From a2890612b70d7ea97e252d13aa0a3105f71eb700 Mon Sep 17 00:00:00 2001 From: Wil Ward Date: Fri, 6 Sep 2019 11:50:00 +0100 Subject: [PATCH 01/37] add resources --- .resources/banana.csv | 5300 ++++++++++++++++++++ .resources/lab1_kernel_samples_example.png | Bin 0 -> 139762 bytes .resources/mauna_loa | Bin 0 -> 15834 bytes .resources/olympic_marathon_men | Bin 0 -> 1087 bytes 4 files changed, 5300 insertions(+) create mode 100644 .resources/banana.csv create mode 100644 .resources/lab1_kernel_samples_example.png create mode 100644 .resources/mauna_loa create mode 100644 .resources/olympic_marathon_men diff --git a/.resources/banana.csv b/.resources/banana.csv new file mode 100644 index 0000000..36c2e82 --- /dev/null +++ b/.resources/banana.csv @@ -0,0 +1,5300 @@ +1.14,-0.114,-1.0 +-1.52,-1.15,1.0 +-1.05,0.72,-1.0 +-0.916,0.397,1.0 +-1.09,0.437,1.0 +-0.584,0.0937,1.0 +1.83,0.452,-1.0 +-1.25,-0.286,1.0 +1.7,1.21,1.0 +-0.482,-0.485,1.0 +1.79,-0.459,-1.0 +-0.122,-0.808,-1.0 +0.0809,1.93,1.0 +-0.541,-0.332,1.0 +-1.02,0.619,-1.0 +-0.768,-1.04,-1.0 +-1.69,-0.0461,1.0 +1.26,1.21,1.0 +0.724,0.989,-1.0 +0.444,1.99,-1.0 +-1.01,-1.36,-1.0 +-0.863,0.496,1.0 +1.16,-0.458,1.0 +-0.595,-0.651,1.0 +-0.77,0.364,1.0 +-0.871,-0.825,1.0 +0.996,-1.7,1.0 +1.28,0.691,-1.0 +0.925,0.895,-1.0 +-0.687,-1.29,-1.0 +1.74,0.964,1.0 +1.18,-0.335,1.0 +2.52,1.43,1.0 +1.71,-0.044,-1.0 +0.271,-0.591,1.0 +1.12,0.626,-1.0 +1.3,0.196,-1.0 +-1.59,-0.68,1.0 +0.408,0.0673,1.0 +1.13,1.48,-1.0 +0.763,0.921,-1.0 +-1.41,1.11,-1.0 +-0.75,-0.881,-1.0 +1.16,0.978,-1.0 +1.13,0.405,-1.0 +-0.522,-1.34,-1.0 +-1.41,0.894,-1.0 +0.00902,-0.434,1.0 +-2.14,-1.43,1.0 +-1.31,1.25,-1.0 +0.041,-1.13,-1.0 +0.0483,0.866,-1.0 +-2.11,0.193,-1.0 +0.522,1.46,-1.0 +0.0284,1.62,-1.0 +0.396,-0.606,1.0 +0.536,0.921,-1.0 +0.315,-0.182,1.0 +-0.123,-1.07,-1.0 +0.526,1.48,-1.0 +0.00665,0.0118,1.0 +-0.352,-0.49,1.0 +-0.0701,-1.23,-1.0 +-0.149,-1.2,-1.0 +0.785,0.0481,1.0 +-1.62,0.593,-1.0 +-0.0314,-1.01,-1.0 +-0.285,-1.1,-1.0 +1.33,1.51,1.0 +1.09,-1.37,1.0 +-0.223,-1.28,-1.0 +-0.0341,-1.07,-1.0 +1.22,1.13,-1.0 +-1.67,-1.26,1.0 +1.97,-0.772,-1.0 +-0.508,-0.715,1.0 +0.603,-0.108,1.0 +-0.323,-0.213,1.0 +-0.124,-1.12,-1.0 +-0.439,-0.961,-1.0 +0.201,0.0024,1.0 +0.812,0.708,-1.0 +0.888,0.817,-1.0 +0.0238,0.0836,1.0 +0.415,-1.0,-1.0 +-0.308,2.19,1.0 +0.767,-0.248,1.0 +1.23,-1.2,1.0 +1.33,1.63,1.0 +0.27,0.0491,1.0 +-1.69,-1.87,1.0 +0.495,-0.281,1.0 +-0.519,-0.799,-1.0 +-1.99,0.549,-1.0 +1.36,-0.732,1.0 +-1.03,0.654,-1.0 +0.431,-1.33,-1.0 +-0.0583,-1.15,-1.0 +-0.209,0.345,1.0 +1.26,-1.37,1.0 +-1.78,-0.378,1.0 +0.98,-0.0439,1.0 +-0.0536,1.6,-1.0 +-1.39,-0.451,1.0 +1.22,-0.361,1.0 +1.22,0.561,-1.0 +-0.838,0.356,1.0 +-0.446,-0.861,-1.0 +1.17,-1.39,1.0 +-0.0868,-1.33,-1.0 +-1.12,0.576,-1.0 +-0.28,-1.3,-1.0 +-0.0269,0.958,1.0 +-0.697,1.35,-1.0 +1.38,-1.74,1.0 +0.408,1.16,-1.0 +1.2,1.54,1.0 +2.07,1.02,1.0 +-0.462,-0.187,1.0 +1.27,0.589,-1.0 +-0.101,-0.765,-1.0 +-0.819,1.26,-1.0 +0.615,-0.0228,1.0 +-1.79,-0.98,1.0 +-1.79,-0.954,1.0 +0.826,1.5,1.0 +0.845,0.766,-1.0 +-0.476,-1.49,-1.0 +1.01,0.48,-1.0 +1.39,-0.376,-1.0 +0.357,-1.07,-1.0 +0.77,1.4,-1.0 +-1.08,0.114,1.0 +-0.795,-1.43,-1.0 +0.706,1.38,1.0 +-1.26,0.23,1.0 +-0.833,-0.569,-1.0 +-0.0303,2.11,-1.0 +-0.223,-0.419,1.0 +-0.562,-0.873,-1.0 +0.926,0.972,-1.0 +-1.86,-1.57,1.0 +-0.806,0.941,-1.0 +-0.214,0.38,1.0 +0.744,1.42,1.0 +1.94,-0.65,-1.0 +1.77,1.35,1.0 +-0.903,0.101,1.0 +-0.0418,-1.02,-1.0 +0.309,-0.175,1.0 +-0.634,-0.969,-1.0 +-1.62,0.102,-1.0 +-1.21,1.27,-1.0 +0.529,0.133,-1.0 +0.386,1.55,-1.0 +-0.0962,0.19,1.0 +-0.536,1.13,-1.0 +1.02,-0.261,1.0 +-0.876,-1.0,-1.0 +2.35,1.21,1.0 +-0.982,-1.08,-1.0 +-1.16,0.469,1.0 +-1.74,0.693,-1.0 +-1.1,1.16,-1.0 +0.0179,-0.7,1.0 +-0.62,-0.984,-1.0 +-1.52,0.66,-1.0 +1.07,-0.985,1.0 +0.917,0.525,-1.0 +-0.0482,1.52,-1.0 +1.49,1.55,1.0 +-0.584,1.01,-1.0 +-0.0625,-0.12,1.0 +-1.68,1.08,-1.0 +-1.77,-0.923,1.0 +-0.202,0.712,1.0 +1.06,-0.427,1.0 +1.71,1.1,1.0 +-1.7,0.872,-1.0 +1.86,1.14,1.0 +-0.529,-0.357,1.0 +-0.411,-1.3,-1.0 +0.666,1.36,1.0 +0.162,-0.791,-1.0 +-0.296,0.255,1.0 +-0.0347,1.3,-1.0 +0.294,-1.5,-1.0 +-0.52,-1.17,-1.0 +0.741,-1.2,1.0 +-1.33,1.08,-1.0 +-0.0987,0.966,1.0 +0.0131,-0.969,-1.0 +0.896,1.58,1.0 +-0.412,0.492,1.0 +0.683,1.07,-1.0 +-0.753,-0.0615,1.0 +-0.0674,1.85,-1.0 +1.08,0.683,-1.0 +1.15,0.243,-1.0 +0.497,-0.671,1.0 +0.174,1.92,-1.0 +1.64,0.0477,-1.0 +-0.478,-0.796,-1.0 +-0.447,-1.0,-1.0 +-1.04,-0.2,1.0 +2.06,-0.482,-1.0 +-0.89,-1.17,-1.0 +0.312,-1.23,-1.0 +0.976,-1.39,1.0 +0.291,-0.795,-1.0 +0.303,-0.143,1.0 +1.1,-0.695,1.0 +0.579,-1.02,1.0 +-1.54,0.685,-1.0 +0.916,0.144,1.0 +1.18,0.614,-1.0 +0.254,-0.862,-1.0 +-0.877,-0.401,1.0 +1.97,0.99,1.0 +0.471,1.39,-1.0 +1.63,0.475,-1.0 +0.945,0.309,-1.0 +0.121,-1.3,-1.0 +1.06,-0.69,1.0 +1.42,-0.32,1.0 +0.535,0.504,1.0 +0.912,-0.114,-1.0 +-0.75,1.14,-1.0 +1.14,-0.209,1.0 +-1.03,-1.09,-1.0 +0.268,-1.08,1.0 +-1.77,-0.828,1.0 +0.378,-0.0609,1.0 +1.19,0.113,1.0 +-0.168,1.32,-1.0 +2.07,1.21,1.0 +-1.07,0.707,-1.0 +-1.19,0.309,-1.0 +1.19,0.697,-1.0 +0.121,1.72,-1.0 +1.23,-0.0582,1.0 +0.44,0.399,1.0 +-0.723,0.633,-1.0 +-0.63,0.949,-1.0 +0.143,0.263,1.0 +1.23,-0.615,1.0 +1.9,-0.0565,-1.0 +1.22,-0.0172,-1.0 +0.0107,0.0258,1.0 +0.36,-0.715,1.0 +0.139,-1.01,-1.0 +0.308,-1.06,-1.0 +-0.645,-0.238,1.0 +1.15,0.715,-1.0 +-0.531,-1.27,-1.0 +1.05,0.701,-1.0 +0.0681,-0.76,-1.0 +-0.595,1.46,-1.0 +0.72,0.989,-1.0 +-1.86,-0.963,1.0 +0.0692,-0.828,-1.0 +0.863,0.765,-1.0 +-0.574,1.32,-1.0 +-0.467,-1.51,-1.0 +1.43,0.484,-1.0 +-0.592,-1.17,-1.0 +0.122,-0.041,1.0 +0.909,0.118,-1.0 +-0.705,-0.93,-1.0 +1.05,0.453,-1.0 +-0.786,-1.33,-1.0 +0.07,1.7,-1.0 +-0.36,-1.28,-1.0 +-1.25,0.985,-1.0 +1.33,1.42,1.0 +0.778,-0.694,1.0 +-1.87,-1.26,1.0 +0.178,1.49,-1.0 +-1.03,1.18,-1.0 +-0.956,-0.818,1.0 +0.0345,-0.691,-1.0 +-1.25,0.512,1.0 +-0.187,-1.38,-1.0 +-1.24,1.0,-1.0 +0.329,-0.37,1.0 +-1.37,-0.803,1.0 +0.529,1.62,-1.0 +-0.23,1.08,-1.0 +-0.619,-0.748,-1.0 +-0.914,1.07,-1.0 +0.163,-1.31,-1.0 +1.19,-1.34,1.0 +0.983,-1.31,1.0 +-1.63,-1.41,1.0 +-1.02,-0.296,1.0 +-0.387,0.26,1.0 +-1.59,-1.0,1.0 +1.69,-0.724,-1.0 +-0.869,-0.0393,1.0 +-1.9,0.106,1.0 +-1.75,0.722,-1.0 +-1.06,-1.07,-1.0 +-0.509,-1.41,-1.0 +-0.112,-0.841,1.0 +1.08,0.79,-1.0 +0.498,0.567,-1.0 +-0.796,-1.63,-1.0 +-0.3,-1.04,-1.0 +-2.34,0.246,-1.0 +0.842,-1.41,1.0 +-0.0263,-1.35,-1.0 +0.586,1.15,-1.0 +1.87,-0.239,-1.0 +0.404,-0.868,-1.0 +0.564,-1.13,1.0 +-0.0584,0.54,1.0 +-1.58,-1.26,1.0 +-0.813,-0.57,1.0 +-0.579,-0.748,1.0 +-1.35,1.32,-1.0 +-0.639,-0.938,-1.0 +1.49,-0.00779,-1.0 +0.719,0.0781,1.0 +0.0346,1.7,-1.0 +-0.274,0.0468,1.0 +0.207,0.0304,1.0 +1.63,-0.251,-1.0 +-0.207,-0.745,-1.0 +-0.717,1.0,-1.0 +1.17,-0.567,1.0 +0.661,1.69,-1.0 +-1.13,0.6,-1.0 +-0.109,-1.25,-1.0 +0.68,0.702,-1.0 +0.867,0.81,-1.0 +-0.562,-1.01,-1.0 +1.79,-0.102,-1.0 +-1.87,-1.1,1.0 +-0.946,-0.197,1.0 +0.812,-0.195,1.0 +0.287,-0.517,1.0 +0.262,-0.673,-1.0 +-0.358,-1.02,-1.0 +-0.392,-1.27,-1.0 +-1.2,-1.02,-1.0 +-0.337,-1.45,-1.0 +-1.54,-0.643,1.0 +0.311,1.76,-1.0 +-0.473,-0.749,-1.0 +1.71,0.0217,-1.0 +1.88,-0.368,-1.0 +-1.18,-0.0978,1.0 +0.0431,-0.0199,1.0 +1.23,0.354,-1.0 +0.0788,-0.0998,1.0 +0.0544,-1.59,-1.0 +-0.24,1.72,1.0 +-0.496,-1.09,-1.0 +-0.636,1.35,-1.0 +1.15,0.634,-1.0 +1.29,-1.43,1.0 +-0.983,1.06,-1.0 +-0.206,-0.474,1.0 +0.298,-0.829,1.0 +-0.972,-1.06,-1.0 +1.21,0.354,-1.0 +0.328,1.71,1.0 +0.313,-1.07,-1.0 +-1.24,-0.352,1.0 +-1.39,-0.68,1.0 +1.2,-1.56,1.0 +-0.208,0.332,1.0 +0.553,1.54,-1.0 +0.354,-1.19,-1.0 +-0.74,-1.53,-1.0 +-0.769,1.35,-1.0 +-0.0381,-0.791,-1.0 +-0.102,-0.13,1.0 +-1.06,0.496,1.0 +-0.481,1.09,-1.0 +0.866,-0.917,1.0 +1.06,0.266,-1.0 +1.73,1.68,1.0 +-0.516,-0.935,-1.0 +-0.893,-1.27,-1.0 +1.2,-0.948,1.0 +0.763,1.15,-1.0 +0.794,0.762,-1.0 +-0.314,0.0194,1.0 +-0.456,1.55,-1.0 +1.04,0.563,-1.0 +-0.0978,-0.424,1.0 +1.37,-0.643,-1.0 +-0.201,0.0726,1.0 +-1.97,0.611,-1.0 +0.99,-0.0762,1.0 +1.28,0.902,-1.0 +0.569,1.62,1.0 +-1.2,-0.451,1.0 +-0.508,1.48,-1.0 +-1.69,-0.175,-1.0 +-0.298,-1.26,-1.0 +0.301,-1.17,-1.0 +0.975,1.48,-1.0 +-0.853,-0.254,1.0 +0.837,1.75,1.0 +0.379,1.36,-1.0 +-0.364,-0.0828,1.0 +0.939,-0.351,1.0 +1.24,0.554,-1.0 +1.37,-0.331,1.0 +-0.48,-0.913,-1.0 +1.34,-0.261,-1.0 +0.286,1.23,-1.0 +0.672,2.03,-1.0 +-0.52,-1.52,-1.0 +-0.513,1.29,-1.0 +-0.648,-0.631,-1.0 +-0.113,-0.197,1.0 +0.103,0.329,1.0 +-0.941,0.976,-1.0 +-0.533,-0.402,1.0 +1.09,-1.59,1.0 +-0.395,-0.756,-1.0 +1.46,-0.417,1.0 +-0.724,-1.26,-1.0 +-1.59,-0.98,1.0 +0.159,1.51,-1.0 +-0.843,1.4,-1.0 +-0.581,-1.27,-1.0 +-0.268,-1.26,-1.0 +-1.58,-0.842,1.0 +-0.52,1.2,-1.0 +-0.0203,1.92,1.0 +-1.52,0.934,-1.0 +1.05,0.444,-1.0 +0.351,-0.0402,1.0 +-0.322,-1.12,-1.0 +-0.654,-0.999,-1.0 +0.165,-1.58,-1.0 +2.6,0.951,1.0 +1.52,-0.0653,-1.0 +-1.29,-0.529,1.0 +1.18,0.392,-1.0 +-0.00264,-1.02,-1.0 +1.24,0.273,-1.0 +1.45,0.398,-1.0 +0.54,-1.26,-1.0 +-0.324,-1.03,-1.0 +-1.69,-1.2,1.0 +-0.455,0.868,-1.0 +2.16,1.16,1.0 +-0.232,-1.4,-1.0 +0.685,1.69,-1.0 +-0.0537,-1.52,-1.0 +1.03,0.548,-1.0 +-0.758,-1.21,-1.0 +-0.259,0.496,1.0 +-0.472,0.411,1.0 +-0.127,-1.33,-1.0 +-0.784,-1.05,-1.0 +-1.73,-1.32,1.0 +-1.24,-0.919,1.0 +0.275,-0.987,-1.0 +1.66,0.672,-1.0 +-1.07,0.963,-1.0 +-0.262,1.28,-1.0 +-1.4,-0.37,1.0 +-0.288,0.305,1.0 +0.778,1.44,1.0 +1.23,-0.493,-1.0 +-1.27,-0.273,1.0 +-0.994,1.14,-1.0 +0.74,1.2,1.0 +0.489,0.904,-1.0 +0.805,-0.237,1.0 +-1.86,-1.47,1.0 +-0.617,-1.02,-1.0 +-0.66,0.965,-1.0 +0.487,-0.13,1.0 +-0.0508,-1.19,-1.0 +0.96,-0.522,1.0 +-1.21,0.778,-1.0 +0.149,1.98,-1.0 +-1.76,-0.903,1.0 +0.0486,-0.389,1.0 +-0.891,1.0,-1.0 +0.263,-1.48,-1.0 +1.21,1.28,-1.0 +-1.46,0.0829,1.0 +-1.04,1.19,-1.0 +-1.69,-0.542,1.0 +0.707,0.0524,1.0 +1.31,-0.254,-1.0 +-0.488,-0.566,1.0 +1.8,-0.811,-1.0 +1.84,1.18,1.0 +1.49,-0.156,-1.0 +-0.881,-1.59,-1.0 +0.529,0.788,1.0 +0.571,0.197,1.0 +-2.07,0.0318,-1.0 +-1.23,-0.308,1.0 +0.682,1.5,-1.0 +-1.33,0.0398,1.0 +-1.35,0.424,1.0 +0.307,-0.678,-1.0 +0.859,-0.952,1.0 +-0.672,0.683,1.0 +1.36,0.258,-1.0 +-0.37,1.48,-1.0 +-1.9,-1.1,1.0 +-1.38,-0.32,1.0 +0.234,0.958,-1.0 +-1.01,-0.771,1.0 +-0.739,0.578,1.0 +-0.107,-1.5,-1.0 +0.592,0.973,-1.0 +0.52,1.21,-1.0 +0.416,1.86,1.0 +-0.181,0.344,1.0 +1.27,-0.441,-1.0 +0.422,-0.934,1.0 +-0.704,-0.802,-1.0 +0.088,-1.25,-1.0 +0.952,0.427,-1.0 +1.39,-0.218,-1.0 +-1.08,-1.3,-1.0 +1.25,-0.35,-1.0 +0.183,-1.21,-1.0 +-0.0765,-1.12,-1.0 +-0.407,0.602,1.0 +0.975,0.809,-1.0 +-0.0552,0.882,1.0 +-0.946,1.02,-1.0 +1.11,-0.106,-1.0 +-0.794,1.07,-1.0 +-0.652,-1.1,-1.0 +-2.08,-1.78,1.0 +-0.631,-0.867,-1.0 +-0.856,-1.31,-1.0 +-0.215,-1.01,-1.0 +-1.12,0.154,1.0 +-1.1,0.135,1.0 +-0.134,-1.1,-1.0 +0.844,0.243,-1.0 +0.472,0.289,1.0 +1.64,0.174,-1.0 +-0.413,-0.0275,1.0 +-0.875,0.591,1.0 +-0.404,0.178,1.0 +-0.297,-0.467,1.0 +-0.698,-1.26,-1.0 +1.2,0.298,-1.0 +-0.346,-1.5,-1.0 +-1.14,-0.494,1.0 +-0.0242,-0.659,1.0 +-0.495,-1.2,-1.0 +-0.803,-0.782,-1.0 +-0.641,0.516,1.0 +-0.0874,-0.948,-1.0 +-1.04,0.679,-1.0 +0.701,0.0237,1.0 +-0.677,-1.41,-1.0 +-0.516,0.831,1.0 +-0.864,-1.56,-1.0 +0.863,-1.02,1.0 +-1.12,0.559,1.0 +-0.779,-1.14,-1.0 +-0.9,1.49,-1.0 +2.43,1.39,1.0 +-1.67,-1.73,1.0 +0.743,-1.18,1.0 +-1.52,-0.658,1.0 +1.28,-0.176,1.0 +1.58,-1.29,1.0 +0.61,0.488,-1.0 +-2.15,-0.858,1.0 +-0.0307,0.678,1.0 +-0.227,-1.19,-1.0 +0.642,1.65,1.0 +-1.58,-1.25,1.0 +0.373,1.48,-1.0 +0.333,-0.845,1.0 +-1.18,-0.758,1.0 +1.15,-1.52,1.0 +-0.601,-0.539,1.0 +-1.57,-1.74,1.0 +0.652,-0.646,1.0 +-1.43,1.26,-1.0 +0.71,0.0529,1.0 +1.18,0.585,-1.0 +-1.01,-1.27,1.0 +0.13,1.38,-1.0 +0.469,-0.321,1.0 +-1.08,0.72,-1.0 +0.987,0.858,-1.0 +1.57,-0.389,-1.0 +-0.411,0.727,1.0 +-0.72,0.189,1.0 +-0.00329,-0.0777,1.0 +-0.937,-0.086,1.0 +2.21,1.02,1.0 +-0.606,-0.997,-1.0 +1.4,0.377,-1.0 +0.37,0.312,1.0 +-1.41,-0.214,1.0 +-0.192,1.66,-1.0 +-0.0246,-0.141,1.0 +1.07,-0.0433,-1.0 +-0.477,-1.25,-1.0 +-1.35,-0.485,1.0 +0.996,0.225,-1.0 +-1.25,-1.28,-1.0 +-0.198,1.67,1.0 +-0.8,-0.282,1.0 +0.168,0.345,1.0 +0.851,1.46,-1.0 +1.45,-1.24,1.0 +-1.02,-1.18,-1.0 +-1.31,0.916,-1.0 +-0.457,-0.322,1.0 +0.0744,1.04,-1.0 +0.902,-1.08,1.0 +-0.904,0.953,-1.0 +-0.11,-0.911,-1.0 +1.01,-1.05,1.0 +0.441,-1.13,-1.0 +-0.287,-0.726,1.0 +0.205,-0.471,1.0 +-0.625,1.14,-1.0 +-0.623,-0.737,1.0 +-0.254,-0.932,-1.0 +-0.817,-1.19,-1.0 +-1.73,0.87,-1.0 +0.176,1.94,-1.0 +0.899,-0.235,1.0 +0.834,-0.584,1.0 +0.15,-0.256,1.0 +-1.23,-0.336,1.0 +0.866,-0.807,1.0 +1.07,0.0877,-1.0 +-0.256,1.52,-1.0 +2.34,-1.25,-1.0 +-0.374,-1.08,-1.0 +-1.16,0.381,-1.0 +-1.3,-1.17,1.0 +0.527,-0.251,1.0 +-0.748,-0.57,1.0 +1.02,0.997,-1.0 +0.105,0.103,1.0 +0.563,0.137,1.0 +0.317,-0.0233,1.0 +0.15,1.3,-1.0 +-1.31,0.00723,1.0 +1.42,-0.146,-1.0 +0.576,1.7,1.0 +-0.106,-0.316,1.0 +-1.2,0.932,-1.0 +-1.14,0.488,-1.0 +-0.151,1.66,-1.0 +-1.46,-0.909,1.0 +1.36,-0.425,-1.0 +1.41,0.83,-1.0 +0.176,-1.11,-1.0 +-0.526,1.26,-1.0 +0.552,-1.07,1.0 +-1.14,0.304,1.0 +-1.64,0.143,1.0 +-0.189,-1.24,-1.0 +0.775,0.0171,1.0 +-0.598,1.22,-1.0 +-1.71,-1.29,1.0 +1.52,0.409,-1.0 +0.548,-0.959,-1.0 +-0.636,-0.988,1.0 +-0.0723,-1.08,-1.0 +0.0949,-0.854,1.0 +0.726,0.289,-1.0 +1.43,0.147,-1.0 +-0.0238,4.07E-4,1.0 +0.939,1.69,1.0 +-1.29,0.511,-1.0 +0.324,1.68,1.0 +-0.506,-1.09,-1.0 +0.341,-1.32,-1.0 +-0.978,0.931,-1.0 +-1.31,-0.229,1.0 +1.29,0.677,-1.0 +1.01,-0.94,1.0 +0.0219,-0.388,1.0 +-0.647,-1.22,-1.0 +-0.31,-1.38,-1.0 +-0.146,0.132,1.0 +1.38,0.877,-1.0 +0.24,-1.14,-1.0 +-1.01,-1.53,-1.0 +1.21,-1.02,1.0 +-0.623,1.24,-1.0 +-1.42,0.83,-1.0 +-0.0908,-0.846,-1.0 +1.39,-0.872,1.0 +0.502,-0.536,1.0 +-0.046,1.51,-1.0 +-1.35,-1.19,1.0 +1.77,0.109,-1.0 +-0.166,-0.986,-1.0 +0.152,1.53,-1.0 +0.308,0.933,-1.0 +-1.11,0.439,1.0 +-1.87,-0.451,1.0 +-1.66,-0.735,1.0 +1.18,0.424,-1.0 +-0.109,-0.884,-1.0 +0.243,0.304,1.0 +1.04,0.816,-1.0 +0.514,1.27,-1.0 +-0.145,1.67,-1.0 +0.169,1.86,1.0 +-0.984,-0.807,-1.0 +0.379,-0.755,-1.0 +-1.11,0.655,1.0 +-0.918,1.13,-1.0 +-0.43,-0.722,-1.0 +-1.62,-1.85,1.0 +0.377,0.198,1.0 +-0.329,-0.858,-1.0 +0.125,2.16,-1.0 +-0.108,-1.3,-1.0 +-0.118,1.7,1.0 +0.826,0.744,-1.0 +-1.1,0.811,-1.0 +1.2,-0.598,1.0 +-1.89,-0.727,1.0 +1.45,0.229,-1.0 +0.833,-0.254,1.0 +-1.7,-0.845,1.0 +0.272,1.82,1.0 +0.179,1.81,-1.0 +-0.951,0.533,-1.0 +-1.07,0.534,1.0 +-0.874,0.922,-1.0 +-0.0715,1.41,-1.0 +0.195,-0.296,1.0 +0.373,-1.17,-1.0 +0.808,-0.831,1.0 +-0.504,1.03,-1.0 +1.39,0.262,-1.0 +1.12,0.862,-1.0 +0.755,0.22,1.0 +1.57,-0.114,-1.0 +1.32,1.36,1.0 +0.802,0.133,-1.0 +-0.558,0.572,1.0 +0.27,0.696,1.0 +-0.606,-0.546,1.0 +-0.556,-0.505,1.0 +-1.74,0.254,-1.0 +0.143,0.337,1.0 +1.19,-0.404,-1.0 +-0.16,-1.36,-1.0 +1.29,0.153,-1.0 +1.47,-0.312,1.0 +-0.853,-1.17,-1.0 +-0.377,0.607,1.0 +0.816,0.306,1.0 +1.16,-1.08,1.0 +0.378,-0.56,1.0 +-0.567,-1.14,-1.0 +0.934,0.258,1.0 +1.01,-0.743,1.0 +0.96,-0.9,1.0 +-0.249,0.0234,1.0 +1.45,-0.26,-1.0 +-0.497,1.07,-1.0 +0.827,0.755,-1.0 +0.604,0.374,-1.0 +2.51,1.11,1.0 +0.154,-0.653,1.0 +-0.264,-0.768,1.0 +-0.573,-0.789,1.0 +0.792,0.988,-1.0 +-0.0338,1.52,-1.0 +1.59,-0.522,-1.0 +-0.61,-0.306,1.0 +0.184,1.7,1.0 +0.0317,-0.821,1.0 +0.781,0.415,-1.0 +0.118,-1.37,-1.0 +-1.57,0.942,-1.0 +0.415,1.8,-1.0 +0.552,2.05,-1.0 +-1.21,-0.934,-1.0 +-2.14,-0.476,1.0 +0.0154,-1.41,-1.0 +-0.0789,-1.35,-1.0 +-0.397,1.32,-1.0 +-0.466,0.145,1.0 +0.238,-1.51,-1.0 +-0.433,-1.13,-1.0 +1.3,0.555,-1.0 +0.0991,-1.05,-1.0 +0.59,-0.796,1.0 +-0.235,-0.617,1.0 +0.796,0.429,1.0 +-1.97,-0.271,1.0 +0.284,2.37,-1.0 +-0.39,-0.209,1.0 +0.165,-0.405,1.0 +-0.424,2.01,-1.0 +-0.934,-1.58,-1.0 +0.218,-0.368,1.0 +-0.283,1.88,1.0 +-0.347,-1.5,-1.0 +-0.342,-1.31,-1.0 +0.313,0.189,1.0 +-0.341,-0.0358,1.0 +-0.00698,-1.15,-1.0 +-1.73,-1.3,1.0 +-0.451,0.775,1.0 +-1.62,-0.712,1.0 +-0.862,-0.0613,1.0 +-0.828,-0.839,-1.0 +-1.01,1.07,-1.0 +1.02,0.858,-1.0 +-0.255,0.387,1.0 +0.118,0.13,1.0 +-0.786,-0.64,1.0 +-0.0895,1.65,1.0 +2.46,1.23,1.0 +-0.803,-0.705,-1.0 +-0.618,-1.2,-1.0 +0.713,1.02,-1.0 +0.976,-1.53,1.0 +1.47,1.21,1.0 +-1.97,-0.674,1.0 +-0.012,1.42,-1.0 +0.748,-0.558,1.0 +-1.45,-0.203,1.0 +0.199,-0.86,-1.0 +-1.68,-0.51,1.0 +0.56,0.491,-1.0 +0.216,-1.12,-1.0 +-0.232,-0.843,1.0 +1.66,1.42,1.0 +0.301,2.01,-1.0 +1.33,0.825,-1.0 +1.18,0.08,-1.0 +-1.59,0.138,-1.0 +1.78,-0.508,-1.0 +1.37,-1.52,1.0 +0.802,0.431,1.0 +0.913,-0.318,1.0 +0.00564,-1.14,-1.0 +-1.08,1.31,-1.0 +0.379,1.37,-1.0 +-0.106,-0.933,-1.0 +0.854,-0.827,1.0 +-1.47,-0.212,1.0 +1.24,-1.33,1.0 +-0.314,-0.984,-1.0 +-0.474,-0.911,-1.0 +0.659,-0.057,1.0 +1.83,0.349,-1.0 +1.51,-1.15,1.0 +-0.237,-1.4,-1.0 +0.016,-1.13,-1.0 +0.26,1.91,-1.0 +-0.104,-1.09,-1.0 +-0.724,-1.48,-1.0 +1.24,-0.145,-1.0 +-0.776,-1.26,-1.0 +1.16,0.0489,-1.0 +1.05,-2.08,1.0 +0.143,1.05,-1.0 +-1.42,-1.51,1.0 +1.21,0.642,-1.0 +0.551,1.48,-1.0 +0.191,1.72,-1.0 +0.345,-0.891,-1.0 +-0.396,-1.38,-1.0 +-1.59,-0.766,1.0 +0.903,-1.17,1.0 +1.57,-0.0908,-1.0 +1.18,0.913,-1.0 +-0.323,-0.264,1.0 +-0.302,-1.22,-1.0 +-1.26,-0.296,1.0 +0.874,-1.41,1.0 +-0.885,1.05,-1.0 +-1.52,-0.74,1.0 +-0.716,-0.194,1.0 +-0.579,-0.397,1.0 +-1.52,0.388,-1.0 +1.57,-0.566,-1.0 +-0.702,-1.2,-1.0 +-0.366,-0.882,-1.0 +1.45,-1.78,1.0 +-1.22,0.831,-1.0 +1.39,-1.11,1.0 +0.969,0.921,-1.0 +0.659,1.07,-1.0 +-0.238,0.126,1.0 +-0.576,-0.463,1.0 +0.171,-0.886,-1.0 +0.893,0.345,-1.0 +-1.49,0.885,-1.0 +0.258,0.309,1.0 +-0.609,-0.917,-1.0 +1.05,0.651,-1.0 +-0.827,-0.506,1.0 +0.374,-1.39,-1.0 +-0.784,0.969,-1.0 +1.08,1.42,1.0 +0.146,-0.151,1.0 +-1.93,0.603,-1.0 +-0.734,-1.09,-1.0 +-1.19,-0.529,1.0 +0.0176,0.0932,1.0 +1.72,-0.448,-1.0 +1.37,0.625,-1.0 +1.3,0.186,-1.0 +-0.0618,0.358,1.0 +-0.929,-1.39,-1.0 +1.14,-0.0771,-1.0 +-0.85,-0.92,-1.0 +-1.78,-1.49,1.0 +-1.86,-0.977,1.0 +-0.699,-5.78E-4,1.0 +-0.995,-1.39,-1.0 +-0.233,0.593,1.0 +-0.415,1.48,-1.0 +-1.66,-0.792,1.0 +-0.152,-0.669,-1.0 +-0.673,0.313,1.0 +-1.24,-0.72,1.0 +0.73,-0.37,-1.0 +-1.25,0.104,1.0 +1.85,1.38,1.0 +0.134,-0.922,-1.0 +0.546,-0.195,1.0 +0.604,1.03,-1.0 +-1.13,-1.08,1.0 +-1.13,0.193,1.0 +-1.62,1.02,-1.0 +-1.07,-1.11,1.0 +-0.443,1.86,-1.0 +0.0438,0.536,1.0 +-0.262,-1.2,-1.0 +0.156,0.152,1.0 +-0.311,0.995,1.0 +0.639,1.2,-1.0 +-1.42,-0.36,1.0 +-1.43,0.707,-1.0 +1.52,-1.34,1.0 +-1.91,-2.24,1.0 +0.132,2.0,-1.0 +2.06,1.12,1.0 +0.512,-1.34,-1.0 +-0.138,-0.951,-1.0 +1.15,0.824,-1.0 +0.233,-1.29,-1.0 +-0.124,-1.27,-1.0 +0.0584,-0.638,1.0 +0.486,0.245,1.0 +-0.0227,0.163,1.0 +1.15,1.16,1.0 +0.834,1.24,-1.0 +-2.03,-1.65,1.0 +0.0205,1.23,-1.0 +0.522,1.36,1.0 +-0.801,-0.24,1.0 +-0.178,-0.238,1.0 +1.16,1.05,-1.0 +-1.94,-1.03,1.0 +1.45,0.273,-1.0 +-1.07,1.16,-1.0 +0.413,-1.3,-1.0 +1.32,0.0928,-1.0 +0.322,1.68,1.0 +-0.292,-1.32,-1.0 +0.206,1.19,-1.0 +-0.639,-1.37,-1.0 +0.407,1.67,1.0 +0.144,1.56,-1.0 +-1.58,0.588,-1.0 +-1.58,0.807,-1.0 +0.683,-0.0347,1.0 +-0.668,-1.13,-1.0 +-2.05,-1.4,1.0 +-0.679,-0.0957,1.0 +-0.924,1.45,-1.0 +-0.547,-1.31,-1.0 +0.0296,1.2,-1.0 +2.23,0.895,1.0 +-0.56,-1.41,-1.0 +-0.558,-1.67,-1.0 +0.0598,-1.26,-1.0 +0.51,-1.15,-1.0 +-0.122,-0.0671,1.0 +-0.502,-1.04,-1.0 +1.41,-0.808,1.0 +-0.68,0.314,1.0 +-0.347,0.574,1.0 +-0.155,1.29,-1.0 +1.18,0.0819,-1.0 +1.8,-1.0,-1.0 +-0.653,-0.734,-1.0 +1.3,0.648,-1.0 +0.265,-0.182,1.0 +0.896,0.36,1.0 +-0.945,-1.43,-1.0 +-1.26,-1.01,1.0 +-1.65,-0.723,1.0 +-0.103,-1.71,-1.0 +1.87,1.19,1.0 +0.839,-0.0819,1.0 +0.167,0.87,-1.0 +-0.917,-0.863,-1.0 +1.26,-0.912,1.0 +-0.786,-1.02,-1.0 +2.81,1.3,1.0 +0.725,-0.54,1.0 +-0.709,-0.262,1.0 +0.56,-1.05,-1.0 +-1.0,0.078,1.0 +1.18,-0.0513,-1.0 +-1.29,0.891,-1.0 +0.126,-0.865,-1.0 +1.31,-0.238,-1.0 +1.62,-0.919,-1.0 +0.918,0.82,-1.0 +2.17,1.24,1.0 +0.433,0.38,1.0 +0.211,-1.28,-1.0 +1.18,-0.0335,-1.0 +-1.32,-0.403,1.0 +-0.0936,-1.28,-1.0 +-0.812,-0.411,1.0 +0.933,1.21,-1.0 +0.642,0.909,-1.0 +1.16,1.48,1.0 +-0.54,-0.601,1.0 +-1.48,-0.682,1.0 +1.41,-1.48,1.0 +-1.63,-1.16,1.0 +0.663,1.7,-1.0 +0.0329,1.88,-1.0 +-1.08,-0.0594,1.0 +0.981,-0.0572,-1.0 +-0.334,0.18,1.0 +-0.477,0.676,1.0 +1.12,-0.756,1.0 +1.36,0.482,-1.0 +0.123,-1.62,-1.0 +-0.259,0.996,-1.0 +-0.0662,-0.479,1.0 +-1.4,0.553,-1.0 +0.1,-1.48,-1.0 +1.37,0.428,-1.0 +-0.32,0.707,1.0 +1.76,1.33,1.0 +-0.254,0.403,1.0 +0.636,1.34,1.0 +-0.437,-0.984,-1.0 +-0.804,0.396,1.0 +0.685,2.2,-1.0 +1.89,0.834,1.0 +-0.615,-1.36,-1.0 +0.387,1.71,-1.0 +-0.238,-1.49,-1.0 +-1.03,-0.422,1.0 +0.656,0.844,-1.0 +0.713,2.04,1.0 +1.26,1.72,-1.0 +-0.745,0.987,-1.0 +-1.44,-0.358,1.0 +0.127,1.22,-1.0 +1.79,1.5,1.0 +-0.27,0.0117,1.0 +0.418,-1.12,-1.0 +2.17,1.45,1.0 +1.66,1.3,1.0 +2.12,1.1,1.0 +-0.252,0.623,1.0 +0.16,-1.4,-1.0 +1.27,0.301,-1.0 +-0.93,0.758,-1.0 +-0.966,0.487,1.0 +0.0236,-1.07,-1.0 +0.517,-0.931,-1.0 +-1.95,-0.9,1.0 +0.213,-0.752,-1.0 +-0.377,-0.973,-1.0 +0.395,0.423,1.0 +-0.76,-0.862,-1.0 +-0.947,0.445,1.0 +0.112,0.238,1.0 +1.24,0.342,-1.0 +-0.322,-0.356,1.0 +-1.15,0.587,-1.0 +0.923,0.246,-1.0 +-0.339,0.806,1.0 +-0.711,0.0759,1.0 +0.157,-0.934,-1.0 +0.235,-1.05,-1.0 +-0.111,-1.33,-1.0 +-0.651,0.369,1.0 +0.527,1.18,-1.0 +1.76,1.48,1.0 +0.0386,-1.26,-1.0 +0.584,-0.212,1.0 +-1.02,-1.01,-1.0 +-1.2,-0.248,1.0 +-0.824,0.858,-1.0 +0.191,1.94,-1.0 +-0.259,1.34,-1.0 +-1.22,1.12,-1.0 +1.11,0.57,-1.0 +0.073,-0.00169,1.0 +-0.0281,-0.323,1.0 +0.48,-1.15,-1.0 +0.0967,-1.4,-1.0 +0.375,1.24,-1.0 +-1.63,0.101,-1.0 +0.02,-1.54,-1.0 +0.592,1.15,-1.0 +0.0071,-0.924,-1.0 +0.784,0.972,-1.0 +1.33,0.335,-1.0 +-1.42,-0.0747,1.0 +-0.795,1.17,-1.0 +-0.0247,-1.5,-1.0 +0.904,1.04,-1.0 +0.237,0.0367,1.0 +0.604,-0.709,1.0 +-0.948,-0.982,-1.0 +0.686,-0.19,1.0 +1.2,-0.754,1.0 +-1.59,0.763,-1.0 +0.255,0.412,-1.0 +1.78,1.35,1.0 +-0.629,-0.118,1.0 +0.0428,-1.04,-1.0 +0.973,0.457,-1.0 +-0.639,1.28,-1.0 +1.23,-0.00847,-1.0 +2.64,0.966,1.0 +0.323,-0.796,1.0 +-1.12,-1.39,-1.0 +-1.14,0.693,-1.0 +0.0328,1.22,-1.0 +0.0496,-1.05,-1.0 +-2.11,-1.45,1.0 +-1.28,0.213,1.0 +-0.577,0.206,1.0 +2.71,1.35,1.0 +0.121,1.63,-1.0 +-0.0275,-1.42,-1.0 +-1.15,0.406,1.0 +-0.204,-1.54,-1.0 +-0.299,-1.14,-1.0 +0.216,1.96,1.0 +-0.567,-1.14,-1.0 +-0.236,-1.17,-1.0 +1.22,-0.0466,-1.0 +-0.852,-0.59,1.0 +-1.06,0.917,-1.0 +0.595,1.02,-1.0 +1.05,0.768,-1.0 +0.996,1.04,-1.0 +1.0,1.69,1.0 +0.799,0.995,-1.0 +0.725,1.39,-1.0 +0.782,1.8,-1.0 +1.93,1.34,1.0 +-0.791,-1.43,-1.0 +1.33,-0.486,1.0 +1.64,-0.605,-1.0 +1.13,0.33,-1.0 +-1.58,0.456,-1.0 +-0.0767,1.68E-4,1.0 +-1.87,-1.17,1.0 +-0.892,1.25,-1.0 +0.785,0.173,-1.0 +1.04,0.779,-1.0 +-0.693,0.953,-1.0 +0.682,-0.146,-1.0 +-0.167,1.07,-1.0 +-0.621,-1.12,-1.0 +0.133,-0.227,1.0 +0.871,1.29,-1.0 +-0.719,-0.384,1.0 +0.0379,-1.64,-1.0 +1.57,1.43,1.0 +0.314,1.84,-1.0 +1.68,-0.293,-1.0 +-0.656,-0.334,1.0 +0.551,0.921,-1.0 +-1.52,0.946,-1.0 +-0.156,-1.16,-1.0 +0.0652,-0.766,-1.0 +-1.15,0.771,-1.0 +1.07,-0.221,1.0 +0.535,1.4,-1.0 +-0.0692,1.73,1.0 +2.36,1.33,1.0 +-0.599,-0.965,-1.0 +-0.903,-0.0822,1.0 +-1.6,0.682,-1.0 +0.271,-0.0382,1.0 +0.838,0.603,-1.0 +1.34,-0.689,-1.0 +0.657,1.05,-1.0 +-1.52,0.506,-1.0 +-1.21,0.488,-1.0 +-0.112,1.85,1.0 +0.74,1.53,1.0 +0.451,-0.00833,1.0 +-1.6,0.632,-1.0 +-2.1,-0.859,1.0 +-1.37,0.645,-1.0 +0.52,1.25,-1.0 +-0.198,-0.536,1.0 +1.54,1.24,1.0 +-0.421,-0.731,-1.0 +1.1,0.253,-1.0 +0.734,-0.212,1.0 +-2.12,-0.575,1.0 +-0.0531,-1.26,-1.0 +0.835,-0.0137,-1.0 +1.1,0.604,-1.0 +-0.505,1.17,-1.0 +-0.524,-0.857,-1.0 +-1.89,-0.799,1.0 +-0.975,-0.182,1.0 +0.616,-1.07,1.0 +-0.362,-1.7,-1.0 +0.611,0.649,-1.0 +-1.41,-1.02,1.0 +-0.614,-1.43,-1.0 +-0.286,-0.571,1.0 +-0.697,-1.69,-1.0 +-0.859,0.885,-1.0 +0.526,1.36,1.0 +-0.251,0.846,1.0 +2.01,-0.695,-1.0 +-1.51,-0.593,1.0 +-0.155,-1.03,-1.0 +-1.8,0.529,-1.0 +-0.162,-0.0223,1.0 +-0.628,-0.267,1.0 +-0.746,-0.93,-1.0 +-0.61,0.00888,1.0 +-0.0339,-1.66,-1.0 +0.935,0.556,-1.0 +1.01,0.829,-1.0 +-2.77,0.0962,-1.0 +1.26,0.0903,-1.0 +-0.638,-1.01,-1.0 +0.552,0.961,-1.0 +-0.239,-0.848,-1.0 +0.275,-0.202,1.0 +-1.83,0.601,-1.0 +-0.507,1.24,-1.0 +0.908,-0.506,1.0 +1.16,0.703,-1.0 +-0.751,-1.37,-1.0 +-0.628,0.601,1.0 +-0.5,-0.0595,1.0 +-0.889,-0.884,-1.0 +-0.341,0.169,1.0 +0.0554,-0.139,1.0 +-0.455,-1.3,-1.0 +-0.116,0.0815,1.0 +-0.71,-0.874,1.0 +1.35,-0.25,-1.0 +1.51,1.59,1.0 +1.67,-0.978,-1.0 +-0.116,-1.36,-1.0 +-1.95,-0.16,1.0 +1.75,-1.03,-1.0 +2.36,1.5,1.0 +1.24,0.828,-1.0 +-0.526,1.19,-1.0 +-0.0866,-1.37,-1.0 +-1.46,-0.891,1.0 +0.637,0.00536,1.0 +0.384,-0.314,1.0 +0.431,0.266,-1.0 +1.35,0.644,-1.0 +-0.744,0.196,1.0 +-0.45,-1.59,-1.0 +1.31,1.07,-1.0 +-0.696,-1.2,-1.0 +0.553,-0.817,1.0 +-0.532,-0.179,1.0 +-0.861,-0.862,-1.0 +-1.25,-0.897,1.0 +-0.631,-0.914,-1.0 +0.524,-0.648,1.0 +0.791,1.69,1.0 +-0.501,1.1,-1.0 +0.768,-0.917,1.0 +1.29,1.07,-1.0 +1.24,0.00235,-1.0 +0.811,2.0,-1.0 +1.18,1.25,1.0 +0.32,-0.465,1.0 +-1.27,-0.704,1.0 +-0.869,1.38,-1.0 +-0.468,0.245,1.0 +1.44,-1.52,1.0 +-1.62,-1.16,1.0 +1.89,1.1,1.0 +0.284,2.31,-1.0 +0.0066,-0.994,-1.0 +-1.81,-0.643,1.0 +-1.19,-1.03,-1.0 +-0.747,0.468,1.0 +1.19,-0.966,1.0 +0.748,1.81,1.0 +0.225,1.34,-1.0 +0.899,0.538,-1.0 +0.904,0.195,-1.0 +-1.25,0.479,-1.0 +0.74,1.35,1.0 +-0.798,-1.21,-1.0 +0.371,-0.589,1.0 +1.11,0.0482,-1.0 +-0.27,-1.28,-1.0 +-0.369,-0.984,-1.0 +-0.752,-0.319,1.0 +-0.538,-1.15,-1.0 +-0.509,0.912,-1.0 +2.51,1.3,1.0 +0.137,1.69,-1.0 +-0.129,1.57,-1.0 +-1.55,-0.663,1.0 +0.818,0.845,-1.0 +-0.717,-1.03,-1.0 +0.0188,0.0512,1.0 +-0.71,0.465,1.0 +-1.43,-1.18,1.0 +-1.39,-0.282,1.0 +0.753,1.84,-1.0 +0.598,0.484,-1.0 +0.0256,0.228,1.0 +1.02,0.508,-1.0 +-1.32,1.12,-1.0 +-1.7,0.422,-1.0 +-0.037,-1.35,-1.0 +-1.01,-0.211,1.0 +-1.25,-1.1,-1.0 +1.5,0.637,-1.0 +-1.02,0.899,1.0 +-0.827,-0.757,-1.0 +1.54,-0.26,-1.0 +-0.0979,-1.01,-1.0 +-1.01,-1.29,-1.0 +-0.707,-0.378,1.0 +-0.878,-1.16,-1.0 +-1.34,0.717,-1.0 +2.21,1.21,1.0 +0.25,0.466,1.0 +2.34,1.13,1.0 +0.614,-0.157,1.0 +2.03,-0.427,-1.0 +-0.568,-1.36,-1.0 +-1.64,-1.27,1.0 +0.779,-0.815,1.0 +-0.707,-0.568,1.0 +-0.712,-1.1,-1.0 +1.62,0.0564,-1.0 +-1.01,0.412,1.0 +1.61,1.4,1.0 +-1.26,-0.503,1.0 +-0.845,-0.377,1.0 +1.31,-0.566,1.0 +-0.218,2.09,-1.0 +-0.68,-1.07,-1.0 +1.15,-1.56,1.0 +0.55,0.857,-1.0 +-0.43,-1.4,-1.0 +0.403,-0.997,-1.0 +-0.0017,0.282,1.0 +-0.617,-0.458,1.0 +0.143,-1.56,-1.0 +-0.221,0.12,1.0 +0.58,1.17,-1.0 +0.876,-0.969,1.0 +-0.0237,0.303,1.0 +0.0052,0.24,1.0 +0.904,0.97,-1.0 +-0.806,0.575,1.0 +0.423,-0.334,1.0 +1.08,1.36,1.0 +-0.639,1.25,-1.0 +-0.0782,-1.1,-1.0 +0.595,0.429,-1.0 +0.908,1.48,1.0 +0.355,0.562,1.0 +0.149,-0.295,1.0 +-1.94,-0.273,1.0 +0.222,0.214,1.0 +-1.44,-0.43,1.0 +0.265,-0.375,1.0 +-0.295,0.565,1.0 +-1.55,-1.02,1.0 +-0.93,-0.895,-1.0 +-1.18,0.422,1.0 +-0.203,-1.08,-1.0 +1.26,-0.328,1.0 +1.48,-1.05,1.0 +-0.499,-0.766,-1.0 +0.12,-1.12,-1.0 +-0.338,-0.91,-1.0 +0.909,0.522,-1.0 +0.395,0.0856,-1.0 +-0.7,-1.25,-1.0 +0.0828,-0.879,1.0 +-0.832,-1.33,-1.0 +-2.01,-1.85,1.0 +-1.55,0.695,-1.0 +-0.755,-1.09,-1.0 +-0.83,0.993,-1.0 +0.314,1.54,-1.0 +-1.44,-0.225,1.0 +0.287,1.45,1.0 +-0.278,-0.815,1.0 +1.46,-0.509,1.0 +0.496,1.52,-1.0 +1.81,-0.218,-1.0 +0.824,0.45,-1.0 +-2.56,-0.0784,-1.0 +-0.836,-0.507,1.0 +0.066,-1.23,-1.0 +-0.742,0.36,1.0 +1.31,0.328,-1.0 +1.35,1.21,1.0 +0.34,-1.03,-1.0 +-1.07,-0.616,1.0 +-0.634,1.65,-1.0 +1.95,-1.02,-1.0 +-0.0397,-1.09,-1.0 +1.04,-1.13,1.0 +-1.15,0.729,-1.0 +-0.528,0.953,1.0 +0.854,1.15,-1.0 +-1.04,1.04,-1.0 +-0.921,-1.19,-1.0 +-1.78,-1.58,1.0 +-0.0184,-1.13,-1.0 +-1.55,0.386,-1.0 +-0.539,-1.21,-1.0 +-0.455,0.494,1.0 +1.44,1.38,1.0 +-1.2,0.659,-1.0 +0.731,1.31,-1.0 +-1.39,-1.09,1.0 +-0.413,0.0554,1.0 +0.271,0.38,1.0 +-0.882,1.29,-1.0 +1.29,-1.04,1.0 +0.299,1.49,-1.0 +-0.754,1.1,-1.0 +-0.0601,2.04,1.0 +1.42,-0.697,1.0 +1.12,0.173,-1.0 +-0.783,-1.33,-1.0 +-1.55,-1.6,1.0 +-1.34,0.146,1.0 +-1.1,-1.17,-1.0 +0.101,-1.39,-1.0 +-0.484,-1.2,-1.0 +-0.984,1.03,-1.0 +-0.269,0.961,1.0 +-0.547,1.71,-1.0 +0.494,-1.01,-1.0 +-0.123,1.86,-1.0 +-0.0853,-1.12,-1.0 +1.41,0.607,-1.0 +1.27,-0.159,-1.0 +-0.0373,-1.32,-1.0 +0.433,1.65,1.0 +-1.03,-0.858,1.0 +0.69,0.745,-1.0 +0.354,1.06,-1.0 +-1.92,-1.06,1.0 +-0.541,-0.65,1.0 +1.38,-1.36,1.0 +1.29,0.525,-1.0 +-0.836,0.959,-1.0 +-0.247,0.775,1.0 +0.552,0.942,-1.0 +-0.19,0.168,1.0 +0.714,-1.19,1.0 +1.19,0.594,-1.0 +0.428,-1.43,-1.0 +-0.575,-1.62,-1.0 +-1.97,-1.72,1.0 +-0.0255,-1.3,-1.0 +-0.892,1.02,-1.0 +-0.132,-1.35,-1.0 +-1.85,0.545,-1.0 +-0.491,-0.429,1.0 +-0.158,0.358,1.0 +-0.475,-1.02,-1.0 +1.26,-2.39,1.0 +-0.807,0.992,-1.0 +1.19,0.115,-1.0 +0.439,1.5,-1.0 +1.44,-1.73,1.0 +0.109,1.65,1.0 +-0.596,-1.33,-1.0 +1.11,0.431,-1.0 +-0.347,-0.556,1.0 +1.47,1.39,1.0 +1.63,-0.56,-1.0 +-1.53,1.21,-1.0 +-1.12,1.1,-1.0 +0.0551,1.34,-1.0 +-0.388,-1.08,-1.0 +0.136,-1.36,-1.0 +-0.79,-0.823,-1.0 +0.646,1.82,1.0 +-0.468,-0.206,1.0 +0.735,0.571,-1.0 +-0.777,-1.33,-1.0 +-0.31,1.45,-1.0 +-0.0693,-1.3,-1.0 +-0.162,-0.334,1.0 +0.724,-0.574,1.0 +-1.03,0.153,1.0 +0.385,-0.744,-1.0 +1.23,-0.115,-1.0 +-1.49,0.796,-1.0 +0.0586,-0.133,1.0 +1.05,-0.362,1.0 +-0.84,-1.05,-1.0 +0.351,-1.42,-1.0 +-1.34,-0.462,1.0 +-0.213,0.77,1.0 +0.523,1.05,-1.0 +-0.665,1.23,-1.0 +1.03,1.55,1.0 +0.495,1.54,-1.0 +0.582,0.232,-1.0 +0.35,0.889,-1.0 +0.321,1.58,-1.0 +0.155,0.0373,1.0 +-0.783,0.931,-1.0 +0.153,-0.875,1.0 +1.08,0.925,-1.0 +0.614,0.908,-1.0 +-0.353,1.98,1.0 +0.0762,-1.27,-1.0 +0.282,-1.43,-1.0 +0.876,-0.807,1.0 +-0.685,0.459,1.0 +0.265,1.4,-1.0 +0.29,0.591,-1.0 +0.662,1.49,-1.0 +-0.689,-1.45,-1.0 +-0.214,-1.27,-1.0 +-0.119,-0.842,-1.0 +-1.84,-1.23,1.0 +-0.102,-0.306,1.0 +-0.995,-0.937,-1.0 +-0.479,0.0719,1.0 +-1.31,0.463,-1.0 +-0.486,-1.62,-1.0 +0.115,-0.443,1.0 +0.698,0.784,-1.0 +1.09,-1.24,1.0 +-1.57,-0.401,1.0 +-0.274,0.489,1.0 +0.764,1.98,1.0 +2.41,0.946,1.0 +-0.348,0.119,1.0 +1.27,-0.194,-1.0 +-0.22,-1.38,-1.0 +1.08,-1.83,1.0 +-0.414,-1.28,-1.0 +2.12,1.07,1.0 +0.22,2.08,-1.0 +0.207,-1.38,-1.0 +-0.519,-1.0,-1.0 +-0.00634,-1.0,-1.0 +-0.68,1.68,-1.0 +-1.18,-0.522,1.0 +0.32,0.282,1.0 +-0.638,1.32,-1.0 +0.72,-0.154,1.0 +0.92,-0.717,1.0 +0.511,-0.773,1.0 +-0.681,-0.586,1.0 +1.11,0.205,-1.0 +0.087,-1.28,-1.0 +1.13,-0.541,1.0 +-0.016,-1.26,-1.0 +-0.439,-0.884,1.0 +0.424,-0.84,-1.0 +2.25,-1.4,-1.0 +0.139,-0.803,1.0 +0.488,1.31,-1.0 +-1.04,1.27,-1.0 +1.33,-0.704,-1.0 +-1.23,0.89,-1.0 +-0.329,-0.955,-1.0 +0.174,-1.11,-1.0 +-0.699,0.755,-1.0 +-0.137,-1.16,-1.0 +1.09,-1.1,1.0 +-0.0172,-1.03,-1.0 +0.269,0.605,1.0 +0.305,1.63,1.0 +-1.82,0.904,-1.0 +-0.527,-1.38,-1.0 +0.557,-0.255,1.0 +-2.41,0.26,-1.0 +-0.514,-1.07,-1.0 +-0.325,-1.32,-1.0 +2.53,1.5,1.0 +0.471,2.03,-1.0 +0.986,0.843,-1.0 +0.746,0.441,-1.0 +-1.32,0.907,-1.0 +1.33,1.7,1.0 +1.59,-0.378,-1.0 +0.387,-6.53E-4,1.0 +-0.914,-0.919,-1.0 +1.41,0.0907,-1.0 +-0.639,0.522,1.0 +0.866,1.14,-1.0 +-1.78,-0.491,1.0 +0.391,-0.0901,1.0 +-1.27,0.184,1.0 +-1.08,-0.612,1.0 +-0.717,0.455,1.0 +-1.11,0.00172,1.0 +-1.51,-0.966,1.0 +-0.862,1.53,-1.0 +0.605,1.86,1.0 +-0.818,0.654,1.0 +-0.391,1.1,-1.0 +0.941,-0.254,1.0 +1.59,1.72,1.0 +-1.51,-1.16,1.0 +0.413,0.473,1.0 +-0.351,-1.0,-1.0 +1.68,0.113,-1.0 +-0.834,1.48,-1.0 +1.45,-0.507,-1.0 +-0.559,0.0594,1.0 +1.23,-0.0997,-1.0 +-0.0342,0.145,1.0 +-0.834,1.41,-1.0 +0.743,-1.01,1.0 +1.01,1.82,1.0 +0.191,-1.29,-1.0 +0.0543,-0.967,-1.0 +0.768,-1.25,1.0 +1.12,0.612,-1.0 +0.424,0.547,1.0 +1.29,-0.391,-1.0 +-0.612,-1.42,-1.0 +-0.201,0.287,1.0 +-0.779,1.09,-1.0 +0.44,0.246,1.0 +0.778,0.952,-1.0 +0.0179,-1.01,-1.0 +-0.216,-1.38,-1.0 +-0.554,-0.38,1.0 +0.0698,-1.25,-1.0 +-0.869,0.625,-1.0 +-1.53,-1.17,1.0 +-0.175,-0.909,-1.0 +-1.5,-1.14,1.0 +0.528,-1.04,1.0 +1.07,0.61,-1.0 +-0.987,-0.735,1.0 +-0.468,-1.17,-1.0 +1.77,0.239,-1.0 +0.885,-0.372,1.0 +2.59,-1.15,-1.0 +1.04,0.285,-1.0 +0.736,1.64,-1.0 +1.23,0.458,-1.0 +-0.137,-1.39,-1.0 +-0.0574,-0.208,1.0 +-0.496,1.03,-1.0 +-1.04,0.984,-1.0 +0.952,-1.9,1.0 +-0.21,0.11,1.0 +-1.95,0.614,-1.0 +1.68,-0.472,-1.0 +-0.866,0.751,-1.0 +0.322,-1.04,-1.0 +-1.71,-0.653,1.0 +-0.486,-1.53,-1.0 +0.587,-0.311,1.0 +-0.55,0.236,1.0 +1.4,-0.874,1.0 +-0.384,-1.08,-1.0 +0.746,0.991,-1.0 +0.758,-1.45,-1.0 +-0.0468,-0.332,1.0 +0.698,1.02,-1.0 +-1.53,0.658,-1.0 +-0.162,-1.24,-1.0 +-0.507,0.69,1.0 +1.41,-1.38,1.0 +-0.735,-1.19,-1.0 +-0.141,-0.119,1.0 +1.31,0.628,-1.0 +1.38,-1.02,1.0 +1.18,-1.19,1.0 +-0.0785,-1.16,-1.0 +0.844,1.22,-1.0 +0.913,-1.6,1.0 +-1.04,1.33,-1.0 +-1.1,0.145,1.0 +-0.244,-1.2,-1.0 +0.0643,-1.28,-1.0 +0.483,-1.23,-1.0 +1.37,1.29,1.0 +-0.869,0.634,-1.0 +-0.0547,-1.06,-1.0 +0.816,-0.133,1.0 +-1.49,0.744,-1.0 +-0.813,-0.665,1.0 +1.6,0.0487,-1.0 +0.742,1.56,1.0 +1.45,-0.188,-1.0 +-0.791,-1.44,-1.0 +-1.31,0.118,1.0 +0.0336,0.323,1.0 +0.308,-1.34,-1.0 +0.856,-1.11,1.0 +0.532,-0.0431,1.0 +-0.171,1.68,1.0 +-0.305,0.247,1.0 +-0.422,-0.241,1.0 +0.836,0.849,-1.0 +1.77,0.013,-1.0 +-1.56,0.514,-1.0 +0.137,-0.862,-1.0 +-1.07,-0.017,1.0 +-1.31,-0.32,1.0 +-1.33,-0.581,1.0 +-1.76,-1.58,1.0 +-0.258,-1.06,-1.0 +-0.253,-0.809,-1.0 +0.395,1.35,1.0 +-1.39,-0.156,1.0 +0.446,-1.07,-1.0 +1.52,0.795,-1.0 +1.44,0.898,-1.0 +1.04,0.952,-1.0 +-1.82,-0.847,1.0 +-1.11,0.276,1.0 +-1.2,-1.19,-1.0 +0.268,1.14,-1.0 +1.29,-1.19,1.0 +-0.935,1.02,-1.0 +0.247,-0.96,-1.0 +0.387,1.59,1.0 +0.247,0.41,1.0 +0.722,0.153,-1.0 +0.249,-0.451,1.0 +0.923,0.166,1.0 +-0.237,-0.0378,1.0 +1.27,0.496,-1.0 +-1.2,1.43,-1.0 +-1.19,-0.939,-1.0 +0.0209,-0.973,-1.0 +0.637,0.984,-1.0 +0.714,-1.08,1.0 +-0.215,0.549,1.0 +0.306,-0.161,1.0 +0.205,-1.28,-1.0 +1.51,1.52,1.0 +-0.761,0.373,1.0 +-0.706,-0.697,-1.0 +-0.383,0.671,1.0 +-1.11,-0.44,1.0 +0.496,-0.614,1.0 +-0.0529,-0.0168,1.0 +2.09,1.1,1.0 +-1.28,-1.17,1.0 +1.44,0.0946,-1.0 +2.06,-0.893,-1.0 +-0.638,-0.752,-1.0 +0.402,-0.39,1.0 +0.122,0.599,1.0 +1.42,1.49,1.0 +-1.55,0.588,-1.0 +0.854,0.0949,1.0 +-0.268,0.75,1.0 +-0.57,0.502,1.0 +-0.381,-0.959,-1.0 +0.236,0.443,1.0 +0.898,-0.719,1.0 +-0.432,1.13,-1.0 +1.14,-0.938,1.0 +0.0935,2.1,-1.0 +0.463,0.935,-1.0 +-0.23,-1.02,-1.0 +0.671,0.181,1.0 +0.168,1.7,-1.0 +-0.175,0.0644,1.0 +0.796,0.423,1.0 +-0.824,-0.471,1.0 +-0.93,-0.502,1.0 +-1.06,1.49,-1.0 +0.375,1.27,-1.0 +2.45,1.25,1.0 +-2.04,0.401,-1.0 +0.0735,-1.01,-1.0 +-0.737,-0.0677,1.0 +0.848,0.402,-1.0 +0.281,0.343,1.0 +-1.13,-0.0974,1.0 +-0.821,-1.44,-1.0 +-0.211,-0.334,1.0 +-0.364,-1.4,-1.0 +-1.27,-0.673,1.0 +0.784,1.39,-1.0 +-1.02,0.883,-1.0 +0.833,-0.0565,1.0 +0.478,1.31,1.0 +-1.14,-0.245,1.0 +1.14,0.494,-1.0 +0.667,-1.01,1.0 +2.17,0.926,1.0 +-0.129,0.877,1.0 +-0.581,0.582,1.0 +0.427,1.77,1.0 +-0.138,0.425,1.0 +-1.98,0.875,-1.0 +-0.337,0.559,1.0 +-0.369,-0.965,-1.0 +0.325,-0.153,1.0 +-0.232,-0.364,1.0 +-0.749,1.26,-1.0 +-0.566,1.19,-1.0 +1.33,-0.774,1.0 +-1.25,-1.47,-1.0 +0.00453,1.47,-1.0 +-1.81,-0.543,1.0 +-0.307,0.938,-1.0 +-1.18,0.732,-1.0 +-1.68,0.93,-1.0 +-1.52,-1.4,1.0 +-1.45,-0.701,1.0 +0.616,1.77,1.0 +-0.0222,-0.202,1.0 +0.246,-0.767,-1.0 +-0.763,-0.573,1.0 +-0.581,-0.182,1.0 +1.42,-0.0465,-1.0 +-0.139,-1.27,-1.0 +-0.179,0.19,1.0 +-0.721,1.19,-1.0 +-0.709,-0.942,-1.0 +0.945,0.239,1.0 +-0.891,0.593,-1.0 +-1.18,0.862,-1.0 +1.3,-0.028,-1.0 +0.576,-0.342,1.0 +0.0381,0.167,1.0 +-0.219,-0.195,1.0 +0.855,0.959,-1.0 +-1.08,-1.17,-1.0 +-0.596,-0.989,-1.0 +-1.41,-0.856,1.0 +-0.298,-0.243,1.0 +0.444,1.14,-1.0 +1.01,0.397,-1.0 +1.31,-0.36,1.0 +1.78,1.19,1.0 +1.1,0.458,-1.0 +-1.33,-0.647,1.0 +-1.6,-0.541,1.0 +-1.2,0.455,-1.0 +1.01,1.57,1.0 +1.38,0.583,-1.0 +-0.223,1.04,-1.0 +-1.0,-1.22,-1.0 +0.576,-0.665,1.0 +-0.394,1.39,-1.0 +-0.573,-0.88,-1.0 +-2.19,0.0991,-1.0 +0.729,1.49,1.0 +0.308,-0.913,-1.0 +0.661,0.0147,1.0 +0.515,0.884,-1.0 +1.32,-0.144,-1.0 +-1.05,-0.382,1.0 +1.46,-0.0465,-1.0 +1.22,-0.159,-1.0 +0.639,-0.815,-1.0 +-0.235,0.352,1.0 +-2.0,0.403,-1.0 +-0.158,-1.08,-1.0 +1.71,1.39,1.0 +0.905,-0.551,1.0 +-0.0949,-0.821,-1.0 +0.781,1.08,-1.0 +-0.624,1.75,-1.0 +-1.4,1.19,-1.0 +-1.21,0.357,1.0 +0.123,-1.24,-1.0 +1.01,0.446,-1.0 +-0.666,-1.34,-1.0 +-0.819,-0.943,-1.0 +0.202,-1.17,-1.0 +0.745,0.681,-1.0 +-0.461,-1.07,-1.0 +0.622,-0.546,1.0 +-1.51,-1.39,1.0 +1.05,0.409,-1.0 +0.751,0.608,-1.0 +-1.13,0.164,1.0 +2.33,1.21,1.0 +0.855,-0.265,1.0 +-0.0247,-0.765,-1.0 +0.21,-1.26,-1.0 +-1.67,-0.212,1.0 +-0.394,-0.338,1.0 +-0.389,-1.2,-1.0 +1.11,1.33,1.0 +-1.24,0.323,1.0 +-0.116,-1.23,-1.0 +0.372,1.6,-1.0 +-1.23,-0.806,1.0 +1.31,-1.72,1.0 +-0.254,-1.37,-1.0 +-1.15,-0.647,1.0 +1.21,-1.77,1.0 +0.00425,1.61,-1.0 +-0.67,1.22,-1.0 +1.57,1.16,1.0 +-0.241,0.897,1.0 +1.04,0.93,-1.0 +1.39,0.504,-1.0 +1.96,-0.709,-1.0 +0.978,-1.33,1.0 +-1.67,-0.00451,1.0 +-0.529,-1.02,-1.0 +-0.137,1.44,-1.0 +-1.87,-0.78,1.0 +1.04,-0.24,1.0 +-1.21,-0.785,1.0 +0.8,0.662,-1.0 +0.133,2.05,-1.0 +1.34,-1.8,1.0 +0.175,0.652,1.0 +1.14,-0.0829,-1.0 +-0.634,1.26,-1.0 +-0.617,-0.792,-1.0 +-1.42,0.728,-1.0 +0.897,0.742,-1.0 +-0.0814,2.18,1.0 +1.27,1.6,1.0 +-0.759,0.366,1.0 +-0.847,-0.896,-1.0 +1.23,-0.785,1.0 +-0.843,-1.14,-1.0 +0.357,0.647,-1.0 +-1.36,-0.258,1.0 +0.977,0.597,-1.0 +1.05,-0.467,1.0 +-0.717,1.23,-1.0 +0.955,-0.0158,-1.0 +1.6,-0.183,-1.0 +-1.21,-0.733,1.0 +-0.593,1.28,-1.0 +1.14,0.814,-1.0 +-0.597,0.232,1.0 +0.575,-0.19,1.0 +-1.34,-0.31,1.0 +-0.129,-0.061,1.0 +0.447,0.92,-1.0 +0.377,-0.643,1.0 +-1.54,0.643,-1.0 +-1.25,-0.689,1.0 +2.34,1.18,1.0 +-0.341,1.55,-1.0 +1.27,0.0842,-1.0 +-1.73,0.562,-1.0 +0.957,0.0986,-1.0 +-0.639,-1.04,-1.0 +0.303,-1.35,-1.0 +-0.439,1.37,-1.0 +-0.287,-1.07,-1.0 +1.46,0.651,-1.0 +0.957,-0.786,1.0 +-0.0107,-0.96,-1.0 +1.21,0.0512,-1.0 +0.105,-1.67,-1.0 +0.786,0.859,-1.0 +-1.08,0.356,1.0 +0.0909,-1.39,-1.0 +-1.34,0.805,-1.0 +-0.647,1.08,-1.0 +1.17,-1.4,1.0 +-0.811,-1.35,-1.0 +-0.961,-0.102,1.0 +-0.968,-0.226,1.0 +-0.322,0.535,1.0 +-1.26,-0.515,1.0 +0.62,-0.986,1.0 +-2.32,0.0861,-1.0 +1.21,1.31,1.0 +0.196,1.08,-1.0 +1.45,1.33,1.0 +0.137,-0.247,1.0 +-0.974,-1.43,-1.0 +-0.335,-1.69,-1.0 +-0.0999,1.97,1.0 +0.272,0.813,-1.0 +0.56,1.18,-1.0 +-0.0527,-0.746,-1.0 +-0.188,-0.998,-1.0 +-0.369,0.692,1.0 +-0.226,-1.06,-1.0 +0.458,-0.709,1.0 +-1.26,-0.912,-1.0 +-1.33,-0.392,1.0 +-0.621,1.52,-1.0 +-0.753,1.1,-1.0 +-0.435,-1.08,-1.0 +0.328,1.28,-1.0 +0.227,1.71,1.0 +-0.715,0.0859,1.0 +0.81,1.93,-1.0 +0.364,1.98,1.0 +0.624,1.1,-1.0 +0.922,0.93,-1.0 +-0.416,-0.941,-1.0 +-1.37,0.968,-1.0 +0.269,1.62,1.0 +0.353,1.58,-1.0 +0.11,0.553,1.0 +1.49,0.385,-1.0 +0.571,-1.53,-1.0 +0.171,1.59,1.0 +0.409,-0.0572,1.0 +1.93,-0.842,-1.0 +0.907,0.191,-1.0 +0.0413,0.345,1.0 +0.484,-1.3,-1.0 +-0.0305,-1.09,-1.0 +1.0,-0.0897,-1.0 +1.09,0.299,-1.0 +-0.543,-0.0204,1.0 +0.659,0.913,-1.0 +-0.542,-0.739,-1.0 +-1.02,1.53,-1.0 +-1.63,0.293,-1.0 +1.49,0.627,-1.0 +-0.583,-1.05,-1.0 +-0.807,1.12,-1.0 +-0.683,1.38,-1.0 +0.0734,-0.162,1.0 +0.388,1.64,-1.0 +0.874,1.79,-1.0 +0.584,0.679,-1.0 +1.42,0.374,-1.0 +-0.779,0.676,1.0 +0.678,0.335,-1.0 +0.204,-1.06,-1.0 +1.43,0.498,-1.0 +-0.779,-1.2,-1.0 +-1.3,0.577,-1.0 +1.03,0.0331,-1.0 +-0.532,-1.17,-1.0 +0.119,-1.28,-1.0 +1.53,-1.05,1.0 +-0.481,-0.904,-1.0 +0.858,0.399,-1.0 +0.126,0.819,-1.0 +-0.88,-1.27,-1.0 +0.145,-0.626,1.0 +0.534,1.86,1.0 +2.03,1.1,1.0 +-0.546,0.442,1.0 +1.42,1.8,1.0 +1.41,-2.09,1.0 +-0.566,-0.563,1.0 +-0.973,0.495,1.0 +0.932,1.43,1.0 +0.472,1.37,-1.0 +0.74,0.053,1.0 +-0.214,1.76,-1.0 +-0.53,-0.944,-1.0 +-0.936,-1.5,-1.0 +0.37,-0.0513,1.0 +0.695,0.651,-1.0 +0.88,0.275,-1.0 +-0.563,-0.164,1.0 +1.27,-0.675,1.0 +-1.32,-0.146,1.0 +1.7,-0.489,-1.0 +0.832,0.442,-1.0 +0.561,1.74,1.0 +0.617,1.11,-1.0 +-1.41,1.14,-1.0 +1.71,-0.225,-1.0 +0.473,0.339,1.0 +-0.855,1.44,-1.0 +-1.72,-0.41,1.0 +0.18,-0.0627,1.0 +0.712,0.837,-1.0 +0.211,1.71,1.0 +-0.755,-0.759,1.0 +0.661,1.2,-1.0 +0.902,0.947,-1.0 +0.544,-0.842,1.0 +1.67,0.974,1.0 +-0.0571,-1.5,-1.0 +-1.61,-0.39,1.0 +-0.261,-1.27,-1.0 +1.8,1.53,1.0 +0.134,-1.18,-1.0 +-0.279,-1.06,-1.0 +0.405,-0.555,1.0 +-1.64,-0.562,1.0 +-0.146,1.83,1.0 +0.499,-1.17,-1.0 +-0.171,-1.09,-1.0 +-0.175,-0.946,-1.0 +1.54,-0.336,-1.0 +1.33,0.406,-1.0 +0.833,0.653,-1.0 +0.69,1.57,-1.0 +-0.542,0.918,-1.0 +1.19,-0.319,1.0 +1.73,1.26,1.0 +-2.01,0.439,-1.0 +0.316,1.43,1.0 +0.933,0.711,-1.0 +2.43,0.869,1.0 +-0.472,-1.16,-1.0 +-1.17,0.126,1.0 +2.22,-2.04,-1.0 +1.07,0.438,-1.0 +-0.125,0.521,1.0 +0.857,0.875,-1.0 +0.569,-0.858,-1.0 +0.646,-0.932,1.0 +-0.983,1.1,-1.0 +-0.829,1.06,-1.0 +0.22,-0.867,-1.0 +-2.09,-1.22,1.0 +-1.64,-0.962,1.0 +0.0604,1.64,-1.0 +1.62,-1.16,1.0 +-0.021,-1.09,-1.0 +-1.11,-0.653,1.0 +1.13,-0.0116,-1.0 +-0.838,-1.17,-1.0 +0.102,-1.03,-1.0 +0.576,-1.05,1.0 +0.635,1.67,1.0 +0.336,0.611,1.0 +0.32,-0.998,-1.0 +-1.58,-1.61,1.0 +-0.129,-1.69,-1.0 +-0.249,0.505,1.0 +-0.986,-1.27,-1.0 +0.335,-0.483,1.0 +0.133,-0.568,1.0 +1.08,-1.02,1.0 +-0.486,-0.887,-1.0 +2.08,1.35,1.0 +0.638,1.11,-1.0 +0.0965,-1.1,-1.0 +1.03,-0.382,1.0 +-0.705,0.129,1.0 +1.35,1.1,1.0 +-0.1,-1.05,-1.0 +0.431,-1.56,-1.0 +-1.37,-0.123,1.0 +-0.995,-0.832,-1.0 +-0.981,-1.04,-1.0 +-1.9,-1.32,1.0 +0.982,-0.452,1.0 +-0.494,-0.719,-1.0 +0.995,0.502,-1.0 +-0.507,0.357,1.0 +0.0853,0.789,1.0 +-0.0659,-1.33,-1.0 +-1.51,-0.276,1.0 +-1.03,0.681,-1.0 +1.19,-1.25,1.0 +-1.49,0.228,1.0 +0.409,1.76,-1.0 +-0.606,-0.129,1.0 +1.18,0.597,-1.0 +0.108,-0.304,1.0 +0.418,-0.897,1.0 +0.381,1.55,-1.0 +-0.951,-1.3,-1.0 +-0.119,2.06,1.0 +1.14,0.148,-1.0 +1.31,1.62,1.0 +0.724,0.417,-1.0 +-0.107,-0.232,1.0 +-1.57,0.905,-1.0 +-0.214,1.58,-1.0 +-0.212,-0.155,1.0 +-0.0683,-0.404,1.0 +-0.951,-1.33,-1.0 +0.533,0.541,1.0 +-1.36,0.887,-1.0 +0.98,-0.832,1.0 +-1.29,1.52,-1.0 +1.08,-8.17E-4,-1.0 +-0.147,1.85,-1.0 +-0.135,0.0707,1.0 +0.318,-0.87,-1.0 +0.632,1.74,-1.0 +-1.43,1.25,-1.0 +-0.499,-1.31,-1.0 +0.296,1.51,-1.0 +0.416,0.1,1.0 +-0.337,1.48,-1.0 +-1.3,-0.829,1.0 +-0.0299,0.617,1.0 +-1.78,-0.843,1.0 +0.314,-1.25,-1.0 +-0.801,1.78,-1.0 +0.0984,0.629,1.0 +-1.68,-0.528,1.0 +0.423,0.598,1.0 +0.00295,-0.125,1.0 +-0.528,-1.23,-1.0 +0.17,-0.719,-1.0 +0.202,-1.37,-1.0 +0.535,1.99,-1.0 +-0.491,1.22,-1.0 +-1.33,-0.276,1.0 +0.595,0.546,1.0 +-0.219,0.524,1.0 +0.0182,1.68,-1.0 +-0.907,0.416,1.0 +1.86,-0.36,-1.0 +-0.733,-1.34,-1.0 +-1.39,-0.322,1.0 +0.0578,-1.32,-1.0 +-1.7,0.869,-1.0 +-0.166,0.165,1.0 +-0.8,-1.38,-1.0 +-1.02,-0.146,1.0 +-0.145,-1.39,-1.0 +-0.439,0.331,1.0 +0.136,1.46,1.0 +-0.669,0.51,1.0 +-1.49,-0.0266,1.0 +0.386,-0.997,-1.0 +0.812,-0.15,1.0 +-0.303,-0.883,-1.0 +-0.621,1.16,-1.0 +-2.04,-0.978,1.0 +-0.772,0.933,-1.0 +-1.06,-0.86,1.0 +0.0914,0.493,1.0 +-1.17,0.222,1.0 +0.553,-0.159,1.0 +0.759,0.0328,1.0 +-1.04,-1.24,-1.0 +0.974,-0.951,1.0 +0.33,-1.48,-1.0 +0.105,1.77,-1.0 +-1.02,-0.305,1.0 +-0.635,1.94,1.0 +0.44,1.16,-1.0 +-0.97,-1.6,-1.0 +2.22,1.31,1.0 +-1.18,-0.122,1.0 +1.46,0.0665,-1.0 +0.219,1.59,1.0 +1.09,0.812,-1.0 +1.15,1.68,1.0 +0.955,-0.23,1.0 +-0.103,0.0369,1.0 +0.619,1.65,-1.0 +-1.43,-0.357,1.0 +-0.765,-1.13,-1.0 +-0.664,1.18,-1.0 +-1.09,0.289,1.0 +-0.766,1.06,-1.0 +-0.436,0.821,1.0 +0.6,-0.38,1.0 +-0.124,0.181,1.0 +1.03,-0.0835,-1.0 +-1.71,-1.27,1.0 +-1.46,-0.179,1.0 +1.34,1.37,1.0 +1.47,0.574,-1.0 +0.716,0.487,-1.0 +0.0337,-1.13,-1.0 +-0.432,-1.34,-1.0 +0.344,1.49,-1.0 +1.29,-0.151,-1.0 +1.85,-0.558,-1.0 +0.0319,1.39,-1.0 +1.95,1.09,1.0 +-0.839,0.111,1.0 +-0.956,-0.77,-1.0 +1.08,0.839,-1.0 +0.0624,-1.05,-1.0 +-1.06,-1.24,-1.0 +-0.366,-1.52,-1.0 +-1.63,-0.363,1.0 +1.05,1.07,-1.0 +-0.47,-1.12,-1.0 +-1.45,0.377,-1.0 +-1.56,-1.05,1.0 +0.912,2.1,-1.0 +1.61,0.582,-1.0 +0.208,-1.21,-1.0 +0.929,-0.902,1.0 +-1.66,-1.52,1.0 +-1.85,-0.347,1.0 +-1.02,-0.0308,1.0 +0.569,-0.538,1.0 +1.43,-0.366,-1.0 +1.47,-0.0578,-1.0 +0.154,0.629,1.0 +-1.59,0.176,-1.0 +0.801,1.14,-1.0 +-1.5,-0.829,1.0 +0.271,0.0595,1.0 +0.188,0.914,-1.0 +-0.386,1.5,-1.0 +1.02,0.0541,-1.0 +0.82,-0.514,1.0 +0.804,0.6,-1.0 +-1.38,-1.11,1.0 +-1.01,-0.155,1.0 +0.683,1.6,1.0 +-1.62,-0.896,1.0 +-0.00515,1.75,-1.0 +-1.42,-1.28,1.0 +-1.8,-1.26,1.0 +-1.76,-0.632,1.0 +-0.0958,-1.66,-1.0 +-0.473,-1.55,-1.0 +-0.316,-1.36,-1.0 +-0.899,-1.25,-1.0 +-0.236,-1.54,-1.0 +0.546,-1.12,-1.0 +1.16,-1.3,1.0 +0.00921,-0.00839,1.0 +1.63,-0.43,-1.0 +-0.826,0.682,-1.0 +0.371,-1.23,-1.0 +-0.821,-0.855,1.0 +0.309,-1.03,-1.0 +-0.912,-0.484,1.0 +0.365,0.632,-1.0 +1.15,-1.69,1.0 +-0.714,-1.36,-1.0 +-0.467,1.3,-1.0 +0.177,-1.07,-1.0 +0.589,0.557,1.0 +-1.85,-0.35,1.0 +0.676,0.892,-1.0 +-1.49,-0.498,1.0 +-1.28,0.72,-1.0 +0.166,-1.25,-1.0 +0.448,0.71,-1.0 +-1.9,-1.46,1.0 +-0.922,0.533,-1.0 +0.307,0.12,1.0 +0.328,0.553,-1.0 +-0.847,-0.871,-1.0 +1.08,0.437,-1.0 +0.173,-0.428,1.0 +-0.818,-0.69,1.0 +-0.583,-0.743,-1.0 +-0.768,-0.0166,1.0 +-2.04,0.131,-1.0 +-1.16,-1.01,-1.0 +0.995,0.131,1.0 +1.32,-0.616,1.0 +0.993,0.397,1.0 +-0.606,3.19,-1.0 +0.811,0.00911,1.0 +-0.462,-0.707,-1.0 +0.304,-0.00393,1.0 +-1.94,0.598,-1.0 +-0.372,1.54,-1.0 +0.341,-1.43,-1.0 +-0.78,-0.43,1.0 +0.247,-0.233,1.0 +-0.561,0.473,1.0 +-0.524,-1.09,-1.0 +-1.99,-0.912,1.0 +-2.0,-0.0624,-1.0 +0.554,1.19,-1.0 +0.899,1.4,1.0 +0.794,1.01,-1.0 +0.417,0.348,1.0 +-0.597,-1.6,-1.0 +1.71,-0.289,-1.0 +-0.461,0.343,1.0 +-1.02,-0.469,1.0 +-0.434,1.98,-1.0 +-0.299,-1.4,-1.0 +-1.67,-0.875,1.0 +-0.192,1.04,-1.0 +0.108,-0.769,-1.0 +-0.58,1.34,-1.0 +-1.17,-0.95,1.0 +-0.124,-0.95,-1.0 +0.283,-1.56,-1.0 +0.418,-0.711,1.0 +1.2,0.286,-1.0 +0.295,-0.273,1.0 +-1.37,-0.904,1.0 +0.0175,1.47,-1.0 +1.64,0.513,-1.0 +0.557,1.38,-1.0 +-0.878,0.659,-1.0 +0.254,2.42,-1.0 +0.961,0.454,-1.0 +-0.994,0.192,1.0 +-1.07,-0.622,1.0 +1.95,1.53,1.0 +0.281,-0.4,1.0 +1.29,0.283,-1.0 +0.586,-0.273,1.0 +-0.0272,1.86,1.0 +-1.65,-0.0692,1.0 +1.22,-0.345,-1.0 +-1.53,0.132,1.0 +-1.51,-0.248,1.0 +-1.2,-1.04,-1.0 +0.299,1.52,-1.0 +-0.687,1.01,-1.0 +0.479,-0.821,-1.0 +1.08,-0.133,-1.0 +-0.888,-1.59,-1.0 +-1.52,0.497,-1.0 +0.198,-1.41,-1.0 +-0.211,-0.492,1.0 +0.0647,-1.22,-1.0 +-1.28,-1.07,1.0 +-0.0779,-0.967,-1.0 +0.369,1.69,-1.0 +-0.826,-0.966,-1.0 +-0.394,1.6,-1.0 +1.2,-0.68,1.0 +0.942,1.89,1.0 +-0.817,-1.11,-1.0 +0.405,1.93,-1.0 +0.666,-1.52,-1.0 +0.152,-0.964,-1.0 +-0.82,-0.76,1.0 +0.72,-0.316,1.0 +-0.201,0.596,1.0 +-0.594,-1.21,-1.0 +-1.07,0.0456,1.0 +1.05,0.397,-1.0 +-1.12,-1.2,-1.0 +1.5,-0.38,-1.0 +-2.06,-1.23,1.0 +0.785,0.158,1.0 +0.867,-1.19,1.0 +0.624,-1.31,-1.0 +-0.509,-0.932,-1.0 +-0.565,-0.853,-1.0 +0.0662,1.62,-1.0 +0.0852,-0.852,-1.0 +0.399,-1.48,-1.0 +1.27,0.433,-1.0 +-0.441,-1.45,-1.0 +1.0,0.285,1.0 +-1.01,-1.47,-1.0 +0.873,-1.03,1.0 +-0.144,-1.03,-1.0 +1.25,-1.62,1.0 +-0.149,0.816,1.0 +0.893,0.691,-1.0 +-0.136,-1.41,-1.0 +0.569,1.44,-1.0 +-1.93,-0.0856,1.0 +-0.625,1.65,-1.0 +-1.16,-0.285,1.0 +-0.903,-0.988,-1.0 +0.486,1.05,-1.0 +-0.0145,-1.15,-1.0 +-0.678,-1.32,-1.0 +1.29,-0.499,-1.0 +-0.116,1.26,-1.0 +1.1,-0.374,1.0 +1.06,0.913,-1.0 +0.19,0.969,1.0 +-0.487,-1.19,-1.0 +-1.79,-1.46,1.0 +-0.0388,-0.984,-1.0 +0.893,-0.327,1.0 +1.38,-0.244,-1.0 +1.01,-1.12,1.0 +-1.58,-0.352,1.0 +1.52,-1.12,1.0 +0.136,-1.49,-1.0 +0.538,-1.39,-1.0 +-0.503,1.35,-1.0 +-0.991,0.114,1.0 +0.675,-1.53,-1.0 +-0.581,-1.34,-1.0 +-1.38,-1.08,1.0 +-0.298,-0.823,-1.0 +0.0919,-0.154,1.0 +-1.01,1.21,-1.0 +-1.89,-0.418,1.0 +2.22,1.18,1.0 +0.0608,-1.23,-1.0 +0.677,1.03,-1.0 +0.641,1.72,1.0 +-0.539,0.648,1.0 +0.934,0.358,-1.0 +0.0105,-1.26,-1.0 +-0.86,-1.27,-1.0 +0.883,-1.0,1.0 +2.32,1.3,1.0 +-0.566,-1.62,-1.0 +-1.25,-1.14,1.0 +2.69,1.12,1.0 +-0.529,-1.22,-1.0 +1.39,1.52,1.0 +1.21,-0.132,-1.0 +0.126,-1.08,-1.0 +-0.967,1.22,-1.0 +-0.121,-0.498,1.0 +1.4,0.43,-1.0 +0.994,0.348,-1.0 +-0.193,-0.288,1.0 +-0.545,-1.31,-1.0 +1.06,-0.232,-1.0 +1.06,0.763,-1.0 +0.646,1.23,-1.0 +0.673,1.07,-1.0 +-0.512,-0.954,-1.0 +-0.701,1.17,-1.0 +-0.957,0.848,1.0 +-0.676,0.797,-1.0 +1.47,-0.0839,-1.0 +0.514,0.715,-1.0 +-0.451,-1.34,-1.0 +-0.484,0.615,1.0 +1.17,0.868,-1.0 +1.2,0.318,-1.0 +-0.795,0.276,1.0 +-6.89E-4,2.0,1.0 +-2.06,-0.332,-1.0 +1.42,-1.1,1.0 +1.07,0.646,-1.0 +-0.285,1.39,-1.0 +0.0524,-0.853,-1.0 +1.81,-0.0547,-1.0 +-0.379,0.638,1.0 +-1.14,1.16,-1.0 +0.878,-0.856,1.0 +-1.08,1.19,-1.0 +0.13,-0.469,1.0 +0.224,1.57,1.0 +2.13,1.16,1.0 +-0.604,-1.2,-1.0 +-0.109,-1.32,-1.0 +0.0803,-1.15,-1.0 +0.383,-0.987,-1.0 +0.799,-0.834,1.0 +0.866,0.612,-1.0 +0.897,0.294,-1.0 +2.46,1.21,1.0 +-0.267,1.37,-1.0 +2.04,-0.462,-1.0 +-1.17,-0.556,1.0 +-1.49,0.555,-1.0 +1.08,-1.76,1.0 +2.03,0.984,1.0 +1.17,1.28,-1.0 +-0.448,0.91,-1.0 +1.07,0.573,-1.0 +1.05,0.776,-1.0 +1.2,0.0691,-1.0 +-0.973,0.712,-1.0 +0.0399,-1.28,-1.0 +-0.522,0.206,1.0 +1.46,-1.61,1.0 +-0.912,1.34,-1.0 +-0.375,-1.39,-1.0 +-0.117,1.47,-1.0 +0.388,0.863,-1.0 +-1.53,0.0251,1.0 +1.38,1.27,-1.0 +0.237,-1.26,-1.0 +1.63,-2.16,1.0 +-0.148,1.6,-1.0 +0.159,0.586,1.0 +0.262,-0.538,1.0 +-1.83,-0.964,1.0 +-1.65,-0.731,1.0 +0.737,-0.183,1.0 +0.711,0.787,-1.0 +0.953,1.14,1.0 +-0.284,-1.02,-1.0 +1.47,-1.29,1.0 +-0.89,-1.18,1.0 +1.7,0.157,-1.0 +-0.451,0.723,1.0 +-0.499,-0.858,-1.0 +-0.515,0.625,1.0 +1.16,0.776,-1.0 +-1.55,-0.132,1.0 +-0.325,0.388,1.0 +0.372,-0.809,-1.0 +0.335,1.99,-1.0 +-0.595,0.625,1.0 +-1.03,-0.95,1.0 +0.452,1.95,1.0 +0.656,1.25,-1.0 +-0.872,-0.461,1.0 +0.425,0.0454,1.0 +-1.24,0.788,-1.0 +0.524,0.283,1.0 +0.83,0.692,-1.0 +0.347,-0.242,1.0 +1.29,0.622,-1.0 +-0.106,0.552,1.0 +-0.353,-0.836,-1.0 +-1.28,-0.00494,1.0 +-0.172,-0.676,1.0 +0.303,-1.18,-1.0 +0.455,-0.869,1.0 +-0.964,-1.17,-1.0 +-1.85,-0.467,1.0 +0.632,1.45,1.0 +0.552,-0.199,1.0 +2.14,-0.453,-1.0 +-0.688,0.709,1.0 +-0.0708,0.439,1.0 +0.177,-1.37,-1.0 +-0.135,0.136,1.0 +-0.288,0.385,1.0 +-0.974,-0.818,1.0 +-0.511,-0.734,-1.0 +0.449,0.648,-1.0 +-1.51,-0.193,1.0 +0.565,1.56,1.0 +1.19,0.19,-1.0 +-1.13,-0.622,1.0 +0.651,-1.08,-1.0 +-0.542,1.12,-1.0 +1.57,0.171,-1.0 +1.09,-0.538,1.0 +-0.399,1.3,-1.0 +1.36,-1.06,1.0 +0.614,-0.705,1.0 +0.823,-0.248,1.0 +0.894,-0.992,1.0 +-0.731,-0.906,-1.0 +0.017,-1.26,-1.0 +-0.487,-1.13,-1.0 +-1.03,0.277,1.0 +0.816,0.762,-1.0 +1.03,1.61,-1.0 +0.889,-0.566,1.0 +1.2,-0.944,1.0 +-0.375,1.36,-1.0 +1.46,1.69,1.0 +0.587,0.322,1.0 +0.985,1.16,-1.0 +1.11,-0.476,1.0 +1.18,-0.789,-1.0 +0.386,1.92,-1.0 +-1.29,-1.03,1.0 +0.921,0.3,-1.0 +-0.835,-1.04,-1.0 +-1.04,-1.42,-1.0 +-0.356,-1.16,-1.0 +0.74,0.203,1.0 +-0.879,-0.975,-1.0 +-0.603,1.3,-1.0 +-1.05,-0.4,1.0 +-0.501,-1.43,-1.0 +0.501,0.0251,1.0 +-0.55,-1.07,-1.0 +0.133,2.04,1.0 +1.5,0.541,-1.0 +-0.741,0.979,-1.0 +0.764,0.381,1.0 +1.02,-0.549,1.0 +1.23,2.19,-1.0 +0.4,-1.39,-1.0 +-0.167,-0.633,1.0 +0.995,-1.63,1.0 +0.422,2.33,-1.0 +0.45,1.6,-1.0 +0.115,1.41,1.0 +0.00914,0.431,1.0 +-0.992,1.4,-1.0 +-0.95,0.144,1.0 +0.297,-1.11,1.0 +0.953,0.719,-1.0 +-0.683,0.419,1.0 +0.44,-0.778,-1.0 +-0.785,-1.11,-1.0 +0.182,-0.0823,1.0 +1.32,-1.23,1.0 +-0.762,-1.11,-1.0 +0.977,-1.01,1.0 +0.395,-1.04,-1.0 +-1.16,1.03,-1.0 +0.786,0.945,-1.0 +-0.0267,-1.09,-1.0 +-1.39,1.09,-1.0 +1.88,-0.141,-1.0 +-1.81,0.0758,1.0 +-0.0931,1.52,-1.0 +-0.0677,-0.394,1.0 +-0.544,-0.773,-1.0 +0.175,-0.345,1.0 +-1.07,-0.456,1.0 +0.534,-0.763,1.0 +-0.737,-0.617,-1.0 +-0.291,-0.858,-1.0 +-0.753,-1.25,-1.0 +0.875,1.82,1.0 +0.518,1.41,-1.0 +0.0526,-1.31,-1.0 +-0.0198,-1.22,-1.0 +0.28,0.429,1.0 +1.19,-1.33,1.0 +-0.926,0.694,-1.0 +1.3,-1.28,1.0 +1.46,-1.32,1.0 +0.475,-0.381,1.0 +0.685,0.546,-1.0 +-1.33,-0.0457,1.0 +-0.943,-1.26,-1.0 +0.226,-1.02,-1.0 +0.971,0.64,-1.0 +0.49,-0.0477,1.0 +-0.343,-1.39,-1.0 +0.301,-0.928,-1.0 +0.343,-1.14,-1.0 +-0.625,-1.14,-1.0 +2.2,0.935,1.0 +-0.429,1.13,-1.0 +-0.761,-1.44,-1.0 +-0.409,0.349,1.0 +1.07,-1.38,1.0 +0.209,-0.455,1.0 +0.521,0.375,1.0 +0.575,1.42,1.0 +-1.23,-1.15,1.0 +1.11,0.989,-1.0 +-0.595,1.09,-1.0 +1.2,0.361,-1.0 +-0.629,0.809,1.0 +1.15,-1.01,1.0 +0.238,-0.551,1.0 +-1.02,0.409,1.0 +-0.0743,-1.38,-1.0 +0.393,1.64,-1.0 +-0.126,-1.67,-1.0 +1.14,-1.57,1.0 +-1.82,-0.665,1.0 +0.636,0.756,-1.0 +-1.14,0.915,-1.0 +-1.2,0.4,1.0 +1.57,-0.0786,-1.0 +0.196,-1.71,-1.0 +-1.42,0.275,-1.0 +1.89,-0.243,-1.0 +-1.64,0.767,-1.0 +1.1,-0.364,1.0 +-0.113,0.626,1.0 +-0.48,0.0507,1.0 +-0.415,-1.3,-1.0 +1.28,-0.341,1.0 +0.399,-0.594,1.0 +1.01,-0.205,1.0 +-0.4,-1.37,-1.0 +-0.239,-0.619,-1.0 +-1.53,-1.72,1.0 +0.0745,-0.607,1.0 +1.53,0.0838,-1.0 +2.75,1.47,1.0 +0.26,-1.17,-1.0 +1.08,1.03,-1.0 +-0.239,-1.17,-1.0 +1.09,1.21,-1.0 +-1.19,-1.0,1.0 +1.29,-0.12,-1.0 +0.844,-0.402,1.0 +0.224,1.75,1.0 +-1.42,1.13,-1.0 +1.31,-1.08,1.0 +-0.275,1.52,1.0 +0.948,1.41,-1.0 +-0.999,0.906,-1.0 +-1.63,0.279,1.0 +1.13,1.51,1.0 +1.24,0.809,-1.0 +0.0941,1.44,-1.0 +-0.636,1.72,-1.0 +-1.26,-0.457,1.0 +0.249,-1.46,-1.0 +-1.02,0.675,-1.0 +-1.77,1.01,-1.0 +-0.292,1.32,-1.0 +0.391,-1.42,-1.0 +0.377,1.72,1.0 +-0.826,-1.67,-1.0 +-0.528,0.296,1.0 +-0.00835,1.76,-1.0 +1.64,-0.152,-1.0 +0.317,-1.13,-1.0 +1.0,-0.0347,-1.0 +-2.0,-2.1,1.0 +0.0394,-1.35,-1.0 +-0.633,-1.18,-1.0 +0.0927,-1.02,-1.0 +-0.389,-1.32,-1.0 +0.83,1.67,1.0 +1.12,1.01,-1.0 +0.176,1.23,-1.0 +0.991,0.594,-1.0 +-0.0545,-1.45,-1.0 +0.927,-1.12,1.0 +-1.78,0.819,-1.0 +-0.0207,-1.14,-1.0 +0.915,0.611,-1.0 +-2.98,-0.16,-1.0 +-1.81,-1.21,1.0 +-0.0982,0.395,1.0 +0.98,0.766,-1.0 +0.47,-0.765,1.0 +1.41,0.9,-1.0 +-1.55,1.05,-1.0 +-1.53,0.39,-1.0 +0.621,1.48,1.0 +0.47,1.21,-1.0 +0.805,1.21,-1.0 +-1.4,-0.386,1.0 +-2.14,-1.59,1.0 +0.974,0.898,-1.0 +-1.16,-0.641,-1.0 +0.947,-0.888,1.0 +1.52,-0.85,1.0 +0.39,-1.2,-1.0 +-1.82,-0.899,1.0 +-1.42,-0.617,1.0 +-0.927,-0.406,1.0 +0.64,1.35,-1.0 +-0.2,-1.02,-1.0 +-0.0611,-1.4,-1.0 +-1.06,0.181,1.0 +1.22,0.541,-1.0 +-0.56,1.06,-1.0 +1.79,-0.834,-1.0 +0.362,1.59,-1.0 +2.55,1.4,1.0 +-0.248,0.514,1.0 +-0.908,1.26,-1.0 +1.91,1.37,1.0 +-1.35,-0.688,1.0 +-0.0906,2.01,-1.0 +0.409,0.212,1.0 +-0.69,-1.33,-1.0 +-1.51,0.213,1.0 +0.923,1.54,1.0 +-0.687,-0.458,1.0 +-0.928,1.55,-1.0 +1.01,-0.935,1.0 +-0.44,1.22,-1.0 +0.921,1.12,1.0 +-1.65,-2.05,1.0 +-1.57,-0.772,1.0 +2.32,1.32,1.0 +-0.64,-0.238,1.0 +1.21,-0.271,-1.0 +0.484,1.04,-1.0 +1.26,-0.25,-1.0 +-0.659,-1.27,-1.0 +0.0558,1.88,-1.0 +-1.7,-0.087,-1.0 +0.739,0.673,-1.0 +0.67,0.784,-1.0 +0.592,0.235,1.0 +-1.64,-1.91,1.0 +-1.74,-0.521,1.0 +-2.1,-1.06,1.0 +0.487,1.33,-1.0 +-0.772,-1.38,-1.0 +-0.856,-0.664,1.0 +0.0844,1.72,1.0 +-0.792,-0.132,1.0 +-0.954,0.848,-1.0 +-1.39,-1.35,1.0 +1.4,0.855,-1.0 +1.3,1.04,-1.0 +0.299,-0.819,-1.0 +-1.1,-1.13,-1.0 +1.03,-1.12,1.0 +-1.3,-0.811,1.0 +-0.178,-1.15,-1.0 +2.05,-0.105,-1.0 +-1.38,0.0973,1.0 +-1.01,-1.23,-1.0 +0.534,2.15,-1.0 +0.388,-0.0851,1.0 +0.484,1.04,-1.0 +0.646,0.778,-1.0 +-1.3,0.867,-1.0 +-1.38,-0.149,1.0 +-1.02,0.849,-1.0 +0.0971,1.58,1.0 +0.606,1.77,1.0 +0.129,1.52,-1.0 +0.689,-0.506,1.0 +-0.811,-1.15,-1.0 +0.318,1.82,1.0 +1.89,1.34,1.0 +0.326,1.45,-1.0 +-0.655,-1.44,-1.0 +1.85,1.61,1.0 +1.15,1.49,1.0 +0.261,0.214,1.0 +-0.108,-0.793,1.0 +-1.08,-1.39,-1.0 +0.342,-0.701,-1.0 +-0.0615,0.299,1.0 +0.905,-0.994,1.0 +0.318,0.621,1.0 +0.851,0.598,-1.0 +-0.66,1.41,-1.0 +0.908,0.127,-1.0 +1.18,1.36,1.0 +0.999,0.811,-1.0 +-1.04,-0.0359,1.0 +-0.492,0.124,1.0 +0.409,-1.15,-1.0 +1.31,0.936,-1.0 +1.23,-1.4,1.0 +-1.82,-1.78,1.0 +-0.0723,-0.428,1.0 +-0.0681,-1.24,-1.0 +-0.96,0.644,-1.0 +0.974,-1.47,1.0 +0.0292,-1.21,-1.0 +-0.852,1.32,-1.0 +-0.777,1.22,-1.0 +-0.379,-1.6,-1.0 +0.896,0.363,1.0 +2.59,1.16,1.0 +-0.489,-1.13,-1.0 +-1.12,-0.297,1.0 +1.03,0.766,-1.0 +-0.621,0.425,1.0 +-0.537,-0.223,1.0 +1.85,-0.377,-1.0 +-0.0434,-0.442,1.0 +0.856,0.669,-1.0 +-0.219,0.128,1.0 +1.28,-0.588,-1.0 +-0.999,1.2,-1.0 +-0.834,-1.36,-1.0 +0.3,-1.18,-1.0 +1.05,-1.05,1.0 +-0.0203,-1.42,-1.0 +-0.157,1.84,-1.0 +0.208,-0.427,1.0 +-0.21,1.35,-1.0 +-1.51,-0.196,1.0 +1.46,-0.14,-1.0 +-0.78,-1.52,-1.0 +-0.00816,-1.38,-1.0 +-0.591,-1.08,-1.0 +-0.0202,-1.26,-1.0 +0.288,1.62,-1.0 +-1.51,0.384,-1.0 +-1.15,-0.508,1.0 +0.245,-0.681,-1.0 +0.757,-0.208,1.0 +-0.242,-1.47,-1.0 +1.01,1.21,1.0 +0.651,0.744,-1.0 +1.4,0.746,-1.0 +0.0426,-1.18,-1.0 +-1.67,0.809,-1.0 +-0.232,0.626,1.0 +-1.74,-1.83,1.0 +-0.31,-1.27,-1.0 +0.0968,0.589,1.0 +-0.202,1.64,-1.0 +0.15,0.442,1.0 +-0.82,-1.04,-1.0 +-0.804,0.687,-1.0 +0.148,1.26,-1.0 +0.832,-1.29,1.0 +0.577,0.628,-1.0 +-1.19,-1.14,1.0 +1.63,-0.539,-1.0 +0.289,0.598,1.0 +-0.679,0.536,1.0 +-1.78,-1.07,1.0 +0.277,-0.324,1.0 +-0.128,-1.14,-1.0 +0.613,-0.211,1.0 +0.468,0.986,-1.0 +0.295,-1.36,-1.0 +0.563,0.661,-1.0 +0.407,1.8,-1.0 +-0.744,-0.415,1.0 +0.203,0.617,1.0 +0.0169,-1.22,-1.0 +-0.295,-1.22,-1.0 +-1.01,-1.65,-1.0 +0.851,0.95,-1.0 +1.49,1.59,1.0 +-0.658,0.554,1.0 +-1.29,-1.14,1.0 +-1.61,-0.364,1.0 +-0.738,1.01,-1.0 +-1.45,-0.0697,1.0 +-1.5,-0.39,1.0 +-1.1,-1.24,-1.0 +-0.921,0.894,1.0 +-0.0633,-0.699,-1.0 +0.31,0.57,1.0 +1.12,-0.422,-1.0 +-1.08,0.989,-1.0 +0.686,1.2,-1.0 +-0.135,-1.12,-1.0 +-0.243,1.76,1.0 +0.812,-0.751,1.0 +0.477,0.791,-1.0 +-0.838,0.644,1.0 +-0.711,-1.13,-1.0 +-0.269,-1.47,-1.0 +1.18,-0.917,1.0 +1.03,-0.209,-1.0 +-0.599,-0.521,1.0 +1.26,-1.57,1.0 +-1.2,0.92,-1.0 +0.0538,-1.01,-1.0 +0.247,-1.28,-1.0 +-1.37,0.15,1.0 +1.21,0.197,-1.0 +-0.431,-0.346,1.0 +1.93,0.165,-1.0 +0.883,0.106,1.0 +-0.206,-0.0207,1.0 +1.24,0.608,-1.0 +0.262,-1.16,-1.0 +1.02,0.72,-1.0 +-0.384,-0.397,1.0 +-0.803,-1.21,-1.0 +0.677,0.964,-1.0 +-0.148,-1.37,-1.0 +0.355,2.08,-1.0 +-0.811,-1.21,-1.0 +1.16,0.598,-1.0 +-1.05,-0.832,1.0 +-0.326,0.168,1.0 +-0.372,-1.38,-1.0 +1.13,1.38,1.0 +0.331,0.185,1.0 +1.67,-1.77,1.0 +-0.00621,1.56,-1.0 +0.166,-0.33,1.0 +0.847,-0.61,1.0 +0.68,0.739,-1.0 +-0.411,-1.41,-1.0 +-0.917,-1.08,-1.0 +0.956,0.558,1.0 +-2.11,-1.51,1.0 +-0.0791,-1.38,-1.0 +0.329,1.11,-1.0 +0.0545,2.0,-1.0 +0.451,-1.23,-1.0 +-1.44,-0.775,1.0 +0.841,-0.0776,1.0 +0.829,1.56,-1.0 +-1.64,-0.121,1.0 +0.0291,-1.12,-1.0 +0.823,1.04,-1.0 +-1.55,-0.744,1.0 +0.196,-0.779,-1.0 +1.16,0.654,-1.0 +0.35,1.22,-1.0 +0.487,1.45,-1.0 +0.811,-1.65,1.0 +-1.53,-0.665,1.0 +-1.39,-0.118,1.0 +-2.13,0.678,-1.0 +-1.8,-1.62,1.0 +-0.182,-1.54,-1.0 +0.569,0.481,1.0 +-0.463,-1.01,-1.0 +0.311,1.68,-1.0 +0.923,-1.02,1.0 +0.388,1.72,-1.0 +1.52,0.356,-1.0 +-1.03,1.31,-1.0 +0.637,1.55,1.0 +-0.122,-1.14,-1.0 +0.258,-0.85,-1.0 +-0.581,1.36,-1.0 +-1.78,-0.582,1.0 +1.09,0.6,-1.0 +1.17,0.426,-1.0 +-0.419,1.4,-1.0 +0.932,0.501,-1.0 +-0.132,0.954,-1.0 +-2.04,-0.584,1.0 +0.218,1.32,-1.0 +0.747,-1.05,1.0 +1.32,-0.311,1.0 +-0.72,-1.39,-1.0 +1.44,-0.0447,-1.0 +2.03,1.32,1.0 +-0.654,-1.02,-1.0 +-1.66,0.835,-1.0 +-0.515,0.976,-1.0 +-0.851,0.405,1.0 +-0.231,-0.75,-1.0 +0.271,-1.28,-1.0 +-0.335,-0.81,-1.0 +0.981,0.26,1.0 +-1.25,-0.576,1.0 +-0.849,-0.187,1.0 +-0.483,1.16,-1.0 +0.472,0.0979,1.0 +0.247,-0.9,-1.0 +-0.651,-0.159,1.0 +-0.278,-1.32,-1.0 +1.43,0.57,-1.0 +-0.473,0.085,1.0 +0.251,0.171,1.0 +-1.77,0.457,-1.0 +1.03,0.252,1.0 +-0.552,-1.18,-1.0 +0.91,0.665,-1.0 +-0.431,1.21,-1.0 +1.41,0.258,-1.0 +-0.579,0.79,-1.0 +-0.383,-1.04,-1.0 +-0.833,-1.23,-1.0 +-2.13,-0.347,1.0 +-0.975,0.725,-1.0 +0.139,-0.762,-1.0 +-0.847,-0.213,1.0 +-0.106,-1.14,-1.0 +1.22,-0.106,-1.0 +-0.555,-1.02,-1.0 +-0.851,0.681,-1.0 +-0.401,-1.17,-1.0 +-0.11,-0.372,1.0 +-0.425,0.996,1.0 +1.22,-0.607,1.0 +0.707,0.948,-1.0 +0.101,1.93,1.0 +-0.316,0.177,1.0 +-1.06,0.665,-1.0 +-0.896,0.207,1.0 +-0.381,1.41,-1.0 +0.915,-1.27,1.0 +1.24,0.31,-1.0 +2.44,1.37,1.0 +-0.0819,1.64,-1.0 +-1.48,0.74,-1.0 +0.4,1.68,1.0 +1.25,1.2,1.0 +-0.957,1.0,-1.0 +-0.153,-1.15,-1.0 +-1.98,0.345,-1.0 +-0.675,1.18,-1.0 +-1.39,-0.474,1.0 +-1.07,0.256,1.0 +-0.357,-0.944,-1.0 +-0.35,-1.49,-1.0 +-0.747,-0.72,-1.0 +0.84,-0.176,1.0 +-1.5,-1.22,1.0 +-0.294,-1.54,-1.0 +1.22,-1.58,1.0 +2.25,1.21,1.0 +0.75,1.92,1.0 +-0.472,-0.0198,1.0 +0.833,-0.593,1.0 +0.423,1.74,1.0 +-1.49,0.738,-1.0 +-0.855,-1.33,-1.0 +0.325,-0.0325,1.0 +0.0526,1.42,-1.0 +1.72,-0.793,-1.0 +-1.43,-0.546,1.0 +0.427,1.99,-1.0 +-1.48,-1.23,1.0 +-1.19,-0.638,1.0 +-1.07,0.00513,1.0 +1.98,0.417,-1.0 +-0.264,0.0571,1.0 +-0.0143,1.55,-1.0 +0.408,0.0179,1.0 +-0.952,4.32E-4,1.0 +0.667,1.92,1.0 +-0.945,-0.639,1.0 +-0.387,0.104,1.0 +-0.633,-0.698,1.0 +-0.583,-1.35,-1.0 +-0.692,0.759,1.0 +-0.935,0.321,1.0 +0.544,1.22,-1.0 +0.0745,1.78,-1.0 +0.465,0.283,1.0 +-0.987,-0.814,1.0 +1.24,0.79,-1.0 +-0.427,-0.485,1.0 +0.708,0.961,-1.0 +-0.502,1.84,1.0 +1.32,-0.331,1.0 +0.454,1.48,1.0 +0.321,0.299,1.0 +-1.92,-1.5,1.0 +-1.33,0.719,-1.0 +-0.803,1.25,-1.0 +-0.265,1.28,-1.0 +-1.59,0.913,-1.0 +-1.23,-0.703,1.0 +-1.46,1.2,-1.0 +1.44,0.358,-1.0 +1.07,0.441,-1.0 +-0.139,-1.26,-1.0 +-0.632,1.35,-1.0 +-0.949,1.0,-1.0 +2.34,1.16,1.0 +-0.0753,0.267,1.0 +-0.179,-0.0492,1.0 +1.8,1.32,1.0 +-0.142,0.231,1.0 +1.19,-0.278,-1.0 +-0.924,-0.102,1.0 +1.35,0.472,-1.0 +0.151,0.322,1.0 +-0.616,0.413,1.0 +-0.779,-1.04,-1.0 +0.347,0.414,1.0 +0.745,0.366,-1.0 +-0.0187,-1.55,-1.0 +0.168,-1.06,-1.0 +-2.6,0.217,-1.0 +-0.228,-1.06,-1.0 +-1.06,-0.881,-1.0 +0.325,0.213,1.0 +0.926,-1.17,1.0 +0.479,1.48,-1.0 +0.0109,-0.378,1.0 +-0.445,-1.24,-1.0 +0.89,0.864,-1.0 +-0.115,-0.719,-1.0 +1.05,-0.96,1.0 +1.21,0.227,-1.0 +0.105,-0.208,1.0 +0.514,1.52,-1.0 +-0.644,-0.78,-1.0 +0.63,-1.23,-1.0 +0.558,-1.06,1.0 +-1.57,0.679,-1.0 +0.962,0.851,-1.0 +-0.588,-1.35,-1.0 +1.08,0.378,-1.0 +1.96,1.31,1.0 +-0.0685,0.931,-1.0 +-0.0253,0.0742,1.0 +0.552,-0.244,1.0 +0.95,-0.0297,1.0 +-0.298,0.158,1.0 +-0.279,-1.25,-1.0 +1.05,-0.23,-1.0 +1.27,-0.573,1.0 +-0.292,-0.224,1.0 +-0.174,-0.478,1.0 +1.72,-0.471,-1.0 +-0.862,1.01,-1.0 +-0.383,-1.26,-1.0 +-0.953,1.06,-1.0 +-1.24,1.14,-1.0 +-1.11,1.1,-1.0 +-1.58,0.272,-1.0 +-1.66,0.75,-1.0 +-0.364,1.7,1.0 +-1.4,-0.107,1.0 +0.171,2.11,1.0 +-1.75,0.318,-1.0 +-0.99,0.231,1.0 +1.2,-0.778,1.0 +0.57,1.42,-1.0 +0.802,1.21,-1.0 +1.25,-0.202,-1.0 +0.941,1.16,-1.0 +-0.163,-0.759,-1.0 +1.36,0.86,-1.0 +1.25,0.555,-1.0 +1.18,0.204,-1.0 +-0.459,-1.11,-1.0 +1.66,0.239,-1.0 +-1.05,0.966,-1.0 +-0.334,1.63,-1.0 +-0.593,-1.58,-1.0 +-0.974,1.05,-1.0 +-1.96,0.445,-1.0 +0.361,0.931,-1.0 +1.35,-0.461,-1.0 +0.0727,-1.46,-1.0 +-0.956,-1.61,-1.0 +2.34,1.64,1.0 +-1.45,-0.167,1.0 +-1.83,-0.746,1.0 +-0.971,-0.906,1.0 +-0.813,-1.23,-1.0 +0.482,-0.653,1.0 +-0.14,-0.694,1.0 +0.56,-1.02,-1.0 +-0.693,1.28,-1.0 +0.358,-0.887,1.0 +1.8,1.36,1.0 +-0.666,-1.1,-1.0 +-0.239,-1.42,-1.0 +1.14,-0.286,1.0 +-0.315,-1.3,-1.0 +-0.153,1.97,1.0 +0.589,0.714,-1.0 +2.47,1.12,1.0 +0.605,1.28,-1.0 +-1.21,1.19,-1.0 +-0.704,1.46,-1.0 +-0.724,-0.973,-1.0 +-1.67,0.672,-1.0 +-0.0939,1.68,-1.0 +0.097,-0.593,1.0 +-1.8,-1.71,1.0 +-1.49,0.415,-1.0 +-0.722,1.19,-1.0 +0.407,-0.94,-1.0 +0.463,-1.28,-1.0 +0.185,0.261,1.0 +1.97,1.41,1.0 +-0.246,-0.739,-1.0 +-0.889,-0.417,1.0 +1.19,0.554,-1.0 +-1.8,0.676,-1.0 +0.291,1.34,-1.0 +-0.267,-0.896,-1.0 +-0.59,-0.328,1.0 +0.0885,-1.22,-1.0 +-1.42,0.624,-1.0 +0.66,0.835,-1.0 +2.43,1.31,1.0 +0.217,-0.961,-1.0 +-0.877,0.263,1.0 +-0.899,0.0621,1.0 +-0.141,-0.797,-1.0 +-0.784,1.81,-1.0 +0.104,-1.04,-1.0 +-0.973,-0.126,1.0 +-0.278,-1.09,-1.0 +-0.914,-0.522,1.0 +0.238,1.74,-1.0 +-1.84,0.0932,-1.0 +1.64,1.53,1.0 +-0.19,-1.42,-1.0 +-0.508,-1.7,-1.0 +0.187,-1.02,-1.0 +0.16,0.189,1.0 +-1.71,-0.319,1.0 +0.793,0.836,-1.0 +0.383,-0.824,1.0 +-0.0697,1.56,-1.0 +-1.64,-1.05,1.0 +-0.739,-0.066,1.0 +1.22,-1.46,1.0 +1.48,1.01,1.0 +-0.876,0.232,1.0 +1.75,0.016,-1.0 +-0.048,-1.06,-1.0 +0.316,-0.601,1.0 +-1.87,-1.0,1.0 +-0.769,-1.46,-1.0 +-1.53,0.656,-1.0 +1.29,0.337,-1.0 +0.403,0.0297,1.0 +-1.31,-1.11,1.0 +1.31,-1.81,1.0 +0.617,-0.585,1.0 +0.713,0.948,-1.0 +0.994,0.0734,-1.0 +-0.345,0.376,1.0 +-0.84,-1.16,-1.0 +0.515,2.21,-1.0 +1.37,-0.8,1.0 +-0.197,0.544,1.0 +0.913,-0.374,1.0 +1.18,-0.277,-1.0 +0.834,-0.177,1.0 +-0.874,0.719,1.0 +1.09,-0.384,1.0 +-0.972,-1.08,1.0 +-0.85,0.963,-1.0 +1.21,0.306,-1.0 +0.933,0.716,-1.0 +1.66,0.243,-1.0 +1.75,1.33,1.0 +1.58,0.206,-1.0 +0.415,0.986,-1.0 +0.0128,1.29,-1.0 +-1.45,-0.0461,1.0 +0.928,-0.102,1.0 +0.834,0.925,-1.0 +0.824,-0.673,1.0 +-0.0275,-0.582,1.0 +1.19,-1.67,1.0 +1.34,0.32,-1.0 +-0.0839,1.0,1.0 +2.42,1.5,1.0 +0.39,1.27,-1.0 +-0.341,0.0621,1.0 +0.265,-1.06,-1.0 +-1.78,-0.572,1.0 +0.2,-0.609,1.0 +-1.51,0.348,1.0 +0.0311,-0.978,-1.0 +0.586,0.402,-1.0 +-0.0264,-0.952,-1.0 +-1.19,1.23,-1.0 +-1.19,-1.32,-1.0 +-0.534,1.15,-1.0 +0.418,0.616,1.0 +0.0194,-1.13,-1.0 +0.83,-0.939,1.0 +-1.37,-0.213,1.0 +-0.652,-1.54,-1.0 +-0.453,-0.0737,1.0 +-0.835,0.671,-1.0 +-3.09,-0.832,-1.0 +-0.598,-1.38,-1.0 +-0.0215,0.704,1.0 +-0.00124,-0.938,1.0 +-0.145,0.471,1.0 +0.633,0.901,-1.0 +-0.77,0.637,-1.0 +-0.756,-0.943,-1.0 +-1.02,0.968,-1.0 +-0.637,0.942,1.0 +-0.0254,-0.79,1.0 +-0.494,-1.22,-1.0 +1.09,-0.643,1.0 +0.366,0.164,1.0 +0.595,0.677,-1.0 +-0.132,1.68,1.0 +1.32,0.376,-1.0 +1.09,0.614,-1.0 +-0.26,1.36,-1.0 +-0.467,-0.945,-1.0 +-1.6,-0.0414,1.0 +1.23,-2.2,1.0 +1.93,1.41,1.0 +1.87,1.13,1.0 +0.785,-0.601,1.0 +1.8,0.757,-1.0 +-0.369,-1.14,-1.0 +-0.376,1.33,-1.0 +-1.43,0.245,-1.0 +-0.96,1.34,-1.0 +1.22,0.423,-1.0 +0.0951,-1.39,-1.0 +0.439,-1.09,-1.0 +0.886,-0.292,1.0 +1.22,0.834,-1.0 +1.12,-1.72,1.0 +-1.3,1.16,-1.0 +0.675,0.667,-1.0 +0.456,0.278,1.0 +-0.815,1.18,-1.0 +1.72,-0.259,-1.0 +-0.497,-1.29,-1.0 +-1.17,0.564,1.0 +0.0786,1.63,-1.0 +-0.64,-0.939,-1.0 +0.264,-0.605,1.0 +-0.222,0.156,1.0 +7.25E-4,-0.0366,1.0 +1.1,1.38,1.0 +-0.865,-1.1,-1.0 +1.32,-1.48,1.0 +-1.51,0.481,-1.0 +0.518,1.7,-1.0 +-0.845,-0.00258,1.0 +0.00273,-0.973,-1.0 +0.635,0.559,1.0 +1.27,-0.685,-1.0 +1.03,0.28,-1.0 +-0.964,0.108,1.0 +-0.132,-1.37,-1.0 +-0.186,-0.0925,1.0 +0.0585,-0.378,1.0 +-0.0876,0.255,1.0 +-0.56,-1.12,-1.0 +1.47,-2.05,1.0 +0.113,0.462,1.0 +-0.0189,-1.28,-1.0 +0.378,0.987,-1.0 +-1.32,0.516,1.0 +-1.07,-0.306,1.0 +1.49,-0.886,-1.0 +-0.138,-1.37,-1.0 +-1.7,-1.16,1.0 +0.598,0.133,1.0 +1.74,0.577,-1.0 +1.71,0.569,-1.0 +-0.973,0.107,1.0 +-1.48,-0.297,1.0 +1.19,0.812,-1.0 +-0.607,-0.894,-1.0 +-1.02,-1.29,-1.0 +-1.31,-0.627,1.0 +-1.02,0.521,1.0 +0.752,1.58,-1.0 +-0.0666,0.0656,1.0 +0.615,0.375,-1.0 +-0.142,1.65,-1.0 +0.335,1.95,-1.0 +1.22,0.247,-1.0 +-0.245,-1.18,-1.0 +0.409,-1.51,-1.0 +-1.3,-1.08,1.0 +0.505,1.45,-1.0 +-1.19,-0.976,-1.0 +0.388,0.484,1.0 +1.06,-0.453,1.0 +-0.911,-0.908,-1.0 +1.11,0.428,-1.0 +0.903,-0.339,1.0 +-0.815,0.334,1.0 +1.35,-0.387,1.0 +0.185,0.617,-1.0 +-1.96,-0.942,1.0 +-1.08,-0.952,-1.0 +-1.67,-0.266,1.0 +-0.856,-0.235,1.0 +-0.918,1.44,-1.0 +1.24,1.45,1.0 +1.41,-0.447,-1.0 +0.177,0.731,1.0 +0.0886,-0.844,-1.0 +0.604,0.555,-1.0 +-0.394,-0.253,1.0 +0.319,1.61,1.0 +-0.808,-1.5,-1.0 +-0.44,0.298,1.0 +-0.634,1.08,-1.0 +0.0116,-1.09,-1.0 +-0.651,-0.103,1.0 +0.0605,2.06,1.0 +-1.04,0.937,-1.0 +2.62,1.12,1.0 +-0.499,-0.241,1.0 +-1.46,-0.108,1.0 +1.01,0.677,-1.0 +0.627,0.234,-1.0 +-0.436,1.45,-1.0 +0.0165,-0.639,1.0 +1.42,-0.656,-1.0 +-1.23,-1.3,1.0 +1.35,-0.177,-1.0 +1.77,1.59,1.0 +-1.79,-0.0728,1.0 +-0.26,-1.23,-1.0 +-0.259,1.52,-1.0 +1.27,-0.747,-1.0 +-2.07,-0.521,1.0 +0.477,1.83,-1.0 +-0.195,1.31,-1.0 +1.22,1.04,-1.0 +-1.44,0.0919,1.0 +-0.784,-0.00647,1.0 +-1.55,0.121,1.0 +-0.236,1.44,-1.0 +1.24,-0.687,1.0 +-2.84,-0.177,-1.0 +-0.767,-1.3,-1.0 +1.14,0.376,-1.0 +1.05,-0.723,1.0 +0.814,0.817,-1.0 +-1.26,-0.119,1.0 +1.41,1.63,1.0 +0.933,-1.24,1.0 +-1.14,0.0337,1.0 +0.85,0.726,-1.0 +0.624,0.621,-1.0 +1.59,-0.0963,-1.0 +-1.8,-1.25,1.0 +0.00356,1.87,-1.0 +0.178,-1.24,-1.0 +1.18,0.334,-1.0 +0.91,0.864,-1.0 +0.145,-0.415,1.0 +1.26,-0.553,1.0 +-0.187,-0.267,1.0 +0.769,0.855,-1.0 +-1.31,-1.16,1.0 +1.08,0.148,1.0 +-1.25,0.857,-1.0 +-0.0656,1.24,-1.0 +-1.82,-0.705,1.0 +1.53,-1.81,1.0 +-0.177,-1.12,-1.0 +-1.03,-0.357,1.0 +-1.68,0.398,-1.0 +0.389,-0.804,1.0 +0.272,-1.12,-1.0 +0.846,1.87,-1.0 +-0.0686,1.72,-1.0 +-0.102,-1.31,-1.0 +0.168,1.97,1.0 +0.538,-1.25,-1.0 +0.677,0.108,1.0 +1.23,-0.146,1.0 +0.73,-0.99,1.0 +1.7,-0.0336,-1.0 +-0.968,0.348,1.0 +2.51,0.901,1.0 +0.643,-0.403,1.0 +-0.877,-1.08,-1.0 +-0.975,-0.273,1.0 +0.321,0.393,1.0 +-1.24,-0.0104,1.0 +-0.509,-0.824,-1.0 +0.0817,0.418,1.0 +1.95,0.902,1.0 +1.68,-0.32,-1.0 +-0.67,-0.55,1.0 +-0.33,0.301,1.0 +-0.736,0.683,1.0 +0.235,-1.06,-1.0 +-0.59,-1.23,-1.0 +1.08,0.72,-1.0 +0.527,-1.13,-1.0 +0.71,1.7,1.0 +0.0243,-0.719,-1.0 +0.207,0.65,1.0 +1.57,0.483,-1.0 +1.02,-0.351,1.0 +-0.21,0.171,1.0 +0.88,-0.241,-1.0 +-1.08,-0.868,1.0 +-1.52,0.246,1.0 +-0.834,-1.19,-1.0 +1.29,0.23,-1.0 +1.02,0.976,-1.0 +-0.241,0.774,1.0 +-0.451,1.7,-1.0 +-0.506,-1.2,-1.0 +1.35,0.657,-1.0 +-1.93,-0.315,1.0 +1.21,-0.774,1.0 +0.82,1.83,-1.0 +-2.05,-1.93,1.0 +1.3,0.739,-1.0 +0.832,1.33,-1.0 +-0.959,0.41,1.0 +0.432,0.749,-1.0 +2.12,0.978,1.0 +1.54,-0.193,-1.0 +-0.0454,1.75,-1.0 +-1.86,-1.3,1.0 +0.464,-0.792,1.0 +-0.539,-1.39,-1.0 +1.21,-0.873,1.0 +1.56,-0.177,-1.0 +0.292,-0.159,1.0 +0.445,-1.38,-1.0 +2.68,1.17,1.0 +-0.463,0.0231,1.0 +-0.951,1.39,-1.0 +0.572,-0.812,1.0 +-0.114,-0.147,1.0 +0.477,-1.24,-1.0 +-0.254,-1.27,-1.0 +-0.449,1.04,-1.0 +-0.311,-1.07,-1.0 +0.566,-0.977,1.0 +1.47,0.486,-1.0 +1.37,1.45,1.0 +-0.543,7.62E-5,1.0 +-1.4,0.261,1.0 +-1.53,-0.466,1.0 +0.26,-0.54,1.0 +1.96,1.28,1.0 +-0.707,-1.43,-1.0 +-2.1,-0.604,1.0 +0.721,0.731,-1.0 +-0.234,-0.974,-1.0 +1.26,0.462,-1.0 +-0.527,0.887,-1.0 +1.03,0.805,-1.0 +0.276,-0.218,1.0 +-1.07,-0.039,1.0 +1.35,-1.51,1.0 +0.507,1.02,-1.0 +0.306,-1.13,-1.0 +-1.21,-0.392,1.0 +-0.793,0.905,1.0 +0.204,-1.29,-1.0 +1.39,-0.631,1.0 +-0.218,-1.63,-1.0 +-1.34,0.626,-1.0 +-0.35,2.07,-1.0 +0.021,-0.905,-1.0 +-0.614,-1.22,-1.0 +0.753,0.781,-1.0 +1.23,0.0999,1.0 +0.445,0.0484,1.0 +-0.959,1.07,-1.0 +-0.204,-0.181,1.0 +-2.18,-1.88,1.0 +-0.474,0.264,1.0 +0.904,1.15,-1.0 +-0.876,0.92,-1.0 +1.1,-0.313,1.0 +1.26,-1.03,1.0 +0.961,-1.33,1.0 +-0.224,-1.02,-1.0 +-0.558,-1.73,-1.0 +-0.18,-0.639,-1.0 +0.326,0.00626,1.0 +0.279,0.149,1.0 +-1.43,0.0281,1.0 +0.449,-0.0489,1.0 +0.465,0.842,-1.0 +-0.49,1.25,-1.0 +0.368,-0.856,-1.0 +-0.0242,-1.28,-1.0 +0.42,2.1,-1.0 +-1.09,-0.463,1.0 +-0.391,-0.547,1.0 +0.703,-0.583,1.0 +-1.3,0.469,-1.0 +-1.44,-0.505,1.0 +1.01,0.865,-1.0 +1.55,-0.649,-1.0 +0.447,-1.18,-1.0 +-0.0433,0.605,1.0 +-1.56,-0.329,1.0 +-1.37,0.808,-1.0 +-0.448,-0.354,1.0 +1.53,0.368,-1.0 +-0.672,1.35,-1.0 +0.883,0.598,-1.0 +0.491,0.194,1.0 +-0.11,-1.21,-1.0 +-0.436,1.86,-1.0 +0.924,0.701,-1.0 +1.24,0.908,-1.0 +-0.058,-0.904,-1.0 +0.195,-1.27,-1.0 +2.0,1.28,1.0 +0.562,0.172,1.0 +0.278,0.383,1.0 +-0.711,0.465,1.0 +-0.605,-1.52,-1.0 +1.39,0.155,-1.0 +0.38,-1.35,-1.0 +-1.07,-0.709,1.0 +-0.958,0.812,-1.0 +-0.296,0.538,1.0 +0.952,0.836,-1.0 +0.917,0.231,-1.0 +-1.72,0.142,1.0 +-1.52,-0.368,1.0 +-1.53,0.257,-1.0 +1.38,-0.645,1.0 +0.102,-1.36,-1.0 +1.45,-1.25,1.0 +-1.12,0.589,1.0 +0.613,-0.0651,1.0 +2.44,-0.448,-1.0 +1.33,-1.71,1.0 +0.289,1.01,-1.0 +-1.05,0.219,1.0 +-0.405,-1.09,-1.0 +0.819,0.546,-1.0 +1.58,-0.468,-1.0 +1.07,1.53,-1.0 +0.434,0.295,1.0 +-0.385,-0.734,1.0 +0.85,-0.829,1.0 +-0.901,-1.68,-1.0 +-0.0677,1.74,-1.0 +0.244,1.84,1.0 +-1.84,-0.958,1.0 +1.21,0.00827,-1.0 +-1.13,-1.06,-1.0 +0.0114,1.66,-1.0 +1.89,-0.633,-1.0 +0.367,-0.451,1.0 +0.344,0.908,-1.0 +-0.416,0.246,1.0 +-0.716,-1.19,-1.0 +-1.07,-0.552,1.0 +-1.94,0.832,-1.0 +0.21,2.18,-1.0 +-0.932,-1.15,-1.0 +0.23,-1.15,-1.0 +1.55,1.1,1.0 +0.497,1.27,-1.0 +-0.599,1.44,-1.0 +0.928,1.45,1.0 +1.38,1.25,1.0 +-0.866,-0.197,1.0 +-0.817,-0.783,-1.0 +0.221,0.147,1.0 +-0.314,-0.919,-1.0 +0.802,0.852,-1.0 +1.25,-1.38,1.0 +0.991,-1.1,1.0 +-0.927,-0.595,1.0 +0.517,1.71,-1.0 +0.952,-0.782,1.0 +-0.215,-0.217,1.0 +-0.207,-1.37,-1.0 +-0.223,1.65,1.0 +-0.882,-0.726,-1.0 +-0.747,-0.509,1.0 +1.27,-0.519,-1.0 +0.0090,0.928,1.0 +-1.17,0.586,-1.0 +0.521,0.56,1.0 +-1.01,0.768,-1.0 +0.605,0.378,1.0 +-0.582,-0.587,1.0 +0.125,-1.24,-1.0 +-0.471,-0.919,-1.0 +1.4,0.541,-1.0 +1.49,-1.53,1.0 +0.459,1.69,1.0 +0.183,-1.16,-1.0 +-0.104,0.48,1.0 +-0.0541,-1.31,-1.0 +0.728,0.752,-1.0 +-1.13,0.654,-1.0 +-0.265,1.71,-1.0 +-1.96,-0.442,1.0 +0.675,0.886,-1.0 +-1.76,-1.33,1.0 +-1.92,-1.17,1.0 +-1.42,-1.4,-1.0 +-0.39,-1.01,-1.0 +-0.634,1.21,-1.0 +-0.218,-1.05,-1.0 +0.332,-0.527,1.0 +0.171,-0.502,1.0 +-2.13,-1.85,1.0 +0.0273,-0.683,-1.0 +-0.0897,-0.115,1.0 +0.603,1.8,1.0 +-0.0232,-1.24,-1.0 +-1.48,0.944,-1.0 +-0.0127,-1.12,-1.0 +-0.587,1.01,-1.0 +0.163,-1.13,-1.0 +0.93,0.65,-1.0 +1.5,-0.0608,-1.0 +-0.0911,-0.0844,1.0 +1.64,-0.308,-1.0 +0.404,-1.1,-1.0 +1.37,1.24,1.0 +-1.22,-0.107,1.0 +-0.642,-1.35,-1.0 +-0.181,-1.1,-1.0 +-0.218,-0.882,-1.0 +-0.683,0.139,1.0 +-0.305,1.18,-1.0 +-1.19,0.814,-1.0 +-0.758,0.794,-1.0 +0.811,1.07,-1.0 +1.45,-1.03,1.0 +-0.169,-0.601,1.0 +0.462,1.89,-1.0 +-1.89,-1.16,1.0 +-0.0199,-1.32,-1.0 +-0.396,-1.45,-1.0 +-1.08,0.89,-1.0 +0.624,-0.285,1.0 +-0.177,1.51,-1.0 +-0.437,-0.789,-1.0 +1.22,1.48,1.0 +-0.961,0.755,-1.0 +-1.64,0.572,-1.0 +1.34,0.274,-1.0 +1.16,-0.254,-1.0 +-0.38,-1.34,-1.0 +0.918,1.72,1.0 +-1.14,-0.927,1.0 +-0.516,1.46,-1.0 +0.188,1.59,1.0 +-1.51,-0.27,1.0 +1.21,0.151,-1.0 +1.05,-1.11,1.0 +0.385,-1.07,1.0 +-0.139,-0.363,1.0 +0.953,-1.3,1.0 +0.725,1.33,-1.0 +0.0966,-1.06,-1.0 +-0.347,-1.15,-1.0 +-0.0605,1.65,-1.0 +-1.88,-1.26,1.0 +0.484,-0.427,1.0 +-0.618,-0.506,1.0 +-0.121,-1.05,-1.0 +-0.169,-0.135,1.0 +-1.28,-0.542,1.0 +1.62,-0.131,-1.0 +-0.446,-1.53,-1.0 +1.16,-0.357,1.0 +0.298,-0.878,-1.0 +-1.46,1.11,-1.0 +-0.764,0.218,1.0 +0.901,-0.952,1.0 +0.955,0.142,1.0 +-1.12,-1.17,-1.0 +-0.0845,1.15,-1.0 +-0.844,0.371,1.0 +-1.43,0.0911,1.0 +-0.978,-1.05,1.0 +-0.899,-1.38,-1.0 +0.942,1.83,1.0 +1.35,0.677,-1.0 +-0.678,1.6,-1.0 +-0.145,1.65,-1.0 +1.35,-0.518,-1.0 +-1.54,-0.598,1.0 +1.12,1.14,-1.0 +-0.715,-1.49,-1.0 +-1.0,-0.885,-1.0 +-0.357,1.51,-1.0 +-0.859,1.26,-1.0 +0.8,1.56,-1.0 +-1.53,0.795,-1.0 +0.707,-0.778,1.0 +-1.62,0.213,-1.0 +-0.836,-1.36,-1.0 +-1.84,-0.284,1.0 +-0.685,0.727,1.0 +0.875,-1.47,1.0 +-0.079,0.227,1.0 +0.731,1.74,1.0 +-1.15,-0.659,1.0 +-1.6,0.788,-1.0 +-0.114,0.846,1.0 +-1.14,1.08,-1.0 +0.143,0.845,-1.0 +0.678,0.961,-1.0 +-0.397,0.563,1.0 +-0.872,0.663,-1.0 +-0.262,1.71,1.0 +-1.2,-1.4,-1.0 +1.08,0.088,-1.0 +0.523,-1.38,-1.0 +1.23,-0.0874,-1.0 +1.13,-1.75,1.0 +-0.466,-0.851,-1.0 +-0.336,0.182,1.0 +1.04,0.0909,1.0 +0.553,-0.172,1.0 +0.134,-1.06,-1.0 +-0.882,-0.608,1.0 +1.24,0.441,-1.0 +-0.714,-1.65,-1.0 +0.547,1.15,-1.0 +-1.47,0.96,-1.0 +0.437,2.35,-1.0 +-0.539,0.292,1.0 +0.543,0.913,-1.0 +-1.34,-1.05,1.0 +-0.326,0.0769,1.0 +0.843,0.634,-1.0 +0.452,-0.204,1.0 +0.974,0.877,-1.0 +1.97,0.041,-1.0 +0.554,-0.454,1.0 +-1.29,-0.264,1.0 +-1.18,-0.898,1.0 +1.08,1.37,1.0 +-1.04,-1.07,-1.0 +-0.325,0.969,1.0 +0.72,0.677,-1.0 +0.803,0.349,-1.0 +-1.58,-0.798,1.0 +1.3,-0.346,-1.0 +0.332,-0.69,1.0 +-0.0128,-1.27,-1.0 +-1.83,0.379,-1.0 +-1.21,1.0,-1.0 +-0.76,-1.26,-1.0 +-0.665,1.61,-1.0 +1.12,-0.447,1.0 +-0.23,2.0,1.0 +-0.176,-0.207,1.0 +-1.75,-1.92,1.0 +-0.599,1.25,-1.0 +0.101,0.881,1.0 +-0.298,-1.16,-1.0 +1.01,0.257,-1.0 +-0.479,0.91,-1.0 +-0.428,-0.509,1.0 +-1.74,0.367,-1.0 +0.637,1.25,-1.0 +0.00879,1.47,-1.0 +-0.302,-0.116,1.0 +0.157,0.956,-1.0 +-0.617,1.61,-1.0 +0.934,0.32,-1.0 +-0.226,-1.45,-1.0 +-0.667,-0.895,-1.0 +-0.0337,-1.36,-1.0 +-0.0411,0.32,1.0 +-1.78,-0.607,1.0 +-0.495,1.31,-1.0 +-0.823,0.729,-1.0 +0.916,-0.0255,1.0 +1.7,0.0023,-1.0 +-0.563,1.29,-1.0 +-0.995,-0.507,1.0 +-1.39,-0.943,1.0 +-1.75,-1.63,1.0 +0.742,0.744,-1.0 +-0.435,-1.53,-1.0 +2.27,0.284,-1.0 +0.175,-0.887,-1.0 +1.17,1.37,-1.0 +-1.75,-1.27,1.0 +-1.33,0.878,-1.0 +-0.238,1.74,1.0 +0.99,1.02,-1.0 +-1.9,0.856,-1.0 +-1.64,-1.16,1.0 +-0.415,0.463,1.0 +0.435,0.397,1.0 +-0.306,2.28,-1.0 +0.569,1.15,-1.0 +1.04,-1.17,1.0 +-1.28,-1.12,1.0 +-1.07,1.3,-1.0 +-0.211,-0.637,-1.0 +-0.104,-1.15,-1.0 +-0.0169,-0.939,-1.0 +-1.4,0.247,1.0 +-0.897,-0.972,-1.0 +-1.68,-0.472,1.0 +0.655,1.72,1.0 +-0.58,-0.579,1.0 +0.688,-0.878,1.0 +1.55,-0.00546,-1.0 +-2.25,0.167,-1.0 +0.252,0.258,1.0 +1.54,-0.749,-1.0 +-1.5,0.0847,1.0 +-0.851,-1.26,-1.0 +-0.403,-0.636,1.0 +-0.138,-1.03,-1.0 +1.94,1.25,1.0 +-0.651,1.12,-1.0 +-0.562,-1.12,-1.0 +1.66,-0.402,-1.0 +-1.31,0.239,1.0 +-0.0113,-0.78,-1.0 +0.0821,-0.398,1.0 +-0.639,0.68,1.0 +-1.49,-0.221,1.0 +-0.0060,-0.32,1.0 +0.782,-0.139,1.0 +-1.33,0.897,-1.0 +-1.19,-0.774,1.0 +0.127,1.94,-1.0 +-1.29,-0.23,1.0 +0.76,-1.16,1.0 +-0.992,-0.0156,1.0 +-0.396,1.21,-1.0 +-0.665,-1.04,-1.0 +1.24,-1.33,1.0 +-0.22,-1.12,-1.0 +-1.54,0.562,-1.0 +-0.159,-0.12,1.0 +1.03,-0.805,1.0 +-0.625,1.38,-1.0 +-1.79,-0.124,1.0 +-0.0656,-1.57,-1.0 +1.12,-0.908,1.0 +-1.28,-0.259,1.0 +-0.309,1.16,-1.0 +-0.625,-0.675,-1.0 +-0.752,-0.117,1.0 +-1.1,0.322,1.0 +1.09,1.49,1.0 +-0.867,0.214,1.0 +0.596,-0.172,1.0 +-0.704,0.71,-1.0 +0.672,1.57,-1.0 +1.38,0.698,-1.0 +-1.34,0.54,-1.0 +0.429,1.94,1.0 +0.381,1.61,1.0 +0.129,-0.889,-1.0 +-1.01,-0.0908,1.0 +-0.651,-0.528,1.0 +0.0439,2.03,1.0 +-2.37,-0.01,-1.0 +-0.553,-0.687,1.0 +-1.47,-0.817,1.0 +1.36,-0.412,-1.0 +1.92,0.0429,-1.0 +-0.673,-0.177,1.0 +1.32,0.218,-1.0 +0.221,0.946,1.0 +1.05,0.899,-1.0 +0.942,0.248,-1.0 +-1.7,-1.79,1.0 +0.359,1.52,-1.0 +-0.977,0.639,1.0 +-1.02,-1.19,-1.0 +-0.496,1.41,-1.0 +1.45,0.273,-1.0 +1.16,-1.1,1.0 +-0.878,-1.46,-1.0 +0.983,0.203,-1.0 +0.167,-0.793,1.0 +-1.67,1.1,-1.0 +-1.28,-0.471,1.0 +1.1,0.74,-1.0 +0.435,1.31,1.0 +-1.41,-0.357,1.0 +-0.00145,-0.7,1.0 +1.5,-0.993,-1.0 +-0.248,-1.69,-1.0 +-0.819,-1.21,-1.0 +1.78,0.272,-1.0 +-1.04,1.13,-1.0 +-0.536,-0.814,-1.0 +-0.663,-1.47,-1.0 +0.355,-0.222,1.0 +0.486,0.991,-1.0 +-1.33,-0.12,1.0 +0.975,-1.34,1.0 +0.431,1.64,1.0 +-0.516,-0.92,1.0 +0.0479,-1.06,-1.0 +-1.04,-1.08,-1.0 +-0.767,-1.2,-1.0 +0.613,1.35,-1.0 +-0.834,-0.258,1.0 +0.473,-1.11,1.0 +-0.734,1.25,-1.0 +2.2,1.14,1.0 +-0.443,1.02,-1.0 +-0.568,-0.873,-1.0 +-0.452,-0.717,1.0 +0.14,1.25,-1.0 +1.22,0.325,-1.0 +2.18,1.13,1.0 +1.52,0.315,-1.0 +-0.276,-1.19,-1.0 +-0.29,0.7,1.0 +-1.22,0.177,1.0 +0.799,-0.99,1.0 +-0.0163,-1.07,-1.0 +1.51,-0.355,-1.0 +0.431,-1.46,-1.0 +-0.264,-1.14,-1.0 +1.14,0.607,-1.0 +-0.508,-0.694,1.0 +1.53,0.228,-1.0 +2.07,1.37,1.0 +1.78,1.01,1.0 +-0.0175,-1.21,-1.0 +-0.295,-1.27,-1.0 +-0.743,0.685,1.0 +0.405,-1.2,-1.0 +0.351,-0.964,-1.0 +0.192,1.94,1.0 +-0.867,1.09,-1.0 +1.21,0.752,-1.0 +0.545,1.28,-1.0 +0.985,0.114,-1.0 +-0.544,-0.831,-1.0 +1.12,0.293,-1.0 +-1.44,-0.47,1.0 +-0.077,1.87,1.0 +-0.956,1.11,-1.0 +1.35,-0.962,1.0 +0.234,-0.413,1.0 +-0.861,-1.21,-1.0 +0.599,1.14,-1.0 +-1.38,-0.826,1.0 +-1.37,0.928,-1.0 +0.395,1.21,-1.0 +1.01,-0.437,1.0 +1.1,-1.17,1.0 +0.999,-1.12,1.0 +-0.381,-0.917,-1.0 +0.817,-0.941,1.0 +0.184,0.558,1.0 +-0.334,-1.34,-1.0 +0.974,-1.32,1.0 +0.655,1.14,-1.0 +-0.209,-0.356,1.0 +-0.511,1.53,-1.0 +-0.891,-0.617,1.0 +0.0545,-1.32,-1.0 +0.545,-0.165,1.0 +1.29,0.488,-1.0 +0.364,-0.269,1.0 +-1.11,0.308,1.0 +-0.421,-1.09,-1.0 +0.849,0.907,-1.0 +-1.17,1.08,-1.0 +0.629,-0.617,1.0 +0.424,0.0533,1.0 +0.179,1.87,-1.0 +1.36,-0.117,-1.0 +1.02,0.729,-1.0 +0.252,-0.389,1.0 +-0.549,1.03,-1.0 +1.27,0.775,-1.0 +-0.0192,-1.03,-1.0 +-1.31,0.0708,1.0 +-0.719,0.242,1.0 +-0.633,0.257,1.0 +-0.491,-1.55,-1.0 +-1.84,-0.366,1.0 +-0.457,-0.983,-1.0 +-0.565,-0.0822,1.0 +0.401,-1.31,-1.0 +-0.561,-0.787,1.0 +-1.74,0.697,-1.0 +0.745,0.877,-1.0 +0.617,1.34,1.0 +-1.77,-1.19,1.0 +1.88,0.325,-1.0 +1.09,0.155,-1.0 +0.0899,-1.09,-1.0 +0.229,0.613,1.0 +1.05,-0.655,1.0 +-1.15,-0.545,1.0 +-0.555,0.908,-1.0 +1.45,0.211,-1.0 +0.132,-1.49,-1.0 +1.0,0.654,-1.0 +-0.487,-0.797,-1.0 +0.643,-0.351,1.0 +-0.0744,-0.463,1.0 +-0.0476,-1.24,-1.0 +0.478,0.46,1.0 +-0.398,-1.28,-1.0 +0.335,1.15,-1.0 +-0.397,-1.1,-1.0 +0.625,1.38,1.0 +-0.648,-0.713,1.0 +-0.4,-1.15,-1.0 +0.762,-0.334,1.0 +0.137,1.94,1.0 +-0.726,-1.17,-1.0 +-1.13,1.01,-1.0 +1.34,-0.632,1.0 +-0.0261,-1.38,-1.0 +-1.21,-1.22,-1.0 +1.55,0.482,-1.0 +-0.794,1.24,-1.0 +0.517,1.46,-1.0 +-0.865,1.6,-1.0 +-1.57,-0.561,1.0 +0.329,0.606,-1.0 +0.497,2.23,-1.0 +-0.529,0.365,1.0 +-1.82,0.474,-1.0 +0.948,0.985,-1.0 +-0.488,-1.31,-1.0 +1.46,-1.06,1.0 +-1.67,0.88,-1.0 +2.4,1.2,1.0 +1.57,-0.909,1.0 +-0.144,1.68,-1.0 +0.123,-0.283,1.0 +-1.23,-0.977,-1.0 +-1.69,0.614,-1.0 +1.71,-0.945,-1.0 +-0.135,-1.1,-1.0 +-1.35,-0.57,1.0 +-0.0117,-1.34,-1.0 +1.31,0.151,-1.0 +0.983,0.611,-1.0 +-1.52,-0.00335,1.0 +0.976,1.24,-1.0 +0.0271,1.83,1.0 +-1.4,0.98,-1.0 +-0.45,-0.928,-1.0 +-2.09,0.604,-1.0 +0.455,0.877,-1.0 +0.193,1.72,-1.0 +-0.304,1.5,-1.0 +-1.98,-0.655,1.0 +-0.0237,-1.0,-1.0 +-0.184,-1.4,-1.0 +0.458,-0.157,1.0 +-1.45,-1.22,1.0 +-0.152,-1.11,-1.0 +-0.0208,1.76,1.0 +1.31,0.208,-1.0 +-1.06,-1.54,-1.0 +-1.24,0.1,1.0 +0.715,1.3,-1.0 +-1.77,-0.455,1.0 +0.75,1.63,1.0 +1.12,0.422,-1.0 +1.88,-1.13,-1.0 +0.894,-0.742,1.0 +0.756,-0.0709,1.0 +-0.734,0.881,-1.0 +0.301,-1.29,-1.0 +0.426,0.194,1.0 +-1.93,0.96,-1.0 +0.258,0.482,1.0 +0.272,-1.6,-1.0 +0.194,-1.27,-1.0 +-2.28,-1.02,1.0 +-1.55,-0.61,1.0 +-1.36,-0.324,1.0 +0.869,0.576,-1.0 +1.59,-0.111,-1.0 +-0.424,0.0207,1.0 +0.621,1.32,1.0 +-0.0367,-0.144,1.0 +0.735,0.932,-1.0 +1.74,0.195,-1.0 +-0.482,0.0903,1.0 +-0.201,1.35,-1.0 +-0.0882,1.17,-1.0 +0.831,1.35,-1.0 +0.762,0.344,-1.0 +0.777,0.312,-1.0 +0.813,1.06,-1.0 +-0.507,1.89,-1.0 +0.163,-1.08,-1.0 +-0.9,0.858,-1.0 +1.88,-0.289,-1.0 +0.273,1.79,-1.0 +1.47,-0.531,-1.0 +-0.814,0.23,1.0 +-0.422,-0.241,1.0 +0.996,1.46,1.0 +0.0432,-1.39,-1.0 +0.591,-0.427,1.0 +-0.698,-0.726,1.0 +-0.536,1.19,-1.0 +-0.53,0.101,1.0 +0.494,1.18,-1.0 +-0.305,0.194,1.0 +0.0878,-1.08,-1.0 +-0.752,0.342,1.0 +0.135,0.0532,1.0 +-0.0461,1.65,-1.0 +1.29,0.0437,-1.0 +-0.534,-1.23,-1.0 +-0.269,1.37,-1.0 +-0.803,-1.09,-1.0 +0.915,1.15,-1.0 +0.676,0.925,-1.0 +1.28,0.373,-1.0 +-0.699,-0.359,1.0 +-0.222,0.259,1.0 +-1.6,-1.44,1.0 +-0.665,0.357,1.0 +-0.615,-0.97,-1.0 +0.938,-0.255,1.0 +-0.926,0.916,-1.0 +-0.854,-0.379,1.0 +-0.611,-1.28,-1.0 +-1.01,0.357,1.0 +-1.19,1.14,-1.0 +-0.728,-0.76,1.0 +-0.768,-0.909,-1.0 +-0.173,1.59,-1.0 +0.229,1.63,-1.0 +0.513,0.741,-1.0 +-0.0773,-1.22,-1.0 +-0.114,-1.5,-1.0 +-1.3,0.651,1.0 +0.5,0.762,1.0 +-1.15,-0.562,1.0 +0.884,-0.766,1.0 +-0.83,-1.08,-1.0 +-1.6,-1.32,1.0 +0.781,0.911,-1.0 +-1.32,0.0399,1.0 +0.673,2.52,-1.0 +-0.855,1.22,-1.0 +0.0893,-1.1,-1.0 +-1.52,-0.993,1.0 +-0.355,1.28,-1.0 +0.273,-1.45,-1.0 +-1.27,-0.688,1.0 +0.157,-0.652,1.0 +-1.18,1.17,-1.0 +-0.736,-1.14,-1.0 +0.603,0.145,1.0 +0.722,0.368,-1.0 +-0.38,-1.27,-1.0 +1.66,-0.384,-1.0 +-0.118,-1.26,-1.0 +0.689,-0.187,1.0 +-0.886,-1.27,-1.0 +-1.47,0.52,-1.0 +1.07,0.668,-1.0 +-1.94,-0.761,1.0 +0.41,1.01,-1.0 +-0.78,-1.37,-1.0 +0.344,1.38,1.0 +0.22,-1.36,-1.0 +-0.621,1.11,-1.0 +0.707,1.37,-1.0 +0.196,1.76,-1.0 +0.44,-0.936,-1.0 +1.37,0.219,-1.0 +0.284,1.86,-1.0 +1.45,0.169,-1.0 +0.941,1.46,-1.0 +-0.275,-1.6,-1.0 +-1.5,0.282,1.0 +0.121,0.219,1.0 +-1.87,0.373,-1.0 +-1.51,-0.626,1.0 +1.41,0.319,-1.0 +0.919,0.798,-1.0 +0.533,1.76,-1.0 +0.845,0.00714,1.0 +-0.203,1.26,-1.0 +-0.52,1.35,-1.0 +-0.0696,-0.896,-1.0 +-0.914,0.317,1.0 +-0.688,-1.14,-1.0 +1.07,0.399,-1.0 +-0.411,-1.34,-1.0 +0.924,0.861,-1.0 +-0.901,-1.13,-1.0 +1.55,-0.0305,-1.0 +1.15,0.565,-1.0 +-0.572,1.16,-1.0 +0.155,1.88,-1.0 +1.43,-0.816,1.0 +-0.858,-1.2,-1.0 +-0.0652,0.631,1.0 +0.16,-0.616,1.0 +-1.53,0.501,-1.0 +-1.45,-1.14,1.0 +-0.113,2.13,1.0 +-0.241,-0.374,1.0 +-0.49,-1.45,-1.0 +-0.861,-0.972,-1.0 +1.14,0.212,-1.0 +-0.44,-1.3,-1.0 +-0.98,-1.49,-1.0 +-1.69,-0.176,1.0 +0.84,1.42,-1.0 +-0.972,0.473,1.0 +-0.668,0.919,-1.0 +0.732,0.493,-1.0 +0.535,1.46,1.0 +-1.4,-0.183,1.0 +1.26,0.305,-1.0 +-0.996,-0.984,1.0 +-0.534,-1.4,-1.0 +0.733,0.926,-1.0 +0.587,0.0331,1.0 +0.0125,-0.665,-1.0 +0.835,1.24,-1.0 +-0.942,-1.15,-1.0 +0.0368,-0.239,1.0 +1.5,1.5,1.0 +-0.744,-1.39,-1.0 +-0.472,0.267,1.0 +0.304,1.61,-1.0 +-0.0439,0.305,1.0 +-1.96,-1.09,1.0 +1.31,0.17,-1.0 +-1.78,-0.253,1.0 +-1.21,0.918,-1.0 +0.457,0.191,1.0 +0.998,0.37,-1.0 +0.513,1.5,-1.0 +-0.714,-0.161,1.0 +0.0722,1.8,-1.0 +1.33,-0.0673,-1.0 +0.508,-0.331,1.0 +0.862,-1.24,1.0 +0.65,1.86,-1.0 +1.74,-0.143,-1.0 +0.417,-1.54,-1.0 +0.466,0.281,1.0 +1.73,0.979,1.0 +-0.314,-0.72,-1.0 +0.0981,0.465,1.0 +-1.08,1.01,-1.0 +2.37,1.07,1.0 +0.143,-0.786,-1.0 +0.032,-1.5,-1.0 +0.739,2.14,-1.0 +0.396,1.81,1.0 +0.538,1.38,-1.0 +0.0325,-1.46,-1.0 +-0.391,1.32,-1.0 +-0.695,1.08,-1.0 +-1.84,-0.846,1.0 +-0.824,1.1,-1.0 +1.16,-1.24,1.0 +0.7,1.14,-1.0 +-0.17,1.18,-1.0 +-0.0932,0.472,1.0 +0.164,-1.18,-1.0 +0.443,1.54,-1.0 +-1.22,0.0836,1.0 +-0.188,-1.27,-1.0 +0.109,-0.522,1.0 +1.62,1.19,1.0 +-0.853,0.358,1.0 +-1.69,-1.14,1.0 +0.725,-0.99,1.0 +0.25,-1.1,-1.0 +-1.22,0.569,1.0 +0.627,0.125,-1.0 +-0.0699,-1.2,-1.0 +0.594,1.8,-1.0 +-0.901,-1.56,-1.0 +1.02,0.0975,-1.0 +-0.149,-0.0185,1.0 +-0.226,-1.09,-1.0 +1.11,0.685,-1.0 +-0.301,1.69,-1.0 +0.471,-0.445,1.0 +-0.827,1.23,-1.0 +-0.672,-0.0414,1.0 +0.606,-0.877,-1.0 +-0.64,0.705,1.0 +0.14,-0.8,-1.0 +0.425,-1.21,-1.0 +0.966,-0.199,1.0 +1.06,0.629,-1.0 +0.839,-1.15,1.0 +0.379,1.74,-1.0 +0.603,-1.0,-1.0 +-0.463,-1.2,-1.0 +1.18,1.42,1.0 +1.09,-1.12,1.0 +0.9,-1.36,1.0 +1.11,-1.1,1.0 +1.46,-0.111,-1.0 +0.242,0.347,1.0 +0.669,0.98,-1.0 +-1.2,-0.826,1.0 +-1.13,0.928,-1.0 +-0.799,1.11,-1.0 +-0.108,1.7,-1.0 +-1.18,0.692,-1.0 +-0.787,-0.113,1.0 +-0.412,-0.689,-1.0 +-0.452,0.524,1.0 +0.29,-0.515,1.0 +-0.518,-0.914,-1.0 +-1.1,0.419,1.0 +1.34,1.44,1.0 +-1.46,0.594,-1.0 +-0.613,1.1,-1.0 +1.5,0.0442,-1.0 +1.34,-0.0272,-1.0 +-0.146,-0.869,-1.0 +0.0726,-1.31,-1.0 +-0.198,-0.661,1.0 +-0.0776,-1.35,-1.0 +-1.22,-0.68,1.0 +1.17,0.407,-1.0 +1.34,0.0998,-1.0 +1.25,-1.25,1.0 +0.712,1.49,1.0 +-0.516,-0.915,-1.0 +-1.63,0.728,-1.0 +-0.514,-1.21,-1.0 +1.12,0.822,-1.0 +-0.076,-1.12,-1.0 +-0.678,-0.417,1.0 +-0.897,-1.04,-1.0 +1.12,0.375,-1.0 +-1.94,-1.61,1.0 +-0.756,-0.679,-1.0 +0.825,-1.28,1.0 +1.8,0.0607,-1.0 +0.108,-1.21,-1.0 +2.18,1.21,1.0 +0.634,0.366,1.0 +1.26,0.799,-1.0 +-0.702,-0.811,-1.0 +-0.336,-0.0523,1.0 +-0.729,1.5,-1.0 +1.3,0.749,-1.0 +0.283,0.394,1.0 +0.247,1.65,1.0 +0.212,1.81,-1.0 +1.08,-0.628,-1.0 +-0.852,-0.298,1.0 +-1.77,-0.592,1.0 +-0.251,0.327,1.0 +0.417,-1.28,-1.0 +-0.12,-1.22,-1.0 +-2.19,-1.3,1.0 +2.11,0.942,1.0 +-0.214,-0.235,1.0 +1.05,0.219,-1.0 +-0.863,0.174,1.0 +0.244,1.42,-1.0 +0.0725,0.596,1.0 +-1.34,0.869,-1.0 +-0.0874,-1.07,-1.0 +-0.452,-1.22,-1.0 +0.973,0.653,-1.0 +0.911,-0.832,1.0 +0.303,-0.94,-1.0 +0.282,-0.761,1.0 +1.7,-0.554,-1.0 +0.659,1.28,-1.0 +-0.192,0.791,1.0 +0.424,1.64,1.0 +-0.59,-1.04,-1.0 +2.04,1.36,1.0 +-1.11,-0.351,1.0 +-1.86,-1.78,1.0 +-1.12,-0.315,1.0 +-0.932,-1.02,-1.0 +1.71,-0.424,-1.0 +0.726,-0.626,1.0 +-1.46,0.657,-1.0 +-0.347,-1.13,-1.0 +-1.21,-1.16,1.0 +0.541,1.41,-1.0 +0.334,1.04,-1.0 +1.31,0.118,-1.0 +0.673,0.172,1.0 +1.14,0.866,-1.0 +-0.372,-1.11,-1.0 +1.29,0.644,-1.0 +1.26,-1.25,1.0 +0.408,-0.664,1.0 +0.339,0.881,-1.0 +0.00275,-0.0555,1.0 +-0.836,-0.65,1.0 +0.838,1.5,-1.0 +-1.4,-1.54,1.0 +0.786,1.31,-1.0 +-0.88,0.407,1.0 +0.987,0.258,-1.0 +1.86,-0.213,-1.0 +-1.53,0.679,-1.0 +-1.12,0.699,-1.0 +-1.19,-0.328,1.0 +0.829,-0.305,-1.0 +1.16,0.847,-1.0 +-0.434,-1.1,-1.0 +-0.177,-1.45,-1.0 +-0.131,1.76,1.0 +1.19,0.309,-1.0 +0.189,1.35,-1.0 +0.0963,-1.38,-1.0 +-0.989,0.48,-1.0 +-0.532,0.181,1.0 +0.704,-0.91,1.0 +-0.301,1.82,1.0 +0.0561,-0.479,1.0 +1.13,-1.27,1.0 +-0.206,-1.15,-1.0 +-0.413,1.17,-1.0 +-1.21,-0.854,1.0 +1.01,0.555,-1.0 +0.879,1.03,-1.0 +0.724,0.706,-1.0 +-2.03,-1.23,1.0 +0.414,0.141,1.0 +0.466,0.322,1.0 +1.44,0.276,-1.0 +0.97,1.15,-1.0 +1.1,1.58,1.0 +0.719,0.759,-1.0 +1.07,0.512,-1.0 +-0.753,-1.08,-1.0 +-0.451,1.72,-1.0 +-1.24,-0.706,1.0 +0.179,-1.04,-1.0 +0.214,-0.45,1.0 +0.364,-0.858,-1.0 +-1.04,-0.131,1.0 +0.273,1.68,-1.0 +1.19,0.289,-1.0 +-0.436,-0.954,-1.0 +-0.403,-0.488,1.0 +-0.8,1.66,-1.0 +0.00854,1.31,-1.0 +1.47,-1.44,1.0 +1.13,1.07,-1.0 +-1.1,0.737,-1.0 +-0.711,0.96,-1.0 +1.81,-0.551,-1.0 +-0.381,-1.08,-1.0 +2.0,1.71,1.0 +-1.34,0.824,-1.0 +-0.184,-0.751,1.0 +0.608,-1.18,1.0 +0.957,-0.572,1.0 +-0.243,-1.24,-1.0 +0.914,0.26,-1.0 +0.701,0.564,-1.0 +1.35,1.33,1.0 +0.387,-0.798,-1.0 +-1.02,-1.43,-1.0 +1.71,1.17,1.0 +-0.178,-0.551,1.0 +-0.434,-1.16,-1.0 +0.512,-0.49,1.0 +-0.434,2.24,-1.0 +-2.17,-0.523,1.0 +1.18,0.766,-1.0 +-0.00948,-0.336,1.0 +0.142,-0.698,1.0 +-1.28,0.559,-1.0 +-1.01,-0.363,1.0 +-1.74,0.975,-1.0 +1.34,-1.07,1.0 +1.28,1.35,1.0 +-0.274,-0.99,-1.0 +1.39,0.0609,-1.0 +-1.36,0.976,-1.0 +0.99,0.771,-1.0 +-1.82,-0.341,1.0 +0.423,1.74,-1.0 +1.42,-0.208,1.0 +-0.261,0.204,1.0 +-1.69,0.706,-1.0 +-1.24,-0.497,1.0 +-0.074,1.97,1.0 +1.4,-1.13,1.0 +0.411,1.47,-1.0 +-1.51,-0.285,1.0 +1.12,-1.22,1.0 +-0.652,1.14,-1.0 +0.608,0.0135,1.0 +0.0285,1.72,1.0 +-0.315,-1.09,-1.0 +0.222,1.47,1.0 +-0.376,-0.975,-1.0 +-0.356,-0.0513,1.0 +-0.42,1.11,-1.0 +-1.17,-0.073,1.0 +-0.816,0.562,-1.0 +1.02,0.44,-1.0 +-0.828,-0.82,-1.0 +-0.183,1.15,-1.0 +-0.768,0.209,1.0 +-0.101,-0.122,1.0 +-1.55,0.378,-1.0 +-0.825,0.481,1.0 +1.23,-1.55,1.0 +1.61,-0.387,-1.0 +-0.785,-0.361,1.0 +-1.53,-1.01,1.0 +0.327,0.17,1.0 +1.35,-1.23,1.0 +-1.04,0.621,-1.0 +0.424,0.471,-1.0 +-0.0567,-1.41,-1.0 +1.63,0.0545,-1.0 +-0.522,0.877,1.0 +-0.391,1.03,-1.0 +-1.54,-0.641,1.0 +0.0114,-1.46,-1.0 +1.16,0.151,1.0 +-0.17,-0.346,1.0 +0.809,0.942,-1.0 +0.602,1.06,-1.0 +-0.879,0.499,1.0 +1.18,0.507,-1.0 +-1.06,-0.937,-1.0 +2.37,1.14,1.0 +-1.42,0.592,1.0 +1.88,0.116,-1.0 +-1.06,0.817,-1.0 +0.809,0.741,-1.0 +1.22,0.217,-1.0 +0.612,1.8,1.0 +1.25,-0.146,1.0 +1.28,-0.236,-1.0 +-0.298,-1.26,-1.0 +0.93,-0.375,1.0 +-0.626,-1.18,-1.0 +-0.102,1.57,1.0 +-0.918,-0.578,1.0 +1.01,1.53,1.0 +0.805,0.42,-1.0 +-0.958,0.536,-1.0 +-0.051,-0.972,-1.0 +-0.0443,-0.335,1.0 +0.822,0.501,-1.0 +-0.337,1.66,-1.0 +-0.957,0.039,1.0 +-0.0406,2.09,-1.0 +-0.266,-1.2,-1.0 +-0.216,-0.353,1.0 +-1.33,-0.861,1.0 +-1.87,-1.32,1.0 +-1.1,0.817,-1.0 +0.568,0.244,-1.0 +-0.672,-0.601,-1.0 +0.847,1.4,-1.0 +-0.125,-1.48,-1.0 +0.504,0.0752,-1.0 +0.257,0.154,1.0 +-0.269,1.6,-1.0 +0.29,-0.481,1.0 +-2.06,0.392,-1.0 +-1.14,0.849,-1.0 +-1.54,0.516,1.0 +1.55,-0.466,-1.0 +0.209,0.755,1.0 +-1.66,-0.56,1.0 +0.299,1.56,-1.0 +-0.418,-1.26,-1.0 +-0.0554,-1.28,-1.0 +-1.1,0.641,1.0 +-0.016,-0.448,1.0 +0.463,0.498,-1.0 +-1.56,-1.1,1.0 +0.287,-1.45,-1.0 +-1.03,1.01,-1.0 +0.826,0.84,-1.0 +-1.31,-0.354,1.0 +-0.634,-1.15,-1.0 +1.26,0.144,-1.0 +-0.162,1.84,-1.0 +-0.532,0.978,-1.0 +0.527,-1.02,-1.0 +-0.208,-0.646,1.0 +-0.58,-1.09,-1.0 +-0.071,1.63,-1.0 +-0.622,0.804,1.0 +-0.25,-1.23,-1.0 +0.504,1.78,-1.0 +2.29,1.22,1.0 +0.625,1.67,-1.0 +-0.165,-0.697,-1.0 +-0.317,1.77,-1.0 +0.309,-0.689,1.0 +1.14,0.647,-1.0 +-1.37,-0.177,1.0 +-0.988,-0.191,1.0 +-0.0273,0.739,1.0 +0.611,0.978,-1.0 +-1.89,-1.7,1.0 +-0.936,1.81,-1.0 +1.25,0.794,-1.0 +-1.34,0.595,-1.0 +0.469,1.91,-1.0 +-1.57,0.629,-1.0 +-1.61,-0.451,1.0 +-1.81,-0.488,1.0 +1.08,-0.996,1.0 +0.445,0.135,1.0 +0.764,0.469,-1.0 +0.369,0.428,1.0 +-0.367,-1.04,-1.0 +-0.139,0.132,1.0 +-0.987,-0.863,1.0 +-1.54,0.503,-1.0 +0.434,-0.189,1.0 +-1.57,-1.47,1.0 +1.62,-0.0187,-1.0 +0.659,-0.985,1.0 +0.196,1.27,-1.0 +-1.42,-0.327,1.0 +1.82,1.43,1.0 +-0.487,-0.536,1.0 +0.235,1.48,1.0 +1.38,0.131,-1.0 +-1.44,-0.0746,1.0 +-0.163,-0.398,1.0 +1.25,-0.322,-1.0 +1.33,-0.0802,-1.0 +-0.18,0.595,1.0 +-1.29,-0.754,1.0 +0.409,1.45,-1.0 +-1.45,-1.25,1.0 +-1.32,0.995,-1.0 +1.02,-0.728,1.0 +1.72,0.0291,-1.0 +-1.78,-0.687,1.0 +-0.966,-0.628,1.0 +-1.57,0.378,-1.0 +1.12,-0.659,1.0 +0.0235,-0.18,1.0 +-1.17,0.156,1.0 +-0.105,-0.442,1.0 +-0.256,-0.115,1.0 +0.414,1.16,-1.0 +0.617,-0.0096,1.0 +-1.37,0.648,-1.0 +0.774,0.617,-1.0 +2.29,1.32,1.0 +0.501,0.0553,1.0 +0.981,0.532,-1.0 +0.141,0.0947,1.0 +0.0436,0.0126,1.0 +-1.84,-1.64,1.0 +-1.22,-0.119,1.0 +-1.16,0.41,-1.0 +1.25,-0.00263,-1.0 +1.03,1.29,-1.0 +0.773,-0.747,1.0 +-0.0297,-1.58,-1.0 +0.217,-1.21,-1.0 +-1.06,1.03,-1.0 +-1.93,-0.92,1.0 +0.598,0.855,-1.0 +-1.69,-1.27,1.0 +0.822,0.192,-1.0 +-0.539,1.41,-1.0 +0.00168,0.262,1.0 +-0.742,-1.02,-1.0 +-1.31,-0.903,-1.0 +0.878,-1.38,1.0 +0.465,-1.26,-1.0 +-1.11,-0.821,1.0 +2.41,1.26,1.0 +-1.56,-0.172,1.0 +-0.855,-1.05,-1.0 +5.19E-4,0.282,1.0 +-1.88,-0.979,1.0 +-0.895,-1.07,1.0 +0.235,0.772,1.0 +1.87,-1.16,-1.0 +0.735,1.63,1.0 +0.0737,0.124,1.0 +-0.337,1.85,-1.0 +-0.2,1.74,1.0 +1.2,-0.213,-1.0 +0.382,0.175,1.0 +1.03,-0.191,-1.0 +-0.739,1.32,-1.0 +0.952,0.616,-1.0 +-1.57,-0.205,1.0 +0.774,-1.22,1.0 +1.21,-1.24,1.0 +1.1,0.131,-1.0 +0.397,0.513,1.0 +1.07,-1.38,1.0 +-1.37,-0.205,1.0 +-0.33,0.0829,1.0 +-0.718,-1.25,-1.0 +-0.676,1.3,-1.0 +0.434,2.19,-1.0 +-0.882,-0.582,1.0 +1.16,-0.768,1.0 +0.572,-1.24,-1.0 +-0.757,0.298,1.0 +0.67,1.15,-1.0 +0.0301,-0.894,-1.0 +1.22,1.35,-1.0 +-0.685,0.989,-1.0 +-0.377,-0.617,1.0 +0.13,1.41,-1.0 +-1.09,1.39,-1.0 +1.15,-1.14,1.0 +0.648,1.41,-1.0 +0.981,0.0921,-1.0 +0.318,1.4,-1.0 +-0.501,0.0787,1.0 +-1.12,0.494,-1.0 +-1.81,-0.994,1.0 +-0.748,-0.034,1.0 +0.544,1.41,-1.0 +-0.944,1.02,-1.0 +-0.533,1.22,-1.0 +-0.446,-1.28,-1.0 +0.498,-1.02,-1.0 +-0.954,-1.19,-1.0 +1.65,0.0404,-1.0 +-2.03,0.359,-1.0 +-0.235,-1.22,-1.0 +0.627,-0.0629,1.0 +-1.93,0.525,-1.0 +2.35,1.14,1.0 +0.233,-0.275,1.0 +-0.781,-0.113,1.0 +-0.327,0.612,1.0 +-1.41,1.09,-1.0 +0.0489,-1.36,-1.0 +0.253,-1.3,-1.0 +-1.25,-0.656,1.0 +-1.59,0.322,-1.0 +1.99,1.18,1.0 +2.2,1.26,1.0 +-0.172,-1.31,-1.0 +0.276,0.397,1.0 +0.949,0.422,-1.0 +1.06,0.842,-1.0 +1.98,1.27,1.0 +-0.279,-0.0928,1.0 +0.275,1.18,-1.0 +-0.318,0.317,1.0 +-1.32,-0.088,1.0 +-0.695,-0.736,-1.0 +0.916,1.63,-1.0 +0.974,0.512,-1.0 +-0.567,-1.7,-1.0 +1.38,0.749,-1.0 +0.521,-1.04,-1.0 +1.13,0.429,-1.0 +-0.511,1.5,-1.0 +1.46,-0.91,1.0 +1.67,0.0877,-1.0 +-0.965,-0.978,-1.0 +-2.0,-1.72,1.0 +-1.43,-1.02,1.0 +0.739,0.139,1.0 +0.369,0.49,1.0 +-1.64,-1.8,1.0 +-1.31,-0.498,1.0 +0.44,0.9,-1.0 +-1.59,-1.36,1.0 +-0.724,0.215,1.0 +1.33,1.43,1.0 +-0.91,-0.607,1.0 +1.19,0.997,-1.0 +-0.914,0.425,1.0 +1.11,0.375,-1.0 +-1.46,-0.298,1.0 +-0.328,0.232,1.0 +0.941,-0.789,1.0 +-1.82,0.885,-1.0 +0.0949,-1.56,-1.0 +0.874,-0.769,1.0 +-0.967,0.592,-1.0 +0.803,1.35,-1.0 +-0.521,0.726,1.0 +-0.76,-0.698,1.0 +-2.25,-1.96,1.0 +-0.749,0.0101,1.0 +-0.00626,-0.959,-1.0 +1.01,-0.984,1.0 +0.198,-1.19,-1.0 +0.544,1.63,1.0 +-0.213,0.259,1.0 +-0.729,1.37,-1.0 +0.112,0.0285,1.0 +-0.968,-0.912,-1.0 +-0.566,-1.33,-1.0 +-0.271,1.59,-1.0 +1.56,-0.367,1.0 +0.897,1.07,-1.0 +1.39,-0.498,-1.0 +0.0968,-0.225,1.0 +0.374,0.966,-1.0 +-0.791,-1.26,-1.0 +0.615,0.558,-1.0 +-0.391,0.181,1.0 +-0.153,-1.2,-1.0 +0.298,0.509,1.0 +0.557,-1.04,1.0 +-0.109,-1.07,-1.0 +0.412,-0.124,1.0 +-1.55,-1.47,1.0 +1.9,1.27,1.0 +0.838,-0.115,1.0 +0.243,1.61,-1.0 +0.48,-1.1,-1.0 +0.854,-0.537,1.0 +-0.00294,0.513,1.0 +1.34,0.878,-1.0 +0.00865,-0.918,-1.0 +1.82,-0.643,-1.0 +-0.212,-1.18,-1.0 +0.823,-1.21,-1.0 +-0.835,-1.06,-1.0 +-0.536,1.05,-1.0 +-1.53,-1.21,1.0 +0.352,0.333,1.0 +-1.09,0.531,-1.0 +0.709,0.872,-1.0 +1.54,1.75,1.0 +-1.87,-0.555,1.0 +-0.282,1.78,1.0 +0.428,-0.494,1.0 +0.923,0.933,-1.0 +-1.21,-0.409,1.0 +-1.31,0.175,1.0 +-0.753,-0.321,1.0 +0.614,-1.46,-1.0 +-0.598,-1.35,-1.0 +-1.15,-0.0498,1.0 +1.6,-1.36,1.0 +-0.902,-0.36,1.0 +-0.66,-0.0708,1.0 +2.57,0.989,1.0 +-1.13,-0.0634,1.0 +-1.01,-0.397,1.0 +1.43,-1.21,1.0 +1.0,0.254,-1.0 +-0.103,-0.414,1.0 +-0.969,1.02,-1.0 +1.09,1.03,-1.0 +1.08,0.0163,-1.0 +1.44,-1.7,1.0 +-2.02,-0.792,1.0 +1.17,0.511,-1.0 +0.0403,-1.51,-1.0 +0.931,0.783,-1.0 +0.824,0.587,1.0 +-0.0957,-1.06,-1.0 +1.05,0.472,-1.0 +-0.268,-1.52,-1.0 +1.35,0.229,-1.0 +-1.4,0.475,-1.0 +-1.34,-0.419,1.0 +-0.523,-1.31,-1.0 +1.18,1.49,-1.0 +0.566,0.0815,1.0 +0.34,-1.34,-1.0 +0.578,-0.622,1.0 +0.753,1.89,1.0 +-0.184,-0.0314,1.0 +0.56,1.7,1.0 +1.07,0.457,-1.0 +-0.613,0.775,1.0 +0.819,0.0462,1.0 +1.11,-0.0628,-1.0 +-1.61,-1.13,1.0 +1.06,-0.0531,1.0 +0.764,-0.804,1.0 +0.226,-1.38,-1.0 +-1.19,1.01,-1.0 +1.25,-0.118,-1.0 +-1.76,-1.17,1.0 +-0.234,-0.656,1.0 +-1.45,-1.29,1.0 +0.234,-0.822,1.0 +-1.84,-0.865,1.0 +-1.63,-1.32,1.0 +-0.715,-0.969,-1.0 +0.0973,-1.33,-1.0 +-0.551,0.288,1.0 +1.39,-0.013,-1.0 +0.215,-1.66,-1.0 +0.0224,1.43,1.0 +-0.338,-1.33,-1.0 +-0.693,-0.113,1.0 +0.0533,-1.02,-1.0 +-0.153,-1.22,-1.0 +-1.18,0.0302,1.0 +1.15,0.329,-1.0 +1.31,-1.4,1.0 +-0.285,1.98,-1.0 +1.06,-0.0553,1.0 +-0.904,-0.203,1.0 +0.661,-0.199,1.0 +0.896,-1.27,1.0 +-1.54,-0.618,1.0 +1.29,-0.657,1.0 +-1.67,-1.5,1.0 +-1.36,-0.848,1.0 +1.98,-0.0252,-1.0 +0.485,0.635,-1.0 +-0.674,0.842,-1.0 +0.722,-0.975,1.0 +1.02,-0.625,1.0 +1.26,-0.181,1.0 +-0.658,-1.31,-1.0 +-0.405,-1.25,-1.0 +1.27,0.493,-1.0 +0.933,-0.277,1.0 +-0.815,-0.682,1.0 +-1.51,-0.769,1.0 +0.117,-1.07,-1.0 +0.384,2.15,-1.0 +-1.32,1.1,-1.0 +1.2,-1.65,1.0 +0.0529,1.52,-1.0 +1.46,0.0373,-1.0 +-0.607,-1.6,-1.0 +-1.06,-0.549,1.0 +-1.39,0.862,-1.0 +0.527,0.51,1.0 +1.15,-0.451,1.0 +-0.171,0.0105,1.0 +-1.63,0.524,-1.0 +2.2,-0.665,-1.0 +0.826,1.42,-1.0 +-0.138,-0.0524,1.0 +-0.754,1.19,-1.0 +0.0574,-0.134,1.0 +0.877,0.161,-1.0 +1.17,0.446,-1.0 +0.647,0.317,-1.0 +-1.73,-0.242,1.0 +0.631,-0.674,1.0 +-0.973,-0.047,1.0 +-0.4,0.00463,1.0 +-1.14,-1.27,1.0 +0.42,1.1,-1.0 +0.43,-0.654,1.0 +1.49,0.365,-1.0 +-0.643,1.68,-1.0 +0.698,-0.655,1.0 +-0.222,2.47,-1.0 +-1.22,-0.0961,1.0 +-0.276,1.05,-1.0 +-0.253,-0.406,1.0 +-1.38,0.678,-1.0 +-1.13,-0.443,1.0 +1.3,0.175,-1.0 +1.64,1.46,1.0 +1.48,1.78,1.0 +-1.61,-0.363,1.0 +-1.52,-1.23,1.0 +-0.0657,-1.19,-1.0 +-0.653,0.433,1.0 +2.48,1.21,1.0 +-0.959,1.08,-1.0 +0.842,-0.372,1.0 +-0.402,-1.11,-1.0 +-0.291,0.561,1.0 +-1.02,-0.224,1.0 +0.45,-0.104,1.0 +-1.88,-0.454,1.0 +-0.582,-0.752,1.0 +-0.594,1.24,-1.0 +-1.49,-0.00325,1.0 +0.552,1.04,-1.0 +1.06,0.443,-1.0 +0.406,-0.707,1.0 +1.15,0.0436,1.0 +0.612,1.37,-1.0 +1.1,0.508,-1.0 +1.1,0.604,-1.0 +-0.753,1.18,-1.0 +-1.13,0.411,1.0 +-0.872,0.26,1.0 +-0.415,0.256,1.0 +0.801,-0.639,1.0 +0.762,0.125,1.0 +0.0343,-1.18,-1.0 +0.524,-0.231,1.0 +-0.0262,-1.18,-1.0 +-1.47,-0.0358,1.0 +1.29,0.152,-1.0 +-0.851,0.189,1.0 +-0.961,1.0,-1.0 +-0.776,0.127,1.0 +-0.674,-0.62,1.0 +0.244,-0.69,1.0 +-0.974,0.511,1.0 +0.37,1.03,-1.0 +-1.98,-0.88,1.0 +0.308,0.117,1.0 +-1.62,0.468,-1.0 +-0.843,-1.08,-1.0 +1.0,1.17,-1.0 +-0.954,0.687,1.0 +0.768,-0.966,1.0 +1.64,1.12,1.0 +-1.7,-0.554,1.0 +0.404,0.00999,1.0 +0.704,-0.906,1.0 +0.335,1.39,1.0 +-1.7,-0.569,1.0 +2.64,1.14,1.0 +0.769,0.772,-1.0 +-0.255,-0.142,1.0 diff --git a/.resources/lab1_kernel_samples_example.png b/.resources/lab1_kernel_samples_example.png new file mode 100644 index 0000000000000000000000000000000000000000..600ed32490d1211da558932cb3967d42d13bfa90 GIT binary patch literal 139762 zcmb6A1yqz_*FK6rGYl|v2}pyKgo1R4l+xXZlytX4Gtx>*NSAbjbeBkn(hVY=(#?5z zzyJIF*E#E~-&)7DM1h%S_I>ZV_Ol+~rrYT>5i*{@pMBQM{K zxlz#t;!D6Ez6^R}{4zlP|Gt6K?b3+@|NY$)B^i9N|GWtN5=uk}``=gn34}rZ`+!h^ z|L0qDrbKkPy0PP)YG5R)@v02pMb*bi))ko0pi$Jwo{cq z-G=Q>lvuuV745@DED@UYEbjQdATxQz|K8wNOSi7Td~(fkxfdrLcICgx+n*Qe9w48mrsoA#gq@LVW^(9cNBWt4XP zhb|Do;i`Wy?siL{KXvV< zkAN~K_w^fVRXRFS{y?YPf>`appgb!w@R$Z;)!E5;rw|I{OT{t5o)#vG%}S3n z3HS?j#S2P4>M^$kk^P-)vCI1MH5VN?-5}!6h7+U8hK1iHJIU8C4>zi0v{GN*2Czei zN8Low z=PM*xv%2+n=6)!WZ`RvVBh058Hz z>3^THgyO9-RvpHxC=Y5xVywD*H9cYEy)hXE6wY=_Ru5XK>(Z1c`tOgpMns3Z7iqkT zdMNciCaR!izute4O-tjgHTR+RvWXN`QJ$4qyV~-LCQ{ZweD3+c5tF6Mee{nRkd}fz zh>O_pr=U|F{i*C0v=;$Z$!8*&`ctPF=#>Zb?IMk3qIS3af%s2e1zrf=5M?S&o!(dZ znt|qL=zsh2Kb8*)^k1KIlIZ_Gc-DVk_J4QA*J@9NNr{QKTsDSlELp$@r`Iid7E4Z@ z{;@3Y!aWjX4-C~j(q#|C|3$pJ;V2`HY;f85?zS^|sLdFNPcq80XIVXEMEYRGKUhK4 zNrY}~BMgKp(B@}* zqV+3}&T3EoWr^Aun`(S(0Ofe!ekK}#fL$eL`bt)7(+56wIB3%VXnE23ZqXK-g=g6a zo#gxh3E0+>*Q~pzHk)CiHvuA5G$Un7%W0!Y$;?X<@7%T|>g?ztj23udu#N=&#V*jJ z*_(jVVYl=w_l-!*U|w`W3K|}z-?H+w5bwo*5?}yhvp?td#N|I1^a7T?KlB^J!gm)n zZ2b+EP8e+-g`0bx-lX53N{<4w(Hwn$cPiob#iShC*@d;wBesi-L0HPEk6$UIH{vr*a<}_mHd` zo~OFlktjuIx^M!0=_TZ?a_3A&aOdTA<%zezPOQrP=PO;}PASlDpTO~K?K7XU1+gV0 zq@BzkeSSBbZrF>GLSgzA%r~K%TS6tZZ?Ll5U$|domJ2r85I$KHoLgSO6E`4EJuUn+ zl6LlLl+gJ4_Lpu-sNTc#kY}yplLt1dd1Gv{vdK5n>tDIoN5{F_+0e}xV!i&zTfA${#!Y5bIkksNz+x(Vh-P`SII-6s+aG=gl)SvV0s!82ZzFyN8V%HCrzPUSVf` zzIZMr%HIppXB%ol;g^q1_f}K=fzjae?p&Kfrd{j9 z*b+u0#(3JU4SeLtZY8suz1xk)w*MpEPjpC(8eQ=tPewTHYYm=e$SqaH72hEOHz^e@ zto);oasdX7#IzV_h!>ThhE>al8Rg|r_PxyAAeUr)FRPlmgX1wk!B#gLIpCZYyOr}Z z)_e{4oxa!U$R8R74Lpaf0}e1{j`6ZOUwsK$@V;(5OKSsCs~MEi(nuYba(=+TJL?a- zo+BeWovrxK87(p?q|ko$1HgClkMiV`n8r=NjHgedt*;R8x!e0R$^%ZI)3+6;HdS3> zBYnC!`%3Po%!f_K<9^Q^q%G{A4+mHO?Uoi1A|&ADOYjNfP9B0y%Ffy$D9{=ClR8YB z89aIT>RJ3Zv-oh4ubSBQVDvO@LKzYBV=nRbbG&9|>iWGiz7sq@SvDk>O@BB}x-v|D zaY}AES4>^*N9^m1S#nRpU{O$#%ls;vEAh1k2y#MMDEA%5=7oD3us-|y4hbHI$&4Cx ziEm-if=ZM6Np(N?r?Q7DY$7OB`{6{zb^GeNg1iZ^`{XtLPDfEn@5%3Gy8H1oonM=b zw`w@K;C}Tm>O0PxQzqWZzeFi3UH8EQZCFEdD|>CyUfoXeph6T@YG!ePVJtd$bjp{( z{vvOK2NRNj3zH=QME(F{rdL)Qo6v((gkyJvEq!b}t+)z^j(&V&vyqB3V>X76YhQ0N z>WVVzzFz+6wH%p{^`3aV1Q)^j3l!mnO8LQ0xa5 zRjs6s1fI)+V+-Grq?v1%edv9foak#ChgQ!(BnFq?5_);d*!wiF*bfuK*x>z;2&vllm zvJtr^>fp!#$BDFPYWL(xnBZCw-JiL8WR|bZBr_AEIAHv_t=TE=S*^_wh`-__xV*?V zK~<@bH{<7x==tFbaGuq~p@6CjxDWoR=(wUyM}NZpdo@NaYyJJH?^u>g>l7A+A6o8! zCW)kg))HE}!Sr!Kp*+!@EWX%lg()}c`Ptsaplhu{WR&UYRG*fF zW);olo`hMLg`8g19Ai!|%}P7mSM;%^h`UmyUqN%$I!W<5lcU-x+R_bJ93|k!)AtOU ztxFzFG?n)k`yY4-9h*577By!}jUBOeR+N9O$O6ZT*U4^U@(@LS~cyddh@LDf2B%XFv2UdFG_VYhE%i z2A|VA|7?c3Qq@v^u|=}*wxBBNt=w=FHBJn)q7WB%jFIkv@$U8JHow>h!PGlrULvm_ z>+2Q!xSF_}>3M}sF#Jho!#t-kOp*@X|gNi(7( z4Xu%x50xipt#Bg{f1TX9_!W@ihi>8fe)o@vnl2;fjs`Cy?c_uYwx&f<$*>HVj~MdW z_58TZbf0iyKtn_A$`0QDE1~>cr5+{vH7>CojBhhKb01$(SttLTSr`w~4vE*KxYJjp!2cRciwq5&Dz3`T3ek*x$C;t6{<>+btAkJbkrqkog5ov`!o$N=c)p}}(!M2$1 z5BPZ*+AdOw9$)r|Uw}b@;ENs3_I{^n5b*kc&{qm zYpek=7_@m`)NV# znCZdgA7X(i2vQri`UcthQ%^4AH9dMzP{%sjN1wXkk`6p!M+Kht$!0&{@R>ywXWuxL zSS2|PlZ4Zm`!7oMJ`c!wbn13Txmn2#UuGtveTEmDTIs>88mcof2P^yF7?I+v*#=3! z#%lfcJlyc^mB3tysCmVFTB|R>6c2qod{20S=-g@JI``?81(Vp5 z@8uJH-;XG(S;!kpOZu}bZGez5ljHu*s`47Va@>J_`Vkl)P|6xbg+mBS%v=TBJ+qDm zEz4hn1?sOkctcfB>u^f8wH~_d)eV0?B(EQaoVMp=dd)s_gnlujcJU8-;e_+@OxArH z>u}UAS`^Q|o`R5YPd6;DBVN@1i@5up->#rJXJl($t@$Ymr$&jt8GrjuTi~#e%aWb~ z2$2Z*%C+-rhx$5y@3Ne~@I>8BWI}YEKURdWJpm=tBm@zwSd+_W+<6MY+eNLpqxfI? zA@~xBx#!au;>iBWp1oxbqINj;G;uWkdm$SSiu6m&K|#{z*UwA5MR)5BQPHl1SNds+ zs@;T%heK)*?Pchi(sw$Je>G)>kU-sQ5mt7Pn<1zLL*~3>Hv7}G ztFFVi&+iC%raf#uQ@wZXx3g)vgTBx6s4tE@=6*T@tXA)7(d-BD{xbLk*1*F%nxxl1 zgG9w9*=yWtW~+jYxF9(kATGr@?GimehD*4Q7%uNBceu5ES6bp@6LZ`+A+! zqO#n~ljmZ3VScBsnNDM%-$hnwJcpy*-OkI0s#=jcpB}7Wmp`;`j_Rn3A$QekYKnsq znbK|(O2Yz|g7m`wfw||?J>&Hwh`Xg9Kf86iRX(r|iZFZH6ziZCHWYD)S2s|Owocvn z0;_2su>NYaPkNOKOQnL52tL=rM+#uwfE?i0xU~udd3fJ(c(`-Lkkwljpn$eF<~wB{ z>~XmrUflDrhuX7~(x)} zbuVB134A@F(y$U?S#HWsk#!}p6Zs{vgq)MwgIFrKL|BRPe?DJ}IajdoZyxjYf`hCs z?odm>$w|){-oGq9(ynZw0mVdY&PA|^WIYZ>LUn{Yu=DXdA~jysI$Rk}W=5``C3Ve%0^?LmT*)`Xg&l(OJn~Dyl^ZCIGnn z(lY15ZPy?Rws*(7m^3L>ExAE{^!bJPf!{}zgoJ~)s1=S{Bz>QfK`Uw8p5Un1{r(VF zUc`<&ApPbsOPlsYYX`E_?qkQ8U)ftQwIeeWfCr=in)-X^p}F=k8@q@mvKTcDSuvgz z6lxzuyNz_4k$>jpK|i0dqKGGgguxSboU~hD5aX!q5;VE9x}Wy=MyBHftzTcMr$EWo zVhMG1l6{)zY0KOu#Kn0TdZnZAI~nLD52u-pmsY`2XIHefNq?bINL7oaes)i{%jjS{ z3HVRlHgj6h|Fy7{c9sppcJZ=^yG=ji8MDw4x#=VEUlLxC{9X~;j1yC)Bme${rhW>m zpgcu|6#4hU03DSWMY|@fa(+H~j}YN`Y+Ns017mwppzG-9-3MM-7crro%nG5|VvxsV zkTwWfMAHWmn|jHr*W3g_WOpr)9Z(ekrrA2K-J6>0hxIW zVI9UCiXxRWln!+qnoGNVK=2w^k!;aK&WN@>1GRn)fAqs~jEe5ZiOYqV8|gt2O<{SI zZT0zuea|CtUCQ8 zYr+tpR*?%5DA2bFx4jb?6r8$pLYT|SAkC&E_m0n^ZcF@h?KVoQ4iZ1fs(Ad=;eZ;G zgCMVha?crE9}`efr<@Z`sy;kC?}XraAI>g7Mnat59OhrnNS z)Aw;LJ*8e4&c(ZJN!;g@j=SiHkd~gb6)-1v{vMs7aRr0&&ETWY-_-=hslAx#49bTW z*Iy0DL4e;eM7k<5#7jiba9X4($aN0>c6k(>s?w<7qyPP}5N=VJi!k;X^lBRQ-d&0b zIk5)(r1E7!PxN)A;=6gAew~bIiE-`TayZK|4sU#;E#<|VRj7mG;bL?yx+lDT2vGW> zT0j5p7yc*JWxRF;$16&>3xqF$gWOzl@=LUu;%6wF<8h|lrc7dz+M-G$p=OE@95B1g zj8XO^0WA^HiQmjEK(?I>l*F!2t>)QVST^;9-w#}r1?!Y_zatm24`xu9DsFT#PJq+R zH8Y7v%i#};Sp5FTa4k`)W%+ql@t>Qm2s&gN4v{CPFPtm@j=9yb!XM490)rv z%)BD&*6>(+h0b4sk-$K$h@5zub_g=WV6pndbf~4M%jb=Or8p9maYg`L`u+YBcZ51k z-zRb``P=z7FFInl;;kGrd6m?;yvXSgAF8$K0uyB$qr{wcdH2vYcw@5K*!i$okA zhGd$O%{xw=w7gLD2)^{xzHYAU69c$lgTyT%_+zyle8vo4= z7t^(WD^p&~qKaU_?beZPPhU46`Dz{;W4agB^+%Vrx1#Mo;zmWJWj-h#6!tE)l4xv@ zQ1iq1oaM;BTQew<6(cl09audl{xvoR2;W02{K$u|a;_Fjg(Mfg`0kNb9A{aUJDPi4 zg)LKkJiqDoJ5wl;SI{E;>9(WkfWanmF3MVE)jc#x-II|!1r^%$dg*DCXbgIb#N?j= z*wXGex@PN8mx zZj{jI)DAqRp!IXDxkl1b;h*U};~!>DC#mRl2FgOR%OwrvLEJzOR{wz|4Hn2F{A&nc znM~qB1pRO=b@r^dg1NE5REw`>?|HEFs_mm_C++9TU<}1)+B)zzKJO!wYS1jY=>>h6 z72woF{HuPq({$vO%33;OSZe=vc)In8Cz@B58?%O?z~!-(V8z*o0w3{(n%bDMt^v_N z^m~-6lIe4pMjDPT7@uUe!M5=Gje~ZQpBN1w zUqd(e$69l4m*{8Yx~6}XW;~s)U8dKzFR+XSJ$c)N7B%LlF80{Vz#sTEQ9$9{|yH8NkihjCxRh8T5re6f@t~7a{$} z5;mBYV8fwv zKc%aDTOkgxQ6O*xZ~0MSEa;)c(uM(nro8*Mth(Kf{fgTX%;Q*1Mq5J7NA$c$c6-vs z=k$~O71-SrZ69d{KW04VC7hTJ9ohw zSF-9|SUG9>Jxx5M;tFN5M1+#fL34%&WRtuY$I?MuEAuX$AT@xVzzhnE3%<{0Fw$1% z7_ehS1qz<`KM_`TlRcEVultgK%M^OPtK8qOeY#igTxnbH9#M z7Y)BabbBovG5VSVCt~luG-G~xRxQa7x|{mPb+=@{kCv;?uM=wG|2qrNG4HZMzq4|+ zBq_)A@`!-9?7JK3yA#pqIP0O=E~ow`u)?doWt?S8I(vvHzkg>dnLg#dm@PCVTRl9IF4I(-;Q0=Xdwz}U^@4E zy^D3l1`C1)&ZUAo;fxptgJ%lCk3Q_YaTLxxEArZ?*R<= z%q5Ch6mz`MhQG+B^r7-?hToma?pSDM^iH6$%xn)&xJ#Lfv77!$p5?<>I#v_*Z!kM4ac8z3dvt>l^9lZZGg*?pxQ}7Td`g z#qF9(4gFfv$0NPpA>ltgocNvpETu0mY?_U?37GR+yxi_Avr1{$ail~>q7WT? z9%;k(j4Tpf|MmUe%KiAc&M|?T_H4yj_V$6D3oL?=ViDOa$Q(tK#$uiZ)wJmNDq1j- zD~8(w$XXR)8*!l?8?BhBD~o)pZP+OE8`<-VylH8SY7Z7(334bZDH3=B#)+8qbO;ZQ zoJ(iEA*|Hol5CTKtbkoybZGq?%C!#-nl^91$JB_L<3Im zZ5GM%ArG06=NwlpCQZ)y{l$_HZ?`Vxp6eh{eNn(lCtPP3K=;ioAEjZ{NWwqXZb>_;%Xf zc&{#853e^g#H`COYm=;&h>FA)F9=)yyouK3s_eR1Z(453JzPfbY`egnZ(Hwo2YMZ@ivTS=M`o)+@=LYw*;e37J?tG_2o%fzMVYcddF?%C)Gyuy}AWd?q`1;dqwtExGx#os^OuKJ5zm1&R2YO{#(7%aMe}S1tT0c z?cJpDVPsL*Tyj`GZoL927+F)Y>|3r}g1-5pxKailw+ft{M}NhtYlD+|6MIrT9!f*8_%Q|{thuW)Ysd?sa^+;fcsIdV!Q0#%wcB@>| z!u}^O{I^yd5uF+3n)DC{KLUFXl?C2css_aG+?cB`J@MyVGcYAeTBs<~o84>Qe<%;)) z64omt`|Sxw+U(OvjE7@OD$0_i?b8YAlZ4-W;vFU-4&rY##iGj-UCpuida(aiE|?X^ za?Wn#-?i`rU$*7Z1~;b0b`$aH1a=QM1Zo@039NBidqn6j!!EGrWKPR$SN&G z`%KYyK%y|{k;D(aY~7iQM|0m$&mtZRQ^TGn-dwsat!kO0z+y3g=yVG(=AOV3lfr5B z1|km)4g}zO`ya@L+x{bfStd39ClYN7l{|l0CHIq>tw1Yk?hBvCOSlRMPk=}1uC;JULmg<*`d8lR&f0WG;5MLW(!1yOOUsD6 zNQC1FufVBD#{$DBkB(=W+yP##uHGJ2v>wJAEPA~i*Y77nr#{C&%X_GI?EFuc)NZN1 zwsL#gRCUg~XttYtZv}*D{PWuipyLO(!Z$r_8nm=@FD}lN75sO6Q7jKH@{Ml!hu(UO zgG2>vXhmM1ALKAWS_|w0zrC_e78f3ll$yvDBnOpQ<@~!>N%4=$OCEHdhr)(iddj#r zga6;(7Nc~zJ)9bIeo9CH5JYrd)oDb-kXP{NogX_6^uqcEbk}g)j^1cq8-mHi7Lqej z3}ruA{lUxQPW}~#168Y$Heqz!Htd8u4pSvnKB5xPu%W%hqN<8$Llrx8H6m;J9c||S zCbqpU4&^_dQ&DN*EL%U1ELZpuryy`Gy3#&&xY?swH3`;8QfMo|P3DVB-OX;Sv~v|! ze^$L{v`P0|hCk}jXfonwy}OChZp3bN$5(1XUA#~{6mNL^&@|-<;ULQV5$=q9ssx{& z9FF34D=`;LU5vhCqy?dbH} z1b|uQ9V6Jo9Hd-S-F!uOODiU|GLEPTcLuN9uZQPf>(gvDK2MNAduUZLSUG?j5i>OalV!x_VU%**#YHQrQT3uU- z*b}bRRHW4Tmp*EckeKs)8}DUqKUE$V7mUKMjJ!SR62YktMjW%Hk0S>G18sOyOK#50 zH%U);v4*ex8-@Kw7!P-N4+r8|+4jI9MXS=IM{YnfiFar&>(1Mn)pB(4_2g zjOMN)N~7k~8Eb6abAp|z(IpW#u>2i>RWve-sU!h2CO9{PA6^pC_BsR6wC%2%m2chH z{B{i7?`(n%_hOara{=jW=TLm#B(=k-sC2dD7;@YiCB%sha^8ndVw3xhC|^g-p(u zeFwB!XFLK zd2drK7g1ShkN(tY5;c$8YCd_ftHnZ#R1V5i71fwtYXmDQU=3tTY4rc*I0O2yOg%ZfhV4PK$PzW9i4;p`%oEe@hg zkQ@jPyGi{Vn=w$Rk_6S_?uXp;J*}vvq>WPmD%Ssa)r;2WAvvEDWiH*g!M(sC#nSu0 zlznxUzVcfM5rZZJvzF}f3m+wCI)2V#xlQHuGqelYNg#YBq zNkz`fP@;6&i8#}L%abN2CwN~H2!7~e6WI#SD$0IfCH5eZ?hjB&Pmwa0d#{m9Kl^i` ztai00R8jnYhGvo*P&G(HoDgDgO|^d~<3m&a@%2wPD|~*c1Zq6? z(9|2HRKnXx8GSTrqyR5)sn-$dNq4=l!x1Sd>X#1tNWfw(A$B%640Eh0CU|T0k(-0^ zIi8`fDe01Tj~X~yM}Un8Ay43)>8_8zN}lL0cM9=pPQ?^BNo|yTKe17Q&`3K($AspP z>WEU&PX9z2DKfQ33xi60INDIWs2csDFCy~ls z%gcNPQoli9%;Ygq$gI+w=(t_;6u3C(T^eDxM>iz_%XuTy*Ml5i0B|a^rnyvz_WnI8 z&+NODP22Rw84INbIaQk7%KZxz5hV43Gf=M0dyU0JMB7aYtN13k?C9sX3NdEap-lp~ zCAD67yP~B2dm*sFZO!nmI-dPwSX)`+`BDw;Vx#hqW=0DM=7zMFn?z!^d*!SU?rQ`U z!9y=mE<`>8orfC^GW-E?Ij}h?Bc1DFYbL!N(26jvxlpY5!YoSuQ2Gqi)Tk=STW- zrTDt-Ea8`aEWUX^yMOo-%O!9q>h(j5?dhJV_qyNN#P@Of~ zpe~M%q>MlpQFL%rDpK-{s;%7PC=UtDteITvn6*#+6BQBD()MgEnmhL#G7QL9wv*h( zz+Y29nu2CWVM$(6Pxh*Xc=1%ael@r9#EQ=R^PleJX_`IF{}C3PxiNaL45%P{_WEHD zW3s%*m@;zVX%5$yJ@QXFZ-h4w{1w}R)R#~uNDF>3YTv@%l~!CL@=CdF_aiftq5j)A zFWLmyn67x?1Y@`&`L$u?x$-RmYe9?{MUqTp*`m-+OSLEP@&KV|XGu)C$*7 zQ0&vEBp~w&%Hw*<&BPc20Rw9&cv`(1ej706f(*ZgKba3zlG-q&>D`}MoYWw(;4Z%aj1iBLs4kp(S z)mmK+JB5A-3JIc@{|fTsEk3Q_i;qSA;fDi|4|gcwaQbgEA{s-NrYobOG*g3eeKaqP zjU!qv$b33MvKM+T4HCaYpq6+&oqN*JWmtE#dLmtzaG0bft%#DAQC&Z-k!rHEqrL!- z$Ns<_KXb~T_i+*+9)45x{XcO*Gx>kB;4l6`WD?;Wb#!~y-O8OMqM?jkIcqW?$~cBRCh zy@-GChm7gjTs8!j2%)7L7=hyuGyaLlJ)tH5qR zX(!6z=H2zcVIMo$+z4hs%l0=R7BM1KJ%3=PV=p7d%=cOARIxwMp@a^wpo259+@>T& z&e}aEY54eF+OMB53BIFNXGVEUNXSDn(qGF%l-b&)2sSxMpJSHsE!cy8j2+=_wND1$ z3qsG(WWM)^j}>h@c{}mudei0$2Nz`-?Q;_E?OA;WOU``GK;gF%KeE44Az|)~C_bC$mM1%g?im_;% z=(Rt7ontQEy`^$*9ms|q+eB3j>wOBZx6yCXyMn+8!Xw{4edll3-5wI<7NBg5$IOYdtP0@!2cVyx{zTIFoDD&yY2v`E!C8f&I@$534haGOMl&!&O3 zZ~GPDUVPviFcN3Bek2H%YI&qL3U-36l7v*NzA+8;N^MHCaM8t$+-CO$@JKfG=yf-F3+Iedi>4n5Kdo3!89h@04wp(JO$y z01vxDbvdsO#}kj%wn9s zk4o6kWpGxw2R^3*T~eTn8U>z!ZV6X^#Gyr2Zr7CE5>xS@#_|0VU=kGq4j2@&^u4!; zy=1l?*|nzQ7fGr)hUVu;tGlVf#gV^^Cn(ufKxT87w}?Y*b-kD5F|KwKIWbB5v?&sQ z`)yFDG*!s>hu;dwOY1pJi#_spdmpd8ACKrwkkU>o04mqITDbUf`0bw+07DhJ9A~5} z$e)3}$dE7Dr#6voL;jHPdyQcbc2;yiM>lB%+*5E}XkJGKbY;J6tBV*&h>wYRG`F-p z(VbL%hV$nLrYbqtiYJAZ^Blbaxvb;%h6B`T-hZr>tX*;XG=^inP!Jm*C(!DFJx^k|xm%plrV z?zXm^wf8AK{4`G`9*OR%9v3fR5S(GZDgg&)cVbXys+4@6Hz}Cip76Xy+}tVE;Ar3) z@t{y`a{1w8cNNhYR0jam7Mp8;GB3faCiVD?y zigt;XVu=vmn~F|+k9XS)+@a}!8!iYV+VDH0_Oqi!NqP4EZV(dEQ0Cu)t=U8e}pz`TeQ zN|k(Mk^4>Y!yhZKGM_QcWB8t3*%No};w9zo>p-E+p7O@|{jOii2+JU?ctE2OH>6)V zt$RsqMHu`UA7@U7`MTmew9Oy%N53Yv%86b~dM}h)2%+EyYq2j1owo_$I zw+RudZa8|dKSKp%6h?JalX}k3T>Js$ecPWRJpGFKBYbPOC0~={dUtQIafP9&w77T@ zbBoLJ5HVf?`Mz3yxY0Niz20Pc>u7XA)VrBdA~bQTmUO=ro_@nV@0EL%R4wn2Ewqv- zw{Ke$rTI=A?LU1BRb0-^lqazy5@3U7H$RC_lQ?nI=txDR>$$S|Dvgg$yT*3wM zkB=@mbC@NWfl3mXG9kZQs;ECn0^TRPuTVrMVuJ(ul-I^PB4?C{3gv}g!^g20(b^b3 zLzBEuG5Lr9?<7DA2JuFmO0u9oz8B(lZvh8BW!3-^GpOaK=*JSG#Myqxhk40PN|0OL zXeoW@4%2~4H}Kvv+V&aVpm0yO#geGqA5P%7{v3s8y@z6ME+e*i@$>#~tz8jQI~EcW z*RN`x=~K_9j0nBaub7@7m?eIi! zUQ^dW9il-kFA~Q2vLt#6tQNE=fLv{Sd+FR43`#DwlHB zm53c3&FRC%_nK1p!r`f~9Xq^k`Fmwg=_JUU-1S48i^nI6){(dRCad?*7yXdIS9Dy@ z*G=e%Xya(bzH24{bZC(9+uRqKATrq)M@U{%TP~38#lsZAZD)>@~#<1e+#XXmP#N6H zj+0}`;fr0EA@G-*QQrW~%}WGFHgjnK^XIb!Wr8)SfQ6yITU$01VQ(jsE#$N$_l?j&HJ#1M^DrqlMd{Uazi5d(Rc&}z~StF z>>@P7^(c#X6xI7jZRJ%scaAK(KG>6fSk%oEt?Bx!V9LI5dkK$@Hy`--HGTuEjnncG zb%8gthNb0Z?&AZb&-E=k`b+Yy$d5mB6&@sh^K!lRt-%4Cir~oXT>7B_1#2D3_Zti7 zIHLZSn-%8MyiY%eiio_{$cSh%TF`=1C(ltgF*vD5qxG%zP1^6uD#NbDxG;UnUo>#E z8yOzn0!Hj6?Vo>nzxaZIZ;jvH3;Q3yy4}oCuv@ip-*fNluu$yFzxWRm-0%cfmzvM8 zye0)AAM6-60TcSjY);*<+=^T~P3@;m4b{mRx+v>mMOXLIqV4i}P5j`q*{j z=`q1#h8?y2vWBhR7A$5i52O*X=`p>22F>k%CUlD%pT_>4V0 zEc;Yh=*D7jPNOvPU!((C@hI+B4+jG4=AY!`EwDk(zgSNL31NU+hy4dZv4SK3#R zwO73V@EqJsJ5ErP{uQvvemgp8((F_pTW-)07-Q?zPg25FE6EW%yyYmKSu`O!lM5E^OvP3& zJdWzFWd$BgPE#4EYC6JmEw&q71EiS5>Kb+)@8UcIjg=2coCJWe9C;~@T)6{XM9d5Y z8|?Iep*$fP&cB!~_lIv@@L$8^!r`E{(V~!!=fd==m7wE57puu`L-|~t##|&r9%IOu zq|?_Haj+wD(LUocGxfXYEB&1^t<9Xi_wlFyi>9lNimLs(cZTkiZo~mZN~B}xE@`Et zmF|W?KpLbw6bVIXknWJ~l;i>s4@rlTcrxg5 zL;m|`F}`OX0nkglj0*y@_g~EmFmn>w((kV0@^%cRh-kJjzSoPpP);WJ1!AQ-igY2h44cxsg%IZa=^oW7CO^+xmA(<(INJGXw#y##thL9^LJb_<72+s5MC zYANubS#WS;R;Z}L6!3v1UvPXz=r`ig&xJ1?HzqG(Qa~R(Ha?GCD?Tyrq4yaYtIZca zb>G>01qFy&Y8+zt(bbSLt0o5-U8{sj4()mX&=E*yT`D~?VU-j4vut23}v ze@(@3Xn?^#M?u8RaZ*w-IOp&dV#)p>JA^C{&s*K*JUxPV!0z|Y!+5QqX@DLHvXu^LlZH7%q$Oy(^C!&-c7tSP735>4m=8}ai~Y<3EL6}Og7qS@ zA(D0=6Ff6E-hC2IRX!Gn)ND8U>I&Kk*4-KrMk?p`nr2(wFSkTp4uom^>r-Wa^EvLO zI=6xA10+JjxFeQ!vV$J#Kn4qk^HTqGiYM9(e0&1>O?2=CZU~^@G#3}@@s#cdru^f;JrC1DVUWBUpxc$5gnxJYL@eg?B zOsx5Ks-t@XRZkpMCS+KWA zc@2(etth)5V-P`I4CbSF7(sVU&S=sLJm^(6HrVW&1b{7~TIIpV+v0#v%B8C%N6EWd zKbj_}&;XoplB>m%9EyyA$$lgEDil5t*SzXW%L2ZfAtB0?fC~1e7)xl7I_?rR@8PZa zA8KvWmitV@(R1-8-+gX7-B;-)1{Fc`%D%$ngVY|Ts|s#?YV3T`3MGGLk{5!M_0@1`1Iv`G4WlM>9e=HG5gacGS<%uZWo8P z%0_%U=2my>CEl3;ZiC-6>O(X|Ykin!E=6vkBI$#Cm4;J|FtORU&l${%&)gK06~2|z1-65Qx}e0b85Aqwt-`w>l3hiN1rQ^| z4&vXzxS^x=kum?b-Q&Em>WVeRKNb@jshiO>=g8^60z|&r=c#|%GKR*8^aTaN9r0yx zO{ngE{!20vIG+8>@tEfO>N@bw3<@lInGqHEoeB(IEqL)#xdb&w)02J+y11@7)#boZ znSe>38nnQkTFo`&$AL23cy-8h#S+*;AGL-KoPT&Nsiz*$YeAO$B^I35PV+?hkB{bm zw>V+Y_xDHAsqDm2pH}Jd=43Pr5rH$m$ZJe|CJ-%m_d*1fDe$Z~N0U@*h|Dl!G?ZzN z;xQbSJn-S%5UI}#S7LwCk^1b&y!ZN53r9R}vr7+Z3`;OmP);i>&7djN$ec2EpI+mB z*84enDI0=xNcq#@C8PzUjAD6Ek$DfrdP4?NWgXpE-S5nIdvbLHm(PFD!9&*p)kC}1 z-0OUy$i7IA&0b6%oUB=LlMNY=;C~zAqHd5OFJn>NJAC!HmuYFNuakMfXV#|J_O7XxIN_^I59sbl-ehDXrSl~({JJjk+Aae#u>bn^m3UkR- zo8z+sM=a0`J6dCHA7sZd>L{jbtC1<-9JHz%7^iSfRBycw9SAxh{dl<$XuCoz%C-1d z6&tqlO?a3AVX~|9790KRCDNSfJrptjjJJ5q4T`LQ%o(__C6>k&HfFcK6g`UE6yET6RW67nC zUw5i6yy4q1O~8or?Q`uX;U(!vRgjxH@VgSq{~`1tFz#kNnrv>JD_ZL7Ui$PHpxOx4 zc|iVQ6tXXdc|-VgEZ4b3;X@?&#Xq)Lt?OOfzWngnZvP$0vq)@#TXYD`ElgH)28Y{~(Lpc6FJ( zF3fgFM1Jrjrnjf*&BtZr(9lZ(zj2}=8dBDlUwI5NpJ_;21Jfg>4d>;hBf1JdI)#^f zAk}AHalE^2FWthex#!qifdBNwXRjl2d*rK3L~|u4+^^AR7evb= zGR{})LeAQ!aEU=tVd6I%6iR_SV(dj_~p;94zl^Ix0toAkQgp}U0YIE%Bdg`Mu z@&|Y1&BjCx-zo;U5ANA3R5zS(bo`<+A^^$^tx^3{)diVTL6oNnvOjj>@;=^)WC;v& z-n;4!q}>8Lb!-i9pYzre3?3^V!gMwW$SszJymxqtTVFtfib%OHGYAB3QLe+$9g3}7 zdwiDhJyatoTX>PTTFAcaoS5QBgz6duzG5kprow=4E2wr3-M%Uf^lD!eRhMnAIeMoymr+x01A(7 z-IpYD1?!W?CyiHyoW*Z5dMM3pBO^a-!OClmBqgbgRh3Dvd(^)@tCM9@ae}h_iDVR* z?P#i?u(`^WG{IptAV{>eU}(o)gUQASL2NXH2ox$-S?qaNT~Mul=1PH)EfKdA4m>{$ zOn+R`0|3V#r8lj|8RkF&9ZpV2r;hKCtfw_IdL>J;zS#-p`7l~II^+;0_jUGlze&l?W)jU& zB6V=y|Eh=mW`Fh>3Nxi;Vkg2aB>vvgTUR52+Yc)C{`A+_wr*DTp8!FeuTcYEzY~}K za7C;{>YjPc2dN;wua`!Y6OmQUb{C9+H$7}kQvOH?ayMV|v%x5GcINhP4u|wt8foOu zDu`6^lBw8i!U3ypmg4}pAf)956uAcjp8!uLzFSqN@{GuC{H2gq7vw1`|9v%chf?O| zeOg=8u%5ueS6VqQ>j_y1oF7708jEPXHgpCg+#$27& z(C?!HsOeEn#+Gx5OB-hT8zOZhKczm7Fk(3F@jAANZ8|NQIJKf4>oyCO9v(Vj{Ej3c zfQR9nWy>D;atBh+b|HOaR*qEY8vQ$XX~@2L(2aYv6-^;SJr>EL#E3gQE7l(&o9_6j zo2c(9pYH|lN7a(P&8QP?in;}U~*De`1L`yAh3_rA{_hiDFI!7&gKcqwoS=F zOYy~_#ZNLd16WH_#fpo+>$?+VSj)KBWv|b%yLXO?`O_BOZ*M}k$Vx|rczT7IKAE4e zLy7ZbOu2UiW=yh91j4{8j~uc;LH+Zgr~c>dknP=2^_cF@*6b`&3ilPo0}|7e-UrdK z=dm^9&d@*nEs^RegvxCWNX4PZ`@#ATa%@0>0Xih0V{~2XU$xV$JgeYTT#dBvk&WMI zXYd!feZ4r9mmJ>jbGqEp^r-fG+J%+z)dc<_%__MZtOcGPiezQ>R5%Q2eL~o~G#2+1 zUCgs0y#CPzDDtH!z-|{Y=6wI5ikhW2!+vw7I4;8#89wl}0 z5l)11;k=&25P)}3+0?kBxCvX;6DQFTu^Q#O#v~hNmFWaMq>m62dzr)>AJG0m8lfKX z0R}fOnjRkNOW8wCp+MuLIP32V%`11^Sxo$w1)xJ?x0F}?L}>Cc5ypNNRAT~P!^##NbiBE%&=kHLdk7J#ZZk5zO6Do`T(p|;kiRn0r;HIY=ZUmAB zk6)L|^PJ;?$y0+{F&rR#!VJ6h-1RZCbd)T*K@as(qk=2dQars!H3UO`y!^`S57A@P=YyiV62U6i=w zIh_trg&0LYJ}3EhdiO=f#w`(cgj>%atTTf#EMm3pp+TFzQI|`+>_{VxaIJ_R*)`r| zNfg2DMKv_%S_;eeQ+TqhQ9?@TfaeJ0imUeg^ibg`a*>+-r0EXTtO^smOd)EK<)Ul3 zi{w|SPIIg^6Ug~@cjAA+{$5{1nA@bK_of@^4H+F8bRHh+D`@=%nmsR-)E0$!q<~CZ zk~wr7?{_)A`8tf^p#Tfl@>eN2Zbst#F0~x{To?n#5l69&4RjuBi4j-rpsCh?Uoi=) zpa~+YQIbOERoC0WNLK`FqOW>_f{< z=P1IB%>jWQRMVe)@_tnt>y~-&wcBKM(p=zcwz0oE5K2rAlEO zYcZwHRX&XnYw%Cn5FHXLKoYkC*Z*P_qv@;N-zb$xecVF+>f=H5s0WKXu9%v}*`03_)HZF!4SBPit@(`-_=gl)->CD7{w~|A8 zaI`QA>6#!aeP5gg^~qk232ReHe+uC8N#~@50UvNL|aZnDCGP4>D$~6EFP_s zhnN`IKV~=SZn#0daFw#qwByJ z4umJ z;(AmlNjmOoeHAa=cjpd)YjNO3GR9vePvq_Nn2U?7xA@{ijx=H97wdWU+bSy|L4!rIx&nhD%md+TbY z@HEAquYh$;{c}+J_KI$9xFL`(?Ms|fMw^MN@a!Td#l(jn5@fm*l;#Ib9E1FHLj!T- zsxLs-l<(?Q!tn2;hbQh%izxr7M6NW6(V9H! z;W#gWQUvnE7(}q2vB9@IQ}t&r6L+hx#yf#2JOA5os@EoM*X=4ei?{6}KUM)DRab7| zouxWyJ2VY5D8CKOuT7mqGfv|w=fdKtN37?UD6E2zwA)Yb4=639AA(-p;zN=)p5;un zLSD6n+N!y-80$IHN`L3-2%_v3vkE7HCZnCieGQG`{IQFoCP1B&-~MraTW|^^XAA?< zsz?R@*S57|bm_Yt(|0&_7ow5YLa>q;DtseA}+pb*%f$(4sVE&~EG@7!?S% z$udZfH(}Q%Je$UdUj9TPSv<<5_Vbl*s^I`F-0guX>%Jys$Zst7s7y>;GyF=I^I08# z=5Q(6iPi;#*(^aqmdUm;ut9IK7lcOqV_XAVmW=l%QaPwFkS3wBU05sWiI^sjz=( z&m)Bmi9_^{a3uar_G%sX@^^NuGJ&@j45Kfg9?WQw+~j%&Dg758o-iOjnY19eigbLU zOcgsm6B5SVV>DU$hz4R!$I355{w&$H_(~7n%3!N2i1w4MH>=W+HWL8y^e{B5QhjBg z?lB@1wP0|t7Cy_(x?7WPlh#deAo>q-f2_!@i&qbc=-W^vfE)9Ox84jBLh4l774h2s zEjbx6DJEs;l*GcVkxx=^^bGQ*-@Yf*c(^o=WkN$+^B`O9b0 zXx>|~Z7nhzo&8V$7=syhtluw&2x!%s@Ivy#0Ree+uuil&qft5t-tz~1nlD&oT>+lF zumF!opW9v{BmfTvv@msk&)BcLdgP-Rp@WWJl(LBtw0D@)J6v|nw|j^p)~~~`XQ(o4 zj)`P7$Ri+anY)bRkB@AJP? z&Nn&UJbjx{$c;N}TIQHkgv zO#pT2`lg9;BJIOAN~T3820mB&^K0~%<4Em|9cE8*r^J;l@ud(!`fyTR7+fdQ&pE(7TBd>25`+XVg{2bzwOuTZWGWQSXujPeCC;2 z9%iJqB#nIZS~!D-R9xltnyyRF^J;OeG0@L&&c!FBJVTkXOoo1^5BP&jiq&?AkXjb*u*KI3{e*&eoOd~HczMV93I zMpx4P(S0d=Tq0pmd>c8%aV`(hHC_vTCX{XrW9*O`wvmrC=xhcww}4x%{lU~g76sAg zAUa8rqqAQoxHqsYO0k~vj+Ge64U_5Pm-@IuQ6iF5@3+=oo@$NEzI)*66dbl?%UzD9Ct8xK-Q3XI$N%!mt{ay8@X7v4$`!B1G z_UQSDIf7Q;+A#35pYM;B;zl__K10%9|+e=STudiZpMQ@O5h0EP$wynu)gf#YrIR^fYAg20;e5x;9*0E)!$UdZN1 zN|ueGeFkrA8G($zknc0c2;k{ZJ{?oqY%$%r`qL-KgP}f9pTlOD?vM%gHrgq=!U(ub7A7#>tblhayZf-2@FLx~-SailzJI!#o9sS+6+@gK0 zXES5Ks8Z}ab=6o2_AX;FwD6L#<13NpQnBx4!n&hB_Fu_8xC~+5e3HHHT8zFOYP~F^ z#M7Oy*vK;-n5(EpRMub&ey?HU^d^BYD5Hv2JipYFN|F| zoBp0YxJ6v*!7=~0oH>3FQe=;Hr%ToHJASiqM@64~TG+lEed#X-AVIfBOLLytP0Lk8 zf#*?L9Ks}k5kv{Qe|T+z4CWIAGrKL{+xG{jP7=kHC%2AJo(t?TJ|01>P{eUm{g517 zSnHR?-hu)q2uf%Pa>}*te7#(ue@x&YuBct2Dn88PWJ>#HH5OUScqRql>!~TiTr$&A zFWqZ{uyTwUJ1nF8eU_DT#w0rxUse=jNp0p(;qilDmf-p(NSGe#@@CvTv??xzv_=Kd z8qGpU0#aqgV+KE8D9DHf*22OtGgLf|ozH-8SZWjDwcB_b9 zEG!!LV=TQzo;I8ie`9ksj@__8_e}B10s50g3DsCNDn_nFuGt9Ik~5*=>D;_ImRP0& z95NtY54(J8?Rz5|g8%ETiEj~>)_F>*%8r7p#Q>MrrqZq-^TxK(G~hBe-vz#xEpK+c zBsTjGB(w8__z)~rY&Zd-Hlg9b0VRC>(~-oO7uC&BePwJUuw}wu=ax-VnFdEen9AT8#5XncTAeAb*K;_1snOzss6X}Da)Fl- z&HhFONDEh_g&yK-cck+>$K_4*l>XCt?VrG?aP}8ba$e+IY_g!QD83V%nS42yI^VOg z!o&Xd^WZ&YxW~oAtA^wCbC9uFf6I~JI7EcDUFJbEf*Q&U*Tk&B;u2w>*j}OZ7aCl? zG4yl2mELqyHcJTYuI7#zYIJs`NsrL*T+5!|x$qD`agD@;1!apO!0+4OT%L)>OB{#) zN`4?_h@{{uFiUlrC|7x|S~y)Nx@wqFh>%F= z`NMQN=26rzQ2)fgP&TsTrI%P4nJfQ{r^4M|Z??zC$jfbHxrhj3l{eV+*21!+zzD`t z0r8QXFNX@Lh9acZo{KJ&==2XKl5E2{l$q$`oe~<@OULx&SlZQv5P5V;FDW9YFm*(S zlW;Twysn)HklGw#2iM^I2hJfo^&wl;(-tnQ2nnljKtA{@_IJBaQi!p`&~5=82M{PK zK3bz?U#10JV`4yfb&=pftD@UAG27vmWqT!^^AG7DGbLI{@SOrVcJcu=fcG- z1HzZ_+jaykie`!hW5-9zd0VbW`=ous_0~5OE$c^=Xdd7L{??IlbtZ^6)oC6fi$??{ zKG4%?DIDuDx}5ZGf)n8Tbo}e8IcRJ*!h^}PY=cDwA;i@Q7Nf7MP7O8r=aAH!?6q+x z&bf`NRHLBGQcoj)-+I5ZRp&;t_AZ@i)Lqizhv1H1fZVlkb}3lY$Z)*ad*zP|aSP8d zQheN@8CE-{4?p>pWbl6Lnt}l-HiV^N8j3!qv9KpyN_K99ZRO4{FfY1QiwDe&LB65? zkC$dVxXo5$?z=Fk5Yk|71eL)~jMZS8=WZL+DOEx78x99IV>GW#+ppUV`i8e%8m?r} zutj^q3`$D3($LuV>evA=b_XHkXesI$D)dldJ7^A_)*R2Io1X4l;-!Jg@{#RdfoH*E z{+X?A$Nb+r_P|6)G8oP%H1f#&T;2hlZ$}`}35Cz4c~H69T|lrVTm%UV+||=AL0y4! zXlk57TYvCws;BSIA-_b5_|Tuiz)xB423@c@cN_>v->nfncdqr79vqL7_F!YH!-*C_ z(Rr{^h;L9SSRI`3)K7?S*#vLPe$2rt+7!ncQPDFcurv}<9!=nR-B$=V)h8_;7B0sZ zIo0}0E{|iGjCOSWZuHsNoHJvRIvIE#aot)3^8^(jz85{BmmkY|fCXv9rK)>*L4Nw7 zK|Ny20k2smkxb8@$c*FiiUNgYL|>32s`Dz^$|}6zN}xH+@mJGs;@M{IZJ61cN#&}> z^|5Qg@uEI`xypRGgM74zq4w9jb;IGt0Sa~>sWshka!)}n?{?6Qi1MA8O4=jK%hqQ+ znE;(iAnF^WDgEN4FEmzyp^aPIO=tZCU?(8_*g{dPo6@?DHR`z*k=^k#V)d+PN?>H| zHh&}VPtL^PQK4iP#DdWI<#b4Q29WAVAQiMNKnV^$gb_(0PQ?iz&obUrr_1t>4tHx| z-IJ!vf0Q-x!tHCmvWzr(F4=q$!G>kOqBtpbqOtmTqBkbQ?=*F?QMXBE;3)Rqaapqp z$DyGtW|kc*^_altVnyQNW=4zZYS8>{=_YtVl_c3;rZS7xziao6Livj4c?4-i9doLE zvu;=O<0`Uty%3*KvySk_uk)+9@~ z5KOD=$zTx$@3d)@Z&ofq$6L4T=qHUZ_YC9DU{~SsoJKr%1ZdL_D-1|bf4Px(vZ4eX zQ#EIYs(@TM>)ZY;Z=Qs00Azs^o1P&dLXi+xS&9F2=||$9q=6{5 zA)?cC-i`pTMvdnHEjga=#cAPoCAhmo=dLIH2Dvpv%ztvNS zR8MB#G2-Q)pdJA5YK(46ARBZ+rpLukWmc#k{7t1+#;(d=esAdUD;$4*r2 zA!qi0_P5nSoHSWlK^J)nX)610*D?V<>BN6R>X>$D9-oD8zH;oXeH7vT<9h#s;>RrN z)uK>xoL=)=n^9uLW=arB#e469f%oJmtK5o?yM9pX6vxn6u)~()h;z=R@N!4a)NwW+ z$I9$t!_cMC_a#1BBkqTutT&uN5prp0h5`!`(h;df^L``as9wRL$YnF91ZaSID4*EN z=x(e70=1G19a#@rKbIh1PGZ#|LgLkVdrxB!*z+IM37E)-<3UGR@rIc|5}Z;?}QG*P|n#?PT# z{NtVTVLN!;mQ^0}t2BYE-m<4JLsVc?lwj*evUGTw=Pqu^#6x}J3F@({={kep zx)Szvms>#R!3lPsc)0RM&vme?5u|NMvjuwpJ%&-w_rk~9i4U^L`5eS56klOUF7v|D%HW^loeLrp#!?B_3aM|GD8g5`L zp@TfU9rVHlRSHqOCEyZCcD0e%nN`yB2DODxf$g8HcyH;uXzcqLl(X@3>SZ!Ul}aZ` zEjvc-sz>?Oa`k-co^E9O?^%>mN5-1MTrGvr1l0bvcPCv>=g5irB={)#?9*IV{OBuT z?O99YFz9DW)m{mq@K{qKG4j|!U-Yld@TL)KxyiQM%wD(kIqfx}X|%5OhX8c80Ul=~ zSUE?v%F=8ZPr4tyzxxQ248Prcg?Y5=t~xd@)bC#1e`&uSF?8}A3h4jlk55Q(c&M}< zz03)DPl=g}3mc-bF>?mvvu!S_X~c*OJ;kRw)2s{$H=0{)S3m zviDE~*Wv5;n7E((hjve%j6r~nZ{7G7!|Ed|;&;?lpqFrX$CMjT!iRvW+rM@VKjHTo zkuCS<>^<*>-Czb6X#g=-^_5wnGfETgAn5Rl_FV{5_N(9?Q-wQXZUu4swXSiJaw5j- z$q4h++DSZqYKvIBgiPS2+~s>m1)=4Hf@$BEIujd@sM;^(QC4pI`;?ruu-(u}5#9qs zv>)1XrX2fTgGBo`^qAnd^qe~st@Ia&uj6EXwfY%#JD7YLlXF8LMg0DNdILllHn+*j zKJQL#76}kx-v*If{JbGR8@899->%6`i0t*vX}1G^1_SQWJ7Hr_XR(+A;l5ve12yJiS?mFh7r<8>ALOk_-=Rlu(%pC>*V@;n5l zVn=p>q;HrBY{aUAFwkM!XVDb9oA=Of4(K}}#NgX0sAIU}hwS0PLUz4HNHJBU^3Y3p zIAUocqUsLh3)V~>fuVvs@FB0iupse{fFgcugW3-JMt=9}g}okdV6Or%$NrCu;v@QL z!#Sko>Qpvx_!T24VZ^Z{@Lg6oX#2>WLEwcEfTwjw?rX9qHiAXNGpIAKUbk3sTyW8_ zvJsAw5>9$0gxIq!+Y|&Z+LqLET4Qr(25KvziX6wjd)b%}!=5>D5Y^AGP^+P3jn4oH zyIv{{s5QSS;aVOawQxVVY*)5nS7Cgi(xo8k#CD%Bt*hBkc*9bcW{WQr;a|Ut>h`c} zp>nsRuyB1N^Urs-2Y61YdbTKl1|BqQQKs|6D^rX)PwGZo%MeXJ|V`WYn0J9r-d96JUj zu*Z@s2Q+bwagm=l_?bvNHJl$z@<_Go?OfCiN1W_ zsC{|b-~!dGOd&59(A6R%BY>07^O$SqO#DVyo99Ig9GE#q;}Nuw;R*&Cfs`qT=)m7C z5G0fd@d5dvvgraMxFew)>_1tOI%G^5Y?ZMruCtt+=`m~x=o&SNk9hWKIS;2?@DUp+ z!TKw<3uO|MPF4cF`2s9+4kK)SmkZ=7ztNTxE}&!YNme0^y!MJ8BV2(SN@-XZ@~BBW zD6!@Wk{Ou>q~LQ-i)x!(jE-2;p=xEkRuIiFE5T=&jD<}Y9J;{wahYeSYShi&W93Nt z8uh`nH=H(i^xgJE00iT^hP7hv;a-E7{es5DUQm3Okx0O+zm`hi3SjN1T1#=TGmPuR zl1-ChdpA5^MvyMBK6|p^2eO~1JrlJL^8|vKDfl^U82ChXW~+0W3u$B+WKJMYoB`PD zRK}A%=^E7+JB?epb#fR*1aJR z^Ntd~3>LV_y<{4-GUOi1@sCua^hkeX^OM&W79pXu-H^w5P=FywiOW0;KT*ICd&r>S zF3$L$-^XLTRe}Xt*kK%$kx1H)!TH)9L8F7+$Npwx@keZxQpUJT=1Tp6-pJ#FMCzua zC@q~JS};0YDt( zywPj4zvgmF7qd_m$@IWmPZXvh1w6(Ah#^CL#K7{}@4rJz%(EFEDju_KEkOzL#%?uR zPP3eq09Z;J#h&d4DP0$PKM;y*JkCk-3LR$HZ2pK-dNh&x=B@GbE0r3#dyV%>VGBsy z4DqRgeL#FR)%v36Hxntk&@eVdC!&HRq&H~3Nl+T=Jq(e?I2_J;S6_ofF>)jw= zD)ao{@9RKHZYJ3O8aYK>@JEN~tY+Ua=!yFA7Zu9E)47T6z2lMzxD`!zbbdRP(R*%L z&*tN&5$h7~lc48=w$E;8!q1pQN~_;(;eSxt)3F&Uo0!S#JZk#S7od9ZD>t|E-rFpWXvs>F!(OZMc)RMl zL%J~1M!KLd90?&rXgqwn zvJ4{~J=!ndp=Mt8aJ_6nA%cJ)R{x=o+Q!37$l9+wO61j!ox-2D&uJ(>?xB)x!~Ble zlt-|9-)<4V-Uy|fswM*dnMcl@UtbOJ67CnJl^L%fu?OiWSF;yh2VH?*LV z8P7-o**Q-5bk97~M zZO7$@zAIx1sup(`fX-#HzentrxlJXuPq|GhkrzUB2U2!yyl9l;{4s6w?oRQEKsS`NaDOMrA+)KQ$aA5gW;L;SfWRc_SpwvwMV`J z+IoD>%LV?Cgv(RU#dw0};$l#r3|N2_){FM9Ad>#)MBSfm2X|wBH=ks#7pk!2LNQkt z#AsjhUHVMEE@SzDX9sGh>xO4Faw+xN^F-M1+REpj*>SrHQj0ZxCoaHhIyIR=8~tHc zA+$|R!Sq5qsdj)YbHXm*{f7-r7SA6?JbX7k@@)7Q+uKVdkOe!3k$;G<#2}}s$KYhy ze0$!6NbkJv(mD+8&nu$r9h-I_ZyKq9-7V9eT z&$#V#Scih`%4a$i97VbViMgvtJF$4V*yt8e?JAvzkiIATt6JQfXK$6j*ZU@z2yUO@ z1YP9fZ1bL=*8gplRCnl#1JW7F&KmFe-ges_F!vH4Tir<(r;pWaIkomF&3pI8LiS9w)L;YOoqnVHP3CD6LLZ-CY3gr> z&AQlJRV3KKw~T>uQm@(4;)5SFM9kV*H|WnInjUhYNHukVVt08}@^}B>Q<$Wl&&5vs(w}Y!88k;OveFI0`eP1kY&x~Xl4FXp>R6y?I^I$Ja9s(1jTsU`J6Fe!% zU7J9hA3~Hvjp&ZXaRm4NxK``;gk-l3fZ`h3vdm~7yXLVGnE-1G4GsMP`Ot9vCqUAgrP1YO$A7?iI)WaR;_!{%y@68 z2yxHaF?(;vQ1)SkAUx41n23&-A#&wRH=0LDw_>24Xvx8V1FT$w+Oe0KGZ+Aa*zByB z#N`sQ>_Fiqe~Y|3OU~llcLoMI0yyCc=u0;gp6&0wd+HSTwZ=mQb9eLG(I2rQ&)lC{ zg3zb*s!DKc4dAId<86>cB>^Y&AHiPjjU zMKod8qN_tJcsHV^=d&Y%yv>53;OqA++0W8JVYMS51r>+cfzymxe_%#+aN%6Rl?ozN zjI-XSw3=sLy7!)iizu%31%3;H0BB+883+I=*l!%5nD<6!5*{&)&oqQPN3l}z#i)@8 z2r9C9ANRzB+vC6(Df@2K@4@d|7)a!wwC@%i-#^)}?kUnVLO^HUpxCh)v^Z5uD{ac z2jAkg!Q@ogq~NnV0OBzF4T3sdKv0~KYnnZj4&1WgZj$K?8%QY+c3rtzjc30OwJ zM|LRKxPnVt(Jt+og*R9E*al79-e5P+`*rz`=q*q<2;^+T)h0d4^RjDmwRFdl-+P7puGJIlC80CNr*ttPjZ$3gHz(0=?7ECii__$OHKPF8>h816xc%j`)9Dna`89& z`gd=gvfD-W<+oG)mts|2MCu1P<-Hh?f3C@Y?!(DR68-oaAZvCCUO&_8yNlH*{1+=0 z;|J)dN#>9%_+g8)Vz+me1D8C0a88GZ@2P*2pQqy&}_6NB5hmyn=j6L|W3&zBn- zZPFj1PZ7KX@KpR9DJT`Mqu83cl(Dp;*eSQ^L?=(%*EJVF{?DmlRVbCA$nvd^);sRE z%}ufC$!5nlVcHblYg1)UT?8hlWh;B|U*{nlAX13r=qk{r7;qhb@*bq$(DAkzaQqJvmof>Z^8Z&sd36l4*$aQJOG?dq40+Kc;$uy z6yA^rx5C)yjW=xhn#Ik`uu|(dpCgQjpn*jKvG!jqN@?)|seo!6UiQnWxou%WAudG3z98jSL0ZT`f)o*mpZ%w3h4E-%S?CF86vx=vG zt_}l}n%?=m}zR}hCqQB3Jyq9 zgU(l3in&H$vh{c>1rECM7;{y$zq80Azgwr(f;SK9vbRzH60P+)Em zql8nlvb@xII2{DwFd$egdUcyl8ARU-e+Wa4j0V-c>9dxfVBXVIL078*LF{%H{Y6#S z>*6|gtnB+!dT>$*#1)#if;=F1R!)?wtC7;bh|9NpvV?54PrG64i#L_<;p%df843=s z#1h-C7~97D{d72kQF{0@psmyVVM<$5$2+~5))iP24=TysOE zoxz+6PI!{Qm)_{7Y{?{5Ud$Y<6aCwV4y%@l)(=#|U~dQ51~GoUhNG9GAKhTQoA|r3 zp6pUH(lVe};dyKJw>FP23oHf$AwDtbX{ex!mAN#l!!DB0_VG;*GeJ5Z9!P$9CRlWy zmOS!{TQ_GLRjL$BZ;{#vyAxSqhk&mzIeDebr#AM*v_;`{LKvsyR%FSQ+=%uwUUsj* zDaC|i23Q(&4hx@vqrACsCj$V5xfReFx&Ac+nWRH^xZ9fTdAyIy@b*$tcgIjwfqiiH z6ZpMd&BN4ZK|YT|%EYIGv7@RVvxB+ba7GKy!YXX;s+3h zXkm5YXCv}H>ocY{H`m_du6kFX8u>?Yau_8ihYJ^Q_#19R;q}P@`%-xu*<%C2FI?mK zKB=IYHSK=Od<<$Lo6UuoQ2+>yKO_=YNDS_}{Qg}&}IJ&Qu|feAC!Kb!qCe=F$`fr;YOwZHe|#)n;^suvl#OpfstOA1pC=UC&Dxm_lvV` z?K@?R=IblMCjWV8^+TTwZ@+Tpf*?;91So!!BL5))vbwb-pn`ap9$0Y6SL$fTDj=U# zaZEG93=*P(Vo`PxQQ?B>2*DW)PEPLLhgmz`Aw`Ym=rR_R58jX<;Ps3Njej&6?4Lsq zRK<3j3!Z_KR}z$Y=rhUaIgw~My}q$hPFazO&>!Tq-T@dt(2v#?H;=kiUtD?)%$@0y zn0KG<9Fr_^B-P6ZqjC~*a_<;h>xrDYo|8FgD;-L6D+C2Mk2zm7gC?I4JLYA$E#AKp ze7mdJ44U;)yw}Hv%sEI4DhnP28ejeRHekba>Qi12w>`GVZ1?&9Xu8U%sGqODyDZX; zB8{Xd-5ozbKw4A~>6GrSl}1{+QA$L*JEc>arMqi^C70*R|D5NAZ#*29nVp$?KXLE9 z4+GJ$6`HBsz;-BO0wpkp z3JdC#KjRzhPT3?{N@0J3`gY40c%(_sgr|}>-=yI#w7t0#pZwG#chifU1k~-#4iyR| zDm){@$oG1l9 zPz|_QD2hY_QW>W@%<{2NV8%SD9Ka0#ya4B9B_r_^kTbHd3uHtRikaeJEhG8!Q-S|M zE*_C*LRkNTpMsZ44(LX`DA4fxvPyx`#$vT9hv@3S4SP1jnf2GcHgiikG?WB0S!wnj zXWBa}_>W+F#_N@Hc$!^K^*=kB7kb}7yn)258m(DA<-fVen71}VO5u1e;DE4STCbHyIw4Ik>bFnPbnlmstIk7@PfExJ6e4*}&s&PGVkqANSK#Lm zF(f@VNdW>tU!#Vj(o$b#(MoQ59B_ zcnCzSiuZ%8qbZmBC3o%+}(^Bgwm~D`O z5TKp^5;>KeYo*4~2S8|Bq<8|_s~s1SN1FDh@|)Is?r&!!(-L?3RDB!D5j zfKvvOw!FbJ#`iD)Q&fFB)gWUqskf%zHNdj2hf3G@1ODp9?(YRasKRh#`S%eiWL_X`{}1KumA2Z&`Jp7 zIsEFN-*zTXiNdVNvCB#5{`r#Rjbr5`VEG|J61(|_=;uv0mM((#l&+XbXmUMG*ZCuO z=1|{U@2>6iIj#R1J3HKBN3Cll;x#`ZG6aa5Eb&ZJJ*os(h|a z+VLjV2oK>|=Q|l``_7t3?xTG4ahT}U_@76$H-5_5w2y?=o z2&bls`IxXSH=0WnRcv$j2#BdxVLnpkGOar@JLOoPD*+B{oSJ_~CC2De)_{N?dKAF3 z@CSF2znhtVAwekc3A$ry=0{9qM1dXMMW2sJhxKVP0rDzg=o`zzukF|a^w=Om_$$${ z7+jO^`EYi!lvpBgDF;z{*o?0ngxHDh1%Z`&){J+9E=QL5SYJV;MkiazL<|HdmI$aZ zNNBnSia1UIkBsFW^;YUV-hgosW^CKi1KyVFzZVb>S4dznDQG9R1}^C56k&j4Bk1j|EZ{wjqr$RLqy?pMstruw8A$e2;0c-xTocAdk+Ut?xuSt1~6?9<0Dki#xH zqTuT2#t#{2SvO7vfjz3A;Nq136Vs5C$~#dZMHZB1n+aPNybty|iI zA~6BPw{$*(qwW$;2tL@`+V?VEo}>8<$MDD*EBUqkC+*T2ydHJrM-K)8v`Bd)SNL*^ zR^aea(8#NDmv8T+{5MKSN_wp1^(}K259FXb_96ZYI1i~fZ7D1?1`i=_N`>8`Dj0ur zpU4lKHOm5z^Q_L?j~iim3a{%^%0!?)PNu!ChS){VhcYtybY>Q*sz@LuNk2$5M*EZS zpiG(#xPL!`Ey|APep>;fX){8183TxVCmZM~9h zr64ja@%XbWeqZDDqsBi7a8fzOkyz2E;djvreCtP7Iu2ofK*zBU0&Ib_0@jq?OsA?7 zFSu*p%J4Rf=U6y9zJmW2DHqM~D?0}C!G9C-{b4aH+jVT0eol!g1T7R9pq7i+*kY7d z_{M*^F2DGWkawO;uN+z{xa_+v3Bhc7E9KZoDY|f{Y{JicLZKmEkZlMI%MnzP3A%@= z&R(H)08Xm6sViD#p8^2)M11kt)geogYT2nL1#m;H$;^m{F>^!uoHGK;sO*gZ6EC1K z_=>^NzQxilg1!^x{b|T1e#!v~22}IeOuz?}`LMwlzTx9pSef}H{;O*hzeqI)-3um& z?s_z|`NPuI{m%frpF6ulO%q-*0F+*mm>W5K?ZhQOONjW5xA*={Sx~RkJ8<=_I|O8t z68|3n3m)naY^9Bv#w3Y5ZC628Hjd7-LcZW`Kqw>PS)=c<|I%o^QuH}U;jA5h_RLw^ zk#pfnw0@i4k@tF%-Kklf?u!WKC#Ana+;~9cp(5af@}6q7Kgd)iGw??}&qVv^hwRVq zmcPF8QhP;6>CJy_R;VdUKIwD#mXTNPztZP*Gvzag?R5Nb1*IIpCG3Iyv=3ng1EgPJ zz2F7G7gh{d0KC@#4{?XceXEa~7HW5(mF-3^eW^hNo^<1TIs4=VTbj4v(AE@SjgS#c zBBYiWw%aV<4S%c!+UV(ob@4HylK3y2tAE6#CnBAXnLrO?>;}|e!1MEQ3L~fd ztEp1A=vyY1B>!t9Mt6wp zT$W@<-IkKQsJU8*KumX*s7c8)+1yLF&z!{>yJ&C3RaJkE6C71y0HXIc{`JvM50~vv zK#ADdLuuydPa8>-x5S9x48@Sh@bXaJ7$u1e}+`iN!wfc`_ODDz7JmgqHk`Yt!ZN z>u|49TZE78}ceSbTo^NI(qlb&@yW=``$GZnXdTX5|d z*=QhLnH(2Y#TooGJ2=oE_pN+~d`QpzN_kO4pfWwsmcV4Na`xktv}V~h=5TA(;@#b$ zRV~}VM(NZmf&FmwwTkUO57xJPi=+Kob%sE)mExN!G-oI7cGT;=|D(`cXW9Sv_^zyd z$Sb1u!)KVmLa==6W+ggxSw`iu=Uh4TFwu`W{KSUT@A*4F@E7b@3h(mJQyYF;3oXms z08HaUwZHLO%RL1uh$bBP1^{MBR^u&L$-L-cX=c|22+XT4w|r|7#EPIf$G3N-i(K;G zKxyg)&?`2~4BsM;KXV1UH4nFo6GD0%Gz)x`6bsj58K6xm-nZSkb!SD2vT3+J%t{NS zX}ljsOhZpe){}B|K5mmF56Xqkz3M^JXn+r#f2~?H|1VnLIg>U^MW+tOL~%m87#up-j2Lr z2Y0)r0>@lKN-Fyc0;tjW1jT3}B{ltP{?zY(Jb;7jG&=8dq<3u6T+T_VArp<25cGU= z_c7h0usIe?P5*~%JgB8 zf9cl&`D$;5-Fk0(E)Z{_hFR?{ck(!7@|uu5XUL@SGgO`Xg_KcC#di@45zZN_@*g9O zm}AliBint1bj;t7;Z@Rju-pBA+Gw1&tq&}3m^ub-f85~hysxmtm7~gaxEeh{j&@ob z(2|96kk*I>my?uMjP~TQOOG=dg+h=njCi|vP$W^Pm%#bL%q*S4%P4OHI6-mpP2nQPR z;Pa%TA9Qs%LW2II0u^jSQ?^DeV^V$=KE-G^f5FC+v`womb0MR38n{oU>VKE81}#?v zv=$ve8ngZec?le^zhcIPi+{L}fLAOGAT%C5?C<|L>I~u%Isx|Jq<^^hGsu7Q$A5no z%yivZuMU0u(AEstgO+_8GB$P`THUU7xe={KWqsjKz5y{HaH6!73{)66dwKsph;!|N zgdKR##6FsyqrHSwH}s;J%SU&vvgB+e6^VnEv>mgB8s?Eru#)Wn?tcVoHea>c*ji~+ z#V}&@!1i~=$kes3eh*s=KM&5tu6myS1zLb0+70kelYKA5+{?dG`Zc8kp$c_Xv`Lz8 zCDZ~)$Da5uzX-uMdvwhA85$pe4p5a>>;L81igTd+bEs9@(3k`<$_S)haNs=AxqHyX z>hX{Y{$&cB&&@_y1n6`k5)ImcmGc2wjt8B_;u;nL)&8g;xwBMZP6=ask`P4aDWKyn2-gNM&4lX$m7J<3ma641}+kv8Xt=el8vZ?QXMI}YDJT`+F^3HhW{ z-O|1W@0cejT*B`2;=q(gv57F1qFC7)KZFSte5v1Kao9y(KO8K&`%qnEKAg_{@j9NW z++ar9nNS8s?FKC=DJZqPIyVs_dR ziz?93v1lvxqW8&CLE!`xE8|sJ_}~f9dW>cA)s+n7}VsQS4wIv7++Q(my_pmgO1y+K->VvONs zAP7{)p4k^o5`|WH9u(X)WUZ{S4RX(knXW!-=&j>oWlyqS7D7(q$S?7b>9_tlM&oTP zuN!Q#f#urE+~5|dW_3@ zwSX^F8bn*j+ryY1iD}Q-E($!{)Vo+*LoTa1yI5ld${_NYH}j-pCU4vV0zkxsoJVYh zRlURPN>l?oh>9FM$U^lONSqNz)&gJO;*n=vnn=q%X9nV(trAPNj|&OM;96Wvw#5Jl zr1M+F;=YLN)^9vZw2?&szg16-jMN_#uVwP-+04+O(fYWE)#qj#)9?Hmev}P>Vgh7#SM=PRBMK0`%#d_FBL=&ajJIY+G*zg9;p*MD;Msr%Rs>cwP~DZ ztsxG{!y}!xU2u#Rn|V?iO9)tkf<*hnay!!{hB@PkLVB}G+dr51qu0)uI(BuI#@Y@Y zE1Pty8V>vR9gAqAej~_xaP33KLU@K(k-g*$*}K9NI?X9MU$7Vh^eHs9f|+drdUZE9 z_HUD?O)CrM9yLkJ9}|rZzB$_Sj>j9*G2!rF@D*F?n^+lzZ^5!01Gpt@aGw*I41hyP zpgTuR+Q_NDb=y@T@Wi&lW8+1wP0(r@K3zwCMM?Vi##$nN^mFalWaSvRxms!(+Bbg} z7v$Mrmb$94=I~JiG1qgI&-aX90zro6IfB)$i0+>6C_#q?!&P}@FaPEG%AQ&~iL-P( zsv^tH8DvK9KSc|E^I2qb(dbZ`_ek%x?2@O0F=7Qy}jt%lPg3EUqJ8g<6D!?$!7?heN=2sh{=K z7`*mlI$eI5C&!jJ8B)g5osOivQdywgApn%=YkAvhhda9{(tLcvL5soA*{RYFY!ES{ zTXIx0Ev)yak8{SHpHGU4g4~;((6VQzchNjY`dOnP;C*`M6-BJ&#OZQ zmkZnzxrUQ2!v@2NGRwW4tt@!~hw{qcP|3z19Gua&W;Vrv4ExI1wVE1f;e$E5-7CC5 z2-+-}vCcCgmQ1w&?*%w$(0x{1XmN7cVdb@`FQ7c2XY=-j6+yIBLyKMd2WtCqsyIiU zm)!KL8s_tzKLp>@(Dd5gw=__0+ESo?#-!NJ_+h+irg{)cV2?>#B8re$OCNRq?}$F$ zl1Ck_EG^KN9F3uPjs#2Caw6yGWj#ipO|dAXC_eKRaKiD#u?#sF*KXdWm^*NJVL)+soxtf6(LwrcB-7$dNq_&J$ef8qupDPU3T z4mNy)B|;3{X-c8B6NZfjg0O)8<2(HnC$7vO+%irWi{T1_t{t<0G)&0QTM;e(pRr;z zwO-Oj=bdRSZ5eVLcz!N>@tA@>Ju_&wImjfz@Fg^KH4=IJmUG*lYAntAS2ucf_-gC1 zXK3Bywl#ZW0Z)pEI|Dp~J*FdwX^W#-vvTV{-K}=_Zt<#B3!k0HLanC->y?Ijab)h6 z?UTmx-Ki)@?pWoqtMMNWkpf-e-=knvbg6I4l=l|Gt2-jj#QY0>gpRuo>w)SuGp5kU zo}}gfl$dl+{*L=bPl%b&-|mZ!kDLBWbAEQ?u0n5;TIm1AUsKTQHUNz^J`?V*%WNoJ zMYjIsv$c;T4Wa6549pO^cCG=iDln7TLw031`*2F+hGUw+ha4KF!3=|uHzJ%?SY^}g3js<}QiqJCyTzv1P{b`uU38Wn5j37cJX$eHD&d!;s!mm-VgMEt^+=Mx>5|0GCMJv4^9>FvS7xb=AIX-LCSk0);=qQ`ISX{>wO7#LK}cIn{|U2{ zP@ueVI71NA$Oi}hl57J9)(wZmjNXbCCFM}kECWIfaB;V#VIC&h` z*m|IF3UCmK1VUQK{nx8;1%Y1uATWiE6BU$a0A*pMp+D;e2?6Zxm# zgbY82D=r)GIi9D25X_83Ta}Y!QdAd9KXiU}>ak@XsLL3HMuh|8%0D<)T@Uw;=2o<% z-#(NldehAH8Pp}8o+ie79vyQS?j10dpW&3>JIml)N0<(9&CS2e&D!o>5;?mnu>;=Ze-P!+f3^hnL{0moskO}Ze^{np3w z-z!Z!CpWZ`f9&R@=FMpC*m6Bp2Mzav&r9ZUN*%W4?U*-kGqJ}0k*z5AxtZft6fr9t zMMXbZUh+jgcVmXJV6Jpk2E}iJ7S)yzI}~n#+ayb1M5QX`Z+d*Jw#0)FnoN=P7oAVe>4yZ9naNZ}4ZFrgey6>e8~c<;`!tH0^n-wN2Omb|)}5&`Iv7OXrN_pqV6-`T z?tH8t8r+rX4+}u72K&Q~&AJREFg&+AY-4T&(Qli*hr>sbmeaBcT8ucRIj=fl`(fd@ zCga_t)3m2&P*$_=!qOC$2C$#Wvri?GH{R1OjSpv8Z}rAh8vPih_U_FvyT;id>NU3#-(dlvM z>Ub;OKd6eZRAd2~Li<#$OXa!;+UtV6>jPeUz3=j6@U2waz{rDVDzCiY0RyR?HmafGDG22JQ}`Zx_Li)E4~!6X+2Kd% zlnV-wV!g>4FJ;;{GB%igFN4LGjF<9aOEU}SHtDUxz`j4F8naZhj5I9eJ&DxC8}AnK zk{#Nk9cv>T;i;fm=--vCiyj=zC30E8F@!`0% z&PZ{lu#!cszulA13(Rin9ZP7VMwc-M1IV>H`(kb?dvxW0^=wP2{ToCJ73ej zEa>Zkg4J512@OtbW@j>)DTxUOJ0bjL+;#*tPD<=r7jO%?BhBC~ZG&soXVha;2e+h` z;e#u!1j@N>NBG)EG>>cRt%@3o={w%L`)AsY%dIHh5&%kYl3khB36UI~LGTZzm<7MLwTi>-I2%qGZJ8f4## za22?%B?YMtLZ6R>wLgo`e7eK*>a3HI{hw)l z#D%<7gUiS1vD=jL=Lh=n7qM-fw>5|U;nCG|2}$Nxz;ridL*t3EA6teFd>x1khZs}7 z6?OWbt9Q4v3Gdgjn{ce=u%`^q*u-K(Ltb}44nXQ>P|8SzHb&b?idyU&$fbT9ii5& zZwC?JK9z5msFtozn&s!{LKXc9#@(X2btL50sEl4E5J-7z;OTPkzu|(mHzWV00DXhC zn0VY&fSz5<)ZT^mF1xR}T%-JXrknerUrHTHX+bI9S)Vrw8_F*OW=lFuh>!-p;im#d z!}?87oP?@)R2aHDa>bWkmg@b)zy7$ik4dUdbo&@r{nR*D)2>z5t0jm}62gi0l5NS2 z(?rqJNwEMJ7P~=lZ*4PG2rZ|!RiS>;NfGMk#&#b4V-{&_Q7BaF6R0YTkUa6jz|aT7 zhqGjzEyN_JddW(5gA2^Z;f-pAiFRMHl+aqfRah^TILyR5?AER1j@}47{lGY>+_a#p zZg(qA<%g#8%J4D@HRrA?qHQE&3VAOiNDflPf#7PKZFw%n0XQD#MwPR-SwsUL#7trg ztcR#|1bU*(sxAP7hHMwic;cf2mL7(yZuIyD+g;gK?{(cYQE!j)dz0t`rJgq1UP>X| z#R2hcHHwLRP!64xy3Y6P|Fp`|#m%CYT8#dotDm(t6mLZROs36@x zYEF?RkhSyRS_g+RWeh=2bSDWCvBs8?@wQFXU`B~(jMskDagGcxF;0v$rFLE`NezRU z3?kPefb zgNsF6KN(7@Yp9y?8;RFqtCdc!CA2O>I#Uy$O|h@c_}V&}oMl@D!NQU`YeRzoaxQvl z;|r}}zPNIQ`b~ddQ7^lf{nzI7(*E;S?ThQ#K<@RTb$R}l2W(7@3GsNhhxQ2{RN!JG zbaACuf)51)zu;?4Lwy#yr=o1|ZDBZ4Z}6a5F4u6D!h%H~>ANKhROYq&e+mI`Vr=5`zYn$)bkASC7_GGxpeb1&zWYbx~?BltHV_22jdhdu{^j|aQpU;YxA4~+=e?F&|Wileu zZ9i?S$&j3C3JLDo+I7)u=*`Q1@^<$lNo?4OBSMBKuHvQeGStFbWR&{TKJW%}IM_Xm z_ro^jgkdZs?O!7T`=I5zOX%Q69S|Hj0dChFBbcIGjjX8_o+SYw@|wSBwBXpHbyan{ zKi+gF0COsZVhl<|m0g_+kClvNBDH2%@xL7JZ5FZjR=`GR1Sw;t9f$9z9^V(>)^5zk zSMj_s5 zzWpaIGrR-;C6_BaN;?gXOFjXE>~#3PVl0acIg1X|BRl*37LguKd5yu= z{-+#dqeC0Fg2M>wZ+BYR^BoaQBSQix_|jX@yLI~O35!t+ovo9?A|HqPq|j;V)vdoI z_1>P~&)@bvoc;OLY{XRG+CT{w_+o-~Dh#ke!1~!o!H&+3i(|l<+|}y5>|MQjlHy|Y z0H^X=%+MZg%3Kpc1RrY?(lL{NXHHXwNfilyIa>S0niCeb+R$$Q@`wdf-I!wKFQaHv zNXq-;0kH8qS&wdVHqQ|R;Hi!uBJsb;fo5@WLg^c`UqaPmlQl=NN)H7Jhz9QSy3%Z60s(FKqG$$I-i69a3U zs9W}?&^=i47cgt<)sQmXi&q)LOPA;=UKK^Yk|zW0@B<%W;|Zg^zf|r3MN`0-V_fH) zEtxRT>T5BIvp^v$8xYPi)z-EJ!($prf_QWncxvIVZ18>GVca>P#~d3cgF5`CYKLcm zYVq{&&zaQ;r676rwTZwxTW{=UxK|9&4pqC_E$-{}n^aMUi()Mo&^nI(buxGMpVh5V zF%p$uqvZE@T;VoC@AhXO;BAK`?X|15`JTD}Zxdl*%EQi^^;GkpkiQiL!BR`gzmQAb zcQ-ALIhCmw@_Sda1B%(RFSdn>Z1Vbn}*#H$|j{449dwgw!0~=PDyv<%w z+QZlCDd7pyF$NJ~p#gC7FrY7>!4IXFVQ-*s4et&v0)gmIZ#~xyJ9r4_bZPWjU{NAA z^~hRs3IM)MiB>1#8TLN2#TgD}PNooV+Qsgc7~8ez&>81N&ZYd)n!)W`KUXz$O`f%s zq&a_em${AirJ31XGWN6ue>$2>(&4rUfa@V5GI!h;D!Qiq766jAarDEMd#VB;at~z4 zwY$_k_e;Oyg_&9uzL$vM_#!A_vL-I^xtvQ-phn5ioFVeR!x!6^+$jT#vD_1F>vh1F znfiJt!D@{{m+M`F*nP^l%IjNZ@$bSht2~hEDpHq{)Ayc(SkE??xZVFF z203c1-mR7X?UoBheAM8tav~PinHXpjuL~WaSvG@C*11)n6c%HtZ`x2lQfCEx9+)_L z3ehAz??GipMH|IhLv-vCd}(s8FbTV#ZL+M_8f{~7R)Niz4OQRQiu-LLTExpyT3nV- zH`qW9Zels1+xR}NaaFhE3V-eTroTuL#qpXB2_fqjw2gauZy20kadhc!Ad_ph#&z&c zQ%6c(i1arpgX9MRQry^6lXzv0`QOYY$O`u*3Yl!1e_nqGGXujKzUU=ncQ#=FceM29 zHvmluI!^q=vJh)?Fy<-q-=s&~T;q7`;*gzFAaATc6XrGd_G_XOPxw@loxxU!)g;4i1?88D1cqGs6Uq ztKd2Y>V(cyFS6i%7%D6)cca-pzkx_O_YMR*|F4~g35=T7L1TX!n@m%nePwOda zDKty<41kdHW-j~tBsHKdNl1;RFVSe?6K^4}Vq5o$0E?bDHf@P6&2 zzmmRRo=G;^f&ne4s%=@>#2fkR5t0U(#XR?E z+Cafp+e%P@0lL&@ErQJ`YUQ^P&gQE$MBD|fe1xf>r%gk-zgPts`+86CTT+~vuyVX+BiS#G*xe_>@Ezg;@YWnI$5EP<=o9kuVcraJiUF&t3 z3CF}ES<&eW0p({i-G6a-?YOzew#_TM#Vin`#;^5~PX71j>)E%Gd@rawpH@}DG;=q* zML7>&Spbymu1wyrd`MHhnIcWwO`oyqWS#Ty=<@2m+VMt zB)iQcO^a+lZk40ew~I=|%j^2kyLZH+q_H8s$-gR#%sq`2ZMo4-fXL{F>nAFmhZ>Wy zwL8+O)w*ST>POel=;MU3mn>CW+!dAOqqOL2m(^lIRhv#_Aq0A)h zyySFB@sAr5%iSgRG5h1|PrmI7KVnY1nvXo3*Hi{UEK6A{Fn}1!;trDmMpE*nM!2#Z z;p4GjKIT+kj}OD1n?d@*7Lixa{E*Vz2*h`xkMN$wHhnb}Nq0RkYI|7b?))O~F)i6A zQ{Hi>^iNA7AKf??Le&=1k13J!{!SBlS!BH)V7Y{0nXLMD^YhH;s;sZ*L*1@WwwDc} z|H9dq1GN%zta3$y_jSCjLH4)CY>nY zO@N-`EMIjfwA4;uz`oWK+;F#Dg1~Y{mpGiSWP8*MF+#27Gk?>(s=YL0;pBL(-+sj~ zi155=O>9POPH870@oqshw=2)Diz@EUql1U~sZpm_=`$lQSXk2@=}AfPst8KdwzyTA z==FWep!U0!71A`iLOQ9~&p_V)zLuKyjUvn}wGvi#5U5rbj1@8JajoF`Ite{~;vSeJ znqu^h<2GIKFz?%`)oFh=YZ5j0(Ge7&Z$cU z;T2Xs@v+qgCP!Z~heclaz5mf?>4zB6;34^0zkR0&A~k1nIK0yZ)EQ+Nc&a8Rjn^$# z`1q<1vcOZC2y{~Kq$(h8m!9mFh~dR*(wVg8Mc<_htV_S@{a~f`yV%a^A?T3-Z=%-a z`;#pc7}8NV_j$VehQW2A!G^w+2-VWB`faOdw8V5Nh%swcyR$mdBkO7iJ4qFL@qfYo z93W!DVz4c&E0Tx7Ee`dK!C3v=BheV=CoXB17K&2#bw&0cG=WHf+RP@%PapPZtUO#f z`r3@Rt2*9c#EhV5q-x(K`pR{l(thc+{g&|!Foye4pPFy-@8fBh)0^s|ym7-L+1D=N|ZAf^H{_>MzDTyj3Ju_ZWX=?AdJCEe-Yci8WRk+Cr`- zf3qqp#;lXX*sT>{EU#;;JV-0l!MB#Pmt~x6ptSl)l56+iydJr;$?Xw~Ucs`J@XU(G@0QJ`_agQ)_=T_cwpNB*Nh0J7-4QhDIufW>7D{O;nrDoR$?Dob6 z4P@X3!s)4Xb1h4T2!y=5a%42-deLa+C>bZaY47P1)b*U+{iVe193{q_Lv{3n`;_u` z69)MjH7@^Y#R{TaRL1Fl(lBmAfC9Zt6wDS&i4L)aQSTY_gh#blO`uOnLiu_0!obn61O}KIZsmq6VN78W-_U!Hf)8Zyzh%_ec5^N%bV?S zpOYUCJ&*wQ0I2@5mg0Z!g$9|ky%*{q)`}+UToDs91WwJRQIht;9qbW^KIJg{_P3#K zhj&zLIH+2AO~{j~!as4PG=jjovZ)iF(f*axmB{pO^20x-E!~_srV_tSvxWOSM(=~D zz=dWHhzi_d;OCpY&)$~WPu--*SGMkj@ z-&$^p;EV7&0{qxaM%XR}sLLK(D5WWx%;BQhrWN^50##W;%9YCCKdat39Kn2YpT6bE zkFOrWS&!|UXAr@hW>8zggvXZ6(`bhbEmjFNYD+|erHZ!Pk~{ym8Dp@qhZf5>o?5L) z6nDB-=^vVMp2-~{3#yVS=3 zQ{60mWQO5Rl>U43J6*KFX1aY?l(ycJ266Ts$UXW1E&;GJo~~nu+HX#}_}z~Xi8OlO zPw-mf&I1Br(8lvhV&CL(K-#%FJ;W)pUhLD#n(ru^rZ)GN*H$q^gh_ELv8{C zA5yRTjP{epO7DlLk?#Sdel;WJ+u=QaN>u;p0mhkQsz0lMdMWX6uoK2b(`vzryfbHD z*@IvCYYlJ2lc~M~wHpD$Mu{TM;yrJr@M>*iUa@bff535!GXf-Xyq1cxyr*fs^MNB6 z;03#Qtnzb+1(JcDo*_8_V|MKQlOoR%qU8Vg0>rC{FHb!=bdB9`U32Lu<+Elz*;LI;mH0Z*L&9RgpZX>q}O zb>qh}7bJX~2P^?Ogec{RXN@H z$n+Bc7h8SepPXVQg;_v@XMO3fv=71L8~NQ&yoA?G9#6`u5yvAFYfG96x*bqK{2)g? zCOX6`F?3QYMBN3q?n^acVYq6tk>qHz9(P0A>37eeVM>D1u&+lq*ZC~4WCjSeE$%O6 z(5dR<`J^pf-SeDVcd~)6`Hb>$Btl`k3?HXwxsTpTcB>N_;(h{95HNa1q*4B3oz{CJ zRlYlYfDaTlyyxE8b#jxOk{f^!5|QJ4KO4b=@MUp*UBFz9%AruVp{Q@dI2u_V2YpOw z_te)QT_6}!Z~c@sEmFs|%o%-3H5-q}ji$8;;hf(reuRUwp8 z0RvdxV1V(LsMnUWt2~|SH~&l8bUT{Q);InwElcNU4rkGYEbU`cJSPH~zGcGGk3oMe z^HdibWNr@Bg^&V1sXwCX!{>iIoZ?L&Eu@Y>wrSG$vvmu`z>WocEL93%@{k4zP1TQL zl}v4oL_I=~0D~KsFE2xmqBTdSsKhROSF7t=>DmE47fzYMjtD!glu@5hGtI zII`k|OO?Q&pPgOWybOU_$oFG&yp?YjOfqfZ%@u9mBFs$*pVBL2$R+XU}x)fX4~<$_uN&$Db2S_HhGqO7|LNOE!4&+U|1p!3e;5iP((Ao-~NJqO70hmP0;Y|vHm-IYI z%D|kH?4U|p^~R@3zVmIjF)I6Q+&L_w?YqjbomS$OXlV*m7A{0cJA#_LP#LtV1<2CD znPz{ovQ%~7f6)~Hf-!-=3lL@97}RWqrIlr$XNtEpHy3C0O4eljX_b;HgEJ5DyH%=* zHhO!yeP#vzmaAp==t}c9PuQu&eXi9+f7$PEE#a`B0gI>}@;G~EjMi-I`0mS{Kn!m& zHt$u(>)Rr$y^~k;4Y_5s?RQduBT@l5=}!}M_q6riMlDskM|s(=G%QTWqG#%4O>0Gs zHgHKb#Wm9(Nt-_HuLhgm(<~EZ<)Qh*#T)HFM;%2-gSM(MQYsS#&Zh-rEgIy{iA;j)jp9#Ff&)7zOW-D8dKA0eX>6%ZB)4VGhw{?{HWM9cza6cB#Y(& z*=zRw{j+ImuHM?>Z8HQylx%#_8j;UZcbZ9d`JIq@1Ymd`FFLX`jcVm-!~}5613x}3 zKm=;7EXwd(u+Eg#mID!OeMY!J-x{Q-h;_oh`Bx*ha~c~YG23}_C);3 zd6saNGN{lS0xP1Zf`(P#`nW1U?ufF1~1=vpKF%*^lf){@l}*P}QMy2s}~ za=aQcgr9oZU2kGE*B58NlT~rg&qhu*3fAwe7LAM7F;#Sg^B`z$`*7QxTd z{}oD4`7Qg~4TE{@UMc(M%gOd6%)ZxlG%&o(j5Qe`oZlZ75!3k%9=vt}VSZPJ)obQr z%H8}~G>`+X+zjXBj#-T2uA}l>K@)zm?Lzg~XM=$2>B$Ge_F7xNh9j=W1azx4QJ)_@ zCJJ|(a%SkVYmZU;i|oqtn%`WRX-TS=Nd&0;mR)UX0M~D72IO^F=)9Pu4PLTa_Oo-1 zOM`q1>pNjIP4C_M24sC4fmh0y5e|NMGG>rpRED}&T_MJ(-Tx!*J)@!ux~{?7O_P<> zl9bRQNpcV*CkX~}&LBZha?a2sML+WjowLtAyQ-4YhARVp+ObqP_)k~eI2ttb>R*vM*ptb1TANN>A-Ob$ zFJ#F?e8vgZE=?iElhVeId}gXY?!