484375,8.4609375,0.06790255,male
+0.194213694,0.061780606,0.172628099,0.142545455,0.261024793,0.118479339,1.847475822,5.596352494,0.869939638,0.29934872,0.27722314,0.194213694,0.134914936,0.048681542,0.279069767,0.861328125,0.0234375,4.9921875,4.96875,0.104233778,male
+0.197098761,0.061625617,0.211119311,0.13603936,0.256580566,0.120541205,1.953630978,7.249202417,0.894032836,0.314099266,0.136728167,0.197098761,0.128867806,0.047524752,0.274285714,1.464477539,0.0234375,7.921875,7.8984375,0.137599311,male
+0.18789803,0.058817337,0.181291449,0.13877836,0.244328098,0.105549738,1.368741004,5.018626963,0.912086758,0.374104914,0.144642234,0.18789803,0.1309983,0.047244094,0.269662921,0.918064024,0.0234375,4.59375,4.5703125,0.109311741,male
+0.180803992,0.070863497,0.175455861,0.12804631,0.243531114,0.115484805,2.056473885,7.450579422,0.913645656,0.489821398,0.241505065,0.180803992,0.134688915,0.04912999,0.279069767,0.533078457,0.0234375,3.7265625,3.703125,0.099156118,male
+0.189628045,0.060498426,0.170479705,0.137761378,0.249692497,0.111931119,1.619638339,4.963169886,0.898535394,0.341307183,0.125362854,0.189628045,0.124774459,0.047477745,0.266666667,2.000926907,0.0234375,10.4765625,10.453125,0.114268243,male
+0.195714798,0.0648158,0.188724409,0.140661417,0.262362205,0.121700787,3.11953308,15.12072733,0.889233313,0.386816678,0.27911811,0.195714798,0.135220497,0.047713718,0.26519337,2.254488032,0.0234375,14.109375,14.0859375,0.131523219,male
+0.189870359,0.06271721,0.213019608,0.126823529,0.243764706,0.116941176,2.446971318,10.15109712,0.89517905,0.424104289,0.119686275,0.189870359,0.127737924,0.048048048,0.274285714,1.372395833,0.0234375,7.7109375,7.6875,0.142923134,male
+0.193110373,0.059315276,0.196271845,0.138640777,0.251184466,0.112543689,1.158175536,3.486844162,0.898032879,0.3265845,0.251184466,0.193110373,0.130075335,0.048387097,0.275862069,0.589638158,0.0234375,4.7578125,4.734375,0.087411598,male
+0.193200228,0.061011491,0.212064343,0.133994638,0.251099196,0.117104558,1.486464064,4.675800034,0.90353757,0.361605493,0.253726542,0.193200228,0.126353172,0.046920821,0.277456647,1.54265625,0.0234375,9.0703125,9.046875,0.112780656,male
+0.197103136,0.066318932,0.213032015,0.13393597,0.260489642,0.126553672,2.143668176,7.633526342,0.900846611,0.432466696,0.129717514,0.197103136,0.127859258,0.049281314,0.279069767,1.779983108,0.0234375,9.8203125,9.796875,0.145651562,male
+0.193799999,0.06123812,0.204568082,0.134055637,0.252122987,0.11806735,1.498326379,4.735851047,0.903936806,0.335151515,0.249253294,0.193799999,0.12905204,0.048533873,0.279069767,0.869140625,0.0234375,5.15625,5.1328125,0.09355421,male
+0.186325972,0.065905125,0.185008881,0.136767318,0.253641208,0.11687389,2.043075921,8.653295645,0.927248919,0.525566147,0.255630551,0.186325972,0.138961006,0.049484536,0.272727273,1.924408784,0.0234375,8.8125,8.7890625,0.175215686,male
+0.187771722,0.058617688,0.166262925,0.137725258,0.253530281,0.115805022,2.027273312,7.389269319,0.884190476,0.316551314,0.133589365,0.187771722,0.141444635,0.048096192,0.275862069,1.8359375,0.0234375,10.125,10.1015625,0.153559653,male
+0.184439562,0.060942793,0.175287671,0.140767123,0.247780822,0.107013699,1.255295923,4.01213107,0.928214048,0.480653245,0.155726027,0.184439562,0.149394129,0.047761194,0.277456647,1.778320313,0.1875,9.0,8.8125,0.103528801,male
+0.188419106,0.059702425,0.184080605,0.139647355,0.242619647,0.102972292,1.839013012,6.96408365,0.909296378,0.375057454,0.143173804,0.188419106,0.124731803,0.047337278,0.269662921,2.197454637,0.0234375,10.59375,10.5703125,0.12998437,male
+0.179134628,0.068175021,0.174954248,0.127372549,0.245228758,0.117856209,1.289565733,4.024997621,0.941856432,0.578647275,0.251084967,0.179134628,0.136595204,0.048632219,0.277456647,1.345563616,0.0234375,8.90625,8.8828125,0.128812665,male
+0.168094756,0.073347382,0.167371795,0.114871795,0.234230769,0.119358974,1.160160499,3.764258351,0.953904238,0.654410076,0.131474359,0.168094756,0.123996253,0.047904192,0.279069767,1.14609375,0.0234375,8.296875,8.2734375,0.120146642,male
+0.190369458,0.056712641,0.181201849,0.145392912,0.25238829,0.106995378,1.384268888,4.446663632,0.908016986,0.406952815,0.254545455,0.190369458,0.138214252,0.047619048,0.279069767,1.253656915,0.0234375,7.8515625,7.828125,0.126033647,male
+0.195828769,0.062405351,0.203422819,0.133422819,0.254630872,0.121208054,2.18048772,8.029824914,0.880615078,0.317500676,0.123087248,0.195828769,0.133304782,0.048979592,0.274285714,1.095117188,0.0234375,5.953125,5.9296875,0.090792839,male
+0.189245002,0.060113897,0.177602428,0.142336874,0.248133536,0.105796662,1.483035302,4.51458136,0.901304521,0.395123915,0.147435508,0.189245002,0.136317707,0.047808765,0.274285714,1.07201087,0.0234375,5.109375,5.0859375,0.108688322,male
+0.197030505,0.062610641,0.196265223,0.139431664,0.258024357,0.118592693,1.867917933,6.074752387,0.880182186,0.302192476,0.275832206,0.197030505,0.144180051,0.048144433,0.277456647,1.580180921,0.0234375,5.1328125,5.109375,0.157780855,male
+0.204578869,0.061387776,0.239762963,0.137303704,0.2576,0.120296296,2.028091646,6.894656611,0.86840035,0.268397555,0.244740741,0.204578869,0.135326292,0.050104384,0.279069767,1.421077806,0.0234375,8.4609375,8.4375,0.132407407,male
+0.189408412,0.055516867,0.173432836,0.143343284,0.247402985,0.104059701,1.267363965,3.847549684,0.899599345,0.310713261,0.26161194,0.189408412,0.132415969,0.048144433,0.277456647,0.777426862,0.0234375,6.5625,6.5390625,0.071603128,male
+0.202065333,0.061713073,0.229058971,0.138067754,0.261731493,0.123663739,2.032724067,7.179952621,0.867123646,0.242838156,0.265244668,0.202065333,0.132593179,0.047477745,0.277456647,1.365340909,0.0234375,18.9609375,18.9375,0.059158416,male
+0.200783536,0.059079661,0.206391753,0.142525773,0.257268041,0.114742268,2.07824502,8.195194857,0.888341173,0.293280127,0.254020619,0.200783536,0.136392706,0.047761194,0.271186441,1.2740625,0.0234375,8.3671875,8.34375,0.078332482,male
+0.201380198,0.063680569,0.239343434,0.135757576,0.257373737,0.121616162,2.11860709,7.055203936,0.851474007,0.250527633,0.251717172,0.201380198,0.136432417,0.050955414,0.274285714,1.918719952,0.0234375,9.28125,9.2578125,0.09663345,male
+0.197273411,0.062925559,0.176842105,0.139115789,0.263494737,0.124378947,2.249625825,8.224977316,0.875944621,0.294050598,0.277642105,0.197273411,0.126846937,0.047713718,0.279069767,1.421982021,0.0234375,8.671875,8.6484375,0.076548447,male
+0.210838698,0.063773329,0.248840125,0.139122257,0.267711599,0.128589342,2.309589421,7.916017666,0.83521073,0.196290863,0.26815047,0.210838698,0.13053209,0.047713718,0.266666667,2.090625,0.1640625,18.2578125,18.09375,0.093938903,male
+0.201039131,0.063253044,0.209385194,0.139121706,0.262434128,0.123312422,2.195316988,7.790039153,0.880571994,0.333157866,0.273676286,0.201039131,0.139780489,0.047524752,0.275862069,1.48061899,0.0234375,7.7109375,7.6875,0.100537166,male
+0.194811582,0.061826306,0.180683761,0.139202279,0.257663818,0.118461538,1.784037979,5.542213765,0.881233919,0.309329605,0.259259259,0.194811582,0.137507676,0.048,0.277456647,1.43877551,0.0234375,8.4140625,8.390625,0.115033012,male
+0.208719093,0.06171415,0.245360825,0.141082474,0.259793814,0.11871134,2.325758703,8.675705663,0.85752698,0.255485399,0.25185567,0.208719093,0.134642325,0.049331963,0.279069767,0.884967672,0.0234375,8.90625,8.8828125,0.066305091,male
+0.197546833,0.062682071,0.189795918,0.14,0.261632653,0.121632653,2.029293627,6.592922492,0.877463301,0.319808626,0.266938776,0.197546833,0.133422272,0.048730964,0.277456647,0.75390625,0.0234375,10.734375,10.7109375,0.062259039,male
+0.203955157,0.061717721,0.230612245,0.14122449,0.264081633,0.122857143,1.907872742,6.207221828,0.861768222,0.231792967,0.270204082,0.203955157,0.129352794,0.047012733,0.277456647,1.731219952,0.0234375,11.1328125,11.109375,0.087057608,male
+0.207022466,0.062649149,0.240117474,0.13938326,0.261908957,0.122525698,1.986643843,6.626177351,0.870279683,0.274150098,0.261497797,0.207022466,0.120236856,0.046920821,0.277456647,0.6909375,0.0234375,2.671875,2.6484375,0.106579454,male
+0.199759266,0.062122474,0.186117647,0.141317647,0.261882353,0.120564706,2.08127928,6.722082596,0.853268049,0.214172883,0.143952941,0.199759266,0.13080778,0.051282051,0.279069767,1.16015625,0.0234375,8.1796875,8.15625,0.085001854,male
+0.187154334,0.06034966,0.167517934,0.139799139,0.252281205,0.112482066,2.226145049,8.442947438,0.892330337,0.389372701,0.253888092,0.187154334,0.141512285,0.047856431,0.279069767,1.626464844,0.0234375,6.2578125,6.234375,0.123509994,male
+0.206441977,0.060207843,0.240289436,0.137771346,0.25568741,0.117916064,2.481725755,9.252438466,0.855626189,0.265558159,0.256497829,0.206441977,0.127269884,0.047904192,0.279069767,0.763871173,0.0234375,4.5703125,4.546875,0.126171509,male
+0.207960336,0.061352952,0.238038147,0.140381471,0.26626703,0.125885559,2.571208403,10.68332405,0.868951238,0.274106384,0.270463215,0.207960336,0.122591561,0.046966732,0.268156425,1.792220745,0.0234375,6.421875,6.3984375,0.161921412,male
+0.196266671,0.056149498,0.185846926,0.14685069,0.255056462,0.108205772,1.527752392,4.850669384,0.885284874,0.253101967,0.258920954,0.196266671,0.136883258,0.050955414,0.277456647,1.210681352,0.0234375,8.7890625,8.765625,0.058729712,male
+0.201361796,0.062099223,0.230612245,0.139183673,0.26,0.120816327,1.792006424,5.825772978,0.865995258,0.237839355,0.274693878,0.201361796,0.14304482,0.048387097,0.279069767,0.739257813,0.0234375,6.65625,6.6328125,0.070096146,male
+0.202234216,0.061102721,0.236161616,0.13010101,0.251717172,0.121616162,3.358274947,17.05420558,0.863696845,0.307228128,0.245,0.202234216,0.134449652,0.053571429,0.279069767,0.68671875,0.0234375,4.8046875,4.78125,0.087455437,male
+0.19872951,0.061861764,0.184700162,0.137504052,0.262301459,0.124797407,1.83010477,5.685812695,0.870137864,0.271366863,0.136142626,0.19872951,0.126260247,0.047761194,0.279069767,0.854166667,0.0234375,8.953125,8.9296875,0.081989751,male
+0.198052488,0.063504762,0.215447871,0.133627019,0.259441997,0.125814978,1.92407837,6.352293287,0.872344668,0.280106416,0.130748899,0.198052488,0.130179817,0.048048048,0.277456647,1.102889151,0.0234375,8.53125,8.5078125,0.077405067,male
+0.188867078,0.062436733,0.174347202,0.132166428,0.24866571,0.116499283,2.069733704,7.386163932,0.892280453,0.403093253,0.126944046,0.188867078,0.120268926,0.048,0.272727273,0.819870283,0.0234375,7.640625,7.6171875,0.047015385,male
+0.201432758,0.060773454,0.237142857,0.133469388,0.251836735,0.118367347,2.359162047,9.162217069,0.857622808,0.234357104,0.24244898,0.201432758,0.128110703,0.047524752,0.279069767,0.75,0.0234375,4.5703125,4.546875,0.093331871,male
+0.193130845,0.061749731,0.198130841,0.134953271,0.250093458,0.115140187,2.070290496,7.730062071,0.883726387,0.346877117,0.122990654,0.193130845,0.137262409,0.047477745,0.279069767,1.229567308,0.0234375,5.2734375,5.25,0.144021739,male
+0.204714748,0.062560237,0.240104575,0.133594771,0.25730719,0.123712418,2.277400639,7.725929677,0.863854473,0.302391801,0.258771242,0.204714748,0.133749761,0.047058824,0.279069767,0.81796875,0.0234375,9.09375,9.0703125,0.05624662,male
+0.198218184,0.060369453,0.194858934,0.137805643,0.258056426,0.120250784,2.587019457,12.23812245,0.857448121,0.217783012,0.258495298,0.198218184,0.130345112,0.0537514,0.279069767,0.552379261,0.0234375,1.7109375,1.6875,0.144444444,male
+0.2012129,0.064532034,0.235215054,0.133602151,0.26155914,0.127956989,2.343255893,9.462485169,0.86906623,0.288968222,0.267956989,0.2012129,0.127005216,0.047012733,0.277456647,0.964092548,0.0234375,4.125,4.1015625,0.10547619,male
+0.193778467,0.059249352,0.184405286,0.1369163,0.250396476,0.113480176,1.561751694,5.199408012,0.901081374,0.318024787,0.241453744,0.193778467,0.13647952,0.046966732,0.277456647,1.090599798,0.0234375,4.8515625,4.828125,0.117122683,male
+0.196771869,0.060703367,0.229968652,0.129905956,0.248401254,0.118495298,2.2184224,8.867740762,0.863990763,0.236075134,0.121128527,0.196771869,0.127057222,0.048979592,0.277456647,0.910644531,0.0234375,7.3359375,7.3125,0.07727146,male
+0.202016037,0.062551282,0.233775372,0.133369418,0.258403248,0.125033829,2.132115852,7.58843794,0.872073986,0.283256988,0.262949932,0.202016037,0.121069123,0.046966732,0.277456647,0.898142689,0.0234375,8.4609375,8.4375,0.085770975,male
+0.19694481,0.061879828,0.213970149,0.138328358,0.254925373,0.116597015,1.66805534,5.103982359,0.87625746,0.267148168,0.250328358,0.19694481,0.127932396,0.0537514,0.277456647,1.0396875,0.140625,4.734375,4.59375,0.128826531,male
+0.206995718,0.061346297,0.219346049,0.147629428,0.266648501,0.119019074,2.300772276,8.059280593,0.87559088,0.290091572,0.268555858,0.206995718,0.133469808,0.047666336,0.258064516,1.226267689,0.1640625,5.2734375,5.109375,0.144916682,male
+0.195542428,0.062672047,0.184885496,0.138931298,0.259338422,0.120407125,2.325123434,9.792753011,0.885539127,0.346797537,0.269669211,0.195542428,0.135178951,0.047151277,0.279069767,0.530078125,0.0234375,3.84375,3.8203125,0.081235456,male
+0.200717124,0.062786487,0.230063694,0.135987261,0.259044586,0.123057325,1.601093907,4.531100471,0.871437129,0.258167142,0.267961783,0.200717124,0.120979897,0.047012733,0.279069767,0.667220745,0.0234375,3.515625,3.4921875,0.100372856,male
+0.195680246,0.059588656,0.221933842,0.130025445,0.248295165,0.11826972,2.477426098,9.361352222,0.880763007,0.314705323,0.240814249,0.195680246,0.125406013,0.054298643,0.277456647,1.091145833,0.0234375,5.390625,5.3671875,0.14819869,male
+0.194573737,0.060471148,0.190784314,0.137254902,0.252091503,0.114836601,1.413534542,4.288913461,0.895305645,0.33022924,0.129019608,0.194573737,0.134377532,0.046920821,0.277456647,0.62578125,0.1640625,4.1015625,3.9375,0.052040816,male
+0.193500484,0.059755627,0.205846599,0.134934877,0.248798842,0.113863965,1.908695814,6.731286843,0.884480807,0.294634599,0.119536903,0.193500484,0.135166577,0.047151277,0.279069767,1.29672476,0.0234375,4.9921875,4.96875,0.14593762,male
+0.194216906,0.065705295,0.191339648,0.133748309,0.259539919,0.12579161,2.350557874,9.29922848,0.893323633,0.403050154,0.26105548,0.194216906,0.126158677,0.047808765,0.279069767,1.102864583,0.0234375,5.015625,4.9921875,0.184319249,male
+0.195192957,0.060882599,0.207221511,0.136235595,0.250601793,0.114366197,1.904404202,6.729391059,0.895848804,0.358281421,0.247733675,0.195192957,0.135050061,0.046966732,0.279069767,1.448863636,0.0234375,10.078125,10.0546875,0.115598687,male
+0.202811911,0.060935683,0.232316076,0.137711172,0.256730245,0.119019074,2.223248085,7.696425604,0.872304427,0.284037286,0.256730245,0.202811911,0.138274127,0.049433574,0.277456647,0.734964623,0.0234375,2.765625,2.7421875,0.123397436,male
+0.196095994,0.062070686,0.226296743,0.13172497,0.250952955,0.119227986,2.354320665,8.955863893,0.877975998,0.316973274,0.242509047,0.196095994,0.132836809,0.047337278,0.277456647,1.519396552,0.0234375,9.703125,9.6796875,0.115510611,male
+0.19934087,0.060290594,0.232136752,0.135213675,0.252079772,0.116866097,1.970355638,6.835085745,0.873595162,0.27230798,0.126438746,0.19934087,0.135528032,0.04719764,0.279069767,0.818317819,0.0234375,5.015625,4.9921875,0.083866837,male
+0.200986402,0.062353833,0.233125926,0.13522963,0.2576,0.12237037,2.057470658,7.166131634,0.874187077,0.273485357,0.2688,0.200986402,0.134594209,0.049792531,0.279069767,1.21875,0.0234375,11.2734375,11.25,0.088935185,male
+0.20213383,0.061697543,0.238561549,0.136320885,0.256763485,0.1204426,2.031400867,6.767668239,0.860176549,0.23934177,0.245532503,0.20213383,0.121551653,0.04729064,0.253968254,0.894191576,0.0234375,10.453125,10.4296875,0.080637575,male
+0.196254708,0.062764576,0.206083214,0.136585366,0.256298422,0.119713056,1.876376803,5.797217351,0.866952741,0.273607014,0.122926829,0.196254708,0.123262125,0.047058824,0.252631579,1.11040684,0.0234375,7.2890625,7.265625,0.068247944,male
+0.189172238,0.057321508,0.164656716,0.142925373,0.254925373,0.112,1.612681819,4.676641509,0.873848246,0.243626985,0.263283582,0.189172238,0.132000652,0.047105005,0.279069767,0.52171875,0.0234375,2.15625,2.1328125,0.09775641,male
+0.198480469,0.063196896,0.199936809,0.137124803,0.258325434,0.121200632,2.464330417,10.05903311,0.861033308,0.275470529,0.256556082,0.198480469,0.132247245,0.049484536,0.266666667,1.444972826,0.140625,12.0234375,11.8828125,0.095332018,male
+0.196316076,0.063697309,0.175053111,0.138937785,0.262579666,0.123641882,2.234222278,7.913538724,0.871227659,0.331613106,0.135538695,0.196316076,0.14019523,0.046966732,0.275862069,1.558814858,0.0234375,5.390625,5.3671875,0.166452607,male
+0.205059568,0.062932023,0.235652174,0.136521739,0.263043478,0.126521739,2.049200149,7.263117209,0.877070687,0.291566887,0.269130435,0.205059568,0.125847386,0.04743083,0.274285714,1.04953125,0.0234375,4.734375,4.7109375,0.120957711,male
+0.202965448,0.064011539,0.229193548,0.139247312,0.26344086,0.124193548,2.333173172,8.519889238,0.869846143,0.309446857,0.278870968,0.202965448,0.128287344,0.04719764,0.277456647,1.035435268,0.0234375,5.0859375,5.0625,0.106570513,male
+0.204047886,0.061342378,0.236210046,0.135844749,0.25890411,0.123059361,1.794242928,5.461879888,0.862675796,0.222308831,0.121780822,0.204047886,0.125373986,0.049740933,0.279069767,0.565625,0.0234375,2.8125,2.7890625,0.095951108,male
+0.200455872,0.06214739,0.230315789,0.137684211,0.258105263,0.120421053,2.133223131,8.132156695,0.874633117,0.277665091,0.258947368,0.200455872,0.134514388,0.048780488,0.279069767,0.610809949,0.0234375,3.234375,3.2109375,0.101872421,male
+0.194580482,0.061946149,0.177634409,0.135107527,0.258924731,0.123817204,1.969884187,7.334277944,0.883424907,0.287794361,0.266451613,0.194580482,0.121185579,0.047952048,0.277456647,1.001302083,0.0234375,5.15625,5.1328125,0.084148728,male
+0.201383386,0.063089499,0.234865672,0.136238806,0.258268657,0.122029851,1.775005294,5.181901695,0.869923708,0.269621081,0.264537313,0.201383386,0.128463971,0.04729064,0.259459459,0.905208333,0.0234375,4.453125,4.4296875,0.119179894,male
+0.203361436,0.061937599,0.235921288,0.136243292,0.255957066,0.119713775,1.74318225,5.177275035,0.876063394,0.312363275,0.2619678,0.203361436,0.136017756,0.047477745,0.277456647,1.521033654,0.0234375,7.96875,7.9453125,0.102907712,male
+0.190007672,0.062278389,0.195932203,0.133220339,0.24779661,0.114576271,1.321609006,3.951188626,0.905384372,0.350615965,0.118644068,0.190007672,0.127213493,0.047105005,0.279069767,1.138972356,0.0234375,4.3828125,4.359375,0.153413353,male
+0.186403501,0.062801195,0.167216783,0.135496503,0.249846154,0.11434965,1.444144688,4.774041251,0.911353481,0.424355198,0.149202797,0.186403501,0.12722427,0.04743083,0.279069767,1.096875,0.0234375,4.96875,4.9453125,0.103544199,male
+0.190311342,0.061229518,0.191111111,0.134603175,0.246666667,0.112063492,1.172104788,3.206938905,0.899915746,0.322657968,0.113968254,0.190311342,0.131092308,0.047666336,0.279069767,1.241319444,0.0234375,15.703125,15.6796875,0.037960887,male
+0.182208696,0.062271994,0.163360947,0.131218935,0.242556213,0.111337278,1.078455149,3.53345571,0.922730432,0.401103566,0.134532544,0.182208696,0.133067379,0.047151277,0.275862069,0.949966755,0.0234375,4.265625,4.2421875,0.099309392,male
+0.186224878,0.055963915,0.201319681,0.125506257,0.235085324,0.109579067,1.635029156,5.440384986,0.910114604,0.396274113,0.247508532,0.186224878,0.128063114,0.047619048,0.277456647,0.735351563,0.0234375,2.671875,2.6484375,0.118221012,male
+0.176815551,0.064745956,0.177027708,0.126599496,0.231687657,0.105088161,0.919203539,3.150691229,0.949266447,0.610953128,0.114609572,0.176815551,0.141805795,0.047666336,0.279069767,1.005774457,0.0234375,6.1640625,6.140625,0.077986383,male
+0.186074595,0.065966266,0.192868217,0.129612403,0.24744186,0.117829457,1.496911115,5.104349864,0.924483857,0.463186587,0.136434109,0.186074595,0.131363441,0.047105005,0.277456647,0.675707547,0.0234375,4.2890625,4.265625,0.080943447,male
+0.179134762,0.055862314,0.163607843,0.142745098,0.228026144,0.085281046,1.934230113,7.525374523,0.919427144,0.450082479,0.155555556,0.179134762,0.130231475,0.048830112,0.271186441,0.758976064,0.0234375,3.8203125,3.796875,0.103988604,male
+0.176361135,0.055298539,0.164199744,0.127989757,0.229449424,0.101459667,1.362279712,4.282859129,0.916700176,0.416363639,0.120819462,0.176361135,0.141236207,0.047058824,0.277456647,1.374565972,0.0234375,5.25,5.2265625,0.116872197,male
+0.180190968,0.061104849,0.178399146,0.12909285,0.23547492,0.10638207,0.589787464,2.527880398,0.942037155,0.494260073,0.12072572,0.180190968,0.118432277,0.046920821,0.279069767,0.72963627,0.0234375,3.9375,3.9140625,0.103897468,male
+0.17213011,0.052122192,0.169406393,0.137442922,0.207442922,0.07,1.089933928,3.996472423,0.932482211,0.466362753,0.148630137,0.17213011,0.129676973,0.047105005,0.279069767,0.925117925,0.0234375,4.3828125,4.359375,0.131541219,male
+0.181222594,0.059766563,0.176699029,0.129398058,0.23976699,0.110368932,0.916961275,3.558190202,0.941124924,0.487553488,0.246019417,0.181222594,0.137259432,0.047524752,0.275862069,1.125,0.0234375,6.1171875,6.09375,0.067846154,male
+0.174429618,0.066407538,0.152727273,0.130056818,0.232670455,0.102613636,1.527995018,5.236955076,0.925296765,0.506057274,0.144772727,0.174429618,0.122478854,0.047058824,0.274285714,1.136432927,0.0234375,6.3046875,6.28125,0.085601405,male
+0.183898547,0.0587486,0.19839196,0.12241206,0.238070352,0.115658291,2.644448867,11.34171191,0.904130184,0.386429473,0.121567839,0.183898547,0.12781035,0.047713718,0.279069767,1.283501059,0.0234375,7.2421875,7.21875,0.123189311,male
+0.184225006,0.052312553,0.198369906,0.138244514,0.224702194,0.08645768,1.230137655,3.664706268,0.911842319,0.352112335,0.224702194,0.184225006,0.139464857,0.047058824,0.279069767,1.013392857,0.0234375,4.3125,4.2890625,0.11239108,male
+0.195948866,0.060975987,0.22240866,0.129959405,0.25120433,0.121244926,1.837986314,6.065461804,0.889852133,0.299102229,0.259161028,0.195948866,0.126705319,0.047571853,0.279069767,0.936458333,0.0234375,3.6328125,3.609375,0.117760618,male
+0.183551581,0.052912257,0.185812357,0.142883295,0.22201373,0.079130435,1.151452579,4.205276254,0.924421686,0.375796211,0.220732265,0.183551581,0.123960464,0.047151277,0.279069767,0.77765625,0.0234375,8.015625,7.9921875,0.091258204,male
+0.192132292,0.05781815,0.211958042,0.131188811,0.239370629,0.108181818,1.116521329,3.492169445,0.906151252,0.319621159,0.215874126,0.192132292,0.131797065,0.047619048,0.274285714,0.9421875,0.0234375,4.5,4.4765625,0.134904014,male
+0.188848171,0.056133145,0.18888361,0.140332542,0.239429929,0.099097387,0.548742705,2.293368,0.930408032,0.381327538,0.114061758,0.188848171,0.128803421,0.046966732,0.279069767,1.29765625,0.0234375,7.8046875,7.78125,0.089970995,male
+0.179298898,0.059757059,0.208076923,0.116153846,0.228846154,0.112692308,2.536987243,10.49063467,0.884004448,0.330104078,0.211923077,0.179298898,0.125719064,0.04729064,0.272727273,0.965924202,0.0234375,7.78125,7.7578125,0.0963957,male
+0.174076641,0.055988285,0.172740316,0.123328551,0.221750359,0.098421808,1.300944617,4.031301579,0.921562161,0.448641507,0.227374462,0.174076641,0.128453661,0.047856431,0.277456647,1.217285156,0.0234375,4.125,4.1015625,0.2,male
+0.179427349,0.056746794,0.175099715,0.136011396,0.229344729,0.093333333,0.746617368,2.864237937,0.93714157,0.494147624,0.166723647,0.179427349,0.133980383,0.047666336,0.279069767,1.217773438,0.0234375,4.3125,4.2890625,0.186554835,male
+0.175509597,0.062114206,0.180254453,0.129669211,0.223715013,0.094045802,1.003861584,3.229804613,0.945116599,0.585704122,0.186666667,0.175509597,0.135103892,0.047151277,0.268156425,1.04859375,0.0234375,4.453125,4.4296875,0.152777778,male
+0.188789992,0.062271508,0.203604938,0.12617284,0.24508642,0.11891358,1.274813705,3.938900938,0.923603343,0.464591216,0.242320988,0.188789992,0.115077762,0.047151277,0.269662921,1.147986779,0.0234375,4.921875,4.8984375,0.112657677,male
+0.186968185,0.054703585,0.180148588,0.141456166,0.238811293,0.097355126,0.654209226,2.46256132,0.923931948,0.350318042,0.249628529,0.186968185,0.124293936,0.046920821,0.266666667,1.368351064,0.0234375,4.5234375,4.5,0.174669715,male
+0.179639633,0.058498055,0.198461538,0.119230769,0.232307692,0.113076923,1.858160426,6.317356062,0.900324572,0.381048155,0.116153846,0.179639633,0.118863069,0.048435923,0.268156425,1.252659574,0.0234375,6.65625,6.6328125,0.091620394,male
+0.178590383,0.056115623,0.161966527,0.140292887,0.232259414,0.091966527,2.192933033,9.592376797,0.920071913,0.417513295,0.160209205,0.178590383,0.1309104,0.049740933,0.279069767,1.213001179,0.0234375,8.109375,8.0859375,0.073254282,male
+0.176526922,0.062238741,0.184940555,0.11984148,0.23672391,0.116882431,1.599843813,5.815184767,0.923802374,0.465291596,0.100237781,0.176526922,0.136571743,0.048289738,0.279069767,1.175223214,0.0234375,11.1328125,11.109375,0.101756452,male
+0.181019996,0.059629393,0.163738318,0.137570093,0.234392523,0.09682243,1.541186129,5.231348253,0.924803115,0.468432708,0.135700935,0.181019996,0.139198013,0.047244094,0.279069767,1.431525735,0.0234375,5.578125,5.5546875,0.137418489,male
+0.184105806,0.064113548,0.197461617,0.126100307,0.243316274,0.117215967,0.867346369,2.915316398,0.932894121,0.474110867,0.110910952,0.184105806,0.125775093,0.047244094,0.279069767,0.748139881,0.0234375,3.375,3.3515625,0.117531591,male
+0.182282196,0.063029958,0.199111111,0.121955556,0.236859259,0.114903704,1.487955377,5.006035444,0.913945499,0.431141901,0.113244444,0.182282196,0.121879962,0.047904192,0.277456647,1.375332447,0.0234375,9.3515625,9.328125,0.098468533,male
+0.190812816,0.05717819,0.200376028,0.139835488,0.237226792,0.097391304,0.979350825,3.605464809,0.930393083,0.431850647,0.115487662,0.190812816,0.139260427,0.047619048,0.277456647,0.586914063,0.0234375,3.75,3.7265625,0.098584906,male
+0.183459741,0.068648093,0.183218117,0.129153754,0.254970203,0.125816448,1.73865494,6.205623212,0.925712679,0.508128792,0.130488677,0.183459741,0.128333035,0.048338369,0.279069767,0.669375,0.0234375,4.3359375,4.3125,0.089266304,male
+0.191959226,0.063816375,0.212787944,0.128998924,0.251668461,0.122669537,1.438154099,5.311198191,0.905752796,0.320133063,0.110914962,0.191959226,0.1287167,0.047058824,0.271186441,0.899364407,0.0234375,5.859375,5.8359375,0.049076305,male
+0.175356876,0.067335969,0.179407407,0.120296296,0.236444444,0.116148148,0.997495348,3.34843979,0.949879563,0.614717803,0.121333333,0.175356876,0.138120773,0.047105005,0.271186441,1.210746951,0.0234375,4.265625,4.2421875,0.130870166,male
+0.180166009,0.062282577,0.160786026,0.125633188,0.240567686,0.114934498,1.018804521,3.035873969,0.917097648,0.392966105,0.143668122,0.180166009,0.127775648,0.047571853,0.277456647,0.954659598,0.0234375,3.890625,3.8671875,0.176010101,male
+0.17761538,0.054720903,0.171089109,0.135841584,0.225346535,0.08950495,0.978014632,3.498298199,0.925636115,0.409184946,0.144950495,0.17761538,0.131454825,0.048780488,0.279069767,0.522758152,0.0234375,2.953125,2.9296875,0.093904762,male
+0.177778044,0.053486892,0.164043849,0.138806334,0.223727162,0.084920828,1.652175321,7.107536752,0.917299634,0.355974521,0.161997564,0.177778044,0.127352513,0.048192771,0.279069767,0.951286765,0.0234375,4.7578125,4.734375,0.118285233,male
+0.180473579,0.065063493,0.197665904,0.119496568,0.239313501,0.119816934,2.216926159,8.245347987,0.917535886,0.499575656,0.240915332,0.180473579,0.133699449,0.048192771,0.279069767,0.789741848,0.0234375,3.515625,3.4921875,0.110067114,male
+0.178450002,0.060247511,0.162157093,0.131957796,0.23109027,0.099132474,1.231658602,4.002848033,0.924494624,0.441528461,0.160187573,0.178450002,0.133257016,0.04743083,0.277456647,0.770507813,0.0234375,3.7734375,3.75,0.103443878,male
+0.167251927,0.070268497,0.164293381,0.121717352,0.231413238,0.109695886,0.942655202,3.051656146,0.95031185,0.619948819,0.248443649,0.167251927,0.136561709,0.048,0.279069767,0.749348958,0.0234375,4.453125,4.4296875,0.16504523,male
+0.167831709,0.068500689,0.15706177,0.128547579,0.236994992,0.108447412,1.72517511,5.448217119,0.930259709,0.561159316,0.140701169,0.167831709,0.12681067,0.048144433,0.272727273,0.58125,0.0234375,4.03125,4.0078125,0.079119367,male
+0.190887658,0.061399228,0.199084406,0.131788269,0.249957082,0.118168813,1.271246187,4.142150164,0.91109242,0.367495722,0.130586552,0.190887658,0.12070241,0.047012733,0.277456647,0.567325368,0.0234375,2.109375,2.0859375,0.065751144,male
+0.144904204,0.082745292,0.129261939,0.073342981,0.241910275,0.168567294,1.436073393,5.095229063,0.945096177,0.586564821,0.268654124,0.144904204,0.145539829,0.048289738,0.279069767,0.756696429,0.0234375,4.125,4.1015625,0.106493506,male
+0.150558879,0.072989014,0.146774194,0.102903226,0.21483871,0.111935484,0.875711726,3.379730759,0.966599344,0.702967179,0.142903226,0.150558879,0.132566445,0.047105005,0.279069767,0.866753472,0.0234375,4.40625,4.3828125,0.171954843,male
+0.188128358,0.06820734,0.201082803,0.129745223,0.252802548,0.123057325,1.330874091,3.847059824,0.910791222,0.42897747,0.141783439,0.188128358,0.129493846,0.046920821,0.274285714,0.914607558,0.0234375,4.265625,4.2421875,0.133588327,male
+0.191013774,0.064323025,0.215548317,0.126471227,0.250206298,0.123735071,2.285893129,9.657677109,0.905222446,0.394866886,0.127079262,0.191013774,0.128816937,0.04719764,0.279069767,1.467447917,0.0234375,4.9453125,4.921875,0.143722944,male
+0.176848865,0.057813439,0.158380368,0.129521472,0.226404908,0.096883436,1.175355576,3.86351157,0.915841102,0.371019944,0.105128834,0.176848865,0.114880852,0.047384008,0.26519337,1.086063508,0.0234375,8.90625,8.8828125,0.074804425,male
+0.186836098,0.058489301,0.207701493,0.124537313,0.237373134,0.112835821,2.159518116,8.75176512,0.902162227,0.368383475,0.116597015,0.186836098,0.133291954,0.047244094,0.279069767,0.66796875,0.0234375,3.796875,3.7734375,0.112128146,male
+0.181672726,0.067866611,0.206649874,0.122367758,0.249319899,0.126952141,2.17029224,7.786877016,0.901686329,0.439172745,0.25743073,0.181672726,0.125610891,0.047105005,0.274285714,0.630208333,0.0234375,4.5,4.4765625,0.094095404,male
+0.176248964,0.076477308,0.189526462,0.11816156,0.251532033,0.133370474,2.258821214,9.384603982,0.940659366,0.584654061,0.25816156,0.176248964,0.130734532,0.048,0.279069767,0.4640625,0.0234375,3.0703125,3.046875,0.067482517,male
+0.185796248,0.070828739,0.202539683,0.127301587,0.251111111,0.123809524,1.477542877,4.507710673,0.928751847,0.521213263,0.135873016,0.185796248,0.140387682,0.047151277,0.279069767,1.140477594,0.0234375,4.640625,4.6171875,0.107150739,male
+0.139956895,0.07276145,0.126223404,0.076329787,0.207765957,0.13143617,0.608051472,2.810041098,0.965213677,0.69485901,0.099787234,0.139956895,0.124225755,0.047619048,0.272727273,0.877554087,0.0234375,6.0234375,6.0,0.103972739,male
+0.182128932,0.058268657,0.161430615,0.14260372,0.23713877,0.09453505,2.505214748,11.75009194,0.908334027,0.397581615,0.152618026,0.182128932,0.137326778,0.048387097,0.274285714,1.39359375,0.0234375,7.4296875,7.40625,0.137383049,male
+0.176598764,0.059610285,0.165658057,0.122263223,0.234194342,0.111931119,1.720692002,6.177688862,0.924115544,0.467099724,0.119163592,0.176598764,0.112063501,0.047058824,0.277456647,1.373766447,0.0234375,6.4921875,6.46875,0.121108427,male
+0.180714103,0.067019267,0.182244389,0.129526185,0.243690773,0.114164589,0.689342296,2.683593333,0.956977652,0.635465962,0.273715711,0.180714103,0.129324918,0.047012733,0.275862069,1.340242347,0.0234375,9.0703125,9.046875,0.102861517,male
+0.183373877,0.058281256,0.165506073,0.133387314,0.236923077,0.103535762,1.123601059,3.599443259,0.916240525,0.386041304,0.161349528,0.183373877,0.129884596,0.04719764,0.277456647,1.068933824,0.0234375,4.5,4.4765625,0.115066899,male
+0.183705844,0.064713125,0.18185567,0.131701031,0.246804124,0.115103093,1.439253886,4.996870607,0.933255311,0.516995987,0.138917526,0.183705844,0.130354227,0.046920821,0.279069767,1.363511029,0.0234375,6.84375,6.8203125,0.155708286,male
+0.161616486,0.07340868,0.154457516,0.112732026,0.230222222,0.117490196,1.163456741,4.268251772,0.956182625,0.653194176,0.11675817,0.161616486,0.130368431,0.047058824,0.275862069,0.53125,0.0234375,3.3515625,3.328125,0.096163186,male
+0.179384145,0.067144055,0.171078838,0.126348548,0.24340249,0.117053942,1.188068757,3.763930438,0.939612232,0.547434507,0.139709544,0.179384145,0.12682662,0.047713718,0.279069767,1.090507075,0.0234375,5.0625,5.0390625,0.133023256,male
+0.183663813,0.056695134,0.199279279,0.123603604,0.221981982,0.098378378,1.500644458,4.902900148,0.90617084,0.371592762,0.216432432,0.183663813,0.123358006,0.050901379,0.275862069,1.2234375,0.0234375,4.96875,4.9453125,0.216728577,male
+0.176924945,0.059699791,0.193670473,0.110081566,0.211941272,0.101859706,2.721678218,12.41965195,0.897406269,0.390229151,0.207373573,0.176924945,0.131257157,0.04729064,0.279069767,1.11328125,0.0234375,4.734375,4.7109375,0.149016821,male
+0.178613123,0.058259804,0.193768116,0.121231884,0.216594203,0.095362319,1.68908903,6.360130892,0.920395687,0.450360606,0.20442029,0.178613123,0.124998434,0.048,0.271186441,1.423677885,0.0234375,5.34375,5.3203125,0.207566727,male
+0.181644607,0.058140935,0.191843393,0.128809135,0.214225122,0.085415987,1.917945594,7.23111197,0.896123482,0.322414949,0.196867863,0.181644607,0.110725492,0.047244094,0.274285714,0.499273256,0.0234375,4.6875,4.6640625,0.057080273,male
+0.181798988,0.058102072,0.192037325,0.123670295,0.225567652,0.101897356,1.091659584,4.009294688,0.925575397,0.427947098,0.190730949,0.181798988,0.110585853,0.049740933,0.274285714,0.7890625,0.0234375,4.359375,4.3359375,0.062312312,male
+0.18087905,0.062298387,0.189411765,0.121058824,0.224411765,0.103352941,1.079710792,3.356860226,0.929877341,0.502994699,0.223176471,0.18087905,0.129785456,0.04729064,0.277456647,1.387276786,0.0234375,5.15625,5.1328125,0.184447212,male
+0.191853569,0.059721567,0.212,0.134,0.236,0.102,1.254993162,4.246385093,0.919802319,0.444194324,0.2235,0.191853569,0.119381564,0.051391863,0.275862069,1.430989583,0.0234375,11.5546875,11.53125,0.095460705,male
+0.186317595,0.055210888,0.20556962,0.126708861,0.222405063,0.095696203,2.116778516,7.431563661,0.887691606,0.291939425,0.221075949,0.186317595,0.119742697,0.04743083,0.272727273,0.781427557,0.0234375,5.0859375,5.0625,0.125115741,male
+0.18717832,0.058628812,0.198947368,0.133765182,0.223319838,0.089554656,1.895353116,6.903783698,0.894822618,0.35255569,0.200647773,0.18717832,0.114047865,0.046966732,0.279069767,1.307692308,0.0234375,4.59375,4.5703125,0.14968815,male
+0.180507097,0.059436461,0.20185008,0.119681021,0.226411483,0.106730463,1.669101606,5.835153361,0.919170206,0.472428789,0.210781499,0.180507097,0.147369343,0.048387097,0.277456647,0.682528409,0.0234375,4.3828125,4.359375,0.119784946,male
+0.184000023,0.057015618,0.202792321,0.120209424,0.223804538,0.103595113,1.462948054,4.524994911,0.894354713,0.2958747,0.208656195,0.184000023,0.117887016,0.048,0.279069767,0.790178571,0.0234375,5.109375,5.0859375,0.072113588,male
+0.182069978,0.057876556,0.191935484,0.120806452,0.220537634,0.099731183,1.776640571,6.101896068,0.899015333,0.331702984,0.185913978,0.182069978,0.128235277,0.046920821,0.279069767,1.13060462,0.0234375,5.0859375,5.0625,0.151967593,male
+0.180498409,0.05798172,0.195616438,0.116986301,0.224863014,0.107876712,1.771083454,6.749515658,0.899581323,0.362671993,0.195616438,0.180498409,0.1215159,0.048096192,0.277456647,0.628605769,0.0234375,4.78125,4.7578125,0.102701896,male
+0.184500922,0.058224041,0.195337838,0.122027027,0.228445946,0.106418919,1.215812686,4.026351084,0.907358473,0.331396577,0.190608108,0.184500922,0.115013107,0.048435923,0.271186441,0.705208333,0.0234375,5.015625,4.9921875,0.120755541,male
+0.189539865,0.06007695,0.206233766,0.127272727,0.241558442,0.114285714,1.408092868,4.532378022,0.910146472,0.403945736,0.208311688,0.189539865,0.130420027,0.048533873,0.279069767,0.71484375,0.0234375,5.34375,5.3203125,0.122990832,male
+0.179325597,0.061251927,0.199092284,0.118184569,0.223237519,0.10505295,2.087463852,9.081988023,0.912431678,0.473760683,0.209258699,0.179325597,0.122219466,0.047384008,0.279069767,0.620584239,0.0234375,5.7421875,5.71875,0.09897541,male
+0.182656194,0.058107632,0.194485166,0.12460733,0.227713787,0.103106457,1.808625473,6.863228328,0.908452537,0.37713195,0.193507853,0.182656194,0.123375215,0.047384008,0.279069767,0.587946429,0.0234375,3.7734375,3.75,0.081681034,male
+0.181030649,0.059394911,0.193343701,0.120186625,0.223825816,0.103639191,1.345897546,4.515696114,0.911919308,0.374933247,0.099284603,0.181030649,0.119687996,0.048144433,0.26519337,0.864329268,0.0234375,4.5703125,4.546875,0.129581901,male
+0.183245813,0.057245234,0.198958652,0.123491577,0.221255743,0.097764165,1.736089346,6.406687471,0.912222662,0.387536588,0.198958652,0.183245813,0.12833229,0.047105005,0.277456647,1.373046875,0.0234375,5.8125,5.7890625,0.162884851,male
+0.182671803,0.055120791,0.199367089,0.124493671,0.216202532,0.091708861,2.451858564,10.20124691,0.891649369,0.342079417,0.208670886,0.182671803,0.120813523,0.047151277,0.277456647,0.663034539,0.0234375,4.3125,4.2890625,0.082821038,male
+0.185014891,0.056830007,0.194090909,0.133106061,0.225909091,0.09280303,1.804546195,6.575144442,0.901880671,0.342746836,0.189318182,0.185014891,0.118935243,0.047105005,0.279069767,1.011328125,0.0234375,5.34375,5.3203125,0.128796661,male
+0.18215926,0.059694986,0.192054329,0.126451613,0.222478778,0.096027165,1.591842566,6.235323983,0.92212083,0.464984555,0.191578947,0.18215926,0.130391483,0.048484848,0.277456647,1.118554688,0.0234375,4.6640625,4.640625,0.09687787,male
+0.189469979,0.057818785,0.194460285,0.161955193,0.225254582,0.063299389,1.556692247,5.609577583,0.899483823,0.326896146,0.187046843,0.189469979,0.105009412,0.046920821,0.271186441,0.641335227,0.0234375,4.640625,4.6171875,0.035708034,male
+0.182937321,0.058260871,0.19751938,0.124589147,0.226170543,0.101581395,1.874842901,7.471482754,0.919992447,0.451578385,0.199255814,0.182937321,0.123353969,0.047666336,0.277456647,1.219383446,0.0234375,7.21875,7.1953125,0.114231158,male
+0.181591722,0.057185998,0.195792593,0.12237037,0.220266667,0.097896296,1.326123027,4.178765559,0.913274522,0.406343964,0.203674074,0.181591722,0.119410304,0.047058824,0.271186441,0.982536765,0.0234375,4.453125,4.4296875,0.157925006,male
+0.186741003,0.05595364,0.200941176,0.135882353,0.222764706,0.086882353,1.656124407,5.473110155,0.902669509,0.35870682,0.203411765,0.186741003,0.124045865,0.04719764,0.275862069,0.373909884,0.0234375,1.6640625,1.640625,0.092460317,male
+0.180378964,0.061037437,0.200387722,0.118513732,0.228432956,0.109919225,1.340811754,4.077800967,0.922026015,0.495646383,0.199483037,0.180378964,0.134858946,0.047524752,0.279069767,1.253605769,0.0234375,8.9765625,8.953125,0.099553434,male
+0.194976574,0.055537782,0.213939394,0.143030303,0.238181818,0.095151515,1.512727815,4.946517176,0.893008489,0.290411258,0.248484848,0.194976574,0.101591795,0.047151277,0.251308901,0.678977273,0.0234375,3.65625,3.6328125,0.107526882,male
+0.185179191,0.056131682,0.198225508,0.125767098,0.227726433,0.101959335,1.791568805,6.155854967,0.895043272,0.354815015,0.195637708,0.185179191,0.125430246,0.047761194,0.274285714,0.636160714,0.0234375,3.1171875,3.09375,0.104895105,male
+0.182422051,0.057422626,0.196940299,0.131641791,0.214701493,0.083059701,2.149830228,8.382949194,0.896217588,0.389725381,0.205298507,0.182422051,0.13246171,0.05026178,0.277456647,0.616957721,0.0234375,4.828125,4.8046875,0.024195122,male
+0.197826351,0.061652691,0.221027397,0.136164384,0.241164384,0.105,1.719663271,5.778525481,0.905622039,0.441122077,0.232054795,0.197826351,0.124957276,0.047571853,0.275862069,1.016015625,0.0234375,6.6328125,6.609375,0.117647059,male
+0.181089734,0.059492695,0.202082585,0.11561939,0.221687612,0.106068223,2.289765296,8.755595767,0.894804751,0.415424514,0.221687612,0.181089734,0.144496815,0.046920821,0.279069767,0.6328125,0.0234375,3.0,2.9765625,0.073406147,male
+0.181542883,0.059719631,0.190337079,0.125449438,0.215505618,0.09005618,2.391341346,9.381877356,0.898203397,0.396000394,0.186404494,0.181542883,0.127600374,0.048435923,0.275862069,1.287388393,0.0234375,5.296875,5.2734375,0.164700855,male
+0.178261924,0.060959838,0.193181818,0.115909091,0.216818182,0.100909091,1.86059386,6.600878063,0.914654541,0.464356389,0.205454545,0.178261924,0.124655386,0.04719764,0.271186441,1.076489826,0.0234375,5.15625,5.1328125,0.120750888,male
+0.176383486,0.059552789,0.191007752,0.112434109,0.215751938,0.103317829,1.74532881,5.828863215,0.909687568,0.437591244,0.193178295,0.176383486,0.11832712,0.04719764,0.277456647,1.064877717,0.0234375,8.0390625,8.015625,0.122507123,male
+0.180726589,0.056632641,0.198745098,0.115843137,0.224,0.108156863,2.101028818,7.436868976,0.884878112,0.364627767,0.199294118,0.180726589,0.120503751,0.047337278,0.275862069,0.606841216,0.0234375,4.5703125,4.546875,0.070134333,male
+0.183874493,0.058596743,0.200796813,0.122709163,0.229243028,0.106533865,1.022852004,3.147600421,0.921592376,0.449218178,0.225896414,0.183874493,0.122805822,0.048,0.277456647,1.119140625,0.0234375,4.6171875,4.59375,0.142378827,male
+0.172597775,0.069211546,0.200493827,0.109753086,0.221666667,0.11191358,2.33494951,9.530615128,0.931974119,0.586540457,0.217345679,0.172597775,0.115270947,0.048582996,0.279069767,0.595748547,0.0234375,3.84375,3.8203125,0.141270104,male
+0.181858601,0.058294568,0.193662692,0.115434412,0.219897785,0.104463373,1.736394377,5.945919754,0.898791732,0.347664255,0.207972743,0.181858601,0.113327341,0.046920821,0.274285714,0.51615767,0.0234375,4.359375,4.3359375,0.072116018,male
+0.169407349,0.066310471,0.190572687,0.109779736,0.221409692,0.111629956,1.602656445,5.496636142,0.936023981,0.601131805,0.196123348,0.169407349,0.128854056,0.04729064,0.279069767,0.992897727,0.0234375,8.015625,7.9921875,0.152897158,male
+0.189249598,0.059546976,0.203851351,0.134797297,0.233175676,0.098378378,1.868135707,6.591672059,0.90810374,0.431242709,0.205743243,0.189249598,0.12737794,0.047619048,0.274285714,1.08423913,0.0234375,5.5546875,5.53125,0.152246748,male
+0.180063603,0.059683412,0.189102773,0.120587276,0.217422512,0.096835237,1.778271945,6.441647853,0.913422417,0.418560779,0.189102773,0.180063603,0.111340246,0.047856431,0.277456647,0.84321733,0.0234375,6.140625,6.1171875,0.093034679,male
+0.174543018,0.067176879,0.190615385,0.115230769,0.225615385,0.110384615,1.05403365,3.365440224,0.946402967,0.626767667,0.214846154,0.174543018,0.131298777,0.047384008,0.271186441,1.279101563,0.0234375,4.921875,4.8984375,0.186214923,male
+0.192210007,0.059398895,0.207846154,0.130307692,0.241769231,0.111461538,1.42684472,4.458300837,0.908975227,0.402723755,0.243384615,0.192210007,0.125783522,0.047477745,0.277456647,0.979940878,0.0234375,4.640625,4.6171875,0.1586657,male
+0.18333109,0.058101327,0.195411955,0.124846527,0.221195477,0.09634895,1.846165061,7.584536317,0.90845349,0.385104468,0.195411955,0.18333109,0.116747854,0.046966732,0.279069767,0.910546875,0.0234375,3.8203125,3.796875,0.146737213,male
+0.164709822,0.070547565,0.192526799,0.105911179,0.218254211,0.112343032,1.908920249,6.319249685,0.936775177,0.613574229,0.205819296,0.164709822,0.123410043,0.046966732,0.26519337,1.279575893,0.0234375,8.109375,8.0859375,0.109763539,male
+0.186213643,0.056487676,0.205742092,0.124671533,0.225498783,0.100827251,1.992698817,7.721716882,0.893534095,0.348884066,0.210510949,0.186213643,0.114621062,0.04729064,0.277456647,0.621471774,0.0234375,3.8671875,3.84375,0.142639373,male
+0.178696052,0.059245739,0.192231687,0.121158433,0.220374787,0.099216354,1.322066845,4.430810631,0.923824782,0.474674585,0.197001704,0.178696052,0.136460846,0.049382716,0.279069767,0.925464527,0.0234375,4.5,4.4765625,0.127681135,male
+0.177326095,0.064391083,0.186321627,0.134565619,0.230831793,0.096266174,0.804913128,2.757656179,0.948077748,0.620632757,0.236007394,0.177326095,0.113783056,0.047058824,0.277456647,0.86328125,0.0234375,4.21875,4.1953125,0.156948324,male
+0.181702123,0.058498009,0.196666667,0.116111111,0.222222222,0.106111111,1.344399996,3.945740906,0.900055585,0.359676717,0.207777778,0.181702123,0.132513218,0.046966732,0.274285714,1.536328125,0.0234375,11.7890625,11.765625,0.115537849,male
+0.190578004,0.05971652,0.190746812,0.151985428,0.242258652,0.090273224,2.727300569,13.7102136,0.901149613,0.370873883,0.186666667,0.190578004,0.118139519,0.04719764,0.279069767,1.262109375,0.0234375,4.7578125,4.734375,0.194908062,male
+0.186942773,0.060985838,0.189104478,0.147313433,0.235074627,0.087761194,1.556841867,5.389831378,0.914162978,0.411413049,0.183358209,0.186942773,0.129195918,0.048241206,0.277456647,0.758634868,0.0234375,4.5,4.4765625,0.108802356,male
+0.179939508,0.060749067,0.197450199,0.121593625,0.222549801,0.100956175,1.385091092,4.805706953,0.927199762,0.528054201,0.203027888,0.179939508,0.125424822,0.047477745,0.279069767,1.221428571,0.0234375,4.921875,4.8984375,0.152212919,male
+0.187696863,0.057317828,0.199471074,0.136066116,0.228165289,0.092099174,1.723029188,6.210527227,0.902900763,0.358652098,0.227239669,0.187696863,0.12098708,0.048681542,0.274285714,0.658430233,0.0234375,8.390625,8.3671875,0.038331122,male
+0.178708207,0.059929923,0.191607843,0.115294118,0.220156863,0.104862745,2.173188758,8.533462827,0.902935946,0.433658959,0.192705882,0.178708207,0.11673067,0.047012733,0.279069767,1.0546875,0.0234375,5.15625,5.1328125,0.095336931,male
+0.191543053,0.058253632,0.209326923,0.133942308,0.235576923,0.101634615,1.135948127,3.70695945,0.913581202,0.396912582,0.230192308,0.191543053,0.127358701,0.047856431,0.275862069,1.545258621,0.1171875,5.15625,5.0390625,0.231663685,male
+0.179837622,0.060027252,0.188984199,0.123882619,0.219954853,0.096072235,1.453531579,4.820096358,0.912605698,0.432740195,0.191512415,0.179837622,0.119142966,0.047384008,0.269662921,0.943359375,0.0234375,4.453125,4.4296875,0.164021164,male
+0.180473096,0.060354252,0.202521891,0.117688266,0.221155867,0.103467601,1.795643166,5.844934772,0.912069236,0.481725935,0.217723292,0.180473096,0.118442301,0.046966732,0.269662921,1.67278343,0.0234375,9.3984375,9.375,0.145487805,male
+0.178447466,0.061706868,0.188644068,0.119830508,0.221271186,0.101440678,1.704188942,6.168005042,0.921361077,0.50283258,0.189237288,0.178447466,0.128262244,0.047477745,0.271186441,1.082386364,0.0234375,4.6640625,4.640625,0.189655172,male
+0.19065272,0.057170957,0.209263158,0.129684211,0.231663158,0.101978947,1.517254197,4.715057621,0.898187212,0.358169232,0.218105263,0.19065272,0.104187383,0.047151277,0.262295082,0.717447917,0.140625,3.09375,2.953125,0.133520075,male
+0.206842441,0.062512607,0.229493671,0.142658228,0.268924051,0.126265823,2.999798147,14.40406293,0.859689834,0.238467509,0.277341772,0.206842441,0.141784576,0.047151277,0.279069767,1.209578804,0.0234375,7.1015625,7.078125,0.143676304,male
+0.19563958,0.062818721,0.221511111,0.136059259,0.250548148,0.114488889,1.47386218,4.909981079,0.918183417,0.459705882,0.260918519,0.19563958,0.137923852,0.047619048,0.263736264,1.171875,0.0234375,6.3515625,6.328125,0.151522634,male
+0.192725758,0.054815221,0.187962963,0.143024691,0.243703704,0.100679012,1.114859184,3.820472506,0.909432587,0.313133903,0.14345679,0.192725758,0.133600507,0.048048048,0.279069767,1.130514706,0.0234375,6.7734375,6.75,0.130833333,male
+0.193316995,0.060381988,0.21239726,0.14239726,0.247876712,0.105479452,1.29758349,4.304454383,0.91332488,0.416136092,0.265136986,0.193316995,0.143739405,0.047856431,0.277456647,0.880664063,0.0234375,6.0234375,6.0,0.116727941,male
+0.202971887,0.057254756,0.228893204,0.145165049,0.252271845,0.107106796,1.262272547,3.635827886,0.881478061,0.230464573,0.143533981,0.202971887,0.137973175,0.04743083,0.274285714,0.836148649,0.0234375,6.9375,6.9140625,0.101694915,male
+0.187855712,0.053622546,0.1708,0.149333333,0.234266667,0.084933333,1.532962383,5.877028214,0.910408128,0.342158111,0.161466667,0.187855712,0.139569467,0.047524752,0.275862069,1.154575893,0.0234375,7.4296875,7.40625,0.167809423,male
+0.207791853,0.059287066,0.236641791,0.148880597,0.257537313,0.108656716,1.588147383,4.770636443,0.877105511,0.271040584,0.249179104,0.207791853,0.141775334,0.047105005,0.266666667,0.949835526,0.0234375,4.921875,4.8984375,0.098508303,male
+0.199699211,0.053699864,0.214190687,0.1545898,0.249578714,0.094988914,1.611186183,5.343588092,0.879361609,0.24191324,0.241507761,0.199699211,0.126991342,0.048879837,0.248704663,0.74296875,0.0234375,6.515625,6.4921875,0.090252708,male
+0.207164493,0.061627052,0.236464812,0.140229133,0.258003273,0.117774141,1.908059977,6.471742752,0.875382296,0.290112469,0.274959083,0.207164493,0.127705512,0.046920821,0.279069767,1.094791667,0.0234375,5.6953125,5.671875,0.145808737,male
+0.20093995,0.059097833,0.225180723,0.13873494,0.252168675,0.113433735,1.514458414,4.81931881,0.886084652,0.260091008,0.255120482,0.20093995,0.116426431,0.047856431,0.256684492,0.990998641,0.140625,5.296875,5.15625,0.062878788,male
+0.205887611,0.058883215,0.232244165,0.143267504,0.255870736,0.112603232,1.804604047,5.857242021,0.88466147,0.277205991,0.26491921,0.205887611,0.122735171,0.047151277,0.279069767,1.159254808,0.0234375,6.0,5.9765625,0.10664488,male
+0.203865218,0.059455418,0.227253521,0.145915493,0.257816901,0.111901408,1.38066625,4.223359279,0.897163783,0.330275922,0.228239437,0.203865218,0.136294635,0.052805281,0.274285714,1.13671875,0.0234375,5.9296875,5.90625,0.098856209,male
+0.194042541,0.058384863,0.209597701,0.143218391,0.24137931,0.09816092,1.218675356,4.349986875,0.917040679,0.400146609,0.234137931,0.194042541,0.14078503,0.048730964,0.272727273,1.296705163,0.0234375,6.7265625,6.703125,0.123543124,male
+0.199452407,0.059536169,0.223633388,0.145728314,0.250671031,0.104942717,1.375321855,4.468027373,0.907558936,0.401425366,0.248837971,0.199452407,0.137417035,0.051835853,0.277456647,0.997112772,0.0234375,8.109375,8.0859375,0.07677789,male
+0.191527796,0.059902474,0.175891341,0.143565365,0.251001698,0.107436333,1.194307922,3.67058585,0.912656995,0.415626598,0.170186757,0.191527796,0.134617399,0.047571853,0.274285714,1.053420608,0.0234375,4.828125,4.8046875,0.162601626,male
+0.201977217,0.056525402,0.229657534,0.145753425,0.247876712,0.102123288,1.944454874,7.194837362,0.884456797,0.253859946,0.245,0.201977217,0.131586425,0.047337278,0.274285714,1.257621951,0.0234375,8.6953125,8.671875,0.067792793,male
+0.208139028,0.057950741,0.232753108,0.141243339,0.256127886,0.114884547,1.56484517,4.99582517,0.867977545,0.17982383,0.261101243,0.208139028,0.131917078,0.051724138,0.274285714,0.881359012,0.0234375,6.09375,6.0703125,0.091628214,male
+0.199122707,0.058988281,0.222228916,0.146746988,0.253433735,0.106686747,1.225495163,3.438475108,0.893553679,0.297445205,0.269457831,0.199122707,0.127859664,0.047384008,0.279069767,1.287627551,0.1171875,7.9921875,7.875,0.099249482,male
+0.204335992,0.059620635,0.229271758,0.144227353,0.257122558,0.112895204,1.552964844,5.186931748,0.883126984,0.26654301,0.263090586,0.204335992,0.130041296,0.047808765,0.271186441,1.608258929,0.0234375,10.8046875,10.78125,0.106578947,male
+0.209095152,0.058131961,0.234454713,0.146987061,0.257744917,0.110757856,1.717759308,5.761491536,0.886571338,0.277778296,0.254121996,0.209095152,0.12842294,0.053872054,0.271186441,0.659505208,0.0234375,5.390625,5.3671875,0.078893741,male
+0.203549378,0.057338085,0.222681159,0.150144928,0.254130435,0.103985507,1.440083622,4.637305297,0.898343677,0.315269934,0.261231884,0.203549378,0.124408666,0.047058824,0.275862069,1.01953125,0.0234375,8.2265625,8.203125,0.087310924,male
+0.205742047,0.058040672,0.2352,0.145185185,0.251792593,0.106607407,2.234960978,8.738952899,0.884985032,0.322782908,0.239762963,0.205742047,0.133266282,0.047524752,0.277456647,1.08046875,0.0234375,7.640625,7.6171875,0.118662207,male
+0.208433826,0.057451604,0.233955556,0.14642963,0.252622222,0.106192593,1.879341441,6.403429485,0.877684244,0.250315369,0.238518519,0.208433826,0.133431129,0.047477745,0.277456647,1.0546875,0.0234375,15.09375,15.0703125,0.056682439,male
+0.201886646,0.06133447,0.195768595,0.146710744,0.265190083,0.118479339,2.241503691,8.273445624,0.879392541,0.31294113,0.27861157,0.201886646,0.137701876,0.04989605,0.279069767,0.959765625,0.0234375,7.5,7.4765625,0.092342141,male
+0.193282474,0.059371017,0.213108729,0.141500766,0.243552833,0.102052067,1.804999882,6.35183163,0.905496002,0.405374028,0.23712098,0.193282474,0.140460284,0.050052138,0.277456647,1.563920455,0.0234375,8.6953125,8.671875,0.152987198,male
+0.19679525,0.057779231,0.211868132,0.145494505,0.248351648,0.102857143,1.194814877,4.009128014,0.905941955,0.324611927,0.278241758,0.19679525,0.129766242,0.047524752,0.279069767,0.652434593,0.0234375,4.6171875,4.59375,0.102040816,male
+0.197676486,0.056321595,0.218583765,0.147979275,0.247599309,0.099620035,1.476048745,5.256377497,0.899415169,0.323876455,0.259205527,0.197676486,0.124853284,0.047151277,0.279069767,0.530886628,0.0234375,3.6328125,3.609375,0.105194805,male
+0.200428134,0.060452232,0.225590433,0.140209268,0.251958146,0.111748879,1.538622274,4.962737059,0.894095671,0.325975126,0.234798206,0.200428134,0.137182271,0.052230686,0.275862069,0.770089286,0.0234375,3.984375,3.9609375,0.153057199,male
+0.204844881,0.059909578,0.230588235,0.135058824,0.251588235,0.116529412,1.519939806,4.338824748,0.877618129,0.264156381,0.251588235,0.204844881,0.135820568,0.050052138,0.277456647,1.519361413,0.0234375,6.2109375,6.1875,0.114628427,male
+0.19411115,0.055436844,0.195547576,0.150305206,0.240287253,0.089982047,1.866829607,6.725422469,0.886031886,0.293221071,0.236768402,0.19411115,0.132473127,0.047384008,0.269662921,1.304296875,0.0234375,8.109375,8.0859375,0.129227053,male
+0.19910391,0.055971031,0.22358209,0.148880597,0.245,0.096119403,1.665795028,6.589918656,0.89465,0.308210898,0.230895522,0.19910391,0.130840345,0.046966732,0.279069767,0.732730263,0.0234375,3.65625,3.6328125,0.110459433,male
+0.207604351,0.057565062,0.231241997,0.148425096,0.25418694,0.105761844,1.566731178,5.064819805,0.894743487,0.25742988,0.244148528,0.207604351,0.129154166,0.04729064,0.275862069,0.993421053,0.0234375,8.296875,8.2734375,0.064711437,male
+0.20759267,0.058250305,0.235061728,0.136111111,0.253209877,0.117098765,2.062302675,7.177385552,0.869068543,0.236643551,0.238950617,0.20759267,0.121468576,0.048048048,0.275862069,0.845214844,0.140625,5.109375,4.96875,0.077937393,male
+0.203307024,0.055440131,0.211076923,0.154538462,0.250384615,0.095846154,1.021086301,3.390342252,0.906895855,0.324342031,0.276769231,0.203307024,0.120619685,0.048484848,0.277456647,0.942307692,0.0234375,5.9765625,5.953125,0.084536308,male
+0.205165496,0.05883771,0.230454545,0.143636364,0.251818182,0.108181818,1.716181354,6.107921066,0.884360849,0.298338973,0.243181818,0.205165496,0.123840795,0.047244094,0.269662921,0.8765625,0.0234375,7.546875,7.5234375,0.075041231,male
+0.206999257,0.056127257,0.2297307,0.155332136,0.252351885,0.097019749,1.54730589,5.260444084,0.897659773,0.308858369,0.241795332,0.206999257,0.147240541,0.047761194,0.279069767,1.065027574,0.0234375,5.109375,5.0859375,0.181600956,male
+0.199547515,0.055918817,0.219109589,0.150547945,0.246438356,0.095890411,0.99072591,3.070988491,0.900645942,0.288317365,0.242123288,0.199547515,0.126176085,0.051118211,0.279069767,0.984920058,0.1640625,5.25,5.0859375,0.110483871,male
+0.207734372,0.059733767,0.238623482,0.145101215,0.25902834,0.113927126,2.136281424,7.610233808,0.870059086,0.285756221,0.260161943,0.207734372,0.136535986,0.04743083,0.268156425,1.879136029,0.1640625,7.734375,7.5703125,0.179373065,male
+0.201410318,0.052398172,0.217940663,0.157835951,0.246771379,0.088935428,0.914803716,3.056037378,0.907693251,0.281713292,0.24921466,0.201410318,0.136502524,0.048289738,0.274285714,1.714543269,0.0234375,5.484375,5.4609375,0.162585206,male
+0.199628532,0.055892793,0.225206463,0.139748654,0.246319569,0.106570916,2.271922325,8.937919578,0.871338569,0.2597855,0.242800718,0.199628532,0.131036562,0.049433574,0.271186441,0.767578125,0.0234375,4.546875,4.5234375,0.155440415,male
+0.204827436,0.055388342,0.224764795,0.155933232,0.249408194,0.093474962,1.221968948,3.899622538,0.898852176,0.256005024,0.276176024,0.204827436,0.131664828,0.047384008,0.277456647,0.927819293,0.0234375,6.7265625,6.703125,0.097390414,male
+0.206261361,0.058482022,0.227719928,0.142764811,0.255870736,0.113105925,1.33169501,4.054986578,0.883413222,0.231140821,0.27497307,0.206261361,0.120475541,0.047571853,0.256684492,0.928353659,0.0234375,4.9453125,4.921875,0.115750916,male
+0.191005065,0.051353301,0.173931777,0.153824057,0.24481149,0.090987433,1.508234215,5.010485732,0.890634445,0.270410218,0.157342908,0.191005065,0.138550531,0.047571853,0.274285714,1.381669207,0.1875,8.859375,8.671875,0.139085239,male
+0.197429884,0.04814255,0.190014948,0.167832586,0.244843049,0.077010463,1.649676306,5.374220371,0.890607126,0.267698742,0.248609865,0.197429884,0.139092964,0.048830112,0.271186441,1.19578125,0.140625,7.640625,7.5,0.12201087,male
+0.203584985,0.054625815,0.226861314,0.155328467,0.24729927,0.091970803,1.366629903,4.522637553,0.89706965,0.279350918,0.24280292,0.203584985,0.1325074,0.046966732,0.275862069,0.67408288,0.0234375,3.5390625,3.515625,0.12,male
+0.185490112,0.054619746,0.167725041,0.144811784,0.234173486,0.089361702,1.376769551,4.174584779,0.903934117,0.358847537,0.160851064,0.185490112,0.128935969,0.049586777,0.26519337,1.118229167,0.0234375,9.328125,9.3046875,0.103334533,male
+0.197065717,0.060353241,0.208082192,0.140479452,0.252191781,0.111712329,1.451349208,4.693154231,0.898007944,0.321227634,0.277123288,0.197065717,0.151059382,0.047571853,0.275862069,0.914732143,0.0234375,4.8515625,4.828125,0.141278875,male
+0.19249847,0.054360518,0.175063985,0.149469835,0.245191956,0.095722121,1.040582451,3.128003797,0.900590781,0.277162066,0.161755027,0.19249847,0.130911042,0.048387097,0.274285714,0.640243902,0.0234375,3.2578125,3.234375,0.13730955,male
+0.204769617,0.057289883,0.232607945,0.145561313,0.25388601,0.108324698,1.57955573,5.335373976,0.883213449,0.254528174,0.249050086,0.204769617,0.123878109,0.048730964,0.279069767,0.952083333,0.0234375,9.1171875,9.09375,0.085988754,male
+0.200012191,0.058808388,0.216066667,0.143733333,0.258066667,0.114333333,1.569738795,5.110164434,0.886501676,0.258112239,0.259466667,0.200012191,0.128058702,0.048533873,0.274285714,0.900240385,0.0234375,5.15625,5.1328125,0.1469015,male
+0.20277871,0.061335839,0.223639291,0.138872786,0.261513688,0.122640902,1.38608392,4.021690124,0.89543682,0.299409147,0.273236715,0.20277871,0.137598862,0.050526316,0.277456647,1.177734375,0.0234375,8.8359375,8.8125,0.104873491,male
+0.191887053,0.051664969,0.189096478,0.156937213,0.235405819,0.078468606,1.049717851,3.931439742,0.92075968,0.379223034,0.183093415,0.191887053,0.118589752,0.046966732,0.275862069,1.332370924,0.140625,8.9296875,8.7890625,0.098031746,male
+0.199945207,0.057029436,0.19884058,0.148623188,0.255652174,0.107028986,0.962328103,3.041600146,0.90472148,0.295207793,0.271376812,0.199945207,0.123511046,0.046920821,0.274285714,1.311954942,0.0234375,8.203125,8.1796875,0.13229436,male
+0.207771971,0.058331217,0.234009662,0.143832528,0.257455717,0.113623188,1.926591921,6.604873904,0.884534611,0.269878869,0.266022544,0.207771971,0.129251031,0.048096192,0.262295082,0.594460227,0.0234375,4.640625,4.6171875,0.088399158,male
+0.210950583,0.057702898,0.231466667,0.148088889,0.260918519,0.11282963,1.614927523,5.038015283,0.886638659,0.260030069,0.2688,0.210950583,0.139463331,0.04912999,0.275862069,0.967371324,0.0234375,8.2734375,8.25,0.105113636,male
+0.203185109,0.055765802,0.225411765,0.151058824,0.252705882,0.101647059,1.452026021,4.790255244,0.891338856,0.249270604,0.234823529,0.203185109,0.125659378,0.050847458,0.263736264,0.832280585,0.0234375,6.8671875,6.84375,0.100837139,male
+0.199174754,0.059677774,0.222542113,0.138499234,0.254701378,0.116202144,1.095291758,3.360566573,0.896998269,0.305820776,0.2581317,0.199174754,0.131736517,0.047384008,0.279069767,0.682679521,0.0234375,7.6875,7.6640625,0.087760472,male
+0.21379548,0.059232632,0.235090016,0.14710311,0.265793781,0.118690671,1.973173505,6.819207676,0.862244992,0.194830939,0.275875614,0.21379548,0.124716814,0.047337278,0.274285714,0.847478693,0.0234375,4.96875,4.9453125,0.087966709,male
+0.197605797,0.059562813,0.212470588,0.143294118,0.252411765,0.109117647,1.482883278,5.236156141,0.900160988,0.290699492,0.28,0.197605797,0.127336359,0.047904192,0.271186441,1.4296875,0.0234375,7.2421875,7.21875,0.159902597,male
+0.20524014,0.059474963,0.232037037,0.14,0.254074074,0.114074074,1.736636699,5.907680172,0.890243082,0.313620141,0.23462963,0.20524014,0.129513965,0.050104384,0.279069767,1.495535714,0.0234375,7.7578125,7.734375,0.123290043,male
+0.173240521,0.060224017,0.169328063,0.125612648,0.223003953,0.097391304,1.793458664,7.155711293,0.925639963,0.490501409,0.166561265,0.173240521,0.126046797,0.057007126,0.274285714,1.052262931,0.0234375,5.296875,5.2734375,0.175555556,male
+0.176593706,0.062748598,0.17480663,0.127882136,0.234622468,0.106740331,1.667099226,6.796335261,0.931212094,0.507880272,0.165009208,0.176593706,0.137366298,0.048681542,0.279069767,0.879241071,0.0234375,5.0859375,5.0625,0.139054233,male
+0.185961343,0.061482638,0.181906874,0.149002217,0.239645233,0.090643016,2.016795612,8.353954503,0.906445404,0.390450523,0.17631929,0.185961343,0.124491027,0.047105005,0.279069767,0.812255859,0.0234375,5.203125,5.1796875,0.095802777,male
+0.179084502,0.060997288,0.182465753,0.135890411,0.225205479,0.089315068,2.883821835,14.47068622,0.909508025,0.439410279,0.183561644,0.179084502,0.11945597,0.046920821,0.279069767,0.7734375,0.0234375,3.8671875,3.84375,0.131374723,male
+0.172894271,0.059687066,0.174871795,0.120512821,0.215897436,0.095384615,1.04338407,3.85707174,0.933132581,0.509799143,0.164102564,0.172894271,0.131850807,0.04743083,0.277456647,1.231085526,0.0234375,7.40625,7.3828125,0.094083694,male
+0.179979784,0.058419275,0.18698145,0.135986509,0.223338954,0.087352445,0.950087976,3.209565139,0.930426156,0.453555776,0.197369309,0.179979784,0.11278089,0.046966732,0.279069767,0.768369932,0.0234375,4.359375,4.3359375,0.124815725,male
+0.175802654,0.059730067,0.179280576,0.137482014,0.220071942,0.082589928,1.187302637,4.747588389,0.937131978,0.495151803,0.181798561,0.175802654,0.131685645,0.048192771,0.275862069,0.982474662,0.0234375,4.3359375,4.3125,0.166240409,male
+0.179467404,0.058546301,0.184897314,0.141548183,0.219842022,0.078293839,0.970499015,3.665053499,0.937305346,0.479920458,0.171627172,0.179467404,0.126010822,0.046920821,0.279069767,0.59193314,0.0234375,3.75,3.7265625,0.131735509,male
+0.180517281,0.056955368,0.190250417,0.142570952,0.218764608,0.076193656,1.600115628,5.58015471,0.917177027,0.437307687,0.215959933,0.180517281,0.121879873,0.04729064,0.277456647,1.0703125,0.0234375,6.234375,6.2109375,0.126184998,male
+0.187812624,0.059736651,0.189562044,0.154817518,0.238613139,0.08379562,1.186346691,4.073459646,0.926578802,0.445016254,0.189051095,0.187812624,0.115525277,0.04729064,0.275862069,0.667633929,0.0234375,3.3515625,3.328125,0.15,male
+0.177653891,0.060755419,0.178442623,0.138852459,0.230081967,0.091229508,1.467351499,5.735114154,0.927167465,0.485663302,0.171557377,0.177653891,0.133118671,0.049792531,0.279069767,0.872544643,0.0234375,4.5703125,4.546875,0.171552835,male
+0.177190541,0.061073114,0.181368948,0.131819699,0.219699499,0.0878798,1.83567284,6.78240466,0.918167227,0.434457308,0.183706177,0.177190541,0.113288776,0.047151277,0.269662921,0.675585938,0.0234375,3.2109375,3.1875,0.192690311,male
+0.181508271,0.060361759,0.174368231,0.151119134,0.239566787,0.088447653,2.360519913,10.36071259,0.911977873,0.442032349,0.167797834,0.181508271,0.122968508,0.048096192,0.279069767,0.781850962,0.0234375,3.6328125,3.609375,0.143939394,male
+0.182851149,0.061267574,0.183676223,0.150623946,0.234198988,0.083575042,1.458159214,4.829838761,0.920330677,0.434536167,0.161956155,0.182851149,0.13326831,0.046966732,0.279069767,0.77943314,0.0234375,4.1953125,4.171875,0.128349179,male
+0.191087983,0.059123343,0.200674536,0.156762226,0.237504216,0.08074199,0.759967954,2.603362101,0.930385469,0.451028391,0.266779089,0.191087983,0.134564512,0.048192771,0.275862069,1.612165179,0.0234375,5.6015625,5.578125,0.144106291,male
+0.189113092,0.061153839,0.184839858,0.160925267,0.247615658,0.086690391,1.599350179,5.673642191,0.913869677,0.417317031,0.167900356,0.189113092,0.114191687,0.047151277,0.277456647,0.901339286,0.0234375,4.8046875,4.78125,0.098039216,male
+0.173844854,0.058330194,0.184571429,0.116,0.211428571,0.095428571,1.387073248,4.831056272,0.923465542,0.463690656,0.194857143,0.173844854,0.103198401,0.047666336,0.279069767,0.642045455,0.0234375,3.8671875,3.84375,0.194904181,male
+0.177226414,0.059226915,0.182380952,0.142857143,0.22047619,0.077619048,1.57408519,5.964614124,0.924612115,0.468707663,0.186190476,0.177226414,0.110994512,0.047384008,0.277456647,0.803571429,0.0234375,3.4921875,3.46875,0.209112959,male
+0.182667567,0.061501556,0.178037736,0.15690566,0.241433962,0.084528302,2.057094507,7.99503168,0.903072373,0.401957185,0.17645283,0.182667567,0.114208459,0.052287582,0.275862069,0.367838542,0.0234375,0.65625,0.6328125,0.209150327,male
+0.18094034,0.058570838,0.186317757,0.147065421,0.221906542,0.074841121,1.223878216,4.543436411,0.930248981,0.476383581,0.18788785,0.18094034,0.116802254,0.049180328,0.277456647,0.732896959,0.0234375,3.6796875,3.65625,0.141025641,male
+0.186408926,0.062359333,0.186666667,0.151609756,0.240390244,0.088780488,1.341255791,4.977691856,0.926569538,0.459924412,0.172552846,0.186408926,0.125811395,0.048048048,0.279069767,1.10056516,0.0234375,5.8828125,5.859375,0.15972093,male
+0.175486137,0.061509,0.18620915,0.117581699,0.214117647,0.096535948,2.523637595,11.2582241,0.915885819,0.488918172,0.19124183,0.175486137,0.123097018,0.048730964,0.275862069,1.226785714,0.0234375,5.2265625,5.203125,0.156990324,male
+0.178993873,0.063050054,0.176,0.137142857,0.237142857,0.1,1.957718063,7.9098341,0.92660039,0.521834832,0.172,0.178993873,0.130524788,0.04719764,0.271186441,1.128551136,0.0234375,5.25,5.2265625,0.165470852,male
+0.178748028,0.060950359,0.182668863,0.126392092,0.220032949,0.093640857,1.784534859,6.626060737,0.920479966,0.496538664,0.175749588,0.178748028,0.114120351,0.047244094,0.279069767,1.178571429,0.0234375,4.3828125,4.359375,0.132872504,male
+0.181503834,0.059684062,0.186366559,0.145401929,0.223279743,0.077877814,1.356289797,5.137181899,0.934017536,0.502057935,0.185466238,0.181503834,0.109428321,0.047384008,0.269662921,1.369664634,0.0234375,5.484375,5.4609375,0.190309465,male
+0.179933144,0.059302389,0.185794393,0.13188785,0.227663551,0.095775701,1.001421653,4.1315237,0.935269227,0.469940123,0.165383178,0.179933144,0.114183796,0.049740933,0.277456647,1.621875,0.1171875,8.6484375,8.53125,0.122786935,male
+0.179489929,0.060426793,0.181523501,0.133873582,0.225089141,0.091215559,1.513971896,5.995541805,0.927289786,0.447723288,0.177439222,0.179489929,0.121192596,0.047666336,0.272727273,0.690588663,0.0234375,4.546875,4.5234375,0.113716935,male
+0.181635453,0.06144867,0.177437326,0.15091922,0.237103064,0.086183844,2.199529149,9.29005336,0.918521171,0.447815226,0.172367688,0.181635453,0.116920993,0.047477745,0.277456647,0.466992188,0.0234375,1.875,1.8515625,0.160216998,male
+0.179277965,0.061123355,0.179913169,0.138581766,0.23015919,0.091577424,1.528311925,5.812746119,0.931799175,0.495579426,0.17829233,0.179277965,0.125539477,0.049382716,0.279069767,1.557617188,0.0234375,5.8359375,5.8125,0.184043779,male
+0.182899765,0.061981294,0.182628952,0.135108153,0.241797005,0.106688852,1.257763234,4.496799401,0.927814801,0.443322979,0.173311148,0.182899765,0.127434742,0.047384008,0.279069767,1.460755814,0.0234375,11.15625,11.1328125,0.089529086,male
+0.180574898,0.061195981,0.177742947,0.140877743,0.239184953,0.09830721,1.493407463,5.262286517,0.921910478,0.451184027,0.170721003,0.180574898,0.119901796,0.048338369,0.277456647,1.274553571,0.0234375,4.4296875,4.40625,0.187943262,male
+0.177801597,0.060417848,0.179335347,0.139577039,0.222054381,0.082477341,1.202020579,4.145960861,0.92917219,0.481774121,0.170453172,0.177801597,0.103441482,0.046920821,0.279069767,0.64996189,0.0234375,4.9921875,4.96875,0.118710692,male
+0.183188264,0.059180922,0.181069692,0.149756888,0.228719611,0.078962723,1.705545581,6.976092649,0.922550243,0.403743472,0.177893031,0.183188264,0.115816217,0.046920821,0.277456647,0.785456731,0.0234375,4.7578125,4.734375,0.115317414,male
+0.176320392,0.059072975,0.187281713,0.127314662,0.218187809,0.090873147,1.545523451,5.457090186,0.925461184,0.476508105,0.195123558,0.176320392,0.124122292,0.048048048,0.277456647,1.139171512,0.0234375,3.75,3.7265625,0.197871311,male
+0.171842711,0.059398852,0.181782178,0.115643564,0.211485149,0.095841584,1.704531877,6.542597536,0.932189857,0.500625193,0.191287129,0.171842711,0.125644951,0.047666336,0.279069767,0.689368207,0.0234375,5.2734375,5.25,0.08515625,male
+0.180292493,0.060063134,0.187160494,0.134320988,0.222222222,0.087901235,1.516230756,5.441094633,0.922614271,0.441679417,0.19308642,0.180292493,0.112286787,0.046966732,0.277456647,0.928865132,0.0234375,10.03125,10.0078125,0.114352626,male
+0.17539378,0.059281806,0.176816609,0.125951557,0.216539792,0.090588235,1.331485986,5.078664492,0.924514368,0.43363152,0.168096886,0.17539378,0.116504637,0.053333333,0.275862069,1.022460938,0.0234375,15.796875,15.7734375,0.063170154,male
+0.178306366,0.062548631,0.178832117,0.136423358,0.235547445,0.099124088,1.178621486,4.001225541,0.923415699,0.448994152,0.159927007,0.178306366,0.112050685,0.047151277,0.279069767,0.947368421,0.0234375,5.390625,5.3671875,0.117647059,male
+0.178260715,0.062282511,0.179499165,0.138831386,0.233255426,0.09442404,1.464983278,5.498037058,0.925515332,0.46019767,0.179966611,0.178260715,0.128866195,0.050579557,0.277456647,1.635298295,0.0234375,21.84375,21.8203125,0.0538434,male
+0.179107886,0.061641816,0.176245399,0.142920245,0.238773006,0.095852761,1.851028596,7.034256696,0.920308108,0.43160315,0.168343558,0.179107886,0.12296844,0.05,0.277456647,1.08046875,0.0234375,4.3828125,4.359375,0.192368214,male
+0.179178443,0.06232338,0.18647541,0.126803279,0.225491803,0.098688525,1.110595439,4.077164304,0.940103097,0.568020163,0.21,0.179178443,0.134829168,0.047904192,0.279069767,1.0078125,0.0234375,3.5859375,3.5625,0.158599624,male
+0.17898703,0.057320905,0.184316547,0.148561151,0.212014388,0.063453237,1.734397482,5.721670518,0.908007322,0.407780529,0.17676259,0.17898703,0.127966709,0.047151277,0.275862069,0.848575368,0.0234375,5.0390625,5.015625,0.138076575,male
+0.177029273,0.059681371,0.182264151,0.138415094,0.219773585,0.081358491,1.363649218,4.965679874,0.928718882,0.491602856,0.173811321,0.177029273,0.124014928,0.048144433,0.279069767,1.202473958,0.0234375,5.8828125,5.859375,0.087,male
+0.184716985,0.060309278,0.18993007,0.125314685,0.238881119,0.113566434,1.485793836,5.149866349,0.911859074,0.397006195,0.18993007,0.184716985,0.109125577,0.047105005,0.277456647,0.6875,0.0234375,5.1796875,5.15625,0.126136364,male
+0.17664274,0.061272801,0.176666667,0.125,0.23,0.105,1.327082501,5.177776901,0.931208693,0.496348951,0.167777778,0.17664274,0.108005753,0.050314465,0.274285714,0.547585227,0.0234375,3.5859375,3.5625,0.117690058,male
+0.1799833,0.059359432,0.183589744,0.144615385,0.225128205,0.080512821,1.381202836,4.817141241,0.924549819,0.409303368,0.167692308,0.1799833,0.097719601,0.048192771,0.277456647,0.956031977,0.0234375,8.109375,8.0859375,0.096217745,male
+0.184124505,0.061152981,0.182564103,0.143076923,0.235897436,0.092820513,1.581106977,6.124793869,0.926225343,0.450288446,0.177435897,0.184124505,0.12860115,0.047808765,0.279069767,0.986607143,0.0234375,6.3984375,6.375,0.121783088,male
+0.183640419,0.063812424,0.182168675,0.14,0.245702811,0.105702811,2.147420811,8.244921106,0.900356295,0.382137343,0.182168675,0.183640419,0.107361578,0.04719764,0.277456647,0.765202703,0.0234375,5.1328125,5.109375,0.113194819,male
+0.182041446,0.062543215,0.175459662,0.146041276,0.243227017,0.097185741,2.286531005,9.555036927,0.900278714,0.357794185,0.164953096,0.182041446,0.10171155,0.047904192,0.266666667,0.512019231,0.0234375,3.375,3.3515625,0.092268842,male
+0.180012485,0.060153637,0.180594796,0.128550186,0.233680297,0.105130112,1.693328631,7.132243259,0.923478726,0.413760631,0.168624535,0.180012485,0.130239784,0.050420168,0.268156425,0.878004808,0.0234375,4.3828125,4.359375,0.140245776,male
+0.189499818,0.061868637,0.187449664,0.162550336,0.246644295,0.08409396,1.296805776,4.223819614,0.916869257,0.426280062,0.170067114,0.189499818,0.118027148,0.047571853,0.277456647,0.6375,0.0234375,4.359375,4.3359375,0.128992629,male
+0.179274115,0.057480641,0.190539419,0.122572614,0.223651452,0.101078838,0.809674148,2.789712607,0.929229312,0.423772277,0.097593361,0.179274115,0.104121351,0.047477745,0.268156425,0.389476103,0.0234375,0.65625,0.6328125,0.146990741,male
+0.178277278,0.063506384,0.175384615,0.119487179,0.238974359,0.119487179,2.848149466,14.20176152,0.908226253,0.411099696,0.174358974,0.178277278,0.119124381,0.048289738,0.271186441,1.051930147,0.0234375,5.625,5.6015625,0.164016736,male
+0.17799014,0.060739662,0.178010118,0.141180438,0.22994941,0.088768971,1.268146757,4.880138446,0.931075202,0.460453203,0.169983137,0.17799014,0.101705738,0.048048048,0.269662921,1.389945652,0.0234375,5.2265625,5.203125,0.146344018,male
+0.185981895,0.061542358,0.181216545,0.13216545,0.24593674,0.11377129,1.575489365,5.89148093,0.919333481,0.41697663,0.256836983,0.185981895,0.125241513,0.048241206,0.279069767,1.141845703,0.0234375,5.109375,5.0859375,0.16723651,male
+0.182457003,0.059544343,0.184896552,0.136137931,0.226896552,0.090758621,1.328761343,5.231847775,0.92303496,0.419385798,0.171862069,0.182457003,0.113367426,0.04729064,0.279069767,0.867820946,0.0234375,6.421875,6.3984375,0.120535714,male
+0.17824215,0.059419397,0.181543739,0.140720412,0.222847341,0.08212693,1.271468508,4.204171194,0.918420202,0.392310016,0.173859348,0.17824215,0.106731319,0.047477745,0.277456647,0.587139423,0.0234375,3.4921875,3.46875,0.093468468,male
+0.178319027,0.058813647,0.187157895,0.121333333,0.223017544,0.101684211,0.883712571,3.18500768,0.932575582,0.452294696,0.17045614,0.178319027,0.108441213,0.04729064,0.262295082,0.846608232,0.0234375,5.1796875,5.15625,0.127039627,male
+0.180947897,0.057878963,0.189041096,0.13260274,0.225205479,0.09260274,1.562670888,5.36352877,0.90709945,0.344087342,0.196164384,0.180947897,0.119246745,0.047904192,0.277456647,0.805191532,0.0234375,4.5,4.4765625,0.193175663,male
+0.181409452,0.060464468,0.1904,0.128533333,0.232533333,0.104,0.984322195,3.670320185,0.938541573,0.469409955,0.258666667,0.181409452,0.115335834,0.048533873,0.275862069,0.643066406,0.0234375,2.3671875,2.34375,0.154827586,male
+0.140026485,0.074647541,0.125385253,0.096155758,0.209130075,0.112974316,2.228929212,9.771693746,0.96159251,0.728458548,0.108102734,0.140026485,0.111841991,0.016376663,0.271186441,0.549913194,0.0078125,5.3359375,5.328125,0.128085288,male
+0.151008289,0.07352674,0.145317789,0.098984581,0.219556224,0.120571643,1.891090814,6.738063436,0.956457824,0.694493696,0.108251222,0.151008289,0.109587728,0.016789087,0.266666667,0.496424788,0.0078125,5.7578125,5.75,0.104141506,male
+0.124012866,0.080019104,0.111044065,0.053132195,0.200635173,0.147502977,1.364890847,5.248513751,0.971954732,0.778156145,0.100484319,0.124012866,0.108312457,0.017112299,0.271186441,0.54296875,0.0078125,6.0234375,6.015625,0.143008155,male
+0.211044484,0.04907159,0.215786203,0.173499068,0.254418894,0.080919826,1.398761456,4.859347033,0.913982412,0.221826765,0.26468614,0.211044484,0.110204339,0.017003188,0.275862069,0.710677083,0.0078125,5.4765625,5.46875,0.123399015,male
+0.212146433,0.047721087,0.218717844,0.186476113,0.247643936,0.061167824,1.80725032,6.613041466,0.912853954,0.302727485,0.205683953,0.212146433,0.117417298,0.017621145,0.275862069,0.765243902,0.0078125,6.296875,6.2890625,0.141245593,male
+0.20148412,0.06137986,0.208753515,0.164011246,0.257563261,0.093552015,2.168626991,8.894616643,0.930920088,0.522444216,0.266616682,0.20148412,0.115121204,0.019070322,0.216216216,1.089488636,0.0078125,5.640625,5.6328125,0.178739206,male
+0.200262087,0.055563298,0.207837713,0.162784693,0.241143384,0.078358691,1.424270526,4.746606079,0.931311552,0.492887351,0.205901337,0.200262087,0.121578105,0.018518519,0.25,0.7546875,0.2421875,6.7265625,6.484375,0.099598394,male
+0.21255976,0.064200398,0.233301566,0.19308373,0.26113002,0.06804629,2.632870339,11.52322255,0.910943587,0.506981254,0.266276378,0.21255976,0.108128663,0.017917133,0.213333333,1.141276042,0.2578125,6.5234375,6.265625,0.17377012,male
+0.197223848,0.05545773,0.202885662,0.158294011,0.24430127,0.08600726,1.282404608,4.141813337,0.931785484,0.479557575,0.152958258,0.197223848,0.120218778,0.018244014,0.246153846,0.875,0.0078125,6.6640625,6.65625,0.165449487,male
+0.203374923,0.061737948,0.215517774,0.159907264,0.256630603,0.096723338,1.956794622,8.044549314,0.927911318,0.527009114,0.25511592,0.203374923,0.112811787,0.018934911,0.219178082,1.226190476,0.078125,6.359375,6.28125,0.29176486,male
+0.220205981,0.057579342,0.240323182,0.182722188,0.262771908,0.08004972,2.266144798,8.038247052,0.893987562,0.387574484,0.270254817,0.220205981,0.143267232,0.022630835,0.266666667,1.362268519,0.03125,6.7578125,6.7265625,0.213704994,male
+0.202825881,0.06488582,0.21975052,0.168087318,0.256278586,0.088191268,1.888725961,6.888190393,0.936806507,0.585019472,0.269376299,0.202825881,0.110122557,0.015640274,0.266666667,0.984157986,0.234375,7.0,6.765625,0.120432007,male
+0.194073515,0.068019543,0.211194099,0.159170124,0.248888889,0.089718764,1.681314264,6.282420914,0.948919738,0.64301523,0.26889811,0.194073515,0.111646004,0.017718715,0.246153846,0.767578125,0.2421875,6.046875,5.8046875,0.137002831,male
+0.152944897,0.062863229,0.128709677,0.103870968,0.209589443,0.105718475,3.101454801,16.34720059,0.916572597,0.500397698,0.108181818,0.152944897,0.105273511,0.023121387,0.271186441,0.585658482,0.0078125,4.5078125,4.5,0.180684156,male
+0.155800819,0.062238295,0.147417998,0.104793944,0.206997477,0.102203532,2.231049713,8.43532919,0.923014961,0.530732814,0.097729184,0.155800819,0.090544436,0.016511868,0.222222222,0.298076923,0.0078125,0.6875,0.6796875,0.301149425,male
+0.154570962,0.070663198,0.150354257,0.096407707,0.201864512,0.105456805,2.862599865,13.29761859,0.915055617,0.504293358,0.097973897,0.154570962,0.095153351,0.016309888,0.271186441,0.299913194,0.0078125,0.65625,0.6484375,0.300850461,male
+0.143847996,0.063555973,0.11782733,0.098936535,0.197712979,0.098776444,3.983149509,25.74380484,0.909830905,0.499228756,0.098936535,0.143847996,0.099663884,0.015732547,0.271186441,0.441497093,0.0078125,2.5546875,2.546875,0.148436331,male
+0.160411482,0.06394085,0.163104575,0.104084967,0.210686275,0.106601307,2.699642427,13.17481374,0.91292044,0.451491668,0.096535948,0.160411482,0.094275447,0.016614746,0.228571429,0.43359375,0.0078125,5.0859375,5.078125,0.092472527,male
+0.158762249,0.063993084,0.164383272,0.103758602,0.20988883,0.106130228,2.310123054,10.43637056,0.931222813,0.511097834,0.103313923,0.158762249,0.090384381,0.016194332,0.150943396,0.586143092,0.09375,4.9375,4.84375,0.059493088,male
+0.162269222,0.068925306,0.173062731,0.095571956,0.209483395,0.113911439,2.376291509,9.906799499,0.923354972,0.52490468,0.090664207,0.162269222,0.107771501,0.016753927,0.271186441,0.33125,0.0078125,0.640625,0.6328125,0.308641975,male
+0.144257305,0.077590619,0.133868613,0.091800487,0.212384428,0.120583942,1.818313528,6.202948582,0.951252575,0.677042744,0.094695864,0.144257305,0.118049517,0.022191401,0.271186441,0.416834677,0.0078125,1.7421875,1.734375,0.150900901,male
+0.149385631,0.076309333,0.161970803,0.096909976,0.214939173,0.118029197,2.199733395,8.002790332,0.936652102,0.607214445,0.213746959,0.149385631,0.118986489,0.016546019,0.275862069,0.440104167,0.0078125,2.2890625,2.28125,0.117874503,male
+0.148225799,0.086715829,0.143103851,0.084130688,0.226581097,0.142450408,1.400873464,5.9150855,0.96730129,0.754308596,0.005390898,0.148225799,0.127509831,0.017003188,0.275862069,0.745117188,0.0078125,6.421875,6.4140625,0.159133555,male
+0.137711841,0.082817285,0.142037422,0.084261954,0.20956341,0.125301455,2.143516518,10.73198275,0.962945074,0.728386998,0.006694387,0.137711841,0.121963028,0.017241379,0.275862069,0.652549342,0.0078125,4.6796875,4.671875,0.174516908,male
+0.152058435,0.077246991,0.146789178,0.095620214,0.217539561,0.121919347,2.009475674,8.231416494,0.952082389,0.659293516,0.098192956,0.152058435,0.114909221,0.016048144,0.275862069,0.581659226,0.0078125,4.6640625,4.65625,0.100757185,male
+0.140650682,0.085055004,0.125550907,0.08083682,0.218298466,0.137461646,1.307491301,4.381727592,0.956977777,0.688573266,0.210097629,0.140650682,0.118052227,0.030131827,0.262295082,0.882472826,0.0078125,4.8046875,4.796875,0.116953622,male
+0.139010309,0.08842887,0.133611875,0.052028587,0.224738868,0.17271028,1.25350093,4.732239379,0.96833219,0.757766406,0.013391974,0.139010309,0.124160367,0.01880141,0.25,0.498046875,0.0078125,4.59375,4.5859375,0.097955707,male
+0.149025235,0.079159399,0.128978444,0.095651359,0.221218369,0.12556701,1.657632206,5.67659053,0.945142861,0.605060753,0.207179007,0.149025235,0.113727943,0.025157233,0.275862069,0.359193314,0.0078125,1.765625,1.7578125,0.146984127,male
+0.161514071,0.074178529,0.182566248,0.10251046,0.226108787,0.123598326,1.318528581,4.68674617,0.962415781,0.726932041,0.0986053,0.161514071,0.113915921,0.049689441,0.275862069,0.642663043,0.046875,4.3125,4.265625,0.186896437,male
+0.15303115,0.072709608,0.159932735,0.099506726,0.213452915,0.113946188,1.838195612,7.524246696,0.968197207,0.775887682,0.210784753,0.15303115,0.101673695,0.017353579,0.219178082,0.293229167,0.0390625,0.5625,0.5234375,0.342750533,male
+0.165355154,0.067840312,0.180034662,0.104090121,0.216672444,0.112582322,1.349297428,4.431808098,0.952073596,0.67060173,0.099237435,0.165355154,0.102129697,0.070484581,0.130081301,0.3171875,0.1015625,0.7109375,0.609375,0.32967033,male
+0.1018246,0.076465735,0.092518195,0.03077147,0.177292576,0.146521106,14.34526527,414.8467234,0.949434234,0.665957033,0.0,0.1018246,0.10202384,0.015686275,0.271186441,0.049479167,0.0078125,0.21875,0.2109375,0.257452575,male
+0.14639904,0.079401441,0.125088757,0.106863905,0.223502959,0.116639053,8.715842408,159.6934,0.911479479,0.531648193,0.0,0.14639904,0.12112964,0.016260163,0.262295082,0.06200133,0.0078125,0.2421875,0.234375,0.250724638,male
+0.105003408,0.080745078,0.090418488,0.03532792,0.186083698,0.150755778,6.823923741,124.1014285,0.938619558,0.58565365,0.0,0.105003408,0.127332524,0.019184652,0.271186441,0.0859375,0.0078125,0.25,0.2421875,0.474462366,male
+0.117169571,0.076994694,0.108125,0.05,0.20140625,0.15140625,10.64925986,228.0080399,0.944998634,0.653184782,0.0,0.117169571,0.111190686,0.015640274,0.258064516,0.081182065,0.0078125,1.34375,1.3359375,0.09454191,male
+0.143704465,0.07428315,0.12173913,0.103548226,0.216191904,0.112643678,12.40106392,292.5752361,0.900217004,0.476887224,0.0,0.143704465,0.112336208,0.016511868,0.275862069,0.041619318,0.0078125,0.234375,0.2265625,0.200510856,male
+0.140367974,0.076951527,0.119888424,0.105439331,0.218298466,0.112859135,10.54183121,197.3169112,0.898097164,0.498558895,0.0,0.140367974,0.115006447,0.020539153,0.242424242,0.05859375,0.0078125,0.234375,0.2265625,0.268965517,male
+0.11701903,0.080830897,0.109375,0.040625,0.20625,0.165625,9.818087837,185.3205382,0.933061262,0.621858311,0.0,0.11701903,0.119255863,0.015686275,0.262295082,0.038217905,0.0078125,0.2421875,0.234375,0.135185185,male
+0.138468725,0.080050908,0.124402431,0.100580689,0.220634706,0.120054018,17.19338563,446.2291701,0.92151085,0.596864263,0.0,0.138468725,0.102113986,0.016293279,0.25,0.046205357,0.0078125,0.4765625,0.46875,0.133333333,male
+0.145217672,0.077328028,0.124270916,0.10552988,0.221322709,0.115792829,10.47533741,194.6285167,0.899194863,0.494952059,0.0,0.145217672,0.105503507,0.016494845,0.271186441,0.050223214,0.0078125,0.390625,0.3828125,0.146458583,male
+0.135489626,0.078434953,0.11739645,0.093491124,0.215621302,0.122130178,8.525256436,144.5439152,0.922217477,0.581466119,0.0,0.135489626,0.094947705,0.015779093,0.195121951,0.068684896,0.0078125,0.4921875,0.484375,0.150537634,male
+0.121231112,0.076401283,0.108966667,0.0588,0.204166667,0.145366667,10.17466215,181.918426,0.925791343,0.613510786,0.0,0.121231112,0.105169128,0.016842105,0.253968254,0.020833333,0.0078125,0.1171875,0.109375,0.1875,male
+0.11133414,0.077653309,0.103283192,0.034336167,0.192831916,0.158495749,17.72421808,579.125935,0.941518554,0.620937921,0.0,0.11133414,0.09448064,0.015984016,0.266666667,0.061770833,0.0078125,1.0,0.9921875,0.082620107,male
+0.141565645,0.076677512,0.126485671,0.100935143,0.207993967,0.107058824,3.578446671,23.8528295,0.943157188,0.657764699,0.0,0.141565645,0.120039907,0.028218695,0.246153846,0.09375,0.0078125,0.4140625,0.40625,0.151709402,male
+0.14149815,0.080039563,0.122144928,0.094347826,0.228463768,0.134115942,5.175181185,41.86794887,0.935947238,0.639514132,0.0,0.14149815,0.123834609,0.016243655,0.266666667,0.143049569,0.0078125,0.9453125,0.9375,0.184333333,male
+0.15201312,0.085641872,0.133182121,0.096757839,0.237224817,0.140466978,2.542729787,14.76813431,0.934202215,0.583329318,0.0,0.15201312,0.114209242,0.018038331,0.262295082,0.141071429,0.0078125,1.625,1.6171875,0.086956522,male
+0.156963472,0.082741272,0.147851596,0.111130285,0.234581536,0.123451251,2.944032905,16.40393277,0.926548622,0.575436741,0.0,0.156963472,0.121278836,0.020645161,0.253968254,0.152777778,0.0078125,0.5625,0.5546875,0.325168402,male
+0.150493825,0.08197927,0.130005136,0.107282999,0.229522342,0.122239343,5.485444945,73.98049222,0.932979116,0.587613069,0.0,0.150493825,0.131708252,0.019704433,0.275862069,0.107371795,0.0078125,0.5234375,0.515625,0.264141414,male
+0.168878635,0.077735358,0.15787234,0.119521277,0.240159574,0.120638298,3.820242179,21.64157795,0.884334308,0.471210923,0.0,0.168878635,0.111915745,0.027874564,0.25,0.1359375,0.0078125,0.515625,0.5078125,0.388461538,male
+0.142579035,0.082544711,0.126502242,0.087578475,0.228520179,0.140941704,4.051958525,33.20686794,0.93978905,0.653991598,0.0,0.142579035,0.092487352,0.015873016,0.262295082,0.058919271,0.0078125,0.2578125,0.25,0.263586957,male
+0.164679901,0.076362225,0.148494382,0.115775281,0.235640449,0.119865169,3.346063975,25.22221741,0.92212396,0.544226797,0.0,0.164679901,0.12307262,0.03047619,0.253968254,0.134765625,0.0078125,0.5234375,0.515625,0.343434343,male
+0.112687253,0.086292812,0.114172185,0.026225166,0.189403974,0.163178808,2.51438225,16.06037848,0.950232601,0.694301393,0.0,0.112687253,0.116836774,0.018244014,0.271186441,0.113671875,0.0078125,0.59375,0.5859375,0.289411765,male
+0.156614721,0.081866494,0.135940131,0.111842844,0.238353601,0.126510758,3.783644648,36.99243708,0.926942926,0.558977253,0.0,0.156614721,0.13445118,0.020833333,0.262295082,0.100497159,0.0078125,0.5390625,0.53125,0.244281046,male
+0.115779644,0.08333517,0.105234352,0.034561863,0.193595342,0.159033479,18.53862176,654.156206,0.958919112,0.700827176,0.0,0.115779644,0.092156355,0.015686275,0.275862069,0.038054435,0.0078125,0.53125,0.5234375,0.077280265,male
+0.155083233,0.069932921,0.140259419,0.107918468,0.219122915,0.111204447,5.448488635,58.0528515,0.887047955,0.463190726,0.0,0.155083233,0.10972553,0.015936255,0.271186441,0.090731534,0.0078125,0.6328125,0.625,0.132738095,male
+0.144099297,0.07893425,0.120068337,0.100933941,0.226264237,0.125330296,5.941975693,83.73601073,0.917208906,0.52512501,0.0,0.144099297,0.116061024,0.018390805,0.262295082,0.125229779,0.0078125,0.6171875,0.609375,0.265128205,male
+0.122625808,0.078763358,0.110737207,0.050147441,0.212489159,0.162341717,4.565289696,58.59328061,0.941229191,0.599449599,0.0,0.122625808,0.10251327,0.015857284,0.275862069,0.09129902,0.0078125,0.4296875,0.421875,0.192834138,male
+0.121726569,0.077394777,0.108818661,0.053303236,0.200677201,0.147373965,3.539520465,33.24283225,0.953773846,0.672604982,0.0,0.121726569,0.109023798,0.017957351,0.262295082,0.080630896,0.0078125,0.234375,0.2265625,0.187820983,male
+0.133555325,0.079347225,0.115833333,0.078333333,0.210416667,0.132083333,3.165496941,22.58970754,0.94994769,0.67316208,0.0,0.133555325,0.097154648,0.017185822,0.262295082,0.105208333,0.0078125,0.5625,0.5546875,0.159102765,male
+0.134741473,0.080069896,0.115386338,0.092653975,0.213840985,0.12118701,12.58401526,291.5950403,0.907692439,0.51911817,0.0,0.134741473,0.099901817,0.016806723,0.266666667,0.0546875,0.0078125,0.5703125,0.5625,0.107638889,male
+0.149421632,0.082477924,0.138460067,0.099626973,0.225499761,0.125872788,13.72153062,361.8396027,0.925402574,0.547926575,0.0,0.149421632,0.112286402,0.015655577,0.271186441,0.108162716,0.0078125,0.6328125,0.625,0.136842105,male
+0.135389781,0.079694173,0.116456112,0.100607055,0.213847416,0.113240361,8.887653597,152.9197033,0.898121574,0.462074772,0.0,0.135389781,0.101600336,0.015936255,0.258064516,0.030330882,0.0078125,0.125,0.1171875,0.395959596,male
+0.167119878,0.060909655,0.159188691,0.112206515,0.224757222,0.112550707,2.659695426,12.05930119,0.912057418,0.413139856,0.110485556,0.167119878,0.111678906,0.021834061,0.25,0.517578125,0.004882813,0.786132813,0.78125,0.375,male
+0.160042863,0.061398068,0.132186474,0.113617859,0.222639527,0.109021668,2.500834323,11.11512135,0.924541066,0.480473769,0.119684833,0.160042863,0.112151479,0.014513788,0.238095238,0.41809082,0.087890625,0.786132813,0.698242188,0.594738595,male
+0.15792779,0.05940441,0.133126165,0.108241144,0.217700435,0.109459291,2.850183948,13.12389228,0.901423787,0.390068666,0.112069608,0.15792779,0.108965604,0.04950495,0.161290323,0.518851902,0.083007813,0.791015625,0.708007813,0.626369168,male
+0.15776402,0.058701925,0.1349653,0.107230284,0.214637224,0.10740694,2.803847298,12.70779093,0.897910919,0.391953867,0.104403785,0.15776402,0.110847919,0.084745763,0.256410256,0.472146739,0.087890625,0.80078125,0.712890625,0.731354642,male
+0.162870363,0.058275654,0.145017921,0.112735962,0.21827957,0.105543608,2.634134151,13.15985702,0.923929557,0.446013809,0.109557945,0.162870363,0.109260884,0.036764706,0.243902439,0.750450721,0.087890625,3.4765625,3.388671875,0.248100603,male
+0.155476145,0.058503282,0.133889943,0.109626818,0.212700822,0.103074004,3.015409568,17.04121284,0.92617804,0.469710251,0.109449715,0.155476145,0.109972532,0.033670034,0.256410256,0.83984375,0.078125,3.383789063,3.305664063,0.342461084,male
+0.159722839,0.058044895,0.135409836,0.112635561,0.217326608,0.104691047,2.456403831,10.57137154,0.915577151,0.412188596,0.112459016,0.159722839,0.104967995,0.020618557,0.144927536,0.669389205,0.092773438,3.349609375,3.256835938,0.31100075,male
+0.161952692,0.059773686,0.136885147,0.116175586,0.217366206,0.101190619,2.139346891,8.769044391,0.927432476,0.456694044,0.116343957,0.161952692,0.109296156,0.030769231,0.217391304,0.862109375,0.1171875,3.950195313,3.833007813,0.264522293,male
+0.157540562,0.058971094,0.143995244,0.106872771,0.213412604,0.106539834,3.303245906,17.49228315,0.904402707,0.410960537,0.109536266,0.157540562,0.10254863,0.029850746,0.204081633,0.529785156,0.107421875,0.859375,0.751953125,0.432998819,male
+0.159541688,0.059247143,0.140859951,0.109385749,0.217395577,0.108009828,3.026438966,14.77139208,0.902540306,0.397087124,0.10972973,0.159541688,0.104884346,0.035335689,0.227272727,0.399305556,0.004882813,0.786132813,0.78125,0.603,male
+0.161737037,0.060596171,0.13879902,0.110661765,0.219779412,0.109117647,2.144636258,8.393053086,0.919476482,0.435771068,0.110833333,0.161737037,0.117606845,0.031152648,0.277777778,0.575608474,0.083007813,3.227539063,3.14453125,0.19747502,male
+0.160392269,0.059159315,0.133358974,0.110564103,0.21825641,0.107692308,2.355369204,9.567503687,0.904320804,0.380586546,0.117384615,0.160392269,0.10757219,0.034843206,0.14084507,0.467484086,0.107421875,0.80078125,0.693359375,0.578277356,male
+0.162316481,0.062663968,0.140085106,0.114723404,0.223659574,0.10893617,2.544852512,12.4639284,0.926592651,0.478879202,0.112,0.162316481,0.112267232,0.028901734,0.25,0.559179688,0.004882813,1.03515625,1.030273438,0.398329948,male
+0.170230715,0.062958644,0.144203655,0.117336815,0.229738903,0.112402089,2.400832239,11.12017798,0.922930979,0.432810072,0.115326371,0.170230715,0.119263774,0.044052863,0.208333333,0.541326349,0.087890625,0.8984375,0.810546875,0.581856839,male
+0.16529042,0.061891064,0.135071032,0.11846819,0.225176035,0.106707844,2.631864838,12.62911621,0.918897155,0.413620026,0.129190859,0.16529042,0.120050199,0.035087719,0.222222222,0.458577474,0.087890625,1.015625,0.927734375,0.459833795,male
+0.165112645,0.060919532,0.133008739,0.117278402,0.227390762,0.11011236,2.806798459,13.1957412,0.910557723,0.408569158,0.121473159,0.165112645,0.114636013,0.02688172,0.27027027,0.537109375,0.004882813,0.952148438,0.947265625,0.38425492,male
+0.157679531,0.06213795,0.128556522,0.112973913,0.225785507,0.112811594,3.054465859,14.92095052,0.911520059,0.441587094,0.115895652,0.157679531,0.116792986,0.039215686,0.227272727,0.361703726,0.004882813,0.786132813,0.78125,0.530059524,male
+0.158820459,0.059025678,0.134488189,0.108215223,0.215511811,0.107296588,2.862826318,13.54829609,0.903358287,0.382980083,0.107112861,0.158820459,0.110097059,0.015455951,0.23255814,0.424194336,0.092773438,0.83984375,0.747070313,0.635543106,male
+0.155635495,0.059006132,0.127799373,0.107260188,0.213642633,0.106382445,3.170543865,15.72523838,0.897425405,0.390670458,0.108840125,0.155635495,0.11887681,0.067567568,0.263157895,0.40629069,0.05859375,0.795898438,0.737304688,0.555960265,male
+0.160830332,0.060256013,0.134246575,0.113734366,0.223633115,0.109898749,2.695990214,11.79009758,0.91507794,0.443104416,0.113234068,0.160830332,0.115595107,0.056497175,0.256410256,0.468554688,0.004882813,0.80078125,0.795898438,0.554907975,male
+0.160068622,0.059217281,0.148814815,0.10854321,0.217950617,0.109407407,2.958973246,14.27578495,0.902862552,0.394845707,0.108197531,0.160068622,0.102243776,0.02020202,0.126582278,0.432761863,0.083007813,0.854492188,0.771484375,0.42556962,male
+0.160138768,0.059334571,0.139741538,0.110104615,0.219175385,0.109070769,2.644140184,11.80389034,0.907897243,0.397064088,0.112172308,0.160138768,0.113818033,0.030769231,0.263157895,0.42932581,0.087890625,0.791015625,0.703125,0.6025,male
+0.162168424,0.060988095,0.135009381,0.112245153,0.224665416,0.112420263,3.404037735,18.45975036,0.900570183,0.395941632,0.116797999,0.162168424,0.119749171,0.024813896,0.277777778,0.384803185,0.004882813,0.805664063,0.80078125,0.551575203,male
+0.157810877,0.060248782,0.132631579,0.110183599,0.218996328,0.108812729,3.807624313,22.98148591,0.905131921,0.431326354,0.113439412,0.157810877,0.123802498,0.036231884,0.27027027,0.483210637,0.073242188,0.810546875,0.737304688,0.618773395,male
+0.162937759,0.063401243,0.155755102,0.110693878,0.223836735,0.113142857,3.126003759,15.66523856,0.911938914,0.425608626,0.115265306,0.162937759,0.110186365,0.043668122,0.222222222,0.245117188,0.034179688,0.78125,0.747070313,0.262091503,male
+0.169365225,0.061550401,0.168474576,0.114263364,0.227431551,0.113168188,2.489380323,10.02027544,0.892641873,0.332395694,0.110247718,0.169365225,0.115372914,0.040322581,0.256410256,0.317789714,0.092773438,0.849609375,0.756835938,0.346236559,male
+0.176899269,0.065914123,0.160573477,0.12260454,0.248888889,0.126284349,2.801831473,13.55970841,0.911793339,0.384198787,0.127455197,0.176899269,0.117002847,0.01953125,0.163934426,0.291841947,0.068359375,0.776367188,0.708007813,0.365517241,male
+0.180986469,0.066369044,0.179759646,0.124503479,0.250069576,0.125566097,2.592290305,12.20416485,0.914488227,0.381716048,0.125034788,0.180986469,0.118619243,0.044444444,0.27027027,0.390412704,0.004882813,0.805664063,0.80078125,0.282859079,male
+0.162745367,0.06312488,0.13122437,0.115805507,0.228330404,0.112524897,3.1522119,15.14804739,0.90888779,0.435065492,0.114985354,0.162745367,0.115769044,0.060606061,0.204081633,0.38170856,0.083007813,1.186523438,1.103515625,0.271017699,male
+0.162915114,0.060313689,0.131528384,0.114759825,0.225676856,0.110917031,3.763196133,23.06873581,0.901991832,0.368014983,0.115283843,0.162915114,0.114059555,0.038461538,0.277777778,0.229101563,0.004882813,0.732421875,0.727539063,0.319402074,male
+0.164745445,0.061628034,0.13239899,0.115959596,0.229090909,0.113131313,3.490353458,19.09177444,0.902308313,0.391141262,0.119494949,0.164745445,0.110657158,0.027855153,0.175438596,0.340625,0.004882813,0.791015625,0.786132813,0.352343309,male
+0.167338041,0.061854545,0.133282828,0.116666667,0.229090909,0.112424242,2.685752867,12.78166861,0.910333579,0.380704918,0.125505051,0.167338041,0.111983139,0.054347826,0.149253731,0.370703125,0.087890625,0.859375,0.771484375,0.334004603,male
+0.156585481,0.062116197,0.129478788,0.11030303,0.220606061,0.11030303,3.309046557,18.95551927,0.92125693,0.482694524,0.111830303,0.156585481,0.115959371,0.024813896,0.27027027,0.408528646,0.083007813,0.864257813,0.78125,0.481578947,male
+0.157872035,0.061828943,0.135500945,0.11521109,0.224247007,0.109035917,2.815772499,13.84621637,0.931405854,0.517459771,0.116446125,0.157872035,0.113704712,0.025839793,0.277777778,0.329499421,0.083007813,0.844726563,0.76171875,0.425542406,male
+0.166121774,0.063342536,0.139656863,0.1225,0.232647059,0.110147059,2.735791089,13.48855612,0.920830723,0.461825705,0.128848039,0.166121774,0.125440902,0.079365079,0.178571429,0.499378551,0.087890625,0.805664063,0.717773438,0.453968254,male
+0.155039317,0.060543026,0.129153754,0.10829559,0.215756853,0.107461263,2.755620939,12.92112489,0.918165894,0.467465017,0.113468415,0.155039317,0.114618346,0.042372881,0.217391304,0.560037364,0.107421875,0.888671875,0.78125,0.40234375,male
+0.156853743,0.062057897,0.138373089,0.1097737,0.217492355,0.107718654,2.483267347,12.77480377,0.93326993,0.515668466,0.108746177,0.156853743,0.099982763,0.015082956,0.14084507,0.408841647,0.053710938,0.776367188,0.72265625,0.614864865,male
+0.159887774,0.059352179,0.137289194,0.112454716,0.218963148,0.106508432,2.725311824,14.04383675,0.921258917,0.446004329,0.11105559,0.159887774,0.108385208,0.019083969,0.277777778,0.673828125,0.087890625,3.994140625,3.90625,0.234829545,male
+0.163350794,0.060294315,0.14095356,0.117201238,0.221572755,0.104371517,2.388116072,11.84274703,0.929557131,0.479482889,0.117374613,0.163350794,0.108730393,0.017857143,0.243902439,0.916748047,0.092773438,3.974609375,3.881835938,0.342138365,male
+0.158536669,0.059210181,0.137282405,0.109580463,0.215479023,0.10589856,2.942003967,15.31788797,0.920055424,0.452015352,0.110632436,0.158536669,0.109521537,0.0456621,0.238095238,0.742750901,0.004882813,3.999023438,3.994140625,0.266656479,male
+0.156645212,0.062527434,0.134030699,0.110471859,0.219829449,0.10935759,3.361289695,20.28436969,0.929281596,0.51068895,0.112859579,0.156645212,0.102885769,0.028011204,0.151515152,0.514573317,0.05859375,0.795898438,0.737304688,0.501103753,male
+0.163433734,0.061567206,0.14783455,0.11053528,0.220218978,0.109683698,2.454632054,11.82357728,0.933421444,0.491933414,0.107639903,0.163433734,0.109563613,0.010952903,0.227272727,0.440538194,0.048828125,0.786132813,0.737304688,0.629139073,male
+0.166418381,0.062123809,0.14163894,0.118176217,0.228934073,0.110757856,2.284220223,10.58052537,0.931207825,0.478227941,0.120591497,0.166418381,0.114063603,0.035971223,0.188679245,0.654296875,0.083007813,3.45703125,3.374023438,0.264138929,male
+0.159546822,0.06039511,0.132408575,0.112282472,0.221740227,0.109457755,2.634250575,12.1167661,0.916161852,0.439330412,0.11334174,0.159546822,0.109133647,0.041666667,0.277777778,0.932241587,0.004882813,3.950195313,3.9453125,0.298989274,male
+0.157763356,0.060960037,0.133325387,0.1111323,0.220429082,0.109296782,3.410285061,17.88942445,0.911712067,0.463350992,0.110131108,0.157763356,0.114818708,0.052083333,0.263157895,0.575420673,0.004882813,3.955078125,3.950195313,0.195021913,male
+0.151965312,0.058854646,0.128658228,0.106683544,0.211772152,0.105088608,3.358103315,18.65010569,0.916753923,0.470700872,0.107392405,0.151965312,0.101935445,0.048076923,0.119047619,0.625904225,0.004882813,3.96484375,3.959960938,0.159631983,male
+0.160545302,0.060025269,0.139072848,0.114629741,0.217796508,0.103166767,1.99549434,8.164822464,0.934900334,0.491228148,0.113618302,0.160545302,0.115567476,0.034246575,0.27027027,0.574261209,0.083007813,2.827148438,2.744140625,0.212162445,male
+0.15556504,0.05907201,0.127465116,0.110697674,0.214883721,0.104186047,3.447731332,19.47046699,0.912684034,0.454094176,0.111186047,0.15556504,0.121601625,0.040816327,0.263157895,0.451049805,0.004882813,0.795898438,0.791015625,0.437585734,male
+0.164134559,0.060230312,0.171908586,0.108091414,0.219122915,0.111031501,2.954295696,14.33368166,0.901312455,0.385642297,0.106707844,0.164134559,0.104192098,0.013368984,0.222222222,0.429144965,0.004882813,0.795898438,0.791015625,0.554320988,male
+0.170777767,0.063864758,0.171790769,0.114756923,0.232615385,0.117858462,2.360729038,10.01472083,0.91471181,0.425688794,0.116824615,0.170777767,0.115603148,0.044052863,0.256410256,0.4671875,0.078125,0.795898438,0.717773438,0.602526725,male
+0.162350168,0.060334599,0.140084797,0.112610539,0.224203513,0.111592974,3.506742002,20.29896395,0.90718041,0.412580165,0.114815263,0.162350168,0.110351871,0.019230769,0.27027027,0.420532227,0.087890625,0.771484375,0.68359375,0.6,male
+0.158781189,0.059852488,0.147012987,0.107878788,0.216796537,0.108917749,3.648593233,20.79992461,0.898225333,0.401168633,0.110649351,0.158781189,0.115299259,0.079365079,0.25,0.4609375,0.087890625,0.786132813,0.698242188,0.552114552,male
+0.158107989,0.082781592,0.191191454,0.062350041,0.224552177,0.162202136,2.801343963,19.92961671,0.952160965,0.679223313,0.049926048,0.158107989,0.185041735,0.023021583,0.275862069,0.272964015,0.046875,0.7421875,0.6953125,0.33988764,female
+0.182855441,0.067788884,0.200638723,0.175489022,0.226067864,0.050578842,3.001889979,19.86548184,0.91045813,0.506098877,0.05001996,0.182855441,0.159590352,0.01871345,0.266666667,0.258969907,0.0546875,0.8046875,0.75,0.269230769,female
+0.199806519,0.061973777,0.211357642,0.184422033,0.235686579,0.051264546,2.543841184,14.92196426,0.904432362,0.425289172,0.04996121,0.199806519,0.156465082,0.016194332,0.266666667,0.250446429,0.0546875,0.8984375,0.84375,0.329520697,female
+0.195280367,0.072086928,0.204656489,0.180610687,0.255954198,0.075343511,2.392325675,10.06148908,0.907115299,0.524208791,0.193435115,0.195280367,0.182629417,0.024922118,0.275862069,0.26953125,0.0546875,0.703125,0.6484375,0.294717331,female
+0.208504367,0.057550187,0.220228717,0.190343075,0.249758577,0.059415502,1.707786442,5.670911595,0.87967352,0.343548324,0.050165184,0.208504367,0.162043128,0.016806723,0.262295082,0.26078869,0.0546875,0.8125,0.7578125,0.251546392,female
+0.168425741,0.071344338,0.189051095,0.158394161,0.216642336,0.058248175,3.020345955,17.7912195,0.901022144,0.491709388,0.050072993,0.168425741,0.168343439,0.015936255,0.271186441,0.253125,0.0546875,0.9140625,0.859375,0.407792208,female
+0.179981858,0.077964194,0.20427673,0.127085954,0.240377358,0.113291405,2.764670125,12.82215723,0.92742357,0.580274353,0.241551363,0.179981858,0.162258973,0.016842105,0.275862069,0.207331731,0.0546875,0.546875,0.4921875,0.30984127,female
+0.204517972,0.06856914,0.21602649,0.192229581,0.255275938,0.063046358,1.918542624,7.537126233,0.896918799,0.409583428,0.050066225,0.204517972,0.163077189,0.016753927,0.275862069,0.205,0.046875,0.7578125,0.7109375,0.235347985,female
+0.198292199,0.062668221,0.211639951,0.183674476,0.23649815,0.052823674,2.17624527,9.7662537,0.902082516,0.449973076,0.050061652,0.198292199,0.16289683,0.016684046,0.271186441,0.357244318,0.0546875,0.9296875,0.875,0.265306122,female
+0.184249822,0.069538347,0.204847112,0.18011325,0.227361268,0.047248018,2.780534606,12.55713559,0.909607136,0.526946079,0.050101925,0.184249822,0.143819265,0.015763547,0.271186441,0.222981771,0.0546875,1.015625,0.9609375,0.206433369,female
+0.191794364,0.038088599,0.198856689,0.169845177,0.213973799,0.044128622,2.475110501,9.898559143,0.8896825,0.260589971,0.208638349,0.191794364,0.170612505,0.032854209,0.275862069,0.839015152,0.0078125,6.9921875,6.984375,0.192856592,female
+0.193004112,0.03843105,0.204636761,0.170734418,0.213306868,0.042572449,3.649283446,19.03658326,0.873563775,0.277529701,0.210639143,0.193004112,0.157393251,0.015825915,0.246153846,0.64762931,0.0078125,5.953125,5.9453125,0.10260622,female
+0.190890095,0.043268099,0.192976407,0.158166969,0.217749546,0.059582577,1.60813755,5.224913395,0.911405467,0.309483816,0.193103448,0.190890095,0.162553058,0.059259259,0.271186441,0.65625,0.1484375,6.8203125,6.671875,0.088886523,female
+0.184484372,0.045272463,0.17862069,0.155499093,0.211270417,0.055771325,1.698171321,5.955016867,0.912666454,0.33772236,0.15676951,0.184484372,0.156677726,0.01891253,0.258064516,0.797916667,0.0078125,5.953125,5.9453125,0.210144547,female
+0.188505133,0.045253586,0.181654396,0.156795149,0.220095279,0.06330013,1.667356603,6.354831451,0.916303263,0.321682797,0.162979645,0.188505133,0.154579729,0.015841584,0.253968254,0.451864919,0.140625,2.609375,2.46875,0.101152803,female
+0.197476196,0.041713166,0.193700624,0.174199584,0.223825364,0.04962578,2.033950025,8.094648908,0.898585151,0.269968224,0.177692308,0.197476196,0.186609647,0.016494845,0.275862069,0.336647727,0.0078125,0.6640625,0.65625,0.279448622,female
+0.16088384,0.088124139,0.205148515,0.060682068,0.230407041,0.169724972,1.633376713,5.673614363,0.93565319,0.569032523,0.232255226,0.16088384,0.198198993,0.061776062,0.275862069,0.741145833,0.0078125,3.96875,3.9609375,0.293181178,female
+0.148414402,0.07982013,0.172031558,0.078422091,0.201025641,0.12260355,1.717548411,5.961927147,0.956338048,0.723630451,0.0,0.148414402,0.160708291,0.015857284,0.258064516,1.032552083,0.0078125,5.1328125,5.125,0.253228121,female
+0.109310616,0.085694322,0.070083433,0.029702026,0.193230036,0.16352801,1.687779457,5.69533174,0.938697632,0.622022284,0.021692491,0.109310616,0.17517334,0.036199095,0.228571429,1.224121094,0.03125,5.953125,5.921875,0.232717678,female
+0.146511403,0.088300361,0.169704797,0.05295203,0.222656827,0.169704797,1.114939498,3.992317794,0.964291721,0.747200581,0.167380074,0.146511403,0.19587158,0.055555556,0.275862069,0.411931818,0.0078125,2.9765625,2.96875,0.109273183,female
+0.110727277,0.087557238,0.088362919,0.029822485,0.19495069,0.165128205,1.722061692,6.765328966,0.962681445,0.747373684,0.008836292,0.110727277,0.189172136,0.016,0.262295082,0.680706522,0.0078125,4.9140625,4.90625,0.113133151,female
+0.156553724,0.086975215,0.17470339,0.067330508,0.230466102,0.163135593,1.309302317,5.047261161,0.956733586,0.696906805,0.169364407,0.156553724,0.178265441,0.041666667,0.275862069,0.367647059,0.0078125,0.9140625,0.90625,0.314655172,female
+0.160744866,0.090560891,0.189494949,0.061750842,0.243232323,0.181481481,1.181423915,3.957054984,0.958112639,0.724561487,0.26020202,0.160744866,0.193687424,0.05734767,0.258064516,0.462357955,0.0234375,0.7421875,0.71875,0.24673913,female
+0.118206531,0.067798536,0.106460587,0.064049459,0.173972179,0.10992272,0.141735424,2.209672772,0.974425928,0.762458515,0.035919629,0.118206531,0.193368982,0.026058632,0.25,0.372282609,0.015625,0.90625,0.890625,0.312599681,female
+0.122706013,0.085215856,0.145738799,0.032030505,0.199122974,0.167092469,1.483381558,4.788477557,0.941022196,0.620470851,0.193517636,0.122706013,0.187219205,0.032786885,0.23880597,0.610608553,0.015625,3.7734375,3.7578125,0.19045969,female
+0.163702,0.08575204,0.184577114,0.084975124,0.234378109,0.149402985,1.600397722,6.619171543,0.965696334,0.768796467,0.220447761,0.163702,0.190428738,0.068965517,0.271186441,0.7265625,0.0390625,3.5234375,3.484375,0.332772795,female
+0.113638445,0.078447718,0.084109233,0.045513654,0.184603381,0.139089727,0.814449601,2.997757728,0.95483378,0.662664731,0.178413524,0.113638445,0.160505878,0.016684046,0.235294118,0.825892857,0.015625,4.390625,4.375,0.277884615,female
+0.149002415,0.083573696,0.185332212,0.064760303,0.215239697,0.150479394,2.436047058,11.59564433,0.956486559,0.718422051,0.213591253,0.149002415,0.187319452,0.050793651,0.275862069,0.608695652,0.0078125,3.40625,3.3984375,0.204806688,female
+0.164125457,0.080537655,0.199427663,0.095707472,0.225691574,0.129984102,1.821761542,6.115742233,0.930715725,0.60128574,0.203879173,0.164125457,0.189001634,0.040920716,0.253968254,0.172585227,0.015625,0.5625,0.546875,0.345714286,female
+0.111292518,0.084946199,0.082369765,0.032032686,0.193054137,0.16102145,1.599477245,5.538643824,0.952860058,0.68880839,0.014586313,0.111292518,0.189549904,0.03125,0.266666667,0.7765625,0.0078125,4.671875,4.6640625,0.075190769,female
+0.102787468,0.091577697,0.074421931,0.01568534,0.202240763,0.186555423,3.222442177,14.97729165,0.936814759,0.674005075,0.007342074,0.102787468,0.19589415,0.105263158,0.246153846,0.788240132,0.0078125,3.5,3.4921875,0.148769575,female
+0.194571401,0.072734585,0.21716946,0.189013035,0.239851024,0.050837989,7.727108196,120.4694438,0.888329074,0.36823462,0.050055866,0.194571401,0.167177307,0.016649324,0.275862069,0.152478448,0.0546875,0.71875,0.6640625,0.228571429,female
+0.196781155,0.065010689,0.209840061,0.189794364,0.237989337,0.048194973,9.442351017,159.098073,0.878044534,0.333316307,0.050114242,0.196781155,0.163877005,0.01611279,0.271186441,0.15625,0.0546875,0.7890625,0.734375,0.168389058,female
+0.179691602,0.065430289,0.199177456,0.173587205,0.220289414,0.046702209,10.18454678,175.6967906,0.874440189,0.386446771,0.050114242,0.179691602,0.131372441,0.016684046,0.266666667,0.08984375,0.0546875,0.40625,0.3515625,0.132063492,female
+0.16203039,0.077675758,0.189543773,0.077681874,0.218545006,0.140863132,6.149744914,73.51215565,0.93234573,0.631219944,0.050061652,0.16203039,0.143875388,0.016666667,0.275862069,0.182528409,0.0546875,0.7578125,0.703125,0.244444444,female
+0.190215053,0.062357458,0.212757306,0.180025413,0.224853875,0.044828463,5.588296389,58.202772,0.861742705,0.338165287,0.050165184,0.190215053,0.150005005,0.016048144,0.271186441,0.162574405,0.0546875,0.734375,0.6796875,0.228735632,female
+0.187582879,0.069075818,0.209107468,0.183096539,0.226193078,0.043096539,9.5074465,150.6266982,0.873961935,0.378077859,0.049981785,0.187582879,0.159363482,0.01826484,0.266666667,0.165104167,0.0546875,0.640625,0.5859375,0.315402299,female
+0.191088513,0.07574646,0.206227545,0.179161677,0.246946108,0.067784431,7.806983189,124.648059,0.903614348,0.447922198,0.05005988,0.191088513,0.147164761,0.015748031,0.275862069,0.173583984,0.0546875,0.6171875,0.5625,0.281362007,female
+0.196845425,0.064699958,0.212,0.184533333,0.238133333,0.0536,4.384679099,47.25470151,0.897404076,0.393757239,0.050133333,0.196845425,0.160404944,0.016842105,0.266666667,0.224137931,0.0546875,0.5546875,0.5,0.3671875,female
+0.190288245,0.069486372,0.209266589,0.182863795,0.237299185,0.05443539,4.735224081,46.59019625,0.88519112,0.384833452,0.050197905,0.190288245,0.184561015,0.017353579,0.258064516,0.222146739,0.0546875,0.859375,0.8046875,0.237422771,female
+0.193005145,0.061767942,0.208139059,0.183803681,0.226462168,0.042658487,4.35220265,42.71296182,0.883909176,0.369092365,0.050102249,0.193005145,0.178160134,0.025518341,0.266666667,0.188368056,0.0546875,0.734375,0.6796875,0.277630416,female
+0.192572599,0.036543124,0.190790021,0.174054054,0.210873181,0.036819127,3.030983794,15.53805004,0.883949934,0.169241733,0.191226611,0.192572599,0.174259494,0.022630835,0.275862069,0.719172297,0.1484375,6.984375,6.8359375,0.086693878,female
+0.195583432,0.05780486,0.202357019,0.190710572,0.231473137,0.040762565,3.922638121,24.29375816,0.892376119,0.432588224,0.20017331,0.195583432,0.150179826,0.017185822,0.25,0.4628125,0.0078125,1.90625,1.8984375,0.195741635,female
+0.196644232,0.051145411,0.203849372,0.180613668,0.232161785,0.051548117,2.200329676,8.188317754,0.903569357,0.405038617,0.18237099,0.196644232,0.192563813,0.029574861,0.275862069,0.4440625,0.1640625,0.8671875,0.703125,0.444907407,female
+0.182440869,0.082690531,0.215940959,0.144132841,0.236863469,0.092730627,2.506121896,10.81867541,0.921195487,0.531715005,0.228597786,0.182440869,0.156697352,0.015888779,0.271186441,0.44875,0.0078125,4.1015625,4.09375,0.147206801,female
+0.089693383,0.069069728,0.063466667,0.039733333,0.128266667,0.088533333,1.644753548,5.022465163,0.945867714,0.65597602,0.048266667,0.089693383,0.177713114,0.020075282,0.271186441,2.253551136,0.0078125,5.3828125,5.375,0.294227575,female
+0.199742564,0.066577404,0.214002789,0.181785216,0.249149233,0.067364017,1.68468842,5.677812766,0.922558717,0.506236368,0.261059972,0.199742564,0.148170411,0.015732547,0.275862069,0.885850694,0.0078125,6.7421875,6.734375,0.192140371,female
+0.204621415,0.059611223,0.224466945,0.195783204,0.237641453,0.041858249,3.000446133,14.70211111,0.896610214,0.416067596,0.230970816,0.204621415,0.132917263,0.016129032,0.275862069,0.403993056,0.0078125,5.140625,5.1328125,0.103288379,female
+0.196856029,0.062990825,0.214237668,0.193520179,0.229304933,0.035784753,3.540719284,19.56105139,0.894762618,0.432146581,0.217690583,0.196856029,0.163253558,0.016326531,0.275862069,0.419397866,0.0078125,5.2890625,5.28125,0.087394893,female
+0.193074104,0.067900377,0.213417015,0.187057183,0.233723849,0.046666667,2.159674714,7.639541951,0.914283173,0.499962494,0.207754533,0.193074104,0.147149321,0.015655577,0.275862069,0.42588141,0.0078125,6.546875,6.5390625,0.078982208,female
+0.209932902,0.065777094,0.232552301,0.197405858,0.248368201,0.050962343,2.293468804,9.11888912,0.90378902,0.442255778,0.242315202,0.209932902,0.196979069,0.036117381,0.275862069,1.33625,0.0234375,7.0,6.9765625,0.267345051,female
+0.194557358,0.063390178,0.209799809,0.177235462,0.238360343,0.061124881,1.599590098,5.334993344,0.920988591,0.510916284,0.216472831,0.194557358,0.187841824,0.017621145,0.258064516,1.494270833,0.078125,6.96875,6.890625,0.305250305,female
+0.184438371,0.05714665,0.190087977,0.171407625,0.213284457,0.041876833,3.048677971,13.7281534,0.898207823,0.457623111,0.211231672,0.184438371,0.174591682,0.015763547,0.275862069,0.299862132,0.0078125,5.1015625,5.09375,0.073273303,female
+0.201047995,0.069407732,0.217323601,0.185815085,0.250705596,0.064890511,1.45120179,4.172856183,0.921713014,0.489192772,0.227883212,0.201047995,0.131905259,0.015873016,0.275862069,0.83110119,0.0078125,6.5390625,6.53125,0.151567615,female
+0.193981463,0.052240234,0.205424837,0.173169935,0.225326797,0.052156863,1.846473734,6.146623078,0.910067717,0.455040031,0.223267974,0.193981463,0.182574179,0.021024967,0.275862069,0.291666667,0.0078125,2.0703125,2.0625,0.116907713,female
+0.163784611,0.067436724,0.163309499,0.141287028,0.211930541,0.070643514,2.984359725,14.4474944,0.949166814,0.698217532,0.15587334,0.163784611,0.140512254,0.016194332,0.235294118,0.1890625,0.0078125,0.3671875,0.359375,0.333850932,female
+0.183205764,0.061148265,0.199939804,0.162648608,0.221218962,0.058570354,2.075979075,7.609287203,0.93092774,0.57244857,0.200571859,0.183205764,0.184876255,0.019975031,0.262295082,0.3215625,0.0078125,3.5390625,3.53125,0.095036553,female
+0.196074295,0.058098373,0.205285896,0.181448539,0.23321474,0.051766201,2.182581589,8.429033323,0.91318772,0.474577156,0.201016518,0.196074295,0.188306983,0.069565217,0.262295082,0.206149194,0.0078125,0.3828125,0.375,0.161637931,female
+0.176221992,0.059514524,0.18725973,0.155456712,0.214837172,0.059380461,1.426545791,4.217959314,0.943464343,0.625889236,0.210389198,0.176221992,0.174938271,0.021978022,0.242424242,0.390213816,0.015625,3.9140625,3.8984375,0.119015809,female
+0.190768671,0.064056692,0.194051478,0.148141087,0.248503337,0.10036225,1.11993225,3.519070304,0.939459585,0.57968704,0.144671115,0.190768671,0.13808351,0.017278618,0.271186441,0.184151786,0.015625,0.2734375,0.2578125,0.319347319,female
+0.197063508,0.053213261,0.212689902,0.183413762,0.227703307,0.044289544,2.339899095,8.064511786,0.8999112,0.442175434,0.212439678,0.197063508,0.181774594,0.018845701,0.275862069,0.234765625,0.1015625,0.4609375,0.359375,0.113272311,female
+0.187836719,0.062373611,0.206361746,0.176673597,0.227318087,0.050644491,2.453492578,9.085739239,0.915607558,0.512877674,0.231101871,0.187836719,0.171339759,0.016145308,0.275862069,0.206620066,0.0078125,0.46875,0.4609375,0.121549637,female
+0.187574408,0.070237334,0.207055016,0.16763754,0.233333333,0.065695793,1.802315483,6.418795909,0.942976631,0.611412758,0.231218986,0.187574408,0.157451814,0.016227181,0.258064516,0.491159539,0.0078125,3.6796875,3.671875,0.13993921,female
+0.190975193,0.060531255,0.206912992,0.163194279,0.236281287,0.073087008,1.311470878,4.037734265,0.933076426,0.580608898,0.243957092,0.190975193,0.176213672,0.01826484,0.25,0.2078125,0.1640625,0.2578125,0.09375,0.324074074,female
+0.151096729,0.086332357,0.183914209,0.061054513,0.221197498,0.160142985,1.659774515,6.155128014,0.958603681,0.710823643,0.207184987,0.151096729,0.187886795,0.041994751,0.242424242,0.298233696,0.015625,0.8515625,0.8359375,0.244325768,female
+0.115401638,0.078226435,0.107002288,0.042929062,0.18389016,0.140961098,1.208084645,4.570411533,0.969196836,0.786133687,0.016018307,0.115401638,0.165833016,0.017582418,0.23880597,0.929129464,0.0078125,5.5078125,5.5,0.144667832,female
+0.116212696,0.085195307,0.091020019,0.040038132,0.192449952,0.152411821,1.307299973,4.809447521,0.966362781,0.763435678,0.034432793,0.116212696,0.182846827,0.026272578,0.253968254,0.279605263,0.015625,0.7421875,0.7265625,0.505973716,female
+0.168122113,0.080610346,0.192519252,0.108118812,0.228866887,0.120748075,2.043426501,8.969219914,0.95295268,0.695663899,0.19559956,0.168122113,0.194808196,0.053511706,0.275862069,0.6875,0.015625,3.6484375,3.6328125,0.247634409,female
+0.132476953,0.087523743,0.141808118,0.043653137,0.215424354,0.171771218,1.185598524,4.716939667,0.97848179,0.842935931,0.241771218,0.132476953,0.214127381,0.168421053,0.262295082,0.338404605,0.015625,0.7890625,0.7734375,0.333333333,female
+0.134785266,0.082020212,0.142052786,0.057067449,0.202404692,0.145337243,1.341973191,5.596725766,0.973843435,0.801312698,0.200351906,0.134785266,0.17986718,0.028520499,0.275862069,0.52173913,0.0234375,3.875,3.8515625,0.153771854,female
+0.144418544,0.086971149,0.156015779,0.061025641,0.222840237,0.161814596,0.608371044,2.844063089,0.976355461,0.818056299,0.195502959,0.144418544,0.178420362,0.016666667,0.275862069,0.509300595,0.0078125,3.8984375,3.890625,0.151764955,female
+0.137426088,0.083223905,0.174516765,0.048047337,0.200749507,0.15270217,2.080062098,7.691563791,0.936158039,0.614807526,0.19357002,0.137426088,0.163839647,0.066666667,0.23880597,0.716517857,0.0078125,3.0,2.9921875,0.231070496,female
+0.135907894,0.086811753,0.159215686,0.046437908,0.213660131,0.167222222,1.53765156,5.525481465,0.967103334,0.772644211,0.007320261,0.135907894,0.185547667,0.032520325,0.271186441,0.305588942,0.0078125,0.90625,0.8984375,0.269913043,female
+0.150480818,0.090633925,0.191262907,0.053598094,0.2275139,0.173915806,1.393871537,5.52596234,0.958435223,0.699034153,0.219285147,0.150480818,0.182710269,0.042895442,0.275862069,0.75625,0.0078125,4.9375,4.9296875,0.195853143,female
+0.148950836,0.084411855,0.177817908,0.061730625,0.216583898,0.154853273,2.486140569,14.31518933,0.964991,0.754473525,0.211106095,0.148950836,0.199268778,0.017241379,0.258064516,0.243359375,0.0078125,0.6640625,0.65625,0.375313283,female
+0.10914848,0.09154176,0.071577123,0.024263432,0.195320624,0.171057192,1.899222349,6.472859434,0.948617526,0.678843265,0.020623917,0.10914848,0.190846141,0.030188679,0.275862069,0.359375,0.0078125,0.71875,0.7109375,0.354395604,female
+0.158417241,0.081199766,0.187642957,0.085523013,0.219079498,0.133556485,1.817030419,7.238168314,0.955926841,0.698466,0.198382148,0.158417241,0.192754157,0.0625,0.262295082,0.3590625,0.03125,0.921875,0.890625,0.315026697,female
+0.116001833,0.088799475,0.121542289,0.023681592,0.1939801,0.170298507,2.193671753,8.40415765,0.943583913,0.676597906,0.007313433,0.116001833,0.184000384,0.086486486,0.258064516,0.338169643,0.0078125,0.7109375,0.703125,0.403418803,female
+0.097732542,0.080077938,0.065308311,0.032779267,0.159892761,0.127113494,1.272920236,3.86564133,0.957693436,0.715485248,0.026273458,0.097732542,0.178399927,0.021680217,0.253968254,0.525607639,0.0078125,4.2578125,4.25,0.178741349,female
+0.134044916,0.091722856,0.130709382,0.041967963,0.215606407,0.173638444,1.402165569,5.278479971,0.959688755,0.725847582,0.185812357,0.134044916,0.19458571,0.02739726,0.275862069,0.396634615,0.0234375,1.0703125,1.046875,0.302860697,female
+0.090370268,0.079408794,0.057991632,0.024211994,0.149958159,0.125746165,2.515470918,10.24625081,0.94511657,0.664387028,0.015034868,0.090370268,0.191227259,0.044444444,0.258064516,0.832201087,0.0078125,3.3828125,3.375,0.26010101,female
+0.125000139,0.088642508,0.118059701,0.037960199,0.209303483,0.171343284,2.056050996,9.266667201,0.965134583,0.777006455,0.004875622,0.125000139,0.187464167,0.063492063,0.258064516,0.371582031,0.0078125,3.1640625,3.15625,0.182178218,female
+0.134858715,0.078146149,0.1634714,0.053017751,0.197159763,0.144142012,1.966229862,7.379169272,0.952319024,0.701159199,0.197988166,0.134858715,0.182415461,0.033826638,0.258064516,0.477864583,0.0078125,3.1796875,3.171875,0.180382498,female
+0.119566652,0.0889234,0.095186656,0.035138999,0.210833995,0.175694996,1.513764209,5.866521462,0.964303167,0.747514085,0.011564734,0.119566652,0.191963903,0.016684046,0.275862069,0.8775,0.0078125,5.4140625,5.40625,0.189065511,female
+0.149453726,0.089150522,0.186358636,0.054829483,0.226710671,0.171881188,1.193055643,4.079726588,0.959855196,0.724072988,0.208844884,0.149453726,0.19173022,0.019277108,0.271186441,0.446875,0.0078125,2.6640625,2.65625,0.087782805,female
+0.146231945,0.086853923,0.172031558,0.054674556,0.224773176,0.170098619,0.961379031,3.205524509,0.965711204,0.751655466,0.238303748,0.146231945,0.176033157,0.030188679,0.246153846,0.383333333,0.0078125,0.9765625,0.96875,0.338709677,female
+0.164104281,0.089942128,0.187222884,0.070083433,0.23794994,0.167866508,1.351214316,4.706403068,0.951376988,0.667890259,0.23261025,0.164104281,0.192923655,0.038647343,0.266666667,0.479779412,0.0078125,3.0234375,3.015625,0.183937824,female
+0.10846989,0.083745924,0.089079535,0.029776586,0.185915996,0.15613941,1.99099462,8.088366548,0.965612317,0.768918472,0.012511171,0.10846989,0.175651875,0.017777778,0.266666667,0.279211957,0.0078125,0.9921875,0.984375,0.330808081,female
+0.130742334,0.086538812,0.118831004,0.051944091,0.207064803,0.155120712,0.848883863,3.513096911,0.975040507,0.798289556,0.016899619,0.130742334,0.179920415,0.018823529,0.275862069,0.301663306,0.0078125,1.1171875,1.109375,0.266431925,female
+0.137549749,0.084731224,0.15828408,0.053117255,0.215405148,0.162287893,1.369254558,5.277752875,0.963713763,0.743834279,0.218608198,0.137549749,0.201460313,0.069264069,0.275862069,0.534667969,0.0078125,3.1640625,3.15625,0.203630363,female
+0.14656013,0.087700882,0.177712177,0.056826568,0.228081181,0.171254613,2.287123495,12.08410353,0.962786542,0.753092911,0.230922509,0.14656013,0.193782749,0.045845272,0.266666667,0.640299479,0.0078125,3.5625,3.5546875,0.208217869,female
+0.132145249,0.084810076,0.121841004,0.052329149,0.215564854,0.163235704,1.460663655,6.130930868,0.971068476,0.782441381,0.214198047,0.132145249,0.193368298,0.041450777,0.275862069,0.577059659,0.0234375,3.1171875,3.09375,0.243308081,female
+0.157879727,0.095635173,0.191885566,0.051703511,0.247230169,0.195526658,1.349572281,4.923662758,0.952438563,0.685526131,0.273081925,0.157879727,0.194529415,0.020075282,0.275862069,0.5,0.0078125,3.171875,3.1640625,0.236467236,female
+0.146695447,0.083293936,0.186555423,0.058402861,0.213253874,0.154851013,1.703658182,6.708772448,0.941308929,0.62527269,0.195899881,0.146695447,0.178227722,0.041884817,0.23880597,0.664496528,0.0234375,3.5234375,3.5,0.209952731,female
+0.186963134,0.07806324,0.209176471,0.150211765,0.244094118,0.093882353,5.81689975,71.27120433,0.915355279,0.536782622,0.050070588,0.186963134,0.166523165,0.016064257,0.275862069,0.225203804,0.0546875,0.78125,0.7265625,0.292766373,female
+0.188916036,0.074354811,0.204900662,0.183267108,0.242295806,0.059028698,7.958079505,113.914848,0.898311393,0.464725077,0.050066225,0.188916036,0.153983742,0.015952144,0.275862069,0.135625,0.0546875,0.765625,0.7109375,0.166666667,female
+0.170603559,0.064757558,0.190760234,0.136452242,0.215048733,0.078596491,6.734124536,85.61762415,0.909245292,0.570766069,0.050214425,0.170603559,0.117017895,0.016666667,0.275862069,0.108537946,0.0546875,0.2890625,0.234375,0.256790123,female
+0.135012753,0.077275379,0.130314465,0.069266247,0.207505241,0.138238994,4.096389161,45.88923707,0.974284557,0.822230178,0.050188679,0.135012753,0.137531375,0.017297297,0.275862069,0.130408654,0.046875,0.5078125,0.4609375,0.166779661,female
+0.151657728,0.078403005,0.175977654,0.081340782,0.218407821,0.137067039,7.991525159,136.7357746,0.96292147,0.759878121,0.050055866,0.151657728,0.140644437,0.016080402,0.258064516,0.161258013,0.0546875,0.578125,0.5234375,0.285153181,female
+0.092092441,0.094467032,0.060211864,0.005932203,0.170550847,0.164618644,22.99846207,582.4470603,0.874067001,0.63723933,0.0,0.092092441,0.190064579,0.016985138,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.143582842,0.080596005,0.160479042,0.060598802,0.208862275,0.148263473,8.727406264,147.7271475,0.963173539,0.767661083,0.05005988,0.143582842,0.142987432,0.016580311,0.275862069,0.161865234,0.0546875,0.75,0.6953125,0.17760058,female
+0.166235766,0.073348333,0.188343313,0.11261477,0.221037924,0.108423154,6.478941769,82.80953101,0.92545456,0.604048476,0.05001996,0.166235766,0.149100205,0.016666667,0.25,0.244791667,0.0546875,0.7734375,0.71875,0.379598662,female
+0.16838094,0.074602707,0.182748092,0.100992366,0.22389313,0.122900763,5.404833117,51.3998787,0.924389646,0.615590797,0.050229008,0.16838094,0.148348438,0.016684046,0.275862069,0.212611607,0.0546875,0.59375,0.5390625,0.249721293,female
+0.165228566,0.072523254,0.184972067,0.106368715,0.224078212,0.117709497,11.52131553,228.4974914,0.946567138,0.693223023,0.050055866,0.165228566,0.147148611,0.017524644,0.275862069,0.17568109,0.0546875,0.65625,0.6015625,0.297334245,female
+0.157698842,0.088774089,0.19920398,0.058159204,0.231940299,0.173781095,1.742734259,6.700364966,0.947100327,0.66610361,0.210696517,0.157698842,0.189649428,0.051118211,0.258064516,0.921875,0.0078125,3.53125,3.5234375,0.396711013,female
+0.169935137,0.094920766,0.197081545,0.070500715,0.251959943,0.181459227,1.232447611,3.650647874,0.938146365,0.606233866,0.060085837,0.169935137,0.168460368,0.016016016,0.275862069,0.599826389,0.0078125,2.8515625,2.84375,0.297733516,female
+0.164855128,0.087689728,0.20057211,0.073087008,0.235613826,0.162526818,1.178503741,3.783359814,0.951301123,0.668714942,0.199570918,0.164855128,0.203222504,0.0625,0.258064516,0.441964286,0.0234375,1.078125,1.0546875,0.266096866,female
+0.126920275,0.088102355,0.154547188,0.028026692,0.202326025,0.174299333,1.702340729,5.713427398,0.944845204,0.652498672,0.008007626,0.126920275,0.185729331,0.034632035,0.258064516,0.342391304,0.0078125,3.046875,3.0390625,0.135078289,female
+0.15531325,0.090998604,0.190047664,0.052049571,0.231687321,0.17963775,1.449626425,5.057423137,0.950459861,0.662099342,0.230352717,0.15531325,0.201392431,0.017316017,0.275862069,0.373798077,0.0078125,0.984375,0.9765625,0.2528,female
+0.123551974,0.089584187,0.102497617,0.036034318,0.20686368,0.170829361,1.58945446,8.547648173,0.95374208,0.665332411,0.195919924,0.123551974,0.191199474,0.016427105,0.258064516,0.319010417,0.0078125,0.796875,0.7890625,0.321490973,female
+0.093453268,0.077776758,0.066440678,0.026101695,0.15779661,0.131694915,2.314418438,8.883277033,0.952193118,0.714591416,0.012161017,0.093453268,0.168043947,0.059925094,0.242424242,0.623697917,0.0078125,3.296875,3.2890625,0.262400447,female
+0.202326264,0.055599496,0.2124057,0.197854149,0.235171836,0.037317687,3.520344993,24.48664298,0.862630227,0.309116121,0.049991618,0.202326264,0.178112035,0.016632017,0.253968254,0.178030303,0.0546875,0.6484375,0.59375,0.235197368,female
+0.172249722,0.076856758,0.198505096,0.106228766,0.230215176,0.12398641,3.184978764,23.90973349,0.927605924,0.554812035,0.050101925,0.172249722,0.158125796,0.015841584,0.266666667,0.1953125,0.0546875,0.6875,0.6328125,0.293075684,female
+0.186009021,0.074830966,0.201868263,0.166994012,0.244790419,0.077796407,4.124850091,40.1211349,0.925341874,0.553533186,0.049964072,0.186009021,0.16200927,0.019093079,0.275862069,0.157608696,0.0546875,0.734375,0.6796875,0.146290491,female
+0.189460151,0.065261036,0.206854532,0.182757045,0.232444783,0.049687738,3.016253869,18.28105195,0.892815467,0.406427388,0.050114242,0.189460151,0.160367635,0.016701461,0.242424242,0.218098958,0.0546875,0.75,0.6953125,0.264526485,female
+0.149952702,0.087753302,0.167096774,0.060516129,0.228516129,0.168,2.007897095,9.596586412,0.965018756,0.783827037,0.050129032,0.149952702,0.135786869,0.016753927,0.275862069,0.1875,0.03125,0.65625,0.625,0.26875,female
+0.183064351,0.079104392,0.210642202,0.175779817,0.23266055,0.056880734,2.556096812,12.08621212,0.910705373,0.4779035,0.050275229,0.183064351,0.164945299,0.017621145,0.271186441,0.213541667,0.0546875,0.6796875,0.625,0.30375,female
+0.184209025,0.063880414,0.199417122,0.170601093,0.228233151,0.057632058,3.046746636,18.97303173,0.914879522,0.526974318,0.049981785,0.184209025,0.15569339,0.016736402,0.235294118,0.195052083,0.0546875,0.7421875,0.6875,0.180250784,female
+0.173658044,0.072571552,0.194491018,0.163353293,0.22011976,0.056766467,3.548554508,27.98870932,0.921349468,0.537099872,0.05005988,0.173658044,0.165601063,0.016443988,0.266666667,0.210205078,0.0546875,0.7421875,0.6875,0.306818182,female
+0.192676718,0.070493791,0.215169661,0.176886228,0.241437126,0.064550898,2.16691714,11.9484918,0.917667141,0.493544829,0.05001996,0.192676718,0.158243134,0.017429194,0.266666667,0.188657407,0.0390625,0.53125,0.4921875,0.252747253,female
+0.141928228,0.079488941,0.170838207,0.06331384,0.210136452,0.146822612,2.040182165,11.74830954,0.939355742,0.587443475,0.050214425,0.141928228,0.142991074,0.016227181,0.271186441,0.30078125,0.0546875,0.7890625,0.734375,0.369188337,female
+0.232672936,0.063233209,0.255139202,0.233438676,0.265041384,0.031602709,3.009344773,12.7780284,0.844158713,0.241622533,0.265252069,0.232672936,0.167970881,0.015984016,0.275862069,0.329282407,0.0078125,2.375,2.3671875,0.141226623,female
+0.240457975,0.056240256,0.25741705,0.242123532,0.267993874,0.025870342,3.230610799,14.45575793,0.823124853,0.204483636,0.270566616,0.240457975,0.196346584,0.020050125,0.275862069,0.55703125,0.0078125,5.1953125,5.1875,0.078313253,female
+0.238940486,0.057086687,0.254724173,0.240541625,0.266519559,0.025977934,2.82497953,11.02346147,0.831049777,0.207807374,0.258375125,0.238940486,0.216580658,0.064777328,0.275862069,0.594642857,0.015625,5.2109375,5.1953125,0.127819549,female
+0.22058183,0.067051319,0.24165538,0.22648608,0.254085779,0.027599699,3.173682983,13.84329655,0.85337435,0.308696256,0.241444695,0.22058183,0.213947046,0.015810277,0.275862069,0.752377717,0.2265625,4.5390625,4.3125,0.1352657,female
+0.228816471,0.066109456,0.252447435,0.22960471,0.265634987,0.036030278,2.904765119,12.6835619,0.854413294,0.307971308,0.264457527,0.228816471,0.196494093,0.021136063,0.275862069,0.456845238,0.0078125,2.0625,2.0546875,0.169835234,female
+0.236606928,0.054268957,0.249894344,0.238582971,0.261205718,0.022622747,3.083583819,13.65109415,0.825632394,0.186665164,0.246935985,0.236606928,0.204660961,0.016931217,0.271186441,0.795496324,0.0078125,5.0546875,5.046875,0.202254257,female
+0.227854808,0.068880291,0.249941657,0.23033839,0.266277713,0.035939323,2.232849356,7.198746507,0.855380526,0.256007728,0.248961494,0.227854808,0.21568935,0.029090909,0.275862069,0.549278846,0.2265625,5.1640625,4.9375,0.062658228,female
+0.240844029,0.053585216,0.25698356,0.236168692,0.268791994,0.032623302,3.203079159,14.25210083,0.824963241,0.201547994,0.268391708,0.240844029,0.225755471,0.062745098,0.275862069,0.638849432,0.0078125,4.078125,4.0703125,0.156384243,female
+0.235349031,0.061951374,0.255030633,0.240735194,0.266085773,0.025350579,2.815614093,10.44506429,0.832678173,0.247794352,0.260748809,0.235349031,0.209522984,0.017204301,0.275862069,0.580180921,0.015625,5.5,5.484375,0.133190883,female
+0.230710789,0.063126438,0.251460534,0.236146675,0.261205718,0.025059043,3.445643,16.07652559,0.834711651,0.249656405,0.251112492,0.230710789,0.22915253,0.060836502,0.275862069,0.880729167,0.234375,4.9921875,4.7578125,0.205137227,female
+0.210701254,0.018363242,0.209186047,0.203895349,0.218817829,0.014922481,4.678922537,29.39199,0.784447238,0.036876475,0.208236434,0.210701254,0.196548003,0.017758047,0.271186441,0.4109375,0.1875,1.078125,0.890625,0.186191285,female
+0.147858443,0.078367923,0.142228374,0.122269896,0.195709343,0.073439446,2.450804801,10.01758606,0.922367099,0.545209237,0.139903114,0.147858443,0.134172686,0.019070322,0.262295082,0.161979167,0.0078125,0.671875,0.6640625,0.175163399,female
+0.146023156,0.073736976,0.145003249,0.122988954,0.175022742,0.052033788,2.475900433,10.25574521,0.926536622,0.555472048,0.127901235,0.146023156,0.11844396,0.019277108,0.175824176,0.23625,0.0078125,1.6328125,1.625,0.161172161,female
+0.14921754,0.079613256,0.13962766,0.121010638,0.214281915,0.093271277,2.967620511,13.76789838,0.921284337,0.556931823,0.13087766,0.14921754,0.135428604,0.015810277,0.262295082,0.374155405,0.0078125,6.9765625,6.96875,0.090345555,female
+0.151477444,0.073446301,0.150139771,0.12523507,0.187496823,0.062261753,2.555883298,11.09186961,0.928629513,0.570918925,0.163303685,0.151477444,0.13867783,0.016161616,0.271186441,0.282589286,0.0078125,5.734375,5.7265625,0.082278779,female
+0.141404115,0.064816709,0.147186485,0.128265107,0.16574399,0.037478882,3.113014328,14.54001967,0.908986044,0.516985467,0.147368421,0.141404115,0.091911852,0.015640274,0.228571429,0.084821429,0.0078125,0.1796875,0.171875,0.198447894,female
+0.142751589,0.075210936,0.14390516,0.121059972,0.169483961,0.048423989,2.602777037,10.38329344,0.915669119,0.523184537,0.144100418,0.142751589,0.092660443,0.015810277,0.266666667,0.15,0.0078125,3.234375,3.2265625,0.059601416,female
+0.139297397,0.068246479,0.148562351,0.125877681,0.168133439,0.042255759,3.160698654,14.18656842,0.912145868,0.538651695,0.153677522,0.139297397,0.142132489,0.016736402,0.266666667,0.549768519,0.0078125,7.0,6.9921875,0.066028199,female
+0.140068381,0.05878271,0.154510365,0.132894925,0.163116512,0.030221587,4.154631288,22.65639719,0.878448054,0.4460444,0.160114367,0.140068381,0.097644913,0.015717092,0.228571429,0.078325321,0.0078125,0.1953125,0.1875,0.123903509,female
+0.141179625,0.067688161,0.150005718,0.122950257,0.169376787,0.046426529,2.909628837,13.37047005,0.923194701,0.55966479,0.164093768,0.141179625,0.092690866,0.016,0.242424242,0.078613281,0.0078125,0.1953125,0.1875,0.241134752,female
+0.152174047,0.072748699,0.150118662,0.12837109,0.197691478,0.069320388,2.352760351,9.365479049,0.934022538,0.580760933,0.149816613,0.152174047,0.125416149,0.016129032,0.262295082,0.502887228,0.0078125,7.0,6.9921875,0.071759777,female
+0.131780894,0.08514393,0.157156863,0.042091503,0.195816993,0.15372549,1.855457794,7.581439546,0.962093048,0.738187336,0.174313725,0.131780894,0.171960584,0.026578073,0.262295082,1.044270833,0.0078125,4.953125,4.9453125,0.190488069,female
+0.147401473,0.087014332,0.179663093,0.052884125,0.218397141,0.165513017,1.339181281,4.626268387,0.960339431,0.705240939,0.060030628,0.147401473,0.181476841,0.022695035,0.258064516,0.53515625,0.0078125,3.65625,3.6484375,0.113006838,female
+0.127858166,0.073119834,0.124574616,0.06306834,0.190571827,0.127503487,0.75928901,3.378416697,0.976462619,0.807725913,0.203458856,0.127858166,0.163012185,0.020833333,0.242424242,0.777209052,0.0078125,4.5859375,4.578125,0.18180156,female
+0.179917295,0.075109983,0.199409594,0.158081181,0.237380074,0.079298893,1.540607493,4.830225116,0.941750694,0.61858387,0.203542435,0.179917295,0.190071872,0.047477745,0.258064516,0.738581731,0.03125,2.9765625,2.9453125,0.360742706,female
+0.161226593,0.078610504,0.191470588,0.090816993,0.22372549,0.132908497,1.976541535,7.122325549,0.952126404,0.700683288,0.230588235,0.161226593,0.198810361,0.095238095,0.242424242,0.872767857,0.0078125,3.28125,3.2734375,0.282908023,female
+0.16725161,0.079082821,0.200874685,0.115391085,0.224423886,0.109032801,2.056068215,6.979253479,0.917465233,0.511027543,0.201345669,0.16725161,0.193539343,0.019900498,0.242424242,0.443181818,0.0078125,3.15625,3.1484375,0.147110954,female
+0.198253671,0.030658103,0.201016518,0.187852605,0.210978399,0.023125794,4.245282437,24.41311588,0.838184205,0.141781651,0.199237611,0.198253671,0.172201019,0.073394495,0.253968254,1.043870192,0.1796875,5.734375,5.5546875,0.107275284,female
+0.195885106,0.034688348,0.197418301,0.176830065,0.216862745,0.04003268,2.396113819,8.974929974,0.871154376,0.172296242,0.178660131,0.195885106,0.135319716,0.016427105,0.246153846,0.71875,0.109375,3.8046875,3.6953125,0.112242937,female
+0.190886421,0.035642708,0.178969072,0.168603561,0.210984067,0.042380506,3.459399551,17.26902626,0.863010541,0.167431894,0.171752577,0.190886421,0.143390554,0.015936255,0.235294118,1.451302083,0.171875,5.6171875,5.4453125,0.375698808,female
+0.190251435,0.032307872,0.184379786,0.169229199,0.205247575,0.036018377,2.296941486,8.370157372,0.864841665,0.125105142,0.17337417,0.190251435,0.141820397,0.017316017,0.275862069,0.653320313,0.0078125,5.5703125,5.5625,0.164981273,female
+0.143916265,0.086152994,0.154148936,0.057340426,0.214468085,0.15712766,1.135275675,4.445334356,0.972160552,0.787589698,0.212420213,0.143916265,0.148853982,0.015888779,0.275862069,0.485085227,0.0078125,6.03125,6.0234375,0.130179534,female
+0.190951312,0.026537526,0.187940221,0.175204678,0.204678363,0.029473684,3.009521756,13.48856249,0.82605996,0.108263561,0.178843405,0.190951312,0.163046719,0.026143791,0.216216216,0.79375,0.1796875,6.578125,6.3984375,0.178201915,female
+0.218413682,0.035393437,0.217290674,0.1986113,0.247025187,0.048413887,1.65769379,5.901470366,0.877956267,0.106099868,0.200707965,0.218413682,0.161967154,0.044692737,0.246153846,1.534950658,0.1796875,5.734375,5.5546875,0.316869364,female
+0.194774015,0.030265944,0.190627306,0.175387454,0.209483395,0.034095941,2.797843786,11.2590503,0.838213295,0.129737752,0.175129151,0.194774015,0.145136114,0.016477858,0.275862069,1.4890625,0.1796875,6.9765625,6.796875,0.283908046,female
+0.191589243,0.030978042,0.182219197,0.174785568,0.208141593,0.033356025,4.093191035,23.44585838,0.838634345,0.13297424,0.178597686,0.191589243,0.15632504,0.016016016,0.258064516,1.2703125,0.1796875,5.703125,5.5234375,0.287835926,female
+0.19479377,0.029255085,0.195301455,0.174054054,0.209417879,0.035363825,2.363810674,8.385497462,0.85191569,0.1192676,0.173326403,0.19479377,0.170847074,0.015701668,0.275862069,0.62890625,0.0078125,5.4296875,5.421875,0.144892731,female
+0.183476759,0.049553286,0.19196856,0.170760986,0.210175063,0.039414076,2.562041047,10.80766834,0.904982402,0.35199607,0.189767774,0.183476759,0.169721537,0.016753927,0.275862069,0.583333333,0.0078125,4.734375,4.7265625,0.111429147,female
+0.182179612,0.031833916,0.180857143,0.167142857,0.200285714,0.033142857,2.218499287,7.052426934,0.83115158,0.205100127,0.174,0.182179612,0.163617584,0.037647059,0.205128205,0.765625,0.1640625,6.2421875,6.078125,0.160308483,female
+0.18659402,0.038707135,0.187569892,0.168301075,0.204731183,0.036430108,2.277118472,7.801440087,0.864231711,0.277500014,0.181548387,0.18659402,0.170741238,0.036781609,0.205128205,0.451822917,0.1640625,5.9921875,5.828125,0.096981,female
+0.187124579,0.031592876,0.185277402,0.170121786,0.199296346,0.02917456,2.221710839,7.246410232,0.840933149,0.212158448,0.170500677,0.187124579,0.178872492,0.081632653,0.231884058,0.191840278,0.1640625,0.234375,0.0703125,0.104575163,female
+0.182967874,0.038161977,0.185206259,0.168477952,0.197553343,0.029075391,3.41846436,17.64021069,0.841378779,0.308100718,0.172062589,0.182967874,0.164002462,0.022566996,0.202531646,0.204044118,0.1640625,0.390625,0.2265625,0.232758621,female
+0.179249623,0.032864402,0.177230769,0.164923077,0.187384615,0.022461538,4.230065282,25.92244021,0.80599198,0.212439805,0.163692308,0.179249623,0.169975104,0.019753086,0.258064516,0.690429688,0.1640625,6.265625,6.1015625,0.130935813,female
+0.174400819,0.031323419,0.172542038,0.162017804,0.183066271,0.021048467,2.900472503,11.15434826,0.816741493,0.202108535,0.162017804,0.174400819,0.159754766,0.016145308,0.219178082,0.969375,0.1640625,6.5390625,6.375,0.097612958,female
+0.179355393,0.033727057,0.174444444,0.1625,0.196666667,0.034166667,2.649250908,10.56727042,0.843055776,0.235184542,0.162777778,0.179355393,0.159019546,0.01611279,0.271186441,0.767427885,0.15625,6.28125,6.125,0.125612245,female
+0.175790887,0.037900528,0.17399177,0.162238683,0.189201646,0.026962963,2.808492361,11.22937027,0.852621073,0.280649729,0.16454321,0.175790887,0.157736292,0.026622296,0.195121951,0.493951613,0.0859375,5.578125,5.4921875,0.112280702,female
+0.183481249,0.031575746,0.181086957,0.170815217,0.198586957,0.027771739,3.224483548,15.51040711,0.815590875,0.203100701,0.172717391,0.183481249,0.171749298,0.04432133,0.213333333,0.7734375,0.1640625,6.8828125,6.71875,0.128043776,female
+0.183357687,0.034865276,0.181052632,0.172105263,0.195789474,0.023684211,3.350340232,15.91799204,0.817364909,0.233875464,0.175789474,0.183357687,0.172606958,0.084656085,0.246153846,0.859375,0.171875,6.0625,5.890625,0.221003135,female
+0.179977945,0.04061233,0.181552511,0.167232877,0.196894977,0.0296621,2.847010931,11.52848792,0.852755575,0.293614076,0.187178082,0.179977945,0.167402989,0.051612903,0.242424242,0.748604911,0.0234375,6.796875,6.7734375,0.149515144,female
+0.181511631,0.032578876,0.181154856,0.165721785,0.195853018,0.030131234,2.897036965,12.76794559,0.82602861,0.196993013,0.167926509,0.181511631,0.178054089,0.085561497,0.271186441,0.432154605,0.1640625,4.40625,4.2421875,0.124104768,female
+0.188897692,0.03853023,0.18584344,0.173803749,0.207453142,0.033649394,3.207139916,14.784439,0.849834978,0.292049492,0.173495039,0.188897692,0.174887226,0.017467249,0.253968254,1.002717391,0.1640625,6.3046875,6.140625,0.254626417,female
+0.18075013,0.035288446,0.181148649,0.169087838,0.190135135,0.021047297,3.196902478,13.46585934,0.822352899,0.21211928,0.182094595,0.18075013,0.172215652,0.01621074,0.242424242,0.279513889,0.15625,0.6953125,0.5390625,0.356884058,female
+0.18362136,0.030907742,0.179417476,0.166504854,0.197087379,0.030582524,2.553964464,10.35492642,0.817872453,0.181513091,0.166504854,0.18362136,0.165878564,0.056939502,0.213333333,0.201388889,0.1640625,0.375,0.2109375,0.240740741,female
+0.149785064,0.063255133,0.174132986,0.085423729,0.190925684,0.105501956,3.034384236,13.95011487,0.905598576,0.535060333,0.187640156,0.149785064,0.16195082,0.01793722,0.207792208,0.786328125,0.0078125,6.21875,6.2109375,0.16060907,female
+0.183137591,0.033230323,0.179166667,0.167083333,0.197916667,0.030833333,3.448700399,18.85410394,0.832910432,0.227529712,0.167916667,0.183137591,0.169357307,0.055172414,0.219178082,0.287224265,0.1640625,1.7734375,1.609375,0.081614078,female
+0.181565202,0.037959151,0.175561497,0.165454545,0.198395722,0.032941176,2.975100445,12.86753483,0.853810091,0.295184403,0.171069519,0.181565202,0.164492858,0.021563342,0.213333333,0.543174342,0.1640625,6.9296875,6.765625,0.111367719,female
+0.179578634,0.040894259,0.172140078,0.160428016,0.201011673,0.040583658,2.98611118,13.15731747,0.86858062,0.320940418,0.171595331,0.179578634,0.16200061,0.038461538,0.235294118,0.616030093,0.1640625,6.5625,6.3984375,0.140180332,female
+0.193146403,0.038869967,0.191034483,0.172758621,0.206206897,0.033448276,2.721463425,11.42611258,0.849638747,0.25782537,0.17,0.193146403,0.159146325,0.017241379,0.205128205,1.277157738,0.1640625,6.265625,6.1015625,0.215108835,female
+0.163613717,0.053700625,0.168602151,0.156344086,0.18516129,0.028817204,3.615702412,18.60642007,0.889855437,0.470416918,0.164946237,0.163613717,0.164476848,0.042895442,0.231884058,0.740579044,0.03125,7.0,6.96875,0.162929746,female
+0.167783897,0.055280281,0.170927022,0.160433925,0.195779093,0.035345168,3.278784594,15.14745527,0.880824892,0.423669211,0.169546351,0.167783897,0.163770334,0.077669903,0.222222222,0.182692308,0.0234375,0.4296875,0.40625,0.094615385,female
+0.176985162,0.042534507,0.174951185,0.16167364,0.186276151,0.02460251,3.119440319,12.70221033,0.834588937,0.300902626,0.162454672,0.176985162,0.152717271,0.049230769,0.188235294,0.802083333,0.1640625,5.8359375,5.671875,0.233673635,female
+0.185294175,0.042459481,0.178214748,0.165174644,0.20465718,0.039482536,3.971078003,24.23074078,0.864874297,0.340182406,0.16771022,0.185294175,0.171082692,0.033333333,0.266666667,0.825246711,0.1640625,6.2734375,6.109375,0.169153169,female
+0.182024649,0.03689082,0.179459459,0.167567568,0.194054054,0.026486486,2.819241283,10.63450554,0.83222458,0.286989668,0.177837838,0.182024649,0.145490579,0.029850746,0.202531646,0.640024038,0.1640625,6.1171875,5.953125,0.084426947,female
+0.138120228,0.071193194,0.166576981,0.057757848,0.186038864,0.128281016,2.432981166,10.65667249,0.920322447,0.513792004,0.166786248,0.138120228,0.159178848,0.023460411,0.275862069,0.793973214,0.0390625,6.296875,6.2578125,0.188771389,female
+0.177722738,0.038923304,0.173653846,0.163221154,0.191153846,0.027932692,3.175014627,13.66395076,0.83479761,0.290493984,0.162211538,0.177722738,0.15566423,0.037383178,0.262295082,0.231026786,0.0390625,0.890625,0.8515625,0.111926606,female
+0.181115201,0.028360518,0.182926829,0.172195122,0.188780488,0.016585366,3.521181443,16.13962601,0.766037037,0.16502122,0.185853659,0.181115201,0.150384709,0.016666667,0.216216216,1.19921875,0.15625,6.2734375,6.1171875,0.247083865,female
+0.17954194,0.047432889,0.175820896,0.166567164,0.206865672,0.040298507,3.251653989,15.37139275,0.868478888,0.349780151,0.171044776,0.17954194,0.171535326,0.091428571,0.266666667,0.194661458,0.0078125,0.578125,0.5703125,0.158427635,female
+0.171668864,0.04964049,0.177821351,0.160740741,0.196427015,0.035686275,3.358289061,16.0591784,0.877704326,0.438459151,0.181481481,0.171668864,0.159960851,0.017977528,0.262295082,0.198893229,0.0078125,0.5546875,0.546875,0.079503106,female
+0.181751694,0.034710325,0.177226754,0.164437194,0.195954323,0.031517129,3.33144767,17.08238111,0.82999189,0.245323046,0.164437194,0.181751694,0.175220155,0.060836502,0.275862069,0.557291667,0.1640625,5.828125,5.6640625,0.144334975,female
+0.189257062,0.034716012,0.190126829,0.17537561,0.202146341,0.026770732,2.69068203,10.2527669,0.843440765,0.250192043,0.183297561,0.189257062,0.174571369,0.032388664,0.222222222,1.364375,0.0859375,6.7578125,6.671875,0.35144079,female
+0.179009963,0.036330598,0.176430108,0.164989247,0.187569892,0.022580645,3.358423187,14.22984273,0.829131452,0.260983951,0.180946237,0.179009963,0.162366078,0.036697248,0.275862069,0.949544271,0.15625,5.875,5.71875,0.179080542,female
+0.179854592,0.03891699,0.185142857,0.172,0.196571429,0.024571429,3.050910432,13.05236498,0.820680853,0.302645962,0.189142857,0.179854592,0.17814259,0.158415842,0.2,0.184659091,0.1640625,0.203125,0.0390625,0.22,female
+0.184168806,0.037102954,0.1861837,0.16843467,0.198861578,0.030426908,2.746986333,10.93918419,0.840538087,0.268711222,0.190168176,0.184168806,0.17623034,0.06779661,0.23880597,0.184210526,0.0390625,0.2421875,0.203125,0.117521368,female
+0.185847199,0.032152169,0.188072289,0.172048193,0.202831325,0.030783133,2.105534624,6.287352776,0.830392189,0.233417967,0.17246988,0.185847199,0.172804389,0.034334764,0.246153846,0.203125,0.1640625,0.421875,0.2578125,0.143434343,female
+0.187073799,0.035343836,0.183430178,0.170834114,0.20809747,0.037263355,2.320216684,8.445819088,0.858266134,0.247360229,0.181593252,0.187073799,0.176296978,0.042105263,0.225352113,0.653356481,0.1640625,6.4609375,6.296875,0.15007635,female
+0.18304616,0.031869226,0.187398119,0.172037618,0.194420063,0.022382445,3.937859169,20.36557417,0.792733183,0.216423614,0.191347962,0.18304616,0.16626362,0.02725724,0.195121951,0.235416667,0.1640625,0.8671875,0.703125,0.149206349,female
+0.174857232,0.039200239,0.169655172,0.15816092,0.196781609,0.03862069,3.199704232,15.85702691,0.860847893,0.317472011,0.16,0.174857232,0.168025757,0.081632653,0.228571429,0.5078125,0.15625,5.5,5.34375,0.126108281,female
+0.17463269,0.034746103,0.173753107,0.164009942,0.183264292,0.01925435,3.825210261,19.69171958,0.825176754,0.258849961,0.167489644,0.17463269,0.174702982,0.146788991,0.271186441,0.681451613,0.15625,6.1953125,6.0390625,0.164812419,female
+0.172271176,0.044797114,0.176483516,0.164615385,0.188791209,0.024175824,3.373657202,15.01203484,0.853113107,0.340283222,0.176483516,0.172271176,0.16901759,0.066945607,0.219178082,0.541903409,0.03125,6.0,5.96875,0.101334234,female
+0.185716982,0.040879052,0.183448276,0.165172414,0.213448276,0.048275862,2.208583433,7.641930433,0.868520809,0.320348685,0.165517241,0.185716982,0.172246567,0.04040404,0.228571429,1.372395833,0.15625,6.53125,6.375,0.334620098,female
+0.180496429,0.035274549,0.176395534,0.166347687,0.191802233,0.025454545,3.48389062,18.56029444,0.84742008,0.246109589,0.169250399,0.180496429,0.168509455,0.016427105,0.271186441,0.98828125,0.15625,6.328125,6.171875,0.239317223,female
+0.183245856,0.034481222,0.179315068,0.169965753,0.199452055,0.029486301,3.522186603,18.41774955,0.841949094,0.232825683,0.17260274,0.183245856,0.170297973,0.021447721,0.216216216,0.668346774,0.1640625,5.8984375,5.734375,0.127974569,female
+0.180675556,0.036617278,0.1792,0.1648,0.192266667,0.027466667,2.960100303,11.78055285,0.840314199,0.269390493,0.1648,0.180675556,0.164483902,0.033057851,0.275862069,0.676793981,0.1640625,6.7890625,6.625,0.150535196,female
+0.187324392,0.033986128,0.188446866,0.170517711,0.204850136,0.034332425,2.371323174,8.369805217,0.834361674,0.232039756,0.168228883,0.187324392,0.163658483,0.018823529,0.205128205,0.578125,0.1640625,6.90625,6.7421875,0.069597335,female
+0.188029756,0.034415149,0.190411523,0.171111111,0.204814815,0.033703704,2.082684624,6.716460872,0.850385097,0.234660479,0.203662551,0.188029756,0.170231137,0.016080402,0.228571429,0.685546875,0.1640625,5.796875,5.6328125,0.133715799,female
+0.166078098,0.054301895,0.174378698,0.162159763,0.190532544,0.028372781,3.557991975,17.81435737,0.883530848,0.44219647,0.169615385,0.166078098,0.174670446,0.017148982,0.246153846,0.844618056,0.1640625,6.3671875,6.203125,0.202231018,female
+0.179289108,0.033670948,0.176427924,0.165766092,0.192420671,0.026654578,3.058550761,14.38395503,0.836780259,0.227687154,0.172366274,0.179289108,0.175050232,0.037647059,0.262295082,0.810546875,0.15625,6.609375,6.453125,0.163252002,female
+0.179178834,0.038606676,0.18002006,0.163450351,0.195466399,0.032016048,2.493824948,9.013872535,0.856224144,0.298321803,0.179739218,0.179178834,0.164707438,0.016528926,0.262295082,0.5659375,0.1640625,6.5234375,6.359375,0.11036036,female
+0.181347325,0.038924713,0.177640808,0.16335813,0.196684378,0.033326249,2.973961651,12.53213987,0.859124629,0.304502063,0.161870351,0.181347325,0.15242251,0.029795158,0.205128205,0.740625,0.15625,6.921875,6.765625,0.132650115,female
+0.178690501,0.043085587,0.181194354,0.164169381,0.201259501,0.037090119,2.112956353,6.987666201,0.869628687,0.338454591,0.181194354,0.178690501,0.166864734,0.030131827,0.266666667,0.59205163,0.0234375,5.4921875,5.46875,0.086326531,female
+0.1871152,0.033905953,0.18858209,0.17108209,0.201380597,0.030298507,2.666921864,9.908801146,0.84478667,0.239938033,0.198507463,0.1871152,0.174929147,0.052980132,0.246153846,0.269252232,0.15625,1.4921875,1.3359375,0.129521334,female
+0.186071497,0.037486171,0.182625169,0.175426252,0.200433018,0.025006766,3.645519331,17.95791542,0.823998619,0.261475175,0.178836265,0.186071497,0.166717738,0.016376663,0.23880597,0.549753289,0.171875,6.1328125,5.9609375,0.072884811,female
+0.177679948,0.042773575,0.179955056,0.16705618,0.196314607,0.029258427,2.679598468,10.37771026,0.859103192,0.332854966,0.179955056,0.177679948,0.173700281,0.019047619,0.216216216,0.472146739,0.1640625,5.9140625,5.75,0.104310771,female
+0.184310609,0.031421894,0.184032258,0.171612903,0.194645161,0.023032258,3.173294325,13.73630297,0.831024897,0.212023734,0.190129032,0.184310609,0.167675275,0.021276596,0.275862069,0.756835938,0.1640625,5.4453125,5.28125,0.140962016,female
+0.163239107,0.053880771,0.172494983,0.160133779,0.188040134,0.027906355,3.498123705,19.28624775,0.881285095,0.415102366,0.172307692,0.163239107,0.168611512,0.054794521,0.213333333,0.695913462,0.0234375,6.9296875,6.90625,0.151821862,female
+0.178307366,0.037430229,0.175823236,0.165645046,0.186600143,0.020955096,3.770009757,19.52568021,0.84294858,0.284526565,0.17362794,0.178307366,0.168936167,0.016096579,0.262295082,0.312288851,0.15625,3.6875,3.53125,0.073623402,female
+0.174688323,0.035404501,0.168429119,0.160275862,0.185164751,0.024888889,3.954829916,21.83622761,0.839558233,0.261353549,0.164781609,0.174688323,0.156154983,0.016243655,0.210526316,0.430147059,0.15625,4.640625,4.484375,0.11751663,female
+0.183371888,0.034567903,0.179480519,0.164415584,0.202597403,0.038181818,2.235463465,8.101767002,0.861210975,0.251207091,0.163896104,0.183371888,0.149157471,0.024502297,0.207792208,0.473090278,0.15625,6.890625,6.734375,0.097169374,female
+0.176946779,0.035930092,0.180893471,0.165017182,0.193402062,0.02838488,3.031578736,12.71256613,0.821228801,0.257249198,0.166941581,0.176946779,0.158577544,0.01836969,0.197530864,0.375600962,0.1484375,2.359375,2.2109375,0.193168433,female
+0.174035475,0.03505841,0.168803828,0.160318979,0.184657097,0.024338118,4.072935688,21.79466568,0.826865693,0.246242315,0.160318979,0.174035475,0.153981474,0.029411765,0.210526316,0.504136029,0.1484375,5.765625,5.6171875,0.087115944,female
+0.177265765,0.033878387,0.175619469,0.166017699,0.188938053,0.022920354,3.261121463,14.29752036,0.816742073,0.226999411,0.164469027,0.177265765,0.164342202,0.020833333,0.25,0.596127717,0.078125,6.203125,6.125,0.146103896,female
+0.173641546,0.036383807,0.172963295,0.159677708,0.185246195,0.025568487,3.020243244,12.54912034,0.843487863,0.285397863,0.17572068,0.173641546,0.163960458,0.019607843,0.219178082,0.634967672,0.140625,6.796875,6.65625,0.143527834,female
+0.188222184,0.038190608,0.183830571,0.169392265,0.218121547,0.048729282,2.429484906,9.290797733,0.867046275,0.278393117,0.176869245,0.188222184,0.172368074,0.042780749,0.222222222,0.519097222,0.15625,5.3203125,5.1640625,0.118608169,female
+0.177919597,0.033816786,0.169655172,0.162758621,0.192413793,0.029655172,4.326653835,25.77755902,0.823617774,0.232398071,0.164482759,0.177919597,0.154691951,0.03125,0.222222222,0.56015625,0.0078125,6.234375,6.2265625,0.123819587,female
+0.176907314,0.030470094,0.176056338,0.164788732,0.186478873,0.021690141,2.774643174,10.40697235,0.818552229,0.192606212,0.183380282,0.176907314,0.168737049,0.037037037,0.216216216,0.693209135,0.15625,6.84375,6.6875,0.150654206,female
+0.187024799,0.051499898,0.197861272,0.179248555,0.209595376,0.030346821,2.667018372,10.02739238,0.851371565,0.295386096,0.206763006,0.187024799,0.179153999,0.07804878,0.25,1.530790441,0.0234375,6.78125,6.7578125,0.306213873,female
+0.192816887,0.035025695,0.191237756,0.172787177,0.219162956,0.046375779,2.052242209,7.308962828,0.866241417,0.236268267,0.173036509,0.192816887,0.169440901,0.024653313,0.231884058,0.550520833,0.15625,4.796875,4.640625,0.12574016,female
+0.184309404,0.043144869,0.186984127,0.16984127,0.210793651,0.040952381,2.075172267,6.904859558,0.87199046,0.351324706,0.177777778,0.184309404,0.172423512,0.075471698,0.222222222,0.236505682,0.1640625,0.5703125,0.40625,0.268315018,female
+0.184889342,0.032249148,0.182728551,0.167763713,0.202025316,0.034261603,2.407879424,8.507609676,0.833187846,0.20967134,0.168157525,0.184889342,0.179046111,0.153846154,0.225352113,0.557725694,0.15625,6.3515625,6.1953125,0.128402937,female
+0.185992534,0.024001665,0.187908745,0.177794677,0.195361217,0.01756654,3.332114381,14.71223209,0.74769487,0.106801091,0.190570342,0.185992534,0.168579087,0.024169184,0.205128205,0.257161458,0.171875,0.7265625,0.5546875,0.183098592,female
+0.186647078,0.042361314,0.184414958,0.171580217,0.207044632,0.035464415,2.73291839,11.16205962,0.844338992,0.231123565,0.17495778,0.186647078,0.179598108,0.024169184,0.25,0.949609375,0.171875,6.8671875,6.6953125,0.219984032,female
+0.181182549,0.030157037,0.177701975,0.168150808,0.192531418,0.02438061,3.071247114,13.11235702,0.82088099,0.182415685,0.16940754,0.181182549,0.174194033,0.08,0.219178082,0.215247845,0.15625,0.9140625,0.7578125,0.094256259,female
+0.185174046,0.038502302,0.181031447,0.166591195,0.202867925,0.03627673,2.531039025,9.333099897,0.859676929,0.290416359,0.172226415,0.185174046,0.166094437,0.04359673,0.262295082,0.746484375,0.1640625,6.546875,6.3828125,0.150486375,female
+0.168612886,0.053763393,0.179114504,0.167572519,0.195358779,0.02778626,3.524902756,17.31994483,0.85607933,0.375274881,0.179114504,0.168612886,0.169659735,0.01816118,0.205128205,0.258300781,0.15625,0.796875,0.640625,0.133333333,female
+0.178653418,0.033572903,0.176154465,0.165792438,0.186967015,0.021174578,3.414957728,15.17937891,0.823984458,0.216122064,0.179082864,0.178653418,0.167376576,0.043478261,0.231884058,0.833007813,0.1640625,6.453125,6.2890625,0.195351633,female
+0.187176669,0.037500145,0.1792,0.168861538,0.211938462,0.043076923,3.134099576,14.33179686,0.847972425,0.27697339,0.171876923,0.187176669,0.156718206,0.04610951,0.235294118,0.623535156,0.0078125,5.8125,5.8046875,0.148855989,female
+0.189260354,0.037321152,0.19047409,0.171642778,0.210848953,0.039206174,2.001373324,6.806066533,0.862151671,0.275669893,0.1846086,0.189260354,0.17098515,0.018757327,0.262295082,0.692595109,0.15625,6.25,6.09375,0.125058275,female
+0.184892871,0.03294791,0.187225549,0.17493014,0.197285429,0.022355289,3.025038543,12.67707395,0.816435295,0.247041762,0.190578842,0.184892871,0.172206304,0.061776062,0.213333333,0.189453125,0.1640625,0.21875,0.0546875,0.168831169,female
+0.163067204,0.062227078,0.176203288,0.161345291,0.195874439,0.034529148,3.030760214,13.03985144,0.899023214,0.484541573,0.172017937,0.163067204,0.167055389,0.029304029,0.25,0.84765625,0.0078125,6.484375,6.4765625,0.184146131,female
+0.181922591,0.030723142,0.182894394,0.170482399,0.193846154,0.023363755,2.797413955,10.32447203,0.80162462,0.197543736,0.191655802,0.181922591,0.162626553,0.020698577,0.197530864,0.509868421,0.1640625,5.7265625,5.5625,0.072290152,female
+0.181995688,0.039201197,0.178918239,0.166943396,0.198289308,0.031345912,3.381987693,15.69935091,0.850543955,0.319835359,0.176805031,0.181995688,0.156943838,0.016684046,0.216216216,0.244140625,0.15625,0.90625,0.75,0.180921053,female
+0.177298053,0.04050495,0.177834146,0.163082927,0.19777561,0.034692683,2.691006139,10.40787945,0.853580434,0.317349553,0.169092683,0.177298053,0.176314965,0.047337278,0.253968254,0.18359375,0.0078125,0.34375,0.3359375,0.080426357,female
+0.178389481,0.031529895,0.175955056,0.166516854,0.186741573,0.020224719,3.570498701,16.12554787,0.816218464,0.216515401,0.169213483,0.178389481,0.163616573,0.025,0.228571429,0.976325758,0.15625,6.2265625,6.0703125,0.217261905,female
+0.174523844,0.033396285,0.173863874,0.161549738,0.186764398,0.02521466,3.025874501,12.55109679,0.815919698,0.221765646,0.172691099,0.174523844,0.164132116,0.064777328,0.202531646,0.206861413,0.1640625,0.8125,0.6484375,0.097532989,female
+0.177370741,0.038632494,0.172307692,0.161538462,0.195583127,0.034044665,3.276967634,15.49620068,0.848722237,0.290096471,0.162580645,0.177370741,0.160316843,0.015640274,0.216216216,0.947265625,0.1640625,6.796875,6.6328125,0.151943463,female
+0.154071439,0.061358828,0.171242938,0.147514124,0.189435028,0.041920904,2.614452178,10.07099944,0.896255185,0.50511335,0.188248588,0.154071439,0.166609962,0.043956044,0.231884058,0.56640625,0.015625,6.2265625,6.2109375,0.08390677,female
+0.181191431,0.030724484,0.182807018,0.168070175,0.192982456,0.024912281,2.911882044,11.98343468,0.820293627,0.213677223,0.182807018,0.181191431,0.170651978,0.02507837,0.266666667,0.6453125,0.0078125,5.5859375,5.578125,0.135264632,female
+0.181964222,0.030651862,0.176744186,0.16744186,0.197674419,0.030232558,3.825913917,20.0739797,0.803241001,0.189572318,0.17627907,0.181964222,0.163304714,0.072727273,0.210526316,0.845833333,0.1640625,4.078125,3.9140625,0.25677217,female
+0.183098304,0.033502632,0.182711864,0.170847458,0.195762712,0.024915254,2.751857756,10.92093359,0.833917499,0.239810079,0.182316384,0.183098304,0.17400933,0.07960199,0.216216216,0.205295139,0.1640625,0.3828125,0.21875,0.25210084,female
+0.182713507,0.037318893,0.177748691,0.168586387,0.200104712,0.031518325,3.090780455,13.55095029,0.845562464,0.291419061,0.169319372,0.182713507,0.167259374,0.026315789,0.253968254,0.226151316,0.15625,0.6015625,0.4453125,0.119883041,female
+0.171319139,0.05114691,0.176026823,0.162883487,0.19597653,0.033093043,2.796871994,12.09750502,0.892325071,0.447628548,0.16992456,0.171319139,0.167116933,0.065306122,0.216216216,0.673135081,0.1640625,5.828125,5.6640625,0.180735632,female
+0.168163038,0.04769913,0.171259968,0.15585327,0.18800638,0.03215311,3.18580126,15.46434542,0.87436711,0.377036481,0.15585327,0.168163038,0.169211771,0.069565217,0.275862069,0.356060606,0.0078125,4.484375,4.4765625,0.082733421,female
+0.174173532,0.040007283,0.162465462,0.155026567,0.194899044,0.039872476,5.383762482,39.9382369,0.842794632,0.287725951,0.155026567,0.174173532,0.157304449,0.063241107,0.205128205,1.0246875,0.15625,6.7109375,6.5546875,0.208879619,female
+0.183173193,0.031863762,0.178181818,0.16707438,0.200859504,0.033785124,2.981181105,14.5261012,0.820642976,0.205586047,0.16707438,0.183173193,0.169568327,0.04494382,0.225352113,0.708705357,0.1640625,5.8359375,5.671875,0.181182454,female
+0.17789608,0.036367432,0.173355705,0.163020134,0.190268456,0.027248322,2.97024606,12.74046109,0.831026562,0.238260702,0.168657718,0.17789608,0.158210892,0.031434185,0.202531646,0.599158654,0.1640625,5.640625,5.4765625,0.092076255,female
+0.188307347,0.033788936,0.185224111,0.17137558,0.211622875,0.040247295,2.202962249,7.759716662,0.84213361,0.22862079,0.173539413,0.188307347,0.177041787,0.037037037,0.231884058,0.4609375,0.15625,4.5625,4.40625,0.134042553,female
+0.179749589,0.034081928,0.174082397,0.167790262,0.18701623,0.019225968,4.997551484,34.13676428,0.8002275,0.223222936,0.173732834,0.179749589,0.164371027,0.015701668,0.225352113,0.898828125,0.1640625,6.625,6.4609375,0.139258364,female
+0.180533618,0.04191161,0.18890411,0.165251142,0.201050228,0.035799087,2.502392291,9.109723498,0.857856965,0.323957182,0.193059361,0.180533618,0.174824251,0.017877095,0.266666667,0.654017857,0.0078125,3.734375,3.7265625,0.28721174,female
+0.197216458,0.065365816,0.2136,0.181866667,0.236266667,0.0544,2.676538721,13.36528867,0.906817248,0.449640026,0.050133333,0.197216458,0.161213343,0.017094017,0.266666667,0.209321121,0.0546875,0.5625,0.5078125,0.331868132,female
+0.18913327,0.067775893,0.205988024,0.178443114,0.234251497,0.055808383,3.262410672,21.96557969,0.909747128,0.47946707,0.05005988,0.18913327,0.171696223,0.017372421,0.275862069,0.181884766,0.0234375,0.625,0.6015625,0.281524927,female
+0.176733399,0.072027335,0.205470588,0.161,0.223588235,0.062588235,3.353022024,22.39225645,0.926618275,0.550261825,0.050029412,0.176733399,0.146153887,0.016649324,0.253968254,0.179265203,0.0546875,0.875,0.8203125,0.169312169,female
+0.182050791,0.05640816,0.193285094,0.175050651,0.212735166,0.037684515,2.659046776,11.83063869,0.875828417,0.410387208,0.05024602,0.182050791,0.143441271,0.015732547,0.219178082,0.196546053,0.0546875,0.6953125,0.640625,0.146341463,female
+0.192711322,0.070159084,0.213066667,0.172533333,0.242133333,0.0696,2.179408586,10.80957057,0.923526627,0.524650226,0.050133333,0.192711322,0.158002396,0.016913319,0.271186441,0.465517241,0.0546875,5.4921875,5.4375,0.113711002,female
+0.201748377,0.061291383,0.204132554,0.180662768,0.249707602,0.069044834,1.944875808,7.574773293,0.892704344,0.348167588,0.050214425,0.201748377,0.154557472,0.017410229,0.275862069,0.228236607,0.0546875,0.7265625,0.671875,0.20327304,female
+0.192628831,0.077848703,0.214562384,0.16972067,0.255232775,0.085512104,2.245735913,12.42873475,0.932352155,0.563884404,0.050055866,0.192628831,0.148658694,0.01826484,0.275862069,0.301185345,0.0546875,0.734375,0.6796875,0.23727422,female
+0.206335337,0.063948841,0.226852917,0.186820049,0.248940016,0.062119967,2.063404397,8.360208293,0.90608687,0.435548385,0.050156122,0.206335337,0.138612142,0.016666667,0.266666667,0.183001894,0.0546875,0.6953125,0.640625,0.107469512,female
+0.195929487,0.065939782,0.211308901,0.184712042,0.237068063,0.052356021,2.105751193,9.111364242,0.915902231,0.489533705,0.050052356,0.195929487,0.168337642,0.016684046,0.271186441,0.226140203,0.0546875,0.75,0.6953125,0.287141074,female
+0.189912809,0.072125091,0.2072,0.1816,0.242666667,0.061066667,1.870038249,6.917744728,0.914751379,0.473693624,0.050133333,0.189912809,0.164234802,0.016443988,0.262295082,0.212553879,0.0546875,0.6171875,0.5625,0.233134921,female
+0.168597658,0.059374106,0.177830375,0.153254438,0.197712032,0.044457594,2.526929867,12.31377432,0.922825257,0.533854251,0.0,0.168597658,0.152476674,0.017857143,0.271186441,0.142578125,0.0078125,0.765625,0.7578125,0.130584192,female
+0.159715,0.057487532,0.165918513,0.149106505,0.190936383,0.041829878,2.911308167,15.66314562,0.897692934,0.431623436,0.0,0.159715,0.164623842,0.024427481,0.216216216,0.133854167,0.0078125,0.203125,0.1953125,0.451428571,female
+0.194125015,0.061219671,0.206903991,0.181078749,0.232125135,0.051046386,2.26722033,9.577863905,0.908414374,0.446981236,0.0,0.194125015,0.189044867,0.016913319,0.258064516,0.88875,0.0078125,6.984375,6.9765625,0.213465845,female
+0.172585728,0.065865991,0.183275194,0.157771318,0.208507752,0.050736434,3.089755012,20.77845428,0.923872435,0.51266214,0.0,0.172585728,0.172410438,0.016967126,0.258064516,0.552001953,0.0078125,6.53125,6.5234375,0.143094456,female
+0.182063734,0.059175288,0.184107351,0.167771295,0.213675613,0.045904317,2.831542983,14.27792312,0.908296337,0.451007135,0.0,0.182063734,0.169674085,0.016511868,0.275862069,0.128125,0.0078125,0.421875,0.4140625,0.142138365,female
+0.175248259,0.060034786,0.193390509,0.160251572,0.208919383,0.04866781,3.407405699,23.52343717,0.90532714,0.439105021,0.0,0.175248259,0.177270957,0.015640274,0.271186441,0.125625,0.0078125,0.6171875,0.609375,0.155769231,female
+0.172678832,0.051913777,0.182923006,0.161622868,0.197768557,0.036145689,3.061701929,15.48541199,0.893837925,0.409584631,0.0,0.172678832,0.173162449,0.017039404,0.271186441,0.344835069,0.0078125,6.609375,6.6015625,0.072831784,female
+0.161152946,0.068211157,0.173633865,0.145772402,0.208884002,0.0631116,3.252964331,32.075579,0.938153359,0.584005369,0.0,0.161152946,0.167895141,0.015748031,0.275862069,0.149456522,0.0078125,0.453125,0.4453125,0.286549708,female
+0.170131639,0.054452651,0.179317954,0.155305918,0.198134403,0.042828485,2.641074145,14.06295892,0.91009486,0.456988942,0.0,0.170131639,0.149217361,0.018669778,0.258064516,0.155172414,0.0078125,0.46875,0.4609375,0.154498044,female
+0.177046702,0.064521832,0.188208386,0.156721728,0.223786531,0.067064803,2.145687764,13.51492772,0.933957201,0.538465424,0.0,0.177046702,0.179877831,0.047477745,0.262295082,0.220880682,0.0078125,0.84375,0.8359375,0.238095238,female
+0.154080446,0.087913069,0.176678967,0.057859779,0.228597786,0.170738007,2.219183881,9.583576555,0.953377371,0.704236647,0.217490775,0.154080446,0.207905119,0.01754386,0.262295082,0.610753676,0.0078125,4.7265625,4.71875,0.185540839,female
+0.162341173,0.079431075,0.197345538,0.08778032,0.21624714,0.128466819,3.600307042,19.96706291,0.946908145,0.70691673,0.213363844,0.162341173,0.206478853,0.068669528,0.262295082,0.338942308,0.0078125,0.8359375,0.828125,0.34827044,female
+0.151754544,0.089441421,0.198519765,0.059343987,0.225836838,0.166492851,2.603043024,13.20473282,0.950413017,0.681699085,0.214297729,0.151754544,0.212683436,0.054054054,0.275862069,0.784179688,0.015625,3.5859375,3.5703125,0.28242159,female
+0.141082907,0.088698384,0.179803922,0.043235294,0.217777778,0.174542484,1.597068956,5.560671116,0.941750743,0.60112741,0.225326797,0.141082907,0.174178913,0.016824395,0.262295082,0.633333333,0.0078125,3.59375,3.5859375,0.241985683,female
+0.141616514,0.086008076,0.159907264,0.057774343,0.222009274,0.16423493,1.471281182,5.115927219,0.964447856,0.745641046,0.194528594,0.141616514,0.184906212,0.032064128,0.258064516,0.380208333,0.0234375,3.5625,3.5390625,0.150686246,female
+0.165804326,0.082937048,0.193819951,0.095888078,0.229245742,0.133357664,1.679792218,7.699729712,0.96318261,0.725957057,0.204890511,0.165804326,0.189944746,0.020382166,0.271186441,0.197265625,0.0078125,0.46875,0.4609375,0.261694915,female
+0.152197551,0.082751557,0.192843137,0.066111111,0.215718954,0.149607843,2.660579454,12.06190016,0.943341064,0.651973135,0.215718954,0.152197551,0.190461369,0.018454441,0.242424242,0.859375,0.0078125,3.265625,3.2578125,0.197489068,female
+0.129146276,0.087656087,0.141549815,0.0400369,0.215166052,0.175129151,1.8214098,6.826309701,0.949958296,0.678018333,0.21904059,0.129146276,0.197429032,0.021052632,0.235294118,0.700892857,0.0546875,3.125,3.0703125,0.172049325,female
+0.175554269,0.084077055,0.201348315,0.126414709,0.237385087,0.110970378,1.852941973,6.470409501,0.943450561,0.642258858,0.216506639,0.175554269,0.181828913,0.020151134,0.275862069,0.796274038,0.0078125,3.109375,3.1015625,0.268471872,female
+0.148974544,0.087243259,0.190420018,0.050795353,0.217944593,0.16714924,2.138169548,8.352814753,0.939006748,0.622045197,0.20743521,0.148974544,0.183926045,0.081632653,0.242424242,0.407483553,0.0078125,3.1171875,3.109375,0.176470588,female
+0.197722838,0.043484253,0.19699192,0.174195152,0.223965196,0.049770044,2.132563238,8.494306308,0.899003938,0.266904383,0.175239279,0.197722838,0.151900829,0.015640274,0.253968254,1.0453125,0.1484375,7.0,6.8515625,0.258635723,female
+0.19137372,0.042440207,0.1910403,0.162043112,0.220431115,0.058388004,1.836144972,7.111128227,0.904673081,0.287490997,0.176344892,0.19137372,0.15833656,0.022408964,0.266666667,1.122070313,0.1640625,6.9296875,6.765625,0.171629999,female
+0.189153875,0.049763129,0.192405609,0.154951456,0.223667745,0.068716289,1.188837987,3.912539272,0.926780933,0.399390383,0.199503776,0.189153875,0.139329658,0.032786885,0.242424242,0.5484375,0.1640625,2.6015625,2.4375,0.168174962,female
+0.191702353,0.044968112,0.19056806,0.161157556,0.217377635,0.056220079,1.936981616,7.971062739,0.910711677,0.279577265,0.176463023,0.191702353,0.157803061,0.016243655,0.271186441,0.977163462,0.140625,7.0,6.859375,0.220856224,female
+0.183433207,0.049426678,0.173185976,0.151097561,0.21277439,0.061676829,2.549621332,12.71592197,0.90747976,0.306336797,0.154085366,0.183433207,0.146007328,0.016309888,0.275862069,0.871651786,0.0078125,6.8515625,6.84375,0.076484018,female
+0.186465568,0.045515154,0.187767695,0.153720508,0.215589837,0.061869328,1.710496891,6.227631189,0.912430957,0.30767362,0.199455535,0.186465568,0.148864482,0.022535211,0.23880597,0.487760417,0.1328125,6.8046875,6.671875,0.094712664,female
+0.19820339,0.043551551,0.204104135,0.17308831,0.224400204,0.051311894,2.181699892,9.473103273,0.907944795,0.294762277,0.221541603,0.19820339,0.158042369,0.01843318,0.266666667,0.550951087,0.140625,5.546875,5.40625,0.072736031,female
+0.187629034,0.040200366,0.187235239,0.155613871,0.217544517,0.061930647,2.555591792,11.56968047,0.886006753,0.234557225,0.156532334,0.187629034,0.153608913,0.040609137,0.253968254,0.517578125,0.15625,6.984375,6.828125,0.056659039,female
+0.200702042,0.065327658,0.218624915,0.190605854,0.239591559,0.048985705,2.665433212,11.69466552,0.917600502,0.516220519,0.212144316,0.200702042,0.165351754,0.016393443,0.275862069,0.195012019,0.0078125,0.546875,0.5390625,0.151228733,female
+0.173249738,0.052020043,0.189908069,0.159019408,0.202492339,0.043472932,3.149874198,15.63673222,0.892246147,0.450262416,0.197344229,0.173249738,0.150267973,0.024883359,0.235294118,0.143415179,0.0078125,0.2265625,0.21875,0.337912088,female
+0.182299692,0.062017039,0.193745624,0.159766628,0.23033839,0.070571762,1.406595042,4.308847519,0.941427382,0.594892424,0.195215869,0.182299692,0.162182751,0.016161616,0.275862069,0.164566532,0.0078125,0.296875,0.2890625,0.309412861,female
+0.183495166,0.067946334,0.206497726,0.157920728,0.230695257,0.072774529,2.249872274,7.938165258,0.935247629,0.611967177,0.230877193,0.183495166,0.149573845,0.015686275,0.253968254,0.198939732,0.0546875,0.3203125,0.265625,0.191764706,female
+0.173271499,0.065123494,0.187934239,0.144102931,0.218556112,0.074453181,2.594766613,11.35850314,0.946681272,0.668180884,0.191536812,0.173271499,0.145000381,0.016048144,0.275862069,0.183238636,0.0078125,0.265625,0.2578125,0.172248804,female
+0.173639025,0.076567984,0.193230294,0.128964451,0.231746522,0.102782071,0.983938594,3.601630095,0.967853359,0.756649883,0.201669243,0.173639025,0.144806006,0.016194332,0.258064516,0.192522321,0.0078125,0.3359375,0.328125,0.234126984,female
+0.200115562,0.060781165,0.219665272,0.191743375,0.23958159,0.047838215,2.522924805,8.97174289,0.904789552,0.498885996,0.235871688,0.200115562,0.150028903,0.015888779,0.246153846,0.174479167,0.0078125,0.3203125,0.3125,0.2625,female
+0.196405992,0.06305863,0.215212766,0.181143617,0.238111702,0.056968085,1.892379171,6.777290567,0.924598543,0.536890004,0.229547872,0.196405992,0.166000104,0.015936255,0.271186441,0.209635417,0.0078125,0.4609375,0.453125,0.217980296,female
+0.170211942,0.071781361,0.201348315,0.114688458,0.220796731,0.106108274,2.865304104,13.44740971,0.938500807,0.654076226,0.209928498,0.170211942,0.168726269,0.017278618,0.258064516,0.180555556,0.046875,0.2421875,0.1953125,0.3425,female
+0.172286018,0.062872731,0.19148983,0.158086861,0.209807587,0.051720726,3.134383327,14.26215426,0.920398749,0.574005405,0.206575041,0.172286018,0.157403456,0.023357664,0.271186441,0.276241987,0.0078125,3.8828125,3.875,0.038796861,female
+0.20493788,0.057838329,0.219862909,0.195125666,0.239482102,0.044356436,2.485002889,10.42275921,0.884811248,0.362203734,0.050114242,0.20493788,0.145933974,0.016096579,0.275862069,0.251736111,0.0546875,0.8671875,0.8125,0.27032967,female
