{"approach":"Seed-5 PPO policy-gradient self-play. Current analytical rule plus a learned 56-64-24-3 ReLU residual clipped to [-2,2]; training-only learned 56-128-128-1 value. Adam .001, PPO clip .2, gamma .995, GAE .95, 256 environments, 128 decisions per rollout, four epochs, minibatch 2048. Gaussian exploration std [.08,.06,.6]. Rewards .3 per net HP damage and +/-1 terminal result. Opponents: current rule 25%, uniformly sampled pool of up to 20 past residual policies 75%. Selected champ-low-1081 on held-out current/Starter/earlier-response matches. Value and exploration are absent from exported policy.","blocked":null,"current_vs_starter":0.9916666666666667,"records":{"starter":{"matches":3000,"score":0.9805},"builtins":{"matches":800,"score":1.0},"current":{"matches":1000,"wins":757,"losses":169,"draws":74,"score":0.794},"exploiter":{"matches":500,"score":0.401,"how":"Selected PPO selected checkpoint from two concurrent ten-minute responses to the frozen final policy. PPO: learned value, same residual architecture, hit/result rewards, seed 5. Evolution strategy: fixed hidden layers, 75 output-head parameters, population 32, 64 paired-spawn training matches per candidate, seed 5. PPO best/latest and ES best were compared on 1000 fresh paired matches each; strongest opponent validation score 0.6045. Final 500-match score uses separate spawns."}},"entry":"CAg60r8CCiUKA29icwoEZ2lkeBIDc2VsIgZHYXRoZXIqCwoEYXhpcxgBoAECCt0BCgNzZWwSA2luMBIDaW4xEgNpbjISA2luMxIDaW40EgNpbjUSA2luOBIDaW45EgRpbjEwEgRpbjExEgRpbjEyEgRpbjE0EgRpbjE1EgRpbjE2EgRpbjE5EgRpbjIwEgRpbjIxEgRpbjIzEgRpbjI0EgRpbjI1EgRpbjUyEgRpbjU1EgRpbjU2EgRpbjU3EgRpbjU4EgRpbjY2EgRpbjY3EgRpbjY4EgRpbjc1EgRpbjc2EgRpbjc3EgRpbjc5EgRpbjgwEgRpbjgxIgVTcGxpdCoLCgRheGlzGAGgAQIKFAoDaW4wCgJjMRIEbjIyNSIDTXVsChQKA2luMwoCYzISBG4yMjciA011bAoUCgNpbjQKAmMzEgRuMjI5IgNNdWwKFAoDaW41CgJjNBIEbjIzMSIDTXVsChQKA2luOAoCYzUSBG4yMzMiA011bAoUCgNpbjkKAmM1EgRuMjM1IgNNdWwKFQoEaW4xMAoCYzESBG4yMzciA011bAoVCgRpbjE2CgJjNhIEbjIzOSIDTXVsChUKBG4yMzkKAmM3EgRuMjQxIgNNdWwKFQoEaW4xNAoCYzUSBG4yNDMiA011bAoVCgRuMjI1CgJjORIEbjI0NyIDU3ViChYKBG4yNDcKA2MxMBIEbjI0OSIDRGl2ChYKBG4yNDkKA2MxMRIEbjI1MSIDTWF4ChYKBG4yNTEKA2MxMhIEbjI1MyIDTWluChUKAmM4CgRuMjUzEgRuMjU0IgNNdWwKFQoCYzYKBG4yNTQSBG4yNTUiA1N1YgoVCgJjMgoEbjIyNxIEbjI1OSIDU3ViChYKA2MxMwoEbjI1ORIEbjI2MCIDTXVsChYKA2MxMgoEbjI2MBIEbjI2MSIDU3ViChcKBG4yNTUKBG4yNjESBG4yNjIiA011bAoWCgRuMjI5CgNjMTISBG4yNjQiA01heAoWCgRuMjY0CgNjMTQSBG4yNjYiA01pbgoWCgRuMjY2CgNjMTUSBG4yNjgiA0RpdgoXCgRuMjI1CgRuMjY4EgRuMjY5IgNNdWwKFgoEbjI2OQoDaW4xEgRuMjcwIgNNdWwKFwoEbjIyNQoEbjI2OBIEbjI3MSIDTXVsChYKBG4yNzEKA2luMhIEbjI3MiIDTXVsChUKBGluNjYKAmMxEgRuMjc0IgNNdWwKFwoEbjIzNwoEbjI3NBIEbjI3NSIDU3ViChYKBG4yNzUKA2MxNhIEbjI3NyIDTXVsChYKBG4yNzcKA2MxNxIEbjI3OSIDTXVsChYKBG4yNDMKA2MxOBIEbjI4MSIDRGl2ChYKBG4yODEKA2MxORIEbjI4MyIDTWluChcKBG4yNjgKBG4yODMSBG4yODQiA0FkZAoXCgRuMjQxCgRuMjg0EgRuMjg1IgNNdWwKFQoEbjI4NQoCYzASBG4yODciA011bAoXCgRuMjg3CgRuMjg3EgRuMjg4IgNNdWwKFwoEbjIzNwoEbjI4NBIEbjI4OSIDTXVsChYKBG4yODgKA2MyMBIEbjI5MiIDRGl2ChYKA2MxMgoEbjI5MhIEbjI5MyIDU3ViChcKBG4yODgKBG4yODgSBG4yOTQiA011bAoWCgRuMjk0CgNjMTUSBG4yOTYiA0RpdgoXCgRuMjkzCgRuMjk2EgRuMjk3IgNBZGQKFwoEbjI4OQoEbjI5NxIEbjI5OCIDTXVsChcKBG4yNzkKBG4yODQSBG4yOTkiA011bAoXCgRuMjk5CgRuMjg0EgRuMzAwIgNNdWwKFQoEbjMwMAoCYzASBG4zMDIiA011bAoXCgRuMjk4CgRuMzAyEgRuMzAzIgNBZGQKEQoEbjI4NxIEbjMwNCIDQ29zChEKBG4yODcSBG4zMDUiA1NpbgoXCgRpbjExCgRuMzA0EgRuMzA2IgNNdWwKFwoEaW4xMgoEbjMwNRIEbjMwNyIDTXVsChcKBG4zMDYKBG4zMDcSBG4zMDgiA1N1YgoXCgRuMzAzCgRuMzA4EgRuMzA5IgNNdWwKFwoEaW4xMgoEbjMwNBIEbjMxMCIDTXVsChcKBGluMTEKBG4zMDUSBG4zMTEiA011bAoXCgRuMzEwCgRuMzExEgRuMzEyIgNBZGQKFwoEbjMwMwoEbjMxMhIEbjMxMyIDTXVsChcKBG4yMzMKBG4zMDkSBG4zMTQiA0FkZAoXCgRuMzE0CgRuMjcwEgRuMzE1IgNTdWIKFwoEbjIzNQoEbjMxMxIEbjMxNiIDQWRkChcKBG4zMTYKBG4yNzISBG4zMTciA1N1YgoXCgRuMzE1CgRuMzE1EgRuMzE4IgNNdWwKFwoEbjMxNwoEbjMxNxIEbjMxOSIDTXVsChcKBG4zMTgKBG4zMTkSBG4zMjAiA0FkZAoSCgRuMzIwEgRuMzIxIgRTcXJ0ChYKBG4zMjEKA2MxNhIEbjMyMyIDU3ViChYKBG4zMjMKA2MxMRIEbjMyNSIDTWF4ChYKBG4zMjUKA2MxOBIEbjMyNyIDRGl2ChYKBG4zMjcKA2MxORIEbjMyOSIDTWluChcKBG4yNjgKBG4zMjkSBG4zMzAiA0FkZAoXCgRuMjQxCgRuMzMwEgRuMzMxIgNNdWwKFQoEbjMzMQoCYzASBG4zMzMiA011bAoXCgRuMzMzCgRuMzMzEgRuMzM0IgNNdWwKFwoEbjIzNwoEbjMzMBIEbjMzNSIDTXVsChYKBG4zMzQKA2MyMBIEbjMzOCIDRGl2ChYKA2MxMgoEbjMzOBIEbjMzOSIDU3ViChcKBG4zMzQKBG4zMzQSBG4zNDAiA011bAoWCgRuMzQwCgNjMTUSBG4zNDIiA0RpdgoXCgRuMzM5CgRuMzQyEgRuMzQzIgNBZGQKFwoEbjMzNQoEbjM0MxIEbjM0NCIDTXVsChcKBG4yNzkKBG4zMzASBG4zNDUiA011bAoXCgRuMzQ1CgRuMzMwEgRuMzQ2IgNNdWwKFQoEbjM0NgoCYzASBG4zNDgiA011bAoXCgRuMzQ0CgRuMzQ4EgRuMzQ5IgNBZGQKEQoEbjMzMxIEbjM1MCIDQ29zChEKBG4zMzMSBG4zNTEiA1NpbgoXCgRpbjExCgRuMzUwEgRuMzUyIgNNdWwKFwoEaW4xMgoEbjM1MRIEbjM1MyIDTXVsChcKBG4zNTIKBG4zNTMSBG4zNTQiA1N1YgoXCgRuMzQ5CgRuMzU0EgRuMzU1IgNNdWwKFwoEaW4xMgoEbjM1MBIEbjM1NiIDTXVsChcKBGluMTEKBG4zNTESBG4zNTciA011bAoXCgRuMzU2CgRuMzU3EgRuMzU4IgNBZGQKFwoEbjM0OQoEbjM1OBIEbjM1OSIDTXVsChcKBG4yMzMKBG4zNTUSBG4zNjAiA0FkZAoXCgRuMzYwCgRuMjcwEgRuMzYxIgNTdWIKFwoEbjIzNQoEbjM1ORIEbjM2MiIDQWRkChcKBG4zNjIKBG4yNzISBG4zNjMiA1N1YgoXCgRuMzYxCgRuMzYxEgRuMzY0IgNNdWwKFwoEbjM2MwoEbjM2MxIEbjM2NSIDTXVsChcKBG4zNjQKBG4zNjUSBG4zNjYiA0FkZAoSCgRuMzY2EgRuMzY3IgRTcXJ0ChYKBG4zNjcKA2MxNhIEbjM2OSIDU3ViChYKBG4zNjkKA2MxMRIEbjM3MSIDTWF4ChYKBG4zNzEKA2MxOBIEbjM3MyIDRGl2ChYKBG4zNzMKA2MxORIEbjM3NSIDTWluChcKBG4yNjgKBG4zNzUSBG4zNzYiA0FkZAoXCgRuMjQxCgRuMzc2EgRuMzc3IgNNdWwKFQoEbjM3NwoCYzASBG4zNzkiA011bAoXCgRuMzc5CgRuMzc5EgRuMzgwIgNNdWwKFwoEbjIzNwoEbjM3NhIEbjM4MSIDTXVsChYKBG4zODAKA2MyMBIEbjM4NCIDRGl2ChYKA2MxMgoEbjM4NBIEbjM4NSIDU3ViChcKBG4zODAKBG4zODASBG4zODYiA011bAoWCgRuMzg2CgNjMTUSBG4zODgiA0RpdgoXCgRuMzg1CgRuMzg4EgRuMzg5IgNBZGQKFwoEbjM4MQoEbjM4ORIEbjM5MCIDTXVsChcKBG4yNzkKBG4zNzYSBG4zOTEiA011bAoXCgRuMzkxCgRuMzc2EgRuMzkyIgNNdWwKFQoEbjM5MgoCYzASBG4zOTQiA011bAoXCgRuMzkwCgRuMzk0EgRuMzk1IgNBZGQKEQoEbjM3ORIEbjM5NiIDQ29zChEKBG4zNzkSBG4zOTciA1NpbgoXCgRpbjExCgRuMzk2EgRuMzk4IgNNdWwKFwoEaW4xMgoEbjM5NxIEbjM5OSIDTXVsChcKBG4zOTgKBG4zOTkSBG40MDAiA1N1YgoXCgRuMzk1CgRuNDAwEgRuNDAxIgNNdWwKFwoEaW4xMgoEbjM5NhIEbjQwMiIDTXVsChcKBGluMTEKBG4zOTcSBG40MDMiA011bAoXCgRuNDAyCgRuNDAzEgRuNDA0IgNBZGQKFwoEbjM5NQoEbjQwNBIEbjQwNSIDTXVsChcKBG4yMzMKBG40MDESBG40MDYiA0FkZAoXCgRuNDA2CgRuMjcwEgRuNDA3IgNTdWIKFwoEbjIzNQoEbjQwNRIEbjQwOCIDQWRkChcKBG40MDgKBG4yNzISBG40MDkiA1N1YgoXCgRuNDA3CgRuNDA3EgRuNDEwIgNNdWwKFwoEbjQwOQoEbjQwORIEbjQxMSIDTXVsChcKBG40MTAKBG40MTESBG40MTIiA0FkZAoSCgRuNDEyEgRuNDEzIgRTcXJ0ChYKBG40MTMKA2MxNhIEbjQxNSIDU3ViChYKBG40MTUKA2MxMRIEbjQxNyIDTWF4ChYKBG40MTcKA2MxOBIEbjQxOSIDRGl2ChcKBG40MDcKBG40MDcSBG40MjAiA011bAoXCgRuNDA5CgRuNDA5EgRuNDIxIgNNdWwKFwoEbjQyMAoEbjQyMRIEbjQyMiIDQWRkChIKBG40MjISBG40MjMiBFNxcnQKFgoEbjQyMwoDYzIxEgRuNDI1IgNBZGQKFgoDaW4xCgRuNDA5EgRuNDI2IgNNdWwKFgoDaW4yCgRuNDA3EgRuNDI3IgNNdWwKFwoEbjQyNgoEbjQyNxIEbjQyOCIDU3ViChYKA2luMQoEbjQwNxIEbjQyOSIDTXVsChYKA2luMgoEbjQwORIEbjQzMCIDTXVsChcKBG40MjkKBG40MzASBG40MzEiA0FkZAoRCgRuNDMxEgRuNDMzIgNBYnMKGwoEbjQzMwoDYzIyEgVuNDM0YiIHR3JlYXRlcgoeCgVuNDM0YhIEbjQzNCIEQ2FzdCoJCgJ0bxgBoAECChoKBG40MzQKAmMwEgVuNDM1YiIHR3JlYXRlcgofCgVuNDM1YgoEbjQzMQoDYzIyEgRuNDM1IgVXaGVyZQoXCgRuNDI4CgRuNDM1EgRuNDM2IgNEaXYKEgoEbjQzNhIEbjQzNyIEQXRhbgobCgNjMTEKBG40MzESBW40NDBiIgdHcmVhdGVyCh4KBW40NDBiEgRuNDQwIgRDYXN0KgkKAnRvGAGgAQIKGwoDYzExCgRuNDI4EgVuNDQyYiIHR3JlYXRlcgoeCgVuNDQyYhIEbjQ0MiIEQ2FzdCoJCgJ0bxgBoAECChYKBG40MzcKA2MyMxIEbjQ0MyIDU3ViChYKBG40MzcKA2MyMxIEbjQ0NCIDQWRkChoKBG40NDIKAmMwEgVuNDQ1YiIHR3JlYXRlcgogCgVuNDQ1YgoEbjQ0MwoEbjQ0NBIEbjQ0NSIFV2hlcmUKGgoEbjQ0MAoCYzASBW40NDZiIgdHcmVhdGVyCiAKBW40NDZiCgRuNDQ1CgRuNDM3EgRuNDQ2IgVXaGVyZQoXCgRuMjY4CgRuNDE5EgRuNDQ3IgNBZGQKFwoEbjI0MQoEbjQ0NxIEbjQ0OCIDTXVsChEKBG40NDgSBG40NDkiA0NvcwoRCgRuNDQ4EgRuNDUwIgNTaW4KFwoEaW4xMQoEbjQ0ORIEbjQ1MSIDTXVsChcKBGluMTIKBG40NTASBG40NTIiA011bAoXCgRuNDUxCgRuNDUyEgRuNDUzIgNTdWIKFwoEaW4xMgoEbjQ0ORIEbjQ1NCIDTXVsChcKBGluMTEKBG40NTASBG40NTUiA011bAoXCgRuNDU0CgRuNDU1EgRuNDU2IgNBZGQKFwoEbjQwNwoEbjQ1MxIEbjQ1NyIDTXVsChcKBG40MDkKBG40NTYSBG40NTgiA011bAoXCgRuNDU3CgRuNDU4EgRuNDU5IgNBZGQKFwoEbjQ1OQoEbjQyNRIEbjQ2MCIDRGl2ChcKBG40NTMKBG4yMzUSBG40NjEiA011bAoXCgRuNDU2CgRuMjMzEgRuNDYyIgNNdWwKFwoEbjQ2MQoEbjQ2MhIEbjQ2MyIDU3ViChsKBG40NjMKA2MxMRIFbjQ2NWIiB0dyZWF0ZXIKHgoFbjQ2NWISBG40NjUiBENhc3QqCQoCdG8YAaABAgoaCgRuNDY1CgJjMBIFbjQ2OGIiB0dyZWF0ZXIKHgoFbjQ2OGIKA2MyNAoDYzEyEgRuNDY4IgVXaGVyZQobCgRuNDYwCgNjMjUSBW40NzBiIgdHcmVhdGVyCh4KBW40NzBiEgRuNDcwIgRDYXN0KgkKAnRvGAGgAQIKEQoEbjQ1NhIEbjQ3MSIDTmVnChcKBG40NzEKBG40NjgSBG40NzIiA011bAoWCgRuNDcyCgNjMjYSBG40NzQiA011bAoaCgRuNDcwCgJjMBIFbjQ3NmIiB0dyZWF0ZXIKHwoFbjQ3NmIKBG40NzQKA2MxMRIEbjQ3NiIFV2hlcmUKFwoEbjQwNwoEbjQ3NhIEbjQ3NyIDQWRkChcKBG40NTMKBG40NjgSBG40NzgiA011bAoWCgRuNDc4CgNjMjYSBG40ODAiA011bAoaCgRuNDcwCgJjMBIFbjQ4MmIiB0dyZWF0ZXIKHwoFbjQ4MmIKBG40ODAKA2MxMRIEbjQ4MiIFV2hlcmUKFwoEbjQwOQoEbjQ4MhIEbjQ4MyIDQWRkChcKBG4yMzMKBGluMTESBG40ODQiA011bAoXCgRuMjM1CgRpbjEyEgRuNDg1IgNNdWwKFwoEbjQ4NAoEbjQ4NRIEbjQ4NiIDQWRkChYKBG4yNDMKA2MxMhIEbjQ4OCIDQWRkChcKBG40ODYKBG40ODgSBG40ODkiA0RpdgobCgRuNDg5CgNjMjcSBW40OTFiIgdHcmVhdGVyCh4KBW40OTFiEgRuNDkxIgRDYXN0KgkKAnRvGAGgAQIKGwoEbjI0MwoDYzI4EgVuNDkzYiIHR3JlYXRlcgoeCgVuNDkzYhIEbjQ5MyIEQ2FzdCoJCgJ0bxgBoAECChcKBG40OTEKBG40OTMSBG40OTQiA011bAobCgRuNDc3CgNjMTESBW40OTZiIgdHcmVhdGVyCh4KBW40OTZiEgRuNDk2IgRDYXN0KgkKAnRvGAGgAQIKGgoEbjQ5NgoCYzASBW40OTliIgdHcmVhdGVyCh0KBW40OTliCgJjNQoDYzI5EgRuNDk5IgVXaGVyZQoXCgRuNDc3CgRuNDk5EgRuNTAwIgNTdWIKGgoEbjQ5NAoCYzASBW41MDFiIgdHcmVhdGVyCiAKBW41MDFiCgRuNTAwCgRuNDc3EgRuNTAxIgVXaGVyZQoWCgNpbjEKBG40ODMSBG41MDIiA011bAoWCgNpbjIKBG41MDESBG41MDMiA011bAoXCgRuNTAyCgRuNTAzEgRuNTA0IgNTdWIKFgoDaW4xCgRuNTAxEgRuNTA1IgNNdWwKFgoDaW4yCgRuNDgzEgRuNTA2IgNNdWwKFwoEbjUwNQoEbjUwNhIEbjUwNyIDQWRkChEKBG41MDcSBG41MDkiA0FicwobCgRuNTA5CgNjMjISBW41MTBiIgdHcmVhdGVyCh4KBW41MTBiEgRuNTEwIgRDYXN0KgkKAnRvGAGgAQIKGgoEbjUxMAoCYzASBW41MTFiIgdHcmVhdGVyCh8KBW41MTFiCgRuNTA3CgNjMjISBG41MTEiBVdoZXJlChcKBG41MDQKBG41MTESBG41MTIiA0RpdgoSCgRuNTEyEgRuNTEzIgRBdGFuChsKA2MxMQoEbjUwNxIFbjUxNmIiB0dyZWF0ZXIKHgoFbjUxNmISBG41MTYiBENhc3QqCQoCdG8YAaABAgobCgNjMTEKBG41MDQSBW41MThiIgdHcmVhdGVyCh4KBW41MThiEgRuNTE4IgRDYXN0KgkKAnRvGAGgAQIKFgoEbjUxMwoDYzIzEgRuNTE5IgNTdWIKFgoEbjUxMwoDYzIzEgRuNTIwIgNBZGQKGgoEbjUxOAoCYzASBW41MjFiIgdHcmVhdGVyCiAKBW41MjFiCgRuNTE5CgRuNTIwEgRuNTIxIgVXaGVyZQoaCgRuNTE2CgJjMBIFbjUyMmIiB0dyZWF0ZXIKIAoFbjUyMmIKBG41MjEKBG41MTMSBG41MjIiBVdoZXJlChYKBG4yNjIKA2MxNhIEbjUyNCIDRGl2ChcKBG41MjIKBG41MjQSBG41MjUiA0RpdgoWCgRuNTI1CgNjMzASBG41MjciA011bAoWCgRuNTI3CgNjMjQSBG41MjkiA01heAoWCgRuNTI5CgNjMTISBG41MzEiA01pbgoaCgJjMAoEaW4yMRIFbjUzM2IiB0dyZWF0ZXIKHgoFbjUzM2ISBG41MzMiBENhc3QqCQoCdG8YAaABAgoRCgRpbjE5EgRuNTM0IgNBYnMKEQoEaW4yMBIEbjUzNSIDQWJzChcKBG41MzQKBG41MzUSBG41MzYiA0FkZAobCgRuNTM2CgNjMzESBW41MzhiIgdHcmVhdGVyCh4KBW41MzhiEgRuNTM4IgRDYXN0KgkKAnRvGAGgAQIKFwoEbjUzMwoEbjUzOBIEbjUzOSIDTXVsChoKAmMwCgRpbjI1EgVuNTQxYiIHR3JlYXRlcgoeCgVuNTQxYhIEbjU0MSIEQ2FzdCoJCgJ0bxgBoAECChEKBGluMjMSBG41NDIiA0FicwoRCgRpbjI0EgRuNTQzIgNBYnMKFwoEbjU0MgoEbjU0MxIEbjU0NCIDQWRkChsKBG41NDQKA2MzMRIFbjU0NmIiB0dyZWF0ZXIKHgoFbjU0NmISBG41NDYiBENhc3QqCQoCdG8YAaABAgoXCgRuNTQxCgRuNTQ2EgRuNTQ3IgNNdWwKGgoEbjUzOQoCYzASBW41NDhiIgdHcmVhdGVyCiAKBW41NDhiCgRpbjE5CgRpbjIzEgRuNTQ4IgVXaGVyZQoVCgRuNTQ4CgJjNRIEbjU1MCIDTXVsChoKBG41MzkKAmMwEgVuNTUxYiIHR3JlYXRlcgogCgVuNTUxYgoEaW4yMAoEaW4yNBIEbjU1MSIFV2hlcmUKFQoEbjU1MQoCYzUSBG41NTMiA011bAoXCgRuNTM5CgRuNTQ3EgRuNTU0IgNNYXgKGgoCYzAKBGluNzcSBW41NTZiIgdHcmVhdGVyCh4KBW41NTZiEgRuNTU2IgRDYXN0KgkKAnRvGAGgAQIKEQoEaW43NRIEbjU1NyIDQWJzChEKBGluNzYSBG41NTgiA0FicwoXCgRuNTU3CgRuNTU4EgRuNTU5IgNBZGQKGwoEbjU1OQoDYzMxEgVuNTYxYiIHR3JlYXRlcgoeCgVuNTYxYhIEbjU2MSIEQ2FzdCoJCgJ0bxgBoAECChcKBG41NTYKBG41NjESBG41NjIiA011bAoaCgJjMAoEaW44MRIFbjU2NGIiB0dyZWF0ZXIKHgoFbjU2NGISBG41NjQiBENhc3QqCQoCdG8YAaABAgoRCgRpbjc5EgRuNTY1IgNBYnMKEQoEaW44MBIEbjU2NiIDQWJzChcKBG41NjUKBG41NjYSBG41NjciA0FkZAobCgRuNTY3CgNjMzESBW41NjliIgdHcmVhdGVyCh4KBW41NjliEgRuNTY5IgRDYXN0KgkKAnRvGAGgAQIKFwoEbjU2NAoEbjU2ORIEbjU3MCIDTXVsChoKBG41NjIKAmMwEgVuNTcxYiIHR3JlYXRlcgogCgVuNTcxYgoEaW43NQoEaW43ORIEbjU3MSIFV2hlcmUKFQoEbjU3MQoCYzUSBG41NzMiA011bAoaCgRuNTYyCgJjMBIFbjU3NGIiB0dyZWF0ZXIKIAoFbjU3NGIKBGluNzYKBGluODASBG41NzQiBVdoZXJlChUKBG41NzQKAmM1EgRuNTc2IgNNdWwKFwoEbjU2MgoEbjU3MBIEbjU3NyIDTWF4ChUKBGluNTYKAmMxEgRuNTc5IgNNdWwKFgoEbjIyNQoDaW4xEgRuNTgwIgNNdWwKFwoEbjU3OQoEaW41NxIEbjU4MSIDTXVsChcKBG41ODAKBG41ODESBG41ODIiA0FkZAoWCgRuNTgyCgNjMzISBG41ODQiA011bAoWCgRuMjI1CgNpbjISBG41ODUiA011bAoXCgRuNTc5CgRpbjU4EgRuNTg2IgNNdWwKFwoEbjU4NQoEbjU4NhIEbjU4NyIDQWRkChYKBG41ODcKA2MzMhIEbjU4OSIDTXVsChcKBG41NTAKBG41ODQSBG41OTAiA0FkZAoXCgRuNTkwCgRuNTczEgRuNTkxIgNTdWIKFwoEbjU1MwoEbjU4ORIEbjU5MiIDQWRkChcKBG41OTIKBG41NzYSBG41OTMiA1N1YgoXCgRpbjExCgRpbjY3EgRuNTk0IgNBZGQKFwoEaW4xMgoEaW42OBIEbjU5NSIDQWRkChoKBG41NzcKAmMwEgVuNTk2YiIHR3JlYXRlcgogCgVuNTk2YgoEbjU5MQoEbjU5NBIEbjU5NiIFV2hlcmUKGgoEbjU3NwoCYzASBW41OTdiIgdHcmVhdGVyCiAKBW41OTdiCgRuNTkzCgRuNTk1EgRuNTk3IgVXaGVyZQoXCgRuNTk2CgRuNTk2EgRuNTk4IgNNdWwKFwoEbjU5NwoEbjU5NxIEbjU5OSIDTXVsChcKBG41OTgKBG41OTkSBG42MDAiA0FkZAoSCgRuNjAwEgRuNjAxIgRTcXJ0ChYKBG42MDEKA2MzMRIEbjYwMyIDQWRkChcKBG41OTYKBG42MDMSBG42MDQiA0RpdgoXCgRuNTk3CgRuNjAzEgRuNjA1IgNEaXYKFgoEbjYwNAoDYzE4EgRuNjA3IgNNdWwKFgoEbjYwNQoDYzE4EgRuNjA5IgNNdWwKFgoEbjIyNQoDaW4xEgRuNjEwIgNNdWwKFwoEbjYwNwoEbjYxMBIEbjYxMSIDU3ViChYKBG4yMjUKA2luMhIEbjYxMiIDTXVsChcKBG42MDkKBG42MTISBG42MTMiA1N1YgoXCgRuNTUwCgRuNjExEgRuNjE0IgNNdWwKFwoEbjU1MwoEbjYxMxIEbjYxNSIDTXVsChcKBG42MTQKBG42MTUSBG42MTYiA0FkZAoRCgRuNjE2EgRuNjE3IgNOZWcKFwoEbjYxMQoEbjYxMRIEbjYxOCIDTXVsChcKBG42MTMKBG42MTMSBG42MTkiA011bAoXCgRuNjE4CgRuNjE5EgRuNjIwIgNBZGQKFgoEbjYyMAoDYzEyEgRuNjIyIgNBZGQKFwoEbjYxNwoEbjYyMhIEbjYyMyIDRGl2ChYKBG42MjMKA2MxMRIEbjYyNSIDTWF4ChUKBG42MjUKAmMwEgRuNjI3IgNNaW4KFwoEbjYwNwoEbjYyNxIEbjYyOCIDTXVsChcKBG41NTAKBG42MjgSBG42MjkiA0FkZAoXCgRuNjA5CgRuNjI3EgRuNjMwIgNNdWwKFwoEbjU1MwoEbjYzMBIEbjYzMSIDQWRkChYKA2MxMgoEbjI2MhIEbjYzMyIDTXVsChcKBG42MzMKBG42MjcSBG42MzQiA011bAoVCgRuNjM0CgJjMBIEbjYzNiIDTXVsChcKBG42MzYKBG42MzYSBG42MzciA011bAoXCgRuMjI1CgRuNjI3EgRuNjM4IgNNdWwKFgoEbjYzNwoDYzIwEgRuNjQxIgNEaXYKFgoDYzEyCgRuNjQxEgRuNjQyIgNTdWIKFwoEbjYzNwoEbjYzNxIEbjY0MyIDTXVsChYKBG42NDMKA2MxNRIEbjY0NSIDRGl2ChcKBG42NDIKBG42NDUSBG42NDYiA0FkZAoXCgRuNjM4CgRuNjQ2EgRuNjQ3IgNNdWwKEQoEbjYzNhIEbjY0OCIDQ29zChEKBG42MzYSBG42NDkiA1NpbgoWCgNpbjEKBG42NDgSBG42NTAiA011bAoWCgNpbjIKBG42NDkSBG42NTEiA011bAoXCgRuNjUwCgRuNjUxEgRuNjUyIgNTdWIKFwoEbjY0NwoEbjY1MhIEbjY1MyIDTXVsChYKA2luMgoEbjY0OBIEbjY1NCIDTXVsChYKA2luMQoEbjY0ORIEbjY1NSIDTXVsChcKBG42NTQKBG42NTUSBG42NTYiA0FkZAoXCgRuNjQ3CgRuNjU2EgRuNjU3IgNNdWwKFwoEbjYyOQoEbjY1MxIEbjY1OCIDU3ViChcKBG42MzEKBG42NTcSBG42NTkiA1N1YgoXCgRuNjU4CgRuNjU4EgRuNjYwIgNNdWwKFwoEbjY1OQoEbjY1ORIEbjY2MSIDTXVsChcKBG42NjAKBG42NjESBG42NjIiA0FkZAoSCgRuNjYyEgRuNjYzIgRTcXJ0ChYKBG42MzYKA2MzMxIEbjY2NSIDTXVsChEKBG42NjUSBG42NjYiA0NvcwoWCgRuNjM2CgNjMzMSBG42NjgiA011bAoRCgRuNjY4EgRuNjY5IgNTaW4KFgoDaW4xCgRuNjY2EgRuNjcwIgNNdWwKFgoDaW4yCgRuNjY5EgRuNjcxIgNNdWwKFwoEbjY3MAoEbjY3MRIEbjY3MiIDU3ViChcKBG42MDQKBG42NzISBG42NzMiA011bAoWCgNpbjIKBG42NjYSBG42NzQiA011bAoWCgNpbjEKBG42NjkSBG42NzUiA011bAoXCgRuNjc0CgRuNjc1EgRuNjc2IgNBZGQKFwoEbjYwNQoEbjY3NhIEbjY3NyIDTXVsChcKBG42NzMKBG42NzcSBG42NzgiA0FkZAobCgRuNjc4CgNjMzQSBW42ODBiIgdHcmVhdGVyCh4KBW42ODBiEgRuNjgwIgRDYXN0KgkKAnRvGAGgAQIKGgoEbjY4MAoCYzASBW42ODJiIgdHcmVhdGVyCh8KBW42ODJiCgNjMzUKBG42NjMSBG42ODIiBVdoZXJlChYKA2MyNAoEbjI2MhIEbjY4NCIDTXVsChcKBG42ODQKBG42MjcSBG42ODUiA011bAoVCgRuNjg1CgJjMBIEbjY4NyIDTXVsChcKBG42ODcKBG42ODcSBG42ODgiA011bAoXCgRuMjI1CgRuNjI3EgRuNjg5IgNNdWwKFgoEbjY4OAoDYzIwEgRuNjkyIgNEaXYKFgoDYzEyCgRuNjkyEgRuNjkzIgNTdWIKFwoEbjY4OAoEbjY4OBIEbjY5NCIDTXVsChYKBG42OTQKA2MxNRIEbjY5NiIDRGl2ChcKBG42OTMKBG42OTYSBG42OTciA0FkZAoXCgRuNjg5CgRuNjk3EgRuNjk4IgNNdWwKEQoEbjY4NxIEbjY5OSIDQ29zChEKBG42ODcSBG43MDAiA1NpbgoWCgNpbjEKBG42OTkSBG43MDEiA011bAoWCgNpbjIKBG43MDASBG43MDIiA011bAoXCgRuNzAxCgRuNzAyEgRuNzAzIgNTdWIKFwoEbjY5OAoEbjcwMxIEbjcwNCIDTXVsChYKA2luMgoEbjY5ORIEbjcwNSIDTXVsChYKA2luMQoEbjcwMBIEbjcwNiIDTXVsChcKBG43MDUKBG43MDYSBG43MDciA0FkZAoXCgRuNjk4CgRuNzA3EgRuNzA4IgNNdWwKFwoEbjYyOQoEbjcwNBIEbjcwOSIDU3ViChcKBG42MzEKBG43MDgSBG43MTAiA1N1YgoXCgRuNzA5CgRuNzA5EgRuNzExIgNNdWwKFwoEbjcxMAoEbjcxMBIEbjcxMiIDTXVsChcKBG43MTEKBG43MTISBG43MTMiA0FkZAoSCgRuNzEzEgRuNzE0IgRTcXJ0ChYKBG42ODcKA2MzMxIEbjcxNiIDTXVsChEKBG43MTYSBG43MTciA0NvcwoWCgRuNjg3CgNjMzMSBG43MTkiA011bAoRCgRuNzE5EgRuNzIwIgNTaW4KFgoDaW4xCgRuNzE3EgRuNzIxIgNNdWwKFgoDaW4yCgRuNzIwEgRuNzIyIgNNdWwKFwoEbjcyMQoEbjcyMhIEbjcyMyIDU3ViChcKBG42MDQKBG43MjMSBG43MjQiA011bAoWCgNpbjIKBG43MTcSBG43MjUiA011bAoWCgNpbjEKBG43MjASBG43MjYiA011bAoXCgRuNzI1CgRuNzI2EgRuNzI3IgNBZGQKFwoEbjYwNQoEbjcyNxIEbjcyOCIDTXVsChcKBG43MjQKBG43MjgSBG43MjkiA0FkZAobCgRuNzI5CgNjMzQSBW43MzFiIgdHcmVhdGVyCh4KBW43MzFiEgRuNzMxIgRDYXN0KgkKAnRvGAGgAQIKGgoEbjczMQoCYzASBW43MzNiIgdHcmVhdGVyCh8KBW43MzNiCgNjMzUKBG43MTQSBG43MzMiBVdoZXJlChcKBG41MzEKBG4yNjISBG43MzQiA011bAoXCgRuNzM0CgRuNjI3EgRuNzM1IgNNdWwKFQoEbjczNQoCYzASBG43MzciA011bAoXCgRuNzM3CgRuNzM3EgRuNzM4IgNNdWwKFwoEbjIyNQoEbjYyNxIEbjczOSIDTXVsChYKBG43MzgKA2MyMBIEbjc0MiIDRGl2ChYKA2MxMgoEbjc0MhIEbjc0MyIDU3ViChcKBG43MzgKBG43MzgSBG43NDQiA011bAoWCgRuNzQ0CgNjMTUSBG43NDYiA0RpdgoXCgRuNzQzCgRuNzQ2EgRuNzQ3IgNBZGQKFwoEbjczOQoEbjc0NxIEbjc0OCIDTXVsChEKBG43MzcSBG43NDkiA0NvcwoRCgRuNzM3EgRuNzUwIgNTaW4KFgoDaW4xCgRuNzQ5EgRuNzUxIgNNdWwKFgoDaW4yCgRuNzUwEgRuNzUyIgNNdWwKFwoEbjc1MQoEbjc1MhIEbjc1MyIDU3ViChcKBG43NDgKBG43NTMSBG43NTQiA011bAoWCgNpbjIKBG43NDkSBG43NTUiA011bAoWCgNpbjEKBG43NTASBG43NTYiA011bAoXCgRuNzU1CgRuNzU2EgRuNzU3IgNBZGQKFwoEbjc0OAoEbjc1NxIEbjc1OCIDTXVsChcKBG42MjkKBG43NTQSBG43NTkiA1N1YgoXCgRuNjMxCgRuNzU4EgRuNzYwIgNTdWIKFwoEbjc1OQoEbjc1ORIEbjc2MSIDTXVsChcKBG43NjAKBG43NjASBG43NjIiA011bAoXCgRuNzYxCgRuNzYyEgRuNzYzIgNBZGQKEgoEbjc2MxIEbjc2NCIEU3FydAoWCgRuNzM3CgNjMzMSBG43NjYiA011bAoRCgRuNzY2EgRuNzY3IgNDb3MKFgoEbjczNwoDYzMzEgRuNzY5IgNNdWwKEQoEbjc2ORIEbjc3MCIDU2luChYKA2luMQoEbjc2NxIEbjc3MSIDTXVsChYKA2luMgoEbjc3MBIEbjc3MiIDTXVsChcKBG43NzEKBG43NzISBG43NzMiA1N1YgoXCgRuNjA0CgRuNzczEgRuNzc0IgNNdWwKFgoDaW4yCgRuNzY3EgRuNzc1IgNNdWwKFgoDaW4xCgRuNzcwEgRuNzc2IgNNdWwKFwoEbjc3NQoEbjc3NhIEbjc3NyIDQWRkChcKBG42MDUKBG43NzcSBG43NzgiA011bAoXCgRuNzc0CgRuNzc4EgRuNzc5IgNBZGQKGwoEbjc3OQoDYzM0EgVuNzgxYiIHR3JlYXRlcgoeCgVuNzgxYhIEbjc4MSIEQ2FzdCoJCgJ0bxgBoAECChoKBG43ODEKAmMwEgVuNzgzYiIHR3JlYXRlcgofCgVuNzgzYgoDYzM1CgRuNzY0EgRuNzgzIgVXaGVyZQobCgRuNjI3CgNjMTESBW43ODViIgdHcmVhdGVyCh4KBW43ODViEgRuNzg1IgRDYXN0KgkKAnRvGAGgAQIKFwoEbjU1NAoEbjc4NRIEbjc4NiIDTXVsChsKA2MzNgoEbjYyNxIFbjc4OGIiB0dyZWF0ZXIKHgoFbjc4OGISBG43ODgiBENhc3QqCQoCdG8YAaABAgoXCgRuNzg2CgRuNzg4EgRuNzg5IgNNdWwKGwoDYzM3CgRuNzgzEgVuNzkxYiIHR3JlYXRlcgoeCgVuNzkxYhIEbjc5MSIEQ2FzdCoJCgJ0bxgBoAECChcKBG43ODkKBG43OTESBG43OTIiA011bAobCgRuMjI5CgNjMzgSBW43OTRiIgdHcmVhdGVyCh4KBW43OTRiEgRuNzk0IgRDYXN0KgkKAnRvGAGgAQIKFwoEbjc5MgoEbjc5NBIEbjc5NSIDTXVsChwKBG42ODIKBG43MzMSBW43OTZiIgdHcmVhdGVyCh4KBW43OTZiEgRuNzk2IgRDYXN0KgkKAnRvGAGgAQIKGgoEbjc5NgoCYzASBW43OTliIgdHcmVhdGVyCh4KBW43OTliCgNjMTIKA2MyNBIEbjc5OSIFV2hlcmUKEQoEaW41MhIEbjgwMCIDQWJzChUKA2MzOQoDYzIzEgRuODAzIgNEaXYKHAoEbjgwMwoEbjgwMBIFbjgwNGIiB0dyZWF0ZXIKHgoFbjgwNGISBG44MDQiBENhc3QqCQoCdG8YAaABAgobCgNjNDAKBG4yNDMSBW44MDZiIgdHcmVhdGVyCh4KBW44MDZiEgRuODA2IgRDYXN0KgkKAnRvGAGgAQIKFwoEbjgwNAoEbjgwNhIEbjgwNyIDTXVsChsKBG4yMjkKA2M0MRIFbjgwOWIiB0dyZWF0ZXIKHgoFbjgwOWISBG44MDkiBENhc3QqCQoCdG8YAaABAgoXCgRuODA5CgRuODA3EgRuODEwIgNNdWwKEQoEbjIzNRIEbjgxMSIDTmVnChYKBG44MTEKA2luMRIEbjgxMiIDTXVsChYKBG4yMzMKA2luMhIEbjgxMyIDTXVsChcKBG44MTIKBG44MTMSBG44MTQiA0FkZAobCgRuODE0CgNjMTESBW44MTZiIgdHcmVhdGVyCh4KBW44MTZiEgRuODE2IgRDYXN0KgkKAnRvGAGgAQIKGgoEbjgxNgoCYzASBW44MTliIgdHcmVhdGVyCh4KBW44MTliCgNjMTIKA2MyNBIEbjgxOSIFV2hlcmUKFwoEbjgxMQoEbjgxORIEbjgyMCIDTXVsChcKBG4yMzMKBG44MTkSBG44MjEiA011bAoWCgNpbjEKBG44MjESBG44MjIiA011bAoWCgNpbjIKBG44MjASBG44MjMiA011bAoXCgRuODIyCgRuODIzEgRuODI0IgNTdWIKFgoDaW4xCgRuODIwEgRuODI1IgNNdWwKFgoDaW4yCgRuODIxEgRuODI2IgNNdWwKFwoEbjgyNQoEbjgyNhIEbjgyNyIDQWRkChEKBG44MjcSBG44MjkiA0FicwobCgRuODI5CgNjMjISBW44MzBiIgdHcmVhdGVyCh4KBW44MzBiEgRuODMwIgRDYXN0KgkKAnRvGAGgAQIKGgoEbjgzMAoCYzASBW44MzFiIgdHcmVhdGVyCh8KBW44MzFiCgRuODI3CgNjMjISBG44MzEiBVdoZXJlChcKBG44MjQKBG44MzESBG44MzIiA0RpdgoSCgRuODMyEgRuODMzIgRBdGFuChsKA2MxMQoEbjgyNxIFbjgzNmIiB0dyZWF0ZXIKHgoFbjgzNmISBG44MzYiBENhc3QqCQoCdG8YAaABAgobCgNjMTEKBG44MjQSBW44MzhiIgdHcmVhdGVyCh4KBW44MzhiEgRuODM4IgRDYXN0KgkKAnRvGAGgAQIKFgoEbjgzMwoDYzIzEgRuODM5IgNTdWIKFgoEbjgzMwoDYzIzEgRuODQwIgNBZGQKGgoEbjgzOAoCYzASBW44NDFiIgdHcmVhdGVyCiAKBW44NDFiCgRuODM5CgRuODQwEgRuODQxIgVXaGVyZQoaCgRuODM2CgJjMBIFbjg0MmIiB0dyZWF0ZXIKIAoFbjg0MmIKBG44NDEKBG44MzMSBG44NDIiBVdoZXJlChcKBG44NDIKBG41MjQSBG44NDMiA0RpdgoWCgRuODQzCgNjMjQSBG44NDUiA01heAoWCgRuODQ1CgNjMTISBG44NDciA01pbgoaCgRuODEwCgJjMBIFbjg0OGIiB0dyZWF0ZXIKIAoFbjg0OGIKBG44NDcKBG41MzESBG44NDgiBVdoZXJlChoKBG43OTUKAmMwEgVuODQ5YiIHR3JlYXRlcgogCgVuODQ5YgoEbjc5OQoEbjg0OBIEbjg0OSIFV2hlcmUKFwoEbjg0OQoEbjI2MhIEbjg1MCIDTXVsChcKBG44NTAKBG4yNjgSBG44NTEiA011bAoXCgRuNDQ2CgRuODUxEgRuODUyIgNTdWIKEQoEbjg1MhIEbjg1MyIDU2luChEKBG44NTMSBG44NTQiA0FicwoXCgRuNDI1CgRuODU0EgRuODU1IgNNdWwKEQoEbjg1MRIEbjg1NiIDQ29zChYKA2luMQoEbjg1NhIEbjg1NyIDTXVsChEKBG44NTESBG44NTgiA1NpbgoWCgNpbjIKBG44NTgSBG44NTkiA011bAoXCgRuODU3CgRuODU5EgRuODYwIgNTdWIKEQoEbjg1MRIEbjg2MSIDQ29zChYKA2luMgoEbjg2MRIEbjg2MiIDTXVsChEKBG44NTESBG44NjMiA1NpbgoWCgNpbjEKBG44NjMSBG44NjQiA011bAoXCgRuODYyCgRuODY0EgRuODY1IgNBZGQKFwoEbjg2MAoEbjQ1MxIEbjg2NiIDTXVsChcKBG44NjUKBG40NTYSBG44NjciA011bAoXCgRuODY2CgRuODY3EgRuODY4IgNBZGQKFQoDYzQyCgNjNDMSBG44NzEiA1N1YgocCgRuODcxCgRuODY4EgVuODcyYiIHR3JlYXRlcgoeCgVuODcyYhIEbjg3MiIEQ2FzdCoJCgJ0bxgBoAECChEKBG44NTISBG44NzMiA0NvcwobCgRuODczCgNjMTESBW44NzViIgdHcmVhdGVyCh4KBW44NzViEgRuODc1IgRDYXN0KgkKAnRvGAGgAQIKGwoDYzQ0CgRuODU1EgVuODc3YiIHR3JlYXRlcgoeCgVuODc3YhIEbjg3NyIEQ2FzdCoJCgJ0bxgBoAECChsKA2M0NQoEbjQxORIFbjg3OWIiB0dyZWF0ZXIKHgoFbjg3OWISBG44NzkiBENhc3QqCQoCdG8YAaABAgoXCgRuODc3CgRuODc5EgRuODgwIgNNdWwKFwoEbjg4MAoEbjg3MhIEbjg4MSIDTXVsChcKBG44ODEKBG44NzUSBG44ODIiA011bAobCgNjMTEKBGluMTUSBW44ODRiIgdHcmVhdGVyCh4KBW44ODRiEgRuODg0IgRDYXN0KgkKAnRvGAGgAQIKGwoEbjI0MwoDYzQ2EgVuODg2YiIHR3JlYXRlcgoeCgVuODg2YhIEbjg4NiIEQ2FzdCoJCgJ0bxgBoAECChcKBG44ODQKBG44ODYSBG44ODciA011bAoWCgRuMjQzCgNjNDcSBG44ODkiA1N1YgoVCgNjNDgKA2M0NxIEbjg5MiIDU3ViChYKBG44OTIKA2MxMhIEbjg5NCIDTWF4ChcKBG44ODkKBG44OTQSBG44OTUiA0RpdgoWCgRuODk1CgNjMTESBG44OTciA01heAoWCgRuODk3CgNjMTISBG44OTkiA01pbgoXCgRuODg3CgRuNDk0EgRuOTAwIgNNYXgKFQoDYzQ5CgNjNTASBG45MDUiA1N1YgoXCgRuODk5CgRuOTA1EgRuOTA2IgNNdWwKFgoDYzUwCgRuOTA2EgRuOTA3IgNBZGQKGgoEbjkwMAoCYzASBW45MDhiIgdHcmVhdGVyCh8KBW45MDhiCgNjNDkKBG45MDcSBG45MDgiBVdoZXJlChYKBG4yMzcKA2M1MRIEbjkxMCIDTXVsChcKBG45MDgKBG45MTASBG45MTEiA01heAoWCgNjNTIKBGluNTUSBG45MTMiA1N1YgoWCgRuOTEzCgNjMTESBG45MTUiA01heAoWCgRuOTE1CgNjNTMSBG45MTciA011bAoXCgRuOTExCgRuOTE3EgRuOTE4IgNBZGQKGwoDYzU0CgRuMjMxEgVuOTIwYiIHR3JlYXRlcgoeCgVuOTIwYhIEbjkyMCIEQ2FzdCoJCgJ0bxgBoAECChYKBG45MTgKA2M1NRIEbjkyMiIDTWF4ChoKBG45MjAKAmMwEgVuOTIzYiIHR3JlYXRlcgogCgVuOTIzYgoEbjkyMgoEbjkxOBIEbjkyMyIFV2hlcmUKFwoEbjkyMwoEbjIyNRIEbjkyNCIDU3ViChYKBG45MjQKA2MxNBIEbjkyNiIDRGl2ChYKBG45MjYKA2MxMRIEbjkyOCIDTWF4ChYKBG45MjgKA2MxMhIEbjkzMCIDTWluChoKA2luMQoDYzExEgVuOTMyYiIHR3JlYXRlcgoeCgVuOTMyYhIEbjkzMiIEQ2FzdCoJCgJ0bxgBoAECChoKBG45MzIKAmMwEgVuOTM1YiIHR3JlYXRlcgoeCgVuOTM1YgoDYzEyCgNjMjQSBG45MzUiBVdoZXJlChcKBG4yMjUKBG4yNjISBG45MzYiA0RpdgoVCgNpbjIKA2MxMRIEbjkzOSIDTWluChYKA2MxMgoEbjkzORIEbjk0MCIDQWRkChcKBG45MzYKBG45NDASBG45NDEiA011bAoWCgRuOTQxCgNjMTESBG45NDMiA011bAoVCgNpbjIKA2luMhIEbjk0NiIDTXVsChYKA2MxMgoEbjk0NhIEbjk0NyIDU3ViChYKBG45NDcKA2MxMRIEbjk0OSIDTWF4ChIKBG45NDkSBG45NTAiBFNxcnQKFgoDYzEyCgRuOTUwEgRuOTUxIgNTdWIKFwoEbjkzNgoEbjk1MRIEbjk1MiIDTXVsChYKBG45NTIKA2M1NhIEbjk1NCIDTXVsChcKBG45NDMKBG45NTQSBG45NTUiA0FkZAoaCgNjMTEKA2luMhIFbjk1N2IiB0dyZWF0ZXIKHgoFbjk1N2ISBG45NTciBENhc3QqCQoCdG8YAaABAgoWCgRuMjI1CgNpbjISBG45NTgiA011bAoWCgRuOTU4CgNjNTcSBG45NjAiA011bAoXCgRuMjMxCgRuOTYwEgRuOTYxIgNBZGQKFwoEbjk2MQoEbjk1NRIEbjk2MiIDU3ViChsKA2M1OAoEbjk2MhIFbjk2NGIiB0dyZWF0ZXIKHgoFbjk2NGISBG45NjQiBENhc3QqCQoCdG8YAaABAgoXCgRuOTU3CgRuOTY0EgRuOTY1IgNNdWwKGwoDYzU4CgRuMjMxEgVuOTY3YiIHR3JlYXRlcgoeCgVuOTY3YhIEbjk2NyIEQ2FzdCoJCgJ0bxgBoAECChoKA2M1OQoDaW4yEgVuOTY5YiIHR3JlYXRlcgoeCgVuOTY5YhIEbjk2OSIEQ2FzdCoJCgJ0bxgBoAECChcKBG45NjcKBG45NjkSBG45NzAiA011bAoXCgRuOTY1CgRuOTcwEgRuOTcxIgNNYXgKGwoEbjIzMQoDYzYwEgVuOTczYiIHR3JlYXRlcgoeCgVuOTczYhIEbjk3MyIEQ2FzdCoJCgJ0bxgBoAECChoKA2luMgoDYzYxEgVuOTc1YiIHR3JlYXRlcgoeCgVuOTc1YhIEbjk3NSIEQ2FzdCoJCgJ0bxgBoAECChcKBG45NzMKBG45NzUSBG45NzYiA011bAobCgNjNjIKBG4yMjUSBW45NzhiIgdHcmVhdGVyCh4KBW45NzhiEgRuOTc4IgRDYXN0KgkKAnRvGAGgAQIKGgoDaW4yCgNjMTESBW45ODBiIgdHcmVhdGVyCh4KBW45ODBiEgRuOTgwIgRDYXN0KgkKAnRvGAGgAQIKFwoEbjk3OAoEbjk4MBIEbjk4MSIDTXVsChEKBG45MzUSBG45ODIiA05lZwoaCgRuOTc2CgJjMBIFbjk4M2IiB0dyZWF0ZXIKIAoFbjk4M2IKBG45ODIKBG44NDkSBG45ODMiBVdoZXJlChEKBG45MzUSBG45ODQiA05lZwoaCgRuOTgxCgJjMBIFbjk4NWIiB0dyZWF0ZXIKIAoFbjk4NWIKBG45ODQKBG45ODMSBG45ODUiBVdoZXJlChoKBG45NzEKAmMwEgVuOTg2YiIHR3JlYXRlcgogCgVuOTg2YgoEbjkzNQoEbjk4NRIEbjk4NiIFV2hlcmUKGgoEbjk4MQoCYzASBW45ODhiIgdHcmVhdGVyCh8KBW45ODhiCgNjMTIKBG45MzASBG45ODgiBVdoZXJlChoKA2luMgoDYzYzEgVuOTkwYiIHR3JlYXRlcgoeCgVuOTkwYhIEbjk5MCIEQ2FzdCoJCgJ0bxgBoAECChoKBG45OTAKAmMwEgVuOTkzYiIHR3JlYXRlcgoeCgVuOTkzYgoDYzEyCgNjNjQSBG45OTMiBVdoZXJlChoKBG45NzEKAmMwEgVuOTk0YiIHR3JlYXRlcgogCgVuOTk0YgoEbjk5MwoEbjk4OBIEbjk5NCIFV2hlcmUKGgoEbjg4MgoCYzASBW45OTdiIgdHcmVhdGVyCh4KBW45OTdiCgNjMTIKA2MyNBIEbjk5NyIFV2hlcmUKGQoDaW4wCgNjMTESCHplcm9fY29sIgNNdWwKGQoEbjk4NgoIemVyb19jb2wSAm8wIgNBZGQKGQoEbjk5NAoIemVyb19jb2wSAm8xIgNBZGQKGQoEbjk5NwoIemVyb19jb2wSAm8yIgNBZGQKLgoCbzAKAm8xCgJvMhILYmFzZV9hY3Rpb24iBkNvbmNhdCoLCgRheGlzGAGgAQIKJAoDb2JzCgRyaWR4EgJyMCIGR2F0aGVyKgsKBGF4aXMYAaABAgooCgJyMAoDcncxCgNyYjESA3JnMSIER2VtbSoNCgZ0cmFuc0IYAaABAgoQCgNyZzESA3JyMSIEUmVsdQopCgNycjEKA3J3MgoDcmIyEgNyZzIiBEdlbW0qDQoGdHJhbnNCGAGgAQIKEAoDcmcyEgNycjIiBFJlbHUKKQoDcnIyCgNydzMKA3JiMxIDcmczIgRHZW1tKg0KBnRyYW5zQhgBoAECCh8KA3JnMwoDcmxvCgNyaGkSCHJlc2lkdWFsIgRDbGlwCiQKC2Jhc2VfYWN0aW9uCghyZXNpZHVhbBIGYWN0aW9uIgNBZGQSBHJ1bGUqnQIIIhAHQgRnaWR4SpACAAAAAAAAAAABAAAAAAAAAAIAAAAAAAAAAwAAAAAAAAAEAAAAAAAAAAUAAAAAAAAACAAAAAAAAAAJAAAAAAAAAAoAAAAAAAAACwAAAAAAAAAMAAAAAAAAAA4AAAAAAAAADwAAAAAAAAAQAAAAAAAAABMAAAAAAAAAFAAAAAAAAAAVAAAAAAAAABcAAAAAAAAAGAAAAAAAAAAZAAAAAAAAADQAAAAAAAAANwAAAAAAAAA4AAAAAAAAADkAAAAAAAAAOgAAAAAAAABCAAAAAAAAAEMAAAAAAAAARAAAAAAAAABLAAAAAAAAAEwAAAAAAAAATQAAAAAAAABPAAAAAAAAAFAAAAAAAAAAUQAAAAAAAAAqDggBEAFCAmMwSgQAAAA/Kg4IARABQgJjMUoEAAB6QyoOCAEQAUICYzJKBAAAoEAqDggBEAFCAmMzSgQAALRCKg4IARABQgJjNEoEAAAWRCoOCAEQAUICYzVKBAAAekQqDggBEAFCAmM2SgQAAIBAKg4IARABQgJjN0oEdK1LPioOCAEQAUICYzhKBM3MTEAqDggBEAFCAmM5SgQAAKBBKg8IARABQgNjMTBKBAAAZkMqDwgBEAFCA2MxMUoEAAAAACoPCAEQAUIDYzEySgQAAIA/Kg8IARABQgNjMTNKBArXozwqDwgBEAFCA2MxNEoEAAAgQSoPCAEQAUIDYzE1SgQAAPBCKg8IARABQgNjMTZKBAAAQEEqDwgBEAFCA2MxN0oEFY8cPyoPCAEQAUIDYzE4SgQAAMhDKg8IARABQgNjMTlKBNp8RT4qDwgBEAFCA2MyMEoEAADAQCoPCAEQAUIDYzIxSgRvEoM6Kg8IARABQgNjMjJKBF9wiTAqDwgBEAFCA2MyM0oE2w9JQCoPCAEQAUIDYzI0SgQAAIC/Kg8IARABQgNjMjVKBCp3ZD8qDwgBEAFCA2MyNkoEMqZ8QioPCAEQAUIDYzI3SgQKmGA/Kg8IARABQgNjMjhKBBiK5kIqDwgBEAFCA2MyOUoEAAB6xCoPCAEQAUIDYzMwSgS5aXk/Kg8IARABQgNjMzFKBL03hjUqDwgBEAFCA2MzMkoEq6oqPSoPCAEQAUIDYzMzSgQAAABAKg8IARABQgNjMzRKBAAAQD8qDwgBEAFCA2MzNUoEAADIQioPCAEQAUIDYzM2SgSBCwU/Kg8IARABQgNjMzdKBB0paUEqDwgBEAFCA2MzOEoEvJU2QioPCAEQAUIDYzM5SgQidyE/Kg8IARABQgNjNDBKBCGYhEMqDwgBEAFCA2M0MUoETjbCQioPCAEQAUIDYzQySgT0/TQ/Kg8IARABQgNjNDNKBJK/ODsqDwgBEAFCA2M0NEoEtEjlQCoPCAEQAUIDYzQ1SgTrMAk/Kg8IARABQgNjNDZKBPunrkMqDwgBEAFCA2M0N0oEhpepQyoPCAEQAUIDYzQ4SgTeq/9DKg8IARABQgNjNDlKBJwWO0MqDwgBEAFCA2M1MEoEBuUkQioPCAEQAUIDYzUxSgTQ9WQ+Kg8IARABQgNjNTJKBOLYtz4qDwgBEAFCA2M1M0oEItIQQyoPCAEQAUIDYzU0SgQLe6BCKg8IARABQgNjNTVKBGsu4UEqDwgBEAFCA2M1NkoEJ6+SPyoPCAEQAUIDYzU3SgSgZIM+Kg8IARABQgNjNThKBCu64EEqDwgBEAFCA2M1OUoEzcxMPioPCAEQAUIDYzYwSgSjRAZEKg8IARABQgNjNjFKBM3MzD0qDwgBEAFCA2M2MkoEAmOVQSoPCAEQAUIDYzYzSgTNzMy9Kg8IARABQgNjNjRKBG7IFj4qzQMIOBAHQgRyaWR4SsADAAAAAAAAAAABAAAAAAAAAAIAAAAAAAAAAwAAAAAAAAAEAAAAAAAAAAUAAAAAAAAABgAAAAAAAAAHAAAAAAAAAAgAAAAAAAAACQAAAAAAAAAKAAAAAAAAAAsAAAAAAAAADAAAAAAAAAANAAAAAAAAAA4AAAAAAAAADwAAAAAAAAAQAAAAAAAAABEAAAAAAAAAEgAAAAAAAAATAAAAAAAAABQAAAAAAAAAFQAAAAAAAAAWAAAAAAAAABcAAAAAAAAAGAAAAAAAAAAZAAAAAAAAABoAAAAAAAAAGwAAAAAAAAAcAAAAAAAAAB0AAAAAAAAAHgAAAAAAAAAfAAAAAAAAACAAAAAAAAAAIQAAAAAAAAAiAAAAAAAAACMAAAAAAAAAJAAAAAAAAAAlAAAAAAAAACYAAAAAAAAAJwAAAAAAAAAoAAAAAAAAACkAAAAAAAAAKgAAAAAAAAArAAAAAAAAACwAAAAAAAAALQAAAAAAAAAuAAAAAAAAAC8AAAAAAAAAMAAAAAAAAAAxAAAAAAAAADIAAAAAAAAAMwAAAAAAAAA0AAAAAAAAADUAAAAAAAAANgAAAAAAAAA3AAAAAAAAACqOcAhACDgQAUIDcncxSoBwbfQ6vkv7gj4iulE/+ssaPTpbtj7MhYa+fn25veYU4L2J/wa/1kwAP85Ib74z+qK9piN7vnieH76pZ56+4bsEvv4OAb4zUJu9uIq5vRcAFT5MyZI/QYgAPH1DtD4kkLC+UsgEPzre5D48hwM/219EPXs9gb1qh++8xr22vZJigb1BgPm9U/dKu+9Eoj3AG4U96osAPjRb8L2+sYa8tzoFPsJBszwGWhq9jnn2vem0fj1UxM89CHTbPSAc5T1TUdY8Fw/DPbzGCb3QQd49bGQkvjJ4sjl1P0A8QAnDPh2sR7uTgrK+ozpevn5Syz7Go+S+dQSTvRrIar4f7Ze76hJavmuVDD/l+Vq/gUFEvTYc+j1CIM2+Ww72vjFQg7/M4he+TBEjvg8oG75a+KI+pD97PuUDLT/NU3c+Kt2dPtMymD61tXW+OgaMvupC9b7RN5I93xu8PcwTxb2cH5e9E1covXpWkjzGeFS9lzaqvdbwx7wfjoW9/BtxO0GXyr0P1Ai9EfVJvR83l7y1CNc9kHSzPRCiML116fq9tMHDvZ710b0tvE+8cxJzvf5Bv7283O0+HJVQPums/Lyp7Ao/QX9CvXayK76Oq987UosbvyRbgz4Hjyu931QMvuq7yr2PtLq9u/BEPzaDmT56GgW+54ZAvohSJ74pW/c9+5MUP/jAZL6Qs+g9QubZvYdWq769Yai/uW4DQDKI672itai+5rB2P4gKcb3ECNe+AQbrvoU5pL2UA9+9aDIAPg0aXL19kTW9/mqIPLuvmj24ayg8DhgTvbihOTwny429whHHvZWEDj0xtGY8V/yHPThWS72ePwe+wNAHvd9nBL61YCy85LCFPYCSSjwyB509Ui/MPHLOpb2AxOS9hMeJPJPfEL9mIle+B25vvsgShj7cqpQ+KshaPaVW376P31O+/IqNPkq8r77WqTa+qmOGPwACbL3+3ao9uX//vjIy2L1UeK491zWdvWAMB76Sols9vgqdPik0Zz/73L0/TRHVvleNFD5q/GQ+mlaVPru5oj0Z5JY82nGAvMHdxTxNGj49d2NLvfIq8L147qa9NY2WO8bCur2ZWBg94gesPTVJv7pak489irW/PUW6rj1WUgK+Igv4Pf66ED1ipwe+uDMIPSt0vL3hUf09TAHZPeGCtL3M18q94NRFPo7eez4tims97BrTPhATIDzrJa2+YJcNPkgnob76D1K+dRf8PskF1D0MhOC+6vjUvXpPe77xxsc+gXarvnQzK71Ai1K+Jn/OvmCGFb9DKhK+P0OiPYS7srz4HQy/x2sAPpgP/bufgB6+XpwiPoDYOzzDMHW9ykt4vp2lTD7Lbtq9OnImvX2yCbzrfFo9ZgfbvUsK5b3i9L09oWSCvIdair0rnfy8iYnpO3cjyL00mgO+Pbizvavo2D0Mwh49WzYIvp1tk72cks89sz4DPn+q2TxdL5g95lK0PPBKnz0zpkW9jwoNv4C3PL0boyq8GCffvL8SXz0xpae91S4DvQkewL7/NWo8rEMQvte32b4x3sU8pFHSPgwxmL7T51G+HKbpPLaipb35wa88FdWDv+dIez5rRDa+YhvIvZzjpT1daCm/YEZGv0MTOb5uvhO+YPmXPiVc8L3PZhW/+RE0vqIboD3PuQM+WicLPSOn4z3pbHA9T28APlXSjLxnPEG9OlSOPQPnEr0cc068Dz2JvILzR71Xdso8mSHavGWksb004/o9tVECvn7ykL0hkfo9quGovfxU672tf549zioFPmTQRj++mMG9x/1QvWigPb6zAR09d3/gPOWCCD46xxE/x8k8vqC7Or6U5vM9Y3Sivjt9r73bIwY/pmYAvgaIoz6d0x+9+u8UPKiZ872fBSK9fuYpPiaxTj5PPJk9thRmPoBdiT86dzLAv4CRvhBiOL/uNR6/Rr6JPr8Zkb6aeTg8kZH/vTo88D31iMW9k7o4vSwYKj2j8Mo9ZFOoPfGo8j02CNC7qzFmvaNyBr5yGc48Qgs7Pa2C5Ls+WZ49Ih+AvIbHKDyR4vG9AYf3PNtOIj0lzjy9wcoqPd3LAb4YmdA91mYDv8ejsz5gZgo/RsycPl//br5oo7s9/oqSPWcODb+tEAG/F0y9PpPvcL5+XUe+wVJxvvPTqr4V4OW+Q9c0vjsjAL05Vsg+AQ/+vpSUl78eeTI+KAvfvfIjrr1h8kA+5FD4voqSjj6lf869R12dvp//2b15fxk9rBC4vp5xoz2tOEy9bfqlPQsWv70PQQC+C77uPQxMnLwqjc09kdKUPYc04rz51qK8e7y5vBch8L0qgNE9SAGcvVtiTj0G4wA+6OjdvdDXob2tmd89G7MyvCnF9L2QGjA9nDzBPcP8tb2BWA676ZPPPrdTFD6GUuq+wFMovUhtGj0D9R++yY7MvRHMwz1b7Xa9Q/sJvnkQ+r1389a9gUpDvdwBK75W1FW9pBlNvgism76E/Hu9bdFSPid5AT9SYNi+V1fevfdcUL4czeO+/a0Hv5NvLL91bVO+8AbRvdLPWj4h/se9zsA/vWw4Bb5meJe9lpWTvX49kb1cIpI9rhz7PGwcLLvPwMK9HfOuveiv6T2+5uW986s7u+DC8L03+ge+FmGCPJI3Or3ylgG+zfKzvT4A8z3WQX696RPNPTVSAj4y0aC9uXCOvGHdYT/Nfja+AIlDPvFTIz73AVm+2uWMvu42HD6bCi++rc2mvpyPt70I9cm9wbhGPBqk6LwSiDu+prWVPhjXyb0cW7e+cd8pPQLkH77mp76+D9G7vuo+Hr8EUBQ4NWRWviIbkL80hGU/KtjPPjnrlz4diu8+B3U5PqhrBr+SNOQ7G+6+PUhBzT1/OjU9FnL+Pfo0oTzOUJi93xmUvRl2SLxtKf89CC+tPNDFTz1oe1i9NFeKPdofBj5MT+O9DD8AvnLyMb3HBpm9waHKvQ/MHz0evpm9m1P0Pa2euLzrlHy8fsg0Ppe2R74MTBu9fxCXPYw1ij2Xq6k8VTmJvhfrUr4lkhm/p2oUv0vKK7xWfVi9QiVtvNpgwT+P5B0/sfBrPIzqiD5nj+S9LNjjvuEWDcDpQwM/yMnJvjTBoj3Fdxw+keDEvrtBpr6VoKM+sJWSvu6Rgr2klKs++tKaPLdpuj7Y5e+9FfPHPQ+UnD0uick8vj3APQpNAr6KulU9VIZpO7L9Lr1NR5s9WRH8vZrU9D1cxqe974n/PRgNr7zHV9W9tvuWvd7TUT2DhA09T8C0PW0Ahj3NTHS9N7vDvToYW73E81w95tRXPtt8ib4GSRW+XXgLvPioyL2F2L6+wTl2PjtXe75WBSy/e4ktPa03/r00GaY9Cf1RPwmrYb+ViIW+/BSDPhliWT5bBkg9WoL0vru2FT57S6Q96uUlvoyfWz4HTu6/129MwCSBXL+QIZC7N4afvumxir7F1XI81qE7vnNkUL2HQZG9Wg5UPWUZB76O0bo9ILGpvX5Z5b09ZZ27uDjEPNOctr3Jf569mzf7vdQC8jzG8as9U9KSPUo5/T1jwnc9YpmJvZRTlT3aKFw95HETPdO6nr22fdI9S4spvYYHDL5NtZg+NURHvmy7Q74b2a298eeqvs+ir76Ko6U+BimDvd2RNb6JqP29NfbBvVOTSb5Gwcc+y4CCPePq7L2q2+Y9K0/1Pga44L0FXeG+BBElPFzXj74a9Im+E85ZvpcqeL8ypMm+ohbpvbRFAz+jcg0+k5WEPjlI0r4Nv1k+PB4HvmVc+r0DVza9EBiBvff/Orx6uHu9m7WEPc+Ozb38Tla9PBrWPdDLuTxp65Y9dqtLvPYblzxApQa+8FXLPDYvo73LNqu9l83AvcFc170M37U35EufPXZjBL41hIK9we2NPrWUm73IiXm+sSM6vgKUMb4s/Y+9ewILPoVFIT5sE9m+TiMmvpcF7D1Z++Y+7+kDPdZoaD6esBe/3iEFvn40oL6MOrm9OLDpvo8NG770NxK/muOmvRWx8z1CdVu90x83vx6Kd71d9hA+AekevyOKgT0qkxY+mSUOPvfpLT5IReW90Nhjvc+kFT0aL8m9bwKcPU5iqj2zIcC9YDmIPbmjir3x1NM8jxwDPiCUej1UadM9bDHZvcaPAj4Z6kS9bib0PUB7jT3LE+o9o/rdvcVtxL0hYEy8egE4vf5H6rzBrGe+lcxIPhlSpL3rvL8965lfvkoeur6CpbK+Le2gPk4Ry75v3ww+TCcWvuShzz0sa6G9IIy/PoHTHr7kr/i9+bfPPY5WDL+uoKO+itSQu6un9b05Qwy/FSD3vWbxHj7JExg+5x8xv8SFnT4knxW+OiHCPnNxfz6Klqk9infYPqA4kj27a0S8lCNjvQbiNrtpJgM9QlPmPUvd3rw8kEw6VV1hvb1RLL2cWWK9ON5VPQ5ldL3lkO89KQ7RvL001L2JfmA94X9ovRVH7L31b5g9MOGxvVkW4b0IyAa+WJeyvQDWdj4JcZy8oXv5vfOpuj7P1YO9571rPNi6yT6UtKs+RdKUvuBU7r17Nv48Yg1JPgZp2LzwgpC/cncwvqKFc75T8rC+i3bfPjqA4r0wV6O/2eBgPtuBXrwLD+27zGKtPZQBFjwihK8+xW+TvsuplrxIqDq+9h0SP6B5sD78C6k9YWoBvlnZ+L0I0Ou9zDHZPcpe/D3Op6y91JULPTPuqL2WNwU9XHv8vL+9yr1UT9A9b4QgvUVPaD2gNMk8WAgVvd+ZdL0UhGW9l6m0ve8Sqj37Fam9nxa/vXCq/L2kgxc9QtbmPjzRAz7PJdk9ZgfQPSfpiTyn1BG+4zhwPcF4Kz8TqIG92Sn8vKF/EL5b6N++kfzMvey/fT5m5qQ+BO8UPmw27bwTL8E+X+VPPVWFgz4u9r2+r3rOvnFT1z1nxYm+K9XDvrehXL8Mt1E/7ZlEPSAHL7231Lm+VsWSvR3MkD32TIC9uoB4u2f/Hj3A1gS+YrCJvdP9p70vRZE91RgWPUTVOLtDXfG9Kt6CvRRnAD2PUgS+oQEyvS1v372UyN08200SPMxzr73i/DG9Nj3+PbmH/b1JCLu8JRIrvU7Di73lzIU848ebvuOwUz4cFxg+AXmVvd/cY70iHRK+6U+4vueWw75WlYU9i+9JvkW5rD7oTRy8D76vPjXZx7yRKQq+6QVtvY6kCj+gHTy+xGhvvdy5jz5Rp0a/vicpvtFxYr5Fabq7lSCNvsDYsj6I5LI+OlMnP57ya78/s3e+33bkPW1p6r3X1dG9t7MEvjv4qr3N8Ow9JucBPbso7DxXm6I9lrnsvToVyL2+vIC9dp5KPA8uAD5XzrQ8vTzCPaJxKL1T+PK9Lj0IPrUQNz3wzm6749PBPBGMtzwPKVK9I0iBvQJdHr1lhhK+GQTRu2kR5L7qxjC+eFtfvvkCDD7dcm29xDuJviRIqD4/4RG9xrXGPAGFFL5Sdq49dTHOPoSwNb4eWms9+pwBP43UKL7VU3a+3BQPv4Hsfz4sIdY8KclZPhPqLD9JfoQ9gc13vgnCvD6irXM+1eJqPzGlFj7ZhOY+6XKjvVp9W72hHv+9Rq5Ove0bOrwyf+48asN6vQUMLbySLQK9bSDIvQtAjbtsLjC95ZLWvbsVyb0oVZs9uo/nPUN6sb2OfQq9qKfkvFaBXT1HdjS9aUoEvGqhH73Y/JQ9tkvSvZZPaz50u3m7TSRivj24dL2wzZi+nwt3vrKug71qbpa+/SAyvp3BP77W/z6+MSM4vvXY/L7RYLu+aZQdvhLtuj3fcaa+LL+cvtRSl7/k39++jdeMPn5dVr60Sw8+RtMdv+cWQb6HXjM9S8Qrvumnn77Z5Fm924K/va1Er70judA8wRjgPZn3zLzi8S29gSvjPa1JkD0KZTS90/69Pc7o9D3/drq69dCMvRmyH73HXLS9HO/rPUMepz2vF2+9PhAUveDFmbwQqgc6Fp0CvgNzB769RZi9469LvVeT+ryf7BS/a6wwPi9vqr0cq3g+QlE6vZJvtTxMmsM+kwg4vu0AKz49Et2+fEcTvt9UgD67hrK9VoFVPi2IgrzXmn++ZwL+veOrcz5aCJu8HPuePEkwuT7DguS7HwfUPVi6Tj4ATiVAnr2Sv6ndBT5MXCm+E1ZwvmjVZj9hPiE+QsccP5hJ5r0JMIg94C6LvREVDb0VKsw9qIycPZilrLy//Im9M8HTvElmmj3D4QE+kY7AvJ8t2T1aZKi9mYa7PO9lvrwwVQa+mz7EPXRTAT4Lp3I9Sts8PVj0nr12q8u586CEvXN9/bxYMh8+XnODPk5qTz1Cc/W9V+uDPi9XPj6NNUq+IRyPvIX46b5iQIi9IsEGPSzG+jxEVhU98BDCPzdJgL4bQjW+P8sxvmqbsT3xCQa/9p/fPVPET72ocUc9V67eProAD7/lKLk+IgmXvZtiQb7TBFW/vTLnPv+klr6lQW29IRP9PG5/XT2a7s490kndPc707T2SIoS9UMzTPa6zhbzSEO887QT7PWakAb632rc98oX6vcpA1r1mm5O835nRvT6Zub0FIm49KY+7vZiMAT5l6wg9H7tOPevn3D0BU9M9BeYQviuIrT6vIsY9x30GvpbeM70d7cq9tjArvhBlEz2807g9FJwAPSk8mb2Gv5w+eKvxve3iXj4o22Y+ZgwLPoTY971SXga/PcJ2vdngir6osag9nNEkPlNZgL2De1e+XcBIv7AnKr67ewI/b8Z4PdqWQL9YbDa9Ekjxvu+5b7406h28QMu3vQkX3z0XGsC9iWjtPaZolb30PR09xNIAvBFJwj2+AhO9QmnPvSBxsrzJzJk96GL3vTmz1b0+SM89xDaiPel+dD3guls9qZIevQyVxD0u1569m9ONPYZxFL1YR+e+sCiEvZCgfb6hMhM/6YWIPSrwJb1bI3s9yXI9PwvEdz5Xine+p0OyvXXWKr7IAb+8Op7ePjn/Vz3W9lW+mt+JvVb087082l0+v45UPqh8QT6BpIK9x2otvnaieD26QwfAXqWZv6ZNOD6gdxa+CNOMP1BohT4H9vy+wNVAPWSikb1d49u8OJ9vPSIfuryInIY9v3xfvUp6zb0qB6m8nE5kvVdOmDuZz1Q8rXKIPYTvnrz0DtY9+qCfvLLCnz3XSv69wDS+vcOSJby/0229qUiMvbIxhz0ZUQE+Jp0XvHtkBz/5NEY9zQdTvUplgz6rQgo9Se06PZlKlL0eHWO+2N/mvg+nmr5S94y9Yob0vIktmz3YWDc/t9ivPYhD6D2oqvI7+rG1PlKaU77NkKG+vy3lPiFOBz+QHAM60/8Hvulj0j73zxG/i6bhvX5+yjwXhBI/iqijPpAxib7lAoy9uu+VPC0Y6b3wYeU8RLbFvYLNcL1q1Kc9hEglPRqOhzxRMea99/uiPR+iZzy/fS88SnK7PaIPFzxfLlM9eXTMvSnXhjw7vwe+1EjhPQEXBb5zM+u9Yc9wvQrfM7yNQy87A9BVvuSqK76KUdS+Q2DDvgV2rDzYme49n12LvRMFqD70V4s+6eLzvrqskT0zXQe9jzp2u0lgSL4ioNK+vstjvn2aKD6lTGO8GAbqPfTZ2z0k5jc+4P1lPRRDG75aITM+o2w5QJ2C478aFqi9/CfhPQUv8L7fkYS/36HUvjHZbD5FEay93/oFPcTWCD35Kpy8dj4aPY/x5j2z6rm9wjmLPdAcrL0LFWi9aXuku1AW6T1SbyY9hBMyPUjPX71Y2Dq96oTlvaWky7vTTdk9Ds9tPbC5ID1toQe9fnYWvOsQY7yxRTC/DzTwPVCajb7tJVs+CBUfvnTPp7yl7EY+IKnCvTYjqj5qESK/KfH2PQnjsb2q2ic9n2kuPstpHD6vaAO/e1xHvKvuir5347A9H9odPz55TL3/6vs+tYWvPWFWwj1RcHY/ggLuP5i9pj4PokC+m2WVPmF3Q74oWUy+Xm20PWOELDr/DSM8OF5QvTkSzLvEMvO95fl3vH3bgDy+fT897sL9Pcoxk733RqO9HYcCPhJ5AT5b1l29rBSWvKhA671ZH9+9ItUIPviDlT35fdU9aWBFO5WLnD2/Ax894WPbPHI8/r2ptyu9nL3APJQnrL2c6fS9OBu0vsoKvj4HAQ0+YM8bPaIT+L6R4xG9aRBmPEo0tT1guaG+8LuiPpn9oLwSufm9AljNvgG+rr2EDII+EQYWvjIsh77PSlI9kDR+PmnoFr83dSa8xIeDPrNF8L67zHC8Fz0rPnGAIL91kNi+gm85Pf3DXz3rYfK9gX9IPTwLsr2zHq69PS9qPAazVj0PO5C9E+1jPNAhPb1+BLW9qt+bPVpE6b0T8OE9FR+uPZVYjb2xxti85/oQvCI31jzJ82E96mYNvaRG5LziCwO9B95hvLph4z5y5oU+tXzQPq2OJL6pGsS9vFTBPDL4UL5i/Ak+gquPvZmQtr1a5U0+apqivkgga7/ESg0+0NMvPihjUD6eCEs+dToFvtyYJj+4Y3E+FMWJPp/pWr50vPC9N0sbP+RXsT0Oqwk+I4eqPjIexb7Dvkk/lSVqPsya3j7ZQWo9g7ikPd+m4T0G7AC9ctxDvYf+Yr2NquC8T+bRPR1Txb3Q6DS9yOBpPXB7urxyxLW9XFmcPcq93r1cA6E9gjPKPQ/Lnr0/wp27NbG/vXcksD1Mbfe9pd5qPT3YlDtoB2E+dCGAvavrjb4gsTG+5APXvQPpsb2prY6+1ku3PnJhtTvWy7q+J2CkvZTP1D0hTPq7G/EnP1Gaj7+3EYy+xEZQPpbRAT/7zgQ+Dygjv0NFMj4BCW0+7A+BvSG0KT51/te/9Z0hwFuTBD5ksX69o1J1PwwzJ76Jq24+nx+VPo/ajj2EwTa9yoiSvBJ0sz3Iw8u9+G6fPHIt7bzXSgM8LSwQvQnGBz6g2Jy8sqzWPdp6vD3XCpK8CRs4Paz5sj2kxuq8WBrwuyQoKj2znJI92Xi3vZlQxL2GaCG8tnyVvY7brj4PsyM+6vf/vNiCl76LQkA8JOI2vpqWjzrPn6m+TQJmvZgnfT0pgjA+KaCOvlqQ7z0qK2e+HJwlPaSABbyMTcu+KlRQvk0CrLyzLlK+RvUSPhcqUT4furc881KLvsSwnD7Artg933CTPnLS4LuzToW/oRgcvjtLWr5ddee+56GsvZtUJD1Bsp69A9p/vSot0T1K81e9yNGjvauLu73nhoE823wLPVTzrT1/CYM9lmGNt1CVzj2uDs+92MTvPfCwob1hJVw7xIO3vZuj7z0NKLE98bC9vdj2UT3hMyO8wfQ9PY2Ulr6t/ZY9zdCnPXDUAL4dDLG9QvqdvZdkib3nd+Y+VJwLvxlp2z2QBys+GaGuPTWjeD7bwIQ+2ugtPWNVsr3r+nm9a9d2Po6ADj8+n+W9/9UwvZnkzz1L6CO+wp8IwCB8sD/Ergy//BKNPj/Ps7yxm92+DHMsvuXu0z3pnVw9JN7uPVYSaL1BOLy9v/4HviR1S72LcBA9bOGIuxH7bT0yvo48Lk2Du1PyvL39byY9Zm4DPtNXxbxA+u69z1fDPb19z73zQmQ9MZGcPbfxir1NDOc9Ks7avf/F/TtrcCI/5JAevttNUL0JHAS9CcNtvvXQ9b3sJYU+T8Z1PeL4uz4zPsG+5sr5PPBbQL5zaxQ924cOv4LcCr5dS8W+ZMPjPVjCGr5dd40+UUWYPtJjGz4OxDq+0n/cu/3tMb4IlFs+GqtqvuWgNL7Rmoi8nRniPhdOsb/T2pE+mZh6v+Mj9b1OvR49w57hPT5R6DuDLQo9YlwEviZgBz2gU9q9eTJcO51Oa7xcOgU+umFVvCr/xb0RXMU8jtf/vZHFmL17Wog9ooKHPeiRDD3wbAs8E06vPSS2Aj2mwAK9UjYjvafgoT4AKAc5fbE6Pg0NaD2kjRm+n5BavENCTb6eNma+6GhrPgq7N79/zm89xjievppUBr553da+jTSJvsbkoL5fU1S+x+KZPipPTj405nw/azIAvgL59ryZ47W9aYmbvsQOmb+KLLY/wKaNPpV3sD2GGyS/0/OLPleqc77xM469G5uoPdErH733A8Y9Gg7IPRojnb1GEsE9ojC+PSpUbTxd+6W9pWPhvYJ6zT2Nfoq91n/Wva7wpb3n0/W8hEXNvRwz1D1F6QU+ePCku8koLb1LoS+8MZyzPOtH1T1bUD+9P+GdPc44xr5U4dO8idQ1vqE4pL2fzAe+c20evuLTPj841g48+au6vkGYAL5mQJu9LVY/PQglgD7yfKc+FJCXvr1BH77zsmM+Q04BPimp5D6RLwa/+jt+Po8hAL7huhY+MSu6PTXojb6RsIA+JVKAvfOpAb7U8Wy+iHqBPTCAFz+FFXG9gychOuee/r0GYOG95mWfPff8Bz1yaYI9jUZKvdxjyLu7pLG95y2EPSLbtDsVuoo9EdbvvVjw2z1CIqa9vm/TvQ41sb0s6fc9uMYBvvOxiL2yU5u9Ya+AvecTAT4ztxo+TESKvTKwm7rzaOw9KfPGvJLhFT3a+748RbTDPcPUZ71XxIu9rF/Cvcf5zTrDQcS9+qyFvWyn5jzMIt89xyIpPSxAi70kCfG9bn8QvlxlwzxR0/08ukQuvTb8YzwCE++9hfYIva4Py7zSQlS8676KPegp673YK6K9V3cFvvL3y70MpvQ9/MGBPQVe6L2sLOy8VfCjvMzw87sU7gA9QLenu8WrK7zcPwG9+tLsvFvPITqdVhq9UmSFvQ+XrD3ht6W8qKpQvV2v6T24Pm49jWBrPV4Gn70y8a289mSrPW9s6btxOyq9oSEzPaF8mz0DS+G9SAK/PjxFvrwb0bs+vT8kvsxZDr+rqPi9RRbVPjoBk777Bsk+fKdOPQxowz18ada+SrwCPoG5d779bL0+gNC8Pm0deD7Xx4S+Uvp/Pkx/gb5tzDS/9KI4vmQnNL2ZLjm8LMkMPY8teD34g5w+7lCjvXiUgL2OfrS98/nHvUPiJj1BqSG9SMrsPUZxy72xf2G8oUR5O9jmRj3OMLw9ik+5u8Gl8D1Rbr29lQ41uk8Yxj194wU+ZXPIPO1aZrtSpZ89Lq3CvRvIMz3WtY89JJbWvjE51j16eC8/7zlQPjLFJb5M5om+pU6ZPhVysb4d7s6+pO//vdGgGL6ispU+JVdMvXY3uD0ClxQ++Yi4vgvdbr7EBHe+DTa7vmhTnL431Qq+ixrKviO0qL1BLUA+Qf8MP73q0r0gkeQ9IHEpPhWTET+g3Xi+vCIQv8xu+T3VYbi9rMjzvHRGC7zLnD88zDWePQAzkL0byMQ9jTZivRaD6Lw7qfG7lxoMPbcoAT4+z8Y9wTFiPK0D7b2MSAe9zfzJPfV0t70wB3e9ko9YvcGreL3Zvok78qjCvci+773rZe8+XeqqPj//OT3n6D+9q9g9vFK6kb5HKYc+ZwUVvqtiOL1aJBG+c8zjvbdpTj64vq29KPLAvB1ZqL5E4C+9PwdOvmOklj3e7Sq+0IHYvrv+dj4SCfM9FhVjvgWs0b51rdc/TgnQvoxIUr7+dpK+265nv3Ikzz3V7LQ9YEF4vS3xBj55VKo7mu5IPQvk0L1jd2Y9EPPsPS83zb3zRAG+xuC9PWcXAb7K0Uk9E7gvO208CbyJkbS91pziPWVO4j2Jntg8eBrtPNmesz367749g440PcOOyz0ZVdU74FqgPey5sr6LGgK/5H2DPlPqOT3K54+9d9roO107nDwp7GC+FAQBvlSQVD6Qb/W9XMnrvh/6a70CiwE/WiI0P/5i0j1b/GU99/HBvvyL0j2EM8I+DECmPnmVBr8y67u9eiEbvpTtmr+EBVY/jq6ePV7Upz52nbk+bMqYPl9AYT5MU5c+ggwBvs8hUjudH+I8iW2tvBpTHryNutA9hi63PWw4aL1iTLo9luwQPWXG2r2HRqU7Pp3Zvb5flL3sN8y9g0GDPa6j4D3MP329WaaqPTmZr72pZQW+WXX8vCmrsT2zE/E9Ee1fPSRsZzyvBJk+ZCB+PkaDd75DbBy+dxuZvvR7nDz6khm/JH0sPSyFgrw2fAY9p4vBu5nckj9YnZG/ao2evvfOHj76+re+3FSyvjwECMAjQOk+/weUvmFBmr0j2aC8cDsmvahk+b0rTw2++XrSPuH3db4KRw4/oy7kvVSEAD9rY869FPhzPRIZkb30Srm9arjLvYZaTz1X5uK9pxs+vTo1zL2aUo29QgIIu32luj2zIMS8iZjOvXFx/joFksW9FpiFPBmS1bxvj0w9uy7nvD4LKr24df496FbiPCumCD5PAC+9It0WvskjcL7cNsM+eIERvn6vfz4yGP87FfvKvov0NL52Xxc+0vM6PrGbnb4J8Dc+KxfXvtVdqb/v1E2+OFEYvUdrcD528L++MOCDv7yHxz57BbA90NbLvfD4O72+xAS/lQzuPmGD3b5DyZ+9lA/iviixAr+tmm89ZC88vWOTk73hPmA9GxOuPU5BFT0p1Fq9u0p1vRm6hj124bw9ova+Pebtxb0dhaG9KsLSvWK4VbtmZT28bnQDvpx1HTxQVvc9e7XhvePqtz1j9Gi9RP1qPdW1rjwRtN49tUMVPby4Dr9Zh5G+0sGOva2ZFL8kOZ49SsnQPcT6g76mRe++MSIJvs2Web7v7XW9htkSPU8jbL045sA+3k/iPFrlRr69Sc0+qeNzPoA1/D2nkTG+IFyWPmqt4L3XTZc9s0+tPs0bZ782h2W/jwgYPtWCJj2+wFc+rHsDvwpQXL5hEQG+6pu+vdobrj1u6Ki9u+bKvT748ryCb4o9o6/3PZi2oLuxTgY++ApoPergUj13+Zs9k+uePJ2vrLxRrZc6LyDrveGd0TzxhO68Dir3vZ/VmT2kkSm77F+PO2hztTxSFcw9NU+FvL9b1D76iZy+UsApvtEF9DwcTMC691XXu9M+HL8ciK4+mef6PS0gob0L5Pu9hnNPvAEVTr+8GHA/kOWLvXAH1D3405C+xd6NvmYLID+7nV+9dfKEvg+aKr68taK+F+PYP1a01z+FTfQ9jng0PLJA3D0S0Aa+S3HLvnQ3JL+QK5495TewvQnysb3nkQW9/VbTvcwKVb174qe8ejO6PbQXB70AtC+9yQF7PaiMGzxnHry9w83IPeZDyb2kJZS9WBbiPY+5or1CJc+9WDrPPeH0kj3WtAQ+hhXnPWjDAryUKVO+E5afvnOWw724da2+0wMIvdXZMjwpCoQ8B6A0vhbqrL5ZTrG+pNUfPsbKBz8ntMk9GcEEvgdg0DySMf+9misPu/Eqs70NJPi+0bkoP/HQFT5QhpO+UTsLPplO/T4W0AO/2emVve2tFT6CSNk+yPKGPgL5gz/FA3A+JTRYPqL7LD3Bqr0935QPPaYVBb57jZq9+KwGPHSIpj1s7QI+mefmvRF/JL2gV3q9Ovz1u86WU70d5nY96tOhvTd2zbv875O5mcfUvbBf7TyDLKK94DkFvmISAj5et6G872M/vR9rdD7mFxI/et0AvYuCAL59aqs99ruavtwhfD6zY6A+pjPzPTwvnL2JTCi+Q8u0vDCnWr7J9BQ/aL68Pr0FeL63tlu+MqDAvigVBj4KFHM9Mdo6Ph2l975xj3K97KMvPhGbGr/fKmI+Kn5tvrfrLr3g1oK+KW8kPr+YWT3NjOo+JMCRPV2Ezb0Si209nwjTvN+pnr1xLne9p3qxvTnq9jyVl5A9G61OvLk6LbxuTys72jXvPdj1dT1Y/6Q9le3FPeZvzb3figM+AqouPbeHkb0SK9i9AsN4up00or0TlLA96CAVPmWkUT7Hfw4+pS6aPuRxzL0yNZ2+MRvRPXn3aT/VQzo+glGLPn7Ahb1KOW++TduWvpkO9j17BcY+JwiWvvZO6z1JPSG+LaMovhZGk71pTb+9EmmlPnGsir6cAZU8q6ydvhATQz7ZdFW93UGfvhSz6r5E+Gw+ys0KPz4xx76aoae9w7bOPNjV07sKgAY+YXeXvdZYsT1jONO9Y7avvZkHb7wBilI9LLMHvs/bEz0faWs9Ws05vYTfBL6X6uo79RiBPWvs/723cfQ8vAVOvTbBKTuEZ3C9AcZuPXNkCb1Jto48eS2NPRcXhb3xE4g+heCTvWlmKL4+7Gq+li+YPrS00727kaA+JqVePLbh2z6X0Ua+NxSLvRb2BT5ZL4i+BsSCvTOfrj6jtF498zDWvvkdLj4dyu++F7l4vfeAcj5hAu0+Sm2EvhgE/rwvVOQ9icGwPP06hz4UWts9qEZrvvVq2T2LtP49+X9mvf7YhL2JR3M9+JncvI0+BbwW4GW960wFPPft1r3Y9AI+1VlGPS8Y1L0Tqpo9BSBdveKtlj1EN769joIIPhFV5z1TJD69l++yPV0Ldzt9M949qLj0vYqkuDuFKic+pwsYPpJXwrwDcAK+Kb02vqSDCD47FB28XlWJPdDDVD6W1U++IWKXvXikGb6lmoE/wGQJP0Frjr1mzfe9S/IkvpLFXz67KdA+Ep41Phjylr7n1My94S8nPuNlwz2gH1k/IFJAvvCFAT4OjS++tKwwvj6JLT6MWCu+XXhjvUcTXjz2uKS9EBwHvujXsz1ef7W6XN27vc7MBj4MXQ881P+KvERKTT0uo/u8rz5FvYGstryCASU9AgWUPal8QTwfVoW9j7yJvZSDQj2edyq9YgwmPXNV0D26v4A7K38LPxLIeD5Mf3c+MHZhPvD4cr4LXxC+g2w9vGI50b5r0h6+0BXnPTyu/72yfVE+OLyLvkVh0z5cLkq+hEvJvi4NQb4AP1E+WSqLuqRLSr7o0II+Ni/oPuravr4PMNw9ctMfvs/kLz9LY9O+RUy5PcRD3b5RDjs9odYLv6EQwj3cFeK94MKvvfa3Bz5Rvpi9n0aUvRVtYD044DY9zExivToYjD1dSpo9cqabPLTNaD2lnw894x4TPf7UHjwpNCG9J09QPQF/Aj1ZhKI9zGk5vZmfBL4jCbK9ENAGvnqUqz3I9g29qEtkPFHLAL6WYXm+mkipvQqzsL4arv69ksQeP+eQdb0ACiq/P7aLvYq6AD095j28g6rmvtTqTD9EZam+s1JUPooqJj30d+y+n7A6PfxOCD6UBZ4+uqQPPcBDEz67V6m9JmNNPhcGoz7nopK9CUSMPQiPDz/FKA699W2oPisy6b3l03I8PrrROzcRJ7xiS9u9TaeLPEj3dTwlvWc92st1vGaRsr2HzQK98CHdO4EAdrzx4Hi8s57XvR7Azzwv7qU9br3EPRhECT0fJxI9niBuPWeC3T2sXSk9qfcCvj0b6LyKgLw+HB88vu7A4j4MIZO9cRSePQ97Mr4VuN2+Bj8UvucizT6P2Ku9HN7qPZfLTDyPEAi+qonDPjo0lb7yZb29VMQFP745u75aNzm+TuCMvSXPyL0aMgo+mfwavk6SmT7+yMY964YtvteNg744QNi9McOVP3HYIL9EHQw/oyLoPN7GuD2zQM+8mAj7PWDmyz1/RVa85KmdPCFRFz29cB+8tmfMPGvKs72GRYE94D7wvVD6LDx7L4A9/rn6va0+3z35zSm9PgVMvfLUCL6zDXC9M8KevXQI5T1lgus9PsXMPo0Si77FuRq90j0XvyY3Kb7B0bu+B7KmvpIAFD/PRoq+CPl6vUgfgb3Hmwu+t2Y/vr8vEr98whG/Bn5wvuJjjz6Yt3C+JBI8vqLWqj62MIC9Rju1PK1fZb6HRrG9jjaQvZNxpj0IpJk+9oNNPty+uL6dELy+Jp+Fv9UzFj9bgeS9FHfUPcc4BD7E6wO91f/XPZdnsr08IJO9Db31vE3qtD0TkbA9ETyPPbM4+z1J8Lm91HHMvZBSs73H04O9kTNkPV8a1zuSH1k9VpNPvRt9kz2RHII89WqFvfdecb1aUbm9pNSdvtYiRT3qtAo/TyG5vSWM0jxhXSo+KrpNP9NvIr4hUEG+aSgbvoiwBL1Y+iO+2KcjvyYn0j76V6A8U97EvUrIqD6MtWe8mfHKvnnZEr2HYOu9C9NHvIrBmD34jkM/1vjWv02TMr6XBuy9a8aHv6ISGT8FcZI+rvtUPtvY+LzXGPC92kQIPiQMET30O8u9AAUrPYrg4D3aOd29DreUvRnNDzwa1a48tl52vFkBq727wXa8CoFwvBW2RD0UjhC9GmLyPfOIiz10quQ9pDLcvf1luT2Swpo8vJlQu2dgyr6tRFw+3ahQPl5/7j7+ngy98RQXPsgqzj3uoXM/Du1Tvb//tT3Ls0++A3dKPtEvxL3s8b2+MVU4P3xkvD1pmDq+7Fk0Pi2o2718THM9Z9MoPrZK9b3lf4O9382yPdyTXD47Kt+/JvK2Pbc0fj0m3kC/y7KrPkIjhD7l4sI+6KncPH0moj1I+6y9e+nFvNgquD0n000879bGvbgrQ73GX8s96mo+vSKG8D3vAe69rw8MvUGhUb2D16E9vsHuPIeOIr2XI5C8C5XiPFxZVj0fMqc90BDEPQkjcrxP4UO9ew2avm2GyDpBcpU+lR2LPo22iL0lrYa+18XGPpDfyj4eZqS+qSKgPejqAz7OeTY+lfQgPs78D7+8v9C+69xzvmCSA77Aw4q+KV8Sv9+0Xb/pgX4+DTDdvXjwj72VBcm+5msCvxA/uT2l45e+1yMvPngCBr88SeS+Yv+Dvacdvr7pTlk9BOaCPIS7tb17Acu9v+uCvcSCBD5tWK68shZcPSC+Arx5nQe+g1hYvZFQyD09cLe8DIzlvf7N8D2/Ja48A/0evWyvur0F8lE9qR+3PT9Y7zxBPLS9hprlvTbd1j1EiRm+BkLTvqJiJL44jI8+4xADPSLigL4/5h+9C1ZlPoRk0D2gnus9I1NLvls6dr2NKqK+CLEgvy6mHT+lFSi+BAcJPUubvr68qJi+9Q/LvYADt76nvJc+C6bKvHwCWz4FlPO+e8gVPhlBDT6vmea+7pwQv/QGvr4Hew4/2REDv8yUdTzjUh49BGGmvc05wz3IdQY+g+1BPb2ix73CN6Q8uHfrvVmE/L3C8c69LtewPH0cBj6TewE+u+6MPQn28bzgDmE9Rq7KPZe6RD1DQbU9zEcZvcLa8b16bWQ9w0+QvWcLbT4Mwow+2ADiu8Cnpj78Ei6+1cCYvtEJPT5Uaoe+tz0Ev/ewC79bmZu+kiqGvps6ab5ce2o+HFxJPlGvmLzygHO+owz3PEPL4r4V2Bo/74BQvm3qiT5V/fG9RtqGvmgkpD4LTsk+Bfi5Pm1+CD8u0eS+IGmIPSNtl7xKalU9kBngvUulA71xzXy9ISzjPeCHFL3yqju8Sni6vQ007b3XiKo9LoSnvdgCWj0aeZc8wkiOPTde1z3PT5Q9v+Khvd3CgLwbVay95IrjvI27mLwWhje9dnyqPK5tMD3g4fc8Fb+FvoxreL7O/Mw9kZQjvRM69L3ogcA9H03kvfC2h77SrkM+ikBjvwfm9bv6ijA9LVEOvZ+bEz4bwB6/QOhIvtvmyTw/l78+4cXJPrd3IT+HYWk+RDDRvuUM6b26CQA9oh4RQCSTD78Ew8a9i9K2vmB2ZT5R9J+/IPFlvs+9Gr6gvYU9unzjPJfaArwEP9Y9P1W3vPBitb2ZGeE9B9uSvVfFir28fUg9s8AHPrjV2b3RuII9CV4/PRrzIj3Gpo09Q7y2vW9OFj0kM7O98WOtva1Xyb0lCGg8qgW2PZuuTb1yAZy+P089PZMRCb7sApO+g6oqvur0a712CB29GkpWPtgMyb64f6K+t7MXPtexcb15fYo9mJnzPTj0Er/M+bU9ozChPkD+Wj7O0Ny+xezivr6BpT4bsS4+PcSMPR5Upz52DGS+z5YEP99R/j1aR1Q/CeKhvv3tSj/xPVO/XkjivNjee7z7h4W8b73ovbrlg709XYu7BnydPbYE3jzJGKK8lYN3veLM373tslE9TN8NvRCTk73ihhI9zdYIvJ9uPj1NboC9r2bmvST2IT0HZi871TS3vWLCNb2QqHE8z1psPMiyi76L3O892zpZvQgMNz7BlJ46ph2rPSA52b2Nta2+kcpUvo390z4tZec9XCO+PQYqrryGXqK+G71Avth5Gr3X4BM+lm5CP1MItb4AGkc8ASeUviWY9LzoN7e9qronPUpj4b3CsjM/DS/EvqQCTj0Pnpm+pnemvr3wRzwEyxG/nDb6Pc+VLL2fpfy7mY6LvQMSgjzXf9E9QROzPUQVn7xMdAC+YMEEPZx7uz3lBcC9c6POvM5nvr1zs029vv35veRLWj22OaQ9yqkEPgof6zwVOgG9gSJovTvdAr2TFIq8p1kHvhmC97ywyjm+aN8Iv9maLb5R0HO+KZJcPu88nz4joX+9Wp02v0v9SL2veYy70CJoPdaBhj68wnO/Z+uavnQC8z1HB/g9/EKMPbmPg76cSK89Y3e5vjJHzL2hPFq+RnIkQCTZlL+aUpK+vjqMvOS2Fb8q6cy9g20Nvxc1yLoBoQG+ZtOwvfzz770LYiy900eAPRbsJ72jGcw8y1BvvVx+EL0FzBe9bBHKvWg71TzY8za9gd6HPUq53L2Q8KS9wcX4veboOj1bn7i97czUvSZ5KD3fCqC9Va1MPWWq4b1oZSa/ZbvgvpQr6T305xg9073ivBvnt75XFjO+FT7zPoqLhDxSnQE+53iBvloaxz6Z5Ky+1hHOPa1Yoz2/nmS+gx7YPk+knb1ofbG9vnuIvOdJk74vJWK+CZT+vQLgnb6t0x+/3dC+vlLYp76zjUU9Dzp5PsZvqL7/a/o8Zp20PbYNHTvXuL89pgyNPWMaCr2liSW9b7Cnu3FRRTzgVI09ATUqvEBZvz1aJ0A9epOduzyetTvt36g9LdDRPbHSD73BX/i9C3G1PVV8+z2YI/u99tjLvVtMnjxdT3G8auVUPYZouz6+/tK+caKmvn/PaT40lbm9mKfGPbkeYD2Alwa+f3bGPRdzcz6dUL+9KoEqvmpfzL2/TW+8CU8Cv7j297xEvXa9IgjAPWXwXj61GLk+OI4vPndO3j1pcHE8PRARPhW+EcBYjIC+0/OsvIiYmr3AWGa8p/6Pv6GahL6hH2G9to3cPfXQBL69Yau9UD/GvVOkzz3TfwO+u0TfvZqspL2O0kI9liGQPTx7zb287vo9nc9lPDwuizzGzyI9DBIDvFWn6DxFm/U9ojuwPFqGaz0jPwa+PsUFPvC/4jtJx1W8SH22PuQ3xrzuW0k+KIiOvH8S5r0qjAIIQBABQgNyYjFKgAJ09SO9aE2GvmV3Db66gj2+uooYvdLmHz5fyCm+5uVRPf6Z5L1h4HA9zb95vSQXXb7Y9kG+Q3WqvYEDbD2Q3iY+xs8svoT1RT34+bq9YnmdPP6Lkr30Bj+9dQWgvb3RBzyD2Lm96qWvvSL2qz3oTQy+hyrOvTbfR7yJ9NU8Ge4/vgLTu72RNKy9UI5wvOPuDb68UDm+K/2iveziSr0nRW++8x5QPGL/rzzOaaA9bhW7vUYnAz5Rp769HI8Mvh+2Vr4x3Z++gSjavTVqx7xerwK+HQgkvl0Uf7zShqS769FBvePie76NHey91