&DCf7VjrFz#U*Xr2@DKppf}w4vZFWFl_ydJ&C# z&E0(+awK`{c1K>QS(I`8%{rW&uNv-i89$WTS$;@{V9{>`@sCR+~_d&1Qpe} z&mj6&I_w|b6|dzw9Y5u^pAc~a$?g}Vm7er4)tp)#tt{P5uK!MkOq`^i?S^YZfY&u{UQURNc~_A7&*>X49G&c_{$QD=ValMpi{ zi8E)=p}>9vnQfqJo808dF^j+NfK{O9f}EqF`~0_sv4r;-8KeG@&~lsd0LSeW*=c4^0g*3L+M&qB|~Fr2&V z3S-L0RMm$@Thh+Dajt&beOlLp$mP+z4dzm`^0Jj+MeE1BKN82~{HWb2YK)UCB)F|C z3tha76}UBWoL}Ah=%uyJW4w#1ys&lCsu{bZV!f#QkuR|+Lp`i=D$omVpmG4Fu{k>V z@cNj)#Mv_%&~E?^TJ%IK3%R|$x#ZMN<2Cu|ny&JLxdl5?jj3n94-Lir4v%iUxRlW> zH=^iP-bm4pKFjRES8?+7Q`VJz{(Def-U^|a11e+A2Ln5Ud$5GE^;iThY#@7rnQ9xiSb$`gJ40cb{maqnqh+9D(LdFE)kR z^Bu1JRij7Cc@AqtMW*HyUoSffuwrJ#X)10?cQY<#bYq4pwko7IGJlkUy#)ltMHWJ{ zDc>uZy+!h^q|tGMu)57ZIH=-7D7@78UySXvNIej0{7~ z0uxf0=eL|+lzt>HFQ>L_wWII#X=AHoNpNOcOJ&zQ8A^{9&AEZ2xVMK`v9L;rn&I|7QEW3~Ck!?(!BWUseM-0!Tp#cQx^-sT|jT z95Nv@k0It+Irr)R>Onakd6r9!G($-?LD|BQ)5U8SG6o0VxzxhK)*tgv#}}^kdfC1R z0YW%X@w!2+g5@21q_!WhJ-GE<_laL*sJ{r%`u!As^UGw?FdUH5sU0s)=#`~u;l z)0&InJGO;V2S=54D0Dy5OoJkMCZhitlaGk+>BPXtghQbXr>sxei7i{{J zZ+WOp*-hph4&rmhWNAcwjrVmS?lg(gQmghgvtbQYo7j|^goTWqQ6Qi8Kc9Zu-K|Ue z83`)ZNNU766D<_)rE}(Og5sVK!TmF!AxQI{;S8E8g_tSJr=a z9x#$~R)6u$-FA(a01FZuJ{A}UKEXpkoBQu|(i-2946V24ZK+&?Rjql90oM2N{48r3 zink*+{~9`ik9t8(WhO23>{RL`2}lQKhDa{)9nkyGO#w;P<$E7mD4Tnjk)cdvAwY`Z zc7^zz6CD)42xr{CIG_2gB8nNI_A0CZBFW8&hnk`?aW(#)RBbDxqQ(;fSYh5(t{HuY z8$m%Gcerx=9^9|jrF^2UIi%>~kpJ<-$65{dq%-Ak`g1rq#ORIcbEP0lW6>o4=KJ)CFiHAf9-|8P)Y#mGPWX{1jX6km{Y`Q*1n??Y zNel$_7d|^=f@KsyNKz@C$eLrIV+;3EeS!lj>w(*&u6Y#yg*;${F_Kg zk3_u!h_nwKC7GC*g0aaLiniE#s0Q0BlrnvmsrH z^v}3j0&vZxI|B}^^DvHF3rKX@1V@XXAXs4UYI-c^?WYQr@(|9*w~@V1@&^K0bu)6=xc zfS^-}C4B@RcTA}w{o~xXdj)9U{P(LVd@twLgJi^G4fP7I!;Qjm%T7Y3tbjT$FlO~- zTyAX_tIFVXTj!%CZEmqXi7(8k#enIMj!(^s+j}`)r9j_H8uMqngP4t+wy6Ku+_j@y z`4WeE{%EktsIJdS204(f+K?3&Ej>LqvvVU;w@7wmT2qkIXI7kuh<1@TcR&J63V$n? z#h4PPz?Q6}LO|eq+vTV*z0IgP&S%->{w|1zcITj3w&bcD3LndR4ziW}e8JmXYeR zegHWTVL^c?+WH~#_5&~YZN6}F3FcZa-M9f<`Y|Miq1<5>oP%nHu_;lGHi%* zm4#3CpFdRs+~{q_POqem=5JRbdO^rF;nAYV1QH#!LNLzXx~2iP_;{QOgvQ;S516~H zkN*2^Dc{EL+=nj|& z)KBY@*~tp;=K|C(SnkA^?3i5scyjH0D#-o|SQkN8;%X=cYUO_$sz_XZ6gdoUOgT3r z782A{_x64>%U^;3YAOaZNhZ7L9A!xgd_PaRTs!EU+A)ZPy`l1a>SYGO6o35`a@-jYH=+r zg!r`T-|fn{E)L+E5h{Yo(Bz$E%GZy`n>Qa=ZD47)^I!!Ii`(DpJLY;Bv8CexAtFC;*OW_C0-nl!AwU? z{toz^pY+`O#&x*44S%7>_Cfw%ixyJqAp8sAO<{b~;2)n^O~97d^8TE{6B3oW_@4Ak zGjFX8E)i8SD9Z9ml)h2})MU_vX{4mge$Vl(3IHdl9@@mgQbv>;hUCUUH=-(S5`1{02m9h}duL>^~?x&k23Mt4f-=kws30Dlifnw^@;c3Nw#b-|hl1 z?`Ef>^_Am`#-CdCpk}@;#nfo*KNqAmq9>EIG}eQz)9 zAPeX+A_~_`129K}lH=%_eBw2|LGnFOdzr6y<@<3|2lZ$RAV1>NO3>zjxs4Ur(`*+f z9SrOpf5~n@I(9+OC5=O95Nw(T9Q=VJZ~077qk37?*qn=iGm4uiT`|;kemqqpRa=P#081$ze_IclC}DG z-ITj@fS1?*)ot}F9sKG`t#xo(esU|xTgemIkNqUrWjd8@drVGfAx0Gyfk@D6`}_ER z?rycJDf<6m`~Ek*_WuvJ-G*5${!mIb_qk2a@KUy2OrJBY^+-Da%@wPV@3`nrnF-#b+Fwjk~HaOw#>bx?0 z-TJiLevD-Ix>af!7bngziE_C^O#s@#KJ!=Q+PwtpIp{`kUZsQAkqbC)V>b3T(<*8WkBFBd`7zrAwxD$w zo5KWRec7m4m?$iye)7e%VB9b*0l@|U$EL-)&2NbiN8s(JR`xIk#~LJ1&Mj0tAOJHl zb@!(E#FCnR!k$o9StoZFM>*F@{MnBMZtV3SE>$qmcD=aj2FnW860C*5m+Gtyb|i~O zDkos}u%gW!F~IBB#J7Qs+OlyJ0($T2Csa^jD%X%Qk|j(i&bM&@RERuf$RTmmPw=4J z)WN!Dl6@=4I9SD@I<)p+V*2oR)pE-MOO7pFcSNM&t9 z<(lbOB_ocQ=uT05ObZiJo!9=BH|oFdF@QsubCyaBjtN?r4xEgK?ub;g1Bc+YU-}I? zd}wxCCe+&CDn`DWfAn6P1v&YY_=&d!8GUGr2JkNNp74IPlWID*tfkjey?#$%;;F`O zBko6tp6L729i}^sb>y5O?Z)z zG*(uik2L~4&4ji7Pfw=?aGjfB-4d+1tD;4^%8E+4IANK^cQF*$3aCIw-bw;A#Gj2lNj``Sr7e+0(0`sA+E&jMwqX+MNdcgz8(rj!PqwZQB z!%y$B3hj|Sv47XLhcT*jNIddM0|qxi+cpF9r}6HtTvL@Ud>|KRJ?5D?gqlgRHkiWy zVn24CM?H2p!}~@pB(pu`^#f(T5qJ6zTy`aZf&)PAqfx!kFaub z`frRIuLj>hg~iFBOTx%J38I3#o^(Hpc8DG-ebpv7`DABxLa<-3_EBL#p5}zKYTBsw zn}?cDm)189BzE2!KFU+%&>8UQJ*k~)k0|rmnHP2-k|mROTOBF4QPp_c=jf!wmN~;G zOIAxnA4M2~`X1Fk<9v?^GvAX^>UXd{UloZW$ht}p!q>Ovuz1a#j+G!w?}H^jxP_OC zFI~1P6oMl7uOI!JaRf4C2-*Mo;Y3it{`(^ofkn6s6ZGF7A!G~4?j!!^4^a`6@R!j4 z{2`)L4n>asU!Up{FvI`XZJUXL<^S&=ns8Gq%4a;ts&Xvl-vb{}C}?b+g!adE5kaW* z+tV>;S|*bmpwSk$wcd6f_7%m82&66VXU7qg(D?wmWm;uwd|<8TvH=k+9VTi$*uuN( ztwZbLc#!uHDPz-EeHFf7o_}IhH28}Cm(w-}wZCW5V^Mbl+^CtW#|Ip?JohGER`R8A zxceb5d%&V&s|KfEL?W&6elscLJ*^FgoGo~8p!;(y1(BW(JO3W^u!w!;LQ(=&uhgt9 z5PN3x=9|^M0=uz$s%YygRs0l}y`zy)72tJOD&XX1_va|EK#CbTfEz5C-cD6h@f3XC zOz~u)PjvQ?wg2oKH4Gy0sAfjXqpg+mx`dIJL!=)`m!g6LF-X6|7=MR~+qKb0cm8#| z{LHF!Ie{!>8n|TWtpJ<((o|psIwSgZJK?|ayy|8pRydKaM%~A_4Ni0WnVnx7cG){$ zT-{k;?SbCZ^%(JB%~%blL& zVOq@9(HGShA|xsv^|%HqBvY`{A>eK0CJeq!R_0Ybm^ zzP0N=;|bGx-Wa&HpPy0606F)5Fo4igoSJ;7zMb*!PDG3+J+h~J2M6wcTF=~e%wVyT z1a#H4V@7gh4mJYm_cS={m@r>#p`Bz4J(DqJIF}{!f8Esblz}|4fDvPtUdpiH^VcT= zZ&$U`NU>4B9ZZE?VN&`Oe26Zi3pJU4V&@5C&tGu6zC+=dyRg+=w)3jTCPk?%MIl-dSvN2ns6PA7)vxOww;>GKu^CEgYed zV)=Zt^Om6Gbt_RfnR-cZ5aO6D8NG!-gFM=!lnk0jK}u0IwGRcqo=)$XwTlhEuo#et{_ zPGM3Q#5!NDevPB*mT#H`kkoV_`$ zm+9iVAJ8oBcsxTAHj>*=bQ}8jjlzIAyDhC><$ER&bcJS=NWKlddnc0}jdJ(PC&+S0 zjag9sS@xRX9S#|fR>@mvHCcc0cf#cW$ZzZn~RS${LEwx+n2(G2{I${Kl|?J)bb|m1?*VDDxc}HcMRDh zL*9H&TTfy^V%lv?-3X!Gb!?=5pE9=qxw+0A^y~YXce`K@MN!l?OfueK6N$-d>%!#n zHw@aZY3QPL&S3p#rE#P$?eiWP4dgSSvkXV))&uw+QLZBhyd^!-A6)hgXNtYXb7S4j z-BS;?yN{1jVF3*_W0JCFH?LWlY~1no!aNeI5w*PL1$ zRK7rsUZI}xCV|)n7w%<6)%Q(agNbZyIXX4G3AKU$`5tlevSZ+*sHZ2RFr{8b5_~?o zeanTuYEMTh**h)T0>z(Wl;EbHb~F>K+VNBn`ov+{0zm1 z%Ov4v5L#{Awa-0=u&spH`~wCYDAmN?ME%mUN0_2Mj($G5 zC*{AZ#?#2X;TtnEH2HPGy+$|+b^Upbp>96m?0bS=b}XaUN>g%W<~Ii{~zLGtB4> zy=zi2(r0J7`<4IFGs|hbjU*NiS;W(NApD^GyBRM&gw`$=g=yO8GeB%KD-lSnq_hv6 zsRky;G~mJ5R1_+@JDZr&2ZFi~(60((^rRbHS>n?aE1OKyrtJ426#SY=?%cwV$PvXm z+sm=*3RTt!nc{3*aS0T?w(Yl>>ZYU)us}mmyu-Lyi1W|4%YW#!1Yt}K44!cLp~WCC z4570-Yj}pF*vpJnsaN632fv43GAL<`mht}l97$7wgvk}qq54?ZWHw$x#BIA{vj|(7 zbp+W}CYcAGU`JP;9TwUXR_fc7$(Mn6+lts#AuStuC^P+pgAnB#_H=+S(*vKN#Gp0Z z6@Fg+hPFY5oD!UMN%A} zzS2`nui=10-n&-tl&Omw%jx&r)0V6lV8s!zil6#k@LhH4sNHK&izW%*FHbhiOb%7W z*v!r~XBGVf`s=76j7q1r@F)Fxopvr+HJHzVV& zlwW+N;#JM2+G#f^1Neioc-tPdB1HfCryYvM;MO#VF`&h>f9j-{d190~#5OX|3TBBT z%l$D+&EwnVcvL#d=Q(#_1NtazlD6O~okU8r;9b(jTSQ4oIr}qV;U;GI4@I$Q2RI8; zkTRpQ!@!n3c_jRb(kW%E0*6U@P+)nSS}`q}vDBJ=sG9qC^^wN(BIv$vg_ehOM7 zGI=eo=w}^mq>LF(PiukUHVb@IX?VD1!DE7PMlwN={Ga!BP?8$8vz3_6&2FT8P6?6W zO*3kF^q*^+)luk;`p)yM7AYb2*SF4DN4uWQNXGDsD_^6!_EbY=?b)QA#cJd1i&%XU)`_PqkDiDh( zQ=m1CMOR5K(5+P$iow2E6R8WM0PuS}oqZSQqLeVsk3G5oZ)b@~(cb>ODwZ2yj@B2f zn~l8_FH+dq;}$7)mf(t6$91ba5t}{;EAf%hBW!W7F`bADFJDE~_Ez(4;T^_^L@sCGE;i?qcQ}^ zJR3c|D+>FfsjGzjL5xxHQ=Ksj3V`ZI{HUZfn#GI8BK;;$jG;msxHgi!^Ulm=vH)Su z%^<%ZBDzDClat+Bt91dQco@-J0W>cU`PDubgpseS(yAXk zO4oZWVR>ZV}rT$)};^Doaq6R?%D*GCYHwbjb*NOUG78|dj~glLfMPh|7x zufGFRPaZ9kfR>AHXrw`{20q2@b%Q#6P?jt&iAs*4FYh`t!C`mJqwg|ISAi`@wyBb- zs+P^sGcK=I-odo2j9_O3qA+W3S9%#+-Ys1D%dO`$xZXvXs7Q+_{eksZAM}rko9YLv zmhuR?=@6|vct8F4`P`rgwZ&M@hbyX(LaFrRA9JzfHh|dBL!o~o7+npP-k*JEiKN9Q z9F%BAnVotV)!Z&%r$|VR+$1o1GH+}UAYl~JdkeK%wISEfxXbhuiJ2r6Uh(Q zE8>bzT;Mm#iQYO1{#d`UPsL68yB}Q~`$`;!nZc0@#BeDI69AJde4g>*6n<9Rx|iYD;>CC! zA42G`Valtn;+PBBUV0%SHtHd#47b8Sjj5SW#FyU0$h24V*0Gpt+Lgz*2q>j;EB2W- zcKqJg;n^o0S=x)bGVqmM1qht3P9;dX<#8%u%IF^f@1O@OmehI!N=vZ@2NMQ|vtfT*ANTs&nKD z_%QH-bOjsw}Ap51AxH`n`GVfwOAqbff44>yNrx%%iv zaD{iAm?f4CMP-Fn6;izuv&*#0(e17k^) zGaJPC;s*Y?1PvL)1mi7JF>EL>!9D%bgsvfFPQK(#A}C`^-~Gn2V&4qGHpKDlgM?5A zjuc+ms9SU;#r^hg3qO(@yZj{E2ATMGj9fNBEW0fZk?PoYoK&AHBA!*&w_?g0kWLp> zN7sezg68?pTx6UYo{av|4`9ROy)ejYXeqW1tqiSq{hH^N$Mn3(o~(7uS6EzhQ0Sp( zLTSnV(&|QGFHR=~5-(z~of`_cH-FN2s|XKAcjXEsv!WWmDtFspK>;GAhH*NbUq0e`8dw>f0X62MWj?v4eb8SsSS#yp z4)aJXf4|l<1hFxGsmUA33NwDtdjG9BYoHVN=ArDY>~9%uVwflie=+q9T_Ri2(H_J`Y&N?ZMsIVyz>0t#N8 zFcARd;G(byp196OhP5@XN#EuM?T390v)q=N3z-J@sF}=GGo6Q zMww(RLc)oPs*}!Y&xwTjREHRHdp`duBK(3xM+FvE{#+LscW5!W_IjWoEJPkX*zptR zWhJ9v;r!EbsrUOL*8MEy+{dq-rR z)YKy4@IY@J%Jd?)MdTCwTCl-aQ_#SY#0MaPYH&ikW&SXmiTJ|II&r(^k}VvA<0{7RK30d2__9Ta+IK(!P&w7(7O2r3hQQ+mo&0Rp~k0?S8Xwx@caa@)DmaH z%V6x?`=;3ZC)@up&qFBosPEKKyF61 zCt9UGm>t!6p+cr}fBti%1cXk+xxZe?m?GY}y12q);{YRmDs*I)m%23Nf7Q;;>y&|& zB0Alv{^xflwAe8HWM_gM53W387h!Hi-fcJYEOw%Z!`er@G<^IG&DxVq4AAiqyrX<# zEPGCd2PTu}4tG{Esx9dhYc98!zTrNN&?ldR_6jI}RK&IEiJv;*s>w|S*y2@5bOavi zQbW+;6>fOS)vYcn7XRb@d!th<1`S=j22sUzTeRL?11W#E+&c*4)Zk_{R7q05jt*GC zc)OEKeK>%b`5Da3@E(yua(c*ugLKp8pSQkSCuLN4SEVG{GrFzS%1M#_7MZbJR6A$<+P&*khlhs7FAVk% zhDlELT*))v>z6vyZ7Ldb^cF@Pd*YItFRNr?Vx5naq;XO&Sq-lJMt^~#dK&RKK}qNov-jc4^N(8 z%0@H)6Y@3B2R!!@3YpM>aae1}HI!qsBIEmw^4o4nnJ5D9t$luPd6=ojs%jJlc>uS` zfYy)o7p78x{r~cr#y?)Wd-h}7rLXCkUOd>qnU$FLWLkB+F39l2??h}cKGn=QV7(&o z`@ZRz?ozPL0i#P!?KN4Eo5{sY@WZ6xx%YzMq+%Z}F@}3pZu^9iM^noPf>_8XJ^#gF zVbM)EyMX%r5$W_)1m0i@euJerdMQAtE2|E;B7S5yYGBKwPtX(T+LENTwY!7`zx?dvV= z8bThe;*YaFbgi~PGw#xg;pT?Od@SF0TN<5;*Sm)D_(+HL3Rlm)77Vh|{LPuo#c-~P zv6x{+luMc0n06?j51)o!07CKJvc7*hUW zva~0=ZcrErwdt#;dGO(u#N329Z${`Iy>dSB5E@eV{k~n1&tu`artR_Q)IU4oJX6o@ z9O9yLeo#T6eGP02_N~KTy4U>XUC32|cFM<@t~?LUATo-Ey6nz5J7LDIaH|phFS=e3 z+Jiu!RuwWOF{f*$#V`F)Z;R@DBa{F5#`SO8>>UqVAZe>_xc~}s{~R^qjyH|{MbCz& z!Yd6~kp)KX3u8DuIA+uhQnjLtd&+H`XHc+EtDiwiSfS{~s)M=zX+PZHV?k7S$-}EC z9QD81w<0`&yKJYjF033Ta9Ue6d;#?kW|FiI88^zKNA6+TtLKw_e<}nK{aD?>tOTkb zB~^a#0LkASBtvvTT?BW|fu6~l{dd6oVcgB`EE*X$paHO8h%}H#2lBwxc`*0d_JS{7 zFL5|hh<{1I$yG&@SivEgpkGyuA+T4W-ZKStN@tm0#9;QO274r9dE8^}Lf-edZ2&lC0acW2*K6X( zp{C4koJ>fWGqvjq&`g08HOxOirc{v+B?^Ob=OD^t=-mX&&;zc&6)Bf!h|m-TX^p%Z zRvW>d9UOE6QRgbe=k;lS$7FW%N(#B}j!w#EznAIftG_OsQ{S=um>Wqk3F?ilbrpB? z84`j@b{pFwSO}+jvvj`WKm{}LoU_z0Gn&oZq2-jKKE|=r)cGN!M+mGa!qW$yU-i-1 z^)7>C2cF#l-FqQP`xOKMSE)Hh#LmX>FM?pVyp%!|w)sb!h`QjVg#%Yud6drrZ}-n~ zO{hj7L4Ad%(z{asE-9q{KoycYOuSOz>NyAaCDhoT{@cuOn%kY$?bbWyUP>K`sEmJ#ck$~fou*A{4SaBN5*vmZZd$E;9kiGXUJF}tu5=b4fSqjq8pML|^? zHq7(l6U=2n`TLcTK>EqQ2`~hkgWNJ){xo2S8vT_}+}y zspAP7d{ee)0GO0fv6AzaNTu(S&C#yA*hAy%)_cBH%!%Z^2^^`=Ycy%~oAET~l_&R= zOMbbp*jJ!R)`^o1PKFA}A~k7qsLF=Lt~ZS8lP!hJ`pcx5myy)W$pN@R-JtV8!?;&yV>&;_cI# zxH(eju9PHdAJUXsxoDDL4f)IiOSkU^G+f10Y?NoHctrB%juzXA!tCYIJLd$@=4eBX z^HM9#_Gbas0Rg&6j-Nb8z)Cmu^YNd+q8Tu2Lo<^YVEFISy<1YIfZ#H$OZFl7Bj;>N6uM4imwO1CbCs88xvi*(EZS& z-8-D(MA``qEM*E3>?UZ3qX0wNpSLSG+l;?QB2k#4cZtm#rnONMI9Um-h+Dn5ZdO!A?aDLY!LFMlMNXxJc zt@i(2qOdI6{qfv3BlmaEH$aDK*M&t%yNa(%mwgSCu((8R0Q-wP(Y^mnSf0DVCPiR3qD*8L8*rAe{Wmk z$bA-3Y`Jo3N}e;bdRH1$nVxeq$>@8)xn4SBW@&{TuaDbbcza)K|5>`u$@vz!L)(1p z57-!Tt-^zb>a%0y{zdnBcx0pTl28}y&3>$Crm=2G66Z~-FB=Ff+%)H)V_gL1uUyzP z(iV(7DE&q35cMZCN$>1e;7QQh&@G|3bK9nd^4rWi6jDJp3vVJPGIcw2g4&}N((60j zGZLd9k|#f>4zzT2o%_?Z;ySIpB?qPodZ)sb(Q-S|ih$^7RPZLA@@+sX-r$rzP?PwT z?jV5SZb)WJYuH-5C&{Mtgh^0|9No@7NE z-~A3YTOO~k^zehKj<>k39!Va#H9;C-#(J?OyX^Bn3=DeoKLTD8Arc(UJ>Ptxd-0#7PA}6 zm;|Kys}N(8Uxi7R^(0b zzA^`9Y`Ihx%pivgXUEk|3?%-M7V#1wHlPq0|}cFrcOGT$)y{acYRSs z2YUYG5N4xkD_^CX$yLC1y1=iED8O>w3ca{^nhbeJeHA|^6md7|Ptk}QZn^(!%=A&_ z*lM~tetRvW4>^yqr4*T8OJ{L;vNLaYc6tx2~GbUw@6JUTW;@=3x?h zB*3e4#r;*7KLg+qKEa9SD)V~0!k;n8_>R^|qLPs2nzX^wS7GHZN+0uu^?yN{vl?KQ zgFBTurIHg&iRPd!pdASgzPcZ~GqXYD2@HZLTV^*nj{2;{U_ZIAHu~x`wW@XfQHbX63V5CqPhIlLki7XDTAv^W8YvQIy1<-Mp}>e2tA3aQ>%%vVobeX=f@ z-l~9p(;Wf>5$8u1L3M$9Wm0i1Colsa}7!t(~ z+bzxy?75-c(oLncn#eI%76MY3TN(k~-=wtVWje}x9Tw?4Z7hClw;1R+f1$e4PS2|{ z4`yzsiZvW`?%n;U=l$PBY<`lHH z+?EObff;S{T*n2@T&Cd3E#b;j;!SkpWW-~$*&k0Z?}vjZdgvC@BGQkIX7d9t?BeJS zwtN9re?q-uxwW;t1`DP%BjL;UMDvNkguVZqG8&zT>&@fDCKE``ZjJ8g?b}EZh3Jmb{ytd72nrAtRKJ~=$C0Yejf4t&C+}io zoYH4$%}-%NhF#-WdQWP|P)`jpHF?knV-3%4(OQhgS9Sf*Jn4pFOppGVmCw_KKx zG(sPhvd`F5a% znPt$^OX*Jh#aJd{#ClNjej&;%igB-=a)EjurnF(d_A1pA@svs`-{BhU_ZJW*0HAr7 z#3@`!hz@b{U#+N@772Y*VBQr`Yfet+{dyUf992&+zQ=FAQy%QVYZU@{$z3a7y)Y{j zgfbIx3e?#!siUyQMFb7vl86g(Mi2P1rZzv+I${xMcb2ypx=K;qmv~g zyLudFIH-z#^M27u60N+^?-cbMXJlWm^s_O->ScI?56<_q5?s!kPRT=qH&=s93H%rE zu)!Cz$9nx`Z|Z~#k!)6w8- z(xlJE>a{T)17r*>n(Dm5ycb=^usY8x1vsYLPd!Z5o}P$F_2O~j;!k_kZ2HO{N-~vw zW}vYpt8Lh0G^f2@rTa8s0x?(CSTqEttK<~S(U-VuQ0zd#n|WX9K9L5tgRyG=iSgH! zT%=4zyHb7xWWWP2S(&zVq*#a!+bVBkg+XJwBg9m%O`rbt**&ng-yJ7~_XbF-^T1vN zb}`IYejK3I396OuW>wU)Wre)p(TaO+eYQRfWlS<8`RlLGJ!H1+=c3AYlp(TwWv;5l zviq|S7fFwwegE=G{xWCm8X?5syR@!DXwjt!cDVN+ULBrg790j?Y)BbTe(2CiYeX(RPnsEe+9-MX7ttJvjRVF(>Im&|i&c{X* zxM~@mag)eqjw{sGZrze*We(_GVZ|+9d!?NfTK(Px2UmE3?h0DkyD8kkpk7NZkkpeQ zdBq;h(^rGQN83%}D6iu^A+0Iv)Rqm&qG1hImAZ0zJR!4v$9ZWbSp7<15ZQruF)aO9 z#jaj-9bs$Z1!1`0%xo~H`$664EOz~F%8@Xd3~n`L?3+ED(Y@6KjS~k@^s4QnH-E-^ z zOP5!mfcoVxDpNVjPKxfYKTU&{Va-E&XQGM<&vPD29U-xQnpP_Ty8s_=kxJvb^EP$r zTB~+1vliQHk%7%;uFKJK?Y&YTVWBOvpQ(%Uj>TBve=elAVF3bWA;!ATDpR*!W-SRh zC}`-*6&S-$HOx=)dqgSZRVMxVk>9WxDNZ>+odv`A^MBo1o*!z$CwHKLtxI+{pFJx_ zr&;jpHJ%GT8253`&L5NAC8Ms3=FT{-;LLyY1t@vuyicVnPsdC!jDpn9el0W3srQTG!CH3>kkwei*xdJVVfh^aoWyMq$>HXB^9Udz|O#TT@_KMXl zNi7n-+Su^x+oe5&3$V6zi-5JZ4I68+GdsKDCdR({6v|eMqGqmx=UbiTE)+R$H3DQN z>Z$Ih<#F}=?1uk+z07%lH`44z+_2bl~WuZk8Nx!%kF5?X%YH6{(8^84(Y z(fiI^W~4+AaNy4*`f;Pz@d9hczl}D51Y#h`NEtpkn(?CdR@Neh5L0;O$2LO3=rN60 zlo!P`nc+&6#(ehk^|!A_v7s#ki$O=sa1W%qvldqQC72I=kw z=@=9Q0V(N5Qlz9M2N9&CQ;<>-k?v*yr4bNmkfFPz`@Ns72@_`+S6_XErIGaN3dqW3G+mlvb~ zuAd)s0Q-a^iB@P>yX`>ZBMtb$B{x|fLgXid7{we{fw8O5@!6-thzr@?Cw7>nNodbL z#6F80Gs_RffevV>(weNYYZ?%AFY`}fJ=`*~b|*{7K&g-)_zo*jrMni9o@3S0<;}7n z?Q@2-Y1_+7C#zS>7luqG<*w#WCdndehV;j`D^4>aD%H5-tz2n12fh!o0C_T%Qklke z?c*$xBX7v^R*FP{cd0Nw2ToM6-s&Q@yxva+hwKN2&RAs@S8eU@pL;WUf28rKS(!emY1##3I4;^LH637=3DiqK0RUIDoGOtFf;>vJAsPSPO;s=tyN+ ze(~^`FA57ol_#fjhn2^4@>hdik(hAABZx<4RP5~<++Bg%ow*AOD>q=5y{x=hr|oV6 z%swnr`6$I#pKgMxX8Wo>sO69=(~G%@%W+u7{%U0}t)W z(zBEdwpozDiQ`R%ub_PP1e*Uz(-rEW^#NHHI9Rfug0TZbfDE}C_FQ|ra<}&STP6xC z!sy2z0pAe1^IR(6OQ22pwlIigd-nA#af8Z-uCbi}2->AE(`ly}aUdIVa7Gr6U-KmL z>+`ErvNq`|p~T*(lJi$zbgdVg+7d%{_>LIbbNICfx^=LZGp6)OFtdUX*P!x?wyMi7 z3@tye!>Y-ooIq>cI^^WOzYLuN)adP-nGRHo3`$)SrAyHK`BgW!sA)YNQipse%PezO zcL(PpBl5TRxM{e|Q_#bG?#_v-|EY+i9f0J>4#nM2m6yxoO>vj~m5y~p$Mk5H4UPyD z;LhF3)s~+g(Itqb!B(iI-TowfW;_lss?lAbKB#M+vYnZ~`+J^6@q6$d=AnS0KFjwL z4?sT8SC4^>SY6!tJEg;}y@p?0 zA5!@&{eq3@=T;|SSdf!iemtOuAITnVstLFyAZ}fVAsmz<2LV5eZ#rb6xNsY8-{|{Y z|M^V{x&0>-k0GmP*g3W5vt;=`eX_mtjKADT#}n#za{oBe7>=0)E|T!^!RZ42>_TnT zi!Zgw$9A{z(ZbUI+1vNO8xZD2113^v`;*X1SClF`=8c}uI!&E1#~JX6YNNohTI>Tt zsMWANXiZo}P>1{;NF;tbpK0wmY?PVbbY8@gB||=%cK{zS(h)nf)?cPTb5uaA78I)P z1hBi_+d+Yk-n%|i2=rEz2#x`6)bN!9W~d!YT*0)x-1$h+?*>ilW{)k>+(XYoYjRq{ zuNwKiGP(f4#6g3Py%KjX80j0mz$z(#P5q!|y68kccpRba^@-?cg`rN?|Le{21Vavk z!qrZ33QKleHQqR99|3?QO4!-z`vpiraGpmkrI8_tr^4NY&F>lsNQcRV|E!nKh}4fc z)4#V8Ni@}UG1>Qb!m@1M_p6t%xnRL@p75_c6wop7llB+efayNl`L*FR=6POg7PlW} zBQxbDB|JKnMIrj%0&ZFkRFUFx%QaiAn9Y9W@NgFC)guHXNg!KCrrYip!MRbOzNrTL~ko<7Bu&>;>%)BPge}sW{3-jP}q-P(J-1rRV6B%ls6-MjS zt_aQ&kS%AKP~|{f-fh@QTJy+{|{*A%g(yB@oeQg@5I=r{hP{OMDJ?^3b4cF)BFes&AEJ`W1k=>8t~*f$Vo zs&A$@Wu@xd=`WIfq#-Gxt>O?lI>5 zapD>U5J*DS;zc+ong)iv|2>eD?ox_ax2ymWrmD#1SG)UAKI#!JXf}W)(Zw6Rwl7|% z$V&m_?O#1w{}UW$Rl?1QH1qr>sX%q&Yn{83fm7kY64&*$Fj0{hg^GSvVvbp`b1QCf z8}OX|x08GsG*L%H$VID!s>4@v4QLNG6_}p9lW_dGG|MN>1>G@{K(UIx7`roG?hpig zZ}DcctKQ^CmYIxycyeDSS7QCK!##`B%5|Aj1#!@3-sjaxau11>)<>04Gu9x>a4f2`ULMDu=$jqtciIdcA444FR;W_kyFI zwXuC-O6AQ4I!B};v0DA50Q8*T*wr!OTlg~4u_)O1bzZJiBdxRgujW5uX^4v0j{pP7 z#v=yf3W(WHV62QjPr*4y@oqrom>AoJ8#QI5&49KaXN3qp4{AGo*PE(-3Y)+hfY>UJ z+I!P7=M{F{9gxH*_j~+H?2kU3Q)vG!9~s^yShY6q1qIM$<%aSCMn2El%2iMIhkQ$& ziB4nou;#pF1BAEOsL% zdC!`-Zo=MaEw!K70~UW5Qd@&a4jan{{#{A=Mq_SOe1dFjStOi-`Vm%k4KrU1|JF%wHF1qK;!7$2Pj z`}k<>AOeGolorqGw#p@%%pT~rx*Bd+nEs-p@lhB!y^D;8g=O(3pY{mYhh1FQ?CdwP z?uZs)-|;`7CNvst?1Y$&n51a}I>f}3|9ZKcwFPm|)3t(sa;+TF>;JmRo>Mza(CRq? z;@|gy~v2>08$ z0)fR%Z0)a8I3PO=UPZW6P*Z{`C@Rrq=XuS~Ol@8;XOb^e=<`Wt%)d+iWzVJ`CFAvl zMazY0bIn!Rv;pUXEXVheCiS_lrESuQqABewOU@(DGi}EPAb&i|nJVT`USV&vIQt=i z%#`G}y%GQyI&HgH{y}CsaqUd04J|DX_J-Od+cz-G1)I8T*|Mv6k8UUX%7S!?wi7%q zw}#nZ`^W$#4->WI$Mf{}BLRL^$_sJFrd)n5-s6Po@?9iU-$duM!Q&ARlmW zQu>_@S`{|N{(P>}8A4$4=rE%Q@#M>770rAz1Dek=*+;GAfxYLtm}`8FR{_J6CZ#{AQs zW_|-S{wqB{tytu4c^E4eOlAXH%2u+bKf-#}npz&54i@qZT-L?;v^RHFMVOw7mPP?F z-5)jrJ172{k>KNiOZxa;MnB++wF*ycL>q-kw0ub4r~Bd4OAO6i^)NW~-)@e~+c){{pDboi3*YoEGG zL-bzCJ&T#S4pqN*WsyzT4>`}U423q%nMon_7ttcy0_g(;;e^p|ta3$1xVk%9YHt~> zPVX>4#Rbic+xE6|FQsDzqJbPg!`y1%@ypQnR}EVm{{>9bxWdU_lB_-cC+|xpHX7DQ z(-(-a`%)=A=pzc&Gr6tHLVpk5zk9X6*ex16GvxJ~4;r{hkiH0$Fq`^PYRvprWm;tH zgHTFM8f+@^KNB5ju3MXjXX_3&EJKTX#ujkSJJH^EMnP|gTjx{l3dd(d+{68BN9JcWw@SXs#6IUq(R&)C*uz< z_;fFlCYoAk4=S@JewmR$#0}$i;gALl76vUCn%f>`2X}t$dL!`yoUhbVB~7!b`^gUK zC8SX3$%6bAE6*HXVnPUdL1Tq)Z;M;@K)eX_AiCu%GW8e~=Dcyo`k)1hZdZ?})r>KT zci&nT6s1r=9gI8r1Hx)PANK{*vny=p>{xvb(dsqEayH(B=wH5wcrK*RBe+m-dL1O1 zz4{Rf@18dulU=$?p*lq{F;AUtQ-`UU8UdCf&DksNcu)k_%CYBMw^uU-6q!A^fe za;9Em)Q$ zNnxy-A8?{NOX4U#LfSki4qjj{Qt~JScUgY0>fe zvrf#Lnp{kIF$h`q*?S+J*t$v-aAo}d-kkQ>A}m*-(30xBr67$}sV31X_NlAb=zMfC ze}6)MbO&MtDTVZUfOqL-qGHhx)s|+30&#PXOX$!dBQ$eA(!AB6UYy8xAEU+srag9^ zpG{21;t-pc#sJ=PT$wEDi;M;zfpphM<_)sLQf$pUHs13+Mvf+3gO2zw)(XS$4Ew8g zLC5`naV1cTI~az-vJ7XqBpMW|Wy$g~4QlI_lxa7o65F^2s3|EEwY_+Cy1>!de6^$f ze=$}gjw+|$U!0fKXk85j@a!MKi+NQEON_3C{AO>tul4{!r`*`NkRR@y!ojY%yb?Iv z#+bEwDJNQ%X#O-#4iL2J4s>BW|WC%T893KZxG z*x1-JR-AEa;1oR?=s@{=1hN~X#Ym7?t``9q+S5e_XxbXnQTv|k8^hoW#mR|D)u+1e zYb%sLF|FoT}k+dU*bP@ ztIwE$6O;u3AU9};UGl&!HeO6!Rf8GQwPtS5I5gyP1Y!UV%`v<2+*xgw^G zv9ZZ?9EHiynn-t+jROr72b4L0zK=k-{|)aW7qAE^85)0H_k+;(F(*24c7BTV4U_cG z4$JNO_A}fEWauxDIzhPXGm5N>@E0+%e$EVruJ{6AMS~?_g z#sJsrx;<%-DER%+XAOK2o(8&h!m_@nGSK$%S4?aNpF9Za@{VtpmDQnjrX^N}Ony{| z4j>wCdS);WOc%hxOae9ZftLv_6i|X zTnU$so&r(A7z^vReVVY7whk-w=4bilj+YB&_XDS0RJaVJ0-VU^bl(?r)PfX9Y6pt$ z9c*d;#`>Wfwk@^$z_Tj|04bW?Ds}sMTt|anG({I!$^uZ~=Dcv{aOXtQ=P!+T;c8tS zxO~(KaS45%dULQ6Xn@!1M9z@l7fM@gLkOOD*R%8uI}5=Mzu;V}8pGV)=Wjv0E{v^v zC}ddvOTD9a*i*wwJ3Q~vY|$t>%|Sc&lZnN&$yM=|G)m-H&!JDpM_~K8Kur)E4J)&Y@#(OJRk%~)=Lh%ys)E3Bu^{v<%;K}m?%YI*zdF5l2W@%k((JqAy1vK( z#A$4YskHMz^=Jbhy#4rPwCKa%gZroZ*R*uyzqz2cF}mI_>+MkbF+nZuU#-!*S9|IZ zprcB<*Aru4H4mX{cVQowhEOlg_G%fS1fY`VI`%Oln#Wc&o)6TLZqVm5S_|)ADtP-o z+g^G2^d(Pe)4~uPATI*YHCCUFb-dxAu<->3&gKaxVT!~8NgwR1Q$gTxpZD{ese+bj zxhKiiThp_unA?}X=wG}xcdh0q)bh#(d9kaIqK{^OpZIAGST*=|k{jalOGE6(O?F2e zk%GJxub@CN4rs@3&_1u-R2L&d5$%DR3y>G`{*&2vRrKsMNSuICH-Q*{fw9?MP^w{K zh<~FL0v^`d&2%Wx80V4OFPHNrXV5{L(+ePaDcR-7wRuDohg>*;k%N6bUVUax;9!qY zE>4E%7iJLJ?4E$>$hD~Z^)dD6$N9UqNYRCmcgyMbP09X=1@^u70Gg-$KH(74z{~uy za$Jd~OqU3#t8qP)8~qFX2}sbFgdbKH9@iXj7ptQ~$&lox&Rq_iALy=HFWeZE)*qPV z9qhM;Cp(nuCVbCL_)u!@sSL+l4W4V(%>^WXN`F60Z7;>Q;A;%AILJK{Z+{9`tVur> zt0o|#{xw|?Q@VT}n}W9r1aK@(N&b0vWO!!4007Q(TVt+T>__J#f~Sjr-oUn9u`xay z@=l1U*Cyl;`=onsZy3ZS$FhM_7UYQAD`+HxxRnPVv?$r3t!-v_n^;zM$S04&e4w9h z%Pcnn_BXE1=8?cJX+C9hP>h~BTLMQ@H(UKxxqQ484akNo=&e!ydcmNZ!2)mv`2 zl$z_~SC3aOU(vT~@X)@2$O&M&i86d(+wa;2WE7lHtPq59@ z08X3&*xb>pI@v49gR0@}Gt0C1y;kgcN(t>>hVN}HehXat6O^m`Ads1`>a}W&cWBNc zNZ?kLq#tH^mf&PDN9MvN2_Rocdc}%n_1oy{@jvL3;leH=h8V~YVXZtgkBw-C7m?3O?)3kM&1D@|0Izq|B(a)xJ~j2d8a0rmq%sE*EYgZ1n^yx7kvGEy!d zY>@2WdYrl<^7pn?j=yw&Lj$*GTm$~CZyF1@#N=9*OrG!A8iy9C1-w~&Jr<+RnH9=p zAPc6d2X1K_jtS88j96utrfF$AGXd@-c_;TjgOKJ)SS!7&1nKCoO%!-Mx?Qhz(bw;j zQl6It$&da)yMu9uaGNb#qt^ctlpYf@RUb}DeW40xXWCLIF2K4ul$+?U`bUU?xwbbw z$VqP!PFTKdBv1^5``WC*nKkXi7yGFTrzP}C?=JkU9Ag$DhvT6nSa!Q|(Eq}!LH_R?V4t0!yXQdt>3{IGB; z+ka(D>l{qnu2vP?3kCc3gDz-45M=|-=o5cS{+hs?_`G8QWAFaPu}1p#{ApYr*p_83 zNU>VogT%^;l{|6RnL)qgm5BQOi$)pb$H@==v=hV-$u{}fec_k-?E%!E$j}5bBb=^5 zYR&Vyd-v{28eK{v$nx|A9ue!2AV;+-+Jii*F3!O3xO$Kg=F@`ZcbQv#bc(GB9rhl* z2UK_#Fm3Jjm{VZba@$qrE51z!cu5$V?-{&3veofcY|z^;$AvPoofK^emRr|*@>O0i6btz)gif%heg1G3bD}>WXvi6#!J>j zm0iS(4TV8ex|$9X^~@fEkrQ-2I@6fyDksV!?)b-k|69xF7{DN_{@#@aYJ8_@{7Ipn za2Fh?wCRfYz~=d7i+`$tEKlPRqXtUTO8(7q?~!z4}!5s+AG>G+zLq z!XEXsKW8@&2Rx9P$k;@?x)ED$YQ*pdFBaH2k;Wd`=3{C?R(iZP8?mZ$6PDG73X5Uz zz7d8I9%v+g#6>UhqHS!~_`ZW1ZAX)l>HvrPS32~;mnaMI262<4_qhCSuQ?|T10ulK zR^oUnBv|~v@cKau-Z5o>ow6d>4Z{%Accu6geSmJn8EGOz|I74rz`mn{>l3f@vyQz~{_VscqlT z3m0abf>w=Pn}JID-4MZ$hE)$Br>5OS-|fGE8IfCq2P=R%sEH}1q-C;9I^?wU2UAM5 zf7}X&4wAAsL?HIhB2G~#nsb97cjHkO;t|+Zwiga)ZpMS@uW^v4cvvDHcxXH1t@LNo zw}cJJi%snwG9QdR52-4ivH|~geyFJDj*Nua@#8Rg zU;96eM(aXUdG_Db=%qg*Mhr+WD=lr0{Fy(2_I5Xa>+DU=gc3^RMhNuJ3g%+-a9eoSoOYOe&); z73e7Ojm}<-SK<;}S1;|mvduP&$dyQ#Z|6Lu*xDC?M!6vnm}r>R+# ze4%<^FQDdOOnczTiCV(zd`S$kXbCF$|4S;@mu5p%f7hB_Xfm1i9Qmg!@H$n-{dS9M zPg)Z84e#Si!kp5U1Oo9_m1+$rgZTLdCb8t_lL~PkfeFe`RIvG~5}eC!8dL8oeR9C8NQvt(NQaWIX95MloUdQqp?~o){z3Ra=<7#_-mH)zc_JkE!D5Takf2%e z=wzECcei;cCeoy-y)sIi)Cb7z_-sw63e8?YQ&#(L^1C~<1!zBl)jiYYfy3W`MeHlr z_nhRMcCw(*kZ>-E!Q1AZ-L(ym0)PXFNjK$Urp2hSp|eOg%H~XI52zOclu(4b z$u1O-e^}dzS_wKLwoqq!;n~v`{%8P~rn)fTPgCJ-0#$H)Ag&47r~&uT;@rQ?)?BO6|45b1OXx`jY*>U3|!};mh171HBYe+s7KHOCEB; z((_Z;a&4}WKo;!5={)`*BZQ$l_GF5ThWlL; zCzp(`F8GB+Fn?-WkgL`m|NCrzkgn-9Zks|C=*STNhZJ^w%dl) zMbgfjYzUI`gd{@IAL^n@0_Dr+w^P z_7t1iI|`_opaZM#zr;+`N+_CbyvspLiFyad4E}+w zhM-0P_jzApoYmT-Mf=D?miSh_k&YA4j5NGf0vbm zmhjCHs?DDl>4cwjlHv}V8~B9{LZ;v12xay%lOBku2Q&_1Wq`Stsgqo8Iw4{^(cU-_ zNYy1=gD7E8y%yV~@+sd)#@Fsyp^+Dy$mCKc2*ykHe=RmGZhvC)z!)GtPx+{v)?@9c z0Gu_KgCp_M@$e~U#fQ0JN%{E|j7RjOkgBa(kKBa;0aqCv@GjuDX3I?ffO`*alzF21 zV?R!2zVE8mb9K5v2cEEaxETi7&TG$1KI3h>&a=MJod+ac!~G|Z>K3<3FMp99`zO@b zX}(C=zplJ+^EQ~x2un!iXRO}<4O^0X@D^veLZot(3}gAH`W!{18s8Gx5gFBIM`e-C&jF zzh8s9(tHDZJCbMLeFPPUm8{GZGCtC$tWvN*)8EFl-i_VLF}7UTfE7=a@wlZ_vbM)3 zIZj35Jsnl?xwg93k z`G^?kK?JYF(uA)9_J1w7TK1v|%G_X!fT9)bkmC(xn9ak87O$#lxs#>2tXPK-tuC*@ z4tawv`vR7UDgIySkOI7_R8DXhl#dK3GA12)MZ%Qs*d&S$dbeIP8y_pECm;Gwe1Zqj z`*RvKvB5y8eA+re{QM~-5Ol1sNQNm*@$!9ed_k#-p>9{Vt$;31VZ)PiKQtHbqdl}n zn-Hj|s@L=Bzz0JEnJLktdIe+N)UD9So9&O)yRCNN%teY`T?#piE$J9s*=!0|ie5m@`4XVAOOadF`}r z_w75P+r6%*t!6spVE2-IRc@kFtTzKGD;)LQa8^&M~dC+ag zxs>%As}_HejITt6b1Jb5H=y&SpkN}|f)QhI`>X=p$l=yx@!HMn=5P9>38ocP(OV6bRm$sN&m;&beMMDPHemLn zst>M8wWUQo`K3bxW!nl~=CO~VdnrXSc_4^(iM=0=?{~~tqT*-{7g~CEd^a7i52*Kx zyu8+Hx$w!(*?gj5WrZX983IwPLO)06Zi-fRpNx46?_7S%FjDp%Dl6kE$WR{rc~420 zm`yb$GxUB2K-T=V%d4$%X+OUHZ*jfHe9m4DL(6(@ThMpc`6i0L{<%ll>#~)rfSA$A zCDG>}sM~K(yU1LOL-}7u_;ncW`IdL7=l`a!(@a>W<8D`1w02~3*EAwz@`r+!A#WkP z!vJcOt7V1nH;wqQ*t+StF0GZFyi~|Gihj0t5|#o$u6nwVPsf>&Du>(OM}qfN0JaqL zdZtOiq5~>Gp7t)&7*$Lwu6UYaM^jtGA9fUHEW{6!EBCXy^Q)5o$``1HT1_ipvt23> z2LJAcUWK|IA@)QQH58>uhC_xrJNkl=eOM?h(ghlz@}0VrOVauuuWSL9g? zl|qmo7_+F>SJ)x&DCE_5v8GJmVJmxJ|H`T$f;|PESGrIj3n^jxB{4a42CTaGwGe!f zb~Azh-f88^n^&OGZ9?%dmQH~XxP#Lk03)1R%=7Mdxzt<8 z@T-m9BdE%rW^!yfF*>sp||NGlgp*>wAtL={fPG42Tn{Ml^r8CxA~=Y^qCG0bEp&#f^AJi z_&*$428&x)YPCjR-+iygD&M<^tJ*X3rF&%bWP)0V>USljiDN!OOwIEvoS4mOh&?g+ zgv-pEjGI+51st>a116)gWavc7&HJJvq$RqePx|qIZO*Iye?D`Uf2%*q&vcrxj<=BJ z6+2Rw7srw^p-<++&>jFP0kB|yN&M$x8DW(S=%@iEj22OC?K2|3=W1-m^jVB^*BWLN zEPf`P;>VdA;TU-R_Uy7fZhv*AX%=+!n3FO_7y7m)Xu=B?ZO@dR2g1y{#_=iZNW_Sh zX0^w{|FHlm!146rAv~kfgD8&mvmcZlRgh@AlAi{PO-X%ZD8z=&1{>D0BM%f4?*)S& zTL~YA=j79rZ3)XNP^kt~nH|{vc$PF0nAJ?ZF_AysVvpimab_{Jja%O7u&~$1FLX@= z_=JgrE3X2nGduvGLGhNxPaF^=P}-xKPhU#~oS)KE@0V}_F=%PAyT&!^g2D}q?7;H@ z2tI}O%bfje3xh3fVKHMB`PDXi%9Uqec{D~c;1_b`m3>Yy&I0)r%y=-`su|%v3=7?U z8DWahHu&f{DEyg7U-meD()~7l?`K%G(0$kZaLU5aMlmdS?+U+t6+^^0UhmQ3buHfW ziR=)r2V$}kW;qb{=R!V&sjt>T=H9<_4Wa?uyG%8^z72deOrGoHW7c<`A+u_><9JdY z^p%dONd_R+CQPuz(Np^Xme5p1oUQXj%qT*9G~&-;DcLDk+LoZj9RS>6lXc zmusWnAZ(^I)SmQ}4s#J^7kHv2<9@XU^YfeJGBzL(j!(hM2V0rEbOt*vC2)ev&I2(b zW!m2(L{=Y)dIXQTMD0CO)2_860z0Qk3`%Vh3k|RV;2FG$Ime)kNF|HL+`pQSriLLH zq;ucE<n%;E{UJ&q?Nbvg^kRr>QV^3wEUBC+>iLrXo_LwTT4f z=|Y#Yg8%b}@it@Ynl=K?bt$1l%#gRXRW#tkemZyHyyuPR(6DIxvzO|Mw_4AADox=__uZ^;uTutD-*TdD-TDTb6T$f^!7s{uUuaV(2o z;cRYeF{J3GHoRApo@KlS)?TWsK-1&3Bm{mNJ-EY`d9Z9K?s<=+lj86x>m9Ua$$+2teb1h3!aWWM;2dsMx`{Wv!4lt2Pl%En ze$|Ih2#GZ$Z&`QHTAEjQ-6;^BmwsI{bExw>;&1!&W83DkEdf##d!`X7vPPASM_=EY zteMc@;GisxB`=(kkak1#MHy&8J=e5%j4~CfLh&`-wLFK`~^<1Mn!@ zo0pGGPOG)C7FO=Z77Mq%f~5kB-Kak(!E`hkDvf_wISU=#YMDmLG>;YOI_7IaD71St zz%ri(j-Te)ti2x^u1t!zd;iOvr~uRKL*zdZRM2#yX>#*B1?+j_Bw=B9B1)AB@N zWXy_PS#4)UFE54}=40A-y-i-s**2C2$dIYB5Sc%-{(CBj9+@aSW5uC)^8}!pPUK0N z5FqiJkND!ZiHO-L`L;kk@*N)8c5!=?%K3aa#3D4_qHV&J#3}2YFTo7?twZ~ zD2!?wfecgkd7aU+n@x22Hz_Z_tmz4gTa?zV=<9fB;%?5_T6apAGCP_nI>)ySp#}8& zGw@05ENH%${Hjlgj1SK!xo7w#Kg{M2^(Xyx-^0NRS6+qq>hn_SlZx(ZFMsC$_LeB@ zQsYB4WvF{q;uHLS>Y}F5fO^K7S!Mbc=LcVUpg>u>pwu+|yNJS1e@5K5JbaPVFA63) z7hw;uG!6pq*5qU=PtfF--7gzv6Jy(McCVK!M?#1gv zZJR^Ye(ZNL^FVSM-(Szuo6&4S397z6g2tM%p}xSa7OFcypz1>?KX##ecQhfN6KI6$ zIRvso*Zz=nqiXbP>YI&-*+NwU464Xvs-v79VGomdkfmDZax)2a@iQeS0itDA7R=U4?OJ5z@C3HT(g zGoevn|FEaS1nTn(WHks4gsdL_5|n_2bc!jL;M_5xPbA5js5Ykjq?O&1rZ}1~iW$;x z_KQmPN;UK!@kQxR_Fn<-Lg9I_-v^82ivB&qH2hcv{fcD(`$A3-xP zo3&3(Z}{cIuTNCVxr(E)LUo{gXto@wi{ur?wZNRKp7cfg3(q#}$1!ln{O~Ru8Jh>` zY{-^mU*a-wKwCqcUj5Zk96Q8_J@4fEUOs1Ku=PyRcbf|NaTk?241p(;p*Z- z@r9r#&$2(~OGJ^Qf?#RCAG+qiH>#nxU+9hbc#>?VM^e`Pt@|N9_^El0SQGp%J)IA6 zyPmz@NFtG9bi&{0-AlHslkxmV_ZsTh+sDG(srCpA6S>i=AcSDu@tdbgYPCuqd7o>m zsvC`e?Ap)aD3yud{wNocV|)frfHTnH)Aj7b_Fo!3WsDe$RX^MzlRLTpuv z40uxNn##tb_9JI+kEG|Z%vuq(uD@sJzr!7iz>BW02dFlu$eB|Skfxz-n)s{+80h9Q zxnuXbQ7ZN$_9V0p`3Bkk8aQ*S5OXhr^H#N?8lM~l0KTQ}Q3(r}sc`T zli$)kd?kF;(Z~sL4E$9r#}zf9;R{@%2EQt)LgOE*{h-)Z9X4z2yV@aJ(yF}84`II3 zCPgNoJ_%yYq+yKXTR(V%KLFmd!;Xax>IzaJt-G$4S*n~Tl!T02)0Cq7(=sNZ z1+)z-=iv>P1rPQ#Z1{g1yjPUgKp?LsCRw1_7lrVmZ@v9*

m~T_HM>N`B0>c5IFj zFC1FPY@Q1;yUnD-l7kWv4eLZ{hd*Z-uz`%R1NcU6QGNpHXj-CkNX4S=d}~rEyvS-@ zs4*>WpWn(__&swvDbriHc7Lc7xf6cI6Dxciz+7tj>s~g29<9b~=WjsUXv35i+jlUwWQR|5K-jvA*kejQKLj8RlAmI^tkrX`wfL_uL%g|GOp?i1-3O z0E^y|oJn>|($~Ee0!f>;%*JOrPa)EVGlh{gd`O9JbXgZ4H(7*D?@z7F%!MM>*KXgD zA(|;9r|$cM>|j-ld7c_zftKs$Zm_g`XFcXmE%pfdgG5rXqedNpz82UVQ3U|WFNf56 zKc%op%dg79Cqvd1&)zvUE2aU`_-cT^ah0NwKI(vuY8IOOyy~&hR4n+j_y@8MlM52x z;eKDw1J)Vq=#U98Io8_>Z{me^UtS9i+2`$sNCMh3t%nj)2ZeVZ{>cTJ(joEq>EyMO ztEBj`!O;(7SEM1fXOW-UO#ezLh@^}u3iA(X4Drkz<%k-37ko{q3X4c1waV$_fE4KG z&z8giJp#B)>rTsuYA7KsRACBm6b9!Sul1teaQwoh?GoF}D>nNxb<0$4yNuv1r_BAxaAJdXf z1LJr>f-~4k3KTy1(*jWgUwhgbF`|#4w$e{z$;RZfiwOzG-<||fF}zogvy9v>Gh0u& z8HCy!BJvV7Zd8V&86??4-;uI&$Ir-eM7858dP_33}NW<8mN zB1n5ciusMssKXH}iLD>Vcu#n{Ah%H4m>#%k0ic_QO~cPD1MvYBmfacOF%hhl3 zXYs|J;G+s@>t1~(2o*Lb`Hc3w+RMErcrh=hS|~}e5a2E$7D=q3Fl%wd1xb0~h5G`0 zTG-?0$;;5|&v_+oM_KlS8JcU^?k~JPdLh~5a4N!H{eB7ml>2U3G_G;BZ(!zdsz&Q9sI?$?739E#po8Ze)#Idyd_L0pOo~bZ_V&xTrQ5)V zU9)M2nRRg)2VNDI@Wc0HFrnS1!%Fj&{VlxSg+q7G;ip%e3D{B*SrJ)hg891;ZvW^P zbjLgpzfiAQU0&)B#h(&L6V;={5k?G*9NXdC5ERlAX;S#%voaIlwWjO2jL0)mLp_dy zuiaBX0CWZGFuYkA8$OTPZ%w#QFbQdd{4Ewn8q3|^#W7W6VIh+m)&@^d-s-dNi!%(L zV>eJv(({n5;x*9N7PAb8u9uws*-QX# zvrMW}ftBt>@H5!Z^ReA65xU7%CmFGgK~lbWf&%EVIFX|ST*QgXe3TUkb`;-1 zS>En{@25TA;iVvjkfb?2qL6_*W&;FT?SLCmv2V@RsW6Y-a_m`F?_}REl}`DOV5#Kw zP0;WnIG^~l`U8=^dRPD>%Uy#iYMSv!OWt84@yKH>OrsLyx=n`@;LK%)leWes@j%Gu zkys1{Q_9fZe2x@uf%71Oz&ujqv-t&4dVOs?{u-f28B;1byx~6&w||lQF-Y!~jtkW{mK<-BN+#VqWz94>ceQj&tWS=99oUtGsnZm8*6e zuML&;w8GtP?laq)9(|DjEbE&h0I(N9E-ApIM(`y%|C=0*phnrM z>hP0{piN7$*!XXM=^`;Pk?zqlN@h0Xt8P_byJ7sfDvE}=$X+x+Avr^z6jNMnfblFh zSw9XT3Y8_$LhXjJQ**cnx{-XJ?du5sa$tyQmjDz(__sb>J+{G?cgqrsvi}*nX@`PU zWr@j@nXsW=Bm!kjB@JR8)gm@lQx(u%@&N%*X;HS)wlc^9F7MX-dHE5<)>EsvG0ho3 z2H|m3KV%NBIsZ?#NX!c}5dvknF0K|CvVE5X^v$iic$H%P3eMdw`~mgWR`l_+c%?LOm2D{ypR{!DJsf zaAa$_Q(W@7k#};%(jir{Z$ z?I;8gxG#s7nY^h{iX{5UlxzOCOBVS-2O8P38v;mrcLjjV)Nx^^&8iLIl+!2-)4Qrn`y%ws{!+Py^&XUsSEx%S%ir=IQ6Zi(wHZElr*2>4kzdXwZqzCBTY{6^%Dj})r?snyfbj!}a^ z#7HJ8k&NP zq=Ia=OlkxQEA^;z<@^Hw#T@FbSreI${=j-*zj@7-XF+!(v&Z4Ldd!T2KUmKmx4uNr zXu>*Q63j)}r8wBU9T0g!kOpfBAUWnw`CCdEvLx15a>Kb7)I?K&Z&VN2F|p}7*UJ|$ zvI|oJ4B$vfh|$XqFtNUKVCfnTwqC!>_iT}lJiHJKT@`@fdZ5CWEc33@a4G}?FM#>E zV4eLqc}~zJfyVZ0-ivF9)m1`Bzbcg_24Jg=4PwN(Qh%6Mf8FQi$L{o^3OnU}kW&5LWXs}0l zU3Jm+;IJ}jVJxNk6f+HD;t-RI<8rv)!NYTX#8%Y*7&1dz)^fB0+6{x z0j+or`XnVdkqH6OOpVF;V@MutW|)1Z|M^F`@BbE$|KPvR`D&}KK7GJQQVT0shN>rn zE!f7r;I-L4zCLuKpbI@!@aAu+GOClWOp;z+lMlZ)!ZL`#!J1Pa?;VxzW9bE=#;0T& zr1JhyJ*w6pu{;p5dRvY046AW0R~z*A_ZxnZL^A@Vuma`%%#75S+R;~Gb8Har1X!xf zF!!xJasdpqDY-_x$iT`eLSu}K9dp+T=jMdd{^>lOPp$J!4qQW@<+ine8qA_O>oc>u$r*pH3F3A?S1=Y~-$yf*+JR1PhGS7;D-PalroqjGK(Ajg_;Z zTr3%%__6}3aeX96Oier+W(UT}c!X7Z#q(_sO3P~!>vh2;7&gX>$00nc*OV+MWP@5TBV&nEggAosF-7AD4!Qzn$zh{p*%6+9U=LxH*%kwW0z(I3JEAhHoB(PfgPKuiT8?>17Ez(oKaJ+mf(5QWYo zS>5x}-Ay+ZR2dD*bzy}8S(#oyS*i)Af6Cf3-~*Nw68ck*`x70&JD`F}188P({?L%O zT7cnzdggANqU3K}$xpcBI1E+ID)=>d+ccxvo?$Ki(NS%BbXOOAmKCAy!s=ht-8lFX zjhTPU{o*H0%*ngEx~1Tyg}jUE2k7^b!GA!Pkr%MLi*Q>kPrWtQFMsacjwqHd!Uqn% zUQ(4I*^}s(%X}&3RqmEA^MOS>Jbn_QJTRAHzva*iB#91RPxB7?mByl#iwOh4&MpI% zq@)NNB~{vnJY97UgB4(GzolasE3a@Ddr#J0z=`>JtIl~Dd)y^>wVfbBbZZwiH!tAv5#u)$Z339&BkbGecTw1?$Hw9{~Tu*pc5 zFRmBoKJG74p^Xv9V_T0P*Jmt-A_V?ZemJVsMkDTS(L+6xhd_nXR9r*pYrVV-6s$m) z%>h0JVXs&*J<1!#Ex94;KIp;lO!V)K*N zU&4h5sxn!Lj%rSQsWkNvyP4%*aNrF0T*pirKVHb}?uD9`;L@{!ZMp>;&@F3-#bCLK zIon#JlBS@LQpt1d{PcBjcp#?q#Yc^DgcV#Eia|5+si#C{f*!1oIy>x?Ssh5@M2|Iw z5T!Vc3ZU}O`D6$%g(n4AD=kWSe9|3Pxg{tK@2mOE{f(y>H#rYzBgptv|9Crx1nO8r zgCsM1sWx+|$O++mri*q9*Zm)0IbiLih!wOxls zo|~0z0+4=`zI=mt0<(0Pq~Uu>8+4RCnm3e$^@!;O&1LL_Puam=qKGwwRfUw-!y=f7 zSO4l93uFghhx+AZJs}#LNl8Y8E)oqqE}tTh+A}X79){OU-(Z-K`Q%=Nr=xpk+LqtR zKNIxu=6geOjdEFda}$Bd0;xh>Yz^G>g|fpMabURxOWD9DSAAFf#E)%Y`XGlV0oVB1P5D zH!|Um1iC-KjP3(gTJuwa@kSXTQ6p3Y1q;S4SGKD^Y!X!phuksszGyoMcC!m;dH0sw zSxL9a^kr?mZ(Yp7*@=Sd3-1SRB=F$+YU0bt3MJX60qb71;BjNA_4*`~8^nx#S`4Py z2n4i!)lHN{QTManR)@}TQ}A=g`N;}oMh}nx^!=^R`|X}nN2F}RlYV{*==>m_-!o$o zf&f-S^5TyYiK58h9ubWC@eB}7qtEo@?R6S>ugtjv zBY}9W$c@_J;v}7ft*;&t(c8J*W2uk=NIn+&59;b8Bn1_MWw60P=p;g_G7s=h?6Cjy zsNj;h;HBM8tAGl$k(;UXl)=$ajC2&NCRZ(c%WAM7fs_QzNo-pBWk~ZgQNiGQ>+*Ua<;aI?=;T2zb}2er#8%YmnChdv+y^Gpvad-;RyVHv`^ zGU2(pXIQ)4dxo)dfU-(x+;j6QktU!56@g?jdo&?XmmCn>!=O0yZ$;7YVWBRDC9dw;P_n_03_dGl9C~l_#cXYFaL9k7J9a^-VsspAM@NG{f;_X&^Px}_sN>Q2gO4%XB3qU)E zP*lSl$5k>NSsmZ+Gug6?R*`dcHKcSgTTM7G#3;a@XAlXEz9!d))`7scxhQ2XOD%$) zP`WZ~8-@AGL1QJyAVx-54NhPB2Ksc6LhF07TZ-$!x8a6exR%q-PCql5+B1Bb%hN$0 zxAlQ6EmrSp=x}&piFi6wotm4k!=j+pF;*pnsLI!VGz^O}mkmBhj{ARF0ILU#kp0!4 zA5@a$A3@0xEgyYW9}fWcUvkr)!d@>E)QC=wy#LB`_gn2|wYqF!&S;d^nu4{$AWl~N z&HSYyQrGq4w9Sm!hF8qxFT;DKyL$V$b_%Xv+fXGSnTSrT$_rpX!IZQ>SAYeLX3LeE z*0B3&pcgn z*Za!sdA5MWgO}8hTE-38X4n1+JtjQ@&1PD~wBJ!q`G-2@y-aQWuF%j7Dt5RMDu-_2 zNC)azx}9BiNi7SNxX!un3yfIMPExC~oO3y7J_`&Ge~^ekdmQz0j4YgN&g4bttHI^| ztC4{^7xQ%#D?Na1a3e40-!XAIOWdh>_+m8&Oi(TPKk=u{dQ$&7N z7K9L}Kpl&!ncgMstH?nI)$O+VzT~rm(U@_ZkkXqil&r1~&%&D!$2r{WkGx)8 zER(Q(6qZm`#PUQk;_vakk5&-lcJ(M|)7;Lrw~P78tgdN58%lw7w|+UkcBOe63cGQ| z4|z3s_qwWWL!ddiOEov|w6BVr5wHsjFsAP^4!6T&=Vw+C`@)90d|t~L(1<|Eh&93& zN8cVaSn3++=gr5(MJ70|SB0vb66PWV9XToS1dp}Clu(fasa@*6*aau|}mYf^dN{yi?Rb$NA; z0lcGT2D{3Ie=$w+OysR4DVOcvmh!$D`cf(p{6I32)Z*p*q}=tC3hh2U+~<%mK7HXGNB5s1d7Us8=l2b+A2 zcmp$_-4gXTGM#Ee{8W*MSbT&T<-_274oU$wMBB#w1qxirkF2FfSb8d!8AGrxi|_D( zq)?yUx=DNUPZ(>+a)_j4klSC!IApgWp+-1;Yks!-nj)btTM&lGJ=NAgF|WQM!-Lme zSxijdarL3}eI%$Kg*i~zqnc@+r|UT=7*3BFJH#m7a8da3>rLv0ymj&m^Q<5Alwj_S zk`}Q?E=K+0XhC5=VOl6b2M%wDEmFmPuu1qJA3d+R97%WQLuhgOHSlECeUep4SV{zpu14OcEWm$6TS}0n_l5rRGMuv;N$GD`xx!iab z)o$G%oWY1yP@&2QoQtMN@VM;;mL#znY0!pkn%l_`X?kFial&MKI^lMfPp?1viRU*i zr=)q|!>1c}hqrCV-uKL%$JbkG86PI3v}GMMG~5jo6Cg}$afwy&L)qEwKKbupO3kS) z1!8L^>Ob&lxP4Z<#OumxY3MN@OMt_xC5%zuV*85Mi2L+9$=MF=T%dfr~q;@&D8C4`LoV@q*v;WR%QCt1#;g*3^NR>?q9mr=8_c{0NtVt_6p5Uso__mbR5XOB1bmd- z(yvfCbwQ?!aY6OmKUq>x)B#*8df)K(L}1|ltCgoBvJLOr{`sFFcssGL&KFRYokQo8 zS;B+NJJWv9@mo>v`~Sv2$ZMH*>k^EnhZI zZjIW?Q6n1ODO_M1|Fv;P7b@}mBhfXRbIfaQBRtKilje@~&dh?4_NWp_)`^y_n36*U zZx=>V!4&T=9sMX77ork`DgW2AKE;wXR*1qdE*^=JL7vRIQpMExKxbFbEZ=bQZfEG}aHRDJ-ie zsTEUDz(AC?YI=r96a9yF(OdPUaGLvV#?0P)d^hjPavS7&ja)&xQi0^<))V>|p*X(K zZth=u^;tnBVfZ%$J4A2ztV)-R?NfnK0f)F2zCr6dT&|6*kGIo!sf`T}bTp2k|Jue* zJKjgjL+MG(2+(H{Q%mMA?X{Z^Fp{?qu5B7=B+$E2kkAJP&^Ojw zX?RV9qH4#nzN(_YTmIxQ@?+bM<;K9^IS67=cmromZ|r(l zT5t(1wr;FskKt%~coa_-mY5s=v6U>#LyT05B=7YFc7vd=LKqMR%=fgSvrUag2kE^cfqms-|Kj1^JrrM5eAF@K4( zBA%A!53QT(0NDH`v=4at+s;r-BHn%oJarrqyOz5Y_=>lY-|F_@;w|5TFn-#u^Gg+= z$!~A=iIr_2N;F2uNb04ylc&fh!Yl5f>Dmpf!A}l>-{zT-XWz2Mkx%gArlWZRdwD_) zE$BLPL)|I4v9gC>wl5q{$b{-cVd)sa;TQnlE7)P;i#f3nDyFfTaQV}7h*-}dHs~s) zWQ`yal1?GOcy~X8aj}P|$6g9xv|Bz?O7Mj;$5$ax2k)E}(qKzx-%!0jM|j$Yfxlz0scUGsNG+~dP~Fvmynhy(_rSw=}v_!sJGFEsnJEixDuw+ zD}O@mllcP(h7vGu{q#c>n?+pSBOn}Odm}+*SO}d1c{?2n(=EgMl*Zf+Kr3nDYQ@j1*$+ zW>z>2CqDjtz=-`m9$zd!mnM)51{RKRYg@*?35>t}CrJ8JdMvfJ9pziHBRbZMKTU#i zGc0-eYvywehi}M2)}J`=M?r=tdYz>9oRAF;BsplK*icT{BI{><>r&PK))I@kdlKon zj)ocY5uQu$gTFYjlai#59V=u z(YPRkNoOAGwY0-5FPh*0W5%vSe{l^T8O_x@rR zZ>Nq+sp-C2=F`c`3U~~kCT4Qib&YbS<8U+sN?TMo?n@5Ytjl*F22O?+n%2&`0-xr> z27N#9KYOFv`H%eOMjK(XPx&!y9hKMkc}WlAMoCEm$CwNS`Q+%_>+}qS^QH85OCq~% z=Ts`V^VI$Ck_QOM5Ac~uIeV4a$Y_k(Fij-mOXUebI%VQ*HWO{_C*86r znIRePrSC2zw@meFT-b}kWOfIgeuxR@0RV5EXn|E&cDFj_E6`F@t01L} z96F3YD%AM{2BmHZ+Ig4rpS<0NqY;$lGg18Z82X2nqwR1b9+xZ0ZK0tjF(e>L+nl26 zyHpty721VdH#9PZR}?Lz{8RKzc;2i1UMU7@;Jcm82+2Fl>C-khZgjBA4e}OtZ+FJX z6F2JD7fwd+fy`MKwF0GzYQHiPV zePZsjNKb(mBU2c}s~~{kXf#TPEUC-RTm$0_II#5Kyr!K%m^@U;t%J`6LHa{L2{bfi z7$3Y1Mp!A|AD!s^Ggp$jSP?ige~J2X0#gF0u7a<5#%=0L*Bss+o~tHF?zs866MWZ! zmg~U_W<1vr16-SmJ=mGIXl1euTq4V*HH+-QIpJwcJB#NkroAaM4K0sEYbO_l<9yDy&1p z*H4u5uuLcQ;L z7eL}A@o>oIM+P@<{e#zTHNuHFj_aH)*BB1guN=q>SK5i+9#QswmsIn3&ncLmp2&z| z4jlk%%9l?C)s6L+mbP8oUD+iy6A39{U+)DpQ58it#KKVu!Jj@5<;>C@TML&X3O+W) zsUvHMQ!*dy0AvxA`rwKb2YmKAX}s6w7F|0SEcx&KpgZXq{45Gq5PF0kG8g&ZG6>!M zDB1PagYZESikAjkCsyy<*>-%q2jMCYG6Budop&nOpo%UJ;$2V3{%6h7efdpz36__% z3MvWRSx7|yN2UYX%;-+Vo_BNCW`3l2USv<5q*s1WH<_8r4~nkI%aEBZU@cz%UG?Fr z8^+`)ms~B{d6pL)*4BiWD+d7%0|o=4{1pHAp7(RRYo%I|0;sOu8|J)&_K6Pb;Q(k% zIuKh8dt<1jXFjR1ebuqueoR%yoW(P$lLC9?I&m%kmL0p`Ko6jIG0=vxK%kwbY73Wd ze|vtlOD9c>I8FxsVqVq#(*#f@ZU})n5H2?H|F!lwWIoX?oaOatQ+0HpA&qO-1OE$x z)9j3YG*33jiQl;`smr{}x@gb>_N8Fjj8c{Fx4&@4Js_CS zfzo*5XhSDn(wh8xPGR7O+DZd_UVz3csiM|IaP&78Z0-wlR*&~^qvs$k_&Fr4K~&0%%k%%}2-=qs-H<2%&sdgFx3l00W zC^Ko1v>xO}6u!z1u^%9z*Qb-lNLd)+f`YI+faZIL&_so+?Wvl}zObVf#6kW>qJ$T2 z`WBM`^4Ahx`cIEbd=xuFIdKgp%A`@wxI}oEBcHG4A3ja}D8rn1Th{f%_z@VFl^5sq zT6p5i9>!ds(g09V;_rRQ z4vrf>s)I*GcA?r!Z`sv;^mThNY26YDN#SBjJ_QrSX$A@2#0P`NjCDuppf*<)`)8UMef|;J_LzP1B zB1F0WW%)mSBW6?bqq4z?1)$!E8d7gm@IcDbE`4rQ57zV8AsE>|jJ04vx6XViIUmu$ z4w!y)>K8y<1Eb%5{u3`m=~S8-a7j$pgHOQV=z6p=or|XhF}`|ptE$pPZwd=_IgflA z8{ndr$-igR9Q(5a(;`I%w{#h0oynfz_bNm5va?#{n96yJ4A~r2P=j}r?FzE1$q^vF z_IhJRlcn|25cB|5|NJEzAN<>%lYr|PgB)M82n!IJZ$;_fqb-7dQCVgjM@Fo)Uw*yV zlQHqK3%&RI0WmB%Epy1V(bNBvfxD`NdHxG5k;cemK(J0yPZMZOpa&T#!9h_xjpU4{w1^*BkJ`* zZtF12F@L0`APs9myM$2ja-+~O>b=N8zMl5>WalJy;nOJX2JTiGRE07{eP5%==hMi@ zjRZ44Mi!(AA}KY}_zX74@gb8)Y~8R?>zk66VDHL9n^tx%sDY)@aJ5ssNF5wF_Bdob zy&oLQ`dee%zetIJ``tapbyd}6VU1PqNeR$!D`xvf0fVDc6hS{e_2x@XCNv}8Y3Ktq zQ@d6SX=u%xrD+^bFzpquQ&9L@ZL||I$}3~q4xx9Y`Fel3wCeLSTb8I?U&NaA9HzA& zJti5D60h>-$Qn)%b3kysdz2cq;jqG?d&~)8hg(TTSbTgvO&|h6ZraW`1l8QU<9~!u zP6rIE@{70fI-1%@p6xR}WCTEsbHOfat5o!0<^!cB+0cZi?`27R{WfgH3RpomskK$T}(2|^znAm zJ1HaAvp$K;9BTk@GE_MEyW-aSpTG}*8<~`%6xns$0Fiuz6{z8ifQ6}5ze3FB0n(fc zsB915sdRaqD4x1}^J9r1dA3KhqG8qGDii1W>WU2qgdk&WTc>wgOj1A|>XAEj_aqy( z^KGc}+qnRS?gai14ylR+4CjZm9hLuyXhRy6TH2cN3uoQ3e(Edy!mwFZ5@-E-Uj0_` z5=b;x8oTzbyj{!tj!Pxeth-meJwMOy^+r#RWj01wZAjr<(&@&yo zQmvl~+KAK~*-8GH7Mo?#vA^_Mlvq!1<8MN&m@3S$u5sB?ud{wj2M97FQ6zoyb^VOBQtyYRarNLxC4drFN6Dkd7y$@1>zO2lr2`fU-zThi&&PD)orqQa zLE$`fVQFsVD^05YcH6s-Gw`OU9~UjSyp8Uh6KEhUmUQ+fAqNMEghVAc(0F>)_R2SRT2Hyl{`-|;j zXPQXKYYw_ouUYF}G{z2G#;+IK#P~%w$HM^zm#UX~-uG+$Kxq6D1x0}JHw z7z0))VetD!ChVubMBQ1uvIHkO@iO=GzZ_-De{=WV!W}NcP;NS62LU$a49B{QySV99 za68GDY?c`#I*Nk<^C5=-%IA-LNfuCxp4#X7-LVjDeOyG6*?tZj*mb6F`~(%Mu!xb=nza?S7CwJz*@%T&haW2*=w$+V zi^7Sz&-^UIj@}Fy$-~{ih;&#Ts}6^~P8wwWp5ER(|C|E?SjCj2DE;R$@Ph+e$qKiE z5{thc)llsY2)AzvzW%rQJxbWKAB9~V?cku%lQS-XTPy0uv3!ddaMZ$KCq51vz4CJq zL9sC-S6?7>lSY%I)05eJH+8T2sWm<+<4|X5yuM8^2vjp?x}@UyS`lU9Xx+(JGnU$M zNtK-ls_nJIX$e~D<%bsHN5yarrhg|^n!mVI|5;beB+${i%0&7V=vfC*J@#Vx*H@D^ z2ba^qr%%$Tsc?T!&%WwoTsky_{(N5FJ^W`F0)-E1X#xmR0--?~VHLQ?7AG6;LR}97 z1eb%je$Ylx+TOoHp?{(&i}_mTtCA)F?2L_c-Y!U4U<^Rw7OIQ;Nt5qCOvIhNH3yb> zPqJ3rBi%Da{BEfxEyUTC+|%~y7sgZ+F*mG+A^g8=m7cIXH+H~Uh*l}W*Nyx?Ex@e6 z^RJv)zJBq~?G9aZ6v6TKWo{p*woQpR7lMA_{U8aDDbIqMMs{<3$iV%bNQN?IfQS&Z zT$#w=EuCwxq7_{G_y)`5PVpXpj)yG00d>1A#rT%5M+1N{xsO!z#ziBODXUK(H-vet z!ReXsF*%s%<9GtFc$b2bD_Ub5uuG4d=p+)qSNuu>)Wo0tSQweo%F%)9QM^p-`0#Lc zolhSsr|z{jfANqEQy`hE5v!mwxcQ>|2roc{H>oPV&G9pi9s_bp{q(v=j7Ts>SL&KA z_a;j!vX;mrp@br}_(SZN=M*J^UJDM0fSoT3@?+uLj6H${RoXU`r>bcb(cIy0*T=S& z4uk|m)iu!?Q~phR!_#%aY{<>f@q`Jq61w|YiiN}PPteUAlN3f#+64Eyy396FG2RfE z4v12)jjq-~ktJHy^{b8(sQslWa7thvhqNhjf`)BJ{h#t%9(%6rP+~3|8Grm1H=P@_ zuHT%@C2;sBVTPdVZ4b?Qi+o?^`G1Qx?KXonwpR6tP4N*mx!13RP26Fe*d`(}Nlt`+ zU`nd(wak6}-XoCg6Ik6=aJasgTO{ZfgZAu@e|<4bam3YN%mpLJ042M*|0XAQleV!AHa3HxIfVRp!4 zy9NKZcQq|2@1lyZ?XW2%SE8w2-&QBwRTK%m*DLH*hZ+^jF-?W)6!R5W!s%zCwE1+E zwyV9~xUzjwAZhH{`=-+H0am9nL-o5?4Sc^?a*Q%?o;)2u6|Oxym-Fh3?I5rg9OsK> zM&97x7Nxs?h%RVl5&L**_plnU!8QKLz<`fgPw4@P%@bqNM3qsOnhVz>=Z@6UGGk)2 z&p08An}An*=mJN)nzQOXY4FWX@U`#+*^5Hn=TFuap_LsveF0*iPQjwtmu&m>;BAOd zE5RGA@9!L^yhEDpa6>+3y5!zvARjF{qyFQmfoCW}0iFircbypn zXyY3Lih$SDH2T8NhZuR*(tt}hHp2WGGY{_f>m*6vD2Q5daS;Ab+G$YW0(7dR{afkF zwzn`Paa;xyf(cGcM{BaqUTft z=VWewFIWb6`ra-FM;&nGX~sMwL5~Kd3Q&uD=559SKc4hKHQt4QCvaG0pd34#NSk27 zlI1M@D>w@Q#~A`|dsH=#FJHVESE;$kur8R}rR>PimG26h2|sMd>y3y@I-st#c48A? zD>S}yC6@~wxEBqg1XkZ~*D&LPklkN;79@8-o`{A1L|(d0y5@Gx@BX__RPMp9bY!GD zgJj}Mwkh%|<-ZRdS&+j=@T8izRxnzP9-$?LEl=s07;IWmN|J`}j1#A^+5$t$sA3k1 zA3a}ZpptB8v)7!D^gbf2_(Tu2J!d7l!9g1S?bm7EbbvI*!)k{MJNat*^Mbjk*erz% z7g%#8SPl{piyb-bq?4k5A?w;U+=5fGPj+G-S3V+Jl)N~JtJ_@R`6^YlCoimf)Od~( zO3J~CH)27?dkZeeC(4r=7jU3zU4C0* z7N{DN$>wUb+sxRuzP&GBE8C;0lLWELBd4Rj*s%`$xZ3AeNu^tdtbMDCTJ@>g| z-1U7#XrHU~`ZIpdj#-u z0rJYz(H)Vm-T*9Ue|`K*3?SEvOCQg2;94k!$Q3U$mKE}EmzU z1e}3v&c1gTMwcXRquAi!U3th?CWec{5%}c#`^e1Ncb6wUZDZ#08KClT&|wlmsJsd~ zyRfc}bwoaxz5sx{-JCwvX)fU11v`Z6Z)eu;*b7(zH%jQ|Sgm0dE=6NThVl8kR$q)Vvh^64uFcNE8m*G$dCk)cDVNdheGxdXra zW~y58psY9wZJl6&&a!LCuI~oWzEt2v$cYNquR*Ie2$vF(NMdEcvND@nS0Uz?NIvk7U5*8Atjj>J}WCx zBqfo~4v!Pa6nMV-^)$2zB%J@IQB=Nm#f6VR038F2B!|IOJ=&33zA}ClgxfS9D0+Sn z=d_)7T3Yx+JB}7_=-NO8057Kp#ed$EfN^EA$@|y z-p>jVXa?2OVRlx3g~BBme8M{Y@u>I59Db){t}h$RfWFo!F6f~x@is-McC3t>1pv~v zLX^?}-8D&wSBCh0No;^!y6q80eGA2r`783K%t|fkc~0CqjjQ>0-D3(r&|?b?HxF0( z9-s5HrU9~0Ca3za=cA;HK7XU6!!B7RAng0-^qLphLz0lO*P6#(4DvWAcFNd7Xe(4% z|OXR$5aUm|-_hcRaE)br+l-BuSv@QsH= zS;OepnnHs49^DLLUIadSl~D~-dI}#isb)BbZ4wsK6nu#`%Va~d)rgD*A8>!PmY$m^ z$NuzIjkr(iZj4mdcPOF8WtNExyXJ=AI3~Osqp|r%RGR0oYt^(kw+)5ee^m2AP+g`(elCgV225!9G}X$6PBO))%mVm zSeyMx?*izhkE=dNz%s==MVdSYo?u{CS+y1Z_P^(O`fHJAISzm3b}l&NX*U+DxD%Ic zGSHh*DdIzUABd?B-OynaN$h>N7kCmmQ#J4(z1x2K^|9x{V-1mSfwMi0(&>Pj^0J(M z0s)NLuBi2FY^JDFfegAmo%Ens@29w5|z)2_%QfXmLEzor05Fq}% z{{VMGL^pgBgTyDZ^yN5&UIk?q@i^#7pGd8?*Wag&cEvDm=+xjCz*W=fh#!2L*D%ys zx&UNq@LEzrydG!`DzPgj1J7fb?I;+_%M+f*x_zCAN1z!Y_VeUOZW07?kc|x@7pnM- zr9Z=p2G?=2(CRS+P#X<-i3XRhmQUDLdo)>1($_`a^>I5+P77Y+b}HJG$L_M%xFp!(B3~qPdM#OXo$o8zMo6+!rUp6ME06l zTdGTS35X1+`#bY-wF`lW+~G30#SS-${M!S8(7h`>08_NiZWC0r5YkBk$-dYVKAE|& z+#4(;URGoIqZQ156A;u&dz(JNL{EIE%81ZXT|SclL;52Q;W~%LSeM|l##;+51Ghpp zquW!uru9oxEVop)3(?EaxS82%H1JJ5M|k&SGBD+KTDoDBmEPT6i2%(fn5+IrKrWoq zICYd$TT_Ijs_Q8G(k?@APIWr3qm?>8;P1&VEHCbFA;k;I&}fDcWl>~28?u6ECz>>> ziVIc=`N&t^%#8d9cs&Bu8nR3f#AC?MtRt`FCn;Y7A}SglE2brUV5uJq9$|CNs-&@s zV2AW1?XkvUJoU7tK$&=c6vBn$B*Q^HzLRaW91-pMW83@(P8_W?fXBNC!C|Ewp|q0U z$$(xr|BrEk4sRkKT^X^QZ+NLi+zfCbbFHvQ@Yja`MI(UK93@)yj{9VHe}nx^bupIv zi1=-{OrSwO^_Wp2?&RQy#JrOPTgbS$+f}*Cm*%Kga{5#EcUM>gc>V@%jkpk+1+r1x zCLuv^h0tf8<|qwAjuQgnKXWTM2=qh|%YKx?BSCG*yLT{09dJ)P<}t_vEp0jw#WcC6 zD>)KIjqcyX0-uf3o26yr6Z8An%F9?mYR2I6q0b) z5vAGo5a>#XNAvw9VVM94j{CL5Q(^@Cy=VlnqLxA+*_;vYS12P)Hev zyi6LJw#)fwQ52B_gIW1mfO9ha59Q}$1(QjyqF#Ze&_XL6&MJ%V0t^jz3r7#WEYGC0 z6(PKqdq4EsY87NG8RbHw?I{Xs0Q@JLCQm$QK%;V_Z~;|#0Z4>0cW6PPN4H-Yz^$Sl zLuQd?Z|EVYF*@3&X0X41=Zl=bY~hsaldX1Z=q@|GiMmHFo#&o ztC2UxjiY)-S7Fbi%wH&a$H^@LauqP%rRMYsYG3o8N?$@luBYtNs7+i)x@`IvVm zeJVBHR%=s&STv~v&G}-oi+(M;^{KZ^PFPXc*MDM!Rb`QkmcH6deB7p_P)(#|@AJb{ zv)QtCcdRgz%(LgYFhh_Bmdi1IZ{My%R&cAW3Bb=rxhKBqR9!Ui-^>p5p{tk zO>5BjVxhVvkK(0N&M^MzH~cg4zk%IF&*#sZBgu&-$>3mOnjR@_g}Z`kk0k#YGkft@ zE5y(t$x+rG`@?b>vR3OyDF}KeEhFb|VF=XN_1>>e;O0kjLHOhKzT_21xaowjML2U( zb_n%P5_&vQ7YirRSqv*N5s~eWnPfI^W!0yW)61j-CUw+QfYe!D)p5<*J2A5XaTyXk>b z@;A2z^X?LcGrY4znAKi!IE5^g-Y`SGL+G})G%_en9ZI?w!r@Ph7?++>7bnsI7x9w1 z&x)65U+@bjmw;h_lmid{fugd|>n%(nQP2!YcE&pUSN#j|K%0XX^e~tFbpDCX#V)fk z6OH}Ppkw1W{kIGZy@59|rV|4N;SJC>#XLH@VMwXeNsZv*jI>r;t6WUQyI=xC4!UlG zmn;^bmB7lH7gKKG;cC%)JD*;ZYcgP=i6XptPNH%5Ex&-8weu$W;OczkpH=p+84n#> zTZq$8HSGA6oj=+a>)1yYiS{J5o%!-1e+Hk#C)LblM5GcE|2fuX52FlV_L|$H`kctR zEo#SE_j3YwBT;m#^Xj8G7%#-^WEA^k{zyXN;NVj#P6h9*unOyFt;8!n18=+U_UiK; z#<{Om`kWL+ql*13f}T9;*m_>f0@=$*!i!_}XaPIg#hck@f%~}xDn1V@+^uGmFk7wH zDnk|zEkcL&H)&Wi%ut%;FEEhIb^i&)RxW%K@12N zG?qW<_lL4mDdT8V3dZX*WwL5LVrE7O`DRcN4@fP54l8zXFe}rOIa?Jk7Gw${$sRq^ z&udSXV-P81O2BKZ4~mR8j3z|oNXzTPo0ymn<}t+NzX^O3N1)P`u&1~qsW41d0XTQYSCXkCv16r+B=^m29>AMAE*nk)18f^k`uvwukn4UQU_x$TN+ph+o*5aIV9Jl5FA}a%BfHUO&dbX(pkw%`(>l=E?pFAV; zlLzsG{FY!J$r*FZ7utsML>ok3B0Vs1LKkP4vl`kQ{#C4B4(Mu5=}u|t8(IoTDtB1c zzMA@DJhkK_F@Aj(+$B|Wi(*qh-}${7f#^k>Oon8$L+cA zif9W|Sdg5oXO-O~eb0nfsvzdQc(l_qX4>ACVZ5if1pSB!TP*U)GW~Z&Vzjv%JHZIP&=* z)e}YWvF=4S9Y4=p!Q|I zcVV1?ZGqhmPJhqiE_RL(#FDCkQ|Cedoo{x~BHR#+|Gy9^Ak_WLaOP!H@b{fTi`W2} zSB+k>O-;XIpOdDEZO2z07^Lag1UHEWA3r0sy`!?BPK6*P+dky4vdJjR@Y%yB%TwE> zuhLgbO_xg2Uj}37WxtsZ@p$$n9*wZGc=Z@9^=l3NJqQFvsn2~|3Crrwcj zk_vj^DxsW^;u@G<9git7sq%nwiQUTQmaW*8XwTM&XzuBy(*JD?ax06S&nX3pq|E^Z zxsBBmU*KZDoIXD`HjrrWGHk~Qg~J>og`Ww-15B%5u!HRBKI!(+UP$-6rSo=^RoP?x zz5qW?$Rup2Bvy;{rcsS}GofLyhjNq{V^9Gb&YyfLqcJIuu80li^KFet0b+Frm&dK~ zdK*{O!?*sly9=-A@-@BAMPgbM*g#FFHvB2)frrsI>q(Q&+I7$G-%1x+#lH1)Fy+QX z-jiw&&_ZZ)ObyKhT0wi}PN-)+H~M?;5+&_drH4rCK_iM7LIUUaf2!k2xk~wKD$c*B zlXIpWuo6?ptv--;cAxSH(ABwGhZQcS2;0m_2Z#HS?_vuuuVK}G;!8`|3o?6o#;#DRnv!UHA4sk6#|eo^_?c1E9A&6N zOzQcsnm^UvRLLxEoxzI(S~JvHBP$6eM~Rj3lvTB_o^5V>!TX}J%u;WH(- zb8RlXmOklScSwR+fNLjblb4jZ?EzILeLOYWHS*Nz}?MlofK*>J0aB zoxC#_6r9GCQ(1H0;f3W2?tABtRLxbq3K96xjBG}U#J&bYJJ{4*X*_|~#bw*6wLKJM z<#fHzJuC5zDGsylB%TEBPubzWOd=$$?Ph1CDaLV(nso7&e;_#l`ixMt_Xh|?KX`6z z#M$ya=UXX>)|^|J*R4TrAlgJ9T8osEcjb(|$18*6+q%;iE=m8mwut_Z9{_F!Z7+v} z6u^!RZTY_bd2REkKF;t_w4`HS%7Di%@W}!0A+h51z?~zMf8QDp6Er(hC_&@4fQuTB zX>Eu*D%Mn)QSQJncd~*@iXuNG@CGD8vky1nihZH)OoP37ppWVVSg^oL^C-X@ppkPS zoW7vn6>9wP^|5{uP{RTObywGwDtcd2FvilsB7{^kQS1V3k}h6()~1txk_OX<+c}L= zf(rZ_|L%G1$oD4$L;KYwb5dE)RfRbtbLnIfk1Dir55r8+Br?wI0hOt5a#&Zt#6~n1 z%iG#39E89xCLcKt8@);e4C3T2gNLkSNurtbp?VdtO$euAW!2YbcM&LMd;}())6jg4 zBdf-Q@F-%;F43MfsR)TygjT4bdqhZ9e)Gwq7o@A2{%puM(4i+>Dy9!UG|}gR!JLQZ zO^%IoOxh1W9HhRAn4O&YqAzX5HsnK2ziVF}39mo?+hTOGCHYM@wdZ}?G0l9)rGIoI z7q_;q6d&#E?i+{p{c;E1YFI?k9lrg$J$s2W=A4^2vP^NAWAvScd}3j_zX) zcFp(aT2`9&v*%YHzltGdK4-dtC(X7wL*FKz-7-}7$KNB@@QOKW_2wc8et6zG~p7m|%`|(k@4}H|U9)*V_BJ}3>na;l4_IQBkvm^VP2-!BHAXgh& z-D&4y)`WMXq4sY+D?Rh+X>#8<4!C;yRWTxSiVXDwyx*uH#*x z5jTxZz$|HJUnM#AN0Ji6TKwSHnTXmbYn$-S>^cgr5N$R|31!K&Qc82uBMy6JkIQ#lahDzZweg&KA`GRHnr@4&R~WZ zt;ZQY;BlZ$BcM!IhH1RBopGw9V8!@=(Itf}fRJhe7xI;zDHXPKno|IkQt|YcbQ)m0 zDo05=&{zKm)kj`v4hCvD{N-l(L{#^iiRx(@|Nsc4Vl`?%%PLa zvdBx37^LJ6i{1mjn2T{Ezk|h`?6Pz}L&on!g{K(Lt@EIXpRZY98w(mYq9?<|qee(0w-GSR-%%w>m3u_Z4N|f(&q(mpSxQP4frtb+k zp%?aleK-)0!RzFAyP069bUENxMSEIwKb;xS$ZES4J=_%KhVo|fePpij!0P@#7of~4 z*avzbzQ^Bl`8luhbWZy4Naz=R>QPHn?P9E}tV!+uZS#RXfYr(=8s_}{dc!+msf}Tt zKnGa&Nrg$+K(T-Ex_?^vYF#@O$uNh*JnR>!_U8iFPFyc z_4>doaqz8R0Ls?eI`P-jGHh`ed{g6L6rAJ17$~7{(E|5Watu>rDp}msys)k@LfZ}x zFp;6gtf`=VBaW7u*jjc#b_B=MQjY6!8@pG_#6Ug^8Uu(=uu@P|I_;iy%^fX&1JYhPdkuzW6 z7#jmlPRZ7q5Q#bQ#WMK6mIegLIKB2(Q_Hbp;j;aKbe}tedUMUoGAy-fdy}R`S5SFS zWRSqsXMf!MG1oKmI(8#RO%<>dfjQx*l3M+}*i;gstU0eS|8zs`CAvQ?SBaaVgP?QA zd4FchpT=YL^NJw-BWFcv8<9`Y#lz<7{MR%Z8}74DLcVOD;^_Nu_!tGy)!;4;CZ>G8 z%Osiely2<1WSMzXR3~ zF!28YgA}=)0jo_?jUy5G?x4?9yA71$TKeL{&9S`PP_nHWAdhlDLqP}aVswz-T@MMz z146l9sj*fzdCkHCubuH;gq^Za59T%}II-G1zSY@`<}w=2?sEA={g~B!=;s?KX>Y_l z$rod6L_hK3yC@cJ^~k6nBP=0~1h{Z?>za-D1(ZLon*7ZVCJNQVI#~7lyU)Y#p&W2_ zg&X_z@9J|xXs4NmXE$n0Q~-}KdOaL531bCAU3rb83ht>}NNWSY=Bb|F>k3Ns$U5bfS%1e0u=o zH2ge%InmdK1K_7B5*u%Q7_4{o0Xq2u8GKR&rBVv$LFRNwz=lZRap=V1-%|mpLI$d6 zIEE#9Qx`fM9}}orRePK@lx^sBLDb?_4+|>(rT{LCk@&ho_s z6u^$oJU;woDT9aBbDv%zsLhsq2xJW5x<|;Kb|Jaew>pS$XV2t(`Xm0{pCsQzq_t#$Sf? zN-pP9KL7gH(3W2a63^+u4+OOF^>-}FjS|H_q59>VGB4d1&4;j}!Nu)4&YT-8x;B%~ z{Td72Ws}>ol2g`ruI9n=4}kT-?c?C2f7{}zZ|a#C4J-G6)By>QEkUZ$6n{ilONaf$ z^MRq&d+itC3hM*m5IRRx~-L^SMi1a)4Qj%#rBJS;dxz7d{{{6BI`F=(qz$2h)2<< zr|5xZkpVcq4&ICO6)&!T0);}6J+*`|fT_TL_oOp`C*^c&@6$!@<620C^p?x+{j9D_ zmjHsdA(sL>t@_6j!}O_Nj}2XmA&@Ly-@oXP(-Yp(>*W?-&*LQJ4;I%gJx5jSK1@%w z8|b|3-nX={$I@10Cm)rF$8V@jO6GJnms!ECp1wUZxed8899nv_5J)p|yKH=A*OGmZ z!nbv?E&aaU0Jp6+$_2+vF9Y+axa3tNzQ8B41JI+qA?4O+0;JWbLc6ZOQAQjbb*shX zfRjHKo}>3$^zipKa%7V#6wuK)6olZ4Cb>UmcwqMPKojFLuWL1H`)1&cK`j*UewO?L zd%Th`2%x1iR$k}AylU~`(KRdCZFqwh6mBPD<8#ge-Lj^vDX3ic<7)st5ihRN&=dU2 zJ5SBqCwURWT!!W6TqV_m9iIyo53~cj*R9AU64K{pqPu4w=KAm-1*xFHdyJrXU$1}I z@2T8am*>Yd6+mK1(m$Bpv$IUM5<=@pttUqMh3{t4CtY^jr8aik#OO?0ipiKq4M27F zKH?ClNCbPA;}`1m<>MH*@94Cj*fV!gy<;JV_0?Zbw@9PmR&09Bs=*UXmmv>OGqfwc z=KarCL-$t(Gzr;5NOwO3o;DLlhTUEqbB*6p zA>{BD*q*H_Yv^#Px8`UclxA7VFFPz-mzyS(Th`zLm|iGBnYVf&UlqbvqVHm<)AVQ$ zPjuxrXYNg^ODl<%Yn|%jGqdlGS^m>YG7-Viqv>|cV@Io>!nP#cl!#PiA}uG@F=i1+7AGXqW@2%`rqh84H%%GBI!Y{O3jbk|h4)Ss z`r+uofv64aQfw(mWjg%>cEoX>`{~Ag70<%lmg(Yww$m;gZInr^uJ%#E&Sw7k|i(`rb_n_HX*5k56)fb3MOGW6tK2CYZfe$CHnp5=U<9wn7muZ<(| zbzt;?wz934!&C!;ou`xICQizqx%X)1ol_&t^h=Htnc7uL16vCbYG64Qru9K9F#FuK zS{46nGRS2@to1x;j@QdgDv@uYg$!`JZiq5H&#en{Iu?@rZe>Fg<5)V%BpU!l-c8|H z9I;+su9#=3^O_>7+C%gy$t$Xk9=(=rjri}ovJdsC`Sxn?5}lR>hmhVo`i_TP#SPoYaZ-Qk;pxIc5E$w{(G-&~N8r#Q>dul2xAsy+N z|912fyIC>w_m3^tc*qzh98@0kzroRiX8xDKLc_&O0$QdB>8()_=aQ@`6XF8!pcK4aWbe0@&gg zzpOa12A?Sy6+^chf`G#>zwUj#eaXMrV)w7L>|RD=I5>CM<1(a^WvFYpgqtLkvh$0Tmd@&^UviydkZsw7+fftW?p%#KRP659t{Gc31hj z*gIa1I>^h9RXBPg4{m-v1$MErV9DEntP*rQ_k$;3guZ34K=n4{4=YjLVk(INv#!qTnfb9$eM2Zb1qq*9?-r%X+RiivAXl}2X9hLbi84kCu5o93_Iy44qwB!&v2D9sN;eQnJW01m2y*yvp~=m zO*zOL%}-M?<@>xJKlpOMr9?N7e~G-!pT02oFNAxCJ$#AJQnO?AJ_~whwiRr*sLQHV zdCIp{V*L_D>8w*-?Rj%;uNTrFTxg-Usi7<4j|UZ6^OwS9g9>)VWrGK5`Q~owrLErd zGL^~t+_kvrz}ZxLRC<+VDcg!@ypNX=3v`|c-6VG;t$(F6cjg<$94_>Irq_bm9z~Cc*I8VK}XR`Jj_IQjtyM-$$8)&I1J64qvvW%5af|Hr34$W z{5-(~OYnXhDwGd(l6~^|t}Y`c-pf{z;0xbFvg9QG%+NRDs0Wx@^0zDm9GmOJ&IK_h zAN@I39_O(KilbR}F3yu!6XDwLir~ZQv*&3)8Akh&a_J<>=~|$}8$^`?g%ADPsz&KV zF1(l_`W0914;zTg#3x=Yi(hTw=<1K66v8alyYcX07k?MpHtQ4BR=38tBA*etu@ji^ zORA@9vwSPQ6S;Y076(uIfyWR`y`lPv_zSA3j7m#4`wQmlA5JfWte5W(60Se zz1y0Tnb#FasxK7@$X)&HRFxR;05W+r^tRl{`MRxwJrsNt8(%le9WSrt5;vMe2$#8h z+H{wuG`V+G<&ZdW+6C<)0u;%@y+>!qZ3oypO{(ck#-Gnm>{4I2GZ&~_+(;(C04JHn zC%`Z<`{jt=z(K;wiEYrupS6;|THd)OCe4*dCZ(VJd+*4Zm2AmX5Za2qcBUFj$Xp!8 z1Py{sZuA~q@XDNiF|2z{1@SMGug&B+;c2)Gxv3e zX@yh)lcYO&@MsnYE5e3kvH|#FY^$aIh;?BfaQDG!h2Y!Z0cc-#wpbHCd%((M4|v2F z9#6L7Y6#@#Rfh2AA+~P|=O8c0o_U7did)RT|DFu{uu>809Xt9ugN|&Z^+1nc5Emw* zj#w;Xt4bYbkg22ul693m*_Onf=q8UUNVeW4tQ;P^J;Hlz0m76xb6-HQQC)(!<~kx* zNSrI&7P0sMlG$fs&H~tXlsV2;$ah~!8Gy)!_G8yZ(*>P0&pFxw&J^^U@YSZIk|$lq z?Rgd>xJQ4@SHRd8N~Fz;i|yQgyyb(oAnBX)U(N~pq&h`nPXnn=E+=SM<)ppQkC=7@ zw!WzV#8az2?)1v1FTYYv21zt6T>3FO;AXEDziWTuocqNpfHZMKjX3vTW2gV&)}2JG zA+P1nuYy%mv@a7wA&v;^P5~TwEOV~Ry#>FSZ(hzJ+QU0TbQ3x8Z9#uZD|?L9JI3Gh zajIVy_P8i;SkY2K~8>8|tVluiv{?>E0^|bg?e@<0UrrAs+do0an z^h(dIFVtX=i016~a(X%`qeG;zz+hrBG$JGp`%tG(Wh`+891~3`{H0mU`HIt3%`M}< zzf^xM&A!~i?x{%4EN0z(RXouStAP<}9V(WMHt2dNKp<>IZ?c+o8$vdq8y>88H!TQv zL$YRh?Npe8NkK$`4qAB`O$%^T!2qT9tqD35{mUz3ibR!YTAZc<$<{l?7!==k$6|uMl;}K7TM}N@|B9B)1PUdDoM?h0 z-V1FlM;A7^n0vdAQZIRQyJvYD{XD}CG~d3q@ z{+s8z{Zze!HtpSW|3r*L*VI2$H3=#Tue>E`6N#X_{byflJ{+?UxR~~GzWCoaz7;3& zo*!^!9qi?h(emGExKI*iA+dOCn6Ptt!h@9vtSg4*1D;Rq+@qVOfJdFOHH=)(*K!Er zP_lDxuWN2@S#c*oUqvsq$OiuqIzVwW54P=|zuI~yUcZ~^Hz}0iAlC`KasVZ0q`L=F~}kre&ho zSdwhbQmwh?2`BZg!(Lg)C<|w(kY5cLIBGV0z$uH%@^et&?x@{+&LPQ;W^(kzJ}XS$ zL7rfQ4&7?$oeLJhWJfyCOz<`N#KWdIN~Gbh|M#xVG3PCuG#<<0A>wt%3q8Cs^Uc)7~AW+XkTuczxILWXW(;mH6)p~Ca}>t)Pu&0>LajUtnBe(hAfvzNshHph}%!5s`U)m zubUpf#z|~&?;Gz}5^N-Rp8auB)~Z_QW@`%UbChY5AQwXUUxs)Q`t zVZXuw?eQNh^vR{Fl7Q7KxUztS$E#u%f=LlI;-tV(y&9GrB!*TJU5-S5Y1AOrZ>S+8 zB%1t#I+E7$wSi801C`SIPCy)-1B__bW(xf(Bh2(QBaD?|_F7KZBP^FAJ(cZ*rOfZX znnR4)?&Nk`d6#SKqVO&G$Ic?gkGI+O2KM3ZSb6Abb1rqB-J#S0`+Q)oJ#mi)WUo*| zXMB(YNXS`;>8VY!zBCqUzk$gbCxQ@89!8{)iJXFKV|wg0SV?}Q963qnGFXXwd*4>N z7Q-IuTxaG~!@s%|J+&uRsrAV6?bDHeqvvTQ_rp*st?;jt+JBZmFx!2c)9*%@jcu9W z4@lDcp5|+?`} z$LA0&$|xDDnd4_bDq4v{A_+WcA+f>(R4$Fn3Grh;Izbld5A*|9ZYC-gKJR;AGUch< zZ@h8jv?Z~<5mnOc`U^+B@ozvVTZM`0oUNZ;v9xL}-H}HFn#B5**7ccgWV+o0h*3rubR`TDhfG*Yv{Qp0IxNV2N@rW4TOG>yRr{JkxUTsbRP7e6wNQ z-)6ZgwqWiz8`vB)$8plQ_w9FMkcR?|Z}nM@BWzQfb`gQItsX+O?(NgmJL$r?Jbo=LG_3JVt7O4`c3x^y2n`G%>a| zTucx`TLiaSD&wVR6l{4edh_duM!N1mDX^>42E_Uu&bc08&yRC0}D zbHscMwws#X^-Om~zqY2BlC|?Pf>{oG`lsAIqMm%^TZ77w^v|OU_hmM2iZgMA(~PGF zNzX|C*wAvCT5MGyJ!xtw)|OJPw4?&mAMz;(rHm%hjEI5uuMAZiZyv(Ud}Y@4RoT~(atiV^LMmxBQ0@oMKk?~Aa!3yKV0l^ zZV6)LXTg|+)_l>mMnxfyW|L)I@Q(MiIOR3cx5YcG4blD&9a)}dG5EQM?GL9vF#Q1L zC*J+!Eh)#z$!s~oqc2Fp`s6WNIXIvIeu{9UOZ!Z`Add6rOagc`%<7~Na(jUC`eR1} zev}qs5tnEOjMK!x#fKfgGv7Y^e=a}^qnxl(0ut?k!TkZ}C&Lh_%wh83uBK03XiWL} z=Dnzada92IYx=#Lf6VaAQc$0=F|Q=%d%}`x0Fnoo=x>7nFJ6VcFD{o?ia+w<$+nF= zAZ){xI{DA4+Ho-Q5^axn@f+vyV!ra8_UZ!zPQ5Cvs3OEf{4L-*IGa#jIvoc-d8AhG z+5H^>`oAJiwLxjGXN7K@#v#l;g&11CKlF;h^|cEX1b3cYw6m(cauaeZ-@*@0m( zXGMgQX=?A5-~l(jui?rTTQRYUA-5hvyqE@80(NWBT_KT^5uu2;AfI$S+($)&D# zmB#zMqM?coRPEHRjV`nBP>^y*lR9^6tf->(C=`t~3t3a)FW%{n%uVykKEhX)jkyg= z?fa818Ey)urn6!)t1>RrKwR#Cl5moR6{vyL^OU>T+~IsUcgP4S{svPLF#a8AN`63_ z-PK$sMttDf$rXOJ!*6a$RWk!Al6KBpd{Xwyp{?nT*4vjK-CcZ$-?>;l)A}n+3NU^R z%^1XaG4+cm8-KKq;QjrDW~$Kig}3yXtiPT>f7d;sW#J-6JK|xA9wDqAy1BKTnB81g zn}(8bWqM?9f)q`jTfV=9xLb0m+0B~zuLt+eWv^xFv9~gfM66GIdXtIdmvNcZhUw<; zN>e4Tg9_U5wAvgDzO%$ZGfr7i8Z}6iN>3cA7o!DJdUk)}U92!Wucu0dPvYQgF{kuR zYw#)Uhx+=a(#JuhhZI)a&4KTQke}~kxC3jT@NPPtCp zh~XW92O1l_dj-iriiW~JkgQdUcLHMf(Spg5FVE@e1I_#Bt^Rh)^*|R7kL$H!9xG{N zJS^i(wShha(I*?cB9-2*X_yZl=JH)Gt<}a0;^Ri7(fmT>N2gE*mKWe$wCk_=9Vq4} z3#3ve0{->Phy6!7V9krPn&IywTaJW6&rUh1Qvm(&A8m2P33JxsJvJrAS%AFM`onKe zh2V|~7GY-D`N`o(mR^)(!P@QWGz6-V$)SVIN*a%^ySiV0GP8Eh#RfA_NsZl?47NO@ zsKbjwO1#@y-C+NfHK!?az7F&DHLN;=QI%UtqbXr)u(`sz#ATnMUGG`;XryOC?oDAb z-?Nu(*YqNtGaodGelMnZw z#%Q>2Z01j>o6_rbyNxWCa@;`o9dcWbyz&wX!P*_8$a>)gp|_*t@DA z^;;w9zKbjN%gxNHW63j?Q+M=kW;?=*Ng2153oy?-oN)Lrq;3(_l}4ZFtgzJ+BYm>0 zVH=*`LlgY47cP>k4NGdkO@76e8h}mv_8y)`dA4DVm&A;nweGw1NciGnZg>l?zwsNI zjZ{*KEV#$f5c{mr1!Xz%9;xy^zLzxOhc`O5O_|agZSgN4z!N`{qlhMp<9V>p{eF#- z-GZR|>7flWPc;4PR`sCz(2EC*9FTSpP#xfZ@|Mo3=`LIIa6d6ANje}LZqV6w(eu{r z2hX`=IsirtL7Vx42E)sD@hCb-iS4|c?h~@TaR&!oEH9K^+sr^BB=&&9V7S;{iNy<_ ziRve2Dg>7P-d4ip3Gnya?4#! z3l@E((gZ3!m?hvIdACs{#^;vagkQS+{~`v?d;fx;~Njd&Ofz*+3aC& zQ4_PSmyU)hsA|n;P}htb0(92l_I)HOnhuo$x9~|-)_q85K{>VzknvqQ*N^I?WtPFeIZ~yB;Z%zDPwp$pj2~hY-E{8{!#y9%M4&)6WL-~% z{Q%f{uc7ckvQIn*WTXjQ{l(KM_vxravs|Z2p)!JWr^0p@OuG#md3MIRcxnkl>U%yz z0LA!TGqw*NED(ZpZ*E9B@(*kZ@;eYS?&B%AXNxx}tbkwi*W7);C6TdAWm2L`hy7jK zdkYeT6&1_1jI2Jieh-+70i_snk$!uv8uV2&*7G>3>J962XKszZDp}-4*e@8Fgf|v3 z*Siq68D8^By9A+z-ydw6!dHqR(qt5bcU3>4#c3+po26LgFrZ#4EZ5M?P+AqLN^#gQ zQC{IftyX}<(h+Wcg1doH0kzQk(rx6fmUYqhXQhyG6hBy1^L8)k(n9TIz}jMW!RUa^ z5a-`q)t@Z|)$?mQ$Vkd=rS-aSaJb7P-iPDzHz5n8(T{Bx8&8$S#R6))WTg|SOhVz> zS!RUun784E=Mx33%OBgMWA!~G-8#Fu?w^Y)rij~W|NPNkKChfH-u3ZY_|yaCA~?P~ zJ}T8vM+Nzr>bv+xCwO20{2-fU&bk(9Wnh{{u^^#=)6q(e5MQub(@s={)~AE>Gek`E z?}wlHfWmlbA(g9}UlNkGWB3w%K3ouv2g9X~TBaHZ7d#c;DM(mdYt=2oWP@z^aQm}E9XHc_fDN$#_G@FKLbv#C{RDS6$OdJb$dmmFyMB=4QZsB8F8EB zOv=!PRxm0y%a`Ao3X3JVy)p(0B5E|Hj;1`0qINW$GxIR4r0)7t4}Rt883(ztMyR1l z@x;~MC77v(kGpVs*Q=rb?E=8j?NdqY;4jq_Jb)BrK{$ng%(~xhO%_@y2V@LG>F-LQ z0RBsbHp%H5w|BeI0wf?o59i$%c#$Mc()xWk3W6lN8xy_y1wJXB0wPeQ*UxpdkTa3K zEP(M_BfO(@f)oV5v65-2)NVE>?IbbeQqV6i=SZo64{=6K$G{o*F{ne<%3U`pG~5i@}ZRDVrlkxnSD-f+X6u)3xSxc zvMf_&v_jt$Q_?gPloEum`1R~S{zo5Jn0Nb~whA%gPY2#t0Dtk57mjujd0hv@0O<~P zM$05RB%o90EZgZk>cJUd3&^VY586yfz4|aHhS5^ww~GEE&$5JqZ2G0u?tU<+NS_1L z&5oeWt4b`6@!sz+}?;E|ZcphMc0|>)X|1ja|Nw zl+W;@pTqzFqjM)r*!Z}GD?)7N7IF87-PG$y5i%sEJ^BH1I!}<;=7$hu+WH9_1SyTp ze3>2x7c={bq>Pn{H( zFs7$);e@P${R$OATOP4E2m@5u04sZ3u#8=`)IegaI7q!HH)6F``tNBfGJMDW`-}5nIV%qP^C8Fq zc=^w~Ki{X3Aetw@1Yd`Q=>a!nnSKt;W1Xo{VYA0^eFml~+ZLA^bPO_Vn}xep1B{8#{1+#++-Q|)BF zt;{ilX93T%84=odkRLR_$cHb+gm>>KBfsXnqaaiDOaf9-vcX6Q3nL{aiv5mh^P7=@7za)JV`tLx;4KAEg7E4devLQ< zMs8T$H%ck2Hi4o}(MAPerL8L2+|yi;s=H=U|8ud%^N_3*2UqR|o>(TCD)cj=e_laS zv08}@n`6Iw3o9UwIt(p?SxfHDY)RYvA=D`UT$)U?fHQkpjwN4!So|IJbbS&{N(7-h zukNNmiN}$eyR1Hn;cH58@6_?Y4|Tg-nSlUY12fS+5NA7@?T%E(;1Jo9f;`)oM_bL) zvmh6bZeLVfK@g%lS_sD+XZ9`s=7fad!u}xzGw4v0HI1T_OVbd-PHb7S>cBx|%$BlU zQ_I&fGoU5u(f8=LIA{7WWh7a8H$giZrwobdAAr*cOS123k*7R20By2f;1$s}!xpdY zx!Y?^d0k#ea>(ZA4ThtNqYdH^K)sfwdJg;Q-_&MK5FxF8f&v!T79?{|#x2Kc5*isF zhlc#)ay!-9yPW@XjO8^edQ8GGaGdkjvO z^^}+Wt#O5Rmahv>ZApnPSD(qbU0M8kG5a#B-bEU)s*+h`AjAhU*;vt+Mk6)D#BLQ# zDJ;cQqxX2#nUtQbepR$AjGcS{Ye-m0AOX~yZfqANsQ9b67TA6ngGgPPiL#*3aPg92z~ylIRI^yXkn z`bFFiBk4rHwz?ar*!d%?sn=d#JMTz;!55`*Qv-(;TY*Uou<3$wbB9?jnqiO?Hz-!h zW6+>%C1Lo7-3C+%`hvxcIAvB?te-i^Y&ENzZ2-2rXapbSaaWX^=rPGhRs~AR1!#nF zOsWCJdSxFF!)v+Ep00W-WGYm1gT+$V7|2eLz)1}eAsw7skl|EM=$mDh_y$}VNPc#S z3v0ZPCoa1oSa(Y z?op@mgo2dkWDkFSA?hxt1pIQ9rQ@arF8*8#gM-*K4vR_~?L7wX6s~8K1slidYmS@S z)nAYb5AS*^^hUydq$rxmvik0tVng3x)!V8L?oB~Yc!fvba~V=s`cZmFJO^?4u-p)0 zf2R-%--{h==o9Ru$g72&R+WszkbW0RvC+f>NR{#fQ}dU?V`kB$!c3i<5Z$WgJ-{mh z3SFHInN`reE4veItm(Lj{e}H9A^MY6B@I~f21Gnc9;lq8tlhlrt8C9EDTeTPHkP-g zJ~04SkAgyfPV~-;u1;##kFomzFg){Um!Yv_*xm=XVnZazS%-y5*Ek9ge*1{Z{dSK4 zZS(s*9Hc6APUVe#PkGHju&JR`s)4?~tE=&a3k*gl$MW1k+lTxJ2_zT>N58dbL(u5ctUE%VCSs2{)t zS$fMRV;;@G^ruIvMO{`nPiWyC{zeZdX zfcn?7Hl++6IjDxeCtkGjI}hhi#`eKW=uhOzWqk7rlyjh6J|E@lf_pUm;#K(G38YB0 zJ~T-rbd3&rGAkzdXf~t?in^ODE%e{J0qP}PW7`tSBAzE3g0UL?<;o~I74!&;Y~6ag zq$+UbA-mFMzypvkrlxjPeL6ti;qXfY2C6X`Lwk+wT!Npu; zQUg`lZ9Ky!V+Ea)|0Zy1*f3WbJ=)!jT*Ak_T6-$_pA00l>|QUG9!JXJrmd{4+x3SO z4y#0Yqg4?``vsD>X(q339uv4Sa=`qK8#Ct8b@`+iBK7l8)5cn=vZ7l8>mNSAL znGBFxSt*_wWL_WUV|rWt_u|^29gW2!9%kQ8(ZWN~!i|_&j*2z;#qI^9qg?a*eBs1{ z<=Qoy4gKzC%8__@TZBadaS|Zp|*yd;V3Y0y^N(CDon=7bHh)9%bUg_?xP`pfiwv1BX&RkE2`c@G8X1MB3s4$R|a1Q~Ia{ zdmqXn7ANSI&@YWQk25FF>w36xu&ti-Uy7tHPa>2}Jh&kNx$ON%=2sK+llZ&7zg-Sy z-~$|Bd^79PKEcE6cnkO4=E@BbHN;|)@HTC-wN9=-m%)qAi!5@+Na=w={YE;%i>!ra zG>EY&KZz>dnw@w^PF>1E9n+tXwNr1I3@5z1mvGsLBr|LMPRXqpL+gP|rB2H@iF zcmR#PtNVG&RCDBg)qMu;a1D7L=9eUXGy~$cPLeO#@2RHPz61wQM9M7k6reBix0Z~C zB(Pg@!#=}Pd6&h$@8|*B1x68^bpm!cG*>^vb5^%efL@fMciGR zc%^F=IlWqmvdn8Wr(IU)@FLYkh8dogOOk^=Uo;Kz&myZqXDzCK4P_UMhqaQ$y3oV4 z`=EF$6`}pxv#3#EZLbZ)EWhn##JP7lZA4g7DaUtA|E;+G(mlo*07bWcfasEyJef|t(-LMgL&B>pDW^UCJsq(RY)x zo1H`C1aKha*v)_2o0tD?VuC|9O;m1N@1Y`=AIg)$yC}cJ!!xTw$TYWCwf^ytT*OK_%Rt3?TC{p{b8 z2G9xYs&9PU!96QHZm)d}8nZ5;yH#J^KmR|PzB($(@B8|hVMwJLDUojJW+>?f0ZA#5 zZjc;A3F+<-0ZHkuL1`)J20^;J;e9^ecm4inEuMAfo_qE=d!KzO=+_?ql&@D%`DNEy z9~x+V5a-YPY@M{!cwWNaxclq7u-^-9$Yr$ReDQI~1GYA}Mx7)GoC8cs1lYLHle2f} z8Cho`LbBnY?UBKARzeCb=Iv4UZwH5Unz0NJ*35+HSa*w9+*O=0e~CirPYgi%_81n85ah-$&tO#g1zrj32j}Ar9M7fs@Mc?W z2{ZZn9OE@z)_WE3pTBfdL%{pH=8fMTE_u`L(qV`9+%p1VxbDYQ18NSs`HGt6fumPRsrX`04en0UPO1hr*dzp}D90(~rO&4_n(eZAIvyiCpp% zHQR?~R@xqIC=owB-O#h$h73=jBK#=q+)ziuM1KC`EQIPye;z-Om0S@x~ zINlvE=1E51qHB2Ays=|}c!yyP9`ZkSRjVLOJvv6NKcZMGHFO#6-RKE4jGSM{5Ab4m zGh6oa%xyfj;_;H|Exk&nXd>&_{UDTBl+x*V`i<#r``*G0urU?}%D{So|`k8G-8u)ptm}IXw+92#% zavO*kC-PUC<1ZU(AmEx@{;pShIOvq~Y6{7*u$A9^-?2!`GNUB@j&#Hx(%i~!b=t(5 znoYu$`m0eYT@852VsTdAh%Xd}s37>pc|I}dVU-AQqyZ+mmR*N+9?`d`lV^9PS2V~u zubDKUkjjj1EV#9^sZy@LAI20I#>|{<+>CV6%1YUp~*IeQ(bgE$&5wI2}-E=O1JFmq9_-m8+K#*&E~byIS`(RIg0 zpP!2eVO+dtnRg_n>v}2|0{V}~)6WO%LPsCpRT2QehP#L&BD#@>pTpFG3N&(1ef;q9 zhk_Lc^ps&}hjR33K0DZDCCJs1kSY6CO$FBuLa6|XXEk!ADHhEo^PiEWt+0VaIx=r5 z-%2lYFc#C@SH9u#2AaD_pFT!OV99KFRtrje^Ri)JG~WuwudKqA5H{$*S8zY85+b_k z--rV`*#bQIIVN|T5&-D)SD@60?uEzoJckg)D7oN)qTO%6DS~ZQij132>)zCdvx!P^ zvNf8eQ}kiv^6l&P+pje#P((1Qjt9zF2B?$dGrlZCs`K0QR_E9Xkkd=|nws*=wj6X@ z@~ET#wJtdCQI2-?)X44oj`{wmnJfN_am^mUZbSEj)aDsMQ~OF19>>#WuBA)VRVG0x z2S}}x(>Qm17JH1hc$`a(#_Dix;a5FGi=_4iiQ!OCXWkOpf1(BCp#*o$&zBzzXmALS z^vt-e(#aEF+_}xJKf`auq-}>phua_f4^@{1K4bg=VlTcAraqtDtwu?Gp2{mk2%1hX zM}SF8Es8j|8&4Y~=@L|jVH))KFXhg_Cb$~O^Kj|)l|}t`A7-+iy)f+4_nssM5W{Ds zQ!>8@QMW?8MB72!@EfPnL$Ek~Bt!gnpg&~vK;|Q8)zeOoU=P=yOZiD?7|y_ihY5eu zba2SZt01B)JFifx)Ieaij0Qltcl!qZ!_A*yHc{cUsG!-4y29i=jVPhI|FJ92-*?*4 z?-`M^g21%I+>O?7&^Lb?>jD!eBVN*7oL#AQOT9;MdVq0W&cmk}#XG2QdIS4bnnAjk zp;Sd6`?Wqxi#=KfwtE-8w$SaX=MH*XvR1YV2qm6J4NT{wU;;5iYWjc^y0kM>-;KAx z9-^@DtB~Tbn-=V9loz@Fh;8JCeiYQ(zgEjYg4!!l>BWw2K*Ze=*H%t*ABe1xd>((2 z_K_~Maw`?L_3yKPkNLu8d07f-O#!y`cC54*NO=JuXBO2xv0)GUpW`g>e_8;1^Fq3{ z1Hbsa^?8VOBY~OYJ4)Xk#jzXbdX1(NKRi18xB<)UCPvWybc}IS9dk74D7niJ?74Ka z=iWq;UvwxW%NwInL48i@yGLw$H^B)l#!5H7(D*`&T~28zd#310hbjcli$6v=xu(&R z0|O9*B=fePnxr_wk2#~M%y35?1F}J0vC$Co2)d1h_x{JKi*+nONq+4vy>1Dmr>jc< zzR=U#yEX&^8Pn*(c;)0UzvXMo$?T_mP)ARnG?R%}_6Y$n3EnO>st;(72Em~MHthlEH~lipav zi=E>pr5TV?xPqWB_gf&J2SCQ9-~OAzUpW7{)bk_Iyy)bi?!@&rP;Jz3mbQtc)radj z{lOz$lj`inDoj(+ul*NqYNb`>qt)%B;3G!k0n4o$rGK4jnbD0YlD~s7|92-ww;c3{ zhyWa?1IR+&#$}Skw+*}e{dW}E00m@0$H}H89Q7I zW<$Ymh;God%LSYXT$6wFmOe^4Nd(qf`v1|;f~JcNZqSqW=2?5DRye6pw-DALcoaEbm15vo4Y$en1 z#IlNdBsfphp2SP6{n(+98uw~NQC}zMN zIJx3#zUcF$J!~DfWIyiveIiu_`smEakRhfhgtzxOUc();k1>ulT#<~F9JRKn4mAah z`JO(Q-Upli9`|FW8ltU(LwK^hIV$&{hnw9Z;Iv;xxHIe-oNW0y?~xML@J>_nq-&Emoz&KE)S>FW&adPs`0$1C&YS98C&jOt^{&cu8#s$C<=eRlvB$Lnz?f@k|q~y;y<hP@M=43nY+Xfmq~2!w z>5(pJ8LYc;%eeICDMK!6@SeYUTFbmT2-|w`8OHk#gHXnE7fBxZ>n0vF+QDsi1ppjH z1^|>}Ys!@Mdm;|<1u?n*bE1g#3jyal9qsZ;&)9$3N188Vkh@X#5ygHP$bP*O-T2XM z5V=}IBG+$J1bMg;h*3d2S5nf^fKGh!ZqVM&SVBQoDuQ%yZWHK$Fbsq?6XbS?hdg;b zMFaa|(`dDC+A=1I$HkrJ;922`6sC2sqW5J5B{BK?=n<)VclHN~I=OW^w5Ba5HVb}} z$5RfSqrXAr-;fJzd>iqe(NpbTZuZn4G85P z9&E)w5aq`;ahztxq5=qzsviVeo4J1b&;HQFjlRl&Ti@B98mRVdHGMSQNMb{HNqVzFTkL~IPpatcl)k$n2x^I?>__HAHb}Y>w04M5 z377-72;FfIAdSWZf`Ug94jcT{)*8A$Co@9c5Yq%Mx-PgE4~@3IcL*K}|Hks23W0_~ zogXH@x5!m^Ey%<`;n2{Yo!zYOHhKC}t}3x5MG=7TyOkpYp^gyqx(sm~a|Q1<}Y>rBdUu(SZ( zGmwAiV%4sgLi)RGU2S^2&~k-rqgBm0cPmVH#K+;2RXX^FV^3|G|D2g24`g9-y1k#2 zKXYfZb#fzqyov>yG;{ghTK$o|RY1=h<9-gg_|BF96c03T1Z5yCPqfa>R9{{W8R&u^zIqOo11p;61PS#AS8Wk!S*q z5nq1JUKH^*c3@vc1F91wY2sC~?q!h#fRmYi#eR96yItJnv8ggWqkZ9Oc=zfWiGAck z6yC>z7x#Og3={Ve$XA`tENq~bnE^xpvEzrZVh|p>AQ|YNLUt0K_eD3SFUi?`&0oW+&dsO$!V2?1MopNL$j;1Vn zLCgGZ1Jd_Wi+|}hvpk-~a&Ijbd(BoZa=)_eQz%c7EB%zz2_Ve?4T| z7gO2!{+a0rn6tY3kf-;Y5azR`jN!NYAAguVGwS1`$3^6cbGq?@(x4)Bt1VQYR_hDs zVuS+&ry<#%5k{mV)7sHJ7fSEF#acsfum+|E`hQZzfhO!kivj!=X=U^R^fUsq^#vSu z9&O24m=4#*X_GMr<;mIDBP8&amE7;f<7KXFG|}_1K&;n2tOLV}J})#1VWYokEEKWZ z+(+Zop8Ms}_aVk)c~~vne=5q}uTb?u5HFD9LGxTFjvbVZmu_lo;}*-XhmLiSH0Yzb z)#qPiO3su?HlQP?;^Tc{Q|+z`8kKhVV|yQ2yWV0i)Be8aN}DG}ufNBhagVttf77&R zG5=Q4-S{p4AA^$HQK z*0ckeTdi-{1Y*b&i>BCl!JhFY{8{N z4yq!AsqG``%%3@Z0~%W=)_ZZ%D>FnZ7GodZNjz02(j1Fic^iA}KAr@~%u2hR0Kojb zdUzblv!M1DnIqdqaO&?CB`g@IFlmC^I$EU**(gq29tPk^^8OhXa5qwF82eme-(q+^ ziE%iw?+?G(-~NmHtS6a=U-@TnR(_aQH-Pgg$@Vc0#^=~pPh4W3$J23esxmH%D2_w66q$lPp6pd! z82u988t-_6W|lx)33^mw_sy`>bVLU}tyqWL50y-mB4%_XFdJV4S!zV6H+Nm_= zb-(=AE3jP7woC-H@yJN>u5&F`Ku@x1MpYi#AABi9+lul12Vu(BUbKW|s@b1qW2p4E zd#=>-epq0cHrddKOuV(HqRZlhCIFvRWH6mfK=;*Szf%#NF3}(z$;!YNRZ0h&v4HWD zaEi-1-+sSbrw?xR-JfG&HVmK!*8UmV+N^}PB7)umeWecS2fmEX{plo@t<(OaA6m3- zYYo`?s(oKNpM>t;&ZiEO=J9}&kRdSUwEYnM?J^Q@`8*4|k$kc!HM)ixw9B%;1S3*4 zdEiuds-@&!vI#nKlKUuP7gxdLgSaCTprO6p^ICe18jk#kJ!|0CoTUmcy?0StHto2O zAIB8=ql?of>!3awN!&n%D9NHwtq#HXV`hm33Js)aF?YYs4=UvW`8d%k2pOu{CqUNS zCIIpWuN+*$r0X!umw|SjmQRlg5 zay&B3omn|U?aroR6_d^T?{%GYB2^}_0^-{;v~@GUteXKu%)7m$1w9GCff-!h3ve^G zpH$JqwH;&m^u%4-QO#Xj^S0q}IZ%jtH~CDcuj!BCH2oK~JUwG_zpUS!MFFBi$c9cA z0(0+^F^Yt$G(1_h*;LfhkJpd$Er(Y^1EPT|IUI9Io^?Buy7dd4o{^o{7SCj8De2)* zwD@l@X<=v(5j5XuC1ATFQMrl86}Ae;aQ13~(@u~v=w7Qf}RT%27=!W!l@jvR{F3o75b*&l$C9pks9$>OV{4Te&BAsC^6K93~MD}WA z8u}+Yh*1uxwDzPj+O}CJ_${YuYNsxHM=;-@*}CZ^fuf=h%XID@UEciY8&sHp;IhZJ z&4Ar|IU8Px`Le%bi164ZR5V~U6Fj*@0Z;GbzV*^-f9=^J zfnm+F3WBsUQ3CnmWznNq(OhfB(Rvi2M$DoNyP?%S_kl2^y9LtbEd@%m5vNKKb7#=7 z#L!ykulpjJ;mM;hpO+3yj@;6X7BPKhnk+xk!$kDZ7Zl75+&p?r%qWhF8uhKr8R4qM zG>dUp$d232vkn;(UPxg%^tHd@f}?(JBu)xzA#0GmKY}(U_12EbQ5Qux)Oefagt_BP zx_ecYPdf+r{h`&I?~6*sw5iL;hVp#(>Er@+!O{pj_-qfkBixB}_?b*p&{yO?S`^vs z&3XRZCBZIAx2t<`H=Md0w%peEtb9>(r6EF2yT3FW-&E`pnTg-)|r)>_;IsJ;^i@fI}rB&uj5<*p!ExipYQYtqz0P&C4KebYa)ux zcN8LXqt&i21bc_07wW>42Q)TlnS`_d8a9jSzpLdN!qDB*01W=0!StNjG|10(9{k5? zvdvvnUD-hOW@nr;OuGa{Xols1$~F5nx0anFaj)|DYutzQ->8{^f|ZB-W=q1?#-Uie zkUd#r9Bw=q*)sYEy|PR+xbI{K`@OQWKKkwF!r@Ue#{uW}9C#B2e22cek*vE5k~ejV z!5@Jg6@VNTW^?(@0=}v7=vNRQR%rLI$!8llJC*olVm$dE%=P4Y0k_+8Qq}y^WJyLM z6MHK>viTY3-h0G<)eb3W*X`@uJHGnz{8RKuTk&E?wPM-q zIy72%dd?N0kaBU`ar3dA=qd zLL7ntuSHK_?dE!1`)<3to}~7(H)7u<1&qFoplbJ+pjQb@KKa`JBm%EU{0i0t zH0@GLNdr0SLzgwFwJ+C4Y4VGb)Jd{pYLagM{eCpU_H!yZsku4G>AnblCue{Ls2Dg7 z&Fv{A!}>y^cW4neycvBV;Ir4WuGS7XALk%=+j05I+3$WbbD@0%G-nCniOy(u*OE9H z8k!%!8OH@BUi~t@--=)e0U5M7wM(bva{pF~En1)%XX8N}jR!KwhF+AA25i5_;33R? zp0f@JbT62Sk~5<#l-Nr2dI=*${R=d*ZfH~jfmi#KFpb-@ZyRk>RHZ??0$(VQf4<{-F2*ZAP;b`<`ZRK#N)0bp zlD(c$0F4p@`ldlBF_gp!5IA!iYfLMLR+vqgjWEW8Kdb5qL? z+Cm`eU(xjW+b@qdur<)A3jRxL<-0t5h9^!in(!9K^=s=9Z&i|H2M+)b?tdWSnD4r{ z@9mmef2{-yvo9%?G>O%5t`4P(d1lg}%z_@)qiOVyQ$gE4?WSEa3#((Ti1|Dt+paeN zZpo^rf^T5EI|5nqR}fojB0aiFbcGbxQX`c6Eq}{V^FUZpB(B;VDHYxUd++zVCraMJ zBzy4DAbXa%l(b)sx~VqPfZgbvNZ%j&U!JIIjD`I3&XhHegh2)iohXE~Zd8C@+W32z2s{RqI2ek{VU+nG%mB)}v{@MB@X@-}7 z)s=-zdWI%RT}EtJ8Vn@1XuMcq)BOmvIhf1tR@=GZQsW!s*KmcL5TLDQ<#%n8+dQ2i z1UK_N0f6+9ZpFi4k~qlG#e6cLmMq{_z+4 z^1pnY(fKi=DtnkKo-N!>tcb<()x-9da`c4Kp3A1!j8CC6;eXu`$BTr>b=SA+gA_!h zEKc1oQ!vd0YCZzNJP@6A;+t$>K8Jwj-;D&6uf3m9+u$R>Ac4EI_$>o{!QDKYq~Lt7 zp2X5vSp;2CO7W!B``4k#EX*sl6&qOImry)+NYYn9@x9zj~9P=RC^rr(5td()EjxY2JGp?&05$LXMdC&Io^*&FoVV>(T zhGGTRy#B>VV?# zJ}glM@hO1^vJ>6cra>o#t>?)AL131p|mXQ3k)qKylZ@nEw!7sj)-N7#`-4s%Y9rvrx# z1=Hb`2=V6|>a4wm{#oAsUZMp3L>uZ9Qh0EOKizasXp>+&F)x>xCb;i<5Y#j)RMu(I zB-*9WttiGymlUDw)Ss?Eb>F%Ltku<$L4?MXY+L$CsI?Tq!5VKzmLBUQ2H3E50E%9>8K6M0xvHd*}Shj8Jtyv{U-hxX*Hj zVSLx2T_E3k+l86Pjtj^~3r9=l8}U!_id@&x8d|Cai^WwC=(#>#v8)6|BvIupA}t!A zS+{Z&S5xwGN>?8}21ce7phj{GtD9S!y>`6sPu2q_m*01OHb3c`HVm?md`_Lf^vHtl zFMyN6#f-zV?%U94)Sn9=vcDmnglwbsvm%=YmL7#AL!gE_iw6s{3rf*(;Xvs!5xj{Wz)&l~YAl^qj$KKZJG@O#>de&PhSB;Imr*pVGNgA)-dyi7;B(Ui*!L(!TQJKty zwZoRXbD7#&a&`Gw;X@D%M7z01%t*Lrxz>p$K|MQ|Ddd_X@VH)UZR4I1A58Zwa_vEZ zJvG6@{+Z|c0<~hzy5!`It3F6=dMJcf9Yq2h1>^$nZj-;a+s6H1?yz5aJ6ch?gg4FX zKaFMPSfVE$<8%WQ-LC^_n+}tHmW48-zrBDt=bKNu18jvdnVu>r0fF6G?CcZam4mQ8 z4;3@h(6O0GS;vMacAFERRrvL&?6_%QnHe5Zji5QixmvXD*Tm<$ne#>7s=TJ2odU~- zjn{4_^2TeWPFsRnJcP*dn}R&Yl8u)|Y~bFDntl^{u1BoK-50AnK9wYG(+(6f1#Fs) zK4<#UnPjGItp3t_L$N=uwo#pA zI#^-F%~Lsd{A>5oEjo#p6T<_`Z+e1xb%KTl7}xwmcuRel(U$;6Hqy2iVXwlXAXzLc zgzLbuEP-*{)z#x8Zb5K0$vY5w<4*fy;2L|;y&fb(*`)aJlNOQ1{#fQ&7J_mM0qCR! zty4Y5_B8#EGC<-nGQuTzCnNzxwwi7)(IA=f_fP5@j*CX z0KXlj_4=pYQ95NbVeTl0cNNlqRQvx=3()xZVDZgY+_iSNoos=VsFpFajP&TkAHt{? z3tXIYI+2&O@Z2{>sRJI;aOz;7Ab^WR#nq7oK++=Gh*BW$?)95S)b=lQCAt@;wM~-* z_hF0zSK|3N(5tBCuRItlLXRhO&O7_7p6b6>BJ<6%tbOEtONfefuwvT$ooS<9n&No8 z8r3MI2o*e+HJeQ7-sf+CPPbd$b!k6LW}<@e3-{RA2>*88HQoIh&CIXh`dUJb4kh!Z zI$W8CB#I>H?@)=rNrV;Bi(TzSlsm*&SYU?EaCa}_YgxXHy)o>oCL0@zv=@DJJvF{F zCvM~^E#fyrHN^G$PPO1ffC>Qv@!czbk7Oy}w)wvOwOo$6*wV-l3)uPy zpq)>;Ns8PYDqARD%bLxxx`@tkJOFS-AEQ`KefRF0>Ej{!rCjlk=1o1c6EdM(1Wo;-`Wi5z5|Cgjn$A&Cpr{Z_2x(JBl-6YO9=xLBk zvE^?td|!KY!XUq#kfqVQ z0p%zf4&_Ib^Jd@xEd7W1?sMITs|;8c_$dKaNQ~d+1Z)4!cJw* zR#@G?f2&eNX0D`E#fnjBM&-O{hm2wrI1;^|NA^Avre42wk))Xgb_(T}%yV6Wu9ts> zvogNp%t~!lvDao)$^CG=`7JOi&i1zxUNjcd!U!#bP#3iuH5d1dta|E6yk_+FvnSHn zO;*q|k1&p4;KN#3&0rPWfAz338wk8!P!yU-3uSY#2x=z@bPD0y{L9UXK69Gq+M<#& z@Fw%?sYp~H59)o?a)cy+S4KR4)`f`Q{(bDNmGM<8u6LsQ)@1PskUA~Yb*q&nVk(SX zl=k+3&QHp$^BQS*8F736Hn(>8-=QYf)$bs#!%?&#mcWfn76}XA=#7iV50(*)C(E^3 zutA}`IF%k1;9UtuSi-|%InDr#IfIrl*XjkY`6)Mem#m>PQH&TXWn`+lqoE%Nz3H%k zBOI4=UcLUA6<2_Nwjim`Nh8!GFmguC01F<;GqxMP!9}=Y7HZSwwX~|3=B0%`QgR|B zppMo@$C$Xi)$M~|`Ar5e=fj&P)`xs+4l}|~I`pv?yuQYNwQ?u^Jy2NUS_^{L|6oJ| z4n-9h!2@5e$yfN2w&6GE9CR45BgkflPZYARjq`oC?k({UX~2hHw1~wb^}7!mTSju$ zFbKhbZ_ze=FqPIS7QJSiRPUo=FG>!$wJyNF=lkc|6H=JXc62W1Kf$LGWMhIsya{{a zX0Ix6+VpdTB@Yu@gx?i7{c~RZabVuIiCVRAS5}3E zrD=}~x%#`-)JZ~aa^ef+&^{W;eGMpW54$;=Gnm6q5c&IXS0G2T|0P$zlDkLi@S`un z?T~xenp=5Yr^;d0`d}Bdo45I3nn-=qzjHm`#Tl6bVi>7_XwC? zGXsMys_*a=dGgwaR$$_@2tA?O4$ES9INgp4?h4H|>j1#FR2OsNw6}@>lQ80i*boN1Ghm`b= zF;SHM1^cuLa6S8suL&0y8%(Q?6MBzN5{(rETsp-E9JD_IFC8@cEn=-1c_Aksh?9D7 zJidwFZ;1d=>kLOlKXg9bo+My8@3&QaE0uK2xlu?_Hj3JE_}%XGBd^4#kMIZIp$Cg- z%9Eq3AX)m`_8VF_PqEQC7Z!APDq>z-e#rP6z6USId2?RdK%X>#arpc3O&?#@_J}5! z+j`eszrGYFFMZ3d+D8$k5j>B0j!JJ*wpYYhPi_;Hd<|OQ;XtIQ+ibsX=dH;JW2qx>jE9K#Y z;_<0T` z3IzzS2l`h8*5k#^b2PiC(XHqcL&TB|)$brtm^>I7uYXEtsMY2*p#hcl&B348-GS|S`?(FV&4)MkHK>R@VWaIoDJXpic%0M#IWGi57h(G#xSh(RMJ@*dV%}+Fie$SqcOD+69ifun{aY)HTjlS+E(A!%I)I>m z_J;{Sm3lw`@$2EDDj$~5gtoAsvmb%b+MzG~?*By?sOOOadJVjvSN>yNSJGw-r(Aj# z-gw-n_-zTy%gg`Z0lJv*WK81f=ws)Z6-z53+3$PIta}2i{d+1vnwEse=MNQ%O}`lk z;SYi85)ftw4eI54sD_|AW)Yg5TyfZ)ks71xZRG3uTdc~z83Xt79YWqY`Z34v&Uu&7 zF52m#N)LFvke*a-5I}E$9g`Xfm|o%2(PL&qMmQZ#?I9X#239>i)Bn!4ZsjRdNLy3! z!bQ6&vR=s=1G@Dc1`NVz-;$v}x9VQ?uXSl?GXCS6huKBIqBFCPnAyi?dV6b%LfxW! zwn?^af2EK@w)R@$v!w6qZ4sD#fb*8WC2m-}Qm!Ko_oc;ZKreN!b#k>Sw?C?SbnVTg zBC*$hM`jE*m{u0AXa3}a^eHu(8)oPkR*rnYje0LpOj4UIJ z_(N>MB$xZ%hV+rk`P|LGE5RbF{mwK)<^F=IjZUs*%rOn97F&H#Mx+Ehzi|`0cY5Jl z-ZBF96h|jY$!L(EpeCoK+WFEp2#aNS_JoUIzFlDdF-yfDi2)+N)X$;8Mjn;DXGc0q z2ey?iy*hxs5BOo9f)YBc??fD9QqKtX(M+zfotHl&zp5gGrh}-SA&vr8f|L<~Ik@(B z4hOs6TH~b<8ZU!^e|TSC#f2vocm1%+n3)=6Ur4761IyqHkLF1>TDHFHz2oN~^y?>3 z?5a%zTsQJXFr2%!k;M(zZb5uM_;a4}arQN5+#vV~1S`U~>tEz$H!X0kK^Vvrbz@BD zPgna)c2_dYf6ruisNILm;P4-R^=QG!PF5wloa{)L9Otz}-;KLKwOKA`TlV|nU5?I) zdT{+oAtGrFvYCZa){d!vN_?E%>QZykYB8dmg5r)M`cUXU#MHrAFTYGU-`fEd^BM1( zQZC%ti+KL;(zd69Aj%HK0?L~Rqx5@%hyZhU4=oV4=smXGdHj4w*KGi%U=s}RH0J&w z&GLg*o}B(NeIaZTu1+q=Qem0)cigKD#2>y67rXtW8Wf$1-yGiPh(sp3@TBYo9uGM2 z9FA9G7iB}d#|>C^;z}iS*9PO=WmFAtxQ%W~-zG$p8ep8rK8!Nv?xSc*R3CV)R`G*V z27$`+l}D*=UCngHv$uL(w?TRbWFl*kSab`dGUUpTKE(mXuyRej+*^#J9VZaIAP5A8 zhnO;`tnmLJg9-zr5zU^gDJp=!F#O)H%Bn$^C&>OO26I&TE4DbDrL|M0Id0u0J=Xe@ zE;d7y5tW@7;`!6mc!xB_-iY$SfzgPIFJ&=Wi<|4!BVWq(bbrv{>b!Wn-|m&e@aod) z8xEB6)P+_9g%&k`tOG?roEB{9e#Z%L)C5cPQmvmaenXmZ*>1_sgW~EX)BODt^|Jh5 zUZBvvBkzL=@m<-)1YmCAqP%-3sk%DAesQZ+E+H zg_Fl|pt^9dtm~buyT4((#@=R+Zf+W|STe^a^1fL{h`zSF94WZAn3i(r>HPR4^70A4 zbzu266K;Tg(dC=Pm$Rk`CtuQle?oHId67z{IFyU-z9hZ=`@FMn~9+h5B&2YBZ`9Z4n&6_I;O?x|Zq=(6o5_kJMDLBlxC^2^E#7X|`Rd&sA_VlQnM8z)#<-zf4h% z#Q)UUSc(-)6i_!srE~~k(Xh(=sv-JrYZ{6u*&f(`U)trl~{u)JapC}N$9hYMo z%#H@(g16DKYvGiHMfH~qabI;M{-pB@KMe+CJ$dn9qXnOAc_6Or=-d?O3YG*h^PlNr zwruW4Gtl`=cekQe+k%y%+*w1L{<(^o>5djk0sN-TiYq;$p^pptG$7Lg)^BklH2YH$ zKYo078dV)|Zc4NV_&a{ou9XF%vlc!*Ak3{lHCTDq8{QMRo=|JbR!lSxQekC{Ca@RL z!d_b)xU^7=vAGJA=?)zBX4w|?aV1)P4yeIRhbS>6mUTpv|Gk!m ztEpu2r}@D^;C;0KUM>!l%nB;oj1cEyyCkgo`b-)>4Y`Tm@v5HsU`*`c`gXaCT=IkC zN`M}{FQ&3#jJK)YEI%Qj?|;vrk0`;!_Xi8 zn5iHO7BeVv^cif`x&|J`Z_^#aZY&hhAblUCqvmMAr0jk$Y0ax?0wy$hK?iil8Ow9l zK2{Kv^)4fDvvsMbVUVXA)so)iNAu%}!D{{%@I0~9N!nKhb?34!^ksY%ew&Dkf1988 z(dwpI!8XON=>oWmjW{Ogvi#wbisS}I0y-C=;fI2hvNdIN*E4PEX0Y!!cC%o*J01h@ zs-trTLiHO=CN^$=2R#fAj%W%}J)N-WsQ+iXGUX2+divDx^v%i~Xa(d;KrJ zLpjm64#Am24=JGG*-@zL<3m%bhlukeuTq8`KtuVxU&{x1-|HThJCX!gCviB*VsuUv?N&W@f7E#f?18(XKdnWfU?(Sf#i zsF$5V(Dhd-4IAgb!ObW`UOSXn6 z3dqL1fh38cb)-Rv6yVA(yicEbz%-GK1GTg(R4ROnhv;*hpt_%A=}lJwf^TfeVOtKw zdUV>D)C-zYnN4O;Ah*TzgQ@4UGvI0g+@0zd)o_6wC*YvmEMj{eZdo{n(7{3pYMX5M zXQj*cH2W;+;ryK)&7p+77GAEAZ=Gp{HZg4U62|;#jf-@?BhVC+T3hP#xD=3#61&z% z3r}Hv(Z5c;K%aC1ejQy)zx!%72O&He=dKqMsZLs88u0?k@~CvbDt+9E zW@NkL3aQg!{VXpSfhMKy|F-V0MEz;pVYq|A4T8ZB&$%FQ>1Hl6XM7ox7B%yNLlakV z3XA_~0Q(p=g?1 zs2lzkAr-{JqnF4WANnWd5yko7zCSmIByDOKY!Dz7AyUZ*=AJepGH*1^YUd8`yc=tOpZNl_eP(JkQT zymimaWho3d_z!V%bCPQCJ`rlxU2t0NriBN+#DH50V(RW}(MT3&S{9K!SgUx1WuL4pX>RN(1M_Dg&LGznUQhdwlf4w(1|w<5RMI zf=hq2w5Jt|sCVWpmD>TD2ji8wM|KPr-Nfee%f${8dY007@C#z^$Ky^@QOksv$nJIX z->;IAx4`yiejiFsO6b}@IDZWy*#TZlx+M(N;WKEXlmGi2CvI^|`#uVX+5BnVOmFuwqW*cXfVez}2Q{cu5>Q^rB%_GkE_RwGSed#FQ`}#YV|QQ- zV+(g9P6}(ddb9x7AL(i4I@^C6y8W%8L}2$q)-z$0KkkcXghMWx{*|K3ZL!n8i#Pwh z6sI4$Dv0mmHW5+YU*+34-3+ZpDx{)6aAFgMXGsF-LT3vq7FZy4U43F|N4n& zk6xEH@X2rVG^Ms(;VO=trajfJeW;76ueLo zEyFt0hr)FAQ35Paj#H{Ak#ryt{f(cKXujc5-oEs^VFL-e`G1cW*rGfin(L)*l(mFi zd7Sr1ra!qmlSwm;7>5+W9|Fevz3+N-Qx|EWy60Bi=@rY)11fh{A3ukT?8h)vIco{0 z+x7NY0$_T~zNgmELRB$j`0>EmuF|sH^7w==3ufdl>HLT0NxKTgM|&Vu>C%A30ocd^ zl{9>t=bHg4_Fj?|VpHR+^+AI{RUc1ofkJk@YSBS+B3PJvc)3K)Z&vCY3|8&VDoO;U)1Pj0 z(MK`6>A&!&k_59!_9BIaIM5e$GnCl&z2_O7IR3k?An?9;qtY{q6-Z5ij_%53GUh#eDz4@-OrKrHVl1!`{oc>#1w12s4v3aNrQMhNxlE*zMc-bOJFqjR`MaW$QuY*Ik=vh6I{e+} za5N8x%aY71|xaWpnx4dD%ae-GPJYzPqkl;kyAKs1Y zWdsgJ)hc_g4mIn{-BNzy?unS&{UyowS~k7077~2gc(zVh@S;Lo?A`^Snf?nb8+}z9 zmEr;wls4(cU#MebV9?;|Si5gc&nGn@{{;VN{j@97qV|d?6=_KSGgDIH{d;onuFwA; zot|?0R}Z6-(xRN2m%t@-d;tdUW#2d%v7X7|hy<&i#w>92Zh-ptt(&LZ{*=WhC>XfT zOUu>x=DWjT>r?J{FAe%}b+h%y2ieuY#S-df*CY0-0IdKuhR!Yb5)YZq#Ne>OZ|B(} z1|=maz4h`dW-x8Z+g_#m_}=Z`hkx8lj%Hv`KfA^;^}_V0k}fVk4}yc=RBQY5IV=B0 zE%4g;Ha$vFP_WnGE6;+|*;iLfe7|?+HXp-}SN3O*9`B!>@iD98#K{}N4JY0$(-FVj z|1ab=Kf{G-3{yhH@_b!fOzJ|;vqY6MoLq8MTk`rg`Il}h?{}Y{W5RoN>AyGr3QDJh zLGE0)OL9jlf59Eq=Kag&$q3ww-(e~!c=1QzO_n274ejeej=lA5@!gDdyoa6^fy2ZC zsO?zOqoM;Z7C7Eje$ew?JkJ(no5@;{+ve{W`SvHjjXJjR?%KT>t2m?f@+c{R)SHy5 zIjk`JT<7BAGSftcd(J=E!r#-i8}6B9UpMAk8l)-1>3$*LT;V>K6kCvTqf)ho>0euc z#yWND2j{)7y}2p1Cp_0S&_&qOWC}2kx?D>ZXvokhUd>ix0OYwSKjqd)PXE3)3uyO3 z=ZAF+2?7lrIgO4Ci#Gb)RX=dJ@-WaWF7sUGtmh2w+oSeQDtumG#Ss9kQInW3R7jY(i4Z^h>KPA=PueZ-L&COSVdzfb-if$rJ5W{=K+*M(0mdM@PmVjg?7i z4stSl-xpiGaG%)j39N|0e%+P*k8w+V!dESzBAbjj?kOQrd%FtLUw+Y=2DCO8=slBb zrZU?91b`{wn&I;f`;=A1;v3`n1#hw!PXf9C1Z04%418<|e^x*D~&qv3@Z@Z?p7W=|K#5T^&v4FqpW*mrk! uteJZG`G*Zn48XVt0h2Od1xH&K{^O50nN+b;?