+0.157168627,0.078394072,0.184612159,0.085115304,0.225995807,0.140880503,2.322140537,13.32600194,0.961834662,0.752103834,0.050188679,0.157168627,0.141424458,0.01659751,0.262295082,0.31640625,0.0546875,3.828125,3.7734375,0.12621118,female
+0.195860836,0.057153403,0.205355064,0.181233993,0.234365541,0.053131548,2.004903455,8.716056395,0.889968473,0.37478526,0.049871944,0.195860836,0.139459312,0.016859852,0.25,0.236752717,0.0546875,0.75,0.6953125,0.259448417,female
+0.188226793,0.078766267,0.207706422,0.179816514,0.249541284,0.069724771,1.656945557,5.766831135,0.921602203,0.508717732,0.049908257,0.188226793,0.157150831,0.016632017,0.275862069,0.25,0.0546875,0.734375,0.6796875,0.206896552,female
+0.22237339,0.059723908,0.241931385,0.192121982,0.265412961,0.073290978,2.496012943,10.46037923,0.867353746,0.271194225,0.268970775,0.22237339,0.171505228,0.019488429,0.275862069,0.268229167,0.0546875,1.0078125,0.953125,0.154098361,female
+0.192049961,0.06985374,0.216128237,0.178150432,0.241331689,0.063181258,1.762693526,5.862619356,0.922779139,0.546754424,0.050061652,0.192049961,0.184094962,0.016753927,0.266666667,0.316761364,0.0546875,0.78125,0.7265625,0.391193036,female
+0.201929499,0.062835273,0.217509248,0.184019729,0.2427127,0.058692972,1.862399953,7.816939338,0.902991777,0.42976358,0.050061652,0.201929499,0.166532228,0.016666667,0.266666667,0.264914773,0.0546875,0.734375,0.6796875,0.35030104,female
+0.198050632,0.070331152,0.216160939,0.182129086,0.247611065,0.065481978,1.787490402,8.96907682,0.915851959,0.444600356,0.049991618,0.198050632,0.18160691,0.016528926,0.275862069,0.204545455,0.0546875,0.7890625,0.734375,0.197473404,female
+0.193962059,0.078521917,0.221595092,0.187239264,0.249079755,0.061840491,2.149417781,7.786475755,0.914981783,0.513837744,0.219591002,0.193962059,0.180686642,0.016580311,0.275862069,0.242766204,0.0546875,0.765625,0.7109375,0.178782756,female
+0.195739595,0.072019189,0.2078125,0.18375,0.250568182,0.066818182,2.655036178,14.54117518,0.915646039,0.471817182,0.050113636,0.195739595,0.18201113,0.018306636,0.275862069,0.260216346,0.0546875,0.78125,0.7265625,0.278438031,female
+0.171870667,0.058132077,0.181399549,0.159066968,0.203732129,0.044665162,3.646713203,25.38702215,0.900367759,0.429190181,0.0,0.171870667,0.171230039,0.021276596,0.266666667,0.241122159,0.0078125,2.234375,2.2265625,0.049473684,female
+0.178197286,0.060209543,0.191215075,0.157192982,0.215776478,0.058583496,3.162454586,27.16837016,0.923006923,0.488414888,0.0,0.178197286,0.144651916,0.015640274,0.253968254,0.144003378,0.0078125,1.078125,1.0703125,0.143838557,female
+0.173822008,0.060250421,0.177272186,0.155259083,0.213960691,0.058701608,3.40025312,30.84999359,0.923000604,0.504066376,0.0,0.173822008,0.174866001,0.056338028,0.23880597,0.197591146,0.0078125,0.65625,0.6484375,0.316121629,female
+0.172108228,0.060777778,0.178181818,0.161212121,0.200594626,0.039382504,3.898734439,32.57548597,0.906936448,0.450730678,0.0,0.172108228,0.135377777,0.016427105,0.275862069,0.06640625,0.0078125,0.265625,0.2578125,0.235976789,female
+0.171769968,0.07124443,0.188773514,0.141369451,0.223957863,0.082588412,6.669214507,113.9415116,0.948423913,0.658345056,0.0,0.171769968,0.15639932,0.015952144,0.275862069,0.0959375,0.0078125,0.515625,0.5078125,0.180566802,female
+0.188872268,0.060987791,0.19995602,0.173479934,0.229664651,0.056184717,3.198953231,31.37139736,0.915985591,0.436417565,0.0,0.188872268,0.181574254,0.021136063,0.25,0.2315625,0.0078125,0.7890625,0.78125,0.304285714,female
+0.175107809,0.069521002,0.182761506,0.138828452,0.231380753,0.092552301,5.666595733,91.42319029,0.936910656,0.537922752,0.0,0.175107809,0.153756524,0.01611279,0.275862069,0.068296371,0.0078125,0.2578125,0.25,0.192307692,female
+0.179418077,0.069468971,0.187940221,0.140636777,0.234515919,0.093879142,6.130157522,101.0393764,0.938814648,0.555937116,0.0,0.179418077,0.17917545,0.032454361,0.275862069,0.151654412,0.0078125,0.4765625,0.46875,0.265555556,female
+0.183200597,0.065165804,0.191226611,0.158627859,0.235031185,0.076403326,2.717303966,21.11305348,0.926863833,0.501416796,0.0,0.183200597,0.157969549,0.015841584,0.275862069,0.184895833,0.0078125,2.4375,2.4296875,0.049591887,female
+0.160173684,0.061159682,0.170058343,0.150781797,0.193418903,0.042637106,4.301561972,39.32441678,0.916364341,0.525700823,0.0,0.160173684,0.144966072,0.015640274,0.271186441,0.216594828,0.0078125,2.0703125,2.0625,0.037441725,female
+0.08560587,0.072141613,0.058709677,0.025865103,0.139589443,0.11372434,2.281377222,10.17882178,0.94310951,0.636657278,0.016627566,0.08560587,0.124926783,0.016129032,0.253968254,0.188858696,0.0078125,0.7578125,0.75,0.250496032,female
+0.082005982,0.069725153,0.058382148,0.024407252,0.133751743,0.109344491,2.377493906,9.717257347,0.938889383,0.608705825,0.009762901,0.082005982,0.153542833,0.016,0.266666667,0.252197266,0.0078125,1.421875,1.4140625,0.223362273,female
+0.078847187,0.068472556,0.054163162,0.022842725,0.127636669,0.104793944,2.422416756,9.575712722,0.930185297,0.581113385,0.024491169,0.078847187,0.138373463,0.016293279,0.271186441,0.436662946,0.0078125,5.328125,5.3203125,0.106574043,female
+0.121445506,0.084218712,0.125799864,0.032784207,0.194608577,0.16182437,2.083068529,8.659578734,0.966515567,0.776099236,0.014295439,0.121445506,0.161328459,0.01621074,0.275862069,0.283333333,0.0078125,0.96875,0.9609375,0.238385598,female
+0.093402309,0.070612134,0.068169935,0.032941176,0.157843137,0.124901961,1.808112797,7.522360604,0.945408462,0.632646768,0.021045752,0.093402309,0.160136684,0.023880597,0.266666667,0.240056818,0.0078125,0.5859375,0.578125,0.438223938,female
+0.10262336,0.076950322,0.08460039,0.032020793,0.168109162,0.136088369,1.90567839,7.191967348,0.951992434,0.674631772,0.014918778,0.10262336,0.159180996,0.015748031,0.275862069,0.248816288,0.0078125,0.609375,0.6015625,0.379136992,female
+0.091790714,0.071356584,0.065929457,0.029094376,0.157750238,0.128655863,2.000944147,7.683516789,0.939997757,0.613938561,0.024022879,0.091790714,0.143862036,0.020151134,0.25,0.2578125,0.0078125,0.875,0.8671875,0.370570571,female
+0.112574609,0.080004969,0.131173021,0.030997067,0.172434018,0.14143695,2.471338483,10.23617621,0.942924916,0.657554266,0.008621701,0.112574609,0.150547581,0.016243655,0.275862069,0.3209375,0.0078125,0.7734375,0.765625,0.260425909,female
+0.097562091,0.070847036,0.071000752,0.038765989,0.158224229,0.119458239,1.430849795,4.652448192,0.952220292,0.664711798,0.038555305,0.097562091,0.148914143,0.019851117,0.222222222,0.255774457,0.0078125,0.640625,0.6328125,0.305836139,female
+0.088831313,0.069826874,0.070166746,0.027479752,0.14340162,0.115921868,1.878499444,7.406555457,0.949350638,0.625181224,0.006136255,0.088831313,0.155144581,0.017185822,0.271186441,0.215297965,0.0078125,0.640625,0.6328125,0.3944595,female
+0.164784249,0.107549057,0.219729944,0.007339158,0.247084988,0.23974583,27.135438,800.2724883,0.766384644,0.235352701,0.0,0.164784249,0.201655518,0.016,0.271186441,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.135120044,0.111260492,0.199921105,0.000276134,0.232228797,0.231952663,24.9488324,666.6810237,0.74867638,0.280412417,0.0,0.135120044,0.172887738,0.016913319,0.25,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.152414448,0.107861762,0.204427861,0.000348259,0.241343284,0.240995025,21.76160898,513.8796477,0.771160069,0.271657028,0.0,0.152414448,0.152977222,0.016,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.15025502,0.111256969,0.203350358,0.002288049,0.24825332,0.245965271,24.01442382,624.9391693,0.777701956,0.26493328,0.0,0.15025502,0.1876571,0.015968064,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.151283266,0.1102608,0.208732126,0.000266921,0.245567207,0.245300286,25.15253644,680.4858373,0.768258053,0.288360881,0.0,0.151283266,0.182116068,0.015984016,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.153288707,0.10904435,0.209823381,0.000235492,0.240908326,0.240672834,26.7561854,770.5012371,0.750022627,0.214378307,0.0,0.153288707,0.188857688,0.016048144,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.139305284,0.112649119,0.194215686,0.000228758,0.236535948,0.23630719,27.59289872,810.4492034,0.738650686,0.276171373,0.0,0.139305284,0.175441868,0.017094017,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.165542199,0.109377779,0.216816074,0.006491499,0.254683153,0.248191654,27.55814557,824.136041,0.765956716,0.219572919,0.0,0.165542199,0.182942818,0.01611279,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.153645359,0.115273247,0.217193923,0.000250223,0.252475424,0.252225201,25.84082537,720.4983664,0.748495008,0.246322537,0.0,0.153645359,0.195480005,0.016632017,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.152673827,0.114508038,0.217540515,0.000266921,0.249037178,0.248770257,24.80046421,667.7330667,0.747569467,0.240212835,0.0,0.152673827,0.184695611,0.016771488,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.162205157,0.069785809,0.182035324,0.136820858,0.210529857,0.073708999,4.105541056,35.65566295,0.930920089,0.57528575,0.0,0.162205157,0.149335328,0.02725724,0.225352113,0.663461538,0.0078125,6.9609375,6.953125,0.187742594,female
+0.168252203,0.078426574,0.174583002,0.130325655,0.235075457,0.104749801,5.008222436,73.82976472,0.940100392,0.555749976,0.0,0.168252203,0.145061616,0.016161616,0.275862069,0.084635417,0.0078125,0.46875,0.4609375,0.114732725,female
+0.163490852,0.062383046,0.171024623,0.146783161,0.206386021,0.059602859,3.825075621,41.43814094,0.906536537,0.43874395,0.0,0.163490852,0.137827233,0.026936027,0.213333333,0.186298077,0.0078125,0.84375,0.8359375,0.07306712,female
+0.169579909,0.066873502,0.179354156,0.141704606,0.220116464,0.078411858,3.439047418,36.75716219,0.937305028,0.566265528,0.0,0.169579909,0.15644373,0.030075188,0.275862069,0.133820565,0.0078125,0.4140625,0.40625,0.289124668,female
+0.17030936,0.074465465,0.174069149,0.136462766,0.231223404,0.094760638,4.045799245,56.0162803,0.944721529,0.576245802,0.0,0.17030936,0.147813679,0.016913319,0.271186441,0.064822635,0.0078125,0.265625,0.2578125,0.236742424,female
+0.161641466,0.082656266,0.194208754,0.115016835,0.213535354,0.098518519,5.676071435,57.77930806,0.875254817,0.446785697,0.0,0.161641466,0.187904656,0.033542977,0.275862069,0.0859375,0.0078125,0.2265625,0.21875,0.319047619,female
+0.169751775,0.084460316,0.198322212,0.129189704,0.221277407,0.092087703,5.404310278,64.41605198,0.896396285,0.446445286,0.0,0.169751775,0.170037822,0.023222061,0.275862069,0.099946121,0.0078125,0.453125,0.4453125,0.238095238,female
+0.166077721,0.091112072,0.20721393,0.074179104,0.23681592,0.162636816,4.237643748,41.15586555,0.908194766,0.499167966,0.0,0.166077721,0.188951237,0.027633851,0.275862069,0.182565789,0.0078125,0.6953125,0.6875,0.339393939,female
+0.16653757,0.062168066,0.177849596,0.153486638,0.194033561,0.040546924,3.777015904,28.19835156,0.904631339,0.448050582,0.0,0.16653757,0.161053135,0.01750547,0.258064516,0.190716912,0.0078125,0.46875,0.4609375,0.238418079,female
+0.173451065,0.071939471,0.175941704,0.140784753,0.232443946,0.091659193,4.432652252,60.95324128,0.939583268,0.559729661,0.0,0.173451065,0.147770869,0.015763547,0.246153846,0.153545673,0.0078125,0.4453125,0.4375,0.200892857,female
+0.208291796,0.028794522,0.209659367,0.191265207,0.227883212,0.036618005,2.249725135,7.833977457,0.852007515,0.136175307,0.198248175,0.208291796,0.190331832,0.021621622,0.271186441,1.364257813,0.1953125,6.21875,6.0234375,0.221660182,female
+0.208232073,0.033483023,0.214074844,0.186860707,0.231538462,0.044677755,2.569041905,10.79803799,0.86937998,0.160289772,0.226299376,0.208232073,0.186654177,0.023121387,0.258064516,0.799739583,0.171875,3.2421875,3.0703125,0.229270861,female
+0.19938681,0.035439708,0.196045752,0.180718954,0.226470588,0.045751634,2.342195526,9.294967864,0.860738259,0.21088442,0.184150327,0.19938681,0.159955758,0.027118644,0.271186441,0.8984375,0.0078125,5.9765625,5.96875,0.189915233,female
+0.195679389,0.031612682,0.193891213,0.181785216,0.211659693,0.029874477,3.189926356,15.15864922,0.850762596,0.201764916,0.193500697,0.195679389,0.183361952,0.017777778,0.25,0.935396635,0.1875,5.921875,5.734375,0.193079019,female
+0.195604546,0.033526261,0.197941387,0.179728377,0.210750536,0.031022159,3.079277132,14.56233536,0.861834829,0.221350084,0.197340958,0.195604546,0.182780758,0.029684601,0.266666667,1.055226293,0.015625,6.25,6.234375,0.196491228,female
+0.200324564,0.03313778,0.205588044,0.179753086,0.223235867,0.043482781,2.107450606,7.372720558,0.869481584,0.179790629,0.223417804,0.200324564,0.178059564,0.037914692,0.266666667,1.131510417,0.1640625,5.609375,5.4453125,0.202108415,female
+0.212681151,0.042391813,0.212151537,0.180528949,0.251379557,0.070850608,1.142382115,3.271853156,0.895564562,0.198000992,0.196540386,0.212681151,0.169676821,0.017837235,0.266666667,1.740885417,0.1484375,7.0,6.8515625,0.354669846,female
+0.198039226,0.030395927,0.198104575,0.183464052,0.212973856,0.029509804,2.118278797,7.139244223,0.857263114,0.177913985,0.189411765,0.198039226,0.188897239,0.025931929,0.242424242,0.508877841,0.109375,1.5078125,1.3984375,0.32490444,female
+0.218551887,0.037573895,0.220554593,0.200415945,0.24627383,0.045857886,2.477500091,11.06603529,0.877561753,0.18839921,0.220554593,0.218551887,0.182308489,0.020725389,0.275862069,0.474609375,0.0078125,1.4921875,1.484375,0.19962406,female
+0.198203005,0.031488215,0.195094056,0.182031603,0.218269375,0.036237773,2.643353282,12.04094133,0.862681813,0.17460658,0.183085026,0.198203005,0.186065977,0.076190476,0.23880597,0.714154412,0.171875,6.171875,6.0,0.113541667,female
+0.202647026,0.031963826,0.198973162,0.184434072,0.223803967,0.039369895,2.447279677,10.35293083,0.864478957,0.16566212,0.185904317,0.202647026,0.184609457,0.021768707,0.25,1.107758621,0.0703125,6.140625,6.0703125,0.197010197,female
+0.217758842,0.031260998,0.223284672,0.199099757,0.237761557,0.0386618,2.038031655,6.674459846,0.861819085,0.15492044,0.226690998,0.217758842,0.193159072,0.017334778,0.271186441,1.109085648,0.0078125,5.9140625,5.90625,0.177407407,female
+0.191456142,0.030422309,0.191730205,0.172434018,0.2128739,0.040439883,2.109023523,7.29676078,0.857870371,0.175168017,0.17202346,0.191456142,0.17951809,0.028268551,0.271186441,0.6421875,0.171875,3.4296875,3.2578125,0.174888661,female
+0.200153781,0.02824614,0.205997211,0.184518828,0.21595537,0.031436541,2.898662877,12.74880704,0.841896691,0.154743164,0.211659693,0.200153781,0.163314716,0.020253165,0.23880597,0.813858696,0.1640625,4.8828125,4.71875,0.139769955,female
+0.198024236,0.03322568,0.199661196,0.181725781,0.220412917,0.038687136,2.232952795,7.833360884,0.873035036,0.205702101,0.200254103,0.198024236,0.190958543,0.062015504,0.266666667,0.831054688,0.171875,3.65625,3.484375,0.229767243,female
+0.199377188,0.032627852,0.200901213,0.182461005,0.216429809,0.033968804,1.688447899,4.741930256,0.870153826,0.207927458,0.197019064,0.199377188,0.159932579,0.017660044,0.275862069,0.454503676,0.125,0.84375,0.71875,0.301839465,female
+0.212810959,0.037712458,0.214358323,0.191232529,0.238551461,0.047318933,1.475016057,4.625508652,0.889585921,0.200500496,0.215069886,0.212810959,0.174615105,0.018518519,0.271186441,1.007512019,0.1640625,6.125,5.9609375,0.200296313,female
+0.206478817,0.031736785,0.209458011,0.185944014,0.228802859,0.042858845,1.580152551,4.494539253,0.873649964,0.168127062,0.196950566,0.206478817,0.188760388,0.060150376,0.23880597,0.472916667,0.1796875,1.9296875,1.75,0.191277473,female
+0.205792821,0.034856902,0.213417015,0.190767085,0.227280335,0.03651325,2.879596594,13.42253387,0.866926813,0.20855837,0.214198047,0.205792821,0.181905085,0.016842105,0.246153846,1.044270833,0.0078125,6.0390625,6.03125,0.232991665,female
+0.141797816,0.086851697,0.167027579,0.044902962,0.217364658,0.172461696,1.027732585,3.588616515,0.965639882,0.758994917,0.191052094,0.141797816,0.181397497,0.084210526,0.258064516,0.445746528,0.03125,0.9296875,0.8984375,0.386700767,female
+0.132462919,0.082276265,0.162165475,0.046618999,0.201348315,0.154729316,1.99047556,7.814367657,0.953139144,0.706315967,0.202778345,0.132462919,0.171065691,0.021164021,0.266666667,1.029194079,0.0078125,4.9765625,4.96875,0.254542278,female
+0.141132927,0.08044404,0.17617357,0.0582643,0.197712032,0.139447732,2.810346321,13.44199701,0.947771558,0.685224055,0.191637081,0.141132927,0.176764804,0.04432133,0.253968254,0.471484375,0.0078125,2.984375,2.9765625,0.183865175,female
+0.121075855,0.086412647,0.140828402,0.028717949,0.197988166,0.169270217,1.589307313,5.204647215,0.950290343,0.686228373,0.005798817,0.121075855,0.166991322,0.019631902,0.271186441,0.322916667,0.015625,0.7109375,0.6953125,0.416594641,female
+0.222557054,0.045201733,0.238093422,0.191916111,0.257044805,0.065128694,2.21228525,9.121701719,0.877130178,0.189702742,0.2557102,0.222557054,0.130828306,0.016511868,0.275862069,0.554956897,0.0078125,5.4296875,5.421875,0.136784685,female
+0.232753599,0.043804924,0.244332756,0.210363951,0.264956672,0.054592721,2.433354925,9.661172115,0.864838398,0.169906555,0.275632582,0.232753599,0.132556562,0.016048144,0.275862069,0.239501953,0.09375,0.3125,0.21875,0.19124424,female
+0.211562908,0.047587916,0.211617162,0.182970297,0.252277228,0.069306931,1.871104855,6.65396382,0.880766439,0.211717791,0.258129813,0.211562908,0.116659125,0.018327606,0.275862069,0.2509375,0.0234375,0.40625,0.3828125,0.125,female
+0.227930987,0.045798511,0.241893491,0.201854043,0.261499014,0.05964497,2.222919276,8.689687035,0.870969279,0.186377779,0.259566075,0.227930987,0.156219617,0.016580311,0.275862069,0.191685268,0.0078125,0.3125,0.3046875,0.194681861,female
+0.229993022,0.040993719,0.239259882,0.209352397,0.259512195,0.050159798,1.838075861,6.443785757,0.869955939,0.1587125,0.257863751,0.229993022,0.191214694,0.016096579,0.275862069,0.2428125,0.0078125,0.6484375,0.640625,0.160365854,female
+0.220802047,0.045466104,0.225649913,0.199445407,0.255008666,0.055563258,2.068183672,8.136190332,0.888681203,0.213296382,0.213760832,0.220802047,0.15111578,0.022566996,0.275862069,0.636008523,0.0078125,6.1328125,6.125,0.174886621,female
+0.217509276,0.0413891,0.225561115,0.192337384,0.247977127,0.055639743,1.622663053,5.366086058,0.889606556,0.182677205,0.248177269,0.217509276,0.173333741,0.015732547,0.271186441,0.362792969,0.0078125,5.0625,5.0546875,0.073415765,female
+0.228902748,0.041595703,0.236904962,0.208645921,0.259276703,0.050630782,2.073639065,7.742316173,0.8664092,0.163199635,0.258570227,0.228902748,0.1775747,0.01992528,0.275862069,0.4296875,0.0078125,2.71875,2.7109375,0.148991354,female
+0.226668815,0.040847151,0.231331828,0.204574868,0.258088789,0.05351392,1.718104614,5.464414743,0.873244913,0.156816904,0.272836719,0.226668815,0.161654097,0.016359918,0.275862069,0.330965909,0.0078125,1.390625,1.3828125,0.164595104,female
+0.240260308,0.043653318,0.253687436,0.233953013,0.267701736,0.033748723,3.432977829,16.06932556,0.824469576,0.149330913,0.254545455,0.240260308,0.167447154,0.018691589,0.275862069,0.299609375,0.0078125,1.890625,1.8828125,0.145781466,female
+0.112153434,0.076916558,0.097391304,0.040686499,0.17812357,0.137437071,1.144633686,3.89225368,0.959470228,0.723279556,0.175560641,0.112153434,0.162192511,0.040506329,0.271186441,0.501233553,0.0078125,3.25,3.2421875,0.182864793,female
+0.125845527,0.08795087,0.139882254,0.034146341,0.208174937,0.174028595,1.54235009,5.162948739,0.948059271,0.654699906,0.195929352,0.125845527,0.199231746,0.065843621,0.271186441,0.361505682,0.0078125,0.6953125,0.6875,0.4,female
+0.155449633,0.090609215,0.199509537,0.055694823,0.233841962,0.178147139,1.944019096,7.492905463,0.941989626,0.656683884,0.239182561,0.155449633,0.2013362,0.043715847,0.275862069,0.818014706,0.0078125,4.078125,4.0703125,0.15943698,female
+0.098269155,0.083038939,0.066481802,0.022564991,0.185372617,0.162807626,2.435569758,10.4232666,0.942599187,0.651896865,0.009705373,0.098269155,0.192894064,0.133333333,0.242424242,0.3775,0.0078125,3.21875,3.2109375,0.159570154,female
+0.206577263,0.033290877,0.20308266,0.187420758,0.233710379,0.046289621,2.277132281,9.688894099,0.870285605,0.166226259,0.188638906,0.206577263,0.166290994,0.029850746,0.23880597,1.217237903,0.0078125,6.1484375,6.140625,0.250589011,female
+0.212319701,0.036021954,0.21553854,0.19367024,0.231689638,0.038019398,2.155931205,8.251552753,0.881543262,0.221531988,0.228545176,0.212319701,0.190941942,0.034042553,0.275862069,1.327929688,0.0078125,6.46875,6.4609375,0.244092944,female
+0.19501289,0.031315571,0.196147479,0.181188864,0.208156509,0.026967645,3.067826316,13.0838436,0.853429664,0.187442423,0.205417607,0.19501289,0.169109837,0.017660044,0.23880597,0.348090278,0.0078125,1.40625,1.3984375,0.175179569,female
+0.196432361,0.031256584,0.196756757,0.181621622,0.212619543,0.030997921,2.852863957,12.31542011,0.860973137,0.18337267,0.196174636,0.196432361,0.191983662,0.134453782,0.271186441,0.69233631,0.0078125,3.640625,3.6328125,0.174699557,female
+0.197275307,0.036448178,0.199415502,0.175933926,0.221296061,0.045362135,2.42530926,11.65434234,0.886176373,0.2369705,0.198170267,0.197275307,0.164764486,0.019950125,0.271186441,0.775240385,0.1640625,6.140625,5.9765625,0.142256323,female
+0.195068971,0.035039044,0.191458576,0.172998833,0.220536756,0.047537923,2.324583573,8.730344265,0.873734936,0.207800224,0.178226371,0.195068971,0.167731512,0.053872054,0.242424242,1.466145833,0.171875,5.9140625,5.7421875,0.256217687,female
+0.204446479,0.038674495,0.202945736,0.178527132,0.229263566,0.050736434,1.730805757,5.978216783,0.895454084,0.204787585,0.188837209,0.204446479,0.164629067,0.020833333,0.271186441,0.956163194,0.0078125,6.6171875,6.609375,0.058104314,female
+0.208832034,0.032899836,0.218004866,0.185985401,0.228905109,0.042919708,2.802764139,12.12384744,0.860854224,0.171975692,0.221411192,0.208832034,0.178800693,0.030651341,0.242424242,0.693953804,0.1640625,3.5859375,3.421875,0.186127419,female
+0.210459733,0.032739145,0.218048477,0.198210068,0.227271597,0.029061529,3.398017291,16.79466087,0.850521063,0.187915332,0.219440646,0.210459733,0.194793935,0.085106383,0.258064516,1.0234375,0.21875,5.9765625,5.7578125,0.126006332,female
+0.190465452,0.035659003,0.18463642,0.167060286,0.216134245,0.049073959,2.656738088,12.08094932,0.876232649,0.211584537,0.165842138,0.190465452,0.164785835,0.022792023,0.231884058,0.866935484,0.03125,5.4296875,5.3984375,0.173112431,female
+0.183869594,0.05970072,0.199373724,0.170401634,0.221484003,0.051082369,2.083843097,7.549278605,0.922238772,0.524109969,0.202232811,0.183869594,0.1729339,0.022503516,0.262295082,0.358506944,0.0078125,4.34375,4.3359375,0.098198198,female
+0.199527334,0.061929125,0.210535988,0.180520674,0.247411945,0.066891271,1.636477967,5.419220001,0.931216801,0.522789624,0.216824911,0.199527334,0.189631323,0.017148982,0.275862069,0.221827652,0.140625,0.421875,0.28125,0.139784946,female
+0.191485408,0.059600779,0.192906977,0.159399225,0.235775194,0.076375969,1.954417543,8.219882405,0.927272224,0.488783139,0.159670543,0.191485408,0.159394422,0.016771488,0.275862069,0.249553571,0.0078125,1.1953125,1.1875,0.127334465,female
+0.199919658,0.053982626,0.204132554,0.177205978,0.243248863,0.066042885,1.607204458,5.295899424,0.921852158,0.459216192,0.194853801,0.199919658,0.177490143,0.022503516,0.275862069,0.194711538,0.0078125,0.2890625,0.28125,0.143333333,female
+0.1673555,0.059299355,0.184628821,0.147614133,0.206526399,0.058912267,2.35922029,9.367842617,0.93372787,0.579145204,0.192631997,0.1673555,0.161589935,0.017917133,0.271186441,0.171875,0.0078125,0.3828125,0.375,0.171401515,female
+0.177619094,0.058198733,0.190946992,0.159594997,0.210458606,0.050863609,2.572171381,10.82304559,0.92633929,0.55379434,0.189279333,0.177619094,0.160545065,0.015686275,0.271186441,0.325757576,0.0078125,5.15625,5.1484375,0.083655588,female
+0.191765203,0.067262646,0.213501924,0.180868609,0.240593733,0.059725124,2.522097065,10.46594528,0.925769109,0.560213056,0.249983507,0.191765203,0.187179662,0.016563147,0.266666667,0.3546875,0.0078125,4.859375,4.8515625,0.074697418,female
+0.177299355,0.059858043,0.19542522,0.153548387,0.214721408,0.061173021,3.009612055,14.07762893,0.926536549,0.586027821,0.208973607,0.177299355,0.168962805,0.019950125,0.235294118,0.21875,0.078125,0.4375,0.359375,0.17184265,female
+0.193123121,0.076673336,0.219078878,0.179205929,0.240127051,0.060921122,3.11400084,21.22092357,0.92117304,0.498639179,0.0,0.193123121,0.198040195,0.096969697,0.271186441,0.635881696,0.0078125,3.90625,3.8984375,0.153306613,female
+0.17637473,0.089544551,0.20575653,0.111365205,0.249916215,0.13855101,2.58814805,21.79589318,0.938456173,0.557869214,0.0,0.17637473,0.196777465,0.043715847,0.275862069,0.322443182,0.0078125,0.90625,0.8984375,0.288078541,female
+0.182661661,0.074426613,0.205497526,0.168708081,0.231973612,0.063265531,2.819528159,18.13851176,0.936012548,0.605141471,0.0,0.182661661,0.186322636,0.027072758,0.262295082,0.365423387,0.0078125,1.3359375,1.328125,0.196078431,female
+0.175855657,0.083799833,0.198388004,0.138163074,0.237488285,0.099325211,4.330891671,52.72807526,0.941454157,0.603736972,0.0,0.175855657,0.186002698,0.015936255,0.271186441,0.3015625,0.0078125,0.8359375,0.828125,0.331489915,female
+0.188125673,0.082495332,0.21812825,0.165719237,0.247729636,0.082010399,2.384851127,11.94254587,0.933937262,0.592860688,0.0,0.188125673,0.181133595,0.016649324,0.266666667,0.297916667,0.0078125,0.6875,0.6796875,0.287356322,female
+0.184872292,0.07358778,0.205718824,0.180365369,0.233963463,0.053598094,3.347644826,29.32016225,0.91584009,0.504530723,0.0,0.184872292,0.185591831,0.01965602,0.242424242,0.308159722,0.0078125,0.90625,0.8984375,0.280978261,female
+0.155181437,0.090950592,0.198703939,0.049987294,0.225031766,0.175044473,2.645911316,15.68853419,0.932006516,0.573028994,0.0,0.155181437,0.190220021,0.018823529,0.275862069,0.244612069,0.0078125,0.640625,0.6328125,0.299382716,female
+0.147606295,0.094284339,0.186364617,0.037907228,0.227292341,0.189385113,2.886232838,26.98678956,0.95632744,0.696890575,0.0,0.147606295,0.185113692,0.031434185,0.258064516,0.302671371,0.0078125,0.84375,0.8359375,0.299709958,female
+0.185416893,0.081042342,0.208392037,0.180949464,0.240551302,0.059601838,3.272257129,32.10600763,0.921850157,0.470285395,0.0,0.185416893,0.196081167,0.0256,0.266666667,0.283100329,0.0078125,0.7890625,0.78125,0.289189189,female
+0.167022036,0.093515829,0.204379562,0.06216545,0.241849148,0.179683698,3.127473247,33.61722475,0.940832271,0.587217756,0.0,0.167022036,0.200744538,0.021768707,0.275862069,0.29921875,0.0078125,0.890625,0.8828125,0.380225816,female
+0.133212089,0.075318659,0.162288557,0.065820896,0.18840796,0.122587065,2.168960264,8.548333555,0.950912937,0.704062243,0.184577114,0.133212089,0.170783522,0.018823529,0.271186441,0.290127841,0.0078125,0.71875,0.7109375,0.384092098,female
+0.098083795,0.093943364,0.046864407,0.013940678,0.199025424,0.185084746,3.071215164,12.75751034,0.92426107,0.611913611,0.008898305,0.098083795,0.173711336,0.021768707,0.266666667,0.581825658,0.0078125,2.9765625,2.96875,0.19502924,female
+0.123061811,0.083901685,0.12261851,0.035816403,0.198465011,0.162648608,1.620239216,5.926788957,0.963703434,0.745203675,0.01917231,0.123061811,0.167796765,0.026890756,0.266666667,0.447467672,0.0078125,3.5234375,3.515625,0.150952381,female
+0.131747799,0.084220481,0.172031558,0.038106509,0.207376726,0.169270217,1.597422937,5.374238384,0.938873001,0.60781101,0.218698225,0.131747799,0.180400499,0.031746032,0.228571429,0.506433824,0.0078125,3.2734375,3.265625,0.17867823,female
+0.163938529,0.079085581,0.191072961,0.116967096,0.216309013,0.099341917,1.971270984,7.669632588,0.931116286,0.587657557,0.207095851,0.163938529,0.168650305,0.020050125,0.242424242,0.591619318,0.0078125,3.09375,3.0859375,0.277468354,female
+0.134813246,0.084461072,0.150428894,0.050353649,0.212580888,0.162227239,1.423100513,5.055870558,0.964457907,0.749187734,0.020647103,0.134813246,0.187247605,0.030534351,0.242424242,0.441271552,0.015625,3.3203125,3.3046875,0.156197231,female
+0.13755588,0.086889033,0.173206198,0.045387366,0.212586412,0.167199046,1.210789535,3.693392976,0.954676022,0.704138526,0.199570918,0.13755588,0.198798422,0.077669903,0.275862069,0.520220588,0.0078125,3.2265625,3.21875,0.194023058,female
+0.116584915,0.085972302,0.094096016,0.036322778,0.201920327,0.165597549,1.356192391,4.76176179,0.959160492,0.718515092,0.022022472,0.116584915,0.184592711,0.032323232,0.266666667,0.274739583,0.0078125,0.8984375,0.890625,0.356553148,female
+0.142297432,0.083137779,0.169746589,0.058401559,0.217595841,0.159194282,1.963700427,7.248160707,0.955879611,0.70071633,0.229603639,0.142297432,0.17816744,0.017877095,0.23880597,0.308189655,0.0078125,0.78125,0.7734375,0.387334887,female
+0.132895065,0.092890417,0.158226037,0.033648069,0.211902718,0.178254649,0.97901855,3.672746264,0.956766218,0.701976564,0.006809728,0.132895065,0.158696827,0.016276704,0.25,1.079545455,0.015625,3.1953125,3.1796875,0.344471744,female
+0.198808243,0.066349543,0.22308478,0.184473953,0.244249234,0.059775281,2.021333915,6.672357609,0.914728064,0.524121486,0.232236977,0.198808243,0.173258373,0.018979834,0.258064516,0.33203125,0.0078125,3.6328125,3.625,0.110940066,female
+0.192887351,0.060980739,0.205417607,0.173604214,0.235334838,0.061730625,1.784828323,5.514466799,0.91797528,0.499884865,0.190037622,0.192887351,0.1805113,0.025437202,0.275862069,0.18359375,0.0078125,0.2734375,0.265625,0.222689076,female
+0.185658944,0.05897356,0.204059041,0.180295203,0.216715867,0.036420664,2.64960698,9.781177928,0.895262964,0.481776856,0.212324723,0.185658944,0.172464293,0.019300362,0.235294118,0.475625,0.0078125,5.0546875,5.046875,0.140157379,female
+0.175181158,0.075908858,0.21112567,0.108397856,0.233138773,0.124740917,2.658595784,10.46772232,0.940770037,0.655593804,0.218129839,0.175181158,0.186196325,0.018934911,0.275862069,0.180059524,0.0078125,0.28125,0.2734375,0.291575092,female
+0.173016114,0.073812068,0.201634321,0.129846782,0.217078652,0.087231869,3.791735398,19.56492941,0.919260203,0.590861108,0.201920327,0.173016114,0.165826531,0.018411968,0.266666667,0.180706522,0.0078125,0.2734375,0.265625,0.228609626,female
+0.164126357,0.058508762,0.179370829,0.155881792,0.194051478,0.038169685,3.700994305,19.48143228,0.900090635,0.510842218,0.180171592,0.164126357,0.175463197,0.019230769,0.275862069,0.26171875,0.0078125,1.71875,1.7109375,0.044319098,female
+0.161993334,0.067542005,0.183511053,0.140182055,0.205721717,0.065539662,2.261547254,7.862799262,0.91840362,0.569696836,0.198439532,0.161993334,0.144045975,0.017094017,0.242424242,0.1375,0.0078125,0.453125,0.4453125,0.184672207,female
+0.187154301,0.053047961,0.201888412,0.167038627,0.223118741,0.056080114,2.974554391,14.10647409,0.87334143,0.386045103,0.225121602,0.187154301,0.15923536,0.016129032,0.23880597,0.637408088,0.0078125,4.9296875,4.921875,0.161904762,female
+0.184956709,0.057895573,0.201618123,0.17231931,0.2197411,0.047421791,2.298217357,8.190221644,0.904138167,0.454414882,0.202977346,0.184956709,0.175263584,0.028571429,0.271186441,0.275195313,0.0078125,3.328125,3.3203125,0.082480127,female
+0.186187845,0.05980294,0.19572611,0.173182844,0.227118134,0.05393529,1.980687211,7.227563288,0.922318064,0.530252697,0.193829947,0.186187845,0.172242644,0.022889843,0.262295082,0.232244318,0.0390625,0.5625,0.5234375,0.200746269,female
+0.123722281,0.098628446,0.166724806,0.009631783,0.211356589,0.201724806,34.72545327,1309.612887,0.81175381,0.430485558,0.0,0.123722281,0.119931285,0.017259978,0.202531646,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.119571977,0.095837016,0.110705596,0.012262774,0.211532847,0.199270073,30.05485546,999.0549948,0.81273823,0.448047798,0.0,0.119571977,0.169794916,0.016227181,0.258064516,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.116365795,0.093832605,0.092914798,0.022130045,0.212511211,0.190381166,32.2028692,1128.534782,0.848264984,0.489857267,0.0,0.116365795,0.165838435,0.01849711,0.271186441,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.110500326,0.100261618,0.072841328,0.001549815,0.215940959,0.214391144,25.0478157,683.3680355,0.782243816,0.392784543,0.0,0.110500326,0.155281615,0.016736402,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.139629217,0.096061684,0.202995998,0.02913665,0.217884505,0.188747856,29.0901861,972.4715762,0.831427737,0.4770919,0.0,0.139629217,0.172258004,0.01621074,0.275862069,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.185813096,0.047386249,0.180364712,0.170152785,0.207550517,0.037397733,4.49805744,30.36119848,0.881778699,0.36487169,0.173740759,0.185813096,0.164007182,0.025889968,0.266666667,1.519258721,0.0546875,6.4609375,6.40625,0.272070196,female
+0.190443114,0.045738143,0.18611078,0.175104229,0.208624181,0.033519952,3.359495942,16.39949202,0.879602618,0.346128709,0.180107207,0.190443114,0.141098816,0.018867925,0.235294118,1.22339527,0.0078125,6.4453125,6.4375,0.2240089,female
+0.186106644,0.048344978,0.186666667,0.172022315,0.205997211,0.033974895,2.746396536,11.24772388,0.889145221,0.395964726,0.180613668,0.186106644,0.142342716,0.016753927,0.242424242,1.358297414,0.1796875,6.4296875,6.25,0.11212963,female
+0.18842533,0.043439094,0.191157601,0.170069735,0.212050209,0.041980474,2.11158376,6.948180753,0.887514424,0.327939437,0.187447699,0.18842533,0.1640095,0.04,0.219178082,1.474739583,0.1953125,6.03125,5.8359375,0.294511379,female
+0.186389401,0.042945662,0.186054358,0.172277413,0.199962512,0.027685098,3.25395,14.67398334,0.875940853,0.333290275,0.192877226,0.186389401,0.164404562,0.018757327,0.266666667,1.728472222,0.0078125,6.4453125,6.4375,0.281119972,female
+0.179014915,0.051147836,0.187007299,0.167761557,0.206934307,0.039172749,2.280078016,7.79841994,0.912069063,0.51103041,0.173892944,0.179014915,0.154663389,0.016949153,0.271186441,2.264914773,0.1796875,6.4765625,6.296875,0.460297767,female
+0.181433571,0.052918659,0.185985401,0.161289538,0.211192214,0.049902676,2.537122868,11.02518377,0.910527265,0.468916503,0.161119221,0.181433571,0.143611649,0.017448201,0.213333333,1.644176136,0.2265625,6.875,6.6484375,0.286228725,female
+0.187369211,0.045638982,0.185895807,0.173265565,0.211512071,0.038246506,3.140445474,15.94772349,0.890132361,0.375675899,0.182160102,0.187369211,0.168950911,0.023633678,0.275862069,1.56015625,0.0078125,6.9921875,6.984375,0.225743641,female
+0.180185515,0.046691836,0.177438952,0.163930911,0.204621799,0.040690887,2.9467589,14.32826859,0.898185034,0.389866047,0.168433591,0.180185515,0.146992115,0.016080402,0.258064516,1.797883065,0.203125,7.0,6.796875,0.237233169,female
+0.18151919,0.048320491,0.181543739,0.164413951,0.206197827,0.041783877,3.013764725,13.62762085,0.896815042,0.403244552,0.177221269,0.18151919,0.155000266,0.017640573,0.275862069,1.270220588,0.0078125,6.46875,6.4609375,0.173329807,female
+0.196022493,0.063424535,0.209861933,0.186666667,0.234161736,0.047495069,2.772913912,11.84148455,0.902810673,0.500878016,0.214003945,0.196022493,0.191985156,0.026890756,0.262295082,0.206801471,0.0078125,0.265625,0.2578125,0.096590909,female
+0.175176656,0.065923896,0.198492528,0.147732294,0.21668616,0.068953866,2.845684919,13.00898552,0.932265733,0.603950158,0.204678363,0.175176656,0.178041643,0.016666667,0.271186441,0.18046875,0.0078125,0.421875,0.4140625,0.204177898,female
+0.196104997,0.058663994,0.211640938,0.171457976,0.235014294,0.063556318,2.012522702,7.272425224,0.926979653,0.525195349,0.232292739,0.196104997,0.171288837,0.021052632,0.275862069,0.202148438,0.046875,0.296875,0.25,0.196875,female
+0.171523345,0.062499247,0.191091132,0.147380466,0.210657949,0.063277483,2.639850342,11.0559606,0.935162866,0.595128748,0.195668165,0.171523345,0.150839876,0.017524644,0.262295082,0.184303977,0.0078125,0.484375,0.4765625,0.16603615,female
+0.161731168,0.063392436,0.174490644,0.140727651,0.200831601,0.06010395,2.231841853,8.361598468,0.944399817,0.649649736,0.173908524,0.161731168,0.159425823,0.015873016,0.266666667,0.185112847,0.046875,0.4375,0.390625,0.163529412,female
+0.177351431,0.057870946,0.193158647,0.15994283,0.211434016,0.051491186,2.408033336,9.224345654,0.925588318,0.54926422,0.210900429,0.177351431,0.176679856,0.016842105,0.271186441,0.250585938,0.0078125,2.796875,2.7890625,0.071661998,female
+0.173757232,0.060665471,0.191771287,0.160795525,0.208999378,0.048203853,3.126532714,14.35785399,0.914793972,0.54338995,0.199080174,0.173757232,0.155385586,0.017094017,0.253968254,0.167447917,0.0078125,0.5546875,0.546875,0.16031746,female
+0.185009125,0.040160111,0.188240469,0.175923754,0.204662757,0.028739003,3.000255787,13.68407541,0.857088694,0.304778365,0.188035191,0.185009125,0.158654867,0.021390374,0.266666667,1.706380208,0.1640625,6.546875,6.3828125,0.302019584,female
+0.167053105,0.056425135,0.175169082,0.157020934,0.195571659,0.038550725,3.300246146,15.69550718,0.919076929,0.549501741,0.176183575,0.167053105,0.15302278,0.016824395,0.266666667,1.476728723,0.0078125,6.9140625,6.90625,0.277224736,female
+0.186489445,0.043763577,0.181390513,0.169018843,0.205769981,0.036751137,3.290766305,17.27334783,0.882468461,0.33168926,0.177569851,0.186489445,0.134547326,0.024539877,0.266666667,1.350625,0.0078125,4.8671875,4.859375,0.271627622,female
+0.179202232,0.047232019,0.18031185,0.167650728,0.206652807,0.039002079,2.894909713,12.87315867,0.890379524,0.411247564,0.177255717,0.179202232,0.160601918,0.023426061,0.271186441,1.346191406,0.0078125,4.9921875,4.984375,0.248119122,female
+0.194485541,0.034352524,0.196533795,0.182461005,0.208665511,0.026204506,3.210909475,14.63730597,0.847046121,0.219954436,0.202599653,0.194485541,0.160646444,0.015904573,0.271186441,1.48671875,0.0703125,6.59375,6.5234375,0.307634731,female
+0.178228426,0.05218113,0.183046141,0.170698244,0.201910984,0.03121274,3.524557951,18.6945048,0.895282909,0.439589963,0.175271539,0.178228426,0.153330659,0.017524644,0.262295082,1.500600962,0.0078125,6.59375,6.5859375,0.212240056,female
+0.185406911,0.035982957,0.185985401,0.172871046,0.19756691,0.024695864,3.255478301,15.25010437,0.851560877,0.240870586,0.191946472,0.185406911,0.166758941,0.020645161,0.253968254,1.40943287,0.046875,6.8984375,6.8515625,0.154389966,female
+0.183985308,0.044877014,0.180844704,0.171747888,0.201221572,0.029473684,3.761068399,19.50026667,0.872449899,0.359860635,0.173203379,0.183985308,0.167175085,0.025,0.266666667,1.128605769,0.1796875,7.0,6.8203125,0.119415808,female
+0.178599746,0.046621815,0.182022234,0.167644256,0.196548438,0.028904182,3.573194399,19.15625212,0.879524689,0.392873622,0.182911593,0.178599746,0.165757184,0.016859852,0.271186441,1.386101974,0.2109375,6.953125,6.7421875,0.180858727,female
+0.181390396,0.04306354,0.180833333,0.170523256,0.197655039,0.027131783,3.371784433,16.05284003,0.871599214,0.334195911,0.175135659,0.181390396,0.170096998,0.03125,0.25,1.846554487,0.015625,6.953125,6.9375,0.336681276,female
+0.201065556,0.055561386,0.21775554,0.170321658,0.242172981,0.071851322,1.83296262,6.563289274,0.913371546,0.452540568,0.255782702,0.201065556,0.190780681,0.017334778,0.275862069,0.219951923,0.15625,0.328125,0.171875,0.123106061,female
+0.157375262,0.059417355,0.168702929,0.139804742,0.188033473,0.048228731,2.722491676,11.59856862,0.932947041,0.610590208,0.169874477,0.157375262,0.173365958,0.045325779,0.262295082,0.175271739,0.0078125,0.3515625,0.34375,0.183982684,female
+0.196102298,0.059785632,0.205344935,0.163579863,0.241889372,0.078309509,1.243904854,4.023955013,0.936551083,0.539770443,0.252156619,0.196102298,0.164726381,0.016666667,0.275862069,0.226875,0.0703125,0.6953125,0.625,0.203804348,female
+0.189054693,0.058743506,0.202038533,0.166538222,0.227793661,0.061255438,1.891161416,6.748265983,0.92602716,0.522528824,0.202386576,0.189054693,0.169754729,0.016129032,0.275862069,0.3575,0.0078125,4.796875,4.7890625,0.099362302,female
+0.169399623,0.058999481,0.177502383,0.151077216,0.198322212,0.047244995,2.239606918,8.260219073,0.933346901,0.610867045,0.181239276,0.169399623,0.148487623,0.031558185,0.197530864,0.153459821,0.0078125,0.296875,0.2890625,0.263513514,female
+0.193956142,0.06051331,0.208809892,0.183060278,0.233910355,0.050850077,1.777592563,5.498706171,0.916322103,0.499657638,0.185007728,0.193956142,0.154413737,0.019323671,0.25,0.199375,0.046875,0.3046875,0.2578125,0.226613966,female
+0.178393402,0.057826825,0.193672922,0.151885612,0.209937444,0.058051832,3.173107946,14.72480394,0.910213849,0.523554231,0.205683646,0.178393402,0.174305135,0.016145308,0.253968254,0.436677632,0.03125,4.9453125,4.9140625,0.118795266,female
+0.169128949,0.068637203,0.198295577,0.121121899,0.218683927,0.097562028,2.91335377,12.79512841,0.946040962,0.673647824,0.207357066,0.169128949,0.165898756,0.015984016,0.275862069,0.183482143,0.0078125,0.2890625,0.28125,0.2421875,female
+0.178314605,0.061368194,0.196902287,0.162702703,0.21043659,0.047733888,3.131548312,14.37786247,0.917018689,0.529122107,0.204033264,0.178314605,0.170173865,0.016309888,0.275862069,0.302083333,0.0078125,3.328125,3.3203125,0.088650519,female
+0.175185212,0.057510845,0.183542538,0.164016736,0.203263598,0.039246862,2.171319998,7.28504405,0.919646799,0.530706267,0.199553696,0.175185212,0.17060151,0.015825915,0.266666667,0.180027174,0.0078125,0.2734375,0.265625,0.116246499,female
+0.13098794,0.083480913,0.132686567,0.047014925,0.20721393,0.160199005,1.365007439,5.256004507,0.96437123,0.75816542,0.015671642,0.13098794,0.18684716,0.069264069,0.242424242,0.215745192,0.0078125,0.671875,0.6640625,0.407843137,female
+0.131295959,0.065612666,0.145728314,0.089056192,0.165128205,0.076072013,5.481416471,62.61618393,0.941315134,0.639466878,0.120370977,0.131295959,0.136986289,0.01862631,0.275862069,0.392857143,0.0078125,1.59375,1.5859375,0.183197976,female
+0.128641752,0.070585388,0.128440367,0.076850153,0.173394495,0.096544343,3.506610166,33.5149494,0.96329227,0.746347544,0.120519878,0.128641752,0.134252368,0.016260163,0.23880597,0.405208333,0.0078125,4.3125,4.3046875,0.116488539,female
+0.139407576,0.080712161,0.147871781,0.075333684,0.191718339,0.116384656,5.270516799,68.57187279,0.957537841,0.711622461,0.120504467,0.139407576,0.142513887,0.016771488,0.271186441,0.358530405,0.0078125,3.4765625,3.46875,0.100225225,female
+0.133659057,0.077263786,0.13663586,0.07125077,0.195637708,0.124386938,4.896852915,68.84745496,0.969887403,0.77887861,0.120418977,0.133659057,0.132471129,0.015825915,0.25,0.222916667,0.0078125,0.7109375,0.703125,0.268434343,female
+0.172449786,0.079896763,0.185459026,0.110757856,0.247393715,0.13663586,3.158852461,31.68812105,0.960792306,0.715535613,0.120418977,0.172449786,0.151754269,0.015655577,0.275862069,0.502197266,0.0078125,3.734375,3.7265625,0.108074893,female
+0.147018568,0.080241702,0.145994962,0.089924433,0.207707809,0.117783375,7.944921346,147.528608,0.968775543,0.77814948,0.120428212,0.147018568,0.150126125,0.017297297,0.275862069,0.380387931,0.0078125,0.7890625,0.78125,0.225769231,female
+0.15219601,0.083238033,0.149486225,0.091109456,0.237885331,0.146775875,3.953670361,43.24613862,0.963216383,0.754757757,0.120506329,0.15219601,0.175506158,0.01611279,0.275862069,0.320043103,0.0078125,1.5,1.4921875,0.164720097,female
+0.150955689,0.067477812,0.171749095,0.101664656,0.196236429,0.094571773,3.505391723,25.32262443,0.948315102,0.673162672,0.120410133,0.150955689,0.162247012,0.031311155,0.258064516,0.531494141,0.0078125,1.765625,1.7578125,0.264827586,female
+0.152845842,0.086618308,0.140769835,0.08974077,0.246787117,0.157046347,2.703585553,18.03546944,0.961419598,0.740638594,0.120534171,0.152845842,0.164298323,0.022566996,0.275862069,0.5415625,0.0078125,3.671875,3.6640625,0.13880597,female
+0.187396161,0.036013193,0.190622837,0.177301038,0.206124567,0.028823529,2.511717237,9.399793692,0.844026898,0.252486755,0.1816609,0.187396161,0.16824048,0.018979834,0.271186441,1.613685345,0.1015625,6.921875,6.8203125,0.309235926,female
+0.182404794,0.037922904,0.185255198,0.170699433,0.199281664,0.028582231,2.842249335,11.53245092,0.845975059,0.284597229,0.190018904,0.182404794,0.163672026,0.01722282,0.219178082,0.393229167,0.1640625,5.390625,5.2265625,0.082442221,female
+0.194089842,0.030074062,0.192833147,0.177155655,0.212273236,0.035117581,2.0630079,6.483397873,0.832237683,0.179378516,0.179977604,0.194089842,0.177029467,0.035714286,0.231884058,0.200520833,0.171875,0.328125,0.15625,0.1,female
+0.188552594,0.041921365,0.196713881,0.183626062,0.207818697,0.024192635,3.192026498,14.12847553,0.846790309,0.337134548,0.191954674,0.188552594,0.179666731,0.023121387,0.222222222,0.599264706,0.171875,6.421875,6.25,0.136953125,female
+0.184391419,0.029399989,0.184155844,0.171168831,0.198701299,0.027532468,3.032056949,12.85857921,0.817138235,0.191519544,0.171948052,0.184391419,0.181870225,0.023357664,0.235294118,0.63744213,0.1640625,6.4375,6.2734375,0.113851902,female
+0.18182119,0.035960316,0.18110883,0.169034908,0.197207392,0.028172485,2.919045449,11.95254395,0.850449236,0.296135955,0.180533881,0.18182119,0.169876029,0.023774146,0.231884058,0.6678125,0.1640625,6.3046875,6.140625,0.164493215,female
+0.182572402,0.030223563,0.183141631,0.169922747,0.196841202,0.026918455,2.562126884,9.811943721,0.832675865,0.203435915,0.186987124,0.182572402,0.165648614,0.016096579,0.271186441,0.912446121,0.0078125,6.46875,6.4609375,0.201373294,female
+0.189711021,0.035150792,0.192688172,0.17655914,0.210322581,0.033763441,2.283196859,8.123906498,0.853824341,0.255383034,0.184946237,0.189711021,0.168990494,0.022346369,0.228571429,1.050551471,0.09375,6.90625,6.8125,0.261085627,female
+0.187650285,0.032121356,0.184712042,0.175329843,0.208460733,0.03313089,3.25721108,15.61918386,0.826432661,0.222244999,0.179434555,0.187650285,0.17367016,0.025723473,0.258064516,0.668294271,0.1640625,6.703125,6.5390625,0.108513843,female
+0.194946313,0.030724702,0.199089317,0.183397548,0.210858144,0.027460595,2.391272868,8.115678312,0.819211914,0.215970353,0.204483363,0.194946313,0.195698805,0.131147541,0.222222222,0.993389423,0.1796875,5.625,5.4453125,0.294715447,female
+0.193279265,0.032599872,0.198388626,0.176935229,0.21342812,0.036492891,2.087018643,6.470167843,0.843539336,0.22016738,0.207677725,0.193279265,0.174907322,0.023880597,0.242424242,0.601058468,0.171875,6.546875,6.375,0.108129085,female
+0.188718626,0.026235722,0.189836478,0.176100629,0.201459119,0.025358491,2.615827864,9.603400844,0.806330949,0.153017874,0.188427673,0.188718626,0.180615596,0.026058632,0.246153846,0.491796875,0.1640625,6.1796875,6.015625,0.106493506,female
+0.18850096,0.035063542,0.188628319,0.173761062,0.208761062,0.035,2.151622768,7.27464083,0.847280799,0.243425679,0.175619469,0.18850096,0.182723484,0.026936027,0.246153846,1.029119318,0.1640625,6.96875,6.8046875,0.229391504,female
+0.190071019,0.031529048,0.191397849,0.175268817,0.205376344,0.030107527,2.750979594,11.23711809,0.834697873,0.209325958,0.204301075,0.190071019,0.17438559,0.016227181,0.271186441,0.492431641,0.0390625,6.140625,6.1015625,0.092012892,female
+0.188299313,0.027316962,0.187268817,0.171612903,0.204731183,0.03311828,2.033700073,6.643300853,0.816731491,0.15855727,0.174623656,0.188299313,0.182758927,0.09039548,0.25,0.8046875,0.1640625,6.2578125,6.09375,0.222364672,female
+0.188394824,0.045277683,0.192635061,0.173495039,0.213936053,0.040441014,2.170992541,7.342904718,0.881588665,0.371282201,0.194796031,0.188394824,0.174413363,0.016309888,0.235294118,0.715692935,0.171875,6.3515625,6.1796875,0.109527641,female
+0.190075956,0.035729346,0.188315217,0.176141304,0.208478261,0.032336957,2.999129649,13.5029999,0.84530124,0.267637871,0.179184783,0.190075956,0.176079529,0.019583843,0.23880597,0.389322917,0.171875,3.4375,3.265625,0.070222347,female
+0.194601256,0.035643238,0.190555556,0.180656566,0.211414141,0.030757576,2.969194196,12.86154181,0.849302256,0.261053384,0.185959596,0.194601256,0.183856257,0.03539823,0.258064516,0.54296875,0.171875,6.96875,6.796875,0.106473079,female
+0.200158191,0.037002721,0.202631579,0.185,0.224210526,0.039210526,2.425072505,9.687732934,0.861044887,0.256366552,0.200263158,0.200158191,0.174238535,0.019488429,0.258064516,0.608796296,0.109375,6.4375,6.328125,0.136419753,female
+0.19483981,0.028648125,0.192753623,0.184057971,0.210144928,0.026086957,3.159195957,14.30174077,0.819882903,0.178446158,0.189275362,0.19483981,0.175441635,0.019300362,0.228571429,0.8246875,0.1640625,6.8984375,6.734375,0.06941222,female
+0.184596918,0.029758439,0.183612815,0.175596455,0.196973415,0.02137696,3.616509312,18.24805458,0.831205835,0.214453866,0.180177232,0.184596918,0.175481109,0.015701668,0.275862069,0.691300676,0.0703125,6.7109375,6.640625,0.163361345,female
+0.170118982,0.042934239,0.175462869,0.165493388,0.1891353,0.023641913,3.348335212,14.73479407,0.856847134,0.369462625,0.167487284,0.170118982,0.171341821,0.040609137,0.219178082,0.1834375,0.0859375,0.234375,0.1484375,0.151315789,female
+0.190074261,0.033921133,0.193308365,0.16988764,0.213233458,0.043345818,2.162640822,7.631533119,0.846709007,0.23789136,0.168838951,0.190074261,0.170971668,0.015779093,0.246153846,0.434210526,0.0546875,4.828125,4.7734375,0.115020913,female
+0.184568153,0.034824528,0.183302326,0.172883721,0.201209302,0.028325581,3.140537023,13.5954324,0.824721771,0.24716009,0.174186047,0.184568153,0.161185466,0.034557235,0.207792208,0.961681548,0.078125,6.6484375,6.5703125,0.250178359,female
+0.185224861,0.030269696,0.186666667,0.175714286,0.197619048,0.021904762,3.074818061,13.71522873,0.808994996,0.220770373,0.18047619,0.185224861,0.164927154,0.024279211,0.207792208,0.992745536,0.171875,6.296875,6.125,0.090659341,female
+0.184946027,0.038127842,0.188417104,0.173923481,0.202700675,0.028777194,2.350444074,8.132342548,0.861292167,0.299523024,0.187576894,0.184946027,0.161564345,0.015920398,0.225352113,0.830193015,0.1640625,6.8984375,6.734375,0.195247135,female
+0.183852561,0.037216851,0.180689655,0.171034483,0.205517241,0.034482759,3.622946839,18.87528126,0.845185646,0.298068065,0.172068966,0.183852561,0.165730025,0.02680067,0.231884058,0.185546875,0.0859375,0.2578125,0.171875,0.177033493,female
+0.186660773,0.028007068,0.183060278,0.176136012,0.19690881,0.020772798,4.394837202,28.27167435,0.78693459,0.175778256,0.180463679,0.186660773,0.177577808,0.033755274,0.266666667,1.21484375,0.171875,6.421875,6.25,0.221416667,female
+0.193390985,0.035188933,0.194444444,0.181481481,0.209135802,0.027654321,2.50882679,8.826129205,0.842892158,0.254528012,0.178600823,0.193390985,0.1822169,0.020151134,0.262295082,0.48046875,0.1640625,6.4453125,6.28125,0.095970149,female
+0.191173549,0.033622061,0.195240084,0.179457203,0.204008351,0.024551148,3.388561795,16.6998868,0.824507766,0.22718039,0.196409186,0.191173549,0.184621486,0.024502297,0.275862069,0.458333333,0.0078125,6.546875,6.5390625,0.08742403,female
+0.189056909,0.032325925,0.186251852,0.173807407,0.205333333,0.031525926,2.825499318,12.66494625,0.835943966,0.226306426,0.173807407,0.189056909,0.171353486,0.016309888,0.231884058,0.192871094,0.1640625,0.234375,0.0703125,0.185185185,female
+0.1870272,0.033104761,0.186575342,0.172876712,0.20630137,0.033424658,2.478694012,9.649887949,0.842025558,0.23781544,0.185479452,0.1870272,0.176057361,0.017112299,0.275862069,0.905348558,0.15625,6.6953125,6.5390625,0.22786141,female
+0.190584259,0.029533772,0.192568093,0.175953307,0.207276265,0.031322957,2.412353631,8.199536584,0.821994952,0.187990213,0.172957198,0.190584259,0.169934066,0.017857143,0.242424242,1.309795673,0.1796875,6.75,6.5703125,0.260832342,female
+0.187009289,0.041171786,0.189295775,0.175,0.213450704,0.038450704,2.309124822,8.582032386,0.856685082,0.321681762,0.176971831,0.187009289,0.181209724,0.049230769,0.231884058,0.197115385,0.1640625,0.234375,0.0703125,0.240740741,female
+0.189954108,0.03720486,0.1921875,0.1765625,0.2065625,0.03,2.744296218,12.26023732,0.850261004,0.264340052,0.1903125,0.189954108,0.182078915,0.02349486,0.275862069,0.859747024,0.1640625,6.71875,6.5546875,0.215137068,female
+0.189418354,0.033955455,0.194334278,0.178470255,0.207422096,0.028951841,2.081292529,6.251415104,0.829503486,0.240180992,0.187195467,0.189418354,0.164171599,0.016309888,0.253968254,0.555606618,0.0703125,6.5,6.4296875,0.126063183,female
+0.191221669,0.033429883,0.189653979,0.178027682,0.209273356,0.031245675,3.773733692,23.55115773,0.839868756,0.230199186,0.187958478,0.191221669,0.181687414,0.016511868,0.231884058,0.540885417,0.1640625,5.7578125,5.59375,0.129695627,female
+0.188686654,0.030088809,0.188979592,0.178367347,0.206530612,0.028163265,2.580623028,9.900156248,0.816766614,0.196282712,0.186938776,0.188686654,0.176681608,0.125,0.219178082,0.188476563,0.15625,0.2265625,0.0703125,0.133333333,female
+0.189177184,0.035923632,0.19223565,0.175317221,0.208519637,0.033202417,2.655582012,10.24188574,0.853266326,0.27790811,0.176374622,0.189177184,0.172327902,0.018099548,0.222222222,0.543887868,0.171875,4.203125,4.03125,0.178529481,female
+0.187128281,0.033284487,0.187549091,0.175738182,0.202210909,0.026472727,2.859906573,12.01587255,0.844026541,0.244790089,0.175127273,0.187128281,0.172721043,0.015857284,0.258064516,0.476779514,0.0703125,6.796875,6.7265625,0.089364526,female
+0.187340431,0.034938317,0.186796386,0.17628909,0.205476025,0.029186935,2.90570749,12.47432355,0.848919459,0.263963545,0.179013204,0.187340431,0.180918809,0.016243655,0.25,0.69140625,0.0078125,6.2109375,6.203125,0.172033494,female
+0.18970823,0.036368089,0.182890173,0.169618497,0.214289017,0.04467052,2.623021333,11.18160454,0.861336302,0.248334421,0.180624277,0.18970823,0.169862087,0.029520295,0.246153846,1.090909091,0.1640625,6.953125,6.7890625,0.276069922,female
+0.185421947,0.027194133,0.186465083,0.172152628,0.199971202,0.027818575,2.438490108,8.348987626,0.827798708,0.170546748,0.199366451,0.185421947,0.1691086,0.016895459,0.235294118,1.120008681,0.1640625,6.546875,6.3828125,0.275782479,female
+0.188305003,0.035853565,0.188040279,0.17112316,0.210596437,0.039473277,2.242467589,8.023100238,0.870206017,0.285820322,0.18630519,0.188305003,0.175791075,0.028119508,0.235294118,1.018465909,0.1484375,6.6953125,6.546875,0.175007458,female
+0.185928218,0.031972045,0.184952077,0.172875399,0.20172524,0.02884984,2.645467145,10.47668159,0.838030864,0.227418872,0.173322684,0.185928218,0.159956519,0.016477858,0.231884058,0.799804688,0.1640625,6.875,6.7109375,0.187840324,female
+0.190361068,0.034508799,0.189032258,0.172258065,0.21483871,0.042580645,2.27986424,8.343806597,0.846784592,0.232021166,0.168709677,0.190361068,0.161403939,0.019002375,0.246153846,0.765625,0.078125,6.78125,6.703125,0.05033855,female
+0.185801717,0.032657446,0.186052632,0.172368421,0.199736842,0.027368421,2.299103999,7.704350584,0.842808661,0.234575499,0.185789474,0.185801717,0.160462185,0.01814059,0.219178082,0.539641204,0.171875,6.34375,6.171875,0.080282376,female
+0.183106973,0.033228387,0.183703704,0.171481481,0.198148148,0.026666667,2.83336536,12.11020215,0.845921349,0.239097676,0.187962963,0.183106973,0.167326447,0.020304569,0.253968254,1.0078125,0.0078125,6.625,6.6171875,0.222989132,female
+0.181895083,0.03289634,0.183294118,0.170352941,0.196705882,0.026352941,2.811108516,11.45518536,0.837844233,0.237693556,0.189647059,0.181895083,0.172150917,0.017817372,0.266666667,1.157510081,0.109375,6.640625,6.53125,0.279186603,female
+0.191078812,0.033467058,0.192995708,0.176412017,0.210781116,0.034369099,2.332369993,8.191003089,0.846832299,0.236092411,0.182180258,0.191078812,0.173093032,0.015686275,0.225352113,0.736458333,0.0078125,6.984375,6.9765625,0.150249064,female
+0.192780102,0.03401863,0.197712032,0.177001972,0.20765286,0.030650888,2.753380977,11.34874732,0.848180602,0.25023742,0.199092702,0.192780102,0.167782977,0.016080402,0.242424242,0.953125,0.140625,6.90625,6.765625,0.126096998,female
+0.187154459,0.034393954,0.188383349,0.175914811,0.20410455,0.028189739,2.363114425,8.420712879,0.845816107,0.245624006,0.18106486,0.187154459,0.169441595,0.029906542,0.262295082,0.512319712,0.109375,5.2890625,5.1796875,0.093092006,female
+0.190165893,0.031890558,0.194463554,0.176805897,0.204324324,0.027518428,2.708865748,10.25889273,0.835986375,0.21906299,0.195380835,0.190165893,0.17189023,0.020151134,0.246153846,0.578377016,0.1015625,6.359375,6.2578125,0.130586767,female
+0.191504402,0.03507838,0.193745624,0.176429405,0.209754959,0.033325554,2.535268697,9.652259666,0.846815835,0.258374234,0.193745624,0.191504402,0.180799021,0.028268551,0.275862069,0.918154762,0.0625,5.75,5.6875,0.06043956,female
+0.191832248,0.042053803,0.194731296,0.184404636,0.208893572,0.024488936,3.182206065,14.47611988,0.853694166,0.324582538,0.186469968,0.191832248,0.179635296,0.06557377,0.253968254,1.150065104,0.1015625,6.859375,6.7578125,0.295049007,female
+0.194471443,0.028986915,0.197927126,0.179562753,0.209489879,0.029927126,2.718412511,10.76209277,0.82896722,0.175994976,0.204728745,0.194471443,0.171801472,0.018691589,0.258064516,0.602822581,0.171875,6.5703125,6.3984375,0.103658793,female
+0.185135661,0.040796785,0.190681004,0.177299881,0.203894863,0.026594982,2.778990869,10.85156578,0.860382802,0.304383986,0.190011947,0.185135661,0.177538734,0.017278618,0.25,0.637961648,0.0859375,6.78125,6.6953125,0.139263521,female
+0.180866435,0.032390831,0.182719033,0.16897281,0.194138973,0.025166163,3.251270199,15.13698729,0.824578643,0.222110184,0.191812689,0.180866435,0.177221131,0.017897092,0.25,0.372098214,0.0078125,6.5703125,6.5625,0.060539216,female
+0.183527368,0.028682242,0.182635432,0.17238653,0.19534407,0.02295754,3.115733462,13.04074678,0.819684977,0.19193299,0.18181552,0.183527368,0.17328982,0.034042553,0.231884058,0.269419643,0.1640625,2.9296875,2.765625,0.061814556,female
+0.187763583,0.031560318,0.1876,0.174618182,0.202872727,0.028254545,2.466215234,8.844264281,0.843168278,0.225496289,0.189890909,0.187763583,0.168761135,0.015936255,0.25,0.577845982,0.0078125,7.0,6.9921875,0.099441341,female
+0.183570922,0.039093767,0.187109005,0.173396524,0.199936809,0.026540284,2.807680824,11.23654868,0.836882855,0.280333046,0.198609795,0.183570922,0.186825186,0.079207921,0.246153846,0.402604167,0.15625,3.3359375,3.1796875,0.143734644,female
+0.184307426,0.029528443,0.183157895,0.171157895,0.194947368,0.023789474,3.285386423,15.49914584,0.825844283,0.205736923,0.183368421,0.184307426,0.166571314,0.01911589,0.25,0.704910714,0.171875,6.640625,6.46875,0.092462347,female
+0.183731622,0.036971142,0.189352518,0.167697842,0.201942446,0.034244604,2.441943977,8.837157301,0.852339414,0.268846571,0.190863309,0.183731622,0.158411774,0.016,0.242424242,0.807091346,0.0625,6.65625,6.59375,0.186364534,female
+0.184144139,0.035200739,0.1885625,0.16909375,0.2043125,0.03521875,2.30196713,8.602023372,0.854241572,0.249855559,0.19359375,0.184144139,0.156771186,0.017563117,0.242424242,0.705729167,0.15625,7.0,6.84375,0.112692637,female
+0.186874447,0.037331445,0.188664384,0.175719178,0.208561644,0.032842466,2.672913321,10.22643936,0.858327031,0.296169521,0.180273973,0.186874447,0.177471935,0.018390805,0.266666667,0.190104167,0.0078125,0.2421875,0.234375,0.122988506,female
+0.181815358,0.037090418,0.182673797,0.172791444,0.198245989,0.025454545,3.493231187,16.46750718,0.839290485,0.289927163,0.176684492,0.181815358,0.170029516,0.022503516,0.228571429,0.475852273,0.1640625,6.421875,6.2578125,0.101997503,female
+0.191414983,0.037201499,0.192808989,0.177303371,0.218202247,0.040898876,2.608129083,9.758440184,0.849402494,0.265200163,0.18,0.191414983,0.168758811,0.016967126,0.275862069,0.618652344,0.046875,6.96875,6.921875,0.076166897,female
+0.198401796,0.032806611,0.200768246,0.18893726,0.213674776,0.024737516,2.816876288,11.41524329,0.823790616,0.221384422,0.199692702,0.198401796,0.170552599,0.018539977,0.228571429,1.264322917,0.171875,6.84375,6.671875,0.221311475,female
+0.186401507,0.032411954,0.185514403,0.172378601,0.199572016,0.027193416,2.879188145,12.02918221,0.844456856,0.233868867,0.17399177,0.186401507,0.180671416,0.026272578,0.25,0.360131048,0.1484375,5.234375,5.0859375,0.068458781,female
+0.191922831,0.041926988,0.195124056,0.178813376,0.217173679,0.038360302,2.259652551,8.521585421,0.871848424,0.335946243,0.182135922,0.191922831,0.170937791,0.025641026,0.23880597,0.752377717,0.171875,6.2421875,6.0703125,0.163273663,female
+0.186832525,0.027471913,0.18432497,0.1739546,0.204731183,0.030776583,2.655224572,10.56584559,0.821811998,0.159882982,0.180645161,0.186832525,0.172789871,0.02349486,0.271186441,0.178571429,0.0078125,0.2265625,0.21875,0.108928571,female
+0.197305772,0.021781991,0.200415945,0.186343154,0.212062392,0.025719237,2.620308833,9.423510063,0.771301408,0.093358555,0.207209705,0.197305772,0.185433702,0.038834951,0.228571429,0.200721154,0.1640625,0.2421875,0.078125,0.183333333,female
+0.18925004,0.034072749,0.192121212,0.175454545,0.205454545,0.03,2.832078147,11.13368334,0.827596349,0.233617162,0.204848485,0.18925004,0.170285666,0.033542977,0.258064516,0.198709239,0.1171875,0.2578125,0.140625,0.159090909,female
+0.188018666,0.027562821,0.186172466,0.175370651,0.200574887,0.025204236,3.011602109,12.94429858,0.823299605,0.174406182,0.174523449,0.188018666,0.168344304,0.017167382,0.23880597,0.300321691,0.1640625,3.5546875,3.390625,0.068077084,female
+0.187644344,0.037412008,0.190348028,0.177354988,0.203990719,0.026635731,3.268082654,14.74619271,0.844560173,0.292672856,0.19262181,0.187644344,0.161196081,0.015670911,0.231884058,1.041903409,0.1796875,6.609375,6.4296875,0.141410635,female
+0.180852714,0.043309471,0.190545455,0.175272727,0.201818182,0.026545455,2.788357224,11.00072629,0.848477536,0.325606223,0.199636364,0.180852714,0.176607249,0.016460905,0.271186441,0.188419118,0.0546875,0.2265625,0.171875,0.167613636,female
+0.184779552,0.028731845,0.184285714,0.174285714,0.196734694,0.02244898,3.04445156,12.7386152,0.817356763,0.186539247,0.185306122,0.184779552,0.165488664,0.016243655,0.262295082,0.829861111,0.0859375,6.5390625,6.453125,0.207090972,female
+0.1873453,0.031207714,0.186529412,0.179117647,0.198470588,0.019352941,4.114415198,24.88030484,0.806933976,0.230160409,0.184470588,0.1873453,0.151647399,0.016145308,0.266666667,1.189453125,0.1796875,6.578125,6.3984375,0.270655271,female
+0.189567466,0.038096668,0.190733262,0.178235919,0.206801275,0.028565356,2.963574966,12.8268394,0.856473947,0.315006446,0.179128587,0.189567466,0.173298507,0.017410229,0.271186441,0.888346354,0.1796875,4.8515625,4.671875,0.192962047,female
+0.18355065,0.033171854,0.187810858,0.178003503,0.196637478,0.018633975,3.361455269,14.42256259,0.785317614,0.235786121,0.192714536,0.18355065,0.177953383,0.060377358,0.246153846,0.622596154,0.1796875,5.765625,5.5859375,0.167132867,female
+0.189283042,0.037183418,0.191775939,0.178943348,0.209955442,0.031012094,2.557851921,9.826535251,0.851283958,0.266139129,0.190884787,0.189283042,0.165715976,0.016129032,0.266666667,1.252477134,0.0703125,6.6328125,6.5625,0.208839286,female
+0.191929021,0.030627215,0.193333333,0.179333333,0.207666667,0.028333333,2.108570216,6.853567165,0.841786338,0.2218976,0.182666667,0.191929021,0.166840027,0.029795158,0.225352113,0.769345238,0.171875,6.5390625,6.3671875,0.060245399,female
+0.186319651,0.036377403,0.188652482,0.176406619,0.204869976,0.028463357,3.002406932,13.23091986,0.841922215,0.290095569,0.17607565,0.186319651,0.173818981,0.017316017,0.266666667,0.489955357,0.1796875,5.3359375,5.15625,0.069242424,female
+0.186823415,0.035517864,0.188380634,0.174590985,0.204741235,0.03015025,2.467077291,8.935370116,0.850902184,0.263912065,0.176227045,0.186823415,0.177238312,0.034408602,0.246153846,0.685614224,0.0078125,6.78125,6.7734375,0.159895767,female
+0.182894613,0.033630306,0.185045317,0.172990937,0.194984894,0.021993958,3.914598709,22.50894007,0.828363104,0.248624866,0.184622356,0.182894613,0.171047125,0.025157233,0.258064516,0.902573529,0.1640625,6.8828125,6.71875,0.192107118,female
+0.181308458,0.03751284,0.184124514,0.171595331,0.196108949,0.024513619,3.119178126,13.24368837,0.844031281,0.291376463,0.187120623,0.181308458,0.175215415,0.019875776,0.23880597,0.185997596,0.0703125,0.2421875,0.171875,0.130909091,female
+0.185120342,0.041637777,0.185396825,0.173650794,0.20952381,0.035873016,2.944704725,13.62354297,0.855729643,0.305585082,0.180952381,0.185120342,0.189023449,0.111111111,0.258064516,0.497395833,0.046875,6.640625,6.59375,0.101836493,female
+0.190998295,0.039962125,0.195285541,0.175552855,0.218080194,0.042527339,2.232332916,7.726228998,0.856137732,0.297898198,0.219781288,0.190998295,0.186402166,0.018099548,0.275862069,0.526953125,0.0546875,6.84375,6.7890625,0.055357035,female
+0.193185696,0.03362969,0.196781116,0.178755365,0.21360515,0.034849785,2.031899486,6.146208719,0.837581958,0.225432191,0.201287554,0.193185696,0.190417331,0.096385542,0.271186441,0.895720109,0.1796875,5.53125,5.3515625,0.265361646,female
+0.185433437,0.027872502,0.180916272,0.17206951,0.200379147,0.028309637,2.87083706,11.70050167,0.793607005,0.157988599,0.175165877,0.185433437,0.163497441,0.039900249,0.225352113,0.975520833,0.171875,3.65625,3.484375,0.247918001,female
+0.198801928,0.037381057,0.207776366,0.183939009,0.218449809,0.034510801,2.790948255,12.18113103,0.846554003,0.255993824,0.212757306,0.198801928,0.191880756,0.049079755,0.228571429,0.3984375,0.1640625,3.9140625,3.75,0.112268519,female
+0.192037631,0.03299881,0.192880922,0.178181818,0.206504481,0.028322663,2.748777769,10.56901507,0.825688997,0.220534124,0.200051216,0.192037631,0.188744752,0.087431694,0.242424242,1.032894737,0.171875,6.609375,6.4375,0.275148328,female
+0.193316903,0.036189753,0.195978675,0.182117289,0.212185834,0.030068545,2.679543916,10.20435147,0.854583571,0.281480905,0.192140137,0.193316903,0.185904953,0.031809145,0.271186441,0.6734375,0.0078125,5.9453125,5.9375,0.169620743,female
+0.191786002,0.035776791,0.19421014,0.17713446,0.209845702,0.032711242,2.692436819,10.99473848,0.846462905,0.240427698,0.177545922,0.191786002,0.173011795,0.015779093,0.23880597,0.646205357,0.1640625,6.515625,6.3515625,0.132226322,female
+0.180395779,0.03860987,0.178684211,0.171578947,0.195526316,0.023947368,4.356238603,25.69181356,0.837863082,0.303457724,0.173684211,0.180395779,0.169672561,0.015984016,0.23880597,0.907407407,0.15625,6.890625,6.734375,0.114849188,female
+0.1929573,0.036070207,0.190204082,0.182857143,0.209387755,0.026530612,4.010699428,23.11829361,0.826471782,0.248714333,0.186530612,0.1929573,0.180490342,0.025723473,0.262295082,0.799316406,0.125,6.53125,6.40625,0.169837398,female
+0.187567148,0.033257007,0.187623932,0.176615385,0.201504274,0.024888889,2.638049341,9.704811919,0.819202133,0.234400594,0.180923077,0.187567148,0.180885692,0.022857143,0.235294118,0.197716346,0.1640625,0.234375,0.0703125,0.37037037,female
+0.189139373,0.041281186,0.18799431,0.179231863,0.211493599,0.032261735,3.863540623,21.6108777,0.853805597,0.345440103,0.183214794,0.189139373,0.174858812,0.018979834,0.228571429,0.802389706,0.1796875,6.6484375,6.46875,0.199879227,female
+0.193135576,0.034317668,0.193870968,0.182258065,0.207741935,0.025483871,3.089608148,13.20682461,0.836832569,0.25412537,0.199354839,0.193135576,0.161904095,0.016684046,0.25,1.862215909,0.171875,6.7734375,6.6015625,0.408903917,female
+0.195470072,0.045159049,0.203083605,0.18393051,0.222844734,0.038914224,1.897716883,5.939584532,0.87940994,0.346059999,0.213420195,0.195470072,0.167883338,0.023255814,0.246153846,0.797554348,0.0625,5.078125,5.015625,0.204687057,female
+0.194838817,0.053063819,0.199830748,0.178899859,0.229844852,0.050944993,2.072719477,7.573891909,0.918672241,0.464611332,0.193906911,0.194838817,0.152994525,0.047384008,0.279069767,1.545106132,0.046875,7.5703125,7.5234375,0.127850467,female
+0.193274273,0.045981454,0.1938125,0.174125,0.224,0.049875,2.426061363,9.966640515,0.885396733,0.367164693,0.1925,0.193274273,0.164968093,0.047761194,0.266666667,0.80859375,0.0234375,4.078125,4.0546875,0.126264451,female
+0.179755017,0.057453113,0.172495637,0.151483421,0.228202443,0.076719023,1.923998767,7.017308524,0.921624883,0.51200518,0.150994764,0.179755017,0.149034349,0.047384008,0.277456647,0.819791667,0.0234375,9.7265625,9.703125,0.087285903,female
+0.203086748,0.050004894,0.207334274,0.161918195,0.247221439,0.085303244,1.228914239,4.825595357,0.904812419,0.31902112,0.14809591,0.203086748,0.143629842,0.047244094,0.277456647,1.342013889,0.0234375,8.484375,8.4609375,0.128184238,female
+0.180709738,0.043348347,0.179052632,0.153631579,0.206315789,0.052684211,2.62148855,11.30279872,0.883110096,0.354175928,0.154368421,0.180709738,0.1429838,0.047105005,0.279069767,1.596732955,0.0234375,7.2421875,7.21875,0.129671349,female
+0.185590297,0.055952754,0.196193103,0.160662069,0.226703448,0.066041379,1.80033818,5.761970475,0.929774557,0.552873586,0.227862069,0.185590297,0.150058408,0.047151277,0.277456647,1.613002232,0.0234375,10.453125,10.4296875,0.109857961,female
+0.160934429,0.067288941,0.187533156,0.10137931,0.216498674,0.115119363,2.096311943,7.310054236,0.943913018,0.598430827,0.222440318,0.160934429,0.161901866,0.047058824,0.279069767,1.351721939,0.0234375,9.5859375,9.5625,0.121808026,female
+0.180561524,0.065596634,0.186066838,0.151156812,0.228894602,0.077737789,1.327338539,4.683984854,0.945787013,0.604101029,0.164832905,0.180561524,0.141001331,0.046920821,0.279069767,1.195738636,0.0234375,9.609375,9.5859375,0.09002445,female
+0.178587011,0.044652226,0.179410188,0.159892761,0.201930295,0.042037534,2.053382153,6.653087625,0.885342276,0.388552367,0.174906166,0.178587011,0.155340155,0.049844237,0.279069767,1.607271635,0.0234375,8.1328125,8.109375,0.087475915,female
+0.190331164,0.046809933,0.185283951,0.157283951,0.218469136,0.061185185,2.477582323,12.01641237,0.892427118,0.335346236,0.184592593,0.190331164,0.148003766,0.046966732,0.279069767,1.886917373,0.1640625,8.296875,8.1328125,0.193869531,female
+0.189753951,0.043341652,0.19327044,0.16509434,0.213962264,0.048867925,1.697489547,5.565508621,0.892631138,0.35447549,0.19327044,0.189753951,0.145676318,0.046920821,0.274285714,1.14283288,0.0234375,6.1640625,6.140625,0.120095864,female
+0.169863389,0.053348364,0.174295302,0.15033557,0.204362416,0.054026846,2.455868667,10.08715747,0.90804628,0.504679033,0.151744966,0.169863389,0.140055365,0.049079755,0.279069767,1.054142442,0.09375,5.90625,5.8125,0.12953629,female
+0.194338407,0.045573839,0.199559902,0.168410758,0.225574572,0.057163814,1.133759945,3.21055978,0.908138606,0.372298661,0.179364303,0.194338407,0.143626558,0.046966732,0.279069767,1.619140625,0.0234375,9.0234375,9.0,0.146205357,female
+0.185102314,0.047233301,0.175616,0.157696,0.219968,0.062272,2.32891857,9.042175787,0.883297605,0.362863209,0.158144,0.185102314,0.153339164,0.048730964,0.277456647,1.317522321,0.0234375,7.078125,7.0546875,0.156884459,female
+0.163750015,0.062138439,0.168711434,0.141778584,0.206823956,0.065045372,2.24170501,8.410292856,0.934362199,0.604550121,0.204283122,0.163750015,0.141644503,0.047151277,0.277456647,1.224609375,0.046875,8.953125,8.90625,0.094511278,female
+0.158723987,0.07452995,0.15952024,0.096971514,0.229205397,0.132233883,1.112004755,5.419301403,0.973867451,0.717528776,0.253133433,0.158723987,0.145320653,0.048484848,0.272727273,1.347905585,0.0234375,10.2890625,10.265625,0.094297547,female
+0.191305827,0.044829587,0.188204283,0.166985173,0.213113674,0.046128501,1.979427487,6.752869997,0.879441639,0.326392689,0.177594728,0.191305827,0.139455245,0.04729064,0.277456647,1.278645833,0.1640625,8.71875,8.5546875,0.099394712,female
+0.173801083,0.05529818,0.174733638,0.147458143,0.206697108,0.059238965,2.303879801,8.674648468,0.910964,0.488688805,0.143622527,0.173801083,0.137393701,0.047571853,0.275862069,1.278362772,0.0234375,8.5078125,8.484375,0.104643515,female
+0.190493803,0.044590085,0.195398773,0.171349693,0.223742331,0.052392638,1.931066041,6.082652491,0.875373045,0.339404119,0.225030675,0.190493803,0.145604034,0.047808765,0.275862069,1.866338315,0.0234375,8.8125,8.7890625,0.162095238,female
+0.199900983,0.061569147,0.213206951,0.176050553,0.245055292,0.069004739,1.519862014,4.596697492,0.918118983,0.478149548,0.248151659,0.199900983,0.164026448,0.047666336,0.277456647,1.46875,0.0234375,9.3984375,9.375,0.124147727,female
+0.168873089,0.061769469,0.176676056,0.15143662,0.200338028,0.048901408,2.556650852,10.1022612,0.918604408,0.523272313,0.166816901,0.168873089,0.135782395,0.047105005,0.268156425,1.133609694,0.0234375,9.0703125,9.046875,0.086674927,female
+0.174468009,0.063351553,0.189399707,0.135285505,0.215636896,0.080351391,3.47449224,19.19753972,0.94098011,0.613698489,0.213997072,0.174468009,0.150416229,0.047105005,0.279069767,1.301977041,0.09375,8.4609375,8.3671875,0.146804176,female
+0.211902102,0.060431647,0.225154639,0.177525773,0.262680412,0.085154639,3.50907872,17.99371695,0.894024553,0.401002254,0.262319588,0.211902102,0.1554513,0.047761194,0.279069767,1.89401533,0.0703125,11.015625,10.9453125,0.109207709,female
+0.192090408,0.050122602,0.19493188,0.166702997,0.214386921,0.047683924,1.582092492,4.84836091,0.902525213,0.401290541,0.207901907,0.192090408,0.14084951,0.048681542,0.279069767,1.558823529,0.0234375,18.1875,18.1640625,0.069256662,female
+0.205179994,0.037920798,0.206888889,0.184333333,0.220888889,0.036555556,2.624019622,10.85732526,0.859818588,0.244618672,0.215833333,0.205179994,0.151647129,0.048048048,0.279069767,0.667747642,0.0234375,5.2734375,5.25,0.047443978,female
+0.197103599,0.046722578,0.2065,0.180055556,0.224388889,0.044333333,2.621989209,12.58068164,0.890682606,0.36471296,0.216611111,0.197103599,0.159288911,0.047151277,0.279069767,1.682904412,0.1171875,9.1640625,9.046875,0.109779793,female
+0.179855479,0.050884823,0.188598726,0.161847134,0.208216561,0.046369427,1.951539343,6.558295244,0.907205064,0.469672239,0.197515924,0.179855479,0.141465936,0.047151277,0.272727273,1.862533245,0.0234375,9.703125,9.6796875,0.173453665,female
+0.212057895,0.044963377,0.220871935,0.190735695,0.245286104,0.054550409,1.403542594,4.073729327,0.888269382,0.301402991,0.220871935,0.212057895,0.152778655,0.04729064,0.279069767,0.745738636,0.0234375,4.6171875,4.59375,0.120619946,female
+0.198008914,0.033141405,0.194492754,0.174202899,0.225217391,0.051014493,1.635615248,4.83107663,0.863505488,0.184721853,0.228695652,0.198008914,0.156369098,0.047666336,0.274285714,1.008965164,0.0234375,8.90625,8.8828125,0.064006915,female
+0.186863526,0.044401964,0.183479675,0.159349593,0.218536585,0.059186992,2.356545811,8.102842128,0.870049379,0.341310036,0.158439024,0.186863526,0.144735458,0.047337278,0.279069767,0.999441964,0.0234375,8.9296875,8.90625,0.092382271,female
+0.182312372,0.039541111,0.180569514,0.161809045,0.200268007,0.038458961,1.830175424,5.490714658,0.868161014,0.299374942,0.182914573,0.182312372,0.134339122,0.047666336,0.262295082,1.422056686,0.0234375,8.7890625,8.765625,0.09762619,female
+0.184853085,0.079328731,0.210448718,0.136410256,0.254871795,0.118461538,1.924517886,7.016930914,0.939643075,0.567738596,0.259358974,0.184853085,0.154314708,0.05510907,0.271186441,1.040178571,0.0234375,5.1796875,5.15625,0.10970516,female
+0.187259682,0.038534444,0.185648022,0.171132333,0.207421555,0.036289222,2.337159028,9.162868847,0.871786823,0.299992285,0.181828104,0.187259682,0.148509188,0.049638056,0.275862069,1.440104167,0.0234375,6.609375,6.5859375,0.182890238,female
+0.220023443,0.047350951,0.229451327,0.177911504,0.265132743,0.087221239,1.791341109,6.022467935,0.867843127,0.225243629,0.270584071,0.220023443,0.16150945,0.053097345,0.277456647,1.773632813,0.0234375,7.734375,7.7109375,0.113802968,female
+0.204051736,0.049857134,0.206831276,0.168230453,0.247736626,0.079506173,1.591860649,5.740236113,0.887928868,0.327511851,0.169958848,0.204051736,0.1595435,0.050526316,0.277456647,0.713465074,0.0234375,3.9609375,3.9375,0.081547619,female
+0.189495767,0.043427451,0.197010309,0.172113402,0.210360825,0.038247423,2.567234615,10.71044937,0.883829627,0.363339074,0.204226804,0.189495767,0.150130659,0.046966732,0.279069767,1.351004464,0.0234375,10.9453125,10.921875,0.088684384,female
+0.201001923,0.042666776,0.204084507,0.175,0.23415493,0.05915493,1.964557193,6.365637369,0.869157428,0.294393195,0.175985915,0.201001923,0.157768252,0.047151277,0.279069767,1.858963816,0.0234375,5.953125,5.9296875,0.196516798,female
+0.166054207,0.053910218,0.178804348,0.153695652,0.196304348,0.042608696,2.272116711,8.071135249,0.910414285,0.501525751,0.192880435,0.166054207,0.143099461,0.047666336,0.277456647,1.64188058,0.0234375,9.3515625,9.328125,0.075234664,female
+0.202306162,0.046729777,0.201,0.1805,0.236,0.0555,1.599848876,5.535673402,0.896180034,0.364107829,0.183,0.202306162,0.151699878,0.04719764,0.277456647,0.622677365,0.0234375,4.4296875,4.40625,0.086474164,female
+0.177583117,0.03883093,0.177975709,0.151902834,0.195546559,0.043643725,1.987101702,7.002656769,0.856226555,0.284067448,0.150769231,0.177583117,0.146794809,0.048,0.275862069,0.977008929,0.0234375,6.4921875,6.46875,0.084541063,female
+0.187030584,0.043738445,0.176865204,0.158432602,0.208025078,0.049592476,2.595613348,13.29595147,0.880901148,0.29627008,0.167210031,0.187030584,0.133694379,0.047384008,0.269662921,1.2365625,0.0234375,6.8671875,6.84375,0.097246005,female
+0.18051327,0.07946658,0.206608696,0.104,0.253565217,0.149565217,2.078065273,8.115628716,0.95119432,0.617184936,0.263304348,0.18051327,0.143075069,0.047856431,0.277456647,1.577845982,0.0234375,12.75,12.7265625,0.09013108,female
+0.181741361,0.037860102,0.183343653,0.163839009,0.203281734,0.039442724,2.131599019,6.845095673,0.852562613,0.285937689,0.166873065,0.181741361,0.149591988,0.048780488,0.279069767,1.508477394,0.0234375,8.4609375,8.4375,0.082945736,female
+0.179513903,0.037889903,0.181748072,0.161953728,0.191105398,0.029151671,4.147547098,25.59206834,0.852020335,0.291314926,0.183547558,0.179513903,0.130952618,0.046920821,0.277456647,1.338627049,0.0234375,8.4140625,8.390625,0.079395891,female
+0.190810773,0.040933758,0.194187583,0.168295905,0.214900925,0.04660502,2.388011196,9.340082167,0.880138055,0.318599059,0.199365918,0.190810773,0.147888196,0.047012733,0.277456647,1.155838816,0.0234375,7.7578125,7.734375,0.08158948,female
+0.193120769,0.043548745,0.195872534,0.170804249,0.221365706,0.050561457,1.515202867,4.494620609,0.885225295,0.334324158,0.219241275,0.193120769,0.152384897,0.04729064,0.277456647,2.131855867,0.0234375,12.1171875,12.09375,0.128286148,female
+0.173024838,0.066787768,0.198179148,0.13650514,0.219970631,0.083465492,2.158499488,7.693685447,0.932381639,0.554139702,0.205168869,0.173024838,0.152430589,0.047012733,0.275862069,1.380420918,0.09375,6.9609375,6.8671875,0.105802048,female
+0.20023175,0.065371843,0.217305503,0.171612903,0.251840607,0.080227704,2.224034328,9.340376058,0.922504399,0.527151621,0.218899431,0.20023175,0.163741212,0.047713718,0.272727273,0.976973684,0.0234375,8.15625,8.1328125,0.082832441,female
+0.206318834,0.042537684,0.197831776,0.17271028,0.246504673,0.073794393,3.325719436,19.56052218,0.859520547,0.220904134,0.171663551,0.206318834,0.169108064,0.04729064,0.279069767,1.256478659,0.0234375,9.3046875,9.28125,0.139330808,female
+0.187251562,0.054539754,0.189782293,0.151582003,0.220667634,0.069085631,1.036873516,2.993562811,0.920759687,0.460696303,0.145486212,0.187251562,0.141280629,0.047384008,0.277456647,1.6865625,0.09375,8.7890625,8.6953125,0.115551389,female
+0.134672887,0.070309828,0.148235294,0.06627451,0.190196078,0.123921569,1.196345649,5.295373745,0.962068922,0.66567465,0.18627451,0.134672887,0.152537795,0.04743083,0.279069767,1.3725,0.0234375,7.359375,7.3359375,0.125617194,female
+0.205159419,0.03954327,0.210804598,0.186666667,0.228908046,0.042241379,2.099683043,7.56220946,0.876002115,0.271879949,0.224885057,0.205159419,0.154735642,0.047105005,0.277456647,1.578835227,0.1875,10.8046875,10.6171875,0.113644082,female
+0.194693507,0.037831261,0.199457831,0.17373494,0.217168675,0.043433735,1.920424411,5.989031333,0.865548328,0.277556516,0.199457831,0.194693507,0.144878546,0.047761194,0.268156425,1.966538915,0.140625,9.2578125,9.1171875,0.162991892,female
+0.178734545,0.050138423,0.183348148,0.158459259,0.2016,0.043140741,2.016209666,6.484113044,0.901218707,0.453775795,0.198281481,0.178734545,0.154840542,0.047713718,0.279069767,1.57453125,0.0234375,10.8515625,10.828125,0.128317335,female
+0.196899113,0.049470832,0.208224299,0.190280374,0.222803738,0.032523364,2.640856277,9.831458371,0.869026888,0.372147595,0.220186916,0.196899113,0.157693181,0.046920821,0.274285714,1.999865302,0.140625,9.5625,9.421875,0.136060768,female
+0.189529463,0.040754465,0.187206946,0.167351664,0.209493488,0.042141823,2.189077516,8.592961897,0.880215401,0.311531365,0.181534009,0.189529463,0.142143138,0.047524752,0.274285714,0.916619318,0.0234375,7.8046875,7.78125,0.066097724,female
+0.15186193,0.068629661,0.1526,0.094266667,0.200666667,0.1064,0.285020285,3.618873328,0.975012867,0.732885867,0.1904,0.15186193,0.159553025,0.049180328,0.272727273,1.958629261,0.0234375,9.46875,9.4453125,0.167121588,female
+0.205296017,0.043704617,0.212431444,0.181206581,0.23393053,0.052723949,1.744719015,5.488434336,0.877418259,0.323796263,0.179159049,0.205296017,0.162322317,0.047384008,0.271186441,2.106445313,0.0234375,11.6484375,11.625,0.123099078,female
+0.175580895,0.061414409,0.182556818,0.157897727,0.220738636,0.062840909,1.86777996,6.323409798,0.925413399,0.534688943,0.168636364,0.175580895,0.149722172,0.048830112,0.279069767,2.199448529,0.0234375,10.4296875,10.40625,0.133457926,female
+0.166966294,0.03464406,0.163892807,0.155204513,0.171791255,0.016586742,3.966460245,20.1331016,0.802349313,0.253989049,0.157574048,0.166966294,0.142839233,0.047012733,0.268156425,1.373863636,0.0234375,9.5390625,9.515625,0.120689655,female
+0.164179934,0.09186905,0.187467811,0.068898426,0.249155937,0.180257511,1.633210414,6.483708368,0.956099676,0.722645812,0.273190272,0.164179934,0.201400303,0.027923211,0.275862069,0.482291667,0.0078125,2.3125,2.3046875,0.234624697,female
+0.132305629,0.085839317,0.107794994,0.054398093,0.212252682,0.157854589,0.692270636,3.413059045,0.975726802,0.813629515,0.036042908,0.132305629,0.198033753,0.048484848,0.271186441,0.571514423,0.03125,1.390625,1.359375,0.459770115,female
+0.146526322,0.085999545,0.172287823,0.057859779,0.221623616,0.163763838,1.343943885,5.262099554,0.970294766,0.786881099,0.223948339,0.146526322,0.196802377,0.020025031,0.275862069,0.524639423,0.0078125,4.09375,4.0859375,0.182026769,female
+0.115789285,0.081102589,0.102196796,0.03812357,0.193180778,0.155057208,1.620438877,6.600749198,0.962574468,0.746873491,0.017620137,0.115789285,0.200909874,0.075829384,0.258064516,0.452256944,0.0078125,1.578125,1.5703125,0.250932836,female
+0.138592214,0.079769927,0.144938036,0.067530982,0.202592946,0.135061964,1.942778052,9.041302584,0.971585963,0.80304983,0.192183031,0.138592214,0.185232925,0.056537102,0.271186441,0.533110119,0.015625,3.0859375,3.0703125,0.185877863,female
+0.174879769,0.090505656,0.214117647,0.079236884,0.250174881,0.170937997,1.651505322,5.561909449,0.942396787,0.650659808,0.275103339,0.174879769,0.205049684,0.036781609,0.275862069,1.05,0.0234375,4.6328125,4.609375,0.29039548,female
+0.210423884,0.043686419,0.213047433,0.190669266,0.240155945,0.04948668,1.751324968,6.007351552,0.894808398,0.229518328,0.236335283,0.210423884,0.148035869,0.019975031,0.266666667,0.231971154,0.109375,0.359375,0.25,0.170138889,female
+0.213026391,0.045511068,0.216213018,0.191913215,0.24852071,0.056607495,1.65445284,5.394259028,0.886415597,0.223276635,0.196055227,0.213026391,0.130560651,0.015732547,0.271186441,0.236886161,0.109375,0.3125,0.203125,0.189458689,female
+0.211406724,0.048319933,0.215475189,0.18627418,0.248915055,0.062640875,1.376621664,4.464553388,0.902057041,0.253573826,0.257157275,0.211406724,0.155632079,0.015857284,0.275862069,0.559326172,0.1640625,4.2890625,4.125,0.150659824,female
+0.235684653,0.038213401,0.246351931,0.221917024,0.259971388,0.038054363,2.202362709,8.009340844,0.845326324,0.147704788,0.25316166,0.235684653,0.147401893,0.015904573,0.271186441,0.395559211,0.0078125,2.859375,2.8515625,0.143835616,female
+0.204464415,0.043574602,0.204300808,0.184810441,0.234232443,0.049422001,1.981522502,7.562674452,0.897559277,0.231751971,0.194381603,0.204464415,0.144487934,0.016393443,0.262295082,0.274147727,0.1640625,1.5,1.3359375,0.076839385,female
+0.229987028,0.043187177,0.243321033,0.202250923,0.262693727,0.060442804,1.821970209,5.823382064,0.871215633,0.167383428,0.257785978,0.229987028,0.129881131,0.015968064,0.266666667,0.241071429,0.0078125,0.390625,0.3828125,0.173469388,female
+0.224571923,0.040850415,0.236646943,0.201025641,0.254871795,0.053846154,2.086670313,7.195154178,0.863628369,0.174386767,0.200749507,0.224571923,0.156312709,0.015888779,0.275862069,0.239809783,0.0078125,0.4296875,0.421875,0.228395062,female
+0.217966998,0.042504254,0.230764832,0.193938528,0.249778413,0.055839886,2.064521867,7.401659331,0.883175171,0.207962951,0.255582559,0.217966998,0.143295372,0.016032064,0.271186441,0.251602564,0.109375,0.5625,0.453125,0.145644283,female
+0.201866675,0.044052582,0.199402209,0.177024042,0.235607537,0.058583496,1.537238914,4.748071658,0.898280837,0.230859655,0.205769981,0.201866675,0.161074809,0.015920398,0.275862069,0.261914063,0.1640625,1.1328125,0.96875,0.089145597,female
+0.207709318,0.042005525,0.206568627,0.185751634,0.237908497,0.052156863,2.342107174,9.587379064,0.883484059,0.212289291,0.19627451,0.207709318,0.165952214,0.016718913,0.275862069,0.234130859,0.0078125,0.546875,0.5390625,0.156421789,female
+0.114828111,0.084428071,0.088617731,0.044041945,0.179904671,0.135862726,1.021112454,3.811971009,0.969638311,0.774733957,0.022421354,0.114828111,0.191768226,0.16,0.275862069,0.556525735,0.0234375,5.1015625,5.078125,0.155865385,female
+0.12295648,0.082141904,0.118591859,0.044048405,0.195907591,0.151859186,1.323652637,5.209488712,0.972679478,0.80844283,0.018789879,0.12295648,0.166807217,0.015857284,0.275862069,1.290798611,0.0234375,6.0625,6.0390625,0.138041245,female
+0.128304909,0.081829284,0.124444444,0.050517052,0.207612761,0.15709571,1.342287063,4.859122804,0.961928143,0.740389248,0.015709571,0.128304909,0.200131283,0.029906542,0.271186441,0.458881579,0.0078125,3.6484375,3.640625,0.184549356,female
+0.118338679,0.087454457,0.153018598,0.022832618,0.187467811,0.164635193,2.145868737,7.826696299,0.937855812,0.65265892,0.010815451,0.118338679,0.17455547,0.031007752,0.275862069,1.204427083,0.015625,3.578125,3.5625,0.334728868,female
+0.127114906,0.087621363,0.118474374,0.039046484,0.214588796,0.175542312,1.403033506,5.16024621,0.962335498,0.746797716,0.010011919,0.127114906,0.198996664,0.024096386,0.25,0.4046875,0.0078125,2.984375,2.9765625,0.169666292,female
+0.143132973,0.088920179,0.17550065,0.050247074,0.218829649,0.168582575,1.073172659,3.971286677,0.966102688,0.767904544,0.182782835,0.143132973,0.164229066,0.021592443,0.266666667,0.735839844,0.0078125,3.578125,3.5703125,0.285339168,female
+0.110502983,0.080766112,0.093910355,0.033972179,0.188469861,0.154497682,1.446764978,5.109277023,0.962580214,0.732711489,0.006707883,0.110502983,0.186251707,0.044817927,0.258064516,0.732928241,0.0078125,4.703125,4.6953125,0.200883143,female
+0.139254029,0.083980114,0.151920447,0.05690491,0.212479801,0.155574891,1.546572182,5.868483517,0.975813923,0.822670654,0.2091734,0.139254029,0.19357568,0.034482759,0.262295082,0.515625,0.0078125,3.921875,3.9140625,0.142429427,female
+0.111153595,0.072246819,0.099960552,0.048323471,0.167061144,0.118737673,1.229987429,4.542822157,0.964882802,0.753861589,0.163747535,0.111153595,0.160143744,0.035164835,0.266666667,0.336292614,0.0078125,1.09375,1.0859375,0.292223364,female
+0.222930326,0.031245051,0.222727273,0.207613636,0.241420455,0.033806818,2.391134719,8.461176724,0.821258978,0.159198046,0.212784091,0.222930326,0.165217783,0.047058824,0.277456647,1.957694575,0.2109375,9.7265625,9.515625,0.145822861,female
+0.218169819,0.040306049,0.22,0.206122449,0.240408163,0.034285714,3.019389451,12.81342217,0.82691365,0.215681092,0.237959184,0.218169819,0.197124746,0.048144433,0.279069767,1.12549867,0.0234375,11.3203125,11.296875,0.080103228,female
+0.223278784,0.042489377,0.231021672,0.206749226,0.24879257,0.042043344,1.768652159,6.143702656,0.859114873,0.222222104,0.234489164,0.223278784,0.192253889,0.049638056,0.279069767,1.042719415,0.2109375,12.0234375,11.8125,0.068722944,female
+0.215388321,0.036483419,0.21522694,0.204978038,0.234904832,0.029926794,2.717173641,10.6224451,0.829633879,0.214976432,0.211537335,0.215388321,0.200699446,0.058608059,0.279069767,1.0359375,0.2109375,8.484375,8.2734375,0.055279075,female
+0.225229966,0.036419903,0.230563166,0.214368341,0.245905632,0.031537291,2.142683456,7.154854494,0.841068765,0.222523693,0.234398782,0.225229966,0.174219187,0.047619048,0.275862069,1.311458333,0.0234375,9.3515625,9.328125,0.118151734,female
+0.211237578,0.033338308,0.212121212,0.200550964,0.230247934,0.02969697,3.113291467,14.90100473,0.830429351,0.201214963,0.204407713,0.211237578,0.171062339,0.047524752,0.275862069,2.676988636,0.0234375,10.078125,10.0546875,0.180114757,female
+0.227536743,0.039723897,0.233846154,0.204615385,0.258076923,0.053461538,1.339287733,3.605845819,0.860543109,0.197276059,0.261153846,0.227536743,0.181804161,0.047713718,0.279069767,1.158353365,0.0234375,9.7734375,9.75,0.069368132,female
+0.227683168,0.033163319,0.236039604,0.205148515,0.24990099,0.044752475,1.866182072,5.819220018,0.841532604,0.160282962,0.242376238,0.227683168,0.181120641,0.048338369,0.271186441,1.258246528,0.0234375,11.8828125,11.859375,0.103982974,female
+0.222548873,0.029793229,0.225298013,0.208609272,0.241059603,0.032450331,2.099660873,6.890958453,0.826618198,0.149222675,0.229006623,0.222548873,0.178897809,0.047761194,0.277456647,0.861328125,0.0234375,9.1875,9.1640625,0.097186701,female
+0.214581896,0.032225084,0.217438692,0.201035422,0.231553134,0.030517711,2.033459756,6.30904843,0.843964714,0.199944349,0.197983651,0.214581896,0.175978154,0.047761194,0.271186441,0.984809028,0.2109375,6.4453125,6.234375,0.152111047,female
+0.216808914,0.040453524,0.223928571,0.207857143,0.238571429,0.030714286,2.439289923,9.146365103,0.841354748,0.234533485,0.231785714,0.216808914,0.176908583,0.048387097,0.268156425,1.150026483,0.0234375,9.515625,9.4921875,0.051806958,female
+0.21847797,0.042912811,0.215842185,0.204795144,0.248133536,0.043338392,3.105067448,16.06251364,0.849660473,0.251582308,0.209044006,0.21847797,0.187587453,0.048096192,0.275862069,1.049202128,0.0234375,7.546875,7.5234375,0.116206622,female
+0.195366938,0.052070681,0.20465718,0.191617076,0.222043984,0.030426908,3.349808396,16.52558051,0.874574575,0.403534112,0.203570505,0.195366938,0.172325461,0.048879837,0.275862069,1.118938578,0.0234375,9.46875,9.4453125,0.053327318,female
+0.230790543,0.034518481,0.231215227,0.209487555,0.259912152,0.050424597,1.598823471,4.867484391,0.845817953,0.137411804,0.214407028,0.230790543,0.188669158,0.048632219,0.275862069,1.189002404,0.0234375,9.6328125,9.609375,0.096864111,female
+0.229938254,0.03619574,0.235362319,0.217326892,0.25610306,0.038776167,1.680097857,5.002185227,0.850271995,0.191834863,0.253848631,0.229938254,0.196619191,0.047244094,0.277456647,1.888183594,0.0234375,9.5390625,9.515625,0.144937055,female
+0.221970733,0.043472376,0.219759036,0.200963855,0.255903614,0.054939759,1.442990748,4.484900256,0.859833953,0.219356471,0.207228916,0.221970733,0.173613844,0.048435923,0.279069767,1.31349734,0.0234375,8.625,8.6015625,0.159815188,female
+0.227550491,0.034004852,0.227878788,0.210909091,0.251717172,0.040808081,2.264260192,8.729469254,0.837585728,0.175807992,0.225454545,0.227550491,0.198825275,0.046966732,0.279069767,0.947544643,0.0234375,9.796875,9.7734375,0.079681709,female
+0.219501983,0.034952129,0.221447721,0.199678284,0.243217158,0.043538874,1.427626831,4.032356643,0.863479151,0.197403574,0.206058981,0.219501983,0.184217157,0.047761194,0.277456647,1.74375,0.1875,9.2109375,9.0234375,0.120831169,female
+0.218647391,0.033345799,0.219147727,0.20125,0.240625,0.039375,2.035892896,6.687082552,0.834887773,0.166016016,0.198068182,0.218647391,0.187419493,0.048096192,0.274285714,0.787860577,0.0234375,10.6171875,10.59375,0.04831136,female
+0.222227856,0.04341729,0.227526882,0.19655914,0.254623656,0.058064516,1.134020155,3.020309016,0.879697533,0.265083173,0.275698925,0.222227856,0.165079236,0.048387097,0.279069767,1.818558673,0.0703125,9.0703125,9.0,0.164628623,female
+0.226664143,0.035608723,0.228432956,0.210791599,0.249693053,0.038901454,1.833257848,6.336444242,0.848540972,0.188153014,0.222552504,0.226664143,0.18529858,0.047477745,0.279069767,1.412109375,0.0234375,10.921875,10.8984375,0.11516695,female
+0.219184633,0.031278286,0.218686131,0.206014599,0.235445255,0.029430657,2.287847962,8.728300389,0.840193492,0.16536853,0.215824818,0.219184633,0.182605789,0.047384008,0.277456647,2.059895833,0.0234375,9.84375,9.8203125,0.113181568,female
+0.235652844,0.037056869,0.248134328,0.213656716,0.26119403,0.047537313,2.070482128,6.765488678,0.8329447,0.169130422,0.259626866,0.235652844,0.183226741,0.047856431,0.279069767,0.821484375,0.2109375,5.8828125,5.671875,0.107102971,female
+0.212134624,0.032598871,0.216066667,0.196,0.230533333,0.034533333,2.25547893,7.881732267,0.835405883,0.197826068,0.228666667,0.212134624,0.173435467,0.049586777,0.255319149,0.499273256,0.0234375,3.6796875,3.65625,0.061538462,female
+0.217904782,0.033279778,0.216508972,0.201892333,0.236606852,0.034714519,2.352544861,8.922851452,0.832993987,0.176697667,0.219249592,0.217904782,0.181026297,0.051391863,0.279069767,1.986816406,0.0234375,9.328125,9.3046875,0.151401468,female
+0.226650315,0.037314061,0.23374778,0.202912966,0.253641208,0.050728242,2.059149316,7.802350113,0.843057074,0.179239358,0.24071048,0.226650315,0.19356171,0.047384008,0.277456647,1.443978659,0.0234375,9.4453125,9.421875,0.128698612,female
+0.211401313,0.044609028,0.208923077,0.191692308,0.241769231,0.050076923,1.841355969,6.2046404,0.860925187,0.259532141,0.192230769,0.211401313,0.16896376,0.048435923,0.279069767,1.228365385,0.0234375,9.703125,9.6796875,0.06249591,female
+0.219425186,0.037712807,0.226287744,0.195452931,0.244191829,0.048738899,1.287379185,3.587348261,0.861891653,0.21283496,0.193463588,0.219425186,0.179508175,0.04743083,0.271186441,1.921875,0.0234375,10.0078125,9.984375,0.110268448,female
+0.2219837,0.033770681,0.220383944,0.208656195,0.241884817,0.033228621,2.354861955,8.692618203,0.835669215,0.184223481,0.215497382,0.2219837,0.191292171,0.049535604,0.272727273,1.278161337,0.2109375,13.0078125,12.796875,0.059752747,female
+0.212030757,0.03482229,0.209666137,0.193195548,0.230143084,0.036947536,2.312172383,9.425049941,0.85494239,0.197908817,0.205659777,0.212030757,0.189001677,0.049586777,0.279069767,0.429332386,0.0234375,1.6875,1.6640625,0.099965648,female
+0.225683966,0.034230399,0.234698795,0.209156627,0.245783133,0.036626506,2.830075845,11.44581874,0.812837675,0.174304016,0.240481928,0.225683966,0.190573195,0.047337278,0.277456647,1.5421875,0.0234375,9.5625,9.5390625,0.104508314,female
+0.209008272,0.042727511,0.212385185,0.193718519,0.232711111,0.038992593,2.073218316,7.208493026,0.86457816,0.282264003,0.206577778,0.209008272,0.187478957,0.050473186,0.277456647,1.171432783,0.0234375,14.3203125,14.296875,0.061009322,female
+0.226640031,0.046017846,0.238636364,0.215909091,0.255,0.039090909,2.06602122,6.970631745,0.861786668,0.290297747,0.244090909,0.226640031,0.17432598,0.04729064,0.279069767,1.988769531,0.0234375,11.953125,11.9296875,0.082961243,female
+0.216473486,0.058323352,0.226168224,0.200373832,0.258691589,0.058317757,1.69574511,5.338921745,0.892106022,0.361472534,0.208224299,0.216473486,0.173047768,0.048387097,0.275862069,1.330078125,0.0234375,5.71875,5.6953125,0.169112509,female
+0.199537462,0.061505573,0.220235294,0.184,0.236235294,0.052235294,2.597052715,11.83666852,0.907331792,0.4971578,0.225411765,0.199537462,0.183935826,0.049844237,0.279069767,2.12652439,0.0234375,10.4296875,10.40625,0.142342342,female
+0.209175822,0.055388693,0.221981982,0.191711712,0.242162162,0.05045045,1.691631513,5.48500742,0.890395517,0.377435854,0.226018018,0.209175822,0.161557275,0.048,0.272727273,1.392857143,0.0234375,10.8984375,10.875,0.105872845,female
+0.219691273,0.031192546,0.225065886,0.198828697,0.241054173,0.042225476,2.515500287,10.81952616,0.837611777,0.154594323,0.239414348,0.219691273,0.184824677,0.04743083,0.271186441,0.826388889,0.0234375,5.390625,5.3671875,0.140232347,female
+0.219218722,0.036296406,0.224,0.200666667,0.245,0.044333333,1.654298546,4.917199768,0.852393758,0.199233849,0.2345,0.219218722,0.183481094,0.047058824,0.279069767,2.026147959,0.0234375,9.9375,9.9140625,0.129271438,female
+0.211588338,0.040640238,0.206681716,0.190880361,0.241444695,0.050564334,1.880469468,6.940235918,0.864084997,0.260509988,0.204153499,0.211588338,0.153023882,0.052287582,0.271186441,0.946614583,0.2109375,7.453125,7.2421875,0.127323162,female
+0.206963676,0.055694766,0.216829268,0.195487805,0.23945122,0.043963415,1.788383277,5.904735638,0.893281266,0.365547072,0.213841463,0.206963676,0.181607642,0.048582996,0.277456647,0.930803571,0.09375,12.0234375,11.9296875,0.056188605,female
+0.219733825,0.033701829,0.217826772,0.200629921,0.246047244,0.045417323,1.639987078,5.015082607,0.853801943,0.187255424,0.200188976,0.219733825,0.179655249,0.047244094,0.279069767,1.573660714,0.0234375,9.6328125,9.609375,0.131453252,female
+0.224958019,0.030206365,0.230066667,0.2114,0.241266667,0.029866667,2.626612837,10.75317278,0.82459077,0.157822838,0.236133333,0.224958019,0.175636627,0.047808765,0.271186441,1.40013587,0.0234375,9.609375,9.5859375,0.119974982,female
+0.229328819,0.038242394,0.241174551,0.212854812,0.253050571,0.040195759,3.099619658,15.31152944,0.835509921,0.194871984,0.241174551,0.229328819,0.194431165,0.049382716,0.279069767,1.015625,0.0234375,9.46875,9.4453125,0.076661878,female
+0.21781586,0.038142858,0.222727273,0.202840909,0.239034091,0.036193182,1.547552927,4.203079999,0.864694538,0.253961289,0.228693182,0.21781586,0.154483193,0.047524752,0.279069767,1.2,0.0234375,9.234375,9.2109375,0.074413345,female
+0.21563375,0.039019277,0.217562327,0.199722992,0.23966759,0.039944598,2.072380543,7.522413465,0.861969408,0.256231452,0.209418283,0.21563375,0.182145954,0.048048048,0.277456647,1.411556604,0.0234375,10.078125,10.0546875,0.098630536,female
+0.223532436,0.041782433,0.231397849,0.197419355,0.256344086,0.058924731,1.336086213,3.824061735,0.869302793,0.211917189,0.233978495,0.223532436,0.179013978,0.050526316,0.279069767,1.110224185,0.0234375,6.8203125,6.796875,0.094745484,female
+0.227945965,0.042246116,0.238611825,0.20622108,0.258046272,0.051825193,1.651711177,5.122519963,0.868683727,0.240415398,0.2418509,0.227945965,0.17971545,0.049947971,0.277456647,1.411414195,0.0234375,10.1015625,10.078125,0.12588286,female
+0.232794294,0.038225078,0.243395586,0.205365025,0.265263158,0.059898132,1.924878786,6.347850842,0.844692404,0.154248302,0.256706282,0.232794294,0.185198887,0.051118211,0.277456647,1.178960756,0.0234375,11.015625,10.9921875,0.084631786,female
+0.215536303,0.039200881,0.207472527,0.193846154,0.246153846,0.052307692,2.137455234,7.951888728,0.857408603,0.211433956,0.193846154,0.215536303,0.174002055,0.047856431,0.274285714,1.182397959,0.0234375,9.9375,9.9140625,0.044865865,female
+0.215310828,0.033859603,0.217480064,0.197830941,0.235342903,0.037511962,2.217003924,8.449538794,0.855784518,0.20144844,0.216586922,0.215310828,0.188925174,0.050901379,0.277456647,0.935461957,0.0234375,5.71875,5.6953125,0.06708776,female
+0.223748188,0.03971294,0.223461538,0.201153846,0.252692308,0.051538462,1.87654043,6.339010619,0.852728604,0.212551555,0.207307692,0.223748188,0.174687383,0.048096192,0.277456647,0.883806818,0.0234375,5.5546875,5.53125,0.082834829,female
+0.227806929,0.035062986,0.232195122,0.20402439,0.253536585,0.049512195,1.741114116,5.80271988,0.848077742,0.137375316,0.250121951,0.227806929,0.189972446,0.047384008,0.269662921,0.966686321,0.0234375,8.5546875,8.53125,0.054567981,female
+0.223672002,0.038012989,0.219545455,0.196818182,0.255909091,0.059090909,1.590274994,5.10776991,0.852403714,0.166266168,0.196818182,0.223672002,0.184853233,0.048484848,0.279069767,0.597146739,0.0234375,4.03125,4.0078125,0.047871617,female
+0.224133754,0.059647898,0.24377907,0.204302326,0.266162791,0.061860465,2.538157347,10.07261108,0.873688347,0.332009511,0.273895349,0.224133754,0.196132077,0.051779935,0.279069767,1.308933424,0.0234375,9.84375,9.8203125,0.055688146,female
+0.217978586,0.044916029,0.21569378,0.201403509,0.252759171,0.051355662,2.077278722,7.502047005,0.862451596,0.273082093,0.198724083,0.217978586,0.175742693,0.048632219,0.272727273,1.068229167,0.0234375,5.7890625,5.765625,0.08597561,female
+0.219379008,0.054665158,0.224190801,0.195093697,0.265212947,0.07011925,2.467939182,11.32711008,0.878539237,0.332434969,0.279522998,0.219379008,0.161697073,0.051336898,0.268156425,0.940358232,0.0234375,8.71875,8.6953125,0.061994609,female
+0.2134508,0.043488453,0.213147287,0.192310078,0.244403101,0.052093023,1.409760014,4.121198206,0.875223234,0.276811691,0.198387597,0.2134508,0.181084565,0.047619048,0.268156425,1.270507813,0.0234375,11.625,11.6015625,0.111515152,female
+0.211927783,0.050643858,0.211842105,0.197105263,0.249052632,0.051947368,2.201934011,8.603567269,0.872602653,0.2846783,0.202263158,0.211927783,0.189264485,0.047058824,0.274285714,1.596354167,0.0234375,12.0234375,12.0,0.100952148,female
+0.219100411,0.038713493,0.224339909,0.197147193,0.246009105,0.048861912,1.500144245,4.525562799,0.872427132,0.248018777,0.245584219,0.219100411,0.171770251,0.047384008,0.274285714,1.022949219,0.0234375,10.734375,10.7109375,0.063554583,female
+0.230981456,0.03858591,0.241260946,0.203992995,0.259404553,0.055411559,1.393941689,3.703140673,0.857497793,0.199079776,0.267740806,0.230981456,0.174557501,0.04719764,0.279069767,2.072916667,0.0234375,18.9375,18.9140625,0.098729143,female
+0.241380982,0.034486734,0.248443649,0.235921288,0.2619678,0.026046512,2.766455751,10.70682443,0.803027518,0.160075813,0.245939177,0.241380982,0.162343349,0.048929664,0.277456647,2.169819079,0.234375,9.9609375,9.7265625,0.098649142,female
+0.23689484,0.034508631,0.238151002,0.22779661,0.258428351,0.030631741,2.640106822,10.5589314,0.805817063,0.163800315,0.229953775,0.23689484,0.184080392,0.052516411,0.277456647,1.028645833,0.0234375,8.5078125,8.484375,0.089713233,female
+0.227438751,0.035454952,0.234076433,0.212229299,0.247452229,0.03522293,2.419148145,9.392068419,0.832401216,0.195861423,0.237643312,0.227438751,0.159267031,0.048681542,0.279069767,1.372395833,0.0234375,11.71875,11.6953125,0.072573719,female
+0.229041312,0.043024574,0.237473684,0.221052632,0.253473684,0.032421053,2.462756963,8.864675767,0.839625671,0.262860222,0.237473684,0.229041312,0.175148267,0.047619048,0.272727273,2.0703125,0.0234375,11.1328125,11.109375,0.117332035,female
+0.242639127,0.031307596,0.246455907,0.22875208,0.264159734,0.035407654,2.330298724,7.926005821,0.801601504,0.133349513,0.262762063,0.242639127,0.162929041,0.047856431,0.277456647,1.648105053,0.0234375,8.8359375,8.8125,0.111643026,female
+0.234023328,0.035241765,0.242040816,0.214285714,0.25755102,0.043265306,2.019870874,6.921375088,0.838263061,0.171756764,0.253061224,0.234023328,0.168160458,0.047012733,0.277456647,1.449375,0.0234375,10.2890625,10.265625,0.110780226,female
+0.231254419,0.04381445,0.233410214,0.210345964,0.26985173,0.059505766,3.028130487,14.41444314,0.8407643,0.233163713,0.27261944,0.231254419,0.17756384,0.048681542,0.275862069,1.309442935,0.0234375,9.7734375,9.75,0.11871722,female
+0.240723722,0.03776555,0.251019108,0.230063694,0.260382166,0.030318471,3.082049812,13.9018038,0.810896792,0.188826808,0.251910828,0.240723722,0.176911801,0.048533873,0.279069767,1.405273438,0.0234375,10.4765625,10.453125,0.11554241,female
+0.238363862,0.033958351,0.24137931,0.227335423,0.258056426,0.030721003,2.030804677,6.1961801,0.811641935,0.152090761,0.253667712,0.238363862,0.180283842,0.046920821,0.275862069,0.8359375,0.0234375,10.640625,10.6171875,0.040961491,female
+0.242081615,0.04266722,0.254632479,0.234051282,0.268512821,0.034461538,2.368357306,7.933227518,0.823537177,0.229494685,0.264205128,0.242081615,0.17970137,0.047151277,0.279069767,0.818080357,0.0234375,2.25,2.2265625,0.221883657,female
+0.234879939,0.034471977,0.238415842,0.223762376,0.255841584,0.032079208,2.345269432,8.380455888,0.823732335,0.178190183,0.22970297,0.234879939,0.18359419,0.047952048,0.277456647,1.524305556,0.0234375,10.40625,10.3828125,0.127030496,female
+0.247040684,0.03804082,0.256631259,0.237936267,0.268528073,0.030591806,2.467139976,8.386868367,0.800841857,0.161888011,0.272352049,0.247040684,0.191864373,0.048830112,0.279069767,2.13231383,0.0234375,12.3984375,12.375,0.147253788,female
+0.22303131,0.035831877,0.227906977,0.213381038,0.24293381,0.029552773,2.346271088,8.366294173,0.844584272,0.219554634,0.227406082,0.22303131,0.17793552,0.050420168,0.274285714,0.706571691,0.0234375,7.2890625,7.265625,0.08012487,female
+0.235686019,0.038505756,0.242191781,0.229041096,0.258630137,0.029589041,2.779984616,11.3921849,0.8187719,0.204902608,0.249315068,0.235686019,0.17575911,0.047105005,0.279069767,1.828125,0.2578125,9.515625,9.2578125,0.138607595,female
+0.232222065,0.036569625,0.233538913,0.218325991,0.254508076,0.036182085,2.065335585,7.090640132,0.832289261,0.193742111,0.226138032,0.232222065,0.182947689,0.051502146,0.279069767,1.238970588,0.0234375,11.71875,11.6953125,0.104382678,female
+0.226452461,0.031232913,0.224909747,0.213285199,0.246642599,0.033357401,2.385628306,8.707959806,0.812386254,0.153970469,0.222888087,0.226452461,0.196945184,0.051227321,0.279069767,1.213199013,0.0234375,9.3515625,9.328125,0.134142937,female
+0.231644001,0.035353834,0.231737892,0.215783476,0.258860399,0.043076923,1.9629332,6.459189539,0.837505356,0.182765198,0.221766382,0.231644001,0.192178605,0.054982818,0.275862069,1.095578457,0.0234375,10.03125,10.0078125,0.082134493,female
+0.225668322,0.033965821,0.23319403,0.204776119,0.248656716,0.043880597,2.046777839,7.169018575,0.843486616,0.182467409,0.23319403,0.225668322,0.175208557,0.047571853,0.274285714,1.412224265,0.0234375,17.625,17.6015625,0.08988016,female
+0.235667829,0.03556831,0.24006483,0.222366288,0.257763371,0.035397083,2.006332897,6.427612932,0.828406479,0.17718255,0.242787682,0.235667829,0.190730514,0.047477745,0.279069767,1.240513393,0.0234375,9.140625,9.1171875,0.087996836,female
+0.230991781,0.031246019,0.229987849,0.214678007,0.251761847,0.03708384,1.890015868,5.97159839,0.834184813,0.140838949,0.2218226,0.230991781,0.191741264,0.04729064,0.277456647,2.288628472,0.0234375,21.796875,21.7734375,0.111634374,female
+0.23649767,0.033127671,0.241568627,0.222810458,0.258039216,0.035228758,2.139435677,7.066708712,0.819932966,0.152012197,0.25254902,0.23649767,0.182796409,0.047666336,0.279069767,1.147170608,0.0234375,8.203125,8.1796875,0.110011288,female
+0.236732245,0.032934598,0.242885906,0.226442953,0.25557047,0.029127517,2.02813491,6.350746286,0.819872828,0.163262407,0.246644295,0.236732245,0.15888758,0.047904192,0.275862069,1.955030488,0.234375,10.7578125,10.5234375,0.178674833,female
+0.232292885,0.036868207,0.23745098,0.225555556,0.251176471,0.025620915,2.699104778,10.7448136,0.818783187,0.196225385,0.230130719,0.232292885,0.172606121,0.049180328,0.274285714,1.876674107,0.0234375,10.7578125,10.734375,0.099551517,female
+0.238730162,0.034512753,0.246689655,0.224482759,0.260689655,0.036206897,2.26147826,7.855816894,0.821815682,0.170172717,0.260689655,0.238730162,0.188404553,0.048289738,0.279069767,1.350911458,0.0234375,10.7578125,10.734375,0.071979622,female
+0.225288268,0.03408343,0.22853835,0.212735166,0.247178003,0.034442836,2.11388997,7.525178355,0.846499148,0.203653642,0.215166425,0.225288268,0.166322047,0.047666336,0.271186441,1.545410156,0.0234375,10.125,10.1015625,0.139000211,female
+0.22605443,0.045661224,0.231304348,0.204034783,0.260521739,0.056486957,1.644343183,4.863384818,0.861339261,0.280192401,0.260521739,0.22605443,0.155547797,0.047012733,0.279069767,0.8578125,0.0234375,10.7109375,10.6875,0.086000474,female
+0.235331862,0.035094709,0.236993464,0.217777778,0.263986928,0.04620915,1.912201884,5.938967758,0.829820811,0.170795229,0.218235294,0.235331862,0.173990667,0.048241206,0.279069767,1.194222384,0.0234375,9.4921875,9.46875,0.115638487,female
+0.224207222,0.032266432,0.230322581,0.212258065,0.240483871,0.028225806,3.258749847,16.01760723,0.82444586,0.169864386,0.231827957,0.224207222,0.187532761,0.051227321,0.279069767,0.87279212,0.0234375,10.171875,10.1484375,0.036720554,female
+0.234231983,0.031841954,0.238263386,0.221649783,0.252850941,0.031201158,2.062097772,6.785468648,0.826262943,0.153974352,0.246772793,0.234231983,0.175597959,0.049586777,0.279069767,1.271364796,0.0234375,9.796875,9.7734375,0.066293632,female
+0.232346856,0.035586191,0.240067114,0.224563758,0.250872483,0.026308725,2.611659949,9.813485065,0.821219621,0.197019344,0.248993289,0.232346856,0.189391904,0.048048048,0.279069767,1.567764946,0.0234375,10.2890625,10.265625,0.097395185,female
+0.236702867,0.035746074,0.247346939,0.224489796,0.25877551,0.034285714,2.767103248,10.97562374,0.823211063,0.18290227,0.248571429,0.236702867,0.185297393,0.047058824,0.279069767,1.931349734,0.0234375,11.2734375,11.25,0.115891473,female
+0.231746423,0.033505775,0.236955224,0.22358209,0.246985075,0.023402985,2.884539801,12.1219969,0.819509771,0.178301153,0.237791045,0.231746423,0.182589099,0.048144433,0.279069767,1.249479167,0.0234375,10.1953125,10.171875,0.09107446,female
+0.244356447,0.03180948,0.252994924,0.231675127,0.265786802,0.034111675,2.412311324,8.115036954,0.808986263,0.114350635,0.25394247,0.244356447,0.1749336,0.047808765,0.279069767,1.234556686,0.0234375,8.625,8.6015625,0.086462418,female
+0.229128962,0.038425498,0.231253482,0.205125348,0.258941504,0.053816156,1.605997994,4.582894185,0.851358177,0.202109348,0.194986072,0.229128962,0.172266177,0.047713718,0.279069767,1.179332386,0.0234375,8.484375,8.4609375,0.080482144,female
+0.229655583,0.041493478,0.239626168,0.201495327,0.263551402,0.062056075,2.322637829,9.943457624,0.860795691,0.227796325,0.264672897,0.229655583,0.177046977,0.057761733,0.279069767,1.30640625,0.0234375,6.4921875,6.46875,0.125038545,female
+0.219048909,0.032994782,0.222068966,0.209195402,0.232796935,0.023601533,4.043276982,24.27954628,0.811783909,0.194126339,0.222605364,0.219048909,0.18150977,0.050793651,0.274285714,0.882568359,0.1875,9.9140625,9.7265625,0.104819277,female
+0.251123759,0.034210278,0.26122449,0.247346939,0.273469388,0.026122449,3.102229547,13.09133585,0.780358791,0.122429552,0.27755102,0.251123759,0.185008476,0.047808765,0.279069767,1.891544118,0.046875,9.890625,9.84375,0.081256332,female
+0.234898108,0.04167004,0.241852861,0.212479564,0.26893733,0.056457766,2.231818208,9.308338442,0.847179005,0.211837031,0.277711172,0.234898108,0.195481058,0.048435923,0.279069767,1.208789063,0.0234375,10.21875,10.1953125,0.103316913,female
+0.240940605,0.039322112,0.251629956,0.227782673,0.266020558,0.038237885,2.4179817,8.604417091,0.822503569,0.202261066,0.265198238,0.240940605,0.165648762,0.049433574,0.279069767,1.353889628,0.0234375,8.7421875,8.71875,0.074219774,female
+0.229128716,0.031967989,0.232010309,0.21685567,0.246804124,0.029948454,2.360172488,8.994626757,0.835541537,0.166957153,0.225154639,0.229128716,0.166135785,0.049281314,0.271186441,1.480674342,0.09375,20.9765625,20.8828125,0.07655168,female
+0.234016328,0.033883018,0.236537313,0.220656716,0.254925373,0.034268657,1.881389185,5.789723321,0.831456803,0.168651964,0.221910448,0.234016328,0.197109286,0.048,0.279069767,0.90625,0.0234375,5.1796875,5.15625,0.114593301,female
+0.231515301,0.037579836,0.23211094,0.213990755,0.25972265,0.045731895,1.640188915,4.654624628,0.844427117,0.204914221,0.226070878,0.231515301,0.174887388,0.048435923,0.274285714,1.1484375,0.0234375,9.375,9.3515625,0.062129007,female
+0.225222031,0.035246187,0.221416804,0.208962109,0.250939044,0.041976936,2.535750542,11.50340578,0.845708121,0.192119255,0.213113674,0.225222031,0.17621639,0.047384008,0.279069767,0.789273649,0.0234375,5.109375,5.0859375,0.074308756,female
+0.227054634,0.033831959,0.226074074,0.212385185,0.246814815,0.03442963,2.202426915,8.763321298,0.839793633,0.182015618,0.217362963,0.227054634,0.165738394,0.04729064,0.279069767,1.408743351,0.0234375,9.84375,9.8203125,0.096862448,female
+0.229929333,0.035778399,0.235367847,0.223160763,0.250245232,0.027084469,2.464458558,8.789070974,0.833296551,0.21122717,0.22506812,0.229929333,0.181026185,0.047151277,0.279069767,1.350097656,0.0234375,10.5,10.4765625,0.093197071,female
+0.238154757,0.031897326,0.24311828,0.228817204,0.257043011,0.028225806,2.441471067,8.941417316,0.81551291,0.152197141,0.229193548,0.238154757,0.174311965,0.046920821,0.279069767,1.076822917,0.0234375,10.453125,10.4296875,0.108988764,female
+0.223609704,0.033286327,0.226915888,0.211962617,0.240373832,0.028411215,2.620117261,10.88427097,0.834978973,0.186740777,0.224299065,0.223609704,0.17277495,0.048144433,0.279069767,1.689891582,0.0234375,9.796875,9.7734375,0.077381997,female
+0.229677906,0.033959133,0.232105263,0.219210526,0.251263158,0.032052632,2.41395588,9.418564253,0.840641596,0.189225376,0.223631579,0.229677906,0.182946383,0.04729064,0.279069767,1.736143868,0.2109375,10.1015625,9.890625,0.071235129,female
+0.23530398,0.037734425,0.240384615,0.224230769,0.258076923,0.033846154,2.106293475,6.923866803,0.831855965,0.200270584,0.249615385,0.23530398,0.190715841,0.049230769,0.277456647,1.272321429,0.0234375,11.1796875,11.15625,0.058356676,female
+0.241219727,0.038939617,0.251494845,0.227680412,0.267371134,0.039690722,2.533782321,9.830680842,0.831150826,0.201934589,0.251494845,0.241219727,0.170944408,0.049535604,0.279069767,1.039425872,0.0234375,4.0078125,3.984375,0.152167183,female
+0.239603505,0.031917135,0.245438283,0.230912343,0.258461538,0.027549195,2.110012733,6.661653003,0.811521585,0.142179028,0.262969589,0.239603505,0.166807673,0.048192771,0.274285714,2.095525568,0.0234375,11.5546875,11.53125,0.113917925,female
+0.243266303,0.037653497,0.256401945,0.22917342,0.26547812,0.0363047,2.925314704,11.76728255,0.811304936,0.181158208,0.256401945,0.243266303,0.186962905,0.051009564,0.277456647,1.597478693,0.0234375,9.65625,9.6328125,0.116240876,female
+0.239258548,0.031241768,0.240631912,0.222496051,0.264075829,0.041579779,2.021721477,6.092892523,0.812133122,0.119985195,0.220726698,0.239258548,0.183482213,0.047808765,0.279069767,1.655729167,0.0234375,11.0390625,11.015625,0.083964712,female
+0.234359874,0.033201029,0.236741573,0.219438202,0.255617978,0.036179775,1.802310576,5.349025021,0.835651095,0.16593837,0.228483146,0.234359874,0.182488873,0.047713718,0.279069767,1.083639706,0.0234375,10.21875,10.1953125,0.036731634,female
+0.238050797,0.035665784,0.240592593,0.225659259,0.264237037,0.038577778,1.945938768,5.960559799,0.82575009,0.179702403,0.231051852,0.238050797,0.176810167,0.04719764,0.277456647,2.496811224,0.0234375,15.6328125,15.609375,0.095695696,female
+0.236232301,0.041140563,0.244933586,0.227931689,0.260341556,0.032409867,2.175879339,7.324086143,0.831379067,0.23532244,0.243339658,0.236232301,0.179134044,0.04989605,0.274285714,1.379011824,0.0234375,10.6171875,10.59375,0.103917231,female
+0.223881963,0.034752204,0.226490939,0.211268534,0.241252059,0.029983526,2.198139576,7.35894085,0.830293397,0.200924391,0.232026359,0.223881963,0.193440847,0.047151277,0.274285714,0.848575368,0.0234375,5.15625,5.1328125,0.134956875,female
+0.234866865,0.034749143,0.241422222,0.218607407,0.25677037,0.038162963,2.351914171,8.751267319,0.829284329,0.180232875,0.239762963,0.234866865,0.185881839,0.048533873,0.279069767,1.130859375,0.0234375,9.609375,9.5859375,0.057484379,female
+0.237093052,0.034845408,0.243703704,0.218974359,0.261652422,0.042678063,1.826276982,5.663764674,0.831820841,0.167051611,0.249287749,0.237093052,0.187856096,0.050526316,0.279069767,0.992852394,0.0234375,7.78125,7.7578125,0.114300101,female
+0.227773489,0.038479599,0.231051852,0.209481481,0.255525926,0.046044444,1.637998917,4.924984828,0.852518366,0.216792239,0.21197037,0.227773489,0.185289426,0.050473186,0.277456647,1.469308036,0.0234375,9.421875,9.3984375,0.082650517,female
+0.211671084,0.0322757,0.216303318,0.189763033,0.230015798,0.040252765,2.449655483,9.327887105,0.830040121,0.161779953,0.220726698,0.211671084,0.16747746,0.050420168,0.272727273,1.488553779,0.0234375,9.3984375,9.375,0.129078947,female
+0.219896295,0.038327518,0.214028777,0.201438849,0.245755396,0.044316547,2.264458076,8.085746007,0.843432236,0.205029404,0.207985612,0.219896295,0.178067738,0.050314465,0.279069767,1.4765625,0.0234375,8.2734375,8.25,0.121915584,female
+0.211706579,0.035906952,0.207552448,0.195020979,0.23613986,0.041118881,3.11519434,15.41823258,0.842247862,0.222646136,0.196195804,0.211706579,0.170170989,0.053097345,0.279069767,1.497829861,0.0234375,7.03125,7.0078125,0.129727296,female
+0.205005595,0.038379398,0.20561194,0.191820896,0.224835821,0.033014925,2.69941628,11.184586,0.855858834,0.286571193,0.193910448,0.205005595,0.151701006,0.046920821,0.274285714,1.362912736,0.0234375,6.3984375,6.375,0.135308535,female
+0.209420143,0.033055017,0.208635682,0.197301349,0.225427286,0.028125937,3.38440908,17.26603519,0.829098951,0.214756918,0.208635682,0.209420143,0.15468997,0.048681542,0.279069767,1.99119016,0.0234375,15.0234375,15.0,0.106473214,female
+0.213095258,0.037240893,0.217305503,0.199240987,0.232713472,0.033472486,2.168188449,7.224561386,0.843428056,0.256797439,0.227931689,0.213095258,0.160390615,0.04729064,0.277456647,1.227764423,0.2109375,7.7578125,7.546875,0.125086266,female
+0.235135359,0.033801881,0.240333333,0.21175,0.26075,0.049,1.344915203,3.463409512,0.835770576,0.136890897,0.278833333,0.235135359,0.185267028,0.047105005,0.279069767,0.702368952,0.2109375,1.7578125,1.546875,0.156363636,female
+0.206872787,0.033482377,0.206979362,0.191219512,0.222739212,0.0315197,2.371462389,8.599693202,0.838478746,0.219709995,0.203827392,0.206872787,0.148697299,0.04729064,0.275862069,2.084872159,0.2109375,9.1171875,8.90625,0.144002448,female
+0.215239227,0.031032843,0.213730408,0.197931034,0.228213166,0.030282132,2.537974106,9.458937785,0.820713892,0.147658117,0.222946708,0.215239227,0.180194296,0.047151277,0.274285714,0.728557181,0.0234375,4.1015625,4.078125,0.115489874,female
+0.213737519,0.031320699,0.215566836,0.197089679,0.233096447,0.036006768,2.04821449,6.398563412,0.830999899,0.176066274,0.230253807,0.213737519,0.169202403,0.046966732,0.275862069,1.405761719,0.0234375,8.5546875,8.53125,0.083352817,female
+0.212189915,0.043190431,0.215153374,0.188957055,0.245644172,0.056687117,1.862572809,6.109790286,0.877668869,0.31439768,0.188957055,0.212189915,0.139942478,0.04719764,0.279069767,1.925551471,0.0234375,15.609375,15.5859375,0.121344177,female
+0.210748881,0.032271065,0.20979351,0.198230088,0.227551622,0.029321534,2.694877068,10.39951312,0.823666402,0.200992508,0.19699115,0.210748881,0.171741853,0.048533873,0.279069767,1.374202806,0.0234375,5.8125,5.7890625,0.108391608,female
+0.219168274,0.033300999,0.207586207,0.201149425,0.244597701,0.043448276,4.685588435,29.87073542,0.799617252,0.138465406,0.200613027,0.219168274,0.183255446,0.047571853,0.275862069,0.820898438,0.2109375,5.7421875,5.53125,0.062690135,female
+0.210290728,0.034952263,0.210116473,0.199866889,0.225490849,0.02562396,2.787896976,11.03734713,0.82728022,0.231488399,0.206855241,0.210290728,0.156599981,0.047012733,0.277456647,1.936336436,0.0234375,8.390625,8.3671875,0.170231729,female
+0.212587563,0.039166248,0.214625551,0.189955947,0.240939794,0.050983847,2.408201586,9.993343687,0.859329838,0.264273014,0.191600587,0.212587563,0.169719922,0.047012733,0.277456647,1.141113281,0.0234375,8.1796875,8.15625,0.099705961,female
+0.216850926,0.037321845,0.219628253,0.199851301,0.23732342,0.037472119,2.109049897,7.548790623,0.849595186,0.242676796,0.228475836,0.216850926,0.160098839,0.047477745,0.275862069,1.783007813,0.2109375,9.4453125,9.234375,0.161379019,female
+0.208559075,0.039420261,0.210734633,0.196881559,0.227106447,0.030224888,3.104889199,13.60675134,0.840138536,0.276033036,0.212413793,0.208559075,0.17152469,0.048533873,0.277456647,1.444972826,0.0234375,7.5703125,7.546875,0.075728619,female
+0.21193939,0.036627576,0.215716487,0.195439137,0.233836672,0.038397535,1.957280725,6.168897128,0.853033049,0.241734562,0.219167951,0.21193939,0.166112521,0.048632219,0.277456647,1.854980469,0.0234375,7.5234375,7.5,0.120639535,female
+0.203774998,0.028353994,0.201666667,0.192777778,0.216111111,0.023333333,3.373627674,16.50435255,0.806491077,0.171509339,0.199444444,0.203774998,0.184153003,0.047524752,0.272727273,1.036317568,0.0234375,8.390625,8.3671875,0.087081892,female
+0.221137234,0.037263248,0.218693982,0.20184379,0.249167734,0.047323944,2.053654654,7.487246516,0.853367516,0.216921378,0.201126761,0.221137234,0.178966943,0.063576159,0.277456647,1.073167067,0.0234375,5.765625,5.7421875,0.113452728,female
+0.212189915,0.043190431,0.215153374,0.188957055,0.245644172,0.056687117,1.862572809,6.109790286,0.877668869,0.31439768,0.188957055,0.212189915,0.139942478,0.04719764,0.279069767,1.925551471,0.0234375,15.609375,15.5859375,0.121344177,female
+0.215938526,0.037192532,0.219633028,0.201651376,0.233761468,0.032110092,2.29883101,8.283165247,0.848908637,0.239970164,0.225198777,0.215938526,0.169926849,0.047619048,0.279069767,1.426011029,0.0234375,8.15625,8.1328125,0.138808838,female
+0.217128649,0.038047712,0.21828201,0.202852512,0.238249595,0.035397083,2.172577985,7.838678298,0.856229266,0.251555405,0.216466775,0.217128649,0.183539948,0.050526316,0.269662921,1.145007622,0.0234375,8.9765625,8.953125,0.111329261,female
+0.227865415,0.03504936,0.233333333,0.213522013,0.247861635,0.034339623,2.168605854,7.642660456,0.841556747,0.200612721,0.236855346,0.227865415,0.175334185,0.047384008,0.274285714,0.662234043,0.0234375,4.2421875,4.21875,0.065116279,female
+0.211289835,0.039753567,0.211048253,0.191480865,0.236206323,0.044725458,1.950154467,7.001163703,0.865187976,0.267505115,0.192878536,0.211289835,0.149306313,0.047105005,0.279069767,2.248046875,0.234375,8.2734375,8.0390625,0.14526556,female
+0.22366165,0.03590085,0.228631579,0.205473684,0.245894737,0.040421053,1.781587789,5.589709995,0.850602032,0.20839209,0.24,0.22366165,0.17003028,0.049844237,0.279069767,1.119140625,0.0234375,12.328125,12.3046875,0.091927438,female
+0.209221001,0.035240891,0.207725632,0.191552347,0.228953069,0.037400722,2.024751615,6.908336822,0.852238427,0.22929576,0.206209386,0.209221001,0.161701797,0.047105005,0.277456647,1.385044643,0.0234375,7.96875,7.9453125,0.146091445,female
+0.221671113,0.027296665,0.223519313,0.211902718,0.232331903,0.020429185,3.07083759,12.28580827,0.792244161,0.140094701,0.229928469,0.221671113,0.163056459,0.047477745,0.279069767,1.774902344,0.0234375,7.828125,7.8046875,0.13957139,female
+0.220354296,0.032784191,0.221004862,0.204213938,0.237341977,0.033128039,2.318319501,8.617341653,0.830597036,0.182072853,0.202398703,0.220354296,0.18078707,0.047808765,0.279069767,1.012300532,0.0234375,9.8671875,9.84375,0.102169312,female
+0.216292317,0.038381177,0.21800363,0.197168784,0.239854809,0.042686025,1.679882034,5.105336967,0.861764507,0.255363319,0.221052632,0.216292317,0.148478277,0.049180328,0.272727273,1.335379464,0.0234375,9.703125,9.6796875,0.133898305,female
+0.211986629,0.033014711,0.206761566,0.197793594,0.228683274,0.03088968,3.514202577,17.27447219,0.813970619,0.186809083,0.199786477,0.211986629,0.162455369,0.048979592,0.279069767,1.695675872,0.0234375,9.515625,9.4921875,0.155555556,female
+0.227476157,0.03915691,0.239361393,0.195878084,0.258867925,0.06298984,2.37875171,9.022199231,0.845578898,0.190570767,0.259274311,0.227476157,0.178029908,0.048192771,0.275862069,1.921386719,0.1875,9.140625,8.953125,0.198039693,female
+0.217874989,0.042109537,0.213576642,0.194671533,0.251386861,0.056715328,1.771861098,5.691504029,0.865737569,0.26214511,0.207445255,0.217874989,0.176306958,0.048780488,0.279069767,1.060267857,0.0234375,8.8125,8.7890625,0.0832,female
+0.214264747,0.030725944,0.216551724,0.204137931,0.226896552,0.022758621,2.863813119,11.91798361,0.804506808,0.187840872,0.215862069,0.214264747,0.17040601,0.049079755,0.277456647,1.24375,0.0234375,9.046875,9.0234375,0.080797774,female
+0.2159557,0.037626742,0.22121547,0.200589319,0.236685083,0.036095764,2.385565688,9.117444355,0.8481373,0.239802287,0.213996317,0.2159557,0.176931482,0.046920821,0.279069767,1.029349662,0.0234375,4.3125,4.2890625,0.145425701,female
+0.224343594,0.038188986,0.228888889,0.205333333,0.248,0.042666667,1.640691754,4.947478857,0.858787357,0.234145224,0.235111111,0.224343594,0.174055441,0.047571853,0.277456647,1.835258152,0.0234375,10.171875,10.1484375,0.104561201,female
+0.222995668,0.035733535,0.2214791,0.20437299,0.249839228,0.045466238,1.652572785,5.517334908,0.858209087,0.190743582,0.219678457,0.222995668,0.170130971,0.047151277,0.279069767,1.249830163,0.234375,8.765625,8.53125,0.095092408,female
+0.214056833,0.028449897,0.21083004,0.203636364,0.232411067,0.028774704,3.484082654,17.29456124,0.799338597,0.157703956,0.204743083,0.214056833,0.171006606,0.052805281,0.279069767,1.260416667,0.0234375,8.1328125,8.109375,0.10641093,female
+0.216875274,0.034971488,0.217861976,0.205737483,0.237185386,0.031447903,2.510927549,10.01618612,0.84984388,0.22923635,0.215967524,0.216875274,0.165314074,0.048096192,0.275862069,1.3203125,0.0234375,7.8984375,7.875,0.076839827,female
+0.209738077,0.033350612,0.210605187,0.19204611,0.226743516,0.034697406,2.484646691,9.304091345,0.837836891,0.20197064,0.18962536,0.209738077,0.18039526,0.047477745,0.277456647,1.190529337,0.1875,8.625,8.4375,0.083268734,female
+0.219963868,0.04054603,0.220186916,0.194766355,0.25046729,0.055700935,1.418142279,4.304295835,0.874493552,0.241774331,0.219439252,0.219963868,0.15383109,0.047619048,0.279069767,1.873958333,0.0234375,7.921875,7.8984375,0.146060007,female
+0.224265799,0.037406237,0.22031348,0.20539185,0.252351097,0.046959248,2.004332323,7.327615713,0.849611579,0.18954016,0.210219436,0.224265799,0.171640953,0.047666336,0.279069767,1.719238281,0.0234375,9.421875,9.3984375,0.172013149,female
+0.219411767,0.037629765,0.22358209,0.207701493,0.236955224,0.029253731,2.640131413,10.47412927,0.842207981,0.238604234,0.224835821,0.219411767,0.151013005,0.04729064,0.277456647,2.544270833,0.0234375,11.4375,11.4140625,0.143310991,female
+0.227341458,0.032043878,0.233809524,0.212380952,0.243809524,0.031428571,2.86524847,12.69359692,0.819732816,0.164393218,0.240952381,0.227341458,0.18059586,0.051724138,0.272727273,1.131138393,0.0234375,7.875,7.8515625,0.082482325,female
+0.214310592,0.033161995,0.214117647,0.200392157,0.232418301,0.032026144,2.299933454,8.336977082,0.842787771,0.204399162,0.209542484,0.214310592,0.173077074,0.048979592,0.277456647,1.931046196,0.0234375,8.90625,8.8828125,0.14147506,female
+0.227390475,0.037933755,0.236297641,0.205299456,0.254083485,0.048784029,1.427471913,4.08990676,0.853293811,0.201798771,0.254083485,0.227390475,0.170894919,0.04729064,0.279069767,1.000558036,0.0234375,7.1484375,7.125,0.096575574,female
+0.219834427,0.031331382,0.221029641,0.208361934,0.237628705,0.029266771,2.423269901,9.661611241,0.826339845,0.166085422,0.221029641,0.219834427,0.15929915,0.047151277,0.271186441,1.077059659,0.1875,3.703125,3.515625,0.142807018,female
+0.224762461,0.040429374,0.233127753,0.190367107,0.258208517,0.06784141,2.375185893,8.714715228,0.835932169,0.171572464,0.257386197,0.224762461,0.188755267,0.051835853,0.277456647,2.15625,0.2109375,9.421875,9.2109375,0.210699435,female
+0.213947534,0.037013575,0.205035461,0.193120567,0.246241135,0.053120567,2.405655134,8.789009744,0.840940669,0.20771299,0.203049645,0.213947534,0.166661999,0.049947971,0.277456647,1.073317308,0.0234375,5.2265625,5.203125,0.110610611,female
+0.206663807,0.034882028,0.203104478,0.189731343,0.229014925,0.039283582,2.160490395,7.512127188,0.849172328,0.21955215,0.18680597,0.206663807,0.184693913,0.048730964,0.279069767,1.436311141,0.0234375,7.7578125,7.734375,0.122688423,female
+0.224028657,0.040848306,0.231012007,0.205077187,0.250703259,0.045626072,1.593164235,4.706713852,0.858731412,0.254268331,0.242058319,0.224028657,0.179330178,0.049331963,0.279069767,2.21484375,0.0234375,12.0234375,12.0,0.129799107,female
+0.207189192,0.036005503,0.207930435,0.195269565,0.225947826,0.030678261,2.429532336,9.206336973,0.844252287,0.239364269,0.207930435,0.207189192,0.175135889,0.04729064,0.279069767,1.423076923,0.0234375,5.90625,5.8828125,0.154558238,female
+0.209110997,0.037111033,0.210314843,0.193523238,0.227946027,0.034422789,2.909751545,12.88930353,0.847448439,0.245052366,0.210314843,0.209110997,0.176628087,0.047105005,0.279069767,1.840561224,0.0234375,8.6015625,8.578125,0.138723299,female
+0.218750611,0.037697604,0.218086957,0.20173913,0.238608696,0.036869565,2.082121313,7.078227951,0.85163638,0.211561932,0.219130435,0.218750611,0.159764959,0.047904192,0.279069767,1.998653017,0.0234375,8.859375,8.8359375,0.147640258,female
+0.217759835,0.041661622,0.216950355,0.195602837,0.25070922,0.055106383,1.877741828,7.09662902,0.873430558,0.274318597,0.204042553,0.217759835,0.180080925,0.048,0.277456647,1.0734375,0.0234375,8.6953125,8.671875,0.09042471,female
+0.225945583,0.037586004,0.236631579,0.200842105,0.249263158,0.048421053,2.352141734,9.473586582,0.847965294,0.200914206,0.241684211,0.225945583,0.141374381,0.04719764,0.277456647,2.28609375,0.234375,9.515625,9.28125,0.132210999,female
+0.217310903,0.036351338,0.222214765,0.201543624,0.239597315,0.038053691,2.658797749,11.0902235,0.84875364,0.235573084,0.220805369,0.217310903,0.165121382,0.047904192,0.272727273,2.408653846,0.2578125,8.8359375,8.578125,0.173416908,female
+0.208652413,0.034758824,0.205302013,0.193557047,0.224563758,0.031006711,2.579476406,9.721812915,0.833911908,0.201189943,0.196845638,0.208652413,0.167120586,0.048929664,0.275862069,0.689405488,0.0234375,5.8359375,5.8125,0.092088056,female
+0.218040353,0.033774168,0.217351598,0.205844749,0.239939117,0.034094368,2.646494875,11.17935698,0.840151129,0.201676871,0.208828006,0.218040353,0.174047087,0.047477745,0.277456647,2.142857143,0.1875,10.5,10.3125,0.123939394,female
+0.214634453,0.037498313,0.22,0.195238095,0.241904762,0.046666667,1.726820791,5.32408714,0.857046228,0.239747666,0.245238095,0.214634453,0.167429399,0.049230769,0.275862069,1.219983553,0.0234375,8.7421875,8.71875,0.102670829,female
+0.196580118,0.064125091,0.212538012,0.194853801,0.234807018,0.039953216,2.391772053,8.528943774,0.883339786,0.394003372,0.235461988,0.196580118,0.185740165,0.049689441,0.275862069,1.566964286,0.0234375,7.734375,7.7109375,0.126423162,female
+0.200791916,0.047446889,0.208073394,0.193944954,0.220917431,0.026972477,2.694656925,10.2304466,0.860974428,0.35523219,0.194373089,0.200791916,0.16750425,0.049029622,0.279069767,1.38515625,0.09375,9.328125,9.234375,0.135575296,female
+0.198941667,0.050255373,0.198039735,0.190622517,0.230675497,0.04005298,4.660450767,29.27074195,0.845365359,0.326310263,0.193589404,0.198941667,0.154707136,0.048048048,0.26519337,1.055481992,0.0234375,8.90625,8.8828125,0.080590659,female
+0.189935652,0.055709893,0.199165217,0.184069565,0.216695652,0.032626087,3.418353969,16.59484908,0.862720339,0.368706604,0.198191304,0.189935652,0.175850985,0.047477745,0.272727273,1.116727941,0.0234375,8.390625,8.3671875,0.066126451,female
+0.191167916,0.062486371,0.203636364,0.185352113,0.229090909,0.043738796,2.117030036,7.185409865,0.908183999,0.497986821,0.201485275,0.191167916,0.166722172,0.049689441,0.279069767,1.244140625,0.0234375,6.2578125,6.234375,0.126973684,female
+0.202975109,0.054819089,0.217581864,0.192191436,0.234861461,0.042670025,1.973285142,6.682661708,0.898098696,0.43828812,0.225692695,0.202975109,0.177603286,0.048484848,0.275862069,1.47234375,0.0234375,5.953125,5.9296875,0.126114533,female
+0.187942429,0.058996367,0.203764115,0.186198243,0.218519448,0.032321205,2.389452925,8.383653292,0.887240711,0.430968607,0.215708908,0.187942429,0.166403413,0.048387097,0.277456647,1.678125,0.0234375,8.0625,8.0390625,0.124531445,female
+0.210705839,0.05284251,0.218710645,0.1994003,0.245997001,0.046596702,2.281785148,8.340021592,0.868914321,0.335046159,0.205697151,0.210705839,0.160606589,0.047337278,0.277456647,1.355646307,0.0234375,7.59375,7.5703125,0.088157895,female
+0.196092377,0.054330641,0.208,0.195555556,0.220444444,0.024888889,3.305024428,14.45207358,0.870377624,0.429568485,0.2,0.196092377,0.181614977,0.047952048,0.277456647,1.320675872,0.0234375,9.1171875,9.09375,0.093642612,female
+0.201184956,0.050161125,0.212034188,0.195282051,0.223042735,0.027760684,2.992128638,12.15607491,0.855608265,0.357939313,0.219213675,0.201184956,0.173626786,0.047244094,0.277456647,0.825585938,0.0234375,8.25,8.2265625,0.077714467,female
+0.1934236,0.067777418,0.215055556,0.189777778,0.233333333,0.043555556,2.276577269,8.777339958,0.90570512,0.467444386,0.217388889,0.1934236,0.181842912,0.04743083,0.279069767,1.494260204,0.0234375,11.0390625,11.015625,0.120972644,female
+0.226478185,0.038494419,0.230704225,0.203887324,0.254366197,0.050478873,1.553440526,4.269767235,0.845691298,0.176644894,0.231887324,0.226478185,0.199270011,0.049382716,0.277456647,0.50859375,0.0234375,2.7890625,2.765625,0.086035372,female
+0.18421457,0.054246142,0.19591195,0.182704403,0.213522013,0.03081761,2.897676374,11.42510862,0.8836159,0.467783153,0.194150943,0.18421457,0.16656124,0.048192771,0.271186441,1.788174716,0.0234375,8.2734375,8.25,0.140590355,female
+0.205306866,0.039340583,0.20449923,0.192850539,0.223913713,0.031063174,2.804990303,11.83143638,0.838100692,0.231698965,0.198890601,0.205306866,0.162556661,0.049331963,0.262295082,1.742852394,0.2109375,12.0234375,11.8125,0.114814815,female
+0.198508319,0.067908024,0.221290323,0.186967742,0.248387097,0.061419355,1.970768424,6.390785183,0.910603119,0.503046529,0.22716129,0.198508319,0.171276212,0.04729064,0.279069767,1.023074128,0.0234375,7.78125,7.7578125,0.145253617,female
+0.190139523,0.061483823,0.203532609,0.168532609,0.230163043,0.061630435,2.94254543,13.34172712,0.920571254,0.531726839,0.202771739,0.190139523,0.17373559,0.051009564,0.275862069,1.431525735,0.0234375,9.515625,9.4921875,0.111969941,female
+0.179583907,0.071418221,0.209896296,0.129422222,0.230637037,0.101214815,2.623467497,10.35073043,0.927910176,0.598892639,0.232296296,0.179583907,0.167092874,0.04743083,0.279069767,1.847395833,0.0234375,10.2890625,10.265625,0.093436073,female
+0.196553749,0.050625265,0.207728614,0.195752212,0.217227139,0.021474926,3.559325304,17.06247657,0.839455543,0.320726671,0.213097345,0.196553749,0.165172452,0.047571853,0.275862069,2.059795673,0.09375,10.78125,10.6875,0.170023272,female
+0.183958715,0.064458921,0.203031204,0.149777117,0.231322437,0.081545319,2.732896145,11.36730514,0.928563862,0.620969071,0.200534918,0.183958715,0.166797307,0.047384008,0.268156425,1.357380319,0.0234375,8.625,8.6015625,0.097585704,female
+0.158390305,0.071220074,0.182668863,0.095024712,0.214497529,0.119472817,3.085324969,18.4127345,0.95982084,0.716360765,0.196968699,0.158390305,0.165075079,0.047105005,0.275862069,0.883928571,0.0234375,7.8515625,7.828125,0.087062717,female
+0.159802012,0.071308281,0.196956522,0.093043478,0.21173913,0.118695652,4.112595664,23.12995494,0.938253948,0.631148109,0.205652174,0.159802012,0.18070962,0.050104384,0.277456647,1.375887784,0.0234375,10.171875,10.1484375,0.142687722,female
+0.157635536,0.072363707,0.172337483,0.090622407,0.216874136,0.126251729,2.577139002,14.30356817,0.957702539,0.675623895,0.195573997,0.157635536,0.169987067,0.049689441,0.279069767,1.011488971,0.0234375,8.3203125,8.296875,0.078330979,female
+0.198872415,0.06988339,0.222787551,0.186414073,0.247036536,0.060622463,1.428851872,4.064956432,0.924548105,0.509935538,0.215588633,0.198872415,0.181328564,0.047012733,0.279069767,0.85952524,0.0234375,4.5234375,4.5,0.105412138,female
+0.218154765,0.041317394,0.221437908,0.200849673,0.238366013,0.03751634,1.857625106,5.73650265,0.852186943,0.250218309,0.229215686,0.218154765,0.183671033,0.047012733,0.277456647,0.825218023,0.2109375,6.9375,6.7265625,0.100796416,female
+0.187522619,0.064862902,0.207407407,0.153960114,0.229344729,0.075384615,2.920371603,12.83204475,0.918471169,0.549184492,0.213390313,0.187522619,0.174139609,0.046920821,0.277456647,1.17375,0.0234375,8.15625,8.1328125,0.068075568,female
+0.21072579,0.04906017,0.212701754,0.198947368,0.235298246,0.036350877,2.502616283,9.569447996,0.852208582,0.294211196,0.205824561,0.21072579,0.192963644,0.047713718,0.277456647,0.475534539,0.0234375,3.1640625,3.140625,0.079455663,female
+0.187363484,0.069257867,0.207822222,0.188325926,0.227318519,0.038992593,2.673878953,11.51720863,0.897502604,0.449708111,0.209481481,0.187363484,0.181871355,0.047761194,0.277456647,1.690770349,0.0234375,12.0234375,12.0,0.146205357,female
+0.186625962,0.062458025,0.205643154,0.188215768,0.223457815,0.035242047,2.712525482,10.45244104,0.872736949,0.398908643,0.22384509,0.186625962,0.156445339,0.049079755,0.277456647,1.624565972,0.0234375,8.15625,8.1328125,0.134466859,female
+0.151091377,0.06694048,0.147940299,0.099044776,0.212298507,0.113253731,1.047133716,6.083769839,0.970128476,0.725124786,0.212298507,0.151091377,0.179934083,0.048435923,0.279069767,1.493303571,0.0234375,7.8046875,7.78125,0.103472714,female
+0.219245666,0.041489352,0.221403974,0.205086093,0.243284768,0.038198675,1.873823572,6.200128338,0.858697309,0.253922375,0.212503311,0.219245666,0.17248969,0.04729064,0.279069767,1.589154412,0.2109375,9.4921875,9.28125,0.138175231,female
+0.19833254,0.05789376,0.213906977,0.197953488,0.232465116,0.034511628,2.624525923,9.595825559,0.876049858,0.400094439,0.232465116,0.19833254,0.175645349,0.048,0.277456647,1.379788306,0.0234375,6.3515625,6.328125,0.089719029,female
+0.189877516,0.068551338,0.212912482,0.161893831,0.237819225,0.075925395,2.287605792,8.446964246,0.917492513,0.532261756,0.216527977,0.189877516,0.17692141,0.047244094,0.279069767,1.275735294,0.0234375,6.515625,6.4921875,0.070896382,female
+0.213771735,0.041064893,0.22019802,0.203564356,0.236039604,0.032475248,2.911195455,12.76470362,0.845656573,0.279938496,0.222178218,0.213771735,0.183704222,0.049638056,0.279069767,1.2984375,0.0234375,6.9375,6.9140625,0.129884032,female
+0.217736489,0.042378321,0.214586895,0.205014245,0.248888889,0.043874644,3.108409632,14.42723112,0.836693304,0.241563239,0.203418803,0.217736489,0.185183358,0.051835853,0.274285714,1.157924107,0.0234375,6.09375,6.0703125,0.094438067,female
+0.21607751,0.045885871,0.220434783,0.197391304,0.246956522,0.049565217,2.217477938,8.598448608,0.857191129,0.266048355,0.196956522,0.21607751,0.18291638,0.047337278,0.275862069,0.95184949,0.0234375,4.5234375,4.5,0.148271277,female
+0.213027424,0.040583718,0.217259923,0.203636364,0.233034571,0.029398207,2.75301013,11.2803864,0.846437297,0.251420512,0.219769526,0.213027424,0.18010291,0.047384008,0.275862069,0.75375,0.0234375,8.34375,8.3203125,0.085571205,female
+0.216980153,0.036655954,0.214044444,0.199940741,0.238103704,0.038162963,2.892000218,14.03055424,0.841094899,0.204986876,0.214044444,0.216980153,0.173939509,0.047384008,0.274285714,0.927933673,0.0234375,5.6953125,5.671875,0.085491276,female
+0.213487728,0.034628612,0.210245614,0.199438596,0.228421053,0.028982456,3.459020508,17.83470697,0.819726057,0.188261693,0.199438596,0.213487728,0.174099524,0.049638056,0.277456647,1.166294643,0.2109375,6.140625,5.9296875,0.113371252,female
+0.190483599,0.058640716,0.201798817,0.191526627,0.222343195,0.030816568,3.305213852,15.41879339,0.888388121,0.462918989,0.198153846,0.190483599,0.17533216,0.049586777,0.275862069,1.24624399,0.0234375,11.0859375,11.0625,0.100394838,female
+0.193710279,0.044504838,0.196040172,0.188005739,0.211305595,0.023299857,4.316058818,24.80839295,0.833855576,0.312553672,0.189612626,0.193710279,0.162083853,0.046920821,0.262295082,1.2525,0.0703125,7.546875,7.4765625,0.107210031,female
+0.176412759,0.064216491,0.193506201,0.151837655,0.210552424,0.058714769,3.34369841,15.61993344,0.909920171,0.543968448,0.190980834,0.176412759,0.167656646,0.046920821,0.277456647,1.373591189,0.2109375,5.859375,5.6484375,0.107038574,female
+0.205375603,0.055330099,0.219032258,0.193064516,0.235967742,0.042903226,2.280015761,8.204137614,0.875858875,0.353315225,0.191182796,0.205375603,0.171640962,0.047384008,0.279069767,1.330528846,0.0234375,11.0390625,11.015625,0.086835106,female
+0.207585306,0.03159516,0.20928047,0.188722467,0.222848752,0.034126285,3.406636826,18.32226897,0.816958476,0.17926631,0.186255507,0.207585306,0.169564386,0.047713718,0.275862069,1.751838235,0.0234375,12.0234375,12.0,0.090087891,female
+0.21422344,0.037986855,0.216717172,0.206464646,0.225555556,0.019090909,3.377777453,15.7147286,0.819594998,0.217322737,0.220959596,0.21422344,0.17580807,0.047477745,0.279069767,2.030965909,0.0234375,8.859375,8.8359375,0.108594164,female
+0.209567347,0.031483334,0.212592593,0.199031339,0.223361823,0.024330484,3.619352285,19.51228757,0.818327642,0.202901217,0.214188034,0.209567347,0.171970462,0.047477745,0.275862069,1.408547794,0.0234375,6.6328125,6.609375,0.123034228,female
+0.214662135,0.037140777,0.213877551,0.2,0.237959184,0.037959184,2.510666529,10.37538094,0.847357703,0.236488121,0.204489796,0.214662135,0.168716007,0.047477745,0.279069767,0.962402344,0.0234375,4.125,4.1015625,0.155348837,female
+0.217266096,0.043050491,0.226269368,0.201573302,0.244290822,0.042717521,2.00393526,6.239167048,0.854836057,0.263873414,0.238617402,0.217266096,0.174640107,0.048338369,0.279069767,1.532366071,0.0234375,9.234375,9.2109375,0.144304998,female
+0.205578206,0.032539184,0.206728972,0.194392523,0.217570093,0.02317757,2.80074156,10.6091489,0.813510155,0.19062018,0.207102804,0.205578206,0.182352584,0.04743083,0.279069767,0.996512277,0.0234375,6.1875,6.1640625,0.122588368,female
+0.211984811,0.043269912,0.20805298,0.196927152,0.23994702,0.043019868,3.261674612,15.73505113,0.845843891,0.276415974,0.206198675,0.211984811,0.172802338,0.047105005,0.277456647,1.503989362,0.0234375,6.0234375,6.0,0.119092988,female
+0.200403464,0.045665998,0.2016,0.185422222,0.225244444,0.039822222,3.394103944,19.798309,0.87012211,0.345776894,0.185837037,0.200403464,0.163243781,0.046966732,0.275862069,1.239889706,0.0234375,8.671875,8.6484375,0.090277778,female
+0.218399233,0.034323098,0.222564103,0.202222222,0.239316239,0.037094017,2.088853229,6.881053238,0.838514621,0.198000784,0.231737892,0.218399233,0.16886319,0.048632219,0.279069767,0.9525,0.0234375,16.875,16.8515625,0.076918425,female
+0.211016895,0.051914188,0.225337079,0.208033708,0.233595506,0.025561798,3.669370151,19.25808601,0.846261296,0.313176255,0.227303371,0.211016895,0.184219784,0.048780488,0.277456647,0.966264205,0.046875,6.2109375,6.1640625,0.058781215,female
+0.185643489,0.065043383,0.203955432,0.186016713,0.223454039,0.037437326,2.732155446,11.20632255,0.89832992,0.476307945,0.199665738,0.185643489,0.175833394,0.048241206,0.275862069,1.077674279,0.0234375,6.0234375,6.0,0.086685505,female
+0.212496383,0.031746831,0.213639144,0.194373089,0.230336391,0.035963303,1.915291137,5.70792625,0.828663683,0.165728538,0.229908257,0.212496383,0.191128074,0.049433574,0.279069767,1.044497283,0.0234375,8.390625,8.3671875,0.06107809,female
+0.206904002,0.034299902,0.208651852,0.194548148,0.221096296,0.026548148,2.552996506,9.820224406,0.833279061,0.230130554,0.209066667,0.206904002,0.162891884,0.046966732,0.279069767,1.10953125,0.0234375,6.5625,6.5390625,0.097536796,female
+0.217667762,0.045203603,0.227350427,0.202621083,0.244900285,0.042279202,1.842196225,5.402441662,0.85208434,0.252900798,0.24968661,0.217667762,0.166934149,0.046966732,0.272727273,1.407206633,0.0234375,12.0234375,12.0,0.075106534,female
+0.212276906,0.044717839,0.210939597,0.194026846,0.245704698,0.051677852,2.079657311,7.408041991,0.861418976,0.2909011,0.194496644,0.212276906,0.181059483,0.048,0.269662921,1.208533654,0.0234375,6.7734375,6.75,0.133101852,female
+0.209597977,0.048626069,0.216099585,0.193250346,0.242434302,0.049183956,1.842233415,6.428553124,0.881983141,0.34775772,0.197897649,0.209597977,0.17296093,0.048338369,0.279069767,1.192216981,0.0234375,9.9375,9.9140625,0.079432624,female
+0.206026971,0.033222235,0.207761194,0.186865672,0.223880597,0.037014925,2.204024043,7.541215283,0.844000712,0.177502035,0.183283582,0.206026971,0.195909484,0.034115139,0.275862069,0.861979167,0.1796875,6.84375,6.6640625,0.18854172,female
+0.181569362,0.029671054,0.181592233,0.165825243,0.194912621,0.029087379,2.540698668,9.21738979,0.833229418,0.200234586,0.183495146,0.181569362,0.170543196,0.017877095,0.275862069,0.649639423,0.15625,6.75,6.59375,0.147156398,female
+0.186083384,0.038341213,0.182325581,0.167674419,0.204302326,0.036627907,2.710315309,11.6752554,0.862418665,0.295519238,0.182325581,0.186083384,0.149619787,0.047571853,0.279069767,2.153808594,0.0234375,7.171875,7.1484375,0.20273224,female
+0.180046395,0.029896467,0.175845411,0.166376812,0.187117552,0.020740741,3.152251148,12.98875504,0.802921477,0.184080667,0.170434783,0.180046395,0.149832832,0.047058824,0.279069767,0.590625,0.0234375,3.7734375,3.75,0.100390625,female
+0.187499927,0.031968905,0.189157303,0.173033708,0.202134831,0.029101124,2.439632304,8.853934094,0.836799202,0.207273366,0.197808989,0.187499927,0.161035306,0.048484848,0.279069767,1.2028125,0.0234375,12.0234375,12.0,0.065651634,female
+0.190682452,0.033484992,0.1876875,0.1785,0.2025625,0.0240625,3.074260294,13.46505876,0.833468619,0.24182075,0.1859375,0.190682452,0.165248925,0.047384008,0.271186441,1.338994565,0.0234375,7.03125,7.0078125,0.124235256,female
+0.202500051,0.039315263,0.198533007,0.179364303,0.231735941,0.052371638,1.649828836,5.502073504,0.880806183,0.262347644,0.19202934,0.202500051,0.159932287,0.049382716,0.279069767,1.68203125,0.0234375,7.6640625,7.640625,0.161984716,female
+0.200924749,0.038886666,0.198271865,0.173782929,0.226596417,0.052813488,1.40738959,4.342512509,0.88774124,0.249070734,0.180273973,0.200924749,0.158372747,0.047808765,0.279069767,1.614940068,0.0234375,7.7109375,7.6875,0.132144157,female
+0.203154175,0.041449243,0.198333333,0.173939394,0.233686869,0.059747475,1.815832521,7.003117499,0.891778022,0.263745816,0.197979798,0.203154175,0.171297205,0.047952048,0.279069767,0.788651316,0.0234375,5.9296875,5.90625,0.08632977,female
+0.202954365,0.030561535,0.200549199,0.184210526,0.227139588,0.042929062,2.740854684,13.35037219,0.850540668,0.164827334,0.199267735,0.202954365,0.168408146,0.05026178,0.279069767,1.828480114,0.0234375,8.8828125,8.859375,0.119828259,female
+0.195877606,0.032908767,0.194230769,0.181153846,0.212692308,0.031538462,2.316269585,7.863144763,0.840807243,0.229675497,0.194615385,0.195877606,0.172145487,0.049484536,0.277456647,1.8125,0.0234375,8.71875,8.6953125,0.093261456,female
+0.186783802,0.03485887,0.184363636,0.169454545,0.198909091,0.029454545,2.388824671,8.197157103,0.854836888,0.254970458,0.183636364,0.186783802,0.148234596,0.046920821,0.275862069,2.591579861,0.0234375,9.421875,9.3984375,0.11869263,female
+0.204408329,0.031401388,0.210169492,0.188474576,0.221694915,0.033220339,2.088719257,6.81666775,0.839562768,0.192214964,0.212881356,0.204408329,0.184552913,0.048192771,0.277456647,1.518359375,0.0234375,8.1328125,8.109375,0.100834939,female
+0.194936806,0.034404297,0.194901961,0.181862745,0.208970588,0.027107843,3.031623465,13.74229489,0.848109562,0.254252575,0.197647059,0.194936806,0.169901056,0.05106383,0.279069767,2.174665179,0.0234375,13.265625,13.2421875,0.106637168,female
+0.200318649,0.041205172,0.202680965,0.190294906,0.217319035,0.027024129,2.773451371,10.81253609,0.855106287,0.295668849,0.206058981,0.200318649,0.177337589,0.051835853,0.279069767,1.24660967,0.0234375,7.734375,7.7109375,0.15398047,female
+0.199749059,0.03776387,0.196428571,0.1775,0.224642857,0.047142857,1.549450662,4.851962158,0.876909042,0.250711657,0.195357143,0.199749059,0.160722321,0.05327414,0.274285714,1.95577567,0.1875,7.734375,7.546875,0.106382979,female
+0.204333512,0.037386791,0.20418136,0.180554156,0.232392947,0.051838791,1.412327579,4.149430156,0.879064005,0.256942929,0.20488665,0.204333512,0.183701182,0.047571853,0.277456647,1.507653061,0.0234375,5.71875,5.6953125,0.143031921,female
+0.209809077,0.033533176,0.213398058,0.193349515,0.23276699,0.039417476,2.150260643,8.028339236,0.86265934,0.20114822,0.215097087,0.209809077,0.171104717,0.04743083,0.279069767,1.782441737,0.0234375,8.4375,8.4140625,0.119093919,female
+0.213389879,0.036877324,0.216080178,0.193006682,0.241024499,0.048017817,2.439932584,9.385075994,0.855922395,0.230094056,0.241024499,0.213389879,0.178625912,0.05,0.279069767,1.389361213,0.0234375,8.8828125,8.859375,0.103515958,female
+0.210113825,0.025998921,0.210846287,0.201658031,0.219067358,0.017409326,3.378067165,14.84066649,0.786110145,0.141848265,0.212297064,0.210113825,0.181433968,0.048387097,0.277456647,1.616642442,0.2109375,8.5078125,8.296875,0.156019122,female
+0.206021644,0.034322812,0.202352941,0.19254902,0.223137255,0.030588235,3.940195057,23.52297715,0.845867527,0.213900366,0.198039216,0.206021644,0.172213084,0.047058824,0.274285714,1.299632353,0.0703125,7.7109375,7.640625,0.110638595,female
+0.203236439,0.038225817,0.195420219,0.182460414,0.231912302,0.049451888,2.76445834,13.3748297,0.870564363,0.240826675,0.186211937,0.203236439,0.168330956,0.046920821,0.277456647,1.474051339,0.0234375,8.0390625,8.015625,0.136738906,female
+0.21145984,0.031388715,0.212108434,0.199457831,0.226445783,0.026987952,2.912364805,12.28602411,0.835035487,0.181912572,0.212108434,0.21145984,0.188752092,0.047477745,0.279069767,1.069148936,0.0234375,6.8203125,6.796875,0.098075381,female
+0.210414489,0.04470204,0.212071006,0.196497041,0.239573964,0.043076923,2.185050119,8.20939039,0.880388371,0.322045655,0.208757396,0.210414489,0.178205664,0.049638056,0.279069767,1.909492925,0.0234375,8.4609375,8.4375,0.137037037,female
+0.219018256,0.034127991,0.217083333,0.197083333,0.245,0.047916667,1.635469721,5.170487022,0.847686697,0.16027461,0.2125,0.219018256,0.180572451,0.046966732,0.277456647,0.907752404,0.0234375,9.0703125,9.046875,0.082901554,female
+0.208020829,0.029697721,0.207021277,0.188776596,0.228244681,0.039468085,1.776223734,5.270963612,0.838047599,0.14710027,0.207393617,0.208020829,0.184891748,0.051172708,0.279069767,1.591517857,0.2109375,8.109375,7.8984375,0.0621347,female
+0.210409749,0.031812487,0.208315098,0.193916849,0.227002188,0.033085339,2.677559864,10.77786465,0.848660493,0.180822188,0.207702407,0.210409749,0.169830623,0.049586777,0.268156425,1.501399254,0.0234375,9.75,9.7265625,0.126933541,female
+0.211602455,0.029921614,0.212164948,0.192319588,0.23056701,0.038247423,1.892291274,5.581385944,0.843057111,0.156143075,0.215051546,0.211602455,0.175688592,0.04743083,0.277456647,1.574609375,0.0234375,8.484375,8.4609375,0.111396913,female
+0.20390764,0.0459615,0.201869159,0.177943925,0.239626168,0.061682243,2.247859274,10.48178952,0.898687222,0.358450874,0.177943925,0.20390764,0.169617499,0.04729064,0.274285714,1.26512633,0.0234375,8.5546875,8.53125,0.084142602,female
+0.227755414,0.034792678,0.231215227,0.206617862,0.257452416,0.050834553,1.290425723,3.415963392,0.858277442,0.15941362,0.207847731,0.227755414,0.178587928,0.049382716,0.279069767,1.221679688,0.0234375,6.140625,6.1171875,0.082687339,female
+0.203464417,0.033575619,0.205210526,0.182368421,0.225473684,0.043105263,1.598102308,4.729248362,0.863682242,0.205261633,0.204105263,0.203464417,0.168100866,0.056939502,0.268156425,1.411236702,0.0234375,8.9296875,8.90625,0.119500675,female
+0.194187618,0.035108789,0.196923077,0.176153846,0.209615385,0.033461538,2.97611234,13.29926357,0.85031302,0.263143531,0.204230769,0.194187618,0.179227905,0.047524752,0.279069767,1.613207547,0.0234375,8.53125,8.5078125,0.05650194,female
+0.204193198,0.031960639,0.203412798,0.185144291,0.224491844,0.039347553,1.940045597,6.013489,0.852777688,0.19433082,0.22238394,0.204193198,0.167378621,0.049638056,0.277456647,1.597470238,0.1875,9.0234375,8.8359375,0.126208608,female
+0.195283829,0.037662858,0.195728155,0.172961165,0.218834951,0.045873786,1.730322281,5.230177089,0.883877963,0.275524442,0.173980583,0.195283829,0.15623823,0.047105005,0.279069767,1.265625,0.140625,7.4296875,7.2890625,0.094093755,female
+0.195695598,0.035711802,0.196738609,0.181294964,0.214532374,0.03323741,2.5670274,10.42024624,0.856970335,0.267429294,0.195731415,0.195695598,0.159927771,0.04729064,0.279069767,1.735608553,0.0234375,9.8203125,9.796875,0.118446503,female
+0.214978108,0.035322368,0.21893617,0.187659574,0.242021277,0.054361702,2.121669199,8.614261933,0.856401009,0.182982995,0.186170213,0.214978108,0.164938585,0.047244094,0.279069767,1.803786058,0.1875,6.75,6.5625,0.189906832,female
+0.198965572,0.031570287,0.203503268,0.185568627,0.213751634,0.028183007,2.940513029,12.62739434,0.83516404,0.226197327,0.204235294,0.198965572,0.181627639,0.046966732,0.275862069,1.115625,0.0234375,10.5234375,10.5,0.071492347,female
+0.19945598,0.032733567,0.199548306,0.182685069,0.207628607,0.024943538,3.463031282,16.0388676,0.822643171,0.203716318,0.203061481,0.19945598,0.187249392,0.048,0.279069767,1.346550708,0.0234375,11.484375,11.4609375,0.090692919,female
+0.208884866,0.032822812,0.209316597,0.191743375,0.229232915,0.03748954,2.478713049,11.44472632,0.863734673,0.179466122,0.206973501,0.208884866,0.179614067,0.04719764,0.279069767,1.036658654,0.0234375,10.1015625,10.078125,0.06744186,female
+0.195140186,0.040786462,0.199491094,0.178117048,0.218371501,0.040254453,2.311870149,9.158750728,0.867160311,0.296457976,0.198066158,0.195140186,0.174648153,0.047713718,0.269662921,1.509698276,0.0234375,8.8359375,8.8125,0.156061823,female
+0.197539804,0.034774603,0.198683834,0.182660944,0.218712446,0.036051502,2.459397303,9.56744874,0.839523285,0.226976815,0.185064378,0.197539804,0.173636161,0.047012733,0.271186441,1.614746094,0.2109375,15.234375,15.0234375,0.038961558,female
+0.194072509,0.035728721,0.193090418,0.17608637,0.212739541,0.036653171,2.029250739,6.5642647,0.860084812,0.268168281,0.189689609,0.194072509,0.172574462,0.048192771,0.277456647,2.183667453,0.0234375,10.078125,10.0546875,0.116792929,female
+0.206801093,0.030387121,0.208960864,0.190445344,0.221052632,0.030607287,2.559214753,9.807022447,0.837678121,0.173054089,0.218407557,0.206801093,0.18005649,0.050847458,0.279069767,1.522553066,0.0234375,8.3671875,8.34375,0.172694288,female
+0.202309618,0.036028271,0.197303922,0.189068627,0.216519608,0.02745098,3.975788561,23.92746806,0.846018179,0.235026106,0.190784314,0.202309618,0.178848699,0.047952048,0.277456647,1.687897246,0.0234375,8.296875,8.2734375,0.113528248,female
+0.197149721,0.045904061,0.198137128,0.182923674,0.22240621,0.039482536,2.118532976,7.591809924,0.876206984,0.316222248,0.192341527,0.197149721,0.175393751,0.047952048,0.277456647,0.85407839,0.0234375,8.0390625,8.015625,0.09271664,female
+0.200494478,0.033215324,0.206023778,0.181611625,0.221928666,0.040317041,2.3901411,8.672684201,0.844845395,0.224544883,0.221558785,0.200494478,0.163141572,0.050473186,0.274285714,1.79296875,0.0234375,10.5,10.4765625,0.121814274,female
+0.200741744,0.03539631,0.200833333,0.182083333,0.224583333,0.0425,1.873617624,5.842668561,0.864797281,0.250954686,0.19,0.200741744,0.17623394,0.049079755,0.268156425,1.317555147,0.0234375,21.5625,21.5390625,0.035075128,female
+0.203961925,0.034077413,0.207763314,0.189538462,0.220686391,0.031147929,2.645013726,9.933947852,0.850811883,0.238414165,0.219029586,0.203961925,0.169246514,0.049740933,0.277456647,1.209558824,0.0234375,7.734375,7.7109375,0.142291652,female
+0.207664634,0.029336973,0.205462963,0.195416667,0.21712963,0.021712963,3.400917071,15.70357216,0.807061828,0.165310907,0.199305556,0.207664634,0.184285468,0.048681542,0.272727273,1.573545259,0.0234375,8.484375,8.4609375,0.148252717,female
+0.196981392,0.031994351,0.195416667,0.184479167,0.211458333,0.026979167,3.017291014,12.6860971,0.833261751,0.216314213,0.184479167,0.196981392,0.161264614,0.047571853,0.279069767,2.121757075,0.0234375,16.6640625,16.640625,0.059092332,female
+0.194940621,0.042549181,0.195245098,0.179460784,0.220637255,0.041176471,2.138967089,7.871843954,0.874338419,0.322517979,0.189068627,0.194940621,0.175133612,0.053511706,0.268156425,1.092275943,0.1875,5.4609375,5.2734375,0.115656566,female
+0.199949858,0.039250177,0.205761047,0.170474632,0.231423895,0.060949264,1.983339468,6.394017385,0.86197961,0.231379214,0.172765957,0.199949858,0.155270434,0.047524752,0.279069767,1.849028716,0.0234375,9.5390625,9.515625,0.150246305,female
+0.223073785,0.038890985,0.227257618,0.203601108,0.247811634,0.044210526,1.710734582,5.115416185,0.856251139,0.22153786,0.240443213,0.223073785,0.164596876,0.047477745,0.279069767,1.19125601,0.0234375,6.7734375,6.75,0.16553442,female
+0.220989899,0.030819077,0.22132879,0.202725724,0.243270869,0.040545145,2.197094496,8.617506733,0.829755045,0.153883378,0.202248722,0.220989899,0.180434894,0.047666336,0.279069767,0.910714286,0.0234375,4.0546875,4.03125,0.108629131,female
+0.20079553,0.034032032,0.201454545,0.182545455,0.219272727,0.036727273,2.01766471,6.631587504,0.859387829,0.227754935,0.201454545,0.20079553,0.157111927,0.047012733,0.277456647,1.680226293,0.0234375,7.6875,7.6640625,0.106070903,female
+0.187673764,0.035951417,0.188932039,0.170582524,0.204223301,0.033640777,2.05085159,6.779052032,0.864467958,0.252453745,0.191650485,0.187673764,0.15939144,0.051227321,0.277456647,0.956779234,0.0234375,7.0546875,7.03125,0.107183908,female
+0.197504608,0.027833689,0.196588785,0.187429907,0.208364486,0.020934579,3.408013141,16.13252611,0.807993486,0.171634525,0.192990654,0.197504608,0.173714115,0.04729064,0.279069767,1.123535156,0.0234375,7.3359375,7.3125,0.101709402,female
+0.21153506,0.041487437,0.216586922,0.190685805,0.243827751,0.053141946,1.672372185,5.327754335,0.878654617,0.288969487,0.246953748,0.21153506,0.179248786,0.048435923,0.277456647,1.443004261,0.0234375,6.6796875,6.65625,0.145385471,female
+0.203408291,0.038606683,0.209756098,0.194146341,0.224065041,0.029918699,3.027533937,13.23387076,0.850975962,0.272271763,0.204878049,0.203408291,0.164703099,0.049180328,0.279069767,1.411998821,0.0234375,7.171875,7.1484375,0.085323966,female
+0.218046066,0.044257033,0.22025974,0.18025974,0.260779221,0.080519481,1.886142217,6.762014477,0.867115367,0.202030147,0.267012987,0.218046066,0.180806922,0.047105005,0.275862069,1.065848214,0.1875,7.8046875,7.6171875,0.116923077,female
+0.194929581,0.032540596,0.195505051,0.180656566,0.210353535,0.02969697,2.679603423,10.92624688,0.85039898,0.233565906,0.190909091,0.194929581,0.168599126,0.051446945,0.277456647,1.94838627,0.0234375,7.734375,7.7109375,0.159155225,female
+0.199844207,0.044012176,0.206509186,0.182257218,0.226351706,0.044094488,1.902892666,6.246798123,0.891473925,0.365938778,0.223044619,0.199844207,0.157147697,0.047666336,0.275862069,1.318638393,0.0234375,7.21875,7.1953125,0.136909609,female
+0.223197,0.029513496,0.220563847,0.208490879,0.240066335,0.031575456,2.381402786,9.062789667,0.823225433,0.134024178,0.209883914,0.223197,0.173974042,0.047337278,0.279069767,2.041725852,0.0234375,9.5859375,9.5625,0.140441176,female
+0.23304081,0.031851226,0.234974874,0.213400335,0.258894472,0.045494137,1.512972962,4.119994143,0.839204877,0.136638306,0.258894472,0.23304081,0.207059272,0.052060738,0.277456647,0.914620536,0.0234375,5.5078125,5.484375,0.106725146,female
+0.233168218,0.039002614,0.244814159,0.207150442,0.261168142,0.054017699,2.007895204,6.808253696,0.839755541,0.202335599,0.25720354,0.233168218,0.180118942,0.047856431,0.275862069,1.614462209,0.2109375,10.1015625,9.890625,0.16526917,female
+0.223115588,0.029917665,0.226448087,0.205537341,0.239708561,0.03417122,2.014423257,6.407513313,0.822419985,0.142725619,0.238688525,0.223115588,0.17926047,0.048979592,0.277456647,0.885267857,0.2109375,3.9375,3.7265625,0.109086966,female
+0.238917034,0.033555049,0.2435,0.2225,0.2635,0.041,2.197106818,8.067739759,0.824948891,0.137573206,0.243,0.238917034,0.192985188,0.048241206,0.275862069,1.391680743,0.0234375,10.8984375,10.875,0.160803671,female
+0.221597791,0.027525132,0.220677966,0.21059322,0.236694915,0.026101695,3.449305124,18.06048246,0.79649669,0.121374745,0.219491525,0.221597791,0.203195618,0.050104384,0.266666667,0.66875,0.2109375,4.125,3.9140625,0.106897316,female
+0.240397581,0.029313214,0.245189189,0.226522523,0.257801802,0.031279279,1.89507003,5.505234647,0.812152855,0.120415446,0.247207207,0.240397581,0.180209494,0.052230686,0.279069767,0.895198171,0.0234375,5.3203125,5.296875,0.166278528,female
+0.214916283,0.035656701,0.209120287,0.196050269,0.242298025,0.046247756,2.805092471,13.01361516,0.835777856,0.202869973,0.198563734,0.214916283,0.191297013,0.056271981,0.279069767,1.974451014,0.0234375,10.2421875,10.21875,0.085722477,female
+0.227642046,0.033385222,0.231182365,0.199198397,0.254749499,0.055551102,2.469153632,11.66036835,0.830679775,0.135919262,0.19751503,0.227642046,0.179859848,0.04743083,0.279069767,0.939453125,0.0234375,4.7578125,4.734375,0.109360936,female
+0.222596566,0.038030608,0.220390625,0.199609375,0.253203125,0.05359375,2.400834994,11.33442383,0.849982289,0.211956232,0.2078125,0.222596566,0.178341066,0.055491329,0.279069767,1.475945724,0.2109375,5.2734375,5.0625,0.147486772,female
+0.249636593,0.033360629,0.260540541,0.239459459,0.268648649,0.029189189,2.845610872,11.05360906,0.787714243,0.136345353,0.265945946,0.249636593,0.177523173,0.048830112,0.275862069,1.529641544,0.0234375,17.34375,17.3203125,0.087099684,female
+0.234201895,0.027834549,0.236,0.226,0.2485,0.0225,2.673033002,10.48253581,0.795870175,0.127669869,0.2295,0.234201895,0.196527926,0.048632219,0.275862069,1.497532895,0.0234375,8.9296875,8.90625,0.115709729,female
+0.232455235,0.031497315,0.237915832,0.217715431,0.251943888,0.034228457,2.121185395,7.578427018,0.818790954,0.145049918,0.24240481,0.232455235,0.185543385,0.050473186,0.277456647,1.169806985,0.0234375,5.4609375,5.4375,0.153017241,female
+0.220120521,0.02949189,0.222936097,0.205043178,0.232607945,0.027564767,3.345215207,16.06244774,0.806673229,0.148746201,0.225354059,0.220120521,0.182577432,0.047666336,0.279069767,2.122043919,0.2109375,20.4140625,20.203125,0.070653394,female
+0.234934049,0.026638434,0.24056338,0.217394366,0.252887324,0.035492958,2.409509718,9.160093581,0.803006576,0.101084559,0.245492958,0.234934049,0.165032452,0.047384008,0.275862069,0.926339286,0.2109375,5.625,5.4140625,0.112110112,female
+0.231074874,0.031551198,0.23141791,0.218358209,0.251268657,0.032910448,2.119516909,7.039770912,0.817464952,0.156545775,0.227238806,0.231074874,0.194389605,0.047105005,0.272727273,2.417317708,0.0234375,10.171875,10.1484375,0.198036952,female
+0.233656193,0.025973029,0.236078431,0.22372549,0.246372549,0.022647059,3.550404349,18.9099156,0.780758817,0.108003024,0.236078431,0.233656193,0.202621117,0.052287582,0.279069767,0.752268145,0.0234375,2.0390625,2.015625,0.157751938,female
+0.235297223,0.030403911,0.237710652,0.220349762,0.255516693,0.035166932,1.745699311,5.142853107,0.826121661,0.129338392,0.220349762,0.235297223,0.178993664,0.04743083,0.279069767,2.515443314,0.0234375,10.7109375,10.6875,0.158605974,female
+0.233375921,0.029077106,0.23209776,0.225254582,0.248635438,0.023380855,3.064445505,13.34778198,0.787622502,0.125334564,0.226965377,0.233375921,0.186177651,0.050104384,0.275862069,1.74609375,0.0234375,9.2578125,9.234375,0.121827411,female
+0.23804862,0.026413992,0.242273684,0.225178947,0.252294737,0.027115789,3.118138035,14.54217228,0.79410279,0.09467554,0.241684211,0.23804862,0.213065458,0.051009564,0.279069767,0.71875,0.0234375,11.8828125,11.859375,0.069518717,female
+0.232801981,0.024268932,0.237170172,0.220573614,0.246806883,0.02623327,3.576553639,19.08959921,0.780842002,0.082655606,0.247342256,0.232801981,0.209922468,0.053631285,0.272727273,1.536389803,0.2578125,9.46875,9.2109375,0.076117775,female
+0.226637782,0.027635374,0.2275,0.216691176,0.241397059,0.024705882,2.693908207,10.56179494,0.807585735,0.131281852,0.219264706,0.226637782,0.175877233,0.049079755,0.279069767,2.229029605,0.234375,11.8828125,11.6484375,0.114992988,female
+0.216295024,0.025068266,0.216926316,0.203368421,0.229894737,0.026526316,2.469561802,8.745797309,0.792356762,0.10448373,0.221052632,0.216295024,0.18196552,0.047105005,0.269662921,1.217371324,0.0234375,6.4453125,6.421875,0.120555686,female
+0.240473729,0.035087028,0.249516129,0.2275,0.261370968,0.033870968,2.635155509,10.11107324,0.811424215,0.169333494,0.259677419,0.240473729,0.185412656,0.048929664,0.279069767,1.487946429,0.234375,9.4453125,9.2109375,0.127905004,female
+0.237042194,0.032701552,0.244214162,0.217132988,0.263557858,0.04642487,2.111833547,7.669892686,0.82834252,0.123204059,0.264525043,0.237042194,0.191185205,0.049740933,0.279069767,1.466751453,0.0234375,8.7890625,8.765625,0.124532086,female
+0.22741351,0.028404888,0.22826087,0.211014493,0.245507246,0.034492754,2.010016015,6.541887652,0.817695311,0.125621899,0.211014493,0.22741351,0.19916568,0.047058824,0.279069767,1.420758929,0.0234375,11.390625,11.3671875,0.073539519,female
+0.231641649,0.033296919,0.23314741,0.211952191,0.258804781,0.04685259,1.575185649,4.345350126,0.832220821,0.148584213,0.262151394,0.231641649,0.185325807,0.048338369,0.279069767,1.306985294,0.234375,8.5546875,8.3203125,0.081508405,female
+0.22795681,0.030377799,0.230337838,0.213310811,0.248310811,0.035,1.815621715,5.281044296,0.829810142,0.152393941,0.233648649,0.22795681,0.174080114,0.047244094,0.279069767,1.562333777,0.0234375,10.078125,10.0546875,0.097487697,female
+0.221603276,0.031395871,0.225587045,0.200080972,0.244291498,0.044210526,1.572632014,4.515449304,0.834165913,0.141048168,0.242591093,0.221603276,0.171238057,0.047571853,0.272727273,2.957682292,0.0234375,11.1796875,11.15625,0.130974265,female
+0.231693341,0.030713868,0.233493151,0.217191781,0.254109589,0.036917808,1.957001548,6.799864097,0.828108221,0.14344257,0.217191781,0.231693341,0.191200549,0.049947971,0.269662921,1.560267857,0.0234375,10.21875,10.1953125,0.152813067,female
+0.230899611,0.03324716,0.23563786,0.213744856,0.252921811,0.039176955,2.103972333,7.459465122,0.819037451,0.145227132,0.252345679,0.230899611,0.188826566,0.049740933,0.279069767,1.052678571,0.0234375,9.8203125,9.796875,0.050164474,female
+0.238831091,0.030060376,0.243615819,0.22094162,0.261016949,0.04007533,1.918328406,6.120896833,0.814821724,0.118335713,0.261544256,0.238831091,0.187539196,0.047619048,0.277456647,1.326923077,0.0234375,9.7734375,9.75,0.137525304,female
+0.233988659,0.032340734,0.237222222,0.215833333,0.254722222,0.038888889,1.875853747,6.124359171,0.825438593,0.145937111,0.238680556,0.233988659,0.190948017,0.049331963,0.279069767,1.935416667,0.0234375,9.6328125,9.609375,0.18873403,female
+0.239900553,0.025519586,0.242373473,0.226736475,0.257033159,0.030296684,1.73293857,4.701445788,0.801144246,0.082204085,0.229179756,0.239900553,0.197425768,0.047012733,0.279069767,1.929306402,0.0234375,10.125,10.1015625,0.172007274,female
+0.237684578,0.032203341,0.24296063,0.22488189,0.258834646,0.033952756,1.902749558,5.699138992,0.828120167,0.146068658,0.255307087,0.237684578,0.185507125,0.048582996,0.277456647,1.916424419,0.0234375,9.8671875,9.84375,0.114163614,female
+0.239068806,0.03208413,0.24171875,0.2165625,0.266875,0.0503125,1.451345054,4.056114916,0.824710917,0.101794341,0.28,0.239068806,0.193872914,0.047105005,0.277456647,1.66722973,0.0234375,10.453125,10.4296875,0.152346332,female
+0.215558697,0.033163095,0.212680851,0.205531915,0.228765957,0.023234043,3.845905596,18.81085094,0.787618035,0.178074115,0.213276596,0.215558697,0.168257503,0.046966732,0.275862069,1.236672794,0.0234375,8.5078125,8.484375,0.101381215,female
+0.229554778,0.031296646,0.231884058,0.209855072,0.252753623,0.042898551,1.797492969,5.205939969,0.819997781,0.139147847,0.213913043,0.229554778,0.188943844,0.050793651,0.277456647,1.937711149,0.0234375,10.078125,10.0546875,0.17035742,female
+0.235974229,0.031496951,0.245181347,0.216165803,0.25775475,0.041588946,2.293486209,8.318809149,0.817121568,0.126503311,0.259205527,0.235974229,0.183131481,0.050847458,0.279069767,1.790178571,0.0234375,10.265625,10.2421875,0.150728652,female
+0.236634528,0.033556619,0.243338789,0.21400982,0.263502455,0.049492635,1.693354026,4.969441475,0.83159813,0.130052504,0.253420622,0.236634528,0.176764645,0.046920821,0.279069767,2.002604167,0.0234375,12.328125,12.3046875,0.155736961,female
+0.235652503,0.033146941,0.23826087,0.220869565,0.256231884,0.035362319,2.134616763,7.106253504,0.809344261,0.143085814,0.244057971,0.235652503,0.182594755,0.048681542,0.277456647,0.908035714,0.1640625,5.0390625,4.875,0.132599256,female
+0.234469134,0.032098056,0.236790123,0.224691358,0.253497942,0.028806584,2.058045545,6.274811628,0.806260518,0.161214545,0.247736626,0.234469134,0.213721258,0.065217391,0.277456647,1.111391129,0.0234375,4.171875,4.1484375,0.197975518,female
+0.241741811,0.032428757,0.249090909,0.227272727,0.264848485,0.037575758,1.789542617,5.041799137,0.811523437,0.130981582,0.250909091,0.241741811,0.198251697,0.054669704,0.277456647,1.068892045,0.0234375,8.71875,8.6953125,0.113297394,female
+0.240142073,0.02456279,0.241507761,0.228470067,0.255166297,0.026696231,2.352698415,8.014466424,0.773830376,0.080237471,0.230332594,0.240142073,0.205658995,0.054360136,0.277456647,1.24296875,0.2109375,9.2578125,9.046875,0.105221204,female
+0.236908959,0.029604683,0.241927711,0.220240964,0.253493976,0.033253012,3.055783495,14.59747868,0.802883815,0.11887221,0.241927711,0.236908959,0.18665068,0.047666336,0.279069767,1.571875,0.0234375,9.7265625,9.703125,0.123188406,female
+0.231282741,0.027902706,0.235789474,0.218694737,0.246989474,0.028294737,2.164548545,7.564841809,0.812225863,0.120788695,0.245221053,0.231282741,0.188998365,0.046920821,0.277456647,0.900965074,0.0234375,3.8203125,3.796875,0.09837963,female
+0.213689005,0.032540051,0.2125,0.1975,0.231,0.0335,4.443848696,29.43798237,0.806467603,0.174356231,0.1975,0.213689005,0.194278592,0.048484848,0.277456647,0.725976563,0.0234375,3.984375,3.9609375,0.096153846,female
+0.238772107,0.026186257,0.240829016,0.227772021,0.254853195,0.027081174,2.077202225,6.497655008,0.798890339,0.098975823,0.244214162,0.238772107,0.181064035,0.04729064,0.279069767,2.388444767,0.0234375,13.359375,13.3359375,0.169947276,female
+0.228432171,0.028766815,0.229378531,0.218832392,0.242033898,0.023201507,2.472001537,8.871271221,0.803346218,0.141895978,0.228851224,0.228432171,0.190519145,0.048632219,0.277456647,2.204358553,0.234375,10.0546875,9.8203125,0.137442089,female
+0.229857283,0.032694208,0.2256621,0.213515982,0.253789954,0.040273973,2.208943842,7.88662745,0.813837205,0.153201192,0.212876712,0.229857283,0.181032958,0.048192771,0.279069767,1.35546875,0.0234375,9.84375,9.8203125,0.173252011,female
+0.231880358,0.03435895,0.234818182,0.213818182,0.255181818,0.041363636,1.673602814,4.790274453,0.833772661,0.170658946,0.238,0.231880358,0.181757671,0.048533873,0.279069767,1.025045956,0.0234375,4.3359375,4.3125,0.118376359,female
+0.224478126,0.032979243,0.226736475,0.205235602,0.245794066,0.040558464,1.890423597,6.233742075,0.836783656,0.171227699,0.203769634,0.224478126,0.200331052,0.050686378,0.279069767,1.725109012,0.0234375,10.640625,10.6171875,0.160099338,female
+0.235271065,0.029316618,0.236563246,0.223198091,0.251933174,0.028735084,2.141051392,7.623588237,0.803982124,0.124647717,0.232553699,0.235271065,0.185272363,0.048780488,0.279069767,1.9921875,0.0234375,10.2421875,10.21875,0.151447821,female
+0.231195785,0.031259769,0.235025907,0.218583765,0.252435233,0.033851468,2.185792803,7.439437707,0.824174062,0.154243116,0.252435233,0.231195785,0.191886683,0.048144433,0.274285714,0.898615057,0.0234375,4.6171875,4.59375,0.103907417,female
+0.236490795,0.030905604,0.237430407,0.220642398,0.259614561,0.038972163,1.418871524,3.668522356,0.817458472,0.111249494,0.227837259,0.236490795,0.200702484,0.051282051,0.279069767,1.575137868,0.0234375,8.9296875,8.90625,0.159375,female
+0.235520791,0.031727743,0.236489945,0.22369287,0.256965265,0.033272395,2.222322064,7.818506138,0.815118468,0.147645578,0.230859232,0.235520791,0.171828776,0.049281314,0.279069767,1.811132813,0.0234375,9.8671875,9.84375,0.178828829,female
+0.232346164,0.033139464,0.235067568,0.218040541,0.256824324,0.038783784,1.728214027,5.461193091,0.84159748,0.158899777,0.221824324,0.232346164,0.18999298,0.04719764,0.277456647,1.816692073,0.0234375,9.984375,9.9609375,0.100168067,female
+0.236016999,0.031073099,0.237820513,0.215833333,0.258910256,0.043076923,1.758392793,5.35818709,0.826219953,0.108669032,0.28,0.236016999,0.174057065,0.047761194,0.277456647,2.514160156,0.234375,10.125,9.890625,0.148179893,female
+0.233651192,0.030732969,0.234460548,0.219130435,0.253848631,0.034718196,2.260313677,8.185786809,0.815237695,0.13349042,0.217326892,0.233651192,0.181229906,0.047012733,0.279069767,1.618785511,0.0234375,9.6328125,9.609375,0.159537211,female
+0.224630573,0.03496985,0.223059701,0.205820896,0.249701493,0.043880597,1.638821933,4.749142062,0.839121335,0.181604148,0.222014925,0.224630573,0.212826384,0.050420168,0.279069767,0.795454545,0.0234375,4.078125,4.0546875,0.11260972,female
+0.217831792,0.037473095,0.217247259,0.198830694,0.245213155,0.04638246,1.930362597,6.837320154,0.867582005,0.19802296,0.220657734,0.217831792,0.168369877,0.048879837,0.279069767,1.587688578,0.0234375,10.6875,10.6640625,0.089518174,female
+0.225117391,0.038578252,0.233457447,0.200691489,0.253191489,0.0525,2.242237931,7.815721928,0.861416828,0.208597859,0.250957447,0.225117391,0.166535012,0.049433574,0.277456647,0.893554688,0.0234375,3.609375,3.5859375,0.134920635,female
+0.205418281,0.038328841,0.210634441,0.18652568,0.226283988,0.039758308,2.101894571,7.828401063,0.876680162,0.263879736,0.216978852,0.205418281,0.156075354,0.047571853,0.274285714,1.262207031,0.0234375,9.3046875,9.28125,0.125548968,female
+0.218292032,0.039613499,0.231071429,0.201071429,0.241428571,0.040357143,2.830446606,12.71923214,0.860385084,0.192557844,0.238214286,0.218292032,0.15759119,0.048582996,0.279069767,1.995888158,0.0234375,9.2578125,9.234375,0.142227756,female
+0.215346263,0.045030185,0.214139785,0.181774194,0.257419355,0.075645161,1.196867408,3.521734633,0.889038202,0.212299583,0.27172043,0.215346263,0.159302815,0.05106383,0.271186441,1.344726563,0.0234375,6.5390625,6.515625,0.118876328,female