nMNvq34yD0mh1m90RZzvfHGgr0FpCm+Ko4wCBgIQBABQgNydzJKgDBNj6U8v4AkvietFLpqHmo9PDHtvc3Qjr31/Oq9r/A3Peh8rL0Sq5Q9gtoNviGqJ72J+KC9H7MKvpz7W73bFyW+qbbHvJlCBb5/54C9t+6YvfCkF73vdfG9aI6JuntfgD3cz3I9DeIkO3/jj70rAZS9MWGyvDhO1rxcNZI9jEx0vTjlvr149U89WnfIvOYt971lBwK+2TQXvall9r0ig6u9+DJJuT56Dr5N+C2+Wy4GvoQ/vb2XXLM8/3zDPbjCpD1JLhW+7NtsvLnutb36ypm9NGEzvQm/tr3F6CQ7+yY7vNyGK7vmk0a9aIWAPVonhz2hQta92ZMdvrw6nbydlv28u8sGv83P8Dxudei9kX7GvnohbT1kMP48sWOJPlo7xDvd1K4994HIvbwGdL5tk6C+aUsIvvFIuL5QyOq+F4zlPYCUBb8+jB+/dpdovvEF571QPqs+3Q4ZPn2eEb1jm4u+x3lUPtqFrT7i4Jg+3IGOvj53CD6vYb6+MoSkPTrWZb6eqVI+mSkQvRtxZrtuNNc9umGfPlrtpT4gAT4+l3ZkPtfqcD6PSR2+7XQNvgZEED4hOna+SKrhumzVLb3Whn29gxiiPgMAeT6f9kQ+1Mq0PWF+sD4S9Ba+XKEYvnwgWT4H6BA+zqAavVuKpz1XRaA96uXmvbxH7j4ptJM8m8mCvhPCwL6DYUS975o0PS2V4r2YnbY9jJp1PjYONz7cEhC9SSJdPWgpN7+Eu8s+UxpxvlUKzT4VUEc+OJTYvlVWSr/ChGi+BqgmPpftBb5PcQo+PEUBvh3e6T17Q+C9LxAWvjiXpj0mEIS+AdObPsX/5D4gUKe9NA+0PCv8/75XyIa//B9FvvrXJL4J5SW/2iDnvdJ7vz7Csd+99NZlvuV6kb7VWUW+lr01PkBVhz5jH/S6cl0kvlJL771ruQe/LEeGPiD5i77Fu0e9nbuFvt7Ywj6IoUK+5oljvkUJA79Z85W+gsPnPQn5qT5/Eg4+069/Phga3T0UDty+oqDQPfhPIT35oaG+hf/HPhmp8r3Ihn0+WmSaviIs3b5FEr8+39fAOwFx77x9yig9PwvCvc7Q/zwLyEU+8oKfPkCfwz5G4wE+V16uvWcXvb60sbM+lwSNPu8zAD05dG8+CQ0evrIpKL/D+AY+5gSXPnla5T1RGZA+BN4pv/NNqbwRcZk8uyiavmhPMj5oQFi//boivXcuLz366J++mdVrPneU472Zw8i9Zq9tv9rWBD5wHjW+3Se2PGO4XD2wRk++7E5gPjksT70UreE95vy3vvr6pL5+Pum+wIWivjj0Uz56niC+fCh6vykJBz9/cog+ny0Mv3eRjz57xp89aeUfPjOdqj0eLWk9BxoRv0wA0L5n96y+vHJYvvGzVj40Uj4+61NHPiw2b72o0ok+6nGNvjjGT78dsLu+APMSv7eraL3mnvu89/Q0vX1Ibb7cLbG+hrTCPhNOtj1hb68+i0HgPe7pjj6IWC69qQSXvQN3jr0i2SY+TT68Pt0JkT4lrgi+Bj4Pvg1Mlj7lUec+Y4O8va8Owbzny+A7mRsWvblxEj2+QxQ9GRNiPmI2gz2ZEb4+d2hAv7NJnD37s5w+lHdjPusZD7+0Xeq+hTjDPIGzgr6lwKg+AyaLPJ4GF75jldC9si6Dvrp3Lr9v2I6+gfxJvq1I/DxMZf++lx7avgbh5T5OGoY+NGVPvXAIj7yHSsK9SHbhvv/4Dr9AG3a+BT3PvrLfAj9eBlG/fuIovfr9Vz4OpWc+CxQYvKx+jD525SK9Us/APbeIhj6R42m+DNWevawV0L3knZK9omiYPk7+Rr72fz48+J+KvqD7kj6OfRw9I4W6vfnsar5ueJC9JPUTPsoDmD0O8oC+W6PiPcjsur4yzg++WA5aPTiPNj3gysi+KWA7PlSfkj6mQL0+hQ2vPeP0LD3iU6g9wjEavxIcLD5jG7g+bJqFvqN9xT2aKXA9zMcdOwgwyL5iFFe+xliRPh5VIz5SlJE9xDFgPheeD79dPG8+9Z6APpbW1r6dUbM+uIHAvtwXiT7y2kE+PqCzPuDYG796ErE99/jsvtWguD0cTEW/kSoKPilMfr0VY1G/MflqP93sRD9ct4g+d3+lvoIWHj6XD/W/my39vkSW1j0wkHq9leuvvVNjKL0ZtBk+qrjAveoSGT+BVE4+jeHbvtFVtr7QfQy/sX0kvmBv5j7oWIm/ADM/PlpqJz6sVr49xBpIv0ybtr3m7iu/Ln5fvggAWr7q/hS+ULJbP6xAFb5NR70+PmezvzgL7z1nnd69yJA6vq56Xj0nFhU+6vgMvoxA5r6piMm+YNglvrWBYr+zGoG+FNYKP7xkqL4B7J2+5v6huwP0tDwMDCy+0Kp7PqW9pz3yGwo/S3qDvUNmOz0LUY49WTR4PXDQR72wrnk96FUFvlCbvT2kk8U98vuTvZaotrzjb0a9aWUyvkcuer7hq4M9dccAve33/DxCyGK+wyfHPDUYcz29r848ZOYZvVCe5LuyUbO9/JDsvQJLMr2EmRC+rsbRvcu1/L0alOa95xWhPSZMtb2JJDG9wSqWPTVqSb6AqCg8pf7ovOfNOTweioW9lXTJvBlK6b1RCAW+VNSZPdTkOb5OQ9y9tfTxPYaFYjyY8xm+bWyIPavy17yr2Cm+dJ41PKO/6L3kDmC+0ltkvoy6U7vC6gW+y6SfPYWJGbymiRm9qMkdvdCCir1XLGa9VBcGvrjzpz0vfkc+mEWbvDvTCL38XcC8cEjVvfTAA77swJG9HmnivFoOh76SIwO+OGYSv/W1tT5fM8O+g91gPs0WNb9oUr28CT3IPoRwQ7+WUgi+jOMFvTvIwr4Hqpi+dlwmPWuEAr/cG8o+jz+mPtohcr714aA8kFc9vytvJj0SZos9WCCuPpZZ6z4teAg+amrsPZdXhD4B3Aq+DGLrvE6YsL6SDiC/9EgOv+bWFT5qOcI+O0rVvO2tpb3XHlM+3SO4vPp0X758Gx+/mLSqvU5Twr7/ulM+M4JyvpyXkb2vQaE9PsfUPRvejD5l+Y4+0gw5vlo+8D1Kaw0+lrYXvdF9OT1QV2A9ANvwPkXrA76oGS8+jrtIPgHBST5hb7u/jRPwO9iQGzxaYiS9ZDQmv0V5ED2RfZw+FMw/OsOv3zw+SCm/cmyyvwMaOr+CMyc+BIWVvqoLcj7auno+uh/Jvt/q/D0fJGM+CFPSv+Tfcj79z0+9weZjvnK2wT0rfSA9AHXWPWAakD4OM1E+Z7JzPmUEAr4JbHu/Ij08PrM2ID4FMEW+JFLTPSTyc7wSlxI+on/IPWyvtj4B5oI+BzvhPXWlx77FNAk+CSQ2vaEiDD6R7FE9+UA/vblhwr7p0la/ws2ZvgiOfz5hJX2+IXeVPQx36T7d1qS9padrvhAihL3zEhQ7hzkMvmqU3rz3QYq9BA+Xv7uEZr5xY4U+KRruPfupkD5xhqs+T9wjvBvJzD1czrU9bZOaPoKVb751Lfu90II3vnvUDr7KnIe+QGEJPldO2b2UL9I9Ulohv24aXL/aohC+0gOaPuKxLL6qgV++jWV2Pc8H9j1at3I+aWUEv6uV1Lw9EHO9Xkqwvk0Kbr5iXJO9xl2CvVQuhD4/GAE+7DgLvhGQN74g4pM+qJ/DPtzgGr0zAiY+xSCavtp7GL9kDgu88Rvrvb4MGT4RNlK/E5Y5PmeXOb6K3QW+aaDivkAN2b1Pc/G+Wj8TPxM6Ub/BR1a+AkmcPrll5b6ZBUK+dpXNvUCo7b4P6QK/okX0vpT7rj6htQg+hdh/PvYyF77PIkk+Img0PlurSj4e1Y2+PMYBvwSECT6F6qS/i/nlPe1fbT6J7Zi8HKGfPvinSj2oajY+JnETvzFcLT24oxy+GoR4vuk6sr5LqOm+9NkbvpNmKr5LBzu+6khMPi6uNz4ei6891vCAPCbQCj0dKQ6+7H+qPdFEcb1CZ249NXilvhPO8L5ILjw+68i2vcjrGb8/r2g8c8FeuxuKi785bX+/d7Q6Pv0ty74e0zs9gXElO56TnL2XrCS/aMivvpv+cL5TVVm+jcP6vEkaoD6adtW90k2VvlS0eL46TvG+riFoPsd0CL/odoQ+bEDnvpiYIL9lQ8k9DPXvvlYYiL7qs1Q8SIPnvuBq1j1TefS9Dr0yPrbowj2vXDU8kA1vviw9jTzQzRc+oiGpPYcVS740i0C9G+iNPXCTCL1zu+i9V7kBvwKClLzyqZG+jisEPt7lzz38zog+VAFuvedmqjvuz6a+wZWoO96iLD7M1wW+9tqLPswkeT0BPRc/+MAqv9i3zL40Aee920TzPQ1qnL5Wagu/LsMzvhxfDD6S/NC9jm2APp+XZL5atsK+2/TVPn1yCD4fQM6+xMuTvfo9iD6NwEo++UdiPa1fkj50MHk+VHmDvl8su74URI6/OalqPoGAgz58FT6+yNkGvspFLD8Y0RS+nT/gPC/gLD37gLU+I1FJPfZkpj7ePpk9KOauPspcqr72dgs+7CjevkaFQL5up9Q+1ar/vUppvL6JN4A+BZqyPZFrWT6V3Qk9/481vT/hJ74v63c+CWEOv1VB1r1DDki/iM1BvsvYnD45WKs9o3JzPP5O/72gQ+e9RfrlPfOYjL7qGk+95cZYv9/Yez64kN29DKl+PpPACD4y3IU94q8aPksp6T3AKI8++UQCvncRxj5UTZ88uOpNvj4e4b1MThg/lXYkPoPJ477JIg+/ApQovnaZH7/fvbu9GL/Cvq4Ns76Kvkm+r4dDvmk4g781VH4+7quCvdruoD5Kt5G+pju+vthyEr99K4e+0I3ZvmaR5L6uqOQ+p1DsvfuL6D4toOW+YH9Qvw8oHr74WGO9WmQ+Pm2WvD1eNBo+Nr6EvT7wUj6Y+3C/f0MBv970ob0r92w+SwmIvF+NlT4zCQi/LOu1vgiKvr5b3/694bzyvnTE9D3U4ea+2oIJv7JO5b4u8Kk9pQ7yvVZGTD4Gt/i++l2PPsJlo73d2QK/cJZePs5L8bs+VCE8LjEgv//iBD5c3yA+FsNovnGlE75ompE+xDiCO4s62r5jIR++dZgTvVe3kT1jNZ8+6IxUvXaTf74pnQs9FOSYPXrvLD6eKEY+UegSPtgElDygMgs+YOZavwqqJb+tTWy+tXKavs/OCz4ip42+e9FxPlcCGz4/LsM9GLGOv2r0e79hNpg+Mj7kvnEeij49pVA+6at2Phq/ZbxwXTu/gDfAvV0KF72DDZi+lEtnPl5GVD6lHQy/12/mvRQCHb/5/tA9rvSHPm9ZJz50ZZu+y4OQvsFTiD5d99089LcmvkyCtz3vkAK/J4aovoCrsb0brom9P/ejvzalQb6yxmG+i7sbv838Ab/snkW7lCPvved85729rTM9CIrSPSEvsDstn7o8RT0avn1Fb72e7dq9fdGTPjlr8Lybusc+0EfJPiSVXz7Y9qO+6ZwbP9jHiD6dL1q/2JLpvcGBaL786CW+Xjj0vWBkLr8pRRG/AV8ovjXytD3GAma+8E09v8LqrT6oVZc9xrzFvRqw1j5CJZk+UNdfvpUshL5GnBS+zEYKv6aFxD4cFHw+AVycPc0L1T72FZU6DXpCPVnMyb4SmAK+QmB7vnV4Qb608qm9+M+NvYV0DL90dqa+g54Hv9FQPr7eZ9g9ebIhPnkJXL3Y+x+/KMYNvxNEJ75tTwY9NIGGPNzqU7yIb9e90xwDvnOFOD6NIW++cYDovnL54j0odgg++/XPPl9miT4U/JS+sVBtPsosQr1/zWw+evZxvWPjAr9vv5O+oA38vlmmfb48h+M9L6eyvq3oO7/MNgG/mBRsvJxXib3JKLU+Sk2wPoQ6zT3l8w0/RVqmPTvomb6emiy8okYOv9dQiL5NOMi+kUIIv6Mk3zwKcm2+YPYXvrKGkb0lgBm/GbQPviyGjb4SH+q9zM2VvxYVK76SNXq+1P2AvUD/X763GWi+ZZIzvrbITT2wo16+l1zPPHKekr7PWJQ+EjYUvUCljL6ccM09OMd8PnoKST7DqnW92YgEP2Axlr1adpE97kaFvoShOb//FCq+JTG1PNHynr4vtvO9R9VwvrJo2DzrGbO+tSGevllcIr75T509HgM1Pt9F2D1feyi+vvWevlZemT7CsCA9PCouv57DoD2xnDS/SIT+PDXdqL1KLV++oU8FP5CvtT75Vo89WL+MO+vahr8+8XE+WXjNvYPc3z7TQGo+iXk0PoCrEb2X5LG/YkmQPi2XD79cGTk9DoMBP6HZvj7Sy1e9jf5KPo/cST0KNFG9K5RePCsxVT6ol6Q9j/JJv3Yriz7y2r09PZvXPv2PE777vse9TiK5vgeukL3tuW++VzGUvmiLYz4lgFy/HHPZvvw//zytNLk9pOLtPf1LZD4MUzI9KZctvxeJIb6nxYA98gqOvoPtRz2pYom973I2vbFnCb58+9a9jSWsPtSI8L42EO8+jOt5PmtSeL7o/6s9B/a5PtxBFL85NLa8HZOwvfcDbb23whK+64kmvhq1AD/4ha+9s0TCPjG6N78JzVQ+UqRvPWmqfb/CtIS/7mq2PtPFBj7IuSw+pNqHvCncVT6iJgE+G+oBvghiwT3scbO+wzTlvovUyTycBNG+0hjnPcPBrLwMQy0+zRZSPswx8b3elIA+S+NIPXwgYL7h57W+WzHoPKIW7zvGoc294nzqPcLfEz7LZDc+uwn2votSYb768Oo9KhiGPoHShj7okXk+otIIPo0N1L4816s+3GeIvh70nz0Ejro+y68cPnsqEL+20j8+ZhIgvINVbD7PUQ2+hT/RPp60Dj4P+wE+zN3dvoU3hz5Em+o9ws8kvcDoeD64cV09O7l0vxYUfb522yY+lJkOPsxNVj6Qg8O9Nw2Tv4EXbT5OFd29Zu31PQ2wAT3eFqg9GvEgv7lm2j0bq9++VpDdvjd5Jb9LQXa9bdHIPmcEh72W4zI+VL3Dvsj7fb5r8kI/suXMvA0KbL5L8z+/vTl9v+/9dj3SW5a/7v6vPb1Ghr/8Wsy+dZcavUZaV74auFi/3PFBPrwn0b6rXqE9FeooPoUn5r2Fhui+Jh4gvw+9RL4QHI4+DM2yvhW7Ar3Csg+/ABmfv0wl+b7Avli+zKArPVigwL23b3c+89xbPsvBy767Qe8+ZP4Kv25rO78253s/fu9sv5PEbb5Lvjs+C1fnvgaEfT1WHBi/uYTrvH+6ujwYSIu+ABYNPoRuBb8hJLM+XwV+vft51j27H4g9bWQ0vnXE5L5CxA8+xhvRPrGEUL8+zPu8h97PvZ2sx74fmT8+svsxPqtTI78xha0+18wnvue9tr42OjS+t1ybPYAbYz5hZ5Y9/mSlvoQcXj7pykO/ZVA0vvfR27t7TN49moJFvgXw4r1WhUA8kPbHPYTOdz5LOhQ+Kl1JPiPBwD3aHu2+U38fvk2DrL6nNgW/I1+MPMtkeT3bSlm/SMr6vtFQvb3Qz1q+ZLeHPlMkAb9hg6k9Md+nv3FhpT5A3qu+iLxMPpavPr9+zIu9dp9gvmkD8L02mH69TMMPvn0+Mb3qEku/oDi2Pm/9jr7ttXG/ik0aPafo1b5YfRq/NacnPsT8mr6HDPi9HpAcvun+ADviDEE+uqFNPsal7D7yVOu9sJUEvu1VFr45az8+TiwWPmjE8T5mG8u9qmZ8vP4/fr5j5mQ+QVlHv+jimD6nrUo93HzqvPUAwL1lt4y9xGqDPjD+Rb7LSZy/LbL2PP1aVb8LIUi/eOQXPtPWwj2idXa9AbFXvjh3ST0DrPA9KsOQvnexo72MHGE+qzyUPvVqOL/2544+dAWOPg0jqb7cIEY+mLHLvti+DD0R8dw85qKmvTe+x7xFMsC+NKPmvHlS1733E7c+UzW0vgGV5j3svLY8ecZfPjNxvr0tJ40+0F4WPiGraD14eS4/b/n9PrrFij7yZU0+mkgsPuooUDzJPyU+Y0AYPtlV9jy5VLg9uCUrP6/rlD6sfEI+nBUVPXA6hj6iuoY+KMXvvQ3aoT7lKxi+KVg5PsqHQj5vz7e+z+lwvpRZnD3rCAa+P4D/PHhjCb7ODEg+FtimPoq0iL4vx80+xSBaPssU4r0YehG+8d3OPewMEb9UYA6/tGUSPqT1J7+w/2y+OLqpvr52Uz5chM0+QTCxvujzs77TlqY9Qbmwu2n45b7ypAI/QJ5XPqC4cryf66s+4JE4PTid9L0qawgYEAFCA3JiMkpgbvM5vgtnbr5q4x0+8UIuvYXN9TyD5Bc+dlVevWHmir6Z56U97r5Dveb6nD1/F/67ErPBPIt8bz1qF/I9dTqLOsbeXb4FDCm+mt6LPOu6trucPeE8s+Q3PQDnnj3SzYm9Kq4CCAMIGBABQgNydzNKoAIcIKU8RBgtPGFVk753Kaq9b5AcvaEaWr7LVcE+4mGLPXTQErs6doQ+LPfDvtxRAL7wBb49nyIqPsfser4H8lQ+Vi2cPnMRxz5YjcG99Gw7PQpYCr+30Im+g26OvE53Cz4yJq+7qAoGvdca6L15SCm+xXCCvrjk8Dq301Y9g4EjvYgOVD7xyE09B0r7PJacSL4V2hQ+/UELvj30+z1qN5s9qcOKPlyzuD2uja29hEr3vXCFljpoUA08fMcgPgFMAb4O/j49dQ63P2+Fwj6VxSa/KnsLPrmDHj+zzwFATXjhvfCoJr+AYKq/lWtZvtVAFL+KMUe+kCEEv90g+r5BCVi/w2q2PsMllj5uLq6/zsZCv0/4sj9Lk/m+mCGPv5UbNz8qFwgDEAFCA3JiM0oMIZKPvNrNOD2vP9g9Kg0QAUIDcmxvSgQAAADAKg0QAUIDcmhpSgQAAABAWhsKA29icxIUChIIARIOCgcSBWJhdGNoCgMI4AFiHQoGYWN0aW9uEhMKEQgBEg0KBxIFYmF0Y2gKAggDQgQKABAR","entry_sha256":"85cf099eb616b6076574c3850fc9cd8e0751f3add74eb7591236429104bb9291","entry_bytes":40926,"ops":["Abs","Add","Atan","Cast","Clip","Concat","Cos","Div","Gather","Gemm","Greater","Max","Min","Mul","Neg","Relu","Sin","Split","Sqrt","Sub","Where"],"tried":["Harness: unmodified simulator physics at commit 10a6b40d717f54a631e833ef850fd2f1e4066798, Rust C ABI batched stepping, ONNX Runtime CPU. Random spawns, 120 Hz physics, 12 Hz control. Board scores 1 elimination, .75 HP win, .5 draw, 0 loss; not repository integer points. Seed 5 for random generators; disjoint fixed evaluation seed ranges.","Current baseline: 2975 elimination wins and 25 losses / 3000 against Starter, seed range starting 5000005, both sides paired: 0.9916666666666667. Different spawn seeds from the prior seat.","Current payload provenance: exact decoded public entry bytes have SHA256 f3963181497e39089eef5862284d575d5bfc20e6e41b6377b95ee76c436e25b4; the source artifact entry_sha256 field says 623acacc16346890ca42342bee85676a1df864687a528afa18c62cf0d6785dbf and disagrees. All current-opponent scores use the decoded payload.","high_noise checkpoint 1448, 47448064 transitions: current 0.6796875 / 256, Starter 0.5361328125 / 256; held-out randomized spawns.","high_noise checkpoint 1495, 48988160 transitions: current 0.630859375 / 256, Starter 0.48828125 / 256; held-out randomized spawns.","high_noise checkpoint 1554, 50921472 transitions: current 0.69921875 / 256, Starter 0.7255859375 / 256; held-out randomized spawns.","low_noise checkpoint 1287, 42172416 transitions: current 0.7890625 / 256, Starter 0.9609375 / 256; held-out randomized spawns.","low_noise checkpoint 1341, 43941888 transitions: current 0.80078125 / 256, Starter 0.96875 / 256; held-out randomized spawns.","low_noise checkpoint 1388, 45481984 transitions: current 0.779296875 / 256, Starter 0.9921875 / 256; held-out randomized spawns.","mixed_league checkpoint 491, 16089088 transitions: current 0.7333984375 / 1024, Starter 0.98828125 / 512; held-out randomized spawns.","mixed_league checkpoint 526, 17235968 transitions: current 0.76953125 / 1024, Starter 0.9912109375 / 512; held-out randomized spawns.","mixed_league checkpoint 572, 18743296 transitions: current 0.8017578125 / 1024, Starter 0.986328125 / 512; held-out randomized spawns.","Exploration ablation: high Gaussian residual std [.30,.20,1.2] lost generality; low [.08,.06,.6] retained Starter strength. Mixed league warm-started low-490 and included four fixed past opponents, one a ten-minute PPO response. Also tested head scaling .25/.5/.75/1.25 and checkpoint averages of 3/5/10 policies. All RNGs seeded 5.","Independent finalist champ-low-1081: current 0.824 / 1000, Starter 0.9815 / 2000, earlier response 0.802 / 500.","Independent finalist low-1020: current 0.8075 / 1000, Starter 0.98375 / 2000, earlier response 0.78 / 500.","Independent finalist champ-league-572: current 0.8005 / 1000, Starter 0.98825 / 2000, earlier response 0.757 / 500.","Rejected speed-guard ablation low-1020-gate0.6: current 0.815 /1000; Starter 0.985 /2000; earlier response 0.786 /500.","Rejected speed-guard ablation low-1020-gate0.8: current 0.8075 /1000; Starter 0.9835 /2000; earlier response 0.782 /500.","Starter-loss diagnosis for selected checkpoint: 37 losses /2000, zero eliminations with HP remaining; loss of Starter robustness came from combat rather than ground crashes with remaining HP.","Selected final: fresh final Starter {\"matches\":3000,\"wins\":2941,\"losses\":58,\"draws\":1,\"score\":0.9805,\"seconds\":32.80004525184631,\"ground_losses\":2}; builtins in order Chaser/Dogfighter/Brawler/Ace [{\"matches\":200,\"wins\":200,\"losses\":0,\"draws\":0,\"score\":1.0,\"seconds\":1.7066056728363037,\"ground_losses\":0},{\"matches\":200,\"wins\":200,\"losses\":0,\"draws\":0,\"score\":1.0,\"seconds\":3.3226754665374756,\"ground_losses\":0},{\"matches\":200,\"wins\":200,\"losses\":0,\"draws\":0,\"score\":1.0,\"seconds\":1.8994731903076172,\"ground_losses\":0},{\"matches\":200,\"wins\":200,\"losses\":0,\"draws\":0,\"score\":1.0,\"seconds\":3.2047524452209473,\"ground_losses\":0}]","Final response selection: PPO selected checkpoint scored 0.6045 /1000 against frozen final policy on fresh paired seeds 750000005 onward.","Final response selection: Head-only evolution strategy scored 0.554 /1000 against frozen final policy on fresh paired seeds 750000005 onward.","Final response selection: PPO latest checkpoint scored 0.598 /1000 against frozen final policy on fresh paired seeds 750000005 onward.","Final counter generalization: selected PPO response scored 0.6355 /1000 against current and 0.9403333333333334 /1500 against Starter on new seeds 840000005/850000005; it was retained as the exploiter rather than substituted for the final policy.","Final export checks: all weights embedded; ONNX checker passed; operators subset of current plus Starter; Python/ONNX parity over 25,600 rollout observations max absolute error 4.76837158203125e-07, all outputs finite. Schema, SHA256, decoded byte count and all source quotes verified.","Final selection: {\"name\":\"champ-low-1081\",\"criterion\":\"current score + .25 Starter score + .25 earlier-response score on disjoint held-out seeds; 1000/2000/500 matches respectively\",\"validation\":{\"name\":\"champ-low-1081\",\"current\":{\"matches\":1000,\"wins\":787,\"losses\":139,\"draws\":74,\"score\":0.824,\"seconds\":4.879906892776489},\"starter\":{\"matches\":2000,\"wins\":1963,\"losses\":37,\"draws\":0,\"score\":0.9815,\"seconds\":21.99646019935608},\"early_response\":{\"matches\":500,\"wins\":384,\"losses\":82,\"draws\":34,\"score\":0.802,\"seconds\":3.7482104301452637},\"metric\":1.2698749999999999},\"selected_policy\":\"Unscaled low-noise PPO residual, no speed gate.\",\"approach\":\"Seed-5 PPO policy-gradient self-play. Current analytical rule plus a learned 56-64-24-3 ReLU residual clipped to [-2,2]; training-only learned 56-128-128-1 value. Adam .001, PPO clip .2, gamma .995, GAE .95, 256 environments, 128 decisions per rollout, four epochs, minibatch 2048. Gaussian exploration std [.08,.06,.6]. Rewards .3 per net HP damage and +/-1 terminal result. Opponents: current rule 25%, uniformly sampled pool of up to 20 past residual policies 75%. Selected champ-low-1081 on held-out current/Starter/earlier-response matches. Value and exploration are absent from exported policy.\"}"],"next":"Train a league containing both the current rule and this final PPO response, while recovering Starter robustness. The selected actor improves the current-rule matchup but the fresh response beats it. Cross-play other seats before any manual upload; private-board performance is unmeasured."}