|%-^ISihzelF{r5}E*3U$CeE literal 0 HcmV?d00001 diff --git a/.resources/mauna_loa b/.resources/mauna_loa new file mode 100644 index 0000000000000000000000000000000000000000..243353ea83d8e18f90358d5b25a556fe0c0f3954 GIT binary patch literal 15834 zcmb`Od6-;PnTI=JZ;(YJi)2#m-CbDwy;aqPI3S9w z0zRT53@D2$f(s0Ss6Z4%K?Gz~6c9uO#0_x+nfLt8ueuZFnVEmgBfi}Co_o%BzO!~e z0{oz>UZH`I$IJZD|1Isy8XJ$D@wW9h>+4%`-Jf5&?}AH4 zzIo6_v)}xwOGc=q?_{Xw3;hgLuJ?SApP|bAr^`W=gYp;KLwP8Fi9M8u@}IVc@=*RW z_D~+mUuqBKq5Ng`P#(%(ZV%<5{1x_49?E~#9?C=c&)GwHDF1nTC=cboU=QV?{1@$^ zJe2>EJ(P#?SK32)DF0=9C=cbYvWN0e{%U(D59PmN59Oi!SM9%M59PmZ4^P#((vmpzn+^4Hlzc_{x4dnga(ueXQtQ2qvcC=cboX%FS0{EhZd9?E~q9?C=c zZ`(t8DE}RMC=catvWN0e{$_h959M#Mhw@Nl!x*U z+e3LM|5JM?59NPm59Oi!Blb`p%KzLR%0u~I*h6_J|EN9G^J9L7DhK5sw}P#((v%^u1_`M=vkc_{x6dnga(|7j29q5O;XP#(&^WDn(`{J-p> zJd}Ug9?C=czE8({7nJWk&+;==x!EoURSwFpWe??{{Mz^cDF1qUC=cb|U=QV? z{Eqfe9?I`z59Oi!8||Syl%H!4<)Qq5J(P#?^X#EKlz)>wl!x+fwukaie$XDuL;3mk zP#($;*+Y3KKWq=>q5RJFP#((fVh`n^{I2#;9?CDUhw@N+@R{CP0d3EuZmI`YE6(dVxEb~^ID zIaj~^@vHs*W9i7_Cm=qaj%A=uZB8IUNbF>lddZwDy;Q^Jl!;p2AJUN!-U)qKtmp48PdneGTjzeqyv*Ox4!;=c>-%atLaY1rf7j*ja{qeq{w5tc zFa+>df44yv+j}t`3EkfAx9-QCGx4hb*QFyDeu_W0xIcHhok!D=d7*>UtN#4M`RdPN zzcX7p7Txpiktk3#CrwZc<>p=`A3i2OX)~R>wcSOvA;WJF@IZR zvHU-szehY?18P2R zn8o$7z3ZQs#c|)&@w~6j{gI0?*xBe^gLSX z=Ux1s{%ifc)!(mh9AjBrKg6qb)O5Qi`u#a>=Zu;DXg@mAaqjN-3q3vuyT8Xd&%J&V zpXNLDYMd_ecbB@}kNW$Q?dgZ&S?;`(2Yo;3a#Nl!r~CZ{_E)&v_3rQYUEeLv-&HPu zzT>2xUca@!kynl5na z2$$c(?bAQiyOuq1>Rg`Fit~y3bPf=g_U!{(albgqd6_ipF4ucL*!9kJJDa%u&CGco zr?9Hp`{Yw`LY?0W-5>g|_4Y15SKWTg`90s? zf5z=x=(s=VJQQ5tV!vPFcIm(JLBG}B2i*SI{_X;o|EBx(6}N-ecTf^K`e{xy|LTbo=L-ncp}4{b_!_#NU6xab4?qbF;sD#O0oH z{(j*&Rylu{dVGja_rB9zj(WAFa0IPPu5bwzwyU;l7E*KK>0`k3d*g>L_B=c(-`VseXJeNi%vW4XJ5tNbeaA2{B7?eB8C*V})>^RAaS#z}cQ$Ms$A@%x(lb+gCscF%`jx%|^E_ptNy zJ&)TJuKz=hhyJS{pLhGWdED-Ez8>}aKYM)oJF!2Tcj9-ObmF{t$$6l>&MD&3&sn|t z9&-JEa-L@UyUjW=Z?AKG!=1Q4K<&pnc4B_F=*0S-bARsic--&#_l)~Ls}tAl9COP~ zTsQOF-hQ394i~!KeL8W!*tQeb9dYTN@CWA?YTVaxzll@po%*!D?&bKGbYi(9+}<&r zxW66l`Y5OS{8lbcJGw8e=X$nr{}*)P`Z&<<`CjekIx(+xmp{?ZQ+__q?b1KRKj{1o z`1t_m<7oG@+KKb(1h;cqC+?l!x-~wTJRhzHATWp?t+2%0v08 zJ(P#?HG3!zSJ(P#?AF_w?Q2tbVC=ca7Y!Bt3{Au=39?G9?59Oi!8TL>f%AaWu<)Qpp z_D~+mpKTB2q5Mbep*)m7hhLj-n>DtJoBvVT{I~CI{z=&UcUaMQ{q*MlhTi6{-xOT! zljv5TBtPiHpCE4Z$@)p3d?)+FDfs3v;S=c;zrVo#^FHDDUN@9GeIh>T6Yke8_k>Tf zJIpI*PC%WkoNW4u@UuSAZ}G|afaBwP-T0pN`wgbziN5JnywUVc#TyRo#ou_izN=i% z*L||C@{Q%^KB=Fx|Cett)T?*~rs7Q;Dy|*u*Pn_vv`5{qA3Klt%=A|`ke8j0EvMp5 zZd=EjIL-xA@kVvvRJ`%*I~8v-J59x#(5$I=gZq>7^?T=GEyqQ@`c200RJ>vA>2{Vm zAEQ(8CNk#tN4otHw?lt)L*3BrtUDFQkNA}5JsjuKsd%Hx+c)h`b3V?SiZ{qpX38mF zi=DUmZioJ=-gmg)M^D8YW6SZp-{sG6z301sm;3vRoTt;L;*FAi=_irHT>en^uP{@e zZg?N{^Tm$ybMEgd*L#QibEC_B)_MD|pBv6+-FZCM<3l;!q^~#cbiEHu#rgM?<9X5b z{MO@hzw>mB`AL)hY2JR__5aBE___Q2n8%0uw2n9L#`(WZH_q2N-8fJG=yvaRx$FFV zvw5G}dCvWL*?#SAoR3?&-rc%!J-xLX`#IQ+>w$Lk8z#P296$AVKIwXAJC1E#exMs~ z+KbF(UH@d)jW_xCb>lczy0QODx^W)v=yo^l#`Un3pZD_jZ|}zWH0C%bTwm&boY#%( zi9m-(tteU;yT%kkgj_xHQKr`^wA_YU*}6% zE-Tflje*h2)~M_NDjP};XbvTZmWo-inXJrJ)4^o+EO(O%EhPINvMZuoOvanJyc(yv zVzW}JlB@A%twJhG6n2g2P?Cfe*8GHcsb?@LPSu;m)LE|Qnpv9ENmr#*E{ARn)a#Xb zNhwCbUrHF`9iN7}@~tuh6zfS!)uc!Vx=F1{Oa6F`QiWzI3}vZF>T_X4+PQkInKX-) zTDw@7N00}NhrTw8NsfOir8EuWUC4FQkc)h=${fh3qR15C^J1<^AE}{?4ed|oX>jIW zdnuy>{9OwE_C%;4tHlDPLV+aGf$1-qZlTTa?BpeBF_+e=xpI>4=F3H*T;{+uB&lL8 z6sxsR@mM#Rzi{CY|5L)}GE$AZ?#bCkdj)9kY~PU6x2zDMrDjfC)ZW2Yo<3$v|PDd>%>vY zPv)u<#Uw?9p=N$1S*a2R;mBh6x|&Q+d{s7A3wLg8?3I0Ba5UF?1H5L-`^2zV3jA%G z5Joy#>r{Kws#kFw5ZYfEc8Jwe%f=8VLZjIK5`umq3vU2g>Ops)vSY^K{$F-t46!rlY8L1CphmXs- zG)pwHVfLi0vEx}lVfn;?86^F6@(?o0R>8E*l}lqRQtyYMie_<~70v2RCfLO*rKzk% zGuqY%wY}CT)l3>KKFzvep=ZrnnKe*j4TPdYY^(WPN|j8EF8dYBzQh+HEGlFg<;rO- z8Ds8hw#-DI<|?86uzbTLKO&_KrV;I>y~1(%vT@d$c7(Avi|Cq+m=*Hp1tL=JhrE+YgTpP-!vc_;Orvs&2VuMVJjh#pL z;(VF^Z}^iOarolokR>`Y6CIfcELypUUWL7l49@I3xk5OKI2^-~!^x8yV_WqmTW^gK znnpTIhcsVeij~GuY(|w@OnDO zxqQAAZbK}&W^sDsW)Dk}{lmR6pY5F_t6zPSfdxA+NOoJeXR^m0d+xPQQrE3`h+#-a zdKch%;qw)X_dn>+6^HD9(8{C2p4qz}^%e+&r|C}YIhJ3s;$$#|OJUR2C>)#{s}Ws| z8(-L>-y2qCN^i>C5!mO#><{0uOhOeQmlRUwnC;=%js1M(Ug9Im^IB`nGwgrcR>Fvf zl#-@!_bGEt)@Q_^3vxcsWG#j5Dop;NWLd3HEVGqp{5Z90BzYpH5+9|2ZBDW|8}U{dAeBIHhyy{=Hpw?eXrq7tH` zBZVUMHyOFGj*{_Gv0UIsn=oZ^1$GV{m0r)Wg(~|?n&vpV!gP%%u2YsW3M7$9#8w)j z*4pmnw%H2jQGxxM=DB`_^~olxH1+oSxQ$NVYPlkD0EFRZM`I1tW015P_T;byPS0lb zCmrff{tc(q{4jUNz=xS%mb~exhu=(${IKgx8g4v1`TW|& z*>LdC?(^5)rlB`-V8_QlrQ!YI&c6Ly)9~fc)p%~#EcoKqZ!fmB)WJOitb^Nk zzFK>FI0;je-M1&|lW=c2I{L{_3Z8vtC)%5mu>C>(@{#XMxPXjy+?)TSM{0j z-mQP-)t^ncz4rL%KO2)Uaq92>m&=l{`P(NKzQ1n5;S&#zeetUaA3p!H=Foq&@WiE& z$ph<6$eSdemv>C{x-OAO5=Qy_tW&FE4@*S+h=1gat7xlV2}0t60MlqW2#`Rs$SCMx zzNgMSH(MeK9VY^D(xV>B*Y#;pMf$4 zNMJyj1Oi8)`Zy%-V^ClMU?G@@rqpE-15au21x}5cu0VVo@rB)dQ8!=g%vUFDdfqL1 z(5c=d%Z>K&W`wHt_{3FKVBV5-W~lmz?8h8z*$}TrC83O4(#@ATU#VPC%JB0{CX%R7 zD3{BY=SEgk#03kvR;f1=Vix*1leIRZvcS~EnW@eqEOP;wYB-~N$-Q$urye20m!XpN EKb5Lkc>n+a literal 0 HcmV?d00001 From 1fd317b9bf57a56672fd00530858f52b4648a34d Mon Sep 17 00:00:00 2001 From: Wil Ward Date: Fri, 6 Sep 2019 11:50:42 +0100 Subject: [PATCH 02/37] first lab --- 2019/lab_1.ipynb | 1706 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1706 insertions(+) create mode 100644 2019/lab_1.ipynb diff --git a/2019/lab_1.ipynb b/2019/lab_1.ipynb new file mode 100644 index 0000000..7afa64e --- /dev/null +++ b/2019/lab_1.ipynb @@ -0,0 +1,1706 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 1: Gaussian Process Regression\n", + "### Gaussian Process Summer School 2019\n", + "\n", + "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", + "\n", + "The level of this notebook is aimed at introductory, as the background of attendees is diverse, and so cover a wide range of basic GP concepts. There are seven exercises to complete, the difficulty of which varies, but you should aim to complete all during the lab session. The notebook will not be marked and we will provide answers to the exercises after the lab session.\n", + "\n", + "In addition, there is a second _optional_ notebook with extra work. The content of this is more advanced, so completion is at your discretion.\n", + "\n", + "$^\\dagger$`GPy`: A Gaussian process framework in Python (since 2012). Available from http://github.com/SheffieldML/GPy\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started\n", + "\n", + "**[Binder]** If you are using Binder, all libraries required are installed on the Binder image.\n", + "\n", + "**[Local]** If you are running this notebook on a local machine, make sure that `GPy` is already installed on your machine. You should be using Python 3.5 or 3.6. A set of instructions for setting up your environment are [available from the GPSS site](http://gpss.cc/gpss19/getting_started).\n", + "\n", + "First, we need to setup our notebook with the libraries we are going to use. We will use `numpy` for maths functionality, `pyplot` for plotting, and of course `GPy` for Gaussian processes." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Covariance functions, aka kernels\n", + "\n", + "We will define a covariance function, from hereon referred to as a kernel, using `GPy`. The most commonly used kernel in machine learning is the Gaussian-form radial basis function (RBF) kernel. It is also commonly referred to as the exponentiated quadratic or squared exponential kernel – all are equivalent.\n", + "\n", + "The definition of the (1-dimensional) RBF kernel has a Gaussian-form, defined as:\n", + "\n", + "$$\n", + " \\kappa_\\mathrm{rbf}(x,x') = \\sigma^2\\exp\\left(-\\frac{(x-x')^2}{2\\mathscr{l}^2}\\right)\n", + "$$\n", + "\n", + "It has two parameters, described as the variance, $\\sigma^2$ and the lengthscale $\\mathscr{l}$.\n", + "\n", + "In GPy, we define our kernels using the input dimension as the first argument, in the simplest case `input_dim=1` for 1-dimensional regression. We can also explicitly define the parameters, but for now we will use the default values:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a 1-D RBF kernel with default parameters\n", + "k = GPy.kern.RBF(1)\n", + "# Preview the kernel's parameters\n", + "k" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see from the above table that our kernel has two parameters, `variance` and `lengthscale`, both with value `1.0`. There is also information on the constraints and priors on each parameter, but we will look at this later." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualising the kernel\n", + "\n", + "We can visualise our kernel in a few different ways. We can plot the _shape_ of the kernel by plotting $k(x,0)$ over some sample space $x$ which, looking at the equation above, clearly has a Gaussian shape. This describes the covariance between each sample location and $0$.\n", + "\n", + "Alternatively, we can construct a full covariance matrix, $\\mathbf{K}_{xx} \\triangleq k(x,x')$ with samples $x = x'$. The resulting GP prior is a multivariate normal distribution over the space of samples $x$: $\\mathcal{N}(\\mathbf{0}, \\mathbf{K}_{xx})$. It should be evident then that the elements of the matrix represents the covariance between respective points in $x$ and $x'$, and that it is exactly $\\sigma^2[=1]$ in the diagonal.\n", + "\n", + "We can show this using `pyplot` to plot the vector $k(x,0)$ and the matrix $k(x,x')$ using `k.K(`$\\cdot$ `,` $\\cdot$`)`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our sample space: 100 samples in the interval [-4,4]\n", + "X = np.linspace(-4.,4.,100)[:, None] # we need [:, None] to reshape X into a column vector for use in GPy\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18,5))\n", + "\n", + "# ==== k(x,0)\n", + "\n", + "plt.subplot(121) # left plot\n", + "\n", + "# First, sample kernel at x' = 0\n", + "K = k.K(X, np.array([[0.]])) # k(x,0)\n", + "\n", + "# Plot covariance vector\n", + "plt.plot(X,K)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.title(\"$\\kappa_{rbf}(x,0)$\")\n", + "\n", + "# ==== k(x,x')\n", + "\n", + "plt.subplot(122) # right plot\n", + "\n", + "# The kernel takes two inputs, and outputs the covariance between each respective point in the two inputs\n", + "K = k.K(X,X)\n", + "\n", + "# Plot the covariance of the sample space\n", + "plt.pcolor(X.T, X, K)\n", + "\n", + "# Format and annotate plot\n", + "plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", + "plt.xlabel(\"x\"), plt.ylabel(\"x'\"), plt.colorbar()\n", + "plt.title(\"$\\kappa_{rbf}(x,x')$\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setting the kernel parameters\n", + "\n", + "Looking at the above definition of the RBF kernel, we can see that the parameters, i.e. variance and lengthscale, control the shape of the covariance function and therefore the value of the covariance between points $x$ and $x'$.\n", + "\n", + "We can access the value of the kernel parameters in `GPy` and manually set them by calling `k.param_name`, e.g. `k.lengthscale` or `k.variance` for the RBF kernel. The following example demonstrates how the value of the lengthscale affects the RBF kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our sample space : 100 samples in the interval [-4,4] \n", + "X = np.linspace(-4.,4.,250)[:, None] # we use more samples to get a smoother plot at low lengthscales\n", + "\n", + "# Create a 1-D RBF kernel with default parameters\n", + "k = GPy.kern.RBF(1)\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "# Set up our list of different lengthscales\n", + "ls = [0.25, 0.5, 1., 2., 4.]\n", + "\n", + "# Loop over the lengthscale values\n", + "for l in ls:\n", + " # Set the lengthscale to be l\n", + " k.lengthscale = l\n", + " # Calculate the new covariance function at k(x,0)\n", + " C = k.K(X, np.array([[0.]]))\n", + " # Plot the resulting covariance vector\n", + " plt.plot(X,C)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa(x,0)$\") \n", + "plt.title(\"Effects of different lengthscales on the Gaussian RBF kernel\")\n", + "plt.legend(labels=ls);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "(a) What is the effect of the lengthscale parameter on the covariance function?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Change the code used above to plot the covariance function showing the effects of the variance on the covariance function. Comment on the effect." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Types of covariance function\n", + "\n", + "There are many different covariance functions already implemented in `GPy`. Aside from the `RBF` kernel, there are others such as the following:\n", + "- `Exponential`\n", + "- `Matern32`\n", + "- `Matern52`\n", + "- `Brownian`\n", + "- `Bias`\n", + "- `Linear`\n", + "- `StdPeriodic`\n", + "- `Cosine`\n", + "- `PeriodicMatern32`, \n", + "\n", + "Note: when defining these, all are preceded by `GPy.kern.` The following are some examples of the [Matérn 5/2](https://en.wikipedia.org/wiki/Mat%C3%A9rn_covariance_function) and Cosine kernels, compared with the RBF kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our sample space : 100 samples in the interval [-4,4] \n", + "X = np.linspace(-4.,4.,250)[:, None]\n", + "\n", + "# RBF kernel\n", + "k_R = GPy.kern.RBF(1)\n", + "C_R = k_R.K(X, np.array([[0.]]))\n", + "\n", + "# Matern 5/2\n", + "k_M = GPy.kern.Matern52(1)\n", + "C_M = k_M.K(X, np.array([[0.]]))\n", + "\n", + "# Cosine \n", + "k_C = GPy.kern.Cosine(1)\n", + "C_C = k_C.K(X, np.array([[0.]]))\n", + "\n", + "plt.figure(figsize=(18,7))\n", + "plt.plot(X, C_R, X, C_M, X, C_C);\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", + "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"Cosine\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Not every kernel has the same set of parameters. Some kernels are not parameterised by a lengthscale, for example, like the `Linear` kernel which only has a list of variances corresponding to each linear component" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "GPy.kern.Linear(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Likewise, not every kernel is stationary. In the case of the Gaussian RBF, or Matérn kernels, the kernel can be written $\\kappa(x,x') = f(x-x')$, however this is not true for, e.g., the Brownian motion covariance function, which is defined as $k(x,x') = \\min(x,x')$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our sample space : 100 samples in the interval [-2,8] \n", + "X = np.linspace(-2., 8., 100)[:,None]\n", + "\n", + "# Note that the Brownian kernel is defined:\n", + "# k = min(abs(x),abs(x')) if sgn(x) = sgn(x')\n", + "# k = 0 if sgn(x) ≠ sgn(x')\n", + "\n", + "# We define our Brownian kernel\n", + "k_B = GPy.kern.Brownian(1)\n", + "\n", + "plt.figure(figsize=(18,7))\n", + "\n", + "x_s = [0., 2., 4., 6.] # values of x'\n", + "# Loop through values of x'\n", + "for x_ in x_s:\n", + " # Evaluate kernel at k(x,x')\n", + " K_B = k_B.K(X, np.array([[x_]])) \n", + " # Plot covariance vector\n", + " plt.plot(X, K_B)\n", + " \n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.title(\"Effects of different inputs on a non-stationary, Brownian kernel\")\n", + "plt.legend(labels=[\"$\\kappa(x,0)$\", \"$\\kappa(x,2)$\", \"$\\kappa(x,4)$\", \"$\\kappa(x,6)$\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Combining covariance functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "(a) A matrix, $\\mathbf{K}$, is positive semi-definite if the matrix inner product is greater than or equal to zero, $\\mathbf{x}^\\text{T}\\mathbf{K}\\mathbf{x} \\geq 0$, _regardless of the values in $\\mathbf{x}$_. Given this, it should be easy to see that the sum of two positive semi-definite matrices is also positive semi-definite. In the context of Gaussian processes, this is the sum of two covariance functions. What does this mean from a modelling perspective?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) What about the element-wise product of two covariance functions? If we define $k(\\mathbf{x}, \\mathbf{x}') = k_1(\\mathbf{x},\\mathbf{x}')k_2(\\mathbf{x},\\mathbf{x}')$, then is $k(\\mathbf{x},\\mathbf{x}')$ a valid covariance function?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Combining kernels in GPy\n", + "\n", + "We can easily combine kernels using `GPy` using the `+` and `*` operators, respectively denoting addition and product of kernels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Summing kernels\n", + "An example of adding kernels is shown here. We create a new kernel that is the `sum` of an RBF and a Matern 5/2 kernel." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the first kernel: a 1-D RBF with lengthscale 2.0\n", + "k_R = GPy.kern.RBF(1, lengthscale=2., name=\"RBF\")\n", + "# Create the second kernel: a 1-D Matern52 with variance 2.0 and lengthscale 4.0\n", + "k_M = GPy.kern.Matern52(1, variance=2., lengthscale=4., name=\"Matern52\")\n", + "\n", + "# Add the kernels together\n", + "k_sum = k_R + k_M\n", + "# Preview the properties of the composite kernel\n", + "k_sum" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can visualise our kernel sum to see the resulting effect. It should be fairly clear that the result is simply the sum of evaluations of the respective kernels for each sample point." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our sample space : 100 samples in the interval [-10,10] \n", + "X = np.linspace(-10., 10., 100)[:,None]\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18,7))\n", + "\n", + "# Here we sample from the consituent and composite kernels\n", + "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", + "K_M = k_M.K(X, np.array([[0.]])) # Matern 5/2\n", + "K_sum = k_sum.K(X, np.array([[0.]])) # RBF + Matern\n", + "\n", + "# Plot each of our covariance vectors\n", + "plt.plot(X, K_R, X, K_M, X, K_sum)\n", + " \n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"RBF + Matérn\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Multiplying two kernels\n", + "\n", + "We also demonstrate here the effect of multiplying two kernels. Here, we multiply an RBF and Periodic kernel, effectively encapsulating the periodicity into an RBF window:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create the first kernel: a 1-D RBF with lengthscale 5.0\n", + "k_R = GPy.kern.RBF(1, lengthscale=5., name=\"RBF\")\n", + "# Create the second kernel: a 1-D StdPeriodic with period 5.0\n", + "k_P = GPy.kern.StdPeriodic(1, period=5., name=\"Periodic\")\n", + "\n", + "# Multiply the kernels together\n", + "k_mul = k_R * k_P\n", + "\n", + "# Preview the properties of the composite kernel\n", + "k_mul" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our sample space : 100 samples in the interval [-10,10] \n", + "X = np.linspace(-10., 10., 100)[:,None]\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18,7))\n", + "\n", + "# Here we sample from the consituent and composite kernels\n", + "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", + "K_P = k_P.K(X, np.array([[0.]])) # StdPeriodic\n", + "K_mul = k_mul.K(X, np.array([[0.]])) # RBF * StdPeriodic\n", + "\n", + "# Plot each of our covariance vectors\n", + "plt.plot(X, K_R, X, K_P, X, K_mul)\n", + " \n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.legend(labels=[\"Gaussian RBF\", \"Periodic\", \"RBF x Periodic\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Sampling from a Gaussian Process\n", + "\n", + "A Gaussian process provides a prior over some infinite-dimensional function, defined by a mean function and covariance function\n", + "\n", + "$$ f(x) \\sim \\mathcal{GP}(m(x), k(x,x'))$$\n", + "\n", + "When we sample from the covariance function, $k$, to create a matrix over some sample space, we are creating a matrix of values that describe the covariance between sample points. Since it is not possible to sample every single point in an infinite dimensional function, we have to sample a finite subset of the input domain. Let $\\mathbf{X}$ denote some sample inputs, and $\\mathbf{K}$ the covariance matrix, with elements $K_{ij} = k(\\mathbf{X}_i,\\mathbf{X}_j)$, then we can describe the prior over $f(\\mathbf{X})$ as a (finite-dimensional) normal distribution with covariance $\\mathbf{K}$. As such, we can easily create samples of $f$ which, for a good choice of $\\mathbf{X}$, are representative of the true function.\n", + "\n", + "We can also sample from the kernel prior by creating a covariance matrix over a sample space and sampling from a zero-mean multivariate normal distribution with covariance $\\mathbf{K}$. Below are examples of different kernels with different parameters, including composite kernels." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "ks = [ # List of example kernels\n", + " GPy.kern.RBF(1, lengthscale=1.),\n", + " GPy.kern.RBF(1, lengthscale=0.5),\n", + " GPy.kern.RBF(1, lengthscale=0.25, variance=2.),\n", + " GPy.kern.Exponential(1),\n", + " GPy.kern.Matern32(1),\n", + " GPy.kern.Matern52(1),\n", + " GPy.kern.StdPeriodic(1, period=2.),\n", + " GPy.kern.Cosine(1),\n", + " GPy.kern.Brownian(1),\n", + " GPy.kern.Linear(1),\n", + " GPy.kern.Bias(1),\n", + " GPy.kern.White(1),\n", + " GPy.kern.StdPeriodic(1)*GPy.kern.RBF(1),\n", + " GPy.kern.Linear(1) + GPy.kern.Exponential(1)\n", + "]\n", + "# The name of our kernels (for the legend)\n", + "kernel_name = [\"RBF ls=1\", \"RBF ls=0.5\", \"RBF ls=0.25, var=2\", \"Exponential\", \"Matern 3/2\", \n", + " \"Matern 5/2\", \"Periodic\", \"Cosine\", \"Brownian\", \"Linear\", \"Bias\", \"White\", \"Periodic x RBF\", \"Linear + Exponential\"]\n", + "\n", + "# Our sample space\n", + "X = np.linspace(-5., 5., 250)[:, None]\n", + "\n", + "print(\"The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\")\n", + "\n", + "# Loop through our kernels\n", + "for i,k in enumerate(ks):\n", + " # The mean function is set to 0\n", + " mu = np.zeros((250)) # we have 250 sample inputs\n", + " # Get the covariance matrix\n", + " if i is not 11:\n", + " C = k.K(X,X)\n", + " else: # We have to sample White noise kernel differently\n", + " C = k.K(X)\n", + " \n", + " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", + " Z = np.random.multivariate_normal(mu, C, 5)\n", + " \n", + " # Setup figure environment\n", + " plt.figure(figsize=(18, 7))\n", + " \n", + " # Show samples on left hand side\n", + " plt.subplot(121)\n", + " for j in range(5 if i < 11 else 2): # Loop through samples\n", + " plt.plot(X[:],Z[j,:])\n", + " plt.title(kernel_name[i])\n", + " \n", + " # Visualise covariance matrix on right hand side\n", + " plt.subplot(122)\n", + " plt.pcolor(X.T, X, C)\n", + " # Annotate plot\n", + " plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", + " plt.colorbar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These samples are from the Gaussian process prior made up of the covariance function and a zero mean. After GP regression, the fitted posterior can also be sampled in this manner, to get samples of the fitted function.\n", + "\n", + "### Exercise 3\n", + "\n", + "Can you identify the covariance function used to generate the following samples?\n", + "\n", + "![exercise_3](https://github.com/gpschools/labs/master/.resources/lab1_kernel_samples_example.png)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "(a)\n", + "\n", + "(b)\n", + "\n", + "(c)\n", + "\n", + "(d)\n", + "\n", + "(e)\n", + "\n", + "(f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Gaussian Process Regression\n", + "\n", + "We will now use our Gaussian process prior with some observed data to form a GP regression model. \n", + "\n", + "Suppose we have a data model for which we only have noisy observations, $y = f(x) + \\epsilon$ at some small number of sample locations, $\\mathbf{X}$. Here, we set up an example function\n", + "\n", + "$$\n", + " f(x) = -\\cos(2\\pi x) + \\frac{1}{2}\\sin(6\\pi x)\n", + "$$\n", + "$$\n", + " \\mathbf{y} = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, 0.01)\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# lambda function, call f(x) to generate data\n", + "f = lambda x: -np.cos(2*np.pi*x) + 0.5*np.sin(6*np.pi*x)\n", + "\n", + "# 10 equally spaced sample locations \n", + "X = np.linspace(0.05, 0.95, 10)[:,None]\n", + "\n", + "# y = f(X) + epsilon\n", + "Y = f(X) + np.random.normal(0., 0.1, (10,1)) # note that np.random.normal takes mean and s.d. (not variance), 0.1^2 = 0.01\n", + "\n", + "# Setup our figure environment\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "# Plot observations\n", + "plt.plot(X, Y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + "plt.legend(labels=[\"sample points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will first fit a Gaussian process using the exact equations.\n", + "\n", + "A Gaussian process regression model using a Gaussian RBF covariance function can be defined first by setting up the kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1, name=\"rbf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And then combining it with the data to form a Gaussian process regression model, with $\\mathbf{X}^*$ representing _any_ new inputs (imagine $\\mathbf{f}^*$ approximates $f(\\mathbf{X}^*)$):\n", + "\n", + "$$\n", + "\\left.\\mathbf{f}^*\\,\\right|\\,\\mathbf{X}^*,\\mathbf{X},\\mathbf{y} \\sim \\mathcal{N}\\left(\\mathbf{m}, \\mathbf{C}\\right),\n", + "$$\n", + "\n", + "where $\n", + "\\mathbf{m} = \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{y}$ and $\\mathbf{C} = \\mathbf{K}_{**} - \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{K}_{*x}^\\text{T}\n", + "$ and covariance matrices are defined by evaluations of the kernel functions: $\\mathbf{K}_{xx} = k(\\mathbf{X}, \\mathbf{X})$; $\\mathbf{K}_{*x} = k(\\mathbf{X}^*, \\mathbf{X})$; and $\\mathbf{K}_{**} = k(\\mathbf{X}^*,\\mathbf{X}^*)$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# New test points to sample function from\n", + "Xnew = np.linspace(-0.05, 1.05, 100)[:, None]\n", + "\n", + "# Covariance between training sample points (+ Gaussian noise)\n", + "Kxx = k.K(X,X) + 1 * np.eye(10)\n", + "\n", + "# Covariance between training and test points\n", + "Ksx = k.K(Xnew, X)\n", + "\n", + "# Covariance between test points\n", + "Kss = k.K(Xnew,Xnew)\n", + "\n", + "# The mean of the GP fit (note that @ is matrix multiplcation: A @ B is equivalent to np.matmul(A,B))\n", + "mean = Ksx @ np.linalg.inv(Kxx) @ Y\n", + "# The covariance matrix of the GP fit\n", + "Cov = Kss - Ksx @ np.linalg.inv(Kxx) @ Ksx.T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we define a quick plotting utility function for our GP fits. There are a number of plotting options available in GPy, but we will use the below method, which plots the mean and 95% confidence fit of a GP for a given input $\\mathbf{X}^*$. Optionally, we will allow it to plot the initial training points." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_gp(X, m, C, training_points=None):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " # Plot 95% confidence interval \n", + " plt.fill_between(X[:,0],\n", + " m[:,0] - 1.96*np.sqrt(np.diag(C)),\n", + " m[:,0] + 1.96*np.sqrt(np.diag(C)),\n", + " alpha=0.5)\n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\")\n", + " plt.legend(labels=[\"GP fit\"])\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points is not None:\n", + " X_, Y_ = training_points\n", + " plt.plot(X_, Y_, \"kx\", mew=2)\n", + " plt.legend(labels=[\"GP fit\", \"sample points\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"Explicit (homemade) regression model fit\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also save effort and time by to do Gaussian process regression using `GPy`, by creating a GP regression model with sample points $(\\mathbf{X}, \\mathbf{Y})$ and the Gaussian RBF kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m = GPy.models.GPRegression(X, Y, k)\n", + "m " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use GPy's regression and prediction tools, which _should_ give the same result as our basic implementation:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Use GPy model to calculate the mean and covariance of the fit at Xnew\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"GPy regression model fit\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be clearly seen that this *is* the same fit as our above model. However, using GPy gives flexibility and ease of use for extending the capabilities of the fitting, including use of different kernels, optimising parameters and solving more complicated problems, including classification. We also don't need to write explicit equations and manually creating covariances matrices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4\n", + "\n", + "(a) What do you think of this initial fit? Does the prior given by the GP seem to be adapted?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) The parameters of the model can be editted much like those of the kernel. For example, \n", + "```\n", + "m.Gaussian_noise = 0.1\n", + "```\n", + "or\n", + "```\n", + "m.rbf.variance = 2.0\n", + "```\n", + "Change the values of the parameters to try and obtain a better fit of the GP. You can recalculate the updated mean and covariance after changing the values by calling `m.predict_noiseless` as above.\n", + "\n", + "*Note: changing the original kernel `k` will also affect the model parameters due to how Python connects objects, but this is not a reliable way of setting the parameters, so you should adjust the kernel parameters via the model `m` as described*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Given that we can obtain the mean and covariance of the GP fit, we can also sample the GP posterior as a multivariate Gaussian process. This can be done as in Section 4, where we sampled the priors as defined by the kernels, i.e. with `np.random.multivariate_normal`. Obtain 10 samples from the GP posterior and plot them alongside the data. Try to simulate noisy measurements using `m.predict` (rather than `m.predict_noiseless`).\n", + "\n", + "*Remember to get the full covariance matrix, using `full_cov=True`, and note that to make the mean vector 1-D (for sampling a multivariate normal), you need `np.random.multivariate_normal(mean[:,0], Cov)`)*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Covariance Function Parameter Estimation\n", + "\n", + "As discussed in the lectures, the values of kernel parameters can be estimated by maximising the likelihood of the observations. This is useful to optimise our estimate of the underlying function, without eye-balling parameters to get a good fit.\n", + "\n", + "In `GPy`, the `model` objects such as `GPRegression`, have parameter optimisation functionality. We can call this as following:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m.optimize()\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the selected parameters in the model table above. The regression fit with the optimised parameters can be plotted:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get mean and covariance of optimised GP\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "# Setup the figure environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Parameter constraints\n", + "\n", + "We can see in the above model that the regression model is fit to the data, as the optimiser has minimised the noise effect in the model, `Gaussian_noise.variance`$ = 4.804\\times10^{-8}$. If we *know*, or can reasonably approximate, the variance of the observation noise $\\epsilon$, we can fix this parameter for the optimiser, using `fix`, which in the case of the above is $0.01$. We can also limit the values that the parameters take by adding constraints. For example, the variance and lengthscale can only be positive, so calling `constrain_positive`, we can enforce this (note that this is the default constraint for GP regression anyway)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Constrain the regression parameters to be positive only\n", + "m.constrain_positive()\n", + "\n", + "# Fix the Gaussian noise variance at 0.01 \n", + "m.Gaussian_noise.variance = 0.01 # (Reset the parameter first)\n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# Reoptimise\n", + "m.optimize()\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see our constraints in the corresponding column in the above table, where \"`+ve`\" means we are constrained to positive values, and `fixed` means the optimiser will not try and optimise this parameter. We can see here that the variance of the noise in the model is unchanged by the optimiser. Looking at the resulting plot, we can see that we have a much more reasonable confidence in our estimate, and that the true function is hard to distinguish from samples drawn from our fit, indicating that we have reasonable approximation of the true function given noisy observations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get mean and covariance of optimised GP\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "# Setup our figure environment\n", + "plt.figure(figsize=(18, 14))\n", + "\n", + "# The top plot shows our mean regression fit and 95% confidence intervals \n", + "plt.subplot(211)\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"GP posterior\")\n", + "plt.subplot(212)\n", + "\n", + "plt.plot(Xnew, f(Xnew),\"r:\", lw=3)\n", + "\n", + "Z = np.random.multivariate_normal(mean[:,0], Cov, 20)\n", + "for z in Z:\n", + " plt.plot(Xnew,z, \"g-\", alpha=0.2)\n", + " \n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + "plt.legend(labels=[\"true $f(x)$\", \"samples from GP\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the prior knowledge of the noise in the data has given us a reasonably good approximation of the true function. The samples from the GP demonstrate provide fits to the observed data and roughly follow the shape of the true function $f$, particularly in the range for which we have samples.\n", + "\n", + "### Exercise 5\n", + "\n", + "The function we used is a sum of sinusoids, and therefore has inherent periodicity. However, we only have samples for a single period, so this is not directly seen in the domain of $[0, 1]$.\n", + "\n", + "(a) Try predicting the function on the range of $[0, 2]$ instead (`Xnew = np.linspace(0., 2., 100)[:,None]`), and compare the fitted GP posterior with the true function $f$.\n", + "\n", + "*Note, you shouldn't need to retrain the model or adjust the hyperparameters.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Comment on the fit of the GP, and the uncertainty in regions where we have no observations. Is the GP still a good fit? How might we produce a better fit, for example, if we knew $f(x)$ had a periodic nature?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Real World Example\n", + "\n", + "We'll consider now a classic real world example using atmospheric CO$_2$ observations from the Mauna Loa Observatory, Hawaii. The dataset is a good demonstration of the predictive power of Gaussian processes, and we will use it to show how we can encode our prior beliefs to combine kernels.\n", + "\n", + "First, we need to download the dataset, which can be done through a utility provided by `GPy`. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "# Load in the data\n", + "with open(\"../.resources/mauna_loa\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + " \n", + "print(\"\\nData keys:\")\n", + "print(data.keys())\n", + "\n", + "print(\"\\nCitation:\")\n", + "print(data['citation'])\n", + "\n", + "print(\"\\nInfo:\")\n", + "print(data['info'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Training data (X = input, Y = observation)\n", + "X, Y = data['X'], data['Y']\n", + "\n", + "# Test data (Xtest = input, Ytest = observations)\n", + "Xtest, Ytest = data['Xtest'], data['Ytest']\n", + "\n", + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the training data in blue and the test data in red\n", + "plt.plot(X, Y, \"b.\", Xtest, Ytest, \"r.\")\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"training data\", \"test data\"])\n", + "plt.xlabel(\"year\"), plt.ylabel(\"CO$_2$ (PPM)\"), plt.title(\"Monthly mean CO$_2$ at the Mauna Loa Observatory, Hawaii\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**You may want to subsample the data to save time during the labs**\n", + "\n", + "Run the following to reduce the datasize by only using every other training point:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X = X[::2, :]\n", + "Y = Y[::2, :]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Naive GP regression\n", + "\n", + "First, we will try to fit a basic RBF to our data, as we have used in previous examples" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1, name=\"rbf\")\n", + "\n", + "m = GPy.models.GPRegression(X, Y, k)\n", + "m.optimize()\n", + "\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Xnew = np.vstack([X, Xtest])\n", + "\n", + "mean, Cov = m.predict(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \"b.\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is possible to make the model fit the data near perfectly by minimising the variance of the Gaussian noise in the likelihood and fixing the kernel variance." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Effectively remove noise parameter (needs to be >0, so select value that is very low)\n", + "m.Gaussian_noise.variance = 0.00001\n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# We will fix the variance as well, so that only the lengthscale is optimised\n", + "m.rbf.variance = 10.\n", + "m.rbf.variance.fix()\n", + "\n", + "# This should minimize the lengthscale to fit closely to the training points\n", + "m.optimize()\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**But** this has no predictive power, and we have really just overfitted to the training data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mean, Cov = m.predict(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(18, 5))\n", + "\n", + "# The left plot shows the GP fit to a subsample of our training set\n", + "plt.subplot(121)\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \"b.\");\n", + "plt.gca().set_xlim([1960,1980]), plt.gca().set_ylim([310, 340])\n", + "\n", + "# The right plot shows that the GP has no predictive power and reverts to 0\n", + "plt.subplot(122)\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \"b.\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GP Regression with combined covariance functions\n", + "\n", + "Taking a look at the training data, we can see a number of features that occur in the data. There is a clear periodic trend that is yearly, and an approximately linear trend. We can use this prior information in our choice of kernel to give some meaning to the GP fit.\n", + "\n", + "First, we will look at the linear trend. It should be obvious that the overall trend (ignoring the periodicity) can be described approximately by $f(x) \\approx a + bx$. To embed this as a covariance function, we can use the `Linear` covariance functions, which adds a linear trend to the covariance.\n", + "\n", + "### Exercise 6\n", + "\n", + "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?\n", + "\n", + "(b) How might we encode this trend in the mean estimate of the GP ?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Periodicity\n", + "\n", + "It's there is a seasonal trend over the year, and that a simple linear fit cannot capture this information. However, we can add this using our choice of kernel by adding a `StdPeriodic` kernel to our regression model. It's evident to the data that the period is yearly, so a period of $\\omega=1$ is a sensible choice for our initial parameter:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ks = [ # Our kernels\n", + " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", + " GPy.kern.Linear(1), # Linear trend\n", + " GPy.kern.StdPeriodic(1, period=1) # Periodicity\n", + "]\n", + "\n", + "# Create a regression model with an additive kernel (bias + linear + periodic)\n", + "m = GPy.models.GPRegression(X, Y, ks[0] + ks[1] + ks[2])\n", + "\n", + "# Optimise hyperparameters to maximise likelihood\n", + "m.optimize()\n", + "\n", + "# Predict the value of CO2 using our GP fit\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Set up plotting\n", + "plt.figure(figsize=(14,8))\n", + "\n", + "# Plot GP fit\n", + "plot_gp(Xnew, mean, Cov)\n", + "# Show our training and test points\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4)\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "\n", + "# Preview the parameters of our model\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the plot we can see that while we have maintained the periodicity in our prediction, there is some deviation in the amplitude of each period. Likewise, the data is not strictly linear. We can embed model these non-linearities and deviations by adding an `Exponential` kernel. First, in the summative kernel, but also by multiplying a Gaussian RBF by the periodic kernel. For some intiution on how this allows for deviation of the periodicity, see the corresponding sample plot in Section 4.\n", + "\n", + "Note that the `Exponential` kernel describes an exponential decay in covariance with distance between points, and does **not** model an exponential trend in the overall data. The `RBF` kernel describes a smoother (Gaussian) decay, which may be a better model for changes in the periodic signal." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ks = [ # Our kernels\n", + " GPy.kern.Exponential(1), # Non-linearity in overall trend\n", + " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", + " GPy.kern.Linear(1), # Linear trend\n", + " GPy.kern.StdPeriodic(1, period=1.), # Periodicity (short term trend)\n", + " GPy.kern.RBF(1) # Amplitude modulator (long term trend)\n", + "]\n", + "\n", + "# Composite kernel: exponential + bias + linear + (periodic * rbf)\n", + "k = ks[0] + ks[1] + ks[2] + ks[3]*ks[4]\n", + "k" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create our GP regression model with the composite kernel\n", + "m = GPy.models.GPRegression(X, Y, k)\n", + "\n", + "# Predict the CO2 at the training and test locations\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Setup figure \n", + "plt.figure(figsize=(14,8))\n", + "\n", + "# Plot the GP fit and training points\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that with even with our initial (mostly default) parameter choices, the GP fit to the training data is representative of the trends we are observing. However, the prediction of the test data is relatively poor (though we still have an upward trend). The obvious step now is to optimise our kernel parameters.\n", + "\n", + "Optimisation of the GP in itself is imperfect, often because the likelihood we are maximising can be multimodal, or flat, and so it can get stuck in local-maxima. It is always important to sanity-check the GP fit when optimising the parameters, to mitigate problems that could occur as a result (such as the minimised noise example we saw earlier). One of the ways to avoid the problem of local maxima is to reinitialise the optimiser with different starting locations, and take the maximum of these outputs. This is possible in `GPy` using `optimize_restarts(n)`, which will optimise the parameters $n$ times and take the best estimate." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Optimise hyperparameters 5 times to get a good estimate \n", + "m.optimize_restarts(5, robust=True) # We could do this more times, but it can be quite time consuming\n", + "\n", + "# Get the moments of our model fit\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Set up plot environment\n", + "plt.figure(figsize=(14,8))\n", + "\n", + "# Plot our optimised GP and training/test points\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "# Preview model parameters\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see from the output of the optimiser that there are a number of different minima in the negative log-likelihood (corresponding to maxima in the likelihood), implying that there are several modes. However, it's possible to get a good fit of the function with a GP with great predictive power. You might try allowing the optimiser to run for more iterations when you have more time.\n", + "\n", + "We can also look at the effects of each kernel on the GP model, which will show the features that it represents in the fit. For example, we expect the `Bias` to capture the offset, and the `Exponential` kernel to extract most of the non-linearity (that's not explained by the periodicity). We can view the effects of each of the components and the combination of them to see how they deconstruct the training data. This shows what features are being learned by which kernel." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Setup figure environment (4x2 grid)\n", + "plt.figure(figsize=(18,18))\n", + "\n", + "# Show Bias kernel effect\n", + "plt.subplot(421)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Bias\")\n", + "\n", + "# Show Linear kernel effect\n", + "plt.subplot(423)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Linear\")\n", + "\n", + "# Show combination of Bias and Linear kernels\n", + "plt.subplot(424)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear + m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.plot(X, Y, \".b\", ms=1.)\n", + "plt.title(\"Linear + Bias\")\n", + "\n", + "# Show modulated Periodic x RBF kernel\n", + "plt.subplot(425)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Periodic x RBF\")\n", + "\n", + "# Show combination of Periodic, Bias and Linear kernels\n", + "plt.subplot(426)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul + m.sum.linear + m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.plot(X, Y, \".b\", ms=1.)\n", + "plt.title(\"(Periodic x RBF) + Linear + Bias\")\n", + "\n", + "# Show Exponential kernel effect\n", + "plt.subplot(427)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Exponential\")\n", + "\n", + "# Show combination of Periodic, Bias, Linear and Exponential kernel (this is our full GP fit !)\n", + "plt.subplot(428)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential + m.sum.mul + m.sum.linear + m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.plot(X, Y, \".b\", ms=1.)\n", + "plt.title(\"Exponential + (Periodic x RBF) + Linear + Bias\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's clear that while our final fit is very good, some of the kernel effects are not as clear cut as we expected. For example, much of the upward trend is captured by the periodic combination, likely due to its ability to vary non-linearly. However, we can see that, for example, the `Exponential` kernel has a clear purpose in adjusting the GP fit to the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 7\n", + "\n", + "What improvements might be made to the GP model, for example in terms combinations of kernels and parameters, to get a better fit, especially for the prediction of our testing data?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8. Multiple Inputs\n", + "\n", + "Typically, we will have data that is more than one-dimensional. Gaussian processes regression is scalable in dimension, and everything used above can be used with multiple inputs. The following problem is reasonably straight-forward, a simple extension of the regression problem we've used to 2-dimensional input.\n", + "\n", + "Consider the toy example:\n", + "$$\n", + " f = (x_1, x_2) \\mapsto \\sin(x_1)\\sin(x_2)\n", + "$$\n", + "$$\n", + " y = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, \\sigma^2)\n", + "$$\n", + "\n", + "Now, our input space is made up of two coordinates, $(x_1, x_2)$. Suppose we have some random noisy observations of the function, which are 1-dimensional in nature:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Lambda function, f, the unknown function we are trying to predict\n", + "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", + "\n", + "# Our test grid\n", + "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", + "\n", + "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", + "num_measurements = 50\n", + "\n", + "# Random sample locations (2-D)\n", + "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", + "\n", + "# Setup plot enviornment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "plt.subplot(121)\n", + "# Show true function\n", + "plt.contour(Xi, Xj, f(Xi,Xj))\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"$f(x_1,x_2)$\")\n", + "\n", + "plt.subplot(122)\n", + "# Show sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o')\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Sample locations\"); " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our observations then are simply our sample locations propagated through $f$ with some Gaussian noise" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Y2 = np.array([f(x1,x2) for (x1,x2) in zip(X2[:,0], X2[:,1])])[:,None] + 0.05 * np.random.randn(X2.shape[0], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can fit a Gaussian process over the observations by selecting a 2-D kernel. For example, the `RBF` kernel has a 2-D (really N-D) form, so we can use this as our kernel choice. Here we need to set both the `input_dim` to `2`, and specify the dimensions of the data we want the kernel to act over. In this case, it is the first 2 (of 2) dimensions, which in Python are indexed by `0` and `1`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a 2-D RBF kernel active over both input dimensions\n", + "k = GPy.kern.RBF(2, active_dims=[0,1])\n", + "\n", + "# Create a GP Regression model with the sample locations and observations using the RBF kernel\n", + "m = GPy.models.GPRegression(X2, Y2, k)\n", + "\n", + "# Fix the Gaussian noise variance, which we know\n", + "m.Gaussian_noise.variance = 0.05 \n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# Optimise the kernel parameters\n", + "m.optimize()\n", + "\n", + "# We need to augument our test space to be a list of coordinates for input to the GP\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# Predict the mean and covariance of the GP fit at the test locations\n", + "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", + "\n", + "# Setup plot environment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Left plot shows mean of GP fit\n", + "plt.subplot(121)\n", + "\n", + "# Plot mean surface\n", + "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", + "# Show sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", + "\n", + "# Right plot shows the variance of the GP\n", + "plt.subplot(122) \n", + "# Plot variance surface\n", + "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", + "# Show sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", + "\n", + "# Preview GP model parameters\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see here that the fit with the GP is generally good (this is quite a simple example, after all), and that functionally, the setup is almost identical to the 1-D case using `GPy`. We can also observe from the variance surface that we have the most uncertainty where there are no samples, which matches our expectations and the observation of the power of GPs in 1-D.\n", + "\n", + "Notice that in the model preview, we only have a single lengthscale that is based on both dimensions. This is because by default, the RBF kernel is isotropic, which in our case is fine. However, in reality, it is often desirable to have different parameters corresponding to different dimensions. There are two approaches to doing this in `GPy`. The first is to enable different anisotropy within the kernel itself, by using the `ARD` keyword, e.g.\n", + "```\n", + "k = GPy.kern.RBF(2, ARD=True)\n", + "```\n", + "\n", + "Alternatively, we can use kernel composition to create two kernels acting seperately on different dimensions. An alternative construction of the anisotropic RBF is to construct a kernel from two 1-D `RBF` kernels active on $x_1$ and $x_2$ respectively:\n", + "```\n", + "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.RBF(1, active_dims=[1])\n", + "```\n", + "\n", + "We can also use this construction to allow for different covariance assumptions in different dimensions. In the following example, we use an RBF to model $x_1$ and a Matérn 3/2 kernel for $x_2$:\n", + "```\n", + "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Construct a 2-D kernel with two 1-D kernels: RBF and Matern32\n", + "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", + "\n", + "# Create a GP regression model with our 2-D composite kernel\n", + "m = GPy.models.GPRegression(X2, Y2, k)\n", + "\n", + "# Fix the Gaussian noise variance \n", + "m.Gaussian_noise.variance = 0.05 \n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# Optimise the kernel parameters\n", + "m.optimize()\n", + "\n", + "# Change our input grid to list of coordinates\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T\n", + "\n", + "# Predict the mean and covariance function\n", + "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", + "\n", + "# Setup figure environment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Plot mean on left\n", + "plt.subplot(121) \n", + "\n", + "# Plot mean surface\n", + "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", + "# Plot sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", + " \n", + "# Show variance on right\n", + "plt.subplot(122)\n", + "\n", + "# Plot variance surface\n", + "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", + "# Plot sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", + "\n", + "# Preview model parameters\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Footnote\n", + "\n", + "Using Gaussian processes for machine learning gives you a powerful tool for learning latent functions in a Bayesian fashion, especially with a low number of observations. However, full GP regression can be quite time consuming, given it scales $\\mathscr{O}(n^3)$ with the number of training points, $n$. There are methods for dealing with this: for example, sparse approximation or representing the regression problem as a state-space model. Each of these comes with their own assumptions and drawbacks. In tomorrow's session, there will be a lecture on computational efficiency in GPs and the next lab will have examples of some of these approaches.\n", + "\n", + "When using GPs in a computational setting, there are a wide range of tools that can be used depending on your preference of programming language and libraries. `GPy`, the library we use in these labs, is a well established Python library that was developed here at the University of Sheffield, and is maintained by members here and at Amazon Research Cambridge. Some other libraries that are commonly used for Gaussian processes include:\n", + "\n", + "| Name | Language | Comments |\n", + "|---------|-----------|----------|\n", + "| `GPy` | Python | One of the earliest Python frameworks for Gaussian processes |\n", + "| `GPML` | MATLAB | Examples and code used in Rasmussen & Williams GPML book |\n", + "| `GPstuff` | MATLAB, Octave, R | A MATLAB library with a wide arrange of inference methods, including HMC |\n", + "| `GPflow` | Python | GP library built on `TensorFlow`, similar notation to `GPy` |\n", + "| `GPyTorch` | Python | GP library built on `PyTorch` |\n", + "| `Stan` | R, Python, others | Probabilistic programming using MCMC that can be easily be used to model GPs |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Credit\n", + "\n", + "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/). Additional writing and feedback was provided by Maria Skoularidou and Chunchao Ma." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 5f9b6bf387d347225d90be3d7a8090bc59a41911 Mon Sep 17 00:00:00 2001 From: Wil Ward Date: Fri, 6 Sep 2019 11:51:31 +0100 Subject: [PATCH 03/37] second lab (hidden) --- 2019/.lab_2.ipynb | 1280 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1280 insertions(+) create mode 100644 2019/.lab_2.ipynb diff --git a/2019/.lab_2.ipynb b/2019/.lab_2.ipynb new file mode 100644 index 0000000..087afb8 --- /dev/null +++ b/2019/.lab_2.ipynb @@ -0,0 +1,1280 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", + "### Gaussian Process Summer School 2019\n", + "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", + "\n", + "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started\n", + "\n", + "First we setup our notebook with the libraries we are going to use. As with Lab 1, we use `numpy` for maths functionality, `pyplot` for plotting, and `GPy` for Gaussian processes." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab.\n", + "\n", + "We will recycle our GP plotting utility from Lab 1:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def plot_gp(X, m, C, training_points=None):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " # Plot 95% confidence interval \n", + " plt.fill_between(X[:,0],\n", + " m[:,0] - 1.96*np.sqrt(np.diag(C)), # 95% confidence interval of a Gaussian is\n", + " m[:,0] + 1.96*np.sqrt(np.diag(C)), # .. contained within mean +/- 1.96*s.d.\n", + " alpha=0.5)\n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\")\n", + " plt.legend(labels=[\"GP fit\"])\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points is not None:\n", + " X_, Y_ = training_points\n", + " plt.plot(X_, Y_, \"kx\", mew=2)\n", + " plt.legend(labels=[\"GP fit\", \"sample points\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 2. Non-Gaussian likelihoods\n", + "\n", + "Consider the regression model:\n", + "\n", + "$$\n", + " \\mathbf{y} \\sim \\pi(\\mathbf{X}, \\varphi),\n", + "$$\n", + "where $\\mathbf{y}$ are some observations given input $\\mathbf{X}$ distributed by some likelihood function with parameters $\\varphi$.\n", + "\n", + "In yesterday's lab, we looked at regression models with Gaussian process priors and Gaussian likelihoods:\n", + "\n", + "$$\n", + " \\mathbf{y} \\sim \\mathcal{N}(f(\\mathbf{X}), \\sigma^2) \\qquad \\text{which can equivalently be written} \\qquad \\frac{1}{\\sigma}(\\mathbf{y} - f(\\mathbf{X})) \\sim \\mathcal{N}(0, 1)\n", + "$$\n", + "\n", + "We assume $f \\sim \\mathcal{GP}(m(\\cdot), k(\\cdot,\\cdot))$ and $\\sigma^2$ is the variance of some additive observation noise $\\epsilon \\sim \\mathcal{N}(0, \\sigma^2)$. However, often this is not the best way to model a problem, for example in observation models with outliers, or classification problems. For this, we have to make approximations of the likelihood to fit into the GP regression model.\n", + "\n", + "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschools/labs/raw/master/.resources/olympic_marathon_men):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + "\n", + "print(\"\\nData keys:\")\n", + "print(data.keys())\n", + "\n", + "print(\"\\nCitation:\")\n", + "print(data['citation'])\n", + "\n", + "print(\"\\nInfo:\")\n", + "print(data['details'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Training data (X = input, Y = observation)\n", + "X, y = data['X'], data['Y']\n", + "\n", + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the training data, the results of the gold medal winning time for the Olympic men's marathon\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"winning time\"]), plt.xlim((1890, 2018))\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Olympic men's marathon gold medal winning times from 1896 to 2012\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that there is what looks like an outlier in 1904, which may make it difficult to fit a Gaussian likelhood to the data.\n", + "\n", + "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in, `GPy`, had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", + "\n", + "The likelihood functions can be found in `GPy.likelihoods`, and we will use `likelihoods.Gaussian()` here, with the variance set to $1.0$. The inference methods for a GP can be found in `GPy.inference.latent_function_inference`, from which we will use `ExactGaussianInference()`, which exploit the properties of tractability we gain from having Gaussian assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1, name=\"rbf\")\n", + "\n", + "# The below GP setup is equivalent to\n", + "# m = GPy.models.GPRegression(X, y, k)\n", + "# which sets the inference and likelihood to be exact Gaussian inference by default\n", + "\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X, y, # .. to tailor the inference and likelihood later\n", + " kernel = k, # ... for now we replicate the defaults\n", + " inference_method = GPy.inference.latent_function_inference.ExactGaussianInference(),# Exact Gaussian inference\n", + " likelihood = GPy.likelihoods.Gaussian(variance=1.) # Gaussian likelihood\n", + ")\n", + "m.optimize()\n", + "\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We predict the race pace defined by the latent function for every year. We will plot the latent function only by not including the likelihood in our prediction. This is equivalent to using `m.predict_noiseless()`, because our likelihood here is latent function augmented with the (zero-mean) Gaussian noise attributed to the measurements. You could try including the likelihood, and see how it incorporates the uncertainty by increasing the confidence intervals about the mean." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "mean, Cov = m.predict(Xnew, include_likelihood=False)\n", + "\n", + "plt.figure(figsize=(18,6))\n", + "# Plot the GP prediction of the latent function with training points\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,y))\n", + "# Annotate plot\n", + "plt.title(\"Exact GP fit of latent function $f$ describing marathon pace in min/km, assuming a Gaussian likelihood\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While this may seem like an adequate fit, it can be observed that the outlier at 1904 is affecting the mean estimate, as it appears consistently higher than observed measurements for the next three decades. This is due to the Gaussian likelihood assumption means that the regression is heavily affected by the outliers. \n", + "\n", + "We could alternatively use a heavy tailed [Student's $t$-distribution](https://en.wikipedia.org/wiki/Student%27s_t-distribution) which can reduce the influence of outliers in the inference. Consider the regression model$^\\ast$:\n", + "$$\n", + " \\frac{1}{\\sigma^2}(\\mathbf{y} - f(\\mathbf{X})) \\sim \\mathcal{T}(\\nu)\n", + "$$\n", + "\n", + "However, we cannot trivially extend the Gaussian process updates to find the posterior, so some approximation method needs to be used. We will use Laplace's method for approximating the posterior integrals with a Gaussian distribution using second order Taylor expansions. `GPy` contains the utility to include a Laplace approximation in our `GP`.\n", + "\n", + "$^\\ast$_note that we write the regression model like this because Student's $t$-distribution is defined with zero mean, and controlled by $\\nu$, the degrees of freedom, only. However, we include a scaling parameter, $\\sigma^2$ that is equivalent to the variance in our likelihood model (see the Gaussian likelihood example above)_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "# We define a Student's t distribution with default nu=5.0 and sigma^2=2.0\n", + "# ... nu describes the degrees of freedom\n", + "t_dist = GPy.likelihoods.StudentT(deg_free=5., sigma2=2.)\n", + "\n", + "# We will use the same kernel, an RBF do desribe the trend and a Bias term to offset the fit\n", + "k = GPy.kern.RBF(1, lengthscale=5.) + GPy.kern.Bias(1, variance=4.)\n", + "\n", + "# We fit the model as before, but customise the likelihood (with the t-distribution),\n", + "# .. and approximate inference method, here using Laplace\n", + "\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X, y, # .. to tailor the inference and likelihood, instead of the default\n", + " kernel = k, # .. GP regression model used previously\n", + " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", + " likelihood = t_dist # Our Student's t-distribution with initial parameters defined above\n", + ")\n", + "\n", + "# Optimise the kernel and likelihood parameters\n", + "m.optimize()\n", + "\n", + "# Preview our model\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that in our list of parameters, we no longer have `Gaussian_noise.variance`, which was the parameter of the Gaussian likelihood, and instead have `Student_T.t_scale2` and `Student_T.deg_free` which correspond respectively to the scale (equivalent to variance), and degrees of freedom that describe our Student's $t$-distribution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# We plot the latent function without the likelhood\n", + "# This is equivalent to predict_noiseless in the previous lab\n", + "mean, Cov = m.predict(Xnew, include_likelihood=False)\n", + "\n", + "# We will also predict the median and 95% confidence intervals of the likelihood\n", + "quantiles = m.predict_quantiles(Xnew, quantiles=(2.5, 50., 97.5), likelihood=m.likelihood)\n", + "\n", + "# Prepare figure environment\n", + "plt.figure(figsize=(18,6))\n", + "\n", + "plt.subplot(121)\n", + "# Plot the GP fit of our latent function f(X)\n", + "plot_gp(Xnew, mean, Cov)\n", + "\n", + "# Annotate plot\n", + "plt.ylim((2.5, 5.5))\n", + "plt.title(\"GP regression fit of latent function\")\n", + "\n", + "\n", + "plt.subplot(122)\n", + "# Plot the median of the predicted likelihood\n", + "plt.plot(Xnew, quantiles[1], \".\")\n", + "# Add a confidence interval between the 2.5 and 97.5 quantiles (95% of predicted data)\n", + "plt.fill_between(Xnew[:,0], quantiles[0][:,0], quantiles[2][:,0], alpha=0.5)\n", + "# Plot observations\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\"), plt.ylim((2.5, 5.5))\n", + "plt.title(\"Predicted median observations with 95% confidence intervals\");\n", + "plt.legend(labels=[\"median prediction\", \"actual results\", \"95% confidence interval\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing that will contain 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", + "\n", + "We could also also obtain the variance (in the usual way) and plot it as an alternative representation of the uncertainty in our fit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "Comment on the fit using the Student's $t$-distribution. Can you make a reasonable prediction (with confidence intervals) for the gold medal time in the 2016 Olympics? How does it compare to the true value ($2016, 3.05$). What about predictions for the next 3 Olympics?" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 3. Classification with Gaussian Processes\n", + "\n", + "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process regression to a classification problem.