+0.1995406,0.036733123,0.195471698,0.175220126,0.221886792,0.046666667,2.044208875,7.363186652,0.869829349,0.243309356,0.175220126,0.1995406,0.160439384,0.051282051,0.277456647,0.567595109,0.0234375,3.890625,3.8671875,0.072582973,female
+0.195653176,0.032986236,0.196121563,0.17910275,0.207467438,0.028364689,3.229793796,14.96863145,0.841699546,0.191343293,0.197742402,0.195653176,0.161944936,0.048096192,0.271186441,0.947150735,0.0234375,6.75,6.7265625,0.126028616,female
+0.208453232,0.035253876,0.203960396,0.186930693,0.237227723,0.05029703,2.107985953,8.001609149,0.859092251,0.189102883,0.186930693,0.208453232,0.164184347,0.049281314,0.279069767,1.677329009,0.1640625,15.234375,15.0703125,0.07029549,female
+0.197566161,0.033313703,0.201615599,0.177827298,0.219554318,0.041727019,1.775693998,5.301886432,0.850975747,0.215871405,0.218384401,0.197566161,0.154907432,0.048096192,0.272727273,1.64390625,0.0234375,9.6328125,9.609375,0.095018163,female
+0.212020709,0.039700027,0.205333333,0.184333333,0.252777778,0.068444444,1.8585634,6.025653096,0.862227974,0.190612595,0.259777778,0.212020709,0.154452766,0.048,0.275862069,1.134566327,0.0234375,8.0390625,8.015625,0.086419753,female
+0.210300604,0.029987071,0.208798752,0.19525741,0.224524181,0.029266771,2.641361286,10.73495978,0.833201754,0.159505954,0.197441498,0.210300604,0.154884046,0.046966732,0.272727273,1.38234375,0.0234375,10.078125,10.0546875,0.108537296,female
+0.20368786,0.038244305,0.206030429,0.192863071,0.222683264,0.029820194,2.510695325,9.267754252,0.856981422,0.299169643,0.197510373,0.20368786,0.153905435,0.047012733,0.277456647,2.27290483,0.0234375,8.109375,8.0859375,0.127536232,female
+0.210141711,0.038040216,0.206166329,0.186288032,0.237403651,0.051115619,1.797462632,6.291106009,0.860923964,0.222835536,0.185720081,0.210141711,0.153493238,0.046966732,0.279069767,1.121744792,0.0234375,8.578125,8.5546875,0.132962329,female
+0.204997762,0.031124227,0.199940741,0.187496296,0.228562963,0.041066667,3.001029261,14.91926642,0.834677103,0.173670798,0.18957037,0.204997762,0.158468931,0.046920821,0.277456647,1.21875,0.0234375,14.109375,14.0859375,0.076782598,female
+0.213664459,0.035410099,0.222988506,0.194482759,0.234942529,0.04045977,2.397614009,8.808855409,0.849509553,0.238105156,0.227126437,0.213664459,0.1715094,0.050367261,0.268156425,1.177019817,0.0234375,20.4140625,20.390625,0.043390805,female
+0.195815579,0.036039324,0.186820428,0.178056013,0.214036244,0.035980231,3.316676023,14.65216466,0.838100802,0.234431932,0.178056013,0.195815579,0.146743891,0.048338369,0.277456647,1.862463663,0.1640625,9.0,8.8359375,0.108055284,female
+0.21769321,0.033488532,0.218577075,0.200869565,0.241264822,0.040395257,1.67109669,5.391749847,0.851564616,0.146559468,0.219683794,0.21769321,0.162220209,0.050052138,0.274285714,0.629011824,0.0234375,2.8828125,2.859375,0.125058548,female
+0.209822639,0.038006067,0.203955432,0.185626741,0.241002786,0.055376045,1.989992087,7.855570057,0.868179172,0.174998676,0.20005571,0.209822639,0.168565033,0.047761194,0.279069767,1.164930556,0.0234375,8.109375,8.0859375,0.09428815,female
+0.204960935,0.036409477,0.204116638,0.191149228,0.225728988,0.03457976,2.813953901,12.80607976,0.862543357,0.259555783,0.202675815,0.204960935,0.154034902,0.048,0.277456647,1.505701014,0.0234375,9.0703125,9.046875,0.154630829,female
+0.203105894,0.035906821,0.202651934,0.176869245,0.228950276,0.052081031,1.486838867,4.591322612,0.868372654,0.212262049,0.171712707,0.203105894,0.170255988,0.061538462,0.274285714,0.892382813,0.0234375,7.1015625,7.078125,0.106979114,female
+0.219603047,0.034781204,0.213717754,0.19969651,0.247708649,0.04801214,3.304548601,19.06961708,0.843357345,0.160845476,0.211168437,0.219603047,0.163590556,0.047856431,0.274285714,2.410235969,0.2109375,8.859375,8.6484375,0.20607738,female
+0.216692865,0.034978984,0.217677419,0.190129032,0.245677419,0.055548387,1.465933057,4.380725995,0.858511238,0.15845109,0.190129032,0.216692865,0.168864273,0.047151277,0.279069767,1.228870739,0.0234375,8.90625,8.8828125,0.107802488,female
+0.201875551,0.033005295,0.205923461,0.181697171,0.223627288,0.041930116,1.947256389,5.863923834,0.843056001,0.212056773,0.224093178,0.201875551,0.168646965,0.047856431,0.263736264,0.79453125,0.0234375,8.0859375,8.0625,0.061927414,female
+0.190640518,0.030892783,0.18893913,0.173356522,0.20306087,0.029704348,2.787304016,10.95383318,0.828383876,0.19050399,0.173843478,0.190640518,0.154386378,0.047619048,0.277456647,1.16015625,0.0234375,7.78125,7.7578125,0.081754097,female
+0.207567441,0.031920075,0.206224066,0.193443983,0.229460581,0.036016598,2.360305348,9.49702039,0.841145681,0.196610059,0.196348548,0.207567441,0.171274184,0.047761194,0.274285714,0.883042279,0.0234375,4.96875,4.9453125,0.119706467,female
+0.200862057,0.036944428,0.201335953,0.179882122,0.222789784,0.042907662,2.325587779,10.30956063,0.870004545,0.21313378,0.203536346,0.200862057,0.149294877,0.047904192,0.274285714,1.196514423,0.1875,7.9453125,7.7578125,0.112925614,female
+0.204053253,0.036078614,0.20267148,0.181444043,0.231480144,0.050036101,1.87813201,6.519276068,0.854919516,0.214963293,0.186498195,0.204053253,0.173315469,0.047151277,0.248704663,1.040039063,0.0234375,9.1640625,9.140625,0.075121275,female
+0.188638679,0.030457207,0.179160839,0.16986014,0.203146853,0.033286713,3.069659223,13.99736356,0.817793389,0.149233354,0.173776224,0.188638679,0.161329265,0.047058824,0.275862069,0.787728659,0.0234375,3.7265625,3.703125,0.125416389,female
+0.202505364,0.035032022,0.19968652,0.180815047,0.22338558,0.042570533,2.006508651,6.832599298,0.857992861,0.212904882,0.190031348,0.202505364,0.152247848,0.048048048,0.279069767,1.192819149,0.0234375,7.828125,7.8046875,0.156156156,female
+0.194741022,0.035843638,0.191931624,0.176615385,0.213470085,0.036854701,2.706003565,11.96939769,0.859116568,0.269214436,0.190017094,0.194741022,0.170883459,0.054607509,0.279069767,0.757366071,0.0234375,8.0625,8.0390625,0.083506872,female
+0.199171239,0.030496598,0.199874214,0.181823899,0.218805031,0.036981132,2.1742606,7.699585686,0.84370034,0.182380851,0.203396226,0.199171239,0.173871215,0.048879837,0.279069767,0.853515625,0.0234375,4.6640625,4.640625,0.120875421,female
+0.190170334,0.033516473,0.186100152,0.172078907,0.208194234,0.036115326,2.497351696,10.17434498,0.846355971,0.235168595,0.183975721,0.190170334,0.166762332,0.047666336,0.279069767,1.543457031,0.0234375,10.4296875,10.40625,0.142677561,female
+0.185723954,0.027836198,0.185222437,0.170058027,0.196595745,0.026537718,2.848186734,12.58408359,0.800457769,0.146274895,0.18901354,0.185723954,0.17059824,0.058465286,0.271186441,0.714527027,0.1875,2.8828125,2.6953125,0.088198758,female
+0.183575451,0.037149237,0.171806798,0.160286225,0.198354204,0.038067979,3.570655159,18.27210131,0.813639346,0.178610584,0.157280859,0.183575451,0.16250019,0.052230686,0.266666667,0.947544643,0.0234375,12.328125,12.3046875,0.059145299,female
+0.201530628,0.028959223,0.20012966,0.184700162,0.21465154,0.029951378,2.431496571,9.27450057,0.834514897,0.139868627,0.198314425,0.201530628,0.170665074,0.046920821,0.272727273,0.551846591,0.1875,2.2265625,2.0390625,0.141091954,female
+0.192529031,0.035073841,0.194520548,0.167123288,0.21260274,0.045479452,1.973959624,6.661244287,0.856233986,0.219085439,0.21260274,0.192529031,0.158202935,0.049281314,0.248704663,1.480363176,0.1640625,7.734375,7.5703125,0.186304863,female
+0.199178207,0.037217991,0.202939481,0.170662824,0.223919308,0.053256484,1.831584232,5.954723848,0.871826478,0.230947646,0.223112392,0.199178207,0.161332165,0.049792531,0.26519337,1.397727273,0.0234375,8.484375,8.4609375,0.110876221,female
+0.200242696,0.044483321,0.194946237,0.176505376,0.227311828,0.050806452,2.581831174,12.5682386,0.873568545,0.266322095,0.28,0.200242696,0.16065721,0.048435923,0.275862069,0.631510417,0.0234375,4.21875,4.1953125,0.123703113,female
+0.194225901,0.039864662,0.189411765,0.172941176,0.217024221,0.044083045,2.232983486,8.00915528,0.869020238,0.279019059,0.173910035,0.194225901,0.168237785,0.051779935,0.275862069,0.74400436,0.0234375,4.03125,4.0078125,0.136642419,female
+0.190075918,0.040771717,0.185388128,0.16194825,0.2152207,0.053272451,2.163847944,9.098954546,0.881912598,0.286016281,0.16152207,0.190075918,0.151712185,0.047952048,0.269662921,1.118229167,0.0234375,8.0390625,8.015625,0.122576177,female
+0.20771249,0.036119163,0.206436782,0.183448276,0.232183908,0.048735632,1.733364351,5.783949631,0.863357909,0.194762509,0.184367816,0.20771249,0.178549588,0.050955414,0.279069767,0.890625,0.0234375,7.1953125,7.171875,0.101216412,female
+0.21452273,0.044575754,0.208788927,0.180207612,0.260622837,0.080415225,1.307354558,3.803711453,0.876107614,0.198049865,0.265467128,0.21452273,0.153740674,0.050314465,0.272727273,2.176081731,0.2109375,8.4609375,8.25,0.155519481,female
+0.201144994,0.0407158,0.200798669,0.183094842,0.222229617,0.039134775,2.088522266,7.113904745,0.871954627,0.313510918,0.183094842,0.201144994,0.167853687,0.048387097,0.271186441,1.439368207,0.0234375,8.2265625,8.203125,0.160324675,female
+0.205949514,0.042692614,0.205250737,0.173864307,0.2420059,0.068141593,1.050420672,3.021673846,0.891462409,0.272247111,0.248613569,0.205949514,0.135853976,0.048048048,0.274285714,1.530061141,0.0234375,9.09375,9.0703125,0.119808407,female
+0.210656704,0.034481863,0.214067278,0.188807339,0.232477064,0.043669725,2.098559084,8.205410556,0.857532584,0.193522788,0.215779817,0.210656704,0.171127535,0.047524752,0.277456647,0.877232143,0.0234375,4.5,4.4765625,0.080744619,female
+0.207655482,0.036795102,0.207221511,0.180332907,0.241638924,0.061306018,3.018276516,14.99205746,0.853425917,0.192300118,0.241997439,0.207655482,0.168291876,0.047244094,0.271186441,1.296415441,0.0234375,7.546875,7.5234375,0.116751628,female
+0.20008418,0.03252946,0.193567468,0.179593346,0.223585952,0.043992606,2.689654697,11.25329302,0.827062566,0.187655534,0.176487985,0.20008418,0.179456497,0.055684455,0.279069767,1.181490385,0.0234375,8.3671875,8.34375,0.119040389,female
+0.195194593,0.032557899,0.19261745,0.184161074,0.207651007,0.023489933,3.445236327,16.77357342,0.823938323,0.233237949,0.19261745,0.195194593,0.1615251,0.048096192,0.277456647,1.099028716,0.0234375,7.8984375,7.875,0.139880952,female
+0.201564613,0.035544865,0.195694228,0.177347894,0.230202808,0.052854914,2.250704893,8.878440472,0.856137059,0.205462991,0.172542902,0.201564613,0.15717938,0.048484848,0.277456647,0.961956522,0.0234375,7.40625,7.3828125,0.091989664,female
+0.190970608,0.039801256,0.187163121,0.160851064,0.212978723,0.05212766,1.70259158,5.625780187,0.869995659,0.217293276,0.153900709,0.190970608,0.153193288,0.048192771,0.277456647,1.183333333,0.0234375,7.5234375,7.5,0.092542614,female
+0.198073245,0.034772252,0.197931034,0.172476489,0.22338558,0.050909091,1.895611707,6.851888972,0.860504675,0.189259124,0.197492163,0.198073245,0.172334626,0.051612903,0.279069767,0.577083333,0.0234375,2.6015625,2.578125,0.114412417,female
+0.207359541,0.034840165,0.216803954,0.186359143,0.230642504,0.044283361,1.994091764,6.604917729,0.857097706,0.211331114,0.226490939,0.207359541,0.147176643,0.047105005,0.251308901,1.914789244,0.0234375,8.0625,8.0390625,0.180102041,female
+0.20005354,0.042439025,0.204615385,0.178290598,0.224558405,0.046267806,1.758049772,5.872900654,0.887366631,0.333708179,0.205413105,0.20005354,0.171132993,0.059259259,0.279069767,1.988458807,0.0234375,8.8359375,8.8125,0.158034714,female
+0.214102197,0.033620663,0.217299145,0.190974359,0.242666667,0.051692308,1.401993875,4.157649156,0.858582638,0.143745158,0.245059829,0.214102197,0.163134112,0.04719764,0.275862069,1.176235465,0.2109375,9.09375,8.8828125,0.076768438,female
+0.196701618,0.037392132,0.191683168,0.173465347,0.224158416,0.050693069,2.123310232,8.410241424,0.874666983,0.247537477,0.180990099,0.196701618,0.155108963,0.047058824,0.277456647,1.592045455,0.0234375,15.328125,15.3046875,0.079719148,female
+0.188373779,0.030364059,0.187722772,0.167128713,0.205544554,0.038415842,2.220191164,7.645145118,0.834743404,0.172724899,0.15960396,0.188373779,0.16502917,0.05,0.268156425,0.655771684,0.0234375,3.3046875,3.28125,0.146915584,female
+0.204985601,0.033569648,0.211409396,0.179932886,0.225973154,0.046040268,1.619362647,4.970626112,0.861774321,0.178578322,0.219865772,0.204985601,0.158586188,0.050104384,0.274285714,0.598214286,0.0234375,3.5859375,3.5625,0.109418283,female
+0.199258094,0.039044806,0.195137763,0.173808752,0.219643436,0.045834684,2.137226739,8.602054871,0.873217737,0.228733467,0.194230146,0.199258094,0.140893381,0.04719764,0.279069767,1.731382979,0.1875,10.8515625,10.6640625,0.151948052,female
+0.19734074,0.043190472,0.195282051,0.16225641,0.224957265,0.062700855,2.258127905,9.796196141,0.872474438,0.242699694,0.15842735,0.19734074,0.164759153,0.051779935,0.277456647,0.992365057,0.0234375,8.1328125,8.109375,0.102567549,female
+0.196860491,0.037248465,0.192601156,0.170481696,0.226050096,0.055568401,1.556240885,4.961323242,0.871772022,0.247975036,0.165626204,0.196860491,0.163735086,0.05015674,0.272727273,1.924958882,0.09375,16.40625,16.3125,0.110758959,female
+0.201463746,0.047455012,0.203636364,0.161690141,0.242355954,0.080665813,1.025140517,3.273489784,0.90619394,0.280811437,0.261357234,0.201463746,0.166031015,0.056206089,0.277456647,1.40953125,0.0234375,8.765625,8.7421875,0.122047747,female
+0.190687528,0.054830637,0.171983584,0.148235294,0.245526676,0.097291382,2.108472968,7.645709707,0.885175018,0.316899652,0.278850889,0.190687528,0.156900482,0.051612903,0.279069767,1.26046875,0.0234375,4.546875,4.5234375,0.152614225,female
+0.199282707,0.046566317,0.20291358,0.163506173,0.234716049,0.071209877,0.929163775,3.000377434,0.907915646,0.279449249,0.21362963,0.199282707,0.157319159,0.047337278,0.279069767,1.304199219,0.0234375,9.046875,9.0234375,0.09063568,female
+0.19040181,0.05290183,0.175445545,0.147722772,0.239207921,0.091485149,1.964236449,8.318117429,0.899798283,0.333411377,0.146534653,0.19040181,0.148943382,0.047856431,0.275862069,1.887784091,0.0234375,20.625,20.6015625,0.094732958,female
+0.178187439,0.043849183,0.162731959,0.151185567,0.20314433,0.051958763,3.434019936,17.77989214,0.86504096,0.282078473,0.155154639,0.178187439,0.158931781,0.048387097,0.279069767,0.925531915,0.0234375,3.6796875,3.65625,0.092105263,female
+0.185682382,0.048939792,0.174672021,0.152182062,0.22789826,0.075716198,2.055586441,7.737662124,0.901931598,0.388737724,0.149558233,0.185682382,0.15657981,0.048632219,0.274285714,1.449424342,0.0234375,8.9765625,8.953125,0.113350785,female
+0.187497494,0.044225527,0.190070588,0.1568,0.215435294,0.058635294,1.65308292,5.839465449,0.907476998,0.337921374,0.196,0.187497494,0.154528512,0.048338369,0.279069767,1.113502358,0.0234375,8.765625,8.7421875,0.103095296,female
+0.1979223,0.042574487,0.196526773,0.166541245,0.235021708,0.068480463,0.994004694,2.880871001,0.899214573,0.295973588,0.195311143,0.1979223,0.156970524,0.04719764,0.277456647,0.897460938,0.0234375,4.078125,4.0546875,0.131820104,female
+0.20321819,0.050751358,0.216774194,0.155430108,0.246505376,0.091075269,1.996744716,7.683731763,0.891118162,0.301720681,0.246505376,0.20321819,0.155564741,0.047713718,0.279069767,1.80890625,0.0234375,9.140625,9.1171875,0.131806497,female
+0.19063515,0.053394426,0.181212121,0.148787879,0.238484848,0.08969697,1.091942058,4.233130378,0.919599236,0.334807197,0.158484848,0.19063515,0.159575018,0.052459016,0.277456647,1.190789474,0.0234375,8.5546875,8.53125,0.096602377,female
+0.204114085,0.052351432,0.198746594,0.159836512,0.256730245,0.096893733,1.321905036,4.511118959,0.902700595,0.309920795,0.262452316,0.204114085,0.151515371,0.047666336,0.279069767,2.076208726,0.1875,9.8671875,9.6796875,0.11586214,female
+0.188922247,0.043959906,0.179421053,0.166157895,0.203736842,0.037578947,2.488916139,9.417234238,0.869285932,0.269125849,0.187894737,0.188922247,0.165942654,0.04729064,0.275862069,1.245793269,0.0234375,7.6875,7.6640625,0.076917963,female
+0.195861256,0.041170071,0.194160584,0.16350365,0.235036496,0.071532847,1.449290484,4.565029821,0.881690828,0.242618248,0.168613139,0.195861256,0.158902795,0.047856431,0.279069767,1.492633929,0.0234375,7.734375,7.7109375,0.094853789,female
+0.206145266,0.047247873,0.202014815,0.166755556,0.249303704,0.082548148,1.003339673,3.170930076,0.894287863,0.248490427,0.151822222,0.206145266,0.161494324,0.047856431,0.279069767,2.065369898,0.0234375,10.125,10.1015625,0.152274791,female
+0.212369193,0.046024401,0.224171779,0.181226994,0.244355828,0.063128834,1.43168785,4.697878737,0.897817071,0.250247449,0.236196319,0.212369193,0.145506924,0.04743083,0.277456647,2.0625,0.0234375,8.6953125,8.671875,0.09132621,female
+0.203176574,0.043529515,0.206769231,0.168478632,0.235965812,0.067487179,0.889475107,2.757870358,0.898049117,0.25100857,0.22974359,0.203176574,0.162572001,0.048,0.279069767,1.227163462,0.0234375,6.515625,6.4921875,0.144404332,female
+0.195796863,0.044173992,0.200058565,0.158243045,0.232855051,0.074612006,1.272191139,3.808155983,0.897365383,0.278620874,0.202518302,0.195796863,0.157184967,0.049331963,0.279069767,1.527604167,0.0234375,11.8125,11.7890625,0.116848907,female
+0.218014342,0.045806981,0.230195228,0.177960954,0.255704989,0.077744035,1.001999847,2.630977972,0.882364804,0.257079856,0.242342733,0.218014342,0.166390453,0.047856431,0.275862069,1.18984375,0.0234375,8.3203125,8.296875,0.125758527,female
+0.204259258,0.042781681,0.194133333,0.180444444,0.239762963,0.059318519,2.332315012,9.452766751,0.877639292,0.235420748,0.180444444,0.204259258,0.154668019,0.04743083,0.279069767,1.59890625,0.0234375,8.25,8.2265625,0.117822096,female
+0.19316472,0.040290792,0.183448276,0.168711434,0.21800363,0.049292196,2.248570248,8.442588406,0.870416737,0.219018884,0.182940109,0.19316472,0.149396993,0.051724138,0.277456647,1.220552885,0.0234375,7.265625,7.2421875,0.131247753,female
+0.220160741,0.039861955,0.222317597,0.209899857,0.249957082,0.040057225,2.367981592,8.84096152,0.862851717,0.21122542,0.215908441,0.220160741,0.168684758,0.048484848,0.279069767,1.680245536,0.0234375,8.9296875,8.90625,0.149099723,female
+0.23519694,0.03952994,0.247816092,0.210804598,0.265517241,0.054712644,1.69830615,5.103168298,0.851173467,0.190028533,0.28,0.23519694,0.167993765,0.049792531,0.277456647,1.70703125,0.0234375,8.9765625,8.953125,0.153507853,female
+0.215233445,0.052964478,0.227525036,0.17304721,0.26397711,0.0909299,1.90315393,7.646105148,0.897351634,0.341803774,0.275193133,0.215233445,0.165062765,0.047713718,0.277456647,1.36875,0.0234375,8.765625,8.7421875,0.128333569,female
+0.195625532,0.041822133,0.186666667,0.169435897,0.223521368,0.05408547,1.729725705,5.878584286,0.879723416,0.275812621,0.177094017,0.195625532,0.166232868,0.053392659,0.266666667,1.78515625,0.0234375,8.296875,8.2734375,0.150812584,female
+0.198185373,0.046308564,0.198791541,0.162839879,0.233897281,0.071057402,0.734104496,2.572230155,0.911786778,0.277667191,0.18060423,0.198185373,0.138873912,0.051891892,0.274285714,2.43650266,0.0234375,8.8359375,8.8125,0.158371327,female
+0.184624422,0.039322374,0.174339623,0.161852487,0.200274443,0.038421955,2.599934689,10.32154206,0.858516148,0.234476725,0.175780446,0.184624422,0.152867824,0.04729064,0.279069767,2.4921875,0.0234375,8.71875,8.6953125,0.151078167,female
+0.211933515,0.049353292,0.222980132,0.171059603,0.254966887,0.083907285,0.926301221,3.044700353,0.901947509,0.261534856,0.25589404,0.211933515,0.161668007,0.049281314,0.275862069,1.689732143,0.0234375,9.140625,9.1171875,0.197943445,female
+0.199823938,0.05117607,0.197791719,0.156336261,0.249084065,0.092747804,1.092874092,3.594912012,0.908150546,0.28792025,0.142986198,0.199823938,0.147129846,0.04743083,0.279069767,1.224609375,0.0234375,9.140625,9.1171875,0.125852241,female
+0.196161194,0.040292908,0.200860832,0.173945481,0.221348637,0.047403156,1.798973452,5.613795704,0.891573407,0.306781991,0.213715925,0.196161194,0.151907144,0.046920821,0.279069767,2.061990489,0.0234375,9.09375,9.0703125,0.161867848,female
+0.2129334,0.045800104,0.215322812,0.179971306,0.256700143,0.076728838,1.422894476,5.037884901,0.888429896,0.212562052,0.184390244,0.2129334,0.163658085,0.048632219,0.266666667,1.91068892,0.0234375,9.3515625,9.328125,0.085559376,female
+0.208619292,0.046921724,0.212740214,0.173380783,0.24911032,0.075729537,0.844956279,2.634567685,0.901607775,0.298661501,0.253594306,0.208619292,0.163403703,0.048048048,0.279069767,1.930889423,0.0234375,8.1796875,8.15625,0.095812808,female
+0.195723226,0.040248832,0.19810585,0.169247911,0.215264624,0.046016713,1.867233776,6.370689208,0.885192944,0.271951956,0.197715877,0.195723226,0.171013078,0.047012733,0.277456647,0.815917969,0.0234375,5.8359375,5.8125,0.109166011,female
+0.225966217,0.044763821,0.240137221,0.190668954,0.263670669,0.073001715,1.75091263,5.604711035,0.873840982,0.228781265,0.270874786,0.225966217,0.161368268,0.047058824,0.275862069,1.256510417,0.0234375,8.6015625,8.578125,0.115319389,female
+0.186698563,0.045502856,0.177125926,0.153896296,0.215703704,0.061807407,1.774369563,6.960873823,0.885248246,0.24509736,0.15762963,0.186698563,0.147948889,0.048632219,0.275862069,1.486683239,0.0234375,10.0078125,9.984375,0.090153534,female
+0.196092734,0.045942738,0.202179837,0.166702997,0.224305177,0.05760218,1.457014192,5.147233476,0.909567125,0.324592374,0.207901907,0.196092734,0.175814204,0.047808765,0.279069767,1.394230769,0.0234375,8.8125,8.7890625,0.114752688,female
+0.201421298,0.034770839,0.199414634,0.183479675,0.223544715,0.040065041,1.982228956,7.144943504,0.868393756,0.223775043,0.190764228,0.201421298,0.165698658,0.047904192,0.271186441,1.817223837,0.0234375,8.5546875,8.53125,0.143984221,female
+0.194570119,0.044316062,0.190054446,0.164137931,0.222577132,0.058439201,1.793829483,6.547120527,0.88337233,0.268705817,0.189546279,0.194570119,0.155813435,0.052863436,0.277456647,0.861177885,0.0234375,8.859375,8.8359375,0.067418214,female
+0.199545914,0.044114366,0.200567376,0.168794326,0.233829787,0.065035461,0.993052083,3.453136815,0.906230353,0.274208947,0.181702128,0.199545914,0.149995957,0.050579557,0.274285714,1.415039063,0.0234375,8.5078125,8.484375,0.109899955,female
+0.187364316,0.047786718,0.171904762,0.155238095,0.224285714,0.069047619,2.458310457,9.198153102,0.863201636,0.256519202,0.153333333,0.187364316,0.163481816,0.048241206,0.277456647,1.122596154,0.0234375,4.1484375,4.125,0.165139296,female
+0.189685704,0.050753669,0.179891107,0.15092559,0.24137931,0.090453721,1.460906438,4.524499323,0.883782438,0.23796242,0.149909256,0.189685704,0.138214469,0.047058824,0.26519337,1.050685976,0.0234375,8.6953125,8.671875,0.085348506,female
+0.205918406,0.043541394,0.212054795,0.17369863,0.239452055,0.065753425,1.221894336,3.810231278,0.897998573,0.322767279,0.17260274,0.205918406,0.164462303,0.049433574,0.279069767,1.752790179,0.2578125,10.96875,10.7109375,0.132658643,female
+0.210470503,0.052154082,0.225205479,0.162191781,0.256986301,0.094794521,1.822337048,6.783195326,0.891062573,0.290444718,0.258630137,0.210470503,0.153204607,0.050526316,0.274285714,1.041503906,0.0234375,6.0,5.9765625,0.146695715,female
+0.193137879,0.036049886,0.191984283,0.176581532,0.206286837,0.029705305,2.815214144,12.03030546,0.855316482,0.230754213,0.198035363,0.193137879,0.16025404,0.048289738,0.274285714,0.756696429,0.0234375,3.984375,3.9609375,0.154360689,female
+0.216444121,0.047801599,0.230280374,0.182654206,0.255401869,0.072747664,1.714944167,5.758420997,0.885527298,0.286216163,0.254878505,0.216444121,0.155976768,0.049844237,0.272727273,0.9140625,0.0234375,5.6484375,5.625,0.132361111,female
+0.207135757,0.044209333,0.217187994,0.178704581,0.237535545,0.058830964,1.185087915,3.606767046,0.897876372,0.290709853,0.207014218,0.207135757,0.175712217,0.047105005,0.279069767,1.286132813,0.0234375,9.2578125,9.234375,0.163282572,female
+0.202352958,0.038893412,0.196491228,0.182245614,0.226947368,0.044701754,2.323108278,9.261746927,0.872000958,0.249095485,0.184701754,0.202352958,0.1589211,0.048830112,0.279069767,1.8125,0.0234375,10.8984375,10.875,0.166082974,female
+0.188450896,0.036289033,0.19025641,0.16951567,0.204615385,0.035099715,3.152395126,14.7634983,0.861741863,0.281671717,0.194643875,0.188450896,0.150429897,0.047904192,0.279069767,2.516474185,0.0234375,9.1640625,9.140625,0.171400394,female
+0.196872692,0.043619248,0.199578947,0.159578947,0.232,0.072421053,1.289433331,3.976988398,0.888612673,0.244896379,0.159157895,0.196872692,0.149311494,0.047012733,0.279069767,2.12890625,0.0234375,8.671875,8.6484375,0.102098695,female
+0.177883254,0.044133784,0.166985173,0.149917628,0.195584843,0.045667216,2.357968091,9.077273265,0.875324517,0.274656209,0.167907743,0.177883254,0.158957657,0.048048048,0.272727273,1.405598958,0.0234375,9.4453125,9.421875,0.05272027,female
+0.186663706,0.033863029,0.19107078,0.166170599,0.202758621,0.036588022,2.271342955,7.793855124,0.845457934,0.242712777,0.199201452,0.186663706,0.172860553,0.052631579,0.279069767,1.740056818,0.0234375,9.28125,9.2578125,0.135352622,female
+0.195982845,0.04316224,0.189241379,0.165586207,0.228827586,0.063241379,1.740912967,6.555623358,0.887627447,0.302533458,0.181517241,0.195982845,0.158865203,0.048632219,0.277456647,0.473894817,0.0234375,1.0078125,0.984375,0.222007722,female
+0.209468738,0.047788257,0.220813008,0.171642276,0.245398374,0.073756098,1.112032037,3.425280324,0.896809109,0.279858282,0.240390244,0.209468738,0.169942273,0.048681542,0.274285714,1.601367188,0.0234375,9.0703125,9.046875,0.175745694,female
+0.190937428,0.053443995,0.179086294,0.151607445,0.238781726,0.087174281,1.865706086,8.349495963,0.911274524,0.396548266,0.155871404,0.190937428,0.150220213,0.048582996,0.271186441,1.692950581,0.0234375,9.328125,9.3046875,0.123757126,female
+0.211730186,0.044135163,0.214697987,0.178053691,0.248053691,0.07,1.286681292,3.867994459,0.884101146,0.250102154,0.184630872,0.211730186,0.175870756,0.047105005,0.279069767,1.691964286,0.0234375,8.9765625,8.953125,0.137021218,female
+0.196364322,0.038477634,0.197853309,0.16529517,0.223398927,0.058103757,1.337911819,3.802083634,0.878658656,0.243339417,0.164794275,0.196364322,0.151286223,0.048241206,0.277456647,1.79211128,0.0234375,9.328125,9.3046875,0.15272438,female
+0.21044863,0.052837553,0.226050955,0.164076433,0.256369427,0.092292994,1.131715081,3.525652764,0.907179727,0.330050303,0.266624204,0.21044863,0.141641622,0.047952048,0.274285714,1.586348684,0.0234375,7.7109375,7.6875,0.069826908,female
+0.195079761,0.040663219,0.195165563,0.172913907,0.212781457,0.03986755,1.833347411,6.170285453,0.880660642,0.252453928,0.206754967,0.195079761,0.146272263,0.04729064,0.277456647,1.973736702,0.2109375,9.234375,9.0234375,0.160920897,female
+0.19300562,0.040871331,0.190755287,0.164954683,0.223746224,0.058791541,1.295105766,4.041090995,0.89201091,0.294662992,0.183141994,0.19300562,0.163915987,0.047105005,0.277456647,1.662259615,0.0234375,8.90625,8.8828125,0.151502256,female
+0.18488985,0.046589362,0.176531605,0.156564019,0.219189627,0.062625608,1.930805546,6.982432617,0.900089784,0.405504482,0.168816856,0.18488985,0.159954913,0.048338369,0.279069767,0.604440789,0.0234375,1.8046875,1.78125,0.185483871,female
+0.194083393,0.053255547,0.186957878,0.148954758,0.246365055,0.097410296,0.983732,3.045627143,0.9135573,0.363957794,0.252043682,0.194083393,0.153974098,0.047904192,0.279069767,1.90962358,0.0234375,8.90625,8.8828125,0.081574318,female
+0.190116065,0.033439226,0.184592593,0.172562963,0.204088889,0.031525926,2.765950468,11.20316981,0.842105081,0.23208782,0.177125926,0.190116065,0.165940251,0.047571853,0.279069767,2.139445755,0.0234375,9.515625,9.4921875,0.186540789,female
+0.19859962,0.034093051,0.201526316,0.182,0.217,0.035,2.319008526,8.378493745,0.85623409,0.243939254,0.200789474,0.19859962,0.169922188,0.048241206,0.277456647,1.015024038,0.0234375,8.203125,8.1796875,0.099271729,female
+0.186117611,0.038195179,0.184585987,0.164968153,0.200191083,0.03522293,2.320053523,7.958594625,0.863119692,0.300024605,0.189044586,0.186117611,0.161607891,0.048484848,0.269662921,1.318359375,0.0234375,9.09375,9.0703125,0.104741302,female
+0.191306096,0.034213566,0.185684211,0.173052632,0.212210526,0.039157895,2.779445758,12.16324147,0.847855205,0.231306988,0.176,0.191306096,0.168978115,0.048484848,0.274285714,0.692123724,0.0234375,7.2421875,7.21875,0.065746753,female
+0.184828522,0.036878272,0.180816327,0.164489796,0.20244898,0.037959184,3.061094589,14.82744076,0.854576267,0.275261367,0.166122449,0.184828522,0.17243533,0.048435923,0.275862069,0.708864796,0.0234375,5.71875,5.6953125,0.076038159,female
+0.195750488,0.037821133,0.202781775,0.173908873,0.2158753,0.041966427,2.46284741,10.0304941,0.869978629,0.28575417,0.20882494,0.195750488,0.159537141,0.047952048,0.279069767,2.076208726,0.0234375,19.828125,19.8046875,0.107100592,female
+0.184702632,0.033981934,0.18173913,0.165217391,0.203478261,0.03826087,2.342370873,8.635110354,0.8514142,0.234381945,0.183043478,0.184702632,0.16052139,0.049180328,0.275862069,1.303977273,0.0234375,8.0625,8.0390625,0.073185318,female
+0.181748894,0.031095804,0.18030303,0.164848485,0.193636364,0.028787879,2.946435944,11.95382754,0.824167004,0.201171173,0.191515152,0.181748894,0.155533619,0.048830112,0.277456647,1.225665984,0.0234375,11.5546875,11.53125,0.075609756,female
+0.181639229,0.034513993,0.174290976,0.167587477,0.195948435,0.028360958,3.572509224,17.94387472,0.829293512,0.252113068,0.170165746,0.181639229,0.146640722,0.048979592,0.26519337,2.094113372,0.0234375,9.7734375,9.75,0.135260319,female
+0.196909306,0.041959509,0.193666667,0.174611111,0.223222222,0.048611111,1.820306058,6.07282344,0.887230271,0.329733312,0.186666667,0.196909306,0.173130222,0.049792531,0.275862069,1.056152344,0.0234375,9.328125,9.3046875,0.085408002,female
+0.186370118,0.031625009,0.181253918,0.16677116,0.201880878,0.035109718,2.648135121,10.33807707,0.832587613,0.163673176,0.182131661,0.186370118,0.168510296,0.047012733,0.275862069,0.832280585,0.1640625,9.4453125,9.28125,0.076790634,female
+0.193111653,0.034134222,0.186330935,0.172901679,0.21822542,0.045323741,3.302238318,19.11757035,0.852323789,0.208178588,0.173573141,0.193111653,0.164406576,0.048780488,0.274285714,1.6875,0.0234375,9.3984375,9.375,0.131516393,female
+0.193460595,0.035204649,0.189960784,0.170928105,0.216313725,0.045385621,1.726277032,5.234422872,0.866444859,0.236552392,0.183372549,0.193460595,0.163218449,0.048192771,0.271186441,1.119977679,0.0234375,9.0,8.9765625,0.089659589,female
+0.194249751,0.037110477,0.191086351,0.170807799,0.224623955,0.053816156,1.6258142,5.025590756,0.871244946,0.247343603,0.190696379,0.194249751,0.166963268,0.047666336,0.277456647,1.032528409,0.0234375,11.6015625,11.578125,0.079414513,female
+0.190408403,0.034724939,0.185516179,0.168690293,0.20751926,0.038828968,2.363177315,8.568991345,0.850696897,0.230536461,0.18422188,0.190408403,0.167811912,0.047012733,0.274285714,0.932513298,0.0234375,9.703125,9.6796875,0.064474351,female
+0.191336327,0.034237033,0.190560191,0.173873659,0.205578069,0.03170441,2.247723823,7.964652807,0.855549885,0.230646587,0.202908224,0.191336327,0.165153936,0.04743083,0.275862069,1.140997024,0.0234375,9.2578125,9.234375,0.132603811,female
+0.193605246,0.034647315,0.184615385,0.175769231,0.22,0.044230769,3.062335631,14.97562457,0.846290674,0.212338105,0.181923077,0.193605246,0.181072956,0.048387097,0.279069767,1.272058824,0.0234375,9.609375,9.5859375,0.078603756,female
+0.184142037,0.036291221,0.182685069,0.164416562,0.198143036,0.033726474,3.958108451,24.00831909,0.848329977,0.272854144,0.184792974,0.184142037,0.172028261,0.049180328,0.279069767,0.702682783,0.0234375,4.2421875,4.21875,0.123309179,female
+0.1863085,0.042347965,0.178274605,0.165006075,0.209234508,0.044228433,3.434259735,18.67650346,0.875626071,0.335761979,0.171130012,0.1863085,0.166616898,0.049947971,0.277456647,1.081163194,0.0234375,8.0625,8.0390625,0.098808467,female
+0.191055166,0.036377491,0.179898219,0.168142494,0.220152672,0.052010178,3.024759836,13.86349033,0.845371191,0.223577901,0.164223919,0.191055166,0.160947502,0.047571853,0.279069767,0.993669181,0.0234375,7.265625,7.2421875,0.096428143,female
+0.193508,0.033231247,0.19587057,0.169984592,0.206656394,0.036671803,2.838681536,12.82605828,0.839934476,0.18534454,0.202342065,0.193508,0.158759348,0.047058824,0.279069767,1.026367188,0.0234375,10.6640625,10.640625,0.0670093,female
+0.187506064,0.033577874,0.187789474,0.170105263,0.201684211,0.031578947,2.755335739,11.46409578,0.843726646,0.237264159,0.190315789,0.187506064,0.170511301,0.048,0.277456647,1.603430707,0.0234375,11.6015625,11.578125,0.094106016,female
+0.177098438,0.033985036,0.17206951,0.160126382,0.186666667,0.026540284,2.988372214,12.4115693,0.83119847,0.246362912,0.167203791,0.177098438,0.147276514,0.047058824,0.260869565,1.305959302,0.0234375,7.3828125,7.359375,0.073411726,female
+0.185578892,0.040186007,0.177271523,0.166145695,0.204715232,0.038569536,2.915659475,12.09591026,0.863126488,0.305361241,0.177271523,0.185578892,0.144965116,0.049382716,0.277456647,2.284943182,0.0234375,11.5078125,11.484375,0.142897159,female
+0.185635395,0.041935656,0.173206198,0.16352801,0.205244338,0.041716329,4.551163163,29.04760872,0.852654699,0.290756233,0.162526818,0.185635395,0.162795983,0.052173913,0.275862069,1.115171371,0.0234375,8.1328125,8.109375,0.105871615,female
+0.190492533,0.034786015,0.181631579,0.169473684,0.217736842,0.048263158,2.382862607,9.050107994,0.851639563,0.209544428,0.180526316,0.190492533,0.164032999,0.049331963,0.272727273,0.886513158,0.0234375,7.171875,7.1484375,0.079642325,female
+0.187395541,0.044700263,0.185597964,0.171348601,0.206259542,0.034910941,2.454543562,9.671797586,0.878222086,0.354331686,0.174198473,0.187395541,0.155880247,0.048533873,0.277456647,1.388671875,0.0234375,6.609375,6.5859375,0.109102828,female
+0.202353577,0.035542655,0.205849802,0.175968379,0.231304348,0.055335968,1.753197595,5.26478777,0.85375888,0.219269192,0.235177866,0.202353577,0.15510755,0.052060738,0.271186441,0.729567308,0.0234375,3.84375,3.8203125,0.074448682,female
+0.184061634,0.040805986,0.173429812,0.164109986,0.20301013,0.038900145,3.807410374,20.0342729,0.854197388,0.306357602,0.170188133,0.184061634,0.154512561,0.051282051,0.279069767,0.812988281,0.0234375,4.125,4.1015625,0.11269103,female
+0.181589692,0.032103213,0.175877437,0.168467967,0.190696379,0.022228412,3.394448224,15.05546567,0.819378408,0.221279176,0.175097493,0.181589692,0.170952436,0.048338369,0.277456647,1.199573864,0.0234375,8.8125,8.7890625,0.076,female
+0.201903799,0.036923337,0.196107554,0.179257362,0.225505762,0.046248399,2.20944935,7.935223587,0.858567981,0.205489045,0.180691421,0.201903799,0.155790334,0.046966732,0.277456647,1.611228814,0.0234375,11.53125,11.5078125,0.115089798,female
+0.188179187,0.033250895,0.184742268,0.170309278,0.204587629,0.034278351,2.010041452,6.229867471,0.854938566,0.233619426,0.177525773,0.188179187,0.159126464,0.047904192,0.269662921,1.15234375,0.0234375,10.828125,10.8046875,0.046717105,female
+0.187283512,0.035719189,0.183171806,0.162202643,0.20876652,0.046563877,2.593961539,10.9387674,0.862970621,0.233394463,0.161894273,0.187283512,0.156055037,0.050526316,0.277456647,1.706779234,0.1875,10.5,10.3125,0.141188198,female
+0.176410081,0.032358143,0.17196347,0.159178082,0.188584475,0.029406393,2.717530568,11.08511846,0.840144759,0.231151671,0.15630137,0.176410081,0.147787494,0.047058824,0.275862069,1.372983871,0.0234375,11.6484375,11.625,0.087719941,female
+0.193523363,0.038389466,0.200041841,0.165188285,0.218786611,0.053598326,1.752535126,5.537598358,0.880367773,0.273791437,0.153179916,0.193523363,0.153424744,0.047384008,0.277456647,1.484002976,0.0234375,9.1640625,9.140625,0.098717949,female
+0.188522388,0.034891291,0.18367688,0.166128134,0.208635097,0.042506964,2.47939319,10.25016968,0.851809343,0.208435738,0.162228412,0.188522388,0.158827159,0.047151277,0.271186441,1.013327206,0.0234375,9.421875,9.3984375,0.072156565,female
+0.184762134,0.034018272,0.181464968,0.164522293,0.199299363,0.03477707,2.156124837,7.127315355,0.849739518,0.23402124,0.172993631,0.184762134,0.149149059,0.048780488,0.277456647,1.658967391,0.0234375,10.96875,10.9453125,0.073162027,female
+0.193174533,0.04108471,0.184850843,0.169597925,0.226977951,0.057380026,2.474982897,10.44190438,0.871411244,0.295865125,0.174319066,0.193174533,0.159268993,0.04743083,0.271186441,1.469809322,0.0234375,8.015625,7.9921875,0.116022394,female
+0.185827215,0.03509635,0.180990099,0.165544554,0.195643564,0.03009901,2.766888403,10.46483914,0.838637648,0.217263446,0.182178218,0.185827215,0.167370369,0.04743083,0.274285714,0.57421875,0.0234375,3.7734375,3.75,0.075125,female
+0.184799701,0.037040603,0.184954128,0.166544343,0.195657492,0.02911315,3.28431254,16.00143573,0.847901575,0.267605872,0.190091743,0.184799701,0.168000528,0.047856431,0.279069767,1.637899709,0.0234375,11.1796875,11.15625,0.121564842,female
+0.187615753,0.036183078,0.1802849,0.168319088,0.21019943,0.041880342,3.054921598,15.76011328,0.86148551,0.263261484,0.168717949,0.187615753,0.157005279,0.047012733,0.26519337,1.537146226,0.0234375,9.2109375,9.1875,0.135204082,female
+0.188623997,0.038734105,0.183567036,0.16600246,0.209052891,0.043050431,1.995435586,6.648678163,0.874533648,0.277481825,0.175301353,0.188623997,0.15743349,0.049433574,0.275862069,1.081107955,0.0234375,7.265625,7.2421875,0.130393743,female
+0.194910192,0.044559548,0.189724138,0.166551724,0.227862069,0.061310345,2.700975436,12.3434649,0.874268917,0.298387068,0.168,0.194910192,0.153066366,0.04743083,0.279069767,1.566310976,0.0234375,9.0703125,9.046875,0.112519255,female
+0.19359881,0.034550251,0.188452174,0.178226087,0.203547826,0.025321739,3.520891384,17.32558381,0.829359638,0.223155695,0.182608696,0.19359881,0.159910555,0.047058824,0.258064516,1.576450893,0.0234375,8.5078125,8.484375,0.102646118,female
+0.181329791,0.044457266,0.169239281,0.158782849,0.205255878,0.046473029,3.538380947,18.03142876,0.867364644,0.344912693,0.162268326,0.181329791,0.165733717,0.04729064,0.275862069,1.568543632,0.0234375,10.6640625,10.640625,0.096778634,female
+0.190043867,0.040268309,0.184090339,0.170388959,0.209033877,0.038644918,3.027007683,14.65315471,0.875984323,0.318001365,0.174604768,0.190043867,0.172190552,0.047761194,0.275862069,1.675520833,0.0234375,10.125,10.1015625,0.071603506,female
+0.196426044,0.035256289,0.193617021,0.172269504,0.219929078,0.047659574,1.974331106,7.05869206,0.856187087,0.225560925,0.169787234,0.196426044,0.16921177,0.047666336,0.277456647,0.533511513,0.0234375,3.234375,3.2109375,0.092015041,female
+0.184188485,0.043292281,0.175376344,0.159946237,0.206989247,0.047043011,2.407694152,9.043703699,0.881651727,0.340286159,0.167849462,0.184188485,0.155354032,0.050473186,0.277456647,1.273603723,0.0234375,8.390625,8.3671875,0.07394958,female
+0.191454714,0.037625332,0.19155624,0.168690293,0.213990755,0.045300462,1.610862413,4.72398124,0.874523006,0.290728871,0.179476117,0.191454714,0.165168949,0.048730964,0.277456647,1.280649038,0.0234375,9.0234375,9.0,0.135646446,female
+0.186229971,0.032530249,0.17877551,0.170204082,0.208571429,0.038367347,3.761458602,22.19860145,0.833995902,0.214438042,0.173061224,0.186229971,0.160489928,0.050632911,0.277456647,1.940805288,0.0234375,9.9375,9.9140625,0.164085492,female
+0.185092628,0.03562072,0.177007481,0.166184539,0.207730673,0.041546135,3.487114352,20.37624142,0.852214463,0.255798646,0.170374065,0.185092628,0.162492435,0.048,0.279069767,1.7078125,0.0234375,15.09375,15.0703125,0.084508998,female
+0.189449863,0.042000464,0.180470263,0.164591978,0.218035961,0.053443983,2.385795706,9.083661283,0.875197912,0.312273727,0.178921162,0.189449863,0.159582559,0.053392659,0.277456647,1.151654412,0.1640625,12.7265625,12.5625,0.074944427,female
+0.1886873,0.042357375,0.1792,0.162192593,0.215288889,0.053096296,2.640277253,11.25931578,0.873810021,0.296574127,0.168,0.1886873,0.156115171,0.047151277,0.279069767,1.6453125,0.28125,9.3984375,9.1171875,0.10751928,female
+0.193594779,0.036753455,0.192560276,0.165556831,0.225993111,0.06043628,1.505201182,4.321013167,0.873768666,0.23240557,0.159448909,0.193594779,0.151210667,0.047571853,0.277456647,0.939012097,0.1640625,9.375,9.2109375,0.081197746,female
+0.182167618,0.037331527,0.171089109,0.159207921,0.217425743,0.058217822,2.864531978,12.82919072,0.843869233,0.234806837,0.167920792,0.182167618,0.158586543,0.049740933,0.277456647,1.337289663,0.0234375,10.734375,10.7109375,0.090646678,female
+0.213625895,0.046308532,0.222068966,0.174231975,0.255423197,0.081191223,1.477635527,4.609920353,0.881478297,0.258676048,0.16369906,0.213625895,0.157064388,0.052980132,0.272727273,1.680959302,0.0234375,9.234375,9.2109375,0.143431097,female
+0.180433057,0.032401422,0.175744681,0.15787234,0.202056738,0.044184397,2.326817833,8.49368696,0.83375266,0.209750143,0.156879433,0.180433057,0.165468611,0.049180328,0.275862069,1.55078125,0.1875,8.203125,8.015625,0.116776316,female
+0.185328324,0.037949063,0.178677043,0.166329442,0.197924773,0.031595331,3.278816112,15.23222875,0.853107536,0.274541543,0.177224384,0.185328324,0.161930462,0.050793651,0.26519337,1.654146635,0.0234375,9.328125,9.3046875,0.15080495,female
+0.184026429,0.037446447,0.177006369,0.160509554,0.204649682,0.044140127,2.470380149,9.688065339,0.856532377,0.252352977,0.160955414,0.184026429,0.172737822,0.049433574,0.279069767,1.104352679,0.0234375,8.15625,8.1328125,0.083962925,female
+0.18422428,0.031478604,0.182933333,0.164681481,0.200355556,0.035674074,2.28041019,7.918199173,0.841229717,0.214968972,0.181688889,0.18422428,0.157880067,0.048387097,0.279069767,0.747395833,0.0234375,5.3671875,5.34375,0.08004386,female
+0.237416787,0.027851328,0.239101124,0.229269663,0.249719101,0.020449438,2.97048079,12.67575356,0.790477991,0.108848501,0.23988764,0.237416787,0.178120001,0.047524752,0.279069767,1.651147959,0.0234375,9.5859375,9.5625,0.158301364,female
+0.232943235,0.034495472,0.236161616,0.222020202,0.251010101,0.028989899,2.266625611,7.356783841,0.813033103,0.162505692,0.247828283,0.232943235,0.191420503,0.047012733,0.279069767,1.53125,0.234375,8.71875,8.484375,0.13317002,female
+0.234240224,0.029158317,0.234896907,0.222989691,0.252216495,0.029226804,2.399104152,8.894689071,0.804358288,0.119550138,0.229123711,0.234240224,0.199391503,0.04912999,0.274285714,1.623046875,0.0234375,8.6484375,8.625,0.156551932,female
+0.221881519,0.048764839,0.228118812,0.218217822,0.246336634,0.028118812,3.311550855,16.02643688,0.832174964,0.266716163,0.225346535,0.221881519,0.185773286,0.047619048,0.279069767,1.278362772,0.0234375,11.2265625,11.203125,0.094249544,female
+0.230886645,0.040738844,0.232738854,0.223375796,0.254140127,0.030764331,3.336594262,16.1860956,0.793782913,0.166359409,0.224267516,0.230886645,0.19273069,0.04719764,0.277456647,1.228236607,0.1171875,10.546875,10.4296875,0.085969461,female
+0.231964475,0.030667062,0.2317934,0.221750359,0.247862267,0.026111908,2.774649784,10.96522432,0.801901356,0.143337346,0.221750359,0.231964475,0.208405934,0.046920821,0.277456647,1.295686141,0.0234375,10.21875,10.1953125,0.125172414,female
+0.22569798,0.035251117,0.228681672,0.217427653,0.239935691,0.022508039,3.572960651,18.56488583,0.797863323,0.190038627,0.228231511,0.22569798,0.185090376,0.052573932,0.275862069,1.595833333,0.0234375,7.78125,7.7578125,0.159257661,female
+0.231343231,0.029295733,0.227883212,0.218175182,0.245766423,0.027591241,2.64427259,9.934499515,0.789732735,0.117383218,0.224817518,0.231343231,0.199985028,0.04743083,0.279069767,1.775082237,0.234375,19.453125,19.21875,0.104708672,female
+0.229057186,0.030691324,0.230268657,0.217313433,0.245731343,0.02841791,2.374374032,8.034739406,0.80289138,0.141310643,0.216895522,0.229057186,0.193550108,0.062827225,0.279069767,1.793207908,0.0234375,11.9765625,11.953125,0.107033248,female
+0.223205585,0.027143501,0.223265793,0.214922527,0.234946365,0.020023838,2.958473005,11.56816636,0.779089458,0.120875046,0.223265793,0.223205585,0.205628886,0.057761733,0.279069767,1.041772959,0.0234375,12.0234375,12.0,0.04478561,female
+0.231010854,0.036676306,0.236326531,0.22122449,0.249795918,0.028571429,3.504491716,19.7205703,0.821210857,0.202825751,0.234285714,0.231010854,0.201308473,0.055045872,0.279069767,1.455915179,0.234375,7.078125,6.84375,0.147630507,female
+0.2358209,0.02985539,0.233959732,0.224563758,0.251342282,0.026778523,2.373289833,8.112375246,0.790451745,0.117463133,0.227852349,0.2358209,0.186353352,0.04719764,0.279069767,1.22503811,0.2109375,7.40625,7.1953125,0.132736156,female
+0.231453669,0.035458289,0.233461538,0.216923077,0.253461538,0.036538462,1.944636608,6.556356009,0.831687044,0.173382507,0.216923077,0.231453669,0.19384676,0.05327414,0.275862069,1.615835337,0.1640625,6.796875,6.6328125,0.150063905,female
+0.232098118,0.03650477,0.232669826,0.221169036,0.253459716,0.032290679,2.784362819,12.04567581,0.818653475,0.193647588,0.230015798,0.232098118,0.178594,0.04719764,0.279069767,1.2271875,0.0234375,10.6640625,10.640625,0.079789625,female
+0.230718823,0.035919023,0.238135048,0.219228296,0.247588424,0.028360129,2.431037312,8.961989353,0.819403513,0.18809351,0.243536977,0.230718823,0.193841156,0.049180328,0.279069767,1.604352679,0.0234375,9.65625,9.6328125,0.143079211,female
+0.229766112,0.031807402,0.22826087,0.216956522,0.246521739,0.029565217,3.046126849,13.78377928,0.80132396,0.142065366,0.216521739,0.229766112,0.199947505,0.048780488,0.279069767,1.310461957,0.0234375,8.25,8.2265625,0.063288563,female
+0.224950722,0.033426529,0.22306525,0.215417299,0.243034901,0.027617602,5.520475806,44.78980766,0.790454913,0.170228215,0.215842185,0.224950722,0.185324478,0.050314465,0.275862069,1.052246094,0.0234375,7.1953125,7.171875,0.121909633,female
+0.236146783,0.028310298,0.238320611,0.225139949,0.25221374,0.027073791,2.418112137,8.649972347,0.805328321,0.123786899,0.235826972,0.236146783,0.182938595,0.047012733,0.277456647,1.610677083,0.0234375,9.3515625,9.328125,0.146130653,female
+0.231686187,0.034686565,0.236417034,0.221615272,0.247518355,0.025903084,2.607937569,9.611868808,0.806085297,0.171898092,0.236417034,0.231686187,0.192755101,0.047058824,0.277456647,1.31776148,0.0234375,8.0625,8.0390625,0.133203758,female
+0.229661337,0.030095989,0.23125136,0.223025027,0.241610446,0.018585419,3.371422074,15.08240787,0.790047446,0.139819544,0.230337323,0.229661337,0.216208463,0.055045872,0.271186441,0.86665483,0.0234375,7.0078125,6.984375,0.104973326,female
+0.241433645,0.030187814,0.244230769,0.234615385,0.255,0.020384615,3.146742682,14.19533609,0.773831017,0.120572036,0.244230769,0.241433645,0.198367466,0.049281314,0.279069767,1.030273438,0.0234375,6.4453125,6.421875,0.118400951,female
+0.238103225,0.033586239,0.242173275,0.230660793,0.256152717,0.025491924,2.441503213,8.701876837,0.803888202,0.156151772,0.231071953,0.238103225,0.181726901,0.047477745,0.277456647,2.004807692,0.234375,11.0625,10.828125,0.124392614,female
+0.237496811,0.030858541,0.240694645,0.23015919,0.25447178,0.02431259,2.920371018,11.66256048,0.785997287,0.143739717,0.232185239,0.237496811,0.194933052,0.047105005,0.277456647,1.054245283,0.234375,8.9296875,8.6953125,0.085513451,female
+0.231732498,0.025500206,0.231832797,0.224180064,0.242186495,0.018006431,3.793281499,19.90070337,0.771167332,0.100379479,0.231832797,0.231732498,0.201542406,0.047337278,0.274285714,1.018168605,0.0234375,6.4453125,6.421875,0.119708029,female
+0.233867118,0.038921859,0.241801325,0.226966887,0.253298013,0.026331126,2.670548702,9.866749698,0.809411814,0.197422717,0.242543046,0.233867118,0.204461775,0.047904192,0.275862069,1.45,0.0234375,6.5390625,6.515625,0.178520041,female
+0.23756833,0.03100774,0.239576159,0.226225166,0.257006623,0.030781457,2.542152997,9.444822418,0.80248735,0.1349409,0.229192053,0.23756833,0.210201916,0.049586777,0.279069767,0.793048469,0.0234375,8.90625,8.8828125,0.080812419,female
+0.232781461,0.029592142,0.233333333,0.22372549,0.247058824,0.023333333,3.475145277,17.44368863,0.777916509,0.12472471,0.226470588,0.232781461,0.193625089,0.05015674,0.279069767,0.667668269,0.0234375,5.1796875,5.15625,0.075482094,female
+0.233097836,0.036174387,0.238130841,0.225420561,0.249719626,0.024299065,3.166332565,14.53741194,0.804146082,0.179051921,0.240747664,0.233097836,0.199504982,0.04729064,0.279069767,1.233173077,0.234375,7.875,7.640625,0.09202454,female
+0.226397258,0.035736698,0.229933775,0.222516556,0.240688742,0.018172185,3.862401666,19.68048327,0.790700156,0.188990261,0.228821192,0.226397258,0.196659379,0.049079755,0.266666667,1.773290094,0.0234375,8.4140625,8.390625,0.099162011,female
+0.236347597,0.030660699,0.237795786,0.227358185,0.252317666,0.024959481,2.581583731,9.838809653,0.795132787,0.134309216,0.22917342,0.236347597,0.192559155,0.047666336,0.279069767,1.53568892,0.234375,8.4609375,8.2265625,0.174603175,female
+0.243272142,0.030836707,0.246143791,0.233333333,0.259869281,0.026535948,2.665062717,9.775309699,0.772741276,0.111601986,0.237908497,0.243272142,0.205575396,0.047058824,0.279069767,0.787609012,0.0234375,4.9921875,4.96875,0.135703919,female
+0.230687452,0.030193126,0.230793651,0.221269841,0.246031746,0.024761905,3.143798787,14.33068378,0.799588152,0.138600878,0.221269841,0.230687452,0.198253566,0.050314465,0.279069767,1.1671875,0.0234375,9.1640625,9.140625,0.107597341,female
+0.227052024,0.032777816,0.226903704,0.215703704,0.243081481,0.027377778,3.675553443,22.63701513,0.80306222,0.153789602,0.215703704,0.227052024,0.199478502,0.048582996,0.277456647,1.161132813,0.0234375,5.2734375,5.25,0.124480897,female
+0.233010718,0.036847826,0.23379085,0.222810458,0.257124183,0.034313725,2.841943489,12.97693217,0.812505444,0.174512053,0.225555556,0.233010718,0.185070034,0.048289738,0.271186441,1.444550305,0.1640625,12.234375,12.0703125,0.094646325,female
+0.228311553,0.032356954,0.228623853,0.218776758,0.244464832,0.025688073,3.182728049,14.72591034,0.800146493,0.161554245,0.219204893,0.228311553,0.205525376,0.047666336,0.279069767,0.987723214,0.0234375,11.390625,11.3671875,0.060629702,female
+0.229717967,0.03838037,0.232535613,0.224957265,0.248091168,0.023133903,3.491905324,18.09059969,0.812433158,0.206363926,0.227350427,0.229717967,0.193904145,0.048632219,0.277456647,1.633370536,0.0234375,11.25,11.2265625,0.136205479,female
+0.233652026,0.032379797,0.234029851,0.22358209,0.249910448,0.026328358,2.91033735,12.0499142,0.794284267,0.145933857,0.234029851,0.233652026,0.193572168,0.047105005,0.279069767,1.0434375,0.0234375,10.359375,10.3359375,0.07241762,female
+0.233301191,0.031794977,0.23399684,0.224265403,0.249036335,0.024770932,2.829133057,11.59342014,0.789143273,0.136070543,0.224707741,0.233301191,0.20287237,0.051835853,0.277456647,2.520148026,0.234375,11.2734375,11.0390625,0.125844432,female
+0.230967291,0.030928196,0.23420373,0.224160689,0.244648494,0.020487805,2.932979341,11.8459781,0.793975079,0.148649959,0.238622669,0.230967291,0.185843239,0.050739958,0.271186441,2.414572011,0.0234375,12.0234375,12.0,0.138989826,female
+0.218758458,0.037822908,0.221782178,0.215841584,0.233663366,0.017821782,4.954631559,34.04558943,0.794258572,0.222866088,0.218217822,0.218758458,0.206016186,0.046920821,0.279069767,0.99662642,0.0234375,6.28125,6.2578125,0.094027203,female
+0.229889279,0.041729751,0.234402036,0.226208651,0.252569975,0.026361323,3.203322298,15.14244398,0.815909622,0.200591876,0.230839695,0.229889279,0.189905198,0.04729064,0.279069767,1.261284722,0.2109375,6.09375,5.8828125,0.130756972,female
+0.22469818,0.033297582,0.22641651,0.218011257,0.237973734,0.019962477,3.12829455,13.75671511,0.791817132,0.184990954,0.221688555,0.22469818,0.189975507,0.054237288,0.269662921,1.580915179,0.234375,8.484375,8.25,0.135866477,female
+0.243528037,0.02737597,0.248505393,0.233405239,0.257996918,0.02459168,2.822300279,12.08895903,0.782801716,0.099057935,0.254545455,0.243528037,0.204209781,0.04743083,0.279069767,1.380729167,0.234375,10.078125,9.84375,0.121312427,female
+0.235350675,0.03032023,0.238130841,0.228411215,0.250841121,0.022429907,2.720111781,10.39511305,0.793963007,0.132195268,0.230654206,0.235350675,0.207301671,0.04719764,0.277456647,1.736586085,0.0234375,11.859375,11.8359375,0.094081408,female
+0.231767655,0.038282321,0.236157895,0.226210526,0.247947368,0.021736842,3.730854262,20.2598402,0.790508249,0.164981738,0.235421053,0.231767655,0.204785801,0.047244094,0.279069767,0.992506378,0.0234375,9.890625,9.8671875,0.105010219,female
+0.227112429,0.03331947,0.229968652,0.22031348,0.240940439,0.020626959,3.261743316,14.58250446,0.794256127,0.178282616,0.227774295,0.227112429,0.204378022,0.050793651,0.277456647,1.4828125,0.0234375,20.859375,20.8359375,0.0821683,female
+0.23918175,0.031724641,0.243034901,0.227314112,0.25875569,0.031441578,1.96206812,5.930571865,0.811534938,0.145052541,0.23198786,0.23918175,0.202356319,0.053571429,0.277456647,1.089557927,0.046875,9.28125,9.234375,0.088127468,female
+0.239820106,0.029519022,0.241946309,0.225503356,0.258389262,0.032885906,2.015624831,6.109073104,0.800270344,0.117850742,0.223624161,0.239820106,0.198857785,0.047571853,0.274285714,0.794016768,0.0234375,4.2890625,4.265625,0.080635581,female
+0.227305907,0.031153808,0.229052632,0.221052632,0.24,0.018947368,4.994138686,35.93723095,0.785030894,0.16080066,0.227368421,0.227305907,0.199453826,0.047012733,0.279069767,1.336894133,0.0234375,9.6796875,9.65625,0.117529666,female
+0.233744215,0.029424284,0.237921348,0.223764045,0.247359551,0.023595506,2.893057627,11.45207101,0.796058949,0.141940788,0.245786517,0.233744215,0.202037127,0.053452116,0.277456647,1.815104167,0.0234375,11.25,11.2265625,0.141809664,female
+0.23448178,0.037640189,0.24,0.231775701,0.251588785,0.019813084,3.817448145,21.15766306,0.798497944,0.187892909,0.237009346,0.23448178,0.181343769,0.047105005,0.274285714,2.253038194,0.0234375,11.578125,11.5546875,0.120806678,female
+0.235183452,0.036335024,0.24,0.225794393,0.256448598,0.030654206,2.372057988,8.529318266,0.822157363,0.190324417,0.238130841,0.235183452,0.181767481,0.047012733,0.275862069,1.352741745,0.234375,6.2109375,5.9765625,0.114624183,female
+0.236364734,0.030406714,0.237603993,0.225490849,0.25437604,0.028885191,2.212122999,7.978661045,0.808488717,0.135078609,0.233410982,0.236364734,0.197220764,0.051502146,0.275862069,1.306783537,0.234375,11.0390625,10.8046875,0.105352641,female
+0.231595459,0.031544989,0.232776119,0.219820896,0.246567164,0.026746269,2.36764325,8.606402878,0.808562587,0.138983647,0.236119403,0.231595459,0.212990197,0.04989605,0.277456647,0.672044837,0.0234375,2.9765625,2.953125,0.098929494,female
+0.230144274,0.033577327,0.231368421,0.222526316,0.246105263,0.023578947,3.413690951,17.89710352,0.809968047,0.174234406,0.229157895,0.230144274,0.201064854,0.047058824,0.279069767,1.242621528,0.234375,8.6484375,8.4140625,0.120312835,female
+0.226241136,0.028670539,0.224702194,0.216363636,0.24137931,0.025015674,3.411224221,16.04445657,0.777533472,0.129146754,0.216802508,0.226241136,0.201314392,0.056603774,0.279069767,1.268118351,0.0234375,9.328125,9.3046875,0.111614889,female
+0.233061951,0.030992758,0.235463347,0.216874136,0.25637621,0.039502075,2.01211112,6.012927138,0.806944137,0.12216969,0.218810512,0.233061951,0.20525978,0.049029622,0.275862069,1.2759375,0.0234375,9.609375,9.5859375,0.119910705,female
+0.230125554,0.02930706,0.233775372,0.224303112,0.24173207,0.017428958,3.317625015,14.20164284,0.771859383,0.132843431,0.234154263,0.230125554,0.201158151,0.048338369,0.277456647,1.504934211,0.0234375,11.7421875,11.71875,0.128836364,female
+0.23433555,0.028435595,0.236420233,0.223709468,0.251309987,0.027600519,2.341406866,8.063842608,0.805276445,0.124453645,0.229883268,0.23433555,0.194364919,0.048,0.271186441,1.549431818,0.0234375,9.515625,9.4921875,0.119308642,female
+0.234485977,0.034413499,0.240764331,0.223821656,0.252356688,0.028535032,2.352412122,8.151318678,0.813882625,0.166599525,0.24433121,0.234485977,0.179094634,0.054669704,0.275862069,1.779255319,0.0234375,8.765625,8.7421875,0.172080554,female
+0.212329591,0.039209898,0.212297064,0.197789292,0.228255613,0.030466321,2.308645346,8.10150548,0.842868884,0.258285605,0.204559585,0.212329591,0.147316831,0.051009564,0.277456647,1.381097561,0.0234375,11.4375,11.4140625,0.107910948,female
+0.219597195,0.040985666,0.21955095,0.196822107,0.252918826,0.056096718,1.502701101,4.406478325,0.86976286,0.255864992,0.206977547,0.219597195,0.167975047,0.049029622,0.277456647,1.123242188,0.0234375,5.953125,5.9296875,0.146484609,female
+0.214555863,0.038113324,0.214588235,0.190117647,0.239058824,0.048941176,2.848605715,13.56713351,0.845908569,0.205701565,0.216,0.214555863,0.151899612,0.047904192,0.275862069,0.908052885,0.0234375,8.6953125,8.671875,0.061739865,female
+0.208305247,0.043927558,0.210193906,0.192742382,0.228808864,0.036066482,3.896396746,23.16222832,0.857719405,0.310317658,0.211357341,0.208305247,0.15350922,0.047151277,0.279069767,0.910524764,0.0234375,6.609375,6.5859375,0.105978648,female
+0.213144697,0.039535844,0.215072464,0.19252818,0.240322061,0.047793881,1.98402823,6.69666811,0.862686072,0.266461358,0.192077295,0.213144697,0.156421617,0.048,0.279069767,1.071354167,0.0234375,8.3203125,8.296875,0.088222512,female
+0.209864846,0.037842445,0.212121212,0.194704944,0.233556619,0.038851675,1.562059062,4.46227215,0.865803917,0.273495261,0.209888357,0.209864846,0.174649859,0.048048048,0.279069767,0.854651163,0.0234375,5.578125,5.5546875,0.054186098,female
+0.20933155,0.037362157,0.207891566,0.189337349,0.236987952,0.047650602,2.456891676,9.214673473,0.83558106,0.210176381,0.19186747,0.20933155,0.174136654,0.047761194,0.279069767,1.341921543,0.0234375,7.5234375,7.5,0.108407738,female
+0.204821501,0.035735235,0.20475,0.189875,0.224875,0.035,2.66764599,11.5090583,0.850343945,0.248815181,0.20475,0.204821501,0.172639121,0.047384008,0.279069767,0.759375,0.0234375,4.453125,4.4296875,0.111793821,female
+0.217675355,0.037548646,0.217727273,0.2,0.241818182,0.041818182,1.82434544,5.547079732,0.852123665,0.233205524,0.240454545,0.217675355,0.177726686,0.057210965,0.279069767,0.930042614,0.2109375,4.828125,4.6171875,0.133020955,female
+0.214522596,0.042894121,0.221155867,0.194185639,0.245183888,0.050998249,1.864774499,5.797639642,0.86504144,0.296963373,0.24469352,0.214522596,0.16636358,0.047713718,0.279069767,0.701785714,0.0234375,4.9453125,4.921875,0.068144499,female
+0.200142415,0.039317273,0.204246575,0.19130137,0.217191781,0.025890411,2.681419339,10.07016513,0.839817037,0.295163155,0.200410959,0.200142415,0.165369492,0.047105005,0.26519337,1.233952703,0.0234375,9.9140625,9.890625,0.106940835,female
+0.207665201,0.034410775,0.208058394,0.184759124,0.231357664,0.04659854,2.426440582,9.466254165,0.849313714,0.210376359,0.183124088,0.207665201,0.172656059,0.047012733,0.279069767,0.907137784,0.0234375,4.7578125,4.734375,0.137180823,female
+0.206233015,0.04009917,0.197469136,0.189259259,0.240679012,0.051419753,3.971251412,23.24680174,0.840030873,0.249323212,0.192283951,0.206233015,0.170578573,0.047524752,0.272727273,1.094702744,0.2109375,4.3359375,4.125,0.148802211,female
+0.210378654,0.04454222,0.207963247,0.187810107,0.247840735,0.060030628,2.092086405,8.047210218,0.880200795,0.311898399,0.187810107,0.210378654,0.158241622,0.047012733,0.274285714,1.3359375,0.0234375,8.7890625,8.765625,0.089200832,female
+0.216621254,0.042227757,0.228923885,0.200629921,0.239212598,0.038582677,3.610851702,20.50661997,0.852741102,0.283991435,0.235538058,0.216621254,0.158021484,0.048582996,0.279069767,2.228816106,0.0234375,9.9140625,9.890625,0.122416053,female
+0.215884644,0.036996186,0.219712919,0.203636364,0.235789474,0.03215311,2.325421346,7.906365062,0.837254548,0.23827272,0.230877193,0.215884644,0.175117137,0.047571853,0.271186441,1.385044643,0.0234375,6.2109375,6.1875,0.104066986,female
+0.213498294,0.039140896,0.21380035,0.198108581,0.231943958,0.033835377,2.258080268,8.130365425,0.850455177,0.254007588,0.199579685,0.213498294,0.161832683,0.047619048,0.277456647,0.720982143,0.0234375,3.7734375,3.75,0.133388158,female
+0.218562879,0.037257611,0.22132879,0.197955707,0.244701874,0.046746167,1.322706816,3.390099525,0.865929808,0.231703349,0.216081772,0.218562879,0.151085663,0.047012733,0.279069767,1.11796875,0.0234375,5.6015625,5.578125,0.16242497,female
+0.201498854,0.036105514,0.2,0.188705882,0.218352941,0.029647059,2.903027411,11.25875828,0.835137491,0.25141603,0.186823529,0.201498854,0.168404873,0.056737589,0.271186441,0.856584821,0.0234375,5.2265625,5.203125,0.057182182,female
+0.215446567,0.041218548,0.214230769,0.195,0.25,0.055,2.18223618,9.9012513,0.873943644,0.265896158,0.195384615,0.215446567,0.152076518,0.047384008,0.279069767,0.78462358,0.0234375,9.0703125,9.046875,0.070836417,female
+0.21066062,0.033953625,0.211269177,0.190571827,0.23665272,0.046080893,1.6861392,5.061896585,0.862091784,0.200868633,0.196039052,0.21066062,0.154540101,0.048533873,0.277456647,1.10953125,0.2109375,7.2890625,7.078125,0.123020443,female
+0.21105379,0.040258383,0.216034483,0.200344828,0.232931034,0.032586207,2.242621697,7.855035084,0.859639993,0.290705887,0.217241379,0.21105379,0.162561553,0.047058824,0.277456647,2.523246951,0.234375,14.859375,14.625,0.106593407,female
+0.209199092,0.041990431,0.20987013,0.191168831,0.234285714,0.043116883,2.046064275,6.9077905,0.862944794,0.303689247,0.205194805,0.209199092,0.162562175,0.049331963,0.277456647,1.301398026,0.0234375,6.84375,6.8203125,0.138438881,female
+0.209167732,0.043454095,0.213612273,0.188228731,0.237043236,0.048814505,1.900612034,6.776004505,0.875890375,0.296412591,0.210097629,0.209167732,0.163228251,0.047384008,0.279069767,1.449908088,0.0234375,8.15625,8.1328125,0.152617675,female
+0.213308529,0.041785151,0.22,0.198461538,0.241153846,0.042692308,2.21811283,8.374674325,0.864994558,0.296585593,0.203461538,0.213308529,0.158967245,0.046920821,0.26519337,1.930921053,0.0234375,6.375,6.3515625,0.183340167,female
+0.211979382,0.043073094,0.215986038,0.189109948,0.239930192,0.050820244,1.419350718,4.028251485,0.881766485,0.313876109,0.239441536,0.211979382,0.160033078,0.051724138,0.279069767,2.123666159,0.0234375,10.171875,10.1484375,0.173466769,female
+0.208815301,0.038978815,0.209896296,0.194133333,0.226903704,0.03277037,2.654049772,10.44037287,0.859345728,0.268131378,0.197451852,0.208815301,0.166116977,0.047619048,0.272727273,1.250710227,0.0234375,8.859375,8.8359375,0.121387687,female
+0.205611475,0.038845066,0.203846154,0.187307692,0.231153846,0.043846154,2.098578158,7.265394763,0.866567401,0.273318381,0.192692308,0.205611475,0.160681115,0.048484848,0.269662921,1.12125,0.2109375,9.0703125,8.859375,0.036135161,female
+0.20206818,0.036540343,0.201694915,0.185423729,0.222711864,0.037288136,2.383516207,8.641629871,0.863154179,0.264335604,0.22,0.20206818,0.169417298,0.047012733,0.279069767,2.403782895,0.1875,9.4921875,9.3046875,0.143224181,female
+0.210082163,0.042386481,0.212615845,0.191270553,0.236890882,0.045620329,1.686742349,5.62569728,0.884413736,0.313562243,0.192944694,0.210082163,0.128408572,0.047524752,0.277456647,1.99828125,0.2109375,8.5078125,8.296875,0.148059445,female
+0.208788412,0.039870616,0.200609756,0.188231707,0.239878049,0.051646341,2.429290123,10.29360195,0.860193296,0.242160129,0.195060976,0.208788412,0.170176198,0.047666336,0.279069767,1.677455357,0.0234375,7.125,7.1015625,0.173157316,female
+0.204749912,0.037008109,0.210096552,0.189241379,0.225544828,0.036303448,2.793757827,11.23717577,0.843977084,0.263505747,0.192717241,0.204749912,0.174493779,0.049433574,0.279069767,0.799266582,0.09375,6.046875,5.953125,0.075553056,female
+0.199078906,0.039215117,0.201004431,0.182806499,0.220029542,0.037223043,2.685168068,11.55360747,0.8659175,0.299925157,0.186528804,0.199078906,0.167197956,0.047244094,0.279069767,1.061448317,0.0234375,9.28125,9.2578125,0.070369414,female
+0.212140714,0.043329139,0.212018209,0.192473445,0.242610015,0.050136571,1.604483091,5.042736533,0.881384521,0.308087414,0.206494689,0.212140714,0.151117782,0.047012733,0.279069767,1.635,0.0234375,7.6171875,7.59375,0.145258734,female
+0.214283821,0.042744181,0.220824742,0.193762887,0.242835052,0.049072165,1.41563115,3.762404547,0.878999781,0.303220388,0.237783505,0.214283821,0.174941779,0.047952048,0.279069767,1.288043478,0.0234375,11.203125,11.1796875,0.075085513,female
+0.210882506,0.042352953,0.215691869,0.190527817,0.238059914,0.047532097,1.61417935,5.144703262,0.885152181,0.301115948,0.216490728,0.210882506,0.142429874,0.047761194,0.268156425,1.248728198,0.0234375,17.3203125,17.296875,0.09323246,female
+0.214413894,0.058021357,0.226703448,0.198510345,0.254896552,0.056386207,1.722984806,5.337870375,0.893250735,0.391982153,0.259144828,0.214413894,0.170923525,0.048338369,0.279069767,0.890146684,0.0234375,5.5078125,5.484375,0.12383224,female
+0.207049945,0.039536642,0.205663717,0.183362832,0.230938053,0.047575221,2.162508348,8.209181592,0.859709872,0.23518337,0.187823009,0.207049945,0.161001747,0.049433574,0.277456647,0.928925305,0.0234375,8.71875,8.6953125,0.08035259,female
+0.210395289,0.046676765,0.211153846,0.195769231,0.243076923,0.047307692,1.999142674,7.018808431,0.882040108,0.344585195,0.199615385,0.210395289,0.157491497,0.047151277,0.279069767,1.500442217,0.1875,5.90625,5.71875,0.144180328,female
+0.214594349,0.041534962,0.219947368,0.199684211,0.238736842,0.039052632,1.957624742,6.401810754,0.865153948,0.286841048,0.203736842,0.214594349,0.171381243,0.047571853,0.279069767,1.56625601,0.234375,7.7578125,7.5234375,0.146891508,female
+0.211271213,0.045565771,0.215223881,0.196940299,0.235597015,0.038656716,1.686212018,5.222238072,0.872173472,0.309949989,0.213134328,0.211271213,0.156229122,0.047571853,0.279069767,1.147135417,0.0234375,5.296875,5.2734375,0.107383513,female
+0.202932131,0.038613605,0.204235294,0.186941176,0.224411765,0.037470588,2.313741954,8.663059407,0.869007439,0.279457761,0.187352941,0.202932131,0.144865258,0.047808765,0.279069767,1.074048913,0.0234375,5.4140625,5.390625,0.127432712,female
+0.212578362,0.039312969,0.210781499,0.190239234,0.242488038,0.052248804,2.591565961,11.74678673,0.854193039,0.240462999,0.194258373,0.212578362,0.163816566,0.047244094,0.279069767,1.721153846,0.2109375,10.8984375,10.6875,0.06753096,female
+0.231192665,0.037091703,0.235671343,0.221082164,0.251943888,0.030861723,2.46753912,9.65753016,0.836835995,0.211029479,0.233426854,0.231192665,0.188364431,0.047151277,0.277456647,0.706054688,0.0234375,5.15625,5.1328125,0.097869102,female
+0.217736973,0.04128573,0.224667802,0.203202726,0.245655877,0.042453152,2.188121284,7.582704099,0.847204125,0.259958335,0.228960818,0.217736973,0.192886326,0.051612903,0.275862069,0.680320946,0.0234375,4.5,4.4765625,0.095929742,female
+0.221780125,0.039591133,0.221347905,0.197377049,0.256029144,0.058652095,1.372587985,3.691284909,0.862582009,0.225758289,0.185136612,0.221780125,0.140486632,0.046966732,0.268156425,1.088778409,0.0234375,5.3671875,5.34375,0.150856793,female
+0.216755536,0.041038126,0.220068493,0.19609589,0.244520548,0.048424658,2.270900518,8.418956939,0.857386573,0.269061951,0.195616438,0.216755536,0.154901306,0.047524752,0.277456647,1.338485054,0.234375,12.0234375,11.7890625,0.084673776,female
+0.195595101,0.061249985,0.212464789,0.187323944,0.227253521,0.039929577,4.281047254,25.42744044,0.890353278,0.489070471,0.217887324,0.195595101,0.158807425,0.046966732,0.279069767,1.183866279,0.0234375,8.15625,8.1328125,0.103465242,female
+0.206082608,0.03475859,0.197590361,0.18939759,0.22746988,0.038072289,4.002841469,23.98171012,0.830986615,0.200364104,0.192771084,0.206082608,0.1772518,0.046920821,0.277456647,0.559895833,0.0234375,1.40625,1.3828125,0.161016949,female
+0.21211966,0.042586222,0.210479452,0.187465753,0.243561644,0.05609589,2.132101833,8.132411783,0.868536798,0.272685188,0.185068493,0.21211966,0.157740347,0.047904192,0.279069767,1.328506098,0.0234375,7.2421875,7.21875,0.167427167,female
+0.218444565,0.039912414,0.223716216,0.201959459,0.245,0.043040541,2.233916011,7.208958416,0.835500703,0.247203222,0.246418919,0.218444565,0.172039918,0.046920821,0.275862069,0.619055707,0.0234375,5.25,5.2265625,0.112316196,female
+0.231190544,0.030978052,0.2340625,0.214921875,0.249375,0.034453125,1.773382907,5.099258189,0.825662534,0.14372438,0.243359375,0.231190544,0.193042613,0.050473186,0.279069767,0.684121622,0.0234375,4.0078125,3.984375,0.140504202,female
+0.206534481,0.039592158,0.20381982,0.189693694,0.229045045,0.039351351,3.106140945,16.01059016,0.860480623,0.280422978,0.190198198,0.206534481,0.157219977,0.047012733,0.277456647,2.020647321,0.1875,8.34375,8.15625,0.139511494,female
+0.206353485,0.039582484,0.203895349,0.190872093,0.233197674,0.042325581,2.651034236,11.89934512,0.864969439,0.292408184,0.199825581,0.206353485,0.146622009,0.047571853,0.266666667,1.9765625,0.0234375,17.34375,17.3203125,0.063473582,female
+0.227335359,0.033010964,0.236,0.2135,0.2445,0.031,3.222078521,15.06428022,0.816689041,0.185503007,0.237,0.227335359,0.170736467,0.048048048,0.279069767,1.592633929,0.0234375,8.625,8.6015625,0.144274436,female
+0.221791813,0.039241245,0.22807418,0.196918688,0.244450785,0.047532097,1.862881711,6.10038346,0.855800487,0.220984616,0.194921541,0.221791813,0.150455147,0.047012733,0.279069767,1.306770833,0.0234375,9.140625,9.1171875,0.122172237,female
+0.22123949,0.036979697,0.226382979,0.203927987,0.245630115,0.041702128,1.907322086,6.739610954,0.85581431,0.21987805,0.233256956,0.22123949,0.17456798,0.047952048,0.277456647,1.333333333,0.0234375,18.84375,18.8203125,0.050684932,female
+0.216632076,0.042032997,0.217922481,0.207937984,0.23572093,0.027782946,3.092630934,14.15637598,0.839022631,0.237665702,0.21227907,0.216632076,0.161336716,0.049433574,0.277456647,1.37890625,0.0234375,8.953125,8.9296875,0.109102839,female
+0.224902136,0.037558504,0.221434263,0.206374502,0.252669323,0.046294821,2.440143206,9.653730556,0.831325266,0.182618449,0.208605578,0.224902136,0.190997931,0.048387097,0.279069767,0.943704044,0.0234375,5.859375,5.8359375,0.170431727,female
+0.226824492,0.037871424,0.2288,0.203733333,0.256,0.052266667,1.9928679,7.164018083,0.834910896,0.193386119,0.202133333,0.226824492,0.175569821,0.049433574,0.279069767,1.004261364,0.2109375,9.796875,9.5859375,0.117780963,female
+0.192547293,0.065155034,0.199926199,0.166346863,0.24202952,0.075682657,1.402434818,5.090193299,0.933553358,0.539136287,0.190369004,0.192547293,0.155756262,0.016343207,0.275862069,0.533967391,0.0078125,4.0078125,4.0,0.132910156,female
+0.1733723,0.073989232,0.190638298,0.13143617,0.228617021,0.097180851,1.908470872,7.353244756,0.943015709,0.610966175,0.062367021,0.1733723,0.112938583,0.016343207,0.271186441,0.276241987,0.0078125,1.0703125,1.0625,0.237035604,female
+0.148297195,0.07649604,0.171785095,0.070121317,0.21084922,0.140727903,2.304237394,9.757130678,0.943685396,0.654823186,0.010918544,0.148297195,0.172746368,0.028169014,0.262295082,0.461647727,0.0078125,5.7265625,5.71875,0.090307737,female
+0.182471413,0.065417009,0.203229605,0.158957107,0.219478553,0.060521447,2.97206836,14.58717131,0.923359798,0.532136422,0.215004205,0.182471413,0.171227239,0.016563147,0.275862069,0.660665761,0.0078125,5.1640625,5.15625,0.127352472,female
+0.182597296,0.064731877,0.192374901,0.164352661,0.2275139,0.063161239,2.610892518,11.45215818,0.924279871,0.542349022,0.187926926,0.182597296,0.183937143,0.021333333,0.271186441,0.492931548,0.0625,2.15625,2.09375,0.240298507,female
+0.181791209,0.065043874,0.194462002,0.159066968,0.224800602,0.065733634,1.692446585,5.987151982,0.937703575,0.585049343,0.188773514,0.181791209,0.166441611,0.020725389,0.266666667,0.64546131,0.015625,4.578125,4.5625,0.153339041,female
+0.186687312,0.051522545,0.196925827,0.178659517,0.208686327,0.03002681,3.822035219,19.07161335,0.883467736,0.431956254,0.197426273,0.186687312,0.175445757,0.030018762,0.262295082,0.620404412,0.0078125,4.921875,4.9140625,0.141991256,female
+0.176745787,0.066280694,0.188940678,0.161652542,0.218601695,0.056949153,2.466301928,9.934779998,0.926891897,0.584856267,0.185084746,0.176745787,0.17778247,0.017679558,0.275862069,0.797475962,0.1875,5.375,5.1875,0.173820281,female
+0.164252751,0.061507478,0.178439547,0.151423466,0.199118523,0.047695057,3.112820902,22.74653701,0.918364359,0.509290677,0.0,0.164252751,0.171572826,0.016477858,0.275862069,0.127170139,0.0078125,1.0703125,1.0625,0.077941176,female
+0.180373734,0.065184164,0.190067265,0.143295964,0.226793722,0.083497758,2.984362278,29.17288175,0.938220538,0.54352347,0.0,0.180373734,0.169398034,0.017372421,0.275862069,0.104992378,0.0078125,0.6015625,0.59375,0.143609023,female
+0.168980689,0.070064793,0.191755319,0.146702128,0.216888298,0.07018617,3.055191347,26.81096399,0.932738361,0.528959894,0.0,0.168980689,0.162058021,0.015732547,0.275862069,0.115171371,0.0078125,0.4609375,0.453125,0.199507389,female
+0.161249762,0.06290861,0.1676951,0.146479129,0.203393829,0.056914701,2.883854773,19.53775592,0.929345046,0.526607935,0.0,0.161249762,0.155793644,0.016326531,0.275862069,0.285773026,0.0078125,6.515625,6.5078125,0.07266436,female
+0.1564516,0.063942481,0.161854714,0.134157651,0.197125193,0.062967543,4.115398503,45.29608153,0.932495778,0.571465271,0.0,0.1564516,0.163508529,0.017278618,0.271186441,0.184027778,0.0078125,2.0703125,2.0625,0.057900433,female
+0.159796975,0.068731785,0.164830805,0.125624271,0.205997666,0.080373396,5.12392635,75.56901284,0.95133831,0.65436965,0.0,0.159796975,0.145143161,0.015640274,0.271186441,0.071915064,0.0078125,0.3671875,0.359375,0.175191816,female
+0.157165092,0.067953223,0.169358752,0.128110919,0.205996534,0.077885615,3.669079333,36.72237729,0.941429819,0.628004928,0.0,0.157165092,0.158043421,0.015686275,0.275862069,0.063802083,0.0078125,0.21875,0.2109375,0.14951989,female
+0.168690984,0.067690519,0.178293755,0.15526825,0.215848725,0.060580475,2.744560309,18.34937839,0.929483136,0.500622308,0.0,0.168690984,0.161211378,0.016460905,0.262295082,0.1703125,0.0078125,1.046875,1.0390625,0.136525524,female
+0.177761358,0.061023812,0.189946397,0.15826087,0.219297201,0.061036331,1.869290864,8.167357214,0.923166167,0.488290394,0.0,0.177761358,0.128825057,0.015794669,0.253968254,0.115451389,0.0078125,0.6015625,0.59375,0.09040747,female
+0.187892751,0.033067231,0.187917784,0.170151921,0.204182306,0.034030384,2.222897566,7.463419503,0.862096177,0.201981854,0.193172475,0.187892751,0.171544526,0.020075282,0.262295082,0.691611842,0.0078125,3.7578125,3.75,0.09296875,female
+0.205945294,0.036712371,0.204132554,0.181390513,0.235061728,0.053671215,1.49278874,4.796759063,0.888006503,0.20874536,0.195217674,0.205945294,0.168331086,0.018957346,0.258064516,0.855208333,0.0078125,5.0234375,5.015625,0.181853583,female
+0.190773308,0.036379683,0.185065752,0.169056604,0.212441395,0.043384791,2.427893882,10.1330928,0.880225304,0.214059125,0.173058891,0.190773308,0.160906049,0.017148982,0.271186441,0.890136719,0.0078125,6.3359375,6.328125,0.101102293,female
+0.19291087,0.036370754,0.190224643,0.164683458,0.226249149,0.061565691,2.137094705,7.684012986,0.872621314,0.193631385,0.16182437,0.19291087,0.166202625,0.045845272,0.231884058,0.378396739,0.0078125,0.6875,0.6796875,0.308155446,female
+0.221302377,0.038196783,0.227956266,0.193103448,0.247973087,0.054869638,2.51942833,11.30589173,0.868742517,0.172810541,0.231488646,0.221302377,0.185144888,0.019347037,0.271186441,0.643359375,0.0078125,4.984375,4.9765625,0.150244713,female
+0.185824479,0.034470354,0.182600408,0.164302246,0.206044929,0.041742682,2.213993635,7.63598717,0.872255852,0.217080625,0.158774677,0.185824479,0.156298339,0.016528926,0.253968254,0.676470588,0.1640625,5.0,4.8359375,0.167911955,female
+0.202216429,0.035096342,0.203185841,0.182219197,0.224343091,0.042123894,1.901632242,6.287287565,0.877549093,0.184103976,0.191940095,0.202216429,0.159738376,0.017699115,0.23880597,0.829545455,0.1640625,6.1640625,6.0,0.17218502,female
+0.207088517,0.040113394,0.213518198,0.17712305,0.233414211,0.056291161,1.594182285,5.237593832,0.888896659,0.201543439,0.223951473,0.207088517,0.160002814,0.016649324,0.242424242,1.228027344,0.1875,4.5625,4.375,0.223901099,female
+0.197404292,0.030970032,0.198732132,0.178023617,0.217178372,0.039154755,2.292691519,8.944323729,0.863495344,0.155702082,0.196295836,0.197404292,0.169427609,0.02739726,0.219178082,0.868359375,0.1640625,3.515625,3.3515625,0.194201632,female
+0.180954171,0.037146465,0.175718475,0.160527859,0.196656891,0.036129032,2.837803849,11.9702225,0.870433148,0.229824673,0.162785924,0.180954171,0.156478723,0.051282051,0.275862069,1.295036765,0.1640625,6.109375,5.9453125,0.288189882,female
+0.167043881,0.06611151,0.168261377,0.150128355,0.210735123,0.060606768,3.780694328,30.46049444,0.928604553,0.560075236,0.0,0.167043881,0.147448205,0.016145308,0.271186441,0.084302326,0.0078125,0.515625,0.5078125,0.157790927,female
+0.157235618,0.058004165,0.163411148,0.143134826,0.18328728,0.040152454,3.79064394,27.75379698,0.911946743,0.486617043,0.0,0.157235618,0.16122541,0.02124834,0.275862069,0.158511513,0.0078125,2.1953125,2.1875,0.077380952,female
+0.15268447,0.070929585,0.171256777,0.127097092,0.199546575,0.072449483,3.435276707,31.92677464,0.948073592,0.647675083,0.0,0.15268447,0.148569013,0.016376663,0.23880597,0.166852679,0.0078125,0.7109375,0.703125,0.218803419,female
+0.179039816,0.064962356,0.189334799,0.14531061,0.226893898,0.081583288,2.177857974,14.88105348,0.940317328,0.559499181,0.0,0.179039816,0.158308818,0.021592443,0.262295082,0.145507813,0.0078125,0.2421875,0.234375,0.227272727,female
+0.138869486,0.100841025,0.207242694,0.009250318,0.219872935,0.210622618,29.3507406,954.8915395,0.780818759,0.341454358,0.0,0.138869486,0.16932331,0.016032064,0.271186441,0.037790698,0.0078125,0.6640625,0.65625,0.047619048,female
+0.134838246,0.100238556,0.202386576,0.009745183,0.21543816,0.205692977,29.96900001,989.2153227,0.785192261,0.360356775,0.0,0.134838246,0.162347743,0.017957351,0.271186441,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.132349846,0.092796296,0.150634495,0.036282395,0.216193029,0.179910634,25.11581144,693.7300909,0.866899325,0.591101662,0.0,0.132349846,0.153273219,0.016260163,0.266666667,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.121455902,0.0999992,0.159258114,0.005409583,0.212921175,0.207511592,27.29772122,813.0706342,0.790009756,0.405431686,0.0,0.121455902,0.152379716,0.016096579,0.262295082,0.0078125,0.0078125,0.0078125,0.0,0.0,female
+0.13432471,0.09965683,0.198357588,0.01018711,0.215821206,0.205634096,33.16730036,1202.684552,0.796780397,0.384270237,0.0,0.13432471,0.15651042,0.01611279,0.275862069,0.023290094,0.0078125,0.828125,0.8203125,0.038461538,female
+0.172439503,0.060091877,0.171061093,0.147472669,0.211755627,0.064282958,2.419502746,10.56673723,0.934345264,0.554660843,0.163678457,0.172439503,0.143233587,0.014204545,0.25,1.007254464,0.004882813,1.396484375,1.391601563,0.44085213,female
+0.176208003,0.062207561,0.169820836,0.143251493,0.227976111,0.084724618,2.013611703,8.081428137,0.940780245,0.580159086,0.158301261,0.176208003,0.144872188,0.018552876,0.256410256,1.20140439,0.234375,3.525390625,3.291015625,0.264490603,female
+0.173898441,0.062069003,0.168807339,0.141284404,0.223486239,0.082201835,2.078447792,8.688420978,0.94233408,0.595389449,0.059082569,0.173898441,0.139501725,0.026041667,0.204081633,0.791259766,0.161132813,1.396484375,1.235351563,0.50805716,female
+0.16874112,0.055881045,0.171220447,0.145635783,0.197878594,0.052242812,2.163275537,8.285901644,0.932670937,0.562476907,0.171399361,0.16874112,0.115924709,0.018018018,0.181818182,0.812544389,0.17578125,1.342773438,1.166992188,0.531380753,female
+0.171986256,0.053923985,0.172335484,0.154090323,0.20196129,0.047870968,3.104259896,16.51482041,0.92205371,0.525875021,0.163122581,0.171986256,0.150452396,0.018382353,0.27027027,0.92961238,0.004882813,3.798828125,3.793945313,0.343790219,female
+0.179266248,0.061599368,0.173228139,0.142669297,0.231952663,0.089283366,1.398124784,4.487332413,0.940395211,0.557227827,0.145430638,0.179266248,0.135355236,0.0390625,0.227272727,1.379975818,0.13671875,3.544921875,3.408203125,0.458166189,female
+0.176609384,0.053990199,0.181474531,0.155764075,0.206621984,0.050857909,1.856983479,6.177741764,0.926988916,0.526384373,0.157453083,0.176609384,0.15187454,0.034246575,0.27027027,1.205166903,0.166015625,3.383789063,3.217773438,0.411139873,female
+0.179049873,0.057881086,0.184926764,0.15286285,0.213075899,0.060213049,1.546881938,5.169083119,0.940775471,0.589736795,0.200213049,0.179049873,0.149658079,0.020833333,0.277777778,1.56419837,0.004882813,3.88671875,3.881835938,0.412909633,female
+0.16656152,0.057375962,0.159472643,0.144891233,0.198602505,0.053711272,3.008208998,13.79785322,0.91022181,0.492688573,0.159841793,0.16656152,0.141489655,0.01953125,0.227272727,0.512288411,0.004882813,1.362304688,1.357421875,0.360911271,female
+0.174173273,0.06518358,0.158519534,0.140671693,0.230678547,0.090006854,2.915623146,14.49705319,0.935187405,0.584646721,0.151034955,0.174173273,0.135854858,0.026809651,0.263157895,1.246279762,0.44921875,3.940429688,3.491210938,0.281118881,female
+0.17342767,0.064062449,0.160396776,0.140781153,0.229485431,0.088704278,2.839629447,13.56766564,0.930061097,0.563150333,0.156404216,0.17342767,0.133029623,0.01529052,0.263157895,0.944260817,0.141601563,3.950195313,3.80859375,0.23361204,female
+0.170398548,0.058783699,0.163681592,0.145572139,0.205298507,0.059726368,2.538695482,10.0736457,0.924344131,0.540683198,0.162462687,0.170398548,0.150336302,0.033670034,0.23255814,1.116465693,0.170898438,3.911132813,3.740234375,0.281677162,female
+0.1646239,0.050922476,0.163169329,0.146888179,0.189111821,0.042223642,3.624943934,21.13736862,0.902582405,0.450486118,0.158696486,0.1646239,0.144369366,0.029154519,0.238095238,0.806387442,0.146484375,3.579101563,3.432617188,0.379527301,female
+0.180879713,0.056530668,0.183861055,0.150193721,0.213600534,0.063406814,1.612931333,5.749228556,0.931996272,0.511610432,0.159545758,0.180879713,0.139709901,0.0390625,0.222222222,0.984863281,0.004882813,3.3203125,3.315429688,0.33794041,female
+0.176861856,0.057037368,0.179082569,0.147706422,0.206788991,0.059082569,1.666722836,5.661164626,0.934044358,0.53460911,0.18293578,0.176861856,0.145856256,0.023148148,0.256410256,1.237150493,0.141601563,3.212890625,3.071289063,0.518427518,female
+0.175052299,0.054395527,0.175093834,0.155013405,0.203994638,0.048981233,2.287968621,9.453142263,0.925445199,0.526079801,0.170965147,0.175052299,0.155391718,0.01953125,0.23255814,1.158156622,0.004882813,3.247070313,3.2421875,0.297991968,female
+0.170190098,0.059224427,0.161058965,0.142527076,0.208736462,0.066209386,2.840124905,12.49846727,0.918979123,0.512840582,0.162406739,0.170190098,0.135526011,0.017953321,0.27027027,0.357384315,0.004882813,1.362304688,1.357421875,0.199149771,female
+0.179392258,0.058349045,0.175952223,0.147896483,0.219986729,0.072090246,1.652666401,6.209452131,0.93614406,0.535612819,0.158115461,0.179392258,0.13754171,0.025773196,0.2,0.591227214,0.141601563,1.401367188,1.259765625,0.406053894,female
+0.168136269,0.060432008,0.170221923,0.141977135,0.20260928,0.060632145,4.847925045,51.20495643,0.923529597,0.541464835,0.059125757,0.168136269,0.143245488,0.022172949,0.238095238,0.809814453,0.063476563,1.376953125,1.313476563,0.546468401,female
+0.16994319,0.05595476,0.168711111,0.1504,0.195733333,0.045333333,2.771377361,11.63245166,0.917216723,0.506877425,0.162311111,0.16994319,0.166014658,0.071428571,0.243902439,0.834263393,0.004882813,1.372070313,1.3671875,0.551530612,female
+0.173242103,0.063122206,0.15866088,0.139218847,0.2216739,0.082455053,2.799001282,12.88639475,0.912110076,0.480628698,0.146509609,0.173242103,0.139934049,0.025510204,0.25,0.37995515,0.073242188,3.930664063,3.857421875,0.129721519,female
+0.172076791,0.062269213,0.161911357,0.140775623,0.218919668,0.078144044,2.550721168,12.9949135,0.926842211,0.526630955,0.058753463,0.172076791,0.13411318,0.00990099,0.277777778,0.838357677,0.004882813,3.701171875,3.696289063,0.284544254,female
+0.179889196,0.067809807,0.163095723,0.13724372,0.246924644,0.109680923,2.106747757,8.030295712,0.932427581,0.551025304,0.156252546,0.179889196,0.136661522,0.033898305,0.277777778,0.963948568,0.043945313,3.999023438,3.955078125,0.261784512,female
+0.177195443,0.067669086,0.162105263,0.137990431,0.246507177,0.108516746,2.270382829,9.041124123,0.925782065,0.537980308,0.146794258,0.177195443,0.137689963,0.011074197,0.256410256,1.038004557,0.004882813,3.88671875,3.881835938,0.301600915,female
+0.17837518,0.060787688,0.16962963,0.145925926,0.225555556,0.07962963,1.878044185,6.475669285,0.929117706,0.517920773,0.278518519,0.17837518,0.127714874,0.009784736,0.196078431,0.498259171,0.151367188,1.42578125,1.274414063,0.447670901,female
+0.180848857,0.061373099,0.169343434,0.14989899,0.234040404,0.084141414,2.558539314,10.83194919,0.919470742,0.492836713,0.163510101,0.180848857,0.150188843,0.024937656,0.256410256,0.866827714,0.15625,3.872070313,3.715820313,0.139159001,female
+0.176195335,0.057774366,0.170241546,0.149565217,0.213333333,0.063768116,2.413911395,9.688505482,0.919476313,0.49340799,0.170048309,0.176195335,0.149621845,0.039525692,0.188679245,0.354447798,0.004882813,1.450195313,1.4453125,0.239489489,female
+0.177797924,0.057076088,0.173780161,0.155764075,0.209812332,0.054048257,2.929482472,12.80146768,0.918256842,0.517281728,0.171715818,0.177797924,0.156893885,0.035714286,0.27027027,1.022135417,0.249023438,3.774414063,3.525390625,0.299538319,female
+0.173525518,0.054533765,0.1696,0.150577778,0.200711111,0.050133333,2.668984133,11.26937396,0.919471663,0.495743557,0.1584,0.173525518,0.138406547,0.023529412,0.192307692,0.524236506,0.004882813,1.337890625,1.333007813,0.47481685,female
+0.169198882,0.065661026,0.160159257,0.138234904,0.219615129,0.081380226,3.651525361,28.82107432,0.928105802,0.545127754,0.059084273,0.169198882,0.135003099,0.016420361,0.27027027,0.503336589,0.004882813,1.342773438,1.337890625,0.444386514,female
+0.169465911,0.060805776,0.167030626,0.142237017,0.205246338,0.063009321,5.240881684,60.64201201,0.924980516,0.528634016,0.059094541,0.169465911,0.144303965,0.025839793,0.263157895,0.559285482,0.004882813,1.391601563,1.38671875,0.484574111,female
+0.171662378,0.051638882,0.173928096,0.155286285,0.194993342,0.039707057,2.999303094,14.06432268,0.911315259,0.486270927,0.176351531,0.171662378,0.157395794,0.021186441,0.25,0.931980299,0.004882813,2.944335938,2.939453125,0.349099493,female
+0.169204466,0.056042567,0.168379544,0.146469501,0.199260628,0.052791128,1.971303648,6.824671484,0.93050775,0.547038463,0.156820702,0.169204466,0.136771932,0.024038462,0.277777778,0.585725204,0.146484375,3.608398438,3.461914063,0.241184767,female
+0.170500169,0.058325337,0.174411384,0.145252264,0.200129366,0.054877102,2.029349476,7.203297445,0.926973639,0.534999953,0.144346701,0.170500169,0.141368775,0.01953125,0.208333333,0.944380327,0.092773438,3.823242188,3.73046875,0.24183862,female
+0.167382343,0.056549604,0.166284953,0.144287617,0.196484687,0.052197071,2.066126534,7.853982638,0.932152794,0.557515745,0.157150466,0.167382343,0.147863789,0.042016807,0.27027027,0.703125,0.166015625,1.401367188,1.235351563,0.479477045,female
+0.172461065,0.059257759,0.174509018,0.146826987,0.207989312,0.061162325,1.672169944,5.770758231,0.942704185,0.607260407,0.163660655,0.172461065,0.144967916,0.028818444,0.25,1.372767857,0.185546875,3.69140625,3.505859375,0.303342618,female
+0.173861302,0.059808629,0.167400881,0.143964758,0.211453744,0.067488987,2.712351062,14.90620108,0.934105665,0.559059379,0.158237885,0.173861302,0.124912534,0.025839793,0.181818182,0.520907315,0.13671875,1.274414063,1.137695313,0.41416309,female
+0.177655417,0.060748126,0.172141479,0.142250804,0.222559486,0.080308682,1.944091877,7.979973696,0.935865848,0.540434066,0.159536977,0.177655417,0.128416981,0.013736264,0.25,0.715997869,0.13671875,1.401367188,1.264648438,0.543677606,female
+0.174179819,0.055364091,0.173569482,0.148583106,0.20599455,0.057411444,1.630761442,5.46821672,0.932138739,0.528626723,0.17986376,0.174179819,0.151861686,0.03003003,0.25,1.110491071,0.161132813,3.823242188,3.662109375,0.318416667,female
+0.166422105,0.052697985,0.166965699,0.153113456,0.194300792,0.041187335,3.271181537,16.14076113,0.907315444,0.493211818,0.158654354,0.166422105,0.153659891,0.06993007,0.238095238,1.001464844,0.15625,3.994140625,3.837890625,0.360931689,female
+0.173183639,0.053766351,0.174956737,0.152978986,0.201433869,0.048454883,2.055535009,7.698676733,0.927275793,0.51736135,0.180321384,0.173183639,0.132835045,0.011160714,0.256410256,1.137491862,0.170898438,3.969726563,3.798828125,0.32181031,female
+0.172260377,0.061117903,0.167037037,0.143518519,0.215185185,0.071666667,2.226553853,8.718907125,0.934892196,0.568875899,0.058703704,0.172260377,0.151881008,0.069444444,0.277777778,0.930175781,0.029296875,1.459960938,1.430664063,0.4778157,female
+0.177547911,0.064796664,0.168178344,0.140356688,0.23666242,0.096305732,1.506237516,5.026300112,0.942620624,0.586906739,0.146063694,0.177547911,0.127532174,0.014814815,0.256410256,1.015625,0.004882813,3.96484375,3.959960938,0.186095039,female
+0.172729707,0.063846471,0.167575758,0.140353535,0.22290404,0.082550505,2.148557398,8.959009871,0.942913807,0.605475086,0.145656566,0.172729707,0.152388796,0.026041667,0.256410256,1.076416016,0.400390625,1.752929688,1.352539063,0.345968712,female
+0.172704126,0.051597298,0.174773609,0.154670116,0.202483829,0.047813713,2.528992119,11.8593796,0.920023455,0.500974769,0.160284605,0.172704126,0.148144469,0.029673591,0.277777778,0.793340774,0.004882813,3.891601563,3.88671875,0.406867672,female
+0.174672402,0.059903052,0.175818303,0.14495658,0.208176353,0.063219773,3.102349876,28.35002612,0.934317348,0.535246761,0.058917836,0.174672402,0.142307595,0.031545741,0.277777778,1.466619318,0.05859375,3.979492188,3.920898438,0.352355139,female
+0.170904281,0.063667143,0.172077488,0.140280561,0.211169005,0.070888444,7.771612889,129.8537945,0.934799248,0.564337862,0.059104876,0.170904281,0.126735641,0.013020833,0.25,1.289699389,0.161132813,3.974609375,3.813476563,0.257092796,female
+0.172119568,0.056127459,0.17396129,0.148309677,0.20196129,0.053651613,1.838863743,6.316323817,0.924598266,0.523621306,0.158787097,0.172119568,0.1510334,0.049019608,0.222222222,0.489366319,0.146484375,1.342773438,1.196289063,0.30255102,female
+0.17405192,0.058606714,0.169800643,0.14585209,0.209234727,0.063382637,2.480105421,9.97911057,0.925644007,0.527950968,0.171241158,0.17405192,0.141752607,0.009775171,0.277777778,0.781656901,0.004882813,3.999023438,3.994140625,0.283557457,female
+0.175361287,0.065615589,0.164980027,0.14,0.232276964,0.092276964,2.142421424,9.01446062,0.940779834,0.601455979,0.158828229,0.175361287,0.1383623,0.052631579,0.196078431,0.906982422,0.209960938,3.510742188,3.30078125,0.187983614,female
+0.173037855,0.063109271,0.165428376,0.141823167,0.224729267,0.0829061,2.828893111,14.76365245,0.933886934,0.568803019,0.163701165,0.173037855,0.146290295,0.020790021,0.277777778,1.182803199,0.1953125,3.999023438,3.803710938,0.259547497,female
+0.170781834,0.057841825,0.173536828,0.147896483,0.196390179,0.048493696,2.714786055,11.35869366,0.923230515,0.5475123,0.175209025,0.170781834,0.15665944,0.01953125,0.263157895,0.985351563,0.15625,3.588867188,3.432617188,0.243352664,female
+0.189334115,0.042641204,0.193545817,0.185737052,0.20247012,0.016733068,4.316061873,24.33451953,0.83106981,0.2898898,0.195219124,0.189334115,0.190996323,0.095238095,0.277777778,0.476392663,0.1953125,0.786132813,0.590820313,0.857764245,female
+0.197148103,0.041790644,0.204032358,0.194623522,0.21378967,0.019166148,3.558074446,15.80568356,0.824881529,0.265763522,0.205252022,0.197148103,0.198390422,0.097087379,0.222222222,0.486450195,0.200195313,0.8203125,0.620117188,0.796104434,female
+0.205176521,0.046888899,0.212767442,0.204627907,0.227744186,0.023116279,3.695066631,18.90390996,0.849017048,0.291601346,0.210325581,0.205176521,0.201443497,0.063694268,0.25,0.405273438,0.004882813,0.830078125,0.825195313,0.447615733,female
+0.210029435,0.049631288,0.222348178,0.212793522,0.234493927,0.021700405,3.369737275,15.0200669,0.850418739,0.309723837,0.221052632,0.210029435,0.216425977,0.080645161,0.25,0.46105018,0.209960938,0.854492188,0.64453125,0.412698413,female
+0.196623439,0.039683394,0.199588759,0.18864976,0.213598355,0.024948595,3.218400723,14.26645147,0.842727129,0.264958086,0.200164496,0.196623439,0.18767954,0.063694268,0.256410256,0.522460938,0.190429688,3.647460938,3.45703125,0.163912429,female
+0.202836708,0.040050075,0.207027027,0.193333333,0.221261261,0.027927928,3.092712486,13.64550031,0.84715023,0.257366218,0.193513514,0.202836708,0.186564302,0.015625,0.222222222,0.810546875,0.1953125,3.88671875,3.69140625,0.216931217,female
+0.201203572,0.042216812,0.20653211,0.197626911,0.220061162,0.022434251,3.600065152,18.09186776,0.844056491,0.280312958,0.204819572,0.201203572,0.189192694,0.01953125,0.25,0.538330078,0.004882813,3.681640625,3.676757813,0.187250996,female
+0.216258075,0.049945627,0.225874207,0.210201962,0.243646855,0.033444893,2.224881573,7.269165494,0.865150601,0.29015077,0.22118869,0.216258075,0.220862815,0.120481928,0.263157895,0.740559896,0.219726563,3.999023438,3.779296875,0.235928547,female
+0.193888966,0.041656349,0.197947333,0.192086428,0.206644159,0.014557731,4.384210637,24.55043876,0.817759671,0.266519103,0.196434841,0.193888966,0.195991461,0.185185185,0.212765957,0.549422554,0.205078125,0.786132813,0.581054688,0.66092437,female
+0.193070343,0.039391484,0.196268371,0.18857508,0.20915016,0.02057508,3.55625696,16.64752767,0.825535652,0.257366814,0.196805112,0.193070343,0.196510351,0.062111801,0.25,0.532769097,0.200195313,0.786132813,0.5859375,0.566666667,female
+0.207916135,0.043255802,0.215011933,0.204653938,0.229880668,0.02522673,3.127991259,13.00114549,0.835734577,0.259569941,0.204486874,0.207916135,0.216266359,0.2,0.238095238,0.455367477,0.205078125,0.849609375,0.64453125,0.541982323,female
+0.209003648,0.043100122,0.210294648,0.199518942,0.230499098,0.030980156,3.130435368,14.42911883,0.856791564,0.265930813,0.208274203,0.209003648,0.203146841,0.039215686,0.256410256,0.476597377,0.200195313,0.830078125,0.629882813,0.557841383,female
+0.194306326,0.041036966,0.197438424,0.190147783,0.21182266,0.021674877,4.822886303,31.77871656,0.823883242,0.270735041,0.191527094,0.194306326,0.18924709,0.009910803,0.243902439,0.494717685,0.1953125,1.23046875,1.03515625,0.309086395,female
+0.202860506,0.040071738,0.210312699,0.197268666,0.220855137,0.023586471,3.161425492,13.65025222,0.82915336,0.242796923,0.196553925,0.202860506,0.203805874,0.082644628,0.243902439,0.501302083,0.004882813,1.420898438,1.416015625,0.375464191,female
+0.199042986,0.042386507,0.202752741,0.192180268,0.220146163,0.027965895,3.531918119,18.92713841,0.85356523,0.293609118,0.194226553,0.199042986,0.185862043,0.054347826,0.238095238,0.409592849,0.004882813,1.2890625,1.284179688,0.256075384,female
+0.217799975,0.045799148,0.22426384,0.204146054,0.242402827,0.038256773,2.175077647,7.668994262,0.868692791,0.256959061,0.232673734,0.217799975,0.223417049,0.013020833,0.277777778,0.517781576,0.21484375,0.825195313,0.610351563,0.435555556,female
+0.184984087,0.039843977,0.18473029,0.180082988,0.195573997,0.01549101,5.83812143,43.81432526,0.812468615,0.283566642,0.1806639,0.184984087,0.185932005,0.178571429,0.277777778,0.419311523,0.180664063,0.766601563,0.5859375,0.647727273,female
+0.198857768,0.040789605,0.204869565,0.190434783,0.214956522,0.024521739,3.406435349,15.78027639,0.84673893,0.284921026,0.188521739,0.198857768,0.188497375,0.01953125,0.277777778,0.419921875,0.1953125,0.849609375,0.654296875,0.507462687,female
+0.21124792,0.046846543,0.218266434,0.207678883,0.23292612,0.025247237,3.344701693,16.71308619,0.852101129,0.269407573,0.213868528,0.21124792,0.217256683,0.107526882,0.27027027,0.411783854,0.21484375,0.795898438,0.581054688,0.38947753,female
+0.2104984,0.047339294,0.218028818,0.205763689,0.232714697,0.026951009,4.030984798,24.99403278,0.855689162,0.28618975,0.217544669,0.2104984,0.209671696,0.099009901,0.27027027,0.433304398,0.209960938,0.888671875,0.678710938,0.468564279,female
+0.178193999,0.04288014,0.180881543,0.167768595,0.191101928,0.023333333,3.700942935,18.07002913,0.855257159,0.336562286,0.167190083,0.178193999,0.170642903,0.042372881,0.192307692,0.327929688,0.170898438,0.7421875,0.571289063,0.466168091,female
+0.192281047,0.041969956,0.197155556,0.189688889,0.2048,0.015111111,3.919928075,18.89031914,0.824379139,0.274804583,0.191466667,0.192281047,0.193415278,0.070422535,0.27027027,0.483022837,0.200195313,0.795898438,0.595703125,0.695696721,female
+0.206107101,0.042296009,0.210754491,0.197676647,0.228862275,0.031185629,2.645896669,10.09433967,0.85592087,0.264526545,0.199353293,0.206107101,0.206129825,0.1,0.27027027,0.367838542,0.004882813,0.859375,0.854492188,0.326428571,female
+0.209337467,0.045684066,0.216097561,0.207479675,0.230081301,0.022601626,4.08195407,23.64331012,0.842423483,0.276297427,0.216260163,0.209337467,0.216738908,0.068027211,0.256410256,0.470252404,0.209960938,0.844726563,0.634765625,0.51025641,female
+0.192486881,0.039217801,0.197374005,0.187904509,0.204986737,0.017082228,3.878708475,20.13978662,0.824595436,0.257017061,0.199045093,0.192486881,0.186967451,0.092592593,0.243902439,0.42734375,0.200195313,0.815429688,0.615234375,0.416149068,female
+0.206474196,0.036386519,0.211982379,0.194361233,0.228193833,0.033832599,2.785812673,10.61469093,0.828775817,0.204421921,0.231189427,0.206474196,0.203334787,0.087719298,0.25,0.367382813,0.1953125,0.795898438,0.600585938,0.327050998,female
+0.209656214,0.042991082,0.216214953,0.208037383,0.226191589,0.018154206,3.846723314,20.02618038,0.834913402,0.248627309,0.214742991,0.209656214,0.214654286,0.081967213,0.263157895,0.359375,0.21484375,0.83984375,0.625,0.32421875,female
+0.229854476,0.041509037,0.237416324,0.211438638,0.257968291,0.046529654,2.019106289,7.152700333,0.861554739,0.205352817,0.259776864,0.229854476,0.220892602,0.072463768,0.277777778,0.394422743,0.205078125,0.8203125,0.615234375,0.335978836,female
+0.19535984,0.040509729,0.200210112,0.19248851,0.210505581,0.018017072,3.761812165,18.99822772,0.823975784,0.268151904,0.197268549,0.19535984,0.195464808,0.01953125,0.212765957,0.36722819,0.087890625,0.8203125,0.732421875,0.330793651,female
+0.205074383,0.035034644,0.208795411,0.199337157,0.220573614,0.021236456,3.46773791,17.07707544,0.823855468,0.212848535,0.207546208,0.205074383,0.206316522,0.133333333,0.238095238,0.448467548,0.200195313,0.834960938,0.634765625,0.558012821,female
+0.212271472,0.037770192,0.21563981,0.206848341,0.227748815,0.020900474,3.713131475,18.89627473,0.82188303,0.204367779,0.215473934,0.212271472,0.218888285,0.2,0.277777778,0.400578425,0.209960938,0.83984375,0.629882813,0.344256519,female
+0.208893602,0.040650652,0.210625,0.200625,0.2284375,0.0278125,3.273968634,15.9477549,0.853012994,0.247077684,0.20734375,0.208893602,0.204826602,0.06993007,0.256410256,0.419546274,0.146484375,0.830078125,0.68359375,0.325714286,female
+0.185940217,0.042808291,0.193637621,0.183762102,0.204481328,0.020719225,3.660705931,17.41993859,0.8308368,0.289265004,0.200414938,0.185940217,0.191010456,0.042735043,0.27027027,0.330810547,0.185546875,0.771484375,0.5859375,0.399621212,female
+0.198637527,0.050099055,0.209653465,0.188861386,0.226806931,0.037945545,2.331878892,8.676300814,0.880159663,0.324544393,0.215891089,0.198637527,0.191724378,0.056179775,0.277777778,0.516854745,0.068359375,0.888671875,0.8203125,0.441190476,female
+0.195145685,0.045034619,0.202031824,0.191064871,0.216597307,0.025532436,3.107891096,13.40535357,0.852316888,0.284384336,0.192264382,0.195145685,0.186734417,0.013020833,0.23255814,0.422551082,0.1953125,0.786132813,0.590820313,0.50880345,female
+0.217378344,0.053696065,0.22977286,0.207594642,0.248363425,0.040768783,2.366548853,9.160316778,0.87484619,0.302782862,0.207594642,0.217378344,0.209384555,0.028169014,0.277777778,0.554402669,0.068359375,0.825195313,0.756835938,0.354480287,female
+0.197523357,0.045665864,0.203902439,0.195707317,0.21502439,0.019317073,3.782025692,18.26013103,0.833039168,0.280385359,0.198634146,0.197523357,0.199436886,0.101010101,0.222222222,0.465901693,0.1953125,0.815429688,0.620117188,0.617394417,female
+0.193757149,0.047777833,0.204768041,0.192860825,0.214510309,0.021649485,3.244228264,13.97157958,0.849942374,0.31193677,0.210721649,0.193757149,0.198408371,0.093457944,0.277777778,0.454101563,0.1953125,0.83984375,0.64453125,0.739109848,female
+0.196158955,0.04434865,0.202956522,0.192695652,0.216347826,0.023652174,3.466937684,17.39055725,0.851042577,0.293634719,0.204869565,0.196158955,0.198550768,0.084745763,0.23255814,0.442708333,0.1953125,0.8203125,0.625,0.572368421,female
+0.223723844,0.052216978,0.235454545,0.216363636,0.252703349,0.036339713,2.400244907,9.378720565,0.862333457,0.274871092,0.217870813,0.223723844,0.237636387,0.204081633,0.277777778,0.479454627,0.004882813,0.78125,0.776367188,0.502858776,female
+0.192752288,0.045596506,0.197940975,0.189485244,0.210048044,0.0205628,3.788676212,19.14781203,0.852752487,0.330338066,0.19813315,0.192752288,0.189033178,0.023923445,0.222222222,0.469637784,0.200195313,0.786132813,0.5859375,0.727314815,female
+0.201243319,0.045285794,0.209043478,0.195478261,0.222608696,0.027130435,3.000145118,12.82905908,0.855123347,0.291616336,0.212347826,0.201243319,0.206608227,0.136986301,0.256410256,0.528846154,0.205078125,0.859375,0.654296875,0.630759247,female
+0.200066259,0.044351362,0.206934307,0.197737226,0.220218978,0.022481752,3.301748225,14.87014604,0.849119425,0.301550404,0.203868613,0.200066259,0.198475586,0.013020833,0.263157895,0.44453125,0.205078125,0.830078125,0.625,0.486979167,female
+0.21978716,0.052326714,0.229518841,0.21133913,0.25062029,0.039281159,1.976936303,6.735399852,0.881431829,0.30900608,0.214910145,0.21978716,0.23113529,0.039370079,0.277777778,0.462351832,0.004882813,0.8984375,0.893554688,0.439587128,female
+0.197637611,0.040748079,0.1997045,0.192934856,0.216252518,0.023317663,4.720709309,32.10023799,0.827978047,0.252506724,0.195191404,0.197637611,0.198487803,0.153846154,0.27027027,0.461425781,0.004882813,0.80078125,0.795898438,0.415783603,female
+0.205813435,0.042649687,0.213778047,0.198156458,0.228380837,0.030224378,2.679822689,10.05413528,0.84987361,0.261366015,0.220400243,0.205813435,0.206273763,0.04950495,0.243902439,0.451171875,0.1953125,0.864257813,0.668945313,0.405283281,female
+0.187973152,0.044827768,0.195930521,0.187245658,0.207915633,0.020669975,3.957084817,21.57524057,0.834650975,0.294939803,0.18898263,0.187973152,0.181239151,0.01953125,0.243902439,0.360281808,0.004882813,0.78125,0.776367188,0.362683438,female
+0.209162508,0.044451182,0.216065574,0.196721311,0.231803279,0.035081967,2.302641218,8.114596108,0.864676555,0.265531868,0.212295082,0.209162508,0.20506342,0.027027027,0.256410256,0.429492188,0.209960938,0.888671875,0.678710938,0.400359712,female
+0.18974869,0.041585802,0.193026052,0.18255177,0.205183701,0.022631931,3.499079517,16.44943829,0.842220711,0.288953077,0.19489646,0.18974869,0.185631881,0.096153846,0.208333333,0.442911784,0.185546875,0.786132813,0.600585938,0.674022455,female
+0.199317114,0.040592707,0.202853629,0.190110701,0.219212792,0.029102091,2.743255504,10.89584913,0.857502003,0.282200523,0.190110701,0.199317114,0.191390614,0.092592593,0.23255814,0.4609375,0.1953125,0.80078125,0.60546875,0.741935484,female
+0.194847675,0.044657541,0.201606817,0.18712112,0.216603774,0.029482654,3.049501695,13.70744513,0.869386746,0.316783808,0.204844796,0.194847675,0.19441427,0.070422535,0.25,0.44151893,0.185546875,0.8203125,0.634765625,0.516722408,female
+0.212806221,0.045819917,0.216938416,0.207085044,0.23713783,0.030052786,3.237527491,15.93670476,0.85350625,0.26302519,0.213489736,0.212806221,0.216283658,0.1,0.277777778,0.491420201,0.1953125,0.87890625,0.68359375,0.514285714,female
+0.162152344,0.057422211,0.166882793,0.158503741,0.190972569,0.032468828,6.793032129,57.6116371,0.876740711,0.478112353,0.165660848,0.162152344,0.15325753,0.014619883,0.188679245,0.24395978,0.05859375,0.849609375,0.791015625,0.211538462,female
+0.162246938,0.058515922,0.16674359,0.157230769,0.193307692,0.036076923,6.987330453,60.84717654,0.882357301,0.479696304,0.165307692,0.162246938,0.148968582,0.010162602,0.175438596,0.235640914,0.014648438,0.83984375,0.825195313,0.192307692,female
+0.15925081,0.059957355,0.167599219,0.148106701,0.18490566,0.036798959,7.404021622,72.41854632,0.883806024,0.497152596,0.167417046,0.15925081,0.156560123,0.011123471,0.212765957,0.315504808,0.102539063,0.68359375,0.581054688,0.489411765,female
+0.165500593,0.057696813,0.172496863,0.160376412,0.191468005,0.031091593,5.959454426,50.48491839,0.890246669,0.489109872,0.171267252,0.165500593,0.150670498,0.03164557,0.204081633,0.291160301,0.048828125,3.510742188,3.461914063,0.043994792,female
+0.158539556,0.057878343,0.16710828,0.151414013,0.185121019,0.033707006,5.875471328,49.0836352,0.88843051,0.474346383,0.166216561,0.158539556,0.147798966,0.033444816,0.196078431,0.545789931,0.166015625,3.686523438,3.520507813,0.199029126,female
+0.155110263,0.05603082,0.164944116,0.150769231,0.178750822,0.027981591,5.925330974,48.26848429,0.876582,0.444452387,0.163287311,0.155110263,0.149344159,0.03058104,0.243902439,0.693547175,0.161132813,3.515625,3.354492188,0.326637555,female
+0.163556552,0.053996047,0.169069624,0.158718423,0.184768946,0.026050524,5.677552178,43.69827114,0.880557034,0.449044802,0.169759704,0.163556552,0.15779376,0.04950495,0.227272727,0.668073382,0.166015625,3.647460938,3.481445313,0.295049608,female
+0.160150247,0.057168133,0.166031949,0.156549521,0.183744409,0.027194888,5.239521275,35.71769908,0.886165516,0.482009003,0.162990415,0.160150247,0.154721205,0.012987013,0.222222222,0.699688947,0.166015625,3.84765625,3.681640625,0.278820649,female
+0.161652754,0.057434735,0.170137672,0.157521902,0.182928661,0.025406758,6.968850188,60.96804657,0.870409086,0.459881037,0.171013767,0.161652754,0.163485753,0.015600624,0.204081633,0.59516059,0.170898438,3.979492188,3.80859375,0.209072978,female
+0.164150259,0.054890472,0.168336673,0.160480962,0.183861055,0.023380094,6.686212411,58.94920372,0.868043333,0.444251753,0.166279225,0.164150259,0.159227483,0.027322404,0.188679245,0.454289363,0.166015625,3.608398438,3.442382813,0.159546099,female
+0.161119887,0.055743743,0.168461051,0.158176061,0.183888537,0.025712476,7.487237525,72.42323894,0.873642205,0.456116929,0.166865104,0.161119887,0.162527588,0.016313214,0.25,0.812355324,0.166015625,3.75,3.583984375,0.371725005,female
+0.157945981,0.055849603,0.166619079,0.157170668,0.178429591,0.021258923,5.832575346,44.54735542,0.86829539,0.441275847,0.167164179,0.157945981,0.159489859,0.021834061,0.192307692,0.376164363,0.166015625,3.930664063,3.764648438,0.113566796,female
+0.16397663,0.054199482,0.173621347,0.162947903,0.184828463,0.021880559,6.613435472,61.4862116,0.864166398,0.414560569,0.172909784,0.16397663,0.167240677,0.039840637,0.185185185,0.177770544,0.166015625,0.185546875,0.01953125,0.326923077,female
+0.161113749,0.053871428,0.170979883,0.161894873,0.182063595,0.020168722,5.600742413,42.2286173,0.862511183,0.412988153,0.170071382,0.161113749,0.159285945,0.011890606,0.212765957,0.177471454,0.053710938,0.209960938,0.15625,0.16375,female
+0.161155533,0.053654518,0.168729076,0.159181649,0.182442653,0.023261004,6.338457679,53.38648301,0.867255328,0.426468523,0.167513949,0.161155533,0.154155768,0.015060241,0.175438596,0.17578125,0.166015625,0.229492188,0.063476563,0.162393162,female
+0.157410486,0.057644567,0.165428764,0.15313977,0.18320054,0.03006077,6.208873148,52.60159345,0.881644054,0.47760173,0.165239703,0.157410486,0.157224173,0.012936611,0.204081633,0.186132813,0.063476563,0.659179688,0.595703125,0.093579235,female
+0.162167585,0.058125666,0.171253264,0.157911227,0.186057441,0.028146214,6.659939484,56.64814351,0.874049064,0.471419686,0.171801567,0.162167585,0.161544976,0.014771049,0.2,0.284517728,0.170898438,0.703125,0.532226563,0.399266055,female
+0.16381372,0.055455125,0.165957973,0.157824475,0.185686032,0.027861557,6.273792159,50.5196201,0.877664457,0.460697437,0.16578492,0.16381372,0.149311753,0.010582011,0.175438596,0.196533203,0.166015625,0.678710938,0.512695313,0.104761905,female
+0.154163337,0.056212985,0.161123449,0.148687133,0.174108426,0.025421293,8.139121556,81.19187499,0.862433716,0.465869766,0.161489223,0.154163337,0.154205703,0.028248588,0.163934426,0.180288462,0.034179688,0.659179688,0.625,0.083125,female
+0.159099209,0.05971318,0.167354138,0.14797829,0.18578019,0.0378019,6.682500817,59.69253408,0.884192431,0.485093547,0.167544098,0.159099209,0.157833274,0.013175231,0.212765957,0.287304688,0.078125,0.68359375,0.60546875,0.385416667,female
+0.155964202,0.058991506,0.164256976,0.14953926,0.180609994,0.031070733,7.326797645,70.47495341,0.877737969,0.475080784,0.164256976,0.155964202,0.14667784,0.011363636,0.181818182,0.303485577,0.161132813,0.678710938,0.517578125,0.390188679,female
+0.160722933,0.054053353,0.168226568,0.158975051,0.182953473,0.023978422,5.397800227,37.557905,0.870959516,0.436354477,0.165394471,0.160722933,0.162479382,0.066666667,0.256410256,0.214257813,0.161132813,0.68359375,0.522460938,0.175233645,female
+0.161414457,0.058721152,0.168799481,0.155353666,0.187696301,0.032342635,6.983165384,62.01596296,0.883243872,0.487798667,0.168799481,0.161414457,0.152409397,0.018281536,0.172413793,0.187800481,0.034179688,0.68359375,0.649414063,0.062857143,female
+0.161496104,0.058041653,0.173341869,0.15971831,0.184455826,0.024737516,5.978231063,46.68172301,0.871425802,0.448983229,0.174058899,0.161496104,0.158307953,0.017730496,0.23255814,0.270905671,0.034179688,0.717773438,0.68359375,0.26978022,female
+0.168130903,0.053422924,0.169832999,0.163286573,0.195457582,0.032171009,5.516105211,38.67291189,0.868760711,0.423779477,0.168897796,0.168130903,0.160899799,0.028490028,0.196078431,0.21465595,0.166015625,0.341796875,0.17578125,0.42,female
+0.16233609,0.05559449,0.168104738,0.159551122,0.187306733,0.027755611,7.151586058,68.54278819,0.875031993,0.450097183,0.165660848,0.16233609,0.149046707,0.018621974,0.208333333,0.177589699,0.073242188,0.346679688,0.2734375,0.101648352,female
+0.16015518,0.053719981,0.166205128,0.158128205,0.177692308,0.019564103,5.625811459,42.88700724,0.87196838,0.445019104,0.163871795,0.16015518,0.156314605,0.010582011,0.238095238,0.196940104,0.166015625,0.341796875,0.17578125,0.310897436,female
+0.163945656,0.054090696,0.170872751,0.163970686,0.185236509,0.021265823,8.484734815,94.07945057,0.859376626,0.429825992,0.169193871,0.163945656,0.151182217,0.040650407,0.192307692,0.176532452,0.170898438,0.209960938,0.0390625,0.14,female
+0.158527251,0.057011594,0.165504587,0.155963303,0.182568807,0.026605505,7.971374577,83.84944482,0.869614839,0.460677342,0.165321101,0.158527251,0.160142788,0.044642857,0.238095238,0.17183744,0.166015625,0.209960938,0.043945313,0.137777778,female
+0.166737617,0.05267745,0.169426752,0.162649682,0.18922293,0.026573248,7.550411851,76.13452631,0.865281981,0.427317395,0.167464968,0.166737617,0.152650831,0.022727273,0.208333333,0.174153646,0.161132813,0.21484375,0.053710938,0.136363636,female
+0.16081668,0.055692533,0.164760026,0.15739645,0.188507561,0.031111111,7.035055898,67.10116891,0.876356099,0.460014936,0.162550953,0.16081668,0.15742319,0.021505376,0.188679245,0.169020433,0.161132813,0.205078125,0.043945313,0.177777778,female
+0.157323854,0.05839815,0.171694696,0.147606727,0.182380336,0.034773609,5.168885693,39.64629455,0.885782877,0.474271119,0.171513583,0.157323854,0.155458006,0.013003901,0.263157895,0.218036358,0.053710938,0.717773438,0.6640625,0.215588235,female
+0.164310868,0.053803364,0.173873874,0.165585586,0.185405405,0.01981982,4.928656441,32.09187455,0.867461182,0.423831175,0.173693694,0.164310868,0.15177942,0.011037528,0.181818182,0.229130498,0.034179688,0.712890625,0.678710938,0.223851688,female
+0.159183719,0.057232986,0.170284302,0.15263288,0.18118665,0.02855377,7.021590519,63.54125635,0.878212815,0.482172491,0.170803461,0.159183719,0.150485217,0.010706638,0.212765957,0.176478795,0.034179688,0.424804688,0.390625,0.092592593,female
+0.151818514,0.06028012,0.16510101,0.136818182,0.175353535,0.038535354,7.002630676,65.59295497,0.880253877,0.49354111,0.166338384,0.151818514,0.153420209,0.03021148,0.169491525,0.184100116,0.034179688,0.673828125,0.639648438,0.083675866,female
+0.160953635,0.058047328,0.170126582,0.156135909,0.188967355,0.032831446,4.972795516,33.94640073,0.892729953,0.486186436,0.168074617,0.160953635,0.150436702,0.026595745,0.222222222,0.756460337,0.166015625,3.896484375,3.73046875,0.325968586,female
+0.162708821,0.055139108,0.169410205,0.161988072,0.181656726,0.019668655,5.687924996,41.79372886,0.866102138,0.43570525,0.167369119,0.162708821,0.144035393,0.025,0.192307692,0.759089543,0.166015625,3.96484375,3.798828125,0.32159383,female
+0.163728076,0.055456653,0.167458065,0.160412903,0.188593548,0.028180645,5.852807884,43.35070986,0.876719704,0.460331185,0.165290323,0.163728076,0.148629611,0.02004008,0.212765957,0.69281684,0.166015625,3.930664063,3.764648438,0.288137284,female
+0.1622738,0.056416561,0.170529032,0.160593548,0.186606452,0.026012903,5.185356572,35.19051488,0.880176978,0.453906221,0.171251613,0.1622738,0.159808473,0.010905125,0.238095238,0.867874711,0.166015625,3.984375,3.818359375,0.378024789,female
+0.160761109,0.057657731,0.170143541,0.158086124,0.185263158,0.027177033,6.039073358,45.93391772,0.875134088,0.46591355,0.169569378,0.160761109,0.161024632,0.018761726,0.2,0.806835938,0.170898438,3.9453125,3.774414063,0.327619664,female
+0.163120938,0.057343198,0.172696774,0.160051613,0.185883871,0.025832258,5.24116629,35.34273182,0.880084307,0.456705897,0.171793548,0.163120938,0.146713622,0.010775862,0.23255814,0.819769965,0.170898438,3.706054688,3.53515625,0.378240544,female
+0.157325711,0.059300467,0.165828643,0.148492808,0.181413383,0.032920575,6.629490519,60.02363579,0.88656924,0.499752722,0.164252658,0.157325711,0.159752122,0.020080321,0.222222222,0.584671586,0.166015625,3.828125,3.662109375,0.235794872,female
+0.154647747,0.058722934,0.170628019,0.140869565,0.180676329,0.039806763,5.742237132,44.53385051,0.876337262,0.457660684,0.171980676,0.154647747,0.170329058,0.084033613,0.222222222,0.62890625,0.170898438,3.959960938,3.7890625,0.250322165,female
+0.158369018,0.057188307,0.168073636,0.15739645,0.181328074,0.023931624,5.657859375,40.79593414,0.873598799,0.45126618,0.167153189,0.158369018,0.155522989,0.034482759,0.256410256,0.443584736,0.034179688,3.779296875,3.745117188,0.157601043,female
+0.162061474,0.054479133,0.169076923,0.159564103,0.181641026,0.022076923,5.437866953,39.85338846,0.873510103,0.445213725,0.167282051,0.162061474,0.141954163,0.012674271,0.208333333,0.823748553,0.170898438,3.764648438,3.59375,0.376724498,female
+0.158406438,0.056386765,0.166031949,0.154044728,0.18428115,0.030236422,7.258068707,70.85169879,0.882528106,0.472519269,0.165674121,0.158406438,0.155250684,0.034843206,0.23255814,0.170717593,0.161132813,0.185546875,0.024414063,0.2,female
+0.160267623,0.056868161,0.169026549,0.157876106,0.18460177,0.026725664,5.279687423,35.93998247,0.877833043,0.450315685,0.167787611,0.160267623,0.161084968,0.010548523,0.188679245,0.247757523,0.034179688,0.678710938,0.64453125,0.23513986,female
+0.16162899,0.055170648,0.165512737,0.159294579,0.188007838,0.028713259,7.13735202,70.2380136,0.871505157,0.445676269,0.164598302,0.16162899,0.157125016,0.01146789,0.178571429,0.211275541,0.161132813,0.668945313,0.5078125,0.170769231,female
+0.1637182,0.056013807,0.165945274,0.159154229,0.195373134,0.036218905,6.686729542,61.25653866,0.872442325,0.444346464,0.16420398,0.1637182,0.154232412,0.014245014,0.185185185,0.187813895,0.034179688,0.673828125,0.639648438,0.099519367,female
+0.163140494,0.053748567,0.167345879,0.15898767,0.1862427,0.027255029,7.724358662,85.52099875,0.871484332,0.425116538,0.167345879,0.163140494,0.159521606,0.017271157,0.217391304,0.172776442,0.166015625,0.185546875,0.01953125,0.31,female
+0.20928496,0.035754736,0.208437055,0.186223278,0.235705463,0.049482185,1.856039342,6.939422299,0.887244825,0.175863015,0.193007126,0.20928496,0.144925587,0.043491124,0.277358491,1.289300537,0.021533203,8.311816406,8.290283203,0.107427404,female
+0.214301349,0.040778562,0.210322041,0.182919281,0.246273526,0.063354245,1.333574191,4.167281506,0.897181984,0.173961383,0.20364701,0.214301349,0.148723685,0.04370664,0.279113924,1.688871397,0.021533203,7.428955078,7.407421875,0.136385659,female
+0.216332054,0.039710649,0.217311535,0.186412352,0.249100817,0.062688465,1.280790127,3.845080348,0.896799089,0.175834659,0.204087193,0.216332054,0.152191722,0.043192948,0.277358491,1.776678146,0.021533203,7.601220703,7.5796875,0.13887987,female
+0.211399572,0.034361573,0.209568925,0.186357177,0.235963998,0.049606821,1.878347309,6.598154726,0.881763279,0.162546391,0.202804358,0.211399572,0.15199433,0.043663366,0.279113924,1.749256089,0.021533203,8.333349609,8.311816406,0.117833863,female
+0.223077359,0.03726989,0.230679612,0.201553398,0.253980583,0.052427184,1.615708331,4.969157522,0.886570567,0.158442207,0.207249191,0.223077359,0.144216275,0.043577075,0.275625,1.133598915,0.021533203,8.397949219,8.376416016,0.115552699,female
+0.207958855,0.039014738,0.203947488,0.179230421,0.23639656,0.057166139,1.636848789,5.85285711,0.893680144,0.166882762,0.203186962,0.207958855,0.146232607,0.044055944,0.279113924,1.732494696,0.021533203,8.785546875,8.764013672,0.132036213,female
+0.217027262,0.03999951,0.215402394,0.18466364,0.250879076,0.066215435,1.150623733,3.355010032,0.896005856,0.17595465,0.205348741,0.217027262,0.145248375,0.043320236,0.279113924,1.340775373,0.021533203,8.871679688,8.850146484,0.123322906,female
+0.202575245,0.034812063,0.202902326,0.179590698,0.216576744,0.036986047,3.395912167,18.09972465,0.869633831,0.174493,0.204074419,0.202575245,0.152124648,0.043620178,0.277358491,2.190405273,0.107666016,20.45654297,20.34887695,0.078483245,female
+0.20982249,0.038042578,0.209891135,0.178973561,0.238486262,0.059512701,1.687855656,5.921210943,0.890656339,0.179265018,0.238050804,0.20982249,0.149381785,0.043150685,0.279113924,1.41177063,0.021533203,7.945751953,7.92421875,0.118863955,female
+0.212287516,0.03618303,0.209805633,0.193367711,0.236683856,0.043316144,2.346275761,10.42815595,0.889735773,0.195598393,0.20391908,0.212287516,0.14362235,0.043192948,0.279113924,1.351664708,0.021533203,8.290283203,8.26875,0.123325893,female
+0.190512348,0.074727923,0.215462795,0.189673321,0.240998185,0.051324864,1.834782394,6.191566248,0.913825531,0.432303795,0.240871143,0.190512348,0.162481995,0.015920398,0.275862069,0.488985656,0.03125,5.875,5.84375,0.113569519,female
+0.206927544,0.070170228,0.233603977,0.208202154,0.248450704,0.04024855,2.685947795,11.96318736,0.897818084,0.402487656,0.245434963,0.206927544,0.162725948,0.015748031,0.275862069,0.76014459,0.015625,6.7734375,6.7578125,0.163408653,female
+0.182237848,0.076138329,0.206618357,0.138760064,0.232995169,0.094235105,2.696652365,12.9576936,0.912981637,0.448559674,0.043848631,0.182237848,0.139618395,0.015686275,0.275862069,0.845108696,0.03125,6.9453125,6.9140625,0.128796943,female
+0.180979303,0.079950262,0.21706278,0.11206278,0.239663677,0.127600897,2.831887158,15.22398443,0.920161795,0.509252209,0.059013453,0.180979303,0.155415682,0.015794669,0.275862069,0.354910714,0.03125,6.7109375,6.6796875,0.073659844,female
+0.21232618,0.0712194,0.239747793,0.202673392,0.257990752,0.05531736,2.176294704,7.913587439,0.901945635,0.39543323,0.243160992,0.21232618,0.187145038,0.017185822,0.275862069,0.685132576,0.03125,6.0,5.96875,0.17460733,female
+0.19338875,0.071863195,0.214202401,0.193870783,0.23997713,0.046106346,2.63204108,11.20427427,0.906136764,0.463989855,0.205877644,0.19338875,0.154121209,0.015825915,0.266666667,0.595578457,0.0078125,6.828125,6.8203125,0.141242094,female
+0.199862954,0.075790217,0.225480043,0.20373247,0.246925566,0.043193096,2.990881593,14.74328353,0.894042203,0.400616402,0.222157497,0.199862954,0.165324022,0.016260163,0.275862069,0.720588235,0.0078125,6.859375,6.8515625,0.162417332,female
+0.207560875,0.070830112,0.22359974,0.209954516,0.259077323,0.049122807,3.139242909,13.87194644,0.884730106,0.407518273,0.277089019,0.207560875,0.152966523,0.018691589,0.275862069,0.70014881,0.03125,6.5703125,6.5390625,0.163242708,female
+0.200819859,0.071907892,0.22168784,0.199582577,0.250272232,0.050689655,2.019344115,7.009546911,0.915796108,0.482690055,0.026551724,0.200819859,0.200298385,0.022315202,0.275862069,1.01953125,0.0078125,6.1953125,6.1875,0.200731808,female
+0.206207149,0.070150758,0.225265957,0.206835106,0.247978723,0.041143617,2.547865795,10.52663133,0.891029424,0.388560445,0.213164894,0.206207149,0.190322678,0.017777778,0.275862069,1.11328125,0.0078125,6.71875,6.7109375,0.251959643,female
+0.129773971,0.078814989,0.129618644,0.058135593,0.196949153,0.138813559,2.028090245,9.311066312,0.958561295,0.728277054,0.191313559,0.129773971,0.180637791,0.050793651,0.271186441,0.661328125,0.0078125,5.84375,5.8359375,0.182766152,female
+0.121837064,0.079448364,0.121059972,0.041785216,0.189595537,0.147810321,1.856365637,8.112156339,0.967819592,0.772398451,0.011910739,0.121837064,0.191845792,0.071428571,0.266666667,0.577864583,0.0078125,4.625,4.6171875,0.189159227,female
+0.120183123,0.07871623,0.116197836,0.043276662,0.193879444,0.150602782,1.218909427,4.438278048,0.96446307,0.73460834,0.013848532,0.120183123,0.17870532,0.016343207,0.262295082,0.334263393,0.0234375,0.875,0.8515625,0.356099218,female
+0.132017462,0.084652306,0.130812216,0.048031189,0.210136452,0.162105263,1.313340244,4.992524069,0.972450815,0.787036038,0.02820013,0.132017462,0.178684467,0.015984016,0.275862069,0.751302083,0.0078125,6.1953125,6.1875,0.18264542,female
+0.134625552,0.084402909,0.154530764,0.045593536,0.2091734,0.163579863,1.140497318,3.920025854,0.967663574,0.753237529,0.198558111,0.134625552,0.181535979,0.020860495,0.271186441,0.423639113,0.0078125,4.1640625,4.15625,0.102130326,female
+0.114476673,0.081972759,0.090199005,0.041094527,0.199900498,0.15880597,1.103680464,3.759184297,0.95413011,0.689346513,0.009751244,0.114476673,0.189393946,0.016343207,0.271186441,0.566840278,0.0078125,4.2734375,4.265625,0.183257919,female
+0.112769241,0.074423541,0.094248366,0.049183007,0.183235294,0.134052288,0.945952958,3.290904201,0.965718548,0.74246449,0.199019608,0.112769241,0.169835634,0.017917133,0.262295082,0.877604167,0.0078125,4.9375,4.9296875,0.171708124,female
+0.126438849,0.079411901,0.127324711,0.04688904,0.198992512,0.152103472,1.452173412,5.58210606,0.97194603,0.790175108,0.214431586,0.126438849,0.179612698,0.029574861,0.266666667,0.614109848,0.0078125,4.9140625,4.90625,0.090045202,female
+0.117349503,0.090034971,0.109478199,0.024017155,0.203945675,0.17992852,2.610622644,12.44289838,0.953623721,0.70143393,0.004603288,0.117349503,0.17804021,0.016511868,0.271186441,0.188720703,0.0078125,0.75,0.7421875,0.277758913,female
+0.10479308,0.085200638,0.077885615,0.028388215,0.18610052,0.157712305,2.419126579,11.28196817,0.956976934,0.7184622,0.008492201,0.10479308,0.183565393,0.016443988,0.275862069,0.297952586,0.0078125,0.859375,0.8515625,0.370904325,female
+0.127633058,0.084931181,0.158891868,0.034530831,0.201429848,0.166899017,1.591173719,5.347644887,0.949757253,0.671246909,0.182162645,0.127633058,0.178363459,0.058181818,0.271186441,0.634014423,0.015625,5.03125,5.015625,0.121246106,female
+0.09124998,0.086956484,0.048191365,0.015192532,0.179043174,0.163850642,3.089786569,12.85755836,0.93071501,0.622815538,0.011925321,0.09124998,0.1708931,0.016177958,0.275862069,0.767314189,0.0078125,5.2890625,5.28125,0.187912088,female
+0.082403761,0.085136315,0.03511371,0.016920078,0.152826511,0.135906433,2.570944324,9.179264394,0.921648565,0.576089232,0.014554906,0.082403761,0.183387146,0.034042553,0.275862069,0.328962054,0.0078125,0.75,0.7421875,0.445052632,female
+0.124694755,0.080989165,0.131882446,0.04203336,0.197267673,0.155234313,1.970755896,8.000504078,0.958531262,0.721682483,0.19771247,0.124694755,0.182513,0.068965517,0.23880597,0.293526786,0.0078125,0.8515625,0.84375,0.396090535,female
+0.131565985,0.084353899,0.131888638,0.053092551,0.196147479,0.143054929,2.243370074,11.54473998,0.968324296,0.784107592,0.195515425,0.131565985,0.191163307,0.029143898,0.275862069,0.214725379,0.0078125,0.796875,0.7890625,0.351644842,female
+0.108888455,0.092021488,0.070062556,0.022520107,0.201179625,0.178659517,2.235435371,8.528680624,0.947621026,0.67979474,0.011260054,0.108888455,0.160473191,0.019512195,0.275862069,0.497721354,0.0078125,2.9453125,2.9375,0.236239593,female
+0.090444809,0.079045052,0.059358438,0.020892608,0.167726639,0.146834031,2.187161199,8.22116353,0.942404073,0.628992043,0.011910739,0.090444809,0.182431307,0.026622296,0.258064516,0.735452586,0.0078125,5.53125,5.5234375,0.170488988,female
+0.13750733,0.091520855,0.16129845,0.043546512,0.22125969,0.177713178,1.119607956,4.185207437,0.967705885,0.739007917,0.008682171,0.13750733,0.190093027,0.01911589,0.275862069,0.354366987,0.0078125,3.1171875,3.109375,0.096068578,female
+0.11314773,0.090334906,0.084335106,0.02662234,0.198829787,0.172207447,2.258272929,9.579337133,0.957433074,0.717682606,0.018430851,0.11314773,0.187443837,0.02349486,0.262295082,0.622488839,0.0078125,4.8984375,4.890625,0.12871713,female
+0.149730926,0.082852047,0.180932203,0.060211864,0.219788136,0.159576271,1.240036617,4.019385429,0.949786609,0.65293641,0.0,0.149730926,0.183974138,0.051948052,0.253968254,1.361213235,0.203125,6.03125,5.828125,0.365700402,female
+0.189613974,0.035932606,0.194115545,0.168433591,0.205288862,0.036855271,2.72441469,10.98686402,0.871215305,0.236683539,0.195616438,0.189613974,0.163058558,0.029684601,0.258064516,1.370192308,0.1640625,7.0,6.8359375,0.235948052,female
+0.200096968,0.045533164,0.203796455,0.176580903,0.232132647,0.055551744,1.160196657,3.733815459,0.919607282,0.35714422,0.176901086,0.200096968,0.168530739,0.063241107,0.262295082,0.71875,0.1484375,7.0,6.8515625,0.092208286,female
+0.178572503,0.046678675,0.164388298,0.149308511,0.204601064,0.055292553,3.06666844,15.6840883,0.891447631,0.321169337,0.153031915,0.178572503,0.155380193,0.025477707,0.253968254,0.637920673,0.1484375,6.1484375,6.0,0.101291233,female
+0.201805872,0.036057092,0.20162234,0.178164894,0.22787234,0.049707447,1.585353025,4.945634244,0.884731404,0.227902695,0.176117021,0.201805872,0.191703714,0.032719836,0.275862069,0.59375,0.0078125,5.921875,5.9140625,0.124382952,female
+0.203626695,0.041528599,0.204104135,0.175661052,0.239122001,0.063460949,1.462971585,4.790370205,0.903458105,0.246953349,0.208820827,0.203626695,0.146782923,0.020565553,0.262295082,0.875558036,0.171875,6.8984375,6.7265625,0.145533505,female
+0.18366726,0.040607012,0.182533632,0.156479821,0.20764574,0.051165919,2.054137827,7.483018744,0.898138451,0.313924544,0.177040359,0.18366726,0.149237041,0.018648019,0.262295082,0.5503125,0.0078125,3.421875,3.4140625,0.166503215,female
+0.168794368,0.085842433,0.188979981,0.095557674,0.240228789,0.144671115,1.462247943,5.077955726,0.956201163,0.706861396,0.184442326,0.168794368,0.18286335,0.020698577,0.271186441,0.98828125,0.0078125,5.8828125,5.875,0.268617021,female
+0.151770962,0.089146839,0.185970149,0.058159204,0.230199005,0.172039801,1.22771039,4.304354494,0.96204504,0.744590363,0.230547264,0.151770962,0.201599728,0.023426061,0.266666667,0.766741071,0.0078125,4.0078125,4.0,0.192220052,female
+0.170655914,0.081237051,0.184277108,0.113012048,0.239096386,0.126084337,1.378256047,5.431662726,0.950750068,0.658557795,0.161506024,0.170655914,0.198474544,0.16,0.253968254,0.4140625,0.0078125,0.734375,0.7265625,0.336917563,female
+0.146023363,0.092524628,0.183433735,0.041746988,0.224337349,0.182590361,1.384980918,5.118926831,0.948999445,0.659824811,0.215481928,0.146023363,0.195639677,0.039506173,0.275862069,0.533854167,0.0078125,2.9921875,2.984375,0.258924322,female
+0.131883734,0.084734065,0.153707371,0.049284928,0.201144114,0.151859186,1.762128559,6.630383015,0.962934182,0.763181871,0.200836084,0.131883734,0.182789591,0.083769634,0.262295082,0.832899306,0.0078125,4.2109375,4.203125,0.161928712,female
+0.116220922,0.089221142,0.076758045,0.042717521,0.204910608,0.162193087,0.693730266,2.503954469,0.960715642,0.70956969,0.013682956,0.116220922,0.188979666,0.034408602,0.275862069,0.909855769,0.0390625,3.6796875,3.640625,0.277896996,female
+0.142056256,0.095798426,0.183731237,0.033423874,0.224360257,0.190936383,1.876501626,6.604508594,0.946854262,0.654196363,0.008005718,0.142056256,0.209917677,0.039506173,0.275862069,0.494270833,0.0078125,2.9375,2.9296875,0.194758621,female
+0.143658745,0.090628261,0.184976168,0.043508103,0.219942803,0.1764347,1.591064895,5.388297543,0.950436379,0.675469717,0.212202097,0.143658745,0.172374996,0.034482759,0.25,0.791360294,0.0078125,3.59375,3.5859375,0.311002179,female
+0.165508946,0.092883537,0.183043922,0.070071502,0.250827375,0.180755873,1.705029119,5.769115366,0.938829422,0.60152881,0.267701736,0.165508946,0.185606931,0.062256809,0.271186441,0.227022059,0.0078125,0.5546875,0.546875,0.35,female
diff --git a/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Model/GenderPrediction.ipynb b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Model/GenderPrediction.ipynb
new file mode 100644
index 000000000..ff946442e
--- /dev/null
+++ b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Model/GenderPrediction.ipynb	
@@ -0,0 +1,3385 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Table of Contents\n",
+    "<a id=\"toc\"></a>\n",
+    "- [1. Project Description](#1)\n",
+    "- [2. Import Necssaries Libraries](#2)\n",
+    "- [3. EDA](#3)\n",
+    "- [4. Feature Engineering](#4)\n",
+    "- [5. Assigning Feature and target variables](#5)\n",
+    "- [6. Feature Scaling](#6)\n",
+    "- [7. Spliting the data into Training and Testing Data](#7)\n",
+    "- [8. Modeling](#8)\n",
+    "    - [8.1 Logistic Regression](#8.1)\n",
+    "    - [8.2 Random Forest](#8.2)\n",
+    "    - [8.3 KNN](#8.3)\n",
+    "    - [8.4 Bagging](#8.4)\n",
+    "    - [8.5 Gradient Boosting](#8.5)\n",
+    "    - [8.6 Decision Tree](#8.6)\n",
+    "    - [8.7 SVM](#8.7)\n",
+    "- [9. TP, TN, FP, FN](#9)\n",
+    "    - [9.1 Logistic Regression](#9.1)\n",
+    "    - [9.2 Random Forest](#9.2)\n",
+    "    - [9.3 KNN](#9.3)\n",
+    "    - [9.4 Bagging](#9.4)\n",
+    "    - [9.5 Gradient Boosting](#9.5)\n",
+    "    - [9.6 Decision Tree](#9.6)\n",
+    "    - [9.7 SVM](#9.7)\n",
+    "- [10. Auto Machine Learning](#10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='2'></a>\n",
+    "# Import Necessaries Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:49:49.214774Z",
+     "start_time": "2022-01-17T13:49:49.199848Z"
+    },
+    "executionInfo": {
+     "elapsed": 444,
+     "status": "ok",
+     "timestamp": 1623310669132,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "Gqv8u4f2n-W6"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from matplotlib import pyplot as plt\n",
+    "%matplotlib inline\n",
+    "import seaborn as sns\n",
+    "import mglearn\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split, cross_val_score\n",
+    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
+    "from sklearn.metrics import  confusion_matrix, classification_report, roc_curve, auc, RocCurveDisplay\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.ensemble import RandomForestClassifier, BaggingClassifier, GradientBoostingClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.svm import SVC\n",
+    "from tpot import TPOTClassifier\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='3'></a>\n",
+    "# EDA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:49:50.250158Z",
+     "start_time": "2022-01-17T13:49:49.854889Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 226
+    },
+    "executionInfo": {
+     "elapsed": 443,
+     "status": "ok",
+     "timestamp": 1623309106020,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "3uSBDwUfkIUA",
+    "outputId": "8965857a-83df-42b2-e29b-93f00974cdd8",
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>meanfreq</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>median</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>IQR</th>\n",
+       "      <th>skew</th>\n",
+       "      <th>kurt</th>\n",
+       "      <th>sp.ent</th>\n",
+       "      <th>sfm</th>\n",
+       "      <th>...</th>\n",
+       "      <th>centroid</th>\n",
+       "      <th>meanfun</th>\n",
+       "      <th>minfun</th>\n",
+       "      <th>maxfun</th>\n",
+       "      <th>meandom</th>\n",
+       "      <th>mindom</th>\n",
+       "      <th>maxdom</th>\n",
+       "      <th>dfrange</th>\n",
+       "      <th>modindx</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.059781</td>\n",
+       "      <td>0.064241</td>\n",
+       "      <td>0.032027</td>\n",
+       "      <td>0.015071</td>\n",
+       "      <td>0.090193</td>\n",
+       "      <td>0.075122</td>\n",
+       "      <td>12.863462</td>\n",
+       "      <td>274.402905</td>\n",
+       "      <td>0.893369</td>\n",
+       "      <td>0.491918</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.059781</td>\n",
+       "      <td>0.084279</td>\n",
+       "      <td>0.015702</td>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.066009</td>\n",
+       "      <td>0.067310</td>\n",
+       "      <td>0.040229</td>\n",
+       "      <td>0.019414</td>\n",
+       "      <td>0.092666</td>\n",
+       "      <td>0.073252</td>\n",
+       "      <td>22.423285</td>\n",
+       "      <td>634.613855</td>\n",
+       "      <td>0.892193</td>\n",
+       "      <td>0.513724</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.066009</td>\n",
+       "      <td>0.107937</td>\n",
+       "      <td>0.015826</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.009014</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.046875</td>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.077316</td>\n",
+       "      <td>0.083829</td>\n",
+       "      <td>0.036718</td>\n",
+       "      <td>0.008701</td>\n",
+       "      <td>0.131908</td>\n",
+       "      <td>0.123207</td>\n",
+       "      <td>30.757155</td>\n",
+       "      <td>1024.927705</td>\n",
+       "      <td>0.846389</td>\n",
+       "      <td>0.478905</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.077316</td>\n",
+       "      <td>0.098706</td>\n",
+       "      <td>0.015656</td>\n",
+       "      <td>0.271186</td>\n",
+       "      <td>0.007990</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.015625</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.046512</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.151228</td>\n",
+       "      <td>0.072111</td>\n",
+       "      <td>0.158011</td>\n",
+       "      <td>0.096582</td>\n",
+       "      <td>0.207955</td>\n",
+       "      <td>0.111374</td>\n",
+       "      <td>1.232831</td>\n",
+       "      <td>4.177296</td>\n",
+       "      <td>0.963322</td>\n",
+       "      <td>0.727232</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.151228</td>\n",
+       "      <td>0.088965</td>\n",
+       "      <td>0.017798</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.201497</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.562500</td>\n",
+       "      <td>0.554688</td>\n",
+       "      <td>0.247119</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.135120</td>\n",
+       "      <td>0.079146</td>\n",
+       "      <td>0.124656</td>\n",
+       "      <td>0.078720</td>\n",
+       "      <td>0.206045</td>\n",
+       "      <td>0.127325</td>\n",
+       "      <td>1.101174</td>\n",
+       "      <td>4.333713</td>\n",
+       "      <td>0.971955</td>\n",
+       "      <td>0.783568</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.135120</td>\n",
+       "      <td>0.106398</td>\n",
+       "      <td>0.016931</td>\n",
+       "      <td>0.266667</td>\n",
+       "      <td>0.712812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>5.484375</td>\n",
+       "      <td>5.476562</td>\n",
+       "      <td>0.208274</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   meanfreq        sd    median       Q25       Q75       IQR       skew  \\\n",
+       "0  0.059781  0.064241  0.032027  0.015071  0.090193  0.075122  12.863462   \n",
+       "1  0.066009  0.067310  0.040229  0.019414  0.092666  0.073252  22.423285   \n",
+       "2  0.077316  0.083829  0.036718  0.008701  0.131908  0.123207  30.757155   \n",
+       "3  0.151228  0.072111  0.158011  0.096582  0.207955  0.111374   1.232831   \n",
+       "4  0.135120  0.079146  0.124656  0.078720  0.206045  0.127325   1.101174   \n",
+       "\n",
+       "          kurt    sp.ent       sfm  ...  centroid   meanfun    minfun  \\\n",
+       "0   274.402905  0.893369  0.491918  ...  0.059781  0.084279  0.015702   \n",
+       "1   634.613855  0.892193  0.513724  ...  0.066009  0.107937  0.015826   \n",
+       "2  1024.927705  0.846389  0.478905  ...  0.077316  0.098706  0.015656   \n",
+       "3     4.177296  0.963322  0.727232  ...  0.151228  0.088965  0.017798   \n",
+       "4     4.333713  0.971955  0.783568  ...  0.135120  0.106398  0.016931   \n",
+       "\n",
+       "     maxfun   meandom    mindom    maxdom   dfrange   modindx  label  \n",
+       "0  0.275862  0.007812  0.007812  0.007812  0.000000  0.000000   male  \n",
+       "1  0.250000  0.009014  0.007812  0.054688  0.046875  0.052632   male  \n",
+       "2  0.271186  0.007990  0.007812  0.015625  0.007812  0.046512   male  \n",
+       "3  0.250000  0.201497  0.007812  0.562500  0.554688  0.247119   male  \n",
+       "4  0.266667  0.712812  0.007812  5.484375  5.476562  0.208274   male  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('gender_voice_dataset.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:49:50.282072Z",
+     "start_time": "2022-01-17T13:49:50.252153Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "meanfreq    3166\n",
+       "sd          3166\n",
+       "median      3077\n",
+       "Q25         3103\n",
+       "Q75         3034\n",
+       "IQR         3068\n",
+       "skew        3166\n",
+       "kurt        3166\n",
+       "sp.ent      3166\n",
+       "sfm         3166\n",
+       "mode        2825\n",
+       "centroid    3166\n",
+       "meanfun     3166\n",
+       "minfun       913\n",
+       "maxfun       123\n",
+       "meandom     2999\n",
+       "mindom        77\n",
+       "maxdom      1054\n",
+       "dfrange     1091\n",
+       "modindx     3079\n",
+       "label          2\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\"\"\"\n",
+    "1 target variable: label (male or female)\n",
+    "20 independent variables:\n",
+    "meanfreq: mean frequency of the voice audio of the person (in kHz)\n",
+    "sd: standard deviation of the frequency of the voice audio\n",
+    "median: median frequency of the voice audio (in kHz)\n",
+    "Q25: first quantile (in kHz)\n",
+    "Q75: third quantile (in kHz)\n",
+    "IQR: interquantile range (in kHz)\n",
+    "skew: Skewness refers to a distortion or asymmetry that deviates from the symmetrical bell curve, or normal distribution\n",
+    "kurt: Kurtosis is a statistical measure that defines how heavily the tails of a distribution differ from the tails of a normal distribution.\n",
+    "sp.ent: spectral entropy\n",
+    "sfm: spectral flatness\n",
+    "mode: mode frequency\n",
+    "centroid: frequency centroid (see specprop)\n",
+    "meanfun: mean fundamental frequency measured across acoustic signal\n",
+    "minfun: minimum fundamental frequency measured across acoustic signal\n",
+    "maxfun: maximum fundamental frequency measured across acoustic signal\n",
+    "meandom: mean of dominant frequency measured across acoustic signal\n",
+    "mindom: minimum of dominant frequency measured across acoustic signal\n",
+    "maxdom: maximum of dominant frequency measured across acoustic signal\n",
+    "dfrange: range of dominant frequency measured across acoustic signal\n",
+    "modindx: modulation index\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:24:59.239481Z",
+     "start_time": "2022-01-17T10:24:59.213509Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 438,
+     "status": "ok",
+     "timestamp": 1623307639115,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "OUpyTqFYrKxb",
+    "outputId": "794a69df-817b-4406-a228-49eb9836bc2b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "meanfreq    0\n",
+       "sd          0\n",
+       "median      0\n",
+       "Q25         0\n",
+       "Q75         0\n",
+       "IQR         0\n",
+       "skew        0\n",
+       "kurt        0\n",
+       "sp.ent      0\n",
+       "sfm         0\n",
+       "mode        0\n",
+       "centroid    0\n",
+       "meanfun     0\n",
+       "minfun      0\n",
+       "maxfun      0\n",
+       "meandom     0\n",
+       "mindom      0\n",
+       "maxdom      0\n",
+       "dfrange     0\n",
+       "modindx     0\n",
+       "label       0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:25:05.375757Z",
+     "start_time": "2022-01-17T10:25:05.120948Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 320
+    },
+    "executionInfo": {
+     "elapsed": 455,
+     "status": "ok",
+     "timestamp": 1623307604531,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "KctVQuBaqe7x",
+    "outputId": "4636737c-ba67-41d8-85b5-0de3170b15e1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>meanfreq</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>median</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>IQR</th>\n",
+       "      <th>skew</th>\n",
+       "      <th>kurt</th>\n",
+       "      <th>sp.ent</th>\n",
+       "      <th>sfm</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>centroid</th>\n",
+       "      <th>meanfun</th>\n",
+       "      <th>minfun</th>\n",
+       "      <th>maxfun</th>\n",
+       "      <th>meandom</th>\n",
+       "      <th>mindom</th>\n",
+       "      <th>maxdom</th>\n",
+       "      <th>dfrange</th>\n",
+       "      <th>modindx</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "      <td>3168.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.180907</td>\n",
+       "      <td>0.057126</td>\n",
+       "      <td>0.185621</td>\n",
+       "      <td>0.140456</td>\n",
+       "      <td>0.224765</td>\n",
+       "      <td>0.084309</td>\n",
+       "      <td>3.140168</td>\n",
+       "      <td>36.568461</td>\n",
+       "      <td>0.895127</td>\n",
+       "      <td>0.408216</td>\n",
+       "      <td>0.165282</td>\n",
+       "      <td>0.180907</td>\n",
+       "      <td>0.142807</td>\n",
+       "      <td>0.036802</td>\n",
+       "      <td>0.258842</td>\n",
+       "      <td>0.829211</td>\n",
+       "      <td>0.052647</td>\n",
+       "      <td>5.047277</td>\n",
+       "      <td>4.994630</td>\n",
+       "      <td>0.173752</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.029918</td>\n",
+       "      <td>0.016652</td>\n",
+       "      <td>0.036360</td>\n",
+       "      <td>0.048680</td>\n",
+       "      <td>0.023639</td>\n",
+       "      <td>0.042783</td>\n",
+       "      <td>4.240529</td>\n",
+       "      <td>134.928661</td>\n",
+       "      <td>0.044980</td>\n",
+       "      <td>0.177521</td>\n",
+       "      <td>0.077203</td>\n",
+       "      <td>0.029918</td>\n",
+       "      <td>0.032304</td>\n",
+       "      <td>0.019220</td>\n",
+       "      <td>0.030077</td>\n",
+       "      <td>0.525205</td>\n",
+       "      <td>0.063299</td>\n",
+       "      <td>3.521157</td>\n",
+       "      <td>3.520039</td>\n",
+       "      <td>0.119454</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.039363</td>\n",
+       "      <td>0.018363</td>\n",
+       "      <td>0.010975</td>\n",
+       "      <td>0.000229</td>\n",
+       "      <td>0.042946</td>\n",
+       "      <td>0.014558</td>\n",
+       "      <td>0.141735</td>\n",
+       "      <td>2.068455</td>\n",
+       "      <td>0.738651</td>\n",
+       "      <td>0.036876</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.039363</td>\n",
+       "      <td>0.055565</td>\n",
+       "      <td>0.009775</td>\n",
+       "      <td>0.103093</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.004883</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.163662</td>\n",
+       "      <td>0.041954</td>\n",
+       "      <td>0.169593</td>\n",
+       "      <td>0.111087</td>\n",
+       "      <td>0.208747</td>\n",
+       "      <td>0.042560</td>\n",
+       "      <td>1.649569</td>\n",
+       "      <td>5.669547</td>\n",
+       "      <td>0.861811</td>\n",
+       "      <td>0.258041</td>\n",
+       "      <td>0.118016</td>\n",
+       "      <td>0.163662</td>\n",
+       "      <td>0.116998</td>\n",
+       "      <td>0.018223</td>\n",
+       "      <td>0.253968</td>\n",
+       "      <td>0.419828</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>2.070312</td>\n",
+       "      <td>2.044922</td>\n",
+       "      <td>0.099766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.184838</td>\n",
+       "      <td>0.059155</td>\n",
+       "      <td>0.190032</td>\n",
+       "      <td>0.140286</td>\n",
+       "      <td>0.225684</td>\n",
+       "      <td>0.094280</td>\n",
+       "      <td>2.197101</td>\n",
+       "      <td>8.318463</td>\n",
+       "      <td>0.901767</td>\n",
+       "      <td>0.396335</td>\n",
+       "      <td>0.186599</td>\n",
+       "      <td>0.184838</td>\n",
+       "      <td>0.140519</td>\n",
+       "      <td>0.046110</td>\n",
+       "      <td>0.271186</td>\n",
+       "      <td>0.765795</td>\n",
+       "      <td>0.023438</td>\n",
+       "      <td>4.992188</td>\n",
+       "      <td>4.945312</td>\n",
+       "      <td>0.139357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.199146</td>\n",
+       "      <td>0.067020</td>\n",
+       "      <td>0.210618</td>\n",
+       "      <td>0.175939</td>\n",
+       "      <td>0.243660</td>\n",
+       "      <td>0.114175</td>\n",
+       "      <td>2.931694</td>\n",
+       "      <td>13.648905</td>\n",
+       "      <td>0.928713</td>\n",
+       "      <td>0.533676</td>\n",
+       "      <td>0.221104</td>\n",
+       "      <td>0.199146</td>\n",
+       "      <td>0.169581</td>\n",
+       "      <td>0.047904</td>\n",
+       "      <td>0.277457</td>\n",
+       "      <td>1.177166</td>\n",
+       "      <td>0.070312</td>\n",
+       "      <td>7.007812</td>\n",
+       "      <td>6.992188</td>\n",
+       "      <td>0.209183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>0.251124</td>\n",
+       "      <td>0.115273</td>\n",
+       "      <td>0.261224</td>\n",
+       "      <td>0.247347</td>\n",
+       "      <td>0.273469</td>\n",
+       "      <td>0.252225</td>\n",
+       "      <td>34.725453</td>\n",
+       "      <td>1309.612887</td>\n",
+       "      <td>0.981997</td>\n",
+       "      <td>0.842936</td>\n",
+       "      <td>0.280000</td>\n",
+       "      <td>0.251124</td>\n",
+       "      <td>0.237636</td>\n",
+       "      <td>0.204082</td>\n",
+       "      <td>0.279114</td>\n",
+       "      <td>2.957682</td>\n",
+       "      <td>0.458984</td>\n",
+       "      <td>21.867188</td>\n",
+       "      <td>21.843750</td>\n",
+       "      <td>0.932374</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          meanfreq           sd       median          Q25          Q75  \\\n",
+       "count  3168.000000  3168.000000  3168.000000  3168.000000  3168.000000   \n",
+       "mean      0.180907     0.057126     0.185621     0.140456     0.224765   \n",
+       "std       0.029918     0.016652     0.036360     0.048680     0.023639   \n",
+       "min       0.039363     0.018363     0.010975     0.000229     0.042946   \n",
+       "25%       0.163662     0.041954     0.169593     0.111087     0.208747   \n",
+       "50%       0.184838     0.059155     0.190032     0.140286     0.225684   \n",
+       "75%       0.199146     0.067020     0.210618     0.175939     0.243660   \n",
+       "max       0.251124     0.115273     0.261224     0.247347     0.273469   \n",
+       "\n",
+       "               IQR         skew         kurt       sp.ent          sfm  \\\n",
+       "count  3168.000000  3168.000000  3168.000000  3168.000000  3168.000000   \n",
+       "mean      0.084309     3.140168    36.568461     0.895127     0.408216   \n",
+       "std       0.042783     4.240529   134.928661     0.044980     0.177521   \n",
+       "min       0.014558     0.141735     2.068455     0.738651     0.036876   \n",
+       "25%       0.042560     1.649569     5.669547     0.861811     0.258041   \n",
+       "50%       0.094280     2.197101     8.318463     0.901767     0.396335   \n",
+       "75%       0.114175     2.931694    13.648905     0.928713     0.533676   \n",
+       "max       0.252225    34.725453  1309.612887     0.981997     0.842936   \n",
+       "\n",
+       "              mode     centroid      meanfun       minfun       maxfun  \\\n",
+       "count  3168.000000  3168.000000  3168.000000  3168.000000  3168.000000   \n",
+       "mean      0.165282     0.180907     0.142807     0.036802     0.258842   \n",
+       "std       0.077203     0.029918     0.032304     0.019220     0.030077   \n",
+       "min       0.000000     0.039363     0.055565     0.009775     0.103093   \n",
+       "25%       0.118016     0.163662     0.116998     0.018223     0.253968   \n",
+       "50%       0.186599     0.184838     0.140519     0.046110     0.271186   \n",
+       "75%       0.221104     0.199146     0.169581     0.047904     0.277457   \n",
+       "max       0.280000     0.251124     0.237636     0.204082     0.279114   \n",
+       "\n",
+       "           meandom       mindom       maxdom      dfrange      modindx  \n",
+       "count  3168.000000  3168.000000  3168.000000  3168.000000  3168.000000  \n",
+       "mean      0.829211     0.052647     5.047277     4.994630     0.173752  \n",
+       "std       0.525205     0.063299     3.521157     3.520039     0.119454  \n",
+       "min       0.007812     0.004883     0.007812     0.000000     0.000000  \n",
+       "25%       0.419828     0.007812     2.070312     2.044922     0.099766  \n",
+       "50%       0.765795     0.023438     4.992188     4.945312     0.139357  \n",
+       "75%       1.177166     0.070312     7.007812     6.992188     0.209183  \n",
+       "max       2.957682     0.458984    21.867188    21.843750     0.932374  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:30:18.913029Z",
+     "start_time": "2022-01-17T10:30:09.664014Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 925
+    },
+    "executionInfo": {
+     "elapsed": 3179,
+     "status": "ok",
+     "timestamp": 1623307828634,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "DQnrRdNwq-1j",
+    "outputId": "81368690-a5e7-4371-9622-8d466c4aae59"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,15))\n",
+    "sns.heatmap(df.corr(),annot=True,cmap='viridis',linewidths=.5);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " from here we can see that alot of columns are directly or inversely correlated with some<br>\n",
+    " other columns having correlation value as high as 0.98<br>\n",
+    " Hence we will be removing some columns that don't help the model in learning or generalizing over the data.<br>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:37:04.392194Z",
+     "start_time": "2022-01-17T10:37:04.346881Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>meanfreq</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>median</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>IQR</th>\n",
+       "      <th>skew</th>\n",
+       "      <th>kurt</th>\n",
+       "      <th>sp.ent</th>\n",
+       "      <th>sfm</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>centroid</th>\n",
+       "      <th>meanfun</th>\n",
+       "      <th>minfun</th>\n",
+       "      <th>maxfun</th>\n",
+       "      <th>meandom</th>\n",
+       "      <th>mindom</th>\n",
+       "      <th>maxdom</th>\n",
+       "      <th>dfrange</th>\n",
+       "      <th>modindx</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>label</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>female</th>\n",
+       "      <td>0.191000</td>\n",
+       "      <td>0.049142</td>\n",
+       "      <td>0.195942</td>\n",
+       "      <td>0.165349</td>\n",
+       "      <td>0.223184</td>\n",
+       "      <td>0.057834</td>\n",
+       "      <td>2.984875</td>\n",
+       "      <td>24.805224</td>\n",
+       "      <td>0.873066</td>\n",
+       "      <td>0.344763</td>\n",
+       "      <td>0.178541</td>\n",
+       "      <td>0.191000</td>\n",
+       "      <td>0.169742</td>\n",
+       "      <td>0.039429</td>\n",
+       "      <td>0.263848</td>\n",
+       "      <td>0.929544</td>\n",
+       "      <td>0.064987</td>\n",
+       "      <td>5.736107</td>\n",
+       "      <td>5.671120</td>\n",
+       "      <td>0.170073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>male</th>\n",
+       "      <td>0.170813</td>\n",
+       "      <td>0.065110</td>\n",
+       "      <td>0.175299</td>\n",
+       "      <td>0.115562</td>\n",
+       "      <td>0.226346</td>\n",
+       "      <td>0.110784</td>\n",
+       "      <td>3.295460</td>\n",
+       "      <td>48.331698</td>\n",
+       "      <td>0.917188</td>\n",
+       "      <td>0.471670</td>\n",
+       "      <td>0.152022</td>\n",
+       "      <td>0.170813</td>\n",
+       "      <td>0.115872</td>\n",
+       "      <td>0.034175</td>\n",
+       "      <td>0.253836</td>\n",
+       "      <td>0.728877</td>\n",
+       "      <td>0.040307</td>\n",
+       "      <td>4.358447</td>\n",
+       "      <td>4.318139</td>\n",
+       "      <td>0.177430</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        meanfreq        sd    median       Q25       Q75       IQR      skew  \\\n",
+       "label                                                                          \n",
+       "female  0.191000  0.049142  0.195942  0.165349  0.223184  0.057834  2.984875   \n",
+       "male    0.170813  0.065110  0.175299  0.115562  0.226346  0.110784  3.295460   \n",
+       "\n",
+       "             kurt    sp.ent       sfm      mode  centroid   meanfun    minfun  \\\n",
+       "label                                                                           \n",
+       "female  24.805224  0.873066  0.344763  0.178541  0.191000  0.169742  0.039429   \n",
+       "male    48.331698  0.917188  0.471670  0.152022  0.170813  0.115872  0.034175   \n",
+       "\n",
+       "          maxfun   meandom    mindom    maxdom   dfrange   modindx  \n",
+       "label                                                               \n",
+       "female  0.263848  0.929544  0.064987  5.736107  5.671120  0.170073  \n",
+       "male    0.253836  0.728877  0.040307  4.358447  4.318139  0.177430  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby('label').mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:42:21.559772Z",
+     "start_time": "2022-01-17T10:42:20.987701Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 296
+    },
+    "executionInfo": {
+     "elapsed": 487,
+     "status": "ok",
+     "timestamp": 1623308726124,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "9NFOCGCeuzFr",
+    "outputId": "7fbf8329-8d97-4283-c3de-faa015f197f3"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 10))\n",
+    "\n",
+    "plt.subplot(2,2,1)\n",
+    "sns.countplot(x=df['label'], palette='ocean')\n",
+    "\n",
+    "plt.subplot(2,2,2)\n",
+    "male = df.label[df['label'] == 'male'].count()\n",
+    "female = df.label[df['label'] == 'female'].count()\n",
+    "plt.pie([male, female], labels=['male', 'female'], autopct='%.2f%%', explode=[0.01,0.01], colors=['grey', 'yellow'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:42:34.795786Z",
+     "start_time": "2022-01-17T10:42:34.782530Z"
+    }
+   },
+   "source": [
+    "There is no case of imbalance class, meaning one class doesn't dominate in the dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:53:19.786753Z",
+     "start_time": "2022-01-17T10:53:19.769199Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "male = gen.loc[gen['label']=='male']\n",
+    "female = gen.loc[gen['label']=='female']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:53:29.138546Z",
+     "start_time": "2022-01-17T10:53:29.091146Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>meanfreq</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>median</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>IQR</th>\n",
+       "      <th>skew</th>\n",
+       "      <th>kurt</th>\n",
+       "      <th>sp.ent</th>\n",
+       "      <th>sfm</th>\n",
+       "      <th>...</th>\n",
+       "      <th>centroid</th>\n",
+       "      <th>meanfun</th>\n",
+       "      <th>minfun</th>\n",
+       "      <th>maxfun</th>\n",
+       "      <th>meandom</th>\n",
+       "      <th>mindom</th>\n",
+       "      <th>maxdom</th>\n",
+       "      <th>dfrange</th>\n",
+       "      <th>modindx</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.059781</td>\n",
+       "      <td>0.064241</td>\n",
+       "      <td>0.032027</td>\n",
+       "      <td>0.015071</td>\n",
+       "      <td>0.090193</td>\n",
+       "      <td>0.075122</td>\n",
+       "      <td>12.863462</td>\n",
+       "      <td>274.402905</td>\n",
+       "      <td>0.893369</td>\n",
+       "      <td>0.491918</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.059781</td>\n",
+       "      <td>0.084279</td>\n",
+       "      <td>0.015702</td>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.066009</td>\n",
+       "      <td>0.067310</td>\n",
+       "      <td>0.040229</td>\n",
+       "      <td>0.019414</td>\n",
+       "      <td>0.092666</td>\n",
+       "      <td>0.073252</td>\n",
+       "      <td>22.423285</td>\n",
+       "      <td>634.613855</td>\n",
+       "      <td>0.892193</td>\n",
+       "      <td>0.513724</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.066009</td>\n",
+       "      <td>0.107937</td>\n",
+       "      <td>0.015826</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.009014</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.046875</td>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.077316</td>\n",
+       "      <td>0.083829</td>\n",
+       "      <td>0.036718</td>\n",
+       "      <td>0.008701</td>\n",
+       "      <td>0.131908</td>\n",
+       "      <td>0.123207</td>\n",
+       "      <td>30.757155</td>\n",
+       "      <td>1024.927705</td>\n",
+       "      <td>0.846389</td>\n",
+       "      <td>0.478905</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.077316</td>\n",
+       "      <td>0.098706</td>\n",
+       "      <td>0.015656</td>\n",
+       "      <td>0.271186</td>\n",
+       "      <td>0.007990</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.015625</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.046512</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.151228</td>\n",
+       "      <td>0.072111</td>\n",
+       "      <td>0.158011</td>\n",
+       "      <td>0.096582</td>\n",
+       "      <td>0.207955</td>\n",
+       "      <td>0.111374</td>\n",
+       "      <td>1.232831</td>\n",
+       "      <td>4.177296</td>\n",
+       "      <td>0.963322</td>\n",
+       "      <td>0.727232</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.151228</td>\n",
+       "      <td>0.088965</td>\n",
+       "      <td>0.017798</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.201497</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.562500</td>\n",
+       "      <td>0.554688</td>\n",
+       "      <td>0.247119</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.135120</td>\n",
+       "      <td>0.079146</td>\n",
+       "      <td>0.124656</td>\n",
+       "      <td>0.078720</td>\n",
+       "      <td>0.206045</td>\n",
+       "      <td>0.127325</td>\n",
+       "      <td>1.101174</td>\n",
+       "      <td>4.333713</td>\n",
+       "      <td>0.971955</td>\n",
+       "      <td>0.783568</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.135120</td>\n",
+       "      <td>0.106398</td>\n",
+       "      <td>0.016931</td>\n",
+       "      <td>0.266667</td>\n",
+       "      <td>0.712812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>5.484375</td>\n",
+       "      <td>5.476562</td>\n",
+       "      <td>0.208274</td>\n",
+       "      <td>male</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   meanfreq        sd    median       Q25       Q75       IQR       skew  \\\n",
+       "0  0.059781  0.064241  0.032027  0.015071  0.090193  0.075122  12.863462   \n",
+       "1  0.066009  0.067310  0.040229  0.019414  0.092666  0.073252  22.423285   \n",
+       "2  0.077316  0.083829  0.036718  0.008701  0.131908  0.123207  30.757155   \n",
+       "3  0.151228  0.072111  0.158011  0.096582  0.207955  0.111374   1.232831   \n",
+       "4  0.135120  0.079146  0.124656  0.078720  0.206045  0.127325   1.101174   \n",
+       "\n",
+       "          kurt    sp.ent       sfm  ...  centroid   meanfun    minfun  \\\n",
+       "0   274.402905  0.893369  0.491918  ...  0.059781  0.084279  0.015702   \n",
+       "1   634.613855  0.892193  0.513724  ...  0.066009  0.107937  0.015826   \n",
+       "2  1024.927705  0.846389  0.478905  ...  0.077316  0.098706  0.015656   \n",
+       "3     4.177296  0.963322  0.727232  ...  0.151228  0.088965  0.017798   \n",
+       "4     4.333713  0.971955  0.783568  ...  0.135120  0.106398  0.016931   \n",
+       "\n",
+       "     maxfun   meandom    mindom    maxdom   dfrange   modindx  label  \n",
+       "0  0.275862  0.007812  0.007812  0.007812  0.000000  0.000000   male  \n",
+       "1  0.250000  0.009014  0.007812  0.054688  0.046875  0.052632   male  \n",
+       "2  0.271186  0.007990  0.007812  0.015625  0.007812  0.046512   male  \n",
+       "3  0.250000  0.201497  0.007812  0.562500  0.554688  0.247119   male  \n",
+       "4  0.266667  0.712812  0.007812  5.484375  5.476562  0.208274   male  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "male.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:53:37.352728Z",
+     "start_time": "2022-01-17T10:53:37.310540Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>meanfreq</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>median</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>IQR</th>\n",
+       "      <th>skew</th>\n",
+       "      <th>kurt</th>\n",
+       "      <th>sp.ent</th>\n",
+       "      <th>sfm</th>\n",
+       "      <th>...</th>\n",
+       "      <th>centroid</th>\n",
+       "      <th>meanfun</th>\n",
+       "      <th>minfun</th>\n",
+       "      <th>maxfun</th>\n",
+       "      <th>meandom</th>\n",
+       "      <th>mindom</th>\n",
+       "      <th>maxdom</th>\n",
+       "      <th>dfrange</th>\n",
+       "      <th>modindx</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1584</th>\n",
+       "      <td>0.158108</td>\n",
+       "      <td>0.082782</td>\n",
+       "      <td>0.191191</td>\n",
+       "      <td>0.062350</td>\n",
+       "      <td>0.224552</td>\n",
+       "      <td>0.162202</td>\n",
+       "      <td>2.801344</td>\n",
+       "      <td>19.929617</td>\n",
+       "      <td>0.952161</td>\n",
+       "      <td>0.679223</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.158108</td>\n",
+       "      <td>0.185042</td>\n",
+       "      <td>0.023022</td>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.272964</td>\n",
+       "      <td>0.046875</td>\n",
+       "      <td>0.742188</td>\n",
+       "      <td>0.695312</td>\n",
+       "      <td>0.339888</td>\n",
+       "      <td>female</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1585</th>\n",
+       "      <td>0.182855</td>\n",
+       "      <td>0.067789</td>\n",
+       "      <td>0.200639</td>\n",
+       "      <td>0.175489</td>\n",
+       "      <td>0.226068</td>\n",
+       "      <td>0.050579</td>\n",
+       "      <td>3.001890</td>\n",
+       "      <td>19.865482</td>\n",
+       "      <td>0.910458</td>\n",
+       "      <td>0.506099</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.182855</td>\n",
+       "      <td>0.159590</td>\n",
+       "      <td>0.018713</td>\n",
+       "      <td>0.266667</td>\n",
+       "      <td>0.258970</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.804688</td>\n",
+       "      <td>0.750000</td>\n",
+       "      <td>0.269231</td>\n",
+       "      <td>female</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1586</th>\n",
+       "      <td>0.199807</td>\n",
+       "      <td>0.061974</td>\n",
+       "      <td>0.211358</td>\n",
+       "      <td>0.184422</td>\n",
+       "      <td>0.235687</td>\n",
+       "      <td>0.051265</td>\n",
+       "      <td>2.543841</td>\n",
+       "      <td>14.921964</td>\n",
+       "      <td>0.904432</td>\n",
+       "      <td>0.425289</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.199807</td>\n",
+       "      <td>0.156465</td>\n",
+       "      <td>0.016194</td>\n",
+       "      <td>0.266667</td>\n",
+       "      <td>0.250446</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.898438</td>\n",
+       "      <td>0.843750</td>\n",
+       "      <td>0.329521</td>\n",
+       "      <td>female</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1587</th>\n",
+       "      <td>0.195280</td>\n",
+       "      <td>0.072087</td>\n",
+       "      <td>0.204656</td>\n",
+       "      <td>0.180611</td>\n",
+       "      <td>0.255954</td>\n",
+       "      <td>0.075344</td>\n",
+       "      <td>2.392326</td>\n",
+       "      <td>10.061489</td>\n",
+       "      <td>0.907115</td>\n",
+       "      <td>0.524209</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.195280</td>\n",
+       "      <td>0.182629</td>\n",
+       "      <td>0.024922</td>\n",
+       "      <td>0.275862</td>\n",
+       "      <td>0.269531</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.703125</td>\n",
+       "      <td>0.648438</td>\n",
+       "      <td>0.294717</td>\n",
+       "      <td>female</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1588</th>\n",
+       "      <td>0.208504</td>\n",
+       "      <td>0.057550</td>\n",
+       "      <td>0.220229</td>\n",
+       "      <td>0.190343</td>\n",
+       "      <td>0.249759</td>\n",
+       "      <td>0.059416</td>\n",
+       "      <td>1.707786</td>\n",
+       "      <td>5.670912</td>\n",
+       "      <td>0.879674</td>\n",
+       "      <td>0.343548</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.208504</td>\n",
+       "      <td>0.162043</td>\n",
+       "      <td>0.016807</td>\n",
+       "      <td>0.262295</td>\n",
+       "      <td>0.260789</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.812500</td>\n",
+       "      <td>0.757812</td>\n",
+       "      <td>0.251546</td>\n",
+       "      <td>female</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      meanfreq        sd    median       Q25       Q75       IQR      skew  \\\n",
+       "1584  0.158108  0.082782  0.191191  0.062350  0.224552  0.162202  2.801344   \n",
+       "1585  0.182855  0.067789  0.200639  0.175489  0.226068  0.050579  3.001890   \n",
+       "1586  0.199807  0.061974  0.211358  0.184422  0.235687  0.051265  2.543841   \n",
+       "1587  0.195280  0.072087  0.204656  0.180611  0.255954  0.075344  2.392326   \n",
+       "1588  0.208504  0.057550  0.220229  0.190343  0.249759  0.059416  1.707786   \n",
+       "\n",
+       "           kurt    sp.ent       sfm  ...  centroid   meanfun    minfun  \\\n",
+       "1584  19.929617  0.952161  0.679223  ...  0.158108  0.185042  0.023022   \n",
+       "1585  19.865482  0.910458  0.506099  ...  0.182855  0.159590  0.018713   \n",
+       "1586  14.921964  0.904432  0.425289  ...  0.199807  0.156465  0.016194   \n",
+       "1587  10.061489  0.907115  0.524209  ...  0.195280  0.182629  0.024922   \n",
+       "1588   5.670912  0.879674  0.343548  ...  0.208504  0.162043  0.016807   \n",
+       "\n",
+       "        maxfun   meandom    mindom    maxdom   dfrange   modindx   label  \n",
+       "1584  0.275862  0.272964  0.046875  0.742188  0.695312  0.339888  female  \n",
+       "1585  0.266667  0.258970  0.054688  0.804688  0.750000  0.269231  female  \n",
+       "1586  0.266667  0.250446  0.054688  0.898438  0.843750  0.329521  female  \n",
+       "1587  0.275862  0.269531  0.054688  0.703125  0.648438  0.294717  female  \n",
+       "1588  0.262295  0.260789  0.054688  0.812500  0.757812  0.251546  female  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "female.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T10:55:40.188782Z",
+     "start_time": "2022-01-17T10:55:40.172387Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['meanfreq',\n",
+       " 'sd',\n",
+       " 'median',\n",
+       " 'Q25',\n",
+       " 'Q75',\n",
+       " 'IQR',\n",
+       " 'skew',\n",
+       " 'kurt',\n",
+       " 'sp.ent',\n",
+       " 'sfm',\n",
+       " 'mode',\n",
+       " 'centroid',\n",
+       " 'meanfun',\n",
+       " 'minfun',\n",
+       " 'maxfun',\n",
+       " 'meandom',\n",
+       " 'mindom',\n",
+       " 'maxdom',\n",
+       " 'dfrange',\n",
+       " 'modindx']"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FEATURES = [col for col in df.columns if col not in ['label']]\n",
+    "FEATURES"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T11:31:59.721241Z",
+     "start_time": "2022-01-17T11:31:51.691662Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Male -> green\n",
+      "Female -> Red\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x864 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ncols = 5\n",
+    "nrows = 4\n",
+    "\n",
+    "fig, axes = plt.subplots(nrows, ncols, figsize=(20, 12), facecolor='#EAEAF2')\n",
+    "print(\"Male -> green\\nFemale -> Red\")\n",
+    "for r in range(nrows):\n",
+    "    for c in range(ncols):\n",
+    "        col = FEATURES[r*ncols+c]\n",
+    "        sns.kdeplot(x=male[col], ax=axes[r, c], color='#58D68D')\n",
+    "        sns.kdeplot(x=female[col], ax=axes[r, c], color='#DE3163')\n",
+    "        axes[r, c].set_ylabel('')\n",
+    "        axes[r, c].set_xlabel(col, fontsize=8, fontweight='bold')\n",
+    "        axes[r, c].tick_params(labelsize=5, width=0.5)\n",
+    "        axes[r, c].xaxis.offsetText.set_fontsize(4)\n",
+    "        axes[r, c].yaxis.offsetText.set_fontsize(4)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T11:31:36.140259Z",
+     "start_time": "2022-01-17T11:31:30.973764Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Male -> green\n",
+      "Female -> Red\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x864 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ncols = 5\n",
+    "nrows = 4\n",
+    "\n",
+    "fig, axes = plt.subplots(nrows, ncols, figsize=(20, 12), facecolor='#EAEAF2')\n",
+    "print(\"Male -> green\\nFemale -> Red\")\n",
+    "\n",
+    "for r in range(nrows):\n",
+    "    for c in range(ncols):\n",
+    "        col = FEATURES[r*ncols+c]\n",
+    "        sns.boxplot(x=male[col], ax=axes[r, c], color='#58D68D')\n",
+    "        sns.boxplot(x=female[col], ax=axes[r, c], color='#DE3163')\n",
+    "        axes[r, c].set_ylabel('')\n",
+    "        axes[r, c].set_xlabel(col, fontsize=8, fontweight='bold')\n",
+    "        axes[r, c].tick_params(labelsize=8, width=0.5)\n",
+    "        axes[r, c].xaxis.offsetText.set_fontsize(6)\n",
+    "        axes[r, c].yaxis.offsetText.set_fontsize(6)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T11:30:36.459296Z",
+     "start_time": "2022-01-17T11:30:28.442497Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x864 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ncols = 5\n",
+    "nrows = 4\n",
+    "\n",
+    "fig, axes = plt.subplots(nrows, ncols, figsize=(20, 12), facecolor='#EAEAF2')\n",
+    "\n",
+    "for r in range(nrows):\n",
+    "    for c in range(ncols):\n",
+    "        col = FEATURES[r*ncols+c]\n",
+    "        sns.barplot(x=df.label, y=df[col], ax=axes[r, c], palette='ocean')\n",
+    "        axes[r, c].set_ylabel('')\n",
+    "        axes[r, c].set_xlabel(col, fontsize=10, fontweight='bold')\n",
+    "        axes[r, c].tick_params(labelsize=8, width=0.5)\n",
+    "        axes[r, c].xaxis.offsetText.set_fontsize(6)\n",
+    "        axes[r, c].yaxis.offsetText.set_fontsize(6)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T12:35:00.869493Z",
+     "start_time": "2022-01-17T12:18:32.394998Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIoAAAK4CAYAAAAbcxZpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydZWAUZ9eGr/WNuwtJCBLc3SlQaKGlUGpUqH11N2rU3d0NirVQtLgTNBCFuLvLus73Y5NNlqTytlAqc/1pmZ2dfXayM/M89znnPpKamhYBEREREREREREREREREREREZH/PNLzPQARERERERERERERERERERERkb8HolAkIiIiIiIiIiIiIiIiIiIiIgKIQpGIiIiIiIiIiIiIiIiIiIiISCuiUCQiIiIiIiIiIiIiIiIiIiIiAohCkYiIiIiIiIiIiIiIiIiIiIhIK/LzPYBfIyEhlpiYmPM9DBGR80JhYSFZWUXnexhdIl6bIv9lxGtTROTviXhtioj8Pfm7XpvidSnyX+fXrs2/tVAUExNDUlLS+R6GiMh5YdCgIed7CL+IeG2K/JcRr00Rkb8n4rUpIvL35O96bYrXpch/nV+7NsXSMxERERERERERERERERERERERQBSKRERERERERERERERERERERERaEYUiERERERERERERERERERERERFAFIpERERERERERERERERERERERFoRhSKRfy1ZWVmYzebzPQwREZEOCIJAZmYmNpvtfA9FRESkAxaLhYyMDARBON9DERER6YDRaCQnJ+d8D0NEROQMtFoteXl553sY5wxRKBL5V1JaWsrDDz/MqlWrzvdQREREOnDixAkeeeQR9uzZc76HIiIi0oFNmzaxePFi0tPTz/dQREREOrB06VIefPBBGhoazvdQREREOvDuu+9y//33/2uDn6JQJPKvpKWlBeA/O+F96qnHmD17Bk888YjL9uXLlzJsWH9uv/1m57alS79h5swpzJw5hTVrVv/VQxX5j1FeXg5AQUHBeR6JiIhIR9qiovX19ed5JCIiIh1pa9+u1+vP80hE/m60tLTQ3Nx8vofxn+XIkSMA6HS68zySc4MoFIn8K2lLnf8vptCnpaWg1+vZuHEbZrOF5OQTztdmzJjF6tXrXPafOHEyW7bsZsOGbXz88Qd/8WhF/qtIJJLzPQQREZEOtD0v/62RURGRfyr/xbmsyO/j0Uce4cEHHjjfw/jPU1VVhd5ipaBRe76HclYRhSKRfyVareNC/S8+XI8fP8aECZMAmDBhEidOHHe+FhAQgFwud9k/OrobAHK5HJlMvCWInFv+yyKuiMjfmTZPv4qKivM8EhERka6wWq3newgifyMEQaCsvJzqmhpxTnUeaFtrAny4L4XwNzfR/b0t9P94G0VN/44MI3FVKPKPx2q3U6ExuNwkq6qqgP9mZLSlpRkvLy8AvL29aWpq+l3v++abL5k58+JffD0x8QCvvfYSr732EhqN5mwMVeQ/jJhRJHImJ0+e5IMPPhAnvOeIpIoGluw5xfdpxVjtdpfXBEEgP89hlpudneXyWmJJHdOX7mf45zv57IRYMioicr4QS89EOlJZWen8/5KSkvM4kv8mP/74o+N/ZBI+LrXSbLIAkFHTwuO7fr/1SWGjji25lWha3/93Qv7bu/wyTz31GCkpyQwYMJAXX3zNuf31119m9+6dACxe/BQTJkxi5crveffdNwkJCWXw4KEsWfL8nxu5iAiwr6iWa9YepVxjICHQizULxpAQ5E1mZiYAVVUV2Gw2ZDIZKVVN1OpMTIwJQvkvzpzx9vZxCjkajQYfH5/ffM+JE8fZtWs733674hf3GTt2PGPHjgdgz54dZ2ewIiIiIq28+uqr6PV6/u///g+FQnG+h/OvYn1WOZetPoS9VYPbkFPBqvmjna/n5+dTV9+Iu8LKqVOnaG5uxsfHh1qdiRnL9qOzOIIuSRUnCPZQcWnviD80jmajBaVMiptC9qe/k4jIf402/02R/zbFxbUsXrycAwdScXOT06OHlZ9++on77rvvdx8jM7MMLy83IiMDzt1AzwJVWiMPbk+lqEnHXcPjuap/NADL0or54Fge7goZT4xPYGpcCADp1c18mVyIh0LG7cO7E+ntfk7GtXfvXtauXYOXyoLE2x2LzHXOkln3+wLqbx7K5uEdaQiAr1rB9oUTGB7h/6fGdrSsnhvXH6feYObmIXG8MKXfHz7WHxaKOvqgPPzw/SQnn2Dw4KEALFhwFQ8/vJjm5iauvfZKZxnMnXfey8KF1//hwYqIdEQQBG5Yf4xyjQFwXJR3b0lm3WVDOXLkCAqZHa1W74hSlwt8l1oMQKyvBwcWTSbC2+18Dv+cMXz4CL799msuueQy9u/fw5VXXvOr+1dWVrBkyRMsXboSmUycvIucXeyCgLSL7CExa0TkTNqi5UajURSKfoNvU4pYdaqUbj7uPD4+gSif9slwk9HMvVtT2F1Yw9AwP96bOZh3juY6RSKA1afKeHO63jmJ3rBhA1IJdA82sMHcl0u/3sbNU0aikEmdIlEbG7MrflEoEgQBg9WGu8J1emmx2blxw3GWp5egljsm9o+PTzhLZ+PsIAY/Rf6uCK0ZgHV1ded5JCI//HCY9euP06NHGPfddxE+Pn9MiNi37zTffruXgAAv7r131v8k2Mye/Srp6W0ZRApi5Hp27dqFn18offoMY/DgWORymfNzjh3LY8KEBEaO7IFGY+Cii17hwIFMJBIJd945g/ffv/EPfYdzjV0QSPhgK02tmTaHSuup1hkZEOLLtT8dc+53qLSenLtnojFZGPHFToxWx/XydUoRmXdeiLdKzrtHc1mbWU53f0+endSX6D/4d7NaraxcuZJVq1YhjwrklFs0/pYGwqmjgkDnfrN7hnV674HiWg6X1TM2KpCx0YG0mCw8uSeDtkdzk9HC03tPseWa8X9obAA6s5XRX+52HvPFA5loTBbenTn4Dx3vDwtFXfmgtAlF3brFAKBUqlzKCz777CNWr17BQw895nyviMgfRWu2UtTkmoabUdPME1//wL5eFyIoFMQ35vDm8jWs8h3q3KewScc7R3J4ffrAv3rIfwkDBgxCrVYxe/YM+vbtx5Ahw1i8+CFefvkNtm/fwnvvvU1RUSGLFi3k66+X8cYbr1JbW8OiRQsBWLFiDW5u/04RTeSvw2S1cfvmkyxLKybIQ8Ub0wY6I0HgWnpW1KTDT63ERy2KAyKOqHlb+ey/iTq9icd2pnOsvIEL4oJ5fnI/PJT/+zTsq+RCbtqQ5Pz37qIaMu+80CnI3vlzMstbFxFlLQZqdCbcz8jgkQDb86t5bt9pKjQGQmtMjHOzsc7rAjI9e0Ez7P3pGHcNj+/0+QlB3l2Oa2dBNTdvSKK4Wc+U2GBWzBtJsIcacEzYl6U5xqS32HhidwYXxocyJMzvV79rabOemzYcJ626mWndQ/j4oqF4/oFz9luIwU+RvyuCINDS4uhqVVhcwnepReQ36Likd/hvXj8if55vv93L00+vxmq1MXFiH1asSHS+tnt3Bvv2PcuGDUl89dVuAgO9eeSROfTsGf6rx9y//zRTpjyLvVW9X736MNnZ76BWK39zPElJmR1EIgfpFW4MUhpZtGgNgrCWyEg/du5cwpo1R3jiiZXO/T755Baam/UcOOCouhAEgQ8+2MrCheMZObLH7z4nv4XVauPnn08CMGvWEKdo9b+y5nSZUyRq44X9mVw7oJvLNpPNzvb8KnLrtU6RCKBSa2RjTgU1OhMPbk8F4EBJHUfL6jl1xwyXeajWbOWlA5kcr2hgUrdgHh7by1l98m1KES8dzERnMNG9+jTe2YeR9QpnndcFzvdPUGfR3VxNmi6M4JZKelRaMRrjUasdz8A3D2Xz0I405/7vzBjEvD4RLuMFqNYaf/F8WGx2BHCpilmWVsznJwvwVSt5cnwCy9KKODMM+9HxvL9eKGppaSY2NhZw+KBkZ2d22uf111/muusWATBz5kUsWHAVDQ0NLFhwKTt27OsyeyEx8QCJiQcARB+Uvzm59Rq25lWREOTNBa0pf38lXioFY6MCSCxtb+Xb10PCB1Vu2D08ATgZMpymynTwdX1vjd70F470r6djNBTg5ZffAGD69JlMnz7T5bU333z3LxuXyH+H94/l8XVKEQAVGiPXrzvGpJgg5+uCINBgMHPJykQOltShlkt5YXI/HhzT6zyNWOTvQmVlJRERf6y06e/MxcsPcrS8AYD0mmZKm/X8sGDM/3yclRmlLv/OqddysrKRYeGOdPUd+dUurx8uq2f9FWPYX1yLpXVhcnX/aO78+aRzkloaGE++tIEsD9fFwsaccp6e0IdXErMw2+zMjA/l9mHdqdWZWLwrnaSKBibHBPP0xD5cveYota3P1t2FNTy6M52vLxkOQGpVU6fvkVbd/JsL3XFf7aakxZE1vCythFqdia0LJ/ye0/Q/IQY/Rf6ulJeXozc4Fo/vVkjIX+doUPLigUw2XDWWWT06Zy6InB2OHMnhhhs+cv67o0gEsH9/Jl9/vYcbb/zYuW3TphPk57+PR6tI3tKi5/HHV5CYmM3o0T156aWr+OabvU6RCKCkpI5duzK46KIh2O12VqxIJCkpn8mT+zFnzjAEQSAvL4+tW7eza+cuFHIZFmv7vcjDXWBvhgeC4NhWVtbIVVe9QE6O6zr65ZfXceGFnYPkBQXVZ00o0umMBAffjF7vaI7g7q6itvYL3N1V//Ox9hXVdNpWbzAT5+fRaXvvQG9qdJ3Xdj4qBR8n5btsy6zTcLq2hb7B7dYcN6w7xprMcgB2FtRQpTXy/qzBJFc2smj9caf4Uu7Vg2dHHGG1PAHM7cc8YOzJ0uDPeVpyKblufbk7pY61O+5m0dzZTJ8+nZcOunr/vXwwk3tH9WBKbDC7C9u/54Xxody3NQWA24bF0TvQEZh5bt9pXkvMwiYI3DU8ntemDWBLXpVLZtWewhrCPDqfZ+ufSOD/w0LRb/mgbN68kcbGBubNWwCAj48vAIGBgXTvHk9tbQ2hoZ1vbqIPyj+DDVnlzO3gd3BN/2imxYVQ2qLnsoRI+vxCxPGPkl7dzOJd6RQ16VjQN4onJyQglUhYNX80D2xP4URFI70UZiqO7cYe4zrxDgiQUGnSYlA5xCMJcN0ZavSvIQgCAnRZPvO/UKc3ceP642zJq6J/sA+fzx7G0HAxGiTy7+RIWb3Lvy12gZOVTdgBe+u19HpiNgdLHKn0RqudR3amMb9PJN18O08C/i2I5S2dyc2tRKWSdPh3LsOGDTuPIzr7GK02p0jUxtqscr48WcjuohqGhPpy14h4VF1EXs98BkWdUTYtk0jQW2y8lphFjK8HA0J82NVh4hnv78nsXuGk3z6Dn3Mr6RnghUIm4fszotK16mAUggWzpH2iaWpuYPHoC7hvVA/0FpuzZHvuqkPsKHAIUqnVzZRrDE6RqI0TFY3O/58RH8pHHSbrCqmEyR2E444UNup4+0gOFRqDUyRqY2dB54XD2UAMfor8XUlKcmQPevgryFe2l7bYBIF3juR2KRQVNGoxWGwuC2GR/53HH/9l304AhULGtm2pLtuqq5vZvTuD2bMdz7BbbvmU1asPA5CSUkRNTTNxXQTXAwMdWbT33fcN77+/FYB33vmZhQsHYDYVs2VrIxqNlKgAO/cPruLjlFA0Fjn+XlYGxhrIr/R1OV5hQQ1GowTHqseBzWZn3rxRfPrpTuc2Ly83xo3rTVlZvUv5m05npKqqie7dQ53bNm06wRdf7MLX14NHH72EhIRIAJqadCxbdgC93sTGjUlOkQhArzcxd+5rbNv21K+ey67YnF3Z5fYle08xqVsQe4trkUslzEuIJLmykfHRgcT5eVDQ6Og4NqFbIDN7hLL6dCmHOiQVqOVSwr3an6Nmm52fsspdPmNlRgmXe2pYsvUYgsp1zVjtGY6HyfV5p8DOkoZLKbA5/rbNHoGclPbB+vnnrFjxPcY+8+j4t7AL8HNuJT38PHBXhKGUSRkfHciSvadoMTm6G36dUkjG7TMoaNSxZO8p53vfOJzD2OhANue4nh+N2YpgP7tNnP6wUPRrPiinTmXw1Vefs3z5D85tGk0LXl7eGAwGCgryCQgI7OqwIv8Qbt10wsXv4Pv0Euek8/n9mey8dgLju3U9CfxfMdvsXPj9fio0jojKkr2n8FDIeHBML8w2O25SULTUUZGbxGC3MlJwFYpmhuRzSXkiX1aNR+kXwNNzJjpNz36Lj47n8fSeU+gsVm4b2p03Zwx0TtatdjspVU3E+noQ8DuU8nu2JLOx9aJOrmpi7qpEiu676E8LUCIif0cmdAtyRmfA8WA+UFzLu+kWzIOuwtpixb3e1ZjTLjiyI/6tQpFY3uJKfb2Giy56haNHc1EopHTvLic+3kriwQNceeWV/6rOeAZz57bWdgFu3uhYBC5PLyGluomlc0e67PPx8Xye3puB1mzl/4Z2560ZA3lyQh/2FNVS2KRDKoHrB3bjgu/2ObOFLogLZkCID2nVzUT7uHNxjzA+SSrgqv5R3D+6JwBJp7KQ2W3YpO3iRoSxkm6GUvYFjEVAilywEpV3iCnP1NAQnkD3QG9entqfHv5eTpGojT2FNcT4uruUg0+ODeLRHWl8nJSPl0rOVf2iSK5qwkspZ8nEvnTz9WBpajFrMsvo7ufJo+N64aGQM/ar3VT+Qvq97Rx5m4nBT5G/gr1FNewsqGFImC9ze0f85j2uoEHL84fz0UQPIcGS3+l1udT1/YIgsGj9cb5t9eScFBPE5qvHdfIM+zMYLDbUcum/6v78S7SVaP0Sjz8+F+sZpUOAi+CyoUOZMMD69UkUFX3I6tWHKS6uBWD+/FEMGRJLdXUtn37qep/48ccU3BV2NBrH37C0XskRlRfrLj7N4kMxnKz1IinXnXgfA3nN7eLHLfHl5Bg8WH+63Rg5JLiRVat+ZObM3jQ2WgkP96dPn0j69n0QjcbAmDG9WLfuYbZtS+GOO75EozHQr18UmzY9Rl5eFXPmvOb0l9y06SQFBe8jl8sYMeJxcnO7FnUAdu7M+NXz+Et4KrpuPNRotCCXSSh/4GLePZLDa4dyWHWqFKkEvrlkhCMQklZCanUTc1Yk8sConhwpayCvQYtKJuX+UT1pMVnwc3OU+imkEsI83ZyetwD2xmpef/0L1EEB0M1VKOqtrKSPsoIUUxRmHJYJN3rv55OWKS77NXv4c/+kfNbnRRNRlkZueHs215hIfy5aftD572sHdMMu4BSJwPH/ju/V+VpLqmgk3t+z03Z/tQKt1txp+x/lD985fs0H5dlnn6SuroYrrpiLt7c33323kk8++ZDdu3ciCHbuued+0ajyH051F+l9bZhtdt47ltdJKOrK1NZotbH6VCk1OhPz+0QS08UCMaWqySkStbE5t5K7R8Qz+tOtVJvsgBvEjeeGgO950r6R1+pnYJHImeORyjVeR1Am2BhQUcM3KbF88c5xzDOncuUVC1Cr1WzNq2JZWjGhnmruH9XTGTHNqGnmzp+TnZ/5ztFchoT5ce3AbmTVtTBj2QFKmvWoZFLemzmYW4fGOb/ni/szWZFRQpSPOy9P7c+QMD9WnXItFyhtMVCtNRLmJfoBifxz0Fus/Hi6jBaTlcv7RBLiqe5yvzuGd6eoSce3qcWEeKi4dkA3Ht/dOlmQydmuk3PXGb/9ADclY6K6NnQ0WGz8cLqUJqOFy/tE/iOvm79TeUtLi54vvthNaWkdV1wxhlGjep61Y/9eXnttPUeP5gJgsdjJzpIzJqqF4pJSTpw48a/KKpL/jk6bK9JL+eziYc6OYKdrW7ij1ecB4N2juQwO9WVen0ien9yXKq2ReQmR3LstxSkSgSPrJueuC7HYBaZ8u5d3Ws/xG4ezOXLDBLZtWM8nW/bS1zeAxpBuNODFWHUuKR5xaOTeXOyeymS3LMao8/lMNoKv7N2gUU92o57kyiYK753VSRTqHeTNBzMHc/eWZLLqNMzuGUb/IB9u2XQCcEQ6V2aUknnnhfRqjZx/fqKAW1tfB4fX0tMT+vyiSHQuEYOfIn+Gb1KK2J5fxYAQX+4ZGd+lMPNJUj63b26/nu8b2YO3Lxz0i8es1hoZ8sk2mt2jwR2K7T3prisg38Mx11TKpDx0Rqn2rsIap0gEsLeolq+Si7hrRGevsf+Vaq2Rq9ceZXdhDbG+HnwxZxjuChl5DVqmdw9x+pH9m+hKBAL48ccH2b07nW3bUunZM4zevcPJyqoAYNq0Acyd+wa1tS3ccMNEevQIc/EU6tkzjIgIf7Ky3mbVqr18/vkOfvrpKB4eV9O9uwW7XU7HzJNghZkSjeu5Tav3YMnRbhyrdlRvlNQqGRSo4ZpeNRS2qAlSm/nudAg6q4wZ0Q1E+5gIDrSxLjeAL790lEBJpQLTprrz8svHsdkcz49Dh7J5+ulVLFt2AG3rfTgjo5QnnliBm5vSpQlJfb2GHTvSsFhsvyoSAS5ldv8LtYZfXmtWaIwEuCn54Hi7gGoX4LVDWUyJCWZT65hKWwwUNenIunMGh8sauG9rMi8fzOKVg1ncPqw7H140hKamJq4NtPBGiw2rRIbCaiLCXsmhYXPxl+uZrUxml6EPNqSMVefwVP1cmgUP+irKCKwqItxUxaPdjnHMFMdJU4xzPCNUBbxsW8DO0L4osDLMchpTkwn3xjr2GkeAuj0g8X16MSMjOleZ+KmVDA7zRQIu3kNTYoMJ9lCxMaeCxNJ6ZBIJ94/qwYdHcv7Quf4l/pTE/Es+KKtXr+u078MPL+bhhxf/mY8T+QfRMcixMbuCu7ckU9Zi4PK+kXwxexgeSjmCIDBt6X5n6ckze0+ReOMUBob6klLVxJK9p6jUGLisdwQqmRSTrf2GHSazsnDxc1R7urb826wfyHP+6zic64mPVcObI9vV2mKfOLb2m49eUHEkW8tPdz7AiBkX82SmzrnPT1nlZN15IQqZlGNnlAkAHC2v59qB3XhidwYlzY5Jsslm54FtKVzVLwovlYL3j+bxdGuKYGadhuTKJkruv4iu7pPJFQ2E9fr3eXGI/Dux2OyM+2oPya1+I8/sPcXxWy4gtot6cblUylszBvHWjEGAw8jvTHzVSt6ZMYilacWEeal5blJfPJRybHaBPUU12AWBqbEhCAiM/3oPJyobnZ977JYLuoym/J35u5S3CILAtGkvcOxYHgDvvbeFrVufYNq0AWRnV5CXV8WECQl4nWMxLje3ynVcSGjUyRFMdp5++n1WrHgfH5+zW8Z8vlD+DqHIR60gq66FvUW1DAz1pbhJ12mf3UU1PLkng7LWkqyNOZV4dWHuLACbcipcgjoFjToufeIVspXB1PecDkBPeRV7Ql7lwooHaGgtz96oH0yMop658mSylbHQQbep1BpZue8Yn140lGt+Okqd3ky0jzvvXTiIDdkVnKxsxGoX8FIpOFHV2HFICDj8ktqEomXpxS6vp1Q1oTW7GpeeybnKYRCDn7/OyZMnKSsrY86cOed7KH87XjmYxeJd6QCsyCjlWHkDa6/o7D329hkLuI+T8nlpan+nMHwmqzOKaba0z3vNUiXjfQrxzyyi15iJPH3FhfQIcDX9L+rintFxm65VsG02WVjQN5JIb3fMNjtfJReSUdPMzPgwLmrt1rQxu4IteVX0C/bmpsGxPLozzemlUtikY/aKg+hbOyJ6KGTsvG4io/7mrdbPFomJWXz00XYAjhzJZeLEPnz99R1YrTamTHkOS+t5+eij7dx33yzq6jRUVjbi7+9BTIwb06ffg7tbDUXFRlJTHVktNhtkZSmY37uOH7McwrNUIvDg4HK+PB1CWl37fGdUaAu7S31dxpRa58lPF2dR2KJi6tr+CK13y20l/rwxroAhflpeLIt07m+3Szid3ITN5loRsWnTQadI1EZWVgVz5nQO3ERFBVLUhY/Q2aLa0DkTt41r+kdjFxzz0o6YrHa2n5HxmlmnoVxjZH9xLScqmwDH8+ijpHwMR7ZypKqFCr8YwgUd09SpRPqZeVYzD4AGqxdF1kB2hb+Gt9TI+PLFaAWHcHfKEkkfpYYEXQ6fNk+kj6IcGQJ5lmBGqvNJUFTydvMMACzISVL0YWP/t5E1arhF259m2oUiGQJjfCQMDfNzznWHhPnSN8ibtZnlXDugG4fL6rHaBe4eEc9riVlsy69GLpVw8+BYnp/Sj89PFGA4y0m3Z791hMh/HrVcyn0jHdHpZqOFq9YccbbXXZlRSpyvBy9O7U9iab1TJALQWWx8eDyPt2cMYtrSfdS11rger2hk0aAYfjxdhsZsJRwDmdv3EUYTEo++CB2i71IEJlU8iinQMWkLavTiMb8tmAQZTzVcil5w3BANKk9SA+NISswA/1jn+wsadRwoqWNKbDDjogORSnAReCa0ZkkVNro+jHUWG7V6E14qBT/nuSrrtXoTSRWuE+Y2Tte2MEsUikT+IWzNq3KKROAwFfzsRAFLJvVhZ0E1vmol46K7jqxPignutG1ybDBTYoO5d1S7iaLRamPSN3udfi6DQ315ckKC88EJjrTjT5LyeeMf1rnwfJe32O12vv56D7t3n3KKRI7tAp9+uoNDh7J55hlH1oS/vye7dj3NoEExCIJAWVk9YWF+v6t7icViRfE7Sh0uvXQ4P3UwYnRT2jmZ50ZxjRIw0KPHnaSnv0dIiB+NjVoqKhrp0yfyV0sempp0vPHGRrKyypk9eyjXXz/J5fXi4lqkUglRUb8/AyQ3t5KqqiZGj+75h7u3nNnZpI22IIhUAvMSIhj2+U7nM+fWIXGdnkFak9UpEgHsK67llan92ZZf5cwqmtMz7BdF1Ba5jHrv9t9QjiWUj5sn0WB33f+I0ZG10ENRTaKx/fqU2q28vHIDpRH9kciV3D40jvdnDeFIWb0zQAKO7Ke7hnd3OaYEiPRW897RXGJ8PQjzdBUi5VIJM+JDuaJvVKcM3DbOTeGZAzH4+cssWbIE4F8tFB0urSerroVp3UPwVin4ObeSADcVU+OCf9Ui4OuUQpd/r8sqp9FgJq9BS3GznmlxIfioFcilrmKxVCLhSFk936UV462Uc++oHsT5tV+Hp04mAa5dsHw8bMjDAzh0Ope8omJ6BPTjeHkDD2xPpaBRy4XdQ/FQyJxzbqkE5vdxiAMWm51xX+8hpfUZ/ty+0xy/ZSpP7z3lNMj/8Hg+n1w0BLuASzbjvuJaTtW4loq3iUTgmAO/dCCTDVeN+7VT/K+h43MLHC3oe/YM5+DBLKdI1EZi4kkWXO5Oalo1x47Z+flnR4anWmFnaLiRM//Gw/w1XHdxNen1HrjLbewv96G7jxGFRCCnyY0xYRqeH1VMo1HO0er2QMrAQMe6JLnW0ykStXGixpMBgZ1FxO4qAyY3CTWG9jGE+zTS2KhEp2v/vYaHSwgIEOjbN5JTp8oAmDdvJGvXHsXLy42EhAgyM8s7Hf9ccWmvcA6V1mEXBG4cHMunJwqcr907sgcHSurIqmsPmgV7qAjzVFPYqO10rP1agfxIR2Z3MwFskvkwzu4q6lqRkWLuRm9FpVMkaqNOGcCqsLk0NjmygVQSCz+Fvk+CsorF9fM6fV6BNYRufjKudzvOa02zsOKYUwTXFTDpq0Ysak9G+6m4f+Ig/H28GP/NHqytz/bx0YHsXzSZtw/nsK21aYXVLvBFciH/NyyOD47ndfq8P4soFJ0jmpub2bVrF7Nnz/7XR5raGBXuy8Awf9JrmnlsVxr3jOhBqKfa+cBq40xDz44IAhwqrXeKRG3UaQ284FvNpycKyYwcQkX3iWRLTMxxT2ajbhB2pMTKa6mze2AS2s/3ly0TuM17LxZkNNldsx6k3u4M8iikQoh12X6yopE7fz6J3mJjQZ8ojlU0oDVbmZcQwY78arbmVTEmKsBlwTwk1Jdj5Q3sKqih+xnZFUqZlLyGrqP8JuvZNR0TETmXdOUP0mwyk/DhVmcZypxe4ay/cmyn/YaG+/HVnGEs3nKcFq2WOUEypsQG8+ahbN48nINcKuHx8Ql4KOQu94jkqib2FNZ2Op79HHmVnEvOd3lL7973dcriaUMmk/LCC2ud/25o0PLccz/y0ktXMXfuG2RllRMW5sfSpXcxdWr/Lo9RUlLHtde+z/79mfTvH823397J4MGxXe4L0KuXmgEDrFSXQn8vDXY/ObtT2yPktbUmrrt2CRddPINHH12O0WihT59Itmx5HJ3OyOLFyykqquXyy0ezePGlSKVSLr30dfbtOw3AmjVHaWrSc++9s7BYrFx99Xv8+OMRJBIJCxeO55tv7kAq/fVMnwUL3uKHH44A4OfnQXr6m0RE+P/qe7oiv665y+3pt08no6aFwWG+XLoy0UUU+ja1iM9nD+PFA5loTFbuGN6dFlPnjJs4Pw9SbpvOuqxycus1bMiuwPOln7ggSIG7zYRe5giQhNDAvNhcMhpdM3Hl2PGUGF0mwAmKCpZrRuIhMdJfWUq6OQpPiZFrfQ7ysbS1JbBN4OMTBXSX6JEHdPb9c1fIeHRsLz5OysdbpeDaAd24eHmiMzv4oh6hhHmqqdQakQBLJvZhWVoJWXUtjI70p7e/O1+nlf0vp1lE5A/xyI40Xm/NelXKpHgoZDQaHdfazPhQNl897hcF6iB3FTn17QtQT6Wcx3am8dlJh4Dkp1awf9FkFo/rzXU/HXOKnVf3j2L6sv3OReCqU6Xk3D2TnHoNr20/xsm0bEKDQqmSOwKUfuZGvm0ZS5OHB3jAnA3pJPr7M2dNkjNz8KuUIm4aHEuzyUKTwYyvWsmHx/Oob51Tp3SYtzabLLxzJJdVZ3RR/CipsxfSD6fKuGlwLKdqWzq91kZHb5V/O927h1BU1D4vCQ72QSoVkMlakMkkzlIuAKO+BKFUQzejwF59+zPcaJHihes5k0kERoVq6OZtwiZIuPzn3lgFxzMqQG0h8fJUjlV78dSRbgS5Wejrr+NUgweB3lbCPMws3NaTESEapBIBu9D+ex0QqENrkTE6tIXDVd7Oz1rUp5ogNwtvnIykXKsk1sdIS72MYX5GtN5yqgxK/P1sbN+ex8aN+UgkAiNHejJkSDxffpmE2exYw/TsGcbnn9+KwWDhnnu+Pvsn/AzWZTvK/DbnVrGwfzQr5o3kYEkdOfUaPjmRz7AwP4aF+5FU0Ui4l5pZsYHM/ehHavJOg39f53E8MRAUIiW/Q4Vbtc0Hf5mrqCbBTnd5Nd5SPVHyekqt7ZlzvpZmcjzbgykmQcFK7Uie9V/PZLdMVmrbfQfVEjPfa0ZyzOQIovRXlrLA4xgxinpulVyPoTWZ4XCzgOajz5BEJ2DtEMQ5UFLHiYpGsus7rymz6zS4/0J24p9BFIrOEWvXrmXt2rWEhYUxevTo8z2cv4ScumZOVDU7o5oHiuvYed0EfFQKmjtMboeG+fHW4RwEQWBEhB/Hyh2ZAu4KGZf3jSTCS90pipp3dB/2ouMUDZ6PIHHcNPWCiiJLIPsjXqHG5sUAZRnzq+5wGZMVGSZBQaBMw2BlMcnmdkOy6e4ZTHM7RXJdDyptDiU4vKGIR3YKTjW+pFnP+ivHMjjUlz4fbUPbakiqkklYPK43h0rr6RngydHyBq5acxSAIHcloyP9OVzWgLdKzk2DY1m03tXMro1dBZU8Malfl6+JiPzdmBkfSp8gb063Tha9VY5a+o5eJRuyK9hfXItUIuH7Vu+vO0fEE+iuYtHgWCpTDrNl636mxo5lR341D+1Ic7739s0nuX9U5xatoZ5qpzkvgJdS7vQE+ydxPstbtm9P/UWRyMfHnYULxzs7s7RRU9PMPfd8TVZrN5DKykZuvPFjCgs/QCqVsm/faXbvzmDo0Dhmzx7KXXd9yf79jnK69PQSrrnmPU6ffhuTycKSJavZsiWF/v2jePnlqzl5MpEvvvgSL8GOt5uFeG8juXTOgsnOKWXXA99ia9XUT58uY8mS1ezalU5paxeT1NRi1GoFl18+2ikStfHdd/u4995Z/PDDEX780SH4CILA0qX7mT9/lDOdXqMx8MwzP3DoUDbjxvVmyZLLyc4ud4pEAI2NOi677HWOHn35fz39FDZ2vcAqadZzSe9wpBKJi88QOMTQBX2jmBQTxHP7TnOgpI7x0YGo5VJnhlI3H3dm9gjFU6nAZhcY8Ml25/s3VtoYXZdEQoiWWD8dczxTsApS3mueTmNr4ESJhanup+mrLOep6jloZR5Mdc/kuCmW77SO7AB3iYmlwZ8xVFXMKu3wTt/h4407GeNlQ+I50CXj54K4UKZ1D+GVCwYAcOnKRJcS8s25VZy+YzpVWhOxfh7sKazhxg7Gr4fLfjmoJCJytmgwmHmjQ2m02WbH3OF3uiWvioMldRwsqePzk4X4qhW8MKWfs9vYC1P6cfHyg+gsNiTAA6N78lyH+1Cj0cIrB7P4+KIhLB7Xm+TKJq4ZEM3R8ganSAQO788PjuXyzN7TjntBWH/CpI184v8Nm0+FoJF5sDdwgnN/q1TObV+to1ru6geaVdfC/kWTGfDxdna2lootSyvh8XG9O313mVSC8gxrB0+lvFOJp0ou5bnJfbEKAptyKugT5E1uvdbFT2x2z87ZrmeLv1u3UHd3FZGRAZSV1ePursDPTyAg4EYkEggNsaFpkmA0SRgUokPRYCfnpIQBAfpOx+npa2BQUCnLsoJRyewMDtKyviCAOXH1rCsIcIpEAPVGBR+nh/FxerhzW7Cbmdtm1bFqvy9bih0BjMRKHy7rXsvhSh+0FilTopp4NSmSJrMCN5mNhb2qcZPbOdXgzs27etDdx8hLo4uo0iu5Y2+7l1Wg2sL++Wncujsek8mR/SkIElJPaqiuPIHZ3C4h5ORU4ufnjkr114uFK0+V8u3cEXxxstDZ7TOjpoUbB8Xw/cy+zP52N1+kGQEJ+PXhUhKpVwXiKzNwm88eVmuHc8TU/r0VWFnkdQCN3Y012qF4Sk0MUxUyr/ouTIKCkao8YuV1lFj9meGeQXWV1kUoArAJUh6tn0+RJZBZ7qmUWALwlhkYpirkvebpzv3SzVFc43kEOxKnSNSGEOJHS301+LnOi1RyKZf0CnfJonJXyAjzcuOmwbE8tecUZxNRKDpH1NW1tnw2/vWmjOcLm02gQzk1Ag5TzbVXjOG+rSmOCXGvcJamFVGpdci3YZ4q3p85iFqdiU25lcxYdgBPpZxLe0WwObcSk82Or7aWIbpkbphSxM/NrhdSrc2LFruapZoxGAQlI1QFpHQQg8aoc7m19nrSzFH0V5ZykXsKFVY/BqpK2anvw6ctk/GXaHnAZxtj5Fks1fRjPTEun7G7sIbCRp1TJAIw2QQ8FHL23jCJDdkVfH6yPfW4Vm/m/4aGsPaKsfioFNy7NZlfQvgHZkWI/HdRyWUcvmkK36eV0GKycFX/aF45mNVpv92FNTy//7RT7F19uoyTt17AZasP8XOJAvpcRHWdlcsKqzu910MhdxGXPZVyru4fzT0j41meXkKT0cKV/aL+sZ3Rzld5y9Kl+7rc/s03d3DRRUMIDPRmzJheHOqwYLrhhkk8/fRql/1LSurQaIysWHGQ22//osNY53D0qGvac2ZmORqNgSVLVvP225sBSEsrZt++kwwaVE9Dro1D2Y5J0MEKHyIDzbgp7RjMjsmxXGJnXngtbxWHuxw3NbXYKRK1sXHjCW6+eSpqtQKjsT0wERrqC9Cl2WbHbTff/IlTKDtyJJeqqiY8uzBqP3GisNO234O3qmuRb0V6KRevOIi3SsHM+FCnCAtwy5A41HIpU7/b5xRjdxfW8NykvjSbLOgtVg4U1+H18jomxQQxxKtzxkN8d3gqYBcAR42xLNOMZriqADepBbXEQrnVj6uqb0OGQH9dOmMbjzJyhIRra251HkMvqNim78c4tzyGqYo7fcbQ4BqONwUTbszH4B+Bp48PCwfG8taRHG7bfIJLeoXz8tT+WOydy++sAgR5qAj1VDvNR0X+vuj1Bvbvz8ZstjJjxkBUv/C7PhOTycK6dcdpbNQyb94ogoL+Pt5jFRrDb5Y0bsypdGYcAcxddYjCe2fRYDCzPL2EOb3CGRLmx2UJEbSYrDx7hmBdbzAx/us9pLYGO/aX1LJoUEynzzlQUOUiGFfa/UAiobuhiGz37p32N1QWo4wKwEy7oDA41I/j5Q2dsn9Sq5sY1OoBCuCjUnD3iHj81Eqe2+8Yr1Im5ekJfZBIYPaKRKdg9tjY3gS4q/BVKXCTy7Da7Z1M51/Yn8mDZ5hrnw3+jt1CN248wVNPDeNQYjV19WZSUy20OaiVV8hZM+s0NkHCFVt6OwPP+8p86OGrJ7fJHXBkCF3Rs45wDzOLEqqZvbEPP+Y5RL9PMkK5PL6u0+em17nOe2oMSjJLVTRqXZfzlToVhxakAnDZ5gSazI7r1GCTsb3EjymRTRyqdJS+ZzW6c8feeIYGu2ap1BkVHKvypEzjuu4yWqSMVtdRhKudwDvvvIFcHv37TuBZJNRTjclqd4pEbfyQVkjJivfJSZjdvlEioUEdyHchXwJgFaRMVmdy3BjLaUsEbhIzM9wzWNIwl1hFHQcjXqLB5sHMqgedhzhqiudxv01c6JbOat1wKtShhBqrqFKHAhAg1XDY2J0Ca/v5Wey7iVt99vN1S+ds+xqbF1PcM1FgxdJBlpkemE+f0FLuqovCJHGUBkZbm3l483GqzQLzEyKo0BjxVMlpMpqZ+l3Xc7w/iygUnSPaBACT6Zcd2/9tmLqootKardy4/jiVWiPX9I+mf7AP36W1TzQrtSYEAZpNVk62GoxpzVY25lRwvTaVLTp3KgNjWe55BTprMtPdTrHN0F72cKF7OldU3Y5GcKjdUuw87beO9cXd8bc0UhsaQ4YlCqA1dd7E2rAPuanmBvKtjlT5BsGTpdrR3B6xB1UPWF811eU7DA3zQyHrPAEP8XTcPM22zpNfk82OwWKjSmukm88vL2ibjf+dVF2RfwfeKgW3d/AeuX5gNz4/WeCMjEZ6u3GqttklI/B0bQuvJWbzc4eMllyz3MXjoI3p3UO4ZkA0Hx/Pxy7AbcPinGbZ/zes80RZ5PdxprDSxgsvrOXEiQJefXUhmzY9yttvbyYpqQAfH3c8PFRceOFAvv56r3P/MWN64ePjzhtvbHQ5zvvvb+Gii4awpjWzEmDw4Fi8vNzYuPGEy75lZXruGVzLB+WuE82yOiVXTWxEUW1Gb5VyZc86BgVqWZ0R4DJZnTt3GKdPl2HqkKmakBBBSUkdd989kzff3IjdLuDn58GAAd24++6v6NkzFKlU4uy+olDImDAhgfp6DQEBXqxd6+o5sWbNUeLjO5dT2bq43/8e8rpIFQf4stXfxGg18V1qMd/PHcH2gmrqDWYSgrw4WFznkrEHDkPon68ZT7+PtjkXg3uLaklrqQSvUOhQIjNS7Yg6njaHsbD6VqcfgqfEyL0+O1jVmhZvBZJ9BhGvL0JKZwHXIsh4oeFiCqxBzHE/yVFTd8yCnAnqbH7QT0IIcCxUg7SVDEr5kc8NV1NrdWx7+0gubnIZ94zowba8amcJ6+jIAKZ9t49qnYkANyUXxof+oXMr8tdgs8GkSc9y/LjjN9W7dwSHD7+A72+I9jabnUmTnuHIEYc3y5NPruLYsZeIi+t8fZ0Ptv6GQBnv70n1GaKI2WZnXVY5j+1MR9MaRFybWc7snuEMCvV1lr20MSzMnxfy2psX6Cw2jFY7vQK8nGUkM2MDqUw9Ct6uzzmbIOGYz2DsSOmnKCPD4vAc6qGo4raggyzL05DbcwLNdhnjowMZE+WPqoumB6GebqyaP5qVGaWOhWVcMEvTiqnRmfjs4qHIpRKmxoVwqLSONw7l0DvQi/HRgdw4OJYhYX48vSfD2UGxtINPWhtNXZTFng3ORbfQ/7UBRFcc2n+QKYH1pFUqScU1qyu93oMSjcrFK8hgk3F97xrUcjvZjW7sKvVh/I8DmBzZxJzYenJaBSQAg1WG2Sahu4+B/NaW99OiGunuY+Rgpau3ob+XrVOpWaRn+9qzTOvqgVRrUHCixjVLpUqvxFvZeT4W6WVmZkwjH6e3Z4sND2nh0rh6tpX40WB0CFD9AnVEmE1ktxRxpufSuaDNh0stl3LX8Hhy6zWdOnEqmqvpF1jHzjPe6yZxlGEWWAK5tvoWKmx+KLByj/d23KVmXmm62LGjAY4bY7nR+0Cnz081RfFB8xRa7O7gC242PW8ErMSOlHhFNZdV3e2y/xZ9f2712c9091O80XSh0y9XiYU4RS3ftIxlnmcSO/R9abK7M1JVwArNSKrsM4hR1HKxewqKpmY+sV/I1hLHfSW5qok3pw8kxEPFwjM8s84molB0jrBYHDfM6urOE66zTUZGCVarnUFdRCf+SozATYNj+DqlCLvgSEP9NCkfc+vE/OuUoi5TU2VSCZl1rpEPi13gcK2R8m4DnNvW6Ybyiv9qeiqqOWSKZ5w6hzBZk1MkArAjpdzqz+SGgwjAuwETXI6bYnao3bkW1wlKrc2bfEsgKeYoLnU/wQ59Xwx2BZHGWtacKsZDpWJ4uB/HK9qd6H/KKmfxrnRGRwYQ5+tBQWtnCS+lnNJmHXHv/QzA4FAfBof6ungataH4HZ1wRET+zoyMDODAosl8nVyEr1rB3SPjeXF/525eWktnUTTATclTExJ4+0guMomjnHN8q2H8uzMHn/Ox/5fo2J63I3l5Vbz//lakUinvvHMDkyf35ZVX1mGx2Fi5MpGLLx7CHXdMZ+fOdCIjA5g4MYH09BJkZ9y72t5vs9nZtSuD3r3DGTYsjvfe+5m4uGDy8tpFQl+VlUv9avjRw5cSbXvWjlphJ9DHxgOxjrGuzQ/greQIevro6e5toMDgjlughAP7t3H11SP54YcktFojQ4bEkpFRyoABDwEwa9Yg7rxzJl9+uZtXXlnnPP6dd84gK6sCmUyKh4eSMWOewm63c+21E4iLCyYnp33BGB8fSm5uxZ8+7234q3978iwAJyub+C61uLVrWSXjogM6lWLH+HqgMVk6ZQyYPX141X8VH2imobcrGaXOp9rmQ6nFj826gU6RCEArqNlr7Bz9r1f4MUp9mCGqImebXy+JgTRzJJmW9sYLj/tt4hbv/SyqvhGhQzZDrWcYXnFeTpGoja35VVzZL5pFg2OoaDEwu1c4nyTlO71V6g1mDpXWMzkmiD1FtbjJZYS6yyls+e8E2841giCwc2c6eXlVzJo1mG7dgn77TR2orpZx8mR7uUNWVjnffLOX++676Ffft3NnmlMkAkdb7Y8/3s7rr1/7v32Bc8TW3K5NeO8b2QO5TMLEbkHkNWhdgpzgaM+tcck0t7PqVClPT+zD9oUT+PB4Hpm1GiZ2CyLG1/3Mw6OSS7llSCyHS+uZHOVL1vIPobqWiv4B1Ai+AIxR5fJ0/Vzq/Rzebf5WDe8Gfo/GrmaHvg9veFxHt+gSRietwm3yfNaV1HGgpA4flYLL+0Tyw2mHx1eop5pbhsRS0qznpiGxWGx2+n28zemtJJXArusmUq01cvWao84Mq4yaZm5q9ZnbWXDuulv9GueiW+jvbQDxS8QGGImqbeZIiZo4H1fRTILDZ6irTsfdfYwMC9Ew/seBVOkdz4RdpX5YbJ2D0Z5KO1svyeBIlTeeChu+KivJNR7EehsobHGse/qG68mucyMqwkppuRy7ICHK00iTSUbP74YS4WFmUKCOHaXtz58pUU0Eu1nIbW7/TYa6m7mqZzUnazzJbnJHKhGY1a2Bxw91w2iVMqtbA3VGOYFqCydrPbliawIhbmbuGlCBXYBP00PJqPNAggDYgXO7tjl1xwzSa5p5Zu8pHtuVzmO70hkXHYDOZKXWYMbdrGWcTxEt4fFMtZ5il8HhS+QmMfN/Po7Mm7eaZlDRajtiQc6nmsn0ULiu2ZPN3YiUrUctMWMU2s+hHJtDJGrFIHPHIChZ6HWEFru60/5h8maeqr+URGMPhqmK8JQaUUqsJCgquKfuGuyt52uq+hQfBC1jeuVDVNl9ASiyBpFs7saj4Vt4u8pV4FufXc6s+HNX8un4rv8hrFYbjzyyjGXLDhAR4c8bb1z7i6acf5bS4iIAiovbHyyHDmWzcmUiERH+/N//TfvNKMxvYbXamDfvTTa01vRPntyXn39ejPp3TEjPFQ+P6c2iQbF4q+RUaU1szHGN1FjsgovqG+vrwZjIQEw2O9vz2y9QlVlPrzAtZ1ZaJpu6sdPQh3q7FydN0Vzq0bmsK0TWQqY6EplgY6iqkBOmdjPVESrHJGeyWxbfadpTAHsqKllQfYfzwh+uLOBqyS4ekNxESa5jXN4qOZuuGouPWsmSPRnO7IiNOZVMjQ3mrhHxtJgs9A/2Yd4P7V4fyVXNvDilX5dCUZR358mDiMg/jVGRAS5tcR8c04s1meXU6h2LvKv6RXHn8Hg+OJbnzCKSI3B53yj6BHnz7CTHQ/zXulmJ/DlUql9/3G/Zksw779zA229vdunasmnTSbKz3yE42IdnnvmB3bszeOaZH7nllqkuwsq9984kMNCLn356mKSkfMaNe5rjxx2mqL6+Mjw87Oh0UryVVmbH1vPCsSimRjWR0+ROk0mOUmpnQKyBqkY5gh9sK/HjwQPtPlQBagtLp2dx5bYEcnJagIMMGBDCTz+9xq5dGdx662fOfX/+OYVrrpnQqTPNgQNZpKa+zq5d6VxwQbtvxbff7mPx4rl8+ukOGhq0BAZ68cEHNzJ9+tnzttCYf7txgUwi4XhFg0sZzMGSeu4b2YP3j+VhEwR6+nsyIsKPGp2JBF81mU3tmQ7jPPNZ4H2SBd4n+b+a69isH8Rm/SBea5rJtZ6HOn3eaFU+icae7Z8v2NDIPRhd/gRSwc48j+P0VVYwUFnCvGrXCOkG3SBu8d6PWmo+87Bc3zuHn6qM6GkXAUM81Az9bIezrKbFbKXgjO6hxc068u6ZSYXGgMUmOIMtImeH//u/z/j8c0cZokqlYPv2J5gwoQ8Wi5Xa2hbCw11N2k0mCy++uJZdu9KprFTg5tY5m66pi3bsALW1LaxefQh3dxVeXp1LOM/sDHU+qWjp2iIi1FPNE7szeONQDpFeai7pFc6mnEo8lDIeG9ebeL/OnmohHo5MAT83JXYBVp8uZXlGCQOCvV3aXvuqFRwqrefD1nvk2swyRjVbeXBoHj3V3hw3xjFGnYe7xMQhU7v/SYPgRY3Vm1W6EeS1BjzLlP6MSJCQ1CilzdKm2WRBY7aSets0yloMHC1rYPzXe7DYBYaF+7F4XG8XA267AF8mF9IrwMvl/mMXYFt+NYPD/BgU6svhsq4zU88l56pb6B9HAIvAN6fbA86Xx9dypMoLhVSgf6COj9PDGBKkcZpHSxCYFdOIl9JGhU7lFInaqNCpGBKk5WSt4zflp7JwVc8a5FIYF97Cx2mhvH4yEgEJXgorL40ppNEg5/XkKOcxoqMtjInV4degd/oYFWnU1BoU3DmgnBM1XngrrZhtEppMcsaENXO82os4byMeChtzNvVHIbFzVc9qLutez9XbemOxO35QafWw4sIsXj4eRZXe8RuvNijZVuKHIICtVeg4s9vaucLPTUlho87Z6h4cz8oblNWUn0qkoN9oNthHgQak2HjCbwM1Nm8OGnpwR+1CLvVIpszq53JMk6DAR+oq+imx4C41c4v3PvYbemEW5FzheQw7Etbrh7jsW2315uqqW2mwezDJLYvd+gTMKIiW1wMCy7RjACi0BjFMVcgPoR+zsPpmp0gEsMvYlyJLoItZNkC2OYxIeSNKLJhpL/ft5qHgsoQIluw95eIzdjb5TwlF7777s9Mnoba2hUsvfZ2ysk/YuTONTz/dibe3G4sXz2XonzRJ1ev1lFc6RITcnGxnFOfCC190pr2vXn2YpKRXfnFhZLPZSUrKJyzMj+jWdtNffbWbN9/chFQq4bHHLsXNTekUiQD27DnF998f5Kabpvyp8f9RpMC1Px3leEUjSpmUR8b0xE0uw9Chs9eUmGBWzBvJ6lNllDTrWJpWzODPdhDqoeLmIbEcLWugvryEgJZCpvQqY0O9zSUKWmL1p97uiKwISNmgG8R0twy2GxyG0P2VpfygHUZuqCOFfYhQyBhVLqnmaIapCukmr2Ns2WICpFpmuqeRawmhl6IKtcRMjq79QXLcHEeIe4vTOBscHR2qdSYu6hnO3mLXLkwHS+rYed1EAFZ30db32C90ejtXqboiIueTeH9P8u6Zyfb8akI91YxrvYftv2EyD6zeSV5BIdf2CqRPq0+FKBD9Ffy6C0f//r/sLWCx2HjttQ3tRxIEDh7M4vjxl9m9O4PExCzeeGMj7767hUcfvYTS0jqXsrCmJhvPTipjon8TbyeHszSrfYL9+LAS+gboeTc5nGM53hzLgbysBMI9XAWIeqOCN5MjaTG1T1vS0qpZ8vTLBAR2DvhUVjaiVMpdxtHmOZSR0fkeLZFAWdknPPXUSjZvTubxx1e0Zk2dnQWtqavwMjAvIYK9RbX4qhW8OKU/K0+5Zn5JgPtG9eCRsb3YllfNPVtPsmh9EhKgR81pQjz9aXb3Z4CqlCHKIvItQdgFifOZCI4JcInV36Whwxh1LiGyFh7z3cQW/QDUEgvyyhoS/Uc7v/Ia3XCu8fqAeEVNpwhpqKwZg13BZR4n2W/o5Uylv9AtjZ3GvlzulcR67SCaBE+CjA1Yzf4u3isHS+qYFR/Kzx0yzWb1CGNVRilSiQRf9X+jW+xfRXl5A198sdv5b5PJwquvrkerNbJo0cfU1DQzaFAMa9c+RGysoyT0gQe+5aOP2szR5QQG2vD1daOpybGY8vBQsXChI2vbarUhlUqQSqWUltYxbNhiamocfjx9+kS6tM/28FBxyy2uJf7nkyZj11lrT+3JcJZJlmmMTFTK+XDWYB7bmcbjuzKYFhfMxG5B7GudDw4N86VPkDdmm53yFgPP7D3lvOum1bRwz4h47h/Vg0ajhZ4BnsxY1l7SIkgk2HpE8QrdSWp2BDcPmXpwuUfnkhKDoHCKRG1UeUZgt7ku6Wp0RgaE+OKplHPx8oPOsSRVNLI+q3O2pJ9aSd8gn07bjVYbl6xMRC6BEeH+HKtoQMJvPVHOHue7W2hXtGX0tNFokrN/fjoPHIjlp3zH560vCODOARU8O6qY91PD2FgYyOYifwYEaAl1N7uIRcNDNCwZWcKOEj9ONbizvdiHqT8NYHRoC8+NKuKdlAinCKOxyNle7Ee5ztU7qKxMTsAAKyezXQVMnVXGlMhmJkS0cGUHzyQvhZWjC1L4MS+Ql5Icz3+LIGVFTgj+KptTJGpjT5kPuc2uom9ek5pAt79+HaOUSSnXdC5/PJlbwMRuZnYI7es5OzJOmmLYb+iFrvU59UnLZKa5Zbi8N0FRwRN+G7m2+hbq7V5IsTPHI4XZlfdhRo4EO0/7beB670M029z4TjOGIqsjK9Pb0Min9glYpI6/abYljOf81jJEXUJvRSVjyp9w+awkUywauwqlxHV+IcGOt8zIMFUhSR2SHEap89lp6MNVXkf5QTscvaDC09DI8QI7E0oamRIbjJtChlwiYfXps9sp9D9V97J3r2t+ilZr5PPPdzJ//lvs2JHGmjVHmTz5WerqWkhLK+bWWz/llls+ITW1yPme5ORC1q8/jrZDvXJ5eQPr1h2jvFUMyM52GN55SKw0NbdQU1PDp5/ucIpEACdPFnLsWB5arZH77vuGwYMf4dZbP6W+XkNZWT19+tzPqFFPEBNzJ08+uZLExCxuuukTTp8uIyOjlGuv/cAllbeN0tLO5md/FQEqubM0y2yz89LBLD6YNZheAV54KeVc3DOMWp2JnQU13DIkll2FNZQ0Oy70Kp2J/cW1XBbhRoXCh/TAQdxVfx3zPY8zTFXIQGUJ7wYux4Zr+qgNGQ/5bmVH+BusD32PSzxSyLW2+xycNMdyvfchMqKfcmQRacdRYfMj3RLFAUNP1oR+yAdB36OWdC6L8ZF27lAQ6e14OAwJc1Wih4T58e6RXK5Ze5TyFj1+Z0xyf6llobfbf0qrFfkP4a1SML9PpFMkAhga7sed4QJDCg/QvYt6eJFzh17fOfOjjb59oxg4sBs//HCYu++eiaLD/Wru3BF07x6C1er69zKbrQwb1p2oqAA2bDiBxWJDrzexZMlqKio6R537uOnwV1vYVOQaKVuVG0SDUc6xmnZz2+RaT3SWztMThbTz0qQ4v5CMjC1Ipe1io5ubkokT+3DnnTOc25RKORMnJnDPPV9hsVg7lc7NnDmYjRuTePPNTWRllZOYmI1ef/YmwEHuXWf6rs0sZ/Xlozl954V4q+RMiwtxeV5cPzCGcC83wrzc+D6j2JmZJAD5gT35KfoTHvHbwjFTd15qms30igfZaUjo9DkSYE3oh/wU+j73+2zjsLE7DzdcwWtNs7jW6xArQz/FKu0szhw1xmIVZNzitQ95q4IUJGthoLKEEWVPcWvtDUTJ63ncdyPP+61ltyGB15pm8a1mHPGKGjZ5v8yU3I3kn0rtdOynJvThwdE9GR7uxy1DYjlV08LVa49y5Zoj3Ls1BaVUFJDPFmaztVPzDL3ezA03fOQUdFJSinjooe+cr//441GX/evqpLz22kweeWQO9903i6NHXyI2Npg77/wCD49rCQq6mY8+2saXX+52HhMcnQofffRS3ntvEc8+u4DU1Nfp2zeKvwtdlYUBnboQFjRquWdrCk2tbeB3FNQwKtKfwzdNYcnEBE7XtjDhm710e2cz2/KrOgkpJS16LogLYUiYL+FebpyJh9rmsjgEKLQEEiNvD0x2k9dxlddRAqSuvjr9VeWMUbmuCa7qF015i4GCRl2nsWgtVhb0jXT+O9RTjY9Kzt6iGi7pFY5MIkEulTAvIYJn951mQ3YFa7MqyKpvIe/umYSq/7rlY8duoVKp1NktFHDpFnrddVcC8MknHzJz5lTmzp31p7uF/l4C3SyYbBI2Frhm5f2YF4jGLGNjYfs8KK3ekwuiGukfoEMtszEmrJlAtYUjlV5cFNPA1iI/Clocv8nDVd68cDwa8xmiTb2x6+8kkcCwENffhpfCSi8/A5sL/V0yfjQWOfvKfchr7vxblHXxrI33MTI5stll2+TIZq7qWdtp33ON7yvrKG3WI+/wjHCXSQhuLKV/UGOn/fV2pVMkasMuSHjGbx1j1Llc5J6Cm8TMddW3MFGdxZdBX7Iv4hVOmSMwt+bUCEh5q2kGRZYAnmqYixoL8bp8BufvI748xSkStXHcFEdfZQUyiUAPhWvH2XBZIxUWH2a4paOkfZ4xze00HzZPJVzWxFh1DtHyema6p7Lf0JNH6hfwrWYcw1SF7At/BaXMTpZRSpXWyJa8KvzUSmb2OPtlaP+pVeqwYd3ZtOmk899KpZxTp1yVN43GwPffH+CJJ1aia62dX748kYyMN3njjQ3O6EpQkDf79z9LamoxCxe+j9VqQ6GQ8f3392A05mE2Q1GugvImBQ888BXu7p1TVL283Ljrri/59ltHvWRKShHl5Q3ExYU4U/oFQeCll35Cc4ZyKggCcrkUNzclBoNjAaBQyJg/f9RZOlv/O/ozPEjsAkT7uJN114W8fzSXe7amsAnH97p/VA8ya11vZrn1Wt6qrQdp+8W8Vd+fo5EvsEXfnwqrDxPdsjlmas/46qMoZ4V2JBnmCMaq8zAKnX/SDTZHiV+iMd5lu1ZQk2qKIkLeyFh1Lmt0Q50R096KCma5pZFmjiLd7JjQjI/0476tKeTUa5kUE+RsEz4wxIcwTxX3bUsBYHl6CYsGxmC222k0mrllSByNBjMruohiu8nEqKnIfwux09/5wWzu2jh/375nmDPnNWd3s0mT+pKW9gY//XSM48fzSUsr5uKLX2Xu3BGsWtVevnTffbMASE4u6nTMwoJkFAoJFotjEjcypAW7AEarBKXMjsHaLoR4yO3UdTHp7e2vp96oIL3eA5lEYEGPWiaEN7O71Nc5aY71NiArN3GiQUFgoBU/Pz8SEnpgMtkYMeJxR+ee2UO55JLhpKYW8fLL65zHnzdvJOXlDeh0JmbOHMSgQTF8+eXuTuM4WwiSrn/3ArAsrZg7fz5JVp3jmTg2KoBrB3RjR0E1y9OL+eF0KY+O7U2NzjXzwSaVI1XJeKdymnObHSmrtSMZp87hYGtZmQIr8z2SMCNnkKqU22qvc/oK2Vsnv/M8TxJq6uypWGAJYmTZk1iQM0hZzD0+O+mnKmdi+WMYhLboaTh5ljKsSF3S4pPMcZj9PblrXD7PpART4hHqFKPGRAXwwPZUKrUGFvbvRrCHyqV7aHa9hv5BHqTXdl3aJPK/ERsbzMUXD3HOgSUSCddcM45bbvnUZb+O2XZxccEugo9aDevXn+LIkQoiI/2ZPXsYR47kOufFDQ1a7rzzS267bRpnolYruP76mefiq/1prL9QsdEvyJuMDj5goyMDOFzmmh2eWt3M85P7cfHygxhaD1SlNbIyo5QwT7VLZzAflYKotzdhsQuEe6kZoLaSZnTMWT0lRhZ5JrLP0NulFCVQruObgK948ORkqlTB1PhGMK78cUap8si0RFBj8yZBUUGorIlIeT095FUkVodjNsHTe6Q8vCONMZEBBLmrnKXgAJf0CufyPlHcM6IH1Tojbx/O5YUDjg6mEmDp3BFc3DOcp/e4Zl20mKwcKq0/S3mWv5/z1S20ayQMDteRXOFYW4S4mxkWrKVUq8RLaaPR1P7381NZqTgj8wccIsWG2adZkxfAQwfjnB3Iru9dRZHGNWsnp9HdWcLWxiVxdSilAk8fjXFuCw21sSXJi1AUjA1r5mStJ6HuZsaEtbA0KxgvRee/WrinmalRTazObfcrc5PbGBXSQlGsip+L/LEJEsaHt3CgwhuLTcKUyCaKNSoiPUzUGeSsyw/gwugGPJU2+vrrePZYt06fc7Yx2ewszyjl2Ul9yKhpQSaVkJFfwu4B8yi11DBKledsee8j1XOHz24OGeNduooNUJVzvfchrvU6zJSKhym2OsS8tfrheMlMTHHPpsXu+rcwCEpuqbmevLaEBA/o4aYlsj4fBMGlkUSIrJlba64j0xzOQFUJsfJaCq1BBElbiJA3cmGVQ+wcqCzmYvc0/GVanq6fi661ZNtNYmZL2Ft81jKJFqFdzN5v7E2hJYAGpWvQbVdhNd6/YTHwR/hPCUUPPzyHrKxyfvjhCMHBPrz99vVdZuDk5VU7RSIAvd7EJ59s75CC6yhde/XV9ezale6MtFosNh599HtmXywhNVlBda3j9C5fnsyVV47Bz8+Dxtaa/KuvHkefPpEupWMAW7akcNFFrnWPgiAQEtI5HXTSpL7MnTvC6Slx990X0q/fX9+asA1/DyU6TXvUOthDxdgox4X39hnZTx8dz2duQgQrO0xKhvkpSK0xuOS5mQU5N1ffwAGTw3RTJbHwgM9WsixhxMjrSTFF8rXGYUh33BTHpe4nXGo4faU61BIzm3X96amoZkeHdHw5Nr7WjGWPoQ8AQ5UFjHYrwC5I+FE7lGtqb0OJhRtUeyg8qeGk5CI0gmOBs6uwhtuGxnH05qmo5VLcX1zr8v025VZS8/AcbHaBtZllXaZIAvgrRaFI5L9Fm9G/vYtW2b+G2Wbnw2N5HKtoYEJ0ELcOjUMmZhz8boy/0GFx5cpDNDe3Z0/u3XuKujoNcrnM6fGTn19NUJA3y5bdTWpqMadOlfLQQ0t5442NXHvthDOOKDAkooX3+pVxrNyTKp2CL0+FcsXWBDwVNmZ2a2BtvmNSKpfYuaR7HfE+BjwVNrQWx/1VJbMzP76eR4eWk1HnxisnoliRE8yKnGDGhzfT209PgJuVDfn+7C31dXysDtzdGmhqSGfvfsdzSBAcbYxvumkKyzqUeQBs357Giy9eyX33fUN6egmff76L61rLh88FCrrOKgXHwrJNJAJILK1nfHQQa1pLdcx2G0/vPcVwoR4k7ZPDCepsAmQ6TILrc0QvKPki+Bs26AZRbAnghKkbt9QtwlNi5CHfrWjPmPxq7GqSjN2oVgbTQ5dLpWcUEgQWeB7jS037OUkxdyPNHEWovNkpErWRZw0mVt55PpVhjuAT7UIqYv0IMNYRUF/KyPhurKuSoWn1qXnhQCaX9grv9N7A39l6XeT38eOPD7J06X5ycyu59NIRjB7dk/fe2+JidD9mTC8WLHiL7OxKhg2LIz+/mtraFuRygYAAG5s3OzLm6+s1zJ37epfByfj4UJf5bs+eYcyePfSv+ZJ/AM2vWADcOiSO0hY9oyIDuKx3BN+kFtNgaJ/nzugeQovJQr3BNWOzpFnP7usn8vz+TCo0BuYnRPDIznRnllKFxoi1sYJbZMeoC40l0xLGJ5pJzHRPY7N+EOAwkb/E/SRyiY1oQyk7AydhszvuI/uMCTzmu4kpbplcVX2b8zr1ler4JPpLrqq/C6FVuDpUVs8NA7uhs9io1Brp5uPO/dtSuXF9Elf3j+aBUT042GEtJADL0ku4ZkA3on06Z1uFeqp+UVz7r1AjUXHF1GZidC18nRrCQwcdAexJkU3sL/fBLkhQSu1cHl9LqLsJb6WVFrNjTShB4OJYh+D4aYZrBsiKnGDifQwuWT4jQjU8N6qYr06FkN+sRikTeDs5Ep1VRniAGQ9/Ce7uAunpCux2OfmokEoElk7P5vFDMXyf7ShT9FFa6eOv43SDQ+CaHNnE+6nh1BsUzIqpp0yjxktpRW+VcvV2R1bq0KAWHh9WyrU7eqNvDfDIJXa+n5HNop09ndtKtGoeG1VGmb8P/EU+RQBmm8Dqy0fzfxtPkGGQgFRGtjWMEHsT3wR/wX5DT/YaenFH7XWMU+eQao6mye7OaFU+VTYvXm2cyVS3U06RqI1DrYkFV3od482mC53bp7qddum8DVDtG0XPilR6VKRSGNYXq1TBZLdMDhp7kGVxPNfK9P5c5XGEZSGfkWEK5//qFjnfn2ruxgLPJJrsHk6RCByi1Gb9wC4TIBQSOwFCM/WSdm1gcKgfM7qHdlpv/1n+U0KRu7uKFSvu49tvrSgUMiQSCVqtkQ0bTnDgQCYSiYTbb5/GiBHxnd6r7qJevr5eQ30HMziAmpomcvOaqa51TeXbvTuDvLz32bIlGYPBTG1tCxs3JtGrV7hLCVlsbDBXXz2WTZva2wnHxATx0EOzqalp4eOPtyORSLj33plMnz4QgOXL7/1T5+VsUaox89SEBHYV1uCplOOtVHDThuPcOjQO5Rlp/gqZlA9mDsZPrWRfcS1+cmhMSaSPWiDFp73T2cXuqazWjXD+2yQoyLWE8mHQ9+jsSvqVvuBy3MOmeNaEfsTi3AuQCXbMAf7cX381AJGyeqa4nWaPoTe+UgOXeJzkm1aRCeCEOY4rvJLYqu9PTavbvBkFa8yjuCt2FfsE14n+4bJ6PJVyBEHAz03pEu0NbC0zuGbtUVZ14VnURkZ90+84s/87Tz31GCkpyQwYMNAlErN8+VLeeus1hg8fyccffwGAVqvhtttuorGxkeuuW8QVV1x9TsYk8u9Ea7Zyy8YkfjxdRjcfdz6cNYQZ8aFY7Xb2FNbippAxNirA6UPUJhS1/fdERSPvHM3BLsBdw+MZHRXAzoJq7tmSTFGTngV9I/n4oqHc9fNJvkopAmBlRikFjVpeb70Hivw2v5TIZemiG53FYmXr1hSXbbW1LXTvHkJlZSOvv+5oIlBUVMurr67n8cdn89GHP2OzW4jzNlB4WsKmYD9u71/JhRv6obc57p1ai4yUWk82XHyK1DoPfsgL5PnW6OPo0GZaVCqMZgmxcj0vJ0VyeXwdOquMxA7tgA9U+LCwVw1DQ7S8kuRavmKss9PkrgFcI7hZWeW4u6ucC1dwlKctXrzcWRLe2KgjPb2Eyy4bwU8/HcfNTYle37V3yR+h+Rd8UMZEBdArwJMtea7b02uaO+1rqsjn1pBDVHhHISCh3OrL9TU3MVGdxfYOk9crPY/SYPPgcs8kPmie4oysagU1zzXOYYHncVZqRzr3H6oq5vLqO6G1ovoGjwM87b+RXYYEF6EIHBlGPRXVRMnrXQw3J6szGawq4Wf9AKeINEqVx0fNU6iy+QJQrw4kIriRvLQTaHq4Zp3oLDb83ZTORXiIh4qas3j+RRwG1jff7OoNtG7dwzz44HdkZJQyc+Zgtm9PJTvb4V+TllbM44/PZfz4ON599wVOnHAVB1taDEREuJbayGRSLrtsJFdcMYblyw/i4aHimmvG4+7eOavi70KktxtZTZ0NrTNqW7hlaByZdS0s2XuKJXtPcVGPMLRmC2UtBhICvdlTWEOV1si46EAOlrSLLeOjA7lvawqVWiPXDujGRT3DuWtLisvxJR5qhoTruL2uVUSzgFpiZlnwp6SZo/imZSy3111PgFRLL88MbBLXOWiKORq1xOr07QRosnuw0TzMxV8ToFpn4udrxlPQqKXH+1ucHbmWphXTzce9k+eQh0JGQaMWfzelS9fe2T3DuH7dcRrM/22laMqUUSCksXyvBzWG9qX0/nIffpiZSZlWxVenQ3j+eKsnXGgzgW5WGkxyZBKBt5IjmFTb3GVntLfGF/D88WgyG9wZHKSlwSDnkk19mBbVyP2Dy5m2rj92wTGfqqhX0ivQgt0Odnu7QGMXJHxxKpTiDtlJzWY5N0ZX8+rYIgQBrtnWC43FMfbMRnfeGFeAm9zOnXvb18Anar35LivEKQgBWAUp32UFu2wD+K4klMlxaqDroNS5YGqrn9qhMtcgRbXdF2+pgWWa0c7EgT3GPjzvt4Y+qgquqrqNxFaT+DXaoQRINS7XUU9FNc80zCHdHMkFbhl4S40MUJYx1+MEh8rjXbptq8wG9va7BJ3aB0+rhreDlzJIXcrwsiUuYzpg7MlLckd59pmUW33poejcVdBfqmOkZwEbdYOc2VA9FZVkmCMYp8hku64fBpUnQ8N8UcqkPLvv9B85jb/KP1YoqqtrYfHi5SQlFTB5cl+ef/4KPDw6d1boCqWy/Wt7eqrZv/9ZTp8uw8tLTVRUIEajmc8+28nBg440zNGje/LII5ewbl0SaR3aYy5aNJno6EA+/HCbc1tCghvu8iY81DZ0xg7p9R7g7++JSqXguus+cE5O580bSWRkAGVl9QQGevHUU/OYNm0Ay5bdzfffHyQiwo/HH78MpVLBO+/cwIsvXolEIsHdXUV1dROVlU0MGBCNVPrb9cInTxYyf/6bVFQ00KdPFNu3P0FgoPdvvu9/wS7ApqvG0eP9Lc4Iy+pTZTw5vjfP7c90PogeHduLAHcVH100hOt+SGTp6QoI6Y8cG/f6bEcvqBisLKabot5FKALHw8wuSFBiJUjWQq2t/TtEyRvopyrngvr95LrHsdnSPnkuswVwjeoI7wUuRyWxslQzutP4y6x+nZzwNYIb0+Mqeb9Mi1beXkLYJ8iba9YepVZn4rLeEXx+shCbIKCUSXnlggEUN+l+VSQCKDxDaDwbpKWloNfr2bhxGw8/fD/JyScYPNgxEZkxYxajRo3h9ddfdu6/dOm3zJ07n0svncfcuRcxd+58lMrz1zlP5J/F8/tOOzMD8xt1LPjxMKfumMHM7w+QUeNI258WF8KWa8Yjk0qo0ZswKtwwGAwUNemY8M0eZye0NafLSLxxMvNXH6a5Ncr7bWoxEV5uLD2jNfHXKUWiUHQW8PBQoVYrMBod53vIkFiGDIllwIBodu9uLztQqxX07BnO669vcHm/2Wzl0KHNTJ+opTbNwp4ih6hzqNKHSr2SCu2Z3V2U9A/Uk17vQVpd+/30cJUPs4a1sDfdk3yT4x68q9SPS+M6Z6mUaFVMjWoixN1MdQdD0D5+em6Pq2RBZrthp0wmZdiw7tx33yweeeR7Z+njQw/N5pFHlrkct6ammRtvnExhYQ0qlaJLH8A/SqWus+cdwLUDuuGhkKGSSZ1dS4LcVVzXP5LNuR26hgoCj/c7wkjvMo4ZY7ii+g7nSwqsPOm7gVKbPzq7is9aJvJe8zRGqfLxPsNrz46UKerTDFUVcdLUjaGqIj5pnuSyz1LNGHqUJTO7fwHeUr1LG+Duihrur7uKHooqImSNNNndSVBWslQzhjebZ9JLUckFbqfpoaxmuKqAseVPuhy70c2fF4et5ZKmKdg7LHxHRvjx+eyhfJ1ShEwiYWdhNfuLz5/n4n+FuLgQfvrpYQBycyt5//0tLq9v2ZLCQw9diFwOvr52amvb/2Zubkruu+8iZDIpn3yyA29vN55//gqnGfYjj1zy132RP4HO+svl0NvyqzjQQQDanFvJnusnklzZxAPbHb5bG3IqGRnhz90j4kmtbmJSTDDvH82lsfWe+vCONPzUSkZG+HO0Q2OT64KS2GN0XTQaBSUNdk+26ftRY3fcS+vtnqR79UEmWLFJ2tcvw1TFuHXRdTBOUUuAVEu9vf3+OiXScayUqqZO4kRhk46bBsfyRbKj9NNTKadvkLdTUJJJJLw0tR/zEyK5b1uKSzndf5WpU0cwYMBlHDn6MtCeDWoXJChlAs1mGakdnm+Hqnz4YmoOn6SHkVTjECSSaryYHNFIfofsoWsTaugfqGf1zCzsAkxZ298p9nx+KowKndIpErXR0iIhOrqzcBeo7pwpJ5UI9AvQs7vUxykStbGnzJehwZ3XJF11MkvwM7ClWHAZS2xsKN4+g4CdnfY/2/Tw96R3gBf3bk0hxtedbu5yOhZJhsqaqLJ6u5RCAxwzdafIGuSyvdbuzR3eu1ivG0y5zZ+Rqnwa7W5s1rfPL6/xPMz13ocos/pxk/d+vmiZiFZQ429uwCxXoVM7ri+t3IuXmmazI/wNxxhagyQAvZSVHDHGESVvwF1icjaAkGMjQVmBWXCUd6e0NpzopahktXYY2ZYwhqqK6Kmoxk+mY2nLaF5uuhgAN4mWZ3xq2CTx+8315h/lHysUXXPN+2xvvUmnpBTR0mLg4ouHcORILuPHJ3Qq3/o1KioaSE0tYsAAxx9HrVaya9dTfPjhNry83LjppilIJBJ27XqKt9/eTEpKEVdfPY65c0cwe/ZQeveOIDExi7y8XDIyqsnLUBIdZCG/UoLZKsVbbSMiooYffviBN95IdjG1XrfuOJWVn5KfX81dd33FokUfoVDIePbZBfz8c+ca2zYx7JVX1vHUU6uwWm0kJESwffuTREYGdNq/I5MmPeP0OkpOLmTSpGfJyHjzd5+n30OQu4qfcytd0nBtgkCj0ULKbdNYc7qMAyV1rDpVisZkZVG/cJadKnfWdVqRccwYx5uBq/hRO5R8azAjVfkcNXUHHK0K5djoV/o8cmxMczvFNkN/dIKKAKmWUFkTMyvuQxbQTKC58yRTJ6ios3my09AXtcSMSmJxpu3LsTHDPQMpAjnN7YbYA5UlnLDEMc87mQ2NfWlWeDM9JpBt+VU0GBw34h3AF7OHISBwsrKJn7LKO3k2dUWMT2cTuT/L8ePHmDBhEgATJkzixInjTqEoICAAnc71QZCUdIxXXnkTmUxG3779yMvLpU+fvmd9XH8X0tPTWbZsGc8//7woiJ0FzmyX22Ky8sahHKdIBLCjoJrNORVszq3i8zp/hAHzqda3IDld5hSJwFF3/tmJAqdI1MahsnoC3FVUdZigBnv8fSPU/yTefXcL8+ePpF+/aOrrtfz00zF8fRcxZkwvxo3rzcGDWfj5ebBgwWg++2wnPXu6lghJpQKhbi3c653PhBLXlOxNhf7Mjm1gTX57Wvfs1pT7Cl3na6+sToHe5Br0aDbJkEvsWFv7PiuldpRSgScOx3BBZBPbS3ypNSqJ8zZgF+DJQ92Y0a2RLK07LYICf39vpk17AUEQmDFjIHPnjmDs2F706xfN9u2p7NyZ7vysceN6s3Dh+3/uhP4CVZqus2Nu3+zwjLlpcAwKqZRmo5lTJZXcuXw7Ybom9D4BeCnN9FNV8I1pMnmaXIotrlkcFuSopFZu9tjPxPLHnB4nR0zdmaJ2jTB6SEwUWwPZa+xNpLyBUeoCPm9xzRoSBDhh6MbJhjGMVeXSZPfAICiY6JbNh81TneaebhIzP4e9yYLqO6m1OwI22ZYwYhV1POTnCKD1UlSSbWkvrxityqdIEclCr8Os1Q5FK6gJ1FTxxa5GXkvMYmJMMA+O7sXTZzQfETn3hIf74e3tRktLe6l8XFwwt9/+Ddu2qfH0tDNmTBxHjxYRFubHu+/egL+/J0uWXM6SJZefx5H/OXx+ocTRXSEjuItMqKImPcvSXQMXR8sbWDV/FN18PdiRX81zZ0T2N+dW8kwvd+5MOYTJ04s+fg3YkRAsbeFM4hXVFFiCXLZp5F7Mqt3OqfCh1Nm8GKXOI9UYiafM6PQ+AYfZtdauYrLbaYqtgdSZPVBUVvPd5hL2lTYwq1ekiygNjkV3fqOOSd2CGBnpz/2jejLo0x1OQckmCHx+opDF4xIoae5a8P6vccMNHwFw5ZVjyM1t9+7r5aunr7+eLUV+nd6T26R2ikRtFGrcWDPrNPvKfThV786mAn9Saz14ckQpngqbS0YQQEGzGg+5DV2HbB5/fztmM4SEWKmudtybx4c383/9Kkiu9XSWsQWqzQjAM0ejGRigRYLgIgL18DUwLbqR109GOH0ElVI7t/WvwGCVsqPU8Z0GBmpRyuxc0aOWjYX+aC0yevf25fRpA4mJ514kArh1aBwP70gDHNm3vlI7oY2l1PlFEKOo42L3NNylZmTYXJogDVSVord3vt57Kqq51XsvPjIDU9WZDCh7zuX1rfr+eEsNfNIyCQEp3WS1fBX4JYlHpXwUeaPLvoXWIEyCnHt9dvBO83SqbT70UlSSbwnmqurbABinysZPZsAsyPCUmri77loAVJhZ4reO3soqnq6/lGRLDABHTPEEyzREyBtpENp/QwalJ2tyCkgPCf7zJ/UX+EcKRUaj2SkStbFixUGnEeWrr67npZeuYvHiuYCj1fyZHU7a2LYthTlzXnMafb7++kIWLpzA+PFPk9fatnXXrnRWrLiPhgYtS5fup7S0nm3bUqmoaOThh+dw2WUDSEnZSVJSLSDFiJSmUjkXDW/m5qAyTtR6sq0ikDfeWEZlpX+nMchkMtasOcqJEwWAw+voySdXctVVY4mJ6fzHLy9v4MknV2JrvdFnZpbz4otr+fjjW6iv13DkSC6DBsW4pAQXFdV0MsQ+fQ5a6PUM8OwylTLMy40BIb5c99MxUqsdKfUZNS3sSjyEgOs5MQgKZlfe64yG+Es0POu3Fp2gxl1i4pnGuc591+qHsSz4E7ykZr7TjGaNbrjjBa9wAlsq8LDq0Mkd9bjuEhM95NVMr3jQqSaPVOXhJ9NjERytD+dV3YmvRM8l7iepsvkQr6gmyRTLQ/VXAOCr1jEn5ydaqqNpCBtJR3YWVnOkrJ6iJseD9LvUIibFBLG36Jc7ArT8SiTrj9LS0kxsrKNzhre3N9nZmb+6f3NzM15eXs79m5ubutwvMfEAiYkOnw+NRtPlPv8EPv/8cwoLC6mpqSEyMvK33yDyq4yPDnSJuPqpFci7aHe/u6iGz04WABKQQDo+XU46B4X64q2S02JqF1pHRwZw0+BYblh33CVrT+TssGHDCZYtu4eoqNupbTVvPXQom2uvncBPPz3EggVv8+mnjgmgSiXnsstGsGVLMhKJmYgAM/ocE0mRnoR5mCnpMLEN9zDzwugiIj1NnKj1xFtpJbPRjUs29mFmTIOLAOQut9E9zERakat4nuBvYFHfGr45HYJUIhDpaWLJ0XazzOnRDTw3qoTrt/dkb7kvANmN7tzRvwLBW8bHie2TxG3bUrn++ons23ea+fPfQqmUM2/eSGw2O7NmDSY/v7OZ89lCZv31DmrL0kpYPzWaOVsLMUsVoPYDtR8fBC5lk34QW/WO3/tWfX+munUWUboraimwBLkY4YIjAPKw7xZ+1A4jQKZloLKEF5tmO18/bozlLp9dPFB3pTNgE95QyLrQi7HrHOfOV6pjd/jrLNWMdopE4PBQWK8b4pLVC5BpDmO/oQertSPooajGR6qn1BrACFUBicbuzizh/ooSvgz+ioXlN5ODH9gdnaTqNaKB9fnAw0PNp5/eym23fU5zs55+/aKQSiWsWnUYkNDYKKOqqgW9fikKhdxZTvxPp7Cx68zury4Zjlom5dvUYmc2vKdSzsz4UNZklnGyssm5r5tchtZsZW1mGVHe7kgluMyFvUwtfPLmx0z1MbM1dA47jP3ZYeyPl0TPGFUuh0w9UGJhrudJmu3uXOB+mp907b5OsYZieuoL+DBiF0eMcVxdfavTkD5Y2sybASuQIPBh8xTebnZ4qiix8GPIR9zDleQIIaTn17Ipv5b7R/Vgd2EN9QYzV/SN4o1D2WhbAzYHSupY0DeKZqPr/arR6Aj+XtE3iowaUcRtY+PGEzz44Di+/34f/VQtNBtkzN2cwKSIZpfnm4fcxqyYRj5JD6fZ3H4PjfY0MSRYx4EKH3aVOYSYaoOSm3f2YMfcdLwUVpfMn97+Bm5IqGZFTjAtZhkefnAqU+0sOxvSXc/DPYp5OSmKC9YNJEBlYVFCFXE+RrYU+fFWctucN4RL4+rYWuyH0SZjWLCGY1WefJsZzKBALb4qGxKJgN4i5ZJNfQlys/DEsBIC3Sw8cTiGl5Icfrhjw5vx7K8kNrYnn3xy/C844w425VS6/LvJLuV681EuDGlgUc2NvNM8HYDpbhmcMHWjxe7GWHUu+eZAfGV6omT1lNocyRWDlMU8WT8XLY65xzhVNmGyZips7WJfqKzZKRIBFNuC2KwfiB/pBDVXUBHQ3q1woLKEaRUPUWHzwxMDrwaspsrqw9vN7V1YD5p6sSrkI3orqxhe+pRzuwklOwx9udQj2aWDN8AxUyz9VZ3X7YJRj4dMgs52bhrF/HX9Dc8iKpWik7mz8Yyb2ttvb6apScell76GUnkV3bvfzc6daZ2O9fTTq126wTz77I+8/fYmp0gEDrPPI0dyeOaZHygtdUTPbTY7Tz65knfe+Zg777iDpKN5nY5d1aTg44xwXjjejeMFHhw7pkIqbaZjJfDNN0/B39/T5fMA7HaBw4dzmTnzJfz8FjF79itUVDgisaWldU6RqI3Cwhq2b08lKup2Lr74Fbp1u4NvvtnrfN2nC0O6s/2MtwOzlh9k4dojTIppj4b0D/bhyn6RlDbrnSJRG9lGGaOF9siLFDs9FNUuKbMNghc2ZNzus5fKDml8beRaQhmgKmPvGXWfdd7hDD+9nV7aHKa7pfNj6Ids1g90STk8aornYd+tTHDLZqehH0ZBSZXdl836gbwduJJJbtku0dAmwQPPfiFIm13/XgAIOEUicEwSorzdWDl/FI+N7d3lOavUnP3ojLe3j1PI0Wg0+Ph0NkLviI+P6/7e3l3vP3bseB555HEeeeRxp7D0d6eoqIbMTNcbq9Eopk3/ElVaI4kldZisv7+nyZMT+rBoUAweChn9gr1Ze8UYrh8U4+JLFuCmJNCtc2TWSylnRvcQ578ndgti0eBYVs8fTQ9/TxRSCdf0j+bJCQksHNCNovtmse6KMZTcdxFzujC/FfljhIT4UF7e4BSJ2jh5spDi4jr27GlfGJhMVmw2C7MvNhPkYyW3VMWG/ADu3tedsWEteMgdvx1PhZUZ3RrYXebL7f0rWTy0lK3F/mTUe5JW78FrJyJ5dlQxM7s1MDmyiTFhLZwuVRMf1p5508PHwMLeNYwPb+HLC3L5fGqeS+cXgB0lftTqFWQ3uT7jdpX64mfqnMWzefNJ7rrrK7KzK0hPL2HduuO8+uo13HLLBee0ZbdS9evZixabjcc+WeoQiTqwRT+AbXrXDM8sUxgXujvmMzJsXOiWxlFjHE12d3ylriKLn0zPj9phmAUZM9wzOGV2FccLrMH0UFQzoSGRwOZy+pQcQ2k1upSFNdk92GVIIFTe2TcpXlFDL4XrpL2Xooobam5is34gm/SDyLcEsz38TXorKym3tWc+p1uiOWKMJwfXMaVWNdFP/df5XLTx1FOPMXv2DJ544hGX7a+//jIzZ05l5syp7N+/F3B4+y1cuICLLprGqlXL//KxniuuvHIsFRWfkp//Punpb3LiRKHL6wUFddTXa/81IhFAcVPXzUau/PEI81Yf5ur+0VzUI4yLe4QxLjqQC78/QKiH2ulFKZXA3N4RDPxkB/NWH2bsV7u5fmAM7grHNZTgJePk3h14BsrpOURNqa09w1IjuDNEXczhiOcZpipilXYkV1XfRqY5jGs8D9FHUc40twzMEjnLw+bznWY0P+mGOBesADV2H7ykJvxlevI7LC7NKPioZTJFQvszFiCptJaU26ZTev/F9ArwcopE4MgeWpVRys1DYl3ec2F8KFO/28fazDIu7yMG2NrQ6UwUFiQydbCOg2XeHK/xJrXOk3dTI7h/cDmzYhqYEtnEwCAtDx6IY0Z0I26tz8gQdzPXJ1QjCHCwwvW5VmdUUKpR8cLoYvxUjvVtH38dKbUePHoojox6dy6Lr6deJ3fxJkotdGNpZrCzrLvepGB9QQCjQ1s4VOU6t6/QKTl+ZQpHFqRgEyQcqvKh0aTgcJUPAtDX38Decj8sdikVOhWvn4xke4mfizdRYoUP3hYLqal/nUgEDuuPjkjtVqaGl/Be0wXO7tUAew292B3+Gp8GfcN+Yy9W6EbzcctUPCRGPgv8hu+DP6WnosopEoFDxFnkdRAvieO+ECjVcKXXUZdrDqDS6kueewwqi46g5jLcjS300uaiklicIpMWN15rnEm1rbPNS43NG5Mg71Qe12x3x0dqIFbummQwSFXKRe6phMmanNui5XX4yIwMstU67zdnm39kRpFEIqH6DMHBfkYai0ql4KmnVrF+vaOrWEFBNVdc8Q5lZZ/g5tb+I2pqcp1U6fUmqlpN2zpSU9PiFInaMJutrF+3hSmBDcyL0nBtRi+X1/08bGzPdU0/dNeYuW6yiaMVnlgtUjZtOsyQITlMmuSash8S4sNHH21z+iRt2nSSm2/+lJ9/XsywYd2JiQmiqEOmyuWXj+bRR7/H0FryZbPZefjhpVx77QROny6jsLCzSdaZ5+xs0WSyYrbZSf6/aXydXMiXyYXEvbuFOb3CCXBTupSlRUvr+C5mKT/rB1BgCWKKWyZp5kh+OMOXSCWxUmQJoL/SddEvwc4wVRFmQUasopZ6U7vA5GbSkhI3libPYLINkG8JJkru2toUHJ4NJ40xLtusyEgzR3bp3e+usnNFQiE5NTmUBvVAQMKQMF9uHBzLyjNqRAXg8V3pFDR2HSE1nQNDwOHDR/Dtt19zySWXsX//Hq688ppf3X/YsBEcOLCXSy65jIyMdOLje5z1Mf3VCILATTd9zNdf7wVg6tT+bNjwiIuhptncubb/v8xHx/O4d2sKVrtAqKea7QsnEOal5rZNJ9hZUMPgMF8+uWgovQJdRUI3hYyvLhnOV5cMd9meeONkPk0qwE0h456RPbDa7Ty7/zTWtvuOIDC7ZygvTu3PycpG7ILAsHBHduGM+FBy7u7cSjnS2x2DxcbDO9Io1xhY2D+aRYNj2VNYw50/nyS/UcdlCRF8dvFQvMSOSb8LhULGXXddiE5nJC4uhIKC9qyaCy7o32VAIT09jcE99ZRUuoozJ2s8ObwghZRaD5Yc7caHaREA9PTVMyumwcXPQEBCvVHBs6OKmbq2vzNqKpUIfDE1h50lvqwvCGDSmgEs7F3Dk8NLkUjAW+kqYqpkdsI9TfgorS6R2u6+RqZENvPaifaorrSLLnk2m50dO9I4fjyf7OxyZs4czLZtKUilUmdH07OBwfrrC+uIunxmh+aQwniX7fGKarylPWju4BMUJNfwcdAyqqze/Kzvz/ONl7C1da072z2ZFrsbtTYvxqpz+UIzwTnBfbFxNuPUOS7HV2BlhWYk+wMcnn11PhGE17uKAwB+Uh3+Mi1DlUWcMMcAMERZxG59Ar0VlfhLdZRa/ZnkloVJkLtMquvtXhww9OjUKQ3AhIIByhLSzO0dW2NtFUQlHiQn4WLM7r8e6Dhb/Jq334IFV/Hww4tpbm7i2muvZMKESf9qbz93dxVxcQ5xYfjw7i73hMhIf4KD/5q/yV+FSgLGX5gO2wSBFRklFN57EbNXHCStde2RUtXEw6N7MiM+lB4BXoz6Yhe2Vv8zi13gYEkdVQ/O5u5v1vFtpRW6jeIUI5BaD3f6DAV20s1RHDK1z72yLOEs8DzOI35bGVe2GI2bYyG7pGEu090yOh0jUKbp1P0QwFdq6FR+U5qZzivbvPHyC8DfrfNvVq2QIpdKmNMzDDeFnFGR/jy+Kx1Da6uz5KrOgvF/lehoOXJ7Cz1bGjGeIQaUa1W8Ma6Q8T8OoN7o+Nsk1Xjx8phCGo1yPkoL46ZdPenha2BAgM6lLM1dbuOzU6FsKfLHTWbjwcGl1BiULM1yXJdWQcpbyRF4ebiuIWx2CVmNrlm5DSYFGosMqcTVU8hDYcdTYUchEUiu9XR5z+FKb6x212eW2S6lwdhZNrhQUcVys4KgIA9qa/8ak/OiJh1Dwnw5WdmEWioQWZlJ9CAzLWd8dzMKTCj4QTfCJds2yxpBoFzLYFUJazpk7rUxQFXKkcgXKLIGEt9qMv1J8yTKbe0VMHZgU3D7PLVPyXGm25P40ecKl2PV272Y5naaldqRzjH4S7XU2zxYox3GWHUuicb2a3+cOocnGi5jsKoIGXbyrCGMUBXQaHNjTPmTRMoaWOS1n3B5E9+2jCMxcpLjfaG+vDdzMEM+O7vlf//IjKL8/Mrf3OfJJy/j6FFXI8qGBm2nzJ1bb73A5d9XXDGGm26a4jKhjIjwJzbWndhYV7Uu1NtMQIWWb3f6sSY7gHsHluOttOIut9Gvm4GYEDMKqetF46u08my3PG6PLCW/QEZ5uY7k5BLefWczl1/eh6FDY5g/fxQ7dz5FYmK2y3v37j3lLDsbPboHs2YNZvLkvnz66a3cdNMUas7oktLYqOP22z9nwICHuOSS1/grKW3W46WU8/6xPHQWGwKwPruCWT1C8W/tIOdtamJkQDnvNl9Af2UZ9/nuYICqjDkeKcR0UFKj5XUs14xkcsWjPFh/JVPdThEsayFS1sAcjxQW1txKv5LnCZBqiZA1AqC0GIioz6fJs710L98aQqS8ETntk//x6mx0diX9la4CjwIr4bImvCV64hXtkyQviYFqmxf/J9xDSVBPAlqq+HFGT07cOo0xUQEs6BBpifZxJ626+RdFIgBP5dm/BAcMGIRarWL27BlIpVKGDBnG4sUPAbB9+xbuuOMWDhzYx6JFCwFYuPA61qxZzezZM7j66mtRqf4e3i81Nc3cfvvnjBv3FC++uPZ/WrTt3p3hFInAUT769dd7AJxmtk1NTb95HLvdzpo1R1iyZDWJiVn/0/j/SWhMFh7ekeYUcaq0Rp7ck8HdW5JZk1lOs8nC3qJaFvzYeZLbkTcPZRPx1kZi3tlMcmUTn88ZxnszByOVgMFi44e5wwhoqSRAW83Q/H3EqRyfNyTMzykSdcRis/Pj6TI+TcqnRmfEZLUx+dt9LE0rZndhDTduSOLr5ELm/3CYzDoNZpudlRmlPLP37Hd++LcydGgcjz76PQMGPExsbBCTJvUlNNSXadMGUFZWz/LlB5kwoT1bUy6XEBykY6F7MSqZ6/PNW2XDS2mnWKOmsKV9wpbT5E5jFxPMnr4Gdpb6uqTW2wUJGwv9WZkbjMEmw2yX8tXpULYUO4Iu9w0qd/nc6dGNvHYiimnRjXgrHVkocd4GFBI79x2IY2pUE6NCW4gOMjN8mJmEhM6/s3XrjrNw4fu8+OJPbN2awpdf3s7p02/9wTPaNRZr18J0z/psopsL0QSG8KXXZUx1O4WitWvMAGUpComN+R7HkbU+t9wlJiaoc1inHYyX1MgKrWt78m36/nwctJTN4e8SqWjsFAWNkDfSrbWNvaN5xA5+1LmKvC1uvi4ef6NUeTzXMIfLqu4h3RzJ/3nv4f3ApWSYI1mrH8Z6/RBOW8JZH/YezwesI0Le1Ol7Bsk0XOiWhoekPcsrSNpCndWT4apC+irKkGBnuKqAeJ9mtg+9ErPirxN7u/L2a6NbtxgAlEqVM5MmKekYEyZMdvH2+zfy9tvXM3myI6PNw8POl1/e8otWDv9U9L8RM7ULcKSs3ikStbElv4qpcSFEebu5BEAB6vQmVn73DStL9M70fQEpO/R96a2ocO4XKNWwwPMY9TbXhTpAnc2LI8Y4lw5LABKJ3SXbYLJbJis1I1mrHcJAZYlzu59Uy1h1Dld5HkVCq1G+pIV6lTeLj5Rw15Zk7t2azKz49iykIWG+vHM4l5cOZrEhp5L9xbV4KuVOkUjEwdVXj6N7dzW1tWb27pBT1tRZcOvuY+R4tadTJGpjT5kPH6eHobU6nnu5TW5ozDImRjQBEORm5uLYejYVBmATJGitct5KjiT7DBHELkiIDnb93UWHmJkc6ZoZHOdtQCUTuDy+/TejltnwVVm5bHMCLyZF0d3HNauuf6CO4SGuJZlqmY1b+1W6rGv7+Ot4dF8suw66UV9vY+jQs++72hVb8qqI8/Nkz/UTUQs28sL6M7X6USJlrskAF7idIkimxUvSuZKg2abm25Yx9FeWouzQqW2AsoRhqmLcpRYSFI5GDfOr7iRGXsdM9zSmuGXydsByEo09XY5XGNoHg0XKDHdXIXeoqpBymx+z3VOYpM7kGs/DBMtaeKZxLq82zeKkMZpbvPaywPMYj/pu5suWCazQjmKtbjg6QUVG5JPEKOo42tq9tMzmzwbdELR2NWUdhKuDpfXnxGj+H5lRVHZGG7w2jh59ic8+20lRUS2ZmeUMGRLH8eP5zteDgx1ZOj//nExCQgRvv309Dz44m+joQLZtS6W5WU9KSjGPPvo9L7xwBYmJ6dTU1FFUVMOIEU8TFmpn2iA9tdUy+vloqTfIWZPrSCHNb3ZjTFgL307L4bbd8WQUu1FQpWJmt0Y2FDpSrZVSO3cMcDwg0qtcI7F2AU6dSkGvl1JSUsoDD1TRu3cImZntwtbQoXGMHv2EM7NJLpdx8OBzjBzpUCKvu24ir7yyzrn/hRcO5PPPd/3Js/3HuKpfNOk1zZz5/LUJ8IRbKRuSjpLZbyJfax0mml+3jGdj2LucMofzQfNUBAHmeSQxTp3LCVM0y7RjATAJCvYZepMY8RIaQc0FFQ87j73N0J/n/daQl26iptpOWUD3TuMKkOnYGPYu2/X90NsVLNeO5NKqe/CS6Jnhlk6isQd+Mh3DVYXMrboLGzJCpE3c47MDN4mFSHkDd9ctdB6vzjuM91Zv4HCTnQ+SCrALAvMTIrh+UAwXxIXg2+Hv0RXe7ucmAvnii67C4MsvvwHA9OkzmT7dNVPDy8ub77//4ZyM488wb96bzoy6xMRsdDojL7xwJf/P3lnHR3Xm3/897hP3EA8a3N2KQ7EKpZStu8vWddttu3XbKi2lQgu0tLi7a4CEuLtPMu6/PyZMcpl0lXa33/2df3hx5947Mzdz7/M853M+56xYsY/Dh/PbjWfHdimB70pBd2HbBaKovj5wn4tx992f8+GH2wB44YU1LF9+J3/4w4R/9Sv916LJ6hCYSgOUt1qou2jQOVvXSq3JypHKZjQyKZNTIhG3X/9tRbU8vL2jvffWDScZFBPCp6eK+bjdf61vqIohRXuIkFkw2GRUVlYSGekjc/eXNfD+8UJkYjEPjOjOwJhgLvtqrz/56PGd53h3+gCqLvJaW3GmzB+pfQEXR6UCHK5o4pk9WTSY7dw4MJl7h//+lXOXAp2TvXbuzGLduj/icLi44ooOoqR79xhWrLibb7/9iSNHyjhyVMliaQ9Gx7axs93gUilxMz2hhYPVOszOQAl0gs7OdT3rWJkXgRcRk+INeL0QLA8kgG2uwIXoiTotPxaFsbcyiGS9jTkpzdjdIr9qCeCy+BaeHl7Bc0cS+LnENzZnNWlYkNrIRyMKuTu7F199tY7LLuvDnj25yOVS7rxzKq+/vt5/Dq/Xy+ef7+6yXfvfQVtXCy2vl3hzGbsSfH4KBjdUW0P4JvIjipyRPNcyj7MOXzvcNdrDjFfm87phGu+2+aLlE1qbBBNcAJHIi90jIc8ZTZo08Bk3RFHKNZqjOBGTKGtGK7Lzbqswql4EXFnzE4MGSwiXmvjSOIoj7ZNUB1K+aBvDtbojAr+iVo+aHdbeDFOUkChtJFVaR5HLV/0eqSjgvsbFVLtDGCgvoZ+iCq3Iznpzf15tnQX4ijC7Y//CZktfXjX4tiG7tH+Dv4V/xNvvtddeZunSG4D/HW+/mJgQdu16llmz5iAWg9Xq4NZbPyYxMYK77ppGcLDmP/0R/238bfcwX9Fvemo0wUoZhk42F2mhWj47VUyb3cVVveP5+lwHSdPX1cC6detgsFBdYPYq2BX9Gpstfcl2xLLb2pPxVY8xUZWDXmSlrZ0UkuNiqioLZRepZqKmNrb1+JZjtmSsXhl3Ny7xt9uosPNy6GosXjnfGEdwT5PPJHeWOpPF2qPUu7U80NShMm+wOBgWF8qrU/phdbrZVlTHU7s7Fro1Jtv/N7DuAgMGqPn2WxsgxoqcT7NjuDy5kc1loTg9YkZEt6GRuZGIvAGm0REqZ0DiWJlJwbvjihgT28rACDPf5QvNzL2ISA+2cayuQ7UUq7EzIcOMLFhMfb0EjwfsFhHnmtRMTWgmp1lNgs5OjVnOzHUZSEUerkprYGiUkcO1en5sD5k43aBlcISR9GArBQYVvUPNxKgdnGlQMym+heN1OiLUTnqHWHjlZAKDIoykBdvoHWrl5+JQzrcTYR6PiHPnLNBlL8alx97SBmRiEQav71q6kbDL2ovXw77juD0Zl1fMUVsK/cqfZ4oqm2CxGYPH97waqSjk1obr/ZHzc9SnSJY1UeyMoNAZyZK6W7g3eAfFzghebOnw9AsXGzkQ/zJS3DzdvEDweTQqJcXybnTDR1DVu/X0kleT64jmqfZ9pbh5PGQD35g6UretKLB4Fbwatoanm+bh6qT+q3EHs9/enbN2Ybtnk0dLjSs44JoYbH/vafbP498iip5++jEyM0/Tr19/wcL0tddeZtcun/Tp8cefZty4CZhMRm6//SZaWlpYuvQGrr568b/8viZT1+khlZVNfkPrnTvPkZISydKl4/n55+OkpUWTnh7DRx9tB6C8vJG5c18jL+9trrxyJHK5lHnzXvOf69ixfCZMsJGdrcBiEQNiSkrFTMsw88k0X/vToJUDBO9/qEbP00cSqLP6HtgWu5izTRrWzjrP6QYNm0pDuG5bT7oHW5ia0BLw+TVNNs7X6QE327eXEhHhIjhYisEA3buHM2dOfx599Hv//i6Xm+XL9yCTSXj66e+prm5h4cLhiEQiBg9OYdCgZDZuPP0vXuV/HnJgXEokSomEWrONRosdtUwiWIDGWurZvX0bCb3D2Euwf7vZq+CT1nGs6iQPLDNHMFdzmgqXMM3NhYQyVxhVF8XYA5x1dKNa4yEvPRGNtRWZ04ZT5jNXVYkcjFfmkiht4t7gHUyuehij1zcRNXrVFDojOZfwDAa3iuGVT/mlunWeYIqdEbwX8S0rjcMC3rPArWRfJ4+qNTlVXJ2RgFIqYUZ6ND/lVgcccwFq6a/TU/qfRkNDG3l51QwfnoZM9s8/ZurqDH6S6ALWrDmKzebkrbc2AvDJJzs4f76Sl18OfJbMmDEQtVqBxeJ7VohEIhYsGI7X68VqNlFdLWHp0pV4PKu55ZbJ/PnP13DyZDE33/wR586VM23aAN5774YAovXNNzf+roiitTlV/JhbSXqojvuGpxOk7Khs7Smt56szZURpldw7PJ0R8aEcqeyoxizOSOBgRSM/53X8flNDNIxetovidi+uCUkR7LhuPBKxiL1dmLZ/dbbUTxIBnGu24ojsSbL1GOWiSA7kljBo0CCy6luZvGIvznZF09rcKj6/fIggHrvF5mRnSQMiEBDQGZF6ztW3Ciq6g6JDeP1QHmaHiyX9EglVyZn29T6M7X50923JJFytYHHfBH5r/KfGzX8UFRVNbNmSKdiWn19DcfFZCgtLMBh8vyGrS8KeymC+nZZDvVXO8pwo/nTcdz17BFsErWChCidzUpqJULl4eGAVD+5PZntFCNsrQohSORgd08rBGl87S0iQm6BEEaJy4eS6wKDiQPs+Ba1qvs+XoLuIZNpZGcyfRpayp0rYGrO9PBijQ8KBCt8iLC8vm48/vomlSydiMFh4880NglZsmUxCv36X9rchF3VdkY9KVQWsVHOdsfxkHiSQyv9gGkqGvIrCTh4k5a4w5qlPUuSK8CuHpqvOMbHmUQweDRqRnQWaE2yzZOBEwmhlAc82zcOCgnCxkc8iv6C/opLrdIdYZhznO6nXi8bWyqfd/oC7UcIs9VmqLpqQOpAFEFQAx2zJPNZ0BV7EaLHyYugP9JNXsrT+Zv8E/bQjmR7yeoYpSvigbbL/WKNXxSrTMIpd4QHn/S3w97z9Nm5cT0tLMwsXXgV0ePsplcq/6+03erSvnXD37u2/4jf4dSEWQ02NmHnz3vJvW7fuBEeP/vk/+Kl+XUxOjkQrl2JzuZn2zT7m94zjx3aFbY8wHefr2/zzu2CFlGfG9SK/sY1TWec5ZpYSPmgaE9T5bLV2WEss1h1BJXYyU32WF1vm0NJ+X2y19uUKzTEUIjdWr4xGt4aFdXehFjlItpRSpuyGRywhxFhHvjiW2TX3MUWdjVLkFHiyWFFg9KpodasodnV4E220DOA2/V6B/+cFnM/PZ3BsCGaHm67EYj3CdDw5tievHcrH4fYwMz2aTQVd+HT+D2Hr1lMB2xJ0Do5dncmagjD+fCKBI7V6xCIv0xJb2FkRjNMjpk+omUXpDZyo0wl89RK0dqb/nOEf82YnCa1O5GIP9/SvJiPMzLriMFRSDzKxh+2ntIQleomLc3P0qK8boA4ZcrGH3QvP8fn5KP/Y6vKKWV0Yzt39q3n1pNCP71SDluwlp3B54PL1fVhd2EFUfTKpgLwWFW/4jbBVVJmVPD+8nA/PxQjO43D8dt5lQ+NCqGgTFg6dSMmQVzFGWcjYqsf8RNCPliE8HryBaGkbUZJW3jZM9b8GsMnSn1fCVguKJqfrExisKBWcv9Gj47Q9gWGKEm7R7xUYVGsay9meOBPa6wFXao6zWHuUubX3+vdxIWHbRZ6DAKL2WW2wJJCUDRZbGKEsJtfZ4csZK2nhD7qD/GwZ6G85jdEqA0zoLwX+Zf1o535uh8PJ6dMn/a9dddU1bN68k++++4HXX38FwN/PvW7dFr75ZsW/5Q/S+gvs9ldf7RP8v7i4nltumYzBsJwTJ14hK6tc8HpBQQ2rV2/m/fff57FH3xK85vGI6NbU1k4SdWB/J8Ox9GDhDzRRZ6O0VRhlWNamoG977+mJet+x+QY1PxeHMTelCbHIi1zs4Y6+NWRe1CNqaBLz4KRqxg2zoVZXs2bNioDvrNUqmTr1JTZtOk1mZik//HCUGTMG8Nhj85g0KYO0tOiAY34tyEWgk8vYUFDDijNl3LL+JDf0T2JUtzC6h2kZHixl2ZlyinsNJy0ukOyrcwcFJLYcsKUzVS1MWIiUtBErbaGXvErQRgbQ4NFxMGQEjfoYyqJ6ore2MLj1NEu0h+grr2BB3T0MqXyGZW1jqbyIaKpw+SR8jR5dgLlYdbuJ9nhVHgqR8EbsoQ/0PTpV08IXp0uI06qYlhpFakjXVTfZ/0Gi6MEHvyQy8mbGjn0GrXYp+/f/7dS1rhAcrCE0VHg/pKRE+pOXLuDjj7ueeMfFhbJr1zMsWDCMiRP7cPXVI1m79hgHD56jtt7C6dMyGhqsNDUZeeWVn/jiiz1cffXbnDlThsfjZfPm0zz22DcBnia/huTe4/HQ1NTGn//8Izfc8FfWrTvxb5+zqs3C9T8dY8GqQ3x9tpxn92Qze+UB/+s7iuuY9OVePs8s5eUDuYz9Yjc/XDmK+4enMy01irem9SdCLadXuI5hsb77pE+Enqmp0X6SCGBPaQNb2tt5h8UFtvSEdmFgbVFo2RA3m3195nBfgYerVh9mVXaFnyQCsDjdXRJPSqmYZ8f3RtKuYsqI1PPkuN6suWokfSL0KCRiruoTz+bCGh7Zfpbn9p5n4MfbWZlV7ieJLmBjQUcLs8vj4a3D+Uz6cg+vHcrD6f51ZPb/yXHzlyDt9AzSaBRcfvkQoqODBfuIRLB37zakZuE1dHtFeLwixCAYv/IMam7uXcvd/apZlF5PN52N2ev68PThRM43q/zpLuBLeOkZamXxhBYyMhwghk2ng0iPs5MaZCVRZ+O54WVUmYXqyyqzAuVFrW9yiRet3EOCTji+xGsd/mjfC3jhha/weFzI5VKuu26c4HqMGdODDz7Y+vcv3j+BIGnXz44JwUUB2wYoyv2+ShfgQYSti1jfdHk962Pe5bHgjXwZ+SlFrkg/KWP2KjhiS+VU/HOcjn+Wc454LPjuyUaPzrdQdavRiWwkWsro1pDPgOL91IYm4RLL8CJmg2UAkVJhK0O6rJa5mtMCE+vRynzWmwf4CSsTKrZaMlCJnf7PcwFZjjjEosB+H7HIwzBFoD/Sb4GhQ4exb99eAPbt283gwR3teNnZWXz++ae88sob/m0XvP3cbvfv0tvP6/WNc++8s4mCgr9v5wBQXi4s+hw7VkhmZumv8On+O7Bx8RiOVjWztaiOI5XNfJFZysuTM8i/ezqvTM4gv7mjNcdgd2Gy2TGd2ku+OAibQkulOIqd1l48HbKOa7RHmKY6xw5Lb26ou5Gd1p5+kugCipxRvBi2lgx5FftsvXAjwehVUaJKZFTOJiadWYNDpqRYk0KeM4b3Wy8j0x5IaIeLjV2a59a6g7hMdV5g7aD02NhSWMuclQdZ9MMRPjhWRGInNWVGhJ4vz5Tx0v5cYrRKvls4nGv7Jgac+38NoSGBc/d+4WaCFW4+zY7xEz4er4izjRoOX3WG63vVUmBQMWdDBkqpm2kJzfQMsXBXv2oKDEpBYWRvVRAPDKgkTmOnZ4iFuSlNfJUbydAoE6+NKeFIrY6t5aHkVio5fFhBZaXw8zg8YvZX6akwCudgXkRUmBQk6oVq8Wi1E4XEw/lmNaVG4Tr2x6IwdlcGC7ZVmhTkG1TMTBKuf2LDLz1R0RUGx4QwIzVG0DYJ0ENWQ3dZHZmObgIiCCDbEcflmkyGK0twILxeHkTsswp9hm1eOQqRcM4jwc1pezcGVz7D+62TSbaU0KviBGPPb6BZESzY90fzIJzewHE/WtLKoE4ElFZkQyu2cUPdjRjdSuI6tc+NVBTyg3EwFc4QxijzCRabGSAvo4+8ilsb/sBAeRnDHOdIrc1CK5dy56ZAAvPfxb+sKOqqn/uC8d8v9XO/8sobgn7u3r0DWbV/BDU1gQtzgKio4IBtBoOZF15YQ1JSBBkZ3cjK6vCikcu9fPrph8iABKWTXIQP1svjmvgpJ0xgkBmrcTB/Qy/yDCoGRZjoprVRYVISoXJw34Aq9lUF8VNxR0VsYnwrEjFkNggHhAqTkg/GF+H0QJVRQbDCRaLOTmFrR39nst7GtiMaDlT7blqt3E1ChIPyhnaJqcpLYcFxmpqEcub160/S1GRixYq9REUFMXRoKjt2nKWh4deVPTu98FNulWDbnrIGztx2GX/463d8Y5CDNpIWIvm8LYx+8gq/rD5GYuAa7RF224TJZbGSFoxuBbPUZyhzhREjMdDmUTGm6kkUIl9VJscZg9Gj5BrtMb4zCRU/Tbpori7fiCoxnq9NowCweBW81DKLyarz7LBm+Pedos5mjWkwSpGLXrJqcjqxt33llcysvp8qdzBjlfnYvVLsXhlLdQdJljawt2Yg3k4tUEcrm3m5kyLm6/nDWLL2WMA1K7woZej3juZmk1/xAz7D9yuvfJPDh1/ills+5siRfMaN682nn95GXBfEwgUoFDLef/9Gbr75YywWO3FxofzlL0uYNu0lv0oIQK8XtiY0NraxbNkuTCYb1103juXL76J37wf9qU3vv7+Z5GQxXq+QANq2LVNg2Alw8mQJ99wznTfe2AD4jHDvu28GL730I3l51cydO4SFC0fQ2NjGnXd+xq5d2QwalMyHH95Mauo/RtB+9tlOHn/8W5qajLR3xLF8+R6+/PIuli4d/w+d42K8d7SAey9ShAAcKG8kv8lI9zAdX2SWClQ5hc0mchrbeGv6ALxeL+OW7+FAe+S9WibhyE2TGB4fxh87tZZdQI3Jyp/351DQbOKK3vFsLqhBKhbzxNie3Do4hbeP5NPSqcqh8DgoVHUsqlafr+TuoWkB552UHMWBiibOtXuvqaQSbhuSyoDoYG4dnEKd2U7/9vTLUzVubhqYzMz0GM7UGViV3WF6b3S4yOwioKB3uB6v14tIJGLmN/vZXuxr09ld2sCGvGr23jDxly/yv4j/5Lj5Sxg9ujvh4Xrcbg8Oh4u5c//CiBHpxMWFUlXlG2vj4lyEWG2Mim/lpZqORUKIwsnACDOrCwNVIB4R3DeginFr+lNj8Y1ZX+dF0tSFV1GbXUKY2kNurgxXu+lzvknJa6OLuSLdV1nNblILfI/itXYeGlTJzTu7Y3f7JmPzUxp570wsk7sZWFsURotdRpTawR8HVXDTru4CI0+Hw8rgwXeRl2dBLpewePFohgxJpby8kRde+OHfvawBEHelrBTBqy0zmaU+wx5rT6QiN+OUeeyw9GaiKkcwBs3TnGKQsowISZs/jj5IbGGe5hSx0lb6yH3KhvsahaqzWncQiMDjFQfE2Fe4Qrmm7jZfsqcaUHnplZQAF9nqhYosPBPyM1ssfYmRGChyRTCz9kEUOFiqPcA8bSYxEgMjq54SHNfs0ZIkbSRW0iKIGh6pKKKHrIaesmp/lTRUbEKCh/P2WCYqc8h0JGD0SHHx23jmdfb269Mnw+/t9/LLr/P880/R2FjP1VfPR6/Xs2LFdyxZspTbb7+Jzz77mKVLb/iv8fb7R3HrrR/z2Wc+Bf4jj3zFxo2PM2VKP1pbLRQW1tK3bwJyufA3K5MJyT2RSERwcMcYvGtXFh99tA2NRslDD80mI+O3V2xeShypbKb2ovbrTYW13DE0jfNdzN32799PnckLndbZLqSESUy4Efv9xIpcUWQ7YgWtMACDlaWAb0ErgEiERalHamnBrBQq12pcQQxWlHLSngTAQHkZDq+U3rJqRHj8xG242MguS08earyaMLGRa7WHiZc2EyQy80TLVf7zVRqtPDOuNz3CdcglYjYX1PB5OxlY1mrh7s2neWWyMHznfxEbNjYTFeWitUmMCC+T4w002qTUWWSYLmq9NjokGOxSlud0zAvPNOqY0L+Kjyb5CgVri4SdE3a3mDv61XJb31pm/Nyh8FmWHcX1veoFyWMejwinM1DJkxZsQyFpZlt5x7M3QuWgziJjdHQbZW1KGm0ydDIXM5KaeeN0HL2CA4UY4SonQXI3pzoVg9RSN9UmOU63iCndWmixS5EpvZys/W0SkU/VtHCypgW5RMxoiYHSVhO9Iwy0eNQsrL2LOerTSHEL2rj0YitL6m7B6ZUwUF7OaXuC//6YpT5LP0Ul6y0DBe9zi34PLW4Npx2JKEUObtLt5zXDDP9xJepkMhrqCLI0I/YKhQsSPPSU1zJFlcX29rWmWmRnoKKcMeICFmhOYvXKqXYF81HbJP9xYxT5PB/6M1KRiwcbr+Fwe9u3CA/fRH3KWtMgVrf7Cla5Q0mWVhNsKeJ0J+L6UuJfJor+k/3cFyavFyM3t4qEhHDK2xc4CxYMY/781/0muFFREBLipqVFglrpoVeEhT271Lg8YkZEO5me2MzWshAUEg9TEwysKQxnZlIzOyqCabDKGRbVRm6zigqzbxQ4WBPEwtQGbutbyyvH43lwfyoJOhvzUxvZ3xCMTuVGKXHz7JEE+oaZqTZ3TCTSgqzcvz+F4vaJ75kmLdf2qKPZJqXZLiNM6eSa7g08f6xjUm5ySLg6soH07hZWFkTilooxVBYDKjr3hDY2NvPHP37t/39WVgXR0bpfnygClFIJ1k6mwzqpiKeefILNrnjQdTwky9zhrI141xcv6IzkvCOWb0wjma3OZKe1Ny6vmBnqc7zeMt0fW9hLVs0gRZnfv8DulbHOMpCtMW/QXe5b5O+zdaemXf0DIHfZkHpd5DuEC3cvYuZpTpMuq+ekPYle8mq2mjPYaBkAQHdZDddqD1HZnuLyVutU2tpTZ3ZY+3B/0DYGKMp5wzAdg0fFTM0ZzpljaLHJ6WGuYjcZgvd791ghXeEShur8V+Dw4byAbQ0NbSxd+r6/lWzz5tPcfPNHbN78BKdOFXP0aCFjxvSk70VtQNdcM4aZMwdRXFxHRkY3ZDIpL720iJtv/hiv14tYLOLRRy/HbneiUMiwWOwMH/6kn/B5662NPPvslVRWdkh4bTYXdosoIP1hwoQ+nDpVKqisjhnTk9dfX8q0aQM4e7aMKVP68cADX7Jrl69//6uv9vHpp7exfftZVq8+AsD27WdZtOgdjh9/+e9eq+LiOm677ZMu0wc/+2zXv0wUPbjtTJfbpWIRwe2tZ2FdJJ2EtSfCHa5s8pNE4FP3fHyymOHxYSztn8h7xwqwtfutxGiVLM8s5WCnRMjPLx/Cgl5xvLQ/l/nfH+LqPt0w2J20WGw0bVuFPSiwZTQtVMu4xHB/q9mc7jFMSA6n0ZLKiZpmYrQqlvRL5HRtC1etPozR4eL2wSk+0mj9CT495VMh/HHHWZ4Y0yvg/DFaFa9e1pdn92Rjc3mYnBzJyZpmZH/6gcRgdYDh/L7yQI+jS4H/Rh+UvXtzOHLkJe6++3NOnPBNWk+dKuGBB2YRHy/lvffWUFoqo7IyGK1Uy9KedRyt0xGicBEsd3HDjnSGRxnRyVx+3wWlxM2c5GZK2pR+kugCyo0KEnQ2yturlhKRlyvSG/mmOdZPEl3AnqpgojROvs6NRISXEVFtnGrQkhpkJVlv45UT3ZiV3MTQCBNml5iXjif4q7Lj4ww8NbSCCJWDM41a5iQ38XN7EUcu9jAspJWNub5JpN3u4ttvD/LAA7OZM+fVf+r6/aO42O/LBxHFrkiq3CEcjH2JF5rnsq7TRPXeoO14ENHg1vGTaSBrzENJl9YwX3eKVo+Ks444ZtQ8wBTVeZ4P/QmN2MEs9VmB/8EkVQ7rzAMR4WW0Ml9gwDlYXsoma/9OH0eENDYJaUENrk5zignqPKaqs7lBf5AXm2fzs2UQAHbkfGsayZ1Be4iStgWcf4C8jEearmSYsphSZziVrlBGKIvYZunNp8bxhIpM3KzbS4Ksmf3WNN5pneo/9omQDbzX0h8jwhaJXxO/5O23atVPAfv+t3r7/SOoqWlh2bLd/v87nW7+8pefMRjM3HDDXzGb7URHB7Nhw2MMHpzCmjWHOXdOhlrtRa9X0tbm+y3fcsskYttDCI4fL2Tq1Bdxt6sx1649RkHBu0REBCpbfi9ICFIhEYn8aWYAcToVrx3Mw+py0TNcR26j73mr9LrQFR5nYF85n3iE6rI+8mq+bxIWMRs8el4I+ZGvTKMoc4YxXFlMvUvHI41XkiQVjj8SrxudxYDE7UDqduCSdDxT0+V1vBn2PSfsSeQ7onixZQ6PNV8JwGWqLKQiDyFiC3qRlY+NvuKH0a2i1hzM4biX2GsTqigA7G63vy37zxcpwhstDgZcpDj9X4TV6sThkDF5kgVjnosNpWFsKA1DLXUzJaHFP9YALO7RQGlbIJFc0qbkWJ2WnGY1c5Ka+Ti7o43r2h71yMRetpcHCwokNrckINUMIDLSjVgMtbUSpCIPUxIM/OlYN9ocEmYmNtNslxKudJJnUPHgfp9/a5TKwddTc/kqN5LPz/vWSCK8jI81sLc6GIBotYNQhROzU0LPEAu5LWr0cheXJzdx866OZ/3QeBNFVvVv1np24Y50uD3k2GCJZTsfWZf4u0FOOxK5U7+TH82DafFomKbK4jvTMFzttMdxexIvhv5IuSuMAkcU5+0+wcFIRSGH7WnIcTJVnc0pezJ/DvsBjchOkMTKXmuPgICIVk047qYikupyOZs8Cq/I9/o4VT4zah7A6FYyU3WGEcoiNlr681zLfMBH3q6NeZ/r6m4RnO+AvTvvKb7hkC2N5k6tol7ErDf3Z79N+HwpEceSIRF2TF1K/MtE0X+ynzsioutj9+49z7ZtT+H1emhqquT559cKkpLq6uDtWeUM1rTRZpUwa33HYv5IrZ6HB1Xy8qhSfiwM40/HOwia6QnNvDq6FKtbzIhVAwTvebxex+7KYL97fblRSXqwlYn9TazZH0QJPpY4TOlgakILh2r09AyxcEufGm7bLXRMz2nW8NKoUr48H0mMxolMHLiANNik/Pl4Am3tKidxjZdrejbwQ0E4DreY8DA3BQX50IlFbW21EBqqDDjXpYYHmJ4Wxdr2nm2FGBynd3O0rY5+3aXsoYOskeMiQdpMkrSJR5uuFKQ6fBHxGcOVJbxhmOYniQBynLGE2gIZ0yxHLJstfTnr6EZvWRXZlihsEhVit4u4pmKOBQ1iuExo6qkR2VGLHHSTNrNYd5SfzQOo9QT7X893xnBv0A5maX7itD3BTxJdwH5bOh+2TfT3hla4wng9/DuGOs/zycl0Tob1BlHHw0TxCy1Lit+lnfwvo6sKokolD/Ab2rcvh3ff3cR99y0HfJXJZctu54YbJrJy5QE++GArGo2SJ56Yz/jxvf3H3XjjJMaM6cmuXdl8/fU+7rxzGU888R1vvrkUrVYpUAWZzXYOHxZGQQMkamzcNLKRF04k4fZIuOaaMbS1WVi8eDQbN54iK6uC6dMHcOedU5k69UXOnClj6tR+TJnSz08SXcCyZbsoKhIqkU6cKMJksqHVCu85r9fLl1/uZe/e8wwdmkpoqLZLkgjAbv/X5buuXzjnVb3jWbjqMG12J1f2iidWp6Ta6JvwL+mX8Hcnfxvza2iw2Nly7Vh+zKlCI5cyIy2accv3CPb7PLOUDQU1/JjjUxfuKW3g9sEpPNBNzJ9WVSCXN5Pl7ecfTJVikIlFaGRSZqdHc+tgn2qo34fb/QkOo7qFcW2/BK798SgXvt5ze88TpVWy7HRHq4rL42VvWT1DYkM4Ue3zgYvWKrm8Rwynaw2sXDicYbGhvHWkgNfbfxt/K5XwUuO/1QclL6/aTxJdwA8/HKJP71oqyjsWJSaXlHKjgi1zs5m7vjdHan2LwGN1eq7vVYvbK6LZJqXRKuP2XWlM7tYSEFvfN9zMgwOq+DI3igqjHKNDwruZsRAswTf965hoBsld3LC9O+52UlctdbPvirO8dLwb69tDIrKbNVicEowOyUXS/WCW9qzn6s09abbLEOHlqvQG+oWZGR/fysdZgaq/rKwK1OpfRxnSLUgLNHX5mt0r46A9nfWdSRtgn7U7n0UuZ1Tlk37j6AJXDEO8Zeyz9fAXRX4wDyFIbOWJkA2MV+XS4lbT4NHRS1bDTmsvdlh9KrQkST2LtYfJd0YzWlnIFFWWkCgC2irLGFF6hIKoHmh1IgYrSomXdhTnil1Ck1UXEjLt3TjSlooUD1NV51CI3MRIW/i0bbx/Up0gbeJQ/EvcUn89ZW7fOZq9WtZbBrAl5k2ea54rOO93xmH+pLf/j0sLt9vjD3W4AIfDxV13LcNs9il2a2sNPPzwV1xxxXDuvvtzLiwXxo2L46675rB27TG+/HIfX399gD/+8XLa2qx+kgh8886NG09x/fUTfquvdckx7LOdLO6bwPfZFTjcHgZEBbEur9o/LoUqZbwyKYMNu/ZwxipmV595NEjKmaY4x05rb1QiB7PVZ8h1RJMsa/ArAwDkOJmtOct1+iMUO8OZWfOAfz6pFtm5Rb+HzeZ+6MVW2tpgb8bliL0ewlurMARF4RAr6CGr4R79DkQiGKos5cO2idjoeF7vtvbicPxLREhM3Fx/veC72bxyzjnimazKIUZi8D9LJG4XpwtK6XaunJQQDb3C9ZzupMiN16sEXob/y3C7veiDUtlW3uHjaHFJcLlF/GV0CUdrdTTbpOS3qAhVONHLXf61G4DVLeLqzb7ClkTk5a6+VdjcEorblPxQGM7uqmDmJAeOGenBVtxeEfurffOBoCAPLS1inE4Y08fEM2klzF7fB4enXfXSpuK98UVIRF427OlQLtVZ5eyr0rO1vEPd70WExS1h69xzVJvl/PlEN9494/MmUkrcfHlZLsOiTVy7tafgMx2v1BIaKuPvW8NfethEEmwRkQGWIRavgsPxPg+1L9pGC4owXsRUu0JQixzssvnWGMXuKOIkzRyO+xN/apnDBssANlgG8KZhKp9FLmeCLI/BitIApZIHEdv6X4VbIiPWVs310SeJlrRyf9Niv53KJmv/9uSyjpClRo+OL42jiJK0UtrJm08vtqASO4iRClMWwde21lNWS20nQUScpJl0UxHVoiE0ey/9ovJfPuPQocP48ssvmDt3Afv27WbRog4X/Qv93N9+21FtudDPPXfugn+7n7ugoOoXX1u7dgMlxWdxuc2YW2Vc/BX7K4zEqx1saQisahe3KglWuAUmXgBby0N4cVQZESon8Vo7laaOiWSvEIvgJrtwnvoKBJPWJpuc+anlLO5RT16LmhClC4XE45fMA6hlbu7cneY/bndlEIk6G2XtlVe52EM3nU3woPF4RShFHk5cfZo2h5QIjZPnTiaysq7jO4hEUPkbPdjX5lazcv5QNm/fwc91Dk5FD4JoGKIoJs1TR6EzCjlObgvag0rkZIe1d0D053ZrBhPU+Yi68DDoL68UVCxVIgdbLRls62QW2M98Dl1VBaURPSiJ7kMJcLTVwzz1SbKdcYSJzURI2rix4SbAR1rNVAeqMOxeGQ1uLVGSVjQiO2Zvx989TGzyD+oXcNCWzrTQbCaNsJNblc1Jpe8z+RbBXXsRNV56y5H/KBITI9BqlZg6Vc8XLhxGTk61IIFw+PA0nn9+jf//Xq+XF15YQ2JiBIsXv+vfvm/feQoK3uXgwTw+/ng7er2KJ59cQElJHQcP+tRLBoOZ22//lGXLbg/4PH36xFNX18qhQ759VSoP/YOM9Am18vDsOjJtsfz003G/v9mQIamYTF8hkYjp2/chf6vq11/vx+XyIJNJcHYyZw8L0xESomXz5g7T+J4941AopHzyyQ4yM0u57LK+LFgwnGefXcWf/uRraVm+fA/XXDM64HwX4HQGGsX+O9i4aDQLVh/G3j6RP1vXyqorRlBrsrEqu4Kzda38eX8Oj43pycj4MIG6Ry2TkNPY5vc4ClPJOXLzZNJCtdSbbUjFIgE5FayUBbSgrjpfSUxlC0e7T8Gq1pFkKSMlzEJ+rZpBseHc1en6nagxsLRfoiDm81BFE5+cLOZiDuxQeSMXrXfweOHADRP5Kbcak8NFcrCGCV/uxdTuUbS4b8J/LMXlPzlu/hISEyOYO3cIYWE6QRuzw9FEmNeG2yMkTprtUiqNcs42Cdupj9bqWTcnmwk/9KOqXT2bb1CzMLWRgzV6ai1yBkUY6Rdmwu0Vcf+AKib+2K9jPK2B2FgXdXUS3G4RyVEOVBKPnyQC3yR8Z0WwQEoPsKM8mHFxwlYQEV6+zImk2e57TnsR8VNRGI8PqSBY4WZCXCtf53aYvUokIgYOTOK++2Zy//3LAxbS/y5aLL/8sJfjoresGjFeATUiE7mpdIUI0sUAchwxAuUswGFbKovqbueE3adY6yZtYqwyn6pO8bml7kjuUOxhujqLb00jKHeFMlmVzc52IknutCE9txmt3chkeR0bNLNZZR7OKvNwbtLt46nQDUxW5bDb2qHaCxcbed0wTWCy/Uroag7Z0gSV13JXGMdsKRQ4O645+LwJbV4ZSpETS6cxNkhsxfgbpef8ryE+PowrrxzhV8KKRCJuvfUylix5T7BfSUk9H34oJJ737y/ihhvsfPfdIf+2555bzZ13TuVi/K328t8DGi0O1uZWkX/3dGwuD/vKGrh1Q4evXLPNycnTp8kyeTFqfd/1nDMBhbiE0/HP8of6m1hpHsFK8whixC0MkJeR6UhEK7IxW53J+62TGaEsIs8ZLZhPWrwKoiRG9se/wirTEB51+goHHpGE+pAE5tesw53ajU2WfsyqfYDb9Hu5P3g7poue1W4kmD1yrJ5Q+svL2WntKLrJcZLniOJVw0yiJQZGKgsJFZk4Xh3Gtnrf3LWyzUqkRsEf+ieyPr+GHmE6uodpubvTeP2/jG7dwnjkkbtYs+ZJwXa7R8yV6Y38XBzqN5LeXRXMkh51VJsVNNukXJ7cxCudDKXdXhH7qoNZ1L2BZe3qnjanlA/PxtA/3MSZRp+yJEzpZHxcK/cOqKakVcnXrXFsOKmnqso3Rhxo0vKFM8pPEl3Avio9o2IC2yWdHnGAwl4m9tI9xEatRU5BJ8Ntm1vCtopQxsUbUUmF81axWMRNN03ntdfW81sjoaGAwb2q/CbSFxAqNvFi82wsXjnpsrqA45JlDXxjHCnYVuUOpdAZyWZLP/82NxI+bRtHT1kN680DuEJ7nGO2FMxeBTHNpWSG9fULA6qVsZi82TgxB3juZl3cUgqYPQoeDdnEjfU3YvBokOFijKKAqdUPoxXZGKUs4FC7gihdVovbK6a7rJYqdzAFzmhiJAYGK8rY1nMecqeNW4f15ZNTl9bn7192Zu3czy0Wi/393ICgn3vp0kUALFmylB9+WMWcOdNYvPi6f6ufu6Gha9JDpfLy1YpTbNnqYddOJcM1LcjFHRWOUTGtPHwgmSHfDWBnRRBamXAxNiXBAIBWJrwB5BIv+6v0PLg/hZHRraQFWX3yvDgDL44so1+YsCKdEO3E1QUxsLEkhOu39+DlE91YtKUX81MbUbSbcaborQQrnAJyyeCQcWe/av44qIIlPer486hSBoQHVr+jNU50cg8KiYdPzkaj9rgZEtkuh5V6SI224/wNSd5lq34gMyubVk0HWXXCnsK9+u18HrGMGImB91qnMLzyKcqcgROJELGJFcaRhIpN6EUdhuG9ZVVcpzvA86Fr6S2rYqSikM8ivhAMfgD56jRCcVAdnuLf5kVMqSucbbFv8mHECsFDwIGUElc4uk7vFStpYb25P8Mqn2Fi1aNMVJ0nTtKMBDcz1We4P2g7IoRGqkFiC6OrHuemppvJVPZmNkcZUHmEGcXb2NlFXPv/RdTUNAtIIoBvvjnA8uV3MXiw7+8xcmR3PvnkVmwXufNbrY4AI+cLKWeLFr3N7t3Z/PzzCSZNeoETJ4oF+zkcLmJjQxjeKfI8JiaE22+fyt69z7Fhw2PMnh0DXnj7cCzzNvTmwEkV2ecdGDvFrZ84UcSuXVk0NLQJ/MwADh3K4/HH5/v/r9ereOaZK/jgg5sYMcL3vj17xvHVV3dzyy0fc9ttn/Dhh9tYuPAN3nxzQ0CC2po1R1i58j7S0wOVDXmdksYuBWotdj9JdAHbiut4+UAuByqaOFvXypO7snjvaCFWl5v5PeKYnhrNnUNS+WLuUEEFscnq4L2jBbg9XoqazdwyqOM+07cnv8TphORvUrCaN2skNOhjMEm1lGiSSZE3co1pE9lNwmdarclGYRe91gldxJVPTI7k6oyOyZYIuG1ICl+dLaOyzcK0tCg+PV3sJ4kAvj1XTp//UDvEf3Lc/CXEx4cxbtxzzJ49yB8Jr9WKCFK50NeaGRwpnH1dmdZIqNKF5qKJYjednXyDyk8SXUCpUcHBK8/wzLAyTjdoeeJwCuN+6Mdn2dGCoguA0yli6lQbU6ZYmTuyjQR9YOhBnMZOykVGnMlBdm7vW+MfTwGuSm8MiCB2eMRsLQth7vrevHg8gekJzfQIsZAcZiciwsngwY9y331fcNllGbz33g3/4BX8x+C5aLzwwUu0xMBczSm+Mw1nqqojuEGKm7ma08hwESsRpqTOVJ8lTCy8R8IlRj9JBD6V64l235LOKHJGcH39TWyx9GWteTDHbCksi1hGH+N5pC47p1LHUxOcwPGgwQIl7RfGMdS69ExVneMq7VF6yGqYrDrPc6E/CUgigJ/NAwmVBM5VQiUmJqmErSwD5WXUuINZpD3q3ybHySBFKQ38/qPX/1vxzTf3smLF3Tz11AKOHHmJa68dy+SLvGeuuGI4er3wWS6TSQLGRvAtmocO7aiWX3nlCC677PfvZWNyuHwpZ+2ePRcj+2wmrRqhR9tZezyH7WmccnTcjzWeECarczgS9yKXa07znXkEnxvHcmvD9eQ4Yi4+LZES36L+YtsEgDxtOussA3EhweaV807rFI7bkliiOyLYb7CilCV1tzK++jFWGEcxXpnrf57crN/HS4bLyXbEcdqRxAZzf24OOoA4TOgxU2+2c+/wdJr+OJdDN03yh1f8r2PSpAymTu3Hvn05jBrVuX3PS7dEN6VmhZ8kuoAjtXqWXVbA2tk5XJHeKCiCADjcIo7VCa+/yyvmlj61fDSxgD8OqkAtc7NkW09GfD+AwlYVYjEBoUv5XbSm9Qq1MiK6jThNx5iqlbkYHdvG3JQO1ZJM7GFYVBvf5kVgdgauY+ViDzkGNZExbsSdul5uuGEi06YN4C9/WfLLF+0S4sER3flD/0RGhMooiezJG5bZzFCd9QccTVTlsLxtNMuM41hpGsHLLbOYrj6LuH0cnqDMIUHaHEAgaUR2YiSBSh6bV8aMmgd4xTCL70wj8CJid+xfSLJWCLpHAPKd0QxQlAesEaeqskjuZCQvx4XNK2Vp3S3IcHOrfjcvhK5lk7U/5a4wzjvjOGZL4ZvIj1ge8RktbjXvtk3hE+MEWtwatsW8xu36XayzDMQs0dAi1bLibNklub6d8W9plP5T/dw6XeCCAbx0j7Rypsz3mscrYm1xON9MzSWrWUOM2sHzRxNosPlkmWsKI1iY2kCLXUaLXUq81s4zRxJ46nAiUxJaONuo8TOy4+MMPLC/YwAcEG7i/LUnefVUNxZs7EW81s5l3VqoMcuJ0zgoNqpxykWo1R7/DTw9oZmtnaqgHq+I800ats87x+qCcCLVTmrMgb4h6cE2rC4J3+VH8HVeFFEqBxPjDX4H+n5hZq7pXo/FKWb+xt7+ibdK6mbV9Bz6hFkY/0O/gPP+mrAXnKNXbw0X2942enRstPT3y86NXhWfGcezSHuU701D8SKmj6ySb40jaPH62PNUaS13aXdS79axzjyQkVXP0E9ewSeRXxInNeD1QrjERJ2744GsclmYOHEim+rEgt7yCykrTiS4L6pUehHxeeQyfjAPIUHajNsr4o3WGYCPSNpgGcjGmLfoIavF6ZWwy9qLq7TH2WTuh9mraJcXx/gn1m4k7BH1Z33Gq3x8IBGx0w6SwL9vYIbN7xsffRTY9uJ2e+ndO54TJ14hL6+agoIawsP13HXXNF57bZ1/v3vumUFIF+lwRUXCiYnJZAuoVIaF6Rgxojv79j3P+vUn2L8/l/XrT9Kz5/0sWTKWxx6bzvnz5VhtHVd8b1kQSXFdM6hhYVoSEyMoK+t4qA8enMKtt17GzJkDqa5uYcKE3mzceIqHHlpBaKiWXbueYeLEDEwmG19/vV9wvg8/3EZIiIbaThJuvV7N/PnDKC6u449//Eawv+VvqA/+FSR3QbLo5TKBagdgQ0E1Gwqq2dFu7CwCIjWB5ESDxU7vv24hv8mECPhD/0TmdI9lUnIk1UYrT4/rxYPbzmJyuAhVyblvaCp/qDEIznHAms59YcfwGhpBJZwMXz8giS1FtVja1VapIRrSQ7U8MqoHy06XYHa4uGVQCnN7xOFwe9DJpYQo5VzeI5Y7N53ibJ1voH9xfw6DYwLVozcMSMLp9rD6fCXJIRr//r8F/tt8UA4e9LWFnj1bxmef3cb580d5773T5JXIySOWELmT2zJqqLX4jCvfPB3Hh+dimJ7YzIbSMOxuMTFqO8Oj2jA5JKikbqydjDbTg614vfDumTh/IcTpEbO6IDygkqlWe5FIQNJ++JjYVgZHGDnZ4Js8T01ooahVxdjYVhqsMhptPj+/PqFm7tmbSoLWxujYNiZ3a2V0TBvf5EVwupMBZ59QM88cSfSP7aVtSj6YUEiEyslVm3txwflg+/ZzLFw44pJeZ4ej62dNqqye1Waff4kID/cHbUUntrPL0pOnmhcCMEReTF95JVXuYCLEJg7bUpmgyuWYLZlKdwgTVHlMVp5n/0V+IwnSJkLFJr/PQaSkDbNHIah0Gr0qDtvSyNZ1FFxOpY4jyi4sbngQs9mSwSsts3AgQ46L+4O3dynFj5a2cr1uP9ssffwm1mOVebzUMgenR8xlqizKXOGkyeopc4axoPZuAEYqCrhae5xcZ7TA3PP/49JDJpOyYMEw3n57E2++uYEZMwbw/ff389xzqzl5spjISD2pqdGMGtWDRYve9itfZ8xIYsaMgf6QB/ApkmbOHMSjj87j6ae/Z+vWTMRiMefPV9Knz2/nMfVrIFan5M/7c9hV0kC/qCBSQzQUtbcr69w2eloL0SjCOO7oKJgMVxZj9gSOm2aPgmCJmTWmoYLtmbZuDFGU+IneQfJSdll68r1pKH1kwqKRyONG7A0knc854lGIXMxQn8HrFTFMWcI68wC/orDRo6fMZScv4QlEIni6aZ7geAcyDtjS6Kus4rQzyb9dK5eyt7SB1w/lMSwulHC1gjpzIIH/v4YDB3L9VgS9esXxzjs3cPx4AadP57Ax38N5iw6l1IPN1fGsDVG6uG5bdw7V6OkTauGybi2CjpQ/9K7D7hbzc3FHe5hE5GVAhJk4rYM7d6dS0d5hYnZJePZIAndOqkckChIEtHQPsXJZgoH3z8RidYsZF9vKd/nhvHAsgWS9lRt61SIWwa6KIG7e2R0JHhamNdAn1MKO8mDezvS1mmmkbjLCzGS1q4eD5C4y27R88ZNvvpaQoOOee+ZQUdHCBx9sZdmyXb+ZJ1lmnYH5PeP48kwZyNXku9VU2sLYHvM6SrGTI7ZUgfLViZR4aQtH4l/kzZapfG8exh5bLxIlDWTIK8lyxPvDIfbZejBFdZ5t7QbUEtzES1o41anwUuKKYLu1DzH2WqQuBy5px/qur6yCzZa+zFWfZp+tBxavnHHKfDZZ+hEiNtFPXUG4xESw2OxfZ5q8Sj5tG88stXDl7EJCjTsYo0dJo6fj2jZ6dBywdfeb2F/ABf/QS4nfpUOK2dz1hCvcY8cX3eGDxytCJIKb+9SR06zyk0QXUNSqYu3sHE7Wa7liU8cP6rv8SN4dV4jLK6ZHsIU/HRf6rmQ2annmaKK/Ra3CpCRJb+O2PjU8frijgqDXexgxwk6K0sKjsaUMWil0U7e7RSza0tNvch2rsfnNwgCuTm8gNcjG4i09/FG5dVY5AyUm3h1XyIrcSLxeEdsrQpCLvYLqrNUlYXtFMEOjTVxaAf3fRlxTEeL0GHqGlCNvcfp7RtUiO9PUWaw0DRfs3+pRc0/QDu4K2oXRo2CTpR/vt17mf73IFU1cu9dBo8e3WDjr6MZLLbP5a8TXZDviuE53iHcNl+FAhlpkp5u1kk/OyujXTcVpu+9vLsbDYHkpN9dfT4TEyHhlHntsQvn81XV34kFMqrSOvvLA9sZ8RzTx0hbm19xNsSsSgB7Sar6O+pRwqZkp1Q8J9jd5lXjVSnoMVhFfkktRbCBh959pgPn1YLN1PYE4cCCXw4fzefTRb/B6vej1KrZseYIhQ1I4dCiP4uJ6Pv98N6mpUUyY0Ic9e7KRSMTcffd04uND+flnodLojjumkJwcycqVB4mM1BMbG8KcOa8ye/YgliwZy3XXvY/V6iNbPvpoO/X1JTi7MNmbENPC13URfhPdIUNSqaszsHjxu0yc2Ie9e89TUlLP8OFpNDa2ER9/O0qljGefvRKVSs51173vP9fevecpLn6foCA1KpVcoKzS61U8/fRCrrrqLZxONyKRiHvv9SWobdhwIuBzXWqkhKh5fkIfXj6Qg93lYWHveB4Ykc77xwtxdFIaxWhVfNWpIuEFDlQ00idCT3Z7yotcIsbj8ZLfZPLv8+WZMh4c2Z2Fqw6xuz3WflFGN+4blkb/6BCKi4uQuew4pR3PqHRZLed0vRE3u0jSyig1OREBV/fpxt6yBv44qgdWlxuFRMy3WeXMXnkQgLk9Ylhz5SjaHC4Gf7KdUoPvLkoL1TIoJlhA+hhsToKVMsQi/G1rw+NC+TGnCofHw6orRzI9LRrR879PU9pLjS1bTpOXdwJnJyVOi0NGuMrJgAgzd+z2eWy02OHHonBWzcilyiTnqcOJfl+/8XEGTtVrMTql9Ak1c233etxeESaHsOpmdkl4YEAVb2fG4faKCNG6SE31je0uF/x4VM/bDeHIxR6u7V7PnJQm7tqT5m87S9TZ+OKyPE7Ua3n+WBIAdcipMCm4t381+6v1nGvSMC2hGZdXRI9gK7EaO08dSRZ8jv3V+i6Vujk5v9zi/q+gcypmZ3RupfYi5qQ9iWu0Rzlo79h+wpHC62Hfk+WIY7lxjH/7XPVpdoa/htsrptwVSrTE4PcuUIocLNUd5s6gPfxgHowED1doT/CzWTgPAahyCclUr0hMqLOZWmUHgTtIUcpy41j/mO5AykvNs9kf/wr3Bm3n7dapeBATLTFg8ci4rPqP6EUWbtbtZbCylHsalvjJJDEe1sW8yzFbskDde9iezi1B+9na+vtXovwesGjR22zY4ItT/v77Q/zlL0t48cVFDB78KIcP5/PzzydITIzglVcuY8WK9TQ3iti8uYSjR99j8eLRHD1aiEwm5ckn59OvXyKrVh3ipZd+BODEiWJ2786mpOT9X83369fG1NQoJCIR37enaO4sqad/VBAr5g1jd04x350t4cfu1zBcVMhIRSFZjjh6ymtIlDZS5golStLqL2L6/IoyEXlBLnLh6OQlopY4WRX1IZmOBFxeEfc2XsspRxLgez5kGLMpF0cjAsLbqoiX1JGl70i/FONhiznDT1aJ8DBPezrAT6zMFYYLMU6PhDRZoMpdK7KTLq1jsKKEk/ZkVG47k5Jj/QEZK7MqmJIcSWGzKUCh/Gvj6acfIzPzNP369RcUW1577WV27doBwOOPP824cRMwmYzcfvtNtLS0sHTpDVx99eJfOu2/DEcnlXJOThUJCWE8//xqmptNgIT6eglJSU7KykR4vSKCFU4keDnQ7it0rkmD1SXmrbFFnGnUkNus4oWjCSTp7Ezt1syeqmCCFC5GRBt590wsk+INlLYJfS+NTikztY0c6BXE4Rw1Hq+IBK2N3BYVK/MjSdFbeX5EGW9nxpHf3kJW0qZCI/MwKMJEidGnPHIjZm1ROLOT8zlU21F0N7skdA+2cEtGLadMekrEWvYd7yi8lJcbcbm8fPrpTr8/WcNvlORcbbSy66JODYtXQYkrjInqfEK6ULSGiC20etR8Z+4oApW5I7hZs5fPIpbzQOMivmwfX1XYeSJ4PU6kTFLlsNWSEXA+m1dKjrYHMc2lGNXBuCRy0hxlvM9krO1pnRnySt4K/ZaZtQ/ibKdcTjsS+TH6A34wDRacz4sYuSjQdqKPvDqAEAJfa3q8W6iIuth8/1Lgd0kUxcR0beg5PMrIzoqOCU+02sHmshDezoxj2EWpLAAZ7ZPD43XagHMVtaq4d0A1Hi+EKoV/OInIy6mL4u5L25SszBfKT9vaxMhkXpqMUr7Lj2BWUhPrSjr26RVq4adOzvjVZiV3ZJRS0qbkcK0Ok1PCmQYNNrdQ/lduVPDE4WR/BOPJBh339g+c1KqlHipNcq7rWc/bmYG9kb8GqsJSqQL2tgxiifYQFq8cg0eN1Ovms7ZxDFMUU+DsmHymy2p5qHERJ+xJDFSU0V0WKGs1eNR+kugCch0x3Fh/g58x7i8v576g7XxhHMP+kHZzTpuH9OpMolRWxqc28FLL5f7jY8QtvBD6I2XOcHrLq3i46Wq/n0KRK4okmTB1QiFyMlpVwE/mgX6SCCDPFcteW08Wak8yX3OK1wwz/K8NkpeyoPZuX/xpLFxs1Pp/Eb9kNL9s2U6+++6Q3/ejrc3Ks8+uZtu2pzh9upT16319/8XFdaSmRlFS8j5ery9ut7XVzOjRPTh4MA+xWMTVV4+ioqKJe++dwfPPX8XIkU/6vRZ27crizJkyP0l0AYcPFzAtzcCKqjC/gqGb1sYQXSs7o0LR6sO4994rsdmcAvJn3LhenD37Om+/vZGnn/4e8LXDPfHESq6+WtjbbDbb2b79LIsXj+Hxx+fx5JPfASCVShgzpifvvruZmTMHMnZsLxITw1my5P1/y7T6n8ETO85xvLaVycmRPDehD0Pak2rentafP+44h8nhYkR8KA+MSOfrs2UCclkrl7L/hoksO11Co8XOtX0TeW5vdsB7LDtV4ieJAL7LquCmgck0WOy8cySfuKYiTNHxNHr1xNqqOSvtxjrXIIgDjcXJT1ePosZk486Np/zvPys9huFxoRQ2dwz6P+fVsL+8kaz6Vj9JBFDYbGJ/F2llKSFaDt80mTXnK4nXq3j/WCF/afes+vpsOSsXDg845n8VYWFyRKLABYBS4gkYJ72IyGtRcaBG7w9zANhfHcSu+Wf5KCuGNQXhzNmQwdSEFuamNPFDUcfCZVF6A3f3r+HKtEZeOxXHTyXh7NsnIT3dhccD5Q3thIRHzDf5kcgkHpo6KQLLjEoKWtUcqxNWMG1uCZ9nR/H+uY4xr3eomU8nFZJv6EKSH2JlTGwbcrFH4OswenR33nln0z966f4uRF0FGnhBJPIIvHxUIidV7kAVXJUrJIDk2WDpx3hzLs82z8PoVdFdVsMM9TnMHgU5jmhm19zHMGUJr4atJlbaSrUriGixwV9BBbhcfZpxyjw2W4WFjAxTLg+nHmGzuS/dpE38QX+IkZVCL45Gj5bvjMPYaOlPmqyOOeozyEUuXjbMBqDZq+ML4xjkItdF5p9idlp6Y/UGamrrXHrCJCZKLlrk/n9cWjQ2tvlJogv44ovdBAWpBQENZWUN7NmTjVTkpaJKDniorTWwcuUhsrPfoFeveP++a9YIW5/q61vZvz+HadMG/Jpf5VfD1iXjiHlD6Llypq6VaalR3L3+GFaFb1561J7GIu1RHgvZxJW1d3Lc7iNskqQN3K3fQZtHRY4jhjm19xEtaWO6+hxr2uOtxXgYJC/j5obrSZPVM0ReIjCqBTCJ1KS3FHMqfgitmjBKvG4Wa49wxJaCQuTiau1Rf5IS+BacK4yjmKzKYa25YzE6SFHOnJr7yHPG0EtWxVhlHvttPZDjYqwqjzsar8OLGDEelrq20JTZwEHNjYLPsqesgdL7ZxL35sZLdp3/Hs6ezcRisbB+/VYeeeQBTp8+ycCBvu911VXX8Mgjj9PaauC66xYxbtwEvvrqS+bPv4J58xYyf/4s5s+/Ark8UNF/KZGdXdFOEnVg4MChzJ7VxLHjhSREuNi2U7huLGxVMalbK6cbtByp882dcw1qmu1Szl17ijt2p/lDG1YVRDAp3kBOS4cYonuwhTdOxXGkTE2Q2s3D/SrYVxXkVykVt6l48nASdRclj2Y3qYlQCeeeHq+IalPgNapwqNinVmNSitGI4rk4kCE/vzZgvv1b4Nq+CYhFItZ28sMUeTx8lN+fl8JnEyEx0V9exhmHr4CVLK1npuoMFa6wgHPVuoKodgcJzOatKChwRvOXcF8RMUhs5SvjSJra16Lpslo+ax1LQZivbVTidjI6ZzOGhBQ/SQSQ5YhnuWmMnyQC3/25w9KbwYoyvjaN6vj8eLhVvxcJXtaaB6EUOZmsOs+bhqlEStqIlzRT2a4Q7CZp4nBdFFmtUcRoGmlQRxCqljMlJYpvzl3aBLTfJVHU0tKVDkPEa6fiual3DbktaqLVTsqMCr7M8ZESR2r1TE9s5myjhhqznCFRJqxOMQ/tT2ZgRKAfRoNVyqCVA7G6xExLbCFE4aSl3RTztr41VJkUFLV23LDBChcxGidnO91DIpGXrCwZLS1KtqJDKXHz2OAKLC4x4+NayWzQ8pPQaoWjdTo2lPp+yDktGk43aATSP4DuwVbONwsfODVmOYMjjZys9/2Io1QODtfqeOdMHFKRBzFmPL9xv/8Oa28+ifiSBbV3+yaJNggTGblVv4cD1nTS5XVUOEM50u4Cf9yegtUrQy+2+Fu4UqT1zNWcZoVxNPmdCKYkWaNAVnjGkcA5R7xQei8SY9BGMKtlHafsowWfrcYTQoq0ket0vsH24rhDCV5eCv2BlabhSHHTT17BaXtCgFkg+Ko0dzYsodIZwnTVWTyI6S6vpcgR4a8KtX+gf/FK/n4g+oWquVarCvAkqq/3KT+2bhUaiRcV1dHaauGaa97xV/WjooLYt+95Vq48yIcfbmPlyoPodCq++eYejhwpEBx/7FghSqVM8H5qtQt7k5fL4lsodGoI0bmZGdzA3bvbPY2qWlm9+jBGo7AVa9++HBob2wLUBV6vt8sqaVVVM9263UFNTQuTJmVw1VUjcTrd3HPP5/59jhwpYOLEPr8ZSQTw7Xnf5y9oNlHRZuXozZO5Zf0JvsuqIFQp46VJA7i33d/pxoHJ/iQxtUyCXi4j5d1N6ORSXpyUQd+oIK7JSPCnmoHPP0jSxd/+UEUTC74/hNHhgqje9JFUsrB4DZXKODYqp/n3M3vgeHULhyoaBSTVxoIawtWBk5d6s73LdLceYTr6RwVxpl1VFKyUMTgmmL2lDcztEYvH66Xgosncyks8qP7eoFLJsVodjBrVnerqFtraRMRq7VS3K1STdDbSgq0oJYEE0sAIExtLhW2gHq+IzEYt3+V3EOrbykN4dlgpfcMtHK/TYXeDwS4lq0lNpUnRQSB5ICdHRnR04N+22RZIKgD0CzezuazjM/gKOUJS63yzhnNNakKVLpb2rOOHwnBfiml0GytyInn5RDxDo4yUONR4ZBpmzRrNtde+d/Fb/VvwuLqu8kW1VlEb5GvPUYkcTFOfI1ZiQE6HIleGi+nqc2yy9KXF0zGOh0tMPNW0AEv7xDTfGUNfeRWlrnDOOX1K6AO27jzWdAVzNGd4vGkhbiTIcfJsyE+MVBaR64wh2x5DkqWMMmU3RF4PUa0VnNP1JtlRxHOhP6EW+55VCzQnBRPbUYpCHm++wv//t1sjGafKE3w/N8I0ugtIljWQImvgs7ZxfhJJJ7ISL21mtvoM5x2xAnPr/+tobbWwYsVeamoMDB+exqxZg5BKuw7B+EewceMpvv32AHFxoTz44GyiL0q1VKsVaDQKf8oZQGRkkCAp+AIqyisxGS5q1/d6OXKkAI1GyapVhwgN1dKtW3jAsSkpUQHbLhVycip54IEvMZttPP30FUyd2v/vH/RPoMFsZ1BMMJsKOgqYaaFamq0O2i66TGft8YjwCoznS10RDFGWssvay6/2qXEHs9WSwXdRf6XIGUWJM4zPjBMA2GXtzRF5CiKE5LHSbiI/YTBej+9v4BFJOGpLZmecr2251qXn+Za5wmNELm7U7afNo6TMGc4ARTnnHPHkOX0L2xxnHMPExRyLfwGFyMXU6of8x3sQs0EyilH8RJhKRlOnuVSoSk605tdPUe6M48ePMW7cBADGjZvAyZPH/URRYmISAHK5wj//PHHiGK+88gYSiYQ+fTIoLCygd+8+XZ36X0ZoqNZPDE2Z0o9p0wbw1FPfC/aJi4vmwAEDmZkKyqL0yLUW6DTF7BFsQS93c6JeOF7VW+VkNmjY1W4xcgF1FhkPDqxkR0UwaUE2ZGIP3xf4xtkWs5Q3TsULfPrAl8Q9JrbVr2QCGBXTxozEFr+FCUCsxs6keAMDwk1kthtni0ReyuxKTmyRIpGIWbq0HzrdEb+vp0gk4uabJ1FQUBOQbPxr48ecSiI1SqalRrGjuJ5QlZxhOi8bxUPBDUVuUGPj84hlHLWn8J1xGBNrHmOkopBISSv1nexK5mgyuxyjLliU2L1S1poH0VdeiVLkYrwqlyCxlTsbl3bsK5HRlpCEThE4r4+TGAK2hUlMtHmUTFOd46AtHa3YxjBFCX9suopISRuroj4g3xnDY81X+o9JldbxaugqqlsVfGMaySbVaGh/5H4zfygysZirLiLrLwV+l0RR9+6xXW53esRkNWn4bkYebXYJ/VcOErx+rlHDgSvOUm2WMXNdBsfbTcPWl4RyY+9afiwKx+2BuSlNfJ3XMbitLwnjxRElRGuchCpcnG3S4PX4qpTnmzWEK508ObQcsQiO1+vaJ7Re4uPdVFR0XGKbW0Jhq5IHB1axuTQUqdhDhMpBg9W3EIrV2Gm4aDJcbVbw4ohS9lYHU9yqZEpCCwPCzQIlEvh6X3tKLCjEHoZGGZGI4c3TvkqPr23ttzeFFLvd/GgeJKgkNnl1ZMireDzEV6ntUfaS4JhsRxwH4l5mnXkgNS49u6y96VfxAsMVxYxT5lHsjGCCKpfEi4gigBZPoA+L2ON7aMZ2caO6EPOO4TK0IqtAIgwwR3OG2ZozdJfVcm3drWQ6EllhGsNkZbaAyAoRm1hlHEKdJxiAc85uPBPyMzfoD3JN1c3//EX7neOXZKeLFo0iL6+a7ds7+m8vxOb27duN050izoODNWRmlgrImbq6VjZuPMUnn+zwbzMarXz44baAlLW0tGhefHERDz20gpoaA927qyjMN7DS7luMSsReRvYysClbuMDdtSubSZOEkwmFQkZQkJrZswfx7bcH/Nt1OhX33juD4uI69uw5j0Qi5o47pvL882uwWOzt58ti2LA0Ci8yf6yra6WpKZCc/q1wtq6VF/ae5+uzPoKk3uLg4W1nuLJ3PJsKailsNjExKYJJSZEEKWXcuyUT8LVx3fDzcUbGhzGvZyyvXtaXXSX1JAZpeGxMT+rMNt45VuBv8dLIJJQazD6SqB3Zrni6y7tWCogA1UUhAGIRXNk7nm/OlfuJoSiNgrGJ4ZQazERpOvwSYrRKjHYXQ2NDmZgUSUKQmja7k0U/dJjkPjZa6OECEKsLVJn8L+HQoRdpbjYyc+Yr7eSlDK3czSujSmiwyvgyJ5JrtvRCJXEzJaGFQ9V65BIPE+Jb+bE4nP7hJg7Xdqh6hkQaBWmeF1BqVPHY4Ao+zYr2G16vzI9gTkpTwL4pKbHU1tb4/6+VubmrXzUHa/R+VVGCzkaVSU6jVcrY2FYO1egJkrt4fEiF4PNcwMr8CL7Pj8CLiNQgK++PK+Dqrb39KaIHa4JIS3PyxBNTePDBPV2mEf47SAjTQ8FFijeRiDp9PH3KjxKptVMdnspDTdcAcJkqG5nIjdkjR4yXp5vnM0RRSoUrFItXgRwnt+j28qLhcsEpC5xRnHUIfWFO2JPJdsThbh+LHchYZRpGnjOG7y60g6uhd9lREIk4nzCMGiDH0JPj9hSWRX7BOvMAzB4Fl6myEeFlqLKUepfWHy0MPlJIIxJWl+U4mac+SYkrnK2WDLyImaLKZoO5H2ccCQxXFKEV29GJbdS4g7iu/lYAQuxNWO1tePX/95VFDoeL0aOfJju7wyQ6OjqIHTueoU+fbuzZk82uXVkMGpTM3LlDf7EgcwE//3ycefNe8/9//fqTZGW9gaSTqk2tVvDii4t48MEVeL1etFolc+YMJixMS1xcKFVVvgCD0FAV+qBmgsVuCss6SHuRSERkZBAZGQ/5F479+ycxeHAKJ08WI5GIeeKJ+aSnBxo1Xwo0NLSSkfEQnvZxYdq0l9i06XFmzAhsrfxXEfn6OiYmRTAkNoQT1S2khGiY2yOWUzUGIpUS6m0dz4gRyuIuz6ESOQLSjoxeFTqxncW6o8yovl/w2llHAjfo9vOlcbSv6CirZXBrJnkhvQXxQwaPmn3WdL40jkaGm8tUOWxvTy9UiJwEiczMqfWdO0LSxq36PUyteUTwXlmOOCIkvrmIySMkf8xeBUqtjvtGdOeBbWdxuD1IRCJmd48hupM/1W+BtrZWkpN9LcN6vZ68vJyAfV577WWWLvUFELS2tqLT6fz7t7YaAvY/eHA/Bw/6vCSNRmPA638PiYnhvPrqYjZtyuTIkXzuvPMz5s8fxk8/Hcfr9TJkSCpHjxaQmVkKQF2dnd69uxEZaSU3txmt1osmDF7N6kaf9rXkBYQrnaQG2QJUrkFyF8l6G5d1MzA53sCTh5MEn6nZLmNivIEaSwfB3j3Ywptji3nmSCLH63T0DLEgF3v4MieSy7q1YHRICFK4KG5VMnL1QLRKN0lJTmQyET17prJ+vc+KwOXy8Pnnu3nnnes5fDgfo9GGXC7hyivfJCYmhMWLx2A0WomM1LNs2e5/+nr+szhd2wq0EqaSU/fwHIKVcpasPQp1Hc9QC0p2lUWzWj0Ge3vR5bA9jSs0x5GIPDS4dchw84ZhOkmSBvrIKsl2+tbNCpGTpTpfsuPjTQsFyrw4aQvjLyqIAAyJb2GR9hjza3r607z7y8tJktYzXXWWbdYMPIgZo8zj9Zbp/gLPBGUuMzRnebTpqo7vZ0+kh6xGcP4iVxQnzkiob4XGjEjBa19klpIY9Ous83+XRFHNRaaonWF1S3C4RUjEHsKUToFUPV5rRySCA9VBgoh5p0eMQuLl9DW+yMfv8wOrIvkGNQvTKpi1rg/Fbb4fgE7m4qdZ2Zxt0vDowWQcHjHRajuT+xtxh8hwOhEQRQCtdinTfsrwt8D1Czdxa59aJGIfQfVWZixHO01yZWIPGeEWJnZrw+3xkVqbSkOZndTE5rJQ3F4RQyONrMoPx+Dwfdfj9Tomxv925qxdQeT1ElWcTV6IEi4KNnN4xbxrmIxebKW/osIv0wUYrCgjVtrKDfoDjKp8wm/CecSexrXaw3wZtQyAGlcQbxum+SPrZbiYpz5Fi1vDzxYfQSj2uJC7rKyMWcAgVy0J0kbKXeG+/m3NKW5vWIrN65v4pErrGKvJp8oVQpjERLUriEa3hk/bxvurugA7bX34OvJjDtnSEYs89JeXc0uDUJq7yZiBLL8UZ1s1pHbnb6HrRq3fL9rarF1uHzPmGbp1C+OOO6bS2NiG1ergk092sGdPNg8/fDn5+TUcOVJAZGQQH398i6DKeQE2m8PfB30BJpOdt976A3ff/Tl2u5OYmBBcLjdXX/02CQnhfPXVHbzyyutY7R0TXLdHRE6FgiC5cEEjFsPjj8/n1KlSDAYzIpGIBx+cxXPPrSY3t5orrhhBUVEt4eF6VCoZgwY9itcL8+cP5YMPbqakpJ73398iOOfx40UMHiz0RBGJRNx11zQOHcrr8nv+2ojSKDh/EaHn9Hh5+0iBvyULIKfRyOyLJvkeL6w+X8knJ4spa7WglklYMjuR5BANGrmEx0b35FBFE+EaBY+M6sE3XSQweIEIewPpslp/G6rK62JwTDDdglTsKqn3G/LdMCCZJquDO4emUmuyEa1RkhSspuf7WzA6XKSHavjDgCQi1Aq2FNbw5O4s//usmDeMly+qci07Xcptg1P4+KRvUh+rU/ra8E52Pcn/X8DJk8Xk5lYJFG4mh4R6r5zDNToa2739rG4Jp+q1ZC4+xZOHk1hV0LGAv65HHVa3GINdikriodkmCZjkXtbNwN6qIEEqmsMjxmATjpEiEajV1Yztb6G1ykuQ3I1M7GHBxt5Ea+zMSmomPdjKt3kRvNFeDJGIvHw+OZ+RMW0cq9MxKNLE7sogvwp4TnKTQOFU1Krio+xYwTwAoNUgZdSocRgMl76tQi3penHvFYnoNng01VmnyPN0LCh3WPuwOuoDnmhe6L9PjtlTeChoMwMVFYjwIsbtH9cuYLIqBxFezjg6vBUHyMs5Zhc+hxrdWtaYhgi2VUR2R+QRPmN3WXvxlmEK77ZO8W+boT7LLfp9/GQKXJRfqz1EvLSF1aYhhEnMdJfVMrv2AZxIGaIo5uXQH3imeb5f5l/nDmK6+hxz1Jn8oeEW/3laFGEEK8DQ5VX7v4Xt288KSCKA2tpWHn30G2bNGsSdd37m3/7QQ7N5/fWluFxuDh3KIyxMF2AYvXz5HsH/c3Or2LMnm+PHizh3rpzp0wdw3XXjuP/+WcyZM5jMzFJefvknHn74KwB6947nrrum0dTUxmefbWTfPhVqhZvu8TYq6uQgFfHii4vYujVTkBp65kwp27Y9hVgsIienknHjhIm0AC6Xm7y8alJSolCp/rl2oOrqZjIzSxk2LI1HHvnaTxJdwD33fE5h4aVVAu4ubeDFiRl8OGsQk77cwxuH8wEYGB2MqKKMFpGCoeoyXF4RoRKzwDx+uKIIOS6GK4oFRrgRkjbEeChxhhMtaSPX2VH8VokcPBS8lWu1h3mpZTYn7Ensip1CVGsltSGJ/v0mqXK4sf5GP/mrEDl5J/wbzB4FvWXVLKi7279vg1vPh22TGK4o4qi9I5hnhLKITea+1Ln1zNGc5jtTh3dLUFs9G3vPY83mTNJCNTw0sgcZkXrGL99DF2LeXxV6fZCfzDEajQQFCWfOGzeup6WlmYULfQvtoCDf/kqlEqPRiF4fONMePXoso0ePBWD37sAQlr+H06dLOXeugrVrjwG+dWleXjVnz76Gy+VhwIAk5PJrBMfk5dXicn3HyZN5jBv3AqeKxJxCjV7rpn+smawaNQk6GwMizLx+Oo7LU5pY0+6Fq5K6EYu83LPX99x8OzOOSfEGwflDFE5eHlnCn44nsq9KT2qQjXidjUcPJjMzsZkPJhQx6ce+lLUbYmc3a7hvYBV76oIpbO+QMdkkyNs05Oa+yV//uttPFF2AzeZk5cr7ee21dfzxj18DUF3dQlFRHZWVHzJs2BP/9LX8d9BkdXCqxsCU1CgyIoKAjueoCC851RrsaUIBRpUrhG+jP+FNw1Tea/fEzXdGkyhp4OWQ1eyx9USElyxHPD1ktaw3DxAc/6N5MI+HbGSQotR/XyvcNvIdUcyofoB4aTMLVSeIkBj5pHU8dzZdD8AS7SHuDNrNm4apfpIIYI+tJ5aL2rCbPFokF9kAiLwepJJQbloym32ZZoH6PkQpp2/kr7Oi/F0SRR7PL1f6mmUK+n07CK8XRse2cbhGh80tIUzpZGSMkZX54QGxvuCT0T5yIAmTU8LEOENAGsuIaCO7KoP9JBH4jMQ2lIbybV6kf0Jca1GgqYde3Tx4PBAa6qa52fcgV0rcSCUegU/S2UYt9/WvYktZKJ9m9SElyEpakJXCVhUKiYc7+1YTqvBV5J+4aHL+zNAyJnVr5US9locPdJAtTo8YuPhJ/tv446y9eiTn6tpYn19NnmwcQYYqNLY2zEof+TVMUcTTTQv8PZxJ0gaGKYo4ZU+it7yKvrJKPm0bxyB5qX+wvYAz7VXSLZYMVpuGMEJRiETkRS5y0epRsrDublQ4yGjLxttiwqLQURLtm6hstkbRQ1rND9HvEy428XHbBD9JBD6m9v7g7TzXPJcmexobLAP4wjiG7hdFJwI0ubWccXSjya1Bjgs5LoHcuK7Gw2fiWbh6JDOtWzgRWjXdw3Q8syfQ10Wj/L/VjlZQUPOLr1VUNJGVVcH48b148UWf4WVOThU5OVVkZb3Bbbd9wrffHuCuu5bx/PNXkpYW7VfjhIXpuP/+WZw9W87u3R3X8ZZbJnPddeOYN28oRUV1rF17jFdf/Rnw+R0tXfpXevcOnNUoZF7u7l7NsVod5vaEppgYN08++S1hYVrmzRvCE08sYMmS9zh2rNB/3KuvXkvPnnHMndthprh27XGuuWYMM2cOJDhYg8HQ4aczcmQ6gwen0LdvAufOlSORiLn55kmsXHmQgQOTSEmJ4tixAnJzf/m6XQr0DNOR22QkSqPgi7lDKWg28XNeR5qKWibhfKOQPKo12Qi9aCIvAnYU11HW6mv/tTjd3LP5NCFKGVeuPoLV5RPrvjVtAMPiQtErpCw/U0qb3fcM6yGrYU/YWAyyYCLdBm7V7yGvTEaeri/zVx0GYHS3MBb3TaB7mJbHd2b52+CClTL2/GE8Y7/Y41cpFTSbKTNYuGtoGo90UqsBfHiiKMDUz+318tHswdw+JJVqo5Vqo5Wb1//6ZuL/zRgyJMXfBtoZh9zhFLUJlUFNNhl1Fhk/FAqLKUfq9AyPMrKj3SNwfWkYc5KaaLZLMTokJOttHK3VkaATtnYC9Ay1MizaxLtZsXhEIiIi3JhMHoYnWbl/YAmvnYrjr2d9C6miVjWNVjkfTiwgp6Wjeub2ilhVGM7752L9SuEUvZWnh5aTFmyj1SH1ez1cgNUlDvAtnDZ9KBqNnunTB7ClXUl3qfC31lZDeqZTGxvL2TPCNsjNjd0pcAsTAXdZe5PliGer1Wf4nCqtY6LqPFWuUJKljWTZY0iV1ePyijnvjGWoopS/hK/mDcNUfupUFZ2nOcUK02hc3g4Vn8TrRuYJVAStMw0QbNtiyaDVrSJNVstUVRY7rb2Q4GGqOps/Nl9NtSuYaeosbtHtZX7dvf7jTthT2GrJEHhBAOyxdMdZ2gjCIilyGfDbdej+x2Czde3xUVxcxxsXeeR88MFW7r13BlOnvkRe+zP8xhsnsmzZHf59IrtYMLz88lp27vQR6d9+e4DaWgOPPHI5qanRHDlSwMlOZPn585UEB2v49tvttLY/Gix2CdVNcOjqTF4x9qSq6gAeT2A7z/HjhTz//Bq/2e8rryzm0UfnAT5Seu7cv1BV1UxIiIZvvrm3SwVQU5ORd9/dTHl5I1dfPYrp0wfw9df7uOGGD3G53KhUchISAr1GampauryO/y7O1bdSZbRidHSsHU7XGvhmxmDeW7acg4ljOOjwqVXHKPOYpznNGXs3vjMNZ37dvcSIW5ijPs0hWxoJ0iYkIg8zanzhJ6OU+YSITbR4tEhw82jwJjRiB1+aRrO7Xa1nVKpRikz0KTuGQRNGL8qJ1Lv9JBGA3Suj2a3hev0hzjtiBMmGAPVuHX8O/aGdeI5iqKIEo1fBXY3XAaDEwX1B28g1hlFb4uB8wjCc7a1uhc1mdpfWE6aS/+YkEcDQocP48ssvmDt3Afv27WbRomv9r2VnZ/H555/y7bcdgRRDhgxj//49zJ27gKysc6Slpf8qn+vUqRLB/9varDQ0tNGvXyKlpfVMnJjBtm0d1gqTJvkMkVetOo7F0vFgazNJkPWUMmugjYN7Zawt8o2vYpGXV0aVoJF5SAuyMHNdh6GyxyvCYJMwJ7mJjaWhBGncTI428PLJBKYnNvPu+CKm/ZTBhnZf3N2VwVSa5H6S6AK+Ko3GahOuQ5qbbXi9MmbMGMjzz6/xe4uKxSKmTfO1d+7ceU5wjMFg5uTJ4kuuxP17EIvgaFUTT+w6R4hSxqhuYRyqaEItk3DzwGRmLxjIwp9OYexUtIoxVdJmk7Db2lNwrjJ3BOcccf6xdYu1H+ftMYRKzNS7OwQcEZI2vjSORoGTCcoc3NXNNMlC2Cfx3a8lrkjazCqGKUto9XbMU741jeCuoF04CWwpjpW2Qqe6sRgPiRVZHA+KxybXgNfLlBgNrenX8KNNzBW9Q1h93meyH6yU0SdCT7XRwsSkCIFX6KVAF+6K//0Qi7v+2C+8MJ/KGil2txiHR8zuymBeGlnGquk5hCqdvJ0ZxxOHknnpeAKjYjomxj2CLXybF8mawgi2lIXy+OFk7ulXTbLeSqTKweXJTVhcYuzuwEW9wy3G4hL+0VstErKyZGzZosRkEpORaOXRwRVsmZtNqCLwJlqRG8XqwghqLHIO1gShlHr4bHI+MRo7b2XGM3ZNf3ZV6AMm56sLI0jU2wm7yGwbYGCEmWdHlBIf6iAiws1v5Y/jdHtZmVXO8eoW2lxQoY1jZFwI0xtOMDpnE23VNoHRV6krglv0+9ge+zolzgi+MI3lzy2zeaDxGiIlwoXrcEUxe6w9uKNhKbusvdlp68NJeyL95BXst/XEjQQTKrL0fYgw1tCkF06w81yxhItNJMiakXXhLH/EluI3KgOodQeTLGtAQsffbLQynyebF3LQlk6uM5Y3W6cziiykHt/5gq0t6LslUxaWRpVLwtaSRlxeL0+PD6ysAYj/A4Pur4nLLvvbaTW5uVVs3HhasC0/v4YXX/yRL77Yg93uorq6hdtv/4wffniI99+/kYcemk1MTDDJyXdjtTp49NG5XHfdWGbPHsR7723m4YdXoFLJGT48XUDqANhsLpI0dkbFdPyW9Go39QYJ12zpSaTawT39qvhgSiG1tWKOHSumqKiO5cv3sn79yYDzfffdIXI7meddQE5OFUajjUcemUPfvglEROiZN28o77yzifnzX6egoIbXX7+OnJw3Wb36CN9/f4gDB/JYsWIfCkXX3iuXErVGMwdvmMjOpeP5IaeK3SX1zOsZS4RaQd/IIH64ahQ9w4SG8SLg5kHJPDSyOxqZhGitkk/nDAmIxjXYnDy1Oxtru7eFF3h6dxZWp4t9ZY1MTIqku6eVSQ17CBJZMMiCAaj3BLPF0heV10attGMQPljRRIhSjssDJ6pbBO/zztFCQSsbQF6TEbVMglQsfMbpFVIeGilU9N0wIInn9mSzvaiOYXGhLG+Xhf8v4/HHV5KbW0VycscqffTo7nRLTER9UdfPqJg2QpVupBc9uBQSD6sKhOPT/pogvphSgNUt4eeScN4/G8tTh5MEnoCxGjvX9azn1oxarh7XiscjorxcxpEjCtYd8f0mLhA/F9DqkFJvDbxnWuxSwb7FbSqa7TL6hlsYGmUkWi1cjE+Ia+Xyns1oNR7EYi/Dhyeya1cx3brdQV5eNTfddGnj2e3OrhmP1BAN/aKCuCwtVjBKy9xOSk63IfEIf+9KkdM/kQVfkWO4ooQ79LvZas1gu60vP5qHYEdGTrcnSZfVMbX6IU7akligOcEs9RleCv2BR4K3cKNuv/88Etz0t+aSYS9ALeq4x+8O2kmoVJggoxI5ua9xEXNqH2CbNYOB8jJ2xf6FvdYeVLjCcCNhk6U/H3QRcV/qCg+Q1KuNBmJdXrSdplISkQiV7Hc5Rf2n8Ut+dQsXDg/wKRKLxXzwwVY/SQTw+ee7OXGiiG++2c/ixe+g1SqJiekwRL/ppkns2iUsVH3+eUd7SEtLYELQqVNZFBYKU4VMVgnbS4LZuV3GW29VcODASXS6joXn0KGprF17TJAI9ac//eA3u73vvi/8LW0tLWZuu+0T/yL0ArxeL5Mnv8ALL6xh+fI9zJjxZ3788SgPPfSV3z/JanVQVBQYfPJr+f7NSIvGdZHSDiAmNg7X4CmCbQdsPegtr2aNeajfwLbGE4ITKSe6/YkluiOc6KSiP2TrzrMhP3OTbi/J0gY2Wvpx0JrGMVuK4Lw2hZYwYy3hRt/3DpcEtq+7vBKea76cbeY+pF8UDJMqrWde7T0ctaeiF9tYoD3JoU6JizbkHGqMR3Ysm4HBMpwi4e8uv8nEyG5hyMS/fXGzX78BKJUK5syZhlgsZtCgITz++MMAPP/8UzQ21nP11fNZunQRAEuWLOWHH1YxZ840Fi++DoXi0nudLVw4nIkThUSpXC5l48bTxMTcSnLy3ZjNNmbOHEhYmI7x43vTo0cM7767qUsfsNtvv52U9FE0mToKFx6viCO1OmYnNxOqDDxGJoF3xxdz79wmNEoPawoj+Lk4jHv2pvHm6TgKW4Vt9Ydq9AEeRt17xDFvnjCYpV+/RD76aDvPPruKK68cweDBKQwdmsqUKf2YOvUlRo58MsDzTKGQkZYWzR13CO+Hfxd/S82ilIpZnJHA07uzOVHdwvbierLr2zhx62TSQ7W8e6yQqT9mMjollgmJ4cQoxaS6WjjclsCiU1fiaRX6HetEVrZ0SuEEWGMewhPBG5Dje6apRA76yKr5U8vlHLans8fWi2J1Mo0XWSo0eXTUuoSEvQcxrR4VS3WH/OcDX3vaZGU2vaS+tYXY4yKmsYTN2onEaZX8cXA31l0zmp11NjYV1vJTbjXr86v5edFoVl85kpHxYTy39zx/OZTP3rJLSxLB71RRpNcHetEAaDS6gG3nDBrkEi8Fho5j6q1ylvaq55FBVdjcYmrMMh7c3yHH9HhFtNilbJ2XzVWberKuJIx1JWFEqRykB1spaE9OCVU6Wdy9nswGLWc7mU1rVR5KS32VeIcDssuUfDCkhQSdncXd61lbFOYnl/qFmclvEd7MWU0aPjoXQ2m7eqnGIue5o4lIRF7cnVROMomH880qKk1yhkW1+dNf0oKsbK8K5lStFqUS7r13DH/5y8F//AL/G+gVoSenUdjvW+hWUPjOnzlx4gT3bzwecIxM5Ga1aYi/pxOgwh3GQ0Fb2GHtTYkzghHKIu4O2sGfWoR+DE0eHXttgb4jrapQNLY22tQdfW9akY3NlgyO2lOJFhvQiaz+9xymKCZFGniDpUobuDdoB8ftSYxT5hMnbRHEGQPkNwVxnWMfI6fMZPH0a9G/IUzKWd9pQncxooIDE/cuBX4pSrS2toY777wFm83Go48+yfjxE8nLy+XBB+8BYOzYcTz22NP/8vuW/h0me+7cIdhsToEnUVCQmvx84TVyuz3k59dw113TGTDgEbKyfHLSI0cK/PHzFxJbjh8vorHRyPLldzF2bC+B4kgq9RJqslLlUTE2ppXpSS2sqYvkdHFHVOjXeZH8KaQM90VE8JEj+ajVCr/nEEBCQhgzZw7kiSdW+tvgxGIRGo2CxMQ7cThcSKUSli+/kzfe2OA3x7bZnLzxxgZSU6MCkjHq6gLVHJcaBoeHb86Vsyankvp2okcEbL9uHOMSI1ifX02ERkFGpJ6s+jakYhFL+iZwsqaFp8f15vVOJqGlBrOgdW14XCjNF6VemJ0untiZxdtH243GxUFIFNHUu4TGpuWuMOLEgc/tGpONIGUgGaCXS+kToSe70/vPSo/mTK2B6wck8Vl7hU8lldAjTMfmwlomJ0fSO0LPgKgg7t96xk80fXSyiB5hge/9v4bNm33EbUpKJD/99AhnzpTx0ks/4nC4kMnkxMU5cdogTWUBl5frt6czMd7AlnYDaYnIyz39q3nyUBKNNqGfwsFqvX+8BF+rWe9QMw8OrGJTaQh7q4JYsLEXt2bUcqZJid3ecQ+W1Mk5UadlYIRJQADpZC5GxxiZltDsT3cJkrsYFmXkUI1wYlZtlnPbrjQO1+hIDbIyMMKEzS0mXO3gqSNJeLwipFL48stb+NOfNlBd7VvElpTUCxbilwIaZddtNgabg6vWHEEsgusHJFFntuH1gsfjoSl8Eb3qqzlPKB6xhGCXgXRKOIxQkdPg1nHYlirYVuiM4hXDTL4x+RYBFe4w6sx6Dsb/mfXmAQypegabR8Y01TlGKIvYb+3OrjBfNHAPaQ236PfSV16FVOQmRGwh2xGHvV0eP111jh8tHW1rJxwprDQNF4zhAM1uLVqRDZO3g0wIM9US22yjQqPBotQTjp2kpAQ2WroxKFJPXLtnmFgkuuTpLf+t6Kw6uACJRMzYsb1ITY3mxhs/9BMqDz88h/Iu0h0/+mg7y5bt8v9/6tT+fP75HcTFhZKWFs133x0UtDpHROipqGjEaLRxxRUjeOaZ7/2EkVoto7R0L2nRXrJKO/52EUEunjqc5FfQnznTyKxZaUyYMILwcD1XXTWSQYMeFXwuq9WBw+FCpZJTUCAkLyoqmti9O4uHH/6awsJa5s8fys03T+LMGWG7y7JlOwPGTbc7sMp2cSvav4te4Tr6ROg5WNFIYpAalVTiL4gMjglhfFIEkSFB0NjRfifyejA4FFi9wvu90hUi+LczDtrSWW0e5vuPC26sv4Ep6my/8TSA3GnlRNp4LErfM+58azMjFYV+dd4YZT6vGGb6VUbdJE3cpNtLtTuEaepzPNeejAg+snZZ29iAz1FlVDFz4hSmLriK45vOCMbZiUkRfJdVwfUDkthT2hAQCvFro/M8FuDll31G3qtW/RSwr06n55tvVgdsv5SQSMQ0NhqZPn0AW7eeISJCz4MPzuKxx77173PwYB4vvbSIJ59cwIQJz7F373kA+vZNICxMR1OTb63Uv38iY8cOoH//7rz9trCQmufV8XZeHHq3k5lJzWxsDzuSiLxc06Mem0tEq1lMZaPw97a7MgipyNPuUetDq1JJzwwX2dlyXC7o2TOWAQP60NxsYvr0AeTkVNGvXwJSqZhnn13lP+7WWy8jOjqYF15YA/iCaAoL65gzZzAbNpwiIkLPlCl96dHjfsF8+VIgTq+grC3wnKX3zSRYKefOTcLkxla7k3eOFPoDTQC2FNay9/oJnKhu4aFtZyAshBogylyH3tJMmzoUDVZeDP2Rt1qn0uzqWJfpxHakuBmmLEIMPBS8hYebrha8Z5Uylj7GHOoVHWRRuNjIEt0hTjd1tItmyCp5v3Uyh22pDFCU0VtegwQ33xqHc0/TdYi8HnpUnWJwdBArw1PxAk0OeONUJW3IBAp5m8tDqcHMnO6xXLn6sH/7r6H4+10SReHhXU/ue/SIRSQSCSoUhbogQuyBTKzdJaLWIqfMqAiICQSI0TjYUxnkd38HqLPKWZhWzW0ZNZxvVrO5LITp6/rSK8TCvJRGai1yLutm4NsaoZLFi4gtZcFsLA3lbKOWfuEmRkYbSdLbmJvSzN17UgXmY3EaO8WtQnlghUnJTb1rWXbed26JyEuvEAuz2qWIIrzc27+KYVFGviiOZmdhMAA2G3z4ofBG+rWgEUOTxU5ikNrfmgK+JKKZKw9yrq6V0RmDCC6uxdD+Nwk2NXC+yo45ObBymC6vY7SqkDsarmObNYNT1YmM7cJAbJSyUEDeSLxuJB4HIcY6WtVhWJQ61CI7I5RFvNIe2wswUlHAFPV5DtnSqHXpyHXGECtpobo9mjhJ2sD3piFkO30tb2fsCfxZ9x0irxdvJzPJkYP6kWkfyLc5bWx2nSE1RCsYRHuG69leFNjCBhCpuvRqkr8VJfruu2/y2GNP07t3H5YsuYrx4yfy5ZfLeOqp5xg5cjRXXDGX1lYDQUHB/9J7/9Liql+/RBITw7FYHMTGhtC/fyJnzpQRGqrlo49uoaXFzHffHfLvL5VKGDEiHbvdGTBpPHq0kLY2YSVg7dpjLF9+F9On9+fs2TJ27DiLRGInNcLKZ6c7yIlSowLnRYbJLXYZSokHEV5B8sHgwSlMmNCH++9fjtPpJiYmmKSkSB566CsWLBhGdXVLu4/RbB577Bt/FdXlcvPII18HVI3q6gzExwfK5Z3OQHXbr4H8ZqOfJAKf8ufbc+W8fCCXnSW+ynGQQsbPV49iWWYJy8+UsfxMGeFqOQdvnES4WsFfDuZyvqGN+T3jqDPb6BOh5/kJfVhxpozHOkmRF/aK59ss4SIvT5fO5apMQfvLMEUx3U2FHA8agkvkewaoZRIW9IojTqeiX1QQZ9sHfJ1cyshuYSjb1U0tNgej4sNZdqqEl/bnIgJuHJDEhKRIylvNPNWJMLzgp9RZjVTcYuaGAUnsL2/E5Pht/gb/zSguricqKogvvtjt/y07nV6k0kjGT3Xy3fcSPJ6O++P54aVUmhQcr9Pxxqk4hke3sbks1Ee+iDzcN6AKeRdJaUqJF43UzcpOnkHPHU0kOSpwMmh0SpgcbyC3WcXBmiDitHZS9DZGruqPVOxlQWojo2LamBRvwIuIFTlRNLf7EiklbvINSg5UBwOQ2ajD5TXz5ORq/vBTmr+13OWCN97YTn6+UOVygZy+VBB1ITcHaLL65h8eL6zMKqfonpkM+Hg7DRcm3LII3hqbiqHgHMePZ1JgdiNLs+OU+uYMEtxcrsnkG+MIwXl9HijCKqcDGZvMfXmhZa5/21ZrX1JkDQJT6jxnDPVuPZ+0pfGD2UcIZcgq+IP+EAMV5eyzdhcQRRcQJLbQ2ilUYpSqkMeCNvBq4zRq7TpkrW18GjYTT5gEOV4+m9qbtSUtbGxvWd5X1sj4xAhWLhxO/Fu/rWHufxIXWsI6w+32MG3aSyxePIYTJ17mr3/dRkVFIx6PhzlzBvPll3v9c92YmBCOXiDl27Ft2xn++tebWLv2GB98UMuSJeP45JMdeL1eNBoF4eE6EhPvwuv1MnZsL3bufIYVK/aRnZ3HyZN57NwpJz3IyozEZs43q5HpRKTG2Nl6UmgUf/x4Hk1NRk6fbua551YzYUJvwTzg8suH8Ne/bkUqlTB9en9WrNjnf23KlH5cc827/tbXFSv2IZcHLksiIoJYtGgUX3/doYALC9PS2PjrkhWTkiP54HiR//93DUklSqukxGBmX1kDCW9tZFZ6tIBAimsq5uuieJLTaiihg+gZr8zlZ/MA0mR1SHH7Q17kOP0E7AU4kDFMUYLJo2SfrTtBzjZCmyopju5oPar2hHKzej8vhP2EFDcft00QtKJVuMMYrSpioiqXGlcQBo/Q6LbJrWWovNifxib2uBmY0ZsXa2w8/+V+UkI0zOsZS3mrhXEJESzPLKWlPf3sf6nAIpOJcToDx7FV7a3yycmRNDcvQ6dT8/PPgYXwvLxqcnKqBC1Z586V8/PPf6S8vJGKikaWL99Djx73kZISxYwZA/3Fm7AwNQ1tYt4p8bVea6Runh9eRqtdwqFaHffuTUMrc9M/3YpE7MXdaXyOVjuZmdTCm6fj8HhFqFQeuqUHcc89i5gwYRx1da1cfvlf+OijDn+mn3/+I5dfPiTAW+nbbw8wYECSYFtjYxvPPnslK1feR1FRHf37C43SL4Zc/q8lOLZYum7LTQz2/Z4vVsJD14RxZZuVLzKFrYJ1mii+H6Jj/abN1FZV8XNEFOPiM6lkEi4kiPEwU32Gu5uu8x+T1xBN907+mgByj53RLUdIjrKzzdKHJFkTfWRVbLT0Z7H2MFavnARpMzmOGDZYBgDQZNdhdUsxWGRY5b71vlckpjZlKMnDu+Pd32HY7vZ6A4qxAMnBGqRiESL+dmv7v4vfJVEUHNy1oujyy1/l5psnsm9fLi6Xmx49YsjNzWGDREKExkmD2fcw1stdZDepee+szzhSJvYwOqaVg+3VyF4hFsbEtFJqDEzDcXtFzE9t4q3TcdS0m3LmtKiJ1dpZOd1HYux3hlJc2TkdwsuPheHktauazjZq0cncPDq4kkM1OgZHGqkyy8lrUROnsfPG2GJWFUTwY1GHlH9whJHUYCu39qkhTOlkcrdWrtjckfrlRcRPxWH07uHkVJPwxjEarSQmhlBW9uv0b1+A2QMTvtzLVb3jkUvEFDSbGJcYTkmLmfx24mRNThVL+yUyIj6Mo+V1/Hjeyxvq24itLEYTZsYs8d38GfJKJqpyWVB7tz+NrNGjI9OeQE9ZNbnOWER4mKE+h9UrZ6b6DGft8QRLrJgMLk6k+wzKpC47s+s28+chh5hTc5/g8x62pxMpbWNHe1JEljOBccpc7g3agVjkJUhk4bbG6zuuo1fFW4Uj6O04RX78QJyImZ4WzbH6VirafJWBtblVzEyLxuhwUWuyEa9XkRSsZurX++gKdeauH4L/Dv5WlOj589m89NJfEIlEaLVaTCYjPXr0oq2tDbfbN5DJ5V3LdP+RlIiLDTkv4MEHZ3H99X/1/3/MmJ4UF7/HG29s4I47PiM2NoQrrhjB9u1nCQvTMnx4Ojfd9BFDh6YyZEgKJ050+CeMG9eL7OwKijqRb6mpUUyZ8id27PCRFd27B9Ez3UDtKSFZU2FS0iPeRm1Lx8QsWOEiQu1kSc96VhVGYHeJGDo0iU2bTpOTU8W8eUO55ZbJrFt3knfe6VCLLVgwjB9+8Mmfb7rpQ8H7NDUZuf32Kbz77mb/toULhxMRoeemmybyxRd78Hi8fu+iXxtyiZhrMxLYUSxsJfCCnyQCXzXm63PlrMvrWDQ3Why8eTif7IY2DnSqZL81rT/3DU9ne3Ed4WoF780YyNGqJvpHBXP3sDQGfbxdQEzJ3Q6eD/mJololFco4xgaVcpt+9/9j76zD3Krz7/+K60wy7u4zdXd3KrSUUtwditsCyy7uTnGKtkAppe7uPp1OO+7ukkkmnt8fmWbmNgNfvizd/e7u7zwPD08zyU1yc+9Hzvu8z+EZ9XhSRAZik1IJVMtZMjyJslYTN645hssFV/aJon+IHqfLJUgwe25iBrmNBmq73sMFfHW6jOcm9eGqHs8DKGzuoNXsXRDoE6yj9L5ZBL629g+d1/8kiMUiIiL8vcIimppMjBt/DctXfCZ4PL9VxZriQDpskq5/q/nLkHIUEiff5wfx4L4E4nw6yfA3crYr0cVPYePa1Ho2lXlX1dVKJyKRC1cXgeOrdrA0K5Tj9e6N6aTIFmbFNvPwfrdyxu6An4sCuSqlgZJ2JZ+fC6VPgBEfuQN/pZ0rkxu4ZotQbZrdpOGLlkhsNqF6sKGhncmT+wp8F2bOHMCKFX+eEjfc739O1zPbnWwuqukmibpwpMVKvSqWnVHuNUSc2AyNRZhEUpBKucO+mEGKckIlrdQ69IhwcrPPXgIkRvaYu30Y5NgEKaTnceaCVCaATEsUW3u0uGXbomh2aEiQNaAQ2XitdaZHNSHDTpi0jcs1x9hjTqHGrieDUn5q7McH0kkEtVUxpukEO5Jm4uxSo1gR8U5mFUUtws3+nrIGGk2Wf4kXyr8KLS2/TngsX76fESOSPGqhrVuz6Ncvhg0bHueTT7ZjMlm5557pvPPOJgG5qVLJuemmD9m7t3vD8eab13lMpKdP706c3bcvh59/PoCPtpCzZ3NpbnZvDfJb1VgcYnYtOMO7bXGYrSKUEgdmR/c1FCyxcPiwey4uK2tgxYoDfPHFnRw+XEBMTCBvvrmeX35xb6AjIvxZsmQmBw/mM3hwHFddNYbx4/8m+L5ZWeXcddc0li7dCriVTyNHJhMaqiM9PZITJ4rJyIjyqBt6wvUHrxkx4E0F4FGonsfKnEr23DCBjKVbPNfnJydL+GT2YMQiEbtL61mRDZWBiWhNLaQ68lDq5fRV1QiCUS7THKfVqUaMk6t9DlNqC2StSejV5CcxMlpVyA0++zh9zM4OkbeXk80lIVjSjt0lRiv29n+rs/vwt+a56MWdnnXzeSRZyzCUG0iVtpKQnMytM8azYPUJz/cqbjEyKzGM1VeM5q+7sj0kEbjbvf9bMGPGQNatO/Grfy8pqefkyVImTerDxIkZ+PqqBKEu8+YN9RA/PREe7secOYOJj7+H+nq3cqu4uI6oqAAOHnyeurpWpFIJc+a84nmN0S5hX7Oe/loDh2vd+6IOm4SD5zQMSOjkVJF7fvCR2VkyoBqDRs4UfwvNLUpy85Ts2NHJwYPfsWyZjogIf6/C7ldf7Wbu3CFERgZQ0mNdGBkZwODB8ezvEQ7i46MiPNwPsVj8u4oqEyb0br/xP6HD3vtNvWjlIXaXNjAgVMeoyAAOVjahkIh5cmwa42ODWHG23HMt+yllzEwM5dOTwtAStUzCJVOnkDRwGOOX7cTQ9V4ZrWe5NCSHqQGFvNE6Q/CaOoeOu3x3kGsLo8HhixwbGYYcitVxvOC3jveClnNd3c2sNnUXRB/QbWGJfgeDKp4RHOuMPQa1Szj2t1sdJPh5p5dd3TeadqudzV2+rdMTQliTW8X6/BrmpYbzS677t1RIxFgcvY1mfxz/lkSRTtd7u47T6WLt2hPU1HzCAw981WNTJyMs1M49KdUoXE5GhLZz+abui9bmFCOXuNgy7ww/FwXyVU4wc9b3IdXPSJjG4iGE1FIHlyc20maRCJJbAHKa1fyQH8hXOSE0u2SEhtppapIgk7kYl9bB5guqMKcbtTx2IJaVPRztv5qaS7p/Loxv+QABAABJREFUJ9/kBuNywcTIForbVKT4dZLVoOYvB92pJTE+ZhYlN2K2Cxe77TYp600hDB4cxfbt3QNAcLCO9PSIi04UnceqnCpqH56DRial1Wwl/E1hZfBARSN/GZvG3RtPuhUcYikVwckMqj5Bh0uCK0hPhrqGCrs/xRdURMvsgRREPc4ZWyRZ1kieab4UV5fV1mx1Jo/qNzHO+oTn+Xapgmq/WHzEuwiRtFPWIx3GV2xit0loZrbPnMynwV8hFznY2+ltgBceFU1yUhIdFa1us90xqYy/IGGkqMVI+f2XUNZmQiOT/GZlNCPkz3ep/60oUYfD4YnW9fHxpbW1lbFjx3H11Yt4+unHWbDgclSq3jc0vyclIjk5hPp670XEhWlg+/fn8uGH2/jggy2Am1gpKamnsvIj/vrXHzwEy9atp5kxYwATJmRw7FghgwfHk5wcRmpqOJ9/vpOmpg5CQnTMmTOYZ59d5Tl+fn4bw/2MaHycHK3pJk6lIicD401YbGKqGqTE+FiI0FiYt95NFkZpzQweamP3qUpaW90k08qVh/Hz03oWu+fxyy/HMJutiMVibrhhAm+91Z2UNG/eEHx9VcybNwSTycrw4YkUFtYSG3s3ANOn9+fFF6/kxhuFBNPFwoPDk6g1WpifGsHqLo+lvsE65qWEs+wCnx5jLwqnGkOngCQC+CarjMOVzfzQRQ76yKXsvXEiA0L1OJwu/jo+net/OYbV4USMi/D2cubW3keTSsmA9jO8Er+eKdUPU+3vJg0Ki+s4fMtkwrRK4r7Y6KnQnqlv4/L0KB7cmil4/1cP5DEkXEg4OFwuGowWEvw0gl5tuUTMPcMSWZtXTU2He0HdP0THuYY2Mmtb/3cn8z8QYrGI668fz9GjhVxxxSi+/nqP52/XXDOWtLRIr9dkW309JNF5nG7UYrSJPUbTJQYVcT6dfDSxgB0Ves42q3j8YKxXWgtAYpgVvygRFRVS5HIXIXIL+892z5s7K/3oLThsf7UvH54Jw+JwzwMysZMNc8+SpDfTP8jIrkq957m+vi6WLLkDf/8CfvihW8E4a9ZAwsP9cTqdVFY2M2RIvJc/2T+KMJXyf3zOmOhAhkV4qw6NVjs7eyzcS5xKvrvpCp7feZqcdvcGboMjmJTGs0xX7uaE7wA+NUwgRNzKeGUuRyzxBIg7mKM5TZS0GTFOgdntPHUm2dZIj+pAjJMUWa2AKAKoduhZYRjGBlN/RisKEIlALrLT7NDwVPNlAMhdVsYWbuFQ1HhMXSEW9foo5KNHYsypomfts6ajkyHhfuwt6x5bBoXp6RuiZ2i4H8eq/zlrlvP4tZbt5cu/4c03X2Xo0OF8+KGbMP3+++945503CAkJZeDAwTzzzHN/+H3/J4LjvHrhPLKyymhsbGfXrrO0tZnYuvU0ixePwsdHhcHQiUgkYsmSmZ5gh/NYs+Y4u3f/jRUr9nu9x7ffrmZIPwu2NqG6pcygZH2pH99l6um0iJgc2Upeq5o6k4xLE5qoM8nIprt4a7XasVja+Pjj23jllV9oaureCFVVNZOREcU777hjzDs7rfj7awVtZcOHJ/Luuzdx882TKCio4cUXf+GOOz4FYMCAWPbvf5b581//7RP2v0SgHOp7qdn5KKRYeigadAoZ+8oavUjM7Po27h6WKAhG6FD7IWlpIPLIPvb2m4RV3n1e1xn7813IJ/yl+TJuqL+FVGkVY5V57DcnIcPBZFUO9zde5blHB/udIqw4j4Kwvm5jWyBA3EGl3Y+hFX/FhpjJynMES9o9pruDFaU83bzAQwxHSJqZpz5JtikMaWsbOzT9sMW6x6RFQ9IJ0Pl6fa/SNncroqgXj9NfI9f+0/Duuzf+JlEEUFhYw8MPf0NjYzuLFo2kpqaVhoZ2oqMDWL36KGlpEeh0atq6Oi1mzRrIkCEJmEwWL7uGnJwqRnZ5K/bWklpg1dDcINy6uxARFWTjtb5n2FGpI7tRwyvZUUijZEyeNIgNG810dLhJks5OK0uWLGPXrme8jh0U5MupUyXcfvsUnn12FSaTBY1GweWXj0AiETNuXBr79uUSHu5HenoE0dF3IZNJuPPOacjlUoE32YW4887pv3kOfw2/do2dN3LeVlzPqKgASpbM5LWD+by4P4c3DuVz08A4WjqtWB1OZGIxf9lxhpsGxnG8uoUOqx0R8PcJGWjkUl46kOchiQDO6dIJO3oOcbAGfXy713uPVBZzhc9LnLVG8Fn7WDYxAICD1SP5JOhL9l1gh7LGOJAl+h2ky6o4YOnufgkW27hhbF9ePdpNSF+SHEawRsm8lHDW5VcjQsSCtAhWnqskSK3gx4Uj8FfJmbPigGeNrJVJ+Hr+UNrMdnwVUq7/xVvZ9o/g35IoKi72NrE7j5YWI06nSyBRBaitk6IaIeUufRnlBm/FhNMFQSoby86FePqvc1s0zI9vIElvprJDQV6riuu2JTMpso1UPxO5Ld2TY6LOzOMHu+NnRSIXEyZY0GhcJEqt1JV3cKqhm+DqE2D0kEQAnXYJy/OCKTUoyes6rggXn08poMygYGt594aozKBkY6k/V6c28PnZbvmbf6CTkyd9SEnRM2dOGEePFhIfH0JAgNbj5/LPgMPlot5oprytk4wgt+dAVY8I1YFhfhyubPKSyiVMms3avGosLhEFpljWmQYyRpXPts5uue1k1TnEYuivqOSFltkekghgvWkACzXeN4hOB1V2PZeqT5JvC6HVqUGGnSf91rPcMILT1m72NkLSyreGkawz9ieQdgKszTTJ3T4YWpmEmOQ0vuhSgJS1mag2dBKtU1Peo9VuaIQfX2aW0m6xMT426DcroxejavpbUaISSffGrqPD/bcHH1zC0qWf0r//QG688RrKy8uIjo7xOu7vgVbrzYQDAmNN9+cQC3yK3J/HzIkTxV5V/K1bT9PZ+R379uUwY8aLngrp9On9ef31a0lODuetXsi4IJuZeX2bOFLnQ3GbCpnYybjwNlbu98PhFJHmZ+LxIRVcv617UK/oUJJW3ukhic5jx44zREUFCNKhgoN13HLLR/zwwyH8/DRcf/14LBYbERH+vP/+ZixdSV8DB8YxeHC8J+kNYMuW01x66TCyeomPvxh4uSv2XiyCd2cMYEi4P8EaBaWtRgaG6jnVRZYoJGL+Oi6dirZOznR9V7EIbh4Uz9biOk9sPYCvXOYhiQAMVjtvHMrjsrRI7txwktoOM2OiArhlUDyZB3bztisZ7CKQwn7/kbzXZvK0eQJYHE6+zCxlRKS/ZwI8jw0FNTguuFmcLhfX9IsRJDz0C9GR5K9lbko4+8sbyW/uQCERc++wRN4+XMDMxFDi/DRE+ap5Znc2T15g8PrfiEOHnuf551exbNluli3bTUiIjkcemUteXjUKhZRjx4rIy6tm/vxhrFlzDKfTxdChkfjpyqBEmKaZ7Gfi6xyhD1WJQQW4BPPdyXott2bUsDwvGBcwJqyd6mYF0gARffu6iY+GAu925JALDKklIhcWu8hDEoG78LOpzA+1tImRYQZyOjTUtsoICpKTkhLLvHlfExkZwA03TKCjw0xAgJZPP93hkavfe+8MbDaHQLH4ZyDKr/cC1yOjkilo7kAmFtNgtPDw1tNcnh7JqpxKnC53DHffYB3rLmiNy28xeUii82gMTGJvo4wSbSwAdU49RouCFSEfcWP9zXzUPhGACcocyuyBdLpkDJKX8YtpIAPl5ZQ3KRDj4um4nWTIq/jSMMbjayLCiQIbf2le6Hm/GGkjz6uWc62pO9nMKpJTlzoZk0Oo/D5S1cIVGVEC36FF6VEMjfCjpdPGmfo2+gbrGBERQMK7G/FTyhgXFcDeiqb/5Zn+Y/itlu3p02cxYsQoXnvtJcFr7r77Pq655vp/+L3Fv2EQPGJEEgkJIYJqPsA33+zzbDzBTSZlZ79BQUEtaWkRaLVKXnttraANQ6dTYzJZGDYsHo1GjrGHonlMWAuXieqxhwTzS3F3QS1Ka+bR/XEeFdGGsgCeG1HKNanucfezsyFsLe/2ghSLXfz00+dknd6BxepNMJ9vLauubmb58v1cddVoNm48RWlpQ5fSuI65c19hyZKZGI0WwRyZmVnKDz8cFCS0/RlID9JTX9Xq9fjCtEg+PlGMC7e5+qOjU+gXovd63tAIf0p7pJ2eR8qI8SwYGsu+M8K/WZHxZNMCCuzu9XuuPQJfSTHHIp9DLrJzZd0dAiL3tG9fLpGcJb32FE2BUUSLG7k2MovbGm/0PGe7uQ/P+v+Mv9iIn9jEWuMATnRFdwNUOfwZWnKItIpszmZMwybrJq5f3J/DbYPjvGwjRkYG8Myus6hkEoLUCo/SMTXQh8pGA/9cl6J/DV5/fZ3XYxqNwuP3deONE7jvvi8xdymuPvtsJ59/fgdbtpwWELxPPHEp4eF+bN58moKCGhYvfpvXX7+WiRMzBL6aU6b05aWXVtPe3slVV41m4MA4z1pZo1GwePEANm8+CpXdn0cmdRLub0ckcvHmqUjPfCivFvPll3fw6Wd/E3x+N4kVyJ13TuPDD93KvYgIf4qL6zweY/37x/Dii1fy3Xf7ee45dxFWIhGzatWDtLaauOkmd5HTbnfw5pvrefPN61i+/ACtrUYkErGXWumzz3Zy6aXD/lfnHiBIKaHB/NtJagcrmjhQ0cTS4+42UbPdyWcnS/hx4Qiu++WoZ926IruCIzdPYlVOFWvyqvkysxSpWETjBQpel0jEkFnzWXkyB2exk6DgZhok/ohwcrnmOHqJCUWXd98mU7d/p8ml4DvDCIH/LUCIpJ0fqtKw1rTgo2nGoPYnzlfBnNREzjQbuCQxDIlERJxezQ9nK5jdNdffMjCOO4bEM3bZbs+aeOW5Cu4ckiBYI3fYHLR02ri+f+xFadn+tySKWlt/fXi6/vrxSCRiwsL0HqMwAJ1OwY8n/fm41p8orYWhIe0c6zJ/loqc3JReR2WHwkMSnUe1UcEbY0uZtLovpe3ugfXbvGAWJjYQprFyrlnN2PA2VFInVHdvyF0uEbW1YgwGMfua/Rga0M7gYANnm9SMCDVwe58aDtcKVUb1nXIPSQRulvjHgkCGBHt/33arBD+5ncmRLfjIHQT52vg0MxSwU119DplMQnb2G7S2mhg+/C+//+T+CRgTHcjwz3bSYbUjFYt4cEQSP5ytpKzNxOAwPRNigojUqRCLhESJSCzB0sOs24QSP2M91+kOcMwcR7i0hRq7jjGVjzNfexLpBVyzGCfpihr6ySvIskZ5HleLLIyrehwnYiIkTTwb+AsjlEW0ODS0qVVU2/U0OH3RiU1MUp0TGGYrMXJ/goqwuEQW94lm6jd7BO95tsHA2sWjeWpXNuca2pmRGMrJmha+zXIvhvVKGbMSQ9lY2Du5KbsIARK/FSWanp7BsWNHSE/vg8FgwMfHF5fLhV7vlpD6+vrS0fHHp/+jRwt6fXzatP7s25friY5/5JG5qFRyT6sYuFMT+vWLJjIygIYeJoqhoXpkMgnvvCNMi9iy5TRvv30DcrmUBQuG87e/rfRM1lKxiyaTlJlr+uBwwuWJDdyUXsecdekeQ/icFjVf5VyQxwyoXA5USiedPYx5Bw+O5+67pzNv3mu0thpRKmVMntyH775zV2YbGtr57rv9lJV9wDPP/OghiQBOnSph69Ysr/eprm4mOTnMyxvlYsLpguXZ5TR3Wvn7nnO4gFCtgqfHpSFCxNiYQD4/VUKQRsHCtEhCtUqu6hvN8Eh//jounad2ZeN0QaBazq2D49l9QcJCu8XO9b8cpb3r+++vaKJPsA4TchAJL/ZS+wWRWriTyjKCvFV2GUG+9AvRcV+PyPLFfaLIrG1lXko4NoeT9CBfJsQGE/32Bpo6railYt6c1o8RkQFM/GqPR46rU8h4cXIfyto6vd7nvxFSqUSQRFhX14bFYuOOO6Yya1b3xliplHH06It88MEWfvjhEDpdACnJnRQWmXE4RAwNNpCsNzEsxMCmsu6NY7/ADi+TaatTTJLezOmrTvLEwVgBidS/v5WoKAdJERZOFiixdc3JaqmDcRFt2JwiDtf6opY6uad/755oDSY541f167rXXdx33yjEYj+P6q+8vJHVq49SVfURU6c+L9hMf/jhtj8sk/8tqGW9m1l/drKEDVeNZeyyXR6zSplYxI5rx6NXyUny11DUYuT1Q/lYu65hlVTClX2iWXqsSNCmNjI5htrQIEpquwntDpeKB0vm0qrqJvH3mlPYF/ESZ6yR3NHQTXSolJ3cVPkt9dG+fNw4nmGK4i4eUMTVPof5vH2M4LOX2QN54/RAEAY0kZiYSGd9G0U90rRGRQXw2dwhpAX6crS6mRidmq9Pl7L0eBFSsYj3Zg5EKRVza4/q/R9ztfhj+K2W7YCAAIxG73nxk0+W8uOPK3j44cc9r/0j6Ojo3QB27twhOBxO/Pw0BAX5eubFu+6axrlzwvRNp9OFSCRi7txu76glS2by9ttuZb1Wq6CjoxVf3+twuZyEh9sJ0IlQ2W0kak38eMSfb52BpPsZGRfRyuEaX1L9Ork0oZFnjwoLRwdqfKk1yVldFECwysbUqBYO1PgSpLIxKryNNXsD2bmjluCQKlQqCZ2d7rE/MTGYhQtHUF7eyKBBj3nW6ElJYZw69QrDhj3pSS7btCmT++6b6XVOWlqMTJrUh59+OvxHTnWvaP0VJcRHJ4q5fVAc/UP1fHW6jFvXnSBQLefafjGsy6/GbHcwIyGUUzUtpAb6EqJRCFJBh0cF0qkK53a/Zl491l0YG+zK44T9grZYawQBEvf90tOAGACRiLPxIyjUuo2rK4kkzuI9f5XZArlUf4pOpxxfiXcrWodZw323L+TVBjUl5d0ErN3poqTVyG2D4tlRWo9YBEPD/Pjb7rPYusbGEZH+PD0uDbVMwrtHCv8rSCJwt4NdiOTkMF577VpCQ/UUFNSwbNluwd83bz7NqlXC6/PHHw8xZUpfNmxwF+3z82soK2tg9epHePTRbzlxophx49LYvDmT5cvd68p33tnI7t3PcPhwIVu3niY42JeZM8dhaCtHYquhtdKJVuZA4S+m0ypiY42/oGhitTpZu/YEixeP4o03ugmEcePSmD79BU6eLGb8+DRuv30qGo2SefO6VZSnT5dx7FihoHDrcDh5773NXn5F4G51PXbMvV5ITb3P6++9pRT+HsxNieTz079dUM0I8u1VGf5lZqmguNlmsbEuv4aX9ud6iJYHtpzmnmGJgoLjwFA9Sxs7aA9xK2qVlg7Glm+lISaZH43D+Mk4hKt9DnGlVmhxAG4S+HG/jTzTfCl2JPiITDQ1u3hccyMEgUIsYtPiUWwtruetw937pcvTIzHZHNT2mAs+O1WCv1ouIIXMdidlrUKPVoBgjYJTtS0XxW/z35IoujBO8zyuvnoM27ZlER5+OzNm9Ke4uB6TyYJcLmX48ES2bHGztmebpejkdl4bXUxui4ozTRoe3h/HiFCDoNUMYGp0K5Udcg9JdB5ZjRoeG1zJysJAJCK8oncB6uokNDe7lzrbTX6Mj2gl59qTmO0iStqVjAht95BFIlwsiG8UqI4AfOUO5sU38XF2KA2d7oVmiNrKN7lBVBvdn0kpcTAkxkTPyq7N5mDDhpPExnpvhC8WEvVqHhmTxicnijwXq93p4vNTpVQ/NJvvsyu4ee1x7tl0CrEIbhoQx/aSOtotdu4YHE+0Ts2P5yoFx8wvlXFb6EEeStnCqMonMbrcv837bVO4zucAxy2xngjScco87mu4CjFOkjsKkLts3BybyUNNiz3VmSpHAAfNieRYw/iwK7pXLzLyYeBXTFDlcVuDsDpolmtYNH4kwyP9sTqc9A3Wkd9DSh2iUdA/RMfrU/szPNKfPaUNzP2+e2BtNdtIDfRlUUYUN/RidJfg7+v12D+KnlGiGRl9PFGiL730Ovfccz/33HM7nZ2dPPqom0C89977ufvu25BIJCQnp5CenvE/vMOv49cqo/fe+wV9+0azdOnNBAfr2LHjDJWVTUyb1o8dO7IJDtYxaVIG9977BZMn96G4uI62NhMqlZx7751Jbm4VEom3wuD8Y1VVzdx993QyM4vJycliemgzy052q+1WFgaRqO/0WoCZHWLC1FZqTO57S4SLUWHtNMqVZFX5YjA4GTs2jdjYIBYseAOFQsYDD1zCU09dxm23fSw4lt3uIDOztFczzrFj0/j8850eaa5EImbkyGT0eg0PP/z1H/ZW+COw2J08tzfHo+ir7bBQ0mpk2byhJL+3mZIeldFv5g/DZLMT985GyttMDAnT8/DoVOYkh6GWSXn/aCGHKt0LTolIxCVJoay9oJKUWdfKbI0ELgjqmaHKot2p4oDZ3eIZ6avC5nDy2sE8FqVHsiavGovDyaTYINbkVXO2oY0p8cEMDvMjwkfFw9uyPBvnCB8VP1w+kqnf7KGpy/TPZHfy2sF8bhkUJ+jZbrPY/ivbzcRi6CXh2UPeXvjY+vVCub3ZbOO99zbz1VdustxkslBfL2bJkj6sWpXJsXIfjtX7EKi0MiGilaxGDbG+Zq5NrafV4n1PJOo7MdokAi8+gJISKX5+TqoqlEyKbKXTIcZfYafDJuG2nW7Ztr/CxueTC0jQm+mwipgQ2crurhazseFt7KjU9UgIFbFyZQ5xccK5sK3NRF5etZfpvNPp5NJLhwpI7D8DPr8SXNBitvHFqRJBoonN6eJYdQsFzQaWZZailEq4eWAszZ02jF0FmKd3ZXPX0HjePVJIi9lGgp+GWwfFcbCiieM9iCI/iQuTU9hO7ERMu1PFJqMwCrhTouKwfggfNHX7oYRJWtkd8QpykYPNRuHcIHI5uWvGWJYZ9RzqUmRIRCImxwczIFTPz7lV5DS0MzkuBIvDQcK7Gxkc5sd7Mwdy/S/HaLN0rxOe2pnNlHjhb/TbdeQ/F7/Vst0bZs68hEWLrqS5uZlFiy5l27Y9AsXuefweb79fw9q13a1MV1wxiiuvHI1Go0Aul1JcXM/u3d1KhDFjUklNdXtNZWeXc9ttH5OVVUZaWgDh4Q6amurYufN8O6WIykoZy6bkkexnZuxP/Tzm7udaNNwcVstXUwswWMW0mKW8cCxakLhrdYj4IMvtd1NtVOAjs3N4USZtVinjV3Ufq65OyvT0VlrECkrrZRiN1Sy6/A7EkmBBIbegoIbXXlsniLe32x04nS5By45Op8bXV0V8/J+7rjVZf/1K+y67AolYxJEqdyJio8nKqpxKKh9wr2l7pi7NTw1HJZNS12EmWKPgsa4xRCyCh0clU1HfRMO5UyjOHCM83YdqVbdn0BBFCe+2TqbGoWeCKleQeDZbk8kvdHueOJBw1hKBDLtn/QvQ5lQxpOKvWJExUlGA3mWgVeRuvU+W24mdex0r7SLGRKvY14Mo6hesY86KAx4fv6nxIRS1Gj0kEcDhymY+mDUIEZDVQ1n9n46wML3XY+XlTUye7CYR1GoFYrFIUGwYNCiOLVsyBV5FAQE+bNwo9Co6fLgAuVzK11/fA8DPPx8RmEt3dlpZseIAJ06UsK/L3PjLL/fw8suXUF65ksm6Zt44HI6zScSxAhWXJXpfx1qtkvj4EObPH0ZLSwdDhyayfv0JcnLcRPOePTkEBemYNcvbA6u21vt3djpdTJvWX2C1IJGImTSpu/NDo/Fus46K8m6p/j14ffoAL6LITyEl1k/LqVq3BcjdQxPwuyBVVAQMCvPzKtLXGc1eivUOq501i0ezKqeSeL0Go83OqYOtnr+bFVpaowaRK3avVZyI+cYwmlnqMwxTFHPU0mUIj5OZ6iz2mZNJkLoT1bR5+ezuM99zLIvTxTtHizhVI2yrXpVTySVJYVwIZS9zyszEUCoNnRztGpNGRgbgcrlQSsUCY/2eeGpsmtdjvxf/lkTRr00Sy5cf8JBIy5btZvnyJQQG+tK/fwyLFr0peG6bVUqi3szy/GAPObOuJIBJES0MCDRS0aEgQmOhpF3BmUY1AUobTebuhV6g0sYtO5I8KUn+ChuzY5vYWOaPSASxcXZKS4Wnd2+Vjj2Vvty3N4E2qxR/hY1b0mtAJCLWx4zFIWZqdAvbutrM/JU27A6YsaYPQSob06JbiPW14Ctz8FiPNjezQ0J5h3c7XXJyOGPHphIcrBO0zFws6BVSbhscz/N7zwkebzFbsTlcPL83B3vXYOp0wdr8amofmsNnJ0v4ObeKBqOFvsE6T8vLgBAdofJ+fJwn5oy4FqNS+B3r7L5sDn+TPZ0pKEVWnm5e0J36oHFxRc3PxMiaBBJegDKbPyst3VW3VpeGdaYBzNCcRW8TniepWMS5hjYWrjxIjcHM1IRgT6tOmFbJFX2iSHhvE3anC1+FlCfGCD2PACRiEdcPiO2VKCpqvTimgL8WJRoeHsHPPwulif37D2Tjxu1/yvumpUWxb19ur387c6ac1lYTjz++3BPvK5NJ2Lv377zzzkaPOgfcMt2xY9N44onlnv+mTeuHQiHzLCYXLhxBUlIYDz30NW92+WBJJGIGDXKg6GWgNFglhGssVPcggkeGGpgR3cKZJg1mhxi11MljB7oGfbGDdeseRyQSMXv2y57XvPXWBq66agwTJmSwqodpskolJzo6kGnT+vPdd/s9i9uRI5PJy6ti0aKRVFY2IZfLyMiIZM6cV3D8yaZz/xNEwJV9ojlVK1Q4VbW7J52SC0iDFWfKOVnbSm2Xr8/xmlbW5FYxMzGUD48VMTMxhOkJIXRY7SzKiGJAqJ6/7zlHtaG7mjkxNhhbWT1J1WeojUim0yEltrOcpdJJ1Dt8CW8tY3Z8ECX6EF4+0J1q+NqUflzTP4bJX+/hXFclfXtxPdG+aix2p4ckAqgydLIhv4bSCyottR1m9ErvDfrkuGBO1LRw8gLj5v9GNDUZBMo2iUTMTTdN6tVkvafSD9wVxri4oVRUdG9YG81yAlVtTI5qZWVhECcbfIjxMTMhopXdVXpkYiezYpspblOil9uQiFyCTSjAgQOKLsNpFWqpg48mFnJdjxbRZouMT86GEu1j4YOsMKwOMVOjWrhvQBVxfhYGLh8kOF5Li5Hrr0/jQI/rKzDQBx8fFTfeOJHjx4s9a4fLLhtOc3MHl18+kpUrhd4w/wj0yt4VRT5yKcMj/Pnsglbc8jYjn3aZ6XZY7Xx4vJj9N05kwY8HPSbxImDz1WM5U9/G07uymff9QaJ9VSzuE8Xu0gZi9WoW94lGiot7Nnf7XYRa6wi1NxIhbfb6PHVyodKvxqHnpCWGGGsVknMlaELSMCp9kYjg2v5xfNZooNVs5bK0CBL9tdQYzNy7KRMApVTM1mvH8cmJYlZ0GZ5WG2poNFm95P5tFhtpgb5At1LmQtUxgPQiqHDht1u2e8P5ZNDAwEASEhJpaKgnNNR7of97vP1+D1atOsLEie5iis3mIDDQh7ffvp7Tp8u6fIBcPPDAUtLTFTz22A5aWtwkXE5OEy6jhUQfE5l4e2sqpS4PsXMeRW1K7t6dwKZSP7QyB3Pjmthc6Y/ZJmJ2bDMGm3BNZbBJOd2oxewQeR1LanLQ2Az17e71cE2NiciIAkA4Llss3l4g/fvHsHXrU3z//QFEIhHV1c3cdtsnf+T0/SaSA7Tk/4rCVCoWeZI3z8Nkc1DcYmTpcaGP2dq8GpoenYdGLiHg1W5/KKcLNuTXcO7uGbR0juYvP6VTdDILf3stVo0vo9RFlNoDecvs9nER4eRx/QY6XArSZDX0k5cL0kIBVGIbHwR9w7ttU3G5YLo6mzfbuo13D1mSSKk6xYQQHbOmT+exg6V8drrc851entyXk7UtJPppqe0wC8ifbcV1TEsQthADyMRifBXSi56y9H8Jcrn3+qGpyUBlZRPLl+8nO7uCG2+cyM8/H6G9vZO5c4cQHR3AkiUzeeGF1e4NvFLG888v5o031lHRo5U2MjIAna67i0St9t7HGY0WD0kEbqHEnj2VaNQKPj0d0uN+E7GnUkdsgIXSJvdxxo1L47nnVnnW23FxwXz55d28dkF4x/79uSxdegt6vcZTOJJKJdxyy2QMhk7P2lwsFrFgwXAOHcrnqqtGc+JECWq1gkmTMrj66vcAePjhOfj4eBNF6elRXo/9HuhVcr6+dCjX9fDdabHYuT0hlIdGJnPz2uPctfEUapmEmwbEsrW4DqVUwtPj0liQFsmmwlpOdJEyE2ODuL5/rEDJAxCkVvDy/lxO1rQwOT641/bSqNQ+nLmAdCqxBXK1zyEaWsQonBZeTNzKE00Lu0leeTjjBsfhsgrHRKPVToSvSqA+DNYouX5ArKDFPDXQh8fHpLCvvMGjeBofE8TwyACu7R/D4cpmMmtbeGx7Flf97L6ubugfw87SBirbTASo5GgVUpYMS+L+kcn8UfxbEkWtrb0nRV2oNDpxopgHHphNXl41gwbFs2dP982mkTqI0Fi8FDynm7QcX5zJI/tj+alLDv9dXghXJtezq1JPrUnO4GADASq7IEq72SJjUlQrSqmTnXV+2O0itFoXbW09/Rs6efpwDG1Wqec1R+t8mR7TwlOHYz3Pu6dfFRkBneQ2K3nntLvHu8kso6pDzqFFpzlW5x0HKPcVMSI+ksOHK7s2toN47LFvOXeuilGjUpDJxFRVXeTUM7udwuYOruwTzasHuxfk81Mj0MiltJiFv1ub2cbSY0Xc0yMRICPIhy1Xj6W4xcgDWzLJdOggbjRlHQ1IXA4com52NV1eg0Zk5RqfQ3xrGCmIBkUkokQdSz/5UWKlDYI2lzHKAg5ZhEbVzQ4tJU1qWvJaCIgx0CTzQSkV88z4dJZszsTUFW25taieR0elsPmasfjIpUS8ud5DfrVb7PySW03/EB2nuxYWeqWMBakRmH4lAr2+zVtC+O+Mjo7f/j5HjhR4Ji1wK9+WLdvlJSP/7rv96PUaTveoJGzdmsV33y1h795zlJU1MHp0MjU1LYJkMYfDSVGhlEdHtvLRKeGiPUxjZW5cExtqA7E7RQzVtfPmqQhciJCJnbwxplhAwDqdIp599kcmT+7PhThwII8pU/qyePEodu06S0iInrS0CPr3fwSn00WfPlE8+eR8AgJ8eOKJ5fz97/kA6PWaLon9X/6pJNGyuYPZVFSH2eZAKkZAyAJc0y+GCB/vdlB/tdxDEp3HyZpWRn2+k7NdpIFOIeP4bVNI9NdidTj5YeFIntqZTVFLBxNigvgys4SaDimisL48pVtHXVYTyyKvxWZ3L8Ba9FoqOo1saxZKvJdnl3Nt/xgPSXQeO0vruaF/rNd31CtlLEqP5N0eJsSXJIcxIzGMb7LKPSqi8TFBlLWaGB8TxKL0KII1Cm7qUbm/2PhXGebKZGIsFu9rbvHid3joodloNEoqK5uoqmpm4cI3SE+PZPLkPuzYkY1MJuGhh+YQHx8sqIpKJGJiY4O9FHElbUpONHTPU2UGJTNjWnh1dAmvn4rgx4Jg1hQHopY6mBnTzJoSd6VOJHKh0zlob+9enJvsEjb2kpJWYVDwY0H3uL6two9JUa3kKHRExTgoKupe3lx11RiiowOZOXMAhw4VEBsbhI+PiuTk+xCLRVx66RAyMqIJCfHlqad+YOXKP6+t5Tw6bb2rFr5fOIKp8SFsLqplVVeV95p+0b2qDJefKRckCbqAH85WsCqnis4uiX15eyf9rXY+nTOYy1ce4nBlMzKxiEdHpVBjMFFTXcXhKiUD619gkKSINFk1ObZwxDgZ1JaJXSSlUtXtLSPCSVOdnb80XE1ZVBJyqYQ7BsZz6+A4Rn6+y0PY5jd18NW8obxxKN/zWrPdyfN7czhd1yr4Hocqm3hybBov9NgAzUwM5YmxqeQ0tvNzThU6pYynx6Xz0AWGrhdWjv8s/FbLdm8wGNrx8fGls7OT4uIiAgICf/P5/ygCA3149NFvPTHbjY0GvvpqO35+sHNnN7kWEW6npUW4tDc2u7ihTy3rz3bfRyJc9As0Eq62EKSyehTrACqpk42l7vZRg03KL8UBXDelBa3SyU3aCr7KCWZ3ZfexZGIncb6dXa910GnvXotFaK1sKBWqCRLowKjU0tJVfPXROikvP0JIiIy6Ovdr+/QJ4ZVXVpOTU0NcXDBLl97M7NmvcDHQN1TP+uKGXv/21Ng0Ou0O9vfY4IdplfQN0aGUCqv9MokIqViE04Wg5QXAaHNgdzoZu2w3Zxs6QB+PBBcjz21EpbWTH91tHO9CzElLDNf7HOD7juHsMycTZyqlRB0LgBQHoxSFPNF0OU1OLeGSFmQi7/ElZtBwfr5jLl+fLhOkltmdLhpNFn5YOBKAW3qZ/+anRrC/vNGz9p2THIZeKWNfeSPX9Ivmm6yLn9b6fwEzZgwQqHwA1Go5d9zxiaBl+403riMlJZyFC99g9eqjADz++DyGDk1ELpeyevVRkpPDKC6uo6CgluBgXxYsGMoHH2xm8eLRBAfrmDq1H2PHpnmIobAwP667bhyffrpD8P5arYqBA4ewZo1Q9Wu0S5g1xsSUoDRuvfUWjhwpYMmSZZ6/l5TUs2nTKdLSIjyKIoBhwxJZt+448+YNoaGhHZ1OzR13TOXcuUpAxDXXjCUhIYSoqADuvPMzzxg0YUIGr79+LUOHPuHZf1955TvcdtskwX7b/fjoP3L6AUgL8u682F/RyHdnyjxqcZPNwaHKJsruv4RV5yo5XdfGyZoWjt46mb1lDcjEYkZFBSASuUnSv+85h9nu4NLUCDYW1HjWsxsL3GRQpK+Kyi5F2MBQPfePSBaok8ROO2sa0zkiTge1W117zpotUAICtPtHMMtH6TkuwF1DEwjRKJn3/QEMVjsKiZi3pw/gsrRI1l05mhXZFUT6qHhgZDIqmZSd10/gWFUzWXXuglC/j7YSqlWy8vKR/HC2Eouje7Gw8lwlDY/MQyEVIxb9OVWVf0uiSCL5fVx2Q0M7MTF34XA4CQnRM2ZMEvv356NXObgioZ6CNhVxvp2UtHfLstP9TRhtYlZfIIc/VOPLjvlZbCn3w0/h4ES9t2nvD/lBHOnyPWo2QFCQHbUaTCYxkVoLL4ws5fKNQvlXqUHBh2eEF9bakgAeGnSG5XlCBtBgk3K2Wc3Q4HaGBBs4Xu9eiGsUDoxGCSZTB7NmDeTZZxdx+eVveeINDxzIxc/v4iyueiK3yUTSe5vcyqJBcTSYrIhFUG+0cNmPB5mTLExYunFArMAMF9yeP2E+KlacrcDcYyPdqg0iofoMdeEJGFEyVpnPBmNf3mqbRoDYwHU+B7kQIpzc13gVcdIGkmW12JEyW53JfO0ptnb24bQ12vPcoaI85jY9QEeizm3oOzqF+0ckk9to4AlbtuC4x2taCNYoabfYvCK364xmsu+czvfZFdQbzWwqrGXkFzvR9tKOBKDvRaL574yOjl/3ffH1VTFr1kBP68p5BAT4oNOpaenhZxEcrBNUXs5j374cPv7YrX7avPk069ef9CJcpC4XMT5mbk6vZWu5HoCBQR08eaibBBqVZuRAia+H7LU5xbx5KgKzXVgpratr8SRQ9MSBA7ncf/+XAMTHh/DuuzcwYcLfPX/Pzq6gudmIj4/KE30K7paeb77ZK/iu/wxUGzr58ay7rXNtfg1zksOYEh9McYsRsUjEe0cL2VpUx91DE/ngWCFOFyT6a3l0VApHq5oF7ZYJfhrBhNlmsfHpiWIifFU8vSubDqudxX2i2XLNWK76+Qg1XT3XLpGYV9tmMVWxHZtYWKUrMnvHegao5QRpFF5m8UPC/bm2fwxfni71KIjGRAXwS24VJa1G5qdG0GK2khrgw9HqZjKWbkErk/DIqGTmJIdz76ZTPNYVgy4Ti/h+4Yg/+Wz/Ov6VhrkBAb5UV7f2+rdly3bT1PQFt932MVu2uDfme/fmkJoaQWbmqzzyyDe8/fYGBg6M4/rrx/Pzz0fx89Mwd+4QnE4XGRlRnO0xlg8JMQiIIoCGThkOl8hTgAE3CWS0S/h2Wi6fVEfi1EsxGsVUXJC2m6LvFARIiHCR6mfi0AU+f6ebNJQ5dQQGhpOaGolWqyQhIYR33tnoiRe/+uoxTJzYh1tu+QhwS+lXrz7G3XfPYN++HIFB8J8JpdS7dVYmFjE+JgiJWMRPi0ZR2uq+H6N1an7JreKDLnNOcLd0TYwL8hh2nodOKaPNIpyHCps7eGRblmezanO6+PZMGWX3X0LcOxvpULrVMiedicwQn+KNsO/Z05nMj6Y+aOxG4qT1lNiDkeDgMtEBvijqR0m8Wy1rdrq9W4I1SoGqD2BrUZ2ncHIeBqudgaF+bOvh9ZHkr+XZiRlE+KjYXFRLv2Adj4xOQSISseKyEXTaHSilEqRiEY9sOy0gr+0XqU/3t1q2t27dxLvvvkVpaQk33ngNy5Z9y0cffcDOndtxuZwsWfIAMlnvrYX/CNRqBSaTBZlMwoMPTufRR38Q/D0/vwK7TURP24G6Gvd6s7KHyrxvgImGThmLkuo5XueDVOwi0sfCjduTsTnFDA9tY1BQB/WdcubGN5F5QQHVhYjCagVnSpV8YAokSWdidFgbB2t80SvsTIhoY+aaPhjtEoaFtGOySWi2yFiY2MglMc18ki1c40ZpbbwxNpsNJf60WCR8lxvMkSNKZGInkzLa0YZKOJRVTUODm4gpKannuuveudDm7k/D8V9J17t1YBxfni4lWqfmxgGx7ClrIFyrJNJXzeKfDjMxNohTNa2ettHFGdHctfEkKqmEy9IiPCo6gLuHJrCrpMGzIQVwICJw+mIc+1Z7vbcdMdfV3+IpgCoUnUxr2M7AJCuTVee4ueFGmpzu36na4ccmY1/kLitWUfda/9rRA8hv6iBY461U0avkPL/3HGcb2kkN8BHMv/2CdTR3WhkbHYhWJuWqvu61csK7Gz3taHq5hNbfaNn7T8Hs2YOZMqWvpxVZLBbx4otXcv/9Xwme9+WXu9FqlR6fTID33tvMTz89yCWXvOxpTUtNDefMmde59NLXePdddxrwiy+u5tSpVwkL8+Obb+5hw4aT+PqqmDt3CL6+am64YQJfdqUra7VKHn10Hi0txURFH6GoqHvcmZvYTLNDy10LxjNsWCKHepD25+EOe1rCjTd+wJkzFUye3AeXy8XNN3/kec63397LwYP5PPHEcs9jixaN5OzZSg9JBLB791mWLdslEGm4XC6CgnQMH57EkSNu5c69985g+HDvFOnfi/QgX/RKmWC/NTLSnyOVwj1CtcHM3RtO8lGX2f0L+3L4Yu4QFqRFcs+mk8z/4SD9QnR8MGsQ9wxLpNPuQC4Ro3v5F8Fxjle3kH/PTJafKUOvlDM/LQKlVMKPC0fwwbEiVFIxfkXHWOHq7iBxicT81DEYudOKVdx9DyYHaPly3jC+OFVCfpOBvsE6onVqRkQGUPngbE5Ut9A3REe90cKO4jqmJYQyOzmcM3VtXPr9ATJrW5maEMLnc4dw67rjntTe2g4zd6w/4TXfmmwOzHYHKtmf5/D3b0kUSaW9f2x3ekImFouNm2+exCefbPdsIuvqWhkzJoVnnhnOyy8f4ePscD7ODmdIcDsul4hSg5IUPxOzYpsxWCUoJE5MPaoiSqmTueszKGpzk0p9/DtI0nVS0PXvRUkN/FQoJJeamyXMmGEm3GHi8ZBixCKYEtXKtoruSsy06BbWl/gLXmd3umfDvoFG9vUwyFZInHyTE8zmMj9UUidXJdeh8hOxtjiAmhox0Ep19SmMRouHJDqPlpbeVVh/Js5frq0WO6tzq/lkziDm/9At3dcppHwwa6B7weiCcTFBXgtcmVhEqFbZSxgnjA6U0XJyFdcOr+Jz0SXk292LjyanD1+1j2Kx9jA/dgzDBcSayjnmOxCnyX2tyLGzMfwtnC4RDzRegVZkZqbqNHKxg7GSc3xQPoIOvftcWxxOXjmQx/0jkukfqsNPKRNUY8bHBLHqXCVNnVamJ4awubB7AXxtvxjUMgk3D4rj6Z3Z7OtSz/yawViErvco+n9X1NT03uJ4+eUjMJutbN9+hvHj09mzx92eGBkZQFxcMLfdNsWT0KJSybn22nFERvqzdOkWzwSr12s4cULYnrFjRzaXXjpUEF0f52dm9Mr+2JxiNFIHn0wu4LEDcYLXHctXIbpgv2GwSZka3SpIGExN1VFYWMsVV4xi8+ZMZDK3HPflHhNLcXEdb7210es7l5TUk5YW4fW4r6+aq68e40WYXUx8dUGP9/p8t0T+3SMF/K3rt8isbSUt0IeSJbN472ghHx0vov9H25gUF0SEj4rcRgOXJIUxNSHEq++7xWzltYN5njFg+ZlyhoX7U3HBptvikqFxmLzUgcHWVq6fPpwnd7pJWa1cSpSPmolf7WZkZAASkYiSViMjIv1pNFlIeHcTIRoFj45KYUp8MPdsPOVZHAB8PncIx6u7W8s6bA7eO1rImOggj9oP3BvoC8nqi4mLZZj7e3xQXK5fV7CpVO6Fzc6dQlI8N7eKxx9fzrZt7kXyoUP5mEwWCgreYdiwv/D++5t5//3NDB4cz0MPzWH16u1gaSNAZSdYZaW+s9v769KEJjodYq/WFJNdQrjWSm6lgvpsGRqNEx8fJwaDm1hJ1HVS0KoiQGFjUmQLQSo7c+ObiNZa+CY3WOA7ZpVKOHRYDtQD3fefsYcK57vv9nu+b0/k59egUPz5m/3zaDV7z8E2pwvtS6uJ9FXxyezBzEwKY0dxHQ9uyUQtk/LgiCR+yatGK5dy15AEkvx9uK5/DF933c/pQb78ZWwaByqaPH4FAJelRfLBMWFbTIPRQnmbyVMlPY9DxjgGaSp4pW0251PO+4rKWRf6DjKrmc92hSJOner12S8kiQBGRQdgsNkFPmV3DUlgVFQAi346TGZtKwl+Gq7tF82ilYeI1Wv4dM5ggtQKHt6axQfHCpGKRTw6OpW/jk/nie1ZXq1nLRcUZ/5M/FrL9rRpM5k2TWis/MgjT/DII09ctM8CMHFiMmlpKupr89my5UsCAuQ0NXWPm4sT6tlTpqPQ2r2O8FPaeWdcEY8diKOwTcXI0HbKDAru3OU2Qg5VW3l5VAk3bO9u5TxSq+Ovw8q4Mb2eVosEpcTJmuJuFZBM4iSzVIXR5L7XCtrUBKnbybr6JHVGGVN/6espuhyu1fGXIeXE68x8mh3KoRofxoW3srdaD7g9Nm/tU0uA0s51afXctD2JBrP7frQ5xRzLV3N0YCZjDvanp515Q4OJ6Gg75eV//rYlJUDLttJGr8c/7WoHza5vJ9xHSeG9M+n30TaBuuitaf1RyiQopRJuW3fcQ6ToFFLenTGAo1XNNJqs5DYa0PUyvkSHhXD/i89R/MEqzsrcewh/cQc+ok6BSt4iUSEG7tDtxuKSUGEXqrTyzcEMLthJ+8BpyHX+DAjRc+eGk3RY7ST5a5gYG+RpX+kbrGN3ST3be+wTHhmVglwiJkitcCv+eswFMXoN24rrBJ5F/w0kEbhVs9u2Pc3Zs+VkZZUzbVp/FAoZTzyxgs7O7jE9IMCH2gu8D00mK59/vkvgX5SbW8133+0XpGrW1bXx1Vd7qK1t5b33NuF0uhg3Lo1584YC8MUXd3LppUP49NMdSKUSSkrqmTx5MKmpdobp2zhc6UNMsI1JqR2s69SiUoXx17/+gF6vJjRU7/lckZEB+PlpmT37ZWpqWhg7No033riOAQMeFXzu997bLPAQA/jpp8MsWDDc6/ykpIR7PTZ0aCLPPbeYM2fK0enUREf/Y2pLtUzKystHcvfGk5S0GFmYHslfx2dQb7QI1raLMiK9WrjfPJzP/vJGT8DQjpJ6LvvxINl3TUfTVcDPCPIVELiDw/xY8ONBdpbUE6JRoJCKWZAWib9Kjp9KhlwiZuH8+Xz/8zFBC6bdISK99Ai5iWMxO90k0TPj01HJJNw5NIFFKw95FO+DwvTsvG4CE+OCuWfjST445i4AxerV7LlhIot+OkRuo/s3WJ9fw5JNmeRd8JvkNRl4eXJfHt7WbSVxWXokfr2sb/4R/FsSRb+24F2x4iCZma+SkRFFUVEt77+/WfD3yspmIiISsFi6F6rH631ZOTOHwjYlfz0cwxMH41BInMyJa/JUPqUiJ/0CjPzYoxKa3azlnXGFhGls1BhlJPuZOVGv9RBJABqNC5EINEoXTWYpX5wNRSZ2MiWqhcZOGcNDDdw3oJoApZ2Pe1RcJke1cu/ueMQiF6NC2zhc50ug0sb4iDZPOozBJmZFfjDjJ1i6ZMbdl+vevee80pSCg30FyoaLjQaThe+zhRuwNoudeqOFDfk12JwufsmrZlpCiEcxIBGJuGFALGvzqrmyTxQ/nK3wyF7HRgfy5My7WPrS31lxzMXZgcIKVbPLh/t127lftw0Q8ciZSR6ZLoAVKeuMA/jGMJJmZ3e1bKnfl5w44qA9Ui84nsXh5FRtC0cqm1mUEcWRqmaqDZ0syohiR0kdz3SZSOoVUu4ZmkBFeyc+cimfnCjmtYN53Dwwjqr2X1fXnEf/EO+Win9nOBy9E2I//3zUQ9r6+2tZt+4xSkrqeeaZH7njjk8BWLx4FFOm9OPFF1dz333LEItFLF48GrPZio+PiocfnsPDD38jOK5EImbp0luYP38Y2dkV7Nu3kuxTKk9SktEu4eXjUTicws2pExGpURbOlnUrumbGNBOptaKWuq+5YpkPO3aUs3Xr1wBcc81YvvnmXnbsOCMgityfQ+TlBTZ1al8CAnzo0yeK7K57IT4+mIKCasrKGpg1ayBarVIQoXqxcKGiTSWToJCKWZsvNJ7OaTRQ0NzBm4fzPRu0HSUNvDCpDzuvnwCAzeFkQKje08oVoJLTL0Tn5VmQWdfKlX2iOdajWttHXkmHVEvf9myq/OJodmpIsJSR59RxdM85Rkb6c+OAOA5WNLLsdKnndfNSwjhz5zSe3JnNO11VqjqjhaXHi5iVHEZ+s5BgWZFdjs0h/ERmu5OWTu90If+L1MrSGy6WYe7v8UGpqfn18f/ee2dQVFTL4MHxggVsZGQAxy9QsJw+Xcb7728WtJCeOFHMtdeOpbLSitUq58WqaOJ9O5keXUetSY5I5OLb3GBmxzUzOqyNAz1S0K5OqefpQzHUt7o3UUajGK3WyYLRbcxV1fLqiUiW53f7Ev51WBmjwgyca1JxfVodB2p0WB0irkmtZ3V1ED3VFTk5Vfj7e8fSjx6dyuefd1dC5XIpo0en0NxsIDLSn8pKb++efxS/JYSpbO/k6p+PsGbxaKZ/u8+jUPBVSMm/ZyYv7Mvhzg0ncQHDIvw5cNNEHE4XUrGYzYW1fDp7MO8dLeRsQzuzkkK5PD2SVouN93u0YV7TL4YYncYrAlvXXs8K2RB6WvmdsUWjEVs4nK/A4ZLy4PxpXLWxe+MoFrnb43RKGc/tdUv4F/eJ5tLUCBL8tIyJCqSszcic5HCidGrW59fw8uS+DA33Y21eNTf2aHXZXlzH0+PSefOwu/ptccAzu8+SEqAVeJadx0USlfyfxIYNWTTUWTmXLaXDrCLSx8zlic3Ud8rwU9gxW9xG7uUGd2KvROTi6pR61DIn2+ZnY3fCrko9t+3srubXmuSsyPdOnMxuUrNoUyrH6tyG9PO6wlX8FHZiEx2sOSz0bMppVqGVOdnfphbYMAAcqvXllRNRHu8xicjFe+ML2VulY3+1LzduS2LJgGrmxTcLlE/gLti0WqSMC28TKPvTA4zMjmnlmI8vDU4F2TlSwFul90cwJTGc90+U/uZzqg1mvjtTTuEFc83O0nrWXjmGx7dnCYiUNosdh8vFhoIaD7n5bVYZIyMDPAEQASo5NR1mkj7di1gRxABRB+L8Y1wedIamqESvzyBx2vmyfRQasZUxynz2m7vVzsGtVbx2z02MHj0ak81O+BvrPQXKgmYj/UP9OHLLZIxWOykBPkRcEKO9ubCWrDunYXc6eXibsN3z66xSVBe02UlE4PiNMe0/DRkZ0WRkdHchPPPMQh5/3K24UasV/P3vl3PsWJFgjXrZZcMJDvZum1Krvdcc5eWNnqh6cCt6P/poG488MheRSMRzz/3Mia5i2Jo1x/nqq7uRyyL46XQTNruIikY5vhonstBQpk59xRPSMHp0Co8+6j7GZZcNZ8CAR2nuuob37cvhxRdXI5GIBaEOKpWcgAAfCnsUBDUaJfffP4uNG09h6vKXmzdvCPfcM4Pc3Co++cTdHnfrrZOZM8dd/Orbt/t8/aOYEh9C3j1Csv6j2YNJ8vfhSFUTY6ODuHVQHF+fLsPeYzUqE4vZWSoUTpxtaOdMXRsfHS8it8ldAFVKJZyqbWFyXAhBagVfZ7kJqDqjhet/OUaQWiGYm9fn1zBQYeWk1b2HELmcDG3PpKW9gy33Tucve/P5NquUwZ9s577hSUyKC/a0loPbwuGzk8XMSgrzkEQApa0mnttzzkMSnceBikbmpoR7OgMA5qaE89CoFCJ8VWwpqqNfsI47hyb8I6e5V/xDRNG/ymuhs7P3ipLL5WL37rP4+2sxGi0MHhzvubHArTjK6qWvttUq4c1TEZ7NpcUhJqtRw4Y52Ryv1zIoyMiOrkSVnmjqlPHp2TCym9xtaCND22izSGk0y1AoXKSkuNlmpwuu3JwqIJE+mVRA3wAjj+yPI7tJzbjwVpL9OonxsfDs0WjPZ9FIHexakEWk1sqj+4WqCBciwsJSGTxYypEj3QvCAQPi+PLLu7jjjk/JyipjzJhU9uwRDvwXG0PD/egbrOeHHhc1wK7SesFkurWojpy7ptNstvLW4Xw+PVnCpydL0MgkLF8wnMLmDirbO/n6dCkpH++kT/JM+lg2oGqoh8DuRUSKrIbnWuaw2dSHYImBUEmp12dqdyoEJBHAe+UjSTUd56YR6byW1T2YJPlrWfzTYRpM7t8wVKvk7F3TOVvfLlh8t1rsiEQi3po+gMT3Nno21x8cK+KqPv/zIBnuq/4fn/PvhOBgPWVl3pusnu1hzc0dtLYaOX68SNCC9f33BxGLxZ44UqfTxfffH6C4+H1sNgdbtmQyY0Z/9u7N8VRybr99Ck6ni+uuGw/AwsvWcuSwcPVSZ5Jxa59aXjjW/XuEhTkwiqTEhVhIV3UQ52vms7OhmB3uxdC48DbqO6Q4eqyEvv12Hy+8cKUnBa20R5xm//6xRET4k5NThcsFCQkhnl5uHx8lzz57BUlJoXzxxS4++KB7MfDoo3P/9yf5D2BGYijnGg2eVpRnxqejlklJCfARGDr7yKU0d1q9qvjnzTxdLhdfnS4lyV9DSoCW4REBXNk3GpfLxcNbswStY0PD/Ujy1/L6lL689vMWEhV11EnD2BDsNuyMETWwMeItLi+/lQZJADicHKpsRqeUc6xKeA2ty69BJhFz8oKkiA6rHZPVjkQkEqRGRfmqSQ/yZU9Z928U6atiRGQA0xNC2NJFhvgpZaQGenu+XSxcLMPcfwRz5gzi8ceX8/jjy5kypS9jxqSyf38ucXHBvPLK1Xz77T5B+lKfPlEC+fl5rFt3EmuPKnNxu4q/Divn+WPRFHbNfVvK/Xh5VAkTItvYX+1LlNZCvwAjTzTFCo7V0SEm3N9GpNTKuRZhm/e6kgDarVLeznSrhRQSJ8um5DMyzMCaeu+gi+uuG8+hQ/mequ6IEUm0thq56qoxFBXV4uOjYsiQeEaNegqj0UJMTBDPP7+YuLhgrr763T92UnuBv1qBWirGZO+90NVb+lm7xc4Hxwp5r8ecc7SqmR3F9bRZbB4/ILVMwrZrx6GVS7n0+4M8vessQWo5dw5JoM5oRgTkNxm4ctVhXp3aj9cP5nG2oZ3RUQEEWfPZ32GFHvsZOTaUjk6OVoQyccpUfHV6bugfw56yRlQyCdf3j+HpXWepbDfxzPh0bhscz/biehLe3YjZ7kQrl7L6ilGYbA76fbjV852WDEsk+wLPsdN1bWy6QKEIsLu0d8+YfiG/fc/8J0Eihqoc6DC756VKg5JKjZW+gUZBO9eNabUMCu7g0+xQ3s6M5O3MSKZFt7B0QqFXOzVAiMqGUuLwzHcA9Sa5x/+y0SxnV6WeI4sysbtEvFYbj5+fg5aW7uePCW/ndKOGSI0FhcQpiOVWSJwCg3qHS8TOCj2ri7vXbA/ui6ePv4nZsc28ldmtvO0XYOSLcyG4XDA+opW8FjXJ+k5K2hW8us/9vBGh7cCfN25PSwj1esxXLqG9x3imkIgZGOrnZeQc7uMe20K13jYCJS1GgQLO5nQxLiaQv4xNpcFoweF0cWtXuqTDBZlouGfQQA7sKGeyPJ80n/7k2NyKjThTKTsCx7Ohxf1+CdJaLlMfY09LHFpDM1HpA5i0q5Y+Z7fxzLgML7V+XqOBYRH+tJltuHChlkk8hViAoK72NIlIRKBaIfAmDNUquSIjiqd3dYcWXNsvluVZpVh7nIwbeolN/0/FY49dyrx5Qzl7toLx49MJDPRl3Lh0IiL82bLlNH37RnPXXdOoqmrmp5+OeIqIV1wxivvvv4Svv97rIWJCQnT06RPp9R7nI+Wzs8sFe1lwt7rl5Vmx2d33md0hYnuWlnS7Cru9u2B54EAe779/MwMGxJKfX+0hic4jL6+ae++d4Ukxk8ulPPHEpYjFIubMeQWz2YZIJOL5569g9OhUcnLeYs2aY0RGBjBnzmBEIhEffHALL7xwJeBW/v+zoJRKeHKc0M7lvuFJHo9csQieGJPKD2crBEEn0To1N645yomute/OknpentyX47dNAWBUV5v6eXRY7XyZWSqYm002B5NSQxGtX40xKBSTXMsBZzqj0mwcqzfyuUfZ5OKVA3mCfe95VBvMXh6g4FboJwdoBZYPIyMD+GT2EILUCvaXNzIqKpAXJ7uT5hb3iWbx79hv/lH8YaLoX+m1EPgbC/vjx4t44IGvcDpdpKdHctttUygtbUCjUXDyZAnJyWFIpRIPe6pWOzmoDqHZLJSENnbKWFkYxLe5QTgRMSWqBbXU4WlHC1DaaLFKPSQRwKFaHV9NzeXjykiO5Gs4dkxJQIADSbJVQBIB/FQYyCfZoR6foTKDklCNjRqTy0MSgVsRsa9Kx9WpDYwKb2dVjwqLVCpm7tx55OZW0dzcQUFBLUlJYWRkRHL77Z8wcmQyW7Y8yejRT2P2vhb/dEyJC6LBZCVYo8RXIaWizcjgMD9O1LQgFsGDI5LJbfJui5BKxIRqlfx0rpttNdocfHemnK/nDyP8jXWeyTa7sYP40ZcxcPOnSCVgDAwmTV5DsKSdbzrcZmk1Dj31PhlEdVZQoXI77Y9R5jNPk8kywzjBe9sNZuKuuJMKh5z5qeE0mKwk+muJ9FHxfA+jzdoOMz9kV5Ac4H3tWR1OjlU3e6eziOGlyX35JquMMK2SHRe0A8J/XnVU9DtNBMLC/Hr16SkrE24OnE4XP/98hMce+86zOb3xxglMmJDBpk2ZfPzxdpYu3cq8eUP44YcHiImJJCmikPyq7kXb6PB2yg0K5sU3UoYas1xGXp4Ul0sESJHonMjELsGieW+1Dr3eezOck1PJ3/72I337RjNwYBwSiRi5XMIzz/zoec6bb17HCy+s9nxeg8HMxo0n2bz5Sa688h3B8b7/3ttb62Lgpf15ZN05lX3lTXyXVcbTu86yJq+aZydkkFXXxtmGdnzkUl6Z0o/J8SFoZBKMPRaR5xNQ/rb7HM/2SDWUisU8MDKZ8jYTD49KZl1+DR1WO8Mi/Hlgy2msDicaqZi+Ndn0Szbzob07grXMEcQa40BKJULp8oHyRlICfTwx9wARPipkYhGT44I97ZwAwRoFyQFalgxP5J0jBThdEOWrwupwsqukngWpERQ0dxDhq6Kq3UTqB1tQSETcNiiO4ZEBfHqimPu3/PNI9P+Lhrnr1nXHO2/ffoYvvriTKVP68uKLq1m06C1GjEhm3Lg09u3LpU+fKObNG0JMTJDHPwXcyqOkpFB27BBGyld0yD0k0XlsLPVHLHKxp0oPuOfCAUFGDvfwGwr3t+HntKKUOJCLnVh7zIlBKitLs7o3yRaHmHcywxkZlkdaoo3CBh+MRnclfcGCYZw6VcLUqf3Q69UMGhTPBx9s4YEH3P4SgYE+HDz4PEOHPuFpTysra+DYsULuu2/WP3pqvbD/pknMXrGfWoMZX4WUVku3AjPKV0XfYD0gbBPtTYmU09guqCyabA5e2JdDh9XuSS5sMFnZVFjD8xP7cE2XuSrAnrIG8u+ZweJVR9hcWAvyZHTWRvxFBppdPohcTh7x30xprQyrU8SXolhOrXCn3sTq1Wy6egzDP9vpWeAeq25Br5Dx7N4cDxHdYbXz8NbTqGVSweJ66fEi5qcK23ElIhHTEkJ6LKzd8+L1A2JZlVNFQ490tGR/LbtvmPA/n+j/EFydXM/XucL0qfxWFacbhZuxn4sCidOZyWrqLoRtLfdjd5WOyVGtAs8itdRBlI+FyxKbyGlWYXeJuDqlgW9yhSRru1XKF2dD+OBMOCa7BLXaSVCQA4NBRJS/lewmNZeuT0cscjErpplyg5IWi4RFSY3E+5rZXCa0VGizChUpTpeII3U+DA9tZ3askhqTnBS/TraX6/n0rPv+lohc/DAzl2N1WvZWd6cmuceKP0/OopJJCFbLqTd1zzl9g3XYXXCkqhkfuZS7hiaglUt5ZFSKZyMao1PzyCh3C99NA91qhlNdSttZSaFMjA0WhCuAm3SZneye8/66S9jqCxA2aBR7OyQ8aFcTbGvlL/p1jFEV8LeccQKVfJE9lOHNxxhZkIN99h1sqnFvhE/WtHL/lkxBqAq45/ApX+9hR1c7zeXpkXx9ugwX7gLRcxMzAPca7s1p/bn+l6PYnC5UUglPjk2jvM3EpSnhSCViJsUG46uQ8GUP1S+4W4z/m5CaGkHqBePZ4sWjWby427g5ISGUwsJ32bw5k9BQPWO7YsqPHXuJFSsOYLXaWbx4FBKJmMcfX4HB0N2JcL7VKyDAB4lELCi4hoToOHJE2M7c2SkiMNAfEBLv8i5FeWJiKHFxwQJrkqlT+/Hqq9cwb95QcnIqmT59AHFx7rGgrGwp+/bl0K9fDEld0e3R0YHce69Q2QP/XILot/DK1H5MSwghq66NKfEh9A3RMTIqgNoOMwcqmkjw0/Di5D5c8dMRwet+OFvBY12p1VPjQzyqP4BwHyWDwvz4oofHLsDgxBiOWIyc9E3BJXKvUcpELoLLvIscKolY4LMkEYlYlBFJnF5DnF4jSBy+rn8s0To1N605xum6VqbGh/DuzIHolDLenzXI69gXG3+YKLpYXgu/BypV7wbA999/CW+/vcHz73PnKrnkEvdJXd1jofT445fS0WGmpqaF8vJa9uVUEBxio6a2eyIbFmLgy5zuCXpruT+PDy6n1KCkukPB7LgmzjV7q0HKDEqO5Gk8rS5NTRKqqr1bBXzldoEXCsDuSh339K/2em67VcI125Ip71QSFmbHYJATGRlMdHSwZ+OpUsnZtOkJvvpqD99+6/aqOHy4gJKS+l5jji8GGoxmls4ewrhluz2Lw1CtkuO3TSFIJedco9uoekthrYddnZcSTphW6RXLDWC02akxmL08CYoNVtKm30huURMym4MrfY5ywCyU6TrEMka0Hufj+JW4EBEkMXDInMhc9SnWmfrjQoyvsYmo1D68mdcOuKucdw5JYOklg/jggskdQC4RMzhcT78QnUdhoZSKuSQplFCtCqlYJDAWGxLuT4SviuULhpPor0X7krdh4dmGdibEeceQ/rti2LBkSku9W6nS0yO7EhRg8uQ+5OVVM2lSH9avP+lp/xg0KI7bb58iiLCOiwvml1+OCxQMX3+9lwULhvP99wc8j61Zc5xly3YhlWkI9HcSJWrB4RIRrzPz1blgHF0SdV+1Ax8/VxdJ5EZhm4oglbdKMTzcQXu71KNEuOSSQVxxxdses1upVMKhQ88zadKzgte99to6r6pNdXULGo2CoCBfQcR4TEwQUqmI4l9JXPmz4AJyGgxsKqjhQJe/wsGKJh7dnsWZO6fx1ekyntiRxV0bT/L5qRI+nzuE944WUme0MCzcj3CtEqfLxReZwv7v77MrmBwXzK3rTuBwuZCKRXw7fxj3bc70eJgY7U7ORQ5mtOoAXEBYW5CRLq3knL27mjYyKoCHRyZz5aojNHVa8ZFLmZMSzqBPtqORSViQGsHhqibi9BoCVAqS3tuMC5gUG8xT41K5Y/1Jvusx5i2bN5QzdW3uTTFgcbj4/FQpk+NDOFz157cY/Rb+lYa5KpWUzs7eW0N74tixIj76aJvnvjx8OJ9nnlnISy9dxZQpz/H88z8Dbtl5Sko4zc0daLVKoqMD0elUtHXFTA8NMTAhsh2xSBi/rZA4BT59ZocEvcLOrNhmdlXrCdLZCcTCcxvCeU0SwtjwNnZX6XG4RISqrdycUcvWcuEmtN0q5dH9sawq8sHHV8Qjj8xl+vT+XHHF2x6vBYlETFJSuKBlrrHRwCefbPcysC4srPNKUf0zMDDMj6oH5wDuFLQHt2TyS141yQFa3p4+gKQAH1bmVHC4q/VtUUYkD41M5oNjhYJ5cHpiqMAoF9zqo7wL5OqlrSZWnhM+r95o4bWDeZ77AaBNG8gi0xbKzX7kaRJZbhhBcpsP1gg1pxpNguM9tyfHqwr6S16112OV7Z3E+wk3D06XiwdHJLG/vJGaDrfS6S9jU1mUEUW90cJbh/ORicU8OTaNEZEB7LhuPH/bc5Yag5lr+8VcFFn9/124eGxoBTktakHS7fiINvZW6QQemhqZg1pTL75bLSr2VOmI9THTL6CDOJ2Fo7U+vHDcXX1WSJysmJHLwCAjJW1KQeEzQmPh/axwOrsKKCaTGD8/O1OmWKnKgVPVbgLY6RKxodSftXPO8Wl2KB+dCSNe18nEyFZ2V7rVX/MTmhgd1sbOSuGad3+ND08eigXcaWlTo1o8vmbgViL9XBiAr7w3PxwXf1ap7Wx9m4AkAjhQ2czNA+P46JLBXPnzYV45kMcrB/K4fXA8BffO5N0jBXxzupS+H27ljiHxvDGtP8dvm8L+8kZUUglDI/xxOF3MSAz13GsZQb5k17Ux7Zu9XJoazvSEEJ7b212QlIhEFDYbyXJoQQR1+PNu21Su8jni1d4HkNvgw30Lp/Bcm1A1VtJq5MjNk3nvWAE5DQbmJIdR22H2FCvrjBZW5VRx8vYpVLR1MjYmEH1XC/ZrB/L48HgRCX5aFqZHctvgOCZ8tYfirsKeRibhiTEpjPlil9fn+Tmnmi/m/QM/xH8ofHxUXH75SMFjer2GO++cRkVFIw8++DXZ2RXMnz+UtjYT7e2d+Ptreeqp7/n++wO88MKVPP74pbzwgnvuDQry5amnLkOjUfD5592/Q2SEk6eeuoK9e1/0FHHmzx9GQkIIf/nLcrZsOU3//tFERQVQUlLP3LlDePbZRQCMH5/O+PHpgs8YHKzjssv+eWEffxYmx4cwOb57XxXpq2b/TZMwWu2oZRI6uv7fU1EXq9dQ2NyBxe7gyXFpGKw2VuVUkeCn4Y1p/UkN9OWnnEqP0nVRRiSXD0zkudAkD0kEYHFdqDl0Y05KOIv6RPHukUKMNjtDw/1Z9NNhyttMDAjVc9OAWDpsdq7tF+Mhkk/e7u0N+K/AHyaKLpbXwu8x5dTpem/XmTlzgIAoAjdZtPWCeNXt28/wyCNzuOKKtz2P+fmpSU3pwNguYnp4E8EiC5svWIwWt6vYUOKP0S5hb7WOEaFtSEQuj8RWJ7cTqbF4+aEobQ6uSa3j267KULDKyh19ajhU40uVsbs/O9mvkylRrawq7OB0o7syNCa8jbcyIwQqo82bHyM9PYqYmLs9j3V2Wvnww22exJrz2LDhJDExQV5KjYuBijYT32aVCyqItR1msuvaePVgnifmeniEP3OSwyhtNfHTuQp8X17NwvRIxkYHetQCYhEsSo/E6nCQHuQriMiO1qlZWVgLYglWJLzSOotrtAfZT3e/ttxpIcjaSJq8lsPmeC6rvRuzyz0RXq3aT+3pFgZHhfGRZQTQvXlallnC0ksGcVXfaN48nO+ZHOP9NHydVcpt608QplVy++B4/FVyd9/o9wfdRuVxIRS1dNDcaWVeSgRP78qmrativGSYd785uJUS/0koLKzp9XGj0cy2bU+xd28Ozz//Mzt2uCtp99wzA6vVjlarpKqqiY8+2s6VV46mubmDqKgAnnxyAVddJWz/cDpd5OV5E6rHjhXy/fd5mExqQE2U1kyAyuYhiQDaTRKUWu/N8tz4Jk7Uaz3KhUHBBtR6OXfemUFQUBqJiaEYjWY2bOhWX9jtDn744aBXEotYLGLu3MGsWdPdrjNv3hC++GIXN9wwgffe24TZbCMw0IeBA2M5cOC3x84/C32CdezvsUkGd/Wxw2rniR1nqO1KJztR08KP5ypZtWgUIz7fwfLsCpZnVzAhNohAlUJghqtTynhqZ7bnnrc7XTyx4wyNFyy6LXI1V/if5MvaiTQ53ZseX1EnUhyMVBVRXa+iTeXP6OggrHYn077dR5BazguT+pDorxFUfxQSMUVLZnGuoZ1p3+71PL6ztJ4Rkf5efkXLz5QjlwgX0g6XS5Ck9s/Ev8ow19mL9BlAoZBh6WpTEItFJCeHeZEkubnVZGaWCsw716w5zjvv3MBrr63zPP+yy4aQm3sQRauVZoOUvx+JZnFyAyvygtyt0morC5MaBUQRgFTk4r0JxbzTGsehHDVH8tzXiNkhYVeVnpUzz+FwiekfaEQucTEtukVQaInyMXv8+9rabLzzzkZiY4MEhpwOh5OjvRQAAgN9vNrUFywYhlTqvT75M6GSSfhw9mCendgHf5Ucidg9kBy6eTLHq5tRy6Skd8UC77lhIi/tz6G508otg+JZmB7JijPlnhZKgNsHx7OrpF5Q9ZwUF0xKgC/QPS6L6F2llGsN44y+Dy6RmBY7lOgnMFFugAs8uBUSsVerZ2qgD3qlTEBeXdU3mpGRAVz98xHPsvn6/rGMiAqk+L5ZHChvJEavIbHLQ+qeYYncc8E82TdEx6pFo37nGf3PQ8Y3Qwj3tTA6vI0qg4JYXzN+CjvTo1tYnu++p0S4uDG9jjQ/E5+cCfWYu2ukDn4sCKTU0L3GWNK/imP13aSTxSHmy3Mh9BlbwqCgDqZEtXCuWU2cr5nrU+u4bZcw8bOjw31sg0k4nroQ8c6pcLZ3EUFnmrSEaywcWHgaidhNAu2q1DEzppkdFXoUEic3pNXxfla3mrTTLmF7hd7rHOiVdubGNfPFuRDP/KxT2Gmz/Dn+RL+Fr06XoldIBX4hH58oZkJskKAd9K3DBQwJ9ydMq+SdIwWIRSIeGJHE2JggNl09lsOVTR5i+POu+3NbcR1vTe/PN/OH8dbhfKRiMY+PTuXtI8Kkqg6XkkJbMH06csjy6YNF4t4z+Fpa0QUGY8sYzZCSBoF3Upxew97yBuo6LIyPCWLJ8CRmd6kCPce12gERc3qYEf+cU8mj27uNcV8+kEuoVulZB4Nb7f/B0SI6e2mhVcku/m/yn4ZLL32NkyfdBbisrDIefngOYrGIV19dC7gLNzk5VRw69ALXXjuOkpJ6xo1LQ61W8MEHt3A2+yi1Jc1E+ttIHR3J6NFpfPjhLXz77T6GDk3g2Wev4KGHvuadd9yBKydPljB6dArl5R/+y77zvwrnzat9FDLenNafJV0FzUhfFRa7g6T3NgEwJT6YdVeOYXZyOHduOMHQT3cwPy2CNYtHc6Symb/vOcsvudWM/3I3el9vD8RxMcEkB/jy2sE8RCKYEhfMwpWHqDGYuSw9gk9mDyZ96RaqDe7iSmZtK4n+WlZeQCb+X8EfJooultfC7zHljI0N6PVxmUwicHgHWLhwBNu2ZWHtkToVEKBlxYoDgte2tFh4883b+Pbrn9hZ5iJDbxSQQCJc1BjlGHtUcQ7X6nhlVDF7q/V02MSEqa20WaUEKG009WhlmxDRxs0ZdVyV3MDqogBWFwUwc20fRoe1Y3WKaOiUE+/biRQno1f2RyZ2cWVSPXOTm/miJhJbtXDw3bDhFPHxoV6L+c5OKwkJIR7lBrilhp98cjsLF75BXQ8Z6sVAlF5DkNo7hvNoVbOA6DlS1cwtg+L46+6znnatH89W8uyEDC5Pj6S01URJq5Eb1xzHBYyI9GduSjj5TQbmJIdj7CVBLElWwzXag6w39SdYYkDZ2MA5bSqtjkrea5vsIYkAfjCNYJppFfctuY+ffsqkvYf8P1Ct4IOjhbx5OB+xCG4ZGMeY6EC2F9fxbZdKoabDzMpzlTwzPp29Ze6Nt9MFW4vr2HX9eCbEBrPwx4Mekgjg/WPeGxRwR4D/J6H8AiLiPMrKGjEaLXz55W7BdbtixQHq6z8lI+MhcnPdrYcHD+bx+uvX8tBDczCZLNx22xQOHy7osRkdzty5Q3jyye89G1yA06dPYeqx96/oUBLbo23hPCIiHLS2SrBa3ff25MgWrkhqZGhwBxvL/LA4xHyXG0TrQRkHD5/hnnt8uOqqhV4krPtY/jzyyFyefro7tnjOnME4nS5mzhyISAQZGVF8+OFWOroq7pdcMognn1zA2rXHePnlNb/31P5DuCw1vCs1LEDgB9I/RIfBavdSA2TVtfHJiWJBX/fu0gb+PiGD3KZ2zHYnYhG8PLkvSzafEry2udPGwvRIQZpYnLmcl9tmkyyvpbGpDr2tjc7gEF5qnQ2ATGHj8ubjRI282uO70mCy8vzeHK7sEyU4vsXhZEdJnaAadB4tnVbEIgRtoOe9iTYUdG+WQzQK7hgSz9enyzhTf3HHxf8rUKtlWCze5+yNN65l06ZMWluN9OsXTWpqOHq9htYeKs+5c4fw9dfeKX2ffrpDcD+vXn2CxEQZZ6vc41pRu4oYHzPr52TzVmYkBS0qfikKYFCQgZMN7g2rXOwkSd/Jc0ejqNfKaTZ4t6gYrFLGRbTz+qkIVuQFoZU5uCyhEbnEycTINq/EUavVTnu7NxE4enQKFRWN5HSZSoaH+2GzOejXL5rgYF+am41ccslAmpoM+Pnd+HtP7R9CUXMHl/14kNN1bUT5qvh6/jAmxAbjcLpwOF349DCg7xuiY/kFld2frxjFJyeKyW/qIDXQB7PdwQMjk9DKpewsrWdwmB8vT+6LVOI28zxe3YJMLOLpcelc2z+Gt48UeO4hKS6sRicunXCtodH7EdEpo6qrHUItk3D3sEQS/LX8ZecZzHYng8L0LEiLZFCYnuQAH45VNzM+Joj+ITo+OVnC1Hh3YMXk+GAuT3ffy0qpRFDxPY9V5yr56nQpQWoFj49JJamXVu//Hrjnp+p2BUZkjIozsClLz+6uDv3LEhoYHNzBhlJ/XjgWjVjkYkpUCzIxyCVOJkS0cd9eoQJrT5W3sa7NKWLeunRyWtwF2H6BHXw2uQCFxEWCrlNgmxAU5KC+Xkx0sJXCmu61XpjaSqlBuParNroNth0OmLU2w7Mmnh3bxNvjiinvUPBelrBtRy6B6dEtbOkigSO0FioNCm7clkx6gBGpSkSbREF9sxj+RKIoI1hHgp+Gogva4WViMbVGb9+Gfb2sczYV1PD92QqPqnxjQQ3Zd00n0V/LiMgA8hoNZF6wBv8+u4KXp/R1v0+HmVO1LYyJCvSsKwFkdgvbOlL5JWQYelsrk3XFSAwd/Owcyi5dOrvWnyTSR8X0hBB2lNTTJ1jH4DA9j3QlIW0rruN0XStT4kI42COtLUyr5ExdK4t/Okyn3cE9QxMpvUDZb3e6KGj27g6J8FH1er5emNin1/P7/9E7qqubPSTReaxde9yLyD98uICKikZOnCimuLiOiAh/+vaNRqGQMXtOIkVH96GUOAmJiuDVV9fw2GPfAbBtWxYikYg1a44JjnfgQB5NTQYC/ovH19uHJLAgLZKSViO1HZ3M62EDsb24ns9OlvDM7rM0dxXHfjpXSaSPisKWDo8q/0BFExGKIPzb62jWuuezeUmhzEwKRSwScfOgOFrNViLeXO+Za388W0moRukhic7j1AX+m/+X8IeJon+l10JFRWuvj0+a9CypqRGMH59OQ0M7/v4adu7MZv78Yfzwg/si0GqVPPPM5ay4gF0XiUSsWnWaHbsMgIxi9KTEW5EbbIhdLm5Kr2NTmXdCVXpAJzanmKcOxwLwfUEws2ObyDL6YOgUMzqwjU67mHNNKvyVdpadC/FUfHZX6XliSDlz45rZVq7nr0fcx7A6RawoCKY+zAenrzfxkpAQikgkYurUfmzrmgxEIhHz5w+js9PKiy/+TFNTBwEB7krp5Ze/SWfnn2tSJAEu3HLMTAwjVq8myV/rmVwWpkeiU3q3S2TVtXl5+pxtaOf7hSPYX97I2GXdcsrDlc28PX0Aa7r6ftfmVbO0RxKPyOUkqL2W6yKPcJ9+G5fUPEC9ri8As2sy8BULv7tdJGXg+MnsbLRxbb8YXtyXg83pbpu5vn8s92zq3vgWNZdw97BE3u5KWjqP5k4rp3qYAJ9HYXMHE2KDPYPLefxKMZ/0oP8sY06b7deji3U6tUCRAGA2Wzl3rtJDEp3HqlVHaG/v5NVX12C3O5k9exCpqRGUltazaVMma9ceZ+bMARgMndTUNODv30RrSwMgJN6Gh7RT0KryyPJjQ6yEhzsJDjZTVyfB1ODkYI0vA1cM5N7+1dzbv4bFm1JotbqvWadTxIcfHkSpqOeqq69i3ryhnkk3IyOK1auPkp9fw8yZAxg6NBGz2carr3aTPwsXjqC2ttVDEoFb5ffSS1fx0wU90hcTq3KrWZVbTYKfhnExgewvb6RfiJ7JscGszav2Uu1Niw/xMsMEd9xn2f2XcLCiiQGhemL1GjJrWwX3400DY3l+Uh/Sg3w5VtVEyd7NlIQkk2vsUoJqYEzzQY5Zu9vNbGIZhx16aquaBO/XaXeg7yXqMyXQB71SjlIq9viiiIBL0yJQSCW8e9TtVxTtq0IpFbM+v5rL0iIoazMRplUiFokIeHUtoVoFtwyM84pU/U9Ea2vvc8C33+7j8ccv5bLL3uDAgTw+/HAbN944gbq6Nurq2oiLC2bXrmwGDoxj27YsjzJp2rT+Aj8FALFYTFubjJ4ylDKDkvezItjepSIq61DSL6CD10YXU2OSU9kh563M7mshIUxI7vrK7QwO6WB1cQBLuxQILRYZ1UYFuxZkEeVjpcygECiMVCo58+cPY9++XDZudI/naWkRVFQ0ERbmx+DB8YwencKKFQcEJO9PPz2IRCJm/vzX/5dn93+PJZtPeTxEKto7uf6XY+y9YQJTv9lLQXMHYhE8NTadv3d5h1wItUzK/SOS+fvus9y3ORMAqVjE6itG8faMATy+/QyJ721CJZPwt/EZfH3pMALVCkQiMNsd7LlhAu8cKcDhdDHU1cSqnGoIHyB4j5HRQXw8bjAfHy+muLUDg8XGKwdyuXdYEjUPzeHFvTm8faSAsct2MSBUz+arx/I3bQbHq5sZ8dlOj+rIRy7luUl9PKqp3rAur5qFK7vbljcV1lK0ZBYq2cVVdv07oK1dzO58IcmzvjSAgUEdngRBp0vE1nJ/lk/PZWSYgXqTTFDsBEjUWdDKnJ7XyMVOon0sbOrhJ5TVqGVjmT+DgjqYE9vM0XotBZ0aNHoJ5eUKCgudiEVyrkquo9qoIFht466+NSw9E0ZhW7faP1hlJVxr5W+HowWF0/WlAdzdv4ZUv06vBMRUPyN1JgXz4xuZENnGgWoffix0+6XUmOT4+joZOjSMgpJuJd2fhey7pnPFykOs7ZEW/NjoFEZGBfDdme6iR4hGwc0D4vjwWJEwGtvpElgPWBxO1uRW8VCXh1GwRiGYr8DtfTJnxQFPOtlze3N4e/oAbhwQy8pzlYSrZThysvlAOg1kgAx+MeoZ2ngUY5Dec5xKQyf3j0hi8zVuD87kLmXEeewoqeerS4fRbLayOqeKpAAt9wxLZNHKQ5616aPbs7inl9bOa/tFc7iyiSNdbdphWiW3D0ng6n4xPLrtNEermwnXqvh49mCGRPh7vf7/49cRGOhLYKAPjT0Ua2lpEdhsDgp6FLYCAny4557PWbvWbXz+97//xMaNTxAdHchHHxVRWemLn6+DWxIlfPSRsKvmnXc2MmpUsiB8JSRE96udOf9NCNIoCNIoWNpLIf9UTYvXPu5QZZNXRH2VU87MvG04fbWIJCp+eeYzils6WJNbTYxeTYBK4VXUzGk0kBHky9kea+6pvRRO/q/gDxNF/0qvhaQk74SC88jNreKGG8azceMpwUbs2WcXYbc7Wb58P+PGPcPMmQNITAylsLAWkUjEvffO4L33NguO1diqoH8/J7ZiK9/nB9E/qEMw8Q4JNtAnwMSSPfGC120t9+PWWc3szdawvjSA9aXwVmYEt2XUeEii88hq1HJbnzryW71vWrE8hA+XPsnLL2/mq6/24HA4GT06hddfX8f9939JUJAv9903C6lUTH19G3fd5U6YCwvTs2bNo9TVtXLbbZ/8r87t70VvuS3no2yHhvux8aoxBKoVBGsU7rjtQ/meRKRAtZwlwxL57GQJnT0iGafEuxcERb1UMAqaDbywN4cfz1UQq9fwyKgUfjpXiUIixlWUyX57BDMiyvjFOIh6R/eCqsrhz2DFSU9yBEBAew3vyyNp6/Ktmpsczo0DYxkS7sdHx4XJAi7cjvhT4oI9ceDgNjG8fkAMX50u9SwWlFIxMxJDcThd3DQgjl09Buaekag90WG1E9CLCuvfFb10kwIwcWIGRqOZm2+exCuvdBMp9947k4gIf5RKGeYeHhy+viqeffYnz7/XrTvBkCEJrFx52PPYmjXHGTlcRFSUCUu9k3GKNupVgTR0eRyEayxck9rAjen17KnSsbHUj03l/lRukZGQYEerdXpMrzsd8PyxaIaEdHh5PdhsIrZvOcfb7zyL3S5i0KAwnnhiAU88sYq9Xf4CmzZlEh8fwqFDQtn4qlVHmDPH23yus9NKVFSAIH70n4GiFiO3D07g87lDGfLJdt6odX/eRH8tsxJDOdfYTkaQDqVUQlQXyXJ+YRvho2J2cjhauZR5KeE8uTObpceK0MolXNsvBhcuXC74IbuCb7LKuG94Em8MCeHqjc2YwoTjW4XSO+EDXPRVu9jb45FAtZybB8aS09DO5sJa5BIxk+OCmfntPgxWO1PighGJRFgdToI1CuasOIDV4WRkZADPjE/njUN5fNjjnn5uYgZikYgnd7pbH8vbOvn2TBn/DZBKRdhs3ox1eXkjzz//s8Aoc/nyAzQ1fc5NN33Ijz92b97vv/8SnE4nRUV1+PgoGTAghqNHCz2vvfPOqZw5k0tdXannNVqZgxP1Qnl2VpOWqdH5+Mod9PlOeH9UN8l4amg5PxcFoJI4GRvRTodVwtFaYfXT4RJxvN4HnaKVAIWNpDAzpY1KEhLCiY0NJiPjIVwuF3PnDuH++2fxyCPf8tlnOzyvj4jw99y/5/Hhh9sYPTrld57RfwxZF6gLyttM/H3POU+RxemC5/ed46aBscT8ilGo0Wrn5QO5nn/bnS6e3XMOo9XhMdw12hzcs+kUp26fyisHcnnnSAF2p4u5KeH8sHAEVoeTx37eTVlQCgnthZRpY3CJxUQ0FHFt/1GE+6i4YUAsGUu3eObrH89WsuWasbxxON+z0cysbeWl/bm8PWMAK89WClrTDFY76/OruWWQcK3UE9+fFXop1XSY2V1az8ykPzfl798Rw4cn0djYRlFRtwmtUyTiZKu3IiC7Sc3ROh+qjXLmxTfyS3EgTpeIMLWFAUEd9AswUtjeRK1RzvSYFraW6b2OcaJOy2P7Yz3r1bR4CyaHP1are2PjdInYXObPtkvP8NThWGauzSDOt5MhwQZO1GuJ8bVwWUIDlR1y2q3ei4J2q4RjdVqifcwoJC5C1FZ0cjsfZXev03Ja1dSahXNxe7uYoKAE4M8nipRSCWuuHENBk4EdJfX0D9EzMsrdvbB28WiWZZYSqJZz/4hkchvbuX1wPFuK6jxqnGid2usajvRVc6iiiWidmghfFa9M6cfDW09jc7qI8lUxMzGM1bnCNvq95Q2sWjSKlyb3JUijIPUvpYK/m1wKSp3ehXZrj/E7WqcWKIH0Shk/navgq8xSDFY7A8P0VLV3ehUwJWIRtwyM48vTpaikEp4Zn87gcH/23jiRdXnVGKx2Lk0N9/gZrblyzP/6PP9/dEMul/LJJ7dz880f0tJiJCUlnNdeuxabzcG5c5WUljbg46PimWcWsmTJMs/r7HYHb721AYOhk8pK9+/c0i7hhx9KkMmE94xUKuH1169l7txXKS1tQKdT8/HHt1301up/J8xODufhrVme+U0iEnHLoDjW5lcLbBTGRAcSoJazsaB73Z6okSBxOdGamgmNTOBgRSOTvtrj2e/OTQlDp5AJCq/jY4K4PCOS+zZncqaujRmJobw6td8/6dv+7/GHiSL413ktVFf/dqtATk6V1wJw48ZT5OVVe5KW1q07wQMPXMKiRSMJDdWj12v48MOtAtPcuPhYDh4uxWx2byYP1frylyHl1BrlFLcr0crsbC3TIxMLR1uxyIXFJiK7rNt02+kSsa9a55XgMjjYQGaDhqHBBr7N606dkEhEDBo8gX79nsJstjFqVAoffngLd975GZVdhENDQzvr1p1g9+5niI3t9iuqqWkVmHdfDPyWzeex6hY67Q7eOJTvaT+ZlhBCrE5Do8lCU6eF+7Zk8rfx6azMqaS+w8KwCD/azDaKWzqYnhjqlbrkdMFTXQkRWXVtRPqq2HDlGCZ8tZsWfQJ5JNDcEM8Qpfemb7CijBCJgXPWcOT1dVRIYinsEXu6Nr+a5yf1IdJXzeAwb9VYiEaB0+VidlIYJ2tbSAnw4eFRye50iRFJnKxpRSOX8PjoVL7NKuel/TnYnS4uS4vARyEjwU/DtuLeFzYnq5t/dRPw74neJ5/9+3PZtessCoWMxx+fh9XqoKKikU8/3c6KFQe44opR/PDDQcxmGykp4YweneLV6rV69T6v41rqOig4I6fRJGMPGiI1Zh4ZVEFJu5JzTWqu2ZrCLRm1qKRO1pd2taw6IS9PRni4dwtjZoOGOXHNAu+E4SHtnDijxd5FEJ88WcPjj79NUZGQ7N6x4wzBwUKFmEwm4dZbp7BxY6YnaXHkyCRaWjqYPLkPWVnlAh+VfwaaOi18eqJYMHEVNnfw6pR+FDZ38Oj2LE+b1i0DY9HIZdR0dFJvtHDd6qM8OjqF4hYjL+13b1DbLDa+zSpj1aKRLOhBKjy96yydcVJUVm+j+mBrPUF+Do5b3D53KpEFlaWD3OpGLkmK4HRdK7E6NTqlnD5Lt+ICZieH8ddx6Qz/bIdn/NlcVMc7MwYwLSGEtA+2eI5/qLKJ3aX1bCsWJg1+m1Xu8UQ5D/OvxJX/56H3UXvx4tFePn52u4PGxnYBMQuwdetp9HoNBw92G84/99wVqFRySksbyMmpIjg4GB+fYgwGMTq5nedHlrGyIFBgUhuuseAjdyASuQ11exrzSiUubs6ow+IQ89rJSE40+LA0K4yrU4W/pQgXwSork37u61EsDBgQzLPPXsPcud1rk7VrjzNtWj+veOFNmzIRiUSC1jmtVsGUKX0FJPXFwrT4EIGf0JBwP+qNQjWV0wVlbSbO1LdhsjmYnRyGWta9bLM7XYINIriJocO9FCWWnynztHWCW5n7xakSfjxbyZ6yVgh0qwkmNe5mke4E39fGs7fexAx/C6tyKgVFnU67g2+zyr02mkUt7k1LpK+3916kr5AsLm7p4Pb1JzhW1cK4mEBidN7zYNR/edXbx0dF//7RXHrpMDo6zPz97z95rte0NBlVah9EuDxGx3Kxk58KAwWFx5dGliAWwXNHo3i6S/l+R58aHhvitiiYE9fM0jPhdNjc96Cv3E52k1pQ1MwrkSNXtNHTPLrVKuWF41EeNdK5Zi1RWjNfT8vjtp1JvHEqijdPRXJlSr3A0D5Fb8JkE3PzjmTPY+n+RnQXGFbnNqsJDnJBjw7SiAh/Fi8efVHTQpMCfLxaHuekhDMnJRyL3cGYZbs4Xu1uE4nRqTl9x1SCNUqsDiffny33bCKnxYfw6LbTlLd3IhGJeGFSHx4b4zZu31vWwKjIAEQikZffV7iPivQPNpPTaCBWryYu0J+CHrVTEU6iGwqxxvWjxuSew/1Vcq7tH4PT5WJHcT0zE0PJqmujwWRBLhHz1Ng0Htx62nO/rs+vIVzrfY8ODffn6n4xvDtzIBKxyOPtJ5eIuSy9t+LOPw9PP/04mZmn6Nevv2DvuXz5N7z55qsMHTqcDz90F8u///473nnnDUJCQhk4cDDPPPPcv+pj/4+YNKkP3323hKAgXwYPjvckBxcWvkdubhUxMUHU17cJiCJw+wke76HkBqioMPDhh7dyxx2feh578sn59O0bQ2Hhe+TnV3sSS0tL6/H31+Lr+989xoKbWN15/XheP5iHxeHk3mGJjIwK5OdFo7hn0ykKmzu4LC2Sv03IoKXTyg1rjrG7tJ5BoX4onVY2DLoatbWDy9XtvNFDFAGwNq+GL+cN5e0jBZS3mVicEcUjo1OQS8Rsunrsv/Bb/378Q0TRvwo+Pr+uwBCLRVxxxSi++26/Z2MGbub2wjjuI0cK6dcvhgce+ApfXzULF47weBfJZBJmzx7C8ePCloSzzRrKDQpONbg3G+tLA7k6pY6CVpVnsr6tTy1WiXcym1Ts4oOJhbxyPIoms9tz4f3T4TRbZKikDqbHt3CwwS0J/NvfrufWWz/xLAoOHsxj5cpDXi06xcV1VFQ0eRmV1tS0MHfuEL78cvdvncqLhj1lDQKPkq1Fdbw1rT+PbC/xyHO3FdVx+o5pPLIti59yqvgpp4qnd51l1/Xj2XHdeJ7fm0Oz2cqDI5K9PH4q2zv56+6zgiSYzZ39uM7nIGGSVmocegAiJM183j6OcoebJPBTBBCpUXr1zRms7uNcmhrOHYPj+fJ0KRKRiAVpEdy45pgnpe2OwfFcPyCWiV/t9mwwZyWFsuGqsRwob+SJHvHQq3Kq+HnRKCJ8VTy962yv56l/qDcx9e+MlpbeDYLPE7AWi42VKw/z0ktX8eab6wFoaurg66/3cuDAczidDvLzy2lqqkcsFgmua6ezDBEyQfpHoszESVP3BqPSqMTiEPNzUaBnEfrA3ngWJHh7Ckgk3htnH5mdMoOCadEtGG1i+gSY6Btg5EidUPavM1vQKMQYLd0bXLO5lthYBYcOibHZ3NfGokUj+eabvUyenEFIiJ4hQxJYs+YYM2a8CEBoqP7XT+ZFgEIi5tp+MXyb5Z2EKBbBW4eFiqgV2RVsvXYcY5ft8iwytxTVcvkFi0YX7h7uC7G/vIFYcSPR2oMs7xiBCzF+1hYaZIHIHXKmq84wUFFGoS2EnyKH4g4grOHvEzIYFKZnTg8vufX5NcTqNV50x4maFmJ62VCWtprwVUgFHmThPkrGRgcK/IouTL/4T8WvdYUqlTKmTetPdg8j4uuvH09QkA6V6v+xd56BUZR7F/9ty256772RkISEEnrvvXdFBAVERbEBIjYsiNgQC1hQEUQ6Ir33HiCB9JBGeu912/thwySTRa/3qveKr+cTmZ2dnR125nme8z//c0yE9BQwGF+3JIkAjhy5ycSJXfn002ZFrpubBT26lBBcVsL2FAeczBrxs6ojrdIUJ9NGOjlV035zBywUOvq6V/BT2t0KuZ5uwbXUaaR8EtOsJGnUSblRaMHDbQvYkmzwKHqhYzZHs2xFbS3R0YUcOmTsJZabW4qpqYmo9TUgwJmePYNYu/YIAObmSnr2DGLz5nNMn96TqKg0kfz/j8bqYe2RSSUcSS2gvYsNq4e152xmsei36WtjxuKjMVzOKWv625zLcwbiaK6kol5NjVrDjHBvvo9pLpAs6ByAs4VS1C4tASxNjFXcl7NLOd0q6CLNJpBjej2nwvpxam80Zodu8UzXQKP3dnG3ZV+K2GthQlNU9CMdfNkSlyV4okwO8UCr0/HWmXj6+zjR08uBGbuuCCrbvcl5DPF3FuT4EuCpLgGEtSLe/7/h558XM2LEO5w7Z7jn5s4dQJs2buzff4PTp+NRKExxdWtE2aDFXVnPMK9SXr7kKzrG0SxbTGQ6qjXN0/2v4lx4MKiA7xJcOJ5lQ5h9NW7mjdgqtTwYXMgzZ8TKL50eXFw0ZGQ0/4aGeZcJ8+C7yKpW8d51D+qaiF89En5KdWDD4CQ2JTohlcDzHbP54LqHKAkxvtScnq7iArBEApt+eJFly3Zw9Woqnp72DBzYjjVrDjJqVEf27bvOfxt7k/MEkggMJO43NzIY3caVL66lEWhnyYEHAvCztWDFuQSONBUItXo9r5yMZWKIO4/sieLsnWJkEgmLegTxxahOLDoaQ3m9mvFt3bmeW0ZCUytSRnktWjMVzmXpFNh4YqJXM6L+HHJq2DBnIK+fMhTEl/cLxcVCRb/vTgn+Sf625nw3NpLO7vZE5ZYakbql9Y2sGhTOW2fjadDomBrqybfR6Sw4eIP+Pk6sG9URJ/N7J0z/t3HzZjS1tbXs3XuYRYue5caNa0LK9tChI+jWrQfvvfeO6D1PPrmQGTMe/l+c7m/G0aM3mTDhfaqr61GpFPzww9OMGRPJ4sWb2Lz5HO7udrz//kP07x/GlCndBXWvQiHj+edHodPpOdjCKqNNG1see2wwnTr5cfZsAp06+XHxYjLDhr1NZKQ/L744jvp6NUOGvMX580moVApWrJjOs8+O+l9dgr8MunnYs6NVcEJvb0di5g8RbbMwkXN8Zl8Alhy9aVDuSmXUqKzZprdkoNa48BjpZsuNv0iC2X+C+5Ioqq29t9fC8OEdkMkkfP/9aaZO7c4PPxh8iKytzXj77emMHbtKFFvt6mrD7NmfC3+bmSnZs2cReXnlDB4cTn29mtdf3y76DJVcZzQ4plaYcmBsHKeyrbmQZ8mGBGfMsvT4uzQb/knQMzcsn0GeFQzyNAyIUw8GUdpgGHjrNDJOZdswc6YNH61ezdmzKUZm1QkJOYwe3YkNG5pNRYcMiaBbt0BCQz2Ja0HMDBrUDo1Gy6hRnTh8OBoTEzk1NcbGvv8p7uVRdBfe1mbYqox9RQ7dzhf1cKt1er64liqaGNdptKy+nMIwfxdOZRZR3aihpjGecGfxhFEpk3Ivu4M6vYLJ5lfZkx+ES0MBfX0KWVUxUni9TGVHHxuIK232DergYkM3D3syymuYtO0i1/LKcLNQsX5sJKvOJwkkEcCX19PIq64XqRAOpORzs6Ccq7nGUdtXc0txtXQz2n4XtvfwX7mf8VsSpQsKKjh7Vqz40+v1PLPwXW5EV6JWG+IlvTw11FVKkOj0hDrUYlqlxddPR2yJOQ1aKTOD763SSiozFU1C9UjuGS3r46PF07KRlHQFJlJDktKi837CeyOdqngxMpvSejkqmZZ6bTMpNMKthNHu8GWsC3m1Svzs6qmvkPD99+lYWOjw9dVibq5j8+az6Jp+KkqlnB49/ITEN0BkvP9nYma4Fw1aHXlV9UzfeZlBvk7YmZoIPdgRztYMD3RF0SodTCGTsjshRzTJrFVrkbaKepMA44Ld2dwqsrusuIjoNpOorLakk0k6T1kf46ncqWSY+4AGkjVuhJtksbe2veh9n1+9zZKewUbfQyExVDlbqigG+jrR18fRiBQa2caVcGdrXj0Vh0anx0alYFKIB4U19YwKdOVUZhHulqYM8nPis6upRp/1/wUrVuwGYP78wVhampKdXcKBAzc4cuQZhgwJ56efDJ5cSqWCpUvH8cADa0RFGEdHS8ED8C5yc2sxVSk5nNZMKHZ3qWTzsCTO51ny/FmDeqVKDXvS7FnXP4VL+ZYcKbQnJVfJOVtLkfIWoFot47GwPMrrZaRWmpJTraTqHm0tERFeIpJZKpUwenQkZmZKli/fgVqtxdXVlsZGDQcO3GDgwDDGjImkurqBxYt/EI4zdWqPP5UoslQq+HJ0pGibT5O6dHPsHTwsTYl0s2V+i6TF9PIa1t9IR6c3tJg1aHUM9nPisxEdiM4vJ6fS0Eo5xM+ZV/uEsDYqtcmjKITB/s6sOJcgGrtGB7mxOfaOaFz2tajk57pe3I1zrFVrOXOniH4+jkI0cB9vBx4M96anlwPLT8eTXVnHg+28mN3Bl90JOTx7OJq86nrGtHFleb9QtsVnM0ogfeP4fERHo1bsS9kllC0Zx9WcUhzNlfjZGqfJ/H/D0qWbReTmhg1neP31yZw6ZSg8NTbqyc2V06ePhje97kCd8QBsrdSQWy2eZ2j1EtbEuLG9yf8no0qFn1Udx8bHIpHArLaFPHe2+foHuDXi5qXH3FxPcbEMP9t63o9M55WL3qRXNitT3MwbqFWL78lajYwD6bYcbkoRPpNjTTeXSlrj4bYFJJaZCcTvQw/14fz5VJYsGUvfviG88spW1q27d8DNfwu1amMVcm5VHd3WnxB8hjbEZBD3xFCjVE21Ts/qSykCkaPV61l5PpGY+YMpeGEM9RotlkoFNit/Er0vq1bLiLQzSOwtcZRVYqerotYrkqGbzgntZall1TzbrY3IZDu1rIbYokpGtHGjh6cDliZyqloEwUS62eJvZ86tx4fgYmFKr29OcLWJBNudmINEwl8mcfDq1Sv06dMPgD59+nHt2lWBKLK3t6emxtiu4ssvP2fbth954YUXhfe2xG9J2P6z8dxzGwT/yvp6Nc888x2pqQV89JHBZ6igoIJx494jO3sdmzcvZMCAMEpLq5kwoStBQW4EBbkxcuSrxMUVYG+nY/Zsg5l4ZKQ/kZH+PPPMd0La2eHDMSQl5eLn58T5JpuQ+no1ixZtYtKkbnh6/ue+wf9f0XoMq9VLGRHowsEWa92h/s6E3ucFj/uSKFLdwxwZICoqlaImcyipVML33y8gLi6LbdsuMmrUSgYNakdSUi6pqQVMnNgVExPx16+tbaC8vJbk5DzefXcPgYGuzJkzgG+/PYVWq8PGRoetJ8hSxAaBtkoNwbZ1bE5y5GyuDQAVpWCh0rK2XwpRhZbEl5qyJtqN+FIznmmfi0KqJ7tarIxqaJTw1NPPc/NmDvb2FtjamotUUKGhnuh0OkaM6EBWVgkdO/oilUpwd5+Pl5cDM2b0pq6uEV9fJ158cbPgG7F06ThUKhmvvbbzd1/7u7gXH7C4RxtsVCY80M6LwpoG3jqTIEhq5VIJg/ydOdyqBcvd0lgJUK/W8sSB60KVP6aggmAHS7q423ElpxQLEzkfDY0gwM6Cn5PyhM/w0BWyvHQsd7QOYAY5Klfa6i4ZHT/AwYrvegexIz6Hzu62PNUlEKlEwnOHY7jW5DyfW13Poz9H4duqLUyvRyQTvgudHvp4Oxpt7+xuhwTo6WkvOOW3hFb357S9/JJMNz8/jyeemEt9fT1Lliyjb9/+6HQ6li9/hdjYm9jY2LJ+/fd/yjndRadO9ty+bWzknHm7FLX67r0toShPytWp0WxMdOLda83JV8O8S1nbPxW1TkJymQpH00aRL9Fo31JhUnoXgzzLCbWr5aNYd/RSKaGhrmRk5OFtW8vFyYYI37nHA0QEU1ShJfElplSq5cwILuR0jg1l9XJ6uVXw+U2DEtBEqmNF93QO37HldI4NYIgQ1hQ24u1Ryw1d8z3e0KDh7be/wuBK+d9Fe2crPrycKkTb3yqs4JU+bXEwU3Ipu4To/HIGfn+aSW09+LCFqmhZ77aYK4yHielhnjiaKfk8KhVLEzmD/Jw5klrAQ+FeHLydT4NGxyNhbnx+pQF1U5zvtUZfNld3o0ohVmedqGuLqaSRBn3zdbFUKhjZxpUlx24KRK1UAn19HFEpZOxJyqWyQc30MC+OpObzxul4enk50KjVUdmgoa2DJU8euE5lg4b2Lja81CuYtLJqnjzQXH17e0AYPT0d6Lfh1B92nf/KsLc3o6Tk3oo/MLRjf/vtEwwZ8pawLTu7hB9+eJqzZxO4fPk2X3xxjOnTe7Bxo2GCbWtrziuvTGLlyp9E/lxKpYK6ehXQPAG/mG+FVKI3KrTokZBcZsqmRCeh3eXJogD6ulVwsumeAnggqJB5JwKJLTE8k2NLzBnlV4JEokffdN+2aeOKXg8zZ/YlNvYOcrmMXr2CGTXqXUpKqoiI8Gb58il8880JwRg0M7MIuVxGdraY6N+27SISyW8jv/9IPBThzUMR3gB8H5Nh9Hp6WQ1fXm9uozuaVkh/HyeSS6oFddCFrBJe6N6GvOdH88W1VI6mFVCj1rJvei9Wnk+kvE5NhLMNVko5i3sEsaKpjdRUX88jVmc5Wd9W9JmldWo2T+jKO+cSsTCR8daAdqjkMuo1OnR6PWYKGY5mSoprG3hg1yWBjPo5OY/O7nasviQOg/jgYhIRztaCmTdAF3c7pBIJXT3unWr7/xENDWJiorFRw61bxmrQ8nIpbxd6YalWM8CjjBNNMfW2SjUDPcoprpeLVLGRTlXcLBbfh2mVpuzPsOXzm25kVSvp516Ov3U95Q0ydqc5cDtXgoWFji5dGgm3qiOq0AJPy3q6OFdytcCSQJs63umRwbVCC1ZEeQnH7e1WwdbbzbYKNRoZtRopNkoN5Q2GsWWQZxmZVSoe6VjIaY0D3bsP5eOPTwnvmT9/sMgr7X+FsUHueFjFCuOopYkcE6lEIIkAyuvV7IjPZlqop0CsAoQ4Won2u4uUkmpK6xrJr65neIArwwJcRGr8np72XKgZRrm5AxK9jrDSW3jaeYo8iM5nldDBtdDo2OX1avR6PZdzSpjTwZfzWSVUNKgJd7bmpWO30AEKqYQN4zoLJNFdtDz3/zUqKyvw9TUo5aysrEhKSvjV/YcPH8mUKdMpLS1lypRxHD16GlkrA83fkrD9ZyMnRzzm5OWVc+JErGhbZWUdBw7cYOXKn4iOzsDW1pyAABeCgtxwc7Nj4cJI9uzaiRQ90dGF9Ov3Or6+Trz22iSjdO9duy4zYkQH0TatVkdKSv4/RNFvwJWcUtZfT8dKKeeproH09HQQkbOWcgkzI3zo6enI7sQcvK3NmNYqtfd+xH1JFJma3lsOWdTCQVyn03P8+C1+/PE8jU0P5507L/PJJ4+wYMEwAD76aJ/RMU6fjuebbwyJW+nphXh7O5Ka+gnvv/8zu3ZdYHu0ns5e1VzKNPQw2yg1zAszVB1bm21W18sItq1j1XUPoeqSXG6GXKLn2Q65jPQp5au4Znl9x44ezJz5DdFNvgXDh7cHJOTnl9OunSdvvrlTUBnNnz8YW1tz3nnnJ8CgTMjOLiEj4zO6dl0mMib96KP9LF069l9e138H96I3LJUKyuvVBDW1IIwNcqOqUYNEYlhYBtpZMKGtO7uaooknh3jwbPdADqfmczzdMMiZyKSMb+vOT0lig7/MilouzxlIZnkNFQ1qXjx2i5iCcoYGGLyPzu/fRZBZDtssRwjv0UgV1OqUWErqqNIbrr9SXccdjR0fNFXJr+SWMjXUE2uVgpiCctFn5lbVs7xfKBeySgRibEqoJwu6BHAktUBQNfTytGfN5RRSy6qZFurJldxSGrU6hvg5M3P3FaobNdj9Arl5Ir2QKWFe93ztP8WvyXTXrPmQF198hZCQUGbMmELfvv3Zu/cn2rQJYvnyt//Q82iJtm2VlJXVIpHouXE9CzO5lnB3NUn5KkzlOp5tn83mZCcKWpAodRoZtWop21LEA9jhTFv2p9vy2mVvSuoV+FvVMjmgGGulhgatlNM51vT3KOdcrhU6vYT+HuXElZgRbFfL+EHVZFWFcupUNiAhK8ucdzSevNwlC1O58a96TYybQDpZKLRsGZbIW1c9BSVgo07KquueRovJtHIVc9rm8RNiwmqkewnbSh0orTE8eqVSPTqdlj/7UZxWWi1Mbu/iTGYxT3b250dBBVTFtdwyjszozZWcUk5kFPLu+UTaO9uIiM7hAS5czCqhn48j7w4O5/F911jXwv/ltb4hvN4vlO0nz/OxXEyG36pyRibVoJU2f98Ak0LGWkTzaul4AKQYnh3LT8czoa07BdUNSCSGpLPxWy+gx2Acv3tqTz65kiJ4QqSW1TA+2J1tk7rj9uFeYbEanV/O8fRC9rR6prx3IYn6Ln//lrO7cHW1/VWiSC6XceZMvNH2kyfjRCbQKpWCEyde5dixW2zadIZu3ZYxalRHPDzsyc4uQS6XsXLlAxw4cIPc3JvC+ywVGiwVWjo61rCp2X8ZCXpKG+QiTxS1TkpHpyp6uFZyMtuaCMcaBnmW8cYVb9G5XSyypm8fDT6+/fD1dWfr1guCP4ONjTmnT79Onz6vUdFU3Y+JyWTHjkscPXpLdJwjR27StWuAaJtKpcDUVE5p6S9fsz8bY4PccbO8JbR3mStktLtHdfJGfrlRC9nOhBzUOj0fN7Wg/RibxROR/qwaFE7f704RlVfG+uh0pod5Ej1vIA8texsnVyk3Gz3xa8gkTdl8rYf6O9P16+OC98KxtELOPdKfft+dErzOjqQWsHJgOyPPr8s5pbQSICKRSNg4visP7b5MTEEF3T3s+WJUp993sf6GmDy5GzdaJDKOGRPJ+PFdRAtAlUpBZqaEmxXNqqFlnTNRyfR8GevCgtMByCU6JgUUoddL8Laq5+G2hbxy0ZukFl5GNko1r1z0FhI/T+XY4Gedx74Me6GAUl0tJTlZTrnSnNWphnFZKtHzWb9UOjhW8951D5LLTRnsWYapXEdbu1r6upcz4ud2ou+lR8LpCTc5lWNNab2Md6K8hFREV1cNdXVihefXX58gJMRD1BHwv4C1SsHVuYP4+noadWotszv4cvwe/pMWJnKslAqeiPTndlk1/rYWLOvdlmt5ZWxo0SZqrVSwISaDvU1Ja45mSg4+2BtThYxTGYV0drPDzULF+SzDtdZLpNyyj8BGUQ+tOKe2DlY4myspaOocMJUbQibm7b0mpHoqZVIOzejNAzsvC3N4tU7Pa6fijVKYOrv9dWwRrKysBdVPVVUV1ta/rtCwtrYBwMHBAX//AIqKCnFx+euZ4j/wQC8+a+GtOHVqd/z8nDnUlGIJhqLLtm0XhXVhWVkNc+d+wciRHTEzUyKXy9HoITNDzq1Yg1Lo9Ol4zp9PwsPDjsLCZjLe2dmGMWMiRW2bDg6WdOtm3Fr8D8S4lltGr29OCIXLH27d4fq8QeRW17HpeipmjdW83SsAM4Wcds7WtHO+v1VELXFfEkU2v9H8t7FRI5BEd3HuXCK+vk58/fVxLCxU9O4dzNmzicjlhp7P1mxuZmYRX311jE8/vXszy6istGDVkAzyCuVsSXZk/P5QerpW0Ma2TjTwmil1NOgkImkuwIlsG2a1LcDdvIEO7tVk1JrStWsbIiMjeOutXcJ+Bw9Gc+bMcnr3bktk5IuiVrSvvjpOhw4+ouPm5paRkJBDQ6tYa41GR/fubX7TNfs9+Dkhm6v5zQ+lXYk57J3ek+NphTyyJwo9hqrK5UcHUKfRsepCIl4f7aefjyOfjehAaV0jE9t6EORgyRun40ltoaYa08bQvuVtY06HL44KCWS5VfnMbu/DINM6Umt10CoExE5WwyLbgxytDUVRXUXd7SK2K5qN1vOr63n3fBJfj4lkqL8La1uYw4U7WzM11JNAO0uOphUQZG9Jfx9H1l1LY0wbV2xUJvTwsmfluUTOtVALfTQ0goVdA/FavV+oIJXW39sgRC695+bfhV+T6cbHx/H226uQSCRYWFhQXV3FkSOHsLd3YNy4EUycOIWHHpr1h59TRmodc7oU8sk5w2BdiZSSChnHx93CwUzDjSJzBnuWk1TWfP/0dqvA0UyDrVJLS6cwM7mO1y55U9JE1qRWmpFc3oAEgx/DXSztdAczhY5XLvkIk9C23vUkZWXR0pRzW4oDL3fJYl5YPiezbQRTz8GeZSJlUrVaxhexLuS0kvGXN8jp517OqRbqh3CHanq4VtLFuZIrTZXcjo5VJGUr8TevpaejGhtTDbFl5tzI//NbLKaEevF1zB3RIi7E0YqDrVLX6jRayurVxBZVciLdsPA8ll5IpJstCU8OZUdcNq+cihPe92LPIJEhL8AX19J4vV8okrICTBuqqVM2fz+3mhxsKu+Q4haORmaCQ2MxxRoLVtcOpoNJBnVpJXSJCBeZ7oY4WnF93iBcPtgrELb1Gh3LTtwSJRECHLydR3p5jdFiNb7IuNUBoOM9zOv/rjD/F34TS5aMxcvLuKpYWiqW5dfXq4mNzeLDD/cJSYU7d17mrbemYWtrzvffn+Hrr08wdGg4N26kU1xchVSqZ7B3GdMOBWMq0zHSp4RT2TaYK7Q81yEHU7mO71oViR1UGj656UZujZIL+dZczrfE2kRDRWPztEVuJmHxkrkMHz6cffuu8dpr24TXystrWLPmgEAS3UVsbBbh4d5cbuHh066dF6+/PpkxY1YJc4bFi8ewbdv5/ylRZK1ScGXOIL68lkadRsvs9j44W6hYeuKWSJ0wNsiNUxlFFLXwk/K3M+fbaLHH4rfRGZQ3qEUtKD/GZjG7vQ+JHp24JVNwvBzMZVX0Vufi3akbwwNcuZxdIjLozKyo5cOLySJDfICE4kpM5TKR8XUfL0cinG14u0W78ZKeQbRztiZ6/hAatTrBNPcfiLFs2RYmTOiCo6MV1dX1REWl8corW5k2rQc3b97B1tacKVO6s3Dhd6L3XS2wwlKhJavacM9r9FL2pNlzdtJNtiQ7MutoGzws6gm2rSWxzAx7lZrH2+Xx1lVx0epSvhUN2lYtoNUScnPEQS3rYl1AL+FmC7Xf/LA85rczjBM9XCu5kNesaBrlW0JBnYIxfqXMPR4gajPNy5NjZyeuvEgk8O67D/DAA2soK6vB3Fz5h1op/DtwsVDxcp8Q0d/rrqUJY1Gkqy0rzyUKip8IZ2t2T+2BSi7DrFjGU10CuJ5XhqO5konBHjz0U3PwTFFtA9/cSOfbsZ2padRgIpMya89Vo3MItJRzTdPsredsrmR6mBcjA1355Mpt7lTU8nTXQKxVCta3IBobtDpWnkukpFXsd3FtA8dn9mXmT1eILayku4c9a0f+dYjbzp27sGHDt4wdO4EzZ04ybdqDv7p/VVUllpZW1NXVkZaWir39X1Mt89FHD+Ppac+ZMwl06RLA4sVj0el0JCbmsHPnZZycrFm9ehYrW7UjVlTUkp5eSGxsFhcv5qFWQ26eWDGVkpLHl1/O44UXNlJZWYdKpeDjj2cxeXJ3qqvr2bTpLO7udrzxxlTM/kbJy38Wvo/JENmQ5FXXczqzmOEBLhw5eQazxmqCbP+6yWW/B/clUdSa/LmLYcPaC0xsaKgnL700nu3bL4n8FOztLRg9+l2BdLG3t+TWrQ9wdbXB3t6SOXPWcbWFX4WVlalRWopaLeGnClfiE2SCdPZ8njVjfIvp7VbB2VxrrMy0tPOuQ4pBiVDdom/b06KBET+HCTHcDg5Ktmx5mZde+tHoO92VJkpae4JIJERE+BDVIvrZ2toMf39nFi4cwWOPfSlsHzs2kuXL/7i2s1+C6h6sx5HUAj650mxEHV9Uyc6EHE5kFAqmgD/GZiGTSlg3shOvnYrjVEYRXdztCHG04k5FLX625lzOKWHx0ZvM6ehrtDg8llbAEj8/Es9k0ckznWuNBomqmaaGmw3urKvsD4BC2kg3J2PJalFtA+llNfjbmjMiwIW4okpCnaxQyqTYvrsHpVzKst5tmRbmSejnh4UJgFQC3TzsSC4RV7l2xGfzeKQ/uVV1Rp/VGn62xvG2vxe/JtPVarXCb8nS0ory8nKKigrp2rU7r776BpMmjWHo0BE4OTkZHff39HTXNUrJzRM/btQ6KdtTHdic5ERJvQKZRM9o3xK0egkKqY6UMlP67WxHd5dK4ktNqdfKkKBnXlgeH0WLzZQTy8yMWjmbDXKbkXRHicIEGlrMMW1VGtbdcuHHZEc8LOrp7lLFQM9ybJQaEfEEUKOWMcq3jLW3mqtTPVwrmBFcgE4v4VqhBaH2BuVUv10RKKQ6pgUWMsKnlHknAgWfIwl61vRJZWOC8791Hf9TPLTrAlNCPNmdmGOIx3WxYVQb13sSKGFO1jzVwiARICq3DHdLUyNS6OPLKViayEUTTxuVgh9uZvJech0ONQU4WJaQrbWlszKd82pfKqxtMFHX0T7jLDUurhyvDwWgtNECe3tzoso1tGzPiy+q5FJ2CVWt2jBKahsJc7IWxYy3c7Im3NkaTytTslooqEYGuqKUS3m2RZLeU10CaNBomRrqwdY4YyPuvxsaG++tnnr77WmcPh3P009/i7u7HVOn9mD//uvIZFKWLh2HhYWKXbvEKZp6vV4gie7i3LlEzpxJEMyv4+Ky2LDhSaTSOj7+eB27oppbc02kOk5OvIWbeSPZVSZcLrAQxk6AkT6l5NeakFvTfE9fL7JkflguPyQ5UaWWY2amw8nJgblz9xAWdp1x47oYfTdbWwsCA11FXkPDh7dn2rSeTJ78IcnJefj5OfPxx7Po2zeE1NRPOHQomm3bLvDmmzuNQiL+F3C3MmV5/1DRtsMzevP6qXhK6hp4pL0vU8M8kUjgsX3XqW7U4G5pyvuDIxi/9YLIt8vezOSePivb4rNRy5rvuRq5JZ4qNRvHdwXuTbT63KNg19bBim2Tu/H8kRhyq+p5KNybZ7oFopBJ6e3lwLW8Mgb4OtGtRXvZX4kk+neSlaqrq5g//1HKysqYOXM2U6c+8Iefj16vZ/fuq+za9Tzjx78vbE9KyuXcuTfo2TOY5ORco/fZKjVkVIrHQ7VOynvX3NmZargPbxRZEOlUxZUpN7BRadHoJHwc7UaVunmc7uZSRZ1GKip2OjvrqKgQ/5/VaaSklIttBI7csWGETymro92paJAxxKsUJ1MNVWopr13yQauXEO5QbZR2BjB37iCee26DcP/Nnt0fc3MVKSlrSE7O4623dnDgQPRvvIp/LixM5FydO5BjaYXIJBISiitZ2EIRElNQwda4LDbfusOxphROHxszdkzpQcI97quy+kZm7LrMltgsLJVyJrUVz3VM1PX0tzfluYkDWRuVSq1ay4u9grE1NSGltJoNMRkU1zayNzmXlQPDjWwiGrU6Zrf34YsW65pHO/jSwdWWW48PpUGjRfkXi04PD2+PSqVk9OihhIaG0bFjJEuXvsA777zPkSMHWbPmIzIy0pk9ewbffruJdes+48SJY+j1Op5++lkUiv9+u/9vgUIhZ8mScSxZMk60fdu252hoUKNQyJBKpdy6dUdQFIGhxXrmzE+5ft1AAqpUKmxtxfeRiYmcceO6MH16L65fTyM01BP7pjS/Z58d9Y+B9b8J+3uQaVG5pbx/MRnsDOrbp67kk9hDb7Rev99xXxJFGs29iaL09EKio1fx88/XSE8v5NixW6xfP59ly7ZQVFTJrFl9aWzUiJQ5JSVVJCRkU1/fyMmTcSxePKZpEE7E0dGKFSumk5ZWIEpSkculWNtaUt4gZuWTy804ODaOC3kWzDoexPkEC4YlhjHBv5gjd2ypbJTT1rYWP+t6IVIUoLi4gd27rzJ9ei/WrTsqDI52dhZkZRXz5JNfM2RIONevpwmvzZ8/mGeeGcHt2/mcPh2Pu7sd69bN5erVVE6ciGXo0Ajc3Gzp3TuYpUt/pKDFYuqPwKhAF/aliNUIrw8IZ+D3p0XbWnv8AKSV1YiSI8AgZX/q4A2+bXoYXssrY2SgK/Mj/XlcMPPM40R6Ad7WZmS2qBK3sbfk/QIXMkImY9tYxVPWR0m6LcVaXcl2t/HCfmqpCdWO/oTaG0tsgz87JLSSPdLeh24e9szbZ/CwqFVrWXYiFhuVQtQXrtMbiDClTCqqtvrZWqCUyxgT5MZPic2TOIUE1K1G7baOYr+WPwK/JtNt2addXW14zcrKmh49eiGXy4mM7EJ6eto9iaLf09NtbqpDb208+biYZymYV2r1Eo7esWHv6DhG/hwmVBkzq1Ss6J6GmVxPSb0cX+sGQuxqiC9t/m31ca9g520HUfXTykQjit0GQ2UyKEjNrVsK9HoJUomeQZ7lIg+ktApT5oXl42KuppNTFdcKDYOrBD2BNrUU1ykY7FlGtVqGs1kjZ3KsmXM8yOBX1CODsgY5bzdVZtU6KVtSnHA0VYvMsPVIOJQtbkv7M5FZreH7m5nsmNydc3eKWXMlhZGbz+FrY8awABcO385HJZfxULgXFfVqOrnaitRGbewtsFQqjFpIpBIJb/QLZcHBG+gxeJEN8HFkxu4rgAnY+WOmz+Oy+1vMKJxLhcIGgEaFKUkeHaDVhLTE1BEPTTlImhcmEgwx2VPDPNncwp9jUogH3tZmvH8xWSCU2zpY0enLY0S42BDsYEVedR0dXWz55kY6mRW1DPZzoruHA3625iw6elOkwPi7o6zs3uRubW0jR44YWsQyM4soLq4kO3sd+/Zd49tvT2Fra07//qGcPBmHXC5j5sw+DBkSYZQi5uBgKUpIAzh+/BYbNizgxx/PAs0KnkadlLM5VpgrdDxzxg+tXoIEPT3aVhPk0cir7qm8E2UcxxxiV8fJyTd5oyCI5Gxrbt0yjCM5OaVkZBQREeFNTFNrh42NOY89Npg5cwayaNFGkpJy6dDBFwcHS6RSCYmJq7lxI50FC76hf//l+Pg48t13T3LnTrFRa9pfDT08HTjyUB8APrqYjMOqn6nTaJnRzosnOgcQ7myNQiZl1eBwHth5CbVOj1wqYdWgcBzMlPyclCsY1Pf0tMfvHuO0g40lOZV1bI3LwkYlx93SlJym4scAXycWdAkgqbiKtVGp6IEenvY83tkfK6WCUW2MAxyGBrgwNMDlT7smvxf/brLSxo0bGD9+EuPGTWT8+JGMHz8JE5M/PpxCr9dz8GC00fbjx2NpaNAQF5fF6NHt2bvXsI+jaSMDmzx/WvoS+VnVEVUoLkxFFVoSU2zOxzHuZFYqae9QTUaVKbk1JnRzqaS03jBn1ZtKqWiU4+Kiw89Pg6JeS2xms6poTmg+70R5CYVTAC+rBh46EiQoAONKzVna6Q7vXGtWLd0stmC0bzFyiU5oPe3c2YM+fdpy6dLbnD4dT1ZWCWvXHuHLL4/h6GjF2rVz/jIk0V3IpVKGNf22r+eVGb1+LbdMIInAkGa2LiqVV/qEEOJoJRCxMokEO1MTIVyhvF7N+hvp9K5NI0WvwklehU1KEpadJ5FRXsv3MZlUNWrYm5zLT1N7svT4LYprDc/keo2ON8/EM7qNq9DaJsFAClkp5bhbqkgqqaa3lwNzOzWn3P3VSKK7aEncArzzjoE4HTJkOEOGDBe9tmjRUhYtWvpfO7c/A5WVdRw/fougIDdefXUSWq2OPXuuEhzszsCBYSxY8I2wb329BJVKj4eHNdnZFZiYyHn33QdxbFpf9GmhgPsH/xnmR/qx8WYmt5vWgMMDXARP27tIrmzkVmEF4c42/4Mz/PNwXxJFHr9gdpiUlMuRIzG8+upWYduECV3Iylor/P3mmzuM3rd9+0W2bzeYHtvYmHPq1GtcvJjMiy9uZu7cL4iM9KNPn7acOZOAlZUpjz02mL59fTh1+mPq6ppXTj1cDQ/71dEeqDWGQU+nl3Ao046zE6Op1sjxsGjks5vGvbJ1dY0kJGTzwAO9KCysxMPDjszMIlEKy2uvTUKlMiEszJPLl1MICXmOxkYNQ4aEs3Pn8yQm5tKtW7M/kY2NOWPHdv7DSSIAFwtxO52pTMKxtAI+GBLB+hvp6PV6FvUIYlqYF+9dSCKvujmp7qFwL27kl4layzq42PBTYo7omAdS8iitEy88ruWVs2l8F14+GUtGeS2d3WzRoyej1vCdy7Bka3VXptVspsjEWFFibmXFkj5t+T4mEzMTOY+09+GTK7dFKUrfRmfc07C6oNo4bc/FQsX7QyJ4/kgMjVodgXYWLO8XypHUfLyszBgZ6Ep1o5p+Pk6suZxCWasqfEWDGqc/eGD+NZluSEgoV69eJiQkjKqqKiwtrejcuQvx8bEEBAQSHx/LI4/M/UPPByCgjS3XS8HRUUtRkRSpFLoH1pBVKGbp67UyzuRaGyUeXcq3IqrQUlAYRDhUMcy7lOQyU3q5VdLHvQIpejYlGRQ6KpmWIV5l1GulxJWaCR4L7XzqcfMAR0cd5eUSOjjUUJkmvv6NOikns63JqFJhKtMyxKsUV3M1Wh18Edu8ABrnV0xxvULkV/TGFS+GehlPFCt1xo/aTDMLnJy0FBb+9yZmPyflsulWprBITC+vZYi/C2kLRzD2x/N8eT2dL6+n09PTns5utlzNLSPQzoLeXg5M3XGR/j5OpJU1S9mf6hLAw+19GOjnTFRuKb28HHj05yjRZyapXUlQu3JbLVZP1Skt8KrL4o5pM0ln01hGd2kBhTYuwjPjwXZeLD1+i6yKWia2dcdUIUOKhI8uJqMDrEzk/DStB8dTC/ikaYJ9s6CCru52XHp0IO4f7hNaZI6mFdLJ1Y5L2SX/r0giMKhnMzKMDfUvtTIarqlpYN26Iyxd2qxwtbe35NKlt3niifV8881Jvv/+DJMnd+XatXRyc8uYMaM3jz8+hE2bzoqOFRbmRXFxJSNG9OLAAfHnBNjU8/xZXyEYQo+E6DQzugQZ/t8nBRSzMdFJiNp2MWukuF7Oq/H+aJ1l1DdYA83fJykpl6Sk1Zw9m0hMTAZXr6YyevS7PPxwX/bsWcyrr27lrbd2sXXrBaTSTfz440K2b78kmHBnZBQxY8YnhIYaE1R/VdwsKOe5I81FrG+iM+jl5UB7F5sm8ldK0oLhROeX09ndFjdLU/Kr67nwyAB2xGfjaW3Gox18qW7U8P7pm5Q2Ee3WNSWEOnrSbu1hYcwKcbBi1eBw7E1NGOzvjFQi4bORHXmkgw+rLxnGtq2xWaJF5/2EfzdZKSrqCitXfoBMJiM0NIzbt1MICQltfdjfDV9fJ8aOjeTLL4+Jtl+7lia0WsrlMmbP7sCVK5fJTJUx70QbzOVapgYWklWtwtOigacicll20ZvMqmaCx0apZsl5X2EMO5tnw/ywPKa1KWT4z2HCvSeX6endp4HiYinHjytBC6N8SvCxaqCXWwV1GhlTAorYnOxItVqOj2U9QzzLOJVtIzrn1gpdMMyRFw3OZ1eGIw6Orty6VULHjktwdLTixx+f5o03dqJuarEqKqoUEqH+LNwqqGDVhUQq6tXM6+R3T9Lz1zC9nRfvnEsUxhxHMyUR91g4lterOZNZxEPtvMivaUCr0/NguJfI/gAMwTEWaAhqTEdlb0mOpTNavZ6nD1wXWkiLaxt55nA0Ra3a8UrqGvl6TCT7kvNIKanG09qU+fsNqkOZRMLakR1/8/3aqNVRXt+IU1MLc3l9Iy8dj+Vidgk9POxZMbAd1r/gxfkP/j1cvJjM4MFvCu2VS5eO4513HuCddwyqxR9/PGf0HpkM1q9/EFtbH9zd7QSS6B/8MXAyVxH3xFCOpRVgpVTQy8uBB3eJQ3lkErieV87y0/E4mSlZ3DMYX9vfZpXzV8Z9SRTV1d3b7yU01JNNm8Q30O7dV0lNzefdd/dw+nQ84eHetGvnya1bBgPXqVO7s21bczJWeXkNb7yxg0OHYoTqaFRUGvPmDeLzz+cwceIHvPfez7z3HnTt6klKSiaaGj0dHKrxMG8gu8qEkjrxZa1Wy9AjIa7EjM9uulJjIsfERE9jo2GC7O3tyPffnxYm7CYmcrZvf46xY8UM+v79N7h69R1iYjIYPfpdYfuRIzf54otj5OWViUysy8trSE0tQCaTirb/EfgxVpy8UafV8865RJzMlcQ/MZRzd4p56UQsL52IZUKwO/VaLTmVdahkMj6PSmVkoCv7UvJIK6uhk6stn47owPSdl7nSIgXAx8YcdyszoHmbQirBw8qUh9p542iuZG4nP0JamMEBFGqtqJeqsG8sobMyjasNhoFQotOiNrFg2k7DzW2llPNy77YiNRAYBuaeng4i00G5VMLsDr4klVQLiRRulioe7ejLppt36OFpTwcXG94dFM6X19JY0KJ154lIf3xszI1IIpVciuOf0Bv8azLdBQueYcGCx6irq2Px4pcAePDBmSxYMJ8vvvic/v0H4ubm/oefU0xMBSBFLpeyfHk/JJIybicnURJVDi14FTc7NfU2xlXZyka5qA0lptiShe2TCbGrZcrBYL5PNJAQAzzKGOZdxjfxzrx51SAH7eRUyRDPcqKLzTmaYcutTAlB/o0MCanCQ15HjZ3xvbEtxZHoFqkwz3bIZvdtMfG4N90eTwvxxKyyUY6XQwM0d1sik+lJs7XC1VVDXp4MkODvb41KZYG5eQNQzH8LzhZKWnfT3KmoZW9SLjdbmB6ezyph15QeDPF3ZvgPZ1l/I0N47YXubbAzNSE6v5yPLqXwwcVkHuvkz5rh7ZFIJLhZiklkGVocpNX0N01ga3VXYbtdVQE9Ki9h56snutELP3khuuoavrJog61Wx8IugcyI8GLMj+dFRPOXozrxwtEYwYyzslHDRxdTjOKIL+eUcv5OsZGPyoXsYtxbneP/B5SX37sVtk+fthw/3qygsbIyJTo6U7RPSUkVH3ywj+tNaVsajZYff7xAXNyHfPXVMTZuPMu5c4k8+ugAfvzxPHV1jQwa1I5Nm86wePEmPD3t6dYtgEuXbiOV6HmgTSEdHKuN4u0b1BL0erheaM438S5EOlVhp9TgbtHIz2l2gpm1ra2K3r19RcSXi4sNvr5OODvb8NxzG6hsaj1cunQz1tZmvP/+XmFfnU7PihW7qaoSk//Z2SU8/HBfDrdoUfwr41quMSl9JaeUL66lcblpLA1xtOLCIwNILqmi97cnySivxd/WnO2Tu9OhyaPL3ETOx0FyPth/hlFBuVy71sjZ0Mcpq2++p+KLKzFXyIxUQfP3XxcUwvtT8qjTaHm66/1njvrvJitVVFRgaWkp7F9RUX7P/X5Py/aYMZFUVNTy0Uf7mTSpG/v2XUOvhzlzBoii4jUaLUlJNcjlXlTXG5SgNRoZR+/YcmTcLT656c6CU/4E2NThat5AXo0Sc7mWx8LyRWpagCsFltiqNAJJBKDRSkhPl5GR0UwE7Muw5/N+Kbx7zVNIMvSxrGPjkCTCHWrJqlIiQY++hR9gpFMVaRUqgZgCUDspuWVixvzH+7J6dbJw3xYVVfLcc99T1aqFv7y8liFDIjhy5I+/R0vrGunz3UnKm+Zq+5LzOPFwXzq52vLNjQxyquqYGupJp18xevayNuPavEGsv5GOTCJhbic/7ExNeONMvBAoYSKTUlrXwIAmBb5MImHX1B5087AnuaSK71vMPZUyKalyO5LN2kA94A0bcrVkV4rHtbSyGuZ29OXdpuhzgGEBLjiZq3ikg+F33X39ccHbTKvXs/jYTR5u7/Mv2z+3xWXxxP7rlNQ10tPTnp1TevDkgevsbAqmic4vp6i2gW2Tu/+Wy/wP/gXefHOnyIPrvff28txzo3BwMJA/o0dH4uPjSEZTMp1crsfTU4tcLqN9ex/S0wvZtu0CgYGuDB4cjkQiYf/+63z66SFMTU1YtGjMf8W39u8GE5mUEYHNQo9X+rTlRHoh+dX1oNczyN2S2S08xfYm53H76eGo/qIqvd+K+5IosrO7t/nr1q3P8MQTX4u2KZVyli79ke3bDdGaycl5DBwYxuXLj2NjY0Zjo4atW8Wxm7m5ZUYS+ri4LH788TxJLZJzLl/OZuoUR6Kv5nM63YbTOTasvObJBP9i0lr0dA/0LOPndHtev9ycIhIUZMXcuWNRKGS0beshiiRubNTw/fenUShkQiUFwNLSwOQnJhr3pCck5NC2rfECPzTUg5dfnsjKlbuNolZ/D+RSKWDcW15Y08A3NzJYduKWYPz1eVQq34yJZEtcFnua+ukPpxbwcu9gnu4ayIaYTBYeiqaDiw1ZFbXkVddjb2rCF6M64Wqp4mxmEQU1DUglMDPCm0Ebz6BpOvaepFyGB7jweYsqTIgihwsuPYlT+OOoruJBi4sUlUB5TiOXpX2F/SobNHx4KZmnuwRwKqNQWECPCXJjbic/atQa1kalYmmi4LW+IZjIpDibK+nl5UCkqy1vDwxjwtYLHE41pF6cyihCJZexI17sd/LV9TQKa4zVSPUaHfnV9bj+CYvWX5Lpurm5s2uXOO3PwsKS7777gf8GNBodxcUmNDTYs3lLAwqFBf36+VBbW4taXU9BQQVfX3XBzU1DYaEMrRb83dXUqYwfVTVqGd/GO3OnRYX0RLYtflb1JJY1s/jXCq3o6lzNwcxmJWJ8spJX/NIJtq3llIkV/T3KOZNjjalcx5zQPFa38kD6Oc0ey1ZeCiq5jk6eNWTEN3++ra2WQ1VOuLlpqKuTY2NjhpWVOefOFaHXQ69ewaxZM5uxY1cRFSVW0P2ZkGCYNI4LNqQOtlTzTQ/zIrnEeAFTWFNPYU2DKP4T4MydYt7qH8ZLLYz/P716mwG+Toxv6878SD9OpheSXVUHej3DzW+xsPgBJOjwr0mjQGqHWUMV1UortrhPxlNXwmantaRoXHhNY2gVLa5r5JOrKXTxsBWRRGAwya9s9SzLq64j2MGS9PLm7+VsrqSrhx3WSoWILOrh4cBgf2e2xmUZkWZ/Z5ia3rva6+5ux+zZ/di58zJeXg6sXj2LM2eMF8mVlcamzh99tF9IRCspqSItrZCkpNWoVAoefvgzbt40FBSyskqQSqWsXj2Ol1/exaYkZ07nWNPPo5xdqc3eRWHe9VTUSJl+IlhQFZpIdTwVkUt2TfN9VlZWT7t2nhQWVnDpUgqenvY899wo8vPLiY3NEhabd3HkSIxRsaShQcPAgWGktUgtCgnx4LXXJlFdXc/mzeeoqKj5RW+nvwL6eDsik0hECliVQiaQRGDwF9p4M5OvrqeRUW74P0wtq+Gxfde4MncQJbUNVDVqsLcww6MkjQhNFtF6TxSKe08Pa9UazmYW42NjjlSCURv55lt37kui6N9PVjLsr1KpqKqqwsrq3vv/npbtgwdvCHNAqVTCuXNv0L69LzU19axde0S0b0ODhqoq8QOttEHBnDNtiM4zzJmjiy2Y6F/EnLACPCwakElg7S1XKlsYxEc4VONoalyM1d2jPrvztoNAEgFkVJlyrdASB5WGUznWTPAvZm+6PY06Ke0dqlHrJQzzLiW12ozcRiUahZSztyywtrZk5MgQsrLEc/GsrBL69g3h9OnmNMYpU7oxeXJ3QkKe+41X8bfjSGq+QBKBoWi4NS6LJcduCUXMDy8mc2xmH/p4O7I7IYeE4kpGBLqKghH87SxYMbAdpXWNrDyXSEJxJU929qeqQUNVo4ZJIR4MamHToNXreedcAmOC3Hgo3Js7FbV8fT0dezMTlvcLZexmsVLzdJnOyNpgYlt3Ho/0x1ZlwrH0AiKcbXi5T1vq1FqSS6oIdrCkoFq8rqmoV1Ov0YqIolq1hq+vp5NaWs34tu50crXl0Z+jBILpfFYJr5yM5edWKaKt//4H/znKW8xjwEAEnzwZx4oVu8nIKGLSpK6cObOczZvPsX//ZW7fTqKkRIpOp+fUqTiGDVshhBrNmTOAOXMGMmbMu4J1yaFD0SQnf/yL3Tn/4Lch2MGK9IUj6Dfzccwaq5B4zBS9nlNVx6mMIqEt9X7FfUkUtb6J7iI01JPXX5/MiBHvCEaby5ZN4IMPxAvj48djCQ/34sKFZCQS6NYtUCS/X7hwBDk5m8hqkWQ1YkQHbrdKCAIICu7C1m0Hhb8bdVKyqpUM7lDF7VwTBtiX8VyHHCbsbyt6X3JyFbNm9cPe3lIUf3oX5uZKnn9+tOB2r1IpGD++M2+/vYuAAGfMzJQiMmvMmEj69Qvhxx/PC+bb/fuH8thjX5KZWYyXlwN37vxxyoWlvYJ58fi9fRxyq+pE7vAAh1PzOZIqjhH9MTaLigaNyOz6gXaePBkZwMrziYzbep5wZ2t+nt6TqgYNfrYWvHA0RiCJAI6nF/L2gDCkEgnbbyQjK8qig2cOP6h7AFCos2ZnTSfmFW8gz7YjYktWg/9QuLMN8zv5k15ew+g2rjza0Y9V5xN5+2wCjVodj0f6MyLQhfB1R4Ve8nN3igm0txBIorvYEpuFuYmYPVbIpIQ5WbMjQUwMeFiZ4mzx60lE9xtMTaXU1f26ei07u5Tduw3/ExqNllOnktm583mmT/+4yaheQlmZnA8+GIOpaQPnziWQnpaLNE2NTmeoTpqb6si1MSc+08zo+Lm1xoqk+FLj/Y7esWHe8QDBvHNWcD5LO2ej08P6OBeRqaezmZphbcpJOGuGpukcHNz0RNVY4+KiRSZT4elpQ2JiFXFxBmLD09Oe1asfFSkDz51LZOvWC6Jny38Dg73tOXg7n4O38+noYsOs9j5kV9ZiKpOxJymHSDdbkdeWjUpBb28HVHIpJjKpqDXTyVxJTEG50WecySxi5flEruSUYm+qYJqThJQLJ9kf0Bc9homozExLn9g9xPj0oNbUsLDK0tjzatkEwhVZouPp9FBWp0YqQUTohDhYIZXAgRYeaTPaeTPY35nbpdWklFZjZ2rCe0PC+TY6gxnhXhxJLeBORS1jg9xILati00+Z9PF2xNvaDEczpcGQ8G+OLl38iY01Nu2eM2cdfn7OZGR8hpmZkl27LqNSKQS/H6lUwgsvjKZTJz+R0sbBwZK8vFLRsWprG4iPz2bIkAjBK+guMjOL2LUrmepqw28hq1qFVALv90pjf7odliYabPyl3M5TilpPG3VSbpYY379WVmZcvPg2166lMX78ezz77Aaef/57nntuFFKpRGRE3aGDL66utqLF9bPPjmTatB5oNFoOHowmIMCFyEg/vvjiGMuXT2HFiuk4ODzCvQoifxX421nw48SuvHYqjupGDU90DsDmHu0fZXWNxLZQDALcKqxg+ak43j6bgFqnJ8JKjotUgVojRSuV0dfVip+yqgUlbDsna3xszPH7+IAQwf1st0Ajjz4Pq/tTrffvJitFRnbh7NlTjB07gdjYWwQE/PHkWMtCoU6n59ChGLy8HImLy2LKlO5s2XJBeP3pp4cTG5vFe+/9LGxzcZERnSdufThyx5Y+7pXC2NfbrYJbxeZk1yjp7FRFWYOc6EIzIhyqiWlS1UY6VeHnp+VOi2RPAGdzsU8nQHK5Ke9d9xD8Akd4l/JISD6zj7URVLomJno6R0o5f8Fwj9bVVfH441/Tr18Ip041k0ITJnRl8eIxfPnlMeLisnF3t+Wjj/bz2mvb/5PL+S/haWX8nJGCSOmu1etZG5XKppt3hESx107FsW1SdyaGiAtM47acFwot+5LzWDUonLebCKTW9gb1Gh1vnI5nb3IuwQ6WnJndHy9rM/R6PSq9hlpJ87zGSg7fje3Ccps4ruaWEexgybG0Ar66no6PjRlbJnajq4c9R1MLmLrjImX1ahzNlIxq40p6dPP6aVywO2V1jcQVVtLZ3Ra5VMq4LRc42kSer7lym/cHh4sSFsHw7AhysCS2sNnrM8jhjw9m+f+KefMGCS3RAIMGtePxx7+mpKmg9/XXJ3BxsUGt1nL2bCogJy8PPv30LNXVElHy9fr1J1Eo5KLxsK6ukQMHbjBv3qD/2ne635FbVcdTB29wMauE3t4OfDK8A07mKq7mlFJo445pQzURJsbKvL+Dev2+JIruYR8DwJgx73LyZBwdOvgyeXI3Bg5sR3i4N4cPx3DuXKKwX2CgC337vs6VJoIiMtKP11+fTGJiLjU19ezYcYlFi8Zw+HAMqan5BAe7U1hYgY+PExKJRDDDdnGxYerUwbzxxiHReTRopRQXKUgvULK+wIWsaiXmilZqBJWCqqo6vvvuFA0NasEsFAwkkb+/C8nJuSxYMIzwcC9KSqp4+unvhPfPnNmHvLxyystrmDt3IL6+TowZs4rMzCJGjOjAsmUTmDNnHZmZhkHqjySJAOZ29OOzq7dFyUIAXd3tmNfJlzVXUkSLu67u9hxJLRC1X3lam7Hppngxsa0pfeiu+d6l7FJm7r5KwpNDkUgkyKXGbvIppdXEFJQjlcmwqC0jpUFsxFyvN+G21pVezjZkOdlxKdsw6MskEob5O9Nu7WFqmiZkhTUNRLjYsORYMwn20aUUQ0tdq4SKXQk52JmaUNrC0NXT2pQnIgN4YNcl4fsv6RnM893bcDi1gIvZzQTBjHZeSP9m7vhhYd5cvWpMfN6Fn58zzs7GldedOy8bpRmmptZz6lQ88U0KrYgIL0JCnMnJKSQ1tYjPTrpgba3BUPczXEd7MzUPhRRy7I6tsNi0VGiYHFAkiq8HPXElZiIyaGOSM0+E56GS63gsLI/VMe5odFJUJjpSNGZcOmuJqameiGAzPDyc2bMnQ3jvsGGhDB/eXhRTnJVVwrZtF2iNyspaI6L3z8aRzObf3fX8cqa38yKlpEow2NyZkMOi7m0oqWtEIpGQWFxJ6OdHsFLKGRHgwp6kXPSArUrBtDBPXM1NkYAoUSWhuFKYUJfUqdmvluBk7iiQRABaiYxCaw8qTcVG3rfVzkw2uQhECtsUUgmdXG14uksgn129bVjMOluj1+tRSKWMC3IDCQTZW/JddDqvnoojzNGKww/2po2DJd3XnzBIgjGkzBS8MIZZe64IVdjsyjoG+zlj+l+WBf+vkpXu3PllcjItrYBNm86wbdslYay0sjLlp58W4evrxLp1R/nss8NMnNiVgoIKnJ2tefXVSezde439+5vbbE1M5NjaWnDhQhKDB4fz3XenhNciI/2JjxeTgZlVKm4Wm3Gy6d6UZujpGGDcImdhL8GsWEdtreG35OxszcyZBnXoxx8fEIhXnU7P6tUHePPNqaxcuYeqqjr69g3B09OOmTP70LdvCFev3iYhIZuXX97Cxo1nWLNmNkuWjKNz56XCd//888O88MLoX2xz/ythcqgnk0Ob24cKa+p5+USskERorpDxQDsvLuWUiMjVXp4OvN5CqRFTqaHeOZhzUnOOhg/j4JlMwpyseKpLIJ7WpkwL8+KxfdcEkghgzeXbvNQ7mBVnE9Hq9bhYqFje74/36flv4N9NVpoxYybz5z/K119/wcyZs1Eq//yI6aysYry9n0Cr1WFpqeKVVyZSU1PPtWtpzJ79OV5eDsyY0ZvU1ALCw714/fXJdOq0mNzcZpLQwlTHc2f9BG+w/Rn2vN8rjQCbOiYfaIu6wHCP2SnVfD84CTOFjkaNhA/TvQj2rKegUEajVsrDIQU8GlLA4Uw7IZDCTK4lt9pEFCpxINMOvUoiGmsbGyWYmYcB4mLj4MHhtG/vw5UrqQQEODcF0pwgNNSTH354igED3qC83FjZ+Eehp5cDj3bwFQigzm62PNjOm89bpAsDSJDwbXTzPEenh/cvJjExxIPU0mp0ej0qucxIjfvDrUwW9QxCIZXwYDtvNraY/3pbm/HaKcMaICq3jJsFFcTMH4JEIqFHTSonLNqgk8iQ6jRMc1IQU1DO4p7BuFio6Pb1cdKbrktGeS1z917j5uNDeHz/NWHOXVTbwPW8MtaN7MjRtALau9hQ06jBb80BdHrwtzXnm7GdBZLoLval5BmliA71d2GwnzOTtl80qOItVKwd2fH3Xv5/0IRZs/rh4GDJzz9H0aaNK127BtKnz2uifU6fTuDWLbEFyL59cfToESzaptfrcbtHq6Svr3FgzT/4ZTz80xVhvrwtLps6tZZHO/gyfusF9M4Gs3B5WQNt7C2EJOwnIv1pd4/1zv2G+5IoUijuPbHfu9eQUnXxYjJqtZZnnx1FeXkNs2f3IyenlPT0Qtzd7Zg4sSsrV+4R3hcVlcb8+UP47rtTQs/nzp2X2bNnMSdOxPLxxweEfWfP7kdVVT21tQ24uNhw7Vo6ERGOxMQY3idBTwfHar6Ka+5jPHLHlvlhucSWmAuL1+efH0W/fsvJzDS8z9bWnLVr56JWa8jOLhFMCgEmTeomqITuYufOy5SXf4dcLkOn09GmzUJSm9QtBw7cwNPTnoSEP6+1pev640Yk0c/TejI80AW5VMrakZ1YduIWFfVqZkb4sKBLALamJjy27xqNWh32piasHNiOOXujROSRs7mK860WNEklVRTVNuBkruK5bm3Ym2TwQQAY1caVBQduCK0lee7t6aZNEr3fSlJLisKL81pfnOsamd3eBwczJVNCPfj2RoZAEoEhbe3HWPFiBiCjrMZI2eBpbcbDET7M3RtFQ9N3WjUonK4e9rRztuZEeiEdXGzo6eVATH65UUV35fkk3hwQ1tTG9/dAWJjXPYmidevm4uZmy5AhEZw6FSfyV5DJpIwY0YHNm8X+YsXFVQJJBBATk8Uzz4xmwYL1Qv92ZaWcqVMjuH07h9LSEsrKpDx8NBg3h0Y8TRtwV9YTalfL1UIrRvsWc6PIkmq9nM5taqlspZTW6iWsT3Dhm3hn1FopVlY62rRpQK22ISbG8FuvqZGQkSHHzEysBDt0KJouXQKMvndoqKeIFJJIJAwc2A4HBys+/fQQZWU1RulR/w3cLKjgfCtV0+k7xVyeM5Blx2+x/obhtcoGDftS8jg3uz8JxZW8dTaBGbuuoJBKmBnuzY2CcrQ6Pc93b8OaFspAgCqNHjeNMRlmXl+JY2UueXY+wrauylTMG6twLUmnwS0AJ0szvKzM6PHNSfRAN3c7PhnegeePxvDR5Wb15yfDO/D51dukNU2SY4sqWXk+keEBrgJJBIbJ8/b4LCNV47G0AhT/RVnw/zJZacKEbhw7FvuLryck5IgKKpWVdRw5EsONGxmi6uarr05i+fIpHD16E51Ox7Bh7Tl27BZOTlZ06uRH164vodfr8fNzYtq0Hly4kEy7dl68+OJY1q49KrrPnW01bE5qnrDq9BJySxT09yjnZJMRbrhzDfUuKlY9OhS93pPY2DtcupRCr16vMGfOQCN1nkajZeTIjjz77CjWrj3CCy9s5PTpeORyGVu3PoNOpxdSk4qKKhk37j0mTuwq8kJJSMgxGnPvwszsj0+2+iPhZK7iytyBrItKo6yukaSSKsLXHSHc2ZoxbVyJK6qkl5cDA3ydOJZeKHpvlakN6wlFIzd8x9jCSrq41bK8v4H8aR3ooNXrmRTiwbxOfqSV1dDV3e4vm5r0W/DvJCtZWlrxww9/jrLlLkaM6MDBg9Ho9XrGjevMzp2XhRbKqipDIaVLF39Onza0imZkFFFaWk1W1lq2b7/E4sU/MH58NzZvPkdZWQ0WFnIsXdTkVYoLVFcLLIkvNUPdQslX2qCgtEFOfq2Uxed9he1TAotYFnmH1694M2h3GN6W9Qz0LMdSoWVamyJWRIk9jwBStMZ2ESEhnkbpgn36hNCrl2GhGxz8jDA/jovLYv78ryhtkTr7Z+HrMZG82CuYyga10E42oa2hZRsM3pZPdvZvshhonhBKkDB1x0Wh2Dk8wBkzhYzaFvNLFwsVk7ZdYFdCDtZKOY928MHRTMXwQBeebuFrCYYx+tydYl4+Ectpy7Y4NhYz3+kcRy6Z8qViCO99dwq5VMKaYR241WpuGVtYgVanE7Vig8HH6LFIfx6L9CezvEYgicDQjvrVtTSjea6liZwDD/Zm0dGb3C6tZkKwO8t6t0Uhk3LnmZGkldXgZ2uO4l/4HP2Dfw+jRnVi1CjD3KC6uh4rK1NRS3XXrgFkZRWLOmwsLFQ8/fRwTp6MEwQNY8ZE8vzzozl9Op5jTQXwhx/uy6BB7f6L3+b+hl6v53iaeKw8llZIo1YnKpbeLG/g5vw+VDRocDRT/m1UdvclUWRre2+PopaIikpl585LzJz5GbW1DZiZmbBhw5M88EAvPvxwn9H+V6+mCiTRXWzceJp9+66Lth09eoulS8fx5JPrAfjmm5OMHh2GXp9DG3UlU3yKiCk2djlXyfUsH5LFN6luvP/+85SVaYRBEKCsrIaiogpeeWUSgYFPi9571zvil5CVVSKQRHdx+nQCAwaEceLELy8Mfg9S7zFgn0gvoKuHHQ//dJXDt/MJsrdg55Tu9PF2Qq/X08HFhstzBlDZoCHSzRYzhZwPhkQwYesFatRalDIpq4e1Z0d8NpktjGn9bc3ZGpvFqcwiIl1tuTF/MEdu5+NlbYZSJmNfk/roLhq0EmZZnWNvTQTu8nIiZbf5xrU/aKGipJq0shpuPzUcbxtzNrQybQVo72xjpJYYE+yOs4Upb56JRw94WpmyuEcQSrmUO8+OJLmkmkA7c146Hsu4rRcIc7JizbAOuFma0u3r4yLPiJY4lV7IIP/7u3+1Je5VuQA4fTqeJUvGMnXqR+TnVzB1aneiozMxNTVh2LAIUlLymDKlO7t2XUGj0TJxYlcCW5jG3UVUVKrI5A9AIjHn6tXPaNv2WcrLDexPRqESracMtakJWy41L0TH+RXjE274t7dFhSg+2MeugS9jXdA3VVorK6VERo4gOvoOLaO9S0qqjFSNUqmEKVO68913pwT1npeXA+bmKmbP7kdych46nR5PTzumTl2NVqvDycmKEydeZdasz35V7fFHwNJELiSkSIBpoZ5sjcsStZS5NLVB3mw16dTo9NRrdZzMKBI8TtQ6PVvissh9fjR2poZFZUppNdH55cL7/KxNcb2ZgamHFdGSQCTo8Km9Q6ZjIDqJHIeKXBrMLelumUm2xpaX1Q+BPYSaK/lwWHuGtkjQupRTyk9JuZzJFFdov41OJ6FY7K8UnV8uMhy8C6lEQoSzjUjV187ZmmlhXhy4R1vxn4E/K1nptxjmPv74EJ5/fsM9VTIODpb07x/G2rViD5XKyjoRSQSwY8cl9Ho9b765U9i2bt1cBgwIo02bhcK2tLRCRozoyHvvzeCxx76id+/XCAnxYOLErly5chsfHxsgjnNnxUoMnR6+GZRCYpkpn8e6ciDDjsTjUrp3t2Xu3G688MJGQVq/dOlmHn10AKeaKvFgIGfDw73R6w2G1XcnzBqNlpdf3oKJiXjac+dOMdX3SLTs3bste/ZEkdPq2b1p01NG+/6RKKiuZ96+a5xIL6Sjqw1fjookyMGSrIpadifm4GqhYlyw+68uzPxsLVg1OJyxLVpfLmWX0tnNlttPjwAMqUVWSrnI78u6uphcO1/RsRKKq0hsUgsOC3DheAtyqYOLDe2crJFIJHjco22nJXR6PTvis4nJL2eIvwt9fRx/df9/YLBJOHr0Zfz9nbG2NsPO7hHR63l5ZVy+LCboKyvrWLjwO5Gab/bsfjzzzEiCg92JioqnV6+3RGNYgH09DY3G6mY7lYYVV8XEz87bDmh1sDvVMCcta1BQ0Sjn+PhYJBKYGlTE6RxrIWk0MMCS116fwvLl+0lpUrS1a+dFt26BlJb2Ydeuy8jlMoYPb8/ixZswNTXhhRdGi/xAwZBqGB7uzc2bxnO2PxoBrXxQt0/uzpHUAnIq6xjVxhVnCxWPdvDlyyZzf6kEens7sKqFkfTB2wXMDPfmh1t30Or1OJiZ4G9rIfhpljdo+C46k/SFI/C0NqONvSUxLRKKrZRy3joTz+mmdUKRiQPbarpS5qKlQmu4thqdnkVHYxjs58yeFtdrWIALMqlU8CS8i9FtXNkYk4mZQoajuXGwRWl9I/M7+QvnaKaQsbRXW8KcrDn4YG+j66SQSf82i+G/MiwsVPz440KefHI9d+4UM358F159dRIdOvjy0EOfNLWV6Vm8eDhjx3bmwoU32bMnisBAFx58sDdKpYKjR18hISEblcrkHzXRvwmJREJ7FxtutJjfdnC1wbzVXEICWCkVtLtHyuH9jPuSKCor+9dVhXbtvFiy5Aehkl9b28jbb+9i5sy+TJnSnTff3ClMDi0tTZk8uRtffCGeJLu62qJUKgS/IwBTUxM++UTcanbwYAL9+uopy1bwXYIznRyrkUr0wkApk+iRouflI15odRIeffRbFi4cYXTOdyew9vaWIj8kS0sVL7wwmqee+kbYNmlSN/r3X05+fjkzZvTGxcWG/BY/4shIP1atmsGzz27gypXbBAe7cfBg9L+8br8VCpmERq14lNmXnEtJnZpDTeeeWFLNg7uuEDV3EMN/OMuN/HKkEljcI5g+3o5sib3DW2cScDJXMSrQlVf6huBorqSDiw351fWcySyinbM1Ec42PH3IcO67EnKILarkhwmG9KTcqjrkUonIt8hEXU+uxoZARSHTLC9zsEwsxdTo9JzPKsHbxpwnOvvz/c0MYbLczcOOB8O9kErgnXOJ1Gu0TA315LvoDPKr63l7QBg9PB2o12jpv+EUBTUN+NqYs3tqD14/Fc830RkA5FfXM2HbBR4K9/5FkgjAy+bXJ9f3G6ZN68Xbb/9ktN2QgvQmxU2L+suXU/j++wXExWWJ1H3vvvsgDz3UB1dXW5KTc/noo/3CPWxvb8msWf34/PMjwuIPIDzcm7y8MqOJpU5nT3JWNS09Rn5Ot2dWQCk3Us3QlpsywKMMpUJPoakZcksJGZfFk+WMjBK6d28j8jCzt7dk+fIpjBq1UlACDRvWnrlzv8DW1pz+/UPp3Nmfr746zsKF3wKGNp5jx16hT5/XhIpwYWEla9YcpLBQ3NL4Z6C7my0OFiryqxuwVsk5lJrP45H+rLmcgh6wNzWhj5cDO+KzGeDjJCJfbVUKurrb8epJMencoNWRW1WHnakJWp2ePt6OpJXVcC2vjAA7C6rqGjgVPhGZXssDFheYaH6dKfnz0ZoZnnMSnY4H8rbT0VnP8yXThOPGlday5R6qvsLqeiM/FDdLU8wVcpHEf7C/MzMjvPnoUjK5TalWfrYG492Bfk4U1zaQUlqNv6057Z1tWHct1eiz/iz8WclKv9Uwt6TkW5Yv30FCwh3mzRvCzZuZ6HR6Hn64L66utnTq5CcoaczMlCxYMIy9e69R0YK49/FxNPL9e//9vQQHG4cpZGYWsXHjGeH98fHZRER4c/v2J+zff509e0xISblFfn7zVKS9n+H/LKvKhL2pBrNNrVbPq69uQ6fTi/wXwEAAffvtE2zffhGlUkFDg5qpUz/iqaeGGyUmlZXVMHJkR5F/koODJc89N4pdu64IHhCdOvkxcWJX+vcP5auvjnH6dBx2dla8/vpk2rYV+5D80XjywHXBGPZMZjHTd15i/ZhIen97UlC/DvF35vCMPv/yWGcyxcWvq7llXM0pYdHRWyQWV9Lf24kGrZayejVBtblURidS6eNPjq65NdTJXEnIZ4fRY1gQL+waQH61Ydx7rnsbJL/QPq3X66lVa4XJ9FMHbggL0BXnEvlqdCfmdPxt0dx/d0gk97ZUaGhQc/p0PAMHtqO4uJKRIzuyf39z8fKhh/rQ0KAWKQHt7S1F+wD88MM53nvvIZYv386tW3d44IHeHD0aQ3l5NXa2GjbmuBJmXY2PVT0ZlYaCQT/3cnq6VmIiE3sOyiR6rhaKyYH0SlMOZtqw4roXuVUm2NvpaBviRvv27di+PYoZM9ZjZWXKkiVj8fFxYvny7Uyf/jEAU6Z0Z/78wQwY8IZwvHPnEunc2Z+rV5ufzUOHRvDII/1Zt+4oKSn5Rm03fyakEomRIe3aUR0Z2caVhKJKhge6cLRVsRYMhFPmMyNJKa2iq7s9D+0Wx2lr9XpuFVZgYSJnUY8gYgrKSS6pxtJEzucjOgrz3rtIUrtiqRSbx9eotbw5IBRbUxPOZhbRzcOeD4dGEF9USbiTNfUaLSW1jXRyteWnpBw2N42tka42+Nmak9Yq2GJGuDfTwjxJLathqL/znxK28g/+fYwY0ZH09I5otTpkTUWCBx7oRbt2bsyc+Ry2tjrmzDF4DnXr1oZu3YxTzf7ssevvjG/GdmbajksklVQR6mjFl6M6UavWcvh2vjAuT/K3w9vGWChyv+O+JIpKS+9dMe3duy1nzybQvr0PGzY8SZcuL4lez84u5caNdD777DCDB4cjl8twdLTkiSeGEhrqyVNPDRNIID8/ZxYvNgxqzz//PWBgFV97bZIoZhcMrXC3Yi0pKDBURg9k2NEpoJaSKjlesjoeCi7ghXN+aJtMcIuLqzh27BahoZ7ENUWtu7vbMWtWPwDefnsao0e/S12TX8izz44kLa2A0aM74eZmy+DB4cya9blAdL3++naee24Uu3dfIT29kP79Q3nvvYdwcbFhy5ZnAAgLe+b3XfRWWNIziDfPJIq2KeVyLueIlRHZlXW8cTpeYGJ1elh5PpEenvY8uOuyUNH45OptRge5cbu0mkVHY6hRa+nuYcfP03sR9vlh0TG3xmaxemgEn15JJbaoggfaefFzUi7l9Wo8G0u5Lg9CXWf4v7jU4M8A7TVooYaXAO1drFly9CabY+/gb2tBLy8HOrvZEV9Ugf2qPej18HTXAF7rG4rvx/sFX4azd4rZOK4zr56KF7all9fw9KEb5LWKWk4srjLyNWoJW6WCNvZWv/j6/QhT03u3ZfTo0Yaffroq2rZ79xUOtZoIffHFMSZM6MqQIW9x40Y6ffoE4+HhgKWlCi8vezZtOsvs2f3Ytu0iNTUN9O8fipWVKcXFVXh42JPdQi3Sq1co6emFghcZgEKq51ysOcm5d1vHzPFy1dCrm5Lnnl/M6NHryMtrnoj16xeCnZ0FQ4aEc/JkHAEBLgwc2I4FC9bTpo0r/fuHEhnpz8MPfyYQQDExmbRr5yVajFZW1vH550dEpDMYnknBwe5ENxGMwnn+Qnvtf4ojGUXsnNKdx/Zdo7jWQG6ZKWQcmdGHGrWGZSdieeHoTQCC7C1Y2iuYnQnZ2Jsq8bc1Z+GhaDq62ora1UIcrQh1tKKyQU2fb08K1dBBfk4M9nPi+SOG42klMjZX90Al0aCVNA85eqmU2+Z++OuM01LcLE2NVFBjgt1wMFey8lwiesDO1IQBPk7kVdchlUi4XVpNLy8H9Ho9PqsP4GltytNdAmjraMX3MRnM3hMFGIivi48O4JPLKXz/X6hOt8Sflaz0W2FqasLKlc0+RyNb+UqcPv06P/xwjuLiSqZO7YG/vwtr1sxm/vyvqKtrxMPDnjffnEqvXq+K3qfT6enRow3e3o4ipezgweFCS/hdxMVl06vXK8Ii0MxMTtewOnwbq7hYZs3NDBXfypyJrjZWDtfWNoh8AgHat/dh1qx+dOkSQPv2iwQD4L17rzFhQle2bDkv7Dtv3iAWLBhGZmYRx47dwtvbkS+/nEdwsDvx8R+yY8clrKxMmTixGwqFHGdnG15+eRIvvzzp373U/zFaq+Zu5Jfz/oUkUYv0kdQConJLaedkTVpZDYH2FvdsYe7mYS8UbgAinK2ZuuOy0JKyJzmXZ7oG8tGw9jz34TrO+nQn3OQODQX1mDm58Ui3ED65kiKoa3V6gynvXVXSL+FsZhGz91wltayGnp72rB8TyVfXxa18H11K+YcoaoKXlz2ZmfdWlep0esLCnicuLgtfX0cefXQARUWV6PV6fvjhLM7ONowe3YkzZxLw9XVizZrZzJv3JUUt5h7W1mZMn/4xR5ue8QBvvjkVGxsznnrqW0DKnSwbvF3UvNsxnWOp1pzOsaHbtghG+pQSV2IueBrNDikgr8ZElDbqZNrICxf8qWs0/AaLS2SEh7fn+vUMoYBZWVnHpk1nGT++i6iouW3bRSOVX2OjhgkTuuDpaU9UVBpduwYQHZ3JkCFvo1QqWLXqQV544XvU6l8PzvgzIZVIGBPkxpggNwBM5TJeOhErqHTlUgl+tubsSsimj7cjpgoZg/ychUh5MPiH7UvOZeyW8+j0eh4I82LnlO742FhgYSJne3y2SCkUZpKNLL+AGNNOwrYubrasOp9Eckk1j3TwZUnPYE6kFzJi81mhgDo11BNXS5VQOAGIyitn3ciO3MgvJ6uyViCJAHp7O9Lb+x/F318RslZKUhMTJXq9gWi2sPjX3Tb/4D9DexcbEhcMo6yuEdsW65zUp0cwdMGLmDVUs3ruG79yhPsX9yVR5OFx7zasQ4deQqlUkJCQTXl5LdOm9WDDhuYIylGjOtKz5yuCCsDcXElc3IecOZPA6NHvUlPTwIIFw5g4sSs6nY45c9ZRU9PAW29Nw97egj59QghqGhRaLgxnzzaoHFqioFzOpF6VLLRJp6xeRkWj+FLn5JQSHb2KDz/ch0qlYM6cgdjaWrBhwynef38v3t4ODB0awaxZ/Rk27G0KmhZhCoWM0FBPI6l8ZmYRqamfUFfXSGOjhsce+5K9e6/Rtq07n332KHFxf2x05Rv925FUXM22Fh4yi3sGcTazWDDyAkMlv6TO2KfkQEqekex1T1IOX15LExLTLmaXsuJsAi4WKpGBpr2ZCQ/uuszRFj2jKwaEMT/Sn+c++47vasStDKUNKoI0GaTb+mFpIuftAWEcSMln1QWDTDi7so708hoG+TmzsoV0+N3zSViaKESfDbAjIceo9zu+qJKBvs6ktGjJc7VQ8VC4Fz+0qHyZSCXYmZnQwdmGdaMj+buhdbUfDNXSiRO7sWTJZtECLzDQhSNHxNVoqVTC1Kkfcf26wefo0KEYHnigF1ZWpjz77PfCfq+9Ngk7OwueeWaD0F65aNFodu++yu3b+fTuHcywYRGUl9dy40a6sHicGlLMjwni58edPBmvvb6ckhKYPr0nV6+mUlvbQLdugSxfvkN4XixaNIZevYJFKWbx8dksXTreKHr76lVxOwAYJutduwZyuYXHzoMP9sLSUsmcOV+K9tVo/vikpV0JOQJJBIbEvzN3ivC1MSeuxaIiqaQaDytTYuYPIfjTQ0KrlhR4pmsg0fnlmMil9PFyILuyjl0JOSLJ/LG0QuT3UBncK4PASlPFCLNbfFQ+hCq9oXKpkkKYkxUfDongcGo+VY0a7ExNmLTtIg1aHX28HXimaxsOpOTx3BFDCpcE2DKpGzfyyll53kBgJ5dUU1STyQ8TunIxu1nVV1avZktsFrsS/zwPt1/CXzFZqSXMzVVGSSgzZ/Zl9OhOpKUVEh7uhUIh55lnRvDOOz8J+0yc2JU33tjBc8+NJDY2i/z8ch58sDdTpnRn7dojIr+8wEAXdu5srqzX1kK5Ws6pPBvyqwwTsDdKvAjwMfbtmjSpG25udrzyylZqauqZPLk7gweHo9Fo2bXrsiglqr5eTceOvvTt25arV1Pp1y+UGTN6I5FIOHr0FWprGzA1NREUMU5O1jzxxNA/5Dr+HnT1sBMp+kIcrZDeI8ThQlYJwzadpaSuEXdLU3ZP7UEHVxvePJ3ArsRsAu0sWdwjiFq1hjOZxXR0teHN/mGMbOUFdzy9kJj8ctZU2aG1sSe9HhTmDSx3bWB+3xDhfrqLlq1qAKczilh46AYZ5bVMCfXgo6HteXDXZcHD8HxWCS8ev4VMKhGloSru8Z3+v6JDB797EkWRkf6cOhUnFBTT04u4eDGZJ58cKtgfJCfnYWNjTnb2OiQSOHEiljlzBrB06WbUai1SqYRlyybwzDPfiY69adNZlEpxQl5mvoINNu7EZxnuw6I6EzYmOvP9kCS+yvPAVKFD0gDWJhraO1QTXWyBh2UD3oE6zl8XF4kuXkwmN1esfsnJKaW42Lh45uRkTIB37x7Eiy+OB+Cxx74ksel53dCg5oUXNuLmZmt0zeTyP8cnR6/XcyWnFCulgraO9y7uBdpbcmRGHz64mIRWr8fd0pQZTemuEmD9mEjmdfIjv7qeDTEZOJurmBziIRRoADbdusPQABfCnGwAWDeqE2qtlsNJ2XhSiLe8mCgrN0Il1Xj6BxDiYMm+lDw23TTMMa/klKLXw9k7RSKV/da4LOzN/I3O2VKpYN2oTkbb/8H9gY0bzzBr1mfodCaAng0bzjBnzsD/9Wn9rWHbqhjubKHCs+Ru0evv1SFyF/clUaRSmeDpaUdWlrilZ+vWC5w8GcfGjWcACAnxYMmSscTEZNKzZxASiaF6cRc1NQ18/vlh3ntvr7CA/fTTQ4SFefLMM98J1f9z5xI5fvxVEhNzGDBgOQUFFfTsGcy4cZ3p2TMIX18nvvjimGixaGqi51ycGSdKQwixr8HToZGs4uYf2OjRnejWbRmxsVlIpRLKymoYMyaSWbM+F/ZJSsrD0dFKIInAEJcaHZ1hFP8bEeGNRCLBzEzJ889/L3zP69fTmTz5IyIj/Yhqldzw3HMj/7P/gCZsmdSNmSn5xBSUM8jPmS7udowJcqOyUc2BlHzCnKxYO7ITaWXVbI1rJpSczJVMCvFgXSuzUAczpWgiCQYCZtXgcMZvvUCtWotcKuHlPm15ulUb3ebYOyzt3ZbOAV58FyNWnOmr6hnlY0tZkBcNWi3tnK1584y45aO8Xs2+ZGMyrai2wcivqI29JQN9nUReDaPbuPFm/zCyK2sNbW3WZnwztjMDfJ3YNaUHX15Pw0al4MWewUS42Pzri3ufovVvDAyVjqlTVzNpUjf27LlKY6OGTp386Ns3BIVCzttv7xL2XbhwhKjFEgwT35atL2BQHslkUhHxtHHjWfLyviQxMZuBA99k9uy1AIwf35khQ8LZseNrAm002NzRUVTRPKF0dDTl8OFUnn76W2Hb++8/xLFjt0Qm0x99tF9onbsLtVp7TyPqkSM7cvt2gdDGY2VlSvv2Plhbm+Lv70xlZS39+4exf/91wWCw9TX7I6GSS+np5SAiLQFsVSYipcJd1DRqOZ5WKPIK0wFVjRoczZVsj8/mSGoBK84lMrVF4tJdtLG35FALKb5K0sg8q9Ocy3cnxdwwYbWvzCPN1IsReV0IVuThrSghLsecQgtvpjcRCX28Hfh4aHs6fHlMONaZzGL6ezvxXUyGsE0PvHchCVUrI92yejW37+Gn1qjV4Wdr8auKvz8D90Oy0r1ga2tBp07N1coVKx6gV69grl1LQ6/X8/rrO4R78aGH+vDzz0vYseMSo0atJCjIDU9PB3JzSxkzJtKIKAJQKKzJrxLf46WVMpYuHc4PP1xFJpPy0kvj6dw5gM6dA5g/fzCnT8fz8MOfsXXrBdzd7Xj00QFG5+3r68SkSd2YP9/4O5mZ/W+u5b/C5yM6UtlwmTOZxUQ4W/PduC7Ua7Rsj8sW2i57etrz0cVkIdksp6qOpw/dYGSgK2+cMSSZxRZWElNQTspTBhNmqURCo1aHo5mSohaJix1dbdgSm4WWZuJGLVcSVdmAVCJhbkc/Pmmhypzb0Zfsylo8rMyoVWsYv/W8EEjx1fV0rJQKo6CLmPwKnu3WhneaWqSkEnipd9s/+tLdt7hXYUChkHH58ttGvkTx8dkcOCA2Pi4vr2HXrsssWfKDoNZ54IGejB/flU6d/HBxseGVV7aKWjHd3e1ExCoY0njVWiXQ/PvQ6iVUNMgJcG1k4wkbGtQGosTKRMPP4+LYovNGq7TE4Y45xcXNz9qePYPQaHSsXdtcRB02rD3z5g1i27aLwvy1TRtXli0bT0pKHnv3XkMmkzJv3iCiolLZvfsKkyd3E1kxgGHcNTc3bolSqRRG234vyusbGfj9aa7nlQPwULg334/vcs99+/o40tfHEZ1ej927zS31euDNMwmMCXKjpNZA7A7yc74nARzXohXdxULFt4ODeXTLe8R2GsL+2vZgBgV6mOHtyIS27nzYoi0eYHdiDg73MNyf1NaD72Myhah7L2szRrcx9vL7B/cPXn55S4t1oISXX97yD1H0P4RKpfrXO92HuC+JIoD584ewbNkW0bZr19IEkggMA+rUqT04eNDQgvbttyeNjmMwphWvyrZvv2jUIrJjx0U2bjwrKHnOn0+kY0cfXnhhNADLlk3gjTd2AGCvUiOR6IlKMbCLN0vMsbPVMny4H2q1OcOGtScnp5TYpl5hnU7PO+/8RG2teMGp1+tJTRU7rYOhLe6zzx5lyZIfqKqqZ/ToTjzzzAjKyqqxtbXg7FlxBTA7u4Svv36MZcu2cO1aGi4uNqxaNYOHHvrXHge/BolEwsg2roxsMdjYqEzYOqm7aL/2LjZsGt+F75qqKMt6t6WtoxXL+4Xy7vlENDo98zr6saRnEOuiUkUKni7udhxNLeCxjn5EuNgw2N8Za6WCF4/dEqdJmKvYk5hDqswW19Kb5Nt6o5dI6SBPx6Ygk3Vunahpau/ZFpfNzAhv0TkqZVImtPXgq+vixK5JIR44mJnwxul41Do9kW62LOoRhB49i4/eJCq3jP4+TrwzqB0WJnLOPTKAygY1FiZypE2V6vFt3Rnf1ti/4+8IDw+7e26PikolKiqVPXsWc+pUHB9/fICRI1fi6WnPhg1Pkp9fLrRxrVlzkJSU5op6ZKQf588niQgZMzOlUQLKXZPrzz47Iqpk7t59lddem8zNm23ZdFiDh30j1fVS6hqkmJjoef31Mbz55m7RsVas2G3kuaLRaAkMNDYenzatBxqNlk8/PYRWq2PUqE5s23YRjUbL5Mnd6NIlgNzcMmbPbiaBv/rqMS5eTL4nSQQGFdYfiemhnhTX1NPFzY4ruQaCPdjBksF+zjhZKFl+Ok5QG9mqFExv50l2pXFMOejZ3kJFWKvWkltVJ/IOslUpGGnVyOn0c1R5++JiVou5pIHpBfMxoZzuCQcx0TaS7BZBqlUA6KC00QI1MrpbxfONNEQ4/pnMYjbEGLeHJf1C+3EPD3vOtfArslYqmBnhzdc30rnZRLibymXM6eBLdw87njkcQ+l/OXHur5as9J9ixIiOjBjRke7dl4nG0E2bzjJ0aAQzZnwibHN0tCIt7VMsLFRUVdXx6qvbhLQyCwsVjz02lIULd6HTNf/wnZ3MefvtWaxYMZvk5FwWLPiGZcu2MGRIOJ988gjPPrtBWBTn5JSyZ08UQ4ZEcKRJZTZmTCTjxnX+L1yJPxae1macntUfrU6PrMVCMnr+YLbHZeNqqWJSiIdoIQqQVGxssp9WVsOpjELeOZfYlMJpy5v9Q1lxLpE7FbX08nTgjX6honaYuyjTSuj81THK6hqZFOKOvakSK6Wcr66nseJcImFOVrzWN0SUWgqG5NAQRysRCTvA14kVA9sx2M+ZmIJyBvo6/y1ig/8oFBSUG23T6XRIpVKGDAln+/ZLwvb+/UOJiPAW+RDJ5TKOHLkpaunavPk8y5ZN4NSpOC5eTGbixC5s2nQOjUaLra05Eyd2xdrajKtXbwvz3WXLJmBlpWThwmb1rkKqo6NTNVviXWhQNxdYKhvlfJDqg42vkj7dpuDuWcOhQ9GkpRUwZkwknTv7k5ycz6xZ/UhIyKFDBx98fJxYv/4Ezz03ioqKWpydrbG0NMXHZwFVVXUMGBDG+vXzmT79Y4Fg+uSTgzz22GBRMIuvrxMKhbF6SPo7EmSrGtQsPBRNXGEFD4Z78XRXg8fL2qupAkkEsPFmJnM7+v5qa5ZeD2qdWGXcoNUybeclIWL7fFYJM8O9jTw2FVIJvh/vp6pBw+OR/kx20FGjtCBDIp577IjP5snO/pgrZKJiT6C9BbPb+3A8vVA47uQQD/r6OPLBkHB2xOcQ7mzNoh5BWCr/NbGm1+spqm3A0Uxp5Eem0+v5OSmX26XVjGrjSrDD38tK4a+O1h58Va3sL/7Bfweenp5kZWX9x4m0f3Xct0TRjBl9WLlyj3CjWFqaEnqPynZOTinvv/8zP/10FT8/J5FZZ58+bZk/fwjr14sJpO7dgzh+XGzcamVlZtTudeNGBjk5Bt+jBQuG0aGDHStXfsIzXpnM2SuWeZaWyVizZj4BAT4ATJ78odG52tkZ95dOnNiV/PxyDjZFZ/r7O1Nf30hqagHHj7+Kv78z16+nExr6PFlZJXTtGki7dl6CVBkMSVQDB7Zj6ND2IiO0/yYeDPfmwXAxOfNq3xCW9AxCpwfTJk+WIw/1YdmJWLIqahni78yHF5OFQdDJXEl8m6GYm8hZMaAdzx2JRqc3LAYdzZSM23rBcGA7XwZVnWVp0EUKczSssOpPTYvCmVqnx1qpYEyQG3uTcnEwU7J6WHuGBbjw9ehI3j2fiE6v54UeQfTycqCXlwOPdfKnuLZBJDv+bty9q0pWv2Hw/bvC0fHXJ/+HDkXz1VfHhSpIVlYJx47d4ssv57F9+yVOn45n1aoHWbLkB5KT8+jY0Zdx4zrTvXsbgRiWSCQsWzaetLRCkRrpiSeGAAiGtC2xZ08U69YlotcrAAWeDo3M6FvMTYUds2aN4PXXxQb1Wq2Oxx4bxIULza2Iw4a15/HHB3Pz5h22bbuAUqlg2bIJyOUyBg1qJ5DGnTq9KEzYY2Iy6dMnhC9bKGIAVq786VcVDS4u906P+0/xbRPZYm+q4MeJXblVUMG6qFTarTtChLM1P03tyaHb+RTVNhCdX07o54cZ7OfM6Dau7G1qg/GyNmNqqCfrb2SIjm2qkHF2dn++uJZGg0ZLemkl4w4l427vzHbPL3m3fCTbapruFXNH7Dys6JF0mBJL8cQ3utGb3jbJ0Erk42imxMJELlRCASa29cBWZcLaJnNcCYZKr06vZ7CfM6cyCvFtMqv2X3MQW5UJczr44mFlSkdXGyZuv0BGeS32pgo+Hd6BBa2iif/Bb4e8lYpLKpXw889Rom1FRZUcO3aLuLgsfvrpKp07+zNlSneUSgUPPtiL5OQcfHw0ZGTI0ekkmJvrePyJvsLCZNKkDwXz2k2bziKXy4zM65OTc4mOXsWtW3eQSiX3nA/cT5C1UhsEO1jxSt9mEnV4oAsHUpqVFuOC3dGDKDzBXCHjo4spwuL0Wl4ZdVe0XJ83iAlbL3DmTjHtvzjKOwPb4SZpIFdveCbZV+axDxc0FQbCPbWsho3jO/PCkZsUNRHKsYWVfHsjw+je7Opux6z2Piw4cINbhRUM9XfhgyERAPT3daL/P4k7RnB1NX7eS6VSHn10LX5+zkyZ0p2LF5MJD/eiQwdfTE1N6N8/lJMn47CyMmXVqhkCQdoSy5fvEKnon3xyKF26BPDii5t58sn1SCQSnntuFJ06+RIbm8Xu3VewtTVn1KhwDh+OwcpEwwiPUi7lWyKXGctcS/QKsuOc2PPzVsBgDJ+Q8FFTcMxngGG83rJlISdPxvHiiz8I733++VHMmzcIX98Fghr/xIlYVqzYLQqP0On0ZGeXsHr1LLZtu4iPjyORkX4899z3tIZarTHa9lsR+vlhQQl3JbeMlJJqPhnR8Z4Fk+zKOi5kFVNer2agrxPKVs9AmVTCgs4Bgr0BwGOd/HmtRTojwMmMQnZP7cE75xJp0OiYFubJkmM3BVuGt84m0OCnRKmuR0Uj9TQvRD0tDcrA57u34YOmeXKArTmltY08sPMy3dzt6O5hT6S7HRPaujNj12V+bCpOn8ksYlywO84Wv66AiMotZdqOS6SW1RBkb8n2yd1FBO/DP10R2t5eOn6L/Q/0ZrC/87+61P/gD8L8+YNFLeDz5w/+353M/2MsWbKEuLi430VU/5Xxu4iiV155kejoG4SHR4iqpJs3b+TDD1fRuXNX1q79GoDq6irmz3+UsrIyZs6czdSpD/zSYX8TvLwcuHTpbaHq8PjjQ/DwsOO117YJJn53J5mLFm0C4Pz5JEJDPTh58jU+//wwe/deY/Tod3nwwd4cOhRNbW0D06b1YOrU7lRV1bVQCHTkpZfG8913p0RtYI6OVvj4PIlGo0WlUrB16zME+lsQV2+Fs4WatPrmwcPCQoafn5fw95Qp3dmxo7lK5Opqy6JFoykrq+bzz48Y1DojO/Lpp4eQy6V88skjeHs78sIL3/PWW4bF8Zo1BzlzZjkPPfSpYMB7+XIKzs7WjBkTyf791wkOdueLL+YKk/n/BUn0a2g9wIY727B3ei8Alp+KE1VKCmsa2JWQw9xOfizsFsjYYDcSi6vo6GqD10f7Rce5qmyHn2Iv18pdsZIYTx58bMz5YGh7qhrUSJBgoTTcCo929OXRjr5G+zuaK3E0/+WFfVWDmpK6Rnz+ho73/w7atfPC29uBzFaGrHfh4mJjJLPPzi5h8OC3hOQWc3Ml58+/yYULSTz11LfMmfMFpqYmfPbZo9TXq/npp6vMmfMF3t4OLFs2nsrKOvLzy/nmm5Ns3XqBSZO6iQxvAwNdOXMmQVRtzyo2IUtnRnBQAGZmZjz//ChefHGz8PqTTw5FqVTw7rsPkp5eSGCgK2lpBTg7zwMMpNS7785gyZIfiIhYJHy3Dz+cKarqgsFUt3WlX6vVMWBA2D2TWyQSCevWzfnXF/s/QEmdoRVrbVSqoASIKajgkyu32TKpGxHrjgjKm50JOUwL8+T0rH58cyOd4tpGruWV08/bkVNNhsUyiYTHI/3p7G5HZ3c7On1xhOv5FSBXcdsqkLfKx3CuXuyrU2rpjEYqx7q2hCLrZtWWv7yA8RY3+LKyLw1NE2JLExmd3W1ZPSyCrbHZlNQ1MDPcm2u5ZUTlGuK6O7na4GCm5PkjMUIFdWmvYHxszHls37Wm791IZkUNGc+M5MFdl8korxWux7utPFj+wb+HF18cx9ixq4TF3mOPDbpn0ePo0RjByy8qKpWQEA9On36d3r1fa/IfUeBkr6FnWC2NFgpCQ0PIzi5BqVQY3ScnTsQyenQnkUH+mDEGz7d27bz4/4CN47vy0vFbXM0tpZ+3E2/0D6W8Xs3NgnKu55VjrVTw6YgOvNCKQIgvquSVE7GcaVLeldWreeZwNK9YlXMi+jqPdUnlndRwbliJ21L2JecZ+fUllVTx48SuLDhwg+zKOia0deeFHkHYqBQcm9n3z70AfyPY2hrfL2q1lm++MRQxIyP9iYpaSUTEIvbvN5Da7u52JCWtxsvLAb3eMB/dteuK8P62bd2NjOR/+OEclZV1wnxRr9ezevV+1q2bw4oVzapaCwsVTzwexFdfJbIxyZmNSc7YW2qwt9JQUmmYKzlaqbGxMSU2tpmYLC6uYvXqA8J53/2M99/fy82b4nt4/fqTDB4cbuTvl55urKK3tDRl9OhO9OoVTMeOvgwbtuKe1/E/bdmOyS83apf8LiaTT0Z0ZFqYJ2ujUgX7AVuVgh9u3WF/k+rZ18acC48OwKWJdGnQaPnwYjJxRRU82M4LFwsVA3ydGOrvwudXb4vuIT9bc8rq1ES62tLPx4nKBrWRd+fF3DJc5BoWWh/lo4ohNKLAtKEaTV0tAWsOogdDCtPoTqw8lygUds5llSCRSFg1JIK0smqBJAJDYun7F5Lo5dXs11hS28Drp+K5kV/GID9nXurdlkd/jiK1KRUtqaSKefuiuPioobUpq6JWIInAUIB9/2LSP0TRfxFvvz2d0FBPli37CBsbHe+9N+N/fUr/L+Ht7Y23t/e/3vE+xX9MFN28GU1tbS179x5m0aJnuXHjGh06GEzRhg4dQbduPXjvvXeE/Tdu3MD48ZMYN24i48ePZPz4Sb9bphUS4sEnn4j7t8+de4MPPthHeXkNjz46gJdfFrenxcVlc/ZsgiDlzc8v58cfzxEf/yHLl+/g229P8e23pxg8OJy0tE+Iikrj7bd34eX1BL17B1NWVkNGRhETJxrSVO4ueuvr1Sxd+iNPPtmTn3Yc5EG/Ar6qdSW/1gSFQs/TT/dCKpWiVmv4+OMDnDoVz8SJXamoqMXFxYaGBjV2do/g6mrL998/iZeXI717vyoMokeO3OSzzx4luYXJZWOjhk8/PShKaQJDy11KyprfdW3/CriXMqdGrWHclvMkFlcxuo0rbw0IAxDavO5Cq4UdVR35TNUTlbmKPl4OwsQ40s2WWe19OJleyKM/R5FeXsMAXyc2T+j6Lyss98KnV26z5NhNatVaunvY8/P0njj8Rf0v/huIjf2QJUs2EROTgampCadOJaDV6pg2rQcvvjiWbdsuihRvnTsHsGpVcxtFTU0Dn3xyiJ9+uir8/uvqGvn66xN07uzP2bMGf6mMjCK++OIYn332KFOnrgagqAg++GAfX301j/Pnk3B2tmbhwpHMny82iwY9BXoVfdu2Y/HiTRw7douhQyMIDfWkbVt3li7dLPgRTZ3ag8BAFyH9EODTTw/Tvr0Pn37arETKzy9n795ryOUyERkWGupBx46+rFz5k7DthRdGM2tWPyora9m79xpBQW5Mn96TxkYtY8dG4uf350226tRao3aRuKIKyusbBZLoLk5nFGFlohDav/an5DG7vTfT23UipbSK63llDP/hLF7WZrzRJ8hAErXA+fpA2ijyKdI2K/FMG6ooN7PDriofVCYUKR3xlRfhJS9hRsFcOqkyMVHXk1GgRGPtyJBNZwHo5eXA2dn9eeHITUFJBIaFSHm9WiTf//BiMmOD3UTnotbpuZRdQmIrn6nWC4R/8O9h5MiOxMZ+wMGDNwgJ8WDIkAhKSqrYu/caMTGZSCQSnnpqGOdbBAWAYZx6553dgkktQGGJnMp6GYm3FQwatBq9Xs/Uqd2NyOeOHX355pvHcXa25uLFFHr1CmLFit9XfLrfYGdqYmREa24i59q8wWSW1+BorsRMIeenxBxRa1mYkxVJrdp26zU6SmSmlCusOVYbglRn7JnTw9OB5JJqIcEUYESgK6PauDGqjRv1ai1PHLiO6wd7sWgKjXiic8Af+6X/pvD2vndAy11ERaWyatUeUREiJ6eUo0dvkpVVwscfH0Cn0zNhQhesrExxc7Nj4cIRREQsErVsW1ubkdNCcQaGosXPP4sJperqehISJdTWNRcWS6rkDOlYSRdZORfzLMm1sCAgIJhz5+KMjmco0jY/j2UyKXZ2FqK5qr29Bd27t8Ha2kzkQTh5cndcXW0FGwkrK1PUag3+/k8B0KGDLwEBxi3gAC4u/1k7Y2tvOzCkloEhAezgg7358noaVkoFA3wcmdmCoE4vr+HTK7eFueiTB26w/kazhcFjnfwYEWggXT8f2ZGHf7pKdaMGFwsVLhYqZv5kIPfWXLnNs90CjTwxa0uLORQygeoKC/zlBTxpfoTdF2zZpxwl7BNXVMnBlHxOZRTREmfvFKPR6VBrjRm01q1xrdviyusaudVqPtByfqC7Byunbc1y/YM/FRKJhAcf7M2WLQahxt9V0fIP/rf4j4miq1ev0KdPPwD69OnHtWtXBaLI3t6emhrxRCQq6gorV36ATCYjNDSM27dTCAkJNTru+fNnOX/esDC4GyP876BNGze++GKe8Pe3354UYnjB4G3SkmwBg7R1/foT/Phjc4zu0aM32bv3OsuXbxcUSvv2XWfx4jGcO/cmGo3WKOmssLCCy5drOXrSlKN4Y6dU82yvXBItbXn88bGAQd308ccHhPdMn96TkBAPXnrpR8BQTZk163Oeemq4qNLS2KjhRovB5y6cnGwICfEgvoVvyODB4b/9gv2FMau9D+uupQopap3dbPn8aqqQLJZ0sQq5VMo7g9rxbLdAVjQpUiQYpPOLTKdBk99heUkVZ2f3AyT08LRHq9PzwK7L5De1E55IL2TR0Zu/aFL4S8irquPZw9HCIvVidgkrzibw4dD2v/Pb37/4P/buOr6pswvg+C/SNnV3oU5pcWhxd5dhAzZgbMiGbAzYmDODCUO2sTFkyGC4y4Dh7i4tFSq0pe6Stsn7R9q0IWV7YUCR5/v5vJ93uUlunoQ+uTfnnuccMzMFP/9cnhGTnp5DUVGJtrPJnj0fMmPGZqKikujfvzE+Pk46gSLQ1APKuKezXFJSps5cBs0VzIq1GkATOMjNLUSpLOb777ezatUx3nqrE3v3XiGvtIhrQDUlRsZq9uxJZN268mVHSmUxubkFOkWr16w5jp2dud77rKxwd25uIXPmDGPq1JXazmkffNAHOzsLmjWrztmzEbRpU5NWpUtIlix58/4f5GPgYWnCy7U82Bwar1NDpJufM5ZGBvjbmul0LQx2teGPK7o1gv68GsuSXiFM3nOJ/VGaE9PbGXmM3HIGE2U+eUbln1WgQTwf2mxnTNIrRBQ7Ylqcg3luKicDOgMgUxXzu8MiNuY0ZFteXQDiS6wJMYrkFafTfFE8SLuvozEpLL8UzcYb5d91ALsj7lLTQbc2QpFKRX0na9ZWKKIvk0ho4GxNT38XfqvQqruNpz0H7jnBFh5MQICrTk0vOzsLLlz4lvPno7CxMcPLy4HBg+dql32D5ntCqdQPSMQmGXDnjpyyn0tr1pxg+vQBLF9+iIiIuzRp4s/cuSOwtjbj119H6T3/RZOcW8jaa7GYGMjoH+SOmaGcahUyW3/qWp/8Yk1x+nrOVizq0ZCdtxLZXyFzw8HUiG05Jtxya8q5XJD4qOjmIOdwhubizKCaHoxu4E3P6i5M2XuZK3cz6ezrxIx2tbT7WHwhit9L6wBmFBQxbucF2ns74m+r/90p6Cos/OclUxKJBLNKLmKFhsbz44/lFys2bjzNli1T6dmzITExKXz88UuMG7cEtVqNVCrhyy8HUlRUolPvp2ZNd5o29dfLPqpWzRnQDe6m58j5JtyNIpXmB2l+QQI1arhquxpaWBgzfnxnVCqV9vxYKpXwzjvdSEnJZsKE3ykpUWFgIGPmzCHcupXImDEdOHDgGpmZefTpE8yBA1c5efIW7dvXonfvYPz9nenY8SvtGC5ciKJpU3+MjQ3Iz9e94GFs/HAX6KrbmevV+mnjqVkiWVBcgpmhnF+7NcDe1IjNlXTLTK1QHP6Py7rHyz8uR/Nr9wZkFhTR3tuR+EndCU/Lwd/WHNt7znvWXotjQfcGfHTgKtmFxbxWx4PFx3MokGsyziKKHdlcGIKBpX4mckxWHg1drHWOZXUcLbmbU0hsVh4dvB3ZG6lpMCGTSBgQ6M7sE2G4W5rQxtNeGyQqs/HmHTr4OLKnQlOKTj5OXE/OIio9l5bV7PTqK8lFJ0NBeO48dKAoKysTLy/NEh0LCwtCQ2/84+MzMzMxNzfXPj4zM6PSxzVr1oJmzVoAcODA3ocdntaXXw7i7NlIwsMTUSgMmD17GIaGcv4ovUoNmqsd5ub6HRTOn4/UBonKHC7tlpWfr2TIkOYsW3ZIe99LLzVm4cLyWiRphQbsjbamQWsrXF01J9ErVx7R2d/atSfIuueKdkFBUaXFbDt0qM2tW4nsLW2n6eBgyfjxnRk9uj0TJy7l6tVYunSpy7ffPt3ph7vDEzkUnUywiw29A1z0CuSVsTY25NKYjuy8lYChTIqvjRk1ft6t85id4QnMaF+Lr9rVoo2XAxcSMrDKiOPTPbr/nndzC8lVltCp9EpUTHaeNkhU5my87pW2+wlNyWb99ThcLYxxszDWOVACehkLL7p70+pdXGx0MgHVajVNm1bX1gMyMTHi7be7UVRUwqoKrZyHD29NXl6hTsDUzc2WTp3qsnx5eRF7gKtXY1m5UvPcmJgUpk9fz9mzM/jwwyUcPnyRYomEggIp587pBl8PHLiGbSU/bIKC3HRuSyQSRoxozZEjN3Wyo4YPb02fPiG8+mor0tJyqFah4GX37g3oXkWtaPv5OeBmY8mqqzHU+mUPgXbmdPZxJDozjyB7S/ZHJRE0fzc9/V3YFZ7IteQsWnjYMadTHTqsOKxNPwdwKf2uPH3PlekiiZwxJgfYImlGTLEtAQbx1DaMIUzpyE7n2aSpzFh8wp3F7q9on1MilbMkqwVXlLqf7+lCb7pYXwHdZEnisvLxtTHTSd93szBmfIifdpkZQK/qrhjKpHTxdWJfVBLWCgPeDPbh3T2XSM1T0s3PmdisPALtLLiclPFfP16hEhKJhAYNvLW3v/rqZS5cuM3NmyOLk/oAAQAASURBVHcwNTXip59eo3btaixYsFfbfcnQUI2Bgf5VaalUwq1b88jNLaz0B/PzLD47H5VajZuFfuvduKw8Gvz2N0ml82HWiTDOjmqvkyHhZKZgx+AWOs8LsLMgs7CINddi8bQyYWRdL17eWN6JTi2VkqZUkzylF8oSlbboraeVKev66zarKHPunsxmNXA+If2+gaI/r8Sw7NJtnMwUfNCixgsdUKrYvKGMRFK+lOrNNzsyYUJXli49RHTpsl9vb0dsbfWXrJ04EcoPP2zn0KHrKBQGvPdeL4KC3IiMTOK991ZSVFTCgAFNKCwsolo1ewID3UhKyqRFiwCOHLlZWnuvD6++2oqlSw9SVBqLMTcuIStPqg0SAdy+ncbmzVOIi0slLi6Nixdv07bt57RoEcDKlROIi0tFpVIzZsxC0tNzCQ72ZezYDnTsWIcVKw5ra3XKZFLWrHmbRYv289dfF0v3nYyZmaLS+k35+Uq6dq2v1z0x956lkf+vuKw8ve6fO28lcC5ekzGbnFeIoUzKgu4NGBDkhpuFsbZ2kUwioa2XA6fiUgl2tcHZXKFd2gzgamHM2O3nWHQhCgkwLsSXHzrVpUSlxthApm0CAWBqKMPUUE6Iqw2uZgraWqn52Uj33zi0yImRBvs4XtyCAnn5d+HAIHdkEgmp+ZrM4JoOFvTwd6banB2UqNVYGsn5oHkAMqkEX2szRu84R0Gx5rW7+TnhaGp0z7I4M5b1DmHiXxc4FZdGi2p2WCsMCJqvOQc3N5Dqnfvui9RfNigIwrPtoQNFFhaW2oyf7OxsLC3/OeXT0lLzeIVCQXZ2NhYWT6bjhY+PE6Ghc7h6NRZ3d1usrc1Qq9WEhsazYMFerKxM+frrl2natDozZmzWpunKZFJee60tmzadJr3Cj6SAAFcaNfqA06fD8fFx4q23OpGUlEmrVoE0bVqdBQt0g1spBYbY2Pny44+7qF/fGxcXG51sBUdHS5o3D9DJijA2NuSdd7pz82a8tijoyy83o0ePhvTo0ZDduy+SmppDjx4NsCq9cljW2e1p98OJMN6tUDNhatPqzGxfi3mnwllzLZZqViZ83joIv9KTRoVcRt8amh+R+UUlWCkMyKiwbKamvQUHbyeRX1RCe29H2ns7cuJEGiaF+i2xK9YP8rA0wdvalMgK/7ZlV5AqWnM1lr8iEqntYMnYYB8uJmbQeulB7cG9hYed3gG2h7+L3n6E+5NIJOzb9zFr1hzn7t1M+vdvgpeXA4sXj6FOnWqcOxdJu3a1eP31tuTnK8nIyGXLlrP4+zvz44+v0aCBNxcv3ubnn3ejUBjw6af99NoH5+UVsnPnBTZvvoZaLSc1FRJTpNSv70xChY4mrq42jB7dno0bT2kLbtes6c6oUR0wMTHiu++2IZHA1Km9CAnxY//+T5g9ewdxcakMGtSMbt3qA5qaCpUFn6vKtcQkjiZkaX9QXk/JJsDegj2vtMRn3i6UpX/PN1Ky2TSwKTeSs5h57CaB83fTyceJO9n5FBSrUMilvFq7GuuuxdLYzZYjFTqMWZDLW64neYejnCusxoikkczL0hQYb6YI4w/HRaglEtQS3fTofLUhNQwSOFFYvkzFW55EZ5MrfJfRmbzSArsStQrrggz6BLgSmZ5LQk4BlkYGdPZxYuWVaDr7OOFhZYyFoQFzToaxqfTK7xv1vZjZvjZec3eQVeHK/V9DWnAoOpnVFQJ9wn+nVquZNWsb69efwtPTni++GIifnzNeXg5cvPgtX3yxgZiYFIyMDKhXz4sjRz5n0aJ9ZGamc+vWSYwNVUilULYyQiaT0qNHg/tmVTyvVGo1I7eeZdnF26jR/BD8o28I8grLC5ZcuK2d06BZgrI1NJ4adhZsuBGHm4UxQ2tXQyGXEZ2Ry7rrcdibGDGwpjtftq2pXS5z454LYgBStQojuUxbR/BkXCoHbyfT0MWa9t6OlKjUfHLgKn9cicHFXEG7e4pUG0gltPCovDPUxhtxDK4QmNoTcZfIiV0rXQL0InjzzU469YUAWrcOYty4zhgayjl16hY//LCdrVuncOpUOFKplP79GxMWlsD06Rt0ug7euZPOoUPXAc1Fx2+/3cKmTZP59NO12sesXXuCHTveZ+HCfcybtwsAQ0M569ZNok2bII4dC2Xfvit062pMxq0kGhlnkO5gwqmb+sFKR0dLevUKpl27z7WZSqtXH6ewsJglS8bi4jJae1595kw4wcHeDBnSQqcRRUmJis8/38DVq7qZMrt3X2LZsrewtTXXaVJhampUafFun4esj3Mg6q7etsISFe/vu0xyabaQskTFO7svMqimO8dfa8uPp8NJy1eSUaBkQGm90SB7TSfAsTvOU1Cswlguo2+AGzMr1MGbffIWnXyc6OTrxCctA5lU+j6kEujg7ciQCvNiswFY5SSTYVY+jxobRXDNrjY2GfHUqNcQhZERA4PcmHn0JkdiUpBKYEKIL990qI3j91spKf3byCws5nhcKgeGtWbQ+pPaIBHAjluJzO5Uh48PXNMui5veJohF5yMxlEn5vmMdmrjZ4jFnu/Y52UW6S9cAih+2SNT/oSpr4grCi+yhA0XBwSEsW/Y7vXr15fDhAwwaNOQfH9+wYQhHjhykV6++XL16BV9fv398/KMklUqpXaHjlkQiYcaMwcyYofvlsW/fJ3z//VYKC4sZP74zzZpVZ/Xqtxk7dhG3byfRs2dD7txJ4/TpcAAiIhLZvRvCwuZqi+fWr+/F+Qot1o1M1MyZcw21WrOO+9VXWxEZeZecnAKMjAyYM2c4vXoFExWVxB9/HMHV1YZZs17BycmKLVumEh6eiEwmxavCSVjXrvUf58f1WM0+GaZz+8fT4biaG/P27ouAZunWidhUwid04afT4cw/E4GpoZzPWgXSK8CVxT0bMmrbOVLzldRzsiIyI5c2pVldNezMOfZaW2QyGV53ryFxtSVc5YwENe83r0H10uVDBcUlrL4aS09/Z47HphKZkUtbTwcScvLx/3EX7bwc+LZDbX47F8nk0uwtgONxqRhWaAMOmjXgq/qGsPpaHLGZeQyu5cGYhuVX0avK/Q6qiYkJvPnmGxQUFPDeex/SqlUb7X2vvDKQwMAgpk375ImPV6EwZNiw1nrbpk7tpbPN1FRR6XKtb78dyjffDNFmp2VnF7B7d/mJpLm5MWfOROicUOfkqBgwoAm3bycTE5OCjY0Zv/02ivbta3PkyOesXHkEZ2drxo7tiEwmZdiw1npjdHCw1PseeRqpketl0F2+m8mBqGRtkKjM8kvR2iALwJbQeBb3aICbhQkzjt3ks9IfIfaGUtzSo0iycMHdMJ26ili+Tu9GX9NzrMsNJkdd/qP+WIE/FwrdkRfk45x1hwSL8mVKHY2vIgGSSiyIKHbATZZGbcNYhiW9Tn2jaEwkSlQqNVHJCiafkQIJWBrJWdOvMbdSc/joQPkyiloOltibGlFc4Xx18YUoGjhb6wSJADbciNPp1iQ8GvPm7dI2kDh16hanT4dz69Y8ZDIpr7/+qzabd8WKw8TGpjJlSk+srExp0eIjkpONADW1a1vi4OCBSqVm0qTu1KnjWXVvqIrsCEtgaelSLoA112LpHeDCoJrlxborqwly9W4mQzeeoqj0vlVXYpjTuS5NF+/XZk0sOBfJsdfaEJ6Ww4JzkUgAP0kut9SaiymykiLam5ZnWCw8F8moChl7n7YKxMbYULvcOyYzj+vJWXzYIoDll6KxUhjyZduauFpUHixfc09wNiGngMPRyXT0qbz2zPOuXbta+Po6Eh5eHrC4ejWWBg28adjwfe3FxV9+2cPly99z504aL700i8TEDAYMaMzVq7GoVGomT+7B9u26S7FVKrXehRPQdAKtWAxeqSzmjz8Os2DBXv7++woARkYwqnU+Y5wT+TrRG3d7JTHxctILNRlmHTrUpHFjf0pKVDrL2UBTviEi4q5OjSSAK1diKS4uoeCeOnm5uQXUrOnB5QpLt2rV8iA/X8nEiV1KM6QM8fd3ZvY9zUvKjBjRptLt/8ajkmw90PxdV5RRUER2YTHuliZ826E2l+9mUOfX8ovD15KzCEvNIfad7lxMzKC+szVzK3RwK3MlKZMGLtZ09HHk/Kj2nI1Pp2U1e52LqAB3i6BNxiUUDg5cV7rQRBHO8XxfYmR2YAt3Y9M4OLwNR6KTtRdtVGpNvaOeAS56x7z40i7RJZUEdNp4OhA/yYvwtByCHCzp/Mdh7TK2Py7H8EnLQL1C20/K01ATVxBeVA8dKKpduy4KhRE9enQiKKgm9es3ZNq0ycyY8T179uxi3rzZ3L4dxYgRQ/n99z8YOvRVxowZyaJFC3j11REYGT19xX6bNPFnw4bJOts6dqxDRMSPFBeXIJfLcHbWrYkQHp5IVlY+lpYmSCQSdu/+kPHjf+Tw4XP090pm8SVHnU4MGzacJCrqZ65ciaF2bQ/s7DS1NRYsGKVTW6nM/Yr2PasM7+m6ZiCTsCVUd813dGYes0+EMbX0ZAWg37oThI7rTN8abnTzcyYlT8mZ+DT6rDmufcyNlGyWXIgi424uh4N6olIZ4JJ+mwk1bHmvtJaCWq2m/fJDHItNBcDEQMax19oybud57bZbaTkoS1Qcj0vVGdeG63H0D9RdIgNQ3c6CLYOa/YdP5dH6p4PqvHk/8P77HxMYGMTQoQO0gaKrV69QUFDwT7t96lVcwjhlSk/u3Elj1aqjuLvb8sMPw7RLNitq1iyAyMiO3LqVQLVq9hgba04mmjatTtOm1Z/Y2B+3Fp7OGCZl6RSj7OzjpNPqtkxldQZupubgaW2mUywzWamigSSDzS6L6Zv6DhtygwFYld2YFoowvX1EF9nyl0NjDGwcecnPlfToCO7ERfA1PQAwpJi5diu5WujKwuzWAIQVORFgEM9yx0U0KfxQu6/MwmLWXI0lLlt32e6VpEwa3rNUQaWm0mU73tZmBNiZ63SDEf67TZt0MyOiopK4dOk2/v4uOktJARYs2MuUKT354ov1JCeXZYFKuHo1k7i4cXrLTvbuvczHH68hIyOXN95ox7vv9nicb6VKhaXqL2G+npzFJweusi0sgQA7c94K9uWnM5rMBgA/GzMuJ2Vog0QAB24n8/mh6zpLa07EpbLhRhyvbz1HZqHmB7uR2oh2yQdoGZDBqRMq0mzbczExg7pOVjoZEQDfHw/Vy8DNKiymjacD05rXYNH5KP6OvIuFkVzbzem9vZc5HJNCiKsN9pU0e6hm+eJ2DI2JSdYJEgEkJ2cxa9Y2nQz0tLQcli07yHffbdPW8Lt6NZZFi8YwcmRbQHMcrDgHbWzMGDiwKQsW/K2z/7p1PfXGkZKSrVN0vrAQzkcY82uKE4vP26BSS6hmnk/PwHQuqqxQKGTUr/8ePXs2oGZNd65W+C6tU6catWt74Opqo1NAu3PnOpiYGDFiRGsWLtyn3f7WW51o1qw6L788l8hITafRyZN74O8/UVueoV+/xnrFuCs6dy6SV15ped/77+fsPZ1KywwK8uDzw9e1t1t42DF+1wUORycT4mpDnwD97PHYrDzsTIxoX9qQorOvk84+pBKIz8rHZdY2ilRqajlYsntoC5zNNaUMdKjVeBmlUMckiXGW+0gpMWN1TmPt3SVqzYUQWSXlG9LylHT2deKv8ETttk4+Tsw6Hkp9Jyu23Lyj/Z5o5m7L54evcz4hnfZejkxo5KtXt293RCINnK31lpg+CY+rJq4gCP/uoQNFgE6mAsCMGd8D0LFjFzp27KJzn7m5BStXrvsvL1elytrLt2tXU1v7BDRtS01MyiPVdnYWfPBBT3JyTmJqKOGexgIUF6swN1fQtjTluyKVSsXevZdJSsqie/f6lbZMfdZ9VNpys+w0dlrzGtzOyGV/hYOSgVTCjRTdVPhilZqDt5Mxksm4mZJFIzdb7clxRRHpufx6OQW1geaAG2/tyc3i8itXx2NTtQEhgLwiTSvTitsAdoYn4nVPq3sTAxnjG/mxLSyB/NKuVh19HKlfyRr6qvRPB9Xr16/x1Vffli7jMCMnJxszM3MWLfqVESPe4NKl8/+w52eHoaGc+fNfZ/788qLaNWu6s2nTacJLT5x69aqtPVmuWIj3ebTwSiwdfRxxNFUQkZ5DTQdLriZlMn7XBV6u6c7mm/EUlpTQL9CNiSF+rL8ep9N5pbWnPVmFRXr7DXDN55LKm5hiW+22YmQYSIoxpAglmivPdQxj+Da9CwmW1lAMMTfuUDv+BlGOgdrnKZGzMKsVBWrdboc3i1wIVzpQgu6ylGtRMdTz9dSplWQslzG+kS/DN5/Rjr9ndRcyC4sYEOTG+utxqNSazofn4tNYey2WvgGubKykQKnwcPz8nLRLXwCMjAzw8LDDwECGqamC7ArBvbKl0xWXf4Jm2VlycpZOoCghIZ0ePb6hsPTvcPLkFbi52TJwYNPH+G6qTlc/Z97fd0VbB0Qq0WQELL5wG4CLiRlcTcrk8piOzDt1i1tpObxUw1XbHruie7uCgqaeSGaFOV0okVMsN6Cj8TW+85rIzgxzflywl2F1qul1OFIDdZ2s2F6hto6BVEKQgyU9Vx/TFsr+8XQ46/s3YePNO6y6ollWdD05i7ae9tR0sOBqUhZSCUxuUl2b8VuVHiQTd/XqlcydOwtHRyfq1WvAp59+8dCv+8orP1W6vWKNu/KxZOg1etix4zwNG3rz++8HMTNT8Nln/dmy5Sz29ubUqVONI0du8sEHffj1V009sBEjWuPhYUeXLnXZtesiAAYGMnr1CtbrTliklDDrvCsqteZvKDrbmKSsfCKT5Fy6pMmAuXAhijfeaEdhYTG3biUQFOTOb7+N5tq1OIYPb8XBg9dJSsqiX79GTJ3aixs34jAzU9CtWz0cHCzp0yeEtLQcunf/hrS0HAYMaMLy5eMYNWqBTg3P9etPMmpU+/t+jkuW7GfOnOH/9nHrcTWvfEnrhy1qYKUwYFd4IrUcLAlNzdZmw20JjSctX4mTmUInW7e1p722XpFUIqGJuy0r+oQw60QYMomEN+p78dbOC9qsnitJmXx95CY/dq3HtOYB7I28S2R6LhLAJS2SFXYvsSRFc0wcaHpKb4xWRgZ08HHU6bRmYSQnNV+Jk6mCHv7OSCQSPCxMmH8mnLIGaH0CXKjnZI27pWb7xtKC5IsuRJFXVIyBVKITcLYzMWJZ72Bmn7xFVEYuctQsv/JkLrI8jpq4/7VxkiC8KP5ToOhFNG/ea6jV8PffV6hZ0x21Wo2R0RC8vBz47bdRtGtXi/37IzhyxIgzcjvs7UuIji7Pohk9uj0KReUpkD17fqutVWRnZ87x41/iV9pW83kxop4XdZ2stMWsm3nYcScrn+OxqVxJysRIJuXbDrUxNZDz+0Xd7hFhqdmM2naOErUaa4UBa/o1wc7EkJQ8TcBIIZfibW3CvdmxMSX/nHJqKJVQzdKE6AppxjUdLHivWQA9/jyqXcv9WesgmnvYcf2tTmy8cQdXc2P61nj6Agz/dFAtKSnRZt6Ym1uQkZFBQkICdnb2/1pn7Fk/sDo7W3Pjxmx6936d7OxUvv9+0L8/6TmyJ+IuLTzs2DO0JTV+/kt7EigB/n61JdvDEvjlbARbQ+Pp4utEWFoOhcUlNHGzZfmlaGrYmWNvAMmlvy0NKGaQ+Rny7wnsAHgapLLTeg7bc+tgL8vGS57E4KSxOo+5Y+ZEkVT3uVkqYwIN7xBeVF5rwlqaS31FNA2MbnOu0FO7XXbrHFbWEryszInKyMVIJqWHvzMrLkfzUg03XC0UWCsM+f54KFtD4wEYVqcaU5tWZ+CGk6wvPTG+cJ+rycLD+fTT/pw6Fc6VKzEYGxsyfHhrVq06Srdu9Zk+vT+TJi0HNMHczz8fAMDQoS10lq64uJhQq5aHzn4PH76hDRKV2b374nMbKKphb8H2l5vz3fFQStRq3mnsz8cHdJf3XE3K4uDtJOacuoWyRMWmm3fo6O2AiYGMvNIMol7VXfioZQ123krQZhU1drOhrpOV3msq1EoWZ7cgx7A8aLPsUjTvNavONxUCCG838uO95gFcTc5ky814bIwNmdWxDlmFRTrd1AB+ORvBmXsaRRy4nUzhR325fDcLe1MjPCwrX/rzJD1MJu5bb01k6NBh//m1b94nUN21az1+//2gtmFCQIAro0d34Oefd2tr6IHmfLFRow+188PNzZbLl7+jVavP2LNHk0lrYmLEyZNfcfjwdSZM+J1583ZhZqbgk0/6oVAY0Lt3MC4u1ixbdkj7elKpmgZOOZyO0b1oeSfLkOxs3ezwM2ciCA2dQ1paDra25vz881+MG7cE0GQ5LV48hhEj2hAenkhw8DRt4WkHB0veeac7ffp8r+30u3btCUJCfPWWrQEMGNCEa9di9QJa8PDFrNX65XYAaLjwbw4Nb807TfwBsJixSef+IzEpXHuzI7OOh5GcV4hKDW9sPYcaCLS3YP+rrVCWqNgSGk9WYRHtvRzxsTbVW/oVnp7DmquxLL10myZutnzRJghfIxVdFyRQJCk/Rm7KrU9b4+vsz9dcYDFRKSlRq/jhRBh9AlxJzSvE1sQIK4UBYyvUPX2nsR8XEzO0QSKAzTfjmd+tAQq5lBFbypcgAhyMTubDFjW0y8wtjOT0reHKjZRsvmgTRGJOAdVmb+dJeRw1cR9146THLTe3gO+/38a5c5G0bVuT8eO7ILtnhYYgPA4iUHQfoaHxLFq0D7lcxujR7fEsTbO2sTFj5coJALz55iJ++UXTAjQy8i4DB85h5crxvP32KkBKJlIkaWqWLx/HtWux1K/vRf/7dAw5eTJMp6B1Sko28+bt0ukO9byo52xNvQpXil0tjLk0pgM3U7JxMlNgbWxIsUrF8dgUll2KRiGXMrVZdb47HqY9wKYXFPHt8Zucer0dnxy4Rnq+ko9aBuJqYcy0fVd1ujE0sDPmTlY+yy/dRgI0drXhZGkWgmlpltCQ2tUYsvEUCTkFBNiZM69zPWrYW3B7YjcORSdTy8GSGvaaZYKeVqZMKj1xeBr900FVJivPysjJ0dw3e/Z3TJ36IeHh+suFKnrWDqyVkctluLgYkJCgRqF4cQrjljkSk8KW0HidK4VqYMHZSNZeL28lvzM8ke0vN+fy3Qw+qPAD3i4zjubSeJydNMvC+ia+RR2jWBobhXOytBi1gyyTVoqbeMpTmGilWe6QXGKGAcUUVTjkmBVkYi/N4qZZ+RK/niYXcJOnE6Z0IrLYAStpLi0VobS9MxUTSSE9Tc4jl6gwoog17o24nijFVJbLsl7BhKfn8MXh8qBosIvmamlOhSU3yy9FM7KeF1eT9Iv3Co+G5kfq94SGxjN9+jrtMXLKlD/4668POH/+G77+ehPJyVmcPas56R0xog3Z2Zl8/vkKTE1VjB5dG4lEwrx5O/npp90YGxvy2mut9V7rea9d1MnXSdupE2DllWid5aOWRgasuBytU2dsT2QSR4a3YenF28Tn5NHNz5lAewuuvtmJddfikElhSK1qmBrK+eVsBJdK9+egysM3J4L4Ev0aiK09Hejm58xf4Yko5DKG1/XEzFDOuv5NGLfzAisvR/PF4eu83zwACehcrDEzlFPDzoJTFTL//G3NMZDJaODy9GTjPmgmLsBvv81n7do/mTz5fe1zH4alpQlJlXwnBQZOolevhnz88Uvk5RUSGZnErFnbGDWqPStWHCY3t5D27WthaCjXCaLGxaXyzTdbuHKlvDh0Xl4h8+fvZuXKo9ogU05OAQcOXOOnn15jwIDZXL0aS5061XjvvV6kpaURGrqXTs7p7LhhRUx2+fGyu2ca19NNKS4uz1SrXt2FrKx8bcH5zz4rX0GgVqv57LN1jBjRhj/+OKwT0ElKyuS33/7WBonKnDkTwdixHdm48bT2voYNffj778uYmSmwszMjJUV3yZFc/nA/nI0NKy+ifiUpk9/ORfJe8wAA6jlbcTi6vIFDLQdLAu0tWdwrmKtJmdQq/a4DTebcDyfCOByTzMk4zd/+b+mRKEtKcLcwJrZCppSPlSmDNpzU3t4beZe/OvtSLNO9yKnEgBk264ksdmBTmAdnZHX48XT5Y0bU9WRJr2Bsv92i87wF5yIJrmSulajUWBgZ6F0oreVgyaetg+gf5M715Ex+PBXOyNLGOo1cbRha24OiSuoVVd6/+L97lmriPi7Dh89nfWnR9G3bzpGQkM433wzl3LlIIiNlWFvfJ9opCP+RCBRVIioqieDgadoU+UWL9nH9+mzsSwMFZcqKWpdJTc1m9epjOtvUagl5eYXMnKn/xXbrVgIrVx7ByspUp1h1mdzcZ7tmzIOQSCTaQAyAXCplca9g5naph4FUQkZBEZ8evK7znPjsAr4+cpOVpSdDl+5mcvS1NqzsE8JrK/egNjDA5W44bdt3p96CvdruFc5mRszvWo/cIs1Sm7JuaDHvdONuTiEu5gpt1o2jmYIBQe5P4iN4ZP7poBoYGMSZM6cIDKxJdnY25uYWxMbGMGHCGDIy0klLS6NVq7Y0bdq8Ct/B4yWXa772JJUsx3je+duaUctB/+paZcUtzyek88cV3ay+FAtXfnBZxJT0QVxSajI+zhZ6UcsgllWOCziW78PK7CYMSRqDiyydhQ5LCTRMwExSyFiLA/yc0YYSqRyz/HSKZIYUyRV0Mr6ChTQfK2keC7NbUag2wIBiPrXejIU0n3dTX9a+/u1ie3a7zKJnwkRUpd3TcktgyfkIsu7pwnImPl2vJpoaMDWQY2Ek1yv0KTxaJiaGrF5dXkNOqSzmu++24eRkqT3hPXToOtHRyXz88UvMmbOX1FQZaWlSLlxIZceO80ycuFT7/HffXcHUqT35+efd5Ocr6devMWPGdHjSb6tKzWhXiyt3M7mRko2FkZxfu9dn2aVovcftuBXP4ouapSi7wu9yJj6N7zrUYVd4AgduJ/PR/mt80SaIM2+0Z3dEImuuxrLxSiTLXQYxSHpO05e99PvRw9KENp72nEtI56cz4WQVFjP90HV+7FKPIpWKBeciAchJz+WtnRcYVqcaS0vHZGogY1rzAAxkUvquOU50Zh7OZgoW9mjwhD6x/9+DZuJ26dKNAQNeJi0tjQEDerN37yGdCzFl/p9M3OBgH27dSqz0vi1bztKnTwjz5+/h7NkI7fYVK8bTvn0tnJysmD5dv6yDRSWFxCUSic7ST4C7dzMYNuxnbX2hS5eisbIyZdy4ZqxZc4g+hwOoZ5+DtaWKnEIpPVxTUZZIcHUt4e5dBQUFxQQEuJCRkYu19QjMzRV8+eUgvWygstsWldSLq1OnGkZGBjrBriZN/Dl3LpJevRoilUpp0SKA3bsvMXPmFr3nl5FKHy5QVNP+/hkq8Tn5fHcslL8iEqlmaUqQvZJryVn42pjR1N2WN7aeZWBNd71W8QAR6TnaIFGZPZF3OTCsNR/tv0p8dj6Da3nolT5Iyi3kSGwqHim3uGJavqy7leImRwv8sZTmU68kjPXmnXSet+ZaLEt6BWNhJNcpzWBuKOedxv4ciUnRFqQeVFNzXjv7RBj9At1YfTWWO9n5BNpb4GdjxrDNp+lXww21Gg5X6G566k4aDe8T4DV8TAkuz2NN3AeRn69k40bdZYd//HEELy8Hxo5dBGiChXPn7mTixK5VMELheSYCRZVYteqozsE0JSWbDRtOUlhYzC+/7MHc3JjPPutPy5Y1OFd6kgTg4mJN48b+LF16SGd/NSpZnnTtWiwhIR+QVxq8qF7dhcBAN66XXtU3MJDxxhv3X4v9ojAz1PyJOprJaO/twN+R5WntHbwdmHuqPFh3Jzuf74+H8lHLQHzyE8nOLME5I4ajmWiDRAAJOYWAhMn3FCuWS6X37dLyLPmng+q4cW8zbtxo8vPzmTr1AwDWrt0MaE5oDx8+8FwHiQCGDx/O77//jq2t7b8/+DnibmFMM3c71l+PpVd1F7aFxaNSQ79AN95p7MeGG7rLH9p5O7An8i5hqeVXbU0kSiwMlJwvrKbz2CtF7jQwjGJyygAySjsnxZdYMz2tF0PNT/Bhal+y1cZYF6fjH3WG6x7BxNtqugPG57vwgfV21mQHU1i6jK0IOb9mtaGNsW4R3WJkHM33JVete+IXmZxOA09nnWVkJgYyRjfw1jkJb+Rqw6k7aYyo68WSC1FkK4vxtzXTeY/Co1FcrNLpMgiaYNGff+peTPnzz2OarnZRmjp1arWETZvCsbE5q/O4khIV3t6OJCcvprCwSFvf6EXibW3GtTc7EZGei4u5AhMDOVYKQ/ZG3NUGe3tVd9HJDgRYevE2tsaG2gK1+cUlTP37Mn1ruKEsUfHHlRhADgbmLMpuSe3bJ7Cu3xwPd3fGhfhgJJfxwb6r2uBqiVrNe39f1hbsLaMsUfFSoBsj63sTkZZDZ18nHEszTCImdCUmMw83C2MMnsIlEw+aiWturrmwZWdnh4+PL8nJSTg56ZcK+H8ycXv2DGbVqmOV3gdw5MhNnSARwMqVR+jbN4S1a4/j4WFHtWr2REdr/n3btAliypSe7NhxgePHNUu0bGzMmDSpO3FxqWzbVt7B7tVXW/HRR6t19n3uXCTvvZdMVpbm3+l8sjkdPdKZ1iCRV/dUR6nSbK9b1441a95n48ZTTJv2JwBZWflMnLiUN95ox2+/lRfQHjeuMwDDh7fm11/3cqu0vlWjRn688kpLnJ2tef/9lSQnZzF8eGu2bj2rsxy1S5d62npK92Nq+nBZwoduJ1W6XSaRkKssZurf5Y0wWlWzJ21qT9ouO6QNki66EMXafo1xNlOQUKFe0Su1q3E2Pl0nW6eGnQWT91xie1gCtiaG2oyee6lUKopkhvSWn0JuJMVJnsmqrEYcKtBkN/maR2NSlEeOUfkyUQ9LE4pKVExrFsDYnedRqTVZPhMa+bE74i4dfZxwNDWik48T9Z2tqPXLbtJLu88F2Ztz/LWu9Ft3gp/OaP7Wll+KZlidanpjszMxoq6jJRcrZDcCFD7GpJYXqSbuvQwN5djampOcXJ516OJiwxdfbNB53BdfbBCBIuGRE4GiSlR2JSYsLEGnJWefPt9x6dJ3pKXlsGXLWfz9nfnxx9eoV8+TPXsusnHjaSQSqO4voWXLQHbtusC8ebswMJAxZUpPNmw4pQ0SgWap26pVE4iNTSUpKZMhQ1pQr57XE3m/z4r1/Zvy7bGbXE3OoquvE/62ZjqBIoDEnAKaLN7HbWtNECjavjoNJPp/5kYPmaL8rLjfQdXFxZWNGytfW17xhPZ5FhISQkhISFUP44nq52nB5SwVv5e225ZKYG2/JhjIJHx/PIwhG0/Rzc+J8LRc1Go19Z2t+flMBCEu1lxMzCBHWYxEreIVi2OEKp2oZxTD4YLyQGttw1iKkRFfonulMaLIXhskAkg3tCbSMZBsY93H7cqtRapKtw5GWokpQQb6tTuaKCJpoQjlSIXX9ylKo5tffU7fSSM+uwADqYSXa7qz7noc3fycsVYY4GSm4Ldzkby5U7PEt4WHHYt6NGDwRv0CocJ/5+XlQO/ewdoW3FKphIkTuxAdnawtKA+apWq37+mwU1Kixs3NRm+f9ep5YWxsqO1O+CKSSCT42pTPlc6+Tpwb1Z7NN+/gY2PGwCB3Gvym2+FKIZcRek8XNZUaQlOzdZbSAKiRUiQzIKlExqHL0ay8Es07jf11CvYCZCuLqedkxaYK9XUMpBIaOFvjbG5Mcw87ncfLpBK8rJ/e4N6DZuJmZ2dhbm5Bfn4+kZER2Nra/cPe/9nOnfdvIiGRSOjevT5LlhzQCbyamhpRp84U7VyqXduDVasmEBeXxsaNp6hR4x2GDm3B+PGdiY5O4ezZCHr1+pbmzQP4+OOXuHnzDp0712XEiDbs2XOJwxWW7TZvHsBff13UGceFZFN+v+6kDRIBXLyYSHGxisuXY3Qeq1ar6dKlLi1b1uD06XBatQqkb99GnDgRxvvvr0SlUjNwYFOGDGlOly71uHAhik8/XUtkZBLdu9dn4MCmfPONbubQ0qUHsLe3IClJNzhRkYXFw2WOFJaUVLr9wLBWvL5NN2B9KDqZM/HpekGSFZejOTyiDTOP3iQpt4B2Xo5YKgxY2KMBI7ac5U52PkH2Fvham7LgvCbbLyVPycitZ7k0ugM7byVw6W4mEmBILQ+mXYilwK0+N4uhrjQaK2keaeryoFC4QTXqJF0hwq0eOcpiLIzk9K7ugvOsbaTmK2nqbsOQWtVo5GpD11VHSSpd7ieVwBv1vVl6MVobJAK4lpzNxht3OBOv29UsIj0Hc0M52UpNkFghl1LX0YqItGy9z0B4PGQyKT/88CqvvfYLRUUlmJkp+PbbIQwYMFvncUVFIktaePREoKgSr77aivnz92gLDDZs6KO3DKyoqIRjx0KxsTHDwsIYExMj5HIpBgZyfv99LJGRR5HLIcDflHPnIunefaZ2XfiePZcZNqyV3uva2Jjx8svPdzbHf2GpMOCr0jb3AMUqFX42ZtxK02QDSIAgewudzAiVVEZ2kQovK1OiSjuFVLc1r7TNvSA8r64kZBFWoc6nSg3rrsexN/KuNkX9dkYe33eoTXhaDr9WyJR8s6EP6ohLrIvOZoGkLQuy21LHMJrGRhGcKfSkukEi9Qyj2ZjbgMZGEZws9NE+t4kigu15dXXGUmBoilRVjEpafvjxkKdRzyiGJdnlgcrOJlcwlBTTRnGDIwX+GEuUtDW+waTUQcgpobvJRQrUcm7FKzhk7cPBbecwN5Txa7f6mu4y28uvmntamdDZx4ksZfmJ1JGYFE7Hp3Puno5bj1tVdVaqCmvWvMOffx4lPDyRXr2CadjQB5lMyoABs8nNLcTU1Ig5c4Zx+3YyBw9e0z7PxcWc99/vTVxcGr//fgBDQznTpvUhJMS3Ct/N06uOkxV1KhSnnt46iP7rTmizjD5uGYi9qRGbbsZrH2OtMKCZuy0ZBUrm3hMrzVFYEpul+RGpUsOsE2GMC/bRCTZ19XPi/eYB3MnOZ+nF2ziYGjGrYx2czZ/NrNwHzcT99def2b//b9RqFRMmvIOBgX5R//9XxVpCFbVqFchbb3Wie/cGjBvXiR9//AvQnCt6ezuyYUP5P9zlyzFkZeUzffo6bQ2g6dPXs2jRGP7666J2fl2/Hsdrr7Vh8eKxTJ68gq++2kT16s60aRPE5csxtGxZg19+eZ327b/QaXff0CFH2/msIokEOnaso5MpaGJixLlzUcydu5OiomJkMint29eiS5evySzNromISKRlyxpIJBL69fuBmNLlTWvXnsDISI5MJtWpW2RpacLcucMZPnw+hYVFyOUyiot1Azw5OfrFr/8fNvepV9iimj3VLE11Mk6tFAb6bewBa2NDfG3MWNSzIWO2n+Pt3RcB8LUx48TItsilEpzNjem68ojO85QlKqIychkf4ktURh4Dg9z48XQ4BRUqT19UVsNOpp/16kABhyd152pSJm7mxgT8vFvbkfd4bBohLrbYmxhpg0Sgmc8rr8RgaaT/92pmJEcqgYqr6FzNTZjftQHzTt2iSKUis6CIPmuP6z1XeLyGDm1Jhw61uXIlhuBgXywtTXj77W462YAim0h4HESgqBKWliZcvPgtu3ZdQC6X0blzXZYsOQDs03ncmTPh/PabZltMTArdu3/DxYvf0KrVZ9y8qbmycSdOjYfnKZ0OFYWFRTg7W2FnZ05KiubEq0kTf9q3r/1k3uBzQi6VcnhEG+acDCMhp4BXaldDJpHw+WHd1pkOpgoujunAhutxyKQS+tZw0y5pE4QXgZ25EaGFuh1hikpUOnUMQFNE8+A92R2rrsbwcW0/UtLLW2FfUlZjhs16PrTeTr+7b3K9SLO8NsAgnv6mp7mmdKWJIoJJlrsJLXLiVlF5QV7HjFgMiwq46d4AlVSGuzwVhVTJTaUj7YyvIUeFozyLtdnBbMurB8DLpifoYnKFV5NHafdzTenK1+pFHDIfgbq0jGa2soQ/rsRgZ6KbcXI7I0+neGgZEwMZcqmk0voSj0NVdlaqCoaGcoYNa62zrWvX+ty5s4BLl25Tp44nlqXLLiQSCR9/vAATEzWff94ZAwM5CxaM4ocfXkUul2FUyQ8boXJ9argSNr4zB28nU8/JSts8IqNAyfJL0ZgZyqnjaMlf4Ym8VMOVyU38+flMOMX5eTRMO0eszElvn+28HKjlaMXuCE2r8Heb+GMgk/Jr9wb82v3pqzn0MB4kE3fKlGlMmTLtkbyunZ253jYDAxlBQW4MHfojCoUBn37an3PnZnL7djLt29fSBo0qunIlRq/z144d53WCsADbt2symDTntZpmLI0a+REb+wuffrqWrl1nUL26CwkJsWRlqKhnl4OPZT7mBioOxFlqs4patqzOwoX7CA9P5KWXGnHx4m3s7S0YMqQ548f/rn292bN3YGJipA0Slfnrr4t07lxXGyQqc+5cFBMnduWHHzSfuZmZAk9PB775ZgutWwcycGBTtmw5zZYt53Se97BdoEzvU8z6tS1nqOtkyeW7GdzNLUQhl/J6PS9OxqXxap1qLC+txWVrbMjrpSsALiVmaJekAYSn5TDv1C2+61iHYpWK9t6O7KqQUWllZMD4XReISNdcyFx+6TZtK6lZ2s74Gofz/VGi+R60Lsogw8KJDisOU8fRkj41XLVBojKX7mZU2pnXyUzBoCB3fjsfqT0HqGlvgaOpgqG1y9+XjbEh1W3NWXklmtfre2FmKKdmhYLdwpPl6GiFo6OV9vaHH/alTp1qvP32l1hbq/j884FVNzjhuSV+Ld+HkZEBvXuXL08ZMaI1R4/eZNWqoxgZGfDRR321B9syCQnpzJixmZsVrtolJJboFQ8ECA725caNzmzadBorK1N69QoWrQ4fgpOZgpkVAmxqtZqOPo7sibgLgJlKyZvBPlgYGTBCLOUTXlCpBYX08HdmW5gm2ONkpmBaiwB23EqgsMJV2zqOVlxJyiQ+uzyD0s7ECLmNI5Cgs8/EEksu5bhr6woB3Cxy4RObbXyrWE96iQlLclpQxzAGR1kWqSVmSHPzuGXvh1JuhHfebbqqTnLFrj5rchpp9zHa4gARRQ4UUB7sWZPbSK+lShFylsU1oMhdd7lBfHY+dSucTIHmqW/U92Jf1F0KijXvt66jJUYyTR2jn8/o1v94XKqys9LTxNLShJYtA3W2jR3bkZ07fwTAza18aeLD1h150Xlbm+Ftrbuc8+3G/tR2tKLzH4c5EpPCT2cieKmGK+sHNMXD3IgPNx/mull1PJSpVKxyZGNsSDtvR8yNDBjVwPvJvpEXQGCgG3v3XtHZZmamYP58zY9ypbKYd99dzoUL39K3r+a7cujQFnz33VZt8MXR0ZLXX2/LL7/s0bkwWb++FxcuROks7wwMdNNbWnbq1C3efHOhtsbm+fNRVKumINg7mT1nzTl9V1OTqa93MkWmcuINzMjMzNcpybBgwShGjWrPTz/pB7HS0nL0soDq1KmGh4cdLi7WxFdY8tS4sR+zZr3KoEFNuXUrkdjYFN5/f5X2/osXb1O7tofeazxsMFlxn1IEZUu1Bwa5805jP748fJ3vT2i6w1oaGbCyTyOiM3NZcC6SlksPUsPOnLcb6XfYis7Mo+efR9keloCnlQmDgtw5FpuCm4UJrarZMfNYqPaxsVn52JsY6Sz3qmUYy6VCD5opwjGTFlDDMIGtt704Y1UD7qRx+k4aN1KycDDVzR5q7+2IgUxKT38XtoZpfpf42ZixLTSeTw9eI8jegtfreWFtbMC8U+H0LG3GMyDQjcG1PPjpTDifH9Y0kfnueChftAl6qM9XeHy6d2/AggViyZnw+IjIxP/JwEDO8uXjSEtbQkrKYqZN60PdurpF3szMFEil+qm5NWt60K1becvZoUNb0KVLXezsLHjjjfb0798EQ5Hh8khIJBJ2DWnB97UtqR9xiNfyLuNWSZcNQXiR3MyBXeGJfNkmiD/6hDC4pgfv/32F7v7O2JTWe2nhYYe1wlCbmQeamiOv1fUk0N4CE4Pyq64ydQmdjS8jR7+2g4wSitVSBtwdy6yMzqzPDeFkgQ+TLHcTZuiJ0sAYJFIiTb1RuTpxqDBA5/nbc+uQp9bNCFIhxU2uWzsBwNdUSmdve51tvau70sjNBu/SYscS4OWams4yHzSvwYctApjeOpC7uYV0//PoEwsSgaazkrm5JnvAwkLTPanM/TorHTx4giVL/uCzzz6i5D61NI4dO8K3337Nt99+fd/OSs+Sss6EwqP3w4kwiioEEjbcuMOyi7eZsOcK2SbWZJracc3Kjx861aG9twODarpzcFhrzEVG12MzaVIPvW2+vvpZXadP3+KbbzbTqdNXLFiwl0OHPuODD/rw6af9WLduEocO3WDMmA5YWpogkUjo0yeEHj0a8PXXL+PoqCnO7ePjyLx5I6hVSzfQUq2aPTt3XtDZFh1dwKkwE50lZ9tu2xLgqcTT04pLl3SXzK0sXVbVqlWgXlfRHj0aMH/+SG0GYZcu9ZgypSd372YycWJXqld3QSrV1GNycbHG3X0sr7zyEzKZlEOHdLPE797N1OtCDNCw4cMFMa2N/7m20brrsajUarZX6EyXWVjE31F3WXE5Wlus+kZKNssvR+N+z9K0vKIStoUloAaiMvLYG3mXsPFdOD6yrV4wF8De1Ihrb3aiQfJlemX/TUyRDatzG3OgoAY782rTxCicGGPdbrxHY1JZ1bcRbTzt8bIyZXQDbxaei6TJ4v3suJXAuGAfDgxrhbuFMWcTNMfSa8lZ7I28y+2MPJ0i3Guvx6GQy3Sax6jUcPB2Mj7/UGdM/uI1kq1yRUXF5ORIUD3GQuLCi02cjT2giq09p08fQGhoAvv2XcHBwZL580dSo4Yb8+fvoaC0SJypqZx+/RozalR7bt1KwMBAhqenflqp8OhIJRJaudtwMD0aQ8eAf3+CILwAilVqll+OpqaDJRsr1PEa28CHFtXseGXTaY6ULgF4ra4nbbzs+eZoKB+Udp7p4uuElZGMSzdvkZyaxitFwwk2jcZckq8tVt3IKIJgo9scK/AlvKi8I1IxMpbnNKXonkPOTaUjNtIc0ioUsnaRZzDE7CTHC8qvzDY2CsdLnkxTgzBOKH1BrSZAmkdizfaoC0sYGORGfrEKa4UB806FUawGE7mU2R3rYCiTMm7XBcp+Gvfwd8bZzFjnxPhJqcrOSk9aREQiw4b9zPHjYTRu7MeyZW/h56cZe0GBkrCwBKpXdxFLyp4Ch6J1l5uqJFKM5TL2vqJfS1F49I4cuaG37d76O1KphOPHw1i2TJPxs2fPJW7ejGfjxsns33+V9u2/QFmagfLqqy355pshDB8+n7p1pyKRSHj11RZ88kl/nJws2bz5LI0a+XH7djKhofG4utqwdOmbfPrpWpKSyjsr2doao1Tm6oxDrYZUtSHVPJ2Ry6N0xunqqilAX6uWBz///BqzZm2nuFjFxImarlQ//LCDkhIVw4e3ZsGCUaxbd4Lhw+dTXFyCQmHAli1TUSqLeemlWdp9Dh48V6+mp1wuw9lZv0V7dvbDfafbmf5zoMjUQK4TXNW+nrKYGym6gfkrSZlcHtOR74+HkZRXwLA6nnxyQHfpX2q+ksj0XDILirA3NcLdwli7NNrB1IhXalfD2dyYDuZFnM2SkmleHpwpQca6zPqYFGaRZ1R+3HQwNaKhizXbBzfHxEDOiC1nuF0awCpRq/n1XCQftgzUK1Z9ITGj0q5r2Ur9LBVjAzmHR7ThhxNhhKVmazOUy1R2oVx4fE6eDKNv31kkJCgwMlJz5MgNWrSoUdXDEp4zIqPoAR06dJ033viVDz/8k5ISFX///THp6b9z586vvPRSYwID3Th+/Evq1bPA27uISZPqYlPaocTPz1kEiZ4QY+Nns6CmIDxO6flFbL6p20ls/Y04fjoTri18C7D8cjRhKTlcrdCOdVd4ImOC/bBz9SDZyo0UQ1t2FdUnQBnBJ5ab6WlynttFtrSNn8K5Ak+913aTp2Eq0a2f0UQRyQTLvRhJNIF1K2ku9rIsfsjoSFOjW/Q3Pc1bFn8TpnTkzZRhHC/yxz3jNl9VVxAqMedkfDqn7qSx7noc01sHsis8keLSt5FXrGLZ5WjWXo+j4in+trAEbmfq/vh5UoKDQzh8WPND7/DhAzRoEKy9r6yzUm5urk5nJeCRdFZ60l577ReOHQtFrVZz4kQYI0bMB2D//qu4uY2lTp0puLuP5ejRm5SUqJg+fR2HDhlx5owhkZEp/7J34WG909gPeYUfdH0CXGlVzV7vcbUdLfW2CY/H2bP6WY25uYXMnDkYd3dbAgJcWbVqot5ysS1bzpCfr+Tbb7dog0QAK1YcYenSQ+zefQnQLMlftuwwYWHxtG49nSFD5vH55+tJScnm5MmviI6ej4WFMX36hGi7DdrYmPHuu23w8SlGUuEbtJdPKqfCzDh+PJuhQ1togwMuLtZ88kk/ACZMWML48b8TGZlE8+bVGTq0Bf36/cDNm3fIySlg6dKDzJq1jcmTV2gDTQUFRbz33koO3BNUUanU1K5djSZN/AFNoew5c4aRkaH/HZ6QoJ91+v8IrXCcq8y4EF+MZFKCXcqDUzKJhLeCfWjjqTt3Ovs6Uc3KlB+71mNNvyZ09XPWm1/OZgom77lE0yX76bPmOMYGMr5sU5O3gn2wMzbEe95OBq4/gaOHNwVZ+gEbA2UBNWLP4myiCbJbGMkJcbHB4fttWH+zhcl7LhFzTz2oYpWahOx8Wt0z3qbutnplGarbmlPLwZKXa5ZnLSnkUnr6OxOXlc/3HevQwNlKb1zKkidT60/QGDt2kfZvvrBQwujRv1XxiITnkcgoegD79l2hY8cvteu/1607ybVrs7Cy0k3FrFfPi5493Th37i6uruJkqyqUpT3fm/4sCC+yN+p7sexSNHcq1E3zsDShqEQ3b1mlVus8psyt1GwO31N49LLaG5OrdznkXrq8VgXzstrTRHGLE6VZQTbSHHqYXKKzyVWmxvYiR2ZCO4swFmW14K7KCndZKm9b7eFkgTfrcjU1OCKKHWlAFBn5BjptgWOsvUmy9UR161aF8cL2sARS83SLcydk5+NkplvjRiqBQUHu2jpmT1JVdlZ60k6U1vIoc/Kk5t9r7NiFpJZ2z0pOzmLcuMUMHtyczz5bB0jJzob339/Bq6/2QS7XLTJbXFzC2bMRuLvbabMXhAfTztuRi6M7sCU0Hm9rU16q4YZEAgejk1l+MQpUJfS0k9LU/dkJSj7r+vQJYc6cnTrbcnMLGD26A++911u77fvvt3G3QktyBwdLjIzkFBXpZh+p1Wpu307iXjt2nOdMhaW2qanZbNx4imXLDvFLaZFie3sLdux4n7Zta3L48CmWLJHQ3D0LD5MCmjlnM+eiC2EZBsBdTp68y8KFo/H1daJJE3+MjAzYu/eyTqHtlSuP4u5uR16e7kWCI0duapu5lElKyqx0+Vjjxn44OloyZEhz+vdvgoODJd99t1XvcU2b6tcH+n8k51WeifTnS41Ydy2WGUdvMuPoTWo7WPJlm5ok5RVQVKJm8YUoBga5Y2dixOk7aQTYmeNmbsK6a7G8FOiGVCKhoLiEJu42dE114lhMKv62Zgyp5cHbpUE8QNtVbdPNO9r6gGuvxZHv5IRlRiKtDK5xqEhTH6iGQTwpOUacrN4CA2UJr9fzoqOPIwPWn9Tub9aJMCaE+LI/qvxvoLqtOdeSs6hha052tSIuJGYQ7GJDOy8H1l2PZXQDb7IKi7AxNuRoTAoBP/+FkUzC6Abe1HSwZPXVGF7fpike3trTHgfjZ+dY9LwKDY3XuR12T4aXIDwKIlD0AH7//YBOkcBbtxI4fPgG7Sq0bC9TVmOh7P9jYlL4/fcDSKUSRo5si4uLOMl9nNRqcWVDEMr08nfC09qcXGUx/QJdWXg+iryiEqwVBgwIcqNYpdZJSR9c04MhtT1Yeum2tlWujbEhvQNc+ezQdeIqdBCr62pHRkl1nddTIaWb8WXetDjAFaUrK7ObMDhpDLbSbFqlH8Cj4A6bfftxV2UFQGyJLatzGhFbrPu9eK7QC4eMWLDSfT8OJvpLBWo5WNI/yI3VFVo6D6ldjWZuthyIStIW7e5bw430giK+bluTq8lZWBrJ+eVspN7+Hpeq6qz0pDVvHqCTHdC8eQBqtZqIewJ04eGJ7Nih2xgiOTmXy5ejqV+//EdjVFQS7dp9TlRUEjKZlM8/H8AHH/R9vG/iORXkYEmQg+5FrK/a1iT+6gViI8PpV7tpFY3sxbRr1wW9bXfupDNp0jKWLHmTy5ejuXw5mmnTejNy5K9kZOSiUGiaqiiVxUyc2JWDB69pz0/79g1h+PDWLFy4T7vN2NiQunX1G3okJ2fx++8HdW6vX3+SFi1q8Oqry7l714BwLDGUmtPQIYewDN1lStu2nWPLlqna2zduxHGvggIlCoWBtiQDQNOm/jg6WrJ0aflrDx/emqFDW3L6dDiLFx/A2NiQqVN78uqrP3PrluZH8C+/7OWvvz7gww//1Hud8HD94Nj/Y0DNaryy+aze9uTcQjZWaE5zOSmT/kFu3EzJ1l5o+ONyDPO71qeDtyOjtp9jd+n2t4J9eL95AM2WHNBm9/QLdGNd/yb8cTla77Ui0nN0mkgA3CqUYm3mSEGREXUMY+hofJVGigj6FY0HoKhYxaILUeRUskzM2dyYxT0bsvZaLF5WptzOyOOVTacBTTbUjsHNORSdrF1aDvB6PS/kUimXSoORhaXBsDmd6nIsNlX7uIO3k3krWD+g51nJEjbh8enVqyGrVx/X3u7R4/noPik8XUSg6AGULSGryNxcweHD1/HxcdK5wpmWVkh+viaj5c6dNOrVm0pamuaqwc8/7+bq1VnY2ekX4xMejbIr746Ojv/ySEF4/lWzVDD3VHkGzhv1vOjs68T4vy7w3t+abjvd/Zyp7WhJaGo2G2/Ese56HL38XbRLC3KUxXT64wjtvR3ZHhZPSp4ST0sTXgupQXFDf97adVHnNQNkd2hgHMdPme24U6L5bkxVmfO3bWteufMnt4t1U+DDipyoZRhHYomVdptxUR6v1/Pk66jyK+ZB9hY0cLGmp78L229pTuI7+jgx60QoOcoS+gS4oAZsjY1YdjGKH06EUdPegsG1PMhSFjPz6E3WX9f8mPmkZSDpBbpZSMKj8fvvbzJy5K8cO3aTBg28WbJkLBKJhN69g9mw4ZT2cX36hGBqasThw+V1WgwMZHjd0yL6iy/WE1V6hbykRMUnn6xlxIg2ldYqER5MTGYe9RfsJbXYGjyCmRpeQm9lMaaiycYTER9f+ZKpffuuMnPmZqZN03T8MjSUs3bt2+TnF/HZZ+sYN24Jn3yylsWLx3Dq1Nds2XKGatXssbXVnKtu3jyFn37ajUJhwLhxnalTpxqBgW5cL/3+MzNT0KlTXZ1AEUBqag7bt5/TyV5SqqQcT9A/Zy17rTKdOtXV6W4mkUjo168xrVoF8vbby4iPT2Pw4ObUreuJVCph4sSuxMen0apVIKNHd2DatFUsXXoIY2MDPv64L4aGBtogEcC1a7HMnr1DL4sKNFlYD8NQJqWztwN/ReoGmiLT9Ze3VQwSlVl8IYq8It1gzW/nIpFLpTpLwNZfj+NUXCrd/Z2xMzEkpTQD1kAqYUwDb3aFJ5JYoXZePRdb1vi3R4UMlHBF6cYI1RG9McllupnzEqC9twO1HCwZUdeTqIxcfObt0t5folYz+2QYFxIzdJ637NJt2nnrfu8Wq9TcSNFfmudkakwjV2tO3dH87VoZyjg/uoPe44THZ8GCUdjZWbB8+U6srVX8/vubVT0k4TkkzgIewKRJ3dmw4ZT2oN6tWz169fqOxMQMZDIp3303lLFjO/LSS7PYuTMUUFBUdJXkZBttkAg0HRvWrTvJ2LEdq+idPP98fX155ZVXaNeuXVUPRRCq3PrruinKyy9HI5dKda5gbr+VwEuBrnx99KZ226bQeNb2a8z7+65oT5rPJaQzo11NrBWGTPzrAqN3nMNIJqG7nzN/R91FUlKMc+JN1ty0xbRuOuFFuieeWQYWIJHSVHFLp2B1a+Ob9FQd53KhI1lGlphLSuhZx5f9WQV09DHAysgAN0sTtobeodMfmpPl7v7OfNE6iEaL96MszRi6kJjB1kFNeXXzGTJKr2BfTc7iWnIW5++pYfH9idBK67MI/121avZ8991QBg6cw7FjoXTq9BVr1rzNkiVjcXOz5cSJMFq0COCzzwaQk1PAuXORnD0biVyuZuTIuljf0w0otsIVbdAEi+Lj00Wg6BH4/UIUqfnlAdP4AhVbQuMZXEu/Bbnw6I0d25Hlyw/rba9TpxpffLFBe1upLGbGjC24uFhrl52kpeXw+usLuHPnVxwdLWna9GPi4jRzZeDApuze/SEffbSaHj2+oaiomIEDmzJ6dAeys/Np164mUqmEWrU8uHKlvIPZa6+1qbQTr7t5Ie18MtkXoclGs7e30FkaFx2dzJo1xxkypDk3SzNxevVqyIwZm0lMzGDSpG6MH9+F999fSY8e3wCaQNKKFeMYMqQF69ad0C4py8uDd99dwfjxnfXGYWtrhlQq0cnwB5gwocu/f9j38WW72vwd9be2xp2LuYLJTauz4nK0dm5IgIFBbqy/HqfNUAWwNTFEma27fFsmlZCer7vcDuBOdj7XkrMYUdeTpNxCpBIJb9T3JsTNlnX9mzBm+zlCU7PpWd2Fes7W/HmtPENLhZRkpX7XsR5+LjiZKtgWlqBp3hDiy5eHb7A1NB5XC2M+bRmo9xypRIKtsSFJueVjtFIY0qu6K3+FlwfCnM0UjAvxZcmF2+SXBv8UcikDa7rzUatAztxJo0iloombrSj18IRZWJjw44+vcfv2JgC9MiiC8CiIQNED8PR04NateezdexlHR80a6cTSiHxJiYpp0zSpsOUtRiUcPhxH7dppevsyNjbU2yY8OlKplAEDBlT1MAThibNWGJBeIcXfUCbBXGEEueU/BI3kUlIqOYk9c0f/u+qv8ES9K6s7bmmufBaWFq8sLFFzLTmLEyPb0m3lUSIdA4l2qE7YjZP4uN4m1bB8ea5rQTxXzAPxkKUiU6iIK7ahjmEMtzPNGFcyHOfiTH7rXJurxSZ8WaEbUH1nK4IcLAlPKx/L9rAEAu0ttEGiMuuux2mDRGWuJmVSfM8PixKVmt4BLuwKT9TZbqMQh8ZH4Y03FmizAcLDE3njjQUcOjSd/HwlyclZRETcJSUlC09PBw4e/JhevV7G0FBN8+ZuAHz//VYWLdqPra05jRv78Xdp9htA9eou1KvnWRVv67kjreQHnmhg9OQ0buzPlCk9mTVrmzb40aiRH199NYgdO6bqPDYrK4/MewoVp6Zmk5ycxZw5O7VBIoA1a47ToUMtvvpqo3bbn38eo1OnOmRm5tK8+SeUlKjw8XFkwoQuJCVlkZmZx6efrqV58wBatqyhzfRzNyvgZf9kPFQqit2M8ffvzJUrsXzyyRo++6w/ZmYK6tWbSnrpscLV1YYTJ76kbt3ybPpz5yJRKAyYO7c8u0WtVjNz5maGDGnBqQpZr2WcnKywsTHT7sPBwZI33miPq6sNEyb8TlZWPiYmhkyfPpCXX27+0P8GDVysOTayHUsuRGFhZMC4EF9cLYw5MqIN3x4PJaNAyev1vOnm78zHLQP56IBmyZa5oZzPWgURnZnL4A2ntGW/JzX2p7OvEyuvxGobRXhamfD1kRucS8gAwMxQzomRbXEyUzBp90VupGQztqEPbwb7IJFI2H3PcQnAoyie2rePkxLYCpVURldfJ0ZsPUNeUQmGMinLe4dw+k4aW0oDiXFZ+byz5xIv1XBlQ2m3UwOphMlNq5NdWET/dScoUqmRSuCb9rUYXteTguIS/rwai5uFMZ+3DiLAzoLDI1oz71Q4atSMD/HDz1ZTNzBY1IoThOeaOBt+QCYmRvTqpelUExen+6OqsLCIa9f012d7ezvi6+tEeOmXflCQO/36NX78gxUE4YWTMrUX/dYeZ1/EXeq7WLNzSAs234xn6KZT2npDH7cMpKaDJesrdATzsTZlRF0vfjkbqdMlrLu/M6uuxlBQXB6MqW5rzoV7snMScvL5aP814ktT50skMsK8m9D8/Drq+6rJsnagtlEcRwvcOWzTDHJBiooFdr8zM64dEQpPkEOkkRmr4ou4naGbBXU+IYNAe/2lDxaVXPlu4mbLqTtp2iKhAF18nalmZcLYCvVw3gz2YVQDH0pUaj4/fJ2MvEK6VXdlTb8m/8cnLfyby/fU4rh8OYZJk5axcOE+QFN3KC4ujdOnv2bevL84d84QExMV7dvnsmrVUaZM+UP73AsXopg7dzi7dl3E09OeDz7og1QqGrc+Cq/V8+LnM+HcLc0uqGYio1d11yoe1Yvl22+HMmPGYIqKiikuVmFWWoR/wIAmOnVIRo/uQFxcKjcrdK+sU6cabm622iLxFV26pF8P59ixUBYv3q8NSkVE3KW4uITc3AJtvaRLl6IZPLgZo0YFsWPrJYwLVHx5xgN3/xJQW7Jw4X5AU6T+6NGbjB7dQRskArhzJ40fftiuk00PmoLa99aQLBtHy5aBzJpVXqdNIpHQo0dDhgxpwZIlB5DJpLz2Whvs7S0YNkxTz0ipLH5kF15DXG0IuSfwUcPegt97Bets+7BlDfrWcOVmSjatPe2xNjakibstQfaW/B15l7pOVrQpXTp7cHhrll68jZ2JIfWcrBhUYdltjrKYX85EcPFuBsdLMyb/Ck8kR1nMe80DaOflQDs7A/YlK0EioYlRODvyGnC7mjOt7C1Z1qcR3VYdIa90GZ6yRMWkPRfxvScbM0dZzOQm1RlSqxoR6Tn08Hehup0m0HP77W6ciE2lgYs1nqUZKW839uftxv46+2joYsPyPiH/9SMWBOEZIwJF/8Hgwc05fTpcezs42IcRI1qzZMkB7YHQwEBKv36NGDWqHZs3n0Emk9KrV7DIKBIE4bGQSiRsHNhMZ9vLtTyo52zFodvJNHSxoUFpm9+/hrbgj8sxOJkpeKexH87mxizrHcLXR2+gLFHxTmN/+tRwY15nJW/vvkheUQm1HS35rHUgcqmEBefKi0APrVWN43G6y4Py1VKGjRzJqiULaW51gjYhBWzMnai9X4WUb2LbEqHQXeKyOzyRrn7OXK5QI8PCSM5rdT35s8IVWkdTIyY08iNHWcKsE6EUq9T0reHKa/W8aOftyOQ9l7iZoknj/6x1IEZyGQF25uyLTKKesxV9AjQ/hscG+zI22PcRfPpCRZ061WH79vM6t+9t8X32bAQzZmziww/XAFIyMqR8880JOnbUzXjLz1fi6mrDrl0fPIGRv1hcLYy5MrYTo+b+TmRYKDNf6Ymxgezfnyg8UjKZFJlM99xw2bJxNG8ewP79V7G1Nadt25r4+zsjkUjYseM8Tk5WfPXVIABGjGjDihWHtYEXb29HRo/uwC+/7NXWDAIIDHTVW7YVFZWsNze3bTtPq1bu3EmUA3LCMkywTy/G2l73p0N8fDp372bovR93dzskEolOYKhmTQ+8vByZO7e8y9vkyT0AaNeuJm++2YkNG05ibGzIJ5/0w9/fmWPHQnnllZb4+joBkJ6ew9q1J5BIJAwY0OSRnE/fTMli0m7N8cLHxhRrhSH1na2Z0MgXEwP9n0o17C2occ+Fi1qOltRy1C0S39zDjuYemg6CFbuQlckpKtYGicr8eTWGADtzxuw4T2JOEVY5SXxstY1l6o5EyTTHrIPRKYzadpaEewpgJ+UW8lpdL53upHYmhtR1tqKxXH9Ou5gb81Kg2z99NHr+jrzL10dukF9cwvgQP7FEtQqpVCry80Gh+PfHCsLDEIGi/2DixK6YmBiyZctZ/P2dmTatD/b2FqxfP4mpU38jOzuDcePa4l7aZnbIkBZVPGJBEF5UAXYWBNxTQL+jjxMdfZx0tr1Spxqv1Kmms+2NBt4MqulOYk6BNuV8Xpd6+FibcTQ2haZutrzTxJ+vj9xg+qHr2ucFu1izItOQ3XVfxkiZR3j4KbgnKSgvD3xs5UTklWcs1Xa0ZEa7Wly6m0Fkei4mBjJ+7FKPNl6O7Hu1FYsvRGFpZMDbjf0wNzJgRvtavNe8OoXFKhxLr8T725qztZKlCK09HWjt6aC3XXj0lix5k7ffXsqxY6E0berPnDnDee21X3TqDbm727K7QqtogKSkXOxKr3iXkUg0tVSEx8Pe1IimBtkUp4ZjLBPrzp4WhoZySkpUbNyo6Vi1aNF+Fi0azejR7Vm79gT791+lefNP+OKLgUyb1oeDBz9jyZIDODlZMmFCV5ydrdm48V2+/HIj+flKJkzowrBhrZgzZxfR0cna1xk4sAnh4Yk6haOrV3fh4kXdws3J6XKqB1kQFlaevSSTSRk1qj07d17g9m3NPmvWdGfMmA6oVCo+/ngNBQVFtGhRg8mTe2BlZUrr1oFcuhRNhw61adq0On//fZn+/WeTkZGLlZUpK1dOoFo1e3x9JxAXl4pEIuH993sxeXJP6td/Tzv2mTM3c/78N/+pPotarabnn8e4VZr9FJWhyYxadz2O03fS2DiwKRFpOey4lYCvjRldfJ0eqh5Pa097GrnacKp0ibe5oZzxIb5suB5HboXi3C7mxry6+TRZhZoC2RnmjmxRNuCyTPf773hsKq/V89JpVDGopjsftaxBWr6Stdc1Hc/mdK6LopIg0b1UajVXkzJxMTfGrrSz6OqrMfx4OhxjuYwPWtTAy8qUbquOapd7n4w7hau5Ma08Ra2/J+38+Uj6959NZKQxxsYqTp8OJyREXPASHq3/FCj6+OP3uXjxArVr19Fp+ZuYmMCbb75BQUEB7733Ia1atWH16pXMnTsLR0cn6tVrwKeffvGfB/80eOON9rzxRnudbX37NiIi4jCHDx+mXr0Hi9QLgiA8jcyNDDA3MtDeNpRJmdKsOlOort32cctATA3k7LiVQJC9BQXFJSy5eBuAQkMTdsua450VTqSF5mRGXqxkZIAdvfu0ZeD6k4Sn5eBva8bCHg2pbmdO2LguXE/OwsPSBEuF5rVbedpXelJqpRBZmk8be3sLVq6coLNt7tzhxMamcvlyNK6uNixd+harVh3V6Xoml0uZNKk7sbGpbNx4GlNTI6ZPH4C/v8uTfgsvFFGM9uk0ffp67X+r1WqmT19P69aB2mBJWRfAl19uxoIFe1m9+jjW1qZUr+7K8OGt6dGjIe3b10YiAUXp9+SBA5/y5ZcbiI1N5eWXmzFsWGuqVbNn4MA5JCVl4upqw88/j+S995YRF1ee2WloqGbYsGBycw25cCEKQ0M5X345iDp1PLl8+Xs2bTqNgYGM3r1DMDY2pH372hw+fJ3ExCxGjGiNtbUZYWHx/PjjX1y4EMW1a7FUr+7CuHFLyCgN0GRk5DJ+/BIaN/bT1lxSq9V8880WFApDnQBXVFQSq1cfY8yYh28OE5meqw0S3WvzzTtsDY2n/7oT2uDIiLqeLOkVzPSD1/jpjCaI8lnrIF6r5/WPryOVSDgwrDXrrseSkqekf6Ab7pYmfNuhNhP/ukixSo2jqREj63np1c2LUjtR2zCGy8ryYFFTd1u+71gbD0sTDkUnE+Jiw7tN/TGSy/i5W31+7lb///4MojNy6fTHEUJTszGUSfmuQ23qOlnxcoWlckdiUvi0VaBeTcBtYfEiUFQFRo9eSGSkJpCbny/l9dd/5fLl76t4VMLz5qEDRZcvXyQvL49t23YzZco7XLhwjnr1GgAwb94PvP/+xwQGBjF06ABatWoDwFtvTWTo0GGPZuRPodjYFIYPn8+BA9dwczPB21uibdMuCE/SgwRxV6xYyqpVywF4/fUxvPSSKAIuPByZVKIJHjXTBI+aL9mvc3+JzACP+OvUy7tGutQSx8JiPvr4RwwNDQkb15nkvELsTYy0P1hlUoleKr/wbPPxceLSpe+4ezcDOzsLZDIp/v7OnDp1i6tXY5FK1YwaFYK7ux3r179LenoOCoWhWK79BNxbO0aoemq1msJC3cL8+flKvS6AxcUlzJ27k5UrjwKQkpLN66//Stu2QcyevYP58/cgk0l5993ufPHFIBwcLAgJ8cXT055mpd/XrVsHERv7C7dvJ+Ht7YhcLuObbwbTtu3H5OZKMTcspnrtEmrUqMbBg71ZtGg/3t4O2rqdd+9mcv58FIWFRQQEuOLj40jbttO1tYvOnAnHwsKYL77YoK2dtG7dSeRyGVH3LMuKikqi2j0dKVUqNZmZ+i3rS+4JXDwoVwtjbIwNSavQ+a+MuZGcn06H6wRHll68TWNXGz6rkD37+tazNHK1IcDOghNxqdgYG1ZaU8/YQMardTx1tr0Z7EvfGm6Ep+XQ0MUamUSCq7kxd7LztY9xy7vDh84HeSXqVbLMHGjt5cBvPRoil0qZ1MSfSU38eRBHopNZey0OD0sTRjf0Zvqh64SW1rhSlqiYsvcyI+8JfClLVKTm6TfBqGGn/z6Fx+/atdh/vC0Ij8JDV4I8c+Y0LVu2BqBly9acO3dGe9/169cIDg7BzMwMMzMzcnI0Xz6//Tafnj07c/jwwf806KfV2LGL2L//Kmq1mtjYXC5cMBSBIuGJqxjEVSqLuHDhnPa+siDu2rWbmT37OwBatWrDrl372bp1N7/88lNVDVt4DrXzctS5bW0gQVJUjDonH5OYGIb06YmhoSYAIJFIcDBViKyGF4SjoxUymeYUxM3NlsuXv6dVqwI6dCigT5/a5OcrmTlzM6NG/cbSpQdRqf7bj0Hh373oc+/jj9+nR49OfPihbqexxMQE+vbtTteu7Tl06AAAOTnZDB06gG7dOrBmzarHNiaJRMK4cbot4idM6MLLL+vWoQsMdOPOPV0rS0pU/PLLXubM2YlSWUx+vpIvv9zIvn1XaNv2c8aMWcgnn6ylTp0pnD0bQXp6Dp98soZJk5bz229/o1aradDAH19fFf4O+XT0ycDOTkVBgQw/v4m8++5y+vT5nr59vyc5OYtGjT5g7tyd/PrrXpo2/Yg//jiiU+AaYPXq43oFtg8evE7//roNXvr3b8LQobrlGmrUcGXq1F64lNbYA013tUGDdD+LB6WQy1jWOxhHU81yq7KOfxLgq7a1UN0TQFUDJ+/5rNVoClHX+XUPLX4/QND83QzfrFkueOVuJiO2nGHg+hMcvK0JiKXkFTJlzyV6rT7GkgtROJkpaOpuy6LzUQxYf4Ke/s609LDDzcKYALJJlFjze2Zz6kUe4UBbJ+Z2rsvnh64zeMNJjpRmWN27T4CiEhUzjtyg/fJDTN17mazCInaEJdBq6UF+OhPO1L8v0+mPw3qdTZUlKuxM9IPzPau78nYjP2Sl3xX9At30lqoLT0aXLnV1bnfuXLfSxwnCf/HQGUVZWZl4eWmizRYWFoSGlqeNl5SUaE84zM0tyMjIoEuXbgwY8DJpaWkMGNCbvXsPIZPpr5k9duwIx44dASA7W7+Dw9Ps+PFQndtZWVKKisTJrfBkVRbELcv2u379Gl999S0SiUQbxPXw0Bzk5XK59odbZZ7luSlUjQ9aBJBRoGTDjTt4W5tiLJewp6gvAE7pMTRq0rSKRyhUhaVLD7Jr1wVq1nTnnXe6Y2amCRCam2t+kBkaGjJy5C/8+ecxANavP0lsbApffz24Kof93OvevTs3b96kZs2aVT2UJ+5Bs+RXrFhGnz796N37Jfr06UafPv20Qe9HbcaMwTRo4M3Jk7do2bKGNoNHLpexbt1JvLzs+eCDvmzbdpZ1605qn6dQGKBUFuntb+PGUzqNWAoKivjllz1ERSVx4MA1QNOdLCMjF7UaLl0qLWadZIx9Sgnr1l0iKal8OdrmzWcIDHTT6XBWUFDElSv6Hddq1HDFz89ZpxZSw4beLFgwCjc3W44fD6NZs+p8/PFLmJgYYWAgY82a43h42DF1ai8cHa24cOFbVq48gkQiYciQFtjamuu9zoPq7u9C3KTupOcXIZXAsdhUajlY4mVtSjVLEw7cTtJ2De0d4EInHyd+L11WXeZWWg7XkrO0t5ddimZgkDuDNpzU1hvaeOMOp15vx1s7z3OytHPy1tB4cpTF3M0p4OujN7XP7xfoxocta9D5j8Oozc2JUvqgCMil2MSSZksOkFmaabbuehynX2/Hm5XsMzojjx9OhgGwLyqJGylZSECns+nJuDSmNvXnUIUlfX42ZnzQogbXkrPYeOMOMomEN4N9tEu/P2pZA2WJCmdz4//82f8/RKkTfQsXjsHS0oQ1a/Zjba1i6dK3qnpIwnPooQNFFhaW2h+L2dnZWFqWLw+oGADKydHcZ26uSU20s7PDx8eX5OQknJyc9fbbrFkLmjXTXEU4cGDvww6vSrRoUYOtW89qb1taqjAyEvXChSfrQYO4Zmaak6ylSxfTpUv3++73WZ6bQtUwksuY26Uec7vUY1toPD1XH9Pel2jtwa7YLF6xsf6HPQjPm+++28rUqZq292vXnuDUqXC2b3+f0NB4IiLkGBurUCrVrF17Qud5y5YdEoGixywgIIBFixZV9TCqxINeYDl79jQzZ85CJpMRFFST8PBbBAYGPZaxSSQS+vdvQv/+TXS2jxjRhhEj2mhvjxrVnpiYFJYuPYSDgwUzZw7B2NiQH37YobOv4GBfYI/OvpTKYm2QqMzKlUf1lnUlJ8vIyMjnXoaG+ue61au78tFHfZk5cwvFxSU0bVqdSZO606NHA4YN+5kbN+7QvHkAP/00ElNTBTNnDtHbx4ABTRkwQPeCgoODJe+8c/9zlYcll0qxL80q6lm9vB5aj+ounHq9HVtuxuNrY8bLtTwwkEq4kFidn06HY2wgY3rrIC4kZOjtc1tYgjZIBFCsUrPgbIQ2oFNm5ZUYErJ1P9eNN+KQSyWoKc/0KzA0ZXVsrjZIVLbPX+6zzztZuvvcEZZA/0q6nL1e3xs3CxPWXY/D29qUT1sFoZDL2DCgKXFZeRjJZNrPBsDWxEhvH4+LKHVSORsbM5YseZPk5F2ApiagIDxqDx3FCA4OYdmy3+nVqy+HDx9g0KDyL/jAwCDOnDlFYGBNsrOzMTe3IDs7C3NzC/Lz84mMjMDW1u6RvIGnyS+/vK492NrbG+DunvbvTxKER+xBg7gA586dYd++PSxb9ueTHazwwohI1y8WGn6fAqLC82vp0oM6t3fsOM/mzacZOHAOSqVmqfbXX+/B2tqUlJTyzEVHR6snOErhRfOgF1gyMzMxNzfXPj4zM6PS/T7JTFypVMrXXw/WC6j++usb/PDDduRyGdOm9WbIkBYsX35IGxgyNzdmwoQubN58hpyc8nbrbm62KJXFhIbGa7cZGkp54412rF9/UhtECghwZerUnhw8eJ2DBzX7rFnTneHDW2NlZcr48V1IT8+lemnwJTjYl+vXZ1NQoNQW137aNXSxoaGLjc62me1rM6NdLe3fxoGoJBZfiNJm6ziYGtHey4FfzkboPM/L2hQjmZTCCkE4F3OFpmxFhcCOtcIQ10oydgKdbOBSnO4+rSrfp0wi0al1ZG9qxHvNAtgdcVcbbBpR1xM/W3P8bM0Z38hP7/XcLEz+6aN57B40iAuaUidr1/7J5Mnva58rCMKDe+hAUe3adVEojOjRoxNBQTWpX78h06ZNZsaM7xk37m3GjRtNfn4+U6d+AMCvv/7M/v1/o1armDDhneeydo+Liw2bN0+hf/8f2LbtHHFxRsyefYjWrVtX9dCEF8iDBnETEuL59NMPWbFidaXLQQXhUejm58x7f1/RFgWVoqZ3gOhi9aJxcLDk+vXyHzmmpkb89ts+lMryq+4HDtzim2+G8MEHf1JSosLY2JCZM0U2kfD4POgFFktLzeMVCgXZ2dlYWFRedP9pyMQdPboDo0d30Nn2118fsnnzae7ezaRv30a4utrw3XdDGT/+d4qLS7C1Nefrr19GqSymY8cvyMkpRCJRM3BgDdq1q8Xx41/yxx+HcXCwZMyYDhgbG7F//yccPnyDggIl7drVQl7akt3BwRIHB/3P51kJEv2TinW92ng5sHNICxZfiMJGYcjkpv742JjRt4YrG2/cASDE1Ya3gn2RS6W89/dlVGpNQGl66yBS85T0XH2MHGUxcqmE7zvWoaOPI+uu3CYmR1No2z87hvGN+nHgdgpbSgN4DV2sGRfii4FMf5+5yhK6/3mUtHwlxnIZP3apR30Xa8IndOGv8ESqWZrQotrT3bHscZQ6eV5KKaSmZpOcLMXCQpQ5ER6P/7QuquI6UYAZMzRt+VxcXNm4cbvOfVOmTGPKlGn/5eWeCcuWHWLbtrLiwRK2br3GgQNXadPmxVvzL1SNBw3ifv/9NyQnJzFixFAA/vxzA8bGT2bdufDi8LM1568hLZiy6TDRcXcY5GlOPWex7OxF8+WXA+nSZQbZ2flIJBK++upl9u69rPe4Pn1CGDy4OZcuRdO4sd8jqUMiCPfzoBdYGjYM4ciRg/Tq1ZerV6/g66ufifE0MzSU6y3pGjOmIz17NiQsLIGQEF9MSpcXXbr0FYMHj8fMTMVrr7UCICTEl5AQX53nSyQSWrUKfDJv4CnV2deJzr5OOts2DGjK5bsZ5BeVEOJqg0QiYXLT6gwIciciLYfGbrYYG2gCGbHvdONUXBq1HC1xKc0mOvVKU/q8PQ3DokKa+LgglUjYPKgZFxLSyS8uoYmb7b/u82JiBjXsLLAu7R5pZ2LE0NrPRhHqx1Hq5GkI4P5X27efY8CA2eTnGyGVqtm48RR9+zaq6mEJzxlRQOcRq1igr0xYWIIIFAlP1IMEcWfNmvvExiW82Np4OfCRt5zFB/6mVkCPqh6OUAWaNQsgJmY+R4/eJCjIHS8vB4KC3Ni9+xLFxSUAtG8fiJ+f5sTezc22KocrvCAe9ALL0KGvMmbMSBYtWsCrr47AyOjJ1Wx5nFxcbHC5Z4mVp6cb9vaajAU3N/36NsK/q13J0lkPSxM8LHWXdVkpDOl0T6DJ3tYGx7xkSkpU2NvX1W6v7EJLZfs0MZDT1P3ZLfchSp1U7t13l5Ofr8k0U6kkTJq0XASKhEdOBIoesV69gpk1aztqdVn3FhldutSr4lEJgiAIT4MH6d6Sk5PNmDEjSU9P59VXRzBw4POx/MrKypTu3Rtob7dvX5uLF7/lpZcmYGKiZsGC4VU3OOGF9SAXWMzNLVi5ct0TG1tVkkrLu6E6ODhU4UheTDKZDCtLC1LTMrCzez6DHv9ElDqpXMI9xdMTEtKrZiDCc00Eih6x5s0DWLv2Hd57byHZ2Rl88EEvPDxevC92QRAEQdfT3IK7qgUFuePnp6lTZGZWtcVTBUGoXFkBb+HJMjBUAGBt/WIu1xalTvS98koL5s8v7144dGiLKhyN8LyS/vtDhAfVr19jxowJoFEjJXXrulb1cARBEJ46FYuAvigq695S5vr1awQHh2BmZqbTgrtlyzY6LbhfBM/LMh5BeF6YmZkBL+b39tOg7HOvWJ9HeLHNmTOc774biqNjCQEBRcyf/3pVD0l4DomMIkEQBOGJKTvhLVue+yJ5HlpwPwnPa9aUIDyrvvjiC5KTk6t6GC88kdEllDEwkDN5ck8OHVoIgJHR87nETqhaIlAkCIIgPHEv4pXp57kF96P0vNaUEIRnla+vL76+vv/+QOGxMjU1reohCILwAhFLzwRBEIQn7kXMKAoODuHw4UMAHD58gAYNgrX3lXVvyc3N1WvBXVJS8ky24H5YFYNmgiAIgoZCoajqIQiC8AIRgaLHpFWrVkilUnEFRhAEoYJatWohk8lo0qRJVQ/liavYvUUqlWq7twCMG/c2M2Z8Qb9+PZk48V1A04J7w4a19OjRicGDX3nua/e8/PLLGBsbv5DZZoIgCPfTtWtXAKysrKp2IMJTp2HDhtSpU6eqhyE8p8TSs8ckJCSE9evXixR6QRCECry9vVm3bt0L+90oWnDf38svv0z//v2rehiCIAhPld69e9OlS5fn/mKB8OA++uijqh6C8BwTgaLH6EX9ISQIgvBPxHejUBmJRCL+NgRBECohgkRCZcRSbeFxEkvPBEEQBEEQBEEQBEEQBEAEigRBEARBEARBEARBEIRSIlAkCIIgCIIgCIIgCIIgAE95jaKoqCjq1q1f1cN4aDk52ZiZmVf1MF5Yz/rnHxsbXdVDuC8xN4X/4ln//MXcfHye9b+NZ92z/vmLufn4POt/G8+6Z/3zf1rn5rM+L+HZ/9t41j3rn/8/zU1JUlKW+gmO5YXy7bdfM3XqB1U9jBeW+PyF+xF/G1VLfP7C/Yi/jaolPn/hfsTfRtUSn79wP+Jvo2o9z5+/WHomCIIgCIIgCIIgCIIgACJQJAiCIAiCIAiCIAiCIJQSgaLHqFmzFlU9hBea+PyF+xF/G1VLfP7C/Yi/jaolPn/hfsTfRtUSn79wP+Jvo2o9z5+/qFEkCIIgCIIgCIIgCIIgACKjSBAEQRAEQRAEQRAEQSglAkWCIAiCIAiCIAiCIAgCIAJFT8yxY0eYMePzqh7GM0mtVjN4cD969uxMSUnJf97f6tUr+eOPZY9gZMKzTszL/0bMTeFxEXPzvxFzU3hcxNz8b8TcFB4XMTf/GzE39YlAkfDUu3s3ETMzM7Zu/QuZTFbVwxEEoZSYm4LwdBJzUxCeTmJuCsLTScxNffKqHsCz6tixIyxYMB9Qk5aWxvDhI/nzzz8wMjJi1qx5vPnmGxQVFREYGMS3387Wee4ffyxjzZpVAHz11TfUrl33yb+BZ8j06R9z9OgR3n77LfLz80hOTsbW1o758xeyYcNaDh7cR1ZWFjKZjLZtO7Bp03p8fHyZPfsnrly5zEcfvYdSWUinTl15++3JOvv+/vuZHD16GKlUypw5P+PhUa2K3qXwKIh5+WSJuSn8v8TcfLLE3BT+X2JuPllibgr/LzE3nywxN/WJjKL/RM3y5atp374jFy6cY8OGbTg7u5CQEM+6dVvYvn0P2dnZREaGa5+RmprK7t072br1L5Yv/5Pvv/+mCsf/bJg27WNatWpDzZq16NSpKxs3bqdp0+Zs27YZAFtbO1atWo+DgyOFhQVs3foXcXGxpKen4evrx+bNO9m1az+HDh0gPz9fu9/r16+RkJDA5s07mTlzFnPn/lBF71B4tMS8fFLE3BQejJibT4qYm8KDEXPzSRFzU3gwYm4+KWJu6hMZRf9BQEAgAE5Oztja2gHg6OhEZGQEc+bMIisrk9jYGBITE7XPiY6O4tq1q/Tp061KxvwsCwsL5fLliyxf/juFhQX06dMPCwtL7b+Do6OTzr9JRkYGSmUSn376Afn5+YSH3yIlJVm7v1u3Qjl+/Ai9e3ctfb7jk39TwiMn5uWTJ+am8P8Qc/PJE3NT+H+Iufnkibkp/D/E3HzyxNwsJwJF/4FEUvG/y2/Ex8fTtWt3Bg0awpgxI1Gr1dr7PDw8qVu3PkuWrACgqKjoiY33Wefr60eLFq3p0aMXoPnsNmxYq/PZV/xvtVrN0qWLGD/+HZo1a0H37h11/i18fPxo3botM2Z8r92f8OwT8/LJE3NT+H+Iufnkibkp/D/E3HzyxNwU/h9ibj55Ym6WE4Gix0AqlfLLLz+yc+d2vfvs7Ozo0KETPXt2RiaT0bx5S959970qGOWz55VXRjBp0niWLl2EWq3mww8//dfndOjQiWnTJuPvH4ChoaHOfTVr1sLBwZHevbsikUjo06cfr7464nENX6hiYl4+PmJuCv+FmJuPj5ibwn8h5ubjI+am8F+Iufn4iLlZTpKUlKX+94cJgiAIgiAIgiAIgiAIzztRzFoQBEEQBEEQBEEQBEEARKBIEARBEARBEARBEARBKCUCRYIgCIIgCIIgCIIgCAIgAkWCIAiCIAiCIAiCIAhCKREoEgRBEARBEARBEARBEAARKBIe0ObNG6hTJwBHR0vGjn29qocjCC+8999/FwcHC44dO1LVQxGEF97Fi+dxcLBg/PgxAIwfPwYHBwsuXjxfxSMTBEEQBEH4/4lAkfBA5s+fR0JCPN9+O5uRI0fp3V9cXFwFoxIEQRCEp8/w4SNZsGAJnp5eVT0UQXgupaWlMmHCWGrU8MLNzY7WrZuyefMGAH744VsaNaqLh4cD9eoF8ssvP2mft3r1ShwcLHT+t3Pn9qp6G4Lw3PmnudmgQU29+Vd2gUXMzaeHCBQ9g2JionFwsKBnz84MGtQXLy8X5s2bzfz5P+Lj40abNs2IiYkmISGeESOG4ufnQa1a/nzxxaeoVCoARo58FT8/D9zd7WnePJgdO7bp7Lt79468+uogvL1dGTPmNdRqNePHj+HixQsATJnyNvv3/823336Ng4MFEye+ScOGtZk+/SOysjKZOPFNAgO9CQjw5N13J5CXlwfAtWtXadWqMTVr+jFz5hc4OFjQu3fXqvkgBeEpl5yczEsv9cDT0xlvb1c6d25DSkoKH388DT8/D3r16kJ8fHxVD1MQnlmP4nh6+PBBGjasRf36QWzatEFn/0uXLmb06Ne4fTuKlJQU2rZtjqenM56ezvTo0YmbN28A5SfG48aNpm3b5vj5efDbb/Of+OchCM+aESOGsnr1Sjp16sr06V+TkZHOqFEjOHhwPxcunKNLl+589dW3GBgY8OmnH3D8+FGd53/99bcsWLCEBQuWUK9e/Sp6F4Lw/Pmnufn1199p513Pnn0AqF27js7zxdysevKqHoDw8M6ePc3HH3/OrVthfPXVZzRv3opBgwazcOGv/PbbfK5du8qlSxcZM+YtkpKS+PHH2bi4uDBy5Gjq1q1P69Ztyc3N4Y8/ljFu3Gjateugs+9p0z4mMTGBjRvXM3z46wwfPpIjRw4RH3+HBQuWEBAQyLZtmwE4eHA/kyZNxcvLm48+ep/169cwevRbSKVSfv55LmZm5kyf/hXjx48hLCyUDz/8jLNnT1fRJycIz4YNG9Zw5Mgh3n57Mu7uHly8eIG//97NggU/06RJM3r27MNXX02v6mEKwjPvYY+nQ4cO58033yAvL48PP/yUrVs33fc1pFIJ3br1wMnJmbt3E/npp7mlx8st2sccOLCPSZOm8s03X/Lll58xfPjrGBoaPomPQBCeOceOHeHEiWMEBzdizpyfAfDy8mbQoL7Mnv0d69Zt0c6fwsICPvhgKjdv3qBp0+bafbRq1RZPTy8MDAyq5D0IwvPo3+bmli27tI+dM+d7jI2NGTDgZZ19iLlZ9USg6BlWv35Dxo4dx6VLF4iNjWHixEm4u3uwcOGv3LhxnePHj6JWq/n++5na5xw8uJ/hw18nLOwmmzatR6lUau+LjY3ByMhIu++JE99FIpFw8eIFYmKiGTDgZSwsLIiPv0OfPv0AtIGiceMmMmzYawCMHj2C4uJifv55rs7rZmVlcvXqZRo1asK4cROJiopk585tj/tjEoRnlre3DwDHjx+lUaMm9OnzErt37wTg3Xffo2XL1pw7d4b169dU5TAF4Zn3sMfTRo2akpR0l379BjJy5Cj8/Pzp169npa+hVCrZv/9vzp49jVqtBuDGjWs6jxk8+BVGjhzFnj27OHBgH8nJSbi6uj2+Ny4Iz7Cy+dOwYYh2W0hIIwBu3ryuE2Q9eHA/UqmUkJDGOvto3jwYqVRK8+Yt+fnnhTg4ODyBkQvC8+3f5maZU6dOcuPGdQYPfgVLSyudfYi5WfVEoOgZZmlpCaCNtFpYWCCTyUrvlQAQFFSLzz77UvscCwsLDh3az5o1q2jRojWjR49l2bIl7N27m4KCAm2gyNraGgCZTPMnUpZifz9OTs46tx0cHPn559+0t8v2W1HZibIgCJXr2LELu3bt49ChA+zf/zc//jibmjVr6zxGzCNB+O8e9nh6r3+ajwsX/sqZM6cYOXIUHTt24Z13xpGTk6PzGCsrzbFXLtcce0tKSh7uDQnCC0QikehtKy4unzuffPIBe/b8xUcffUbNmrUA8PT05uuvv8XDoxq7d+9ixYqlfP31dG32gyAI/92/zc3ly5cAaJMNQMzNp4kIFD2nFAojmjZtzokTxzh58jjOzi6cOnUCPz9/atXS/NDMz88jNjaG06dPPdLX7tChM6tXr2T37p0EBdXi0qULSKVSGjduSq1adTh79jQ//TRXLD0ThH+xbdtmrl27gqenN9Wr1+D06ZOMHv0m48ePYdasb7h1K4zdu3f9+44EQXho/3Q8HTt2PA4Ojvz1104WL/7tH5eelQWRcnNzOXXqOPHxd7CwsHxSb0MQnjsBAYEAOl0Fz5zRnFuW1Tv58MOpLFz4K5MmTWXChEnaxzVu3ITGjZsA0LRpc1asWEpo6M0nNXRBeK79P3MzPT2Nbds2U6dOPerVa6B9nJibTw9RzPo5Nn/+Qrp168mSJb/x2Wcfcft2FPXqNaB163b06fMSN25cZ8eObbRp0/aRvu6XX85k6NBhbNmyiQ8/fI9z585qU33nzp2Pn58/8+fP017VEQShcsbGxmzbtoWpU99h69ZN9O7dl+7dezF69Ftcu3aVTZvW06JFq6oepvAvEhMTaNeuBe7u9jqdIbdt20LdujW0t9evX0PXru0ZMqQ/2dlZABw5coguXdrRp0834uPvPPGxCxr3O54aGRkxf/5CbGxsmDt3ls7J7r3eeGMM9erVZ9euHSQlJVGjRuATfAeC8Pxp3rwljRo14fjxo0yZ8g5Llizk3XcnIJVKeeedKXzxxacsXPgr9es3oHr1ADZtWs+NG5plL++9N4mvvprO6tUreeed8QA0aNCwKt+OIDw3/m1uAqxZs4qCggKdbCIQc/NpIklKynpq1y3UqOGFp6dnVQ9DEKpEVFQUN2/eruphVErMTeFF9qBzs6CggIKCfIYPH8L69Vu1y4pGjx5BbGwsO3f+TVFREX37dmfTph1s376FuLg4xo2bSJ8+3VixYjWhoTdZu/ZPvvnmh398LTE3hReZOG4KwtPpaZ2bYl4KL7p/mptP9dIzT09Pzp49W9XDEIQqUbfu09sKUsxN4UX2oHNToVCgUCh0tu3d+xetWrVl1aoVAEREhFOjRiByuZyWLVvz7rsTycvLQ6FQYGZmToMGwXz55Wf/+lpibgovMnHcFISn09M6N8W8FF50/zQ3n+pAkSAIgiA8j9as+ZP58xdqA0WZmZmYm2uKI1tYWJKZmUFmZgbm5uba59yvsPGxY0c4duwIANnZ2Y955IIgCIIgCMLzTtQoEgRBEIQn6MiRQwQHh+i0bra0tNTWJcrOzsLCwhJLSyudwI9UWvkhu1mzFkyd+gFTp36gE1gSBOH/c786YmX39e3bna5d23Po0AEAcnKyGTp0AN26dWDNmlVVMWRBEARBeKxEoEgQBEEQnqCbN6+ze/cuBg7sQ2joTWbM+BwfH19u3rxBSUkJhw8fpEGDYExMTCgoKCAnJ4fz58/i71+9qocuCM8lKytrNmzYSoMGwXr3zZv3A++//zFr125m9uzvAFixYhl9+vRj69a/WLlyOUql8kkPWRAEQRAeKxEoEp5bOTk52nbEglBGrVaTm5tb1cMQXiBFRUW89FJPrl27ysCBfahfvyEbN25nzZpNVK8ewLRpn2BgYMDQocPo0aMTa9asYtiwEQC8/fZk+vfvxRdffKrT2lkQHocX9btRoVBgZWVd6X3Xr18jODgEMzMzzMzMyMnJ5uzZ07Rs2QaZTEZQUE3Cw2894RELLxKVSkVmZmZVD0MQhHuoVCpycnKqehiPjahRJDyXUlJSGDFiBG+++SZdunSp6uEIT5Ft27axcOFC/vzzT8zMzKp6OMILwMDAgA0btlZ63/bte7T/PWDAywwY8LLO/a1ataFVqzaPdXxPi4yMDGJjY6lVq1ZVD+WFdOzYMWbOnMlPP/1EtWrVqno4T42SkhIkEgkA5uYWZGRklNYU0yzztLCwIDMzo9LnivphwqOwatUq1qxZw9KlS7G1ta3q4QiCUGrx4sVs3bqVrVu3ao8TzxORUSQ8l+7evQvAgQMHqngkwtNm+/btAOLqnCA8ZWbPns0HH3xQ1cN4IRUWl7DoyAVSzJ2IiIys6uE8VWQymfa/c3KysbS0LK0ppgn8ZGdnY2FhWelzRf0w4VE4fPgwAMnJyVU8EkEQKtq6VXMRUKVSVfFIHg8RKBIE4YX0PEb+nwX5+fksWLCArKysqh6K8JQ5f/58VQ/hhZSWr6TOr3tZWujIyeodeedSJkUlz+dJ78MIDAzizJlT5Obmkp2djbm5BQ0bhnDkyEFKSkq4evUKvr5+VT3Mx2r9+vV89dVXVT2MF1ZZGQVxgUsQnk73NkF4XohAkfBcKgsCiBpFwv2Iv42qcejQIbZv3862bduqeiiCIACLz0cRmlq+LOpyZhE7biVU4YievHvriJ07d4Zp0yYDMG7c28yY8QX9+vVk4sR3ARg69FU2bFhLjx6dGDz4FYyMjKpy+I/dsmXLOHnyZFUP44VVlq2QlJRUxSMRnjarV6/mjxUrqnoYL7zntaGBqFEkPJfKggAia0QQni5RWQVkKyxf2KK5gvC0ySjQP8FNz38+T3rvp7I6YmUd0FxcXNm4cbvOfebmFqxcue6Jje9poVKpkErFNeYnSaVSkZOtySSKjo6u4tEIT5uVK1cCMPSVV6p4JC+2goKC53J5sfi2F55rImvkxXbq1C0mTvydr7/eSFra89uV4FlQolIzYN0J3rxRxKGavfgxzYzC4pKqHpbwFCgqKmby5OXs22fEiROGnD8vauQ8SUNrV0MhLz8dtDaQ0CvAtQpHJDxtioqgsFDUyKkK0dHR5OUXAnDj+rUqHo0gCJV5Xi9+ikCR8FyqmFF0Jyufk3GpFD+nhcaEyh06dJ1mzT5m3rxdfPjhalq1+pQSUXejymwLi2fd9Tjt7auFBvx5NbYKRyQ8LWbO3MysWdvJz5eSmiqjW7eZKJXP53r/p1ENewtOjmxHU/n/2DvPwKiqtQs/U9N7T0hPCKEFQgfp0rsUQRBRESuIFxVULGDBgiggCigooPTeewkt9DRI7733mUz/fkyYZJjovZ+iKGb9yuw5ZZ/JnDl7r73etaoIKIjj23AHHC2kD7pbzfibYO7c7zlxwpwTJyyYMOFLFArVg+7SvwpXr14FoH9wCVnZORQUFDzgHjWjGc24Fw+rf1gzUdSMhxIqlX4gc1nsju/Xh+ix7jQtVx4lvfzhZHybYYoffjhlRAzFxWVz/nx8s3/VA0JGhem911RbM/59OHEi1uh1QUEFsbFZD6g3/06EudszVlpG65ybuJuL/vsOzfhX4MaNNJYvP4FWq39uXriQwZo1xx9wr/490Gq1nDp5ggBnGf0CSxEAJ0+e/EvOHZlTyrun4/glJrN5ofVvisZJWxpNs0L7QaK0tPRBd+FPwR8iit59dwGjRg3hnXfeNGr/4oslDBs2kGHDBhIRcRaArVt/oUePcMaOHc6iRe/+kdM241+EUpmCrXFZXM0tM3mvsk7FxxHxPLvvGkfuMd5UKpXUSSy4KG2Bpp4QSK+o5cOIO39Jv5vx4GFjY2HSJhAISE5WUFzczJH/1Rgd4omZqOFzF6LjsdDm8pZmQFiYr9FrS0szgoLcH1BvmtGMvy/kcmWTytg/a+Fjy5ZDJm3btx81TErz8sp4663NPPfcai5cSPhT+nAXeXllf5qaSa7S8HVkEi8cvMHBpLw/5Ry/B1euXCG/oJDe/qWIzMXUBAey5GoGN7J/v6m1XKXhdHoRWZWyX91mx+1seq47zUfn45m25yoz9l5rcruEkioOJuVR3awyeyCoqKgw/F1SUvLgOvIvRWF5BTlOAWQ6B5Oa+3Aq/X73bCkmJgqZTMaBA8dQKlXcunXD8N6kSVM4cuQUW7fuYunSTw3tL7/8Knv3Hub99z/8Y71uxr8CN/LKCVhxmCm7rtDth1O8euSW0fvDN59n4Zk41kdlMHzzBbbGNaxA1ykUKCQW6O4xs/6tB2NBTR174nPJbFY5PBR47bURODs3GMsNGRLGpElfceaMjCtXzHjmmXUPsHf/HijUGhRqDQEO1pya3pfudgLcKrKZ41RLezf7B929ZvwN8MEHExk4sB0AUqmOH398ETs7ywfcq2Y046/D5s3n8fCYhZ3dU7z66o8m78vlSqZM+Robm+m4uz/Hjz+eAUCj0fLqqz9iZfUk7u7PsX79acM+Op2O4uKq/0oiffHFfoKD59Cly1scqR9nqVQqNmzYQFTUcURC4/2Vyiw++ugjCguL6dXrXT79dC8//HCafv0+4Pz5+D/6UVBZKaOwsMLwOj+/nG7d3sbL6wU8PGaxbdslAHbvvkJAwCt4eT3PkiV7/tA5B2w8y2vHollzI41RWy7y4sEbtPn2GC5f7OON49FotDqKaxUsOnublw7d5FJ2w6T8dlElq66mEJlzfxUFGo2GX37eiKuNipQyKwZnzuGMXS/uOIXQ48ez3MovN2x7ObuU1ddTSW6UXtgUogsq8P36EAM3nsN/+SG+vJTY5HZfRSbT+L++OTaLgpo6o23eP3Ob0FXHGLXlIn7LDxNVUPF7L7UZvxNZWQ3znmaj878WMpWaXj9FEOX/CLF+PXgjTUDhPffIw4DfnXp27dpV+vTpB0CfPv24ceMaHTt2AsDX1w8AqdTMKHVq7dpv2b59C6+/vsCw7724ePE8Fy+eB6C6+rd/8JrxcGPJhXiqFA0+Fd9cS+GNXiG0sLXkTnEVl7KNH8o/3EzHWirmlcO3yK6U4ebeBgdtHeVCc8M2k9t6N3muA4l5TNhxGaVGi1AAP4zqzNMd/f+cC2vGX4LgYA+Sk1dw5Mgt3Nzs2bv3KseORRveP3HiNleuJNOtW/AD7OXDjfknYlhxNRkBAuZ2D+aTge2Y7ydm3akztG49+kF3rxl/Ezg52XDy5LsMGTIKsRgmTer5oLvUjGb8ZUhLK2Dq1JWG1ytWHMHOzpLFix83tC1ffpitW/UESUlJNc89t4ZBg9pz7Fg0K1YcAfRk0syZa+jdO5TaWgWPP/4VSUn5BAd7sH37a3To4Gdy7q1bL/Lmmz8bXo8d+wUHD77Evj2/kJCUC/kqxvrXcLHMHo1WwNzWObTw0bDnhpbHJ80mI6Nx6YuWn346S+/eoUbn0Gi0nDkTh1QqpnfvUAQCAVqtliVL9rJ58wVatHDik0+m0KlTAO+/v51PP92LUqlm7NgubNnyKu+8s4WrV1MAKC+v5bnn1hAc7M748V8azvH221twdLTm+ecH/b8//6wKGZE5xqr11TcaDPWXXk7Cx96Sb6+lklCin5esvZHGyel9yK2S8+SeqwZS5ZMBbXnrnuu/FwU1dfx4Kx2lRsuMDn742lsBoNXpSC2rwcfOEjOxiEOHDpGZlcOz3fP5KbcjRSInwzFUOgHLL9zmp4mP8P6Z2yyuV8uLBAJ2TurB2F8xo3/v7G2KZYr688HCM3E8G+6PRChkxZVk7pRUMTzIA4nIeJFVKBAgFja0Fdcq+LgRKVgmV/LB2dvsndzrN6+9Gb+N8vIaZs9ez6lTcYSH+/PNN8/i7+/6q9vfudNQJREfH0/Xrl1/dVuVSk10dCaBgW44OFjf137/G7EnPpfUKoXhdSViNkRn8GavVg+wV/cfv5soqqqqxN9fP5G2tbUlMdF0FeGLL5YwffrTAAwbNoJJk6ZQVlbGpEljOXHiHCKRaR18r1696dWrNwBnzpz4vd1rxkOAijpjKatWB9UKNVqdDjszCUKBvu0urKViJu+MpFall0TnO/rTUVnApB49yaioZVIbb575FfLnrVOxKOvl3FodzD8Zy1Md/BDeo0hqxj8L9vZWTJnyCAA//xxh8n5Vlfyv7tK/BoeT8/m80WrlkgsJ9PV1eYA9enAoKMhn6tRJJCUlkJ6eT25uDq+88jwCgQBPT09WrfoekUjEzp3bWL/+exwcHFi9eh02NracP3+OTz5ZjLm5OatWrcXT8+Et15M2+yc/MFzMKmGrwpkS3+5k1DYbif+VePvtrSZtX399yIgounHDOAlQo9ESHZ3J5ctJRu06nY6rV1P4+uvDJCXpS/KTk/OZOXM1169/ik6nY+fOSK5dS6V//zacOBFjtL9SqWb+/KUEuKm4dsGMKoV+oc3STMu0AeU84VaMWgt2SiU/4wnYGe3v6Gg8Aa2qktG37wdERWUA0Ldva06cWMiaNSdZuFB/3Xfu5HDzZhr79r3J4sU7Dfvu3XuNtWtPEndP6EF1tZz583/mXrz//vbfRRTFFFX8121238k1kEQAGp2OdbfSuZZbbqS8+eRCAi92DuTDiHgisorp5uXIRwPaYm+u/3ErlyvpvPYkudX6scfyK8lEvzCYSoWK0Vsukl5Ri5OFlG8GhLBr0wZaudUQ5lmFOMf0nky8HUvtmG58fqmh5E+j0/FRRLyBKEosqebziwmUypU809GfvGrjMU+dWkuZXMnsI7c4nKwvnfk5JotZ4QFcyi5FXT/Ifr5TAM6WZob9buWXG2wd7uJmI4VTM34fZs9ezy+/XADg8OFbTJ78NVeufNLktpcvJ/Hee0fQykSEB8qJvHSJ6dOnGwk07iI2Nothwz4hN7cMc3MJa9bMYvr0vn/qtfydUC5XIlNp8LI1taT4/2D9rXT2J+YR4mSDt53pscqr7r/AZWN0BptiMvGwtmBhn1BaOtn8953uI3536ZmtrZ1B8VNdXY2dnfHD4tChA5SXlzF+/CQA7OzsEQqFODs7ExgYRHHx76+vbca/A7M6BRi97ublyNxjUYgX72ToLxE83qZBHWRnJmFsK08DSXQXpSL9jTUmxAs3K3O09Q+2zbFZdFp7gq7fn2TXnRxKZAqj/SrqlGi0zWbHDxNmzhyIWNxATgcGutK/f5smty0trWbbtkvcupX+V3XvocONPNNB4791IGlv78CuXfvp1KkLAHZ2dvz88zb27z+Kj48fJ08ery/1WM/+/UeZOHEyGzboy0+WLfucHTv2snDhByxf/uVvneYfC41Gy/vvb+fsWTOuXpUSF9dsZP1XIqqggv4bznJTY02WS0teuVVBUe3DJ6H/u+LcOVPvxOrqhs+/pqaOfv1aG71vaWlG9+7B9O5tvHotEgnp2TOE6OgMo/boaH1Zyuuvb2LSpK/44ov9DB++hLKyGpNzj3UtIqikjCpFw1qyTCEkKdeMyAIbHtkZxtg9odyIktLBvaFU39paSLduTkamuhs3RhhIorvXum/fdQ4fNrYSKCmp5vDhmyZ9uXMnh+HDOxq1+fu7Nml2X1T0+1KH3K3M/+s2Ye72Jm32ZlIU9xgIqzRaXjlyi2WRSVzPK2fVtVSe3tfg77MrPsdAEgGU16nYFJPJ3KNRpNfbHpTKlcw6eBOlRkt6cCd65r7NFbtOuCkKDftZ62SI70Ry+uw5VBrjsapcre9TjVJN7x/PsD4qg32JeYzZepEuno5G2/Zo4YSVRGwgie4iMreUuBeH8NWQMI5O7c0rXQN5/Xg0b5+KJbOilo0xpmVOVc0+RX8YJ08aBztcvZpCdbXpgmZ6ehH9+39AaqqC9Hwpey7acichn7i4OBIT8/jss71s3XoRlUpPMC5Y8Au59V6vdXUq5sz5Eblc+edf0N8A752Jw23pflp8dZARm88jU/2+hZDlkck8u/86+xLz+PxSIhujM7FUNvz+SVR1hCr+O7exLyGXecei2X47+7+WBW+Ny+Kpvdc4mVbEpphM+m84i0L915qW/26iqEuXrkREnAMgIuKMYQAMcPt2HOvXf8+nnzYMaqurqwCQy+WkpaXi5OT8e0/djH8JJrXx5ti03swKD+DTge1oYWvB8dRCdEBcURWROWVce24gOyb2IGPucCa09sbOTGJ0DHutgpBvjvLS4ZuM3HKBKbsiuZJTyrTdV7iZX8G1vHIm7bzMyJYeRvtNa++LRNRsePxPh0ajNRh/9uwZwuXLH9G2rZSQEBU7drxoRBzdxdWrKfj7v8LkyV8THj7fSJbfjP8dAwNM5dICAbyRpCYidASRMkkTez2cMDc3x97ewfDa3t4BOzt7AEQiESKRkNTUFEJDWyMWiw3l3DKZDHNzc6ytbejUqQtJSU37SfzTsXTpfhYv3klNjZCiIhHDhi0xDHCb8edja1wWqkYLI7UaHQcS839jj2bcTxT8irdLQUEF/fp9gI3NdD77bB9TpvTCy8uRDh386NWrJS1avMDHH+/m8cd74uBghZ+fCy+8MIiYmEwGDWpvdKzBg9ujUqn59ttjRu2nTt3E01ONAB3mYi2TgovwUMmRCk0Ns0VCHW9e8KNQplfHpFdZYIGGHcPusKBPLq19apk27UdsbJ7g5ZdXoNPpKCmpMjlOSUkVbe+xAZBIREyc2ANzc+PnQrt2vkgkYsaO7UKrVp4MH96R9u19KCw0Pe7v9fPW/sqO7tbmSIQCxoR40t3LkTEhnob33KzMmBnuz6v3lK6/0DmQ/YnGZtj7E/MM5zBvYsxhLhYZqZUAqgUSatu2ZFddNwo09uRYtEAmtGCN80+8anccR7GMC21GMu1sJkMDjOdTs7sGAXAyrdBQZnYXdWoN60Z3ZkyIJ9Pa+fB4G29KZAos7umXs6UZIc42zO3ekmAna7r+cJovLyex5EICXb4/RUWd8XEBapXNqVtNITo6gylTvmbEiCXsa0QaXriQwNq1J8nIaCAXOt5T9RAU5E58fA67dkVS2chjdd++aygaWXNodQLKCoV8umQt7du/zoIFm5kyZTmPPbYU0BNLjVFZKaO83JQkftgQVVDBhxHxhufb4eQCvruW+pv7VCtUvHDwBkErDjNxx2Wy6z/3n2ONydFreeWEJ5+hW9FlepZHMi5zL8k3LgP6srTBmyIYt+2iURjTJ+fjGbvtEssik3h8ZyQL7iEGAWqValLrCfwdd3KM3surruNi9l+brva7S8/at++AubkZo0YNoU2btoSHd+att15nyZKlLFq0kJKSIh5/fBy2trZs3LiV1atXcfr0SXQ6LXPmvIZE8u+ZJDTj92NwoDuDA/XpN/7LjdM30itq0Wh17LiTzYcRdxjd0pPtE7rz+okYUksqcS5Mos7BCVkjldH22zm4WpobSYW1Ogh2tGHtyE6czSymi6cDL3UJ+isurxl/Ij74YDtffnkQgHnzRvLBB5Po3DmQHj0syc+vxNZWv4qo1WqJjEzG0tKMDh38+OijXUYrOMuWHWTevJG4NRsv/7/Q09uZtSM78cWlRAQCmNbOl3dOx+nLRa2cWF8Bz2aX0NP737toUFCQT0TEWebNm8+NG9exsbEF9IrdysoKKisrsLFpkBn/WvztP93b7151QU5OKTExWXS6R1XajD8H7tamioqm2prx12L+/J8NaqPs7FJOnowlJ2c1H364k48+2g1AcnIBBQWV3Lz5GQMGLGLVqmOsWnWMTp38mTSpB5GRyQQHe9CtWxA3b6YjkYipa1zWr1XxYe8s2ggqeelUENuTXdme7IqvjRxv6zqya/TfA0cbNQHuSk5FGZc9JFVY0NmtFm2hgE8j7pbF6vj22wsUFibw4oszMDeXGM5pb2+Fj48zdXUquncPJjIyGRsbC6ZN682nn+5lzJguZGeXIJer6Nu3NXPn/oS6fgV9woTudO0adN8Xb2J+hahbNawjtwoq+Oh8PPsS87CRilk9Ipy8mjrW30qnw5oT9PR2YuPYrsQUVtDJ04HH23hzPquYm/kNx/S3t+L149FEZJYQ7m5PqLMN8fXEkJ+9JdPDfEkpq+G76w0TWK+6PPJsPKHRv6paYkuwtIgVVYPI0uifm1VmtkSnZvHTmD7EFFZiLRWx/XY2exNym/QpamFrwTMd/Ukvr+Wj8/H8HJuFRCjgyfa+rK9XfllLxUxr58PehFwG+Lvyc0wWNcoGUqJYpkCpMSXX1H9S8t6v4d13FxAVdYv27cP4+OPPDe2XLl1g8eJ3EQgEPP74VGbMePYv7VdjlJZW07fvBwaS58iRKE6ffo/Dh2/xxRf7AZBKxRw4MJ/Bg8NYtepZJk36ihs30ggKcqddOx+6dXsH0Jd1RkQsok0bb6qqTBO2etqVs/+MCKWygfQ7ePAmd+7kMHFiD6Oyzp49Q/C8R132MCKhCaI6vqSa987Esf5WBs6WUpYMbMew4AaxwNyjUYZ7IbW8lpwqGZefHYinjQXQoIoXo0ViLkQlFWOtqqaHex6no1Xsj0lh/J5bhnnmidRCUucMx83anBVXko368s21FJY82s5gc7IxOoOXD9+iRqmmnasd3VoY/48EgO9fHPTxu4kiwOjGBFiyRM9cbt++12TbN954izfeeOuPnK4Z/3L08XUho6KB0W3pZM2MvVdJKNUzrzGFlSzsHUrMi4M5dOgQq1dHkuAwyuQ4fvamN1l7NzuGBXvwXPPE5KHAiRMxLFrU8FBctGgnPXuGMHhwGGq1Dq1WP+muqpIxYMBig//DuHFdqbgn9U6j0VJdXYeb2196CQ8FnusUYLinll1O4t5qzqMpBf9aokihUPDKKy+wbNlKxGIxdnZ2BuVtdXUVtrZ22NnZGxE/QmHTKsd/urdf69YtiIho8Dm0sJAS0IQirRl/Dp7p6M+mmEzD5LaHo5ShQe4PtlPN4OZN49Ln4uIqsrNLuHTJ2JeoulrOZ5/tJbvRSvONG+m8++4EOnb05623NnPqVCzvv7+DRx9txcmTek8bATre7pDJAItSjmY6cLO4gQTKrLbgjfBsXC1UnMhyIKrKmot3rOjoUsOt4gYfon5e+nKv64WmvhmJcXnMn/8pvXqFYG5uh7+/KxqNhhEj9GnIEomITZteQSgUGJl5h4Z6ERf3JaNGfWYgiQB27oyk9k8oicz4FWXFgeR8fmlUYlWtVLMvMY+oggry69ONLmWX4m1ryZqRnVh87g6rr6cR7u5AXnUdBTV1OFlICXSw4qtI/QTxRn45I4I9eK9va85lFHM8rZB23x1nVrg//+neki1X49CWFfKfFqe5pGtNvKpBxWSuqcNTXMEdpbECPk8roa2mlFZt/Oix7rRhgnomo5gpbb3ZUu/x1M7Vjpe7BFGtUPFFI/9AlVZHfEk1CS8P5U5xFSfSCnhm/3UAHC2kPNuEt2et8sEqPhsnb7/xxmvcunXDEKj03Xcr+eGHjXh6ejF8+MAHShQdOxZtpATS6XRs2hTBpk0NnplKpZqPP97N4MFhuLnZce7cB6jVWkpKqggKmmPYrqyshk8/3ctHH40mJvowQZ5qUvL0vlHeLkpeCszhTI49BZiq1gYNak9iYh7Z2SV06ODH7NnDePLJlVy4kED37sF8/fWMv/ViqEKtoUqhwuV/KBNtjAH+rlhKREaCAQuxiA/rxxu51XLGbbtE1msjcK0/9tHUe8owc8qorFOxuF8bLmWXUCJTIhSAV3Eq5wKGohXox2W1Ek8cdFf57uxNdDT4RNWqNBxNKeCpDn5YSIz/N+ZikWHLKoWKlw7dNFioxBZV0srZhnaudsQWVSISCHi7dysCHf+7EXletZw98bm4WpkxLtQL8a+MHf8XNNfWNOMfg2WDw3gs1AsriYjuLRz5cnCYgSS6iwNJeVzJKWVxioKLIUNx0NYhamTs1s/Phdd6tGRWeAAigQCJUMCcrkHNg+KHDNeupZi0XbqUyNSpK/jpp0pOnDBn+/ar/PDDaSOT0D17rpqkoPXv34ag5u/HH0ZbV9sm2uya2PLfgXnz5vD00zMJCdF7jAQGBpGQEI9GoyEi4iydOnXB0tKSuro6ampquHnzOi1bhjzgXv85+OCDifTo0RIAsVjH6tXPNaey/IWwNZNw7blHedEsn0fuHOSTdnaIhM1BDg8aAwa0NXodEOCGv78rPXu2NGq3sbHAugkFWHW13CQ2/tKleEb1qeX5sHy6uFXz/mVfxh0MJbHcdH+5WkRShQXHsx0oqpRwJ8sclUbAKP9S/GzreNS7nHKFiOdPB2EhNlU72lfLuXFDzKlTqRw6dJPgYA/Wrz9reF+l0rBq1TFDmttdxMfnGlLO7kWXP0HtHVdsqjoACHKwMirJBH1iWf49Edi3CsqZtucKyyKTOJdZzA+30nmslRdxLw4m5z8juZJr7M13JCWfdq52rL2ZRlp5LQU1dSyOiMdHpERbWkChvTfzap4iUelOZzM9WWilrqFNzR3OykPoZW782XjV5rJ+/Q/sTcg1UssrNVp6tHAi6ZWhTG/vS0pZNcErj/DZxQRDeMtd1KrUhDjb0NnTgTWNxkRlciWp5TWENDLQ7ezhwK0845S4vxpNJW/fRUhIKFVVVSgUCiwtrf7wuWJjM+nW7S06dXqTyMik39w2ISGXp5/+ljFjPmffvmv4+ZkGeHh6OqBWG3/+MpmSefM24uj4DI6Oz7B48U6TRUuAoqIKFi/6ADNNHdsH3uHYmFgC3RXklkjouaMD7a2qEQobvgUjRoTz3XfH6d37PbZtu0R0dCbTp/flrbc28/PP58nIKGbr1kvMmPHt7/x0GiCXKzl06CY3bqSRmJjLhAlfMmHClyQl5f33nX8DE3dcwvzj3bguPYD1J7vJrjT9XH4NrlbmHJvWh0EBbnTxdOD7UZ0oqzP2ZlJotFzMaiDZ290zLvW1s+Rwcj7fXU/lg75tODatN9+2FCIXWxhIIoCLqla4eIgpSzH1nAtw0H8P3+/bhsZP1jd6hrApJpOdd3JIK6sx8dnNrJQR/cIgbs56lMy5I1jc3/iZoNPpWH8rnaf2XuWbqymoNFpiCysJWnGYV47cYtLOSHy+OkTdH/A1+kOKomY046+Ek6UZuxrFJstUamzNxFQ1qtMNcLDm0U0R1Cg1YOPKNeDrwWEU1tbhY6eX+AoFAtaM6sSn9XI/O/PmMsh/IpKS8sjIKKZ371AsLIzjkvr2bW2yfVFRFZs369MkVCoBH3xwgGefHWCyXevWLTh0aAFbt16iTZsWvPzy0D/nAv5lGBzozmvdg1l5JRmNVksvKxUTWrd40N36S6BSqZg8eTy3b8fx+OPjmDdvPocOHSAnJ5vvv/+O5557kREjRjFt2lOMGjUEe3t7Vq9eB8Dcua8zceIYzM3NWbly9QO+kj8Hbm72XLr0EY8+OgqplH9VGsvfBUKBAH+RgmzZg50ANqMB+/ZdZ9KkHkRExBMY6IZEIsLe/mk6dvRj3LiuHD58C29vR8aP707btt5YWZlRW6v3jvHxcWbUqM48//z3xgfV6vjQL4l3Iny5Wqgn76NKrKlUiHAyV1Fapx8PmYs0jA0sZeZJ44WTuDIr1g9KolIhZvj+Nqi0+onS2Rw7nmuTz/ZkF3TAjNBCvo0xVr58880RE++x2loFbdoYT8wEAgEuLrY8//wgjh+PMaiKRo4MJzDQlcmTe7F168Xf/8HeA6mw6ZKpUBdb+vu5cCaj2ND2YudAvrycRGJpg9Kzn68L39+j/toVn8OqEeEABDtZc71RuIO/vRWROWUmCttvL8ZS6OBjeB2n8uYDh70sddrGqMyXuGEXzo3icEIluQyxiCVa6U2wpBAxco7VuDKkINfkGoKd9GVuDebTWj4+n8Cj/q6cbORb80RbH85lFGMlFZn0q1qh5tT0PmyMziTE2QaNVseknZFNfmZ/FX4reXvYsBFMm6YPUpo3b36T+/+v5drx8Tm0b/+G4XWPHguJiFhE796hJtvW1NTRp8/7FNcTj/v3X+fo0beZNetR1q49Wb9/S954YzRJSfls337ZsG/v3q1Ytuyg4fWyZQfp378NnToFGC1mFhUmc/1aLe5CAZfb2VCtFJFaoFcVydQidiU781HvDLaWeOLmYc9HH42nU6eFhv1raxUsWbKH48eN0w6PHYs2/K3RaNmy5QKxsVkMGdLBhLBuChkZRTzyyHsGw+zG2L37CklJywkK8mhiz99GdEE5O+80fK9rVRp6/3iWjLkjADifWUxqeS1DAt3wsDFNIdt1J4eIzGKmh/nyRDsfhAIBVQo1mxuZ4QsFkFpeQ+CKwyg1Wqa29SG7Ss6d4iq8bCwY6O/KE7uvGLafFe6P6vgBrF1ac691dTefUnKuxxIW2JHoCiUC9MFMj/g48+mFBDbHZtHT24nevi7083Nh5v7r5NSnL3fysCfI0ZqURgEDo1t6IhAI6OjR4HGZVy3HyUKKmVjEwtNxfHJBrxDdGJ1JTGEFtUoN8kZEZH5NHf85FsW3Izr9vz9/aCaKmvEPhqVEzNqRnXn+4A0qFSrautoywN+FPQnGD8vYokp+GN3ZZH8Hi+Ys5n8q3nlnC598ol8pdXe35+zZD3B1tWX+/F+4dCmJnj1b8sUX0/jmm2PodDrefHM0588nGB1Do9EREuKFWCwyDETt7a0IC/PlxRd/4OrVFHx9XejWLZh+/ZpOR2vG/w/LhnSgS20GP23cxPjhQwx12Q87JBIJu3btN2pLTzddZZs0aQqTJk0xauvbtz99+/b/U/v3d0B2dglFRSIsLXVoNBpEIlP5fDP+PLx7Oo6lMh90YRMJypXR70F3qBlkZhbTr19r8vPXMm7cF+zdq1dNRETE07lzIDdvfsYjj7zLZ5/tA2DUqE60aeNNTk4paWmFjB//JSNHhhtNSEe3KsNOqOZ6kbFiL73agkOj4tif7kR6lRkigY7DGQ54WSvIqG5QGzmaqbCTatiR7GIgiQCUWiGO5mqintD7jcnVQtbEedB4IVurVTFlSi9D/DfAE088goeHPYcP3yK/PhVzwoRuDBr0EenpRXTo4MeQIWHY2lrw8ce7OXjQNBntj6KTlzM7EgtN2sdvv4yHtTlv9gwhp0qGSqvjSEoBU9p6czG7hLiiKoYHe/DF4DAOJueT1yipzt/BilNphdwuruKNHiHMPRZFfn0p2rweIbRyNi3VkxUXgItxe5HGlsOy9lRLGhS58SovXrE7zRz7k4zLn40SMXjAT8mljGzlx8GkfATA1HY+9PZxYskF0xCEwYHuTGrjTVxRJXK1hndOx6HR6XC3Nqedqy2xRQ0qq2BHawJXHEGh0eJsKWXuParrB4HfSt5etOhdDhw4houLKxMnjmHcuAlYWhpbTvyv5dpDh5pG048e/Tnl5T8aXtfVKTEzk3DqVKyBJLqLrVsvsXz5DHr3boWnp6OBdNm0aTaDBrXnzp0cRo7s1KRSKTo6kxMnFvLNN0dJTs4jKzOKcxHVgIgyLHnlbCAj/EyJGYlWx9fhyXxbHcDnn32O9h7mr6pKTrt2PkaqvXbtGgjKWbPWsH79GQA+/3w/P/zwgmFR9eefI1iwYDMVFbXMnDmQL7+cjkgk5MsvDzZJEoHeZP6xx74kJmZpk+//Fn68lWHSllfvIfrSoZsGXy9LiYiTT/alh7eTYbuPI+JZeCbO8PpGXjlfDe3Ay10CuZlfzta4bOzMJbzcJZA3T8QY1HifXUrkyNTehLnZ4WJlht/Xh+/pUzqDSsp5NiCCRZoWKNGT66Mso0iUBHMmbCCacgWPhXrxxeAwAhys+e5aKm+dajCuTiytRioUGkgigBv5Fawa1pGzmcUkl9UwrpUXCx5pSLXMqy+Tu5pbhqOFlO9GhPPDPcnMG6Iz6dXoM7iLiEZk9/8XzURRM/7ReLytN6NDPMmvkRPgYM2tJuK3Wzo1lzA8TMjNLePTT/caXhcUVPDRR7uQyRTs3n0VgNu3s3nssa5kZKwybCeRiNm2rUHibm4u5skn+9CpUwCrVx/Hysqc114bwcKFWw0P0MzMYp588hsyMlYhak7Buy+wEIJUo0TwLyGJmvHfcflyEgMHLkYu15P3zzzzHRs2vGJ4f9u2SyxdegCAN94YxaRGytJm/HHsvJPDR+fjASFILPg6pZYZBRVNRoI3469FZmYJgJGHF8D166ksWbKH8vKGMowDB24wY0Y/Pv98n2FyKBaLWLnyGU6fjuTChVgiUmx4sTyQUAeZIb0MINBOTmsnOXmyatbGuaNDwJFMCLaTGUytpWItU0KKOJ5lj4uFabR2C2t9m0orIKbEkseDi9mYoDf3Ewh0dOxow/LlM+jfvy2xsVnU1Sl5550taLU6HB2tWbnyGfr0CWXkyE8NfktRURkEBrqhVmuQyf6cOO+K34h1z6+pQ6nRUl6n4kiK3rtkT0IuHw9oy/En+3IwKY9PLyTwdAc/vo5MplalwdlSiq+tJY/W+9CIhQJ2TOyORqvjlcO3eOnwTSwlIp4K82V/Yh5ytYbOEjmW+dGUu3pTq9MTc2I0jLCK5qisnUm/5Dopu2s66UmiesiEZvR3krDslaG8cSKGzXFZ7E7IZXIbb5P9B/i70snTgXK5Eo8vD6CpN6IuqKmjs6cDE1p7k15Ry5gQT57dfx1FfalaiUzJsdRCzMVC6tSmyXh/Fbp06cqGDT8yZsxjREScYfLkqYb3RCIRdnZ2SKVShEIhavWv/3//G7KzS0za7paEVVbKmD79Gw4cuIGnpwOvvTbCZFutVou394tUVcmRSER8//3zPPVUP6RSMXZ2liQk5FFcXMXIkeEIBAKjuPRBg9rj4GDNnDmDWPjO2xQXlQMNFRA6BAgFxiSQWKClu3s1F9JsycrQUGZWiru7OQUFDUq+F14YREiIJxMnfkVycj5+fi5Mn96HO3dy8PJyZMOGc0bHXL78MM8+O4D09CKeemqV4bdl+fLDtGnTgueee7TJdMPGuHMn+zff/zXM6uTP8nvKUG2kYnKr5KxuZP4uU2n49GIC+yb3MrStuseCYvWNVJYODkOu1vBogBvDgt0ZG+LJulsZ3KspPJtRZLAksTUTk9tIdCbUqql18+CopAU9JClUFyrwqstnRvsUxhfONpj67E7IY2RLTwIcrDmUbJwiWiLTl3Tei/I6FZUKFQq1BqFAnxR8FwtPxxkS1MrkSmbuv46HjTlFtQ0JhHZmEgb5uxqpIAEqFL//t7OZKGrGPx4WEhEB9X4WHT0cmN8rhKWXEtHowEdT2Zxgdg/i4+8wb94cRCIR/v4BLF/+LatWreDo0UO0aOHNypWr/9aphMXFVSYrJAUFFYZ0mLu4d+Vx5swBZGeX8NVXexCJNHz00TgcHKzYtSuSAwdu4ORkw6BB7YmqTzu4i5ycUkpKqv7WRn//VGh1Og4k5pFaXsvIlh60dLJBodbw6YUEzmUW09XLkXd6h2Jj9vf9Pjbjj+OLL/YjlzcMZDZujGDRokn4+bly/XoqU6YsNwygJ09eTlCQO+HhzcED9wuXm4jbvZRd+q8jin4tRSk2NoYFC+YhFAp555336d69J1u3/sLy5V/i5uZOx46deP/9D/+UPj3+eA8AunYN4ujRKEN7u3Y+yGSmEeVHj0YZPR/Vag1yuZLU1GyKi0WAiLwaM9o61dLHs5IL+bYE28mZF66PYd6a5GJkxJpcacmeEbfZLffkdIwVq2L0SVruFkoe8ajkQr5eyTHIu5yhvmVkV0uZcrQVubVmCNAxNrCENo4yfslwY+fODA4ceJF33hnH4sWTcHefZehrWVkNR47cYsKE7kam3KA39fb1NfV6uV/o5+vKpxd/3Xsmr0ZuIInuYmN0JiqNlg8ajTve7RPKyJaeeNta4PN1Q0qvWqvji0tJWIhFFNRP6mQqDQeT8jk7ox9TdkZyoUSLTZuhLHQ4wHWFP5VaC0DHh2WjCTfLQKpVohTqiT13UQWDLG+Tq7Y36WvanRiO2zuxLzHPcJ71URm80bMlW+KyEQkEjG/dAt/6UJdSudJAAt1FUa2CBY+0olyuRCISUiY3nmTmVst5tUsgn102TnD6K/FbyduzZ89lwoTRCARCBg4chK3t7/dC/K0gt8WLd7K/3vQ7N7eMDz7YwbPPDmDdutP1ffQlLi6HqnrViEqlYd68TUyd2ptjx6KZNOkrw7GOHYtm9ernWLnyCDqdjrZtfXjxxe/x9LTHzjYLWXUOE12LWZTgY9SHfi0qycCKzEIpXuZ1vBqWx9kcO96/4mvYxtZGSc8e1gQGhdOihQtubvaEhfmRmPg1J07EMHHiMl5/fROvv76J+fPHIBaL0DT6TpjVj7+uXk0xGXtfupTEc889yvTpfdm27bIR0dUYmiZS8v4XRBVWmh5Lq0WmUpuQOzVKNfHFVUTmlNLD2wnLe4yjLcQi8mvkdPvhlEH918XTgS8Hh5mcw8lCypRdkchUGsaFepF0IdFApnoUJXOuxUCoFxBKbRR0rbxJosq0tC66vv+tXWyNyCKxUMALnQPYn5hHdb0xvI+dJV9HJlFSf7+9e+Y2dmYSZtcr+OKKjD+LaqWaj7sEMe94NCqtDqEAPn20HdfyTJ/nxbXNRFEzmmHAp4+251GrOj5Z+hWdA72xljZ/zRsjKCiYw4f19dJz5rxIVNRNLl6M4ODB46xY8RVHjhxk9OhxD7iXv46wMF/at/clplEayVNP9aWoqMqoLTTUOBpWKBQyY0Y/jh07jEJRRViYJ2vXnmTlyqOAvnZ72rSVTJzYnYxGbHy7dj7NJNGfAJ1Ox1N7r/JzjL5WfMHJGI5M7c2u+FyDnPhMRjEpZTXsbFaQPHQoLq4iMjKJjh39jUiiu7gbp33sWLTR4FOn03HsWHQzUXQf0dPbiWWRpm3/JvxWitLnn3/M99//hL29A08/PZVt2/Rlzy+//CrTpj31p/Vp4sTurFhxhI0bI3j55cHU1io4fz6e1q1bMGvWo7i52bFnzzXD/REe7s+AAW35/vtT9xypmsTEKmhEAMWVWhH9xE2W3vTi5wRXZp1uSS+PSpzMTdOsHMw01JQLyS1pUCAVyKWMDy6hu3s1B9MdkGuE3Cy2Zk+qE7m1es8UHQL2pznhZakgo1jfplCoeO+97XTv3tLkvs/Pr8Dd3Z42bby5fbtBgTBwYFsefbQ9Z8/e/iMf569iT0LOr74nFMAzHfw5klxgmNABeNiYG5LM7uK766ks7t+WEpkC7T0TZqVGS8E9JtilciVzj0Zxp6S+hEpkzcrKRznv9SljCmYTp9R7+EUqAgmvuoUIHa1ayIlVtqB/7pv0ME+hhaiMHI0+QttfkUXplWtEBXQwuY72bvYMCXRn7LZLLLucxKqrKWwc15VJbbzp4unAtUYeSq2dbfD88gClciU9vZ3o4+tMRGaDsmZyG2/EfwOz+19L3h4wYBADBgy6L+cQCJomi+RyJdcbKVpA71E0eXIvnJ1tKCqq5M03xzB48EdG25SV1SCXK43U7aB/Hrq72xMb+yWrVh3llVfWA3DzJpib69g6JoP2jjUkFpizI1lPmj7iWck7l/yQa0SIRTpe65HLo96VTDzcyujYVdVCNOpyduy4RF2dliVL9jBlSi82b36Vb745aiCyQO+N9NJLQ1i+XF9uJRIJmTKlF999d5yAAFdEIqERiSSRCPHyep6SkmqGDAnDxcXWKNHtj6KwyjTlsFKpwUIiYlCAGyfSGkpGWzpa0+bbY+jQ/9LN7OhPWnm6gVD6oF8b1t1MNyoRvZZXTplcyacD2/HJhXhUGh1Pd/Bj0bk7BmPpg0l57JzYg2qlmvSLp/ip2Li6QCk0I8PCm8fNbyJGg7pR6pyfjZRXj9xCrdXR1cuRq7llWEvFPNnelw8j4uns6YC3nSWhzraEOtsw9p7vxeGUAgNRNCzIw+g+9be3ItjJmmHB7ijVOt7p3QpXa3OeP3Dd5DNT32s89v9A8wy6GQ8lnC2kWCmbjjz9t6OxWkgqNSM1NYWePfW12n379mPXrh1/a6JIIBBw4sRCli49QEZGERMn9mDixB4EBbkzYcIycnPL8PJypEMHP7p0eYv27X34+OMpFBZW0LPnu/WrsFJefHEbHToYq83Uag0jRoRjaWnG0aNRtG/vy/LlMx7Idf7TUS5Xsi8xD3tzCSNbepjEc5ZphAaSCPQRvUsvJxmktXexJyEXlUaLpLn076HB0aNRjBv3BXV1KkQiIbNnD+X48WjDauXAgW2prJSxY8dl/P1NlQRt25qWUjTj92N86xa82yeUpRFxaJUKXmrj+q9TEzWVonSXKKqoqMDTU7/wIJPJkMv1E6u1a79l+/YtvP76AsO+9xM7djSwd7dupZORsYrDh28xa9ZaZs9ej4WFlC++mEZ6ehF5eeXk5paxdeslhg7twNGjUQgEAgYObMWpE7txsdOSU9Tw7G9hrSCxzIJN9aVhABfz7Xi+bT72ZmoqFPrpwbiAEqQiLSq1KTGQWG7Byex6k9UKuF5oTSdX43GXVicgodzSZN+yshr69Ak1KqkbMqQ98+ZtpFu3IOztLUlJKaB371AKCiqZN28jAwa0xdfXGW9vZxYv3vm7PtOmkNlEuhToJ5pPhvniYmnG6z1bsvhcPBqdDjszCR8PaMvoLcaG2hKhkFqlmnK5kmntfBsZSMOr3YKJLazk80ax9P39XIxMsQHyNA7cUbobSKK7yLFowZT8nex1nkim2hmAQ7IOTLG6TD+LRPbLOnKSUPYEDGNMubEFg1QkpL+fKyO3XKCmnuxSaLTMPRrFxNYtWDGsIx+fj6dOrWFMiBdvnYo1bHcpu5Qn2/kwr0dLogsq8LazxNZMwrkMU0+nhxG/pijq2vUtRo/ubPT9dXa24cUXvyelXn22bdtlnniiFz/8cNqwzejRnbCxscDX19nkmHcT0vbvv2HUXlcnoKRExFPxLTmfZ4efjZz3u2Xz0TVv5Bo9KaHWCFh8xYdHvWPxtDImYKVCLWZFddTVmRnatmy5yNtvj6P0nuRolUrD7NlDeeyxrsTGZpGfX8G8eRsB/dj7uecGcPRoNOXltUyZ0ot1604biKOjR6P48svp95UoiikyVRQBbIrOZO/knqy7mU5KWQ2PhbZg8q5IAymkA46kFnDr+UF8FKEnfWzNJAZ/o8bIqZZzI78cZwspAwPcaO1iY5Q+ptXBxexSPhvYlumfnyTA3Y0MjBNohToN+2o7MtbqJreVXtSopZjn5vDWaair59WcLKREPf8oVQo1/TacNZjGm4mExL88FEuJCIlQYJS02NbFll13clhW72E1PtSLuKIqgp2sGdvKi+G/XDBcc1xxJRNbt0DdxHf299NEzURRMx5SNPuf/DaOHj3MJ58sIiAgCLVajY2N3kDRxsaWysqKJvf5X1Mi/gq4utrx+efTjNq6d29JRsYqsrJKWLHiMMuXHwH0Xg6JiXm0aeNtJNW/c6eAQYPCjY4hFovo27c1U6f2/p/6odPpSEzMw8PDATs708HwvxXp5bV0X3fKUDvd19eF00/1pbCmjp2FGpI82hOqMb1HNVodvnaWRlJ3LxuLZpLoIcOCBb8YFEMajZaffz7P+fOLmT59AZaWOry9Hene/R0A7O0tefzxHuzapfcfmzVrICNH/r70jmb8Ohb3b4vtjaOcu36OUY/+50F35y/Hb6UoOTk5Ex9/BxcXVxIS4qmqqmTYsBFMmjSFsrIyJk0ay4kT55o0YL9fz826OhWnT8cxf/4vhvAFuVzJpk0RzJ8/hieeWNGovzbExX3Jc88t5+TJeEBEN/daLO1VJFVY4mapZGHnLLJqzEzOI1cLOTc+hvN5tpzMsudAuiN70pzxdVViY6GhWq6/RqlQi+SetLA6jQg/WwUXG9lx+NnW8VhQKadyGlJ7RCId27cfoEULd0aN6oRIJKRHj5Z8/PFug7rBwcGK27eXMWXKckNZeW5uGRMndv/V8pbfi/6+rhxNMzV7XTm8I2O2XuR4qp4UGRviyaxOAfTycUYoEDCvR0vePt1gljsk0B2PLw9QrVQT6mzDssFh5NXIiS6o4Ol91/C0NmdaOx8yK2WEudnzfr/WvHE8mp+iGwilDtJM/CRlWAiUyHUNCi5bdTXVImsDSXQXVxUBdDLP5JCsvnxGKmVHRgVvPxLKnoRczMQiRgR7oENHbpXxJLmoVsHSS4nMPxmLDn1pzuOtvQ0k0V0kldWw8bFuvHDwBmsaJXD9mxEXl83cuSN4+eUhbNt2iYAANx57rCsLFmw2bCOTKbCwMGP58hmcPBmLra0FUVGZuLrOZPz4boSF+RIdnYlAIGDChG6sW3caHx9nAgJcjc4lEWrZkezM+Tx9CV1GtQXvXPalUmE8hS+USVFqBIwOKOVaoTX5Mr0p/bzwXKJLrEyuoapKzjPP9OdSI/KyV68QEhLyCAhw5eWXh+Lk9IzhPb2aN4bMzG8BOHDguiHN7S6uXLm/5YjZlU2TuBV1KqbuvkJqWS3jQ714xMfZ5Htbo1Sz5EICO+P1AUdHUgp4tVsQ1lKxYVt/eys2RmVyNU+/QJl2M50hgW7cC2upmNEbTnLRqy8DrBIIl2ZwU+mHAC0ta1I44TyAw5X6+9VPXMzxFst4vHCCgSQCvYLwck4ZOVVyo2RBhUbLwaQ8JrRuwRu9Qlh5JYVqpZr+fi4MDXJn0KYIA9EjEgiIfmEQbVztmLH3qhEBlFMlN7nH76KZKGrGvxpZlTJWXdXfWM929KeTpwNa7YMz2fsnYOjQ4QwdOpy33nodsVhsGMDW1FT/aj33/5oS8SAhFosICHAzWZG5eDGR4GB3k+3HjOmMVqtl/fozODvbMnv2UBYt2oFcruSFFwbzSH3iQG1tHR9/vJvLl5N55JEQ3n77MUpLqxk27BPi4rIxN5ewbNlTvPji4L/kOv/u+PZaipHB3rnMYvYl5PLy4Vvk12jBqwPflmkZFuRu8H4QCQTM7R6MtVTM2K0XKa9TYSUR8c3w8F87TTP+oSgqMja+LC+vJTzcn9BQNbW1An76qWFFsqJChlgsorj4B0CfTNiMZtxv/FaK0rvvfsCCBa9jbW1D69ZtcHR0MihznZ2dCQwMori4CHd3U4+K+/ncbN26BWVlxgqAwsJKQxraXZSWVvPyS59y+XID+XGlwJZlvdNIqTDnh9vuvHA2mEc8KrEQa5CrGwiuob7l2Eo1eFkp2ZvWQEpkFknp0aqWbuYVVCtFPBZUQmS+LUcyHY3OPSm4mG5u1RxId0Qi0lFWJ+K7WA+G+5WSUWWOrVRDJWJ2704F9KU7ixbpo8wbl8CUl9eyefMFE+/B48dj8PY2VWP8EXj8yiLPxuhMA0kEsDcxj1mdAlhyPoGvIpNQa3WMaulBX18XOns6MGrLRUN5WnxJNVfzygh2tOZEmj5EO6tKzu6EXNJfHc7KKykM/fk8biI1XiWpqJ0daGlejAQN0wqfo69FAqdloSiR4CGqwKsujwqxLa6iKoo0DQlo7cxyuKnwM+q3DgFBjtYseKQVz+y7TlRBBZ9dTGBIoLuRT8q4Vl4sjog3TCLlag3rbqXja2dJZqXMsN3QIHdKZAq+v9lMEjVGUVElt25lUFJSjZOTDebmpknKlpZS5swZzpNP9sHb+0Vq68dFq1ef4Msvn6RfvzbExGTyzDOrDQRo584BuLlJKCxUYSHWsKBTDj/GG5MXebVmjAkoYV+je7SnRxWP7GxPsVyKnVTNu10zGeFXjpuligt5thzNdECr0y/QdejgR1JSPgcP3mD06M6YmYlxdbVj8+aLjBz5KQBvvTXWsKBzF3fLRSsrZbRu3QIzMwmKRmbw91o+/FF093biVKapofiWuCyy638vYosqMReLeKlzoJFib2a4P8suG3uP7U/M58asR/nw3B1EQgHze4bQ+rvjRttEF1QwtZ0Pv8TqFe+P+Diz/XY28SXVYOXEHnoxx+IEnzjtwlqo4NU7w1EJG/73GWoXzshb4WtVScw9/bY3l2DWxMLnzfxy/nM8GrVWR4CDFaem96WLlyOLzt42Ink0On3yYhtXO9ytzU2OM629L3sTc1H+Tk+optBMFDXjH40qhYruP5wiv772e92tdK7OHIhGo/kve/57oVAoMDPTryTa2Nii0Wi4fPkCs2fP5dy5s3Tu3OUB9/DXodPpOHUqlsTEPIYO7UBgoCn5AxAc7EF6epHhtaurHXPmDGfXrqtU10tP27Z1x9vbiRdeGMyKFc9QVFRJSMhcQ6LFtm2XuXr1Ezp29GfWrLVs3qyP9D179jY5OWWIRELi4vQ+CnV1Kl57bQOTJvXAyck09vbfBrna9P47mVZkuE8BanVCenk7M7WdDyllNYxp5UWH+nKXnP+MJKawklBnW+zMm42sHzbMmNGXJUv2Gl6PHduF1atPkJEhwsbGlOSvqJA1E0R/If6NitzfSlEKDAxmx459lJaW8u67C5BIJFRXV2FjY4tcLictLRUnp/tLXgA8+mg7Tp2Kw8JCyoQJ3bh5M51x47qyc2dDSdpTT/VFLL5XyaQjLzePxglJAFHFVoYUMoAL+XY82aqQgloplUoRzuYqfk50Ja9WSlNfgVqFkFe75yFXC9mT6kRpnYiublVcLbRFItQywq+MlEoL+nhW0q9FBY/sDKNKqZ9mxJVa8VXvVIb7ldP2F2Pyf9myvbz//kST8zk729C6dQvu3GnwEOrQwY9nnunPsmUH/8dP8b8jrsA0LRcgo4mStOOphXzdSDVxICmfx9t442ljYeRhBJBYUk3pPUltMpWGuUej2BLX4MHkYGHLec8vGFL4Brn1fkPRSh/esDtMS2khb5eO55zTIwB0EadhLlCRpXYiXJpBH/NEI+URADotHupqno7INBjwqrU6Ekqq+GJQe85mFNPZ04FZnfxpsczYn6msTsmhJx7hjRMxJJfVEOZmh4e1OcW1psbp/2Z4eDgQERFvUOMkJuaxYsVhevUK4eJFfZurqx2DB4chkym4fj3NQBLdxblz8fznP6NYtGinkUru+vU0unWrw0+qpLJGRHaNGZ1casioaiAG/Gzq+LRnBkF2dezMdcXDUUVJkYTi+uTQSqWYDfFuPNGymI+ueXMhz5ZeHpUIzQQUmlkyeHAITz/9reF4XboEAlDeKInr88/388ILg1i16pih7ZVXhvDyyz+wdu0pBAIYPDiMlJQCiooqmTSpBytWHLlfHzEAs8ID+PhColGbVICBJLqLA0l5HJzyCFUKFZmVMqa09WZSG2++v5FOZSMiy8lSyvMHb3C23of0UnYJ3rYWRsdr52bPxnFdea9va+QqDdZSMUErja/rhKwNr9nriX+RznS8KxVomGRznbO1Hai20Kspu3g6UFhTR7FMQT8/F0MfJrRuwaaYTO5yO2nltay5kUYXL0dCXWxNju1kIeWT8/H6ICd7K9Lqf6dGtfRg3a10PKzMyLzH28nsD4jym4miZvyjcSgp32jyqdRo2RidyeMO+snG/0ei/P2NNFZcTcZcLGJh71DGtLq/zPjfBadPn2T16m8ACAgIZMGChRQWFjJy5GBatGjB88+/9IB7+OuYPXu94aElkYg4dOgtBg1qD0BeXhnffXecqio5zz03kKSkPDIyirGzs2T48I489dQq2rXzprIyA4mkBjs7C4KDXwX0MaTjxnU1kESg9yvauvUiHTv6s2PHZaN+bN9+mc6djc10FQoVWVklzUQR8Fx4AOtupRvic0OcbAj3sDfZzloqZmp7X5N2S4mY7i3+XWa6/yZ89NFkfH1dOH06jpYtPVi79iS7dl0BpFhYaOnQwZeoqIZyjJkzBzy4zjbjX4HfSlH65ZeN7Ny5DQsLC4Nh7urVqzh9+iQ6nZY5c177U5JCo6IyyMxcxeTJy9m4MYKNGyNwcbFl/vwxpKQUIJcrOXjwBl5ejgQGOpGaWopAoKNTgIzXWmXzdHpLlFr9DEEk0NHC2nSyX6sSsXZgCtOOteRwpv4393CGI3PCcjAXaajTNJBQAe5KdDqYfrwl14v0zzmpUMua/smczLFjR7Ire9OcsRJreK1jroEkuotT2faM8i/DUqylUtkwc9Fq64g4txFvbweys/Vqw7AwX5RKNWPHdqauTklaWhGtWnkiEgno3fu9+/o535todhejW3ry2cUEQ5mIhViEfRMLF7FFlTzRzofWLrbcKW5QS44O8UQkEBgZ7tpIxSY+fOVWLlxTBRpIoru4qAimVGtDsbZhsnhNEcBut5VcrAtiWeUQbpb6YY2cx6yuc1LeGkuUuKfepiheSbncWClVJlfyes8QZncNYk9CLoeSChjV0oP9SQ0qo5kdA2jjasfhqb0ZufkCu+Jz2RWfi725hNEhnuxNyPsvn+a/AzdufErnzguM2tLSirh8+SMuXEgkISGXH344zcCBi7Gzs+TLL6cjlYpRNiIT75IzVlamJaBJSRLKy/XEUEK5FY8FFjPKv5SzOXYE2tXhYqFkwO72hDrKGBBWg52VlvVp9kbHyK4248Nr3mxO1JPDieWWdHCpIbiN2kSFeO1aqskCgUaj5cUXB9OzZwjXr6fSp08oAO+9t92wzaFDNzl4cAEjRoSzevVx1qwxLkX7o3h6v6kxs1KnvxcbL0j62FnS+ttjhvlgjVLNE+18+WRgW145fAsdYC4WMjLYwyipMLmsllnhARxMziOvuo5QZxvMxULMPtqFp40FK4Z2YFCgG7ZmYqoUDf87X3EJX1YM5pbCFxUyLDUyZCL9/dZemoWloI4lwsdRCqU84iDiraE9ePdMHHOPRQN6X6Ldk3oQ7uFAsUzBzjvGhG1GRS2FNXXIVRqGBblzNKUAgQAmtfHmtWNRVNb3JcDekoNTHtF7gW65QMU9CrC7UPyBIptmoqgZ/2g4WJhKPW3NxJzIKSbLOQjf//ErfiqtkFkHG8qVxm+/zJ2Xh9DyIZz0Dxs2gmHDRhi1zZnzGnPmvPaX9yU9vYiMjCJ69gwxRHD+GoqKKvmukURUpdLw6ad7GTSoPbW1dXTv/o4hVnfNmpNcuvQh5uZSLl1K5Lnn1hj2k0igXTsd586lG9pOnIihZUvTsgEPD/1KgK+vi8GgEPSmg+PGdTUyMgwIcKN9Pemh0WgR1ctLa2rqWLRoB+fPJ9CzZ0s++GAitrYPt59RmLs9N2YN4ueYTBzMpTwb7o+ZSMhXkcncrh9IO4s0PBlmShI14+FCUVElK1ceobCwkief7EPv3qEIhUKef34Qzz8/iE8/3WtUiiaXC3nqqT489piCixcT6dGjJUOHdnhwF/Avwv32fvmn4ddSlKZOnc7UqdON3nvjjbd44423/tT+lJRUs2XLRSMPkeLiKnQ6HV27BjF//i8A3L6dg7m5lpE9a4mKlXA91YpZmcE807qApApL5Goh7Z1raOskw1KsQdao1Kx/iwoKZRIu5huXnB/PcuSnQUl8E+NJuswCqS3USCS8lR5sIIkAlFohO1OdOZllb2irVYs4m2OHAB26RklrAXZ13Cq25slWhayK8USHALFAy0D3Mk4dc6BOU4mfn4DJk/uwb18qs2atBcDDw547d77ijTc2cejQzfv6GQP8mgXeymspHHqiNyuvJiNTaejoZk9bVztEAoFBqQNgIRHx9L5rDA9yp7WLLallNQQ6WHEqrRALiYjRLT04m1mMt60lXw3pwNdXkkgtb1iUstHJaCXNR4IaVaMxq7+4hCqtaXlJkdaGb6oeRUf9GAMLSjQ27HdfwWslU7jl34vXk2sY096T7Y0moM929Eel0dL7xzOG9CQXSynv9A4ltbwGuUrD1bwyNkVn0srZxqhMraJOhbOFGdsndCe+pJpVkYkU1Zkm5P1bsHr1CXr2DDFS94WF+eLqas9jj3Vj9OjPDKr2ykoZ8+f/wg8/vMD8+b9QVFTJoEHtOXPmNj//fJ5+/dpga2thKL0MD3fi5k3jiPNzufZcnxwFwPyLfmyvTz7Ll0lxrVbzRP8KBvuUszOlIfxhgHcFZ3PsjY4TVWxNK20NZmbGv/VSqZjp0/tw9WqKoS083J833/yZI0eiCApyZ/Tozpw/H8+9iI3NYsSIcBwcrP+fn+J/h7m46ZtzwSMhLL2URLVSTScPB5wtpEaigfNZJZxMK2RSG28yymtJLa/lte7BRvfdXThaSMmcO4KiWgXf30gzEElZlTKm7LpCzn9GsqRXIK+eiEUtkhIoLkStE/FN5aP6A9hDq+pEnvKNxVqooId5Mv1z51OtswAzuFCu4XBKPjcLKgzn1PsS5TMutAUtbC0JdrQmuVFZcScPBwJXHDaYaj8X7s/HA9qx4kqygSQCSKuQUa1UodZqf5Uk+qNoJoqa8Y9CalkN626lIxYKeC48gMGBbkYRiYEOVhxOzudqXjn49SRFp2JeeS3+DsZlC3VqDT9FZZBWXstjoV4cvWdFSaPTcTKt8KEkiv4u+OCD7SxevAudToeXlyOnT7+HhYWUmTPXcP58PD16tGTduhfw89Mb+6nVGkMq0l3crY0+fPiWgSS6275pUwRffTWDDz80TkdRqaC01PThY2VlzujRndlfv4LRqVMAzzzTnytXknn22QEsWbKHqio5dnaWrFjxNAMGtEWt1rBz5xX8/V348MPJRETcYdastaSmFjJyZDg//fQyr776Iz//rDczvXIlmdzcMrZt++tJub8CN/LKOZFWSJibHcOCPfhkYDuj96899ygLf97H6bPneKZnWxybIHrvRa1Szfc300gtq2VcqBcD/F3/6z7N+HtApVLTu/d7JNWvWK9bd5oTJ95lwIC2v7mfVCrm0KFIrlxJ5tixaDZvvkBk5Md/ykC0Gc34u0IoFODsbDoGkcuVbN9+3qitrk5IdaaGnGr99rVqERsT3Pimbyovng3icoEta+I8GR9YTL7MjLI6MUF2cu6UWeFioTJRDzlbqOjmXoNSW8DTJ1uiqRCQniXF19d0QUegw4gQAr156pudcvg6yguFRkgX1yoOZzqwIlqv1H7Uu5yR/mVYiTU8d7qlYb+MDNi+/RRpaQ3nyc+vYN++a5w9e/v//Rn+L+jp7UxUkWlK7pbYLL4e0oHBAe7MPRbF2YxivrqSzPOdAriRX45CraWjhz0fnG1QKAz0d+WrIR3ot+Gsoc1cLCR59jDUWh2/xGTR3tWe20VVZFbKEGuU9LJI5MPy0QyxjOOEvA0KnYRgSQEtJQVIBWr21IajqY/c9hMX00aSh0Jn/H8o1VrzTtl4bin1iy/FYmvuFFXwzbCOnEgrxNFCynOdAjiaUmAUsV1cXxqXVy0not4LZuedHOZ0NU6EBf3kdmIbb0pkCt7/k/4X/xQsXryT9u19mDy5JydOxBIS4om/vyvPPvsds2Y9SmKisfKqtLSagQPbkpu7mpoaOYGBcyiuXzRLTMzjww8fx8fHGalUzLVrR0iKL6ZG3jBODbBrIEEu5BmXIxVVipEpBAz2KaNcIaZQJqWjSw3zOubyyrlA8mobFEtulkrEKjW+vlKKiuwoLKxEKBQwa5ae9Pj882ncupVOYKAbGRnFhrFrcnI+kyd/ze7dr/P++zsMiwoCgQALCynjxy/F3t6K8HB/bt5M535hWLAnh1NME/Z+ic0i7z8jKZEr8bO34rWjUSbbVNQp6bHuNCn1BMyRlAJOPNkHVyszg4emuVjIk2G+iIVCPG0siLxH7SdXa7iZX05hWQVeJamMb5HAy+6XCcleYrRdmpU/k23WAXBRHqQniRrhViOS6C6EAgEvHrzBoeR8/O2tCHO3o6JOxaTW3uxPyjNKXlt3K53F/dsiFprWBIuFQoL/xLlqM1HUjH8MsipldFp70lBvuuZGGrdfGsKxab05l1lMtUKNUCBg5JYLhn1kAgnfXU/l8/rypLsYu/Uix+pNCr+8nMirXYNNztfezf7Pu5h/OfLzy/noo92Gh01ubhkffbSbgoIKTpzQ27+dPh3HU0+t4ty5RZSWVpOUlM+4cV3Ys0cvmRUIBMyZMwygycSxu6qd1q1bmLzn6akhP98cpVL/QywSCZk4sTudOwdy82YacrmSbt2CGDduKQcP6lcwQ0O92LlzBj17hmBlZY5crsTS0oxevUIYO7YL3t5O9Oy50PDwP3DgBm+/vZndu68anfve1w8LNsdmMW33FYPx3mvdg1k2pIPRNhYSEb0dhCSVpWEubEutUo1IKMC83mOjoKaOb6+lUCZX8lSYH128HBm99SKn61fmvrmWwo6JPZjQxP/074yCgnymTp1EUlIC6en5iMVivvlmOUePHqJFC29WrlyNRCJh585trF//PQ4ODqxevQ4bG1vOnz/HJ58sxtzcnFWr1hpiuv8JiIiIN5BEAFqtjvXrTxsRRU891Zflyw9TUD+QsrTUq/Eap6ckJeXz009nee21kX9Z35vRNG4XVZJfU0dvH2fMTLxxmnE/8dxzj+LgYEXLlh6G+8jcXIJCkUBJSRqNh/DmIg3FcuMhvUwtYkW0JwpNw4TzQLoT1yZH8cLpIA5m6EvN1sa5Mym4mG3JLmh1Amwkav7TUZ8UtDzKE422YXKSnS3Gx0VJVrGe5LcSa3imTQGVKhFXChomsG0cZRTLJXzQLZPenlXsSnHmq6iG366T2Q680K6AW8Wm3mMuCjlp9/grKZVqOncONDG3vh8IdWl6kiUWCpCIBHwYYXzOg0n55PxH/1vU/YdTRu+dSi/Cz954PFKn1lsifH4x0TB+DXKwYrYkh/0VSo6KOkK9ldGzNhGEmWWxoHQi75ePA2Cs5Q3SCsxQCcX4uqhYU9XPkLp0F+OtrvNVhXGYRlxJDVKRgP2JeeiADdEZvNLFlAAqlikMJNFdXMwuoaO7vWGCKxEKmNHBF41WZ3ge/9sRE5PFhg2vsGrVTFq2fNWg/Nu0KYKpU3sbPfs6dw6guLgKgUBAWlqhYZx4FxER8djZWRoUSi2c1Ui0AsoVEtwtlTziUcn+NEcG+5TTykFuRP7YWGg4cs2GtSX6+9nDUslL7fKxM9PwbpcsZp0OJrPaHEczFT3cq/j5hBNQiJeXIxs2vExubilvv73VcLwVK55m9uxhhIW9YdTHwsJKnJysWbRoItu2XcLcXMrQoWG89toGw1jepQlPnT+CLTGZTbYnldYQW1TJ5li919fAAFfW3EgzlKMFOlghFAgMJBHoSZ8dd3K4MnMg315LpbxOSVpZLR3XnKCNiy1rRnait4+zkXDAWirmm6sp7EssBLdQlqlC8ZIpcBdVktOoVNRGXcM5eUtuKXwJEheYqAMH+LlgIRZxqv7esTOTIFdrDIbZ2VVyQpxsiH95CAKBwNB+F1qdftF0WntfVt9Io6BePRXmZkeNQsVPURlMbefDttvZqLX3VxncTBT9SdBoNOTk5ODr21xacb/wS0ymkSlZUa2+rtPd2px1t9JxspDSzcvRZL+6e4x1k0qrDSQR6G/AuOJKnu7gx8boTMRCfezpIz7335yyGXoUFlai0RgXzebllXPhQoJR2/nzCezYcZknn/wGhUKFjY05b745GpVKQ1xcNk8//R2ffLKHlSufZuDAdpw6FQuAj48z6emF+Pq+RGioF336hBIREY+lpRn+/josLOp4993e3LolQy5X0rGjP/HxuYSEeBIervceOnYsykASAcTH53LrVgaDBuljaB97bClH61cxvvrqEF9//ZTJw//q1VQCA92IbfSjH9hE9ObDgM8uJhilM6y6lsri/m2xlpo+ZnQI2FRhwUuf7UUqErKgVyve6BVCz3WnSa/3iVp7I43N47ubDEq/u576jyOK7O0d2LVrPzNm6A1yS0pKuHgxgoMHj7NixVccOXKQYcNGsmHDevbvP8rBg/vYsOFHXnnlVZYt+5wdO/aSmJjA8uVf8tlnyx7w1fzvcHAwnQRaW5uzcOFWIiOT6d27FQsWjCUmZimffbaXDRv24eqqMSSrNEbVr8S+NuPPgUKt4WBSPkqNltEhnlhJxbxy+CarrumTqnzsLImY0Q/fZpPxPw1r1pxgzZoTBAS48dZbozl//joxMTn88EM6QY5KQh0UxJdbYS1R82K7fJQaIXfKGlR3gXZyVFrjFWilVkhcqSWXG5E6Gp2AYrmEs4/FsCHelWNZDrxwOogZoYVUK43JQK0WhnaqpqOinMRyc45mOjD5aCjulgqmhhQiFIBCI2Tt7YZS7mdaF1CnNlXxFsokdHQxLQWZFlREbqUZOTX6ybBEouPSpbO0atWa0tJqQ4jE/cIvMU0f79VuwdibS1HeM1ZRNApLuVcVKxEKaOVsOlm+U1xlNH5NKa8lpriILOcORtsdkHUgVeWKTNdABByUdWC4/AgHXIcTX68ycRDU8KLtaRKUHlgIlVgKlHQyy+RsXSvDfkFmGt4/e8fwXNbqYE9CrlGZi7VUzMyOfmyIykDR6Do9bCz45bFurL+VTlaljOiCSh7dGIGrlRn/6d6gAHvYYWYmRqFousROIBDg6GjNgQPXKS2tNrSrVBocHa1ZuPAxDh++RVCQO7GxWXTo8CYikZBXXx1m4lckFouMythySqR80zcFdyslc84G8lWUfswTYi9jZb9UiuUSYkut8LJSEOivIiKu4b7Pl0n5OdGVQLs6PrnmTYVCxFDfUt7omMvgfe2gXv2Xm1vG6dNxnDoVZ3RdixfvZPbsYfTpE0pMI6LGy8uRiRO/IjY2C4FAwOzZQ8nLKzcqWb53DNzwWf23T7pptHSy5tI9Kp+77UN+Pm8wkN8QncGBJ3pxIDGf5NJqWjnbGHkK3YWFWISfvRWfD2rPs/uucTpDP768VVDBxB2XSXhlKNmVMrbEZdPC1oKFfUKZsuuK0TE2VvdkkeNeZpdMRaYzQ6pV4KooZEbRTMM2IyyjuFQXTLnGEk9FGf4O1jzbUa9ELKpVMLaVJwM3njM6bmJpNVmVMnztrXihcwDnMhtSK3v7OPP0vmuczyohyMGaN3uF0M7VjtPphUY+Tl8Mas/P0elEF1Vzv/AHfLDh3XcXMGrUEN55502j9i++WMKwYQMZNmwgERFnAX3s9rRpkxgxYhDbtm3+I6f9R+DEiRO88sorJCYm/veNm/E/waqJCWdqWQ3jtl3iYFI+G6IzefdMHC2dGn4wxToNz4UHkF0p493Tcbx5IoacStMJh6VEzPoxXSh9cwylb47h43tKZppxfxEW5ku7dj5GbdOm9aZ7d2NlV7duQbz66k+GErPq6jpOntSTQSdOxCCTKYiOzmTChK84eHA+x48vZOfO/zB4cBibNp0nK6uEY8eiKS+vJTb2SwICXLl9W8np02ZERuayefOrFBVV8ckne5g+/Rvatp1HUVElYBrhDXqCCyAlpcBAEoHe22PPnmt4ejoYbd+nTyjffPOMoXzA0dGab7+dycOIe+1NdDodp9IKGbDhLI+sP82O2/rBuEAgINfRn/MyM9RaHTKVhvfO3mbl1RQDSQSg0urYl5DLveMLmyZ+B/7uMDc3x96+4btx69Z1evbUR2b37duP69evkZqaQmhoa8RiMX369OPGjWvIZDLMzc2xtrahU6cuJCX9s54n4eEBTJnSy/Daw8OBvLxyPv54N6dOxfLBBzuYM+dHrl1L4auvDlFSIuLOHSl79lzD1bXBM8Xa2pxp03o/iEv4V+GumWmdWkv3daeZsOMyT+y+QvvVx4nMLjGQRKBX+H5x6Z/1ffynIi2tkCOHDxIXl0NVlRCtVkBSiSXuVirWDUzEWqLhi5vebEpwZUJQMW2dahnQooLJwUUM9TVO9BrkXY67pSkRaybSIVOLWH/HnZwac4rkUj6/6U24i3FJloeHBktzHUN9y4kvsyKhXE8UFsjMOJ3twPtdsziXa+x39EuiKyP8SxE0WkpwMlchVwvYn+bIKP9S7M3U2EjUjPAr4/s4DyxEGkb5lTIvPIcgRznHjhWxZs1ZEhNzOXbsnfv10QJgK21aGbf8SjLtvjvGuHuCTfr7udJ61VGCVhymjYut0TPpmY7+2JlJDCXSQgG80iWIgCZI8+rKSqwwTidyEtZQrTP2JVIjItkyCJ2gYcpWrrPGRljHZUUgh2VhLCibSInGmoEWd7ARyPGszWWUMoMqhbFvSbVSzZWZA1k2OIynwnwJ97Dn7dNxTG7rbXjWOlpIWdSvDbZmEuZ2b4mFWMTpjCJ0QGGtgvfP3Sa4iet5GGFm9uuqyRkz+pKdXYKjo2lJtIeHPR9+OJkbNz7Dx8eZ+Hi9Qk+j0fLVV4frvSr15Un9+7ehfXsfk2Pk1Uq5WWRNnqyBNEyssCSuxIqR/mWE2NfS0l5uMvYCKJJJePOCHyV1EtQ6IUcznfg5yRWNznhElZNTRl2d8e9BXb3XzauvDmfEiHBsbS3o2jWIwYPbGxY9dTodK1YcaSJxEYRNMAviX/Ea+m/4rH5h1uj4wJgQL6OUwWqlmqs5ZRxNKeBwSgHLIpOZfeSmUYiKu7U5L9YbiANczDb2gcqslHEqrYg7JVXYmIl5NMCNfn6uJuVeFgIVFVpL+lnEM9X6MjNyfiHVyjjcJrIukKstPmSw7CJ55k48u/86IauOYikR8WKXQDxsLAhztzfax9XKjPTyWjqsPs7M/dcZ4O/KrPAAvhoShoOFhPNZetVfSnkNO27nMKqlBxujjZVHP0ZlMLd7iMlnZt5Eydr/it894o6JiUImk3HgwDHeeOM1bt26QceOnQCYNGkKb7zxFpWVFTz55GT69OnHpk0bGDduAmPHjmfcuBGMGzcBqfS/+1P8UxEbq5/M5ufn4+LihUymoEVzis8fwvQwX1ZdSyGpVD9w6eBuT2Gt8UO2VK7i66EdOX4xksioWPrYC/CyfYzWq45SWF+T+t31VCaEerGz/ofbQizizV76G6s5ivuvgUAg4PjxhXz++T7S04uYOLEHTzzxCL17t2L69FVcupRI165BrF07iw4djInonJwyzp83Vh4VFVWSklJgSEC7a/J5F7GxWXz//clGK5ECDh1KZtWqo9y4kWbYLiurhHXrTvPWW+MYOTIcJycbw0qRWCxi6lR9RK2FhRSBQGC0kmJtbcaePW/wyivrSEzMY8yYLnz00WSsrc3JyVlNQkIuLVt6YvE/+PL8E/FGzxCm720oq5vS1oeJOy6jqpfBXsoupUV9OWClpanyr6DalMD1srXgpS6BhgmqlUTE271D/4zu/6WorKzExkZPHtrY2FJZWVHfpl+JtrW1q2+rMGwHeqVqU7h48TwXL+q9BKqr799K0v3A5s2vMnv2MAoLKxg4sC2Ojs8avb9160Wys0uN/MciIhI4deo9Tp6MQalUM21abzIyitHpICjI/a++hIcOa2+k8XVkElKRkHd6hzKxjTfQYGZ9vlRJVEHD9yitvJZNMVkmxymoqTNpa8afA12tjIoKYwLheqE1FQoxBfUTyTKFhGuFNszpkMcbF/w5nWOPUKDj6dAC6jRCyurElNWJWRPnwUDvck5l68lrC7GG59oWcK3Q2sRryEqqZWTXKmIKLFGroaJCyIaT9niEOXOnzNiHI18mpUwhxkJkrMAxE2lxt1QxvVUhSRWW+NrWYSHS8vqFhknbjNBCnggpYui+tmjrJ7PJlZYsbZFKfGFDKZdKpeWVl7/8g5+mMbp6OXM8o9SkXaXVEVdURXGtgu0TunM9rxwvWwvmHo0yUF5LLyexa1IPQP+M+/JyEqAvW1s7MpzRIV5IRUJu5JfjapVm8EZpaW+OViBilPAK23V90CDCXKDkKZsLqBFxQ+Fn6Edv80TU5ZUm/buq8KdO1zCeiFO1YKHDd3Qyy+BHZVd21ZkxtrOXURnL850CcLCQMjrEkwWnYg1qKaEA9jzek/SKWvYn5jFj7zWmh/nyes8QbuQbk411ai2Wv3Pi/09DVZVpUiDokzjXrTvDjz+exc/PxaBaBwgOdufSpSS6d3+HSZN6GEyt70Kn09GlSyDXry/h/fd3kJtbZghAuau0Fwl0DGhRydEsB5NzR+TZsjdNX/GQWAHmRVpsLDRUy/WkjVSoJdRRxo5GxtYABbVSgu3lJFc03LdTpz5Cv36teffdbYa2OXOG8fHHu/nggx2o1RratPFmz57XWbDAVOTRt29rLl1K4nb9QuCzzw5g3brTJtupVL8vdmvF1eQm21s3UeKWX1NHYiNll1ytpZe3M+/1ac2+xDyu5pbx+M7LLOzdmhEtPejp7WS0vY+tJc/uv2aYKy6/koy9uYRXuwUb7mspanzFxcwrnWzYL9DJDcE9bJ1QoEODgHOWXQ1tSo2W987eZliwXm359iOtSC6t4UZ+OV42FqweGc7kXZGG859OLyLMzY653VuyrP78d5FeUUtFnQqJSIBG3XBuc7HQZF4MYLLi+v/A7yaKrl27Sp8+/QAMq593iSJfXz8ApFIzwwrV9etX+fTTLxGJRLRp05aUlGRat27z+3v+D8G6dVfYtm0NKpWGYcM6snPnf7C0NI1CbMZ/h725lKjnB3MwKQ+xUMiIlh58HGHqwC9XabhWpaPQ3pt0ytkTn2u48UAfm9jaxZbjnQJJK69heLAH3k143DTjz4W7uz3Llj1l1BYY6M7Fix+i1WoR1i9LjB/fjR07GiS5U6b0QqvVcv16w+q2s7MNwcENUvewMF9SG5UXeng4NCmJzckxlbTeLXtJSyviySd7Ex+fi5ubHc8/P4j09CIWLNiMjY0548Z1MfgNWVhIWbBgLF27BnH16hKTY5qZSQgL8/tfPpZ/LJ4M86WlkzXHUwtp72ZHVqWMjY1kyzpgf2Ie3XQ6XKrySHdvbXhPJBAwq1MACaXVHE7W14d72VjwStcgWtha8kQ7H1LKahgS6I6btWkKzD8NdnZ25Ofr/QtqaqqxtbXDzs6O6mr9d7S6uqq+zd6I+BE2tVQH9OrVm1699IqbM2dO/Mm9//+jR4+GUgUvL0cyG0mqfXycMTMzHYr4+7vyySdPkJiYR//+i8jPL0cgELBw4WMsXvz4X9LvhxGn04t4vlHC5+RdkbR2saWVsy0pGnPKrZxRNOFx4GJpRpCjtZHnw/SH/Dft7wKxUMcnrVNYUO5PbGmDkiPctYZbxcZqhqxqM5be8DKQLVqdgKOZjsxsU8CHSXrVwrUiCLSVs35gEmdzbblZZMP8C370a1Fhcu4OzrWkOogpl5hx8aJ+7CpDyPyL/gzyLie7puH3uJWD3pdoYnAxS2+2MJBOw3zLGLK3LWqd0NDvHcnGpf1bklzwtFIY+n0XjRPW7kJWWwOI+EOzn0a4VVTxm+8X1ipo62rHxDbeLI9M5t6741puOYv6t2FGo8hxtVbHqmupqLXwn+NR1Km1BDla8Wq3YBRqDZ9fiKcusA9ROphpc44QST5rq/qxoGwS5gIlT1pfRI0IMRrkOimpQikOynLKpXriYIRlNDZC0wnhCXkb1lX34a7F07GUAtaMDOd6XjkBDlZYikWcSS8itqjSqKROq9P7En1/M92QnvTGiRgcLaQM8Hc1smuwM5OQWvb3WpD4q7Fu3RkDsZ6RUcyQIWEsWfIE1dVyZs1ay549+rHhlSvJPPVUX6N9PTwc6NUrhM6d3+JOfSpdREQ8M2cOIDW1gJiYWHzM5bx3xZcw5xrspGoqlfpnpLulktI64wXtOpWQgR2qCFJWU6UUMdC7Ak8rJZ+JtEb+ZN3dq3m/WxZv3/TndrU1vXv34P33tyOVipkzR18O1717MF26BOHv/7Jh8eb27Ww+/XQvjz/ek02bIgzHc3W1o3//thQWVhIbm8WkST0YNqxjk0TR78WdIlOCVAuMD/Xiu+upXK0vS+vs6cCjAa6sbJTaBmApEWEhEfFjVIahbey2iyS+MpQvBrWnoKaOE2mFtHGxZV6PlkxvdA8DnEwr5PzT/alMiOJabCzfdDvFU4XGVQGplv50r7hGpEMDKfSS7WlUOjHKe2iWijoVOp2OVw7fYs2NNHToeLxNCzaO7UZSWbXRXBUwqIj6+7uyMbphPN3W1RYnSzNmdw3ii0t6EkkkEPBO71A23MrgXtRpfr9v0e8miqqqKvH39wfA1taWxETTCfsXXyxh+vSnAeMVVFtb/QpqU/g7r4z+L6islJGbW4ZOp6OyUsDBRgOyI0du8d13x5k3b9QD7OE/GxYSkWH1E2BOtyD2J+URVW+493QHP149GoVcLQJLR07jSIdi0x8aWzMJgwLdgIfTL+afjsYT4h9/fIlWrby4fj2N/v3bMHfucGQyJXl55ezdew1/f1eeeaY/JSXVeNV7VC1b9hRZWaVcv56Kl5cjP/30EjKZki1bLhqOa2dnzptvjmHnzkhDYpqNjQVPPdWXnTsjmTTpK8NA4NlnB1BXp2LChAZ/GBsbC/bseZ2SkmqGDetoOPe/Gd1aONGtXjl5Ms00qcLWTMzS2xqSPdrTyVxBtZUTFmIR7/ZpTYizLQenPMLZjGLK5EqGBrkbyk17ejvT0/vh8Qzr0KETP/74A7Nnz+XcubN07tyFwMAgEhLi0Wg0REScpVOnLlhaWlJXV0dNTQ1JSQm0bGkqKf6n4ZtvnmHy5K+prVVgZ2fJ4sWTsLIy59ixaANJO2VKD/zrSzc+/HAn+fUr2jqdjk8+2cMLLwzC07P5fvs9OJFqfF9qdXpz3qm7rxCtcIfQ4cgL6/CwNjfEDduZSZjR0Y/nOgXw5eVE8qrrmNbeh5EtPR/EJfxrEBKowkdbS22dgFmngmntKAPgdpklXd2qmROWxy+JruxObfht7OtVaUKuVClFHMk0ViakVlkgEenYmuSKUqt/3iZWWDIpuIijmY4oNQL6tagks8qMAsSUlJiS1KGOMhzM1ZzPtSPYXk6tWsiI/Xqj+m5uVYzwL6OjSy0LL/saSCKA7+PccbcyLnexEGtpVX99jdHTvZqCWilnc+0BvVpigkchy/M9uF9EUXmN6Xkbw83KjMSSak6nF+FpY7pQEe5hj1qrNRjp3kWlQsVrx6IM3j8pZbUkl9WQUyWjrpHAYmN1T0ZaRZOs1qsl63RSttV0ZYXzL7xUMh0tQrADe1UFP7uu0RNHKle0CLAUKAx+Rl3M0khVGatISuRKWjnb4mZlzvjtl9HUj2kea2UaiqDVYRKxfSg5ny3juxFfXM3R1AJ87Czp4+PM0nsUDv826O5RkOTklNGzZwjXr6eSlWVsDJ6VVcJPP73E+vVnkErFfPTRZNLSigwk0V3cvp3D11+PZsSIWG7l6gngS/m2TG1ZhKulColQy4SgEn644875vIbyToFAh4ejmhdd8nk1IpBpx1shFWoZ5FNOUoUlpXIxw/3KUGoEnMq2Z254Lh9lBLJzZ4MCfOXKo0RFfU779r5cuJBgkjCcnl5Eq1aevPTSYGJjswgIcOP110cxePBHBjXRtm2XuHz5oz/+4TZCqaxpRVfb746z7/FeFNbK2RybTVJpNfsT8+ji6WBI9XOxNOPFzoEsv2KsSlJrdWyNy2ZXfA438yvwsbNk+dCOhHvYYy29RU2jkrYAB2vafnecO+WWiD3CuVqXjqOolrRG9kcSnYrOVVHMbXWDyLpAbip8+KZyIKfkrWmnTSVG1GCp8XynAI6lFvJto4XubbdzGNvKi3GtvHC2lFIia/ht7OrlyJbYLFwszBgU4MqN/ArC3OzwtbPC6fN96HQ6HmvlRX9/Fx4NcEOt1bE/ucFE/X7gdxNFtrZ2BiKnuroaOzvjmuRDhw5QXl7G+PGTAOpXS6sxNzenulq/gtoU/u4ro7+FH344xZw5PyKXK3F1NcfFxfTBmpCQ+wB69s9BZkUtn15IIK+mjmntfIxIoabgZGnGzVmPciO/HEcLKddyy42YY4BSmdLoxyPI0ZqnO/o3eTyNVseh5HzSymsY1dKTwCZqj5vx18LKytxEQWBnJ2bnznkcPx7N2LFf8PbbW3j33W388MMLzJjRDycnGxYtmoiDgxVduwYjEunvxW3b5jJv3jdAHW+9NQh3d3uuXVvCunWnkcuVzJjRj8BAd6ZNW2k0EPjxxzMmD87qajm1tQpmzhz4p38G/0QM9Hflpc6BrL6RilanXwFaeTWZ/Bot2Lhyow7WD25ldC8KBAL61xMEDxNUKhWTJ4/n9u04Hn98HG+//R7du/di5MjBtGjRgueffwmJRMK0aU8xatQQ7O3tWb1aH7U6d+7rTJw4BnNzc1auXP2Ar+SPY+TITuTmriE6OpNvvz3GhAnLEImEPPNMfy5ePIylpY7VqxvK0woKjIl+jUZLcXFVM1H0OxHmbjr2yq6UEV3Y8DnfrFTz05gOZFXKUWq0PN3RD7960+p7kwyb8edhulcu+xMduVKoL7PIrTVjlH8pb3fO5tWIAMYfbo2PTR1jA0pILLfEy1pBZ9dqXCxURmUnk0OKKasTGxFIUqGW9EozA0lkaBfpiJpyi0+vt2DtbQ+OZurvM39/YwIBINylhr4t9CrIXSlOvH6hwafjSqEt01oV0dZJRp3G+BxqnYAX2+bzTqSfQUH0WGAJcSVWjPAr5USWAxqdgJ4eVayM9qBcIeZR73LCnGs5k2PH8pv3N/nx15SaUpGQECcb3KzNGLf9EqAv7Xi2ox9b4/TpQv38XPjhZhoHkvIZE+LJrviGMf5jrbxYFmk8SU0pq0GmMjbZVSIhXeVs0ralprueJKpHhcSeNJULn1SMNJScdTZLY6jlbZyENQyzimFpxVDO1jWUZ4uFAoIdrRm77ZKBJAI4kJTHE2292RKXjQ4YE+LJ850C+CoyicZDHTcrM0JXHSOtvBYbqZj/dG/JL7FNJ1H9m+Dn50JGRoMy9okn9LYEvr4uJkbVLVt64Opqx40badTWKrh0KYkffngec3OJwQ8IICDAlbNnL1JSYuz7cy7Pjm/6pfLFDS92pTozxKeMTq7V3CiywVykoWuoHGsLLVuTXThWX6qm1Ao5lOHEvpG3cbZQM/pAa4MSKeC2HLGz8Xdep9Nx7twdnJ1tsLExx9vbybCAevd6Q0LmGkrjxo3rSnZ2qYEkAr0af+3ak3/oc70XjUmbxsiqlDH/VAydPBwMyvXI3DK6eTmyc2IPdsfnklRWxbzj0YQ1kWB9ODmfm/kVhmNN33uV9FeHs2FsF14+fIuCmjoGBbhRq1Rxp74aQS2S8F7ZOFY6/8zLJU8i10kRoKVTZRQaRHQzT2FXTWci6g3lL9TZ4CUsom3mFQIGjsLZ2pIuno4mpZygN7uf3NaHreO788Khm6SX1zKmlSelMiVP7NabaQuArRO6Y2smYdgv5w377k7I5ckwX1o52/LMvmsmx/6j+N1EUZcuXdmw4UfGjHmMiIgzTJ481fDe7dtxrF//PZs37zC0de7clfPnzzJmzGPExcUSFGQaR/5PRmWlzEASARQV1SEUCjE3F1NX1/BFHzWq84Pq4t8eKo2WfhvOklGhX93Zn5jHToGA8f8l4ehoSgE/RmXgbGnGqJYeJu+3c7Pl+9GdOZpSgEKjZUSwBxYSEd9cTWHxuTsoNVrmdg/mg35tmLbnClvrfWwWnIzl+JN96OPrYnLMZvw9MH/+L4Z7TqPR8uabP9Ohgx+DBn1ISYmeyF648DE+/FBfTzxpUk+OH19PYWE1Pj76B6qbmz1hYX68884WNmw4x8yZAw0ls3chEAjw8zP9Hvg/hKTG/4LiWgU/1z+cp7b3wdVKv8paWaeiWKYgyNEagUDAqhHhvN+vNWqtjpSyGqNBNOgfcL9G2p7NKCK7Us6wYHec/+HluhKJhF279hu1derUhTlzXjNqmzRpCpMmTTFq69u3P3379v/T+/hXws7OkvT0QrZt00++tFoNa9acpEcPHU5OWnbvvsq6dRGYmUkID/czpBkCtG/vS/v2zWmivxeT2nhzLqOYdbfSEQkFzOsRgqaJUjO1Ft7t27qJIzTjr0KNTGggie7iXK4dUcVWFMn1REFWtTmeVkqG+5Xx5a0WnMx2QICOqSFFKDUCKhVirhdY42WjoIW1gpwaM6RCLS+0yyekCQVPK3s5So2ADQnGauviYhGBgSrS08UIBfB4UBE9PRtU//m1pt57+bVSFBoBU1sW8d4VP0P7o97lqHQClvZKQ6kVklUt5dvYBvLnlfa5jA0oY/j+NgYi62S2FH/bOm4WNx1l/0cgETVtWKxYOJ7UshqCVh4xtNWptZTJVZTNH8ue+Fwm72ooi3ezMuObYR2JzC1FAAQ6WpuUaz7WygsLiYgXDzUkqvYzT+ARi2RuNYq7byEqw1ts6pt0Wh5q5Et0XRHAXLsTbKvpxqcVwwmV5BEmzSJa6YNIo+KjgR1xtjRDcY/aSauDb4aH8+mj7bldXMn6Wxk8u/86E1u34EBSPjKVhkEBbqSX15JWrg+ZqFaqefHQDZ7p6A/cX9XCPw3+/q4MG9aR7OwSzMwkvPXWZr74Yj8ffzyZZcum8/rrm6irU9G+vS/vvjuBgQMXU1tfViSTKVi4cBtLlz7JvHmbUChU+Pu70r9/G/buXoOFVItc2UDkeFgpmXGiJRUK/ZT921gvPuyewZiAUlZGe3LhthVFFWI6WJr6ACVXWHA2x8yoXC2tyoLuLjUY6hPrERmZxNy5P6HV6ujQwY9evUIoKqpiypRefP31YaOk4kWLdrJjh/H4BfQ2C/cTfXxduVnYdJJaSlkNmRXGv2FXcsvIqKhlc5zel+t6XgUXskp4op0PW+OykAiFzOvRkp/viZ/PqpQZlOzv921NZkUt09r78tQ9pWi1OjN8JaVc8PqEi/IgNtd0I9KhK9fsO2FWcYqLdUFG2+cKXHHWJHEotQiNDtZHZTCzoz8igcBA3AqAEcEeHE0p4LkD18mpktPfz4XF/drQ7rvjhmPpgK8ikxgbYkqUxxRWMraVl4mq8X7gdxNF7dt3wNzcjFGjhtCmTVvCwzvz1luvs2TJUhYtWkhJSRGPPz4OW1tbNm7cyrRp03nhhWf54Yc1TJ/+NGZmf++Bf0ZGES+/vM5Q7rJq1bM4Of36Ayo3t8wk0reuTsh77/Xn7NkiKipqmTXrUUaP/t+JorQ0/UDaxcWWJ5545KH3NrqUXWogie7il9gsghytWXk1RV/X2TWIjh4NEuoTqYWM2HzBUDO+LzGX9/q05uNzsWgEItzKs5gc1A+JSMiokAaZ/PW8MmYfuWV4vejcHTyszQ0kEYBCo+XLy0nNRNHfAGq1psl0haJ76pfLymr48MOdBpIIYMmSvbzyylAcHKx58cXv+emnKiQSc0JC0hg5EvLzy3nssaWGFaD339/O7NnDuHIl2aAimjlzAP/5z0hOnYolIiIegUDACy8MomfPEFQqNWKxyIRcelhRKlPQcc0JcuvNp5deTiTq+cFsicti/skY6tRaOns6cHDKI7hZm1NZp+JWQQUBDlYIBRitVgY5WHMwKY/PLiai0ep4rXswE9t4M33PVTbVE1G2ZmIiZvQ3SYhoxj8bt2/nmLRVVwsQCIQ888z3DcbK5+P5+usZRETcwd/flTfeGP2777Xo6AzS0ooYMKAtdv9SXzqhQMB3IzvxxeAwhAJ94mdMYQXLIpMMniU2YgGjQ5rLyh4sdAz3LWd7sguplQ3msyH2cq7dU1qWVG5BTIlVoz0FXC+0ZqB3hUFZFF1qTXunGj7ukcGS6y1YEe3FD7fdedS7nPN5dqi0Anp7VmIjVVOuEJkkKQkEAubPH87Wrce5elnLL4luHM9yYEXfNLq7VzPUt5yV0Z4GYsdMpCWnRkqHzR3R6gQM9SnDy1o/Rv7pjivHs/RKpWfbFHAkw7gs7qd4d1o7yk3UTo2v8X7CvImxxV2otKaTb4VGg1QkZG+i8cJHYa0Cc7GQA4n5VCpUbIrJoqWTNVPb+ZBeUYufnSVfRyZRo9LQz9WclDtxDPbKBImYS/JAhlrEkqexw1tczit2JynR2HBc3o4ijZ4sDKlJws7KNPThm8qBRCr0E9RCjR3dzVJ5vXoDPzGUBafiWHo5iQmhLYxUg9PDfHGwkGImFjJ9zzWKG5X4rB/dmaFB7njYWBC66qjRucrrVDzdwY/V11Oo/Z0GxQ8DIiLiOX36fTZuPMdTT60C9CVm48YtJTPzW2pq6ti0KQIvL0fy8srIyTEm/XJySnn55aFMntyLgwdvMmfOembOXINAoONR/0oiMu1QaIQ4masY5V/Ke5F+Rvsfz3LgSoGN4R5JyDEnJMA4oVAq1NLLo4rtyaZzmL6uFRRozMjPN8fMTMqMGf1YsaKBEI2KymD8+G5s2TIegA8/3GW0v0ymoFevECMTbycna1xdTU2m/wiWDe3A1/f4Dt3FuFZexJdUGRlSO5hLOHWPeXhhrYIn2/siBE6kFXI1r4wung5kVTbMNzu62+NkIaX3j2cMaWjLIpN5sr2PkQIoSFKIv7gEgQAKtPZEKvSiF41AxNeVg+lplkyepuH3zE1QQbpbKxpbBG2KyWTL+G6suJJMrUrDm71CCHO3p8Wyg5TW8whnMor55Hw8wkaEEoBEKGRQoBtvnYo18kobHKgn9l/oFMiO29nca0nUx+f3h2n9oZzhjz/+3Oj1kiVLAdi+fa/JtjY2tvzyyw6T9geNdetOs3btSeztrXj33fE88oheMjZlynIi6yWj27ZdQqfTsWHDy3z88W7Onr1D584BfPDBJMNgs1UrT0JCPElMzDMc291dg7u72BDlWVkpo7CwArcmZHD3Ijo6g54930VW/+O9du1JIiM//lWJ7MOApmq/7czE9Fp/mlqVniXdEpdN3EuDCXDQl4T9HJtpdLPkVdfR2dOe4bd3Y2NeR1WFjorioURXqnn1aBTZlTKmtPOhnaup/P56nqkcUN3EIKEZfx12777Cq6/+RH5+ORMndmfduheNCNOnnurLkiV7Da8nTepB3j3/R41GS1lZDZs3X2D9+jMAKBQCvv76InPnTuXy5SQjmTBAZWUtt259zpEjtwgNbcHIkeEIhULOnVtEfHwO1tbmODhYM2nSMnbvvoqHhwMrVjzNuHFdedixNS7bQBKB/p5bfT2FxRHxqOtZoOt55XxyPp5gJxvmHLmFDr2Mf3qYHz9HZ6DWgbdEzbhQLwZsOGd4EEbu1D+gNzUywa5SqPniUiI/P9btr7vIZvwq6uqUfPXVIa5dS6Vv39a88spQQ2nn/wfDhnXgiy8aVFZisQgXFy1ZWSKjsk+lUo1EImLXrtebPI5crmwySVAmU1Bbq8ClPh3ljTc2sXTpAQAcHKw4c+b9h95g/rdg3SjSu72bPedm9GP2T/sozs9j8YjuuFg93AtT/wTMPB1MO6da6tRCcmvNCLKT82anHJbe9DJSGvX1quRghnEpZp1GaChDuYuYUmt2pzgZIu1lahERuXaceSyGjfGurLntyblce6zEGob5lrEvvaEcaty4Njz33HN89tlVauR6wqFYLuWti34cGxtHdIkVo/1LKZBLsZeq6eJWzfuNVERHsxxZ3T+ZH267o2lUTrUx3hVHc+Pnr04HbZxqEQp0RubWA70rKJRJyai+v4EGvzaufnLPFVwszejr68K5egN+kUDAlLY+lMgU+DZBNl/MKqGyUSR9UmkNXwwKI9TZhlarjhoWSs7KoWNVPtdcA4ltlHC2wP4QbaS5TC18njKtNW7CCt62P0BKvApPRSF9AtUclbVDodMrN3qaJxOjMLZoiFQEohVXU2KhnzyWyJRsjMnk4JRH2JuQS4lMQUd3e2qUai5llxiRRACHUwoMSt+xIV58WtKQMtve1Y4XD938V5NEgEHV2ljtCvrn1ccf7+abb/QE2+3bOVy+nMSECd3ZsOGcYbu7pWpOTjb8+OMZqqr0YyqdTsDlbFvOPRZNXq0ZrR1lVCjFLL6iNfL5sjdTmRCp1UoxS3qm80uiKxZiLU7mKp4/HUyIgwwHMxXlCv13xs+2jshMazLyxJiba1m16lksLc2MiCKA1NRCLl5M4MqVFEaP7my4JoCxY7swbtyXZGeXMmpUJ4YN68ju3Vd4660tf+hzvRfJpaZexRZiIW/0bMU7fUJJLq0mrqiKrEoZVhIRq4aHcy2vjCMpBYbtRQIBm2OzDCqiwrQighyseaajH8dTCglytGb1yHCu5pYZSCLQp5TVqjQs6tuar45cwENSgaUUuucupJ9FAiqdKcE8xDKOOiTcVPjhKy7hPevdzK2daLSNWqvD0UJKdpWczEoZb5+KQyIUGkiiu7hTUs3znQIMfkYigYA3e4UQ6mzLwt6h7ErIRSQQ8HrPljhbmtH3pzNcySkj2MGahDJj0rCo1vjY/x/8IaLon479+68zc2aD58OFCwmkp3+DtbW5gSS6i1On4njttQ2sXn3CsG1qaiH7988H9A+aI0fe5r33tpGQkEtFeQ4WFkpycvTyzEWLdrBkyV4UChVjxnRmy5a5vxmT/d13xw0kEcC1a6mcO3eH/v3b3rfr/6OoUqg4n1lCK2eb++LlE+xkw+s9WvLl5SR0QKCDFS1sLQwkEYBcrWHH7Rzm1xN6Hk0kICXnFXHZuxcW1kLss9NJzMhmenSi4Tg/RWUwK9y03GVUiCcFtXUcTNL/z0QCAa92u78lkmVyJReySmjramsgu5rRNMrKapg2baVBqbd16yVatvRk0aJJxMfnUFZWw+LFk/D2dub06Tg6dQpg7tzhbN16iXPn7hiO07VrEKGhLVi0aKfR8TUaHTdvptOxo79J1H14eIBJicvFiwns3BmJn58rM2cO4JNP9hjS2HJySpk6dQW5uatxeMj/r8Im1BzlcpWBJLqLhJJqNkQ3ELlKjZboggrWtRazftsupg7uy7XcMqPVEh2mZrvw63Xqzfjr8dxza/j5Z319/J49V8nKKuHLL6ezceM5TpyIoUMHP15+eQjm5r/+fAPo378t69e/yIoVRxCLhbRr50Nk5AnMzEzLoEKaULfcvJnGk09+w507OXTrFsyWLa8aSkFXrjzC229voaamjqFDO7B8+QyWLTto2Le8vJaPP97N9u3/+SMfxUOF7i2cmGRWSkTWFXwsH3nQ3WkGAhLLLUkst+SZ1gW0caplyTUfJh4JpZ1jLYN9ykipsKCVg4yOLjVogX1pDcTOU6GFXMizM1Ij2UnV5N5TIqbUCsmsNmN9vLuhrVYtokIp5oeBSRzPcuBiuR1nz95m4cKlZGVV0NhEOqPanBfOBHImR09KiQQ61j+aRGK5BfcirtQKpdb4+aHWCniyVRFLbzZYDIwNLGVvmhMTgko4kWVPjUpEV7dqjmY6YCVRM8KvlEMZjtwvM+t+vs4cSjF97vwco59Y+tha8O3wjmRUyLiSW8qTe64iFgp4tqMf7d3siCmsRCiAeT1CmuyRUAAXs0u5t8KzyNaTXK2fUdu+2o78UtOdMq1+HFGoteeovB2ttVfY7DGe5YXOtJfk0MMihWBJESOsople+BxXFQ3+UCGSfPIVxioSmUpDiVzBpphMFBotexPz2BiTyS+PdUMARguugf/H3nkGRlHuXfy3PdmUTe+9QEjovTfpHQSUKmIBRcSGYu+KXREVBQQUpffee00gISGV9N57NsnW98OGSZaNeu8V730t5xPMTtvJzszznP/5n+Now6qoNFZcuYWVVMz0cB8yKuuIcFORUFwlJDH9nTFkSDhvvrkN3ztCNkQiEWlphWbLKivrmDSpB23aeHL+fDLW1nKyskqYNWsFr7wyhcKmMJ7bqNVKkEmgi1sdWoOIxHIls8OK2ZbqSp1WQj/PKl7omsuJHEfUumayopdHDfe3KeX+NqUsORPE3gyTiiS2zIahPhX096pBITGQXmXF2oQm4/QGIw8/vIr4+E9xcLChsrKuxZkY6d//NeF/CxYMQyIR06VLIG+9tV3wMMrIKMbX15njx81Js7uBr6PSLZY16Ay8OcSUmh7hpuLW4lFsuJGFSiFlUpgPw4LcOZddSlR+BQqJmHeGtmf1dfP9pFbU8uHwDhy6VcjprBIGbzjDO63MrxUSMQ+FOnD1k/1c7zaWRI3pmm7T3QVMAAEAAElEQVSt7ckgK/MQL2uRhrE2scy1v0SGxpkttT05pO2CR00uNcpm0v6BTv48c/QGWU2KpozKOt47l4i/SiksA5PP59tDIgh1tqVOo2dKO280egMBXxyguK4RiUjEpyM7MbdTAH3WnuByU4rznSQRwK1Wlv2r+EsQRWp1I1qt/t+Wku/bF2WxnxMn4pgxoz9hYd5mxtNduwayfftls/X3779OY6NW6MkMDHTj44/n0L37i+TmagA5ubk3GTnyFm+80aym2rMnim+/PcZTT40Vlp04EceiRWtJTy/i3nt7YdsKAXI31ESpqYXcuJHJgAHtcGtFVfOv4mpeOUM2nEbdRL680K8ty4d1/N3n99GITizsHkxBbQO9fZzMWsFuQyoW8ei+KDIr1YwMdqeNsy0pZaabYFYHP165kEa9yjSxyAnwYENiIXVac8lyZpWar8Z04e2ziWj0Bpb0CmVCWy9GhXiwKS6bawWmB0yjzoDBaGx1cvzvoKZRy+QtFziR0Wx+98mIjjzT58+fYvRHIS4u26Kd8+rVVB566BtBGRQR4cvp068zbVpv3nprO2PGvM+YMV3YsuUpdu26Sn29BplMwgcf7KZPn1DBEwVAJhPTq1cIIpGI554bz+rVx6mpaWDy5J4cO3aDN97YRu/eoaxa9QixsVlMnPiRQCbt3HnFohe7vl5DfHyuoEr8q2JGB18+uphMRtOAwl+l5Pn+YWxJyCG/pjmud0yoh4UEuKJBwy21kSTvrqwuVzJHavlMGxrkRmxxFVeaYk/FIljYPfgP/Eb/4F+FVqtj8+aLZst++OEMLi52vPSSqZK4ceM5rl5NZfPmp3jvvV1s3HgOb28n3n9/Bj16mPfvP/jgEMaN60anTkuJikoHZMjlRoYPj+DYsXjEYlOL56BB4axde5Lr19MZNqwjkyf3FEgiMEUQP/bYag4ffpmsrBLBZwHg8OEYvvjioIUZfVnZfz5w+qvidkvfnYk+/+B/i5M5DuxIdREisuPKbQh1rGdG2xLejfTjYJYzYow80K4QvUFEVo0V22650s6pDm+bRvLqFNhI9SzsUIDOAFHFzWokb5tGvGw0aO9QJ1Q2SvGx1bArzVn4bPnyK7i66iksbJ46dHerEUgiAL1RxLoEd57rmocII8YW1Elvj2q8bRqJLW0upozwq8BWpmdxxzwQgZXEwGfR3oJ6Yoh3Jc93z2X83nBhWXy5LaaQ7LtDFF1qetf8ErKr6wlyNPnufXgxGTCpAr69lsG5eYO5mlfO2phMdiXlcV+4D45WMiqaTIo7u6twspbjqlRYEDJOtcWUOvvSKGom71wlNSQ1eNASSfXupDkNp0phUo3d0PrhLK3jBcfDXG4IYqBVEuUGG1K17gRKS/jIeSvvF/cmR9HsZeJpa8WJ9GIhgQ1Myt/C2gbeGBzB22cT0BmM9PBypJunI9NbzHdii6pJWDSSNs52SN8yL7j9XfHppwcAUCrlTJjQnQMHrmNnZ8ULL0yivl7DoUMxwroikYj27f2YNKkn27dfZtq05vTcEyfiWLhwBG++2TxHHOxdiZOVjlqtmGkH25FUYZrbdnSu5evBqYjEIvakOTMluJQrhfbkqBV4u2i5UmhLXGkQj7Qv5Gi2g9n5ns1TsXaYqYVr7tE2Zp81NurIySnj/fdnsGnTBSQSMQ89NJRFi9aarXfoUAxZWV9z82a2mdE1wIULyf/ZhfwNNGoti4RGYFVUGgu7B6MzGBi58Rynm4zF2zjHc+mhe4h8ZBg3iyqJKazE1caKLh6OwjwRwMPWitdPxwvJnoW1DXx+JYXRIR6CGslGJmFJr1CSEq7TIFNSIDJv38rROfOO005WFAxAbNQzw/0GIoxojBIeLHmILJ2JRBS5GehXm0r/kWPp4Kbi/vZ+KN4xb+WLL6nmysP3sPhQNLfKa5nQxovxbTzx+/wApWoN1lIJwU42/ByXTXGT15XeaGTZ8TjmdPQXSKJfgv53vNP/9ETRe+/t5N13d9HQoGHmzP58//1jyGT/2tcKayUe0tpazrvv7mTq1F5s2XKRW7cK6dYtiK+/fphZs1aYeZ/4+Dhx/nwS584l0rt3G0aN6szatSfNelFLSnRC9bUlWsYi1tdrmDbtUyqaDOM2b77IvHmDsbOzpqapxaNfv7bY2Ch46qn1uLras2DBMFxcfrsX9PLlFNavP42Tky02NgpefXUrRqMRKysZe/e+wPDh/xm58+CeSIEkAvjgQjL3tfeli4dpwHAktZCjaUV0dFcxq6Mf0n+R5EosqWbenkgi88oZ6O/K6vHdGODnIlQw+vg4801UGmlN1+pYehHfju1GWxc7XG0UxBVV8dMdJmW3yuuwtVOZqRL6+brweI8QHr9j4iKXiPFTKXl0/zU0egMfX0phdkc/fpz8r7e91Gp0vH0mgUu5ZQzwc+GVgeG8eirejCQCeOF4HAu7B6P8F3+vf3akpRWyadMFHBxsmDNn4G8Su126BJjdAwBBQe58/fUR4f/x8TmsWHGIU6fiOX/eJI8+dSqe116bSvfuwTz33I8AbN9+hQkTuvHcc+P58sv9yGR6Hn+8Lzt2XOGpp9aj1erx9nbi5MnXeOWVLRw8aPKvOnw4hrlzV2JjY2U2eTp7NpHFi0dx7FissEylUtK5c8C/dC3S04twdLT5U6qPHKzkRC8Yztb4HAxGI/e198XBSs6xOYN49dRNcqrU3N/ejyd7hRJVUCFUZQFGBLnz3vUMDI6+FDVA0ok4Hujkz8bYbAxGI3M6+TMt3JcxoZ6svpZOdpWa6RG+9PNz+ZUz+gf/LUilElxc7MwqoJ6ejqxde9Jsve3bL/Ppp/t55ZXNgCntc9SoDHJyvuH69QzWrj2JSqVkyZIx7N0bRUELDwCNRsSAAW1Yt24xMpkENzcVDz+8SjjG118f5f33Z1pEC0c1VR4TEnItSKGioip69w41Uwo/9NDQ339B/mK4/Yz7u/it/Vngbdto0W6VUK7kWIvJoAERFwtUeCg1QnR2YoWSqSEljPIv540r/nxwzRcriZ4xAeVkVStQKXR42mjYm+FML/dqs3a2+9qUcCDT0YxA0utFODoacLOup74COjrXMbddERP3R5idm0RkpKRexvTQUq4W2WJERGeXWhadDqFGK6GXRzURTmqcFVq+ifPkSJNfUQ/3GuxlOrMWm1N5DoQ7q82WmXAXf6PG326jcrNRmLWz3Mb5nDJePXVTUNS+ez6JtRO6U6vRUVbfyDeRafT7/hTWUgkPdQ1kb3I+tRodQ/ycScq3oa/hJmclndAjwUlcy1KHw4grjZxuaC44+amzSbI1LypGN/rxfOk0ttX1AMBG1MjPbqsIlhWzpmYQxTIXwozVNDp6EuRow0fDO7KqFXXG2awStifk4mtvzcwO/rwztD3PHb1hto7eaOREejFtnO3o6+v8/0ZR9Oqry4iJiaZjx05mVigNDQ0sW/Ys2dlZtG0bJtii/BFQqzWEhHiwfv3jPPnkOl588We6dw+iX7+2XLiQjJWVjPvu68vZswk4OCjZtu2S2fZFRVX06BFE755SSrLr8JOq6eFWS7FaxpFsB4EkAlPr6OFsJ1bc8KK6iTQOsG9gfO9qtp9TkYapXfhkrgPethozNaG/fSPJFdZk1yjo4V4jPCMA5DJYsmQdsU1jtX792jJlSk8WLPjO7Fx1TUbJAQFuFmPzHj2C6dDBr9X57u9Bg751c+btCbks7B7MwVuFAkkEplbPNdfTebhrEPduuySQQ909Hejr48zF3DL8VUq+n9iDMT+Zn2tSaQ3RC4azNznf1L52q5Dea08STB2hMj2u4mpKDM3PyAh5PrPsLnMgzZtLjr34rMqDb6sH84zqiEASARhFYjIbRezv7oeDgwMAo0M9hO4VgCGBbjx9JIZz2aUEO9owq6Mfr5y8SanaVCyv1+l58lAMPvbmSs16nZ6qRq1Zsvfdxp96hhodncHLL28W/r9x4zn69w9j0KBwli/fTVlZDfPnD/1F35DHHhvByZM3OXgwGplMwpw5A5kx4wshrrBv37ZERS3H3t50o37++TwmTvyQkpJq7OysGTGiE8OGvS3s7403ppm5wt+Gl5c91tZyM3XE2LFdhX8nJeUJJNFtpKQUkJDwKdu3X8bV1R4fH2f69HlFuFF//PEscXEf/yopdulSCgMHvi5s07K9pqFBy8svb/qPiaLkUksX+k8vpvDjlF58E5nG4webEx3OZpWwdmIPovLL2ZGQh59KyQOd/VslSGbvuiJEFp7JKuHJwzGcmTeYizllGAGFRETPNeaTkm2JORybMwgwJafdCXFpDl9PG8U7F1LIqapnRntfnu9neukmlFTz6L4oogsrGRbkzprx3fn4UrJg6gkm+fG7Qzvg1wqxkVZeyzdRaegMRh7tFkS4qz2P7IsSlFDnskspqG0gtoWJ4G3oDEYKahruStve/3eY2kNeoraJvV+16hjXr39AcXEVa9acwGAwMn/+EAICmlPE7O2V7Nr1HM888wO5uWXMnNmfgQPbmRFFYFLJ3SaJbmPr1kuIxeYDyX37rlNc/BhVFacpKCqmTRsnFi/+EW0T4ZmXV8677+7i9OkEs+3Onk3k3nsticJFi0ZhMBjZvPkifn4ufPLJnFaVgDk5pbi5qVAoZJSX1zJ+/AdcvJiMQiHjrbem8/zzE/+NK/n/AyorGY90CzJbFu5qz47pfc2WrZ3Qg+6eTkQXVnBPoDvXCipoeYfWaPQMCXDj4xGdMBiNQnqavULGs33/Udv9f4NIJOLTT+fywANfodXqsbaW8+GHs3n99a2ktWgZtLW1svBuKC+vZd26UyxZsl54T27ZcpGlSydYHEciESGVirG2lqNWN5p5OwCsWXOCnj1DuNrC5HLIkAgqKmoJC/NCpVJS1ULCPXp0F+69txcrVhwiPb2IqVN7M25ct7tyTf5K+Icg+v8EIyAi0L6BBe0LyK1VkNWCLOrvVcWGRPNksjqt2GwCCCY1Uo1GSm6tadsGvYRzefasG5bCzCNhgs+Jj20Dz3bJJb5Mic4oIq3SGju55STNxsZI/7Z1LHHIACCrWsFo/3IOZZnIHrnYQGWjlAePm1QLKrmOrwenMvdYW/RNfkNXCu0Z6FVNoVpOra55HBhZZEd3N0tPEn+7Botlt6/P3UBV46+3Nk9o40lKWS0D/V344koz2ayQiJGJRRZt19cLKlg5piuD15+mpMVEb3dSHvnPjOftMwm8fS4RvDqSBjxmf4Iuimx213ZhZtGjBMuKGa2MJVvnTG9FGlZZyeSLXKi2aVY0RMjzBJIITGlMG2v7cEvrzi2tBzQNK7cM68D0CF9uFlcxJMCVzfHZVDd9374+zrx+Ol5oiXv3XCID/FxajROXS0Q8uCcSbztruns6EtVKxPd/E7GxMajVavbtO8LSpU8THX2NLl1Mz/TVq1cxZco0Bg4c/F85F5EIHntsjTC+jYpK56GHhvLTT08yb97XbNhwhg0bzuDkZNvqWLKxsRxH5xryksWcqnLkVK4j38V7Mi2kxGLdM3n2AkkEkFlthShFZKbcU+sk3ONbQWWjlLIGGU4KLeGOakbtMbVWOci1TA0p4WKBPfbWejT2MoEkApM6aM+eKJYsGcN77+0Slj/99FguXUphz55IZs8ewPbtlykpqaZr10AyMorJyirl3nt7sWPHld9/UZvQmncsQJCjqUukot7Se6eiXsv30RlmCqKogkp2TO/DoSB3kkqrya9pYGyoJztbdA5NaOuFVCxmSjsfXj55k6QmYUgi1kiCOvOZy2ZeKJtKnt6JLvIsljkcoNpgxVWH5rGE2qhgn7qzxTnJdY1cuXKFIo+2fB2ZhkwiZkSQOxmVdfTzc6GmUcvhJiI6raKOGTsuWwgsStSNLOkVQnSLQl0fH2euF1QwPMgdncFITGElcomIxjvdrH8H/tREUWwLw9PbiIpK49VXt1BSYiIy9u+/zqFDL9G/fxirVx8nM7OEqVN7M2BAO5RKBQcOvEhubhk2NgqefnqDQBIBXLyYzM2bOfRtmrD06dOGnJxvuHkzh7ZtvWjbdonZsT/5ZD/R0R/w6af7qGsyjrK2NjB8eCg+Po/yzTfHqK/XsGDBMCZObH7Ah4V54+RkS3mLHsL+/dtiMBjp3z+Mrl0DeeSRbwXCByA5OZ9Tp+IZMaKTsOzQoWi++OIgYrGYpUvHs3nzRbNt7pST/x7p/a/9BL+8au7vtOFGFuPaeDJt22VB/rYtIYeTDww2W0+jNwgk0W1cyikjvaKOzTdzqNPqmBzmbRYrCOBlZ80rJ28SmV/OQD8XwopucsstDL1ISoQoiyzHIObuvU6Qow0nHxhEb5/ml+30bZeIb/qt7E3OZ7E02uKlD62bWhfXNdBzzQnKmx5Ua66nE7NgONvvqHRvjc9hfpdAM+f823BvhVj4K2L16uPCSxRMSqBt2y7xzDM/CMllK1ceJjb2Y3xa/H3uuacDN258JPy/trYBNzeVsI1IJGLu3IEcPBhtNjEMCHAVokhvQ6mUExmZxukz9egNUjp1skwqzMoqpUePYDOPo27dgli2bBJHjtwQvsODDw6mbVsvVq58iJUrH2r1O2dnlzJx4ofExGTi5GTL6tULuHo1lYtN0vXGRi0vvvgz06f3MSPI/kqQS8Q83iOYw6mF6I3GVg3r/VRKXP7iiY5/JcyY0Z8hQ9oTE5NJz54hODnZIpGImTDhAxoatIhEIt55537y8yvM5PdSqYTIyFSzYkphYSVOTrYEBLiS2VQVtLY2cOTITV5+eSdWVjJeemkyVlYyamub32W2tlZs2rSExx5bQ1RUGkOGRKBSKXFzewSDwcCYMV2orW2kuLiKuXMHMn/+EEQiEa+9NvW/dp3+zPi7tp79kkIhLi6WZcueRSwW8/LLr9O7d19qa2tYuPAhKioqmDv3Qe67b+ZdPhsRbUI1pKfJmXssjLYOdfTxqCanVkFbBzXeNhrGBZazK625cj0nrJifkt3IrW1+ngapGsisMX++1mil/JzsamaGm1trhbtSw+p4D2EiaiPV08G5jrgy06TM1VWPq6vp/i1Sy5h/PJSEchusJXrmhBXhb9eIj20jC081eztWaaR8e9NDIIluI75ciYPckqAZ5VdObKmNcG5DfSoxImKkXzknchwwIKKbRy2RBXcvAa29qx0nMi2j6I/MHsDOxDy+vZbO3pQClDIJrwxsx/H0IoxGGBnsbpbCexudmxI6MyvNC8Clag11Wh2fXzEfI2+r7Um5wZaD9Z0BiNH4U2ko5YTnh2yo7cf3bmOwUVchNhqotnbEvzGXx9xOcb7BvIWoSG9vIola4IcbmexIzGVrU8pkZ3cVczsHEKCyIbdazcU70riOpxfx8oB2TA/3YUdiHnKJmHmdA1h0MFpoW7NXSBkT6MrBDEsi47+FyMirAhE0cOBgrl2LFIiiixfPUViYz6effsjChU8watQYi+0vXDjHhQsmRUlNjSU5+a/CzU3F8OEd+eST/WbLb97MITe3jNOn44Vl5eW1QvR8TEwmYrGIRYtGcutWNFWlYnKqmu/TykYp9ToxSqle8CFSyXW0cajnXL6D2bGUCsv5ST/PGp7tkk9GtRVKqZ7BO5tFAZUaGQ06MRemxaI3wuQrnSy2z8wswcpKxtixXXF1tWfGjH7U1TXSr9+rwvth/PiurF69kN69X+b6dRNxnNqK6u73wN9eyc0Sy7+PRCRi2rZLjAr2wM1GIbRjWUnFzO7o16ptSWWDluePxfLtNZOyztlazsz2fsSXVOFlZ80gfxeK6xqQiEQCSXQbhVYe9LNOZafHlzxRMptITTD3Fi1iqcMh9CJzKkWPmIk219lTZxKEeEoq6V4Tx4ZzcjbJmkUWComY1CdH42OvpO1KcyPx/JoGFnQLEs4VYFiQG07WcqaF+1BRr6GThwNxxVXcu9WkUlPKJFx95B7u3XKR7GrLdMT/FH9qomjIkPbIZBJBEQCmm/Y2SXQbmzdf4L33dnHunMl46ssvD7N791Ihqv72xPROBQKYfFIeeeRbkpPzGTu2K+vXP063pkr6nZ5BYrGIhgYtQ4cGEBmZyFj3UtKd7Fmw4AeuXcsRHgoLFgwHTN4OL774M5WVakaP7kxSUh7p6cXce28vdDoDgYGLMBiMhIf7CGRVS9jZNUvQYmIyGT/+A2EQfvx4LPPmDf7V6/fQQ0N+9fNfg0QkwnDHYPLRrqbrYi0zd4KXS8Ssic4wI3dOZZZwNa+MbfG5nMkqoae3E28PaW8hn+vl40SftSeFVIYfY7NY2D2IVVHp6I1Ggh1tKKlr5IcbJtLwaFoRAUhYK/6ctl4NLCmZQW2TiVh6RR3zdkeS9MQowMREx9/xWzmXXcLq8d05kV4snO+kMC+CHG3ZkZDL66fjqdXoeKx7MPYKmUASAdRp9WyOz8FfpRRa4wACHW14c3AEK6+mWhJsf5MBeWvR9hcvJpvF21dU1PHzz+dRKhV89NFeRCIRy5ZNZOHCERQVVfLpp/vJyyvnnXfuIzIyjfLyWubPH8KoUV344ot5LFy4moYGLZ6ejixfPpPKSjVjx75PXV0jIpGIOXMGMnbs8qaXnIxvv42mS5cAoqMzhXOYPr0Pkyb1YNasFURGptG5cwDr1z9O+/Z+pKau4ODBaAICXOnUKYDIyFQ6dQpALpdSVaXm6afXc+LETbp2DeSLLx7khRc2EhNj2nd5eS0PPbSKgQPbmV0Dg8FIamrhX5YoUmt19P/+lFABaetsRxuliBS16Xc/t5M/gwMso1v/wf9veHg4MGpUZ+H/w4d3JCvra86fT6JjR39CQjyorKwjKiqN48fjsLOz5qOPZpu1mN2Go6MNixePJj4+h6tXj9DYKOLs2RTApHx97bWtPPvsOGEgLpVKeOONaQQFuQuJoocORTNmzPvCPvfvv87WrU8zbVqfP/Aq/PXwd249+zWFwocfvsvq1etxcHDkwQdnsWXLLn78cQOTJ09l0qR7mTx5LJMnT0Uu/3UD938Xt1LlwhAhudKG+eGF2Mv1HMl25ESuI0qJniWd8ihUyyhSyzmW7UgX11rqtGIqGmV4KhuZGFRGdo2C5BYtLO2d63BTWpI0saU2ZmqFOp2EMQHlhIVrOZNsS0mJhBMnrNCG6/hc7UVCuYmsqddL2HrLlcvTY0iptDSxtpEZsJbqqW9hvNvbo5o2DvXsTHOmQW9aHuaoRiE18mrPbOq0YgxGEV/e8OJkrgMAEwJL6di2geXHvbmbrWdqTevjsJ7eTozfdKF5Pa2ey7lljA7x5PXT8VzJK8fmUgoLuwWxMS6bBp2eUcEe3Cis5KMLyUwM82LFlWbV4/Agdxys5EjvmGtIRXquNJgrdDN1LnxSNZKvq+8Ba8Aa7OvKGBP9M4Eu9biHVNNdkUFUoymYRYSBaTZRXG/0x9giVU5nMAokEUBMURVzjDC5nTeXcizJsfJ6Dd6f7Uet1dPZ3YHt0/sIBti3Ud2oo6gVJcd/E9XVVQQGmr67vb09ycnNxsKZmRk8+ujjvPTS60yePIZhw0YglZpPd/v1G0C/fgMAOHXq2L99/A0bFrFt2yXq67VER2fg7+9CVlZzS97o0Z0tCpG3cf36Bxw9eoOlSzfy5ZeHUSiM9AloBMwJXXuFnl1jE/g5xQ2pyMho/3KMiNid7kJZg8kj00OlwdXHiHONnrIK0300xKeS/Fo5mdUK2jrWk1xhbZYeCFDeKCO2VMm5fBVh1jUkSJzQ603rqFRKVq8+Tnq6yWNSKpXwyCP3sHz5brMiwr5914mJyRSKPH8ErGSt25asaiJQtifk8tHwjhTXNRJfUoWHjRUZlXXM7ujPp5dTBIsUNxsFHdzseWhvszdxWb0GhVSMp501h1ILOZRayOunE7jw4BDaOtuR3CJxrYd1JgCfVI0mUmPyzCzUO/BWxUT81dlkKf2Ede+zvcpsu8uMsL7JTzW9kYoMqHytOV6uhRYi0Ea9gaNpRczvEsiQADczBVSoky0v9m+Lo5Wcq/nlRLjac+hWIY832WI4W8t5rm9bPrmUImyj1ur5/PItcu8iSQR/YqIoJ6eUJUvWCW1hTk62LF48iv79w8ykcgBWVjKBJALTYGjVqmP4+bnw9tvbKS2tYf78ITz55Bi2br0kKBGGDIngzTe3C4PbvXujeOGFn/juuwUALFs2kSee+F7Y77339qJz5+ebVDwSMuUKirQSEhJMzKbBYOTLLw8zY0Z/3N1VPPjg14KXwo4dV1i9egEPP3wPKSn5tG37lLDfhIRc+vRpY6akGDeuK97eTuzff42+fduyZ0+kWaVWq9Xj6emIn58L2U39xGPHdmXIkAhiYjIZMaITc+YM/I+vv7YV1c3ADafp5e3EQ10CuVEYIxAtz/drS0KJZavah+eT2dEk+4vMryC7Ss3GKb14eG8UV/PKGRTgyrhQT462aGnQGYzIJWKynx5LbnU9HdxU2L6/02y/+U6BRDhX4CLVkqIzr64kl9VQp9FxObcMpUxq8TDo5ulIbFEVY0M9sJJJGBfqxf3tfUkrr+W+7c2KqGUn4niqlUQ0Bys5n4/szOxdV6lq1OJoJePx7iF0/e5YqyqsqPwKBgf+NUmClnjssRGsW3easqZr3atXKF1bSZ7Lz6/giy8OtthuDR06+PPww6sEc/mffjrPrl3P0alTAIsXf8/DD3/LsGEdiI//lNLSGmQyMUePxhIe7kNm5lecP59ERIQv77yzw+wlV1paz4oVEzh/PomUlAJGjeqMp6cDSUl5XLz4Dnq9gaysEj78cC8VFbXMnz+UBx8cwoYNpxkz5n0aGrR4eTly6NBLfPLJPn744SxgUhIVFlaiVpsPEior6+jXry17W7yoXFzsWiWB/yrYnpBrJpNNLqthgY8E98jdDB88kFcntd4W/A/+fHBzUzFlSi+uX09n0qQPKSmp4cEHB7Nx42Ls7ZVYW8spLq5i06YLpDT15o8c2YmHH14leP/Z20uxs7Osjvbu3Ybo6A+Jjs5g8OAIId3sNuLjLauH8fE5/xBFfwBuFFZy4FYBbZztTArfVgpsf0b8mkKhsrISLy+Tp6Varaa+vp6oqKssX/4JEomEiIj2pKbeIjw84pd2/x/hzjrS2WIVqaXNRIxaLyGrRkFlo5TTeQ4AXC+xZUZoMZ1ca3nzij+vXg5AJjIwLqBMMLV2tdaikBhwtdZQUm8it/p5VtHRpQ7u8KS1l+spqpBSXGyaLmg0cCLGlo4u5n/3Rr2YvFoF3VxriXCqI76JRJKKDPT1rMbXtoFz+Q5UaSR0dK7js+veVGhkdHGtpbd7NVKxkXUJ7rx6OQAwTXYVEgP1+mZyaW+GMxm2WnS6u/ubC3RqXZ2k1urNbAjApAp6t8V8ok6rJ7WiltKlEzicWsiUrReFVq7ung68O7Q9x9KLcLKSU9WoZcxP55gW7sN3TQoMgEWqk0Q1BpCpay6aeEoqOVdvrhiqtnEm1zGAk77d+TJfiau4igftzgIiIuR5NBjlTLK5zq46UxFcoVHTw0XJkTTz75VbrSarso7rBRXM7uDHzqQ8tHoDszv6szE2C03TF4gpquTji8l0cLcMvlEp/rfTR3t7laAEqqmpQaVStfjMnr59+6NQKAgMDKKkpBhPT8vkzN+D/fuvsX+/yWLjxIk45swZQHl5HbduFRAa6iHE3Xfo4Edck2+qXC5lwYJhiEQi1q8/LSxvbBRxPUNJiKqe1CZfIQeFjvtDS/C10/BGr2zeuerLfYfboTeK6OVezeMd8qlolLE2yYPTF+XI5UY6dNBgr9dwOkHFqSZy9d0+mcxsW0Inl1putDCRD7avZ9L+cKFlzdtbR7t2oYSFtaVTJ38eeeRbYV2dTs+aNScsAlxEIhFBQW7Y2lqZdQzcTVQ2/Hbi7cFbBQwOcOPgLZOa6fuYTN4aHMGVh+9h5dVUMivrGBbkbpagfRup5bVmnluVDVpWXE1l89TezNt5mdjiKoL0eTxibxrfx2vMvY2rDErGVF7GpyEPsZcTgdISxipjaTBIeaNiEiV6k6fRWUUY/iJLw2+jEWbvvEKjTs+oEA8i80ykkKO1nMAvDmEEZrT3pZe3E1+2aLUvq9ewIzHXYn/aVrpffi/+tETR1KmfmvkTDBoUzuLFowFYtGgkX31l8jEx/eCH8e23x822VyikDB36puANdPZsIrt2PUdCwmfs3HkFT09HOnTwIyLCPD738uVbnDgRx/vv76a+XsObb05HoZDSq1coH3+8z6zV60S2A97elj/y1NRCMjOLLQw3L11K4eGH77FwkwfTJPPWrS84cOA6rq72pKUVCYojpVLBk0+Ottima9dAli2bxNGjN3BysmXAgHakpRViZ2fFuHFdLda/G7iSV45ULCJx0UgOpRaSUFLNzeIqQpxsUcokArt7f3tfjtwhUdyfUsDbQ9oLrV8SkajVlhRbuZRvItNIrahlclsvPGytzNKWbLR1pIu9iVFb09cqlYPqZlllHx9n+qw9SVwT4dbX15lOUlO86dBANyobNLzYwltjZLAHMomYs1klFq7x9Vo9vbydhHSmdi52HEsrZP+tAtxsFLzYvwOLe4XQe81JMivVtIYazf+2KvPfQlCQOwkJn7JjxxUcHJRMmdILnU7P558f5GaTRLRNG0+srS0rshs3njVLIATYsOEMOTk7udZUVfjxR9NDfOrU3kyZ8rFAmi5cOJxvvnkEAFdXS/P3Nm28mDGjP4WFlfTq9ZJAqvbt25b9+1+gf//XBIXirl2RHDz4IkuWrBdaVPPzK1i27Geu3xG9efnyLZ55ZqxZe2xYmDdLl05AqVTw449n8fBw4M03p6P8C7ddVbfi/aDWG1HVV+Ah+3uo6f5OqK5WM2zY28J79eLFZLZte4YpU3py6FA0+fkVnDz5GvHxuTg42LBvXxRHjtxosb0YFxfzwZxSqaBfvzbExmYTHOxOQJMCLTExl/ffN3kRDhvWAbFYJLxTRSIRY8b8Me+4PysOpBQIXmF9fJ1bXedOJVGtRse1/ArCXe1xtVGwPyWfSZsvCu/COR39+eEXPCD/bPg1hYKzswuJiQm4urqRlJRIdXUVVVVV2NnZCetXVVW2ut/f0+Li6elopsIzqqRwh49wg07MmTzzifzRHEeul9gKJIvWKCay2I6lXXN57nyzcmWgVyVLu+ayP8OJxHIlO9OcCXVQc6vSVIANc1QzMaiMH86YF9yMiAhW1ZtNPL1tGlmf4MbeDGccFTomB5fiaq2lSC0TyB+FxMA3g2/xxJkQoZ0musSWDs51NOjFZn5Fp3Id6OJ65/US8fDDs1iyZBt3ExtiMlpd7mlrxZhQD2ECCqax67I7YsAr6rUopBI23Mii5bA+qqCSr8d2Y1KYN51WHRXGtlKxiJG1SZRp6pB6qvi8cgTh8lx6KNKJbAwiSFrMcuftrKvpT5zWV9ifRK/llldH1BLT36fEoCKqMYiZtpd5rux+Yb3FquOEGHI5fFpKSBd7VAoZVY2mMYtEJKKdiz1hXx2mQWcaJ83q4Md347uRUFLNuiYV9G0kldXw0YhOrIvJFPxihgS4cjHrf9d2BtCjR082bFjHxIlTOHv2FPffP6vFZ71ISLhJx46dyc7Oxtn57odh3OnDc/jwDYqL1/DAAyv54YezHDgQzaef7mflyvloNDqiozMpKqrk/fd38+STo4mLMy9uVGukbB2VyLUSO+JKlSSUK3niTDAPtivC375RiLMHuFJkz3C/Sk7kOFCvMSluNBoRGRlSRHqJmV/Rp9HezGxbwovdc1gT74FIBFNDSvkixstsvYJ8CX17Z/HBB68TG2tJQNjbK5k7dxCnTsXT2PRbmjdvENevZ7JgwTDWrTtNeXktvXqFcuWO1srfA5nkt0lhd1srPrucYrbs8yu3eLRbEPtS8smvaeBIWhFhzra0d7PnZnGzcGFUsIeFOXu9Tk9nDweetCnmpapS0hx8mVK0mPHKGPoqbpmRRd6Sclw15USqupHaEMw52rJH3ZXnVQcFkug2rO3EeNfkkWfnjVQsYl7nABYfiqa+iTdQSMTEPjaCxJJqJrVIaN50MwfXVuYJ3nbWDPJ35UzTvSgTi1jcM5SzmcUU1t29ueWfkiiqr9eYkUQA+/c3V+lXrnyIZ54ZR3l5Ld26BSESiXjooaFCaoqdnTUDBrRj9+5Is33s2HEFrVbPxo3nMBqNPPXUWLy9nchrEZ3ZsaM/Y8a8j6YpQevixWTOnn2TAQPa8fHH+yzO1cddT15e82W2sVHQr19bNBodEonYTAXUr8lguX//MIvj3n9/P+ztlcyY0R+tVse0aZ8Jg2K1upHjx+OYPLknu3ZdBWDmzP6MG9cNiUQs+CEtXryWlStNBNrChWtYvXrBH5L8ciWvnFBnO14+eZNtLfx6lvQKIczFHn+VkpEhHvRec8KszSzAwYa5u68Kxs+HUgtRSMSMa+MpuMOHu9pzKLWAqPxKADbfzOHx7sGsi8mkXqdHYdQhF2m5r/hxALzEFXTRJpNo9GFk+xDau6t491yz8fHFnDL2z+jPmFAPsqrUBLZQswCsvp7O/C6BdG2lDz3Q0YZQZ1uGBrrRy9uJy7nlLL9g2ndhbSNvnkng4a6B3GzRXnUnWrv5/6pwc1Px2GMjhP8rFDIiI99n375r6PUGJkzozpkzCSxfvttsuz592rBqlbk0WKVSWty/x4/HkZZWZHZPrV59gnfeuR9nZzueemos27ZdFsigPn188PJybFrvuLAcTPf1Rx/tNWtjNRqN/PDDGTMvJICMjGI6dQrgaIukkKAgd957byZSqYR9+64RFubNhx/ORiQS8cQTo3iiqf3xr45p4T68cTqesiYJtr1Cip/CSLqNy9+l6/IXoVarefjhuajVauzt7Vm9egOrV6/i8OED+Pj48uWXq5DJZGzfvoXvv1+No6Mjq1atxc7ut9Mu/1c4cybBIphh166r/PTTOeF+VamUnD//Fu3b+wnvq5ZwcDCwdOloDh26iaurPc89N4Hhw98VVEP33NOB7dufYdCgN4T78+DBaF555V6OH49FrzfwzDPj6NkzxGLff1csPXqDj5sk6q+eimfthO7M7xJIbrWaSzll9PB2IsDBXFVxIbuUcZvOU9mgNbWPj+/O9zHmLeQbY7NYPqwDXnaW7UZ/NvyaQuHVV99g2bLnsLW1Izw8AicnZ1Qq0/pWVlbU1NRgb2+puoDf1+LSrp0X3bsHUVBQSf/+bQkIsOHDD/eSn29SvYtFRu5tW8qNUlsK1M1FlgD7BrPEI4Cyeikbk8yVeGfzHXC11nK2yfOkpFBOgF09a+9JYU+6ExcL7Jm4Pxylo/nDWiI28ny3XIJVjRzKcsTH1uRNtCbeE4CiejkHMpzYNz6eMXvbC9s16sWsuOElkES3kVihxNvG3FMQQOIqg5Jm0+oBA8Lw9vY1G8/fDbR1siG5wrJdo+/3J9lzfz9+vJHF+ZxSpCIxtjIpI4LcOZrerHSf1zmARp0eW7nllMpOIWVXYp6Z96XOYCSrUo3CS0VUo+k5da4hjL5Wt7jp+zI/1vRlZdU9eEvK8ZRUUqB3QGzQ0y73Gjf9zInZNK0rK6qGmS37uaY3h70+4cu2s3k8tpY+Ib44KxUYjbCwezBfXLklkEQAP8Vl887Q9nT2cMBPpSS7xRint7cTk7dcIKdKzZgQD57t25aTGcWc+gPbjf4VdOzYGSsrBePHjyQioj1du3bnxRef4/33P2bx4qd54okF1NbWMHv2vLveEgrg7u5gRuL6+DhTXl5rkfq1Zs1Jdu58jpde2iQUGPfvv8asWf3NlLDBqnraODYgkxh5/bKfkPL39DlbnuhoXigFk4n1nd5jdXUi7hD9UK8T822cB8uvmQhHicjIlGBLMYJYZKSmro5t27bTrdtgRo/uLHgMurnZk5KSz4QJHxIR4cPo0Z3p0iWIF17YyLp1pwHo1CmAa9eW8803R+8qUfRbnsxuNgpeHRjOiaY2uduQiUWsj8k0ExEkldXy9ZguFNY2kl5Ri4etFe62Cjq6q4R5p0ws4rHuwTQ2NvLdxZsUeTX7Ce9Td2aly4/MNl7kWH0EnpJKXnHcx65sN1JtgoX1qgxKzjaaqwEBOtoVob6czoePPs7Ie4ayvmneehuNegM7EnJbTQlXKWS0c7EjsUl97apUML9LIM/3C+OnuCwyK+tIK69jypaL1DbcXQHCn5Ioaq19vqVPUX29hj17IklMzGPcuG5MmNCdNWsWMnfuQDIzSxg1qjMlJdU8+6z5Pmxtrbjvvs+F9pQHHviKNWsW8tVXh0lMzGP8+G507RrIT3dE6u3dG8WAAe145plxHD16QziXoT4VGIxy+vf3Qip1x9bWGr1eT5s2S7C2lnPffX25eDGZioo6Hn10GPPmDebrr4/w00/nad/elx49gmlo0DJnzkCGDevAV18dpqFBy4QJ3S0mq6Wl1Vy8+DabN1/AycmWsWPNE12SkvIEkghMk94lS9b9IUTRQH9X6jQ6C1ncrqR8Ph/pxlNHYijbpWF0iAc51fUU1jbgZC3n05GdmNyCRQW4kFNG/rPjWBWVjkRk2nf7b46arRNXXEXuM+OIL67ivY8+5rBrd+GzfIMjPaQJeF+7wndL1vLJDUujteK6BkQiEXZyKdI7EiycrOVo9QZyq+t5pGsgW+JzqNfqGdfGkzdOx9PQREqMCvGw8Gyq1+lJKKlmVIhHq7GqAI7Wfx+iqDVYWcnN2kNGj+7CK69M4bPPDgim7HPnDuLq1VRBJejl5cgrr0zh3Lkk0lsM1rp0CTAzhAfT7zw2Nouffz4PwNatT/P66++SmlpFdHQhXl4LGDw4go4d/bgTramb2rTxFGJPb2P69D7MmtWfqVM/JS4uG39/VzZsWIRCIeODD2bzwQezf99F+hPD3daKyEeG8d21dDQGA1dzy3g3swzajaGwVMccrd7C0+zvgpMnj9O1a3eee24Zn332Ebt2befChbPs33+UFSs+49Ch/YwePY4NG75n797D7N+/hw0b1vHEE0t+e+f/I4SEeFgss7e3Fu4/gKoqNZ99doC1ax/joYeG8s03R4X3mVJpICtLykcfHcLKSsasWQNITMw1G1CfOBFnQeKCqR390qV3/6Bv9udFg05vJlkH+OhiMiqFjPt3XEZnMCIWwfcTepi15j5/PJbKpomNRm/g6SMxtHezJEP+Go1nv65QCA4OZdu2PZSVlfHqq8uQyWR0796Tc+dOM3HiFG7ejCMkxLIV/ffi5Ml4li2bhLu7is8/NxWx3N1VLFrUh0uXYsjIKOO5KyEEudZTnS+hTivB2UrLnLBirhfb8kNSsyHGuMBywdfkNqQiA9eKzVNXM2usyai2Ym+GSYVR2gCiKiPB/hryCqUo5QaCnRtYn+DBhKAyHu9oKuItOGlOzGoMYm6WKS1MrEUizFreAAZ4VdHbvYb9mU7omkysVSoDzj5uLBgQjkLhgIODLd9+e4ypUz/9PZe0VXipbLCQagGXc8vZGp9LLx9nXjwRh9ZgZHtiLj28HPlgWAcSS2to0OpZdjyW547eYGq4Dw5WMuG+mdTWi/SKOjxtLYlUR0M10ZL2ZskwlxqC+bRiJN/XNttCDLO6yeCc4xSViDCIxbhX5lHk2KwyGmadwNk7TK0bjDKWlU0j1dY0eT2RUcKwIDchHfiji5YtMLWNWn64UcyYEA9SymqoaNAyLdyHDTcySW7yTjmYWkiAgw1JZf+eMu6PQkvDeYD33/8YAHd3D7Zt2/OHHnvRopG8884OGhq02Ntbs2TJaIxGA1KpRBASgMn6ZM+eSLOgJK1Wj729jOBgPRWFRkJt1XRwVnMyV0VujUIgiW6jRiM1M7UGGO5XQY1Wwp70ZnWou7sBf1UjV5Kb/cjub1PCytjmtju9UcTnMV4sbF/AM+eCBFXRrLYlOCLiiSf2Ulu7H4VCypIlY+jTpw179lxl0ybT3Oz69Qzq6hpxdLQ1Szq9cSOTixdTLIiy34v0MkvbEoDoR4fxyaUUTmUWM2fXFaaGe/NNVLOy/5WB4VS1uOa3YS2T8kwff7qvPk5q03whwEHJe0Pbc7OkioKaBj68kMwAaRXlWM4BivQqFqjOcKUxiBiNPw8UP0KEMtZiPTkGHrY/w9rqARgREyor5CHnS+x0cODi4X3MGDcKb3vL54KXnTU9vJ146WScMBcVi2BKuA9L+7Vl880cyuo1RBdU0HvtCTp7OLBiVBc2xmaxuZUW/LuBPyVR1Fol2mg09VFKpRLuu+8z9u27BpgUBd9++yiTJvXg888PcupUPN27B/Htt4/y4ouT+PDDvej1Bvr0aYO7u8psoGQ0GsnNLePpp8eyadMFHBxs8GxFWeLmZs+yZT9RU1PPjz8+wZtvfkyItJYTCfaocyVAGbNnh9O3b1sef3wNYEpv+vnn88TFfUz79qZJ6vr1p1m0aK2wXw8PBzIyVqLTGejS5XnBTX758t2MHt2Zg02mVmBquYmIeJZbt0wv7fvv78umTU8BpoF5v36vWpz3nalQvxdWUjFdPR0ZHexOdlUdDlZyM7NnRysZ922/JPgbbYzL5usxXRjg74qjlRwbucRCFtjV04H2Xx8VfIQmtvWyIHPcbBQ4WcsZ4O9KncbywdAoViAF6urqmNXRj8+v3BL6zp2s5cglYob9cAaZRMx9Eb781NQ3bCeX8kzvNnT97phwTj28HDk2ZyCLDkYLJBHA4dRCFvcMMfNTUilkuCoV3BPohtZg4PgdjDdAWnktbV3+/yoE/hd4++37eeON6QBIJKYX5sqVD7FgwXByc8sYPDgCa2s5P/74BHPmrCQ9vYhu3YL48sv5XLuWbkb2TpnSi3HjPkDdZIb+888XGDZMSnq6FKPR9DI/fTqeoCA3lEqFsJ6vrzNPPz2OrKxSoXLZvr0vTzwxikWLRvHmm9uIj89lzJguPPPMOCQSMbGxH1NSUo2zs62F0f3fGYGONrw/rAPbE3L5tIXxXppWyk9xWTzcNehXtv7rIiAgkNjYGACqqqrQ6XT07WtSHgwaNJgdO7bRpk0Y7dqFI5VKGThwMM8++/+XJAJo186H11+fynvv7UKr1dO/fxiTJ/e0UATW12u4fj2d2NhsDh16idOn47G1tWLFiu9ITTVNZhsatLz00iYeffQei+PIWiEX/fzufnvBXwV3FtdEwIsnmgeiBqPJd69lo/2dhpjl9RoW9QjmfHZpc+tZJ388/wJqIvh1hcJPP/3A9u1bsLa2Fiajs2fPZeHCh1iz5lvmzn0QheKPKfqcPZvAxYvNz82ioirq60Xk5hqpaDKvja62ISJCg7O4nshEa546G4ybtYYH2xWSXaNAJAKdQUSQqp7IIlvBPPrhiCIK1HIya5r/hi5WWpIrzP+mRkSEujQytlM1R84qicy0JRJbvk9wZ8voJDq71tHDvYaj2c3jY4XEwGCfaob6VApm1ACj/SsQi4wcyXKiQC2ns0stm2+58mm0N05OBhwcdAQFeRMbq+bI0WrgMgMGtKNjRz+Kin5Znf17kHlHgakl8mvquZhTaubLGZlfwYrRXejr68KAdaeE5T/FZbN2fDfkUgkXskv59lo6u5PzsZdLGRrgyskmFY5HRRYPeV5hldxfMKMGiJDns78p+ew2TjSEM1RWypn2/dBLZNjUV9Gm9hYSRxt6WGXwlOoo66oH8GV1s6roAbsLfF/T33w/6cUYjUaK6xqZ3cGPo2mFQpvc6BAPlh6PE+K5JSIRB2f1J9zVnpdO3jTbz/GMIqaH+3Iyw3I8+3dChw5+5OR8w9atF3n77Z3Mm/c1Hh4O3HtvLzY1GaBLpRKWLp3Q6vY3Yy/Ro30Dnb2KefFcAFeK7FmT4MFIv3KLdTu61jEhqIyvYr2o1khwstLyXpQvfrYNhPs2kFctx9bWgEYjIiVPznDfCtyVGrq51TLSr4IfEs2VhGqtGKXUwGj/cvRGEZODyxjhV8lT54KorTWNXRsbdaxadYzXXpvKsmU/mW2fnJxvFkRzG3V1DXh5OZH/C5H2/wn0v2C5syspn41Nc7W8mgYSSqo5PGsAZ7JKuJhTxrfX0rgn0A1na7mgaA9wUDKlnTebb+YIJBFAZqWaOq2ebfG5wn2+12hgqLGIdPToMT0v5Wi5xzqBjypGCemCdUYF11WdcGkspVRhGoNI0DPT7jK9rdJ5wO4C66r783NNb0YWLqVL8C3coyNJTExkSrswRgRnCvPGAX4uXM4t46vIVCa08RLO28NWwUN7I4lwVfHePe155eRNtjZ16+TXFFJQcwn7O6VkdxF/SqLI2lqORCJCf4cmraamnoYGrUAS3ca33x7jyJEYQeZ+/HgcM2Z8wZUr7xEU5M7hwzEMGNBO8D5oifLyGl5/favw/+PH41i0aCSrVh1DrzcwcWJ3Pv30AIVNhq1r1pygVy89JVlS1C1M+DZuPGfGMt9GTEymQBTdKcMvLKzk0qUU8vLKzSIHS0tr6No1kP79w4iOzmhKnCkRSCKAzZsvsnjxaPr2bcu+fVEWSgswGavdTXTzUHEhp4yLOWW8cCKO+Z0DWReTid5oxEYmYWJbb27c8aK/kFPG9YJK1sVkmnpn2/lgJZVwvaCCoYFutHOx50gL8mVPcj7zOvmzvinlzNlajruNFYPWn6KrhyOqmhJUhhqqxCbvACl6hklusNfalWmHEkmr0TA4wBU3pQIHKzlDA92Yuq3ZfFAuEbNvRj8adAaGBrrxc1y2GXEVmV/BwVuFFn5FYOrzFmHqJ/VVWTOvUwBdvjtmJvG9E5mVvzxA+TvjNkHUEh06+NGhQ7Pyp2/ftqSmrqCqSo1DU9tEUJDJw+TgwWjCw31ITy9i+/bLwjZqdSMpKQaMd1Q5CwsriYp6n/XrT2NjY8Wjjw7D1taKNWsW8txz46moqKNXrxCBAFq58qFWz7s1H6R/YEJ+jaW0v6Us+O+GoKBgrl2LYsCAnri4uDJr1lxqa03PAzs7k+eJyQfF9Juyt1f9IT4odxtvvDGdJ54YRWWlmpAQD4xGIz16BBMZaXJUlUolKJVyunVbBphInz17nmf06C4sX77abF9Go5H27f1QKGSCL4Kzsx2LF4+mvLyWlSuPYDSa4oaXLLGMQP4HYCWV8GTPUD5soSJ4vl8Yz7ZolQVTCmieVEacXy++TK1lVLCHmeHu2DaeTIvwJczFvsnM2paJbc2NPf/s+CWFwqxZc5k1a67ZZ3Z29vz00931ymkNHTr4mRFFYPK5vHOiZmUVQFRiAfU609ikuF5OXJkN3dxq+famp7DexKBSOrvWcTjTke2pLrR3rhWMbj2VjcyPKOROWxARRtwcdOSWykiubFYraAxiNqW4EuaoxlvZyAi/ci4V2OOm1NLbo5qJ+8MxGmFcQBnO1jo0eng/yhcjImxlep4fkMv7F3ypbzS9V8vLJYwZ05egIC+OH98uHOfcucRWxwR3Cw2WHreAyUtoeoQvX7TSSqOQiLmaZ6lCSimv5eUB7Xh03zVBLFSt0SERizk2tSsz1x+m0MGPV6QLWKQ8QZ1BQaLWi2BpEW847uatigkUt/A2cRLXcca5H3qxaSJYZ61CXFvEQa/P+ahiJP3yXkaMkXHKGNwl1XRWZDNWGcuVxiCuNQYI+3GngYf3RbE+JhOjEcaEetDeTUWwoy09vR3p3MLHVW80suJKKrvv74unrRUFLYyKu3g4MirEg08uJlH/W31Bf2EMH94Ra2s5a9acEuZ/hYWV3LiRxZkzb3DxYgp79kRy772fEBTkRv/+YZw/b7KmCAhQgqiMB2yyeO6cv5lX0MlcB+a0LWJTiisGRAz0qiK+TEl5g5TPB6axNt6DL26YnrvJFUocbXX0G9jI6dMK1GrTPXKs1pEnO+UxKdhEOt0bUsaWW83z21CHBhacalZAOlnpGOlvSkpricZGLXl55fTqFWqWbBYY6Majjw5j1apjgmm3h4cD7u4O3HdfH6Ki7nBP/x3wUinJbGWcmFRqrjRq0Bmo0+rYGp8jpE7fLK5mad82OFnLuZpXTq1Gz/vnknBqpVvgekGFGRmsF4lxdJfxvdv3rK/pT61BQU9FOkqxhnSdOVegE8sZXnqKgAhrUrQeFOvs+KxyBBNtoulrlcq6mv5CEmG0KJT2ntV8c/gcx09lk15Rx6gQD17qH8bHl1KENLfI/ArmdQ7A09aK95t+N9cLKokvqaKo1lzkEV1YyaIewYJX0d3Gn5Iogtumi81/VLlciqOjLVVVauRyqRkp4+Bgw+nTCWbbX72ayscf72Xp0o2AyZ9o6tRePPnkaL7+2tTa9PDDQ7l1y7xlKD29iJkz+/P669PQaHScO5fInj3N/kgajZ7cXCluektlS/fuwWzdekn4v0wmoaFBw9y5KwkOdsfPz9xgUiwWERTkTkFBZavf32AwIhKJEIvFFBVZyvNuDyScnGwtPgOT0ffdxLW8ZhbZYIQTGcWkPjmKryPTMRqNdPFQIRZhZvankIpZE900GDXC5vgcDs7sz+hQ08Bm4X5z0g9gfFsvXugfRlp5HQdvFfB100PpbFYpnj49ebxqMxX+IZTpbZhhdxVKKokKnoa6xPTwOJpWxCNdA/lyTBdeO3XT7Hw0egNp5XUs6W16iFa20utZ2aBlcc8QdibmCcqk/n4ufHwphX3J+YS52PHVmK68fTbhV0kigLbO/xALvwcikUggiW6jR48QevQwyeA3bDhtsY2LixS5XING0/xyHjOmC+3a+bTaJhYW9teaDP2vMDnMm5dOxAnJE1KMTAv3+R+f1f8OW7b8zJAh9/DEE0v46qsV6HQ6geSprTV5nph8UEzP9pqa6j/EB+WPgIuLPS5NSkmRSMSJE6/x/fenyM8vZ+LE7gwb9o6wrlar5803tzN6dBfc3Q3k5zfvx97emtmzB9CnTxu+++441tZyFi8ehbOzHStWzOfpp01ehF27Bv4tI93/VXwwvCODA1yJLqzknkA3evk4k1hSbUYeTQ7z5ut4HVo3MVl59TiU5vDGoHCu5JXT2cOBZf3DAOjgrmo1Bekf3H1MntyT0aO7cPZsIomJJp+S256bFy4km/nxDRjQmWvX8s22v1llS1KV0mzZoUwnStQyrhSZ7s/TeY4M9anky0GpLD0fyLuR/thI9QzxqeRCvj1KmZ4RvpVkFCqxU7bCqBiNDN/dgdxak6JqgFcVizrmc//hdsIqeXUKNo5I5OETbYRJca1WwqfXfQSS6DZiY/Nwd3eyOMyAAWGcPZtgEQJzNyD+BcO8MSEeLDkcTTdPR+zkUmqa5hX3BLqRWakmwtUe85kI3BPoTo1GZ+Y9AlBUW89zPx2gxNY0ti3UO/Bh5RgueL/Lq+WT2afuwsyihYxSxpKhdaXGaI1CpGWh6hTvVpirUipkKk6o2/F1dbPacr+6Mz+5fUsvq3RO1YcxUJFMhV5Jus4ND2MZTjnpfI+VsP6BW4XM6xzI1HAfM3XFbcglIi5kl/FI10DWx2SSXV1PXx9n8mvq6d9CRfV3xfjxH7Bo0UiLoJXk5HwGDgznu++Oc/myiWBMTy+moUFLTMyHLFz4MVeuFJGZaYXe28sitt5ohKXdcnm2ax5XCu14/HSIkGi4L92ZO3/+FbVSSkr0Akl0G6dyHZBLjHwf745EZGRiUCn2cj39PKt5N9LXbN3tqS681jObkf4VRBXbCctdXBQkJOQQEuJBnz5tuHQphXbtvImI8GXo0Lfo0MGPdu188PBQcfRoLBMnmhPtdwO3SlsvfPXwdhJUNWBqz7KVSQWS6DbOZpUyOsSDXUmmZ+Ox9CKGBLiaEaDuNgrGhnpaWIT0dM5noPUtzta3ZW3NQCIbg/i+ZiATbKK5qWkeuzppynHTlvKAfTaD816gUO8AwNXGIB6wOy+QRLdhdLTju0pbNBLTdzucWkiEqz37ks2f37sS8/CyszJbdr3A9A7Pa1F4DXBQ8lL/dmRVqjnQJBi5m0/JPyVRVFlZi+6OCbhGo+PFF3/mySdHs2zZJN56y1SNsLaW89prJil8S7PZiAhfwYTrNnbsuEpp6Voee2wERUWVDBjQTmgVuw2xWISPj7OgHLhzkgogkxmZEVhCZL6t8BDo2NEbmUzC/ff35erVVBwcbBg0KJxHHvlO2K579yC6dw8mKioNuVzKnDkDeeut7bi52RMa6iGQVu7uKq5cucXRo6a+yK1bL/HII0PNUl88PR0ZMcKU9jVyZGcGD47g9Ol4s/PMzrashvweiCQSaPFyrNFoefVUPBtjTfLATy7B4z2C2Z6QS2WDlnmdA3CzsZRrx5dUY6+QkVxWw4hgd1ZfTxcejh62VowI9sBWLiXMxZ4FdxBJBbYelJTacqmhDfEab25qfJisPY3aypyQOd3Ejoe0QqL52Fvz4vE4LuWWEeFqj41MIkxunazlJJfV8MWVW/TwcqSzhwPdPB25mFPKmuhMAG4UVTF166VW930nev9C+sw/uDu4776+rFlzUqjk9OgRjFabR2CgDgeHUGpr9cyc2Y/HHx/5Pz7Tvz58VUrOzx/Ks1uPk5yaxpy2rrT7GyuwjEYjjo6mVg1nZ2dycrKJjr7G4sVPcebMabp370FwcAhJSYno9XrOnj1Nt249fmOv/z9hZ2ctKH4qK+sEddBt1NTUc/lyClVVIjw9dTg7B+Ll5cSbb07DwcGGbt1M7eJ3IjDQjcBAN4vl/8ASo0M9hQIMwPvDOhDqbMvZrFJ6eTtRVNeAtsWAtrJRh7utFQdnDfhfnO4/wKQy37XrKuHhPixdOoHMzGIaG7Xs2nWVOXMGsmXLRerrNXTvHsSQIe25eTOH4y0SuTp2ciY+vhRaFKDt5XouFZo/dy8U2HOr0kpoSavTScitVXBz9nUePh7C1lRTBV0iNtLFtZboEtPYxlGhxUpqEEgigHP5KtysLQulFwpUwv5vw8nJFVtbyM1tbrcZOLAdDzwwiK+/Pkp9U+uFr68zzs62zJo1gPp6DRERPrz55nbuFvJrLdWuAHubQlTOZpXyfN82BDraklJWwxeXb3EioxiZWMSTvUI5klaIRm+gh6cjn15OoY2TLQP9XDjbYowdUJXFWa0UWgx5a4zW/FDTjz1qk6eoBjF71V1Z57oGHRKytU54Sypx1FRQIW9u6wtWZxKnsSyyxGp8+L5mACfqwwGwE9Wzw/1LuihyeKR2Igl3rJ9YUs3+lHyyKtVMaOPF3hTTRNVKKqa8XsPgpkKbm1JOzIJhJJTUMHPnFf6BySvv5MmbDB0awYkTze1548eb/pZRLfxywJSQ+9VX67h8uZjbzm5n8hyYGFRKUoW1QKBOCy1FrZPgrtSyL8PJzOMrtsyGgV6VZvuVSw2oVAakUiM6XfO6dnIdH19v/o3sSXdhz7h4Orqo+SzavPipkBhJLLemVC1jpH85xWo5CqWRNLWO++//AjAJG44ceZnjx00egWCaQ+bnV/DeezN4552d/8ll/E1UNVo+S8AUpDA5zJu9yfmorGQ80yeU3j5OZvM1MAUg3bYTuY1TmSUkPD6CfSkFXMuvoLiugci8coYEuAom7QF1mYz2TaBEb8v6mn7CtvVGOUU6e55WHeVYfTh2onoqavRE23fkcr1MIIluI13rilLUiNrYfON3tM4n3mjuK3Y5t4xARxvSWxBdoc62+NhbCwbWYLJwWTmmC3N2XSUqv4JABxu6ejoQuOIgUrGIlwaE8V6LwKa7gT8lUSSTtX7ay5fvZtu2SyQmfsa4cV3ZufMqAwaEMWhQOH5+LsyatYJLl1Jo396XH39cbOYHBCbTsY8/3iv4FoWH+7B+/eNCmpJYLOKllyabeSGMGNGRYcM6CC9nZ2cr6ut0fBbpRT+PalxttcQaVaSkFPH00xsAU4rT+fNvMXToW2bHj4pKJzHxM0QiEdHRGcycuULwWgkL8+a77x6lsVHHyJEdadv2abNtz5xJ5PjxV/n++1M4Odny9NNjUSoVlJRU8/TT68nIKOJOtNaO9nswOsSdnUnNjOjcjgFmkYVGTGzotml9WH4+idTyWoIdbcwqMmIRxBZVsvSYiQSzkor5eHhHrhVUUl6vIcBByeXcMoYFmUwaAx1tzJhVG6OGA7aDKdCYBsSJWi/qjEOw0tTRIG8m9bp4OvDdtXSyK9XcE+jGiYxiRMDcTv5sT8hhc7yJqT6TVcLkMC/8VDbIxKaH8O30mOQyU2/rZyM789llc2lyXk09y/qHcTar5FeZ3cTSGrp7WVbP/khcuxbJq6++iEQioXPnLrz99nJWrvzCIm3prwArKzlnz77JhQvJZGQUsWjRWmpqGgAZ3boZiIv7+B8lwn8RnT0cWOwnZe2x8wR1aL13/++Ce++dxiOPzGPbts1IpTJWr17Hjz9uYNy4Efj4+LBgwePIZDJmz36A8eNH4uDgwKpVa397x//P4eBgw/339zMzuB4woB39+r2KwWB67oSF2XHkyMv/q1P8W0AsEvFw1yDBI+zLVtprnFuR6P+D/z4SEnJZtGgkO3deMTOQXbfuMW7ezOGzzw4wceKHeHg4cP/9fUlPL8bDwwEvL0c6dmxg3brz6PVGRCIjszuXcPyWiptlzeOhCCc1cWXmyqP8Wjm3KqyERDQAvUGEj00jT3TMp6xBxjDfClbcsFTcuistldj59ra4uuopKWkmi6ZNG4CNjRU7dlwmPb2YgQPbcfZsIitXHqZHj2C6dg3E29uJQ4dieOop0/hZKpUwfXofi/3/HtT8CylBh9OKuLGwE16f7ON2mVprMHIotYDkJ0bzxeVbPHUkxrQu0NndgTcGhROVX0FRQT4JKTl0cNVzjua2FVdJNZUGS4+vaI0/P9b0pcJg+ht5GArxKsug1soepaYWPWK8JJY+MC7iGoEkAhMRtbWuJ12tcngy+Coni/pgFJnIYLEIzmaV8FpTAdlKIuaTEZ2QiUX4qZRm8dzFag1rozPxV5n/Rv7uMBqNhIV5ExbmzfnzSfj6uiCRiFm48Ds6dw4guYVCxNlZQWTkDbjDINlaamDXuETO5tmTV6tgV5ozm1Lc6OdZhUsrhOv88CKK6+UkVSixk+nw99KSlCTD01NPYaEErVZEB+c6glUNXCwwV35GFdnhqdRwf5ti3on0F0iocYFlTDsULvy/l3s1H3bPYOCOTsK2Wq2eL744aOE/lJFRbKGqupuQS0RodJazqBtFVQzwc2Xz1F4s2HeNV07G88ONLN4YFME75xKpatTSyV3FC/3aklFZx60W812VQkaQoy3edta8kHCbWC/FX6Xk/Nz+TFmxmSyVH71zX+ER+zOCR9Ft1BkVPOlwnLbyAh4rmYPRTkwSUFXlgxgDhhYFl2BZCYtUJ/m0ciSlelu6KbIYr4hje3EftNJm8qivrwsjgt25b/tlyus1uNkoGBXsgUwsIq6oirSKOuwVUqZH+PLA7kicrOUcmtmf6kYt9+0wkbcaPWap3ncLv4soevXVZcTERNOxYyez3u6ff/6RTz/9kB49evHNNyZFzubNP/HFF5/g7u5Bly7deP31t//j49a04nVxG2lpRezeHckrr2wmJaWA5cth4sTu7Nq1lIsX3yE6OoMzZxIoK6vhzTenMW7cB0J184knRrJ8+R6BnElIyGXjxnMkJX3Ozp1XWL58N++8s5Njx+L44YdFtGnjRUODlvffn8kzz1Sj0eh49tnPSEuTAlKyaqzo5V6NRGmkoaG5Fe7SpRTOnEnA2dlccSKRiHFwsMHDw4GXXvrZzFg7KSmPiAhf+vZtS0ODBltbK7Pr4OamwsnJFpVKaeY99OCDX3PgwPVWr5VO9wuN2f8hHu0WyIS23uxKysPbzppHugbyxZVbZn4+BqORERvPCi1ZJzOKeX1QOPtvFSARiVjQLYhHWnhMNegMHEwtpLO7g8AKfxOVzhejOvNkr1A+GdGJ8ZvOU1zXiI1MwhRxFT8ZzftHc8TuDMs7R2bnsdwqrxVkw7fVSHKJmG1Te9PLxxkfe2vk7+ww2/5YejE1L04GYNB6c8ltXk09sUVV9PV1Jq6FZ4CnrRUuSjmLegZTrzXQ3cuRx1r5O1TW//YA5W7Dx8ePnTv3Y2VlxcKFD3H58kWLtKUJEyb/18/rj4JIJKJ//zB++ulcE0lkwrVr2Zw/n8SAAe1+Zet/8A/+GKhUDmzdutts2ZNPPs2TT5oXAaZPn8H06TP+i2f2x2PduscZMCCMuLhsRo7szDffHDVrKTl1KoGkpLx/2j7/i7gn0A0PkYZCo2kiM9DfhYn/XP//CsRiMPx6lzqxsVlmJBGYvChPnLgp3DuFhZVIJGIGDQoXqv4ATz01BkdHCRs2HGFtvAe+9g0E2teTUW1NGwc188MLOZLtyL6MZoXzhKAyM++U2zACQ32bxzr3hpTyc7Irmqa0Mk+lhoHeVVRrJOxMc0GPCGdXA+eT7HFxcWHIkFDEYhEymZQPPjAlU8lkErZvf5aXXtokJBxGRqbh7q5i4cIRvPZas0+oTqfnxx/P/gtX9V+HXC77ZaOiJgQ62GA0GgWD2dsoaQqF2XTTXLUQU1TJqnFd+eJiEhVaEXh1pAg1k2yuc64+FA9JFaOVcfjJyqFFd40EPbk6R4EkAii08qBP5hFueXag0NGfQvy5Xt6FeXbnOKaOQARMsb2Gr9SSPGowyNhY05sz9W0ZpogjutIDsUjKMyN7s+xsMzncoDdwJa+MLVP7cDzdsrBc1ahlSjsfXj0Vb9FW93dGRIQvjz02gosXkxkw4DXhXnRysuW++/py7NgNFAodtra1DLQrI1nqRn3L9DLfSjq51OFspWXQjo5CF8qFAhUz2hRjJ9NRozXN6QZ7V9KgF7NheAqNehHrE934PqFZJervr2NYWDWveKZxPEfFjy1SDwHiypS8F+WL3iiio3MNU0LK6O5WxxcxXmbKpStFJoXhndDp9HTq5E9MTKawzNHRhgceGMyKFYeouKPt627AX2VNfJm61c+SyqrZlpBDeVO6WUpZLaeyisl9ZiyP77/OpvgcOnxzlHvb+eBkbQpXkolFfDi8IwqphC13pIRlVan5+lIixQ4mJVaN0ZrPq0bQQ5FOZGNz6MosO5Pv6U81vc3aym5o/Jlvd5Yfa/qiRUpbWQEL7E/hIa3hPecd3Ff4GNvqerCtrgd+dRk0OPhQJVYwOMCVkroGDqcWcnH+EGoadczdfZV3ziUC4Gmr4Oy8wRTUNnBfC8/V89mlPNy12Qz/NmzEUPcb75N/B/8xURQbG4NarWbfviMsXfo00dHX6NLFJLkbOXIMvXv35aOP3jfbZtGiJcye/cDvO2PA3d3hVz8/ceImKSnNxs579kRx+nQ8FRV1TJv2qXAjP/fceDIyVnL6dDzt2/tRUVHLRx/tM9tXZmYJUqmEL788THRTa9GVK7d48MFvePvt+5g69RMqKupwcLDhww8nkZOjpWVg7JUie/oE1nIni2wwGFm6dCKnTsULN9ejjw5jx47L+Pu74uho2bbk5GTL2bMJnDuXxLx5g/nqq8MYDEZsba145JF76N37ZSGCccOGMyQnf87hwzG/eJ1+oS37P4atTMrprDz2NLHoG+OymNzOm+1NfaRSsYhuno5cyWuWGRsBtVbPqQcGk19Tj7VUbGEUXavRsTLSPN73s8spTArzFmJ+h/i78tmozhzfvZ0j0UUUq5oHuN6N+dS7BdDbx5nXB4XTxtmOnmtOCJ9r9AZ2JuUxNcLUt+uvUpr1uQY4KCmua6CiXkt7VxVns5rlxNZSCcFONjzVO5S0ilpOZ5YQ5mKHvULGjCaW11oqYUG31pOdOrQSN/xHw929+eUhlUqJj79pkbb0ZySKMjOLcXNToVS2nj6jbyU+4bfI0pqaek6ciMPX14Vuv/A3/Af/4B/8OvLyyomPz6FXr1ChmPHII8OIj8/B39+V9etPW2xjZWWparxxI5N1605jb2/NY4+NaDWF9B/8e8ivqWfi5gtE5VegQEpQQRyLR/VnycTB/6gt/0v4LZLI1taKmTP78913J8wKiCqV0uIdlpdXwe7dkWbLfvjhLF27BpKergHEJNQoCfLV8laXTD655MMTZ0Kwk+mYFFRKWYMMa6mevFo5m1Nc6e5WI/iWSMRG5oU3p11tSXFhV5ozvT2qcVDocbHWciHfXvAnauvbiFuAkfPnrTAaoayslJSUMi5deoeRI98V9qPV6nnxxZ9JaOE5AnDlSmqroSu2tpaT2N8DO6lliiKYFO0NOgM+9ta0c7HjgwvJTAv3MWtlmd/FNFHzsbfmSp75truuJVKhbf7j1qAkVFZEf6sUni+bTnyVDxL0zLK9xPVGf+QiHY+rTnKmPsziXGqs7ClVNceca5FSoHNgmeMhlpVNZUXVcHaIuxEqKxQSmWToUIi0vFo+Rdiul/0tfKIuclOTBaquZsdobCrg9vFxpq2znZA2LBGJsJFJmLHjMgP8XVBKJexLzufvThcNGhROaKgHWq2On38+b1bsKC+vZeTI9jQ2JLNnbylGo4xbtzyZGlJCsVpOjVaCh1LDlze82JvhzACvKgu/ovIGGafujeNUjoqUSmvWxntwOs8BudjAl4PS2J56R1E8R4ImWMRTZ4OoapQwxr+cc/n2SMVGpoWU8l18M6kUW2bHSP8qIpzVKCSWD6AA+0ZG+ZdzOMvU8SASGampTqdnz2GCRYqnpyMTJnRj2rRPad/eF09PR1QqJatXn7DY33+K6sZf/pUNC3S3SJNOLKnhWFoxP7a4RzfH57Drvr7k19TzxZVbLNx/jZ2JuRbx9CIg+w6yy4CYuXYXGaW8SZLGg1K9HaurBxHb6IuVSHvH9gbm259ngf1p3i6fwJH69owqeJanVEeJ1fhSZmie12fbB7Cw/iYPL36a3mtPCAmkP8dl887Q9mbtZgW1jZzLLiXjjnNTa/XY3fF8FAEyqcQkL7pL+I+JosjIqwwcOBiAgQMHc+1apEAUOTs7U1dn2db03Xdfs3XrJp57bpmw7X+ClJRflrnNmNGv1ejckpJqPvpon9mNvGLFIZYunUBlpZoffzzL+PFd8fV1JienTFjntsT1yh2y7CtXbvHEE2sFkqeyso4XX9yGys5ASVnz8f3tGlgSnsvV7Lbo9aaHQOfO/rz//i5OnLiJv78LTz89jqAgNx555FuhJ3vMmC64uakEQ+qHHhrK4cMxQvsawNKl4xk4MJx+/dry0Ud7BZLo9vfdsyeKDh38zNjfuwWFGBrveLb8HJfL+hbHqm7UIRXBzul92XQzmwCVks6eDoL5tHCu6kY8P9lHrUZHOxc7hgW6cbxF9OZj3YNZdDAaaD6gTCxmypaLXCswVVBuldfiYqNgoocH7bIP49elgTSDB10UWSTUOXDexofzsVn8GJvFC/3aWnwfWYtEjZVjunLf9ktUN+pwsJLRyd0B70/3ozMY6eHlSG8fJy7nluNgJePL0V1Yfj6Jjy+moDca6evrzIfDOpqZ/dXr9HxyKdnimAB2rUyG/luIj79JeXkZKpUKicT0m72dttQa/j8lK7VETk4p48d/wI0bWdjbW/PNN48wc2Z/i/Uee2wEGzeeE+6xiAgvBg0KN1tHq9UJra1JSXkMHPg6JSXVwvZff/3wH/xt/sE/+GthzZoTPPbYGnQ6Pfb21uzfvww3NxWjR79HRkYxSqWCZ58dx5EjN1CrTdX5GTP6EBBg7j1040YmvXq9LCiA168/TWLiZ9jY3N1J498Nr52KJ6qpnaARMVluYYTaSv8hif4f4KmnxpCbW0ZlpZpPP93P9Ol92Lr1EkajkYAAV55/fiKJiXnEtZgUzZrVn/j4HOrqmo2JlEqFmXcRQF6xnI8q/ajRmMY+NVopN0ptWNihkBcuNFepg+zr+ah/OmsyvajXiNmX4YSXTSNXCu1YdrF5PVdrDbPaFpuloiXnKGjXrQNGY/OxjUYjBw9Gm50fmIoynTsHmI1XBwwIQ6GQMm5cN/Y3KcBtbBS432Uz9UJ164qFLVN742glZ+6uqyy/YBrDOVrJeGNQOMllNTTo9PxwI5NNN7OZ3zkQL7sy8msakIpFvNI7mIM7NoN7N7N9Wos0fFg5RmhP0SPhbEMb9nh8yZrqARys60R7eS4KkZZGo2l86Kwpx6nWMtFIJDLyavkk6pr8T/IMTgyQJ3O/7VVK9HaMt4nhiRLzgI4rulAWd9/Dlss3Ce7ZjrSm1jeJSMT0cB8GrDvF+exS2rnYsbBbEBKxCIlIxIqrzcXaYEcb5CKo//uGnvHYYyNYteoYw4e/Q0CAK1Om9LJYZ9/eLZw+U4HR2Dy/2JfhzPX7o/kx2Y3lUabidEypLTElSlRyHVWa5mn5UN9KnK103BtSRs8tnTE0iRA0BjEfXvfBXq6nusX6MhlsO6+iQdN8vPXDkhnkU83BTMuiSlaNggadiEnBZZzMdUDdpHTq41nF8xcCKVbLGO1fTjsnNWeLVFy6LOLS5d1YWck4cGAZFRW1zJ69UtifSqXklVemWBzn90D9C4THpyM68VTvUHYm5XG1hfhgfBtPYosqLdZPLq3hm6g0sqpM9/qRtCImh3kR5mJHUmkNYhG8MiAcdUEW51vY91qJNPSxSsNZUsf84gc51WAiweM13gy1isdW1ECt0TQGmWF7FW9pJVtru7O/vjMAVQYpb1ZMorsiw+x8EImobNDyw41MgSQCKKht4HqBpTJQZzAS5mJnsXxquC/edko+u5yCXCKmp5cT625ktnrN/lP8x0RRdXUVgYGml4S9vT3JyYm/uv7o0WOZPn0G5eXlTJ8+iWPHzgiT05b4Vyaj1tatn/bly+/SpUsgV6+msmrVMaHS4uHhwOjRXXjvvV1m6+v1BqZP/4wzZ0wWb598so9Vqx7lwoUkcnLKcHBQsmHDGRIScunXr61ZctrAge24dMk8srSiopGXhxfy0yUn0qutUVnr6OxaxzOnA3Gz1WLlKOGZZx/i8uU0fvrJ9B2zskpZufIw/fu3FSawAAcPRnP9+gdkZpbg7e1Ez54heHqam3muXn2SDz+cA9CqAsnR0YY335zGkiXrzaIN7wYi3By43hQJeRtWrRB01Rodr5+OF9qyVAop08N92JaQixEYEezO1vgcwXwssbSG9m4qVo7pwtHUIgIclAwNdOOFfm159ZSpl1oEPNEzhCV3qKUO3irEI8iO8+Fj0etkBEhLeczuJNPqnzBb70haEWNDPQV3eBuZhKd6mVLONsVl88aZeGzlUmZ38Gd+l0C6r26ODY3Mr+D1QeHsuq8fjlYyUspqmbPrqvD5xZwyforNsrgORiBApSSzqnlAEuCgRPkLflt/NCoqynnxxedYvXoDsbHRFBSYrsXttKXW8P8tWek2Xn55MzdumK55dXU9CxeuZsKE7pw6dZPduyMJDfVk0aKRdOkSyI0bHzFz5gs0NlazevUcIe6+oqKWuXNXcuBANAEBrnz77aP8/PN5gSQC+Oabozz77DiCgz3+J9/zr4J/JqB/H2g0OpYu3Si8i6ur63nxxZ9xc1OR0VQMUKsb+eKLg9y48SFTpjyGUmnkyy9NUeQGg4Ha2gbs7ZWsX3/azAQ7J6eMgwejmTbt7vqV/NWwKS6bzfE5+NkrWdY/zKKKmtDiGQegl8gobLiLuvV/8JuQy8VoNJbXvF+/tsyevVL43UulEg4ceIHTpxP45pujdO++jIED27Fw4XAyM0uwspJx4UIy99/fly+/PAyYnrdvvTWdd97ZSXqLlqLu3UO5evUWLfNxcmsV7E0390xMr7amrEFGcq5pMrSh2J3TuSraOJhbQJTUy4lr4Xt0GyEhAYA5SdWpkz9z5gwwC5R58MEhdOjgy2efHSAmJosBA8LIzCwhJORJ5HIp8+YNpkePYEpKqnnjjW2/eU3/HdQ2tM54XMopJ9zV3mzcVtGgRSQSMa9zACM3nhOWv3MukbPzBnMqo4Sf4rL45Ewsvlo9IZJCUvWmMUOAtIQpNtf5sHK02XGq9NbMLX5YSFLao+7CMof91BisydE5caXBi0TfbjjVFFJuZ9qXQqRlqjKKw+qOZvvK1TkxQhnPEXV70rWuuEmqyWgR520nqqe7VzllERLSMuPoFtGLrqEBPNY9mFdPxXO+yYD7tqIhYdEoBt6RcnZnstTfEd9+e0xQ92VmllBaWkP79r7cvGlqZwoOkmPQFaIyiqhskTanNYjQGUQczTInbrJqrPliYBrbU10orpcRqqpn9U0Pvo3zYH5EIdUa8/lVRYOUN3pls+RcEEajyenV01NHZqZ58Xl/phODfKrp51lt1sYGYCfT03NLZ2q0Uto51jEhqBw/u0aePx9IXRNplFNrRTtHNVH5zSRFQ4OWr746jEplfr9XVak5dco8NOn3QiRq/d787HIKb51NYGZ7P0IcbYgtqiLQ0QYHKxmBjubnJQK6eDgIJNFtxBVXk/zEKL66msrXUWmsupbGIAcRbfJiqPH1x0FST2+rVOI0PvRRpHK63lxkcE0TyHOV69hR2418lR8HtO3IKpuBr5OlpUiYrICoxmZi3U1TgrtRjVMrHRAjg905eKuQjErTfeZkLWdmBz/SymsZ7O/K6awSZGIRU9r58OKJOKykYjZM6kmpupEJmy/8S9f138F/PEu1t1cJRE5NTQ0q1a8z/CqVAwAuLi4EB4dQUlKMh4enxXr/ymRUKm39tPfvv8aQIW9iNBqZPr03CoWMurpGKipqmT79M4YObS9MKAGmTOnJtm3N/X4Gg5GdO69w6NBLPPHEWr766ggAx47FMnZsF0aM6MSFC0l07RrI55/P46OP9rKxxYvCy1PPeOdiHpycz3uFwSTnytkT39zzLVMb8fDQcOMOtq+4uIqqKsuKRk5OGfv2RVFRUcdDDw1t9TvfxtixXVmz5oTQcte3bxuWL9/N5cu3sLKSsWDBPXz77d2TA26a2psO3xwV4uFdrOW8OCCMS7llXMo1KbJEQFcPBw7eao4crGrUEeBgQ/bTY2nUGdAbjbRdedhs32kVtYhECAkMa6IzOP3AYAb5u7L/VgGOVnLubefN8vNJQrwhQDsXO5bHFaOXmB6UmToXvq4cgtigwyBu/s04W8vZfX9fdiXmcSStkA5uDgQ72ZJcWsPsXVeEhLWvo9JQtaL4SS2vxaNJ+pxWYamcq9Ppzdzz5RIxi3uGIustYtTGs1Q26rCTS9k69X8zwdHpdDz++CO8/vrbuLu707lzN9atW2OWtvRnwu3Y4Nuoqannyy8P8dJLm4RlR47c4NSp16msrKO+3oBOJxLUCwCvvrqF/ftNHlIZGcXcf//n9OkTanGs8vJagoP/oC/yD/7B/zNUVak5cyaBkBAPwsMtU3Z+C2p1o8W7raCg0swrDEwEklQqwd/fRCjp9XpOnIhj/vxvyM4upX//MHr0sLzx7O0tjWD/QTM2xmaZFTKOpReRsGgkGRV1bInPwclazvAgd+GdDWDdWEOAjUtruwMgqbSat84kUFDbwOwO/jzUikfCP/j34OhoS1FRtcXykydvmpGjOp2eU6cS+PzzA2ibimtnzybSu3cbioqqiI5urlp/9tkDSCRirl/P4McfzzJkSDh1dQ0UFVURGOjGV189zMcf7zMbw47yr8DqjjYUicjIpXzzSnZWjRXtnc3JAhFGgrw0nMgxctt+wcnJlnvv7UVOTinbt1/BaDQycWJ31q49SUFBBVOn9kKlssHb24mvvjpCWVkNdnbWbNq0hPPnkwSfJY1Gxw8/nOGNN6Yxd+5K7jYkd2bcN6GDu6oVlyaTjcK5LMvU4D3J+Xx2OcU0hpRYU+HTk3VOa1AbFRyo60iK1p1nyu5nuHU8+9RdhO2GKRPYWdfdbF/nGtrwkP15viq+B6wAKxDrtXTKuECjqwuOzhJONoQTIcslXtv8bO6qyGRE/rPUN3mNdZZnYS9WU21QIkXPMseDyNCzVnUvCdZ+UGMkNiaT+V0CzZQZYCKLajU6QpxsOdciwU0hEdPYSiv/3wmGO3LqS0uriYn5iOPHb/D445+RnlFPUa6cod4VZFU1E0UTg8qwlhkIsG/geklzgd9KomewdxUTgsqJK1UycX+44BH2yqVAhvpUcDK3mVyaGlrKmIByYqwciS6xxcHBgE6HBVHkbKVjyZkgIovs6OBch0xipEEnZmJQGW9H+gl+SYkVNnSsVtPOSS2QRLdxtchSyZIQn8icuWPNlolEIiZN6sHBg9H/zqX8VRh+oa6YU20iqr+OSmPj5J5IJWJ+uJHFvpQCxCJ4qlcopzKLMRiNDPBzRSmTEOxoY0ZyDvBzobJBy7ITcaibnqfb6iBcr+F1+RaebXyQxBov1tUMZIzyBr7SCrJ1zXP6QGkJlRWQ6RZKjdL0t7lAFwbpzQ2lJeh52P4sg6yTOaDuiBQDpxoD+dqhD+MKKwhqkXY22N+Vn+KycbNR0NXTlKrd39+FoRtOk1NdjwjTdxsd6sHon84J89UjqUXcG/7HeAr+x0RRjx492bBhHRMnTuHs2VPcf/+sX12/pqYaOzt76uvrSU9Pw9n5lwciv4XCQssXKmAWz/fzzxf4/vvHePzxNUJL1tGjN1i16hFycsro0MGP7t2DzIgiAOumlI/Nmy+aLT90KIbS0rXcd9/nHDsWS48eL/L88xN44YWJXLiQTGFBKmWFOnr+3IWurrV07qIhp9Tcl0irFbFv33mGDIkQWGdAkBCfPp0g+KgMGRLBww+vEhQNe/ZEsWDBMFataibPli4dT15eOZMnf0RkZBpOTra89NJk7rmnA/v2RfH55wcBE/t7N0kiMMn4tC1eFPcEueGiVHBk9gC+u5ZOVpWa6RG+lLdi1iwSNfsjhTrZEu5qb1bV7OfrwpctZK5qrZ5PLqXQxcOBD5vkv2+dSeC1QeF8djmF4rpGIlzteaZPGw6mFpodK1fnRJv8WJJ8TL3YtnIpbwyOwGCEjy4mE9kkuf/4UjJLeoVyx7Of8noNjlYyKlq09U1p582Wmzmcyy6ho7sKBysZlS0+v7edDyOC3fk5Lpvc6nqmhvsQ7mrPA7uuUtloMjWv0eiYueMyt54c8y9f87uFvXt3ERNznbfffh2Al19+nd69+5mlLf2ZMH58N6JatDOGhnoKMvXbOH06nq1bLzJr1pdN6gYZ8+f/QEpKT2QyKVevmntglZfXMnx4Jw4caH7hderkT/fu/7BE/+DvgejoDIYOfYvKpqrWq6/ey1tv3QdAfn459vbK3/QKcXCwYdy4ruxrEVAwZ84ARCIRsS2Ul507B7Bly0ViYmS4u+upr29k9uwvKWxSrZ4/n4Szsy1+fi5kN01Yhg5tz/Dh5tX0X8O6dafYuvUSAQGuvPzyFHx8nH97oz857owFTi6rYcvNHB7ZFyWoeDu7q3h5QDt2JeVRX1aMc3YkEpHJj81oNHI2q5QSdSMjg92RScQM3XBGKNCczizBSipmVkf//+4X+4uhZdGiJYYMac8335gXTKVSsUAS3caFC0lmJBHA8eNx6PUGwafy1Kl4liwZw8yZ/XnzzW107/4iERE+zJs3mCtXblJdXUieyIpuiiq8bBrJr1MgFhlZ0jmP4noZ5JvtnvnhhWRUW5FQboNUZKBvYC0JUhUPPBBMRYUTKpWS7OwS+vR5BYCRIzvx1Vfz6dXrFcqavG+iozNZu3YhX399VFhWU1PPE0+spesdBKTBYCQtrYjQUE/Onv31DoZ/F+JfIIpOpBcR7GhLOxc7QWHjaWtFP18XStQNFutrDQaLMeSVxmCcJHUcrDclSKXqPHATV/Gm4y6iNX4ESkuZqLzG7rquZmlJLuI6jqnNW+MNEhmVSmeybNtCI1xqDMFHUsY0m0huad0YbJ1MhtZZIIkAYjT+bHD9ji11vcjVOZKjc+JCQzCxGr8W523ky8spDApwFTxFwaTCOJZWRKCDDW2cbUkpq8VaKmFauA8/tKKc/zshJMSD1BbzjZkz+yORiFm9eivp6Q2AiFqNhH0ZznzYL52kCiXVGgkncxyI2NiVEX4VBKvqSauyxkqiZ0pIGWsS3OnvVc31YlsLI/kIZzX9vaq5UWqLGCPbb7mwPsGdtn6N+IbrEYuhsRHC/RpIzFZgxJR+llJhzak8BwAK1HL6e1WxeXQyieXWZqbaALcqrXnKoR6JyGhmbt3dvRap2Mjppv2IRUZsbGqIj4+mb9+2XLyYjEIh45FH7jFT4d8N+NnbUN7w6/s8ml7Ejy1EIAYjXCuoYPX47gz94QxxxWl8HZXGtHAfXJQKbhZX0dfXhaV92xKZVy6QRLdRZufBxob+1NGs9jmo7sQHTlv5oHIM5QZb3CVVLHU4xCmJjUAS3UaWzplnVIf5qbYPNqJG2stzebdiHN0VmbzrtIOh+S9QpjCJa3Yl5fN492DGtvFEKZMwZ9dVTmeZRAZX8mBUiAdrr2cIxJgR+PJqKhq9+bOmXqdHp/9jekH/Y6KoY8fOWFkpGD9+JBER7enatTsvvvgc77//MUePHmLFis/IzMzgwQdns27dRlat+oqTJ49jNBp48smnf1f8tkLxr532jh1XzHx7DAYjGRnF9OwZwurVJ9i9+yrjx3cTBrFKpYLRo7tw40Ymvr7OwosLwMvLiW++Ocqxpth2jUbHO+/sJD7+U954416cnWejVpvO63qJLZWxjbiqdGQWNT+wJWIjBfn5tG3bl1GjOhMVlUZYmDfDhnXg++9PsXDhcGxsFISGemJra8WMGV8I2xqNRnQ6PQcOLGPjxnP07duWJ54Yxdy5K4mMNE2Sy8tr+eqrI7z88hQ+/tjclPtu49F9UWbv1S3xuawc04hKIcPfwQalTEqIky1O1nI6uquILTK1njlayUgrr8X/8wMYgXFtPNk5vQ9vnU0kubSGiW29GNvGw4woAqjT6njzTHPrX71Oz4FbBeQ+PY4bRZWoFDJCne3MjgXQW5xERWEOL8yczN5iHUqZBIPRyIGUAoEkAsitrie9FXVQfz8XFnYP5pWTN6lu1PJg5wBiCit5u8VAZU5HP+q0esrUGuZ3CWBCW5Ph4G2Tw9u4MxUjtaKOzMo6Ahws5dp/JKZMmcaUKdPMlvXo0csibenPgpdemoxOp2f37kjatPFk+fJZPP30erN1JBIxO3deNTP+zMws5/TpBIYP78jAge2E+whM7aqPPz6Cdu282bz5Ar6+Ljz55GiLtqna2ga+/PIQiYl5jBvXlenT+/6h3/Uf/IP/Ft56a7tAEgG8//5u5s4dyKOPfsepU/EolQqWL5/J4sWj0Wp1HD8eh0Qi5p57OiBp4fn2889L+OSTfcTEZDJiRCcWLBiG0QhyuZT9+6/Trp03qamFLFv2MyAlN1fKV18dE0ii20hKyicx8TMOHozG3t6aYcM6IBaL0Wh05OeX4+/vKtyfV6+mcvDgdSIifJkypRfr1p3ikUe+FfZ1+nQC8fGfCK2nGo2ONWtOEBubxahRnZk0qecfd2H/i/C2M1dciUVwKLVQIIkAYoqqeGNwhEltZLAiI3Qor8VXcXqQkalbL7GrKfrYw9aKj4d3NFPxAmxPzP2HKPqdcHS0oabGkiw6dCiaYcM6CP5CI0d24oknRvHtt8cpbxH3fM89Hbh4McXM6Nre3ppNm8zbEHbsuEJJSbVQ8b9xI4u6uka+++5xhg17mzyDlOvYEOag5vPRiRSrZVwutEcp1WNnraem3jSxfLBdIZ1c1ByYkEBimTUvRAZyNt0e0kGnk3D8+JPs3RvFrFkrhGMfOXKDdevOmI2rAfbtu2ZhjZCXV86rr97Lnj1RwjI3NxUNDRoiInwIC/MiKekO5gpTEfI/gZNSSlWtzmL5901+SUMCXHmhXxjZ1Wo2xGQyeMNpbGQSJoV5cTKjGIlIxKyO/gz2dWbFFfOxa4Q8n59rzP1rig2mSeKZ+jB2G2z4qbYPE2yi2V1n8jNyEtfyoP05Ihst1Xq1NuYEd67emftsN9PNyjRRfqrEMiFzTfUgzjWa2mZiNX4kaSzb5/OyMvn4/pGUqRu5VlBBt6aggClbTUVzpVTMtql98LSzYsAdrWh/R/j4ODNyZCfS0ooQieD7708RGXmTy5eTaTm1NiLCRmbgwXZFDNrZnGp2INOZV3tkM9C7inUJ7vycbPLk+/KGNw+FF1gcr4OzmuF+lWRVVzF0VwdhP3GZ1hhtNdTWisnKkmA0ihjoVcVTXXLp7KIm4idzw/IL+fYYjdDGoR4f20Zya5vJkE4utexOd2ZaaAkHM52o0Ujo5lbLxXw7yhuljPEvJ1DVQGWjhJ8S3IlPyEAiEbN27ULkchkPPLDSQmn1e2HdiqXJneju6WhGFAGIRSKWX0iiVtN8X29PyCV6wXAe2hvFsfQiOnxzlMU9Q5CJRWhbnLdzYwVVGuWdGVSEywu46PMuK6uGsr6qP7OLHyXIKRO5th6NrPldGyYvZLHDSRY7nGRZ2b1sqTXd/8fq23NT40WR3rwD62JuGV+N7cqF7FJyq81bencm5qG9I+1AbzS22u0yq6MfeqORbXeEAvxe/C6DlHff/dDs/++//zEAI0aMZsQI8x7cpUtfZOnSF3/P4QS4ulrK4FrDkCERFtHwDQ1a7r33E+H/KpWSHTueJSenjO+/P8Wjj5oGkwMGhKFSKamqUqNUKlix4kF2777KnUhKysPKyohaLTZbXlQpZVS3WmzrNJzOU+Go0NHGq4Fjx205dnwzAK+9NhUrK5lZi8zEid354IPZFgoHMKXAPPDAV5SW1rBp0wViY7PMlElgahXIzS1j/PhuHDrUrIZwcrI1G1j8XhS3UgGLK6rirbMJnG566b90Mo5LDw3l4vyhbInPobpRi5tSwawWUvj9KQVMauvNC/3a8umlFG6WVDHQ35XBAa7CfiQiEQ92CuBAivnDs6Jew3NHb7AyMhWDEYYGurF1am/GvPcd9TbW3OOQyvi6i6wX+fP69UKya5tjTF/sb5kq4WAl59MRnXjrbAL1Wj2PdguivZs9M3ZcJqm0hjbOtnT2cGBpE1l4GzsT86h5cfJveq9oW3mANur/7rkRv42GBg2PPbaGTZsu4OvrzIoVDzJ6dLNsWyQSoVQqsLOzxsHBBmtrOa+9NpUzZxKpqTE9dJcundBq1dbe3pqcnFICA90YPbozly7dIjTUgw8+mM3WrZewspKxatWjyOVSjh69wcsvb6asrIb584fw8stTmDbtU6Fi++OPZykpqWbRolH/levyD/7BH4k7K4M6nZ5PPtkveBCo1Y08/fQGhg3rwP33fyEohHr1CuX06dfJyytn+fLdFBdXM2/eYF5/3ZycfvHFybz44mRyc8vw9X3M7LNDh2Jp08bTLL102LAOKJUKpk7tLSw7fDiGuXNXUlJSTZs2nuzevZTY2GxmzPhCmDTPnz+ErDvaRJKS8oiJyaRrV5NyZt68r4RJ9bffHmfFigdZvNh8DPNnxEsDwjiWXkR2lRoR8FL/dlQ1ai3WO5ZeZNZ2cq5Uw4rLtwSSCKCwtoHj6cXcKb4IcrD0R/wH/x5Gj+7Kt98et1h+O+Hv3Lm3OHr0BitXHsbP73FGjuyEWq0hP7+cnj1DcHS0YebM/oL3pYuLHcuWTeLEiZtCIAqY1OsXL5oHa6SmFrJixSGzCV5SpZLrJTZ8EOUrKBtcVVpGdK1FUdLA5luubL3lyoIOBTja64krbC52Xblyi/XrTwvv3pbQ6/WIxSKzY7Vr542Hh4OZWn7MmK7I5VKmT+9Damohfn4uNDRoGDt2OWAat/fqFcyVK+bBKE5O/9rc4E7U6359cnsqs4S1E3rwwvFYoXWlTqvneHoxx+cMZPKWi6y8msqqyFTcKnOocvDAgIjhynjcxZWEyIq41Bgi7E+OltXVA6kwmK5bsd6edK0bRz0/5qC6I5tqejKp8El6KVLprUjlcmMIYows7RfGpehGzrbo5hVj4LA6ggeL5yMSGZmgjEGOFg2miWRPRbrZscGkchpklcSZBtM4WGFo5FZ2AT2a0oC7ezny1uAIBrRIo1TrDOxJyaOPj3Nr4qu/HU6fjmf9+sd56KFVnDhhInJPngQfd/OrIxcb6OFWw7USO4tUs9gyG+5vU8L2VPMOmzN5DjzeMZ/v490xGEUM9K7iXJ491RoJMpHRYj8lJTKKipqXnc1XMSqgnC6uato51pu1uIU61PPKJX8uFtoToqon0L6BIrWMCCc1Pya5oWsy3h7hV86rPXIYvbc9tVoTWZNapeT9PhmsjW9Wo+n1Br7++ihyufSuk0QA+bWWzxEwKftqNDqTAbufC/M6B7CuidiViEQ817eNBWlrBFZeTRVCkPRGI59fucXHwzvy0cVkStUahgS4Uqt3R1OZh8RZjx7Td++uyKC9Io8crSNfV90jqP/SbILwKblFicqbRrkSZ00ZAXYlrKvux2Sb6+yqNSfqTqgjsDfWUS1qfmb28nYiv6YeT1srJCKRWfJ3sKMtXT0dzNLdwl3sGB7kxoWcUiGFe3qED4kl1XR0V3E6vYiSBsv3/H+K/42T7u9EfgslSEu89NJktm27jF6vp1+/MBoaNEya1EOICh0xohPV1eZ+CVVVanQ6PXq9wUwKf+5cErt2Pce5c0ns3HmFF174ieHDO5hta2dnzeDBEVRVlWBvb6C6upks8nTUseeyPXllMvzt6vmwXyZPXgiBFnLCjz/eh7e3uXHg3r3XqKiopW1bL2bO7M/PP58HoGNHf0pLayltEZm3evUJFi4cbiY5Dgnx4Pz5ZC5cSGL8+G7k5pbh7e1Mfn7ZXSWKWqNEsqvqBHIHoLJBy5dXUvlqbFeGBbnjaCXjx1bkqjeKKnnmaAzVTW1ZOxPzODNvMHFFVcQWVeGilONtb83kdt7sbOFHMzzInc9bpNGdzCjmwK1CZBIR6VI3Nta6cYFAHFXJAkkEJlliRkUdfiol2U3+GbZyKfM6B9DG2Y4ne4ViMBqRScT0WnOCpKZrnlJWy0N7o7CRSylr0VJnIzclxKSW1/LRhWTK6ht5sHMgY9t4cqushkUHo7nRigs/gLjVK/kPWuKDD/YI8dmpqYVMn/4ZeXmrsLc3pau8++5OXn99KwAXLyYTHZ3BtWsfkJGxkk2bLtCzZzA9e4aSnl7Eli0XKWpSnPXrF4hGo6NNmyWC8nDRopG8/vo0evR4kawm+WfXroHs3r2UiRM/FNZ79dUt2NpaCSTRbaxde+ofougf/CUwf/4QLlxonlT27x9GwR1pHHq9gVWrjpm9O69cucWmTRd45ZXN/8feeQZGUe5d/Lc92U3vvZKEEAih9w4CShVEUaTYUbFj12tBsWBXQEEEFBUUpPea0DuEkt57T7Zl+/thwybDovdexfder5xvM/tM2dmdmec5z/mf43hXb9x4kk2bnmPMmG4cPJhBcXENo0al4O3thpubC3K5FGObmT9PT1feemsaL7zwAwUF1dxySxdeeulW/vGPNaSnFzF6dAqzZg3h3nsXOQitrKxynnxyBfX1WoGyYvny/Y700iuQSMQEt8yYNzRoWb1aWGq+ePGu/wmiKMbbjew5ozlaUkuYhysx3nYvvpXnCh2EUd9wX5TXiAcvanL2TbRh4/XBSbyRegmz1UbnQE+e6++cInoD/x4GDEi8JlEEdv+uffsuMm/eOsf/euvWM3z88UwuXSrhq6928913achkEr744l5CQrzx8lKRlnaZZ54Zyz/+sQa93oifnzsLFtzNp59uEyh42rULwu8aaTo7i70F5S/VjTKqGiSkZQU61n14JowOsc4TMGVldUyfPojXXvvJcV/L5VJmzRqCt7cbr732E3q9kQEDErnnniFs3XqWceO6U1urpnv3WHbuPMfMmQsBu7p3wYK7GTr0Dcf+Gxt1VFc7h924uTkbw/4rqGv+7Qk7qViEm1xKzlV9aI3RzPO70x0qO7MNGjwCORT6Fk/X3sFWXWe26jrTQVZCZ3kR54wRuImaecl7Ey/WTRLsK9/kR4SsjuXqfjS0EEjHDO2Y4nYc18I9HPfuyQeHMghorMbd1QO13AMxVsYoz7JUPdi+Ext8p+nL+76ryTX5U2dxY5QynTfrxwkMrcOldSwNWM5efSLVFnc8LU3MEc90fH6yrJ5VVyngAYwWKz1CfJzW/x0hkYjR640OkugKDGp4IqWUNdl+uMsttPfS8eKRKLs/kNiKydo6Tuwd1IRYZHNSwklENuZ2LeWx5DKWXAzkgzP2dLRvM2FibDVSkdVB6ABER4dQWSmcSM9rdOVohTvDwuupN0jIb3IlyqOZUDcD32fZ1UsFTS70DGxix4SL3Ls7TrDPnUU+DA5tdJBEV7C/1FPwHQDq6poICvpz/hf1Wmf7EoDMR0dx36aTLDtbwLKzBQyK9GP15F7sL6jmco2aT4/l2Esn2xj4D4r0p8noTKAkBXhS/vRYFp3MtSdsS4LAN4iRinNEKOopMPnRbJXxYcNNxMvKBSWiAFaxlGHpa2ly8eJU++EsVts9hZer++Mn0VBmaS1NC5CqGVB5gA3uN6FRuDMiJpBjpbWEfrgZX1c5UzuFs+ZiCUaLlU4BnkjF9hLyiQmhGK1W/JRy9uRXMXRlKhKRiKf7xDGjcxTjfjzEmovXV0l0BX9Joig8/Nr+RlVVjWRmfkz//q/y7bepgN1zaOPGZ4mPDyEhIYS3317ntF1UVMA1FTxHjmTx4YebHcvZ2eU8//wEdu8+j0wm5YUXJuDj48batT/QrasRbYaJ7HoX+gU3canZjdJaO6NfqHblqbQYxFe5t1ssVvz83MnObr3B3dxc+OCDzbz//kaMRjODB3fgtdduY8CARG69dYHTOU6bNgB3d1c2bLCX3URFBXDvvYsEnw8f3snx0r1e8HaRU3OV/5BULHZqpzaa6b9sL4eKa3GVSpjbN15ghCcWgbtc6iCJwB4DuDGzjMFRAczZdgaT1cYbqZd5vl8CH97UmfSqRka3C3IYabfFoaIaMt1a2e58grF6NDq1C3Jz5cT9w/j6dD5ak4WBkX6cKW9AJZMS6uGKpKWDdO6q8odzlQ18M74HM9efcMyqvDE4Ca3RzIBv9lHR0mFYd7mUHdMG8syuc4JSuKsR7qn81c9uwI7Dh4XpghpNM+fOFTJggD2mcu3aY4LPT5/OZ8+edB5+eClZWeX4+LixfPnDjB3bnW3bXmTSpJcBHS++OIy33/5FUJ66aNFOvLxUDpLoyv4+/niroJ39vOx12W3NRn19b8yu38D/Bjp1iuCxx0ZRWlpPp04RPP74zfz00xFBOYiPjxve3s6ls8eP5zhN6Hz//UF+/vkoK1YcAOzlNmlpb5CUFM6LL050JBlJJDY8PV0ZOvQNrFYbvXvH8f77d3PnnZ86VLK//HKcoqIap2NculTi5D0kEomYO3ccR49mU1BQjUQi5vXXp+DqKic19RJxccEoFDJB6uj/kkm2XCJmYGTrIDHBz51Lj4xk7aUSanRGwIavUoFULHLE9KokIp7qHc+W7HKyau2DY4lIxH1dY+gf4ccD3WKo0hrodJ1jyv+usFp/2xhYo9ELyE+AQ4cyWbu21WPTZLKwbt1xbrmlC089tRKw//c/+2wWKSlRbNp0ivvuW0xkpB9DhiRx8GAGycmRvPLKJHQ6I+vWHXdMJoaG2jBLnIcHjTpnQtEkFqNSydG2DOikUgn9+7dn5coDTJ7ci+pqNW5uLjz44HBeeWU1P/98lIAATz74YDrjx3enW7fnHWWmSUnhdOsWwyefbHXsv6KiwYnIhVafy7YQi/+cibeZnaPYlVfJ0OgAzrTpE3YK8BRMGgIYxXJ26zuQ2tyqWr9kCuN1n194RrqNA/oE1DZXBrpkORQ9ACOUFykxeztIoitIN4SRG+CLUWwnwco8w+jecJoXIg4TIGlinUZogg1wwRjKOk031DZX1mh70keRQ61VRZNViadYxzDXSyxr6s/NqnTCpPVs0XZy2ofZYmNgpJ9DsSATi0gJ9GLFuQJua0ku/jvjkUdGEhnp71StEeOh5/GUMh5PKWP2vlg25NvHq7uLvRkVWUduoyv1zVJ6BKr5OduPtTl+DAltYHuRnWgRYeP2+GryGhXEeBr4oYXUuYIt+b58OCCPj86G0mSUEhFuxsurDKlUgtnc+hzJqndh6UX7/8tdZub7kZfpHaShx+oUwf6OV3qgNzuP3QAiPAyIsAkI4yRfHW4yK2tzW8fh/foFMnHiKG677cPrrirSm6/9bHz3UKaAGDlQWMPI2CCWny1E32IxsTuvkk9Hp3C+opFStZ5oLxXhnq6C7fyVCgZG+iESiZwUSHuak5gqO8YufUcA0gwJjHC9gKvIKPAB828qQ2yzUe0Vhl7S2ncoMvsyw+0gP2h6YUSGQmRiliqVkyUG5g9vZvbsWcxYf4IduXYyq1ZvZFNmOdlzRqExWnjnYAYftzmnWSlRmK02R3maxWbj02M5RHupKGhwnti5XvhLEkU1NdceeLu7u3L4cKZAWqvXG/nll+O89dZU3n57HVptM127RnP6dD4ikYjbbutNWVkdY8Z04+OPtzrMpD09lYKb7gqkUjEajYGMjDwmTlzAzTdHYrNdQlJl4mKN/QEf49lMapWXYLtSrYJnuxbz3ulwx7r77hvCzTd3ZcqUj9BqDYjFIh55ZCRvvdVKZu3ff4mTJ/MYNCiJe+8dysaNpxwdhs6dIykvryc3t4JRo1J49tnx9O37suC4P/xwyEm1dD0wIyWKD460DuCVUjHHSmrpFOBJeovU2UUqBpuNQ8X2RBW92cJbaRmsntybZWfzqdUZebJ3HB4K51rLEHdX3ky9JCjX+uhoNtVzx7E7r4pDxTV08PPATS4V1KAmBXiwLkOYgmUTiZmUEMTaTLvxXJiHK4/1akeAyoUXBiSy8EQOo75Lw4a9U712Sh/GxNt9hkbEBrK5TfnDiJhApneOonOgF2+lXqbZYsFDIWNPfpWDJAK7xHHZ2fzfJInAXj4X7P6/Myj5M9C3bzw7d55zLLu5udC5c6snRmxsoEDR4O7uyoIFGx1lK3V1Gu6770s2bfJi8ODX0OtNgIynntpAYKCQdLZabdeUzAcGeiISiQSd9V694khJieKll350nNfrr0+5Lt/5Bm7gP4lnn/3OkTikVCp48slb8PJSMX58D06ezOPQoQxCQ31566078PV154MPNqNpef55eamYMqWPoJQE7JM2y5a1elvU12t5770NzJ9/JzqdgYkTe3Dx4mF8fS1s3XrB0e7o0Wzmz18vKKUG+PnnY/TpE8+RNu+hMWO6MXJkZyZN+sDxLn/ooRF07RpDdvannDiRS3i4L+fOFRIW9hBarQGVSsGUKX0cBJZcLnUqk/tfQ4i7KwqphDdSW33/pnYM59LlDGory3ltZA/CPJUcnDWUhSdyqNIauLtzJL1bSLhANxcC/4mR+Q3861i37tivfnbzzV2YM2c0H3+8VaC669s3np9+OiJoazSaePPNtY5lm83GggWbmDFjEO++uwGACxeKiYsLprl5FY8/vpwJE94HICEhhDffvJ2EhBBOn07lp9U78agw02S0DxM6RDQTF2LkfL6wv9KtWyhPPjmODRtO4OWlYurUfkyf/oXDi8jTU0l6+gKWLNnDmjX2862oaOCpp1ZQXFwj8CK7eLH4mpO2gYGedO8e6witEItFSKXOg9vfq5p3k0Kds0URP07qzanyOt4/nMXSM/lIRTCtUwRZdRo8FVL6hPnS0Gxy9HkBuikKsFxjaHXBEMpbdWMcJWGx0krudDtCujEcP7EaGWZONUcSIqkXKBDiZRVcNoUI9lXuEkhneTE5pgA6yYX2EwC5Jn/Uttbf6YihHZuDPsKCmDfqxrGoya54+KRxBD8FLWSAazbuIh1qW+vEZYy3CrEIQtxcifFWYbHZeHHvBadj/V2xcOFOvv02lXHjurN69WGam00o5PYys3W5vgwKbWRHodDk+Fy1G4ennONSnStjNyU5SsjEIhvz+uSjNUo5UaXijeP2/u3AkEanFEKFxMroqHrGxtSjNYmZfrQDR4/a8PMzYTKBwmZlVmwZb51o7SOrTVJWZwfQJ1hDvJeeIxWtY64I92a0JjETYmtIK/NwqIX6BTeSXqNiQmwtOwq90Zkl9AhUU6uXEag08kL3Iso0Cg40+bBmzWW2bi3kqafG4O2tcvSJrwc6+rtxptr5vjZdQyiQWlTjIInAPg7Lr9dysLjGURkiFYt4aUB7DhfXopCKsVhtjPwujRmdI5FeTTTbYIu2s2DVXn0iywKW8UnjCGotboiaNBT5taPWPQi5yXnskKIo5lGvPaTq41nUOIR/NN6KtKORPpGRiEQiLlYLx4iNBhN6k5UO/h6svii8t1dfLHZS9JmsNrTGP9fC5C9JFP3a5Mtjj42mvLzBab3RaKFr1+ccLyRfX3d27nyZ1asP8fXX9iQUHx83lix5kB07zlFTo6Zv33iio/2d9pWeXkRGCxFhsVjZtCmPO3vo2HypdRbz03OhRPgbaWoz+xLnpWd2cgVJ/jq+KgilQOPC4sU7WbhwJ2PHdmXGjCF06RJ9zZfk5culrFixn9Wrj3DLLV1wc3OlffsQwsN9ue22jxzttm07i6+vmyMVBuyD5gkTevDeexudZqT+CO5ICmfxyVyHKabObOWzE7n0DPHhi5u7UKU1MLVjBE+3GeCDnQFtaDZyvrKRkiY99206xZKx3ZjYPtThh9Ar1Id7ukTz9VUpHiarlTdTL/F+G4XJrJQo6vRGavVGUgI96Rfuh4vVRLPY/iAU2WyE1BWwctyTzK3Tk1pUw7Iz+UR/spWR7YL4elw3Xtp7waEOMlqsvLz3AiNjg/jxQjGxXiqGRweQUaumT5gvn7Z44/xj/0U2ZNrNFDdllfNkb+co9RgvFVFeyl9lemO9VQTd6Gz/Uzz33HgKCqr58cdDhIX50qNHLP37v0pCQgjz59/J/Pl3cvZsAfn5VQ4/sXnz1gr2UVXVyKefbhWoBjIzq7n99kGCBJVbbunK44/fzPLl+2lqYe1DQ3148EG70fxLL/2IWq1nypQ+PPLISFxc5Eyc2JOMjDIGDeqAj88NRdEN/OtYvfp71qz5AYvFwqJFS1m79ie2b99CWFg4n322GJlMxs8/r2bZsiV4e3uzePHXuLt7/KnnVF3dJFDS6nQG5s1bx4wZg5g5cyEGgwl3d1c+++weRwrgli3P8/PPR5FKJcyefRNxccE89thoPv10G2D3IZk8ubeAKAJoaNDRr98rbUphpMTHO59TaWkt7u6uAhI3KMiL776bw7PPftdilJ3MW29NRalUcPbse2zffpakpHBGjUrh6NEs9uy5QJcuUfTpE8/gwa+h1dpLZrRaA0eOZHH27HucP1/EkCFJf4tEtPcOCSN812eU8Yq8msMFh4l1s5fq+asU/GNw0n/i9P5WaGv+fgVyuYS3376TZcv20a3b84wb152cnApqa9Xcd98wHn/8Zg4fznQk94pEIubMGe2kHm9uNrF5s9CrMzu7nE2bTvH559sd6zIzyyguruXSpRIWLkzFZlMQ5d3Mi92LCVQa+aIwnDO5LoyJquV0tRs2kQifSDhyxMSPPy4FYNCgDhQUVAkMqxsbdXz//UFBWMSV87qWjURKSiSxsYHktsyye3urmDVrCE8/PZYlS/ZQUlKLzYZAdXQFBsM12J5/Abpf2ezWxFAebJOgarZBelUjQ6MD+OhoNrvyqhAD0zuGsfXwcQKVeuJV1VgBN5EeTQtZI8OM2uriIIkAcs2B/EO5kUBJEx81jgRgtbY3Y5RnCLfUkW/2p6O8hFtVJ9mmSXIoigC8TY0MKn2OUosPbqJmblWdJK05HhHwkMc+jjY7p7NaEWO0STllbDXI1tkUrFD3Y67XNu73SOWHsmTcVR6M7JkiIIXGxgc7lIU3YIfZbKG+XsvKlakcOTKPzz//inU/5/P5eXtEebynDi+FmXpD628eoLT3P/eXeAl8hqw2EQ0GGZ18tcw/1SomSC3z5I64KgrVLo4UsoeT7fHvAC8dieJ0XishGBxsYUqvRnpbnH8rrUlMQZOCERH1lGnlFKpdCFIa6eijpfeaFCw2Eb2DGukTpMZsFbEoPZhD5XbF6NCwemYnlzN9ZwInKu1lqgGuRp7tVsKKjEDASl2dhgULNnHixPzrShTV/woJMjMlis9P5DgSyyQiEePjg9l+VfK12WpzkERXlsvUzWya2p+oT7a0qGrhYFENj/Zox6XqJsd4MKriEuJwP+osrf16P4mGAS7ZDHTNZkVTX14zT7Cfp3sgrs1qVGYtWqldNBIrrWSk8gKuYhMHm+PJMdtN5M0SOW+fr+bR4SZGtwvmdBveop2PG3EtlQkRnkpBuWuEp5I7OoZzoE3FQ6KfO4/0jGXVhSKHMEEswil98Y/gL0kUGa5hxgjQocNTTJs2gEGDOnCgJSFLpVIQGeknmLWorVWzb98Fli3b71hXV6dh167zaDTN7NmTzp496bi5uTBjxiBWrz6MWCxi1KhoTp9Ov+qoImyNzn/kQC8TrgorldVSYjz0hKiMTN8Zz+ioOl5uX8DoDR0dbTduPE2zvpAHHxpBu3YJKJUKgfGui4tM8PKPjw9m1ao5jpmgK8jOLmfBgru5dKkUg8GESCRi6tR+LFy4k+7dozlxIu+fXdp/Ga/uvyhITrmC42V1rLmtN5EtSV5j44PZ0qa0zl+p4Pv0Yod0TmM0M2fbGUqfGsv5igbmpV1iZ24lXb7cxcjYQIEi5/akcJaeFpJHay+XsH/GYAav2M/Boho+P5FLvKUJia6aYH8r4iYNBe5BnKhoon9UIFN+PurwJdqeU8HTO88JFEkAdXoj09cf58cWo3ARsHpyb25Lsj/Aa3QGB0l0BTtzK7mvSzRLW8itRD93Hu8dx81xwcxYf5zcei1h7q6UtBnohHso/6kB9g2Ai4ucb755mG++eZjXXlvD66//DNhJ2/T0Ii5f/ojs7E+5eLGYyEh/PD2VnDtXwMcft3Yke/SIxf0ayq3hwzsxdGhHNmw4QVxcMLNmDcbFRc6pU++yfPl+XFxk3HffMDw9lTzyyCjuv3+4Y6B8BYmJYSQmhv3p1+EG/rdQXl7GkSOHWLvWnlBZU1PDoUOpbN68k08//Yht2zYzevQYVqxYxsaN29m8eQMrVnzDo48+/qeel05ncKhxrqCpSccTTyx3vHvVaj3PPPMt3347h8mTP+Dy5VIiI/35/vvHiIsL5sSJHGQyCS+8MIGhQzsxdGgSIpGIbt1iOHXK/h66srxx48k2RxKh1Yrw8HChqalVoXn77X3p2zeBxx77BovFiqenkhdemMDPPx8lLi6I1167jbi4YPLzq3jmmZVcuFDM6NFdeOSRUSxfvp977mktx547dxwlJXW0RUlJHZ07R9G5c9T1vZj/xbj63SMSXdt78O+EV155nrNnz5Cc3FkQ1nL48EHeeOMVRCIRt99+FzNn3suPP67ik08+IDAwiC5duvGPf7z5u49bU+M8sLPZ4MUXf3CoiH7++ShfffUAPXq046mnVvD113sZP747X3/9EHl5VYwd241eveI4cSLXoQYE+wTq5culjvsO7BOIbRNAr+Ds2QKB715BvQu1zTJ+yfXlZKVdbZKHgue7F+MXBcszgiksbCV7Dhy4RHJyBFfDw0PJ4MEdBPv28HBl7txxbNp0yqEEiokJQK1uZsyYbkilYvz8PBg4MJF7713MkSNZDBiQyNKlD9K163PXvI7XUhn9K/i1MZXZakNrcu4fft5mQtcKnCuvw7epgoseXbmojQUtTFSeRCayYkDK3W5H2KzrzNVwEZlYpRH6p+3UdSQtdD53Vj7IXn0H9uo7EGwoQ40SncKNkLpCGlXulFrsygKNzYX9+vYcCJ3PD5o+nDVEECKpR4zV4aXSRV5IjKyay8Zgp3NosLgytPRZuwJJBa66CoGxPdgnQzsF/LkTFH9V2Gz2NO2GBhu65tb/X1ajkjsTKvkp2x+TVYxKZmFgSCNfXQjCQ+bMTLbz1FOsdvbY8lRY2D0xnbRSD3YUefP+6TCWXQrk1Z7F7CzyErStqLAfP85LT4qfhrM1dsJBhI0ApZGh6zphQ4RCbOGTgTkEupq4Y0eiY/ujFZ7cElXPgVJPgV/R3hJvgpRG9OZW8UOVXs6mfOdqlWNtfGOvB7oEeVLQ6KzU6fLlLqZ3jqTJYKah2YiHQsbZigbGJ4SwMbMMG3BTbCC3JoY6pWi7y6WkFlY7SCLHd9I1c+bBEezJr0JhMfD5ilNENRdSKvdBa3NBITIx1e0oJw1RdFcUsE0nLNnUu7gzqXwDKUkWzhnCOdUcydjyx3jIcz+5JqHwRGM0U9Soo2+YL7e2D+VCdSMJvu6MbhdEt69209hsYnCkPxWaZjRGMx4KKa8O7IDVZuOVgYkcK60jylOJ2mjG572N+LjImN09hpRALx7behpn57jfj78kUXT0aMY11+v1RpYs2cNbb93B1Kn92L79LMnJEfj6Ohv1WSw2J4VNfn4VR4+2/sk1mmbS09PpnGzi0mUre/ZcJtzHCLSqQMLcDIyPqXWqI40MNBHmp+cxz3xGbUhic4F9hjKtzJNJscIoUIDi7DLefHMl5eUS/HylSALdkEgU3HffUHbvFn7frKxyTp/Od5hxXoFIJGLixJ5MmzaAgwczKCmp44knll/zWv1RHGyjWmoLpUzC5uxyPj+egwh4tm8C749IZlV6EaHurswb2pFJa4T15jU6I43NJnblVbIh004q5dRpKFPrWT25NweLaojzcePB7rFEf7KF+jZeMa5SCe8cyhB4HGVJfZhZsQ11YHvWynpCCAz+No3PRqU4SKIrOFnWwF2dIljRJlrxjo7hLGijWrIBnxzLdhBFrlIJSpnEwWQD+CrlLBnXnaf6xFOnN5IS5MVzu8+z7nIpsd4qvhnfg4lX1dnvL6ymTm/Ex/WqDMYb+FVs2nRKsJyZWcaZMwX8/PMRTp7MY8iQJJ55Zizz59+JTCZl+/azdOoUwbvv3uWY2byiFOrcOYT+/dsjEonw8XHju+9S+fTTbdx33zDatQtiyJAk3nprHZs3n+bRR0cybdpA5HIpcvlf8rF5A/9l2LdvDxaLhUmTxhIfn8DQocPp23cAAIMGDWbt2p+Ij29PYmIHpFIpAwcO5umn/1ySCCAy0p9Ro1IEg7p77x0qiJcHe4T1ww8v5XJLwEBhYTWzZi1k4cL7GDnyLQfZtGfPBY4efQu93sjjj48mNfUyMpmUqVP7oVDIHEb0V6BQ2Jg//w42bLhMfb2We+4Zwtix3SkqqiEpKYzmZhPdusUwcOA/HMd+//1NHD/+Nnfe+amjDDUrqxyRCLZvF6paP/tsG1Om9Obbb9Mc66ZO7Xd9Lt5fCM/3a899m1pJujuSwvklvYGq8B6U/JrE4n8Y58+fRafTsWnTDubOfZIzZ07RpYs9rnzRos9YunQlISGh3HzzMGbOvBeARx55nGnTZvzhYycmhjomN69ApVLQcJUaee/eC7z++s+UtgzkP/tsO6++OpkZMwZx//1fcuJELgMHJrJ48f3k5FTg4eFKaWkd0dEBJCdHcv58IV5eKmbPHoGXl4rgYG+BQX1KSqRTQMPZOhXHKoUkwfpcX1JCbfj7hQKVgs8SEkJISYnibEsCUWJiKLfc0pV9+y4wYUIPDh3KJCzMl+nTB/Lss9+RmBhGbGwA3brFsHr1EZ58cgVgV1lt3/4izz23ioMH7X3gnTvPcd99X17TFgKgffvQf36xr4FfG1T9klHKbR3C+KFNuvCMlCjeTrssaGeyWCkIECbpbtV3Zn3gp3zYOJJX6ibS1yUbb7HWkXTWzyWLbvIClCLh0ZViIz+oe5FrbjUNL3cNoXfmDvzU9mud1nm8YJs6qxvP1k5hWxsyapLqBJ7iZgw2Cft07elYPI/u8jyS5cWcN7b0ZUVGLDaxoEwtTxlEwFWMsVQs4rl+7Zm54YTDx+y/Ab9G7IKdwBkypB/33ffgdblHfw0ymd2Ta9MmL0BoAN7FT8sTncvIbFDyZXogn7WojeRiK8PC6tlX6gXAkNAGLtUq8XM14SKx0GyxEzJikY2RkfVEeRhYlytzKHyq9XKeTosm0sNAdkPrb6dU2th41J1PKroR4GpicrtqVDIrN0XU8+DeOIfXkMEqYfnlIO6Idx6L5jVeu8pBKXW+52K8mjnQxulDJBI5vEOvF4bGBPFLZoXTeoPFypLT+aTNGsyUn446DOXlEjFb7xpAsJsLaUU17MipZGCEH6ktY9YAlYKHe8QivsYkfTtvNzoHeaE2mhm28gDGsG5kAAMUmdznnsqHjSP5uHEkHzfaU9AipbUca3P7iq0W/Ex1JMp0vFJ3q2P93Nrbmep2hPPGVhI9zseNBzefclizxPu68dbQTnT7apfDciW/Qcs347sT7+tOrc7AbT8ddfj7vjE4CQ+FjCd2nAWgQmvgq1P5LL6lK4Zr3KIuv49DB/6iRNGlS87JWW1x8GAG588XUVpax/r1JwgK8iIhIYTMFhVIdHQAd9zRl337LgjksBERMo4eFe6roqSK8ioJthZmvqlRweOdSzlV7YaLxIrOLOadk+GMbZHjWoFu/hpOZbuTV2Gmdzs3shqEhsW5jS7IxVaMbZzje7g0sPLslReDDQ+3JgYMMnDw4Ery84TbSyRiPD2V3HJLV7ZtO0Nxyx9t7Niu3Hbbh5hMFp588hYnT4frCf01ZqOkYhGzu8fy6NbW487aeJIT9w/jmb4J1OoMyCViJiWG8X4bH6kBEX74qxSOG+YKdCYLlZpmtudU8Fmdhh8vFjOnZxwvtEkZeHVQBzZlCd3+EYloELuzUSuMJVxxroBYb5Uj3hRgYIQfi8d0o3uID6fK6ugW4s3kDmF8cCRLYJYoayMNV8mlvDYoiWd3nwfs5NgD3WL45Gg27XzcGB0XxMt7L/BFy3+rXNPM1LXHqG92du+v1xtuEEX/BhITQzndRlXm7u7Ka6+tcRBIu3adp7KykQ8+mE5IiDcREX7ExATg5aUiLMyX3btfYcqUV7HZmnnvvXGIRCJOnsylf/9XHWqJ5cv3s2nTc9x883zHbO6xY9kEB3szbJiz6eMN3MDvQXV1FSaTkbVrN/HGG6/S2NiIu7t9UsPd3YPGxoaWdfZBmoeHJ42NDdfc16FDaRw6ZCc+1GrnNKB/F2vXPs1XX+0mM7OM8eN7OIijK2UuAHfdNYBvvhGWkmVllfPFFzsEiqTjx3PYsuU0Dz+81PGuGj26i4OknTKlj8O7xMXFilYrYubMFXh6Knnnnbu4887+3HffYpYt24fNZuOmmzrzwAPDHSQR2FVQH364WeBVBvZ0KPE1QhY+/XQWsbFBHDmSRb9+CcydO+4PX7O/Gu7tGk3HAA/25lfh4yrnse1nMVrcITCRR840MGqwAT/l70uR+ivixInjDBw4GICBAwdz6tQJB1GUkJBIU1MTvr5+KJWtZsNffbWQNWt+4JlnnndsezX+lXvzo49msHTpXoHK5913pzF79hKBOWx4uJ+DJLqCnTvPsW3bGUdfdvv2s0ilYu66awBTp37iaHfTTZ359ttHufPOT5g/fz3z56+nT594Ro9OobZWzd13D2TgwEQWLdpFY5sJteAQC64lFoGawNXFhsYi5pFHx3Lk6ApH0IOvrzsjRiTj7a2isrKRqKgAEhKC6d79eUc64S23dOXzz++hffsnHe/cw4czGTEiWeAvarFY+fzz7Q6S6ArS0i7z/PMTnAhmkQi++OK+a17ffwYxdmXQ1bhr3TE85FJe7N+eck0z7nIpAUoFkzuECQxx708O5aWdwkG3i8jErKp7qbB6AXDZFMLTntsJkDZxtDmGXdokOpe8wQCXTIrNPo4Y7ie9dpJrEk48A+jkbhT4e2EVi4nUF3Ne1mok31VRwE5dR0H7g83xHAydT7/SF6my2t8hJ40x3Ox6jum+h6m2uHGzMp13G5zTHWckR3K2ooHmFkJuerJdubF2Sh9qdUYya9W82yYR8z+B3yJ2AbZv34qfn7N9yPVCaKgPXl5KUlKieOSRr4mJCUImO4fJZCcgQlUGErx1eMgt+LqYOFju5djWaBWjlFk5NuUsu4u9ePFwFHtK7BP/g0PrkYmhySghQGliU54PcrGN9BqhybnRKubO+CreOxuO3ihGJrPh4WElr9z+zK7Uy9le6MORKWex2kRoTcL3YH2zlAEhjSgkVgyW1s/6BjehN4s50CbdbEhYA/1DmthR5EOxxr7/ZF8NqCRERJjQ6bxRKl3o1y/hmqFLfwTu/2Ri9of0YgdJBHb7kB05FRwrreNIib2/IRHBghHJ1OqM/HCxiMQvdnBLfDDP9UvggyNZmK02ugd7c08Xe1nmx0ezBGFJac0J9FTkc64N0XPSEM1I13S8jfXUy70RWy20LzmFq7WZQ83tnM4zRNLIyObDHLZ1YESXDgyLDuSRNmP0rFoN7xy8LPDlBThcXMvMlGgGfLPPQRIBvH3wMmPjhd5lFpuN82380tpCco1+0L+KvyRRVFfX/Jufy+Uywcu0oqKBp58eQ2ioD6dP57Ns2V66dn0OPz9XkpNdqa/X4Otrprj4DP7eEqrr7ZdFKrbS37OONVWtD20bIlykVhYPyaH/z51pMNjbnq1x4+OBuVTpZLx90v5nyq+U81hNOyQim6O+FCDKw8BjKeV8fCYUtUnMnQnVpJUK00OaNGJutRSTb1RidTdQ4eqBVi8GbISEmOjY8QmMRhueni68++4dJCVFMW7cu45OxT33LGLEiD9vUKuUSmi6qmTr1APDWZ9R5tR2e04F7x/O5KeLJSikYub2SeD1wUlsz6nATylHIZXw5PazdPBzF5SpuUolLDic5YjpPVxci79SwYn7h/HeoUx0JgtKmZQHu8WwI6fCIR+OQIdncyNibIKXv1wq4ecpPXho8ykuVDUyql0QC27qjEwiZlCkP58fz2H5uUI+OprNxPahrG0ZiMjEIp7vZ58tyqpVc8+GExwvraN3qA8zU6IIULlw+89HHDf4rJQoLrZ0iq6gVK1HJhZhvUrFJrlRevZv4e237yQ9vZjz5wvx9FTyySczBWUlAD/+eAhXVznvvLMegC1bTpOeXsS8eXcwbNibqNVmQMqzz25kxIghLFmyR1DOevlyKZ99tl1gHAqwefOpG0TRDVw3uLt70KdPfwD69x/IuXNnkErtfgYajRoPD088PT1Rq+3PErW6CQ+Pa6dM9es3gH797Gqkfft2XbPNvwOlUsETT9wiWLd8+SN06BDmUO49/vjNlJfX88MPhxxtBg9Owt3deUZyw4YTDpIIYNu2Mxw4cAmr1eYo8R4+vBPz5n1EZqYMsFFfr2X27CW4uSn4+uu9jm137jxHfLxzCYWXl4qAAE+q2nSUkpLCGTu2m+AZ8dhjo/HycvufN6z+V9ArzJdeYb68sDtd0DFuMtuTR690nP8OaGpqJDra/n09PDzIzGxVjYwefQvTptmDCp5++jnHuilTplJXV8eUKRPYtesAEolzKti/cm+6uMipqPiKOXOWUV3dxLvv3kXXrjHI5VKeffY7Ghq03H33QF54YQKLF+8SeHV16hTBkiV7BPtLS8twKGevYOfOc3TvHsPFNgTHkSNZPP/8BE6dymPGjC+w2ezqOrVaT1VVI9XV5ewtMHNzVB3rcv2w2UR4K0y0S7BglASybl0GI0Yk4+IiIzTUhwEDEune/QXH+c2dO459+y44SCKwv48TE0MF71ybzeakqAK7AX6vXnGCcpZeveJ49dXJdOsWw969F8jOLsfLS8Urr0wiLs75ufCvwFUE2l8RyjQZzRQ06qjUNLMnvwoAN5mEd4d3IqdOQ369lu2lGoI1ZeQp4rG19OkmqU6yTD1QsK8jhljmuOzhOW1L6IUNtuk7867PGgrMvhxtjuUXTVcGuGQhweIgj1wtOrKDO6F3sRM+LhY997inccoQSaysikc9djOpco5DrQTgI9ZSZXGnyiJUg102hfCF2yrH8jT3o+zQdXQcK1xiJNJLxd7pg8iu05BXr+WNA5dY1qIQWzAimWVnCv79i3yd8VvELsAvv/zEhAm3/srWfxxr1jzJwoU7WLXqoGNd164+GHSVdBPXs7vQk3GbO+KlMPNESqnT9labCD9XM2uy/QWpYqllXqRNOseUbYkOJd+qzADuSqhif5vduMvMTI6roTZQxflGN1QqG8eOCSedNSYJeY0uJPvpGB1Vz9aC1lKx3sFNfHgmlGHhDVTrZVhtEOFmYM6BWJotEpJ8tAwJa8BkFfNdRgD7Srxwl5l5vHMpXgozC06Hcf64vbTt4Yf7Mm5cd0aNevu6XNu22HCNMeUVuEjF9IvwY+FJof+Z3mxxkEQAFhscKq7lQEsVB8DmrHLCPZSUPTWWZ3edZ1V6IfGfb2NG56hrJirWW52tK6yImV72I2e0oYgtFiq9wzni1Z3xEmcxi4dYxwlpb9RSL06WN9Dez7mU003uHOzUJchOIDZelbpsMFvpEeItSB+US8TM7h7D4pO5ToST9ldUmP8K/pJEUUND0zXXK5UK7r57AB06hLFhwwnBZ/n5uUA2CxceR6ezX8CaGj0qsZG+YWrWnvXBbBXh52Lk4U5liEQwJrqOoiYFa7KF7H6Ct54Tle4OkugKdhZ5U3RVjWlVg4zucTrO5LhisYkIURmQiGy8eyqMTr5anutWgp+rWSAfBLvk8KfLfmwvtN/YXnIT8/sX4udr5dldkRiN9u/Q2NjM229/T1IHN6dYwqioAPz83Kmp+eMzzFcjyM2FpqsSJkLcXekS5OXUtkLT7Jh9aTZbeTPtMqceGM6gSH+GrtzvMN0KcXNhRudIVl8sJsTdlTcGJzHtl+OCfZ0qr2fhiVzHzbElu5x/DOrA3hmD+PlSCdU6A0cv5bA3cDCjlOls1qUAdkLm+X7tSQnyYuPUfkz/5TjrLpdyqbqJr8f14Jld58hsMWDMq9eilErYMW0AO3MqcZVJHAkvd/9y3FG/fbS0Di9XOTabTXBTLj9bwF3JEYI6b0+FjIERvmzKbpVQBru5EOV9w/z430FEhB/nzr1Pfn4VgYGeuLjIeOGFHwTy+YgIP1atShNst3HjKfz83AUd7HPnykhLu4xS6azoiosLclr3e2XtN3AD10KPHr347rvlAFy4kE5ISCgbNqxjzpwnOHBgP9279yA2th0ZGZexWCykpu6nW7ce/7HzVSoVvPaaMNVv4cL7cHGRsW/fRXr0iOXjj2dSU6Nm/foTjoHqlCl9kMmcuxr79l3gzTfXOUrAjx3LQa0WEudWq43DbcqAr0AulwoSz/z83Hn00VEMHdqRe+5ZRFVVI8nJkSxYcDcxMYF06BDGnj3pdOkSzeiWQIIbaIW/ylk55P83UhOBXbF3RfGjVqvx9GwlZV9//RU2bdqBv38At902nokTJ+Pp6QWAn58fsbHtqK6uIijo9xEVYFfjfP+9sLR05szBzJgxCLPZ4riHVqx4hNmzl1BZ2cjQoR15++2pnDyZx5k24R+9e8chlQpJK7FYdM1Ez/37L/LRR1scy19/vZfNm5/j2WdXcelSPSClBH9u7VKHv7uZ8cHVvFsRy6EtOsxm+yBZpVJw+fJHPPLI14JjfPjhZqZM6XP1Ia8Z+tCrVxxNTXqHulClUvD002Nxd3dl+vTPOX48h379Evj664cAuzLpllu6Ou3n98D8T6qpChu0AsW7xmThYlUTm7PLHQNP/BLoWnyYcR0rSHEtIVRSz3fqvhjbDLNipNWcNTh7OGWbAlml6eOI3D5rjOR5ry1kmwJxEzeTVyAizbe1PLZZ4oqHWE+0rJr12q5s1SUzwCWLPfoOWBEjx8Qkt5PUW5RES6vJN7cqa/q62P1ajDYJnzYMZ48+kT6KHBQGHXkVcmrCOnLz9wcRAe8M78Sq9CKBh9ObqZexXMdgnN+L3yJ29+7dTZ8+/ZFKpZjN1y6j/aMq3L17L7B6tTB1MD/fyOBBkHrIizKt/fnZYJCyKD2YfsGNjtIxudjKhJgadCYxYpHwWoqAIxXulGpbn79GqxiTVcS9HSrYkOeLv6uJjr5aPjgdhiFAioeHfR++vlbq6lrvex+Fic35PszaFY+b3MLEmBqsiAhVGVh8IdhhqB2iMvD9yAyG/ZLsEDVcrFPRN7iJ7YXeaFvUhGqTlB1F3sR4NDvWASxatMvJ1/B6oVLj/MwCGBTpxy1xIbjJJQyLDnCQuLHeKqZ2jODLNp5sAGartfVebcGJsjrOVzaw/FyBY903Zwt4dWAHNmeXOyZP+sszmOl+mB/a3KNKkYGbVemsxQtVs5oDSWPRtRC5F+qTuU11nA3aLohEMMv9IBt0XamTegFQ1Kjj50slBKgUVLWEarhKJYxqF4RMIuLb84VojRamJIVRrzfy1I6zjGoXKEhXvDUxlKf6JFCpNfDN2QL8lHLu7xpDWlEt/io5Zerr51L0lySKamquLa0aO7YbmzefpqysjoAAd6qq7De/q6uV7Oy9VORb0emE8j2DBjad98Jstd8cNc1yMuqVPN21hC/OBdNokDIwpIHD5R6IRDA8vIHsehciPQyIsAmY4BiPZgwWERdqW48hFtvoEa/n8y5ZlGnkfJ/lz8859od2Zr2Scq2c70Zm8UhyOQfLPCjTKhBh4874Kr7LbK1RbjDKOFPpxlsxBTTqYwTfwaS3ES4pBYSeRVptKfff3xcPD19eeOH7f/Mq/zZ8lHJoo4AWAVabjTHxwTzdJ97uUSSCx3vFCfyDruBCVSMHCqoFzuxlmmYmJYYxJSmc7TkV6EwWOgV4Cm6OQZH+fHtVecHS0/m8NjiJJoOZ8T8eAlzALYI6XQBTmzZzztqePoOHk9+gRWM08/TOc+xoSdS4XKPm9p+POD1ALlY3caGqkQ+O2gci89Ius/iWrk4mf4eKaugRKjR0swFP946nUmNgV14lIe4uDI8OJKO2iVhvFdVaA52DvPhyTDdu4PchOrqVvP3001lMn/45er0RLy8VCxbczXPPrRIoGHx93a5pHG612nj00VF8912ag1AdPrwTDz88kry8Kj79dBtms4Vbb+3JzJmD//TvdQN/H3TqlIyLiysTJtyMj48vixd/TWVlJWPG3ERYWBgPPvgwMpmMadNmMHbsSLy8vFi8+Ov/9GkL4OWlYtmyhwXrQkJ8yM7+lC1bThMW5svw4Z04eTKXpUv3YGrxdYuM9OfixRKBT2BGRikxMcJOs6urnAceGMayZfsciYUikYhJk3oxf/6dbNhwgvp6Lbfe2hM/Pw+iowMoLl5EdXUToW2ey716xdGrl3My5Q3YcU+XKL45m8+FKvskXHdvGaOvQZb/L6NHj56sWPEN48ffSmrqPu644y7HZxKJBE9PT+RyOWKxGLPZhFrdhLu7B3q9nry8XHx9/f6U8xKJRAKideLEnowd2w2NphmvltCQb799lBkzvuDUqTwGDkzkyy8foKysnn37LjqCUebMGc399w/jq69aFbS+vu4or0EIbtx4ikttZqoB6qvFfNC5kB/UIVRXyQU+QVqtgfXrTzh5KlksVm69tSc//3zUce8nJobyzDNjyc2tdJSTjhnTlbvvHsg99wxh5szBFBXVMGZMN8c9fOzY29hstj8t/OO3aA8RMDYhxMkaobhJ59RvrHINYEeNO2/JxuEubuYW5Vl26DuhsylIlJWSKC/HW6zlashFFscA9AqKzL4s8FuD1Sbi4bwRTttcNIawS28vN2u2ydml78hS/2XorHKWqgcyr95eTttbkUOQpJFsUyApiiLudrN7ZX7SMJyFTcMc+/M21OHuZUHdwprZgFf3XcT3KmsEg8XCYz3jeO/wf7b07LeI3VWrVvLFF1+xfv3aX9v8D6twe/ZsR0CAhyC5LyzMlxkzJ7Bt+7eCtpU6OZvHXCS13JPCRgVp5R7cvzcepdTC+Jhazla7OQiaqfHVBCmdA5s8FBbmdi3lue4ljFqfxE8t40hxho0+fY14eVnx8bESE2SgoUFMuJuBvsFNLEq3lyfVGWSUaeSkTj7Px2dDBalrZVoFmwt8BJUvADkNrg7C6wpKNXKkVz0ybDYbsbF/zvsi3FMJpc7piBYbDvuPBF83Nt7Rz1GxkV2n5pa4ILa0TMy7y6W8MrADJ8vqBWVqgyL9nao/wJ6wnT77Jp5fvo4TxRVk+wYxo+o+HvXcTZHZF61VQZPVhQerpuPhWYbBonOQRABamwJviY7zEf8AQCEy06noDcExsuo05MwZzZLTeehMFjJr1dza4t/bwd+dzVP7M/7Hww5/NKlYxFtDO1LYoMNPKWd/YTXe765nRGwgmY+OYunpfObuOv+7r/Nv4S9JFNXWXpsoWt1iFlxaWoevr4WuyWYkWjMFFTL27HZheFgDKX42hxM8QJ/gJn7JFb7gSzRypm5vT5Ox9fIsHpLNxToln50LZVuLyuemiDr2l3hhtIpJ9tUgEVnp6KPlcJUneoMYkchGdLQZg0lEoNJEoNLE/XuFndVD5Z7sLPLkozNhNJvFjImq4ZmupdQ1ywREEdhrVqViGBHewI6iVlJoRFg9XW1qdFFWdhR5Y7GJiAo08uMPl7Harm38/UfxVO94bv/5qOMF2yPUh2/PFTK1UwQLburMm0M6IhKBi1TCpswyFrWRBsolYoZGB3C52pnFTyuqEfgXjUsIJtBNwdmKBm6KDeLjkSlsy6kQvKC9Xe1yvfUZQnmnFhfKRH5c9ozhUots9ocLRdRe5XRf3KRndLsgtrWJVRwRG8hbacJr9/bBDHqEeHOizYuhb7gvD/dox/6CKgfpNbF9KMlBXuy8eyAao5n3D2XwRpsI9m7B3qTOGvJrl/YG/k1MntyboUM7culSCV26RKFSufDee9MYO/ZdGht1yOVSPvxwBp06RfD994ccHeeOHUPo3z+BRYt20bVrNHK5lLvvHsikSb0RiUR88MF0XnxxIgaDiZAQ53SHG7iBP4rXX39LsPzYY0/y2GNPCtZNmTKVKVOm/n+e1h9GQIAns9o843r0aMfhw/NYvnw/3t4qHn54JG++6dyJDw21IJGAXh9AYKA3b789leTkKHbvfoV3392AXm/kkUdG0rdvAgC33easVpDLpQKS6Ab+Obxc5Jx5cAQPv/cFF8+d4a0HpyP9A54Gf0UkJ6fg4qJg7NiRJCV1pGvX7rzwwjPMn7+AOXOeYPLkcYhEYoYNG4GHhyfvvz+fvXt3Y7NZeeyxJ5HJnMsG/ixIpRIHSQT2EsuTJ98RkCmRkf7k5n7Gzp3niIsLplevduzbd5EPPribs2cLUCoVPProKGpr1bz11jrB/ocN68SSJXsERK5KYeFstZJd9T4ktI/m0mXhhF1IiDf33z+MtDZGz0OGJDF5ch9iYgL57rs0AgI8ufPO/ixbto+YmADS0l4nONibmJjWvu6vKf7+zIRYNwnUXSOFe3b3WKI8lYS6u9I9xJuTLX0/F6mYmSlR7CsQ+hKpAoI50lL+VWd1Y4OuK1uDPuSYIYY368fzUt0kxFiZoDrF0eZYLDYxt6jOMcg1g4VNQ686uo3Bpc9SbPYhSlmIqrkJbctgVGnR4SF2VlrUWd0w2KQC09yjhnZ85Ps9X6sHslufxB59Ine7H+FYs3DCuV7hg4+bDDStJIXBYuXuzpECP6KZnaMYERPwHyeKfovYzcvLZcaMqVRUlGOz2ejVqw9xcfHX9fh7917g7rsH8tFHWzAazSiVipZQhBCSO/lz/EQrsdgzsAk/pZlbY2t5/3QoZ6rtXoQ6s4Q12f6sGJHJ2Wo3jlW6sznfmwu1SkFqWZDSSN8gu3fQiUo38ppaK1CsNhGFhRIuX5Y61EQdfbWsGpnJP45GCs7ZbBNzqsoNXxfnyftu/hp8XUzUNrc+x4ZHNKCSWRxhTAD9ItTUeCmhjb90795xhIR4M358d7ZtO+tk2/BHMCQmkNWXnEv32gYqZdZqyK7TkFZU7bA/cZdL+GJ0F/IbtGzPqWDkd6kMjPSjVN1MTp2GHiE+SEQiFBIxEpFIoJIb3S6IKHcFddnplAT3shuYWeGDhlHsDF7Ag9UzWs3mvUMJsTonituAV2onctwQTWd5Mb1dctmtT3J8flNsILE+brwzPJkDBdUMXrHf8dmlajXzUi8LRBJmq43MWjUrJvSk48IdDoJr3eVSZGKxwLblWlA4V0X/y/hLEkWaX5GitUV9nZjU0en0/6kz9Qb7H39nsTeTYquJ9DBwuc6VPsFN3J1QRZFawamq1mS0BG+9kwH1vhJPtrS5WQAu1yk5dvtZzlUreWR/HOdr7Te1v6eJDh1NZGXJyM2VkZvrjS0xnFd7FRPj2Sy4EUNUBh5vqQkF2FzgR9cALTMSq+jgo+VSnf2lI8KGSmphyLpOeMlN3BxVR5VORqR7M1sKfNiQZye7bmtXzSs9i3h0fztybW1pXxvXM/z2tqRwIjyVrM8oZfm5Ao6X1nG8tI75BzM4/eAIanQGnt55jtw6DZMSw/h0dApLT+cjE4sZEROI0WLlsV7t+OlSscNcemrHcLZe9WffnFVO5TNjWZ9RxqmyevYVVPH20I7M3nIaG3bS6e7kSHbnVRLrrXI6zyJ5MDZRa4f3aEkd4+JDyG5TNhfrrWLFhB48vfM8qYXV9Arz4eORKcR9tk2wL4PZwrcTe3HPxhMcK6ljQIQfCb7ufHosm1kpUfgpFcR6u7E7vxLFvLWEeyj5bHQXfrmqxvZUeT0FDVqivJzP9wZ+H3x83OjfvzV1ZMCARIqLF3HyZC5JSeEEBNhnm86ff5+pU5/FYGhiyZLpzJu3jtdf/9mxncViY8qUvo7layUm3sAN3MC/j+7dY+nePdax/MwzY1m//oSjbHT8+B5kZh7Gzc3GwYNvERDQOoHTt28CGzY8+/9+zn8nNDSbqLbK0Co80Fv+86Ul/wlcnZw0f77dmHXo0BEMHSpUdcyd+wJz577w/3Zu/wquJlOCgryYPn0Qzc1G+vd/1VGq2aVLNKmpr+Pm5kJcXDBffvkA7767AZvNxty545gypQ9Hj2Y5StIUChsFWhcmbrEPdMLCGujVqx3HjtnLmEaNSqG2VsOGDScYM6YrHh5KR+Jwz54vIJdLeeGFiYwalUKPHi84yuRUKgVHjgjJ8v8EZFIJWJyZouw6tWOSM0ilYP6wTtTpDTToTaQV1jA50e5laQN6hHgTpgogM7vKsb0VMbnmQJapB2Ju8QCyIuagPp73/dYwp/oulqsH8Iu2G+OUZ9im64QJKYNcMtik7YzaZh+H5KmiiazKIKbiIlqFO+Gyenr5l7FW21qKLMNMH5ccflT3cvoeG7VduGAMA8CGmJXqfvRzySLT1Foq6YKFh/t05uldrSmRAyP8uL9rDD1DfDhUXIsNGwtP5LD4lPPA+P8bv0Xs7ttn98378cdVmM3m604SAbz77gYAXnhhAv37J/LGGz/x4os/ANCuXRDJnVwpLNTS0V2DFCu3b0vgjvgasuqFNiMWmwgbIhqMUtLK7P3UszUyAl2NfDM8k4x6Jd9cCmTazva4y8w82tnZs8dgEAlKzi7UquzJhP4a1rYRQohFNmI99bhKrYS5+VDSYkw9MKSRrYU+9A9ppEonp8koIdFbx5osP0w2EcPC69GaJHi4WEgr96S5QMzQoUnExATh46Ni2bL9TJv2GQA339yFrW0Cjf4o6rT/WglVZk2TwCNXbbRwtLSOrdnl1LYICzZklvPygESU7SW8uPcCu/LslSV3dgwnt16LwWKlg587P10qYeeu3RSKhT5CVsRs0XUWJBICaFw88NTW0KiyX2t/SRN5Rn/2NNufl4VmP3opcpmiOs72+gS8TDr0Rh+83lnPgEg/br6Gt1qTwVlVppJJqdUZnFRQaYXVGK4RMNUWht/++DfxlySK5HI5cDVjKSRCEr11FKtdHCTRFWQ3KNkw9hK7iz157mA0Ky4HEeuh47Z21VTo5AwNbyDZV8umfCEpFOZm5Oq+k8UmwkthYU+Jt6Bes7pRhmu1rY3fgohvLgcxqV0tr/Uq5MG9cZRoFPi6mLgrvor3z4QL9nuswoMIdwMdfHQEKY0EKk14yC18eeHKn8mFrAYLh247x9yD0Q6SCeDnHD+e7FKKznz1bOD1n43pFeZLXr2WCk3rjVyrN7LkVB5fn8l3SPw+PpbNa4M68GzfBGasP8Gp8nreO5zBN+N7cOmRURwoqMZXKadrsDe9lgpNGeUSMXN3nmd5S3z94lN5zB/Wiew5ozlZVs/iU7k8t9uegpbo586ACD/SimoQ2azM9txPWoXQFR7guf4JuMokbM0up52PG8/0TcBPqWDlxJ4ApFc2sjuvipkpUY7kMoDHesWR4OfOoXvsMz8z1x/n0+M5js9ndI5ELBI5/JjyG7TcsfYogyP9Bcywh0L6t/N/+E/A3d2VIUOESSAlJXU0NVkxm0VotQaBESHYTXbr6jTX9FC4gRu4geuHmJhAsrM/Yc+eC5SU1PLEE8sxmezv6/vuW8rGjc//h8/w74PSJj3dvtpFpckXovvx8Ol6Lg204Cr7A9OQN/Bfg7VrjzlIIoAzZ/L5/vuDPPDAcEpKapk2bQAPPDBcsM2HH87gvvuGUVRUzdtvzyctrXViq6SkkQcfHMUnn8xCJpNw9Gg2Dz74lePzzp0jmT37JgYMeNWxbsKE9/nyywcEXkparYHFi3f+7rSy6wWZVHzNkdTuvFbSp0JroEZnYN3lUvIb7JObEpGI1ZN7E+/rTucgL5adyeeXNkSRHDPdFIU0XmWE22R14ZXaCWhsdu/LRquSTFMQx8LmobfJqLeqGFP+hHAbpQ8uJj15wR3JAw7XmZnmdphjhhgUIjOx0ioWNIwiSVaKDDOmluGdSmRAJXIebI9WplNh8iTXEojMamJKchSpRdWMSwhGjIhANxd25lbS7rNt+CnlrJjQk4c2n8LwX0Qi/xqxewVtVUZ/FpYu3Uv37rEO0hQgJ6eC116byMULm9iw3h2j2T7+Ol7pwd3tKwXbe8rNdPXX8O6pMMH6Sr2cMDcji9KDqdLby//UJinLLgUxLKzekZKmVFjx8rJQXS18VtcapIyLrmV0ZB17ir1wl1sYF13LlG0d0JgkeMjMPNetmCj3Zp46GENqC0nlKTezeEg2d+1s7yhPu1ynZMnwbGbvj8PU8l327r1I//6J1NdrqKlpJS6uJ0kEXDMgCeweetW6Vn+fodEBfNUmERmgUtvsIImu4EBhNZeuIlq25lRQ/9wEBi3fx/ctpV7YJPR2a6bgquP2dcnhq6bBaNsIMdybm0guOEylVzg+nlYWpOxnQKmw/3LMEMu3gUuYLVYwuWw2acV2G5PNWeU0myz4KeXUtFS7iEXwVJ8ETFYbG1rS2n1d5fQP96VcrSfOx00gdugd7ou/UuHky3S98JfUFnt5XXsQF+1hJyYi3ZsZHt5AXqMCf1fhn6RHkBqjRcRzB6OpayGRcpuUqE0S3ulXQJlGzupsf0ZG1CFqKaxK8tHipTAxLlroT3NXQhWVOtk1KRg3N+d69dRSD+YejKZGL2VoWD27JqQzOa4WmVhoAma1wX174vk5x5+9Jd7UG6QO5vcKdGYJJ6vc0F9FCNkQoTeLmda+CiGc2cnrAfE15MA1OoOgDhRgZ14lL+294JD3WW3wwp50REBevYYvT+ax5mIxrw7sgEzcus+n+8SzKr1IsK9FJ3OJ9XHDXSFlfxvp7+UaNeMSQrjdXYPSqGG1picSzMisraTi5A5h9A3348fJvZmZEsXZigbuWneMrl/tpkZn4P1DmSQv3sn09cf58mQuL/Rvz9y+CWy8ox89Q314YNNJ5qVeoqHZyI9XHigtWH2xmKMlwjp2jdHMnZ0iiPKyzwwpZRI+HdUF1T+JfLyB64/9+y8ydOjrZGYayc2VMX36coKDvQRtvLxUqK5h7HoDN3AD1x8qlQvjxnVn27YzDg8TgE2bTpPTphT4Bv5cLDuTT2WbmdsCnYUNmc5y/xv4a6K21rnMv7Cwmr59XyY8fDZBQQ+wbJk9WXDNmsP07v0Sffu+THZ2OaNGdcFN5eW0fWVlI716xdG1a4wg+RDg3LlCVq48IFhnNls4dUqYTgQgkfznhyGa5n+tf5xRo3aQRGCPo96eU0G1zsDYHw6yPqOUu5Mj8JTYcNM30MtygdWanoxWpgv2M8XtBOUWL8G6UrM3JWZvVmt6ctEQjLdYGBbjp6siJ7g1ddWElAvGUHaGfIiLyMQGXVc2aLvydsNY7vVIZYzyLLeqTrImaCGT3U8K9uUt1jJacZbROesZmbGRBzqFsfJCKRsyy9iYWY7RaiW/Qev4rjU6I/dtPOHUr78Be6lzQ4Oz75TZLKJvv1sdJNEVNJvFPNu1mHgvHd381QwNa2DJxSDiPIWVMt4KE+FuBgqahCmilTo5Hw3M47ubMvh0YC4zhtcTHm5BKm0l8FwkFgqbFAxdl8y2Qh/ivPTsnpjOziJvNCY7odRkkrIp34esRlf0bYQOjUYpyy8HCjyMbIj4NCvMQRJdweHDmajVf+5/wvwrJtmbpvbjmT7xzOnZjj3TBzIw0p+ebUrOpWIRT/aOx0MhHGv1DPVBKhZ+D6lYxKXqJlILW8vZEImQeCuZ4X4QOSY8RDrGKU+zQduFW1UncRPZv7e3sR6/xjLMEjkh9YV01GTgKdGTIBf2X2KllchEViK99dS6C/2cDhXXcvieoTzULYapHcN5qnc87x/OJMnfg1+m9OWLm7vg6yrnrl+O02nxLuJ93egYYFc7DYr0Y96Qjnxxc1dWTOjBPSlRqKTX95n6lxyt6nTONyWIGBzawMcDapm5K55PztkTijr5agh0NVGgdqF7gJqBIQ1U66UOkugKMutduW1re4dxl0RkY+GQHIrUCt47Fc4rR+3u+nfEV+HnYqZQreDjs6G8fzqcPkGNuMnMaEz2yxngbcbLq4a2Kh4vuZmvLwVS22xnhveWePPpOSP/6FXEW30KeO9UOPUGKWOi68ioE84+7Cj0ZnYnYUmWWGQj3lPPnQlVHC73cJhqd/HT8PzhaPIbXRgcVk+oykS0h555J5yVNdcD4xJCSPRz53KLEbC/UsHjveL4Lr0ITZs61ZRALy5WCVnchmYTD20+5Yjd/Op0Hu8M60TWnNHsyauiU6AnXYO9+Px4Lo1tZHhXbvzqa0gSc+o0/KRWYVWI0FqhVtmRXrUXmDBlKoeLaxADO3IqCHRz4bM2aqCzFQ18eCSTz463dmTMNtiZW8nJB4azPqOUEd+mOj7bkFlGpJeSrNrWl3mkp4oBEf6CunVPhYxxCSFMSQrnQlUjkV5KvFycU7Zu4M/H8uX7BcmAJSX1PPXUWC5cKKa+XotMJmHBgrtRKP7/vCZu4AZu4Ab+07BeI8XIYv3vUQ7cwB/D5Mm9efXVNTQ22s2mVSoFxcW1DpWRWq3n4Ye/Jjzcjzvu+MThTTRp0gecPfseXbqGsH9fHXqDfQAikYgZM6Yry5fvJyTEm7AwoSeYXC6lS5cop/OYMKEnZ84UOI7r6ankkUdG/Vlf+1/Gr+nmYr1VDmsEhUTMbR3CnLxALDYbo1elYW65XxQSMafuv4khi7eQRgppjeCKgac8t5Nv9kclMtBNUUCNxY3t+mTHflIURUyomIO1Zf6+lyIHjc2VApMv/V2yCTGcJUfUQXBsjc2FfJMfJw3RgvUnDdH8FLSIA/p45tZModbqxkjX8xhsMtzEBhosrnQvex3XYA1v9YlmYaFwTLU1u4IwD+E4pFxj4PakcFZfFE6Q/t3x8MM30aFDOP7+HlS3KFWUSgXTpg1sCWBYI2gf5WFgdnIFIyPrGbspiVMtfkUBrkb6BzdyqNyDEJWRYeENfHkxiD7BTQ5rEYB+wY24y630C1GTUe/Km/sjqW6U4uFhwd3dhrfMxAMRpTyW2s6xzcU6FcsuBlKuE449SjQKvOTOSroYD2fyR+QtxbVail7fOq7r1y+BESOS+e67NMwtpU/t24eQ8RuR9v8ujLZr10zdu/Ek6bNvYl7qZYasOIDBYmV0u0DeH5HM5eomipt0vHcog3u7RLPucinFTToGRfrTOdCTgD7xjkoUgBf6t8dFLHIKqHKXGnjNZyMveW9mft3NfKMZ6PjsYY89REhreblmIudi+iOyWkjJP0Q7LlJp9uAW5TmqLO4Umf0IltTTTVHIzMp76OWSR0d5iaMUFCDFX0WcrzuLxnTj/UOZDpPuX4Bh0QH0Dfclq42CaEt2BUfvHcqPF4r54kQOnRbt5N4u0Xw6OoXX9l9Ca76+CXR/iCh65ZXnOXv2DMnJnQUSwO+//5YPP3yPHj16sWjRUgA0GjUPPXQv9fX1TJ8+i9tvv/N3H7ex8doeRedq3RCJoN7YOtBLr3Vj1cgMFqUHs7/Ui/2lXnT205DgrSOzvtWHKNazmd3FrQbRFpuI1FJPjle6C5zgtxX4sGxEFpO2tD6wj1R48mRKCSqZlawGV7YW+3DiBAQHmzGbRfgoTDwdX8QDe4V1sicr3Zh3IpxvL9sTnGYlVvBSzxKmbGsvaCcT27g9rooLtUrSyjxxk1kYFt7ArVs70GSUMDiskUh3AxHuzXx1IYgKnZ3s2l/izX1JFST56oHrP/jdl1/F5qxyHunRDqlYhNFi5faO4QSoXFgxoQezt5ymSmtgWHQAbwxJQimTsKCN/HlWSpSTVO7LU3mMjgvi6zP5pFc1MrpdEM/2S+ClvRcAO/P7bN8ELFZ7wpqvq9whLZRLxER7KbFepfGqlLrx+fEcSltiW3+6VMJrg5O4GoUNOvQm4UPpSp3oktPC8zxZVs/no7vwwp501EYz7nIpn4xKYVCUP2VqPasvFhPlpeLjUSkO9VDnIC/ArrjydpEjEV//csAb+HVcq5xswIBEiooWcfx4Dh06hBHU8hv9q9i//yLvvLOe5mYTc+aMYtKk3tfpbG/gBv4+eOqpMezYcc6hKho/vjvt2v29Urf+k5iZEsWnx3McIRGhrhImtA/9D5/VDVwvhIT4cPToWyxcuAOLxcrs2Tfx2GPfCNoYDCbWrDksMLC2WKxs334WvV5KeIgZi86K2N2dl16+nzvu+MShpLjppmTCwnwpKalFIhEzb94d3H//cI4cyWbVqjTEYjGPPjqSESOSGTCgPevWHae2Vs2kSb3+K4IiFHIJ6J0HpCIRPNs3gWazBQ+FlKJGHSNjAx2puWEervi6KhwkEdgNoD88mk01rYNyPQrqrCpKzN6cMMTwnaYvQeJ6prsdIssURA+XfE40RzlIIoBjhnZ87b+MV+omskPfCZeQdoQ2l1Hi2jrAvMvtCB5iPVIsDg8kAB+xllqLioeqp9Pckqa2Q5/MWz5ryTX5s1mXAiLQuXjwxuUmkvw9BaUsngoZt8QFC/rnfcN9WT6hB0n+HhwrrWNbdjl/TiD6XwMffzyTtLTLvPzyamy2H+nTJ5677x5AY6OenJwK+vd/hb59E3jooRF8+eUubDbo6KclxU+D2Qprc/3QtVHyVOnlPNe9hMVDs5m0pQMrM+w+OC4SC7fHVZNR74qXwky8l54j5e70CVbzVGoM1Y328UVTkwQvhZGZfWpQ1DmT/GVaBSMj6h1hTACjI+tI8dOQ4KUjs8WXt5u/mjFRdTQapazJ9sOGiIAACxKJD3fe2YPU1MuUlNQxYEB7vv02jXnz1jFkSBLx8cEEBXmxadPp63qdf81652J1E2sulvDq/ouOddtyKhkQ6c+GzDLHuHBfQTXrpvRle04FX53OY19BNT6uclZN7ElRk54DhVU8vzud17afwFddS42nXVShEhkY7JLBeUMYHeWl/KAV9u1Xa3rhK9FgFtvH1jaxhEvh3QlqNDCg9H5MSJFh4j2f1RzUx7NGa7c2OdDcnrHK09gQcdEYio+uGo/9m9kSamb06NFOqd578qsIvEaVw9bsCj4+lu1Y/up0HiHuLgLF4/XC7yaKzp8/i06nY9OmHcyd+yRnzpyiSxd73PfIkTfTu3df3n9/vqP9t9+uYOLEyUyYMImJE29h4sTJLV5D/z78/Dyorm5wWq/zVnBa5yy5OlLuwcGy1ujEczVuPJ1SQoxHM9kNrgwOa2RIaIOAKALwVpjRmoRzDXqzmJx6oRQQoLpZxsjIat46Ee5gJMvLpXTrZmBAuIZB7k1OjvJ+ria+vtjaGV56KZj+oU081rmMe3fHYbTav0u/4CZGb+yEziwhxU/NP3oWMWlbB4c0cF+JF6/2LGJgSBNvHBe63B8q96B7Ox3X28z623MFTF9/wrE8PiGE9Xf0cyzfmhjGuIQQNEazQ0Hz7ohkOvh7cLCohr7hftyVHMG35wtpMrQy1B4KKZPXHHG8tH66VIJKLuX8Qzexv6CK784XMX39CZ7dnc6XY7px5N6hfHY8h0aDiV6hPqQEeoHNZn/DX0Fzs4MkouVKZNQ0CWpcAaYlRyIRiwU36oPd7MkQ3lepgETAzXHBTO8cSXpVI50CPHFvUaIsGdedJeO6O12zwgYtk386wsmyekLdXVkxoQfDYgKd2t3Ar6OmpomnnlpJWtpl+vSJ5+OPZxIQ4Mn69cf54YdDhIf78swz465J+DzxxC389NNRSlrKA0eOTKR791iamnS4ubng6dlKHDc3GzlyJIuYmEAiI+0xpKtWpfHFFztQKhW89NJEoqMDGDXqbUfUcGrqZQ4efMORyHQD14btGuqFG/jfw8WLxSxZsge5XMrs2TcRHR2AWq3nm2/2UVHRwB139CM52f6+GjKkI+fPL2DixEdRKm18990j/+Gz/3sh0kvF+Ydu4oHPV1KYm8P8O0bfKI/+H0P79qF8+uk9juVbbunKvn2tg6yQEG+GDEli6dK9gu0qKhr46KPz0EJ8dA5SkJp6WVBus3PneU6enI9ebyIqyp+wMLvH58qVj/LBB9ORSsV4e9snalxc5Nx5Z/8/62v+LsT7elBW4hzBnVOnRWsyc7y0zpF26yIV8/W47vgpFYyICeSnS84Km5Cr1DgAOTpfTlhak8YqrN54S3T84PslAHdXCn2aRFj5pHE4ZRb7uKRZ4kqDzIM3vdeRYQqi1uLGhw0j+bJpMINcM9jTkqjkIdYxx3MPZwwRDpLoCg43t+NCk79g5FffbOLertGkVzXSaDAhEYl4pEcsQ6MDUMkk7MqrItJTidlqY/jKA8zoHMUPk3rh8c76f+HK/u8iKSmMJ55Y7lg+ciSL22/vy+bNpzhw4BIAGzeeZOTIzpw79xaTJz/PpWwld+1sT5ibgVGRdU77VEktnKxyd5A2AM0WCXKJlX7BTSxMD+FAqRdLLgbzco9CLrcROwDUN4iZ5FaBRiHGR2ESVM5EuNuDlIaG2Y2pYz31pJZ6sjo7ADepmTnJpbTzaubzc8HcsrkjLhILz3cv4bLInbXHvSiv1HD69D569Ijl9Ol3CQub7VAo7t6dTkpKFImJYbz6qlBB9UdRrbt2aZtEJBKkX1/BvvwqJ1+i5efy2ZjZqgSs0xvZlltBjIcr23PspK9JrKDZ05+lfsuotHqwSt2b5+umADDYJQNXkVFwPynFBqotwrAbo9SFVO8+Dn8wEzIWNg6lxCIkw1Ob27Mq8Cueq5lMpjKY7IiOfLJ0Ofv378OjndArTimTMC05kh8uFDtSxgNVClyuUV5WpfvXjL//XfzunsCJE8cZOHAwAAMHDubUqRMOosjX1xetVlhfe/Lkcd555wMkEglJSR3JycmmQwdnVce/AtOvlBMHBkVTW1OGWGzBarUTBSEeRiRy54GJ2SbiowF5vHoskh8y/Ukt9aBHgJoTLelnoSoDXfy12IBF6a1lW5Pa1dA7SI1CYsVgaf2hhoU1crLSTSBbA6itlXCy2ZUHGtoxMKSRczUqCtUuDA9vIMZDz/5SL0H7M1UqjFYJnf01BLiamNyumvv3xGO22Y91tsadz9NDBPWjAOdqVNwZX4W3wiQw8NYo5XxZFMb1NrNuK9sDeylWhaaZILdWEk0qFgvKrMQiEbO6RDOrS6tM9rVBSTy181xLexGP94rjno3CeurUwmq+Gd+DT49lc7zM/nCt0DQzY/1xSp8aw4zOUYxalcrKc4VIxSLi9OUUyb0xS2QMtp3HUFtOQaBQpRXhqeTAzMG8cyiDGp2BQZH+/HypBIVEzMsDEqnWGegR4s2x0jr6fL2HrkHeeLvIqG+pZX+wWwzRLSlrfcOd/ajAXhr34OZT7MmvpFuwN2qj2RGvWqrWM3H1YeqeG/+3iyH+I7j//i9Z30JQFhRU09Cg4557hnDbbR862mzZcoaLFz+gsVHHpk2n8PNzZ+TIFCIi/MjK+oQJEx5Eq61l3ryxbNhwgmnTPkOjacbX150NG+bi7e3GsGFvUFHRgFgs4q23ptKzZztHqgPAwYMZvPrqJAdJBHYCZMOGEzeIohv42yMnp4JevV5E21Ie/M03+7hw4QPGjHmXky0pQgsWbGL//tfo2zeBU6fyyM2tICLCjFxu90959NEFHDqUQZ8+8XzzzcOCCO0buP4I9XBliFzNgaoM3KQ3/6dP5wb+ZDz55C1otQbWrDlCVJQ/8+ffSYcOYezenc6KFQcQiUQ8+OBwdl/V10tP1xAb6zxrbTRaHMmjVVWNPPTQEvbvv0j37rEsXny/gyj6b0RJ06/7rJwub3CQRADNZiuHimq4r2sMD24+hUwsYlCkPwcK7ZYDI2MDSQnwonuIt6O/52I1oi5Rg9CvmHqrko8bRpBr8qejrJRjzTGOQeYk1Sn26RMF7TVSDya7nWS7rhNP1k4FQG1xpVLvwdf+y0htjmefLpHZ1Xdzm9sJJFiwtFEaiesakDRIIKh1TOOnlDO1YziTEkM5XFzLB0eyePtgBm8fzKBrsBfb7hpA58U7HYPvQ8W1VGlveBVlZzt76OXlVQrIV4C9ey8QHDyHvDwZVptdg1WiUVCqkRPmZnD4zyb7aejgo6VI7SxEEItsfHNZ+P5bdimIFD8NZ2ta76uOvjru2JbAxToVyb4aPBQW9GYx/q4mPjrb+ueb1r6SoiYXSrT2Y2nMUr7PCmBwaCPZjXbyqdki4b3TYXj5CkUGJ07ksm7dcQdJdAVHj2YTH++c3vVHIeHaE4sP94ilW4gXSpkEXZtKkFviQtiVJ/To9Vc6X9Ps4nL2lZaAsvW6mpChlJgwWaRcMrVer/3N7bnT7Qjfa/oAIMbKbI99ZJkCWa4e4GgXUpdPhW+U4Dh1NhX+ErXAkyxI0sij1dMoMNvHjnmuUQR11lJ68QTi4hqUHUajs4kRi+CVgYlcqGpicocwmgwmorxUPNM3Ab3Jwsv7LtC2QnxS+zCwwcKTzl5wfwS/myhqamokOto+4Pfw8CAz8/Jvtm9sbMTd3d3RvrGx4ZrtDh1K49ChNADUamcDPoDQUC9ycpy3P3DAnjY1aFA8CoWRrMxSdHoLWxoCkEptmFuMuGRiKzdFNbAwPZg12Xa1QFaDEneZmVU3ZZBZ78rn50O4f28ccrGVaQmV2BBRq5eyIdeXn3P8GBTaiM4sptEgJczdwP5ST5J9NU7npNWKOFjQmhYxOrKOPbfay6hOVbmx6ILQO+hIhQfHK1sj+UTgIIkc+zSJkYutDsURgFUl5r4ziXiHgL7cSnOzmJAQGWqNguKS688yXutF8cDGE+wrrCHKS8mno7owJDqAOr2Rb87kozaamZYcSbuW8p+sWjXVWgOP9YpjRGwgZ8obGBTlT5iHK68fuERhm4dQrxaDsrOVDYLjNTSbKGjQ8cKedIdbvNlqI1/hz7js1VwK68ERtw7IIiMYHOzG/nL779POx40nescT5ObCigk9yapV03nxTppb6jrd5VIuPzKKKT8f4XCxXX1ytKSOJ3rF0Tfcl0gvlcA07Qo2Z5WRWlhDr1Afbk0M5ZGtp/klw24I2ta36ArURjNFjTpi/os7UP9t2L79rGB5x46zSCRCEjQjo5R1644xe/ZSalq8s0aO7Mz27S/h6ionMlJGebkNi8XCI498g6bFoLG2Vs2TT64gOjqAiooGAKxWG6++upp77hkiOIbBYHLsuy3irhFzeQNCXIlwvqEs+t/FqlVpDpIIoKZGzQcfbHaQRAAmk4VFi3aybt0xPvhgMwBSqQu9exuYPftr0tIyAbtSb+bMhaSmvv7/+yX+hrhxT/49oNE0c+lSCc88M5ZXX50s+GzZsod5771piMVifHzc6N5dmN4jEom4554hbNhwEkuL0Wy3bjH07h3naPPQQ0v45ZfjAOzadZ677vqUI0fe+pO/1e+H0XJ1inIrRsQEcOSqkJImo4lBy/dhahmleSpkHLpnCKvOF7HwZC47civxdpHxzrBOeLnI6O6r4O0Fp8gyatDLW5RVIiPnmsM5Z4pw7HeO5y48xc0oRCb8xGosNjG/6Lo5Po/QF+EiNnPKIKwcsCHmnCGcFepWpdZHjSN5wGM/P2u602h1Jc5UxEltOEERoYwKDyKtqJoYbzcGRfoxZ9sZxsSHIBOLHJHhYCfJXtt/0UmhcbqiARH8yhD+74Fx47ozd+63jvecSCTi1lt7cexYDsfalAR16xZDRUUD5qt8Y6r1cnaMv8DeEi+OV6pYm+3PwLUpdPNX09lPw7kWAshTbmZaQhU/t4xVr0AisvHxwDxePBLFyWo3wvxM1DZLyWpRIx2u8OTmqDqWj8hm8NpOgm3XZPkToBQqLmqbZeQ2CgkVo0WMq6uMq8OQOnUKx8fHjbo25YoDBrRn3LjuvPjiD9fsG/9eNDRfu/bss+M5fHY8h4GRfohb1EVJ/h40my083D2WL0/lYbHZ6BbsxVO94zhb0cCp8lbC13JiJ+HeSkrbEEVKkYEkeSmH9O2cjtdBXs6O4A840hzDJm1nXqybjJ+4iQ7qy9SZlXhpawmvycZLYeSieyvBO1l1ip4ueTxecycGmwyVyMAcz908WnO3YP+F0mBu6ufBjvp+WJt1xDSVcn9yGMvP5JNZ1+qTduieTgSoFKy+UMyslGhOlddjs9noFODJ+NWHBN7A1wu/myjy8PB0EDlqtRpPT8/fbO/paW/v4uKCWq3Gw+Pa7fv1G0C/fnaGbt++XddsExsbyoEDBb96rIMHc3nwweHs3FkISKiqktCpky8Ws4aqah1ubjbeq48lu1RYVqY2SXGVWtlT4uWQ7BmtYjbm+/L1sGxu29b64+8u9ub9fnksvRjEjpaaT4kogFmJFfyYG4DRIiIqykxRkfAS7yjyxmARUa2TcbzCjYmxNZyrViERt3gUHYkStD9e6e5UshYfbCQ0rJE9mR7oDGKCgixsveSFxWIfgMXE+LJ37yssXZrKvHnrfvU6XW9samHYL1Q1ceuaw+TMGU2fr/c6ysg+OJLFifuH8dmxHAfj2d7Pnf0zBjMw0o+X9qaTVathVLsg0gpruFzTRN9wXzoGeJJaWM2ImEDHDA3YVUEJvu6CsjIAs0TGhcBuZLm1KDtULqTXaDnz4HDq9SaivZXMS71ESZOeqR0jyKpVO0gisBM4y8/mO0iiK9iSXc5Ho1IoatRx9y/HyKhRMzY+hBcHtGfB4Sxe2NM68/ZcvwTHDNNvQW34c9Lo/leRnBzJ8TYm5J06RTiVmYlEIrZsOSN4We3YcY5DhzJaZkPUiERyTp4soKxMKDfPz69CflXJhclkITBQeAyAiRN7otMZWLJkD1arjXHjunP33QOd2t0AlKn1pBZW0znQyzEYFV0jMfEG/jfg5aVyWuft7bzOarXx0UdbHMtms4icHBl1dcIZsUOHMq7/Sd6AE67ckzfuzf9d7NhxlilTPqKpSY+3t4q1a59myJCOgjZ+fq2Tlc89N5477vjYEQTRv38wt9zSjSNH5vHjj4cJCfHm9tv7smKFPeVs0qRe7N8vVFUcPZpNc7MRl//SII8YHxVF2gan9fOGJJHo58GACD/SiuyJSO5yKV4KuYMkAmg0mDhSXCvw9KlvNnG8rI5h0QH0//4YzQF98DJpCK26QJfQRsZ6X2R61QOC4x3Qt2eY6yXmNY4FwA0945SnyTUHomswgQ3ur5pBO5kwYl2ElWab83BOITJzLPRNll5qz/uqu7H6Sik3gqKginMP3cTcXef4/IT9WbvkdD7TO0c67eNaSPTz4Jx7DbnqP6fU5a+AqKhHGD68EzKZBJ3OgEql4JFHviYiwpcOHcK4dKmEpKRwhg3ryPnzhY51V3BzVB1KmZXeQU08nRbtmPg/Ve3O9IQK7u1QyYFSD3IaXJl3IoIx0XWsbkMWDQtvZP7JcEJVBtp1sODmYmXhFl/BOR6rsIszFBIhSSUV2xgW1sCKjFaSpFuAmpER9QKFkkpl4+OPH2DWrOWOUtOxY7vx009HmTSpF4cOZVBUVMuwYR3ZuvUM8+evp0eP2OtKFDkXlwmRWljDdxN78t7hTH64UMwPF4pxl0vZO2MQP6QXsexsAUmLdtLHz4We+iLKtEZELnLy23UjXlHBGMlZDugT8Jeo6aIo5LW68bSXlSPD7FD3uYv0jHC9SIBUzfeaXpwy2ktIa6weNKpc6H9hM+ei+5ER1hWlWcttquNobQq8xTryTb5UW9xZ5r8MschGkrwUN5GBKGk1BebW3zNGVs1rjbfas+gVkOefwMrjJ8kMb+03GSxWFp7MIa2wxjGuDnZzYf0d/ejz9R7+rPyJ300U9ejRkxUrvmH8+FtJTd3HHXfc9Zvtu3fvSVrafsaPv5ULF9Jp1y7uN9v/FkJCfH/zcxcXGd9/f1CwLiOjgUcfHcVHH22hpgYKC6XExamgplVCK5PaOCn1IVcjrC9uMko5U+3cyd1b4iWoJbXYRNQZZDw9vIKtxT4olTbUNSKqGlsvs5+LicImBbdu6YC2xcgsyUfL+jGXEAEfnAkTkEIBKhNTutax8pw/NXoZKncbP170w2gUER7uyjsvDeXw4VpWrjzq2CYvr5bz58sEM7rXG//sD9nQbGLp6TyBQZ7GaGZ+WgYr23gAZdSo+ehoFpuyyrnUkhhwvLSOeUM6kuDrzh1rj3KohbB5tm88j/Vsxy8ZpYR7Kmnv686Le9IZGRvo2BbAt6mcOldhOVityYaLVMLASC/af7GdnJbz2pBZxr3XSOeI8lLh4yoX1MBeUUON+f4g6VWNgN3U2mqzOZlyf3Y8hyFRAU4JGVcjyM25lv0Gfh1ffvkAt932ITk5FcTEBLJ06UN4e6vYtu0spaX2ssQnn7yFpiad07YbN57kvfc2tixJeO65TYwencLWrWccbaZM6UOnThEcOpTpWNe1azQvvjiR8+cLWb/+BFKphDlzRjFgQCIDBiTy6quTMRrNREUF/Knf/a+K7TkVjP/xEMaW2eeZITdKLf/qOHMmnyVL9uDqKufRR0cRHR1AdXUTCxfuoLq6iQkTepCYGMrly3ZFZZ8+8Tz11BgOHcpkyxa72aWnp5KpU/s5vatNJujePZrDh1tnZa8u59Romqmv1xDepux3y5bTHD2axcCBHRgxIpkb+P24oSz638Ujj3xNU5N9cq2+Xstjj31DaurrPPXUSlJTL9OjRywffTSD4GC7N85tt/WhsbGUDz9chbu7ldtui0OvN5KcHEmPHu1oaNDSvfvz5LYYPM+bt5aUlChBCU7HjuH/tSQRgOZXUoJebvkO7nIJbw/tiJtcyq2JYay9XOLUVimTYrnqvilT63lyxznHu69B5kawmxfWE6dx71uHHBPGNkEzHmI9XzQOaz0vXGmyKlnkt5IhzXOxiKXk62Gfvj23qY6zTZeMSmzgKa8dREjr+EotVD53kpWw+UIAG5s6YXVvHYcYLFaWn81nU5awf3qmvB4vFxkNLRYLUrGIiYmhuEjFfHkqD5PVRp8wX6xW29+aJAIwmy1s336WefPuoKamiY8/3grYvfm6dYvhzJl3GTLkDd566xfArix64IHhnDhxmZKSIlYVBKI1SegRqBZUhwDkNrkyPLKRtbmtRIKr1MLCwdkUaVxQSS28ejTSYXXiUmhl5oh62nnqyWlsHVOk+GtQG8Xc3b6KfxyLdFiWTGtfxfCwBpQyC2llngQrjejMYn7J9WVIaANZOiUWhRg/vzAmTvyCiAg/HnxwOAkJITzyyNds2nQKgNjYQKqqltKr14ukpxcB9tK0/2/szK3kfGWjY1ltNPPlyVy+v9DqH3akppkejWUkB4rYKuplX2fwIFJaw9nw15hRdS9rtT0c7R9w30+V1R211QWDTcoLdZOY7n6Yi0ZhyINJLOdSeA/q3O2km06qYqe+I4v8VzCt8kGHQf1efSL7Qt8l0xjEOm03eirycBGZyDUFMMA1iw6yMtKahf2cmFgRl69iygrr1IJxdbmmmS+O5/xpJBH8AaIoOTkFFxcFY8eOJCmpI127dueFF55h/vwF7Ny5jU8//YiCgnxmzZrGN998x7Rp03nooXtZuvRLpk+fhULh7OL9ryIoyOM3P3/55UmsXHmAhobWwaKfnztffLHDsWyzgYuLH3fc0Zmffz6Kj48rMTGu7CyV4OpngDaEaJdADUPDGnnnlE3gDdQzUC1wkAfQm0Us2BFIs8VOAg0MaUSvU6E2SVFIrLzaq4jvswIcJBHYowsPlXswMKSJJ1NKeONEJEaLGLnMRp1cwSenQggLVTB9cmfeey8do9H+zyku1nPkiIaAAKEkEUAsFjNr1hAWLdpJc/P1V638s/+kh0J6zZIqg8X5hXy5Ri0gegBHyVbbF+8nx3KoeXY8z/dvT8dFOx2KHw+5lDeHJJFWVENVRTmWggIsPp7UuLReF6XNRLSXimOltQ6S6ApK1Xp6hvpwvIVo6BvmS7XOwMzOUXx1Og+N0Uy4hyvvjUgmr17jIImuYH1GKQqJ8EGvkIj54uYuNP1iIq2oho4BHlyoEn5HgJJGHYFuzvWzN3BtpKREkZX1CZWVjQQEeCBu8XfKyfmUtLQMwsJ8SEwM4/jxHFauTMXYIsNMTAyl4KryP63WyPTpA0lMDOXkyTyGDEni+ecnoFDIcHWVs27dcdq1C+LZZ8ehUMj45Ze5lJbWoVBIBTOu/w2pLf/NeGXfBUdHGeDHCitDROIbg9G/KC5eLKZPn5cd/lzffptKevoCBg78B1ktA4/Fi3exa9fLNDXpOX++CE9PV8rL69mw4Vm2bj1NRUUD48Z1JzDQi4EDE0lNbS1dj4iw8NFHdzJ37hoOHcqkb98EvvlmtuPzhQt3MHfud+h0Bvr3b8/69XP55JOtvPnm2pYW61iw4G6efnrs/9s1+V/BDSXR/zZsNhuFhTWCdfn5VcyevZTVqw8Ddp+Vmho1Gzc+yyOPfM26dccIDHTD39+Kt7eVn3/O5amnZiKVSpg7dyyBgV4OkgggN7eSGTMGodMZOXYsm44dw/n22zn/r9/z34XHPzFuVxstHCmpZdn4Hnx7rhCN0UxyoKdjcDosOoCUIC/6hPkKytRGxgZxtERoWuwT1xGTvoJXcpIYGXGGzebu2BDjIdYxw/0QB5uF6ch1ViW79R2wiFvP0YKEEGkj6RGvAlBtcWOPrgMTVKfYpeuIBRG9Fbm8WzEcjdVKr/Y+XL7KVirSS4lcIha8m/1VLvw4uQ8fH81CZ7KgM5oZ8/1BbECfMB++uLkrLlIJHRbu4AbsOHYs2zEhcgWnTuXx+ec7BIbvp07l8d5709BqmzlzppRqJHxQFcbtcVX4uxqp1rcSqcPCG9lV5CXYp94sQWeW8GDHCl4+Einww202iSmskvFuvzyePxRDdqMrvQKbiPfS02N1FwwWMd381YyKqiejzpWlF4P46kIwMR56vh6exeStHRwChcv10KmTEV/fWPbvt0/qFxXVsGzZPqZO7Ye+zeR5bm4l69cfd5BE/wlIxSL6hPkIBAgA+RXOFR2xsXDGGCGopCs0+3HSEOF03x01xLLYfyXDyuaibzGx3q9vzxS345w0tPrsKi06dHKhqXijVclaTXdBiqHWpmBZU3+WNA1y+IZFSmu4EPEKcpGFg/p2fH7VEPFWz3M0qD041GwX1shNeqqO7oHgFEG7SE8lbnLpn1J2Bn+AKAJ46633BMvz5y8A4KabRnPTTaMFn7m7e7Bq1U9/5HAOuLpee2C9bNlsDAYTBQXVjBnTjfz8KpqbTchkEubNu4MHH1zitM0PPzzBV1/p6dbteY4etXdy/fy8ue22SE6ezMdgUJOvc+XWXUmkhOpo0ogxmkX0D2lCIrYxOLTBYUjtozChM0kcJBFAapkna2++yJILwRSoFRyvcMdic+6MXWhQ8fThGGq1MlQqK8ntzeibfbh40f7Pqa010y5OikYjpBfPnSvkp5+e4uuv91Jfb38oJSWF8eGHmzl6NJsuXaLp1CmCY8eyOHfuz72ZuwZ7cb6ykXAPJbfEBVHSpKdLkBdnWvxeAlUKXhvUgdTCaso1rR5H05Mj2ZNXibaNIVmcrxsXriJkzFYbFquNNRdLBEqfJqMZi9VGdq2GfK0YovrgZawnSldIoTIcb0sTnnVVvLbvAoOjA5xqqyM9VWy5sysHi2rIq9fw6NYzHG552Y+KDXSktUnFYrRGM+5yKeo2N2S8rzuj2gVx38aTjv0+0zeBjBo1qyf3xk+pYH9BNTd9l+p0zXSmP+fG/qvizJl8R4LCr6kCRCIRQUFemExmKisbCQ72xsVFLmjfs2c7jh9/m1WrDuLn58599w1j4cIdrFlzpM1+oFu3WG6/vZ/TMWbMGMxNN3VmxowvCA5+kOTkCJYtm03XrjFObW/gt9FwFVFttIJVJPmV1n8/LFr0OVu2bGTz5p18/vknbN++hbCwcD77bDEymYyff17NsmVL8Pb2ZvHir3F3/+2Jkj8b332XJjBxr65u4v33NzpIIrDHaq9cmYrJZGbVKrti6LnnVrF79ysMH57Mu++uZ+bMhS1R2c+wZMkejh7N5vjxI1gs4OfnxoEDr3PyZC6vv/4Td931GbNmDWbcuO48/vhyzC2ZuQcPZvD22+v46qs9gnP84IPNN4iiG7iBqyASiZg8uRc//njYsW7KlD6sW3dc0G7PnnReeWU1y5fvB6CpSU9hoZwOHUycPWtX0xiNZl5//WfmzBnldBxPTyVHj771X11u1hb9I/zYW+icQtUWVVoD3b7aTVGLf6afq5x1U/qwr6CKRSfz6LtsLxEeSh7r2Y5avZFRsYEMjAxg5blCQWS1r0rJRl97Ku4FM8yQ72OgZz5dFIXUWt3po8jhiKHVI2WK20n8Jc6TjGFS+/leMgZze8VsNDb7uOgm1/NMUJ3h4ZoZ9hGeN+w3SRkW7cOefLvJb79wX1ylUu5JiWJxixreVSphenIkp8vreXlgB0qb9PRd1pqAd6Skjr35VcT63PDUbItBgzoA9gCHKwgI8ER6jVQqo9HE6tVHBOvWF/jx/cgMPj8bQolGQZyXDne5mVDnIhai3JvRmMQEKZ0LsirqpEw/2x6dWcywsHqe7lLKLZuSHITSqWp3Uvw1rMv1c6zLa3Jl/olwQRULgFQaQV2dcCKvuroJk8nZL8jb243u3WMF/oP/HxjVLggRMLt7LJ2DPOl2psDhQaSwmhClbkXS/iYBwTpMeRkDMjJNrV6iPmINMbIa5JgxtqFEvMQ69unbO0giACti3EXNzHJPY5uuE+HSOtrln+a4qD1qVWulU5ikjkRZmdM5XzKGCMzlC81+HNK3o8LiySVjCGOUZ9mnT8QGDHO9xIKGUVRb3Bjtep4hrpdJtuSwr86H3OZYdC72skJ/pZxANxdmdo7kWGkdTQYzmbXXr/QP/iBR9J+Cj8+1O8pabTNz5nzjWJ41azCTJ/cmNjaImpomZs4cJIj+fOqpWwD45ZfjZLcpEaqp0dC1a2eWLJlLePhDqNV2UuO0VkXnZCMeTSa+z7KXmchEVl7pUYSfq4nBYY08dsB5IPnZ2RD2l9llvBn1KvqHNOAuM6M22S9/sLeJxZdD0GjFLd9DjEjcjsxMIUO6fftZYmICyWtjNterVzvmz/+Fjh0jCAvzYcSIZJYt28fevXbD7CNHslAqFYSH+/zpRFFurYbcOaMY9m2ao+45UKXgyzFduVyt5peMUjou2snIdoGMUrlQqWlGIZXwXXohd3SM4McLRWhNFtr5uDE5MYxBkf7MbilTALg7OYJmswUPhfPf9mJ1k+Bl3CD3pmfjGbYlfMmo4sfJ94/nncNZfHQshxmdo1hxrgAbEOWl5Nl+CYhFIgZG+rPkdJ6AsNqeW8m7I3AkkxU0aHmidxwfHc1GYzQT663Cy0XGusulvNC/PUFuLkjEIp7bnY7GaEYqFrF0bHe+vYrtvoKIa3h5/F3x/fcHmTbtM4fS5LnnxvPOO9cuad227QyzZi2ksrKRlJQo1q17Bn9/D55+eiXbt5+lU6cIPv54Ju+9N82xzeOP38zBgxns2HEOsdjGfff1oV27IMfn336byrZtZ+jUKYLHH7+Zxx77hl27zgN2Qnbq1E/IyPj4xqz7v4kHusbw7O7zjuX+3mJk1hveXAAGg4GLF+3eZjU1NRw6lMrmzTv59NOP2LZtM6NHj2HFimVs3LidzZs3sGLFNzz66OP/0XP2ucZA4VoeXoCDJAJobjbx/vsbcXd35bvv7IEV27efpbi4lnHjuvPSSz9gtUopL4d77/2a9eufZ8SIeY5Z2WPHsikvr3eQRFdw6VIpkqsUndfqpN/ADdwALFnyEBERfhw9mk3//u15+eVJZGdXcPBgqw9Y+/ahgvJrAKNRRG2t830VGOhJYKAnlS3qmqAgL+64wz758lcgiQBOlTX80zaJfh4cK20lk2r0Rk6VN7DoZB7mlrqPoiYdjQYTKUFe3L/5FM1mK33CfOga7EVJk57bOoQxL/WSYL+rtb0YprzEzXVPUmHxwkukZZLqBBabBL1NxsLGIfiJ1YTqSyl1tZe99FVk01NhJ3iWNg10kEQAO/XJ1OpcBEHHTUYzD/eIZcFNnUktrGburvMcKranxz7ZO44eIT7k1mmYucG+TioWMaens6FvXr2We7tG46GQ0mT4e09y+vi40b9/ezIzS0lKCiczs4ysrHJ8fd147LFRJCdH8u23aehaIstTUqIYPjyZkBBviopaVX1yF9gsDefFfoU8vCOWrQW+bC3wJcytmb7BjRwu90QisjEkrIHZ+9tRrZfTO6iR9t46MurtSpZ2wQbO5Lly5UffU+KNh9zilMKdUad0Wqczi5GIbAIBw/DhPTEYTJw/3zpmjIz0Z+7csaxff4LyFkKmW7cY9u69QNeu0UgkIi5cKKZ37zj27Llw/S70r2BghB9eLnKmrj2K1mShh7+Km4yFZNfraPAIID1xMENcM1DbXNFYFQRKm/i0cQRhklo6y4s4Z4wgQNLIAJcsPm64ifGq0/yk7QmAStTM3e6HkeJMjEXK6rjL/Siv+myi1OzFg5Xj0Is86agwkas24mOu583I7TTYlI7jAExUncJLpCMVYQL3KnUf9jR3cCy/4LWJCaozDCp7nuYWkmqbPpk+rrlUK/zZEzGCQJMOV205tppGqnyjeXSbnTh0k0vZN2MQPZYIJ87+KP6SRFFcXMg113/22XbB8nffpXHTTcl07focOp0BDw9XXnvtNpqbTZw5k8/DD3/NBx9sZsyYbk77stlsHDmS5SCJrsBiDeZcQetNbrKJOVjuwdJh2aTXqhgVUU9amaejRK1/SCNHKoXG3UfLPdgy/iLPnoyh0qygUycZu3YLj3/xYinh4b7k57fG/EVHB7B69ZM8/fRKMjPLGDOmKxs2nBQ8dEaP7sLhw8IXfFraZaZN68/1hK+rjFq9cLDXaDTzVlqGoLSrUmugQmNg2dl8x4tla3YFc/smcKm6SfDifX94MgaLhTcOXGLyT0cIdnPhqzHdyKnTUN9sZPWFYpafK2RAhJ+glCvJ34OO/h5crVcziyWcMERTSKthm8FiRSYRkT1nNJ8fz2HluQKSFu7goW6xfDCyMyaLcznMlXV3/3KM71oenB38PPh6XDee253OktP5gN3s+p1hnfj5colDAmi22nh65zmSApzJTZkYIv8DRFFFRTl33TWFrKwM8vPLkUql11Qy/H9j/vxfBOVIH3+8lVdfnYxSKSxTNZnMzJy5kKoWxdnZswU888xKAgI8+eor+41UVFRDUVENZ868xyuv/MgPPxwiPNyP9967Cz+/fGprK7nttlYF0vvvb+TZZ78D4IcfDnH0aDanrvKdysoqp65Og6+v+5/y/f9XMbdfAhGeSnbmVmCwWNmTUURTp4m4aSU88M83/5/Gd9+t4Pbb7+Tdd9/izJmT9O1rD3IYNGgwa9f+RHx8exITOyCVShk4cDBPP31tkuhfSQu9Xrj33qEsW7aPjJby4CFDknjyyVs4fDiT9evtA42gIC+mTRvgUCRcgcFgZsuWw4J1P/xwiMLCGodZLsD+/Rl8//1BgXQf4PLlUgICPB33PtjNNQcP7sDzz3/vWPfiixOvy3e9gRv4X4ObmwvvvjtNsG7RovuYNOkDsrLKiYjwY9my2axefViQ3iST2QgKslBc3DpsEIlEjB/fg3vuGcrKlXYz6xkzBhMQ8NvhNv9tmNg+lC25VU7r5w3pSFadmontQ2n4P/bOOzyKcv/in+3pvZOQBgmEhCT03kF6r4o0RREFsSAiInYs2CiCIiBVBOm9QyiBECAkpBLSSe89my2/PzZMMiT6u/eKXvVynsfncd+dnZ0MOzPve77ne051LT/eThG9X1mrEUiiB4jLL2PL7VRBXR6aUci7vf34ZWI3AD4IESdE6yVSXs8aT66xFQDFelOuVXvzrMUF3i0y3McytdYoVGqm3N9NTUtPDlYG0ztzMQON7yBtwggiP08PD1kmtrAxo62jFc8eDBe1m/1wM5n3+7Sh2VeHhTGNTs+Je9mN1PMeVia8dPQWQ1s4E5ZZQFJRYy/I/xV8/fUMpk1bLbweOLAtGzbM4amnVvH22z8DMGtWXzw9HUhIyCI8/B7t27/JuHGdWbfuFFVVaszMjFiyZAiRtw+xKFbF3eJ6YjWj3IhZfjl82i0FHTDsoD/ltQY1ytVsS6b65vBxtxQsFFq+yXInMUs8T67SSDFTaIXPAIxtkU9KmRH3K+q3bedRRZmtCXdilWi10KGDN4WFZZSUVDFoUFtu3EjGx8cZGxszfHwW4OBgwbx5BiLs9de3CvNkGxszYmO/om/fPyed9MS9HC6n5wvX3/W8CnxLyshz8KJcYiDQTlf7s8DyJGq9nG9L+wEQhSv+ygwiXN9has5zgi+RBB0fWO+hTG/MltJuzM6bibssn75GsZyrNgRZtVOl4CYvQK2XIUHPlJznSbcyKIkya+AFxxoiopN5xmQWOqQo0bDMej+9jRNwkJVyvdqDI1VtydUa7o+DjKM4W+Un+rt2lHelhSJPIIke4FylLx9WD6/3NDN2ZI73Cdap632VHvgAP2r8LYmigoLGMkwAleph+ZyM11/fJjC6paVVHDgQTr9+bThx4jYAUVFpZGYWiZQ6Dg6WDB0ajKWlCTKZVIgABRgwoAt37hwRfU9ZrYxhB9sI7O5g9wLylMZYmuhYE3CXMUf8hPcAmlvU8PT51uQWG05/SYmSzp3duXq1/qE8aFBbnntuAJMmfU1ZWRVWVib07x/AypVHefbZfowb14VLl+IakWO7dl2hc+eWhIYmCGOdMy5hFwABAABJREFUO7fE01Ns7vx78TBJ9ABmysYEQ25FdaPqw/mUXK4/lDi1Kyad+IIy1HUXflZ5Nfvi7rN5dCdcvzosPNwupuUzv1MLPuoXgE6vp7ubLfmVaj67GE2FzkDQmWoq8KxIRiVpfJxGchmVtVq+bjAJ+vraXdo5W/NiR2/2xmYIiRa93O1o72LNpbR8gSQCiMkvZU/sfULSxP3+26PSKKoWy0KLqtW80MGbkIe8AWp1kFdRjb3pn