\n", + "\n", + "There are different approximation techniques we could use. In the previous example, we used the Laplace approximation, but other alternatives include expectation propagation (EP) and stoachastic variational inference (SVI). Note that `GPy` has a `GPClassification` model that contains sensible defaults, much like the `GPRegression` model used in Lab 1. However, we will construct our GP and manually set the likelihood and approximate inference methods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulating a binary classification problem\n", + "\n", + "For posterity, we will generate a latent function $f$ that we _know_ is a Gaussian process, by simulating it given an RBF covariance function. We will then use a mapping of the latent function using a [probit](https://en.wikipedia.org/wiki/Probit) transform (which maps a function to $[0,1]$ and is denoted $\\Phi$) and sample from the resulting [Bernoulli distribution](https://en.wikipedia.org/wiki/Bernoulli_distribution)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# This is important for reproducing the latent function\n", + "np.random.seed(4092018)\n", + "\n", + "# The covariance in the latent function is an RBF with l=0.2\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.2)\n", + "\n", + "# Create a smooth GP latent function\n", + "Xnew = np.linspace(0., 1., 1000)[:, None]\n", + "f_true = np.random.multivariate_normal(np.zeros(1000), k.K(Xnew,Xnew))\n", + "\n", + "## Random sample space over [0, 1]\n", + "ix = np.sort(np.random.randint(0, 999, 50))\n", + "X, f = Xnew[ix], f_true[ix]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note this is an example of a latent function that we have simulated using a _known_ covariance function – as opposed to our previous GP regression problem, where we only _assumed_ the nature of the covariance function. We will, however, be passing the latent function through a non-Gaussian likelihood over which we can no longer exactly infer the original latent function.\n", + "\n", + "Hence, the regression problem is defined:\n", + "\n", + "$$\n", + " \\mathbf{y} = \\begin{bmatrix}y_1 \\\\ \\vdots \\\\ y_N\\end{bmatrix}, \\quad y_i \\sim \\mathcal{Bernoulli}\\left(p_i\\right)\\ \\text{for }i\\in 1,\\ldots,N \\qquad \\text{where } p_i = \\Phi\\left(f(x_i\\right))\n", + "$$\n", + "\n", + "The sample inputs are indexed from the set $\\mathbf{X} = \\{x_1, \\ldots, x_N\\}$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Squash the latent function between [0, 1] using the probit link function\n", + "probit = GPy.likelihoods.link_functions.Probit()\n", + "\n", + "# Demonstrate the transformation done by the latent function\n", + "p_s = probit.transf(f_true) # e.g. p_X in the above equation\n", + "\n", + "# We then draw samples form a Bernoulli distribution with success probability equal\n", + "# .. to the transformed latent function\n", + "y = GPy.likelihoods.Bernoulli(gp_link=probit).samples(f)[:, None]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll plot the latent function (which is a smooth Gaussian process), and samples, showing the squashed probability function of the Bernoulli distribution, and the random samples drawn at the sample locations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "plt.figure(figsize=(18, 6))\n", + "\n", + "# Plot latent function and sample locations\n", + "plt.subplot(121)\n", + "plt.plot(Xnew, f_true, '-', X, f, \"bx\", mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$f(x)$\")\n", + "plt.legend(labels=[\"Latent function\", \"Sample locations\"])\n", + "plt.title(\"Latent function $f$ with samples $f(\\mathbf{X})$ plotted\")\n", + "\n", + "# Plot the probit squashed f and samples from the corresponding Bernoulli distribution\n", + "plt.subplot(122)\n", + "plt.plot(X, y, 'kx', Xnew, p_s, \"-\", mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$y$/$p(y=1)$\")\n", + "plt.legend(labels=[\"Binary observations\", \"Squashed latent function: $\\Phi(f(\\cdot))$\"], loc='center right')\n", + "plt.title(\"Observations sampled from Bernoulli distributions with probability $\\Phi(f(\\cdot))$\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GP Regression with Bernoulli Likelihood\n", + "\n", + "While the regression problem described here may seem _harder_ than modelling the Olympic marathon data with a Student's $t$-distribution, the steps to go through using `GPy` are just as simple.\n", + "\n", + "We will need to define a kernel, a likelihood, and an inference method. Since we know the kernel used to generate the latent function above, we will reuse that (in most cases, this will be unknown). We also know the likelihood used to obtain the measurements (because we defined it to simulate them): a Bernoulli likelihood defined by taking the probit transform of the latent function. We will approximate the posterior of the latent function using these assumptions using the Laplace approximation, as with the $t$-distribution example.\n", + "\n", + "Note, we could also use expectation propagation, `latent_function_inference.EP()`, but in such a simple case the choice of inference approximation method is not going to make much difference." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# We use the kernel used to generate f\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.2)\n", + "\n", + "# And a Bernoulli likelihood\n", + "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", + "\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X, y, # .. to tailor the inference and likelihood, instead of the default\n", + " kernel = k, # .. GP regression model used previously\n", + " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", + " likelihood = B_dist # Our Bernoulli likelihood as defined above\n", + ")\n", + "\n", + "m.optimize()\n", + "\n", + "# Preview our model\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# We plot the latent function without the likelhood\n", + "# This is equivalent to predict_noiseless in the previous lab\n", + "mean, Cov = m.predict(Xnew, include_likelihood=False, full_cov=True)\n", + "\n", + "# We will also predict the median and 95% confidence intervals of the likelihood\n", + "quantiles = m.predict_quantiles(Xnew, quantiles=np.array([50.]), likelihood=m.likelihood)\n", + "prob, _ = m.predict(Xnew, include_likelihood=True) # Probability function for Bernoulli\n", + "\n", + "# Prepare figure environment\n", + "plt.figure(figsize=(18,6))\n", + "\n", + "plt.subplot(121)\n", + "# Plot the GP fit of our latent function f(X)\n", + "plot_gp(Xnew, mean, Cov)\n", + "\n", + "plt.plot(Xnew, f_true, \"--\")\n", + "# Annotate plot\n", + "plt.title(\"GP fit of latent function with Bernoulli likelihood\")\n", + "\n", + "plt.subplot(122)\n", + "# Plot the median and mean of the predicted likelihood\n", + "plt.plot(Xnew, quantiles[0], \"-\", Xnew, prob, \"-\")\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$p(y=1)$\")\n", + "plt.title(\"Classifier prediction\");\n", + "plt.legend(labels=[\"median GP likelihood\", \"Bernoulli probability\", \"training points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we have plotted the inferred latent function $f$, and on the right, the mean and median of the predicted likelihood. In the Bernoulli distribution, the mean is the probability parameter, $p_i$ of the Bernoulli distribution, and the median is defined as $1$ if $p_i > (1-p_i)$, $0.5$ if $p_i = (1-p_i)$ and $0$ otherwise. This makes it a suitable candidate for a decision boundary, as demonstrated in the above plot." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multiple Input Classification\n", + "\n", + "We can apply the above example to a 2-D classification example. Taking the multi-input example from Lab 1, we will define our latent function, $f(x_i, x_j)$, as the product of sinusoids in the respective input dimensions $x_i$ and $x_j$ and create a classifier that evaluates an input based on whether it's greater than zero or not:\n", + "\n", + "$$\n", + " y(x_i,x_j) = \\begin{cases}1 & \\text{if } f(x_i,x_j) + \\varepsilon > 0 \\\\ 0 & \\text{otherwise} \\end{cases},\n", + "$$\n", + "\n", + "where $\\varepsilon \\sim \\mathcal{N}(0, 1e-4)$ describes some random observation noise in our classifier. Note that this is not exactly a Bernoulli distribution, as was the case in the previous example, but we will attempt to fit it with one with our GP regression model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Lambda function, f, the unknown function we are trying to predict\n", + "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", + "\n", + "# Our test grid\n", + "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", + "\n", + "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", + "num_measurements = 50\n", + "\n", + "# Random sample locations (2-D)\n", + "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", + "\n", + "# Setup plot enviornment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "plt.subplot(121)\n", + "# Show true function\n", + "plt.contour(Xi, Xj, f(Xi,Xj))\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.colorbar()\n", + "plt.title(\"$f(x_1,x_2)$\"), plt.axis(\"square\")\n", + "\n", + "# Our observations, y = 1 if [f(x1,x2) + epsilon > 0]otherwise 0\n", + "y = np.array(f(X2[:,0], X2[:,1]) + 0.01*np.random.randn(num_measurements) > 0, dtype=np.int)[:, None]\n", + "\n", + "plt.subplot(122)\n", + "# Show sample locations\n", + "plt.plot(X2[np.where(y == 0),0], X2[np.where(y == 0),1],'bo') # Plot 0 class\n", + "plt.plot(X2[np.where(y == 1),0], X2[np.where(y == 1),1],'ro') # Plot 1 class\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\"), plt.axis(\"square\")\n", + "plt.title(\"Samples (blue = 0, red = 1)\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "(a) Fit a Gaussian process to the observation data for the 2-D classification example, using a Bernoulli likelihood. Try and recover the probability surface for the Bernoulli distribution over input space `Xnew2`.\n", + "\n", + "_Remember from Lab 1 that we need to reshape our output into a grid the same shape as our inputs: e.g._ `mean2.reshape(Xi.shape)`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# Put your answer here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Find a decision boundary and plot it over the input space `Xnew2` along with the samples. What do you think of the decision boundary? Does it capture the rules of the classifier?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) As mentioned before, the mean of a Bernoulli distribution is $p$. The variance is defined by $p(1-p)$. Plot the variance of your GP likelihood fit and comment on how it might reflect the uncertainty in the predicted classifier." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 4. Sparse Gaussian Processes\n", + "\n", + "The non-parametric formulation that characterises Gaussian processes makes the cost of inference prohibitive when the number of data observations is large. The computational cost of inference is $\\mathscr{O}(N^3)$, where $N$ is the number of observations, for full GP regression, as a result of matrix inversions required to calculate the posterior. In order to deal with this, an augmentation of the GP regression model called _sparse GPs_ aims to use a small set of _inducing variables_ to approximate the probability space. The driving idea is to find a posterior over the smaller set of $M (\\ll N)$ inducing variables instead of over $N$ training points to reduce the computational requirements. The challenge, then, is to find the set of inducing variables and model parameters that best approximate the full GP.\n", + "\n", + "In the following example, we will explicitly be working with Gaussian likelihoods again, to introduce the concept of sparse approximation in a simple setting. It is possible to extend sparse GPs to non-Gaussian likelihoods, which we will discuss at the end of this notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Full versus Sparse Gaussian Process Regression\n", + "\n", + "In the following example, we will simulate some observations sampled from a GP, and compare the results of sparse and full regression.\n", + "\n", + "First we will generate $N=50$ samples from a GP:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# This is important for reproducing the latent function\n", + "np.random.seed(40918)\n", + "\n", + "# The covariance in the latent function is an RBF with l=0.2\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1)\n", + "\n", + "# Create a smooth GP latent function\n", + "X = np.sort(np.random.rand(50, 1), 0)\n", + "y = np.random.multivariate_normal(np.zeros(50), k.K(X,X) + 0.01*np.eye(50))[:, None]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While $N=50$ is not a _huge_ number of data, this example will show that we can get a reasonably accurate fit with only a small number of inducing variables, $M=3$. This will reduce the complexity of full GP regression, $\\mathscr{O}(N^3)$, to $\\mathscr{O}(NM^2)$, which is clearly a useful reduction in computational requirements – even in this basic example, we can see $450 \\ll 125000$.\n", + "\n", + "We make use of the `SparseGPRegression` model which, like the `GPRegression` model, has sensible defaults that we don't need to worry about for this example. The `SparseGPRegression` assumes a Gaussian likelihood and uses exact Gaussian inference. We could also define these explicitly using `core.SVGP`, which is the sparse equivalent of `core.GP` that we used above, allowing us to define the inference method, and likelihood." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Our sample space for predictions from the posterior\n", + "Xnew = np.linspace(-0.1, 1.1, 1000)[:, None]\n", + "\n", + "# The covariance we used to generate the samples (assumed)\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1)\n", + "\n", + "# Prepare figure enviroment\n", + "plt.figure(figsize=(18, 6))\n", + "\n", + "plt.subplot(121)\n", + "## First we fit with full GP regression \n", + "m = GPy.models.GPRegression(X, y, kernel=k)\n", + "m.Gaussian_noise.variance = 0.01\n", + "\n", + "# Note we don't even optimise the hyperparameters because they are known here\n", + "mean_full, Cov_full = m.predict(Xnew, full_cov=True)\n", + "\n", + "# We plot our regression fit of the likelihood\n", + "plot_gp(Xnew, mean_full, Cov_full, training_points=(X, y))\n", + "plt.title(\"Full GP regression\")\n", + "\n", + "\n", + "plt.subplot(122) \n", + "## Next, we define M=3 inducing points randomly within the sample space\n", + "Z = np.random.rand(3, 1)\n", + "\n", + "# We fit with sparse GP regression using randomly assigned inducing variables\n", + "m = GPy.models.SparseGPRegression(X, y, Z=Z, kernel=k)\n", + "m.Gaussian_noise.variance = 0.01\n", + "m.Gaussian_noise.fix() # We fix the Gaussian observation noise\n", + "\n", + "# We will not optimise any of the hyperparameters again\n", + "mean_sparse_rand, Cov_sparse_rand = m.predict(Xnew, full_cov=True)\n", + "\n", + "# Plot the posterior of the likelihood fit using a sparse GP\n", + "plot_gp(Xnew, mean_sparse_rand, Cov_sparse_rand, training_points=(X, y))\n", + "# Plot the randomly assigned inducing variables\n", + "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'b^', mew=3)\n", + " \n", + "## We are now going to optimise the model\n", + "# We will optimise the inducing point locations and the \n", + "# .. kernel hyperparameters with respect to each other (remember the noise is fixed)\n", + "m.optimize()\n", + "\n", + "# We predict the optimised sparse GP fit\n", + "mean_sparse_opt, Cov_sparse_opt = m.predict(Xnew, full_cov=True)\n", + "\n", + "# We plot our new mean\n", + "plot_gp(Xnew, mean_sparse_opt, Cov_sparse_opt)\n", + "# Plot optimised inducing variable locations\n", + "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'y^', mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlim((-0.1, 1.1)), plt.title(\"Sparse GP regression with 3 inducing variables\")\n", + "plt.legend(labels=[\"sparse fit\", \"sample points\", \"random inducing locations\", \"optimised sparse fit\", \"optimised inducing locations\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With such a small number of data points, it's clearly a better option to use full Gaussian process regression here. However, our optimised sparse GP fit produces a sufficiently good fit of the data considering the small ($M=3$) number of inducing variables used. It should be clear that when we have a substantially larger number of data points $N$, using sparse GPs will provide a scalable solution when it is no longer feasible to calculate the full GP." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Longer Example\n", + "\n", + "In the next example, we will try and use sparse GPs to approximate an unknown function for which we have a large number of (noisy) observations.\n", + "\n", + "Consider the function\n", + "$$\n", + " f(x) = \\sin(2\\pi x) + \\sin(25\\pi x) + \\sin(5\\pi x) + \\sin(11\\pi x)\n", + "$$\n", + "\n", + "We have a large number of observations, $N=5000$:\n", + "\n", + "$$\n", + " \\mathbf{y} = f(\\mathbf{X}) + \\varepsilon,\n", + "$$\n", + "\n", + "and for now, we will assume a Gaussian likelihood: $\\varepsilon \\sim \\mathcal{N}(0, \\sigma^2)$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# True latent function\n", + "f = lambda x: sum([np.sin(w*np.pi*x) for w in [2, 25, 5, 11]])\n", + "\n", + "N = 5000 # large number of observations\n", + "\n", + "# Random sample locations\n", + "X = np.sort(np.random.rand(N)[:,None])\n", + "# N noisy observations of the latent function with variance 0.01\n", + "y = f(X) + 0.1*np.random.randn(N, 1)\n", + "\n", + "#== Plot samples\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Plot points (since there's a lot we make them slightly transparent)\n", + "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$y$\")\n", + "plt.legend(labels=[\"%d observations\" % N]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clearly, if we tried to fit full GP regression to this, we would face some problems with the sheer computational resources required for matrix inversion in the Gaussian process equations.\n", + "\n", + "We will use a sparse GP with a small number of inducing points, $M=20$, to try and fit the function. Given the large number of points, we will make some adjustments of the optimiser. We will cap the number of iterations to save time in the lab. These options are given to the `m.optimize()` function. We also add a small amount ($\\sigma^2=10^{-6}$) of white noise to our kernel function to avoid any ill-posedness that may occur in the matrix calculations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Number of inducing variables\n", + "M = 20\n", + "\n", + "# We define M inducing variables sampled uniformly throughout our input space\n", + "Z = np.linspace(0., 1., M)[:, None]\n", + "\n", + "# We assume the covariance to be an RBF, and add a white noise term for numerical stability\n", + "k = GPy.kern.RBF(1, lengthscale=0.05, name=\"rbf\") + GPy.kern.White(1, name=\"white\")\n", + "\n", + "# Define a sparse GP with Gaussian likelihood\n", + "m = GPy.core.SparseGP(\n", + " X, y, Z,\n", + " kernel = k,\n", + " likelihood = GPy.likelihoods.Gaussian(),\n", + " inference_method = GPy.inference.latent_function_inference.FITC()\n", + ")\n", + "\n", + "# We define the white noise variance to 10^-6 and fix this\n", + "m.kern.white.variance = 1.e-6\n", + "m.kern.white.fix()\n", + "\n", + "# We will also fix the inducing points\n", + "m.Z.fix()\n", + "\n", + "# We limit the number of iterations here, to limit the maximum runtime\n", + "# .. We will also allow the optimiser to print progress messages while it is running\n", + "m.optimize(max_iters=2500, messages=1)\n", + "\n", + "# Preview our sparse GP model\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# We create a prediction space defined over the observation space\n", + "Xnew = np.linspace(0., 1., 2000)[:, None]\n", + "\n", + "# We predict a likelihood free estimate of our latent functon\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Set up figure environment\n", + "plt.figure(figsize=(18, 6))\n", + "\n", + "# Plot the sparse GP prediction\n", + "plot_gp(Xnew, mean, Cov)\n", + "\n", + "# Plot observations\n", + "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", + "\n", + "# Plot inducing variable locations\n", + "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlim((0., 1.))\n", + "plt.title(\"Sparse GP with uniform inducing variables\")\n", + "plt.legend(labels=[\"GP fit\", \"Observations\", \"Inducing points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "(a) How do you feel about the fit? Based on what you learned in the Lab 1, what changes might you make to the kernel used?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Stochastic Variational Inference for GPs on Big Data with Non-Gaussian Likelihood\n", + "In the case of sparse regression of functions with a Gaussian likelihood, it is a relatively straightforward computation to calculate the posterior of a GP fit. However, for sparse approximation of non-Gaussian likelihoods, we must rely on sampling or quadrature methods to approximate the expectations. Luckily, with `GPy`, we can perform these approximations using a combination of the same routines that we have used previously.\n", + "\n", + "We will first load up a dataset for a binary classification problem in 2-D. The data has a large number of observations, occuring in a complex geometry. We use the _Banana_ dataset as our classification problem. By default, the categories are labeled $-1$ and $1$, but we will map these to $[0, 1]$ so we can model the classification problem with a Bernoulli likelihood.\n", + "\n", + "Data Source: _J. Alcalá-Fdez, A. Fernandez, J. Luengo, J. Derrac, S. García, L. Sánchez, F. Herrera. KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework. Journal of Multiple-Valued Logic and Soft Computing 17:2-3 (2011) 255-287_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Load data from file, make sure banana.csv is in the same directory as this notebook\n", + "data = np.genfromtxt('../.resources/banana.csv', delimiter=',')\n", + "\n", + "# Dimension of data\n", + "D = data.shape[1]-1\n", + "\n", + "# Seperate our data (input) from its corresponding label output\n", + "# .. note we have to rescale from [-1,1] to [0,1] for a Bernoulli distribution\n", + "X, y = data[:,:D], (0.5 + data[:,-1]/2)[:, None]\n", + "\n", + "# We will plot our data as well\n", + "plt.figure(figsize=(8,8))\n", + "\n", + "# Plot 0 class in blue\n", + "plt.plot(X[np.where(y == 0),0],X[np.where(y == 0),1], 'bo', mew=0.5, alpha=0.5)\n", + "# Plot 1 class in red\n", + "plt.plot(X[np.where(y == 1),0],X[np.where(y == 1),1], 'ro', mew=0.5, alpha=0.5)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Banana Dataset (red=1, blue=0)\")\n", + "plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, we are going to use a variational sparse GP framework, where we approximate the likelihood with a _variational distribution_. For problems with a large number data, even sparse approximations can still have trouble scaling. A recent extension, particularly for classification of large data sets with GPs is using _stochastic variational inference_ for sparse GPs$^1$.\n", + "\n", + "Given a large number of data, $N$, stochastic inference utilises some randomly selected _mini-batch_ of size $B$, over which we approximate the variational evidence lower bound as a noisy subsample, with the mini-batch sizes reducing much of the computational cost.\n", + "\n", + "We will use our sparse GP framework with the `core.SVGP` object in `GPy`. For now, we will just use an anisotropic `RBF` kernel with some fixed white noise, again $\\sigma^2=10^{-6}$. We use a Bernoulli likelihood with a probit link function, as in our previous examples, though we alternatively could try a sigmoid, or other link functions for this problem.\n", + "\n", + "Because we are using a sparse approximation, we are already making approximating the likelihood using a variational model. As a result, we don't need to specify our inference model, such as Laplace approximation. We will also use the density information to guide our inducing variable locations: we fit $k$-means and take the centroids as _fixed_ locations to save the optimiser some work. For now, we will use $M=8$ inducing variables.\n", + "\n", + "The final things to consider are the size of our mini-batches, i.e. the number of samples we take from our data during each iteration, and the choice of optimiser: we want a stochastic optimiser, and in this example we will use Adadelta.\n", + "\n", + "$^1$ Hensman, J., Matthews, A.G.d.G. and Ghahramani, Z., 2015. [_Scalable variational Gaussian process classification_](https://arxiv.org/abs/1411.2005)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from scipy.cluster.vq import kmeans\n", + "\n", + "# Number of inducing points\n", + "M = 8\n", + "\n", + "# Our initial inducing points, assigned with k-means\n", + "Z = 1. * kmeans(X, M)[0]\n", + "\n", + "# We use a 2-D anisotropic RBF kernel here, to allow us different lengthscales in each direction\n", + "k = GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6)\n", + "\n", + "# Bernoulli likelihood\n", + "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", + "\n", + "# size of minibatch\n", + "batchsize = 10\n", + "\n", + "# Fit a sparse variational Gaussian process our data, inducing points and a Bernoulli likelihood\n", + "m = GPy.core.SVGP(\n", + " X, y, Z,\n", + " kernel=GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6),\n", + " likelihood=B_dist,\n", + " batchsize=batchsize\n", + ")\n", + "\n", + "# We will fix the white noise of our kernel to 10^-6\n", + "m.kern.white.fix();\n", + "\n", + "# Fix the inducing inputs to the kmeans initialised locations\n", + "m.Z.fix();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Stochastic Optimisation\n", + "\n", + "Whereas previously we have used deterministic optimisers to optimise the parameters, here we will make use of a stochastic optimiser that will take minibatches of the data. In this example, we will use `Adadelta`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from climin import Adadelta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cell contains some utilities for showing the optimiser. We create a widget for jupyter, and create a callback function that the optimiser will execute during each iteration, until the callback returns `True`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "## This is a small utility for giving realtime output of the optimiser\n", + "import ipywidgets\n", + "\n", + "logpy = ipywidgets.Label(align='right')\n", + "prog = ipywidgets.FloatProgress(value=0., min=0., max=1.)\n", + "progress_widget = ipywidgets.HBox([prog, ipywidgets.Label(\"obj : \"), logpy])\n", + "\n", + "def write_out(*v):\n", + " ''' writes progress and loss to the widget '''\n", + " prog.value, logpy.value = v\n", + "\n", + "max_iter = 2000\n", + "# callback during each optimisation step\n", + "def callback(i):\n", + " ''' callback during each optimisation step: prints progress and loss, and exits after max_iterations'''\n", + " write_out(i['n_iter']/max_iter, str(-m.log_likelihood()))\n", + " if i['n_iter'] > max_iter:\n", + " return True # when True is returned, the optimiser will stop\n", + " return False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now set up and execute the optimiser to minimise the objective function of the model: the negative log-likelihood." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Display the progress widget\n", + "display(progress_widget)\n", + "\n", + "# Initialise optimiser with model parameters and gradients\n", + "opt = Adadelta(m.optimizer_array, m.stochastic_grad)\n", + "\n", + "# Minimise negative log likelihood until callback returns True (i.e. after max_iter runs) \n", + "_ = opt.minimize_until(callback)\n", + "\n", + "# Print final model\n", + "display(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We want to look at the classifer created by our regression fit. The best way to do this is to model the probability surface of the Bernoulli likelihood. This is defined as our latent function approximated through the probit transform, and serves as a good representation of classifer. We will also plot the _median_ of the Bernoulli likelihood, as we did in the 1-D example, which gives us a good point estimate of a decision boundary.\n", + "\n", + "Remember, we can calculate the variance of a Bernoulli distribution with $p(1-p)$, where $p$ is our squashed mean latent function that serves as the probability of the likelihood.\n", + "\n", + "We will define a prediction space over $[-3, 3] \\times [-3, 3]$:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "Xi, Xj = np.meshgrid(np.linspace(-3., 3., 100), np.linspace(-3., 3., 100))\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# Predict the mean of the likelihood, which serves as our Bernoulli probability\n", + "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", + "# Define a decision boundary by finding the median (the point where the probability switches between >0.5 and <0.5)\n", + "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will create a utility plot tool to speed up plotting results:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def plot_2d_decision(Xi, Xj, prob, quantiles):\n", + " # Create our figure environment\n", + " plt.figure(figsize=(18,6))\n", + "\n", + " #### We plot first the probability of our Bernoulli likelihood\n", + " plt.subplot(121)\n", + "\n", + " # Plot the mean likelihood\n", + " plt.contourf(Xi, Xj, prob.reshape(Xi.shape))\n", + " # Plot the median of the predicted likelihood\n", + " plt.contour(Xi, Xj, quantiles[0].reshape(Xi.shape))\n", + "\n", + " # Plot the data points\n", + " plt.plot(X[np.where(y == 0),0],X[np.where(y == 0),1],'bo', mew=0.5, alpha=0.2)\n", + " plt.plot(X[np.where(y == 1),0],X[np.where(y == 1),1],'ro', mew=0.5, alpha=0.2)\n", + "\n", + " # Plot the inducing variables\n", + " plt.plot(Z[:,0], Z[:,1],'k^')\n", + "\n", + " # Annotate plot\n", + " plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + " plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3))\n", + " plt.title(\"Mean of Bernoulli likelihood representing the classifier\")\n", + " plt.colorbar();\n", + "\n", + " #### We will also plot the variance of the classifer\n", + " plt.subplot(122)\n", + " # We can extract the variance from our mean function estimation of the Bernoulli distribution. \n", + " plt.pcolor(Xi, Xj, (prob*(1.-prob)).reshape(Xi.shape))\n", + "\n", + " # Annotate plot\n", + " plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + " plt.title(\"Variance of classifier\")\n", + " plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3))\n", + " plt.colorbar();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "plot_2d_decision(Xi, Xj, prob, quantiles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4\n", + "\n", + "(a) In the above example, we preset the number of inducing points to $M=8$ and fixed their positions to the centroids of a $k$-means clustering. Try experimenting with using random initialisation, optimisation of inducing point locations, and changing the number of inducing points. How does this affect the accuracy of the model, and the time it takes to infer a posterior?\n", + "\n", + "(b) How does the size of the minibatch affect the results ?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/), and [James Hensman](http://jameshensman.github.io/). Additional writing and examples were provided by Fariba Yousefi and Juan Jose Giraldo Gutierrez." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 2c4508984ea693789d25a6090bffdfa8a73ddd46 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Fri, 6 Sep 2019 12:51:06 +0100 Subject: [PATCH 04/37] Update environment.yml --- environment.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/environment.yml b/environment.yml index a6faa7e..a3cce56 100644 --- a/environment.yml +++ b/environment.yml @@ -14,3 +14,4 @@ dependencies: - gpyopt==1.2.5 - paramz==0.9.5 - "git+https://github.com/SheffieldML/PyDeepGP" + - "git+https://github.com/BRML/climin" From 29941e10e47b9790ace5d3f1b8c6cc233f8a21a6 Mon Sep 17 00:00:00 2001 From: Wil Ward Date: Sun, 8 Sep 2019 14:20:58 +0100 Subject: [PATCH 05/37] extra labs 1 and 2 (hidden) --- 2019/.lab_2_extra.ipynb | 665 ++++++++++++++++++++++++++++++++++++++++ 2019/lab_1_extra.ipynb | 264 ++++++++++++++++ 2 files changed, 929 insertions(+) create mode 100644 2019/.lab_2_extra.ipynb create mode 100644 2019/lab_1_extra.ipynb diff --git a/2019/.lab_2_extra.ipynb b/2019/.lab_2_extra.ipynb new file mode 100644 index 0000000..1e7c04b --- /dev/null +++ b/2019/.lab_2_extra.ipynb @@ -0,0 +1,665 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 2 Extra: Deep Gaussian Processes\n", + "### Gaussian Process Summer School 2019\n", + "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", + "\n", + "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", + "\n", + "This notebook makes use of [`PyDeepGP`](https://github.com/SheffieldML/PyDeepGP)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started\n", + "\n", + "Make sure that you have the appropriate packages installed, including `PyDeepGP`: you can review the [Getting Started](https://gpss.cc/gpss19/getting_started/) page for detailed instructions.\n", + "\n", + "First, we will setup the notebook with libraries we are going to use. As in previous labs, we will use `GPy`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy\n", + "\n", + "# PyDeepGP: Deep Gaussian processes\n", + "import deepgp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Recap: Gaussian Process Regression\n", + "\n", + "Recall, from Lab 2, the data for the winners of the Olympic men's marathon. We will use this again to highlight limitations with standard GPs and demonstrate how we can make use of deep GPs for such a problem." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + "\n", + "X, y = data['X'], data['Y'] # X represents the year, and y are the average pace of the winner" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Plot the training data, the results of the gold medal winning time for the Olympic men's marathon\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"winning time\"]), plt.xlim((1890, 2018))\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Olympic men's marathon gold medal winning times from 1896 to 2012\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By now, you should be familiar with fitting a GP using `GPy`. We will fit a standard `RBF` kernel. Note that we are using a Gaussian likelihood, and have a constant mean for our GP (to be optimised)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m_full = GPy.models.GPRegression(\n", + " X, y,\n", + " mean_function=GPy.mappings.Constant(1,1),\n", + " kernel=GPy.kern.RBF(1)\n", + ")\n", + "\n", + "m_full.optimize(messages=False)\n", + "display(m_full)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is utility code from previous labs, adapted slightly so that it will work with deep GPs as well" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_gp(model, X, training_points=False):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " # Plot 95% confidence interval \n", + " m, _ = model.predict(X)\n", + " lci, uci = model.predict_quantiles(\n", + " X,\n", + " (2.5, 97.5)\n", + " )\n", + " plt.fill_between(X[:,0], lci[:,0], uci[:,0], alpha=0.5)\n", + " \n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\")\n", + " plt.legend(labels=[\"GP fit\"])\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points:\n", + " X_, Y_ = model.X, model.Y\n", + " plt.plot(X_, Y_, \"kx\", mew=2)\n", + " plt.legend(labels=[\"GP fit\", \"sample points\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that plotting the GP, we struggle to handle the outlier, giving an suboptimial fit." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "plt.figure(figsize=(14,6))\n", + "# Plot the GP prediction of the latent function with training points\n", + "plot_gp(m_full, Xnew, training_points=True)\n", + "# Annotate plot\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Exact GP fit of latent function $f$ describing marathon pace in min/km, assuming a Gaussian likelihood\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Deep GP Regression\n", + "\n", + "As we have seen before, the GP struggles to fit to the observations due to the presence of the outlier in 1904. Previously, in Lab 2, we modelled this with a non-Gaussian likelihood to give a heavy-tailed output using a Student's T-distribution. An alternative way to deal with the non-Gaussian is to construct a hierarchical model: a deep GP with two layers.\n", + "\n", + "$$\n", + " y = f_1(f_2(x)),\\quad \\mathrm{where}\\ f_1\\sim \\mathcal{GP}\\ \\mathrm{and}\\ f_2 \\sim \\mathcal{GP}\n", + "$$\n", + "\n", + "We are essentially constructing the function, \n", + "$$f : \\mathbf{x} \\underset{f_2}{\\mapsto} \\mathbf{z} \\underset{f_1}{\\mapsto}y,$$\n", + "where $\\mathbf{z}$ is a latent variable in the hierarchical model. We can refer to $\\mathbf{z}$ as a 'layer' in a deep model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will no construct our deep GP using `pyDeepGP`. We have one hidden variable (or layer), and will initialise our latent representations with principle component analysis (PCA).\n", + "\n", + "For simplicity, we use the Gaussian RBF kernel for each layer, and have 1-D latent variables." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "num_hidden = 1\n", + "latent_dim = 1\n", + "\n", + "kernels = [*[GPy.kern.RBF(latent_dim, ARD=True)]*num_hidden] # hidden kernels\n", + "kernels.append(GPy.kern.RBF(X.shape[1])) # we append a kernel for the input layer\n", + "\n", + "m_deep = deepgp.DeepGP(\n", + " # this describes the shapes of the inputs and outputs of our latent GPs\n", + " [y.shape[1], *[latent_dim]*num_hidden, X.shape[1]],\n", + " X = X, # training input\n", + " Y = y, # training outout\n", + " inits = [*['PCA']*num_hidden, 'PCA'], # initialise layers\n", + " kernels = kernels,\n", + " num_inducing = 50,\n", + " back_constraint = False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m_deep.initialize_parameter()\n", + "display(m_deep)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optimising a Deep GP\n", + "\n", + "Reflecting on the defined model, we can see that we have $260$ parameters to optimise, including kernel and likelihood hyperparameters and inducing inputs and variables for each layer, as well as the latent parameters.\n", + "\n", + "You may find that running the optimisation as is will cause a collapse of the Gaussian noise in each layer, causing failure of the optimiser. In the next cell, we construct a utility function to reset the variance to $1.0$ to try and avoid this:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def optimise_dgp(model, messages=True):\n", + " ''' Utility function for optimising deep GP by first\n", + " reinitiailising the Gaussian noise at each layer\n", + " (for reasons pertaining to stability)\n", + " '''\n", + " model.initialize_parameter()\n", + " for layer in model.layers:\n", + " layer.likelihood.variance.constrain_positive(warning=False)\n", + " layer.likelihood.variance = 1. # small variance may cause collapse\n", + " model.optimize(messages=messages, max_iters=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's try optimising the deep GP. You may find that the optimisation fails with status `Errorb'ABNORMAL_TERMINATION_IN_LNSRCH`: just try rerunning the cell." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "optimise_dgp(m_deep, messages=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot our deep GP in the same fit as before, by calling `predict()` and `predict_quantiles()` to obtain a moments and quantiles from the optimised deep GP in the observation domain:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "plt.figure(figsize=(14,6))\n", + "\n", + "# Plot the our deep GP prediction\n", + "plot_gp(m_deep, Xnew, training_points=True)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Deep GP with %d hidden layer(s) fit describing marathon pace in min/km\" % num_hidden);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualising Mappings\n", + "\n", + "As we can see, the deep GP performs much better than the standard GP fit. We may also find it interesting to look at both the individual functions mapping between layers.\n", + "\n", + "We can visualise the latent mappings by propagating the input through layers -- since each output is multivariate Gaussian by virtue of the mappings being GPs, we can plot the uncertainty of the latent functions at each layer." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_dgp_layers(model, X, training_points=True, axsize=(14,6)):\n", + " ''' Plot mappings between layers in a deep GP '''\n", + " if not isinstance(model, deepgp.DeepGP):\n", + " return plot_gp(model, X) # catch a batch GP\n", + "\n", + " num_layers = len(model.layers) # Get number of layers\n", + " layer_input = X # The first input\n", + " \n", + " _, axs = plt.subplots(num_layers, 1, figsize=(axsize[0], axsize[1]*num_layers))\n", + " \n", + " # The layers in a deep GP are ordered from observation to input,\n", + " # ... we will plot them from input to output, so reverse the layers\n", + " layers = list(reversed(model.layers))\n", + " for i, layer in enumerate(layers):\n", + " # We get the mean and confidence intervals of the layer\n", + " mu_i, _ = layer.predict(layer_input, include_likelihood=False)\n", + " lci_i, uci_i = layer.predict_quantiles(layer_input, (2.5, 97.5))\n", + " # Plot mean and 95% CI of latent function\n", + " axs[i].plot(layer_input, mu_i)\n", + " axs[i].fill_between(layer_input[:,0], lci_i[:,0], uci_i[:,0], alpha=0.5)\n", + " # Annotate plot\n", + " axs[i].set_ylabel(layer.name)\n", + " axs[i].set_xlabel(layers[i-1].name if i > 0 else \"input\")\n", + " axs[i].set_title(\"$f_%d$\" % (num_layers-i))\n", + " # Set mean as input for next layer\n", + " layer_input = np.linspace(*min(lci_i), *max(uci_i), num=100)[:,None]\n", + " \n", + " if training_points: # Plot propagated training points\n", + " axs[i].plot(\n", + " layer.X.mean.values if i > 0 else layer.X,\n", + " layer.Y.mean.values if i < num_layers-1 else layer.Y,\n", + " 'kx', mew=2\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now plot our two GPs that form the hierarchical (deep) GP. The first maps the input domain to the first latent space, and the second maps from that latent space into space of our observation model.\n", + "\n", + "$$y = f_1(f_2(x))$$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "plot_dgp_layers(m_deep, Xnew, training_points=True, axsize=(14, 6))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sampling\n", + "\n", + "As with all models, we might want to sample from the posterior. We can do this with the mean and covariance of our GP layers, and use these to create random samples -- by the nature of the model, each sample from the first layer forms the input to the second. You can see the code to perform this below:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def sample_dgp(model, X, num_samples=1, include_likelihood=True):\n", + " ''' Sample from a hierarchical GP by propagating\n", + " samples through layers\n", + " '''\n", + " samples = []\n", + " jitter = 1e-5\n", + " count, num_tries = 0, 100\n", + " while len(samples) < num_samples:\n", + " next_input = X\n", + " if count > num_tries:\n", + " print(\"failed to sample\")\n", + " break\n", + " try:\n", + " count = count + 1\n", + " for layer in reversed(model.layers):\n", + " mu_k, sig_k = layer.predict(\n", + " next_input, full_cov=True, include_likelihood=include_likelihood\n", + " )\n", + " sample_k = mu_k + np.linalg.cholesky(sig_k + jitter*np.eye(X.shape[0]))@np.random.randn(*X.shape)\n", + " next_input = sample_k\n", + " samples.append(sample_k)\n", + " count = 0\n", + " except:\n", + " pass\n", + " \n", + " return samples if num_samples > 1 else samples[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "_, axs = plt.subplots(2,1, figsize=(14,12))\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 10, include_likelihood=True)\n", + "for sample in samples:\n", + " axs[0].plot(Xnew, sample, 'go', alpha=0.2)\n", + "axs[0].plot(X, y, 'kx', mew=2)\n", + "axs[0].set_title(\"observable samples\")\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 100, include_likelihood=False)\n", + "for sample in samples:\n", + " axs[1].plot(Xnew, sample, 'g-', alpha=0.1)\n", + "axs[1].plot(X, y, 'kx', mew=2)\n", + "axs[1].set_title(\"latent samples\")\n", + "\n", + "[(ax.set_xlabel(\"year\"), ax.set_ylabel(\"pace (minutes per kilometer)\")) for ax in axs];" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise:\n", + "\n", + "Now you have seen how we can fit a deep GP to data, and sample from the posterior. Using the following utility code snippets, construct a deep GP prior and same from it. Apply standard and deep GP regression to the model, and comment on the results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def gp_prior_sample(x, kern=GPy.kern.RBF):\n", + " ''' '''\n", + " if not isinstance(kern, GPy.kern.Kern):\n", + " kern = kern(x.shape[1], ARD=True)\n", + " mu = np.zeros((x.shape[0]))\n", + " C = kern.K(x,x)\n", + " return np.random.multivariate_normal(mu, C, 1).T\n", + "\n", + "def deepgp_prior_sample(x, kernels=[GPy.kern.RBF]):\n", + " ''' Sample from hierarchical model: f = f1(f2(...fn(x)))\n", + " where fi ~ GP(0,Ki) and Ki = kernels[i].K\n", + " '''\n", + " z = x\n", + " for kern in reversed(kernels):\n", + " z = gp_prior_sample(z, kern=kern)\n", + " return z" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Approximating Discontinuities\n", + "\n", + "One of the benefits of deep Gaussian processes is that we can warp the latent GPs non-linearly, which helps model more complex structures, such as step discontinuties. In this section, we will show an example of how a deep GP can be used to model a rectangle function, and compare it to a standard GP.\n", + "\n", + "First, we will create some data from a rectangle function, with the upper and lower parts overlapping randomly:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def overlapping_rect(scale=1.):\n", + " ''' Create a rectangle function with overlap in upper and lower layers'''\n", + " x = np.linspace(0., 1., 400)\n", + " y = np.hstack([np.zeros(100), np.random.choice([0., 1.], size=(50,)), np.ones(100), np.random.choice([0., 1.], size=(50,)), np.zeros(100)])\n", + " return x[:,None], scale*y[:,None]\n", + "\n", + "# We generate and plot our data (not that there is no added noise)\n", + "X, y = overlapping_rect()\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "plt.plot(X, y, 'kx', alpha=0.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we know from previous labs, fitting a GP to this will be difficult because of the inherent smoothness assumed. However, we will fit and plot one all the same, just for comparison:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m_full = GPy.models.GPRegression(X, y, kernel=GPy.kern.RBF(1))\n", + "m_full.optimize()\n", + "display(m_full)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Xnew = np.linspace(-0.2, 1.2, num=500)[:,None]\n", + "plt.figure(figsize=(14,6))\n", + "plot_gp(m_full, Xnew, training_points=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the GP struggles with the discontinuties and gives us an overly uncertain, and smooth fit.\n", + "\n", + "We will now try a simple 3-layer deep GP, $y = f_1(f_2(f_3(x)))$, with RBF kernels at each layer." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "num_hidden = 2\n", + "\n", + "m_deep = deepgp.DeepGP(\n", + " [y.shape[1], *[1]*num_hidden, X.shape[1]],\n", + " X = X,\n", + " Y = y,\n", + " init = [*['PCA']*num_hidden, 'PCA'],\n", + " kernels = [*[GPy.kern.RBF(1, ARD=True)]*num_hidden, GPy.kern.RBF(1)],\n", + " num_inducing = 50,\n", + " back_constraint=False\n", + ")\n", + "optimise_dgp(m_deep)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We plot the fit now, and as we can see, the is close to the observations, with the greatest uncertainty occuring in the overlapping discontinuties. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(14,6))\n", + "plot_gp(m_deep, Xnew, training_points=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can look at the samples from the posterior, of both simulated observations and of the latent GPs. We can see that while the samples are not tightly fit to 0 or 1, we observe a reasonable behaviour representing the rectangle function (which we have treated as continuous). Notably, if we look to the edges of the plot, where we are sampling at input from which we have no observations, the behaviour is modelling the step functionality as a possibility." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "_, axs = plt.subplots(2,1, figsize=(14,12))\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 10, include_likelihood=True)\n", + "for sample in samples:\n", + " axs[0].plot(Xnew, sample, 'go', alpha=0.2)\n", + "axs[0].plot(X, y, 'kx', mew=2)\n", + "axs[0].set_title(\"observable samples\")\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 100, include_likelihood=False)\n", + "for sample in samples:\n", + " axs[1].plot(Xnew, sample, 'g-', alpha=0.1)\n", + "axs[1].plot(X, y, 'kx', mew=2)\n", + "axs[1].set_title(\"latent samples\")\n", + "\n", + "[(ax.set_xlabel(\"x\"), ax.set_ylabel(\"y\")) for ax in axs];" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise\n", + "\n", + "Plot the different layers of the GP and comment on the warping. Can you explain why we are observing simulated discontinuities in the extrapolated regions? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Wil Ward, based on documentation of PyDeepGP and talks by [Neil Lawrence](http://inverseprobability.com/). " + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2019/lab_1_extra.ipynb b/2019/lab_1_extra.ipynb new file mode 100644 index 0000000..5568120 --- /dev/null +++ b/2019/lab_1_extra.ipynb @@ -0,0 +1,264 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 1 Extra: Uncertainty Propagation\n", + "### Gaussian Process Summer School 2019\n", + "\n", + "This lab is an extension on the work introduced in Lab 1 of the summer school. It is more advanced, and you should make sure you've completed Lab 1 before attempting. It is designed to demonstrate the advantage of using models when we have only a small number of observations of a latent function $f$.\n", + "\n", + "Extra labs are for you to explore in your own time, giving details of other uses of Gaussian processes not covered in the summer school. Answers for extra labs will be made available _after_ the summer school." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Branin Function\n", + "\n", + "For this lab we will focus on the [Branin-Hoo function](https://www.sfu.ca/~ssurjano/branin.html) as our latent function. The Branin-Hoo function in two-dimensions is typically used as an _artificial landscape_, i.e. a test function for optimisation. We will the most common version of the function\n", + "\n", + "$$\n", + " f(\\mathbf{x}) = a(x_2 - bx_1^2 + cx_1 - r)^2 + s(1-t)\\cos(x_1) + s,\n", + "$$\n", + "\n", + "with paremeters defined:\n", + "$$\n", + " a = 1, \\quad b = \\frac{5.1}{4\\pi^2}, \\quad c=\\frac{5}{\\pi}, \\quad r = 6, \\quad s = 10, \\quad t=\\frac{1}{8\\pi}\n", + "$$\n", + "\n", + "We will define the function over the space $\\Omega = [-5, 10] \\times [0, 15]$.\n", + "\n", + "We can create some samples of the function, $N=20$, sampled uniformly over the space:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def f(Xi, Xj): # Define Branin function\n", + " a, b, c, r, s, t = 1., 5.1/(4*np.pi**2), 5/np.pi, 6., 10., 1./(8*np.pi)\n", + " f_ = lambda x1,x2: \\\n", + " a*(x2 - b*x1**2 + c*x1 - r)**2 + s*(1-t)*np.cos(x1) + s\n", + " return np.reshape([f_(x1, x2) for (x1, x2) in zip(Xi[:], Xj[:])], Xi.shape)\n", + " \n", + "# Define the function space\n", + "Xi, Xj = np.meshgrid(np.linspace(-5., 10., 50), np.linspace(0., 15., 50))\n", + "\n", + "# We will also define some samples\n", + "Xsi, Xsj = np.meshgrid(np.linspace(-4.5, 9.5, 5), np.linspace(0.5, 14.5, 4))\n", + "X = np.vstack((Xsi.ravel(), Xsj.ravel())).T\n", + "# Our observations\n", + "y = f(Xsi, Xsj).ravel()[:, None]\n", + "\n", + "# Plot the Branin function\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "plt.contourf(Xi, Xj, f(Xi, Xj), levels=np.linspace(0, 300, 20))\n", + "plt.plot(X[:,0], X[:,1], 'wo')\n", + "\n", + "plt.xlabel('$x_1$'), plt.ylabel('$x_2$'), plt.title(\"2-D Branin-Hoo function\")\n", + "plt.legend(labels=[\"sample locations\"])\n", + "plt.axis('square'), plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "Using `GPy`, fit a GP that is the product of two kernels over the two different inputs. Compare this fit to that of a GP with an isotropic RBF kernel." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analysis of Uncertainty\n", + "\n", + "Let X be a random variable defined over the real numbers, $\\mathbb{R}$, and let $f : \\mathbb{R} \\to \\mathbb{R}$ be a mapping between real numbers. Uncertainty analysis is the study of the distribution of the random variable $f(X)$.\n", + "\n", + "We will assume in this example that $f$ is the Branin-Hoo function defined above and that $X$ is a random variable with *uniform* distribution over the input space of $f$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing $\\mathbb{E}[f(X)]$\n", + "\n", + "The expectation of $f(X)$ is given by $\\int_Xf(x)\\mathrm{d}x$. The basic approach to approximating the integral is to compute the mean of our 20 observations and compare it to the true value, $\\mathbb{E}[f(X)] = 54.31$:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.mean(y) # Mean of our samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, we can do better by instead using Monte Carlo sampling of a Gaussian process. We define $10^5$ Monte Carlo samples over our function space:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the function space\n", + "Ximc, Xjmc = np.meshgrid(np.linspace(-5., 10., 100), np.linspace(0., 15., 100))\n", + "Xmc = np.vstack((Ximc.ravel(), Xjmc.ravel())).T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "(a) Use your GP fit from the previous exercise to calculate the mean of the samples evaluated over your model of the Branin function. Discuss how it compares to the sample mean and true expectation of the Branin function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Can you utilise the prediction variance to create a confidence interval for the prediction of the mean? Does the true value lie within this bound?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing $P(f(X) > 200)$\n", + "\n", + "In many cases, we might be interested in looking at the probability that $f(x)$ will take the value above a given threshold. For example, in the case that $f$ is the response of some physical model that represents the maximum constraint in a structure, it may be necessary to ascertain the probability that the constraint exceeds some maximum value." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "(a) Use the original 20 observations to calculate an approximate estimate of the probabilty that $f(X) > 200$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Compute the probability that the best predictor of your GP is greater than the threshold ($200$), with confidence intervals. How does your estimation compare with the true value: $P(f(X) > 200) = 1.23\\times 10^{−2}$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Can you design and implement a procedure that updates the GP model sequentially with new points in order to improve the estimation of $P(f(X) > 200)$?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Credit\n", + "\n", + "This notebook was written by Wil Ward. It is adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/)." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From c59518109b5271937c771513e900544fc2b16870 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Sun, 8 Sep 2019 22:28:06 +0100 Subject: [PATCH 06/37] Update lab_1.ipynb --- 2019/lab_1.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/2019/lab_1.ipynb b/2019/lab_1.ipynb index 7afa64e..ce53287 100644 --- a/2019/lab_1.ipynb +++ b/2019/lab_1.ipynb @@ -588,7 +588,7 @@ "\n", "Can you identify the covariance function used to generate the following samples?\n", "\n", - "![exercise_3](https://github.com/gpschools/labs/master/.resources/lab1_kernel_samples_example.png)" + "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)" ] }, { From 3f491294641557509ea8c06df776f402976e7c00 Mon Sep 17 00:00:00 2001 From: Wil Ward Date: Mon, 9 Sep 2019 11:51:14 +0100 Subject: [PATCH 07/37] add answers for labs 1,2 + extra --- 2019/.answers/lab_1.ipynb | 3184 +++++++++++++++++++++++++++++++ 2019/.answers/lab_1_extra.ipynb | 494 +++++ 2019/.answers/lab_2.ipynb | 2018 ++++++++++++++++++++ 2019/.answers/lab_2_extra.ipynb | 1107 +++++++++++ 4 files changed, 6803 insertions(+) create mode 100644 2019/.answers/lab_1.ipynb create mode 100644 2019/.answers/lab_1_extra.ipynb create mode 100644 2019/.answers/lab_2.ipynb create mode 100644 2019/.answers/lab_2_extra.ipynb diff --git a/2019/.answers/lab_1.ipynb b/2019/.answers/lab_1.ipynb new file mode 100644 index 0000000..468c1a7 --- /dev/null +++ b/2019/.answers/lab_1.ipynb @@ -0,0 +1,3184 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 1: Gaussian Process Regression\n", + "### Gaussian Process Summer School 2019\n", + "\n", + "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", + "\n", + "The level of this notebook is aimed at introductory, as the background of attendees is diverse, and so cover a wide range of basic GP concepts. There are seven exercises to complete, the difficulty of which varies, but you should aim to complete all during the lab session. The notebook will not be marked and we will provide answers to the exercises after the lab session.\n", + "\n", + "In addition, there is a second _optional_ notebook with extra work. The content of this is more advanced, so completion is at your discretion.\n", + "\n", + "$^\\dagger$`GPy`: A Gaussian process framework in Python (since 2012). Available from http://github.com/SheffieldML/GPy\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started\n", + "\n", + "**[Binder]** If you are using Binder, all libraries required are installed on the Binder image.\n", + "\n", + "**[Local]** If you are running this notebook on a local machine, make sure that `GPy` is already installed on your machine. You should be using Python 3.5 or 3.6. A set of instructions for setting up your environment are [available from the GPSS site](http://gpss.cc/gpss19/getting_started).\n", + "\n", + "First, we need to setup our notebook with the libraries we are going to use. We will use `numpy` for maths functionality, `pyplot` for plotting, and of course `GPy` for Gaussian processes." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Covariance functions, aka kernels\n", + "\n", + "We will define a covariance function, from hereon referred to as a kernel, using `GPy`. The most commonly used kernel in machine learning is the Gaussian-form radial basis function (RBF) kernel. It is also commonly referred to as the exponentiated quadratic or squared exponential kernel – all are equivalent.\n", + "\n", + "The definition of the (1-dimensional) RBF kernel has a Gaussian-form, defined as:\n", + "\n", + "$$\n", + " \\kappa_\\mathrm{rbf}(x,x') = \\sigma^2\\exp\\left(-\\frac{(x-x')^2}{2\\mathscr{l}^2}\\right)\n", + "$$\n", + "\n", + "It has two parameters, described as the variance, $\\sigma^2$ and the lengthscale $\\mathscr{l}$.\n", + "\n", + "In GPy, we define our kernels using the input dimension as the first argument, in the simplest case `input_dim=1` for 1-dimensional regression. We can also explicitly define the parameters, but for now we will use the default values:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "
rbf. valueconstraintspriors
variance 1.0 +ve
lengthscale 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a 1-D RBF kernel with default parameters\n", + "k = GPy.kern.RBF(1)\n", + "# Preview the kernel's parameters\n", + "k" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see from the above table that our kernel has two parameters, `variance` and `lengthscale`, both with value `1.0`. There is also information on the constraints and priors on each parameter, but we will look at this later." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualising the kernel\n", + "\n", + "We can visualise our kernel in a few different ways. We can plot the _shape_ of the kernel by plotting $k(x,0)$ over some sample space $x$ which, looking at the equation above, clearly has a Gaussian shape. This describes the covariance between each sample location and $0$.\n", + "\n", + "Alternatively, we can construct a full covariance matrix, $\\mathbf{K}_{xx} \\triangleq k(x,x')$ with samples $x = x'$. The resulting GP prior is a multivariate normal distribution over the space of samples $x$: $\\mathcal{N}(\\mathbf{0}, \\mathbf{K}_{xx})$. It should be evident then that the elements of the matrix represents the covariance between respective points in $x$ and $x'$, and that it is exactly $\\sigma^2[=1]$ in the diagonal.\n", + "\n", + "We can show this using `pyplot` to plot the vector $k(x,0)$ and the matrix $k(x,x')$ using `k.K(`$\\cdot$ `,` $\\cdot$`)`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space: 100 samples in the interval [-4,4]\n", + "X = np.linspace(-4.,4.,100)[:, None] # we need [:, None] to reshape X into a column vector for use in GPy\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18,5))\n", + "\n", + "# ==== k(x,0)\n", + "\n", + "plt.subplot(121) # left plot\n", + "\n", + "# First, sample kernel at x' = 0\n", + "K = k.K(X, np.array([[0.]])) # k(x,0)\n", + "\n", + "# Plot covariance vector\n", + "plt.plot(X,K)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.title(\"$\\kappa_{rbf}(x,0)$\")\n", + "\n", + "# ==== k(x,x')\n", + "\n", + "plt.subplot(122) # right plot\n", + "\n", + "# The kernel takes two inputs, and outputs the covariance between each respective point in the two inputs\n", + "K = k.K(X,X)\n", + "\n", + "# Plot the covariance of the sample space\n", + "plt.pcolor(X.T, X, K)\n", + "\n", + "# Format and annotate plot\n", + "plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", + "plt.xlabel(\"x\"), plt.ylabel(\"x'\"), plt.colorbar()\n", + "plt.title(\"$\\kappa_{rbf}(x,x')$\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setting the kernel parameters\n", + "\n", + "Looking at the above definition of the RBF kernel, we can see that the parameters, i.e. variance and lengthscale, control the shape of the covariance function and therefore the value of the covariance between points $x$ and $x'$.\n", + "\n", + "We can access the value of the kernel parameters in `GPy` and manually set them by calling `k.param_name`, e.g. `k.lengthscale` or `k.variance` for the RBF kernel. The following example demonstrates how the value of the lengthscale affects the RBF kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space : 100 samples in the interval [-4,4] \n", + "X = np.linspace(-4.,4.,250)[:, None] # we use more samples to get a smoother plot at low lengthscales\n", + "\n", + "# Create a 1-D RBF kernel with default parameters\n", + "k = GPy.kern.RBF(1)\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "# Set up our list of different lengthscales\n", + "ls = [0.25, 0.5, 1., 2., 4.]\n", + "\n", + "# Loop over the lengthscale values\n", + "for l in ls:\n", + " # Set the lengthscale to be l\n", + " k.lengthscale = l\n", + " # Calculate the new covariance function at k(x,0)\n", + " C = k.K(X, np.array([[0.]]))\n", + " # Plot the resulting covariance vector\n", + " plt.plot(X,C)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa(x,0)$\") \n", + "plt.title(\"Effects of different lengthscales on the Gaussian RBF kernel\")\n", + "plt.legend(labels=ls);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "(a) What is the effect of the lengthscale parameter on the covariance function?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> It causes the covariances to be higher between more distant locations in the input domain, i.e. nearby samples from the corresponding Gaussian process will be more likely to be similar as the lengthscale increased." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Change the code used above to plot the covariance function showing the effects of the variance on the covariance function. Comment on the effect." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X = np.linspace(-4.,4.,100)[:, None]\n", + "\n", + "k = GPy.kern.RBF(1)\n", + "\n", + "# List of variances\n", + "vs = [0.1, 1., 10.]\n", + "\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "for v in vs:\n", + " # Set the variance parameter of the kernel\n", + " k.variance = v\n", + " C = k.K(X, np.array([[0.]]))\n", + " plt.plot(X,C)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", + "plt.title(\"Effects of different variances on the Gaussian RBF kernel\")\n", + "plt.legend(labels=vs);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Increasing the variance parameter increases the covariance proportionally between all points, allowing for modelling of data with different variance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Types of covariance function\n", + "\n", + "There are many different covariance functions already implemented in `GPy`. Aside from the `RBF` kernel, there are others such as the following:\n", + "- `Exponential`\n", + "- `Matern32`\n", + "- `Matern52`\n", + "- `Brownian`\n", + "- `Bias`\n", + "- `Linear`\n", + "- `StdPeriodic`\n", + "- `Cosine`\n", + "- `PeriodicMatern32`, \n", + "\n", + "Note: when defining these, all are preceded by `GPy.kern.` The following are some examples of the [Matérn 5/2](https://en.wikipedia.org/wiki/Mat%C3%A9rn_covariance_function) and Cosine kernels, compared with the RBF kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space : 100 samples in the interval [-4,4] \n", + "X = np.linspace(-4.,4.,250)[:, None]\n", + "\n", + "# RBF kernel\n", + "k_R = GPy.kern.RBF(1)\n", + "C_R = k_R.K(X, np.array([[0.]]))\n", + "\n", + "# Matern 5/2\n", + "k_M = GPy.kern.Matern52(1)\n", + "C_M = k_M.K(X, np.array([[0.]]))\n", + "\n", + "# Cosine \n", + "k_C = GPy.kern.Cosine(1)\n", + "C_C = k_C.K(X, np.array([[0.]]))\n", + "\n", + "plt.figure(figsize=(18,7))\n", + "plt.plot(X, C_R, X, C_M, X, C_C);\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", + "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"Cosine\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Not every kernel has the same set of parameters. Some kernels are not parameterised by a lengthscale, for example, like the `Linear` kernel which only has a list of variances corresponding to each linear component" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