+tRZGVlzZ49B5kxw6DWaUrJMHLkn7/Q0j004dLr9dTWakhIKMDDw0FII8vNLRUtFAHu3ElHoxGrtqKi0nj//V9Yvnw/ACkpeQwb9gmjRskoL5ewevUlQkOLeeGFQWzadE702YMHwxkzppMQ8Qvg5+faZJrTg/vDA1VDamoen356gKysIqZO7cm4cV3+g7Pxz8Ikfzda2prRvo7IQ2XOzlJ4LjmXvp7/mybgtbW1hIZe5plnnuPTTz+ipKQEc3MDCWlubkFJSXHdmIFktrCwpKSkuMl9/StpoY8KNjZmREZ+zunTURgbK+nd24+wsESUSjm9e7emX78AXnllGObmxgwZEsyxYwazeJlMyvz5Q4iJyRAVN1xdbVEqG7citmzp1GisTRs3Fi8ew9tv7yQjo4ApU7rzwguDkEgkdOvmy7Vrd+nVy49OTVTDH+MxHqNp+Ps3Jy7ua7Kzi3FwsEQmk+Ln50p6ej7791/Hzc0WlSoTc3M9r77ah0OH4lEq5SxZMgZ/f0PFfNGi0f/dP+J3wPVXCna93O1ILCrnk0txDPJyxMfGjIS6QqirhTGLurfiWGI2cQ1Snjq4WIsKoGCYL6aVVHI1o4Bn2nnyZYP5+dwgN9bcEm3Ofa0VF6vEnim1UiX3jVwIqewgjJ2q8memeQgytEJLi21FLgPJJta1K5czCpFJJEwJcCPsfiEWKgUlDyXtVtZqhf8eHj87vTefXIqjtEZDNzdbFp2OEmgpC+X/tmrzu+/Ez9lTpyKxt7cQPds2bTrPzz8vYOnSn4WxqKg0zp17h8TEbD78cC9vvrkPZ2crXF1NAfG8tkYrxdVcTXSBiYjwAYgtMkElzePcfUuQgEKmp1bbQBXUvJjn/LP5MqIZBVUKPC2quJZjwUy/bO4Wm5BRoaQIJdviHfDysuLWrcUolcb06/e+0EYmkUg4c2Yply7F8c47uwDIzCxi/fozLF48mpKSeqKwsLCcL744JPIr+yPham7UiKQ1dTGlvFbsFxRa7U2BTqyCvqN25XqNB3dqXYUxPVJCqn1JqrUnW2cFQKrWDjt5OedcPmVjaQ+2lXdleu5snGXFLLQ6RrpGHKx1MKWIAsd6byI1cnaWd8ZJXsrIrPmU641wkBazxPogQcp0AlQZtE9/F42+/t/WVFJDa2UWcrRoGrSpmUjVIuN7gHsysbE2QFJcDPBoifq/5ZXelPQdYOrUnkil9RfKq68OJ7vOH+cB0tLyuXRJrLgpKChj8+YXWbPmGRYvHo2NjSlBQW/Qq9cyXn55CBYWBhf5vn3b0K2bD0OGBDX4tJ4ymUJEBB1PtcW3WQ1GSh1vh3rQ0aEMOyPDzdnWqBan5nqBJAKoqlLj7e3IxIldad7cjhEj2pObW8qUKd/Qt28bjh9/iyFDgvnmm6N8991pxo//ki+/PIybm63o7wWDPPC99yYSXJfk1bWrD59/PpXwcLE64o9AC2tTFnX3wbtBDLKjqYpXu/pgbST+gfd0t0f5ULuArbGyEaGUUlzB3cIyUQUEDAbYI3ycOZuci8uXh2m77iSOxWn0KLnGDPOLqLTVbGg+gw8Lh9NOmSJ8zkolY16nFoJxdUNcu1+ATg9PBjRnuI8z3w5tx/GnDHHnmWVVjbYvqlJjqhDfvJtZGPN0W3HE6NhWzXjCu/GiB+Dkvd9ORfsjYGRkhJWVtfD6YSVDePj1P/2YAF57bbjo9ZgxHWnT5jV8fRfQvPkLXLhgkGw3a2ZDQEBz0bZDhgQT+FC0q4uLtYgwBcPDLCFBzeXLKg4ciOGdd3bRvftS7OzEKiFTUxVffTWdUaM6YGyspHPnFri726FSPUnz5i+wf7+BQHr//V+wspqBldUM3nnnZ9RqDb17v8vatSfZv/8648d/yd691x7J+fk74UhCFpN/ucqC4xFk1CXQnUtuXLE9+9BYbF4pK67EczA+E90/3Ox69+6djB07QXhtaWkpqIHKy8uwsLCsGzMURsrKSrGw+GtU6hUKOUOGBNOnTxtSUvLo0+dddu0K5cKFWD76aC/pdUED+/a9zg8/zGHJkrFcu/Zx3XNsBsbGhmqZmZkRX345jYULR2LU4BkxZkx7PDwcmDt3kEAQ9+rVGgsLY7ZsucDChSOJiPicRYtGI5FIiI/PZM2aE+zff53r1xP//BPyGP8ILF36JiNGPMGSJW+Ixq9cucTgwX0ZMqQfP/64ATBco1OnTmTYsIH8/POOpnb3t4JEIsHZ2VooeFhamrBnz+ucO7eMwsIKEhKUnD2rQqk0IiHhG+7c+YIpUx6tUv2/hUupjY1vAV48epMfI1K4dr+QDy7GMrZ1MzaM7MCaIcGMa92MHpvO4WCqYoKfKwO9HPl+eHs+7h+A5UNFa3sTFd4rjzLpl6t8fTWB17v68G5vP04/3YslQ7rS01GcftvLKIG2KrFBslSvpQl7U/RI2e+0mufMzxFYEkmNTMUmx944mBkTPrs/L3TwYltkGrMP3cB39XH6uIvDb6YEuOFgZtRo3vpcOy80Oj3TAj3YP7kbKcUVIu1SqbrppLj/FVhaigkJmUxKYaFYzavX6zl+PKLR2LVriWzadF4IWMnKKqagQIWVVX3R2EKlQa2T8EqIJ7fyTLA3FhegbY1qGX6oDR9db86hMAu8nWvo4FCGl0UVT/nm4mpWQ6B9BVsHJeBvW8HRVFt23bXnw+vuWJpoKVIZE5NpTGGhjPDwMpYs2UN8fBaZDQr4er2ebdsucu2a+JlaXV0rCot6ABcXm0Zr0j8KDjEhKGrFHT9DzaIwlYjT+NqqMvCSi69vS2klrnKxUAHATFrDPY2jaCxB7YiJRM2O8i7o6yiTLK0VRysDGn1eXlOBWipWAhXpTHm7YIzQHpqrs+JcVWs6GKVSpVMyy6Leu1aOlp5GCawp6cdo05vYSMuRoWWU6U2esbjY6Pu6G92lnSpFeK3U1yJLvg3axi1zvwd/S0VR2a/EMi5atJ2JE7vSo0crgoI86NmzNQkJmezeXR8dP3lyNxQKmUhSa2NjRocOXvTo0YonnviIuDiDCVV6egF794aRk7OeDz7Yw8cf7+PcuWgsLU14++1xaDRaHB21fPHFvkbHcjvZiOjU+pt/f9ciFrbP4JTEkat5Vo22Nzc3Zu3a2QAEBi4kss7T5uDBcJRKGfv2iRfv69ad4tVXh/POO+P54IM9aLU6fH1duHMnnTVrTiCRSHj22X6sXz+Hdu0WcetW8r94dv9zJBZV4PHNMeZ29Mbb2mBGHZKaR5cfztLP04GEgnJSiivo6maLsUzKjEB3friVjE5veJB+2C+A8lotlxow8pPauNHO2RoHUxW5FfX/7kNaOHHkbharwupvYEkW7kyRhXKopjuFKgPTG1XbnI7KJL6x2sI3CR2pcGrBgK0hjGnlglSCKFJQLpXQZ/N54bVKJuWFjt6AIb3CzkRJfqXhZi0Bhvm64GxhzCeX4tDo9NgaK/G1NaO6VsvCbj7cLSzH3kTFqaQcbD470OQ5yyqtbnL8z0RTSoam8Ee3t8ya1Q9fXxdOnYokMNCDjz7aK0Te5+SU8Nxz3xEf/w16vZ6ff17AW2/9xJ076QwdGszy5U+Sm1tCenoB4eH3cHW15ccf53LqVKTgMwSgVMrJytKgbzDjSkjIYvbs/ty8mUxFRQ0SiYQPP5yMu7s9+/cbFgzvvPOzkKqUnl7Ak0+uZMeO+SxbtkvYzwcf7MHMzIjUhyad27dfZOzYzo/8fP1VcTghkxE/XRZeH4zPJP6lwXRoIh2uvUs9YXk8MZsRP10SqkQzgzzYOKpjo8/8U5CYeJc7dyLZvHkD8fFxRETc4tatG8ybt4ALF87ToUNHvL1bEBcXi1arJSTkPO3b//XOx/79YaJkTbVaw549V/HzG49KpeCZZ/qJth89uhMZGeuIikojONgDCwvDhDsu7muGD5+NsbEeqRRatpwPQJcuPvzww/O89dZPvPLKZgC++uoIO3cuYNKkbqjVGvr3f1+4V1y+HI+RkbLR9z7GY/wWIiMjqKys5NChEyxc+Aq3bt0gONhgS7B27Sp++GELLi7NGDq0PzNmPMPWrZsZM2Y8o0ePY8yYYYwZMx6l8u/hyfPvYOnSnykTCmUSVq06xzvvTBXI3n8CytVNK+SjHkqqPXI3m8gBbXn/Qgzf1C2eEwvLcbUwJnHeEL6+epcRP12iv6cDhdVqiqtrmR7ozqqwROG5ptPDjjtphMzoy4TdodzKLsbNwhh/skmv1OBrUYijvARraTlPGEdxqqoNFtIqvIsSsKspREmtSFkwwDgGf9V90pJr2WzyIjUKY9AbkoOtjRQif0y1VkdCYRm7xnfh5L0cgpysyKmoxv7zAxjJpEwNaI6xQkZ/T0cOJWTyVp3XqYu5EcN9mrb8+F/F66+P4MKFGCrq1iWvvjqcTp1acPz4bWGbFi2cGDo0mI0bxYr1wEB3Qen+AElJuaSkrOGLL34h5EII+fkavrplULzsT7JjfIs80spUpJUZMdi9iIuZFiK/ocQsFTcnRfP82ZZsj3dge7wDbe3K+XFAAvvuiZUvWxMc0OvFhfrDh2/y+usjG/2dTk5W+Pq6cKSBX6ypqYpXXhnGqVOR3KmLoG/b1p2JE7uRn1/G558f/FdP438GvZ6vdJ54STNwVFVToDPFS5FHZI0rQ01uc7Hah1ytBR1VyVTqFLjKC2guzydNY4eZpJpRJjcJqfJlqMltjlYGAmAlrWCq+RXytOaiBLTexvHk68xEJtQAVXoVM80vsqnMUGQ3rinHofg+xiYS4szqY+5HmdxifVlv0WdTau34sHA4m8u6o0VCT6N4hplEklJrx7qyvsJ2E02v8b7tfsKqvThX1ZrRpjc5VhmAWi+joyqF81WtMZdUMdviPOaSai5VtSTMs9cjP91/S6LI2/vXWxV27Qpl8eIxrFlznNGjP8fd3Z5p03qRmVmEt7cjJSWVyGRSBg1qy5kzd/D0dKB/f3+WLdvFk0/2EAiaB0hJySM7u4QVKw4JYyUllUREJHPo0Jvk5BSTkJDG2rX1Nwdbo1qyC8UVhTMZ1gxuV0acxpypUycAcYJZoIWFMT16tCIsLBEfH+dGx3DpUjzGxkrKGySFWVgYs3TpTn744SxeXo48//wAjIyUvPSSodql1+v54YezdO3q86eQRA9QpdHyRWgCByZ3Y9HpSKG/eU/sfT4b0JYydS0fhMRysk6e+E6v1jQzN2ZlWCId1p+mg7M1MwI9SCupwNJIwfXMQt6/EMOu8V356GIsKcUVdGpmwwgfF3bFpDf+fjMrIkvcRGNRta50Mk0j1f4ptDoZlFTyzbVEXujgzYl72VSoNczt2IIT97JFn9sTe5/U4gq+v5HEL7EZtLI1x6G5waxaKpEwYVcoWr2eYCcrlvX2Y9n5aGHyIJdKODW1F7MP3yClCeb9Adweqkr8N2BpaUlWlkHZ9EDJ0BT+jPaW7t1b0b27wext+vQ1ovfu3s3m4MFwXnxxA/fvFzJ0aDDXry/HysoUvV6PtbUp168vp6CgDCsrU2QyKR06eBMZmcaxY7ewtTXnq6+m89lnjdMPu3dvRVraWi5ejKVNGzdMTJS89dYOCgvLmTGjT6OKSlWVWmipaYiMjMZKtWbNGhMk/2Q8bNyeXFzBpbR8uje3441uvqy8Go+6VkN/Cw2jfOsnn59djhNJiX+MSOGjfv44m4urrf8UvPPO+8L/Dx8+iIULF7Ny5VcMHz4IV1dXnn9+LgqFgqlTpzNixBNYWVmxbt2G/+IRNw1XV9smx7t0WUJERAoDBwawYcMLKJVynnvuOw4dukHr1q6sWzcbCwsTLlyI4fvvT2NuboSdnY7qagl79twQ9nP1agK7d4dy8GC4aP+rVx9n0qRuhIUlCiTRA+zde+0xUfQY/xauXw+jV68+APTq1YcbN64LRJGvb2tKS0uxtbXDxMSgmA4PD+OTT75AJpPRpo0/iYl38fNr8986/D8MuQ+RJRUVNVRUVP+jiCKFrOml0MOmzS1tDd0MxxPFc8WM0irmH4vg+5v1yv1ubrbcen4gAO9dEBtYF1apmX/8lpAInF5ahcTCEY+ca4SZBBJWDruAiWZhnHb+nOm5z3LDMpgblsH0NopDg4wKnRIXeTGfFQ/GubiIsowcalqKn5XX7hc2as+pUGuZ0MaNCW3c2Bd7n5cazGO2R6Vxe84gNDod2xtEnmeWVVOr1eFlbUpSXbpya1tzYh9xutJfESqVlJqaxuqpceO+YOvWeRQVlfPzz1f46qsjuLvbsXTpOGJiDMmAlZU1/PzzFSZM6ML+/deRSqWMGdOJ0lKD/0/DFN6BA9vi7m7PypUvUFg4GQeHOTTMZz6XYUX45Ajhdb+9/qLj0evhVJoVodn1fqiR+WYcSrbBRKGjVF1PDJmbG+Hm1owbN+rXhs7OVnTr1pKnnurJ9u2GgrCPjzMeHvYkJGQxYkR7Ll6Mo1kza9q182L06M9p3boZL774BPb2Fvz88xW8vF761SAJ6aPsX6oLlEmSuTJYdRa5RMvKkoHC26NNbjDB7DrTc2dzrcZQ7G8hz+a48xe8UzCaLeUGJaSRRM2nNrtI19jwS3kHxmXPw1+RziDjOyTUOtFcXoAeOFAehJc8lyRNPfcwyvQWE8zC0cZmEKZvyV3ntlz36Y9KW800s8uU6I3pZpTIBNNw7qibiZIMg1RpbCirJ3QuVvsy3PQ2h+tIqwfYV9Ge5vICVpQMFcbmWpyhj3E8T+Y8L7SmXaluyWLrI4SpvR/RCRbjb0kUPWww/TC++OIg27YZ0lYKC8vJyCjg5Mm36dz5LdR1xIWFhTEpKWsYNuwTvvvO4Jvx1VdHGDQoUMScdunSEr1eL3zuAXJyShg16jMOHgzHyEhBq1bGlBSV08GsmJcDMpl+UexsrpLpOFDoQHS0BUeOHMDS0oTXXhuOk5MVP/98halTVwHQv78/LVs6i1LYOnduQffurQSzXYVCRvfuvnz44V4AsrOLWbx4B7Nm9eVhFBWVI5fLGiXF/NE4kpAlMsEDOJuSK1ILAWyMSMHKSEF0nmEyEp5VhK2Jkj4eDrxzPtqwr7vZ3MgqYnn/AAZuvcD2qDR2RKUxr1MLUdS9BD29jRO4VO1DWE19+lwXVRLXazzRPhTJXa3Rcm9+/QV44SEliEwiYf2NJD6uSwNJKCjHxdyIo0/2JKhBf/Kt7GL2x93ndk59f7FGp2fN9USRsXdTcDBV/eb7fwaCgtqzadMPIiXDXwEjR7YXpSYNHhzE00+vorTUUN08cuQmy5bt4qmnejJ16iru3s2ifXsvfv55AXK5jGeeWcv+/ddp2dKZQ4cW8cQTgSgUco4e2czdu9XU1BgeNkOHBpOcnEt8fCZjxnRCpZLTqtUrgjJow4ZzPPOM+NoyNzdmwoRujWK5x4/vjEIh48svDcaQ3t6OvPHGqD/sHP0V4dSE59bNrCIm7A6loEpNKxNodms/4wf3p7RGw5X0fPzsLdA10WnW1Ng/EYcPnwRg/vxXmD//FdF7EydOYeLEKf+Nw/qXMGZMJ4YNayc8N/v3D2DbtkskJBiUuYcP3+TllzdhZWUqqHtv3Upm3Lgv+PnnBfTv/77g86VQqPDxaVzdz8oqRiqViHzMHpjce3jYN/ISbJhm+BiP8a+gtLQET09PACwsLIiPrzcdHjJkGFOnTgTgtdcWAWIlroXFf0+J+0djxozeIqP4oUODsLNrOnn474oODZStDTGmVTN+icmgolaLh5UJQY5W7LyThp+9OaEZBcJ2pgoZ51PEbdRX0gvILKvCxdyYZ4I9+aJBG/wzwZ7sjxPHZ6eVVlPjFggNOoz2lrfHRFJDuraejL9Q3YrDzl9zvsqXFcVDAIikOWZuJTiaKMmprN9BXw8H2jhYsCs6Qxgb17oZO6LS6NHcjotp4jmvHricnk/LJuw91FodsS8O5kJKHgqphKf2XG20zT8RUqkMaEwUFRVVsGzZLoYMCeLkSYNq/d69HFauPMaJE0vo0eMdYd1lZKTg1q3PeO+93ezceZmdOy9jZ2fBlCnduXUrBVdXG/r08SM+PhNfXxesra2wtbUQeXFaKLW8c7U5++7ZYWtUSw/nEpJL64nBAI9qIUm7IYprFLwUlMnHYW6ABJlMwnffzcPR0ZqRIz8lP78MU1MVkyZ1w9X1BfLzyxg8OJD584dy/Pgtnnvue2FfX389g9LSSsGv6ObNZKKi0nn11WHCs722tum1pvSRMkX1iKt1IlYtVrsdqgxCDyKPn0SNE9eqvURkSrVeydUaby5VtyRPZ7in3al1w11RyFLrgzyTN0vY1k1WwHTzS2RobJCjZVtZV0KrvbHRR5Pm4ItWbiDOa2RGhNd4cMTlG6p0CjaV9aCZvJC+0lhKdMb0MLqLjbRcUDI9wN1aR0ylNTQMWjOS1PJjmbi9d0tZd4wlatHfVoucK9V/nC/j39Kj6LceUr6+Ltx7KL0gL6+UNWtOiMie0tIqVqw4JFLv1NZqsbIy4dln++HhYU/fvm0ICGjOrl1X6N7dV7RPNzc7ocJZXV1LXFwVAW0ltGirx8uymhFtilDI6m8u/r5qkpJMKCoy3MRLSirZvv0S5ubGIv+gM2fuMHNmH/z8DJLD7t196dDBm5qaWg4fXsSWLS9x796qRmkwtbVamjWzEUV3G4xG2zBv3uA/PdJ7Qhs3jB5iljs4W/PwUUhASC97gLD7hWyLEqsSTt7LYdHpSIrqWhz0wPc3k/iosxuWlYU4qPPoaxTDGwUTMJdU0azqPkpdDX2MYplgFoajtATJQzf79s7iycFbPVqJfJNe7OjdyKw6s6y6Sa+V7IrG7ZBWRko6/z9qkoJK9W++/0egtraWceNGEh19h0mTxpCWlkKXLt0ZPnwQ0dGRDBky/P/fyZ+AtWtnM2/eYAID3XnuuQG88cZIgSR6gPDwJKZNWy0QqzduJPHiixt4++2d7NlzDa1WR1zcfWbNWotarWH+/I3s2VuGVKpn9Gg/jhx5k7S0fJ56aiUzZ35L27av88svV0XtYxqNFo1Gx9y5g7C2NiUgoDn79r3OgAEBrF37LO7u9jRvbseqVbPo1cuPL76Yxt27KwkJeY+4uK9/VXHxT8Xr3Xxxb6CUmxXswbLz0RRUGX7rcZVw1zmAuzUymn99mKE7LuG18ii+tmY0bG+f7O9GM4s/R01Uo9Fyt6DsH++L9EdALpdx+PCbREauICLiM3bufFkgiR7g0qV4Lj6UxpGRUcD3358WETy1tXVhBA0IdKlUwowZfXjxxSeEMZVKwejRHRkz5nNmzPiWJ5/sIXgZBQV5sHjx49Szx/j3YGFR7xFWVlaGpWW9sva995Zy6NAJrl69xa5dP1FZWSnyFCsr+20l7htvvMUbb7wlEEt/JyxaNJpNm+bi7KzB17eWn35a8N8+pEeOCW3cmhzfcjuVkJl9OfV0LyrUGt45H82UPde4kVlEdzfDc93WWMmGkR1pYSsmVyxVCrbeTsXli0P8FJXGFH83pgW68+3QdnwzOJiB3mIvlA4u1jhZi39DKomGQm1jo+18rRknK8XqtXIjS74aHESgoyXGchkDvRxRSCX0cbdnzdBgXu7cknkdW7Dk7B2e2nsN75VHaWpZ0LmZDb3c7UVkkVRiaAVXyqQM9HYkPKuIzCbmvP9EdOvm86vvJSfnEhp6VzRWUlLJhg1nRcX56upatmy5ILJByc8vxdLShCFDgjh9OoolS3bi7/8ahw/fQCKR8OmnTwl+PxKJHoWVhK1xjpTXykgtM2J3oj3r+t7lWb8smtvXcL9ATkKREaaK+u9VyXSUaqSsi2uGlZWeadM6kJLyLaWl1Tz55DdIJBJmz+5PRMRnrFlzgpycErRaHceP3yY0NIHvvhMXQr/++ggHDoiVvXFx94XumN+Cr+8f07rYyygBK6m4a8NcWo2ZtLGgxEjaeL1VrVOQpxVzCjFqF36p6CAaS9faMsQkitbKTE5UBRCpdmNfRXsOOAyhSim+RtM1hnXfnLxpfFA0kl8qOnGuqjVTzUJ5xeoUfY3jUSAWUnRTJTLT/BLyBkzRy1ankUnEc1KpREdzRWN/pT5GcZhI/phr8m+pKHo43ewBFi0axYIFw/jkk/0iE1tLSxP8/Bq7gzs5WTUas7IyZfXqZ7h27S49e77DuXMGVYuPjzNLl44jMTGbUaM6cuJERKPPtmvfj8jIY7wY2oIrKeY0N61msEcRts5wU2FD5g0zoJ4Uyc4ubuRnAoZKaXT0l1RUVNOt21LBMd/UVMXVqx/h5mZHhw7ebNlSb4IllUp46qmeBAQ0Z82aExgbK9Hr9XTq9BZ6vZ7evVtz4UJso+96lDBXynE2N2KkjwsS4MdRnXjlRAQ5FdWM9m3GtEB3VHIpS+vOKcBbPVuzKSJFZC7dx8OB4mo1CQX1ahwLlZyCKvFFUK3REf7zBkZW3kfawZvNlQYpX3ytM/bSPMZnH+S46xDO57dGjpYhJlFcqmpJuU6FY1E6/ho3oAUZpZXMPHCdCyl5BDhaMtLHhd4e9vTxcODFIze52IAsMpbLGOfXjA8vxgoLXzA8RFUyKQfiDQskayMFz7TzpEaj44vQeG5kFZHZhBIuNq+k0dgfDYVCwZ494h7i9u07NlIy/Ldhbm7MypX1jH5NTW2jaOwePXz57DPx33LjRhL5+eLKbV5eKR99tE9ICaytlXL4cBwDBnQVeqzBYHZ/5YrYABvAzs6cTz55ijVrnhWNz5kziDlzBjXavkULp/+6qmF3dDrnUvLo4GLN9EAPZHWTjpi8UvbGZuBmYcJkfzdU8saJU78HCpmU8a1dicgpZoKfK51dbdl4K0W0TZmJNftLjSjVGB6WOj38dCedizP7cjopFx9bM8b7uTax938PD0zwHxDA5WoNm24lk1VezaQ2bgQ6WXE8MZupe69RUKXG08qUA5O7E+D41zCN/jvhgcG8Xq/Hx8eZhIR6VWzXri2xsjIlOrr+WnNxsaZlS+dG+zEy0vPii/0JC0vFzEzFCy8Mok0bVwICmrNgwVCaN7ejT5829Oq1TNSOvW/f6/j6utC69e//3TzG/x46duzE5s2bGDVqLCEh55g8+SnhPZlMhqWlJUqlEqlUikZTS4cOnbh48TyjRo3lzp0oWrRo+V879j8aM2b0Yc+eLwAET7F/Eo7ezW5yXA8kFJQRlVNCXoOiXkROCYemdKeljTm3s4sJdLLCz74tkTklZJRWYSyXMaeDF2+eiRI+89OddK7M6oe/gwVfXU1AIZUwuIUT0bklBDlZ8c3gYG7nFDN+1xW0dWvDlyxP00aZWaeQMDzDXGRFdDG6h6e8gEh1faiHqULGcB8XpgS4czghk1E7L3OqLsl5SAsnDk3pgcOKg4ICX6PTc+xuNm92b8Xq64kYyaW827sNZko5c4/cxMvalEBHSyyNlPRqbsfHl+KYsucaQ1o60ewf2g7eFPbseR1b21lotY2LSBMmdMHZ2ZqLF+vXVtbWpkKYUEOYN3HOcnNLRS3VGo2W5cv3ExTkwaVLcXTs6E3r1q489VQgM6Z/LfqsWidFKdOTUGxCWp6hsLKjxJEnmhdiY6RBq5fgaFLDqtv1z8M9e6KYM6eAGTO+RV9XFFu//gxOTlaNumZu3kxGoZBR0yAlT6VS4Ovrwo0b9eIGMzMjxozpxObNF4QxqRR0D4mwdu9+lOsLPR7yfLwVudyodqetKp17tfaoUSBFx5NmV/GS53FMWk5hXeJZL6N4mslK6KBKJrzGoBw1kqh53uI8dzWOJNbWE7fdje42+a22sgpOPUTQ5qvssS/OIM+q/jwPNY0kQ2NNSLVYYLKjvAt9jeM4VdWG4SYRJGvs0SPBU57Hi/lPU6VXEqxMYazZTTqoUvBU5KHX6/mouN47arhJBFkaCzqr7gltdT2N4inSmfKS5Wnu1jqxryKYR6kD+lsSRb/WRuXn58rrr2/Bx8eFYcPacfToLVxdbZgypTteXo507OjN9euG2L9+/fyZObMPFy7ECK70NjZmzJ9vkHKuX39GJKFLSMiiZ8/WvP/+JMDgcL9p03nhfRMTFS+/PIWxY8IITTCwmyVqOZtiVAxyraFz5854eTVj5cpjwmd69GjFtGm9+fLLI8LFaGqqYsyYTgBcvBgnUjxVVNTw3Xen+eKLaXh5OTBiRHuOH4/AwsKEZcvGc+pUJBUVNWze/CKRkWkMGfKx8NmmSKJHrTLq6WpDQY2GFaEJrAhNoIOLNXfnDWbr7TTeOB3J3tX36dHcjn2TuhGeWURoRj4fXYylraMlvZrbcTunhHbOVnhYmmBsZ87tnBIKq9TIpRKW9fZDD0Rk1xsTO1UXICvN4oXeSTxVJlbB5KnsCbHuKtwkNMg4X9WKnx2+ZUH+FO7ZePDE0QQ+KarhVImU00kGldDNrGKkEgnL+rQhraSSds5WdGpmQ9j9QqyNFIz0deHpfdfp7maLVg8Vag3GChnT94chAZ7yb85Ab0dSiyvo8+N5arQ6Ojez4facQdg3YfCWV/m/UZV5FFCpFBw8+AYLFvxIUlIu48Z15r33JnLhQqzInH7AgAAcHa1EDzNHR0tROyeARqMjPl6sfADDAnbUqA5C5cTNzZZ584b8QX/VH4OPQmJ5+9wd4fX1+4WsHd6ekNQ8Bmy5QG1dC8/2qDROPt2LVdfu8kVoAnKphLd6tmZWsCdx+aW8dyGGzLIqpga4M7u91699nQCNTkfvH88JJO+Z5Fz2T+qGq4UxGQ3UYPYlmRSYWtBQYlim1uBja043N7vf/I5qjZaYvFJa2ZljopCj1+tZHZbIz9HpuFuZ8m5vP1ramvPm6UhWXktEIoHXuvrwXp829Nt8nut1qR4rrsRzZlpvnj0YLpC+ycUVLDgRwZlpvX/rEB7jNyCRSNi5cwHPPLOO27dTGDiwLStXzkKplJObW8Lhwzdp1aoZ33//HK1bN+Pnn68QVeeHYWen5fZtJTduHAVg4sSu9OzZmnbtFpFY5wvSrJkNCoVMRBKBQY07enSnP/ePfYx/DNq2DcLISMWIEU/Qpo0/7dp1YPHi11m+fAXz5i1g/PiRSCRS+vcfiIWFJVOnTmPOnGf44YfvmDZtJirVf7+N/I+CRqOltFSCsfE/U3FZXatpclwhldCzuT03MhtX8CNzSpiy5xrldQvsj/v5kzR/KJE5JXhZm/LNtcaLzYtpebxxOlKwYJAA+yZ1o5+nA6vDEkkoLGf1kGD27P4Zk9wYWnfK43BFIGNMbhGZZ4mZtpLJHnEszJ+EibSGZpIC7uttMZLCix1bEJ5ZRG8Pe1aFJYrato8lZhOXX0pZjbitt6SmluUDAlg+wJDgVFmrwXvlMbIb3FuPPtmDV0/eJq6u+LbldiqT27hhJJNSrW3ckvVnYunSN4mIuEXbtoF89NFnwvjnny/n7FmDpcjixUsF77H/BJaWpsTFfc2kSV9TU1NLx45eJCXl0bNna5YsGYteryczs4jdu0Px9HRg5cqZdO3qw969YZw+bSAKR4/uyMKFI/npp8uCf5FUKmHq1B5Cgu4D1NTUMmTIx0IB89q1RPz93Zg4aQBffVWv8FFKdfhYVhKSKS5qXc8x58aUCPR6GHFW7GNUUVHD1q0hAkn0ADk5xZiZGYmeqf37+9Otmw9LluwEDM/1t98eS8+erbl9O5Xo6HTMzY1Zs+YZRo3qyMaNL7B69XFMTFQsWTKW27eTef99QwDMsmXjad26adXef4qhJlF8W9qvwesIRphGsrOsI9+W9gfAQ5bHqzYnSKq1Z3NZd0KqfbGQVDLf8hTlOhVhNZ5MzX2OIFUq9tIykjV2+Cqy0QPOsmIcZCXkag3nd5TJTfR68JDnE19bX+BS6moISr7MPWd/ikztsJJW0syyiDyNGTK0IhNsY4maMdkvkaIxJA+aS6pY7/AjT+Y8j66O2Lml9qCr5h4hOh/GZ79ItV5OX6MYOhqlkK6xYUd5N2F/r1kex0lWzOLCCVysI6WGmEQCj/Y+/bckihSKxoctk0lE5rfjx3chPv5revZ8R1AcDB4cREjIe2zceJYdOy7j4vI8Eyd2Y//+hYSGJrB37zVat36FESPa4+ho1eg7IiNTWbr0Z8rLq5k7dxCrV89i/fozqFRyRo3qiLGxCq3OFqiXwVVqZGTkynDOtKKwsITRozuSlpaPv78bCoWc8eO/pG/fNpiZGWFqqqKqqobWrV/B3t6Cp5/u2egY1GoNfn6vcK/ODHrcuM5s3foSHTu+JVRrP/xwj0B4/RasrB5tZai4upprmfWKqfDMItbfTGbR6Sihsn8pLZ/2ztYkFJRxNtmgpsoorWJoSyd2T+jKkO0XOVcXGdnP04FXu7Tkq6t3ee1kJBYqOdMC3ckpLOZudBT5CnMOtH2S6ppoPBT5JGvqYz+NtVVUycReKZV6FZ+WDOWe1qD0qFEY82ZoKnIjMdMfnlnE1tspzDwQjlavRyaRsHZoO9RaHS83UJJ5W5vy+cBAxu66Ioxtv5PGCF9n3guJER7U1+4X8snFptVc7taNZcWP8evo3LkloaEficZ++ullXnppAzduJNGvnz+rVz+DQiEjN7dE8Cj69ttnuHEjiV9+qZf+yuVS5s4dxP79YUKct7W1KdOm9ebtt8dx8WIshYXlDBoU+P8ad5aXV3P+fDQeHvb4+zf/zW3/DKwNvyd6vTEihW+GBLPy2l2BJAI4lZTD+ptJzG8Q4frMwXBa2ZkzflcoWXUTh5DUfIwVMvwdLHn2YDi3c4oZ5O3IxpEdcTSrv86upBeIlIAA26LSOPJkD944FUliYTna7BRkWg1OJekUWNVX4Ye2dMLOpH6xlVNezSeX4kgsKmdMq2bMCvbkYmoeY3ddIb9SjZWRgp3jupBUVCEc/+X0Ai6n5bNySBCfNpBDfxASi62xUiCJAGp1BoLpfpm4nTEuX9wK+xj/PoKDPbl581PhdXl5NUuW/ERSUi7TpvXik0+ewsHBku+/P42ZmRG9erVi7tzBLFy4gvz8evZw165Q2rRxE0gigPv3C4mNFUdHg8EP7DEe4/eg4WITYPnyFQD06zeQfv0Git4zN7dg+/bdf9qx/bdw504aQ4cuJz3dCJlMz88/X2HSpG7//wf/RiipaTr1bFqgOz9GpDC4pRPrbiQJpJCPrRmnk3KE1wDvh8TwYqcW+NiakVxc0aTvkb2pSuTTqQfW3UhiZVgiZ+ssDX6MSOHNDh05deg+M/JGC9s6yPPwrUjkzcKJwpiNpoiBqScp7D6Rz67E89mVeDo1s8G2ifmKmVLOzCBPkeH2c+28iMkr5XhiNn72FtRqtSKSCGDDrWSBJHqA65mFvNfHj0Vn7vDfwm+lFE6cOIWFCxdTUlLM009P/l1E0f37hbRu/QoajWENExt7nzNn3iE0NIFvvz3B9Om92bRpLps2zRV97tSppURGpiKXywQrkQsX3uXbb0+SlVXEU0/1pEePVkyd2lPUHTJxYlcWLdou2tcvv1wlJOQ9YmPTOXkyHiuVhoneeVRpZTQzreF+Rf28ydPS8O8XWmON1lS8VpZIJAweHMTatSdF4716+TFhQlcWLtxGZmYRU6f2ZN68IcjlMvr0aUN4+D369vUXVMNRUStITMzG2dkas7r538yZfTE3NyYkJIbQ0ATef/8XYf+LFu2gVy8/unT59Ta+fwt62P1Qa9jJygCeNLvGherWwliK1p5sjSW7yjsJhE2p3oTwag9ytBbc0xjmDJeqfRlrGs4I0wjeKhwvfH6YcQTjzG9ypCLA0GZW2Y7Wivu4yQtI19hiKqmmS+FVVNoa/DJucMV3EMmmnnxZ4sma0v6MMIlgf6XhN2kiqaGjKlkgdADK9MZsK+sqkEQPcLPGnasNzK/PVfvRzziWwxViX6NdFR3xlueJ/IqOVbalKU+t34O/JVGkUil48snu7NhRH8FsZmZMSUk9QbNnzzUcHCzIaWAwfPx4BKNGdeDHH+slcjt3XqZPHz9+/PG8sO2BA+FMntwNe3sL8upMlvv08WPx4h2CyujFFzdw6NAiRo/uyHvv/UJY2D0+//wQY8a0JyysXl4vl+pJSVYRHl5/I1i3bjY3biSxfr2BHY6OTqd3bz969OjEggU/ApCamscnn+ynfXsvQRlhbW2KVCoRSKIHf2e7dp4iSX9RUQW5uSUolXJBTiiRSBg6NFhk1P3OO/UXxKOAWt9YoXS3oFwgiR4gOq+E8ynilrtT93KQSSRoGzDdZ5NzaWVrzpm6B2hpjYZtt1MZEHOATJ9BVMsNBM+hyiDGmobjLc/hnsYRE10VgWlXKFNZUuBSr07opEoiTSNWK9QojDEryqLCop4hbu9szdvnooVj0er1LL8cR4uHDP7uFVVw9CGVCsC5lLxGJrzxv5IOYap4tG0//xSo1RpOnIhALpcxcGBb5HXtUTdvJpGZWUS/fv6Cma2npwNHjixutI8dO14Wve7cuSVxcZl8//1JlEodr7zSl1atmhEe/gmbNp1DrdYwbVpvmjc3/EZ69mzdaJ9gaBm9eDGW4GBPWrRwIjo6nT593hXa3RYuHMlnn019ZOfi38Xxu1mNyA8ThQyZxJDW9zBu3G9cLd16O1UgiR5gT0wGH4TECETQ0bvZvHw8gp3juxCeWcid3FLcLBvLqx1MVLR1tOL41F6M/Okih4rsobk9Ep2G1zp5kVquJsDBkle7iicRQ7ZfFFJhDidkUa3Rsv5mMvl1LQDF1bXMPWqQyDdEakklh+IbX5f3CisajZmrFPRytyMktX7yXqvVkVNeLSLAHuP3Yf78jYICNyoqjfT0AmbO7Mvzz9cbZcbE3EfexIykqqqx6tLd3Z4XXhjEunWn0Ov19O3bhtmz+/9Rh/8/g4crzY/xGAsXbhMKKVqthLlzf2DMmE6CJ9g/AUObaIEF2FDXMm2hknNgcncupeVjoZIzPdCD/lsuiLat1ujYeSed107eplytwdXCmBc6eLEtMg2pRML0IHe6NmvsVyiTSASS6AHOl8nIcfETjeWq7LltHiAaK5RbowrqzY265yQYPD7f7O7LuZRcquvIjemB7rhbmTIz2J2iajU1Gh0T27hiaaSg7dqTwlx3YhPt3i1szBopgtu7WPN0oEcjoujPnM/+Vkqhu7sHAEql6lc7J/5Vk/lXXvlRIIkAdDo9Awd+KHS2rFx5jMjIFZw8eZtFi7aTl1fKzJl9+PLL6fj7u7F791W2b7/IoEGB9O7txzvvjKe8vJorV+JJS8tnw4YXGDiwLdHRGQwdGkxAQHOWLdtFdXU9eenp6WAIYjn6AbNnL2TrllTW3XFh3R0XRnvmU5ChoLpWipOJmnltM5l+yofL2RY4OxnRt28Lzp2LxthYyXvvTWTkyA6sXj2LZct2U1lZw9y5gxg1qgPh4UkcO/aWYMlSUlLJoUPhWFmZ8uKLg5HVte/X1mpYv/6MQB5NndoTiUTCBx/8IphcN4WXX97EtWvLf/0f9N+EkaYaJPXeQpbSKoq0jcUPWVpLyvXiuVym1kpQ9TzAtWqvRqbYx6ra8rTFFfZU1Af8xNY242WLk7jIi/myeBBn7PpgaZxPy8xICs3r7SZq9AokEtjvtJKkWnt6Gidws8a90fE1kxdhJa2gWFc/j3WTF3L1oWlPjNpFRAgBaPR/zvX2t73Tb9w4l8BAD+HHunnzeVGEtbm5kehCe4AHsr+GCA1NEBFKYGCNExK+4dChG9jbW3D/fiHnz4sjLvfvv86WBg+L4uIKcnPLadlCyb17NTgY1+LeQsu1SPHiaePGc6Q9ZJJ84UIMtrZio0ONRsfixaMpKCgnPPwe06b1Fn3fAzxs8AtgbW3G0aOL+eyzg6jVGl5+eQjDh7dn8+YLdZHFbRk5skOjz/0exOeXYq6UC2lnZko58zu3YG/cfVGVYlhLZ4qrawlvUN0PdLJCIWvcU3n3odQwHaB1tBRIImG7WidOuXxBusaGL2/6E2LXCbVciVNhMsZGEgY6pfCCxTm+KhnElrLuwufaKDIYx1G+LR1BgbkTwQ7mbBvbiY7rxSZuBZU1DPJy5GyDMYVUwpCWTvxwK1m07dNt3dkfd5+cBmZ/Y1q7criJPvhVoXeZ0/ERsez/EJSUVNK9+1KB/OzY0ZuQkPeYN28jP/xg+Bcw9IW/h7f3v+4DJJfL6NDBi717ZUgkWpycDMRfXNx9LlyIpapKjZ+fK+7u9r+6j2PHbjFmzApqamqRSCSsWjWTK1cSRJ5IX3xxiPnzh/zXTKzHNFC4PcAb3XxRa3W80sWHQwmZwgRyhI8zQ1o68V2DKiNAb3d7vruRJBKwOpsbsf+hVr0r6fksOxfN+yGGe6NSJmVoCyeOPmgTMjeit4c9mWVVFFfXciih/hrQS+Xcycxn7dgerLgSz7MHw5kZ5METLZyIzSsVSKIH2BGVRlKR+H6QUlzBAC9HoH6iLZdKGObj3Oi6nBroTnJJBYfrvHMsVHIWdGlJZa2GXpsMbaIAeZVqWq0+TtGbo5s4u4/xn+DQoRui16dPR2HxkFF5fn4ZrVrpyM7W86AnMTDQnTfeGMXOnVdIqSsuODpa8vTTvXB2tmbx4tFUVqr/MKPM/zU8IIr+7PCLx/jromFhEgxJwkVF5U2q7v+uqPiVpKYHKK3RcDoph9ntvNgWmcrGW8lMauMmekY94e3IkrNRgsooo7SKxMIKjj/Vk9E/X2bltUS23k5lSAsnjtU9Hy1Ucl7p2pIT97JFMfa2xioUTg5kNBS36vWYaMWmvQCe3t4QIV7XWBopWTEwkKN3s3jC24l5nVvw7fVEXjx6S9imv5cD624kiYqze2LvMyvIg40RKQC0sjPH19acj/r5896FGJKKKujoYk0zc2OWNKUm+hOJ5t9KKXyAzz9fzrRpM5v8fPfuPene3dC1ce7cqSa3AUhKahxe09D+JC0tn40bz7Jo0XZBSLBq1XF8fV24cyeddesM+/7443388MMc2rZtzhNPfERRUQVSqYQvv5zOvHmDWbx4ByNGfIqFhTETJ3Zj587LqNUaPDzsWbLEEM4gkUhITzdHXVt/fz6SasPTA4qo1Uh5xzWR58+2JOS+oV0q434NLs1qyMlZj4mJChMTJTt2XCIlJY/t2+cxcGBbwsOTcHd/kcJCQ0L22rXPMmhQIJ07v0V23e+7b982nD69FKlUypw569m48RwAmzadJykph2XLJrBmzYlfPYcA95soSP4eGGVmIXOxQSuRI0PLU2ahmEhrsZOWka8zrKVlaJliFkaO1pJL1fXrrLGmN/iloiNpmvo5epAqnWytuI1PjpYcTWO/yjStLT9VdCG3LimtxNSOVKdWjbaToCdQlUGgKoM8rRkmEjVtFPeJrjV4JttKy1BKNAw2vsM9jT1lOiNGm95iqMlt9lW0FxFDPY3vYiWrYm2DdrspZldpJi/iUnVLYdtgSSK3NJ7wCDmkvy1RpFIpRLHTPj7OjBjxKVVVaiQSCR9+OJlOnVqwdWuIcPH6+Djz4ouDWbfulMh/aOLErpw6FUlmA+KiU6cW7NhxiaoqNf37+2Nn1zitwtPTvlEUYFFRBW38XcnISMRIrqNSL0Mul4oYaXt7C0xNVcJFCAYflF69WrF37zVhTKGQIZfLeO21LZSXV7N+/Rmef36AKCa4WTMbFi0axZEjN4WeVhsbM559tj+eng707y+uQDzzTD/+KJTV6jk/vTu/xNxHp9fTwcWaa/cL2TG2MytC40ktrmRiG1f6eTrQ3tma2YduEF9QRis7c97q0ZqymlqO3s0SFrET27jS39NRMOQDMNLXsLzteYZkdaBAV6/wCValIpGAsVTNYYfBaKWGn3aFsRXDck/QyyiVl/KfolqnoI9RLGkaW1zlhUjQs9t2OIN08dRGnEKjkxPfTM2sIA9WhtUTjzOCPJjYxo2LafnEF5ShkEpY3j8AJzMjlvX2Y1tkKjKphDe7t0IPfNDXnyN3s8gqr+ZJfzccm4gMByisbEzy/a9j69YQkULu+vV7rFp1TCCJALKyilix4hBr187+l/e7e3cozzyzru6VjLfeOsGAAX154omPBFL5woUYQkLeo0ePxjd9gCVLdgp+Ynq9niVLdtKxo7doG51OT0FB2X+NKKrWNJadvnX2Dh9fiuP9Pm2InvsE++MyMVbIGOTlgLeNOW9082VVWCIyqYQ3uvkyOaA5dwvLeT8kBo1OT6CjJct6+3EmOVfUWtapmQ2fXq5Ps1JrdZTU1HLr+YFcyyjgvQvRTPrlKjKJhFe6NDZ7LS6voMems4LR+67odE493YtAJyuUMqlIjehqYYKPrTmb6iaxYIgvfqeXH1fS87mTW4pSJuWT/gGMbtWMtcPa8fmVeKQSCQu7+XD9fiFmSjlz2nsR5GRFZ1cbpu8P42ZWcePj+pVWhMf4z9CqVTMuXar/nXh6OuDjI67iSyQSnJ112NrW0KbNELy8nJk5sy9Xr95l5cqZJCfnotHoeOqpHsIi1e3/8bN6jMd4jN+HsWM78emnB4TX3bv7/qNIIgBXC2PsTJSCWrUplNVoCPruJKU1BiLIy9qUzaM7ciopBz87C6YENMfzm6Oiz9wrKmf+8QjBCLuoupb4gjLOTuvNmuuJZJdXc/xuNgs6t2RFXQCPuVLO8+09scSNAdtCqJUb5o4BZTG0L71FqaU92Vorw5i2gJEBvfgxJlso0JoqZIRnFrKnrj33WGI2zuZGfBgiJlI+DInF20asxtWjZ/mAAN7s0YqLafksOH6LWXVmy+/0as04P1d6bjonauFuCLtfmef+EfitlEKAI0cOUVRUyLhxE5v6+L+M2bP7ifwum0Jqan6jteD58zHs339dNPbVV0dwcbGmqMigbtbp9Lz11k8YGSkEi5SSkkq2bQvh6tWP+OGHM2zdepF27d7khRcG8dVX06msFH9PrU6KVifB1kKLXArXc8SdD2FhiVhZmaJUynnhhfUCcbVixSFWrZrF3r3XKKwryGs0Wl5/fSvPPHNftD49dy6a8+dj6N7dV9QmBwY/32XLJggK/1/D8OHtfvP9fwsSCXebBeJcmIJXWRIVzd1YWWpoDfaQ59HfOIYKvYoCrSlP5T5Hc1k+Y0xuUKo3xkVWTEqtHV1ViSjQcE/jSFdVIr2M4inRGRNZ40ptHTUyzfwKXY3uYSmtpERXr1bqpkpkX0V70SGpjUzpqkoktK5lzEiiZrq5oWj7U1knlhWOphY5VpIKXrU8jpWskh9KerGqxHDcJpIa9jutwllewuGKQCaYhXGjxoMavYJAZRofFI2kWGdCP6MYWimzyNRYsapkALXICVCk0Vl+l5hsM0LNO4Ds0SqN/rZE0cPo3z+A1NRvuXgxlrZt3YXEoatXP2LbtovY2prz/PMDsLOzYP/+hXz44V4qK2t46aXBDB3ajj17XuPFFzcQF5fJ0KHBnD17R2gNW758Pzdvfsp7701k+fJ9qNUapkzpzhtvjOLEiUiR4327dp6sXn0ckJJSbQRReqZO7cS2bQZvFEtLE959dwJGRgpGj/6ce/dysLe3YMOGF+jbtw2JiTls2nQOBwdLPvtsKqtWHRcZjG3efIFDhxaxa1coNjZmvPzyUKytzQgN/YidOy9TXl7NpEndcHZu3B/9Z2DcrlBuPT+QpefuCA8Yc6WckJl9sTZSMHj7RZadj8FILuXLQUGMa92MOUduCj4/XV1tGe/nSmWthtOJWXx8LBTnwkwqzKxwNSrDXVXIawVTGGV6k4vVPqTU2tHJKJlmskJi1U4k1joKJNEDJJh6Myu3P+q6n7sEHbscv+X1gsmk1rWixeLCvK4nqLpXwPPnEtFaFDHQwxUnawtMFDK2Raay5vo9WtqYcmByN1ramDN+dyivnzKYaz/f3ovVQ4MZvO2i0CrX1tGSkBl9eeVEBAtO3G7yfMlkjyu3D6NhC+kDZDWxmM/PL2XFioPs2HEZV1cbPvxwMm3bNpZ2PsC+fWLTwPJyNWvWnBApD/V6Pfv3hwlE0aZN5/i8zoR80aJRwgO1fh/VPPlkD8G0EKB9ey8CAz3+37/zz0a5WsNrJ28zuIUT4ZmF/FRHLE/wc2XHuM7MCvbg40txXEjNw+VmMkt7+/Fcey8upeUTk1dCSGo+P43twvNHbnA7u5gnWjjxYV9/9j7kF1Om1hDkZMWHITFklRtUdVq9nlVhibQ21hFbZVAOSnRanLVVXCurV5boMXga9fdy5IO+bVh8JgqdHlzMDYRsVa0WU6Wcm1lFdG5mwwsdvPkxIoXRvi58PrAtHV1siM4rJXDdSe4VljO2tStrh7XjzdNRrL5eT/y+3LklN7KKmiSJHuPRY9WqWYwZ8zkpKXk4OFiyfv3zBAd7cv58DFev3kWhkDFpUjcuXDiHsbGexYtHYmFhSffuS4mLM/y++vcP4Pjxt4Q21Md4tLiSns/OGjvy3buQWtG0ue9j/O/hgw8mYWqq4quvfsLcXM+ePa/9tw/pkUMll7F5dCdmHwons6yabq62lNbUcqfOesLRVIUevUASASQVVaCUSdk6prMw1rO5nSgld2yrZqy/KVa2phRXsDc2QyByLqcXMMLHmcg5gzibnMPqsHuM3HkFZzMjxkqzyMxIQdbCiRB9KxJNvVhqeRhJRTVfZ/cmyro5A7eG0KmZDUGOlkglEib7N6fflvPC9+mBL68mNLKAUGt1LOjsw5SMq4JyeGpbdxxMjXAwNeKVE7cpU9eTEssvxVGu1ojOQUPIJLDuUZIB/w9+K6UwOvoOGzeuZ8eO3+8hNnv2APbvv87x44Y5vL+/K0VFldyvS2r283PlpZcGs2bNCZHSqHPnFhw6dEM0plTKRQQMQGVlDSEPkXg6nZ4DB67z/ff1nQ3ffHOUHj1aMX16b1HRxd+mgjMRZmQVKrjqoMTbupqI3HqyKCjIA6VSTmVlDRs2nBV9z8qVx3hYPFpSUklxceM2/YqKauRyGebmRgLRBQZLFID33pvI9OlrBFWqqamKirquCjs7c1asmNZon78X2TYetDdRc1lSX4RM0dgz1vQGhTozDlcGAXBX40yRzoyl1gd5uaD+dxKgzOC8yydMzJnLojrvrz5GsQwwieFoRVs2lPVke3lXJpldI1drQa7WAjdZAQqplpaKbO7W1nc0uFels8l7O0cr2nKysg1qvZxrNV54KPJYXjRMIJ+K9aZcq/FmmvkV0rT1ha5KvYrtZV24VN1S8E6yl5Wy3u5HxuW8KHgsna32w191X/A+AoiqbU5tagGlZvbopY9+fvSPIYrAoNQZO7azaKxdOy/atROn9Qwd2o6hQ8U3tC5dfLhxw2C++dNPl0SmtwUFZWzceJZ3353I+PGdsbAwEdQChw4t4ptvjpKQkMno0Z0IDX04WltC586tWbJkEgkJWfTu7YelpYGZTEj4hpSUPFxdbYV+7y++mEaHDl7cu5eDp6cDBQ9521RX1xIc7Nno+M3MjHj22f++R0NBlZoVofFsvl2f1lam1vDZ5TiUMqlgilet0fHqyQjMVXL2xdUvNEMzChjl68wHF6JR6wCUYOPBFrvvWFE6lGNVBjOvi9W+vGV9GBk6PigayeXqlnxSrGOBpdikDUCHRCCJAPRI2V3eUSCJHuCiuhU5LhbkaA0k26n0IiZX5vNLpTEldQ/Hu4UVbLiVgr+9BTF59brg724k4WNrJpBEYEjF+PpqAj82UEA8DHOl4v85o/97mDKlO598sl8gSG1tzVm4cCTHjkUIi0YABwcrFi7cBsCtW8mEhSWSkrKGLVtCWLXqGCYmKpYuHcfw4YYbalNR3A+rgRpuFxqawKxZa4XxGTO+5fnnB/Ddd6eFscmTuzFzZl9sbMyE1IsFC4Y9grPwx0APbLyVLJBEALtjMhjl68KSs3dIrSPpziTnIpdKsDVRMvGXUMFz66mA5lyfPYCNt5JZfzOJV07epp+ng+h3P7eD4ZxmPNQSW6PVMUSfhXVmEp1bV5ERVYaVNBgQ35/NlXIGbwvhdFIu/g6WLOjcksEtnBjz8xWu3S9EJpGwqLsvb3Rvhf/aE8L3WKoUXH2mH+PqzK4Btkam4mRmxMYI8WR9w61kgut68R/jj0dQkAeJiatITs6leXM74XkXGvoRCQmZnD8fU+dXZBgfP34lkyZ1F13vZ85Ecfx4hHA9P8ajw+3sYvr8eJ5anRnY+/BSRDFD+9Rgb/rPTfJ6jH8NCoWcpUvHExa2GeAfpyZ6gKEtnUlbMJzSmlqsjZVU1WrZG5tBRa2Wca2bsaqBwvwBZBIJhxMyUUilDPBy5JeJXXnnXDS3c4oZ7O3E4p6tKahSi1SwI3xc+OWh4srhhCx2ju/CqyezSKxrr84qr+a8sTfW+gLiqluDBKpkxiwtHMuE8pPkWNeHZoTdL2R6oDtzO7Ygv7IGCRIaJh/JJBIWdGnJ0nPRwtiCLi2Z5O+Gh5UJR+5m4WdvQaCjFT9FpdG9uR0FD3nD1er0TWYpfdi3DY5mRgxr6YxzExHwfxR+K6XwvffeJj8/l0mTxmBhYcGWLTv/4++RSqUoG8zTY2Mz+emnlykpqaSsrApPTwccHCzYtm0eb7yxjfz8MmbO7MOCBcMoKCjnk0/21+1HwuLFo0lJyeONN7YJ++vfP4CBA9uyY8clYUwikTTZxXfrVjJjxnRi8uSunD59iS4OpWTny8jINZA1V7Mt8LKpxsZGS2GhjLZtm9Oxozdz5nzPlCk9UCjkIuWTkZGCceM68+679YTaoEGBzJs3hO3bLwnq+ZYtnRk0KBCZTMpHH03hxRc3oNfrUShkLF06jhdeWM+hQzfo1KkFQ4YEMWZMJ1q1asbRozeRSCQMGRL8h3ia6YFBoydyuEEYC0BMiS3pCvF8P19nztayrqKxKLUrXxYPIldb73V0vro13opcrtQYyKcqvZIfy3ryvf2PvJY/iXC9J/sqO+CvSKevUSzxtU4YlRYTVBqJSqIlsdaB41VtAQOpE1HjRplefF1kaSxRSBq3u2ZobASSCCBPa8GGsp6i5DSAa9WejT5r6eWHu1MzMlPyG733e/G7/uV+LZowOzuLuXNnU11dzaJFS+jduy87d27nm2++wNHRieDg9ixb9sHvPvg/ClJpY6+ciooa2rdfxM2byZibG7Nq1UymT++DubkRAwYEMG5cZ9q0caO2iZjNzp1botPpuXIlnjt30pg9ewD29hZkZRWzfv0ZiosrmDmzL506tWDChC85WKfE+eijvcye3Z+IBg+ZIUOC/2tqoX8VtdrGd7hytYbCKrGst1qjIzq3ccLQxjOhqBG3+h2qCiZSLY5XPFQRKOox1SNlV3knuheGctWyA1qpHOeiVNqo47hnKiYE/JX3OVSppkpfnw5hI6sgQi1WpBxPLaDYzEE0FpdfirVRY4InqagxC59fqf7NoELdI3an/yugtLSShQu3ceZMFO3aefLll9NxdbXl1KlINm8+j4ODJa++OlwgW2NjM1CrNYIKx8vLkbCwj1m//gxyuYw5cwbi7GzN+fPL+Oabo2RmGhIjvvrqiOh7c3JKWLXquOghPGbMCuLjv8bLy5EFC4Zy9OgNwsOTkUj0dOpkwfTpfbh69S7ff38anU7PsGHt6NPHj5qaWk6fjmz0tzVvbseWLS9x+nQkwcGezJ37BACjRnVk1KiOjbZvCiUllZw4EUGzZjZ0725QLu3Zc1WQHr/++ggmTOj6W7v4TUj59cwDY7kMoyYUGRdS8wSS6AF2xaRTVasVGbPviEqjn4c9zzTwnDFVyPh8YFuSisq5X1rNO+ejWX8zmW5utlyrq7qBwSS+9s4FumvvMNcqlW9V3oTnFTGqhwsH6ryPfGzNuFdUzok6X4zInBJWhCaQXFwh7Eur1/PxpThMlXIRGVVSU8vX1+42ah+4lJaPrbGSytr6be1MlIzwcRFVfx/j/0dYWCIbN57FwsKEefMG/1utXzKZVFD6NoSPjwsvvrhBNHbjRnKTqryHCydNISOjgL17r+HkZMWYMZ2aTEl9DDF+upMmSkMs1+g5GJ/JM+0aT0gf4zH+qZBJJVjXJYYZK2Q81UChPLudF9/dSBL8Nts6WrLsfDSxdcXPzs1suDCjD9MC3Xn7bBm7YzIwUchZPTQYexMVZ5Nz8bYxY9WQIEb8dFnk2+lkZoSRXMadh+bDOTU6pKZiz0QtMm6pPRode0qx4fldVatlepA7G+uMuGUSCXM6eDPAy5EgJysupxXQ2dUGCfBVaAIjfF14v68/34Xfo823J9Bj8Pl7NtiTqxn1z+++HvYs7ObLrugMISyjnbMVC7u3QtmEv+ifgV9LKdy1a/8j+47ExGxhTQag1erYsOEsw4e35/XXt6LT6bGwMOb48SWkpn7Lzp2XOX06iu++O8X7709k0KC23L6dSvfuvgQHeyKTSbGxMePIkZu0aePK66+PxNzciKioNL777hQWFiZ8/PEUgoM9WL58vyhgoKKiho4dHwS3yKhuJiMiT9xqllykYsZ0U9Z8+x1t2rwmdMb88MNZZszozYYNBn8hqVTC0qXjGDeuMzY2Zpw4cZuAgOa8+eZoLC1NCA9fzoYNZ5FKJbz55mhUKgVarY7aWg39+rXBxsaMjz6awrp1p4R2tvv3C8nNLWHp0nFIpVJGj+70yP4dmsIoXxdG+rrwQUgseZUGYlOi11EWl4fG0RRs6re1lZbjLC+BBtNDCTrU+sbzg7u1jRNUt5R1FRE+d2rd+MpiB58XDyHJ1JNkE3ccSqz5pUK8DjhZ6U83o7tcqa5XPQ02icJcUkWgMo3b6uZ1x1dGF6NEzlSLTewdZSXI0Yr8ikxzspGbNUcjr1+/LhjWC2O5jDNpBSK/s0eB/3gG9VvRhCtXfsmbby7Fz68NU6dOpHfvvgC8+OLLTJ06/dEc+R+IkSM70Lp1MyGC197egoyMAm7WSUjLyqp44YUf6N3bj1GjPicy0qCemTq1J5s3v8jVq3dZvfoYUqmebl2tMDJS0qHDm1TVESUbNpwjLOxjunRZQkZGQd3YWX7+eYHohqTT6UlOzuOnn17myJGb+Pm5Mm/e/x97/9+Eg6mKZ4M9iMguJrTub5MAs9t5klBQzuW69AwwLAqfa+/JN9fuUlUnz5TodZin3Qb3HqL9tlJmYVSpproBseMiKybxoQu6Rq+gY2kE5inJ6CRSSk2syXOwY4BxNGerWqNDSg+jBPK1ZowyucmhyiAq9Ea0VmSy0PI4l6paoqaeBOpqkUZYhZQC4/oF0UgfFwZ6O4pUU46mKhZ282VHVBpFda1MKpmUpwObk15aKSyEH8bd4n+eF8rLL//Ijz+eBwxGmJmZRSxbNoEnnvhIeOjt3RtGbOxXPP30KvbsMfhy9e3bhiNHFiOVSrh2LRFra1PGjeuCl5fh39jR0YqPP35S+J5jx25x7Fi9OaNcLiMhQXyeNRotZ84Y2sJu3Urm5Zc7smFDLG1NS0mVqSktLWXt2tksXTqOuLhMXnppA61avYKtrTlz54rjkMGgUBw8OIinn+71L52LgwfDOXUqksBAd2bM6MO9ezn06LFUML+eOrUnr702gokTvxJ8xyZNMhBb7dt7/daufxVNkUQtbcywN1XxQV9/nMyM+ORynPAwkUkkTPBzZcOtZBEp5GFpSmwTUfENPcPAYATa3NIEjU7P2nBDL39uRQ2JheWsHBLEsbvZyKUSFFIJJ9XWTLfUc7vGlVUOM6iWqCA+k2eCPJka2Jweze1we4gAjMkrpY29BQ+jpLqxn4SbhTHWRgrhGgTo4mpDp2YteHpfGBqdHrlUwqcD2jLez5VanY7dMRlEPCQH/zNw48Z1li5djEwmIygomA8++ITVq7/h+PEjuLq6sWrVOhQKBb/88jMbN67H2tqades2YG7e+Fz8OcebRI8eS4WK5PbtF4mP/4bz56P58MO9VFermTdvyH/kg2fzUKKkVCphypTuoqqmvb1FowCGPXuucuxYBG3auPLCC4NISMiie/elghqxXz9/zpx55z/5c/+n4NREwl9TY4/xGP+raGZhTMzcJ9gTm4GpQk5WWRWvnaovJl27X8j2yDQWnIgQ/ILeOB2Jg6mKYGcrVl9PJDyriItpeXzcL4DEwnIKqtSYKGSsHhqMVCJhaAsnwUgaoEdzO8xq02iY4amkFoesu6TYtaam7mEvlcAgbwf6bj7P+ZQ8jGRSng32xMfWjFvZxczYfx2dXs9kfze2jOnEtH1hgqr4zTNRHHuqB0vO3hGKmhqdngupefwyoSsH4jPxsTVjfueWWKgU3Jk7iH2x9zFRyBnVyuW/RhL9WZDLG/99BnXQDmHOVlpaxZIlPzFoUCCLF+8QtgsLS2Tt2tl8++1JXnttC9bWZqxY8TTPPNOPjh29effd3QwZ8jHTpvXiiy+m8dlnU/nii0Ns2nSOa9dcWb16FmvWnECt1vDKK8P48MO9ouO4GGtOO4cywnLq5wT2Njpatfbj3LlokhsovbVaHSDh8uUPiIhIoW/fNrRubUi5mzdvSKO1ZXR0Bhs3nqO0tIojR25x5Mib/PDDWUEh9QDxDyXMJifnkpSU22RR6FFiakBz9sfdx/Obo/T3csDLypTSGg2lNbVcNxqBcWURdiX3KbBwxlZbTD+TWDwUxVyU+ggJYxNMw+lnEsOpqjaCasdDns9403BCqut9SpXU4iBtXKT6paIDmXUdKHqJlK+LB+GhyBMplCykVayx28Z3pX2Ir3XCRVbE5tLufFvaH3NJJfMtTuEsL+EJkztU6xRsLe8mpHPbSMvpYZyIo7SE74r7UKIzxqY0m7syD9pZyjG2sUGtl+Btbcqcwzcpramlt4d9o1Tx34v/mCj6rWjCmJhoPvroMyQSCWZmZpSXG07w999/y65dP/H6628Kn30Y/2pk4R8JY2Ml1659zM8/X6GqSs2kSd0YM2aFaJuqKjUrVhwSSCKAbdsu8vzzA/HycsTEGJDosbE1ZuPGswJJBJCUlMOnnx4QSCKA2lot+/aJjc/AYGg9eXJ3Jk/u3ui9vyLMlXLarz+Dq4Ux8zp5o9VDYmE5Y3eFYmesZGpAc+4VVWBroiSnvJoO68/Q0d6E+ylJVFRWEsg9WrWuwU4fxekqP7TI6KpKpERrxAiTCMEJ3kFWQn+TGOxlZWwr7yZ8/wyLS2gAuU5DopM/ca51LXpV8KrlcTzk+bxaMEVwwO9tFMf7NvsxldZwutKPyWbX2FPRkQq9Ch9FNsYK6KTMILmsjMxaS2xqyzgYJWPDrWQGejliLJdhqpSRXlpJwNqTBDpa4m1jhlQi4X5ZFV03nMVYLmOKv5uo3ecB/olhxA3JG4DLl+PZsOGMqDKSmprH558fEEgiMBjmbd0awu7doYLnzwcf7OHMmXeajKp/660xXL16l9DQBExMVHz66VOYmChFptdguN7mzFmPTqdHKoUBnbRMcM3h5RhLRo36kFGjejNnzkC+/vqIQA4XFJSxbt1pXnllGN9+exKJBObPH8LgwUG/+bdnZhbi4GCJXC5j5cqjvPzyj6LzIJdLRQlp27ZdxM7OXJhwgMEn6dixW/8xUdQUDkzqiolSwY6oNMxVCnaP78q6G/fQY4jEtTRS8m7vNrx3IQatXo+PrRmT/d0oraklJDVfSEZ5OtCdNvYW7IwWp6z42pqz4aGUsZKaWoIcrbAxUjL1gT+Uc1t+xAbXklIDSVSHzZEpLB8QgFwqpUdzO35pkE7p72DBpDZu7G4wZmusZGH3VpxKyhWSZ9wtTXiuvTddXG2Ze/Qm9worGOnrQht7g3dD7ItPEJVTio+tGQfiM3n5WARTAtx4q2drJO/9fi+Dfxeurs3Zu/cwRkZGzJnzDFevXuHy5RAOHz7JypVfcezYYYYMGc7mzRs5ePA4hw8fYPPmTbz00st/+rECbN58XiRbz8wsYtOmc7z66hbBh+HZZ9fh7m6Hs7M177//C9nZxUyf3ptZswzk0Y0bSdy8mUTv3n74+NQnlS1ZMpZTpyIF74NnnunFgAFtuXLlA9avP4OJiYrOnVvw3Xen6drVh969/Vi16hjz528S9nHxYhw2NmYiT7+zZ+9w9WoCXbo8Tpb8LcwK9mTL7VThWupio2DwHzzRf4y/F5RKJWr1r5s9/y/A2ljJs3VWFh9ciGn0/o2sIoEkeoDDd7M4m5xLZd29M7Osmu1Radx4bgAvHb1JSnEll9LyGdzCiW+GBKOSyziTnEOwkzVfDArk8ol8Es9EkWnvhYmuiqmScyRWVbF/TDt+iMmhSqNlbocWnE/JFxaI1VodGyOS2TyqI280mHf+dCedDs42ormoWqvji9AESh8KcCiqrmWcnyvj/FxF41ZGSmYG/+8oDT08HHjqqR5s325oDVMq5Tz//ECOHYsQbZedXcz3358WjW3ffonmze0EK5OCgjJmz/6Onj1bMWDAB+TV2VeEhiZgZmZEYmI27733CwAhIbF07tyS6Ogvhf09HD+v1cHbXdN54aIPmQVyghwq0DkryMqSExTUWDluY2NGVFQaBw+GExt7nyVLxuLkZEVMTAaLF+8gKSmH8eO78NprI3j++e+FRO34+EzefHNHI2uVPXuuMWVKd9E62NbWHDe3Pz7IZXtUmrB+Op2Uy/L+AWSUVrLzQRCOzAIvNwee16fxWZElu9TdQQ3eZPKuzV5+qezEropO/FLRgX7GMdjLyrGQVqHVSzlUGcRQk9vcrXXCQlrFAsuT2MrKOVbVVuhC8VdmoNWJSUQNMqaahfJx0XDUKJChZZjJbd4pHIObvIAvbH9mdPY8KjAUYcr0Jpyo8me9/Y9Mz32WKLUrzWSFzDIPwVJaxYGyQGbkPgt6PZ65sfQw0XHA2h89kF4BLtJKzk3vjd+ak8Ic/VGTRPA7iKLfiibUarVCvKq5uQXFxcUMGTKMiROnUFhYyMSJozl16gKyJpy5/9XIwj8a5ubGIs+fESPac+VKvPDa09Ohkcs9wJEjN/jkkwcJEVIOHMjmuecaP1zt7Mwajbm72/H0073YutXgKq9Uylm4cOTv/Ev+XNyrm+hnlFZx4l4OMwI9+Pb6PQCyK2rYFZNB6stD6fnjeRLrjIFDqtS0qChksm0M3+hHcaLScPFNN7tEa2UmbxWOF5zkhxlH0M8klo8Lh/NGwSSkaBlneh1LaRVpGhu2lXVF6hSEZ9Ut7jm1ER3btvJuBCgzRBK+C9WtSKx14NWCyYKrfU+jOF6zOsHTOc+RUGdWplTU8p3198wtmUVVuRbQciophze7t+J6ZiGX0gyk36X0AlRyGSN9XYS+9IpabZMk0T8VAQHNycmpN3f29HTAxcWm0XZVVY3VVNevJ4qMoWtrtaxceQxbW3OWL99HQUE5s2b1Zfz4LtjZWXDkyJuEhMTSvbsvdnYWaDRazp+PYfv2iyiVcl57bQRr154UiBidDuLjZJzSWXLzpgpI4fz5FC5fjhdIogfIyyvljTdGMW5cF/LzS0Uk0dWrCURFpdG/fwBeXo7Ex2cyduwKYmIycHGxZtu2eXz7rdgva+vWEEaObOyv4tSEV06bNm6Nxn4PMkurGPfLeUrqJoOt7My59fxA5h29xbN1bWRBTlZEvjCI3dHpfH4lnl4/nsfP3oIjT/bg2v1CwjIKuJlZhE6np7e7PRdS81BIJUwLdEet1dHB2ZqTDaKUjeRS2jhY8u5DE+oEXFFoxOdao9MTm1fC51eyMVPI6OFmS1hmEf4OFvjbW7IzOp2XOnoTlVuKnYkSF3NjZuy/zihfF17v5oNGq+dObgndNp6luaUJO8Z2wcvalI7rTwseaP4OFoQ+04/uG88RmVMCwLfhiZyY+q+pwx41HB3r1ZByuZzo6Dt062Z49vXu3Yc9e3bj49OK1q39kMvl9OrVh9dea5ok+jMKLA+rfsAgy29o1glw6NANdu68Qm6u4RyHhMRiYqIiLS2fRYu2A4Y2tJ9+ellosWzb1p3k5DX07z8FExM9b789gtLSStq182LtWi9WrjzKpElfC9/xySdPChP3B9i//zoTJzZu2dQ0kQL4GGJYqBSEPzeAlz5bTdTNG3zwwgxkUgkrr91l5bW7GMllLO3lxyT/R3tfeoy/Dz766COys7P/24fxl8GTAc359HIcFXXrAFtjJTOCPFgbfk9UAPS2NuWXGPEaIKmonGcOhgvefnfySilXa/hmcDBmSjlmSjnmSjlKmZSgwEDMDl/EqqYYMyopL6/FydGBzFop1zOLqKrVcrNZkcgzE0CnhysNitEPkFDY+Pmg08PMIE++v1mf7vVcu0dXqPq7Y8uWl5g0qRv37uUwYkR7vL2dGDw4iOMNvHGmTevNrl2hos+ZmqpEJAoYVO67doUKJNED7NsX1kidc+3aXdLT84mPzyQlJY9Zs/oK4SoAHh4aqhQKJvQ0PGsvh6m4flvF7dtX+emnWAYNasvJkwbVm6urLaamKubMWQ/AiRO3uXQpjuvXlzNkyMek1bXh37mTTmVlTaNQmfj4TJycrAQTbzCQQp9+OpX09AJCQmJp1syGH36Yg0r1x3uvPlxkv51TzK2HwkmSSqvJDe5MbYMi5j1cWBcfRJy9LwA6pJyu8udHhx/YUtads1X1RelXLE8yxfwqiwvGc7XaG19FFu1UqXgr8hhleouDFUFcLWwhbO+jyGaISRQDTaK5o3YlvdaGD4vr1/AhVb5kaqxEx3hfY827RaOJUhsI2ftaGw6XtcWzOJEkq7pijURCsqMf/j7O6BPqfyOZZdX8FJUukER/FP5joui3ogkbEkDl5Yb3Hsjl7ezs8PZuQV5eLk5Ojc1l/6pYuHAkNTW17N0bhre3I8uXP0lubgnr19crJWxtzSkrqxZ9Tq8Hd3d7nJ2tycoyREr26tWa114bwYULsRw9alBfeHjYM3fuEzg6WjJpUjcSE7MZPrwd3t5/36peQkE5V++LH1RqrY7TSbkCSfQAGnsbjkm7oK+tZ2h/Ku9MgCoDHfVjR6vaUqY3okBv8DDSIeNwZRDPml/gdJW/YSMjK/JbWKFHbOevB2RNNObsq2gnij68WN0Kv8osUT+qGgUnaE+VTGxKdiQ6mdhS8STgQmoe7pYm/CtovPT6+2PChK6cPXsHnU6PXC7jyy+n0aGDN/v2hZFSx3bPmNGHuXMHsXLlMSrreovlchlPPBHYSBGk0+np1WuZ4E9y7Ngtjh5dTH5+Gc899x3V1bW4uFhz9OhiAgM9eOqpHuTkFGNsrGTQoLaiaF+AGrWUnQlib5U9e67x/PMDSEysnwi3b+/FwoVb2bbNsAD38LDn0qUPWLfupCABlstl7N+/kJUrjxFTp3jJzCxi5sy12NqK/3VVKgWzZvXjwIFwgbgKCGjO66+P4NChG1y+bCCijYwUdOjwaCt2WyPTBJIIIC6/jK9CE/ihwQM0IruYHVGpfH31rjD5jckrZWtkKkqZlCN15+ZOXikDvBxInDeY5w/fZMOtFDbcSqGbqy2jfV04mJCJg6kRTwU0J+x+IbbGStGxSNEx1vQG0cXNhLG2lnIm7bkm+DaoZFLCnu3Pk3uvsaXBROuncZ05k5QrGIseuZvFs8GetLIz5/O6aldiYTlDtl/kje6+AnENcCe3lE8uxQkkERgmyN/duPf7Tu7vRHT0HQoLC7C0tBSenebmFpSUFFNSUiI8Oy0sLCkpKW5yH39GgeWFFwaxdetFkupaD4cMCWbcuM6sXHlMtJ1cLhNIogfYvTuUU6fqCWCtVsd77/3CmDGdOHDgOikpeYwa1RFnZx2lpRIGDvychIQc2rZ1Z+fOlxsUXwz45JMDBAQ0F40ZGSl44YVBHDhwXUgy7NKlJd27+z6yc/BPRrlaQ5FOTqXKFLVOz/HEbF5usBB6cu9V2jpa0rqJNtDH+OejVatWtGrV6v/f8H8E3jZmhM0ewPobSShkUuZ08MLL2owvnwjk7bN3qKjVMqSFE2/38iM0o4CQ1Ho/vFG+Lnx59a5ofwfjM5FJJKyri2K/mVVMUnEFc9p5EOHVU9guVeXGHMtSnj0YLiyW3zkfzUsPBXPYGCt5rp0X628mC23mEmBaoDtZ5dUcrLNDkEkkvNy5JQO8HAh2tuL6/UL6eDgwta34/vq/DKlUyogR4rbnXbte4YsvDnHnTjpDhgQza1Zf/P3dGDt2hSAieO+9icjlMg4erPd0NDMzYsiQIJYs2SlS2fv4uKBWa4iOri8qW1gYs3jxDqEoYmqqYsWKp8nLKyUlJYdffgllyr2W+LrW0KZ5Ndcz671dc3JK8PNz5e23x1FQUMagQYEMGCD2Bo6ISOHgwXCBJHqA0NC7tG3rLiK5Ro7sQL9+/owa9Rnl5dUoFDJWrHiaZs1suHDhPUpKKjE3N2rS4/f3wEYhobC2MRFiopAJKj2AwXVr5fgGPoZOZkaomvDklNk3/m1H17iISCIwrA2j1S6cqTL4BkWo3dEi4w3rY2wo7cWNGneGGEcSU2CJmbYCha0pne+/g4W0kmXWBzlbLd7fnVpXehvFcaFBW9tQ00hCqsSK51ysMFW48DCaavPs4+GAeWiCSMn4Wz6l/wn+Y6Lot6IJ/fzacP36Nfz8/CkrK8Pc3IKyslLMzS2oqqoiKeketrb/ugnmXwEymZRlyyawbNkEYczX14Xjx9/ihx/OYGlpwuuvj+T69UTWrDkh+my/fv68+OITHDwYjqWlCUOGBCOTyTh8+E0uXoyluLiSQYPaYmRkWFANG1afaFZVpebGjSR8fV2w/5tN0Pp5OtDH3YGDDVhyE4UMu5L7GNdWUqWoJ1MCVRnE1D5MHDaOjpcAeVqx0XWNXsHlBkZhAGqFMb1MaghpQIo/ZRaKm7yQ81W+gg/RYJNIlJLGBuQmksYqMC95HhbSSkobkEpl8RF4uvtyt7r+Au7UzIaB3o6iXnOVTEqNtvGlW95o5O8NtVpTl15kgEaj5ZVXNpOcvEbwM3FwsCQoyAOAc+eW8eWXh6mpqWXevCH06+fP8OEXOHz4JmBY/HXq5M3evddE37NjxyUOH74pLAgzM4tYtGg7H344mWHDPqnrx4ZTpyLx9TUlOrq+ejOxZR5XssTXklSqo2tXC0xMhnHiRCQBAW489VRPRoz4VNgmJSWPzz47IEo902i0fPDBnkYP2tTUPD755Emefnq1oLhYsmQMw4e35/z5d9mx4xLNmtkwd+4TVFaqBZIIDMmGnTotISvrex4VbE2UjcaKqxsruhIKygWS6AHiC8pIeSgu9XRSLtfuF4rSzq5kFLB+RHu+GRJE703n+SI0gS9CE2gu16DQaKmVG1rNOtbcISdDzbceWzhd2Zqc+1pKk3Vke9a3kNZoday4Et+oSrrldmojae32qDS6NxdLnfMqa7hX2PjqkjRxT7FSNT43fxaKigpZvPh11q/fTGTkLbKyDPfK8vIyLCwssbS0pKzMcA7KykqxsLD8rd39Idi9O5QVKw4B8MEHE7GwMMHCwhhvb0fy8sp4883RfPXVEWprNUyd2pNnn+3HV18dEU2Cvbwcqa6+IdpvRUU1kyd/LbSfLlmyk3btpMTEKCgpqTMzj0zl2We/Q6cT3zv1ej3vvTeBYcM+Edq63357LL17+xER8Tm7dl3BycmK0aM7UlJSiZWVwZNAp9Nx4EA4cXH3GTo0mMBAj1813/+rIyqnhPDMQnq52+PdhNrr30FOeTWdfjhDmtoOvPsw71Yxw2rF6hGdHs6l5P5bRFFkTjGROSX09XCgmYWhyPJTVBpHE7Pwt7dkXucWmDw2G3+Mvyn87C346qF29AVdfHiuvRflag0OpoYWk18mdOPd89FE5pYw2NuJ17v58EvsfdIaqDZ87cwbeVmeTc5tVGipkRtx18QMfYV43qqUyfhyUCBbIlNxNjPi/b5tCHK25tCUHnxyKY4arZYFnX3o5mbH7gk27LyTRlJRBaNbNSOoTtU8p4M3czo0ToJ9jMYwNzfm3XcnisaGD29PUtJqQkJiCQrywM/PFZ1OR1ZWEVu2hGBnZ063bj6Ehd3j7bfH8umnB1CrNbRv78WECV2YOrUnERGpZGQUYGys5O23x4nCWSoqaggNTWDx4jF06PAmD9ZIselGGCkary/KyqpFtg1ubraENhA9qVQKgoI8MDZWiuxRWrduxpIlY3nrrR3ExNxn+PB2LF06DoVCTnr6WsLCEgkIaC4KVrL8F4vj/y40vyKWGeTlSE5FDfmVNfjYmrEnNoOWNmZ0dbUhNKMQVwtjngxoTgtrU8yUcsrriJQAB0vWDutDz03nBaJVotOSElmBSfNqKiX13nz2slLCasRF2yi1K0sKxrKngWm1vzYGuV4jhCGV6kxYUjiWPkbxos/K0PKu9QF2VWRyq8adjkbJjNJfIaHcjGxjK2E7Xwsln00ax6if6/+x7EyUfNC3DXdySwUybJSvC3tiMxjTqhmx+aUUVqnp5mbL1si0f+sc/3/4j5/QvxVN+NJLC3jppeepqqrijTfeAmDdujWcPXsavV7H/PmvoFD8tWLBL1yIYf78TSQn5zJ+fGfWrHmWiopq5s/fREhILF26tGTlypmNWmgGDQpk0KBA4XXLlk5cuZLAd9+dQiLRMXx4Czp3NpAYUxu0OOh0Oqqra+nVq97hXK3WkJSUg7e3IwqFnPDwewwdupy8vFKUSjnr1s1m5sy+f/CZ+H0Y4eNMdF4pnlamyKUSTtzLZnQrFy6m5uNgqsJRqmbW3iu01ueTZ+dOus6OQGUaHoo8HGSl3K2tV1BNNAujgyqZiJrmgtHYeNNwfJQ5fFhUr0YIUqbSXpUqSixTSvQcnDeJZeu3ciEuHg9PCatKBqBFhq8ik2EmUbRU5tDPKIZrNd4cqgiitu5y8FPcp4MyiY6qJK7XGOS3vooszKXVzLc8zY+lPcjUWtFZdQ+JeRX3UxNwbdaCDI2cds5W+NlZsOV2KqN8XYjJK8XKSIGHpSm7Y8W+Lv9EPEzoAIKKSKmUi64VgE6dWrBz5wLR2L59C9m//zppafnCQu/NN3eItnF0tKT4IfIiJSWPPXuuCSQRQGWlGinlTAkupaoEgu3LidOZ4+CgQVWgo0ZrIPh6tipn9+5tODrY8/XXT9K3b19BstsQOTnFjZINKyqqGTIkiI0bzwljXbv6MHlydzp3bsm5c3cICvKgXZ2Uu2fP1qKH9/vvi/vOwdDv/igx0seJLVFpQiJYsJMVr3fzZcOtZArqJggS4Pn2XkTllhDXwEdptG8zjt/L5lIDMszTypS8CnF8LsD90irWhyWQ0mACnKaRM7H8JL298ris9mGHvgvXVG2xLyplh+P3uNvk8XFMV6Ie2pe1godCfsHZzIhmFsYiRaKLuRFtHaw4nVRPWqlkUuZ08Obn6HTB2NrJzIgFXVqSWFTOzrpWUFtjJa918xEpq/4saDQa5s6dzbJlH+Do6EhQUHs2bfqBefMWcOHCeTp06Ii3dwvi4mLRarWEhJynfft/LVnvUeHmzSQmTfpaIH2mTl1NePhy9u+/Tr9+76PV6mjb1p3o6C+wsTHD2tpAWLzzzjg++mgfGo2WDh28WbRoFOXl1UI6CsCkSd1Ear+amlru3ZNTUiJpdAwffjiZ11/fKoy9/voI+vb1Jzl5NefORePv74a/v6FK6OvrwtKl4/nwwz24u79ITU0tkyd3Z9OmucyZ8z2bNp0H4O23d7Jv30L27QtrZL5/6dJfN5UVYOW1u4LaRyaRsGNcZya2cSOpqJzzKXkEOlrR3uVfT0fdeCtZtGhNKNcwuAk5e7DTv77Pjy/GsuTsHcBwPR6c0p3o3FJePXlb2OZyej4Hp/T4tV08xmP8LWGikIsIUHtTFWsaFIABvh/enqf2XqOgSo27pQnfDA5mwfEIshp4rLlaGOPTBAk8sIUTR/PE88nOrjZMbOPGK13F6oTBLZwa+Y0pZVKmNZEq+Ri/H66utjz5ZP09TSo1RMo///xA2rdfJFgStGrVjHv3VvHpp/v57rvTtG//Jn37tuH27c9ITs7Dy8uBrKxiEVEEBvHA7dspjb5Xq5NgaaalpNywVlIoZMye3V+0zaJFo7hyJZ6MjELkchkffTSZzMwi5s0bzLp1pygtraJTpxa8995EnJys2LZtfqPvsbIybTSP/yPhYmFCaWHjROn98Zks7tEKjU7P5w1sYSb4uXL92WAGbQvhs7oC7ABPB/p6OhCdV8LltAKm7LnG9EB37hVVoNfrkFWUcUvdC7u8VNLtW6KXSDGXVPGG1TG+Le3HuQZKI19FFocrg0THEmfaEqeaXNFYtV7JUJPbXK/xpEBnuIZnmF/CUV7KQqvjJOSZsi/Wk9my8WiUJvhZqimUm+HnaIWRXMqiM3cY0sIJjU6PpUpOemkVft+exMvKhG+eCMLBTMW0fWFCWqmHlQknpvYiYK3Y8uJR4HeVcn4tmtDFpRl79x4Wvbdw4WIWLlzMXxFVVWrGjl1BYd3iY9Om8zg7WxMbe599dSase/Zco7i4ktOnl/7mvqRSKS+9NJjr169SXFxA+/aNlVM//3yFl1/eRG5uKaNGdWDLlpeIiEhh/Pgvyc0twcnJij17XmPp0p+FPlaD6/1mnnyyx5/S//mfIjyziAsz+tB23Umq67whZBIJYbP7M2NPKOdza8DanSzcWW71CwqJhoUFE4WIwDEmN3BTFJKpsWJPeXu2l3ehi+oeXY3uYScr43q1J0crA3jCOBK1XoGXIo8OqmSSa+3opEoirMYLY00ltuX59Pl6FyTfxUedyK6KycIxxte60F8fixQ9PTLfIk9rQaAylWBVGiYSNXvL2/FU3gvI0DLV7Aq+iiyWFw1ncaFBTTbd/BLTzS4zKns+ZSbGYAKqykp2dLZgU4lKtOh8t7cfZWoNXzxkAvdPxZo1x5ocr65WC4q5srIqIiJSCAhoLlT6wZCWYGtrhoWFCePHdwGgtlaDra058+YNZvXqE+j1etq18+Stt8Zy7Voily7FCZ8fN64zIO6rBnjGMYNRzQtILVUx7mhrCqoN10935xImtcznVp4pe+7aoUmQ0KZFHjm537Bty2Z69u6Hq6s1GRmGllGJRMJzzw1EoZAL7WgAL700mCef7IFCIeP06SiCgz354ouniYpKw8HBQjDyBYiLu49GoxUWtWBIPPyj8fSuS2wb35N7ReUkF1VwPbOI8buvsKyPHzezisktr0Yll/LZlXjGtWpGUnEFCQXlBDpaUlBVQ18Pe9JLKkktqcTeRMXs9p60sDXHVCETFEhy9CTs+5FrNSbg7C/6/m4tiumgSmN+4VSo86/L01qwurg/X9v/xBttwriTHUB4raGaaVJdyp1NX9GmRUfumBrOlbOpkgltXPG1M+fd8zFUabQYy2U838EbqQS6utoSmlGAtZGCaYEerLmeyNyOLdDp9RjLZXR2tWHesVtUqDV8OiAANwsTmpkbMetAOP8NHDy4j4iIm3zwwTIAlixZRpcu3Rk+fBCurq48//xcFAoFU6dOZ8SIJ7CysmLdug3/z14fLY4dixApg/R6Pdu3XxIphiIjU1m79iQrVkwjKioNjUbLu+9O5IUXBlFQUI5fnRnq6tXP0LWrDzduJNG/fwA+Ps6N2kIlErCz05GfXy8XHzAggNdeG0FwsCeXLsXRpUtLYaLq6GglCnrQ6/VIJBJu3kxi6dKfhfEdOy4RFOTO5s0XhDGdTs+KFYcaJSVevhxPWVkV5ubiNuO/CrQ6PcvOR9e/1hteq2RSxu8OFdpMPu7nz+ImQgCaQpWmsd9iOydrXuzozfqbySikEhb3aE3XOpPS29nF5FbU0NvDHqVMSkFlDe+ejyEip5gBng7M79ySD0PqfStrtDqWnY8WqroPcCghi7yKGuxNVTzGY/wv4YkWTtx/dTipJZV4W5shk0r4enAQI3+6RHppFdZGCr4b3p7OzWzYdTOeu5V6JHodXtnRPNN1MDJLO967EEO1RstLnVow4SHT6cf4a2HjxrOiIJO4uPvs3HmZ1avrO1DOnYtm7dpTvPbacPbtC6OiooaePVtz8aLhXiqVSpg79wn8/FyRy2Uif0B3JzXOPmBmHoSbmzdPP91LKE5WVamZMWMNv/xyFUtLE958czQvvDCQWbPWCQWYgAA3du5cgJ/fX8uHbk4HbxY0UbQFOHkvh8yyKtHYntgMLFRyUfLt6eRcpgW6C4ULgB9vp3Jqak8Wno4iorAWjBzByJGBmgzy0pLJsvNklm4GwUZpBCtTuKX2wE9xnxV2PzMnbzppmnrVsZm2AveqNDKM6wUMDrJSnjCNpr9JLFervdld0YEfy3qwtawbgUWR2CXFcaHtGCrrOmuktXD+yW68dvI2Z5MNa464/DLmdvCmTK3hWp03VFJxJZ9cjmOkr4tAEgGkFFeyJiwRdROdK78XjzW/QHR0ukASPcDFi3HceqjKfOZMFDk5xXz77Umysop46qme9O7tJ9omISGTjh0X1/muKPj885vMm1chLIgLCsqYMWON0DKzf/91li/fx4ED4YKvQ3Z2MXPn/kBlpbj9qaSkktLSKuzt/7pEUVZ5NZtvpwokERgmst/dSCKqQMwK761oR6nOGP1DHkT7LVcxNGuBMB5a05JexglsKuspUhy9YXWUAq0ZL+RPBwyyvm/stvFNajeSrLzIqAFc2lFZ3rgik1Rrz9ayboIP0W21O/7KTDK0ZmTrDFVTLTJ2lXeim9FdKqmfyG4t64YSjcjDqEZpwhcnr3LDvq3oe3bcSWuy3eWfivj4+02Oe3nN4+zZd8jMLGLMmM8pLa3CxETF9u3z6NbNlxEjPiUsLBFjYyWffz6VF18czJYtF3jllc0UFpYzbFg7bt/+jPT0QlauPIq39zw6dfJm+vTexMSkoNVWsWHDfmSyWmytJRQUGRaa/d2KsJGpqdFI2BTrKJBEAJezLHmieRGbYut/U9djjXnPMY2wrFoWHj6MRAKtWpnj5ORIjx4BLF68g6KiciZO7IqLizXt23vz44/nmTdvIx07tuDIkcVYWZkwePDHRESkIJfLeOedcbz11lgmTvySvXsNxPPAgW05ePAN1qw5QVpaIX800mvgmYPhHJ/ag5ePRwiLyUtp+YQ9O4BFpyM5WudBdPJeDu/08mO4jwtPNVCIjfZxYnlHF14OucdbZwwPXJeyTKxqqqiVK9FLZZwy88LXPIN0aoX2TkdZCb2N4sjWWgnKwAfI1ZqzvGgom8u6I9HrGWMazhDjKC6WePJT21GGhMPSDNyz48i2dmfIdsM90UGq5bWWpuTKLXijLqJYJpGwcWQHqjVa5h6tT94b1tKZTaM60mLVUUprDAvVwwlZnJ/eh2n7w0gtaUwu/hkYO3YCY8dOEI117NiZ+fNfEY1NnDiFiROn/JmHJsC/CfNiKysTEXkEkJSUy8iRn3Kozhi9b982HDmyGJVKwfLl+8jIKGDSpG5Mm9abadN6U15eTUxMhsgQVC6X0bx5DRYWOjSaAGJj8+jRw5cpU3oQEhJD375t6NfPH51Ox7Fjt8jKKmL48PY4OFhy8WIszz33PQkJmQwf3p5Bg9o+fNjExGTQlOdjU+b7Zn/haHitXi/yZgAoq9Hw3oUY4boG+OhiLLOCPVl4KpLjidm0dbRk9dBgWtlZUFWr5XRSDvamKrq42jI90IOvr94VfA7slRLGtG7G04HuDG/pjE4Pg1oYzNefOXBdaKv2sDLh4sy+zDxwXVD0XUrLJ7eihuqHyKfSGg32JmJCyEQhw0TR2EPiMR7jfwEquQwf23orhSAnK5JeHsrdgnI8rEwxrrs2dvT14LVPv8FUX4mFTIa5uTnzOpszr3NLgRx/jL8fsh4yXwbDc6pbt6XC+tPJyYqPPppMUlIu6en5fPDBHsaO7cTu3a+wePEW0tKy8XSowc5aR54M5s8fSHh4KXPnbsDDw57335/I3r1hgtF2UVEFn39+EC8vB86cqX/uRUWlc/p01F+OKHo6yONXiaIHLZMNVXh2JqomCx+hTRi774rJIOIh9b7epx0Kl1bk5NaFLdW0pr0ungT3RUTXunK12ptpZpdZUTKYar0SI4ma4NLbtKy4R7BnBUcqAnGQldJWmc7O8k6MMomgRGfM8UrDnESLjOvW7Zk+sjOV9+sLJzo9fH8jieuZRaLjOXI3q9EzMqu8GmkTl7zfb7SFPx3wn3uOPSaKMPRjWlqaiFzeO3dugU6nE3mHBAQ0p2/f94R0pB9+OMuJE0sYOLB+UrplS4hgzgtQVlbLgQPXmT69D2C4CVQ/5A1y40YyCQlit/v4+EzeeGMU77//izDWv3/AX96nyM5ESQfnxvL0VnbmSPU6dJJ6UshBVkaRzlS0nV4vIaHWUUQeAdyo8RCRRABHK9sSr64f0yLjh5JeJJmIb3SZRk7YSMsp1NUTRsGqVI5XiRcT0WoX5BIxG6tGzv+xd9bhUVxrHH7XshvbuDtBQgLBHYJ7cYpUqHBrt95SV2q0pW60vTWKFIoVKO7uBEgIEkKIu26S9d37x4YNS1JFgpz3eXhIzs7MfjPZb8/M73xSbnHMvbUgRSap/8RhqqrEI1ROhb7O+UPVLngoFQ4F1m5kiorqh4gC5OWV8eabS0hKyrS33Kyp0fPYYz8yZkxn9tcWJ9ZqDTz55Gx6947lvvu+wVD74LJq1WHi48PZvfs022q7aK1ff4zgIAl+/nqOHj2fxy8nyFXPqpEnWJTqy+wTAWzK8sLP2UB7v/o1a5JL6udVJ2a6sOpsnZ9VVlTj55fCO++cxWKxfTunpuazcOET/PTTNvtku3v3Ke6883N69ozhSO2DlMlk5rXXFhEQ4GEXicBWO+l//9vEiy/+8ncv7SWTo9Ey51imw8OkxQoLkjMdag0BzD58BhccJ9vfTudzaOdpivzrQttz3YN5w/kHZjsNI81i88UifLnVdT/uUj06q5xEfTjtst+gjSIDf3MJhbK6lRhZRSXfqvrYf19W3ZEOThnMMfaxlygrVIfS1zudA6a6OmSFFhnztx8gwz8GZDZBymy18tqafTg7OQrpq1LzmJ+UaReJwJbO9sOR9EYTia4XRo7syIMPDuR//9sEwH339WfatBHMmrXB3pwBICrKj48+WmX/fcuW48ybt4NvvtnIwYO2YuGzZm3g99+fQyKRMHHiJ2g0Wjw9XXjhhdFIJBJ27jzJ9u0pqFTw4ovR/P77q/Tu/Rq33mprD9y7dyzr17/MxIkf89tvBwBbXYQtW15jwoSP7emaK1YcxM1NhUIhc+hMOnZsF0BiTzOTSiU8/fQttGgRzNixH3DiRA4hId78+ON/r+kHLyeZlKntoph1sK4I+387RfPTBTXxAHQmC8+sP8qcJFu9gk3phYz/dQ+rb+9Fjx82k137PTypVRi/jOtK4gMDmfLVAgqyMnl1UAeUMikJP25hV5btBrttoCdfDm3nUHvvXHkN7+446ZD2CbaW4BPiwlh4QWHWBzo0oW2gJ8Pm7aDaaEYCvN47DlcncRsqEJxHLpXWqwPm4+ODWldu+zksxOG1a/m7SlDHvff248sv19mjimJiQpg2bQTffbfJfk8MEBzsxfz5dR098/PLMRrNbNuWYm+2sm9fKh98cCcvvTSGu+76muPnnDmZqaJdewPbtuXw6qvL7Nvt3ZtKp06OHezMZgvHGqhjc3EntmsBb2cl88Z25uHViVTojMilEowWKwkRvrzdrxUpRZWMXLCLKoMJhVTCR4PaEOHpyq/Hs+33uvEBHkyIC2PWwbMOx+4W6sP3ielccEuMr7Oy3nx21BrFXYdHs8evrqvqS54rCJBp+KyiP1t8erPdqwevy1awMHAWw3KfZJ/eFh3/v4oEIqsz4KK1J9/wJpDjmGkSonYmyE3lIHzF+auJ8HDlxAXRaE28XHm+ZwwrT+fZ5/EhTQO5v0MT8qp0tTXJLMgktnv8PpF+fDvSsRj7P0HM0ICrq4oFC57g4Ye/JyOjiLFjO/Pqq+PJyirh1ls/IiUlm2bNgnj00SHcf39dgVmr1cr33292EIrc3euvRCoUMt55ZylJSZn07h2Hp6erQ32Vfv3icHdX2Yt6Aowa1YlXXx2Pp6cLa9cepXXrMF56aewVugKXjxHNg9iWUciwpoH2CIUeYT5ghfYyDQfNapBI8JFq6K5KpaUihw8qhtn3v9VtP/GKbJwlBrTWuiJ+/ZxPsEvXzGEsTFZKCo6V4c3IUFn06GR1fwc3s5afAubyecUAis1ujHc7yCjXRH7QJFBgrisO20N1hgB5JQcvKF4Wo8hlqvsOHi2pq3/URZlGf+cUVtfE28MPffQlKJVO/KddFJ/tP4PRYsVLpaBDkCcyiYRm3m6kNlBc92YiN7eMrKySemMXt6U3Gm0t7g0XpSmsX7+fQ4cc00QKCy0ESQxA3ecir1pJjsaJOScD7J3virROVBtlKKQWjBabCNnUQ8uY6BJ+PePvcEyNwVG9N5klBBRUYbE4pqK89OJnZOc43qQdOJBWr9291WptcFI+dSq33jleSfxclHQN8a43bs5Lx1liQWutE2erczNshdbVdQXmpVYLYf4msi7a3y3AmbQSRxH3iCGc9cEfMS7/v5ww2m5sjxojCDAW0KQomRond4LLMjD6uNSbQPfq6xfTzJf7wUWXqlmEmQyDo6BcpqlCa6gGdd33gsxqIWXXFsBRwI7z8yDAVUlBA7WWblRKS6v44ou1ZGeXMGlSD/r1a/Wn20skEmbNuo+3356MRIK9BtGWLa/x1ltLyMsr5847e9VrpQtw4MAZu0gENj/49tuNHDuWiaY2XLy8vIZVqxLp378V27efACTodPDOOxtxcwvg8OG6qN5t21L45JPf7SIR2KJs3357ab2aXsnJWSxf/izTpy9Go9Hy0EODGDGiI8OHt2fEiA6cOJHD8OHt7UX1U1I+Jje3FH9/D3JySvn66/U0axZEv36tLvuDWE6lliP55XQN9cbH5d+lXH0+tB2dgr04mFtG3yh/xseG4qqQ88S6I/ZtprSJYMs5xxve40WVvL09xX5zCbAgOYvHOjfl3V2n2G32gKA45mXrcTqZYxeJwNYV8Zfki70fSnUG/F2VFF7gR1Gerswe3Yle4b4cK6hgSNNAxrS0fQ9kPDGc7RnFxPmrHaIp/giL1cqvx7M4kl/OwCYB9G8S8Lev0z/llVee58iRROLj2ziUVnj55edITrYtCBw/nkxqaiYLFszj008/JCAgkHbtOvDaa9d2XSvB9Yunp2fdz15/r9C+zmRmflIm2ZVaxrUMIc7/6jdCENQRHu5LUtKHLFiwCxcXJZMmdUetdmHjxleYPn0xJSUapk7t12A0a3Z2iUNHXoBly/ZTVFRpX7w0WySkpDjh7u4oPmRkFDF5cneHMRcXJY88MoR583ZQVtsZVqlUMPkarRd3W+sIbmttewYzW6xoDEY8a0tZBLipyH7yFg7kltLa34OA2uu3d2p/5idlEuim4r4OUXiqnHi7Xyve3XkSs9XK412acU+7KFJLq5hRW8LC31XJq71jOV5USdIFnVtb+7hxmA4ONv2gSSDB+RRnTLZ7X7NUzpulIygyu1NsqZvXss0+OJXnwwW3yDKJhPvaNyG7UmtfTGni5crjXZrRJ9Kfu37bT2G1npa+7nw8uC2BbiqqjSZ+P51HrJ+aL4a2I9zDlZMPD2HNmXy8nZ3oG+mHRCLh9T5xPN2tOQazBW9nJ8xWK/JL7EQnhKJahgxpS1ra51gsFnt7v9jYUI4f/4iSEg3e3m4kN3CT5OXlGBEzdWo/vv12k72FcESEG/Pn72TVKlsqxIIFu3nwwYEcPpxOVlYJkyf34OmnR1BVpSMgwIM9e1Lp0aMFb789CZlMypNP3sKTT95yhc/+8vHjEVs7RSeZlN8mdudkcSUvbEquveH0oEXxCbxMJaQEteOl0vFIsDDRbR9+Mg3ZRi+WVHVkflVXuijPYkRGudmV5op8DuijGOSczDptK3RWJyLkxQx2ScJJamJ5dV2RwHvVO1iXF8BG795YpVJkZiOtKo/jJ9Pwhd88rFaYU9WNewqn0s4pg0KzmjyzJ/FOWezRNaHC4sJQ56PUWJU4SwycMfrzTOkEuinPEC4vwUWqZ1V1PLcWPIxaUsO9zltJz5GxQ92Z/cGd2b83lTExIdzfoQmPrD7MzN22L21v1bWbLni1uOOOXrRsGcKsC4qt3XprV3r2jGHDhrrQ0qAgLyZN6sbLL/9CRUXdA41Wew4fTxkl5XVCTntfDTFqLYdy66LFpBIrSrkVs9XxAc9klfBw30JWnfVGIbfiioUZxyMYEVXCvnx3LFYJD7TOQwJsynYUFXoHVbD4tJ/DWLRbOVVqV/J1dfY0a+bL0KGt7Sk458/nkUeG8P33m+3RhHK5jPvvH8DevakcOuS4ynGl6Ogh47Pft9HMouWMRI0V8NXk8/uuAkKUSs76NMcikeFmrWGEVzIeSgNf1QzGUDtNTHbfRzdVKnuKY+wRf2HyEga4pOBRVkPFBZF30QpbAfOjesfoviKlL52y63LyVS5q9nk6rnSMdT3E+po4e+oa2ATkFGMwRea6ldaJHofw1OpZWNXFPnZvwD5cTFo+rh6KvlY8jKk6yaHcSgJcginwsoXfeurKWbRuE9FuaqQqF/J09UOVbzSsViv9+79hj3b77rvNrFjxLJWVWmbNWo+rq5KXXhpLr14tKSgo5+uvN1BaWsWUKb3p0MFxRbJFi2DmzHnU/ntGRhEvvPCLPZpWoZAxYkRHvv12k8N+arVLvQ6B6emFHLxopU+nM5OSUr/4f0FBRb0xuVxGSIg3OTl1KZw9e7Zg6NB2DB3azj62Y8cJMjOLGTKkLWPHdqGqSsdzz81lz55UevWK4aWXxrJr1ykGD34bvd7mpw88MICvv77/D6/pP+Xrg2n8d9VhrNhuFn+b2J1bWtRvg/tXyKQS7mkXxT3t6hY1Hu/ajCZerqxPK6BtoCd3tY1g0uK9nCuvE/HCPVyoaSAsf+HxbHu7bCRS1pdDTAOh+j4uCiI8XOyReBLg7raRjG0Zyt2/7afaaCbQTcWHg9qglMt4uHPTBo6htItGf4d7lx9g9lHbfcV7u07x+dB2PNLAcS+VY8eOUFNTw8qV63jmmSdJTDxEu3a2h4O33rJ1v0xKOspXX31u3+fhhx/njjvuuuy2CG4eimv0PLomkW3niugS6s3nQ9sRqnahsFrHqtN5hHm4kBBadz9icvXks32pBLqpGBMTgkImZd2ZfN7bdRKjxcoTXZoxLjaUYfN2sKW2kchb21PYNKU3vSL8/sgMwVUgMNCTJ54Y7jDWqVNTfv/9efvv1dU6mjQJsD9DqtXOPPTQIObO3eGQjdKsWRBHj2Y4HEuvk9C8eRBbttTVsFMoZDz++DAUCjk//bSVgABPZsyYTIsWwezZ8zaff74Gvd7Igw8OstcTvJaRSSV2keg8HioFAy5aQOgQ7FWvocOLvVryXI8Y+3EA3unfmiltIjhXXkNChC8uCjmzR3fi9qX7OFGsoV2gJ7+M60LHbzeivyBC2WCVcc7oWIPYgIJKc/3ahncP609AcAif7kvFWS7jpV4taeHrzoLxXZnWvTklNQb6RvnjJJMS5O5M1pO3kF+lI0ztbF+omj26c73jujrJGd/A38z9gjrG8suw0CUpLKz8g+Zzjc/QoX05eLBxCo3+EVOmfMGcOdsBW+elAQNas2pVIiEh3nz00RQGDWqDVmvgzjufJSMjnQkTBvDsszscjhETE8KJEx83hvmXDcn0RX+5zYMdmrAxvdChQ5GbQop3RS6ZLnXyqhMm5gV8w60FDzvs/6rXcgrMar6prOv0dqvrftoos3in9BZqUKLCwB3uuwEJSYYQDuqjcDNW0STrKFakpAa1otrZEydMPO9lS414o2yU/XgtFHnM9f+WXrkvoLsgWukDnwXMKBtOyQXK8L3uOzhqCOOQPtI+5mKowreqkExvxwep9/q35rkL8n//DOtrtzY43rZtezZs2Nbga43NH/mmRDKhga1tKSx796bi6elCx47RFBdrUKudOXkyh6oqHXFxoeTllePhoaK0tIRz6UWonI0YDBLMeohQ61BLTQQ4G0kuceF0uQstPGvoFKDBTWFmfaYXZyudkUssjIkuISGkgi+PBXOyrE68eK9HOnl+7pwxuXLggBMFBXUCz9PtsnmkTR5p5Sr2F7jx21kf9heokUssjI4uIcxdT1q5io1ZXujMUhKCKwh21WOwSDhe7sapEme8PCw4OVvRaqV4e7ng5u5FdHQoZrOV5OQsmjULQFnbil0qtaXaBAR4cvx4fQEawGqt3w3t79Cgb+oqQWUTWSRWCxMrf8fk4s5iRZ1v3e62m+6qNKaXjqTQYlt9TFCdYLBLCrt10ayraY0ZCV2UZwmUV4AVMk0+FFvcaanIZbeuKRqrM5HyIka5JhIsL2dJVUf26+t8I6Qmm25ndzNw4CC+33+SSrUHzYJ0HDGEI8VKU0UhFRZnvKVVlJjd0VoVRCqKyTD54oIeL1kNUokVidXKFl0MUquVXs6nCJWXk2v2YG1Na6xICZMV8x/1DrJNXvxP08d23li4R74RhbaG7+W3YJLYBDAXvYYaJzd7kW379f8Dv4Tr0zf37z9Dly4vOox1796c3bvrViCdnZ04fvwjBg58k7Q0242qQiFj5843CQ315vXXF3H6dB6jRnXk8ceHIZVK0WoNHD+eRXW1nm++2YDJZOaRR4aQkBDLPfd8ZU/18vJyZfv26bz55hJ7vQSwLa4olRa++mqrfczJycpTT3Xk00+T7G17PTxcSEn5iFGjZtojleRyGRs3voxK5cR///sdJ0/m0rNnDB4ezlittkLzvXvHcu+9X9m7nXl4uLB9+3RmzFjGggW77e959919KCioYM2auvpWUqmErKxZ9bqd/hssViuKNxc7hLm7KGRUv3jlIoWzK2uYvGQfOzOLifZy5afRnTFZLPT/eZvdjiZeroxqHszH+1Id9n2vf2tm7DpJee3DiYtCxtEHB6GUSfloz2kKa/Tc1SaCQdG2ubxSb+RMaRWt/D1wkl3aCuZ5qg0m3GYscxhzkkrRvzLuD/f5t775/fff4uvry6hRY1m5cjkFBXn85z8POmzz7rtv0apVPLfcMpIFC+bx1Vef4enpxbRpz5OQ0Ocv3+NavKcVNC7jft3N0guiqntH+PHpkLYk/LTFni49uVUYVT+9TYWzJ/vibkFfu1DTP8qfr4a3J+6rdfY0Gwnw06hO3LX8gMP7jI8NZdGt3WhMrtV581rzy5ISDT/9tJXqaj133plAVJQ/3367kSee+Amt1kBcXBirV7/AjBnLHDqJdurkx2+/vcnQoTM4diwDlUrBzJl38sgjQxrxbK5fNHqjXXR5eXMyb++oa9DQqfgA/ZoU8F5lXSBHmLyERQFfMTj7CSoktmfHaE8XEh8c5CDeXIv8mW+KiKJ/yM8/P8J//zuIvLxyjh3L4PXXbQ9l5eXVjBv3IVlZs3jnnWWsWJEPONGsWSlubiqqLsg59Pe/tusMXS7clQr0F61emq0SAqNbkJlXtzJsQM72yqiLd+ekMYgNNXEOY8ur23FIF2EvLq3DiXXa1gxyPs4+vW2VsULhQXJEF4LKM6l29rS/x4yy4bR0uqgWlDGIlTVtHUQigDU1rR1EIoCD+kiyjI4KdY2TGy3bhpGZ6ViATH8FKs9fz6xYYZuECwsrSE8vZOvW10lIeM3eyv7cuSImTQpn/frjlJbaboIqKuWMbVpMK+8a3thfV4itrW8V60YlMW51LKdO2YSgIBc9i4am8PnRYBad8WPRGT98VQYmNSukVK9AgpVvkwMxKWUER1soKHB8kFlyxhdvlYmX9kQCtqik1ztn4Odi5PFtTTDVpmX1DyvjibY5TFjTEq3JEwAPJxN7bz3Co9ui2Zdn8+3ych1RUVns359HTu094NmzBQwf3p7u3Zvz0ksLABy6YFxRVHXfOVaJFGNwMIf1EQ7pXIuqOiHDYheJALbrWjLIJYVVF7QD3atvylsuS/i4YrC97WemyYenPdbQRXWWhwqn8GnFIAAi5YX0UJ3miD6CWKccAs8cZtCgQeQ178H+PE8ATtbAJLd9OElM/Kyp62DVR3WS21338FRJXSFnd4mWt3yW8njx7faxddp4PvaZz/clCfaxLLMvZ41+LKupiza0ImUjHejvnYJJUzf11SjdabDK8Q3GxdGvgD3s/DxarYFPP11tF4nAlgr6ww+b2bs31b6CuW1bCkajmR49WjBq1ExKSjS4uzvzyy+PM3x4ezZvTuaBB74lOjqA1aufp6JCy6BB8Zw+nceDDw4kMtKPffvO0LVrNHFxMn5duJAWURKK8iSEu+lp30LLli27GTUyDCuR+Ph4cscdvdi7N5WvvprKrl2nyM4uISOjmMGD38HLy5X33rudvn3jaNnySapr06CWLz/AkiVP20UisKWrvf/+chYv3udw7osW7aFTJ8dIFYvFetnSQ0tr9A4iEUCN0UyFzsiykzk4yaSMjgm2t9VOKqggv0pn7ywGUKo1cLywgnZBXrhdUNunsFqHp8qpnkATqrYVm642mHBRyOyrk1vu6sPPRzPwc1HyWJemnCmt4pN9qZw3T2ox08XNwt6p/fnqgC2V+sGOTWha26r74yFt652fWqmgfQP1Cc9TUKXDbLUSfEE3ucyKGs6VV9M11Mdue3pZNbuyiukU7I3FWn8eNViuzNxaWVlBVJTtPkStVnPq1Il622zZspHHHnsKgKFDhzNhwmRKS0uZMGE0GzZsQyarX5h7164d7NplWyzUaG6OWoWCv8/GswUOv2/LKOL93Scdaur9kpxFX2dP0v1b2kUisNUd+/pAmkPdQSuwM8sxahNA3lD1W8E1iY+PO08/PcJh7P77BzBxYndyc0uJiQlBIpHw6af3UFNTxLp1h/D0tPDEE70IDvbm6NGZnDyZQ2Cgp0NnYcE/40Jx561+regQ5MW+nBKCTZVs+eY01Zoqnmv7O7MLO6E2VvJN86Vk5krpcnQ1zh37MXjgQG6Lj7zmRaK/QghF/4KuXW3FXM8X+DxPVZWOjz76nZkzV9SOSPjll+M8/fQtfPSRrZ2wm5uKN9+ceJUtvvoEuqnoHuaDi0LG9Nriw4D9ZnN/Xt2qrVd1ESeOViNrbcIsrftI9ladYr8uyqHgtVqqo8Di6fBe+SYPjhgcK7obZUp0bo452UbkeEoda2k4YaSDUwYSLA4FtNs7ZXBEH2F/EAZQlZWg1mop860r5js4OoCnu7Vgw7zt9oeA9kGejI4JZn5yJidrhYCLazjczBiNZubO3WEXic6zb3capaWOX6g7ctScKXfM2T5S7Mack/5UGetuyvNqlOzM9WB7rqd9rFjnhKuThSiPKmYcrEuByq+wolLJ0V2QbuTjbOTDw3XpEBarhJ9OBBCp1tlFIoBNWV6Eu+nRmureu8IgZ+lZH/YVOArA1YUWSrRWuKDr3dq1RxwK7DYWaqkWKY7XXyqxUmmpHzabaqxfE2SfvomDb4BNQLIiocRaJ7CeM/lzn3o7GoszB/RNkDUJJ/NQEhn5arjA35ZUdajnm9t0zVFJHDs/aqzO9cRjwKGu2HnyTB4YrI5TnM6qwOWiY94sNGsWxH/+04/vvtsM2G5Gx47twttvL3XYrnnzwHr7ms2WemHuixbt5ddf91BSW6hfo9Hy8MPfY7VaGTnyfXtntPbto9i58w2GDHmntg4RdOsWze23R7B+3XKWLTPjbjLxSossevTWMP+UH6/ujsBslXDoUAGdO2chl0XSv/8WtFpbdMtbb02iSZMAPvzwd8BW8POee77itdfG20UisH3XnBepL6SyUktkpJ9D3YeoKH8efXQI27al2G0fMaIDkZH+5OeXk5dXRrt29T9nf5eyGl2D4/FfryezNpWrlb+aff/pz5Nrj/LtYVs6XoSHC9vv6cuBnFLuXLYfrcmMh1LB8kk9iPF1Z9yvu9mVVYKvixOzhndgfGwoS1Ky+Xz/GVRyKc/3jKFPpD/ZlTV8vCeVwhodU+Ij+a62Q+D/DqWxLvEETQuOo1F708RDQ2mOnqk/ZXBnn858PLI3UqmUn46c441tKbT0VTOtewvclXJm7jrFb6dyaObtzpt94wj3cOG9Xaf4+eg5At1UvNO/NV1CvHnw98N8l3gWixUmxoUxZ0xnZu4+xStbkrFYIcTdmU1TenO0oJzbluzDbLVVl/tPu4gGr9mVQK32sAs5Go0GDw/H+4ezZ88QGBiMi4ttccLDwxMAX19foqObUlRUSGBgEBfTo0cvevToBcCWLRvqvS64uWkX6MW2jCL773F+arTG+mKoVa7A2kAaSYi6/pydEOFHXpWO32ub5DjLZTzZtXm97QTXFx4eLnh41EXJOznJeeSRgZSW2iJ0IyLq7nNjYv5+eq/g7zGmZYg9bbq9G7z33nt0zM4hTu+G2qTBRadhQWJzOsQ0Zfqz96FQXN8C0XmEUHQJdO3azCFMXaVSNFg1Pjo6kDNnPuP48Sx69IjB27t+u/Ybhbf6tsJZIeXjvamMWbgbuVTC/e2jUCsVnC6pYtaBNJRyGZNbhWG02G4GE3Nd2Ku+lbCqfMrNUkxyJWGSIpaVxdPT+TTZVd6YkCHFwhOe60nSh7Kwuq4uyQjXIwTIKh1SwlRmLTHVqRQq6woVR8qLedVrOXcV/occszcKTIx1PcSymvbc4nKUTdpYtFYF3VRplFjcSJAfZ5euGUUST7w0hZyTBuEe5MPAIC/KTBDq7szZ8irG/rqbAVEBRHm54iyXsfRkNvFfb8DH2YknuzbDz0XJz8fONSgU/XUpzxsPqVTC8OHtHGoVAYwOLGRhiS+51XUFXpt56nBTmLmwOaZSZsHDqf4qv6mBhWaNQUbKRZ3N9HoJ06YN48MPV2K1gqvczNPtcrhno+ONlMYoa7AFpYeyvtAT4GzER2WkRFc3MTRTawlUGTlWUid0tm4dTqdO0axff7T+ga8k1dXgarNDZayhJL2aGNeTnFX5228+J7vupZtzGitr2trb2EfKi5nitpv5mq4YL5gubnE5yrqaVg51hGIUeVion3KyrqYVxwy2GxizVM6xgDa41GhAVfcg5irVEyYvpchQJ7b5yzS0cCpgbV2ZKiRY6Od8gt8viHACGOt6kK3aFuSY61KERrkdIdyplO8qe9vHOhpTqMmrwk1VRZXM9j3sWVVEuatjrvmNytq1dZ+7khIN/frFcuTIOVatOoxMJuXRR4fw0EOD+f33RPvcFhzsxZNPDmf+/F0OHT2jovzYtCnZ4fhZWcV8880Gu9ACcPhwOjNmLLOLRAB79qSh054gO01CkUYBKJiS3oIfB5zm3YOh9vpiJpOEotMW0lOz0GrrPn/Tpy9ixIi6+kNgi/6pqqr/HdupU1OSkrLYV5taJZFIeOCBgSgUMiZM+JiKihq8vFz57LN76Nu3FTt2TGf58oM0axbIlCm9CQt7kOzsuvpHx49/+K9aCOdWNSwUZV5QCDy5sJLP9p2xi0QAGRU1fLD7FItTsu1tfyv0Rp5ef5R2gZ72gtPFNQbuXX4AD6WcWxftsUcHbT1XxLGHBjF47nZ7vaJ5xzL5pIMfPxzL4qixVogPiONV9VJyrL5872eLznv9aDFLd8wkJjSIXyvPP5DmsDu7hIFNAnihNr16b3Yph/LKeKJLM/vYiWINQ+bu4IdRHR3OZ+HxLHpF+PLa1uP2xZUcjZY3tqdwIKcUc+1nxwr8nOgoTl5JOnXqzOzZPzJq1Fi2b9/CpEm3O7y+atXvDBtWl2ag0VTi7q5Gq9Vy9mwaPj43x3eI4PLy9S3tmbh4L8cKKmju48bs0Z0p1RpYfirH7h+dQ7zQpbvipSmkwC8aY+33Y9dQb57s2ozU0ir+d/gsVitMbBXGpNp/y0/mkl2pZVRMMJEisuSGJCCgbiEvMLD+Io/gytCzZ0+WHkjmjXIPLO62e5PUrKbEOiXx1NPTbhiRCIRQdEk888xITp/OZeHCPQQFefLJJ3cjlUocckYlEujVK4YmTQJocgW7dVwr/JqSRayf2t5VxWSxMvtoBrNuac8He2y1MHRmC78kZ7Hm9l6MWbgLXe0TfpVzIM/F+7PpxDkOGptywgxUQT/9Abp4Z7PK2IGXS8cRJC1jnOsBisxqXKR6Mo0+lJjd6Oecwn5dE4Lk5Ug1FZTKPfmP+zaOGcLwklZTaXHmrsL/kKA6xUjXI+zTN+GTisF222913ccgpyQeKr2b3TpbK253fTmPKE/ztUcMRisUGuFsZhmb7+rNbUv22dsYrj9bwONdmpGYX05mbQHmEq2BpSdymBAXysnihjuetQq8cUXDCxk2rB0bNybh4eFC375xLFq0l9tv78mKFYfQavV4eRlZW+hLfFAN+mwpJToFYW46WvlU4ywzc6jQjRKdApnEyvimRUSo9QS56MmrsYlKcd7VJIRW8Ps5HzI0tgcfucTChGbFrEz3Zk9+nQAhlVoJCqpgyBAr1tIq3m2SiofSzKTmRcw+UeejtzYtoqVXDTty1fZOaQPDyojxqqaZp5bUctuDUyvvavKqFYyJLmHBaV+qjHICXAxEeujINjnjUmOhRislMtKPHj1akJ9fTu/esezYcYKgIC+HIrxXDFdX7o8LRF5Vyi8ZJlb4DgGrlZCSNNx1FZS4+vOTtSc/aXrSRJ9BgLQSFDLSTUEMzXuSjsp0jMjRW+WEy0v4tbozA1xS2KVrRoXFhQ7KdNwkOjykNXhKqymvjQKMlBdjuaiouFUqJbQ4jdPBbbFKpbbaQe47aaYo4JVSH0os7rhKdIx0OYIEK+2cMkg0RKCUGOnvnMIeXVNucUkkUR+BTGKhibyQJ4pvw0tSTaS0gBqzHInJxNOFt2K2SgitSMfJUINW4cpq7y7gKsHNrGWkogSFTwC/5d8cBT5/+20/2RcVKB4w4G0sloVkZBTh7OyEf21nnFWrnmfz5mRKSjQMG9YeNzcVH300hccf/wm93khkpB9vvTUJL6/f+fbbjfbjjRrVqcHOnwsXLuHCyDqA6JoKEjV1195ilbDgtB8ao+NtiUEvwVuhJ++C2xWj0cyJE7u5sNuhXC7j4YcHk5qaZ++MlpDQkjvvTGDSpO58/fUGMjOLmTChGwkJsQDk5HxNSko2cXFhuNR2IOvRI4YetQUvf/hhk4NIBBAf/wwm04I/vtB/QMu/0eELoKSmvtiVX6WjoNpRaMqsqLEX5DyPxmDil6QsLsxw05stPLNoE+fK6wqhWoEZGw6S7+0YsbNE14X0iwp0nnILJiO/BlzqIhc2pxeSlpPPhVGBKUWVLEpxrLdWoTeyIc0xtQbgWH65Q7oM2OopVeiNDmNXM/YvPr4tKpWSESMGExfXivbtO/LCC9OYMeMDADZsWMvPP/9i3/7rr79k8+aNWK0WHnvsyRvqwUBw9YjxVXP0wUGU6wx4KBX29NDd9/bj1+PZuDnJ+d/hs+RF2cTbdq4wpmMcgW4qbo8PRyqV8vUtHXijbxwmi2Nq57jroDix4NLw9fVt8GfBlSfVryWWyrrOosmuLbn/lhY33N9BCEWXgLOzE3PnPsbs2Y8gu6A2wNtvT2LGjMWYzQYee2wArVqF/8lRbiwKq/W4OTmmkOjNFnZk1M+Z/u1kjl0kOs8pvZxEkytccKu7WxLLqUwfcnxs1zHP4sU2bQzv+fzK1KKp9u1cJHrWBX3IxIKHyHVvAcBJjZlFgV/xfMl4ThltYeG/VHdDJrGyQ+cYQbKkqiN7S30w+dS5hcbZE2mXThgvKPRpBWYfOWcXic6zI7OInAvaDoNtNfjCrjMX89kt9SvZ34isXXuEDRte5ssv1zkUsn3vvdtxcVHy6KM/UFQk4wRKQgNN/DemkNk7ffg22fY3a+5Zw8e9zvJVUiDzTgUw7xQEuuh5rUsGmZVKfjntx8Q1sfg7G7iteSFmK+RWKbl3YzOi1DbBKbnEFSe5hbAIMytXrsfNzUrTID2/nPZjVlIQFgsMDC/FT2XCZIXZJwLQmmXEeFUzKLwco0XCD8cD2JDlhUJi4dH4HHxUJt45GEbyYdtns0dQBYNiK5i5M4R5J22ik6urjE2bpvH884v58ktbxy+JRMKvvz7Jtm3H+eKLdVwNfjtXxtiYUMoyalf3JRJyfZvyStsA3jhS9zCXporC49xOjoV2xiS3PYjv0TejbWkiMqWCVa5t7duOUh5kpPtRHiq+i0O16V/dVakkqE6jkhjprkplh645O/Ut7PuoDNXEliTRw3ocrbcPeT5RfFwr2PZTpfCI5yY+L+/P/zS2SCAnTHzp+zMH9ZH8qKmrQ5SgP4xCV8MmD1tL1yx8UBh1tDu7k/0tBti3y/aOYlqUko/S6x7Aq2TOBLSOZV1aAWYuTw2aa52pU7+uN3Y+8ifiom44EomE/v1bO4w98MBAxo/vSkZGEfHxEcjlMj799G4CAjzYujWF2NgA+vcPYufOwzg5gaH2Kb9ZhIFbokr5Is0fg9k2TzrLzQwJK6vXSdBHZaJfaDmbsz3tY2OiS/BSmnhtX92KeNdgDXe2KuEHUwDHzqlQKKy0bGngk4/fYuTIttxxx32EhUXQubPtO97Z2Ylnnx3Fxbi6qurVJbqQhx/+od7YxSmzf5dVp3IaHPdSKSirLRgdpnbmuR4xLDmRQ3p5Xf2ou9tGYrFaWXJB0dsxzfxxshjZf8FhvaVmio7uBhw7qZ3dtx0iHQvZdvIrYK05xCFS0E2iw02qp8ZcF9Xpo9AS7VzEDn1dtJ7MYsKQnw3ekQ5jxUkHwLVOfJIC7Zy0yCUSTNa6Yrv3tI1kb04pxy7oYnd76wiyK2t484LIs2gvF86U/fH8ebl5++33HX4/LxIBrFix1uG1Z555gWeeeeGq2CW48bm4k1OXUB+6hPrw1LojDveaiVXwbbNAOl5UYN/ftb5AL7jxcXauEwbd3W/GHIXGwySpH0HfrVevRrDkyiKEosuA7KICki++OBaFIo3t27czZEhMI1l1ZRne1J9VZwrrjd/VJoJgd2d2Z9WtXMcHeDA2JoQfa9syg+1m8dbYUH5ITMd4wcpil1BvtmUU2W+cAZoGB1BW6eqwvFhscWdRRV2hWoAaq5IfNL3INV/QShQZcyq72kWi8+zUNUeJ4+ql1GKhSWgoWY5aD9He9UN2OwZ7syo1n6ILVn+7hPhgDLTwXWK6faxflD+3tw5nUQOtngE6hvg0OH6jYbFYmTNnB8uWOXbi+OmnrSgvKvSWky9ntcqb6gvqAJ0ud2F3oTt78+vSlfJrlBRUK1ia5ovObNu2UOtETrUTAS5GduTZtj1a7EaUWsuqW5K4a2sMaWkK0tIUtI7UEhZh4ZNDdWkkGzK9+bz3GZ7e0QRDbRTRyTJXOgZUsStXjd5iex+jVcrSNF/a+FXbtwPYledBvosLVfo626urzaxZk8KBA2n2MavVyk8/bXVIx7nSaPQmsisdH7qsQJG8/ue73Zg7OJx4zmGswrsFWValw9hKbTsOF/pi8KibSnbrmvGY+3o+1wzi9bLRKDEw0DmZQrMad6mOwioJqU068l7z9WSbLDxQNMy+72ZdLJ106WzRxdrHDMj5OLMnGcoQuKBW7C5FPEE4tks3KlQ0G3UH+0/mO4xXegVjSU93GMuu1FLcQPTGjUppacNRjRdy4kQ2ubll9OrVEqfaYsmFhRUkJqbTsWM0Pj7u+Pi4o9MZ2LIlmZqaYkJCyolpnk129mE+/VSCh9zCs0MqqCqGtmoNES46CmoULBhSyryT/kgkVsZHFyORwqDwUtZn2h54XJVmMtxd8Qq20MW1hmoNTAovpK1vFXIZfNHnDJuzPGnqoaVvaDmVVXIWdEvG0l3COaMLhzXu7Dug49TJs8gUoHJyomVsa5SqEIYO7U379jbRyGq1smfPaeRyGZ0vaLPe0Llf2I74UknKrb9YArDvP/1ZkJyFUi6lf5Q/287l81VCJLOPZpCn0RKv0PHb8hX4VJfRsUZBDko8SnM5cmoDUouZJl6h5HuG46rX0LTsNCaFnmbeOlKdmyCxWugnO8bo1ifYYFayora4e7CsjEFep/HR6/lJY7uxlVtNWM/mEiQrpTCgI0gkSLFwp/tu1FItRw3hVFqdkWLhEa/NhPiW8lm5O9kWH5ysRobrtoHOQJ7EiXyXIGRmIzHZifx4qozmzl4UeIZhlcqIr87g80+P0NzdDw+lJ9VyZ/r4OxNYXYDcyZUvhrThaGElnUO8eXfj4ct2/QWC65FSbf24uobGBDcnkgvqVkmll6fbpODv8XCnaNafybdX+4yyaOgYGfyn+1yPCKFI8K/4/fbe7Mgo5NkNSbgrZaiVTvSL8ufBjtFIACeZlKUncmjq7cbLCS0Jdnfm/QHxfLovFaVcyisJsfRvEsDs0Z2ZtuEoRdV6bo+P4MmuzfFUOfHfVYexAkqZlPcGtWVNaj5fHDhjf39XXSUZWSa4qFREE0URFxMg0+Avq6TQXJd+5KErxTk7B0lEANZaVfj1/vFMbB1Jt+83UVxjm4iHNA3k0c7NOFmk4etDaVisMKJ5EP9pH0Wsn5oHVx3iTGkVI5oH807/ViikUlyd5GxOL6RDsBfv9m9NgJuKX8d35aej58gqrya/Sk+vCF9+HtOlnq2NySuvPM+RI4nEx7ept7L6d9m5czo9e77W4GshIV44Ozs51Dnx9narN7k5KRUMGzaQr75yLPy5oap+ilCJTkGFwfFrLFOj5Fyl4+paeqUzv6T6U1xVJ0olnXOmg7Oj0ACwK1ftIP4ApJU7U6R1XPHL1zqBoX6Xm0GDBjBrlmObSTc3Zb3t1Gpn/PzUaDTaeq9dCR7o0IRuYT78nlonokR7uXJf+yZ8c+isvR6CBJjSJpJFKdkOnVdu69WBhcezOHOB4OCvkuGjDCDroufp544PIMPflr6px4lN2lgWB3zJXYX/QeNmWwEbl9+Me9x31rNzbUY4ONaRxSL3wF0uo/SCbBV/tRuT4+OYufuUfUwpkzKhbTTzLhKKJsSFsTWjiNMldbbf1jqcaC83h++Va5XL4Zt/xIABb7JmzQs888xcPv10NQDh4b5s2/Y6Bw6kcccdn2MwmHB2dmLx4qeIivInIeEViourASsxzU0MiykldZ+a08U2v9MEG/l+QCrvHwrl7uM2gSbMTccvQ05xvNSFezY1R2uS4aYw83LHDOQyKx8dC2PHQVckEisxMSb6d6hgzUEvXt4bCdg6Dn7d9wwzD4cybEUrrEgId7cd80yRE69tD8FgkeIsN/Nsj1yqlAo+mJmMVp/Cyy+vZ9So5nzzzZOMHfspu2s/MwMGtGb16obPfd++y/u5+PhIwxFFPb5Zy+PuJWwrrOZ5WRhWiQSp2USntC04mfR83XwgRrk34E1P4z7+YzrE90HjOSmz1WjqKDvDL57vM1M7isUefW3XWl7CUp/POWIIY0bZLWzStMVVoucd78VYgI/LBvNo8R1IsXCP+w6aK/L5NLcX+0NsopF/WRZtTadRRXjzXvlwACJkxbzhuYwCszsflA/FiBwX9Lzv8ysR8mIeLLqLMhdXJFh4WL2RSS57uddpKnvNtqjZ1pY07q1ezmyPIWxV2YRgV00VXU8sZYNHCB9FdAGJFJnFxKCSRPD1Jk0SBQ3UPRMIbhbuaRvFnGMZ9vk5xFlGn0j/P9/pJuGP5sX8/Dz++9/70Ol0PPfcS/Tu3bcRrRTcqNzSPJgNk7ty38ff4aKv4qm+7f96p+sQIRRdIfr168fu3btp1qxZY5tyxegV4c+e//Rv8LUHO0bzYMdoh7FnerTgmR4tHMYmtw5ncutwzBarvd7Cgx2jGdgkgMT8cnqG+xLopqJ3hB86k5lVqXm09FPzZveuHNsm5bUT+RS6ByK1WrjdbTe3u+1li7Ylm7UtAQiRlXKXejfdnNN4puRWCsyeeNUU45uWRP8ObXhraCvOmp1pF+RpD+U99chQVp7Kxc9VyeBoW3G4L4e355XesehNZiJqiwL2jfLn1CNDsVitSC9Q9T9poHXwrXFh3Br3zwugXi2OHTtCTU0NK1eu45lnniQx8RDt2nX4x8fp0aNlg+NxcWE88cRwPD1deeaZuYAtHeSNNyZitVoZPvxd9LX1KZ57bhR33pnA/Pm7Ka9Nv2jZMohXX+3NQw8toby21oZEYkUf4kxUmZ70kjohZmhkGVkapb1WEUCwqx5NA6JOsGv9lbmhkaVsy/Ekr6ZOGGoSpMfgLOdQel1h7GbNlAwbHsfnnx+zdzIbODCeGTPuYf36k/YW41FR/jz22DBycsrsnRI9PV15/vnRpKbmMXnyp/U6oU2d2qfB6/h3sL52K/1/2sLmjGJCXOXcEhNO11AfprSJQCqRIAHmJ2cS6u7Ccz1bEKp2YemE7ry/+xQWq5Wnu7UgIcKPxbd257G1iZwrr2ZCXBgv9oqha6g3ExbtRWsyo5JL+XpMV3xclPT/eRuG2pScbj5KjC5NybggeMmClA8ye6FR1oVJ66xOVJmdkFlNmCW2qUhitRBr0SNxNnGktnixQirh+/vGkqfRceey/ZitVqQSmNG/NaNigjlWUM66tAK8nZ34eHAbRrYI5qNBbXhv10mswLPdW9C/SQCbpvTm3Z0nyayoYVKrcG5rHc6kVmHE+LqzO7uEzWdyydeaaObpzOnH64rWNjaXyzf/iE2bkvjyy3V2oQQgM7OY999fwYoVB+3t4bVaA9OmzcHHR1YrEgFISE2Vo1TrOV1c97fdkevBvJN+fHe8rrhmVpWKb5ID2ZTlae8aWGWUsSjNj1beNVRqbWNWq4STJ+V4ypzZk1cX7bYpy4t5J/35X3Ig1tp6R5kaFV8nBbIh08su7mpNMuYf9SXWuwat/rzIIGHFitNkZj5CYmJd6tjGjX987suXO0Y/XimKjDD7VD6Z3tH2wvIWmZzSmDiC5RUYDXXfbfs8OtDJo4zciroHxYPmpvxu6cTimk72sSyTD6tq2rCsur09tazaqmRBVWeCZBX2zoQWpMzTdOVJj/Xkq+r+VoVeYdQUpLO+pq5geIbZl+OGYJZUd7QfswYlczVdCZBV2ruTWpHyv8o+qCQmUs11kbxJ0mhKw5pypLwuWrDayY2w7v4crGkDtd0lzVI5iZ4RpNRowVWIRIKbm96Rfmy9qw/3fTkXc2UpX04ZgZNM+MWfzYufffYRzz//CrGxcdxxxwQhFAmuGP2ahxGbbYt8bRo5unGNuUIIoegK0aFDBxYvXoxMVv/hVFCfi4tyRnu7EX1BdzhXJzn/G9nRYZvuTe/htspKvvplMVvWr8UorSalgxvfBfzIPn0TKi0qW60UqQmZXsvo04tJ17jTNT6WqR+9T3i4ra7MxVKXt7MTd7WNrGdjoFvDOeDSBlqWXm8cOLCfhIQ+ACQk9OHQoQP1HkZ37drBrl07AOxthBvCav2V06dzWbnyIP36taaqSkf37i2QyaRMmzaSW27pQFJSJr17x9qL56alfc6mTUnExYXRoUMTAJKTP2Thwt2o1c5MmtQDNzcVCQl9+PLLdWRl5RMfr6aqKhOTaxKW4yY0GgktA3V0aKFlHCWU6uTsyvMgSq3l/R7nqDZKWZ5eV2QuwMXAnTGFKGRWZh0LwmKVcF+rfHoFa5jR9xwfJIaSW6XEL8hCebAbLWM9CWkdREkJ9O3blpdfvhWlUsF99+WwZMk+wsJ8mDixO0qlgsOH32PJkn1YLFbGj++Kh4cL3377APfc05eMjCIGD26Dl5cb8fERZGS0qE1Ls7J372leffVWVBfVK/inbLr7j2+MGhItR8WEMOqidqoDowM48fAQh7FbmgeT/dQtHM4ro12gJz61BYCTHhrEshM5hHu4MD42lHlJmdxzwYO2CjPVudVwUXfxE6dldNZsoiSmBx6enjybEMf4dhMxmi0sTsnmXHk1Y1qGEONriwbsFubDnqwSuoR608TL9v2w9o4EyrQGXJ3k9hvoJ7s158lujjXIQtUufDHMccVHLpXycOemPNz5j+vUNDaX0zf/iPT0+mnEeXllFBY6Rtzl55ejUnk6jJmtErKq6kfMpVfWH8uvdqKgxvGznVvlhJfSsU6U1SqhRFP/9uRspcouEl14zGKt47aFNQr8nB1TWq1WCSaTCnBMv/yjc2+og+mVwuikwiB1vC5lFlcUJkcB2YjcITL2PDkmr3pjhWZ3yi2OHR+LzGounq0MKMgw10+BLpJ71xvLNXs0eEwpjoWpDcjJM18UFgjkmDzrH9OgRmN1nFu1Umck8n9XC0oguNHoFeFHQvkJ8vLyCPGY1NjmXBP82byYknKct99+H4lEgpubG1VVGtzcbtz6Pc899xwm081Ra/Faxs/vxmyMIoSiK4gQia48arWa5x+4l4mD+vLxRx/yzW4pt7bJpVd0XTvec6XOfLMnCmRuvPL0o/To0cMhr1cAlZUVREXZnuLVajWnTtWvndOjRy969LClJmzZsqHe6xfSvHkwTz89ssHXYmJCiLlIlAgJ8WbKlN71xp56yjGyIzjYm7ffnuwwZjQaSUlJITExkQP79rEsW4oE6Ny1mgfkqXR1qUAhsT3I/K//aZac8cVHZeL+Vvmo5FbublnI3S0LKTMr2KXz4o2KGIolcqI7ShnTJo6OHTvSrl07QkNDG/zcxMSE8NJLYx3G1GoX7rmnvljTrVtzul0kYAQFeTGyVgQdObJTvX2uNbydnRhwUQfH5j7uPNezrh7b3W0jKdUa+PnoOQLdVLzRtxUe2k4MnLONLKnths2juphu7lIemfYszZs7XhOFTMrk1vWbAER6ujbY5tfL+dKEtWuZy+Wb8+eP5bbbltYbd3NT8cQTw1m9OpEzZ+pS9qZM6Y2HhwuzZ9elUd55ZwJt2kQ4FMb28zARH6XD6bTFHtXjIjdzb2whW3M8ybwgsm9MdAnOcgsr0uuEiZFNSmnpVcPeCzoTurtbiY/SkZ6lsHccVMnM3NMyny3ZHmRV1R1zdHQJ7k5mlqb5XnDMEvw8TezOqzumlye89dZdTJjwnT160Xbuwxo8d09PV376aWuD1/LfYH3tViTTF9UblwB9vZzYpS3mtLIuUsgr9xwyQw1E1om6gdp8pLmZyIK6YJbY7i/cqGGgaT+rpa3Jt3jVHtPCrW4HMSJjbU28ff/Rrofxl1Vy1FDnW22dMpjktp+Fms72NGy52Uj7yqNU+IeSb/a0bzve7TDmBo4ZJK/gSGldEet2TucYJj3Ir3TGVFtYzNmiwz0tFbV3WyoVtX8Xq5WK5CICfTPI9alTkSMqcvFTycj721dXILg5UCrrC/A3I382L5rNZvu9mru7mvLy8npC0aUurlxL9OzZs7FNEGD7HN6IXJJQ9E/yQ6uqNDz44FTKysqYMuUeJk687ZKNFwjOExUVxXvvz2TmzPf59cBBPJyNxAdrKK1R8M3uKFw9A3j99TcIDRXtQhtCrfawT5YajQYPj/qrwdcqCoWCNm3a0KZNG+6++24yMjLYsWMHO7Zv49e8fNYZguivKqSHqpQBYRUMCHOMkigyO7Ghxpf9Bm+sEgnxreOZnJBAt27dRBeJS+Cpbs15ykEU8+bMS2FMfm46uQWFtHK18t5nnzt07RDU53L55uTJk+oJRVOn9uOxx4YSFeXP1q2v88EHK8jNLeP223sxcmRHhg1rR0xMCPv2pZKQ0JJHHx2KXC7DxUXJnDlbkUiq8VDnsl1jpFM3A3kZMjxkRibFFOHhauaXIaf4OimQwhonRjUpYWhkGX1CK4hQ6zhS5EbnAA33tcpHKbNyxKBmT5Y7Li4WOrfQ0k6tYfygXGafCEAutXJvbAGRHgbbMZMDKah2YlR0CcMiy0gIrcDDzczBInc8va1URKgpk0Cnjia0Oj/atm3K++9PJSjIm+3bw/jii7XI5VIef3wYUVEBf3juLVuG8Nxz8xyumdX667+6/gBvdAnm1X259t8nxgRyf+cW9IvyR2cy8/m+MxzMLaV7oBvDAttSUVHB0tP5bCuowdOkpYO8Gq0pkmH5ezjmFARmI1EFJ5in9yfOaTPOAS0xK1W0qj7FsUwDnZx3IFFryFf400GexkT2EOKmw0VqYH1NK5ooinhQvQVvWQ33VS9lPR3AbKZ9xVE6eBXwUMAsvq3sTbHFjfGuh+jjfIq2snQCTSUcNwTT3JxJs+wkNDo5Q6QbOamMRlWjwS83hQVmD7q4riPDrzkyi5nmZalUuwRzu+ksyapIjE7ODPRTktBzAq4enizPN5BaZWZw82Duaz/e1hnyeBaTFu91iFeyvDr+X19/geB6R6FQ/PVGNwF/Ni9euEhfVdXwnPlPFj4Fgr+Di4vLX290HfKvhaJ/mh86Z85sxowZz+jR4xgzZjhjxozHyenGXQUWXH2cnZ15/vkXeO7ZZ5h7yMrrvieYfygUi9RFiER/QadOnZk9+0dGjRrL9u1bmDTp9sY26V8TERFBREQEt99+O0ePHuXXhQtYmnycnXpfprqdI1huK6ZttcJuvReLq0OQyGQMGTaEsWPH4u8vCkVeKZycnJjQNZ65c+fSpvtgIRL9DS6nb/6ZyBES4s3HH9/tMKZUKnj++dH1tp00qQeTJvWoPaaVjIwMjh07RlJSEsnHjrKjxp8dZf74y03EtqpklKKCZgpbIXFnuYWn2uXWO+bM+DSIv2jQDboEOnZrC3Ez8FqXLDJNzpw2uvJ5RRTpJleMYRAZLqFJVBTxbdoQHx9PbGxsvZu3zp2b8vPPj/ytc3/22VE8++yoP7hi/5xXhvTglSENv6aSy+rV8APo2LGBjbFd96qqKkpLSykpKXH4v7Q0mpISDzJLilFknSXEkkY+8AHRyKQQ7FFBP4/1hHnqqLBYcfOQ8ELcfl5gv8N7aI1SpljWk1XuTPY5Z94ub06BxgmrNYsAsqgAtskC8PbyoJWvO719LHh7h+Hdrw3e3t74+PjY/3d2dv7TSN5uDYxNiAtjwjVc208guNqITAUbfzYvxsbGceDAPmJjW6HRaHB3vzEjPQTXFjeqpvGvhaJ/mh968OB+3n33Q2QyGXFxrThzJpXY2LjLchICwXmcnJx47PEneOyxx5h9IIxTha5MnXq7EIn+gvj4tqhUSkaMGExcXCvat/+Dp5PrCIlEQtu2bWnbti1Hjhzhww9m8mGlgofcz9JUUcNvNYFs1vrSrl1bnnjiSby969fkEFx+XF1tqWMiWuvvca37pkQiITIyksjISEaOHInZbObcuXMkJSVx7NgxEpOS2KXRARAkN9BaUU5bZSWhMh3/JAO42iIjyeDOUb2a02Z3DBbbzlEREQytFYbi4uJwc3P7iyPdGEgkEtzd3XF3dyciIuIPtzObzVRWVlJSUkJeXh5paWmkpZ0h+cwZ9pyrrj0WKBp4/jRcUPbC29uTpjHN6RsdTVRUFIGBgXh7e6NWq0Uqt0BwlRC+ZqOhefGFF6YxY8YHPPLIEzzyyANotVqeffbFxjZVcJNwo0b7/Wuh6J/mh1ZUVNgfDNRqNRUV5Q0e90bKGxU0DlFRUbSKiyP5+HHkchmDBw9ubJOuCy532+1ribZt2/LpZ5/zwnPPMrvYzC2qPDZrfRk6dCgPPPCAWKW7ivTq1YujR48ydOjQxjbluuF68k2ZTEZ0dDTR0dGMHj0as9lMWloaSUlJHD50iI3Hk1mv9cdHbqKdoow+qhI8ZA0X4rRYIdHgwV6dF6kmN8xW8PPxZmDXbsTHx9OqVasbti7A5UImk+Hl5YWXlxdNmzalVy9buoXVaqW4uJi0tDTS09PRarX19nVzcyM6OpomTZrg5VW/YLZAILi6CKGojovnxRkzPgAgODiEpUt/bwyTBDcxcvmNWfb5X5/VP80P9fCwba9SqdBoNKjVDddZEHmjgstB23btSD5+nIiICJHeIgDA29ubp6Y9w7Rp05hbFUpoSDD33XefEImuMh4eHrz00kuNbYbgKiGTyWjevDnNmzdn3LhxVFRUsG/fPnbv2sWWI0fYpvOjp7KYeKVjl7Eys4L1ugDyTU4E+PsxulcCPXr0oGnTpuJh6TIgkUjw8/PDz8+Prl27NrY5AoHgb2C1Wv96I4FAcNW5Ue9L/rVQ9E/zQzt27MyOHVsZNWosyclJNG3a7DKYLxA0THR0dO3/127ba8HVp0WLFkQ3iSLtbDqDhwy9YUNFBYJrFQ8PDwYNGsSgQYPIz89nwYIFbN68mS0633rbhoYE8+ztd9CjRw+kUmkjWCsQCASNT8+ePVm0aJE9dVsgEFwb9OvXj82bNze2GVeMfy0U/dP80DvumMKDD07lu+++YcqUe0SLR8EVpX379sycOfNPazcIbk5ee306OTk5xMTE/PXGAoHgihEYGMgTTzzB5MmTyc/Pd3hNoVDQokULEfEnEAhueiZPnky/fv3w9PRsbFMEAsEFPPTQQ0yaNKmxzbhiXFJC3T/JD3V3VzNv3qJLeTuB4G8jlUqFECBokPP1OgQCwbVBQEAAAQEBjW2GQCAQXJMoFArRlEUguAZRqVQEBQU1thlXDBHLLRAIBAKBQCAQCAQCgUAgAIRQJBAIBAKBQCAQCAQCgUAgqEUIRQKBQCAQCAQCgUAgEAgEAuASaxRdadLT02nbtn1jm/GvqarS4Obm3thm3LRc79c/KyujsU34Q4RvCi6F6/36C9+8clzvn43rnev9+gvfvHJc75+N653r/fpfq755vfslXP+fjeud6/36/5lvSgoLK61X0Zabivfff8fe9U1w9RHXX/BHiM9G4yKuv+CPEJ+NxkVcf8EfIT4bjYu4/oI/Qnw2Gpcb+fqL1DOBQCAQCAQCgUAgEAgEAgEghCKBQCAQCAQCgUAgEAgEAkEtQii6gvTo0auxTbipEddf8EeIz0bjIq6/4I8Qn43GRVx/wR8hPhuNi7j+gj9CfDYalxv5+osaRQKBQCAQCAQCgUAgEAgEAkBEFAkEAoFAIBAIBAKBQCAQCGoRQpFAIBAIBAKBQCAQCAQCgQAQQtFVY9euHcyY8UZjm3FdYrVaue228YwcOQSz2XzJx1uwYB5z586+DJYJrneEX14awjcFVwrhm5eG8E3BlUL45qUhfFNwpRC+eWkI36yPEIoE1zwFBfm4ubmxYsVaZDJZY5sjEAhqEb4pEFybCN8UCK5NhG8KBNcmwjfrI29sA65Xdu3awTfffAVYKS0t5e67p/LLL3NRKpV8+OFn/Pe/92E0GomNjeP99z922Hfu3NksXDgfgLfffo/4+LZX/wSuI6ZPf4WdO3fwxBMPo9XWUFRUhI+PL1999T+WLPmVrVs3UVlZiUwmo1+/gSxbtpjo6KZ8/PEXJCUd4+WXn8Ng0DN48DCeeGKaw7E/+OBddu7cjlQq5ZNPviQ8PKKRzlJwORB+eXURvin4uwjfvLoI3xT8XYRvXl2Ebwr+LsI3ry7CN+sjIoouCSs//7yAAQMGkZh4iCVLVhIUFExeXi6LFi3n99/Xo9FoOHv2jH2PkpIS1q1bzYoVa/n551/44IP3GtH+64MXXniF3r370qpVawYPHsbSpb/TvXtPVq78DQAfH1/mz1+Mv38Aer2OFSvWkp2dRVlZKU2bNuO331azZs1mtm3bglartR83JeU4eXl5/Pbbat5990M+/fSjRjpDweVF+OXVQvim4J8hfPNqIXxT8M8Qvnm1EL4p+GcI37xaCN+sj4gougRiYmIBCAwMwsfHF4CAgEDOnk3jk08+pLKygqysTPLz8+37ZGSkc/x4MmPGDG8Um69nTp8+xbFjR/j55x/R63WMGTMetdrD/ncICAh0+JuUl5djMBTy2msvotVqOXMmleLiIvvxUlNPsXv3DkaPHla7f8DVPynBZUf45dVH+Kbg7yB88+ojfFPwdxC+efURvin4OwjfvPoI36xDCEWXgERy4c91v+Tm5jJs2C1MmnQ7Dz44FavVan8tPDyStm3b88MPcwAwGo1Xzd7rnaZNm9GrVx9GjBgF2K7dkiW/Olz7C3+2Wq389NN3PProk/To0Ytbbhnk8LeIjm5Gnz79mDHjA/vxBNc/wi+vPsI3BX8H4ZtXH+Gbgr+D8M2rj/BNwd9B+ObVR/hmHUIougJIpVJmzfqc1at/r/ear68vAwcOZuTIIchkMnr2TODpp59rBCuvP+688x6eeupRfvrpO6xWKy+99Npf7jNw4GBeeGEazZvH4OTk5PBaq1at8fcPYPToYUgkEsaMGc+UKfdcKfMFjYzwyyuH8E3BpSB888ohfFNwKQjfvHII3xRcCsI3rxzCN+uQFBZWWv96M4FAIBAIBAKBQCAQCAQCwY2OKGYtEAgEAoFAIBAIBAKBQCAAhFAkEAgEAoFAIBAIBAKBQCCoRQhFAoFAIBAIBAKBQCAQCAQCQAhFAoFAIBAIBAKBQCAQCASCWoRQJBAIBAKBQCAQCAQCgUAgAIRQJBAIBNcUu3btwN9fzfPPP93YpggEAiAzMwN/fzW3337rJR0nPz+P999/p8F2xgKB4NpC+KtAcGWYPv0VmjYNw99fzdy5sxvbHMGfIISim5SLb3x37tzO8OEDCQ/3Jzo6lLvuuo1z59Lt2/v7q+3/YmIiefDBe6mpqWks8wUCgUAguG4wmUzk5+fxwQfvsmaNePAUCK51hL8KBJef6upqvvzyU9RqNV9++S09eyY0tkmCP0EIRQJSU08zceIYTp8+xYsvvsodd9zF2rWruPXWUej1evt2wcEhzJr1HR07dmbp0sX88MP/GtFqgeD6p6ioiHHjRhAZGUSTJiEMGdKXkpJi++uVlRX07duDZs3CSUo6yunTpxg/fhRNmoTQvn0cX3/9BQA///wj/v5qNm/eSEFBPv7+ap555kkABgxIoE2bmEY5P4HgRsNoNHLrraMIC/Nj6ND++PurWbnyNwASErrg768G6iIDJ08ex+DBfRg6tD+DBvUBYOHC+fj7q1mwYF4jnYVAcP3Q0Dy5YsUy/P3V3HPPHYwePYxmzcJ55ZUXsFqtDR5j/vw5dOvWnsjIQIYNG8CxY0cAWLBgHv7+ah555AH69etJs2bhfPvtVwDCXwWCS6Qh342LiwYgOzuLhx++n5ycbEaPHoa/v5q33nqdFi0iGDFiMPv376N79w40bx7OL7/MbeQzuXkRQpGAzz77CKPRyKuvvsGDDz7C9OlvM3r0WDIyzrF06SL7dmq1mnHjJvDoo08BkJFxrpEsFghuDJYsWciOHdu4//6HmD79beLi4jGbzQAYDAamTJlMRsY5Fi5cSsuWcUyZMonTp0/yyCOP0759R1599UXWrVtDt249ADh4cD8HDuy3/1xTU0NKSjJdu3ZrtHMUCG4UrFYrjz76ALt37+R//5tN3779/3Kf7du3MmzYCB544L+8+OKrAHTr1oNvvvnB7rcCgeCP+bN5ctu2LYwYMYrY2Di++eZL1q1bU2//Xbt28MQTDxMWFs6TTz5DWVkpd945CZ1OZ99my5ZN3H77FCQSeOut1zEYDMJfBYJLpCHf/fDDzwBo3rwF33zzA82b1y1knjuXTv/+g9i3bw933HErU6fej9ls4dVXX2ysU7jpEUKRgBMnUgDo2LGzfaxTpy4OrwGYzWaKiorYvn0LAO3bd7iKVgoENx5NmthWVnbv3sm5c+mMGTMOf/8AwLbSuXv3Tn7++Rfat+/ImTOpnD2bRn5+Hu+++xYrViwDYNu2zTRr1hxfX18OHtzPoUMH6NdvACdPprBjxzZMJhNdunRvtHMUCG4Utm7dzNKli/nww88YMmTY39pn4MAhPP7404wfP5E+ffoBEB4ewZgx44mIiLyC1goENwZ/Nk8OGTKMqVMf4OmnnwNsotDFbNiwDrD579tvTyct7Qx5ebmcPn3Svs1tt93J1Kn3065dB3Q6HUVFhcJfBYJLpCHf7dPHtsDi6+vHmDHj8fPzs2//4ouvMmHCZAAGDBjM1KkPEBsbR0VFOeXlZVf/BARCKBLUIZFI7D+fD981m032sdTU08TFRTNz5gyGDRvBpEm3X3UbBYIbiUGDhrJmzSb69RvAvn17GDv2Fkwmm8/5+tomz8WLFwJ1Ptm3b38WLVpu/3fnnfcA0LlzNw4fPsT+/XsZOXIMAQGBfPvtLACxEioQXAa8vX2QSqUsW7YYk8mETCYDsPtsRUVFvX0CAwPtP184xwoEgr/Hn82T57k45Uyv19tLJ5x/bfr0d+zz5sKFywgPj7Bv7+npBYBcLgdsC6PCXwWCS6Mh3929u76Yex4PD08UCgVgy2IB7POs2Wy58gYL6iGEIgExMS0BOHLksH3s0KEDALRu3cY+Fh4ewQ8/zCU+vi2rV69k06b1V9dQgeAGY+XK39iwYS3BwSG0aGHzw/z8PACGDbuFqVPvZ/78Obz//js0a9acJk2i2bdvL0lJxzhzJpUffvifvdZCt27dqays4ODB/XTs2JmOHTuzY8dWPD097T4uEAj+PW3atOXVV99ky5ZNPPXUo4SFhQOwcuVyPvvsI/Lycv90fw8PTwCSko6xdOkiSkpKrrTJAsF1z5/Nk2vXrub777/lo4/eB7AXxu3evQMtWkQCMGjQEACWLVtETk42hw8f5KWXnrWLQ3+E8FeB4NJoyHdFI6TrC3ljGyBofB577CmWLVvM9OkvU1lZQW5uLsuWLaFZs+aMGjXWvp2Liwu33DKSyMgo+vfvydtvv8GAAYMb0XKB4PrG2dmZlSuXk5WViVKpYvTosfj4+Nhff+ut98jIOMcHH7xLaGgYP/+8gJdffo6PP56JTCaldeu2xMbGAdC1qy29TK32oFmz5nTs2IkVK5bRpUs3sTIqEFwm/vvfRzl7No2ff/4BHx9fevfuy9atm3FyUhAREfmntfsiI6MYO/ZWVq9eyYMPTmXFinX4+Ij6YQLBn/Fn82Tfvv1ZufI3jh9P5oEHHmbw4KH19u/RoxeffTaLzz//mOeffxpfXz969er9l+8r/FUguDQa8t0ePXo1tlmCf4CksLCy4RYB1wAtW0YRGRnZ2GYIBI1Ceno6J0+ea2wzGkT4puBmRvimQHBtInxTILg2uVZ9U/il4Gbnz3zzmo4oioyM5ODBg41thkDQKLRt276xTfhDhG8KbmYuxTdfeeV5jhxJJD6+DW+//b59fObMGWzevBGAF154hYSEPixYMI9PP/2QgIBA2rXrwGuvvfmXxxe+KbiZEfOmQHBtciXmzU8//ZBNmzag02l5/PFpDB8+gqoqDQ8+OJWysjKmTLmHiRNv+9NjC78U3Oz8mW+KGkUCgUAgEFwFjh07Qk1NDStXrsNgMJKYeMj+2oQJk1mzZhMLFizhgw/etY8//PDj/Pbb6r8lEgkEAoFAcCPxZ/Pmf//7GCtWrGXp0lV88cXHAMyZM5sxY8azYsVa5s37GYPB0FimCwTXPUIoEggEAoHgKnDgwH4SEvoAkJDQx940ALC3XnZyUjrUlPr2268YOXII27dvvYqWCgQCgUDQ+PzZvHm+Q5ZOpyMmJhaAgwf3k5DQF5lMRlxcK86cSb3qNgsENwrXdOqZQCAQCAQ3CpWVFURFRQG21q+nTp2ot83MmTOYMuUeAIYOHc6ECZMpLS1lwoTRbNiwzd4q9kJ27drBrl22lrMajeYKnoFAIBAIBFePv5o3n332SVav/p3p098GoKKiAnd3d/v2FRXl9Y4p5kyB4O8hhCKBQCAQCK4CarWH/aZUo9Hg4eHh8PqqVSspKytl3LgJQF17Zl9fX6Kjm1JUVEhgYFC94/bo0cveSWTLlg1X8AwEAoFAILh6/NW8+f77H/Pyy68zfPhAxo2bgIeHbXuVSoVGo0Gt9qh3TDFnCgR/D5F6doWYO3cuI0eOZOPGjY1tikAgEFwzZGVlcdddd3H69OnGNuWq06lTZ7Zv3wbA9u1b6NChk/2148eT+eGH//Huux/axzSaSgC0Wi1nz6bh4+N7dQ0W3FSkpKRwzz13U1RU1NimCASCC9izZw//+c9/0Ol0jW3KVefP5k29Xg+ASuWMm5stiqhjx87s2LEVs9lMcnISTZs2u9omXxU2btzIrePHMWrUSEaNGsm4sWNZs2ZNY5sluMEQQtEV4khiIlarlaSkpMY2RSAQCK4ZDh06RGlpKVu3bm1sU6468fFtUamUjBgxGKlUSvv2HXnhhWkATJ/+MsXFhUycOIYpUyYB8PXXXzJ0aH/GjBnGY489aa/HIBBcCVavXk1xcQnJycmNbYpAILiAOXPmUFBQQElJSWObctX5s3nzpZeeY/ToYYwePYyHH34cgDvumMKSJb8yYsRgbrvtTpRKZWOaf0XYs2cPn3/+GcGWcgYqCxioLCCccmbNmsX27dsb2zzBDYRIPbsCWCwWsjIzAMhIT29ka25OrFYreXl5+Pv7I5eLj7lAILg2uLC1L8CMGR8A8Ouvv9Xb9plnXuCZZ164GmYJBFit1sY2QSAQNIDZbAZuXh/9o3nzgw8+qbetu7uaefMWXQ2zrjomk4mFCxeyYMECIhQ6HnQ/h7PUAoDeKuGryibMnDmT9PR0brvtNrG4JLhkRETRFSA7O5sanR61xMi5jAy0Wm1jm3TTcfr0aR544AFmz57d2KYIBIIGuFlveAWCa5FNZwv4We9HYlRPzlSZGtscgUBwAefny/MdMSv1RhLzyjCaLY1pluAqcuzYMR5/9FEWLFhAF2UZj6nT7CIRgFJi5RH1WXqoSlm8eDGPPfIIiYmJjWix4EbgkkItXnnleY4cSSQ+vo2D2vvppx+yadMGdDotjz8+jeHDR1BVpeHBB6dSVlbGlCn3MHHibZds/LXK4cOHAbjFtZD5VSEcO3aMLl26NLJVNxf5+fkAnDhRv6uQQCBoPGpqaoC6FVKBQNC4HMwtZfDcHZitruDThCeOVjCir45AN1VjmyYQCC7i1+NZ3Lv8ANVGM8HuKlbd1ou2gZ6NbZbgCpGcnMyvCxeSeOQIPnIT97nn0NpJQ61m6IBCYmWSWy6tnCpZUmji1VdfJb51ayZOmkTr1q3tQqPg35Odnc2aNWvYtXMHRqOh3uuRkU0YOmwYXbt2vSEyWv71GRw7doSamhpWrlzHM888SWLiIdq16wDAf//7GI8//jRVVVXceutIhg8fwZw5sxkzZjyjR49jzJjhjBkzHicnp8t2ItcS27ZuIUyhp5OynOXaYLZt2yaEoqvM+TxuEbUgEDQOOZVaXt96nFMlGka1CObJbs2RSiSk16bjZmdlNbKFAoEAYNHxbMwXzJU1Ziu/n87lP+2bNKJVAoHgYgxmMw+vTqTaaFtoydXomLb+KBun9G5kywSXE5PJxN69e1mxfDknTp7EXWZhpEshvZ1LcJL89XNNK6cqWihOsV3rzeYUCy+9lESL5s0YOWo03bp1Eylp/wCNRsOpU6dITEzk8KGDZOfkIpNCXGAFHp6O0bcWq4SUtEreey8JF2cl8W3a0a5dO1q3bk1ISAhS6fWXyPWvhaIDB/aTkNAHgISEPhw6dMAuFJ3/AOp0OmJiYgE4eHA/7777ITKZjLi4Vpw5k0psbNwlmn/tcfLkSc6knWW8awlyiZWOilJ27t5FSUkJPj4+jW3eTUNubi4A5WU3X+E/+ONov5kzZ7B5s60T3wsvvEJCQh8WLJjHp59+SEBAIO3adeC1195sLLMFNxDD5+/gaEEFADsyizFZrDzeMZIjR2wRlyknUqisrGRxWgnTt6WgM5l5tHNTXk6IbUyzBYKbjlC1cwNjLo1gSePyT+bNmylKXnB1MJotzNx9ik3phbQP9OTlhFg8VAp+PZ7FWp92WJVNSCyopLjGMYrhbFl1I1ksuNyUlZWxbt061qxaRWl5OT5yE+NdC+mmKvtbAtGFKCRW+ruUkOBcyh6dF1vOmpg5MxUvTw+GDhvOoEGDxHPpBVitVoqLi8nKyuLcuXOcOXOG1NOnyC8oBEAhg2ifKsbEa+gYVo5a1XBUvMWay4l8N5Ly1JxIqmHv3r0AOKuUNG3ajKbNmtGkSRMiIiIICQm55oNm/rVQVFlZQVRUFABqtZpTpxxTfJ599klWr/6d6dPfBqCiogJ3d3f79hUV5Q0ed9euHezatQOwqXjXE1arlblz5+Aqs9JVVQ5AH+diduh8+PXXX3nooYca18CbiDNnUgEoLCpBo9HYP3s3A38W7TdhwmSeeeYFKirKufPOSXax9+GHH+eOO+5qRKsFNxKpJRq7SHSexSey8c05TpJnc7zdTLhkZvHFohW8nK3k/O3PK1uO09rfg1ExIVffaIHgBianUssvyZm4KuTc1jocD1XdivI97aJYcDyL3Vm2hZXevk4Mig5oLFMbhX86b95MUfKCq8PzG5P4aO9pADanF3KyRMN97ZswcfFeUPmCypf7N6eSEO7L9sxi+37jWor58krj7j6BqiqwWn+97Mc+3yF79erV7Nq5BysWYpVV3KouIVahQXqJ2WIKiZUE51J6qko5YXRje40P8+fPZ8GCX+jSpSvDhg2jTZs2lz0tTSKZAFyeaxYzfRGnAOtrt/7hNharFaPZglIu+9Nj6fV68vLyyM3NJScnh5ycHDIzM8jOykKr09u383E1E+ZZRadWWiK8tET51OAk+2uxTiqBuKAq4oKqsFpzKaxyIr3EhcwyZ7Jyy1l5IhlTrcYkkUgIDPAjLDySsLAwgoODCQkJITg4GE9Pz0v6m7Savojj/Pk1+zv8a6FIrfawCzkajQYPDw+H199//2Nefvl1hg8fyLhxE/DwsG2vUqnQaDSo1R4NHZYePXrRo0cvALZs2fBvzWsU9uzZw9Gjxxjrmo9SYisw5isz0kNVwtq1axg0aBDR0dGNbOWNT1VVFenp6UT7VpNW7EpycjLdunVrbLOuGn8W7RcREQmAk5PS4Qvo22+/4tdff2HatOft+17M9Szi3owUVOnwc1UibYSc9AA3FS4KGTXGuhUXT6mFR5Kq0IW2B8BZ3Zqc/SewBrd12Hd7RrEQigSCy8i58mo6fLuRUq0tEuGz/akcvn8gzgoZp0s0SCUSdt3bj8ff+5SjBw/wwn/ubJTvjcbkn86bN0uUvODqsfC4Yzr2qtN5uFz00FuiM/FAx2ha+XtwtKCcQdGBvNAz5mqaedNxXvA4//M/ET5MJjNmswWlsn6ql8FgYPv27fy2bCln07NIPqYgO8cJL5WJgZ0radWk/n221iRFJbM0WJ/ozzi/X5xTFXFOVRSbFezSebNz9y52795DeFgIo0aPoU+fPiiVSvR6IzKZFPkFn78zZ/IpLa2iY8cmf5lCdSnXrN6xpi+q9/PF4sf8pEyeXHeEkhoD42ND+XZYWypLi0lMyyQ5Ox+38nwKcnPIycmiuKTMYV8PZwsBbjV0DtETqNYR6K4nUK3HTfnv6mhmGb0otrjTxikLqcRKgLuBAHcDXSPLATBboECjpECjJK9SSb6mnOxT2Rw66MSFtemdVUqCg4PxCwknPCiQkJA6Eemvgh/+zjX7u/xroahTp87Mnv0jo0aNZfv2LUyadLv9Nb1ej1KpRKVyxs3NdjIdO3Zmx46tjBo1luTkJJo2bfZv3/qapKysjK++/IJQhZ4ElWO603CXQo4avfj4ow/58KOPUSqVjWTlzcHBgwexWKwMjy3k2z2R7Nu376YSiv4q2g9sofRTptwDwNChw5kwYTKlpaVMmDCaDRu2IZPVV+SvZxH3ZiKlqJJh83aQUVGDv6uS3yb2oJmPG1UGE5Gerpf9/aoNJuYnZVKiNTAhLpQmXm6olQo+HtyWx9YkojdbCHNzouDIXnS+Le37aaXOSFT1V+C7hHpfdhv/CrPFyv8On2VnZjHdQn14oGMT5NdhLrlA0BDfH063i0QAJ4s1LDuZw8LjWaw4ZUvTHh8bSgeJgbO6CvR6/R8d6obln86bN0OUvODqEu7hQo6mrkuyv6uSKK/6c3Z8gAe3tQ6/mqbdtFwoeFw49neEj/ffX85bby1Frzdy//0D+PTTu5FKpZhMJtatW8eC+fMpr6wkWGHALctEVo4tDaxUp+DZnVF0D6rEz9lWAye32onHtzXhYKE7ke46PuiVTgf/KpZUBZKotwVe+EgMBEh13OaZZ7chr1rBY9ui7fvN7JlOx4AqrAYrv+70ZHeeK36uRiRtM/ki+wtm//QjFZVN2bjxLCqVgldeGce0aSN55JHv+fLLdQC0bh3Opk2v4uenvuzXrN5+FwgeDWE0Gjly5hx3LTuCqTbYZ+HxLI5sWInEYuZUSDusEikuBmfG5J8gyrWUE2G9OSyPIVBaziueyxnofoqvK/rwTqWtzteDTlu4X7n9b9m35Gggidm26+/nZuBwYCd2qNpjRUpTRQHzA77BT1Zl315vlfFq2RiWV7cjUFbBK5ErudfFNtdYrFBao6BIo6Swyomz1V78pOpBpjYU5xMa2qz5BV+NrVGTu5srYWHhhEdEEBERQXh4OBEREXh4ePzlNfun/GuhKD6+LSqVkhEjBhMX14r27TvywgvTmDHjA1566TnOnDmNwWDg4YcfB+COO6bw4INT+e67b5gy5Z4bSiwxmUzMfP89aqo0/FediewipddVauY210y+zpQya9YsHn/8cVF5/gqyadNGvFzMRPtW0za4nF27dvDAAw/g7Fy/DsONyF9F+61atZKyslLGjbN9mXt4eALg6+tLdHRTiooKCQwMuqo2Cy4fI+bvJKPC1lmssFpPv5+3YrJYMVms9I/y57dJPXBzujydGMwWK71/2sqhPNsKzVvbU9gztT+tAzy4t10kbgopGw8lUbJmLsWe9VNZhoadRX22gkSfdkidVDzWtQW3xob+rfdOzCvji/1nkEgkPNK56SV1fXlmw1E+3mtLV52XlElKUSVfDm//r48nEFxLNBQdtC+7xC4SASxOycbZyVaX6GYUiv75vHnjR8kLri4fDmrDiF92UqI14CyX8fnQdvSN8mftmXxbKrfVyn9aBdHKv+HPmuDqU1ZWhbOzE6qLFr0OHkzjuefm2X//4ou1dO3ajLZtvfn8s0/Jyc0j2KLlNo98Ypyqub+iqcP+BouUk2Uu+DlXAvDm/jAOFtqE6XMaFU9sb8K2ccfINjlTYVWQnS0jJcUdgwG2hbvyca+zuCgsvLE/vN5+28cf472DYezOswk9RdUK9hyCn0el8vmZMNYetKU/GgwmnnlmLsHBXnaRCCApKZNPP13NW29NcrA5MTGd22777HJc1r9kzpw5JCcncfr0afJc/DE1H+jwutTfg9PycKzYFvxqnNyoatmCcnkp+ypaAZBl8eWpstv5WPoL75UPs+87o/wW4pXZdFWdBWwFqkstLvjK6tcCyyp3ptDkjtKkIxtftqs62l87Ywzg28revOS1yj72XWUCv1Z1BiDD5MsjxbezN+RtPGRapBLwdTXi62qkJbCyeACZ1bb7Ya3SnVMx3XlG9ill1XIKNUryC4vYnpZCjaFufg/w94XwwcCfp9/9Ey7paeHCYn8AM2Z8AMAHH3xSb1t3dzXz5l1elWvhwt18//1mXnhhNH37trqsx/67WK1WZs2aRVLyce5wyyZY3vANVoBZR6yunI0bNxEaGsr48eOvsqU2Fi7cxaJFe5k27Ra6dm1xScfKKK/m28NnSQj3Y3DTwMtk4aWRnp7OkSNHGR5bjFQCPZqUsiPbn3kr1/KfCWOu6HtbrFa2nStCKpGQEOHboBhYqjWwI6OIVv4eRHu7XRE7/iza7/jxZH744X/Mn1/nixpNJe7uarRaLWfPpuHj43tF7BJcHc6WO05mOlNdLOum9EK+3H+G5/5mqHpJjR6D2UKQe8Mi69ZzhXaRCKDaaGbWwTS+GNaOhO82sifPVqfItcVQ5vt/zTOaZpw22r4rwuUl3Ol1gLvbGJh7MJHj+W4o9PHkxvoQEmJLPavQGdmcXkhTbzdaB9TdHJ8tq6Lnj1vsqW0LkjNJ/u9gIj1dqdAZeXr9UTanF9Ix2IuPB7cl5IJivftzSll1Oo+Wfu7cGhuGTCrhs31nHM5r1sE0IRQJbhimto/iq4Nn7EVwW/mr8VTVT4UoNkuRAVqtLarhdImGu37bz97sUnqG+zJ7dCeaeF2Zeaux+afz5o0eJS+4+nQL8yHryVs4kl9OjK87Xs428SHxgYGMfWQalfk5vDp1ZiNbKQCoqdFzxx2f89tvB3BzU/H225N49NGh9tcPHTpbb5/ly3eweNF+JNUGkg7I+b3Cm99dXfkk4SzdAjVszPKyb+sqNxPlrqVEJ8dHZeJYsWNkWXaVkjK97RFer4ejRxVYrbZnjvWZXnyTHMiT7XJJumi/nGolpTo5SSWOzQpKdArcTCYCq6sBx7SmXbtO1zuXrKxirFYrmZnFBAZ6olQquPvurzh5MudvXL1LxGpl8aJfCfPS0b6JGR91GcdIQEtdAEqC9zlOVEY57JZn8qTI7HhuVVYVG7UtuZjD+gi6qs6SqA/j8eLbyDL50FRRwFe+c2jmZCtunagP58eQ26mMVOOmLScqP6XecfJMngBkmzzxk2k4rI90eF1ndeK4IZhWyhwMVpmDGJVkcFw0LbO64esvo73ClrVUanZBYrUiNRrJq1SSU6HiVGk1mLmcOtGlCUWNSdOmj5GWZgvB2rDhGAkJLdm2bfpVt2POnDmsX7+eQc6FdFGVc6ZcxYeJIeRUKRkeVcr9cfn8mBLAu4dCMVqkeLua0Gp/xtPTkwEDBpCTU8oHH6wgL6+cO+9MYPgVfDhp2fIJTp60rSAuWbKPO+7oyZw5j/2rY3114AwPr04E4B1O0j3Uh11T+102W/8NOpOZ535eTl5ANG2ibC24V0q7sbHtANadMPHLT1v4bXJP3BvIFf6nFFXrSSqsoGOwF2qlgmqDib6zt3Ig1/bQ3DPcl413JjgUVfv9VC4jF+yyF+59rHM0nw69/H/vP4v2mz79ZYqLC5k4cQxqtZqff17A119/yebNG7FaLTz22JOibeYNzumSuvSHc+XVfLznNKU6A/e2jaJvlL/9tafXHeWz/amYLFbGtgxh/tguKOUyqg0mFh7PospgIqQBAcliNvH8/+azJ69uha1a7sp6U1uWB37G44f7IwE+bL8FV6kBZNC3o5b1uYPYofdhyZuzmNY5mpjeg7hl8QHKdUYAnu8Rw4wBrQFb9MOF9Y+qjWYWp2QzrXsLHllzmLnHMgFIL68mv0rH9nv6ArDoeBYTF++1++Dq1Hx+HtPZoTU4wF+XKxQIrh/CPVxIfmgwvx7PwtVJzoS4MM6VV/POzpOYLLZPu5NMisKg5VRQa46W2wSlu387wN7sUgB2ZhZz7/KDbL27T2OdxhXln86bN3KUvKDxcFbI6Bbm2IlKIpHgb6rCZKgW2QjXCJ99toZly/YDoNFoefzxnxg+vD1Nmtgip3v3jkUqlWCx1N1NZGYcoEtIFQePy8moUAGQW61k2s4oNo5OIq/Gid/SfAhwMRDmpqfv0njMVgkjm5TSJVDDsrS675gWnjXUGKVUaaVoNFK7SHSe46U2IahbUCWLz/jZx5t71uDrbKJroIbT5XViUZibjlA3Pd2CNPx04sKFfytjx7Zl8eK9FBbWNSjp3TuWVq2eJiUlGx8fd7777gGOHcu4xKv693l7xEleLr+Vr2raIMPKAOfjZJl9KDS7M8g5mQku+9mqjeGUsS47YqTrEfLNanbr6kR9d4mWAc4nWFjd1eH47ZW2c3m2ZAJZJps/njEG8HLpWBYGfg3AM8W3UqmwRWVVOXuS698UV2MV1Yq6xZSuyjMMyn2KVGMgXtJqeqtOOryPSmJggzaWuwunYkLKUJckPvZdgJPETFdVmn1hFSBMXkKovAyzVcLzJeNZWt0BCVYmu+3jDf/f2O8Sz5eqYWC9jCoR16lQpNfr7SLRebZvP0HfvtOZP/8xgoK8/mDPy8uCBQtYtGgR3ZWl3OJSiMEsYcr6FuTV2B6QkkpcMVvg0yMhGC228LfSajkFZ0x89tlngIQHHviNs2cLAFuE1IoVzzJiRMc/est/TWlplV0kOs/cuTv/tVD09PqjDr/vzi4ho7yaiCtQA+VwXhnzjmXi56rk/g5N8HZ24mxZFT8fzcBFIeOetlF4qBS0+/x3ThICYSEMyWvDbdWr+Np9CNR+f27OKObz/Wd4sVd99fhiiqr1vLU9hZTiSoY3C+KxLs3s4fu/JGVy9/IDGMwW3J3k/DapB2mlVXaRCGw31UtO5DjkkY9ftMfhAfSz/WnMGBCPi+Lyu+EfRfv9+utv9bZ95pkXeOaZFy67DYJrk/OFomuMJnr8sJlcjQ6wFQPcclcfEiL82JFRZO++ArD0RA6zj2Zwd9tIuv+wmWO1Hc28VQraB3lyOK8cABcZ5C77noMmOTTt4/C+hWY1kwoe5KhfON6GUtKNybRS5mC0Srm3aCp5Uk9whkpnLz7cfQhNSgXl7nVFrWfuPsUTXZsR4KbC31VV77wCasfWnnGcG3ZkFlNjNOGikPPx3lQHH5x7LIMPBsX/m8soEFxXBLipeLRL3Q1yK38P1t7ei0/2pSKVSPB3UfJdogVCwjhVBqF7TrM327He4sW/32j8k3nzSkTJCwSC64OLRRFb57JMrFYrZWXVdOjQhHnzHmP69MXU1Ohp08YPg+Ewt7rmML/MMaI7U6NCb5HyUqcsXuqUxe48d25fV7fN8rM+vNn1HBarhB05alp4abFYIWFJG8BKaKgZudyKyVQnFvUIsi0I3t2ygCKtgqRiV1p61zC9i20R7faYQnKqnEgsdqOph5bXu2QilUDXQA13tChgc7YnTnIr3tFSdLp8tmx5jWefnYteb+Thhwfz009bSUnJBqCkRMP9939LQkJLtm+vX9vtsiORcH/yKPZ4twPABKzVxvNLwNesqWnNXE035lV1p4vyDLe77SHD5IOrRM9xQzADnI8zzvUgK6vbECSv4A633fR0TuU5z1V8W9kHsHKLy1GaKgowWGWcMTqWTDhhsAlPBquMNJPja1o3XwaeXkx1fBw1Viduc9vLiup2pNaKPWUWV7ZpWzDe9QAra9oSKKtgstte3i2/xX6M1TVt6FmVymT3/dzutpsckyeJ+giaKgp53fs3pBIrv1e3YXF1J/s+c6u6084pgzdKR2K+nKFEtVyXQlFycmaD41u3HueJJ35i4cIn/9Vxd+48yaxZ63F2duKJJ4bRqlXDxeKsVmtta8EFdFaWMdEtF4kEjpe42EWi82zI9MRgcSyK6qo30lSu59VXP+fsWcft58zZjtFo5pVXFlJeXs0DDwzk1VcbTlM7e7aAL79ch05n4P77B9CmTSRgCwn8/PO1VFbWcO+9/ejcuSlLl+75V9fkj7gwneU8h/NK7UKR2WJF9ic9HTMravh0byrlOgP3touiR3jD6U57skro/dMWjLWq/JxjGSyZ0I0u322iUm8r8jbrYBovd2vKycq6Yp2VUjc2S9rVO97etGz4G0LRmIW72FXbKnjj2UKqDWZeSmiJxWrlyXVHMNSWptcYTDyz4SjjWtavq1JU7ZiGqDfXv2Zb0wsZ1jz4L+0RXD7MZjOlpaX4+fn99cY3CL0jfKkxmmnh405htQ6N3pbSdV4kAlshvTlHM0iI8ONkcf2iqyeKKlmdmmcXiQBKdUamRvkz0k/Gkt2HyZC4sT6sJ72cThJKKdlmW2FqpcRImtGXowbbd2qpkzdPlUxkffBHnDAEk2f2dHgvZaQ3movSwc1WK8mFFXy6LxWL1UrHIC8O1qa99QzzRa2Us/VcIfH+Hmw+V2Tfr6m3GyazBY3FWO87SSqRUFJz89VjEdw8pBRV8vzGY5wtq2Z8bCivJMRSYzTx4qZktmUU0SXEm3cHtKbp52sc9nt/9yl6hvuy44I23L0iRFqyQNCYiIiia4NBg9rwyy+77L+7uipZtmwfo0fbUgPbtYti48ZX8PFxZ9y4D1m5shiZTEVsd18SQipYmlb3Xdrer4rjJS5YkdA5QENqef1I7ZwqJZ8k2NLZ5p/y46U9kbWvSMjOljNhQnM2bjyFQWvhzqaFTIkp4LW94fx80iZmxHjV8Fnvs3irTLx/KJSvkwKxIqGJWstnvc8S4GJkY5YHj2+LpsYkw11h4pFOBSS5eSORuDJ69ExSU/OQSiV069aclBTHFLOiokpWr36BN99cwooVBy/jlW6YPJcm9ca+PNeJnc4d7L/v0zdlqEsyKYZgdhqaA/BLVVdm+f1MN1UaL5aM4+3ykcyq7McP/j+Q4Hyauwr+w5yqHiyo6sLr3svpqkxjr76uW3mCs20B1UlirveaR0UeWyMGUaH1RIqF9soMUi8SmsqsbjztuY6ZvrZFhgWazvXOI9UYwPtlQ/i6sg9WpDSRF/KZ73wC5JW1r/vX22fWmXaYvS+/SATXqVCUecGNy8UcOJBm/3nOnO18++1GvLxcefnlcXTubCsWtm1bCrt3n6J79xb07h0LwJEj5+jbdzomky2dYfHivZw69QmHD6fz6aerkctlTJs2gt69Y/nxxx9ZtmwZXZVlTHbL4fyzR5i7HoXUYo8eAmjlU0OlQc7ZyjrH7xlcQbMKLbkKOXtwFIpcXJRMnPiJ3Y7XXvuVpk0Due22nuTmlmIyWQgP96W4uJLOnV+kpDaN5Mcft3L48HuEhvrQtetL5NZGt/zwwxb27Hmb0tIr320jVO3C8pM5PLomkVyNjvGxoXw/siOuFxXOrTaY6P79Znt3h9lHM9hxT1+6hfnwzo4TfHPoLJ4qBW/2bcVvJ3PsIhHYbnrf3HbCLhIBnCuv4bt1OwDHAn+u5hrcJDqqrHXRB4WJu5gbH8mA5mEEuqmoMph4cu0RVqXmEeun5rOh7VAr5XaR6DwLjmfyUkJLDGYLRRc9WOZqdEyMC+PtHSfs6TBqpZwRLYLIrKgh3MMxF/hCOgRf/Q5PNzu//PILCxcu5Oeff8bL6+pEHzY297cJZ9rmFA7kljE3KZMPdp/mq2H1hVR/VyXnyqtpF+SJk0xqF0QBRrQIplxnqLfP7l078Ti8jrQ2Y6mR24Tijea23Oa6h0B5BVVWFeNcDzGx4EGH/VKNgegscsLlJSglRvTWupTHVs55tPXMYlrJRPtYoKWacQt3UWGw+ZiPs4KVk3sgl0p5Ym0ioxfuBqBLiDexvu6kFGsIUzvTNsAD35krABgSHYhMIrGnmo1tGULX7zf/q2sqEFzrmCwWhszdTlalba49vi0FZ7mMpMIK5iXZFtySCivIq9LBxemXViuzR3dm6ooD7MkuoWe4L9+P7MTe7BKWn8ylqbcbd8SHO6RXCwSCS8dgtvDaluP8nppLrJ+a9wbURb1arSIx+lpg6NC2zJhxGz/8sAU/PzV33tmLhx76zv56YmI6X365lgULdqOpfdYxmyV8cyiAr4acRS61sitXTax3Dfk1CiattS1gt/Or4p1u6cglFkzWumfJFl7V/JrqS7xvNecq66e59uvXm7Awd/Zs2sE9zfM5Ve5sF4kATpa58GNKAOOaFttFIoCzlc58kxTIq12yeH1vBDUm2/e5xijni0NB3H9fOL//fobUVFsnNYvFyttvL+Xuu/vYx8AmjHXsGM3y5c822PXscvPJXaPs93wAUquF8nIZXKSx/ZbfgiPKCIex+ZouHDWEYaiVQEotbrxfPhQnzBRbbDWMjMiZUTaclUGf8H75MI7pQ2miKKKLMo0Ssys+smo+8f2FO09PJlsegI8mH6wWKtS2KHgLUr6s6MetrgdJN9UtSscqcgiUV5Jl9GKPPhpfaSVOmOy22LbJ5ZnSunvfsyZ/3skbwJCqHWSVOXPaoIdIK9SKxhKrheHBHvxogsq6R+PLxnUpFHXoUF9JPE+fPjbh5/ffDzFlyhf28a1bU0hP/4Iff9zCM8/MtY/PnHkH06aNZOHC3XZxBqCiooYvvljLjBm/Ya59WNqw4RgvvNCe+fN3kZPhxGGFD8q2OsY3s4kKhVoFd7csYM5Jf3RmGT5qExarhJbeNUSo9WhNUoJcDXyaGIwZKU5SC9EBetIKbE4fEeFHu3ZRzJ69zeGcNm9OZvPmZH74YQtWq5Vx47owcGC8XSQC0GoNzJ+/k9atw+0iEYDRaObnn7fRunXYP77O/5TZR87x49EMu1iy8HgWTb3dmNImgqfWHSWlyJbG1T3Mx6EFqNlq5eej5zhXXs1Lm5MByKyA8b/u5vb4+lFdror6N6a61KP4RrWmWGp78Hey6HE3VTPa9TAnjUHorQp8LWVs8WrFvpVHUMqOsWxid1al5vFdoq2eUV6VjtELdpH4wADcnORUGeo8LsLD9gCskssY1zKURbUhlwCjWgTz45FzDGsaiMliJcjdmdb+HnT9bjNFNXri/NTMH9elwWtWWK0jwK1+Go3gyrFjh61VcXl5+U0jFC07kWt7GKzlVImGHI2Oya3C+CU5C4BoL1f2ZJfwzs6TyCQSRrUIplxvpMpgIkztzIubkmju405zbzdOl9rafSrMBtxP76Rbaz2r5Y5pp0nGMF71WcEWbUvOmXzpojzLOm1r++vxTpl8U9mHU8ZARroksramNRqrM22cMrEA8zRdGaA6jrPUgFOVhpOF7hwPrBO3SrRGMsprqDaaOFVS1350X04pKyb1oFOIN/uySxxuJlam5vHVsHZoTRZa+rozLynDQXQWCK4GWqMZ5wbmsT+iQmekUm8k7E8WHRriWEGFXSQ6z6rUPI4WlDuMrU7N48EWXsw6VXfv8GDrIKK8XNl8Vx/72PKTOYxZuNuevrnidC7LJ/X4Rzb9G9ak5pGYX86AJgF0DhGLK4Ibm1e3JPPerlMAJBdWcrJYQ5dagUhEFF0bNG36GJs3v8rzz48GYMmSvfW2ycwsrhfYoNNJWWwIoVt8Ka93S2ZNuhdP76h7pk0sciOpxI1v+5/hq2NBGCwS2vhU8/TOaCy1dYjuic1HgtUu9kilVn74YQX79xcALvRJjufxtvWLSudWO5Ff7WTfr25cicUKBTWO9Un1ehmvT3+DyZO/cBi3WKzcfntPvLxcWbPmCK1ahXHbbT15552ltGvnWED6SqExmPhhZEdmHUxDKZfxYs8YWvvfQrPP16K7YIHTqaAMwupEFYByjZRKheNcmmvyQikxOoxVWVWoJCa+8pvLU8UTWVbdgR26FswsH8qCwK9pqcijZdUpZMYKfCtzSQ1u47C/FSkjXRPxkGnZqm1Bc0UBz3utYmNNSx4qmoKpNk1snOsBskw+aK1O3OG2C7mupt757i8Jwno2AJ/gUFxatKGfq5R8qxK1izPP9ozBZLFiySgmsaCcnX8STPNvuC6FIoOh4Rv7gQPjGTu2C2azhd9+O+DwmkajZdOmJN59d7nD+HvvLWfatJEEBXnWO96ZMwV2kej8+37//W6ys23OVGOQ8eyuKFr7VvNRYijrM20Pna28q4iLM/L7ATXzT9tCxOQSCwuHnuT+zc0w17brM1ikyPRmbu9RwoZUT9RqCdXVOi7G2VnBF1/UtSZcsmQfwcH1H3C9vFzx8qpfI6igoILPPltTb/xSUEglDpE+YCsmfWGBWYD9OSUsOZFtT2X54sAZCho4R18XJZvSCx3GjBYrrf098XXJs3drGd4siOl941h9Jt8uNrnXlOLq70w/99M4S414SWtYnB/Ldp8eUAVOmPjJ/zseLJ5i/7LQmy28tDkZrcnR3tTSKoprDHw0qA2PrEnEYLYQ6Kbinf6tyCivZsbOk1TqjYyJCcZgtpIQ4cusA2mcq21HLpNI2DQlgQmL99ojj44XVfLipuQGr+OV6nwm+GPOr8hVVlY2siVXD4Ws/s1lfpUWPxclI5oH0T/KH4sVnqqtPWa2Wll6Moc9U/uxJjWfN7bbujnsyymlTYAHd3rp2JKajdnVlcr4VoR7bcOruJoyS933T4wil1vynrDneDeT5zPYOYltVU0JMBShcjLyScUg+/ZPe6xhrNth3i8bxvyq7vbxW1yO8EHU73yj7snxKscoKFcnOVmV9SfVUq2BQDcVx4vq/41LtUZeSrCt3p0XiQWCq0FiXhl3LNtPSlElXUK8mT+uy192EXtv50le23ocvdlCvyh/lk7oTmG1juc2JpFaqmF0ixBe6xOLXCqtt2+UpysqudQhVTzWT43OZHaoqdfU2w2XkmwiinJoG1xGYVI5XTqP44v9Z5iXlEGIuzPT+8Tx2f4zDjW+VpzKJb2smqgG7jsuJqmgguc3HeNceQ0TYkN5OSEWmVTC5vRCnl5/lOzKGm5rFc4Hg9qgkNWdyzPr/8/eWYdHde1f/zOaSSbubgSCBEJwd9fSFigtpaXuSr303vptqbtQpRRa3N2CQwiWEHd3mYzLef+YMMlh0muF3l/7Zj0Pz8PsOTYnR/Zee33XOs87x+1y/xf2p/HDdQNZ1Fpm34lO/BWxJbtC9PlCVRO95HapRKei6P8GWloMvPXWJtaufZLMzDIiI/3x8/MQTeDPn2/vxyxf3qZanj17INDEt+cucTzKG/8W58j1OoOcuV1rGRtuL/Mfu663gyQC2JDnz6dj8liRGUiFoMI3TODUqUouG7LqLDJOVnrgpzJTZ2gjf2bE1NMvsIVQtZFybZsqaUx4I+dr1AyJ0HCkuK0y49Zbx+Du7s5NNw1n69ZUR3tMTCCjRvVk3LjevPPOIn744aCj5O6Pwq0bTjE2OoBTd08A4FxlI2Yb7LttNG8czqTRYCLC042QIbcRUFnPtkK7oMPFZsEvLwv/UHdqPduMrodxiSBXncj8eoBLAcHyZvLN/mzQtpW0aQRXvmoag6+shc1BI+2NQhJRNVmiYwyX1TNYVcBw1zyuU6fiITEQLm/kgXYkEcA2bSIfmT+ioFpFSp0HWrMCVYIWg0vbe3XJlGHcMvhuRqw4Sl6DFkwCIe6wf8EIHt5x1iFeUPwTy5f/Fn9KoqihQd9h+549F9iz5wKJiVHMmeNc99e1a4hTmyBARUUDYWG+JCXFcLZ14DBzZn8mT+7D6tVHRct7W02UtjttAhJWZQc6SCKAtHp3bEV6tIa2C8EiSFmX50eTUTyLWGdQcPyihOpmGdXV1Vy8uJpbbhnB9u1naWkxcPvtY4iJEdc4Ari7q0TGYfHxoeh0Jg4fzmT06J4cOmQf2MXGBpGVdfXjCq8kiQBmxYexJqNMNEOfGOTNnnwxAZRe08yc7mFsaI1R7OKj5qFBcazPKOObKwZu07oGs7hvNNtyKjhcVENyUQ03rjnOZ9P7kZZXyIZ1a8gKSeCo20DQghwry/x+odS1zTPIhJzvNMPR2sRyzZK6RiZ1jxT5sQSpXVh5oZjPz+QR4enKosQonhneHZlUQvwnO8lvaHuor7x+MN4qhYMkAvsA+8sz+VRf4U+UWduMhM40pf8LsNnsg6aampp/seRfB2crawlwc3GQl9Hebrx9LMtBwO7IrWRO9zCn9bLrNKzPLBW1na9qQp5zjLK4sQgSCRXmEFKqY3jLby3vN02ixOLDWBdZ1SAAAQAASURBVNcs4hRVrNG2PYdzLMHc43WIHhlH0Eld+cr1dtF2t+iSeMj7ADv1CaL2XTr758mel/jVMIR8i518D5VbEQSBOB93XGRShwdYgJsLDXoTj+w4S6yPWnTfSQAkAolf7MZqE5jcJUhUitaJTlxLXCaJwE66Xv/LMU7fPQGFTIogCBwqqsFosRNCCpmU3PoWntt30XH97i+o5v0T2ay8WExuq6ovrboZhUzKS61l9O3h46rki+n9eWTnWZqNFgaF+fL3Mb0obdYx55djlDbrCVK7MCjMl3cvtkBAN4pNAsM9kvnqdDYbhTal3tGSOhKDxOXdEjomoQEaDSZKm/X0DPDEYhOYsjLZ4Yn290OXcFfKubt/LNetPoqmdfLvo1O5hHm68vRwu5HridI6kak+wNtHszqJok78pdHD38PxnADwdVWishi59gYSnfhPoNHomT37bYcnz6hRPYiM9KeqqgkXFwVffLGHuXOHEBHhz5EjmfTrF8PKlUcoLa0D5BQVyenfX4ZCbsNssZPjrnIrFpuEe/bF0dVHz70Jlegs4kkAvUVKgMpEkJuJJosSqVQCV6iETDYpv0zN5IuLwdQbFMztWkuUh4G/n4wk3ltHN289EgkEuJp56UQUZpsUFxeBnj1d8PIKY+rUATz55Ew++WQne/deYM6cQWi1BqKiAoiPD2XevPfp2jWYp5+ezVtviQUYfxQOFNawP7+a5/df5GSZPZ3znn6xbJg/jN6f73ZYiCikEr6ZNQBBgIvVjRR0D+deNzhfVE5abQtGTSN7hWj8TfVMVh+mzisEH6UBAVhadx1jXDOd9t0sqNiuaVPII5HQ4B7I5Jq9GCPCCZY38aDXfnSCkkWVd3HeFIkEGze7n0RrE1vOGAU56y6GERHgQ8zIgZxXhTHOzR25QoFFEFjYO4oFvSP59myBnSRqRUWLgfePZ4sqXDoam/9e/CmJIjc35T/9/vz5IubNG8bYsb04cCAdmUzK/PnDOHIkk9tuG8V7721zLDthQm8iIx/AYrHi6qrkvfduY8yYnuh0RlJTCxg/PoF9rWqQwVEt3BRZxeMVXUT781aK5WoAFqtz58lfZWF2bD3r2pmYjQlrEn22H38WBQWf8uGH28hunVlQKGSYW9U6UqmE0aN7Mn/+MGprNWg0BpYs+ZEXX1wN2EmkFSsextvbjYkT+zBo0PP/9HxdLRQ1adkwfzhP7DpHcZOOmxIi+duYXnx/vtAxIAXoHejF6huHcKK0js9O5bK3oIoxPxzkpVE9WNw3mhUXilAr5NzaJxKd2YqPqxKFVMpXqa0kUl0L89YcY8qlTfioXdC0xhMCWJA5BpbtIZMIzFSfY2M7Vtin8Bx9u6gojvTnSHEtkV5u3NE3mhcOtKl/Xj50ifm9IqnVGUUkEcCqtGKeGyFOLwC7V1P7JCiwK6E+OpXrtOzBgiqmdXMeoP//iF27zrFpUwrx8aHcffd43NyuTdyw0WAnmktL2x6uBoOJU6dy6dIlmLCrVNrw8cc7+OijHbi6Klm69Abmzh16Vbb73yCz0UzuI1PZmFGGUiZFJZdxz9Yzju8tNgGzTWy27qaQMalLMBszy0mrbuu0yi0mlKHeCO2kvCYUVFk96aUso86iptmmotoqHlQCtLSStQrBjJvEiE5o+xv7y+zd4Ch5nSgSNEzewE2V93LS2AVPiY5F7kdoqjKyXTmMO1o7aKOj/Onh74mbQk5+YwuPt0tlXJwYTWqlXT0xr1cEL+5Pcwy802ua+XJGf+5tdy460YlrAb3ZKhr8gZ10nbLyMDtvGcmkn5I52GrC3ivAkyN3jCWrVuM0uXCqrN5BEl3G1uxypnUN5q2jWWhNFh4Y2IUZ3ULRm600GEzM6xnOiMgAbusbDUBOnYbbE6MJ8VBxS+9Igt/Z4tiWIJGQHZRAbpMB2l6tVLYYeHZ4dw4W1jhI2TuSYmg0mFl64DQ6s4X7+ndhbEwgy1PzeWTHOfQWK9383PnH+N4i43ywl8D1D/VxkESXcbCwhqeHd6fZaGbqT8lc2e/tpHQ78VfH2xP7kFmrIb2mGR+VgpndQtjYPBiph4aUKg3hztkpnfiDIZFI6NMninfaPTuTkzP48ceHePXVdQ7/nnXrTrJmzRO89NKNrF59VESqWCwQFtYfL680srMshMj0dFXqePes/Q+8p8SH8zVqFnav5r2zbX/0qVH13LK7uyMoSVYm4ONjpaHBLkSQINDTR8ezR6NRygTuTaggKaCFsev7OBRGUonA8gnZ3Le/q8NX12iUEBeXwKZNzwDwwgureOONDY79Xn/9IPr2jebBB79xtB06dG1Tzsa4wMF/kjeyNqPUQRIBfJWaT/cAD7LaKbvMNoETpXWk1zRzrJU82gx8NKUffVoMvHHETgRVE0lTUwnhGZns6TbRsf5efU/6Kos4Z7J7HUmxMU99iiP6thRRx74kChpsbkitAvVWNRu1SY4QFwEpK1uGMkJ/hnzXNkPq0T5Svv38Eyxqb3p+uhNtkwEw4CKTcv6+ScT7e/zm7/8j3od/SqKoru5fl4w0NWnZv/9v5OVV8uWXe1m2bDM//3wEqVTCCy9cj4uLnKFDu3HLLR87vIn0ehM//HCQhoYWXn11HWAnZRISjMyLqMal2cK5GncmR9ZzuNwLV7mNx/qWMTmqgW8vBaMx20+nXGKjV6QBk0VKYZWd1Ap3N1KhVVKhUzA5sh65FIYENzMhopGN+X5Y28kKm5oqGD/+Bc6csStuVq48woMPTiYnpxKz2UJoqA8zZryFxWKld+9IHn54Cnl5VY71W1oMXLxYxFtvLQTgkUemctddX1yFM//P8cTO85y7fxKrbxzCSwfSOVvZwLdnC1oNMVOobDHQN9ibF1pTxwobtaxoNdSsaDFy64bTZD88hZfH9GLSikN8cjqPT07nMbdnuJMhttEq0KD24LZe2expEh9HhKKBmLpCCtyiAXvpWS9lOQ1WN+apT2FGRpC0iR+DB/N0pgE/hZF9i0YzJjqAx3eeE23LJkByUQ0TuwQ5KYIiPN2I83VnRrcQtrYSeuGersT7eWCx2fB2UVDeYmB4hB9HSzquGa3VOZfh/f+In35K5tZb2+qgd+06z/btz1FR0cDmzSmEhvowbVo/ZDLn8or/BE1NTTQ22Z8f+Xl24/uLF4uZOPFVqqqakMmkvPvuIh59dNp/tN2srHJWrEjGy8uNO+8cx8mTOTzyyHeO72+66QP69IkiPv5/k3DnoZDx3dkCNmdV0NXPnZndnNWVA0J8mdszgs9T8lDJpLgr5cxefZS+Qd7EeKspaNSiEKwkVp1hWs8yjjf1E62frO/KMaM9WSLFGEON1R1PqY5mm70W3EeqJcMUwobI6ahseqa6XWCDtj82pHhI9Exxvchr9TMYocqmxupBg02Nj1RLvKLS4W3ULLjxi3YwswJTMWvbXAsPFdWybGIicb7u+C8Tz26dKq8n7YHJALx7LMvpxXqusoFOdOJaw1UhY3CYr6hTC3aV0LvHsh0kEdgJzO/PFXJHUgxeLgqajG2TUTf0COdwca3IQy/aW82Y7w+ibZ1M2plbyeHFY3nzSCbbWgcsy88WImA3uL57SxsxmlHTjOUKklghF1DqmsCzbRJDJpFwfY8wZsWHsj2ngjhfd/qFeNP1452O41t3qYw9t47i0Z3nHGXd2XUtrLxYLFL9AfQK8KJ3oJdTadzA1oCHQ4U1NHbgH/bUsPh/dpo70Yk/PWJ93El7YDIFDVr2F1Rz15YUULiDwp1bd2VQ0qsL3qp/PmHeiWuLgwf/xsmTzpO/R45kiEyewR6sdOONQ3DvwI80MbEXt912N7/+uprk5ANsPiQWDhyt8OL9kflEuBs5WenBgKAWiptdRGnaVquE4GArISFWlAYrNwRW8dKJKIcX0ekqd54bUCIqQ7MJEl7PiMFkFfepi4raxiorViSLvtuw4TQlVwT9nDyZw5tv3sxzz/3c4Xn6vfhnJNHoqIAOSzGbDM7iDatNcJBEl7HiQhGVLeIxWLlXBF1ioqG+zZak0urNUp/NlFp8KbL4cb06lf6qIm42nuAHzQj7QoKAr6aa/UGjoVUXkWKMYqJrutOxGCq13NunEX1YN0Z2jWBGtxAC1So+OpnjeIeD3SJlzaUSXhxlVwuPjQ4g1kftEC0Eu6u4IymanPoWR4WOXCrBcpVVRX9Koqi8vPGffq9QyLj5ZvsfLzzcj08/bfP3sdkENm06zcWL72I0mkX1pAAVFY0sa03Iubx8Q5mECwYVa3PbnMtfGlTEhIhGXjgezTup4fT20+LnasEqQK1ewYbjXsikcEOXGmbENLAsNYw17dZ/YWAxC7vXYLJKuCehgq/SQrAKEiLcDYyK1bHykLhc7OjRLM6efZvi4lpiYh7E1nohXLxY3GEUobKVWElPLyElJY+QEG8q2ilcrgUswOuHM0guqnX4B50orefLGf0pemwad25KYVVaCUlf7uHufjFcGRZvFQSOFNdS2Kgjs5057ZpLpTwwsAtXYm7PAowKV0aqsjlssA9QA2XNaG1KdFIVUboi5oRkUWNx593GKY71nvDaySZtEjqZvf6zzixw95pD5D09lwEdpJDF+3twsrSeRYlRrLhQhE2wl8vlNbQQ9M4WXGRSFidGMat7GPvyq+wv9VZ8O2sAG7PKOfMb5/5kcT2L+jr/tv/f8Pnne0Sfd+w4y44dZ5k//wNHYsSsWQPYtOlpTCYL+/enoVa7MGJE9//I3DE7217G4CqxkJ2Vhc1mY+nS1VS1Rr5brTaee+5nbr99DF5ebuzde4GUlHzGju3F4MFd0etNLFnyI5s3nyE+PpT3378NiQQGD34BXWtZ19df72PatL6i/dpsAvv3p/3PiKJ+Id68ftg+a3KxuonzlY0igjPez53hEX4MjfDj5t6RTP4pmY1Z5YBdwXBvvxi6uFh56eAlUsKGotGWM0yVwzFDVyTYmOd+mmRdN9E+iywBbAz+iF26BCQIKCUWPmiaDFIwSxVs1iaxNuhTmgQ3ai1qnqq/ybHuaFUmT/vsoIuihsVVd4i2axQU1Fo9uRLNRjNKmRSlTDzwVCvl5Na3kFHTTBdfZy+VwkZnj6NOdOJaYNUNQxjx3X4ndU29wbk3XKszcqykjtv7RpNa0YDObOX2vtHc2S8GV4WMB7al0mQ00zfYm8FhviL5uQB8d67QQRJdxhcpeSLSCeCr1AIGSBo5IXg72ma4n+eYUU2EwkqJWYaLTMqrYxPIa7CXwlW2GFjUJ5oyjV60PXswRZGTV2FJs57Pp/fjsV3naDZaGBbhx5weYbxzLJsFCZHszK2kWmtkXEwg2fXNLFh3ghkdWAUMCvXl1j5RTu2d6MRfETE+avburxK1tZitHC6qZeb/qC/RCTtGjepJSIgPL7642uGbq1DIuP76wXz99X4RgRES4s2lS6WEh/syfHg8R1uNysPD/UhJyePvf1+Du7uK+++fzdnUfTRq2p6farmVVdkBfJEWgtEqxWiTkhQgVpQCuLkJ+Pvb6K7SUlEgNqw226QUaZwV+l6B7iR4+5OWVu5omzdvKKdP5xIU5E1IiI+IGPL1dScszFeULq5UyrnzznEMHNiF48ezSUqKYcaMf/w3p7RDyABrB+0/XDeQ6V1DOFPewBdn8h3t3ioFd/SN5kRpHbtaBRSBahceHhTHyovFosmKEA9XJBKJKPDB11XJoPhoko+LS54vtfiz2jSSOpsHueYgPg1Ywd98NlOfqyHDGkpwYyn5QT1E6zTb3IiUi8kplWDhp5efIT4qnIyaZuauOc7dW84Q66Nmcavitz1C3F25VNPMvDXHSa9pJsrLjaeGxePnqmRfQRXdP92Fl4uce/rFEu3tRn6D9qp7b/4uomjp0mc5d+4sffok8vrrbzvaly17k/379wLw3HNLGTVqDKtXr+TDD98lKCiYpKT+/O1vr/7X+/XtoLMPcN99E6mr06DVGrnrri+ZNi2JJ5+cgdksnpUyGi1oNHpyciqYO3cIq1e3peIsWDCcTz7ZKVrexWZlwxXlYT9lBrKlwI+zNXYjymOVXkyObGB4aBMvnYgGwGqDdXkBTIho5FK9+Ji3FPgS6GrmbyejaDTKSfRv4dG+ZYwMbabJLGe11Aerre1G92+VnhUV1ThIosuw2QQGDOhCSor95g0K8uKeeyZQWlrH0KEvOgbafwTyGrSiRDOADZllBLi58FOregjgizP5PNQB+TMg1JeTpfVO7cPC/cgoLudApQ65YGG0KotHm2/HhhQFFpZ47SBWUcNOXQI/twyFVuI+y9xEsl48A/ld8wiaBLHjfVGLmS+//R6/weO4oUcYW7MrUMll3Dcglht+PeYonZsdH8ozw7tzvLSWJ3dfAOys73fni7i7f5e28rhWLDuW5SStb4+EIOfynP8f4ekpzrSUyaT88MNB0bW7eXMKBw+mc999X5PVSmJMmdKXbdueZdWqozz77M80NLRw993jeeedRVy8WMzdd3/JhQtFTJnSl+XL7yM9PR1BgKZaCWUaE4cOnaH0iutNrzdRV6fh3Xe3OJSFAF9/fS9ZWeV89tluAEpL65g16y1mzRrgIIkAcnIqkEico+eTkqJ/93n6b1HWKCbE8xq0bF4wghdH9mBfQTVvH81k7I+HCFS7sOqGwezOE3dON2aVY9K2YHCxP++yLKGMlmeSHPomekGBp9SAxqaiQtfm1RYpr6PZqiJE3sQYVSbvtCNrwR4/WmPzZJJbOjdV3iv67pChO69JN+AisTDKNYvjxjjHdwGyZu7yPMRhQzeHIWC8nzu786r44XwRN/QId0R/K6QSegV40u3jHQiAh1LOLb0jWXupFJsgcE//WKfnaSc6ca0Q46PmrQl9WLzptGPWb2CoD0uGxfPt2ULq9Pb3jEouJb9B6yB3ZRIJG+YPY0pcMG8ezuBgUQ339Ivh9qQYegZ4cuCKIAiALr5qp9lFTxeF0/tIKoHgC3tYGKEixxZCs8ydLxkPUSA3WflxzkCmdwtFKoGI97c5lEyvJF/ikUFxXImEQE96BniKyuzmdA9jcVIMNyVEUq83kd/QwrgfD4nOwaHbRtP3q70Okml9Rhn39o/lqzP5DhXgqfJ6XjqQxuvje1+520504i+JhAAvoMTxWYLdkL4T/3s0N+t5/PHpnD9fiEql5LHHpjN6dE+eeGI67767FYDISH/y8qro1esJwB66tH79EoxGMwUF1Tz//CrA7ne0bNkeVq58kLvu+gKdzoJEIjA/vob3z7WVnW3I86e3r5Z+AS2kto4/fX2t5OQoOHNGykm1klu7VDod69jwJmr0SrYX2ifDQ0LUbN78NnK5gtdeW09GRhmjRnVnxYpkXnhhNVKphAULhpORUYZGo0cul/Huu7fSr18sR49mUVPTjFQqYf78oSQmPkVFRQMTJ/bh/vsnOe379yDS05WCZucx7K68Ku7YlIKHi5x7+8dS0qxDrZBTpzMR/eF2fF0VPDm0G0nB3szoFoqXSsGrYxN4dt8FbAL4uyl5ZUwvGgwmZq2y++TJpRLenZTI5LhgNmWVk9Na4t1FU8xX1gmYZXYV3yljLO81Tma++ymO+A6lQeFNtVc4vi1VTsc5XX2RulITO639iAgLZeaAPmhaE9fu35bqCFzJb9Dy04UiJsYGsSffvp0Rkf7c3DuSKSuTHcsVNenYllPBjT3CHf6/TUYL354r4OfrB/P8/o6Dk34P/mui6MKFc+h0OrZs2cVTTz3O2bNnSEqy+7/Mm7eAp556jqamRm699SZGjRoDwIMPPsrChbf97oOW/oar99y5Q3n22ZUOtjMlJQ+j0cw990wQqYrGjOlJWNh9aDR6AgM9eeCBSVRWNjJ2bAL33z8JjUbPt98ecCy/KL6Kt1Ij0FvajKhVcpuDJLqM45UeBLiZuBK1BjkuMhvGdhK/QFczzx6LdmzzfK07+0t8GBvejNEiZUH3Gn66ZK9h9PBQERLizdChL9CvXwyhoT6Ut0ssmTt3KAsWDOfHHw+xceNpVCoFKSn5FBfX/qEkEcDivtGcKW8QmcN29XUnvabJadkQD1fuH9CFb84W4K6UM7NbCDtyKhgfG8iXZ/Id2whUuyDLO4f79m+408/GXYPymVb7NLbW9Dgzcrbo+rIz9H2W1M0X7WO3rheeUgPadl4oLlIL45QZ7NX3crR1sxbzaF4IxpKTAFzfI4xfbxzKfVvPiPyVNmWV8/q4BJEB9mVk1Wm48sqUSiRMiA3i+3OFHZ6v9jGO/z/jxRevJzk5w0G4PPbYNMrKnAnDX3895iCJAHbuPMeKFcnceecXjoTCDz7YTo8e4bzzzhaHBHjz5hQef/x7/H1zyUiTk19kJ6YmTXqXO+4Yx5l2MxKDB3clIsLP8aK/jLfe2uQkHS4srEGvd77nJ01KxGAw8803+1Eq5Tz77HUMGdLNabk/CrF+XuQ2t5W2uCvlRHi64uHiyU3rTtDUWuJRrTXy9J4LhHu6Utru5RzkIuGCVhydmmEOZY12IF80jcGMnGGqHAa75HHS2IVuikpi5dUsqrkHsJd/LnAXx8fKsdJDUYZFkOJ6RSypFBtbtX1Yr+2PCxamul0gwxRCsKwJtcTIs/VzGeKSi0Snp7pCQOc2gLePtSVOvDOxDz6uSgaF+jBo+X7HQFNjslClNVD/zGxsgl2OfLKsjs/b/f070YlrhSW7z/Nuu5nKeT3D+Xb2QNRKOSfuGs+np3IxWKzMT4hgwo9tsn+rIPCPo5nsya/i41avu915VeQ3alk7bxhjogNY3Dea71rfM6OjAnhkUFeaDRb+cdRONrnKZSwd1YOiJh2LNpxy3BPjfKQUuoXwUOA53LOr+Tridsd+LRIZnxxJ49bEaHbkVIjK3QBKmnXM7RnuUDMNCPXh7v6x3NgznJcOppNT18J13UNRSKX0+Xw3fm5KXh7Tiy9S8kQE1unyBj5LyRcpkUxWGz4qhVOp6MqLxZ1EUSf+v8GjQ7pytKSWHbmVyKxmXhjWtTMt9/8AXnttHUuX/gKAXC5jw4YljB7dk+3bUxEEePvthSQlRVNTo+Hmmz90rLdnzwVuvXUUt946ittuE8fOC4KA2Szw0kvz2L37NAZDBtkG58nkvGZX1k7L4GyNmrXaUPZe8qC+3j4eatTK2Jzvx/ToerYV+iKVCMzrWkOexpViuZqkvmYW3zGfBx6Y57By+Phju2r78ce/JzPT3r+22QR+/vkoZ878g5qaZnr3jsTPz4MffzzEggXDiYz0Z/Lkvgwb1iZG2LPnwlUvQeuIJAL4uXUysNFg5qsz+eQ8PJUfzxc5Enrr9GY+OplD8eMz8FLZ+65PDY9nbq9wdudVkl3bwv6Cau5IiqHk8RnszK3gbGUjeQ0t6MwWLj04mSPF9hCYispKJm64INr/JVMoT9bOp0HhDUCz2g+51Uy4voxS1zCUWHjQax/6WgP1WY3Mn+zLFw0yzhy6xN8PXeKVMb04X9Uo2mZWXQvn75vEnvwqNmWWE+aholZn5HylePx8qaaZsz5iywSLTWB/BxNGVwP/NVF0+vQpBwE0atQYzpw57SCKoqKiAVAqXURlIV999Rm//rqKJUuedaz736C2tmOPoqqqRpEkDmDjxtMcPfoKEomEujoNt902msWLP3dc2NXVzZw/X8SRI6+yadNpkpKepqqqjpAQCwO8mpkbWcPI0GaazXKHmZhcYuPRvuW8dzaMrIY2ZUoffy3jwpv4KbMtpUwptdHVW88dPStZnh6M2SYlxM3E9V1q2VsijrjPbHDlseRYNuX7AZAQrEUZKicysi8rVhwG4MSJHMaM6cnYsb3Iza0kMTGKiRP7oFTK+eKLPaS2KlrWrz/FAw9cXWb3XyHKQ0VZs55nhsfz7vFsjFYbCYGeDAz1wd/NReTxI5XAtK4h9A325oPJiUxckcwP54sAUCtkfDGjH4eKajBZrJzNzufeE1r6dY3jre6bkMklaGziAfvlWO5IeR2Z5jZJboS8nkUex3ilYbaj7Xr1GfylGlwlJnLMQQxUFWATJGS0tCmc1meUkVrR4CTTB2gympnWNYSv26mHVHIpoyL9eXBgnCOlRQLc2COMbn4emK02h8qhPSy2jkSV//9h+PDu5OV9zJ49F4iPD2XQoDgOH85g3bqTDhP3IUO6ouqgLj8lJd9BEl3G/v1pTnXiycmX6N69jIKitmvHYrGRk1PBl1/ew+bNKXTtGsLNNw/HYrE61T7bbAJ9+0Zzrh3p5+Oj5sknZ7J5c4qjfG348HgmTUpk6tQk3n13ETKZFBcXMcnyRyOvroHEIC/OVzXh5aLgnn4xHCmuZWxMAMVN4tKrvAYtP80ZzMINJ2k0mAlWuxB06RD+XrHUuraVz/ZWlvBx0wTH52OGrrzgs4Wfgr6mwebGkNIXHd+ZkJNrDuRWj6OsahqEq83AII9iJlUsQYbAdLdzuEjMGAX7eRrrmsFbjdMd62eYQ9gd+i7vNU5mmy4RgBKLH8PccuguXGKTTqzgOlJSy4b5w6nQ6B1eKZdRrTXippDzzrEslh5IE5WpdaIT1wpWmyAiicCutv2l1eReIZXw7IjuBLnbO4fCFRSJxSawKq3Yaf28eg3P70/jbEUjt/SO5NHBXRnYasj/5oTe3NAzjMxaDRNigwh2VzESuyJhX341lY0a3j+djxAzgrsNwximPolVIk5mLaiowmw20zvIyykhMCnYh/sGdOHJod0QgMFhvlyqaebni8UkBXvz0ZQkduRWsGDdScc6U1ceZnYHZTNhV6hKwe69dKU3YKPBmZjvRCf+qnBXytl+y0huvf9hastLufuej//Xh9QJEJk8WyxWXn55Lbm5lTz++A+O9gcemERsrHNqdVGRfdJu0qREfmw3IaBSKVi2bAtprc95hcKFwQPlSCUCtnY+tqFqEw8d6oIggHskNDdf4TPUomLr7HReHFiMTCrw95NRvHoi0vH9o57ByGRSiopqeOONDZSU1HHTTcMoLhZ7qQqCQGOjlkmT7H2uG298l3XtnuUmk8VJjJCeLk7J/b3wgH+Z9icA5yobOXuF36TZJpBW3URwuwneyhYDD20/60gH+/FCEfsXjWbJnguOydEPT+Zw7t5JjIm2izXi/T0I2HaRGlPbm2iYKpfPm8eJ9qdx82FR6bdcP6wRD6kBD4me1092JyI8jOPKUMy2Rseybx7JZFrXYNZltNnMjI4KoMlo5s7NKY7k7E9T8hgV5c+W7LbxzNjoAKbEBYvaPF3k3JYYxVep+U4BEL8X/zVR1NzcRExMDACenp5kZTk7ny9b9iaLFi0GYOrU6cybt4D6+nrmzbuOPXsOIZPJnNY5evQwR4/aSRGNpuPLo32ZR3vMnj0QX1936tslggQHe9Ot22OONkEQqKgQX0z5+dUUFdVw443vOYytQc7EbvUIAoxd15vSFiUjQhqZENnI2PBm6gxyZkbXYbFJyGtypaevFrXcymcXQpgWXcfpBi+UcoEIhZ6bdtqNqPoFaFjSr4wBQfZjCXYzUalrG/iGqE0OkgggrVLNsHADu3dfFB3voUMZfPrpnaxadZSTJ3P57ruDvP32QgdJdBmZmWWMHNmDw4evrSv9ZRRpDLx2OANvlYJTd4/neEkdj+06x6KNp5FLJTw4KI5TZfUIgkC0t5pn9l5gWLgfo6MDSG73gNKarRwvqePNodF0/3wvWqkLuLlwkKH8oq/ids9jzFGnskY70LHOGFUGyxqmMFKVTZXViwabGhergX7qIo4YunG7+2EiFfUUmv34rHk8YFc0fBrwE5Pc0llSO8/p95zJyOLufrGsyyh13Hi9A73YnVfFybJ6ZsWHUtSoxUelxEuloPunO5FJJdyUEEHfIG+Si2p4Odl+7oM7MLED0Jj+ekSRzWZj69ZUMjPLmDo1id69I//1Stjv1VtvHeX4PHJkD06ffpNffz1OaKgPt98+hpycSj79dJejJjww0Iu77x7P55/vFpFF48YlkJKSJzJ59/eXIBUQ1W4DNDQ0cc89E+jfP5brr3+HDz7YRkiID9dfP4iVK484lnvqqZlcd90g8vOrSE7OIDTUh6++upf4+FAyMt5n48bTeHm5MXNmf8dMzb+b3GYwmHjuuVWkpRVz330TueGGIf/Wev8u8potrJnck14BHty8/iTLjmez7Hg2ScHeTIsLYWs7Uu2GHuFM7xZC2RMzeP1QOsuOZLAneDC9pMUkKDPINgczQpVDf5dC9rVT5QHkmgORS2yYBZlD8XcZJuS84rsJv4sXyHWLZqt8quO7X7WD+dT/R5ptbkQratmn7wHt+h9WZBwzxJGsF6uyjhm7srLnDjZd8arwVSlZk16C3mJlfEwg+9rNtCzuG01Bg5an91zoTFDqxB+Gpg6Uh2abgMFiZe6a42zNrkAqgQcGxPHxtCRu7RPlmDyRAE8M6cZbRzNFCtdgdxW3bjjF8dby2Zz6FlzlMvqF+PD4rnMsTy3AS6XgH+N7E+yuol5vYn1GKe5KOff1iyLyH2sQpPZ3k4CUVO++xOjagiAA/CqzGb3sJzwiunBz70i2ZJfTZDAzo1sIx0vreOlgOm4KGS+P6YVMImHkdwccPhDfnyukd6B4RlxntjIg1IdtORU0tyoZZ8WH8tiQrhworGZ7jr1sYlSUPxNjg5zu0aYODK470Ym/Mn5JK+Ggd08ERRi5jfrO1LP/AzBdoa7Uag18/LHYtmT58v2cPfsWL7ywGmPrpLNCIUOnM9Gly8MolXLmzx/GmTP5+Pl5MHfuEJYsWeFY32y24heQyOAhqeRnCLjZzEyNauDDc6FtiWclAn7+Nqqr28bTffxbMFikeLtY0JhlbC8UixI+/ngnt9wykvHjX3H0kXfsOMuDD04WLRce7kfXriEYDCbq61tEJBHApk0pBAd7U1nZ6GgbN64Xx9qpu38vrFfOFHQAF5mUEZH+lDbrReSJh1JOvJ8HTQazQ1X05Zl8UYT8ucpG3jqaKVLQNxst/HC+kL+P6UWFRo+/mwu7bhvHzI9/oVnmwkyfNO72PMRJYyypxmjHetHGEsK99UQoGtjQksS7dRNpiHbhvr4RaGvFYz2j1co7ExNxU8g5WFhN70AvvpjRj1/SShwkEUCtzsSgMF+8VAoOFdYwMMyXj6YkAQIVGgM/pxUT4q7iHxP60NXPg+9mD+S2jaf/8xP9T/BfE0Wenl4OIkej0eDlJe4MbNu2hYaGem64wT4A9/LyBsDf358uXeKoqakmONjZrHD48JEMHz4SgAMH9jh9D+Dn13FUXK9eTzBzZn82bDhFc7Oe2NggfH3VIuJo9epjjBjRnSOtcXgAN944mOTkjHYkkR2Hy7zYWeTjSDM7UuFNTz89P2YG8k26Pb7ZTW5l1aQMXjwZza7iNiPkkb20+Hpa2HS87byk1niQ16TCZJWwNtefgYEaqvQKqvVKpkXVo1ZY2VLgJzoGL70BpVKJTtc26IqI8GPp0tUObw2z2cqnn+5CKpWI/DaCg3346aeHOXw4g+eeW8mxYzkdnrerjUaDma3ZFaxKK3bM1ltsAmvSS6h4ciZ3bE5xlGLtzqtiWnmw0zZqamtZ/Px3aKPGitr363swUFWIu1TPeNd0VBILwbJGvtOMwNbqVzLUJZeYglROefVjvWyAY93b3A+zRjvI8dmCjA8bJzDJLZ257qfZqE3C2roND1Mzb63fgzWyOxNjgwh2d6WrrwcXqxt5+dAlxzbu7R/L+JhA5q21l9WYbQKr00oYHxPI9ty2OuErnfUd7Zq/npHuvfd+xfLl+wF4/vlVbNiwhFGjelJQUE1CQgRyuTNB/FtITIwmISHSQbz07RvNkSOvsHz5ftRqFx5+eCoxMYH8+ONDPPfcz9TX2z2K7rprHP37xzo8inr2DKSurhRfnZnoICmFVZcJHAEPjwqqqqp44IHljhmViooGUlLy2br1WU6fzqWgoJpPP93F7t0XWL78PgICPPHwcHUcl4+PO4sX26/V/fvTeOmlX6ivb+Guu8bzxBMz/uXvjI9/lOJiu+nd3r0XeeWVeSxdeuO/fZ7+HdRojRw3mjnXTsZ6trKRxX2jifVRc7KsngA3FyI8XcmoacZTKeMfR7OwtSoM0m2R3Ks8wHdB35FjCsQoyHGVmNALbWR3sKyJR2sW4C3TMUqVRbLB7g8mwcYQlzw+axpLuYueamUgV6Lc6sNdnocpt3jRVeFc691dUUG8spIUY4yjLU5RRU+vOsa3nGOf0Nd+DO4unCit49vWZ0y4pyvPDI+nqElHN193+gR5k1Hb3EkSdeIPRV0HRBHYyZTLpvI2AT45ncu8XuF8M2sgU+NCSKtuQiGTcrCwmilxQeQ3aGkymnGVy3hzfG+nTuH23Aq+OVvgKFHTt1i5Y/NpuviqmbvmhONdFIIenRXa87kmiYKpNXvw7xtIrjmIsa4ZLLXNItPsDq2+CZ9OTWJhYhSfnc7juX32SSyd2crTey5wQ89wkVno+aomBoU5B0QMCPVl2cQ+VGuNJAX7MCUumCPFtdgE6B/iw9ye4Twzojvbssuc1u1EJ/5/wuascm5adwJU/qDyZ+62dAq7xTglAf/V8b/yxP0t3HLLCJEa6IEHJvPFF+Ixq1Ipx8tLzcsvz+PQoUuoVAqGD48XkUFZWeVcuLCMhIRITp1yTlELDg5gypS5fPfdKhZFVFJaJBcnntkkeHnZUCgEamtlBHmaUUpsDPwlCXeFlek9G5BIoL1A3tVVyenT4olUsIsmVq58hBUrkvH1dSc/v4qIiPvx9HTl5ZftpWrtJ2TVahe2bn2Wxx//gby8SkaO7CGaXL0a8FGr0HUwfnplTC++OVuAp4uC63vY0zkfGhRHldbATxeKCPVwJdhdRexH2wH7WO3jqUmoOkhOdu/gXjJYrPT7cg9nKxsJVLvwzawBfDw0nIf2ZbBKMZh12gEsdD+Ot1THCU0U/uZ6nog6ykS3KjJMwTxZNx8BKajgvcxGHhrYhYx2liW39I4i2kfNnUkx7C+oZntuJZN+OszNCc4T636uLqyYYxecFDZqmbHqCOdaj+vbWQOZEBvIoo2nWJNeiotciotMgtF69Xq4//WTZuDAQfzww3fMnn09yckHuOmmWxzfpaen8e23X/Pzz2scbRpNMx4enuj1evLz8/Dz8+9os/8Wfqv0rLCwhsLCQ2zYsIT4+FDi40OZN+99p+WWLr2BrVvPkJKST2CgJ97eajw8nBUf/q5mB0l0GScrPUirazOm1llkvH8+jLwmsWw6t0JJD7nzH+pEpQcvFbbFFoa4mThw/QVc5AI5jSrePxuGRWhliiUCwwKaKMYNqdSb+nodXl5ufPzxYm688T3RdltaDCxZMpO337Yntvn7exAV5c+jj37HddcN+s1zdq3gppBR1SJWftXpTXb5/BUlWPvyq1oj5O0DZYVEoHrfBrooa5BjwdLuMvWU6plT8RDm1rZ4RQV6QeEgiQCOG+OIEVLJc4sV7WeLti8mQUxS6AQlu3W9+KVlEMNUOXhIjcQqaigw+bFNmQRGKMmrZmSYN9/NHojLa+tE6/98sRg/V+dyqHPtGPZ/BkH4fXHv/9dQXd0k8veyWm08/fRPFBfXodMZiYjwY9u25/4tlVF2djm33voJp07lMnhwV1aseIiICD++/nofq1cfIzLSn+nT+xETE8iMGf3Ys+cCu3efJzOznPz8avr3j+X06Tf46KPveOqpXVitcorxRKWwMbaPhh5oCPc2sccWzBOPPU56uvSK/VcwZUpfUlLyHB2CtLQSLl4sJivrA6RS579ddXUTM2b8w+Fb9OSTPxIW5sv8+cN+83ceP57lIIku4913t15VokitkDGnR5ijrrs9TFYbH05NYsbPR9iaU8HWnApeP5zBjZ56bIifixmmEOZX3scpYywSbIx3zUAvKNDYXBnkks9HTRPsL0cgUNrEqz7rKbX60GBV83HzRPtGQiCu2jkyNFpWy5Tyx8kyh+AraWGEKpvjhi7IJTYmuqazsmUIXRWV1Fo9KLT4Ey6rp4u8mgGlLwEwwJYJeWV0T+zPT7Xeju2WNuvxdFFQrzfxSnIGJGfQK8ATb5WCxg5iVK81/pMOb0uLhvvuu5OGhgYWLVrM/Pk3/+HH24mrgwC3juOss+s69rsbGRXA/IQILu5v4m8H2+6XhwbGMa9XOAmBXnipFCw9kC4qH00I9OJEqfh5YhPggxM5ogmLClwZJLvEKXo62rroClgfPAtNozejXTPxkBiolIonr35NL+GBQXGkVYt9EwRA20Fww00JEVS2GNiSXYGrXMZNCRFMWpGM0WpDAnwwpS9lGj2Tf0p2kEypFQ0Mj/QnzqfTi6UT/3/jl/QS0edag5mDhTVM7+Y80f5Xxf/SE/e3sHz5fYwY0Z0LF4qZPDmRGTP6ExDgyc03f+iYsL/xxsHExT2MwWBGJpPy5Zf3OFkiCII9ETchIZJBg+KYNi2J7dvPAuDtraayspH7798LuHDxYhQPJziT52q1QHy8BTBTlS1wOttudt5ilvHrBT/69/Ml5Yy9kkahkPH883MIC/N1EhdERvpx880juPnmESxZ8iM//2wnfZqb9TzzzEoWLx7L8uX7ADsJ9txz19G/fyzJyS8D0L//MxRcZZ8cLxcZZc4hbywd3ZMuvu7ctvEULx9q4s0jmayZO5Q3xvfmjfG92ZRZxnW/tAVVfXo6j8ldgnl0SFd+SS+hobXvNzUumCXD4lmfUcbZ1nFbpJcb6TXNjs/VWiOLN51mycAYyn3t71CjIOUbzSg2Bn9IXv0cilwjub/2NrorypmlPufoB1+Gu1LBlgXD2ZVbRZ8gL27vG40gCCzedNoRAJVZq2FvQRXd/T0cPrhdfd25ud14acnu847x5eXjen5kd35tLfm7FlYK/zVR1KdPX1QqF2bOnEyvXgn06zeA555bwptvvsPLL79IbW018+fPwdPTkx9/XM0XX3zK/v17EQQbjzzyOArFtfPsOHYsG39/Tz75ZCeTJvVhw4ZTjpshKSmGiRP7MGlSIlOmvM6mTSls2pSCXC7jwQcn8+23+zAYzEyMaGBObC2rsgNpNLadpgQ/HedrxZ0Xiw0ns2ovNyuxwSaOp1sdhtUyiUCLWSYqfanQKTla4Ulhs4q9Jd6MDGtGZ5YilwoEuJp56WAkAhK8vW1s2LCESZMScXNz4bbbRjtUG4DDHG3hwlGUlNTy3ntbefPNjYBdZhgd/d8Tc/8pYn3UDI/wY1FilMiT4ebekShkUiK83Mhtp/KK8laz59bRfHwwlTW7D5AruHMyfiKXJHpmuZ1jp643OsGFfi6FSBEcJBFAljkET6mz2ZlcsOBq1aOTt5F6wfJmJigz+LWdqmi4Kod7a9peJj5SLf/wW8vYsmdE2ztc1sieg8mEebqK4rTDPV2Z2CWIN9op1KQSuDMphr351WS1DgJ+Sz1Zr/tjzcavNQRB4AprH3JyKh2zECUldTzzzEq2bXuWr77ay549F+jbN5onnpjhVKa1ePHnjhmWkydzuOOOz5kwoTdff21/UaWnl3DDDe9SWvoFjz/+A99/fxCA8vIGbryxnh9+WMjXX33Jnr0VWK1tzxuDWYpUCjJB4MXDUdgECR5uJtw9BLTaNiJx6tS+yGRStm5NFR1Xbm4lFy8Wc/RoFhcvFjN1ahKzZtmVa4cOXXIyt9658xz9+8dyzz1fcvp0HqNG9WD58vsICbHLgZs7MOvryCD798DVYqX/V3uYEBOEl4vC4b3l6SJnXq8IMmqaRVHaZpvAvoIa3Lz80UnbSHBXiZlkQ3fAXqqyV9+LNUGfMkBVxNO1c0Uvx2qbF8HyJhZ4nCSx5BXR8ZR5RdGr+BQlId3xcTXxoNd+1moHkGW2d37rBXcyTKGcCn+Vg/ruPFl3k2PdXopSToa9wjljBPfWLna0p0i7c2d4FmfS0yBmhGh/F6qaRElu6TXNPD6kK1l1GipbDKRWNP63p/Y/wn/a4V2x4gfmzLmR6667gTlzpjNnzo0olR0TDp34vw2r0HEHbma3EN4/0ab2VcmlDI/wp8VkwV0p5/MUse/it+cKeHRwHE/tuUC11sDtfaP5+kw+FS0Guvq6c3tiFE1Gi8PYGuypaYFuzpNhCwPOcovkHCcNsfRRlvCGeRLNCi8QYLsuETlW5Fgd6YIA9QWZaDQDmBoXLPLdUytk/G10T06U1jk64RNiAxkXE8S4mCCqtQbcFHJGf99WmiYASw+kIZdKREokAdiYWca8nmH/9vntRCf+ioj2cnNu83Zu+yvjWnji/js2J/8Mu3adZ8uWM3h5uREVZfdunD9/GImJURw4kE6/fjHcd9/XGFqfhVarjWeeWcknn9zhtC25XMbcufbJ/6efns3990+iqqqJmJhAxo9v6zvp9VIO1/swLryR/aXeAIT6mqmpkVJeLiMiwkLDFZoAQZDw1NMLCAkJIj29hLAwX1asSEanM7JgwXBWrTqKzSbQpUsQzz9/vWO9tDQxQWkyWbjtttHccssIMjPLmDKlL+nppcya9Raenq4888x1TutcDVyq0/7md0t2n3eEIpisNp7ec4FZrf53adXO4oi06iZmxoeS9dBUNmSWcrykntJmHUv3p7HjlhEkF9VisNi4rnsog1oJscuo1Zm4WO/cV9+kTaLItY3IyTSHMtDiHE/fP9SHGd1C0Zmt/HC+kOOldTwyKI6CRvHvy6zVUPDoNDZlliMAQWoX7tqSgiAIPDK4q9PvqtEZSWkXbnUt8Lu0i+1nQwHefPMdAH79daPTsk899RxPPfXc79mdAxER/5z0KCioYuRI+yyzVCph6dIbqKlppqysAalUwnvvbWX8+N7s2nXesY7FYqWsrJ4nn+zF5x+nsrvYlz3FPkyKbKBQo6JE48LUqHpu71FJQbMLxyraSsoWxNeiM9fz+ulITDYpUR4GBAHWHfVkcJAGudR+Id/avZoj5Z4cKvMWHe/hck++z2grv+rtp+Wb8dkMXdPXQSo1NhpYs+YEvr7uvPDCaqqqGpk5sz8+PmpcXZV89tkuli3bTHR0AF9+eQ/79okj8vT6jn2driYCVTLuHtiNr87kMWj5fsI9VDwzPJ78Bi0yiYQz5Q30/nwXs7qF8OWZfLRmK+5KOXf2jebz1es4tm4lLRF9afS3l5ZoBFe2ahPZG7oMqQTC5I28VD/bab83qFO4aArH0FoCM971EoVuUcRrc0n36okJBWqJkSGqPDQ2F+apT+IqMTPCNYe9+p6ibTXY1BzRd6WLopo6Yxsh6GFu5q2P19Kr/2iq5EHoLTbUChnze0Xwa3opN/WK4GxlIy5yKb38Pbnh1+O4KWTM7xWOu1LB4DAf7rmCcAAwmP9aRrpBQd5cSYldaTSdl1fJK6+s5e9/tysO1607ydmzBaxbt0S03MmTOU6frzSFbmrSceFCEXv3in28zp8v4umnXyTYzcoItZZsxIaCVpuETy+GOgwCNTopPQI1uEa5UlcvJTraj4gID778cg/dugWT0m6w5uHhyssvr2XDhlMAfPHFHj755A4efHAKCQkRTuekd+9IFi782PF7tm8/y733fsXmzXYyMjLS+XnWvsNzNVArABoDP14o4u6kGNxd5FRoDDQYTDywPZVZ3ZzNZT2VZr4M+Zr3miZTafVilvocVRbnst8Siy8DKCJA5tzZutzWEUlqVLiil7kisclpsrmSbRaXoNbZ3DEJcjZqxUbV6eZwam0e5FucTSI9glWMbbhElikJvdJOEnu6yOkb5O00MysIEOvt7vBJ+SPwn3Z4U1JO8Y9/vItMJqNXrwRyc3Po2bNXR5vuxP9xpFd13Jlbe6mM1TcM4dPTubgpZLjIpPT5YjdSiYRHBsXhoZRT3444dlfKGf3DQco19pnNLdkVrJ83jHKNniV7znPz+lP4qhQs7B3JtpwKvFVKnhrWDWlTLQqrGbPM/gyNlNcySJVPkFzDLPU5KixePKuYKzq2C6YInvTeyTuNU7AiI5AGmhoa8H1nK/7ubtycEMn5qkb83Vx4ZWwvBof7kfXQVDZmlpFcVMPW7HL83t7EM8PjeXq4nWBu0ItVfFqTlWhvNVeim58HD2w989+f8E504i+Ax4d2Y3tupV1FINi4OyGUXlf4fv3VcS08cf8dm5N/hlmz3nYEnmzdmkp+/sf4+LjTvXsY3bvbCe6aGvGgvrFRy6xZA3jkkal8+eVe5HIpd945jscf/8HhebRlyxkuXFjGjBn92bNHnLQFUGxQsW3cRSqbFejMEm7Z2wN9a+JZdbWMPtFiMsPNTc60aUNwd1cRHx9KXNwjDgNqqVTCunVPEhzsTY8e4Tz44HI2bUqhW7cQRo3qIRojBwR40r9/LK6uSsaM6cWhQ5eYOfMtxznYtu0s48f3ZseOs//xufxneKBfGJ+lOquobILgVM5dozNSrzexL7+KaG830QS9BJgcZ+9jBqhdyG/Q8v35QgD2FlSTVtPMjltGOrY1NS5YlG7dK8CTeb0iRJMjSiwEy5wTvd2lRibpj7FPORC50oX7B3Thhh5hbMwsY/7atvTfnbmVDIvw41hJmwJ4alwwbgo5C3pHklvfQsJnuxyTKFuyK7ipV4RDgACQEOjJ3J7hHYYlXS38KYtcGxo6VmG4uCi4557xIqWNzSawbt1Jpk1LYtMmey3/hg2nuO66gU7ry2RSTp2qpa7J/kARkLCr2JetM9ORIHDfgTjW5QUQ6GpiUfcqzDYJ5Volzx+Lxk1u4/GkMkaHNfHFxRA2t3oNHWzxZmRoEz9OyqZGJ0djkhHhbqCkxT67N69rDSnV4sHXxTo1afVqrIJ4sFhcXMv06f+gpVU+npNTyZdf3s2zz/6MttX8qrCwhmXLNjtJCiWSa1/i1GSwsjqtmJpWs81SjYFDRTV8Oq0fA77a67hh06qb2b1wFEarlce3n+GZfWmAhD7d++PjJYd2974JBdVWL/qr7Kaeiz2OslXb15FyNswlh2bBjSVeO+3JAMCyhqkYfe2k0QhVNvd7HmCTti/fatqMkh/22ssEtwwumZxnLENkjdzlmUxZvTdlVl/8pBqGeOaxvc/1CBYpXoYGlg6Oxi04isd2nXOsd2PPcG7sEW6vJ29Fdp2G/EensXD9qQ7Pmbfr/zYN62pj8+bTToqiK3HDDYP54YdDorYNG07T3KzD07NtpmzUqB4cOJDe7nNPhgzpyr59baSQu7uKnj3DiYvzFyU2qF1tJOgaMFVBX78WDnl5OspDg33M+HtaRCkSAGqLlbVj01hZHsxHByVcvJgMJBMV5UVCQjhpaaV4ebnx1lu3cP/9y0XrfvHFHh58cApNTTruv38SP/xwCL3exJw5A7nrrnE8+eSPouWTkzNYufIwS5f+4mSuDziMD68FzlY1smH+MOI/2emIo96eU8GoSH+HqbzUZuX24BQ8ZQZ+DPrGse5xQxd+ahnu+KyWGEg3hbK8fBRh8gbCZfWUWu2eJGNVGfyoGYYNCTPczouUfP7N5eSG2COum2wKXm+YyQy3sxRY2lLVeijKCZY34ysV+3hJsOEl1TPKNYtljVMcptkSbLhgYVfUJNwadURam7lhwhju7B+Lp4uCZcezHANupUzK8dI6TpbVX7Xz+u/gP+3wNjU14eHh4Vi+qamxw+3+3tnRTlx7SOUdv4O/Ss3n9fEJzE+IYE16icPvDgTeOZ7N08PjeedYFjbB3tldkBDBhyfFXha/pBezr6DaITuvN5gpbNJR/8x1PL7zHA9tP4sN8Dc1MMPnEma5C/t0PRhStpS+yiI+DfiJIFkzHhYNGnlbfyRRWUJvZRkf+68kWNbEJVMoL3IDAJU6E6vTisl9ZBqHimq4f1sqUgk8M7w7MT5q7mlH8jyz9yKDw+zBFXf3i+H5/W0TWTf0CMNosTG3Z7gjOGJGtxASAj05U/XHlsx3ohP/1+Dv5kLqPRO48aGnaKos5ZlbX3d8l1vfwvvHs2k0mrkzKYZxMYFojGbePZ7NxeompsYFc2dSzFWfePqjca08cX8P2qfiNjZq2bXrPN27h5GcfIlBg+IYMqQbixeP4bXX1juWu+66gaxceZhhw+J55ZV5uLq68P77W0XG2EajmQ0bTvHMM9cxenRPYmICHeVcEokEHx8br12M4tbwCuqMCvSmK0JDLBKeTCplZW4gFhcZTzxxA99+u5+xYxM4cyZflFJmswkkJ2fw3nu38dhj3zv8hVJTCygvb2Dp0hv49dfjRET48frrC9iz5wJlZfXMmjWAX3895nQOrrtuAAEBHiLvpt+LVZc6LmWTSiQs6hPF8rNt6p2pccHEfLjNMfk3vWswlS1GLDYbA8N8yatvISHQC6VM6jRxuDO3knq9kWMldRQ36bh/gD1VbmtOBWEeroyM9CfUQ8Vj3Tz45lwxoR46BrsVEiDToLIaMMjsY3olFmapz7GnWkVXbynDFj9Ki8lCjc7otM+KFgPLJvYh3NOVM+UNjI8JYnrXYD4+mcPkuGC2ZJWLlLYmq40YbzWPDIpje24lvQI8uaV3JEVNOp4d3p1tORV4ushJLW9Ab716IoQ/JVHk5dVxklBz8w9YrTYnQzGj0cL334sHplu3pjJ79kAHeaRSKXjiiRk89dTnTtstbVHyZVqIg9yp1is5Uu7Jnb2qWJVtN2VtMkl560wEEyIa2VMqdpg/XO7Fqix//nYyCrNNiofCwt8HFzIkuIV4Hz33H+gi8j1ylVsZEKihh4+OjIa2gbPdyDdTtO2tW1NpaBBL10pL63nwwckOB343Nxfi40OorHRmPq8mjEB+g7OMbk9elZOi4GhxDemX0sltanvIXXDtwW0uRzhu6upo85NqSHApQxDgo6YJrG4ZhJ9Uwxz1GWIV1bxRP5NjRvvy/VwKCZc1YKStNOOIoRvPeG9jo7a/aP+rNIN5wns309zOs1PXiwyznTCarU7l6fp55JiDccXIM97bGOOaydSKJ7lcMdik8uKbnYfRhVYCbdfiukulTkZpZpvAocIaUalde2R14E/xZ8Z7723rsP3eeydw9mwhMTGBXH/9YA4cSBfVMnt5uXHgQDpHj2YxYEAsc+cO5bvvHuDuu7/k2LEsEhOjSEiIIDDQk3nzhrJ+/SkCAtzp0kXNyBF34eqmw8dbQUOjlCC1iSFBzbx3pE0l8+LAIrxdLGzK9yOjxZ28CiWRHgaKNW3lGDNj6vGTmSkvlmG1tnWsioqaGDKkmilTgvHxCSMoyAUXF7lDUgx2ldHEia86lE0DBnRh/fonHerHpKQYzrZ7ofXuHcmiRZ+IyNw/CknB3mzNrnCQRGD3MBkc7ssAoY5tx88gC/flRc080MAUt4t87L+SCosXJwyxzHRLpdrqha9Mi4dUzzea0QBcMofRTV7BysAvMSHngZpbHUbXSsy86buGzXlRUFVPtZdzbEsfZSlBMg0H9N2JkNdjE2B02TP0URbjK22h3mZX+E11u8hDNbdQY/VgsttFKi3eCMBEt3TebpxqL39TQ71gw73wPNnRgXx2OpfBYT64KxV4KOXc0ieS8VexM/Pv4j/v8NqXV6lUaDQaPD07nkn+vbOjnbj28FD86+7WhSrnd3SQWkXGg1PYkVNJkLsLPQM8nYiiQLVKlIYGUNyk42hBJR+0U2bWugbirzrDCk0SVTb7tXTOFMVrDTP5LOAnJtQe4KDvSBqVXgxX5ZJlDmZh9T0ADHApIEoujk+2AUtWbGZ9Q9tvW7ThFHf3j+FKHC2pJatOw9GSOqbFBeOlUhDh6cZXZ/L49ZLdX+He/rE8O6I70d5qdrULg+hEJ/7KEASBz1Py2JxVTryfBy+M6kGguq1vIpFI8DM3YzJpsVrt7+1mo5nh3+53JCStTism+faxvHY4g52t9876jDJqdSaeHdH9j/9RVxH/S0/cfxcXLhSxYMGHjs9vv72Ql1+eR0SEP/v3pxEbG8jy5fsdyWGDB3flyJFXOqyQUamUPPzwt9TVaXj99Zs4cyaf6upmvL3d+PjjnaThy9pzvtybUO60rqebjQf7VNAQ5Ul2bSTPP2/3VZVIJDz77HVOy19WtF+Zjl1Z2ciCBcN55ZX5AMya9RZbttjJ/6ef/ok77hAHDQH06hXBPfdMvKpEUaynK2c68JJMKa/ns+n96BngycmyekZF+bM7r1KkEN+RW8nRO8Yyc9VRzqcWsDy1gGERfiTfPpYITzeRjYifq5J7tpxxxNW7KWQcuG0MXf3ceXD7WQ4V1fDa4QyW9g8jsfAYp3tOJEsTxo8MJ9JYjI+lifgQPQs8TtJdWclqfQ+SY/ry6Xr73/u5fRcdptvt0S/Eh1v6RAHw6I6zzG71VZJLJSwZ2s1p+S6+7tyaGMWHwFtHMh0TSxLg29kDifVRM7rVhuNq4U/ppGs0dhwpvnjxZzz88LfccMNgUftjj00jIMBT1Obr687atU+wfv0SHnxwMn37RvPgg9/g4yNW93i7WBgW0kxuo7i+v6BZxfla5zrhi3VqvD3Ex+eltvKPMxGYW53qNWY52wt9iffRU61TMCG8kRC1/WGvlNq4PraWe/d3xUtpYWRkE0FBVl59dSZPPDEDqVQ8MzBkSFcGDYoTtc2ZM5CPPrqDI0de4Ztv7qNfvxgOHRITTNcCEmBKnLh8ZFZ8KInB3k7Lnt7yK6cynB3+ByoLeNRrD7HyapKUhSzx3okcKxu0/figaRKVVm9yLcGs0AzjjDEGXTuiJtUYTbXVuTRGEKS4S8Wu+e5SI4uq7mRixVPkmwO43f0wB0P/gQSBnNYSGD0ufNw0gUKz84PcO0COqblR1KaUSUkK8XFaNinEp8MHBEC55q/lUWQ2d+ytc9ttY7h0qZRffjnGwIHP0aVLEO7u9ntKJpMyfnwC1123jGXLNjN//gcsWbKCqKgAdu9+kd27XyQlJZ8PP9zOo49+z4kTF5g904xe38CRI+WkpVtJTVHywaAczi9IJfn68+wuFv8dvrsUzPq8AA6Xe1PbLOdsnhtJ/i3cEl/NmLBGZsXUsrvYm6/TgpBKnMkbS5mZnTsbWLUqjTlzPiYkpG0ZFxcF48cniMrfUlLy2L79LC0tBr7+ei/jxyc4DLyHD49n9uwBfyhJ5O1iH8gNCfdtTfFz9itR6ZvJ27yCeHUtl4h2tO/U9WZVyyBmVD7KR00T2aLrR6HFnzd913HBKC61y7aEEC5vIM8cKEpDM6Gg1uZBrK6QFpUXrkZn4nSYax4v+m5lX9g71NncOWzsTrHFj626JCa4pvN1wHesDfqEZH0850xRlFl92aFLZI57KhtCPsUkKEQeSYJEylepBUxfeZgt2RXsyK1ie04Fr45LYFRUAIHqjiccriUGDhxEcrJ90iI5+QD9+7cpWy93eP/xj3cdbQMGDOLw4YNYrVbS0i4SF9eVTvw5Uafr+Nl4b/9YvFX2e2XyFe9PqQQmxgaxI6eSJXvOs2DdSWatOsrtiVEOp8Nufu5MjA1kchdxKebUCE9e+dh54ivHFESVVUw4XjKF8lr9DDYFTadB4c1Mt3NMdE0n09xGtqcYY1BKxH0biWDjbIY4ClkAbB1MZpZr9Ny79QzbcirYnltJYaOOwiYtje069l+n5qNoDQkYEx2A719McduJTnSEd45l8+D2s+zKq+KjU7nMXHX0N5c1m+2D5l25laIYbZsAX5/Jd5BEl/FDa3nNnxntPXGlUqnDExcQeeIuWmT3Mvzii0+ZOnU8c+ZMu2aeuAMHdnH8/847x7F69THR96+/blcS3XPPBFavfgwQl6KdPJnD7t3nmTt3CNOmtZXXT56cyFtvbeSTT3ayatVRbrnlY6ZP78ePPz7Er78eF+1jbW4AfWP1XC6w8vCwERFgIl3rRqVJQUpKWz9LEAQ2bDjJwoVt5VXDhsUzc2Z/LlwochpHBgR4Ehtrf6ecO1foIInAHp5UXd0kWueOO8YyfHh3cq8ywV+q7Tgx+r3j2ShkUqZ3C+EfE3rzwMA4mq6wEbAJ8NWZAtEkyrGSOvYXVLNsYh9HEJFKLuXZ4d0dJBHYkzzfPZ7Fq8liAu2LS9XkB/UUCRKK3SJJ1KTxku9m5Ngw2OTkysIosLX1s+v1JiTYS9jAPl5+fEhXDBYrDXoT9XoTn7WzuLDYBI4U1zKjnWn95C5BzG+1t7DaBN440nZsAvBa8iXeOnr1x/p/SkWRh0fHN/1lh3YPDxVffHE3qakFFBZWs3lzClOmJJKbW4nRaHefX7ZsIXK5jOHD41m48GN0OvsD99w5iI0146Uz4im14KuysCIziOEhzewsbot5HRXWxPAQDb/mtMU8yyU2/FRmuoYaadTL0OuluLgIjOndwqYT4o5ZlU7Jz1kB/O1EJBZBirfSzDsj8vBTWbhjbzeHN5FcamPUGBPz5o1m9+7zLF48ll9/PU5Li4ExY3py6VIZISHeTJuWRF1dCzExAWzZcoZVq45y330T6d070kmFdK0gtP6bHR9KQaOWWG81FRo9H53MYW7PcDZnlWO1WgloKKbYbGFscBU/2uIcgzs/aQuj3bKZLr1IgdmfzbokztZH861mJN0V4qQAM3KqrZ5OxzDZLY1UYzSm1kt7oEs+5TZvFrif5LPmsQhIkWGll7KUbbq+ABhR8kPLcG73PEqBOUC0PZ3gQoSigQBZMzXt9ndz0Dlq9S683TITq9S+r3nxwdhsApO7BLE3vxq1Usas+FBu23gK6W8of0PU18aY9n+VrJSXV9Nh+6uvrnOUTAL8+utxMjLeJyurnN69Ixk+fKlo+c8+28XLL99AZmYGjz/+o0iaW1ysZYB/I42NbfejVZCwJtufUWOasdqcGXCJBI5ViK+XY5WenJp/nqXHo/gpy34f7yzyZUZ0HR4KiyPxcECghvOl7T00JOga9IwbbaWuUUqAv4lTpw47/eaysnqGDn3BYfDn46MmO/tDunYNISOjlKefXimS7l5LvDoqnqIWM+8cz2be2hMEqV2Y0TWEra0G1ol+bmzeuYsQf1+6RgBX8Dh7dT1ptrUR41VWL3boehOrqBENJj0kegJkGgJlziUjeeYANoZNsX8QBELqC2jyDMTbxUR/l0JerZ9JhLyeRR5HSTOJFUfHDF15y38dh/TdaBHEJNcRfVdu9ThOnMJZoixxc6H9mFVrtrItu4JZ8aEsGRrPy4fS0Zo7nni4FvhPQyAWLlzEfffdyfLlX7Jo0WJcXP54cqsTVwd+qo7/disvFLEtp4LXx/Xm5t6RfD97IO+dyMZqE3huRHfCPF15Zu8Fh2lnUZMOo9VG7iNT+eFcEf84ksGs1cfwc1WysHckFS0GWupq2HzkFD5GC25eBnTt0gvnuKeSYQ4VeYLFKar4RjPKoZrdrOuHSXDuHnaVV3KX5yFWawbjKdXzlPdOSpHzLmLfrBt6hhPv78HbR7Mc5Wg/XSwSLXO8tA6pRJyoZhOg0WBizaUSvjyTj+qPF1x2ohN/OFani/1FTpXVU9CgJcanrd9xuXzssqKoo8meME9X3JVyWtr1lzpa7s+I/5Unrp+fB3UdKP/NZit79rxIdHQgcXHBhIXd6/R9++6dsQMvxPLyBh588BtaWgw89dRMFi4cRVFRDbNmtf1WQRBYsSKZsWMTRP1gALNNwsJ+tYRE+9KkkXLpkoJ1R73ZKPWiazeLE2FvNltZseJhli69Aa3WyNatZ+je/XEsFis9e4YzZUoiu3dfIC4umNmzBzB16huEhvp0aNUiCHDy5Bukpubj4eFKdHQA1133Nps2pXR4HoM7EAz8O5D8Rh9Zb7Ey5adkdrWGlNyWGMVdSTEcLGwbg4yM9Mdd6fweK23WcbSkjh7+nvQP9ebFkT0obzHw1F7xckaLDaNF3D802XDyuwIoUoUztPQ6NIIrvtIWglycbQUUUikX7p/EmfIGmgxm7tqSwvsnclDJpfxjfG+sV0wem2wCWxaMIL26CZsAdXojN/56DJsADw+Kw2y9YnmrDdNVLDm7jD8lUaRQ/PPBtUZjwGYT2LYtlbJWD4pdu87z1Vf3UFZWz/r1p/j739dQVlZPbGyQgyS6DItFysgeLXx2MNARVR/jqeembtWcrvIgVG3CYJGyIjOQ6VF1pNZ44K60Euup57Y98QDI5QKDBhnw9xeIUZoZG97IgVaXeoBp0fW8mRLh2H6jScGmfH8S/HSiVDSLTUp9nQeDB/+NxlZ39DFjevHZZ3cyZMgLDg8XuVzGxo1PMXv22w7z4Gef/ZlHH536357m/wo7cyvxUMrZuXAko78/6OjcyiUwq/oklwwyMiMGUEEUaTaY7ZaKCTlamwux8moyTcHYkLBZ18aw55iDCZeJfVwk2Ljd4whnjZHoBHsHvLeyBB+plld917MhLxoJAhm+CdzXmmo2W53KGFUWA1QFvNUwTbQ9ASm55iAmuqVz3tTmYB8jr+acIYLRqkyqrF4ISAiWNfF8/Q0YBQUxymoGGS5yvtqXFYIAl+xS0OdHdGdSlyDGXOHFcyVstqsv6vtfJiuZTB2bpjc0iJkHs9mKVCohJiYQX193J5NqQbCy8JZbsNqsVJQruPJRNcajnvX4itqkUvjkfAilLS5MimxgQ36bEuz+3uV8cj6MCl3b74r1tBNX6/LEg5V9pd7svi6Nj87ZCZA7elYyc4t4IOQtMdOnqYEv0kNIt0noElGKXK7EYmkleOUSGhoqRSkQDQ1avvvuAPPmDWPTptPcfvtotmw5Q23ttS8/zK/X8mFqoeNzldaIl0pBzsNT+XzfKd5Pr0EISuQ8iaiF06KkIyVmeiorHGlnl6GSmFnkfoxMUwj5lkA8JHqmuF1kUfVdBEmb6O9SwBmjvQRlkEs+B3Xt1pdIaFT7c2/pj3gnhfD3husAOGnswmlDNEGyJpHqIV5ZSbNNRYy82imFKVpRy/uNE6mzujFGlckhQzckwE3up4hQV/OWNlZ03MdL63hgeyoWm0A3X3fen9KX6a2TDH8E/pMOr4eHJytXrnFq78SfD6fLOibRG40WGo0Wbt1wkqHhfoyJDuDd49mk1zTzwPZUXhzZQ+RTAFDYqCPc042PT+Vgan3H1ulN5Nc2IRRncFIRCt6RVBDJCFUWaomJRpsbnlI9yxqnEimvxVeqpdDixyjXbOIUVezTX/GMk+lwlZgcykAPiZ5p6jSC5M284LMNQYAdut7oPIMYa0jjkKkHCNBXruXLU9lorfDptCTm9rLPgB4orBalC7rKZdyRFMPRdkaeg8N8yarT8Hg7E9VOdOKvjghPN6d7Y31GKe8cz8ZktfHY4K4IgoBRruLhY6Wc2JxDYpAXk7sEOQbKPQM8eXxoN0I8XHls5zmsgoCXi4I3xvX+H/2qvwZ+yy/y3LlCdu06z7JltwLw2GPTefrpnxzfP/DAJNFE4F13jeOrr/Y6Jky7dQvho492cLHVhDg5OQN/f0/GjnUOqwgO9sZoNPPoo9McITAAt/eoYrZbJaUWV/bkudOotfeTrTYJ2dkK7rhjlMiz97HHpmMwmOjWLZSCgmr+9rc1jmO8dKmUyZMT2bbtOVatOsrChR871tu/P40hQ7pyojWdU6Gwp4SDvdzMxUXBTz8l/yZJBPZx+X+Dbn4eVOqcvSRjvd1570RbqvYP54tYkBDJ1gUjWHuphG5+Hjw4KI7iJh3fnC1wWC30DPBk2bEsMlr73UdKaon2VvPYkG6Miwlkf6slhkwi4d7+sSQFe/P3Q5cc+3lkcBwnfjlEtVcYNom9HxquLyPVqy8awe6DWm9zx+IXQ6xaTr7WTu65ymXc0z8WqUTCwDBf5vxylKIme+mbwWJj6YF05vYMd5RhX96XyWqjV6AXWbUaJq1Ixtz6vt+VV8nC3pF8f75tAuaxId3o6uvO3vyOfZ3+W/wpiaKgIN9/uUxDQ4uDJLqMjRtPs29fmuPGf/75VbzxxgKndbvEBrA7z+IgcQAKml15ZUgxDydWMHZdb0ztBvirJmcS62Vg2JpER5vFIqGkRIFMZmFjvidB6JkaVY/RKmVUWBNTIuv5/KI4aahSp2R6tPMNYTK709jYRpQcPJjOd98dFMVqWyxWPvtsl1PCVEuLkeBgbyorG//Z6bqq0JgsfHIq10ESAVgEyLfJqIkQ11zu1fdiofsxvtSNJZl4vm8ZyU3uJ67cJMGyJuaqT7NB2w93qYExqky+1wxnrCqDCHk9XjI9y5tG8VidvXY5RFqMwmqmUWibkdms7csS712EyxsZ65rJ1lZFEYC7RE+lxZN8UwBjVZeosXkSK6+h3urGiw03OJb7h++vvFQ/BxN2YqPAEshALw8MLmHQztfmw5M5HSY9XYl6w9UvPbtWyUr/jmFuQ0PHL4OBA7s4XjJgL7+aMOE18vOrUKuVJCX5ktuuEjE62ED6cRtKBOZHVvB5ZShai/2hPDK0CV8XC2PDGjnQmiDoobCQ3eDK5vw20ueRxDL0FikX69xYnR3IiNAm9pZ402BU4OFqZWJkAxdq3fBXmSlpaSMe/FVmnjsWzZFyO1Gxo8iXSVENbC9s2/b48EY+ONdWTphV5MLj/Us5W+9BoUaFVyAcO7af9h5WALm5lQwY8KzjPr3uuoFs3Hi6w3N2NWEVbFxZ6Vah0XN61xa+OduIoG4j1bZok/gy4AdWtQxGABKUZQTKmkVG1V0VlfygGcY5UxQumHjIcy/+Mg1/b5jj2E6orIH1wR8jwW6K26vkNfExtSrxdujEHdkiawCv+a7jo6aJVFs9iVdUYBZk9C35O+4SIzPU5zmg706zTcUE10vs0CZQYrUfvxwr3wR8R6iskd36XjQJ7vSWF3PRYid/k1wt/HCu0KEyyq5vYWu2WK3YiU5cC6j+hUeRTYBjJbVsz63kYrXdq6jZaOHV5Ev0CvAkvV3ZwvxeEWiMZkcM/WWcLyzFJhGrl48ZupIWsZQPmibyVfMYANIJo4+yhOPhbwBQYPbn7YZpIgL2OvVZbvU4zkrNUAyCgjKLF7MqH2GoKpe/+2ziw6aJfK8Z4Vj+ee/NeFSWsdR2J6k59sHrnvwqdqkUTOoSzN/H9OJkWT3VWiMyiYTb+kaxv6Ca2fEhKGQyegd68cjgOJ7uIOmnE534K+O1cQmcKqunosWAQirhoUFdWNLuPnjpYDqTVQGkR8RRXmWfMD5d3kC8nwep90ygyWhmZGQAMqmEhwbFMSs+lIyaZoZG+OHp0lm++Xug13dcMgyIfDafemoWCQkRHDp0ieLiWr74Yg+ffrqLhx+ewltvLaRHj3DOnXubn346jKenKyNH9mDgQLHqac2aEzz99GwWLRrl8Pnp0iWI8+eLcHNbSEiID889N4fU1FTSLuaxPD2Y5enB9O5ipEkrnnS22exlbxMn9iE1tYAuXYL47LPdPPzwt/TvH8vDD091UrTn51chlUpZu1Y8BquoaGT58vsoKqqlvLyeefOGodHoiY9/lOzsCkaP7ikqxev4PP53ydtHSzoOHFHInMs0LlY3sTe/il15VcR4qxkU5sv42CDO3TuRlReL8VEpGRTmw7BvD4jWW3OplMeGdGPrghGsuFBETp2G1MoGZqw6Qoi7K8+P6I7FJpBT38I7x7KxBg+mZ3MGoyOqCJU3Unq2gc8j7xT/XqU762cmcKjRXnZ+c+9I4v3brFGu9PPVmCy8Pj6BGd1CuVTTjE0QeGznORZvPM2tfaLo6ufuIInAXprWxcedNXOHklJez5joQCfrl6uFPyVRVFX1z5NqZs7szw03DOHFF38R3QgSiTM7nJ1dwSuvzOP11zdgNJqZOLEPs2aF8t67W522q5ZbSS7zFJFEAHtLvLnJtcYppUyvh5MnldhsEgpRIkFg3bQMkgLtF8iwkGZROczEiAY8FBaGhzRxtMILCQIRkVaiooK4dEmsqPH2dvZH6tMniu3bxdGEQ4Z05aWXbuTmmz/g6NFsp3WuFRKDvFnVTk0BcGv3LN5t7gLtlHwSBL7XDBctd0zfFT9pC3Wt5rVSbMxxT2WgqpBX/dazoaUfz9W3xfhGyusYo8qkTmi7CSu8IvFpEbOqAlLSTKG80TCdUosv41SXqLB64ydrIVxWJyKErlen8KT3LoaXvSDaxo+a4Q6S6DIKLP4IV6TK6Y0mpPX/ulb3WlQeXatkpd9jmLt8+X5+/vkR9u1LIzraj02bjpGfbx9MaLUmTp2q4K6xdViabPRSt/D80WiHp1dGjStfjMulUquk1iBneVowh8u7o5TaeLBPOWHuRqI9jNy8S6x4Sa12p6BZRZnWTtZcrFPzXP9iLim82HXGg9dO2w3kRoU2UqVTYrJJUUptLOhWw9upbd47LWYZ7nIbbw0vYE+xN8NCOk7iadbLqWhQUNjoArUQ66UnxNNERbN9Rl6hEDh08ATWdtf/H0ESAZwpqaZngCeX2g02VVkn+PniUVwTp9LeQteKhAGqQgar8rm+8iGH0iBSVsvrvmvxlBpIMUTxQ4v9WjCi5PPmsQx0KWi/S8qtPtgEKUqJhY3aJK5Xp7CyZZjj+4jaHBrlnkTK6zlpbOtkKLEw0TWdGW7nMSFnbcsA3m60KwA1giubtX3ZG7KMAHkLp40x3FF9h2NdCzK26hI5aujqUCR5SPR87fcNWblSjmcEYeshVhMWNIpf2J3oxLWA8V+UOEqAweF+vHtc/J7WmKx8Mb0fP6eVkFOnwUulYFVaEcdL65yidfsYs2j0DSHD0jZB4iXVo5RY2KvrKdruBVMEB3TxfNY8jmKLH6Ncs8ho8MEqkTHQp5zPm8bSx6WUF3y2cEvVPZwz2Z+Xm7T9sNik7NEniLb3s3YYT0bsxFIrVqOuSM1jdVoJP10owlul4LkR8SQEerFw/SnHZEqUlxsrrx+MUialT5D3v3E2rw1+q2T7559X8N57bzNw4GA+/9yeeLl69Uo+/PBdgoKCSUrqz9/+9ur/6rA78SdHQqAXhY9N53RZPV183fn1inQkgEqlN/VKsTVCVp2GCC83ktzEE1KRXm5EejmPETrxn0OtVtLc3PEE6I03DhF9njo1CXd3FaNG/c3R9vbbmxk6tBvTp/cjK6ucIUO6MmFCH7RaA25uLqKKlthYuwXCDz88xJNPzqSuTsPOned4++3NgN3O4MMPt/PEEyPYtatNSXIyy43EGD2l7bIGQkI86NcvloED45g3bxiDBj3HuXOFAJw5k89XX+0hNNSH8vK2seXl3xMT02apAvayR5VKiY+Pmpkz+xMa6kNs7MMUFdlVsocOXUKplCGXy7BYOn7P+fq6d9j+r3Bd9yDWZVY5tc/pHsay1jRQsCt2zpQ3OBR2BY1aFqw7Scnj0+nq58Hfx9j7sQ16Ey4yqUilG+Ntf1+6Kuyqn2f3XmB/gf23lWn0fHAyhy+n9+ftY61+fBIZaV4JLFUlM8i1kA+FGGL1heS7tYU4hDUV06CYSLinhTuTYlC3lsBl12lIrWhgUmyQKLyif4gPcb4exPl6kN/QQtePdzh+27fnClncN9rpHMT6utvTtnuKrRr6BnpwrvrqVSr8KYmi0tK6Dtv37HmBd9/dxo4d58jIKGP+/KH8+utxbDaBnj3DefbZ69i+/ZyIPOrbN5pHH53GffdNZPHiz9i27SwHDqQREiLg6WKh2Wg/RSNDm7AKEsLUzqxotKcBbxcL/QJaSK1puxnUaoHGxjbySEDCjiIf1uX5s7XAlyBXEzOj69BaZER5GPj2UhAGqwwJAo8klhIaKXBE8OeJJ65n//5lDpIrKSmaMWN6MWlSH3bvts86DBgQS2xsIIsWjWbjxlPo9SYmT05k48bTrFt3kuDgjtNyrjZkEgnze4VTlJtFYHM51Z521dQoVRZ6VMxWp/J583jH8nd7HuLz5rG0l99IJTbWBn3K8uZRNNpcMdgU3Fp9N75SLc/6bGeHro9on8UWP0qszioz/+YKGtzbHngJylJerZtJua1t2aU+m7nD8wjDS8XM/iZtEo957UaKzRG/DeAj1RItr6XQ0qbAmOSajlxi5eXW8hmA+JZsNm9voGdcPzKtKqQSiUhhdRla89WvJ71WyUq/B3q9CYOhkR49tBw9uouMDBntnYRMJgl3B5QSGGXmh4xAB0kE9vvmXI07T/cvZdLGBPRW+6y3ySZlQ54fR+deoFxrJ2Lbl20K4CCJLuNAmTfNSiUGc9v2k8u9WT8tnWq9kkgPI1qzc/1xnUHOa6ci0Jjl7C3xYUxYo9P+bAJkNbZ1zvKbXHl5cCFKmUCDSUFMmIl3ToRRzR/vM3O0xkCEp4THh3TlbF4xObm57HcLwW/ANCa6Z7Gipa0DOtc9BU+pgTUtA0Q+JsVWf0yCnBnqC6y/IkXQigxPqVgdJ8PKVl1vvteMAuwlbAMbU6gxqrFKZRQE9iRP1od4UwWR8lqKLf4osTBdfY5pFY9Tb1Mz1jUTpeQKg0Kk5FqCiFHW4SFxVuTVWj1EZWsawZVLlnAe6buPoaVlnNOPRKtsI5U9Xf6Ur8FO/MnwG/1nXOUyPF3kTO4SzE8XihgS7sfZdgrg7v4eDI/0Z0RUAJ+cyuXhHfbJoJNlDfjJoUt1BhpXL6I8mgkKktBDnkdhSwB6QYkMK4s9DlNo8SdGUUu+pe196C3V8nTdXGpt9smq/fqeDDakYJQqHf59hwzdyTEFOkiiyzhuiEMmsYne2wqJhQi58yTevpNnqPCwG3LW6Ey8fTSbWfEhIsVtUZOOg4XVDAn3I1jtwpS4YHbnVSIBrNdgMqUj/LOS7cmTpzFkyDCWLXtTtM6DDz7KwoW3/TEH2Im/NJQyKcNbE6iGhvs5fR9kaqTGLFDu0jYY7ebn7jDk7cS1gaGDxC2AefOG8vTTP/HSS7/y0ks3sHChvZ9z+nSe07JHj2bxt7+t4cIFO7kzcGAXkpNf5r33FvHoo99jNJqJigpAECAg4E7i4oL58MPFjB2bwBtvbBBtS6czkpHh/JxVq2y8PLiIdQX+1ClcSEyMICTkHqKjA/jgg9tJSckXLZ+aWsC5c8t49dW1lJU1MGFCb7777iCPPvo9I0bE07NnOJculSKTSZkypS8TJryKIAgoFDK+/PIeB0l0Gbm5VWzf/hwffLCNAwfSnZRYXl6u/+JMd4waXccvzts2nubJod24UNWESi7j6eHxPLAt9Yp1jSQX1fL2sUxSKxoZFxPI59P78c6kRJ7cfR6T1UastxqT1Yb/25uI9/fg46lJnC4XCzN0Ziu7853JquTmWLbo+rIuIgl3i4YZbueotHohq66jxiOKsSvsFRgh7iqO3TmObdkVPLzjLAJ2O5bbE6PIa9AS7K6itFmH39ubmBIXzMTYQKcKALPNxo09w1nbWpo2LiaQL8/k8fCOs0yJC+bTaUlIJRIe2n72qpJE8Cclivr3j+uw/eefj7Jz5znAXuJRXd3EhQvv8Npr69i2LZXbb/+MxYvHsHbtCbRaI5MnJxIdHYBeb2L9+lNs22bvgFksNkpKFNw2vJa+0iayG135Jj2YueU98HExMz26jp1FvlgFCYODmlmeHszSE9FEeBi4Jb6aVJ0n6iAJMhmUlYlPcaHGhT2tpthNJjkVOiUn5p3n1t3xGFoHwAISvr0Uwg2BTaTnejNnzgcMGBBL//6xBAR48uOPyQwfvhSZTMp9901kxoz+3HvvV9xzz1cA9OsXy7ff3sfgwS/8Zn3ttcKDA2L46LT9gSTxCOYFjw0gk/FG4wySDXb/pjs8DhEg09JFXoVcKjBffYofWtok7Is8juEr0/Ka3wZ+aB7m8C+psHrzZO18ZriJ/QtkWJmvPslhfTeHdN5d30jXigv4tNTQEhLGpPASBrgUsLBabDi3R9eLOzyP4C3VUW5tS8pSS434y1q42f0EP7WqIJSY6edSRCIl5JiDqLV6ECWv5avm0TTY1IxQZdNLWYYLFj5jLBZPOVigt76MB2aM5/59f4yp+H8aJXo5WWn27OuvWbKSUinh5Ze/pbZGSpiHldHBGrbntRF2CX5a1uf5UatXEOHhTMZ28bITApVasZqrRq+gVi8nrdaNOV3qWJ9n72h5Ki082KeC01UeIgVgrKeBE83ORM3BMm++uxSExiwnyb+FBF8tafX2WQal1IbZJnGYW19e/rn+Jfya64/ZJmFxzyrMVmcprNkmZVEP+wsmp1HFvXFlvFDTppby87NSVycFnNe92ihp1kNBGo0nT1MWa7/fynBjVYsPn/qv4LwpgixTMOcN4Txfdz3RV0RhAxgEBdUWD0apsjig7+Fo95dqeNF3K8XVfmSaQ1Fi4SGvfXzS1EYKm1BQpgyhX0UKO3rMwtb6m7PMISx0P8oCjxW4YmJq5RMYBfvfeb++J6NVYkWcq8REgdmPuZX3EyRrZohLLieM9ndCkKyJsa4ZjmfNZVgEGXdV385pIZp4dSWaxmrqrW6MC/Vgc5ZzxGwn/jcoKSkhMzOTiRMn/q8P5arD3bXj7lbDM7MZ+8MhfmwdRCikEm5PjCa1soFgtQpfNyUPbEvlwUFxbMwsE61bZ4EZXKQlMJp1+kGcbuVNb3c/zBDXPL5pHsV7TVN4r2kKI1RZRMlrKbL44yHRc7/nAd5snCHaXrEqnAaFeKJgj74XMfIaCixtZHIvlzL6uRTzYZP97yTBxhTXi5w0xDLd7Tzbdb0RkNJbXoT2CqLXKghOpp0AjQYzMR9up751gPHIoDg0Oj3fpZU5LXst8M9Ktv38/NBqnZMav/rqM379dRVLljzrWLcTnfi9GBjmy8dTk3g1+RJGi41JXYI4kVqDoG1hYICa1FodicFefDNroMNCoBPXBlfaeVxG+wSyRYs+JSkphl69Ihg9uqfTsiaTxUESgZ1MWrv2BPfeO5EbbxxCUVENq1cfY9kyu3KotlbDddcto6joU8aM6SVK1PX2VjN//nDWrRNXj4T7m1nUpZoeMUZeOBPD9u12X52ammZmz36bkSO7k9wuwWvMmF7Ex4fy00+PAJCY+JTjGDdvPsMtt4zg558fwd/fkz59ljgEFmazlXfe2UL37mFktnsfjRnTk4kT+zBxYh8kknlO56CgoGOPvn8FpbTj859Vp+Hd4xoyHpxCNz/7xN+Y6EDOt1PpRHi68uzeC6S2TrysvVSKVAK/3DiUmxIiKGnS8eP5Ij44abfFOFZSx+zVR7krKcbhVQTgo1JwY88wVrT7GyIIXNIHcUCSBDLQy1w5ZnDjSNgbPHRxGCe7DXAsWtFi4L3j2ay4UOSYILEIcLaykbP3TqTXZ7scnkk/XyzGarWhkEpEpWbjogNZnBRDXn0LVpuN6345JlpHJZOilEnFx3iV8Kckiurqmjpsz8wUd/ibm/V8//0BR2yhRmOguLiWnJyPeO21dSxfvp/t288SGurDpEl9nLen9eCF3gW8+mtfx2CzwaigSqfkxLxzmGxS7t8fR5HGnipQolFxvtbKhOEtHC72pLFRQlCQhaoqGSBhfEQDLSaxWkFjlpPR4Ea9Ufyn0JqlbEv1orbOPmg+ejQLmUxKQkIEOa1JRVarja++2ou7u0rkx5Sams/HH+/4w0kigM9O5UJrGZYgkbLZOJAmm6sotnq9dgAf+a3k3trbHbOed3kcxEuq55wpktcaZvJGwwxu9ThGrVUsV7QgY5Aqj/OmCAosAciwcovHcQLkLawJ+pRNun6cLPenTOLPoV6ziKzJYXLdQR5NKKDe6oYSiyMRDSBKUcs+XQ9mqs+R2xiECTkSbAxyKWBQ6UuYBBlTXC8wwjWHrdpEPm62d4xVEhOf+//IvTW3O7Z3xNCNoaq8VsKqbR9pqhBe2XQQ3J3rRwPdrv4t+H8vWUkg2N9MUZF98J+tU6HXwkN9ykgu86art45zte68dcZe7iXDxqTIevaV+GATYERoM6nV7mQ2uDEholFkUj04WMOodX3QW+xKvLt7VZAYoEWCQHKZF9fH1bIp3w+9RUa8tw6juwwvpQDtqgK7eev48mIwRpv93jxb685NXatZEF9DQbMLM6Kd/cQAhoQ00y+whbfOhPNNejDjwhvwVFpoNtn/pl5KCzNi6jHbJNy3P479rWb2Q4KaGRPRRLSHgaUnogBnBdO1wqmD+5DHRIraLMgwI6PW6s6hVsPqjJYwRqiy8ZdqqLXZX8JeUh379D14q3E6rhiZ6JpGhdUbb6kON4mR5+puZKH7cQaqCgmQabAg5b2myaJ9GSVKEkaOY2utuHNbaAmgp7KC04ZoB0nkOD5BxpPeO1nbMgA/WQsDXAp4s3Gm4/sAaTPfB36N1qZijGsmZkHKry2DyGhNYwuX1XPGGMUxo50ATbXFMsg3j/urV7HtWBSGPjfQif8bePvttyksLGTMmDHXJNL4f4mcuo5LVtdnlHG8nUrabBOwCDY2zh9O7893OVL5frpYzKx2UblgnyS5v28mo8qvF7Vv1iXR06WC08Y2I/cjhng+9/+BYFkTpVZfYuQ1eEj0DgNOgEBTDRaJDIOsrS1ApuFdv9U8UbeAQos/8YoKRqiyGe6ax1BVLpdMoZRYfB3vRoAlXjuY6HaJbsoqfvIYwtKGdqWlUvj7mF5cqG6isNFu5rm4bzRrL5U6SCKAT0/n0d3nv5uF/m/w75Rst8fUqdOZN28B9fX1zJt3HXv2HOowDeff8fbrRCeuxEOD4nhoUBxbssqZtfooqAJAFYBZY6T5uetw+xeeZ524OrD+G5JGQRA4dOgSXbuGEBMTyDff3Mcbb2zAbLbyxBMznAKTwB5uAvZUNT8/D+6/f7no+4qKBjIzy7n//kmUltaxbt1JIiP9ee+9RQwZEkdCwntUFEhwldhw8xLYc9ad9PSejOquaZ18bENtrYannpqFWq3ixIlsRozozhdf3I1OZ8RisWKx2EREFsDBg5f46adHMJksaDRi5XZjo5Y9e5bywAPLuXixmMmTE1m27FZqapoJCHBOowawdTA58O8grea3rQFsAhwqrCHaW02LycLr4xJoNprZnFVOvL8Hb03ow8jvxH5EB1oJK383F/zdXLhzs9iAu7RZz5weYVS0GFh7qZRobzXvT05kZFQA709O5P0TOSikEvwuHSTfP5T2TiT1NneONUSg7aBqoE5vFKURAjQYzFRpjQ7C5zJOlTewdt4wnt93kTq9ibuSYri9bzQ6s4UAtQs6s9VpnQOFNShlVz8cCX4nUfS/iuD+LXOxceMSON6uvt/bW01hoZjFNJutbNuWKnKCLy9voLpa3IlTKGS4+wnkG92oN4o7rOVaJf6u9j94ZoO4I5NR74bxjJycsstyUIHxfVt4qUsBkR5Glp0J43hl24ydm9xKV2898+LEviiDwltIqRCTJMnJGbhfEXVpswlUVzsTZ97eaqe2aw6LBesVF6pBkKO/YuBnEBS81TjNkaZiRcZ67QD+5rOJd5vsKW024DvNSG51PypaV4GFca5ZzHdP4aIpjPcbJ/GjZgQ/akbQR1nC+/4/s8L9SawS+6WdETGA6Op6jEIJZ4zR3OJxnNUtg9ELSuIVFRzWd+WXlsEADFPlsEB9EonExkO1ixz73KnvQ6JLiUO1YP8NSr5sHiMinQDOGyOcfq8gkaKwdWxaXdniHJl5NfB/LVlJbTDT/ola0qJiTpc6nuxXzolKD9bltc1WW5HiJrdxYt45shtcWby3G4dt9nvG18XMo4llXKxTkxjQwoESb/SWNiXequxA/FVlvHmmjQxZ1L2K3v5aXjweTVaqvTQsMtKMIEgIdTPxcFQxC3eL/Y1ym1xpMCrYVezDjxlBTI2qRyoRsLX6kCX6txDraWD42kQHMfRjZjAP9SlHZ5GS36Sif2ALKpmNHYU+DpII4ESVJzfH1zAkWEON/o+TjQc2ltIjqIXwkBxSGtr8RSTY6K0sZWndHNHyRw1xHAr9Bxu0/bEhpcHmyo+t5rV6XNin78nB0LdYVH23oxTzqKErr/uu42aPkwBMdE0TeZl0bckh5bgG7/iJNLZTeg1V5bKupR8hsia8pVoabW3PrxB5E7t1CUgRmOZ2kWMGsWlijc0TF4mV4W7pvFB/PRta+qGSmJirPsUwVR4T3dIZUPqSaJ1Txi6sSqjEapNwVlNJvce1MQHsxH+GwsJCAHQ6nVPJ7J8dXr/RiYvxcfYSUUil/Jpe4iCJAFpMFkoupOBhUKBx88UFM7d5HEVAiodUT52trZzSW6qjzOLjtN1Txlh+bRmEtjUp9Hp1isPPK9JSTotBhqexmkY/L8xSJS4SM/d4HiJGUcv+0LfZp+/BQ7UL7URtIzzitYfHvPaQWPKyaD8/twxhuvoCz9TeSLXVgwmu6aQYopAYzag0jQz9ajfuKhfuHxDLPf270DfYm/E/ihNCrYKA27Xp93aIf1WyfSW8vLwB8Pf3p0uXOGpqqgkODnFa7vd4+3WiE79c4VdUa7BwsLCGaV2dr7VO/O9QU9NMSMg91Ne3MHFiH06ffhMfH/sYrqCgmjfe2OBIPPPxUTv5Gw0YEMupU22JLt7ear7+eh9ffrkHQRC4776JfPjhYoeCrEd3Obd3L8O/ScftrWnbDcjJOO5GeLiN+nbVaR4erowe3ZMZM9osA157bR1vvLEBk8nCzTcPp0uXIPLy2sqrBgywTzIolXIWLRrNN9+0jZnvvns8PXuGc/Dg3wF7Klrfvk9TWlpHv35tpZFXA48OiOa5Q1m/+X25Rk/QO5tpNJiZEhfM6huG8O3sgY7vu/t7kNmOVBkQKn4vDgj1EZV6+7kq+TIln2/PFiCRSBgV5c+I1pLQx4Z047Eh9kCmv/3tJBua6sGnLdTGXWJAqtHip6kkxlNFQau3lVQC9/TrgkIq5Yd2KWV394shwM2FSC83ilsT0C4f06z4UGbFt01Qv3QgjWXHsjBbBRYlRnW4jlImJavu6k9G/NdE0f8yglsu73gGfuPGU8yePYA9ey4SHR3Aa6/dRHFxLWvXnhStGxrq3IFycVHwww8P8umnu3B1VeLurmTfvlRKPWMZEKghpbqtEzYuvJFv04PwUFoZFtLMwdbkJYBBQc0cL2vfwZCQWaIisq+RshYloWojw0OaOFHpSZCbif6BLYxY0weZFGbF1CGRQHcfHYoIOflHPahpx3P17x/L/PnDRIbVUVEBPPvsdWzYcNrB+kZE+DFsWDxZWRVs3XoGwOkhcE1gtTLeJY291r6Oplvcj9NoU/NB06R2bSfYdoXPUKPNjUyz84svXF7PYo/DrG0ZgJdUTx+XEl5rmMF41wy8ZTqHAgLs5pyfNI13kESXke8WzeTyJyhqHcwOcsnjDd91bNElOaTzYE+HecDzAHkWsWEgIPJquQxPqR6VxIRBaLuOB6vy8ZbqeLKujaiY7HqRmV4pPNQYbXdUbwf91bco+j+JHj46MurbBkReSgvFGhdOVHoSrHYmftUKG/6uFpane4lKx+qN9tK0x5Ls6sENef6i9bRmKd9nBInafskJ4FyNGqO1bTtlZXImTTIQJdET7WYg2M1Epa7t7+jlYmFXsf05YbJJ2VTgz7Lh+Ryt8ERjknFjXC0XatUOkugyLtS6UdyiorBZxcEyb1ZlB3B9F2dPtTKtEi8XK/0DNZxp92y5VggBKj1DWC6dR0BTM9PczrNX1ws3qZFZ6nMYBAWxihrOm9qu20h5PTv1fSiw+DNClUPWFfHZNqTs0/cQ+XUBbNf1QSco+b55OHKsXOd2BrXURKPNle3+QxACpHho6gk0aZG4uTDZP4ePGydgwH7+p7qdp9rqRbnFmzGumaxpGeBQ6L3WMJNxrpdE+5NiI1Jexy8tg/i1ZRAAZkHOGu0g7vU6hFpqoo+ylFPt1BU9FOXcXbv4/7F3loFRXevX/41L3D0kJBAIEAju7m6lUKTUqJdShbrR9tZoqVKjQCm0QIHi7m4hQEISiLsnMxmX98OESU4m3Ns/lSsv6wtkz5k5M2fmnLP3etazFgd94lDrmld63MYfR2Wllo8/3kZmZglTp/Zk4sTuv+t51dXVeHl5YbPZOHLkKnK5lF69Wv/rJ/4Ho8LQfIHrcE45g6ICOFBf1HKXS5nfoxXniqpcttXlZvBZ+FFkAV68WDWFrzUD+U7TjyGqVPbq47EhRoaFOR7HiZWVIMXqbMdWiMxcNIY7SSJwnKunwt7ilDGaB0vvxh7omJj6aErorb9AemhH3qiawLtVo1nos51duvYCxd9XNQO5x+OowMcPwIyE6SUPCbzCvgpYgcUm4jG5owhjNJj58mwm9yU6zst7OkUJ5P7dQn3ILnE9Bn8V/lnLdnPQaGrx8PBEr9eTmXkdPz//f7r9bdzGraA5U+rbRtX/fjz55Gi++moPcrmUJ58cw7vvbnL6Ge3Zk8zixb8yaFB7XnnlZ6qrdTzwwBBsNju1tToyMhzptyNHduLjj+fi4aHirbemk51dxo4dSURG+nPffYN55ZWfnfv79NOdDBnSAZFIxKuv/sL16xKqW3jRoklh2mYXERAgo1NiZ7ZsOUdYmC+PPDKcESMWU1BQycyZfZk4sTsvv9zw2qtWHWHRoon8+utp0tIK6dMnjk8/vZc1a46yePFGTCYz06f3RqWSExUVyL59l/juu4eZPLk777xzF3ff/bnTO/j8eWGoyR/Ft8n5zY57KWQ81asVbx1OdbZo7bxWzLtHr/LO0IYk3R8n9WD2xlOklmvoFuqDRCwi9MMtdK9v73x7SAdya3Tsul5ClLeaezpF8+rBK/XPtrPkZAZDWwZhtNh4/dAVtCYLj3aLJSYmhvBfNxEYIma/oS3Bklpe89nEj3n9ONmhPW3VSvpHB6GUSgh0U/DI9vNYrDamt4tAJZMQ5a1m9/USlp3LpHe4H3KJmGuVWga0CGBy2zC6f7OXMp2RuR2jGNoykDcbtQ0uT8rmpX5t+flKHhn1z/l4ZCfEIhFFWoPgPvpn4JaJor8qgvv3QCxuvsx05Uo+arWCs2ffYdq0JUye/AExMUFMntyd7dsv4OvrzqhRiRQUVNKqVYizhQtgxow+jBqVyJw5A3jxxTX1BmJi0gwqgtVG7osv4mqVmnZ+OtakBTj9SuK86xgXXcH5Une6BGp5uEMRo37zpLHniERs51CBJ/P2tXIueh9LKCAxoI779jVMfn/L8mPD6BT8VBYeudSW1q2DCA1VcvFiDh06RBIXF8LXX+9lwoSuaLVG/P09KCmppnv3F2jXLpyuXWNQqeSsXn2UKVM+BGDOnP5Mn96b0aPfvaVj/X+CQsFpW2se8DiIDTH5Fh/eqR6LFBvj1efxkejoKM9jsCoVqcjKstpBzqeOViczVJ3Cl7WDG44bVgaq0mktL+EV3y3cVTyP7bqOAGzVdWK8+rzLW5DiyrwYxXInSQQONUGe1Y9qm6usvdqmoociExE2QbvceLckSqyeHDc42lfkWOitvE64tIqD+jZU2dzoqbzOL5quFNm8GaxMIUJWiUpkZqM2kV36DiBylV7+/bbG/w6IyNfK6eiv5WK5O35KM+1867hnr6MKopDY6Bak4UyJgzDxllvo4KflWKEHXnJXxVWVUcLTR6IRAf1Da8iubVDZjWhRxdUq4SRKJrZT04TQsVohNVXKrhxfvrL70Su4hjhvHQV1CkZFVVKmc217SalSsyXLD6tdxL58H+6ILUMmtgmMt6ViBO+nsE6B1ebos75x7svFNmqMEsZvicdHYcahn/trS+dFAGLHgrHM5onRLmNnyAfMKHmIlZo+rNT0YZjqMsGSaoqt3viJtQRLani7yuFhsqmuCyNUlwSv6SnWMVB1lcVVVkGsthgbi6saWsNydX58HbCCB8rucV4WNW6+BNXkM7bmGMneA5wkEcAuXQdOhC0mUKphg7Yza7TCypu3SEc7eQFXTGHIsXC/5yECJBoumcJoigvGSJKN4XRVZFFrU3LVHEpbWSFh0kr21iudtGrvWz2st/EvMHLkYqe55+rVR1m16jGGDOnA/PnLOXkyg/792/LJJ/fg4+PGu+9u4vBhBWq1nXPnMvD1DWTgwNecE89hwxLYvn3RTQtF/+mo1TevHn1+7yUC1XK+G9+Va5VatmUU0eXrvQyKCiAx2NtZ7QzQl/JihxMk+lbyamU/suqNqa1I2KuPZ23Ql+Ra/Fil6cVrVRMRY2OE6jJWxEhFVu73PMILFcIWNYNdjsEu4xdtd0FyZ5VHEOmiGDIsjuKNCRnvVI2hpUyo0DYhw4yEezyP8FnNUOf4UFWKy3m7pa4TodJql8//5e6j4BvCyfwKRsYE46WUEeWtZt2VfMr+eVDcn4p/1rK9e/cOli5dQnZ2FvfcM4vly3/kq68+Z//+vdjtNp54YsH/XKvkbfxnYEHP1mxNL+JSaQ3Y7dzXPoT2gf9basv/ZIjFombbppYsmct7781CLBZz6lQGb7yxXvD46dPX+PTTnZjq242WLNnGmjXzeeutX7lSrxL7/vsDyGQSvvpqHj4+7mzbtgiDwYRCIeO99za77PPQoRQ+/XSnM1lsz2VP5rRx7VaIjvZk3frnMBrNGI1mIiMfoaZeffLOO5vIaoZI0GgMXL36MQaDCaVSTnJyDjNnfur0JsrIKGbnzhe5554vKKovYixdugOpVHzTgKnGkMtv7b49o10Ebx119XeteG4CR3PLedUmLBxeLKkW/N0l1IeUR0eiN1uZtfEUv6Y6fJU2pxVSZTBxaO4gds7qj8FiRSER89Zh15bj/VmlfHwyA2v9sXhq90UWtw9GYjXzhnItnwdakGNluaYv+1WODpVzxdVcq6pj64w+9P/hoNObKL1Sy57Z/Zn16ylK6hwtib+k5PP6wHY81ycOrclC5JJt6Ou/49cOpZBR6eqPp7dYSX98FAaLFWWjOdG+OQOYveEkPzZJHf8juGWi6K+K4P49/dw3iyoER+zfQw99w+X6g3T9egkKhYyioq/p3Pl5p3wuNNSHxx8fSWWlFqPRwuzZn2Gz2XjwwWGcqje2uoFinYJprcpp7WNg8ZkIgaltWrUbT3QqRCq2sy/Pm3ytgphgE9eLHRSASGSnSys9n14MFSgjvr4cwt1tm3FRL/Bi+dUgR9paegn+/h5kZ3/OvHlf89NPDW1Y8+eP5vr1Yg4edJwkp05dQyQS0alTlPMkBli58jBy+d/Xy1xrV7NDl8BC7218V592ZAR+03Xmp6Cv+FnTg2cq7kSJmRGqZEQiUGAhxRTC42UzGaNOItfijxgb/mIND5XNobWsmPs8jnCiUesXQIY5WOCxIMXKHI8TFOdZOO7VDatYQmhlDj7SWrKbvM8am4opbuf4SdMTc/1pECip4aopmHXaboxQXSbNHILJLqGzIofXKidgskkYq04iTl5MiinEabKtFhn5NuB7Hiyb63wv+w3xLFDsZqeuPSU27/q9upoO/v+iZThd4sm89kV8NzQDg0VEv/UdnY8ZrWLcpFZWDk8jXyPnh5QgFh53VJkT/LREe+rJqnUc18QADe+fi3CeSyqplRe65nKl0o02PjpGtqhkf543b52JdCaSPdyhCLHI7vRAAvDzs5Gd3TCxP1HsxRs9s5ndpoyiOhkXytxZm9GQEKSQ2Dhb7IHV3vAd/nrdn1e657AkKZwao4RB4TX0Da0RtJkBeMqtPNclj105vvgqzUR6GPnqcmPPIzN/NVHUFAUWb77X9G/024Q9+vbsCP4QmdiGj7iObk3atVJNISz03sbGus54ifUESWr4sHokE9zOOyKzkRAlLSe8SfKRHTEH9MLWPgCdwgNMUGcT0qU2xNTZ5KSZggiXuCoKOitz+dDjF47oYnmzajxf1A7hZ213proLe82lWFmh6c1lk+N79xDp2Rq8hHaKIgYVPPt/Ol638X/H5cu5Lgkwy5cf5IcfDrFvn4N0XL36KHq9id6943jxxbWAmNpaeOSRn1i0yCSoTu7Zk8yWLeeYNOn3qZL+0+ClvjmRUKozUWMwszmtkJQyx11hb1YpcbYaemacxBoRzCV1WyZrnmWg+SpNly0ORY+IMqsnF+sTymyI2aFPYHPwUtzERs4aohioSuOqueHaM1B5lUCpBqXI1c9QKxW2vpuRMkiVSloj5W9/ZRovV0ziqjmEQaoUWstK6KO8Rqi02oUoCpVW002RxTcMEIz/ejmbKg/HnO5KWS3T20fQwsuNzOqbe1P8VbhZy/bw4aMYPnyU4LFnn13Es88K01Jv4zb+bAS4Kbj40DCmPP4sNUX5vHLve//6SbfxpyE01If8fNeUMQBZvU9UYmI0/v4elDdqcQoP9+PIESHB8dtvZ50k0Q3s3XuJHTsusGDBCqfiZ+nSexk2LIFFi9YIUrrd3ZUu8fMmq4j2LQyk5CqQi220jLBw/IQBlWomo0YlMnt2fydJdAMlJTUuUfY+Pmpat55PcXE1c+b0Jzo6ULBvgF9+OSZYXwKcOJFBp05RJCVlN3otJVVVwnV6cybfvweBTexWwLGSkohFdA31wUcpo6pRMl0bPw86L9vD1XIN4+NCWTa2C15KGSqZhL1NkssO55RzpqCSR7ef51JpDSNjg3m4S4zLvlRSiZMkuoGrJhnpIQmMrJ6Km8bEE157OWYQBgHVGM38eCnX5X699nKukyS6gb2ZJbwyIJ7d10ucJNENVBlMSEQiwXtQyyTELt1Omc7IPZ2i+XB4R9IqNDyw5SxnClx/r+38br1z4ZYZhL8qgvuP9nMPHtxe0OcJkJKSz+rVRwQsamFhFbGxwcTHhzNs2FvO8c8+28nQRrI1AJXMRpDajLGZVCOA9df8OZDvaFM5X+aOu9JKt25GyssliER2xCLQNYncNttEJPi7ToRqTBIHSVSP8nINa9ceZ/duYdLX+vUnXQzGTp7MICjI2+U1b9VE7FZRYPXmoinCZXxlbW926h0tZzoU7NInsCrwa+4pvc+pSCjU+fCp/48kGSOdRFOWJYDr5gDkmDE18rkJktSyxH8N39f2Q2NXYrBLebBsDjJ5DYOv72VM/14cvXIGPERc8Yp3PjdAUkuSMYJPq4fQWZFNoERDiLSGQos3nzUy5LzD7QxzPY8ytmi+U120VefDANXPfKRraKXT2RV8XD1cYAoKcMoYzXVzIP8M/z/lVaRWqvFTOlrO7E0+udEqpl9oLauuBpBe06AISq5w58O+1/FWWFFLbZwvdeNCWcMF74Y/0Yd9M3n6aEv+cS4CEXYGhlXTN7QWtdTGb1l+FNXJGRFZSa5djchDjEQCFRXCc/JyuRtTtvk7zmGZlckx5aRVqXCXWXmiUyHvnQsXbG8HxkZXMSOuHL1FjMUm4lq1ghA3I0V1DvLDT2nmtyw/UutVTp0DtBgsTUmhv74SHaSSUtJI0aAqKCQj0LUFt9ruhp9di8kuwU1kFPymfSQ6HvQ6xL2eRxhW+Iygles9v5+Jk5XQTl7ADl0H1mh7CV53jDqZnboOVNoaFp+eukrOeXakhzKTU8aGm3M3RSYPld9NujkYORYGq1I4aYjBaJcyWJXqbD1bre1FhsXRElph82C9titPeu3mZ213PMV6RquTWdLITFtjV/GztjuTyg4gq6gEb9cW09v48+Dr6+5SjfX39xCkxQDs3p0smGADlJRouXw51+U1S5pUC/+b0HTS3RRmm81JEt1AtlXGA7GZPCsZ5rwHHTS0YZQ6WbBdqKSKTopcfq3rQlOs13ZhtbaXsz1sqtsZzEiQYuO8IZKE3Nfpp0pHZjNjFjuuRaEVWcSRR5GygRQKk1TytPduuihyOKBvS6yshHXarqSaHUq+HIs/YZJq+qkyqLPJmeV+nNXantgR00JaTrHZkzXmHoxRX+SEIQa5yMIjHvt41S5UOW1NL6JbqC+3cRu34YBIJCLArMFsqsNma96vQG+28sK+S+zOLCEhyIv3hiYQcbtF7Q/DZHJVgkokYsrLa/H0VCOXS1Gp5Gzfvoinn15JXl4FM2b04a67+rJmjdBjtUePVhw+nCoIH4qPD2fq1I+chtfLlu0lKiqQhQsn8t13D/Lhh9sQieDZZ8eTmBjNm29uELxmez8dHt4S+rXX8rh3Nj02dUZT5yBpNm48jUwmQSaTYG7kd9enTxyPPz6SN97YgMFg5u67B/D66+ucrXOff76LRx4ZTlMMHNiOdetOCdaeiYlRPP30OJ588gcuXsxh5MhOrGziNwcI/IP/L5A1U0O1A7uuFTMiNpifp/bkjUMpFGoNTG8XwfKkLIq0jmP585U8/FRyPh/T2fFeg304lNOgim0X4Mldv57iWr1iZ9PVQjwVMlZM7Mb7x9Ow22FR3za0DfDkrSNCMYxcoSA9rBMAGquaFyqnMt3tZJP3LmJodCDLzmUKxgdFBbL2stCDMDHYG4CEIC/EIodR9w30jwxgbsco3jqSitlq4+6OUbxy8Aqm+kS+T05lEOvrztfnMh3Kw2aQ8ge8i265jN2tW3cOH3b8GA4fPkCXLg3mUTciuN9990Pn2I0IbqvV+ocjuN3cml9YjR/fleXLH2HYMKH/zcCB7ZptV7PZ7FxsZCx1AwkJkQwc2K5+XxKCA630XteRhNWdqdRLcJc1XDja+Ogo0Agr4lqDhOpqEVlZUjIzZWw45kWYu5A9HBpRTY1RyrjocnwVZgJVJl7vkUOkp6s7vo+PmuD6H9ENtGwZRI8ewmOYmBjN3LnCal3r1iE899wEPD3/vvSQQaqr9FEJyToRNmccdmPs1LUXtK0AnDDEclAvjLe+ZgnmXs8jiOpbyzxFOia5nSVEWsM//NfjKdZzQB9PodWHHPco0toNY+qMWVztMonN4eNpL89nittZHvI8wHDVZX7Q9OO6JYhTxliumkNY6L2dvXoh4725rhOnDdGCFjSAM4YolzGJyIZaJPzuOsnzGKwWyiKb4v8nsbpZKeGRAzF8khRKt6CGBZEIO1NblaM1i6k2unLX1UYpVruIWrMEX5XrTTtAZWZnrg+bM/0Ah6n1gQIf/FUW3jsfzoliT7I1Snbl+hLobaFlSyuBgVbEYuHCrdwo5XyZg8jQmiVszfJl1fA07m5byv58b7oFahA1qg1MiSnHV2lBJraz4Zo/vX7pyJ0745GLbDyWUMDCrnnMa1/kJInAQSS7ngZ/PZFbprfwWPcYBkcFMjjEHatnKNX5wipTpLScNyrGMbzoGfoXLKKH8rrzfFOIzNzpfpoyqzvnjFGCVk5wxNgnKPKptLmht8kYpU5Gjhl3kYEx6iS+1fSnp+I6UbpsfDXFRJRlcDWiC0d8e7O0ZhhT3M4yx+MYr/hsJkpa7vQEMyHliL41G4M/oasiiz369vQrWMRblWNJa+IbVmHzYLQ6mQc9DzLJ7Twtpa5xrGfzfXg7rQ+eEjnd/JSopBIXc8Pb+HMQGurLs8+Od/7t5+fBSy9NoX17YRGhY8cWtGkjbBuUycTcc88gFIqGK6SXl5pu3WJYuHA1jz76LeeaTL7+0yES37wsEOWt5v7OLWnrJwyh6KXOwitY6XK/kWLjPb9f6KNMZ6jqCvGyQh4rm0WYRFhJ9BDp2a9vK/AQ2qeP51XvzWzXJZBlDURjV7Fd15FONRfpkH2CkIpsir3DOe7djZGqZDorsumvvEqiIpc3qsYRLStnsd+vjHW76CSJbuCQIY6vagbQNf8VftT2prs8i1WByzDYpGzRJ3JA35Ztuo685fsrJ8LfZrbXKVrKhG0Q/nYDk1oF4q/++4z+b+M2/h0orTOw6WoBOb9DPXeDaLZYmm9hfW5PMh+fyiClrJa1l/OYuu5Es9vdxv8N1dU6lzGr1UZAwP0EBz/Ajz8exm63s3LlYU6ezKCgoBK93kS7dhEsWXI3np4qJBIxs2f35+GHh7Nq1WO0aOEoUvXs2Yq77urrkop29OhVXn99HY888h2pqfl07hzNjBl96NAhkg8+mI2HhwqJxJGq/e2VIL7Z6cdPB304WeKBpk54rzh3LpPvvnsYPz8PRCIREyZ0pX37SB566FuSkrLx9lYTEeHnJIluoKiompdfnoJKJUcul/L44yOZNas/K1Y86lyPDh3agTfeuJOWLYP47bfnOXlyMZcu5bq8FkBdneva9vfgy7PNex4dyilj1q+nGLn6COeKqrmnUxRzO0U5SSLnscwrd/5/2dguJAQ5RCqt/dz5cHiCkyRybp/r2L6gVs+Vslp+uJhNtLcb7w7pgLtcilQs4v7EaNxVrkqnKEkZQVW5iHCYYn87vitT20XwYr+2qKQS5BIxT/ZoxV0dIlkxsTtBbg7uYERMEK/Vcw5R3m58Mboz3koZYhFMaxdOpJeaR7afJ7mkBl+VnGB3pZMkuoH9WaU3JYngj60ybllR9O+M4LZYmv/IpaU1REQ8TLdusYwf34Vz57KIiQmidetgNBo94eF+zl7K0FAfevRohc1mQyQSCap9kyb14MMP76a6uo5Vq7bwxBO/Oh/7NTOAN3tmU6KTkValJt5Xx/UapUAFoVbYyMsTHtqTxZ58OySdQwVe+CnNLE8JZk+eY4HSNVDDz6OuIhbB+vJA3Nxs1NWf7G3ahOLmpuT++wfz8cfb0WoNBAV5MXBgPCaThcpKLefOZdKhQwSBgZ48//xqRo9ORK1W4O/vQVJSNm3aPIlC8Xf4OtgYrLpKudWdf1SNZqw6iSRjJDKRlce89iETWdmtb1BryTEzRp3Mam1vwau0l+dTZVNz3dJgSuwr1rLAew93up/hhCGGL2sGMb9iFqpKE2/6buSIXmh0mmuWMvizjaSbZSCB86ZoFCIrH/j/wsjCBYJtM8zB5Ft8CJbUkN3IyDpEWkOCwtVIrb8qnXyrr9OvSISN4eorDFJdZYWmD8VWL3orr5Ft9sNklzBImUqB1Yd0cxBNWYK/0YLh34r+/SM4fDgXcBAxblIrC7vkUm6QkV2r5Lmj0SwSRTExpgK11IquXinkKbewNj2AjPrzq5WXTmAu3yOolsHh1axKC3LZ58liD6qaJBZml8gJVNopKJAQHGwFg50AsZFZcaVsaGKMbbKJeftsBOuvNfwm7mxVirfCQnq1mswaJe+fD2Nm61LeORvu9CrK0aoo1ct5unM2Xya7mqB3CdBSY5SSVO6ORGLHehOl4p8JGzCzQwsW7bvEwSItKEMhPJTu+lwK6sx42nV4e9k4IXe0BJqRckDflp+DviLH4sf3tf14oXIqL1dame5+yuX1/cUaLhnDmFHykNMsd4r6DL2U13mmcrpzOy9ZDX1SfuNQ+wmC5+/UdeBCxKvIRDZmlTwgeMyMlJ80vThV33pqRcJ3mv6MVScJztfWsiIeKJvrJLG8RXW0lhaRXu+zIrGaMSt8ORvrIIRFFQbWTOnJqFbBeL276Q8c3du4Gd59dyazZ/cnM7OEQYPa4+6uZPnyR5g+/WOuXy+hbdswli2bh6+vOydPppGcnIdEYmfGjLb07h3H4cOv89VXu5HLpdx332DGj3+PwkKH9P3bb/dz6tTbKBRSFi78ievXS5gypQcvvzzlP9LHKLW4eR+HJ3rE8ltaIYHvbyZQU4S3SIZW7U0nRS4JqkKsdhHuIgNae8PEdKDqKpPdzzNQdZXBBc85H9urj+cpr52cNMbgLjLyiNd+7i+9R7A/vV1GsincmTp6AxUKf7ytORT5RQFgRMZOfQLLAn5gfvldztCGTdrO7A39AF9JHYGSWkqtDXHIEdJK/lE9xvn3KVMMLeoqBC2uAFt0Dr+iLXWd6KO6Rm2dijKbJ15WDaaKMtp/soVofy9qddC8Bfht3MZ/N7ZnFDH55+MYrTbEIvhmXFfuTYxm17Vi1l7JI9xDxfyerfBXC9dKJpPjjDiVX8F3F7LwkMt4okcsWzMKBdudLqikrM5IgNv/H06YfxU8PVUuitcbqKqq44EHlgGObpQb+Pjj7Qwf3pEnnhhFYmIUarWCbt0c85dBg9qzZctzFBVVM3RoB6qrdahUckGad3i4L6+91pBEvHLlYfr3j+e++wbz9NPjePzxUezYsZO5c3+gROMQAdTUSXj3bAQqlQ29voEs6tmzFSNHdiIoyIv4+HD8/DwIC3uQqioHOXnyZAbh4X7I5VKBeqpnz1Y899wEXnhhEgUFleTklKPTGZk0qTvjx3elrs6ASiXnxIl0QkJ8aNUqhEWLfrqpckilurWyeJ8IH5KbIUBqDWZWX3KojvUWKy8fuMKwmCCC3ZUUaxva3nqE+XIstxwflZz4AE8uPjScaoMJL4UMOxDt7UZWI6I2MdibeVvOYawnYvZmlrL4SCofDO/Ikz1bYbHZcZNL2ZCSzyenha31kZQSXXqVj4a2Y9ro4UjFYowWK0NbBjI7IZJILzdUMsfcZFhMECsndifG140Y34YuiQ0p+bxz9CoGs5V7OkbxwfCORH68DU39d3Msr4JILzVSsQhLI9nRgBYBpFVoXFTJfwb+kHnNvy+Cu3mi6ORJh7fQmTPXGDAgni++uJ+JE9/ncL05Vf/+bXn22XH17VzH6N37JdzcFDz44FCOH0/HYrHSoUMEzzyziujoAN54404sFneX/WRUq9ia5UulUcaePB/8lCZ6BddyotiTSA8DXTsY2X5e2A9ot8PAsBqGRNTw5ukIgbnu2VIPduZ4szI1iFMlnqjVIp55ZixxcaG8/fZGZs36FHDIFj/+eA7z569wyg/d3BScP/8PHnnkW3btcrSnpacX8cADQ9DrTc5jYjT+HZSEliP61k7Pn1RzKCsCvyHb4s/71SOxImawKoVMcwBuIhMh0io+rx3CcNVlThhiMNhl9FOlc8EYgZ9YQytZMRnmYHzFWqa5neGUoSV9lNd4zzCKPKtDPaK3y3mtcgJdFVkUWhuUAUpjHRk2pUAzd6q+VaaVrETgs+AtrkMksjHX4yjvVY9GZ1egEpnoobjOito+jFRd4qghFgsSBiqv8n1tP7Q2BWPVSQRKakk1hfJ6vV9RR3kuywO/Y2LxE+jqF8wSrPwc9CVTSx51OWKeLiP/m+jVqzOHDzf0ZtdZJHjKrYS5m/j2iuO7sNpF/JIRwNu9skitUiMT2/FVmvngfIMCIaNGzeJe2bzQLY8VKYHsyPGl+y+JjIuuQCKyOz2EpCIbE1pWsOGav8AbTCS2c+ZMw8TJx8PCr5NTEYsciWonixu+kWC1iR3ZwhaIXbm+9AjScKDeh+hcmQfXq5UCQ2vA0V5nh0ER1XyWHOokvtxlFkyI0UpltGhhZuSIliz7+s8znftnMJitHMwWqmw847vybaIvmzZt4rMqdxp5SmNFgh3INAeQWu9rYkXCam1vJrqdY1N9m0uopIoHvQ7yTtUYQaLSBl03wTkJUCPzotrNH7uoKWEqItPsz2VTOF0UWYJe7whphSBp6QYGqNJwFxs4ZmhFvKyQroosFlc3KFiq7W4E5l0nwZiFf2RLHhjUhdlH5U5Nrx14/3gaE9uEurz2bfx5UKnkqNUKpFLHOdK1awynT7/Nvn2XGTAgnsB6Y9adO59h5swHUSjs9O7tIFi7d4+le3fHBPvnn487SSJwtAQsX36A3347S3b97/rKlTwUCikvvCBsZ/pPgPdNUl6/v5CNtn4SWOQewt2Kg3T1KOCJ8hmcNTnuWRPU5ym1elJm9SBaVsYFYyR+Ei3FFi8BgWRDTJXNjUBJLVvqOnHO2IKuimxHmEI9prufoo28yKWVO9hYQpG7azvmz5rugmRPjV3FTn17RqiucJ/HYb6p7U+5zZM2skJGqy85Cyg3UG5za/qSiLAzpfhRrPVq4g6yPH4J+oJNdYl8InG0i16pvrUK9G3cxn8DFu275FyM2uzw/N5kfJQyJjdqzf0tvZCkB4dhsNjIVQagdTNjNps5V1hFv+UHnGlPP13OJSHIi+xG6pdgdyU+t7g4v40G/Kuig8Fgdq4xG+PEiXQWLvyJ5GRH18qsWf1YtepxZs/+lB9/dPjwJiS04MCBV1mzZj5PPvkDhYVV3HVXXzp2bOHyejdeBxyR9WFhwdTWCudR12pU9O5jpLg4nMzMCkaO7ET//m0JD38Ik8mCu7uSzz6710kS3UBGRhE//fQETz21kpKSGmbP7seTTzoI/xUrDvHYY99jsVjx8XFj584X6d49lpoaHYmJz5NZ7/uzYMEYkpNd28VvwNf31jxyUspdjZyheRYgtUzDujt68eDWc6SVaxgRE8TR3HK+qfc6vLtjC36Y2B1vpeN+JgJ+ntqT+7ec5XJpDSNigpnbMYoN9YbXN5Bc4iCqFFKJM4BoSnw4HWuukeoRibvUxBBVCvNr52COk3ExSUtA2zIivFQMWXmIQo0BEfDmoPa82L8tB7JKmbD2GBqTBblEzPIJ3birQyQlWgN3/XrKqRb6LikbX7XCSRLdwLVKLasmdefZPcmU64zc3TGKR7rFMCg6gHs2n+F8UfWtHOqb4u9zOf4TERLyr/vXT57M4IsvdgmUQocPp7Js2TzeemsDGRnFgEMOt2rVYQoLl7FixSGeeGI5AKdOZXDyZAYbNjyNSOQgem7AZBVR2UipUGGQMySiGA+5hT25PpSelePrb6OwsGHxODm2nJVXg4jx0mNuRkHwc3oAp0oci1Sdzs433+zjmWfGCXyVTp3KYO/eywIPpro6I598st1JCN3AjZS3vxdSJ0l0A+u03diq6+T8e78+nh8Dv+aTmqHO1CGA+Z57SFTmcG/pvU6ZfAtpORuDlvJI2Wy+0gziK80g+irTqbQKJ55au5IHPQ9SbvPgsikcD4uGdtnHSQ/tRKVHg9KknbyAtZruhEqriJGWcN0ShI+4joHKqwwqWIgFCS2lJTztvYttugR+qevhfO4jnnu5w/0MwwufdX7GdEsIT3vtFJhsXzRF8nHNcCdJBI7F9c/a7jTnSCT9/+Q+Hhbmes4miXzwrXRNbNBZJDzXJZ86s4RtWa7P05olVBmkbM5qUACtvxbAk50KOF3igdkqwlNu4ctLIYyLrmBPng+1Jin9Qmu4bhb27FdppJwsdudsiSfpVUpGRFaSXaskzN3Ec13ymbkrjjpLw0RBIbGxJ89b8BonijyJ8jCQrWlYsMV56+i3PoGCOgXxvnW08dHjJrOitUr4LKmBmEjP+Huowlntwon2cUOE8Aarlkk4rFdR02M8d+p1fJrUoKBzs2iRVlSRI/dzeb2JbheY7n6KL2qGUGZxZ6WmD1qba+XSRyKckIjsNpRmHdHFKVxp0XB+9VBcZ1TRU/UtNjYmqM9TYPVBKTLTXp5PsKQGGr2Um8jIaUMUv9Z1xYaIzvJc/MSu8v2WMbG0ad2KamRIg0KAQpdtbuOvw+uvr+P119djt9sJDvbmwIFXyc4uY8qUD9HpjMjlUlateoxp03pz6VIuhYUS1Go7Op3jupCeXsg33+xDKpXQphlCz2y2OkmiG9i69fx/JFGkuUmxRtt0EigK43RNa0G72Q5dBy5EvMbj5TPZU3/f/FHbm3keB11eL9fiyz69Q8ZeYfNgnz6exb7rSTOHoLEq+FXbhZ80veipvEaGOZhyqzt9lBlILXV46ITvRYSNtvIi9huEbdmXjWG8WTkeCxJ8RVpWBn5NP9U1qq0qF8J4rDqZSEkVK7S9sSMmVlaC0S51kkQAl8wRVNrdOWG8dUuC27iN/yaUNWnFqTaY+bZJtHhySQ1b0ot4bPt58vw6gV8nnj9dSJsIu5MkAijWGniudxy5NTqulmsIUCv4bnxXpDdJiL6N3w+J5J8fw8BAL2bN6sc33+xzjolEIsrLawXkzo8/HqFXr9ZOkggc5M8XX+zi0UdH8Oyz47FYrMyY0Ret1uBiNt22bRjvvLOR6OhApkzpgZ+fHwEBNkpKGq6jnYLr8PaW8Prrd9OzZyeUShlhYQ85lUJarYGPP95ObGww164VO583YkRHpkzpyZQpPdmzJ7l+/ZtOt26xPPvsj873UVVVxwsvrGHv3pd5//3fnCQROFLd5s0bwoULzbeKNef19HswOjaIQznlLuMjYoP54myDokcmFtE52JsANwVXHnEUG14/eIXtjT7nios5PNQ1Bj+VnA2pBYR7qpjWLoKLDzX4MenNVvzVcsp1DQqvoS0DyazS0sLLDUmjFvLuUg398n/gqb7X6FXwIub6woveaueZPRdpF+BJocahbrIDrx26wgNdonl2T7KT/DFZbSzYlcSd7SI4W1jl0lKWWaUl0ktNbiND8pGxwUyND6d7mG+9usjxG00I8ubXab1Zeiqdj042tX+5dfxXEkXN+Q01Rb9+bVCphBU8kUiESiUnPb1IMF5XZ6SwsIqNG08LxrOzy7DZ7Cxbdj9PP/0NEquVua1L8FK4/uBPFnuwt76VzGASUVQkoksXIxqNGF+RiTVpAVjsjvc9LqoCldTqNOKN89ZRaRAyBjU1OvLyXKXqTXtZARQKKRERfoLt27ePoG3bMC5dujnD+6fDJBEoEgDnZ26MA/o2nGlkhAuwXd+BXKuvwEshx+LPck1fimwNqoSjhtZMdjtLSiNvhLayQnqqstiiWkqlVc0r53tyPqANakMtFomMWrUv7WT5mOwSFlVOBUAlMvFD4DdES8sZXPicc9KaaQniqL4Vu3RCQ/Nf67rSQlbpQoSdaPI5AKzNfOZW0iIH29hESaFzbeX9r4abm4S6OtcF0caNp+nSpaXTV6Rjx2Ay9Cb8VcLjKRbZKdbJ6La2EwarhG6BtXjKLdTWK/A85RbGRVew/pq/yz5kYjs/Dk9j9G/tOFPaUL14qVsOk2Mq8FFaGbk/ocmz7Hx8IYwzpZ6Nts/lvnYlmG0iHmpfxOKzkc7HnuhYyBfJIRTUNSyEIj2NLO6VzXcpQRTVKRgRWcVXl4IpNzhOhpRKN2K9DNzZuZI7Nwu9tw4cuPLPDuefhh+v5HOqqJpJbcL49aqjWuIul1KkNfDYjguA40byUNeWXCyqwqipobKolgVVdxBMFTQSGviJNXRXZDG39D6noXVqbRgDlamIsDkXuF0VWUxzP80lUzh5Fj/E2IjS5XCszSjMUgVBVblEisq4v9VlXqmY0GhhLOaUsSUz3E+zpGY4Rw2OttIZ7ifJNAfgLjbSV5nuVPEBbNYlUpNVg7tnNVqVNwBBbgry3TzZmeT4vD8kZTMiJohd10ucn7dbqA/BH2758w/4bVBcXM2bb25wFmuKi6t54431JCfnOu9jJpOFBQtW4OvrzpgxS7BYZPXjKUyaVErXroucxpm+vu4MGBDPoUMO37eWLYN46qmxrFhxSHBfbNdOaDr/n4KbTZOlFhMWacONs6simx1N7j92RBRZvNjfxEfvlCGa8eoL/KZLrH9uFuImtVYLEoIltXRR5DCy6Gnn+GFDG/7h9wtXjSEs1/aDgLZI/Cz0VRs5U2tHZjfzSMARIqUVtJEVOtPSuiiy2FrX0ektWGl35/va/rSXF7JO25VR6otcNweit8tpIy/izarxVNnc6KLI4kmvPfRWXmdhxVSX46ASmWgvLxCY5GO3gej2Yvc2/vdwb2I0ixsZ5M5oH4m0GR+zTVfzyattKKjtKtQSFeI6x+oQ5EXKIyPIqdER6qFC/i8Ijtv4fWjTJlRgPg2OUAYvLzVRUYH84x8z6dKlJatWPcYHH2xBJBLx/PMTmlUZZWQUuYxlZ5fRpctCpyjg3Xc3c+HCP9i48RneeGM9dXVGhg1L4IknljsNqSdM6MqKFQ/SsaMJTZqFK2Vqgn0sTGpXwfuHI9i69UM8PVUsWTKX0iZtW4WFVRw8+CpPP72Kq1cLmDChK6+/7gidevPN9bzyyi/Obd96606X0KQbx6LpMQGYMqUnbm5Kli3bg04nbBru2fPWigAVhubvnL4qOZ+OSuSLM9fwUMho4aWm6zd7MdvsTIgLZe3UnhRoXAvR+7NKeeNQilPNt/JiDrtn93c+rpJJ2DGzH8/vvURujY5e4X58dCKd5/deooWXml/v7E2wu5Lxa45xzi0RmbId4dpNlFuFwoyCWj3eSuG63mKzU1pnpLDJ+yrXGTFZbXQN9UEuEQvIor6R/rw2sB3P7L5IRqWWSW3CGBodRNTH2ynQ6AnzULF+Wi9ifNwZv/YoJ/MrkTTDCv0Rj6L/yiuJ2dz8D2fgwHaoVHKGDUvg1Vfv4J57BqJu1N87fXpvrl8vYdSoRMHz2rQJIy4ulFatQgTjcrmUFi0CeOCB4fTuHU2NXsLHSWHsyfUmopE5dYyXHkuTIAK7XYRUCq1bW8gtlwsIk+05vqwZcZUnOxXwao8c1o1OpUNIE2PZSH/mzx8teP/Bwd5MmtRNcMK5uyvp2bM1zz8/0WkwFhcXyuDB7YmKCmD27P4EB3sTH/83TJ7tdiKrM5FiQYyNCeoLzPJwNdTrrsjEQyQ8UcIk1XiLXU3jmjPAHqxM5VnvHSTKcxikTCVGVsLbVWMotHhx3NCKbYEjKfKNIj+gFTaRmMeyl/GS71bSGsUC6+1yduoSKLd5CCqbAAUWHzzFwmhHH7GO1jJhtCLAAGW64LNIsHKvx2FBKk28NI/dWWEuzwVQ/leegTeHu3vzKRsHDlwhIsKP06ffZtGiSVy8WMyFC3L2nnGjY0s9bXx0JPjV8VqPHL67EozB6vhOzpR6MiWmnIfaFzE5ppx4Xx0PH4hFY3KVA/cOqeVajZKrVcL3sDPHlyqjlKUXQ/BRW1AoGi6Z7VoYBCQROFIMf0oLoOvaTrxzLoJ+IdW80i2HbeMv09G/jplxpU5Dex+FGXeplYlb49mV40vfkFpGtqhykkQ3kFThxvfaKLy9haobr78xlSSjUsuVslqO3jOIlRO7s+Ouvpxp1MpjB7KrdayZ2ot0g5hst1ByA1pz3q8rbfLOEaYvJFGSxWs+mzEjES7ogDRzCD8HfcU9Hke4z+MQ2WY/5pY+QJVFzSLvrfwS9AXZ6hYY5WpsYgklPpGEyWsYrr5CnV1oDKixKfm6VmjMf8IQw9rgZXwb+INLah5AlTKcJzuGMCImkHmdo/lpSg8ulwr7tUXA5ul9WDy4Pbtm9eO7C1lUN2O8eBt/HGVltVibVMeKiqpd4nVLS2tZsmQblkY30StXqlm6dIdgklpZqeWOO3qyf/8r/Prr0zz55CgWL/6VmTP7Os+jrl1jeOONO//CT3XrEImam6rZCdAU0kpajJvISH9lGmJsDFNdFmx1p/tpfCU6pE1c7TwkRj4JWMPe0PfZGvIxPwUto69KqC5WikwkKnK5ZHKdA5w2RLNC28f5t1UsxSssiqUReuIqUni/eiSPlc8m3+zDqz6bWBP0FZ/6rUaP8DpWaPVicvFjvFM9lvV13Uk3h/CO33p26jpQVd96ds4YzQF9W8QiO/d5HhbcN/sp0/hJ05NKq5pEuaMK7y/WgOjWk1pu4zb+k/HGoHZ8PbYLM9pH8OHwjnwzrgvP92lDYCNPoYe7xmBt5rIxKCqAVo06Bka3CmZwdCAikYgob7fbJNGfiLNnr7uMaTQGXnhhEgCffrqDa9eKmTWrP59+ei8tWvjz009Had06BHEj4s/Pz4MFC8bi799QxBSLRfj5eQg6R4qKqli16jBjx3bh9Ol3uHLlIzIzSwSpZZs3n6WgoJaCfBllOhlRQSYGdNCyLd2X2lrHd19bq+eJJ75n4sSGoClwtMC1bRvOxo3PMHt2fy5cyObll3+mpqaO998XFs2+/HKPSzjUrFn96v/tLxiPigqgbdswDAZzs2bWt1oU9b6Jv+68LWd5rHssKY+O5LNRiaxLyXeq7DanFfLt+Szu6hApmCkGqBWcL6pykkQAezJLuFBUxaenMhi84iDztpwl2F3JvjkDyHh8FCfzK5xR9jk1Oh7bfoFXD1zhXP08xiyR81rVREaohffsWQktmNVB2ELYKdib9oFezOwQKRgf2yqEhXuTuXP9Se6ID6eljxtuMgmPdI1hTscWrEjKxmCxMTuhBYsHt+fxnRecJFiBRs/D287z1uEUTuY7yLvmrhn/3ymKjMbmiSJPTxXV1T9wxx0f0a/fK4hEIqZN68mQIR1ITy9iyZJtrFlzDE9PFfPmDeX8+Sz8/T3Qag20b/80Y8YkkpAQSXJyLkqljHfeuYuAAE/Onr3Orl3Z3DjUx4u8eK5zHoFqM2IRjIis4ucMfw4WNChfpFI73t71/cdNSCSbHcLcTczv5GiD2JvnRaZRRUgISCS+xMQE4+6upH//V4mPD6Nduwjc3ZXs3n2R7t1fxN1dyYMPDiU83I/Vq49y771fAjB2bGc++mgOU6d+xPPPrwYgKMiLs2ffZcSIt/7Eb+AmUCjJVbQk8fph+gfkUqhuVW86e4HDhjhsdjF9VemcNMYwwe0Cv2i7Y0KKv1hDgjwXhchCoKSGUqvDs2KkOpnp7qfZreuAqf6nGiqpYrD6KiqxmV7K60wrfthZ2dxS15E4WbHgLWlV3pTJ/RHjSvKIsdNBnk+YpJICa0OL0yB1Gt1tmXxUMxIbYhQiMwNUaWzXJTBefYGduvaYkdBDkUmqKYQR6kvo7QqsdhEWxMwufRCFyMyDHgdwqy7nU+sEzL4RLvsHMP/1gVd/K7RaVwb/Bo4fTycxMZphwxp+i3a7iMwyBUtHZzFQVcmBfC8XEqBEL+ed3tn0XZeAxuz4HVwsd+eu1qWcKvHAboeO/nXsyvGhT2gNcrFN4EukltoY81s7J/nk6WkjIcGESmWnvWcd1/PlzscA3GVWXj7ZAlu939GRIm96h2r4IjmUbfWeRTFeer7qcY3UKhWLzzhuBkariCVJYQwJryLaU09WbUPSoNob8grdmTlzON98c5CqqjpkMgmTJ/dg+fIDt3KobwlpFRoSQ7zpE+lPdjNJK2qZhA2pBYJ2GItYQueevdiaVUGBNZTHK6IZXneJIEkNJfXnKkBLWRndlNl0U2ZzR/HDlNscBJwWFcs1fQmTVmNrqg4IcDx/pscJltUOcg7PcD/FqiYm9xa7hHRTEIcMcagxILZbsYkc35sI6DFoKG+dzwYcv0GpWOTSaufvpqBnuC/dw3xJK9cI5Pu38eeiffsIOnZsIUgWnT27HxcvRrJ06Q7n2IwZfahu5rfo4eGa1OnlpWbQoPY8+ui3fPHFbuf400+PY/78UUREuCoN/1PgJm1uuiWiyCeK5R5fcdIax7LaQRw2OFSHD3vuQwykmELZoO3Cfn1bBqjS2FevKlKKTDzm5Wh38BNrebpiOgf0cYRLqhirTuKkIQYfSR1xsiLerBpHT8V1JFgFhZH28gI21AkXEuk5uexIOsDFNuOcKj8tKvbq2zHX8zjgKPY0JorjZYVs0nVx/l1nV/BDbV+BtxH1n+XNynGsr+uCj7iOKepzdFFk8ULFFI7Uf245FjYGLSXf4svjFbNu4Ujfxl+BgoICKisr6dChw7/e+Db+JcQiEQ90ackDXRrOozh/D1IeGcHzey9RotXTO8KPcE8VPybnOOOyw91kTGobzqS24ezLLMFTIaNP5H/ude+/Hc2RHiaThfvu+8r594EDV9ix4wWGDn3T2WK1Y0cSX355P7t3J1NTo2P48I74+Lhx9OibfPDBb1RWapk9uz8VFa4ePCKRCK3WgFwuRS5vfpn+zTf7uJIiBaRQBiXVUhQi4WKzrs7IwoUTSUhowZkz1+nVqzXPP+8IEnnyyR/46qs9ABw6lMK1a8VNGx4AWLfuKd55ZyMXL+YwfnxXHnpoGADx8eE8+OAw0tIKadcunOeem8CUKR9y5owrsXaz4/h7IJc0TxRdLddgs9sRi0SklrsaOKeW1TKgRQCPd48ltVxDlLeaZ3rH8epBV8JqdXIuH550mHAfyC7jRH4FyQ8Nx2Kzu6SipZbX0lT4Z7DLud/zENoyI9eJ5MmJw3myZyukYjESsYhfU/Np7efB833aAA5iN6dGR6XeRN9Ifw5ml7G0kaXM833ieHeog6Cb9PMxNl11cAWHcsoorTOS2sSwOqWs9l+mhEqa+3J/J/4riaLQUO9mx3/77SwffbSV3347CzjiJH/++QQzZ/bnuedWO6ubtbV6UlMLOHz4dSIjH3Y62qek5PPpp/fi5qbgtdfWsWDBCnbtusiECV1d9lVQp+DhhAZSoluQhllxJezP98YqE4NCzJ49SuRyiAsxUFIldS6AJ7SswL8+5vvTiyF8dKGh0vfyy4MoKqri22/3A1BRoUGjMZCYGOX0VdJqDfz00zGef348V682mG5t3XqexMRogaFYSUkNH364hZQUoTnXXwlbfE++rk1Er2tgzpf6rybZGM63mgaVwIMe++mrusZLFZNYWuvoEQ0WV/GR3xqO6FuxVdeJXbr29FZeo6W0jDq7gmvmQMYVPcEd7mfJs/g6SSKAYqs3MU2idrHbUdiMqEUmusizOWeKAsBNZEBjUzC08FlaSMtpLy+gxqbGS6zjnaoxmJDSXp7PvR5HOGVoyVeNFrHPem8nSlrOY+WznBPpFtJyHvHcz/OVDgmnyS5lmWYQEZXpmANufgIb/sfWqXV1N+9D7t27NRaLtZmYTBkrs0PZXeVBpIcBD5nFSQgBDA6v5nSJu2AMHIbYeyddZtqONmzMdEyUvrkSzLRWZfySEYDVLiJEbcJNZhUQQbW1YsRi0GpFnClWMyW2gp/SArAjwkNmYUhEtTNV7QaOFHhyvLiBFLleo+JcmTslda7fbXqNmhe75vH5pVDytXLiA/QcK/TEkmvlzNltdOnSknffnYndbmfEiMX/8pj+megc4s2kn49zMr+C/i0CuLNdBD9fcZhpq2USnusdR3ozExeduz+18gYp8W5DB55w28lKfT+qbW6ESqpoJSvmg6oRTHY/R45F6GtUbPWmrawAGRZB+6aXWM/YovlUW1SMUifjI9bRWZHNZLfziEV2vq4d6Ny2ryqd0UVPOhe6gTX5uPn64R8UzNO92zJ/5wXBPlcm5/Jo91g+q78B+6nk6E1WQj7cgt0O09tH4KuSU6m/nav0V0AkErF790u8/vp6UlLyuOeeQcyZMwCLxUqLFgEcOpRCjx6xPPXUWE6ezGDnziRn1TQhwYennhrLunUnSK03luzcOZopU3pis9n47jshufrDDwf54IPZf/tn/L/gn1X5txbGslXdVzC2R9+euR7H+Lx2CAB6q4ISvSdfByxnl64DGeZAVml64yuuY6WmN/v1bQHIs/qhNSg5FvY2E4sfZ2t9W9rGui484HGQ/fq2aOxKushzsCGmu+I6p40xzv26p55Aa7JgEQtl8+VWd96vGsmmukT8JRrGqy+gsSsZrEolWFwjIIoAQqVV+Ik1VNgarqVuYgPfaxwV6VrU/KTpQYikCo29QVlpQspefTuqbX+f2vI2/jVeeeUVSktL2bLldqvuX4n5O5OcaU5bM4pZPLg9B+4eyAOfr8ZaW8m39092XktGNemCuI0/HzExQS7rJ7lchNHYMHnPzS3n8893Cnx4LBYrhYVV5OSUc/bsdfbuvcTnn+/i9Om36dWrNc8++yMbN55h7NhEoqMDnaqi0FAfjh9P47nnfsTdXclbb01nwYIxgvvjxInd2L9fSHiUVMno2UpLbmWDIi0mJoguXVpSXq7hm2/2sW3beXbvvsjPPy9g3bqTguf/9ttZXnllqiBt7fnnJ3Ds2NV6H98q9HoTkyd359ChFGbM+ARbPXs5alQnbDbbTUkigPBwV6/L34One7fhmT2XXMbHtA5BXE9+DG0ZhFIqxtBIlSwRi0j4qqGYtGxsF1r7eTC/Rys2XS1wbjs8Jojj+UKbl8ultaSWa4gP8GREbDA7G/kcjW0dQvsAL441snoJFlfxQ21fjqg7IcOGQiJGKhbz/rE03jicgsFiJdBNiZ9aztO7LvJRPSkll4h5tFsMr9e309/AL1fyeXdoAiarjd/SCps8lsfY1qFsbLT2H9c6hP4tAtib2WT92wj9Im/t+MN/KVFks92cGcvLczW9Sk3Nd6lYFhZWcubMNZfYw61bz3H+fBZl9Yzdzp1J+Pq6o1YrBD4IwyIcsrNak4S7d7cmqdwdEXZmtimlQOHGgYsOWajBAMnZSr4YdI1L5W7kaRWU6OS8eTqCxzsWsjxFGOv9ySfbCQgQtsKkpRUikwlZVY1Gz/XrriqZigpXqbZIJEIiEWFtTo/2FyCyRQsuNvGBWlHejRRRlGBsfV03omUV5FgbDFCKbT5cMoWzUddAzh0ztGaAdxpLakY4I33frR7D0CbyfIA73M5wURuKVuo4/iGV2fwSMomVxSo8RToe9tyPv0RLqimY9XXdAci1+BEnK+KbgB8YUPi8k/y5bArnqimYjXWdBftYo+lJZ0WOwGw0x+LPvvqJuuBYtGlPXsXNF6KueTD/m+jbtw2BgV68+uovTJrUnXXrGloS4+NDOXAqD3AoCHqH1CAWQbleRktPA6mVatr6urYltvQ0kFKh4kxJw0LEahdRYZCxffxltmf70DNYw9Zs1wtkTo6E4mLH5e8MahZ0yqedn45uQVosNhGfJIUKyKUoT4OAKAIo08sYGF7DT+mBzjG52MbG674cKfQGYFB4NTaFGIul4Zp17lwmVquV1NQCgdn+Xwk/lZxeEX4Uaw3srr9ubE0vYlRsEHtn9+dIbhkbUgvo9d1++rcIoFuoj7MtrWe4L0HurkbVSWkKNnd4H63Ck3mlc/mhfgG4XNOXIaoUtugaWnx7Kq5x2BDHHe5n2FYVj0GsYKrXeX7S9HQSRwU6Xz7yW4Ob2MSgwucot7gzUJlKvLyQPsprfFQzQqCGKPcOJ+Xp8fjVt+c+u+ei4P3JxCI+HZXIvZ2iyKnRYbRYmb7hlPPxNZfzWDyoHXuySl3S4G7jz8HmzWf49tt9mEwW0tKKSEyMpkOHSO6+ewDt20fQuXM0SqWcgQPbsWvX0zz66GLUahszZ8bj5aXmwoX32LHjAleu5LFz50X69HmZhx8ehpeXWuC94OPzn38lVd0k9UyKnerrGuztheN2O5wzCqXrViQc0bdmQ53j/phsiuSMMZoAibDCWGVzY7c+nnRzsGA82+LPntAPmVbyMDv0CezQJ+CGgYc893M0P4hSmxdpYZ3w1lUQrs8nX9VQxIqUVvBF7WAACq0+ZJkDOBG+GDexCYtdTEd5LhdNDkm9v1iDTGRlhPoyqaYQym0ejFEnk2UWXotNyKhthhDyk2gR1ble82/j34Pi4mouXKjA0/OPNDDcxr+C1mRhzWWhr+i357N4oV9bBlSnUFRURKjnbZXd34nx47u6EEUtW4Y4CxjgaCHr0KSdCKCiQitoXcvJKWPJkm28//5vTuHCli3nWbRoIpGR/pjNVmpr9bz00lrAIWqYP/8Hrl5dQnLyB3z11R5qa3Xcf/8Q/vGPzQKzbJnURufWesQBYWg0XsTGBvPOO3dhMlmYPfsz59rw8OFUFi5cTVRUgGC9GBbmy8yZfamo0FJXZ2Du3IF06xZDWNhDVNarag4dSmHRop84deqakyQCeOutX3nggSG4uyvRaoW2HTcwblyXZsf/FX66lOMyJhWJ6B8ZQG6NjkgvNaEeKrbf1Y+3jqRSazTzcNcYXtovXB++dvAKD3SORmuy8HyfNhgsVhKCvJkaH87cTac50YgsUkrFaI0WPj99jYe7tiTYXcmZgkoGtAjg3aEdUMukGK02fjyfQW3ONQYGZLNW1x9EYELM/J1JRHqpeW5vgwXJ8qRsOgR6sfR0Q2u4yWpj6elr+KnkVDQqWEbXz2dkYhGhHiryG3mURfu48d34rvir5RzPq6B3hB//GJqAl1JGncnCz1fyUEolnGriIVVruvXk8//KRtbq6ubj8qZN68WMGX0FfaEKhYw77ujFmDHCxf7Mmf1o3TrUhYAJC/N1kkQ3cOVKHrt3v8jw4Qn4+kKHcB2pVWqK62SsuhpIUrmDlLAj4serQWQVCyeEdrsIm12ESARbsvw4UezJ9ynBPHIgFrlEuFCUy6V07RojGAsP92Py5B6Csfj4cB55ZIQgutHX150nnxxDq1YNk0MvLzWTJnVn/PhbO0n/rwhxV7KgZyuXfsjyUhs2s1AWqRKZsTbzEyyxuCZBnTDGOEmiG5BiJVLacHL3U6YhF1mZXLSZHml7GHh5E1qVNwaJg4CotavZqevAvZ5HOWuMFrxWmjmEC8ZIAfkDjom1rImcUyEy4ytxbZXQ5wt/N2IRvDOuNyHuSpdtnfjnyZv/M0hKyubrr/fy3nu/sW/fJf7xj5ncd99gVq9+gtpa4QXsRJEnn/TPJNLDyPYcX75LCeaZoy0Z3aICudjxXXQO0NDRX9usVNZoFTF1e1s+uRjOjF1tKddL8ZA1VHp8fa2CpAiATZl+tPbWs/BYFHfuaMOg8Gra+9UR5mbksYRC7osvxk/ZIJ0Vi+y0cDdwpNCTMVEVxHnr6Bqo4YH2RU6SCOBAvjeZNa4tNFarjS6NJOd/NfbO7M3m6X0428iTCOBwTjlDWgaxPqWAy6W12HHIW4PdlRyeO5A1k3twX2I0PcL8BNJVf6UUN4uVz47Hcl4TSoGtoXVTZ1cQKKnlEc99dJLnMNntLOmmIF6vmshP2l6IsXF//ip6KjNdzOH36dvyeNlMciz+1KHkoKEt/hItvVXXMVmbXCtEcK1Ky0Nbz3HHuhNMaiP0AZvTMYqe3+5j2KrDbEsv4nqV6zlrscOBuwfe2kG9jX+KujoDTz210lllLSqq4oUXfmLLlrOEhz/EiBGLCQ9/mE2bHCESKSlFVFWJqaoSO6u1CoWMbt1iefPNXzl69CoXLmQxb97XzJjRx3mfl0olvP32jH/Ph/w/wGBtXno/uU0o+WHtaVEjTIuZ53WILgrhJFmClSyzMMK+1OpJpFQ4KQyS1BAvczVO9ZXUcdoYLbj/1aFEY1NhFUsp9Q5Hp/Sk0Dcaq0jMAq9djFUn8aHfWhcvP41dRbIpgnXargwufJZiiycT1ed4y2cDKpGRpTXD+UnbiwxzMCsCv+N5nx10UQoXwTIs3OF+it6Khslza1kxmQZftpXFgan5Rcdt/H3Yt+8S0dGPcuGCnEOHlLz77qZ/91v6n4VcIsa9SauRj0rGqweu8FNQX460HcOxkubXP7fx12DOnAEuY507t3T6vkokYl577Q7uv38IU6Y0rNPGju1MYmKUy3NzcspcvPuuXi3koYeG8/jjo0hPFypI7HY7Fy/mcPJkBkuX7mD58oP06fMyrVoF4+XlUH1KxHYGtK/DIpczYkQkM2f2paSkhvfe28yZM9ddBARJSdl8/PFc/PwcRVZ3dyX33TeY+Pin+PTTHXz//QHWrz9JTk65kyS6gQsXsl1ClYxGMyqVnCVL7kahaD7Kee5c1+P4e5BS6tpWZrHbeW5vMnGf7eB4Xjkao5mt6UXozBYGRQVyZ7sIdGbhuqLObOHR7RcYtuowrx9KYcnJDILcFMglYt4Y1J5obwc5I5eImZ3Qgt7f7+exHReYsPY4oe5KLj8ygs/HdGZ7RjHDVh3iQnEV7/VtSbfrBwUWDOCwO9h9XWiDAnCxuBpLE7sDvdnKp6MSUdWv5YPcFDzRPZbZG0/R/4eDjIoNdl4T/FRylozohI9KztfjunL5kRF8Pa4rx/LKGfnjEY7lVbB0VCJ3NONJfL3y1q8b/5WKouZNIR3Vyy1bzjFlSg8qK+sQi0VYLFY6dnyW1q1DuO++QZSU1KBSKdiw4SR79iTz8MPDWb78IBqNnt69W/Pgg0PZsydZkCA2cGA7+vRpw/r1TxMVNY9L+XApX83Xl4PpF+r6I3ZXCn+gYpGdTgF1vH9O+OWdKPbk2c55vH++wb/mpZcmM2VKD0pKajh48AotWwYyYkQnamt1zJs3hLNnMwkP90WrNTBu3D8YODDeqXjKyCiidev5hIb6MG/eEPz8PNi5M4n+/V+lWXuEvwCLB7dnS3oRU+PD2ZCaj80OLb3dmNymJ4eTr3Aax2JOZLczWn4eb3EdIZJqiqzegCNR6UGvg+zVt3P6EgGMVF3moL6NgMjpqMjn44C1HDe04rIxhKU1wzliiEMUbqNj1jECNEXoFEIn+jyLY0HbRl5EtqVhwu0v1jBAdRVfsZZKW8NzhqpSaSsv4pMaR2ucCBuT3c8RINEQJK6hxOa4QARV5VIn9qOvt4hsqwJ3hYzEYG8W7LpItzBfuoX68HIzZm6S/7HWM4UCjK7BfIIqQ2WlFk9PFd9++xAAX3yxS7CtXGKnyihhd66PYLxEL+f0nUl8fTmIZZdDmbs3jmC1iYFh1Rws8AbATeo49xq3qe3K9eWXkSlsyvTnbJ0nfpFw6pSCxmIeudjOA/tbkVZvhH2tRsUD7YroHqxh4bFoPksOpbW3jv5hNdjsIoLVJhafbaj2D4+sYtngayy7LKzgA0jUoFRKMdSnN7RrF87hw6nk5JQxfXpv1q49/q8O6x9Ghc6EWCSiS4iP04QPoFuYLxqjmStNyPFTBZXUGM3M3nTaeWO7t1MUFrvjDDyRX8mOqKFIbWaSc9OhiWjLXWziSe89wC4+rR5Mpb1BIVgl8+G6OprJ8vOClDQAD5FRcN4DnDVGMcVwEr+c6xAa4UwOnNE+kolrj1Nc/9sSAV+OTsRotdMlxJtp609SVP/YtxeyuKdjFBKRCGv9Fy8WOWTEt/HXoLJS61JdzMkp56mnVjr9CoxGM089tZKqqjoee2wVDuZcwuefJ/P883ZEIhH79l3CaBSSLCaThYyMpU7fhcj/Ao+OuiaFkhv45WoR+LRCbLMwrOoQsZEWLpoiealiMpHSCkaqkzmij8NLrGOhz3YuGiM4amztfL4YGwu8dqEWmdijjydCUkkbeRHLagcyRHWFffp2AASIa5nlfhyt3ZW4tiEiWyWsiBcpQ5nr8SWHDXFU29REScuABtWsDAs2OzxfMdV5Dm/SdSFUWkOeteH70NqV/KLtxl3uJ1FgYrAqhaP61vhKtPRUXmds0VMY7DIGq1KY5X6clysm8aO5H/hyG/8BePXVXwT+Im++uYHHHx+Jm9s/KYDdxi1BLhGzeHAHnthxATugkIjpE+HPG4dTQKoCqYpHDmUxrks7/NWuKt/b+PMxZ85nLmOrVx9h8eLpdOoUzbff7mP9+lPodCZWr36CBQuu8957v5GdXcaFC1mEhfk6E8I8PFQ888w4tmw5J7g3Dh3a4Ps1bFgCK1cedv6tUMjo168tffq8LFCgf/vtfhYu7MpnS4+g10BxtRRvo42C07Vs2/YTAMePp3H27HVBaxvA4MHt2bs3mdBQbzp1asGHH85h/vwfBIbZn3++ixdemERUVADZjRTXQ4d2IDjYm2eeWeUcu//+weh0Jk6fvkbLloHk5pa7WExMm/YxGRlLf/+Br0eHIK+bPmaw2HjvWBoKqZhfruQDcDK/kiKtnse6xwpSBe/pFMWnjXyATFYb7x67SoSXmhf2XcJTIeXBLi15bUA7xq456pwnAnx4Ip1F/dpyLLec6RsaWvb2Xi+ht1RBnDWHA+KOznGFRMzcTtF8fT5LQAxNaBOGxmzh10ZqtKEtA/k+KYu2AR6MiQ1hUb+2tPtiF1n1XVBHc8t5f2gC/aMC6BDoxdfnMnlyZxLB7kreGNQOq83OhLXHnB5mezNLmJvgqm7TWW5uC/Kv8F9JFAUGejc7fsPket26k+zZ8xLr1p3k66/3Ao52j4oKDR9/PJeJE993PufcuUwuX/6Ad97ZzIoVB+nR40V69WpNWJgv6elFdO8eS2ioD1eu5HHuXCaVlQ0//iqjDJlYOPnzlFvoHa9DJ5GSmytFJrMTF2Igo1pJqLuRbE3DzdVLbmFo61pOuhno2nUUtbXw0ks/8/LLv/Dcc+PZuvV5+vZ9hS+/dPRZSqUS9u17meefX83Jk44KXHFxNdOm9UKhkHLsWBrgiD9ct+4k06f34cKFbAD+wG/k/4R76/2hAF7s15YITxVP7Urig6t1IA9jWowP5pw0Tpbp+Vo0FPTgRw2Peu5BY1dz2hDNrJJ5dFdmYrDL0NtkRMvKOWOMZqLbBXbp2qO3y+iuyEJnk3FI34ahqhRerZzg9Cuyi8SkhXcmtvYarfWZpLo3RJIPU19hg7YzUZJyWsmKyTAHEyCupa8ynZmlDxEvL8COCK1NSUtZGe9Uj6HapqKH4hpDVSlcNEbwfvVoABRmHQkFxwkICuKgbwwldqDazoQ4X/pF+vPMHofs8FxRFckl1c0eL6X8f0vK3dS4/WYoKKikR48XKCqqok+fOGQyMeb6hdRDHQrxVliRiOxY7Q3HRymxYbPDt1dCnOPFOjmdA7T8MDSNfK2CIRHVvHgiymV/K9OC2JpVz2YU2AkOtlFcfMMI2c701mW8flrY5rE/35v11/ypMjoqJOnVauJ89CwdkMmErcI2w925PpTqZAyPrOKj82FOM22JyI5KBZMnd0MuV9CjRyxff72Pf/xj8+87UH8SPjiazrP7U4jz88Bss5FcUkNisDcDIgM4mF1GxyAvLpY0tPL0jfTnjUMpgpvcmst5lD83nke3XyCtvkJlEcvI8InDX19GucpBvAZKaqmyqrij+GE6KXJR4qqksIgkpJjCmOF+ii11ndDZ5YxzS+Jx7z1sqOsiUBrFSQqYmTaLbP8Iega50zM6lJ7hfsjEIqeXAziqOGcKq/huQjcul9Y4SaIbuFxWw6bpvXn/eBo2m51YXw+e3JlErK+QTL6NPwcREf706tWaEyfSnWPTp/fm7bc3CrYrKqrixx+PCMby87VcupRLQkKLZhM727ULp2XLIFq2DHJ57D8V/6rL1CaWct3oT0WBlfOejmTT65YgqmxuHA1bzMc1w/msZgixsmJnXL0MCxPcLnDM0IonvPbyD791jCx6ymlQLcLGaz6bqLS5sVbTnXHFC+ghv047WT5XzI7jqhKZmOVxgiNlEeSrGlR5XuYa7i29l3Mmh/rIU6SjtzKDE4YYvMV6XvDeSoY5yEWFe72J4gmg0OLFkMJnnef1/R6HmOx+jtFFTzm32a+PJ8heRYHt1r0UbuPPR1UTJaZeb8JotOD2n9/t+V+Jx7rHMjwmiIvF1fRrEcCTO5MEjxusNo7nVTA+LrT5F/gfxcsvLyQp6QIJCR1ZvPg95/j777/D/v2Odd6iRS/Tv/9AtFoNDz10H1VVVcyZcw933nnXLe+3uRh4gI0bz7B+/SkuXHAoQZOTc7BabRw/nuZciyUn5zB37kBiYoIoK6ula9eWtG4dypYtz7Nw4U8UFVXRv39bQVvWrFn9yc0t59tv9+PurmTWrH74+Lg1WyzZuDGbgiLHNbVSK6Vcb0WuEKrGk5Nz2bp1IUuWbOPq1QLGj++Km5uC119fX79FHtOmLcG3yTzIZrNjtdp48807+eyzXeTnVzB+fFfeeONOVCo5wcHe/PrraYYObc+8ecOYPPkDpz9wcygsbP44/isYzP+8ZcpotbEtQ6ie/TW1AO2iSXgqpFwormZSmzB6hfvyyalrgu0MFhujVh8hs/4ad7GkhihvN4xW4T4tNjtWm11A8ABozVbKPEMYZkxmqt9ptlXFE+LlxudT+tA+0ItXB8Sz9nIeBouVh7vGMKltGNE+bsT6uGO0WukbGcCcjafRWxz7O19UjZ9a7iSJbmDH9WKe6RPHD0nZPLkryTl+Mr+CexKjaCxSMlptXG3GgoY/IEr4rySK5PLmpW2Ncf58FocPpwrGsrPLXAy8TCYLy5cfEiQPnTiRzqef3ktRURVvv72RnTuTWLToJx59dITLflp6Gfly0DXWpvtjs4sIUpu4kq8mIUHKvHn9ee21wyRlqpmbGUcnfw1+SjMVBhkKiY1ZbUo4U+qOp6edtm0jmDdvpfN1X375Zzw8lCQlZTvHLBYrX3yxy0kS3cC+fZeJjg4UjFVV1TkvYP8urL6UQytfD3SNDMY2Zdewb840+i0/6ByrwIu9WWEU+UZSK3JcrI4aWnO/5yHyLb5s1XVybrvQeyveYj2LKqdwqt6Ac6b7CaqtQp8Dk1SBp5+UceHXCTFaqbK60VmRwwVjBM9UTAccE+QfA5eRZIzkg5pRzudGSctZG/Ql/QoWOSe2p4yxeBmr2U2D74pRpqbt0HFoRXKsjS5Um9MKKdQI07+yq5v3W+gd9d+z0Pk9uBlR1Lp1COn1vlWdO0fz8cfbnRWVtWuP8/LLk9m3dwtZ13R8ejGMdRkBDAqvZm+eQ1UkF9t4NKGISoNMkGgGDrJoZ64Pv17zZ0lSGOOjKxBhd5rHd/DTsjO7sTpJhF4volcvIzKNmUUx2UR7Glh6MdRJCgGEuxu53qRtLK3K8bebVPhBZWIb+/O82JfvzaDwaoxWMUaRmOsmNampMlJTHZ5MoaE+/5bzcmeuw7vtQnE1k9uG8cXozgz/8TCvH3aY6A2PCaKPXMq5oip6hfvx4fCOjF4tXLwbrVbMVjtpTXzdbGIpHXLPIveSMLBNNSdNsazUOox5zxqjGaRMwU+spaJeqedpruGkdxf2ljsM4jvLs1ge+D0KsYV9unhmepxgp64DlVY3JrmdZ09hCy57O1QRJ0vrsMkqWDKyE2eamcCFeqioM1kIUCvwUcqoalQJ7xbqy9jWoYxtHcoHx9N4tp7IPZLr6mt3G38ONm9+jjffXE9qagFjxnTmiSdGkZtbzrJle53bzJrVD30TQ3FHW5mdhQtXk59fwZ139mbjxtOYzVYmTerG/fcP+Zs/yR9HCy9XJU9T9O3Whd+u5gvGKm3uLKy4g116R9U53RxML8U19oR+wGfVg1lf1431dd14p8rCIp+tXDM33FPsiDluiOWUsSU19V5Ap0wxTFafZZbHSVJMoZw2RnFH8SME2ItxM9RSp/REaaqjo+YSh2UNBtu1djWtZcXEyYpYo+nJG1XjmeB23uUzjFFfpNDq8BoEh0o4x+InIH9XaPoQIXU9fw8Vh4H3vzxMt/E3Yt68oTz55A/Ov6dM6eGyqLyNPxet/TxoXd8W1DnE2xk4AQ4lbMd/orL4X0RychI6nY4tW3bx7LMLuHDhHImJDnJl2rQZPPvsImpqqpk9ezr9+w9k1aoVTJo0lYkTpzBp0hgmTZqK/CYecf8KnTtHs23bBZfxkBBvtmw5JxjbtOm0M3ToBvbtu0S/fm144431mM1WfHx+YNu2RXzxxX2MGLGYH388wpo1x/jkk7k8+uhIAF54YTIikYiXXlrL88+v5uOPtzNzZl8++KDBSP7RR0ewdOl2wb5KSsX06OFJbm6DQtzdXcmAAfEC+5Vu3RYJnpeeXsQHH8wWrC0nTuzGmDHvOtegM2f25Ysv7gccxtcPPLAMvd7Ezp1JRET4s3Wr8Fg0RVRU4D99/GaI8fO46WNiETzWLZbMKq0ghKWljxujfzrqNKEu1hoYHxfK5LZhTrJHBEyMC3UW9G/gt7RC5vdoxQONvtu5naLwUsqI8XVlxw1uPixUPoxVJ0EqMfFojBsh7kpafLyNMp0RiUjEh8M7Mr9nK+7edJqV9SmwCUFetPH3dJJEN3ChqBqZWCRI5I2p9yza0qQtsUJvEnhF3cCQ6EAO5QoNuiO9bj0c4g8RRTdjeH/6aRUfffQe3br14MsvvwVg7drVfPLJhwQFBZOY2IVXX33zlvfr5fWvSxmDB7cnNbVAkAoWGupDz56tWN1kASSXuxrFpKYW8N13+51/22x2Dh1KITLSm9zcagACVSbuiC0jQG3BU25hzu44p9KhZZ0XcXG+GAwNioikcg9WDktDKbXx3rkwPk92VO88PW2Ehma6vIfmzKq9vNyIiwslrZETemJiFJ07RwtM08LCfJk6tacLqdQYTf2Z/myopBKqDcIFgMlqI6/GNULd4hPmJIlu4Lg+llSzsDVkQ11XVCKzoIq5VtudGe6n+LFRnHaMLotVYdMxVzsW/r0U1xilvsR3mv7ObfR2Ob/VJZJhFpI12RZ/9uvbuvinnKmNgCb2SUapAnEzJ2pLH3enGTA4pIhGqyuLEv07fsv/TbhZAqPNZmfduqdQq+VIJGJGjnxb8PjFi7m0adud4yeOAVBYp6DGKGX50DTOlXpwIN+LeftbMSi8mjY+Oq5WNVz0gtQm1tYbSlcYxKy4GsQn/a9zutSDMDcT46IrGLghQbA/ux38/GzEBhlo463nfKkbs+NKWZkWSLVRRpy3jtd75HLfPoWALOoVUsvWLB8GhVdzvswdY71vTr/QGhadaPD9CPMw0qWvlVO7hL+htWuPIZGIXXrU/05svlqIVCwS9HDvvl7C9pl9eXJnEgeyy+jy9V7uiA8ntREpNKN9JDKJiPFxoQLjv1hfd95d8DBvv/UWpUYNe6MmCPZ32BDH8bDF/KZLRCky89v1FpzxaaignTdFc8zQis9rh3DF5LgmRkgrOBq6mI1nAtgcMFfweqcLKqnQGfFUyASpbW39PdCaLPi9txmLzc7QloFcLdeQW6OjX6Q/OrOF+387y8NdY9iQKlyM38Zfg4AAT5YuvRdweBbpdCaWLr2XmJhgjh27Sq9erVmwYCxZWaXs3ZtMSUktYGfEiBbMmLGUlJSG7+nHHx9n6NAOBAV5/3s+zB9ErfGfV0YjvdQ8PrIXYrdkfrjaIPX3EWk5Y4gSbHvCGIvYbuO3RkUUE1K21wmvcwBykcVJEt1AmiWE99zX0b9gIYVWB4meo25BRGkaPdN2oTQbkId7u7xWpjmQw/Ux9gY7/Kjtw2yPY2zSdsaChIGqq3xTO4Aam5Jx6gv0VGYySn2JuaX3CV7HgpiOilykWAXJpd1VFqwt/dmS6SBvpSKHj9ht/Pswf/5owsJ8eeqp9/DwsLFq1WP/7rf0/xWe6NGKC8XV/HwpF6nVxJsD2tDC+39r3vivcObMafr3HwhA//4DOXfujJMoatEiCgC5XIGofgJ69uxp3n33QyQSCe3atefatQzi49vd0r6bi6dXKKS8++5dHD+eLvD/iY+PoK7OSGGjuX9cXChPP73K2dZVVVXHwoWrcXNTOsOUrFYbzz+/mrvvHoi7u5KyslpeffUXJwlQVFRFXl4FW7cu5NChFLp1i2Hq1J5s2nSCa9caCl1ubnYeeKAnpaVHyMwsQaWS88knc5HLpSxe/CsHDlyhW7cYYmKCBOtFd3clDz44jO7dY9m69Rxt24aTn1/Bxo2nndusXn2UefOG0r9/PAsWrHAWd3Q6I089tZK4uFCBwXdTDB4c/3867jcQ4+OGGGg8Yx4SHUi3UF8mtw2jW5gvSqmYaetPUqk34a+WM6VtuCBJ7GB2GT9dymXNlJ78mJxDeoWG8XGhtAvw4pWDVwRz4bb+HtzfuSUtfdzZklbItUoNWVVaFh9O5eGuLdmeUcyhnDLEIni0WyxfnzRhFTnuYRapnBWFVg4euExZvY+T1W5n0b5LtA3wcJJEAMklNVwsrnb5vIkhPiSG+PDc3mRMVhvxAZ683N9x7No0Ic3EIpjXpSXplVq2phchAibEhXKhUXfADUxrF+Ey9ntxy2bWjRlek8nMhQsN7NuIEaP55ZdNLs959NH5bNq0/Q+RROBI/GoOrVqF0KpVCHffPYA9e5J55JHhjBqViEgkok2bUJYvf4R584YyfXpvRCIRSqWM11+fxrx5Q1GphGzz2LGdXRZzFouNl17qRceOJqa2KsNHYWb2njg2XPPjx6uBgjaZzMwa9uw5QVMYrGLK9TLOljYwDrW1YsrKql22nTGjLxMndnP+7ePjxoIFY1i58jFa1cdidu4czZdfPsBrr03joYeGERTkRd++bXjhhUmIRCLmzx9Nhw6RDBrkepFs+pn/KDoHN3wmsQjm92zF7ARhO8/I2GCmxIc7jcPAwewuuWs0PgrhBdlaVovMLuyZ8xLraaqhEwFPee9ise8GJrqd43XfjUjtFsyN4n1PGGNJNzev3mkpEyYeKUUmgmrykduEJNcDfdvT1l94os5oH8E9naIE0ccT4kKZk9CChPqqj1om4a5mEhEA2gT+b1WGbtZece1aMW5uCkaP7kzHjlEuJGViYhSZmdWCsTqLBE+5lU2ZflypdENrlrAly4+2PnXMbVvCoPBq3umdhbKJuueGcbyb1MbylCAe3N+KgeGNL5x2YmIszvf7wL5YpmyPZ2lyGF4yK1vGXmbL+BQulLnRJ6SGbkG1RHkYuCO2jO1Zvjx+KJa3z0bSNVDDB30z2TgmBZtdyJAVaBTYpQEolcJzzMNDxfPPNxApTRMO/w609nPH1AxR9e7Rq86qTKXexMarBWy6szePdYtlVodItqYX4vHORpKKq3htQDydQ7wZFRtMGz93nr6spcW0B8koc8PNJFQchUurOGyI45wxihKrp+C8vIGThhgnSQSQZ/HjlYzBXCryoF2Tcy7UQ8mUX47T5vOdrEvJY2aHSI7cM4gvRnfm41MZGK02rHY7u66X8NagdmQ+MYqkkmp+uJjDdxey6Lt8P/6q2/4Ofyeefnolvr734ut7D88+u4pnnhnH2rVPEhrqy5df7sbdXcmmTQ/Ss6eRQYOMhISIBCQRwC+/nPivJYkA3FXNK6HXTOnBM71bozWa6fbNPk6XGxkTG4xcBJ6GauLSTuBpFE78wiSVyERWl7YvmdjKne4NyX4B4loe9DxAmESo3umjzKDQ4u0kiW6gyiMIncKDy5HdKVIE0UrWUB1XiUwESVwnoNHScpIiXmNvyPvs08VzyRxBrtWfLbpEPMUGfCQ65ngcEzxngDKdjVUdaVuXhru+CjdzHYP9ZZzx78DO7ArGtgpm3R29bpNE/yGYOrUnHTuaadnS6nJPu42/BknF1RzLLUcuEbNmSk/mFu1nWNIvzGzj6oP4v47a2ho8PBzzAE9PT6qrq122ef/9d5gz5x4AamqE29fUuG5/7NgR3nvvbd577200mmZadepRXu7qQxsR4UdlZR1ffnm/M3GzdesQ7rijJ0uW3O00iY6JCeL116c1k7pd5dLSVldnpKbG0XlQVlYr8Au68ZzevVszenQiw4YlIBKJeOGFESiVjouku9JKQoKZNm3COXv2Hb777iGuXPmIe+8dzNNPr+Sll9ayb98l3n13EzU1dc6UNk9PFV9+eT+5ueW8//5vbNt2gczMEoqKhC1s0NCG1/S9FxZW8vXXDxIc7A00v7bU6ZoPc/hXCHBT4NPk9Sa1CWNcXAgv7L9Ep692c7m0lvwFY7nw4DDyFozFqxlD7ZxqHQv3JvPB8TSyqusI91TjpZTx+ejOeNSTge0DPRkZG4zWZGFwdCBZ1XVszShmf3YZLx24zBuHUzk4dyB7Zvfj12m9eW1gPEaRcF+VJjsFTTgKvcVKRiPFU2Ms6tsGWX0wx+DoQA7nlLHs3HXuT4zm7ANDOPvAED4+mUH85zu5UlZL9zCHeZ9SKua9oQnE+XuyZUZfrj0+iiuPjOBYXgUbrwqVR/0i/Xmmd5zLvn8vbllR9M8YXj8/P+rqXA/K119/wS+/rOGZZxY6n3srUCpvMuFaM58HHljGihWHAFi8+FdOnlzM/fcP5rHHvmfEiMUMG5bAmjXzeeut6bz11gbWrz9JSUk1mzY9y9KlO6iq0hIbG0x+fgV3392f775raElbsGAMqSnbiPMzsD7Z37k4fOZoS/qHVjfzjvIQi+XYbI7tIj0M9A+rYX2Gq/FmXV0Vn3wyl/ff34JYLOLhh4ezb98lEhOjmTq1J1arDX9/D556aiV1dQZef/0OxozpzJkz15k8+QPy8iqYMaMPublfsnDhah599DvA4ci/YcPT/Pyzq2GuTnfz2PZbwfniWuZ2bEFiiA8brxbw0NbzKKViZnWIRC4Ro7dYOZlfQeSSrcxKaIHdDjk1dZitNpaezmBGQgt2XSsmq7qODp5S1DoV+vIscgMcP3AlJsapk7DjiK631U+Sp7mfRimycJfHKe7ycEySf8Y1qr6VtISuiixn4otKZGKE+hJFFm8uGiO4ZglCaTcSXp3DIqYSJC1H4heCWaakZ4Q/p2qM+KsVTG/njVQiwl0u5b7fzqE1Wegb4cfw+gvM56evsTmtED+VnLVTelCg0fP07mSX9wPg9jvaKG8F/y61n0QC1psUzpOTc3j11V+oqzMyY0Yftm27QFWVlsGD29O5czRms5WDBxsMv2UyO1ftHuRrhYv65Ap3nuucT3p1ELtzfWjlJbwoy8Q2smqVLLvsIFNL9XIya5R83O863+eHUlArIy/PQVQp1DL25jWQdTlaJXvzfPjqsopt2Y4Lslhk58tB1zhd4kGZoeGGdazIiyc7FdIpoI4gtfAmKBLBm2++SIcOZ5yeLBKJmEmTuuPlpWbz5ueQySR88MEW9jeJ8fwrEOSmoKTOSIBaweyEFviq5GxNL3J6EA2ODiSnyWSmtM5Iz3A/EoK8if10u7MP+ucr+bw/LIGT9w0hZul28uqjO48CD024m4p9O6hr3Z86sRpPsY7eyms8W3Fn/at2IEhRgtRmxlJPGIVIqomVu6onM6s9eXDSnagTOqE9mUFahYZgdyVjW4Xw9XlH+57NDqsv5fJY91guFrtO6JJLa6k1Wag1NhDOBouNlj5uxPq6c61Se1O131+Ff9e5CY4ElU8+2c7VqwU89dRYWrf+Yz4XhYWV6HQmYmNvvnjZseMCH3201fn30qU7GDSoHe++u5lTpxyK11df/YVnnknE39+Gu8hCYcF1mkZCBgb+/aQqgM1mY+/eSxQXVzNmTGfnIuD/Cm9583W5Eq2B7y9kU1nfJplSXkvbAA9+ntabh7ee5aRyGL7aUlR2LXqFOz4iLaPUyWzRdaKPMp1jBoextRgbcz2OMUydwiz3k+zSteMXbTfGFS+gozyHEGkN+RYf4uWF2O1w2RRGkKRGkNiiNms5ETcCRCJygFb2Il7z2USFzY04WRF2xKyr6+7cXoSNHspMxCI750xRLkb0h/WtKbB4s1cfzwBlKiHSGhRmPT/q+3FQ1AbcIFxuZ/+9Q2n39X7MNscx2JpRTJjHrUvlb+M2/ltht9u5Y90JNtSrMxKDvTlw90Ckdhti7AJD4/9f4Onp5SRzNBoNXl7CAuu2bVuoqqpkypRpAHh5ObZXKpVoNBo8PV0Lsn369KNPn34AHDiw56b7Folcr9vXrpXQr98rREcHcvz4mxw5cpX5839g1qxPcXNT8OOPj9O+fSQtWwYiFosZNSqRHTsa2tdmzuyLWq0QxNsPGBBPWD0JEB8fTmJitMCmoEOHCMLDH0anM+LmpmDduqfo1SuOwYMNTJQUEOpm4ittNFeulDFy5KNoNHqUShk//vi4y/pv9+5kdLofKSioJCjIC4VCRkzM4+TWt+FfuZLHgw8ORSwWOVVNvr7ujBqV6Hz/33/fsDaeObMfffu2ITf3C3Jyyhk1ajHXrgnndNeuuaaA/R6cLqgURMeDoz1s0b5LaOoTVZ/clUSAm8JZkJ/UNoyXDlx2KoXkEjGZVVp+rPe0TC3XcK1Sy7l5w5jbKYo74sP55nwmC/deYtr6k3grZayb2pPf0oSEy89X8lBIxLx/PA07DjV9K4mBDFtD18G0tqGE+XpxvqjaOdYnwo9ZCS147dAVyuvX3SJgRodI+rcI4JnecejNVsb8dIT99abjqeUaFFIxNjt8Uj9PSi3XkBjsTfb80Xgr5Xg14kJifN3ZfLXAqWS6gSltw1g/rTd/BLdMFNXW1hAdXW9y6OlJWlrqP91+1KgxTJs2g8rKSqZNm8iePYeQSFxbn44dO8KxY47WsJuxvDfidptixYqDghOrrs7Ip5/uZM2aY04V0p49ybzyys/k5VU4+0svXcqlslLLp5/eS9euCzl+PJ2VKw8THx/OqlWPcerUNTIyivjkk60YDNkkqMwuCoJQdyPuMitac33EXZAVb287ffoY0RbaiRFpSa1UM/jXDgyPrMJTbqHW5Dj8UrEdyOHee/vzxBOjKS2toUOHZygtdVTvAgI82bPnJXr1eskp9zt8OJUtW55n5syl1NYv1L78cje+vu589tlO5/uyWm28++4mgWv9DVgs/1wKfytYczmPWF8PDtbvz2Cx8eOlXLbf1Zexa446F5sfnkjnl6k9OZZXzql6dnpvZinvDOlAuKeKORtPY1dHgRp6iGvQZ14hMyieV5kEwDj1BdrKi0g3B7FR25lftN25w/0Mb/puRCKy01FzmTS3WKxixzFuKyvgi9rB1FiVjFJfJEGejwQb88rmYkWC2G6lc9FJDGYRKS0aIi47eHnx7bgu9Pxuv1PHJBOL2DO7P4NXHnJ+nqN5FQyMCuCnS7nU1V+cKvQmPjiRLogVb4qOwX++ouif9XOPGDGanj178/777wie8+ij85k16+4/vG93dyWVla6Rxv37t+Wll9ZiqferSknJZ/Pm59i1K4kvvtjN3r2XCA31YcaMPuzcmURwsBe+vka2VptwU9qoMzTcrCPcjTx0INbpQXSs0JOZcSXszPHFU27l2c55bMoUkrF6qwS5xEZavgKj2fFa5eUSJK1cqxx5WoWTJAKHQml5ShAtPFzj3Ep1Mn5K8wcVqFU2dHoxIhGMGtWJQYMWU12tY+DAeCZO7MaVK/m89to6wOHBsmTJ3X8LSQTw7qD2BHmpmLvxNC/U7/OO+HDi/DyI9FIzK6EFL+y7xMenGlpVu4X6EOSuZGNqAU27Ky8UV3OmsNJJEt1AtjKQ+K49uJ5XSQefHF4N3M7T9Z5gN1CiDGJy0Wb84rxRi0zc5X4SqcjK5zVDnItWqdVEZGQEz+YrsOWdRy2TsGZyD6bEhzO/ibknOKI/h7QMFKSagUPBWKl3JcTb+HuyZGQnLpXU4KWQEd2k1/+vwr/z3ASIiXncmX6ybNle1q9/WhDp+3/B449/zxdf7MJmszNsWAKbNj2LupkknouN5NY3sGnTGSdJBFBTo2PFD0foGm/BW2ymVmJiyJB49u1z3M9DQnyYPr0Ps2YtJTu7jDvu6MUTT4xythr8GbBabeTklBEZ6Y9U2jA3mTz5QzZvPgOAl5eakycX06ZN2M1e5qbw82jeo8hqx+U3erm0ljkbTzsnwpXugQxUGZCd28yZyF58ax8IgAIT8z13U2lz47o5gH9UjeKEIYbHPfeyUtub2vqWs4umFkx3P8VQVQrvVo9hP/GggUnqc1wyh5NpDmCg6irZdSpKGx3TDEsI7mI9X9QOptTqiRwzY9RJnDNGIRdZ6STP5ZGy2ShFZu5wO01TVNjcWFc9xvl3oLkMVVUF1sCGqWe+ScSa1CKBJwNAWoUr8Xsbfy/sdjtms7XZ9pvb+GuwN7PUSRKB41779bkGawpro0pcaZ0BpVSC500iyf9X0K1bd1asWM6ECZM5fPgA06fPdD525cplvv/+G376aZ1zrGvX7hw5cpAJEyZz+fIlYmNb3fK+e/Zs7eJ3ewNZWaUsWbKdffsuOddmdXVGnn9+NWfPvstTT63kyJFUunRpyVNPjSUtrRClUsaOHUmEh/vyyitTOX8+E5VKTklJLYMHv86CBWMYN64rO3Ys4h//2My1a8VMmdKDN97Y4Iylr6szsmDBCjZufNThgVkdTht/PbaW8NFH+53rXYPBzPz5PxAZ6U9Zo2TbkBAf5HKpMwwiKSnbSRLdwOXLeezc+SJff70XT09HWltqagFvvbWB6uo6pk7tiV5vokOHSPLzK+jadSGjRyfy3HPjyW3ijwPQsWMLl7Hfg3BPNWIRgjmoWITz3ngD2zKK6Brqw8+X8wh0U7BzZj++Pp+J1Wbn8e6tmL3xlGD780XVFGsNBLsrUUolvH3kqrNgWG0w8+L+ywS7KwWhKIFuCt47nub8+1qlln4qEZLsZKR+btgLKxh0Z29OFFTyWLcYsmt0tPX35Pk+cRzJLWNK23Byqutwk0t5oHNLPBUyXjt4hShvNwa0CBAEytz4TM3NveUSsZMk0hjNrErOoVJvcnaxNEa7gD++xrzlq/+/YnibwsvLGwB/f39iYmIpKyslONg1mvj3srzNoUMz7T0ajd6lVe3ChWzBJBVgy5ZztGwZRGVlgxIqJSUflUrO6dPXOO2M1ZMRFenKMPcP1fBUp0L25XuzpiiYyzlK9u9X4uNjZUKXGtYf8nWSSD+kBvNoQgEak5Q6s4Q+LWrZrwjh119/Zc6cOaxde8xJEoFDhviPf2x2MfxcvvyAkyS6gePH01xa5sxmK126NG/IdqvoE+HLsTxXM0qLzc6VMld5+pb0Qpcf/Nb0IidJdANrL+disdkFzWXJYl/mjr+D5OSGm+cWXSJ9pGlsqhvtHFuj7UkXRTYJ8nySPNsTaiyii18pXZXZfFw9jFSzY3KfYQmhmyKbL2sGYa2vWttEErJDEokO8IbyhmN6qbSG7y5kC96P2WZn7eU8l8+TXFJLQdOFc3UdfSKaj24OUMtp7f/nE0X/TrWfQqEAXImiWbP6u9xsN2w4KYgBLSysws1NwebNzzFixGJSU02AgogIEFXZqNOK6BtWS6SH0UkSAZhsYsLcTER5GjhX6sFrp1rQJ0S4yJCJbdQYpU6S6AZsRjuBKhOleodSSCqyMSaqko3X/QT7kIjsTGtVxoZrfljsjteIcDfw5plIinWO53p6Slj+xd20ahXFgAGvOc/DgwdTGDAgXvBZbTY7y5btRSQS/S0VwhWXcmjp405pIxXhupR8Uh4Zzmenr/PkriT8VXLGtQ4hu1pHuKcKpVTMlF+OM6NdBEqpGEMjU/oh0YG08HJzIWbEYhHfaX3Ax4dS4O7SUOLkxTQOPpPazASbynjW5xj5Fh8eLZ/FWWM0cbJChiiukJzjRlurht0tBmKrVwLpzFY+PpXB9A6RTG4bxpeN++vlUtIqNKxKzmFiXCjXq7SYbXbaBXjy9O6L+KvldA314Wy9b0BCkBe/Xs3nsR3nSQjyZmGfNn/RUXfFv/Pc3L79vCAiF+Dpp1fcElF07NhVQUFiz55kvvlmH507R/PKK79QXl7LvfcOYsGCsQwblsALL6wR/M47d452Kn9vwGaz4ScxkZ4j5+gVBXpTJn36xPL005MYNiyBjh2fJTOzpH7/aUgkYh57bKTLezObLezcmYTRaGHMmM6/q8X63LlMJk/+gNzcckJDffj55wX07duGCxeynCQROAitF19cw4YNz/yfj5nd2ryiaFq7cH5IyuZSo3t+9zBfViULCTazfxjPvPQ6Y39tMJA2IifL5EeWLchpHn1dE0SF1c1JEt1AiimU/Xqh0naXvj2XIl4h3+yNVGzjwdJJLu/vF213Sq0ONZcJGYf1cZwKf4uTxhjuLb3Xud3b1eN42HM/qzS9nSmGGSahgWmpLIABsX7kNOGAOgR5uVxjJrUNJ7W0hhL9rbUs3MYfw08/HeWpp1ZQXq7hzjt7Y7U6FMO38deiSOtqrdF4zGq1YrBYuWvDKTZeLUAhEfNCv7a8MuDWPGD+G5CQ0AmlUsG4cSNo1649nTt3ZdGiZ3jnnQ94/fWXKC8v5c47J+Hp6cnKlWuZNWsODz10H99+u4w5c+6pn5feGt58805WrTrcbCsWQH5+Bfn5lU3GKnn44W9Yvfoo4AhXmjSpOxMnduOBB5YBcPo0nDiRwY4di+jadZGzcH/oUApnz75L+/YRDBgQT8+erRg7tgvz5n3tst9XXtlMVpYUkJJVpSRYY8XYpE25uLiaVaseY/LkD6murkOtVvDpp/ciEom4dq2Yw4dTaN06FJVKLlhjtmkTisFgYurUnowd25m6OiPdui0SxN7v2PECr7zyM2fOOOZj585lUlOjcxFziMVi3n331pLnIr3UvNI/njcOp2CzO6wTFvZtw84mHr5eChkdv9rtvId0D/PlxH2DEdcXPuIDPLneKMExyE2BX/3cwGCxUt5EiVOgMfDpqERm16eS+Shl3J8YzRNNUwglcmLzkugrrWCNYjDjGqm3Xu7fljcGteeVA5d5s9H65/1hCYhE0PXrvc7586jYYALUCoEiKD7AE5vdQUjdQKCbAv/6gpzFZqPv8gMk1xNMbvU2J2su5WIHOgV780SP2N9/sG+CWyaK/hnD2xw0mlo8PDzR6/VkZl7Hz6/5xfPvQXNsJTh+2N27xzpJHS8vNYsWTeLgwRTBST5kSHuqquoERtc3qxBWVdU1IokcuFal4oF2RaxIDcJmh8ERNRRo5YS7yxkcXsOLJ6KciqOqKglHrrg5SaIbSKtS09ZXx9r0ADZc9ycuxMB6fmXQoEEomqkOhIX5uIz16NGKnTsvOllmgD594oiKCmB5o1SxOXP6U15e86cSRYfvGcycX0+z8WoBukbKpDkdWzAyNpg1lxtSGtQyCdPbR/LlWaFhd59Ifzak5jsVOAAtvN1cUpWsdjtVNtfK8TdZHaFJkm6SMZLFVeOocnf0DefrwuikyKPcJmxb2FrTjkqLWuDSZVe50yYkgHPlDZHbMrGIhCDXloehLQNZeyWP6kapSmNbhyASOVLPbuCO+AjmdWnJ0dxyp3wy2E3BhLgwPhzR0eV1/wz8O9V+cXFhFBW5EoWdOrlWE27IbBujpKSGxYt/FdywCgvFvP56dw4cOITSKsW7zlUJd7TQk3OljpaQUr2cA/lejG5Ryc5cH7zlFu6JLybOxzV5bqBfNZO6V/BDahCFWjkWG2zL9mVQeA37870BB8nU1kfPhxfC6R1ai6/CQgtPI1kWFb9dbvgMtbVW9Hox1dU6F7I2KSnHZUwkEjFv3hBBAtRfBYkIF/kuwNfnsviinnTJNesp0ho4/cBQ+i8/4KzYbL5ayJIRHfnhYjblOhM9wnz56ux1lp3LZEb7CH5JycdktZEQ5IVMLFwMl9q8eFh1gGRTBDU2NWJsdK65iLVezv1CxWRnK2iaOZQ6g4ROObt4dvE7rN8o/N2W6Ywkl1Sz61ox09tFUKDR46eW4yaTCm7CE9uEMrlNOHM2NSgcPOVSds/qh1wi4cuz1/j5isP/Jqm4mhf3X/qjh/d34995bqakuBpN3iz6V6PRc+JEOvHx4YSHu8aVNycjv3w5lxdfXOOcSD711EqCgry5666+rFr1GO+99xsmk4XZs/vzyCMj+OGHQ04FsERi55E2BaTqPNib5I69/v557Nh1unW7QGSkv5MkuoENG04xa1Y/Nm06g5ubggkTumG32+nX7xXnxLVVqxBOnlwsSGmqqtKyYMEKDh5MoWvXlnzyyT08/PA3zopqYWEVDzywjNTUJZw4kUZTHGpkkvl/gcnevII3Ysk2eof7MT4ulIwKDWNbh7Kobxy7rxdT0mhSPiQ6CB9v18LC/2PvrMOjOPcv/lnfuHtCXAkhIcHd3WkLFC20lLpB3VugQr2lQkspRYu7uxNC0Li7u2w2u/v7Y8Mkw6a/e29v/fY8D8/DTmZnJ5Oded/3fM/3nLh8O3LtPcXbNN64ySop0NkK23qpU9lVJx5zZOh5sHgmhxrDkaDHV5qJma6BBplR/TTR4rLIOwygxmBGld6MMw3iCageKZ7yCmK9XkdrkNNQb2BO2WxQt+5joZDx8bShDP7hhPA86ulpT0JpDVM7enEmp4zSeg0DfZ1ZHZ/5D0n0B6GoqJI5cz4XfFLWrTtNcLCcwMD21fz/4NfD6EA3UWKnTCLBTq1kk0MXDOoqEkpr2F2SzraW9YtGp+fV4zcZH+xO5xaPmL8j2rZpAyxd+j5Au364VlbWrF37k8n2XwKlUk5+/lfs3n2ZhoYmXnxxAyltUo6nTeuNi4uNaM01bVpvNmwQ+7Lt3BlrEnFfUFDBV18dEnV36PUGtm27yAMPfC0YTvv7uzB5cnfWr2895rRpvVm37rToeEVFUh54oCdffXVE2HbXXT0YODCc2Nil7Nx5mUmTuuHt7cSmTWeZPv0TYV5677192b37MlVV9cTE+BEfnyVYr3h7O/Hss+NEJBHA2rWnhLH2Ng4cuMrw4Z05cOCqsO3FFydibq7ml+LVAR2Z18WX/JpGot3skEklvDOkE68dv0VDs87oK6TRigoNF/PKOZ1dSpiTNZfzK3ixbyhpFXXcKqnG0VzJY90DyaisI8jBCgulnHHB7qK12+QwD6xUci7eP5hqjZZIV1sUUikfnE8WpVgPdFJxCyirV5LsLvYB+uh8Cq/1D+PDO0Kllp9LJtrNTlRk3ZdayBejuvDK8RuU1jfR0cmaB6P9KanTkFJWQ0JpDY7mSt4f2pljmcV0dbfnQl65QBIB1Gl12KuVpD02ivKGJrq42f4qqutfTBT9fwzvwYP7+OSTD8nMzGDu3BmsWvUjX375OUePHsZg0PPYY0+iUPxyqWR7VVeAfv1ew87OgldemYJUKuH8+RTGjXuHbt38KS2tISOjmJEjo3BysmH69N588cVBCgsr8fCwZ8KErri52WFvbymoijp29OKee3rx3HNrKWtjROVr08gLXXN5PDKflTdd+Cjek4PZRiLngfB8k7a0xiYJCqkebZtYbyczLZ9ebZ2AJRWoMc9s4oPl7/P4Ey+I4sQDAlzp3j2QadN6s3HjWfR6A8OGdcbV1Zb77x/Mli3nKSiopF+/UC5eTEOn0/HMM2NRqRSkphby5JOr243Q+28glUj4saUSfSS9iANpRXRytmF6pw7IpBKKahtZeSUDezMlrw/oSD9vJz4bGdXiMN/Mgmh/5nfxxWAw8Nj+eJp0etyt1Lw9KJwz2aU8uKe1arog2o/h/q5suNFqbuqoVtBH3Uy6QY+hTQ+xlbSRCn2rUbYBKfEaL5Q0i/wTKgq0BKhzSbLxEbbNi/Ll/mg/TmSVkFvdgFQCbwwM54Fof45nlbL5Vi4S4L4oXyaFeuJhbc6LR29QWNvIzAhv5nfx5Z5wL944cYtL+eUM9HHm+T4hqOQysp4YzZmcUgLsLfGz+22jZf9ItV9FRV2726dO/ZixY6M5fPg6Go2WUaOi6NEj0CTBb/bs/nz0kbgNSKfTU13txokTFjQ36zE3NyPQuYGUYjMkGLg7sJQrJeIUkMomBYujc5kcUMqTJ/1YfsWLVbe0jPYpY2+mPQYkdHasZYhXBZ6WTSzsVMDgrZ2out0OKtHzavdMdHopOgMsjW1VKzqaaXENryEtzfTvqNPp6dkzCAsLlWhQHTkyEjc3W778svW6jR4dRV2dBnNz5a/uF3Yn5kf7oZDKRANhuLM1+XeoLbV6Ayvj0kWyXp3BQE51A5cfGEpcQQUxXx8WFHaX8so5NKsfrhZqwpysWXzI1IsrQprJGY8lnG3w59vqflywiyHWNgpZxQniNWIVaK7MhYV9+tIpLJTJidVsbiPBH+7vQrdvjgjy4AB7Sw7N7IffHW1jOxLzTdo9q5uaadIZGOrvxOzt4haZtJ/5zv4W+CPvzfR0U3KnuVnP7NmfsWLF/ULb2PnzyYwcuZTKyjpkMimffnofCxcOA6CsrIarV7Po2TMIc3OVqEjh5eVoMpHcuzeO6dP7cO+9fbl4MZVPP93Piy+uZ8+eOL79di6LFi0nIaEM2+Ym4jPUFJkpBJLoNjZtOkSPHi4oFDKRwaebmy1hYU8JRaBu3QJ47LGRoolrSkoBq1cf58knxwjbHn74W2HCnZVVQklJtUlaS1JSPnq93qRIBFBZ2X6Yxr+Cnfrnq9pnc8t4vHsgj3ULYMHuy7x/NoneHRzwsbUgu6qerh72ZFfVczS9mN5eDpzJMRbLzOVSpnpb82l5PRpFq4IoSFnE07YHeKN8HJnNjgQrCgADo82v8XXNAGG/fmZJ7GlJTjMgJd3Cj1HFBxgVVoyLrJoYdRafVA4huarVgypGlYEOKUFK0+9TmDKfJg3sT7TnZKYTlnaFOPj7U6aTYiaXcVeYJ1O3nMfeTMG4YHf6eDnw7OHrvNjSDutupebyA0OJ+PIgtT9jMfAPfntcvZplYqZbWfmLs2/+wX8AB3MVZ+4bxAfnkqnTNhtTj47dBLUDqB2YdTSd8WFByhlhAAEAAElEQVSmCUY3S6r/1kTRH40xY4zK3x49Alm2bDvZ2aVMm9aH6dP7MGVKjxa/omR69w5m0aJxXL6cLkTLg3EdFxTkxt69rQV7mUxKTIw/IB6zKyvrRKlkaWlFzJ8/mJAQD86dS6ZPnxCeeWYsly6liVq7LSwMfPTRHHx8XDhx4hbdugXw7LPjWbPmJPPmrUCr1fHyyxvYsWMxr776k6h4uWdPHLm5X1JRUcvly+lMnPi+8LOsrBKuXWstoN9Gp04dRGtmMJp6r1nzKEuXbuPatWyGD+/Mo4+aKn//U3ham+Np3TrGLe4dwsIYf2qbmnGzMmNBmzj72zifW8bwH0/S2KxH1WIK72ShZNrm87x49AYvHr3Bol7BvDs0gh8ndWfpqQTiCisJsLPg+yuZfHIhFZlEwuejoujV0hlybPYA3jmdSF5NA2ZyGZ8n5dEUeQ9FFfHIEM9dZC0m1XKpeLtCKjHZBjDM34X7onwoqtPw7plERrQktPvZWXB+3iASS2uYt/MSWr0BC4VMSEMTHVsmwdfOAl+7Xy8Z8b9qPP45hnfYsJEMGzZS9LNFi55n0aLn/5uPE1Bb+/OLqoqKOg4duobBYBCi4TMzS5gzZwArVz5Iz54vCbH3/fqFsXnzU0yd+hEvv7wRgO7dA7jrrp5cv57Nvn3xuLjcj6enkqoqA83NErwsG+nvXklihRlBtg18e1Ns4rknwwFzlZ56TeugGuTZxJOhubx9yYtKjZxhHSrp7FjL+mSxLNu+vp71G3L5+JNHsbOzZMGCIQQHu/Pee7u4664PAZg5sy/PPjuBqVM/YvbszwHw83Ph7Nm36Nv3FUHyd+zYTdaufZS3397631zqfwuD/VwY7CdOFHu0eyCPdhf3BT/cLYCHuvpztbCKQ+lF7E0p4IFoPyaFepJWUUsXNzuUMinhzjYEO1pxOL2YSFdbJod6IJFI2HJ3T1bFZ+JkruLZ3iEE2o/D9ccdrLhVgkEq5X67U/Qxz2RF9SDR5/oqSnnVfgdvV4yh3qDCrraYuf42PL5gHmtuFXI+r4y+HZyY38UXqURC2mOjuJhXjo9t64Ppp7t6klNVj0wqwb3Fa6KHpwNHZvUXfZa1SsH7w0yVQhZKOcP8f5+0ij9S7efmZsXVq6bb09OLSE8v4vDhl1i79jSrVh1n9+443NzsuP/+wRQXVyGVStm16zL9+oVy+nSi8N5Bg8JZvnyXMKjV10vROCqYO6QMz+paLBV6lFI9yZWtg4iPVSNeVhrmHAqiWmt8zJVrFKRXmTFveAXXM1VcTzNj1M5ORDrWMta3TCCJAJoNUorqVDwbk8uDR8WV89IGBQmVdixdej8LFmwRFqpubnZcupTKqlXHGDUqisxM4yK0R49APv54L2VlNUyY0JWQEHdsbS14/vn1v5sx5bQtF7FTK3iieyAVjU14WpvzePdA1t/IZlObdCmFVEIvL0c+v6NK5GVt/M7vSykUtWEagAu55Qzzd2HJqUTCnKwJcbQisUUV6F2cSGljE12Cm8jSOXKhyR8wtnp+UT2Irqp0Lmn8hOPZ1JWxzzWCF9/eipe1GfdF+VCv1THMz4VLeeUi0+nU8loOphXhaW1Ofo24j7yjk43I50EChLSkp/Xu4EjW9dZJT5CDpZD29lvjj7w3HR3bN4P+4YeTeHo68Pbb0wB44YX1QkrL7djeOXMGsG/fFe699xMaG7VYWqp5++2pHD16g9raRhYuHEbnzt689tpPou90eLiRCIyNTeOTT/YJ28+eTWLWzJewVGvJz1eRj5xbxeZYmeuQyww061onUf529bz99veEhztx61YdGk0zYWGeODvbiJTCFy+mcv58ssnvd2d7dttKJxj9/u66qwc//XRe2DZqVBRr155m9eqT3AmD4ZcZn7tZ/v8V1SuFFay9niWYXZ7OLmNhjD9P9ghi6pbWc+vuYc/aSd25lFfOqewS1tYo6ednxtmcEuqQY6WpJEJ3iwDHIja4fsWr5eP5oaY3JxuNLZaPWh/CTlZPZ1UOxxpM2y7rZBaMtriOwQDra7qR1OTCQHUCDQYlHvIK4jVe9Ml7AVtJHf3UiZxrDEAp0THZ4iI5Gc38mBxCicqRK11GUmOQokbKssFhdHa1ZeTa1gp4SnkdVio5pW3VozWNfHQ++R+S6A9G167+JkSwg8Ov72n5D9pHqJM134yLAeDerWJvlYomHR53+J2p5VIG+YrXE7fRoNVxq8RokG+u+Mdr6pcgISGXzz7bj1arw8nJmoqKOgYP7sSUKT0A4xiSmlpI587ezJ8/GJVKwRdfzGfSpPcpLKzEycmaL7+8n7AwT06fTiI2Ng2VSsGSJdOYM2cAJ08m8MMPJzEYDEyd2ksYN9uivl6Dra0FdnYWODlZo1DI+OKL+Qwa9BIajQRLlY7IznrUahXPPTeBGTP64uhohUIh5+mnfxCI39seSrW1jSbHVyrleHk5tuvJZGtrwTPPjOXDD/eg0+kZNqwz997bFwcHK556ajXV1Q34+7vw7rszsLExZ9my/39u82vASqXAqqUD59HuAay/kS0UOQf6OPHN5XRBZaTR6XnqYDxD/VzIbTNffP9sEgtj/PG1s+DtwZ0AGPD9capbjqMzGHj28HVmR/ogwajwWzEmmoNphQz/0UjkIFdxyak7Mc1FxNK6Fn6+TwgVjVqe6B7Ia22UyC/0DaWjkzX7UwuFOe09Hb3wb1E+1zY1i+bg6RV1rLuezcabOYKXX51Wx7rrWfTwtOd8S+ujnVrBwhj/X+fitsFf8qnRXmtWW2RllZCfL+4nPXDgKhYWKlFM4cmTt/jmmyOi/tILF1KZP38wa9acFFQ4KSlNzIwqoY9dJYtO+fHaRR8AHuhYgO6O6qfOIGFSryoO3bKmoUGCpaWe2GQz4nQduCewhEc752Op1FNSL0cl06Np41tgptdRVGRsKygvr+W7744xfXof0WR4zZpThIV5cqNNa1d6ehFLl24T9YXq9Qa2bjU1l/yjsTMpn0mbzgr+Pgtj/PlidBecLMTV1gE+zgzwEQ98k0I9mRQqltgvmzWR+5KTef31VylMqca9XyF3W15kU60xmaWjMo9ZVmcxp5H8KxUkVdnx1PzZjBxpJDIf7hbAw4iJAKVMSp8OpgsyLxux50NaeS3HM0vo4mZLlJtpa+AfhT9S7fevesF37rwskugWFFQglUq5fj1HaC2RSCS888695OaWERTkTkSEN/37vyo6jr29F1suSqmuNrbFuJg1cVdACWcKrHE1b2KyfylNzRJy7khMy6pR0VfaQGyKObqWdsb4Ukvs1aYtDo5mxm2e7ZhY333PTFasuIy3tyODB4cTFeXLrl2xgg9RXFwG8+YN4o037sbX9xHh3ty+/RIrVz7Izp2xv3t6SUWjlk8vppL5xCj2pxYycu0pLJQyJgS7cyi9CEdzFSMDXJEAU0I9BDVPdw97RgcaVSzh7SRPVTQ00e2bIwKBtCDajw+GdWbJ6QROE8LTzR582rCJdK2TyXvHml/FTNJErMYXx4YSZEg5XWgkmXKqG9iRmE/uU2NQy2UC+dQWlko5z/cJYe6OS1Q2alHJpHw0IpJOzjaczinlaEYxZnIZrw/oSFFdI6+duIkE4yTibE4ZnV1tCXey/t2Ioj/y3kxIyP3Zn50509piVdAmrQOMbWi1tY08/vj3NLa0Q9TWNvLtt0e5fn05ZWU1LFmyjVWrjjN+fAwHDlyloaGJAQPCkEolHDlynbIy07+dtE6DosroQyZ8Vr2M/uG1lBdIKG1QMMCzkp1J9tQ1y4EqnBz1PPRcbx57bDbvvGNqQB4Z6YOLiw1FLXJsS0s14eFedOv2PKmphUyc2I3wcC/RRDgoyI1vvnkQBwcrjhy5To8eQbz33gzCw59u91r9UnWu5l/wS11c7TiZJTYUvZBXRkp5zR3bygl1tOLJA/EUtyi4CmobealvJxqrKvjoqp6PJFNYmT6cZRZrWd8k9qDa39CJA24fcL3Jk3BFLlL0QoKozKDDt8FYof64aigfVw0V3jfK/Cr1BiVpzcaJcKXBgutNXqx1/pKHi2fwQ21f1im6c1dUMU3OYdS0pBA26vS8fy6Zh2JMvRLSy03VfN42FiikEhNz698D/0kiYW1tDQ8+OI+KigpmzZrLPff8Mg+OPyPs7CzZtu0ZFi36kcLCSnr1CiIu7hyZmcYwmX/MrX89HM0oZmtCLv52ljwQ7YfFHdfW19ZUGTC9Uwc8rMz4Oi4dG5WCV/uHoTcYePXYTeq0zdwX5UuYkzUnMkuYvOksZQ1N2KoVbJzS43crWP5dkJ9fTs+eLwnR9bexfv0Zrl/PZvLk7owevUzYvm3bRW7e/ICePYPIzv6ClJRC/P1dhHXrRx/N5saNbMaNM3axALzwwkR69QqmWzd/IiN9KS+v5dVXN1FYWAmAlZUZN2/mCGu69evPkJlZzJIl0xk2VIo+u4KOrvVkWruSn1/OhAnvcelSGra2Fnz44WyT8begoIJHHhnBCy+sF7bNnz8ImUzKoUPXsLBQ4+lpL6yNzc1VzJ7dn5AQDxYtMragff75fnx9H6a5Wc899/TkhRcm0bGjJ9IW+wGdTi+EtQwaFI5M9tsqEsOdbUh4eARbE3JxtlAzMdQDh3d3iH/vmkaROTUYi51FdY0iBc6dPmFVGi2bbuTw1MGrlDU00dnFhoE+psSsnULKhXmDOZVVQoy7PauvZuL8/k6kEgmTQz3o4elAP28nIeL+5kPD2ZWcj6+tBWPaJNAW1JiqlvNqGoQi0m0U1mnIvn8IWxLyqGhoYnKYJ67/oiD1S/CXfNo7OPz/rTtTp/Zm27aLIuPOiIgO7aal3SmVB6Ps9s7JoKZWwvZyR0GdAPDtLVdmBBezOrGVQZwcUEqZ3pyYmCbq6yUcO6aCFjna1zfdCLJrINKpjp9SHBntU0ZWtZomvZRpwcUczhaTDVqtzsR8FKC0nQWTtbVposrgwZ04cuSGSBb4R+Pds0kiE+ivL6fz5sCOOLSTlvPvIigoiGXL3uW55xbzzTlfXhu4FbPEVDRSJUt6GB+sP8Z6kFWi5KVnFtK/f/9/ccR/ja0Judz903mhx/SdIZ1Y/Dua4v4r/FFqv+xs03S9tmjPl+jWrVyR/4jBYODatSzeeOMetm69QE5OCX5+LqJ9unXrSHx8a594UYMSb2sNBqrZnOpEXIkVn193p697FcfzbIX9RnhXUFUnF0ii22hsljLIs1LwJQqyrSe22JJVt1zo5FCLn00D6VVmSCSwYMEgnnlmk+CjdP58CjNm9OXpp38QHXPHjkuMHBlp8tw5fvxmu/fr7wGdwcB3VzJ59fhNYZtaLuXknIGMXX+aLy+n8+XldLq62xG/YChfxqaxKj4T/0/3MT7YnXWTuvNgtB/ftMTT39/Fl6MZxSKV0bdXMtA06zjd4iVXK7fiidJpLLP/ifW1PYT9zCRNnNf4cqYxEAuJBoeyXEo6REObwnVZQxMZFXWEOlnzcLcAfriWRWHLQN/D056H98aRUFqDh5WaNwZ0pG8HR+bsuMTVoirszZR8NaYLU8M7kFlZR8zXh4XFp7VKTtYTo8mqqqf7ytZ+/t8Df9S9efq0qd/ObXTt6s+BA/E4Olozc2ZfXnxxg/Cz4cM7Y29vKUxab+P2JHL8+HdFRNMbb9xNhw6OzJv3JcePG6toI0cGoVRCU5t5zpMB2RzOuZNgN+Dn1sT3McZq2nNnfFpIIiNKSqUcPXyM+CsnCAiMwcJCSV2d8aDe3k7k5JQxeXJ39HoDVlZmzJzZj6FD3xSIo+++O8a8eQMpLa3h1q1cfHyc+P77h6mqqufs2WRSUgopLq5m0KBwUbv5rwFbVfvTLV9bC+7u6Mmr/cPYdCtHpI7r7+1E7h2KKKnEOOEtvmPuciSjmGtFlTS3tGLXKqx4s2gUelu4QxHP2MLHBe+h/upEmpHSbJBRVaYlxdyPUl0qm2ujRe/ZX98JH7mYyKrQW/BE9iRK1LYANMuVHDHzx6xB/MwrrW8ixMnK5Hef1dmbGyVVgudDgL0llko587v4sflWLqX1Gn4vuug/TSRcs2Y1EydOYcKEyUycOJqJE6egVP5r4/S/CoYN68ywYZ35/PP9PPLId9xeLsye/Rnr1z/xh57b3wWbb+Vy10/nhNe7kvM5OnuAaJ8newSyL7XAGLdt0DPZTcVPN3P44HwycqmUl/qGEu1uR+jn+4Vnx4rYNGLvH8Kj+64IXmCVjVoe3nuFlEfFY8w/+P+xdetFE5LoNtasOUllpfhnyckFnD2bRJ8+ITQ36wkLay1uT5z4Htu3G8MRli7dwdmzb7Jx41mefnoNBoMBtVrBrl3PMmRIBJcuLeWbb46g0WiZObMfkZGLRZ/z3XfHiIz0YfceAwaDLfuu29C9u5SXX241l66srOORR75l/PiubNvWKhyYMaMvzz8/ET+/1ha1KVN60KvXS0K7dUREB2bN6o9Wq2Pu3AEEBbnR0NCEs7MNx4/fZPny3cLxNmw4y8iRUUKgVH29hv79XxPa52Ji/Dlx4rV2U1F/TXhYm4k6WWZGeIuCT2ZEeDPM34Xdya1rh2AHKzo6iQugMyO8je2eLRjh78ITB+IF37CrRVXYqU2f9YFqo1dnNw97NtzIZlVL66HeYGBLQh73d/ETSCIAH1sLFsb4o5KLfSej3e3wtjEnq833bk6kD0qZVOT/OzPCG5XcaGD9W+IvSRTV15uSOwBDhnSiY0cvLC3VTJ3amx9/PElOThkhIe706ROMpaUZarVCqIpGRvrw0kuT2LMnTlj0dejgyIMPDmXFioOi/s2uzjVsSROrTHQGCTNCiunlXs3VUgsyq1R8cc0NA0Ylkbd3M3fO0I7l2vDqeW/qmo1fDGezJg5NuIG1Skdjs0xYqAIoFDB//gBR9TMw0I3Fi8ezbt0ZQWlkZ2fBG2/cDRgVRwaDgUGDwrl8OZ0hQzpRXd1ATk4pN2/+fEX594L+DhWFAcOvMhH08vLiuede4MUXX2TPTRfsmo0LA4kErudbcTHbjqlTp/4qJBHAa8dviYzI3jqZwBM9glD+xqz5nx2urnaAaS+zubmKceOiCQ31ICDAVWSGO3lyd06dEktddToDHTs+JdyrffqEMHBgRzIzS7jnnp6o1Uq+/lpsAp1Xq2RzaqtqJb9OxSDPSu4LK+RKiSX2Ki1yiZ6SShkWah11ja0P5yEdqpgbVsTVUgsamyWsuObG/izjAz2vToW3q5Zh3WHp0te4erWIL788KvrsPXvi8PFxIjOzlSgLCnKnSxc/pFKJiHiOifEnKsqH3bvjRArH3wOWSjlZd3xmY7OeN0/eEhnnXsqv4ERWCV+2ieXdkZTPV5fTeTDGn+zqeorrGolwsSW2nTSQ+KJK0esqvTl+ilIW2e5lVXE3LHT1DHLOZFVNPwCqDeZcce/OEFs5uWWtTJGntRmBDpY0aHWsjEsn0N6Cbu52zI704bOLqZwvNZIVeTWNfHQhhbM5ZULEaHlDE88evs7MCB823MgRKRSqNc3sSMr/n7pf6+pM0wgBJk3qxk8/nef993cBMH16b7788n7274/HYAC5XMLSpduYPLk7G9sketx7bx+ys0tFJBEYTaZVKrlo/Ny/P4mJfWooyASDFmxVzXyf4EKwbQOelhpya1VIMBAd2ICNRev7tO2EGEQ1lLH6kAs7dl7D1lZHZGdLwjoGcvJkDq+/vhkAMzMlsbHL0On0Akl0G9ev57B37/OsWHEQBwcrAgNdeeKJ77nWkjJWVVXP44+vYsyYLuxqx/fgl0J+x2TwNq4tHMZrx28y+IeTDPB2IqmsltTyWnp6OlCv1eFhbYatSkFlixHqA1386ORig6VSLmrRCnaw4lyuOOhD7eqFf/Ytkl06AiBBT6C8mL0NEcI+JxpD+Mrxe54pu4caSyOBPb4gBHtZHXm61kmtlbSRgWYJpNe0VlKtGyqokokn2cV1Gh7p6s9nbaTzg32dsVUpmBbuxdaEPCQSmNrRiwNpRfTt4MTszhY4Wah470wSC/YYr3mooxWPRPvy6qlEfg/8p4mEsbEXWbZsOTKZjI4dw0lNTSEsrOPvcq6/J9r66gFs2nSOzz+fLzKI/19DQU0Diw5dI66ggkG+ziwbEiHcj+dyygh2tKLDHQr09vBlrLjF+1hmCUmlNQS3tEkX1DSwK7mAtwaG8/UH71BTVIC/1yRRG8tTB69S2agVEcz1Wh2rr2aSXiH+zmZW1mEwGEwMbhNLq3nzZAL5NQ3MjPDmvijf//ia/F3h5NR+yzaAvb0lzu2orK9ezWLatI8pKKhk7NhofvjhEa5fzxZIIjB2vnz44R6+/PKQoC5vbNTy8ssbGTIkAk9PB15/3biu0+v12NlZiCLunZysee65ddxehugNEuKvGjAgXufV1Wl47rkJREX5cPlyOoMGhbNw4TAef3wVX311GKVSTocOjmzZcl7kyXftWjaPPTaKefMGsXNnLEOHvkV+fgWjRkXRv52EvZs3WwmMb745IvJYio1NY9Omc8yZM+Bnr+VvgY9HROJra8GZnFJ6ejrwRI9AVHIZMomE9TeysVIpiC+sxHrZdkIdrfhxUne6uNnxYt9QHM1VHEgrpJOzDXeFeRHx5UHRsUsbNLw/NIJ3TidQXVWFY00Ba5x8+WrJNu7u6Im3jakS8GZJNcMDjIq+ry+n8/yR61RrtNzbqQNfj43hcn4Fc3ZcJLmslhg3Wwb6OlPb1MysCG/GBLkz2NeFMCdrYvMrGODjxCPd/vtEs38Hf0miKD4+o93tzz03gREjlggO8qNGRfHjj48xbtw7vPzyJgD69Qtl4MCOJCUVkJiYx9NPr+HLL+/n+vVsGhqaKC2t5uWXNxAZqSYxoRZps57ebtWUNCjo7VbF+cLWh0KkYy3VTTK6Otfgb9PIkG2dhJ/V1kqprpZgFLa1PpQbmqUCSQTGhKaD2bY4mWsprFMwrEM5N8ossDXT0WynYOmStYwbF4NcLsPf3wULCxXjxr1LdLQvAQE9sbExRyKR0Lfvq0gkEt588x769g1h1KilguzPysqM/v1D/hRE0VM9grhn83mBHBoX7M7TB69S0dDE/V38GBvsTmVjE0tOJXK9uIoR/q482j0ACfBNXAb7UgsIc7Rmce8QbNQKjmUUs/JKBtZKOU/1DGLkyJFsPnKSEq9AtHIlXRuOcfSGAhevDiS4dmLixjOM8HflgWijL8q3VzLYm1JImJM1i3oFY6NWsD+1kK8vp2OtkrOoVzAdnW24VVLNu2cSqWjUcn8XX+q04oppY7OOZr3+f2rh2R6qq9uvvISGerBhw1k2bDhLaKgHjz02kszMEuRyKSkpBYwZE83u3cYFgpeXAw0NGoEkAjh9OpGPP55DeXkthw9fJyTEA29vR7JaWjXkcgNuDqbtYzVaOR/1TOeTq258eKW1shPo3oi3rJrcWhW+1o3Ua6WkV6no7GgkUaYfEJsM5xTL2bLkWbp0CaO+3vRvHBDgxksvTebZZ3+krKwWT08Hpkzpzocf7mbWrP7s2WMkhUaP7sIXXxwgObmAgABXFi8ex0cf7aG4uNrkmL8mvG3McbVUs2xIJ24UV0Mbk0UA23aqIxntkFhXiypZcjpBkMDG5sfxSFd/LudXiFrPLBRy4gtbF+gOVPN+xTAONXYCJVjWZ1F1R3w3Egl9vRzw6WDB9qQ8gh2s+HhEFHKplAd2XRKqM2DsTb9xxzVLr6jDXCFejBsn0A3t+sO4WaqJcrNFJZOKvI/+rqivb58o8vd3FbUpr1t3hieeGE19vYannjKq5LZsucjQoRG8/vrdnD2bhEqlQKGQkZycb+JlotVWk50tJg8lwMueqdj663jshB+7MowtoyfybLk3uIguTrV8n+BCfLoF5TUyZgyQ46BuZkZwMbsz7GlqCYLo5FDH6hsugp9YZaUMjU0liYmXyM1trVY2NDTx3XdHefPNqdjZWYhM9kNC3ImMXCyQtCtWHMTmjkVddXUDb7xx969KFNmbtV9NfWBXrFAlPJdbxrRwL94Y2JEx604L91RXdzue6RXMhhvZfBOXwcorGQz3dyWuoIKC2kb6ezsxI6ID14orjcqD28fu3Ym5s/uyaMVq4vIriJGlU+NnugjcXh9FjaFV5Zivs2OsRTxpWmcaDEqk6JlgEYcEA73lCdysd0VdW819XgoqgyL54kqroWpvLwfu7uiFXColvqiSYAcrDqUVMaoloWdkgCvvD+1E15VHqW/xzTBXyHimZ5CogppQWkN+bfvf2d8C/2kiYVVVFVZWVsL+VVWV7e737yQS/plhdYcfjkqlQPUz6rj/FUzbcoETWcaiUEJpDY3Neh6M8WP4j6cob2hCKoEPhkXyeI9AdiXls/JKBrZqBc/2DiGsDfFgdcd1lAAWSuMYdqWggn7fHxfI4A4WPkRo07hRpaVtuy5ATjvzLmuVgilhnqxuY3Y8KdSD+MJK3j+XTINWx8IYf/p6OzJo9QmhJed4Zgnq30Gl8FdB7h3k+23IZFKWLJlG797B7NwZK9idzJ7dn+efXyd0q+zcGcubb26mXzvGwyUl1SZdLeXltWzZcp4vvjiIubmS5583tqW9++4M5s//Ep1Oj0qlYNmye7n33k9E721qMq57z7dJ2fLxcSIxMZcjR25gZ2dB794hbNlyQfAM1Gi0PP/8Oh5/fJTJ+ZWV1VBT08CMGZ9S09IOtWdPHA4OVsjlMlFa26hRXYT/v/feTpNjrV9/+ncnihQyKYt6B7MIcRrZ5DBPJod5MvzHk8S3KKUTSmuYue0iNx8ajkQi4cEYfx5s8fsxGAyEOVlzqw1RNzrQjYe6BjC/oytT5t7PkU6TMeilgIH1N3J4MNqP2wwAGL2Nhvsbu4/SK2pZuOey0F2z+moWnV1s+fRiqjDvji2oxNPGnG339BY+00wh46V2vke/Nf6ST/voaL92t3/88V7RF3fv3itYWKhEssGTJxMYOzZaFF147lwycXHL6NXr5TZtWgaWDcnheo4Za5Oc2Z9lj1RiYGGnfIrqlahlevZl2TF5bxgqmZ45oeLoXoDmZgmdO2tJSZSjbzYwLagEJzMtR3PFcvvzhVZsSWtVQswLKyTMoZ6nT/kB1SQkxhIa6sHAgWE8+ugqYT8vLwdWrXqIIUPeFLa99NIGFi4cJnr41NQ0UFn552g/u6ujFz62FuxNKcDH1oIn28j5dicXcHhWf5aeTuBwurHlbn9qIRWNTZgrZDx72BhjvZ18LuSV8+bAcIauOSkoezYn5HL07nE8mWeBRmGc3MwsDqSH4QC60GF829J6sT0xn9L6JhQyiXDMbYl5XMgr45V+YYxae0q4uXcm5XNlwVD6rTomSHh3JeXzQLQfX7VRW8yJ9PnHKBB+Vnp/uc21SkjIY968Qaxff0aokKjVCjZufBJLSxWDBoUzb96XJsf46afzLFu2XXg9d+4AQkM9SUzM5XLsBU7UO+JmoaGgzjiJkmBgcoCRSFqXJO4nTi9UsWfGDWYfDGJflj37suz55Ko7G0YmEuVUR7BtAwkVrYtHX197Nm5MYOzYr/HwsGfixG7s2HEJvd5Az55BvPPOdvLzK3B2tmb16ocpLzdGcN/GnDn9+frrBfTs+ZKQZpiaWsjWrRcxN//lvjP/Li4/MITY/Ao+vpCCWiZjkI8zRzOLUcqkLOoVzMwIb7Yl5gmT0kB7Sx7vFshXsek0tHmmetuYm/RJF9Q2EvvAEA6kFhLkYEVRbSNJZTWMD3bnbE4puqIcBqpvsZmBwnsyzb3pJckXHUeq1yEzt+TQzUK0OgO9vByJcrMFYFObatXt11PDO7DmmniB2s/bSUQghTpacb2oEr3BQKSrrTAp6O/txJexaSSU1jAq0JVtieJz+TtC9zNetG2rlG23tfUSAzh06Bo//PAIJ07cEgyhP/54H8OHB3DwYAp6PSiVBhSSIiJdGzlW0bogmuxfio1SR7Me9maK20/3ZDoQW2RFUosZfXqhitfOd+D1HtkczbWlr3sVZnI9XV1q6eJcy9hdYtWGpKaZGX5FxCGeFxw9ehAoZMKECI4cSSEnp4wxY7rg6morUvJlZBQzcWI3UUJNUJCb6PWvAaW8/SLC1jsS17YkGO/DtkrbS/kVZFXWtX5PDbAnpYC90/uw+VYu38VncmJNCeFO1szu7E16RR02KgVHM4oordfw8XNPEnvqOCu/SaVCUw5tuCI7aR0BCtMW907KXM54LCFO4018kxefVQ0RfhZal8L39w5B7+7P5ls5jAp0pai2kRBHa+ILK+n3/XEAZkR0wN3KjPQ213tfaiGe1mYCSQRGBURsvqky8fai+ffAf55IaNxfrVZTU1ODtXX7+/87iYR/Zrz66hTGjXtXaKF+/vkJWFj8+j4YfxXUNjULJNFt7E7OJ7e6nvKWOaLeAC8cvY6/vQXjN5wR7uXdyQWkPzYKG7WCvOoGHu0ayOH0YmHcvS/KB3mLx8sHd5i6Z1t54Ku2IZR67iSK5nfxJbmsRkhD7GBjTkVDE/XaZsYHu1Nar6GHpwMPxvgT9dUh4bg7k/L5eESkiW/L5lu5/xBFLbjdPt0WISHuDB4cziOPfIdUKuGxx0bRu3cw7u52NDU1s3r1CdH+ly9n8OabU+nQwZHsbOOcVCaTsmDBUOrrNaIghYEDO3LXXR8KKqMjR26QmvoJQ4Z04vHHR1JQUMmiReOIivJl/vxBohawwAAZzz8/kaamZrZuvUhAgCsjRnRm9uwvhH2OHbvJzJn9TH4nJydrrK3NhPAHKysz7rmnFykpBQJJdBvp6UXs2LGIJUu20dioZd68QVy6lMqhQ9eYObNfu+nH7fkU/tG4c8y5VVJNg1aH2R0FR4lEws6pvVl8+BoJJdVEutqy+VYu75xJoo+XPbVWrhik4vG9pF7Dusnd+eCcsUX02d5G0QHAlYJK7rTgO59bZlKcvdzOmPhH4C+5sm276GwLaTtxc01NprPjEyfEN359vYbPPtt/h5ePhLgsM7a0aWXRGyScL7Rm6+gE7j0QTIXGuMDT6KRsSHbCxbyJovrWhbK7uw43Nz0Dfat5yDqTYzk2lDbKBak9QGfHWs4ViKWLPyY509VZfFMlJOSxZs0p0bacnDI2bTrLnSi6o+3DeB3+PBXzrh72dPWw56ebOQJJBEbm9fv4TIEkuo31N7JNlDpHMorpYJ0uav8qrW9iVWKJQBIB6JGS5xJMVrl4cbvmWhYKmfj7cji9GE8rM9EEvaJRy4fnkwWS6PZ56g0Gtt/Ti8PpxUS52TK7s89/dhH+poiI6MCxNr29P4dz55JFC9TGRi3x8Rk89dQYfvrpPL17B7NlywU0Le0WgwaFs/WO9I8ffzzFDz88wrPPrm0ZVFV4umqZ411EYZ2CZr2EHxOdqW6SYanQ0ZbKlcsM3Cgz41wbhWCTXsrqBBeinNJ5LiabxWf9KKpT4uCgZPz4XkKVpKCggqSkfBITP0ShkDN58nKhmlRcXM3SpdtNjKrXrDnFJ5/cJ4oyBbh6NZNBg0LJzGy/avVr4Yf4dJ45fEMYnKxVcq4vHEZcfgXLzyez8WYOT3QPRC6VYK4wSnM/vZjKsiGd2JaYR2WLkm5EgCtvnkwQ3SPBDlZ0cbOji5sdI9eeYn9LW6EEY1rgT6+vpcbbBe7gw1xlVTxqfYif6roia2rCMTeNV8/JhXv6vbNJhDpaMTfKF29bC1E1x9vWgk9HRqGSSTmSUUy0ux0fDu9MTlU9WZV1xBdVEeJoRUldIxM3GT0grJVy1kzsRoiDFfduuyAYWLennPpfQlVVnag90svLgUGDwk0k9+bmKhITswSlKhgrbZcvJ3L3sAak5Y3sjrfl6k0loGSwVwXBdg3k1yo5mG3H3kx75oQV4WympaDNOOls1iSQRLdxqciKmQeDuFXeKt8e4VNBqF09HhYa8upaF0o9XWvoaFNHF6da4kqM7TC2Zs1U5mlYvjwWAJXKwIIHfBk6LJAzZ8q5E1OmdCc42J09e+IICnKjqqqeuXNX/MIr2j4slO0Twv72lqLv9m2fnjuRXWVqcHkgtZDv2hBaN0qquaujFx1szHmzpWX9SEYJV4uqODJrOKlqFz7cfwbX8kwcbXUEWVXwoPVxrKSNbK7tSoHOFoBQRR7NBikXNH4MMkvg5fIJos/NdAomx9Kdu749KjwLxga5EeZkzdo2iYI/XstmcqiHyXkrpKak2TB/V87nlQuLbTdLNQ4/o8L6LfCfJhLGxHTj1KnjjB8/iRs3rhMQEPj/7v9nhU6nJze3DC8vB8GIti2GD48kNfUTxo6dT0ODhPT0Yj75ZC8PPjjsf9LU2kIhM/EPCXOyFrzzbqNeq2P99WzRWFne0MTOpHzWXs/iQFoRKpmUJ3sEEeZkzYHUQlZfzeLbK5lMCvVoN+yiQWlOUaOeezt14EBaIQqplBf7htLLy5HjcwZwMK2IuqZmPrmQyvvnWhMgvxzdhQUx/qyMSxeRTzqDgatFlSLlAxjjuP+BERERHQS1+214ejrw+eetrUhLl27j0KGXiIrypaGhCQcHKxEx0qdPMPv2XeGTT+Zy7lwy5eW1zJzZj9raRqZN60N0tD+3buUwfHgkly6liv72DQ1NbNx4lqVLtwtz5sOHr3P9+vu8++4Mzp45RHVuJX6OGuw6uSKXyxg3LoaICG+GDo0w8c6sqqrHykpM9EokEiZM6Mrkyd1ZseIger2BGTP6culSGq6utjg721Bc3KoQHziwI6NGdWHUqC5oNFoiIp4RCqAffriHiAgvzp9PFX3GvHmDf8nl/00x0MdJlI7bw8OeszmlxqRdfxfBO6hJp8dcIWPL3b3Q6Q34fryHnBZC7XROOS523sh0WnQyRZtjO9Pf24lJoZ6i9Wt5ixm2UialqY2SfUSAK4llNVxr0yo/8GeSDH9v/CWf8np9+6XRCRO6sX//VWFxOXFiNx58cCh798YJ0YDR0X7079+R3bvjRO+Naqcn19lMa+Kfc/v+zasVKyeqmuSsHnqTdcnOnKu0oVkupaJCioWFAZ0t3LU3hKulxkmsu4WGJT0zcDLX0t+jmmHbw0XHUkgNuJiLiQ2pVEJwsLuoh1ShkDFgQEe+/lpsxnrffYPIzS0X9o2O9qWq6s+3GGqvh9vPzgIblYIqTSuB5GltjkwiESkFLBQykxQyaD8hwtvehnKFXIhNBHC1VKOQmR7Tt50BMsTB1ITTy9qc8SEejA8xnQT/L8PDo/30t7btH5aWaoYNi2DLFjHxo9E0ExDwmKAAHDs2ml69jFWae+7pRUzMc6L95XIZn3++XzSo5hYqkEUoSThnRlaNcTA8mG3HfWEFZFarhZTCXqH1KNop8OsNMP9IAEdy7JBIDER3MefU6RXcddfHov1qahrIySln0KBwkpLEapTk5Hw6d/YWbbvdqjNsWAR7914Rtg8e3Mlk0P4tsDO5QFTBqNY0szelgBeO3BCImbdOJbB7Wh++upzGrjZmfxun9ODujl4cyyhma0IeC7v6szIugyadnmg3O3xaSByVTCqQRGCceH4Rm0aMtw+F5akoLbQ0tbBFUoOOMr0lG2u7oTHICdKk42BrLSJ+AU5nlzI3ypfXBoRx/87LVGm0WCnlTArxYOqW87haqjkwoy/+9paM33BGMCmMdLVlYbQ/Q39sjTevbmrmVFYpvbwcfreUs78CduyIZdOmJ9m5M5bmZj05OaXExDxP374hXLqUSk1NIxIJRHZW8OabLwPi72u4WQ1LXVN4Ns2H6qbWKcWRHDsm+pXxxbXWNI/Pr7mzIDyf1QkuNOqMBO4r3bJ55bw36dWtBL+fTaOIxAXYnOJIf48q7u9YwLZ0RwrqlHRzqeFQji3f3nLFUt7MA+EFhNg14GrexPQDreECGo2Ek4eSyM1LoKEBzMzMaGjhXQICXFi+fDdxcRl06eLLgw8OZejQt37FK2xE88+0N/bwsKewpoHyRi32ZkpmRHTAy9qcPSkFVGuMY9bszt5M79SBzy61jv9SCfi0M15lV9Vz8g7Fw9GMYj46l8yTx1NA7QxqaKgrZb5mFx8ahnGgPhxnaRWRVVdx1JaR6hLOE2VGoiRUkU9jkxTaFFkVMimfX0oVzY92JRdg004ibZSrLTuS8mlueQC5Wqq5L8qHK4WVgqdSby8HnMyVvDGgI4W1jajlUnYk5fNiO9X83wr/aSLhjBmzePDBeaxc+RWzZs39l4mffxRyc8swM1Pi0M485uzZJO655yNyc8vw8XFiy5an6dLFVLHv5eVIY6OE5GQFycnH+f57uHQpjTVrHv23ziEjoxgHB0usrf+1b8+fHRKJhG/HxXDv1gsU1WkIsLfkk5FRHEgt5Oqha8J+A32cCHE09a85l1PKgTRj2Uqj07PsTCLrJnVn7Y1WgnVrQh6Pdw9EJpEIY6J1XRlxfv25qFXC9WyG+rlwcGY/Suo0zN8ZS2x+OQN9nJnfxZfTOWLT+VXxmSyI8cernevfydmGV/uH8dapBJr1Bjq72LC4d7DJfv+raM+Lq71gpNjYdIYMicDMTMnOnYt56qkfyMwsZvjwznz99WHBXmD69D6sWvUQAwe+ztmzxi6HsDBPzpx5E1tbi3bDhzIyikWF1ZKSatatO012dikXLmowGNSYyfXYS+DRR7/js8/2A8ZI+xkz+poc7+67e+HoaM0nn+xDrVbw8suT6djRC4CPP57LzZs59Ov3qnAuEyZ0pbCwkvT0YqZM6c6LL04SjrV/f7xAEoFReNGliz+lpbWkphYikcCIEZEsXDjsX1/s3xkrRkcjlUg42lJsrG7UMmSNcc4YYG/JuXmDOJVVygO7YymtbyLG3Y4vR3cRSKLbqDGzIybtOKWRw6iXqpgY4sGq+Awe2XcFR3MlX4+JYUyQG3N3XGL9jWwUUikTgt1JLKuhrL6JeVG+zIn0oXcHRx7aE8fVokqG+rnw0fDIP+CqmOIvSRTV1rbvgzJ37hc89dRoPDwcSEzMY8OGM2zffokBA8KIjvbDxcUGtVpBSUkNAwd25NixmyiVcu6+uyfFxdUMGxbBwYPGB32wbT0hdg2M8y1je7rRxFqCgdE+ZdwqM2O0b7loAtzbrYrOTvWE2GXRfWsUVfXGWVVmphx9aLNAEoHRZLdSI+euwFIuF1tyd0AJ78V5YmjxMpoeVEywXT1nC6wpqFcBBiIizBg+vDNxcRncvJmDWq3g3nv7cP58ChMmdOXw4etIJBLGjYvh888P4OFhx+efz8PLy4H77//KxNDzz4Dung7c38VXSFDq4mbL490D6WBjzoO7L6PVG3AwU7JssNH7KTa/nIpGLTKJhGVDIpjeqQNbE3MFsueuME8e6RbAgcQs9mQaFR4WjVXM7eLCNN8IHtl7BZ3BgI1KwZLB4cilUmLzT1LZqEUqgaWDOzGzszc7kwq43GLQO6uzNw92DeByQSUrrxjPM8rVlod/JxOxvxqut6kmt8X48THY21tRV9dI164BjBoVxbp1ZwR1X3CwO3l5ZaI20V27LvPuuzMICTFW1156aTLTp38sKB8WLx7HqTuMTqVSCVfLzcmqEU/as2rUHJt0jQPZdnyX5sqpmxY0lXjS1bmGS8XGCbRapsNe3cyuBGMfscEg4XJcPenppURH+7FnTyu5rFTKsbEx5+zZJMaOjRG1so4ZE8199w1kypQPhFbYF16YiFarY8KErjQ2NpGSUkjPnkEkJuYLJrq/FpQyCU06MeHS38eF41li1VJRrcaEmNmakCsiiQA+v5RKQkm1yEDz4xGRWChkPLT3Cg+0VNte7hdqUplUSiVcdenEJYM3w8xu0ICSjDJzfOsyWS1pbUVLMg/AW1mFVIuI0PK3tyTyy4NcLarC3UrNksHhWCkVzNre6qlzMK2QL0Z1ESVZxBdWsi1R3NIDoNHp8LAyw8FMKVIJ/i9DrzcQHe3H8OGReHs/JEwOb97MITxch1zeTFaWnLPnarE3l9PVrYZLBcZ7xlyu4x7/Euq0Uio1ptOJuJL2KtMSzt19lcQKcxzVTezPsqefRxUyqYGUSnO8nJpYHJ3DpD1hwpgIIJUY6Lu5s/A5j3XO41a5OdkthHBts5xNKU6cvzue2CLTyb2/oZb6azKO5thga96Mt78etRVkZeWTmmocr+PiMli06EckEkm7Ff3/Boqf8a/7Lj6TMYFuPNotgPt3xfLCEaNia3ywO5NDPdHodJzKLuWTiym83C+UPSkFgpR9iJ8Lb51MEH2Xp4Z7kVlZR0qbBYetWsHmBLFHYZWFI8tLRpNjZlTCFOrtKLOyoHtlLJm61kpmgtadDuXJVDpZC3+PF/qEmrTfSIBJoZ6su5Et3MP2ZkoWxPgxyNeF765koJBJuJBXTsw3R1DLpDzePYAxQe48vu8K97ak8gQ5WPLe0M689G8oU39t/CeJhFZW1qxd+9Pvdm7/KRoamrj77g/YvTsOuVzGU0+N5p13Zoj2uf/+rwQPlszMEhYuXMmFC0vaPV5OjrgdY/36M3z55f1CG5pOp+eLLw5w8mQC3boF8NhjI6mubmDs2He4cCEFMzMl7747g0ceGfEb/La/Lwb7uZDz5BjyahroYGOOVCIh3NkGOzMlu5MLCHW0YlHvYAwGo63BlZaW5/lRvtRqTQvdZ+4gdsCo1rwwfxAbbubgqpbz0cYdVFs4CD8/lF7E+dwyXj1+k4MtxNPVoipK6hpRSCWi8AZnC+N8yM1Kzfhgd3a0FLd6ezlwX5QvFko5C2L8KanTEO5sbWJ2/b+MAQNMDeonTuwqChky7heGXq9HKpXSq1cw58+/DcBDD60UeVCuW3eazp29BZIIjMm/q1ef4PHHRzFnzgB2777MgQNXkUolLFgwVCBx2iIjo5hPP93f8kpCbKYFcudmLlw6IOxTWVlHfn45ffuGcupUAjKZlKeeGkNERAciI3146qkxwr4GgwGDwYBUKmXZsu0iwmr79kukpn6Cv7+r6Bx0Oj1mZqZ2E9bWZqSkfGKy/c8GJwsVm+7qCRjbR8eub53Hp5bX8sWlND48n0xlS+dLbH4FH55PJsTRisQ26eMONYXIdVpeCbFk1tgRzNh6gcstXoGl9U3ct/MSbw8KF9S2Gp2eTbdyOXvfIHp6td7TQQ5WHJ716wQu/Zr4SxJFdnY/3zu+YsUhLl1ayqJFa4QF5bFjNxk0KJwtWy4IJl9qtYJ9+17g6NHrvPfeLuH9QUFNdFFVseWGA4+cCEAh0fNgeD5quZ7zhda8HWtUCvRwqeaZqBzOFlqjkhnwsNBwKNsWAwgkEYBeLyGryPRGKm1QMGx7OBktVdQR3mV0c6klucKMb266YkCCg0rLu73TuaqxZn0czJjxKXK5jHffvZeamkbefHOLcLxHHhnBtGm96Nv3VeH3PnDgGm+9dc+fkiS6ja/HxrC4dwiVjU1Eu9khkUi4L8qX0YFuJJXVEONuJ3j/ZD85hnM5ZYQ4WglqovgFwzidXYqNWkGkqy0A2+8dwNBZD2BlqUNXUEHU1Dfp3NmfMUFu3CqppqenA1Ytlc+cJ8dwNqeUUEdr4ZiX7h/MpfwKbFQKIX3im3ExLO4dTGWjlhh3u38G0p/BgAEdWbPmtMn2bdsusX7940yZ8gFffXUYlUrBDz88wiuvTKGhoYmhQyOYOvUjk/dt3nyeFSsOUlZWy+zZ/bl8+R02bjzLhQspnDiRQHS0L6dOJQiKwXnzBhEYqCM29hhtTeRdzbV4WTVxPNeGgnLj/XimwIauztV83C+NonoFw70r+fSqm8k53LyZw+zZ/blwIYVDh67h6GhNr15BdOv2PHq9AR8fJ2bP7k98fCY9egQydGgEn322n+hoP2Ji/JgzZwB2dhYEBj4m3It33dWDWbP6M2bMsl/hqovxUt8wXjneusjq7m7L2CB39qcWciHP2HYzI6ID93T05IPzyaL3dna1RSoRkzVqmYz3zoqTrT69mIqtWiGSzn50PoX7onz49komAGZyGTqDgUO1arBUs7vBmXHmVxhXfJJEC9M2DamNA1/3iOTlYzeo0mh5oIsfp7NLhBSz/JpG3jmTRFd3sWotv6aRU9mmE21zhYxoNzuB9FXKpCyM8adZb+ClvqEsPZNIcZ2Gbh72xOaV8+dpzv19MWpUFObm8N5735pUM/VlTTiaaYivsAWgvF4OOjXfD0kipVLN1jQnHjwWiIVcx+QAMXEQbFfPeL9yvrslvqe6utRgq9LhY9XIqJ0dhRZuF/MmFowsQ600oNDDXQGlbGpp/XZQa2nSS0Rk1BfX3PC0FJN9lRo5FY1yurvWEGDTQGqVcXyVSQw06SQcyTb+HhV1csjVsmVSIsOuiRcCV69m0rWrMxcvmvr2/DewM1MihXa/Z3tSCvC1syC7TaVyR1I+87v4Mm1LnNAuopBKiFswFIVUytunEvgyNp1negaTUFZNSZ0GlVzKklMJBDlYca2oipJ6DSqZlI+GR7InRUwAy6USJE7uom1aqZJquakKom+gF4unDuNEZgkx7vYEOljiZqXmaEaxYAQ/LdzLGN87uQc/3cpFKZOSU1WP83u7CLC35JuxMexKzhfMtht1ej67mIaXtTm32ky6k8tqOZhWaHIOt2H7P26k/O/im28OC8r55mYd7767k8mTe9Ctpcil1+tJuMMf6+YdXnBtIb/jsltaqkWtZ4sX/8gHHxj9UjZvPs+tW7nY2ppz4YJxzt3Q0MSTT65m8uTuuLm1rzz+K0Ehk+LTomDPrKxjW0Ie7lZmbJzSQ0QKX35gCJcLKrBVKwmwt2TTzRyRt56lUs6CaD9WxmWIQhUsFHLGrD9DSZ2GiUEuGCSmRHNtU7NAEt3GgfQiXu7XOgewVSt4okcQ3b45zKX8CqQSmBvpw6PdAohq83dwtVTj2k7ow/86oqP9+O67hSxduh2ttpmnnx7LI4+MQKVS8t57O5FKJXTvHsiYMe9QV9fIgw8OZfnyWUIbZ3vJtu2tyQoKKpgw4V127bqMr68z33//EEOGRODhYU91dT0ffrhHUK8HBbnh4mK6Di6r0JsUOGprNZw8+boQPPH221sxN5+JjY05y5ZNZ+7cgXz55UFefnkjtbWNLFgwtF2PocrK1iJuXFw6c+Z8wfXr2fTvH0bXrv5cakm5dHa24cEHh/4HV/jPgco2Nii3kVNVb7L9ZkkNW+7uxSN747heXEV/byf2NVSR4xTI2bgarquucqNY/PetbNRyMc+05f1GcZWIKPqz4i854qpU7Rvmwm2vk0xRHDUYyaK2TvCNjVo2bDgjMhEDyM2VU4EtWoPxJtcapBzItuO56Fw+im9NTTpfZM14/zLCHer5+oZxIvxjkgv3BJpOLh2sm9HWQ2GLL4OFXEd9s1QgiQD2ZzkwK7iYpbFeQtWuTKPgeJ4t1yss0LfEBDc361i+fDeyO6qTK1ceQaWSi37v+noNSUniyeGfEQHtSDtdLNW43DFoWSrlDG1xjb8NmVRCfx8n0Ta5XE6ItYLcvBKkgKen8e/maW2O5x3SW0ulnGF3sOQSiYRuHmLDVYDAdqTb/0CMnyPQnJ1tePrpH4R0JI1Gy9NP/0BOzgp27ozlrbe20KNHgGAQDdC5szevvfaTELP99deH8fd3YeXKI5S2LCyOH7/Jxx/PQavVceLELbZvv4S3txMhIRYkJtYBEjwtNcwIMd6Xl4rEf8PLJVZsGpVElUbGjTJzHOzF1T5zcxVHj95g2jSjkmnAgI589tlcIiIWCeeZmVnCsGEK4uPfIzk5n/DwpwXi6tKlVObOHciHH+4RTQ5++uk8vXoF/TeX+mex7IxYZXUhv5KYbw5zfxdfvhjdhapGLYfTi/jpVi5PdA/km7h0mnR6Rga4Ya2SM7uzj5AwppYbUyNOrRcTMTq9wWQArdM28/7QzvTycqS2qZlJoR4EfrpPtM/++k48xHk8G/NQ0tqKBmBlY8uTB+Kp1+q4N6ID7w6NwO+TvaL3Z1fVMybQlMy7K8yT765kCJ5ncqmE6Z06MMTPmTXXsnE0VzG/iy/5NQ14fLCbKo0WO7WCbXf3Qq2QMXKt2P/NsZ0q2d8V587dwNv7ITw9dUgkcgyG1nt4gGMFR3NtRfuXaxR0sNZwKMdOMHyva5axIdmZFQNSOJZnS0OzlMRyMxYeC2CwZwW3yi1o0kvo7VZNXq2KwjoF29MdBJIIoKheydlMC7LzFHxc7YgEAxP9SxnlU04v1xrmHBbfL80GKd1da8isaR0nwuzrWBLrxaFsWzwtNUwNLEYpMzDBv4zXzovbQSs0CprqJfR0reFUfuuk29tBQ7MmBw8PGXl5v94USSKRsHpiN+Zsv8gdgj+sVQqq2pmo7k0uEHmKaPUG1l3P5vv4TMGA9lB6EZum9GD9jRxBRXcss4QHuvgyq7M3F/Iq2JdaiIeVGU7mKkrqNUiAl/qGom1u5u0zrWSxStdIZPU1Mm39qG5JJTQ3NLP8vrtwsTIjwsWWpacS6P/9MbR6A52crZkR4U15QxPvn01i3Y0c1HIpm+/qxbbEPIHATSmv5Z7N54i+gyDQGQxkV5kqxD2tzIlwsRH5NQDIJLB+Ss9/84r/b+POlmiAhIRcqqrqSU8vYtSoKEaOjDRphb733k+IjU1jwICOvPfeDKytzdHr9YSEaImNVaLXS5BIJDz33ATWrDmJvb0lY8ZEmxj4rl17ikGDxLYKzc060tKK/pRE0fWiKh7ff4XE0hqG+buwfFhnHMz/dTthbH45/b8/LpizD/d3Yf+MflwrquSr2HSUMikPdwsQ5rl3d/SitF7Dt1cycDBT8fqAjnRysWXP9D68dSqBuqZmZkR4s+jQNaEQszmpkA76ZqR6HXqpsRAd427HQB8nfGzNyWyziA9xtOaujp406/VYqhQsiPZj+dlkLrX4KOoNxla0J3v8OvOPS3nlpJTXMtTPBSeLP2f75X+LuXMHMnfuQNG2hQuHsXDhMG7cyKZTp2eE7R99tJcuXfwEw+h58waxceNZYb4YGurBokXjWL36hOBjZG6uIj+/nB07jJ56aWlFPPXUD+TmruDNNzezevUJHB2teemlSYSGejJ+fAzp6cW88som0ZovwE+Kg4O/aK17//1Gb6CgIHdWrDjIl18aDfWLi6uYP/9L3N3tWLhwpbD/xx/v5bHHxOrJ6Gg/unQx2rMYDAamT/9EeL6cOHGLceOi2br1GSor6xg/vmu77Xp/dowNcsfVUi14jalkUh7tHsCJrBKROneAtxOns0uZ38WPSaEePH/4OvVmxvmDAXj/XDL3d/EVCpxgDIeZ2tFLlECokEoY4idez/5Z8V/Ngl5++Tni468QEdFZJNldt24NH3zwLl27dmfFCuMXsLa2hgcfnEdFRQWzZs3lnnum/+LPdXT8+S/hxIldGTUqCgsLlSj5q1u3AJEJJxhd59uTl1c0iiW2pQ0K8utNFw55tUrWJIrNpo7k2OLl1EROiXF/lcpAgHsTn0alsDXNkUadlCkBJXx2zd3keOk1Zmj1YgKouF5BZaP4z1RWVovPHeSIWq3Etx3jq/HjY7h+PVskc/xfgIurG7l5+cjlMuzs/nyTkr8rYlriJO/EO+/cy333ic1hi4oqWbx4jUjR99RTo2lu1uPp6YCnpz3Tp4vlq3v3xgkk0W2cPZtMeLiXEGVdUlKNra05Awdo0eVruJppxqgdHRnkVUknxzouF7eSRZ0d6ziea8NDx/1paJYhkxqI6GSJROqAvb0ld9/dUzSIHj9+k6+/PmJCRN+W7+/Z0+qHBsa2np07Y0UtdbcRGupFeLgXN278fBX3l6ChHWk7wDdxGdzT0YvpWy9Q3PJstFLKuXT/YD44l8LKKxnsTM7HQiFjxeguyCQSfO0sKKxtZHZnb75sEyLwdM8g6rTNQmogGONCo785THpFHRYKGfZmSvzsxEa9XvIycp0DSFD4Msz8BrnN9hQ2WGBbVsRPtCo7friaRXcPe4b7u/JtS8snGCfHL/cP43hWCbdKqpFKYFGvYLp52PPB8EjWXs/CyVzFw10DWBmXwRexxiqXuULGPR29eGhPnOB/VtGo5dUTN/G4I/4ZEPmZ/b1hoKJCC0hJTZUyI7iIbWmO1DXLiHaqoaNDHdVaGYltEgA9LTV4W2lIqxIT+U16Ke6WTTwdlUffzRFCpH1+nYr3+6SzI92BnRnGf+/FeTItyLSoUlQmp6pa1nJmEralOfJgeAHmCj1TAkpFRG+UUy3j/UpRyfRcLrYkyK4BucTATy0qpNQqc6qa5Jy56xoKqYGuLjVcK2tthXNQa8mtURBuX0d9s5TkCjO6ONdSp5USe/W2qsZAW2Xif4sZEd6MDXJn3fVsFh26Sp1Wh1QCy4Z0ItTRmh+vZwlqPm8bcwb6OrPijvCOuqZmk5SiDTdy2JEkVodsTczD1dKMN062toxOCfNgfpQfTTod14urCXKwY2qAI1sS87CnBte6fPLU7qx3/pLXkgZQprfFKyKaiZvOMTfSh6H+Lrx0rNUU/3pxNcW1jay9kSOQX43NehYfvobsjqJBUZ2GHl4O7G3jY+ZsoeLpXkGsv5FDSUsRwd5MyczO3jzUzZ8frmZR3tBENw87qhqb6eftiFs79+s/MMXYsTF88UWr4a6ZmZL9++PZsMEYgKJWK9i8+SmcnKy5cCGVvn1DSEjIY+dO42I1ObmAhoYmli+fxZw5n3HpkhILCwNz5gxg3Lg+TJ/+iTAWDxjQEWdna5GBr6OjNePGxQgJiQCurrZ07dr+HOGPhN5gYMLGM6S3KClWX81i7fVs3h0SwZM9/39C5eMLKaIEvwNpRWxPzGP6lgtCYugP17JIeHg4lko5D+6OY9PNHLxtzVkyqJOgKAh2tGLTlJ44Wag4mFYoUusCaBRm9L21mzrfCEaOHEVcQQXRXx9mgLczu5uMSb4dbMwZG+hGxy8OCPeoplnXbmBDRmUdndpRpfwnePrAVUGVbKmUc3hmP7p7/vkVEv8pjh27wfvv76K5Wc/jj48URcG39Y29jQsXUmhsbGLNmlO4udmyatVDnDmThJubLQ8/PAInJ2suXlzCihUH0Wi0PPDAEJP5cXl5LcuW7eCNNzYDRvLo5s0ccnJWYGGhplOnDvz001MseOAD5M0anKyauXTZnOHDXejXL5Ty8lq6dPFjw4YzfPbZfubNGySo+25DrzewY8clk/PXanUcPvwyGzeexcvLAZlMSt++r+Dr68xTT40xIaEvXUpnx45nRduWLt0mKAyffnoszz034d+/4H8AbNQKLswfzOcXU6nTNjO/ix8RLrbsmtaHRYeuklhawyBfZ9Zdz6K4Jfm3i5utoCpsi4khHtioFOxIyifE0Yr3hnYm2NGKb8ZG89nFVMwVcl7qF9quJ+6fEb+YKLp2LZ76+np27TrAokVPcuXKZaKiogEYPnwUPXr04r33lgr7r1mzmokTpzBhwmQmThzNxIlTfjZK+18h4Y5e+9uYMaMvR45cx919AcOHd6akpIaSkipiYvxxdbWhZ89Azp0z3iiWlmpGjYrC2tqcjz7aIxyjY5iMptI6rma2Town+pcx1KuSdy970tBsnMTKJXpGelewJtGFtrZWZnI9E3vVcr7AiqoqCVlZcjaftuWY2oJP+qfRy804kI73K2NbmqPwPhfzJib7l7Ix2YnrbSazE/zL2FSi5FpqK3k1dWovBg/uxLx5K4QF69y5A2hu1tOjR6DAJo8Z04WDB68yenQUen0z58+n/YKr/deEo6Px2trb2bab5PEPfhukpLTfMjBxYjeOHr0hmOwBTJ3am88+OyDab9u2S6SnfwZAYWElSqVcZBzYv39HTpwQ94b7+7uYJK1VVtYT1rErX5yIFxQSR3LsuDe4iPxmNQXlCiIda3mvTwYLjgYI97VOL6G0TE5e3nuAsSp6J4ym266ktlnw3HVXT1JTC/Frp0IQFOTGwIEdWb/+jKCOCgx0Zfv2C9jaWohku78GOjpbi0za22JrQp5AEoGREPn2SqaIjKnT6jiQVshAH2eGthj7ySTwQp8QZFIJDVodsQUV9PJ0YN3k7hxJLybS1ZZD6YXCRLtOq+ORvVdYP7k79269QEWjFpWuka4WGWwwN8qSb9ZDD1Ua9+RsJtV1KGIdlDFC9MPhnaltauZcbhld3Gz5aHgk6RW1RLrY4GdnwcMx/owIdGPs+tOCR5GbpZrHuwfy5eXWa1qv1bHk1C1R5RUgvaKu3YHeRt1+QtXfD+LFvIVCz8V74ll504WPr3rw8PFArBTNDPWqIK7EEi9LDQE2Dbxy3psQu3rOtzGcdrfQEGZfz4FsO4Ekuo09mfYi1U6tVkZxg0KUAGpv1Ux7j+qzBda8esGb7BoVgzwrMJfrcTTTcjjHlukHQpFgYGGnAhZF5zF2V5jovSUNSs7mW3E4x47yRhm93aqIL7HE27oRf5sG5h8NbrkKBt7vm0GIXT2jd7ZVQfz6LcY2agULu/ozrZMXZ3PKCHe2EYIdjs4awOqrmTiaq3i8eyAulirGBLkJ3+1eXg7Mi/LlkzsWJ752FrhbmZHbpnXNx9aC769mivbbmpDH1I4duGfzecGfbEZEB95wq+fVfAuKbCIASC7qSHDGMW5F3016jlGJcC63jFf6h5nE+qaU11JWrxFtK6ptZGq4F9fbSPC9rM14vncI5nIZ625k42ltzpsDO9LBxoLLDwzh2ysZ6A0G5kX54mFtJIMe+ccL8BdjxIhIvv/+IVasOIS1tRnz5w9i6tTWUIbGRi1ff32EHTsWt7xuwsxM7GG0d+8VDAYDe/fGAxJqayVs23YVudxCVLA5fvwmS5ZM4403NtPYqEUul/H++zOZNq039fUa1q8/g5eXA2++ORVVO4bnfzQyKuqEses2mvUGnj54ldFBbjTrDay/no2DuZK5kb6i8UF35w0B7E0pEEgiMCYdbU3II7e6QWg7Sy6r5e7N50h/bBTzdsayIykfmUTCo90CeKV/GOYKmYiAcqgpwlZTgXfJLb6PDxMMda8WVbFscDgTQz3xt7Mk6qtDont02elEVk/oKmp3czBTMvCOYjNARUMTq+IzqWxsYkaEN0EOVjTr9ay7ns2N4mpGBrgy0NcZnd7A6yduilrXa5uaeftUAjun9fl3L/tfAqmphQwd+pYwdzt06BqXLy8TApD69AkRpYaC0SvzgQe+Fl6fOHGLjIzPuXgxlcce+w5zcxVPPjma996bKezTr1+oaB7o4mLD9eti/8ra2kZOnUogKSmfkycT6N49kOHDFRTEV3H0lnEsXrv2NF26+HL06Kv4+j4stJGdOHHLxB9MLpcxdWpvvvrqsOj8+/ULZfDgTgwe3IlPP93HY4+tAuDMmSTOnUumU6cOIj/Sfv1CRcfdseMSL7ywXnj9/PPrCAvzZNy4mH95vf9IdLAx552hEaJtwY5Wwnf65aM3BJIIIK7AaDrdFp7WZgzydWZkoBvvDess+tn8Ln7Mbycs4M+OX0wUXbp0kX79BgDQr98ALl++JBBFDg4O1NWJvQ5iYy+ybNlyZDIZHTuGk5qaQliYqUnYv4OGnzEhbbsQ27Ejls8+u499++JZv/4M69efwdxcyZIl09BotKxbd5opUz5ApVLw4INDcXa2ITY2lYMHryGXqxnuW4FEb0Ap1XMqz5pT+dbMDS0kp1ZNbZMMpUzPR/EeDPSsFJldzw4tpkhjgbOznpQUJY2NxplvWaOC58/6cHjiDb654cqZAmuGdqjAYDD6p1grtYzfHYaFQsdY3zKadFKczZv46qYbJU0KevXywdXVGRsbcw4fvs6PP56id+9gJk/uTnp6MR9+aCS7pFIJy5fPwsvLgenTP6G5Oa7da/V3h62tLQA2Nv+oiX5PaLWm7RNgbBurr29k+vTe1NZq6N49gEcfHWESeS+Xy3juubV8+eUhrKzMeOCBIRw4cJXi4ioGDw6nc2dvnntuPO+9twudTk9kpA8DBnREo2kWKQbNzVV07doNg+Gq6PgFdSrCvRtpbpYglxrIrVFSdIdasLS0FoPBQEZGMaGhnibqxP79w+jWzZ+TJxMoLa0hIsKbZ59dS3FxFR06ODJuXAy7dl3GYDBw9909GTkyku+/P8GkSd1objae886dsXz55eH/9nK3i9NzBxL51SGyq+pFE0YXCxUx7qb3g1ImNUl3rG7U8kob8k1nMKYaDfVzESaH38dn8kT3QFa2DP5fXRaTXVUaLW6Wahb3Cmbv+TgUsQeJ7yyeKJzX+OPSeJlurlYcrBYbcEa729H/++NcKazETC5jqJ8LtU3NDFx9Qqi2Hs8sYc2EbiIj64LaRr66nG6yoK1v1jMp1IOfbrUWGqaEeXJfpA97kwtobqMufXPgLxub/uro5FiHAfjyhhv6FoK1RitHo5NyYvI1hmzrRHxLMINcomdGcBGXi62wV2uxUTbzxEl/BnhWIsEgMqL2sWo0+SypBPaOu8GBLDtkUkizseZCoRWFha3TEge1ls+vuVHaaLxH8+tUPBmVS0m9ktxao6LJgIQV192YGlRClFMtN9oUWuzVWp465Ud5S4ubVGJgw4hEwh3qiVwXJexnQMLX1135uL9YvfNbwlatZNQdbZT9fZxMWql3TetDfGElTTq90BL9Yt9Qlp5OQG8wphYt7h1M3w6O3Lv1AnVaHfZmSj4cHskT++NFrV22aiWfXkwRmdivvZbNQ1ERNJW0KhtzDE5Ydoii7g5xYlJpNS4WKoraPA8nhXpib67i+5Z2VYDZnX14dUAYlY1adiXnE+pozeejuiCXSXm6VzBP9xKnKnnZmPNaO6ax/+C/w+zZA5g9ewBgTOO8U0Hf0NBERUUt+fkVhIV5mhRAOnb05OxZsY9dXl5lux4mkZE+XLy4hAsXUhk1Kgp3d+N39ZlnxvHMM+N+5d/s14WndWtbZlsYgJ1J+bx09IbgH/TdlUziFgxBLpVS1ajlgWg/tibkCT/v7+1EJ2dTpY6DmZJNd3hAVWuaeedMkmAurTMY+OhCCpPDPNl+T28WHbpKQW0jIZZSsossyHf0pVbXZJK6tC+1iGf7GBfrbQkqMEZ79+7gyJM9AjmbU4aPrQUv9g3l4wspfHYxFQulnNf6d+Tujp70/PYoSS2qsOXnkrk4fzDvn0sW7u33zibx3bgYMirrePMOM2dAlFb8d8GSJduEdSUYW68eeeRbOnXqgIWFmkcfHdHit7mJ2tpGHnpomElASVFRFatWHePxx78XAk62bLlASsonODlZYzAYeO21uygtrWHbtosEBrrx6af3cfjwNbZta1X8yGRStmy5ILR57tp1GT9fCfXlYpVlXFwGGzeeMblPq6rqeO65CaxceQQ7O0uWLJlGv35hrFnzKK+8spHq6gYmT+7O6dOJnD2bxMMPjzBJJ05LK2Lz5qf4+ON9XLmSwZAhnfj00/uEawOI/HNv4623tvzpiaJ/Ba3e1GEwxt2eqLQT5Dn4MbBrFEtGdkUll7Xz7r8ufjFRVF1dha+vkVG1trYmKcn0odEWVVVVWFlZCftXVVW2u9+ZM6c4c8ZYxa+pqWl3n5+Lk9bdIdXcty9elFRUX99EQkIeCoVMUD5oNFq+++4YixaNa6maQHOzlMNZtnw9KIV5bXwRvrjuwaaRCTx/1oe0qtYb88nIXGyUzRzLs+XtS0Z3eq8OOmprxeXR7Bo178R68G0bc89+7lVEO9fw5KlWOW5ShY51wxOZtDdMmKyfPZvJpk0TefDBbwTD0TNnkggJ8WDjxrPCe/V6A999d4yYGD/hgfS/CEtL42JGdqcD4z/4TVFR0X4i4YIFrdWVV1+dwgsvGOM1Fy0ax2uvtSbHDBgQyjvv7ACgqqqezz8/wM2by3nkke/YuvUiW7dexM/Phfj4d9my5QJLlmxj2LC3cHOzY9Cgjhw7dgtXV1sef3wkw4fHoFKtRKNpnRy7W2j48YqxAlBSbcX9RwMZ7VMukL1gVOxNmPAeO3fGIpFIGDkyEplMSnV1A507ezN79mdotToUChnr1z/O4sVGkgggO7sULy8HcnNXoNPp8fJypHfvl4XWT4lEwoQJMVy+/NstSCduPCtSzlgp5UwN92JRr2C8bMxZEZsm+BUEOViyqFcw53PLOJbZakY8v4sfJ9skiwFUa7R8Eyc+72/i0vlwRKTxc0M8REqmSFdb7tp8ntTyWkCJLHgkEYjVoGaSJgoldpyVODOtUwfiCyup0TSzINqPa0VVQlpMQ7OOJw9c5dFuASJJfm1TMwfTTVVsMomEoX4uHEpvNfpcGOPPcH8XvG3MOZ9XTt8OjrzULxRzhRwXSxV5Na1kxusnbvFA9J+vReLXhwErhY4mvZQhXhVomqXk1SoFhd1tFDcoOJ5nI/jsgdEjSCaFjSMTGLg1grJGIxmzL8uOuWGFbE51ok4ro497FV2carhcbMm1MuNzWSnVMzOkGCulnimBZaxJdGLVIXu0eglubs00N0twVGt51D+Hh46Ljc9P5dlgrRSPbQYk5NWp6ONWTVqVmguF1vhaNzLGt0zkLag3SNiR7kC4g+lzSo+EQNsGBntWcCTXTjjyb6Eq+k9xO6jhNt4aFM7CGH+K6xqJdLVFIpEwPsSDvKfGklBaTYSLDeYKOUsHd2L8hjM0NLe0uA3uxPo2Mdy3oVabtnOF+3UgoVK8LczJhpf7hfH6iVvk1zQwI8Kb2ZE+TAhxx1wuI6e6nmH+riyM8UcmlfDjpO6/4lX4B/8NgoLcGT68s9AKJpFI8Pd3wd19AY2NWkJDPViyZBpPPrmavLxyAgPd+Pzzebz77k7S2zxHvbzsefTREWzceJbGFl+tsDBPdu6M5euvjcqEYcM6s337onYTkf6MUMllrJnYjXu3XhAlCJrJZVwrrBKZTF8vruJAaiE/XMti861czBVynugRiJVSgYuFCmu1gnptMx2drLnZ0nbd09OBUCdrenk5iMZZa5WcunbanJNKa5jXxZd4/2G8fzaJRYeugUsYmUCHkmRUMqnonEJbQleyq+qZ09mHl461Fs0mhHgQ9vkBwb9vgI8TKeU1vHy7EFSnYfb2i9Q0aQWSCIwq3E8vpvLDHarEjy+k0NjcfvTDgr/hmHns2HWTbWfPJgsE6o8/niI5+WPuvbc1hn7x4h9F+0skEuLjM0VrsqqqenbtiqWgoJJ3392BwQDPPDOWqqrVwj4RER24fDmdnTsvY21txjvv3Mtzz60THTszy0CIazOFVW38Hq3MiIz0NTnvgAA3XnllCkuXGq1fkpLyWbRoDXK5jCNHXkGn0xMR8YxQGP3hh5OMHBkpOoZSKad//zAmT+4h2v7qq5v44IPdP2vpUlhYYbLtr4Z5Ub6siE2jWmO8Z/3tLFh3PZsrfn0xb6pjXIALfnZ/PX+mf4VfvIq2trYRiJyamhpsbP7/XlcbG+P+arWampoarK3b379377707m284Y4dO9TuPhYW7feoy+Uy0Y3YqZOXiCgC0Gqbyb4jIaepqZlTp8REl04v4eMUT+7EtjQHEUkEEFdiyXi/ck7k2QrbsrPlODrqKC1tnXD3c69iX5bYJPlkvg2Wd0x665tlbExxEkii29ix45JJKk1cXLqoNQeMVSLL//H0ApXq72mq92fHiBGd/+U+X311mOnT+/Doo6u4di2L4cM706dPCCNHRrFy5RHRvgaDgZUrj4jUQunpRWzadI4PP9wjfPcLCiro2tWfnTsXc++9n/Dcc+tYtmwHd98dzu7d8Zhrm5ngV0aDVkzeavVSopxqUVpKOF5oy5w5Y/H392DBgm+Ez9+79wp79z7PyJFReHs/JHgQabU6nnlmDZltJn4ACQl5QjU1Pj5T5A9mMBjYsOEcVlZm1NSIq4JtIZX+8sXpsTvOp6apmcW9gvGxs+CLS2l4WpsR7mzDiABXxgW7o5bL2DWtD9/EpZNWXsekUA8G+jpzOL2I79qoBB6I9uPL2DSRf4+dmZK08louF1QwL8oXlUzG7hSjgqC7pz0P7m59/upkChwMVdhK66jUWyBDx3DFFbYHDYEKoCKLLm62pD02EolEwuAfxOaoTTo98nauywBvZw6lF7cQUkYj63ldfIlwseHbuAxSy2uZGOpBWX0TLx29QQ9PB94dGoEBeO34TdZdzxaRRGBMUvtfwephSXx305XdmQ7syXTARtlMpGOtoBwCmORfiq3SdEFjq2zmVL6NQBKBkYxpbJZxeeoVnjzpx+5MB07k2eKobuKpqFxya1SkVql56Zw3UwLKiHau4ZXzPsL7CwrkdO2qobdHLX3MqzGX66hvQ1yF2dcT7VwrMtn2sNCw+LQPOS0qoykBJbzXJ5NLRZZ8FC8+ZyczLdVNMu4JKmFNYqtsPNDGqDLS6iUM61BBd5ca3rzkAfw5q4Me1mZCi9Zt2KgV9GjjETLU34XsJ0ez7no27lZmTAzxwMPajJNZpW1az7x5vHsgKy+lUNVs3GbRWMXiAd0JqzCmqGn1Bvp5O/J490Bs1AohUhggrqCCET+eoqReg1ImZXywB7L/4vn1D347bN++iNWrT5CeXsSgQZ0YP/5dNC0qkISEPPbtu8Lu3c+yYME3JCfns3Tpdt588x6qqurZvfsSVlYGPv10GtHR/ly+/A5r157CwcGKkBB3Ro9uTfA8ePAq33571KTV5c+M4QGuFC8ax5JTCay9no2DmZI3B4YLBvFtsT+1kE03jUWP2iajKih+wVDm74oltqUI42drzsYpPbiUV87nl1LptOIgYU5WTAn1ZHdKPl7W5twX5Uuoo5XgpQdGE91+Po5odXoUMimf3tFmmuvgz2fDI1h8+Aa1Tc10dbfjuT4hjN9whp1J+UglMDbIjSAHK6JcbdmakCuQRADvn01mTqSP6JgGILnUtDBvJpcil0pFxRm1XIaLpVpEKillUjbf1ZOxwabeq391dOzoRWamaarqbRQXV7FrVyzu7vZs336RgABXHn54OEeP3uDy5XTkchmvvDK53TVZSUk1L720QXj96qub6N49AA8Pe1avPoG1tRlff72A77+XY2amRKVS8Mkn+0RJamoVjOxURWGVgvI6OebmKt54424SEnKZObMf69adRqfT06tXsMikOiOjmK5dnxfmoStXHmHBgqEi9XxVVT3Bwe6EhnqQkJCHSqXgvfdm4OgoTsbcuzdO8FL6Obi3o2b/qyHQwYr4BcNYez0LS6WctPJaPruUBhIp9SorHjySyLjIICyVfy+Bwi/+bbp27cbq1asYP34SJ08eY+rUe//f/WNiunHq1HHGj5/EjRvXCQgwjUf+d5GfbxozB8bI6YsXUykrq2XOnP7MnNmP06eTOH3a6H6hVMqZMsXoJXLiRKvBY0CAKyNHRnGyjZRSqZQhd5CBWEFIlFOtCYnjYq4lvcr0IeDoqMPS0kBtOQxyqeDZ6FwePBZAfl0rieGg1hJmV8fezFYCSYKBOjtTomPQoHBOnEgQjHPBmFLRs2eQyLRw1qx+BAW5sXHjWaGP3N7egvJyU7nw3xUymXFy/0+M/e8LjeZfmwDb2lowefJywcS5sLASLy8HoqP9uHUrV0hlAOPf7zbp0haFhZXU3mHomplZwlNP/UB1iyy7srKOs2cL6d27iV6NxTjomiiqN/VHUMv1nM+3oq5BTlOThIyMEpN9bsvxS0rE3j+lpTUMG9aZgwdbW9yGD+/M++/vpK5OQ9++4t5t4+9vzscfz+Ghh1bS2KjFycna5Lh3mmX/t3j1+E1cLNV8eF5sZjgxxIPnDl9j861c/OwseX9YBBEutqRX1OJqqWZsoBvWagVjg9y5J9wLH1sLZm27iM5gQCaRMMzPhcBP92HAmOLw0109ebGlX31XO6k7Ztp6FjnsJbPZiSkWsbxaOBra3KNxBZVcyq+gm4c944PdOZrRanjsZW3G831COJlVyrmWZ+Bwfxc0Oj0PdPGltL6Jeq2O4f4urIhNI7G0hrFBbiwf3pklpxJ5tSUu+JOLqcQVVOBhbdaufP5/CxI2pTqxO7OVXKhqkuNj1Ugf92pSKo3j2o50By4XW9LNpYaLLYbSXpYaerm174XlYq4lucJMdNzSRiV5tUr2ZdlRozVOPd64aMEEP9NJeHm5lGyFgo8qPRjvV8bBbDvKGo2+YkmVZpzOt2Z4h3K0egnuFlr0BgPrkltJn82pTswOLaarSy3jfMvYmWE8D3+bBs4VWPFRvAcqqY4pASV4WWlwVmt5/lxrBfZgth2T/UuBv76/3RP741nb4icR7mzN8dkDuLJgKLuT8wl2tBKInQMTOnHfh99ip2zEMj+X8OAZdFGpmBTqgZlcJqR+Vmu0HEwrwtPajB6eDjx/5LrQstOk0/PUwXimd+qAmeLPSbD9L0OtVrJggdEj7tq1LIEkuo2UlELuuecjkltaedetO425uZIdOxYzduxYwKhy0Ov1nDhxi5SUAmxszMnNNZ2Tp6T8+RN374RUIuGlfmG81K/V68zT2oy117Mpb1EaDfRxajfsYFV8pkASAaRX1pNcVsPnl9JoaFHg3Cqpoau7PT9M6MbMbRd5/sh1zBUyFvcK5lR2KeYKGZYKOeFfHEQlk/Ji31DM77iPpHod5jIZwQ5WgIFX+oexP7WQnS3jrb6lTfz47GD6+zixso3/IBjb24IdTFUPszr7cKmggrM5xrHVyVzF4z2CUMpkvNtS7JJLJbzQNxQvazOuFVVRWNuISiblqzHRf0uSCGDt2kdxdLxfECFIJHCnYObmzRxmzvxMeL137xViY5exYcMZjh27gVIpZ9Kk7qxbd4bYFlJw4kSjFcGd2LEjllWrjglqvVWrjnPz5geCt9fy5bOYPHk59fUaVCoFnp5azqZaMiy0ilIbW5548kmmTFkuvH/hwmE89thIHB2t+PzzA5SV1TBzZj/27IkTFStLS2vIyCgyOR9nZxumTetNamoh8+cPpm/fUJqamlm16hjXr2czYkRku4bed2LWrIH/cp+/AnztLITnQ99Vx0Q/q2nSkVhaTUw7a5a/Mn4xURQREYlarWLs2OF07BhOly4xPP/8Myxd+j4HD+7jk08+JDMzg7lzZ7Bq1Y/MmDGLBx+cx8qVXzFr1tz/SvHh7W2a7gVGj6IlS6YxcGBHJk9ezkcf7cXJyZpnnhmLRCLh8OFrTJmyHDMzJRMndqO4uAobG3PMzZUkJuYyZUoPDhy4iqurDX37hpKbm4mHRwrFhVKkwECPSjJr1IzyLmdPpj0GJLhZaOjiVIuZTCfyZZBIDHi7agm1bcBT3sBEi0LOFFgzyLOStEo15RoFapmO8b5laPRSurtUc6HIGjO5jkCvJm6VmTN4cCCXLuXS2Khl9OgunDuXwpAhnbh1K5eMjOIWw7IbNDQ0MXt2fxwcrKitbeStt7bS3KzDxcWGpUuno9cbePHF9e1es78r9C29pO1JIP/Bb4fvvjvS7naJRILBYEAul/HMM2OYP/8r0c+PHLmBRqPFzs6CadN6s2uXUWr75pv3cNddPfngg93kt0zCVCoFjzwygqtXs0QD1N139+T1138SHTc/v4qmJjN25xijsZ3NmvBz1ZBeqEQpNTA7tIjlcZ4UNygBAx99tIf77x8sMidUqRSMHm1MuZgzZwArVrSSsrNn92fYsAhkMgm5ueX07h3M/v1GXzQAa2szJk7sxrZtF4XXixePJzLSh/Hju5KWVshddy3/pZe7XXhYqU0UMumVdexPE08CfryWhbeNOe+cMU4C0yrqGL3uNEdn9afrN0cEvwE3SzWfjoziUl45G25kE+VmSzd3O57uFUy3b44I/kZavYEXjt5gfIgHl/MrqNc2E+1mx+WClr+btoGz0lB2lfcCYG9dBG7aIpNRyFol52hGMRkVtUwK8SCrqg5fO0tGB7px/67LBDlY8nBXf/ztLXl4bxyzWlrknC1UxN4/hDHrTwux2hfzytHpDXx+h1n4F7Fp9Pc2NfO8DcX/kCKiUmE6Fmv0Up7uksc3N1xYEtsBgJvlFnhYaFg7PIEzBTb8cMuZe/aH4m6hYaBHJcdaFLWBNg2M9CmjtMG07SSjWi2QRLdR1mg6DdHpYOtZG8CoPB7hXc4b3bMYuTNcUC+lV5vxYtds5ncs4ulTpjL7W+XmLIv15GqpJV2dq7kvrIjECnM+vurR8jvK2JLqyLFJ1zmSY2vy/qulf41Ekv8PZ7JLBZII4EZxNV9cSmNGhDel9U1kpxXhbWNBtLsdnXy98CsyEqc21pYkVjYyedNR0ivq6GBjVEfYqhX0XXWM0hZDz/sifUzi7as1zVRptP8QRX8y6PV6vvnmCEeOXCcqypfHHhtJYKCbiNAZPDic118XKwOOH78lei2RSHjxxQ0sW7YdgJ9+Os+kSd0wM1OK/EMnTuz22/0yvyMCHaxIfHgE2xPzcDQ3mstvvpUrirpWy6WCIX1b5Nc0mngGJZfVcjj9qtA6Vq/VsSelgBsPDWfN1SxhPGvS6XnuyHXeHNiRV4/d5Dal4FmWxtxdSmHcnbDhLDMjOph8dnJZDX06ODKnsw/H26iMe3o6MCbInbSKOn64moWZQsaTPQLZmZxPN3d77gr1xEqlYEKIOw7mKt4ZGsGoQDduFFcx1N+FoBbCOPPxUcQXVhJgb4mD+d9Xwd/UpMfOzkIo5llamuHkZC20Yw4dGmHi43XgwFU2bDjNjBmfCZYo69ad4fLlZXz00R42bTpHdXUD6nZCM4qLqwSSB4zKn337rmBhoWLbtov4+7uSmPgRSUl57NlzpSWMyZJzWBIUZJzDtn3/N98c4eWXJ9O798sCAfzZZ/tF6qLbGDy4EwkJ+VxpIRe7dw/k/fd3kdFSsNu48Rznzr3F++/vYt260wB8/vkBHn3UVDl4W4UE0LWrP3PnDviX1/qvhn4dHDndpkPJXq2go9N/lyT4Z8R/pY96++13Ra+XLn0fgGHDRjJsmPhLaGVlzdq14kXcL8XAgWE/+7Nt2y6yefN5YVFZUlLNrl2XGTs2mitXMgFja9bOnbGcOvUGQ4a8SX1LNczMTMmNG8u5995P+O47I1MokciJjtZgVtPE/iR7aJlz3RdWQEeHBpZc9OK5s8ZJ6iCvCqo1cvQGaDRT0FhmYLZbNlYKHTMOBHOuJSHGw0LDd32S2JnhwHcJroDRZPOtnhkcqnPixDUj25+amsIDDwxm2rQ+DBnypvDA8fZ24tSp1+nU6RmhDSYhIY+NG59g9uzPBea7qKiKixdTycoyVUj83VFfb5y8/kMU/b7o2zeMd9/dbbI9IeFDYmPT6NMnBE9PB15/fTM5Oa3KuLAwT8LDnxaUOyNHRrFnz3MkJxfw2ms/MWZMF6RSKXK5jClTunP2bBJ33dWDzp29SU0tZMyYaJ54YhS3buUKAxgYJ76727Q/FTcocXdrYMHIch6yyyKnRsU3N8WGsjdv5rJjx2I++WQfCoWMxYvH4+fnQkpKAXZ2FowbF4NEIqFv3xC2bLnA558bk9t69gyiZ88gkSKqurqB0FAPHn/8NbKyShgxIpK9e42De0yMP5MmdSMrq4xfE9cWDsNj+S4ada3f/bFB7qy5liVURQGcLFQiDx+A3OoGPjqfLDKlLKhtZPXVTF45dlOopMbmVzDEz4XqOyrSFQ1NPLr3Cp9dMhJ4dmoF7w+LwFalZO3GTRwzb018yNPZ41mfgcpSi0ZqnDDNjPDmcn4FM7a1+iNNCvVgUa9gen17VGiX2Z6Yz6cjI4krqBT2K67T8M7pRIEkuo1tiXkmVVkzuYwIFxv2pZr6G6lkEnZP62uy/e+KCrWaEPt6EsuNCx2pxMD0YOOYcfgOAiWvToWFXM9PKY7UNhunD/l1KnytG9k//gYbkp3YkOzIsO0R9HWrwse6kcxqtXDcuwONEfdtja5jXGoZ5FXFO1e80BkkDB/uz5kzYmLvQJYdUwJKRS1uAMdzbZjfsYiJ/mVsS3MQjutuoWFDsiNXSoyLmkvF1lgp9ZjLTb2NUqvUdHM1bbsIta8H9PxZW8/+HeS3096aUVlHj2+PCOmH38Vncun+wXRythEIcktLSx7cfVlIgsquqmf+zli6edgLJNHt9z7aLYDENm0rA3yccP0fb33/M+LVVzfx1ltbASO5Ex+fyf79L/DKKxtJSyti8uTuPP74KL777phobO7UqQNjxy5jzx41VlYGrl3L4fvvj4uOvWNHLIcPv8zy5buordXw0EPDGPAXNCc/mVVCYmkNw/xdRGmYThYq7o9uHbumdepAbnUDK6+kY6c2tqjFuNvx3tkkCluUzlZKOU/1DORQepHQFg3GtrBXjotTWm/fp3EFpj4uTuYqHu8gY2NcMkH1aeTKXUXhEzqDAYs7Wl1UMimJpdXYvrMdg8HAXWGeqOUyvKzNOJZZTNgXB5BK4MnugbzSP4yOKw4KiYlmchmxDwwRkT/tmeyr5DK6t2lz/bti8+bzIsV3TU0DixaNJSbGHwsLFX37hjJ27Dui90ilEn766bzIN/fatSxWrz7Bs8+uFYqQJ07c4sUXJ7J69Un0ej2LF483UZcDxMamsXTpduH13r1XOHbsVe655yPRfulpYGcnLhI2N+s4fPiaQBKB0TahtLSGkBAPEltaK2Ni/Bk5MorMzGLs7Czo3z+UiAgfJk58T3ifRqPl888PsGHDGdFnHD16k/ffn8ny5UaPohdemEivXkG8/PJGAN56a+pfxq/sP8FL/cIoqtOw+lIS5k21/DRj3N+yQPKXbKRzcvp5WVdQkBvbt18SbUtJKeDWLbGJqk6nZ/XqEwJJBEYC6eOP9wrx8mCUGEokfpxPF79/a5oTVZpKyjStE9djObZsGpnA/CNBVJUYL+2EzDCei84RSCIwTrYvFFkJcngw+jp8muRF/R0eKt99d5ympmbRAycrq4TPPjsgkES3sXt3nIhJBsjJKTPxNbqNv7PPc0WFccBtbGjfXPkf/DYYOrR9jyK9Xo9Go2Xw4DdobtYzcWI3du26TEZGMT17BhEc7C7yE9u37wrr159h4cJvhFYyOzsLTp58ndGjlwk+Y76+zsTFvUNJSTUPPPA1FRW1TJzYjbKyGvr0CaFHjyARUQSg0Uoor5GxvsSJTg51KOV6mppb77tOnTpw7NhNUlMLCQhwxd7ekoSEXLp2fV7o3w4IcGXMmCjOnWutJJ07l0x0tKmyQaVS0L+/kdx+5ZWNQiLE6tUnuHgxFZVKbtKyN3hwuMlx/l3Ym6m4tnA4zx+5Tmp5LZNCPXm2dwgRLjbc9dM5Gpv1KKQS3h/amZNZJZxpsyiwUMhwtzL1gMuoqDOR2+9OLmBWZx++bSNtnxLmyWdtVF4VjVriCipZO6k7x0+6gpjDoaHOwAvuxdRGDMK1Jda+z6qjon22JuThYKYUJTVVabRcyDNtd1DKpVgp5aJzDXSwYkygG3N3XBIm2K8P6MiMCG/iCys5kFaErVrBO4M70dPLkUAHS9R/s9SK/w8XYlXYmWt5OCKfikY5ObUqHj/hR6h9PY5m4r+5SqbHXtVMyR1qoYxqNeZyHT8kOgtt2acKbHigYwEquZ7COiVmcj2XiqyY4F/Gvkw7GnUyop1rsFE208O1lrtH1NBnzBTuv/9+goIeoKKiUji+XGrA36YBpVRPk771XrVXNzNhdyjpVWp6uVVjq2rG2UzLnNAi+m8VP4suFlnxeo8sUTucpaKZonoFB7PtGO9XSmyRFc0GCVFOtTx1yo+/euvZ8ABXUZqTVALulmYCSQRG5cKaq1mMC3Yn3r8/hiYNduo6bhSLb9ZbJdUEttOyMjXcCz87C/alFhLuZCO0nv6DPxduJyXdxubN5/n66wcYNaoLqamFDBkSgUIhZ926x7nvvhWkpBQwcGBHJBJJyxgqobpawiOPrMXZ2ZrClqABAHt7S5KS8snPr8Da2hzHFnPlvxKePnBVSPRUyqT8OLEbB9KKiC80RmC/OiAMtVzGqawSjmQUE+VqS+LDI0T2BrH3D+GbuHQ0zXrmRvkQYG/Fvnv78tLRGy1jsQeLe4eQUFojiquf3qkDBTUNDPJ15qMLresPqQSuFFTwVbYOHP0pNPjgU2TaLj0u2J2+HZz47FIq5goZw/1debpNO/xPt3LZM70PVwsrOdfSJqg3wPLzKdibqwSSCIzBEavjM3lnaATpFbVomvWEOhnXL1cKKnj9xC2K6zTMifThvigfPr2QypXCChZ29aenpyN/N7Sn+rGwUNOjRyDvvLODd9/dSUiIO8eO3RTWkw8/PLxdG4bLl9NEtgLNzTpsbCx499172bDhLKmphcya1Z/vvz9OXsv8pn//MBPF0vHjN0lOzsfCQiVa38kVEhYuHMqFNt+hsWOj8fEx7cJxcLAiPv5d9u27glwuY8SISPr2fUVY/x49eoNnnx1v8j4bG3OUSrlorWllpebpp8fy9NPG9tRVq44SHf2csG49cuQ6CQkf0aHD3+v7YaaQsXJcDEXfvA5Af5/5f/AZ/Tb4S1IFEomEgwdfYsyYJTQ1tRIoISEevPnmVAwGRKqCsWOjGTkyir17rwjbnJ1t6NrVn6++Ehtme3iYGm4FBvqSklJOZWXrw1QuMZhI5g1I2JLqSFVT6/asGjVnC8TGXwB1WtOFSLNEhru7K0lJrVV+mUyKvb3poNu5s7fJtn79QklKyhe140yb1pv6eo3A7N5Gly6+nDnzpskx/i7IzTUSewWFheh0OsGz6B/8tlCpFIwaFSkkCN7Ghg1nRWZ3n3yyj8OHX6ZrV3+src154onvTY61Z89lgSQCqKio45VXNonM6DMyilmz5iRLl26noE01bteuZxkzJhqttlkU+SuVGJDJDPx02hawBcC7g5aKSjXV1U0MHtwJS0sVy5fvFo4/evRSpkzpITL5S00t5NSpRJNzdne3p0sXX+LijOSJm5sd8+cPEn6+cqWYBNmw4QwvvTSZV1/dJGwbMiScPXteMDn2f4JABys2391LtG1MkDvZT4zhYl45XdxscbMyY7CfMzdLqjmVXYqDmZLPRkUx1M+Fb69kktFimBjpasvUcC8+uaMPPcDekj4dHHGzVJNTXc8AH2c6u9iYmG9WNDRRo9HSL7gDm09n0ag0VmptJXXYleayyr8bmS0eCJtv5ZqQNHKpBE9rU/JqhL8rh9KLSC4zTpSsVXIWxvgT5WrHwj2XqdPqCLS3ZMmgcAIdrOjqYc/p7FK6e9jTuSVFav+MfpQ3NGGhkP3tIk3/E1TUK9DopGj1Ek7lG6XTZwps8LduoKN9HTfLLTCX67g7sIQrpZbEONcQW9w6Lg3rUElqlZlJAENunYrPB6Sx8Jg/P6W2VqRfiMlGioG3YztwueU4fSPqqD94EL1ej5NTBWlpoNcbjze8QwUbk52ZHFDK7gx7arRyurtUc7HQiqIW0upMgQ1zQot4pbvR++z2ed9GuEMdEmCsbxnJFWY4mWvxsNDwYhtvonsCS3i5WzbdNkai1f+1SSIAa5WC0//H3lkGRnWtXfgZi7u7C4QkuLtrobi7lFJKKYW6QRUqtGihtLTF2uJQ3B2CREhC3N1dJiPfjwknGSbtd9tLhd6sf7PnzD4yM+fsvfZ615rTl8+ux1FSK2d+Oy9qm/DFqFWq6PfDJRTmmhKWn9VKBnvacaTRKvQQHwfmtfXicEyWQLgG25vTxcWabq42LO3ip9NvM/45sLMz11IKWVgYM3fuV0L89apV+zh8+GWGD29HdPTn5OWV4uRkhbf381r9pKcX8fHHU5k3bwvV1XIkEjFTp/Zg4cKvhW1u3owjKWkDjo5PhoFtYVUta282TMblShWzD9+msn4x9m62ppS6lZ05z/xyV9jupa5+rB4QzGvn7rMjIhVHEwM+GRhMfy978itref54KNEFZQz3dWT32M6I60mlrU+1x9/alFuZhdgZ67M3Kp2NtxNp42DBGz1bsPt+OkYyCSu6+bOg0f5UIglFJnYMdzHhRGYFIkQ828EbQ6mEN29EklZaxcRWrtQ0kXh8O7OI9DJdhWHpI4vLACZ6UqYfvMXOCE0JxQAvO3aN7syAHZcFVfKNjELeuxRNRr0aakdEGhuGtuW5Tj6/+/r/k9FUenRqaj7jxn0uhKwcO3aPV14ZRYsWzvj6OtC9ewtiY7PYv/8WhfWm32PGdKJ371Zs3qw958zOLtZKSTt1KpzIyM84cSIUMzMjhgxpw9ixn2p9RiwWYWqqsWaYNWsToPG2DQ4SM3NmHxwdLTl8+A65uSVkZhaxadMpevZsKYQ22dubM3VqD5Yu/Y579zQR966u1loiCYCbN+Pp3z+Ic+c0yW+OjpYsXToMc3MjYcwqk0l4++1xwmcuXIhkzpyvtPqpqpKzefNpIW3t34p/6zzziSSKQFMXWlamSRyytTUlN7eUFi2cEYlEfPXVfKytTbhyJYYuXXz58MPJWFgYU15eza5dV3FxseL99yfh7+/EDz9cEkyse/VqyZIlw4iKyuCHHy4DDz1FRtKliy9LlmwX9r8gKBtHIzkXGyWd+VtW4Wgs51EE21TikC4XooX1xCqmtshHoRbxY5yG6RWh5t13p2BnZ8/kyV8KrPOyZcN57rkh7Nt3U5ggP/10R+bN609WVjEff3yI2to6pk7tycyZvRk5sgMffXSQ2NhsRo5sLxgXurnZcPbsfdq29WDRosGCMdq/EWq1mri4GMQiNXJ5HWlpaXh66io9mvHnYOrUXlpEkUgkoqZG939x8WIU9vbmnD8fSWCgKzKZRFDJOTpa0rmzL7t3a0tcm1rdiY3N0iKJQEPAjBjRHplMytWrq1iw4BPCwh7wdosknrugPZDJzZMQHf0+lpa2WFgY06XLG1rvp6cXUt5EClbv3gHs339LIJCMjfXp1MmHAQOCSErKo7Kyhk6dfHjvvf2kpOQzfnwXLC2NtY7VzMyIN98cw+jRnYiMTKNv30AcHonCfpywNdZnuF9DqZ2dsQGXZ/clr7IGCwM99CSayfH9ZwdxODYLPYmYp/wc0ZdKeKW7P59ej0OpVtPDzYYdEam8Xj9Qmt/OU0hS6eBkqWXq6WVpjONnR6msU2KkVDBEcYMgmxJcChPYat6ZlKqGieuNjELe6NmSG+mFgofD8518WNrFj6Nx2UK/4wNcGO7nSHc3G34IT6VcXsfUIHc8LY3xtTbl6RZOpJdV08LGVBicB9iaEWCrS9pb/Qsl0X8EoZWm5ORrDwkSywy5PTGUyjoJr1xz57sHDnz3AGwM5DzlWUhqmQH2RnIq5GKSS/UxkSmoaORB1Ne5hMIaKadStSeM+xNtKJdLtErQ7sQY0tZEzrJlZ6iqEmNnXsdsnxzK5BI2328wSh3rnc+rHTIok0vofzBYq99bOaZczTLjcJIVgdaVKFQiYkuMaGNTQU6lrF4lpClN29UrlhFHtMtjDiRasyAwWytl7UmHn7UpW55qL7xWqtQM8LLjbJLGd8Lf2hQRoGi00l0rktDf0x4bI32upBXQ2cWKzwa1xs7YgHMzerMnMg0XMyMWd/IR/l/N+Gfj44+nMGrUJ1RV1SKRiHnllVG88sou4X2lUsXatccAmD9/C9nZxXTt6kfbth6CHwuAm5sVkyf3oEsXPw4dus2oUR345JMjWvuqqanj3Ln7TJvW6685uf8SWeXVPGpSUPmIYv9QbBYnE7VLlTeEJOBgbMAn9QsdORU1jPrxGhnLRvD0T9cEY+jzyXlUyhW83rMleyLTuJ9byhAfB17u7o/L2l/Iqy/nDMspwdvSmKQXhgFQVC1HcUS7QkIllvKsg4rtk0YiEYswkIpx+fwXIdlsXUgCzzQqk3uIPh52VMgVWgpgc30Zy7v5cT2jUPBacTc3wsfKRKs87mxSHqsuR2uVrgMCSfQQb12I/NcRRdeuxeq0Xb4cTViYdtLRkSN3+PjjhlAnf38n4uO/5Nixezg6WtKvXyBKpYrJk7uzZ881RCIR06f3FHx8HiI+PpuwsBSuXo3h2LFQAgJcmDOnL+fPRwnm0zNm9OLixSj69g1k7BhDapJySMqVERVtxNNPr+HLL2fTqpULmzZpbBFu3ozHzc2GY8depaSkihEj2jFmzGcCARQSkkB2dgkSiViresXW1owff1zK6dPhlJRUMmJEe0xNDXn77XEMG9aWyMh0+vUL1FIKPfTnfBRJj9gcNOPJwRNLFIFGveBf77TfWHVjamrIunVzdLZfvnwky5eP1Gq7ePFdgUXt0sUXkUjE998vZs6cfqSlFTB0aBtsbMxo3dqDTp18+PHHM9y7d5pyaxNmmiWxRRLPsWQrnE3kzG2Vg0IlYmesnSDN97eoYoRnET2cytgZa0dlnYTxvvm0sKzmlc6Z5FmaUFBlxAcfLmHECI0vRkCAC2fP3qd1a3f69tWUoMTEfMGZMxFYW5vQvXsLAN5+exzLlz9FXZ0S83ojPTs7c9aunaVz7jNm9GbGjN7/zeV+YpCcnExZWQXDAvI4Hm1PaGjo/xxR9NZbrxIWFkpwcGstL7Hdu3fw+edr6NixM5s3bwOgoqKchQvnUlxczIwZs5k48b9j/SdP7k5kZBqbNp3G1NSQVasm4OVlz5o12oPJqqpagoNXCD5S8+b1QywWk59fhkqlIjk5j4AAF6FstF07Tz78cDIXL0YLZIurqzWTJnUXfIIeQiqV0Lnz60RHZzB8eDtWr57DihVLURnKeHREKBZL8fT0EF4HB7tpSXdNTQ156aURHD16h9x6/5v27b2oq1OycuUEoqMzEItFpKTkM2CARqXXt28rjh59hQ4dXhNqwE+eDGPRokHEx2dTV6dEJBLx4YeTEYvFBAW5ERSka0j5V8HOWNtTxFhPypRHjufjAcEs6+pHea2C78JSeP9KgwT+63vJPNPem/ZOlpye1osNIQmklFQyws+R6QdDhEF3laE56VVWbDY/yK54Z8RGuqUszqaGxD0/lFMJObSwMaVnvel0yLz+3MoswlgmJcheo3qxNNTjhS66CZqm+jICbP+9ZPjjhkgEeo5SrOuUZDYKx3QxqcXKQEF8iSG3chtMGgtq9HA2luNjUc3aUBdNYyIMcC2iSiElv1qGj3k10UVGmMgU6EnU1CobCAUzPSV5jyQQKpQi7t2TUVOjISvzSmWEFxgLHkcPcSjJhrc7peNiIsfaoE7Lt8jOSM6M034CAeVlVs2Dabc5nmrNS1caJk9ZlfocSLDGTE8hLOAAGMtUiA1FWFsoKSz595BFjSERizg9rReXUwuorFMwwMuezY+YvQP4WJuwpIn/Vl9PO/p6Nh0o0ox/LgYMCCYtbRM3b8YTXG9+/Oqru7V8HEUimDlzo6CCuHEjjnHjujBqVAeOHr2NqamaL7+cxP79t5g1ayOVlbWsXn2Y6dN1Pd0CAlz+mhN7DGjKy+tR+FmbaJVogSYl7dIjHqCVdUqOx2cLJNFD/BSVTnJJJdvDUgBYcz2WTwYGa5WBAtzPK+VkQg47IlJxMDbgaX9nDsQ0kAm+hTGkpakYbqzxELqeXiCQRA+RWFzBV8Pb8fG1GFRqeKGTLxdT8riRUci4ls7kVdVibajP9GA3Zh2+TVpJJUN9HJgU6Mq4ABd+CNcmQUCjsvr/UFqrq056XPg9Y9off9zFl19+hr29A23btuedd/549cSIEe10yja7d29BYmKeVmqYk5Mlc+ZsYteuqzg5WbJ27UyefroTeXllvPDCdyiVKpYtG8Hu3S+wZs00RCIRzs5WzJ+vrb4Ri0X88MNlttcnaqWm5pOcnEdi4jrOnr3P/ftpfPzxYb777hJSqYS+vfXILdLjQbZGdX348B1yckoxNdV+bqalFWBjY8awYe0oK6sSSKKHOH06nBUrRgom9ZaWxjz//BCKiysYOrQtAPv332TZsh/IzS1l+vSebNw4j/j4bDp1eo07d5Lo0yeANvULho/iYR//RhgYGFBTo7uY/G/BE00UPQ6IRCK6dtWVTD/0FGmMzp196dzZl2vXWrP644/5vtyVua5pDHIr0dru1KhIlj/wQypRs7ZlHAZSNQ7SOpa3a7jZy9Uivq7wwNJZj00fvoe/v7/wXmCgG4GB2pM0Q0M9Ro7soHNMRv/itIE/iqtXryISQXfPIiKyLLh65TJjxoz5uw/rL0NERBhVVVUcPXqKFSteJDT0Lm3balaUBw8eRpcu3fjkk4+E7Xfs+J7Ro8fx9NNjGT16OKNHj0NP74+rLDQEyBQ+/FCbcFq1agJr1hxBqVTx/PNDOHYsVGuQunv3NbZvf1bLoK9FCycOH17B+fORnDsXybhxn/PBB5MoKamkqkpOWVk1u3dfZfz4LuzdexPQDFDPnYskoz5C/aefrmNuboS3lxf306tZ2CpbSD4CGD++wcskOjqD1q3d6dTJm5CQRGxtzZgxoxcffHCA2bP74uxshUgk4p13fhKk9t26+bNixUgt078LF6L46KNDAkn0EDExWSQnb+TatRjatfPCx8fhD1/nvwN2xgbYGUNmEwPrpOIKInJLSC+rZlyACwG2ZsQWlOuszOaKrMhUWHCGtribG5MkkwjbWBnqMTbAGYVKTWReKccTssksr2ZSoBsikYguv9M881ZGIe9dfkBJjabsZuavDGL+lzF5cneKisq5cycOqbQCR8s6sotluJrU0MellG+j7bE20J0AVCjEHErS/j4uZVoQOfUeL1/z5HD9e9sfODDAtZiz6RpVkb5ExRS/PGKKDdkS2aAUaulaQ0SKdolhZKExVvraXg8SkZqr2aZcyrRggGsx17PNyKjQp49LKRKRWkullFRmSHiBCXKlrupFrhLzUttMnrvojUItRoSalvbVjD7WCn19CcOGBXH8eMTvvJpPBkQikZY57Zy2Huy8nyoo9jqZiRjyhN2b/peQkpLHnTtJdO3qh7Pzfx7FbG1tKiR4Akyb1pMdOzTqeZlMwrRpPTl7VnsCGRubxb17q+nffzRGRmr8/Ozp2/dzQUmbl1fKzZvxPP10Rw4duo2enpRXXhlFu3a6qpZ/Kix+RWFvri+jtLYON3Mjpge7U1WnYNGxUGGt6cUuvhhIJfzSKDlOJtY8px71ynM2M+T78BSt/ndEpBJoZ0ZkXoOBcUsbM4buuiK8djPVJyjlOpUWtqhlUlRmxtxLztDa3lAq0UpXa+9oycw2HjzTwRuA2Ydv811Yw77ntvVk28gOBG46RVS9eXJaWTVelsbMaO3BcF9HrT7FIhjT0gVDqYTNdxKpU6lpaWPKg0Ym9qAbG/+48HvHtADPPfcC06bN/K/3PW5cV4YPvyR4aPr6OvDeexMJCnJj8eJvUSiUWFub4ufnJCTipqTkM3nyl+zf/xIvvfSD0Nc77/xcv8io4JVXdlFQUM6YMZ1wd7chNbUAkUjEa6+N5sCBW1rHEBOTSVWVnIkTu/H889uFcbNCoeT2XTl1j3gG3roVz5w52nH0MpkEd3eN8sfY2ABHR0stdbuPjwMffTSFadN6kpCQw7Fj9+jXbxVqtZrp03vx0UdTmDJlHfL63/S2befx9XVkz55rhNX/ti5ciEIsFtOqlStRUelC3wMGBDFlSo8//B380/Hqq69y5cqV/3/DJxT/80TRH0H37t2ZO28e27Zt40y1LYONtFcULA2UBHtq2EUjWdMs/M8VTqTXGfDGm69okUTN+O+gUCg4f+4MLe3LMTNQ0tGtiIMRiaSkpODh4fF3H95fgtu3Q+jVqw8AvXr14e7d28JD1dramspKbXPzO3dC+Pjjz5BIJLRqFUhCQjwBAY8/seStt8bx2mujUavVyGRSDh7UllQrFEph0PoQMTFZpKcX8uWXJ4S2efO+IizsEyZOXCvIdsViETt3Po+PjwO2tqZ4ey/R6ufKlQcMGeLGttOZSOrMGOhajKGJmlwzYz78UDOYWL/+hFBeKpVK+O67RVRXy3n22W1CP716taRTJx8KCxuu4fXrsZw9qzuhrKioQSqVaNW4u7nZ4OxsxYRH/IOeNEwOdBNWRkETTb8+JIEr9fL19y9Hc35mH7q7WusMKI0ri+mftYLaesXPaG8HXMwMkYnFLOrojY2RPq02nRKSlA7FZKFUqZkarOvL9lsoqKplwI7LVNQPbK6lF2JtpMcIP6f/55P/W6irU3Lq1MPfrxRbWxVPDajkylV9dsTYA+BgKMfVpIb0Cs0qpZ5YxUTfAm7lmJHTKC/ASKqiQi7maLL25DW9Qp/jIyO5m2fCrlg7XrzijaFUyQTfPAylatraVpBsaU5yoT7l5Q3eQN0cy+jrUsLiiz4o6/2PejiV8tzFBqVLF4cyzo2JRCZW89YN3d+IsVRJsHUFjkZysuvVQ+Z6Cu4XGrHlvgM+FtUMcC8hRmnK2fsPSxPVXLkSr9PXvxWm+jJC5vVn8er13L93l3cXzmwuKfuH4vvvLzJnzmZUKjUymYQff1zKmDGd/1Bf3323iLFjO5OQkMPw4e3w83Pk/fcPCJ5+oFHyens/T1qaARKJmkOH7pH3iNF5amoBV6++R05OCQYGMiwaJYb9p5DLFUilYsTiv94bzPJXyo9vzO3HrcxClp4MY+ah2xjJJHwyMJg6lYr4wgpuZhYRaGvG6BbOHI7NxMZIn+G+jqy+GsvUIM0zslapwsnUgJW9A7iYkq+lzNGXiNkztgsvnQ4nKr+MYT4OOoswaeW1BKvVpJp5ohRrpmxRihpWlpSjp6fH3qgM5rT1YP+DTPIqa+jvac+5pDxWX4ulla0ZO0Z3Ys/9NK0+90SmsbJPK4EkeojTibmklFSy5U4ST7dwoqCqFplEjKmejBG7r6JUq+ngaMmWp9rx5rlIHaLoz8LvHdMCbN26iZ9/3sPy5a8Kn/2j+OWXV4mOzqCsrIrOnTWVJ888M5CRIzsQG5tFp04+TJiwVuszNTV1HD58W6evs2cj2LTptBbhsnHjXIKC3HBxscbT047ExBytkjQ7O3McHS1RqdRaKiYAuVyNvbmC5LwGBaynpx2rVk3g9u1E7t9PQ19fxurVU7G3tyA3t4RDh24zfXovtmw5Q2lpFU5OlgweHMy2becYM6Yz6emFfP31OaG/77+/hKOjpXDMD3HtWqxAEj3EvXtJFBR8w61bCWRlFeHlZU/btv/uio727dvTvn37/3/DJxTNRNEfxMiRI4mNjeXYlSu0kFXgLvv/pasPca/WjFu1lkycOJHOnf/YA74ZGoRmF/PpjTiq65Qs6uiNfmYchUUljOumSQzo7F7CL9GOHDlyhCVLlvw/vf07UFZWKpTamZmZERurm5LRGKWlpZiamgrbl5aWNLndtWtXuHZNw5qXl/+xAYK0kWHw0qXDeO65b4TXCxYMaNLL6P4jgxyVSs3WrWe0HqQqlZoTJ0LZuXMJCoUSZ2crITUCNElmGzaEUFcnBsScSbdkcOtSWrW0wtHREYVCydtvNxhKKxRKPvnkqFDS+RCXLz/As4myi3btPDEy0hdSL6RSCbNm9cHe3py33voJpVKFh4ctb7019j+8Un8PKuUKEooqaGlrJvgVNYWB3vYcndydb0NTsDbUY7ivA6N/viG8X6dSsz4knh5uNhyvT32JLSzHp66YcyWG1KobVnAPxWSSunQ4rvXXOiSzSCtuG2Dn/bT/iChSq9XEFVbgbGbIuaQ8gSR6iMMxWc1E0SM4eTJM63V+vpiCShtKahqeaTnVerzSPo06lZi0cn2yKvV47boHrSwrSS7VFxQ5S9pkoi9VIxWpkTcytjaSqmhpVc3uOFtiijXfc7VCwqFEG65PCMfaQMEbKVY4OCiQSCRUVYlxsZITXWjIz/G2tLKqoL9rKV0dy1kbqv393cwxI6NCD2Opiq6OZZxKsxBKv7s6lDH1dAvK5FK8zKp4JrAQE5mStHI99iZo/scxxVJSqw2xstZeDn90QP5vh0gkwkNSS1p1kVaSUzP+WWgcr11Xp+S113bTvbs/zz//Ldevx9Gtmx/r1s3BxsaUN97Yw08/3cDV1ZpPPplGl0cMx8ViMaNGddRqO3LkZV588XtiYrJ46qn2xMZmCf6YSqWINWtOM3BgMGfONCyOTJjQFeD/9dcrKalk6dLvBL/Mdevm4ORkyYIFW9i9+xqWlsasWTONWbP6/JdX6fchsbjpZOBj8dnsup9GaX2CVVWdki9vxTOxlSvf1k+QzyfnMcTHgcrXx7Dol7taCyhv9WrJcF9H2jpaoicR82IXX1bXe95IRCL6edrx4ZUH9HSzYffYzhjJpCw5EfroYVBhZiOQRAByqQEfHrvG/pw6cio0i9IBNqZELxrMpP03uVOvFInKL2P6wRBczAxJLG6oKXYxM8TOWB8HEwPh8wAtbEzp9PU5ISXRRE/KvvFdGLKrIRzoTnYxe6MyOJmo6znzJwmKfveYdujQ4UyYMJmioiImTHiaM2cu6RgN/97xbFOllI6OloJhe8+eLbSSe42M9Bk7tgtbt57T+oypqWGThMvUqT25cSMOqVTMJ59MJykpj5CQBBwdLRk5sj3PPbeNYcPaMXt2H7ZsOSt8tmVLI6yVpZRViyksl+HubssPPyzG2dma99+fyI4dlwkOdmf+/P7ExWXRpcsbFNf/Fnr0aMEXX8xk3rwtvP76jwC89dZPLFgwQOdc6+oUGBjItNLOevcOIDOziLt3k4S2Hj1aIBaLm6zUacaTiSeWKDIzm055eUNtr7W1MXZ2Fvj4OLB69VRatnRh587LfPnlCfT0pLz++mgtye1/C5FIxHPPPUfU/fv8WOnCCrN4xP/B2KpaJWZflQveXl5Mnjz5sR3Pr+HKlQe8887PFBZWEB2dhkLRcCvv06clFy6s/EP9Vtcp6fbNOe7nlWJuoMfpqT1p/zsk0I8DORU19PruojAZPBKbxYTSUGxMFWSZuRJbYcBAo2g6uRZx4cJ5fPqNIKVaxQAve/ys//r41vLaOoI2nyattApjmYQrs/vS5k9IBTEzMxcefOXl5Zibm//m9ubmmu0NDAwoLy/HzKzp7bt370n37hovggsXzjS5ze/BokWD8fd3EgaN48Z1ISkpj2PHQgVJ7OLFQ+jWzU/rwQgQ3ARpYGJiyMqVe7l1K4ERI9pz6VI0sbFZDB3ahuHD2/JzIyID4EGBMQMDg8jNLcXCwojKSu0a49LSKry8tEkhmUzC3Ln92Lv3pkAKtWjhzLRpvQgMdOPzz3+htraO558fSps2HrRp48GMGb1JSyugY0dvLaLsn4ZjcdlMPXCL0to6HEwMODypO52crYjKK+V0Yi4BtmYM8rYXJpEj/JwE0iUit0SnP0n9dh4WxuysX/E+evQoZxO1r4EaBONqAAcTA8QiTXzvQzib6qae5VfWcje7mHaOFtgZG5BcXMnw3Vd4UFCOiZ6Ul7vpDlT+jv/9Px1BQW7cuNGQ+BMQ4MLYsX24cWOn1nbm+krG++TSZ38wmZWakufIQmMWB2dib1THkSQr3gtx57toe4Z6FHE4SSNzl4lVzG+VjVoNyaXavgnyeuLpRIolu2823AsDA+XkZ4pJKtZ4WEUVmWCqp+LFtlmY62mXMkpEao4mWbE+3AmFWoyDoZz3u6TQwrKKuef8KKtPIU0qMyKtvIZNfRMZcUS7tLy6RsygQT3Yvv0q/8t4+N9uJor+mVCpVMIk7yEKCyuYPXszJ+oJhr17b1JRUUufPgGCL2Bqaj4jRqwmPX0zhv+PeX/Lli6cPNkQ6ODrq73AVlpazfr1s9m8+QyhoZrEpFdffbrJvgoLy7l2LZagIDc8Pe1YsmS7oBrOzCwiN7eUiRO7CeEx+fllzJv3lY5B7p8Nya/83h1NDEgrrdJqyyqv4cdI7cWrkwk5lNbUseORRa0dEamsqvcZDc0uxtHEkI3D2qJWQ15lDasuNxAel1LzOTK5B8u7+XM4NkvYr1t+HG3MskhCu/LgZEQsOUYNpHl0QTmnEnO0giRAQxYdmNCN6QdvUVmnxFgmYXIrN547fo9R/k4cjcsiq7yGjk6WdHWx5mijpMMKuaJJv6KkYk2C5J9FDD2K3z+mtQDAxsYGb28f8vPzcHBw1Nrm94xnT58O55NPjqBQKFm6dLgOuQrw4osjSEnJZ+fOKzg7W/HZZzMYNKg169fP4cMPD6JQKHnppRFMmdKDDz88qGUabWNjiqvrs5SXVyORiNmwYQ63bn1IQUEZ8+dvEca/27adZ9262WzePI/btxMxMzNi/fpjKJWmSMRqBg204MTJ9YjFYr755jzz5mn8j/btu8XNm/F4e9tr3T+uXo3h+PFQLVVQTk4JBQVlWsbWIpGIceO60KtXAMuX7yAnp4QZM3rx/PNDGD68HfPmfcXt24n07duKr76aD2iS4D7/XJMe/NJLIxg27PHNv5vx1+KJJYoak0QAhYWVFBZW8uBBJvfvp7F9+yKmT98gvP/0058QFfUZfo9xNdnY2Jh5CxawZs0a7taa09Gg9P/9zPlqG8qVYlYuXvynR+kVFJQxdOiHWrHejXHx4m+z8r+FlhtPklr/ICuqltNx2zmUb4/7SweYv8RlaSkGlGo1t6qk6Pn157sCDZFgU1zONq8tfCMPZvh+TcyoRCRi/4SujGrh3GS/fxZc1v5CWf3KVEWdkrZbz6J+Z/xj30/Hjp34/vvtjBo1hsuXLzBp0tTf3L5Dh05cuXKRUaPGEBl5Hx8fXQPTPwv9+wfRv3+Q8NrHx4HExPVcvBiFi4s1QUFuKJUqLlyI4ttvLyCVSnjxxeHMnz+As2fvC+SPnZ05OTnFbNnS8MBftGgQUVGfIRaLycgo1CkDk+ip+fTTSJYvX4C/vxMjR3YQooIBFi4cyJAhbbh8+QGl9b/1114bTc+eLQkNXc2uXVextDRm1qw+6OlJ683ul+qco7Oz1e/ykfg7oFarWXjsrmBGmVNRw9KTYbzS3Z+xP99AWV8Tv6STD18ObUt4Tgl7ItNwMDFgTltPgu0tGO7ryLF6rwZDqQRTPRkWHx9CKhbxRs+WvNjVD4lEgkduDIVmDqjRKJaG+jjgY9Vgam0kk/BcRx82hCSgBlzNDAmwMeWdC1E85e9IBycrDsdkMnHfTWqVKvQlYnaP7cy+6AxBCl8hV7DmehwvdvFlfUgCCpWa/p52PNvR+y+8qk3j7zSabwoeHrYUFJQRH5+Dm5sNo0d3xMbGTPBNADAxVhHkUs2DIiOBJHqI27mmeJrXcDtPU7aVXmFAZZ2En4Y8IDTfmGMpViy66IurSQ39XEq4lt0wyHc0khNoXcWCc9r3nLg4GXK59rMkLF9TzrIoOIubOaaU16erTfXPY2OEhiQCjfrpRo4ZvV1KKZU/kuJWT1QF2VQSVdRQHmNra8qiRcNJSCjkypUH6OvLGDu2M7t3/28SR+o/y2ykGb8KuVzB0aN3KC6uZPToTlg3QWqLxWIdRcHcuX35/PNjWtudORNBXZ22aqGwsJzr12O5dCmaGzfi6NmzJS+/PBIDAw1xdO1aDGFhKfTrF0jLlg3qiTFjOmkFUbi5GeHubsvbb4/Dqv6+XV5ezfvvHyAiIpXBg1vzzDMDuXgxihEjVlNVVYtIJGLdutlaKiSA27cTdQghpVJFaGjyf0QUhYensGbNESora3jmmYF/2DC3TtX0793ZzJBxLZ3Zeq8hKWxMS2eyK2rIaJSEamukj5m+FCOZRBjjAZjVex99G5rM3CN3hPbVA4I40oiQATgal01Ebgnfh6XSxs6cLoZy8i4cwl+WzZygTC6mtaZITzOOCBanUFtaAkba8xmlSk0fD1sONFJbd3a2YnRLZzI8RxCRW0pYTgkvNFKRDvd1IHxhJ2yM9HVK1ACC7S04kZCjZZg9MdCVomo5Z5Pzmrxujxu/d0xbXl6GqakZ1dXVJCUlYm39x0nH2Ngshg37SCBNLl2KJiTkIzp00B5L6OlJ2bx5Pps3z9dqX7x4CIsXD9Fq++67RaxYsZOiogpmzuzNnTtJgoJVqVTxyiu7mD27L2o1HDqkXb62bdt5wsM/YeFC8PN7AWX9kFapEnHzVoVQurl1q/bi6vHjoUybpms6X12tq+I3NzfiwIHlrF59GIVCybJlIwQ14qNeuf7+Tly5skqr7dChEMaM+Ux4jly8GEV4+Cc63rvNeDLwRBJFixdv+833U1LydbxOFAolp06FP1aiCDR+RZ7u7pzOlNNBv5Tf4klq1WIu1drSrWtXfH3//Mn4pUvRv0oS/bdIfWSVRQ3siUxlSpDHn7K/puBiZqTTJpZKiBE1qE0KVKYcVXUi2aGl0KZUq/ngyoO/nChqPIB4iMMxGYxq8XjTQYKD22BgoM9TTw2mVatA2rXrwGuvLeejjz7l9OkTrFu3lpSUZGbPnsb27TuZNm0GCxfOZdu2LcyYMRt9/b/XIN3QUE9rwCeRiNm69Rk++WQ6EokYExPNZO+nn15k8eIh5OSUMGhQMDY287T62bXrKhs3atpcXKz5/vvneO65LZSV1TDAq5TrOWZUVGgk57GxWVhbm7BlywLu3k2iX79AJk7U+Ailpm7i4sUofH0dBfmxn58TK1dO+NOvxV+FGoWKzEcSXRKKKvj4WoxAEgFsupPIEB8HRv14TRhc74hI5fb8ARya1I1DMVlklFVhpidj7tGGgfGy0+F0cbEmtQZyLVzpIo0jLUfGiNY+fDGxwa9p2akwgdgZ6GXHim7+bLmbxEv1E4z3r0RzYEI3XjodLqiQapUqXjodjrWh9u+2Qq5gYQdvXuvRkgq5Ak/L3++b8bjxdxvNN4U9e64xZ05fdu1awvDhH/PBBwcBTQroa6+N5sKFcE6euM3k4y2Y6JuHnliFXNVQluhtXkNYgfa1LaqVYW2oIKLQhPuFmslkeoUBp1KteLldOsdTrTCSKmlnW0F8iYFWIhpoTFGdrOvIKmwoUWxnW8GCcz6cy7DAxaSG2QG5DHQrwVCq4od6L6WHyKrUw8VEjr9lFbHFDc+JYJtKll/1JFpugpWVkuJiCV5e9jg4WNCx42sAjB7dkTVrphIYuOIxXN1mNOP/h0qlol+/lUIU9+uv7+HWrQ+bLHPesEHjZ3LrVgK9erVkzpy+XLgQxe1GyXVt2njQtq2nljG1gYGMLVvOCKEPZ8/eJyOjkK1bn+Hdd39m5cp9gMbv78cflzJ+vKacbPbsThw/doSsLCVWZkrE+nKsrWdTXa1g5Mj27Nq1hEmTvuD4cY2i6dCh2+Tnl3HiRJigulWr1bzxxh66dvUjJ6dEOCYvL3sGDAjSWqDR15f9R2UrBQVl9Oz5jjDBPnr0LpcvrxRSgX8Pah4JXHiIvt9fwsZQj4XtvYgvqiDA1ozOzlYY6UmJKSijoEqOoVTCwg5eXE0r5K1eAayof1ZJxSJW9dF4Pb5/WXtR9sMrMbRztNBq05eIGf/TdeIaKT6G2BowNqCIt0vHohSJ8apK5m33c/Q0jOeWgT2zylogl2rGQ85GUipr5XiaG9PXw5awnBI6OFnSzsGS9lvP4GZuxPt9A9kRoa0QOhafg1ypIqOsCmM9Ke0cLbiXXQKAr5UJFgYy3uoVwOW0fAqr5DiaGvDCyTBq/sSEs0fxe8e0X321kfPnz6JWq1iy5EVksj+egLp+/Qkt9Y9aDZ98cpjBg9uwY8cVHB0tePvtcbRo4cyVKw/45JMj1NUpeeGFYQwZ0galUsWRI3dISspl5MgO+Po6Mm1aL6ZN64VKpUIsFuuo9srKqqmqqsXAQKZT7mVh0fA8a/xfAqisbPgdP2qb8FANv2/fTaG/4GB3XnllFD/9dEOIrzczM2TOnH74+DgIpFBNjZy33vqRCxei6NjRm3ffnYC5uRHbt19gx47LODhY8NZbY/H1dWTChLUcPBiitW+VSs0XXxxn27aFv/fyN+MfgP+KKPq1ldGcnGwWLZpPTU0Nr7zyBr17932scYUbNsxj48bTv/q+sbE+nTv78u23F7Ta3d1tOHgwBD8/R1q1cgU07O2lS9EYGuppPZwiIlLJzy+jZ8+W6OlpLlNmZhHh4Sl06eInrKTU1ipwde/IyQdpJBgb4SurQq2GnGIpUokaLBr2fyjXlvQSCW+OGCm0ZWYWERGRSpcuvlhaavqsqKjh6tUYfH0d8PbWJI+oVCquXInB0FCPTp18hM/fu5dEfn4Zffq0Qr9+9SIpKZewsBTs7H5bnvnfoCnZaVlNHeE5JbRuVKceX1hOflUtnZ2tkdTX5uVX1hKVX0oHJytM6q9trUJJSGYR3lYmODUqMwnLKcFQKsHfpmF1LaOsisIqOQO97JjQyoWfozQJEFYVeXQzSiCBBlIIoFKth1qk7bdSo1ChUKm4m1WMu4UxDiYNJRGh2cXIJGICG12/xKIKcipq6OLScB6FVbVE5JbS3slSWDmqUSi5kV6Ip6UxHvWGjmq1mtuPyIEfwtFEt6TmcaDx/xHgo48+BWDQoKEMGjRU6z1TUzN27dr7pxzH48SjDz6Anj0bvmtHRwvSG0XSujySkDVlSg+srCrYsGEj3Q0qOJ1gofX+/fvpTdZmm5sbMWpUR+rqFNTUyIUV2H8TDGUShvo6cDy+wcR0bEtnwevgIVRqNdvDkrVWYO9ll3A9vZAebjaMqyfS3jwfqbOPEwnZfBpdSbWtL+kKEFspaWOhh0F9Od7VtALW3mwwED6TlEdfDzv2N/aiUsPam/FavgqgUUDNaePJ3UbH29LGFF8rE0QiEbbG/4x0yH+q0fwvv9zD1taM/EbmpjdvxjN1ag9++unhoE/MN6EODGlRzOUEM6oUEvwtqhjgVoyeREV0I4WOk3EtHqY1RBZq/2dzqvUY61NInVrE2lAXQnLN2BLpyAC3Es6kNZSeBbtX08GxgvsJBoTmG9PRrgJrgzoO1pezpZUbsjPGjkXB2ehL1ARYVWrtv6NdOa9c88DHvBo7wzryqmW0s61gf4KNQHIZGclITv6Cy5cfMGNGg/r44MHbtGnjSe1fOBH6M6FWq9l4O5H9DzLwtjThnd4Bgh9YU9s246/HuXORAkkEmhKs1asP8dVXC3S2lUolPPfcEJ57rqFt27aFTJz4BTExmbRo4cw33yzE3d2WyMh0TpwIxcbGlC+/nM2sWRu1+tqz5xpffjlbSzGkUqn54IMDtGljw8GDR9m96ypihZLB7arRF6v4/owlajT/jcOH7/D++/sFkughduy4ovNbKi+v4aOPppCXV0ZoaDKennb88MNzdO3qR2pqAdu3X8DOzpyPPpryH41dDx++o+UjplKp+eqrM3+IKEr4FY8igIJqOfFFFbzQ2Zdxe2+wPiQBsQg2Dm1HKzszXj4bwXuXHwAPaG1vzo25/fg5Kp3Lqfm8d/kB5XKFTrR8nUrFW70CuJV5lap6ksq/KosIpXbSYKWLK0uKA4ipcwIZlMosuFjTgkD9TC5I29PROJWaKhWi/FLS9Z145rhmMVIMbB8cQLlYn8X1JYn3sksIySzC/xGlmp5EzM+R6Sw/E4FSrcZYJuGj/kHYGunz1oX7LKz33enmas2r3f0Z+eP13319Hwd+z5h2xYrXWLHitcey30eTawFu3Urk559vCq8vXozm3Lm3GDjwfeG5ceZMBCEhH7J69WFB+f7663s4ffpNevZswZ4917hzJ5G+fQOZMaOXlkfmoEHBbNlylvLyahYsGMC6dZowFwMDGe80qkKYMaMXGzeeEl63adPwDH377XFcuxYrkLXz5vXn7Nn7LFw4EIlEjLu7LaNGdWTbtvOMGNEOmUyCubkRTz/die+/v8i9e5qy0iVLhrF06XeCivHatViSkvKYPLk7c+ZsFvZ3/nwka9fO0iGJHqK6+s8RLTTjz8cfJop+a2V03brPefXVtwgIaMW0aRPo3VsT0/e44gp/CxYWxmzcOJcJE7py5coDdu++ilgsZvz4LsyYsVEoIXn77XEsWzaCXr3eIaKeYR88uDXHjr3GggVbBJLJy8uey5dXcvp0OPPnb0GpVGFkpM+RIy9jZ2fOgAHv1SdA6KMf5MwnwYlMP+1PaL6G9Clw92Zjn0Reu+7Bz/GaONrRo7dw5cpKTp+OYP78LSgUSoyN9Tl8+GWsrU3p338VRUUViEQi3n9/IosXD6F373eFOtJhw9py5MgrzJmzSajtdne35erVVfzyy10WLfoGtVqNvr6MWbP68NNP15uUF8pkfzxdoqnh5LPHwwB4uoUT+yd0Y8mJUDbWr3K1sDHlwsw+nE/OY87h29QqVZjryzg6uTvWRvoM+OES2RU1SMUiPhkYzPx2XgzddUVIUZoc6MrOMZ157ex9Pr0Ri0oNbR0sOD29F6/1aMF7R64Qcr8cZxc5Hop8UhSaa60vqmO66Q3q1BL2VzbUFU8KdMV3/QlSSqqQikWsHhDMsx28GbrrCpdS84Xz2De+G6+cjeDzG3Go0aywXJjZhxsZhUw/eIsahQpTPSkHJ3bDydSQ/vXnIRbBqj6BvNjVl0E7LnOtEYHRGJ1+Z9x3M34d69bNZsqUdVRXyzExMaBv3wDGjPmUdu08WbZsBEZG+tTWykhMlFJpYIGdHeQ1Uk4PHtz6V/tevfoQ779/ALlcwbx5/Vi/fs7fks7yZ2Ln6M68fSGKO9lF9POw463eARx4kMnURlGtM1t7IG3CjC22oJxlp8JIKaliQisXBnnrRmtXyhVUN1q4VYkl3CwX8XCNKaagTOczTXkhSMUiZrT2YPOdhhX06cHuvN6zJSKRJiXN38aU9/sG/uO8Vv6pRvMtWzo3+YwICUnQaUtSmfDisDxyk9R8F+XAnLP+uJrUMMy9iOs5Zjgb19LCsorPQ51pbV1JWnkDCe9rUY2lgYIt9xv8ItSISCwx4Ku+8Xyd7kyNXERksgF3E4wItK7k0pgIbI0UPHVU21eoqFZGaL4x59ItcTGuxcFIjkIlpqN9ORsjHKlRaghII6mSU09HsiXOSUsJVVVVx5Ejdygs1L1eYrEIQ0O9Jq/Jk4Z1txJYeioMgIsp+dzIKCTy2UH/uP/G/zLWrDmk07Z16zk2bpzHqlX7+PnnG7i72/Dxx1Np08aDzMwiNm48SUlJFbNn96FjRx8ePFhLUlIOsbHZWFubYm5uxPHjr1FaWoWxsT5SqYQ33/yR5EblQm5uNqhUKuoeUdQkJaXy4ovLuH5dn+JiKSAlKl6Pbi0rUaP9u9nxw0H09aXU1jaQIY6OFgwe3Jo33vhRaBs9uiNt23py795qiosrMDc3Ep6hH300hY8+0pTVpqUVsH79CZydrRg5sgNSqYSSkkpeeGE7585F0r69F+vWzWbjxpM61+znn6+zY8fzv/fy/79IK63itXP3BcJHpYa3LkayfmhbbmY0hGaE55ZyPD5bUMUCTD8YwqIO3mxq9LzqbFDL1m+30yf5ATliU0xrSvA0LeO+6xStRU1TcQ1XarS9iS5W+3Ov1p0IuWaxGwks9TvJF2VdhG1UwLK95zCQScHQVmjPKq/hjZ4tuZlRRHV9Gf5LXf1YeTlaUA5X1ik5EpvFAC87sisaJvfX0wv5vgm/on87goLcOHdOe+FLqdSuDsjOLmbjxlNaiwtKpYrt2y9oeWPK5Qo+++wo+/ffZP16ze/3iy+Os3r1VLZsWcCpU2G0bOnMzp1XOH1ao0wzMtLn4MHlhIensnfvDZ56ajWjRnVgy5YFrF07k+TkaO7cSsHJto6xYz2prKzh2We3sX//LdzdbRg3rgvt23sxbdp6KuoX2FxdrQkP/4Revd4hMlITY6+nJ+XKlVW8+eaPHKkvkzx+PJS8vDL27WsYA4JGvSeRaN8HcnNLuXw5+lev4/z5uouwzXgy8IeJot9aGY2OjuKDD9YgEokwMTGhokIzEHuccYVq9c88eJDIsGGfEBu7Dj09PTIzi7C2NhFW/HfseJ7PP5+JVCpmxowNAkkE8NFHB5FKxQJJBHDqVDgbNpzUUiIlJeXy+ee/8P33lwT5YVVVLa++uhsXF6tGMaEiTkWZEyizE0gigJOpVuyMKRNIood9fvbZUb7//rLgmVJZqenT2dmSoqKK+nNUC3LgxmZjx4+HsmHDSYEkAo1Z4WefHeW77y4JKzm1tXWEh6eSm/s1VVW12NtbcOVKKDNmbCE+fgNS6Z9TeXgoJouv7iQKJBFATEE5n9+I47v6uFCA0to6VpyJwNnMkOz6G5hCpRYeyA9JIoA9ken08bBjzfWGVbfQnBLW3ogjrqiCA9m1YOPNRzXevGB2CgOxklKVIaON7+Gnl8vH1vuRZ5aQLPLii8Wz2R6WQkpJldY+QS2QRA/PY8udRD5rZPQaX1TBmmsx7HuQQY1Ccx7lcgUvnQ6npa2ZcB4qNay8FIW+VPSrJBHAkl/usG5Eh199vxm6UKlU3LqVgKWlMS0alQ8+/XQnMjK+IiIilWPH7vHpp0cBOHgwhLCwFN56ayyTJ39LdbWMGGRYW4uYMKELISEaCf/atbOa3N/t2wm8+upu4fWmTafp1s2fqVN1672fZFga6rF+mLbHw5QgNzwsjDgRn0MrOzPGB7gSW1jO3ugMSurly0N9HHjlbASF9ZPqjbcTsTM24MN+gXx+Mw6pWMwbPVtib6wPaEeOO5pqlA2xBeW0trdAXyLWMraeHOSGSq0WEmZkYhEvd/enr4cdPlYmXE0roJurNUs6+yIRi3izVwBv9tImFP5J+Ccazbu729CrV0vMzY20yBE/P0fGj+/Kjh1XtLYfObInt8MvcCbKAHV9sll6hQFdHMr55akohh5uJfj/WOjVMdyjkFs5Zria1jDIrYSMCj0UKu1BZp1KxGD3Eu7qW/HNKStU9f1GFhqzIcKJlV3S6GhXTmRhg2rIzlDOq9c8SW1ERH3dP46EEkOBJAKoUkj4NM6NJLVu6aGtrRk9erTg/fcPCM93PT0pwcFuPP/8UNasOfy7ruU/EXuj07VeR+eXEZVfpqWYfRRKZdOlOP92/F0q+YsXdSdYarWaL744xqpVmjFgTEwm4eGpREV9Rpcub5CRoRlXbNt2jhs3PqC0tIqRI1dTWVmLVCph69YFzJ7dl/37b7Jjx2WsrIyYPr0Ta9acpKZGgb6+hNatVSxcMAdn51pSUxvGg729S+hUU8ax4gZPEaVKRF6JFCOpkipFw/+ru1MJmXaGXA/X3A+kUjXlZVFcv57LmDEeZGXV4e1th4GBlAkTPmXatN6MHNkRtVrNRx8d5IcfNKUrH3wwCX19Gb16vSOoIEaMaMfRo6/y/PPfsnOn5j6UmVlEXl4p4eEpOtdMLv9jv9sLSb/ttTMp0JWvG/kUAZTU1JHfhLXDnaxigSR6iIg7t+ibEUuaxIxamQEX1N4g9cLA24mV0l0Mt09AJgNJ8VW+Le+BGjEOkhKWmp/mVo0XhaoGFZCLtJirNdqleWdrWiFCJfj+ATiY1GBUXUomDXMPkUrJre1f8IqXD6XObnTzcaN7Kzc+vhqj1V9ORY2gdGoM1ybsHv7tWLJkGBs2nERRP94Xi0X06xekNf8SiUS0aeOh89mmvCnr6pQ6SWgbN54iNXUTCxYMYO/eG0L5N2jmm5cvP2DPnmtCqdmePdewtTVj2LC2nDuXRW2thKISMZ1Sqlm5cp9gvfLgQSabNp1m3rx+AkkEkJ5eyOrVhwWSCDQk1oYNJzl69K7Wse3adQUvLzutBRUXFyuh2qXxNRg3rgvffXdRq1TO2tqEt98eR58+j18J3Yy/Bn+YKfitlVGlUimsVpmamlFSUvIfxRXC71sZbdnSm+Tkr4TXTf0pbW01BpuFhdrS0ro6JVlNlAOlpOTrtGVlFVP8iDQ1J6cEySPx0SqViMQy7VQXgOQm2v7TPuVyhWAo+v8dZ25uqU6kb2FhOaamhpjWl3P17NlW65r9WYgt0P3u0kqrKKjSfrBmlFXrqJNqFCriC3WlwJECKddoP4XlWsZ9AEer2nLO+VOttrUlgzhl3hOlCi6l5Ol4LMmVKuKa2OeDJlab08uqyK3QPY+H5WcPUadSk1iknVDyKP4qM8B/CwoLy+nbdyX3600X58zpyzffPCu8b2VlQp8+rZg5U1tif/BgCGZmhlRX1zXqS82iRYP56acXdfajVquJjEzH3t5cK/rzIe7eTfrXEUW/hm6uNnRzbTCDDLA1I3bxEI7GZuNgYoCVoR7dvj2v9ZnzyXnMauOBgVRChVxBdnk1C9p50sPJnKtZmv+xRUU+I3wD6PPdRS6l5iMWwdP+zpTW1lFZp2BxRx/6edrRx8OWMS1diCssZ5ivo1CGuqyrH8uesAjWf6LRfGlpFe+9t7/++LwZODCY1NQCYmMz+eSTo4wb14VffrmLWg3jxnVm2rSRRLZpwekz32n1k1Ghz9FkK8FkGqBELqODfQUd7CtYecud0HxTPrvnTG/nUs5lNMjkJ/vlk1mhR2mlRCCJHiK5zIC0cn1cTWvp6VTKvTwTvMxrmOCbx1s3PbW23Z9gQ3+XEp1zTBEZ079fB6TSMkJDUwBo186TL788QUJCNv37B6FUqtDXl2JlZcKoUZ/8F1f0nwVPS2OtxQp9iZj8ylreuRCFt5UxkwLd0KsfdyjVGoVXVZXm+VhaU8f2sGSKquVMCXKjhY3Z33IOfwX+TpX8w0noozhxIkzrdU5OCVu2nBFIItCMZTdvPkFISILgSalQKFm8+Gv27fuZ48cbtj12TE3PnjWkpkrJSFex9+dM2rtX8VrHXJKc9biXYYyeSMUgsxKc9HVJEJkUvh0Qx6f3XCiolhFkU0l3wxIGuieT4y3jdrEZP8bYEBpmQmhYEQb6BXTtKueXX9IpLdX8xvbuDaFXTwl6+qacPVsCaEiwQYPeo3t3H4EkAk1JbEREqo4J9s2b2gsO/y3O/8o4bKCXPQO97Bni40C1Qsmn1xsWDacHuzO+lSvvXIwSjJ71RGpksSEg0TbtleZE0k8/HFtLJS9IF0M9oVMjNuCYXg+Qm/JB7gjKVEZ01k9grtkVehnGESd3YIbpdX4o706hygQbeQEvO5wgJMcLeaPpm6u0GH9ZLvsrNYuOMhSMsopEjJrKSlui65zRR04XZSQZBlIKwu8gLjlHPPA94N5qMCmGDT5v04NcmRjkzuY7iQJh5GFhxLy2nqjUarbeSxIWSv/t8PS048qVVXz++S/U1SlZsmQorVq5Eh6eSnh4ar1Sbwxz5vTl4sUodu3SBCAMH96OF18cwY0b8YJCRyqV8MILQ7l+PVZLfdQ4idDISLdMvrparuNHdPVqDKdPR1Bbq/l+FEoRBw4k4+ura2Jf8UipPoCpqe681NTUAGtrEwoKGpNC1nz22QxGjVpDfn4ZZmaGbNo0j86dfTl3LpLQ0GQkEjFvvDGG/v2DOH/+HT7//BcUCo1PUzNB9OTjDxNFv7Uy2pgAqqjQvGdqqhlg/FZcITz+CO6HmDOnr1YEcJ8+rVi0aDDffnsBeX1ylpWVCcuXP8WBA7dIq1eziEQiZs/ug0ql0pIQzpjRC0dHS27danhgWVio6OdTzuFEG5T1g10TmZK5ATkcTbWmsErWqM++KJUqwVjwYZ8uLtZafXbr5s+iRYPYvv2CIA+2sDDmpZdGcPBgCKn1ChiRSMScOX0Ri0XCjerhef/VMNOX8mIXP/Y9yCCrUTLEjNbu1CqVHIrJEtqmBLnhZGpASGaDfLeDkyUL2nvxbViyEJFtoidlSScffoxMJ7/RQGJ8gCsnE3KobLT6YSGpolylT41ahq2kggvVLdhU1k9jrCSB967E8FxHb642Uiy1sjXj2Q5efBOaLKwGGckkLO3sy5FGUaUA04Ld0ZNI+CmqgY2fGuRGKztzLRVUGwcLnuvkwzehyb+aqhH9/LD/9LI2A42x4P1GyRzffnuBBQsGYGiox08/XcfR0ZJZs/rg4GAh/IdB85+RSnVLxZqqvsjOLmbw4A+4fz8NqVTC4sVDEItFqBp9h/36BT7eE3vCYGdswNx2mkl6WW0dJnpSrQRCL0tj5hy+LZDAH16NIdDOnLMzetN5wQr09cA2J5mz+V0FFZ9KDQdiMgmZ15+OjUh/sUjEcD9HhqP7vHjS8E80mi8pabi33b6dyKxZffjoo0OCMlUqlXD58kpeeGE7u3ZdZdeuq4wc2R5vbzsSExsmWO1cKzEW665CG0mVfHC7YeKkUItJK9dnU58EIguNyKzQY22YM2vuueJqK8fYQEllTcMYwt20hgEHA6mrLxt7Niibl9tnkFiiO9C1MayjrW0FwTYVRBRolL1WlpCdbcUXX0RgZKTHW2+NpV+/QKZNW09m/XPn9OlwXnppBK+/PgYHh/k6/T7JeLd3K66nF5JUXImeRMysNh4M2HFJeLYejMlk/4RuvHQqnA3VbtBmIpYZ1QxVquix/TyReZqS0E+vx3Fjbj8tD8J/E/5ulXxTaNXKhXPnGgypZTIxqalROttdvnyW9HQJNFKUVFfVEXMvC2i4Z9TWiuhZnceFBDdhjHoryZhhthL0VCrO1vuEHU+1ZnbLHLo7lgophVKpGkd3FTcNbBndrZQfLlpxNNmao8nWeIZXc2j4A/yNqgjNalDU19SKMU6ppLRU+7+aHVcJkkqgob2yUs6dO/cB7QXkjRs3Y2kpJje3oc3Ly46k/0cF9Hvwa25knw9uzYjdV3n5bASmehIWdfCmtLYOlVrN+YQs2kQl06I8g5zSCmpkhijFEu5LlbSSxROj54VaJKKbfjyWXiYkSNrTwiic2lxtj8NspTlvFI5FUX/et2p96FCbysmqIA7UEz/mqjL6xR/BqrqQI7kWdLO9x2WDDqgQYy0ux0JcSbnSkGfMzmMrqSS01pUPS54CwEAkZ6PND9ys8WZHRXcwB7G5itVmP+JancH2ql5IFZW4lqVSpwSzqiI2nsznwyvR+JlI6ervjK25Kb/EZxH41WlM9aRsHNpOK6zi344uXfz4+edlWm2hoWuIjEzH1tYMh/p74s6dS3jvvUkoFEp8fTXjlX37lvHTT9dJTs7j6ac7ERTkxltvjWXFip2ARqH0zjvjhH4HD25N165+wnzVycmSFStGsn//LS0PwS5dfLVUTQDFxTVanwWwtDRm+fKRHDlyR/Dw7NDBm+XLR3L5cgynT4cDYG1tytKlw+nSxY95875CLldgbm7EmjXT6NrVj/T0zURFpePn5yQEyty7t5r799O0rkHXrn7s3at9rZrxZOMPE0W/tTIaENCK27dvERAQSHl5OaamZo81rvCPYN68/lhZmXDo0G38/Z14/vkhmJkZceXKKrZsOYOhoR7PPz8UZ2crgT3Oyytl5szeDBrUmp49W9K6tTv37iXTv38QzzwzALFYXO8tdBsHB2OSk0/iYFnHjkGxvHPfE6lEzadtE3AxrWNZ3xy+jnKkU6eezJ7dl0GDWtOjRwtat/bg3r0k+vcPYuHCgYjFYszMDDl8+DZ+fk689NIILC1NuHRpJV99dRpDQz1eeGEYLi7WXL26irVrj5GfX8aMGb0YMCCYnj1b0q6dF/fuJTFgQDAzZ/b+U66n+p3xiFY2GCC3tTXB394SQ6mEF7v44WFpzOVZfVlzLZa8qhpmtfZgmK8jvdxt+fhqDPeyi+nvaccLXXyRisUYyaQcisnE39qU13q2wM7YgJNTe7HxdgKGMgnLu/rjY23KpVl9+ODKA/Iqa5nVxoOJga5kllfzUv3NTl9Uh6c0nw7pbyNHRn/DaFrKsnSO38XMiM3D27H/QQY+lia82SsAZzNDzk7vzUdXH2CsJ+W1Hi3wtjLh0qw+vHb2PrmVNSzq6MOYli4M8XGghY0pt7OK6ONux9IuvsgkYgylEsE09JUe/tgZG3BhZh823k6gtqqSA0kNhNiklk/+xPevRmYjQvEhzp6NYOXKfQKRumPHZT76aDKjRn1CRUUNUqmETz+dTseO3uzefU1YdXV0kNKzZ0sKCso4eDAES0sTRo7swEcfHRTIKIVCybp1x1m3bjabNp2mulrO4sVDGDGi/V930v9wmOnL2DG6E4uPh5JVXs1IfyfaO1qyvVG5LMDltHx23k8l3EuzEGBt4YddpW4SYEJRhRZR9G/DP91o/urVGC0jWoVCyaefHtVKVTpy5C7ffvss167FEhYWR0FBNj8m2eFoKsfZtJbMcs3kNMCqkkFuJbx5w0NrH5UKCUM9inE3q2H4kQbSNT1fj3Y+VdjX1ZBVqcdTnkUcT7EUSCKAb6LseTYoC2+LGqb557EzVpMMZW8k506eCTtj7BGL1Xh6Khg3rjP37tVw7pxmcl1VJWfjxlOMG9dF515y/nwUL7wwTMev5UmHt5UJcYuHEpZTgpu5EVMP3KLxusWhmCzW3Yrni1vxgBikeuzMh453EgWSCKBaoWTr3SQ2Dm/315/EX4B/gkr+UZw6dRoLCxUlJWKkUjUODnKuX7mLg7WYnELN8N3SSMF4l1ziZQbsjW4YVw9xL8bVtJatOQ3jDBFqUKgFkugh7uWbcDfPRKttV6wd9yaHcinTnK/TnEgqMOBKiAFJzjI8TfWJLWkoQ0ouM+RQkjVe5rrKBYVKhAi1lrdRgHElHqY1fJnVUDouEal5NiCLj6+7oKwvTXWylBN2NQplrRQTEwkVFWIMDVUoFFn8FaHNS06ECurzcrmSfQ8yODKpO12+eaigFZFr4Mp89SF2Gw6hsp74kqDke7ttKBAzN28OynoS6FhlazrqJ3G71kvYR2f9JOLrtMt4btd6EtJom1KxGckWPiRa+pNq6wciEV3143nG/BJriweyp0KTUEc1vGZxlONVwcJna9R6/FzRies1DSE4KsT8UNMLA7Gc2zIvkAGG8LLpLxwob0thfbladIWKgqu36NDSl8i86vrroOD5k9rm5f+LEIlEBAXpxr0/mlQok0mZNq2XVtvy5SPp2zdQMI3+7rtLWFubMmhQa6RSCZcuvcuxY/coK6tm1KiOmJsbsXfvMp599mvi4rIZNaoDH3wwmbo6JV9/3VDG1rOnB+++O56MjEIOHAjBy8uOjRvn4uFhS1TU5xw+fBsjI31GjGiPVCpm06a5REWlU1hYwciRHbC2NsXX15HBg1sTFZVOx44+Aimkry+jXTsvHkVT16AZ/y784Tvtb62MLl68lMWLn6G6upqXX34d4LHGFf5RjBnTmTFjOmu1derko5UiBhqDvy++mKXVZmiox+uvj9Hpc/bsvsye3Ze0tDSee05jTtbVsZzhhpoBQYCF5uZqZawkMLCO3buXCIMJIyN93nhDt8+pU3vqlLV07eqnExn6UBLYGPr6MpYtG9Hk+T9uqBu57zcFbysTtjylPaE20ZPyfhNqjAXtvVjQvuEmVF2nJDy3BDN9GUN8HGjvpFnpamlrxs5HvsNlXf2IP/YTqUVpTA9KZEpeQynSueoAnCS6JYZ9PWzp7GLNwg7eQlthVS0vn40gJLMImVhEOwdL2jla8urZ+4J6SCoWM8LPESOZlHebkFROb+3O9NbuWm3d3Wzo7vbXEqP/Vkye3INvvrkgTGRtbc2IiEjVmtyFhCRgYKDH998/x65dV+jZsyXTp/dCKpVw7tzLzJnzNnp6arp3tScpKZfOnd8Q6q979mypI8lVqdS0bu1BVNTnf92JPmF4uoUzo/ydqFWqMJBKeJBfpmNCrScWa6WqFZrYY/5IuaapnpRB3tpR5814PBCLQdVEtUDj+N3gYHeGDGnDnj3XtLaRyXQnwHV1SrZtW8jbb/9UX7omobDQEEtLJQM6VVKaqSK5UJ+pp/zp5ljGpUwL4bOT/PJRqiCpVFcVVCsXMyMgjwdFRnRzLONAorbhv0ItQqEScTjJiqgiI4KtK+jmWk54uSk3EjWTXZVKRHq6HkuXzqdPn5Vany8q0hjpWlubavkudOjghaGhHoMHt+bUqfDfvJZPGiRikfAMbcqMPqoRIfQQSU2UTes3ocr8t+CfqJKPjVVioqfmsyHJfHfXjvvpxqQDhhIlH3VLJrNCj+8f2PPhBRfsDeUsDMoiudQApVpEVZ2YqjoxLSyriCk2QiJSM71FLl0dy5GKVCjUDd9lR7ty7hdo+8/oSdToS1T0dCrlxateyBWa7RMTxYicdG8kVQoxnR3K8TKrJqlMY3UgEal52rsAC30FP8ZrJtAW+nV4mFZTqxTTwa6cO3mmmMiUDHQt5kSsJW1tyvEyq6WlVRVb7jsSEq3py1Sm4Nth8Xx225WotL/GKyfpEXuIvMpafg7VLXtLtvKlsrrhXqZEwoXqltQhEUgigAKVKS8bH6eLQRLxdXb0N3zAUKP7HK5sS7m6IQHXX5atRRQBVBpbkWfSQCjdqPWlU20y4XXa481fKltreRUBVKtlqB4xIa9RS7kvd9H+bE0bEnDWais2tSM0PRekDWWnTfkXNeP3QV9fyubNZwSf2vPnIwkLW0NUVDrLl+8gL6+MWbN6M3lydwB69w4gOnqtVh/r189BqSzn6NEbWFioWL68L6amhk3aKZiaGgqEVVhYCmPGfEpych5OTpb8+ONSrBul4dnZmf+pqdnNeLLwXz31P/hgDUePnuLjjz8DGlZGnZycOXDgF06cOEffvv0BTVzhiRPnOHnyAqNG6ZIjTzqKizVkhLGo6Rvow/aH2zXjtzHt4C1WnIlgR0QqUw/c4tNGJtZNwdNMH8eSDApVuh4KtWoZq6wOYqksxURewdYR7encRNrYJ9djhRK4OpWaty5E8m1oslaJ2ZmkXHY2MkBvxl+Lfv0COXbsVcaM6cTcuf24cmUVJiaGOtsdPx7K2LGfceBACC+++D3PPLOVujoFmzdfICZGSkyMlLR0JRs3ntKaLF658oBWrVy1+nJxsdYhk5uhC5FIJETdt7Q1Y+tT7XEwMcBET8rL3fzxstQ1E7Y01OPHsV3o52nH6BbOnJ/ZG+smavSb8d/j11Ku+vYN5O23xzFpUjdkMgl79lxjyJA2iEQiJBIx8+b148UXhyGVNkx4TE0NGTlSUxbRuCQboLhYQpnahtuZphTU6BFdZMytHFPe7JjKJL88RnoW8HWkA0G723En1wRjqfYzU64QMflkC1aFuDHsSCva2GhP1p7yLCK22Iill70JzTchotCErREOJJRqTx4VChUJCTmMHau9sNC9uz8WFsa88sooXF2t669BK8LDU7C1ncfdu0nMmNGLuXP7/Y6r++RgRTd/wZMINF4rI/2dtLYRoWZee096uTcscFgZ6rGo47/3PtixYycuX74EwOXLF2jfviEl9aFKvrKyUkslD/zpKvkKuYQdiY7cz2+4f1YrJVzLNWNvgq3gCZZbrcfdPFPa21VwNt2SS1kW7Iy1x0SmZO/QaIKsK/nugQNPHW3FCM8iXE1qMJUpGORaTE6VjMHuxRrFUT1mtcylSiEhvMBEIIkeoq4OrA0aCrbM9RSkV+jRfW8wUrGKMd4FTPfPpY9zCYsu+vJTvC39XYrZ3CceP/Nqvgx34atIJ8LyjdnSL5413ZM4mGTDvXwT7uSZ8UuKFUpE5FQ3lGmV10n5KtaZqPy/zlB5dAttIqWHmw093HTHjmYVuoEljtJSrMW6vpeusmKWWZxms+1OXKVFvFf8FAMMo2ijl4q7tIAl5md43fIYbtJGfarVBNtb6PRVoDRBivb901lWQk+DhvGyCBVTTW4y3uS21nazTK+iL9IuurMVl+Mj0lbgW1Tk015bbNbks7wZvw9Hj94VSCLQKHd37brKtGnrSU8vpLa2ji1bzrJ+/UmiozMYOXI1rVot4+23fxI+p68vY+HC3nTuLMffX4GFhanOfh48yKB797cwNJzK8OEfkZNTwqJF24T0w6ysYubO/fN9a5vx5OLP127+jyAxUSPLd5TqGgBq2jWS3ISEBGxsmtUlv4XiajkHHzGo/iY0meXd/H/lE2BkZESNQkwXgwQMRXKq1Q0DjH5GDxhsFIXqQTrptT7Mbz9beC88p4S72cX0crcloUj7oa5Gk6z2KFJKqnTamvHXYejQtgwd2pDOtXTpcPbtu0lZmUa9N3x4Ow4d0h4Uff/9JXx9Hfn++6uAiJoaEceOFzBjhu5Arm/fVnh727NnzzVcXKx4++1x6Ok13yp/L+a182JeI6lyWmkVr5+PFFYjJagZF+BCgK0ZEwNdf62bZjwmtGrlQkREuk77yZNhjBnTSUhXAjAzM+TevY959dXdfPPNBfbuvckLLwwlI6MIlUpNaWklvXq9w4ABQbi6WhMb2zC5sLAwxsGxBdCQnlKjlFBqoM/TNoVMOtFSaP8+xoGX26VzK9eU0loplk5qLkc2zEpUahGh+ab8MDCWXbG26EtULA7OYmusNrGhUono3aeLVoyvvb05kZFpZGcX8fTTHcnLKyUoyI3evQNwdn6GyspaDAxk7Nu3jBMnwvimvpykoKCcQ4duc+TIy0Lbvwl9Pe2IWjSYX+Ky8LEyYZivI2KRiNUDgvjwXCiK6ioW+FtpPMWm9+ZIbBaF1XJGt3DG1vjfS+L+nSr5AQMCOXs28lfft3B2gXjtUJPQGnNyq7SfSw9Kjciu1fbAuZNnypEka8LqPbtqlWKOJFtzaUwE+xJs+DLcmdPpGrXZgsBsHIzknEuzYGOEI1sjHZjil4dYpNYymXewUrK2zwN+jrdFqdYQi+vCNaRKfrUeGRUGvN81hR1XGhTb5zIs6WhfTkhew2KeQi3mmzgHHr10VQoJO/O0/+MA1YZmiEQq1E1bPv5h9HCx4GpGiU77xdQ8JrRyIam4EkcTA6rqFHx6N52n/Bw5m5iLQqXEuSKb6EJDbM0yyLfQXAMnRR4ZxXoEG+fgLc0lUaFRyQ40jKSjniY97WaNF1NzF6CqX693kxZyyvEztpb1Zlj2i9iIy2lnnIoYFbWxOagr1cj8R1BXrwwSoWKkcRjWkkrWlQ4EwFJcySyTa3jICjhdHUhynQ2pCiteKpyEAXLGGN/BRVpMb8NYLNQVjJbe5Cd5d9QiMfrKGrKS5CgkJZiaGVBuaEkLUwkBfu0orVMxUk9KakkVtkb61ChVJBX/dlBLM34bPj4OOm0qlUqn9PnGjVjWrTsh+NFGR2dgaKjHuHFdmDfvK27disfMTI/gYDlGRrok6uTJXxIerlncPn48lEWLthEdnaG1TXx8NnV1CmSy5nFuM3TR/Kt4TLh+/RpOMjnmYgXRRYZcuG+MVKJmTGs9XE3leEirMRCruX79Ol26dPm7D/cfDQOpBCOZRMug2tpQj0+uxXIgRuP/s6pvK7wsTbiRXsjG2wkkVpphoWeFjSSab+2+ZV3JAMrUhkwyucVgI40/hQpQiBt+8mtvxLGs3ttIIhLxbAdtqa+tkT7Pd/Jhe2gK1fUMvkQkYmxLbWluM/5eBAW5ERv7JUeO3MHR0YJhw9rRpcsbWtvIZBLu3EnUalOpoG1bT3766YYQCd6qlSsDBgQhk0l55pmBf9k5/C/AzdyIy7P68uJPZ0hMTmGqrzUBtv/eFKV/GgYNatMkUSSRiAVDy4coK6tmzZojQglWaWkVX3xxnOTkDUyc+IVglhkfn82YMZ1wdLQkO7sYAwMZ7703kbKyKo4caSCKxGJ4oG/OzXQLnf1X1En4slcSyWUGnFDZcem+9vJ1nUrEyVRLTqVpfKuOpVjj5qHrbbV48RA6d/Zl924NwWtqashzz30rvL98+VN88sl0WrRYKviU1dTUsWLFTmxstFdiy8qqm4ws/7fAx8qEpV20S9lf7t4C0fWjXL59meEDlgIgk4gZG+DSRA//Tvyaf9hDlXxjrFjxGitWvPZY9ltS8uuT7p49W3Lq1Jv067eKa9c0ShFDQxkrV05i/fqLhIc3lPM6u+lR8kg4rFis5kyJ9uKkSi3ifKElX0dpT1YPJ1mzpHUW13I0ZSdylYjvYhzo5F9JWLIRcjnY2KhwtZXjYFTHC200BPEz57WVZlUKCZezdEtXfim202nLUBlibqDL/MydO5Dvv48gIUGjrHF1tebsuY9Zu/YYH398qIkr9cdhbdg0ARqWU0pUXhm35w+gx/YLWoENByZ05UJKHutDRGDshBiYZFZJbn4BF/Vc+Y7BUAn+ueE8zW0SrPy5QEs6ZLzNK5YnuF3rIZBEAGkKaz4sHq4xnAaSsSVRYcc15w95Va8H94xaYFOUilyqj6FMRbB1AYsLpmEmquYdy0O4Sos4VhnMlLxnEKNmsulNAmTZbC/XlD1WYMiByg48V7yL1ySDiDPT/P8ty3NpXZFEglNr4p1bA2AgEXNjZh+mHwrhQFyDi/hXw9vx4dUYrXCXZvwxjBnTmYkTu/HTT9cBmDSpG0uWDGXt2mNCwBKAl5e91gIIaNIADx26TUhIAgD5+RLu39ejqkrJ8OEfcepUOEFBbnz55WyBJHqIq1djGD68Hbt3N4QeDRrUupkkasavovmX8RgQFxdHbGwcY4wLSSgxYMyxAGqVmgfA6IwAzo6+j4W+kg56RVy5fJlZs2ZhZfXXm7WqVJqUtbCwFAYODP6vk5vKaus4l5RLkJ05Pta6ksc/CkOZhFV9A1l+Ohw1YCiVEGhnzstnNRGpNzOKCMksYv+ErvT5/iJypQowROo9lBxFBHK1hGq1jGqVTFAWhdR4sMFmCkUSC5K2X2DH6E6svNQwEVCq1ZxLzuOr4e34ISIVRxMD3undihY2Zpyf2ZtPr8ciV6p4vpMvbR0tmzjq/wwqtZr4wgpczQ0xar4xPzY4OFiwYMEA4fWbb45h7NjPUCo1XgrLlz+Fvb0F+/c3PHClUhETJnRj8OA27N59FUtLY2bP7tv8wPwT0d7JkmWeenxz/go+gU/93YfzP4W4OF1Tf4AXXhiKhYWxVgInoBWRC6BUqrh5M14rUQXg1q0EUlI2smPHZVau3Mvzz39LQIAzw4e34+TJMKytNSbxBgYqYrkFkdXa/aqh889tqFWKMdJX4e1YS3xWg9/HBN98Pr7r2mh7EQYGDjz9tBeHDt1GIhHz9NMd2bXrKs7OVpw58ybW1qYYG0/X2s/XX5/jk0+ma0WLg8Ygf8qUHlpm3e7utkyZ0oN33/1rjcT/KRCL/71eRP9EhIamNNl+7Nir3LoVz8iRaxgwIIiZM3tTWFhBTY2cH34Ix9/fk4AAbxIScmjZ0hkrK1P09SVs23aewsIKJBIRs2a1R6ms4bvvGtLSZDI11/VtkT/iPqFERGyJbim3maGKAQNqCAuTkZUlZd9VC2IfBLBzUCxm+kqCrCs5ndYwLhKL1OTYmiBKUqOuVyKJRNBtQEskt8oJD9eoowwMpLz00iTUaimHDt3m6tVYpFIJ48Z1prDQkBdfHIWFhQkKhRK5XMHYsZ9hamrI9u2LmDNn02NTFr3ZO5DD8blNvlenUrP1bpIWSQQaE/g9kQ0JrCogxcwVlakr6kZG+Yn2wdhVmxEp0xill6iNeb1wDIGVMfBISVdMnbbHVanKiK9K+/CLXcPYxri6lHYVdzluqCmNzceMD4qf4m3Lwxys6iAcy47y7gTUJWqMqhvhnKoDcZYNJHGxmT0dh/TiYiN7hxqliveuROuo7LeHpTSTRI8JEomYH39cyurVmiAod3eNgfiPPy7l5Zd3CmFKL788ig0bTlHVKO25RQsnvv32glZ/RUViVq8+xfHjmsWdsLAU5szZRGCgK5GRDQtEXbv6sWnTPMzMDLl0KZpOnXxYs2ban326zXiC8cTOiLKyili69Dvu3Emib99WfPbZDCws/vq6WbVazfZvv8FEoqKLfjEbHjgKJBFAYY2MM2mWjPctoJ9hITdqrdm5cydLliz5y4/1+ee/ZdOm0wB8/PEhvvpq/h9WTZxMyGb47qtCesrsNu58O6rT4zpUlnX1Y4SfI/dzS+nlbsvon7TNVeOLKth4O7GeJNJAIZZxoKIdX5YORF7/dPyweAT24lI+LhlOkcQCgCtpBSw7FS6ohB6isk7JMx28eaaRwTVAFxdr9k3o9l+fU0RuCV2/OU9VnRKJSMT6oW149l/s+fBXo6qqlitXHuDlZc+oUR158GAtZ8/ep3Vrd7p180ehUBIfn83mzSeQyVTMndsRBwcLHBwsWLlywt99+M1oxp8KpbJp/7yUlHx69LCmb99WXLgQhUwm4fnnh+LjY8+ZMxHCdqamhkKp2cOYXYDAQFf09KSsXn1YaI+OzsTBwZKKih8YOPB9tm3TlHAZGMjo08eekJBs9NUqFgRksyWy4ZlZVSumRi5mfe9EoouM6OlUiodZDR/e0U5Wsba25eDBFWRlFXH58gOmTFknGNwfOBBCaOhqLCyMtAbXD8cHU6b00EqKmTy5O88/P4TKyloOH76Nr68jM2f2ZsOGk9jbm5Kb+/uSqprRjN8LpbJpxmPPnmvs3KlJTDt1KpyFCwcSGOjKa6/tFrbx9rbniy9mMWrUGlT1A7JevVry7rvj2b//Ftu3X0QmkzByZAcyM4swNzfCzEyfqqpqeveWc+5cgtCXnYeaZDNtJZCeWIWbXR0xJXpkZTVMGe4XGrMj1o4g31qijS2xtVVSUCDGwEDMwIFuGBtbYGOjIju7AkNDAyZM6Mq1a7FYWBiyeHEH/PwcSUzM4aWXfgQ0E+evvppPXZ2C55/fLuxn/PguzJvXn8GDPxDaLl2KfqzlZ7GFv/0f7+1hy6ZHFMlelsYoHzkIuVJF3SPfpUokwqlDT4hqKPdRi8SYylUYyCup0dPcl1rLYwkwyOY2Dcp2KUpC5dr3vkpDcxLU2up3BRKu1fjqHHdZGdDIUkkqFjF13BjeuhCltV1OuTZ5D5rgGYlIpHWO/tamROWX6ZBmzfjjeEgQPcTo0Z0YPVp7LvXVV/N5/vlvKS2tomNHb95/fxLh4ancvZskbGNpqSIsTFsxnJiYy4ULb7N8+U7u3UumX79ANm2ah7m5EZs3z//zTqoZ/yo8sUTR5MlfcvmyJr40OTmPmpo6tm5dwOHDd5BKxfUrmHqo1WrOn48kK6uYYcPaCs7uCoWSzMwiXF2t/6vVs3PnzhEZFc1E42wMxSrM9HQH4+b6mpuqrUROL/0Czpw5Q//+/WnVSjc16z9BQUEZISEJtGnjgZOTRplUWFjOsWP3cHCwYMCAIMRiMTU1co4evYtcrmDAgGCtwTHAZ5/98oeJovF7b2hF7G4PS+WTga0fqxGtn7UpfvXfl4+VCdcaTU4MpGJ8rU10PlOkMhZIooc4WxVAttJCqy0st4S5bT3Z3Ojhv+gRguhxo/d3FwV/FqVazXPHQ5nbzkvLWLQZfwyRkWn067eK/HyNwejbb49j5coJ+Po2rNBJpRK+/HI21ZXXyM7NpUcPz7/rcJvRjL8cBgZ6Tbbv33+L/ftv8e6743n33fE8++w2Pv/8F+zszJg2rSc3b8Zjbm5E+/ZeHDgQwldfzWfevC1kZxfj7+/EypUTqK6WEx+frdVveHgq4eGpXL0aI7TV1NTh7OzLshfNiYoIp79BKavvavtTlVdLGOFZxHCPIq5kmXEqzRJv+xoSczUqI5FIxOTJ3bl7N4l27TzZu/eGQBIBRESkcutWAh9/PJVZszaiUqmRSMS8885YPvjgAAUF5Ywa1RG5vI6AABeuXHmAg8MCnJ2t+PbbZ9HXl9G//ypBjfi/hLZt23L58mVcXP53ys3+CbCxMaGgQNcv78cfr2u93r37Ku3ba5MEiYm5rF59WCCJAC5ffkBERBobN54S2o4cucPFi+8yY8YG0tIa/I4++mgKKpWay5ejOXv2Pvr6YlxcaqgpF+EkrSbAqor4XGNqpbr3j0tFlnxz2oDiYo3R/fDhbfnyy1l06PA6JSUatY2zsxUhIa/Stu0r5OVp6uIuXYrmhx+eY+vWhjGpUqli69azOuPxfftuYWysnY5YVVWLRAK/wn3/bsQWNE0UmehJebm7P20cLHiluz+f3YhDoVIzwMuOSYGuJBVX8kOjcJMXu/hRVafkmV8aym6nBrnT18OWnxoRRTKxiJ/fe5WakgK2X7pLZmIc97MLuVFggbttJqkyZ0xF1bxqeVwnmQy1GofaXJKNPIQmEWpIzgb7QI10C5CIYP+ymVzMLGXznURM9WSs7NOKDk6WfHglRlgoFYtgUUdvMitqOF9vcGwsk7CwvTfu5kZ8fiMepVqNj5UJK7r709LGjE9vxFJYX67fjD8f06f3Yty4LhQUlOHqakNoaDJz5vRFJIK7d5OxtFQQFFSHhYUn6ekNajZfX0d6927FnTsf/41H34wnHU8kUVRTIxdIooc4dCiEW7fiSUzUyEeDgty4efMDZs/eJKSyWFoac/XqexQWljNp0hdkZRXj6WnHgQPLCQ52Y+3aYxw4EIKPjz0rV07Aw8OOS5ei2bDhJPr6UpYtG0G7enNWpVJFVlY2X2/dgresim4GmjSzib75/BxnI8SDdrYvo59LiXCcw41ziVBY8OEHn7L2i8+ws9MQPaGhyXz66VGqq+UsWjSIAQOCiYvL4pVXdhEXl82oUR1YuXIC585FMmbMp1RXy5FKJWzf/iwdOnjTvftbFNXLREeP7sSuXUvo2vUNoT7V3d0WhUJ74Fv4/6yi/BYq5LpP6HW34riYWkB+ZS1z2nqyvJs/dUoV28NSCMspYaCXPaPr/X2i88s4EZ9NCxszhvk6CIk8D/LLMJJJcH9EHbaqbyC3s4qJzi/DUCph7eDWTAt2Z190BjczNDfGbrI4xhnf4Zvy3lqfbaOfxgOFEwl1DbHb/T3tWD+0LZ2crbibVUxfT1v6edqRVlqFm3mDIdz93FLCckro42GLa337/dxSTiRojn2En8YI9G5WMdvuJWGsJ2VxJx88LIw5l5TLWxeiKKqWM6+dJyU12gkTauBGegG9PXTr9pvx+/Dee/sFkgjgww8PsmjRIOybSAp5OJBqbD4aEZGKubmRzupOM5rxb0F+/m/f73/44TKhocmC0WVeXhlnzkRw7Nhr9O79DnfvJrF161k6dvQmJWUDL774Pdu2nadbtzeZNq0n3bv7Cx4qAIMHt0bcRBS7SqWmrNyDm7djkTu60tWhjBs5DV5Vvs4aFdCbN9zZHffw3qhmxAhfgoMDiY/PZvHib1Gr1bRp40GrVrqkRkpKHj/+eI127bzo0sWXl14awbJlP3DwYIiwzcqVE4iOziAkRLNYkJlZxIwZG+jbt9X/JEkE0L9/f9q0adMcuPEXQ/4rCg1nZyvBxBY0CZxeXvZcuNC4jEzSpJr+wSOBIAA//XRdiyQCCA9PoXNnX8GPrKpKRU2NjM6da7h/15CIQs2CnL29EZaWIorrTYxFqMlHTyCJAI4dC8XKykTLcykzs4hPPz0qkEQPceBAiI5xb3W1HNtHfOukUjF+ftolWdQfATweWVGNvGnSY82AIJafieDtC1EE2plxZ/4AahRKnj8RSouNpzDXl/JcR28MZRLu55by7LF7eFsa8+nAYDLKqkkuqeRcUi73souYEODC5bQCzPSldHOx5pvQZKYHu/P+9KcZsvMyd0WauYtYpWRA+mnWdrlElMIFFWCiaEWFVPM9OBaloEctTxmFcqoqCAPkmBVkkWboy1hnA1IxQiwS4WFuxJtX4unpZkPMc0OorFOy9GQYS0+F0dnZEgOZFNRqjGRSBuy4jKFUwuw2HgTZmZNSUsngnZepU6np6mLFB/2DyKuspcu2c1TWKbE31qe1rQnh+brkZjP+HBga6uHqasOzz37NV1+dATSBDSEhK1m5cgX5+WLat7ejT59W3LgRR3CwG1u3PvOraaePIjw8hTNnImjd2oOBA4P/zFNpxhOGJ5IokkjEiERoSU/lcoVAEgHcv5/G2rW/aEX3FhdX8vnnv3D58gOysjTETnJyHosWbWPMmE6sWLETgOvXYwkJSWTPniUMGPCeEEV46NBtYmO/5Nixe7z22m5KSipwc1ayp1c6SrWIn+KtiSs24vUOaRypckAsAtfKCsYeb4m/RTXL22Vipqcg4Y6aaxmV/Lz3WVatmsSsWX3o1esdKio0yWhHjtzh+vX3mDp1PQkJGqPC6OgMZDIpBw+GCMa7CoWS5ct3MHJkB4EkAjh4MITPP/9Fy8Ss8WDjz8KHl2N4ONxZcSYCBxMDzibl8n39cWy+k8hng1rjb23KqB+vCZLWZ9p78dmg1ozYc5WLKfmIgPntvNjyVHui88tYcy2G0to6VvcPwsvKBGtDGfuiM1lxJoIVXXzY+sWn2ElzGda6kJPVwYwzvs3xqmBq1DJ6GMRTojJinNEdLtb4E1XjiElxPsYKR9aHxDM92J1ZbTx4/3I0k/ffQq5U0d/TjoMTu7HlbhIr6ksvZGIRByd2R6VWM/qn68Kxz2vryfOdfej27XmhDG5nRCpXZ/fjqT3XhFWbFY1KOBqjWUv0eJDzSDqdQqGksLCiSaLo4YNTJBJRWlrFkCEfcPNmPCKRiIULB7Jp07y/4Ij/d9H4+jfjr8N7702kd+93f/V9BwcLohqtegPk5pbyxRfHBPNngNu3E9m06bRQxgwakunzz2dgb2/OnTtJBAS4IBJpJqaNCSQjI33i47PZsycJEHEsx5y5Qdn4W1YTWWhEqVQPN1s5+VVSfoxvTNqKqKrSY8KErrRp87LQGhaWQteuvtjYmAqeSpMmdWPevC1C2dmdO4n07x/YZBLio2mGubmlSP4fhafRY1TN/tMgEomaSaK/AWVlNU22T5zYlfXrT1JdLcfERFO+ZW5uhJ+fI3Fx2fUln1Pp2tWP8+cjhd/89Om9GDWqA1u2nNHqr1+/VmzefFqrzcnJqomgBzXJyRIq5A0kUG5uFePH+xISEoeoto5nW2ayNU2XpK2q0iVdnJ11PTn9/Z2wsTEVylIBliwZire3AyNGfCyQZ4sXD2HQoNZcuhTNqVPhSCRiJkzoyp4913T6/KO4kNb0+Pil0xHCGC4yr4wvbsUjAm7Xzx9KaxV8H57K3LaenKqff4TnlpJ5LYaP+gXxxa14ALIqaogrrCB60WAG77rCd/Vj4s9uxLJ7TBfhswAqsYQoYz9mZXhwV6TxEjKmgraJl8g3cyLD1pdsPJFVKdhk+wPrkjpz30ZTnfAgq5ZPBvoTllPCrvsaRdeZpFzSy6ooqaljb/0iQFppFX08bFnQzospBzS+jZV1SraHpXBgQjch5AXgRkYRl1Py2Xg7UQiYya2spaCy6YTnZvx5iIvLEkgi0Dyv1q8/w4MHUhITZdy6dQKRSMTu3UuYNKn7f9zvjz9e0yrffvnlkaxe3exb1AwNnkii6D+dYDyMy26M0tIqHYn8o1GBADExmWzefEYgiQAqK2v55ptzvPvuPuEPlZIu5WSCJWH5JhxO0hQDf/fAnv5tyimplHAoXqOgiSgwIaHUkGEeRVzL0KyYKBRqXn99D3K5QiCJoEGC+5Akeohjx+6Rm6u9KlNYWEF5E/XFZWW6hnNSqVhLVWTdROnWf4NH18SOxmax/5FVrc13EnE0MdCqe/76XhIuZoZcTNE8rNXA1ntJjGrhxPSDIRTVE2OHY7K4MLMP716MEh54m+8kEqjUx8fDiMm544U+55peop1+KksKpnK5xh+AwYb3OWL/BUMUy/giIhsisvniZjx7x3fVqtk+l5zH5zfi+LSRaWudSs3bFyMxlkm1jv3bsGT0JGItr6TcylrWhcTreCA1BWczXePIZvx+zJzZW0tl2KaNB++/v59z5yJp186TjRvn4uVlz5dfHmf/gXJEIj169CjgwYNT3LypGcyp1Wo2bz7NzJm96dxZt96/GY8HXbp04dSpUwwaNOjvPpT/Kchkkl99z8TEgA8/nMz+/TdZv/6k0N6mjQemprr3qNTUAp22rKxi9u9fzo0bcfTs+bagynFysmT79kUUFVXQvbsfXbq8qfW546nWfNUrnr3xLahUSIjP0kfh6aoVxw1QV6dqcr8VFbUcPvwy339/iZ49W6JWq3VKdk6eDMPMzJDSRkas9vbmdOjgRUxMwzOqRQtn3nprLCdPhv+q4tbEpOkSvmY043FjzZojvPrq0wwcGMybb/4omKs7Olpw6tQb5OeX8uabP7FixU6eeqod/fsH4eFhR3JyLkeO3GHWrN6cPh2Bnp6USZO6k59fzpQpPYTEIy8vOwYNCiY5OY9duxpSkPT0JBgY1OkcT1JSJEFBKnyklTxlVsRxhSMpKXqCx5KpqSHvvjueO3eShMXJwEBXOnf25ZVXRvHpp0dRKlUEB7thY2NKx47edO/egvv308jIKOS11/Zgbm7EmjVTMTLSp7paznvv7Wft2mM4Olpy4MBLVFXJmTFjw2O9zmP9HbmTXabT/ugYLq6wHKVKW8VUIVdwIUXbCLugSs6RR8ID6lRq1t9O0IqVL6tVcDBGd/4hl+pzV+QhvK6UmlBsbEumdUPZYR1SNpf2I8pEu3R3Q0g8meXaxOOPkemIH5k3XUzJbzJ19Exijk7bg4Jy8qu0iSGZSBNE0Izfj+pqOStX7uXChSg6dPDi/fcnYWn5/8/HCgt1FVx5eaUkJzdM5dVqNR9/fOhXiSKFQsnq1Yc5evQuAQHOvPfeJD7++JBW+faXX57g7bfH6ZR8NuN/E08kUaRQKHWM7BQKFZaWxoIs1sHBguXLn+LMmfuEhiYDGiXSs88OoqysWisOePjwdojFIq00FwMDGf7+unLXysparT8UwN1cE46naq+YhCcZolBq35hD801wMdZl4cvLdaNRW7Z0wdTUUIsECghwoV+/QD755IjQNnlyd+bN68e+fbcEUqtNGw9efnkkO3deEZRT5uaGlJZqE0qPElGPG4H25hyLz9aKuTfTl6J65Pqp1ZDaRDzsL3HZAkkEGgLpu7Bk9j1C7GU6+HIUbVPonRXdiK1zREnD5OhUdRDu0kJqZQ0Tn9TSKn4IT9HZd3R+GdWPyKLLahUYSrUnW2o1WBg8EisBBNn9Z7Hfts034seCOXP6YWxswP79N/HxcSAuLltYcTx5MoyJE79g6dJhLF36Xf0nJKxadYEJE3Qfpikp+c1E0Z8Ie3t7Nm3a9Hcfxv8ctm+/2GT78eOvkZ9fynvv7UdfX8qECV0JDU0hKMiVTz+dQVVVLTt3XhGeRd26+bNw4QA2bDiptZAydGhbAH744ZJW6VZWVjHm5kbMmtWHysoajI31tRRKagMxm+47UqlouLceSbamj3MJFzMtAM3i0LRpPfHwsMXW1kyrzNTMzJDu3d8CYOvWs7zyyiidc2zRwpnVq6fy3HPfoFSqMDEx4L33JlJSUkliYi4REakEBrqxYMEAli/fgbOzJUOGtCY/v4zTp7XVoE15yTSjGX8WvvnmPL17B2iNT7OzSzhzJoLNm08L/6WDB28TGOjGhQtRWumemzfPIzu7hFWr9gGacfC6dbORyxW8995+hgz5ECsrE2bM6MXZs/exsjLB3LQYU1k5JdlQUqsZ35iaqrCz0/yv5Qr45LYzMVkS7OxUtG4djLm5KUqliokTv6B7d39eemkExcWVrF9/gp4938bExIBt257BwsKYmTM3Cgr+wYNbM2VKDz7//BcASkoqWbbsB+Lj1zF48AeCUjA7u5gPPjiItbWplh/T48C+mOwm232sTLSSv0b5O1GjUHGrUaqZp4UxfdztiMhtuCdZGsjo42HH0biGfkWAv5VuOrCrmRHDfB04Hq8Zj0vUKhzLMyk0055/1En1UYu01Y5ytRQ9FNQ0Guea6MlwMRORUtJAiruaG2FjpMflRkR7SxtT+rjbsqlR2qMImNHGg92R6ZTWNhCF4wNcKKyu5WxSntAmk0moacKCohn/P154YbvgGRsSkkBKSj579y5j4cKv+fnnG3h42LJ+/RyhBCwuLgtDQz06d/ahVStXoqIaTKsnTuwqlI0+xENBQFxcFnPmbObWrQR69WrJ9u2L+Oab88K94NateMLDU3VKrVUq1WM1i2/Gk40nkijKbHSTbox791azfftFpFIxc+b0w9bWnPPn3+brr8+RmVnE5Mnd6dzZl6AgN5Yv/4GQkER6927JmjXTKCys4PbtRGJjszAwkPHFF7OYPr0Xhw7d4coVjVLh6ac7snjxED777KhWSkVnh3JOp1kib7QCKpOqMTFUUVLZcAO31K9jgFsJR1MaYgjEYjUuLjVMmNBVKJPr3t2fhQsH4uJizbPPfk1xcSXt2nny4YeTcXS0xM3NhosXo+jY0ZulS4ejry/jxo332bPnGg4OFsyf3x8LC2Pu3PmYb7+9QG1tHZ06+fDUU6u1rtfjvhH087DhVmYxlXVKnvJzZFkXP/QlYl45ex/QJC6827sVcqWK6+k3hOryacHuTG/twTehKUKbiZ6UYb4OWmbTAG7mRuhLxdQ0VkbJqlCgTbhIUCFB12dCItJta2lrhpm+lLLaBk3U2AAXDGQSfmhUvrewvRdelibcyLguGHnPaO3Oi1392Pcgg7h6tn+glz1z2npRLlfy9oVIquqUjGnprKOuAtgXnc7stl467c34/Zg4sRsTJ2rS6RwctBMd7txJ5ODBW1ptVVV1eHlp+0NZWBgzaFBzfXYz/n1wdLRosl0qlTBzZgNxZ2SkT2Liek6dCqNv35VUVdUyf35/XFysUKnUXLnygDFjPuPppzuSnl5ATY3mf7Rq1T5++eUuxsa6pVnFxZW8+uouHB0tWbVqIi+/vBOlUoW5uSE+fsXkJGh/Ro2Il9qlU2tvgNjQGTs7bxYu/Bq1Wk337v4MGhRMcXElc+b0ZfHib7U++8MPl3nxxeGsW3cCpVLFwIFBJCTksG/fTQICXJg2rQeTJ/fkqac+Fsqz27XzZMeOxQQELBNIqIiINLp189c5l+aKyWb8lTAy0qeyUrc0LS2tQItwBY2J9aP+nZs2ndZS0SuVKr777iJlZdWCwq6oqIKwsFR+/nkJgwa9T1WVEqnYkOVtM5CI1fyYYU9RjZToaBl+fnVciDHhQXr9mKsUZLIHtGsXxKFDoYBGpV9cXElRUYVA9FRU1PDmmz8xZEgbLbX/qVPhGDyy2KZSqbl6NUbLTgIgLi6b3r0tfsfV+89QUNF06d/YFs6klFaRWFyBu7kRJ+KzsTcx4Jn2XlxJK8DeWB8vC2PMDWQ85efI8fgcPCyMGO7riEQkYlKgK/uiMzDTl/Fmr5a0c7SkrYMFofWl8o4mBvRws+G5jj4ciUpm55ETEHObBcExvCzxJF2hmSuI1UpcC+JRi8RkWTeEcIw3CSFfacqGMk0ojRg1s9q4o1TBqsvRVNUpMdWTMiXQFTWQW1FLbGE5XpbGLOrgTWhOCeMDXDifnIexnpRhPg6svBRNdzdrquuU1ChUtHe0EMbho1s4U1BVS4CtGVsaJW414/ehsVcewIkTYaxcuZcdOy4DEBubxfjxnxMfv46pU9dx5kwEIpGIuXP7cu7cW6xff5KMjEL8/BwpKanC2VlJRkbDdP6ll0YAMH36BkJCNKmG589HMn++JoSiMe7dS2bNmmm8/PJOoW3BggGYmDQvYjdDgyeSKFKpmjaa9PCwE2Kuy8qquHs3icBAV1asGAloHpD37iXh7m7L998vFj4XE5OJgYGM6OjPiY7OwNnZiqoqOYmJuVy+vJK7d5PQ15fi5mbDjRuRtG5dQ3aCCJUCxvvk09qmkpktc/k6SrMCIBOrCHCtwcxIibJSRXqFAaYyBS+1zcDPspp3OqfyY5wt5noKvLwUHPvlLPv2b+fdd8dTXS2ndWsPwsNTGDAgiKysLeTna5zuY2IySU8vYPHiISxePATQkGZFRRV06OBNh/rUrsbn/sYbYwA4fvzen/NlNIK7uRFHp/Skqk6Jub6M+3mlzG/nxWBvB8EQurJOiYmelJD5/fklLpuWNmZ0draisk7BgYnd2HwnERM9jUGgub4eM1u7Cx5HbRws6OtpR61Sxep6zwuxSsl4k9uo9WR8XDJCOJaJJiG0kGVzvcaHuvqf+VCjCLroJ3JA0p5cpSYC1s/ahGB7c/aN78rnN+MpqKplThtPAu3Mae9oSRdna8JyShjkbU8nZyvKauu4PX8Ax+KyaWlrRl8PW1JKqri3YCCXUvMxlknp6mJFeG4Js9t48GwHb2oUSiwN9RCt3KtzzbKbKBFsxn+Pdu28OHEiVHjt4+NAcLA7+/c3PKBFIpg8uQetWrny9dfnsLAw4tVXn/6PJMDNaMaThilTerBq1X6d9p07L2u9rqqq5ZtvzvPWWz8J6tnPP/+FvXuX8eabPxIbqympiI7O4I03xlBdLRfUAJcuRdOvXyBeXvYkJWkmeb16tWThwq2CcW2HDt6kpGxk9epD7Nt3i3v3DHGzqUaEGjUaFqazfRlyEz2sndQMHz6AZ5/9STi+a9dimTy5O889p3kGzp37ldbxa45nJi+/PIqqqlr27r3Bq69q4sRzc0v56KPDGBnpa3n4aQbLR7SUSoCWYuohfH0dfvM6N6MZjwsikYgVK56iX79APD3tSK5PpTI01OPFF4dz4kSYluq8Rw9/bt6Mp7aRGsTU1EAnyKS6Wi709RDx8ZlMGL+KqirNf16hErEhwonJfnkkZmuI3OJiKC8XUVGmzZampdWRlXUPaGg/eTIMW1ttBU1WVjE1NboeRi1bunD48B2t8+7a1Y+nnmrPkSMN7aNGdWD+/P6cOXNf6xz/W/yaLdnq67GsGRDM0y2cmNxIpeVgYsDhSd3o/d1FLtRbJnhbGpPx4nC6fXuBdfWTcydTAxKXDOVmRhFzj9yhQq7AzkiPD/q1QoSIr+8lM2DHZQzE0C4nFKusaCrbtOJZ0SCcRcWMNw5BKlJxPc+JW/6DkCjkuOTHY69XiZ2DiPeKR6FERDf9OCzyM7it8mPFGc13EGhnxuoBwWwIiefNemsFCwMZV2b3JTynmMUnwoTzeaGzL309bHn6p4aSXXtjffaO70qf7y8KC6N6EjF35ven93cXH9OV/9+Ej4+DQKACuLpac+tWgtY2paVVrFlzmDP1/qZqtZpt284zZUoP3n9/EnPnbuaNN34EQCSS4OdXx6hRoxk5shM9erRAqVQJJNFDXL8ey8CBwdyv968CjSL3uecG07WrH6dPh9O6tTtjxnT+s069GU8g/iui6K23XiUsLJTg4NZ88MEaoT0nJ5tFi+ZTU1PDK6+8Qe/efamoKGfhwrkUFxczY8ZsJk6c8of3a2SkW+oD0KHDq5w69QaXLz9gxowNVFTUYGdnztGjr2BpacygQe+TkpKPvr6ML7+cxYwZvRk5cjVn6xUvs2b14dtvn+X11/ewZo0mbrR9ey+hz65d36SiogY9PT229o/HzbCGGaf92RDhjJ5YxcLALJxN5BxKtOJcuKb0aKx3Ptv6x7M33pa3b3mgUosIsq5kz+AYQnJNefGKF9UKMV5ez3PixJtYWhrj4/O8znEOHPjef3ycTZ37zJnr//D1/k9x4EEGL3TxRyIW0XbLGTLKqjGUSvhqRDvGtHRm+O6rXEkrQAQs7ODNpuHteOFEKJP330QNdHO15viUnhyPz+apPdeoqlPiZGrA4YndqKxTsuJMOH2/v4ShVMLKPgGkRd9nf1IRH4lHI6pSMdQwnGD9DMJq3fiuvDtqxLSSZTDYKJJSlRG7yrtwoioYW3EZnUruIDN0IFnuQ8/tF4XjHN1Cc5yLjt8TjnPLU+154UQo4/fe0DlOty+OCcd5fEpPJGIR3utPaJ376BbO9Np+oclr1qs58exPwcaNc5k4cS23byfi6+tYrxZw4dq1OE6fDkcs/j/27js6iqoN4PBvd9PLpjdCgBBqQg+9994FRUAUqSKIVAU/BEQEEUEQkSoCohQp0qT3DqEnQICQhJBKetlstn1/JGxYEoqasCS5zzme48zOzt5Zcndm3rn3fXV8+GEDKlRwp0IFd3FiFIq9ypU98fMrbZCwulQpB2rX9mbdOsNgUVJSep4p1rt3B+iDRE/s2XPZ4IIXsp9cPn68mgsX7uHgYM2SJfs4cSI34HLp0n127rzEkiW5pbtvh1swyj+KM4n2WJhpcVMqGba7Au6lLVCprHjW09OmR4/uyOzZ255a7oBarUGj0eLt7WpQIerJseWXl9DS0gyZTGowDL9lS18Uiiz9hbVMJmHdujF53isIhaFlS1/GjFnDlCl/8PnnPQEdISGx3L8fzZAhy+je3Z8rVx7w8GECzZtXpVQpR0aNas/ChXsAMDc3ZfTojuzff421a4/r9/vJJ504cOAa27fnJnh3csokIxmevi1IU8n4O8zBoE0JCTJc7NTEJedGV8rYKtGYSnmUkJu/q3RpO9q3r8nq1bmf27VrHT76qD1btpzTJ6uuV8+HLl1qcf9+DHv2XEYut2TkyHbMmpUd1O7evS4REfGULu3ImTN32L79Ar171y/QZNaqFyTb2X77EaVsDUdXRKdlMufkbYOR7fcT0/nqxC0ePJVGITI1k82BEcw/c4e0nOONzchi//0YXCzN9NtmauGisx/dPRXsVtUCLSRprYnTyhlse5I/rBoCoDa14JGzDzXiDrJX0UH/OWeUlRjqGUlcam5y8ZuxKWy8dJu/7+VON0vKVLHuWqg+uPXEskv3iUozTE0Rk67kp4v3eXqWX5ZGy7JLISRmFlyQriRatGgwPXt+R1RUIvb21ixbNoxTp25z/HiQfhu53JLMfL7n+/dj8PFxN5hKrtNJSEqS0rlzLSZOXM+9e9H06lWPunXLc+lS7sivxo0rM3duf65fD+P+/Risrc356achWFmZ07RpFZo2rVKoxy0UTf86UHT9+lUyMjLYtWs/kyaN48qVAGrX9gdg8eIFfP75NHx9/Rg48G1atGjF+vVr6dWrDz17vkWvXl3o1asPZmb/LinkoUP533QHBITw/fe7+fXXY/rk0LGxyYwfvxZPT0dCc34clUoV48evIz1dqQ++APz66zGaNq3C3Lk7XrjPrCwJSwI8cLNSEZGW/aQlSytl7W03xteKICAuNz/N1vsu1HNLY1VQ7lPIG/HWrAx0Z+s9ZxQ5eRkSEjL+YTsrv7SdTx/748d5cwAVtOQsLZMPXcdUKiUiZ2ixQq3hk7+v8ihFwcmcsqw6spNQ1y3loH/yAnDmYTyLz9/lh/N3ych5+hyZmslPl+5jKpXqE/Qp1BoWnL1LJ7mMJBuXnH1K+VtRk5aWd9ivqK7fZ6CqNO0JZGu6P5lk/73FaeVYmLlhZmJL5FP7/GftDOaH8/cM2vkqx/6sNZfu0bRswQeL/kkQd+PGDSxa9D1ubu7Uru3P9OmzCrw9r5u3tysXLswhNVWBjY2FPgH+/v1fMGDAUBISYhg0SASHhJLl/Plv+PDDpRw4cINq1bxYsuRDKlb0YPfuyxw+fENf+W/gwGbMn7/L4L0tW/qxY8dFg4TQvr6lCQ9/TEREvH6dm5sdFhamNG5cGTs7K1avPsKz8gvU3MywoWWNdLadkXMuNvt3PeGWihMngrC0NNNX+5RIJPTqVR/IHj3r5GRD9+51sbGxoFev+jg52VC27CgiIxOpWtWT5s2rGnyOhYUpI0e2Z8OGU/opMPb21gwf3hYHB2umTv0DhSKLJk0q89lnPZk7dwC7dgXw4EEs773XHEdHMeJQeD2eBDlTUxVMm7aRW7cW0q7d1/oS90FBEXzzzbuEhz9m2bKD7NlzGQsLU1atGklGhpJffjlK//6Lkcst6d+/ASqVAjs7LatX/UFUdDIeHpCVKcHXJYNJtR9yPFjO91dygw313VKwkOmISMsNlJia6mhZPY0Tl62IyTDD0VxFd+94ZBIdGzNdickww9Jci073mN27j+BV2gwzc2u8vJwICgqnadMvqVOnPE2bVqZ8eTe2b79As2YzAGjYsCK//z6WmjUn6UdKyWRS9u2bSvfugKnfWAABAABJREFU8/S/AQUZJAKweH6efyo62eD2TC5JCeCWz9Qc83yGJinVGmKemSJ481EcpCWDhb1+nUpqxk3KGWwXq5FzLtPHYJ1OIuWhhWeez7mryjvS8dC5i+DobbBOodZgKjUcESaTSihjlzcgX93Njk1P5cMBqO/pwLIAKOA0USVK/foVCAv7idu3I/HxccPKypwWLXx5+DBen6No8eLBOYGc/fqHNlZW5nTqVJvMzKw8D3I0Gnj33SX6CsCrVh1h6NDWmJub6nMUrVw5gjJlnAkOXkRQUARlyjgjl+f9dxeEp/3rQNHFixdo3rwlAM2btyQg4KI+UBQUFMjs2fOQSCTY2NiQlpbKpUsXmDv3e2QyGX5+1bh37y6+vn559nv69ElOnz4JQGpq/lVHRo7887ntuncvKs8czJCQWP3TiycyMpT5XqxevRr6SvsMTzUnS2v4Y6tQy7ibnLdCTFBC3o4YlmJOrMIwUPbP2hmWZ92rHnthCklMx+yZk2WyUsXtx3n/La8+U9IcsqtKPJ3A+kX7TDWzBgwDYEFZpfK2Se1MktbaYF2C1A65ubVBqbZkpYo7+VS6ya+ddx6nvXI789vnE5tvPWL1c1/9d/5pEBfg44/HMnDg+wXcEuN7UrEpK0vNkiX7uHjxHhERKuzswNy8+Ja5FoT8WFtbsGnT+DzrDx2aRnBwJFZW5pQunZ0XY8mSD5k+fQsKRRajRrXn/fdbYG1tzogRK0hMTKdWrXLMmdOf6OgkunadS1xcClZW5nTsWAt39+FkZCjp06chn33Wgy1bzukDTN26+dO7dwN++mm/QRuUcjOU2izCYw3Pi4cP3+TQoWnMmbOd5GQFAwc2o3lzX7RaLa1azeTy5exiFSYmMkaMaMt77y3RF3G4desR7u729O5dnx07LuLqasfixYOpUaMsFy7MYfnyg/rgmKenI59+2oUPP2xFYmI6Zcu66NvQvXvdgvtHEIR/QavVsXfvFX2Q6Int2y8YjBrIzFTxyy/7sLDIvZ5NSVGwadM5WrfOZO9ec9LTpYAJUomOX9oFYyHV8s3x0iRlmtCpbAIZaikV7DKp5pTOwzRzAhJsSM+UIZPp8PJSk5whY3e3m8RmmDHuZHmWXM8OXHhYKdnRJZAFVzw5EWGf0yIN1as+5tKlJNLSsq+PLl8OIT09jjZtKhiMojh37i7Tp282mE6XXQX4sD5IVBjCUvIfIVPJyYYqTra42lhQ082OazHJyCQShtT2pm15V3beiSQq58Fs0zLOvO1Xmh13HukTSXvYWNC1UimOhcZx6KmpfnaPbuFpkcopi9yHVVVMI/E3D+OOKvca1l6aTmvLWxzPzB3pIdWq8Uu9xW15FX1aBYABtue4luWlv9aVoWGw7UmWZ9oSb+Gcs05HS1dL6pdyZOy+q/qcoCP9y9OyrAv778VwIzYZCTCkjjdeckvaerty6EEsEuAdPy8y1Vrer1mONfncKwmvztTUhOrVy+iXrazMWbduNOvWjTbYbvv2ifz0035MTKSYmMjo0mUOLVr40qFDzaeSWOtwd9cQGJhk8N5r18K4cGFOns+WSqVUq1Ymz3pByM+/DhSlpCTj7Z0dqZbL5dy5k5tAT6PR6J/g29rKSUpKIjk5GVtbW/32yclJ+e63SZNmNGnSDICjRw/mu41CsRmJ5O18X3v33aakpSkN8pP07dsQT09HLj6V3b9GjbIMHdqaNWuO6isoWFmZM2ZMRzZtOmOQqyC/fbYok0J5GwXXH+c+XazikEG/io/5856LvrSvpYmG96vGsCfUkfjM3Clz3csnkKGW6au6FFY789tnYerrWxpTqZSv4nJP/o1KO/F+rXKsu54b3LI1M+GT+hVYdy3MoLrCwBplCU/JMKjO8Lx9jm5aiT0bz+rX2Ugy+cD2NNvS/UnV5QbsellfIUrtwAVlbtJoj8Qw2vu3YWlgrME+B9Usp8+JpG9ng7ztfK9mWR6mvlo7n93n01L/1zff9f/FPw3iAqxYsZTNm/9g4sTP9e8tToYPX24w9L5CBZN/PaJREIqjSpUMg+wff9yRjz/uiE6n05/P+/ZtRLdu/sTGplCmTPbNR5kyzoSHL+X69XCkUgn16k3R72Pz5rM0bFiR4OBF7Nx5CQ8PBzp2rIVMJmX27H58++1f6HTQunUVbty4QJjWFCdrNfHpuZcmVauWpnHjyjRpUoWZM7dw8uQt/vzzHBMndtMHiSA7n9BPP+3PcyN9+3YkkZHLyczMwszMBKk0+2a1cuVSLFiQNzgul1uJp6zCG8fa2pyePevxxRcbyXiqVLlEkpFndMGdO/fJTuWZO1RGo5FQJ/kxB9Nzy6lrdRI23XHh2CM7/ej220lW/NTyHutvu7I6ZyS8pZmWunWVhISYEBJiSgimXAqszsc1oghOyu0rURnmHI6w50SkvUF7UiM0pKUZnm/DQpM5ceI8YLj+ypUrPKt27bLs2nUp36k4BeF5Iaj4DCVTj9wEoHFpRy4Pb8v0Y4GsuBzCissh+DrL+bKFLyGJaSy9eJ/GvxylnJ0V05pXJVOtZUvgQ2otP4iNRoFHcgxqc0vczVLI8HDksdSermZXiVA74CJLRS5VoEZKA/P7XFB64yFLpqH5fW5meVI5LZhQs9KYqZXYKhK5YleLofLjXFaWQ6EzxcskgbWpjWlnGYgGKZk6U5RaUxZJ3sFZmko9XQDJKfBA5czQg4BEQqvSDnTx9eJOXCqLzt9jwbm7lJFbsuOdxjxMVvDp/qusuvwACTC3TXUalnak16YzbHxmhJFQuHr0qEePHvXo1Okbdu0KALIDQAMHNmPlyhEcPRrIqVPHsLbWGVT+huxpnYLwX/3rQJFcbqcf8ZOamoqdnZ3+NZks9+SUlpb9mp1d9vYWFhakpqYil9vl2ed/tX79aHr1qk/Llr7MmLGFy5cf0LZtdaZM6YWJiRRTUxk7dlykcuVSTJ/eF09PR/76azI//bQfS0szJk/uTqVKpTh6dDpff72VuLhUPvighcE+L1y4S1LSbapVVTJQHo2pVMeBcHvK22UytmYk7tYqVrS+y/rbrljIdIyoFkV5OyW/d7jNkuulSMg04a0K8XQom0QDt1QGX6xKZKoVI0f25osv3iqwduZ37OPHrzP4vqpV83jON/lyv3Wpz8A9hpn7Z7euxuQmlZEgwdJUxt67Ufi5yJnR0g83Gwu2vt2I5QEhyM1N+bxJFSo42XLsg5Z8c/IWSZkqhtXxpkMFd+p4ODDjWCA3YpPpWMH9hfsc76llfVA0lR0Smex6iHJm8Wx0X8ZPya1J0VrSz+Y8LSyDqWb2iB+S2nFL6UHWwwQ62uv4plczvNyDX95Ox//ezq1vN+Kz7We599R1jty0cMrn/NMgbqdOXXj77XdJSEjg7bd7cvDgcYM+/MSrjPZ7E2Vlqdmw4ZTBuocPTfI9RkEQDEmeKfNlYWGmDxI9va5+/Qps2XKWZ127FkZKioKffz6gL0v/7rtNmTq1N1Om9GLatI3Mnr0dMCUkxJRW5ZI5o5ajVEooV86FJUs+JDg4kqlT/9DfEB88eB0fH7c8n2VnZ0XjxpU5c+aOfl2nTrX0bRSEouTttxtx9Woo9vbW2NiY0KnTNMqVkxAcrEOtlmBvr8VU9oDSrjIiYrMfRErQMdYvgoRUGT8k5k4j87RW0sQ1GfAy+IwMtVQfJHpiU7Az56JzUygosqRERspISMjdLkFpytGIfK7jdWBjqiFNlbutu7UKa1MtgQm5I7tbeyQxpUo4He5UJyNnWxOpjupuESQlWBMRmX17YmenZdvW7dSoYU94eCZJSZm0bVuD3bsD/uG3+c/FK3Iv2M5EJHD4QYxByfugxynEpmey8vID0nPSEIQmZ3A9JpmoVAWhOaMo02SWODpasch1C2/HfgxaQAt31O6sdlnDJ48HkKbLnspmLVFy2GMeY+MHsi0jZySjDfjfO8oDt6pEOmU/8LyTUpGvHbcRqnZiVUoLfZtaWwZRzzyUb5M6A5CuMSdWIufbslv4JH6AfrujEYlUN1ey5oECTc7vaniKgm23H3E6/LF+nQ5YeC6Yvr5eIjeRkWRlqZ8aPZRtz57L+PuX5/ffTwEmhIebMHhwPY4cCSQ8/DGdO9fm66/7GafBQrEiiY1N+VczTa9fv8ratWv4/vtFTJ48jn79BlCnTvaP2tSpk+jVqw++vtUYMKAvO3bs5eefl+Dm5kaPHr3p1asLW7b89dKpH506teLSpUsv3MYYVqxYwe5duxhndx9vU8XL3/AcFzPtWJfmxciRI+nSpUsBtrDkUCqVjBn9McrUSD5vcwdL0/wr4gHodLDmvBfXoxxY+MMP+mDKm6pWrTocPHj85Rs+Y/XqFTg7O9OjR292795JVNQjhg37CICePTuzY8deAN577x2WLl2JrW3uBeGwYR8wa9Yc3N1fHER8U/tmfrRaLe7uww1G39naajl7diZ+fnmnvwrCy/zbvvk6GLNvxsQkUa7cxwZP/keP7siSJfv0y1KphDt3FlGhQvZoBXv7DwzyHlmaamncTEWWqiaBgRG0bOlLjx71eP/9nww+q3//pqSlZeqrItnbW3P69CzkcksmTFjHlSvZlUPnzRsoSv2WIEWxbz5vhDzA8eMz6PfOt0RF515r9qiZQGVbBSsvuZKYaYqDmYpeFeLR6rLTGpyJtsPdMouaLuncSrTCwVyFo7kaO3MNsRmmHM0Zye5ulcW3TUJ4/6BhEtu+FeLYcs/FYJ2bm4aYGMOAUm+fOM5Fy4lMz76Wl5upmdfkAVfibFgV6I5GJ8HWVM1g32gUahkXY2y5n2xBDed0UrJMuJVgSTWndLxss5BKdCRkmnA+Wk4ZWyUDfWPRmEr5/lwpMrKyP9fKSku3rrbs2avR5+J8lk63+bnf5fPkV5E2PxMbVWL+2WCDdR/UKsuvz6SCqOpsS2hSOoqnkl1L0DJWfogfUtobbNvKMoijCl+DdYNtT7ImtZnBOqeUKOLlhtdltczCiNbYEa2xN/ic5hbBBtPVAPrbnOX3tEYG66plRnHTwnCfrcq5cD0mmfinpvpZmEh5r0ZZVj41gvN5dNOfP0r+v/TN5+Xd/P339SxYMI969Rrw88+rAP5x8aSicD3r4zNGX0kUoFGjSoSExBATk6xf5+BgTXz8L2RlqTE3z7/okyDk50V98zlFIV+uRo1aWFiY061bB6RSKXXq1GXKlIkAjB79KXPmzKJPn+6MHTsBgIEDB7F162a6detA//7vFen8IAMHDsTZyZG16WVJ1/67UQmxGjM2Z5SmcqVKdOzYsYBbWHKYm5szfsJEkhQmbLxcCt0Lwp7nQh248siOAQMHvvFBov+iXr36nDiR3eFPnDiKv389/Wu+vn5cvHie9PR0UlNTsbWVk5qaHUBRKBSEhNzHyck53/0WVVKplHnzBiLLyR8lk0GVKir9FBRBEAqGm5s9O3d+RoMGFalY0YNvvx1gUEUMsnOtnDp1W79saWk40kcihcAga06evE1CQhrbtl1g06YzyOWG+f+6dq3D9u0T2bt3CqtXjyQ4eBG+vqUpXdqJTZvGERy8iKVLh4ogkVCkrV9/wiBIBHAtwpqNN51JzElnkJhlyvFHdtibazj6yAGlRkpYmgWHHtqzqPk9bsRbsy/ckU13XTgfY8vyVsF81SCUBm4prL3lTnfvx5jLsvtpK88k+leKwVue+5kyqY7y5VXY2OT2ZTOplk5lE1nX7g6f+T9kTI1HeMsVjDxakeU3PajtksrqNsH4OaWz+FppVgZ6cCvRirXtgklSmnAj3hq1TsrVx7akqWQ4W6g5GWlPllbKvWRLFl725OZjK32QCCAjQ0pQkOq5QaKCZmWa+9lVnGwZWqc8zla5v1dSCQyv44O/h2FluF5VPGleSm6wrrlFMFXNDatGApQ3icuzzlWWkmedmToTqVZjsM5Rlk4pkyTDddJ0/M1DDdaZS1S8ZR2ACU+9X6elcnoEVZ1tDbbtV60Mw/3LG6wbXMubvr6lsTAxzjXT03k3s7JUXLmSO5qsQ4fObN68w2D7J8WTdu7cx4YN68jKKrz8Vq/LypUjcHHJ/pvy8nLixx8/zLONTpc9AlgEiYSC9K+nngEGUV2AOXPmA1CqlCfbtu02eM3WVs6GDa8WtX/TWVlZ8fnUL/hs8mR+SSvDKNsHyP7BLKIMrZSVqeUwtbJh8mefiSkw/1GVKlUYOPA91q1bR2XXdBp7J+bZJirFnC3XPalZozq9e/c2Qitfn6eDuH5+1fRB3Dlz5jN69KeMHj0ChULB5MlTAVi27CeOHDmETqflk0/GYWpa/E4yH3zQktatqzFr1p9s23aM0FATrl+PoGrVqi9/syAIr6xduxq0a1dDv/zrr8f4+ecDBtt4eDjw66/H8Pcvz/Tpffjoo1X618pXVHPzpuENyalTt9m//wumT99CXFwKgwe35N13mwLQqVPtwjsYQTAyf38f1q07YVCURGttRsQzNU5CUizYEWn4kCdDLWPNbXeDqWUZahnBSVasCXIjQZl7rv+51V2SlSbMvuhFr73V8LLJZKhfFFkaKUdj7Dl71gJrKy01vBXYmahJT4JhRyphItEyvHo05WyVXHucG3S4FCvndmIy56Jzp6cpNVJWBbkZTEEDOBcjJzjDMC9YstKEy+mGwRaADwa/w4QJ61/+xf0DbkBMPuubeDlRr5QjcRlKdt6JpMpP+6jlZk/HCu4oVBoSFVl033iKKs629K7iycOUDNxtLDj0IAY7c3Nae9px+WEMJqnx3Eq1ZU5KG+qY3+WGzhsJ0M7qJmVM4qlqGsmtnCTWVUwj8ZAl0cPqMn9l1AHAUqvALT0KC62SB87ZI4XkEgUNzEPI0JlxX+VKstYKc4mKdpaBJGqtaGlxizOZFXGRpVBBFs346D54KiJI1WQHziu42HPVpwX2pjJ6Vi6FUqPFwcKUqYdvkKnW0LWiB67W5pjIpGy6Gc7Pl+5Ty82eluVcMJVJ+O5McD7fWOF4Ud5NJycn0tPTDLZ/1eJJRUnr1tWIiFhGaGgsPj7uyGRSJk/uwYQJuSlFJk3qZsQWCsXVfwoUlWSVKlVi9Jgx/PDDD2xM86S/zSMkrxAsUuskrE4rS5zOgllTv8DVteBLo5dEb731FteuXeXPa1DBOR1X29wnCGqthLUXymBpZcOEiZNKRGDunwRxJ02awqRJUyjuTp26zapVT0p1yxg6dB0dOzbBLp+ysIIgFIxBg5pz5coDVqw4hLW1Bb1716dLlzn6kUYLFgzi6tV5bNp0ki1btmFtraN0aRsiInIv/v39y9OwYSX27//CWIchCIVGp8u/QMugQc0ZOrQ1GRlKPvtsA2q1hrJlXdi/fypTpvzG9u25Iyt8fe2xtlITGpubzFYm03HLLG8eoStptgZBIoAD4Q4cjbAnVZV9W/AwzYLQFAssZFoeJmbPAEjPkPI4Vkqnykl8ezc715FaJ2Xp9VIMqpI31PJs8AfghsoOOzstycm5wWC5Izi52vAoIfe6zc7OgrVrJ9Ov3wp9ye9q1bwYNaoDWVkaZs7ckie59ahRTfN83qsY3LgSc/MJfBwMiaV7pVIsDwjRT8W6GpNENTc5VqYmbL31CIBT4fHUcLPjy+a+9HkqT5uduSlnPu5OneUHUeYUownVQaN7h1C4u7GHWuzJqIUpKqba7yILExYlteXT+AFI0DJSfoTSJgksSWrDVa/GALS2COJt24v8mNSaOUldAfCQJvC9yx/8ltqYjekN9Z//oWIn57IqctzOFySAFVSz1DDIvyKTT4VAZgYkZXAnPo2d/ZrQel3u1JPdd6NY36s+o/ZcJjUnSHk1Jok6HvYEJxgGZgrbi/Ju5udViicVxZybZmYmBkUnxo/vSp063owY8T8cHLRMnVq8H4ILxiECRf9BmzZtiIqKYtOmTTjJsuholXcI6dN0OvgjrRTBWdaMGzeW6tWrv6aWFn9SqZTx4ycw6qORbLhcmrHNQ5DmBO4O3HbmUbI506aNw8HB4cU7EoqtXbsM56CnpSk5cSKIbt1E6WtBKCxSqZRFiwazYMH7SKUSatSYaDAdbcaMLdSt68MPP+xHoTDl3j3w97fFzs6BwMCH1K3rw/Llw414BIJQ+HS6zfTqNZcLF+4QGLgEjUaLk1P2ze748V15990mhIXFUbeuDyYmMtau/YSyZTdx6tQdGjWqyKxZ/TA3N+Gjj1axceNp3N3tGDu2OWXKWPLZZ3u5dy97pLWLMyhdzeGu4eeHYUWS0vCWICTZArXO8AloZLo5txLzBoBSzU0xkepQa7O3l8l0pJayxvmxhsePc5JVm0joP7ARnp6urFhxmdu3Y2jSpDLr1o3G0dGW4cOXs23bBXx83PjppyG0aOHHzZuV2bLlLFZW5vTp0xALCzM+/7wno0a1Jz1dyXvvLeTWrUc8erT6X3/379Yom2+gCOBiVKJBvh6Aq9FJJD0TpLoek8zmZyqCJStVLL10Xx8kekJarQnXFLlTYlWYsjWuOhpzM1RkB/B0SPk9rSFvWQUQrc29bj2S6Ut9iwcEqnKTkkdpHTmrKM+xTMMR0jvUDci0NbzmvamQce6x0mBdWpY6T9sBDofE6INET9yITSY0KSPPtpAdiyoMLyqelJ9XKZ70KhW2i4KWLf2oVEn98g0F4V8SgaL/aMCAAcTExLDn2DHcZEpqm+edW/zEQYUzF5QO9O/fn9atW7/GVpYMjo6OfDhkKD/++CNXIuT4e6WQmGHCoWA3mjVrSv369Y3dRMGIqlYtbbAskUioUsXTSK0RhJLlSY6w1FTD/CIKRRbz5+9C8dTNWEBAFA8eLMHV1Q4rq6Kbz1AQ/ont2z9/7mseHg54PJULx9bWkoULP8iz3Zo1o1izZpTBul69unP69B0kEmjcuDIKhYIRI5bx22/nAPD0tKZuazdC4qNISsod6ePmpsFKoyY8NTeoUV6uoJ5XGjsfOOnXyWQ60t2s6OZtS2iYGba2NgwY0IDmzavj5OTC/v2BPHqUwFtvNdQnsR8z5v08bf/997F51jk52TJyZPs86+VyK+RyKw4d+up5X9krq+Fmj7OlKY8Veat6vVvNizMP47n31Cia9uXduZ+YRkRKbh6n8g7WVHOVsznI8P31PR356eJ9g3UdGtbl9LFAg3WPlVZkaK3gqZ+7dK058VrDaXoA8Zq8646FuIGLNjvJW45a1XxR6SScDH+sX1fGzoraHvZsu/1Iv04qgW6VS7EsIMRgn90qleJYWJxBYKhTBQ8iUxWsupI3sfXyrnXyrCsI9erVZ+3aNfTo0ZsTJ47Sr9+AF25ft259Tp48Ro8evbl58wYVKlQslHYJQkkgAkX/kUQi4ZNPPiE6Korf7oK77C4eJso8293KsmF3hjvNmzenXz9RsrCwtGnThp1/7WDf7SzqlE7hcLALWqS8//4Hxm6aYGSfftqZkydvcejQDaRSHRMndqJixRdXdxMEoWB99FE7Pv/8d/3yBx+05OHD+DzbZWaqRJBIEAqARCKhadPcKlhWVlasXz+emTNjSEhIw9+/PBKJhKlfxDJ+/BquXw+jbFkzXF1iSUhMxTtLxeNYCRXtM/Gtrua8pSt1/bVEx1jj5ubAZ591p0ePppiZmeX7+QMHNn9dh/qvBY/pzLj9VznzMB6tTouDpTmj6vrQsYIHO/tZM27/VW49TqVbJQ++bl2NuAwlcRlKzjyMp6KjDet61cfXRc6R0DiOhcZhKpUwpWlVBtUsx/mIBJYF3Eerg/Y+bkxsXJlLUYnsvJOb3Hr+O+04diOYteG5wacqGfdoZXWN3dRCm1N7yMsknmG2x9iaWocEsnM4mWhVDKzszm0HRzaFJAFgLpMyrWU17MxN6bHxNA9TFDhamrG8qz/NyjhzKTL7823NTZjbpgadK3qwoqs/X50IIlOtYWyDivT2LU0VFzmTDl4jOD6NXlU8+aJ5VdRaLXJzUw6GxGAuk1LRyYZ3q5WhW+XcaVEF6UV5Nw8c+JvFixcSGvqAwYMHsmbNbwwcOIiRI4ewatVyBg0aXKSLJwmCsUliY1NeUCfKuIpCycInEhIS+GTMaKwy4plkdxdTSe7XmqqV8U1yZZxKlWH+goVYWIgqLIXpyJEjLFy4kJFNQvn1QlkaNmnFhAkTjN2sf6wolvktCgYMGEZ8fDQrVy7Fy8vr5W8QhGcURpnf6OgoRo0aRmZmJp999gUtWrRi48YNLFr0PW5u7tSu7c/06bNeuv+i0De3bj3H4cM3qVPHmw8+aMn+/dfo3v1btDlTNJo0qcCpU98YuZVCUSTOmwVHo9Fw/vx51v66hsioaACsLC0YMPA92rdvL65lgQyVGitTw2fuDxLTkZub4PRUoDsyVYFCpcHH0QYApVrDr1dDuROfSvfKpWhZzhWdTsfaa2HsD36EaXwEmSd2oEhLo3RlCx67e+MkS6O3yTm2XXDhfrodaRXrUcmvOlM6NaKKS/b0qqMPYgmOT6VjBXfK2mePPFJrtdxLSKOcvTUWJrk5OpMys7A0kWFu8nrydr6pfbOo9ctndeuWncR6165dRm6JUFS9qG+KEUUFxNHRkU/HjWfmzJkcVDjT+al8RdvSPVBgwqTPPhcn1tegcePG/LTkR369UIZMlURM8xMM2NhISUnJfsoqCK/T02V+J00ax5UrAfrqLYsXL+Dzz6fh6+vHwIFv06JFKwA+/ngsAwfmnaZRlL31VkPeeis36WqXLnU4fXoWAwZ8hrW1jvXrRxqxdUJJ9U+CuGlpqYwcOYTExEQGDRrMO+/0N2LLC4dMJqNx48b4+fkxcOBAAL743zRq1KjxkneWHM8GiQC8HfJODStla2mwbG4iY0RdH4N1EomED2qV44Na5QDIeL8b69evZ/fu3fhnnKV7tRgWHq+AUmvFjAljady4cZ7rmFberrTyNiySYyKVUsU5bwU5e4v8R4AJgiA8IX35JsKrqlu3Lk2bNuVwphsp2uyTR7jKgktKe956qw9ly5Y1cgtLBgsLC4YNH0GDxq3o3r27uKgR8iUCRcLrll+Z3yeCggKpV68+NjY22NjYkJaWnbxzxYqldO/ekRMnjhmhxa9Pw4aV8PVVU7asBmdnUXRAeL2eDuJmZam4ciW3otiTIO7mzTtYuPA7ANavX0uvXn3YuXMfGzasIysr63m7LvLs7Oxo1aoVbq6uogjLa2RlZcWIESN49913CXhoz7eHfchQWzD323k0adJEXMMIglDoxIiiAvbee+9x+vRpDmU409Eqlv0KV2ysrXjrrbeM3bQSpWPHjnTs2NHYzRDeQDrdGzvbVijmXlTmV6PR6C/8bW3lJCUl0alTF95++10SEhJ4++2eHDx4HJks7zSBoljq90XEyFvhdcsviPtktF9QUCCzZ89DIpHog7iXLl1g7tzvkclk+PlV4969u/j6+hnxCArXuHHj0Gq1IjhhBH379uWvHTvIUCjo2bML5cuXN3aTBEEoIUSgqICVKlWKBvXrc/T8eY5mOgPQu2tHrKzylhMVBOH1q1atGlFRUSLBofDavajM79MBoLS07NdsbbOnCzg7O+PjU4G4uFjc3fMmYC8upX6rV6/OjRs3MDERlybC6/VPg7jJycnY2trqt09OTsp3v8UliCuRSPINUguFz9TUFF8/Py5dukSdOoVTWUwouszNzVGp8lbsE4SCIK7GCsHwESOonjPdSSaT0aJFCyO3SBCEJz788EPq16+Ps7OzsZsilDAvKvPr6+vHxYvn8fWtRmpqKra2clJTU7C1laNQKAgJuY+TU/H+m50wYQKhoaFi1ILw2v3TIK6dXfb2FhYWpKamIpfb5dknFJ8grmBco0aN4tq1ayKVgpDHd999h1arNXYzhGLqX+coSktLZeDAt+nSpR2bNv2e5/WTJ4/TqVMbevXqQmTkIwDGjBlJx46t6NmzM1u3bv73rX7Dubi40L17d7p3706XLl2wsbExdpMEQchhY2NDw4YNX76hIBSwp8v8SqVSfZlfgNGjP2XOnFn06dOdsWOzqzQuW/ZTznm0M598Mg5TU1NjNr/QOTk54e/vb+xmCCVQvXr1OXEiu+rLiRNH8fevp3/tSRA3PT1dH8StW7c+J08eQ6PRcPPmDSpUqGichgslgouLC23bthWjuoQ8vL298fHxefmGgvAv/OsRRU8S+fXs+Ra9enWhV68+mJnlZtBfsGAeW7bs4M6d2yxa9D3ffrsAgKVLV1G+vPiDFgRBEEqep6spAcyZMx+AUqU82bZtt8FrkyZNYdKkKa+tbYJQUj0dxPXzq6YP4s6ZM5/Roz9l9OgRKBQKJk+eCsDAgYMYOXIIq1YtZ9CgwWIqsyAIglDs/OtA0YsS+WVkZGBhYYGNjS3+/vX4+usZQPYc59GjR+Do6MicOfPx8iqTZ7/FZT63IAiCIAiCUDT8kyCura2cDRu2vLa2CYIgCMLr9q8DRS9K5JecnKR/DbITAQLMnDkbBwdHzp07y/TpX/DLL+vz7FfM5xYEQRAEQRAEQRAEQTCOlwaKYmJiGDFisME6V1fXFybys7OzNxgNJJVmp0JycHAEoGHDRnz99fQCOQBBEARBEARBEARBEAShYLw0UOTm5saOHXvzrP/55yWcPHmMHj1650nkZ2VlRWZmJmlpaQQH36ZSpcoA+gou9+7dNago8TwPHjygVq2iWwoyLS0VGxvbl28oFIqi/v0/fBhm7CY8l+ibwn9R1L9/0TcLT1H/2yjqivr3L/pm4SnqfxtFXVH//t/UvlnU+yUU/b+Noq6of/8v6puS2NgU3b/ZaWpqCiNHDiExMZFBgwbTr98Abty4zvXrVxkwYBDHjx9l7tyvsbCw4Mcfl1G6tBcDB75NUlISEomEefMWUrWq778+qKJg3rxv9IkPhddPfP/C84i/DeMS37/wPOJvw7jE9y88j/jbMC7x/QvPI/42jKs4f///OkdRfon8qlevQfXqNQBo0aIVLVq0Mnj9t982/9uPEwRBEARBEARBEARBEAqZ1NgNEARBEARBEARBEARBEN4MIlBUiJ5UbxOMQ3z/wvOIvw3jEt+/8Dzib8O4xPcvPI/42zAu8f0LzyP+NoyrOH///zpHkSAIgiAIgiAIgiAIglC8iBFFgiAIgiAIgiAIgiAIAiACRa/N6dMnmTPnK2M3o0jS6XT079+H7t07otFo/vP+Nm7cwG+/rS2AlglFneiX/43om0JhEX3zvxF9Uygsom/+N6JvCoVF9M3/RvTNvESgSHjjxcREY2Njw86d+5DJZMZujiAIOUTfFIQ3k+ibgvBmEn1TEN5Mom/mZWLsBhRVp0+fZPnypYCOhIQEPvhgCH/88Rvm5uZ8//1iRo0ahkqlwtfXj3nzFhq897ff1rJp0+8AzJ79LTVq1Hr9B1CEzJw5jVOnTvLppx+jUGQQFxeHk5MzS5euZOvWzRw7dpiUlBRkMhmtW7dj+/Y/8fGpwMKFS7hx4zr/+99nZGUp6dChM59+OtFg3/Pnz+XUqRNIpVJ++OEnypQpa6SjFAqC6Jevl+ibwqsSffP1En1TeFWib75eom8Kr0r0zddL9M28xIii/0THunUbadu2PVeuBLB16y48PEoRFRXJli1/sXv3AVJTUwkJuad/R3x8PPv372Xnzn2sW/cH8+d/a8T2Fw1TpkyjRYtWVKtWnQ4dOrNt224aN27Krl07AHBycub33//E1dUNpTKTnTv3ERHxkMTEBCpUqMiOHXv5++8jHD9+FIVCod9vUFAgUVFR7Nixl7lzv2fRogVGOkKhYIl++bqIvin8M6Jvvi6ibwr/jOibr4vom8I/I/rm6yL6Zl5iRNF/UKWKLwDu7h44OTkD4ObmTkjIfX744XtSUpJ5+DCc6Oho/XvCwh4QGHiTXr26GKXNRVlw8B2uX7/KunVrUCoz6dWrD3K5nf7fwc3N3eDfJCkpiaysWKZPn4pCoeDevbs8fhyn39/du3c4c+YkPXt2znm/2+s/KKHAiX75+om+KbwK0TdfP9E3hVch+ubrJ/qm8CpE33z9RN/MJQJF/4FE8vT/5y5ERkbSuXNX+vUbwMiRQ9DpdPrXypQpR61adfjll/UAqFSq19beoq5ChYo0a9aSbt16ANnf3datmw2++6f/X6fT8euvqxgzZhxNmjSja9f2Bv8WPj4VadmyNXPmzNfvTyj6RL98/UTfFF6F6Juvn+ibwqsQffP1E31TeBWib75+om/mEoGiQiCVSvn55x/Zu3d3ntecnZ1p164D3bt3RCaT0bRpcyZM+MwIrSx63ntvMOPHj+HXX1eh0+n44ovpL31Pu3YdmDJlIpUqVcHMzMzgtWrVquPq6kbPnp2RSCT06tWHQYMGF1bzBSMT/bLwiL4p/BeibxYe0TeF/0L0zcIj+qbwX4i+WXhE38wliY1N0b18M0EQBEEQBEEQBEEQBKG4E8msBUEQBEEQBEEQBEEQBEAEigRBEARBEARBEARBEIQcIlAkCIIgCIIgCIIgCIIgACJQJAiCIAiCIAiCIAiCIOQQgSJBEARBEARBEARBEAQBEIEi4R+6evUyrq5yxowZaeymCEKJcefObebN+4bTp0/+6334+1ejXDmPfF8bMKAvrq5ywsPD/vX+BUF4sR07tlKzZhXc3Oz46KOhxm6OIBQbY8aMxNVVztWrl1+6reiHgvBm0mq1jBo1jHLlPHB1lXP8+FFjN6nEMzF2AwRBEIQXCw6+zfz5cwFo0qRZvtuo1WpMTJ7/k/7NN9+RlZVVKO0TBOHlli5dTFRUJN999wN+ftWM3RxBKDY++GAIrVu3pVw575duK/qhILyZgoPv8Oefm6hevSajRo2halU/YzepxBMjioq58PAwXF3ldO/ekX79euPtXYrFixeydOmP+PiUplWrJoSHh/HoUQSDBr1LxYplqF69Ev/732colUoATpw4Rt261alTx4/t27ca7D8qKpLBgwfq3zdr1nS0Wq0xDlUQ3jibN/9Bs2b1KVPGlXr1ahAWFsqiRd9Tt251vL1L8fbbPQkNfQDAvHnf4Ooq5/PPJ9CwYW2qVvVm587thIeHMWTIIADmz5+Lq6uc06dP6p+gTpo0jho1KrN69fIX9uOpUyfpRwIqlUpGjRpGhQpevPfeO6SmphrnCxKE1+xVz4kvOrcNGTKIihXL4OXlQtOm9dizZ5fBvrt2bc+gQf0oX96TkSM/RKfTMWbMSK5evQLApEmfcuTIoTyjIMqV88DfP/vGdePGDbi6yhk9egStWzelYsUyrFix1AjfmCAYz6v2119/Xc2IER8SGvpA9ENBKESv2id//PEHqlevhKenEzVrVuG77+YAcPPmDTw9nRg+/AMA3n33LcqWdeP+/bs0b94AgBs3rvHRR0PJzFTg6irXr9+1aweurnLmzfsGgJ49O+PqKuebb77C17c8jRv7Exx85/V/KcWYCBSVEJcuXaBFi9Y4Ojoye/YMDh8+SL9+/QkMvMGKFUv56KOhHDjwN6NHj6VVqzasWPEzCxd+p7+hTEhI4OOPx+YZ1jtq1DCOHz/KsGEj6dChMz/+uJA1a1Ya6SgF4c1x5swpRo8egVqtZvbsefTq1YfNm/9g9uyZ1KnjzyefjCMoKJBhwz4weN+JE8f48MNhpKSkMGvWdJycnBkxYhQAXbv2YPnyX6hUqYp++/PnzzB58lTq1q3/3H78rLVrV/Pnn5to2rQ5DRo05uLF84X6XQjCm+Zl58QXndtq1arDl19+xRdfTAdg9OgRZGZmGuzb378eFSpUYNu2Pzl//iwffDCEUqU8AVi+/Be6dev5Su08evQwAwYMQiKBr7+eIUYFCiXSy/rr894j+qEgFI6X9UlPT0/Gj5/MrFlz8fX147vv5nD+/DmqVavOuHGT2LFjG+PGjebw4YNMmTINH5+KTJ36JQCNGjVh+fJfcHJyfqW2BAXd5K233ubevbssXbq4MA+7xBGBohKiTp26fPTRaOrVa4BOp2Ps2PEMHZo9uuDWrSDOnTuDv389xo6dwHff/YBUKuXIkYPcvRtMbGwMHTt2ZsiQ4UyY8Jl+n2lpaZw5c4q0tFTmz5/LunW/AHDs2BGjHKMgvEkOHNgHwFdffcN7733A1Klfcvv2LQB27NjGnDmziI2N4dq1KyQmJujfN3LkaIYPH0XZsuV4+DAca2tr6tdvCECVKlXp1asPLi4u+u2nTp3OwIHvU7ly1ef242edPn0KgOnTZzF69Fjq1q1faN+DILyJXnZOfN65TaPREBx8mylTJvLll1MJDr5DenoaDx+GG+x77NgJdO3aA8h+AuvvXw+5XA5Ar159qFrV95Xa2b//ewwZMpzatf3JzMwkLi62IL8GQSgSXtRfn5dbT/RDQSg8L+uTjx/HMWfOV3z++QQOH86+Dr11KxCATz+dSI0atdiwYR0NGjRi+PDsh6EtW7YGoEyZsvTq1Qdra+tXasvMmbMZPXocgMG5WPjvRI6iEsLOzg4AU1NTAORyOTKZzGAbiUTy0v3odLo86/z8qjNjxtf65ScnYUEQDD3pPz//vApn5+xgj1arxdLSSr+Ng4MDACYmJk9N43x+33R3d3+y9+wtX6EfP69dglBSvPicmN2H8ju3HT9+hE2bfqdZs5aMGPERa9f+wsGD+8nMzMTc3BzI7cMyWfYl1vOmYz/5PLVajVKpJDNTkWcbe/vc3wMAjUbzr49ZEIqqF/XX5/UJ0Q8FofC8qE+mpqby5ZdT8fAoxXff/UBg4E1++GE+SmX2yNvMzEySkpIASExMQKVS6c+fz5JKpajVagCSk5Pz3cbe3lH//6JvFiwxokjAwsKCRo2aEBBwkcWLF/DZZ+PRarW0adOeihUr4erqxr59e1m9egULFszTv8/GxobGjZty61Yg586dISwslM2b/xBZ6gUB6NChEwBffjmV9et/Zc6cr/RPLzdt+p3IyEecPXuKBQvmYWFh8cJ92dvbA3D+/Fm2b/8ThSLvhayNje1z+/GzmjbNTog9c+Y0lixZREDAxf9yqIJQrFhYmD/33PYkqKpQZPDwYTgXLvz7aZteXmUA2LJlI19/LfL7CYIxiH4oCAVLKpUhkUhQKpUkJSXpR9g/MXPmNCIiwpk0aQrBwXeYO/fr5+wpu3+Gh4exdetmVq9eUdhNF54hAkUCAEuXrqRdu44sXryQQ4cOMGzYSD79dCLm5uYsXboSR0dHFi36ntq1/fO8r0uX7vzyywpmzPgfoaEP8mwjvBmmTfucbt068MUXkw3Wz5v3DS1bNqZnz878/PMSI7Wu+GnUqAlLlixHJpMxdeoktm37k7fffpf//W8mISEhTJ48jm3b/qRRoyYv3VeDBo1o1qwl586dYcSIDw2mqj3tef34WYMGfUifPu9w8uRxzp49JaaeCcIznndua9myDb16vcWtW0Hs2bOLVq1a/+vPGDjwA2rXrsPWrVvQaDRYWloW4BEIgvAqRD8UhIJlYWHOl1/OIisri1WrlumnlEF2Hs51637hww+HMWnSFN55pz8///wjly5dyHdfX375Fba2tsyZ8zW1atV+XYcg5JDExqa8sXMOqlb1ply5csZuhiAYxYMHD7h9O7RA9nX9+lXWrv2F779fzKRJ4+jff6A+oDdv3jc0aNCIFi1avfL+RN8USrKC7JsFTfRNoSQTfVMQ3kxvat8U/VIo6V7UN9/oHEXlypXj0qVLxm6GIBhFrVp1CmxfFy9eoHnzlgA0b96SgICLBiO/Zs2azuLFC5kx42uqV6/x0v2JvimUZAXZNwua6JtCSSb6piC8md7Uvin6pVDSvahvvtGBIkEQCkZKSjLe3t5AdsK5O3du6V8bNmwkkydPJSTkHmPHfsyuXfvz3cfp0yc5ffokkJ2oThAEQRAEQRAEQSh+RI4iQSgB5HI7fXAnNTVVX60AwMEhu1pA+fIVXriPJk2aMXnyVCZPnoqtrW3hNVYQBEEQBEEQniM6Ooo2bZrh5eWir4r19Gu9e3elc+e2osCOIPwHIlAkCCVAvXr1OXHiOAAnThzF37+e/rXU1BQA4uPj85xsBUEQBEEQBOFNYm/vwNatOw2uZ59YvHgBn38+jc2bd7Bw4XdGaJ0gFA9i6pkglAA1atTCwsKcbt064OdXjTp16jJlykTmzJnPjBnTuH07CK1Wy7RpM43dVEEQBEEQBEF4LgsLCywsLPJ9LSgokNmz5yGRSLCxsSEtLRUbm9yR8CKVgiC8GhEoEoqlrKws5s6dy8CBAylfvryxm/NGmD17nsHynDnzAfj++0XGaI7RxMfHc+bMGbp162bsppRIycnJLFy4kFGjRuHq6mrs5giCkCMiIoIVK1YwefJkbGxsjN0cQRBy3L59my1btjBlyhRMTMSt28toNBokEgkAtrZykpKSDAJFTZo0o0mTZgAcPXrQKG0sKDt27EClUtG3b19jN0UohsTUM6FYunfvHhcvXuTXX381dlOEN8zy5ctZsWIF0dHRxm5KiXT8+HECAgLYs2ePsZsivGE0Gg3JycnGbkaJtXXrVq5cuSIqAAl5qFQq0tLSjN2MEmv58uVcuHCB2NhYYzelSJDJZPr/T0szzMtZ3KxevZp169YZuxlCMSUCRUKxplAojN0E4Q0TGhoKZN+UCq+fVqsFEPmwhDxWrlzJwIED0el0xm5KiaRSqQDE9y/k8d133zFy5EhjN6PESk9PB0TffFW+vn5cvHie9PR0UlNTsbWVG7tJglAkiUCRUCw9OZk+GXoqCE8olTpEjEgQ3jxPRpmJIKJxiPOm8Dxnz54Vo/2M6EmfFIGiXCqVirfe6k5g4E3eeacXAQEXmTJlIgCjR3/KnDmz6NOnO2PHTjBySwWh6BITXYViSZxUhWelp2fy7ruL2LUrGZnMglWrjjN9en9jN0sQhGeo1WpMTU2N3YwSRwSIBOHNJq5pc5mamrJ1606DdU8qoJUq5cm2bbuN0SxBKFbEiCKhWBJPRoVnLVq0l127AgDQaCTMnPkXISExRm6VIAjPUiqVxm5CiSRuQgXhzfSkb4rRlsITmZlZzJixmXPnzLhzx4SMDHHeFApegQeKbt0KonPntnTr1oFPPvnI4MIjOjqK3r270rlzW44fP1rQHy0IgvBcN26EGyzrdDoCAx8aqTUlU3B8KqseabhRpj4RKvGcoqTKzMziwIFrz+1/mZmZANy7F83PPx/g5Mlbr7N5JY5OpyNVqTJYFkqmtLRM9u+/yoMH+SdNfpLH6ubNcJYvP8i1a6GvsXUlj1anQ6HKnSsvgujCE6NH/8LMmX/y+LGMu3dNGTFihbGbJBRDBX6lXqFCRfbuPcSuXfsBuHr1sv61xYsX8Pnn09i8eQcLF35X0B8tCHoPUpUkWjsjLneFJzp2rGWwbG1tTtOmVYzTmBIoKlVBg1WH2fNYS5hrFeY+tuV+gqiiU9KEhMRQseJYOnSYTbVqE/jkk1/ybKNUKtm9O4CqVccxatQqmjefzpQpvxuhtcXfkQexeC/ai3zuDn7OdCfT1FIk+i+hrl4NpVy5j+nY8Rt8fMYwb95febbJzMxkzZqj1KgxiZEjV1Kr1mR++mmfEVpb/O24/Qivhbux/mYb+x1roZKZikCRoLdx42mD5U2bzhipJUJxVuCBoqfzCpiZmVOqVGn9clBQIPXq1cfGxgYbGxvS0lIL+uPfGMHBwYwcOZL4+HhjN6XEGfLXRbrtv8/pqp1Za+FLgiLL2E0S3gDvv9+Sb78dgL29FEdHDevWDcPBwcbYzSoxtt16RFJm7qiFLJ2EP26Gv+AdQnH07bd/ERGRe1788cd93L0bxb59V7l2zZS7d014/DiZ2bO3oVbnBiwWLNhNaqqoYlmQVBotA7adJyw5A4AHWguCStclIS2DUXsuU/HHv+mz+QzhOa8LxduXX24iPj77ulyn0/Hll5tJSkpn69ZzXLtmSkiIjJSUNKZP32ww6mzGjC3GanKxlaJUMXDbeSJTM9EB4ZYu3PWoQVRyGh/suEClH//mw78uiuvbEqxMGecXLgtCQSiUZNb79u3lm29mUr58BRwdHfXrNRqNPmeMra2cpKQkbGxsDd57+vRJTp8+CUBqatENJO3atYtHjx5x/fp1WrVqZezmlBjnIuL55WqofjlOZs1PF+4xrYWv8RolvDEmT+7B/ft7iYyMpEEDH2M3p0RxtDTLs87J0twILRGMKTY2b+WkP/44zfTpm3lySTJkyK+AzGAbtVqDSiVGuhSkqLRMotMyDdYlWzmyIiyTw0n3AbiXkMbDFAXnh7YxRhOF1yg6OslgWalUsXDhbr76aitP+uZHH61B8UxwQqHIQqfTiZyQBej241TSn/m9S7J2Yua1OM4lZD9wuZuQRrJSxda3GxujiYKRLV48mLfe+p6UFAUymY7Fiwcbu0lCMVQoSSI6duzMiRPn8fDw4MCB3CGpMlnuhV9aWip2dnZ53tukSTMmT57K5MlTsbW1zfN6UaHVao3dhBIpIiXvE+f81gmCyMPxevWu6kljLyf9speJmoE1yhixRYIxDBrUwmC5UiWPPDmIrl2LoHfv+gbrBgxohqOjGAFYkLzkllRyMvxOnVOjuJxq+Nt44VGCGLlQAjzbN5s2rcLWrRcM1u3efY0hQ1obrPv44w4iSFTAarjZ4Wxl+HDFOSWaCwkqg3V770a9zmYJb5C2bWvw6NFyGjdW0rZtJp071zF2k0qkxMREbty4YexmFJoCH1GkVCoxN89+SmxrK8fS0kL/mq+vHxcvnsfXtxqpqanY2soL+uPfOOLk+Xq193HD2cqMxxk5F7U6Hf2qeRm3UcIbRVTEMw5zExknB7fi69+2s3ffPj5oUQ9bc1ECvaTp1as+O3dO5vffT1G6tBPjx3dl7Ng1BttIpRI+/LA1jRtXZt++q1SrVoaBA5sZqcVFx9XoJCYeuMaDpHT6VC3N162rYSp7/vNAiUTC9neaMObvKwTGJmOTGodr/AOsS3uTqMkd7eclt8RO9NVib/TojsjlluzceYnKlUsxcWI3unX71mAbc3MTpk17i/r1K3Dy5C0aNqzE2283MlKLiy8LExk7+zVl3P6rhCalYxkXhltSOJnlaxH+VJoiP5e8D9yfiEnL5LfrYUglEgbWKIuLtRjBW9yo1Rq0WhDPPY3nhx9+4PLly+zatcvYTSkUBR4oOnLkEMuWLQGgfHkfWrZsw5QpE5kzZz6jR3/K6NEjUCgUTJ48taA/WhCQm5ty4oNWTN17nnNXrtHEUkkr77eN3SzhDfIkQCRGFL1+UomEGrZSLqZEIRNxuhKrW7e6dOtWV7/8xRe9OXjwBklJ6QAMGNCA0qWdKF3aibZtaxirmUVKlkZL5w0nicqZSjbvzB1szU34X/MXT7v2dZGz/Z3GtFp7jMvpcu5X7YSPOhM/FzmBcSl42Fiwpkc9ZNLcDpul0ZKqVOFkJW48i5tBg1oYjCyaMaMv3bp9S2ZOfrkJEzpibW1B794N6N27gbGaWWyoNFoyVBrsLPIGYht5ObGjXxNa/HqUYCt3Qv26U0emBjs54ckZeNtbs7yrf777jUnLpNbyg/qppQvOBXNtZPt8p4ALRdPff1+hb98FpKebI5Xq2LnzEt271335G4UCdfny5ZdvVIQVeKCoU6cudOrUxWDdnDnzAShVypNt23YX9Ee+cQIDH7JrVzhRUSbExBTdPEtFVVUXOV/VcWfqn4spX7WqsZsjCIIgvEDNmuW4eHEO7dp9hFyuY9q0bsZuUpFzIyZZHyR6Yv/9GD5vWoWAyERKy63wlFvqX9PqdEjIDpz/cuUBl6OS9K/d11qwu20NanvY42JlhkyaOyrpt+thjN13lQRFFm3Lu7K5TyMcxM1nsdW2bQ3OnPmaXr0m4OysYfz4Li9/k/BK1l4NZfyBayQosuhS0YPf32qA/JmRewvPBhMcn1sd9HKGCZeGNcbV2hxPuSXSZ0ZGP8kVteFGuEH+sYgUBZsDHzKyrsjNWFyMG7eW9PTs4WVarYRPP/1VBIqMqLjmaSuUHEUl2Z07kdSvP5WTJ2O4d8+UUaO26p+SCq+PyBElvExx/EEvCsT3LjwrICCEOnU+IzTUlOvXzZg5s3gO4S5MFRxtsDI1TADubW9N5SX7aLj6CGV/2MM3Obmgph8NxG7uDuy/3cGck7fyJLQGiE7LZO/dKDwX7MFq9jY+3nOZ2LRMhu26pM9XdCgkllknggr/4ASjOXjwOo0a/Y+wMBMCAsxZtOiAsZtULMSmZzJ8d4C+L+25G8XcU7eB7FFGWZrsa9jItLw5Ns8/imfc/qs0X3OUlQEhQHaguO6KQ8i++pNWa4+RqlTleZ9MnHuLhNDQWG7ceHlF2EePEl64LBS+Y6Gx3PSqT4hbVVIyi2cePxEoKmDr158gIyN3AnFCQgZ//XXRiC0qmVSq7JOkmF4kCILwZpszZzupqbk3RL//fp7w8MdGbFHRY2dhyi/d6+kT4LYq54JGqyUkMftBlUan48ujgWy4HsZXJ4JIy1KTolQz9chNKjjaYPrU1DILnRo/F1uG7wogLkOJUqNl6aX7LDgXTKba8CHM9Zi8VeyE4mPGjC0onwo6fPfdbtLT8wYWhX8mKC5FHwx64lpMEjOOBWL/7Q7s5m5n8sHr9K9mWPBBLtHw5dGbbL31iNMP4xm+O4A/boQzYNt5AqIS0QHHQuM4ExFPGTsr/ft8HKx520/k63zTjRixgvLlx1CjxkSaNJlmcF58Vv/+TQ2W3323SWE3T3jK9luPaL32OKFuVQjyqke3P04bu0mFQgSKCpj8qaHdueus8tlSKExZWcUzsisIQvEVEHCRzp3b0q1bB6ZN+xyAJUsW0bVre0aOHKIPgBc3qamGN546nY60fEa5CC/2TjUvIsd34/Gk7hx5vyWxTz20guxg0bHQuDzvS1BkcXhQC8qlPqRMXDADs4K5n5jOs49ZotMycXkmL1EHH/eCPow3Ukntm8nJGQbLmZkqlEq1kVpTfNQt5Yj9M3mJytlZM/N4EBkqDZlqLd+duYNKq2PXu03wSAyjbOwdOpkmEq8w/FvbEvSQG7GGAduAyESujmjH8q7+rOzmz+UR7fLNgyS8OU6fvs2KFYf0D7jPnLnDsmUHOX/+Lp07z6FBg6msWHFIv/2PP37IN9+8i6urhkqVVPz881CD/a1bd5xy5T7G2XkIX365STw4L2DLAu4bnCNPPownKC7FaO0pLCJQVMCGDGmNj4+bftnPz52uXUXJwtdNoXh+FF4QBOMTFy15lS5dhm3bdrNr137i4uI4d+4Mp0+fYPfuA/j6VuPvv4tnjr8RI9oaLDdsWAFf39JGak3RZiqT6pNMv/PMCIJKTja8k08V0AyVhr5bzhJm44lGKsOBLJqUcc4zVaW1tyt7BzSlVTkXyjtYM7VpFcY3qlR4B/MGEX0zW58+DXB0tDFSa4oPGzMT9vRvStMyzpSzt+KLZlUpa5/3ofL5iHh23I4k2q400fZepCPl2QlkVZzl1Ha3N1jXrKwzDpZmDPcvz9A65fPkPhLePKH5BPHv3HlEu3Zf8/ffV7hw4R4jRqxg69ZzAJiZmTBlSi/q18+idGkNX365mXHjfiUoKII7dyL54IOlhIXFER+fyqxZW9m06czrPqRizdbMMM2zhOx+XdyIQFEBc3Ky5ebN7xk0qAL16yv54YcemJoWvz+cN9mx0FjGXknkhG9Xrpi6Grs5b4xp0z6nW7cOfPHF5Dyv6XQ6WrZszG+/rTVCy4SSQqvTcTNNy2Nbd3R5LncFNzc3LCwsADAxMSEw8CaNG2eXhW/RoiWXLhXPacy9ezfg6NHplC2rpmpVFZs3jzF2k4qFoXXKs7p7XTr4uDHCvzyH3mtB2/JuLGhfk1K2FnjJLZnTphrfnLxFTLoSnUTKIycfAkzcKGdvzYpu/njbW+NsZcYXzaryXo2y1C3lyJH3W3L/k87MblPdoBpacfZv++bp0yeZN+8b5s37htTUolfcZMyYTmzbNpEyZdT4+WWxfr3omwWlsZczJwe34sHYLnzduhptvN3ybJOUqWL1lQfopDKUZlbszXJgfKNK+qmiDTwdmdCoEn+81ZCmZZyxNJHRpaIHP3fJvxqa8Obq2LGWwawUiURCmTIueaaf7dx5Sf//Wq0WpRJOnTJn/vxd/PDDXurXn8L27efzPIw7mZOjTigYnzetYhAsGlKrrMF0z+JCRDAKgYWFGdWrO5KQoEUmE7G41yk2PZPOG06hUOvAypHDOLLtVgS9q5bsp9PXr18lIyODXbv2M2nSOK5cCaB27dwLiX379uLs7GLEFgrFnVKtoe36E5wKV0Pl9kTGqRmQpS6WT2D+q8DAmyQkxGNnZ4dMlp2g2NZWTnJyUr7bnz59ktOnTwIUyZtRgJYt/ahePXtKha1t3incwr/zYW1vPqztbbBuXKNKjMsZCbT3bhQqreENRZTUik/3XeWni/fQ6nQMrFGWGS19RSJ6/nnfbNKkGU2aZAeUjh49+LqaWaB69arPL79k901zMTKl0NTxsGdFV3++O3MHjU7HhEaVOBFmmKtNi4TmZV34rEkVEhRZVHa2BcDJypyTg1sZo9lCAXFysuXYsRl8++1fpKQoGD68DRUrejB9+maD7UqXdmLq1N+JjEykX7/GREfLyMrK/W1OT1cSEZE3sXXDhiVj9OfrUreUI/c/6Uz7UZOxykplyec/G7tJhUJcoReSJ5FccWH1eh19EIdCrTFYtyc4qsQHii5evEDz5i0BaN68JQEBFw0CRdu3b6Fnz95Gap1QEmy//YhTTyUoDleb8Nv1MFGu9xmJiQlMmTKRlSvXcv36FaKiogBIS0tFLrfL9z3F4WZUMI4Gno5YmsgMzptyqZZF5+/ql9ddC6N9eTcG1ChrjCa+Mf5N3xSEV7H3bhQf7bnMw+QMulbyYF2v+thbZCem3xT4UL+dCToaeDriYm2Oi7X583YnFFG1a3uzceOnButmzOjL7NnbUKk0tGlTnS1bznH3bvZvz7p1J/D2znufWamSB8uWDWPatE2kpyv56KN2DBjQNM92wn/jYm1O6YTsyoPF9X5fDHcRihVfF3medZUdrfPd9vbjFEbsCuC97ecNbmCLo5SUZGxts588yeVykpKS9K8dOXKIRo2aYmLy4rhxUR9CLxjX44y8CeYfP5Nst6RTq9WMGjWM6dNn4ebmRq1a/pw9ewqA48ePUbduPSO3sPDcuRNJYKApgYGm3L0bbezmFGs3YpL5+kQQf9wIx87ClG3vNKaGmx2W2izKRwfiLNHkeU9gMUzS+U+U5L65Y8cFrl83JTRUZlABTSgY6Vlq+m89T3hyBjpgV3AU048GAjDC34fxDStiplZio0himH0abjYW6HQ6dt2J5JuTtwiITDTuARjJ89IpnDlzio4dW9GpU2t+/XW1kVpXcKZP70t09EpCQ39i+vQ++iARZA9KyMiQYm+fW0GvalVPBg1qwYgR7YiNXUVa2jrmzx+EVCpu+QuDViLNU/ihOBF/NUKxUt3Njlmt/JBpsy903RLD6VEq7zSG+AwljVcfYcXlEH67Hk6rtce4HFV8T7ZyuZ0+uJOamoqdXe7Tzw0b1vHuuwNfuo8mTZoxefJUJk+eqg86CcKr6l3VE7unpi2YSnT0e6b0b0m3c+d2rl69zKxZ0+nZszOhoSE0bNiErl3bExh4nU6duhq7iYXi4cPH1K8/hQcPTHjwwIS2becQERFv7GYVS/vuRVN7+UGmHQ2k/7bzvLv1PB183GhX3g2VRMZD5wpkyEwxeSb3UOeKHkZq8ZuhpPbNJUv20avXfMLDTbh504z33//J2E0qdu4mpJH8TADuYmQiP1+8j8f3u1geEEKFlDBaBO6kjnV2QOCTv6/SfeNpvjhyk3orD7Hp5sP8dl1sPZ1OIStLxZUrAfrXfv75R1atWseePYfYuPE3I7ay4Dg62lC2rAvOznmvvc3NdTRurOTvv6fy11+TuXr1O+ztcx+QF9eRLsaWnKmi58bT7K0zgMPV32LPUwG84kRMPROKjPln7vDjhXtYmEj5srmvfhi8RqtDq9NhmpMPanzdcpz6/n/Y22hIT9GSENsYfLzRaHWEJKZRxs6K3cFRJGbmnpjVWh2/3winjoeDUY6tsNWrV5+1a9fQo0dvTpw4Sr9+A/SvhYTc5/333yU6OgqdTkeDBo2oWFHMZRYKVilbS84Nbc2EjQe5eesW7/t5UEFUzzHQu3dfevfua7CuXr0GfPLJOCO16PXYvPksKSm5CTtTUhRs3nyW8eOL5823MS08F4zmqSSnfwZFsOTCPb4/GwwSGZjIOKoyZ2H7Gmy5FYFKo+XThpVoWsbZiK02vpLaN5ctM5zKunnzWZYuHSoqnxWgqs62uFqbE5ueO8LWz0XOqL2X9ctBjpUwT4pBJpORnKliWcB9/Ws64Lszd/KtaFhcvSidQuXKVUlJScHJyRkrq/xnFBRVVauWZujQ1qxadQQADw973N1jgOxk2MLr89XxIP66EwkSCZnm1ry/8zJtK5TCtpjlcSvwQFFAwEWmTZuCTCajVq3azJo1V//avHnfsHfvbuzt7enQoTMffTS6oD9eeMPodDpmnbjFmqsPcLEyZ06b6rQpn13Z4VGKAq1Oh9crZInfHRzJpIPX9cvvbb9AbQ8HDt6PYfqxQBRqDcPqeLO4U232XLvLZZ/mYGaCR/R9IiIiuBqdRM+NpwlLzsDFypxxDSvm+QwPG4uXtuN8RDxTj9wkKlXBwBplmdK0SpGI1teoUQsLC3O6deuAn1816tSpy5QpE5kzZz5Hj54GYOPGDajVahEkEgpNFWc5w0rLWL3/PF61uhu7OYKR6XQ6lEqVwdPPJxwcitcF/ptCms/56npMcp515iYyTn/Y+nU0SXiDPV2FCcDCwhRzc/GMuSCZm8jY8U4TPt1/lfsJabxVtTQ13fLmvEq0dn7u9CFdsZ78kldKSjLe3tlJ+uVyOXfu5Fb06tSpCwMHvg3AhAmf5fv+olwAYuXKkXz0UXuOHLnJ99/v5vx5c8zNdZw8eYtmzaoau3klxsVIw4ThqVlq7sSnUreUo5FaVDgK/Ne+dOkybNu2GwsLC0aOHEJQUCC+vn7612fOnE2LFsU/M/+T4MGz5QlLml+uhDL9WPZc69CkDLpvPE3o2M5MPHid9dfC0AHv+HnxW+/6mLxg/uzRB3EGyzrg9xthzD55W7/up4v3qeJsy+TDd1HYeQIQ5+3GgbB4FqddISw5I3tdhpLlAffpUblUdjQYqOVuz9A65Q0+Y8HZYGafvIVaq2Vcw0pMaFSJjhtOkpQzEumLIzdxsjRjRBFJxjt79jyD5Tlz5hssPz3KSBAKi/htFAAOHbrOsGHLCQ2No3XralSr5sXNnOkT1ap58s47jY3cwuJpQqNKHA6J0Vc6e7eaF10rebDqygP9NhJ0VHW2ZcL+a0SkZtC/Whl6VPE0VpOF1yw6OolLl+5Tt64PM2b0pXv3efrcRJ991h1r65c/VBP+mUZeTpwf2ka/HBSXggQMwj+WWen8Gm/G2UPXeatqaX2SawkwqXHl19peY3tROoWZM6exa9d+XFxc6du3B7169cHKyvCBdFEvAFGnTnmGDl1OdHQSAEqlhJEjVxIYuMC4DStBWpZz4eRT+W2dLc2o5lr8ihoUeKDIzc0td+cmJvryoU/MmjWdxYsXMmPG11SvXqOgP/6NIaqeZTsYEmOwnKHS8MO5u6y7FqZftynwIT2rlHphvpK6pfJOCZOQ97vddScKhcbwBvR8spZoneETg7BkBbc+7kRQXArpKjVNyzgbPGk9+zCeCQeu6ZdnHg9CJpHog0RP/H0vusgEigRDIlBhHOK3UVAqVbz77iIeP87+XT5y5CaDB7fE0vIeEgls3DgWKytR0acwtC3vxvWP2rPrThQVHG3oXrkUMqmEb1pXY/ahy+iylPRw1DBiTwDB8WkAbA6MYOvbjUp89dCSYOvWc/Tvv5isLDWmpjJ+/30s9+//SNeuH2Jrq2Xy5G7GbmKJ4Osi55ce9Zh+LJD0LDWuMbcJLlWTW6kmHAsIwdpUxqpudYlOy6RDBbdiN4rhZV6UTkEmk2FnZ4eZmRlSqRS1ungmYL99+5HB8p2cB9/C6zG1WVXi0pWsPheEVVYaf/TrioWJ7OVvLGIKLZl1YOBNEhLiqVy5in7dsGEjOXToBN99t4CpUyfl+z5RWal4qe1ub7AslZDvANmguBRG7g7Aed5f1F95iLMPcxOZxqZn0rGCO2MbVMRcJkVubsK8tjUYVLMsz+TbpJ2PG88yTYqhe+VShtuVd8PSVIZ/KQeal3VBKpGg0mg5HxFPbHomZ/NJpBqbnonsmZvb4hg9Lu5EoEIQjCssLE4fJHri8uUHuLlpcXXVIpOJOhuFqYqznElNKtOrqieynJPolGZV+SjjCq1vbseZLH2Q6ImnH+4IxdekSb+RlaUGQKXSMGnSejw9HSldWoOdnU48YHmNPqhVjrBPu/B4cg+sVJloZLm5T9JVGpIys/iiedUSFyQCw3QKUqlUn04BYMyYT+nTpzudOrWhSZNmyOXF8zq9e/e6BsvduvkbqSUlk4WJjJ+7+tPh2maa3dpLPfe8VbeLg0KZaJyYmMCUKRNZuXKtwXoHh+wfs/LlKzz3vUV9OKBg6JMGFQmISmTrrQjk5qbMbVOd5mVd+O7MHdQ5Q99lEgmRqZmszhn6Hq/IosfG09wb05EPd15i261HmMqkTG5cmZQpvdh/L5rpxwL5+dJ9+vqW5mp0MmlZaobW8aZH5VJs3buP8zI3dFIZPpoIYnQWRCSn06WiBxEpGfg42PAoVYH1N9to4+3Kym51SVBk0f63E0SkKDCVSvg0nxxGXSqVoqqLnM8P3SA1S017HzcmNylZw32LExEoEgTj8PFxx8vLiYdPPRBo0cKXy5fvYGGhE33TCDbeDGeDRVVUlcpgo84bqHMT041KhNjY5GeWU1Cp1CQnS7CyEoGi/+JYaCzfnr6DUq1hTP2K9Kr66tM5zdSZeda5lvA++bx0Cq1bt6N163bGaNJrtWLFcJydbVm//m/s7bX88stHxm5SsZSoyGJ3cBSu1ua083HLN88fgFarRaHSYG4ife42RVGBB4rUajWjRg1j+vRZBtPQAFJTU7C1lRMfH49arS7ojxbeQJamMjb3bURalhpzmVRfmWxP/6Z8d+YOWh2Ma1iRuaduG7wvLkPJN6dus/VW9tDKLI2Wr0/eorGXE322nCVLk10i9EFSOht6N0Cn0/HRnsvMPB6Enc6G9vd24malYFfpbiS6lOZRSCwAO/s14X9Hb+qTd+4KjmL031fQ6nRE5FTdUWl1LLlwn/nta7DgbDAqjY7xjSrRsYI7AINreZOapSrxJ+miTlzwCoJxyGRS/vprMmPG/MKdO5G0alWNXbsCePDAAolEx/LlR/n660HGbmaRFJ2Wyf570fg42ugrlel0Oi5GJmIqlVA7n8qeJ8LieHfreTCRg1zOliwdH9Yqxy9XQwEoLbfks6aV0ep0HLwfQ7wiiy4VPbCzKF7VXQT44IOW/PTTfv1y16518PYezaNHFshkOjZvPsfgwW1esAchPw8S0+n420mUOdeux0LjOP1ha+p7OnIoJIYMlYaOFdyxNM07dSVVqcJcmYZd+mOSrbP7dGMvJ/r6lTbYZt+9aFyszWlR1kUE24sghSILhSLrlSsKyuVWLFkyhLCwHQA4OIhKhAXtbnwqjX85wuOMLAC6VPRgd/+mebZTS03ov/MK+0PjcbOx4MdOtenjWzymahd4oGjnzu1cvXqZWbOmA/DFF9PZtm0Lc+bMZ8aMady+HYRWq2XatJkF/dHCG8zGzPBPrb2PO+193PXLh0JiOf3U02W5uQkJOR3zabuCo/RBoif23Ytix+1IUnOGSyebybnjVgPLzFskYmuw7bproXkqvJwMi6O03DDRnUKtoWdlTyY0yjtiyNJUlu/JXCgaRDJl4xLfvwBQu7Y3p07NAmDw4KU8eJAdzNfpJMyb9zeffNIDVzG19x85HxFPm3XHSVdpAPiorg/z29eg/foT+vNrl4oe7OjX2KB4xM5ncltokFDf05GJjSsTkaKgeVlnzGRSOm04yf772XkH3azNOTe0DeXyqVgnFF0//PABFSt6cPr0bRo3rszevVd49Ci7uo9GI2HixN/o37855sWsBHRh+/telD5IBNkpGLbfjuDzw9c5EZadELe8gzXnhrTBxTo3P9vhkBh6bTpDapnmSDUqulqlMentrjQr46w/lz5ITKfxL0eITsseddSzSim2v9Pk9R2c8J8tXLibadM2kZGRRc+e9diw4RMUiixmzfqT69fDad++BhMmdMPkX+TA0el0BAdH4enpiM0rVHcWci06f1cfJALYczeKcxHxZKg0/BkUgbe9NWqpCXc9anA/NPscG52WyaDtF2jj7YqDpZmxml5gCjxQ1Lt3X3r37muwrl69BgB8//2igv44oZiY2dKPB0np7LoTiZedFUs710EigZVPVWIxl0np5+fFskv3DfIclbWz1geJnkg1t8MmLT3P55R3sMHXRU5QXIp+XYPSTjT1ciYgKlG/zt/DAZ9XjOoLb6Y5c7Yzb95OACZP7s6UKb0AkaPoTSG+f+GJ0FDDqpYqlYbIyEQRKPqH5py6rQ8SASy7dJ8yckuDhzB77kax606UwbSXyk6GD1QgO49RVZfs/yB71NGTIBFATLqSJRfuMb99zcI4FMFITExkjB3bmbFjOwOwdOkBg9cTEtJJTs4QffMfquiYt48pVFp9kAggJDGdlZdDmPpUifNx+6/pr2+1MlNOZ0rZVdbFYD+Lzt/VB4kAdtyO5HxEPA1KOxX0YQiF4O7dKCZMWK+/Nt2+/QJLluzjwIFrHDp0A8gu+JCUlMGcOf25fDmEixfv06xZVao+9TuuVqsxMTG8rQ8JiaFLl7ncvv0IGxsLli0bxoABzV7fwRVxT59Pn9h3L5qZx4P0y44V2yDVGW6nUGsIikuhSc6o3qKsUHIUCQJAcmb2UFhPuaV+CPzz2FmY8le/JijVGsxkUv1N5Iqu/vx86T625iZMa+5L83IuLOpYi2lHA0nLUvNudS/+17wq224/Mgj+lMkIJ9lETk+rAHak1wGJhKrOtoxvVIn+1cvwwV8XuRqdRGtvV37qXBtPW0vMTaTsvBNJZSdbprXw/dfHnZalZkvgQ7I0Wvr6eeFYDCLKRc3hwzeYOvUP/fLUqX9Qv34F2rSpjlarQwxmEYQ3x9tvN+LYsUD9coUKbtSo8fwqmEL+0p55YKIDHqZk5NkuMlVhsPx+rXL8fS+a7bcfIdFp8dfG4+1gTau1xzgeGkc9T0c+rFUuz35SlSKFQHH31lsNmDt3h365SZPKIkj0L7Qt78qwOt6suvwAHdC9cinqeNjn2S75mcq6Ec/032StlL9uP2LSwetEpWUysHoZMvK5mU0RfbPIuHEjPM8I64sX7+uDRE9s3nwWV1c548evA7Iftq1ePUL/emZmJjY2hg+4p0z5XV8dLS0tk1GjVtGzZz2sReqMVzK8Tnk2XA9DlZNT189FzumHjw22SbB1o1xMEI/luUWTHCxMqZ1P/y6KRKCokMXFpXHnTiSVn6m6VdzdfpxC01+OEq/IHrI3sEYZ1vdqwB83wpl35g4AkxpXpn/13JuBkMQ0nCzNMX9qaOV7NcvSzsfNYHj7mAYVGVHXB5VGi3XOlLbd7zbliyM3OH37AbLoewQ6+HJFVgcyoHbaDcopFfz55TykEgluNhZcGdEOnc4waeonDSrySYOKhCals+TCPSTAkDre/2hofXqWmnorD3E7p6LPVyeCuDy8HW5iuOdrdfZscJ51p07dZv36E6xbl4ypqQVbtlzg0097GaF1giA87aOP2iOVSvjf/5ZhZaVjy5YxSKWi8tk/9VFdHw7nTOEDaOPtykf1KrDy8gP9ha6NmQkhiel4LdyNvYUps1tXp3vlUmx7pzEd+76LVq3Cv0pFRuwO4FjOSK8LjxLI0mio5GSjr4ZmJpMytI736z9I4bWaNesdbGwsWLBgA7a2Ov78c7yxm1QkSSQSVnSry4yWfmRptJSztyY5U8UXR24SlTMayMJEikqrxWfxXuzMTfmqlR/9qpXh50v39fvxlSl4d+t5FOrs4NCygBBG1i2PTCJBkxNsqORkQ8tyLnkbIbyRmjevipWVORkZSv26Ll1qc/jwDRIScqtPli3rzMyZf+qXdTodX3+9Dd+c59pZWdn3W1euPCA4OIo2baoRHBxl8FkpKQqio5PweSr1h/B8jbycOD+0DRtuhONqbc6wOuUZvjvAcCOdDu+Y27Rs2ZJ9D1MoY2fF9+1rYmVaPEIsxeMo3lA3b5rSr996tNp1tGrlx86dn5WY+aHzzwTrg0QAv10Pp2tFDwZsO6+fNjZw23kqOtrg7WBN199Pcf5RAhYmUua0qc6nDSvxZ1AEw3ddIjFTRTVXOTv7NcXbITtoYyaTYvZUCWVvB2t+f6shH3+8lgM25ciS5X7P12z8sAnfTed1xzgTmUQ9T0dWdPXPd2pZZKoC/xWHSMhp+8+X7nNzVAfcn/PvlqXRcvFRAj6ONrjbWLDt1iN9kCh7f5n8ejWUz5pWAUCh0nAxMoHKTrYieFSImj01dPuJmJhk1q49DkBWloSJEzfx1lvN8PIq+kNDBaGoGzGiHbt3LwbA0zNvwmXh5d7yLc3R91uw7dYjfBxsGFrHG2szE46+35KfLt7DVCalooMN03JGb0WkKOiz+QwhYzuTqFBx17UqEo0ab42aM888Nb0ancyj8V359Woo8RlZvFezLLXc7Y1wlMLrZGIi44svenPu3BoA3NzsjdugIq6UraX+/+0sTLkwrA0/X7xPukpDabklkw5e17/ee9MZbo/uiIeNOQt2H8M+PR7/0vbcVBnm1IxMzeT0h61Yfz0MV2sLPqrroy8cI7z5nJ3l7N79GdOmbSI+Po0PP2zF+++3xMRExtChy8jMVOHqasc337xLq1aG+X0VT91nKZVKpk79nTlzdgBgY2PBO+804mpOUQKAatW8RJDoH6rt4WBQBOLzJlU4cD9aP2rPPTGcO561schQsfGthrQoZkFaESj6j3Q6HYmJ6Xmy1IeFpREaagI5YZGjRwNZseIQ48d3NUIrX79kpSrPuqOhcQa5hXTAgfsxJCiyOJ+TLDFTrWXiget0rVSKYbsukZQzDPdmbAqfH77Opj6NuBSZwMNkBW3Lu2L7VELF2NhYwsMjkNQxLG2vlUgJ8qpHfGj2he+RB7EM2Haec0PbcD8hjbmnbhOboWRQjbKEJWfog0QA8YosNt18yNiGFclUa3iYnIGPow1SiYSguBTarT9OZGomJlIJC9rXNGjPE+qcJ7mXIhPotOEkjzOyMJVKWNbVnw9riyeyhaFFC18WLBhkkKPo/Pl7BttoNFquXAkVgSJBeMNotdqXbyTkq2U5V1qWczVY16SMsz5Xwod/XTR4TaXVsSnwIdOOBKJwzQ6wR2mzaOrpxIGQ3JxE9Uo5UMrW0iB/ilDyaLVaZDJRzKOglJZbMbtNdQCG77pk8JpKq2P/vRj+DIogycaVJGsXXNUpWJhIyVTn/kY2Ku1Eg5z/hKKpSZMqjBjRjocPH9O1ax0ABgxohrW1Bfv2XaFXr/o0bFiJkSPb8cMPe/Xv693bnzNn/sbBQUtMTBLffbdL/1paWiaPHiUyc+bb7Nx5iSpVSjF79ruv/diKG/9SDtz/pDMH7sdgaSKj7x8qNDJTIsMSObT+OAHD21HdrfhMzxWBov/g2rVQ+vVbxO3bj6ha1ZONGz+lRo2yAMTG5s0LcP9+9OtuYqHaHRzJL1ceUN/TkfGNKpOl0WJtKkMikTCsjjfbbkWQEyOhppsdnSu6szwgxGAfNdzs8qzT6HRcepSgDxI9ERSXwke7A1iWs72zlRknB7eiirOcP4Mi+HLPWWIrtaOj1X3uZnrp3+dvFsp1aw+DfZ1/lECKUkWLX4/xKCdfw847kXxU1yfPcVqbydgTHMWgHRdIUGRR3sGanf2a8OWxQCJTs4cMq7U6Pjt0gzujO1LO3orQpAx9G9+vlf038dmhG/rs+SqtjvH7r9G/ehks/kUVA+Hlxo3ryrhxuYHZZcsOsGnTGf2yubkJDRtWzO+tgiAYkUqV90GDUDD8PRxY89QTZglwNz5NP5UFIENqRscK7kgk2WW863s6srp73dffWOGNo9FoRKCokNR2dwAeGKy7HJXI9dic/JsSCRd0dvzQtgY/nAsmKjWTAdXLME5cxxR53bt/y/791wCYOfNPDh2axtmzwXz22QYAli8/xHffDeT77wdRr14FLl68h0wm5Ycf9qLRmAE6Nm8+j1ptmK8qJUXBl1/24csv+7zuQypWNFodaVlq7CyyBwM4W5nTv3oZfjx/F40sd4CASqvjz6AIESgSsg0ZskyfJOzWrUcMHbqMCxfmAODuDjKZDo0mNwdO794NjNLOwvDV8SCm5wxf3347kq9P3CJdpaGcvRW/dK9Hex93jr3fkj9uPsTT1pKP6vngYGHKJ/Ur6OdbD6ntTddKHkSnZbLnbu48Wjdrc3pUKYWfi5zApxJUN/Vy1geJAB5nZPHt6TsMr1Oet7eczR6tJPdgc6YLrR4fJ8LSEy/nLJpb3CElQ8JdyurfW9PNjnMR8fog0ROx6ZlUdbblVs70MT8XOX2qlsZ36X79SKOQxHTG7b9GYmaWwXsVag0RKRkMqF6GgMhEarnbM6ZBRUrZWvIwOYOTYYaVfZKVKlKVahEoek2GD29LaGgcixfvxMREw5IlH4iknIJgJEql6rkltjMzswPw9+9Hs2nTGZycbBk4sJlIwFkAhvuX53JUIuuuh2FrZsLs1tXzJMGG7Onc+wY2N0ILBWN7Nn/j05RKJQ8fJrB163k8PR3p27cRZmbiVqIgDK3jzblH8Wy4Ho6VqYwZLf24/FQ13icqONjwYGwXI7RQKAw3boTrg0QAWVlqFi3ay7FjQQbbffvtX0yc2J3+/ZvSv39TvL0/RqN5MrJMwurVJ2nbtrpBEuxhw9rw4EEsK1ceAmDo0DaUL+9W6MdUnOwJjmL47ktEpmbSspwLm/o0xDXnWqS03CrP9l52lnnWFWXi1/0/uHYtzGD56tVQDhy4xpgxv3DvXhROThocHR3w9CzLyJHtaJMzvLQ4WPBMsuAnJQRDkzLov+084Z92wc/Vjh6VNdR0t9dX/lrUqTZdK3kwImdk0LWYZDb2acjCDjXZcCMcG1MT6pZyICAqiV3vNuXzw9cJikuhW6VSdK3oYRAoAojPULIrONJgSpsKEzKl5kSZu3NXYcMRhS+lTOOxT40lycaVaq5yPq5XAQeLvDcp3vbW/Na7AfPP3OFoaBzVXeU8TFHokw0+cftxCmMbVORSZO5JvJa7PX22nNWPMjr/KIFR9SoA8M3JW/pkovrt3exwsTb/B9+68F9IpVLmzh1AYuIJIiMjad3631e2EwTh37l5M5yBA3/k2rUw6tevwIYNn1CmjDOTJq3n4EELrKy0XLx4n4wMUxo1+p8+wefKlYc5f/4bZCL3hl6WRsv6a2HcfpxC10qlXik3gqlMyuoe9VjapQ4mUikyqYT4DCUrL4dwNydxqpsygS4VPV6yp7xi0zP55UooGSo179csh4+jDYmKLBacDeZOfCo9KpdiQI2yL9+RYBR//nmOcePWEhubzMCBzVi6dGieYO7p07fo1WsRmTkjvtesOcahQ9OM0dwi40RYHPvvRVPDzZ6+fqWRPicIZyKV0KNyKVyszGnj7Uqnih7svBPJhhvh+m2sdSpaef/3HCjxGUoWnb9LWHIG7/h50flf9HehYOT35yCV5v838rSkJMOZKykpCrZvn8TPPx8gODiSHj3q4e9fnmrVJuiTYi9bdpAbN77H09OxQNpe3ClUGt7bfp7EnN+7Y6FxTDl0gxXd6rIrOJJ7Cak4JUcSb5ddsKplORcGVC9e5zgRKPoP2rWrwd9/X9Evt25djb59F5CSkj1KJS7OBG9vHYcPf0lqqoLY2GT9CAadTseePZe5efMhHTvWolY+pWffZJnqvOU4n4hOy2TjzXBG7rlMhkqDqVTCrz3r0796GbQ6HcN2BRCWnP0DdzYinrH7rrD9nSbYmJkwbFcAx8LimH82mDltqvN774YsuXCPQw9ikEmguqsdN2KT9Z81pLZ3nilqACkmctJMcvNGReqc6Kg8THKmCxelNRm+OwB7C1Pe8fNic+BDdEAVZ1smNK7MlagkZhwLQqPTceRBLH8GPaJxaSfORMTr99ejsifjG1VCrdWx7VYE/qUcKe9gbZCIMDFTxfrrYUxtVpXwfEoU34hNfuGTO6FwPClDKr53QXj93n//J/1DlgsX7jFs2HJatvRl8eK/AQlKpYyPP/6DPn0aGVSBCQgI4dixwGL1wOW/GrjtPFuCIgCYfzaYDb0b0L96GbI0WmLSMvGyy/u084mnq4s6WZlzaUhL2oyYgEyrppKJAlPZiOe+Nz+pShX1Vh4mPOfcvuj8XS4Pb8cHf13kVHh2fsAtQREkK1X6ByjCmyM2NpkBAxaTlTO67JdfjlKpkgeffdaTBw9iSUmRIJfrWLHiiD5IBHD48A0CAkLw9y9vrKa/0X658oAhO3NzDx15UJ7l3fzz3XbigessOJf9EPb7s8Es7liLMQ0qsqJdVb748yDmKiUdrDP+VTWlLI2WFKUKZytzdDod7daf4Ep0EgDrroWxpW8j+viW/ucHKPxn1aqVoWvXOuzefRkAc3NTxo3rSt26PvqpZwDvvNOYESNW4Ohow5gxHRk2rA3ffbdT/3rPnjWxsbFg8OCW3L0bTZ063ixbdtCgclpiYjp//HGKiRO7v7bjK8rCktP1QaInrsYkMWjHBX7PCeBKbN2o8eA0s0Z9SPf6NYzRzEIlAkX/wZo1H/HJJ2s4ffoOTZtWYdCgFgbDBwHCw9KZPXsbX3+9lcxMFT171uP338cyadJ6fvppPwBffPEHmzaNo0+fhsY4jH/FzsKU2HRlvq9VdLThuzN3yMgZZZSdj+cq71bzIj4jSx8keuJyVBIAs0/eMlg/59QtkhRZfHvmDgC7g6PoXNGdXlU8CU1KJ0GRxcd7r1DW1hzXlEhi5aWQoqW/zTnuJ+Z96lzeRcGKrCr65NJJmSqi0zK5O6YTB0NisDUzwVwmZd21UH2ZUYBHqQpmtvSjgpMN16KTaFfeja9aVeOXK6FMO3oTlVZHSFI6o/O5+LXMuRjv51eGvXcNc1RpdHApKoF6pUQCwtfpSYBIp9O9ZEtBEAqSVqvl8mXDHBwXL957avh8tsTEDJKS0vO8X4wmyhWVqtAHiZ748cJd5OYmDP7rIo8zsqjmKmfHO03yrfD5LJlOi3vSQwC0csPtr8cksexSCFIJjK5fgSrOcuLSlfxwLphHqQr6Vy9DbLpSHyQCSFGqWXguWB8kemLttTARKHoDXb78QB8keuLcubsMG7aMVauOABY4Ompo0CDvdZ84lz7fD+fuGiz/cvUB37WvgfyZkVpZGi0/XTQsuLHw3F3GNKhIl3KO7Lx7BAB5xX/edzZcD+OTfVdJUGTRqpwL/2teVR8k0rfrygMRKDKibdsmsn37BcLDH9OzZ30qVHCnUaNK1Kvnw5kzwcjllowbt1Z/rty48TSBgd9jYaFizZpdODhoGT26Gb/+eoyRI1eiVGZXShsxom2ez7K1LV5TowpTRUdbytpZGdy31ivlaJBbVyeVEeVYFq1WS6cNJ4lIyaB/tTJ83rRKsXggLa66/gM3N3s2bRpHRMQyNm78lBYtqmL3zBM8M3MV//vfRv0TmB07LrJw4W6WLz+k30ar1TFv3l+vte3/lVab98LAxcqMVuVc2P5OY2KeCSI9zshCpdXhYm1O9WfywrT2zq7Qon5mn2qtjg03DKf3/X03mklNKuNha8Huu1E8SlVwJjKJFHM7/rKbxznPWXS3voqDKhlLTW7+odKyBN52u4HaxMxgf5GpCmafvMVHey4zcPsFfBbvNQgSPaFQq7kSlURwfBpRaZmkq9SMP3BVP53scUYWx8PiqOYq17/H296aVKUK1+92MuHAtTz7BLA1zT9HhyAUd+LmIq/o6CjatGmGl5cLanX2TZuPT2l69uxMz56dSUxMMHIL/xupVEqzZ6pmtWzpR506htUfLS1NmTSpO3J57gVtvXo+zJ+/EyenD+nWbS6PHhXt7+K/MpNJkT1zEWohk/HhX5f0RRNuxqYw6eB1sjRaVgSE8Om+qxx4TlENjUaDWmrC1XJN2FK+Cy1+PcqNmGTuJ6TRaPURfr50n58u3qfhqiM8TM6g5dpjfHPqNmuvhdHht5MExiXn2aeDhRlmzwT33IrodOvi3jfr1i2PxTPT8UuVcsgJEmVLSJBhb29psF3r1tWwt7emc+c5eHqO4MMPl5KSzwjqkspUZthHZRIJO+9EUnPZASr9+DeLz2cHkiRkTz179r0770Ty8eHb3PasTZaJOWp17uiG0KR0vjoexLzTt4nLueY+FBJD/ZWH8F60h6+OB5GQoWTYrgB9js2joXGsvxbGs7evzlZFs18aQ1aWmsjIgu3vpqYmvP12YyZO7E6FCrnl61u1qsYXX/Tm2rUwgwcqoaFxHD0aRLVqrri4aHF21pKamsann/6KMqfqdGxsMqdO3aZ69TL69/n5edG/f9N/3D6tVkvaMyk4SgKZVMLOd5vQ2tsVT1tLPq7nw6cN8iaP1yFlyLEQ9t2L5mZsClOP3NTn4y3qxIii/+DEiSC+/fYvMjNVjB7dkV696vPnn+MZNmwp4eHx1CytQOtgQni44fuCgiLy3CQVtXumx4qsPOv+6teYRl7Zc6ffq1GW75/KY9Slkgc9N57mSnQS9Uo54GRlRlBcCv4eDiRnquiz+QzdK5Vi6VMd65P6FTkaGktEau6Pk5OVGRYmUg6FxBp8dqa5NaZWJox5PJDzSh9wBWflY0Y5HkMCaJCwW1GLKtowbktz5492rODOjxdyn+IkZqpIVKgo72BNSGL2E+1ulTyYeTxIf/G94UY4tmYmpCgNn75FpmZyZUQ7/rrzCJVGh5OVKV1+P/2Sb7KI/cMXI8Uh0l+Uie8/L3t7B7Zu3ckHHwzQr6ta1ZcdO/a+4F1Fy/r1oxkxYgXnz9+jefOqLFs2DAsLU4KDo/j77yuYm+uYMKEZdnZWzJjxNo8fp+Dn58WaNUfZsyd7qvfu3ZcZPHgpBw78z8hHYzxOVuaMqV+BH3JuNM1kUob7l6f/tvMG2wXGJTNo+wU2BWaPFlp0/i6ru9dlQPUyzDt9hxPhcdQv5chH1T24VdqfCOfsyp8nwh7Te/MZPqhZVj86GLKLMCw4G0zQU4UmAG7FpeLv4UBATvJdL7klH9evgKWpjP8duYkOcLQ0Y0ZLv8L6SgpVce+bzs5ytmwZz8SJ64mOTuK995rnCeACqNVqtm+fyLp1J2jUqBLDh7elfv2pXL+e/VBvzZpjSKVSVq0a+boP4Y00pWlV3vnzrL4C8Hs1y/LBjov6B5Jj912lgqMNnSt68FmTKnyZUyRGArT1dqPHxpxrSI/qxNp54pOa/Rv4IDGd2ssPkpwTFFh68T5H329B9z9O6ysYTj8WSJZGY1DRECA0OYNPGlRkUc5vh7OVGVOaVinMr6HY2LnzEkOHLiMuLoXatb3ZsWMSZco4v/A96emZrF59hPDwx/Tt24gG+QQaXsYxn1Ghly7d56uv/kSrza56VqHCVZKfmbHx6FEC16/PZ9myg0ilEoYPb/vcIhLPs2/fVYYPX87Dh/G0aVOdP/4Yi4uL/OVvLCZquNlzeFALVgaE8MfNcL45dZt25d04GBIDgESnxTklits5eYqe2HM3qliMni3wQFFAwEWmTZuCTCajVq3azJo1V/9adHQUo0YNIzMzk88++4IWLVoV9Mf/KykpGUybtokzZ4Jp1qwKX331DjY2L66uEh7+mA4dZutHCh09GsipU1/Rtm0NvviiGbNnb0WWpUWpyi7DrXwqqNCrV31sbS1ZtuwgkH3DNHFit8I7wNdkx+0oFp2/j72FKZ82qIiX3IpjYbHU9XBk2+0I/RSzXcFRDKxRhjU96uH70379ScxUKmF5V39CEtNQa7X4OFrT2KsqA7efJ0WpxlQqYXS9ClyJSqK2u73+ghTABgW3skplB4lyPDZ3xkqaxZqUZkRoshO3yaUZVHx8C5lzaT7p3IK6pewNAkUAKq2Whe1r8vOlECo52dC/ehkarj5isM2V6CRae7ty5EFuwOrdal4kZmZhIpXSwNNBP3/1RUykYlCfsYgRLcYlvv+8LCwssLAwPPfcvXuHbt06UL9+Q/73vxlFPsBWtqwL+/Z9wYUL90hNVeDiIsfERMbevVPo1KkbMhmkp2dRpco4fQ63lStHcPy4YQWYo0cDjXQEb46FHWvRs4ontx6n0MHHHW8Ha749fZtrMbmje1qVc2XFM0Ugfrp4j0uRifonnodCYrkVk8hjW3eD7e4lpOWbeNdTnnfqgqu1OZv6NGRXcBQZKjU9q3giNzdlarOqvO3nxd34VJqVdcGmiFbIKgl9s2tXf7p29edCzjVRuXIu2NpakqqvDqtDrdbSqVN2dd9t2y7g4iLXB4meeLrqUknXx7c010e251BILDXc7AiOT2XVM9NvD4XEYCKVEJqUzgc1y1LB0YaulUrx+WHD7zHFypHHClsA1l4L1QeJAMKSM1h07l6eoNDd+DTcbSyIfmo0SEcfdz5rWoXBtcoRlpxBa2/XItsvXyelUsXgwUv1OX+uXHnA5Mm/sXHjpy98X8eO33Dq1G0AFi7cw969U+jQodYL3xMbm8zFi/fx9y+Pu7s9n3zSiY0bT/PwYXau1N696/Prr8eemt0hYcuWG7Rs6cexY7nnxj59GtKt27cczMmfevx4EJs2jXvladyZmVkMGLBYf8yHD99gypTfS1wgeM2VBwzfHaBf9pJb8muPeoQmpbN3xSKslSncK+OP+qnLWj+X4lFVucB/GUqXLsO2bbuxsLBg5MghBAUF4uub/QRp8eIFfP75NHx9/Rg48O03JlA0ZMgy/vzzHJAdoY2JSWbDhk9QKLK4ezeKKlU885T//PvvKwYJ/XQ6HTt2XKRRo0r8738HiIkxIRQbiIROncqSkWFOYmI6w4e34a23GtKrV306dKipT2Zdt25ugCMrS82BA9eQSiW0b18TkzewfLqpVJKnite8nFxCANtuPeLeJ50Y27AiyZkq/nf0psG2h0JiqesRaXBSU2l1PEzO4PCDWH01MTdrc84NaUNYcgazT95ixvEgZhwPorGXE83LOHMi/DFW6nS+cd9OgiZvxP1iZnl9kAggBSua2SYgDbhIi/dakyWVUtfDgUs5QScJ4ONgTY9NZwDYdx8C41JwsjQj/qlRVI1KO/FlC1/mnLrNjdhkOlVwp4ydFeV+2INKq0MqgfENK730e3yV3BEFZdq0z7l69Qo1atRk9ux5+vWLFn3P4cMHycxUMHbsRLp0KfpBy1dR1C/qizrx/b+ac+euYG/vwMSJn7J//9907Ng5zzanT5/k9OmTAKSmpr7uJv4jOp2OXr2+46+/shO8Vq3qycmTX+HkZItJzmn2t9+u6AOJOp2O//1vI3Xr+nD2qVGqdeuK5LkALcq5GFQ729GvCZMOXudmbDKdK3gwuUll1lwNJeupaQvWpiZsvGn4IGPnvVjcMuJJt8y9uPWwsWBUPR/+vJX7oKexlxNj6lfgbnwaKy5nB6DcrM2Z3KQK5iayfPOcVHC0ocJrPNe9LsWtbyqVKjp1+kYfhG3Z0o/9+7/g22+3cebMRby81Ozbd8tg+++/34WXl5P+Bhagdu1yr7vpbzQ/Vzv8clIuWOcTkNFqdXT47aR+uZa7PVObVcXl2elgOh2WuuyHzub53OhXcLJGKoGnL83rlnLk86ZVmHzoOqFJGbztW5oJjbOvTWu621PT3f4/Hl3JERWVaJAYGuDmzYcvfM/Vq6H6IBFk/1svXXqA+vUr8Mcfp9FqdfTr1xhn59wROn/9dZF33vkBpVKFqamMDRs+oW/fRty8+T2rVh2halVPOnWqjYPDYIPPSk9X8eef45k9exs3boTTqVNt5HILvvlmu36brVvPs3t3AD161Mu3vVlZambO3MLevVeoVs2LIUNa5znmZ/MMlgR/3jLMB/gwRYGjpRk/X7rPhcrtMFFn0bWsA4ciU0nLUtO8rDOfF5NRegUeKHJzc8vduYkJMllukCMoKJDZs+chkUiwsbEhLS0VGxvbgm6CgQcPYtm48TT29tYMGNAUuTxvFZDt2y/kWd6//yr9+i0iKSkdNzc7duyYRMOnbvyfnkP69Lrr18OIiVEYrA8KiiQ0dK3BOqlUSs+e9enZs77B+tRUBU2aTONGzmiUOnW8OXnyK6zesPnDzwaJnhWXoeTA/Rj6+JZGbm6Cj4M19xNzk5PWdrfHyy7vU8lkpcqg5HxMupLfb4RTxdnWICnmmYfx/M/PnshHVwnz9OPTx/1paxmIjSSTNF32Uz+ZVk1diwfsUxhWyfFxSuWUc3lqr79AFhK85JaMb1gRhVrLO35eTD1i+BTn8INYfu/dgK9OBHEvIY3eVbMrnn1+6Eb2sH1PR/pV86LV2uP670Wrg1+vhTK3TXV9AC0hn+l6x0JjaeXtlmd9Qbt+/SoZGRns2rWfSZPGceVKALVrZ1feGDXqE8aOnUBaWhp9+3YvMYEiwbjEiKJX4+CQHeju3LkLN25cz/dmtEmTZjRp0gyAo0cPvtb2/VNHjtzUB4kAbt16xPLlB5k6tbd+nUJhWGUkNVXB6tUj6d9/MVevhlKrVjlWr/7otbW5KClnb82Wvo0M1o1vWIm5p7NvVsxkUv7XvCqTD14nMTN35JGHjTlVrlxCaWpJvNwDHwdrulT0oOKP+1CqNQyoXoYhtb1pUc4FqUTC8m7+DPcvz6NUBW28XfO9AS7uilvf/PPPcwYj9Y4dC+TevWjWrv2IgQNPo1LB1auGU+6TkxWsXz+G99//ibCwOOrV8+GHHz54zS0vOup7OvJ1q2rMOXWLLI2WwbW8uZ9oeCN+NTqJgKhEpjarwv770frCMR6Joeyxr4F8zna6VSqFp60lj3JGe9V0s2NonfLIJFKmHrlBilJFH9/SjGlQAQsTGf9n7yzDo7raLnzPTCburgQiSIAEd3d3h0KhpS3FKhRpS5G2QClSpFCghRYoFlyDS7AgIYEYJCHu7pmMfT8mOckw6fu9b0uddV35MTvn7CMz5+y917Oe9Vx8resffq3/NLi729GokQuRkSlCW+/eTTl37hF16tjSuLGbzj7Gxvo6bVKphJYtFxJXmZGwcuUxHj1aLVTF/uijvYLPkFyu5MMPd+Pj40q/fitITs7B0FDK1q3TdaqetWhhiY2NGd27N0YiEVOnjq2O2g8gISHrF69x8eIDrF6t6TMkJJ7w8CTq1LElscb6q2fPJoBmDnfr1lPUajWdahg33779tDLrxg8rq39GgKCepYnWZ7EIDoUnEVTplajQ0ycgKZ/o2QMQiUS1qm7/rvjdRvbw8DByc3No0KCaUVMqlcIPyczMnPz8fB2i6GVGX6KiUmjT5mNBNrtly3mCg79i//5bLFlyiJISGTNn9sXLy5GnT1OF/by9nXjnnR1C1ZWMjALmzNlFYOByNmw4y717MXTu3JDp03vy/fdXUKvVdO/eGHNzI/LychGJ1KjV1dFytaoEuVxOaGgihw7dwdXVmmnTemBqasjNm1GsW3calUrFe+8N5OnTVIEkAg1z6+9/hylTuv2me/FnICaniPY/XEalhil+dfkpNJ7YvBL8HCzoXMcWc30pQxs4c6Ly3veoZ087VxudVLAKpYrUIl0TtbOPoohxaSZ8vlDWlNnmF8lVmXI70wk9lZwCS0O89DKIUWjIGAdJASPNH7HN7QMqKu38kgrLeJ5fwrGxHQGweCF/V08sopeHA+NrGMKNP3KXA5WRhKjsIjKKy3WIoIJyOR+0r8+CSlZZtMxf5xpS/yDTx/v379GlSzcAunTpxsOH9wWiSFppqF1eXk7Dhj6/2MffKTL6Cn9dVBFErxRF/z9KSkowNDREIpFw795dGjX6e/q71ERmpq7pcVpaPrNn7+TiRUOMjVV06FCXCxeq1UMzZvShUSNXHj1aTVlZBUZGupPvV/hlrOzVlCENnAnPKqC3hwPuliboS8QMO3CbApkcY6mEnvXsOZTdH4lKSceMh6x/8yPa1DAy/vlJIqN8XLVS0Vo6W9ESqz/jkv50/BOfzdQaQboqxMVl8uGH+7h82QAzMzUdO3oQGFjtJTl9ek+6dvXh+fNNFBaWYfnCguoVdPFJl0bM61AfhUqNib4eU47f09kmLLOArQ+eY6avR3cXC1KO7ySofm/kegZQoWBfWCLz2tfHx84cI6mEYQ1dMNSTMKO1J2+2qIdMqfrHp5P9kkq+vLychQs/JDExgQYNGrJy5ZqXcjyRSMTJkwuYN283EREpdOzYgAMHbvPNNxqfsvfeG8D69a+zatVxoUDRwoXDmDixEz//fBMAU1NDGjZ04ciRai+51NQ89u4N5IMPBgGQkZGvddzMzEIWLvyZ5OScyuuTM3fuLlJSviMo6AbPIzKpZy+jWWtHVq48xscf7xf2nTq1G3p6EhSV2RuGhlKGDGkl/P/OnWfs2HEJMzMj5s4doBXEAXj0KJ7z5z/hyy+P8uxZGkOHtmLZsjGUl1fQu/cXglqqQ4cGXLq0mLlzd7Fjx2UALC1NuHFjmZaZ9t8VH3duxNX4LCKyCtETi1jWrTHnXygMUa5Uk1Eio6XzP2tM/F3eInl5uSxaNI8dO7RVNDXVRcXFRVhY6Obvvczoy/btl2rkVmskgt9/f5mZM3cKi5WlS/1ZunQUmzefJzu7CHt7CzZsmEKPHp9r9RUTk87bb2/np5+uAxr53vvvDyQpaSu7dl1lyZJDXL0ajlQqwcVFSUqyBDUibI3leHgq+emnc7zzzj7BtX7//lvs3j2Lnj2XCyVJz559xOzZ/XWuIz9fl0yQyeTcuvUUV1dr6td31vn/nwEHEwOh2tlAbyc+vRouGPbdT8nlzhs9KJDJGXbgNh9f0aSiTW9Rj7AZfQhMzOZxRgFJBaVa6iMzfT2617PDwkCKkZ5ESFUzkIgozUgGN21lV57KhMEmIewzaotaJCa60BsPvQy+tjlIhVqPAcaPKVEbIBNrK7RicosJiEknICadZg6W3EjIoqTSwHNcYzeWXgvHxlifma29cDA15Gx0mtb+F2IzWNipIStrSExH+bjywflQonIKGfIL35GzyX/2wnpZKCwsoF49jTGlubk5T59Gav1//vz3OXv2NMuWffmLffydIqOv8Ap/R8jlcsaNG0l4eBhjxw7n448/Y/78DzA2NsbdvS7z53/yZ5/ib8aAAS2wszMnq9IMWU9PQnl5RWV1JREymYSgoER+/PFdgoJiaN++PpMmdRb2f0US/Tq0d7OhvZuN8LlbXXtSPhhESHo+yYVljDtyFww0gbvbhi04HpWq08edpByGNXT5w875r4R/w7M5cmRbliw5RFll0MvQUMrTp6ns23cTEFNWBmZmhWzY8DqhoQn07u3LuHGaAJtYLH5FEv0PMNCTUDULXdixIWej04SCKZP93HnndDCyyvVCbF4J9c1dNCRRDdxPzePrPn46fUslYqT/pQfN3xX/SSW/Y8d3jBgxWgiOvkx4eTly/Ph8AKZN20J6er7wvw0bztGypQeLFu0T2hYs+JkrVz7j9de7kZiYzYABLTh16sGL3WphypSubNoUIHyePLkLt28/09qmsLCMn366TmBgPmq1PinZUtRWOfgfPqe13cGDdzh3bhGbNwcglerxwQeDqFtXU2n64cPndOmyRCCRDhy4TcuWHlrCCRsbM7p29aFTp4YcOnSHgoJSCgpKuXTpiVZK3e3bT9m06ZxAEgHk55fw1VfH2bt3zn+83r8DnM2MCJvRh9CMApxMDXEwNURPLOJGQrXSytlEHz/Hf4YvUU28dKJIoVDw7rvTWbLkc600NAAfn8bcvx+Ej08TioqKMDP79a7pMpmcTZvO8eDBc7p3b8z06T0Rv2AMLBbrRqwjI1N0Uh5yc0uIjFzPxYuP6d+/OZaWJgwa1IJTp6qNq4YPb8Pu3Te09tu9+warV0+qVARp+pTLlZQUiZjWJ4/sQglvOySyTeXFtm2XtEob3r0bzebNAQJJVLWvSCTC3NyIwkINwWVlZcKYMdoy8tjYdLp1Wyawyx99NITVqycJ/09Ly+PYMY3J4NChrXX8lX4vdHaxZoiPGz52ZlyNz+JMDTJFDZyLSSc4LU/Ll+j74Dh87S2YHRAitHV1t+Xd1l7klMq4HJdJ/59vIhbB6Eau6OtJUKPGJuY+z4riiaEZiho/485GzzhY3Aa1qPq38FzhgItePu0NY1GpRYjVanz1k3hcUS0Tdbcwpv/P1Tnio3xcGd7QhXKFkrdPP0RR+f3ue5JIxMx++NiZcze5ujxmfRszlnXzwdZYn5D0Alo7W/FTaDwP0zSqoxertFXhYXoB3b2c/sc7/b/D3NxCUAEVFemStKtXr+fTT5cycGBvRo4c87ufzyv8e/G8VE2+sc3/v+G/EFKplCNHTmq1Xb4c+Atb/z1hYWHMnTtfsGHDWQoLy5g+vSeLFu3X2qagoJzGjd3+lkravxNM9PXoWMeWD8+HarWrRSJqyy7v+P9U9/kn49/wbHp4OHDjxjI2bTqHWg2zZ/dj/PgNWtvExmYxenR75szRTbN7hV+HRnbmPJ8zgEvPM3GzMOJ5Xgm7Q7VThooNzdFTVKDQqybK27pYv9jVvwb/SSV/+3Yg6emprFu3mnfemfW7eYdlZmpXflSr1QQGRupsd+vWU/LySti37yZbtlxg6dLR1K1rR3y8JgXMycmKZ89SadBgLj4+rqxaNQFPT0euXQvH2tqUiRM74eJiTXh4tR9Su3berFlzSqiYrUbEg4dyHBy0MyIMDPTo2bMpvXr5cuNGBCtXHkOhUDFnTn/Onw8RSCLN9RTQs2cTYmLSiY5Ow9LShG3bpiMWi2jf/jMePdJ4Ey1b5s/bb/fWuc6qNWlNvFiF7e8MkUhEsxqeXh+2b0CZXMnagFsYyYrZNaT/P7JA0UtnEE6ePEZISDCff74EgE8+WcLRo/6sXLmGWbPeY9astykrK2P+/I9/03GmTdtaGeWAgwdvExeXyapVE7W2mTGjD7t2XROMuFq39uT117tpMbUABgZSPD1nU1hYhpWVCUePzmP37lksXnyQ+/dj6dq1EUuWjObcuRDSalTacnCwQC5XCqROFVQVasITDbj31JgT6qa42soxstKV9Lq72+m0NW9elxs3lrF79w3EYhHvvNObR4/imDdvD05OlnzwwSBWrjyu9UCuWXOKGTP6UK+ePZGRybRv/6nwcHbr1pgrVz77Q9I8riRkcfhZGnbGBnzQXrf8Y2M7cy2fIdAQSLtfyKG9npDND0NacywqRcj/VKnhYEQyQW/25OLTRFbn6GPv3Yb5luc4U+pHkcqQ5gaJSFBjIpLpHNtUVM7tMk8+yhlDqtKKxtJkOovCCCuyZ7SfJ7fyS7S2PxqZzPZBLfno4mOBJAJNZOfS8wy2DmzJiIO3icsvwcXMiLdbeuD+zVnSisvxdbBgWrO6PKw0//xPGNTw9yeJAFq3bsNPP+1i6NAR3LhxlXHjqp8VmUyGgYEBhoZGv7tn2Cv8e6FQqRiy/xbnYhTgM5CMbAWT5EqMpH89s/5X+H3h6enIxo3ThM8aL77qCbaxsT4NGvw1lLL/BrRwstRpG97IhToWxnx+IwKZUsXctt4MqfGdlCuUlFQosPmL+Se+wm9Dq1ae/PTTLOGzn587sbEZwmdHR4t/VWnsl40KpQq5UqXj6WVmIGV4I41az0xft3y5ZWkurrlxRHl0pERqzCgfVxZ3/WWrgH86/pNKPj4+jrfeepePP17C8OED6NWrD3p62vf7ZSjkX3+9G2fOBAufGzd2Y8yYDmzffllru9TUXLZu1RwjPT2fiRM38uTJWk6deoBSqSIyMkWogv3sWRoxMelcuPApGzacJS4uk507rzJ0aCtWr57E6dMPadzYjSVLRtGw4ftax5HL1Xz22UjefHObIIhYvHgkIpGI2Nh0evf+QhAnXLgQyjvv6JI9fn7uPH36DcHBzykqKqNt2/qcPx8qkEQAeXkl5OUVY2JiQEllFomxsQHvvTeQoKAYoWqiSCRi+vRev+re/h0gEYtY0q0xD9YuBKCe6cvxdz0elcK56HQa25vzdksPDP7kglYvnSgaMWI0I0aM1mpr3botAM7OLhw9evo3H0Mmk7N//y2tts2bA3SIIk9PRyIi1uHvfxdLS2NGjWqHoaE+mzdPY8kSf0pLZbz7bh/8/e8IZE9eXglz5uzi0qXFpKTk8uxZKubmRqSn57N27WtMmfItcrkSIyN9li0bjZGRPuPGdRDyTwHauRRxPqo6RzE5W4q7STFmZmYUVXrtjB7djjlz+hMYGMnx4/cB6N69MZs2BRAUFE3Dhi789NNMIiNTGDz4K6Gvkycf4u2tnW6lVqvJyMinXj17Nm0K0GJwr10L59atp3Sq9Mm5ciWMK1fCGD++Y63Ga78FuTLNCyirVMauR/HMbO3Jdw+eo0bNxKZ1GNHIFalEzJW4TKqolz6eDui/IJGViESY6OsR+4LTPsCPIXFsffAcjKwoxIqNBfYcddzMlMw3OVLSiiMlrWiqn4iRsowyicZMrJ/xExrpp9Ex5WMylZoJTrjclf5GuQyNPI2Z2geThtoRB/1K6a6loe6AHZdXwkcXH5NcWMogbyd2DW2F37aLpFWWH32cUcDq21EYSyWUypU6+9fE87wSGtr+/lJFX99mGBoaMHhwXxo3bkKLFq1YtGgeK1eu4ZNPFhAT84yKigpmzpz7u5/LXwWvzJT/WByPSuVcTHVOd3SFHj8/SeDNFq+qV/3bsWTJKGJi0jlz5iEGBrBmzRjMzP45ZpB/Ju4k5fBTaDy2xgbMbqNJnX4R45vW4UJkPHsj0hCrlXilheFnO4Q2LtbMaO2ps/3W+7EsuPSYogoFA7wdOTCyHWYGumPlK/z9sW7dFBITc3jwIBZDQxVbtkz9S1bi/Ttgw91oPrsWRkmFkglN6/D9kFY681+ABrZmrOvjx2fXwimVK2hja0x6hilIxPSJv8zB3T9qeYX9G/GfVPLm5uZ06NAJAwMD6tXzICsrEyenlx94GDWqHSdOzOfAgVvUqWPLBx8Mwt7egq+/nsTq1ScRiUQsWDCUy5e1C+QUFpYRG5vOzJn9APDx0SZ8wsKS+PLLo4LZNcCJEw/48MPBNG9el717A1m37jTjx3dk69YLwjZubkomT+5Cq1ae7N9/i9u3n3LgwG2kUj0UCqVWBotSqcLISJ+GDV2IitKYcw8a1IKePZty5EgQU6Z8S2mpDBsbM+bPH6Jz7WZmRty69TnffnsetVrNzJn98PBw4MKFT9m69QIJCVmMGdOe7t2b/PYb/RfBisBIdgQ/x9JQny+6N2Fgfe1Af2npb1dPfXsvhlnnHgmfAxOzdYpT/NH4WzqdqVQqnUWeTCYnOjqNvXsDMTc3YurU7lhbm+LgYEnfvn4UFpZhUDmRmTmzHzNn9kOl0qSCVRmRVSE+PosZM3YI1dAuXnzMxIkbuXPnS7p1a8zhw3fZtOkco0evx8/vKLt3z6JFCw+OHr1KcVEs/a1yOR+jbWalUIjYs2ci2dlSXF2tcXGxZv78vTRs6MKlS/1wcrJiwYK9QsWJqKgUJk3ahJ+ftglYdHQaEyZ05OzZ6h9SgwbOtG7tBYBcrl2RombbhAkbBILtyy+P8vXXrzFv3u9T4Somr5io/v2Y5FuH6acesudxIg/T8tk3oi03pnbncEQycfkllMuVOJgYYCKVCJ5Ak3zrcCE2nbauNnz38LnQp5m+HqkvyBiL1YZsKOhFmtJSaHtSUYcBOefJ1LdD7GCBjaiIUJmrQBJVIVLuzBDPfHYkyujeQUpwmkhQD73m687Sa+FIROBoakh6JQk0yNuJpdfDhVzy09FpfHIlTMdsOzK7iDW9/Zgb8Ai5Sq1VnaImbAz/OL+NmmZ/gGDwt2bNN3/YOfwV8MpM+c9Bai2//9pM6l/h3wcrK1NOn17IgAGDEYuhf3/fP/uU/hG4mZhNtx+vCV6BB8I0qdNiEVyLz8JUX492rjaIRSKmu0jI+nk/VoYyCsukpKSk4OGhS+ImFZQy+9wjoc+z0emsvfOMpd3+/mbOr6ALd3c77t9fSd++g5FKqysevcL/hsisQt47HyJ83vM4gbYu1sxs41Xr9u+3r8+M1p7cSMhiwM+BKB0aAZBYlk9RcTEWZv9u9fd/Usm3bt2WiIgwfH2bkZiYiI3Ny0mZPXHiPgEBIfj6uvPGGz3Q19djyJBWtGnjhYmJgRDcmDdvCPPmVZMrBQWlWms2AwMpDRo4C4UZGjd206qkZmtrpkXqVOHy5ScsX35EmMN6ejrQtGkFpkUyPG1k5DmaoFAo8PJy5PvvL5OdrSHS7t2LYe5c3fS7Jk3cWLFiPHv2BBIdnca4cR1QqdTMmvUDpaUapVBOThFHj96jSRM3wioL+FhYGDN9ek/q13dm+/a3UalUnDr1kEuXHjNwYAsWLhxGbGw6O3Zc5vz5UKZP74mnp26l8L8iQtPzWXT5CUmFpZoq2J0bIRaJ+PlxAp9UeutCKSMO3SZu7gCcawS0Cgs1qYgKlQqFSo1hJaEek1vMostPiM4pYlhDFz7t0ugXU9S21VjzAhyJSCa7VIbtn6jc/VsSRQYGUszMjLSMqh0cLGnefL4gg9u+/RKhoV8zc+YP7Nx5FdCknl248CkGBlJ27LjE06epDB3ampEj23Lo0B2hr9Gj2wkkURXu3o2mvLwCJycrfvjhCtHRmsh4aGgCs2bt5Pr1pVy7GkBeqppSUzH6eioqFNU/BDcnJUlJ0cyaNYuYmHSaNftIONedO68SEbGOBw+0fyDR0Wl07dpI5/rHjetI06Z12L9fw2I3bVqHli0XUFhYxuDBLTE0lFJerimt2KJFPbp29aG4uExHhbVsmf/vRhQNaeCMSCRi/sUnhFXm8UZkFfL6ifs8ers3B8ISOVnDMG14Q2dGNnIlKruQLwOj+Ck0AbEI3m3lSWR2IRaGUj7u1IhvTl/VOo4IFcYi3bLz2VIbHli2ABnck3lyudwHT70MYhXVvllN9ZP4WPUWeZ6mBD/JYGgDZwZ6OyERi5hxJpiKSk+p+jambOjXDgcTQ6wMpfht05aphmQU0MLJkuAaqWb9PB0Z0sAZsQgsDfVp62pNvQ3ahCRAdE4Rbd3+vb4Pr/DvwbCGLnx8+YlACOuhZpSP6598Vq/wV0JVvYtXar+Xg52P4gRCBzSp08ejUlh6LZzIykXEoPpOnBjXkfDwcPTUKqwM5RSWSQkPD6+VKIrIKtTqE+BJLZXsXuGfBf1XHvK/CSE1TI+r8KiWtpow1JNwICwJZY3HrdjIkr23QpjZr3Ot+8TmFvMks4BOdWz/1MXl743/pJKfPft9Zs16m+LiIiZNeh39l/Dj3bw5gNmzdwqfAwMj2bHjbcaMWc/Zs48wMtJnyZJRLFgwTGff+fOHEBGRzNGjQdjbW9CzZxMaNnyf8vIKXn+9GytXTiA6Oo3Q0ATs7Mz54Yd3sLMzZ9eua4KHkKurDRERyVpjY2xsBu3aqRnjlUtAhAUPg/T5+utTtGrlJZBEVUhIyGLChE6CZcvgwS0ZP74T/v53mT79O1QqdWW1tok63ktJSdlERX3Dvn03KSwsY+zY9jg6Voshpk3bKhR6WrRoPz/++C6zZu0UKodv336JsLC1ODv/dTy1yuRKjkWlIFMoGdHIFQtDKTKFkr57bwhFmcIywzHTlzK3nTeX4rR9ZiuUKgITshntU13cIS8vj01B0Sy+Gk6JXMFkX3e2DGzBgJ8Dia7MkAnNKEBPLOLTLtppowXlcqQSEeYG2rSMgZ5YIJz+LPwtiSKxWMznn4/lvfd+BEAk0hAiNc2nnz1LY/36MwJJBHD/fizffXeRwMBIgd3dsuUC27e/Rd26dty5E03btl4sXz6W5ORcLlyoNnhs0sQNQ0N9VCoVoS+YzAUHP2fevJ84dToTMODjuHr41CmnTCbGQllBV5d89JylPA7RHHPv3hsCSQQaA7Fjx+7RvXtjLTKnefN6fPLJCAICQgVPonfe6Y2NjRlNmtTh8OF2JCZm4+U1G3nl4mvjxnN8883r5OeXYG9vwbBhrfH3v4taXW2kXYXycl2C5begtbMVCpUaR1NDurrbkV5cTnCatjdTSHo+KrWafU8StdpPPk3Df3QH3NafFtLSVGqNYuf2tB68eeoB3X66hklBBq7iCpINXTAUVfC+xQW6Gj3lVGkzytWawcBFkkuBVFs9lK60ZIX1YQJKm/JM7kBXo6co1GLyVKbCNieepvJFjyZsDIoWSCKAZznFmBtI6VrXjnKFEltjfUFRBNDSyZLGduaY6aeQXFhKX09HetSzx2PjWaGf5b8QbTXQ++cZn73CK9SGOhbG3JjanbHrd1NaLmNSfRt8XnldvEItkMl0feZe4X+HVS2K1atxmQJJBHD6WRoXYtL48UkSEY0HYySW09QwlNu3bjJ4sCaQ9N2DWJZcC6dUrmR683qYG+hRKKuOePf9m0SLX+G3o6Li5c4b/y3o4m6HvkSsNbd0MDGgyZbzJBWWMq5xHTb2b4aBngS5UkVqURl1LIwxrmWOGP80EmohijYFRTM3IAQ1YCyVcGp8J3rUs/89L+tPxS+p5B0cHPH3P/FSj1XlIVSFgwdv4+3tJKwly8oqWLhwH8OGtdHx1zMxMcTf/wPKyyuIjEymRYuFwv927LhM27beXL++jG+/DUAkEtGihQcuLtZcv76UXbuuYm1tyuzZ/Vm9Wvea9PXV7Lxrx5M0YwA++8yfN97ogVgsEoosATRs6MLKlRMYPrwNFy8+pn37+ohEsGTJIa3tVq48zoABzbW8l8aMaY+ZmRFvv92bs2eD6dJlKYmJ2QwZ0pKVKydqFXpSKJQsW+YvkESgsXQ5ePA2778/6H+6578XyuRK2n5/WQhwfHYtnAfTexGbVyyQRFU4E53G3HbetHC05Mca7SIgpagUv60XSPAZjEdGOBGZBSx6FCJsszMkHldzI4EkqsKpZ2kCUSRXqph28j77niRiqCdhbGM3HqTmCRUPP+ncCNM/qCDVL+FvSRQBfPVV9QOjVmsUPy+iNrf18PAkLQkgwI8/XueTT4azd28ggYGR3L8fy+rVEykoKCUoKJpGjVxo1cqTIUO+YvDglnTr5sO1axHC/j17NuW77y5p9Rmbps+oTgVcvWfMhlBXjCKUNPbLJiMjAwsLY53zMjU1ZMyY9mRlFfLoUTzNm9dl+PA2DBr0FSqVitde68K8eYM5duwezs5vo1AoadvWmylTugokURUiI5P57ru3SEjIomXLhYIBt4GBHrIak7sq36KXhY/aebPzcSLnYtI5F5PO0msRtHa25lpClrBNt7p2iEUiXM2NySuvjkI6mRkiEYsolMm1+iyUyXnz1AMCKr1NSo3taCxO5KjzcspVeqwt6Mfuog60M4jFTS8XW0kx482CeDdX94Wkh5IStQF6qLCTFPFcrjuA5pbKan0oEwtK6LLrKnH5JXSva0d4VhExucX0rGfPgbAk8ioVXG82r8e3A1vQfNtFrQnB2jvPdPoEsDB4Fab7I1FSUk5cXAUlJa8IupcJlVrNlbhMyuRK+ng6COZ7Ien5PM0uoqeHPbbGBrRwsqJbXhjp6el4NNY8o/nlFVyMzaCupQmtK6u4yJUqLj7PQCwS0cvD/h9ZSeIV4MGDWObO/ZGYmHSGD2+NUqlRFVVJuF/ht2FuO28OhCcKKZ4jGrnUGp38+XYod+00ZbYLgSznnijCThAfH0+RkRUzaiwa1gdFs6xbY67EZZJeXM5kP3emt6j3/55LWGYBloZSXM115z+v8NeAXK5g0aJ9HD4chIeHPWvXTqZ5c+3vtqioCFvbVyro/xUu5kYcHdOBxVfDyC+XM8XPnbV3nlFUmWK0Pfg5ruZGtHezYdLRIDJKZHhbmzLdVQ99eRkVUk2KS31ZHIm371M6fRKGRkY8zS7C1dwIfYmYT66ECYHWUrmST6+EcfuNHn/SFf+zYGam7e1mYCDl2bNUne3CwhKJi8skISGLQYNa4lKjMp2hoT4hIQk6+9y7F8PXX58UytJ//fVJHj78ig4dGvDw4XOWLz/M1q0XmTKlK66uNoJwYPLkLmRmnicwTdvPLyAghBUrxrNkiT8ymZz27eszb95g/P3vMHbsN6jVarZvv8TZs8FaogXQEF4//TSTVauO8/Dhc3r1aspHH2nS6EpKypkwYaOwtj5x4gE2NmY6CuDaKo6b/4Xe+8ejUrRUsMmFZewKiWda87o6ZK6XtSlrbj8lMb+Ufl6OXIzNwFRfj7db1mPehcea583YitB6nXDKKQK0fyfx+aVa1ioADW2r00Z3Popj72ONcKJUrmRXSDznJ3Ymq1RGE3sL/GpUWfuz8LckigoKSrSqjwFkZRVib29BZuWX366dN/PmDWbbtksCsykSiRg1qh0HDtzWKglobKzPa69tFqqjXb8ewXffXeTu3S8pL6+gT58v+fHHawCcOvWQTz4Zjrm5MUFB0XTp0ojNm9/A23um1vno66m58cSE1BINEVAml/DkiZh79+7z+uvd2LbtkvBSaN3aky+/PEZYmObHMnBgCzZvnoa391zhPPfsuUGzZnVZutRfOEZQUDS+vtoeRoAwsG/adE7rPslkClxcrMnJKaJ583oEBHzyv9z2/xcHwpMFQgegQCbHxdyIkY1cCEzMprGdOTZG+gzad5PhDZ2Jyy+huEKBoZ6YSU3d+e5BLJN83bVyNN9u6cHmSgf9KoSr6mAjLuGtnClcLtOwsilKa7obRbLc5gT5SiOcyjOwNM4nX2oJwEiT+3yeN4QiteaFurmgF5NMbyFGhQrNItSsNI/iqGBG+LTi5yeJZFa+QHt72PPplTCyKlVE/hEpLO/WmMVdfZh87J5AEgF8/yiOBZ0akv+CWqu4lnxjgOTCf07pyL864uMz6dhxMamppYABb721izNnPv2zT+tvD4VKRc/d17mRoKloWN/GlNvTerDuzjNW3IwCwFRfjwuTutDezUbwhgN4klFA1x+vCs/QjFaerO7tS6edVwjN0LzLWzpZcWNqN4ylf8vh6hV+AXK5giFDVgtj1LZtl/D01KNRIwVZWVn/z966yMkpQqlUYW//+xcH+LVILy5n3oVQHqTm0dLZimKZnKc5xQzwdmRFz6YvXWJex8KYZ7P6cyE2A1tjfTq72/EwNY/N92MEPz47YwNCI6PAqDoNVCUSU2DlyL59+7DtO06n39yyCs5P6kxATDpikcbbTyoRoVSpWX49gsORydSzNGFVr6a4mBnR/+dAglJyEYtgbltv1vVt9lKv8xVeDlatOs7atZqCM5qF7iri47+lokKGTAZSKWRnZwvVpv5JuJWYzcSjQWSWyGjtbMX51zpjqPdyx5yB9Z0EA9ybidksvR6h9f8biVl8/yhOUDVE5xazMS2XMUlnyLZwwkhZxhzvB6x94sn2wyfZUmBBdG4xpvp6rOntqzPPzC7975WZ1+OzWHEzkuIKBe+28mSir/tvvNp/FpYsGc3QoasF76CPPx6Ol5cjBw7cFrYxNTVk376bHD2qsS4xMdnN1atLBA9ZgK5dfZBIxChrkBHm5kbCehA0CpwffrjCsGGtmTNnl9C+eXMABw68R2pqLv7+d4mISKG8XIKpgYoiWfXYUaeOLQsWDOOtt3oRGBiFoaHGrmXDhrNapI6//13mzx/C6tUnhba33uqFjY0ZX3/9GhkZ+bz77vc4O79N27bezJzZV0eAERWVytixHTh4UHMfxGIRy5eP5YsvjvKkMnPE19edceM6/Iq7/vugJhFUs83exJDN/Zvz4YVQiioUdHKz4XZSNlsfxAIgFsHxsR3p5+XIN3ejeTFBPr9cjp5YpFUpu5+XI708HJh5NpiiCgW+DhZ8UcPgu2qeWxNpxeVMaVb3pVzry8DfcuZtamqoI6uTSiVERq7n4MFbBAfHYWtrTkpKLoGBy/jqqxPk5BTRtasP3bs3Zu7c/sJgaGSkz+uvd+PSJW1X+irWNzOzUKtsL8CZM4+4c+cLQZpnZmZI06Zw65YaECFCTbuGpdyN0mZQZTIR16/fxNrai2bN6uLsbMWoUe0oLi5jwYJ9NfoPxsfHRYvMArRS4apQUFDK2rWTWbrUn7KyCl57rTNvVEYQqiq51URKZbn5O3eesX79GRYuHPaL9/l/hZeVbpUaiVjE4TEdKKlQ4LHxrEC+nIlOw390O2yNDfj69lNW3dIsKE2kEpZ18yGlsJxmTpb0qGvHg9RcLsdVLxx89ZMQi9QElnlrHetGWX3OljTlw5yxlDvoI1XJ+MzqOJ0MY8hUmnOkpLXW9mlKK/Y7fMfJkubYSwqIS6tgdGBPSoOu4mpuxNKuPrRxscbGWJ+231/R2vdSXAaLu/roEEKgUUhMb+FRw/hME8n1j0jW2dbF/J+bQ/5Xw4YNZ0lNrSZOz559zP37MVqD+Cv87zjzLE0giUCTqrkxKJrVt58KbcUVCj6/EcHZiZ0pVomQ6RlQWFjIypuRWkTrdw9icTU30ho8H6bl4R+e/JcaOP/tSEjIIjw8iQ4dGmBpafKr+oiKStUJ+OTkSFAqFVy4EErdur7/dWXOOXN2smXLBVQqNRMndmLXrnd1KjM9ehQnzAOkfxLpOPFoEFcqvQ6e5lSnfz3NKUKEiLV9/V76Mfc8TmB/WCKu5sY4mhrS0tmKG693Z0fwc0z19fAtTWZzeDzU0/YL62n7nDt3onmtQ3dEoDUpbuFkScvtlwjP0ii/mjlacmtadzYFxbD8hmbxG5FVSGhGPm80r0dQ5bxDpYb1d6OZ7FeXZv9DpPTjS6HseZzEmt5NGdv01QL298KFC4+1Pqem5hEQEMrChbuJiDDCwEBNq1b3ad1aM5dKTMzm+fMM2rXzxvBXFObIzy8hODgOPz93bGz+XHPmXruvU165gLyRmE3v3YGs6eOLkVSCr4Plr+pToVL9ohq2qb2FjtKguaMll55re6FkiQwZ2TCB6zGaQHZd6zL8nAtZ8yiFFEvNO664QsH8S48Z2sCZ4zUIh2nNayf0cssq2HwvhpTCMsY3dcPb2ox+P9+gXKG5/ttJOTiaGtLTw6HW/auQVlTGtBMPCM8qYFZrTz7q2PAfWySkX79mxMRs5OrVcJo2rSME5DMzC9i58yo2Nma88UYPJk7cKOxTUiJjzZpTvP/+QObN20NCQjZjxrRn3745fPHFUYqKynj33b54eOhmN4jFIu7Ukolw61YUP/54vYZHrz7dvAu59dwUuVKMtbUpa9a8BsDcuT+yZ48mLaxePXucnbWLLInFIj78cDBt23pz6dITsrMLSUrKZvPmAGbM6MP06dsES5czZ4IpLCzFzs6crKxqxW+3bj4sWzaGYcNa8+xZGoMHt6R583oMG9aGc+ceIRKJ6NevGfp/cvpUTQxv5MJn18JJrCS9LA2lJOSXYLLiKJaGUtb09mVgfWeSC0tp90P12k+lht2PExjcwBlfB92AlEN5DoenDGLx1XAKZHLeauGBn6MlJ6JS2NS/Oe3drKlvY86pp6lMO3kffYmY9q42Wn1IxSK6/8XSRf8639z/AIlEwuDBLThxotqTSC5XEhz8nP37bwvEzpo1p7h0aTGjRrVjwoSNnDsXwpdfHuPo0Q8ZPbo9gYGRKJUqXFyscXe3I6FGilSvXk0BsLIywchIn7KyakLA3t6CVq0WER6ucYD38rLDy6uANf0zuR9jxPMCQ1Jz9XG1lROZVD1Z9bYr58GDSDZuXCakiz148JxJk3Rzja2sTHXaBgxozsOHz7VMykaMaMvYsR2YNasfCoWSY8fu0bTpPCoqFAwb1hqpVKKTmlaFrVsvvFSi6HJ8Fi2drHhYOfnXl4iZ0UpTWvdqfKZAElXh5NM0PurQgLPR1SqkErmSmNwSmtpb8F5ACBVKFe6GYFmcRb6pHY2kqXQ3iiSwzJuG+mk8rqhWVDWUprMsb6jgVSQXG3C8pCVTzW9jqSxFigJ5jZ98I2kqpmIZcy0vYicppq/re5QqNYue5MIyjkWlsKRbYwrK5ToDerPKicP0Fh6cfpYmTKKbOVqyJzSBuym5DPByxMbYAC9rEzbUkhoJcD42i77erwx9/wjk5ZX8V22v8L8hv1yu05ZdWqEVVdFsV8HMM8H4u/dG7Q6phbm4vbCvGnTeE790jFf4c/DttwHMmbMLlUqNmZkRZ84spHNn3aIL/x88PR2wtDTR8jIwNlZx9aoB586FsHFjCLNn92Pjxmk6+5aXV1BYWIa9vQUXLz5m06YA4X979wbSt68fkyZ1Edpee20Te/cGAuDl5Uhg4HIc/2BJd7lCKZBEteFMdBr9vR2ZdyGUlKIyJjV15+s+vv9T2uXT7CJOP0vFy9qUwQ2c2fUoXittLDAhi9g5A3AwNcDJ1JCSkhKOHj5ED+NUvE0MOFLcErFaxbtW13jL9TFfJdTnxI/b+WDsLA5EplGmUDKrtRclFUqBJAJNiql/eDJnY9K0zie5sEzHpxAgLq/kvyaKjL48Iixgxx29x6dXw4meo1vB5xU0qtlvvjlLXl4x06b1oGtXn/9/pxrw83PnZqUKFMDExIBt2y4SEaH5XmUyEd98c4vFi99m3brTLFq0D5VKjaOjJZcuLf6PxK5araagoFQgli9cCGXEiDWUlMgwNJTy889zGDGi7a+46t+Oa/GZAklUhZtJ2cIicUQjF/xHt0csEpFUUIpcpcKjljl6Fe6l5DL1xH0isgrpXteOvSPa4mxmRGxuMZHZhXSqY4uloT77R7ZjTsAjkgvLGNPYjaXdGnMnOZebidWBFzdFOqsk4wl3dcCr9DnvqBMZ7pvG5iTt4xfKFHzZswnt3WwIzSigr6cDk/3qsiIwku+D47AykvJF9yb09XKk+0/XeFwZjNkR/Jy57byFZ6wKJ5+m1koUKVVqzsWkkVJYxpxzj6ioHOcXXA7jXmoeh8f8dZQjLxtubrZMntxVq23OnAHMqXwfPX6sm1ZWUiJj8OCvhHXbunWnWbFiPP7+HzBjxg5WrjxGjx5NaNTIRah8Zmdnzptv9iQnp0inP1NTQ61CTgDFMglfDExm51NHpkwZhK2tGQ8fPhdIIoC4uExatvTQWhO+/XZv7O0tGDGiLYcP38Xf/y4Ax47dJzk5hys1gt0AgYFRBAYu44MPdhMbm8GoUe349NOR6OlJGDeuo9a2+vp6DB2qHZz/vZFZUs6iS08ITs+nZz17lndvjLFUD//wJE48TaWBjRlz23ljbiDlwfRe/BgST7lCiYGemAWVYpFSuZIZZ4N56uGASS3klolUwqmnqURlFzHFz519jxNQKJXUK03guoETZ/zvMLSBMz8Mac391Fz8vrsgzIVH+bgyv0MDhh28RdX0+PLzTBZ3aYR/RDLmBlKWdPWhTqU9TVaJDBtjfcSV5Ouh8CT2PE7AydSQRZ0aUc/q1wXp/lf8LYkigICAxzptR44Eaal/FAol334bQFBQjFDqr6iojPff/4nVqyfx8cf7hQfm9de7kpiYw9OnqbRoUY/MzAKWLz/M7Nn9WLVqAh98sBulUoWtrVll9bRqdU9MTBbmJmLU5koORlczgaaGSt5pmsbNVHOcTSqY0SKN+WHeWsRNUVEZVlYmWg+vtbUpb73VC3NzIxYvPkhxcTlTpnTl3Xf70q1bY5YvP0xGRgGurjbMnbuL2bN38uGHgxgwoAWvvbZZkBauW3eazZvfIDo6DXNzIz7//IjW/arKc31ZeJheyEBvRzb2a0ZIej7x+aUsuvyE6S08aFyLaW0dC2NkSl0SK6+sgoWXHwsPUkI5tFKnMN/+IJOz3mJDQR8AehmGUVcvi3iFHe562Sy3Ocbo9He1+kpRWJKssORcqS8jTB4SUNaUQpUhHQ1jCChtyubCXuih5H3LC8QrtVnc8KxC8ssrOBqZwpst6rE/LInMEhl9PR1o7WKNx4azpBeXM9DbCUdTQ+pamnA/NZeNNVLlJjatg0KlJvcXFrotnf66aRJ/JEpKyjlx4gFSqaSycp/GOP78+VDS0vIYNKilkFISHPyc+/dj6dy5ET6VVbNSUnI5ezYYT09HundvjEgk0ulz2rTu7N0bKEh+XVws6N5d22Q8N7eYkycfYGNjSv/+zdHTk1BRoeD06YeUlMgYOrSVkGt940YEUVGp9O3rh7u7HaCpVHjlShjNmtWlbVttxds/FUMaOONgYiDI5Q31xMxs40V0bjEXn2cI27VztWH93WgQaRa+4Xq29LU100pXbeNizfvtvNn5KE7wbrA0lDK68Ssy9a+A8vIKFi3aL6h5i4rK+OSTA9y4sQylUoVardZR8gBcuRLGxo1nkUjEfPjhYDp0aICxsQE//zybd97ZQVJSDk2a2JKXl055eTUxsmlTALNn98fb20lo27XrKu+//xMFBaX06NFECOrURM1Sw/fuxQgkEUBMTDobN55lxYoJL+We/LdQqGoP2FShvo0pww/eFtJHvgmKxtXciA87NPiv+r/0PIMBPwcir/xuXvN110k9SSos48yzNKadvC8o+fS9+vC+w3pSJaHcz7JHT62gp3MEUokan2YSFhT1QnHvOWb6ehwc1Y7+3k58VYNMqEKhTI6PrbmWutBIT8LEpnU49ayaQLIylNLzhQi6Wq3manwWyYWlDPB2Eqo1RecU6SxgY16R+7WipKS8MrVaQ8zt3RvI9evL8PZ2ZNWq48TGZjByZFumTOn2i30sXTqayMgUrlwJw87OnG+/fYNFi/ZpbVNYKOfZszQWLz4ovAfS0/NZutQff/8Pau33wYNYJkzYSHR0Gn5+7hw69D4ffLBb8EcpL5czd+6PfxpRJK9lHloTRyNTCIhO40hkCrtC4lGjqRZ4eHR7DPQkROcUUSJX0szRErVazfgjd3le+Tu9Gp/F3IAQ2rlY89FFjaeJuYEeARO7MLiBM4MbOKNSq7mTlMMbJx9gb6JPHw977kfHY5WXSIGdEzEyC9CDEHNfNuVnMc/qPD0MwjlGdZDZ18ECHzvNXxX21ijpHZcPww/exn90e4EkAk1w5lEtZK6tsT7vngkmrVhDWo+snGuN8r/N8Shdb56q+/Rvhq+vO926NebatXAAJBIxvXs31TKGBrh06QkHDtwWiKUjR4IYO7Y9778/kDNngpHJ5Bw8eJu5cwfw3XfT+fzzI8hkcubOHcDIkW1ZufK4Vn/25nIOPbLhaZI+H398gKVLD7Ns2Wid8zM21icycj1Hj97j8uUnBASEMHbselatmqBV+Rtg9+4btGzpwY0b1WvqZs3q0qlTI+7dW/kybtdLx/gj1YrdkPR8iisUtHCy4u3T1aKSK/GZXJ3SDTsTAz7qqBlb3zz5QKsflRqCknOY6OvO2MZuHKwUhVgaSimUKRhyQFN0SiIS8b6riMcn/bnlO4QSiTGo1ByJTMHR1JC4/BKtgOnhiGTsjA2oGUOVKVXYGRsQObOf0BaTW8yoQ7cJzSigjoUxe4e3IaNExtjDd4VtzsdmED27P/qS39+/829JFOXlFSOT6S68W7f21HGml0r1tNJNAJKScvjyy6NahM3PP98kK+sHrlwJY8SINUL7yZMPuH9/JebmRhw9eo+uXX20ckur4Kou5Xy8tqyvuFyCi4mMtBJ9wnJMuJNmhqdrBSDV2q7K8X7btouUllagVqtZtGgfs2b1IyvrB86fD+Gbb87Sp88XvPfeQA4f/pA7d57RoUO1v8rChftISMjWMRVLSsrmm29eJzg4VocoUr0Q8X8ZOBOdzrutvATpHcC1+CzOTOjE7DZebL4XgxpoYm/OpKZ1aGhnTgc3G24naUgrPbGInh72nI7Wjkya2BjwfVE3QS0EcKm8CTecV2IolmMrLkYkgj7G4QSUVi8cOhlG0zf1Q0rVmolnC/04dtrvYl1BX26W1wdAgYS1+X3pZBjNjfLqSXknZwuabLlASiV77+dgwZMZfRAhwm39acGV/nR0Gl/39mVehwZIPz+sdd5HI1OY16H+L96vpDzd9MB/G3JyimjT5mOeV5IKTZvW4e7dL5kwYQMnTmhe4BYWxty8uZxLl57w/vs/ARrPsR9/fBcvL0d69fpcUP298UYPvvpqYq193rixjDfe+BylsoTPPuurlYISG5tOu3afCJGfXr2aVqollnCvkvxzdbXh3r0VrF59gm++OQtoIidnziyksLCMMWPWC++H5cvHsHjxqN/79v3psDLSJ+jNnmy5H0uZQskbzevhY2fO0bEd2Ho/lqc5RQxt4KxT+QFAipoLk7rgH5FEXUsT3m3tiaWhPvem92Tbg+eIRSLeaeWBs5luWusrvBzk55dgampYK8HzIkpLK3SimRkZ+axde0qYzL77bl/WrHlNSEF48iSRvn2/FFKpz559RHj4OqKiUvjkkwMAfPrpCGSyh/y8R/eYmZkFAlGUlVXIO+/sEHwirlwJw93dFj09iVaq9sCBLbTO70Vk1OIL8HsjNkf391+FpvYWjPZx1SJUAK4lZGFuIOWn0HgcTQ1Z0rUxTR0siMgqZGNQNDKlihmtPGnjYs3Xt58KJBFoFolT/LTTtCQiEQ/T8rTSPSv0DDlY0YFdRZ1RGWsmnRMy3uaK89dsU/RDoacZc4sqFMw+94gYbyfGN63DyptRwhhvbaRPZ3dbzAz0uJeaS3BaPhYGUj7p0pCIrCLGN3EjpagMJ1MjOrjZ0HnXVQrK5bzd0oNFnRsx6dg9oRKqhYGUwKndaepgwc2E/92r6u8OhULJ4sUHOXz4LvXq2bN69SSa/RdptxcvPtaa66pUanbvvs79+7GEhMQDGo9NmUzBW2/1qrUPW1tzLl/+jLCwJE6evE9KSi5du/oQG1tN+JubqygtLRGewSpU2RrUhsmTNxNdOacLDU3gnXd26Gyfnp6PSqVC/B8UdHK5ArFYjOQlL47uJP3yuVfhwvNMdlbeR9BUC9zzOIHAxGx2V1ZC7uhmw54RbQWSqApByTmcqaE8L5QpWHw1jEuV6pTIrEK6/3RNeH71UdE57CyDW+TwnvJtrb5ulXsxqCIUV8tyGmTGkq60oFODujRyc8Dqq+PoiUV83KkR77evz6UagRrQLEprG4e9rM1o4WTFxqAYlGo1A72d+D44jsRK+4rjUakcHdMBT2uTXySJAB3Pln8jzpxZyE8/XSchIYtRo9rh6enAokX7tbJSGjVy4dtvz2vtd/PmU8zNjYU5b0BAKM+fZ7B69SSuXg3n2LF77N9/i86dG7F8+Ri++OIoFRUK7O3VNHIq42yYpdBXRYWC69cjqVPHlsRKdZpIJGLy5K54ejoSHPyc8+c1Yoe4uEwyMgqwsTETPH4BHBws2L79bcaP38CjR3E0aeLGjz9qB+L/SiiuUOgodk88TSX0hfH/WnwWcXklxOeX8CSzgN4eDnSqY8sPj+KEbcQiaO+mSQnbP7Itb7X0ILmwlNbO1jTZWv29KdVqTmepcJQaaUiiGriTrEnffBHuFrpzWS9rUxLyS7AxNsBUX4855x4J9guJBaVMPn6P5o7a/EJiQSm3ErP/kDS1vyVRZGgorbV9woROnDr1kOPH7wMa2eyHH2oq6+zbd1PYbvz4jsLCrwoKhQq5XMH331/Wan/48DmffXaQL744CmgG2v79m2FtbSqYX0ulambXT2ZP2ItfmJqfn9qRU6453yK5HsnpKiwtVeTnawa6fv2a0blzQ6ysTLG3N6dp03nCC2X//lucOrWAYcO+Fkit69cjuHdvpZY8uAplZbopGy1a1EOlUqH+A9/g1xKyhAlkFY5EJPPD0Na8364+G+4+Y3vwcxptOc+g+k4cG9OB/WGJXIjNwMXciA6uNjiaGpJeXC7sP9DsCWdKfHWOVYEebpI8rpU14PvCzqjUIgYZh/A4xxq38lQMTMQCSQQQXFGPp3JHkhTWWv2oEPO6WSCOkgKCyushysqntNyIFMNqJUNoRgHX47MwM5AKJFEVqoguTytTLe8JL2tT3mhejy33Y8kp0/UzSi8q12n7t2H37usCoQOaheXataeFARM0Xlzr1p3m2LH7QptarWbZssM0aeKmNQjv3HkVZ2dLnT6PHAnitde60KmjAekZBSiVMnbvvo5KpWbEiDZs3hygldZ56dIT1qw5pfWuSE7OYcOGs1qpLhUVClasOEZeXokWibxq1Qk++mjIr/Ju+K3w2niG2LxSzPQlpHwwGDMDKSq1mrPRacTnlzK4vhPulSkAD1PzuJmYTXs3G9q4WP8/PdcO90rj2ovPM7iRkIWxVIK3jRkfdWxAWGYBl59nYmusj0QEyqp3kVqNr5GC3p4O9Khnz5noNH5+nMjQhs40tDVnfb9mv3i85MJSTj5NxcXMiIH1ndATi8kulXE0MgULAynDGjpjoCdBplBy4mkq+eVyhjd0wc5E8y64GpcpTBIaVaod6204TXx+Ga5mhiR9MPhX3Ye/E7KzCxk79huuXAnD3t6CLVveYOTIdv9xH2trUwYPbin4FoCGUJ03r5rhWbfuNK1bewpS9KNHg7RInPJyOXv33uDLL48Ji80vvjhKq5ZKvFwrSE2vnpY0aOCMk5MVa9eewt7eAhcX61oWqHkcP/4Rq1YdRy5XMnduf8rL5fj6ziMxMZuRI9vi4mJFSopmES0SiXjttS78Ep4/z2D69G0EBUXTuXMjvv/+Ha3KNb8W7ha1y8QT3xuIm4UxWSUyDCRirbHFQCLmrRrR0OsJWQS92ZMOP1wRxth9TxIJfqsXqhcGeTXwbmtPHqbl8ySzAKlYxOfdm2BRy/wpWu4gFHUAKFUbcKWsISkK7clpfH4Jwam5rA+Kpr2rNRaGUupamlDHwpg2Oy4jV6nRE4vYMqAFXdxt6bDzCoWVlVbdzI3YOrAFzb67KCyIP74ShoFEIpBEoCmCsebOU34a1gZj6cs19/47YPXqE6xadRzQqN8GDlxJXNy3/6/Hh10tqm2xWCSQRFX4+edAPDzsWbhwH+np+Uye3IUvvhgnEDTJyTl067ZUSHtxdbXGzU1BXo4YK1MFxlZw5sxtmjevx6Mai6uJEzsBIJPJ+fDD3Rw5EoSHhwNffTVRS+EH8OhRPBMndtJaLI8b1+EXSSKlUsXcubvYseMyxsYGLF06mrlzX176oZfNL6eRgUYB5Giq6yd5JS6T/WFJwudbSTmciEqhka0ZkTXmEm1dbTj8gkdlzRRr/4hkLZK3AjFWDa3o7fwIs+QyoQgLgI2kmMFpc1EgAUNwKUmm8PZZ1tSpfqd9cCGUtq7WNHe04qfQ6nQoERol1JPMAn6s/F3YGutjaSAlrqCE5d0bM6FJHeLyS+ix+7rW+f78JIEFHV9upeS/C3Jyili9+gRPn6YydGhrpk7t/ovbGhsbMGNGH622H398l9mzd5GVVUj//s344otxBASEaBGwrVp5aKWKgaaIkYGBVDCKjohIZvTodSQmbkGpVLFv303y89PIKqp9TXzz5nK++eYsiYnZODhYEBubQevWngJJVIXr1yP44Yd3ePvtHSgUSoyNDfjqq4k0aOBMcPBXlJSUY2KiS3rUhrS0PA4cuIWxsQHjx3f8w6qdGUsluJobkVzDm7eBjZlOFWupWMS6O8/YfF8zr5eIRBwc1Y6POjRg+8PnWBpK6eBmw/CDt3E0NeTz7k3oUUnGpBWV6ayllSoV1qpCzFQlFImrx/iObrYM9HbiQmyGoCoa2sBZaD8TnYYIGNvYjWXXwwlKycNEKmFtHz8dcis+v5R+no461+xq/scEUF86UZSensbEiWN49iyKuLg09GpUDVi9egVnz57G0tKSvn0HMGPGrF91DH392h8KI6NJNGnixoYNU4UBsk+fL3FwMGfChI5kZxfTuXNDxo7twKlTDwkOrh7kxo7tgKGhPlYv5PyJRCKOHbun1XbuXAj37q1g27bTXLhwA1WhkhEnGtHeqYi65uXEFxoiQk2bBmVEx2svEnPKpCzqk87NXFssrdpw7txjHBym8847vXFystJa8BYXl7N+/Rkt5ZNKpebkyQf06aNLmowZ0wFPT43MWKFQMWhQCz799ADjx2/QSbH5veBqbsTwhs58XcPIFjSECWjM/TZWqopAE5X54VEcV+OzhDSVXSHxfOJnz/YrT5GY6tPUPJMnFS60MEggsLy+MKHtZPgMT2kWkRWOvJn5Oko0k0o9lIzP9cdGnke6WwtehBoR/Y2fcLWs2lfDWZKHhzSbT6xPYy4u56HanEXJg8FZO+VFplTRzclKZ0LvZW3K59cjGOjtRHapjJyyCuyMDfBzsKDzLo05dm1EUXb5K6KorJb7Ulysq7QqK6ug/AXz8LKyCp391Wo1xcW697VqO4VcjlwOCxdeIj1dE/lbvvwwXbro+qzUZghfXFyuoyosK6sQ0lurUFGhQKHQVR/+3pAs86fqqEUVSsxXHSd3/lBmnAkWJLTzLz7mypSuPErL592z1bLob/o2Y267X5cyN/PsI6E6hFQs4vSETuSWVTDxaJAgte1mo8fj+BT09MA1NQrjZvpAay05+4JLj7n+endavmC8WIVHaXl03nVV8AwbXN+Jjf2b02bHZbIqv4O2LtZcf70b3X66xt1kTbT4kytPuPdmL7bcj2FNpUmkRCTi8Jj2jDh4W3gnJReVI1rmj3qJrnT7n4QlSw4JHgSZmQW8/voWevf2ZePGc/z003UcHCxYsWI8Xbpo+5zs2zeX9etPVyqFmtWq7r1/P1YgiqrSMmuiqKhch/BJz1DTyacCv3qQVqSPTxM3Pv30DXx95wkpKu3be+uYafr61mHPnhsYGkqZObNvZUnit4Vnd+fOq3zwwUAUChU5OUVMndqdbt0042FWViFLlhwiLCyJ/v2b8dFHQ5g8eTO3bmnGr4CAEKZP38bZs4t+1T2uifJfSG+RiEW8feohUTmFjPZx5XKcxs9vTGNXnbSr7NIKvrkbrRWIqVCqOBCWxHtt63M1LgulutoPobWLDaHv9ObHkHhW3IzkkythtLQQY1JWQImRJkWlgTSNTkbPuFGuvQh00ctjoEkoh4rbCG12eYl03nmF0kq2V08s4t6bPRnlf0dY6CpUalbejCStuK5AEoEm7W1jUIzWghggMFFXNVSVfnf9X6goCgjQXsSlpuZx+/ZT9u27SWBgFO3aefP115OwtTVn376b7Nt3E1dXaxYtGs6YMe2FFBIvL0dmz+7PDz9c1SJqbW3NGDr0a2G8WrnyOC4u1sysTH346afrWt4oycm5+Pmp6OpTxLHr5iRlSli69Bw+Pq7MmdOfuLhMhg9vIyyev/zyqEAApafnM2rUWjp2bCA8U6Ahl9evn0KdOrZcuBCKpaWJ4PMCcPz4PXbtuoaNjSkLFw7jzp1nQp8VFQree+9HundvjO9Lqsz1YmCzCmMau2KoJ6G3hwNu5kZa8z6xqHpeWxMJ+aX4j27PjDPBhGbk08bZmvfbelMkk3O+BjHweg2VmEstilk/x3z2FrVnhOlDzpT4ka0yw60sGaWhWEMSVSLFxBUjma5K6HZSDm82r8f1hExOPk3DVF+Pqc3rMu7wXaJzi+nr6cAkX3dOP0tj7V3NeHg0MoXcMk0xlhfhYmZEK2cr2rvacOcl21b81TF48FeCsfSJEw8oLi7n3Xf7snPnFR48eE63bj6MH68hSlUqFWFhSbi52Qhes2PGdGDkyHaUlsowq/yu9+2by5Qp3xIVlULnzo3YtGkaXbosIT6++p3n5GTF7RfWUllZhaxefZJly6qyF0QcyrOmsVMp4WkaUkYiEfPeewNwc7Plww8H0aLFAkFFu27daXx8XLWex/r1nZg2rQf9+jUjNDSBtm29sa7x2/4lkigkJJ7Dh+/i6mrN5Mldyc4uokWLBcL7Y8OGszx8+BVGRr9/sFQsErFjcCsmHg0it6wCdwtjNvRrRoVSxc3EbOEZn9ehAWtrmIQr1Wq+uhXFvem9WN3bl52P4nijMhXtcUYB91JySXxvIGYGUpzMjJjoW0coZy8WQV1xOcF12tNUFctjmRsKMxs6utlyPiadzfdi6OBmQ7e6dsgUKrbcj+HE01SsjfQ5OKod7V1tWHP7KQcq5+UlciVzAkIY0dBFaAONJcOnXXy4Ep/Js5xiRJXX4f0HFQB46USRpaUVR46c5PXXJ9b6/2XLvqRr119mY/8bPHtBnl0TYWFJ7Nx5hdde68IPlUZ0OTlFxMdnExe3iZkzd7J48UFEIhG9ezeladM6FBaWcezYPczNp9Ctmw9WViaCye2MGb0JD9eOBOjr6+HsbI5C/oi8HDHFpZrbeCHRion1M1nf+Tn7Cp1RqkTUVRVr+Rb1dMtnjEU6N9KsOHnykdCu8WLox4vw9tZlEZ2drYiNzWDKlK6cOvUQpVLF++8PpKREhlgs4tq1JTRo4IKX1xxBSnj5cphOPy8bTib6NLQxY/P9WCb7ubP3cQIqNbR2tkKmVLH94XPMDfR05Km3krK1vEwUKjU/3Ayhf+YlYhw7cq6suhLMe+YXyFcZk6CwwUpcwvWy+jypcBVIItCkkj03csdKns8IkwecKGlOWWXKmo80hZ0FnUhWWtPbKIwilSG2kmJSFJZ0S12IPgpmWVxittsVBmUFs0nRSJDeu1sYY26gx7Lr4UxsWoer8VlklJTTz9ORDXefCaZ+7VytuTKwJVfiMnm/0ssqqRbCAaCuxR/Dtv+VMWlSF77++pRgauvkZMVHHw3h8uUwHj58DoCenoQZM/rg5GTF+vVnhH1nz+6Hj48rly49EdIu+/Tx4733BrFr1/UafVoC8M03ZygoUJCaKhFIItDIb0eNaoeBgVRY+Pr4uLJgwVAOHLgtGN2bmhoyZ05/0tPzOXIkSNh/1qx+5OWVMHv2TqFt6tRumNYiPf29URs19dnVUIEkAihTKFl75xm3k7K1tvsiMILZbb048yyNqOwiBng70rjSG+phah6X4zJo5mhJnxeiG5kl5Wx7GCt8lqvUrLoZRVapTCsf+1aOnD7RF9B3tiTB1JErkXF4dSjQkrOXyJWsv/uMvb/gV7H+brSWsfypZ2nYGhsIJBFAUEouq289FUgi0CyyN9x9xtbK3xRoJgkrb0b9KyXzVZU9q1BcXM6aNSf5/HONejYmJp1Bg74iMXEL5uZGhITE4+xsjaOjpVZKZXh4EiKRSCvtWV9fj8aNP6CwsIw33uhOv37NCAgIAWDkyLa88UYP1q49rbWPnh74X7JAqdKkrNln5XHw4G2BJAK4cyeaHTve5uDB2yQmZjN8eBu2bbtIfr6mesmlS09YvXqSDsH7+HEiFy8uRqlUaS2Chw//WpgwBwZGUlJSrjWBBo0X2ctB7dWABu27yaP0fOHzih5NNGnMEjEfX9auxioCGtYyObQ3MWBgfScevNWLfU8SCcssQKlS4R+exNCGLiy8/ERQMNzLV+KnTGK6zQkkYuhuFIlKLeZKaWPuyjTFJzoYRLOtoCsytZT+RqHkq0xoopdEeIY+t5XVBSQUKjWHwpPJesGAPru0AqNaUhkb1KLc6O3hQGpxOfcqU5HEIujj4cDRyOT/aBj8T4Wvbx0tr01jYwO++eaMoLCNikohK6uQiRM7aVVYunDhMc+ebeCjj4bw+HEigwY1x97ekuXLx/DppwdQqdQ4O1vRt28zoXx3Fa5cCROIotrSusQiiEnUp6S8+juNiEhm6dLReHs78dVXJ9i8OYDPPhulY4CbkVHADz/MYPv2S9y/H0unTg3YunU6UqkeTZvWYfHig1RUKDhyJIhVqybg51eX4cOr7R/Onn1UqynugwexL40oerHCcBU29W9Oj5+uC6llIxq6IFOqkCmU9PJwoIm9BWb6eoKfnlgEoxu70tjegvOTutD/50AuxWVyKS6Tgd6OLO3qw4O0PAwq73FuWQXWRvpM8nVnc+BjHhdo5h6t9WNZlTeQEjTzB19pIiPjDmGkruCpTUed8xzuHMXXLxC9JRUK6m44S4FMTnNHSw6MakeXXVcFL8HzsRk0sDHjSKT2+mZ3aAJr+vjxfjtvjacg4GllQhN7c1psv0SpXMHYxm4kFZRwO/n/T9n7u+P58wyd6mN79twgPDyJbdsuAbB9+yWio9OZOLET/fqtICYmHUNDKRs3TmX69F6sXXuKTZsCMDbW57PPRjFuXEfatPEiMnI9MpkcAwON+GH9+imMH7+B8nI5hoZS1q6dzJUrYdy/Xz23srMz11EJlivEdPYoQuqgR6tW/UhJyWXXrmuYmhpy7VqEVqr106epTJ06gezsIp4+TaVOHVt27dKklDk7W5OWls+wYV8TG5vOiBFtWbPmNXJyipg+fRvXr0fQurUXO3a8TXJyDr17fyE8O/v336Jbt8Za42tkZAqnTj1gzG80OL+Xksv8i49JLixlfJM6LO3WGIlYdzzt5+VIygeDSMgvxcvaVNgm4b2BXIvPpL6NGU5mhqx+YYyvGfQ/84LtSX65nNtJOfT1cuRCbDpm+npMbVYXV3MjDCUSPrkaBpZexAMWsmzi3ulOi923hTXfraQc6lmacDU+i9LKwE9uWQVf337K/em9iMgu1DpehVLFG83rYSyVcCkuk+aOlmzo1wwXcyMi3u3HvZRcHE0N/zAja/gdiCJDQ0MMDX95cfT550vYuHE9S5d+QdOmuqqY/wZ169r+x/+Hhibg5hau1VZaKmPdujMcrjSDUqvVXLz4hNde68qbb34nRDevXg3no48G4+pqg7//HS5dekLz5vUwNJRSXpnXP2tWP7Zu3UpKSh7FpdrXei/TDEeTCvwfWQAibAzkTKifybN8I9xMZbibl3M3yRTXsmJAe19ra1Pat68vvJQ6dGjA6NHtyM4uYvfuG6jVagYObMHSpf6kV04sO3RowPXrS5k2bStLl/oD8Nlnh9i0aZpWvmlteLFU4m9FWkkFaZU5ohYGUh6/04f4/FLGHbnL/crc+Sb25joVxLrWtedMjcpnAKqKCvq1ymdMkfbgFyjzRqaWElahUfocLW3Fm2baElkAuVjKTtdJbMwwpal+El2NnuIqyWNDfi8i5C4ARMhd+NjqNGUqKadLmwGaVLZ1Bf0YYPKEut5S6sQnUiEx5Y0+nXC2MmfogdvCMXp7OPB87gCmHL8nkEQAd5NzKZEruZGovQivDf+NL8g/HXXq2BIc/BU//ngNqVTCtGndsbU158qVz9i58yppaXmMHduBFi086Ny5Ea1be3LvXgxdu/owbJgm2n3z5nKOHg3C09OR11/vhpGRvtCnnp6Yc+dCePvt7YBmQVq3ru4g4+BgwYMHK/n555vY2Jjyxhs9sLIy5d69FfzwwxVKSmRMmdIVb28n9u2by08/XSMqKpXBg1sKCgVPTwcuXnxMs2Z1mThRt5rhn4WyWibCMoWSiheUURVKFW+fesj3lSkFiy4/4cS4juSVVzD52D2BUFnYsSEra5gIK1RqXrQ8q1CqdPpXqtU8c21GtL1m32CZGrsXJqqATmrni/2+iPJarq+2ay5XqlCotPeX/cIi4Z+O3r2bakUrnZ2tCKuRRgEas+pTpx6yYsUxoqJS0NOTsGzZaD7+eATr1p1m9eoTgCZt5P79WMrKKpg0qTNr1pwSJpDLlh1m//65zJ07gO+/v0xpaQXBwXFs2jSVTz89SFFRGa1b2/M8NkUgiQDCwsto6qtLsNev70RAwCdIJGKOHbvHV1+d0Pp/SEg8JiYGWgRT27beBAZGMmnSJhITs2nSxI3vvpuuQwodPhxEq1aePHgQq7Xvy0BpRe2qhZokEcDhyGTeaunBz08SMZXqCZVEpWIRb7bwoJWLFb09HITgSjNHS0Ea7+tgwaSjaUJFsmNRqazu5atTSVBuZcVAU82C/lBxK77J70OZWkrTwnDql0RzymkQFZXTQxEqDjtuoYVBImelPtzO116oupobMbVZXa0iDlP83OnpYY/bAyNhwuznYIGDiSHTW9TjYHgSpXIlA72duJ2cg7WhlKnN6mJhICWnrIJ3Ks1f//ik3T8fS5eOJiwsievXI7C2NmXTpmlMn75Na5uzZx/xYhXyuLhMzp17xNKl/gQHx2FgIGXFivEsWjScJk3c2Lw5AHt7i1o9verUsaNHj2WEhibQqVNDHB0thTmmnZ0BTVyLeBatO1cJCoph7dpTwudRo9YxYUJHrefKzMyIrl198PZ2ZNy4Dfj73yU8PJmff57DkiWHtJSFn39+hGHDtEmhjIwCrK21F0VisUhH6fhboP6Fiu7LrkVoVfc7GpVC0Js9eC8glIWVJG4rJ0s8rEzJLavAzsSAc9HpOJsZcSE2Q0sRdyY6nSENnAm8q1E3HIlM4dv7MTx+pw/LD58nKSUFBz0VcxwDiVI6c7/CU9j3sbwOXgZ2uJSnMdrkPlfKGiFTa8iFPkZPaGGeTl/FI66WN9IY7Lavz9e3nwrz7Efp+Sy69EQgiapwKykbW2MDLZsHB1MD7iTlEJldRDNHC/p5OjLJ1x2/7y4KasVnOcWM83HhNv98WFubagUQARwdLdm165rWdtu2XSQyMpmYyuIc5eVy3nvvJywsjLVSsydO3EizZnWJjk5jxYpjyGQK5s7tz5Qp3Rg2rA2JiVs5ejSI8+dD2Lw5gAkTOjFuXAeOHbuPl5cDK1ZMIDj4uVamiwg1dSwreGag4uefbwrq+WPH7vHOO711rsnFxZrIyPVcuBDKpk3n+OCD3Uyd2o2pU7szePBXpFWam2/eHICFhTGPHydw9qxG2HDtWjgTJmygTh1brXfIjRuRNGjg/Ntudi0olSvo/3MguZXX9EVgJGdj0jg8ukOtZImhnoQGttrBFAtDKUMbugifp/i5a/mN9fd0ZMbph7hZGOP5Qp9iETS0NWNPaAKTj1ff88H1nXTmmAUmtlyMTdMRBtxNySH1BW/H+Mog9uD6zlx6Xu2t5GxmSJe6dvTy1K04KBGLBO+k/4TonCI+vBBKRFYhg+o7s6pXUwx/w1rzD/Uomj79HebP/5jnz2OYO3cmp06d19nm1q1Abt3SVCgpKtItDQhgZKSbK1wTHTs2oF27+pw+XZ1Soa+vh7IW6fft2091JPDh4ckcOXJP8Dh59iyNuXP707x5PY4du8f69acBNV09ZNgbicksq57ONLQqZWOoM1XRwxyZlIIKPWb5pfLmJW8Uak0koZtrHiLUqCu3E4lEDBrUkiVLRnPzZhS3bkWxYsUx2rX7FCcnK06fXkCTJnXYseOSloP+7dtP2b//plZVF6VSxYEDt3F2ttIx8q6J//S/34oCmZyQ9HzupeQKMnKAsMxCvu7ty5noNDKLZTR1MAc1DPBy5GzlC1asUjDO7C7u5iVIipRaaiG1WiSQRFWIltsz2DiEU5VkzyDjEC4pG1Mu0Ug8n1S44S3NoK9ROGkqbXLsUqkPTnr5Ouf/XUE3Dpe0hsq0/xM372NRV3vBcPF5BrG5xUhenLGheaCbO1pyLOo/V4FIL/l3p549f56Bv/8d7OzMWbhwGEZG+uTnl7Bly3nKy+WMH98RJycrlEoVhw7d5tmzNAYNainIfKvQoUMDOrxQHahePXuWLRvD7dtP+eyzQ0K7QgGlpSIsLAwoKNBMnOztLZg4sTOOjpasXKldDcne3oJFi4Zrtenr6zF6dHt+/jmQ4OA4GjZ0wdHRkt69fSksLCM6Oo3w8CQh4hkYGMnVq+G0auXBgAG66ZC/N77s0YyEApkwIElEIma38aatiw2fXq2OAL/Z3INvgrRluatvR5FTWqGluvkm6BmLuzTiclwmj9Lz6eVhr1UdQgTMbetNTlmFVnlu16xoYm1rpPiJRPwcGk8Xd1uhWpKeWMSs1l5a5x+XV8KXgZEkFZbS0skKqVgkpLB0dLNhcRcfTj5NFSbGDWzMWNSpIcejUgSvCBOphDltvZErVVqThPfb1ef1E/f5N0ClUhEQEEJSUg6vv96NwsIyjhwJwtPTgbVrJ3P69EMtHzCxWMSFC6FEVb7HFAoln312CG9vJz78cLew3f79t7h2bSldu/qwZ88NnQj9pUtPuHAhlKRKL7dz5x5x8OB7ZGbuQC5X8sXnS0mMUQE1JzMievasz4kTD4U0mbZtvdi69QI9eizHycmK998fqHONDRo4s3//XGbP3kVycg5jxrRn4cKh+Pp+JBh7hoUlsXSpP5aWJoLqEDTvjHXrJjN58rc8eBBLhw4N2LHjbR4/TiAtLY9u3RoL0d//FYXlilrbXwycuJgZ0XzbRWGy6WxmyPUp3Vh2I4KtD2LZ+iCW7nXtuPZ6N04/TWXrg1iabL1AGxdrlndrrLWwBbgQm4aFWEWBqlop0sZQQwQ/q3BgYc4o1JXp3PnmjVGKRAJJBKBGzKVSHzz0spDqqemk/5SbFZp3raeRZrGZkF/C8IYuGEjE2JkYcCg8ie8ePsfN3Ihl3XxwNjPiixsRTKxc3HRws2H/yDY033ZZWACIgEOj2zOuRmUX3aTkfy5UKhUXLjwmP7+EU6cWUF4ux8LCGH19PdavP6NFXjZq5IKbm3bAVCQScfRokGCpIJPJmT9/L61bezJmzHoh0Hn06D1WrRrPqlUnyM0tZvTo9ly69FggiU+efMDo0e3o2bMpISHx7NlzkYMBJng5V2AgVSGTa34r7u62OunWCoWS5s3rkZVVxLlzj3BxsWbLljcxNTXkrbe2C55GERHJTJnyrU7aallZBU5OugHMsWM1XidbtlzAxMSAZcvG4OWlUbWGhSVSXFxO27begoH+/4o6v+CjklOL7+fPjxO1Uq8epOXzRgsPPr0SJtgLbHkQy2u1qJ2ORaZopbk9zythwndHOJknBlMN2ft5wVAGGYfq7Jtk6MJZuz6UZxniq59Ib6MIPKWZ7C1qz/iMdzTXoZ9Fy7BLhCTZUVJX27A8uagUW2N9skurn6p2rhpfwjdPPkCuUmOkJ+HTzo3os/eGMG8PSS8gr1wukERVCPt/AtH/FFhamvDFF2NZsOBnVCo1dnbmLFs2hps3o7TWjubmxlqeQ6ARKFQRLFVQqdQcPHibzz8/IlgYvP76FurWtadrVx8MDPT4+OP9ggfuxYuPOXNmIZMnd2XatK0MHbqaFi3q0a2bD9euRSCRqOlTPx8bIznpcWItK4aKCgVSqUQrXdvLy5Hhw9tQVFTGuHEbhPEvKCiagoJSgSSqwuXLT3Q8xu7fj6VeLSbKY8a059ixe4LXZ6NGLgwZ0uq/v9m14GFqnjBGVCE4LZ8B+wKJeLcvxRUKrsVn4WVtKvhN/n/YPrgVvTwceJJZgIWBlEWXnwjz22YOlvSsZ8/luEyMpRK+7NEEd0sTthy5q9XHqWdpDK7vpN2xWoWzVI2HlYmWoX03d3ua2Mu0lPM969kz2v8OmcXljGrkSnRuEXUsjPmyR9P/uZLZs5wiIrIK6eJuh5WhlCEHbhFV+R1sCIpGKhbxdR+//6eXX8YfShRZWWkMIT08vH5xm44dO9OxoyYSf/XqxVq3iYmpPfXMysqENm28+PbbN3B0tCQyMpmDB+9gb2/O+vVT8PJyZN26M0K1L6lUwvTpvdi//xYFBaVCP76+7joP982bT+nYsWENg10R12ItWNAyiUPRtsQXGtLFpYDJDTM4FafN+GWWSdkR5iiQRADXky35rE0CW5+6Uq4W07atD/Pm7cHPz51PPhnB2LHfUFRpdJyWlseqVSe4cWNZrX4utXlEiMUijh6dx8yZP/D0aSpNm7px5050rfft90IdC2Me1EJG+TpY8EH7+nT44QoHw5M5GJ6MiVTCx82dOHz2PLm2LqyTjuVQei79jJ9wppIAMhRVMM0skEc5dYSJLYCVpJT1tgdZoDiLCDUVaj1BIVSF8AoXXPVy0UdORY2qc57STDoYxnKipHrxbiYqI6hcO0c7FAv8srUVQmKRZlE7sWkdDoUnCZP9ti7WbLoXTZFMThd3W24mZmNlqF+rR5G98R+fmvRXQUhIPB07LhYmmzt2XObChU9o0+ZjoULKypXHCA7+ioUL9wmG9EuX+nP8+EcMGtTyvzpObdX9JBJYurQjMpkjKpWaKVO64uho+V+fe3FxOa1aLRQmBqtWHSc4+CvmzdsjGA8uXerPyZPzSUjI5t13vxf2XbRo2O9amlu9ZDQmK45SKlciFsGzd3riYGrIqfGd2Ps4gfj8UkY2cqG5kxW9PR1o5mipZWa9/q62zFqlRscoV6WGhZeesKnSEHDJtXC2D2rBAG9HorKLsDaSEpZZSNe6dlye3JWLsRmYFGVy68cHJNtqv//Lyss5N6Mve0ITSC4sY2B9J0LS87mVlM24Jm7UsTCmx+5rxFemF12IzeDL7k0oUyhxMTdisp87RTIFs9t48Sg9n051bJnVxgszAym33+jBTyEJ5JdXMNHXHS9rU61JQj8vR7q42zGlWV2MvzxCmUKFgURM+acjf7fv589E9+7LhHK3UqmEwMDlrFs3Rfh//fpOPHjwnFOnHmJubsSqVRM4efKhVh9KpYqLFx/r9H3zZhRdu/rQsqWuv4WlpbFAElXhwIHbjBnTAYlETGxMDN29Cvk525qqIIu9vRKptIz33htAfHwWPXo0JjY2k5UrjwEa091PPz3AjBl92LbtIiqVmrZtvZkzpz+WliYMGNCCixcfo1SqqKhQEPdCRZQnTxLZtGkqb721nbKyClxcrPnqq4k0auTK/fsrUSpVSCRi3n57O9u3a1IM3NxsCAxcXqvv0v8HvV+Y/M1q48U3dzUVzNwtjGnhaKVV/Sy1qJwfHsVpVXS5Gp/FiIx8Nt2LEdR391Jy2fckAbEILXVfRkwUTZ4FEV+/Jbl6VrQyiMNSXMzdcg+ey+20xlIAmVh3TFIhomPKx5SqDRCjYobZJWRxORw06cf+GoHStX382PYwVlAuJBWWcS4mnUHeziQUVG94OymHb+8911oAqAH/8CSdBem/AWq1mpYtFwopJebmRoSFrRUMqr/7bjojR64lISELV1cbdux4Gzc3Gy5efExMTDoikYiPPx6u5bsJmmd1z54bAkkEmsWrSCQmPV1TPbCsrAIbm2la+92+/Yy1aycza9ZOFAoAMRGJhrRvVIKXXglXcq0ZOdKXunVdeBEdOzbgvfcGUloqIywskfz8UioqFDrn9vhxAl9//RoffVStthg/viPz5w8lICBEIK7efbcPzZrVpVmzuloBG7VazYQJGzhQqfJu2dKDy5c/w+JXpPMfi6y9ktdrvnU5WMN6wsnUEKtailNciM3Qmt/lllWgJxahJxYJRrYmUgk+dhYEvEAm3I5PA4vq+1iu1qeuXhYmIhkllYVYGusnE2zui1Ksmbs+rqiDr34yjfTTuC2rDmAmquwY3NKakpBEjGXFlBpUp24Orq8x0n3nzENicovp5eHA/dRcvr0fi4+tGTPbeDG2sRuX4zK1grsAyTXWRwJ+JSn3d8S8eUMYPbo9MTHptG9fH2NjA774YhwzZ/4AaNI1P/98LLGx6VppYk2auNGrV1N++kk766GoqEzH5/LcuUd07erD5cthAklUhYMHb3PuXIhA9gQHxzFuXAcOH36PCRPWcy7SittxZjjU0X13Nm7sxuPHa9i//yYGBlIGDGiOVKrHlSshWkES0BBA5uZGWqnbzZvXw8LCWMsA28/Pnfnzh3LmTLCg3B0+vA29evny5MlaDhy4hYmJAePGdfzNxVwa2pqjLxHrKMmjsos4HpXCm6ceCuPIp50b8XmPJiy9Fs7GoGgM9SR81tWHd1p5UiZXcjA8iexSGWMauzG+aR3GA8MO3NIKgoZk5HNzandczIw4F5PG4YhkOtWxxewFb2Q9sYh5HRpwITIBmURzjR4ZkRgrPNgxuCXzLjwmJreYAd5OfN3Hl+icYlRqNTmlFXR1t+O7B7Hk1ngvHxnTnhGNqkUQ6cXl7A6NB2CyX10cTQ059TSVuQEhpBSVMb6JG98NasmGu9GCutFUX49dQ1sJJFEVzsWk/32IoqKiQszMzMnJyUGhqD269t/gxR93FXJzd7F48QH8/D5CLBazYMFQysr28vhxAp98coCUlFwmTepCSkoOEomYNm282LcvkAULhnLixANSU3OZOLEzixYNY8uW81oPS5Mmbpw9e1PnmCIRXBkRhkIFKrWIrDIpTW1KeJJTLV8b5pHD2XjtKIkaEX3cCxjTMIeJdxtz8aKmitn16xGEhibosLpVcsbJk7uydetFYXHt4eFAy5YejBvXgf37bwGal9akSZ0QiUTcu7cCsVjM5s2nf3eiyMZQSk7lD39wfSeuxmdRz8oECwOpEEVp42JNz3oOXI/PIqhGedQSuZIj1+9QYmZNtlRDtCUrrRFVqDnssJl4hR2dDZ+RpzJmpMlDjdoHsBSX4KufzPWy+nQyjEYiUqNSi7CQF1AgtRD6b2kQz7nSpowzDeJISWtK1AbUl6aTqTRjZ2EnBhiHkqywwlpcylzLi3yaOwJqBMWlagXGwVcx8ulHWaWRZz8vR1rtuER2aQXNHCwY3sgFR1MjPjwfIlybRCTi+pTutHOzRvr5EZ17ZvSSy7z+nfDttwFaEcm7d6NZvfqkQBIBZGcXsWHDWa2qhUqlinXrTv/XRFHHjg20UjolEjAxUXHxYjzz5nWie/cm/28fZWUV7N17g+TkXEaPbkdwcJxW9Cgrq5ANG84KJFHVea5ff0YnyvTNN2dZtmwMUunv9/otrSQtVWowQ/OuNdST8GYtJpUD6zsxsEZkZJKvO3seazwZxCL4oF19cssqePNUdRW66S3qsS34uVY/6+9GEzGzHx9ffsJHFyu9VW7Ahn7NWNmrKRu2/0ChuT2Nip8Sbl6dNtBRlIuxVI+3W3miUKloveMyIZVpDysCI/luUEuBJKrCreRszkzQBBQyS8pptu2iIJ8PzypkRiuNbN/SUF/HnFsiFgmThJooq8wf/09pb39n3L8fI5BEAHK5ktGj13Ht2lI8PDQyZxMTQ06cmE9eXjHGxgYYGEgxMJBy7lx14MTd3Y7Ro9uzY4d2hVAbG1NmzNiBqakhy5aNZv36s5SUlDN1anemT+/JunVntDyJ6tTRKCKeP39OTp4Mk3wRHo4V6EnUTHJN55rUgTff9Ecu13wfOTlFOoqBsrIKxo7twMcfD68MiNTB0tIEmUxOt25LuVvpsdG4sRutW3tqTeL79WvGpEldGDSoJbGxGfj61tF6JiUSMeHhSQJJBJCUlMOaNafYtEl7Yf3fwEK/dun3V7ee8lXPpvTydMDXwYLvX1hQAxTWEgwKzyzU+a0mFZYxv0NDVt3SzCeM5GWYJQQzs1Eo7d2vsbeoHYtzRxBY3gAKYLKZ7pzGuzSWdg4Z7C9uiwox/YwfE1ReT6geqkLM3uKO7G28jZ0ZFlr7Ho5IIjpHe5ETkVVI11qItdoqmvk6WJJaXM7N/yJt+58Ef/87Wr4jhYVlvPbaJq5dWwZoSJB7974kK6uIBg2chZT1yMj13L8fi7OzFe7udmzffknrWXVxsaZ1a0+dZ9XQUMrnnx+muLicKVO64unpoFOBKSgoRkcZmFckIUxmTEqWHuvWXcHW1owxY9pz5EgQBgZSFi0aRutKNei0aVuF8dDT04EOHeprLTY7d27EvHmDqVfPjgsXHuPn586bb/ZEX1+P0NCvuX8/FhsbM0E5VBOlpTLWrDklkESgqVC8ffslPvpoyP907wGKZLrKIYDProXxZY8m3E3OwdJQSisnK5zMjDDUEwtG86b6erRztdZRj3tbm3Lpta5svh+DnkhEBzcbzA30cDI1JK1yrDIvzaW7SRT+aBNuHYxiGWYawpkSX6wkpXhKMxiZPltrmyi5E80MEnkRcj192rYT8SQ+mniZE1JLGya2bkhGcTlzAh7R3tWG61O6MeXEfe5VVoKMyC5i28PnvNvaiwa1eKB1qWtHKxdrVt96ilylor+XI5djf9kr9p8IOztzAgJCuHkzijFj2vPuu33p3r0xDx48p3PnhtSta49KpQkuHD9+n/r1nVi2bAwuLtYEBcWwffslDAykfPrpCFq39mTt2tNa/Tdu7AaAh4euUsfGxkyrgANoLFbCwxOpqNCMiQXleihSVPTs6cPlyxpfvW7dGjN+vIaseeONHowfv4GZM3/AysqEefN0K7s2aeLGpEmdmTHje9LS8ujd25fPPx9LcXE5r722mcDASFq0qMdPP82kSZM6REV9w8mTD3Bzs2HAgBaoVCpMTAx4772BHDp0m549lwPw0Ucaou1X3XcTA7YPaslbpx9qkUXGUgm7QuK1gg2rbkXhaW3CsutVvoJyZpwJpo2LNTPOBAs+eMuvR3DnjR40trfAvBaF8J7HCeyunANnleYwZP8t9g5vw83EbCHdbFQjV5Zfj8BIVkwLSSJzHW6w94ElXz1qzvH0BJRqNf29HNk1tDXr7z7jk0rvNlN9PYY0cNYiiQCORKYIRFF2qYwW2y4K74n1d6O5/npXxh25K8ztfwpNwMXMiHU1ArvFFQq23I/FxkhbmNDUQXuc/l/x0lcqcrmcceNGEh4extixw/n44884fPggK1euYenSxURFRaBSqVi8eNmvPoatbe0mTj//HCiUsQf49NMDtGrlwaRJmwQp3JMniWzZ8ibx8Zla265YMZ65cwewdu0pXn99C6NHt+P48Qfk5BTRvHldHB0lXL16E03WvObBFIvUdHXRyC+vpViw4GY9cmVSPMxLaeJeRqlMTHOTQiJzjWlpX8zddHOUlcnQg+vl4GBUgUQM2anak9/r1yPo3r0xV69W+yx1796Y1q0X8eBBLH5+7rRvXx8zMyOOHbtHixYLMTbWZ+bMvri62hARkcz06dtRq9U0buzG5cuLiY7WXqz+HmjpaMnKPn7cSsxmbkCIEBUd29iV9q62BCXn8CAtj067rjCykavO/jKZjHJ7a2rSu0kKG7z1M/GUZjEl8w0eV9RBjIqRJvdpbxjLxvzeLM8bqjm+QTz7Hb5DDxXt8+8RYtYUTAxpaRDPyeJm7EPzoupiGMln1qeYlPEWl8s03jKPKtz50voIE8yCiKxwZJTJfZ5VOCCvfER6GEcS5N4Kw9J8Jrdtyljfugw/eEcgwEIyCvBztMTZzIjiGmkESrWaU89S6eReu6/W/Rpk2b8NtcnEf6ntRbNckUiEQqFEqVT9v6kgIpGIy5c/Y9++m2Rk5PP9jgNERekTFfWcs2eXs3Xrm7zzjnY50yoVQlW1hv79V3C9cvBZufIY8+cPreU4tR/7xWv6tfL4/xaiZf5anx22Xv+fKnjtGtqaQfWdiMouYqC3k1B9rKGtGZeea8yse3s46CxoxSIRCpWKDUHahPTaO89oYGPGvFQTFF69EauVtCgIoUudTHJiCjGUmQLTAU254ZAani0lciUXY9N1VBI1S43ve5Ko5bGQXFjGwfAk3m39y8pVgDK5EgM9MWKRSOee/VlVz2qrGrp58wYCAs7g6urGpk3fIZX+utSn0MroVE0kJeXQoMF7HD78gZZhrFUNE+GpU7ujUCg5cOA2bm42LF48Ek9PR1aunCB4FL32Whfmzv1RkOJrSvFuYs+e62zaFMCNG5EMGtSCM2eCUanU1K/vxIwZGu+Ey5evceuWPuXlGiWLWKTGt3kph0PVAkkEcP58KLNmaRd8MDMzokkTN955ZweHD99FLBbxzju96dSpoUASgcZwe/nyMbi62hAcHEevXk1Zu3YyoEktqE0FlZiYrWVYX4WqoM3/iqyyX04z3ngvhvmdGnInKQdbYwPcLYxJqIziu5kbsbiLD+djM4RJqr5EzLutPTn1LI2UGt4Hg+s7M6tVPSzigtkTFE6sUxNue/XmuaQ1W2V72FqgXUjkWHFLPrc6yjcFvSlX6+NUnEy6vj39DcOZbXEJJWKc9QroljJfa79itQHWeqUYiOSCVwqAYWk+/bwcOVfjHg2u78xkv7psDIoRzt/FzIhB9Z14mlMklBf3c7DAVF/CZN869KhrT0JBCc+y8rmT+tdIcfk9n817NfydqnD9eiRLlhzik09GMHnyZg4duoO+vh7z5w9h+fKxgMbjsH37+sI+b73Vi/LyCvbvv4Wbmw3Llo2hXj179u4NFEjibt18WLnyGMmVRsRbtlzghx/eYdmywzx9mlqZqtaepk3dEIuhpqWbgVTNo+Tqd0N2dhH16tnj7/8+q1YdZ//+W5ibG9G6tZdW0CQ2NoPBg1tiZmbE9esRtG3rxbffvgnAyJHtGDmynda1i8ViLW+wigoFenpixGIxKSm5tG//iY5CETQqpV+D2jzuQJPikpBfyvlJnem95wZ7KqsdjWjogrmhFJVKTUNbM9wtTPCxNSOiKuXG1ozxTetgbiClras13X68JlQxcjGApsn3MUZGm3r5YGRIW1ksQTJP9FDSwyiCK2WNaGvwnLcsNOXS5WoxpopiivWq730Xw6d0NnqGjbiIHJWG3NFHTqbSnBlFU8ECRGo1zaMDOV2UwVMTzZw7LLOQpMIygl8IRj/OKKBcrqBEruCN5nXZHZqAXKWmi7stmSUyCsrlnBrfEQ8rE5psvUDpv8jaT61W07PncmFMWbnyONevL8XPz53z50P58sujDBzYgmHD2jBv3hC6d2/ChQuhhIYm4Opqw6ZN01iz5jUkErFA8s6bN5gNG86iVKoYMqQVPj4astDPry7vvz+QDRvOolKpad3ak08/HcG5cyFCCjhoAh1bt17QOs/SUhE7dkyhsFBEUVE5SUnZBASEMGBAC7766oSQKZOXV8LSpf7Mnz+Eb745S0WFgi5dGvHeewOxsDBm0KCWWhXabGzMuHFjGSqVCrFYTGpqLp9+eoCiojKmTu1Os2Z1uXAhlDff/I6kpBxatvQgODhOmLOPHfsNXl6ONG9e71fd/ynN6tLezYbB+27yLLcYE6mETf2bs+sFU2+FSk1ggm6Q4ceQeIEkAiiqJFS+HdiC+R0bcPpZKnmVxM3UZnW15qAAacXl2JoYEDOnPxdjM7A3NWDUoTsa0sbYmjtY85oklHxTW26mVRM052LS2XQvmuUCcaUhc47XYkniVWPOdSAsSSCJQKMu2hgUI5BEVbiTnKNTGTW3rIJdQ1vz5qkHZJbIaOlkxepev84PugovnSiSSqUcOXJSq61lS80EdO3aDS/lGDJZ7RHf8+dDdNqOHq3Ol6zC6dMPuXZNu5KJpozfc62J4YIFQ6lXz55Zs37g0aN4xCJ9pjTK5FGmKQo1dHIqxFJfQYVSxMJbGpII4HmhMZ4mMiQSOBJbHUl7t2kKhnpqyhRiTsdZU39PK3q75eNsIiO5uNp3ycLCiH375vD550d49Cienj2bEBAQKuSoh4YmYGlpgrOzlTBpLS2t4Mcfr3H16hIWLdon9BUensSaNSf5/vsr/82t/U24FJ/F12IR+8OStKR8/hHJ9Khnz/7KgTI6V1PiuoWTJcFp+QBIlHKmWd4kxNiPoyXVOa1++omYi8tZl9+HxxWaaisqxBwpaY2VuJREZXWa30NZXU6V+LE+ozvJdpooVP3CaLL0JBQbVJcfvVHeiODyJ6QrLbXO/1xpUy6UNuZ6ZfWINgaxjDR5CKhZkDtW8B7fHpLAwIZuOiVVn2QWMK5JHV6Esb6EZt9d0GkHKCr/93oUzZrVj/37bwml7Dt1asiCBUPx978rDIj29hbMnTuAjIwC9uzRTJr09CTUr++End2blJRoIqJbt05HrVazZ88NIiNTGDSoJV27alQr58+HcPHiY/z86jJnzgAWLz6gdR7r15/RIor27bvJ++//RHZ2ISNGtOW99wYKJBFolBiRkcnUr+8kVGB0cLDgvfcGkpKSJ6if9PQkfPjhIBITs3nrre3C/h9+OOh3VRPVhi7fn+HqtAEoVCp2hyYQnVvM0AbOdKyjS2BKxCLGVEa3aqJjHVut7ee09ebrSjNkETC/YwNEiHQ8uyQiEfMuhKAQaSZIKpGEpybeHDLfzyqLTlzOdePQo2jGNPdGXAuJZmmoz2ddfPj8RiRKtZr6NqYs6lRtcl/bPrX5hlUhv7yCSUfvcTY6DWczI7YM/OM9o34JL1YNzc7O5tatG5w+fYGNG9dz7txphgwZ/v/0UjtGjGjH22/v0EnFVCiULFt2mE6dGrJixTEiIpIZNKgF777bF5FIRGJiNoWFZUya1JmxYztgbKwZq95/fyATJnSiTh1b5s3breXXkJFRwJo1J1m58rjQ9vRpKmfPLiQgIJTvv7+Mj88HjBzZhuSkIMrLq5WVKrWIIzE22IgrAO00kokTO1FUVMbJkw9wdbVh3brJnDhxXyhSoVKp2bLlwi8+XwcPvsf586GoVGqBBE5OzmHFimMkJmYzdmwHXnutC3v23GDq1C066QGAFmH9vyA2u3YltOaa1Qw7cIsTTzUpMPUsTVjdqykJBaVcep5Jj93XGeDtiFQsplSupFguZ+zhu/SsZ09uWQWJhaV4WplwPz6VQccOIY0MIqP5YGSVPn3pSkuW5A4VPBGF4yJmglkQk8zv8l1BV75Sazyf5mb7Mc0skMXWGqPikSYPWFdQTdL1MIoiRFaHCSZ3+bm4HRVIsVLkkxCejJmjM73qepNWKqezuy3m+nqM8b9DO1dr6lqa4GhqyM3ELFrtuIwIGO3jytRmdZl64j7vVSpOmjlasqyrD0NDf93C//fA7/lsvvZaFx2FAWhSms3NjQTSRSaT8/nnRxg8uCUKhYrvvruAoaE+c+cOwMfHFblcgbOzplT1sGGtBb+f69eXcfFiKCYmhiQmZjN+fPVcvKysgocPnxMV9Q1ffHGEJUsOMXHiJmxtzWjUUElynJqKChGerhW42ckJjdMu5Z6dXci4cRuE53/u3B9ZuHCYzrWUlMjw9/8A0KTeXL0aTkFBKU2bVs7rVCq+++4ily8/oUULDz74YBAA06Ztwd//Lra2ZqxbN4UnTxJrJYk0ffy6Z7Ok4pczHHLKKvj0ariwkASNqfWdad0ZffiuoDxo72rNgZFtOROdxvWELNr/cIUlXX1QqtRa6vkUGfiYlpJt584meSeQawiebXY/crfMg13FXbhQ1pTNwKdWp3jDPJB75R40KI4m1dARA1MpzQ0SOFbcgnUF/fDVT6SPfjhi1AwxecSkjLeEY6lFIgq9vEmWW2pd05XKKmw1i8i0craiy4/XhMIzfT0d+KZvMwbsu8mNBI1qYWdIHJ92bqSzYP2n486dZ1qBB5lMzrffnqe4uFwwlf7++yts2fImVlYmTJiwURgn5szpz4YNU3n+PIMjR4JwdbVh/PiOfP31a3z88XCmTt3C8eP3OX78Pt26NebMmYWsWzeF998fSH5+9fNx4sRHfPDBbsLDk+jRownDhrUhMjKegIBqQYGDg4rCwkKcnevRps0i4uM1ZuqtW3tia6vt3yOXK+nXrxkLFgyjoKBUy3NIIhFjZmaEWq3mk0/2s2XLBUxNDVm+fAxjxnSgbdtPSK706dq27RKBgcuYOHGjsNZ++FBbba5WqwkICPnVRFG5QsmZZ2n0qGfH13386F7XDrPKAHFgDfVpe1cbBtZ30vKgBPCx1VXJVaGJvQWxcwaw81Ec6cXljGnsxq6QeK1n1sJASl0LE4z1JUxpVpeDYUk6z8C18kZgrruei8zSVf6WK1R80rkRq25GoVSraeFoyf3UXGxWn6C9qw0dazGsrmdpouNn2MvDAQM9CQE1AjPTmtdjcANn4uoN4KfQeIorfvuz+seuVl4SXqyAUIXRo9uzZ0+gVtvgwS3ZufOqloS2cWM37tx5ppX2Ymgo1XKRB82CsbS0FEUlY6dSi7iabMEcv1QW3KpHRK4JuyIdWN4ugZxy7UhSdoEeBaXaaUWXk604NjCSdof8KKzQ3PrziVYMqZeNraGc7HIpehI19vZFbN16iHXrpmFgIEWtVvPll8e0+goKiqbJC6RESYmM0FomVgkJ2Vo56r8XVMC0Ew8w0NO+bhEirsZnabXJlGreb1ef/MIiNh04Rp6ZNSuNXqOtMoYhxo94IKuLm14uzfQTuVzaiES5tc7x0l4gegCulDYiWa9aqvzMxBu3Mt2qSpbiEvRQoqhhnipCLZBEAPdknkwwC+JZhbb7vBoRl4Kf6BiWda9rT4VSSf8aEdX2rjZEZBYSmlF7VNTU8D8bs79MLF68kJCQR/j6+vHll6uF9q+/XsmVK5r0ikWLFtOlS7c/5Hx8fd0JD1/H4cN3sbc3Z/To9hgYSLl3bwUHD94W0krs7S348cd3GTGiDc+epdGwoQtDh1af//ffX6FVK08uX36Cv79mwbhmzSn27p1NQUGpkEcOMG1adx3lT81FZWZmAVOnbhEmvYcP3xV8ImrCyEifBw9WceDALWQyBWPHdsDOzpzdu2cxalQ7oqPTGDy4JY0qlXO+vu6CmXWv38ju/xoEppSy93ECR6NSOFm5GF1z+ymHRrent4cDn1x5wq2kHNq72rCiZxMsDKSsu/OM/WFJuFkY8UX3JjS2t+DMszSBHPqwfX161LPnQmw6Ien5bAyKIaNYxkcdGvDZterJy6JODVlwIUTrfEolRizNG8pe/Q7gCGNPhpBSrmZuO2/auVoLZe0tDaUMa+jC94/iaGhrRjtXa74d0IKiCgXTTz7gQVoebZ2tqWNhTGKlAsPDykQgbCuUKpZdC+dcTDqN7c1Z2bMpa24/E0qgphSVMemormrkz8KLVUMfPXpAhw6aFLuuXbtx5Ih/rYvR/6YIhLW1Kd9++wZz5uxC/sIkp6SknGHDvubmTU3KUkBACEVF5QwZ0op27T6hqFK1snXrBe7c+ZLTpx/yxhvfkZNTRJMmbvTtq5v/XlUMogpqtZpr1yLYsOGs0ObvH0TdunJAe/y0NFAwtF4ON5IshEpoHTrUZ+bMHwgOjsPS0oRPPhlBr16+LFiwV+fYjo6WWFubCl4PJiYGDB/ehnbtPhG8Upo0cSMwcDk9ey4XCN8zZ4JRq9XMn7+3VpIINNHVX4MXx8WaGNbQma0PqifXcfkl5JRV8GNIvDAxPBKZwqqeTTkYniRUSovMLmJuW288rU2rlXwmDRjZKotctOXmcXI73re8IChwAcaZBpGisMRNmsfuIu1qZj8Xt+Ndi8tsKehJqMyVHkYRGIgUuOrlcqy4BZfLNER8V8MoFlqdZUH2KB47VabxxmezoZ0LhcZGLK5URodnQT3LUt5v501gomaRoUYTSDKWSrQqMoWk57PvhQp8fzZ+z2fTz68un38+ls8+O0hNHrKiQqFTiRA0Vc++/PKo8BwfOnSHp0+/Ydy4bwQl+qJF+7hz5wucna0ZN+4bAgJCsLY2Zcr/kXeegVGU69v/ba/pvScQWoU4yYQAAQAASURBVOi99ypFulSxY8V2xC4qViwoKnZEUZTee+8dEghJSEhI7z3ZZPvu+2HDJMMGj8fjOe//nHN/giczs7OzM/Pcz3Vf93XdM9jteB4eGiorDbz11kYBbCkrq0Uugye7FPDZxVCuZmuoNcqI9jSRVeO6DnI5xMQEuBnClJRUExbmS37DYksqlXD33YMAF6t/6NA3BRvt556bwIcf3s2iRet45x0Xy3/TpnNcvpxFp05RQntZcXE19967nFmz3O3hb8afdV36PXzJUyVvFhxemZBFXhN5itN5FYxoUSOwjsDIrI1neLUZdzb/MCX766KF/1tQsLOuEwcaGO434/uagRTavFhROwi8QeJ08JX3Kt6pmkBuQ5H0iiWSEFk1Xwf+TK1D5QYGK+ROOigKuWBpZE1Geqr5bkIPHtl5iSNZJfQM9aVfhB9vNWlN3ptRzLqkPDKbSH04nC72/P9aNOdObLPZ3daM33yzH6lUKrpfvvpqH2PHduXOOz8QnpNffjnOgQOvcepUWhPdW5ej2KpVR6mrM/P++1sAeP75iSxceCetW4eyY8eLfPzxdl588Vd++OEwgYEehIXZ0NZb6RhQR12MjvLycnbvzhRAInBpD9133xDRufr46OjcOQovLy2+vo1slvz8CpxOJ+HhfqxZc1Io9lRX1/Pgg99QVVUvgETgAs2++mqfGyHj1mjfTPHxj0bc8r3Cffj1xUzCPTT0Dvflw5Gd2TC9LxuS85BKJdzTOYpRLYN5bVA7lp29jkYu47l+begU5C24hwJ4KOVMbheGyWZH3QC0PH/gCg4nfHQ6jdcHxTG6ZRB7M4oJ99QwMNKf0KWuosmzfVszLc69IyZWWUIgJZxx9heKogCzO0ZRXGcWsWwf6BrD471ieaJXLJVGC8/tv8yuBtB25/VCqs0WWvroyGhYX7bw0XF/1xjaB3rxzN4E8mpcGkV/69uaJ3u34vOz1zmXX4FEAuX1FnKq67njl2MCw/Glg4mcuH8ofcL/vmNac/EfCRRVVjZfmdu06RwPPzyCnTvjXTfNPYMoLKzkhRdc9Lq6OjO9erUkLMyXBx4YxkcfuX54iUTCq69O5cUXfxUmLwCHo47KSiM0efGWGxUsuRgutJBZHVK+uRpCnG8dyRWNAFZUkIWkbDVNc00PhZ3MapUAEt2MPIOaE9Mvc7Vcy3sXwrl43ZPFiw/y1VcnSUj4hNBQPwYObCvSlxg8OI6BA9uJnDDi4sKZPXsAixatE2kczZkzkIKCSjcr4H9FXCqsZPOMfkxdd1oQpXywWwxt/T1Yc0vC0yPUhz2HNlPgEYxB7Q1OOGKKY6I2npd9drCgbA5nzS35phYGq1NE+/pI63jE8zCHjO0wOl2V4QBZDd4ydzvlEFMRRZpgoY2sgyIPO1Jm68+wxtALCwraK/PppMx1aTc0iQKbN+2U7q0GSScP8/DMeWy/XkyRwUSPEB++vpDBx6fTkErglQFtmdQujB6hvnT7pnlRdoB/A34HwJUrCdTX17N9+14WLnyG+PiLdO3q0vi5665ZLFz4EtXVVdx998x/G1AELp2Sm5XDm+HhoeHBB4eLxqRSKZMm9QLgl1+OuR3n+PFrbNggXvB//vkekUg9wKpVx2gVC9caHgWJRMK4cV1ZsOAH4uLCiY52T3pzc8uYMKE727e7RH21WlcPtoeHhoceEjuLyGRSJk/u5XZ+vXu3+ststv9sHMkqEUAicC3SvjiXzvrkXNY1CHYmFFVRUmdieEwQzzUIFl8srORcfgXbZw5g4pqTwnN9PKeUsw8OZ31ynpAwXyys5PM7urJ37kC+upCBQiIlyltLP72dnU26LFvVZbBOIr5On527zoPdYpjcJgwvlYK2/p48378Nd6w+zpWG5DSptIZgvYaLhZVCFSWhqIrZHSIYPLAdlworsTscbE3NZ26nKF49dFUAtuKLqrhWVovqFl2w2t+pJv//jurqajw8XMCEh4cn1dVVzW73R0wgHA4HTz31oxtIBC6mzuuvi9vvfvvtJPn5FQJIBK6Ec+/eywJIBC4HsejoAFq1ChH0xUaM6MiUKb1Zu/a06JjNtYkGOM20CK/jUJ6363tq7Fwt17IqJYh2vvUYPZW0iwvHwyNA0OGrqqpj/vxvGD++GxMm9ODDD7cLyblSKefOO3vg46Pj6NFkAgI8mT9/BBcuZIgEda9ezeX99zcLINHNWL36+G1zDKDZNrU/ErcjER6cN5gKo0UEFIFLrLPult9q/41iASS6GTvTCsiuNNA0Tzko7cpQ1TUOGRsXqcO1ydzneZK2yiLOmlqQZAllZe0AVtQOYrD6GkqJ+DlQYuOFsukcNDUuXufoT+NwSilzNILnR01tGW9J4Iq1SeFKIuHdvefwChEn1JlVdc0aXDR1YroZbf31bmP/l+KvfDYB3n13E7fiEWPHdmX69D78+OMRYUyplFNcXC16jquq6li6dIdIrqC6up4vvtiDXq9mz54EACoqDHzxxR769GklMCQiI/25++6BlJcb3OY+hdnG+2fDsTY45mWXKHkgrhBftY3DRd6UKtRkZydxa3TrFsOiRdP49NOdZGaW0r9/G3o06Ma9884mUZ69dOkOnn56nJvg78aNZ93MW6xWO927t+DXX0+66ScBTJ7c023sj8SNW8SDb0a0t5aXB7ZDLZOyt6mGU6hPs9omt97bDiekJ19FYbNilbuKglqJmSGaVH6rE2u2yCUOZIjBaSlOVtX2E/7vlEj5ono4uTbxgi/REo7TCcV2L6bqL7DW0Fv421T9BVQSG4XV3uTbfVFaTahybvDQBhUTO8WyeUY/pBIJLx1IdPs+5macolv56nltUDsRqPT/K25X/ARXYWLo0P48+ODDzJ17z22O8MeiV69YevduxdkGMF6vV7NgwRg2bz4nKsJ7e+vcck5wAUhNn62DBxNJSMgSXDibxokT11i9ulE77vnnf6F79xYMG9aB0tIaXnrpV+HeLympJTwcNo1PZkViMKvO+/D++3vp1Km923EHDYojPNyP1atPEBrqg7e3juDg+ej1at5+eyYPPzyS++77kl9+OY7T6WTWrP743GIV73Q6RSDRzYiI8CMmJlBkGNGpUyRJDXnl/PkjmDDhj2mK3hp7rheKwEqAvFojeSn5pJbXcuDuwbxw4AoZlXX8mpjD5LZhbJrRj8VDO7A+KZd7t56n3mrHX6Pk1YHtcOJky7UCRv58DB+1gm/Gd2fxsWQRWPzJ2TTKn5+I2ebgRE4ZY1Y3ElDeOpZC/wh/Xh8cxztHk7Ahobcqg2P1rbgaPAjfqnw6dOmG2eHkkR4tGdkyiL4RfnxxLr3Brj6EPuF+vHc8Ba1Czt2dozicKSZSnMgpp/qFiWxMyccJTIsLx1OlYExsMGNixe33KlyteR+dTqPCaGHztQI+PZtGjbnxfrM7ndy39Twpj4v3/aPxHwkUlZXVNDt+czLduPFvlJfXCu0eEomEzz+/D4Ann1zJuXMucOWZZ8YRGxtMq1bBZGaWcv/9Q/nkk53YbHbkcoiKrKaN2sShjMbK3NTYMtakiYUZq8xyfh6ZynsXI0ir1DA4rJpqXzUSiZPLN1zUeaXUwZTYMtRyB35qq4iB1CuoFpXMSZVZzsWSxgSstNTE9GkLWbtuMQsWjMFms3PlSg4DB7Zj6dJ5nDmTxrRpvcnMLKVduzAWLryTL77Yw/DhHYREd+rU3iQkZGEy/XuMZofGBDKxbRjxD49kd3ohxQYTJ3PLuFZWy+CoAI5ll6JTypnTMZKLN/LZdfQUhi5iLZDz5mgybf4iN5aTpta867uBHfWd0UnMGJ0K7i15kI7KXGLkZfjJDMz2OEuJ3YNfa3vjlLj2VdjMdK29wutxx9lR1xmVxMpvtb15tMw1cQxWp/Ca7w5aKkrJtPrzXc1gwRVNiRW5xE68KYLB6mucNLVCipP+0mSO+Hbi4EFXgvR8vzacyisXknqH06U58WpD69O4ViFuyb0Qkn8Phff8+XMCADRo0BAuXjwvAEVRUdEAKJWqf7l+zl8RAwe2Qy6XiRLFwYPbsXbtKdGYRqN0cwRUKGTExVnx9rESFhZHp07def31dcLfJ0zohoeHRrQ4HjasAwsW3MH27RfJyytn0qSebtbE/5dCgkjmS4iBUQGsupItmhA1Chlbm1h2AmxNLXBzPSmoNfHtpRsiRyKHE76/lCmqqrr2z8dDqRCsQNen5HEn+fQuyUUW6UdpuYTelefI94jE4mycgjRyGXesPs7JhraCfRnFdAr0EkCim7HlWr6bBfiejGLa+nvyTQPl+fv4LC4WVLInQwzyXiio5KnerYTPAAjUqSipa17M9P93eHl5UVjoAjIMhlo8Pf+8KOFNLYJbY9u25xk6tAMffLBNcDABCA93Z3GCa1HadKEHkJ5ezNWrHwtuaJmZxWRllfLQQ8NZteoYcrmUhQvv5KGHhrNkyVbRczkrqpjJLSo4V6xndUUYSTkqDue5Wmaqy+S0dJiALI4fFy/mamqM5OaWo9EoeeSRkZw/n4GXl5b77x/K6NHvCAntXXf1pX37CA41iEk2DalUilQqEbWsREb6M2/eoNu2a7/yym9u4PYfiaLKZpyDgJ6hPuRW14tEbuVSCY/1aMnejCKRBsGASH8SS6pF96u8qhiJVQaKxpYgD6mJj/3W8kHVHSSYIwmWV5NuCWRC4ZPc73Gcgeo0llWPFLY/amrLZO0Fsq1+gtjao16H+LDqDtG57q7vyAiNuG0fwOF0Z0sFqAxU51yHgEaAXKeQMadTJD9fyRbeUVqFjJcHtuVETpnQzt3SR8cdsSGsjr9Bes1//7P5wANfYjSK5yqlUsb69c+i1ar45pv5fPnlXvR6NYsWTSM52Z0lfVNPpGlYLDY3lrnVaue992ZTX2/m2LEUVq06RsuWTzJqVGd69GjBhSaA5dDgSlZVicWkb9RoiC+Vc6nUBeStWHGVUaNacfx4Dmazlbvu6stDD41AqZSj0SjZuvU8W7eebwCyXnd7dzgcTioqDAQHe4sWoT4+eoYMac+OHZeEMZ1Oxbx5g+nTpzX33bec5GSx1sfYse+Rm/t1s9f49+J2GkVBOjXzt19EIZVwf5doZFIJoR4aWvnqceK6d2+2oER5aZnSNkzEHADIObqbRwPLMERHk2f3xeRUcNTUlh6qTC6YXa04WomZwepUgmQ1fFUzTNj3AY/jvFMlftc4JVLaKApJtTYaUHRS5jK68FmuW4NRYWGO/jSBslqqHBrerRyPAykeknq+9P+JrVWd2KvoyvWcanbmXCS7up63h3VgRocIPj6dirXhXeilUnB/12iSy2qEuTzMQ0OIhxrdv7l1vrn4veInwJ49u/D3/8fdKW8Nq9VGp07Pca3hGvj46Dh37j1iY4N56aXJQv6oVitYtGgaRUVVzJ37uVC4ePjhkc2uWWUyKRMmdOe5534WultkMine3u4dMydPXmPYsA4UFla6FXqsRgmfXQrluyTX/bB/fyYGgwK9Xi3IOoSF+TJ5ci+8vLQsXjyDr77aJzjxVlbW8fjjK3A4nIK8A7gKRQsWiIEFiUTC/fcP5fLlbGE+jYoK4NFHRzN1ah+efvpHUlLymTChO9XV9VxpYNfV1NTjdDr/1PriVi2tpnG1pIa3j6UIzBuAzdfyOZ5dSr8IfxbsjheezzKjhSPZpUR5aYX8sdJk5aHtF/FUie9ns82Bwwk6pVxgITWN8wUVvDGkPTlrl6N2ZLE/aizp1iCQAj6e+GFh3f2jhe1Ty2oZEh3AC/3bkFVVT+ev91HVADB+cT6dbiHeopy0e4gPnmol9zXTqme22Uktr6WVrweaBkOI3xJzRKLeTUGim5F1GxOwPxL//5/2PxHSv2MUtWLFIeLjs4T/O51O3n13M3q9WpQQrlx5hC1bFjJmzDsCKty/fzg22w2qSiDhvBwvpZpJLcqwOSR0DzIws1UJVoeE39Ia+znvalVKuIeF5UMyqDDJmb23DanJLoBodGQFg8KqWX/dn5dPxSDByYiIKgrrlWTXqBgSXo2v2sq66/40x3QvKaqkfftnqKlxPWD33TeEpUvvoWfPlwR9olatQvj88/sZNeptwdVFIpGwY8cLvPLKGpGbxr8yNDIJoXo187df4NEeLekR6svwVY1VIpVMysX5I3hiVzzfXLzBN4CuzUjCpOXkOxorJJ1VueTZxIsUJzBWm8gsj3M8VHIPJxqYP+VmPSDhGe/9vFs5jkRLONH12RgtUiROJ/VKHd9F3EN8RTYf+K3jV0Mfih3ewnGPmtrxuP0QJ0192VffgUGaVJxIUElsOJwS3q1sdAZ4zns393qc5MnS2dgdjUDfx6fTiPYWa2kYLDbO5lXw1YUMKoxmprQNY1MzAmYO/j3ATE1NNTExrpeOp6cnqanu1aAPP3yPefPuu+0x/giF/o/G+vWn2bfvMp07RzN/viupPH8+nZ9+Ooqvr57HHhstJI5ffrmXujoz998/lM6do4mKCmDdumd47bW11NTU8/DDI3nooREkJ+fx6aeuthaFQsbLL0+mttbIXXd9IrSRzJkzgEMHDyCTS5kwwZ/Nm8XW39u3X2LDhmd5770tFBRUMmfOAKZP78ubb66nqqqe++4bQkSEPyaThW+/PUBiYg533NGVKVNcFbzNm8+xa9clOnSI5OGHR6BWK7l06QY//ngET08tjz02itBQXwoLK/nyy73CMbs140b2Z6M5kOilfm24v2sM5/Mr+LoBTFHJpLzQvw0FtUYRGNPGz4M2fh6iCqpcKqFXqK8AxNyMnqE+/BAvEZJLgHAPDT/esjg5Xq9mkK6ebaZeOHVSMrQxTNQmsLmuIbFzOpjZLoTXjzc6ODiBDSl5eKsVwqQK0C7Ak3qrXVRlauPnwZdN2JUA3166wYiYINKauDD5aZS8NbQ9NoeDDcl5xPjo+HR0F/qs+NdruP2Z6NKlOytXfs+CBU9z9OgRevT4cxVzgA0bTjc7fvZsOhkZxSxePIMXX1yN1WonMNCTefNcbkg//XRUAE579mzJjBn9eP/9LSQmNjrujB/fDaVSztCh7ena9XmBpePrq+fKlQ9RqRSsXn2cFSsOsXjxnSx5fwM2i5PeftUczPGhwKDi/rhiWqgs7I8XM0kyKtQ8psghVSOnaYtabGwwv/12ksWLNwAupsW2bc+zb98V0YJz3brTPPfcBKZP78sbb6wX2tE8PV2MQKcTPvhgKw6Hk5iYQBYuvJOMjGI8PDT88MNhtwrxn23jzqxtHigK/ng79VY73YK9mdQ2lAqjhVqLjTeOJjO1XTjHc8ooqDUyOCqAapOFeZ2i+PFyFmX1FgIkVhSZiUwMN7GBwTiRIsXBbP0Zcmx+vOu3iTRLEHcUPoOjofDybPksnvA84HYeHjIzdxesJV8dwlPtL9NRmccvtf0osDc6tobLK7hLf55Ndd2Ftu1oeSkdlXlM1F5ia71L78tTUs/U0Gucy/elqt6PWq0vXioF93SOYmVCFlPjwimvN+OhlKOSy7hr/Rna+OvpFuJDrI+eo9ml/2efyZvxVz6bW7ZccBuzWOw88cQKRozoxPz5I5g/fwTHjiVz+HAS7dqF0a1bjMCQGzq0Pb16xdKlS7SQ76nVCh58cBgnT6aJ3MZ8ffX06uUS+p8z53PBRXjfvstMmtSF2hoHplo781vkMzG6nC03/EUs+BaeRlYkN4IUDoeEq1ev8dRTw1izJoXt2y/y1FMreeGFiSxZslXYrqioinfe2cT99w/lQBP2Ss+eLenYMZK3357B1KkfU1dnRi6X8eGHc+nfvw3nz6dz5EgyISE+fPjhXC5dymTNmpMi9sLNyP+T5iBma/O9Zzd1SqwOJysTsjh231BmbTwjFEdGtQyia7A3mVV1lNWZOZ5TyuyOka5WGIeNoOI0hkQVcX+7VM6ajcwuni8UQH0ltXzst4Z8mzeb67rxVPkcZNiZpjtPa2UxvVQ3aK8s4Jo1hPV1jffWFN1FwuQV/FQzgBRrCAPV15Hg4LrVBeiZUbKhrgeHQz5gWOFC4bmvdWpZXduHszaxycO3569zT+cofr6czaS2YdRb7QTr1Vjsdtot34sTmNw2jBkdwnnjSDLP7bvyp67xXx2/V/wE2Lx5PZMmTfmnP2fJkq0CSAQuYGXZsl18/vn9LFo0jYkTe5CUlMewYR0IDvYGoFWrYPbtu0LHjpFMmNCdc+fS2bLlvDB3DBnSnoULfyY+PouBA9ui1apwOp08/vho5HIZy5fvFZ1DTEwQn3++m+joQNq1CyMlpXEt0S3cwO4M8Xrp9Ok0zp17l02bzpGZWUxZmYGnnlrJSy9Npk2bUDcNIXCBUbdGYKAXL7wwUaRR1KFDJPv3v8rBg1eprTUyZkwXtFoVwcHe7N37CgqFnFWrjnLPPcuF46xefYI77ujKnDkD/+Hrb/udvlBfjRJTMw7qpfVm6q02UTszuMCSW/XIqs1WHu7egg9ONXbcTI0L57GdlzDZ7M3qBYV7aFi46zwXTSpmhphdIFGTOJZf1XDuDib8dlJgv/eL8GNQpL8on02vMPBI9xYYbXYuFVbRIdCT1r562i3fQ9dgbz4c2ZkwT1cR4FRuGZPXnqKkzoyPWsGaaX0Y1TIY7R8Abm3/hJvvfyRQZLP9vmCdn58HdXViUam6OnOz1rpLlmwVJX4nT+YyqqORs5mu6lC9Tca2TCX7JiayPDGUd851x0dlY2rLUmxOKfU2KRuv+7Mz05cnuxSQb1CSWtkIGuzN8SVUbyGhzEVRdiJhf64P6+5IIUxv4c7tcWzPdN2IsV71BKgtlJpcrVQqmYMuimo21DSyF1auPIK/v6fIeeX69UI++GCryPrX6XSyZMnWfxtIBGC0O/mlYfHwy5UcZnQQ96Sa7Q6+vXiDU02S+DqNNzN1xzhliuWaNZguyhziFPm0UxRw1RIqTKpTdBepdyrxwshpk3iiO2duwROlsxt7sHUBRBjTMSp1VOsDhG2eK59BrMI9udhU1501hkbXjTaKQrYEf0bn3LdE262p7c3jXoepcYord3ank0ltw/j4dOMid3RsMBPXnHQTvL41DLexZf2rw9PTSwB3amtr8fISVz937txOZWUFU6feddtj/FEK/d+LpUt38Le/rRL+f+pUKk89NZYBAxYJjKBffjnO2bPv0Lv3yxQ00Lm/+eYA5869S6dOUUye3MutxeuTT+5tEPjLY9SozoLld1LSUg4duorT6eTJJ1dit0sBKZ98cpn27cUAjUIhY9iwDoILS329mXbtnhEowt98s5/Tp9/h/fe3CAK6339/iM8+uw+pVMITT/wgHOvYsWReeWUKffu+KjA5Vq06yqVLS+jT5xW3Y/7ZlpY/Es/1dWlvfTW+O9PbR5BWXssdscFEeev4alw3pq07TaHBRLBezdfju9PaT8/pvHLOF1SikctYMqIj93aN5nhuGT81vFPmdori3i4xmO0Ontt3BaPNTvcQH57v35bViTki8Ehqs3DQs6/wPDskMlIsIWwK/pyjlTEkXLQT08PH7bw9VQq+Hted+TsuUGO20dbfg/eHdySrqo6ZG89QVm8h3FPD53d0ZebGM6J9tQo5H4zsRGp5LdcrDHipXDRjD5WCL8Z244ux/3dErG9Gc66hffr0Z/z4UYSHh/Pww4/96WP7+TWv7XdTF6Rjx0hu3PiCXbsusWjROmbO/BRPTw2ffnoPFRUGkpPzOHjwKhERjzJv3iDatAklKSmXVq2C8fXVk5paQHx8pqiVq6LCwHffHWT16hNCO7RS6eTOoXUEFtfyZYJrwbkzy5fEMh3tutkJ9LaRXaIUjhHrZcRRYsPPZqImSIpU6knv3nG89to0+vV7VdjOYrGxePFGWrduXMTejEuXMvnyy3306hWLp6eGyEh/WrcOYeDAReTnV9CrVyyvvDKFXr1aMnToYkFMX69Xuh3rz4avtvlj3ax4XiqqYnB0AKnlBsF15XReOYuHtMdLreCpPQkcbFgcP9ytBUHmct65UkZpdF+ScLDA6wCR8gq21XVlSZVLlLqHKpNhmmRhsXgz6pxK1BILJmfjOY3SJHHBasfPWkknVR6FNi/u9TjBsuqR1DnV+EgNtFUU8UblRPqq0gmQ1xIgq+WosQ1ji55Fjp0ZujP009xga10X3qycBFpQOiz0SjvIhLnzeK2Ju1evMF/6R/jz9nFX0SK/1khejZHvxvcQ2l7/L8W/8tlUqZpPxVeuPMLKlUfIySnDy0srsAAAnn/+Tj755B7WrDnJN98c4PDhJIKDvXnttalUV9dz7FgKffq8SufOUTz00HAOHEgkIMCTgQPbcupUKkFBXgJIdDOOHo1n8mADT3pkYDBKWZEUzPjoCpIqtGTVa2gbYebOFhUioAjAS2rjgw+O4mjQE/v66/2oG1zBmkZxcTU9e8by8MMjuHGjhH79WjN37kDGjn2PPXsSiI4O4JFHRjJnzkC++GIPDzzwNU6nk+joALZsWUhiYg533vnBbQXl/6TOPH+E1+0EPj2TJmLQ7ssoZnh0IEuSGheZIXo1K3v6Mf/wdbID2/I2bblRcQYniFjyFU4PtFILFQ49mbbAhvOQsbGuO7s9P+Gz6hHsre9AoLSGBzyOciVXT43cg3dwMYTaK/M5GPohvrJ6phc9KjpXs1NBhs1f9HwDlNk98JQaqXA0gvHm6gp6fXeAqgYWgodSzudju3LvlvPCNpuv5RPlreXa39Gh+XfG7xU/Dx06QN++A5DL5diaARLgjxc+m7Z93ozffjvJs8+O5+mnf+Ty5WxGjeoktFZt2HCGHTsuEhcXzvDhHZBIJPTu3YqkpKVs2XKeiAg/3n13s7A227v3MnffPYhVq54Qjv/BB3NZsmQrTqeT6dP78OCDXwss3ClTejNoUDsSEjLJzU2lo08dVXqJyBDJz09Ply7RlJTUCFpHALt3J3DjxucMHdqeFU2AeLlcxgMPDGP9+jNCUfUm46lz52jef3+OsO3Zs9eFzpsFC+5Aq1WxY8dFHn98hcC4b1pEuhnvvLPpTwFFTd2/moavRsn3E3oQrFexMiFbYLuHeqgZ3TIYnVIu0osFuCsuAo1CJurwaO2n5/0RHRkY5c+hzBJiffW8dCCRmoacfV1SLq8MdOW0ABPbhPHQjosuACu6H3JpEAGSGkrtjd1AnvWuNe7WawUioelTueX4adzzgChvHRfnj6TeauPpPQl811AAuFZWS051PSfud7EMF+yOF9jElSYrj+68RMaTY5ndMZJlZ6+T2sDW9FLJqb6FVfQndf6B/1CgqLke0Jvh7+/Bgw8OIzjYmw8/bHRfe/zx0ej1al5++TdhbP784SQl3SoUKEFee+sFlvBpQhg7slyATqlJybZMP97tm8XCkw2LOzO8eDKaERFVbueUWa12G8s1qDhZ4ClqQUuv1rK4TxYFBhX1NikzWpWy6lqQ275Xr6a5jTVH6WtqcfzvDqPNTkUzugPN9XVrpRZ2hX7KhtpuPF9xF/GWaADm6U/gLzNwwxrAlrqurK/rxQB1Gu2UBQJlF6D1LUJ9ACVeYVhl4s+6aI7iJZ+dbDD0EKqhEfJyUi1ianWqNYQb1kAUEruoNUYtdb2oZ+rPij5/WHQALw1oS1yAJ3sziugU6E2Yp1r0grhdeCj/nJ3uPxo9e/bip59WMnHiFI4dO8zMmY0v/qSkq/zww3f8+uv63znCXxff3KLZtHbtKVQqhahtLDOzhA8+2CaAROASzVu16iizZw/g228PoNWqeOKJMQIgBC7trptuZzejTZtQ2rQJdXMxKiszcccdXThz5rowCT/77HjRc7N372VRH7nVauerr/a62WZ/880BZLdo32zefB4/Pw9Ru09ubjlLlmx1O+bKlYf/pUDR47svsHRMV0I8NER5admRVkBCURXzu7egX4Q/Vx8dxeJjKZQbzZTUmRgQ6c/ZB4fz4alULhZWYnM4sdodrJzYk+4h3hzJKqVTkBcWu4PHesYS66NnRXwmUd46PFRynunTWqjQyHDQsSKRE55i3akah4auqlw8fE3sCx3L0tNpTOzYVXB+8lDKeb5/G7qF+DC+dQhn8srZnlrAh6dSmd+9BXnPjOdqSTU704r47Nx1xrcK5rNz6cKEOKtDBB+eSuWuuHDGtw6lU7AXOdX1PLk7HofT1T/eIdBLRNn9/x23cw198sln/uljp6QU/O7fExNzSEnJZ9WqYxQ3MMxqaowsWrSO7dufZ+HCRtHoJUu2snPni/z44xHWrz/Dtm0Xef31dbz0kruYb0pKvkgzz2KREFpaw7ZbqqD7cryJ6VBBn7b1eNqtJJbraO1dTxtvY+M8C7RqVcXYsd5ERvq5tdK57HqHsGrVUWGRGh0dwAsvrBbyBqlUwqFDi5g6danQBnPuXDqbNp3lypVskQWxwfDX3Rseyr9Dhcal8XWrNe+ma/luVdAfEjLxtdRgl7sKUA6krKwZyMf+aznWRGfvgjmGdkr3372bKpex2kS+rBlGjV1DkKyGLXVdsWpKiDHmsKxqBJ9Vj8CBlEhZGct8f+WSOYovaxqf4TaOQgZq0rhmdQkI25Cxrq4Xd2gTRdpIFqmSooBoVl7IQLAOBc7lV2C+peWnoNbE+YI/xwr5V8e/8tk03GYxdDO+/faAW473+ed7WLDgDr777pBwrxcVVZGeXkRJSY2wEL18ORupVMq3385n3Lj3OXcunY8/3sH8+SMIDfURzbER/hae9MigziRl/Pb2VJld+U+Q1sKsIVWolU5CVRYGhVZzrMBVbNLJ7dwVVsybeVGi88vMLKFz5yhR61uXLtHExT0jtM/ExYXz/vtb2b07Xthn6dIdTJrUU1goA2RllfLee5spKqr6066Dvxd/ZCEUoFWhVbiLGt80RrgZhQYTrx/Jpk7TmJf8aujDLP2ZW3clUFZDnk1cIHEi5avqoeyqdxkEFDp8+M3Qh/H1O1gXOlXYLskSxoqaQSz02cNITZIoJ42Wl9JPfYP+6jROmloL45P08SgkdqEdTYkV7+pCclSNi9xai421zQio/zOtK/+K+L3i5+rVq1i+/Fu2bNl42/3/aOGztNRdvLuqysC0aR8LjL7vvjuI0+mka9cYkXnK0aPJ7Nzp6v7YvPkcERF+DB7cjrvu+kR0vIMHGxl2Gzee4dSpVO66qy8vvDCRJ55YIWrV3rTpLOvXP8PKlYexWOR8UBBKh9B6PNR2ak0yZDIn993XBYVCLrgl3oySkmoOH05i5MhO3H//UPbuvYyPj463355J587RvPDCRA4duopWq+KZZ8axdesFJkxYgq+vnnfemUX79uEMHfqmoB22bdsFjh9/k9mzPxNYx5s2nUPejHFD1i2GRn80+oT58PVF9/FXBrblwe0XMNvszOwQjlImw2p3kFVdR9dv9jOjfQQ/T+7FO8dTiC+qwkMp51BmMV5qBbM6RJBQVEWohwZftZKZG88wv1sLlo7uwncXbwggEbjYhA4nZD7lKr5MXntSxHK65GjJu74b+Lx6BIV2b6LtBfhkX+N4RkGzIFesr55gvZqihr+1D/CkxGDih/hMpseFu71PTuaWU22y4qVWkFEhfgazqupYezWXt48nY7bbubtTJONbh/LGoStuQNE/89b8jwSKbtd69ssvC1ix4hCDB7+BTqfivvuG4OGhwdtbx549CRQVVTFlSi9CQ33p2bMld9wRx8MPL8Z1CV2T8JCwKgaG1rArq5FuJpU4qb5FgNrqkHIg11s05kRCiE6cWPqprdzTtpij+V6CG4FObmdwWDU/1QRya/io7NzdtrH/fGKLctZd9xf21SgdmEzx6PUeGAyuGyEoyIsnnhhDXl45q1a5ekxvusL4+upZufLw717Pf1WMahmETCph87V85FIJcztGMadTJD8kZArilUqsTNS5koTlNSNEFZfNdd3ZGPwFowoXCmMnTK25V3+ceoeSZGsYsYpilvqt4ZHSe8izNy489MYqAMo9GytfXZQ5pFmCuUN7BaNTSVtlIfM8TvFOxQQBnLp5Tt7SOu73OM7nNS6xYikOeqlu0DvvVeocKoarrpKWp6Jzuzak1Rrx/3AbcQGerJ3Whw6BXpxpRvCtuVD8jhPOXxmdOnVBrVYxYcJo2rfvQLduPXjpped4772PePPNVykrK2HGjMl4enqyatWav3/AfyJu7cHWaJTNOhkGBblrPpjNNvr1e02YOH/++RipqctErg23Cy8vrdvY0KEdmDNnIPv3XyEuLtxNcLq5fXx9PVCrFSKhTW9vLdJbXkwqlbzZ8woMdHdRa64v/a+MNcn5nCus4uT9w+iz4qDw/P2YkMXF+SN4ck8ChxrYCr9cyeG7Cd0prDUJ7mXrkvK4WFhJpyAvXmhoG9iYks+ZvHKe7duasb+eECo6a67mkPrEHQyODuDjY1dJvpJAu+BaAnSXRBT6mfqzlNg8mFr8ODW+ruucml7I6im9sNqdjG0VQoDOVSUz2ewCg6jpeS/cf0XkqPj20A6EeKips9h4skHAFWBrWgG7Zg+k9/cHhf7tHxOySHx0NHfdpiXrvy1u1UBpLtRqBRlNWg7B1c5x8KC7vs/WrecFl0FwAZ7nz6fTvn2EUIAJDPRi6ND27Nx5SbSvt9yGn8ZKVm0jcKBT2Dl8RUdqngoJcGdMGR8NyKTjr2IRzIIcKdu2bUOp1DFtWm/ROYwa1ZnvvjvI+PHdUankxMYGExLiw5NPrhS2cTic/PDDETetlISErGaf978qSmr+/vWf1CaMS4VVIo2wWF89127RuFDIpNTYEGVwBqeKXJs7K08vMfOAxzFW1fbDgYRhmhSq7So6KA38ELiSyYWPs8vY4MQYBF1yT3O5qlHnL8fuz2FjOy6ZxUBAqjWEAJn4GjqRugntAug1Duqqy8EjTBiTSSR0DfYROYJ6quTM6xzNJ2eu/1027n9T3MqAvzV8fHTU3KIFJ5VKKC2tcRN1zs+vEEkvAMTHZ/Luu1tEwOr33x9k9+6XefXVX0lMzMTfy8qdfkXYrbAlw08AiQCK65Vcy1WSVaLi0+KuaGR2pseW0tG/jpERVShkTt47H4HF0TgH9uvXhu++e4SPPtpGVlYpd93Vl88+2y3SWFm+fK8bA7C4uJqEhCw3QCg/v+JPOw7+vbjd1X+oWwxXS2rQK+X0i/AjwlPLr4m5wlwX462jZ6gvx24RJa4xmptiogD0VmVwwRwttIgN1ySRbfWjnzpd5HYWKqukxC7+nvVOFSlOd9eoXJsPq2v7cM0SzGhNIkV2L8LlFZidctrmvEOIrIqJ2kuYkaOXmFlePRyDU01XZTZzPU4xUHOdF4sHkIPYxKV7iDd7M4pELIQFvWK5Ulwtcvr9/xm/V/y8cSODe+6ZRVFRIU6nk969+9KqVevfOdrtIzo6UNDauRk6nVpkjACuouLFi+KxXbvi2bbtAnfd9YmQs44d25UWLYJErqDdurlAvo0bzzBt2lJhfPfu+GYZsl99tQ9LE9vzqwUa7h1ZyVBKeDE+lo8+OsGePdn07NnSbd9LlzKZOvVjLBYbfn4erFjxKCaThejoxwWtpHfemUlFhUHQX8rNLWfKlI949dUporzXarWzYsVhkaYnuJj5Npu41Skq6s/pev521V2PDeBvTVogVyfmsnpKL57de1loN3v7eApeagVLR3dhc0o+U9Y1gmYauYyER0bQb8Vhyhu+z4bkPI7fN5RgvTuxo+mYohkAopc6k+P69yh3aHm44G7OtRrGoF9O0jfcF71SLsznSpmUGe0jeLp3K3anF2F3OnnvxDUebwDK3z9xjTZ+HhTUNr6RIjw1eDQwTqe0C2Nlky6hYTGBzNl0VngfZVXlMCQqkJQKdzLN/xxQJJc3f9opKXmC60NdnZlVq45x+fKH9O37qnAj5+SU8fnn91NUlEd09HKMRiedQ+rp5l1LgMZKsVHB6UJPRkdWcLzACy+lnee651FlknO8oHHhqpbZGR5Rxd4ccVV0amwZA8OqeS8pCqkUgp0m3r0YyejISgxWGUqZA5kEHjjQiq4BBryUNgGEivE0MryBkZRbq+SNs1EkV2jpF1yDRuFAr7CTa1Bx9Igend5CXDslo0YPIT/fQGTkY/j7e/Dqq1No2zaMhIQsBg9+HavVzqRJPZFKJWzaJLZy/KtDK5dS3/By6Bnqwz2do3i8Vyzp5bXct/U8P17O4qfLWczpGInEWMvBs5cIC7DybuV4ZurPYnGKqzUW5KRb3cG0SoeenaHLMDhUqCVWjptaM01/ntWGvpTaPfGyVuNZX4FdKscmU1Cj9aW7OhudxMRLFdOE44zTXiFAZuBp731cNEeRZ/dFgY2BmusML3wes1NOH1U6o7RJRMtLeaD0fgHIOmjuQJe6kyTWtCTb4tK8SC6t4aHtFzj9wHB6hvryQNcYfojPxAn0DvMV+t1F10zx72EUAW6uEO+99xEA69Zt+bedA8Cbb97FxImNVqGvvz6dmTP7sXbtaUFjYNy4bjzzzHh27YoXnumYmEAkEomoulJWVsu2bRfw8dGxdu0pIiL8+NvfJhAY6MXly1l88cUeAJ54YgxPPTWW3347QUmJa9HVqpWGXr1i+fnnY+zZk0B2tksU3tNTy8mT1/juu4NotUoGDmzL8eOu/u2ICD+efnos3t5aXnnFBaipVAreeGM6UqmUcePeE1pZX3llCg88MIw1a06Rne0CM0aO7MSzz47n4MGrgm5ERIQfjz026l96zQFuVNbx4alUkcOQ2e5g+fl0ASS6GSviMymsFafPa67mcjZfDIBuSslHr5CLRK5za4zsySjitUNXXaKBvtF8RTRfalbRQZnHD/nd0NqNTAqNZ3d9R2ocjYtzo91JZmU9rwxqx9GsUq4mVTOqZRAncsqaPe/Dt1Spdl4v5NQDw5i89qRo/GpJDR+fFjtB1FntfHI6tVkXpv/GsFp/391t8OA4WrQIZMqUXnz55T5hfMyYLgwc2M5t+44do9zGJBIJZ868w7p1p6ivtzB4cDtyc8vw8ZFRWelKbCP0JjwUNkaEV5JSoaXeJkMqcTIuuoK1113veyewLdOfMVFVaOV2zPbG5MxXYeX6RQn37tiMTqdixox++PnpadUqhIULfxEWzr6+er766iE3MV+A9u3D3VxaRozoyF139ePLL/c166j0z4aH0p2NAC6zg/xaIy18dCSVVDO7QwS/JOZQb7UT7a2lT5gvnYO8SC5NEhZuj3UKY9u2C6SFdRWOM1p7lTs0iSytGkOd0wWwyrEzTneF9soCnvQ+wDfVg/iyZgT7jR2QV9p52WcHCZZbmCC+sQJIdDMK7N60UJSSYm20H/eQGBmvTeBEE8ZCgKyGqfqLbK3vKjAc5Njp6bzG5TIf6oJihOd4fvcWdAj0JK2illO55YTo1dzfNZqn9yYwKMofmUTC+bwy8uv+7zD+/lXh+B35CKVSzkMPDae21sjzz68WxhcsuIPY2GA31s6cOQPx9NSIRKD79Wvj9vy7NLn86d6tiqJ8G7kFCt4ujuKzS2HMaOVe/c8rU5JV7GqbMNplbMzwZ0HnAirMcrbf8GNCi3JOF3pSbFQSGOjk5MkkMjNLePbZ8bRq5VrsfvjhdtEx7XYHvXvHisS5IyP9mTSpF7GxwSKJhYkTe+Ljo2PHjktuIO8/Gyqgubfj9rRCPhrZiXlbzrG/YWG/oFdLTDYHZfUWrHYH9TZXS/S1slokwJzW/qTuPECJT6MLYKCshtHaJMbrrnDRHMURYxu+qhnOQWN75Ni5x+ME6dZAgmU1POF1kG11XThtbixaqexmgkozSQ3siKWJaH2dQ8WrFY06PPd5HEcjsfJlgyB2jt2fSqOO7SGfMrJgoeD8G2+Jors1iyn6eDo6b5Bo6U6p0rW+6RjoRecgH94a2oGNKXnYHU7a+ntw/9YLqOUy7usSTWs/PS81Uzz4d8bvFT8PH3bN/2vWrMZms/1pkAjgjTemM2XKx6Kxu+8eyLZtF8ltIkDcuXOUWzFGpVKwcuUhUc66a1c8P//8BG++uYH09CK6dIlm7tyBmM1Wfv31hGj/rKxSHnlkJAcOJAqswXHjulFffyu0KQEnbLoRQGGZ6ze+ejWXmhojnTpFcuVKDhKJhMceG8XSpTuE3Lu8vJYXX1yN04kAEgG89dZGN2kHi8XWbDdPt24x+PrqBe0/gAkTerBunbgA9/HH89z2/SMxMNKPvTeK/+52O9IK3TSJdqcX8Vy/Nm4sHaPNzudnMwSQCFytWb8l5vLpmC6MaxUi7NM5yIvDmSV8dCqVQVEBPNA1hh1pBRgb1rojNVdRS6zIJE5OGluT4GhkP5/Oq+CtIe3JqKrDbLNTbbbS/4fDKGQSnu/XFh+NQtTKer3CwLzOUeTXGkkrNxCkU/HDxJ5IJRKsdgdjY4MprzdTaDDRN9yPFj56DtwQ5+7Hm3HSA5D9E3K4/5FAUUlJVbPjt/ZF2u0Otm+/6IZ2rlixkytXihr6qSVcLtQxPLiStdcDyG5S4fxhRBoxniZWJAVTbZExNqqC00Ue+KltdPE3cKlEz7jocg7leaOUOhkWXsWebF8GhVYzoXctqw56k25wvXyvV2l4olMBp4s8uFjiqhZcLtMzu00xgRorl8t0aGRODuV5MS66ksePxJJY7mIZFNUrmdqyjHqbVNi3tlZCXq6F/fv3kJTk+hmLiqp4//2tbNjwDB991Dghb9lynmHD2v75C/4Ho97m4PA9g/khPpNNKfmEfbKDlwa0QyWTcqLhheoEfknM4dMeAazxCqXAoQIjHDa2Ybb+LKsNjZahd+nOEasowUNipLaJLtBwrct1RSmxMaP4ES6ZowGIkpWxNWgZ8/LuITPYVaGROmzMLtjAk71S6Z3/muh8f6rth8mpYGn1KOrtSqboLjBde55ZpY393mfMsYzQplDp0IvYTgA1Hv7kWMRPX0JRFVuu5fPozksUGUz0C/fj3eEd+O5SZrNAkeOfEBj7T40xY7pw48YXHD2aTKdOkXTo4EqoUlM/Zc+eBHx9XW4nEomEAwde4+DBqxgMJsaM6cLy5XvcjpeSkscHHzS2BOzaFc+WLQvp1+81YfL79deTJCV9zMGDz3HPPS+gUkGXTj4sW7aLp5/+Udj35MlU3ntvNkOGvCksFv389GzduhCbzSEI97388hQmTOhBYmIOQ4e2JyTEVcnPzFzOoUNX6dAhgk6dXAuw5OSl7NmTgJeXlmHDXD3ru3e/zOHDSVRV1QnH/HdEqId7tSRIp0YhFQtS+2lUmG0OspskBh4qOX4aFek0VhR1SjmBevdzLzGY3JzJNtV1J1hWTbbWdV1GFCzkIc8j7idpNLBw32U+atD8kkslvNTf/f0V3Nx5N+jA+Gncz+mmIGDTCPXU3tYl7r8tjMbm6+Zffvkg586ls2bNScLDH2XIkPb87W/jOXkyleBgb+rrzbzxxnoefHA4GzacwWKxcccdXVCp5IwZ05k9e1yAp1wu45lnxqHXq7n//mF88cUeunV7EZvNjlLpZG6nMlpp6vj2arDQStbFv5ZHOxUS52Nka6Y7EyWzRs3fuubz6plowMXu7eRfx84Gxm9dnYX1609z48YXfPbZbhHAU1FhYOfOS8ya1Z9p0/oImmLdu7egW7cYZs8ewMGDieTmljN0aHtSUvKZOvVjRo7siI+PHn9/Dz77bPdfdv1tt3F8GRwVQEalQSQU/2L/NnQI9OLhHRcFvZ55naLo1lDpXxafizSgNUNsl9B7SlFLLJw2tWRgwUv0VmfgK63H6FRgdCh5sOReuqhyeMl7JytrBzWeDzLWGHohxSHSMNKaDVhlaurVjayGQeo0NBILSZZQsmwB6CUmxmkvc8rUijGaK5Q5PAiQ1mJGRqfcxfhLa5ipP4OvtJ5yh5ZVzvE4YyREKeR8eGcnCmqNvHo4CScglcA347rTwkfHqF+OCc+ir0ZJlE7xPwEU3S5++OFRvvpqH48++j0SiYRp03rTo0dLLl7M5JNPdvLxx9uZN28QQ4a0Jz29CKfTwaef7iQ6OoBhwzpw4UIGvXrF8tZbM0hNLeDkyVSBqTN1am+OHdtDckohuQWN80KNRU5xvYJwvVnQPWntXY8DMdDpcErYleXLx/FhWBuYRHG+dbw7IIv79rVm27YEwKXZkp7+OV5eWp588g7mzLkuHGPy5J4MGNCWgoJKzpy5Trt2YfTo0ZLu3V8gNNSHrl1jsFis+PrqefzxFVgsNmJiAnjzzekiPcB/NpRyqGsGKSo2mHjjaJKIWfPzlRyWj+3KnCaF1zh/D/bNHcjrR5L5Ja0MZfQAxjnOYNfrUGIj3+ZN17w36KbK5m2fjfzSxPLehowzppbsCf0EpxP2G9tjc0oZrUnkrLkFIbJqbIZ6zrQZjWddBTKnHZVawrMRx3m5fGrT02WdoRcdlWIGRq1Tw0lTKwEkuhkplhAeLpnHvqD2KLCzoFcs3YK9efXwVaY3sGzndY5iUpswERsjvcLA93f2+Iev8b8iblf8vBlNWUZ/Nl544Ve3sXXrzrBu3TPcffcX5OWV06VLNMuW3ddwH6cJ7qGvvjql2UJF587RpKUt4733trBo0VpmzlxGcLA3w4Z1cNt2ypTejBjRic2bz+HrqyciwpdLl5IaCqiuOSUq0IK33sHBEjGDPSenjOPHl7Nx41kUChkTJvRwE8rOy6tAc4tujslkpX37cNGYRCLhwQeHk55exNatLvH94cM7cu+9Q2jfPoKnn/6RzMwSpk/vy5498W7f44knfuDGjX9cF9JyG3GdW/O2O2KD2XwtX+QS2jHQtf6OC3Bn8XdtEB5vGt5qBYsOX0WvlPP+8A4MiAzg9SNX2dIgh7A6MQejzc53nfW8t/kArWOd7DV2YUD+y3RVZjNQ4y4Lo5BJWTmxJyvjM7l/m+u62W1OFh9L5olesW7bB2hVJD4yih8SsnA6oXOQNxa7g8E/HuZMnmsNGeOt49VBcWRXu7P7hkQHcCKnlPRbmH//cxpFt1tUjR/fnW3bGpsZvb1d1PRFi9aK6K6lpfk4HOKvfjTPSwQSAaxJC+BiiV7QEZJJnKy7I4V3zkeyIaPRdvGLwekcy/diXbpr7KvEEPq1M1BpEH/G/hxvUqvE1PZTBV6E6CycLnLdyLuyfSnqmSOARDfjRKH7jV5jkGIsF89uNpudvXvdhSCzsppHGf/qOJ9fyc9NaJovHUxkcttQt+2OFNZhlTf+jjdBmJWBKzhtakme1Zs1hl78bOhPV2UWWqmFSruOFopSMq0BZFgDSLMECSARQLbdn58N/ahWeAtjDqmcqx7tUEiSkWMXtIlcnynh5YopwmdvquuBh9R9MZVqCeYxr0NuCXWgsQSlIoZr1saX7JDoQOZtPkdtA2J/Kq+ctUl5rG/GzhbA+F8IFP3881HuvfdLHA4nSqWcMWO60LlzFAsX3ilY+IaF+TJ79gDRfjqdWhCRvhlSqZSRIzsJ/3/ggWH88MNhwfVh+PCObrTgq1dzWbZsl6hCUl9vZv36M8jl9RQWyvFRWcnxqeT02SOifQ8cSCQ6er9owVlebqC21uQmxNexYyQdO0aKxoKDvd2+l1arElzRboZEIhElBTt2XGLGjKWYTFZiY4NJTV3GXx0zO0TwVO9W7L5eJIjitvP34MnerXA4YfExFwDrqZLz+uA4yo0WJq05idnu8uZ7d1hHWvvpmfDbSYw2OxLgraHtmdE+gvXJeWRVuUClyW3DGN5EN0q4DhIzvzYRjbcg55I5iu6qLC42PMde9RUoMipZVt7I1LQ5nOy/UcywmECB+RQX4MmC3q2w33Leiwa5tFGe79+G7WkFgvDf/G4tWNArlk0pecJk2y3EmwW9Yik2mPj0bOPi5b81bmcCYbPZ+emno8IC8siRJAYNasfPPy+gfftnheqjTCbl/Pn3eOONdWzceJaNG8/i4aHmvfdmU1JSzenTaUyf/glDh7bn44/n8cILq4XnyGKRUFgpJ1guJ7+ucZ5NKPNAQhHhHhaGhVfxcXwYTqcr+ZVJnDiBTRn+dPWvpXewgRmtS/nokjiBdTicJCbmCI4zTSM+PpNnnvmJqqo67rijCy++OIkjR5IYOfJtwNW+s3btM3z44TbONQgt5+WVM2/eIB56aPhfChQFqJtnFB3NLhXYCjfjp8vZ9Aj1oa5J3vJLYjahHmp2pzdsq9Rx3NmJw94fMK7wGaGYcsrUmoc8j5Jj9eVUAythT703VXYt1ltYu1annPs8TrCiAUBS2MxEll5Ha75EaUw7/AKkRMgreLdyHFbkKLDyls8miuxeLG+iVzRBm0BLRQmfVruYkUUOH7bUdWNT0BeML3oaZwNIll1dz+m8CranFQhJvsMJ75xIYUzLYFHiX2G04Kf4X4Bwbx95eeWCSYnT6WTDhrMMGNCO9esbq/UrVhxm06bnUKsVgstYSko+cXHh5Od/zYwZn9K376uo1QoeemgYPj56MjNLOH/+OgcPltA3wsStfVJ2p5TdE6+yN9sHhdTJqMhKnkpuQ3phY86mV9hJKtcKIBFAcoWOX1MChWcYXKzf3bvjqagwsHbtKUaN6kx0dAAREX589NF2gen+wAPD6NGjBY8+2ijY7e/vQULCh7RsuUB4D2VmlnL6tPuC7J+J291ld7YJdWOcGq12frpl8Z9cVsv3lzI53SA5YFGo2efszgW/t3isdC4XLS523SlTKxaWz8B4i8h0rcN1/d+onMiq2v7C+Md+a0i2hLJC73o+DRpvPOsrmFW8loltM/mg8g7q7Y2/iZe0nu6qLM6YG1uOPCRGxmgSWSodQ3kTEWulxM4+YweQgBU5y8+nM69zNPlNmMSrLmdjuaWFyO50cuH/qI7YvyLS0wvdxkpLaxgypD1ZWcspLa2hsLASb28dLVoEkZW1nCNHkmnXLoz27SM4ceIa27ZdEO7f0aM707FjJJWVBhYv3iDoZhYVVVFRYaBlyyCh/fvpp8cJbLy8vHLuuusTLBYbUim0bWWln6KCfIOSK7Ue7Lukp4NfPbmGxmc5NjaYmTOXCc/Lxx/vYPDgOI4eTRa2mT27P/7+nixY0Ai8TpjQnYULJ5KWVsjq1Sfw9NTwzjuz8PTUsGTJXN55ZxY2m53OnaM5fz69QYNpIZGR/jidTqTSGW7XrDmXwj8SR26z3/d39mDx0WTqrXbu7xrN3Z2jcQJP7UmgymRlSHQArw1yMaEf7dGSo9mlbEstQCWT8vLAdtzXNZr9mcWsadDj6hTkxc7rBcQXuVqh1yblsuLOHhzMFLMr96YX0c2ZTDtjOtssd2FpwtKLUZSITCLUMilT41z5SlNn4ZsR6aklUKcS8tRwTw3T4sIZ+csxjmW71uyvHb7K4iHthbwVILOqjh/iM3lhQFsWDW7H0tPXMdvsPNA1hlkdInn/RJLbZ/3PtZ7l5jZ/4yxfvpe77x7ExYs38PPTExzszRNP/MDMmf3ZtSueiopagoLsPNilmCVFwZjsjUlT10ADF0vFfcEmm1QkNm13SvgxJYhLpWLU9te0AM4WiYGc1Dw1SrkDi61xEm3jY6TUqKDC3HjMIG0jSHQztt3wJUJvEj3wcb71aOQOdmU1LqBaeRuZFVnC4qJG6rharWDu3IF8++0BkXCv2fz7bQd/VTSHcAbqxEmIXimnp5eULbe4xYfJKxmiSSVUVsXowr8J4/GWaBZ67WavsT076rsA8GXNUOZ7HHH7LCvuybjcaaPeqWSG/pzAWFJio4cqk8sW8UK/3uHuBhOlKGONoRdTdBc5aWqFwaFioCaNBO9oPBw2hkSFkVZRy4BIfx7p3pJht4hYxxdVEuOtExTpm0bPcF+3sf/0mDev0RbTYrGxbdsFtm27QEJCFtu2vfBPHdvHR8/lyx9y8ODVhrawdtx//1eibSQSCZGR7v3QRUVVLF26A5BRiIwbRU769BEDtxqNktBQ998kMNBdL+mvjAkT3hf+nZZWSFTUY2Rnf/mXHb+Th4QdaYX0+f4Qy8d25TWbgxWXbrAno4iu3+znjSHtufroKH6+ks2G5DxG/3KM+7rEcOPJsaxPzuXnKzks3H+ZES2CuDB/OCmltXQK8qJVg2ZEyuNj2JlWyIr4Gxy4Ucz09adpZavgutx1LQNkNczxOMO2enFFyYaMdUFfccbUAhtSEi9ZSTW0xx40WLSdxeHg1N2DOJZdhtFmZ3hMIAqZlDeHtueu9uGklRsYGhOAt1rJW0eT+eJ8OiqZlAW9YrmnczS5NfV0/nofJQYT09qF80C3GMI9NIxZfZz4QvFC4L81mhOYBBqYCOI0Ijk5j+3bL4g0Tex2B998s19UjKmtNXH9eiFXruRw4YJrQbt58zmMRosIqAUoqlNi8HIH4tOr1fx2oBWZNWpaBJsxWaREKEz0D6kRgULJlTruaVfMwNBqdjaZB+VyJ9XVNXh4aOjQIYKrDYnfqFGd+Oyz3QJlf/fuBPr1a8OSJY3sQ4fDyRtvrHcztdi37wozZ/bnr4wYf+9mx/uG+3I6r1wkqu6lVojaJMEFqJy/ZdFql8g5ZIwTMW4BEswRJFvCRGNnzLFM150X6YTN8zjJvZ6nmKK/yHtJvbmo68jZNqPQmmqYVLGXdzqcp2/eywIbwYqClbUDMDnFLdM76zvRXy0GW01OJefNMW6Oa3m19dTcoj9UY7YS4eXO+OsfFcz1RHdh3f+VSG/GEONsM6D25ctZbjpgycl5vPXWRnbtclX3TSYr3357kKVL72liWy9lf7UnbX3qudbg1iuTOJnTpgS9wsHU2HJqzDI+vxJKeomS2FAT0noHfmobf+uWz+YMdxagv9pdW+rcuXQ++WSn8P+YmEB6924lamVZseKQSLcFXCDT3r0JotYdcIFFf2X4a9VU1bi/m6bHhdM52JvFTRbW87u3EAqBN0Mqgaxbcl+rREGW1Z/zphjR+CVLFNP1F1hnaGztme1xBoNDxW+14oLSdzWDMN/yrNVofTHIdGRa/bnH4yQfVN2BHRky7MzxOIPT6WSgOpUL5hjC5RWM1V7hlcqp9FVfp8TuSYVDzwRtAtduMXFxOCGzGf2h5p7LuztF8fX5jD/kFvefHrfTTv/0052MG9eN0aPfITOzBLVawbJl9zF//giqq+uZO/dzdDoVr702lStXPuK3305y8WIG1dVGFi1ay1139XW7rysqDFy79inbt1/gww+38+mnOzlw4AorVz7GCy+sFuZjhwPycmX4xdn4Idn1OxZWKrB4ORgTVcHBPG+8fGQ89tgonn220WE4K6uUuXMH0rt3LFeu5NCnTyuqquq4dq2AF16YSHFxNe3bh+Pn58Hw4Yvx8NCwb98rDBoUx/PP/0JExKM4HE4GDWrHjh0v8vrr61i8eAPgapHdtu15N+2mfzZk0uaZuPM6R1FlsvLqoassOZlKQlEV66f3pX2AFw9sO8+x7FJmbjzDjxN7EahT0THQi9SyGlr7eTCrQwQSiYSvx3Wna7A3GoWMIVEBdPpaLGr+85VsOgZ6kVjSCPJ0DPDk4q4LhLWQCiDRzSi2e7E26Gu+qRzI5XxPYlq0pMvX+xoEtMVrTblUQgsfLQ93b0FZvYVYXz13d4ricnG1ABIBlBstbEtzN6QoqTcz6udj7L9RjJ9GwZdjezI0JoCOX+8lrfz2hl9/Jv5yoKioqJA5c+4iLe0amZmFIj2hoqJCHnvsIUwmEy+88AqDBw/9U5/h6+vOrgGXu0NSUh5pacuYPn2pSORyzpyOFBefQ1diIjNDztNd8lmfHkBJvYLewbX4qazcEVXB7mxXAhqqMzOtVang7HAzgrQWJDgFcWkAT6UdmcSJvUkVxSGV0K2TmfhEFWarlNbe9bT2ridIa+HXtEDqrDLCdGae65bHnL1tRSKAfhobr/bK5dnjLcgzqGjrU0+0pxGLXUqvoBoSSvW0861nVutS8gxKRkZUcLLYG6kShgxpzbvvbmbixB6kpxdhsdh56qk72LPnEvn54kTirw4vpYxJbcNY3lABuxn3d41heEwgX1+8gQSXm9Gh4mKCKnMobujjbq/IQ4WVo8bW1DncGWNnzS240gTUMTsV5Np88ZfWUuZwLVa1EjNTtec5Xx5CgdqFwiutRgpVQQzIfxkFNibrLtBDlc0gTRomp4IfageKWsr6q9Nppyxkc103zE4FXZXZfFw1WthmiPoaf/Pey6SiJ7DrZWCH7PxyUh4fQ7S3DqvdQaiHWiRGNiImiEFRAYz65Zjb9zqZ/cdEr/9T4sUXV9/2bzt2XCI3t4zly/cSH5/FiBEdeeaZccjlzVfabxcKhYuldDNeemmSIFYP8Mwz43jiiTFs2XKekyddzlv9+7cROS8BmEwSeveOJD4+i+rqeiQSCW++eRcPPDCMjRvPCovHO+/swYgRHf+hc7w1fvjhEBs2nCUmJoCXX55CWJgvx44l89lnu0UuSzcj5zZ9xn82rtQ6ARsXCyuZsu4Un47uws9Cq66F+7ee59C8wXxy5jqWBoB56Zk0Yn31rIjPEibKrakFqORSfprUiw9OpnIip4x+EX680L8tZ/LKBbZDQlEVaomOhyt+g+hgrllC2FTXnUHqVMGVSYKDezxOIpU46afJ4IypBXsDR1BZr2J0S7Gt6dDoQKasO4VOIWdhvzYoGhzmNqfkszIhEz+tirgATw5nlgoC3ABfnEtnSrswZmw4I3yvDSl5DI0J4IUDV5qt8vy3hqenplkXr2eeGceqVcdEVtnjx3drVmC9OcC0ttYkgEQ34/z5DLp0CSchoZFJOT6mgj7BNfyYEigUaYI0Fn65FkhBXcM7vwZ6t6nnt76pvHFWnFiZ7VKOF3jRyb+OyS3KuFiqx1ttp8ChYu5cF1js5aXlxx8fo0OHSAoKKti3T8yujY/PdNNqMZutoiouuNyZhgxpz18ZBbeIEd8MrULOgl6xLD6ajBNXAvli/7YoZFKOZjcuiIfHBDK2VYjABgRQOK2M1iTyafVIqhyNv1cvVSZOJCInpDaKQt7120hPdSbx5kgKbV5sqetGid2TJ70OcE3fGqPSNZfWqz056DeYt53nqbCLC2NlDj1R8goK7I3C2R5SE71VNzjexHFNJzEzQZfAytqBZNkagfvZHSJp5+/Jx01YIQ91a8HgqAA6B3kJ4tbT4sJJKfnfAHFvFy7b7Ma8wdNTw0MPDWfNmlMicHfUqM5cu1YggKTgEsDOb6bdfdcucR5oc0qZ17aYOpuMG9VqcmpVvHwqmn4hNbzUM5dHDseKipkv9sjl4Q5FmGwS6qxSdmT6CjqbQ8KqmNG6lPMleq43sOf79YvkyhUxAyczs4SwMPeCzK0FHrlcxujRnYmLCxfpGE2b1ptTp1Jv3f1Ph5eq+Rxk7uZz+GmULBvThZTSGvJqjSSVVNMh0IsQvVpwNXqmT2t81ErO5Tfer1pbHW2VhXRV5XC2CcOnizKXd3w30VmZy1lTC+qdSortnqSYQ7h1SSzFSWtFEZm2xg4GpdXEEd9+fF/galvppcpgtscZKmx63qqaIOSqj3kepKMqn0dLG7VhIuXlHAz9ELnEwZraXuw2dhb+plfKebpPLMeySwX2QUsfHSNbBJFfY2R9ch4ahYxxrUJ4dOel/wmQCECnU1BX5w5+Llu2i1OnUgWmjMlk5Zlnfmpw3v5a2G7ChCWkpS0jJSVP0A07fjyFwsJKevZsKTAGAWbPHoBcLuPXX08KLKCrV3OZOfNTKm8B8UwWKbuzxOYF6dVavhmWzvQelaytDUUicZ/vbTYHS5bMxWaz067dMyIwesuWheh0KoFxCy7nto0b/yYCeo8dS+HTT3c2AZxdReHFizeKtIqaxm2khf9uGCzNkxxWXMrkuX2XhXt1b0Yxn5y5zvrkXK426JAeuFHC47su0SXYm3eOpwCQWm4gtbyW7TP703/lYUEzb0LrEGQSiUhvM1Cn4sORnZi54QwZlXW08tUT6TSQ4t2CeSFHWW+qptjemBMN16TQSZXH8uDfeChvLAdqWgJ2lx7mmTTeHNKedUm5aBUyuof4MK0JRrFkREcCdCo3J1CAcA+NaF2pU8goqzMLTORyo5VHdl5kVocI0sqbv/7/TPzlQJG3tw8bN27j3nvde0M/+2wpL774GnFx7Zk7964/DRQ1pbXeGjabnbVrT3KxSb8/wM6dl9FLZeRVuB4sCU6+G36d04WerEgO5kCuD1KJk5d75NDGx4hObie7Vs3w8EoO5rn2ifUyMiCkhlqLTBDd9FDYGBtVSaDGKljZSyROQsPtaL0lDBthRlNtZv95PR/Fu1wL+gVXs6h3LrFeRtKqNMxtWyKgwh4KG2OjK6i3Sdk/KZEqs5zpu9uxMtkFfKhldrZOSOZMkQcvnmpMAud3KCTe6s2OHY2LpPHju7F9+4ukpxfx44+H/tS1/kei2mLnpYOJzO4QwZHsUmQSCcNjgjiTV860uHAGRQXQ5os9gpuJ1CuM7/1WYEDNyxXTeKtqIgCjNYnoJGZBkBOgpypTZPsLoJFa2RryGatr+1Dt0HDRHM280oeRKm1ElKbhZyihTqnnelgXwEWv3VzXgwc9j5Nt9eOwsS2TdZc4aWpFvUPJVP1FPqsazg2763ecrT9Djs1XBCQdMbUlzFCBvQlzyWRzsDU1n2qTjV3XC+ke4kOUl5ncGiM9Qn04kVsmSu6bRnbVXyvK+P87BgxoK5o8moa3t5ZHHvmWXbsSANi37zKlpTV88MHcf+ozW7cOFTSPIiP9iWugeh4/vlgEFDUHYoWFKcjJ+ZITJ67Rpk0oLVu6nsOEhA84diwFvV5Nr2b6iP+R+PbbAzz88LfC/48eTeG3355kxIi3RC2x/64oqDWxI01Mp3biotpabmmFPJBZLKqmABzLLuOJXfGsiHdVjvbfKCarqo5rZeJ72SRTcY0IjtY0tuKFSCsZXnaEEqU/nUNrqHZoqXMoybX5Mq/4QaxKOSihLLOEj0d1oshgJtJLw1N7EoQe6x1phaQ/eQfn8ytE2gm7rhcyPU7cluQE1l5t5nvdKPmfAokAkUtK0xg37n0GDWqHwWCivLyWsDBfli7dSXi4L2PHdhUYCWPGdOHxx0ezd+9loU1LLpexYMEYkpJyRQu5jh3D8PVJxVprwddkJEBt4evEED64GE7PoFra+BjxUtrpE1zN3H1ioeysYlcFvaWXO7ByLN+T50+65j0/tZVXe+Yw/1CjUGl1dT1HjyZzzz1DiIryR6NRilxaxozpQkCAJ998c0AYe/jhEWi1KpYs2UpOThldukTTunUIvXu//A9d378XN51Lbo1n911GLpWwfFxXzDYHP8Rncu/W80R5afloZCcyKuuoNFpILa9ly7V8JrUJ5dCNIuy1lXRT5/Bt7RBe8N7Fqtr+5Nl86KHKoqWimJHaJBaW38V1azCR8jLu8ziBxSljuv4CO+s6cdTk0v26bImkxqGhXCFeuJcpfZFIYJL+koj9MEkXT1dlNi9VTMPkVCLFwUz9WRxIGK5J4pypBSHyambrz/BmxSRayEvwNFZSXKdhzIDevHr4KnUWG1PahuGvVdHSV8dX5zP48FQqapmURYPi6Bvhy7R1p0Wtd/+L8cgj33HPPYMpKKhEoZAhk0l55ZU13HVXH1JS8rHbHbRoEcSzz66iZcsg2rcPJykpD19fPZ99dh8SiYTVqxsFcnU6FQMGtOLAgUTR53QNrKOtj5Hpu9pyoUEHM6tWTbVF5sZ435zhR7jezEsno6m1ymnhaeThjoVIgRVJQUzc0Z5gjYW3emeRpvWi1tOCQtlXdAy5XMZDDw0XaSb17NmSBx4YSkZGESdOpKLTqZg6tTezZ39GRIQfrVoFU1lZR8uWwaxceeQvvc611ttLAJQbLVwoqMRkswvz5qGsUh7qFsPIFkF8di6dpafTaOGjY0b7cM7lV1BblEeAs5xXyqcwz+MkdqRcMMcQp8jnGe+9yCUOJugSWFY9khK76/qure3FWN1lttS5XB4lOBijTSRYVsX56jAqlL4orSYiS1NJD20EeM6ZWzJVf5E1db1FueoPtQMZaBWzz3Jsfhw3xnLFEsl1SyCjNVc4XhlNsKeWAW2jWHIylbGtQvBQyvFWK9hxvZBRvxxHAjzbtxUT24Qx6Mcjf9FV/88ILy89dXXugLVKpeDGLULC9fVmtm49LxqzWu3s23eFjRvPisbXrTtNevrnvPfeZhITc/Dy0lJXZyIvr5wzZ8S/W0ZGMY8/PlqkLzSuRQU2m4SrFY0FAq3czsYMP1YkhWC2S6iuPkFYmA/5DQCmVqvinntcbO1Tp1LdGIurVh0V9Dabfqft2y+4ff/r14tEjGMAg8FEUJBXs8VPT88/5+yrVzY/byaV1ri1U10uqhJAoptxOq9cJBgNkFZu4PUjSSKDlO1phTzYLYbvGxhR/lolk9uGEeWl4/qCO0gqqWbkL8dZV2GF6L48a47lK/9VLK8ZTkJ1EP6WcnoGN+IOdn9xUc3hhBY+Oq4+NhqA8KU7RH9/78Q1nu/flhEtgmgf4ClofGrkMu7tGsP93WLYm16M0eZqtXv0FgZpvdVOatlfDxLBvwAoUqvVqNXugqkAyclJvPPOB0gkEvR6PQZDLXr9n7G7/H1dl3792qBWKwT3IQCtwk5eaWM7kRMJq1ICRZOgwylhR6YfVeZqvkx06eqoZXbe73eDKrOcLy6Hcu+BNugVdl7rmY1S5uSHpCCePNYSucTBzFYltPAysTIjmKQkJUlJEB5uw1smodbaeKlPFXlRbirg1dONk/KYqAomtyxn43V/Fp5wCX1Geph4tEOhICgIYLLL2HDdnz3Z4of552uB+KjED+3OnfFs3nyWGTM+/bctSC8UVHKhoJIj9wzh+QNX+PFyFj9ehtePJPFsn9Yiy1uHVMYlazS5Nj/qm4BCe40dWea/mg2GHlQ5dEzRXeQOzRVOm1tyyuTSXPCQGLnX4ySh8moW+uzlncpxXGtwZHFI5eT5x9K64ArlTSbUm7G2therDI1tBWO1l1kesJoPKscIIBHAr4Y+9FKJK+USHETI3SeNU7nlrEtqXCj1CPXh+H1DafPFHrdFatOI8PnX2qL/u8PnNt9HLpfx9tsz3QQof/vtJI88MpK33tpITk4Zs2b158EHh1NXZ+Lttzdx+nQa/fu34ZVXpqDVqvj22wOsXXuKqCh/XnttGjExgRw+fJVPP90FwLPPjgfgxo1i0TEHDGjLggVj+PLLrRgMLqC5ZbSVy5evM2PGp3h4qHnxxUmASxT/3Xc3UVFRx4MPDqNXr1jKy2tZvHgDly9nM3p0ZxYuvBOJRMInn+xg58544uLCWLRoGkFB3mzdep6vv94vHPO338QOXElJuXz55b7/LyARuKokI1sGsuqWKu+ktqF8H5+JrYnq3cBIf5JLa0QgUO8wX367KtaF+u1qLo90byESbNdJnaRKxKyQQocPHZ02UvWtSGx4r/1c25cRmmSR2KbJ7kAulfLByE483QQkAqg2W9l1vdANfC2pM6NVuFeGb/e9rpXVkFL23wXU/l54eWkpayaRSE7OIzk5j0mTejJpUk/BSv7KlWyCg71JSvqYV15Zw7ZtF4iIeJT580cwZ84AkpJc+82b9wU9erTE6XSSkpJP69aBZGWmkJtlY1FcFnEedfRb31nQMjlX7EmPIAN/65ZPnVWKXmHHYG383Xw97PyaGkBxnYI+wTWcKfJELnEwLbaMtdcbK+vlJgW/prq7YlZX1/HDD4fYtSueKVN6kZSUR3l5LaNHd+a3306SlVXK+PHdiY0Nwt/fgzff3IDBYEKnU7F27dNkZpbw4ovuAqb/bET63D7XsTmc/HIlB3+tisSGRDe7up5lZ6/zzfjujG3ihqOSSXnQksJPkhCO05HjtaDAxrrgr1hRM5Ad9V04bGqHn7SWDcFfct4UzWsVk3mxYjrvVo3jM/9fBZDoZuyp70C0MYdMbbQwFmHM553KcRRaPRmpuYocB17SerYbOrPK2Z9YeRH3eZygyqHlw+qxwn5PeB1ghv4cowqeE7RY5Aob3cqOsepqmMDG3nQtn4139WV1Yg5ZDS1IJruDT86kUWOO+Z8CiRQKCVare49LRkYxGRnFbN36PK+/vo6EBmvk06dh8eK7KC83sGyZa+47e/Y6w4Z1YP36Z3n++V+4++4v8PHRMXfuQK5ezUWvVxMcrGfzpq2EBtsoKpahkTmYEFNOTq2KALVFyEdvxplCTzRyO0Zb4/Ppr7by8qloIae9UaMhsUzH9SoNpSbX711kVLIuPYDfxqXySl4bUsvOER7uS15eNQqFjLlzB3LmzHWeemosRqMFrVbJ+vWnGTToDXQ6FV98cT/+/h7MnNmo1eftrePw4dfp0eNFkazCXxEP92zB3/a763rcjAqjWcRwBZedtsMJJxrYvxmVdRgsNlb28mfivgrKFL6k1MHWuq5sDv6cVbX9WF/Xk3kl8xmivsY43WUBJAKwoMBPamBl4AquWUI4YYplafUY13eXVDEgaQcepipyAtwdvPJsvtic4hZPh1OKv8x9fltePVzQTAIYbjpGgTGUVZbG+XdwVABe6kZHJiew9PR1rPb/Pc2wkpLmC0qvvTaV3NxyESmhU6coBgxoK2IBusYjiYjwI6uJS2t0dCABAZ4sWjSNTp2eIze3nI0bz7J06U4GDmxLXl5jt0G7dmEsW3YfHTpE8OWX66kqK6eoVkGQ1iqIzstlTh6IK+LzK40tx2fP5vH22zMxGIwkJeUxfXpf2rZ1/T0oyNvtOwUHe9O6dYjb+J139uDnn4+LjKHmzBmA1WpjzZrGYt1jj42iQ4cIBgxY5HaMpozlfyRK691ZUQBP9mrFT5ezRC3aE9uGkl5pEBUB+0f4o1PKuNiko8BDKW8WRbi7UxR/69ua49llvHUsmVkbz6KUSflkdGeqTVaKDI2dIpm2ADJtATzrvZcphkcp1/sxocilD/iyz05G+aRxuKrRlVQqAT+Nkq/OZ9AzzAfbLVaXdoeTdVdz+OBUGjIp3N0pUuhSGfnzUUw2B33Cfdk+awD+WhUjWwRxpMn9FKhT8UC3aE7k/vV6xP9WjSK73Y6kQdTQw8OTqqoqN6Do5MnjnDx5HIDa2uaTeLm8eUtxnU7F5Mm92L07gXvuGcyKFYex2eyo1U6e65jLs4daiLdXOHDcwk4y2yV8l9TYu2uyy9iR5UeBQYnB5rpcBquMn1ODGBBSQ2atq3/X5pSyPj2AZ7vmUVjZCEjl5cmRBrjfknuyfUWT8p5sX/oG17AvtxEAyqlVNytirVXYkUnFL2wpEKK1NFL4cS3aP/tsz/+XBelXFzI412TRWGWyNiuAFyCr5brVXfg2VlHCqqAVbDF05fXKibxZOZFuyize9V1PhjWIU6aWzCh+hDu0ibzuu40b1gDR/k6JlDq1B0HVeeQGNNqM6iRmLprFdsC76ztSatdTZBcjwADDNNe4bIkU+sTHahPxl9XSU5XJ+QZa/4y4MDd2woWCSn5LzPldkAhgWJT7d/9PjpgY94WbWq3gxo0vCAjw5I031lPaxA0rIsKP4cMXCxPooUNXkcmkHDyYKFRCjx5NJi+vnIED27kxczZvfo7Ro98R7vE9exK4ePF9JkxY4nbMoUNjGDTIRC9TGf09q1hRHs6KFdeE4+3Zc5lLl5YwePDrAs13377L7N6t4YMPtja4TLjOp7q6Hq1WxeuvrwNcAsAXL2ayZMkcJk/+SKiS7tlzWdQmBy7QrLnJuGnIZM3ryfzZGBPjz76sMmJ99Xw7vgeDovy5XFTNlxcy0MhlvDGkPaNjQ/hxYk8W7r9CudHCPZ2jeLxnLIOjArhv63kuF1czLCaQ5WO7MXzVUZHmVoSnhsVDO5BXa2TLtXxivHW83TeaV350bw/IU4dikTa+p65ZQ+mluuG2XYSnVjh2c3+7+fem4eoDl7D8fDoauYzXB8e5fa95naJ4olcsQ2MCuXfLOaHV5b89wsJ8yci4vaDkjh2XqL8lKSsqqmLNmlNs2eKqkjocdpYv38vBg4v49tuDQntmVlYp9947gHHj9Cxbdg2rVQIomJ8by9t9skSCtwApFa7fTqdw8H7/TF47HUWlWUGwj5WKWhmvnI4GQCl18M3Q6/QIMpBnULLmuvv7paNfXRPzByeJVy6yaVNjVXfEiI6cOfMOUVGPUdzwW2dmlvDee7NZufIwhobkr67OzKuvriUo6F+jR6aQ/n6LrdnmIKGhffZm5NYY2ZQirs6a7Q52ltkxBDXmBlbkfFszmN31jcL/5Q4PVtQMZL+xPWZcOUmNQ8tHlWMIlVWKWsdiFGV0KzvKTt0gKnUB+BhKMOm1fF/TqBX2rNcefqwdQKXT1YqWbgvmuLm1mxbSippBeEmMIsFeG3JqIqNELfvgYidm3NKqUGuxiej//wsRGOgtVP2bi40bzwog0c3YtOmcm038oUNX+fHHI0KLy00B6RMn3mDEiLc4ccL1fHurYO/EK7xyOoY11wNZcz2QKL2JUJ1ZlEO29a1nRGQVb5+LxO6UoFY4uLddMQ8dEoMVGVVqbtSIC8Tp1WpWXQ1g6yXXsymRVHHnnWF07NiDd95p1AmbObMfeXnl5DWItdbVmXnttbWMHdtVdLyqqjq+++7AXw4SAZwvqPrdvz/YrQVXiqvJbcJMiPLWiXJcgOI6M4s2HcTq0wjEWpHzZc0wdtU3Fi2PmNoSKXdf0HnLjAzRpKKXmFhS1Qi+Vim8KfKJxLuggqCqXK6Fd8Muda1HZNgZpknGR2pgceUkYZ9p+vMMUKdxzNiafLuLLThTd5Y1dWIdpCzfVhQaxe2lR7NLUd+iaeeEZh1O/9vD4Wj+fsvIKGbOnAEoFDK2br1AZKQfAwe2o2/fNsya1Z81a06hVMq5++5BhIX5snz5A8ycuYzaWiM+PjoWL54OuFwBc3MbQaHy8lrat49AJpOyd+9l2rQJpW/fVnz//UGmTevFF198Q26hnFxc7/84nzrmDK3HQ+Mgptbsdp4JCTc4diyVkpJqtm+/yM6dl1iz5mnatAnliSfG8MUXLifhiAg/Fi68k4oKA0OHtufw4SRkMikLFoyhY8dIPv30XrZuPU9NjZH584fj7a0jJiaQ++4bgkajZNy4bshkUgG4dr+Of+76W+zNt579dDmLb8Z3Z0V8JiV1ZobHBOJwwsejOrPocBIXCysZGOnP2FbBtPbVk1hczeXiarzVCp7qFUtLXz0bk/OFuaZDoCf9I/yRSSUsOpwkPOsWu4Pn9l3huX7uAK0TWF49DLOs8d23omYgD3gc5079FTYWtydB1pogbw/Gtwlj3K8nBBbU+NYhImb/rA4RzNx4Vvh7YnEN22b1Z9KaU8I5nsmrYMmJa7w9rAOt/fRMaRvGxcJKor11vDaoHVdLapjRPoJNKXkiN+B/Nv6tQJFM1pgoGQy1eHm5J2T9+w+kf3+Xu9Dhw/vd/g4u0azm4tFHR4ls4efM6Upm5hmmBRTSjnqmx5ayvsGZTK+wMalFGVqFnY3pjSDDjNalLD4nBhIMFhkFdWKXggKDklyDeMzulJBW5b6oCfS2UlQuF3SIOvnVufUig8sK+NbQyh30CqrhXLHrpRCstdDWx4gqtoyP4hvbLO5uW0xbXyPXqzXUWORIJE6efXY4e/b8dX3c/0hENrO4i/TSMiY2mD0NlZlgWyl6iYnBmlQOGdsJ7Vy9VDeIUxZS41DzcsVUIeG8ZImmtaWY/fXtBfeG3wx98JXWMVKTzCFjnPBZSquRUo8QarW+xBoy0Pkq8JHWs8D7AB9U3iE6LxlOFNiZqItncwPtFyBQVsOdunjGaK9wwtSGMruOL6qHs7Nhwp8mOU75lVLenPkGz8c7RewEb7WC7qFi1ldzkVD036XBcCsVFUCrVQp01mXL7uW++77CbLbi46Pj3nuHiMAfcFFyDx266jZWVCRe0N+4UczXX4uZORaLjS+/3Ceq3Nzcv6IihwsXlJRKvQlpZ6KwULxwq6018tlnu9x6wX/++ZgAEt2M9evPoNWKn/+zZ6/z44+HRdoRtbVGevVqydmz18nJKUMmk/LWWzN49NFR7Nhxye173oynnhrV7PifjUd7tkKrUlJmtJBZVcfg6ABeHNAWg8VGfFEVRQYTZpudmR0iya0xsvVaPlaHkyKDia4hPiwaHMcX59LRKmRkVdWxbEwXpq0/jcFiQ6eQufRTfj1OtLeOlMfH0LpB5Lo06RIvpVZTp/ZCgoP5nke5UO3+XESY8vGrKaTc0wWg3dk6lOTSGj48lUq0t5auwd7ENyyi53SMZEh0AB0CvdiWWiC0xj3esyVGm52Ushp6hfrweK9WTIsLJ6+mnoOZJUR763isZ0teGtAOm8PBphSX5sL8bjF8+xcLMP5fjPj4rN/9e1xcOHFxYezbd1kYUyhkzVYCT55MdROAXr/+GG1irVitjYsJs11KWpUGT6WNmiYV64GhLrC41Chnf44PXkobg8KqkYUo2HSyMS+wOKTsyvZlVFQVPiqbSHQXYEBoNWE6Czeq1ZSbFXSPqGPR6SiapjYHDiRy8GCiABLdjL17L4sSdHBpgw0d2p4TJ67xV8eOq79/jz3VuxVHs0uFlk6ALsHedA/14ft48b5R0nKybtlf1kyNtMqhpdQuLsYV2r350H8dT5fNpMahJUBawyTdJbIkErpmusB5o0LDwc7TRfttqetKhUO8oLxuab7QESx3B1+H+d7gmqGlaKx3mC9+GqUIrO0a7M3z/duwITlP0ID5b4+iv5MH9O3bik2bzgqgJrgcjby9daJ7ODjYW9QCCq7Wl7lzXqNp3bXKLOe7pBAhrwTINqiZ2aqEw/neFNcrifY00d63DpNNyqZxyfxUEU6Ir5UR/tW08akntclzOCKyiogqMwebFDqHhFXz2eVGx1unU8LJE7kcOZIHTVqk1q49TWysWFi5srLOrQUGYPDgOL78ct/vXqs/Eym3uf73d4lmWItAyurNPNK9Je+eSKHOasdbreCT0Z3ZkJwnas32kdqhLB98xIy9WwvSAEqJjf7q65xsYMlHysuJkZeSbfV1e87A5aSWERRHsXc4UcYcIv3MyCROQmRV3F08n3qnkj6qdLqpcqh3KFht6MOvhr54S+pY7LOJ/pp0AmW1bKnvKjJrCVXWIDFZSKfxPRGgVXF3pyj2NtFti/XVs7BvG3KrjXx/KfN/Bsy9HcDx+uvrWLp0B5cuLaFz5ygmTFgiFDeXLp3HW2/NYMaMT/n++4P88MMhnnpqLPn5X/PDD4d4//2tTJr0ET17tmTWLHfTBB8fHRs2/I2LF28wYMBrAmvpk0+2UFQkvpeSK3X0kplRKpz0DKpBKXWING8zM/NErKi1a0/x+OOj+e67g+zZk0Dv3q2YP38448d3Z/Lkjzh1KhWpVMKDDw7j7bdn8vPPx4iMfAy73UFkpD8HDrzG5cvZ9O37qpDrzprVH61WxbBhi92MMf7ZqDa6g18Abx9PQSOXcebBYWxPLeTVw65cWiGVsGVmf1QyKRN+O8nBzBIkwNLRnekX4cesjWd585hLr2h6uzCC9BpK681cLami89f7eKZPa7JuyXmMNju9/DWorEbMCtfaNkpexmhtEpuarBkBHEg5aGzLkqqx1Ki0qKxGHvCsYfUNuahV7kROGXvmDORkbhm9w/xILKkW/d0JbGoCZN2MxJJqun6zX1hvdg/xYe20PvRdcYjMP8na+nvxbwWK4uLac/78WeLiOlBbW4uHR/Oi1H8v0tPd+x8Btwlk48ZL9Gtr5aUdkZjtUmI8jXw+OJ3iegW/pQbw8OHWaGR25rYpxkdtY3BYDdGeJo7ne3E431s4zuw2pZwr1rOhCaA0PqaCXkG1HG2yXbjezNzWJWy74SdUzmQyJ11amHkn7gY7snwJ0FiZ0rKcpAotP18LFLbTK+w82L6IPdm+FNW7XuJSiZNpsWV0DzRwNN+LnFoV3yUF8/gRl2bKpBZltPU1klmtZkVyMFaHlPZ+Bh7tWMRxdTAZ6Qd48MG7RX3g/+qQSmBsqxC6hnjTIdBT6BfVK+Xc0yWa7iE+7ExI5aXPviU9qhsLK2YCMFV3Hj9pHVk2PyrsOl4tn8wYbaKbjegVc7jI4hNcQtePe31PkiWUC+ZoLNVmaq0KMkJd1dUS4D7VcRb5bsfhlHC3xynizVGCYv0YbSJ3lzxEns2HweoUlBI7nlITGdYA+uW/iq/UwJu+W/iltg+2Jo/MHnowyLKBE0lpjG/VnitFVWRV16NXyvl0TBfsDiezOkSwLinvtpNqman5l+B/avj7uz/TFRV1XLmSTadOUcyaNYCRIzuRkpJP9+4tqKgwIJVKBGcicLGSoqMDSGuCtt8caxoymZQOHSLcPq9jx0i3YwYEePDSS7uxWmWU4MGFIj1jW7knh506RbmNxcYG4eurF4n0RUcHoNUqReKhHh4aWrcOddu/d+9WPPXUWM6fzyAy0p/wcJdTzMGDi0hIyMJsNtKnz+uifZYu3cPHH9/vdqw/G7M3nKauIeE5ll2Gp0rOVxcyONDQY382v4Ias5UgnVqYcM/kV3CxoJIvx3Vj2rrTwiR28EYJaQvGkP/seC4XVXEuv4Ln9rtEg0/llnMqt4zrC+5g7dVc1tpDCZCl0zb3FIs6neR6pozsgkgUunZY5S5AobW8kPVFHZB66ZjaJoS/9W/L4axSXmkA0U7nldMh0JMLD41Ap5TRtuEeO55Tio9aQe8wX57oFcvwmEBiP99NfQNweCS7jCP3DOHpvQkCU+N0XjkOJ1QaLXza4B7U1Hb0vzlqa2+/6A4P9+Obbx4iNjaYc+cyOHUqFb1ezYcfziUuLpzPP98jbCuXy5g0qQfLlu2gvLwxMWnhbWKuTyGXEIMBQVorK4ZfZ8nFcArqlPQNrmFqSxeQ+8yxFpwsdAFDWbUaogzNvQ+dvHwqij3ZPoTozExpWYrDKaHOKuPt81ENn2FhzZhrRHua+U3nz4maRrBJLoeiojQ3vaJOnSKJiQkQ6Z3MnNmPN96YTnx8pkhk9K+IU3nFzY6/0L8NeqWcny5noZRJGd8qhPiiKlr46Ajz1HAhv5IRLQI5cKMEGU5Cym8wLfo62AOEFrJAWQ3Peu0h1RrMdatr0S3FwWyPs9iQsqcJ02iCLoGhmmucCXuHw8Y2vFY+hVcrpiINt9POcYGY0lQUdisKhxWrtJG9HSmvRCFxkGptZEMO0aQSoyjj1Yopwth9HifoqsxmgDqNEyZXFbaX6gZtVMWMqb/IQUsHpAoVMztFsflaHkUGE1PbhVFkMOGtVlJkMDLgh8PM7BDBN2eu89f6t/zfDPttSN8KhYx77x3CAw8MQ6NR8thjK6ivN9OyZRDvvjsLg8HEhAlLyM+vwNNTw1dfPUhOTpnAKAKXK2CE1sB1xIBhc+CFl8rOiWmXyaxWc8/+1nyb5JrPfFVWpgyppbxWzt9SYoj1MhKktVBSr6S9bx1ZNSpwwvCISvIMKnoG1TK/fSF7ssWt/152CzaFlBoawWSlUsbEiT1ERd4+fVrx6qtTOX06jZMnU5HJpCxceCd33dWPzMwS3n57kwg0+2fj8m1cgu7tEs2oX45harCIf6BLNPM6R7MxJY/7tp4n0kvLuFYhnMgpI0QtwZCehDbSm56qG5w3uzoYWisKedDjGIdN7QRmugQHd+iu8rJyF6dNLUm3BvJZ1QieKLsbCQ4e8zxMkKxRKFfidLhaeyN6AFAB6Bx5LPP/leEFzwnaRGfMsQzWpPKroTdWXJ9V5dSxs74zd3ue4UaDU9q3NYNxIsVDYmSU9iqVCg1fV/hTr9DhoZQzvnUIu9OLeKhbDCV1ZjxVClJKq1G9s4neYb6cfmAYvb4/+Jdd///LoVDIbtuVUV1dz48/HmH//isiqZNFi9ZRWVknADwOh5NPPtnJzJn9effdLQJwc/58BuHhvrRrF0ZKA3M0MtKfu+8eBMBXX+0THTc1tZQQPwfVTYBWjdxOWr6SC9e1fOP0ZUhYFeVmBQarjMBIKKx2Z669995mdu9OAKC0tAaDwURBQaUgEO9wOPn++0PMmjWAl1/+TWDx5eSU8eab68nKKhWtKdesOYVUKvnddab0T5Lk5VIZ3EY63Wiz8+X5DFZdbpRRsDqcvHk0GanE9XdwgS6LDidxb5cobjQpBK9PyWfLjH5MWXdKkDd4cPsFHu3RQuQw2iXYm6rLpxmUtJ32/fTkSwK4bA5natHjdFdlcYrGrpWuymy+qh5GjcMFpJsVGpZnVKAKEBNjTDY7w1sEMroBJHc2Y2A/OjaYnemFlNQ15kU+GqUIwL1YWMmiw1f/ZSAR/AuAIqvVysyZU0lKusqMGZN5+eVFbNiwlvfe+4gnnniaJ554GKPRyPPP/3mhyJqa5l/qSqVcZMkrkTg5majFbHfdoZk1Gg7meiORQEaN60c02mVszPBn89hknjvZgqvlOoI0Fua2KcbulFBulPPm2Ug8lTZGRVRgsMnxVVlJrdQQX6pjbFQ5lWYFPmorcgl8GB9Ou0gzpUYFEglIpU52X/DAM9KHBZ0LKa5T8MyxFqRUahkYWo0TCRq5A6NNwqgtHYnUm+kdXINc4sRok3LP/tZo5Q6e6ZpPerVGRAveesOPma2useRCuAA4JZXruVKmI0Rbw/KDOn5a9Q1jxnQmMTGbvLx/LXvFXylhTteWLDubzo60QjyVcl4a0Ban08n+G8X0/O4gLXx0PBkpp8Q7HJOkyXep68ZDnkfYZ3S5S12wtOCKOYwQWRWFdm9huxHaZHJrfEV2wGHySgbkv0SFQ48MO31NZznp00d0blvrujJGm8gzZbMosPvQQl7MJF083VTZPFE2V3CMOWpqx1Ne+6lwaEmwuBYhFQ49L5RPx1sqvu9MTiX5oW15KNGIM/EiXio5v03pTccgL8asPi70d8/uEMlTvWPpvcJdULyq3t1N4T85+vd/pdnxbdsucObMdX744TB+fnreeGM6Wq0KrVbFW2/N4PXX12Oz2WnbNoyXX57M5Mm9mD59KdXV9Xh5afn88/tp3TqEo0eTSU0tQC6X8dZbM3jooRHs23eFrVtdYnuTJ/fioYeGU1lpEB0zLi4caxPBSicSPGQ2fH3tVFTIkEhcFZQHHxxOYmIOn3++B6fTSa9esTzzzHjatg3jgQe+xmi0EBzszYcfzkWlUhAfn0V+fgVqtYJPP72Hu+7qx65d8Zw4cU04ZlCQF7Nnf8aNG8VMm9aHF16YSH29hVde+Y1jx1K4di2v2Wv2V0bdLVWxNVdzBZDoZmxMySNYL2Y1JpZU88OlTNEUZrTZ2X29iIe6t2BgVABvNrEOBsiqqufL8xk8tSfBNaDwIS+sJ1vj0ynX+HI+vDs6Uw16YxXtJLnkasK55u9ymNqYWogNiZv44NWSGjxVclo1MJVO55aLwKv4bRd4a2h7ASS6GT8mZLm182xKyaPS9N/13P0zkZHxOStWHGTSpA/x9tbx7ruzWLPmKSor61i+fC/791/h2WfHc/RoMlIpaDRw552voNPVUVcnw2SS0tqnnmnhpcR51dM3uEbQ/mvtXc/02DI8VXae6FzAgiMt2ZgRwL4cHz4bnCGARDejqFJBdJCFrGJXgUArt6OUOfgtzdVyVmlWUFyvYs2YFEZtaXQiLK5X8nViCO/3z+LJzgVcKddRY5EjlTjpFGNiyZK1hATLKC5RUldnY+DAtmg0SiQSl67C9etFtGwZRG5uOePGvc+sWf1Zv/5ZoqMf/8uuc7BGB1S5jcf5e3Lv1vPCvaxVyDg8bzDDfz7G8Qb9E51CxsFZfZj59Sby/FqyoK4lreWFfBPwIxdN0Wyr68yIwucZornGSE0SxXZP8m3ePFU2i06KXO7RnyTDFoBWYibb6st7lWN51PMwG+p6UtHQSuaQyLgW3o2I8gzsUhndqhO45NMVK3L8pAbaKQsIc1TgK62j2O5JR1UeF81RrK/rwUD1NTop8+msymGjoQcDCl5Bjp0pugvcpT/PS+XTeKrcZVoQYC9lWN4FdmsniRLglXf25Om9CYKO4SdnrvPfpeD3j0dGxuc89tj3qFRzaNMmlI0b/4avr57ly/fQtevzREcHsnLlowQFeZOWVsAHH2ykrKyEsDAbFRVSfDU2RodXEKszcsNTQVYDaz3a08TTXfI5mu9FqdH1rKlkDqa0LEMuhYulegrrG/OzCrOCS+lqLmdqsDtcuaZObufHUWnM3dtGyLGVUgc77kyilbcLxBkTVSk4CQPMal1KtIeJx47ECu2oYWFGiotOcc893bl2rZqgIG8sFhvTpy/luecmsGLFo1RU1LJkyVbatXuGCRO6U1j4LR4ejW5e/6p478Q1ASQCWHk5Cx+Nks8axPyzquoJ9VCT+vgoYj7chDGgFXmA2mJhmf9qLpsjWFfbk2klT9BdmYleasbilOEpNfF82XRiFGW86LOL3wy9KXe65jYnUr6pGcLG4C9YY+hNsc0T78zrHPAaKDq3REs4J4yxIgFrgKuWMJEDIkC+zYcHSu4VWPdD1CnM8TjD5rquvFYxFQC9op7u1w+j6TaYlU3aHF/o34Zz+RVcKKwCXEWlBbvj/+lr+58Sf0+6Q6VSuDl91debuXHDvTCQkJDppnmUnJzPxYvvs2nTOeLjM9m8+RyhoQ8zdWpv9Hr3LpNprUvZeMWXgjoVSqmrFfSrxMYC5b5cXz4dlMHEFhUcrvFhebYMqVQtFE5vdRAEl27mrQxhgMuXs9y+f05OOQqFGDqQSGiWAdg0/ixXwdSMC1jTkEslmG9B2mvNVrfivMFiE7WO3ow96UXc2qXlo3Y5HW65lo9GLsNqt/NqQilDQmCkVyrjC8cIz12aNZj+FaepVPgwOjyb2R5n6JX3muh4NQod9/hL+b7JbfJoj5bIG9CzS4WVpJXVMqVdGNtSCwCYHhfO2bxyRrYIoshgospkZU7HSIw2O2sQ/1bmf0E7btP4y4EihULBxo3bRGPdu/cEIDQ0jE2bdjS32z8U/v7Ni0K+8spkFi78Rfj/HS0r2XTVT7RNdq3a7aYw2mQsPh/J1Qadg2Kjkv25PjzZOZ9XTrt0aOpsMoqNStaOSWH23rbCJJdZo+Hrodf5OjGEhLJGpkvr1lYqKqSUlLgu8dLycAxWGacLPQU9hTyDipmtS5ACvzYkwteqtNRYZTzTJZ+FJ10VCZNdxmtnoukTLFZzdyIhuULr1vefUqHlZJJnQ8XIye7dCURGev/eJf1LwmBxsrxJFbbGYiO5tAa5VMLFhknmRmUdb9Y4kMjFvc42ZOyr7yAaS7RG8lPgd6ysGUiOzZc+6gwkTpioi+egMY5iuyfDNclU2rUCVdeOjNPePVHazAJFECBIVsNz5TMEXYYbtiAumqMZqLnuNqmeMbXAfsvkW+9UMVVzkZ8N/YSx8boEdgR1Ea5/tdnGj5ezaOXrIVro/no157aON20D/oyY+//dePDBYTz55E9u4+Xltbz22lrh/ydOXCM7+0u8vXW8/PIU7r9/GAUFFXTpEo1UKiU83I/8/K9JSsqjfftwdDrXhJmcvJSEhCxCQ30JDvYGYMuW50lNLUAiQWD03HrM5lq82vvUY4j1YNCg8UyfPpnoaNczuGzZffztbxOoqqoTGEazZg3gjju6cv16IZ07Rwvtr5mZX3D5cjYtWrhYR+ByW7t6NQe9Xs3/Y++tA+O4zu/vzyyjVswMtiWZOWZmO3Ech5qGGsYG2zRJm7SBhpmZnMSO7cSOmZlktiyymGElrXa1DO8fK680WqUUp9/21/f5J/HVzJ3Z3blz7z3Pec5JSookK+uegIXqsWPlyOVSTp2q4osvdgfd04WIGI2Cxh5aMyqpgL2XCGX/CL3I3hf81PIYrYpjXWMV/BvUgTHBLLHM8O53XUaYTmzZLRE4Vi8Gpd0SOfulORRFD8cn+MdWuzaSoZVnOBc2QXTs2uI6lmQnisQHtXKpCMRaU1QnAq+cHi/1fTBmBkaHoFfIMPcoicwM19Fqc1Jl6gZ+ZQK4e3Q4IVk8b/y/HJs3n+KZZ74HoLHRxBVXvMrZsy8zZ84z1Pf4De67byTLv82jtu58i5xbBtaTE27l4b1p/OmQf6w8PqqS2wbV83lBNCXtah7Ym8Zjo6p54lBKQADX7JLx9JFk0kJslHd0v6cjQjwsGtNBtrmdRqucWclt3L1LzFAy2uWcbNEFzXsNVjm3bMtka3UoMRonN+Y0kKJ38NDetIDQa3S0g7FjneTlnWPPHn95mUolZ+/ev7BgwV9p6AIVjx8v73OR/nNCpeg7pfr5qUrRs2x1eXjpQLHIFrjT5eGtQ8U0G7o3BMXuOIqcsSyzjMXi89/rdlsOGfJm2r1aDjr8Wc5tnlzGq0qYoi7k6baFAOyw53DMkUKnVzwPe6RyiuMHUx6dg08iob+8jgdDN/GeaQrvdEwD/Joon0R9zCOtSwLaJ3vsA0iVG2nyGNjUlexxI2VV50gMEpvI3rtZGcURZaIIJAL49GS5yOwC4JfLkf53xJNPfhdgBxUW1nLjje9w7bWTAmK5+fnVXH75Kzz44Fgef3x7YDMmk0j5Zn4Bf9yXwsen/BnrOI2Dp8ZWUNCmYVu1gXlrBrIw1YhO4aXVLqPGouTyDdkMjuxkQlxw6aCxQxoAicC/Jv7gTEwAJAJ/qeiGyjC2Vfv4vCAGudTLJektKKT+xOerxxNweQUWpRkZE2tme00om8rDKCszEh3dxKiRUjZulOB0+jc+W7eeZufOP3HLLe9T1LWBKiysveAafj8VvRMPXh/sqBAnWOrMdp7dehSbtIfpjE9Bnj2VZZaxAUmFo840fmvYjAcJb5hmAFDqjqHEFUOsVPx9u5Gy3jqY7ywjcSHDEJmA0ioGI7SCg8nqIpTtrgBTCfy6mmavWuQS3E/RIJJm2GnPZrK6mPXWoYE2CxoccTEc74Cer9aPjpcHWZT31mb6X42EhHAuu2wscrmU3/2u21XX79Y3QeQ4GBam5fLLx/HaaxtEQM2sWYPRalUsXjyau+76iI6uvcPy5Qe4/vop6PXqgIh0TLibkToTV81toMmuJFHnYFNlMEBzslnLwQY9y0ui8PkgKUnCnLlTSEiI4I47ZnHbbR9QWdnNNEpOjuSqqyaIhKlDQ/3SEB9/vEPEnL/yynGkp8ewd28h7i4Q5+abZ3DZZWNZt+5YgBnVO/5VoKjd8dNAUaRGwf0X9aPd7uKr090GK7eP9MsQ/K6Hu+OSnER+PTiF7wsDCxiSQtRcMiCBd3u5pA+NDWVpbhJjEsIZ9/F2P2agT2S5/mJCrbuCwFmXRE6ky8hhRzpGr44JqhL29Bh/aZYKooryWXPd3SzPr0YALu7vn8s/Pl7Ob9Z0u8r9cVI2V+QmM+7j7YH5MEQp4/Tts0k2aKho7+SvewsDa9pIjYI/Tc7hUG1rkPPwhYp/a+nZhYpRo/r32T5+/ADWrr2Pxx59iUGRJp5ILONUtYZzpu6F6JyUNtxegZM9QJ20EBtVHeIFU6NVwcH6YKru92URQcKcmyrDRCARQG2tlM5O8XFry8Op7xRfZ3etAa1cjAbWdSrZ14eIdYbBxsEeLm2pejtLs5p563Q8Rnv3RJEeYmdPnThTazBo6CubeSFDKiVoQ2q0OantheK2eSRMdBSzR9ctTDpOVYJWcFDq7tY80AoORiormBRTwmlHAksb7whMiIMUNWyPfx6VxM3C+ntE/Xskcq4IdbKyU4LD40XucXJf1GZuab5edFyBK55MeRNawUFnD9e1wcoadIKdPEe3M0SM1MTj4WsYpSpnrz2LQYoaJquKAlam56Ox00GoSlwuB2B19S3IZlAEH/vfHI2Nfb+omnpZVnZ02Niy5RRHj5axdu1R+veP5/nnr0EikfDJJzt4661NaDRKHnvsUrRaFfv2FfKnP62gpaWDG2+cyj33zKO2tpWHHvqC48crmDlzEM8+ezUOh4vHH/+WH388Sk5OYqDP6dMHkZUp4dw5Dz4ERsd0sL3aQN4ZJYJQyX33+YGB9vZOHn74S/bsKWTs2CxeeOEaIiND+Prrvbzyyjrkchm///3FLFw4kry8Uh577Bvq6tr49a8n8eCDC2lu7uChh77g8OFSJk/O5pprJgZAovOxZs1RTvVyHLuQsfXaKcz6cjcNFjthajkrLx/H1rImnttXiNvr46LECO6/qB+jEsL59epDdDjcxOtVvDJ7KCFKOccb2jnXakEtk/L63GFcPSiZLWVNbDzXgAAs6h/PU3sKuH/zSX4zLI0/Ts5hf00LZ5o6UEolPDdjMF6fDxB/RkNSmniCFQRKFGlECC4a6R4H6WE6npk+SHQfr84Zyov7i1lZUEN6mJbRCWIrb4C5WbE4PF7eO1qK1wezMmK4Y1QmkRold6w/htXlIT1MyzPTB2F1eViwbC+1Zht6hYyXZw3hh+I69la1MDYxgvcWjAjq///VWL9ebLPqdnv48MNtIpAIYPm3B6mtk9JzF7GuPJz99SEiTYRXTyRwcYaRbTX+BWyVRUW1RUldL02/GouCz2cVc8+uDBqsCsK1biKivJwxapBEQWKEjTiti8ERnRztYfygl7uZndzGuwabaG6XCj62dGmkNFiVfJQfy/Boi8gNqKlJSrjRiqnHeXa7i2eeWRkAic5Hb5vjnxtxoX0nBUYnhAc5+PUEYs+HrI/NcZkrKgASnY+TjiROORNFbfvtGbR5xOLveY40bgvZToGrG3wydLZQFpPrTxEDRa54NlgHkdfDJcmDlA86JgZAovNxyJ5BX14yNe7gjYzc58GfxuqOwdGh7K82ikQ4kzQyqq19z53/C9HbJru+vo1t28RJj/Z2K++9txmfr3s57/YKfJUfzdke1tn1ViVVFiVfF0cFys6+Ko7hxQllbK4KC7AA99QZ6HBKSQ+xUdYF4oaq3YRE+kAs/UeiLrhUtNUu47OCbs2hGouSVyaWcu/uzEDbytIo4rRONvZgGzU1Sak6bcXp7H5OfT4fH320PQASnY/16/89jJYl2Qnsquz+0POyYkk1aAOJT/DLKoT5gr8Hm08eAInOR6Erjtpe46HSHclluiMccnQD4gPkdXzcMTHgBGqSG4jxmlA7LNiUOqReNwv0J3i6bSFTVIXUuMOx+JQMVNTwiXkCPh/MUJ/B7lMwSV1Mp0chAor81w1OhkgUUuS9kqyRGiXDYsPY0oMhMz45MuD29r8af/jDYr76ai8DBvyWkSMzeOWV6zh+vJzOTgd79hSybdsZli4dS3u7FblcisPhYsqUJ5g2bSCpqVHk59cwaFAyjY0mfvvbT5k+fWAAJDofpaWNFBS8wp///BE7duynplzCdVsGIJd4eXZcBUMiOxkdY0bAJ0qcqKRePukxBquqPYSFObj22km8+up64uPDGDkyg7y8UtLTo5kwYQAvv/wjCxeOoKPDhsGgwe32kJV1L1lZsVx55Tja2joZPTqTjz7azvHjFYwdm8Xs2UNITY3iued+4L33tqDTqXj88SX85S8rL9j3rJSAtQ/CzPMzBrGxtJHB72xmdEI4T00dSI3ZSn2HnWf3FpJk0PDYxAFUmmw43B5K2yy8erCYJ6fkcqKhHbVcilIqYXVhLdcPTeXr01V4fT7m94ujzmzjTJOJFV3OhufDhhKLN1jQvV0WQrGuH9hhnz2LwYoqrtXv44QjiWRZK8OseZw4oyDR2MZXp6vwAV+cruIvU3NF7D3wM2kNKoUoadLhcPP16SqsLg/fFdQwPC6M1FANcTo1apmEGV/sRiL4NdVGJYRz+zrxmu7nxn8lUFRZ2Xet/7hxj5GSomTUYDtjOo3ctiOTFL2dZL2dDqeMKLWLb4sjkUl8LEg1UmlWkRpi58Hhtbx3OpZlxd0LruwwKxfFm1lbERlokwg+pie181WRWMBxcGQnW6tDA9lSAK3Wh8vlw+nsHrwpOgcCiF0lwmxEql2U9BDBjtE4mZJg4vsy8bVvzGlkXJyZNWURqGUeKjqUjFsxlMGRnahkXkwOGZekG5mV3MbXxVGixXt7+y+fARCASSmR7O6BVN80LI09VS0igc4Qh4l55HFdVAmbbbmECZ0oJG68CJx2JtLgCUWBiyXaI2y3ZTNdXcCXlotEWZPTzkROOJMZqyrjEu1xzvRYGMfYGjhbV8eUrGxaC08y0HmWmemFDFVUBsrJAEYqy/nWMpol2jw223Jp8oQwWV2Izwclrmhmqc9Q4IojRtpBpMTM1Y23+rOy4auQCf431yDKOU33IvrawSlkR4WwPL86sAjODNfxx0k5fHFKbCkOsL2872f5vzUWLx7F00+vCmrPzk4Iatu69RTvv++vcz97toaCglpee+16brzxncAxCxc+x+HDzzBnzjMBTYJ77/2UqKgQ3nxzU6CmurCwFofDTWiohhde8DMaCwpqKSys48yZlxAEgVGjBC7r18AMZTPXbelPTZc9+9q153juuR949NFLufXW91m+/ECgz6YmE48+eilXX/16j8/4IgcPPs3s2U8HKMcPP/wloaEavvvuUEAMuLCwFqPRgkolF9WZ9+8fh8Ph4nAXff1Cx8AYA3UPLBS1TUmN5u7RmbTZnQGNn0X946m7fyGlbRayI0OQd21Ei+6aw9nmDpJCNBhU/jG34VcTKW21YHW5ueij7QHr6rs3HCdGq+TUbbM429xBnF5NuFqB1eVmY2kDm0sbkQoC947JYpAODm0tFt2Xxm7mTzMGcf/hOhosdiI1Ct5bMILMcF3gPhJD1LxzpJQ/7/aXuOU3d3CioZ1L+sfzfVEdEgFuGpbOzPQYZmXE8ujEbGxuT2Czfd3QVC4ZkECVyUpudAiSrk1wxW/ncba5g/QwHTqFjJtGiF0x/1di5szBrF17NPBvQRDQ64NL82aEtbDGGEGbo/s9HKNx0WwTLyOsbim7a8WJiqI2DbOTW9lU1b0xnJ/axqgYC3suO8neuhBu2ZHF6cIuy+1UBZcMhQ6nlCGRnYyN7eBQg544rZP+oTamrhpMgtbBJektuL0CC9Nb+eCMWBDX7JJhcweDKyM0HaxAvEk6deoQEolUpGuWnZ3Apk0ne5/+L4fg6xvwCFcrGJ8Uwb5qIwJ+XZSpqVFsLW8KZO7HJITz4rzRrHnle+wSP+Amx821+v3stA8QsWLHqMrwIogSHdnyemJlJs66ut/DKsHJ7SE7SJS1s92WTUudE22HmQMpYoZfgzvYdMQgsREl7aC5h733EEU109QFfGLuLpFR4OKWkJ0ctGcEysWVbhsLE3VoJ+bw9J4C3F4fw2JDGZkQxpP6XF46UEyrzcmklCjya5uDrv2/FBMnDhCVhCQnR5KVZSCvOwGNSu7l6vh6nqsW6/WFKIIz8RUdyiBtoqNNOg42iEHMky06jl55jO3Vobh9AsVaA6fbtBgMHkwmP/gxJqaD4VFmCmK1AZBpfJyJ3lIbXp/A1upgsLB3chUgSWLnNGJAs7DgAFqtgs7ObpZsbm7iL5psOR/3bjzBb4alolfIqTJZqTXb0MiljE0I52BtK1EaJZfnJuLyOQm1FNOu8zPnkmUt3B6yg43WwSIgd6KqmKOOFE73WK/qBRs36veSLGtjg3UgKTIjk1VFXN10m+hePAoVL6e6+W7PFmwhar6VdI/T/vJ6Xor4hssa7wq0FbjiWRf3KgMUDRQ4Y3mrYzruLuBKgYtf6/Zx2J4WeCdI8JJgrECrk3BY0Q+Pz4dCKuGSAQlIgM4u44vhcaGkGbTs5X8bKPrmm/1UdoGIeXmlxMQYePLJyxk58veBY1asOMjq1Q/xwAOfB0rRTp6s5Omnr+T++xcwc+ZTAV2f7747SFiYVmSmMnHiAJRKL+2th7EY/dUvAC6vhKePJHFxupF2h4zB6TYqGpWofR6uHdCItw+7pO9X7+b994/R1uZnUoeH6zh37nWefnqVSKfvqqvGo9Op+OAD/9rcaDTT2mqhsPBVBg58IMCGOnCgmOjoEIqK6gIsIovFzquv9u169q+G5yeYSNvKm9jelWDZUdGMy+tjQVYc7+b52UH1FjvFRjMfLxrJpV1revDrVB65eQZTPt2JsUuzUCWTsO/GaawqqOGZvYV8X+hfV/66D83SKeoiZIKXTzom4EPgSv0h1jvF4vWnnMncH7qJHzuHcMqZzHrNYPpHH+OZPYWi1+Nz+4oIU4ld3N1eHwZVMDRzqLaV1YXdbK3SNjUfLRzJ7K/2dLe1dnJpTmLQuT83/iuBotOnf9o9pLLSwaRQC/eeyghMiDq5h+fGl3Hnzm7BqXMmNesX5VPcpuZ3+1JRST3MTG7jrFFDgs6BXu5hY0UY0xPbOdigR6/wMDzazOrSSOalGtlZE4rDI2FsbAeVZiVzUtpYWx6O3SNFp/IQEeFFr/dSUSHD4xGIVLm4sn8THq/AC8eSaLAqyAq1kqizY/dIGBVt5mizjhS9ncERnWyuDmNuSiuHG/WoZV6yw6z8fn8aQyI7eWFCGUvXZ1PU7p9Q99UbuDjdyGuTinnleAI3bevHxHgT1RYlHU4Z8eEujlV7oFd240KHxQO1HTZ+MywNh9tDi9XJI9tOkxGuZUG/OA7XtpIaoqb+ZDF54UN4TLmTFLmRS+rvDjB6smQNvBrzNk+3LuRzywQ+t0wgSWZktDL4Ny90xvK2aSpOn4xf6fbT6DGQJm/mO+cQTsQPh06Qxo9gQEMFALcZdvBxx0Rq3OEMVVaxz5YZsCztJ6tnc+ILXNF4Jzt6ZF5ej/yKz8zj2Wjzi4HmOdKweRXcYtjFBx2TCJXZiGmuIrtfFjMHZrLhXAOvHCxmflYcIUo5CSEqHB4vkz7d2ed35nD/v5UtLSqq77P93nvnsWNHPtu3n0GhkPGHPyxm9erDomMKC2tZtmyvqM3pdPP++1uDhCtXrz4cAInOx7p1xwgNFZcR5udXc+TIOV5++UfWrHGTExXC0Oy2AEh0Pn788SiPPnop63oh8Rs2nGDo0FRRm8fj5aOPtgfVpa9dmydyjALYsuUUb7xxI7/97ad0djoYMiSFJ564nLq6VhYvfpHa2lZ0OtUFFeb8qYjRqYjpVU6jVcgYHBMqapMIAgOjgzeHfjvRmgBIdD5+LKnH5vbw8oFiJILA7ycM4PLcJDZdM4nytk60CinRWhU+n4+/LN9IWVgqIBDfWkGitZH9ZglqmYTJKZG8NX84uVEG3jhUwrtHywhRynhici7rSsTPVXWHjTVXTeC1ucOQSwTi9D00y/pwXDSo5AxSiT+TTCIJ+uz/i3H0aCkLF45g06aTqFRSIiLcfPzxWpJjfVQ1+BcxKXo7iWoHSzNb+KQgBpdXgl7u5qbceorbNLx6shuAWJhmxO6RUGXuftYiVS6en1BBxhk7x5p0hCtdVJoVXLOpH7cNamDFuShcPUpYKiqklMXKmHhscMAt7faBflbBO2f8DJgWu5x6q4K9S08hl/g41aIlrwfzKFzp4u7Bdfxmmy6QNJmR1EaU2sWwKAvHm/0b1SiNi2HhZgT0lJX75+uBAxNxOC6sjpXJ0fe7/qEtp1BIJXx+ySgUUgm3/HiUT05UoJJK+PPUXEbGhfF9YS0TPt1JbpSBhuJ8wtUOLopp4DXTTMYqSyl3R9HgMTBUUUWVK4x+8gbaPBpK3TGkypqZqi5EJTg54UgOaPldoztAvSeUX+kP8iv9Qf50tB+jp19GuVlFQ4/30WW6PAxSGxu6BLE1goPhqioS5O1ssA6m2h3GKGUF7V4VL7TPZb7mBLXucBSCm0ipmTdMM7lWvw+7R8bhukiqFPG8KMuk/5lq1lw5HpPDxa0/HuW67/0Mrj9OymF+vzimfLoT2/9b0+O/FJdcMoqtW08THa1BLm/nwIF6EqIFGpqlxGmdTIw30d4pFWmDzUhqY0ZyK5uqwgLmKHq5m+uyG9lSFSZiHwyPslBlVor0wvqHWQlXebgsy8j2agOPbw/D7REQBB8DBjhJUDo4mK/lrl39EPBx28A6Fqa3khNu44eycD7rZRo4O7mNdRXhIpDqknQjRxr1gdI1AR/XZjcSonTzbXEUPgT6R1rBDBERclwuOU4n5OQkoOq1ufq5oQL6moF9wBenqnh8UnbA/OBQLfSL0FH/wALmf7U3ILeg1IYxqnovyVlytjkGMrf+ASapi2j3amjx6Bkgr2ObNZtwqYVseR0FrngMEisLNCf4sGMyszWnWRR1AvCDaxmyRhHDfkKsniFz5+P1+fhLqVgvs8gVx8rOkaI2LxK2WbNZZhnDIXsGF6nO4UNAIfgH1byG+4kQLFysOUaI1EaLScbm6Gl4pHIGR+m5d2w/1pfU89cuB0iZRGDd1RP40858vjj9y4N0/+nRW4Po+PFy9u0Ldstcs+ZI0LFr1x6luLheJP5cW9vKs89exddf76e8vIlJk7I5fbqKceMeIjrCic8hBn/aHTLu35PO2nJ/0kOt8LJyfhEZBjv5Rg0vH08IjDeJ4MPr9gRAIoDWVgtr1uSxYsVBUb8rVhwMMo4pLq6nsLAuSNvo4MESEnqxu8+XyV2oiFTLqO2DVdqTkAB+FzG1TJwYare7RELXAHa3l5cPFAdAovNtK85W80aP5K3X5wdnhkeoOWb0f6bp6rNUuiJYpD3BPYat+BDQSpzsbUzAqOhOPukEO590TAhIoniRUJwwFJ3dAXS/u9xeL/eMyeKhLjMYgN8MSyVWq2JobGhAX3NIjIHGXnuEmg4by3v9Hj5gbWHfpX8/J/4rgSKVKngj0DPKm8RZE4tLKnIsA/+L+IvCKBE7SCvz8OPCfC5elyOy8v1iVhGfFkSzvqL7QXhweDUhcg9/PJQamGDnJLdyZb9m7tybSUGB/2EIC/MwLcdMebGU33ZRbxent3D/sBqu2pTN54X+LKhc4uW7uQX88VAKP5R3M4leGF/G0WYd33RpGB1p1FNmUgZAovNxqEHPYwdSerCQtMxJaeWGnEau3DAA+kCYf4kobevE7KzjVwOT+bKrZrTeYifZoOHHqyYw4ePtOKP7UU0/jjfk+mmxPcq+Styx7Lb157SrOztW7Y5gpjofvWALZCWHKyp4pm1BgJp72JHGiph3MHnVfKCYEjjXI5VzSp/LlQ2jAtTecaoSkmStmHzdoEKxO45vLGNFNHyAr8xjOOpIFbVtsA7isCMt4GpBGCyUOfn4RAWlXdmA6g4bD1zUj/4RIdy0No+fipGJkT/5t//GGDs2o8/2F19cy/Ll92E22wgJ0RAerqOoqI6TPV7ioaFaRo7M4LPPdonOnTgxO8jRcMiQVA4cKKGmptsaODc3idBQjSgDGx6u45FHvmbbttOAQF6llg+8sWhkHqxuqejc8//tyfTJzk4I/K1nTJgwgA8+2BZwgwAYNCiFoqJ6kVtbbm4SN900nSuuGEdjo4n4+DDefHMjZ85U89e/Xs2oUZnU17cydeqf+/ze/tMiJyq4JFYnlwY2eQBXrTxI/wg9Q2JDSQvrHmOCIDDFUkxGVR4+QUDlsnEuayJrj/i/7/J2K1esOMhT0wZyz3khbGDRN/tYmpPIvh420Bq5lNRQTZ9lnv9//HPx2We7kUgEZs5QkHfUSnm5FJAh4OPJMRXIJD7+cjiZp/P82bX5KUYWpht573Qcd+zMQiPzcFlmMwIQrnLh8gjIJb6AlX2kysUlGS2sKQvnxpxGZiS1s2RddmCzerhRz5DI3mo0AsdKNKJ5+IP8WAaEixehTTYFBUa1X7zaIWFqYhvHm/XEax2k6u08ezSJWcltZIXacHkFPjgTy9bqMKR4uTm3nkSdk/fOxLLisH+xOyrVQkiqjH0Hqzlz5sKKzPf7G3p0To+Xb/KrqTPb6egClOweL+/llVHfL473j/kTJVVASkIG3qKDvK+ZGjg/V1HLcxEruK35ukDbAHkdG2Jf5JqmW3mrYzoA2fJangtfwRsd0/nQPJkPzZOZrT7NW1Ff0q6P4rkCE3ExGnxmI4IMRkY08FL7bKR4uUG/mwx5Cxusg/hz28UAGCRWfox9lTtbruVw13x4ypnE70PXscvWP5CI2W3vz9i2IzRJQjGp/d91kdHMvRtPkBWuC3xmgL/uK6TN7gw41vwvx7vvbiEzM5Ill8pYvqIFm00CyFFKvaxecJYH9qQHhN6VUi/vTythS1Uo352LZGt1GBkGK3cMasHmltBkk/PmyQQWpRs5UB+CxSVlXFwHx5t1jIoxY3FJOdmiI9Ng4+I0I/lGDbkRVv5yJBm3xz9WfT6BykoZZo1AZ9f86UPgi8IY7h1ax8EGPSVtaqYmtrO/PgSFxMu0xHa214SyMM1IvlGLwyMwPq6DXbUGZiS20eqQ4/H5E7q37cgiXOnimXEVRKhc3Ls7A1uL/zrRIS5yx7s5dqyWTz65sJshnQLszr7/5vR4+b7X5qvYaGFVQS3HepSrOgQZLboEjthSA6WbW225PBW+CqXg4iHjFYFjM+WN7It/moeMl/NVl+7lm6ZpfB7zIemyZj4zjydbUUeK3IjdJ6exGb73pvP9x9tRuVRE+8SaRlI8DFLU8HWvez9gz2Cfw+88WOyKZaKqiFHKcp5rnw9AnS+MjTYdr8o+4A5uxSf1f9enmjrYW9XCqh56M26vj7/sLvifcQn9ezFiRHrA1QxgxoxBjBsXLIsyY8Zgvv32gMhoKTs7oU+H4Jkzh/D73y+mvLyJnJz7Akz00nMKlmS0sKLHPnZsbEcAJAKwOSV8cCaW+4bVsqcuhMXpLRS3a5BJfNwysIGjFj0lZeJqGJ1ORWpqlEiDKCUlkpEj0zl3riHQlpgYQb9+cQwalMzpHlpAEyYMYNCgZI4d607k93RwuxBhdvUt1Dw2MZwdFd2M01HxYYyMD2dLD5MWlUzC2MQIvu9VujqgD53jcLUCdy8BY5fHy90hLXy2dzvDR0t5xTyHbV1EgifCvue6kP2YPGr6WUpoVERhlWlR4ObRsB9ZZhEbKnkkMhIaT2OK6TbhuGFoGgMi9XyzZCynGtvpdHl4J6+UN4+UopNLeW7GIAZGG5iVEcNd64+zv8d+Ry2TMiU1SlStA3BJdgLvHftpMs2/Ev+VQFFSUuhP/s2gcDM6xszeXm4queGd7KgRn9doFW8yOt1SPimIFi1OAVadi2BbL+rs96WRKKXiB3hTVRjxOied9u4NaFublOJaJaebu8Gt1WWRpBvsIlaDyyvho7MxAUHtwLVLI8lvFYNCO2pCSdXbqeiRsR0S2cnmKvE9bqkKI1HrDBL9/KWjqdPBxtIGUVuVycrLB4px9hiIZe5o+nkaep+O0xfMfFIJLrbEv8QmWy4REgvNHh3HnKmBv/uQsMWWw0WqYEvjdpmBSkdy4N/77VlohOBVgU5iR4IXbw8dlRhpByESa8DqECBaauagQwyIbGh2U+sWb3Y2lzaKMrN9xeA+Nt7/zfHoo9/22f7nP3/HmjV5HDv2HG1tnXz66U5mzBhEQUEtJ05UEB6u48Ybp6LVKlm8eDTff38EmUzC0qVj6eiw8bvfXcxrr63HbncxaVI2Op2Khx5axDPPrKKx0URGRgyTJ2cTHW2gsLCWU6eqCA/X8f77t7B06Suie9lfb+Dpiyr440G/uG54GDzyyCJWrTrEggXDaWhop6qqhcTECB555BJMpk4WLBjO+vXHkUgkXH/9FBwOFzffPJ0vvthNZ6eDKVNyyMyM4YorxvHhh9upr28jLS2aa6+dxAcfbGXevOFkZsZy8cXPs6ZLuO6LL3bzyivX8dJLP1/gv2dsOdfA3GV78fj8ikDvzB/BLSMvTFlVdlQIT08byF92n8Xu9nYx58TvUa8PNpc2sLKghs9PVhKrU/HXGYOYkhqNoNbSEGrAJ0iIb62gXhstOje/uYPvemVJnB4vYxLCKWm1cLi2FYNSzhtzh11QkGhneRPzlu3F5vagkklYc+V4ZmbE/v0T/w1RVVXJnDnT6NevP3K5nBUrfrjg1/B6fRSdNmM0dn+nPvwlI1q5B7un+528rjICrdzL8Rb/YsvqlvJDWQQfTCvhlu1ZAfZOhsHGjktPcvv2LD7M91uqv3oigfmpraI5yeWVkBpiF7GBwsI8QSUybp+EDINNNEfq5W5eOxHP9truue+ViaXsqTOwqtQPwp9t1TItsZ26TgUOr/9zeJCwujSSBWmtolLwIxU6HoysYZv9wtO3E0KCS216htPjpaaXo2u9xcbmXtnoSruP9P5jRBSIfGcCn3SMFx1X6IrnE/MkjN7u77XAlcB2+wBOObvnw022QXxhvogfExfgFaRUO0CmjmC2cQc/qmcHjvvEPImXIr5hn72bmW3yanjTNIMKtzjhsd46mFNOMcB+Rt0PRUgYOLvXTSWtFkKUYnaI0+NF+W8SK/658e8Ym+fOtRClsmKzda9BHB4Jb56MF0kWODwSfigLZ12PhGapSYOPdvbWG0TH/nF0FYLg48lD3aUVi9KMPDS8hpu3Z/H8sSSePwZ3Dq6jySr+fRwOAatUPDY73VK+LIzm6bzu5+r67AaiNS6eP9r9HMxNaWVxhpFbtnc/Q6l6O9dnN/DE4VTAz5T408EUFqYZA6U2AE0dcq7rbGSH6cKPTa1cRouzb/raxORI0sPEukQqmYQIdbBWSfyAgZQ3iteBpxyJ1PZw7gU454rhqDOF/Y7u78GFjI87JlDkiqOqSz9IgpcPoz7hFuu1IPF/F3a5Gq9bSqy0nQZPKAJeLtUexejRMkVVwB57PyT4+LX+ACt7aWjusfcPMIrOh8Mn5+3ykfgSxevuklZLkGG3TBDQKWRB4tb/izF6dCbR0SGcOFHJ4MHJyOVSNmw4zrPPXs3LL/+Iw+Fi9uwhFBTUcO+9c3nzzU2YzTYGDUpi2LC0LhfDQwG20dKlF3VpyfoZ7j3lCrw+gSi1iz+OrmJvXQi5EX5togMN4n1us03O/DW5Ac3aeK2DDYvyCVF6GGE180NROM0d/r/l5CQQFqblqqvG88ILa2hvtxISoubOO2fjdnspL2/i0KFzZGbG8tpr1/PGGxuYOjUXhULG2bM1jBmThSAI7NlTyOLFo6moaKZfv1iSkiIvKFDU8RNAUUaYlg6Hm6P1bQyONjAiPgyP18usjBi2lDYSrVWyeEACZqeLaWnRbC9vQi4RWJKdiEEpD5R7A2RH6ukfoee6ISl80ANkuW1kBrs/XsVIbTXfWK8UaWy+ZppJuKSTh1uXYo9WoPLYeC58OTM0ZwmXWrH55KIS0xyhipSak9y+YDoNqggcHg+vHijmnbxSFFIJXywezV3rj+PsSj5bXB6+O1vDw+MHsKO8icxwHcNjQznW0I5BKefm4WmcaTSxsF8cW8r8Eg+X5yaxoSR4T/1z478SKIqKChYyBR/zMtsYFmbG4xUYHGHhlNG/MJue2Eaows2s5FZ21IQiFXzclNtIiMIdVDudGx5Mm0sOcQQxEMJVLjy9FrJyiQ97H5oIJlsw8GF1BR8XqXIjFXyifiPVLpJ0DvJbu3+qBJ2T1yaX8tDeNIrbNYyN7eCJMZXcuLUfBW3di4lkvZ00wy9f0tI7EvRqxiSEU9BDgT1crSBaGzyxzlGf5qA9I6CxMEhRzVJtHmutw2j0+F+CGsHBAs1JYmQdXKv315rutWUG9ZUqMxIrNRHjaKJR6d+Ayt0OIlxGKkkWHZslb+SIIw1TFwCUJW8gTmpiqfYI33aOASBCYmaSupgkWRsfmydi8ymIk7bzQOhGftV4C84eFEKd10mE2iCiMw6NDWV4XKhIjb937Khs4Y9/47v8b4s775whck7oGSdOVPDDD0e4+eb3aOl6NmbMGERJyWtcddVrvPjiWsCfvTh58nnefnsz7767hWXL9qFQyPjuu/tpajJx660fsHt3AQBPPLGUqVNzufTSF3n00W8CfVZUvEVsbChKpZzc3ERRxmRAmI3RsRa+X3CWGq+ab12JLFz4DAUF/kxEfHwYhw49TX5+Ddde+1aAHvzUU1cyZUoO8+f/lQ8/9NdvL1gwnFdfvZ7Fi1/kxhvfBSA9PZoTJ57ntdfWc9ttHwCg0ShZseL+AEh0Pj76aDte74XNnJ8HiQC8wK3rjl4woAjgDxOzuWt0JlaXh1idipVng5kXlSZrgJJfabKy8Ot95N8xi+/CR2KK8m9YzsUNJNZto13WvfGP1ioZkxAeNGYmpURx95gsajqsRKiVqOUXtox29ld7AhO03e1l3rK9uB6/7IJe4+fE5MlTeeedD3/Ra4zVtVNJlAjEUcu8fc5pZb3MH1xeCV8URot08UpNalaei6KwB/vVaJdT3xlcNrIgrRVPtIKjNVo0Gh8pKW68TW7qWruPHRVj5okxVbQ7ZOyqDSVO4+SB4TU8uFf8bH9RGMM5k7jEckeNgXCVeHPT5pDRaA2+F6Xwy1jNmu0/Pc4lAtw5KpPt5U0i+vuS7ES8Pl+AqQoQp1MxPDmCsrPdi3EFLmKkYsMAAS9yIXhDZ/QEA1bbbdl4he4x5ZYpOKsPzo4fdyQHtUkFDyrBid3XDTJmyhspd0UGGMAA2fHRZMZH83WPd/HwuFBuHp7G0XXdwulTU6O4LCeR7wpqqGgXA2f/ifFLj02pxMcV4XUcQLzm0cmDn6feRisARW1qEUgEsK4iDJNDvPz/sSKcJptMBM68fyaWRelGVvZgMiQkeEgJcbA3v/v86UltLCsWs/aXFUWT0EvsemNlGC6veN1cYVaxqVeS0+mV0OoIHpvpGhsywSsSqL8Q4fP1nUx9ZMIAUgwaWqwOssJ1lLRaUMkk3Dw8Ha/Py8DoEM50GXXoFTL+PHsks7/YJXLQHKMqY79d/NtJ8RAlCTb+MHk1AZAI/CUryy2jcEt6gXUSFXsSnuOYI5Uj9lReMXUDureF7OB2ww5CJHZOOpNEjPgUWQujlBVss+UG2iReN6M0Hlq0Sup7OBFekZtEvF7F8nz//C4VBK4ZnMLUtCie2VP4i1ty/6fHO+9s5o9/vIwHH1zEzJl/Cejb5eYmUV//Pvfd9ylvvLExcPybb95IZGQIN9zwNvfc8wkAv//9JUyfPpDPP9/NsmV7WbHiANOmDWTGjOD1WkqIg8uzWrghxw8seX0EWLv+8BGhcomMjeo6lawui+Bgg57NVWEYFG6GZNiQhcowm12BJGpubiKrVj3I5s2nuP/+zwGQyaSsWHEf8+YNZ8iQhwIMI4NBw5EjzzBjxlMiA4gVK+6no8PKb37z7oX5gv9OfHi8gni9iqI7ZzPu4x0BbaJIjYJz98zllrV5ATczuURg5dKL+K6ghq/PVPNNfjVqmYR35g3DaHPxzJ6zXPLtfpRSgfvHZiGRCJxoaOf3W09B/DSukkqx+cRj0OaT80TrxYF5zy5Vs7JzJOPV5/htyyJKXdHMUOcDECqxctyRxIYR13DyYBl7fjuCaZ93vyecHi8PbzlFi1X8vqwz27ntx6O81/U5VDIJqy4fR0mrWeTodu+YTCYkR3L5ioNB4O6FiP9KoOiHHw712d7eKePpc/4MiU7u4c0p52joVPBMXlLAgeWOgXXcPbQOq1vKsSYto6LNHGnSIxF8XDugkf7hNpZktLCqNAIfAkMiLcxLaUUq+HjleIK/JlHm4Y7B9VicUk61aAOT8w05jcxJaeWbc1F4uybDiAgV/dMtVDfKAwtwndzDDTmNFLZrAiynWI2TRWlG9Ao3b57y6z1EqFzMSm5DLfXw0L502hxydHI3V/dvQiLApkvycXkFvD7YXh3KnJRWmmxyjHY5YUoX12c34vIgql3/JUMABscYGJsQ4af8dQn+JYao+cOEAYSrFXx29BymrvXNaGUZmfImNsa9zGbbQCpd4ay2jGB2w4P0l9cxT3MKh0/GSUcS8xruJ03WzIuR3zJcWcV41Tmu1h3kG8tovEiYoCrmfdMkyj3RyOQuUpoK0dvaiWurIiHSRX7owIAYtlpwskSXxzW6/ay3DcHmlfOleSw3NN8EwJXag0xVF/KWaRoPGq8EYLCiiifCf2CQopZ6t4Fr9fv5yDwRHxKUHjsJ7jYuuWgon5+spN5iZ1R8GKEqOacbTczLjGVzWWMQrRGgzfbvA/Ief/z3nDhxnMGDh/D0088H2pct+4KXX36eUaPG/OwF76FDZT/5N0EQ+OGHvABIBH772+XLD5CX131eTY2RZcv2BsT0wK9V9Oqr6zEazaJyr+efX0NzcwdGo0XUZ1VVCykp/oXr/fdP4q67vsBqlZAWYiNE4Wb8Cn9JxIJUI54YTwAkAqira2P9+uN88cUeUQ35Sy+tpbS0EVMPW/UffzzGmDFZIjpuWVkTK1ce4tNPu0vorFYHb7+9EY1GKaIgR0To8Xp91NW1/+T39s+Gpw8f0op2C6mhf5vR8M9EiFIeYAIszk7g9pEZfHCsDIkgcNeoTMrbxVlVi9PNKwdKMEl7uE0ptER0thARl8XR+jZidSo+XjSS6ekxHKgx8m1+NUqplMcmZTMkNhSAxBAxu/JChbPXorevsfp/Gfv27WHhwtnMn7+Q22676++f8E9GrMbJRXFmrG4pa85rHsg8zEhqw+eD3XWGAMNnXFwHs5LbyGvqnlMiVK4+HZCkfYAu6aF25kpa2VAZjkTwMSu5DbdHID7chSvchdEo4dAhJW6HgtnJrahlXqQCnDJqmLpqMIvSjJy8+hg6uYd2hywouaKWeUgLsYucTZP1DmYlt/FBF7MJ/FpKC9L893E+knR2hkRYmBBvYm8v59CfGw5X35pHD43rx5HaNpYs30+CXs21g1No6LQTq1WhkUsJUykYFhvK8YZ24vUqrhmUTJhawf5qI3VmO4LPyyz3IWZoKthnzwowiK7SHWKx9hhrOocFAJtUWTO3GXaw3ZYTELbVCA5GKCtEdr4AUc4WyjWpora5mlMcc6QEBHDluLlev5/xqlL+3LYIm09BhqyRHHkdEToLH3dMwCPIMMgERmck4vL4mJkezfGGdnKjQghXK3jzyDnmZsYSqpITrlawpqiOsR9tJ0qjYEikjpMtYi24/7T4JcemRPBxZVYTbq+EEdHmgPtfnMbBvJRWaiwKDjf6x2G40sX9w2o41qSjpcdmcVF6K3vrDCIQN1HnFFndAygkXiwuMQDv8kq4Z0gdjUoNJS0qJBIfRqOE9hYV81KMSCXQP8zGDdmNXLJO7KolEXwYlGIwSyPzEqUOHgdDojpF7AiZ4C8NzWvUBUxihkZasHskXJph5LvSyCDG4c8Jh6dvEHfDuYaATkiURsGmX03kmb0FvHH4HG8chni9iudmDKLN5qK0zcITO/O5ZnAKO0vrqG/rINFZz051PyKlnQEGkAQvS7RHqfeEMllVyC67XwhXKbi4VJsXKOE8HwmydmLtDTSouhmu/TrPoRQ8XKQq5aGWpaLjvzCP466Qray2DGO0sox6t4E6TxiRkg4mqYo454pikqqII/ZUJHYHaV4zRYPmMVyjxOnxYbQ5yArX827eOXw+uG1EOnF6FYdr2wIyCpNTothf2cyFVXH774t1645RXFwnMkHIz69m27bTvPfeVtGxb765icTEcGw9kskvvbSWmTMH88UXuwNt27efoaH+BJmJXs7V+EGICXEm5qb4S/68Pnj5eAKrzkUSqnQxMsVCK0qS4l00moNlWfbWhQQIEW0OOZZyKWMH2jha3L3mzc+v4fTpKl59dV2gze328Pzza/B6faIyNJPJylNPrQpyCV2+fD8SyYVnguoEsPzEcqzObOeZvYWiBH2L1cm7eaVsK+8uS3N5fbx/rIxNpd3sXJvby5byJgqaO7C6/esUh8fHirM1/GFiNi/u7zJekcr5khn8WrOPLyzdrN3LdUf43Cxm8da4w7ip6XoKuyRMzpDIXYatbLIOpNTtH791Uh1LPtlIk138XbVYHSzOThCVey7qH8+7ed1VMna3lw+PlwXA6fPx/tFyzjZ3/CIgEfyXAkXh4do+2/f3sJS3uKTsqTVwolkrmlA+KYwhJ8LKA3vTcXgkKKVe/jK2goHhnfx2TwafFsQiE7zcOrCeOSltvHUqntk/DEIq+Lg0o4XZKX5x61u2ZeH2CcxMamNCfAeNVjnLiqL5ID+WuEgXqhA5cXEJnD5dy64jGi6K7UAu9SGT+PD64Dfb+jE5oZ0bcho52azli8JolmzIIVHn4L2pJRjtMl4/kcDduzJRSLw8PqqKdIOdJw4l8/zRJJ4/CnNSWnlxfDmXbcgOoMqpehvvTS1hd10IfzqUCvhtgyNow0iw88SFjEStjFabk/eO+Tf9eoWM47fO5PWDxdzRZWcaLfEwpCaPQQM8fGsZxYKG+0iRtfBB1Ce83H4H7V26QUWueLLkTbh8UvJdfvpeuTuK37ZcxfLot3mkdSn77ZnkyOt4OHQ9yztHs9fjr8V2S+TURGQw+cwaChJHcMgQxRhlKTqJA5XgwupVMK/uflQSJ/cZNlPljqXJGxr4HMs7R5Mub+aUqzt7esqZTKkzms/M4/mhczgAY5XnuFa/jz/Vz2O7PJ7t+4pID9Vw9o5ZzF+2L5AZlgoCW349iWmfi7V3AEJVwSyrXyJOnTqB1Wpl7dpNPPTQfRw/fpRhw/y05Nmz5zF27DheeOHZn32d6OifBiTvuGMWLlfwgqwv8TuLxSEChABsNqdokgU/gGS1BpcRnj/uySe/5bnnViITfDw+upI4jYs7dnZn936siGCJogXQBZ1v7YXu2+2uoLafvn+7CGQCcLm8PPHEUh5++EvAzzJ68snL+f77Q0EigRc6LiRI1DskgsDb84fz1xmDEAC9Us5fdp0VOTTIJALxelXQuQqfm/23zKDRYidCo0DWtdBYtmQsb80bjlImQSP/r5ymLljExMRy4MAxlEol1157JRMnTiE3d6DomH379rBvn9/9wmwOzlT/dPj4/Yga3jwZx727MwIbtDiNk69Lonh4XzoCPuaktJGgc+L0CJxtVbPqXATzUo2UmdTEaPyCugL+zep5JsDY2A4mxZv4oSwyUCYdonBzdb8WkvUO6jqrefNkHF8XR7OxMhyN0svwUU6OHFHgdvvn7E1V4Tw4rJp3TscHNFE+L4whTuvktkEN2D0SrshqZlmXTotC4mVqggmnV6ChU0GjTUGY0sXYmA5sbgk3ZjdQZ1WgkXk40qhnfUU442JNhCo96BVu9tfruXxjDhLBx9LMZlacC+dCmUDIZH334/XBzi73nOoOG6sLa/n0klEsXXEgYM07OiGcsnvmMuuL3TzftYBND9Ww/urxvPDNWtYxjh9bJhAnaeWp8JW0ezS8b57MMstF5CqqmaQq8Tuh2VO5tfl6JqmKkAke1BIX1+r3I8fNsqZhNHUxccM7GlB57FysOcYm20Ck+JimPsuqzpHM0uSzQDiB0aOj3BXJ1Y23Eidr58WIb5ELbh5ouZKn2hcBENtWwQ05cfzgiQwwDKWCwI7rJvPErrOsLvRrR5xp6uA3w9I40dBOdZdFdLPVibmPd/t/UvzSY/OS9Ba+KorhqyLQSD08PqoSs0vKJ2djuWl7PzRSD3cOriVK5eZwk47rt/QnM9TKKKUHe5fZSqNVwdKsZpaXROHySkjQOhgWZWZUtJmzrZoAgHRTbgPRahdnjN1zxZSEdtRSLyOzbMiipOzcqeS83uX6ygjen1bCzOR2Sk0qlmS08NzRxEBC9Kp+zaQZ7BS2qrF7pAj4uKpfMyl6O7EaZ0Bke2GakWi1kxlJbeyuNRCqdHNRXAd/zUtmaJSF3AgrYQo375yO4749/pL/6YltbKsxABdmYxpv0NDYFAxInuixGW62Ovn8VCW7eojo1pntmOwufiiqDTDo91S18NKsIdRVlvNSkZrSruXBGMU5Xo38mhWWkSzvHM3yztGocfBwqN8lqtOroNgVxzhVCfu7yjtjpe3ES9vIsRSh7GinUxmCwm3nVEguE2r6c1NIN8DQM65svJ0zXevmMMHCN9Hv8GHHRNFGd0z9fqQyDfujhkKtn9GXbNDwzZIxjP94R2DTebbFzKuzh4gMJXZVNqMRwPV/nE/5qeTnCy88y/btfqDmkUceZ9KkKb/I9XNyEtFogkvgDQYNEokYyJTJJKIkI4DL5aGwD/Fhic3ND9PyqetQ8PzRRLbXhHLR8qHcO7QWjczLW6f8QES9VYGsw8e06XYUCgGbRoq+1IO5q4olLcSG0yO+D5dXQqKjExDvo9vaLEHrc6vVibyP9VdERLDGT2pqNKGhGr79tu+Kgn810iN1nGr+6WRBuDr4+9f2cc9CHxIsVpeHOrM4Wd9gsbOrKFisfaiymotUn3PYkc5QZRWLNCeocEWyu0eCJby9njN6MWC+qTOXErdYxiC/zcakSDnbTN1rguuHpvLcjMEMjCriWEMb09OimZ8Vxzt5YjkVm8uDoldptkziLwn9peK/cgXeW2X9p8LjA0cvKq7HK/BsXmLAacHhkfBhfixjYs1Udi1m3T5/W6jSw5YuJNbjE1hZGsXgyE4+Ptv9o2+qCmdMrJl3T8cF6LC1zQr6hbk4cqQWh0MABPY3GPhNbgOHGvQBjYXTRi13+OrYVBVGk83/sNdYlLx9Oo4otYuGrjanV8JfjyZxc24DJabujPrGynCS9Y4e1EOoMKs50aIVZU49PgEjvzwgYXP5aOns3jSbnW7eOFzCJz0Ei5u8UmK0ar7rHICrq3Sr0h3Jc23zRBa/4Bffs3jF913tjuDRtiXs7MrCnHEl8nT7QuSC+AXnkco5mXoRRoP/hbrbHsJUdQGTVMX8vtWfgXF6ZTzZdgkjejmqeZFQ6w4G1Q470gIgEcBBRybp8maa5d2U67J2K68cKBExKjw+H1/+hJVrouGXYUj0jiNHDgcmy0mTpnD06JEAUBQREUFn54XJ2j766PI+248de45hw9LIyyvls892BRyFcnIS+d3vLuHrr7utRnU6FXffPYe6ulZWrep2RrvrrjkYjeYAbRfghhumcMstM1i2bK+oz2nTBvL994d54omVXUdKeepwMr/JDa7fTVA5CNe4abX6X4darZIbbpiKwaAJlLOBH+hatGgkK1cewt0ltDpyZAYPPbSIzz/fHciwhIVpue+++Zw5U82WLjcDQRC4+eZpFBTUMnFiNklJEbzwwjXEx4cza9Zf/slv+Z+PCR9v59NLRpNi0PDA5pN8caqSOJ2KF2cNYV5WHO/llfL0ngJcXh/3jc3i4fED2FvVwt0bjlPaamFJTiJvzRtGu93FzWvz2FXRzKiEcD5YOLLPPh8Y148Tje2sLqglTK3ghZmDuTQ7gb9sOoJZ6n/PKp1WMjvr2FPZzFtHSpFLBe4b24/hcWGsL6nngc0nabDY+fXgFF6ePYSKdis3r83jSG0rk1Oj+HDhSAwqOXeuP87KszVkhOt4Y+4wJiRH8tzeQl45WIxCKuGxSTncMiL9b/b5nxxKpRKl0v8enDlzDoWFZ4M2o+PHT2T8eL8t+Y4dW/6p/rdWh2Jx+599t0/CtyVRXNO/kZKukjEfAhsqw/loehG37cgKMGhPGXV8PquIV44n8NQRP5M3VuPgidEVVJpVfFUUzZINuSRo7dw5uA6TU8qB+hCmrhrEpHgT9w+r5Zse5SpWh4TCQnkAJDof26rDAiDR+ThQH0Jek45t1WFIBR/zU41MjO9gbXkYT3XppESrnXw1q5Cn85L49pwfAJEIPt6cfI4H9qYHSmz2Nxi4b2gtzXYZ1RZ/RtbrE1hZGom/ePPCxOD4vhM1h2vF4rBmp5vXD5XQk9R2uLaVD46Wca5HCVpZu5VTjR3sJQKf4D+43hvOAXsG22052Loo8fnOJAYratll60+dx38P2z053BSyiwmqEm5quoE2rxad1MyQsr1YlVpK4oeyW4gFKzxg2IBeYueJtsWBa09WFTJEWc12u7+EpdIdycPGy5miLhCVmzWEp5I5cjhnf+x2k/T4fLyddy5gbXw+1hbX4e0Frv/7C+f/ufilx+bq0m7tJ6tHyqHGEOo6FZi6dDStHimrSyMZFWMJmK00WBUMj7Lwm9wG7t7V7f57db9GhkZ18sTBFJ7oSiLemF3PgHAb6yvCeft0PHKJj0VpRjRyDzLBx5aqMEYvH0ZEiJuIWB+9TVH21+v57lxkQB9zVLSZ6UntVJiVfFEYjdsnIUln5+aB1Zxq0fJh19pZL3fz1Nhy2hwyXj6eGBDlfXRkFRq5l0cPpAauUdCqZWpiO+3ObpaUv0Lgwo3NmWlxHG8q+bvH2fpIdFWYrCKZBYCVBTW4veLt1SFnJirWs7qHbpANJUcdqbR5NRzrKhGT4OWxsB+Iklp4qW0Wf2m/GCJBZ2tnUOVBDgyYA4DZA0+2XcL1uj18apkY6HOa+ixrrcMC/27z6dhgHchWu/i5LDAMYHB6MjR0r/2qTFY+O1kZxEzY1musAkRplVRaghNn/674W8nPyy+/ioceegSTqZ1f//rKXwQoGjgwiYyMGDQaJVFRITQ3+1keCxeOwGp1cPfdc3jhBb+cgiAIPPDAQtxuD0eOdG/8588fztKlY3n44S/p7FH2d29GFRqJl4MN+sAetNMt5Zm8ZCbEi4XM3R6B5mYJtbUympokhGi83JRTT/8wG3NT2/i6OIrddaGB4/VyNzfl1LO+PDzwHlEqBBYsGEx5ebPITOaOO2aRkRHDkCEpAeOZmBgDU6fm4nC4+PjjHXi9PgYPTiY7O4HqaiNTp+ayY0f+BfueC/8Go3Rmegzzs+LYeK4hMAazI/Vcmp1IXl0bP3aBm2qZlD9NycHp9QbmHX+5dwbpoVre7gHGjNa4KNuyGtImBdrkuBmrKiVeZmKu9gwlzmgeNi5FioeMzjLaPWoiO+pJaCqkeGgGTkn3vjVD0Yxa4hLpAmZ5q1FuP8jUgZNQZQ0h3KBnfUk9KwtquXt0JmuvmhA4dl5WLOu7dIcE4K7RmZgdbm744UhgnD4yYQBjEv1C3r+Efth/JVAUFdX3gmtopIUTXXRzpdTLnOQ2Mg02/nq0+we6op8/s9Izmmxyai1iVNLtk1DQGkzjO9YcnJk/3KgPqplubZV0gUTdsbcuhKI2MTCwuSqMsl56Cufa1QEg63x0uqXUdAYjp0Z78E/Y6ZLi6oUiS5HzS3uIqBUycIqv4vIEpxwcKq1IzwCgxaMjU97IOVe3Kv9kdRFGj5ZVPWw/+8vrOeUQi2QWueK4M2QbZ3oIh+mtbbTpxUK5u2z9iZe2B91Pf3kjRx1pgX9nyRu4IWQvKzpHYe1yZNMKDuJlwefWe4LLE4Q+GNFhfaDeQJCQ5y8VHR0m0tL8nzEkJISiooJ/uo9/JDPqdPa9tF+//jhms41Jk3LIy3uW115bT11dG5deOgadTsXhw8/w+usbyMsrZezYLKKiQvj669/y0UfbWbv2KElJEYwenUlmZiyZmbF89NF2AK66ajwjR2YE9QmwZcsJ0T34y0a9Io0DqeAjWe/gsvRmtnREkpyawPsf/IF+/eKZN284BQW1mExWrrhiHFdfPYH6+jbuuWcO+fk1TJ2ayx13zEYqlfDQQ4vYvPkkAwYk8NvfziMxMYLbbpuJSiUnJETDHXfM4r33tvD5590ZQL1exZgxWTidF3ZkhqsVtPZiXu2rNnLNqkMszUkMMN3a7S4uW36AtVeN57Z13Ru53209zYBIPb9Zk0dLV0b/0xMVxGiV5Dd3BCatnRXNP9lnzf0LeHHmEIbFhJIQouaqQcmoZFIubT5EnlONTxBIMJbTGZvI9M934eraFa8uqGX/jdO4bPmBgOvRG4fPkRqq5ZszVRyp82c+15c0cOuPRxkQGcKnJyoAf/b30m/388HCEfx+W3f99q0/HiUzXPt3++wZ0j7G8P9VWCxmdDp/Bu/w4YPcdNOtF7T/Jpv4HWR2Sqk2B7O/tteEBmmgfF4QHbCZB2iwKmmxy/m2JCrAVKjtVFFqUnHGqA0YOOysDcUHQUYLgiBBJhNw9xD5GB5t5mybRjQnSgRfwGDC4xNYVxHBmFgz++pDe3wuBctLIjnb2p2A8PoEPi2IEemwABxr1gb95v4N9gV8EH5CV2VyShR7qrpZChFqBfH64LWHpI+JxWhzBsbO+ah0RwZAovNxypkYAInOx35bJus7B9PWlaCxyPRUR2Vhl6tFk9h7HVNJlYutiHfZB2DtdY1On5ImTzCjVC4LXqOEKhWkGDRU9siwD4jUkxGm45Ou8QwwOj6Mw32Mz/+U+KXHZu/xYXFJRSYo4AeG9tSKv/djzTpsp+JEbPoV56Io71Bh7SFM/2VRDA+PqGFnbSgADo/AmvIIVs8/y507M2jsSlYaO2QgD17L+UBkonKkSc/8NCMrSqIC5aDVFhVHGvWsq+hO8JpdMvbVG8hv1Yg+4xun4hkRLd4YttjlVFt+2USn+ydAp/O6RAAGpZwnp+RytL4t8NwqpBJuGZ7GqoIa7O7uPtLDtEFzsAI3EkFslgLQ5NFzuofwuxcJh+wZTFIXU+Xp3qtY1KFURA8Iuke91MHymLc5aE9niLIau08hAooAEAQUuES6mhFaNYMTY9jbAyiSCgLjkiICmijnY/GABLaWNQXmT4kAKaGa/1Og6G8lP1NSUgFQKJQIfS3IL0DU1LTyxBMrAL8D2uuv38D27af58MMdrF17lNjYUD766DaqqlrYsOEEN9zwNhkZMTzzzFVUVDTjdnvYuvU08fG3EhXpRaf1YPA6ydBY+boomlKTOmhvCBCiEK8XBcFHY6OUpib/uO6wSlldFsm+y06ysSqMig4l0xPbOGPUEqVxkaB1cM2mbFL1NtJDHTikUk536hkz+nF0ehXXXjuZ8HAtAwYk8Pzza7jzzo8ICVFz773zSE6O4L33tnLZZS8DsGTJGB57bAkvvbSWG298BwDpBTYicP4Ea+3W4Wl8eLyCLWWNpIVqeGPuMOQSgXfyShn87mZ0cil3j8okPVxLvdnOzWvziNWq+N34/ni8PiQSgQc3n0ImgaX94yitraelvpaTVg2apBzmKE9S6ElAJTgZpKhhTecwFmuPoZY4ubzx9m5ig8bHRUWbCe1sptmQwKCOfIrCcrD4VKTJmsmW1xMnMSHDS6k7miGKKsI1nVQMvwh1TQW+cydYlrso8B58dPsZcqJCSAxR88cd+dSZbSzNSSTZoCEtVMML+4uo7bBx/dAUBkWHEqqS8/z+Iv6w/QwDIvVcOziFP2w/c0F/g/9KoOjEib6t376aXcQP5eHUWRQcbAjhpu39kEu8LExrIUHrIjfCyqzkVlxeIWA3D7A43UhuhDVgcw9+yt7lWS0iq3qFxMuV/ZpZVx4uAoYWpxvZXWsQiV1HR3swmSS4XN0vqeFRFhp6ZIMA0g12EnWOwEQNMDWxnX5hNhFTaEikhav7N7O6NDIwAYcpXdw+sJ6dNaEBAbMQhZvFGUYarIqAbSpAuNxOs+uXBSVsTmdASwH8NNa7RmWwtayR+vPuXz4f033HQK6l2NXNzJqnPc1MzVmebZtHiSuGLHkjxc4YlIKbyapCTjmTyFbU8efw73m+bS6bbd3ZkX7yBu4L3YxK4mKLNQdnq434sjMczZiMSdv9+/WXNzBWVcpXlosCbVI83Bqyk3GqEn60DkErODnrjGVq3cPkyuvIkDehl9i5Rn8AteDiHdPUwGQrxcPN+t2csCXRhn+xaFDKuXhAAjUdNtZ31fUm6NXE6oJf+AD5ze0/+3v/RyIkxBAAd8xmMwbDP6+/8Y9kRhsb+0b/H3vMz8x59dXrGTIkhc8+24XL5WH9+uP8+ONR3n//Vj79dCe1ta1s2nSSzz7bxfHjz/P990fYvPkkAJ9/voudO5/g+PFyVq7065StXHnoJ/scOzbYHWVMbAcauYddNQYEAdJD7Dy4r1sTQG9ooV+/eFatOsTSpS8Has/j4sK46KJ+jBz5e9q6svp1dW3cc888Jk78Y8Am9cCBYm67bSb33fcZr73mp5QLgsCcOUP4+ut9ontZtmwfpT1qpi9UPD01l9u7Sj17xqHaVqJ6Ccrb3B5W5AeXvX1fWBcAic7H7soW8pvF2ayf6vPbM9U8uOUk1q4M7CcnKth1/RQKldGURKTiEyR4JDJUKp1oo9vp8vDu0bIga+ydFU1BgM6eqhaaOsUL1Wargx96WaECLD9T8w/1eT5uGn7hxL9/bhw8uJ+//vVpFAoFY8ZcxIgRoy5o/xOSOlh2tvv9NDXRxJLMFtb2cE8KV/r18r4qEtvrRqqCVSpa7XLRXAhQZlIFbXDLTSqyw6wiA4bFiwczceJkbr/9PSwWJxfFmpEKcGlGC9trQmmxyZmf2opBEXzd8j4W1b0TLgBxGmeQOcWIaAtJOgfbezijJuoc1Fgu3BKpxRpcogr+MbSoXxx7q40khaiZmR5DiEpOqEpOe5fzzZLsBKalx/Dh8XIau575aK2SW4ansr6knvzmbs2Cy7R5tHq0ImBopvosde6wACgEMEBRL0rCAHSqQpD0Etd3I8EgEZdMKHAxUlnBkR56KjrBzm/0ezjqSA1shodF6RgZH8aCrLhAdjdCrSAtTMvVg5L58Fg5zVYHqaEaJiZH4vL4+NWgZE41mkgL1VDQKH7f/KfFLz02R8d0BDSIAK7u38T+upBAqSXArOQ2LC6pSFMrNcROb1qIzwcdTvG4dHr7ToiebNaK3AABvF4VL754OY8//jUOh4tr+zcRowkehyVt6iCjlxqzIkhTyOSUBQnlOz0CaSF2dvRokwo+ru7XxOFGfaAP/3uj7zXVvxJFvTQ/zofD7eUPEwbgBQ5UGxn63hZyo0K4dUQ6KpmUkXFh7Ks2csPQND4+Xo7D4yUtVMuAiBCkEoF9VUZMXUznpdrDNHtCGKs8x0FHd/n7Iu0JEVAEoBFc2H3B63WlK/gdMlhRzShVBaNUFf579klFSVedYGecyp/I+czsZypIPG4uH5JETLiOfhE6io0W5BKBXw9OobS1kyXZCfxYXI8PP2sjr66V+y/qR36TCavbg0Ym5cc+5tl/Z/wjyc8XXniWa6+9oc/z//WSUH+096gaOHq0DIlEwqef7gpIDjQ0tLN58ymUShmHuxJppaWNvPHGRk6ceI6UlDsDzmb1DXDzkGZaLLIAi3B7TSiT4ttF15RLvDw4vAYJPtZXhmNQuBmZY+dQqbgaw2iX88dDySwv6X5P3DXY/3u92aNsrcGm5J4hdawv9s8VJpODzz/fxZYtD/Dyy9sDjmwdHTaWLdvLLbfMoLi4uwRx5cpDXHvtZL76am+grbdkxC8VHx6vCOhxlrdbOdHQjtfn42TXnGFxefjoRDlPTR3I8/uLADhDB8cb2vny0tHM7XHP+U0dDC/bTVX6JBAELMBGRySfRX3A71uXsqJztP+aHZO4z7BJXP0iCFRHpHMqZSydav87eLCsir9GrOB3xqUBoXml4GJZ9Lvc0/IrdnvC/TmopEwucp4KSghsLK5jeUEtbV3Px8lGE+/OH87vtp4OvE8+OVHJy7NCee1QCYVdbKrCFnNg33kh4xcBin6qbvT5559h/fofCQ0NZfbsedx++78m/Bcd3fcmd9rqQTwxpgqz0xuw2nV5Jawtj+S7uWf5uCCW3+5OJ1rt5NKMZjqcMiSCj921IeytD2FxRgtNVjk6uQezU8rTeUksTDNS16lALvERqnDz8vFE5qW2UWlW4vD47Xq/Lo5iRlIb50xqWu1ytAYf7e1SYmM9GI0SrFaBi2LNRKmcLEo3sqo0kk6XlCSdndQQO16fnwFValKTFmLHaJexpSqUealGWu1yIlQu6i0KbtmWxaR4E1q5BwQ4165ixveDyQ3vZH5qKzq5hyarnJnfD0Il9XJpegthKjdGu4zvy/6xcr2fEy1OH642C89NH0Sr3cmnJyoY89F2+kfomJqaRKvZwrETJ1kdNp1MSTOZmkaaPCFEScxsteZw1pnAI2HrafVoWdp4e8CKUCs42JHwHCccyTzfNhe14GSkspzjjmSy5I0MUtTwl7aFXKE7zF2G7bxUnME+bTaRpjqcMiU2pZ4EaStDFVVssg5krvoUx53JaAUHOYo6HjJezgBFPU+Hr+K6ppso6KrtPuNKJFzaybMRK3nVNJOD9gwmq4tw+mT4ALXg4gHjlcTJ2tHV1zMsZwAlPhXzl+1FIsA1g5JZ2D+OP+7I56GuEqTe0Wj595DrR40azWeffcLFF1/K7t07uPLKX/0i15k3bxDr15/+yb8/99wPjBqVIaqF/v77IwwYkEBtjxKMiopmXnxxbQAkAr9G0GuvrWd9LxDkp/q84YaRpKe7qKmUopZ6mZncxg1b++PwSNDJPbw3rYTf7UsT9XW2wIvH4+WFF9aIBAo/+mg7arUiABIBnD5dxV//ujoAEoF/Qn399Q0BVzQAn8/Hiy+uJSEhnIqKboG9xMTwf7iM9p+JP+4822f7sNhQxiVG8GOPiV4hlbCof3xAV+x8zMmMYXVhbWCjCjAmIRy9UsbmHuDWT/W5p6o5ABKBH9T54Gg5h8KyA21FCcPo1yauvwYYnRDGR8clIoHpcUmRVJmsgUXA+fsZEBnCoR7PTZhKzuyMWBErAWDRgHg+OVnxd/s8Hx8cK+PdBSOC2v8vYsaM2cyYMfvvH/gvhcA3hVFMzOhA5vAiF7yUdah46kgy1/RvpK5TiQ/weuHLwhjmprSypSoUj09gQryJealGdtcZAptKjczDjbmNnGzRkt+DybMwrZXvzkkC5d0Ao2Is/GFUNR+djaHGrOSUTcdnn51i/fpyhgxxEuIxs+WQLmDEMDqmg72XnUQm8Ze8fFHUnWhQSr1cl93ItppQqrquIRO8XN2/GanEF7AMNyjcDIq0Eql2s606lCabnFExZjZXhdLhlDE3pRWrW0K4yk1Fp5IaS99M0H8lzjb2DUpuKWtEJZOw54apXPzNPl484Ncg6heh48VZg9lW1sS3+dWsLKglNyqEm4enY7Q52Xiunqw3NzE4xsAVOfFsP5hHnNrCj9YhDFTUkuI10uTRM1hZQ5tHzVzNKbbbsmnwhDJeVcIjYeto9BhEdvcx7dXo7CbOJnUDHlfrDjJRVcIJRwqdXQzby3VHSJYZma85wXZbDnHSdnIVtbxumsF4VQkdRjc45dgjR5Dz9iaUUoG7R2UyMMbA07sLAo4t2ZF6tvx6EnesO8rTewoBv0PNhl9N5OpVh4KA4P+0+KXHZoFZy1UDm/E6fFSZldy3O504rZNL0luo71QQovDg80G8xkG/UCvF7RqSdHauG9DgB4HyusfgZVkt5IZbefxgNwNwUryJealtrCztZq7IJV6mJ7WzuixCJAhvMNjR6+uZN89FmLONRyOqKDMpeeV4QoA9KJd4uSa7iX31hoAuGcDSfi1IJATEuAEWp7dQ26ng1RPdCZ0lmUZywjrJCe/kbKsWpdTLzKQ2dtSGcn12I06PgFTi62IxXTjmwpnmvgHJqg4rhUYzUkFgV1dp/KkmEw6Pl0cnDuDa7w8H8LjbRqQzLyuO674/zGM7/Bn9ixLDuTgC3th2mK8Yx1ed44iUdHB7yHaMHh0+/AK4PUWtdYKNyeoCkmWthEsstHr9v4HCZSOr/hRKt53yuFykUr9rcE+3ww86JvFpx3hkeLlEc5QUuZGdtgHc2nw9AJNUhcQ0lXPcmcFzZ2RwpgWFROD9hSOoaOvkmb2Fgb6emJyDD3hyV/d64s5Rfo2ot44Ez9v/7vh7yc9169bS1tbKkiWX93n+zykJ7Sv60vipq2ujpUUMQtbXt/Hwwy8FQKLzUdyiYl+dmBl4okXHIyOrWVYUhUbuoZ/BxovHEpmSYOL5CRXIJV7e6kijpE1NR0f3eIjVOFlbFiHq64vCaNJ7uWA3WhXsrgtmgT788LNUVYnbm5s7AvIQoj4a24Pa/h3R27Sl0tRJZy92vtXl4fsisQaU0ebk2XXipC2CgLJ/DPQqe//cMo56T2j3uV4dha44eodDrg6ARACnXMlssg3idA+dW4dPzhumGdR6xGt+n14Dvaa5nZvX0xYl1jr66nRVACQ6H1vKGoLWr8frLzwD94IDRX+rbhTgySefZvLkqT/rGk1N7X20CjRaFdy/J405ycFf1Htn4gK1nvVWJRsrw3lryjlu2NotRFVlVvHtnALu3JkZcI0426rlz2Mr2FYdysaq7h/4huwGlFIf757pfmimJ7VxRVYLfzqUEmiLivIwb3gHa/aHBBa842JNPDqqmjt2ZPJ+1/kamYcvZhZx7Zb+AT2G00Ydb08p4Zm85EA2dkdtKDfmNHCyRUthm38RkN+qRS3zs53ePu1Hix0eCavKInl3agm37eheCP7SYXK42V7RxOkmUyDzWWS00D8yBL3XSVOYf+A0OMLpL6/nxpA9/M7Y9SJ3whFHKrM0+QGQCPyU9vdMk/nIPDnQFiXtYF/CMyyo/20A7f3GMobvY1/nu9iLAw4RMpedy+tWUpc2kK87xwbOfyxsLS0eHe92+J/Fw450ihwxovI18NsBP9m2iG8tY7pakpiiKmSUqpwX2+cCUE8oyjA7FrOZArt/I+r1wZenqxgcY6DI+NM1tlE/UZJ2oWPw4KGoVEoWLpxNbu5Ahg8fySOPPMizz77I5s0beP31V6ioKOeGG67hk0++/JevY/8bFtBAkMBzj7/8Q8f+o20AaWlpDB8m4aohTdygr2bCd0MCDAOLy69Z1DskEslPXqPv9j4+yU8c9+qr13PVVa9hsznRapW8/PJ1ZGXF8s03+3A4LlxdcXMfgttDYw18sXg0meE6ioxmlp2uIkan4pXZQ5nXL44XZw4OaBTdOyaLy3OTCVUpuGPdMSrarVwyIJ4np+bSanNy7erD7KlqYURcGJ9dMqrPPjf0EL48H6f7em+7nExMjgyU3izoF8c1g1PQymXcv/kkjRY7vxqcwn1js1jQz78IP1bfzsTkSN5bMIIwtYLqDivfF9aSFqrlnfkjmJkRw+kmE68dKkEuEXhsUg7zsuL4cvHov9lnz/gPMz37RcPrFTjRpGP0cAdbdqkC2a1zJjXvTi3h/j3pAfaNVPDx6YwiPiuIZmtNOHvqQskO7+TSjBbaHDLyjVrmfJ9LboSV+alGGq0KQhRuDtTrGRzZiU7uodSkYlhUJ1KJl/fPxHLNgCa2VIWx5rB/YVtTY6G+HlKilCLm7uHGEApaNRS0adhRY2BWUhtNdjlamQe1zMsl63KJ1ThYktmMWuql1qLk+q39kAl+UeCJ8SY+LYjhqSP+cR+pcvHt3EIuW58deC9UmVXcN7aO7c3hnGy4cIwFgPymn2bH2N1ent5dIBLWLDZaaLU6RXby+c0dLOgXx7byRsq7rONPNZqI16sZpJOwXdIvsOgcIK/jobCN3N7868B8epGyhHVxr/JK+ywW1t9LorSVWerT1LjDsZscmJR67HI1OVVH0IRISU3w8LV5DB+bJzFJVcil2mOccibysdmv3yDDwztRn3PMkcI7HdP8F3aBQTAyKF7L3q5Mp8Pj471jZfxxUg5VHd3spIIWMysLathf0w32urw+ntlb+B8PEv07wmyVst8cRpTSSV6Dn3lXZVbRZpfxpzFVPLi3m9HVL9TKynn53L4jiycPpyLgY0lGMwk6JwWtGlafi2CNJIIFqUZUMi+dLin5rRqePJzMwlQjxe1qFFIfkWont+/MJCe8kyi1i+J2NRKNgM8n5a231pOY6CFB7uXd07FsrwllSpd4vABY3RKWrMshRW9nVnIbnS4J8VonnxfE4PHBvBQjOoWXTpeExw6m4vXBlIQ2MgwOBAE+PRvNV0XRSAUfj46spMGm4KMeepuLMo2caNFT34cMw8+J9s6fFk0/12rB2ItdW2Q08+zeQtGq5eMTFUgEIcACADhQ08pNQ4ZSG2EMtLV4Q2j26DntTKSoa9MpwcNjYWv8ovKWi7jfeDUAF2uOkS5vZn1tGi0eHWeTRpJZf4ap7mPsy5zJausIVltHME1dwNW6AzzTtiBwnWprGHeE7OBkD22U3fYBjG2tpzy1e0/g9Pr4+nRV0Ibz9cPnUPcS4P/wWDkx2gv7XvxX428lP/Pzz/Dxxx+wbNmKX+z6Op0KS1eid/DgZGbOHMywYWkcP95d8fKrX03g1KlKCno4WWk0PpobTqCQKnH2YLyOirFQ3Kah3tr9bMdqnNwysIFbBjZww5asQIXL+opwjHYZ1w5o4nipCp/Pv9dsb5cQoXPz3vgSbtzaD1uPMlOt3ENuuFVUKq6Te5iSYGJTD+dPqeBjbkwL35oEjMZuVtvYsVncdNN0vvpqb2CNGx1tYOTIDC67bAwrVhz0ny+V/FtYRT3LQgGuyE2iudPBgZrusZYepmVsQji7ewjQCz4vbScOQuo4UX+TdKUcaBeXdibIgrGENHkLl2mP8F2nP5kS5WhGb2unOVS8d7R7gxmBeokdAa9of9tf0cAsTT6vmWbi8MmYL80jSVJEkS9bVAKeroZDUnECdXhcOHa3lx09EtAz0mP6ZNX/nLjgQNHfqhsF+Mtf/sTrr7/CE088xaBBg4PO/0fogEuXjufFFzf2+TebW0pWqJieqZH5bXR7htUtZWNlcDb/+7IIkbUowObKMPbWi9Hq9ZXhSAXxbmJ7dWiQ1lFzs5SjUrXImnR/g4F99SYqLd0vXKtbytun44JEO9eWhQdR9vfVh3CuXUwXPtmiJTtcTA8Hvy7SvzvqzLYgJfnTjSbsnWZ6ZoGKXHGstgwXn+sJoy/QoKhHmRpAsyeE9zsm0eLtzlA5fHLeNE0X2Yi65SoKdf055RBb/660jAhkR8/HIWcmA+U1AbcIgFGqCrZYc0XH7bL3w9aLFuyQqThnaQ8aUY1/Z7Gr/wWV6ntHT3YfwLPPvgjArFlzmTVr7gW5xoQJA9i+vW9GC8ADDyxg2LA0Nmw4Hsi+LFo0kjvumM3nn++mrqsUKDU1ijvvnM2RI6UBQWilUs6tt84kNzeJxx//9u/2mZUVz6KLL2H58uWUu1po7qXF0mCVc/+wWh4/mBpou+22aUgkAvfcM5fDh88FWEU33jiVm2+ezhdf7A6wigYOTOKee+aybt0xjh3zLw5CQtTcfvssZDIJb765CTgvZLiA2bOHUFPzLidPVpCUFMmLL67hxIlK4uPDKC8PztRcyDh+6yzAbwP/wcKRfHzxqIDmicfr487Rmdx/Ub/A/QKMT4rk3D3z8Pp8gWNlEoFd10/BR7dmSl99ZoRp+Sa/OsAqmpAcyZW5SbzZKxMZZqpl+68ncqKpA4VUwuCYUADmZcWxNDdJdO30MC15N88QXdvh9vDtZWORCILo8zw2KZu/TM0VfZ6/1afkz99doG/6vzU0yFQJ+BADfN8UR4lKtDw+gW9Lotha0z13FrRquTTDyLFmfUAj8GSLDrnEx7i4Dl4/mRA4dnRMB98vKGDR2pxA4mTluUgGRXYz9QA8HgFnr+wewJrycD7ssXEcH2diZLSF17qu0e6Q0WBV8vDwar7sKpNz+gS+L4skO8zK6R6OTi12OW+ejAsqT1teHY3TIaeveejnRKzubxsXhKqCN799MU5LWzsp7pV8OFrXRkRoMnR0b2gLXfF8YJokWpQecGTxfNscvu1KmjR4QomXtvFKxNdc4bw9sDBtCYljSeNavuu8OHD+bvsARior+CaQNAE3Ul4zzQwqkzFpIrDqdGDrvk+nx0tjZ/Dn8fSBykaoFcglQpD+0v9iREenUFEhzoqbXTKWFYm1NovbNbxxMiFgjOJDYHVZJM+OK+8eg16/0+dfxpbz+MFuNm2VWcXXcwr5OD8mkFA9Y9SyOKOFWwc2iMSljUY3Rp2GQ0XdZf0jos1kGOwB/c+CNi0Wl5RXJ5WxZH13Zvxcu5o/j60QXXtnbRiXZZ3jxaOJAWDY4xP48GwcHq/4HbC2NBzphTEhFMVP2W8DLMlOJL/ZxPIeJdrZkfqAQ2fPcPWxQTa7CRKuLHNFBUAiAC9STjuSSJc3i9p/sA7nj2HfU6TrF2hrCknAYz4mYitst2UjR5xs8iHhRC89T4B2qR5Pr1IXs9NNL5MupIKAViH+sjVyKdlRehHY+38Vfyv5+eSTj9HS0sQVVywmJCSEzz//5u93+E9GdnYC8+YNo6nJxLffHiAj426ysxO46aZpNDV14PX6memRkTpycsIoKWlFq/WSpHPQme/iNzltbKkKo8GqYEpCOzLBy6J0I5+cjcHplaCRebgss4UqsxKNzCOSJwFYVRrJjhoDhxvPz2k+Ro1yMj7BTLrWzq0D63mmy9hBwMfSrBaStXZKTCoONYQQpXYyPbGdE81a5qa0cqhBj17hYVG6kf2ntYS67QxMcFFtUaFW+2hsrOeyy15k6tRcDAYNer2ao0fLGD78dygUMq67bjKZmbHs21fExo0nLvj33TsiNQqGxyXRanMSqpTxzJ5CNHIJV+QmUthiJkIlQ27tYMfefYTaoF0bhczrYoSnkKz+buIkp9lpy0YieJmqLsDiVTFXc5Jt1hxA4Gr9Qe4O2cweW3/K3f73Wry0jdHKMq7V7+c2w07MXhU7D8o4ZY6lMro/Hql/HoyQWLhBv4dTziQOdJWZ6gQ7V+oOESsz8WGHf15OkbWQK69luKqK6/X78CJQ5opimy6bSxxHWW8bghM5YZYmDmw7QbohjBpDMp1egYnJkZxrNWNQyZmUHElxq4WRcWF0OILLgX9uXPBd6t+qG7355tt4+OE/UFZ2jnvvvZO1azcFnf+P0AF7CsL2jhCFm+uym4hQu/m6KAqD0s3dQ+rZWxfCkR601xCFmymJ7XzbS9h6fFwHK0oiRZnMrFAbRe1qmm3dC7kknQOvTxDVcYcp3YQrxS9ricTXp7ixXBI8M0Wpg3/gnAgrh5tCAhpEAIMiOglTujnY0A0CjY4xMzrGzBeF3RoSEsHHpRktrC6NDAKgfsm4cVgan5+sDGgVAczJjGVXXj31dN9zhMRChrxJVK8txcM1ugPkOxMC+gdLtHlESTrYaxeDPQl9iEurhODv0AeoBKdIQDtCaiGcTqrc3fTMMEknL0V+w2Otl3LKmcQYZRlPh6/kjuZf0+rs3mDESU0MVNRyyJERaJP7XETVFVCV3K1/FKNVcuuIdFYV1Ipc0HpGT0T8/4U4cqSsz/Ynn7ycY8fKePTRb1Cp5Nx333xCQ7WUljayatUh0tPvZsmSMYwenUldXSurVx8hIeE2xo7tx6uvXkdzcwfbtp1h6tQnSU2N4rnnfoXd7vqbfer113HFFWMx6A2stCcyJ6U1UIICMD2pnVa7nPkZrRT49MyZM5wxY3KIi7uVlpYOpk4dyPjx/QkN1fDhh9v58MPtDByYxC23zCAuLowNG44THX0zsbGh3HXXHJKTIzl3rp4xY/6ARCJw1VXjyclJxOeDhx76khtueJtLLx3Dp5/ewaJFz7P9AgvO/a2oN1t5fl8x7+SVIpdKeGTCAP4wMZvPT1bwwOaTtNlcLM1N5ONFoyho6eCaVYcoaDEzKj6Mr5eMJUyt4FerDrHxXAOJIWreWzCCuZmx3L/pZFCfJruLnRXNXDskBbVMypCYUK4YmERzfR25VYc5FzcIryAhtbEAszKEO1bt5c5JQxkcE8qR2lZ+vfowRUYzYxLC+eaysegUMq5eeYgtZY0kGzS8v8DPGrp3wwneP1aGUirhsUnZPDx+AB8fL+fhLadot7u4cmASHy0ayalG09/t8389rrlmEpdeOppNm54StTdrg/VL5NLguauhU8HRJrHRw9EmHa29zBYON4bwVWGUKHHSYpejkoo3WILgY2SWldZ2aQCompXcJtJhAdhXb8DWS+ek3SELgFA9o6IPgW6bVIp/huiepC+9dBpKpYEXX1wbdPzPiRBV33OwRICrBiazJDuBNcV1ARHctFAtd4/J4ovTVSJ2zdWDkqnqsIrc0makR+Px+ig8272Z1QgODBJx0kzAy3FniqitzhPGis5Ros2sVyKjSJslApkAipxxOHzi39TiVdKvlxGFVvDyq2HpHNvcXXKdFqrlwYv6s+x0FcauzxinU3HLiHRONLQHtBV0ChkPXNSPicmR3L/5JO7/cbDo3nsv5eTJioCDEoBc7sPd63kS8GFxiX8vr0/geK9xCbC9JtgQZn+9nm09NLoAtlSFcbZV/H6srZVi1YlBzaNN+qBETLVFxcZK8XV8CH1e+2yrhtZeydxWu4wwrUdkfafXq5gxYxCrVl1Yp0oJ9Gn2csmAeLaVNRKhUTI5JYoDNUaGxhi4d0wWlSYrZ7abAnDyTcPSuGRAAl+ergro4Q2MCmHxgHjeO1JCQWv3GnCWJp9jzlTRtXQSO7U9ylzOxxar2K3MJVfRoIwJOi5MErzGvFh3goOODDx0MUI9LqbHa+nfP17EOrhxaCqtNlegZA7g7tGZGJRy7tt8IsCwvXNUBtlRIZS1df5HrF1/Kvm5fPn3v/i1jxwpZcGCESxffpDWru+ioKCW3Nwkxo3rx+9/vwzw6xIplT6emF/De9uiOF3jH0+7agy8NqmUCJWLG7b248eutem8VCOzk9t58VgCz+Ql82xeEjfkNATp6mlkHpF+GQhUVMiQmdW8UzIMp0dgfJyJuSltHGnU8doJP1gcpnSxen4+H+fH8k0PDaPHRlUxO6WN6asGBeZnAR8fzynhkf2plHeJnm/ffoZLLhmKwRBBfr6f7ep0uvnyyz28887N/xaQCPxsPYkg8OC4/iz+dn+gvaDZzLXec3zpTcYtU4AkCrXGzoeat9nIKL6zjuJQ13T6ZNhqatxhfGCeEjj/d6HrGKMs49HWJXxq/jNDFJX8PnQdVp+ClZYRLGz4LdHSDl6P/IpkWSurY35NTXICelsbels7YQo7RBoYW/dH+svq+H3oOpw+Geutg/hV022ESjp5Mux71IKLP7ct5OHWKwD4rWEzQ5VV3NR0A+6u8TpPc4LF2mPczTUU6/y/VUR7PcOqDrPPuwCPxH+cUirh1O2zuH3dMRG76ELFBQeK/lbdaFiYPwuZnp7Z57n/+DX6oj76iAjxMDrMxCP7U7k43cjqBQU4PQLrK8KQCl4WphnZVWsgUefg5twGjDY5i9Nb2FgVhgBcO6ARBLi6fzMrzkVic0sZEW1mdkobESo3b5+Ow+qWEqFycV12I612GedMKjqcMhQSL3cNqUMr83CkWY+rK0uZkeGmX6iDmkZ5YPCNjzORG97J4AgLp7oynJEqF2PjzHgRWF0agcsrYWK8iX5hNq7Iaub7sgjqOpVcFNvBuNgOyjpUOD0ChW0aRkRbuDSjhXyjlnkprRxu1KOVexgVY+bF40mMie1gX60Wh++XLXOSC7CwfwIfHisnUqNgWmo0laZOsiL0VLZbsHSYiNK4aJZFECkxc6nuKJESM1nyBkpcschxc5kuj0OODF6J/AazV4VacKIU3JxwJpFha6TU7Z8gL9ceZoC8nhHKCo522YqmyFq4VHuUHW0ZtCr8z5rU42JAZwkLkiv4a/s8fEjQCXbma04SLu2k2BVDsycEleDkev0enD45y2PfBaDTq2CTdSCT1EXUesJo8oRgkFiZpzmFQnAxWlnGYUc6kRIzmd5qSg0pzEkOxSVVYFDKqTR10u/NjcTrVdw2Mp1384JBFOl/kr3SBYjbb5/Fhg0ngtrj48P405/8izun083zz69h7drf8dhj3wRYO99+u5+xYzNZteow5V0WlgcPFhMba8Bg0HDwoN++tqKimZde+pGnn77y7/b51Vf7uPvuiZSXb2bekHqS9Q7OtmoYGG5lWVEUbV2WuyolXHfdUiZO/DPOLnvJbdtOM2FCfz7/fDdnuzZgZ85UExGhZ9iwVDZt8usn1de38dlnu3j//Vt4+OHusr2vv97HqlUPcuWVrwb6/O67g2RkRP9bQSKAjSUNvHrI//05PF4e3X6G3OgQfrMmL7AR++ZMNYOiDXx1uipgNXqkro3b1x0jK1zHxq6NXE2HjV+tOsQbc4YG9TkhOZK71h/ndFeZjVIqYe+NU1HJpOw9cJDEllLSmvyU/b3Z8zBpIzlb0MynRVvZfu1kfrM2L8CWOFTbyp3rj5GgV7OlS1SxymTl6lWHeGnWEN484heIdHq8/G7rabIjQ7hl7dFA7fpXp6sYHG3goxPlf7fP/+VYuHAEO3acIS+vlKVLx7J27VG8Xh9jxyajVnfS3F4XcFTJjLSzJLuFrVWhmF3+5YNU8LEgrZWzrRoRQDM82oJG5qWsoxts0svdRPaREFmYZqTMo6G4VolcDjExHqqalDw/vpxWh4xYjYtpie3csLUfhT3Y4GqZhyGRnRxr7k4CaWUeFqQaA5bb4Ncrui67kX31IQENI6nUhzVCxchwFflnPTgcHmbMGERjowuHo545c4Ze0EVvnLZvQPI3Q9P48Hg5X52uon+EjjtGZtDYaWddST1pr61nYkokk1OiaLU50StkvHqomEHRIYQoZZxqNDEo2oBGLsWglJMSoqKyw47U62ap5gADNM0cdGQE3Duv1B3Gg4TiHqwFg8RKrqI2QKU/H0m2as4ZsgLnAkzVFKCSuFjZQwR7juY08dJ28u1x1PoiUPrcXDM8k2P1bSzqF09jp504vYpWq5O019fRL0LPZTmJJIaoOV7fTvrr69HIpNw4LJURcWHUdtiY/vku7G4v6QYFJe3/uyVol146mpde+pHU1EgWLx7Npk0niY3Vk5KiotVYg7LJF3DXvTS7lbERJvKausdg/1Ari9JaRRtC8Bum7OgFCg2KsJKsc4gA1bQQexBzXiIBvcZLWw+cQC93MyzKEhhbAPFaByNjzHzQgwEIMCWhnV21BpG49cT4DhxuCR+d7WaDxyV6iYsTMOYJeDx+l6K7757PgAHx6PVakY33zw2dFNr6QIq+L+wGUxL0auruX8D8ZXv51erDAExPi2ZKahQlrRY+Ol7G23mljEuMYGJKJFaXh5UFNaS8tp7sSD3zY5WcyC9gsiyf0TEVzFDns9XmZ72GSSxMUBXj9klZbhkduGaYpJMhyqoAK+F8ZHWWUqlNwdW1hdMLNu4L3YxW4uQry1jkeJiqLiTPnspVuoNUO8OpaFHhkGp4R5eNobKZXw1KJkyloNlq57ebTuL2epmTGcOUlCiON5h4ctdZPD4fFyWG8+vBKeyqbOapLh2xARHB4OP/Ypw5U43RKK58OXbsHIcPnxC1ORwC0iaXaHwA/FAWgdsriNxEN1SEo5J6qe6qOPEh8MnZWO4aXMdbp+Px+gT0cje3DKznzp1iWRGfDw4UduuS7as3MDzawpoec2GbQ85H+bGs71VRs6woCqXUK0ri+BDYWWGgoUO8d9y06RixseL5zOPxisru/h2xr9rIkHNiFrQX2GGW4DZ037NNUFGkSGV1u7iC5SvLWKp7kAUAvjCPY03nMApcfhmXk84U9BIHVp8ioC/U5Anh98bLSJO3UKX2s7bOGyfJhE4qusTpi9zxrOqUkKuopbCrv3avlhfa5zJSWYHZ1/0dvmWaxnBlZQAkAthgHYzHJ8VO92cxhsShzY3DI3Qf5/B4+fOKTez+hQoTLjhQ9LfqRs3mDvT6EIxGI273v67JIenNkQRAwO6RsKHS/6OvKY/gg+nFfFEQw+6uLKRC4mXZnCLaHVJu254ZYA3dOqiOa/o1ccXGbN494/8xL4o18fz4Cl48nsiVG/0CrFmhVp4YU8nasgju3uV/cSfr7Tw3rpyDDSE8dSQZr08gXO8mKd2F1SpQVianxBPCgLBOZiS14/EJfFEQzeUbc9DKPNw5qJYItZsvCqP57W4/Q2VyQjtPja3kDwdSuXW7n3IarXaydfFpPjgTy/17/cfJBC8fTi+hyqLkvj3d7JZrBzSSGWrjjz1KavrOl1zY0MpgVWE3RTpWp+K9+cO5+DzaG5JEqM/C5rgXuKf5V7zfMQWAaImJZTHvssoynK8tfkq8AhefxXzEEVcaf25dhBspoUInz4Uvx+OT8FT7QpZ3jkaNgwdDN4APPuqYyK+abkMltZHaWICAj+aQeFbELSbB3MqrEcvwIOFN03QeaV0KwFXaAyzWHefptgW8YprDK6Y5TFEV8nLk11zacBcVXZTDFGkzK2Pf4KW22XzYpZUkx80nUR+ypnMoq60jwQAbq9q5cWgqTq+Xo126J3VmOyvPiqnj5yM7/J93H/tPjpdfXtdn++7dwY4U69cfEwlGA+zfXxwAic5HXl4ZoaHiSampyfQP99na6qO+Ppq7j6uQ4ePGnEbCVO4ASARgd8Bnn+0NADrd1y7lRC9h5KNHy4JqsM1mG1u3Bot4b9p0IqjPM2eqiY0NpaEH4+5ChgSCzH571mifj40lDUHZ+sO1rZzt4aAEcLS+LUhEr93uYnsf5XLL86sDIBH4J7D38so4HGvkvnwXzmFXEtteRUpTkciR0OX18caRc32W1NTrxeUqrTYnOyvEzwjA+nP1QQKHh2pb/6E+e4dO8e9jYP5fx9q1RwP/f+JEBadPv8g772zmtdc2ACCVyrnjjtFUV5WxfUcD1/w4gHCDm2H6TvS4kQteHtybRnqIneFRlkAZ9MDwTrRyL2dbNRjtchQSL0uzWkjUOkjR2wPC1qNizGSE2JkzwkLGYB9HjyqorpZRjYxjpZm8OqmUmcntHG/WMjGhnVMtWkxdRhSXZbYQqXYxLtbEwcYQYjROpiaYWFUaxcykVirNKpQyHxqVh8s25SDIBJKT3YTolbS1q8jL60QicXL//Qu48capjBz5CNYujS+Z7MI+Az9FjPmgx+K6yGjB5vawPL8mMOZ2V7Zw16hMwlQK3u8Snd9d2cKl2Qksu3QMs77cHeh7UHQIaydn8JtvdvCZZArY/a5IV+gOkSFrxicIlLsiKVdGcsSRTozUxCOhPyIRfCTY6qhVx4PPR0x7NeWaVKaqC6hxh9PpUzJIXsN7HVOweJTMUp8hWtpBh1fFu13aRFKPk5mmkwyfu5jnDnUnRa4amIQgCHxf5d90F7aYcXq83DsmK7BesLg8fHy8goVZ8dzZw6zgfxkkAli1yg9IHD9eTlZWHEVFrzBq1B/YscOfuEhNjWTq1HD27i3ix7JwNlWFMTbDgtTpRSu4qe9U8ucjySxMM3K8WYeAj4ERVs4YtcxPNbK9JhSfz8+k31IVysQEE6ZyKW0OOVFqJ9MS2xAEOGXUBoCdlBQ3IxKsuCx+5ySV1MOV/ZpJ1tkx2uTsqw8hLcTOqBgL26rCmJ3cyvaaUARgWlI7+UZ/qUtJuxqfTyA51MEduzNxeCXEx7sRBIHw8DDq692cPevlN7+ZwPTpA/nuu4M8/fQqAKKiLqykQqROSZvpbz9rtWYbT+zMF5knbCtv4upByTy+Iz/Qtr/GyNysWL45Ux2QYChoMZOcEcNvBsXz18o4ljWqUeLk7pCthEstfNIxkdtbrkOGh0u1eZi8Gnw+kEvcGD06wp2t/uSnz0eCsRydx8oXMR/wtWUMbp+Edq+aKxrvYIKqmEMJf+FL81heMM0P3FNGxzn0nSYq49LAB212F9+cqebby8Zy2YoDgeM2nmtkdEI43+Z366IdqGnlosQIvu1ReldotCDl37Gr+M+Oa6+dRGFhLadPV/VorUct80GPzb1K6mFQhBUBn8jhKkbjpMoslsDwIYiqV863jY/v4PKsFkpMakZEW3B4BC5Ob+GHMv86SqmUEh3to6XXUq+oTR3kqtXhkqKSekUMJb3CQ0pI8BjoF2YlQeugtkf1TE64FZnBSTk9gOH4MG69dSYffrgtSNT7l4oMlY/j61dCjBgAWpBUxlsdYudavWBHijfArgOQ40Haa7UswRcAic7HSUcSQi/AvNIdQYtbDJiatJHYPeK2Ylds0DXMPjWNHvE7zIUMl0+85ujN6D0fOaGtbOwleXjm4B70Uf1o00X3ec7PiQtnG9AVPetGJRJJoG4U4IknHmf+/Jlcc83lPP74k//yNUaMSOuzvbNT/HE+PdsNEoHfCvSTszG8eTJeVFr2SX4snxXGiMrIDjQY2FgVyg89lONL2jVsrgwXZWeqzCp21IbyWWFMYCJtNcswmSSUlsrxePxthW1aOpwyNleFYXH78blOt5R1lRF0uqSU98i67qoNZUNlGHt63HuTTcHnZ6NZca57c+X2SXjvTBwfnxXr93xTHBWkeA+//MZH2qvGrsFi5+08sSZJu6BjZedICt3dA7HJa2CPrZ/IqteJnDdM0/lr27wAwtru0/KjdQjvm6cEspw2lKy0jGSNdRhtPv8AtUvVGA1x2NQhWNShANR6wnmhfR7FrjjK3N203a87L2K3LUsk+LfTPoAX2ucGQCKASk8UO6zZ7Hd014q7kPFt52jWWYeKPuM3+dUc7yWO25fAMEBubGif7f+tsWzZbX22X3yxOFstlUr49a8no1SK6epz5w5j8GBxacS0ablMmyamX6elRf/DfYaFaTl61IzXK+D0Snj3TBw720KD7rF//3j0enGpzfTpg5g0KVvUNm3awKD7iY42sHTpWFGbIAhcffWEPvt8552bCAnxt1/oRW9fMoKX5iSI/i0AvxqcgkYufi/MTI9hbKI40zQtLZppqeLJJ16vYkkffY6OD9Z9c/t83L3hBE6JHASBhrAUGkKDtRMMSjkj4sRlCdPSopmWJr52UoiaxQPE15YI8OvBKahk4jlgdmbsP9Rn77D+mxY6/87QaoPFFXuHy+Vh27YzvP325kCbx+Pl8OFmTp7yBubYVpOMBo+KckHLtuowSk1qtlT/f+ydd3iUVdrGf9NrkknvlYSEhBJ6RzoICAqiKKjY+9r76rprW3uv6CrYsIs0aVKk9xrSe6+TTO/fHxNm8maCouKufrv3dXldcjLzzHnfmfOec+7zPPcdilzi5ssZJylsU7E0P4Y3jsURp7Hx6bST9NaZ+VdeDHft6IUYDy+PK+HqnDqONqmZ9l0/PvpBR0eHiIYG4W9y2clobt+WxtzV2Ty5LxmFxM1zY0pZ3KeBD/OjefZgIrvqg/nnqDLOT23hk8Io1lWGsqEqDKlGhDhWxp7qYIxWCQajmMZGFVOnTaemxluq4XZ7XQk//ni7jyQCcDrP7m+g9xmO87ymjgBidn9dK1/kVQnavs2v4e0DpQIC6lhjBwc7oFHj/30ftSciBj4wjuaShht4sPVCSh2RrI55gRfDP+XB1gv5S/MialRx9Ko9xpDizTSGJJAX1IfV5lwaXMG8FvEh35lzKXLEUOcOZb2lL/3llXxv7uf7HJdEjit3Ap8XNNAVn52oYmeVcPdS2mZiV1UL3bGh9Oxb+/5/QVFRHU8//Z3ggKG8vIWwsEyKisTYbCKMJjG7SzQ44xRsrArlWIuG/DY1K8vCeWxEBWkhVtZWhPF5USSry8N5cEglt/SvZVN1KF8UR/JhfjSj4zpYOqUAl1vEy0cSeOlwArFhDvr2tRMR4aSsTMpX20MYF69nxawTDIk2suRELA/vSeVkm5pNFxxDJXXzWVEknxdHsr4ylOfHlPLs6FK+rwjj82LvZ1tFEtL7utlUoaPNLMVsFVNbK+Xpp28hL89Ic7MZg8HKO+9spLCwzieWC14HprOJawf/fJWDWIRASPYUenIZOtrQTkW3TNVjje1sliZgl3nnfRtyPjGO4IQ9jkqXd73uRMJ3poFcF7yF7dYM1pn784VpGAaphmEF64lrKaUmIo0vYs/ngZYLeVC3mkpnBDusmZQ7I/jIOIpn9DP43DRc8NmlQWlEDx4jaHN5PGwqE45VgAM1gddzKsO4K5J6rOwgMaa6AACQtUlEQVT478GFF47g/vs/ISRETXZ2OFqtm4RYJ2qznQSHt2IEQCd3cn5aC58XRzI9uQ1RZ7FivMZG/wgjk5PaEHchIaYnt3JxhvAQLlFrZVCUiYQgOyNjOrj7x1SGfTaQteVh9Eq0c8UV2VRUvMnixeOQdJM1mZvWQk6YsCxxTmor1+T4n7VysZuJCXoONmqYlODv44iYDkrblYyO7SBB650b+4UbiZXZsNc4GRBrIjzURVSUC51OzJw5TzN+vFDT9fdCiKUNa3UJ7Vo1Q0UFyHCiEVmZoz5AkNhKutT/286S1REt7eBi7V5fmwQXlwTt4YogoQPaLSGbGCivELQNV5YyQZUvaBujLGKwUvi6JKmTaJNwDusvr2KiSnionSJtYmHQbkHbEEUZt+h+QNKFfj1XdZT52n0oukiqDFOU0kdexxCF/4BpoLyC7CwPmfJ6Qix/AtczOH3d6PPPv3xW4ot6Ev3pATJZz0d41m7ilU6PCIM9kEhpMCsC2qp6sMutMgS+zmAQ4+4mxFfSrgwQu641ygN0HICAem8Ao1MS4LLk9IiQi4WTl0TsIV5rE2gy/TsgkkgB/w9aLhGTFRHEuhLhZKQVBZ7mWz0y3N14S7NbLkh7B2/KX61TmIVT5xKmMQOYFEG4pcL7Wu0Ko8oZWB9f6YwIaGtzBZYJOHvgVcV4iJXqqegSIyFIyeS0aE50Wcykh2kp7qGm++RZXvD8p9HW1rN7yLx5w3n66YW8/vo6tFoljz46n5Eje/PVV3fx4IOf0tJi4OqrJ7J48XhGj87k5pvf4/DhcqZOHcBLLy1GJpNiNFpZufIAffrE8+qrV9G/f/IZxexJlNYplZAcbKWiw7vYycyMY/Hi8fTrl8Q993xEbW0bCxeO4dZbz2XevBHcdNO77NlTxLhxfXjjjWvQ6TS0tBj48svdpKZG8eKLVzBiRG9ee+0qnn9+FVKphAcfvIBx47JZseKegJhSqYSamv788MNxnnnm24CFr1J5djn8kQnhvDQtl5f2FKKQSPjruD6MSYrg24tHc9/Go9QbrVw+IJkbh/ZiRkYsN605yP7aViakRPH6jEFo5VL0Vjtf59eQHqbl5em5DIkLC4i5sF8SHx2r9JV1hankJGEJIK/sMhVR+ioaOwkjqdPORI2N+y4cwU1rDnKwro1JqdG8eu5AVDIJHTYHKwpq6R0exCvTcxkYG8pzU/rz6t5iVDIJj4zLZlRiBN9cPJoHNh2j0WTlytxUrhmUyqTUqJ+Nub1SuJH9/yiL0j2z7XTIyUkIyMqzWu1UdrtHCkU0bW1GuoqI7K4P5rUTsYL09WMtWvY0BHO81X/SVmZQUWWQ81F+NLbO17YYpJSUePWJPF2e504PggObRouco81qviz2E/keRLzVWRreFSdrVfSPiAD8fbdaHRw4EJgif4bLil+NjMies0djtErqu4hWXzMolYN1bQIjhAkpUdhdbtq6HEAkBqvRKQPXCSZH4Pd83B7P92a/eUiLO4jlpuEU2mMEc2xZdB/srQo8XYR66106PjGOEJzEAuyyZmCnm4i1w0OYSi7Q5AuSyxidGEG53n/qnhGm5bzMWJZ3yVyQS8Qszk1lycGy/4lY9wC1WoFWG7g5P3GiqluLiNDQXNwe4ebk/ZJottUIf4NfFEfS3k0baE15GDqZk1ab/7utaZGjDnPQ3Ox9rQf4rCiKXiFWgW5Yi1XGi4fiONHqL3/xIGJFWXjAGq2yTUGYKQIQkhCrVx8JyNjdtasw4LrPJianx8IPJwLasyODyWvqQCYW8ej4HKb2iua9Q+W+zNVghZS/DM9g6ZEKDF2erxdkxVPZbhZkH03rFcPGUuFauMWtDSh9cSLha+NgwdhyiBW0aqOpjfBXDpQ5I3m1fRLHujn1brFkEiYRklQqqYTzB6Szqfawr00tk7A4N4UlB8sEmcVXDkxhS0UTpi6HJTcMTuNIg15gUnNZbir/6CGr+78FX37p3+jL5R4WDm/hgx8jqEbDcTRoZS42nH+Ut4/HCpILbupXS7rOwuN7k3hgpzfrZVZqC+khVvJbVfxYE8L22hBmprRgc4kRAUaHmCs3ZHB5n0aqDQqf4LzdLaakSk5qzQlee+09li/fTVqcHa3NjtUpIVZj49G9yWikTmamtKCSurE6xTywMwWHW8Q58XpmpbRypFnDi4f9v6N7B1WRE2bi+s0ZPi3cWLWNvRcd4qpNfj0lgJsH1LK2Noy8PC/xX9FD9vpZh8eDSy6jRpVODSDxuFgWtYTX2yeywjyYFWZQY+OR0BU4PWJebZ/E9U2LEePmCu124qVtbDDn8NfWeUhwMVt9iH6KajQiK3tsaaTImhDjodARTR95HSI8mNwKJqlOUOGMoI+sjjRpIx0eFSfbQmlURpIgc0NTNTKJg6GKUvLtsfSWNxAraeOYLZ4JypNUOMOJlbajEVlZbe7PJdpdmN1KpCInR20J3NZ0CZNVJ8iSN9Di0vCtcSBrLf3JllczQZmPTOTmvY4xXNt0JSLcLNb+yDmqQm5vuYRD7mSQQ7DIAk4XZ1P1/99nuXQWcfJk94nRi2uumci77/4AgEYtwhKjIsdm5kSDd9MvF7uZkdJKg1nGP/b6sxZmp7ZwUYZX9PnUAjdeY+OqPnV8VRxOW+eEKRZ5uCa7gbxWDfVdLAwX96mnpF3pc5sASE+yYzYpsFj9C65JiXpiNXbBAndmaitzerXyYX6UL8spXOngsqwG1lWEUtlZpyoXezWWrE6xr7ZU3Gn7a3GKeWJfki+98MJezdi1EtRqN2azGJlMQkxMCFVV/knr94DN6mBwbCgH6toIkktZ0DeRSLWC9FANxZ1OUeepD9FHVkeCpJXqznrPYLGZmeojVDjD+cHid8i4OvhHPjE4BPXZczSHKHNEesU3OzFbcxirW8Z35oG+tnRzKVK3i7wgv91hf3klF2oPCDKAoiQdXBO8le/N/bB3DgeNyMYtIT+wz5ZKS6erWrjYwCTVSU7a49hq9cZUiByMVRaSI6vh9Y5JmD0KJC4H/bQibE4XMzNiOVTfRp+IYMYlR/K3LYELEYvj9Lasf0ZYLD1nTu3aVci9987h3nvnYLM5qK1tw+PxMHPmIGbOHITH46G8vAmbzUHv3nFs2PAw4NX/EYlEaLVK3nvvRgD0ehOWTjHUM4npLWX7qktvPKTF2Lm/fz1/L+rFxRdfxCWXTMFmczJhQl/27/8nACaTldraNpKSIli16n7Am11RUdFEeHgQr712Na+9djUAVVXNGI1Wbr55OjffPB2A5uYOmpo6fDFbW428+upabrxxCQsWjGbChBzuumsZxcWBp+iOs2xcEKSQcduIDG4bkeG9L3ozdpebKb2imdJrCgA1HRYMNiepoRrWLvQaCrRZ7NhcblQyCW/OGsybswZjcbh87kXdYzrcHtYuHMvqojqaTDYULVV8+q93kfaejlPsX/hGdNSR1FyMNDGMwb2t5B9xsPQdFTE3XMO6ReMBcLrdVLab0SnlvHPeEN45z/veynYzJruTu0Zlctcor8B9o8lKs9nG9PQYpqd7MywNNgc1HRZ6hWlZt2jcT8YU/f33s9H9o0CrVdDWFkjSz5o1mDVrDqJQyLjoopHk5dVw4YUj+KyLQOTdd5/H00+vENj8TprUn5KSBrZ0ea5pNB4KnIEHFLYeknPqzfIAxzGrVURKiouyMu+zWC52c25yG0ebhencbTYpzm4HMSa3BLtcAl32SOHhQVx88RSOHPnU1yaRiFm4cCxbt/rdGSMigpg7dzj795f6dInGjMli+3bhKeJvQfeyyFPoFaphYmoUequd5BA1KwvrWDzAu1kraTMyJS2aEIWMOZlxVOjNtHRqFb0+YxDpYVq+PlnjE4de0DeRW4al8/q+Yt9GT+x20ldaCYwUfK7RrUTvFh6IuCVSpK7Ah08/eWDp9DBlGTX2EPY6/fPz1QNTSQvVcP5nO7A63YiAJyb2ZUHfREwOJ98X15MVHsTwhHCO1Ldz58gMVuTXEqyQkRuj4639Jdw/Jos1RfV02Bzkxuj4ootA938bsrMTyMurRqtV8o9/XEROTgLvvLPRJ57bq1c0F100iu+/PyJ43yWXTOT774Wb+GaVCrHIIyBsQuQuASkLoJa6sbgDDypMpkAmtbQ9kLhyenpgXKUiqhyBh2+33rqQq69+S9A2c+ZgPvtsl4CsnjNnKJWVzRw/7l37i0Qin0X32YDyNGWm1e1mvpw/gpzIEF7eU8SNqw8yr088DrebIIWMQTE6nvjxJJf0TaS4zUSbxc6MjBgO1LUxODaUUJWcgmYDk9OieG7qAP6xNY/nu5BeyZYqZocdFhijpEibyJTVBXamBya73aUiWtJOg8tP1mXKG7gsaCfXNV7h0zC6fmg6MrGYm4b2YmVBLVEaJVcMSGZVYR1/GZbO9qoWrE4Xs3vHsaG0kfN6x9FosuH0uLkoO5Gd1S2MSYzA6nQjFkOUWtEjSXTWS1T+JLDbRdRXSgQlXkaHhH0NQXxbIiQC15SHMTTaICBiV5eF8czoMl467M+UXl0ezotjS7hvR6pvX7qzLpjJifqAz6+qcvDDD7s7kxMUxGvg9twa7tlxqvxKToVByavjS7hxs1/XaGuNjsmJbXxZLDws/7wokilJUqwu/7ioMytYWxHG8RaN4LXrK3SU6v/N2WUiMEr8awIXEj40jBJUfJhRkG+Ppcal82kBuRHzhWkot4RsYp89zffe78wDGa0q4sGWeb4DkQixga9jXmN2/W1YOvV9pbj4PPoN7my5hJWd+0iZws6Yk2vYmzEJe2gKABU27+vuaLnEp6EL8GzYcl5un+rb++4kg8fDvuIZ/bl0dM7F6yz9SZZu5gvTUGydZHGePYFB8kqqnGG+a/Eg5lPTCCKlBtq7zOMdHhVIzm429J+SKFKrexZl/vLLPSxffjt1dW088cTX7NnrQSLxMCbDQK66g81VIdy8JR252M3FGY1o5W6azDI2VupYXR7GxAQ9MWoHJqeYPfVaRn+Zy+AoIwnadsxOCSaHmL9s60VKsIVh0R3Y3WJywsx8WxpB/wgTHo8Jh1tM/wgj6xsjiNU5iMZGu11CarCV5YWReIApiW2YnBIStVZOtqq55PtMBkUZiVY5UEldFOpVjPsql3iNlfnpTSgkbo42a7hyYyZKiYu5vZpJ0HpFef+6KwUPIgZHekW38/VqPuy0BVapJHzwwbXIZHIWLnzld/9eDB6oaDdx9IYp3Lr2MEs6LcNVEhG5pT8S0iuEleaBrDQPJE7Syi3BG7F45Gy2ZHFhwy2EiYxcrt2BROSmyhnG31vnkCBtZZ5mP21uNSqRnc8Mw5CLHMxQH8HoVqIVWymyRyMXOZiuOkqdS0cvWSMnDRocIhkTlCcpcMSQKmsmXGzkM+NQbgneSIEjBpnIRZtLzW3NC5muPoYbESKg1a3m0sbryJA2MEdxCIXIySZLH+Y33IwcBxdq9tJb1shmS6ZP66iXtIF7QlbzcPEUvqqUQaV3Ibfs/GEcbdD3SBIBGCxn38rwP4m2tp6FgceOfYRt2/5OS4uBK698k5YWA1lZ8axYcQ8SiZjZs58hL6+asDAt7713A9Om5bJgwUt8991+5HIp9947m8ceW8Cjj37OU099i93uZNasQXz22R1s2nTsZ2PefPM0li//AafNSlKEHbNNTIjMSVyci61bT/LggysAuPzyc3j33Rv44IMt3H77BxiNVoYPz2DFinuorGxm3rznqapqIS4ulC++uJPMzDjOP/9Ztm/PR61W8Oyzi7jxxqnceOMSlizZ5Iu5ZMn1TJr0D5/e0XvvbeaNN67ukSSCs5/dEPbE1+TdNgOTw8X5y3dQ1GokUq3gwwuGMTopggs/38m6kgYUEjGPnJPNg2P7cN+Go7y4uxCH28O8PvF8PHc43xXUct2qA+itDvpFhbDyktE9xhwSrmTK15vJs8uR9D6XWapDVHqiKDGFouloQeqy4xaLSbVU4hbH8nXKeViRs3fVce4+fIzcKbO4Zt1xag1WkkLUfH3RKOKDVcz+dDv7ar1E9EvTc7liQApXf7ePZUcqEItEXDc4jddnDOT1fSXct/EoZoeLsUkRfLtgNHlNHVz85a4eY/43QCrtebrfvPk4Bw8+zTPPrGDp0q0sXboVpVLG3/8+n7Y2E3l51fzjH1+Rk5NAeHgQ+fk19O+fjN3uJDs7gcrKJkpLG4mJ0XHffedRWlrAm2/uwdlpbz8ipoMZyW18XhTlc+/USF1cld3A9toQgXhuTIybXr2cxMS4UFvsPJpeSpTKwfLCSJ+mkVjk4YJerYQpnCzN95ddB8eKSEiIYM8eE2azHalUwqJFYzEarUya1JctW/IIDdWwaNFYdu8uZP78ETQ0tBMdHUJtbRuDBt2HSCTiwgtHcN99c7jhhiVn9f7rLT0fCuyoaiE3RkdisIqndxT42m8Zms4r5w5k/Adb+LRzgzytVzSPTehLud7ES3sKkYrFvDd7CBanC4lIxJbyJm5de4hHx+dwsqmD/MIiRAc2MHJCMenSBoo7y64luLhIs488eRyPtc32fWa0vor0+hM06BIxK70nyZNVJ5ijOYTBreRF/VSsHhkXavczVXWc4Z48bjx+HnH9h3Ll2IHEBanICA+i/LaZbK9sZld1C8/tKmDJwVIem9CXD+YMI+eNdbx9wKthpJFJOHj9FG5Zc4j3u2jBvTd7CPVGKw/9m0X//2iwWOwcOvQMH320jXvu+QiXy03//snccst0QkM1SKUSjhwp54ILhrF27SGUSjnXXz+Z1lYjixaN5YsvduNwOLn44lFceGF/nnzyIw4c8GbwqKUuFmc30GqR8tCuFN9m9I7cGgZGGvmuNNwnshuqdZKS4qS2VsIph8BTAvH7GoMoafeWU8nEbi7LakIjc/sORNVyF+YYJYkKLY0dIjo6vIdJV189gfT0GO66axZvvbUBsVjMpZeO5vDhci65ZDRbtuSh15uYOnUAn322k5AQNQsWjEKjUdLc3MGKFWfP+az6NHbvHXYnKwrqeO9QOWs75+r9tW1cMzCVMUkRLF6xz/fasUkRfD5/JLlvrfeRtFEaBXk3TaOo1cilX+2h1WLjwj4JtFhsWKtLabUYWGfuyyz1YdrcGhKkrdwSsgkFDr42D+F4Z7ZQoqWaXnXHqI7ohVXu36jP0BxjlvYID7fOpdEVTKasjr+EbEAqcrNU+TLPnhhK5qRZvNhpBCIRifh8/gg8Hpj/xS5frvWl/ZK4b3QmQ5ds8pXXRWkUHL1hCiPe+4Fyvdn3/rULxzD3c7+uUVf8t+YBSsVuMkPNrO0mEJ0YZEMu8dBVklcldQtcrMGbdXewSUjAAKwqDwsQl+5eWiaVeDCbhRUsNSYF33aTH3F6xGyuCsxqLdIHOpsiAo0ssMwyUmUnSOb0GVkApAXbcLlFAtOK/wSCxIGHYA4kNLuEB1dmj4Jie6D0wHemXEHWbLM7iHc6zvGRRODN9nun4xzKu1SQOMRyCuMG+EpKT73uPcNYQaUJwKfGET6S6BS+Mg72kUSnsNOajs0j/I0UOmIwdzOksnlkSHsUmzi7G4g/JVEUHR1YKgTeTIOPPtpGQ0M7zZ01tS6XiAPVGswJUk60er9Iu1vMF8WRvDepkCs3+i3X11WG8eTIMl4+Ek9DZ8bQ/sYgkoNs6BRO1ld6J75mq4zMUDPPjC5j7upsXJ0nKEEyJ29MKObKDb192UFNMgmvji/myg2ZPra5SK/mqxl53LU9jfLO0pe9DcHM7dWMzS3hcLP3h11jUrK1Rsy89GafO5rVJeHb0nBeGFPKK0f87POBpiBGJxoE7LXF4uLrr/cHlAz8nmg22/n4WCVbK/w1thaXh3pdIoc9Kb62WlcYRo+SOmcIpU7voG31aFlt7s8FmoM+N4hmexANrhAeD/uKq5uu9r2/xBnNc+HLubPlUl+bHCdfxrzGZY3X0R7kHXhlVhefRr/Fzc2XscPlZ9Lfj1zC39vO9+kQlTkjuSn4B6qdoeywelnpA/ZULB45g5XlPpcYOzK+NQ3m+Yjl7LL545U4ozlkT6YpVKi98sb+Yk42BdZ3n4JSGVi2+GfGxIl9kUrFOJ3Ch5fL5ebddzexevUhn0tEfn4Nd9/9IRKJ2Ocq1tpq5Npr3+b++8/nu+/8jmaPP/41OTkJ/P3vX/pirlp1kNdf/57nnlv1szHff38jQ4eaOLBbxrFyFcfKVegrE1Eluli72785++CDLYwb14ebb34PW6dOyJ49RTz22Ffs3l1EVaeuRm1tG9dd9w7Tpw/wZR2YzTZuu+0DtFolb7+9URCzd+9YgSi2x+Nh5coDhISoae/BdWvkyN4Bbb8FZuD+TcdoMdt9trZNZhtXf7efG4ak+cpDT7mXperUPLPTf1++OlnDOQdKeXjzCZ9+yrHG9h5jXvrZj8TWHiMvyqtf4hJLWWEbyqqYF1lsvIy68FTqwlPRWDsIb1nNq23n+Sbo1qBo/lVwnIaGTRiU3kVNZbuZm9YcZFCMjn213vprg93JzWsO4vHA0iPeOnGXx8Ob+0sYmRDG7d8f9mVw/FjZzNPb8/musNaXOt9TzP/vCApS09QUWP5qMtlYtmwbn3zir9W3Wh0cPFiG2+1hfafFeWlpA7NnD+Gdd65n7tznfK8dNCiV/PwXueaat7njjg8BGD48HYe9BHurhYNVWs5b1ZecMBOzU1swOcUU6VWctzKHvuEmMnQWGswyOiRyamultLeLyMx0kh1p470TMaytCCVaZWdur2YkIg8Gu9eMAmBacis6rYutLWEUFckoKvJmAD7++MXs21fCSy+t8fXz2WcXEROj47LLXvO1jRmTxYQJfbnppncB77j88svdjBiRzoEDgS6VvwUa+emXW4fq9eR30wF591ApzWarz2obYF1JA4tzU1j49R5feeSm0gYOXT+F8z7d4Sv5WlFQyzODoyk4spkjGeMYXz+DFEkjV2i3Y0NKiSOShY3XkSxt4daQDVQ7wyht01AhC+dQ+lim6LcRobWjigvmU+MIsiufYI7mELsTHueoLYF7Wy/iU+MIcmTVDLDvpH1fM3eYoMXqRCyCZyb3JzFELciemPf5Tp6Z0p8ag8XXZnK4eGV3ka9U9RSWHCwVlOP9f4dCIcVmCywZLCtr5PvvD/H886t8bUePVnDeeYM5dKiMZcu2+drfeOMaYmNDufDC532lWzfdNJV77pnDZZe9yrx5byISiRg/vhcdHSdRtdu4blMGLo+IodEdXJzejEbm4s3jsTx3KJ4hUQbSQqzEahzsMOsoKlIRFeXCbhehkbjpqzFw+YZMwhQOLkpvJEjupt0uYfGG3rg9MD2plb6JFlY2R7Jvnwqn005aWjRPPjkLgAce+IT33tuMSiVn2bJb0OnUTJ/+pK/vw4als379QwwYcK9PL0wsFvHNN/cwZ45Q3uK3on+07rR/M9gcPsfPU/gmv4aCbm5XP1Y28/LuQkHJVqPJxrIjFTyy5QRGX2laK0unZnH38eM0hWVT0PkzvyNkPXO1B/hL00IO2ZNJlTTyj9CvyZbX8crJXHb2OReVzUSIqYUguZOsyA5ub7kEl0fM+ZoD3BGyns3WbC6qvxE7MuLFrfSxb+OrsjbodEhyeTz8Y2seWrlUQOp8eqySEIVUoMHUaLLx7I5CH0l06v3vHyrvci1CBCv+lFvKX4Vhw9LZu7cYqdRDSrwTMxKBk/WEBD35bWouTG9mWX4nQS/yMD+jCYXEww9dXAczQ73uhJ8WRgs+Y0SMgU1VQrmMc+LbGRvXwScFkQTLXcT18nCkITBbr7fOwo46ITE0O7WVb0ojBC5rExLaUUk9vH3c7054YXoTqcFWYtU26jolWPqFm6gxKpiX3sxnRZFYnBLiNDYStFbUKhcNDgUmi5iUlAjKy3/nPacHhkkL2evyrpOTpc3MUh+myBHNYbu3WkiOgxnqo/SSNlLQ7r+20cpCZmsP87XZr4mrEtnJkdX69n6nkCwL1NGLlATu52TOwAP/OKkeMW6BpEqStJUj9kQBIdW70/Xb6PEfmI1UltDiDqLOpfO1TVCdRCFy+shjgBGKYkYoSugtq/PtUdNlDRQ7euZIfi3+lKM6JOT0m+umJgMl3TRxrFYxtd10hNweETvrAsUl9zYE+UiiUzjSrMHiFCZVFrSp+aIowkcSARgcUt49HiMQyjY4pHxaEBWgOr++UucjiU5hX4MWWTe2uNEiD0j1c3tEHGnpgX1uiQioA29sbD/rwn8/h54WxC5poJZCkyuIAodQiLvFHcR2q9Dysc6lY00XfQXwphB2tegFsCPlfcMYQRqeEwlLOsbR2E1h/lPjCIFYNXhru5vdQvY5zxFPiMQiaHMiodgRyEiXG0IQud0CfQetXIpOKQsQJz0Fj6cnNvjPC7FYjFIpw2gMLEFTqeQ0dnHEAsjLqw5wF2puNvRos/njjwUBbYcPV/QYUyLppndlduGosGO0+cfclhodF2ubAGFZy/r1+30kUdeYed1KIE6erCYpSfhAdjpd7NwZ2M+eHM6iokL4179u5Lrr3gmwWM3NTQl4/W9FXlMHrd2yGmoMFo42tAe8dntl4ATZk/tZTzFbnRDVg5bGF8YhNMv998ukDOaotm+A9kl0gpRih3C8Hm/Qo+z2nVqdbvbUBPZzZ1VLQJnPiaZ2CrptxPOaOgLEr/8/48MPb2b06L/1+DeNJnBOtdmcAU5+a9ceChB5PniwjE8+2SEo09qzp4RBgzycqFT6SltOtGoYGWugtF3FoU47+z0NwYyP13N+r1b+sbfTZrZdjF4vxpSoZm+B91neYJZTY1LwyLAKbtvmL3VaVxHGzcPrqD/h/w1VVjaze3cxS5duEfTzlVfW0quXcL7Zvj2fjAxhG0Btrb7H+wS/PttPJZOilooxOwOf+ZNSo6g3WgVjSaeUB6wbADaXNQo0tBxuL0HaVRcI4PmNezGnjMAo9T7fyl1RxDnbSZM2sa+z1KXMGcknhpG8GPEJl5uu8xn1rNFO55Pot1jQMMc3Pr8yDaG3rJ5PulgKn3AkENw7l8oWJS1W7+bR7YGHfjjOgr7CQxOH20N5tz4ChKpkSMUigU5KqFKOzemmnEASPS0kcFP0Z8dVV03gzTc39Pi31tbAe5afX8M33+wVtL3xhlerr6u+z5Ilm4iKCvGNTY/Hw5YtJQwdImVHiX+du6/BW9LyytE4n4X3rvoQErR2HC4Ru/L9c2REhIteMTbWHfeejDdZ5FQblbw4toTrNvs3Wt9XhhEV1UhRkcxXRlZa2sC+fcUcOlSOoZMwtFjs3HnnUkaO7C3o+969xbz11gbB88bt9rBqld+lsTtk3cwZzhTRWiU6hRR9N7JOLIKbhvbiUL1eIE7dOzyI8G6VDRKRiAh14HO0vN0UQKw8/Nn3NHWWqZzCd6YBHLEncKhzo1vmiuJfhnHcGryBbWGjfa+Tu+3MNq9kiXmer+1L0zBy5VU8rp/l0zaqcYcRl5XpLQXs8hgxOVzolMK+i0QQrgrse1xwYJZIQoiayWlRbCwNdB4dk3R2N6h/ZBQW1rF//z+56aa32bu3jOKKWGQSDw+OqaKhVcp7ebFs7iSDbulfQ6TKwVfF4fxjbzIiPIyP1xOqdOJwiShtV/LAzlQmJbZxonNvNzymgzqTnHPi9WyrCcGDiJExHcjFboZFG7k003sY/3xLKtVOF9XVEqydUifDojvoHWpmcmIbW2tCUEvdjItv5928GMbHt9NokeF0i0gPsXD7tl6YnWLOidMzJNpIWYeS5w8m4EFEjNrGI8MqsLnEvHAwnmMt3jl6WlIri7IauXlLOu/leQkKlRJWrryFBx5Y8fvffJGIfY50xrbtJEznYgNDuaLpOsJEBm4M/gEXYrZZMri26Uq0WLhYs4d2jxo8HgrsMTzYMo+Z6sM0uEJQihxkyupQiBwkS5t9WUDnKPOJE+sZp8xnW6fcyAhFCQuDdnHEnsRRu3d+UztNxLSVY5MpaQ7xmjR5y0frma/ZxxemobgRkyhtYZiyFK3YynLjcJxISJU20UvWxFVBP/K1aRB1Lh0jlSW0u1WMURZS6wqlyRVEb1k9XxsHY/AomaY6hkTkJkxsYrMlizkNt6HGxjVBW5CazSy1jQfx2TWv+lOukk2m04tyLl58DvPmCRX/Z80azC23XCBoC1M4uDDde0LZFZMT9T5191MYFm2gb7hwwRKnsZHag5VgvDYwvbxPmCWgbVCUkUSt8MRsYKSJkbHCzUxKkJUZyUJtIZ3CyaLMRpSCOkQPGVlqhg4VOsItXjyeK68cH/D5vxeGxYdxXkYsw+P96XVKqZhreoWgsgmv7QLNwQAl+T6yWgYqKgVtIWIzwxSBxMEAeaBWVW9ZoItDgjQwYyBZ2kKQSPi99JbX079bzFRpE+eqjgraYiV6Lg/aSZjYfzovwYW7qI4BNr+Wg1Iq5uqBqfxleHqAI9wpHKz+fXWj/t3YtaugR5IoISGcBx64gMGDhZaVs2YNZtYsobVlbm4KCxaMFrQplTJuuGEy6m4LsfnzRwTEjIiwA7WCtoxQC/HSwH4NCDN2ewZ4qKz8EbVa+H1Nm9Y/oJ8zZw4KaIuKCuGaayYJiCqRSMRll43j2msndeljEPfeO5u5c4fz5pvXBPTr1Ve/D2j7rZiVEcusjFhB26jEcOb1EYphBsmlXD8kDXk3YubSvkn0iRASqb2cekLqiwRtfSWV3Jwk3MRoRVbipPqAPqncZsE4ApgRfIIJauFzQddQgu3YTkFbYrCKxbkpgq20RCTi2sFpRHRbxJ/XO45zuxECs3rHMitDaIP6/xndD1BOoW/fRO6++zymTRvgaxOLRdxyy3T69UsSvLZfvyRCQ4WHFCKRCGMP2R+GVkeA/klJu5L93UwW9jYEsa5CJ2gzm8WU1QsPF1qssoATUgC9PnAZU1nZiFgsbJdIxISFCfsuFouYPXuowCBDpZJz223nMmpUJj0h5FcSFVaHs0eS6NZh6Tw0tg9PTernmyfEInhqUj9uHZYuGIcTU6MYmxwZEKNfdOB9SVG3Y5AJCdcCewyH7cLvtMWtZYVpoKDNgZQVpkEBJO5BW1JAOn2xOwZdmPB7trncJAcFbjyvzE0VuCqm6NT8ZXhv7hvt1xLUyqU8PC6bxyf2DXgGAZT2kIH5Z0f3ee0UcnISueee2UR0e+5ecMEw5N0O5NRqRYAttcvlprw8cEPf0hyoYXGiRe0jiU5hX0MQ35UJSyWamyVUNAqfryanhC21uoCYZj0Bpi5lZY1UdXPBq61tC3ArBUhPjw1oGz8+J+C5dAqJid3dfs8MJa3GAJIIYOdVE5nSK4a3Zw0mtFM4Pi5IycvTc3l4XDYhXfp8z6hMbh2eQUaYn1QbHh/GgpzAviZQj6abqUuMtD1AmLrcGcEGi9BFyi6WY44JvC+H7YlYu5Wm2BUaJksOC9qu6BPNfaMzkYr938u1g9K4Y2RvMsP9v7PJaVHcNjyDC7P9fUoMVvGX4el8OX8UC7sRwQCri/57XAv1ehPLlm1l717/3sThErGsPJZlhcK1xndl4djdYo62eO+vBxFbanRMS2pjfWUoeW0ayg1KNlWF8tDQKobHGFhRGsG/8mLYWqPjgSFVPDCkkj0NQdy1vRfjv+7Pd6Vh7G3Q8t66MPbsUeJ0isjIcDCur5GjzRoe2JnGxqpQFmQ0ceuAGlaWhbOlRseGqlBcHhEvjytlRVkE7XYpDreYrbU6RMA3JeG+A4p6s4KCNjUHGrU4uiRArKsM45myVDrs/meQxQpbt1b4dMR+b3jEYvKD+/K9azBmvM+tVk8QW4wZ6F0q8h3eihsjKr4zD+Sm4E2st/SlzBVFrSuU1eZcrgjaTr0rhPcM5/BqxxRanBqeC1/OPSFr2W7N4M7WS9hu7c3dIWt5N/JftLo1TK+7mwpHGNcFb+Fe3RrEuDiQMZGW4BiSG/OZ3LyZdpeKu1sW8JlpOLPVh3g54mOMLgUPtl7IR8ZRnKc+zJLI92lzqXlSfx6vdEwhWdbC19Gvsteaxuem4XxhGkaxI4rXIz5knbkvRc4Y6l061ln6MUWVR61TR01nGZsZBUvbRrKyIROL+OwfpPwpM4pOd2owZ84QHn74M3Q6DXPnDqOuTk9UVDA1Na0sX97IlClZ7NuXh07mIE5q5Zat6UxI0FPRocTkFNMv3MTq8jDGx+s51qKhtF1JvwgTJocYndJB3zATx1s1JGhsjE/Q02KVkh1mIq/T4WFCgp6x8XqOtmh8WUAjYzpQS1zMSG5lY5UO8JJRP1TpGBZtQCHxUNKuZHCUEanYTYddwjnxeo41a0gNtpIcbGN9ZSjTk1sp71ASrnQQIndy7aYMBkd5N1gVTjUeuZQDB5SEh9tYsGAUADqdhqee+haTyUpaWiSlpU2BN+0s40h9GwPf2Uh2ZBBPT+5Ho8nGzqpmnq+DSIURUXMxIUFuooPsPNg6jyhxBzPUR8i3xxIr1RMmNmH1yBgor+CQPZkYiZ6xykKO2hKYrDrBVksmMpGLi7T7iJe2MVZZwI/WTCS4mK/dR4aswdcGkCGrp7esgZnqI6w2ezdCydJmNGIb8zT7WWEeRJtbQ5aslhCRBYXYSY6smhOOBFKljfSR17HenMN09VHqnSFESIyY3TLG19xPL2kDY5SFNBvklJh0bEyfSbhawV+H9CJFp2FDSQOXfrUHDzAuKYJtPZQAtv0/c+H+6KOe9V4KCl5CrVbwzTd3c++9H3HsWBXTpw/g8ccXIBKJEIvFrFlziJycBJ55ZhHJyZEsWXI9b721geBgFY88ciH9+iWzYsXd/O1vy2lu7mD06DhOnNhASnI1dXVODAYxkZEu+kaXkxxr5IhEydE6Fb11Vu4fUkWTWcbXJf4swPAgJ5JYKW9MKOad4zG4PSIWZTcSFeNmm1rHmuM6Okxi4uJc7NjxPjFR8YwcGU11tYXc3GSeemoemZkpGAwWPvlkBwkJYTzxxCXk5qbw1Vd38cwz3+F2u7nrrvMYMqQXQ4b04pprJlFd3cLkyf0IDvY+0D/9N2jk3DwkjUfH5+Bwu1FKJawvbSA3RsezU/oTF6SiyWzjX4fKiFAr+Pv4HPpH61h96Rge33YSk8PJLUPTmZoew1KyuW3VXgpbTYQ2lmA7cJhx4Xbik/pTIk+ir7yWB0JXEy3toMWl4QvTUELFJu7QrSdF2szLLZMwS7zXLXPayDEW8nD2Lp5rm069K5g5mkNcot3DdPUx/tk2k8P2RAbJypnk3smJKjV6o4na0BQipW5uiQwnTebkswtH8MLuQiQiEfeNzmJQbCjrF43joR+OU2OwsLBfEtcNTmNedgL3bjjKnppWxiZF8PTk/mjlUqxOF4+cRkPs/xNWrTrYY/vBg08jk0n59tt7WLZsG6WlDcydO5xhw9KJidFx0UUvUlraQFpaNEuWXI9CIWPt2sM+Qd05c3KQy6sRi8HdyYPIJW6eH1DIlfWZAj2GKUlttFhkHO2SETsgwkRikI09XXgssdhDtM5JU7v/vRqpi+lJrXxe5CdKRHi4KKOJbTUhVBn9m9yGhr3k5kbx44/+w4AHHriAIUPS2LTpuK/c8847Z3H++UP56qu7eP31dahUMu6//3ySkiL54YdHGDPmYfbvF5ag6fW/jqgobdb32P7KuV6S5qKcRIbHh7GruoVh8WGkhXo3nEdumMKXedUkBKtZ0DcRiUjEN/k1fH2yBhEwPzMa8aEt9G6qoTAiC0Qi4sStvJC2ktubteyz+Yn08aoCgsUWQfp6pKSDQfIKvupiEAEwVlXI58ahAvelsapi6lw6jnYhm0Yri+gvr+ZEm3/jGGpspOhf3zJuyBx2GMRo5BL+Pj6HATE6frxyAmuL6jE7XMzqHYtGLuXxiX2Zn51AQYuBialRvsyMFyf35eZ1woOa/484VWbdHXv2PIFGo2Tz5r/xxBNf09jYweLF41m4cCwFBbU89pjXpEEqlfDww/PQ602C0srzz88lNlaYBaqQuvln/2IWV/cWuATOTmvlQGMQNSY/aZUbaaTJIqOsi/6IVOohJtQhIItkYjezUlpYXhgpyGqf26uFA43BlHXJnnfYS+nfP5KtW/2ZUvPnj+Cee2azYsU+Ojq8Y3bevOHccss0Dh4sZdmybXg8HhYsGMVFF41kypT+ZGXd7nsGncKvlVl4entej+3DE7zE07T0GGruPI/SNiO9w4OQdRKY5bfPYHNZE+lhWh9Ze/TGqawtqkchFTMpJYID+/YxxFbDAXksHpGYvp4y3u63klXmah5pPR8HUsLERu7Vfc+/OsayoospS195NdnyWr63+DPqRbiZpj7OcuNwAZE7S32EY/ZEChx+Eulc9TGuCd7GJ/oS1jf2wlndxv6DH6GdMIF1c6ZzxOR1Jp6eHoNIJOLojVPZVNqARi5lbFIEIpGIL+aPZFdVC81mG1N6RfuEv1vM/z2loaeDsltmFkBWVh8aGorpqtjU4ZRyrD2wCmR7bbBAgwhgU1UIK7uRsytKw2myyHxjy+UR8ezBBDQyFxa79/1Op4jmOhFSrUQgQv1xYRTZYcI563iLhk1dSt9O4XCzJiCLtcEsw+wJ3HMHRcZAkfAQ/tceovxahMXE0dwifAaU2iJo6FAICgUsHjkbzdkBztpfm4ZQ7PCX+xlRUeSIZq25v29suRGz1DiawYoKCjsrYNo9Gr4wDmWcqgCj1HsY4xGJqYrMQOcQ0ebxf/i35sFYPHJB2zfmwYhFHvQe/29ih7U3b4ktPlMlgAZXCB8ZR/pE6U9hWXV/SsRx0OV8wSFVEJ+VQ03z2R+XosbGjj+s/ti5505g//7ACfS77/YwZ87zP/leqVTC9u3/YNy4vwlsgf/61/G8/PIPGAz+H8z1fetQy1y8eMi/eJqS2Ma1fetZ8H2Wb3DGqu18dm4ei9Zl+dzItDIXz4wu5XCzlndPeDebOrmDYTkWjDYxu/L8A++6vnWMjm3nqo2Zvs1qotbKZ+eeZMZ3/dB32pRKRW6+nXWSR3Ync7DJ/+N6aGglxXoVn3VZKCeH2wiOE3HsmP+BpVDIWL/+IcaP//vPOkN4PJ//5N9PhzNxCbpmYCoV7WaB/kC63IW89BB5Cf6ysSCRha9iXueC+lsxdVr1qkR2vol+hQdbL+SgPcX7mbh5JeJjjG4lD7bOw4MYEW7u160hUdrK3S0Xe53HcDG47SByj4M9YcN8g+zG4E2ky5p4pOV8TJ0M9EB5Oc+Ef8HCxut95WkqkZ2vYl7j/pb5vvRCgAdDV3HYlsgas//kPczaQnRTGScT/dcjEYlYdsFQFn4tzKro8T4C7r/N7/FvubmD2LBh68/G+E/gdGNz6dLNLF78ZkC7x/M5BoOFEyeq6NcvCY3Ge/9dLjeHDpWRkBBOTIyu87Uedu/Oo6mpEanUQnV1NdVVVRTkV1BbryckxIOoM5ta53EiN9kYEm6gt9JMgtSCxOPhRKuaWLWdSLV/7Bfrlbxcm0xeswq5HJKSnCSJLMyW1ZETbubUAZvRIaaoTUVmqAWHREylQ0WZQ8X+5iAMCiVOmX8itZglREVF0X9AGgkJCSQkJCCVBiESqRg5MsuX1fBT1/7GG2t5/32/1kTXe/Zr0NPYzL9+Ar2iwjhUpydZpyZK41+4H29sRymVkN7lJLSq3Uyz2UZujA6DwcDWrVvZsG07B6saCTa3kRxiZmBCG7nxBupkkcRL24iQ+Bf+BfZoFCInKV1qvGudITx7YAAn3Il4RCISm4rJCmljynAzfWR1KMXe78rpEXPCHtdjTJvNQ3Odi4M1oVS0KrHI1MSkpTN31GAmTJhAaGgo7VYH+c0d9I/Woeo8VHC63T957Rmvrg24Z57TjEv4c47NsWMfZvv2wLLIdese4o031qFSybnnntkMGpRGQUEtTz31DU1NHVxxxXjGjs0iNFTDW2+tZ8uWI4SHe2hqrEbfXofVCi2NYiJlNqR2N1EyO+Pj9VQblagkLnbWB9NgljMpsY1QhQujQ8ya8jBOtGoYGGlkdlozVqeY9wtjaTTIEIs99E2yEqO209YiZl9DEFEqO9fk1ONBRINZxtaaEKQiD/MzmnF6RMjEbkrblbRYZfSNMnOwPZgmlwKxFux2MfFxSkTiGNxuFXPnjiIqKoLExHDWrz/Ctm0nGTYsnQceuACtVsknn2zno49+JDZWx9atJygpCczI+DVjc9nBIq5YeTigveqOmSw9XIFULGJxbgrRWiVGu5NPjlWit9q5OCeRZJ0Gj8fDioJajja0M61XNCJzByu/+44f9x+mITiGXHUNFyQWgUZJorSF9eZ+eIB9tjTy7HEMV5YwRF6O0aNgry2NbZZMUmVNXKTZiwsRWy1ZbLFkIcbNbO1hBikqcXlELDcOp9mlZZr6OKnSZlRiO5vMfTjpiGOoooxceSUqsQO7R8IOawYp0maCbXoONkQgqmokWOxi6pQpRA2fwPE2G+OSI5mQ6i3d/rGiiTVF9WRHBnNJv0SkYjElrUY+OlpBkELGkbpmlh0LdFz7/zY2ExKuo6ZGH9B+wQXD2LLlBEOHpvPWW9eSkhLJk09+w4cfbiMmRsfChWPxeDxIpRKWLt2CyWQhOzuU2toG2tvraGhwYLGIiNY4cFs9xCus5ISaqDYqCVM6KNKrMDokTElsw40Ii1PM2opQivUqxsR1MCWxjSaLjPfyYzDbJb6xmaC1YtV7XZNCFU4mJbYRonChlrpYXxmK0y0iN9KEXOwhNdhCfpuacoMSjcZNs1OOSy3F6YKOdgmRUTpkMjWxsZHceussamvbaG01snLlAVpbjVx11QQuvngUJSUNPPnkNxw+XM6UKf1ZteoAbW2BZXm/Zmz2fnkVRfrAzP/iW8/lpd1FdNgdXDMwlbHJkRhsDl7cXcTxxnZmZMSyODcFl9vD0iPl7K9tY0JKJOf3jmHjxo28uuoHCtwa4twtLIg+RHaCBbEI1lv6EitpZ7CijCpnGCnSZjZY+mJ2yzhoS2GvLZVseS0z1Ecwe+RsNPdlt60XUreDi4P3kSFrxIO3HNTqkTFNdQyt2EaE2MgBWwqlzkhGKovRimxoxTbO0xxGI7ZTadTwYtVYCvU6YprLGNsvk7Gz5rK+TUSHzcFVA1MZGh9Gs9nGC7sKKW0zcWF2AhdmJ+DqLHHdWtHE8Pgwnth6Ar098KTzzzg2TzcuAUSii3psz8lJ4LXXrubBBz9h1y5vVrVCIePzz+9gy5YTvPjiat9rs7OdaDQu9u3z7+w1MhfvTy7gorXZgrgPDK7k+UMJAgJpcJSBEy1qAQEUJHPi9IiwdCF7pSI3g6KM7G0QZpKOj9ezpUbn+7dc7ObbWSeYvTJHIJXywtgSXjsSJxCmHpJrwyWCw4flvgzhyZNzePTRi1m48BUqKrzkbEZGDI89djGffbYroCz2FH7N2Pypvear5w7k++J6Vhf5XQLnJwfh0jfzdbv/XqtsRqbUb+S75PMF718c9CMfGMYK2m4K/oGPjSMEEiYKkYMESSslTqGG1CB5uW9/egrDFKXstQmrHIYqSgUHNgBTVcdYb+knaDtfc4BvTYMFbQuta/lYMV1Q8z6s8TDquBS2OHX+tvgwHhrbhznLd3A6/Nqx+afMKDp1Ev9TcDpdLF26VUASAZSXuwQkEcAP1TocLiGLurFKh1bmEpyO1JnlfFQQ7SOJwGuBuL8xiI8Lonyv1dtlFNV6MFjEAnZ26clomi0yga5RlVHJeydifSQReDdKH+ZHCkgi8LPKXVHRomBQchTgX8zabA6WL99xVu1Dfw2K24zs6VZaVWyXMH74JPJq/LooBo+Kd9rG+Egi8DLAy03DBYPQg5ivTUPIt8fi6WSGPYh51zCOWIkec+f7XUg4GtyPIKdBwMR+ZBjFLM0RH0kEcMiewtemwQINI4tHzseGkQKSCGCVaQA1XQYmQKsynP5DEjjZ4F9kuDwedvSg8dITls0Z9PMv+hPhnXd+6LF97dpDXHzxSxgMFnQ6DV99dReJiWFMnfo45eXNSCQipk9PpFeag8+/qKW+3jtGYmJcjBxio6pYxMECJW6PkoRgG69PLqGxXcod23phdATxhVzHmxOKkWtlXLY+k3KDEqnIzV2Dargqu4EbNqf76sVjYlxkZdkpLpayoSiUdz1hpIdY+HBqAfltam7d2gujQ0Kw3MmbE4pJ0tr4y/oUX8y/DKxjWm89921N4XCdCtCzc9se+uXuoLBYSlGRFI9HREiIiMsvT8HtDuZf/8rDYnEQEqLiq6/uplevaKZMefy0rmdnG8daLExbvpaKdjMysYgXpuVy9cBUZn26nR/KvM+OS/sl8eEFw3hg4zGe21WA2wOxIhu5R1fSqIrgSNponH1khIhMXB31AaESmNtwBzWuMGQ4eSh0FRdr93J105Xs7NQZm6M+xAsRy3lGP50lHefgjhETbG5leOEGWrXRvJt4Hm/WywgVm1gS+QGhEhOXN1zz0zFDD/FCxnL+3jSTD81j8IjErNzTxKiPr0eXO4oVogQsLg/hKjnfXTKaCLWCqR9u+8lr/29AczeNplM499wnfRoiq1Yd5MiRZxg37m8+7a81aw5xzz2jWLv2KMeP+0/vRmabSVVZ+OSA99S9FBmTE9uYntTGjVvSffPhRRlNPDKskjmrsmnrtATuF27i+KX7uXxDFn/fkwJAqNzBBSP15FcrOVqu4igqpCI3b4wvwuIUc/f2NN98elO/WqYlt3Hx2izf4nlkTAevnFPClG/9hy5qqYsnp1XxzM44atu8hMOmTcWMG6fA7Q5j+3bvAnPjxmMUF9czb97w380hdGh8YMkYQO5bG3z29q/uLebQ9ZOZ+tGPHO7UNXt820n2XjuJ1/YW8/q+EgAe3XKcgeU7keBif9a5eEQi8hmEQrSdxZIdnFt3l2+hO0Beyfexz3Nxw418ZvSW5YeLDayLe55lhlE80jYX8Fr/TmvehEmi5lvRKN+C9Ymwr8iU1XNpw3W+7KLp6mOsjX2RWXW3sbIzAyJJ2sLK2Je5s3kBm+zjIRQUoXYub/2alw+UU1B3yHfNL03LJVwt57IuG4r1pfU8NLYPQ5ds8mm6hAVWI/2/hMPRs1bhqQ3X+vVHWLjwFRYvHs9f/7ocgIKCWg4dKuOZZ2Zy7bVf+cbwgQNlTBljpaJQSlOH9wY2N0v42/AKmi0yXj7iPxBd0LuRS3o3CcbRiJgOvrn0IBesyeaRzrEZq7YxeaCRw6Uq39hUSlx8Mi2f907E8FmRl/gT4eGVc0o43qIRiOPe2K+OgVHNPLjTL40wKNbI5Gwzb24RAR0cOlTP+vVHufGG3ix5twxrp+bVnXcuIzpax7PPfuczhPjww22IA6sSfzVSQ5Q9EkWj/vUDjSZvyfrHRyvZcdUEHt2a5xO3/iKvmhazjZI2E2/u947NN/eXMLitAEd7C0dTvNn9pUCMRkWsZw+X1l/vczSaqDrJC+HLmVV3m88NKU7Sxqa4Z3m49QIe7HTVVYnszKlfRZUyno/F3pgSXLwe+REANzVd5suWWKTdybPhnzO7/i++Z8AHhtF8GfM6V3fcQLE6GtRQGpuDvHgtT39zyOek9t6hMnZdPYnrVx3gQJ03W+SzE1UsO38Yh+v1vLDbK07/ZV41gfkx/12orW1jwoS/Exys4vbbZ6BSyfn++yPMmfMMarWCa66ZSHS0jsLCWlas2I/b7aZPn2Da2vS4XC5EeLh9bwYD440UNKqwOsWMiW3HA8xM8YpOgzdb7/KsRg40an2i2ACXZDbRaJbxbam/FHhqsp7pSW0ComhMbDtX9mngZJuaBrMcicjD+b2a+eBkDDNTWzneosHkkNAnwsxrefFYJBJiYpyACKVSwpETKhwON8OG9WLixH7YbA7ef38zY8Y8QmysjocfnodEIubFF1ezYMHL/67bz5TUKB7ZfJzUUA0X5yRQY7ASqpRxos2IUhXN/Hgtxxv0aEQu3BYPxxWTSWqvoFYTi1ssIamtBFN9I/GRjdRIvM+vULGJMcpCbB4J7xnO8X3Wxdq9KEROSjr89z9LVss87QEOtqb42tJlDVwdtE1AFGXLarg2aJuAKMqW1XBt8Fa2WLJ8c2qyuJH09iJCSadN6s1ODDPUc0gfQXZkA+WqKOyIGR2vw5kwEbPHw/wQDRXtZiLVcmoMVq75bj+zMmJZ1YU4Oxv4UxJFZnOg1kh3iMUipk0bwJtvrhe0DxuWzurVBwUnEadcV7ra9GplLqJUgXpDOkVgHbPHAzaXcNYyWcW4us39bg8EywPfH6sO/Jw4jR2lxCVgkGPUdnQKp0BsOyhIwoIFkzl48BNfm9cafOhpxRF/L8RpldR20aq4ICseiUjEpi6bseHxYYztFc2WLkSR2O0ivwBIFsaL6kFdXiuyYepWh212K2hGWMNvE8uRi4V1/2aPHJcncHWhFAUKTUdIDChFdkHNt8tgRW7VQ4j/s/pEBHHR4Ay2rPGXdSilYq4dlMb7h8t9jjUierYOzYwM1Jb4M6MnIWeAm29+zydeqdebuPjiJ1GrbVRWdrpxuDysWVPB+H5G6uv997e+XsKg5ka+zU/2bRKrOxR8fTKcH6pCMDq87++wS/nH3iT6h5t849jpEfP8wXiUErePJDoVU6cbSGHhSU6pPBa3q3jreOwZxXzlUCxBUieH6/xLpYpaGVcm1rC60N/P9nYPW1afpLRejsUi7myzcOG8x0hJ1VFcrP/V9/mXYv6Xu33/73B7uGfDEWxOl4Ao+eRYJeOTIwVuZ3UeBVkZSZSrsnB2Lm7bPRqeaJtFnFTvq5F2IOUp/UzsHomP0AFYYR7IcGMJb3dM8LV1qMMQj57DCb0Hh9gbs819+pgOeo65zDLOJ9LZoQ7DnpnEClsoFpl3pLVY7Ny1/ghJIWqfEKnv2l2u/yqSCCA/v7bHdncXEWGj0crLL68NEIj/+ONt1NX5rbEBqivFGBVCTZONVaE0mmWCA5YviyNQSdw+kgjgWIuGd/NiBIchbXYZJXVy8qv8z22nR8zSk9G02aSCQ5f38mKoMckF8+Ou+mDePREjOHQxOyUcKFFS2yacMypOGqjVWwXX8+WXu7FaezYdOBv45lBJj+0tXQSsawwWHt920kcSgdfh75U9RSw56NfC8CCiNqE3OqUdj9N/DZ8YRuD2iASnoUfsSbzdMZ4jXcrFWtxBfNAxmqUGvxacEwnHgnLQy4Rz0ivtkxmoqBCUoH1v7ke6rME3VgEqneG81z6WTRb/CbkNOXXxWVRZsgQxn9mRHyCU+8mxSoLlMoHwb+vv93X8odDY+POGI7t2FQZoFXV0WHjqqU9xu7syaiLCGgw0dQgNN1aXhQUYqHxVHIHVKRaMo931wbxzIkZgm11nVlDd7KKyyT+OrC4JS07EsLGLK5MHEUtPRpPfJjzM/Sg/ktQQYUnEwTot6VoLXceg0yliw+rjWK3CtduHH24SuIaCv8z1bODYaZxpT5FE4D0AfOdAaYAD2vuHy32un6eQHxRPZJhOsOj7xjSIDrdSYHv9g6UPSzrGCiyza12hvNsxllXmXF+bxSPneFAfytX+RbILCa+3T0KKS1BS86lxODKRS/AMKHDE8kb7REGZjVWkwN4vA6vVv45xuD08v6vARxKdwgdHygXPJIDAXK7/LpzaQ3Z0WFi58gDnnz/UZ8JiNtv44IOtLF16E0888bXvPSdP6vn889u5886lVFd773EtMnJy7Kg8Drbl6djWqfW1uE89cRo7a8tDuW1bL0LkTi7OaMSDCKXEzcFGLeBhenIrhzuCUCvcHG9W80NVCOPj9cRrbUjFHlaXhXHFxkxi1TaeGlWG1Snm73v9v6P0CCtD+jtY9aPO1yaRiHjvvcVceeUHPsOdvXtLOPfcQXz00Y++8uu6Oj1btuQRGqrp0b3398SGzvVbW52eWoOVpecPZdpHP/r+fqShnf3XTWL6Rz/SYBIBWgjR8vqEDKpra3m+IIMv6I3MYSGj/jAioD4yhUsbb0CJjfmqPSAW0+ZWsdbUD7XIziRVHlXOMGIleuQiBxst2Vym3cm2xgQkuFDrJDzbfi4LNLtxI8aFiOP2eO5tnc8k5Ql0EjMuxOy2pHFRw01kuKoJNreit8mpCEnlOdkCpC4H40XNZMZEsFQcQ16Qt9xtUkokz03NZcg7G31mLftq2ti6eDxzP99Js9m7jjjbJBH8ScWsjxzp2bb2+usnI5dLiYoK4d13b2DOnKH8/e8XoVTKEItFXHLJaK6/fgrvvXcjOp33IRoS5GZGXz33DKxGI/Vu6iUiD/cNruaqnEaSgvyT24yUVq7JaaB/uP8RGamyc23feoZFCyf6rEQrg9KFJxQLejdxbd8G4jT+yWd6citX5jQwMUHvf2+omcV9Grl3cI1PaDdc6eDOgTU8PKySmCDvD0KtFrN06a3cdtssrrxyPDKZxHft06fn8tprVxEeHoRarSAxUWix+HtgTmYMl/ZLYmRCOM9PHcCtw9J5d/YQxiVHIBbByIRwll0wjPtGZzGvTzxiEURrFLwxNYfbzxlAlMWfhZPsrOVc9rFAu8fXFiSycEPIZi7T7hJ87qKgnczVCp0w0s2l9DMK685naw6zOHg7apH//veXV3J98BaGdBHLTpK2cHnQTu7Qfo/E4/1NKO0mYssLuSZeytBI72+nf3QIH88dzvVD0rh3VCZRGgV9o4L5cv4ocmN1bLx8HHMy45jaK5oV3cSZT2H//zMx69Ohu6Bmh96OotumzOMREWsLnGwK9aqAuulqg5w6k3DzV2NUCPQVwLvRLGoPdOAKDU2GbjGrfkHM4vZAN5CS9sB+Rtot2LodVFpMbhprfmf70J+B1ekOsOMG+P5QoFaDKkxBq0eY3VjtCg3IrrN5ZJQ6ArMmujsbAgQl98ImE34vp4vZk8NggT0wplKnxNotZkFDGxXdNGWsTneAA9r/4IfLFSj+Py20Ga1UWGYQLHcRJBe2ycVuRKJAStzVA0vu6CZyC+ByiwIIdZdHJMjCBe/hTPfxC/jm8K6IUjkDTCv6aoydm9QufZe7qK0p5PfC03t6Xrd0h7QHAWexSBRwteFqOz28FHcP98XuCTwTtHpkOLstAZ0iKU6RNOB17h4OWJw9tDl6WFI6EQfcf6vFjKJb58Uika9U9H8IRE5OAlKpkJAQizxcFh+4McgJMyMXC5mUBK2NkG4HnUEyVw+/FuhBcz1gDIKXBxF3+24VEjfqbuNQI3Oj6+FZkRwUqKdxTXxgqWFZ2WHCwk7vdvxbUWc+vUFOV8QFqVB3+41GaRQBbTFKE8Ey4YG2BHePLoY9jVcngePAJZIEaKzYPZKA52VPnwE9PS1BIw48pHbpmwPMV6I0CqJ6cMb8H7woL2/i5Enh79bpdLFtW37Aa9evP+ojiU5BLk8hr1yYo/VVaQSVJiWHmr3kcLtdyorScOaktvBRQRT7G4PY3xjMxkod5/QzUdkkp9KoxOqSsKVGR6zGwY81ITRbvWvaOrOC5YWRrK4Q6h8VNyup7hCup1wuD7t3VwdUpRw7VkF1tbBaorCw9nd11p7VK3D91x31RivLjwlFtF0eD0sOlNFgEo7DLQ0W3q1yYu8cEQ6ZiuD+IwnN7E+HXAeAFQXfGAaiL+1go6UvTe5gKlwRbLZk8Vz4co7aE9lg6cdmSx8+NI4i25hPpTKBo/Ykih3RLDeNYJCinA2WHAoccejdGjZZcxCZLKwz5FDvDsWDmEJJEmZRGPbodBwy757CKZFREpSILSoZa5fn8KayJj44VCZw9PUAy45U+EiiUzjbI/V3IYoefvh+zjtvGg89dK+gvb6+jrlzZzFjxmS2bt38q+MnJwcq/gOEhWkxGpexffs/+PTTHUREXM2JE1Xk579ERcUbaDQK4uOv5/nnV7J27YPs3/93BgwM5Z5NKdy0I4MbBtXxr8mFPDO6lI8KojhvZTbnJrXy/uQC3hxfRIddwvDPBhCn9TKzj40oZ3RsB7O+y8HuEjE/vYlpSW3MTGnlUImKg8Uqbu5fw039a7mpXw1764O4YFUfZqW08PaEIl49pxijQ8KQ5bmopG4+nJLP0ikF9As3MeHrfqwpD+XdSYV8Oi2fq/rUc8XGTC7emE1ML7jrrkw++OAWHn30G1JSbiYmRofBsJTt2//BJ59sJyLiarZtO0lBwUs0Ni5BLP79y9B2V7fxxoxBfL9oLEca9EQ99x1XfLuX12cMwvXIfGZmxDJp2VaGvbuJS/omYXxgLm/OHMSrR2r5W0sY108dzZvDoriAGgwWMVOb7uNQfRj3eT7lMd2XjFPlc1nDtey1pnKfbjWXBe1ghvoIK4wD+d7UlwWa3UxXH2WO+iAtsjCOBPVluuoo8zV7uTl4EzUOHQsbrmeUsoi/hGzg0dBvSJE2M6rmIUQeD4+FfsXrEcsY4z7G+Iq7eK1xHDnle7io4wh3ZOmoGXUx/xKlMTM7Bcdf5/HpvBHcuf4IUc9+R43BQuEt57Ljqol8nldF5LMreGDTMR6f2Jd1i8b1aEEOkKLT9tj+Z8Vbb13bQ6uHvvHCzfr5qS0s7iU8mUsNtrAoswmpyP90lHem3XYlVwFmprZxbopwsp2R0srMFCHx1lNMsdhDZGQ7arVwTMz6BTEXZjb20M+GgH72FHNOags3p1cjxO87Ph8f21vw7wHRIVw3OI0uxieoZRLkhzaicgq/q9maw0zs5k44U32UmRqhyGwfWS0LgvYixn9fVCI7V2h3ECEWEjMRdQXEdAgzXE4X8xLtnsCYQYExZ2sD+xnTXMKFfeIDrv3aQcJr/2/GmDH+bI8JE9LJz9/MgDQLpyibrFAzF6Q1c/tA/0JYLnZzZXYD1/etFbhvXtGngSuyGgWbx/PTWpid1opW5n9deoiF2Wmt9ArxkzUqqYusRDu94/1jSISHizOaWJgpJJovymji/LRmwWcPj+5gZmoruRH+zXRvnZlzk1u5Ktv/rAlVOLg8q547B1YTJHP6PvvqgQ2o1A2EhXmJEvFZ/oFMSAgkrAGSuwiA9okI4srcZIbE+Q92dEoZF2Uncv2QXr42EW4WanexSLsTUZexMV+7z6tH0uUwJFNWx2zNQVKlfjMLjcjGDPVRZqmPCPqSbcynr0FIFi/U7uJ8zUGk+O/1WGUBM9VHiZL4NwgxEj3nqY8wUlHsa5PhZK72AIuDhboJE1QWbhjSS+C8dNOQXszrk0B0lw3pf/sQHT7cm0nZt28iY8aoaWs7THq0l1zRylw8PLSSqTFtXJbZgETkQYSH81JbGBvXzp0Da5B1kkUJWhuLMhu5uX+tr00s8nDrgFrmdBtHw6I7mJXSKsh0D1U4yIy3khDhb5OL3cxPb2Z+erOg7YqsBq7LqfM9P0R4uHVADZf0bhQQudf3q2Nyop4hUf7n+LxezYyJ7eCO3GpUna+dkKDn8vR6evXqIEjr/UUMG5Z+Fu7uz+OCLP/ckRkexNw+8Tw+oa/vdxmskHLz0HQeHufPopPg4qrg7Vwd/COSLmNmUdAu5mv3IcdPSo1WFjJTfZRYid7XFiNpZ6bqCCO6jCMJLrKMhWQZhUT2xdq9XKTdK3gGXKA5wHT1MULE/nk8U1bHHPUBsmX+Z3io2MRi7Q7GKP0x1TYDA1zN3DzU/6yJVCu4e2Qmd4/s7SN3pf9Fk+fixecEtIWHC0mdefOGc955Qm2ZqKgQFi8+R+CoCTB79lCkUiEROGxYNopu2blWt4TvG4UuflaXhJVlYYKMXadHTF6lAmc3+ZT9DVqBiDxAvl5NNcJsP4lEzBWL5wZc4/TpuQR3y/qcM2coU6b0F7RdcMGwAGdtjSawZnjSpL4BbWeCry8ZG9AWqRLGD1XKGJMcEfC6kT24IMZ3mrd0RZNThEUjTKZwSuVU6YR9diPm047htLmF3/+xoGycYmGf1pj70+EW3usNxj5YxMLvRJuZi0ne7SC2w4LdHbgnSNYFFnyOTowgqJsD5uJBqQGvG9SDM+qZ4qyLWR89epilS//F88+/wj333MGlly5i4EDvAHrwwXs4//wLyc7OYdGii/j22zU/Get0AmOHD5cwcOADPb7nrbeuZcmSTRw44D+9W7BgFPHxYTz//CpfW0JCOK+9dhXnn/9sl3d7uHhcO9/sCMbepZTsiZHlLC+M5FgXp5bzUluIVjt494SfiY1V23l0eDnXb/ZvysQiD59NP8mi9VmC8rQzjRmjtnPZoCae3e6fsMRiEVu3PsqUKY8LUuXP9Nq74myLWV89MBWZWMRbXfqQHqblsfE5XPK1PztIIhKxbfF4xi/dgqPLgFh2/lCe2p7PyS4n/olNRchEbkoj/HbFKdJm7gxZx19aFvpj4uKz6De5pOEGgTbR82Gf8qZBmHZ7kXYvMlx8bBzpa4t0t5FVe5gfE/xlMhIRbLtyAuM/+Pl+nvbaJ+RwyVf+a++KqtvOJeE0ZNEfVfgPTj82r7vuLZYs6a5T5GHF7BN8XxbOgUYNQTIXqcFWpqfoKWhTsaY8FKnYQ7zGxshYI6EKB0tPRmN2iolWO+gbbmJ4dAcfnIyh0qAgXOUgU2fl3GRvHfcviZlv1eBRiAkJcRMW5qalAoJs9t8U87f281izmg5H4MR6Nsfmy1P6IJYq+Sa/BoVETIpOw6TUKDQyCa/vL8HmdBGnVVK89XvUTSWIshNplwQRKemgt6yBaerjfGEaylFbIsFiM2nSJs5VH+OIPYn1lhzkOImXtjFaWYxaZGeZcRR2j5RoSTsDFNUMlJfzL8M4juijsBsdBFn09LUX0RjTC0tI2G+KWevUBfRzvymJpjYxIS4779x2FYeajD957RtKexAs/gOJcj788P0cPnyI/v0H8MQTz/zka083Nk8nynnLLdO5+uoJfPPNPp577jvMZjsR4S4uG9gIHW4+ORZJg0VOotbKg0OqaLbKWF4YyYlWDUEyJ3cMrEEnd7KmIowfqnWI8TA9uY3MUAs1JjkrSsKxuCQMijQwOrYDs1PCqrIwGixy4jVWZqS04QF21AZzsk2DTOLmovQmQhVOTraq2VzjjTkpUU9vnYUmq8wXc2CEgXHxHbiBLwojqbfISdBYubZvPVq5iw9PRnO4WUuQzMn1fevoHWphbXkoK8oiEOMVw56U0s6G+lC+OhGO0yWiX79oXnjhWjo6LMyb17Npxq8Zm5d+vJFPiwOztSalRnJhnwQqOiy8f8h7ApoepuHKASnY3R6+OlnN8cYOdAop0yMkHNqzC1NoBDWaBKS4maU5QpqsiQpHOCtNA7AhZ6i8lJGqEgwuJd+ZB9DiDiZJ0sy56mM4kbDNmkGRI5ZgkZnzNIdRihyctMex05qOGDcT1SdJkbXQ5tKw2twfq0fOYHkZw5VluDwivjINprkz5jT1cZQiBxssOeQ74nwxwyUmjtoS2GrNRIqbEeJ8DHVW2sVa6mL6YHV5GJMYzuzMOMQiEc/tKqTeaKVXqIbL+icTqVFw85pDPdzJ/56x+eij87nvvjk88cTXPP30tzgcbjJirdw3rBpDm4i/70lGb5OSobPw7OhSnB4R9+1IpaRdRajCwV+HVpKgtfPmsVi21OiQi91cltVAbqSJvfVBfFYUid0tZnRsOyNjDLRYpXxd4rXMTg22MC1Jj90tYlOVjgqDEoXMzaXpjWhlLvY2BLGnIRi52M15qS3kRpoo0qtYXuiNOSqmnVmprTjcIl48nIDeJiUt2MLlWY0kBNl4an+ir5+35dYwIsbAMwcS+aHa289rc+q5IruBl08ksDwvApdbRE5OKD/88DS7dhV1W7v7cTYFcy/KSeC24RmsKarntb1FtNuc5MboePXcgRxt0PPczkLK9CaiNAqGGYqpqKrGmphAkTgRhcjB5dodJMra2GtN5XtzP1yIGKcsZKCighZXEN+acjF41PSW1jFDcxSLR84aU3+qXOGEiQzM0R5Ggpv9thQO25MRu53M1B4jTqqnyhnGenNfXIgYpShmkLICs1vB58YhGDxqMqR1TFcfRyLy8LVxEJWuCMJEBuZr9xMuMbLRks1eWy/kOJijOoizsplDrlSqYrNxe2BaejQ3DkmnzWLn9nWH0Vsd5EQGc9fI3qTo1ExcFmjAAX+ssXmm+Ckx69jY66jvVnYXFKTkllum8+OP+YwYkcEjj1yIVqvk+edX+hxwH3vsYgYMSGH58h3885/f4nZ7uOuuWVxxxXief34lDzzwCQ6Hiz594lm//q988MEWHn74M99n3H33dEpKivjmG3/JcrjSwYNDKrlrey9Bf6YPaWfjoWABWXTXwGoONWn5oYvsQmKCm0sXDuX1149jNHrJknvumc0TTyxg0aJX+eKL3YjFIm68cSqvvnoVu3cX8sgjn9PY2M4VV5zDHXfMorm5g7/+dTkHDpQxcWIOjz56ESqVnC++2MW33+6jd+9YXnhhlc+98BR0OjVtbR/8kq/Fh701LZz70TYMNhcX5sTz+ozBXP7tXlYX1pGsU/P2rMFMSo3m+lUH+OBwOVKxiDtH9ubJSf14cNMxnt6Rj9sDuTE61i8ax6Jv9rC+xG+ydPfI3qhkEh7bdtLX1jcqmHtGZXLFt/sEfRlWvoW9KeMFbQPaj3EkRChMfZlkM586xggIpMUZoXxfZ6be6Ceq7h2VSbvNwdtd9o3n9Y7lr+OyOeeDzVg70zvHJEWw9YpzuGXtYd45UIoHD4v6J/Ov2UNZU1THTWsOUtNh4bzMOJadP4y1xbUs/mYfdreHiSmRbLxC2Ofu+KmxedaJovfee4eIiAjmzJnLypUraGio45prbgDg/PNn8M03qxGJRCxadBFvvfUeWm3QaWOdbvDeffdSnn9+dQ/vgLlzh/F1N7epqKgQEhLCONilxh/giivOYelS4Y3JyBBTVCTMu52W1Mq6SmG6XrjSQazGzvGWbsxyehNfFQvLLxZmNvBxgVAt/ZfETEhwUl0tZAxvuGEKb70l1CC64IJhAWrzp7v2UzjbRFGqToNcIqagRXjaf2m/JD45Vilou3FIGm92sx5ekJPI8hPCFMIEjQybxUyTW7iZnq0+yHdmoRj0Iu1OPjKOErSdpzrESstAQVuitAUZLkqdwrTGHFcrJyTC76Wnfl6ck8BnJ4RZIae79oX9kvi427WfwsFrJzEwLqzHv53tSfV0C9r6+jpuuularFYr9933EOecM+EnonjxSxe8UqmHiyYaOHZCyrEaL8suwsNr40tossh4dI+/ZvqKPg3M7dXM/DV9fM4P2WEmPpmWz6yVfak2ek+cg2ROVs3O46n9CXzfmU77czHnrsnG1VnyEhzs5tIxbazapv1NMX9tP28dXU+RUc3aIz0z/Wd7bK6+dAzHGtq5f9MxX9v9o7OYkRHDpGVbfURopLWV3JPr2dV/FkaJl8QMFZtYE/si97dcyFarNwNFjJt3oz6gwB7D0/oZvpg3Bv/AeFU+ixqu8xG2gxTlvBvxPufW30mDK+R3ixksMnFl/Wd8opxGU4iXXBeLYOUlZ3btXfFHWfD+1OFLT/ilYxPgww9vZfHi13F1EdbLSHdRVy/CaPQfcGRHmMgNM/FJof+5qZS4+PvwSu7bKTzFemFsCfdsTxOUrNzQt44NVTpKupRu5kYYyQk383HBz8d8cUwJd+84uzFzc20cOeJ3dAG47745rFixn/z8wDIY+HVj88HVu3lqf1WPf/v7+Gz+dajcp6UFMDE1ivggFR8erfC1BSuk3JSh45/HhaWrL4Z/xJ0tl/pMHgBuD1nPF8YhAh2hUcoioiUdfNPFWSVIZOHe0DU83DpPEPPl8I+4vXvM4HV8YRp6ZjF1a3m4TXhSPan1KD+E9RfkTz56TjbvH/75a++K/6axuXz5bQEisdnZdoqLZdjt/t/s1KQ2XB7Y1EUzKFzp4NqcOv55IEnw/lfOKeYvW4VZOQ8NqeTNY7G0dtESm5bUhrOnmH3r+ed+odnHK+OK+cu27jErePNY3K+OOXKwhV0HhFkNzz9/GU899e1pxfnPtrPS6zMGcv/GYxi6aGct6p9ErcEq0LlLDFaR3lHJZvzrfxFuXgz/lNu7HGgC/CP0a57Rz8Do8WcXnK85QKMrWKDHFydp4yLNXl7qmNYt5nJub7n018fU7uOl9qn+N3s8DCrfzsFUYfbG6+cO5P5NP3/tXfHvHJtna037U0RRUtINVFUJs8q1WgV6/VIkEjEGg4WvvtqDx+Nh3rzhBAercbvdrF59kPLyJs47bzApKd55aP/+ErZvz2fkyN6kpUVTV9eGTqfmu+8OkJgYjkQiZvfuIgYOTMFgsOJ0ujh0qITPP98OmEiOcTBS0UpBo4qNVTpEIpiUoMcaLMMDVFZKqTfJmZrURm6kEWQillfH0NAmpW/fWC64YAIREaFMnNiXfftKSEuLoqam1ddPhUKGVCqhoqLJ189TWY1VVc2sWLGfxMRwZs0a/JPXrtVehsUilJYICVGh1y/9hd+wF3anm0e3niCvqYO+UcFkhAUxLzsBuUTsXd8V1FFrsDAnK44guQyJWMSxhnb21LQwNimS2CAlTSYbQXIpq4vqiNQo2F3dwpGGdsYmRZAQrEIiElHSZuL74noyI4IYnxyJ3eXmcL2eT45XopZJmZ0UTHNpAQcaDNSFJoNIRG9ZHZEN5ehlOsqC07B4ZGTZy5DUNuEOi6EhPJU2p4cLsuKZm5XAofo2NpY1UtluZm5WPJf2S2J/bSv5zQbyWwwMjQvjytwUtlU0IZeIaTLbiAtSMSM9ljXFdUhEIs5JiUQtkxCmkvuufXZmLFEaJQqphF1VLfxY0cTxpg6sThf3js5kyGn2mafwb3U96+hoJzXVuxALDg6moMDP0LlcLl8aXlBQMHq9PoAo2rHjR3bs8ApSGQw9TwTPPXfFaYmi4cMzOHGimoICf1nDkCFpJCSEC8iS8PAgJkzICSCKnnnmTi688HlcXUQVOoKUxATZqTf49Uv6R5iIUQtJnVCFg5ExhgCiaHxCO8sLowSL21OnL11tCLPCzYgVIuhSAqpWS7nuuvN45JGVgpgzZw5kyZJNgoX9iBEZ5OX9/LWfDcRoFNR3q/0EGBIXGkCWxAUpGZcUEUAUzeodx1v7SwWLxtFJEeysbqGyy6JxZHI0colYQLYo7GbaGo3QrXx1guokHxtHCBa3g5XlHLCnUOvyL0wyRLU0tstB7Q8QrZZx68TJ3LDqoCBmT/0ckxTBrupWQT9Pd+1jkyN6JIrEQE6ULqD998DRo4cxm82sXLmOe+65g0OHDvgWtK+88gL33/+wL9PvTIiiXwqnU0RRWyLHuoiYexDxz2NJWKzClNlPCyIx2sUCe9C8Vq+LyinyBcDgkPJBXpSPfDkV84OT0TSaZT3GdHXRRenoEHOgSNVDzMgzjmk6w34+eTSRdRVC0c+PTkbhsP/7NDle3VscIEj56t4iyvRGAVHSpAxDMXE+xjZ/39rcGl5tGe8jdMCbhru0YxR5jjhBzKWG0VQ5wgRZfQdtKbxjOMdH6JyK+V7H2DOP6QyM+Xa3mB0eDWslo30kEXhNBE5/7aYeSaI/Evbt28u4ceMBGDduPAcO7AvYjJ7JvPlT2LEjXzCXAPRKH0RxibA0qaBNTaOnW4q8S8KhpsCU6AONQQG6JgV6FaXdNMOK9CrkEuFnny7mvkZtYMy2M4/5bo2wDBEgOjoHj6dY0Hb8eKVgHj0buHfSoNMSRUcb2gVECcCJxnbau+m4ddic1Eu1gJAoer1wMJ5woZJAvj1GQOgAFNpjMEiFG2+DR8URm3CDDrDPliaYRwHyHbFnHPPr2kzoJuWWPmk2mw6VC9rO9Nr/iPh3jM1tXU65TyElZRB5eccFbTtbQ5B00xRpsco40RroEryvPvCA9kSrWkDoABTplQHjrcUqI68lUKNvX0MPMVs0Zxzzu/rA0hGPLAloErQdPFh2WpLo12JcQgjbqnuWB9hX0yYgSgDymjqoNQj1lao6LAzNGgBdTAM8iPm0um/AODhqTxQQOgDFjmgaurjvglfYusAhlNrwIGa/LSWgn0d+Qcyd+kRhXadIRM70eRwsEJI/+2rP7Nr/E/h3rWlzchICiCKj0ca8ec+xbNktDBnyAEWdAsKPPfYV+/f/kxtvXMLnn3u1VO+99yN++OFvHD5czk03veuL8eKLVzB2bB/69LnTZ9A0Z86QgJipqVEUFLzBokUvsnbtMQ4Qh1ziZsnEIor0Sp4+6CeBHx5aydBoAxd/n8Wqcm/ZVWKCmB9+uJ9LL32fe+9d7ov5S/s5btzffrKfXa+9O0kEkJDw00TFTyHl5dXUdRolreicl5/ans++aydx6dd7WFXo7cP9m46xbfF4NpU1cs8Gv4zB27MGkx0ZzIj3NvkydC7tl8SX80cy+J2NvvknMzzIF/OG1d59oFYuZdvi8Wwub+K+jceAcAgLZ0BzHgpbK4fjh1MY5h2js5SHya4/yKvKi7CkeLO+egdpKLx6Iles2MfCb/YIYm4qa2Tisq0/288bh/TqsZ8XfLbzZ68dvO6MX8wfwYXZgfP8meCsaxQFB4f4JkODwUBIiH8RL5H4Nx5Go/BvpzB69FjuvfdB7r33QYKCTp9t1BMWLRrLbbfN4KOPbiWrs7Z45MjevP761TzxxAKmTRsAQHJyJJ988hcuu2wcf/nLuSgUMoKDVTzzzCLOP38YS5bcQEREEBKJmHHjkskdm0T6ADdarfeLy4yw8PDwSu4eVMO4OO/kEq+x8dK4Ui7o1cLiPg3IxW6CZE7uH1LF5MR2nhpVTpjC4bUmTGvmyuwGXhxXSlqnRkNsmANFpgJVuozUFO/DPikpnG++uY+HHloY0M9Zs4awZMn1vn6e6bV3RVLSrx+4Gy8/h+BudZHjkiN4cVouz00dwPgUL1nWK1TDJ3NHcPWgVK4blIZMLEKnlPHK9FxmZMTy+oxBhKnkyMQirh6YyvWD0/h47nDSw7Q/GfPJwdGk28wkNRUi9rgIEln4W+i3TFQX8I+wb9GJTchwcpF2L5cG7eGliE9JkXoX16mOasQH8kmpPEkfldsX87P5o7l64Jn2s9cZ9fOTuSN8MbtSAjKxiFdnDEQu/ffoyfe0oD2FvLwTDB06DK1Wi1arxWj89Yuwe++dfdq/TZo0PkD3w61UYxMLyRK3SESZO3Bxq5QGKmwqpO4AMU252I1cImyTij3Ie3i/VBJIEigknjOP2cP7y1yBfS92ex0quiInpw+JSQkBr/29oJCIAwRkZT20AQwd0D+gbV9p4PNYLnIKNBcApCIXclGgOGhP7oIqUaCY5uliKnqIebA8OKDtglkzA9pOd+3Kf9P4+y3o6Gj3zYXBwd4Dlu44k3nzjTeu6rFdIhFz9dUTCQ8Xvm/OnKFMm5YraBs7Np0xYzMEbUqlm5aYILr+viUiDxdlNBGqEH7nkxL0jIsXbsgmJOiZkCBsi1XbmZvejKhbzIt7ipkYGLNXjA1xhHB+Uqth/NRsukpGSCRiHn/86oBrnzVrcI9z5m+BTik/7d/mZMYzNkm4UZ6ZEcuMDKHIaHqYloX9hNkhUhGcG6NF6hKOpVx3EUMVwkzYiaqTjO+m45UibWaOWljiJcPJAu0egkTC8oEp6rweY56jFMZUWzsIbhBu8GViETcMSydYIfxezs86s2s/hdA/0JA9W2NzwICe5wGVSs4NN0xBqRSSLTfeOJMBA4Q2sSNGJJOaIYwfpnMhixbeb6XExaWZTSi6EamzUlvpEyok7CYmtguMVgD6hZuY2U13zxuzMTBmWmDM9FgbMdFCYeuQEDcJfYR6IiqVnHfeuTfg2hcsGB1w7b8Vm6+cfNq/XdY/id7hQnmAWRlxzMoQEjjjkiOY20f4PSpxE1Rdi8gtvN45aqFmGHjH0USVkBQcpihlqvqEoC1IZOGSoN3Ius2RczVnFjPcUI+9TEg0Byuk3DV+ALJu67Mzvfb/BP5da9rvvz/aY/uKFft54YVVPqIEoKyskZdeWu0jXwCsVgfPP7+Sxx//SvD+xx//mhdeWCVw8f6pmGvX+rOh7S4xHxVH8UG+8Bn52tFY3suLweL0r6mrqt2sWlX4b+tn15hdceJEz9m5P4dvTlb7SKKuKGgx8MKuQh9RAmC0O3lpdxFP/Cj8zT/x40me21ngI1/A67L54u5CwSHF6WK+treEp7YL57jm5Fyqg1IEbqCrLLl8bRqMReEfM4WtRl7dWxwQ88XdhWfcz5fOsJ89xTyFBzcd77H9THDWM4qGDh3G0qXvM2fOXLZt28yCBf6Uy+zsHPbt20N2dl8MBgNBQYGL/DPFqfTSJ574kgcemIvD4UKh8H5hQ4b04uTJFzGbbajV/pP9779/CIvFjlIp82U2vfzylTz77GWIxSKfwNiVV07giivOEcQsLy9ny5YtbFy/kXaDhTcd6QwTtfDMxHJCcKCQeHwL0L8Nr+SBIVWIRR5O7UPmZzQzL70Zh1uEQuKh3KHiiCKUAeMg02khMSGGiZMmc8455xATE/Or+3km1/7aa2u49dbAzdQvQU5UCO0PXECr2Y5OKcXm8ggcSzZfMR6Lw4VSKvZdw9vnDebVGQORiERIOiekG4f24rrBaTjdbhSd1zUmKYKiW8/F4nD9ZEzHeZNYv349Sz/8EIfVTErfGjxBsChoN5do9+BEjELknaCHKst5R/4a7x9Lw2gWMXPmTBYsWEBISMjv3s/uMdutDsLUp980/B74rZl+cGYno08/vYhnnvkuoD0+PozbbpuJXm/2lUzK5VKWLn2A2toWrrjiTZ/DwthxUYTpjByrNuNwePsVEeGiOT6EqFIHje3e33qk2sFlfRox2KW+EhO52M2N/eposcq4fVuazwHk+n51zExu49vSSCwO76BMjLQzO6uV9kZvJhB4NcGuym7A4Pj5mKN6m5DEyZCVeQT9lPfSENEopbnZu5CLitLy7bcP8tprm3n7bf+1/+1vF9PY2M7Cha8GuEtotT0L3/5aKKVi7hmVSX6zgWtW+lOsHx6XzaTUKL7Jr/WdHJ7XO5Y7R/Zm+fFKnwZXUpCSh6cO4Z+HasmTeYlQidtJ78bj9Asv4QXXHF/MW0M2MUpZzHpLX98J5yRVHtcE/8gqc65PKyxB0sqVwTuodoX5ylYUIgfXBW+lxBHF/a3+FPZbgjeRaqtilacfNpH3uRatr2KoyE6dAqo71zApOjX3jM2m1uzwla383LV/fbIm4NT0j4SfOnz5Jbjxxuncdtv7OBz+31p2djRPPnk5Q4b0Yt26h3jooU+pqWll4cKxXH/9FObNG8Hddy9jz55ixo3rwzPPLCIoSMVjj33J55/vIipKw9y5GdjtTbikxzhw0IRY7KFXLyffSRO5dHQb2/M0GK1i5qU1c2lmE9NT2nhyXyKHmzQMizHwwOBqNDIXVqeYNRVhJGpt3Du4msxQCy+PK+XdvGikIu8Y7h9pYemUQp47mEC9WcboZAO6ROgT5qJM5KSlTUx4uJu0XBVZfdKJThdx5EgrvXvH8fzzi+nbN4mJE3fwwgurkEol3HffnJ+99mXdtDh+bUkowJEbpjBn+Q6qOywoJGISg9VcNziNywYkMzktirvWH+FgnZ7JaVH8c3J/FBIxTreHb/NryIwI4unJ/ekdHsT7c4by2t5iVDIJD47J4tyMWOYW13LX6r3U6A1E1pzgeJ2JxOC9OFPsNCvDGa8u5L7QtchFTlweMestOaRJm7gvdA1psmaeDf+MZYbRKEQObg75gRxFHR9Ev8cL+mm0uDRcqD3AXO1BxiiLeKJtFsft8eR4ysmq2MfJuiDSI47REJpEkkbGo1OzmDPmcj4+USPoZ25MKN8vHMfDm4/TZLaxeEDKz177p8cqaDDZcbrd9IkMZsOicb/6/p9tnK2xefjwCwHlZ5Mm9eORR+bRr18ya9c+yD/+8SUdHRZuuGEKs2YNpl+/JO699yNOnKhmxoyBPPbYxXg8Hh544GNWrTpAbKyKc84Jo7mpnH6mBiorpchkHgZl2dglDef2cXWszwvB4RSxMLORSYntZIZa+Of+RIr0SsYneAWx8YBEDNtqgskMtXDf4GritXaeGFnOp4WRhMid3DqglqwwKx9MLuSVI3EYHBJmZ7SijRRx3ogObEelNHVIiYx0IUlTkBGmQxodTEWFjZyceF588Sr69Enm7bc38M47GwkN1Z7RtXfflP7asSkWi3lxal/uWO/fTOVGB3PnyCwmpkWz+tKx3LfxKIUtBuZkxvPXcX2wu9yoZBI2lTUyKFbHM5P7ExukosVi5/3D5URpFPx9fA65EXN4Y90OXj1cTbvJTHJDPt+fUDA/YSU7w0bQKA5liiqPW0I24fBIUIoc7LSmkyOv4QHdGqKkBtrcar40DiFcYuQO3Qay5fW8G/U+r7dPwuqRckXQTkapSvhX1L94Wj+DMkcEE5QnGdG+nwO1oaRJg2kMiiXSYeDGjGDmXHcLa1vhgyMVvn4OiNGx6tIxPPHjSSwOF7cOy/jZa//wYAl6p3c+kQCGB8//Vff/1+DfUb3yc7BaAw+6rD1kQtrtTuzd1hgOR2DbL4lZatdg72by6XSLsHUTtT7d+397P88s5m+F1RnoZHoKlh7+Zne5cXTLjra73NhdgQfFth7sHc80pkskJiY2nlqT8LUKdeBB8W/tp/U39NPX39+QOX/WNYoAHnroXo4ePUJOTl/++c/neeCBu3nqqeeora3hlluux2KxcO+9DzJhwqSfjPNTdaP/KbhcLo4dO8bGjRvZvv1HXC43mTIjM9SNpMkCrb27wuOB4/Yg1lmjqXAoUSrkTJg4icmTJ5ORkRGgjv8/nBlaWlp47bVX2b//AKNTW5mfWxtgG7y3QscnBxOIjo7hjjvvIisrq+dgfyCczXrurtphq1Z9R11dDddeeyPg1Q47JSx/2WUX88YbS36WxP25sRkSshiDwUzv3rHce+8c5s4djk6nwePxsHHjMQoLazn33IGkpXlJg+PHK9m8+QSDBqUyerT3u6moaODDD38ArCQlSamrq6WstJwDBxuw293ExrpQyCBKYsfW4sRl8greDtN1oBW7KGhTsas+iL5hZoZEe52QmixSNlSGEq50MClRj1QMNqeIdZWhWF1ipie1Eaxw4XbDqpowjuq1xEU5sSll1Ho0VLZKaGkRExLiISlRSWJiEiG6GKqr3aSlxXPJJecQGxuDw+Him2/2YrHYz+jaV6/exyOPfIXd7mTs2Cy2bfvHb/q+z/t4GxvLm0gKVnHbiN7MzIj1OSYcrtfzY0UTw+LDGJ7gPcWtNVj4rqCWuCAVMzNikYhFmB1OvjlZg8PtYW6feIIVMtweD18eLmbb0Xxk5ceoOLwXh9OFS6dDGhvEpLASZkUVIhFDgzOYjZZsoiQdTFSdRCLyYHHLWGfuixMx09THCRLbcHtEbLP2psoZxgTVSRKkeu99scXyfUsm4pZ22qqt6M0S7AoN0uzhDM5M4+Ypo4iOijxtP9cV11OmN53xtb+1v5iCZiND40PZduXEn7y//34dlPd5/vmXuffeO1iwYCGDBg057ev/k/Om0WikuLiYoqIiTp48yYnjxzBbvKeBoVIXGZIO+ss76CM3Ihf9sqWHxwP1LgWH7cHkOYKpdKpwe0AkgpTkZHL69iMzM5OMjAxiY2MRi/9AqSf/ZpjNZvbu3cv27ds5eGA/DqeL6CAHQ5NaGZqkJ0z96xf09R0K9lTo2F8dht4sQaVUMGz4CMaMGcOgQYOQy/+9hyDd8b+xGQiz2UxZWRlFRUUUFBSQd+I4rW16ABRiD6kSE33kBvrJDURKAjeqZwKjW8IJexDH7UGUuoLo6DRvUauUZPXJJisri4yMDNLT09HpdGfpyv5cMJvN7Nu3j+3bt3PgwH4cDidhGheDE1oZkqgnLiRQzuGXwOWGkw1B7KsM4VidDocLwsN0jB4zjtGjR5OVlfUffS7+Ude0PzUu5859hm++CfzbuHF9+Oqru+jf/x7q6rwZdlFRIRw58iyXX/4aGzrLfyQSMWvXPsi+fcU89NBy3/sfeeRCJk7sy5Qpj+FwuH5hTBFDhlgJN1lYc1zni/mXATV4QqW8tjXKp7n3n+xnV0ycmMOmTX877XfwU9D981vabcI5Kz5IxdEbpzL70+3sqPLqtcjEIn64Yjxri+p4sksG0NOT+9E/WsesT7b77OXPTY/h3dlDGPDWep+9/C+NmR4k48Kv9+MRecdUZHs1jw6K5W91ql8d82z38xSWnDeYawalnfYe/1vFrM8m/ohEUVe0tbWxYcMGVq5Ygb6jg75yA/M0tURIAhdhlQ4lX5jjKXeoiI2OZs4FFzBhwgTUPbCP/8Mvh8fj4cMPP+SLL75gZEorlwyq9WV4HagK5oO9SfTv148HH3oIjSZQ++KPiLM5qf7UgvbBB+/hggsuJDu7LwsXzv9ZN0L4z45Nl8tFfX09ZWVl/v9Kimlu9afDJ8hsZEo7yJSZSJOZUJzBprTNJaXQoaXAoaXQGUx750JXIhaTmJBASloaqamppKamkpKSQmho6M9E/P8Pi8XC/v372bFjB/v37cVmdxCicjEiuYURKW1EaH75hrTNLGV3RSi7KyJoNUmQSaUMHjKY0aPHMHTo0D/E+P13u7d0P3z5KfyR5k2Xy0VlZSUnTpzg+PHjHDl0CKPZjELsIVvawVCFnhy5gZ9yW251ydhpDeWwI5QGpwyRCDLSM+g/YAA5OTlkZWWh1fbsHPk/gMlkYseOHfzwwyZOnMhDJIIBce1M6t1MSpjl5wPgJenyG7RsLIqksFGDWCxi8ODBTJw4iWHDhv3HyaGu+N/Y/Hl4PB6amprIy8vj5MmTHD96lMpqrzlHrNROP5mekcq2HteyXWF2i9ljC+WoPYQShxoPEB6qo9+AXLKzs+nTpw9JSUn/1aTt6WCxWNi9ezdbtmzm8OHDuN0e0iLMjO/VTP+4joDDzp+CwSphR1kY28siaLdI0GrVjB17Dueccw59+vT5w9z/P+qa9ufG5ciR97N7t7fkVqdT8/TTi7jssnGoVHIaGvQsXboVt9vDFVecQ2xsKFarnY8/3k55eSPz5o0gNzcFgDVrDrJ9ez4jRvRm9mxvX48dq+SLL3aRkBD+i2Lu2LGadd9/zxhTAxXNcnIjTeTEWXhan0FmnxEolem/OObZ7OeDD35MY6M3U2vYsDT27Pnnr/6uW812bv/+EAWtRnqFahgYE8oVuclEaZSYHU4+PFJBrcHK/JwE+kZ5szpX5Newp6aVccmRTE/3lugdrGvjm5M1pIZqWNgvCYVUQk2HhWVHypGKxb8q5o3/eIYdje0M1tXScLSVd996E4829DfFPBv9/KGskaMN7bg9Hu4alcnsTKHuZ3f8jyj6nWG1Wlm5ciVffv45bruFhZoqchUdgHeBtdUazrfmWIJDQli46DImTZqEVHrWq/7+B2DZsmV88cUXLBxczYgUPQ0GOU9v6k16RhZPPPkkMlmgDfkfFWd7wXu2Mv3gjzk2DQYD5eXl5OXlceTwIU6ezMfpciERQT9ZO1PUTSRJhbXOLg8csOn4wRZFjcO72QkO0jIgdyADBgygd+/eJCQk/Kl+N/8pWK1WDhw4wMYNGzhw8CAej4c+0UZmZDec0Ya0Wq9kTV4Ux+uD8XhgwID+TJkylaFDh/7hCPU/qs0v/DHH5ik4nU6OHTvGzp072bVzB+0dBhJkNs5V1tNPbhDoB7W5pKy3RLLLFo4bEf369mXU6NGMHDmSsLBfr6/334z6+nrWrVvHmjWrMJutZESamJ9bS2zw6TMZipvUfHk0nhq9grBQHefNnsPkyZP/sFkh/xubvw719fXs2bOHPbt3cSIvz+uEJdczVdVErFT4+zC4JWy2RPCjLQKrW0RyUiIjRo5i+PDhpKen/y87/hdCr9ezZcsWVq36joaGJnRqFzOy6hme0vaTJLrRJmFNXhS7ysNxumHgwFxmzpzFoEGD/pBrlj/qmvaPPC5PB5PJxPXXXUuopZE7g0sAeKUjjQZFJG+9/Q7Bwb9e2uV/OHNs3LiRl19+GbXcSWRMCq+9/uZ/uku/Cv8jiv5NaGho4Jmnn6aoqIjLtVWkyczst4Ww0hzDsGHDuP3223+xQPf/8Mvgcrl48IH7qSzL429T81m2L4ESfRRvvvX2n25z8b8F72+D1WolLy+PgwcPsmH9OswWKxkyE+Fib/qmByh2BdHilJKclMjkKVMZMGAAycnJf5gTuD8rmpqa2LhxI6tWfkeHwUi/2A7mDqjrMcNIb5HyzdEYDlbrUKuVzJx5HlOnTiUmpmcx2z8C/jc2fztcLhdbt27l008+pr6hkRGKNhZo/6+9Ow+M6V7/OP5OhiYSjSVktSRIr6tiCdEiqaWEiyIEERpLxK722Pd9K0VpLSlpK7RoSutaqvat5ae3qq5dUNqopbiSIJnfH2FIFVEyk0k+r78w55w855vzcWae+Z5zfsFgA8duO7Lwphd3bAzUrRtEy5YtKVy48NM3Khly69YtNm7cyIoVsSTeukWdVxJoUCYh3YfS23dtWPkfd/acKYhL4UKEtWnLG2+8kSU/gD5M2Xx+ly9fJi4ujvXr1nH79m2aO17gjTxpT346cceBRTe9uZVqQ0D1AEJatKBEicdf0iAZl5KSwoEDB/jssxUcPXqMogWSaF3xPEULpP+Cy2iEnacK8tXP7iTdtSUoqB6NGzemaNG/91Qjc8mq2bSWXP7Zhg0bmDt3Lp1fjie3TSrvX/ema9euNGz4fPeglYy7fPky7du3ByA4OJiOHf/6oSFZ3ZOyqWktL5CrqysTJ01i6JAhLD3+4N+rV69OVFSUPnyagcFgoEPHCAYOHMj6I4U5dNGJsLBmVtckkudnb2+Pn58ffn5+hIWFsW7dOr7ZuIGryQ++HXV3d6d7s+b4+/vrW9AXqHDhwrRu3ZomTZqwZs0aVq9aybRvX6ZtpbP4ejy4ceTRBEeWfF+c26l2tGjRlGbNmukyohzCYDBQu3ZtatSoQWxsLCtWrOCnu/nIbQPXU2zx8PRkxMhRuLtb/gk72Y2DgwNNmzalVq1aLF68mA1btnDp5kuE+5/HYAuJd2z5YLcXpy870qxZMK1bt8be/sXeYF+yLmdnZyIiImjRogWzZs7k8/372ZDshg1wI8UWd3d3pg4bTrFixZ66Lck4g8FAlSpV8Pf3Z/v27UQvXsTMbfa084+nvGfaeTMlFVYc9GDPmYKUL1+Ozp276PeQQ7355pusWB7L1uv/IxepOBfIT1BQkKXLylGcnR88rdEa7n37d6hR9ILZ2dkxdtw49u3bR0pKCvb29rz++utqEpnRP/7xD4p4erD5XrOuTp3HP/pUcgYHBwdCQkIICQmxdCk5ioODA6GhodSsWZPJkyaycI8NkVXj8fW4wfFLjszb6Y2HpwdDhw7P8t+GSuYwGAy0bduW4sWLc/Bg2mPaHR0dadWqlZqGmSxfvnz069eP4sWLs2TJEvLluUuw76/EfF+U+Kt5iYoaSEBAgKXLFAtxcnJi2PDhrF27lnPnzgHw8ssvExISomxmIhsbG2rUqEG5cuUYP34ci/dBr8BT+BS+ZZrl16pVK8LCwvTZIgfLlSsXdYPqsWzZMgBaNg3K8jM+s6OSJUty8uRJvLy8LF1KplCjKBM4OjpSu/aTn5ojmcfGxoYKFf04/8sFPD3cdcmCiIW5ubkxecpUBg8eRPQ+cLRP5X/Jtnh4ejB9+rtZ4gbVYlmBgYEEBgZauowcqXnz5mn3L1q/ngPnC3I90ZaIiA5qEgkGg4GmTZtauowcqUCBAowfP4E+vXsxfxc4vJTKH4m2BAcH07ZtW0uXJ1mAv7+/qVHk7+9v4WpypmHDhnHhwgU8PJ58w2hrpUaRZEsNGzbk7t27VK78+EfVioj52NvbM2LESFatWkVycjK5c+emadOmahKJZAEdOnQgb968XL9+HRcXF9566y1LlySS4+XJk4cRI0ezZs0aUlJScHZ2pkWLFpYuS7KIEiVKEBoaSmpqKj4+PpYuJ0cqXLhwtp6QoEaRZEtFihShR48eli5DRB7i7OxM586dLV2GiPyJg4MD7dq1s3QZIvInRYoUoXv37pYuQ7IgW1tb2rRpY+kyJBvTxa0iIiIiIiIiIgKoUSQiIiIiIiIiIveoUSQiIiIiIiIiIoAaRSIiIiIiIiIick+Wvpn16dOnqVDBz9Jl/G03b94gb96XLV1GjmXt43/uXLylS3gsZVOeh7WPv7KZeaz92LB21j7+ymbmsfZjw9pZ+/hn1Wxaey7B+o8Na2ft4/+kbNokJFw3mrGWHGXq1IlERQ21dBk5lsZfHkfHhmVp/OVxdGxYlsZfHkfHhmVp/OVxdGxYVnYef116JiIiIiIiIiIigBpFIiIiIiIiIiJyjxpFmah69UBLl5CjafzlcXRsWJbGXx5Hx4ZlafzlcXRsWJbGXx5Hx4ZlZefx1z2KREREREREREQE0IwiERERERERERG5R40iEREREREREREB1Cgym127djBp0lhLl2GVjEYjYWEhNG5cn5SUlOfe3vLln/LJJ0tfQGVi7ZTL56NsSmZRNp+PsimZRdl8PsqmZBZl8/kom49So0iyvN9++5W8efOyZs16DAaDpcsRkXuUTZGsSdkUyZqUTZGsSdl8VC5LF2Ctdu3awYcfzgOMXLlyhfbtI4iN/QQ7OztmzJhN9+6R3LlzhzJlXmXq1Jnp1v3kk6WsWLEMgAkTplCuXAXz74AVGTNmBDt37qBPnx4kJt7i0qVLODsXYt68haxa9Rlbt27m+vXrGAwGateuyxdfrKRkyVLMnDmXQ4d+ZPjwQdy+nUy9eg3o02dAum1Pnz6ZnTu3Y2try6xZ71OsWHEL7aW8CMqleSmbklHKpnkpm5JRyqZ5KZuSUcqmeSmbj9KMoudiJCZmOXXqBHHw4AFWrVqLu7sHFy9e4PPPv+SrrzZy48YNTp06YVrj8uXLbNiwjjVr1hMTE8v06VMsWL91GDJkBDVq1KJsWV/q1WvA6tVfUa1aAGvXxgHg7FyIZctW4uLiSnJyEmvWrOf8+XNcvXqFUqV8iItbx7///S3btm0hMTHRtN2ffz7MxYsXiYtbx+TJM3jvvXcttIfyYimX5qJsyrNRNs1F2ZRno2yai7Ipz0bZNBdl81GaUfQcSpcuA4CbmzvOzoUAcHV149Spk8yaNYPr1//g3Lmz/Prrr6Z14uNPc/jwTwQHN7RIzdbs2LGj/PjjD8TEfERychLBwSE4OeUz/R5cXd3S/U6uXbvG7dsJjBo1lMTERE6cOM7vv18ybe/48aPs3r2Dpk0b3Fvf1fw7JS+ccml+yqZkhLJpfsqmZISyaX7KpmSEsml+yuYDahQ9Bxubh//84C8XLlygQYNGhIa2oWvXCIxGo+m1YsW8qFDBj+jojwG4c+eO2eq1dqVK+RAYWJO33moCpI3dqlWfpRv7h/9sNBpZsmQRvXr1pXr1QBo1Ckr3uyhZ0oeaNWszadJ00/bE+imX5qdsSkYom+anbEpGKJvmp2xKRiib5qdsPqBGUSawtbVl/vw5rFv31SOvFSpUiLp169G4cX0MBgMBAW/Qv/8gC1Rpfd5+uwP9+vViyZJFGI1Ghg0b9dR16tatx5AhA3jlldK89NJL6V4rW9YXFxdXmjZtgI2NDcHBIYSHd8is8sXClMvMo2zK81A2M4+yKc9D2cw8yqY8D2Uz8yibD9gkJFw3Pn0xERERERERERHJ7nQzaxERERERERERAdQoEhERERERERGRe9QoEhERERERERERQI0iERERERERERG5R40iEREREREREREB1CiSv2nt2jhcXJyYOnWipUsRsXq9enXFxcWJH374v2daTzkUydratGmBi4sTZ8/GW7oUEav0/vuzcXFxYvnyT9m1awdVqpTHzS0/jRoFWbo0Efkbfvjh/3BxcaJXr66A3gNnZbksXYCISE7Xvn0EtWvXwcvL29KliIiIZEnR0Qs5c+Y0gwcPp3LlKo+8fvfuXXLl0kcbEWui98BZl2YUWZmzZ+NxcXGiceP6hIY2w9vbg9mzZzJv3hxKlixCrVrVOXs2nosXL9ChQ1t8fIrh6/sK48aNIjU1FYCIiHB8fIpRtGhhAgL8+frrtem23ahREOHhoZQo4UnXrh0xGo0ArFr1GWXL+lCtWiV27tyerq7//vcIzZu/hbe3B35+rzJjxhTTei4uTlSt6ke3bp3w9vZg8OD+rFr1Gf/8pzf+/uX48ccfzDeAImaU0bwuWbKYLl06cubMaeVQJJNlNJdz5szC1/cVPD2dKV++NNOmTQLgp58O4enpTOfO7QFo3bo5xYu7cvLkcZKTk+nePZJSpYry9tutuHHjRrqf/fHHS3jttQp4eblRr15N9u7dA8Dy5Z+avmENCPCnTJkSbN68ka5dI/DyciM8vDV379416ziJWMr778+mdGkv6tR5gyNHDgMwbdok1q6NA2Dy5PF8/vlyU24iI9sTGFiFTp3asW3bFqpUKU/RooUpXdqLzp3bc/NmWg7vz1wYPXo45cuXpkKFf7J3724A/vjjGmFhIfj4FOOdd7pRrVolXFycTDW9994MKlf2xdvbg5Ytm3LmzGnzDoqIhWT0nPnLL+cJD29t+uw5fPggkpOTAdi+fSuVK/vi5/cqX3yxKt32X8R74IsXL+DjU4wGDepgNBqJiuqLq2s+du/eab6ByobUKLJS+/d/R40atSlYsCATJoxm8+ZNhIaGcfjwIRYsmEf37pFs27aFyMiu1KvXgDlzZvLRRwsBqFDBj5EjxzJs2CgAevbsQlJSUrptV6rkT6lSpVi9eiX79u0hISGBvn17YmtrS9euPdmzZ5dp+Tt37vD22604cGA/Q4eOoEyZV5kyZQKxsZ+Yljl58gReXt6UKuVDdPRC5s2bQ0REF+LjzzB9+hQzjZqIZTwtr49bRzkUyTxPy6Wnpyf9+kUxbtxkypR5lWnTJrFv317KlvWlb9+BxMWtpm/fnmzevIkhQ0ZQsqQPS5cuZuXKFQQEvMFrr1Xj++/3mX7ejh3b6N//HZydCzFmzETOnz9PeHgrrly5bFpm587ttG8fweXLl2nTpiX58uWjSpXXWb/+azZuXG+JYRIxq59+OsSYMcNxcXElPLwD27dvBaB79174+pYHYOLEqbRvH2FaZ8uWzYSHd6Bly9Y4OjrSoUMkEyZMJTg4hLi41Sxc+EG6n/Hdd3tp164jFy78YmoAT58+hW++2UijRo0pVKgwJ04cNy2/fPmnTJgwBj+/SrzzTl9+/vkwkZHtM3cgRLKYp50zu3XrxMaN/6Znz97UqvUmCxbMZ+bMaaYvUK5cuUKPHr0zdInZs74Hdnf3YPz4yezf/x19+vRg6dJoOnXqQrVqAZk5JNmeGkVWys+vMt269cTf/zWMRiO9e/ejU6e0az2PHPmZ3bt3cvPmDaZPn0xMTDQAW7d+S0pKCseO/ZchQwYwcuRQjh07yv/+d5Nz586m23bv3v1p1KgJkNZJPnDge5KSkggLa0t4eAe6dOlhWv7EiePEx5+hfv0GREZ2Y+zYtGtFN2/eZFrG3d2DQYOGUavWmwB07BhJ374DTdsXyc6elNfHHf/KoUjmelouf//9EpMmjWXw4P6mHN2f3dCnzwDKlavAp5/G8NprVencuTsAu3alfXs5atQ4evbsne7ymG++2QhAVNRQ2rXrSJs24Vy7do0DB743LdOyZSidOnXF1dUNgHHjJtOkSbN7NZ3JxNEQyRp2794BQJcuPQgP70BYWFsAHB3z4uaWlougoH9RqZK/aZ3WrdsSGdmNBg0akZSUxEcfLWTAgN4sXrwAeJDb+wYOHEK/flHY2dmZzn27du3A1taWyZNnMHLkWNzc3E3Lb9q0AYC4uNVMmjSOhITf+M9/DnL16pVMGgWRrOdpnz337t1NpUr+9O7dn2nTZmFra8u3327i+PFjJCT8Rv36DYiI6Ez//oMy9LOe5T0wQKtWYdSv34DY2E/w8vJm2LDRL3wMchpdyGul8uXLB0Du3LkBcHJywmAw3HvVBoBXX/Vl9OjxpnWcnJzYtu1bVqxYRmBgTbp06cbSpdFs2rSBpKQk7OzsAChQoAAABkPa4XH/krWH3Z8C+DAbG5un1nv/2vGH601NTcnYTotYqSflNSXlr49/5VAkcz0plzdu3GDkyKG4u3swbdosDh/+iVmzppOcnDb7NikpiWvXrgFw9eoV7ty5YzqHPuxZM+rklN9Uk719Hl566aWH/q949P8AkezurzL0Zw83dSZMGE18/BmmTp1JgQIFiIxsT1JScrrlHz6/PnxutbGx+ct83q9h/vxFFCpUGEg7J+fJ4/DsOyRipZ782TPNk85v92Uk03/nPXBKSgqXLiUAaefwxMREHByU0eehGUXZkL29HdWqBXDkyGH27t1NfPwZPvsslm3btphClZh4i3PnzvLdd/uesrU0lSr5Y29vT2zsp8TEfJTucplSpXzw8vJm/fp1LFr0AaNHDwegTh09kULkRVIORczD1taAjY0NycnJXLt27ZHLvsaMGcH582cZOHAIx44dZfLktC9lAgICTa/PnfteutlC97M4depEli6NZtmyj8mfP3+6mREiOV21amkZ+vDD94mJ+YjY2E+faX2j0YjRaOTGjRusWROX4fWqVw8kJSWFIUMGMHbsSH799aLptaCg+gCsWLGMCxd+Yc+enbz77lTs7e2fqTaR7Mre3p6qVatz4MD3zJ79LoMG9SM1NZU33wzCx+cVXFxcWb9+HYsXL+Ddd6f+rZ/xpPfAkHZvswMH9tOvXxR//HGNQYP6vYhdy9HUKMqm5s1bSMOGjYmOXsDo0cM5c+Y0FStWombNNwkObs6RIz/z9ddrqVWrdoa25+LiwsyZc0lJSWHOnJnprvnMnTs3MTHLqVjRjwkTxnLo0I8MGjSM0NA2mbV7IjmScihiHvb2dowcOY7bt2+zaNEH1Kz54Fy5fftWYmKi6dgxkoEDh9CqVRjz589h//7vCA/vSEhIK3bs2MaePTvTXXoWGFiDGTNm8/vvlxg1aigeHh7ExKygYEFnS+yiSJZUtqwvo0aNJyHhNxYvXkCNGrWeaf1hw0bj6VmEhQvn4+tbLsPr9e8fRZ06QXz55Rdcu3aVokWL4eSUNoMiNLQNw4eP4dSpU0RF9WX16pVUrVr9meoSye7mzVtI3br1mT17Jt98s5HIyK706TMAOzs75s1bSMGCBXnvvRlUrFjpb23/Se+Bjx07yrRpE6lX718MHjyc3r37s2bNF3z55eoXtXs5kk1CwvWnz/8SERERERHJhs6dO8uWLZvx9i7BwYMHGD9+NI0aNSE6+mNLlyYiYhG6R5GIiIiIiORYd+/e5YMP5nL2bDz58xegRYtQxoyZaOmyREQsRjOKREREREREREQE0D2KRERERERERETkHjWKREREREREREQEUKNIRERERERERETuUaNIREREREREREQANYpEREREREREROSe/wcYAhJCzpHuwgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1440x864 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ncols = 5\n",
+    "nrows = 4\n",
+    "\n",
+    "fig, axes = plt.subplots(nrows, ncols, figsize=(20, 12), facecolor='#EAEAF2')\n",
+    "\n",
+    "for r in range(nrows):\n",
+    "    for c in range(ncols):\n",
+    "        col = FEATURES[r*ncols+c]\n",
+    "        sns.violinplot(x=df.label, y=df[col], ax=axes[r, c], palette='autumn')\n",
+    "        sns.swarmplot(x=df.label, y=df[col], ax=axes[r, c], palette='ocean')\n",
+    "        axes[r, c].set_ylabel('')\n",
+    "        axes[r, c].set_xlabel(col, fontsize=10, fontweight='bold')\n",
+    "        axes[r, c].tick_params(labelsize=8, width=0.5)\n",
+    "        axes[r, c].xaxis.offsetText.set_fontsize(6)\n",
+    "        axes[r, c].yaxis.offsetText.set_fontsize(6)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:35:55.111923Z",
+     "start_time": "2022-01-17T13:35:51.906685Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x1440 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plot the histograms\n",
+    "male = df.loc[df['label']=='male']\n",
+    "female = df.loc[df['label']=='female']\n",
+    "fig, axes = plt.subplots(10, 2, figsize=(10,20))\n",
+    "ax = axes.ravel()\n",
+    "for i in range(20):\n",
+    "    ax[i].hist(male.iloc[:,i], bins=20, color=mglearn.cm3(0), alpha=.5)\n",
+    "    ax[i].hist(female.iloc[:, i], bins=20, color=mglearn.cm3(2), alpha=.5)\n",
+    "    ax[i].set_title(list(male)[i])\n",
+    "    ax[i].set_yticks(())\n",
+    "    ax[i].set_xlabel(\"Feature magnitude\")\n",
+    "    ax[i].set_ylabel(\"Frequency\")\n",
+    "    ax[i].legend([\"male\", \"female\"], loc=\"best\")\n",
+    "\n",
+    "fig.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='4'></a>\n",
+    "# Feature Engineering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:07.574717Z",
+     "start_time": "2022-01-17T13:50:07.537767Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>meanfreq</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>median</th>\n",
+       "      <th>Q25</th>\n",
+       "      <th>Q75</th>\n",
+       "      <th>IQR</th>\n",
+       "      <th>skew</th>\n",
+       "      <th>kurt</th>\n",
+       "      <th>sp.ent</th>\n",
+       "      <th>sfm</th>\n",
+       "      <th>...</th>\n",
+       "      <th>meandom</th>\n",
+       "      <th>mindom</th>\n",
+       "      <th>maxdom</th>\n",
+       "      <th>dfrange</th>\n",
+       "      <th>modindx</th>\n",
+       "      <th>label</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.059781</td>\n",
+       "      <td>0.064241</td>\n",
+       "      <td>0.032027</td>\n",
+       "      <td>0.015071</td>\n",
+       "      <td>0.090193</td>\n",
+       "      <td>0.075122</td>\n",
+       "      <td>12.863462</td>\n",
+       "      <td>274.402905</td>\n",
+       "      <td>0.893369</td>\n",
+       "      <td>0.491918</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>male</td>\n",
+       "      <td>14.472358</td>\n",
+       "      <td>61.247810</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>274.402905</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.066009</td>\n",
+       "      <td>0.067310</td>\n",
+       "      <td>0.040229</td>\n",
+       "      <td>0.019414</td>\n",
+       "      <td>0.092666</td>\n",
+       "      <td>0.073252</td>\n",
+       "      <td>22.423285</td>\n",
+       "      <td>634.613855</td>\n",
+       "      <td>0.892193</td>\n",
+       "      <td>0.513724</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.009014</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.054688</td>\n",
+       "      <td>0.046875</td>\n",
+       "      <td>0.052632</td>\n",
+       "      <td>male</td>\n",
+       "      <td>32.970636</td>\n",
+       "      <td>141.699731</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>634.613855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.077316</td>\n",
+       "      <td>0.083829</td>\n",
+       "      <td>0.036718</td>\n",
+       "      <td>0.008701</td>\n",
+       "      <td>0.131908</td>\n",
+       "      <td>0.123207</td>\n",
+       "      <td>30.757155</td>\n",
+       "      <td>1024.927705</td>\n",
+       "      <td>0.846389</td>\n",
+       "      <td>0.478905</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007990</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.015625</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.046512</td>\n",
+       "      <td>male</td>\n",
+       "      <td>52.901022</td>\n",
+       "      <td>228.893623</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1024.927705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.151228</td>\n",
+       "      <td>0.072111</td>\n",
+       "      <td>0.158011</td>\n",
+       "      <td>0.096582</td>\n",
+       "      <td>0.207955</td>\n",
+       "      <td>0.111374</td>\n",
+       "      <td>1.232831</td>\n",
+       "      <td>4.177296</td>\n",
+       "      <td>0.963322</td>\n",
+       "      <td>0.727232</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.201497</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>0.562500</td>\n",
+       "      <td>0.554688</td>\n",
+       "      <td>0.247119</td>\n",
+       "      <td>male</td>\n",
+       "      <td>0.503171</td>\n",
+       "      <td>0.926435</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>4.177296</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.135120</td>\n",
+       "      <td>0.079146</td>\n",
+       "      <td>0.124656</td>\n",
+       "      <td>0.078720</td>\n",
+       "      <td>0.206045</td>\n",
+       "      <td>0.127325</td>\n",
+       "      <td>1.101174</td>\n",
+       "      <td>4.333713</td>\n",
+       "      <td>0.971955</td>\n",
+       "      <td>0.783568</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.712812</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>5.484375</td>\n",
+       "      <td>5.476562</td>\n",
+       "      <td>0.208274</td>\n",
+       "      <td>male</td>\n",
+       "      <td>1.023032</td>\n",
+       "      <td>1.798535</td>\n",
+       "      <td>0.007812</td>\n",
+       "      <td>5.484375</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 25 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   meanfreq        sd    median       Q25       Q75       IQR       skew  \\\n",
+       "0  0.059781  0.064241  0.032027  0.015071  0.090193  0.075122  12.863462   \n",
+       "1  0.066009  0.067310  0.040229  0.019414  0.092666  0.073252  22.423285   \n",
+       "2  0.077316  0.083829  0.036718  0.008701  0.131908  0.123207  30.757155   \n",
+       "3  0.151228  0.072111  0.158011  0.096582  0.207955  0.111374   1.232831   \n",
+       "4  0.135120  0.079146  0.124656  0.078720  0.206045  0.127325   1.101174   \n",
+       "\n",
+       "          kurt    sp.ent       sfm  ...   meandom    mindom    maxdom  \\\n",
+       "0   274.402905  0.893369  0.491918  ...  0.007812  0.007812  0.007812   \n",
+       "1   634.613855  0.892193  0.513724  ...  0.009014  0.007812  0.054688   \n",
+       "2  1024.927705  0.846389  0.478905  ...  0.007990  0.007812  0.015625   \n",
+       "3     4.177296  0.963322  0.727232  ...  0.201497  0.007812  0.562500   \n",
+       "4     4.333713  0.971955  0.783568  ...  0.712812  0.007812  5.484375   \n",
+       "\n",
+       "    dfrange   modindx  label       mean         std       min          max  \n",
+       "0  0.000000  0.000000   male  14.472358   61.247810  0.000000   274.402905  \n",
+       "1  0.046875  0.052632   male  32.970636  141.699731  0.000000   634.613855  \n",
+       "2  0.007812  0.046512   male  52.901022  228.893623  0.000000  1024.927705  \n",
+       "3  0.554688  0.247119   male   0.503171    0.926435  0.007812     4.177296  \n",
+       "4  5.476562  0.208274   male   1.023032    1.798535  0.007812     5.484375  \n",
+       "\n",
+       "[5 rows x 25 columns]"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"mean\"] = df[FEATURES].mean(axis=1)\n",
+    "df[\"std\"] = df[FEATURES].std(axis=1)\n",
+    "df[\"min\"] = df[FEATURES].min(axis=1)\n",
+    "df[\"max\"] = df[FEATURES].max(axis=1)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='5'></a>\n",
+    "# Assign Feature and target Variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:10.160323Z",
+     "start_time": "2022-01-17T13:50:10.155304Z"
+    },
+    "executionInfo": {
+     "elapsed": 453,
+     "status": "ok",
+     "timestamp": 1623310615797,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "lzgJvnqzsfxp"
+   },
+   "outputs": [],
+   "source": [
+    "X = df.drop(['label'], axis = 1)\n",
+    "y = df['label']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:11.027034Z",
+     "start_time": "2022-01-17T13:50:11.020017Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    0\n",
+       "1    0\n",
+       "2    0\n",
+       "3    0\n",
+       "4    0\n",
+       "Name: label, dtype: int64"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = y.replace(to_replace=['male', 'female'], value=[0,1])\n",
+    "y.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='6'></a>\n",
+    "# Features Scaling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:12.644266Z",
+     "start_time": "2022-01-17T13:50:12.634263Z"
+    },
+    "executionInfo": {
+     "elapsed": 449,
+     "status": "ok",
+     "timestamp": 1623310817054,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "PdvHPzMJ3Jpu"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-4.04924806,  0.42735532, -4.22490078, ...,  1.74961506,\n",
+       "        -1.74236628,  1.75945048],\n",
+       "       [-3.84105326,  0.61166951, -3.99929342, ...,  4.43117323,\n",
+       "        -1.74236628,  4.43275115],\n",
+       "       [-3.46306646,  1.60384791, -4.09585051, ...,  7.3374493 ,\n",
+       "        -1.74236628,  7.32946008],\n",
+       "       ...,\n",
+       "       [-1.29877325,  2.32272353, -0.05197278, ..., -0.23793635,\n",
+       "        -1.03518161, -0.22801168],\n",
+       "       [-1.2452018 ,  2.012196  , -0.01772848, ..., -0.2420035 ,\n",
+       "        -1.03518161, -0.23703778],\n",
+       "       [-0.51474626,  2.14765111, -0.07087874, ..., -0.24950527,\n",
+       "        -1.03518161, -0.23421154]])"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "X_scale = scaler.fit_transform(X)\n",
+    "X_scale"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='7'></a>\n",
+    "# Splitting Training and Testing datasets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:14.146219Z",
+     "start_time": "2022-01-17T13:50:14.126307Z"
+    },
+    "executionInfo": {
+     "elapsed": 449,
+     "status": "ok",
+     "timestamp": 1623310645342,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "30JVMrtA2kB0"
+   },
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X_scale, y, test_size=0.3, random_state=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8'></a>\n",
+    "# Modeling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:15.492078Z",
+     "start_time": "2022-01-17T13:50:15.480149Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def kfolds(model, model_name):\n",
+    "    model = cross_val_score(model, X,y, cv=10)\n",
+    "    model_score = np.average(model)\n",
+    "    print(f\"{model_name} score on cross validation: {model_score * 100}%\")\n",
+    "\n",
+    "def train(model, model_name):\n",
+    "    model.fit(X_train, y_train)\n",
+    "    model_train_score = model.score(X_train, y_train)\n",
+    "    model_test_score = model.score(X_test, y_test)\n",
+    "    print(f\"{model_name} model score on Training data: {model_train_score * 100}%\\n{model_name} model score on Testing data: {model_test_score * 100}%\")\n",
+    "\n",
+    "def conf_matrix(model):\n",
+    "    y_pred = model.predict(X_test)\n",
+    "    cm = confusion_matrix(y_test, y_pred)\n",
+    "    plt.figure(figsize=(8,5))\n",
+    "    sns.heatmap(cm, annot=True, fmt='d');\n",
+    "    \n",
+    "def class_report(model):\n",
+    "    y_pred = model.predict(X_test)\n",
+    "    print(classification_report(y_test, y_pred))\n",
+    "    \n",
+    "def roc(model, model_name):\n",
+    "    y_pred_svm = model.decision_function(X_test)\n",
+    "    svm_fpr, svm_tpr, _ = roc_curve(y_test, y_pred_svm)\n",
+    "    auc_svm = auc(svm_fpr, svm_tpr)\n",
+    "    plt.figure(figsize=(5, 5), dpi=100)\n",
+    "    plt.plot(svm_fpr, svm_tpr, color=\"darkorange\", label=f'{model_name} (auc = %0.3f)' % auc_svm)\n",
+    "    plt.plot([0, 1], [0, 1], color=\"navy\", lw=2, linestyle=\"--\")\n",
+    "    plt.xlabel('False Positive Rate -->')\n",
+    "    plt.ylabel('True Positive Rate -->')\n",
+    "    plt.legend()\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.1'></a>\n",
+    "## Logistic Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:16.807724Z",
+     "start_time": "2022-01-17T13:50:16.377929Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Logistic Regression score on cross validation: 76.85790440442439%\n",
+      "Logistic Regression model score on Training data: 97.33874605322508%\n",
+      "Logistic Regression model score on Testing data: 97.68664563617246%\n"
+     ]
+    }
+   ],
+   "source": [
+    "lr_model = LogisticRegression()\n",
+    "kfolds(lr_model, \"Logistic Regression\")\n",
+    "train(lr_model, \"Logistic Regression\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:18.348927Z",
+     "start_time": "2022-01-17T13:50:18.219465Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(lr_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:18.735814Z",
+     "start_time": "2022-01-17T13:50:18.727824Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.99      0.98       494\n",
+      "           1       0.99      0.96      0.98       457\n",
+      "\n",
+      "    accuracy                           0.98       951\n",
+      "   macro avg       0.98      0.98      0.98       951\n",
+      "weighted avg       0.98      0.98      0.98       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(lr_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:50:19.398190Z",
+     "start_time": "2022-01-17T13:50:19.246655Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "roc(lr_model, \"Logistic Regression\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.2'></a>\n",
+    "## Random Forest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:52:45.823789Z",
+     "start_time": "2022-01-17T13:52:43.782307Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Forest score on cross validation: 96.811184762209%\n",
+      "Random Forest model score on Training data: 100.0%\n",
+      "Random Forest model score on Testing data: 98.63301787592007%\n"
+     ]
+    }
+   ],
+   "source": [
+    "rf_model = RandomForestClassifier(n_estimators=40, random_state=40)\n",
+    "kfolds(rf_model, \"Random Forest\")\n",
+    "train(rf_model, \"Random Forest\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:52:45.965457Z",
+     "start_time": "2022-01-17T13:52:45.824747Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(rf_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:52:58.071189Z",
+     "start_time": "2022-01-17T13:52:58.053207Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.98      0.99       494\n",
+      "           1       0.98      0.99      0.99       457\n",
+      "\n",
+      "    accuracy                           0.99       951\n",
+      "   macro avg       0.99      0.99      0.99       951\n",
+      "weighted avg       0.99      0.99      0.99       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(rf_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.3'></a>\n",
+    "## KNN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:55:03.142281Z",
+     "start_time": "2022-01-17T13:55:02.630173Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "KNN score on cross validation: 67.7692369125105%\n",
+      "KNN model score on Training data: 98.46639603067207%\n",
+      "KNN model score on Testing data: 97.89695057833859%\n"
+     ]
+    }
+   ],
+   "source": [
+    "knn_model = KNeighborsClassifier(n_neighbors=5)\n",
+    "kfolds(knn_model, \"KNN\")\n",
+    "train(knn_model, \"KNN\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:55:03.327783Z",
+     "start_time": "2022-01-17T13:55:03.143279Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(knn_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:55:17.421285Z",
+     "start_time": "2022-01-17T13:55:17.330898Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.99      0.98       494\n",
+      "           1       0.98      0.97      0.98       457\n",
+      "\n",
+      "    accuracy                           0.98       951\n",
+      "   macro avg       0.98      0.98      0.98       951\n",
+      "weighted avg       0.98      0.98      0.98       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(knn_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.4'></a>\n",
+    "## Bagging"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:57:10.847244Z",
+     "start_time": "2022-01-17T13:57:06.509705Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Bagging score on cross validation: 96.4328355229006%\n",
+      "Bagging model score on Training data: 100.0%\n",
+      "Bagging model score on Testing data: 97.79179810725552%\n"
+     ]
+    }
+   ],
+   "source": [
+    "bagg_model = BaggingClassifier(n_estimators=20)\n",
+    "kfolds(bagg_model, \"Bagging\")\n",
+    "train(bagg_model, \"Bagging\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:57:10.980461Z",
+     "start_time": "2022-01-17T13:57:10.848208Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(bagg_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:57:48.832412Z",
+     "start_time": "2022-01-17T13:57:48.813500Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.98      0.98       494\n",
+      "           1       0.98      0.97      0.98       457\n",
+      "\n",
+      "    accuracy                           0.98       951\n",
+      "   macro avg       0.98      0.98      0.98       951\n",
+      "weighted avg       0.98      0.98      0.98       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(bagg_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.5'></a>\n",
+    "## Gradient Boosting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:59:25.565538Z",
+     "start_time": "2022-01-17T13:59:15.687706Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Boosting score on cross validation: 96.96931278201492%\n",
+      "Boosting model score on Training data: 99.3234100135318%\n",
+      "Boosting model score on Testing data: 97.89695057833859%\n"
+     ]
+    }
+   ],
+   "source": [
+    "gb_model = GradientBoostingClassifier(n_estimators=80)\n",
+    "kfolds(gb_model, \"Boosting\")\n",
+    "train(gb_model, \"Boosting\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:59:35.356428Z",
+     "start_time": "2022-01-17T13:59:35.213411Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(gb_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T13:59:47.262558Z",
+     "start_time": "2022-01-17T13:59:47.238640Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.99      0.98       494\n",
+      "           1       0.98      0.97      0.98       457\n",
+      "\n",
+      "    accuracy                           0.98       951\n",
+      "   macro avg       0.98      0.98      0.98       951\n",
+      "weighted avg       0.98      0.98      0.98       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(gb_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.6'></a>\n",
+    "## Decision Tree"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:00:25.220624Z",
+     "start_time": "2022-01-17T14:00:24.804467Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Decision Tree score on cross validation: 95.38972966497624%\n",
+      "Decision Tree model score on Training data: 100.0%\n",
+      "Decision Tree model score on Testing data: 95.68874868559412%\n"
+     ]
+    }
+   ],
+   "source": [
+    "dt_model = DecisionTreeClassifier()\n",
+    "kfolds(dt_model, \"Decision Tree\")\n",
+    "train(dt_model, \"Decision Tree\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:00:26.153235Z",
+     "start_time": "2022-01-17T14:00:26.027032Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(dt_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:00:34.976366Z",
+     "start_time": "2022-01-17T14:00:34.956422Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.95      0.97      0.96       494\n",
+      "           1       0.97      0.94      0.95       457\n",
+      "\n",
+      "    accuracy                           0.96       951\n",
+      "   macro avg       0.96      0.96      0.96       951\n",
+      "weighted avg       0.96      0.96      0.96       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(dt_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='8.7'></a>\n",
+    "## SVM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:12:55.976299Z",
+     "start_time": "2022-01-17T14:12:51.450962Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 1142,
+     "status": "ok",
+     "timestamp": 1623310717994,
+     "user": {
+      "displayName": "siddharth patra",
+      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gjnwsdj5DKa95WHRl25dlQz9L1Bbc10vap4xTNIiA=s64",
+      "userId": "01966341811263607507"
+     },
+     "user_tz": -330
+    },
+    "id": "FbHCSDrn2rPD",
+    "outputId": "f150f545-5151-40bb-8d64-a3a4a77fc124"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SVM score on cross validation: 64.29830691211117%\n",
+      "SVM model score on Training data: 98.37618403247632%\n",
+      "SVM model score on Testing data: 98.52786540483702%\n"
+     ]
+    }
+   ],
+   "source": [
+    "svm_model = SVC()\n",
+    "kfolds(svm_model, \"SVM\")\n",
+    "train(svm_model, \"SVM\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 219,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:14:11.003651Z",
+     "start_time": "2022-01-17T14:14:10.828934Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(svm_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:14:21.623890Z",
+     "start_time": "2022-01-17T14:14:21.575023Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.99      0.99       494\n",
+      "           1       0.99      0.98      0.98       457\n",
+      "\n",
+      "    accuracy                           0.99       951\n",
+      "   macro avg       0.99      0.99      0.99       951\n",
+      "weighted avg       0.99      0.99      0.99       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(svm_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 221,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:14:32.759888Z",
+     "start_time": "2022-01-17T14:14:32.576394Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "roc(svm_model, \"SVM\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9'></a>\n",
+    "# TP, TN, FP, FN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 222,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:14:39.379866Z",
+     "start_time": "2022-01-17T14:14:39.365904Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def tp(model, model_name):\n",
+    "    y_pred = model.predict(X_test)\n",
+    "    cm = confusion_matrix(y_test, y_pred)\n",
+    "    TN = cm[0][0]\n",
+    "    FN = cm[1][0]\n",
+    "    TP = cm[1][1]\n",
+    "    FP = cm[0][1]\n",
+    "    ACC = (TP+TN)/(TP+FP+FN+TN)\n",
+    "    TPR = TP/(TP+FN)\n",
+    "    TNR = TN/(TN+FP) \n",
+    "    PPV = TP/(TP+FP)\n",
+    "    NPV = TN/(TN+FN)\n",
+    "    FPR = FP/(FP+TN)\n",
+    "    FNR = FN/(TP+FN)\n",
+    "    FDR = FP/(TP+FP)\n",
+    "\n",
+    "    print(f\"TP, FN, TP, FP Overall Accuarcy of {model_name}: {ACC*100}%\")\n",
+    "    print(f\"Sensitivity Accuarcy of {model_name}: {TPR * 100}%\")\n",
+    "    print(f\"Specificity Negative Rate Accuarcy of {model_name}: {TNR * 100}%\")\n",
+    "    print(f\"Negative predictive value Accuarcy of {model_name}: {NPV * 100}%\")\n",
+    "    print(f\"Fall out Accuarcy of {model_name}: {FPR * 100}%\")\n",
+    "    print(f\"False negative rate Accuarcy of {model_name}: {FNR * 100}%\")\n",
+    "    print(f\"False discovery rate Accuarcy of {model_name}: {FDR * 100}%\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.1'></a>\n",
+    "## Logistic Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 224,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:15:19.872127Z",
+     "start_time": "2022-01-17T14:15:19.853167Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of Logistic Regression: 97.68664563617246%\n",
+      "Sensitivity Accuarcy of Logistic Regression: 96.2800875273523%\n",
+      "Specificity Negative Rate Accuarcy of Logistic Regression: 98.98785425101214%\n",
+      "Negative predictive value Accuarcy of Logistic Regression: 96.6403162055336%\n",
+      "Fall out Accuarcy of Logistic Regression: 1.0121457489878543%\n",
+      "False negative rate Accuarcy of Logistic Regression: 3.7199124726477026%\n",
+      "False discovery rate Accuarcy of Logistic Regression: 1.1235955056179776%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(lr_model, \"Logistic Regression\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.1'></a>\n",
+    "## Random Forest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:15:49.972253Z",
+     "start_time": "2022-01-17T14:15:49.955335Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of Random Forest: 98.63301787592007%\n",
+      "Sensitivity Accuarcy of Random Forest: 98.90590809628009%\n",
+      "Specificity Negative Rate Accuarcy of Random Forest: 98.38056680161942%\n",
+      "Negative predictive value Accuarcy of Random Forest: 98.98167006109979%\n",
+      "Fall out Accuarcy of Random Forest: 1.6194331983805668%\n",
+      "False negative rate Accuarcy of Random Forest: 1.0940919037199124%\n",
+      "False discovery rate Accuarcy of Random Forest: 1.7391304347826086%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(rf_model, \"Random Forest\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.3'></a>\n",
+    "## KNN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 226,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:16:11.819164Z",
+     "start_time": "2022-01-17T14:16:11.737427Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of KNN: 97.89695057833859%\n",
+      "Sensitivity Accuarcy of KNN: 97.15536105032822%\n",
+      "Specificity Negative Rate Accuarcy of KNN: 98.582995951417%\n",
+      "Negative predictive value Accuarcy of KNN: 97.39999999999999%\n",
+      "Fall out Accuarcy of KNN: 1.417004048582996%\n",
+      "False negative rate Accuarcy of KNN: 2.8446389496717726%\n",
+      "False discovery rate Accuarcy of KNN: 1.5521064301552108%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(knn_model, \"KNN\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.4'></a>\n",
+    "## Bagging"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 227,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:16:27.859372Z",
+     "start_time": "2022-01-17T14:16:27.835456Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of Bagging: 97.68664563617246%\n",
+      "Sensitivity Accuarcy of Bagging: 97.3741794310722%\n",
+      "Specificity Negative Rate Accuarcy of Bagging: 97.97570850202429%\n",
+      "Negative predictive value Accuarcy of Bagging: 97.58064516129032%\n",
+      "Fall out Accuarcy of Bagging: 2.0242914979757085%\n",
+      "False negative rate Accuarcy of Bagging: 2.62582056892779%\n",
+      "False discovery rate Accuarcy of Bagging: 2.197802197802198%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(bagg_model, \"Bagging\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.1'></a>\n",
+    "## Gradient Boosting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 228,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:16:45.345546Z",
+     "start_time": "2022-01-17T14:16:45.327631Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of Gradient Boosting: 97.89695057833859%\n",
+      "Sensitivity Accuarcy of Gradient Boosting: 97.15536105032822%\n",
+      "Specificity Negative Rate Accuarcy of Gradient Boosting: 98.582995951417%\n",
+      "Negative predictive value Accuarcy of Gradient Boosting: 97.39999999999999%\n",
+      "Fall out Accuarcy of Gradient Boosting: 1.417004048582996%\n",
+      "False negative rate Accuarcy of Gradient Boosting: 2.8446389496717726%\n",
+      "False discovery rate Accuarcy of Gradient Boosting: 1.5521064301552108%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(gb_model, \"Gradient Boosting\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.6'></a>\n",
+    "## Decision Tree"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:17:07.100336Z",
+     "start_time": "2022-01-17T14:17:07.089363Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of Decision Tree: 95.68874868559412%\n",
+      "Sensitivity Accuarcy of Decision Tree: 94.09190371991247%\n",
+      "Specificity Negative Rate Accuarcy of Decision Tree: 97.16599190283401%\n",
+      "Negative predictive value Accuarcy of Decision Tree: 94.67455621301775%\n",
+      "Fall out Accuarcy of Decision Tree: 2.834008097165992%\n",
+      "False negative rate Accuarcy of Decision Tree: 5.908096280087528%\n",
+      "False discovery rate Accuarcy of Decision Tree: 3.153153153153153%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(dt_model, \"Decision Tree\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='9.7'></a>\n",
+    "## SVM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 230,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T14:17:24.738071Z",
+     "start_time": "2022-01-17T14:17:24.697178Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of SVM: 98.52786540483702%\n",
+      "Sensitivity Accuarcy of SVM: 98.24945295404814%\n",
+      "Specificity Negative Rate Accuarcy of SVM: 98.78542510121457%\n",
+      "Negative predictive value Accuarcy of SVM: 98.38709677419355%\n",
+      "Fall out Accuarcy of SVM: 1.214574898785425%\n",
+      "False negative rate Accuarcy of SVM: 1.75054704595186%\n",
+      "False discovery rate Accuarcy of SVM: 1.3186813186813187%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(svm_model, \"SVM\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a id='10'></a>\n",
+    "# Automated ML"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T17:24:52.990105Z",
+     "start_time": "2022-01-17T14:19:06.918929Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Optimization Progress:   0%|          | 0/1800 [00:00<?, ?pipeline/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Generation 1 - Current best internal CV score: 0.983767477885125\n",
+      "\n",
+      "Generation 2 - Current best internal CV score: 0.983767477885125\n",
+      "\n",
+      "Generation 3 - Current best internal CV score: 0.983767477885125\n",
+      "\n",
+      "Generation 4 - Current best internal CV score: 0.983767477885125\n",
+      "\n",
+      "Generation 5 - Current best internal CV score: 0.983767477885125\n",
+      "\n",
+      "Best pipeline: GradientBoostingClassifier(input_matrix, learning_rate=1.0, max_depth=6, max_features=0.35000000000000003, min_samples_leaf=14, min_samples_split=6, n_estimators=100, subsample=1.0)\n",
+      "Auto ML model score on Training data: 100.0%\n",
+      "Auto ML model score on Testing data: 98.2124079915878%\n"
+     ]
+    }
+   ],
+   "source": [
+    "autoML_model = TPOTClassifier(generations=5, \n",
+    "                              population_size=300, \n",
+    "                              cv=10,\n",
+    "                             verbosity=2,\n",
+    "                             random_state=42)\n",
+    "train(autoML_model, \"Auto ML\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T19:06:08.138678Z",
+     "start_time": "2022-01-17T19:06:07.775330Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "conf_matrix(autoML_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T19:06:17.672519Z",
+     "start_time": "2022-01-17T19:06:17.643073Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.98      0.98       494\n",
+      "           1       0.98      0.98      0.98       457\n",
+      "\n",
+      "    accuracy                           0.98       951\n",
+      "   macro avg       0.98      0.98      0.98       951\n",
+      "weighted avg       0.98      0.98      0.98       951\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "class_report(autoML_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-01-17T19:06:35.595582Z",
+     "start_time": "2022-01-17T19:06:35.572761Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TP, FN, TP, FP Overall Accuarcy of Auto ML: 98.2124079915878%\n",
+      "Sensitivity Accuarcy of Auto ML: 98.24945295404814%\n",
+      "Specificity Negative Rate Accuarcy of Auto ML: 98.17813765182186%\n",
+      "Negative predictive value Accuarcy of Auto ML: 98.37728194726166%\n",
+      "Fall out Accuarcy of Auto ML: 1.8218623481781375%\n",
+      "False negative rate Accuarcy of Auto ML: 1.75054704595186%\n",
+      "False discovery rate Accuarcy of Auto ML: 1.9650655021834063%\n"
+     ]
+    }
+   ],
+   "source": [
+    "tp(autoML_model, \"Auto ML\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "authorship_tag": "ABX9TyPVtnPNnfRFVIRkjAQ2+27U",
+   "collapsed_sections": [],
+   "name": "GenderPrediction.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.8.8"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Model/requirements.txt b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Model/requirements.txt
new file mode 100644
index 000000000..1d5baeb5f
--- /dev/null
+++ b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/Model/requirements.txt	
@@ -0,0 +1,8 @@
+LIBRARIES NEEDED
+
+pandas
+numpy
+matplotlib
+seaborn
+mglearn
+sklearn
diff --git a/Machine Learning and Data Science/Advanced/Gender Voice Prediction/README.md b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/README.md
new file mode 100644
index 000000000..05a7e7481
--- /dev/null
+++ b/Machine Learning and Data Science/Advanced/Gender Voice Prediction/README.md	
@@ -0,0 +1,72 @@
+**Gender Voice Prediction**
+
+**GOAL**
+
+The goal of this project is to predict gender's voice based on the various specific parameters taken into consideration using dataset.
+
+
+**DATASET**
+
+Dataset can be downloaded from [here](https://www.kaggle.com/datasets/primaryobjects/voicegender).
+
+
+**WHAT I HAD DONE**
+
+- Step 1: Data Exploratory Analysis
+- Step 2: Feature Engineering
+- Step 3: Feature Scaling
+- Step 4: Data Training & Testing
+- Step 5: Modelling 
+- Step 6: TP, TN, FP, FN
+- Step 7: Auto ML
+
+
+**MODELS USED**
+
+-  Logistic Regression
+-  Random Forest
+-  KNN
+-  Bagging
+-  Gradient Boosting
+-  Decision Tree
+-  Auto ML
+
+
+**LIBRARIES NEEDED**
+
+- pandas
+- numpy
+- matplotlib
+- seaborn
+- mglearn
+- sklearn
+
+
+**COLUMN DESCRIPTION**
+
+target variable: label (male or female) 20 independent variables:
+meanfreq: mean frequency of the voice audio of the person (in kHz)
+sd: standard deviation of the frequency of the voice audio
+median: median frequency of the voice audio (in kHz)
+Q25: first quantile (in kHz)
+Q75: third quantile (in kHz)
+IQR: interquantile range (in kHz)
+skew: Skewness refers to a distortion or asymmetry that deviates from the symmetrical bell curve, or normal distribution
+kurt: Kurtosis is a statistical measure that defines how heavily the tails of a distribution differ from the tails of a normal distribution.
+sp.ent: spectral entropy
+sfm: spectral flatness
+mode: mode frequency
+centroid: frequency centroid (see specprop)
+meanfun: mean fundamental frequency measured across acoustic signal
+minfun: minimum fundamental frequency measured across acoustic signal
+maxfun: maximum fundamental frequency measured across acoustic signal
+meandom: mean of dominant frequency measured across acoustic signal
+mindom: minimum of dominant frequency measured across acoustic signal
+maxdom: maximum of dominant frequency measured across acoustic signal
+dfrange: range of dominant frequency measured across acoustic signal
+modindx: modulation index
+
+
+**CONCLUSION**
+
+Comparing all the accuracies of the models, we could determine that the Random Forest and Support Vector Machine are most efficient models.