linear. valueconstraintspriors
variances 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "GPy.kern.Linear(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Likewise, not every kernel is stationary. In the case of the Gaussian RBF, or Matérn kernels, the kernel can be written $\\kappa(x,x') = f(x-x')$, however this is not true for, e.g., the Brownian motion covariance function, which is defined as $k(x,x') = \\min(x,x')$" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space : 100 samples in the interval [-2,8] \n", + "X = np.linspace(-2., 8., 100)[:,None]\n", + "\n", + "# Note that the Brownian kernel is defined:\n", + "# k = min(abs(x),abs(x')) if sgn(x) = sgn(x')\n", + "# k = 0 if sgn(x) ≠ sgn(x')\n", + "\n", + "# We define our Brownian kernel\n", + "k_B = GPy.kern.Brownian(1)\n", + "\n", + "plt.figure(figsize=(18,7))\n", + "\n", + "x_s = [0., 2., 4., 6.] # values of x'\n", + "# Loop through values of x'\n", + "for x_ in x_s:\n", + " # Evaluate kernel at k(x,x')\n", + " K_B = k_B.K(X, np.array([[x_]])) \n", + " # Plot covariance vector\n", + " plt.plot(X, K_B)\n", + " \n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.title(\"Effects of different inputs on a non-stationary, Brownian kernel\")\n", + "plt.legend(labels=[\"$\\kappa(x,0)$\", \"$\\kappa(x,2)$\", \"$\\kappa(x,4)$\", \"$\\kappa(x,6)$\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Combining covariance functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "(a) A matrix, $\\mathbf{K}$, is positive semi-definite if the matrix inner product is greater than or equal to zero, $\\mathbf{x}^\\text{T}\\mathbf{K}\\mathbf{x} \\geq 0$, _regardless of the values in $\\mathbf{x}$_. Given this, it should be easy to see that the sum of two positive semi-definite matrices is also positive semi-definite. In the context of Gaussian processes, this is the sum of two covariance functions. What does this mean from a modelling perspective?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " > Thinking about the sum of two kernels in terms of the sum of two normal distributions. If we consider two independent kernels, $k_1$ and $k_2$, and corresponding covariance matrices over some (joint) sample space: $\\mathbf{A} = k_2(\\mathbf{x},\\mathbf{x}^\\text{T})$ and $\\mathbf{B} = k_2(\\mathbf{x},\\mathbf{x}^\\text{T})$, then the sum of two corresponding normal distributions with zero mean and covariance defined by the respective matrices, $\\mathcal{N}(0, \\mathbf{A}) + \\mathcal{N}(0, \\mathbf{B}) = \\mathcal{N}(0, \\mathbf{A}+\\mathbf{B})$. From this we can infer that since the RHS of the equality is a valid distribution, $\\mathbf{A}+\\mathbf{B}$ must be postive semi-definite, and so $(x,x') \\mapsto k_1(x,x') + k_2(x,x')$ results in positive semi-definite matrices regardless of $x$ and $x'$.\n", + " >\n", + " > The equality holds only when $k_1$ and $k_2$ (and therefore $\\mathbf{A}$ and $\\mathbf{B}$) are independent . From a modelling perspective, this means we can use summative covariance functions to describe different, independent features in the modelled system. For example, we might want to separate some seasonality from an overall increasing trend. The sum of two kernels would allow use to do that. This is the motivation used in Section 7, using the Mauna Loa example." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) What about the element-wise product of two covariance functions? If we define $k(\\mathbf{x}, \\mathbf{x}') = k_1(\\mathbf{x},\\mathbf{x}')k_2(\\mathbf{x},\\mathbf{x}')$, then is $k(\\mathbf{x},\\mathbf{x}')$ a valid covariance function?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> The product of two kernels is semi-positive definite, since the product of two semi-positive definite matrices is semi-positive definite.\n", + ">\n", + "> In terms of modelling, this is less interpretable than in the additive case. In multidimensional input regression, for example, the product of kernels defined over different input variables can be used to combine information. The product of kernels might be considered similar to an AND operator, since the value of the kernel product will have high value if and only if the consitutient kernels both have high values. When modelling a stochastic process that is the product of two Gaussian process, the modelled function in general will not be Gaussian, but the Gaussian process with the covariance of products of the individual GP kernels exists." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Combining kernels in GPy\n", + "\n", + "We can easily combine kernels using `GPy` using the `+` and `*` operators, respectively denoting addition and product of kernels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Summing kernels\n", + "An example of adding kernels is shown here. We create a new kernel that is the `sum` of an RBF and a Matern 5/2 kernel." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
sum. valueconstraintspriors
RBF.variance 1.0 +ve
RBF.lengthscale 2.0 +ve
Matern52.variance 2.0 +ve
Matern52.lengthscale 4.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create the first kernel: a 1-D RBF with lengthscale 2.0\n", + "k_R = GPy.kern.RBF(1, lengthscale=2., name=\"RBF\")\n", + "# Create the second kernel: a 1-D Matern52 with variance 2.0 and lengthscale 4.0\n", + "k_M = GPy.kern.Matern52(1, variance=2., lengthscale=4., name=\"Matern52\")\n", + "\n", + "# Add the kernels together\n", + "k_sum = k_R + k_M\n", + "# Preview the properties of the composite kernel\n", + "k_sum" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can visualise our kernel sum to see the resulting effect. It should be fairly clear that the result is simply the sum of evaluations of the respective kernels for each sample point." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space : 100 samples in the interval [-10,10] \n", + "X = np.linspace(-10., 10., 100)[:,None]\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18,7))\n", + "\n", + "# Here we sample from the consituent and composite kernels\n", + "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", + "K_M = k_M.K(X, np.array([[0.]])) # Matern 5/2\n", + "K_sum = k_sum.K(X, np.array([[0.]])) # RBF + Matern\n", + "\n", + "# Plot each of our covariance vectors\n", + "plt.plot(X, K_R, X, K_M, X, K_sum)\n", + " \n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.legend(labels=[\"Gaussian RBF\", \"Matérn 5/2\", \"RBF + Matérn\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Multiplying two kernels\n", + "\n", + "We also demonstrate here the effect of multiplying two kernels. Here, we multiply an RBF and Periodic kernel, effectively encapsulating the periodicity into an RBF window:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
mul. valueconstraintspriors
RBF.variance 1.0 +ve
RBF.lengthscale 5.0 +ve
Periodic.variance 1.0 +ve
Periodic.period 5.0 +ve
Periodic.lengthscale 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create the first kernel: a 1-D RBF with lengthscale 5.0\n", + "k_R = GPy.kern.RBF(1, lengthscale=5., name=\"RBF\")\n", + "# Create the second kernel: a 1-D StdPeriodic with period 5.0\n", + "k_P = GPy.kern.StdPeriodic(1, period=5., name=\"Periodic\")\n", + "\n", + "# Multiply the kernels together\n", + "k_mul = k_R * k_P\n", + "\n", + "# Preview the properties of the composite kernel\n", + "k_mul" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space : 100 samples in the interval [-10,10] \n", + "X = np.linspace(-10., 10., 100)[:,None]\n", + "\n", + "# Set up the plotting environment\n", + "plt.figure(figsize=(18,7))\n", + "\n", + "# Here we sample from the consituent and composite kernels\n", + "K_R = k_R.K(X, np.array([[0.]])) # RBF\n", + "K_P = k_P.K(X, np.array([[0.]])) # StdPeriodic\n", + "K_mul = k_mul.K(X, np.array([[0.]])) # RBF * StdPeriodic\n", + "\n", + "# Plot each of our covariance vectors\n", + "plt.plot(X, K_R, X, K_P, X, K_mul)\n", + " \n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\")\n", + "plt.legend(labels=[\"Gaussian RBF\", \"Periodic\", \"RBF x Periodic\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Sampling from a Gaussian Process\n", + "\n", + "A Gaussian process provides a prior over some infinite-dimensional function, defined by a mean function and covariance function\n", + "\n", + "$$ f(x) \\sim \\mathcal{GP}(m(x), k(x,x'))$$\n", + "\n", + "When we sample from the covariance function, $k$, to create a matrix over some sample space, we are creating a matrix of values that describe the covariance between sample points. Since it is not possible to sample every single point in an infinite dimensional function, we have to sample a finite subset of the input domain. Let $\\mathbf{X}$ denote some sample inputs, and $\\mathbf{K}$ the covariance matrix, with elements $K_{ij} = k(\\mathbf{X}_i,\\mathbf{X}_j)$, then we can describe the prior over $f(\\mathbf{X})$ as a (finite-dimensional) normal distribution with covariance $\\mathbf{K}$. As such, we can easily create samples of $f$ which, for a good choice of $\\mathbf{X}$, are representative of the true function.\n", + "\n", + "We can also sample from the kernel prior by creating a covariance matrix over a sample space and sampling from a zero-mean multivariate normal distribution with covariance $\\mathbf{K}$. Below are examples of different kernels with different parameters, including composite kernels." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+wAAAGrCAYAAABaGx11AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXxcV3338c+Z0b7vsrxIsi0viZesTuLsK4EkZGEJFAiBtFDawgNt81C6PfBqgZZSKLRshYdQCPAESEggBJKQkDib7Xh37NiWLMuyrG207yNpZs7zx50ZjfZtJI3k7/v1uq+5c++59x6bIOt3f+f8jrHWIiIiIiIiIiKxxbXQHRARERERERGR0RSwi4iIiIiIiMQgBewiIiIiIiIiMUgBu4iIiIiIiEgMUsAuIiIiIiIiEoMUsIuIiIiIiIjEIAXsIjIlxpijxpjrF7ofIiIiIiLnCqN12EVijzHmNFAI+IFB4DXgY9bamoXsl4iIiIiIzB9l2EVi19uttWlAEdAI/NdYjYwx7nntlYiIiIiIzAsF7CIxzlrrBR4FzgcwxvyPMebbxpjfGmN6gBuMMZnGmB8ZY5qMMdXGmH8wxriC7auNMZcE9z9gjLHGmNC9/sQY80Rw/3PGmJ8H79MVHAJ/aagfxpjTxpibg/uXGWN2GmPajTH1xphvGGMSItpaY8zHjDEVxpg2Y8w3jTFmnv7KRERERESWBAXsIjHOGJMCvAfYFXH4fcAXgHTgFZzseyawBrgO+CDw4WDbHcD1wf1rgVPBNqHvOyLueyfwCJAF/Br4xjjd8gN/CeQB24GbgD8f0eYOYBtwAXAvcOvkf1oREREREQlRwC4Su54wxrQDncAtwJcjzv3KWvuqtTaAM8f9PcDfWmu7rLWnga8A9wXb7mAoQL8G+JeI79cxPGB/xVr7W2utH3gYJ9gexVq7z1q7y1rrCz7vvyPuGfKv1tp2a+0Z4AXgwun98UVEREREzm0K2EVi193W2iwgEfg4sMMYsyx4LrL4XB6QAFRHHKsGVgT3dwDXBK91Az8DrjLGlOJk5Q9GXNcQsd8LJBlj4kZ2zBiz3hjzG2NMgzGmE/hisB+RRt4rbeI/roiIiIiIRFLALhLjrLV+a+0vcYahXx06HNGkGSfLXhJxrBioDV5/Eidg/l/AS9baLpxg+qM4GfXADLr1beA4sM5amwH8HaA56iIiIiIiUaSAXSTGGcddQDZwbOT54PD1nwNfMMakG2NKgL8CfhzRbAfBLH3w+4sjvk9XOs5Q/W5jzEbgz2Z4HxERERERGYcCdpHY9aQxphsnMP4CcL+19ug4bT8B9OAUlHsF+CnwUMT5HThB9kvjfJ+uB3EK33UB38MZZi8iIiIiIlFkrLWTtxIRERERERGReaUMu4iIiIiIiEgMGlX9WURERERERETmhjHmNM7UUj/gs9ZeOl5bBewiIiIiIiIi8+sGa23zZI00JF5EREREREQkBi1I0bm8vDxbWlo6788VERGJZfv27Wu21uYvdD9ERETOJbfekGpbWv1Rude+w/1HAW/Eoe9aa78b2cYYUwW0ARb475HnIy3IkPjS0lL27t27EI8WERGJWcaY6oXug4iIyLmmpdXP688UR+Ve7qIK70Rz0oOustbWGWMKgN8bY45ba8dcbllz2EVEREREROScZYEAgfl7nrV1wU+PMeZx4DJgzIBdc9hFRERERERE5oExJtUYkx7aB94CHBmvvTLsIiIiIiIicg6z+O28ZdgLgceNMeDE4z+11j49XmMF7CIiIiIiInLOcobEz08xdmvtKeCCqbbXkHgRERERERGRGKQMu4iIiIiIiJzT5rPo3HQoYBcREZFzUl6O25asigsPgrTYiH2w1gb3zbDjgWHfDdaaoWswo64JWDPm8bGuDbezkfcCxjk+5rMj2oS+D78+xATPDfUn4oFDu3ao/bARoyNHj1oz/rkxjpkJ7xV+4uT3skT8acdvP969xu1H5H3tyL+U8e5rx3nGiONj3s+OsW8j2kTsD7veRjSZnyG9Iguhi7Zma23+XNzbYvHH6P9/FLCLiIjIOalkVRyvPb0CH34ABm2AwWCGZdBaBoK/vA1iGAwGo4PWxQBuBq0r+D2OAesOtnMzaJ1frQbs0L43EM9gqE3EcWc/4nhg+HdfwB1+pi90PODGF3y2b9i+i4Fge1/AhS/gHPdbF/6AswH4Awa/HdoPBEbvB6zBBpw/byAwtG8j9gkYCBhCNZpM8LtzjvC+CUQExAGDCSWwAsFrQm0ij9uh78Y/4lz4eaOvGXl8VJsAmIAddc7ljzjuj7zejrmP3w6/z7DvFuMPdiZgMYFA8L4WfMH9QAAij/uDNw4EIvb9zn6wHX5/+Jz1+53v4f2h4zZ4nPkrniUyb56zj1YvdB8WggJ2EREROSdZCAfrIiJybpuvonPTpYBdREREREREzlkW8CtgFxEREYkdFsughg6LiEgMU8AuIiIi5yQL4TnrIiJybtOQeBEREREREZEYY0FV4kVERERiicWpBi8iIhKrFLBPUUd/B+kJ6biMa6G7IiIiIlFgI5ZuExGRc1usTpBS9DkFPYM9vPWxt/JYxWML3RURERERERGJIovFH6Ut2hSwT8Hx1uN0D3Zz0HNwobsiIiIiUWIxDE5hExERWSgaEj8Fx1uPA1DRVrHAPREREZFoceawKyAXETnnWfDH6AwpBexTEArYT7afxBfwEefSX5uIiIiIiMhSYIndOeyKPKfgROsJXMbFYGCQ6s5q1matXeguiYiIyCw5GXbNDhQRkdilf6UmMegfpKK9gu3LtwMaFi8iIrJUBDAM4J72JiIiS43BH6Ut2hSwT6KyoxJfwMdtq28jzsRR3la+0F0SERERERGRKLFAwEZnizYNiZ9EaP76lrwtlGaWKsMuIiKyRGhIvIiIxDoF7JM43nqc5LhkitOLWZe9jkOeQwvdJREREYkCi2HQ6lchERFhToazR4NeK0/iROsJ1mWvw+1ysz57PXU9dXQNdC10t0RERGSWrDUMWPest0jxxjfOvn/S4yO/x7ki9iOPm8CY+wmR7V3D6x27I767I65xucbeNy476b7zPeJL5LmI/ciV8yIHNNjINiN+Ix3ebgr74z5j5H3NOO3GOz7e/vBf7Idd7468V8RFcRH7kcfd4+xP2M495nHjVo0FkZmwoDnsi9WpjlOsy1oHQHF6MQB13XUL2SURERGJUZEZ++H77kmPj/zuC0TsRx6PiBwj9wci2weG/4rnj/juj7gmEBh73wbMpPvO94gvkeci9k1EHB/xrgAT2WbEekrD201hf9xnjLyvHafdeMfH2x/x4iLyen/kvSIu8kXsRx73j7M/YTv/mMetf/gLIBFZ/DQObAKt3lZava2syVwDQEFKAQBNfU1sYMNCdk1ERERmyQKDqvouIiJAwMbmkHgF7BOobK8EoCyrDID8lHwAmnqbFqxPIiIiEh2awx67rGt0djw69zWjsuOxfF9cruFZdhGZE6Eh8bFIQ+InEArY12Q5Gfb85GDA3jc6YB/0D9Lv75+/zomIiIgsUXMRrDv3nYOgeg7vq2BdRPRaeQIn20+SFp9GYUohAAnuBLISs/D0eka1/btX/g5Pr4cfvu2H891NERERmQGLGVU0TkREzj0Wgz9Gc9mx2asoOdJ8hA8//WH6fH0zuv5UxynWZK3BmKHhEXnJeaOGxAdsgFfrXmW/Zz9VHVVj3uuNpjd4/2/fT+9g75Sff7rjNHc+cSfPnH5mRv0XERGR8TnrsMfN2SYiIotHwJqobNG2pAP2X1b8kr2NeznTeWZG11e2V4bnr4cUpBSMGhJf2V4ZXurtqVNPjXmvp6qe4nDTYcrbysd93qB/EGudIVXNfc187LmPUdVRxfcOfw9rLQ09DdR01czozyIiIiIiIiKjaVm3BWCt5ZXaV4Cx55xPJlQhfm3m2mHH85PzRw2JP+A5AEBpRilPnXoqHHRH2tuwF2DcgLtzoJMbfnEDv6r8FQD/9vq/0dLXwjvXvZMTbSfYVb+L+393P595+TPT/rOIiIjIaAFr8Abi53wTERGZqagF7MYYtzHmgDHmN9G652yc6jhFfU89MLOq7qGCc2uzhgfsBSkFNPc1E4hYePSg5yC5Sbk8sPkBznaf5XDz4WHXdPR3hDPrZ7rGzva/cOYFOvo72NOwx7ln00FuKL6BBy99kOS4ZD75wiep66mjoadh2n8WERERGc2pEu+el01ERGKZwW9dUdmiLZp3/CRwLIr3m5VQdh2c4eXT4fV5+c6h7+A2bjbkDF9vPT8lH7/10+ptDR/b79nPRQUXcXPJzSS4EkYNi9/fuB+LxWCo7qwe85mheerlbeV09HdQ31PPhuwNpCWkcfua2+nz9ZEWn0art3XMDL6IiERJXxvo56yIiMg5wwIBXFHZoi0qFVGMMSuB24EvAH8VjXvO1iu1r7A2cy2NvY3TGhJvreXBHQ+yp2EPX7zmi+Ql5w07X5BcADhZ+1AButruWt638X2kJ6Rz3arreOb0M/zvbf+bf9/z79R111GQUkCCK4HNeZup6Rw9JL6jv4Od9TtJcCVQ2V7Jmy1vAoRfFnxky0dIi08jIyGD/zzwn3QOdJKZmDnTvxoRERmPtxO+fgEUb4f3/BjcGs68lIUy7CIiIrEqWq8AvgZ8GljwxSKtteFic1evuJq85LxxM+wd/R0cbz3OoH8wfKyxt5EdZ3fwZxf8GXesuWPUNfkpw9dif73hdQAuKrgIgNvX3E6rt5UfHv0hPz3+U148+yI/L/85W/O3UpZVNuaQ+BdqXsAX8HHvhnsZDAyGs+3rs9cDsDxtOX996V9TlFYEQIu3ZUZ/N4vN15+r4EtPH1/obojIuaTyefB2QPnT8PjHlGlf4ua6Sryqx4uILB5LtuicMeYOwGOt3TdJu48aY/YaY/Y2NU1/TvlUfXnvl/nsa5/lwvwL+dDmD5Gfkh8O2J8/8zzt3nYAPr/r81z9yNW8+8l38/Cxh8PXn+48DcDFhRePef/85GDA3tuEtZafHvspK9JWcH7u+QBcs+Ia0hPS+fr+r5OekM6nLv4UAFcUXUFxRjGdA5109HeE79fR38H/HPkfVqSt4J519wDw7OlnyU7MDj8rJDcpF4DWvlaWuscPnOU/nivnOzsqOdMy9aXwRERm5cTvIDkHrnkQjjwKDW8sdI9ERERkjlm7tOewXwXcaYw5DTwC3GiM+fHIRtba71prL7XWXpqfnz/ydFQEbIAnK5/k5uKb+f6t3ycvOS88bL25r5lPvfApHjr6EAEb4NnTz3Jp4aWszlzNizUvhu9R3eHMMS/JKBnzGaEh8p4+D3sb93K4+TAf2vQh3C5nSF2CO4FbS28F4IHND/DHW/6Yn93xMx7Y/ADF6cUA4WXmuga6+MizH6Gmq4bPbv8sqzNXE++Kp2uwi/U564et/w6Qk5QDLP0Me3VLD3/3yyNsXZmJyxge3nV6obskIucCvw8qnoX1t8KWdznHmk4sbJ9kTs1n0TkVohMRkZmYdcBurf1ba+1Ka20p8F7gD9baD8y6ZzNwrPUY7f3t3FRyEy7j/NFCQ+JDVdp31u2ksr2Stv427iq7i1tKbuFQ06Fw1ru6q5rkuGQKUgrGfEa8O56cpBw8vR6+f+T75CTlcHfZ3cPafPD8D3JP2T28b+P7ADg/93zi3fEUZwQD9uCw+McrHudY6zH+44b/YPvy7cS74sPrvm/IHl7sDiA3OZhh904/w/7Lil/yk2M/mfZ1C+Hlimb6Bv187T0X8tZNy/jZnhr6BvwL3S0RWepqdjsF59a/FXLWgHFBswL2xcQY86Axxhpj8iZv7WRUFjJgV9AuIhI7ApiobNG2pNZh31m3E3CGn4fkJ+fj9Xs51HQIgOOtx8NzxLct28Y1K64hYAPha6s7qylOLw4H/GPJT87niZNP8Grtq9x3/n0kxSUNO786czX/dNU/kRKfMuz4yvSVGEw4YH+94XVKM0q5duW14TbrstcBjKpOD5CVmIXB0NI3vQy7L+Dj6/u/zi9O/GJa1y2U1p4BAFZmp3D/laV0en08smfs5fBERKLmzV+BOwHKboK4RMheDc3lC90rmSJjzCrgFkD/YIiIyLRYwI8rKlu0RfWO1toXrbWjK7XNk111u1ifvX5YZffQ/q66XZjgG48fH/sxy1OXsyJtBVvytpCZmMnLtS8DTsA+3nD4kLVZa0lyJ/EPl/8DD2x+YMr9S3QnUphayJnOM/gCPvY27mXbsm3D2mzM2QgMFZyLFOeKIzspe9oZ9j0Ne2j1ttLW3zat6xZKa88A6UlxJMS52FaazdVleXzl2XLqO/oWumsislRVvQx7vgeb3gGJ6c6xvPXQpIB9EfkPnAK4U64U6BSdW9gMuzLtIiIykSVTqrTP18d+z/7wMPSQUFX3w02HubjwYiraKugc6OSm4psAcLvcXFl0Ja/Wvsqgf5CzXWd5S8lbJnzW5678HNbaURn0qSjJKOFoy1GONB+hZ7CHy4ouG3b+7rK7SYtPG3NIPDjz2KebYQ+NKOjo7yBgAxOOHogFrT0D5KQmAGCM4Yv3bOHWr73E3z9+hO/ff+mouf0iIrPSXgOPPgA5a+H2fx86nr/eqRrv94F7yfxzuSQZY+4Eaq21hyb7N8IY81HgowAZRckMBhQsi4iImZOCcdEQm72agf2N+xkMDLJ9+fZhx0OV1n3Wx/rs9eHh8pGZ7etWXUeLt4UnKp/Ab/2UZpZO+KzkuOQZBesAd629i6qOKr6858tOPwqHZ9jTE9K5Z9094waluUm50yo6NxgY5Pkzz+M2bvzWT9dA14z6PZ/aeocCdoDi3BQ+fmMZfzjuoaZVWXYRiaKWSvjB28Dnhfc8PJRdByfD7h+A9uqF65+EGWOeM8YcGWO7C/h74P9M5T6RRXBTshPnttMiIrIoWCCAKypbtC2ZgP2NZmfpndB66CGRw+PLssq4ofgG4l3xXL7s8vDxm4pvIiMhg28c+AYwfoX4aLht9W2szVzL4ebDlGWVhQvJTVVOcs60hsTvadhDe387NxbfCEB7f/u0nrcQWnsGyElJGHZs84pMABq7vAvRJRFZivw++OGdMNgL9z8JBecNP58XHOmkeewxwVp7s7V288gNOAWsBg4FV6xZCew3xiyb9J4LXCVeQ+NFRGQySyZgr2irYGXaylGZ74yEDBJcTvBXllXG7atv59l3PUtRWlG4TVJcEneX3R0OhEszSuesn26Xm49f9HEALi+6fJLWo+Um5U5rSPzhpsMA4aXm2ryxP4+9tWeA7NThAXtu8HtLd/9CdElElqKGw9B5Ft76JVh+4ejzeU4RUC3tFtustW9YawustaXBFWvOAhdbaxsmvzZ25rArcBcRWVh+a6KyRdvSCdjbK8IV1iMZY8JZ9rVZa4d9j3TvhnsBpxJ7ZmLmnPb1puKbePDSB3n/ee+f9rW5ybn0+nrp801taHjoRcaKtBVA7GfYrbW09gyEA/SQ/HRn2GJT98BCdEtElqIzu5zP0qvGPp+cBWmFyrAvYRaDL+CO2S1SnPFH7AfG3E9wRbRxDR0HcEd8d0dc43KNvW9cdtJ953vEl8hzEfuRv79GThG1kW1G/EY6vN0U9sd9xsj7mnHajXd8vP3hv5QPu94dea+Ii+Ii9iOPu8fZn7Cde8zjxq2XPSIzYTExWyV+SVTR6ff3c6bzDLeU3DLm+byUPHwB34SBeElGCdevuh5fwDdX3QwzxnD/pvtndG1OUg7grMUeCsIncrL9JOuy15GVmAXEfoa9d8BPvy8wKsOeowy7iETbmdcgqwQylo/fJm891B10UrEqeLkoBLPsS44vIuvui4gcI/cHIoJ8X2D4L43+iO+RhZUCgbH3bcBMuu98j/gSeS5i30TE8RHvCjCRbYa/XxjRbgr74z5j5H3tOO3GOz7e/ogXF5HX+yPvFXGRL2I/8rh/nP0J2/nHPG4jj4vIkrAkAvZT7afwW/+YGXaAt695O92D3ZPe56vXfTXaXYu63CRnzntLX8ukAfuAf4DqzmpuKr6J7KRsIPYz7KE12HNGBOzxbhdZKfE0K2AXkWiw1smwr71p4nab3wm/+RTs/xFcMrMXrRK7nGXdlsxgQxERmYVAjP57sCQC9or2CgDWZ41euxzgvRvfO6X7xLvjo9anuRIqUjeVwnNVHVX4rZ/12etJiUsh3hW/eAL2EUXnAPLSEmnRkHgRiYbWU9DTBMVXTNzu4vvhyGPw7D9A2c2QOfnIJllMzLDMtcQO6xqdHY/Ofc2o7Hgs3xeXa3iWXUTmhIU5Gc4eDbHZq2mqaKsg3hXPqoxVC92VORcaEv9k5ZM8Vv4Y1o7/j0N5mzPvsiyrDGMM2YnZsR+w9wYD9rTRAXtuaoIy7CISHWd2Op/F2ydu53LBnf8Jg32w+9tz3y8RAeYmWHfuOwdB9RzeV8G6iCyNDHtbBWsy1xDviv0M+WzlJ+eTk5TDs9XP8mz1s1xSeMm468afbD9JnCuOkkxnmbqspKyYn8Pe2j1Bhj09kWN1nfPdJRFZajrrnSHuydnOHPXJ5KyBkivh5PPwls/Pff9k3lgLgwFl2EVEznWWuanwHg1LJsM+3vz1pSbeHc/v3/V7vnnTNwHw9HrGbVvRVsHqzNXhFxmLIcPeNkGGPS81gSZl2EVkujrrhpZmq3kdvrEN6g/BzZ8bXoF5ImU3gedN6Kidq17KArAYfNa16DYREYm+AK6obNG26H/qd/R34OnznDMBO0CCO4FV6c7wf0/f+AH7yfaTrMsa+ntZFBn2ngHiXIb0xNGDP/LSEuny+uj3qQKqiExRIAAPvwO+e71T7f1Xf+Fk1v98J1zyoanfp+xm57PyD3PRSxEREZExLfoh8anxqTxyxyPh6unnioKUAgCaepvGPF/TVUN9Tz3vzRkquJeVmBXzGfbWngGyUxMwYyyflJvmrMXe0j3A8qzk+e6aiCxGbz4OTcfAnQjffwv4++H9jznD3Kej4HxIL4KTz8HF981NX2XeWRi13rmIiJx7rB2+5GUsWfQBe5wrjk25mxa6G/MuNT6VlLiUcYfE/+DID4h3xXPHmjvCx7ISs+jo78Af8ON2xeYvKK09A+Smjh4OD5CXFlqLXQG7iExBwA8vfgnyN8JtX4Yf3Q1b3g3rbp7+vYyBtTfC8aec+8boz1CZHmuNhpiLiAhgCKA57BJlBSkFYwbsTb1NPHHyCe4uuzuciQfITsrGYukciN3Cba09A2SPUXAOhjLsqhQvIlNS8XtoPgHX/Q2svhY+sQ/unkWl99XXgrcdmsuj10cRERGRCSz6DPu5rCClgKa+oSHxvYO9/LLilzx/5nn81s+HN314WPusxCwA2vrbyE7Knte+TlVr7wDnFWWMeS5fAbuITEf1q+BOgI23O99zVs/ufpnBpUO76qHgvNndS2KCMyReuQsRkXOdRUPiZQ7kp+Rz0HMw/P3p00/zpT1fIj85n09c9IlR69JnJzpBeru3HTLntatT1tozMOaSbgC5wSHxzcGl30REAHj1P6HiWehthft+CenLnONn98KyrRCXGJ3nhO7b1Rid+8mCsxgGNIddREQAf4wOPo/NXsmUFCQX0NTbhLUWgPqeegyGZ971DH+y5U9Gtc9KGsqwxyKfP0BH3yA548xhT02MIzneTYsy7CIS0tUAv/9H57PpGOz6lnPc74P6g7ByW/SelVbofHYrYBcREZH5oQz7Ipafks9AYIDOgU4yEzPx9HrITc4Nr7s+0rAMewzac7oNa2HDsvRx2+SmJWhIvIgMqd3nfN79Ldj9Hdj7A7jmr6GtGgZ7YeWl0XtWYhrEpypgX0Ks1ZB4ERFxRlwFbGwWnVPAvoiFCso19jaSmZhJY2/jsCJzI2UnZeMyLmq7a+eri9PyuyP1JMW7uH5D/rht8tISaenRkHgRCTq7F1xxsGwLXPVJOPIY7H0IEoO1MFZcEt3npRc62XxZEixGAbuIiAAaEi9zYORa7J5ez4QBe1JcElvztrKzbue89G86AgHL00cauH59ASkJ479HKs5J4WhdJ95B/zz2TkRiVu1eKNwM8clQdAGsvQle+gq88Sik5EF2aXSfl1YI3WMvpykiIiISbQrYF7H8ZCcTHVrazdProTClcMJrrlpxFUdbjtLqbZ3z/k3H/jNteLr6eduWZRO2+6PLimntGeCX+2NzlICIzKNAAGoPDM+i3/mfkJAKZ15zhsObKA9vSyuE7mCGvbkCfBrxs9j5rWtJbyIiMjkLBKwrKlu06Sf5Ipaf4gTsTX1NeH1eOvo7JsywA1y1/CosNuay7L870kCC28WNGyfu/xVrctiyIpP/+/IpAgE7T70TkZjUXA4DXcPnqWeuhPc9Aglpzrrp0Za+zKkS7xuAb22HF74Q/WfIvLEW/AHXkt9ERGQyBn+UtmjTT/FFLNGdSFZiFp5eT3g99skC9vNzzycrMYtXa1+djy5O2UvlTVy+Jof0pLEL5oUYY/jItWs41dzDCyc0LFXknBYqODdynvryi+Cvj8Plfxb9Z6YVOC8J6g9CYNCZOy8iIiIyRxSwL3L5Kfl4ej3hYfGTBexul5vty7fzWt1rBGwg6v3xDvp5y3/s4Okj4xdlevpIA4+8fib8vbm7nwpPN9vX5k7pGW/bvIwEt4s9p2NzeTqRRaP8GehpXuhezFztPqe4XO660ecS08E1B//EpQWn7Zx83vks3Bz9Z8g8Mgue/VaWXURk4WlIvMyZwpRCartrhwL25IkDdoBrV15Li7eF3fW7o96ffdVtlDd288rJpnHb/PdLlfyfXx2lsdMLwO5Tznz6K9ZMLWCPd7tYkZ1MTWvv7Dsscq7q74Kfvgde/spC92TmWk9B3rq5CczHkx6sE3LyOYhLgtyy+Xu2RJ0zJN6cU5uIiIxNQ+JlTmzN20pFWwUn208CUJA6ecB+S8kt5CXn8dCRh6Len1dPOtm6Sk/PuG1ON/cw4A/w0CtVAOyuaiElwc2WFZlTfs7K7GRq2pyA/Z9/8yafeuTALHotcg5qPwNYqHppoXsyc73NTiX4+ZQWDNhr90HBeeDW6qiLWWQllMgCbVPZn8k1sXRfEbgLpPUAACAASURBVBFZHPSTe5G7dNmlWCxPVz1Nclwy6fHpk16T6E7kA+d9gF31u3iz5c2o9icUsJ9s6h7zfEfvIG29gyTEufjJ7jN0egfZdaqFS0qyiXdP/T/H4pwUzgQz7C+c8PBaZcvsOy9yLmmrdj4bj8zfsPiA36nsHi09LZCaH737TUVoSDxWw+GXiMhq6tPZn8k1sXJfEREZzlqjIfEyN7bmbyXBlcCZrjMUpBRgpriE0b0b7iUtPo2v7v0q3QNjB9fT1dE7yBu1HWSlxNPU1U9H3+CoNqdbnMz7n123lu5+H3/6o32UN3ZPeTh8yKqcFNp7B2np7qe6pRdPVz/9Pq3NLjJl7UN1JDj98vw889efgIfvjs69rHUy7KnT+9kxaym5YNzOvgrOLQELP0Rdw+NFRGJDrC6nqYB9kUt0J3JBwQXA5AXnIqUnpPOXl/wlexr3cO9v7uVs19lZ92XnqRYCFt5z6SoATo2RZQ8F7LdvLeIL92zmQI1TOO6KNTnTelZxTgoAL1U04Q8u71bX7p1x30XOOe3VEJ8CCelQNQ8Be187vPELqNntZNpnq78L/APzPyTe5XIqxYMy7EuAtRAIuM7pbbbMHP0mOVcDAaxrbl5UzNV957VGh4jMG2OM2xhzwBjzm8na6qfAErBt2TZgegE7OFn2H9z6A2q6anjq1FOz7sdrlc2kJLh55yUrATjpGR2wVzX3YIwTcL//8hJ+98lr+eI9W7i4OHtaz1qV7QTszx0bWtqttq1vFr0XOce0VUNWCZRsn5957G/+ygmwfV7nZcFUtFXD2b3QUjl0bNe3ofmkk10HSJ3ngB2G5rEXbpr/Z4vEmDlYcAYAM2f3tZM3iqH7RnUakYiMywIBTFS2KfokcGwqDVUtZwnYVjizgB3g4sKLSY1Ppb2/fdb9eOVkM5etzmFNXirxbkNl0+jCc6ebe1iemUxSvDOkdHVeKqvzUqf9rHCGvXyoGv3ZNlWNF5my9jOQXQKlV0PFs9DVAOnLxm/fdAKe/lu494fOkmnTdfhnEJcMvj7wHIecNRO3H+iBb10Bg72AgU/sg4RUePozcGUdnHen026+M+wAGSugrw2Ss+b/2RJ1GhouIiJg5q3GhzFmJXA78AXgryZrrwz7ErA1fytb87eGA/fpykrMmnXA3tDh5VRTD1eX5RHndlGam0rlGEPiq1p6Kc1LmdWzADJT4klPiqPL62NVTjJul6G2XRl2kSmx1slyZxUPzcNuOjHxNUcfh8rnoeGN6T+v/QxUvwqXfST4rOOTX1O73wnWL/8YYKHmdag/5JzrOAs9wZd1C5Fhv+Wf4N3/M//PlaizmAUfkh5Lm4iIREWeMWZvxPbREee/BnwamNIQGv10XgIS3An85LafcM3Ka2Z0fVZiFm39bbPqQ6g6/JVrnV+e1+anjRmwV7f0UJo7/Yz6WEJZ9vOWZbAsI4mzGhIvMjXedujvdIbEhzLdbVUTX3N2j/PZOkm7sZx60fm86D4nOz2VgL1ml/N57achPhXq9kcE7DULOyQ+rwxWXDz/zxUREZE5YYGANVHZgGZr7aUR23dDzzHG3AF4rLX7pto3BexCVmIWHd6OWd3j1ZPN5KYmsHGZM1S2rCCN6pZeBnxDL47aewdo7x2MWsAemse+vjCdFVnJmsMuMlWhJd2yip0A2hUPraeGzrefgT98HrqDNSICAWcuOUDb6ek/r/UUuOKclwP5G52AvbXKqRo/MM5UlprXnbapubD8Qqg7MCLDHgzYF2JIvCwdNnq/oC2lTUTkXOTHFZVtElcBdxpjTgOPADcaY3480QUK2IWspNkNibfW8mplM9vX5uIKVkldW5CKP2Cpbhmax17V7OyXzmDO+liKc52AfV1hGiuzkzUkXmQqeluHlnTLLgGXG7JLhzLnPS3w8D3w0pedOeQVz0FrpZOVh+EBe80e+NaVzj0n0lrlZPPdcVBwHjSVwwtfgP0/gopnRrcPBJyAfdVlzvflF0H9YagNvozuanC2+BRImP0UGzm32YDRNsYmIiLRZ639W2vtSmttKfBe4A/W2g9MdI0Cdpn1HPbKpm4aO/u5qmwo07WuwMm0lzcODYuvCFaNXx2FOewwNCR+XUE6K7KTqe/oY9Cvaqoiw7z8Ffjlnzr7+x+Gf1sNO7/pfM8qdj5z1jhBtbXwyPucDPbd34a0ZfDoh6E8GFSnFw0P2Hd9CzxHnez3RFpPQc5qZz9/g1N47o1fON+P/3Z0+5YK5wXBqsud78svAn8/dNU7WXcsNBxWdl1ERESiwhK7o5RUJX4afP4ATd39FGUmL3RXoiorMYvuwW4GA4PEu+Knff3rVc789+1rcsPHygrScBk40djF7RQB8IdjHgrSE1mTlxaVft914XIS3C7OK0rn8Nl2AtYpfrcqRxk3kbBjTzoB9QXvhZf/3TlWswsSMyE5uJxizmqnKFxzuXPurf8KF77PCZS/td0ZHp+YAWU3DQXvfe1wPLgcZHOFc24s1jpBfvEVzvf885xP4w5WqH8G/IPg7XT643I5a7XDUMAeOV984x3OkPr6Q07wLzILFggomywiIkBgnnPZ1toXgRcna6cM+xQdqe3grm++yrX/9gINHd6F7k5UZSU6SxN19M9sHvux+k7SE+MoyR0KlJPi3ZTkplLR2AVA34CfHeVN3LppWXjY/GylJ8Vz77ZVGGNYGZzPrsJzIhGshZbg3PRHP+wEznd/xwnEI9cQz1kDA91w9Ann+7q3OJ8F58GWdzsZ8RWXQM5apzp7f7dTNd7f7wTezRNUmO9tcQrcZYcy7OvBuGDTPXDZR8HbATu+BF/d6AzDB6je6QTvuWXO9+zVkBRcQm3jbc7nYC+k5s/6r0jOcVZD4jU8XkQktinDPgU9/T7e+91dBKxl0G85Vt/Jssykhe5W1IQC9nZvO3nJ0x9ieryhk41F6Rgz/B/1dQVplAcD9pcqmugb9HPrpgnWeZ6FFdnOqAfNYxeJ0NsC/R1Dhd5y18HW98CWd0HAN9QuFEwf/LEz7D1yjfTrP+ME5yVXOXPdwVkS7tD/g7wNkJTpzEkPCfihuxEyljvfQ3PjQ/dMyoT3PwpFF0J8EsQlDQXqBx6G7X8Bx38DG26D0M8UY2Dlpc7Q+oKIFw0aEi8iIiJRYC34Y7TopjLsU3DS0013v4/Pvv388PelJCuYuZrJ0m7WWo43dLEhWB0+0vrCdE639NLv8/PM0QYyk+O5fE3OrPs7luVZSaQkuMPLy4kI0FLpfN7wd1B2i7N+uMsF7niIj5jaEwqm289AyZVDgTJA7lr4i91w5SeGAvbyp51h6xe+z8mYNwcD9qqX4b+vg//YPPTsUPX50Bx2cIbPp+ZCQipsvN15SXDz55zl2n73aScjf8n9w/8st38V3vMTJ8hPLXCOpeYiMjsLn71eTJuIyFKmOeyLWKhY2qWlOeSmJiy9gH0WQ+LrOrx0eX1sXJYx6ty6wjT8Acvx+i6eP+bhpvMKiHfPzTuixDg3791WzI92nubBWzewImtp1RkQmZHWYNBccD584NHx22UVO8PUbcDJpI+Uu9b5DAXdr3wN3Alw0Qfg4E/hwI+deewP3+Osi279cPpl57q2KsA4VeLHcte3nE8bgJe+Agd/4owEKN4+vF12xPWZK6HHowy7zF5wSLyIiEisUoZ9Ck56uol3G0pyUigrSKPC07XQXYqq8JD4GVSKP17fCcB5RaMz7KGs+z//5k06+gZ518UrZ9HLyf3xNauxwEOvVM3pc0QWjZZKZ475eMFySFyCEwSDUwhuPMnZzpD2/k5nDnpqHuStd87t+BIEBuEDjzlzy8/sco63nnLWeo8fZxpRfJKzJaTA+Xc6xy7+4PAs/0hZq5zPVAXsIiIiMntOlXhXVLZoU8A+BSc9XazJSyPO7aKsII2Tnm6stQvdraiZVcDe4Ly8WF84OmBfnZeK22XYW93G5atz2L52boevrshK5s4LlvP/Xj9Dl3dwTp8lsii0VjrZ87iEydvmrHEy1qEAfDyhYfHb/sT5zA+2f+NRpwJ84SanuvuZncE+VA0fDj+Ry//Uyaxf+P6J22WGAnYVnZMoCBhtM9lERJYYPyYqW7RpSPwUVHi62bwiE3CWK+v0+mjq7qcgfWkUnkuKSyLJnUS7d/oB+7H6TlblJJOeNHo5uMQ4N6W5KVQ29fCXt6wfVZRuLtx54XIeP1DLsfouLls9N/PlRRaNlsqh4eyTufEfoa9t4sw2OMF4fCqs3OZ8zyoBd6JTMX7LO51jxdudwnFdDU6GPVTZfTJFF8ADT0/eLhSwa0i8zJZFwaeIiDj/HMRo0TkF7JPwDvo509rL3ReuAJyAHZxh8kslYAen8NxMis4db+gac/56yNs2F1HT1ssVa+anOFQo01/eqIBdznHWOsHyyLng41l56dTa3fZlCASGAnuX21l+zXMUNr3DORZ65jN/D73NTiAeTauvhRWXQt666N5XREREJMYoYJ/EqaYerHUKqMFQwF7p6ebKtUsnu5OVmDVp0bneAR/J8e5wprx3wEdVcw9v2zz+Um0P3rohqv2czPLMJNIS48Lrv4ucs7o9ztrqU82wT4drxGyqtTdA+rKhZxVthbhkOPKos+b7xfePvsdsFJ4PH3k+uveUc5YNLHQPRERk4Zk5mX8eDQrYJxEqMLeuwMncLstwAsL5rBRvraWh00tR5txVPs9KnDjD7h30c8UXn+fBWzfwwe2lAOw+1Yo/YGMqk22MoawgjfLGpVXJX2TaQhXic+YgYB/p1i8M/+6Oh1XboGYPvON7zneRGGU0JF5ERIDAHMw/j4bYfI2wgAIByz8+cYQjtU62+aSnG7fLUJqXAjgB4dr8VE42zV9A+OTheq750gucbeuds2dMlmGvbuml0+vjsX1nw8d2lDeRFO9iW2nsBOwA6wvTwkvxiZyz6g85n/nzO8ol7Pavwv1Pati6xLbI+YqBae7P5Jpz4b4iIhJVCthHaOru5+Fd1XztuQoA3qzrpCQnhcQ4d7hNaV4q1S1zFzyPtKeqFV/Asud065w9IzMxkzbv+Bn26pYeAA6d7Qi/ONhR3sT2NbkkxbvHvW4hrC9Mp7m7n7aegYXuisjCKX/GqfgeWgJtvuWtc7LsIrEusur5dPZncs1Sv6+IyCJlLfiticoWbQrYR2js9ALwwgkPB2vaebG8iZvOKxjWZlV2CvUdXnz++Zn4drTOyXzvq55+Ubipyk7KpmugC3/AP+b5yBcUTx9p4ExLL1XNPVy7PvaWVQrVGSjXPHY5V/V3QfWrsP7Whe6JSOwLaIv6JiKyCMXqOuyawz6Cp7MfAH/A8pEf7cUAD1y9elibVTnJ+AOW+g4vq3JS5rQ//oDlWL0TeO6rnv6ya1OVlZiFxdI50El2Uvao89WtPWSlxLMiK5nfHK4PH78uBgP2cKV4TzeXj6hO7/MH+N+PHuYDVxRzSUlsDeUXiZpTL4J/ANYpYBeZkJZ1i1nWBWYOgn/rMpiAXTT3xeWCgN6CiJzLlGEfobHLybCvyEqmqaufuy5cMarY26psJ0ivaZ37YfFVzd30DfopzknhREMn3f2+OXlOTpITvLb0tYx5vrqll5KcFG7bUsTBmnY+/9QxVuUkszovdU76MxtFmUmkJ8ZxcowM+97qNh4/UMszRxsXoGci86T8GUjMhOIrFronIiIzMhfBunPfOQiq5/C+CtZF5ofFELDR2aJNGfYRPJ39GAN/cUMZn/31Ef70ujWj2oSy6jVzWAQu5EhtJwD3XVHCF357jEM17VxVFv3l5PKTnUy5p9dDWXbZqPPVLb1csCqLD24vISMpDn/AcklJTniJt1hijKGscOxK8c8cbQDgzDzWIBCZV9ZCxbNQdpOqs4tMwVwFhiIisrjEapV4BewjeLq85KYm8EeXreItmwrJS0sc1aYoMwm3y1DT2jfn/Tla10FCnIt3XrKSL/7uGPuq2+YkYC9MKQTA0+cZdW7QH6C2vY+7LlxOelI89wWXdYtl6wrS+MPx4X8Way3PBjPr8/GyRWRBdJyF7kYovXqheyKyKJg5SoyKiIhEw5IZEl/Z1M2nHjmAd3DsomlT5enspyA9CWPMmME6QJzbRVFm0rxl2M9blk5OagLrC9LnrPBcfspQhn2k2rY+/AFL8RzP148mp1L8AK0RleKP1nVS295HVko8Z+ZhOoPIgvAccz4Lzl/YfsxSXXsf931/NzvKmwB48YSHX+4/O8lVIiIiItNnIWaHxC+ZgP2F4x6eOFjHS8Ff7maqsctLYcbYgXqkVdkpw+awn2rq5kRDdKuSBwKWN+s7OX95JgAXl2Sz/0wbgTmYJ5UUl0RGQkY4YLd26Bmng0u6lcbgfPXxrAsVnouYx/7s0QZcBt67rZgur4+O3sGF6p7I3PG86XwWbJzTx/z6UB31HdEfZdTaM8DOyhbe/Z2dvFzRzEOvVAHwz795k3984gj9vtm9lBUZJlR0Ttv8bCIiMSxWq8QvmYC9ocMpFvfcsdkVE2sMZtgnszI7mZo255fVvgE/933/df74h3uGBbqz9cOdp+noG+Tadc4Q+EtKsuny+jjZNHpudjQUpBTg6fXQN+Bn2xee54kDtQDhbHTJosqwO0u7VXiG/q52lDdxcXE2F67KAlCWXWKDtbDr23D0iakVF+pthVe+Bv5xClB6jkH6ckgevdpDtDR2evlf/+8AP3j19IzvcbSug3d861U6+pwXZz5/gM//5k0u/uff80ff20XvgI8bNxaws7KFQzXtVDb10DPgZ2fl2IUxRWbKBLTN5yYiItOzZAL2+uD66X847plxBtrnD9DS3T+1DHtOCk1d/XgH/Xz3pVPUtvdxtq2PQ2c7ZvTskU439/Clp49zw4Z83rp5GeAE7DB367EXphTi6fVwvKGT5u5+Dta0B/vSS3K8m/z0yf9eYsWyDKdSfEUww97d7+NIXSfb1+ayKsep+q957BITuhvh6c/AL+6H714HAz2j21jrbAD7fwjPfdZZZz0k4AfPcWff8yYUnDenXX69qhVgVqOKHt9fy/4z7Rysacday8d+vI//+0oVf3TZKh760KU891fX8dFr1zDgD/CPvzoCQGKca9YvZUVERERGidJweA2Jn0Bjhxe3y9DcPcDBszNbr7ylZ4CAhfyMyTPsoaBvd1Ur395xkuvW5xPvNvz2jfpJrnSGm//3jsoJK5V/+dkTxLtc/Ms7toYrsZfmppCTmjBnAXsow360zqlMX9fujCA409pDSW5KTFaEH89QpXgnoNhf3YY/YLlsdU64yr8y7BITGt5wPrfcCw2Hoe7g6DaPfhh+dKezf2qH81n10tD547+Bb10OZ3ZD04l5C9jLx1g6capermgG4ESDU1viuWMePn5DGf/yjq3cuLGQ3LRELi3JJjM5nsNnO7ioOIsbNhTw3JueqI5kEiGgbUE2EZEYYoEAJipbtC2ZgL2+w8v16/NxuwzPzzAD4+nsB6BwCpnk0FrsH3t4H3EuF5+/ezPXrMvnqcP1k/4y+fwxD//yu+P8bO+ZcdscqG7jxvMKWJY59PLAGMPFxVnsPzN3hedavC28UevcvzYYsJ9u6aUkd/EMhw9ZX5BORXBpt91VLbhdhouLs8lIiicrJX5YDQKRBdNw2Pm86pPOZ3P58PPHfwtHH3cCdM8xOLPLOV61Y6hNU/Ca5z4H/v45Lzi357QTsNd3eMND2qejsdPLiWCwf6KhO7x85U3nFQxrF+d2ceNG59itm5Zx8/mFNHR6w+1FZstYMAGjbYE2ERGZ3JII2AMBS2Onl/XL0rmkJDucuZmuxuCw+oIpZdidADbObXj4jy9jVU4Kt20porZ94mHx1lr+64WTAJz0jD0Xva1ngLoOL5uWZ4w6d3FJNqeaeoZVP4+WwpRCAjbAkUanEnNdex+BgOVMay8luYun4FzIusI0WnoGaOnu5/WqVrasyCQ10VnJsDgnRRl2iQ0NRyCrxAmy45KhuWLo3EAv/O5vILvU+f70Z8DXB4VboHY/eIOBa0fw5d+Z15zPOSw419E7yInGrnAtiIrGLn66+wz/9vTxKd8j9DN6WUYSJxo7OVLbgdtlOK9o9M+8uy5cTnK8m9u3FHHjxgJcZva1SkRERERG0pD4OdTSM4AvYCnKTOL8ogxOerpnNGTS0xXMsE9hDntBeiKffusGHvnoFVxU7Mwtv+X8QuLdhqcO14173SsnmzlU005yvHvcgP3NeueX8POLMkeduyT4rAMzzLIfq+/k6SMNvHB89PJtBSlOJquypZYEt4u23kGqWnoY8AUWZ4Y9WCn+SF0nh2o6uHx1TvjcqpwUzrZFv8K1yLQ1vAHLtoDLBXllwzPsh3/mBON3/hd21XY49SIB44brPwPWD2d2Ou3az0BSxM+L/JkH7E8cqJ2w+vve6lashQ9cUQLAsYYuvvZcOd96sZJXT07tZenLFU3kpSVy25YiKhq7OXS2nXUFaSTFu0e1vX5DAW987i2synGmBG1dmRVe6k0kGha6CJu2hf4vQEREy7rNuVCF+MKMJNYWpNE74KchmC2fjsZOL8Yw7vrrkYwx/Pn1ZWxaPvRLcmZyPNesy+e3bzSEXxh4B/28+zuv8c5vv8Z939/NH//PXooyk/jAFcVUt/Qy6B/9L9WbwTnk54+RYd+6MguXYdrF7U56urnv+7t529df5mM/3seH/2cPp0ZUmw8F7D5XO9vX5gLwWrAic0nO4sywA/zNo4cZ8Ae4LDJgz07hbFsv/jlYIk9kygZ6oOWkE7AD5K0fHrCXP+1k30uvoaPs7QC8acrwrbkR3InYUzv4hyfewNt8GtbeCIWbIXs1JKTi6fTyX89XTOu/8e5+H5/62UG+8YeTw47/fG9NuMDc7qpW4t2G27cUkZrg5qe7z+Dp6ifB7eKzvz465s+0SIGA5ZWKZq5Zl8fGonT6fQF2VrawZcXoF5Qhce6hf6quXZ/P4bPttPdGf5SRnIPswger2hS0i4hMZGkE7MHgvCgzibX5TmBZ6Rmj0vIkPF395KYmEO+e+V9LaFh8qML6rw7Wsue0U/CssdPLB7eX8JM/uZzzijLwBSzVYxSeO1rXQVFmEjmpCaPOJSe4KclNDVc/n6pPP3qIQzXt/N1tG/nm+y4GhjL5IaGA3cR1ccv5hQDsrHQyZosxw74sI4lP3byOdYVpXL46hyvW5IbPleSmMOi3VDVP/78TkajxHAPsUMCeu87Jlg96neHwp16E9W8FYyjPuYl+G8fv+zfz66OtUHw5PSde5Ce7TuPuqoXMVfCuH8C7HgLgH544wld+X84btVN/udcQzKy/EpEpr23v49OPHubd33mN/3q+godeqeKadfkkJ7hZvyydY/WdJMW7+PK7t3LS082j+86O/mN2efnX3x2n3+fnzfpOWnoGnIB9mTMKxhewbJ4gYI903fo8AnZ4H0VERERmK1Yz7HFRv+MCCP2SuSwzyRnPAFQ2dXN1cP3y8QQClu+9fIq3bS6iODeFxk4v+VNYg30ioWHxv32jngtXZfGDV0+zcVk6j//5lcOqrHf3O2son/R0U1aQNuweb9Z3cv4YczlD1hemhQs2TUVLdz8Hatr51E3r+ei1a+n3+XG7DMfru7hj61C7nKQcDG7iEjq5dl0+ALtOOdm0oszZ/b0sBGMMn7p5/ZjnbtxYQLzb8JPd1Xz27ZvmuWciQaGCc4Wbnc+8dYCF1kroOAs+L6y/FYCK3mT+ZuBL2PTluF44yd1bLyW56uusMC3E20H60laSnO/89/7CCQ/PvunM865u6QnPN5+0Ox39wWt6qW7poSQ3lb3BAnNul+Ervy9nW2k2X3vvhQBsKEznwJl2btxYwJ0XLOeLvz3G61Wt/NFlxcPu+4u9Z/nOjkq2rMikutV5SXZ1WR7pSfEY46xYN9WA/YKVWaQnxfFSeRN3bF0+pWtEJqTsrojIOc8yN8F2NCyJDHt9h5c4lyEvNZH89ETSE+OobBp7fnikn+2t4V9+d5yf760BnGW+ioPLtc1UaFj8U4freeJgLccbuvjwVaWjlkRbk+8E6SP76R30U9nUM+Zw+JD1helUt/TiHfRPqU87ypuwlnC15cQ4N2vyUjk+Yg1ll3ERZzPJTOtleVYSbpehtWeAldkpw4akLgWFGUm8fetyfr6nZkZVrmWRGuiBnhbw+xa6J04WveI5SMyErGCAmxd8wdRc7gyHj0+F0qsBON3cQ517BZ9++0Wcaurh57U5uPFzX65T7O1ARxr1HX1884WTfOaxw5QGR8WMNYpnPJFTiUKF4facbiUtMY4nP3E1n3nbRn74wGVkJMUDsCGYIb99y3KMMWxansnRutEZ/V2nnKk1T71Rx8vlzWxclk5BRpIzYignBZdhwpeUkeLcLq4uy+Ol8mZ2n2oJT4kSmSljtcXaJiIiQ5ZEFNbQ6aUwIwmXy2CMYU1B2qQBe3N3P//6O+cX3aqWHvwBy5mWXkrzZj9X+73bVlHX4eUvf3aIrJR47rpwxag2aYlxFGUmUTmi8NyJhi78ATvhL6/rCtPxByynmqY2nPuFE06Bp8iq8xuLMjjeMHpppMBgOgmJXcS5XSwLVstfjMPhp+KBq1fTM+DnZ3vGX15PlpDKP8AXV8CX18BP712YPlgLe/4vPPYn8I1L4cRTcNH7IfRCL7fM+aw7CCeehrU3QJxTU6Oq2Vle8bYtRbzv8mK+ccJ56ff+9EMAPHzMcsd/vsKXnzlBYUYSX3vvRRRlJnG6ZerTPkIrZeSnJ/JKKGCvauPikmxWZqfwsevWkpIwNDDr9i1FfOSa1eHl2DYtz6CyqWfYy8QBX4C9p9twuwx/OO5hX3Ub167PD5+/uDibrSuzSE4YXXBuPDdsLKCh08t7vruLj/xo75SvExERERlPrK7DvkSGxHuHVXZfm5/Kaydbxm1vreWfnnyT3gEfZQVpVDX1WlN9XQAAIABJREFUUNfex4A/QGkUli97y6ZlvPjg9eyuaqEkN3XMyscAZQVpnBzxYiEURI+1vFHIhmD18wpP14SZeACfP8COEx7esmkZLtfQf0Abl6Xz5KE6uryDpAezZd5BP/3edAIpzhDYFVnJ1Lb3UZKzNAP2zSsyubQkmycO1PHRa9cudHdkrlX83gl+V1wC9QcXpg9VL8FTfw0ZKyF/Pdz1DVhz/dD5hBRnLvqrX3eC+Es+HD5V3dLD6uALxc+9fRMfauqmuz6N1AZnXfYdnmRyst38/qPXsi74M6IkN2V6GfYOLxlJcdy4oYDfHqmnpbufE41d3LG1aMz2BRlJ/P3tQ2u+b1qegT9gOd4wtOzbobPt9A36eeCq1Tz0ahUA10RMV/rCPVvwBaY3Jvmei1awLCOJh3dV83pV67SuFRnGquCZiIgAFg2Jn0sNHV6KMoeGsq/NT6Oh0xueJz7SL/ad5deH6vj4Deu4dl0+Vc094SxUNAJ2gNK8VN6zrXhYobOR1uanUTliCbpTTT0kuF3hdd7HsjovlTiXoXwK89gP1LTT6fWFh8OHhIo9Rd6jprWXwGAWvf4WrLWsyHb+ThfjGuxTtXVlFlXNPTNaBlAWmZrdTrBedjP0tkD/5NNmom7Hv0F6EXxiH9z3+PBgPSR/I7jcTvG4dTcDTr2N6tahEUAJcS5+8pErSCm9BGMDBJKyeecVG3jsz64MB+vg/DyrnkaGvaHTy7LMJG46r4Aur4+P/XgfANsiVliYSGjVjMhh8TsrWzAGPn5jGQXpiSTGudhWOnS/5AR3+KXhVMW7XVy7Pp8LVmbS0Tc45elBIiMZwPi1xfImInKuW/QBu7U2PCQ+ZG1wfvjIZcsAXjvZzGd/dZTta3L5+I1lrM5PpW/Qz+5TTpamNG/+ssllBWn0DPipbR9a8/hUcw8luSm4XeO/4UmIc7E6L5UTDZMHHMeDleAvKckedjw09zRyHntVcw+BwSwGbT8d/R0sz1raQ+LB+d+7b9BPY2f/QndF5tJgH9QfglWXDc0X76gZu6214J3esolTcvoVqH4FrvoUxE9QxPGt/woPPAub7gkfquvoY8A3fASQMQZX0QUAuLKL+ee7Nw/7OQjOy7bm7gG6vFOr09AY/Fl6y/mFfOCKYvacbiPebbhg5dSK1q3MTiYj6f+z9+bhbZ1l3v/naLdlybIt77a8xNmdPWnTpOmSpqG0pQstU0qhZSkzDMtQlneGpQz78Bt4CxR4mcIUmA60dKF0paV70iZNs++LEzvxbsuWLFn7fn5/HEm2YzteIsdO8nyu67lkHT16ziN50/fc9/29NRzuHCi32dbkZH6JmXyjjq9snMPnr64bNetoohQlTUJ7veL392JHkqSfSJJ0TJKkA5IkPSNJ0vh+aAUCgUAgQPRhn1I8oRiBSHyIi3ldkfKhtnFQfXh/IMqXntjHRx7eTpFZz4MfXopaJVGbjFi9eawHg1ZF8Vm6xE+EVN/hA4N6qp9y+KktHDuiPadYaaf09b8e4GevHR91nsOn9CouOK1FXLklC5New7GuAcHe7PQjx5TPOF3+rnTv9ZRB3oVISgCJ9m4XOB17IBGDytVKX3NQ2qeNxIlX4Sd14GzK3PljEXjlm2AsghX3nHmutQ4qVgw5lEprrz794lmZ4tZObuWIS51uPOf0hXnw9ROj9krv7g9RYjYgSRLfvamem5eW8b6FJeOuL5ckiQVl5rRgd/jC7G51cdksJdPojlU2vnDN7HGtNR6KkqVQPd6pN57r9YaJjdFjXjCtvAbUy7K8GDgOfH1czxJ92M+LIRAIBOcCIdinCKNOzd/vW8fNSwfa+1QVGMnSqtO90Pe0urjuwbd5YX8nX1hfxyv3XUFRMhKVqgk90uWhusA4pM57qplfakanUaX3GYsnknWqYwvk2cU5dLiD/HlHG8/u6xh1ntMfJi9bO8zlXZIk5pWaeHJXG7f+eit7Wl2ccgTI0Si1pV3+Lm5aWsYjn7wk/R5diKRe20TShgXnIW3blduKVQMR9tEEe+s2iEfg0NMTPk2zw88XH9+L//RynDe/r9TN3/AAaCfeiSJ1QWmYKWZpUrCnXtNppMpZUoL9yV3t/Oz142xu6B02NxZP4PCFlfaYKG3cHvzwMn71keUT2uvCslyOdXmIxRP87LXjxBPysDZvmSIVYZ/qDJlILMH6Bzbxm7dPTul5BJNHluVXZVlO/eK9B1SM+8kJMc6bIRAIBBch571g16hVzCsxpwU4KPWNa2YVJNuZyXzt6QOoJIm/fnYNX9k4d0g6ZonZQFby/rlO/dZpVCwsM7OvVRHsHe4g0bicjvqfiY0LSrikOp+1dQX0eMKj1mA7fREKcvQjPvaN6+dzx6pKGnt8PPzOSU45fNhMyoWPbn83Bq2aKwe5OV+IlFmy0KlVnBKC/cKmbQcUzAZjAeQUgcYwumC3H1FuDz8z4dP87WAXz+3r5G8HuwYOtu+Cd38BKz8JC26axOaVCwF6zUDnhjR5NbDkTph344jPS/1NS3l0bEu2V3vlcPewub2+MAmZYWn1E2WZzUI4luAzf9rN4zvbuOtSG3VFU5OlkzIb7fFMbYS9qz+INxTj1RHeN8GM5JPAy6M9KEnSP0qStEuSpF3xgH/ao8dinNtouzxFgZmpWhfVef9RXSA4L0j1Yb8gI+ySJFVKkvSWJElHJUk6LEnSFzOxsbPlyrmFtDgDvHK4m+N2H5+5ahaLR6jDVKmkdNQqEy3dJsrSSgsHO/qJxROcTEbRasaREr+gzMyTn7mMq+YUEYzG8Y5isOf0RYalw6dYZsvjezfXc8vSct481sMJu49ZBcXoVDq6/RfHB1O1SqIyP4tmkRJ/4SLLSoS98lLlviRBbsUZBPthUOuh5wj0NkzoVIc6lPKWZ/cOynppfAOQYMN3J7F5hZa+ALb87OEZQCoV3PoQVK8d8XlGvYZCk54Wp59oPMGuZsWr4/Wj9mHp3al+5sMuCkyQ99eX8pVr57CpoZdsrZovZjAF/nTysnVoVBL2Ka5hb+tTfEYOdPTT549M6bkEoyNJ0uuSJB0aYdw8aM43gRjw6GjryLL8W1mWV8qyvFKdfeFmkAlGRkpMjcnsVK3LBLtoCASCySPLUkZGpsnEZbsY8BVZlucDq4HPSZK0YIznTDlXzVFc0f/9ucOoVRLX15eMOjcV0c6UQ/xEWFppIRiN02D3cirZV308EfYU6RrOUVJCHf4w1lEi7CluXFxKKJrA6Y9QazVRYiyhy991xudkClmWaehr4N2Od2n3tp+Tc55OjdVIs2P8ra8E5xn2QxDsg6rLBo5ZbIpgl2VwtQwcD7rB0w4rPg5IcPjZCZ3qYEc/KkmJZHf1J80kuw9AwSwwnLkF45noSbq3T4bqgmwae3wcaHcTiMS5aUkZrkCUnc2uIfNSPdgne54UapXEF66ZzctfXMfj/7R61AyfTKBSSRSZ9KP+/csU7S7l74Msw5ZGx5SeSzA6sixvkGW5foTxHIAkSfcANwJ3yeNt/SFq2M/bIRAIBBcLZy3YZVnukmV5T/JrL3AUKD/bdc8WW0E2NVYjPd4w62Zbz/ihsWYaBfuySsW9fV+bm5MOH2aDhvxRIuIjkarhHC0lVEmJP/N6q6rz06ml1VYjpcbScybYX299ndtfuJ1/ev2fuPfVe4knzn0Pl6oCIy19fhJTdXVcML00vanczlo/cCwl2Pc9Br9YCv3JiHjPUeW27hqwrYaGv437NO5AhHZXkA+tqESW4fl9ncoDXQegZPFZvQS7JzzpVPUrZheyp9XNz18/AcC/vX8eeo1qWFp8KsJ+tinxKWYXm9Jt3qaSIrNhyk3n2lwB1CqJ3Cwtbx8fXv8vmH4kSboO+DfgJlmWJ3QFdrqFpxhCtAsEgplBAikjI9NktDBGkqRqYBmwfYTH0jVjvb3n5gNPqv76piVlZ5y3oioPo06dbnV2LqnMzyLfqGNvq5tTDj81hTlI0vi/0akIu32ED6yRWIL+YJQC45kjXCqVxA2LlPeoxmqk2Fh8zlLiT/WfAuC+5ffR4etgU/umc3LewVRbjYSiiRHfQ8EFQOMbULQAzIP+DlhsEHDA9odATgy0eOs5rNwWLVAEu/0wxMYXvT3UoTijf2BJGUsrLTyxs424vw/6W6F08oI9npDp9YXTF9UmyqevqMWWn807JxzMKzFRbsni8jormxp6hszr9oTRqqVRS2hmKucmwh6kzGLg8jor75zoHdUzRDCt/AowAa9JkrRPkqSHpntDAoFAIDh/kOWLwCVekqQc4GngPlmWPac/PrhmrLDw3BiZ3bGqkg3zi3nfwtHT4QGunlfEvm9vnFBkO1NIksSaWQU8s7eD3S2uCaXDw0A0rMcTps8f4b/fPkk8GSl2BZIt3caIsAN8al0N/3hFLfNKTJQaS+kN9hJNjK9389lg99ux6C3cs/AeSo2lPHb0sSk/5+nUiNZuFy6RgOL6Pji6DgOt3boPKLf+5EVE+xHQ5yo17iWLlVZwqaj7GBxM1q8vLDPzT1fUctLhZ8uWZHR/UIT9tSP2IX3DEwmZH718NF3/fjp9/gjxhDzpyLdBq+a7Ny8ESLdXW1WTT7MzgNOnGFY+t6+Dt471UGQynNNOGZmg2GyY8ottbX0BKvOyuXJOIXZPeEifecHMQJblOlmWK2VZXpocnxnfE5l+53MxhHu8QCAQnIGMCHZJkrQoYv1RWZb/mok1M8H8UjMP37MSo14z5lytevpcOP/jg4vYuKCYUDTB7OKJuSnn6DUYdWrsnjBP727nhy8dZWfSWMrhU0SBdRyCvdySxTeun49GraLUWEpCTtAbmPpIUk+gh+LsYjQqDXfMvYMd3Ts44Toxpec8nWpr0klb1LFfeLS8q7RoO12wn9633J+sS+45AkXzQZKgdIlyLCXqx+BQZz8VeVnkGXVcV1/CovJcDux8R3kwuVZbX4BP/+8u7n/2YPp5z+3v4DebT/L8/s4R103VlheZJl8LfvXcIh766Ar++apZACy3KaU4e1vdPLWrnS8+vo9eX5iPXGqb9DmmiyKTHncgSjg2deU07a4gFXlZXDO/CJUEfz90cZhyXgxIgCSLcSEMgUAgOFsuWNM5Scnf/h1wVJbln579li4+zAYtv75rOY99+lI+vqZ6ws8vSkaYjnV7AdicrLF0+lIR9ol90C81lgLw8z0/Z8NTG/BEpi6aZA/YKcpWDAJvm30berWex45NLMp+/5b7+ermr056D2W5WZj0Gg53jhzhFJzHNL2hOL5XrRl6PNW3vHK1cut3KLlQPUegOOmZmVcDOpNSgz4ODnX0s6hcqdmWJIn/8765VIRPEDAUgdEKwKtH7AC8ctjOoY5+QtE4//eV48CAsdnppOqzi86ytvy6+pK058Xiilw0Kok9rS5ePtRFZX4Wu765gc9dXXdW55gOBmcZTQWhaJweb5jKvGwKcvSsri3gpYNdIi1eIBAIBIILigu4rRuwFvgYsD5ZN7ZPkqTrM7DuRYWSGm8lWzd2NsDpFJn09HrCHOtWhPXmhqRg9ysfYCdak1piVEoIXj71Mj3BHlr6W8Z4xuSxB+wUG4sBsBgs3Fh7Iy82vUh/eLh4lmWZ5xqf47nG59LHWj2tPN/0PDu7d477nK80v4Iz6EzfV6kkltos7Gl1n8UrEcw4ZBkaXoKadaDNGvpYTjHU3wZXf0NJgff3QtAFoX6lXzsoLdNK6scVYQ9F47Q4A8wrGXCCXzfbylJNK03qWeljrx7upsZqxGzQ8B8vHeVbzx6iwx3EmqOj3RUcce2UEM2UGRwoafILysxsbXSwtcnJtfNLzrtU+BSFqU4ZU9TarcMdBBlMDT66T/Vz/aJSTjr86QukgvOf6TZOEyOzQyAQCC40MuESv0WWZUmW5cWDasdeysTmBOOjyGygwx3kRI8Po07NkS4PPd7Q5CPsOaUY1Abm5c8DFFE9FUTiEfpCfRRnF6eP3TnvTkLxEH89MbSyIhANcN9b93H/1vu5f+v9vN3+NgB/OvonZGT6Qn14I2N/gPZGvHx181f57YHfDjm+zJZHQ7cH3yj97AXnId0HwdUM8z8w/DGVCm7/PdReCcYCxYDOk3SKzx3U5KJkMXQfgsHdC+IxeON7yvEkqd7cRYOM4SS/gyq5gx0hJf3e6Quzs7mPDywu5R+vqOXdJid/2dPOh1ZUcO2CEjpGEez2pGAvzHB7tOW2PPa39xOJJdiwoCija081sizj6lY8J4rH6JRxtrT1BbAkJPwHXOx/o433LSxBJcHfDpybThqCKUaefoEphhDtAoFgZnDBpsQLpp9ik54Od5BILMGdl9gAeOe4A4cvglYtYTZMLGqfpcnipQ++xH9t+C+AKXOM7wkoLtWDBfvc/LmsLF7J48ceH9Li7fGGx3mz7U2+vOLLzM+fz9ff+TpPNjzJs43PUpilmBi2edvGPGdfSKnv39KxZcjx5TYLCRkOtIko+3mDLMPRF5XI+EgcfR4kFcy78czrGAuVCLsnWUNuHiTYSxdD1A99JweOvfEdeOcBpSVckpRgz8selM2y94+oSPDnwEo63EHeONZDQoaNC0v4zJWzePTeS9n7rWv5yYeWUJGXhdMfIRAZfsHI7g1RYNSh02T2z/UymwWA3Cwtq6rzM7r2VHNkSyePfWc77p5A+iLJVEXY211BKmPKe992pI+CbC1rZln51VuNXPHjt3h8R+uUnFcgEAgEAsG5Q+YicIkXTB+DU2VvWVaONUfPpuO9OH1hCoz6CbWJS1GYXUiBoQCdSnfGCHubt41ofHJu8ql1UynxKT44+4N0+jtpdDemj73e8jr1BfV8ov4TPHDVA+jUOr7/3vcJx8N8acWXAGj1jv3BOSXYW72ttHgGUv2XVSomXHtaRxF/grMjFoFoMgLauh0eWqekn0+WeBSe/Sw8cRdsfXDkOUeeh6q16frxUcm2gt85EGEf3P4t5e7etX9gzXd/qXztHDBHTAn2dEeGRBx2/wFf6WU0yhXsau7j+X2dlFuyWFhmRqNWsbbOiiUp8CvylJT9DleQ3205xQ//diS9do8nROFZGM6NRsp47uq5hdNqujlRZFnm4Gble+Xs8JGfrVzMGM0D4GxpcwWwJdQAhAMx7M1eHvzwUu6/YT4LSs3jMjUVzGymOxoshoi0CwQCwZkQnzQuAFIRJrVKYnZxDhvmF/HC/k4WVeSOq6XbaEiSRLGxGLt/ZMHuDrm55dlb+OLyL3L3wrsnvH5q3cERdlCi7AAn+08yN38u3f5uDjoO8sXlXwSg0lTJq7e/ijPoJC7HydMrwqPNM44Ie7Av/fWWji1UmZX2XrnZWuqKckQd+1Tx1MeVfuT/uBm2/FSpC+85BrZLJ7feS1+F/Y+BLgc69gx/vLcBHA2w6t6x1zJaoX2nEmGX1Ep9e4rCeaAxQMduWHS7cnGgcD4UzAL7QEp8qoViOsLe+Dq4W8m65rtkd6j547YWdrW4+Nr75414Aa0iT+lU0O4K8uj2FtpdQb6ycS4GrZoebzij9esD58ziqxvncO2CM7e9nE7ajvVRWGHCkKPFbQ8Q8keRJAlnuw8Atz2ASiVRU2Dk1BR1eWh3BamKqymfa6HzuJvWw04unVXLvetquXfdlJxScI4Rwk4gEAgEyEry5kzk/AmrCEYl5fw8q9CIXqPmthUV+CNx3jvZN+H69dMpMZaMGmHf3bObSCLCYefhSa09Uko8QLW5GpWkosndBMAbrW8AsMG2IT1Hq9JSYiyhPKecbG02hVmF44qwO0OK2ZxZZ+adjneGPLbcZmFPq0u4P2eargPQ8Delpvydn8LxV5Tj/WNfYBkRv1NJR1/5SVj0IejcN/wvbHPyezvnfWOvZyyEgBP628FUAir1wGMaHVSsguYtEPZB516Y+34oXgiulnTWQNovImXweOAJMBahXvABltks7GpxYTZouGuUtmmVyQj7oY5+Tvb6icQS7G5Rsj3snhDF5sxH2CVJ4vPrZzO3xJTxtTNBJBTjhQf38c5Tx5FlmZd/c5Cnf7yb135/GI1erYj4bkWk11iNnHL4pmQfrt4gxhjULCmkuCaXlkPOsZ8kEAgEAoHgvCOBlJGRaYRgvwBIRdhTDtUrq/KoLlAidtYJOsSfTnF28eiC3b4bIC2sJ4o9YMeoNZKjG9p7XqfWUWmq5GS/Ujf8Rusb1FnqqM6tHnWtSlMlrZ7xp8S/v+b97OrehT/qTz+23JaHOxDlpMM/2tMFk2Hrg0p7tML58NYPIBVhdk+y9nf/n5Xe6qvuhbJlEO4fWmMO0HNUcX+3jCyQh2C0ghxXIuaD0+FTVF+uXGw48aoyr3otWOcAcvq8rkAElaTUgwPK8ZJFoNayIpl6/vE11ZgM2hG3YM3Ro9Oo+NvBASOzrY0O4gmZ3imKsM90+nuCyDI07uyh4b1u+jr9FNpM9PcGmbOyiIJyIy57UrAXGmntCxCLZy5U2tvm5fHv76CsVamNL5ttoao+n95WLwFPJGPnEUwzMpAQ46IYAoFAcJ4iBPsFQGmuAYNWxZJKxURKkiRuX1EBcFYp8TAg2BPy8P92u7p3AUrqeiwxcXd1e8A+LLqeoia3hlP9p3CH3Oy272a9bf0Z17KZbeM2nTPpTNw862bC8TC/3PvL9GPLq5J17C2ijn3S9J2Cl/4Vtvx84P7hv8LKj8OGbyvH5t0AWXmTi7DLMuz+H6i4RIlyly1Tjnfuhb2Pwru/Uu73HIWi+QMXB86EsXDgOYMEezrTovpyQFaM5iQ1VF4K1mTrN4fSQ93pj5CXrRtojdbfkXabv2FxGetmW/nE2ppRt6BSSVRYsjjW7UUlwfxSM+82OXH6wiTks+/Bfj7iTorxRELmrT8dI8us47b/s4Kbv7SMtbfPxlJsxG0PIMsyNVYj0bistGDLEI27enB2+Kjxg6yRKCjPoWKeYs7XeUKUzlwoSEx/nbUY524IBALBaMgIl3jBFJKt0/Dal67kY6ur0sduW1GBTq2iMj/7rNYuNhYTS8TSkekU3oiXBlcDFTkVRBPRcaWjn47dP7pgn5U7i2ZPM1s6t5CQE6wrP3OxqM1kozfYSyB65jrWvlAfBYYCFhUu4s55d/LY0cfYY1dqoOsKczAZNEPq2JvcTXzhzS+Mq2XcRU/HbvjlCtjxG3jrh4p7+55HAAlWfxbmXAcbfwjXfAdyK8E9CcHeuk0xe1v5CeV+0XxQ6+HkW/Dyv8Hm/1QM33qOKI+Nh5QpXSI2xCH+W88d4tP/uwvKVyrnsB+CsqWgN0FBnTLJoRjPufwR8lLZLLEw+HvArFw0m1ti4o+funTg8VEoT6bFzy0xc+38Ig60u2nsVdK8i6bAdG6m4+5RfpdtC/JJxGUWXVmOWquiYm4euiwNecXZhAMxgt4oNVYjwJDsmL5OP9FIfMS1BxP0Rtjx4ile+OV+IqGBC4+dJ9zkV+bwSlYE/SUFqFQShTYTGp2KzkYh2AUCgUAguLDIjEO8cIkXjEplfvaQtk+luVm88ZUr+fAq21mtmxLUdr+d5v5mQjGlZndvz14ScoI75t4BTC4t3h6wU5Q9cv/nWkstsUSMJxuexKQzUW+tP+NaNrPyOseKsveF+sg3KFGy+5bfR1lOGT/e+WNAiXIus+Wxd5BT/Ob2zWxq28SLJ18c9+u6aGl5V0kZv/0PSsr64Wdg/xNQt0GJXEsSrPk8WOuUVPXJRNibk+34Uq3a1Fol9XzvoxDxQtgDTW8qFwvGK9izB7nID4qwv3Wsl4Pt/aA1QMVK5WDVWuVWZ1QEufMEuNvQ9zeRnxLkqfZwg/u5j4OU8dwym4U1dVYSMvzn3xsALsqUeLc9QE6+ntW3zKJstoX6K4a+n5aS7PS8lGA/1asI9qPvdvLn729n/xtn/hlLxBM8+R872fniKVoPO3EkzexikTg9LR6MFUYO6ONULleyMNQaFcU1uXQJwX7hIIOUkMW4iIZAIBCcbwjBfgFzuoifDKmWa3t79nLrc7fy6Vc/jT/qZ0vHFjQqDbfU3YKERKOrcYyVhhKKhXAEHcNauqWYlTsrfd7VpavRqM7c0MBmGqdgDw4I9mxtNnfMvYPDzsN0+JQ2UcttFhrsXrwhpVVdqvXbU8efEmZ0Y+HpBK0RFt4KBbPhzR+AtxOW3jl8bm6lYvI20fe0a78S3TaYB46VLQNkKF2q3N/5sHI7TsEe1A30IJdNimDv9YbpcAdx+sMkEnIyLZ6BW1DS4jv3wf9czxecPyQ/+zTBbp6oYFci7MtteSyzWSi3ZHGyx8cym4W6opwxnn3h4bYHsBRlU2gzcetXlpNlGpqhkFc8INgLjDpMBg2nHH5O7LLz5h+PgQyu7jP7UfjcYXyuMIuuVL5XXoeSUm8/5SERl5GtSmbD4AsmZbMtONp9hAOTa2cpmHlMd5q2GNMzBAKB4HRkOTMj0wjBLjgjqQj7I0ceISbHOOg4yMa/bOTPx/7M5eWXYzFYqDRVcsJ9YoyVhvLI4UeIy3EuK71sxMdrcgfqfdeWrR1zvUpTJTB2L/bBEXaAa2zXAPBm65uAIpZkGfa3KT3Cm/ubkZA44TrBzu6dvND0As81PsfB3oNj7umiw9MxEElf/A+K87rBAnPeP3xubgVEfEokfCJ07hsQ5ilsq5Xb9/8Ycm0DLvRFC8a15Pfe6E5/fcSvOKYfaFciqNG4TH8wCkvuVEb1oNIM6xyldZy7lbJEF/nGpKFcup/7xAT7glIzWrXEpTX56DVqtvzb1Rz87vt45rNrybnIen3Lsoy7J5gW5SORk29ArVHhsgeQJIlaq5FTDj8H32onr8RISa0ZT2/ojOfxOpXHbQsLAPAk73c2ukECj0n5F1mSO0iw1+WCDF1N/Wf1GgUCgUAgEMwsRA274Lwk35CPRqWh29/NqpJV/PiKH1OeU843L/0mD1z5AAB1lroJpcTb/Xb2XDz/AAAgAElEQVR+d+h3XFt1LStLVo44J1ubTYlR6Q+9tnxswZ6jyyHfkJ92iv/1vl/zg/d+MGROLBHDHXaTnzUg2G1mG3WWunTruKU2C5IEe5Jp8a3eVjZUbSBLk8W9r97LN7Z8g/u33s9HXvpIOiovSOLpHEgDX/Sh5O3tSkr56ViUCywTSov3O8DTDqVLhh5f+EH4/G6lp3vVGkBWjOSM1hGXGczLB7v48+4uAmolYv90k3JZdH/7gBjr9YUhvwZufQh0gwRk0nhOzq0gizAVumQ0t79duZ1gSvxVcwvZ8Y0Nad+Jkfq1XywEvVEiwRi5ZxDsKpVEblFW2pyuxmrkVK8fR7uPijkW8kqNeBxnNqFLCXZLSTbZubr0/c4TbgrKcugNRVFJUDioPWZxbS4qlSTS4i8gpjvSK8b0DYFAIDgfuLjCNoIJo5JUFGcX0+Hr4KZZN7GxeiMbqzcOmTPLMovN7ZuJxCPo1GO70v/X/v8inojz5RVfPuO8+fnzMevMaeE+FjbTgFP8ay2v4Yl4uH/1/enH3WE3MvKQCDvAett6Hj74cDr6Prsohz2tLnwRH46gg4UFC6m31rPXvpe7F96NO+zmy5u+zEn3ScpzJibKLmg8nVB7lfJ1fg3c/TyULh55bm5SsLvbhgvw0ejar9yWnRZhV6mUuniAqsvgwOPjSof3h2N894UjLCwzkyWVkHB6efJYhC+Fouxvc6OSICEr6fFzikfoVb7wVgh78Btt5Dx/LxVSr3Lc06FkFuiM43tdSSRJGtOY7mIhZThnOYNgBygoM9Jx3E0iIVNjzWHT7i6iYQObevq5fk4RAU+EaDiOVq8e8fkeRxAkMOUZMBcY8DhDJOIJuk/2M/+yUvZ4Qlhz9GjUA9e2tTo1hVUmOo4LwX4hIMmgGtubUCAQCAQXOEo6+8wMlogIu2BMirOLydJksbFq44iPLy1aSlyO82zjs2OulZATvNX2FhuqNlBhqjjj3O+u+S4PbXho3Pu0mW20eluJJ+K0eFroDfQSjQ/Umaac7k8X7NfYriEhJ9jUtgmAReUWDnd6aPEq9evV5mo+Wf9JfnnNL1lVsoplRUorsfG0kbtg6W2AZz+nOKIDxGPg7R7ax7z2SqV920ik+qNPJMLetU+5LRnlIgAMmMIl0+H7A1F6veERp/7yzUa6PSG+d3M9ktFKPLsQX1TF/2xt5kC7mxXJNn+jPR+jFdZ9BVd2tbItuSf5mjqUlH/BpElFzS1FZxbsNUsLCXgidJ1ws7gyl6K48o92h8tLrlXxBDhTlN3rDGHM1aPWqjAVZOF1BnF1B4hFEhTX5tLtCQ9Jh09hW5CPvdkj+rFfIEy3CZoYM2OcLbJqij7oq8RHdYHgXCFc4gXnLZ+o/wTfvPSbZGtH/vC8rnwdl5Zcys93/xxH0AEoPdpv+OsNeCKeIXOPu47TF+pjTdmaMc+bZ8ijMLtw3PusNFXS7e/mZP9JookoMjLdgYH65NEE+/z8+VTkVPD3U38HYF6JiV5vmCO9J4EBB/oUBYYCsjRZF69gl2V4/l9g35+gO1nL7+9RHOIHC/YzkV0AmqyB9PEzYT8Mx19V6tfzaiDLMvrcgjq4/Euw9C5Aac320Ye3D5sWjMT5/ZZTfHBZuSLMbZeimXUl1y8q4YHXjuMKRLlmvuLf4PCNItiT9KiUTgfWmF054Gkf//sgGJH+ngAqtYSp4Mzu+NWLrGj0ak7ssnPVnEK+ftksZAlORiOYrMpzzyTYPc4Q5uQ5TAUGfH1h7M3K36zCShP2/tCIDv21ywpBhuYDjsm+RIFAcIGRCdE/IgmRuy8QXOwIwS4Yk6sqr+LmuptHfVySJO5ffT+heIif7vopAH9v/jut3lYa+hqGzN3WuQ2A1aWrM77PlFP82+1vp491+brSX/cFFcFeYCgYtv/ra69ne/d2HEEHc0qU9Od9XSeQkNKGdoPn20y2SfWevyA49DS0vad83XdKue2foNGaJClRaPc43sNXvgGPfQiOvTh2+rwkwYbvpFPxW/oCNNi9tPUFhkxr7PERiSe4dkGyS8GG7yDd9jA//YelrJml/Hysm21Fr1GNHmFP4ojqcck55IaTP2v9HRM2nBMMEI8maDnkxFKcjWqMiJVWr6ZmsZWmPb0kEjJ+exDJrCUQT6DNVcoLPI7Rjee8zlBa2JsLDCQSMs0HHGj0aiwl2XR7QpSMINgLynMwFRg4ua/3LF6pYEYggxQXQ4yBIRAILl6ES7zggqY6t5rbZt/Gqy2vEogG2N6lRDVTbdFSvNf1HrW5taO2czsbUpHwwYK909+Z/nq0CDvADTU3kJATvNL8CvOSgv2E6xSlxlIMmuEf2CtNlWmDu4uKaBBe+3corlfuu5KCfTLO6BYbuFvGnudoBEsVqLQw6+oJbdeZjI5vPj5UWDXYvQDMPq023aBV8/A9K/nDx1exsCyXQpN+TMHe54/QLlsxBjuU9yfYN2HDOcEAW59uxNnh59Kbasc1f/aqYkL+KK2H+3C0eTEUKr+vfjmBzqCmv3fkCHsinsDnDmMuUFLnU7etR/oorMghEk/QH4yOmBIvSRK1SwtpO9ZHJBSbzMsUzCCm2/hMjJk3BALBxYlwiRdc8FxbdS3heJhnGp+h2dMMKG3RUoTjYXbbd3NZ2cit3M6WVCR8X+8+zDozEtLQCHuoD7Wkxqw3D3turaWWefnzeLHpRTRaP+YsFV3+VvJ0ZVz387eV1l6Dz2WupMPXQTxxkV2O3/2IIs6v+5EizvtOKsfTvccnkApeOBccJ+BM72E0qKSYL/0IfL0dlt8z7uVlWU6ns799mmA/YfeiU6uoLhhe5pGt03D1vGSae45ecYlPsrulj7caeobMVwR7ITpf+6D3QdSwT4b2BhcHN7Wz5JpKapeOrxzGNj+fnHw9b/7vUfz9EcxlyvfU6Y9gLswaNSXe5wojJ+R02n3qNh5NYLWZ6O5XIvMjpcQD1C61kojJtB7um9BrFAgEAoFAMPOQyYxYF4JdMKNZXrwci97Cr/f9GoAsTdaQCPu+nn2E4+FRe6+fLbn6XHL1uSTkBLPzZmPNsg6LsOcZ8lBJI//Y31BzA4ech7jqyauQqr5Df7wVV38ux7q97G0d2i/cZrIRTUSxB+xT8lpmJNEgbPkZVF0ONVdAfu1ASrynQ6lJH81kbiSKF0I0AK7m0eekHsufBRodTKDVmT8SJxRNoFVLvNvkJBIbCJsct3upLTQOcf8eidMj7N985hBff/rgkDl9/gjdqmJU7rYBEz0RYZ8UJ3bZ0erVrL5lfNF1ALVWxU3/sjT9o1FYqVyQ6/NHyLUOF+yOdi9P/HBHui1bWrDnDwjzIpuJbo8i2EdKiQcomWXBbDXg7z9zBoZghiPDdJudiTFzh0AgEMwEhGAXZAyNSsOVFVfiiXjI1eeypmxNOtIOsKdnDxISy4uXT9keUnXstbm1lOaUpiPs/eF+9vTsoTBr9Kjdh+d9mB+t+xFfv+TrlOtWkogbae1QhNfhzqHmeanzXFR17LsfAV83XPU15X5e9dAIu7lsQoI65eSO/dDoc5xNym3B+AVcCkdSaK+fV4QvHGPPoIsux+2+kVu1nUahSZ+O0rc6Axzr9tLtCaVT7QFc/ggubSnEgnA42Skhr2bC+73YkRMyLQcc2Bbko9GO3IZtNPJKjNx83zIWrCujeo5y0cjpj2C2ZuFxhJAHffDuauzH0eZjy18aAdKmc2qtinCy0am+0EBTrw+A8rysEc+pUkl89HuXsWR95YT2KphZSEx/+rUYM3sIBIKLBzlDI9MIwS7IKOtt6wG4pOQSanJraPe2E0soNZ6HHIeoza3FpBtbKE2WVB17TW4NZcYyOv2d9If7+dQrn6Ld287nl31+1OcaNAZurL2Rj8z/CHfW/iu+E18n6F6ATq3iUEf/kLmp9PuLxilelmHnw1B5KdSsU47l1yru8GHfgGCfCIXzQFKB/cjoc1IXBPInIdiTovqmJeVo1RJvHFWyIXzhGB3uIHNLxiHYc/Q4/RFi8QSvHhnoODD4Ak5jr49ITjIFfvcfYP4HwCJE3ETpbfPi749Qvdg6qecXlOdw9V3zKLQoArwvmRIfjym16il8LuXrkC8KEuTkDUTQPWqZKDIHvQFeP2KnMj9rxLKJFNJUtXESCAQCgUBwbpFnbg27JuMrCi5q1pStYU7eHK6vuR5f1EdMjtHh68BmsnHIcYh15eum9PyDI+y9wV7eaH2DRw4/wnHXcR7a8BBrysduJwcwNxl9Lc01sMxm4WBHP7F4gi/8eS/xhMwyWy46lY42z0Ui2LsPgPMEXPbzgWP5ySiy65Qi2KvXTmxNXbaS6n6mCHtfE2TlTyzVPonDp/TIrirI5orZhbx4oIuvv38+J1KGc0U5Y65RaNIjy4r4ey0p4Nr6ghzq7OeKOYW4/BEOdvTzodVzYC+ABFd9Y8J7FcCpAw4kCarqC8aefAaydWr0GhV9/gjFixQvgrYjfSy4XLmg5HOHyDJpicdkdAY1ao1y3ToWT3BMipGrkzh+pJutjU4+dlkV0kSyRgTnH7JIfRYIBALBzEYIdkFGMWgMPH3T04BSsw6KU7xGpaEv1Mci66IpPX+9tR6D2sDc/Lm0eduIJqI8fuxx1pavHbdYB5hbYkKjkrhpaRmWLB0vHezmhQOdvHyoG2uOnleP2Jm3suziSYk/+BSoNLBgUHu/VNS75xh4O8FUOvF1ixdA14HRH3c2QcGsia/LQIS90KTnpqVlvHGsh53NfbQ4lRZv44mwW3P0gJJCv7O5j89dXcczezvSEfZ3m5zIMtQvXAT71LDwFuU1CSZM8wEHJbW5ZJl0Z7WOJEkUGHU4fRGsFTmYC7No2tOTFux+VxhLUTZLNlQS9g84vNu9Yd4zxNCqJaIHlWyK9y0sOau9CM4PRNqzQCAQCICpyWfPACIlXjBlVJurAcUp/qBDMeqqL6yf0nOuK1/H5js2Y82yUpajfED3Rr3cNvu2Ca2Tm6Xl2c+t5Usb5rCwTDGx+s+XGygw6nj4npUA5GkrOOw8TEK+wD/tJRJw6K9QtwGyB7XES9Vpv/UDSMRg1vqJr11crxjLhX1Dj7fvgrBXSYmfRDo8DAj2fKOODfOLydKqeX5/J0e6PBi0KirzRk91TlFoUgT7A681kJBh44IS6styOZwskdjS2ItJr2FRTTnc8wLc+LNJ7fViJxqO42jzUblgeMvFyZCfo6PPH0aSJOqWF9J+zEXIr3R68LnDGPP0zFpWlBbxAF1uxZzu2gVKy8kCo44VVRPP7BAIBAKBQHB+cq5S4iVJMkiStEOSpP2SJB2WJOm7Z5ovBLtgyrAYLOTqc2nxtHCo9xA6lY45eXOm9JySJJGtVYRYqVGJ+OYb8rmy4soJr1VfnotBq04L9m5PiFuWladTqUvUl9Dt72ZH944M7X6G0rZdcYGvv33ocYMZsq2K4J61fqC2fSIULwRk6D02cCzogt9thCfvVs6bP/kIe162Fq1ahVGvYcOCYp7c1cb/vNvMyqp8VOOoPy5KCva9rW7uWFnJoopc6svNNDsDeENR3j7u4LJZBYrbfPVaMOROaq8XO/5kjbnZOrLB20TJN+rp8yslEbOWF5FIyJza70CWZfyuMEaLfthzOpKC/Y5VSlnNNfOLUIsa9QsfGYjLYogxsSEQCARnRxhYL8vyEmApcJ0kSatHmyxS4gVTSpW5ih3dO9CpdcwvmI9WpT1n5y7PKUer0nJL3S1o1ZM/b0GOnrJcA539IW5fUYFRr6HIpEcK1GPSmXjmxDOsLh31d+z8p2OXclt3zfDH8msg4IBr/n1ya6ec4rsPQoWSuUDnPpDj0PSmcn+yKfHeSDqlHeDuy6rY0+LiQysr+OTl43NxLzTp0agkllRa+N4tCwFYWKaI8se2t9LhDvKZKyeXASAYwOtSWqjljCCkJ0OBUcfJpMt7oc2EKd9A094eapZYiUUTI56n063sYUVVHr+4cxkrRXT9okHUsAsEAoEAFI/lc3MeWQZS6aXa5Bj17EKwC6aUexbcw/1b7ycYC/LR+R89p+fO1mbzxI1PUGWuOuu1Lptlpa0vwPxSJdpeYzXS6oxy/bLrebbxWX574LccdBzkx1f8mCxNZqKEMwZn0vgte4R05eV3w6xroGzZ5Na2VIGxEFq2wspPKMc69yq3ZcuUr/Mn1yLN4QtTkDNQD72qOp+tX5tY2r5Bq+bxf1zN7GITeo3SamxhufIz8KOXj5GlVXPV3KJJ7U8wgD/p3G7My4xgzzfq0hF2SZKwLcznxK4efKkLA3kGtp904vBFuGGxkonT1R8kN0tLjl7DTUsm2PFAIBAIBALBeY0MmXR4t0qStGvQ/d/KsvzbwRMkSVIDu4E64P/Jsrx9tMWEYBdMKRurN7K4cDF/PvZnbq279Zyff3be7Iys8+PbF5MYdNmtxmrk9aN2vlN3C080PMEv9/4SgIa+BpYWLc3IOWcMzkYoqBv5seV3n93aKhXUXQvHX4ZEHFRqRaTn1cA//BH2/C+ULJnU0k5/JF3OcDasrB56oaLIZOD/++AiVCqJtXVWyi0X2AWaaSDVai1TEfZ8o45AJE4oGsegVRMxa4kEY3SecANgtOj57lvH2NncxxVzrJgMWjrdQUpzDWOsLLjgkIXpnEAgEAgyjkOW5ZVnmiDLchxYKkmSBXhGkqR6WZZHbJ0kBLtgyikxlvClFV+a7m2cFWqVhJqBq27VViMOX4RK4xy+tfpbaFQavv3ut2n1tl6Agr0Jaq+auvVnXwv7H4P2nWBbraTEV6xUepmv/+akl3V4w0NS4jPJhy+xTcm6Fys+dxhDjhaNTp2R9QqMSmaF0x+h3JLFM8091AMn9zkAyMnT0+EKEoomeOlgF3esstHhDomLLxchEiCJmmSBQCAQyMAU9FAf87Sy7JYkaRNwHTCiYBemcwLBJKixGgFocQb4h7n/wAdqP4BKUtHqucDavIV9Ssu2SdaRj4tZ60FSw/FXwO+A/tbJp9gnCUXjeMOxtMu7YGbjd4XIyVA6PCgRdoA+n5IW3xgJE0NWIuwSZJm1aZO5v+xuB5SU+DIh2AUCgUAguGiR5cyMsZAkqTAZWUeSpCxgA3BstPkiwi4QTIKUYD/l8LO4woJWraXUWHrhCfa+k8rtaCnxmSDLArbL4MSrULVWOTZJwS7LMv+7rQVbgdIpwJpzdj29BecGryuMKYOCPeVd4PCHkWWZzv4QPWoNZXGZbLOOvmCUcCxBZX4WO5tdHO7sxx2ICsF+MSIL0zmBQCAQnHNKgUeSdewq4ElZll8cbbIQ7ALBJLDlZyNJimBPHzPZaPUOCPajXR4efucUP7y1HoM2M6m+5xxno3I7lYIdYM5GeO3f4Y1kG8rSydWtH+zo59vPH0avUZKHCowiwn4+4HeFKanNXEu8/OT3vc8XwROM4Y/E6VarKIur0unwAP98ZR3feu4QX3lyPwBlFlHDfvEhC8EuEAgEAoVz5xJ/ABh3dEqkxAsEk8CgVVOWmzVUsJtttHpakWUZXzjGP/9pN0/vaef1o/Zp3OlZ4mxSbvOnuHXZyk/B4g8r7d0K5yk93pO80PQCjxx+ZFzLPLu3E61aQkqWIFlFSvyMJxaJE/JHM2Y4B4NS4v2RdOp7t1pxFjNa9Oljy6ss/Odtizlu9wKICLtAIBAIBBctErKcmZFpRIRdIJgktYVGGnt86fs2kw1v1Etf0MX3nm+htS+ASa/hd/v+TBdmPr3409O420nibARzBeiyp/Y8+hz44G/giq+CNHAdMSEn+Pnun9MX7uPG2hspyCoYdYl4QuaFA51cPbeIm5eW85NXjqVLFwQzF5876RCfnznBbjZoMBk0tPYFqEmKc7tGEew5eQaOJCPs5ZYs5pWYydGr+c3bJ5lbYsrYHgTnCbIwnRMIBALBzEYIdoFgkiyrtPCrtxrxhKKYDdp0v/d/+ctrbD2Sw1eunUOvL8xf7f+X3x3y8cn6T6JWnWep8c7GqTWcOx3r0DZ8+3v30xPsAeD5puf5RP0nRn3qtiYnvd4wtywr5/pFpen+2oKZjT/DLd1A6b0+t9hEQ7eXOcU5ALjUMlGzhtK6XF5r702Kei0A19WXcl29+Hm5aBEp8QKBQCCAc5YSP1FESrxAMEkum2UlIcOOk30AVJorAdjRcYJv3biAz6+v45oFeaCz44/6OO46Pp3bnTiyfOYe7OeAV5pfQafSMT9/Pk+feJqnjj/FnS/eSU+gZ9jcFw90YtJrWD+vaBp2Kpgs6Qh7Xmbrx+eWmDjW7aHdHUSrlqgtyuFwfTazVxbT4Q5SkTfFWSOC8wYpkRBDjCkbZ41KfFQXCM4JMjM2JV78FRAIJskymwWdRsW2k04ASrPLQZaor4rwqctrkCQJs7kXSVIu1+3p2TOd2504+x6FkFvpiT4NJOQErzW/xtrytXx0wUdp8bTwvW3f45DzEA/tf2jY/EOd/Syryjt/Df4uUnyuEADGDLrEA8wrMeEJxdjb4qY0N4uKvCw6k+nxHa4g5XmiXl0gEJwHZEL0CwSC8xqREi+YsTTt7SEajjNv9cxMVTVo1ayw5bGtSRHsDd1BElELxnx3ek6DK9lSMWFgt303d82/azq2OnFcLfDy16DqcsUMbho40HuAnmAPX6r+EhtsG3j06KNcWnIpgViAvxz/C/csvCddhiDLMqd6/aysyp+WvQomj88VRm/UoNVl9kLL3BLFuHBXSx+X1ORTZsliX5sbWZZpdwW4bNbofgiCiwdJlkUNu0AgEAgUZui/AyHYBTOSWDTOpkcbkCSYe2kJkpT59JJMcNmsAn762nFc/ghbGx0kIgUE5a7040f7jqKXTPi9deyx70GW5Rn7Wobw5g8AGW759bSl46VKCFYWr8SgMfDEjU8A4Ag6eL7peX6y8yf8Yv0vUEkqer1h/JE4tYXCZO58o783iCk/8+3U5hYrBnIJWXF/L7Nk4QpE6faE8EfiVIgIuwCUD2cxEcEUCAQCAcDM/IwuUuIFM5LG3T2EfFGC3ij9PcHp3s6orElG6d5tcrLlhIM8zSxO9jcSiAYAOOI8Qll2HbFANc6Qc0if9hlNzxGovhzyqsacKssyD+55kIa+hoxuwRlUMhdOd4a3Zln5wrIvsLl9Mz9874fIskxTr9JeT7jCn18kEjL2k/0UV5vHnjxBcrO1lJiVCwHllizKky3bdpxSPCeEYBcIBAKBQHA+ICLsghnJwU0dGIxaQv4oXU1uLMUz0yBqcYWFcksW337+MJ5glI0rl7PZ8woHHQdZVrSMRlcjV5d+iEMBJa1/t313Oo17xiLL4GpWBDsQc7lwP/UXCu79FNII0fajfUd5+ODD9AZ6+cHlP8jYNpwhJ7n6XLQq7bDHPrbgYziCDn5/6PfUW+sJ9q0AoLYwJ2PnF0w9fZ1+IqE4pXWWKVl/bomJbk8oHWEHeGZvBwDllpn5N0Vw7smIMZhAIBAIzn9maEq8iLALZhzdp/rpafaw6sZq9Nkaupr6p3tLo6LTqHjkk5eQkGUi8QTXz1mNhMSenj2ccJ8gJsdYUrSQRKQQs9bKO+3vTPeWx8bvgIgP8moAcD/5FL0//SnhhpEj6JvaNgGwrWsbspy5v3R9oT4KDKPXGd+3/D6KsorY0b2Dk70+9BoVpebMp1YLpo6uRsXvoXRW7pSsPy/ZV70010CZRfnZ2NTQy7rZVhaUZT6qLzgPkWXF1EsMMc71EAgEMw85QyPDCMEuGMKmR4/x998enLbzy7LMe880YTBqmbe6lNJZuXQ1zlzBDlBXlMOfPnUpn15XwzVzq5idN5u99r1sbtsMwDrbckCiQreCrZ1bCcfD07vhsXA1K7d51QAEdu0CINrVPeL0t9reQiWp6An0cKr/VMa24Qw6h6XDR2IJtpxwAEqv7XkF8zjWd4xTDj81ViMq1cysPRKMTFdTP8ZcHaaCqbnQsrTSgiRBrTWHYrMBS7aW9y0s5uF7VqIWPysCgUAgEAjOA0RKvGAIHcfdJOLTd+X31H4HHcfdXPHhOeiyNJTMyqX5oJOgN0KWSTfxBY+9BJWXgnFqHaEXlJlZULYAgOVFy3mu6TkOOQ6xvnI9tXmVFBiPkZNYSjD2Ctu7tnNFxRVTup+zYpBgl2Mxgrt3AxDt6hw2tcvXxbG+Y9wx9w6eaHiCbV3bqLXUZmQbzpCTefnzhhx7fn8nX31qPy9/cR3zS83MzZvL1o6tuB0u5pcK1+/zja4mN6V1likzYryuvoTXv3wltgIl/X3rv60nW6c+P4wfBecM4RIvEAgEAiU6PjM/H4gIuyBNPJagvzdI0BudlvPLCZl3n24kr9TIwnVlAOna1kmlxQdd8PidsPv3mdzmmCwvXk4wFsQb9fLZpZ8FoDwvi5C3GqPWyJutb57T/UyYtGCvInT0KImAYqAX6+oaNvWttrcA+Oj8j2Iz2Xi3892MbcMZdA5LiT/R4wVgb6uSSj2/YD5xOU67v1kYzp1nePtC+PrClExROjwoWRizBvkaGPUaIdYFQ5GBeEIMMaZ3CASCGYEsZ2ZkGiHYBWn6e4PICZloOE4sEj/353cE6e8NsmR9BSq18qNZZFNqUB3tvkks2K7ceoZHhqeSZUXLALi26lrm5s8FFEfqLleMtWVr2dS2iYQ8g/9Bu04R15cS94cJ7FTS4VVmM9HO4YJ9W9c2bCYb1bnVXFZ2GTu7dxKNn/0Fn3A8jC/qG5YSfyrpBr+/TRHs8/KSEXh9BzVWYTh3PmE/5QGmrn5dIBAIBAKB4EJApMQL0ri7A+mvg74opnz1OT1/X6cixqwVpvQxjU5NlkmL3z2Juu9+xQ0arz0T2xs3JcYSfnrVT9PCHZS2Um8c7eFr1e/j1ZZX+dXeX/Evy/9l1DXCgSj+/gj5pdMQNXY1073diP/Z69AUFaGtsqEtKSU6QoS9zdNGnaUOgAw8yV8AACAASURBVFUlq3ii4Qke3bsNs6qWDy6vmPQW+oJK663TI+ynHEnB3q4I9nJTOXpVNhF9p+jBfp7hcSjtGmdqBwjBxYIsDMAEAoFAoDBDK6SEYBekcdn96a+D3gim/IkZQdmbPcQiccrn5E3q/CnBnlc69AN8Tp4Bn2sSgt2TjLD7RjZLm0qurbp2yP1ySxbhWIKl+Vdz2+zb+O+D/015Tjm3zbkNX8TH5vbNXFd9HRIqXn34MCf39SLLMnf/cM2Evw9njauZiDeHeH8/8f5+cm+/DaIx/Dt2DJkmyzIdvg7WlK8BSNebP7pnOx5H5KwEuzOk9GDPN+Snj8UTMi3OAFq1xHG7l0AkRoszQNhfjNFkZ0GpcP0+n/A4QxiMWnQG8W9IMI2kUuIFAoFAIBA17IKZjqtrIMIe8ETG9RxHu49YVEmff+tPx3j9D0cm3dqrr9OHqcAw7AO80aKfXIQ9lQp/jiPsI1Gep1yE6HAHuX/1/awuXc1Pdv2E/nA/v9jzC7795vd46MBD9LZ6adrTQ0mNGWTwOoPndqPREHg6iQXi5FxzDXl3f4z8j92NpqyUmN2OHIulpzpDTkLxEBU5ijCvyKkgS5NFb6QZuydMn398P0Mj0RdKRtgHpcR3uoNE4gmunltEQoYtJxx8/A870MYrURm60J7bhBDBWeJ1BqfMHV4gEAgEAoHgQkEIdkEaV7cfc2EWwLiM58LBGE/9aCe7/taM3x3G2e7D5wrjdYYmdf6+Lj/5ZcPTmnMsenzuSayZSon32afGAWICVOQp72uHO4hGpeFfV/0r/qifB3Y9wPbth7l79/d54r1n2Lp9HwCX3qw4rfvdkxe9k8LdiizLxDwh9LW1lHzjGxjmzkFbWgqJBLGenvTUdq+SwVBhUgS7WqWm2lxLWKVcKDna5Zn0NpxBJcI+WLCfTKbD37KsHID/85cDOH0R/nn1NYTjIT7y0kfYY98z6XMKzi1eZ0gIdsEMQIZEXAwxZt4QCATnHEnOzMg0IhdRACjpzS57gFnLi/D0Bgl6xxaKri4/ibhMw/ZuzNas9PGO464h98dDPJ7A1R2gqn54ay6jRU/YHyMWiaPRTSCM6kkK9kQUAn1T3trtTFTkZSFJsONUHzcuLmN23myurbqWZxqfYVlgA2pZw6r+aznW2kadbQ7WCsVAzd9/jnu2u5qJRySIJ9AUWtOHtaWKa3+0qwttWRmxeIJtrScAKM8pT88r0lej0m8CZI52eVhbp6yxrXMbvqhvWKnAaIyUEn+qVzEeXFWdT7kliw53kC9eM5t7l88m3yTz6/2/5jvbvsPztzw/6ZcvODfIsozXGcI2wu+7QHBOESnxAoFAIIBkW7fp3sTIiAi7AIBAf4RoKE6RzYRGpxqfYO9WIp4+V5hdLzeTnavDkKOl87h7wufv7wmSiMvklw13+s7J0yvnmWhafH87qJXnTnUdeyIh09vqHfVxk0HLnZfY+ON7Lbzb5ADgM0s+A8Aio2JOV921BJOriMoF+eiyNGi0qsmVApwN7hbiIeWiiMY6WLCXABDtUt7Hbz9/mJ+9tQ2Aspyy9DyjVIlK40et9XO0a+D9eGDXAzy458Fxb8MZdJKtySZLM3Dh55TDj0mvwZqj44o5hSypyOVzV9chSRK3zbmNm2fdTJunjWhietoSCsZP0BslFk2ce38GgUAgEAgEgvMMEWEXANCXFN95JdlkmXTjSol3dQVQaSRUahVeZ4j5a0oJB2N0TEKwpwznRnJFNyYFu98dxlI0TkdpWVZq2EuXQPsO8HZD8cIJ72u8HNnSyebHGrjru6tHdb2+/4b5vNfk5POP7WVlVR4bF5bw6PWP0vGczEmcqEI6AApnZyFJEtm5Ovz95z4lPhZR3m/1IMGuKSkF4LlXduM1zuXR7a3oS12YtPlDRHUirAj7+TYfx7qVlHh3yE2Dq4FszfjdwJ0h57CWbicdfmoKjUiSxH/cWk9CBrVqwBzEZrYRk2N0+jqpMldN8IULziWpshmzSIkXTDvCJV4gEAgEANKMNZ0Tgl0ADLR0yysxJgX7OCLs9gCWomyslTkc327HtrAAf3+Yk3t78TiDmAvGnxbv7PQhScoFg9PJsSQj7BNxivc7IB6G8hWKYPedZjwny8oxU8n41zwDJ/f1AtB9sn9UwZ6t0/D/7lrOD/92lF0tLg53etj6tfWc9O6l0GbC2eMhHIkQK1Ii00aLnsAIKfFbnjrBkS2d6LM1XHXXvBHLCCZNfxsxrECU/5+99w5v6zzv9++DvUEABAnuJVHblqxheVveM07qzDZJk7Rp2iZp0zaNm+Ek/SVpM/xLrjiN0zbN3sOJM+x4yrY8JFtblkQN7gUSJPae5/vHC4CkOETKpCRb576u94Jw8J5zXhyAFD/neZ7Po3G7y5vVFjNxvYmRzj4eeOw4q2ts9GgDWFRVU3aPRMQ+ToefXb0xsvkCe0ZFL/dELkE8G8esPX37tUAyMGNLt41NogOBJEmoT/md2mxrBqAv0qcI9vOcSNFM0bqA3xEKCkuCDOSVemEFBQUFBZSUeIXzm+BIAq1Bjcmuw2TVkozNJ8Iex+Exs/76RupXOmhc4yy3dBs+Of8oez5fYOBoAJvbOGONurliIsI+b0ot3eouEY/RU1LiX/kVfG3NojjIZ1I5hk4EAfD1zm20tqrGxo//+lLed0UzQ6Ek8XSORCSD1WWg9SYLe+sfZzQl1mq266dE2A8OhLjhK0+zZ/sASaOKTDJH1z7fbKc6M0ID5GQ7wBTBHk/nGDVUsMmY4f53bOCHf7UFjT6EKj9VVA/5JbSyHVnnJZMv0DMe5+WRiXZwvsT81utP+afUr2dyBYZCSZpds4v9kkjvDffO6xwK545oQETYFdM5BQUFBQUFBYW5USLsCoCoR3dUm5AkCaNVx/hgbM75uWyeyHiS5VuqcTdauesjog7bVWtGpZEIeuNz7l9ClmWe/tExRnsiXPfulTPO0Rk06AzquWvYCwX43Qfh4rdB67UTLd1cy0Bvmx5hP/wgFHIQ6gdr9bzWOhsDRwMUcjJ6k4bRvtnr2CezrErU6nePxUmE09S1V7BmWw0fHXuS4fgWQAj2vsP+8j4/2NmLbjyDVtbylDbDe2td+Oaomz8jwgPkss1IBgMq84Q4fmUojM9Ywca4n+surhV14uogmVRFeY4sy/SOJ/A4WxhKHgaupcMbYffIbixaC7FsjLHEGC32ltMuI5AKsKFqQ/n5aCSFLENtxewCr0JfgU1noz/af2bvXeGsEfWn0Js06I3Kf0EK5xpZMZ1TUFBQUBCcpxF25a8lBUBE2OtXiui40aolEc0gyzKSNHMtR9iXRJanp7BLKgmrw0Bknq3dDj09yPFdI2y5s4VVl9fOOs/sMBCfKyU+NgoHfwonH4O/e3GipZu9HizVUyPs6Rh0PS3+HX/1EereQ+PoTRpWbq3hlR2D5HMF1Jq5k1eWVVkBOOENk07kMNt1OA1OdCod3pgXAFOFjmw6TyaVo6CWeOzwCO82W5HjGQ5mkjgaLAw8MbAg9/xUPEshL2Oy6aa/mE1BbJRcejmaysopn/2BgRDj5kq2Dr6MXCgwEh8BSSYctZbnjMXSxNI5rqx6Iw8OfxaDaycHhj10hjp547I38lDnQ/iSE9c7W8gSSUdwGByoJHG9krkkvzr+K4KpIJXGiRp6X1R8n6ptswt2SZJosjXRG+md17VQOHcoLd0UzhtkkJWUeAUFBQUFUAS7wvlLJpUjHkqXxbfRqqOQk8mk8rNGwALekknd9BRlq8swr17s8XCal3/fTeNqJ5tua55zrqVCN3eEvRRRT/jhtx8ARzOodWCqFHXqkyPsXdtFfTtA7NUJ9uHOED2Hxmla66K61cbB7TL+oRhVTbY592tymdCoJLoHIpgAk02PSlJRY6lhKCZuNpjtE6UAL/oiJNJ57NEcumYL+fEEklOHXJAZH4zhabXPa73bf9hBMprh7o9tmv5isQ1eLiFPSYcHkY7vrK6DrhT/9fi/c1InSgBCESvxdA6zXkPPmPhOXNd0NT7pKp4vPMUTYz0A3NF6hxDsk1LiP/n8J/lTz58wqA3ce9m93Nl6Jx/e/mFe8r7EFs8W7l5+d3nuaER8XnMJdhBp8aWaeYX5kYxm2PtoH+lkjvr2ClZsrVnyc0b8KSqqlPp1hfMAWVZq2BUUFBQUzmuUGvYLmBce7OTJ7x8lNFo0nKsW4ttoFdHXZGR247nQaAIkcMxgsGZ1nT7CLssyO3/TRS5b4Kq3tc8ayQcgHcVcoScenOOY0aJg3/zX0P0M7P0+2GpBpSpG2L0Tc489DIaiwI2PzbnOudjzSC+/vW8fGq2Ki69voLpZiHTfXGnxY8fhB3ei3fFFtjgTDBZvfJQi3jXmGrxxsdZy7X44w+8ODLFOpyefzNNwkYg8x0yqaecrzJHaKRdkhk+GGB+KI8sz3EIMiVTyXCQ1paXbEf8RXkzei6FNbHvxpV+zy7sLvcpEIe2h1y/eQ8+4eGypNPPRzR8FVZZIoZ+PbvooWzxbMGvNjCXE9c7kMzw78CxbPFtod7TzHy/9Bz88+kNe8r7EPZvv4Ts3f4dq80Spwkj49BF2EIJ9JD5CMpecc57CBCd2j3LwqQE6d4/y0h96lvx8siwTDaQWZEqpoKCgoKCgoLCkyAiX+MUYi4wSYb9AkQsyx3Z6ScezVNaLeuqKcoRdC4jI26mO55lUjr1/6uXkbh82l2HGVGyby0Aykpk1VTuTzPHMT49zcvcoG29tmtVVXUxOwFfXYDH9fyQijRTyBVTqGe4zlSLs134cNr4HXv5fqGwX26weYS4nyyAXRNr8itvg+COvSrCfeHmEmmV27vyH9Wh1amRZxmDWCuO5q+tm3qlnR3l8SbeMf4vfRztgsgvBXmup5dmBZwHQWcTnsOuIj+3HfHygqhLGYqxZXwXbjzKUzmC0ahnrE0Z3uWyeH37iRTbc2MSGmxqnnTrkS5BO5ABIRDLlCH6Z8AAA+VAMjXtCsD/b9xIF3QB9NQcAWBGz8sN3PMeJkRi3H3mRnvE4a2rt9IzH0WlU1FYYUataeYPr6/xiV5C/ePcbkCQJt9FdjrDv8+0jkUvwrtXvoq2ijT/73Z9x3577WOVcxTtWvmPa2kejKXRqFQ6Tds7PpOQU3x/pZ4VzxZxzFQRjfVFMdh0rL6vhwOP9FAoyKtXStTVJx3Pk0nksTv3pJysonAWUlHgFBQUFBQDpPE2JVyLsFygBb5xULIssw8GnBlCpJOzFFNVyhL3Yi/3YTi+vPCNc1w8+NcC+x/ox2XVsvLV5xmOXWjWVnKBPZccvTtC518elb2hly52tcy90/Dikw1iGHxGd2GarY48MFVPgXeBZB2/4Blz+4eKCPJBLQjoiosjJIDRdDuaqM06Jz2byhEYT1K1woC3elJAkiaomK2MDc0TYkyKVnOs+RUOmEyksnptsQrzUmmvxp/w83jHIFfcL4f7L53pZW2dnrc2E0aajxm3CpFMzEExS1WQrG88FvQmS0SwvP9xDPJxmzyM9vPBgZzmaPjrJwT48NkMEOjRAoaAiH4lO6cF+eLQPgJdVL5LSwtWF5WhVWlorRUZBKRW+ezxOs8tU7o1+kaeVbE7LYFCcq8pUxVhS3CB5fvB5tCotWzxbaLA28OENH0aj0vDxSz+OWjX9Jo8vkqbKpp87E4MJp/i+SN+c8xQm8PVFqGqyYXUaKBTkhXVjOAOixUwZq1OpYVc4D5CLpnPKUMZreSgoKLyuUQT7BcrgMSEUDRYtsWAam9uIuhi5NhUFeyKSJjKe5JmfHOfFBzvJpHL0HhqnusXGm+/ZxOorZjaJK5lJzVbHHjh+kgbjETZlvoIqMT73Qn0dAFQZRQTde8I/87zIsEiBn0nQ2YrR7lA/jJ8U/65sB0vVGUfY/YMxZBncDdYp2+1VJiJjyZlTzgESAdBZYdmNACyXxfsx2kTkuNYirumvjjyKtv4X5FSwvtLKT99/KYnxdNnJv9FpYiCQwN1kJeiNk03nGR8Uwj2XzvObr+zlpd/3cOCJfg4+JSLno90RKF6esG8GwR4e4Ihe1C9nKya8CY6M9kOuAofRhc+poiUqbi4YdWpq7YZyKnzPeJyWyon92twic6NrTHQccJsmIuzPDz3PxuqNmLQiu+Lda97Ns297dooz/GRGwik8p0mHhwnB3hXqOu1cBZExExxNUNVknfi5neVG22IRKx7f4lAEu8LiI0nSLZIkHZckqVOSpH871+tRUFBQUHgNIS/SWGQUwX6BMng8iN1tZNVlQqBNdns3WrVYHHpefriX7T/qoFCQyWULvPLMIL6+KC0XV852WECkxAOz1rHHY2CWxuHQz+G5++ZeqO8oqPVUvvlfMEhhBl56ZeZ5keEJYX4qVauKx+oA/yTBbnafcYS91PauVE5QwlZpIJPKl1PPp5EMgMnBcKyBrvw11MtxVAZ1+WZJjVl8Hi/Fvonath+rU83GKhtGrVq03it+To1OE33+BNXNNmQZRnvCjA/G0OhUrLumjsh4ijVX1dK2wc2Lv+li8HiQkZ4wtcsqkFQS4bHE9LWFBtghieN3SMJVfzCYYCzlo8bUwNe3fR3Pykso9A2Wd2lxm+kai5EvyPT7EzRPEezi393FCHyVsYqxxBjDsWG6wl1cWXfl1Gunm92obzSaOm39OoBJa2KVc9WU3u8KszM+EAUZ3I3WcsR7PoaRr4ZSloySEq+w2EiSpAa+CdwKrAbeIUnS6rn2kREp8cpQxuthKCgovD5RatgvQAr5AsMngizbXE3rJW72P9E/RbCr1Cru/PB6HvraPoaOh9hyZwsdL3p5+Y/CkKrlIvdshwbAZNejUksz/uFfKMgks2bMjVXguRq6n517sb5j4G5HWn0XDdavMtDdPnO7ucgQ1G+e+RiuZaDSwuhhSIXB6ASTUwj2M2zrNjYQRW/STGtNVTLSiownMZhnqLdOBMDoZPcj/YwG/p4KdSdDk6aVIuyyVBT8pizxUJpULEs6keOpyJ/Ykm2k0Wni2RNjeNrsSBIMnQjhH4rhqrNw+d3LaFzjommti2wmT+CLe3js24dJJ3JccnMjsVB6xpR4OdxPd1LNdcCeTBfXAz97uR9JE2Zt9UWsr1qPb9VG/M//H3I2i6TVsq6ugu88303XWIxMvkDrJMFeYdLhMuumRNgzhQy/PvFrAK6uv3re19sXSXNN+/wE3taarfyo40cksolyBF9hZkqGhVVNNrR6UYqw5BH2YAqVWipn8igoLCJbgE5ZlrsBJEn6OXAXcHTWPWRZEToKCgoKCuc1SoT9AmRsIEYmlad+hYPqZhtb7mxh5WVTWzk5a83c9U8buOTmJjbc2MiKSz0UcjJ2txFHzdwiSKWSsDgNRP3TRWEylEBGhcmuh9ZrYawDIt5p88r4OqBqNahU1K/xkMhaCBzcP3WOLE+kxM+EWgvuFTB6FMY7oXK52G6pEgI+N7sb/sQp5Clp7uMDMSobLNNuHNjcxeyC8VlETzIAJieJSIZsXsdYZjXBdIzeYlp5tamadvs6UqO3AZCriDPWHy3Xxe9N7+TA2AEaXSbSuQKRXB53o5WhE0HGB4Vg1+jUNF9UiaSS0Bk03Pq368jnCsgFGU+LnQq3cXpKfDZFT8JHxXCGggRP5V8hnEzx8929qLQRWhzi2uqamiGfJzMoouyXtjjJ5mV+s0+0hGupnJpx0Oa20D0W58e7+njyFXHOn3T8hPXu9bTYW8rzUtk824+NzlhKEEvniKVz80qJB9hau5VcIcfe0b3zmn8h4+uLYnHoMdl0aPVqDBbtrIJdLsh0vOjl8f87zM6HppYceLvC9B+ZpVzlFKKBNBaHHmkJje0ULljqgIFJzweL2xQUFBQUFE6LJC/OWGwUwX4BMnwiBEDt8gokSWLz7S0z9lN31Vq47E1taHRq2reIFlvNF1ee1vgLhKHUTCnxCa+oRTe7rNC6TWzseRYKBTEmkwpDZLCc0t5wo6j7Hnj4Qdj5gIhWg+i9ns/MnhIPUL1GpNePn5gQ7OZipsA86ti3/+gYD355L+lElkK+gH8oRuUp9eswNcI+I8UIe2JSyzybxs/920Wqvlql5u6aL5INXIVJYyZUPUQuW+DIc+K6hYyjHPUfpcEpbpr0BRLUtjsY6QqTjuempegDODxmbnrfGtyNVmqW2bG7jYRPrbPv+D3PG7RsOS4TW92AVx3jk396mGDaD8h4zB4AdM2iRjzT2wvAxmYHkgS/3isE/OQadoBWt5kDAyE+9dBhXjguTAwTuQRvW/m2KfN+vKuP931/T/k4kxmNzK+lW4lLqi5Bp9Kxy7trXvMvZEqGcyWsTgMxf4pYMMWzPz0+pXTi8I4htv+wg97DfvY92kfvIeE/ERpN8IdvHGDHz0/M65yxYEqpX1dYKmb6z2nan06SJP2NJEl7JEnakyUtuocoQxmvtyGplKGM199Yas7Ttm5n4Z0rnG94u0LY3Mbpbb3mwOExc+eHL2bTLM7wp2JzGWZMiY+PihR0k9sJ1WuFq/uxh+H7t8FP3zp1su+YeHQLwW6trcZhT9Hjq0N+9OPw4v3i9chQ8aSzRNhBROkjQyIF3jUpwg6nTYsPjsQ5ttPLaE+Eh795iN5X/OSzBdwziGOdUYPBrJ29D30yQN7gIhXLlmuG200+Hto/xC93i8DQwYEQDpOOOkstg7bjaLQqeg6MUVDniemDHBk/QlNRsPf7E9S1V1DS3q4Z1gTQfFElb/3EZvQmLfYqE5lkjljfyMSEPd/jcN5B4zg03P4W1JKaJ3qe4db14gZEtUncsNE1N4u3cegQADaDltU1NsZjaax6DZWWqWnObW4LmXyBDY0V/P7vRNaAFis3Nd00Zd7jR0YB+PzDHYxFp7qUlwR7lW1+31eDxsCGqg3s9O6c1/wLlUwqR9iXxN048Z2xugxEAymOPDfM4R1D/OLzu+ncK34+jr80gqvOzF/ddxXOWjPP/uw4/Uf9PPq/r5BN5YkGU8iF099WjgXSSv26wlIxCDRMel4PDJ86SZbl/5VleZMsy5u0KN9FhdcvklqtDGW8rsaFiiLYLzBkWWakO0xNm33B+zaucc1clz0DVpeBRCRDLju1NjA+JtzpzZ5qUKmg5Rro+D307xSR9uwkoTsmHOLLpnHA6hvXMpxeyQnz++jZ5+Wx/ztMLlD8e2wuwV69ZuLfpf7spQh7bO4I+4EnB1CrVVz99na83WH+9N/C+M7dOLNJmq3SMHOEPZ+DVJikJG4UrNtWj9MSYrV2F1e0OvnYg4f48M/280LXOBfVV1BrqWU4OUT9SgeyDElzCFmSOeo/Sp3DiFYtccIXpWZZRdkc31U3s2CfjKHYs37o538EINexk/GjuzF0C7Hlvvk2jIVl6G0nuPEicVOhFGHXOBxYbriewPe+T2ZA3GDY0uIEhAHdqdkX162q4ta1Hv7nXRtpc9aikvVYs1eiU08I+/FYmj19Ae68uJZkJs/7vr+b77/QQ6r43SkJ9vmmxINIiz8ZPMlY4sy6AFwIBL0ieu6snSTYneJGW/8RP646C85aM099/yhDJ4KM9kRo3+JBrVGx7Z0riYXS/OH+gwS9CVourqSQk0lE5y4vKbWNUyLsCkvEbmC5JEktkiTpgLcDvz/Ha1JQUFBQeC2wWA7xS5ASr5jOXWCEfUmS0ewZCfaF4KwtOoQfGKN9s6e8PRGIASZMNcX09ZW3w5HfwJo3wZHfgvcgNF4qXvN1gM4C9omAyUXXNdC1z8cz/beRy0nQ7WNdtZ9amDslvmqSUfACUuITkQzHd42w8jIP666tp7a9gtBoArVGVX6Pp2J1GRkfjFIoyASGY1TWF1PnU6IUIYlw2be7jbzjL5Lwuyf43u2f5quHHPxwZx+xdI63bGwgZq5h3+g+mta66H3FT8AwgkpSMRwfJp4Ls67Ozt7eIHqjBnejlWQsi9448SNdSKWQcznUlqkiPv/Yb4CbCXlFXbz33k8QPVzJnYY8rGhD8tQQCbSicv2J7ojIcihF2AE8995L9223M/KZz9Dwne9waYuT773QOy0dHqDNbeFb79xYfr7N+mW2H05PMQ7c3uGjIMPfXtPKNe1uvrH9JJ/9w1H88Qz/ctMKRiMi4j7flHiAq+qu4uv7vs6OwR3c3X73vPe7kAh4hW+Cs2bic7M6DeSyBXx9US59Qwsrttbwk8/s4pEHREbFsk3iZpOn1c7dH9tIPlugosqErz9Kz8FxYoH0nJk7iXCGQkHG6lCimgqLjyzLOUmSPgQ8BqiB78qyfOQcL0tB4ZxzIUcmFV5nZJf4+EsgthcDJcJ+geHtCgPiD+6lpOViN+5GKy/8upNMcqLFWTycwaCKoLY4xIZ1b4aPdsKtXxbPB16aOEip3lw18TVVqSSue/cqJJWaOp34OyzgTYBKMyHAZ8JWCwa7mOdoFtvmkRJ/cvco+VyBi68XNw1ctRbaNlTRvG721nZ2t0grPvjkAL/4/G6GToisglLNfbxQAYDJpoOWqwHQ9D3Hx25ZyZ5P3cBP338pf31VC7WWWqLZKK4VQqiO6vrZWC3E71H/UTY3Ozk0GCaVzXPV29vZ9s6V5TXIuRz9f/keTl51NaNf+jK5oFhD6sQJ5GcfQSrkCYUKACQHxghbJEwZiao3vpljI1GSkTYAHu56GKPGOKXlmra6mqqP/gvxF3fiu+8+Njc7UUmwvOr00f111S1EkgUC8YlI7ONHR6irMLK6xsabN9bz7L9uY0uLk+3HxOcyGklh1Wsw6+d/f7Hd0U6tuZanB56e9z4XGkFvHLVGha1y4kbI5K4HjWtcWJ0GNtzYSCaVp2aZvezRAOBpsVPX7sBcocdaTHE/ncN8LFjswe5UIuwKS4Msy4/Istwuy3KbLMtfONfrUVA4b1CrlKGM1/5YYhTTOYXzgpHuMHqTZkpUbSlQKYisnwAAIABJREFUqSSueccKEpEMux/uKW+PxwqYtTGYnDptcQvx7GiZKtjDQ2Cvn3Zsh8fMe//zMu6q+iI6TRb/mAzWGlDNcQdZkqB6HTjbQF1M69eZQWueMyV+8FhAOOPPYMo3G1aXkUJOZu+jvQC8/IceYfCWFII9mRPC1mTTQUUDOFtFe7sDP8Nw8mEub6vErNeUW7xFdH4ue38dr3h2sK1hGxISR8aPsKnZSSZf4JWhMJ4WOw2rnOU1+P/vOyQPHsS0YT2BH/yA7tvvYOyBBxj6539GbdRhU8cIZa0U0mly4TyPr1fBw9/D+ZfvZndvgEKqFqvWhi/pw2P2TEt1r3j723H8+TsIfOe78Ouf8eu/u5y/vLz5tNem1Ju9q9ibvd+fYMfJcW5aUz3lHNe0uzkyHGEsmqbfn5h3/XoJSZK4tuFadnl3kcjO0HNegcBInIpqE6pJ/wGWfBWMVi3uoqniJTc3UbPMzsXXNcx4nMn7nV6wF3uwKynxCgoKCgoKCgrzQhHsFxjerjDVLXbORkul6hYbrWttdO6eaNuWSGgwG2apc23cCgMvU3ZQiwyDbbpgB9CajUhNl+FU9xIYzUDdJadf0K1fgru+OXWbuXLWCHshX2DoZIj6lY7TH3sSpYhlOpGjcbWT4ZMhho4HyxH2REYYxhltxTrulmvg5GPw0N/CI/9aPk6tWQh2b9xLoS5KWpugzd5Gs72Zw/7DbGwS69rdG5hy/nR3N2Pf/CbWW2+h8bvfpeW3v0VbW8v4/d+gUChg//y9uFwqwsYakgcOIAGGaitrWi5FUqnY0xukrsLMZbVbganp8CUkSaL6k5/EfPVVjH/zAdZ7zFgNp/c3aHOLmxVdYzFy+QIf+cV+9BoVf3Vly5R5Vy8X2RK/3DPAMyfGuHZF1WmPfSrbGreRzqcV87lZCAzHcZ7SorEUYW9c7Sr/jtDq1fzZRzfSdsnsn4HOqEFrUBObZ4TdqpjOKSgoKJwTzrVpmDKU8WrGknOe1rArgv0CIpvJE/TGqW6Z2SxtKaiJP04snCu3MYtnjJgss3yTG7YI8RzshVQEMtG5jeRar8Gp6sZfaEN+wzdnn1fCsxYaNk/dZqmC2MyC3dcXJZvKU7/SOePrs2GrNBYfDdzygXWYK/Tse7y/HGFPpHVoDWq0uuIvnrV3i3T+1m0QGxE3KoAaSw0Aw7FhvHFx08Nj8XBJ1SXsHtmNUZ9nWZWFPb3BKeeP79wJ2SxV//JRAAwr2mn++c9oe+xRvvWvK/hI4We4G8zktBb6/vQYAE3NywBhSri7N8CmZgeX1V4mzmn2MBOSWo3zXe+iEI0S37FjXtemrsKIXqOiyxfjf3Z0s68/xOffuJZ6x1ThuKbWhtOs42tPiFZh7ztF0M+HjdUbseqs/KnnTxTkwoL3fz2TTeeJ+lM4Tsm00Zs0XHpXKxtualzQ8SRJEoZ1pxHs0UAKrV6NzqjYpygoKCicM9RqZSjjtTmWGkWwK5xrkkXRfDajW+7cywCM9QaRczmSOStm6yx/rDcUzeYGXiqL1jkF++a/xrXxctI5A4m0bvZ5c2F2iz7uMzB4LAAS1K2omHnf5/5/eOIz0zZbXQasLgMbb21Gq1fTclEloz0R5HhRsCfVIh2+RMtV8K+dcO3HxfOhfQC4DC70aj3DsWFGE6Ltmcfk4baW24hn4zw78Cybmhzs6Q1QmNROKzc2BioV2poJoS1pNGgbG9k5vIej/qNY20Ske/igaIm3ZvUV/NMvDnDPg4fwRdNsanaeVrADmLduRe1wEHnkkVnnTEalkmh1W9jbH+SBpzu5eU01d62fbhaoUklcuaySXEHmzotqqKswznC0udGqtNzZeieP9T7Gex99L4PR6T3eL1SCI0XDuVOMEyVJYtOtzfPqNnAqFoehnPI+G4HhOFaXYVqJhYKCgoKCgoKCwswoYY4LiFLLJaP1DMXtQsmmqEwVBfuxPtyVGQpoMDlmEV/ulaAxwMgrIlUdZqxhL6Mz49x8NTy/n8BQfEF95csYKiD1ytRtgR7wdzJwxE5lvQWjZYbrFeyDp/8TJBVc8zFRD19ErVbxrs9fVhYlzlozmWSOeCCGRaUhEZOnCvYSnnUgqWF4H6y6A0mSqDHXMBwfJpVPYdfbMWlNbPJsotpUzR+7/8gNrR/n57sH2Nnt54pl4prlfGNoKiunpQ79zwv7ieWEU/19AwfYUGghmXYQtIDZcBG/3T9Utha4rNVJncXKV67+StnobiYkrRbrLTcT/u1DFOJxVObT1/q3uc388ZAXSYJ/vnHFrPNuWlPNw694ef/Vrac95mzcs+UeVjpX8pU9X+EDT3yAH9/2YxyGhZU4vB4JzuAQ/2qxOvX4+iKzvh7yJRg8HmTz7QvPllBQUFBQWFzOSnqxgsJriKUyjFsMFiXCLknSLZIkHZckqVOSpH9bjGMqLD7JqOiFcNYEe7AHvSqOXT2MrydAfFikdZtdszjUq9TgWi7c4ecTYQdcxQihfzh2Zms02CEZmrrtdx8i/IMPMtIVpL5y5ug7z90HhSzk08Iw7hQmRxBLUUz/WAGMThKRzMyCXWeC6tXlCDtAnbWODn8Hg9FBPCYR6VZJKm5rvY0Xhl7g0mU6qqx6vrH9ZHmfnM+HpmpqvfFjR0b4yjNPlZ/vCB7CmBghYm0iUVHg0QEtOo2KF+65jj986EqWVQnDsVtabsFtmsN9H7DffjtyKkX06WfmnFeiVMd+27oaVniss867fV0Nuz5+PWtqz7yjgUpS8ablb+KB6x9gJD7CP2z/B7L5pe4Jcv4T8MZRqSVs7oVnLsyGxWkgFcuSzeRnfP3wjiFUksSaq+b+mVZQUFBQOIuca9dvZShjIWOpkaXFGYvMq37nkiSpgW8CtwKrgXdIkrR67r0UzgXJcoT99OZgi8K4EJFV2i7GRgokfKJW3Fw1e0s03O0wdrwo2CWwzJ6ODeLmg9GqJTAcP7M1GitErXy+2HouEyffv4cnMp9DI2VZV7FDbO/aDgd/XnxfnbD/J7DxvaJP/MnH5jyFs1oYeQUCGjA5SUYzmGZzPa+9BIb3l4333tL+FgZjg7w4/CI15prytDtb7yQn59gxtJ0PXNPGru5A2XzuVMGeyRX4j0c6qHaNIyGxyrmK9qYxNNkxotZGdDb4/bEYVy2rpLbCyLr6hQlk4yWXoHY6iT/33LzmX9LkwKBV8Y/XL59zniRJuK2LU76xvmo9X7jyCxwYO8C3X/n2ohzztUxwJIG9yoR6Ef/zKznFz2Q8l83kOfail9YN7gVlwsSzcfKFmW8AKCgoKCgoKChcCCzGX2tbgE5ZlrtlWc4APwfuWoTjKiwyyaVKiZdliI5M3+7vBMBt9RNLGji0M4ZEAWtr6+zHqlwBoX4h9i1VoDn9Wl11FsYGome2dkOxPj1dTOXt38X+6B2MRtxc2/oktvgBsX375+G3H4BnvgQ/uRv0FrjmHmjbBicen3C2nwHj0/+CURMjEDaR07tJJ3IzR9hBuN2nQvDYJ+AbG7nOvZEr6q5ARqbaPOHWvtyxnDpLHbu8u/jzLY1UWnT89zNdgKhh11S5ReS/4w/87OV++vwJmuqCtNhbuLLuSgbiJ5FMQ+Q1RtTGKoZCSW5eO/fNkdmQVCrMWy8lvmuXaF93Gq5pd3Pg0zfRXj17dH0puKXlFm5ruY1vv/JtTgRPnNVzn29ExpPYFzG6DszZi7330DjpRI6110z3K5iNTD7DLQ/ewi9P/HLR1qigoKCgMAPn2khMGcqY71hqXsemc3XAwKTng8VtU5Ak6W8kSdojSdKesbHZ+14rLB3JaBaNfpI7+WJx+EH42hrwd03d7u8Ciwd3vXAA7x+rYmvbPsyVc9QQu9sBGXp2gG1+f9w3rHIyPhA7rUP1jBhENLkQCwix2fsc3emt1LZZWb5ShrEOEX0fPQIaIzzzHxD3wzt/C7YaaL8FosOi7n42Rg/jUnURCBtIakQ68KyCvbbYnm7XA+DvRAr28vEtH8egNtBW0TZl6mbPZnaP7kavlbh+ZTUHB0MUMhnywSAatxue/yr5Jz7L1586yeVtLnzpLla5VnFJ9SXk5Tz9mj4AYqZ61CqJG1ZNb982X0xbLiU3Okqmt3de8w3as/BLdwbu2XIPVq2V9zz6Hv75mX9mKDZ0TtZxLpFlmfB4qtx+cLGwlCPs043nxvqjqDQSnrb5Z290hjoJpUMcCxxbtDUqKCgoKMyBSqUMZZzfY4kp1bG/2rHYLMY7nylRf9pSZVn+X1mWN8myvMntnrsmVmFpSEYzmJYiHb7zKSjk4PBvpm73d4JrGe42N2oytBleYMNts5uMASLCDqK922nq10u0XCxS7HsOji905WCsICdr+f4XB+h40YvcvYNgvoHKJju4V0EyCP07IZeCW/4TrvgIvOu3UF80Ylt2o3jsfmb2c0S8ODX9BHL1xBGieFbBXrUa2q6HNX8mnsfHabI18fibH+et7W+dMnWzZzPhdJiTwZO0uM2MxzKEBoVPwJ6YmnxsjExohHAyy4du8OBL+FjlXMV693qMGiPW1cXWXZ5W3nxJPU7zmWdemLcKh//ESy+d8THOBk6DkwdueIBtDdt4bvA5HjjwwLle0lknFcuSS+exuRY3wm6u0KM1qOk5OP2GrH8whrPGzEJS8I8HjgMwFL3wbqooKCgoLDVyfpZyo3Ndo6wMZcw1LlAW450PAg2TntcDw4twXIVFJhnLLo3hXP+L4vHoQ1O3+09C5TL09at4R+U/cJP7f5Hab5r7WK424bwO846wOzxmHB7TjELhtBgqCOdqSCZkBo+MEh0YIlfQCfdsd/HmwaFfiMeGLXDjv0/t5W6tBqMTAt0zHz+XgbgPpylATjbgjYsfFZN9ls9BrYF3/Qauv1c8j4v35DA4UKumRqU3VW8CYM/oHppdwthuqLMfgO8eC/E/qTH+YIYPXllLXCX8BFa7VmPRWXj4TQ/z/vf9OwDuuhV86c0Xze96zYK2qQmNx0N81/kt2AHWVq7lC1d+gZuab+Lp/qfJ5DMzzvPGvPSEe87auiLjSbb/qINUfGlN8SLjIhNlsSPsarWKTbc10/uKn55DU2+ejQ/GqFxgq7jjwaJgvwCzIBQUFBSWGsUlXkFhBl7HKfG7geWSJLVIkqQD3g78fhGOq7DIJKOZxRPssgyFPES8EOwFRwuMHhaGbACJgOhv7loG1auxa0ZRrbwZtKeJ6mn04GgW/7bPv961Zb2boROhhYsdg51gXpxnrCdAICv+LQT7SjHn6O9BrYfK9pmP4WgW12AmYqK237XpSgB2HWlDb9Kcvn7YXMxCic9+E6LWUkudpY7dI7tpdQvB7usRvcaTyx/kWy4Dn6t0YnY+zn++9J/UW+pZV7kOALfJjSE3jlZKkshPL1HY80gvT/3g6NxrnIQkSZgvvZTErl2z37U/z7i5+Wai2Si7vLtmfP3TL36ae3bcc9bW03fYT8cLXp758bF5eQGcKZHxJAC2ysWNsANcfH0Djhozz/3iBLms+B4kIhkSkQyu+oUJ9lIq/Eh8RDGeU1BQUDjbqNTKUMb5N5aSRUqHPy9T4mVZzgEfAh4DOoBfyrJ85NUeV2HxSUYyGC0LSImPDMOTnxXCfDKyDD99G3zvNuh9Xmy76XPisRRlL0WcXcugokkYtF310fmdt5QWP88IO0DrxW7kgkzf4VnasM2GsYJQTpwnFJQYzQpR7qgxg9UDejukw6LdmnqWa+doglDfzK9FRIq6c1kzao2EvcrM3R/biN50ms9BZxE96ecQ7CDS4veM7qHeYUCSIDwobhAEK5J82zvK5Ykk/3X8R8SyMe6/7n4MmklR1fAgZlWAWGa6kOo+MMaxnSN4u8Jzr3MSlmuvIR8K0fu2t5M8cv7/CthasxWL1sLjvY9Pey2bz7Lft5/x5BmUWZwhEb+IfHftH+PIc0uXpBTxC8FudS1uhB1ElP2yN7UR9acYPBYERDo8QOUCBLssy5wInMCoMZKTc/gSvkVfq4KCgoLCaTjX6c/KUMap4wJlUd65LMuPyLLcLstymyzLX1iMYyosLrIsLzwl/pVfwfNfg7FTTJ/2/VC0MhvYBU9+BrRmaL8V6rdMCPbRw+LRtRwkCbZ9AqpWzu+87mIke5417ABVTVZ0BjUj3fMXmAAYKgjlJs5zInUNJrsOg1kr1l1Ki/esm/0YFU0QGph+YwMgItJ5dZU1vP3eS3nLxzfj8JhPvy5JElH2+NyCcVP1JsLpMMPxPuoqjMSHR8ipJLImE1tTae7zjXOr8yLuu+Y+ljtOaaPm78SsDhBPTf9OlKKwex6Zf0q49ZZbqP3SF8l6vXg/de+89ztX6NQ6tjVsY/vA9mm92Y/4j5DOpwmlQ0sa7Z5M1J/EXmXE02rj0PaBJTtPZDyF0apFZ9AsyfEbVjpQa1UMHBVtBsfLgn3+XQGG48NEs1GurBOZKYOxwcVfqIKCgoKCgoLCZF7HKfEKrwEyyRyFvLywHuy+olCf3LItOgKP3wtNV0Lj5UKQNmwGtQZW3yXc0v1d0PFHqGgUNekLpX4zqHXgnP++kkrCVW9hfKHt3bRGQvk6XDYhKiL5apEOX6Is2Oeo8XY0QSFb7B1/ClERYcdWS0W1Ca1+Aek8Jhck5hbsayvXAnA0cJSWSjOxIS8hkxqPXhjxWWWZL1dfy9X1V0/fuX8XZl2ceHSqb2QqniWdyGFx6uk/EmC0NzKv5UqShP2uu7DfcQeZ3t6zJnRfDdsatxHNRDkamJr+v2d0DwDZQpZkLrng4/qHYzPePMrnC/zkM7s4uXt02mtRfwp7pZHqFjvRQGrJrl9kPLkk6fAlNDo1dcsrGOgoCvahKOYKPYYFZPeU0uGva7wOUOrYFRQUFM4p59oZXBnKKI2lRhHsCueSZFREEBcUYR/rEI+TBfsrvxIp4nd8DW79ojCIaymKwdV3ice934fup2HNm0SkeKGsvAP+6agwdFsAlQ1WxofiFArz/0mRgVC+jhrHGGadEO1TBHvVKvFYc/HsBynV3M+UFh8ZFqntxjla2c2G2X3alPhmWzNGjZEOfwctlWZs8TBBC7TqKyYmTf78Ssgy9L2AxWUhHk4jT7pmpej6pW9oRaWR6Nq3sHRkbX09cjJJ3r/A8oRzwFqXuOFxzD81i6Qk2AFC6dCCj7vjZyd47NuHp22PjqcIjSYY6Zku5iP+FFaXAYtDTy5TIB3PLfi88yEynsS2BOnwk2lY7SQ4kiAaSOEfjC0oHR6EQ7xKUnF1/dVISAzHFB9TBQUFhXPKuU6FVoYy1Kpz/VNwzrhw3/lrlHy2wM8/9zLd+xfmiJ6ICifseUfYCwUYEy7N5SgxwMBLQqC624WI/ftdsPWD4rWKBqjbBDu/Kdq8rX7jgtZYRpLAsvDWf+4GC7l0nsjY/COiyWiWdMFMhX4Mt0GkITsmC/a1d4va+1J/9JmoaBKPwT6IjkKof+K1yDBYa87sxsU8UuLVKjUrHCs46hcRdmcqRNCWp91QFEgqDcSmR3MJ9UFkCJPHQyEvTzHrCxevX2W9FYfHjH8ovqBla+uFJ0B28PxPY642VtOcXUFHoKO8LVfIsX90P1XGKmDhgj2fL+DrjRALpokGUlNeC40mAIiHpjrTZ1I5UrEsVpcBa7GfeTQ4dd/5EE6H56y7L+QLxALpJY2wAzSudgGw87ddBLwJKhsWVr++y7uLZlszNp2NKlOVEmFXUFBQUFBQWHJet6ZzCmcX/3AM/1CMEzOk1M5FsizY5xlhD/dDVoiLcoRWlmHgZVGrXsK9ArSTonVr3ghyXqTD125Y0BpfLaUa2bEFpMWXBFSF2kuVStygcNZOEuxWD1x/L6jnqPe1NwCScIr/9XvhOzdDtii2ot4FmedNwVwpIuynSY1e5VpFR6CDRpcRZzpC0ALNcnG9ruUzC/Y+0YrP0rwMgFgoXX5pwkXcgKvOjH8otqBl6xpE67rM4Pkvsg7vGOKWPX9Pd//EzYXjgeMkcgm2NW4DFi7Y/YMxctkCAN6uqfuGfOL7lginp2wvCXuby4jFIX6eYsGpc+bDp1/4NB966kOzvh4LpikU5CUX7I4aExaHnpO7R6mst3DxdQ2n36nILu8u9vv289YVbwWgzlKnCHYFBQWF8wRZLSlDGedsXKgogv01xli/EKPDJ4MLqnEtpcSb5ivYS/XrSBMR9lCfEH8NW2bdTaTFS7Dmz84sqvwqcNaYUamkssnVfCgJdofcxTLNE7Q1BKhqnL85FgAaHdjroX8n9L0A0WHY/yPxWmQYbDULO14JsxtyKcjM/X5Wu1aTzCUxZHqwZVL4rRJN+bxwuK9omFmw974ARgfmxhYA4pMEe3gsWTYlc9VZiIfSC2qXp60rRdiXzjhtMZBlmcM7RKp1aDRRNp7b6d0JwA1NNwAQSc+vhr/ESLeYr1JJjHROTX0vR9hPFexFh3iry4DFqQcgFlhYhD1fyLN7ZDcngifIFWZOpy850VsXuQf7qUiSxMXXN7B8UxVv/KcN875RKMsy/3Xgv6g2VfPm9jcDimBXUFBQOO8413XMyrhwxwXKhfvOX6OMDQjxloxmCXoTM84Z6QkzdCI4ZVspwj5v46dS/Xrt+okI+8Bu8dhw6ez7VTTCXz0BV//r/M6ziKi1Khy1ZsYH5i/Yg6MJ1Ko8lugeHJphbrklhkZ3Bn0eK5qg9znxb9cyeO6rIsoe9YqU+DPhNL3Ys6M+5Hye1a7VAOSe/gMA+5ZJNKaTYHaBpVqk6Z9K3wvQdAVmh4i0ThbskbFkuU+8q06kMi8kyq4yGlFXVpI5z1PiR7ojBL0i3d+crKAz1AnA80PPs9K5kmUVIvtgoRH20Z4wZruOmuUVeLtnEeyhzJQbbpMFu8mqQ6WWiC0wJb4z1Ek0GyVbyM5a8x0YFu+3osq0oGOfCetvaOSmv16Lzjh/N/rdI7s5NHaIv7nob9CrxY2LWksto/FRnux7ksPj030BFBQUFBQUFBQWBcV0TmExGOuPYitGx4ZPBhk6HqT/6IS5lyzLPPm9ozz9o6kmWsloFr1Jg1ozz4/cdwysteBeOUmwvyT6g1etnnvfhs2gX5jJ1GLhXqBTfNAbx26Oo8oX694tnjM7saNYx+5ZB7fdJ6Lsz34R8plXlxIPEJ9u3pb1+ei6+WYG//EfabE2o1fr0T7xPKF6O7FGF9ZECEyVQrDHx6a2nPMdg2APNF+Fya4DaWpKfHg8ia0o2CvLgn1hdey6+nqyA+e3YD/63BBavRqVVsKWrqQj0EEkE+GA7wBX1V2FXWcHFi7YR7rDVLfaqVlmxz8YI5OaiHaHRhMgQT5XIJ2Y2B7xp1BrVZhsOiSVhMWhJxpYWEr8ft/+8r97wjO34/N2hrA49Fgc+gUd+2yx07sTjaThzrY7y9sarA3IyPzTM//EB5/64KzZAwoKCgoKZxdZpVKGMs7qWNov9Plbw740jXgVloR8voB/MMbaa+vo2uujY+cIgeEYJrued33uMgDGB2KEfUmQhJFVqddyMppZuEN81UpRwx0bFSZ0Ay9B3ca567nPEXKhwOjnP4/ZsYVEREc8nMZsn1uUyAWZkZ4wrVUJKPnULdCZvkzJKX7Nm6D1Wlh+s+hhD68iJb4k2KdH2CN/+CNyKkXsyacIfvNbbLU34eg8ypN31NForYFAt4j6Wz3CUyDhB4swUePAj0GlgbV3o1arMFp1JIqCPZ8tEAtOmJKVetIvtI5dW19Pcv9+Bo8H2f6DDt76yc2it/15Qi6bp3Ovj/atHka6wjjS1Rz1H8WitZCX81xZdyVatRaz1kw4Pd3RfTYSkQyR8RRrr67HVW9GlmHvn3qxOAy0X+ohHs5Q2WBhfCBGPJQuX5OoP4nVaUAqlpFYHIYFR9j3+fZh1VmJZqL0hHu4puGaKa/LsszwyRB1Kxzl85xvHPAdYKVzJUbNRI39jU03kilkCKVC3L//fvaM7mFrzdZzuEoFBQUFhTLzDQQpKCicMcpP2WuI0EiCfK5AVaOV2vYKfL0RcpkCkbFkOYpXNqOTJ9Jf5YLMSHeYiup5psEW8jB2AtyrRDp3IStM6EaPzF2/fg7JjY0R/OnPkH7wVQAGiz2gy69n8tP2CY4kSMdz1HgmRezONMJes160b1t7t6jdf8P9YCi2VrPWntkxZ0mJl2WZ8EMPYbj4IuxvehP+b/03f3d/NwXgV80jNNoaxT6llHiYyJLIZ+HgL6D9lrITv6VCT6zoWh7xJ0GmnBIvSdIZGc9p6+vIjoxw5NmBcmuvc8GBJ/vZ+dvOadv9g3Fy2QKNq53YKo24sh6eHXyW33T+BqvOykXuiwCw6+wzRtgzqRyDxwKc3DM6JbW91LO+usWGp8WOWqti32P97Pj5CfY92gtAXbto8Te5jj3qT01ptWZx6omdQYT98trLcRqc9ESmR9jDY0kSkQy1yytm2Pvcky1kOTx+mPVV66dsN2lNvKX9Lbxr9bswaow81vvYOVqhgoKCgoKCwuua8zQl/vwLlSrMSslwzt1oRZbh5MujrL2mnleeGcQ/FMfTYqNzzyiuOgv+oRjjgzE8rXa83WFiwTSXvaltficaeAlySajfBKpiPffR34tIbeNlS/TuXh05rzDGczfb0WaiHPvBY9TllxN94gn62u7g0J44b/3E5ik3LUoO3jUNaugBkCZE8kJZfiN8rBt0RYd5qwfu+i94/F6oXH5mxzTNHGFPHT1K+uRJPJ/9DBV3341p4yWEH/odwy6JkPUAy+xtIqJudk8I9lixl/rJJyDug/V/UT6euUJfdoaPjIuorn2Si7irzsLRF73IBRlJNb/IrK6+nryspvcVkc4fHktSt+IMetG/CmRZ5uBTA6STObbe1TZl7b4+Iayrmmx4T4axdDhIZVO8MPQCNzffjEYlfjXa9dMFez5f4Mf37iwbOTo8pnKHglJLQYfHhM6o4e2f2oL+wleHAAAgAElEQVQsyzzyrVc48IQw4atrr+DgUwNTWrtF/Cnck8wOLQ4DsZCPQkFGNY9rPhwbZiQ+wnvWvIexxNiMKfHeTvE+apedXcF+PHCcBmsDJu3cNwxPBE6QyqemCfYSBo2Baxuu5cm+J/nEpZ9Aqzp/MjYUFBQULnQuZAdvhdcRSyC2FwMlwv4aYqw/ikavxl5lon1zNX/5xSvYcFMjAP7BaFmYb7ipEZ1RU45qnnx5FI1WRfNFlfM7UccfQK0XIrRkmHb4QZDU522EPTsiIsi1X/g8NTUqfOkK+v/qr+l8/DB7XwiTTec5+vxUIy5vVxijVYu9ulhvb3afebq/JE2I9RKr7oR/PADGhQukxO7dnLz+ZnKybVov9vBDv0PS6bDdeitSNkpFrZemr3+Wy77+Q373xt/x5823QiEnBH8pxT9WjLAf+oV4n8tvLB/PUW0i5EtQyBfKpmj2SaZkrjrR3/7UnuJzoa1vwO9aQy4rfvOFx2Y2SFxKwr4ksWCabCpf7i1fwtcXwWjVYnHosbkNFLLww2t/ym0tt/HOVe8sz6vQV0xLiY8F0iSjWVZuFdkYk7sSxENpVBqpbO5YUW3C4TGz/oYGCgVxLWqKgrlk9JeKZ0nFslNarVmdBuSCTCI8tV/7qRTkAh95+iPc9dBdAGyq3kSLvWVGwT58MoTBrMVRs/SGcyVSuRR//vCf85OOnwDCVO7JvidnnHtg7AAAF7svnvV4tzTfQigdYrd395TtHf4O4tmF+SwoKCgoKCwu57q+WRmv/3GhcuG+89cgvr4I7gYLKpWEpJIw24V5lN6kYXwwRtc+H2qNipaLK3HVmRkfjJHPF+jc66Pl4spyPfucyDJ0/BHatoHeKiLFAN4DUHOR2HYekvUKQar1eFh2+yYyOhu5j3yFo2veh40wjWtcHNvlJZ8t0LXPRyyYxtsZoqatAskozMXOuH59CYjveomcz0ci5JgWYY/v2IHpsq2o7XZ48Rvw+KfgG5fAr/+KFnMt+nRRQJqLpnOSSvSIl2XhZL/sRlBPRCcdNSYKOZnIeAr/cAyjVYvJNuF3UDI5LLUEmw/a+npGqzZi0OWxu43CV+EsM3hsoixirD9KZDzJ0z/qIJvO4+uLUtVkQ5KkslA2Jm186eovTYnwziTYI37xXtq3elBrVFPS/WOhNJYK/bQa8RVbPZhsOixOPQazFr1ZU06Jn5w5U6JkCleqY8+kcjO21jseOM5T/U9xdf3VfOO6b7DCuYIWewuhdIhgKki+2A8eYLgzTM0y+1mtXx+KDZEpZOgOdwPw3wf/m6/t/dqMc/f79lNjrsFjnr0s5Yq6K9Cr9Tw//Hx5WyKb4C8e+YvyTQEFBQUFBQUFhYUioZjOKbxKchkhMtbf0DBlu6gxtjA+GCMeTtOw2onOoKGy3sqxnV56D46TimdZvmWetdneg6Je/ZqPieeWSSK26YpFejeLT27Ei2QyobLZaFwtBOYLh8yo1Sk2jDyI9cP388dvHOQ39+3F1xfFaNORjGRYd209GIr17Wdav74EpLu6AEgFDVijPryf/CQVd78ZbX0dmb4+Kt76FuE1cOgX0HwV1G+G578KmThseb84iLkStEaovQS6n4G1bxap8s1TP0eHR2QGBEcTBIbjOGunZgpYnOJ6LqQvuORy43etpW54N3LdtYTHz75gHzgWxFyhJxXL4uuP4uuPcvQFLza3kaA3TtsGUf5QqtcPjyXxtNqnHGOmlPhS2rvdbcRRY8I/PBHZjYfSmCummx1qtGpueM9q0knhl2C268sR9lJ6/mTBbi1e82gghafVzuP/dwT/cIy333sp+klt0nZ5dwFwz5Z7qDIJU8EWewsAe3edoPPBJG/9+GbyOeF1cfF1U39/LDWD0cEpj/3R/hn72ucLefb79rOxauOcx9Or9axwruCo/2h5W1+kj2whS3+kfxFXrqCgoKBwRsyzdE5B4bzkPE2JVwT7awRfX4RCXqambXp6dWW9hUPPDIIMW+4Qf6y76sxk03me/vExHB4Tjaud8zvRsT+KiOyKW8VzjR6MTkgGoOnyxXo7i07WO4LW40GSJMwVepy1ZgLeOJd7+tC8eJj6FRVYnHp8fVHWXVNHzyGRZu5ps4OxGIU8jyLsmS5hlJb0ySS7Rwg/2Ek+EMR+5x0AmDZvhp4dEBmCmz4nzO7sdfDwv8CJR8VBSjXwy26AHV+GY6JP+6mfo6OmKNi9cQLDcVZePtXVvhTtXUhK/NhggoJKiyvRg3+3TLj2CmRZPmvR3UJBZuh4kNb1bvxDMcb6I+Ve57sf7kWWRf06iN7nQLmOfzIVhgqimSj5Qh510c8h4k+hUklYHAZcdRYGJhkcxkNp3E0zZ6E0TPoZNFfoiRfT3X19Uexu4xQX/dI1D40miIwn6TssvABefLCTbe9ciSzLnHh5lI6jQ7Q52spiHSYEe/ezYfJZDXsf7UWlltDo1ay49Ox+xwdjQqgPRAdI5VKMxEUmTCKbmFLT/rW9X8OX8LGtcdtpj7nauZrfd/2eglxAJanojfQClI99NsgX8sjIZa8DBQUFBYWpKDXtCgqLh/LXxmuE4U6Rlutps097zVVvEb0DVVK5Tr1kgpVJ5XnDP66eX//1VBj2fFe0JTNPqne31gjBfp4azgFkvV60nokI+VVvXU4qnsPV9f/Ye+/4Nstz///9aG/Zsrz3ihNnJ4QAAZKwVym0lNIB3XT8erp7RtvT0nMOPT30fNvS0h5KoftQCictgbIKFMIIK2QQMjySeEuesi1ZW3p+fzyWbFnySjxicr9fr/sV+9Ez7keSFX3u67o+Vx/uB8LEu91c+rGVBLxhqjfksfHKCjoaPORX2Ij1e+nc5SAnD8xTXGOhkCMRQi2tIEkEXQF8R0KABt9LL6EyGlGZTBjq6+GRz4HeDnVXKwdu+qTi7H/4YRjqHDO7q7lY6Qm/+y7FsT67MuV6eqMGk11H2+F+IqEYjsLUZ0GjVWOy6WYl2N3Hlffr8n/6JG/+26+JOOMEvJGUVPv5QpZlmt/sJuSPUrI8G5Va4sjLLuJxmdJ6B+2HFYGdENYarVox3uvNINj1WcjIHDvaxUu/aeWmb52Nty+AxaFHpZLIKbLQ8KqbgC+MwaxlZDBExdrpvSLMdh0elxKZ72kdpnBCZF9v0lJUm8XB5zsI+iIgwbKz8zn8UhdqtUTQH6XpjW5ydavI+XCq+VqRuYiKwAoiLg3WHANNb3QjqSXqtxShNy2sUVsist4f7KfJ05Tc3h/oTwr2h5sf5reHf8sHl3+QKyuvnPac9Tn1PNDwAC3DLVTZq2gZagHANeKa+xuYhNtfu53W4Vbuu/y+BbumQCAQCASCeWSe0tnnAiHYlwiu5iEcReaMvaydJYppWlGtHaNFEUQ5xcq+ay8uSUYSk8gyhIbBMEH877oD/ANw8XdStzsqFbd40wyj9ItAxO1Cv2zMjb1kuTLXkWgFAKGWFoq2jKWCm7P01G1WBH7vz3/NiMuAweM4LQR7uL0dIhHM553HyO7deBpUaPLziHb3MPz445jPPx9JjijmgGtuBO1YOzAqtqSlvFO0QXmtg4NKtD1DlDu7wERXo5L6nVOU/ixYHIZZpcS7jiltBB1bNmKW7gJgqMdPfN8rGFauROOcoQHiLJHjMjt/vI/OxkEs2XrK6nOIhGIcerELJLjo5hXs+MEekJW09AQ2pyFj2r5dr/yNtDf3ERgO09U0yHB/MFn3nlOiPFf9nSM4SyxEI3EsGVLiJ2K2KxH2kaEQvoEQudttaftsuaGGh/5zD28910HZyhy2f3g5kWCMw7tdxKJxTIUqcNlYbt+cPObtFzppO9TPtq4biahDXP35TTx4+x7iUZk120tm92TOAYkIO8ArrleSP/cF+yi1Ken5jxx7hJqsGv5x0z/O6Jz1OfUAHO4/TJW9KtnCzj3iTkbd55tXXa/iGnERiUXQqoVbvUAgEGRCFunxgqWGEOyCkyXRR732rLyMjzuKzNicBuq3jPX71ujUfPSOLajVGb68HnkEdnwKvvw2WEbP2X8MXvsFrP8QFE1oq3TNj5Ve7KcpcjhMrK8fbWF6v3NdRQUA4dZW2JJeg+/fswfP/fcDEJu5Hp1XQs1KOrz9Pe9hZPdu4hEVzvdfx+DOpwi3tirp8G2vQMQPy6+Z/oRqjZI1cXhnupgfJbvATGeDItgn1rCDUlM9017ssizjPjZExVonkkZDzooyiEDvviYG//UzGFavpuL+/0XSjgkdOS4T8EWIRePoDOqUSHAoECUejWO0Th+dHxkK0dk4yJqLSjj3+mo0WnVywaqw2o4lW8/ln1xFOBhNOS4rz0TLaNp5yna9UoIy2Ke43Pe0DDPcF6ByNJMlp1hZLOvv9GEcdYbPVMM+EXOWHjkuc2yvYiiYlyGNPq/cRt05BTS86qb+/EI0WjVXfXYNsVicSDDGPc/+DrWrkvLosuQx+55uY7gvgEF28Fbh87SpC9h0dSX+wVDSq2Ah6fB2kGfMoyfQw+6u3cntfYGxzgetQ62cW3RusuRgOqqzqtGr9RzuP8w1VdckI+zheJiB4ABO4/wsBiUYDg/T7lVa9B0fOk6do25erycQCARLHSHcBYJUJEkqBX4HFABx4B5Zlu+cbH8h2JcAA64RwoGo0g4qFoU/XA/nfxmqLwKUlN6b/yO9vjyjWAdoeAJiIeg+NCbYD+9URPn2b6bvbznJ3uQLRKSnB2QZbWG6aZwmLxfJZCLc0pLx2N6f3oWmsBBJpyU64El73P/GG3R+/R+p2vmw4sq+AIRHDees27ehMhuJjwSwrq8hHtXQ9/OfK4L9+F9ApZ15mULd1UpEvnJrxocTYk7pOpAeMbQ69LQc7JtRHfpgt5/gSCSZ5u08fx38PY7rkb9TrtUSPHiQ3p/eRd5Xvkw8LvPoT/bjOjaU4mhusuu46JYVlK/M4e+/PYLHPcIHvrN52msn6tDLV+Wg0SoCMLGgteI8ZUFnorEcKO3XArtdhPyRlPu365R9fQOKQVxHg4eAN4J1NMJusukwmLUMdPrIzldSvGci2Itqs9BoVbz4YCNIqYZz49lyQw25pdbkAgEof9dqs4rD7GM1lYy4Y7BSuffh3gDnv68We4WWX7/wTzzXnsVXrvzKtPOZipHICJ946hPcUn8LV1VdNePjZFmm09fJpeWX8sixRzjQcwCNSkM0Hk0Kdn/ET0+ghwp7xYzPq1FpksZzsizTMtxCsaWYTl8n7hH3vAv2hoGG5M9HB44KwS4QCJYkciyGpJ7ZQumsiMsZjedETbtgSbBwEfYo8FVZlvdKkmQF3pQk6WlZlg9n2lm0dVsCdLcorsr5lTbFwf3EC0pf9JNBlqFltCVSf/PY9s43wVENtvQo9elO1KXUrmoK0gW7JEnoysuVCPsEYl4v/j17sF9zDdqiImL96RFW38svE3W7CZ9I72vtfeYZBnf8eQ7uIJVQ8zG0xcWozGZMa+vR2yPo7DKOj32Ugn/7Lsb16xTX99KzQW+Z2UnX3Ahf2Ac51RkfTvTmzhRdByUlPhaJK/XU05CoX0/4Ldgv2IIhOIDXB46P3IL9ve+h/5e/JNLdjbc/QMdRD2X1Di68aRnbb17OuddXE4vGaXzNjRyX6Wz04HH7cR9PdxefyHCfkiZhyxnraa7WqLj5P85jxQQzvZT7L1Du39M91i++4TU3/a8rn9yhQaWTQKIFW6LVndKlQWmh6Bt1fZ9JSnxOsYXrvrIBo0WLs8QyactFo0XH2otLUWVYfGuJNBMzhJKZDwnzu9J6BxXVBawvXsfz7c9POY8DvQfwhr1T7vPLt37Jof5D/ObQb6a9r/H0B/sJRAPU59Rj0VqIylHqsutQSaqkYG/zKs7uZdayWZ273lHPkf4juEfcBKIBzi1SFq4Woo494VCvUWk4OnB03q8nEAgE88G8iHUQLvGCJc1CtXWTZdkly/Le0Z+9wBGgeLL93xGC/fDLXXSfGE6J0L2T8PYHkaRRN2vPqPDs3HtyJ/O0wJCSzsmA0hsZWYaON6DkrFOe62IQcY/2YC/MLMh0FeUZI+wjL++GWAzLtq1osh1EPQNp+4QaFaOsSHdP2mO9P72L7u9/HzkaTXvsVAgdO4auRhHWhf/2HUq39YOvG7XVSvaNNyL5B8D1lpLmPlMkCbIrJn3YMRphn2g4l2B8m7Hp6GoaRG/WJCPO2qIizPgYMReRffMtxM65nAMrP42/pYMBlyKQN1xezuptJdRvKWLD5eWU1DnoahrE0+0n5Fee36OvjomxWCROJBRLu/ZQXwCkMef3mZI1OtfBcYJ939/aOPa8UiYQGZYwWMYi7+MXBAprs+ht8yaF8/ja+KnIr7TxwdvO4ZrPr53VXAEisQiuEReqnEjyuh2jbewSiw/bSrdxYuhEMmV8IkOhIT7yxEf43eHfpT12qP8Ql//f5dy5905+d/h3OAwOjgwcSYkuT0fCcK7UWkqpValXr7BX4DA46A8oi2MJh/dyW/mMzwuwyrkKf9TPQ40PAXBu4ahg92UW7C6fi0N9hwDluftby9+4bfdt/P7w72d1XVAEe74pn3pHPQ2emT8fAoFAIABZJYYYJz+WEE5JkvaMG7dOtqMkSRXAeuC1yfZZWreeAf9wmOd+f5T/+689/PqfXppRBHA80XD6l/6FIuSPcPjlLmR56qUYnyeIya5XUtwHRwV7zxEITR0Zy0giuq63j0XYhzrA1w3FS1Swu0YFe4YIO4CuvJxIRydyJPW94du1C5XdjnHtWtQ5OcT6Mwj2JkWwR7u7U7bHfCOEmpqIe70EDhyYi9tQzuv1Ej5+HH11DQCaomq0Jgm844RIywuAPDvBPg0mu44tN9Sw8oLMi3szFez+4TDNe3qoXONEGrfKXnZ2OT5LMUGtjYZWHf3O1bgaBpJO6QmRmaCo1o7PE6LpDeV5z6+00bynh2g4RjgYZccP3uSRO/elXd/bF8SSpZ9ZV4Rx2HKNqFQSHrci2MPBKANdPoLeKOu0Z0NYRfnaMdPFhOkcQPnKHGQZGl/vxmDRotbO/NoGs3bGAn88XSNdxOU41gIt/V0jxGJxOo56KF2enSwb2F6qtEibLMp+oPcAMTmWMUq8x72HrpEu7j14LxqVhnsuvQeNSsPOYzsJxUL88egfuX7n9Tzb9uykc0wYzpVYSiixKoZ3ZdYynEZnMsLeOqR8npXZZhdhv6ziMootxdx78F4A1uauxagxThphv+ONO7jpsZv42q6vcd3O6/jqrq+yo2kH9x2cvcv7kYEj1OfUU+eo4+jA0Wk/vwUCgUCQiqySxBDjpMb8vznnaECfLMtnjRv3ZLqcJEkWYAfwJVmWJ00lXfKC3WjVcsv3zuP8G2sJ+aN0NqXXIcdjcWKx9Oi7q3mQ+77+Eode7FyIqabR8Fo3z/3+KO5jQ1Pu5/OEkn2Z8bSMbpWha//UFzjxIgQnvPYtL4I5F6q3jQn2zj3KvyUbZzP904ao24XKbkdlMmV8XFdWDrEYka6u5DY5Hsf34otYtmxB0mjQOLKJ+3zEw+HkPvGRESLtSjZCtDc1wh58+yDElfeU78UX5+Q+ZFnGfdt3kWMxbFdeoWxUqcCSD95xCwbHnwedVXF/nyMkSWLdJWXJSPNEkoK9f2rBvv+ZNmLROBuvqEjZXn+DEgFtfrOH1uNK6nhvpx+PawSzXZdWN19Yo5i9HXy+A4NZy+ZrqwgHouz6YwNP/fJtetu8uI8PE/CF8Q4EeenBJmKROMN9gRQxPVPUahW2XGMywt7T6iWhw95n+BgATab96E0aNDoVRuvYfPMqbBjMWoK+yNjf6TyTMD3LL8siFonT8Kqb4EiEkhVjiwpFliLqsut4rv05AHY27+SVrleSAnN/j/L5Mb7dWgLXiAuTxsSvLv8VP7v4Z9Q56theup0djTvY/uB2vvfa92gebOalzpcmnWMiwl5kKaLEMirYbWXkGHPGBPtwK/mmfIya2b1mRo2Rb2z+BjIyJo2JPFMeheZCuv3dGffv8HXgMDh4tvVZNCoNd110F1/c8EX6g/0Mh6cvtUjgj/hpGWphRc4KljuW4w17F7T/u0AgEAgEgnlirsT6DNfxJUnSooj1/5Vlecoa2yUv2CVJwuowsOrCYjRaFa6mdPH79K8P89hdqVHQwR4/j//PQaKhGE17Mn/Jm28S4qA1gzv1eBTBPpri62kFU47yc+ebkx/kdcNv3wUvjzMcTNSvV5wPObXKuWIR6NgDaj3krz6V21k0Ii73pNF1AG1BPgDRnjHRHTx8hFhfH5atFwKgdijPacwztuCTcGsHiEyIsAf2K2JHv2wZIy9OLlpmw/CjjzL82GPkfv7/w7h63GthzU+NsHftUxZX1AvnGak3a9Do1UnztUwEfREO7uqk5qz8NOGflW/CUWTmzSdaCPpjIMfp648z4BohO0Mafk6xBZ1RQ8gfpaDaTnFdNsvOzqfx9W7aDg0k69E7GwZ56+/tHPh7O52NnlHBPrt0+ATZBabk32T3ibHPkXirMr9He3fgrDSTXWBOMb9TqSRK6xWhPBPDubkgIdirKpWMiOd+fxSDWUtZfWrrxW2l29jfu5+dzTv51svf4tanb+WGR29gKDTEW71vAdDp62QkMpJyXJeviyJLEZsKNrGpYBMAH17xYaw6K9tLt3PfZfexJncNbcNtU84xz5iHQWNIRthLraU4DU76g8pnXqu3lQpbxUk9BxeWXMi7q9/NOYXnIEkShebClJT4B44+kJxfj7+Hi8ou4tkbn2XHtTvYWrqVartSdjJZyUAmjg4cRUam3lGfNJsTdewCgUBwkqglMcSY3XiHIClfJO8Djsiy/MPp9l/ygj2BWqMiv9JGV/NgyvZoOMaJA310HPUQ8o+lRL/8UBMyMjUb83A1DREOzK4OOe730/bpT+P67ncJNpxcHeNgt/IlufXQ5IJdlmW8A0GsjlEhMNgKBashu3Jqwd7+GiDD8efGXbAVhjuhfAvk1IAcU0R755tQuBY007fNOh2JuKcW7JpcxeU+2tub3OZ95mlQqTBfcAEAakc2QIrxXLCxMXl8dEINe2DffnTV1diuupLgoUNEMxjWzRbPnx5Ev2wZObdOKHOxFCglC6B0Ceg5CvmrTvl6s0GSJKzZeryeySPsxw/0Eg3FWH9Z5vTm6vW5hPxRtAY1ed6jDPj1eNz+jHXzKpVE4ahpXUGVDZVK4tKPr+TjPzifG7+xiW0fqkNrUNN+dIDmN5XXpvVQPyND4ZOKsIOyqDDY4ycel3EfHyYr34TRqsXVpHym9Knd5F4Z4crPpC9sla9SFnwWUrAbNUYqK4owWLQU1ti58Zub0lrfbS/bTlyOc9vu26iwVfCdc79Do6eRPzX8ibf63qLIrJhMHhs8lnKca8RFkSXVgHJD/gaeed8z3H7+7ZxdeDbl1nJah1szzi8ux3nd/XqyZ/ql5Zfy2bWfZWXOymSEXZZlWodbZ12/Pp5/3/Lv3HmRsihZYC5IpsT3Bfq4/bXbebDhQUKxEAPBAfJN+TgMDjQqZaEr4UyfqKOfCUcGjgCwImcFtVm1SEgc9QjBLhAIBCfLYtdEi7G0xnyzUKZzwBbgZuAiSZL2j45JW/EswK0vHIU1WfS1e1PEd2fjILFIHFlWfgaQZZnulmGq1uayelsx8bhM+9H0+uWp6L/3XkZ2vcDQjj/T8r4b0yKwCSLhGE//6lDSOXs8g90BJAn62n34PJkjl8GRCLFIPDXCnlUOxRunEeyvK/927YPA6CJG26iXQdk5Y27h7gNKav0SNZwDiHZ1ocnQ0i2BJk9pXRcZjbDLsoz3iScxn7MZjUOJSGpyFME1vrVbqKkJyWjEuGFDSg27LMsEDhzAuG4t5vMVwT9VWvzgXx5m4HdTm1vJskyouRnj+vXpzq3WgrEI+8BxpSVfXv2U55sPrDlGhnoDkz4+4BpBo1XhLM7sXF+9QXkdKtc6cUj9BOMGIqFYxgg7QGGNItgTwh1Ab9KSW2ZFpVZRVJtF46tufJ4QKrVE4+vKa3Sygj27wEQ8KjPcF6D7xBAFlTYcRRbicRmVRiKg9dIVb0+WB4ynrN6BSiVhP8lrz5Z2bzvFlmK0Og233H4e1391Q8Z51TvqyTPlEZWj/MvZ/8INy25gc8Fm7j14L4FogPfUvgdIT4vv9HVSaJ7cVR+U9PZufzeBaPp74mDfQdwjbi6ruAyAbEM2n1v3OTQqDU6jk2g8Spu3jaHQ0CkJ9vGZDoXmQvqD/YRiIRoHGpP30eNX/u7zTfkpx5ZYS9BIGk4MpXeAmIzD/YdxGp3kmfIwaU38cNsPuabqmpOev0AgEAgEgtOIBUqJl2X5JVmWJVmW18iyvG50PD7Z/u8owV5Uk4UskyKOW9/uR6NTodGrk22PRgbDBLwRnKVW8qvs6IyatLT0kD/C0VddyPH0Zz3c0UH/vfdhu/pqyn7za+RwmMBbb2Wc02s7j9P4ejcHnm1P2R4Nx/B6glStV6K/bYczR2gTKcgWhx5CPvD3KW7fxRuVaLl3knT+9tdBbwM5PmY01/6asi2vXomwAzx9G0QDUH9d5vOc5sQDAWJDQ2gLJhcXKpsNSa8n2qNE2ENHjxJubcV6xRXJfdTZoxH2gbHXIdTYhL6mBm1BPpGenmTtb7ilhdjgIMZ16zDUr0BTWMjwY5n/xsIdnbhvu43uO+5IqaGfSLSnl/jQEPra2vQHrQXg74doGHoUp2vyF16w55VbGej0EQ5mzkbxuPxkFZhSzObG4ygyc/77atl0VSUO09gClaMwc938ivOKOPtdlRn7pgOU1GUTjcRRaSRWXVicNJw8+Qi7snBw4kAfAW+E/Co7OcXKNqvDgE6tS5qkTcRo1XHjNzexelvJSV17tnR4O5LO61q9etL+9JIk8anVn+KW+ls4r/g8AD644oNJkX1V1VUYNUaaBscEuy/swxv2Ul69pLwAACAASURBVGyZtLsIMObsnkjPH89TLU+hVWnZVrot7bFEn/Q3u99MOc+pksgI6PR2Jt3bpxLsWpWWEmvJrFLijwwcYYVjRfL3S8ovSb4OAoFAIDh5FtvMTIylMc5U3lGCPb/KhqSSkmnxsizT+nYfJcsdFNdmJQV7b7virp5bakGtVlG6wkHrwX46GjzJ6HzDa26e/c2RlFZSCfp++lNQq8n7+tcwrFgBKhWhI0fS9uts9HDg7+1o9Wpa3u5PcaQf6g2ADFXrc7Fk62k9mFmwJ1y5rQ7DmEN8djnkLlN+TrRmG08kCK79sO5DoDXBiV3K9vbXlEi6Sg0mBxizlb7uy6+Bss3TPLunJ0mH+Cki7JIkKWntoynxw08+BWo11ksvTe4zFmFX3iOyLBNqbES/rBZNXj6y30/cp7TPCrypCA3TunVIKhX2697NyMsvE+nuJtzamuIa3/Pf/620VAP6f/MbIt09DD361zRn6VCzIpj0NTXpN2AdvTdfN3QfBkkFuctn9gTNIckFsUlMEj3uEbILMkfLQXkd1l5cSla+iZwclbKYBJNG2E02HZuurszYgxygZLmyyFK+MofKtc7k9lOpYQfYvUPxLiiospEzmi1gyzFQZiubNAUclLp7rX6e+tqOQ5blFME+HTctv4mvb/p68vetJVspthTjNDopsZRQk1WTEmHvGlEWlgot00fYgbQ69rgc528tf2NL0RasOmvacQnB/mDDgwDUZGd4z58Eq5xKmcjenr3JuvJ2b3vSFC7fnJ92TIW9YsYp8cFokOODx1mRs2L6nQUCgUAwaxY73VqM03/MNwuYEj8rFs61agHQGTTkllpwNSuCYrDbz3BfkPWXlhGLyrS+3c9wf4C+di9IkFOifBmv3pDLsb097PzRPopqs7j+qxsY6FLqy195+DjV6/PQGZWnSpZlfC+8iOXSy3j+8X5WXmhAV1VJ8PCYYI+EYrzwp0YaXnVjyzGw5b21PPGLg7QfGaBybW5ybgDZ+WYq1jg5uttFOBhFZ1Cu03a4n0goxsDrBwFJSYnvGhULWRVgVFy08bRA+bmpT4TrAMTCirlcf5PiKh4chu5DsOJdY/s5qhVhf8l35+YFWASibmVBRTNJD/YEmrw8oqNR8uEnn8C8eTOa0ag6gMpqBa022dqt90c/JjYwgGnjWUg6pS442q30Qvc+/Qza4mJ0o+I667rr6P+fu+n/xT0MP/UUsf5+jBs3orKYGdn1As5/+DyR9g4GH/o/hp94glhvH7qK8hRjufCowZ2+NoN4sYwT7D2HlddNuzCp1+NJLog1DVK2MiflsUg4hncgmDSDmw5DrgNzp5t4fjlGy8l5J+QUWVi1tZi6zQU4SyyoNBIqScJkO7nzGcxaLvnoCgK+CDanEWeJlWhEWVSwOgxU2Co4NnRsmrPMP72BXoKx4ElHdtUqNd+/4Pv4Ij4kSaI2uzal9VuXTxHsifr2ySi3KpHxiYsYB/sO0u3v5osbvpjxuByj8t451H+IG5fdOG0kf6ZU2CrINebyuuv1ZMaAL+KjeVD525oYYQeotFfycufLxOIx1KqpF1saPY3E5Bj1joXPbhEIBAKBQLAAnKadWhdgrWJhKazNovvEMLFInLZDivgqW5lDyQpFnLW93U9vm5esPFNSHNeelc/N/3Euy87Op6dlmHhcxuP2Y7LrCAyHefPJluT5w83NxDwehqvPpfH1bl78UyP65fUEx0XYG151cXS3i1Vbi3nP1zdSviYHvUnDsX1jpmeDPYpgt+cZqd2UTzQSp+WtvuTju3cc4++/PUzXo8+hIo7RomXgwZ30vm1RIuz2UkAa1+ZtHO2jteqlZyu9uvsa4aUfAjKUjoukX/AVuObH4JybCNdiMBZhn5lgj/b0EGltw7JtW8rjkiShyc4m6hlg4P776b/nHrJuvBH79dehzR+tge/uJubzMbJ7N9ZLL02mIevKyzGetRHP/fcjh0I4v/APRPt6ibrcZN30fnI+8QlyPvkJ5GAQSau0AwvsS23JF2xqQu1wJCP9KVhHhYbXpSy6LEI6PIwuiJVZ04wdAQbdfpCZMsI+Hk1uLiUdu1h5jnP6nSdBUkls/UAdBVV2NDo1hdVZ2PNMk6aHz4S6cwpZd0kZVeuUhTVHoRmNTkV2oZkyWxnt3nai8dkZVI5HlmW+8vxXeLZ18v7l05FIQT+VVOx1ees4v/h8AGqyahgIDvCz/T/DPeIeE+yWqQW7RWfBYXDQ5m1L2b6vex9A8vwTSUTY84x5fGnjl076HiYiSRKbCjbxmvs1TgydoCZL+Vzb270Xk8aERZfurVBpqyQSjyTveSqO9Cuf8QkjPYFAIBDMD4uddi3G6TvOVN5xgr2oJotYNE536zDtRwew5xmxOY04Cs04Sy3sf6ad3jYvuaWpX95sTiMlyx1EI3GGevx43COUr8qhbGUOJw6MCemRN94AoCOqfJnta/cxUKiYkiXSqQdcfnQGNRfcWIvZrketVlG5xknLW33JfvCD3cqCgM6gobDKjiVbT9MbSj16yB+hv8tHOBinO28T+sgQRCP0PvwK/UesxDEqju72ksyCveN1pc7dkgfrb4bcFfDSj5RU6vHmcsuvhg03z9EzvzhEEhH2/PTo2XgSKfGhptFIdl1d2j5qh4NY/wADv/4NxrM2UvCdbytCfvTc0e4efLt2IUciWC+7NOVYxwc/iKTVUvz//pvcz32OmqeeouqRnRTedhsqgwF9TQ2Vf95B1c6daAoKkm3hEoSbmjOnwwNYRxcj3G8rr3feyumelnmjqMZOd8sw0UgsZbvHrWSkJNLKp0OT66TY9RJr18xdCvnFH1nB5Z+a2+dGZ9DwgW9vZvXWEipsFUTj0ZTWYbPFE/LwdOvTfOOlb0yZXj8ViRT0MmtmN/7ZclXlVZxdcDa/OPALPvbkx+jwdaBX68kxZFg8mkC5Ld0pvsHTQJ4pj2xDdsZjrForH1j+Ab5/4fczpsyfCpsLNzMQHCAmx7io7CJAifhnSocHJcIOcGJ4euO5IwNHyNJnUWCevPxGIBAIBHPDYqdei3F6jvl9083hmGPm+9YXnISzdGeDh87GQUqXKy7gkiSx6epKhnoD+DwhnGUZaitHU+Q7jnoIeCNkF5ix5xoZGRwzyPK/8QZSQRGtTX7qNhdgyzVyqD8fGZJp8R73CFn5qZG+8tVOQv4ofW1KHfRgd4Ds0V7Vkkqi5qx82g4PEByJ4D4xnHyxIzorel8vA7//PXF/BDkm4Xv5ZeXBrPKxuvbxdB9S2rSBkjp/858hqwyK1oN+br8gLzZRtxu104lKN3UatCYvl7jPR/CgYg6YKfVc43AQOHCASHs79quvTrq1J1zmoz3deJ9+BnWuE+O6dSnH2q66imWvvYpl69ZJ52BYsQK11Ypx3boUwZ5wiJ9UsJvzlFZ+u74PyIsWYQcoqs0iHpXpafGmbPe4/UgSZOXNULA7lShrrK9vmj1njtVhmHGEfzbYnEbUWlXSHG02bcAm0utXsmz8UT9f3/V1gtHJ2+RNRtNgEwa1YdoI+EzJMeZw3+X38YOtP6DD18Ffj/2VQnPhjDIVyqxlaTXsDZ4G6rLTF8QSSJLENzZ/I9nffS4Zf86Lyy4GIBKPZEyHB5I94GfiFH+4/zArHCtOKYNDIBAIBALB6Yk0h2OueccJdqNFR3ahmYO7OomGYslUeFDaSSXq1nNL04Wro9CMSiXRtEeJdGcXmLBk6wkHY4SDUWRZxv/GHrzrriQcjLFscz5rLyplYEAmYHASPHIYUKLnE4VDQZUNgO6W4eQ+9vwxcbNsUz7xmEzznm7cx4aQVBIlWiVN0xDy0PuTn6LSyaiNGrzPPKMclF2RHmGPBGDghBJVT2Argk+/AB/40+yezCVAxDV1D/YE2lHRPfLybiX1fLSd23jUDgex0SyJ8cJbZTCgttvx73kT365dWC++GEmV/qejMs1MrBrXriXS1ZVsMxd1uYiPjKBflsEhHkClgo8+BsuuBLVOWXhZJAprFO8E17HUtHiPawRbriJsZ4J6VLBH51CwzzcJwT4xBXw29AWU+/34qo9zZOAI337522kGhNPR5GmiOqt62prr2XJx2cUUmAvwhDzTtnRLUGYrozfQiz+ilPiEY2FODJ5gWfayOZ3bTCmxlFBoLsSoMVKXXUe2Xvn8zzPlZdw/y5CFVWfN6HQ/nkg8QtNgE8tzFt7sUSAQCM5kZLUYYoyNM5V3lOlcgqIaO4de7AIJipeNCXZJktjynhpe3tFEfoUt7Ti1VkV2oSlpWucoNBPyK/WqzV/5FnZDmFhfH27bSoxaLSV1Y+eOF1UROnKEcDCKzxMiKz9VvJmz9JhsOnpah/EOBAmORHCME/XOUgu5ZVb2P9uOyabDWWKhaP+rdDjeg9mqQQ6FsFf5kYs24X1eScuWsiuUuuZIYMyErLcBkCFvgpOxMXN66lIn4nahr6ycdj9NrlKT7D9wANP6zIJXk6OIeP2yZWiLUqOXmvx8Rl56CbXDQc7HP35KczauU7IfAvv3o73sMkIJw7nJIuwABjvcdD8EPGCePlV5vjCYtViy9UlTxgQD7vRFqqlIvB7R3qUj2B0GBxatZVZtwCbSG1Ai7DfU3oBVZ+XOvXdSnVXNp9d+esbnaB5sZkvRlpOew2RoVBreX/d+7tx754yj9wlhvqd7DxeWXMjxoeNE5Sh1jskj7POJJEncsOwGunxdqFVqSqwleEKeSSPsoIj8Tl8nAAPBAYLRYNr9d3g7iMaj1GZNsqgmEAgEgnnjTK5dFiwwwnRu4UhEAfPKrBjM2pTHSusd3PSvm5Ou7xNJROA1OhVWhwFLlh4Az96jDD/+BLIk0eMzUrYyB5VahcmmPB4vryPY2MhQj9LfeGItryRJ5FXY6GkZTvZ8L13hSHl8w+XlDPUEcDUPUVBpxXzkRWrsPVStUcS2rTyA9bIriA8P43/jDSXCDjDYhu/FF4kNDkLPqPld3jvfGEmWZaJdLjRT9GBPkEhrJxKZVBirs5XXI1Nau7a0FJXZTOkv70FXdmq1w4aVK5G0WgL7lfZvgbffBpSFgilRqRZVrCdwFJoZcI0J9lhU8X2YrJ96JlRmM5LBsKQi7JIkUW4r5/DAYSKxCA8cfYBbnrgFX1gpc+nydRGJRaY8RyLC7jQ5+cSqT7C9dDu/O/w7YvHYlMcl8AQ99AX6qM2eH+H43tr3YtFaZnz+LUVbcBqdPHD0AQAaBpT+51OlxM83t665ldvOuw1QxDgwZd15ibWEDm8HAP/x6n9w419vxD3iZn/Pfr703JfwR/zJlPlEzbtAIBAIBIJ3HqKt2wJSVKsI9pIV6WnP0+EsttJIt1KDrpIwZyuCPKTPouRndzFiKiD42+7kNRItpKKOQiK7O/C4lC/vEyPsAPkVNlre6qPpjW6sOQayJwicqvW5ZOWbGOz247QEkSJhzjnfguXCKxn2PotJ+xzyVe9H9f/uo++Xv8T03c8gAZFjB2j/1HfI/fKXcVa2K2nTjqpZ3/tSI+71Evf7Z5QSnxTsTNI6DcUIDcCyLV2wF3z7X5GDQXTl5Sc52zFUOh2G+noC+xQ37cD+/ehra1Db0rM+TkeyC810Ng0Sj8uoVBLdJ4aJx2TyK+wzPockSWicziUl2EFJG//Jvp9w6f9dSn9QWXg7MXSCOkcd1+28jlvX3MonV39y0uN7/b1YtBaMGiUj5oqKK3iu/TmODBxJ9hGfikSLsvmK9GYbsnnqhqcwa2aWLaFVa3nfsvdx94G7aR9up8HTgF6tT/ZoX2xKrIpgnywlHhRRv6t9F3E5ztGBowyFhvjSc1+izduGN+xlX8++pGBP1LwLBAKBYGGJn8Hp0ALBOzLCbnUYeNc/rGXDZbP/0pgwnkuk9yYi7CF9Fvq6OvoiilBPCHaDRYukkoiYncihEP3HepEkpV3bRPIqlLr5rqZBKlblpJkXqVQSZ7+rEq1ejSOkRHz0dctQ2+1kl/UiFa9HZbGR+w//gP+VV/EeaAcgeGAvAJGuLiXC7qwD9TtyLSaFsZZu0wt2ldWKZDAAk6eeWy+/gqI7/gvjhg1pj2nz8+dErCcwnXMOgbfeIjY4SODAW2kmdqczjiIzsUgcb79imNZxdABJgqJlWbM6jyLYe6ff8TTiU2s+xV0X3UWOMYfLyi8DlKh5X6CPQDTAG+43pjy+N9CbbGsGiqs5wO6u3TO6fpNH6S9ekz1/rRhtOtus6uNvWHYDaknNrw/9moaBBmqyatCoTo/Pn4RgnyrCXmwpJhwP0+HtoMPbwbLsZRzqP4RRrXyGH+4/zImhE+QaczO2hhMIBALBwrHYLuViLO6Y/zfYHI05ZiFufVEoW5mD3qSdfscJOEstSNKYcNfo1OjUUUKGbLQFBXQ1ejDZddhzlS9zKpWE0aolrFeiowNtHqw5BjTa9C+8eeVjEdTy1Zn7T9eelc8nf3QhqtYG0GqV+uxoCFwHki3Zsm96P/raWnp+fDdxlYngkUZAcUyn92h6/fo7lGiipdsMUuIlSUrWTesmS4m3mLFfe+2CuEBbtm6FWIyBP/wv8aGhpSXYC5XFrERafEeDh9wM5SfToSkoUBaZlhhbS7ey49odfH3T1wHoC/Yla9MP9h4kLscnPbYv0EeuKTf5e44xhxWOFbzS9QrAtAZ0TYNN2HQ2co25U+63kOSZ8ri66moeanyI192vL1r9eiauqLiCb23+1pQp+glR/1LnS8jIfGrNp7jjwjv47ZW/pcxapgj24RMiHV4gEAgEgnc6QrAvDYxWHe/5x42s2lqc3GaQA4Rt+aBW09U0SHFtVoqoM9l0hFCit4N9oUnNtwxmLfY8IxqtiuIpopEqlUSoqRl9ZSWSVgvugxALQ4nSskjSaMj94heIdHbiHykmeEIRPRFXFwy1Q96Z4WScEHvaopk5Wmvy8lA7nWiyF9+Az7h2DWq7nYHf/Eb5fRIjvNORhD+DxzVCOBil+/gwJctn/5zqq6qItHcQD4Wm3/k0JNGnvD/QT59fSe33RrwcHzye3CcYDXL3gbv56JMfxRv20utPjbADnFN0Dvt793P3gbvZfP9mLnrwIn785o8zXrPZ00xtdu1p11rstvNu444L72Bz4WauqLhisaeTxKQ18f7l75/y+Sq2KJ/1L3S8AECNvYYrK6+kxFpCfU59MsIuBLtAIBCcHix2lFeMxRtnKqdH3uJpRkFlai2uPjRI2JTDUG+AkaEwRctSxYnJpifgDYFWh3dERXnB5OZbq7eWEApE0eimTjmNdHejLRwVoq2j6bIlYz2Gzeefj2Qw4HObCXaMtgcbjTifCYZzAOG2diS9PqU+fSrs776WmGdw+h0XAEmtxnzBBQz/9a+o7HZ0FRWLPaUZozdpMdt1DLhGcB0bIh6XKa47CcFeWwPxOOHjxzGsWHpZIVq1FrveTl+gL9k+DOBA7wFqsmvwhr184LEP0DrcCsC+nn1KhH1CdPzcwnP59du/5mf7f8Z5RefhHnHzxIkn+NLGL6XsJ8syzYPNXF119fzf3CzRqDRcWXklV1ZeudhTmTVFliIkJF53v45aUifb9wHU59TzZMuTgKhfFwgEgtMN4R4vmFPmyTBuLjiD1ypmjs7XQ1BtpeOoB4CimtTouMmuwz8cIVpRT0xWkZ3BcC7B2otLOfua6SM10d5eNHmjX+yPP6fUpdvGIskqgwHz5s0MH/YSHQF1lp3YsI94FMhfOfubXIKE29rQlZVm7Imeiewbb8T56VvneVYzJ+FGb1y7Zsb3cLrgKDLjcY3Q9nY/Ko2U7MwwGxJeAom2dksRp8FJf6Cf3kAvEhI2nY0DvYr7/51776Td284Pt/0QCYlXXa8SjAXTIuwb8jdQbivn/XXv5+cX/5ytpVvpCfSkpccPhYbwRXwpglJw6ujUOvJMeUTiEcpsZWjVY6Ud9Tlji58iwi4QCN5JyLGZdSeZNfH5UTyqSaa72BFfMd5hEXaREr80iYdC6AbdhGQdTW90Y881prm7m2w6At4wwWLly52j6NSMieRolFh/v1JzHQkqEfbqi9L2s2zbSsyrtJGzrFHqMKOm5ZB1ejg0nwzT1fCOJ9LWirZs6YoX8/lbkAwGzJvPWeypzJrsQjO97T7eeq6DyjW5aKfJGMmErrwcNBpCTUtYsBud9Af76Qv04TA4WJu7lgO9B3jD/QYPNjzIB5d/kEvLL6XKXsWu9l3JY8ajV+t59LpH+dY530KtUpNnzCMajzIYSs0G6QkomTTja+AFc0Oijr3aXp2yfbljrLxICHaBQPBOQlLPk+36PEW9hUu8YCE4Xdu6CcE+DZGuLvQhJbLe1TRI9ca8tHpIk01HPCYzZFO+0GXlpzvEz4Zo/wDIMmqnE9pfhWgQqren7Te+X7jVrrjKR5xbTunai4nvxZdo3rqN4SefnHZfOR4n3N6BrrR0AWY2P2iys6l+4nEct9y82FOZNTnFFuS4TPWGXC752Mmls0s6HbqK8iUdYXcYHUmX+FxTLmtz13J86Dgff+rj5Jvz+fz6zwOw0rmSNm8bkFlwj/9MSTyeMLJL0OtXfs8zzqwERDBzEnXsVVlVKdvtejsllhIMasOUTvMCgUAgWGRUYpwR4wxF1LBPQ6SjE314KPl7zYb0L8uJXuy98Vx0oUE0I4NgOfkv1YlWV5rcXDj2d1BpoTxdiGuLitAvW0Z8oAN9vBHIJ2peerXAAJ6HHsL97e+ALBM8ehTbFVMbV0V7e0f7oi/dbAJgzKdgiVF3TgFmu57SegeqU1hN19fUEjx8eA5ntrA4jU76An1YdVZyjDlcVXUVDZ4G1uet54qKKzBrFQPKlTkreeTYIwDTOrwnHu/197Ise1lye49fRNjnixJL5gg7wLlF59LmbUMlncHfFAQCgWAJcCabkgnmiNO0hl0I9mmIdHYkI+y2XCPO0vR0d7NdEewDPi3ZIy4lVTv/FAR7ryLYtbm58OpzULoZ9JnT7Atvvx258e9o9n1bma/vNH2nTYEsy/Tf/QuMa9cSOn6c+PDwtMeEWxUjL23Z0hbsSxW1WkX5qpxTPo++pgbvU08RDwSQDIbTzv18OpxGJ4FogHZvO8uyl1FqLeWH236Ytt9K58qUY6Zisgh7X0Bxoj+dWrq9U6jMUrKjMrWk++bmby70dAQCgUAgECwCwnRuiRLp7MQQ86FSSdRmSIcHxSU+gdnvJtTSckrXTAh2jc0A7regauuk+xpXr8J09UdQmW2ozQai3W667/gBXf/8L6c0h4Uk3NxMpLMT+/XXo8nOJjY4NO0xkTYlvVhXvnRr2AWjxnOyjOtfv03zRRcT7etb7CnNikRrN2/YO6UQr8uuQyNp0Kl02HS2Kc85PsI+nh5/DzadDYPGcIqzFkzk0rJL+cNVf6A6Kz3CrlapUatE8aRAIBAsFRbbGE2M+RtnKmfwrc+McEcHxvxs3vtPGznrqoqM+yRS4gFsWj+DDz40K/O0iSQEuxolsk/+qqkPMNjhq0fQlJQTaj6G5/77GXr4YcIdHSc9h4XEt0sx47JsvRCV3U5sJhH2tnbQaNAWiLrSpYy+VnGKH/7rX4m6XIy8+lryMd+LL9Jy0weIeb2LNb1pGS/SpxLsBo2Bmuwack2502YRGDQGbDpbMgU+QW+glzyTqF+fD9QqNWtz1y72NAQCgUAwRyy2sBRjCQr2uXKIF6ZzC4ssywT2H8BQt5y8ctukvdO1BjUarfJUFl99IcGDB/E+/fRJXzfa24vabkc1fELZ4Fw29QEAOjOagnz8r7+OHAwCMLhjx0nPYSHxPv88+hUr0BYUoLbbiQ1NH2EPt7WhKy5G0oiqjqWMrrwc47p15HzqU6jMZvxv7gEg2NBI5xe/RGD/fvxvvrnIs5ycHONYWcB0qeo319/MTXU3zei8ucbcZAp8gl5/r0iHFwgEAoFAIJgvhGBfeoRPtBB1uTCfd96U+0mShGm0jr30fZehq66m90c/Ro5GT+q6yR7sfY2K4Vz2zNK+tflKtFlbUoL5ggsY+vNf5q/P5hwRGxwksHcflm1K2r/aZiM2PBPB3op2iRvOCUDSaKh44I/kffUrGNevJ7DnTeKhEB2f+xwqsxkkieDBt1OOmfieDnd04nnggVPKajlZZhphB7i2+lo+uuqjMzpvrik32cYtQU+gRxjOCQQCgUAwCxY7IizG3I4zlTP41qdn5OWXATBvmVqwg5IWb7LpMNqN5H7hC4RPnGD4iSdO6rrR3l7FIb6vCRxVoNbO6DhtoSLYbe+6hqz33UC0uxvfrhdmdGykp4e+u+9GjkROas4ny8irr0I8jnW0RZ3abic+TQ27LMtE2trRlQrB/k7CtHEDoaYmBh94gEhnJ4Xf+x76mmoCbx9M7uPbtYuGTWcTOKhs8+/bR8uNN+K+7bsE3z604HPO1mcn3cPnMvqdZ8pLqWGPy3H6/H0iJV4gEAgEglkiS2K8U8Z8IiH6sC9JRnbvRltaOqNe31Xr8lhxntKiy3rpJehra+m7+xfIsRi+F14g5huZ8XXHBHsjOGtnfJyuuhq0WuzXXot1+3a0xcX0/uhHM4r09999N70/vvOUUvlPhlBjI6hU6OvrAVDZbcS8XuR4fNJjYoODxH0+tKUlCzVNwQJg3LARgJ4f34muuhrz+VswrFpN8ODbyej50GOPIfv9dH3t6wz++S+0feSjoFI+xkLHFr6fu1qlJkufBaSmx58qTqOT3kBv8r49QQ9ROSpS4gUCgUAgEAjmC5ESv7SQIxH8r78+bTp8gvWXlXHOdYrDsKRSkfOZTxM+dowT772B9ls/zcCv7pvZdWWZWG8fmpwcGDg+s/r1UayXXELt88+hr6xE0mrJ/5d/JtTUhOf+P055XMw3wtDDOwEY+N3vZ3y9uSB04gTakhJUOqWkQG23QzxO3Oeb9JhodzcA2oKl2cNckBnjmtWg1SIHfbejGQAAIABJREFUAjg+/CEkScKwehWxgQGiXV3I0Sgju15Av3w54bY2XN/4BoZVq6j6y5+RtFrCx44tyrydRidmrRmT1jRn58wz5RGNRxkMDQJjLd5EhF0gEAgEgpNEJcaSH2cowrFrEgJvvUV8ZGRG6fCZsF1xBX13/YxQczPqrCz8e2ZmnBUbHESORNCYVeCPzkqwSyqVIvRHsVx8Mebzz6f3Jz/Bfv11qK3WjMcNPbKTuN+P7ZprGP7rXwkcPIhx9eoZX/dUCJ9oQVdZkfxdbbMDEBseRm3L3P4q4nIBYyUAgncGKqMRY309oePHsV97LUDyfRg4eBCN201saIiC795GtLePcHsbeV/7GiqdDl1lJaGmhY+wgyLYQ7HQnJ4zEUl3j7jpD/QnHeNFDbtAMDmSJJUCvwMKgDhwjyzLdy7urAQCwenEmVwHLZgeaRH8kGaCEOyTMPTwTiSDAfM555zU8ZJaTdm9vyQeDOJ54E8MPvQQciSCpJ26Hj3Zg12nOL2TO3PBnjYHSSLnk5+g7aMfI7BvH5YLL0zbR5ZlBv/4Rwz19RTc9h18f/87nj/8AeN//ddJX3emyPE44ZYWzJs3J7eps0YF++AQlGROeU9E2DWipds7jvxv/ytxr08xnAP0dXWg1RI4eFBph6bRYN6yJW3xSV9TTWCCOd1C8Zm1n8EbntvWcwlh/s2Xv0mTp4lLyi4BIM8oIuwCwRREga/KsrxXkiQr8KYkSU/Lsnx4sScmEAgEgtOceUpnnwuEYM9AbHCQoUcfxf6ud00a5Z0J2uJiQDHT8vz+9wSPHMG4Zs2UxyQFu2rUeC1n5jXsmTCuXg0qFYH9+zMK9mh3N6GmZvL/5Z9RWyxYtm9n5LXXT+maMyXqdiMHg+gqK5PbEs93fAqn+IjbDWo1GufUrtyCpYdx5cqU31U6HYblyxna+QjIMqZNZ2XMFNFVVzP8xJPEAwFURuNCTReA9Xnr5/yciQh7k6cJrUrLM23PANM70QsEZzKyLLsA1+jPXkmSjgDFgBDsAoEgBRFpFywlxNs1A4M7diAHg2R/+MNzcj7j+g0A+N/cO+2+kY5OADTxHrAWguHkFwwAVGYz+ro6Avv3Z3w81KzU/eqXr1D+rasj6nYT885txDDjtY8rfeZTBLt9NMI+RS/2qMuNJi8PSa2e3wkKTgucn/0s+spK5HCYrOuuy7iPvroGZJnwiRMLPLv5IdeUi1al5ZzCc/jPC/4TAIfBgXaGHSMEgjMdSZIqgPXAaxkeu1WSpD2SJO2JMLflLAKBYOmw2C3KxJj9mG9OV5d4EWGfgByP4/nf+zGdfTaGupNPRx+PNj8PbUkJgb174WMfnXLf4ccfR1taijZwEArmpo7cuG4tw488ihyLpYncUHMToKQUK//WjG5vxrR+7iOH40mIq/E17KpEDfvQ8KTHRbq70Yp0+DMG60XbsV60fcp9Eu/f0LFjGEY7Dixl9Go9f7z6j5TZyjCoDWzM30hcnrxzgkAgGEOSJAuwA/iSLMtp/5nIsnwPcA+ATXKcpgmQAoFAIFhwTtP/EUSEfQKRjg4iXV3Yrrl6Ts9r3LAe/969yTZNmQh3dOJ/7TXsV2xDGjgG1RfNybVN69cTHxkh1KyYcsWDQbzPP69c89gx1NnZSbM6fe2YYJ8K77PPMvTXx05pXuETJ1CZzUoLu1HUdiWjYOoIuwtNQf4pXVvwzkJXVgYazaIZz80HdY46jBojkiTx84t/zs8u/tliT0kgOO2RJEmLItb/V5blPy/2fAQCwWnObBzKxVj8cYZyBt96ZhIp4oZlcxNdT2DatIlYfz8jL7006T5DDz8MkkTWSsVwa64Eu3HdOgAC+5S0+KGdj9Dxmc8SOPg2oeZj6Kurk/tqi4uRjEbCUwh2WZbp/t5/0nfXXac0r3DLCXSVlYqZ2CgqgwFJryc2SQ27LMtKhD1fRNgFY0g6HbryckKL1NptvjFpTVh1mbs8CAQCBUn5z+Q+4Igsyz9c7PkIBIKlw2KneoshUuKnQgj2CYSOKUJVN07EzgX2a69FV1WF69vfIZahx3g8GGToL3/BdM5mtENvgK1kVi3dpkJbWora4UjWsYePHwfA9+ILhJqb0Y1G1UFpDaevqpoyUhlqbCTS2UnE5ZoyY0CWZcUh/+GHM5/nREtK/XoCtd0+aYQ9NjiIHAyKlm6CNPTV1YSamhZ7GgKBYPHYAtwMXCRJ0v7RcdViT0ogEAgESwR5jsYcIwT7BMLNzWjy8yftWX6yqPR6ir53O9Hubnp/9OOUx+LBIB2f+xyRri5yPnILHH8Bai6CcZHnU0GSJIxr1hB4+yAA4bY2QGldF/d6FcOucehrazOmxI+88gpRjwfvM4pjtRwKERsYyHhNORaj+9//Hfdtt9H7k5+kPR4PBIi6XCn16wnUdhvxSWrYky3dRIRdMAF93TIi7e3ER0YWeyoCgWARkGX5JVmWJVmW18iyvG50PL7Y8xIIBEsDWS3G6T7OVIRgn0Co+VjSeG2uMa5bh+2Ky/H+7W8p27v/8/uMvPIqhd/7HpYqI4SGoPriOb22vq6OcEsrcjhMuLUVgMiocJ94v/raGqI9PQQbGhm4/37kaJRgYyNtH/s47bd+Gu/fngaN4lcY6XJlvN7wY4/huf+P6MrLiXa5iPlSRVS4vR0AXXl52rGqKSLsEZdyPRFhF0zEUFcHsjyt/4JAIBAIBALBZCx22rcYk4/5feFFSvySQI7HCR0/nnScng8Ma9YQ7e1N9lsHCOzdi+XCC8m6/jrofFPZWL5lTq+rX1YL0SihY8eItLdj3Lhx7LHaCYJ9VMC3fuhDdP/bvzP8+OMM7dgBajXBgwcJNTRgu/xyACJdXRmvN/Laa6jtdnK/+hUAwieOpzyeWDTQlVekHau22YkNTxNhFy7xggno6+oACDY0LPJMBAKBQCA4vZFjsfk5cXx+bLZV8zRdJmnAIktinI5j3hEp8ac/ka4u5EBgzuvXx5NoORU8cgQAWZYJt7ejq6hQduhrAmM2WHInOcPJoa+tBcD3wovIkQj2d12DymZDnZWF2uFI3TcRcZdltKWl9P3P3QztfATrpZeS88lPgFqN4yO3ABBxZRbsgX37Ma5fn7zuxJr4RHRfV1aaduxUNewRtxvUajRO5wzvXHCmoC0uRmUyEWpoXOypCAQCgUBwWjOxze+coZofVRWfr3RooYQESwDRh30ciVTa+UqJBzCsWAFA8PBhLBdeSLSnVzFRSwjX/mbIqZ3z6+orKkCjSdaf6yqryHrve4n7vCku7QCaoiKcn/sslm3biHR20vllJUqe9d73Yj5/C9kf/jCa/HwkkyljhD3q8RA+fhz7u9+NrrQUSatNmvklCLe2oc7ORm2zpR2vttmITyLYoy43mry8+fuPRrBkkVQq9MuWERIRdoFAIBAIBHOBEPRnDBLzk84+FwjBPo7waEso/TxG2NVWK9ryMoKHDgMQaU9EmkdrufuaoGZu69dBaXulr6wgeFAxntOVl5H/T/+YeV9JIvcLXwDAsHIluupq4gE/5vPORZIktKPp6NqiQqKu9Br2hBu9cf06JI0GXVUV4ebUdlvhtjald3YG1Fl24n4/ciRCxO2m/5f3kv2BmzCsWEGwsXHS4wQCfV0dw08+iSzLaQtRAoFAIBAIBLNlIdqJCU4Tpuh+tZiIt+A4goePoMnNRW23z+t1DCvqkynx4dZxqeHBYfC5IWd+FgwS6emSwYAmL29Gx0hqNWX3/ILyX/0qLaqtLSwi0pkeYQ/s2w8aDcbVq5XrVlen9ccOt7WiLc8svFWjUfeOL3+Z4++6lsEHH6T/l/f+/+3dd3hd1Zn3/e86Tb3YVrElWZKNKxiXYEwxLXQC6QSSkDJAJmReMumNQGZIn4TUCXmfPIT0SSCkkAQIpgQIQzXGjeKKZUtykWRZvZ22nj+2JFtYXftU/T7XtS9J++yz1802GN1n3WvdhJua6Nu2jZwzzxxX7DL9ZCxeRLStbXCvg0hr65D9IkREREREUolm2Psd+e1vaX/gAQrfdWXMx8o88UQ61q0j0tZGsK4WvF78ZWXQ6Mx+x6IkHgYS9gedMnXP+D+r8ZeXD3++rIzel18+7nzPpk1kLl2KJysLgMCCE2j/+9+Jdnfjyc4m2tdH+OCho1UFr5O1YiX+qkqCu3aTd/752FCQzieeIPv00wDIOcvdDfkkfWT2bzzXt2MHvqIi9l17HTYYZP7992nGXURERCZNM+3pTyXxSazr+fU0fPVr5L7xjcz+0pdiPt6xG8+Famvxl5Vh/H5o7p+FLoplwg6B6uET5Ynyz5lDpKVlMBEHsOEwPS+9ROFV7zo6bn+f9749NWQtO4lQfT1YS2CEGfasZSex4KGHBn/u/N//peORRzn84/8f76xZg/sAiLxexqJF4PXS8ru76N25k77+Spa+nTsHk/npyEYi1H7oQ8z84AfJO++8RIcjIiKSkqwnSTM6mboY7fDuBn1WhLMBHMCcb3wdEwjEfLzMk5yEvfvFFwnW1h1dk928C4wHZs6PybgDCbvfpTXg/vIyoH/n9n6h+npsby+Zi5ccHbe/TV7f7l3AscsAxhdHzmmn4cnNJdzQQM7aMydUHSDTizcvj9KbbqLzn/+k6bvfc9oXejx0PPRwokNLqOCePXQ/+xzdL7yQ6FBEREREZAKU+QCRlhbwevEWFsZlPN+MGWSfdhptf76XYG3t0R3iD++CwkrwZcRkXP/cucx4//spuPxyd+43Zw7AkHXsfXv3AhCYN2/wXKCyEk9ODj0vOj3mg7VOD/bxfnBgAgFy3/hGAHLPOmvKcUt6m/m+a5jzta+SsXABZf/1TbJPOYX2hx8a+41pbOBDyciRlgRHIiIikgY8OhJyxJiJunO4TQk7EGk5gnfGjLiucS286l2E9u8n2t5+dC138y6YFbuWcsbjYfbNXxwsyZ8qf1n/DPv++sFzoX1OMh6YV310XL+fnHPOpuPxJ7DRKKHa2sEe8ONV+K4rCVRXk3P22a7ELumt8MormX/ffQTmziXvkksI7n7tuI0Pj9XxxBO0/vneOEYYe9Zaws3NAPS88grQ/+GkiIiITJn16Ij3Efs/VJcOlylhx+kb7psxI65j5l100WDCGqic67QRaH4tZhvOxYKvtBT/3Lk0/+znRLu6AGeG3VNQcFwynnf+BUQOH6Zn0ya6nnuejPnzJ/QBSc6aNZyw7sG4/zlJ6su76CIwhvYH/j7s6+EjRzjw6c9w8OabBxPbdNDx4IPsOudc+nbvHmwjqYRdREREJLWkfMIeDQbpfPJJgrW1k75H5EgL3jgngp5AgIK3vx3oX8t9aCuEumH2yXGNYyqM10vZN79BqL6ehm99G4Dg3r0EqqqOS8Zzzz0HfD4O3vIlgnv2MPPaaxMRskxD/tISctaupfVPf8KGwzT/8pcc/PKXsaEQAIf/z0+I9vbizc+n4atfo/lnP6f2uuuJdHYmOPKpafvr3yASofXeewfbSIYnkLDbJO1FKiIiklQ8Vke8jhgz1p3DbamfsHd1UXfDR2i7775J3yPS0oJ35kwXoxqfohs+zOxbbyWwYAHsWAcYWHhx3OOYiuzVq5l57bW03nMPfXv2ENy7b9hd6L35+eSsOZVgTQ2Zy5eTd/FFCYhWpqvCq68i3NBA850/o/G279B6193s/9SnaLnrLlruuovCK6+k5POfp2fzZhpvu42uZ56h+/nnEx32pEU6Ouh85hkAWu+6G9vdjSc/f9wz7F3PPsvOU9cQrN8fyzBFRETSgjU64nHE9g8Rp+LZjcNlU0rYjTG3GWO2G2O2GmPuNcbEZ9e2Y/hmzCBz2TK6nnp60veItLTgnRH30PEWFjLj3Vc7s9E7H4SK1ZBbHPc4pmrm+64BoP3BBwkfPEigunrY6/Iudj6MKPnUp9QTW+Iq77zz8BUX0/SDH+DNzaXo3z9KxyOPcujLXyFQWUnxR2+k4G1vpfjjH6P8v3+ICQTo3vBiosOetM7HHoNQiBnXXEO0uxuAnDPOINrRMVhZMJr2dQ8R7eyk/f77Yx2qiIiIiIxiqjPsjwDLrLXLgZ3ATVMPaeJy1p5Jz9atRNrbJ/xeG4kQaWvDNyP+M+yD2g/CgU2w6NLExTAF/rIyMhYvpuXuuwHIGCFhL7zySubd+2dyTj8tjtGJOBsfFlz5TgCKP/lJim+8keo//pH599/H/Afux1dcjPF4KPq3fyP/4ovJPPlkujembsLe/tDD+GbPpviTn8RkZ2MyMshevRoYX1l817PPOvd54IGYxikiIpJOEr0pW7ofsZaWJfHW2oetteH+H58DKqYe0sTlnnUWRCJ0TaKENdLWBtbGfQ37EDvXOV8XX5a4GKYo97zziDQdBhhxht34fGQuXRrHqESOmnX99cz5xjcofNeVAGQtO4mMBQuGrfbIPuUUel95dXB2OpXYUIiup55yNrbMzWHGVVeRd8H5+IqLAIi0tGJDIaLB4LDvD9bXE6qtJWPhAvp27aJ3584px9S3eze1H/rXwc0pRURE0lai13mn8xFr1qXDZW5+VnEd8OBILxpjPmyM2WCM2dDU1OTisJC1YgWe7Gy6np54WXzkyBEAvDMTmLDveBAKKqHEnXZriZB77rmD3weqqhIYicjwvLm5FL7j7Rivd8xrs1efAuEwPVu3xiEyd4UbG7HBIBmLnI4TpV/4POXf+x7e/iqiSEsLh77yFeo+fMOw7+/qX/teesuXwOOh5be/o+eVV7Dh8LDXj0frH/9E11NP0btjx6TvISIiIjIdjZmwG2MeNca8PMzx1mOuuRkIA78d6T7W2justauttauLi91dp238frJPP52up5+Z8HsHNmFKWLuw3nbY8zgsvQJSeF131orleAsL8RUX48nJSXQ4IlOStXIlGEP3i6lXFh9qaADAP3v2kPMD+3REWlvo2byF3q1bh90JvuuZZ/GVlpK95lRyzjyT1t//nr3vvJLmX/xi0jF1PvmkE9t+bWInIiLTgEdHTI4YMqRwSby19kJr7bJhjr8CGGM+CFwBXGMT2Aco95xzCNXVcegrXyXa1zfu94WPOAl7InaJB2DXwxAJwtK3JGZ8lxivl5nXXkvB29469sUiSc6bn0/G4sV0b9iQ6FAmLHzoEAC+0tIh5wc+lAwfbia4bx/R7m4ihw8PucaGQnQ/+yw5Z5yBMYby79zG3J/dSaCqiu71L0wqnmBdHcE9e4DYJuyR1laaf/Yz7Ail/iIiInGX6BLydDtiya0d4mOQDvum8mZjzKXA54FzrbUJXexZ+M53EKyp4civfkWkrY3y735nXO8bmGH3JmrTuVf/CrmlMDf1N2IruuHDiQ5BxDU5Z57Jkd/8hkhbG96CgkSHM26hQ/0z7HPmDDnvLXRm2Hu3vTqY1AZra/EdU/HU/ve/E2lrI+/SSwbfk7t2LR1r1tC+bh02GsV4JvYR98DsuvH7Y5qwd/zjHzTe9h28BQUUXnllzMYRERERiaepFhfcDuQBjxhjNhtjfuJCTJNi/H5Kb/oCeZddSs+WLeN+X6Slfw17Atq6EeyG3Y/Ckitggr8Ei0hs5V9yMYRCdDz+eKJDmZBwwyE82dl4cnOHnDd+P578fHo2bR48F9xXO/i9tZbmO39GxsIF5J5zzpD3Zq1aRbSjY3CmfCI6n3wSf1UlmSeeGNOEfWApQPPPfo6NRmM2joiIyERYj9Xh0hFrKVsSPxpr7QJr7Vxr7cr+4yNuBTZZ/rIyZ9OlcZYjhFta8OTm4gkEYhzZMHY/AqFuWPrm+I8tIqPKXL4cX9kcOtY9lOhQJiR0qAHf7NnD7n7vnVE4JOkO1u4b/L7rySfp27WLmdddf9wsetbKlQD0bN7MRESDQbqfX0/u2efgLy8nGMOEPdzYCECwpobOFPuQRURE0p/x6JjqEXPWpcNlaTet6y8pwQaDRFpbx3V95EhL4lq6bbnbKYevPjsx44vIiIwx5F98CV1PP02koyPR4Yxb6NBB/LNLh33NV+j8XefJzsZfWUmo9ugMe8s9f8BXUkLB5W867n2BedV4CwronmDC3rd9O7a3l+xTT8VfXk7owMGYzX6HG5sILDgBf3k5R379m5iMISKSLmwkEpsbR2MzC+qJUbjEqiBrpPsmeg14qh/TVNol7AMbLYUbx9c6LtLSkpiWbp2NsPMhWH41eKe0lYCIxEjeJRdjQyEO3fplujduTHQ44xI+1ICvdPawrw18OBmoriZQVUVwrzPDbq2lZ+NGctauxQxTbWSMIXPlignPsPdsfQlwukj4y8shFCLsclvPAeGGBvxlZeSefz69L7007iorEZHpaDwtTifFE5uOR9EYhRuzTCjtMqzpIS1L4pORr6QEgHBjw7iuD7ccGZx1iqut94CNwMpr4j+2iIxL1ooVFLzzHXQ8+ij73nsNwfr6RIc0KhsOE25qwjfCDPtAN4xAdTWBykqCtbVYawnV1hJpaSFrxYoR7529ahXB3a8RaWsjGgyy+6KLafnDH0aNp2frFnzFxfhKS52EndjtFB9ubMRXUkLGCScQ7e4mfOBATMYRERGZskTPVKfqEUsWp0LEjcNlaZiwD8ywN47r+khLa/xbulkLm38H5adAyZL4ji0i42Y8Hsq+/nXm/vQOgMEZ6WQVPnwYolH8s+cM+/rA5prODHsl0c5OIi0tgzPnWatWjnjv7NWrAeh67nl6Nm4kVFdH692/HzWe3i1byVyxHGNMTBN2Gw4Tbm7GX1JCxsIFAPTt3u36OCIiIm4xHqtjgsd0lYYJu9OiaGDH4LFEWhKwhv3lP0HjK3DKv8R3XBGZlEBFBQChA7HbNM0NAz3YR1zDPlASP68af2UlAMF9++jZsgVPdjYZCxaMeO+slSvx5OXR+eQ/6XrqKQB6X3mF4L7hP8SItLYS3LePrOXOrL2/zPkQIRYJe7i5GaJRfCWlg/8MSthFRERkQqxLh8vSLmH3BAJ4Z8wg3DD2DHukvR3b24tvVhxn2HtaYd1NULZK5fAiKcJXUgJeL6H9yVlm3b1xE7vOP5+u9S8A4Js90hr2/pL4qioCVVUAhGpr6d68mczly0dd02h8PnLOWkvXk/9L51NPE5g/H4D2B9cNe33PS/3r15efDIAnMxNvcVFsEvb+iipfSQneggJ8xcX07X7N9XFERETcluhZ61Q6Yv5nMY716YlYw56Wu535SkvHVRI/8Atl5tKlsQ7pqH9+G7oPwzV/AE+sdtAQETcZnw9/aSmhJF0X3fXcs4QPHOTwj38MgL90+Bn2vIsuJNLWRuayZRAO48nLo/nOO+nbU8Osf/3QmOPknnMuHQ+uI9zURPEnP0nnE0/Q/uCDFH3khiHXhRob6Xz8CTDGGatfoKw85gk7QGDBCZphFxGRlDGdy71lbGk3ww5OWXx4HCXxPZs2g8dD5vLlcYiqX91zThu3spHXiopI8vGXlSVtwh7sn022fX2YzEw8BQXDXufNz2fWdddiPB5MIEDFj/6bYF09RCKDvdZHk3v2WYPf56xdS/5ll9G3YwfBvXsHzzf//BfsPudcWn73OzKWLsGbmzv4mr+qMiYz3wNLoPylTsKesWAhfa+9RujAARq/+12ifX2ujykiIiJpxlp3Dpel5Qy7v7SU3m3bxryuZ9MmMhYuHPILZcy17YeFF8ZvPBFxhb+8nK716xMdxrD6du8me80agjU1eHJyMGZ8bXVyTj+duT/5CS2/v5ucU08d83pfURGZJ51E6MABMk9ciicnG4Cu59cTqK6mfd1DNH772+RecAEz3n01mSedNOT9WctOpv1v9xE6dAj/CGX7kxFubASvd3AD0YwFC7Dd3dT9fzfSt307GYsWUfDmN7s2noiISCx4NNOeULEoZ3dDWibsvuISIoebsaEQxu8f9hobidCzZQv5V1wev8DCQehsgPzy+I0pIq7wl5cRbmgY9e+VRLDhMMGaGmZ+8AOUfObTRLu7J/T+nNNPI+f008Z9/exbbyXa0Y7xeAhUV+MrLqZ7/XryL7uUAzfdRNbKlZR/9zt4MjOPe2/WCqeaqWfrVpcT9iZ8RUWDa/AHd4rfvh38flr/9Gcl7CIikhJUHp/+jDE/B64AGq21y8a6Pj1L4ktLwVpn5+AR9O1+jWhnJ9mrVsUvsI6DgFXCLpKC/GVlEI2OuwPFABsK0bN1KzYGJVIAwdo6bChEYMECspYvJ+f002MyzoCsk5eRc+aZABhjyF6zhu716+l4+GFsTw+lX7xp2GQdIGPpUvD76d261dWYwg0Nzt/7A+P07xSftWoVRTfcQPdzzxGsT+4d/kVERCSB3Nohfny/7v0SuHS8oaVnwt7f2u3YdezRvj52nXsedTd8hNCBA/Rs2gQ4v9DFTXv/+tcCJewiqcZfVgYw4Z3iOx55hL1XXU3T974fk6S9b/cuADJOGLklWyxlr1lDuKmJw3f8FH9VJZknnzzitZ5AgMwlS+jZ4nLC3tg4+Pc+OGv1y3/wA8q//z0K3/F2MIa2e+91dUwREZFY8hir43VHLBnAWOvKMRZr7ZPAkfHGlpYl8QM7JIcaG8nqPxfav59wQwOdDQ3svuhiTCCAd9Ys/HPnxi+w9v4ZnvyK+I0pIq7wlzsftE1047mBmd3mn/4UT3YWRf/2b67GNbAbesYJ812973hlr3HWvodqaym68cYx189nLV9O6733YiORUdvITUSosZHsU1cPOZd/6SWD3+esXcuRX/+avAsviG9XEBERkSnweKKJDmF6ce9xFxljNhzz8x3W2jsme7P0nGHvT9jDh47OsA/MipV9678ouuHD5F1wAcX//u/j3pzJFW31ztf8sviNKSKu8M2ZAzDhtmThhgY8eXlkn346bX/9m+txBXe/hr+iAk92tuv3Ho+BdewABW++Yszrs1Ysx3Z3u9Z2LdLWRrStbfDPZzhzvnwrntxcaq+7nr4z+rcaAAAeJ0lEQVQ9Na6MKyIiIjKCw9ba1ccck07WIU1n2L0zZ+LJy6PvtaO/EA7MimWfeioFb31rYgJr3w8Z+ZCZn5jxRWTSPIEAvuLiCc+whxsb8ZWWEKiucjZBc1nf7t2Da7YTwRhD3mWXEtxTQ6C6eszrs/rbaO7/+Cfwl5VRcfuPJvxhQ6StjZZ77mHWtdfS8/LLzn2Xjbxni7+8nKpf/Jy9734Ph/7jP6j8za/j+2GtiIjIFHi1EV1cjKecPRHSMmE3xpC5ZAl9247+chw6cAC8XnwlJYkLrP2ANpwTSWGT6cUeamzAX1KKt7CQSHs7NhrFeNwpbrKRCMGaGnLPOduV+03W7C9+cdzX+quqKHjb2+jdto2uZ56hb08NWctOGvuNx2h/6CGavvs9MpeeSG9/wv76FnKvF6iupvgTH+fQrV+m45FHyL/44gmNKSIikkgqj4+x8W8YF3dpWRIPkLF0Cb07d2IjEcBJ2P2lpRhfAj+jaKvXhnMiKcxfVUlw794JvSfc0IivpARvYSFEo0Tb212LJ3z4MDYUwl8Rx704psgYQ9l/fZPZ//ElACKtrRO+R6jOWV7U9cwz9Lz0EoF58/Dmj125VHjllWQsXEjjt2/DBoMTHldERERkqowxdwHPAouNMfXGmOtHuz4tZ9gBMpcsxfb0ENxXS8b8eU7CXpbgtePt+2HOisTGICKTlrloEe1/u49IWxvegoIxr7fRKOGmJnylzgw7OAnqwPdTFT50CADf7NIxrkw+xz6PiQrW1wHQ9fTTRI4cIfuM8bWyMz4fsz5yAwc+/Rl6t28fLM8XERFJBSqNjyULcSqJt9a+ZyLXp2/CvnQJAH3btw0m7Dn9uxknRLgPuppUEi+SwjIWLQKgb+dOsk8d+++TSHMzRCL4SkumlKCOJNS/saZ/9mzX7hkvU3keof6d9/t27AAga9nIreReL2PhQgCCdXVK2EVEJCV5jcrjYyHGneMmLX1L4k84Afx+erfvwIZChBsa8CVyhn2gpZtK4kVSVsbixQD07tw5rutDDY0A+EtK8PUnqGEXE/ZwQ/8Me2kKzrD3VyhMriS+bki/96zl40/YAxUV/feoH/W6YF0dh77yVaIqnRcREZEEStsZdhMIkHHCCfRu30aooQGi0cSWxLf3b1SlGXaRlOUrKcFTUEDfjvEl7OFGJ2H3lZbizcsD3J9hNxkZrpXYx5Px+fDk50/4eUQ6O4m0tjLz+usI1dUR6ewkYwK91T3Z2XiLiwjW1Q45H+3qItLVhbegABMIcPDmW+hev578K64g+w2rJhSjiIhIrKk8Pga0S3z8ZS5eTNczzwz2YE9owj7Qg72gInExiMiUGGPIXLSIvnHOsIcbnZJ1X0kpnowA4G7CHj50CN/s0pRtUeYtLJzw8wjVO3+XBuZWknfZpYT21eLJyJjQPQIVc4fMsHc9+yy1110P1uKdNYv8Sy6me/16AIK1+5Swi4hI0vJq93h3WEjWlQZpnbBnLF1C21//StczzwAJTtibXwPjgcLKxMUgIlOWsWgRbX/5y7jas4UaGsDjwTdrJng84PG4O8Pe0IC/NPXWrw/wFhYSaWmZ0HuCdc6Gc/65Fcy+5D8m9WGFf24F3Rs2DP7c+b9PYfx+Sj7/OVr/+CdafncXmcuX0/vyy4Rq6yZ8fxGRZGcjEYzX6/6NoxY87n+I7IlANAbhEiU2C4RjdN9I1Aw7s66kPb2l7Rp2gPzL3oQnJ4fmO+8EEpywH94JhVXgm9hMkIgkl4zFi4h2dY2rH3u4sRFfURHG58N4PHjz84m0tbkWy8AMe6ryFhZMfIa9bmCGfe6kKwsCcysJHzw0uD69Z9MmMk86iZnXXMO8e37PnK9/nYof/gD/nDkEa4+WzkeDQdoffhibpCVzIiLjFZNkHWKSrEOMknWIXSYUo/uqDD7GrHXncFlaJ+z+0hKKP/EJiETwFhVNuGzSVc27oWhR4sYXEVdkHrNT/FgGerAPmEwJ+EhsNEqosTH1Z9iHeR7Rnh4iHR3DvidUX48nP39cfddH4p9bAdYS2r+faDBI78svk7XKKXs3fj+F73wH/jlzCFRVDknY2/58L/s/9nF6X35l0mOLiIjEitdE0/qIOevS4bK0LokHmPHe99B2/314c3ISF0Q06iTs889LXAwi4oqMhQvB46Fny1byzj9/1GvDDQ34K48ug3EzYY8cOQKhUIrPsA//PA58/gsE6+qYf++fj3stWF83uNP7ZAXmzgWc5D/a1oYNhchaueK46/xzK+ldt27w5+4XXgCgd9urZJ28bEoxiIiITNRIJfHH8qk8Pu2k9Qw7OCU/Vb/6FRW33564INrqINwLRQsTF4OIuMKTk0P2aWvoWLdu2NLoY8+FGxvxl75+ht2dkvhU7sE+wFtYSLSrCxsM0rNlC5HOLiJtbXQ8/jh927bRt6fmuPeE6urx9yfckzXw/mBdHd2bNgOQtXLlcdcFKiuJtLUNLmPo3rgRgL7tO6Y0voiIyGSoJD62jLWuHG5L+4QdwJOZiSc7O3EBHN7lfJ2lhF0kHeS/6U0E9+2j99VXh5zveu55dq09i95t2+h56SUibW34y4/OBrs5w360B3vqJuy+GTMACB08yN5r3seh//xPOv7xGIRCAHQ+9o8h19tolFB9PYG5U5th9xUXYzIyCNXW0bN5M/7ycvzHLF0YEKhyqiOCtXWE9u8nfPAgAL07lLCLiEhy83miaXfEXJKuYU/7kvik0NyfsGuGXSQt5F90EYe+/BXa//53sk46afB8x8MPETlyhP2f/gzG58NXUkLhVe8afN3NhD10yEnY/SleEg/QveFFCIdpf+ABerdtw19ejic/n45/PMasD31o8PpwUxM2FMI/xZJ4Y4yzU/z69YQOHiRn7dphr/PPHUjY9xGs2QNA1qpV9O3YgbU2ZdvpiYjI9BDwRBIdgrhgWsywJ9zhnZBZADnFiY5ERFzgLSwkZ+2ZtN//AM0/+zmdTz8NQNezz+GvqCBYU0Pfzp3MvvU/8eblDXmf7ekh2tc35RjChw6B34935swp3ytRBhP2/rXhJiOD4J495F92KXkXXEDP5s2EDx8evD400NKtYmol8QAZ8+bT++qr2FCIwivfOew1AzP5odpaul/ciCc3l4K3vJloZyeh/funHIOIiIgkCYvTjs+Nw2WaYY+Hw7uccnjNxoikjcK3vY39n/wUjbfdhic3l+p77iFYU0PJZz+Lycwg0tx83KZ0AwlqpLUVT+nUZsZD+/fjLykZsxd8Mjs2YTcZGRR//OM0fvvb5L/pTeDxcPj22+l4/HFmvMupUggOtnSb2gw7QOkttzDzgx8ga8UKjN8/7DWe7Gx8JSX07dpF77btZK1aRWZ/RUXf9u1T3vxOREQkHrQR3dgMsVl/7obpm7A//k3oaYE3fTt2Yzz2Ndj1CBypgSWXx24cEYm7vEsvZcGqVQRraqi99joO3nILADlnnE7miScO+55jE3b/FBL20MGDdDz6DyexTWEDzyO0fz8ZJy5l5rX/Qu5555Exfx7WWnzFxXSvf2EwYQ/V14Mx+OfMmfLY/tKSIRsCjiRQWUn73x8EYOYHPzDYJaB323byLrxwynGIiIjEgy8ebdEkJlJ3amaqtj8AW+6OycYAg3Y+BIe2Ql8bzFYLIJF0YozBP3s22aefTubJJ9OzcSPeggIyliwZ8T0DCWrn40+w733vJ9LZNamxm26/Hayl6KMfndT7k8XA8wDIXLgQYwwZ8+cBzvPNOuUUul/cMHhNqL4O35zZmEAgbjEWvufdFLzjHVT+6lcUXn01nqwsAlVV9O7YHrcYREREJA606VwSsRZa90FfOxzZA7NOmPy9Ohth/R2w9C0wZ/nQ11prYfV1cMq12nBOJE0ZY5j5gfdz4LOfI/u000YtUffOcBLUph/9CCIRgjV7yDr55AmN171xE233/oWZH/gAgYryKcWeaJ6sLExmJra3l8CCBce9nv2GN9Cxbh2hAwfwl5URrKsn4ML69YkouPxyCi4fWiGVsWgRfduVsIuISOrxaSO6kSVpSfz0nGHvaXGSdYCDm6d2rxd/BU/eBv/3bHjo5qPne9ugtxUKq5zZdV/G1MYRkaSVf8kl5Jx1FoXvfMeo1w3OKEec/1mGmw6PcvXx2u67j9p/+Rf8ZWXMuuHDk4o12Qw8k4xhEvasU94AOB9SgFMSP9Ud4t0QmFtB6OBBbFTlhSIiknp8JpqSx3SV3gl7JAzb7ocnvwO7j+nn27rv6PcHppiw73saihbDCRfAS384ZgxnN2MK4zsbJCLxZwIBKu/8Kbnnnjvqdd7CQvD7yVqxAoDw4aZxj9H5z39y4HOfJ2vFCqr/cM9gD/NUN5iwL1x03GuZixfjycmh+8UNRHt7CTc2urLh3FT5y8uxweCQHexFREQkhWmX+AR5+GZ4/ifO94VV8Imtzvct/Ql7IA8ObJr8/SNhqFsPK98LhZXw2j+g+whkz3TK4cE5LyICeDIyqP7Nr/FXVbHrjDOJNDeP633Bujr2f/ZzZCxZwtyf3oEnMzPGkcaPt7AQk52Nv+z4jeSMz0fWypX0vLhxsI2aGy3dpspf7ixFGNipX0REJBX5VR4/hHaJj7e9TzvJ+urrIG8OPP516DoMOUXQste5ZtElzi7u1k6u5dqhLRDqgqozIZDrnDu8EypPPyZhr3LlH0dE0kPWypUAeAsKxl0S3/T9H0A0SsV//zCtknWA7FNX4y8duT1d1ilv4PCPbqdni/OBqz8J1u0fTdgPwKpVCY5GRERk8nxGSXuyS8+S+EgY/vZRmFENF38Nqs9yztf37zbcug+yZsC8c5wd3I/smdw4+55xvladCcWLne8bt/WPUQv+bMieNel/DBFJX97ionGXVPe99hrZq1cTmJv42WW3Fd94I2Xf+taIr+dffDF4vTT0X5MMz8BfVgYwOOsvIiIiaSBJd4lPz4S98VUnCT/3CxDIgTkrwXih/gXn9ZZ9zsx3mTPTNemy+H3Pwsz5kDcbCuaCPweadjivte5zyuEnM3MvImnPV1Q8roTdWkuorg5/EiSqiZCxYAFFN9xAtK0Nk5WFd1biPwT19MehhF1ERNKB30RT4ogtl5J1tXUbp/r1zteqM5yvgWwoPRH2HzPDXnoSlJwIuaXw/P+FZe+EcB9EQ5CRN/YY0SjUPgNL+tv9eDxQvAia+lv9tNZq/bqIjMg3axY9L7005nWR1lai3d1JsdlaohTd8GE6Hn8M4/VhkuRDUH95uRJ2ERFJK2r5lpzSc4a9fgPkFA9dP16+GvZvdMrlW2ud17x+OP9LToL/5G1w+2r43dXjG6PuOac93Pw3Hj1XvEQJu4iMi6+oiMg4ZthDdU7HiWRoZ5YoJhCg6te/Zu5P/k+iQxnkLy9Twp6kjDFeY8wmY8z9iY5FRERShEUz7HFV/wJUnDq0HL3iVHjxF7DvKYgEYUZ/Mr/yvbD+DmdTOoC2+qM7vY/mpT+ALwsWXXr0XPFi2HKX09Ktt9UpkxcRGYavuIhodzfRri48OTkjXhdUwg6ANzcXcnMTHcYgf1kZnf94DBuNjrhhniTMx4FtQH6iAxERSTX+6bwJXZK2ek+/3zK6j0DzbqhYPfT8wM+Pf9P5OqPa+erxwlv+G5ZcAW/7CWBh71OjjxEJwSt/gcWXQcYxv0AWL3G+7n7E+aoZdhEZgbeoCIDwGK3dQnX1AASmecKebNSLPTkZYyqAy4E7Ex2LiEgq85tI0h3TVfol7AM7wVesGXp+1kJ4wwePrm+fOf/oa2Wr4N2/ddax+3Og5p+jj/Ha49BzBE5+19DzAzvFP/V956tauonICHxFxQDHJXztDz1M4/e+T7SrC4DQ/nq8s2bhyc6Oe4wyssAxvdglqfwA+ByjzJMYYz5sjNlgjNkQoi9+kYkkERuJUfITjU0f65gtrY7VjGqM7huJxmYfl5AdPiX0eyJJdcSasdaVw21pmLC/AMbjJOHH8nicmfSPbYL33D00YR/gCzgt2mqeHH2MV/8CmQWw4IKh5wurYdX7IJAHJSc5m9CJiAzDV+Tsdv76hP3IL39J8x13sOetb6Nv1y6CdfWaXU9CQ3qxS1IwxlwBNFprXxztOmvtHdba1dba1X4y4hSdSHIxXm9sbuyJTUIZjVG4McuEYnRfryc2H4jEfgf2FKE17HFS+6yTLGeMsNZxRvXRcvjhzD8XHr4F2g9Aftnw1xze5bSK873uf/QeD7z1x5OJWkSmGd9ASfzrEvZgTQ3Zq1fTt2sXjT/8IaG6OrJWrRruFpJA6sWelNYCbzHGvAnIBPKNMf9jrX1fguMSEUlp07kcPRmk1wx7sAvqnocTzpv8Pead43wdbZa9qwlySyY/hohMe94ZM8DjGbJTfLilhUhrK7kXXEDhVVfR+djjhA4exD+NW7olK092NiWf/Qw5p60Z+2KJC2vtTdbaCmttNfBu4DEl6yKSTuJdEn+sRK9fj/mHBhZnSYcbh8vSI2HvbXP6ou/t3wH+hAvGfs9ISk8GXyYcGqU/cleT0zZORGSSjNeLd9ZMwk1HE/ZgTQ0AgXnVFF59tVNWFY2qJD5Jzbr+erJWrkx0GCIiMk2oJD6WXCqHV0n8MFpr4acXwBtvgsZt4M+GyjMmfz+Px9mg7vDO4V8PdkOwUwm7iEyZb1bRkJL4gYQ9Y948AhXl5JxzNl3/fBJ/hVpEikyEtfYJ4IkEhyEiknZUHh9/qZ+wF8x1dmd/9FZns7fqs8CfObV7Fi2E/SPsWdPV5HxVwi4iU+QrKiJ06NDgz8GaGozfP7ihWdG//iuhunoyF2sDSxEREUkOfhNOdAixEYPZcTekfkm8MXD5d52Z7/b6qZXDDyhe7Mzch3qOf62rfzZMa9hFZIqy16yhb9s2+vbsAaBvTw3+qkqMz/ksNXv1ak74+wN4CwsTGaaIiIhI+kvSkvjUT9jBSbDXfgwwsPCiqd+vaCFgofm141/ranS+5hRNfRwRmdYK3/F28Ptp/f3vAWeGPWPevARHJSIiIjK2tNp0LomlR8IO8MZb4MbnYdYJU79XUX/56XDr2AdL4jXDLiJT4ysqIv+iC2m99y9EOjsJ1tURqFbCLiIiIqkhbRJ27RIfBx6PM9PuhlkLADN8wt45MMOuNewiMnWFV7+baHs7B2/5EoTDBObPT3RIIiIiItOMBRt153BZ6m86Fwv+LCisHGGG/TBk5E99YzsRESB7zakUvP3ttN17LwAZ86oTGo+IiIjIRGV6QokOIW0pYR9J0aIREvZGrV8XEdcYYyj75jcoePvb6HrmGTKXLUt0SCIiIiITlvK7xyfpLvFK2EdSvBj2PgXRqFNuP6CrSevXRcR1OWvWkLNmTaLDEBEREZl+BtawJyEl7COZtQDCPdBWBzOqjp7vbHJnYzsREREREZE0E5jGO7rHghL2kQwk5S01QxP2riaoOiMxMYmIiIiIiCS5lCyPT9KS+PTZJd5tM/t3aj6y5+i5SBi6m7VDvIiIiIiISDqx1p3DZZphH0leGXgz4EjN0XM9RwCrhF1ERERERGQUflQa7wYl7CPxeGBG9dAZdvVgFxERERERGbfUWNMem9lxNyhhH83Mec4MezQC930Mwn3O+VztEi8iIiIiIpIWLE53sCSkhH00M+dDzZNwYDNs+p+j5zXDLiIiIiIiMi4puQldklDCPpqZ8yHUDS//0fn5qt9Ay16n5ZuIiIiIiIiMm98k5yw2oJL4lDRjnvN1y11QvAROfEti4xERERERmSIbiWC8XvdvHLXgMa7f1hOBaAzCJUpsembF6L6RqMHrcT+pDFlPTBLpEN5hN54LJOtmdErYU9DM/oS9pwWWXZnYWEREREREXBCTZB1ikqxDjJJ1iF2D6xjdNxbJOsRu1ju1dom3zgdOSUgJ+2gKK8F4wUZg3tmJjkZERERERCQtJHV5fBJRwj4arx8K5zrr1quVsIuIiIiIpA2VxAPxL4k/lt8kyay2BWuT8wMEJexjKV0G2bMge2aiIxEREREREbeoJB5QSfwglcSnqLfenrQ9+URERERERFKdn+RMlpOBEvaxZM1IdAQiIiIiIiJpLWBis2nhuGmXeBEREREREZEkY23SVlW7ssLCGPMZY4w1xhS5cT8RERERERGZfvzGDHtMV1OeYTfGzAUuAmqnHo6IiIiIiIhMZ/6Y7Qg4ijQuif8+8Dngry7cS0RERERERCSubDqWxBtj3gLst9ZuGce1HzbGbDDGbGhqaprKsCIiIiIiIpLm/MYzeExXY86wG2MeBWYP89LNwBeBi8czkLX2DuAOgNWrVydnvYGIiIiIiIgkDR/eOIxiU7ck3lp74XDnjTEnA/OALcbZBKAC2GiMWWOtPeRqlCIiIiIiIiKxYIFoiibsI7HWvgSUDPxsjNkLrLbWHnYhLhEREZGY6qDl8KP2j/sSHccxigD9HjU6PaOxFWE5zMBy3FBCY0lW+vdofJLtOVUlOoBEUB92ERERmZastcWJjuFYxpgN1trViY4jmekZjU3PaGx6RuMz7Z6TTc5N51xL2K211W7dS0RERERERCQeLGCTtCR++m63JyIiIiIiIpLEVBIvIiIikhzuSHQAKUDPaGx6RmPTMxqf6fOcrE3aknjNsIuIiIgkgf4WuDIKPaOx6RmNTc9ofKbbc7JR68oxHsaYS40xO4wxu40xXxjtWiXsIiIiIiIiInFgjPECPwYuA04E3mOMOXGk61USLyIiIiIiItNb/Eri1wC7rbV7AIwxdwNvBV4d7uKEJOwvvvjiYWNMMvU9jZdk62WYyvQs3aNn6R49S/dM12c5LXvMyvGMMZ8BbgOKrbXT8b+FERljbgPeDASB14BrrbWtiY0qORhjLgV+CHiBO621/5XgkJKKMWYu8GtgNhAF7rDW/jCxUSWn/lngDcB+a+0ViY4n1jpoeehR+8cil26XaYzZcMzPd7xueUE5UHfMz/XAaSPdLCEJe7L1PY2XadfLMIb0LN2jZ+kePUv36FnKdNafVFwE1CY6liT1CHCTtTZsjPkWcBPw+QTHlHDHlNlehJMAvGCM+Zu1dthZu2kqDHzaWrvRGJMHvGiMeUTPaFgfB7YB+YkOJB6stZfGcTgzXAgjXaw17CIiIiLJ5fvA5xjlF7jpzFr7sLU23P/jc0BFIuNJIoNlttbaIDBQZiv9rLUHrbUb+7/vwElIyxMbVfIxxlQAlwN3JjqWNFUPzD3m5wrgwEgXK2EXERERSRLGmLfglKBuSXQsKeI64MFEB5EkhiuzVTI6AmNMNbAKeD6xkSSlH+B8aJicfc5S3wvAQmPMPGNMAHg38LeRLtamc/E1rVojxJiepXv0LN2jZ+kePUtJW8aYR3HW0L7ezcAXgYvjG1HyGe0ZWWv/2n/NzTglzr+NZ2xJbEJlttOZMSYX+BPwCWtte6LjSSbGmCuARmvti8aY8xIdTzrqX87zUeAhnP0mfm6tfWWk6421+u9YREREJNGMMScD/wC6+08NlEmusdYeSlhgScgY80HgI8AF1trusa6fDowxZwC3Wmsv6f/5JgBr7TcTGliSMcb4gfuBh6y130t0PMnGGPNN4P04H4Zl4qxh/7O19n0JDWwaU8IuIiIikoSMMXuB1dolfqj+ndC/B5xrrW1KdDzJwhjjA3YCFwD7ccpu3zvazN10Y4wxwK+AI9baTyQ6nmTXP8P+memwS3wy0xp2EREREUkltwN5wCPGmM3GmJ8kOqBk0L8R30CZ7TbgHiXrx1mLM3t8fv+/O5uNMW9KdFAio9EMe4Kov+rUqQ/r1KlfqzvU19V9063/q4iIiMhwNMOeAOqv6ppHgGXW2uU4JWA3JTielHJMv9bLgBOB9xhjTkxsVClroK/rUuB04EY9yykb6P8qIiIiMm0pYU8M9Vd1gfqwTpn6tbpEfV3dpf6vIiIiIg4l7HGm/qoxoz6sE6d+rTGgvq6uUP9XEREREdSHPSbUX9U96sMaU+rX6jL1dZ069X8VEREROUoJewxYay8c7nx/f9V5wBanqwQVwEZjjPqrjmCkZzmgvw/rFTh9WJVsTkw9MPeYnwf6/cok9Pd1/RPwW2vtnxMdTwpbC7ylf9feTCDfGPM/6v8qIiIi05F2iU8g9VedGvVhnRr1a3WP+rrGhvq/ioiIyHSnNeySytSHdQrUr9VV6usqIiIiIq7TDLuIiIiIiIhIEtIMu4iIiIiIiEgSUsIuIiIiIiIikoSUsIuIiIiIiIgkISXsIiIiIiIiIklICbuIiIiIiIhIElLCLiIiIiIiIpKElLCLiIiIiIiIJKH/B2v6CUTrX5iNAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABAQAAAGrCAYAAABXFUVzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd7hcR3n/v+9e9WLJ6sUqtuRuuQqIqa6JTTMQejUkEEKAJPwIkJBQUklII0ACTiCUADEEGxuwDcbG2NjYuBfJTc2SrKtebbWru+/vjzllZs7MOXN2z9m7e+/7eZ599uzMO+/MOXd1deedtxAzQxAEQRAEQRAEQRCEkUVjqBcgCIIgCIIgCIIgCELnEYOAIAiCIAiCIAiCIIxAxCAgCIIgCIIgCIIgCCMQMQgIgiAIgiAIgiAIwghEDAKCIAiCIAiCIAiCMAIRg4AgCIIgCIIgCIIgjEDEICAIFUFELyKix4d6HUI+RHQ9Eb0jUHYdEV1U95oEQRAEQRAEYSgQg4AglMS3SWTm25j5xKFYU1UQ0deI6DARPaO9HhzqdbUKEX2KiP5Hb2PmS5n560O1JkEQBEEQBEHoFsQgIAg9DhGNKuhfTETrSqj8B2aepL3OaG+FgiAIgiAIgiB0I2IQEISKIKLziGij9nkdEX2YiB4ioj1EdCURjdP6X05EDxDRbiK6g4hO1/o+RkSriWgfEa0koldrfZcT0e1E9C9EtBPApzp0f28gojVEdFT0+VIi2kxEM6PPTEQfjGS2E9FniagR9TWI6M+J6Cki2kpE3yCiKVHf4mjsO4hofTT249q8De157CCi7xLRtKKxRHQJgD8D8Abd04GIbiGi342ulxDRzZHe7UT0LSKa2onnKQiCIAiCIAhDjRgEBKFeXg/gEgDHAjgdwOUAQERnA/gqgN8DMB3AlwFcS0Rjo3GrAbwIwBQAnwbwP0Q0V9P7PABrAMwC8De13wUAZr4SwK8A/BsRTQfwFQC/y8zbNLFXA1gO4GwAlwF4V9R+efQ6H8BxACYB+II1xQsBnAjgQgCfIKKTo/YPAngVgJcAmAdgF4AvFo1l5hsA/C2AK3M8HQjA30V6TwawAB0ysAiCIAiCIAjCUCMGAUGol39j5k3MvBPADwGcGbW/G8CXmfkuZh6MYtoPAfgNAGDm70XjmtFG/EkAz9X0bmLmzzPzEWY+UPGaPxx5LcQvPd7+DwBcAOAWAD9k5h9ZY/+emXcy83oA/wrgTVH7WwD8MzOvYeZnAPwpgDda4Q6fZuYDzPwggAcBxBv43wPwcWbeyMyHoDbsrw0cmwszr2LmG5n5UGTY+Gcow4MgCIIgCIIgDHtyY48FQWibzdr1fqiTaABYBOAdRPQBrX9M3E9EbwfwIQCLo75JAGZoshvyJiWiNwP49+hjA8AkItqtiZwebdpd/CMz/7mrg5l3E9H3orX9tkNEX9dTSO93XvRZ7xsFYLbWZj+rSdH1IgBXE1FT6x8MHJsLEc0C8G9Q3hiToZ7VrpCxgiAIgiAIgtDriIeAIAwNGwD8DTNP1V4TmPk7RLQIwH8CeD+A6cw8FcAjUO7tMZynnJm/HeuFClVYb83lMwbkQkRnQoUBfAdqI22zQLteCGBTdL0JamOv9x0BsCVg2g0ALrXWP46Znw4Ym/ucoMIFGMpAchSAt8J8zoIgCIIgCIIwbBGDgCC0xmgiGqe9ynrb/CeA9xLR80gxkYheRkSTAUyE2qRuAwAieieA06pdfnmihIj/A5Wo750A5hPR+yyxPyGio4loAYA/BHBl1P4dAH9MRMcS0SSksf1HAqb+EoC/iQwlIKKZRHRZ4LK3AFgcJzd0MBnAMwB2E9F8AH8SqFcQBEEQBEEQeh4xCAhCa1wH4ID2+lSZwcx8D1QegS9AuaivQpRwkJlXAvgnqAR+WwAsA3B7NcsO4iNRVv74tT1q/zsAG5n5P6JY/rcC+GsiOl4bew2AewE8AODHUIkHAZVA8ZsAbgWwFsBBAHq4RB6fA3AtgJ8S0T4Ad0IlVQzhe9H7DiK6z9H/aagEiHui9V4VqFcQBEEQBEEQeh5iLvKoFQRBKIaIGMDxzLxqqNciCIIgCIIgCEIx4iEgCIIgCIIgCIIgCCMQMQgIgiAIgiAIgiAIwghEQgYEQRAEQRAEQRAEYQQiHgKCIAiCIAiCIAiCMAIpWyqto8yYMYMXL1481MsQBEEQhK7i3nvv3c7MM4d6HYIgCIIwUvit8yfyjp2Dlem796FDP2HmSypT2CJdbRBYvHgx7rnnnqFehiAIgiB0FUT01FCvQRAEQRBGEjt2DuLXP1lYmb6+uU/OqExZG3S1QUAQBEEQBEEQBEEQhhoG0ERzqJdROZJDQBAEQRAEQRAEQRBGIOIhIAiCIAiCIAiCIAi5MAZ5+HkIiEFAEARBEARBEARBEHJQIQM81MuoHAkZEARBEARBEARBEIQRiHgICIIgCIIgCIIgCEIBwzGpoBgEBEEQBEEQPMyY1seLFoyOPrHhLBp/Mtusfo6vKUdO9aefKSvDZMjDkjHHa3MmSuz5s/IZmYI5M3rYr1eX8c8PgF1zuOfTHm+2T5srswaHYrZk3DqseTyew+ztI0vIQ1Bfdq2FYwP6qdV1eWQop6+UbvbecbB+5/jANWXG+sY52glwf5EC5/fPzZ72PF0hYzjg/lx6Mv+gAvU62p3Pi91TOGT3Ydd2Zp7pmq0dGIxB38+yhxGDgCAIgiAIgodFC0bjjhvmAVCxo/Hp0CBzEks6CMZAlGiqGX1WMkjOkgZBaDJwOIrWbDJhMPpTfxANNJkSuUGOZNBIZAa4D4PR2EFuoJlcUzS+kegajHQ10dB0pXoH0cAA90XrSOfIXHMDzXiNrK8xvW7q8zFp66BUxtCjZNLxlpyz3bqOdB1pNox21vriz+5rJHO42tkhH39mTrdUzJQafKzxiWFDWXuc8upaMy4kijVDDiPRRZYMDJm03ZCDtsm3xpBjPGnz2TLm/JbxwBjvnsM/n3t8Rpc2V64u7bpYjgvnzl6zeV9N7Tr9cnju3dPe5AK55EubXkdr0dcFROvRZNQ9usYHtHP6S8zUY8kwqzYA4Ga+HAA0m9YcHF02NT1syHHT1tuM2q1rAD9rfvcpCMGIQUAQBEEQBMFLuvFvopmcDjXBycZfTzI1CMZg+je2tsFOrxG1D7qMA/pmX9vE28Sb8NgYMKgZCJqG4SDVq8/XCvp43SChb+gHoW/idWOEuelvuuQy7Y5rzVDQSYjY8JioDkbA2Xd5CPknxiNEL1OB18MI0Qsiz6n7MIEa0VtkvajRq384JhUUg4AgCIIgCIIg5FCPMQCoxRgA1LNp70G9tWyue1BvbcaAXtPbJozUA2w4IQYBQRAEQRAED4w0iZQeOzqoeQ6o8IEUO0wgvh7MOd12hQkYJ/yG+39+kShfmEDT8ipI1+i4juYe5Pa8CgSh22BKzTAMSuLqdV+N/GtCnD+EAMROPNRM7RoZmaL2BgFNzpGLwkYaDG5G19rKOLoTAOAGg5rpitMeAMZ4DV971AcA3NT1QP2i0z0P4l9LzbhTk8vobKhwAF0fAGo2wI2mWkWTDTlqNFTYQKI39QqIQwViTwGhHGIQEARBEARByMEVJmC2m3kDjLHJhp5y8waY82kb+py8AQCScAE9b0AZXHkDkrkrzhuQyLeRN8AXSsCWXrb7tJj+WJfdzh55PacAQ/MWMMbU6UXQRdQcMmBu1s3NabzvJNI32Fo/smM50mv8ZKpYf10u+AXPl4lAxgY9fRKpAYHAjTifgFLI0UMjwL3Bz2vX+g2jQWIAsOWQbNaBZo5c1GEZBigay42mGqPJUXTNzaZhgEhCBTqAhAwIgiAIgiAIgjAy6bGQgfr01uUqX4/a2vQ261HM3J2l/Rimp9hwQQwCgiAIgiAIHhhmNQE9TCAmL5GgTmgiQR92IsH4OjSRoOlVMAJOs4cKq0qAy6MgqTAw/PYWbgJO9ZOGLkd5Meiu+lF7I604EIcWZGTy2qOwgTy5qp8PU5vhA31kVCJI5aL3FsMHCH0qhCL2ErDkfOEDQmuIQUAQBEEYngwcUKWIxkwc6pUIPYyeRKoJdoYJxJ8Bd94AIBuD7ysv2A15A5JrNg0Y7VYWiNvbqSxgy7Al4yo12BMw4CpViF66B5gu/4BmBBiqjb4ZwJ/ARncak8+eYYaKOLShjntqRIusOp8AAeBsPoHS2fgjA4IzfMC52Ufb4QOsVw4oCh/oAN3pu9AeYhAQBEEQhidXvRvYtwX43RuHeiWCIAjCUNBr1QDqoiY3dxpxVQbMPDLDBTEICIIgCMMPZmDtbcDB3UD/Q8Dc04d6RUIPM6DFs6aeAGaYgI6dSDC+1k/sbVpJJBi3l00kGIovkWCv0dRc+JuwvQhUO2e8C9L2oSbZfGpeBN1AvBSys/l1Gu/Jv5VksK69a/wc0H7FgVbXyJSfYNCuOhDPWTrBoLVRZ6LUKJB4N1iLayV8IE7a6EoyqMvBCh8QWkIMAoIgCMLwY+caZQwAgAe+JQYBoWUYphEgZpBhhAnEuPIGqPfYBT88b4C+CXflDUhlyuUNKKosEI/10WplAX1sVZUFOgFzutViToPhWc8V0Gn0sIJO4ooHqBF9s520ceq5XvlGX9cL/7W+qW/rS0BmnoCkKkJAPgFGWnGgyI89yW9A6eorL0foeg6kjWo1fCBTkhDe8IHa4WwlmeGAZGAQBEEQhh+b7lfvM08GHroSOHJoaNcjCIIgCEXUFeJQ1wF6bXq788Q/NhBX9eoWxCAgCIIgDD+evg8YNR64+NPAgV3A49cP9YqEHmYwihsdZGAgesXVBOIkggNMGIg8ANJ2dyLB2DsgkY1O1uNwgUHt1N5HEw3DOyAeE3sixN4B6jS+kSQPzFzrc7M9lrR5KOmLdcT3GOuKEwkOal4AeZ4GVRCvPU4iGM9pXqdydXkVKM8BSisMRK+OeDF06MSyIw4Z6WN0HEm3h6GX0rnS6womjHU17DkIILLma0U/GffBRGrdDe06Mx+BG2k4g5cGEj3QX752IlVlwO5raNeZOeL+hls+0dunPAAsvUQNEDXMMbZcFT/HEYaEDAiCIAjDh22PA1MXAU/fq8IEll4EjJkErLsNOPVVQ706oQdhT0lBIA0P0KsJqHbS2v0u+O3kDeglzLCA2NCQHw7gCyWoZD1aNn9OrslorxQ9H0FtdeZr/k7ofvIV6zVKD7Y7h+Xyb1cHaBUjT0A6Tdadv8wcBCP0gMEAqRCIpAwhYFYcCNDvzCdApPTm5RPwffF9lQV0XFUHgOwxuD4HBYYPWJUHgJzwgdoxf9cPF8QgIAiCIAwPdq4F/v1cZQTofxA453Kg0QfMPTMNIRAEQRCELqWuxIe1VUUYcVUGsnlihgNiEBAEQRCGBw99F+BB4MmfqM/zz4nezwLu+jJw5DAwaszQrU/oTazkgbpXAIx2crQ3TG+BihMJqmuqNJGgrkdfSxWJBKsgDgeI1960TvirctHXPQdY+1wd9XgLVL3xMyoJtIt1ep98aIHk/Jva9wIwT//jU25uSW+pigMFOhNdFSQYTNelqg6odaU+FLkJBh2bc+WFgLQaQDQOsCoTeKsJIN1Zk6P6gKHXSjIYyTmrDwgtIQYBQRAEofdhVskDF78ImDwHePh7wDHLVd+8s4HBw8DWFcC8s4Z2nULPwZqLaJPNkoIxRvUALT2Tq6qA+TkdU5QzAIAWSpCtKtB0GhHsTbx7vDlWNzpUnwMgNhSUqSzQ6jxFpQZbwggzqMBQkJQvqPA5d+EJJlN7RgUmy029FV0ug0QruiwjRKsVB/R7ijf6qsoAhxkhyC5bGG3ijQ29dre5VQDKlSPMbMCNagKB4QNJO1cXPtABhmPIgCQVFARBEHqfp+8Fdq4GTn8DcNkXgd+9GZh2rOqbf3Ykc585Zv9O4O6vdK1rotAdxC6itjEg3rAOaCfvekI/o13zDOgDe40BRd4BDe0v5Ia1W2hou62GllLcew1d3n3dR5x8rsI7IB7XAHvndK2raWzm3d4BsTxpuvQ9iqs9L3+AIZ8Z77jWx9u/Uijn2tpbuMYbtgJ9Vx3Snhlf3J7ostdHOWNc8xHUToOsdsfcLr1MWnK+3PU6rqOx8Xim/PmzcxO4QelYW493PGXWzg2A+7TxcUK8nGeSmbOPokR6kT4y58usXUv2F99HkpAwmj+TaNC49yhRX0PNzXYCP7tdX4uVbDDVRUCfnkxQa4/zJVBDhfrpyQb1pIF6skFtPPX1JQkHierb3jLSnDFVvLoFMQgIgiAIvc9DVwKjxgGnXAaMGgscc07aN3URMH4asMkyCNz1ZeDHHwJ2rO7sWoWexg4VSK8b7nbr5P8w9znHNI3x7uumcW3+Mamfpuvu+d5ry8PBdW17CJheEQ1DrkiXcQ3K7QsZH8OWjP5Zt/W11Z6R813DDedcG3O6hxsn68auMaA9M7643T9HzpiS89kyrYwJufaND9FF2g8kM9Y73jNGO8DOXVPenAXz+dfO/meqH6x7xhsn9VY7mf9onNemLo+80d706vJeD8fA/g4iIQOCIAhCb9NsAiuvBY7/TWDcUdl+IuUl8LSVWPDJn6r3fZuAGUvrX6fQsxy2wgAAs4JApp2zm3i7XafVvAGpfLV5A4DUGFDkGVCW2BgQUlmglF6mzEl/q2tkzbDQ6jYjMRS0rKB7Tg/L0lbeAf22Q8drjzoZXnJs6fGOOWO3f/XBr8CI5zdc/gPGB+QTcK6d0ot0Tnc+gcz46NeWK3yAQcowYNwgp94CrYYPEJRhwJuDwB0+0AnqLqU6FIhBQBAEQeht+u8HntkMnPQyv8y8s4FVnwU+vxw49kXAeX+Wegzs7e/MOoWeRIUMpJv9GDthYNKuhQfofYPWJjo0b4CpN9WVl0Sw1bwBLhrUzE0IGBoqoLcrvVz4h3VRqIB7vVm9tqGgbNy/vrlvJWdArnGAPO1xtysEoW6sMAidwlwABffjG8PRuGAjgrZvzvuJ6OtNN+LpEoPmI00+dKwd368lGPQ+H/05OIwFrjn9xoVoE65vyC0jg8phEP27CCxHyKS1x0RzZIwCSX/U1GqywbycAoBpGKgZxvDMISAGAUEQBKG3eew6gPqUh4CP035bGQAO7gHu+SqMP2f2bap9iYJQN1Vl8e+c3nr+qK7t9K6uTXmPeTrXV76uHrW9V8avHrW2MaAyJAfPsEAMAoIgCEJv8/h1wMJzgQnT/DKzTgLe+n3g0DPAv50J3PMVYOIsYOCAeAgIhYRUEEjarUoCabsZYmCUIMyc8mtu+x30hXWVGRyE+Tm5Fz18oAX3/ioqC5gn/+WrEriSCYaNS8eXd+1vI5RgGLkq66f1rZT0CxpjneyHjDG9CNwn63lzhHkPRHPBcvn3jFEn+dqYOAFfk/33lMxBYVUHKKwcoXFKHyf6Y86GBhg3EM3TQIvVB6yShDZ2+ECNsPV7fLgw/O5IEARBGDnsXAtsXQmc9NIw+bGTgBd/RF0ffzFw1FxgnxgEBD/KRTQt7Re/4pwA8cY+fpntlLziEIEBHoUBHpVsvmNjgNpYN5K8AbExQNcVX+tricfGWasz147x8bhET7x27f50Y0Aoen6A2FCglxnUN/yNgiNWXZ45fY4hm/44f0CcCyDUUBDLM5Od7y/fLz2aMzuoaMISsi1S9Um261G2ahMpbIt0M/n7C+WLfm6xbOAcsbyR6d9HtGHW58hzuOG4P7kHglFFQJcjJFUHbHl7XXbVgfR+KVN9AYjXEM1N0fikMgBSPdZ9Gn2uF+CWaXjk4+oD1Iheepst2zBfNaL/bmr31S2Ih4AgCILQu6y+Wb2fcEn4mHMuBzY/CCz/HWDPRjEICMIQUNcfw7V5MItnNIDec5XvNb31hTj02Be4S9crOQQEQRAEodvYdL8qKTjtuPAxo8YAl31RXU+eC6z7ZT1rE4YFrJ1Kh1YQSJL3OUIE9BJ9epiAjzoSCZbBVVkgL5FgqM52KguwJs+BY3U3/zKJAVVYQLlkgvGYMOGSP5Oa90mFSQN1dD/2QN1AgH79kYS4+cfDdJ/9HL0h1QRMN32KXO098g69DM99al4C1NTDDSizCfYlDPStQdeVJ58mBkxXzHpwgBVK4AsfyCQr9FUWMCYPDB+IQxGYlUcAADQDwgeElmjbIEBEJwK4Ums6DsAnmPlfNZnzAFwDYG3UdBUz/2W7cwuCIAgjnP4HgblnON0qgzhqrqpQ0GzW7mYo9C5mpYCwCgJOebZLFTYM+VimqY2vA72ygCtvgJIxyw7qeQPy8FccCNu4+yoLhKCXGgzZwKs54rHhc5Q2DgTq7bZwA+e0scGgaPMdE7q5j/QFGyTK6EXOBr0FnXEIAHG+XueGPtcAEbn7M3s3/rn5BIx70Tf6kRGAAcrkAUgv3OUITVmj+kAkk1QP0A0Ddl/mRrhc9YGkT7Mc+HIQ1Iq/fGwv07ZBgJkfB3AmABBRH4CnAVztEL2NmV/e7nyCIAiCAAA4cgjY+ijw/Pe3rmPyPKB5BNi/HZg0q7q1CYIgDEN6LmSgJup7DnVVA6hHbW2b8S4OGehkotdOUfUdXQhgNTM/VbFeQRAEYaRyeD/wr8uAR75vtm9dCTQHlIdAq0yeo973BpQeHDig1iKMKNhKHhgn7DvMfWbCvihJX5w8UA8RcCUPTBIIWjJlEgnq4QJVJBIMxZ8wsBGkKxmH8CRbRoJB7bpwnsgLICRUQE8oGESiu0guepXJjDeSIO0VIBfyeIoSEerJB12J9ex508R6RXL5c2cSDHpkDTmCO8GgPp+dYNCri9yJAZHOoc9nJBiEpYcIMJIV6nKUJBo0khLackBWpkFAXyMg0aDW5tMtBFF1DoE3AviOp+9cInoQwCYAH2bmFS4hInoPgPcAwMKFCyteniAIgtBzbH4Y2L0euO+bwGm/nbb3P6je2zEIHDVPve/bXCz7vcuBA7uB3/lJ6/MJPYd+IqTnCrBDBNL2/BABOzwgO6bhdZG38wbo13regFZxlRn05Q0o1GXlBigbMhBXFihecywfFloQWnUgMR4E5wKoWK7TukKnjPd7gSX8iuQKZbQfQ6EuaHtBRy3A1IUf/menfTXySgjqurxy+tpd8flw5BMgUnpC8gnY82nhA3ZuAj3UI3H7t8sRaskY3OEDZKwrzUWAbN6AMuED0fiMTBw+YOcoSPoc4QMdQJIK5kBEYwC8EsCfOrrvA7CImZ8hopcC+AGA4116mPkKAFcAwPLly7vTX0QQBEHoHPHGf91takM+fmraPnYKcPSxreuePFe97yvwEHh2O/DkTwFuAjvXlEtiKAiCIAwNPbaTqK/KQF166wpx6M4fHPPwzCFQ5R1dCuA+Zt5idzDzXmZ+Jrq+DsBoIppR4dyCIAjCcKX/AYD6VKz/kz9N2zc9AMw9vT33wEmzARCwt6D04KM/VMYAAFjxg9bnE3qS2B0/Pr13hQjoLvi5IQJWeEAcIjDAfRjgPjNMQAsrKOXSH6+R7TCD2M0/XUfq6h97GpjJBIvm0MfboQC5Yzn78srHrvxaqIDP/d+Uy99X6KEEeeEEHBgakOgJ2csUyBBXuIkr9ImvmByX+dIyoXP5ZIv6NZmisIHUVd4tknHzd+qh3LCCtC9HznDt98ynt+u6jLnIDB9wzOUNH6BUR+rqj9bCB1wyjYY/HCAvfEBCBlqiypCBN8ETLkBEcwBsYWYmoudCfWV2VDi3IAiCMFzZ9ABw3HnAlhXAiquBQ3uBNb8ANj8EPO+97enuG6WSCeoeAs0m8Mt/BsDAi/9Eta38gfIKGD8NWHEV8KIPtTevMKQQ0YcBfBbATGbenifLTBjgvuSzXkEgRs/UXxQi4KogEG/e7TmUjlSvs7SgljfA1mWWJ9TnDvuDWa8sEG/44/agsAFXyEDOzsyuLBASXhBv0vP0hpYajPffRcaBkM11UHWBIJlikY5t9nX/+DYoChMoDEvQbC5FMnn9QBsyel+ycFOkVFhBA2lGf4ce0rp0Hc45GmRUHYg39aoqArvXa5QB1O4qCjdQ7Vb4gFaKkclTkjDSoT6QP3wgT0a3TbqSGBrhA/UTWvWkl6jEIEBEEwBcDOD3tLb3AgAzfwnAawH8PhEdAXAAwBuZu9QXRBAEQWifx34MLDwXmDCtPT0DB4BtjwEnXgocvQi456vA49epMIElFwBnvrn9tU6em3oIDA4A1/wB8FBUTXfKAmDpxcDa24AX/CEwcQbwkz8Dfv53wMB+4PyPA6PHtb8GoWMQ0QKov1nWD/VaBEEQDHosZKDnqhe0CcM02NZJ9H/VNwDMgXoiVzDz54hoGoArASwGsA7A65l5VztzVWIQYOb9AKZbbV/Srr8A4AtVzCUIgiB0IczAM1tU1v6da4D/fTNwwZ+nJ+ytsmUFwIPAvDOB6UuBZ7YCy98JLLmwOrfA2acpz4NndwB3/5cyBpz/ceWF8KM/Vl4BPAic+mpgwnTgxk8Av/iMGtscBC7522rWIXSKfwHwEQDXhA4wT/nT5IH6Sbue8E9vsxMHOpMSWp4EuldA2lbtH6FN7eTfTiQYr09PJOjX4/YcCKkYYF/70BMBFp3el/EqyJ80QKQCPWE6OnAiqR9BD+UcOV4IIQkN9VyCvvm9XgFkjffKkDt2PmC8Ou2Pvstg87Rf8xLwJiI05qBMXzJWSzBorMNIGKglGGROTuLVybx2J8Yc0dobrLwEKFofZ5MMprriG+T0/23bi8CmT8lnxif3ZckPv7B+ADgC4P8x831ENBnAvUR0I4DLAdzEzJ8hoo8B+BiAj7YzUdVVBgRBEISRyP3fBH70IeAD9wBrb1Vt21e1r3fT/ep97hnA1IXAG7/Vvk6b578feOBbwE2fAh7+PnDyK4CXfAQ4623A/7xGeQm89LMqXwEAvPd2YNxRwG3/BNz5ReD4i4El51e/LqFyiOiVAJ5m5gcpx6CkVzyaOW90JjwAcFcQAGzjQTZEIM3abxoOmoXGhbQ/U2XAqAbQgBlmkBokBo1NuB5yEOb+30R2fNHG3zXWBwfK6ZUF/LqK3fbDSxHmCaRyfioKDcibYYj9bkPc/PM2+j63+5DxxuPNcdv3b/Cjy1ZCFAr64kHXvqgAACAASURBVGmd92dtzsGWUUB31XdUFsg1LsRjo/ABjp6fqjSgjUmWZRo50s19unpjDnKED3A61hs+oFNkNMgbH1cg6DidSyrIzP0A+qPrfUT0KID5AC4DcF4k9nUAt0AMAoIgCMKQ88C3geaASr4Xb+J3VGAQ6H9QndBPWdC+Lh+zTgZOuQy47xsA9QEXflK1HzUXeN+vHPInqfeL/wpYc4vyGFhym/IW2PY4MPuU+tYqFEJEP4NysbT5OIA/A/CbRTr0ikfHLxsvIY6CIHQEqmuTW1coQm3r7c5fuwyzTGwFzCCie7TPV0T//xgQ0WIAZwG4C8DsyFgAZu4nolntLkIMAoIgCEJ77NkIrI82ziuvAXatU9c7V7evu/8BFS5Qd9bgl3xErf2cdwAznFVxs4yZoHIY3PSXwDPbVOLB6/4EeP/d4TqEymHmi1ztRLQMwLEAYu+AYwDcR0TPZebNfo3uZHx6kr/4cyzTdIYYmJ4BdoiA29uAMm1xeyITeQf4EgmWoWl4GsTVA9JwAO84w3OgfMiAD9ZkfCfw8dx54QIhoQSszZe3llz3/aI9TGF/wc9rCPdIuYkA23Tzz6UgzKCudeV6LZDlau9Yb1BYgktv9M+cmta8jlP9Im+DBC3JYH5SwuieGpycvqvT/jR8wPBUIAJHrv2uJIPJWnRPAD15YLI+hxcAaaEK2njtUaVhAl2abyCQ7cy8PE+AiCYB+D6AP2LmvXneba0yPCMuBEEQhM6x4mr1fuZbgI13A89uA2adChzYBezf6R93cC/w+eXAymvd/QMHga2PAnPPrH7NNrNPBX7vF8Bv/V25ccedp97X/iIqR8jA49dXvDihCpj5YWaexcyLmXkxgI0Azs43Bqg/cfUygmkZwIbxWS8lqJcN1EsA2mUEzZKAenlCSjb9dpteVSDEdVUvh6iXFEx1afMUuLbr49MShsUbf7vMYPZnQ0m4QFgJQv8BYtznL0sYECpQIFNczrDAaNCdh59Dg+tRkXr5HiNTKuMd65vLNy5UL9ljKKcv1cmefqOEYDwPIsNAW3qtsUmJPn08ecZQUkIwvsf0Pq31AvCVJEyfT/TSyw5Cl0/ni/szpQn1NdmlDV2lCWvEKC3b5qsIIhoNZQz4FjNfFTVvIaK5Uf9cAFvbvScxCAiCIAjt8cj3gXlnAc//YNq2/J3qPS9s4JH/A3Y8CTz4v+7+rSuA5hGVP6ATzD2jfMWAuWcC46aoZ7D+DtX2xE/S/r39wKM/UtUShJ4mu2nXcgkYcfqpR4DuFRAbAoD0FF83Lqg5yMwNYBkBkrmtOULKDOpJBAGgT9syNSy/XzuZoJkssBGNMbdcRYkCbflYzt48x3J53gHx3/u6d0A81t4LuLwDyJqDrXZTxtUXK7duyP77njMX2ok3mbqA5Og2e3JsB8Zn52PfmuzxrjEW5mbParf7KCvn7Hfo0jfBxobYt0atj10y9litLbNx1vQkm2+HXpeRIDuGCscUzkcEbpDxjJN/gtEY3YBgPxOlN+0zjAYN93N0jUnnI7dhoJEaBpL1xuvv0wwDiZymiwjoI/fGv9EwN/3xc9X7bONCn663kRo9GvrNVgvD/N3d7isPUq4AXwHwKDP/s9Z1LYB3RNfvQIkEuT7EICAIgiC0zhM/UTkDTn8DMPNEYPrxwNRFqiQgkG8QuO+b6n3NLcCRQ9n+/gfV+7wOeAi0SqMPOPbFqhQiN4GlF6nwiQNRBaAVVwNXvgXY1z+06xQyRJ4C20NkfX+46Sc8epiAXUFAx3f67QsP8GGfzOt6jQSF7NbrDUew9DQ9cr75fPdny4TKudBP59mS9/WZ47UNnK/dGmv2OdVayvQOe5eq69U/BOzQPXPkuuR7xvvGUN4cIffua8+RyZ2zYI3esTljfHN4n6MdGWCM8bmrlJyPzcSAhp3OknORt/Z2nqPukk/mP7DM+t3XHhl42u0QAN+YZoBMb/MCAG8DcAERPRC9XgrgMwAuJqInoUrofqbdiSSHgCAIgtAa+3cC135Ale1b/i5lpX/NFepUf+pCoDHKbxDY/DCw6T7guPOBNT9Xm+jjzjNlNj0AjJuqDAzdzHHnq2SKUxYCL/4IsOpnwKqbgGWvBR77kQqfmHbcUK9SaBHW4/ULKggAME7s9TF2KUFfToD4c0YmZ46yuQL0ygKuvAFFZCsOeDb3ATK2nDdXQHya79sbWMYAm7gv10jg3avYx8tWXy7+/pDqBUNOvPwq10Mt6MsZE/8IXI4UzqdPlpBLl92XO4YiEXaOMdZh9SfOHvH3U5vfyCegrc9ZWUDXBTK/XHqflk/AHmPmB4iXSyqnAAA0rXtF5CEQGwbskoRQfYaueE2ZPAUajXTtRgWCWB+iuVxVCjpA1SVgfTDzL+H/BXJhlXOJh4AgCILQGjd9WhkFXv0lYNRY1Tb/bGDBc4G+0cDRi/0Ggfu+CfSNAS77gnp/8sa0b9P9ysW+UwkF2+W489T7SS8DjlkOTJiu8gg8u10ZOk562VCuTqgAO0+AnSsgdt1PcgUY4QBpngDdGJDJCeAID3DlIojnsHMQGPOVyBvgw1VmMCS+vyi3gK4jbzMdGwdcMvFzyNvcFyUIDEogqGOFEGQHedWhMG9AK5vtoTIYtPPrmPzjfTaXwnbferTNeLu6So2J2rxfL3KvIzccQMsnYOqicrkJYlndrV5vd+YHSN379V2jnjtBX0eshxtIwwdcuhw5AXx5A7x9DhkjR0ENMOB0/a8jZKCTdM9KBEEQhN5izS+AEy8B5ixz909fCuxYk20fPAKsuAo48VJgyjHA4hcCT/5U9e3tB/7zAuDKtwFbVnYuf0A7TF8CvO5rwIs/rEIITvttFSpw62cBbopBQDDo1OlSVZT1Pgil+GS9u/T6d3jt6q1HbW302Hq73Jycpddc33tsuYKb3vpfSRAEQegODj0D7FoLzDndLzN9qSo92LQCAp+6XVUiOO231eelFwPbnwB2rlHhA9wEVt0INAc6U2GgCk59NTBxhro+70+BCdOAu74ETFnQG0YNwQsDhlfAAI/CAI9yVxBgdwUBPSGhr4KAnTTQlTgw8RZweQUkJ/Pl/rRTuskoM1hYPQBkzunxHAiS0XTlhQv4MvunY8v1AUhKDbrmza0k4DnxD6leUJq6DBFtEpLuIJiCU/7Q9uTE3tVfla5crwCzQ/ci8J/kW/pcp/SAduJu6dLlNV3GaX3mxF/zFHCu1/I80O8vJ8mgeV+UeAqYJ/qaLt0jwlU9IL4/V19OBYI6d7cMs0pA3VUGOoUYBARBEITybH1Uvc8+1S8z6xRgYD9w/UeAw/vT9hVXA6MnKEMAkJ6gr7wWWP1zYMIMlaQQAOafU/3a62bCtLR84Ykv7f6QByEXhu6C7wgPcIQI2BUEXIYAXxlB3xzZMoWmEUAPE0g3+OZ8RtnARH/Oxl8bn5QPzDMUaDJ5SQOTCgIOXYXGAfhDCZKqAZ6+3A17lfkDihL86eNIa6+bKk5zW1xmoQHB2rR6N/Ul25myt+3b7OcZATJfA22jb+rQSvQ5KDOHblCwZd1z++StigD6WrRyhOYaHYYJKgofSDfyhnEhNmZAk9F1hYYIFJUltI0JNaH/vm331S1IUkFBEAShPFseUe95BoFlrwO2rADu/KI6/X/bVSpc4NEfAidcAoyZoOSOXqTKFq68BtizUcXkX/ZF4Nw/UH29yLLXKg+HuNqCIAgGeYaFdqgtZKAues3luq719premsitFtEOPRaK4K3cINSCGAQEQRCE8mxZAYyZnF8BYNQY4JK/Va70N31alRF8Zhuwf7tysdc55TLgZ59S10vOV0kJe9nVngg4881DvQqhApjTDP9FFQTitryKAb4KAr5ShXZ1Anu+2CvA2ReYryCWcyUSdMvrVQqKSwgWydRRWaAoVMDZnjNf+WSCFRomvHN3kfEj8XRor53JvSku2w6qZi2AQ79Ld0476wfwrOnVxOPM/q5KAfp4biCtOhAin+iOvttg91r06gPGGsOrD5C2mnSKtLYAa9UDVBUCTnRBH9mIVtm0tSFTgSDTXzP6/wfDCTEICIIgCOXZ8ojyDghxzVv+LuDWfwRu/5wqNzhlAXD8xabMya9MDQLHnVfxYgWhHdJNchweEOPerDeSTX/8WclYhoHAMoIuo4PuajpobbZdxoh4fNMwbKTrKaocEI/RN/hO2QAZZn/YgRFOYI2Px7RSWaDlUoPOjqrks221nQ63Cmk7w6Qteq96rRUaFAAY5fjiaoDOn5C1idc3694SgqyN0zflhh5tg8zl9apNfdxplRAsKEcI5hyjg7bB19bCFBkFAGUY4KzebJnDaEOulf9TXaxNqs+nGS0aSEsTQp/PKk1o6LUYkrKD+WFTvYoYBARBEIRyMCsPgWWvC5MfP1Wdlt/9n+rzW68CRo83ZaYvUQkKjxxUlQcEQRAEoV16LRShJr11GZtqc+2XkIGOIgYBQRAEoRx7NgCH9ubnD7B53nuBe74KnPFGYOmFbpnXfQ1oHqlkiYJQFarKQHzK3/Cc3pun8rkhA9opfSLDbr1qXHxCb3oF6P15XgHpdbGbq3nCH+g5UHDiH7/bJ+hpOIA/nCDeE9j680IJfH1JOIBzprwT/mx76WSCVbXXhc8FfqjnK+maHxwm4DnVz3X5t7wIdLf7ovaMXtsroHC8x21fDx+w3PwzXgXxZUXhA8ltkVJOzGn1gabpHWHOp4UTRCf8eviAkiOASOnM6HXQ4MSLoG70/w+GE2IQEARBEMqxZYV6n7MsfMyMpcAH7lXhAj6mL2lvXYJQE7rbvh0eoPrNjbczZMAyBOSFCLjCA4ryBKSGB7cRwDRAaOEDORt6fZydN8ApGyKDPANAfl9ee17VgfB2Z3N1+QPajfnv1kPTwA2+LybfmwegxHi73bW5zka4Ww0lNvfJmnVlGaND5OrOnGsESJZg6fVu4vXxevhAnpu/a/7Q8AHt9vxhCZR6CzSs8AHtoZiGjWiNDdbCB9KFmOYDZDb+dl+nGOyi6gBVIQYBQRAEoRybowoDs04uN27asdWvRRAEQRB89JwLfj1666K+qgg16RWciEFAEARBKMeWR4CjFwNjJw/1SgShdhiEAe5LPueFA8RtdgUBIOsZkBcikBce4F9Dts/2CnDdg46ReLDIc8CRbNAnk3d6nxcu4Jq/qLKAW1c5F3+nfBnZHPmsXPuuzp3aRLZ7ku/E4V3gHB8aJuAKEciRs0/sQ0MMfGt0hSIwaafn+tiieQK9CoD88IFsMkB9jhLhA/rYKCzB9hJIbkVP+Mfp+PimzNAD0sIHojURlH5dJ5B6AkSVDVKNnYFzft/1MmIQEARBEMqxZQUw+7ShXoUgdIwQI4Aua1cQALKGgHbKCLryBLgMAT4jgDlf/h+4rtKBISEDmT7NcGFvoouNA269rsoC8d4j0w5Puy8fQUXGhez4MLmuKilYBYFhBaXkYMo6DRYuOZibSN8GPTcUocCIYIccpJtXzjdMOF37sxtx5xyO8AHVQOpeuILwAX2sng8gY1CI7jfj5q/flH4f0b9DT2lCpTZbgQBAh6sMDM+QgeF3R4IgCEJ9HN4P7FwtBgFBEARB6BV6LGu/XlJRqB/xEBAEQRDC2fYYwM1yFQYEoYdhZD0A4GkDoooBhqu+2zPAlThQyZPTK0Cf09VfFB5gewWk/aZsSCiArsPnFaB7Avhc/wHXiX12ja5+nz5Tttxpvju0IXx8mblsgt3+q9bXBqVCA2ysU3WvrhBPAJebf6iczyPBbrfHek7y08mLdbm8AJyhARnPg1gBF4YPpJ4Hqat+qfAB/ZZ94QPRWMPDIBlLSfiA6eZv+mmkY6M19Kn7s5MNJokatdZOVxkIqdjSa4hBQBAEQQhnS5RQUAwCwoghv4wggEyIgKuCQJ4hIC9EoKiMYNnwgDxdLlwhA3myreQTKCoVaOv0VRZQVcocm3rPeoNLDQYbEAL15S2qVbkKaXujX9GaK9/QW2EDuspkPlvAsQ7XZ6Agn0BiBPDkE7ANI9oasuEHsUxY+IB34x4SPmDLNLQnFhkHio0OafhAskS9NGF6x87cAom3AKU/RG9ugdoh43fycGH4mTgEQRCE+tiyAhg9ETj62KFeiSAIgiAIAfRaNYBeq7bQ64iHgCAIghDOlhXA7FOAhtiThZGBN2TAm82/YZxo254BrgoCeSECvj47RKAdrwCXfFGCwKIEg8z+KgWuxIKu9Zr6nM3BlQWSzxkvBLden7dCVjCwzTk2zBMhTFcbY0Oo++S/VU8Ah27AceLeynxI2+2Te18iwpAQB1eCQTtZod8rwJaJv9fu8IG4wRsaEBI+4JPRkg2a06UeBuYj0U71NTd/YtZulqx7IUeiQfMGjWSDNSMhA4IgCMLIhlmFDJxy2VCvRBA6Sl4ZQb1NyZKzgkBeeIC/YgHlGgFc67PLBZYxAtjt5hrzN/jxuy8kwOf+7ysjWKaygGp3GAGcq/WEFYRu+Ntw9a80r1tB+EbtBGyqMxv/Cgne6BetUWtuV6/pdq8r9W3oNbf5WCZ+ZrlGAJded/hAkk+gbGhAGZk4t0AJQwUTGaUJY1y5BYxqBkl5QvMBs+d3Ux1IyIAgCIIwctmxCjiwC5h7xlCvRBA6Tp5HQMwA96UyjlwBzr4cY4B7He6xeWPKew+E/cEbItdKzW7f5ty7aW9Rzj24A3NYBG2ah4sLdQuPLehRt/LjqElvO+vN/S4E6fUL6b8ujDVqY/T2EJmsXPF4U0b7YO9KQ9aijxl++/SOIR4CgiAIQhiPX6/el140tOsQhA7CnCYJ1CsI+LwCBtGwTtVNzwAzSZ+rYoHnRB+U6NBDBJpWiIK9yXfJ6af9tvt/UShAqFxelYK8cIHQ03/f3GVO/zMn9mXDDwxa2404N4BVhhJ0E77HFpCwL2+MS69LjzNBYcV6W11vsHdD7hiHEGU3zfEQ/STf3tSXkQGQegnYfZYhIflEWgiBYaiwkg1qHgrGWox70h5EzUYBtry2hgtiEBAEQRiJbHsCuPmvgPP/DJh1ctiYJ24AZp8GTF1Y79oEocvIKyMImEYAJe/PE1DkEdDJPAFZedd6soYDm7wKAnG7LxSh/dwAnvbMQN94twEiiJBwguG6ua+a+DGVdfn3bfRt1/0cvU4v/xJ6Q1z7fWEFSQb+KI7ejOP3jSmSccTwx+vSShKGhByUkSEtp0C58IP0yZNVQrCoPKG6J7s8Yb0MikFAEARBGBY8eg3w6LXAqp8Bv/nXwFlvBUaN9cvv3wmsvxN44R91bo2C0AUwst4AADJ5AlxGAF1eXZseAXllBLN66skTEHRtHbsVJRy0x+s4jQPxqV/gZr90IsGMnKsxYONew2Y+s/HsQb2Fm2ePHqCNNYZs9K05nHPmGB1cG33nhrzo3vPWpW2K9eR65Y0AtkwsxNncBFpJwnJx/zky+iOyShOajyL6t+4zWGi5BdB0eAw4x5uJB4XyDD8ThyAIglDMjtXAhBnAvLOBH38I+NwZwNP3+uVX3QTwIHDCpZ1boyAMQ3otIZUvkeCIo6b9Rl1J93pNb13Ic1D03HNoFosMBYzIW6qiV7cgHgKCIAgjkR2rVPnAt18LrL4ZuOo9wK3/CLzpO275J25QBoT5Z3d2nYIw5JDXKyC5RqPQK0CNLy4jmOcVYMvG7XV6BRQlBTQqCFh/4PoqC6g+vz4XbVUW8Mzl80jIl7HX4VivfYLeikdChzwUytL2yb6LgpP9uM03Z/DJf1H4gdZcJF+4Rs+pvq3DLkdI8ZelJa8Alwz5T/zLhg9Amy8+qScAzMUVCDzjVRtbcxDQh+RZZEMIkjvRxndqc00SMiAIgiAME3asAk55lfpjYemFKmTgjs8D+zYDk+eYsszAU7cDx70EaPS59QnCMIWRGgKK8gTEMlWVESyTJ6BINsQIkD+Pf4wx3pNPwDYORPuUShIJ6vrjfVxo+IAzC1zR5jxks15gSNHFWt1c542rLGTA9rcvSdBm3dcWt8Pq88k65IOMC9qY7HazQF7fMHML81kb9TjrPmlWpBBDg89QoD7GQpxdb1H4AFL3/DI5C4z5PbkF9PVlQgiANL+CFUKgZEwN7P1CCCEMPxOHIAiCkM/+nap84PSladtZb1MhAQ98Oyu/ax2wrx9YeG7HligIwvAmOHFfWb31qK2NnnPlrgtZb73U9Q+uLrp0uYw0h0oVr25BPAQEQRBGGjtWq3fdIDBjKbDw+cD93wRe+Mcwyhetv1O9L3p+59YoCF1Emmk/LHFgXhnB0KSBybXDdd8lW1XSwGBPAs0TwBcL6/cWcOcmUOEHWT3tVhZwjR0SrLkzm/Zu2CDknb7XMN55et5OaEDeWoq8DcrIh3gu5HgC2PLJyX3yWUumZ3seFHgFkLW+oISBevgAbF3Rv2NwvhdCUZiBlWww1yNB+15kPAXgCiPo3L+dwWF4nj787kgQBEHIZ8cq9a4bBAAVNrBzDbDxHrN9/R3AuCnAzMDyhIIwjGCoCgJxnoD4ZZ70NJJXnCfA1ecqI5i+tDF64intJClXtuzplGOOopMs/TNz1tXf166PzTzfghAAe7y9obfnc83v+lyUPyBEb2YTwshsTts2QHTpSSkAdftV7cMcunLtI0XyZL7bupi0Npcua648eVefcy3xOvTx9tzaZyZSLvL2+IJ1ueZO5DRjv7EWUkaBxNbo1EWJHvs+Et3Ry7eupL1B5tyGvKUjkaH0mTSQvJJnZD9bIRgxCAiCIIw0dqwCqA84epHZftLLgL4xwMofmO3r7wQW/AbQkP8yBEEQhB6iLoNKNxtqOkltz7c7HzC3YnwtMLR2AxIyIAiCMNLYuVoZA/pGm+3jpwJLLgBW/AB40f8Dvvt2YN6ZwPYngDPeNDRrFYQuIHbtz6sekLaHJw4skzQw056Z0zc+ZA73ib7dxx5dLmJvARtXuEAaWmDLhnkPAMXhAi1l+ne1hSQYzCNkzjLjOwmh3Hrz5OPbqCGRYBldTI4QhEg+N8Gg0ejWFf+obBd+1zpiF3zdJb+K8IFk/S73fD18QNelhw9kdFljtXv2hRl412GHEGg6QKTp5XQ84rb0EzXYCCGom+YwPE8ffnckCIIgmPQ/CHz7DcCzO9TnHauy4QIxp74a2LsR+OargHW/VJUHAMkfIIxYmHVXeTM0IH5lQgQ0d3wzzMAMEYjJuu2HhxJUaQxwnWCx9nLVz7ZlXfhCBdwGA18oQrHBICw0wP5cXm+hX7Jr019mI13l4WiHDAiGy3fJZRT1ZR6n4caeI2/9mPL6MrpyfuSZNbn6rHl1We86KHLbd/S1Gj6QrKnhWiMZ7vmGroYWQuC8P8dYMteRyOnrpawcABVC4AgjUHrTedzPl4wQAtndlkc8BARBEIY7D/8f8MQNwA9+H3jtV4Eda4DFL3LLnnipChvofxA4/8+B+WcBa28D5i/v7JoFQRAEoV16rYpDz623JsXdGTEAZtPTa7ggBgFBEIThzoZfA6MnAE/+BPink4CBZ/0GgXFTgFNfA+x9WlUb6BsFLL2os+sVhC5CxYyqI6e86gHJdeQV4OwLDBFopwJAVWMzp/QeXa7TfFd7vG9whQuEVBbwtbdUWcClu+1QgHLilW7QunTz1BKE1kIDQsaGVC9wzGFECNh69M+uvkiBMYc2byZEgJIhlYUPZKocwCVHWff+eI7oV5hdhSA4NECb1TWH8cisMAJnuEKkx7yXzm3Suyn2vyrEICAIgjCcOXII2HQ/8Nx3A/t3ArvWARd9Clj4PP+Y13xZ/QVNw+8/PUFohdgQkGcESGSZWjIC+OTrNgLYn315AkKMAJnxgZv6Ir0huQVCwgeyY8LWpToD2zy6VWOe/pJzdwBjw1qir3Djbsu2u4nPW59rg+/aiPvmj8ba+QS8RoTCDb212c7RY8bk62MoUsum3rwcAtp8/lKF8eLZbUAoyi1QUHYwkcubQ5dtUJJbwKXHacAQWkIMAoIgCMOZ/geBwUPAwt8ATn5F+DgxBgiCIAhCZ+mxUIS6qC3EoU10j7HhRGUGASJaB2AfgEEAR5h5udVPAD4H4KUA9gO4nJnvq2p+QRAEwcGGu9T7ghyPAEEQvDD0jPudrx4Qel1VeIBPT0Yux2Mg299jlQVy523xlN8pX068Jwn0Fgg+8Y91elzzc+czTtmz83nncM3nOZm3PRGSOVxza+t0ejQUehto4QP6ch3zFXkl5J726x4F2l448RZI5tD+zfvCD5J7z5HV5RyVCOL1+nTUzWDe74AepWoPgfOZebun71IAx0ev5wH4j+hdEARBqIsNdwFHHwtMmjXUKxGEHiU9EcozAqTX5ua6TiOAPrYqI4At26oRQMlkRILc/WNdIePDQgOK12UKFHwO7Qvpb3FcV52g2htmD0WbfkMfwnWWNiLkGBSC8wkUGBdCjQa5c3td+/UxFLVzmzkErPWGbO6t3AIthwaEhhsE5heoE91APJzopM/DZQC+wYo7AUwlorkdnF8QBGFkwawSCop3gCAIgiB0PV1l6AlATzQo9C5VeggwgJ8SEQP4MjNfYfXPB7BB+7wxauvXhYjoPQDeAwALFy6scHmCIAgjjK2PAs9sARadO9QrEYSeJj5Bb6V6QJ1eAXp7K5UD8tbBDr0uPXleAS7Pg3hMpZUFHI1BlQXy5mgjyV+eB0Luhq/Dm8HgE/tYKOBkNDfZoFc3/PdedBLv02OfjJf0Isjch74O7WNo+ILPTd97kt9K+ED8xSPHkjzeCq6la+KFyQa5LxW2QwiUXIGnQXJ7gXJxV07CwXqRHAJFvICZNxHRLAA3EtFjzHyr1u/6LZL5+UWGhCsAYPny5T1mJxMEQegiVl4DgIATLh3qlQhCz6LXna6iekCrLv4hBoS8vrLVA0LzB6g+bX7Hn3t5m+tOVxYwBQo+GxTpyjMgtNjXomzXnDLnbfQ9BBsUDZCM0AAAIABJREFUCjbbRTkE2jY06CoLNut54QP+UAC/Lucm3hM+kNyfpi9vTrvd55bP4Kwxw1Oe0Bjvy02QM49+r3khBJ3CZ+jsZSozcTDzpuh9K4CrATzXEtkIYIH2+RgAm6qaXxAEQbB49Fpg0fOBybOHeiWC0PNUVUowK9e7xoAQb4CQMoS2XEi7KWSPKR5Seo5W6JaNedUMv/2QiXZ/xlcj8L69Y0L0cqBcyTVmHDzavEcdr17fLlOrYpQ3t9lHTjlDpjHcv5j1UYlBgIgmEtHk+BrAbwJ4xBK7FsDbSfEbAPYwcz8EQRAEN7s3ALvWtTZ2+5PA1pXAya+sdEmCMBJJkgpymiSwCTJO+/VKBHnydRgDzPnTa2ZKXf8969VlbL3GeCanMUCvIKCv1afXFS7QycoCoXP7J6ygL6S/W2l1z+XbxIXO1eb44E1v2c24NbzVDXzS1qoxgHRd2c2zb073+JB1k398QzMG2OPjtUXj0/ZU3tRLyRiXXNIeGwMaVKthIPYYq+rVLVQVMjAbwNWqsiBGAfg2M99ARO8FAGb+EoDroEoOroIqO/jOiuYWBEEYnlz1HuDIQeA9Py8/duU16v3kV1S7JkEYYTDMTX1Mq9UDqjQCuK7zqgeEeAT4XPhVn9YeEBrgG+uSteXzZFsJHzA789tySw3mbOSLPBNacuXvYsNB/JgqCVGIH3Eb+QeYHG72RXqLxue0t6KrKHyg1Py5utLvLGkxDqH3WJRbQLVr/74dIQSAMgzkhhBo433zpXopV65TSA4BD8y8BsAZjvYvadcM4A+qmE8QBGHYM3AA2Hi3uj5yGBg1ptz4NbcAc88ApsyvfGmCMNJwx/23nyywDiNAnq5WSwjaG13bEyB0nEveVxKwkkSCBX0tJw7U+wo9DAr6Xcn6hsII0OqG3DG+XUOBMV5fV5tzlNabN5/epzcF6MqTYW0znXwrWtSVthNUDgFOhsX4N/shevX2nM26tn8uNA7oiQvjZ+KSg9+IIJRn+Jk4BEEQhgNP3wc0B9Rr22Plx+9+CphxYvXrEgShLXqthnXZeHyhJD32fRBqpqZ/b1TTP+S6Elh2TWJMi9hjrKpXt1BllYGe5Su/XIvJY0fh9c9ZUCxs8S83PoGt+w7ik684FeNG99WwOkEQRiTr70ivNz8EzD09fOzgEWDP08AyKd0qCO3C0E/0u8crIFlfQThDUVK/kISBtv6qvQJCQwVCdJmdjr5cL4IWPQbake30mE5T4Ql/yByZ0+wWXfAL53Pp1ZbSssu/6160qTOn+IH3l1uBAC3ODdujofj03qhE4JyPNL1csAb3fHUzHKsMjHiDwLfvWo+/+tFKTBk/Gq8+ez5G94U7Tex45hD+/ZZVGBhkPLZ5H/778udg6oSSbr2CIAgu1t8JzDhBbez7HwLOKjF23yaAB4Gp5Y2cgiBk0ZMEJm0tbubLjnO1ufIElAsBGHojgK3Dpwdw7NEK/vb3hSGEKbfRdka2bMEzKJyvi04IDfRN/FDM3cpG2tceusm3CNILZA0d2pB2wweC7tG3fu3a3FCT1s5++dDnq7XbIQRKMBsCAJQLIwjJG0DeJyGEMKJDBm55fCs+cc0jOObo8dhzYAB3rtlRavz379uIgUHGRy85CQ9s2I3/vn1dPQsVBKE3WHc7sPrm9vU0B4ENvwYWvQCYc5ryECjD7g3qfap4CAiC0J3U5S4rJQQFgx77uXWrq3yn6dbnEHuMDbeQgRFrELj+4X68+xv34MQ5k/GDP3gBJo7pw3UPbw4ez8z4zq834DmLj8bvn7cEZy88Gj9/fGuNKxYEoeu58RPANR9oP+h260rg0F5g4bnAnNOBzQ8DzaYps2+zCg1wsXu9ep+6qL11CIIA6H/AgYzygaVeBeNi7Ov4xdrLtQ69v3C8NS9z+mtL123rNPWZ45QeUz5vTekYU48tH/xjyjm9V5+Rnm465jA+t+VRkIW4zQ0OU3I/betqfWpz4u7Zy+RDSNeqXZv3VU7G+Op4ro0fkd5eMDZvzjLtIet1lSdM5LUXa6/y7ZS8vPKN9GW0ldFhz1sjcWnZKl7dQvespIPs2T+AD/7v/Vg2fwq+/e7fwIxJY3H+SbPw0xWbMdgM+y1719qdWLv9WbzxOeoE7oKTZuGhjXuwde/BOpcuCEK38chVwP6d6nrHKmDvRvXeKgMHgJ99GgABi56vcgccfgbYtTaV2bkG+NdlwH1fd+uIDQJTjml9HYIgAIhOhNo1AnjGxvjGFxkB0g1960YAZtMIkNy3wwiQ9sGQCzUC2IYE9XIbM1wb9uIKBfbnAvts7p98+o4qT87SF8u2uzPRdXUTDmuEf8PpbvfK6P0VbdyN9irWWGZd0H6ElW3iW7sP/zOi1DDgWGNXGAdK6ugZY1UXMSINAht27cfAIOM9L16CKeNHAwBeumwudjx7GL9euzNIx92R3CWnzQEAXHjyLAAQLwFBGEns3gD83zuBu/9LGQUO7lbtq3/emr5mE/jfNwOrfga84l9VDoA5UTLB/gdTuds/BwweVmEFznWtBybPBUaNbW0dgiAIguCi7uPXiulW13MvvbbemqBmscyQUNYoXPDqFkakQWDzHnWKP2fKuKTtvBNnYtzoBq5/pD9Ix4Zd+zFz8lhMHKvyMp44ezLmTx2Pmx4Vg4AgjBi2rIjeHwF2rE7b8/II5B1XbX9Cjb3ok8A5l6u2WacAE2cCd31Zjd3bDzzwbdW3+WG3nt1PSf4AQaiQbvUKcJ3++9z81ZhirwBbZ9rnPtW3x7nuzxcW4BpvtMOxP7IaMl4ABSfzhZUEQjZk2hyFXgh5Ouw5u9UrYDjSrhcC0nZDp+O6VPhAK54PBaf0YSf5lHoLUIvrKHgmZnv+ST/3ZT0FQr0F6txnGx5jFby6hZFpEIjc+ucclRoEJowZhfNOmIUbHtmMZkDYwIadB7Dg6PHJZyLCBSfNwi2Pb8Prv/Qr/O+v11e/cEEQuoutsUFgJbAzMggsfhGw7pfA4EBW/vEbgH84DnjsOre+/gfU+wmXpG2jxgAX/AWw4U5lCLjxE0DzCHDqa4DtjwNHDmX17NkgBgFBqIigJFIFRoB4Y13WCKCPAcobAezNeKgRwGVAqNMIoD9r/aWvEdbncuUHc7ocupxjW9ysGyfUstkvR9mNt6Pdu9lvdx1lDQpAa+EDuZv4kkYD371k2t3GgaJ1tLRmANByGTiNA44wgjzjgK5PCGNkGgT2HESDgBmTzBKBly6bg637DuG+9bsKdWzYtR/HHD3BaHv7uYtw/kkzsWb7s1JxQBBGArGHwM7V6poa6mT/8D7gho8Bd3zeNAw88D/AgZ3AlW8B7vtGVt+m+4HRE1S5QZ2z3grMXgZc8z7g4e8Cz/8AcPIrlGFg22OmbHMQ2LNRDAKCIAiC0GvUZTTqMb3dHOoxHEMGRg31AoaCzXsPYubksRjVZ9pDLjhpFsb0NXDdw5uxfPE07/gjg0307zmIBdPGG+3Hz56ML79tOf7mxyvx9V89hcEmo6/RPT9sQRAqZstKoG8sMHgIePw6YMoCYOlFwJjJKq8AABzYDVz4F8DAQWDVzcDpbwSe3Qr86EPA/OXA7FNSfZseUDkDGn3mPI0+4JWfA37xD8oYsPiFwPYnVd/mh4G5Z6Sy+/qVoWDKgnrvXRBGEPoJf9KmHanZoQCua/sze3Tlynnas32Oe0CxTntsyCl83rwu+YzO7FLdYx2Cea76uWsp3Gy08LebHbYgAEgfhV6DHtY1U3UbwMx8nLYnc2jtQTKOOVxyQXNA+3a5xupfnRJzFLZ7vpL6LZKjg4lA8T+mAr0+XWHtuiJ2f28QeQnEY7Q8A52yH8QeY8ONEekhsGXvQSNcIGbyuNF48QkzcP0j/Tgy6M9m0b/nIAabjAWWh0DMcTMn4fCRJjbtPlDZmgVB6DKOHAZ2PAmc8Fvq845VwPQlwPipwIcfBz6+BTjzrcBt/wSsvQ1Yeysw8Cyw7LXAa/4TGDdFnfjHpQObg8Dmh4B5Z7rnm38O8OYrlTEAAKYdp7wJNj9iyiUlB8VDQBCqgPUwgIDQgLwwgZD8ABk5T3uMz0UfCCshCMA5tqrQAFebHRbgyyHgih/Id+93GBEKwgUMWa+ge452K8z2PCEu6p2YI3C+kPGhc/jkguaA9pXyucC3sEZjfFV6CWEhBMG6AtaYlxtAH+MJJajsuzeCGJEGgc17DmK2wyAAAK9bvgD9ew7iQ9990FuCcMOu/QCABdM8BoEZEwEAa7Y/W8FqBUHoKp6+F/jW64GNd6uT+JNeDoyKfp9MW6Lex0wERo8DLv17tXH/3juAO/8dGDMJOPbFwMQZwMv+SYUIfP0VwPo7VULBgf3AvLPC1tHoA2afmk0suGudeheDgCAIgiAIQqUMx5CBkWkQ2HsQc6e4DQK/deocfPSSk3Dtg5vwzq/djbvW7MjIbNypTv59HgLHzlQGgbXbnqloxYIgdA13fB548ifqdB8A5iwDZp6orqcvMWXHTgLe8j0VVrDm58CSC9JSgKe+Cnj5v6j8A1+9BLj5r1X7XI+HgIvZpymDgH5MteHXwNijgKOPbe3+BEHIUMYrIDRhYDaBX3mvAP2EPrPWHK8An0eB96TeGqtkq/MKSAc5BH2yVl/6ueDkPvRUv8qM/8aNa0envoSDHo+EroirJq52Ia4T5RbG29cteSu4xufM0e74zFe97HjPybneV6jX8co/+W8t4WAV3gJ596x7C3CNu1vDY0wMAr3L/sNHsO/gEcz2GAQA4PfPW4JPvuIUPLRxN95wxZ24/mGzFOGGXfvRIGDuVLeOmZPGYvLYUeIhIAjDjQO7VIWAMZPVSXxjNDDjeLUxB1IPAZ3pS4DLfwQsPBd47rvNvuXvAj54P7Do+cBjPwJGT1T6Qpl/DnBoD3DXl9K2db9Uc/WNyBQxglA9DBxpNnCk2ShtAKjbCBBvfKs2ArjGKln9Vd4IoMvoz9e1+c5WJci+zAH+P64Lqwhk/LfzMeb3bPar3jdnF1Gjbtd0be5dvBvcUHyb2hbmzF1L3qbas8H2b55zxlvzur6Cvo20yzU+716ZTLf6zJrt5xCwaVe6I8NA4JhKjQOecoUSMtAaI84gsHlPtuSgi3e+4Fj86mMXYsr40bj1yW1G34ad+zF3yniM7nM/PiLCsTMnYm0Jg8D+w0dwx+rtwfKCIAwBK65WCQTf8E1gwgxg5klA3+jUIDBjqXvc9CXAu25Q4QI2YyYCb/qOSia4+AXZhIJ5nPFGFbJww8eAu78C7Nus8hrEeQYEQRAEQRjx1GWcohGYSMMw8rb56hZG3BHS5r1hBgEAGD+mD8vmT8FDG/cY7Rt2HchUGLA5bsZE3L2uuHxhzH/fvg6f/cnj+PEHX4hT500JHicIQgd54DvKCHDcecDbrgY4Sj569tuBqQtUvoBWGDcFePfN5cf1jQZe+9/Ad94I/PQvVE4DQAwCglAhvqzSuRn/tT/0wisDFM1h9SFUb0Zt5lTfN9Ye32rVgKKKAb4TfN9eI/fE37eQ0MSEPj1d5N7bMQjteSK0MJ4pbPMa/zjyqhc41xP1eccXrSm+J8cYp1xOu7EfZFOtPT5pzrlf5z0V3K+hG+aY3HUk90xJv68agUu//qhbqVag+rTfY51ymWGpMjAs2BIZBPJCBnSWHTMFj2/eh4MDg0nbhp37vfkDYo6bOQlP7z5gjMvjlse3AgC+d8/GIHlBEDrM7g3Axl8Dp79BuavNPT2tCDB2EnDyK9rT3zdavcoyagxwyWeAIweAGz+p8gfMOb29tQiCYFAqNwD8crYuX8iAy8XfnqPO0AAlH7/aCw3wVQzw5QUIWXvaYfogu0oNhm/+PTuSkUYrex3rRxI8RncdLzsmcE0Z13iLXLd5S45d6y2Sc63D5dpu/TPxyZV28/eswx0C4FljyDooDSGw8wvYzyY3LCDvXjzrVX0EO9+AEM6IMghs3XsQm/ccAhDmIQAAp8+fgiNNxmOb9wEADg4MYuu+Q94KAzHHRpUGQsIG9h0cwH3rd6OvQbj6/qeDjQiCIHSQVTeq9xNfOrTrcDHzBOC01yqjgOQPEAQvRPRZInqMiB4ioquJaOpQr0kQBKF2RrKRq0JijzFJKtijfO32tbjwn3+BWx7fisljR2Hi2LA/mJcdo9z3H964GwDw4Ab1fuKcybnjjosqDazZVmwQuGP1Dgw2Ge87bwn2HBjAjSu3BK1NEIQOsuomYMqCtKJAt/GSj6okh0svHOqVCEI3cyOA05j5dABPAPjTogEM98m6zyOg6OTf15fM5/EKUH15eqv0CsierlfhFaDLuOfM0ZV02MeJqR5jTg+ZhIYlMbwQjOtULwXI1LVB64pKBB6KTuvLysWyCa14Atjz2Z4LDtlSctZ8eaf3tpOKL99lqLeBIRt4yl90Yh9+st++t0CuJ0HRuBoRg0APc/GpczB94hjctXYn5gSGCwDA/KnjMW3imCSPwK1PbkNfg3Dukum545bMnIRRDcKKTXty5QDgtie3YeKYPrz/gqWYP3U8vn+fhA0IQldx5DCw5hZg6UXd64o2YynwRw8By39nqFciCF0LM/+UmaNkG7gTwDEh45wJoTyb/LyKAVUaAeyx6ef2jQBpZv9qjQCuigHI1eX+S99bccC3GQ7dJOvrNq5r/L3vm7PbCbU8ODbLmf4QOdeYovlCN/5FcwRu9oNc8Iv0uDbP9rqKNuSha/FtoluYoyXjQNFGH/6+PMNB8PdISBgxBoH5U8fju+89F6fMPQqnzDsqeBwRYdn8KXj4abWx/8UT23DOwqNx1Lj8WN9xo/tw2vwpuCdKLHjDI/34r9vW4MDhbDjArU9sx7lLpmPsqD68dNkc3LFqB549dCQjJwjCELHhTuDwM8DxFw/1SvI5ap6ECwhCOO8CcL2rg4jeQ0T3ENE9A7v3F+cQyOmL8Zfv85cNDDEg+AwARbkFQo0AQH1GAGduAOcOxW9EyCtbGMYQ7yB8UzueQV2EThO6pCK5MvN58W129X5LzqmXPO32WHuTXmRc8OkN3Kjbep1fc8d6XJtq7wa7qK+VOcoYBxzPJG+TH9pXr/2uOu+AEA8BIvoqEW0loke0tmlEdCMRPRm9H93ufY0YgwAAzJo8Dj/8wAvxL68/s9S404+Zgie27MPKTXvxyNN78eITZgSNe+6x0/DAxt04cHgQH7/6Efz1jx/FSz77c3z0/x7CdQ/3AwCe2vEs1u/cjxefMBMAcP5Js3B4sInbV0kJQkHoGp68Ubnju8oGCoLQVRDRz4joEcfrMk3m4wCOAPiWSwczX8HMy5l5+eip+TmDytJrVbrqWm74hn2Y02Pfh24OSRByqO0fcj1qu/l7lmeELfsK4GsALrHaPgbgJmY+HsBN0ee2GFEGAQDoaxAajXL/Cb3qrPkYO6oPb/6vOwEg2bwXsXzR0Th8pImv/HINdjx7GO87bwlOmz8FP125Ge/71n14tH8vbn1iGwDgRccrnc9ZPA2Tx47CzY9tLbVGQRBqZP2dwDHLgbH5uUMEQRh6mPkiZj7N8boGAIjoHQBeDuAtzMXbc98pfGhYgH067wo/qPpUv0xuAddnoH6vAPMhZ4/2fLkFjHmLvA0c63feXB7WvWTGa+sm1jYyFbr/G3q7lSJHizIOGy2Su7+qwtvAocd3ml5Wb97JfMarANpXyz6pd63JdaKvzek68c/1BtD7G9m+UNd+3VvADingRtHYfI+B4QIz3wpgp9V8GYCvR9dfB/CqducR39IAlsychL959Wn40HcfxLSJY3DavClB485ZpDw4/uOW1Rg3uoH3X7AUE8aMwrZ9h/Dcv/0Zrn9kMx7t34sF08Zj8XR1AjG6r4EXnzgTNz+2Fc0mlzZeCIJgcegZFf9/8stb17FjFXDKKytbkiAIQwMRXQLgowBewsz7Q8e5XDvtTaft0p/RYf2VaocTmH3Z8fZ8VY5P2grGuDa4Wb3FMr6dm9c842n3nrC1snm2jQ4WRG14d+jrtHWQe76uIV56tEYmzThBWmOFc+ifY9Veg4j1/Az5sno1XcZ92mvUb9fWZfW59CYqHWsspctenuP+nPM49BryMPvz+ow1o4AgXaT1mz9014/D1Vc39u/yNplBRPdon69g5isKxsxm5n4AYOZ+IprV7iLEIBDIa84+Bk/t2I/J40YFb9KnTxqLJTMnYvW2Z3HJqXMwYYx63DMnj8VzFk/Djx/ahC17D+GyM+eBtH8AF5w4Cz9+qB8rNu1NqhwIgtAiv/4ycNNfAu+/VyXeK8v+ncCBncD0FsYKgtBtfAHAWAA3Rv/v3snM7x3aJQmVUtPOoLZQj242BjiozVOh1/QKtUJdGlvF7DYQt8F2Zl5epcJWEINACf744hNKj3nO4mlYve1ZXLpsjtF+6Wlz8OkfrgSQhgvExCEJd63dIQYBQWiX1T9X7/0PtGYQ2LFavYtBQBB6HmZu4R+y2wU971TedYKU51Fgj/e5vIeO943pCa+ACr0BimN0h9gLs11Phi4nc8pu9QG6t0HcUV5X7lhXX6AnQJEXQRldvlN53/2X1qU3ezwY7K5KvQVgPRb7vmyKdBElChPjQIGjzQhiCxHNjbwD5gJoO858xOUQ6DQvO30uTp57FC48ebbR/lunKgNBX4Pw/KVmCcOZk8fiqHGj8NSOYG9GQRBcHN4PbLhLXfc/2JqOHavUuxgEBGHEkpcTIKRSgLsSAayXI46f/bkBUpnseO8LyL7s2HtLwJcIKyQ3QXDFAH1OQ86TEyBAvspwgkwOg+S6wm1Ij2z0HT9Ok6K+Mo+s7OPVN4z2WNdn62uap8uQse/DoYvt/oK5Xbq9uvT5dXk4/llY8oZOny7fvefpssYXrp388vZ8ebkGvDkFaqTDSQVdXAvgHdH1OwBc0+49iYdAzbzo+Jm4/g+zSQjnTR2P5y6ehlF95CxhuHjGRKzb8WwnligIw5f1vwIGD6sKAe0YBKgPmLqo2rUJgiAIgtCb9IgBJ6HH1tu9STTDygVWNhvRdwCcB5VrYCOATwL4DIDvEtHvAFgP4HXtziMGgSHkvy73h4wsnDYBDz+9J0gPM+PQkSbGje6rammCMDxY+wtlDDjlMmD1TeqYh0r+It+xCjh6ETBqTD1rFAShq1Gn6Nn2vCSBiYx1kp8nXzYsIVSP6+/qqsIC3Lqy9+EcW1FoQO4pW8imoqLTf/Lp6VYI/nXGt17BfcSPMS90INclv4SuIN2w9GvzhcgnMgW6MuvVv07sl3e62tvu9a7xtrx9G4758+YrFUoAaz5rfF4kh5OCcAIlYrbaCQiHC8z8Jk/XhVXOIyEDQ8hR40Y7vQMAYPH0idi46wAGBpuFeq6+/2ks/+ufYd/BgaqXKAi9zZpbgAXPAxadCxzYBezZCBx+1v+XrYsdqyVcQBBGMlxcKrCo1GD8Kyek3J8dFtBK2UCX63AVZQO9Lq8OX11nyUB9Xsecxubejm0oks8Zo3D5KncA+57KjukFyh7nFtuQTNk25J0u5K7PFC7vc5N3fnatN0c+JEwgd36XPKx/Eh5Xe9/4wlCCHJ2663/o+DLhBL6wgjrpgpCByhGDQJeycPoEDDYZm3YfKJS9+v6n8cyhI1i3XXIOCELCwT1A/0PAcS8B5pyh2h74NvDZpcC9/x2mo9kEdopBQBAEQRCElO51ae8sI+05MNw5ZVp9dQtiEOhSFk+fCABYV5BYcM+BAfxq9Q4AwMZdYhAQhIStjwFgYO4ZwOxTAWoAt/wtMLAfuO+bYTr29Sv56UtqXaogCN1Na0kCi0+SQpIVtpQs0HUSFXDirj7nezWoRvfRYm6yQG3edpIFeuULPQKK5xFyKLN3KXuqHzC+tENH0fwFc3hPsK3+3DWWPPnP9QQos0bXHPEYIMhbwHcS345Hg09fqTlDxwilkBwCXcri6RMAAE/teBZANinh/2fvvMPruMrE/Y6ueu+SLcuSi9wdOy5xEqf3EAhsOi3LsqHs8ltggaUsW4Ely4beAgFCCQSSAAFCeuI0x3Fsxz1xlS1blq3ee7nz+2MkWWXKmblzi6TvfZ55rjVzzvm+mbl3PF87Z4QXD9UzGDR+1qdanLMJBGHG0HDQ+CxYDImpkL8IGg7B4rfBoceHSwEcDH1ZYUAQZjwjEaFJ+02M1sltxu/za6nAEb0c2ynpaDq8ifFtoYdZSYDSeIrtJjWwOmDTz63hP8HJMWmMMcc9R0gV+8VqBFbXQtRt5BJOqE/3dT4BLzIm9Bnpp1zbb9J/ogxlPcxq91Xq+83amPWZIM71uBNQmSvASxtH+37CfQgrZmVQ0wBxCMQoBRlJpCQEHJcefOatOvLTE+kbDFItGQKCcJaGg5CQCllzjb8v/Sz0dcDCq+HQE7Dv93DZ5+zH2Puw8Zm/OLy6CoIgCILgP+Ey3qahUSioMXFC2emAOARiFE3TKMtLHc4QMKeps4+XDjXwjlWz2FPdJhkCgjCWhoNGVkDccGXUipvPHivbCPseMZwEVpPP7Pg57P41XPxpyJwVfn0FQYhRNM+RfJWMANWxHDMCXETcVbIbjANq+qusUuBX2/E4Z0V4G9cjXsaNEcNSKeJuh2YWUsY5Mu5KxshA48d0kyVg2sdLVN9lJoFvUf1YzRYIo76Tjk/UTwgZcQjEMHNzUzneON4h8OKhev7zL2/y/vPL+MPOGgaDQd67oYymziNU2TgPBGHGUX8Q5l1ifuycW+GxT8Cp7VB63uTjrdXw5GdhwZVw+RfDq6cgCDGPl3IAo423sczsG1Wj2fNygWCadxuuJQPdOwG8lhI4HBtt47OFEbEc5jBik7IfLhm+GOuKcib1cVs+EOq4Y8aeMs4BJrexaOKpj1MblZKDcKJj8+yawsikgjFMeX4aJ5q7xy0n+ODrJ6lu7uYrjx+gsqGTn9y5jhUlWczJSaW6uQd9Oha2CIJbetug4zTAOD2jAAAgAElEQVQULjE/vuJmSMyA7T81P/7a90EPwju+A3GB8OkpCIIgCIIwTLjmjIjVuSimHv6tMCCrDAhKrC/PpX8wyIavPs/PNh+np3+Il4808N4NZfzmrg089OHzubjCmHCwNDeFnoEhTrX0cPO9W0ZXHhCEGUnDYeOzwMIhkJQBq98Nbz4KnQ3jj3U1whu/hHNuh+zS8OopCMKUwOsqA1Z9nVYJMJNr7Ji8ma1rPWm2fxM9zh7Qzm6Yn8Mk2S51tJdvNbY2YbPQZdJFsxvT5JzHnHvYsNJjqjHxNphduomWp9ntm9RHZVyTv53GnYiqLor6jfY1+ZqqtDGTZ3nuY9t5kGf6Vbcbd3hT+nmqnu/Esc1+hg5tTHWM8M95OiIOgRjm6mVF/OljG1kzN4e7nzjAr7eeoHcgyLXLi9m4MJ9z5+aMtp2TY6xK8IstVbxxooU/7DwVLbUFIfo0HDA+C2wmA1x/Fwz1w65fjd//+o9hsBc2fiJ8+gmCMGXQdfN1pz0tD2hi/OujcvxZKtDKCWDsMH9zdnQA2Dg3JrUdd+3cLS+o7ABQPqZuLZgvGzlGxtgxw4VYM/a4MNYdx3Hqo2CEj/R10tG1sWzWx4VebpwDloa2lV5jNtM2ika8WT+Vvkq6h/knZPWs8LLFCuIQiHFWl2bzzdtXkRgfx91PHiArJYEN83MntZuTkwLA77adBGDzkUYpHxBmLg2HID4Fssus2xQshvKLYeevzj6V+zpg249hyQ32zgRBEARBEAS/kVf3mEfZ+auwxQriEJgCFGYkc9fF8wnqcOWSQhICk2/biEOgq3+I/PQkatt7qWzojLSqghAbNByC/IXO9f+r3g0tVXBqh/H3G78w5h+46FPh1lAQhCmEeXTH/MXOSzmAaTaATVRetTTBKjKuWhbgNs3fXXuHsJ6XjAAILRPAtIP1IW3itVPBSm/VvqEQKftD081LB8Yw6RapRN8t5XnoqxLJH9vW5m/Tfm4zCtxE/D30Ne3jIqvArK/lT9GvjATFbADFJCDBBnEITBE+fMl8rlhSyPsuMI94ZiQnkJ2aAMAXbzDqpl850hgx/QQhpuiohcw5zu2Wvh0CScYShIN98NoPjJUJ5qwNv46CIEwZXEV9mPCibBUZmtDQekxz49XR+B9+K7ZNg3dwQIy/COPbmV0blfZKJQF2ToCJ2FgCrg1/Jz2mG24MVjd9QtVpwtiOBrpNXyV5oVwHVX0tDGQ7/f10DlgazQ4yrIxwUxkmm4oDQlmG1WPOzsHgM67KwxS2WCHkZQc1TSsFfgUUA0HgPl3XvzOhzWXAn4Hjw7v+qOv6l0KVPZNIT4rn/g+st20zJyeFpPg43rmqhG8/d4TNRxr5u43zIqShIMQQXfVQcq5zu+QsWHwd7P+DMW9Axxl4173h108QhCmF2Yubla1o+ZJnYkib91cc12V/K4VV9XXb1sDhhdfUwLfvYmflKVVKujXyvby0q/aZ7g6HiYxclrFZJdrkZAIzJrUzGcts/8itUJplX5us26S+Y2+tPmGfSV/T/nbtzMa3kDvxa6ZN1Gek7cSvo0n/SbLHtDU9F6evuD7u42x/F48Q1V9epH9GsbQ6gF/4kSEwCHxa1/WlwPnAxzRNW2bS7hVd11cPb+IMCANfuH4pX791FXFxGhctzGfrsSaqGrvYUtnIJf/3At99/ghu5xU43drDNd96iVeONDg3FoRYIBg0VgpIK1Rrv/I26G6Enb+EjZ+E+ZeFUztBEAQBZp4xLEwv5PsbVmSZxMgScoaArutngDPD/+7QNO0AUAK8FerYgjs2Lswf/fcd6+fylz2nue47LzMwpJOWGOCbzx7maH0nn7p6EeX5aY7jBYM6//L7PRyu62Tz0cbRJQ4FIabpaQZ9CNIVHQIVV8Pym6DiGmMpQkEQhDHoaOaBbJfRctMsA1dReBcZAT5kA3hpbxvTc5m5YByzj8Q5xjjcGBXhivrNEMPGPJquK11X1ei/ZcTeKrzsIRNBOdpvlyng1N9Lu7HtVftP1Mmmv2q2gdnttNR1IrpNJoBZAtSExspywsx0nLPd1zkENE0rB84FXjc5fIGmaXs0TXtS07TlNmN8WNO0HZqm7WhokKi0V1bOyeKZf76ESyoKuG5FMZs/fwWfunoRf917msu+/iLffNZYp/2Fg/Ws+8pz/PDFo/QODI0b44GtJ3j1aBPxcRqV9V3ROA1BcE9nnfGZpujAik+CW38uzgBBEMyxqBm1qjl3MxeAZU1pqPMBjOy2qld1096xrt6icNeuj+X+yec8Edv5AGz1tJBhI2uEkTnyJm7hJBIyXDHxEqkaZgoTDILFbVD1jVnVjU/Yr3CrJ/c1MVQnjWMmX7W/Gzlm7TWTzef+lrX6JrqanpfDZvEondzO6qdro1s4kDkEbNA0LR34A/BJXdfbJxzeCZTput6padrbgD8BFWbj6Lp+H3AfwLp162LpUTjlmJWVwn13rhv9++NXVnDbulI++dAuHt5ezaeuXsSmg/U0dfXxf08d4lBtB9+542zd9S9fq2J9eQ55aUkcruuIwhkIggc6641P1QwBQRAEQRCmJ2GyJGLKWTMNiR1TeTw6sWXI+4UvGQKapiVgOAN+o+v6Hyce13W9Xdf1zuF/PwEkaJqWP7GdEH6Ks5K5amkRte29NHT0sf90G+eV53LDylm8caJltF1TZx/HGrq4YkkRCwrTONnczcBQMIqaC4IiXcOZRelF0dVDEITpQ8iZAFZZBuab49J4JpFw62yDENuPwyqc6NDP9ph1lN5xlQCnjAAXmQBWWQAz0fBzFUk36auEaiTXop1yRoGb6LudDqry/coWsIjAe5Fn+ROwiqqrZgJYRfx9kKeSMWCXOSC4I2SHgKZpGvAz4ICu69+0aFM83A5N084bltsUqmzBGytKsgDYU93KgTPtrCjJYkFhOqdbe+gbNMoGdgw7B9aX57CgIJ3BoM6Jpu6o6SwIyoxkCKiWDAiCIDjgxvC3am8cMH9rVTb8bZwRln0szsGpvYGVZWDTx9E5YP3m7sr4V3EAWODa6LfKabbTZSagatSDsmfF8rZZ7HdlJLuRZybfjXMhVOeARVtfjG0rA9rM4LbZr6qLle/TTVmBm9KCsJcM+LjFCn6UDGwE3g/s0zRt9/C+fwXmAui6/iPgFuAfNE0bBHqAO3S3090LvrF8diYAf9pdQ+9AkBUlxt9BHaqbe1hYmM6OqmYS4+NYOSeLhIDhN6ps6GRhYXrU9BaEUU7vhoLFkJAy+VhXPQQSjSUFBUEQBEEQpggzMSNlSjHskJ1u+LHKwGYcfDG6rn8f+H6osgR/yEhOYH5+Gs+8aUy+tmJ2Fh19gwCcaOpiYWE626taWD0nm6T4APMLjBUJjjXIxIJCDNB6En5yOVz3v7DhI5OPdzYYSw5aLXYrCILgElerAYBl2NEyFGJjBLif6d9bHwOTfirRc8tj1tfIlxUCHF7MXRtX4TbGYtXY01DTTbHdyG2ZdP1Hdoy9byZjWvcfaeCivT7h79FOk/ubjmGG23Es2pvtdzuGUvuxfSz2T/wp2a5SYLHf7Odot1qC1c/X7dubhJhDx9dVBoSpw4qSLPqHgiQnxDG/IJ3yPMPor2rqprt/kP01bawrzwEMB0JhRhKVDZ3RVFnwQm8bvPlotLXwlyPPgB6EhoPmx7vqIV3KBQRB8Acd3K0GYFdOYJM3ajkLtUOuqZfyAeu8XLs+9nqYXo+xh/wuBzCxJpTLAELJ37XKf54qBczhSKkOdTwr/5XVuG7aW52vxX7Xt9AiTd2PUgK3qf22X0UVuSpjWaXnWzxSXJcLWMh2XWIQTqZhzYA4BGYoI2UCy2ZlEojTyElNICM5nhNNXeyubmUwqLO+PHe0/YKCdHEITEX2/A4e+QA0VUZbE/848qzx2Xzc/HhnvZEhIAiCIAiCMJWIISNRiammrw9Mx2UHxSEwQxmZWHDl8KemaczLT+N4YxevHGkkEKexpixntP38gjQq6zvpGi4tEKYIbaeMT6toug8MDgWpaoxQOclALxx/2fh38zHzNl0NkiEgCIJ/6MRsJoDtSgKjfRUzASZGrGyPOUfGQ1odwEyGCY4ZAV6jctGI/seQcTBCqCpZR/hNboLbiL3X9ooRe0+33O1YZu0dot1KY2nm7W2j/HY6RGAs2yyAEPoIaohDYIZyzpxs5uWncfmSs5HUsrw0qpq6eGp/LRfMzyMrJWH02JLiDNp7B1n+n0/zxUf3RUNlwQsdZ4zPMDoEHt1Vw1XffInTrT109Q2y8X838ciO6vAIO/EqDHTDrFWGs2NoYPzxYNBwCEiGgCAIPuLW8LeNCEXU8B/7Nm0uz3Lc0WPuDH/XDgAFw1t5OUC/DH/Hfi62aKM6kYKqIWXVzrWBbnETLXSwdi5Yt7d1DliNFQvOgVCMfas+mvc+rssBbPo4PqZUDX4HPcKJ9dKy7rdYQRwCM5T0pHhe+MxlXLb4rOFUnpdKdXMPxxu7uG5F8bj2t60v5UfvW8P68hyefrMWs0Ui+geDpvuFKNI+7BCoD59D4GBtB4NBne1VzbxxooWa1h6+/Ne3aOrs80+IrsPJrbDtPohPhjV3gj5kTDA4lt5WCA5CujgEBEEQBGGmI7P2DyPXwRd07B2+UjIgTHnKhicW1DS4ZlnRuGNJ8QGuWzGLt58zm8bOfs609Y473t47wNqvPMstP3qNN040R0xnwYGO08ZnGDMETjQZ5QI7qlrYdryZQJxGd/8QX3vKR5l7H4L7r4XDTxnOgMLlxv6J8wh01hufaVIyIAiCj7jMBLDtN3LIcyYAuMoEGNvXaVwP2QAq12l8G/tQnqdMAKdovJdMgFiO+kcQvyKu1hF+iywBV9kG/vYZPW6Cp+uhkC3gOWPAZrxxYypmDCj1s8oCsNHDc+aAxViOGQSCK8QhIIwyLz8VgLVzcyjMTDZts3KOMefAvpq2cfsr6zvp6DVWJ7j1R6/x6tHG8CorOKPrZzMEGg9DcCgsYqqaugHYcaKFbVXNLJ+dyd9tLOfhHaeob+916K1I7T4IJMFnjsDb7oHcecb+lgkOga5hh4BkCAiC4Bse0v8dHAaOfVXya/02/P0w/scdt5ehXAZgJssKt4a/30a/w/chEkQs6OjSkLYfy+LiOBjltoa+lz6KhrfjeHbYGK6uHAROBrbFmKrGvuPPyCddHB0FoZ6j3+g2J+JlixHEISCMsqAgncT4OG5cPduyzciqBPtOjXcIVA1HiR/6yAXML0jnE7/bRZ1fxqDgjd42GOyBgiUw2AstVfDy1+HB2+E3t0Lt/pBFDAV1TjZ1kxiI41BtO7urW1lfnssVS4wMk4O1HSHLAIwJBHPnnzX004sgIXXyxIIjGQLp4zNcBEEQBEEQBCFUZA4BYVqTnZrIy/9yOe/bUGbZJjkhwKKiDPZOyBCoauxG02DprAzufe8auvqG+Kff7mJwKBhutQUrRiYUnH+58fni3bDpy4ZjoGYn/ORy2PJ9YyI+j9S299I/FOSqZYUEdWMeifXluSwqSgfgcJ1PDoGmSshbcPZvTYOceeNLBgb74NVvQ0ouZJX6I1cQBAEsI76O9aGO0WKn0JdTf6djzlEpxxdVlWi3QuTLUyaAVWTdr0wAVZwi/xHMAPANq8vlJmhpET13nb4P1l8MKxljxnSlGw5fGadzsjkvTwFfi5/+xHGVo/RhHNc20B3CFpZxBVeIQ0AYR3FWMnFx9r+kc0qy2HeqddwEglVNXczOSiEpPkBFUQZ337SSbceb+fozh8f1Pd7YxbeePcyZtp6w6C+MoX14/oD5lxmf+x4xau//4TX42Ouw8Gp45ovwwDuho9aTiBPDyw2+a3UJI1+b9eU55KUnkZeWyJG6ztDOAYxSh5bj4x0CYJQNtByHUztgx/3w2CeM0oJ3/RASU0OXKwiCALaGv5qBaPcmrNBfqY0Phr+VrHHHneUolQLEouEfbUM/xme/82zsuh3LZfnAyHheHAO2uoTL2HbCwbh1ZchrDscUjH2VviH3D4ezIJyoOginkBMxPtoKCFOPlXOyeGhHNadaeijNNQyvqqZu5uWnjbZ517klbKtq5kcvVXJxRT4bF+bz7ecO853nj6Dr0Ds4xBeuXxqtUwgZXdf5/qajZKcmcOXSImZnp0RbpcmMZAgULIaM2cYEg1d8EeLiIC0f7vgN7HoAnvwc/ORKeO/DULTclYiR+QOWl2SxdFYmfYNB8tKTAKgoSudwvQ8ZAm3VMNQPuSYOgUNPwE+vYvSpet5HYPH1ocsUBEEQBEEQhHHE1uoAfiEOAcE15wxPLLi/pm3UIXCiqYsbVs4a1+4/3r6MTQfq+fHLx1g6K5MfvlDJlUuKqGvvZWtlU8T19pOTzd1841kj++HuJw/y9CcvGb0WXnmtsolVpVmkJvr0sxyZUDBjFpSeZ9TXL37b2eOaZszYP2s1PHgb/Px6+OR+SM40jve2wbEXYemNRlsTTjR1kRgfx6zMZO65ZRXBMeGmRUUZPLqzBl3X0Sz6K9FUaXxOzBCYtRr0IKz7IGz8BAwNQN5C73IEQRCssIzkKDzbVKJASm3sZSnVo/ogZwSlgLbbCJjqi7aXyJpf0bgYiuopM3KzwmXIaLi+LiOqmH6PrPQd+6dJv7HNJ41r09e2n4psF3rZyrBi4m0b09/slo4b3+yWOx0f08bqK6PpNn0V+tuJHjeGQ0KQ4A9SMiC4ZnFxBgkBbXQegdbuflq7B8ZlCIAx38Ad55Xy8uEGvv7MIfqHgnz2usVcvqSQfTVttPcO8MBrVfzm9ROe9Ljn6YN845lDoZ6OJ0Yi4/9943J6B4b4zesnQxrvaH0H7/7JVu5+wsel+jpOG/X0Cclwy/1w55/NDftZ58AN3zQcAGOXJ9x2Hzx8J5zYMqlL78AQA0NBqpq6mJubSlycxrLZmawoyRptU1GUQUff4KQlKl0zMnHgRGN/xc3wqQPw9m9BTjnkV1g6LgRBEELDKp8V9ZRQr2n/Y3JvlSanUk1PDSH933MJgNN5TmrrYtxQ+jj1jUKKr2VKuJ9YpVdb7LdP9Xc3ltqYNhdcYVylcgCLfrYp/3ap6Qrp65EuK1AqLXDZxvFnbNV/zDiOj7xQtnAyDUsGxCEguCYpPsDi4ozRlQZGjOOyvLRJbe9YP5dAnMaDr5/kvPJcFhVlcOGCPII6PLH3DF9+/AD3vljpWofGzj7ue/kYD2w9QTAY+V9U1XDt/PUri7l6WREPbT9J74D3Zf0e22NE8x/aXs3pVp/mV2g/A5nDK0bEBSA+0bptwWLjs/HI2X3HXjI+d9w/qfnHf7uLK77xIvtr2inPM8+MqCj0aWLBpqOQmD555QBNO3t+giAI4SQUY390czb4gcgY/V7q/lWug4ps07YuxnVz/n73dYPi/Z5qeFbfs/Fu94XE0Qh0vOQKRqSyc0BFhoKenq+vRwPejRGvYoQrfe0VjPqQHAbhQsdxMlk3W6wgDgHBEytLstlX04au66PG8bz8yYZhcVYy1ywzDLn3XVAGwLlzs0mKj+Mrjx+gfzDIqZYemjr7bOXd/cQBNv7vJm6+dwvbjjfz+zdOMTCk09o9wNEGHyauc0lVUxepiQEK0pO484JyWroHeGzPaU9j6brO4/vOUFGYjo7uyUFiSscZyChWa5tdBnEJ0Dg8CeRAD1Rvg0ASvPVn6GwYbdo7MMSLhxuobu6hprXH1BEERskAEPrEgk2VxnwBEv0XBEEQhGlJjM+pKEQa+T5EFHEICJ44Z04WbT0DVDf3UNXUhabBnBzzSPEnrqrg3eeVct1ywzhNig+wrjyHzr5BSoYn45u4jOFEHt1VQ0JAo7atlw8/sINfbakajUy/frx5tF1tW+/oCgbBoE59e4jp6hZUNXZRlpeGpmlcuCCPisJ0vvin/XzmkT20dQ+4GutwXSdH6zu584IybllbykPbq12PYUrHGWP+ABUC8ZA734jGg+EMGOozJiEMDsDWHxg1+sDOky30Dwb56KULSE+KZ1VptumQuWmJ5Kcnhp4h0Fw5eUJBQRCESBJq9H84EqS0LrVqmqmizBFCTv93k31gFvnyEpn3EslXuXZuULnOXjIAwpg1YBttN91v1d6DcLs+ihFy6/42mQJjx/cqQyHK7HjLVKLVCm18SyxRjKIryXMaSyFqr/zTcRorxJ9fSKg+p1Wf5TGAOAQET6wcrhXfW9NKVaOx5GByQsC07ZLiTO6+6RwS489+3TYuzAfgqzetRNNgb7W1Q6C+vZf6jj7ef0E5D35oAwCn23r5xFUVFGcms22MQ+Ajv36Dj/56JwAP76jmov97gUaH7AMvnGjqHs2I0DSN+z+wntvWzeGPO0/xk1eOuRrr8b2nidPguhWzuGHlLPqHguxzcJA4MjRgTCLoJqU+v+JsycDxl0ELwNq/g4VXweZvwT0LoHobWyubiNPgHy9fwK7/uJobV1nLqCjM4HB9CBkCQwPQckImCxQEIXooGPwqhn60jP1xNpTbF1S3b9x+Gv1+9zEdx911nkqEW3V7wx1nx4DD2EqOgXA6BxTGmDhOKI4G1bR3X7+mCs4CPw14pc0vmWHFr5ONneeLOAQETywqyiAxPo4tlU1sPtrI0lkZrvp/4MJyHrxrA5cuKmBBQTp7T7Vath0xjleWZFGWl8Z971/H7etKuX7FLM6bl8u2403oupENsKe6lX2nWmnrGWDTwXr6B30wricwOBTkZHP3uFT50txUvvKulayZm8MrRxpseo9nYCjI7984xYUL8inISGL5bGOG//2nQ9S5+RigG6UAquRXGP2GBg2HQMkaY8WB238Nt//GeNHa9QBbKptYOSebzOQEEgL2j5BFRekcretAV5r+2oRTO0AfguKV3voLgiAIwgxEUvCHkesQVuR7Nj0Qh4DgicT4OJYWZ/DbbSdp7Oznn66ocNU/NTGeC4ezBM6Zk8WeU22WRuO+mjY0jVFj+bx5uXztlnNITgiwfl4ude19nGzu5oVD9QAEddh6rImtx4ylDd863e71NE053drLYFBnnknt/MUVBeytaaOlq19prL/uPc3ptl4+eFE5ADlpiZRkp/BmqDrXGFkSlKxR75NXYZQHnNkNNW/AvEuM/QkpsPTtUL6R4PHN7K5u5cIFeUpDVhRl0NU/RI3FRImnW3v49nOHGRgKmg9w9FnQArwytILbfvxaSBM3CoIgeMWXyH+sRf9HT85FdNxr+ms0sgAiEP1XuTdK9y6WUYhW2/Z1Gtch+u6I00V0GeVXGkdxLMsxVYPFLoLKvn/NFQPbrn5iPgbWo5rY4+aZ7/WZGWHEISB4ZuWcLHQdblpTYllHrsKqOdk0dvaNLk/X1TdIV9/g6PH9NW0sKEgnLSl+Ut8N83IBeObNOjYdrKcwI4mk+Dju33yc9l5jDL8dAsebjEkUy0xm1794UT66Dq9WNjqOo+s6P37pGBWF6Vy2qHB0/4qSTN4MNauh5g1jZv78Rep98oedOs/8G+hDsOKW8cfLLyKu5Rj5wUYumG/hEBgagGf+HRqMyQmdJhZ8ZMcpvv3cEeuJFI88S++sdfzjHyvZdryZt874ey8FQRCUcHyxU3hDnfCm6tpgdPNi6UEf1zKUr43HfnaEwdiPljHvWoaDQTqCtTFqMbDTuF4NdxV9FQ1d6/6KN8cvg37iWB7GDIujwKJ9WAxnRR1cP4ZCdBREJBNfHAKCcJYrlhRSkp3CZ69dEtI458wx5iPYdbKVwaEgN9+7hZvv3cLQ8HKCe0+1jc5ZMJGKwnQursjnG88e4pUjjVy5tIg1c3NGJxpcMzfb0ojUdZ22ngHX6ewnhh0C5fmTMwTOKckiMzmeVw47OwRePdrEwdoOPnTJfOLizj69VszO4lhjFx29IUwseHonzFptLDeoykid/snXYN6lULRs/PHyiwC4IuUIG+IOwaMfhXsvgoOPn22z69ew5buw57eAUTIAcKTefGLBkVKR7206wsHaCfepow5q9/Jw6xL6B40MgiOhTlAoCIIgCELsEUPGkSDMNMQhIHjmiiVFvPr5KyjOSg5pnGWzM5mVlcw3nj3EzzYf52BtBwdrO/jLnprRCQVXWDgENE3j67euIjkhQHf/EFcsKeSC4XT2BQVpXL64kKqmLjrHZBwA/OCFo6z58rOs+u9nuPP+bVQ3dyvre7yxi5SEAIUZSZOOxQfi2Lgwn1eONDg6Gp568wypiQHeuXr8pHwj53rgjEfjd7Afave5KxcASM2FVKOMg/P/YdLhrV2zaNNT+cfs10l66DY4/DT0tBiOgebj0N8NL/6v0bhuPwDZqYkUZCRx2CRDQNd19ta0cfniAjKTE/jakwfHNzj6HAAPtSzmC9cvISUhwKHayC8xKQiCoBLech1d9hJJCkfU3y5aFUqEy3M//6L/0yp1P1J4jK6GVD4wctyhjauvgJtJB11G+F2NGa5sBLuxfcoeCCmLwGU0301Skx7NDAHdg7JhSdHwF3EICFEnKT7A129dxbGGLu5+8iDnz89l2axMvvXsER7eUQ1gmSEAUJSZzDdvW8V583K5aGE+5w+ns1+4IJ9lszPRdTg4JktA13V+9VoVRZnJ/MNlC9h5ooUbvvsKrd1qdf8nmropy0tF08x/yJcvLuR0Wy9bKptsx3n5cCMXLsgjKX58FH95yfDEgl7LBur2w1A/lKx137doubH8YMW143brus49zx5lb9wy5rS8DoEE+Ohm+LsnQNPgwdvh4fdDZy3kL4ba/aN9FxWlm0b2a9t7aejo49JFBVxckT/eaXDyddh6L73JBbypl7G2LJdFRemhL2EoCILggagb+KEY+maE00EQqsGvQMSNfC/3N9TrFG68XCCF26NsMIfSBhdfGTdfiBAMeb8cBa5/Hm6NYxdGuqpOIdu1qjqNkRNNO1t1VRmllWdiBHEICDHBxoX5fOjieSQENP7thn9tekEAACAASURBVGV8+ppFnGzu5uvPHKaiMN3WIQBGtsLDH7mAlMQA587N5qZzS7jjvFKWDU9EOLZsoKa1h7r2Pt6zYS6fu24Jv/jgebT3DvLiIbXVAQ7XdbCwMN3y+I2rZzMrK5l7nj5kmSVwoqmLk83dXFxRMOlYYUYyhRlJaisNbL0XXrrH+Hd3M+x8AI6/ZPztNkMA4F33wp1/gbjxj4aTzd28caKF+IorjB03fheySiCnDG76CQz2GisCrHo3rHk/dJyGLsMhUlGYwZH6ToLB8ddi7ynj/M4pzaYkJ4Xa9l4Gh4Kw+0G4/xpor2HT3I+jaRoVRelUFGVwSBwCgiAIgiAIguAbk2dpE4Qo8a9vW8pHLl1Afrqx/N63b1/N7OwU1pblEIhTd/clBOL45u2rAdB1ndy0RP64s4bq5m7uvKCcnSdbAFgzNweAtXNzyE9P5PmD9bzr3BLbsTv7BjnV0sPt60ot2yQnBPj4lRV84Y/7eP5APVctK5rU5uXDhvPhkkWTHQJgzKuw+6T1UozDJwebv21E5csuhJfvgWMvGMfSCiDLWkdLsszPf2TpxsyLPgSXXj/e2bDoWmMboXJYh7p9MP8yFhVl0D280kBp7tmJGPeeaiU+TmPZrEwO1XYwFNSpbWlnzgtfhdlr4G8f47FHDlGe10FyQoDFRRn8/o1TtHT1k5OW6P7cBEEQvKAayQ01LBVKtCjUSFPI/f0LyYUtfT+GonHjcNIr1K+V5uGajsg062d3bIxMcJCrMM64c1eQ5yzT5KDdd9fqkIUMq6EsdbK7ty5l2MpT+Q556TOmr9tHgOffeSxk2cfqsyQExCEgxAyappGfnjT6byfjXHXMC+bn8fi+M+yubqWle4DUxABpiQGWFBsz4MfFaVy+uJCn36xlYChIQsA6cWYkZX3xcF8rblk7hx+/VMmX/voWa8tyJhmwLx1upDQ3hXKTlQoA1pfn8tyBeho6+igwmasAgOZjhjMAjJT9/g7Y+EloOATFK4xUfp/YX9NOQkBj4ew8iC+0b1y80vis3T/sEDg7seB4h0Abi4oySE4IUJKdAsDA9l9BWzW849uQlM6huo7R/ouGr/nhug42WK1yIAiC4Dsuc1CjbpyH2H90HDHyYwI7YzLU8x+5MZaWbGjylZwRKo6Bse0c2pqdimsngdVAZrqM6+NhKC/OghDkWcp0+3MfO4ZL5wF4f7zExHwfMVT77xdSMiBMe7737nN560vX8p4Nc3lsz2lePtzAuXNziB9j+F+5tJD23kFeP9bMU/traesxn+H/cK2aQ2AkS6G2rZePPbiTgaHg6LHW7n5eq2zk4ooCy3kI1g8vp7ijqtlaSNVm4/PqLxvOgEXXwVX/Be/5HVzxb7b6uWV/TRuLizMmzXdgSlo+ZMwyJjbEMOTjNNhe1TLaRNd19p5qY1WpUQpSkpNCPIMU7f0BzDkPFlxJ78AQVY1dLC42yj4WF511CAiCIAiCIDgREwakIMQ44hAQpj1xcRqpifG8b0MZfYNBqpq6WVOWM67NRRUFJAbi+OAvt/PRX7/BP/1216Sad4CDtR2kJgYozTGP7I9lzdwc7r5pJVsqm3jH9zbz5L4zHK3v4H0/e52BoM5tNmUHK2ZnkZIQGF0+cRy7f2ssyVe1GdIK4cJ/gg88Djf/1NesgBF0XWdfjfXSj6YUrRhdaSAzOYFLFhXw5101o9f0N6+fpK1ngAsWGKsalGSncGncHlJ7auGiT4KmcbS+k6B+1hFQlJlEZnK8zCMgCELkCeekcnaTzPkxSV0YZr92vaJCuK7vTMbF+YdtojWbyfFcy1YYa1JbhfaeJ5zzMkOl6sR+DvqFPFmhg2xfHgWqsifq4aXfmP6xMHm/2+ffVFjdREoGhBnDstmZrJmbzc6Trayb4BBIT4rn2hXF7DvVykUV+fx660l+tvk4H7pk/rh2h+s6qCjKIE5xToOb184hLSnA3U8e5B9+sxOAhIDGfe9fx+rSbMt+ifFxrCnLZttEh0BHLfzpo1B2EbQcN+YO0DQov0hJHy+caumhrWeA5bNdOASKVxrzGQz2QXwSf3NuCZ/43W62Hm+iODOZ/3n8ABdX5PP2lbMAY96FO5K20BmXRXrFNQAcGs3GMEoGNE1jUVEGh2XpQUEQIo3bF7dwvOj5/JYrafzCKJpNEbhKSr9i+cBYcbZjjXayH3NSe8U+rmv9nQ4qFfY7HA9xeAix/MBGl1AePeN0mg6Z9tPUGSkOAWFG8bHLF/I/TxyYlCEA8N07VqNpGrqu09DRx9eeOsiy2ZlsXJg/2uZQbQdXLnWooZ/AdStmccWSInZUNVPV1M3y2ZmssnEGjHBeeR7ffv4wbT0DZKUkGDvbaozPE8PlAuX/7EoXL4wsf+gqQ6BwKQQHofk4FC7hmmXFpCfFc++LlXQ0nWZWoJ97brnsrGOlp5VL9R28kPI2rg0Y53q4roPEQBzleWmjwy4qzuCJfWfQdd2y3EIQBEEQBEEQBDWkZECYUVy5tIhNn76M9KTJvrARA1PTNP7vllUsKEjnIw+8we5qY7b/xs4+mrr6R2va3ZAYH8eFC/N5z4a5Ss4AgPPm5aLrE+YR6DhtfOZVGJ9hzAwYYV9NG/FxmuO8CePIXWB8Nh8DICUxwNtWFvPKkUb+pec7/CX/hxRnJZ9t/9afSGSAR4cuPrvrTDsLCtPHzfWwuCiD1u4BGjr6QjonQRAEV3hNZfearu+QAxvWVFWv6fvTNHI2nbBPP3f4Yjj54F2k/Kun7U/YwtVnjF6e0s/9yA13m3rvQv+IlANY6Ofro8+HaxQ6Pj7Tw13b4ALJEBAEE7JSEvjFB9dz0w+38K4fvMo5c7IoG45Uj9S0h5tz52aTGB/Ha5VNXLl0eOnC9jPG5x0PGjX6hUvDrseeU61UDK8GoEzuPOOzuXJ018cuX0hqYjznH6kn0Hgaupqgrw0e/Qc4tY3G5HI2dZQQDOr0Dg7x+vFm3rehbNywi4av/aG6DgozkxEEQQg7OiG9uEWkTlQMcSC2anLNiIX3/xEdrNPLHcoHnK7x2K6KafDK981MLTf6uOk3tqnNfVPX3SeB4N3gNVHBj++kp2UOVbH5OkaNGH/OeEEyBATBgllZKfzl/13Ev75tCYE4jaf2nyExPo5ls91nCHghOSHA+vIcNh9tPLuz4zTEJUDeQlhxk2m/X289wc9fPe6LDp19g2w/3sLGBS6X+UvNhZSc0QwBgLK8NP7rbQsJdJwGdKh6GTZ/C2r3wsWf4aXzfkj/oE5jZx+bjzTSPxicVJ4xsgThyPwCgiAIgiAI04ZwWb9hMmJj3QknqCEZAoJgQ0FGEh++ZAEfvmQBvQNDdPYNkpuWGDH5F1cU8L9PHqS+vdeIiLefgYxiNlc289UnDvDghzaQnXpWn4GhIF9/5hC9A0PcvHYOmckJIcnffKSR/qHg2QwFN+TOH+cQAKC1mtH/lQ4/DQefgKU3whVfJPtAHbCDU609PH+gnoykeNaX547rnpeeRH56IkfqZGJBQRAihy8vvfLiDMxsA8Lp3GMuEmrGiI6qE/55mOTP1Xdk4jULJdvAwzghT/jnuaFLRfz6bvk44aATmk5sTkQ4DZ9hkiEgCIokJwTIT0+KqMyLhic0HM0S6DgNGbP4xZYq3jrTzgOvnRjXfuuxJlq7B+gdCPLYntMhy990sI6M5HjWlU+ehNGR3PnQNMEh0FJlfKYVwt6HjJKBc24FoCQnBYDjDV08f7CeSxYXkBg/+RG1qChDlh4UBCGyhFpXH+MvkH4uozVVltmKRSJ5vUKaTwDU67U91HWHVGLtV025zzXqYS8zj9SP1E0dv5ctktfMK378fxBj/y+IQ0AQYphlszLJS0vklSPDDoH2MwykFfPS4XriNPjFlip6B4ZG2z+xr5a0xAALC9N5aHt1SLKDQZ1NBxu4dFEBCQEPj4rcBdBWbSw9OELLcCnDue8DPWg4BuZdBkBZbhp5aYl87g97aezs4yqL1RwWFWVwpK6DYDCGnqSCIAghEEmDPKxGp5+TbU2XLUTC6SBwVFFVoLLROmZTxLfLqmiE+jKez7Ii/nWM5gPI63X1457OYMQhIAgxTFycxsaF+bx4qJ6vP32IwbbTHOvLZGBI5wvXL6Wpq5/fv3EKgKGgzjNv1nL5kkLeu2Eue0+18ebpNs+y99a0DRvmHsoFwMgQQIeWE2f3tVRBfDKsusP4e8XNEDAql1ISA/z14xfxjlWzKc1N4fLF5g6BxcUZdPUPsb2qmT+8cYrmrn5v+gmCIAiCIAiCKjox5TD0C3EICEKMc8M5s2jtGeAXL+wlfrCLJ07AvPw07rp4HqtKs/npK8cYCuq8fryJpq5+rl8xi785t4S0xABf+esBz5H0TQfqiNPg0kUF3hTPnW98jp1HoKUKcsqhYDHccj9c+tlxXWZlpfCt21fzymevGDc3wlhGJha84ydb+fQjezj/7uf55ZYqbzoKgiAoENUIfbQj3FPw5Tam8Pl6hSNbwDFLwM8SArP2Hi6Fr1/BSEaf/YqA+3zdovqIiOm0p/CqGyuIQ0AQYpxrlxdz5CvXs+uTKwA43pfFu1aXoGkaH71kPlVN3Tz9Zi3fe/4o2akJXL6kgOzURP7jHct47VgTv3ytypPc5w7Us7YshxyvkyiOOgTOLj046hAAIzsgNXdiL0cWF2eSnZrARQvzefCuDSwqSjd1COi6zp9319DU2Td5EEEQBDfE3Bu0qt6yxXSdb4j32k/DQkkFVWFejFWfDO+I+KuiZMyHVZcInc9UeGzORMQhIAhTgPhAHAldtQB8/F2X8I+XLwDgmuXFlOel8u9/2s9rx5r456sWkZpopODftq6UK5YU8tUnDvDlv77lyjA+09bDW2fava0uMEJqLiRnnc0Q0PXxDgGPpCfFs+OLV/HA32/gwoX5XFxRwMnmbgaHguPabals4hO/2823nzsSkjxBEKYfmqZdp2naIU3Tjmqa9vlo6yMIUwaxtoSZzlRwNrpEHAKCMFXoOAPAwgUVo5P8BeI07rp4Pk1d/SwoSOM9G+aONtc0jW/cuoobV5Xw81eP884fvEpDh5pTYNPBegCuXGJex6+EphlZAo2Hjb+7GqG/E3LmeR9zmPgxkxzOy0tjMKhT09ozrs33Nx0F4E+7a8ZNvCgIwsxG07QA8APgemAZ8G5N05ZZdoh2dHoavGxOeSJ13UMIdfqZKeCboFAj4j5H1GMu2hztiL7fGQvR1t/Pc5lhiENAEKYK7cPLCGbMGrf7lrVzuG55MXffdM6k1QBy0hL5xm2reOSjF9LY2cddv9pBT7+zcbzpQD2luSksLEwPTee5F8DJrdDbdnbJwRAzBCZSnp8GwPHGrtF9O6qaee1YE1cvK6Kjd5Cn9tcSDOriGBAEAeA84Kiu68d0Xe8Hfge807ZHtA172fzdwo2fsl1apn6UEbgqH3AjKFSDLUqG4FSqEgqJaBvx4hCIGuIQEISpQscZIwU/MXXc7uSEAD96/1rOm2ddj7+2LIfv3HEue0+18u6fbKW+vdeybXf/IJuPNnLlkiI0LcSn6vKbYKgfDj5xNlPAd4eAcT2qxjgEfvLKMXLTEvn27aspzU3he5uOcMk9L7Dk359i9Zee4eXDDb7qIAjClKIEGLsu66nhfYIwbZDM/qlJLE00J5gjkwpa4FSLp2lakqZpDw0ff13TtHI/5ArCjKL9NGTM9tz92uXF3PvetRyu6+BvfrjFMlr++N4z9A0GueGcWabHXTFnHWSVwt6H4NVvG86AvAWhjzuGgvQk0hIDVDV1A9A7MMRLhxu4cdVs0pLiuWP9XCobushKSeBTVy9icEjnqTdrfdVBEIQphZmpNO7VTNO0D2uatkPTtB3Brq6wrzIwE7aYIppZBaGM6yKM7Md1V3YqhJot4KfzYopHk6M1d+l026bMTYoR4kMdYEwt3tUYXvbtmqb9Rdf1t8Y0+3ugRdf1hZqm3QF8Dbg9VNmCMGNoPgZHn4NVd4Q0zHUriunuX8GnHt5DZUMny2dnTWrz0PZq5heksa4sJyRZAGgaLH8XbPme8fe7fweBhNDHHSdCoywvbbRk4LXKJnoHglw+PP/Bhy+Zz/nzczm3NIe4OI3tVc3sPtnqqw6CIEwpTgGlY/6eA5we20DX9fuA+wCSSkv1iKSZR4Iovn9G2ing+7u2iv5eZI4d103/sSdoc3E1PbRroSjGvJEbwU5Nw/n9iR27TBDGoWnadcB3gADwU13X/zcccvzIEFCpxXsn8Mvhf/8euFILORdZEGYQT38R4hLgsn8NeaiKwgwAqpt7Jh07Wt/JjhMt3LauNPRygRGW32R8LrwaFl3nz5gTmJefxokmwyGw6WA9KQkBNgyXUCQE4lhblktcnHE+55Zmc7C2ne7+QcDIKLjhu6/w5901YdFNEISYYztQoWnaPE3TEoE7gL9EWSdBEAQh1vGSXeQx88j1BLgh4IdDQKUWb7SNruuDQBuQZzbY2DS9hgap8xUEjj4Ph56AS/8FMkNP4y/NTQHgVEv3pGOP7KgmEKdx0xofy2lnnws3fg/e+X0jYyAMlOenUt3Sw8BQkE0H67moIp/khIBp29VzswnqsO9UGwCvH2/mzdPtfOGP+8bNQyAIwvRk+D3k/wFPAweAh3Vdf9O+U4xsoRJt/cOZij+BqJQ1hHp+Xvs7ROL9Oj/XmQZ+XmCV1P+xm+APbq97rGzhJHLPP/cT4Hok5JIBzC/7xFNUaWPsHJOmt27dujD+VyEIU4ChAXjqC8byfef/oy9DZqUkkJEcT3XzZIfAcwfquGhhPoUZyb7IAgwnwJo7/RvPhPK8NIaCOs8fqKemtYf/d8VCy7ar5mQDsLu6lQ3z83j1aCMJAY34OI0P/mI7c/NSuaSigA9eNC+sOguCED10XX8CeEKlbaRq4JWMrVh6K/Lrpduvc/JBH7v77DntXuWN2Km/0ndjuFEYywfGinEQZa2A3YB+Ik6B6BJzE4f4h8+nlq9p2o4xf983bAuDedB9g6/Sh/EjQ8CxFm9sG03T4oEsoNkH2YIwvdn2E2g8BNd+FeKTfBlS0zRKc1I5OcEh0NDRR2VDFxcsME3eiWnmDS89+KmHd5MYH8cVw/MHmJGXnsTc3FR2Dc8jsPlII2vLcvjmbasZ0nV2V7fyo5cq0fXp+5+ZIAiCIAiCEHUadV1fN2a7b8wx5YB6qPiRITBaiwfUYNTivWdCm78Afwu8BtwCbNLlbVsQrNn7CGz/KZzeCQuv8r32vjQ3hcqG8enx26sMH90Gm+ULY5X5BenEx2nkpyfxrdtXU5Rpn+Fw7txsXj/WTGNnH2+daecz1yziqmVFXLWsiF+8epz/euwtzrT1Mjs7JUJnIAhCTBOOKOaEMFMsBNRcnWY49A3lMrvRx4Mcq/vj+qvhJWNgbB/HyffsMwVGdvvxlQ4pW0ClYwzNwh4zxMKDwgem9K2N3C1QCbr7QsgOAV3XBzVNG6nFCwD367r+pqZpXwJ26Lr+F+BnwAOaph3FyAwIbap0QZjubPkudNbBmr+Fiz/te+393NxUXjzUgK7ro5MHbjveTEpCgBUlk1ceiHVy0xJ54hMXMzs7hfQk58faurIc/rz7NJ//wz4ANi7MHz22eq6xusLu6lZxCAiCYBCOtPZIvxErGBJ+2hqeTs+L/HDIcTM5fqiOAjfG/tj2PjgG/PwKmo0V8vdpmhi/scaUNsZjgch9LVWC7r7gR4aAaS2eruv/MebfvcCtfsgShBlB6wlYeSvc8PWwDF+am0rfYJCGjj4Kh6Pprx9vZm1ZDgkBPyqJIs+iogzltreuK+Wlw408d6COjOR4zhmeVwBg2axMEuPj2F3dSnpSPP/z+AEe+sj5ZKcmhkNtQRAEQRAEQRiHVdA9HLJ8cQgIguAjPS3Q2wbZZWETUZqTCkB1SzeFmcm0dQ9wsLadf75qUdhkxhLJCQF+9L41fOPZw+SkJhCIO+suT4yPY/nsTHadbGHXyRYO1XXwh5013HlBGXc/cZDb15eyuFjd+SAIwtQnlEDluGhcOCNLqhFjX2SFL9sg5BR8M/wY0+UYY88/LNkCqm11LSLlA1aizeQJ5kjkfpgYvg6RmmR2BDcT4IaCOAQEIdZoOWF85pSHTcTI0oPVzT2sLYNtVc3o+tScP8Ar8YE4PnfdEtNjq0uz+dVrJxgK6sTHafxu20kCGtz/6nFauvv51u2rI6ytIAhRxXN9dPheHicZD5Gcrd+L5aJ4IdxcL0+G9iSBIYyh2NfT5PqqpQEjbWPYiBpB5X7FutNAjPZhInAdYvZax6xi3pmaucGCMJ1pHXEIhC9DYM5whsDISgPPvlVLelI8q0qz7brNGFaXZjMU1ElJCPC565ZwpL6Tu588iKbB02/W0t0/GG0VBUEQBEEQpiXT0OaOacQhIAixRkuV8RnGDIHkhACFGUlUN3fTPxjkqf21XLOsiOSEQNhkTiXWDE8s+DdrSnjPhrmkJ8UzMBTkP96+jO7+IZ47UB9lDQVBiBj62TRR1W1sX9+2CbjVyVJHk/MNVTfzcTW1zQWezm+SXqGck4c+wyjrqTq+XRuHaxtLUXnVr0m0timL5vM2gbBdZ98fcD4Qxud6tJCSAUGINVpOQHI2JId3tv+yvFTeONnCcwfqaO8d5B2rZodV3lSiNDeVe9+7hgsW5JGWFM/nr19C78AQf3tBOT9+6Rh/3lXDjXK9BGHm4ObFzccyAV/nH/ChntvSIHI7llPNu2N/Z4G+zv4P7pcHVOznqo5fV9DDrk0U5xMQQiRM9yUs99tvgzzGvpOx5EDzC3EICEKs0XoirOUCI3zkkgXc9asdfOaRPWSnJoxbek+A61fOGv33+84/ez9uXD2b+zcfp61ngKyUhGioJghCpInkC+CYl19fJ+bzwWj3rb7fbhwlw1jRynZxSLmmf9xgDn0m9rNprzwJ4Ug7r20cliMUIkAYDFzfDXu/vh9+6hVjjoHphJQMCEKs0FkPum6UDISxXGCEq5YVcddF8+juH+K65cUkxsvjQIWLK/IZDOrsr2mLtiqCIAjCRMTQNRDjSRDCg5QMCIIQFg48Bg/fCZd9AVpPwuK3RUTs565fQkpigJvWzImIvOnAitlGKce+mjbJqhCEGYKKjTkaofP6khdK/xDLAULKKLAwPJ108Fx+4BjJ95baMLGJcgr/6ACK7RUrIpQyFsJg9CvJHm08RpeZylRI5Y+VaH+0+/tBBKYoiAbiEBCEaHNiC/z+741/v/INGOqPSIYAQEIgjk9fszgisqYLOWmJlGSnsE8yBARBGEMoL4m6Rmgp/SGWA7hyeEw64F6eikzX8rzMS+CytEC5DMKHdko1/balAQ4ybOYTUMZRRmjDR4WZYOD7oYvXMUJ2CkzFL1XsIznCghBtnvtvyCiG9z8Kg73GvgjMISB4Z2VJlpQMCIIgzCBksj1BEIBpWTIgDgFBiCbBINTug0XXwfzLYMnbjf3Z5VFUSnBi5ZwsTjR109YzEG1VBEGIBGF+sfO0olYoL5we+oVtKUOX18SVDCdcrCnnakUzVR0UxlKWF4IMM5m+BGJdLFvnOz4tp6eCb8sVhrqkXijnGMp18tzP5YNP08N6H5WZhg4BKRkQhGjSchwGuqB4hfH3tV+FWasgb0F09RJsWVFizCPw5uk2Llwg8wgIwrRGwTgKOeXfbVcVfUb/cDOwi34uywD8KgFwtUqAWVvV0gLFcgJXqxM46ehwziGvPjCpjzZeQCSZAhkXMZPmH4oekUzt93qOLmRJpk54kAwBQYgmdfuNz6Jhh0BOGVz6WdDkiRfLrJidCTCubGBwKBgtdQRBEARBEIQI4CmxwW3GU4QRh4AgRJPa/aDFQeHSaGsiuCAvPYnZWcnsOWU4BB7YeoL1//McJ5u6o6yZIAhhwSHt09MLYBhTSj2/iLrRw6XevpUZKJ6z8riW7cJUSuB03OEcPRFj6cnRRiXF31UkOtxp/n72DWdqv1sZw5vq/Rh3T6aKpT1FEIeAIESTuv2QVwEJKdHWRHDJpYsLeGp/LX/ceYq7nzhAS/cAP3q5MtpqCYIQDlSNdwUj2bXzIEpOA1fXwIxIOQoUz09pPMs2apaiK3l2KJyXl77W98r8nJTtKot2vhjbTqJdGpSeZIdqfMaSse/mvMzOT1GG6/vhOrzu8boKpohDQBCiSe3+s/MHCFOKf33bUsryUvnUw3vQdbhqaRG/33GK2rbeaKsmCIIgCIIghAO/HMQenbnhQBwCghBpdB123A/V26HtJBQtj7ZGggcykhP48fvWUpiRxL/esJT/fMcyhnSdH70kWQKCMJ3QUAighekFUTkoGYYXTl+yB8xQbBfOjAGlsexwUUrgKMvjcc9ZAjGCl8h+WDINQkn3Hx3DYfPSz68+bs7LRYaBq/vi5hqr6KCB5rCFDYVTcbPFCrLKgCBEmmMvwF//GbRhf1zRyujqI3imoiiDrV+4krg443+fO9aX8svXqrh6WREbF8rqA4IwbbB6cRt+8VR5sfO0EoEVmo8yPbw8W8meZAg4XDfbdhPamMl0XFnA4tzGjqW0+oFlmzEHLC6KpjsYriPd7PRwOA+Zed0CPy0uL9fY631x08/NOSqO6/r7pKqDwrjKxnwsWdPTAMkQEIRIs+0nkJoHc9ZDIMlYZlCYsow4AwC+eMNSFhak84nf7aa+Q0oHBEEQBEFwQbicO2EbdwYa5nYZWW63GEEcAoIQSVpOwKEnYe0H4AOPw8d3QUZRtLUSfCI1MZ4fvHcNnX0DfPJ3uxkKxtDTXhAEb9ile7p44VNOHVV5eVR8wYx0uYHnEgMzFNp4KmWwGcMSlWvix2SDTvLdYNXHcr95Dr6vqc1e8qYjmY/tdZK6WEn7VxzX13R/FdmKaf6j2QFK99fDdfQLu2em2y1GEIeAMDPRo/Qr3PEz0OJg3QchkABZWOJ+0AAAIABJREFUJdHRQwgbi4oy+NKNK9hS2cT3Nx2NtjqOHKrtYH9NW7TVEITYxuJlTskmUXwpVHrvVnmxVGijbEP59BLrh+EeCeM+ZOeAi5UIbMd2yZQP0vpp1NvKcdi89nXbx7K94jVwMa5vBr/CNYiYsa+p6SOoIw4BYWby2MfhZ9dCZ0Nk5VZthrkXQNacyMoVIsqt6+bwN+eW8J3nD1PT2hNtdWz5zCN7+MDPt9M3OBRtVQRBEARBEGIWDUWfhqrDOEYQh4AwMzn8NFRvhfuvgfYzkZPbUQfZpZGTJ0QFTdP4pysWEtTh+QN10VbHktbufvafbqOxs4+/7D4dbXUEIXZRjfSbbEovg35E9VWi+QptPGUOuETppVhFhs1x1zJs+ltie8w5U8D1uDZ9bLMvXI7lCYvvUkTxI43cz+wB07YurEOFcZXT/0PNAFDIAnB1jir3yVEfhQdnOAjh/4NIqukGcQgIM4/OBuisg5W3QvNx2PmryMgNBg256TJnwExgfkE68/PTePat2HUIbD3WhK5DRnI8P9t8HD1apTSCEONYvtuqvOzZHFeKHinIiIajwLG/C5QiZ05jO8gNm3PAUS+PTgErwm1IRHrJApX0cNXND5le+lq2Vfliq40bcr2/nZwJ8nwx+lXuVUgGv+7Pd0EAxCEgzETq9hmf574f8hfB6Z2RkdvTDMEByCiOjDwh6ly5tJDXjzXT2TcYbVVMefVoE2mJAT5//RIO1nawpbIp2ioJgiAIgjDjidEAhYIj180WK4hDQJh51O43PotWwOxz4fQuIjLJYEet8SkOgRnDVUuL6B8K8srhCM9VocirlY2cNy+Xm9fMISM5nj/tqgHg3hcr+dJjb0nGgCCM4DXC7xDZd4rMe0rfV+3vINu0zRhc6+USzxkJTueEwsu4XSDXqZ/ZcZvyAcfMA5fEkpExCYcyCl8JNXrspq8ba89h3JAyAVzq75gF4CRL5Rp7zgBw7q9puuUWVpye7W62GEEcAsLMo24/ZMyCtDwoWWOk8bdHoH66c9ghkC4OgZnC2rIcslISYrJsoLatl2MNXVy4IJ/khABXLS3i2QN1tHb3853nD3P/q8f58cvHoq2mIESfEF72PDsLQhnXSucxeDbkwzWuAsop/1bH3I5po6tnh4KX8gG3+63a2p3jVMEpxdxLyrjb/j4Z/iPYGv5WMl3KCZvh76TDaBsHa9ir0e/H/RcAcQgIM5G6N43sADAyBMDIEgg3HcNGYYbMITBTiA/EcfWyIp5+s5auGCsb2FLZCMCFC/MAuHZ5Ma3dA/zbn/bTOxBkVWk2//fUQV44VB9NNQUhJvAcZbc5HlL03otRHgO6OOqjiCdD3kGO0pg+9PEUJY8Bgz5imQfhMPK8jBlq1H8CYYv8jz0ULcPfOEPrzcF549XolwwB/xCHgDCzGOyHhkNQPOwQKF4JWiBCDoHh1QwkQ2BGcfv6Urr6h3h8XwRXs1Dg1aNN5KYlsrQ4E4BLFxWQkhDgr3vPsKgonQfv2sDSWZl85IE3eGDrCT7xu1384IWjUdZaEKYBEr2amsh9m5rIfRN8xi5Dy+0WK4hDQJhZNB4yJvYbyRBISIHCZZGZWLCzDpKyIDE1/LKEmGFdWQ7zC9J4eHt1tFUZRdd1tlQ2csH8POLijLellMQAly0uAOC2daWkJcXz67/fwMKCdP79T/v58+7T/PxVWYlAmKGYBb3sXvJCiBS5jtZb7dcVxjPrOwbbl1erKJdDFMzTmDZ4i9Lby3GVeWDXZ6Sf6f7JlqpfRkIsGRoRIZSsAreWmqKMaJQCKJ9XWDIBnMe1jebb9JWSgfAjDgFhZlE7vMLAiEMAYPbqyEws2FEr5QIzEE3TuH1dKTtOtHC0viPa6gBQ1dTNmbZeLliQN27/7etLKclO4V3nlgCQk5bIbz90Pt+5YzWfvW4xjZ39nG7rjYbKghBV3Br9ro36UBwFdga4C8Pc0engsY8bPSz7KOJpLIv9XhwN7h0T5taie+eCuS7K/RX1ijgOqeaujD8vIdqpXAqgOLYnw9/h2ngx/L2UDSgtjxgO3D7DFZ7v0UYcAsLM4uRWI0qfX3F236xV0NMS/okFO2plhYEZyt8MG9ibDsZGPf6rR435AzYuzB+3/7LFhbz6+SvIT08a3ZeVmsA7V5dw4QKj7d7q1sgpKghC9IkBu3BaE6ZwfizY84Iw7fDTGSAOAUGIElWboexCiAuc3ZddZny2nQqv7M5amT9ghlKYmUxaYoAzHqPrLxysp61nwDd9tlQ2MjsrmfI89fKVJcUZxMdp7DnV5psegjBlMHmR85IF4LqPzVgjRG0skz6218zqmNuxFHE9lo0MtxF7V+1tsgRC8RWE2j8shFspqx+Yl0wAr6UAKrJto+suMwHGyrA7D8dztHooWPfzMxPATp5lFoDX+y1MQhwCwsyh/TQ0V0L5ReP3Z80ZPh5Gh4CuG6sMSMnAjKUoK5n69j7X/U42dfN3v9jOT18JfQnA9t4B/rSrhs1HGrlgQT6ai7y65IQAS2ZlsK9GMgSEGYaVEe2X0W/Xx86Ad2PU27SfdGwMbseyfSePsnPAFBf7Le0MGyeCm/bKhNrfasxYx874UzUCXZYcOJYCmOmlInfsIbfGv+K46ob/mC+UF8Pfop+XPlbGv9P9jvQqAypfRdUtVhCHgDBzqHrV+CzfOH7/iEMgnBkCva0w1AcZs8InQ4hpijKSqW13nyEwsjzg5uE0/1D49MN7+ORDuwnEabxnw1zX/c+Zk83eU20EgzH0v5ggCIIgCNFhJpam2Dlr3W4xgjgEhJnDic2QlAnF54zfn5xp7A+nQ6Cj1vhMlwyBmUpxVjK1HkoGXq1sAmBPdSvtvaGVDVQ1dnH54gLe+LerWVuW47r/qjlZdPQOUtXUpdT+WEMnn/39HvoGh1zLEoRYwTKo6PLFzzY65DbibtbeKuhnJdfq5dTmhdVt1D6WsgU862IyjikW+5XbWxT9K0cRVQ2MGDNERnGI1nsez2MmgKeVARTk+jYxoOeMAOc+rqL6Xvq4LAOwm3DQ2Byuq+CIOASE6c+O++GPH4Yjz06eP2CErDnQVhM+HUYcAjKp4IylKDOZ+o5eV9F1Xdd5rbKR0twUgjpsHXYOeKW2vZe5uamjSw265Zw52QDsVpxY8K97z/DwjlPsqZZ5B4QpjpmBT+iOAss00lCNeyu9MR/Htn0ouowhYs4BBSzTdRUdA67627Wf1N/OEjWRNVOx+vEpGP+gaPiDzZfcRpexh5wMVTcOALtjo8ctfqw2Y7qaA8Cive0SgHbXweL6WjkXrFcVkJKBUBGHgDD92f4z2PsQtNfA/MvN22TNgbbhdeKPPAd9Y5aH6++CH10ER59TkzfYf3Z5wxE664xPKRmYsRRnJjEwpNPc3a/c50h9J42d/Xz4kgWkJATYEoJDoLt/kI7eQYqykj2Psagog9lZyfx220ml9ofrjN/RzpMtnmUKgiAIghAiEjX3DxdOX8ctRhCHgDC90XVoOQHr74KPbob1f2/eLmuOUTLQfBx+czNsvffssVM7DAP/jV+qydz9G/jxJdBafXZf/VsQSDw7X4Ew4ygeNsTdlA1sGZ434LJFBZw3LzekeQRG5BZnencIBOI0PnzJfLZXtfD6MWfnxJG6TgB2iUNAmOIoR/FNAmWjhBp9t5LnFKX3Km9ie6tzsbhOqvJUxrWTNwkXL9q2eiiMaxnhU33Rd6mnF2IpChlJrMoAXGUEmLaZsI09pJK27kdGwNmzxPrHYd5HObXfQ3u3qwG4KQGwygSwzE4QXCEOAWF609MC/R2QOx+KV0IgwbxdZgn0NMOxF4y/j7149lj1NuPz6PMwoGDM1b8FehBObTu779Qbhvz4JOt+wrSmcNgQr7OZWLB/MMg//XbXaER989EmSnNTKM1NZePCPI7Wd1LfYd5f13V+9VoVp1t7TI/74RAAuOO8ueSnJ/L9F47athsYCnKs0XAI7DzZiq7P0LdSYXqgYIhbGe4hlxYMY2mrqDgIzOSZ7R+DX/0tjX7Vdg7Guuv+Fjjp6STftJ1XB4absgEVZ0aUUD2NUGW4MvrB5sc7sZ3JNrGJnQPASYZrBwD44gBwUQ5g397i/C3OOSyGf6RLBlSf2y6f79FGHALC9Kb1hPGZ7TCjelap8fnmo8Zn9TajVAAMwz4uHga6oGqzs8ymyuF+O4zPoUE4vRPmrHenuzCtGDHE7VYaeP5AHY/tOc19Lx2jo3eAl480cOUSYyLKkfr9A2c6TPseb+ziP/78Jl967C3T4yNyQykZAGP5wbsuns8rRxrZUdUMQHVzNwNDwXHtTjR1MTCkc+7cbBo6+qixcFQIgiAIgjCMRLdjGisHr9ctVhCHgDC9aR2udc4us283kspfNbwSQXAATr4GwaDhHFhxCySkwcG/wq5fw8EnzvbtmZAO3TzBIdBwAAa6oWRd6OcjTFkKMpLQNKhr77Ns88gbxkoXmw7V8+iuGvoHg7xjlTHvxJLiDAAOnmk37bvrpDHR31Nv1nKwdnKbEYdAqBkCAHdeUEZBRhJfe+ogLx1u4NJ7XuCXW6rGtTk8XC5wx3rD2bbzpNpEhIIQk4QSybdqh8WLoaIspUwAk3a25QAOciyviU1/yzFU25m1tQqS2vVXQLmvavTfpL9dNvr4fpND3eEMfMYUfllLqpkAE+XayPd9lQDlbICxP0rzfsoRfszbO10H1YwA1VIASz1cZAJomh7ThvZUQRwCwvSmRTVDoMT41IOw5k6IS4BjL0HTEehthXmXwMIr4I2fw58/Bo9+1Jh4cMv34Z6FRjkBGBMKtp40MgrO7DH+PrXdODZnbXjOUZgSJATiyE9Pos5iDoG69l5ePFTPRQvz6R8M8rUnDzIrK5lzS43lAbNTEynOTOZQrXmGwO7qVtISA6QnxfO9TZPT+evaeslIjictKT7kc0lNjOeTV1WwvaqFD/1qB0EdXjrcMK7NkbpONA3etnIWyQlx/GX3ae7ffJyGDmuHiCDEJFY2heKm2s/ypdaDgwCrvli0tRgzJOeCxX5bg5/J7RwNdBvngJMMK5QdCl6NfTcypiuqlpvbi+rF8LfQxXaVACdHg93Yyg4A+7F8mQ/A0rlgce4m5202rlV/pVIAC30tI+1WjpBw4eL5r+pIjjYhOQQ0TbtH07SDmqbt1TTtUU3Tsi3aVWmatk/TtN2apu0IRaYguKL15P9n773jJTmqQ/9vzd27OQdtTgqrVV7triSQEJKQECBkBJhskgGTjLGfwQ/L+PnHA/OwjQEHjLGMAWODZSyCRUZCyCChtFqUV2lXu9qc82rDvVO/P3p6prq7qrt6pnvCvef7+Qx3pvrUqereq8ucUyfA6Ekwxvqr2WDCHOp/hU6+AuZfCM/8AjbeE4zNvwjOf2sg94L/Bcf2B4UHf/nXUB2Am347SBXYtyFwKpz6Yhg8BtsfDuoHjJ0GUxaXeqtC9zNr4mhnysC3V2+mquHj153FwmljOXx8kJefMzvSInDp7AmscTgEfr1xL8sWTOZtFy/khw9vTXQC2HbgaCHRASGvWzmfk6ePY+zIPl585kzuW7+H4wONtIEndxxkwdSxTBjdz4qFU7h1zXY+/v3H+NId6wrbgyAIgiAI2ZRlJPea3iJwBZ408+oWWo0QuAU4W2t9LvAkcH2K7BVa62Vaa4mbFtrHvmezowMARoyECbOC9/NWwsmXw9YH4NaPwZipMO0UWHI1fGgNXPUxWHAx/PyTQbrAa/81iAj43u836gec+7rg56ZVQYTA3JUx17IwHJk5cbS1qOCJwSr/fvcGLlw0lZNnjOe68+YAcG3tZ8jSWRN5esfBRL7+c8cHWbP1IOfPn8IHrjiNy5bM4PpvP8xX73ymLrPtwLF6p4Mi6O+rcON7nsePfv9SXrNiHkdPVHlgYyMt4KntBzntpCDN4XOvX8a33vd8Viycwp0tdEoQhI5hOdnxOvm3zPU6ZQ9lcRwmFrFGDecX1PgJluNUK3e0gGtexhpWXbZxy9685sbIfB4p461EJ2ThHTWRd85QxDMSoC7ebDqAbb20fURw/dLb5Z2n4BnyWXtpNh3ANT9PYUDXCb9PJIBzHSEXLTkEtNY/1VoP1D7eDUhPNaEzDJ5oGOMm+zZk1w8ImTQfZpwRRBM8/3eDSIBJ82H5W5L/z3DxB4Kfp18DZ70SLvidoP5AGFGw+DKYMBtu+yTsekIKCgoAzJw4yhohcPMDW9i87znec9nJALznslO44S0rWDY/GtlyxuwJnBjUrNt5ODL+8Ob9DFaDAn5jRvbxz29dyUWLp3LDLxqn8dv2P8fMAiMEAE6aMJrZk8bwvMXTUAp+tXYXxwYGuen+TazbeZglM8fX5VYsnMplS2bw6JYD7D18vNB9CELZWA1sHyPcw0FgdS5gkcVh22StYbkH1z4y5Rz78lojPtcyL0LWvlz6fPZlymbQrCHts56X46Adpfpda+fBNwXANTfnGtktBFMuWcLZM7sEuPZSYlpA/qr/HvKO+0/cb4sOANd9eRv/lvtx3aPXv2WR2P52NvvqEoqsIfAO4EeOaxr4qVLqfqXUu9OUKKXerZRapZRatXPnzjRRQQgYPAE3vgk+fwHsWRcUAvzlZ2Hv+lqEgKdD4GV/Cdf9Q/B+5LggEuA9/wMv/nhSdsnL4Mo/g5d+Kvi89OWADmoMjJ4EY6fCynfCzDPh0g/DBe9s/T6FnmfWxNHsO3KCQ8cG6mPVquYLtz/N0lkTeNHSkwAYN2oEV581KzF/6ayJAImigb+utSkMHQj9fRWuPmsWW/YfZdv+owwMVtl58FihKQMmk8b2c/acSfzo4W1c+3d38OH/epCTZ4zjtSvnR+QuOXU6WsNd63aXsg9BEARBEHqfrj7lH4IOgczqUkqpW4HkN1P4qNb6v2syHwUGgK871Fyitd6ilDoJuEUp9bjW+hc2Qa31DcANACtXruyiRyV0JVrDd98HT/00+LzmezDnfPjZ/4U1NwfV/ad4OgTmLvdft1KBSz/U+DzrHJi0APY/C3OWB+7Jy/4oeAlCjWULAoP9FZ+/gz+79kyed/I0Pnfrk6zdeZi/e+P5qAy39skzxtHfp1iz9SDXLWuMP7BxHwumjmXa+FH1seW1tVY/u5flC6ZQ1a23HEzj4lOm8U+/WMfUcSP50ltXcuUZJyXu57x5kxg/agR3PL2La86Z3fRaB46eoFrVTB47stVtC4IfjgPCDJFsGWW/YPtL4JqbUKFjMj57t+1DRQ9GdVyXY079bdZcy7zEnPoHu+6EjOe+UudZ8JoT26MQo0wDL34iHb71jjzwCRVp8hrgtPws85yGcMuyNjn7/Lhe13O0pi1kyThEbXL2saSuSjc7D3qETIeA1vqqtOtKqbcB1wJXaq2t/yJa6y21nzuUUt8BLgSsDgFByOTYoaDg3+kvgyd+BA//F1zx0cAZsOb7sPOJQG7Lr4OfPjUEWkUpWHoN3PPFoN6AIFi49LQZfO0dF3L9tx/m7V+5j5EjKhwfqPKby+fxcg8Dub+vwqknTWBNrPXgk9sPcubsiZGxs+ZMYuSICqs37GXO5DEAzC4pQgDgjRcuYO+R43zwytOYN2WsVWZEX4XnnTy15ToC/+vGB3hky36+8/5L6vcmCGVi+74ZH/Ix4n2cCN7Gctx4t63v2kCW4W/KeK5v01t/azOobQZ2zvV89m1bz+lQyHAKZM6xrJ3lTPDTm7zhZhwbPUE79l+qA8DfSId8Rn0eeaczJGHsu5wCHmt77tHqi2hyHzbjv63RBLpc31anaLXLwEuBjwCv0FofcciMU0pNCN8DVwOPtLKuMMz5+SfhxjfCr/4ebvsETD0FXvCHcMZvwKZ74dHvwLmvh6lBPrZ3ykCrnH5N8HOqOAQENy9cMoOffegy/uFNy3n1+XO54S0r+MzrzqOv4vct6Ny5k3hg4z6q1eD/kU4MVtmw+winnDQuIjdyRIVz5k5i9bN72VZrdVhkUcE4i6aP469ec57TGRBy2ZIZbNh9hP/z3Uc4bKROpLHr0DGe/6mf8b0Ht1Ctau5dv4ftB47x9q/cy/7nThSxfUFw4wj1zKwX4CHjVXegmbVrJNKYLTLxMZ86AM3UGfCag33MJ9c+M9e/Sb1x/PL+k3OarUXQNB730vUUaXm1Ug8gLhPB8R9fypxmCwPmaRXYmBz/Y2Ff36cooGuPme0BrXn/frUJKkpHXl1RVNDz73QvpQy0WkPg88AEgjSAB5RSXwRQSs1RSv2wJjMTuEMp9SBwL/ADrfWPW1xXGK4cPwIPfB36RsIt/wd2PAYv+ij0jYCl1wYyJ47A8rfCtZ+DRZe278R+4SVw0Xvh7Fe3Zz2hZxnd38fLz53NX/zmudZaAWlcuHgq+587wZM7gvaDz+45wkBVc8qM8QnZFQun8MjmA/z73RsY3V9h/tR0Y70dvP6CBbzrBYv593s2cM7HfsKlf3Ubv1qbHjHwxdvXsnX/UX786Dae2X2Yg0cHeNX5c3ly+yFuun9Tm3YeZWCwyk33b+IdX72P//u9RzuyB0EQBEHoJF2d618SNkdus69uITNlIA2t9amO8S3ANbX364DzWllHEOo88i04uh/e+J9wy58Fxf/OfFVw7aQzgtP5weNBW8BKJWgf2C76RgSFCQWhRC5cPBWAe5/Zw9JZE1m74xAAJ1scAssXTOaGX1S54+ldfPJVZzNpTH9b92pj5IgKf3rtmbzsnNnc/sQOvvqr9dy0ahMXnzLdKr9t/1G+dvcGlIJ71u3mgWeD1obvuexkfvjwVmsbx3bw2Vue5Au3r2Xy2H5ue3wHKxZOob+vwndWb+bTrz2XCaM7/6yFYlCQfZKTFXbvkoldBz+ZpvQaQ9qio9v265qTVVsgb65/aekDOfHbe+zhtbpGp2hmD0XsO4+OAtMCIMVwtkQD+OouOi3AKuch45MSYBvzqQfgk1ogXb1bpyWHgCC0nVX/AjOWwpKXwClXQHUwMPwh+Ivw2q+ArjbGBGGIMW/KGGZPGs09z+zhrc9fxNpaC8KTZ4xLyC5fOIWKghefOZM3XdiGWho5WLFwCisWTuGZXYe54+ldaK35yLce4vhAlb95w/l1uS/+z1q01rz/8lP4h5+v5bsPbGbsyD5OO2kC08ePYtehY7nWXbfzECcGNafPmtD03tfvOsyXfvkMrzp/Ln/1mnN5zT/+io/c9BBHTgyiNZy/YDLvuUxSh4YSmcZ+XN4yFhePy9jU+cjEJ3Slc6BAIz5rH17GumUNr33ESDWwC1ojDeu9dgG59tPE3iP6zV+ISBi7Q6apPeT8j518hr1TvmAngJcDwLKujxOgGcPdpx5AM06E0umik/2iEKtJ6G4O74b1dwbvtz4YFApc8dvBX4QRo2BkLAR69nlBlwFBGKIopbhw8VTufWYPWmvW7TzESRNGMdFyIn3ShNF8630X8zevz+5g0CkuPW06Ow4e4661u/nW6s3c8th2BquN/7f92ePbedHSk3jNiqCF4S+f2sU5cyfRV1FMHz+SXYeO51rv/7v5Ud7zb6ta2vOf/+Ax+vsU179sKf19Ff76teehgavPnMlFi6fyL3c8w7GBwZbWEITclPWfeHf+6Rg6yPMtl26Ky+4gXfoVoCcZiikD4hAQupf7vgR/fz589RrY8Ct44BtB7YBzX9fpnQlCR7lw8VR2HjzGht1HWLvzkLV+QMj5C6YwZmRfG3eXjxecNgOAP/nOwwxWNYePD7JuZ5AGsePgUTbueY6VC6eyaNpYZk4M2ioumx+0VJw2fhS7c0YIbN77HOt3H+GZXYcT1+54ahcHjqYXKXxo0z5uXbOD919xKifVujacNnMC9330Kr745hV84EWnsuPgMb7768259iV0Obrxsn6p83hlzbF+STRl8JDJs2aNRI2wuIxtTnwfseuhjOs+vO+L2Oe0NWJzfPZYePE/jzXSaHn9ZuSHK5bieAG2/5gc8ywn6YUWC6zLNV7BgN2yTCvS572mispYiwRikUm8SLyaKxCYrsOlR8iHOASE7mTbw/CDD8Gsc2HcDPj5/4OHvhlU8h87tdO7E4SOcuGi4L+B25/Ywdqdh63pAr3C3MljOHn6ONbvPsKsmoH94Kb9AKzeENQLWL5wCkopLlo8DYBz5wUOgenjR7I7R4SA1ppttZoDtz+xI3Jtz+HjvOXL9/Bvd21I1fGVO9czbmQfb3n+wsj4uFEjUErxglOnc9aciXzmp0/WuzsIPY4GpXX91Yyxn8uo9nE6ZMw39+6cU6BzwGu9uIz52aDZe3Lqt+2R2OccjoY4eY14n/2molX35QikkecoNG7wFkHms8ph/KcY9NkdAPyr9gfyKU6AtPUtc/N2CnBtKyGT+Jx0QJiGu3UvGXp8jP8KyVdpZP19z/vqEsQhIHQnD30TKiPgtf8KF38Q1v8SntsD57+50zsThI5z6knjWb5gMp+95Un2P3ciNUKgF7j0tKCg4O9deSrjRvbx4MbAEbD62b2M7Ktw9tyJAFx++gz6+xTLFxoRAoePoRPN1u0cPDbAkeNBKP//PLkzcm3D7sNoDY9vO+icv+PAUb7/0BZeu3K+NUUDQCnFZ153HoePDfDOf72P25/YwW2Pb+foCUkhEARBcFJayks5VpecQg9jxCEgCG2gWg26CZx6FYybBivfAWOnwYTZcMqLOr07Qeg4Sin+/JXncOjYAACnnNTbDoHXrpzPC5fM4Lplczln3iQe2hQ4BO7fsJdz5k1i1Igg5eFV58/ljo+8iNmTxgAwbdxITgxqDjw34LXO9tqJ/UkTRnHX2t0RI/3ZPUcAeGp70iGw/7kTfPmOZ/ijmx5ioKp5+8WLUtdZOmsin3/TctZsPcDbv3If7/jqKnYfzlfrQOgyjC9wZrSAK2og9WTc8sqKBoD0CIRWogVc8olDy7iMRZdPtEDiumv9+JdqgcI2AAAgAElEQVRl2xfoLHmi1xP36yvvQaqsZb00+UJtzZz76jqMX8TcwRHmg4wcdWesZU0lqInYQtILSCGIh8bX958SFWCb186ogGbD+fOkBcTXtEUDuJ6B4I90GRC6j2d/BQc2w4s/HnweNR5e//XgfaV7c6EFoZ2cOWcib794MV/51TMsmdnbDoGz507ia++4EIDz5k3mK3eu59CxAR7evD9ifCulmFlLKwCYPj6oKbDr8DEmjc1u8xemC7xmxTy+cPta7l63m8tPPwmAjTWHwLqdhxkYrDKiL/CX7z9ygt/6l7t5ZPMBxvT38Y5LFrNoenaKxhVLT+L2D1/BzkNH6atUmD5+pMeTELoV8/u8zX5SsVFtfKWOfzfNtL9Uynrhl33zuooKmev5tPTLko9cN99YdFm7EcTkw+u2axF9Hroy5Y1r9S1qP10Jecu1VJqRd8lm6IrcUzdT5B4dxn5TxmCK8Z93XjvaBtrmWZ0OGTJxkXa0CmxmvpkC0OkuA4qCHXZdgjgEhO7j4f+C/nFw+ssaYwuf37n9CEKX8ifXLOXVy+fWT8yHAufOm8zxwSpfvH0txweqLF8w2SkbOgR2HzrOKTOydYc5/dctm8vX7trAzQ9sqTsEwgiB44NVNuw5wikzxjNY1bz9q/fyxLaD/MvbVvKipSeRp1vDgmljWTBtbLagIAiC0FtIigPQgZZ/3cAQvGVxCAjdx/o74eTLYGTvFkoThHYwoq/C2XMndXobhXLe/OB+Pv/zpxk1osLKRe4iotNqp+67DgV1BH7x1C6+9Mt1HDw6wOxJo/nc65cxur8RVbTjYNCRYOG0sbx6+VxuvHcjf3rtmUwdN5Jn9xxh3Mg+Dh8f5KntBzllxnh+/exefv3sPj75qrO58oyZJd610PU4TtQtl2sn1dq4Fp2ROJFPKIjrcqwT02fTVVa0gI5vxnHiHokGcEQSpO4rS1f8dN8zEiCvrggp1xLRDxlz0072M3V1EwWeyrcP+390eU74m5N3bKeHowLSIgKamR8vChgvUpi1XyE/UkNAKB+t4eh+P9njR2DP2qC7gCAIw455U8byt29YxhffvIK7rr+yHgVgI3QI7D50jL/48eO87cv3sm7nYfr7FD96ZBu3PR7tJLBt/1Emj+1ndH8fb37eQo4PVvnmqo0AbNzzHC+oFTd8anvQ9vDWNTsYUVFce+6cMm5V6BBKqflKqZ8rpdYopR5VSv1+5hwzldfySs/vN2oNkDIvxLFGlnyWrsR1U7cpH7tn6zXjFdHl0JuW3+/cl4+u+PW4feTS69IV36NO2X+KDeKrtyXSPAW9Zh9FktZL2Lwyfvo6IhSWX/TapRy1AQL5xisY0MmXRa8tJ76I2gCtVvqP1wYoYn5aTYB4TYH4ejb9ZWKrI9Psq1sQh4BQPg99Ez6zFA5syZbdsQZ0FWadXf6+BEHoSq5bNpeXnj2LqePS8+6njh2JUrDr0HFufmALL1wyg9s+fBk3vvv5TB8/iu8/FP2bs+3AUWZOCGoQLJk5gQsXT+Xr92zg6IlBtux/jtNnTmDelDE8uSNwCNz2+HYuWDSVSWOy6xMIPcUA8CGt9RnA84DfVUqd2eE9CYJQBh2PRBCGFCkO26ZeXYI4BITyWf9LOHEEHv1utuz2h4OfM8UhIAhCOiP6KkwZO5JHtxxg6/6jXLZkBqNG9NFXUbz8nFn8bM2OeicGgO0HjjJzUqMo4W9dtICNe57jO7/ejNYwf+pYlsycwFPbD7JxzxGe3H6IK884qRO3JpSI1nqr1np17f1BYA0w1z0h+rIe7qVcd0ULxLsTZOmN7yXtxL+laIHYmllRBRF7y7VfUtY0yHNi74w6yKvXsUYc65q++H75z5LrIgPCRaEpDoauiF5l/wVULhnPNVyh5/Gq+PV5ligCZ8V763+UvREV4Jb37xQQl0/rFODTqSDrupAPcQgI5bP1weDnI9/Klt32CIycAJMXlrsnQRCGBNPGjeSOp3cCsGx+owDhtefN4dhAlRvvfZb/WrWRPYePs23/UWZNbKQgXH3mLMaN7OMLtz8NwIKpYzntpPGs23mYL9/5DABXSe2AIY1SahFwPnBPbPzdSqlVSqlVA8cOt5gy4Dbwna0Lw3206hyI68C4blsjNtd7DeNlW8PmZEi7luY0iO/ddc3mFEh7Pnn0uK4510shS87bri1ovULpWsPMb1+paQERuaQRH1xI/sfnMlzLcALY7qEVIz6tXSCQbcQ7HABZa2elHLQ/ZaC4V7cgDgGhXAaOBWkAoyfD5lWwd326/LaHYeZZUJFfTUEQspk+fhRHT1Tp71OcNWdifXzFginMnjSaP//BGv7opof41A/XsOvQMWYZbQvHjOzjJWfPYuOe54CgK8CKhVM4PljlK3eu57STxnu1GBR6E6XUeOBbwB9orQ+Y17TWN2itV2qtV44YJb8DgiAI7aSrT/kdjuGmXl2CdBkQymXHY1A9AZf+IdzyZ/CzT8DkBdA/FmaeCUtf3pCtVmH7o3De6zu3X0EQeoqwsOCZsydGOgpUKopPvupsHtl8gMe2HODbv95MVRNJGQB45bK5fHv1Zkb2VZg5YTSzzxrDXde/iKd3HGLBVGkZOFRRSvUTOAO+rrX+dqosuEPka5jf6yLF6hXOufHvgsoYiXQmCEORjQmRueEaHnKpOmpzE90KzM8+a5jjtgejo3vR8YeStpdQj7G3hB5tl7PiWs+mJ01H2hqO9TJ1eumz/IN0K8rxvvB1HP/B+a7pknOlJrjWNoed4xlylnWyugZYZWKRCCZZVfvzdAyw3afZMSBtbevcNL3GWLwrgZAfcQgI5bLlgeDnGa+AJ34Ej9wEqg/0YDD+u/fBjCXB+30b4PhBqR8gCII3YRcCM10g5EVLZ/KipTN5bMsBfvzoNoBIhADAxadMY/r4UUwcM4JKJfi2MnvSGGZPGlPyzoVOoZRSwL8Aa7TWn/Wa4zKAw+vYr8e/O/s7Dpp0DvjKxQ1pl9MiblRbbiBhuKvI5cbaDgM7sscsYz+2RqZB7yuXtl5euRiJ9VqU6xSl7a2e5G7/JcxdOyDvunicRqet5ekEcO3RunaGo6CTTgCftn/NOAHS9NquRddor0OgW/xvSqnXAh8DzgAu1FqvMq5dD7wTGAQ+qLX+SZoucQgI5bL1QRg1CaYsgjfeCEd2B/UB9m+Ev1sGT/204RDYfH/wU1oOCoLgybRaJ4JlC5IOgZAz50zkwkVTuXf9HmbGHAIj+ip84rqzOD5YLXWfQldxCfAW4GGlVM1rzZ9orX/YwT0JgiCUGz1RAmUZ412fMtAdPAK8Gvgnc7DWNecNwFnAHOBWpdQSrcPT2CTiEBCSHNwOa26Gle9sPZd/6wMw+9zARThmcvACmLoYZiyFp2+Biz8AG++DH/xhkE4w86zW70EQhGHB/KljqShYsWBqqtwHXnQqH/veo9aaAC87Z3ZZ2xO6EK31HeT92m30i1bGVFtIuzMtICVkv9VogficCBkh+GkRAZlpCjG5xD5UUrx+Wp8n2iArnN/Yh69cfb8WXPtIJY+cuSfP6AGwRGz40sycoULknv0tudQT/pTTeOecLPkejgqIh+ynzfWNCjCv21ICsvQMB7TWawBU8hftOuBGrfUx4Bml1NPAhcBdLl3iEBCSPHRjkO8/Zgqc85rm9QyeCGoCXPQe+/VTr4J7bwgKCf7bq2DcdHjbzdA/2i4vCIIQ4+XnzubMORNZMC093/+FS2Zw24cub8+mhKGFjhvGdueAIW5ct4xnhPOnG+h254BvmH9CLlw8zWmQYax7h/+bauM3nOVcyJE+kBnOn3a/HnNSHRUO8qQYRNYkZU9lz+9FXPUD0qakzUnRkccJ4DztLtkJAOkGeaedAHlrA7j0tNUhEPv/gwKYrpRaZXy+QWt9Q4s65wJ3G583kdZaF3EICDb2bQx+/uzjcMZvwIhR6fIudjwGg8dh9jL79dNeDHd9Hr72SlAVeNv3YPL85tYSBGFY0t9XYcnMCZ3ehjDUcUYAWL40mxEEkfHGYN0wzOMciC5Sdw5opbwjFHxO/30iBpqKSLBFC8Su+RjraU4HZ7RA3NhvxgHhcBgUeXrflOPAsp+21SIoch0d+6WkoPoB9X83P2dBdj2B2n93WtVb7+XSk+EEsG1vuDoBErUJPBwCbXEOFLvELq31StdFpdStwCzLpY9qrf/bNc0ylrprcQgISfZvCroA7NsA9/0LPP/9+eZrHfyVCGsCzF1hl1vwfOgfB0d2wSu/KM4AQRAEYcjTzYXjhgRlPV/5dyuXsgy5kv7dSsudL0Vr79HVNQTaiNb6qiambQJMo2oesCVtgjgEhCT7N8Liy2DgKNz+KTjzFTBpnt/cNd+Dmz8IH1gVOATGTA0KCtoYMQpWvA2e2wfnvaGw7QuCIAhCkSij5qQ2SuvYQ/CNEy5LtEDqCT75owXCGgM6PK5znabjIOOUPG/dAa/T9/i95JxvJbzvZufbdGE8A8ce89BUbQIfLKfr7cbnNN/93u/0Pje+ujLkMtsDusZzRA/kiQqw7WsoRgXE9XtFCJRc8U/R8f/UfLgZ+IZS6rMERQVPA+5NmyAOASHJ/o3B6f3z3w//eAl87/fht27yiMsCnvkFPLcHnvghbF4dRAekzXvpp4rbtyAIgiCUgWmveDgHGtOSzgEfIz9X2Hw4Rev69dTigzFd2Xob173qDnjqDfcWSSFImd9UscGce/SK3si5x5Zpxxo9iLPIX9oziaQaZFh1CQvdLZ9ahyBlrTKdALYx7xaAOZwA5tw8LQXLcgK0J2WgOzwCSqlXAX8PzAB+oJR6QGv9Eq31o0qpbwKPAQPA76Z1GABosYS8MOQ4egCO7g8iAqaeDFd9DJ6+FR7/vt/87Y8FPx/6T9ixxp0uIAiCIAhCcfRaqHyv6RWEHsbnTK85vd1hHA9HtNbf0VrP01qP0lrP1Fq/xLj2Sa31KVrr07XWP8rSJQ6B4c6up+BHH4HBgeDz/k3BzzCf/4J3waiJsO72bF1aw45Hg/frfwlocQgIgiAIvY0ODgfDF8ZLVRsvczwk8l1Za9DarSvneGINY1xp3ehI4KPLW2++cW+9GHa8bb7v2nHy7DFjjaJIrEHyvdhYBuYDi/yi+BL7BUzoN95aQuvdRQMt12K6wldcxLyNuJxtXriWUsEJePhyy2vjlTzhD1/xuRV0/bQ9bU1zDVOnqc82J9RfwS3r/TJ02a6Xifl3tNVXtyAOgeHOA9+Ae74IWx8MPu+vdRiYVHMIVPpg9nmNAoFpHNwKz+2FM69rjM1dXux+BUEQBKHd1Iz5VIPe4RxIfPkLdZHfCZB/XNudA8T31Bh3GsIxgzXPPrz1Yh93O1ks4xn2n5OMNVpxKAieGKkpTRXftNYoSCpKPdXOcDqEc8P/pGxh/nXj3vIyZWxGfONz606A0BHg4wQIjHQ/J0DciI/vpRUnQHy/eZwAbXEIxP+2tfrqEsQhMNx49h74+uvgtk8Gn7c+UBv/VfAz7hCA4JR/2yMwcCxdd5gusPKdMHZaUExw3PTCti4IgiAIgiAMQUpL9SjH6iorBL/XkJSBoYEUFRxOrPke/Oebg/eb7oXLr29EBjx7N1z8e0HKQKUfxs9szJu7AqonAqfAvJQUgDBdYNY5cPUn5a+lIAiCMCQwv/PaCgUG44a8T1eCyJG0Sq307zXuKjxXn9L4YBYddBY2zLqep+CfMR6+d96XuZYx7vtMchUPNGWEcrGe3tNU3LSzoKDv+gl9GToSUQDZuiNbdOjPU/2/qIKBEC/ol9yXT3HAhM5YVEDWfO/igWTPT9NbBubf96GCOASGE4/dDONmBI6AH/whPPVTOLIbRoyGZ+8K4p/2bYSJc6BifIMJw/4335/uENj+GEyYA2OnwrI3lnsvgiAIgtAGFDjD2stwDjj1ROST405Zq1GsnW0KE/LNOCcyxn0MdHNKHuM+dU2ffblkPB0dqTIGdZkmnB718W6n1T2axp2vLmfeSZqc5bKKf043yLM+Z3UMgPxOgLgO3xaCzToB0q51ixOg7LaDQFeF+heFpAwMF7SGDXfCohfAaVcHY3d9Pvh57usDx8Cup4IIgckLonMnzg0iBrasTl9j+6Mw88zi9y4IgiAIgiAIXUKvhcq3xVAWehaJEBgu7H0GDmyGhZcEHQSmLAo6AahK0Elg9b8GdQT2b4TFL4zOVQrmLE8vLDh4AnY9AadcUeptCIIgCEJbqRUSrH80LnVTtEBmBEHipFnXxpXXybjXqX6ecZ/TcPN+2nmS7zjV7zoiz6RxU5H7asc2WkwBcOryJW2OcS3zxD2RCpB9qu+Db2h/Yj+OsWaiArLmlhUVkJhTclRAW1IGhqBvRRwCw4X1dwY/F11a+/kC2Lsepp8e5PyPmwH3/FPQKWDSvOT8uSvgyR/D4d0wblry+uPfh8HjsPDi0m5BEARBEDqCNr74ehnpTTgHrEaqrn+DzzS2Mwxst8NAG+PKGE/KmrgdDZ7jeRwK5j6y5rrWbBLf5+udltBuutW50UQ6QL7aAbrxI2Hoe65RH0uupbUKxuOpBR56s4x4+2f/+c04AdKu+TgBEnIdcgJUyk7w10T+/2CoICkDw4UNd8LY6TDj9ODzoloUwJxlwV+KC34Hjh6AkeNh/vOS85deA2h4+JvJa1rDr/4epixupCMIgiAIgiAIQicpyRnSaykDgpCGRAgMF9bfAYsuabgJF18KlREw/8Lg8+UfCV4uZp4VpA2s/hpc9N5Az66n4ddfC9IPNt8P1/w1VPpKvxVBEARBaCfRlIHWogWsJ+DV4lMIwvF8of3JYoNZp+FNr53zZN0nfSCVvCf5MZkyOhP0dMpC0aH9RcxJPflPMeBt81Lks07z09ZLO6FvR1RAYl7OqIA02W6ICpCUgeYQh8BwYMuvg9oAL/iDxtjEOfCB+2DSAve8OMvfCt//A9i8GqYuhq+/JqhNADBmCiz7rWL3LQiCIAjdgCO6OdNYTxicupj6ArY2hQ5jP81gt4/rml7Vck6+dY00A9vHaWHqihnOeWsbOGU8KUuv1xrN0AlHQ1NOgAyLyzfdIKeDIK0+QN5Wg+YaaR0L0vbhk1rgaiGYNte3dkBSf7rR3g1OAOky0BziEBgO3Pm3MGoinPPa6PjUk/PpOfs34Sd/At/7YBAJcGAzvPlbQavCKQth5Nji9iwIgiAIgiAIw4hmihb66S3Him3HibxQPuIQGOrsWQeP/Tdc/EEYPak1XaMnwuV/DA98A47sgVf8PZx6VTH7FARBEIRuRMdTBhpknt5bZPMUHNQV44IZbWDRkXn6nxaObxmvRwoYR/OtFNOLPJMWdVnR+e8xS5eP3lwUeELfauRBqTSxr6x7STWUI9eiBmpqFwHXmG2uY8wnfQCyT/uLiAqwrWWLCrDpzds9IDNCoENRAWU7KBSSMiD0Inf9Q1Ar4HnvK0bfJb8fvARBEARhuFA1viBXHEZ8fSzd4M9KOYgY5b5pBLYUgppgmnOiPp4SWl9vT2jMUiTl4u9Tw/cz1kzVFRNJOBOy9MZp1mkQXvZwbDQ1Pw8FOhraTpMh/5n3m8PQz+pekJUuYPUzOKxG19pZ7QebcQJkXWvFCZB2rRlnQFFOgPK7DGiky4DQ/VQH4cfXw84nYfAEPHwTnPlKmDCr0zsTBEEQBEEQBEEQugiJEBhq7FkHd38BDm4LigAe3QdnXtfpXQmCIAhC72IeCGVEC2RGADQGEgUHTbn4spFOBIkT95SoBN8T+9j+k8UKox0IXGkJvukD7ueQocu8J3NtnZxjwyciIUEzkQexNSFniH+z0QIF473nPHHUabLNXgNSq71lnPInxJtIDWj29N813s6ogFS5lsL8W5lbzR0V0NeGeH5JGRC6n30bgp9rvgfVAegfC6de2dk9CYIgCEIP46ohUHcOVNLrBgTjUYM/Sy6UjVTtT0khaMjpuvXgMvYj6zsMcmWV0zU5lWmsZxnRVgPf11g31zaHYnJe9QQsWPfRrKMhThOGfi6HgjZuMENnW2sQpKyVto/MInu5UgMynktaKoFjvYSfwdPYD/UnwvBzOAHien27BzRbIyDxvg11AvI6AaTLQHOIQ2CosbfmEKiegDU3B9EB/WM6uydBEARB6GWMnFHrCb5njQGvSACIGPe+hQeVYYRm1SZIqy3gZ7hHowWs0Qae0QKRTWTJhWvYnA6huGnA+5zqm2t4Og3yGeix9Rx4G+ieDoV2GPyZ+ptdvxW9HkZ85FLcwPc6+c92NNiMfZesOV5FUUGnthD0cQLYrtscAd3oBHDJ+zgBSq8hMESRGgJDjX3PQqUf5l8UfD7jFZ3djyAIgiAI5dPh0PLclLXfXnsOJdG1HQjaTY89h7JOuF1RAd1KOzsH5EXp4l7dQksOAaXUx5RSm5VSD9Re1zjkXqqUekIp9bRS6o9bWVPIYN8GmDwfLv0wzDwblryk0zsSBEEQhN4l/gUurDKttTFmvKq6/op84cvQk2s9Guupai1aIFyf2JfN2FxlyIWytrXra5hyxktpXU8hsK4d05tYr64nQ46ofPL+LGtZrtm+gLvWTpAml7GGc700ushQKA1FPmM99eHFfwkyjN5EnH/yH87aWUA5P6auaast4EoXCK9BeCqu6zrCV8V42dYwr1fQNb3p84uIDjB1xtevEF03qA8QvpL7jd5HINendP0V1ZvUVRqxv/Etv7qEIlIGPqe1/mvXRaVUH/APwIuBTcB9SqmbtdaPFbC2EGfvBpi8EJZcHbwEQRAEQWgaBVFD1bgWrwsQEw2cAlkpBJCeGhCOpaUbKKIpBI41rLUFMmoIoGvjTrnW0wei92iRizyI2BoxI60ub8glcO3FvB5fw6Ivvr5rDef1FlMOrHv3uFYqqeH8GQZQllGetY5trPb8UlsN1seynQrhWPjPUnQhwfA/07ixn5V+0A3FArPmNdtCMEwPcKUGmHP6hoU3rXjakTJwIfC01nqd1vo4cCMgZe/LYt+zMHlBp3chCIIgCMIQoCyDsjS95ajNd5ot5KesU92S/t1Ky3jpsd+zsk7ju7oWgC7w1SUUESHwAaXUW4FVwIe01ntj1+cCG43Pm4CLXMqUUu8G3g2wYIEYtrk4dgiO7IIpCzu9E0EQBEEYMiijqKA2TIHGibRxmhc/vU8pOGiLNjB1WE/sQ1lXJ4FYe0LrGsrdFaGZbgCqpiVP9wHbCXZcr0/xv8h1FYsSiF1LrBEn7VS/lRP/rLm9RMH3kMsxlHdtW9h/QsYjKiEeGRK/7Hn6H+q3GdHxQoLm/F7pHpCnaGCe7gGNFILsqIB2OBLKzEjoFJkOAaXUrcAsy6WPAv8IfILgT90ngM8A74irsMx1Pkqt9Q3ADQArV64cgo+8RPY9G/ycLA4BQRAEQSgM4zumqiSNX19jnaqGisOQD+dnpAY05kYdCJntCSMGesrcyD7ia1p0NZs+kEuv21GQkG/CiVDfh2Nu1rX6+sae0loaxuV9rmXpLZQ0iyfN8WHV5SkXtktMWNtZpkDcoLcZ4elGfzOdBVx6m+ksECdNR6tOgLRrraYHNNM5IC5r6x4QXvdxAnRbAcJeIdMhoLW+ykeRUuqfge9bLm0C5huf5wFbvHYn5CN0CExZ1NFtCIIgCIIgCEOQ0mLlyzHkyqqoX5beXjNo29EVoevQXby3JmkpZUApNVtrvbX28VXAIxax+4DTlFKLgc3AG4A3tbKu4GDfhuCn1BAQBEEQhGLQsZSBau2Ev2KMxdII8qYQNJUaEMrUIgqsRQkV0WKD1pD/xlzbPqyn94ZA0+kDOU/sbZED5nxbgcG6WFZUQco+EmRdK1NXGnnliySvEZs7CiBrfhMyjnD+LL3Npgu4ig2Ghq8tasHlHPCJCoiPFZ0eYJvbatHApGw0MsAnKqAv7+9SE/SYz8aLVmsI/JVSahnBn6H1wHsAlFJzgC9pra/RWg8opT4A/AToA76stX60xXUFG3s3QP9YGDej0zsRBEEQhCFC1BKvG7xVwwkQcw4kjHogzNuPfJesOQcSnQhSUgPAZbhH10noMmsLmPNiKQreNQQMRXnSBxKfdXwvFr3xtdNC+819xUTia6c6HWLyadds5JXPTZG6iqbFffnk8duyj7PC/FvtLJClt9nOAiEuB0Bal4E0J4DrfZFOgMb7qIGep0aAqddm6PelXEvq6eJihF1MSw4BrfVbHONbgGuMzz8EftjKWoIH+zYE0QG9VqJUEARBEARBEIRS6LlUhG7dr8bmi+p5iugyIHQDR/fDuv+BpS/v9E4EQRAEYWgRyRmthfAb3wrj0QJpnQhsp/zxNAJLRHxmscFIwcCUDgRQixQwIgxS0weyogKIyWSkD9TXM072fYoHZobjp0UhxOdn6XKtl3ItteBfXnmP+blodX4RxAy8xL13cG+tdBbwK1DYWmeB5JykTJ6oAJ85zUQFuOSzogJMXbbCgdZrjqiAsh0JCiIpZEMFcQgMFVZ/DY4fhIve0+mdCIIgCMKQwvyOqS3WVSQ8vppMITCl446BYMwQqOpkCgFxW9Vi9OdJM3C0JrQ5HbycADaZiPEbTR9IM/zt8+OOBnO/jbWd8837yLueZU4EH+dCGq06C6w6jX+IkuhItwOfVAIvGfuzyZM+oLVKNd6VShr74bjLOHetn2bk2moExD+XlSKQ12nQl0glcKcHmNdtjgCXE6CvHSkDQzAroZItInQ9gyfg7i/CwhfA3OWd3o0gCIIgCIIgdJ6SHBdldRkQAkxngVA+EiHQ65w4Crf8GRzYBC//TKd3IwiCIAhDC00kZaBxch4Jxk9NIQjk7ZECydk0UggqjgKBliiA6G5qc2In/pFTdo/0AWeBQldUQKpM7TkYkQ2NPSY37xd5kHGSb5y+q9hQlrxLJu303nuP8TVapOWIgkI24TFmlYmfinvMIT7HfZLv0us06FVGbXgAACAASURBVG2n+hbdPgUKQ9zFAt2ycV2NbgQp3QfaEBXgkvctHOgsDJhWVNCSHhCPCmhnzQFJGRC6i4Fj8KWrYPvDsPIdcNrVnd6RIAiCIAw5zMMqXYmG1ENonEdTCKBm/NbmqopO5NKb861tA3PUFnB1IMhsL5iVPmCrR5A3fSAiU6uxYM7JaZRHDP34GtZ7d8+vbze2j4Rx77OvnHgZ8haHRGRfQoMsZ4Ijv9+qyiN9ANydBZy1AWLOjLgDoKpVIg3AlmIQXnfVJmiHEyA+7tNG0OYEcK2Tlh7QFxvra1dEgSbujxoSSMpAqzzybXj0u8H7wQHYs659a29eHTgDrv0buPZzUJF/TkEQBEEQBEHoRbq2ur6Dsvbb12PPodeRCIFWqFbhx38MoyfBWa+E1f8afP7QEzB2avnrb7o3+Ln02vLXEgRBEIThipkyUEsH0EbhwCBkP3l+H08jSBQbtKUAOML0zWKD1igAV2pA+LaJ9IHgcvq+mk0fqHdicMxxFQ/MPPnPKhhI7IDPNyIh65TeIwqh1YiCIYtP0T+vVALLNI/Q/vrn+Km+VZ+7M0CcrFQBWyFAl67M7gNGwT5b5ECzkQF5ZBsn+tkRBn1p6QOxyABb0cCofNUZRVE8GiRlQIiw7SE4tB0O7YDjh+HZu2DwOOxe2x6HwMZ7YcpiGD+j/LUEQRAEYbhisSCVUSdAV+Ih/0lrUKFztScMxuy1BeJdCHzSD7xkIqkR8Uk6al3lDO1PlWk1nN8i02x9gCL0+uw38zn0Kh7GffPpDkldvqH9mbUKUubbxoroLGDTHXYvqKTMMVMKsk7os1oQ5kkPyKoT4NtGMLye1UYwnh4QdwKY+2tbygB2f1WvIzHmrfDULbU3GrY/ClseCD7u21D+2lrDpvtg/oXlryUIgiAIgiAIQqmU1b2g10L7ey11oteRCIG8aA0P/gcsvASe+ilMnBdU+N9wJ+x+KpDZu76ctZ/+GSx4HowcB/s3BtEJ8y4oZy1BEARBEAAiVaW1cZZfv15ViRSCQML8UpvsRFDvQBArNphVCJCqhkqs2F+O9AMvmVqxQa+Ug4iM7T6SMpHCi445xqOzpxWYcinF/xIn9pYlMk/+PfQWSdNpCe2kQKPNemLve1+ec31P/23T04oFuiII7OvZjd1Q3hV5EC80mJiPWyYebdBs0UBT3lY40FoYMCV9wBYVEJ0bixSIRQWE9Klqe9sUSsqAwM4n4LvvgwmzA4P8hX8E994Av/73hkwZEQJ7N8C/vxou/iBc/YkgXQDEISAIgiAIZaKJ1hCoD0cts3gKQSCrIsY9kboBjRSCeG2BeHh/qMvcUrw1YV1DxHjWdQumGZnGYn6OiiwnQESm/lnXWxGGewA/Q9i2nsuhkKUrK+Tfy/C3GegZ61nvtxXi6xVJK3o9Ugm81/QM93enBdj1NdtZIGu9tHSBNAM/a33vtALcbQHzdhpIcwT4thEM9dicAMFcuyMg7gQw99fneA6Fo6Gdvod2ISkDedl8f/Dz2EHQVTjtJTDrXNj9dDA+ZVFgvBfN1lo6wgNfD9oNbroP+sfCzLOLX0sQBEEQBKB2kl2l8dI6MIiNV91pEJ6gV2tfGrVGaeovtA4MeU3wxTKcb+hv6Kutb86lMVaXqQY61aBujEfkjH1pcsnU74Nwv4YdV38OxsNKyDTGIs80NhZ5jrZ7jM1N12WxNeP7CmVJyiXsCuPfwUcudR/NYlsvc07DyVMaLi+GIvfpfv3X27nhpLFuNZhta9fktLFf13zrdBXUBvCJDgjz+m3OCVd0QKgrfi3cb6gzLYzelLHJVeu6/JwBldqpe0VV6aud5veFzoXwZZzMmxEBfZZrFUOHzRnQR7X+ashXI86A8HOfsbfQGVCJjQn5kAiBvGxZDSMnwLtuhWf+B+acD7PPC95PnAdzVzScBkWy9cHg55HdQUTCwzfB/IugT/4JBUEQBKFncB0jtkqlHL26pKOjskLty6LX9tuWymdlpwwUothwpBW63/Kfb5FrtCMnv8hTeld6QFcgKQMCm1fDnGVw0tLgBYFDAILxyQvh0e/C4EBzxvpze4OfY6ZEx7c+BDPOgBOH4ad/CqMmwjWfbv4+BEEQBEHwIlJDIEwNiNQMMFMIjHFLbQFXe8J62Hy1kUIQ70KQmvdvdCBIrtB8+oCrJaEzfSBUq5Ofzf0m9h9SPym2jPnM9cmxd61h269tbpZcfB+GrI+cD95pDC3grd9Trmh9abK+rQF90w9C7Dn+dh2hIevai7WWQH2O/aTfjABIM5RNmfDE33YtPha8j6YIFN1GMDk33nEgmiJQ/2zuK7antqUMQP5onR5AUgbyMHActj8SRAWYmA6BKYtAD8KBzfn1Hz8M/3wl/Nfbk9e2PRSse8G7AAWvvgGmn5Z/DUEQBEEQ8hGG1JtpArE0gmj6QPjS9bD7eApBVG8jbN7UbToiImHvkf0Y60GQPhBZozE3b/pAZL4ZhWvuxbiP+F7ca0THzBQK5xqmbPxz/H5xzLPos0a3W77we+3FRfx+XTrS5PLSDSENnqfS3tEBjlQEd/qAjsmFr/h4MN+eKpBsJdgoMBjVU6nLuw1519pZ9QBcqQDxVAF3ykClIV8P+Tdf7hSBxlrVyJwwPaARsm9ci6UHVIjPjaYIRNIBavuLpwfE1+tXg/SrQUkZKACJEMjDjkdh8DjMXR4dn3YqvPIfYclLA8MdgsKCUxbm0/+zj8OetXBgCwyegL7+YPzgtqCA4exz4aL3wtmvgUlzW78fQRAEQRCGBl1g/+WiGwvfdYI2hMoLxdOOlIEi6TUjua+L96skZWCYs3l18HNOzCGgFCx7U/B+cs0JsHcDLM7QF/5CDRyFVV+Ge74I004L2hdufzSIOIAgXQCCSASlxBkgCIIgCO0iPDWPEYTNN8L8qXcWMKea5fRVrZVfKKcMOSN2XDW+cJqtCRv67CH7dal4+oCt6r9n+kCivWBW+gD2cP74Gg0B2/zavcc6DyTmh+PxzxY5Z5i/TS4+ZpmfJxXBGdof1+nANzXAmeJQMIXo9zWmc4bz+7YabEZ3WmcBV+i/M5XAEWFgjjm7Dxin9qlFBg2Z8PTers/dRtC8HupKayMY4uog0OdKGahFBZifI3ur30s0ZSD6OdnpoDTEITDM2bIaxk6DyQvcMpPmgar4tR787vvhoRuhMiKIPFj8QnjZp+ELFwVdBOoOgVpBQekoIAiCIAjtxzysitUOCPGtLRC2J9SVuFGetCYV2tBrGMuGOyFo4Wfk8Uf2rVEVI7/fNMLT6hEYe7K2F6wSKTZoOhFSWxjWFvFzIujGs0upJxAZt6xT37tLzlAVeXYpDg+bUdyq4e473+mMSMgZ3p0Cce6zNEdBXoM+Nlsra9h/Q95l6LvH886xpQqY16BhhIf7jVxzpAG4ZGypB1WtGukC9TlVI7/fw9C3pA/Ur0UcCrFrNudArGhgvI2guV78c33vGU4HwR9xCPiyYw08/C04/aXpyU59/YFTIKv1YLUKT/wAZi+DhRfD6S+DRS8IvE7jZ8KmVXDh7wSyWx+AqafA6InF3Y8gCIIgCIIwNCnppLS0CISS9ttrof1l7bctJ+cF0tYigXnQMBR9DuIQ8OHYIfjm22DUBHjpX2bLz1gK6++AgWMwYpRdZs9aOLofVv42LH9rY1wpmHcBbF4VfB44Ds/8Es64tvX7EARBEAQhN1ldBsA4ja6qRslmbcYHJCMF4h0IgquNU/bglFsn9Jqn55E0gJoeM8y/lfSB8B5seiPpA7GoguCDYTlaTutzhe2nnPY79fqG85Mct0YRuE7m847H8ZUrinav51qnoHF3SoA7HN+lOlnwL/iZ1lkgfs3VWaB+3YgWiM81Ows4IwLIljGv1Yv9eRjYFZUMu09LEYhHBUSupaQHhPdhjtk6CKSnDNijEMquPaDQQ7KGgHQZ8OH+r8KuJ+A3/xkmzMyWf9774OAW+PW/wdM/g5veGbQhNNlUM/jnXZCcP28l7H4ajuyB9b+EY/thqTgEBEEQBKH9aJxdBrROvGwdCOrjNXVhXYJ69wFMOUOvIR/XG+lqAJEOBPX35npNdB+I2BtxvTWC7gkkI7td8lZZ23rGPdrmN6vXGI+jsNudTrurqPFWsenVqpTj/GYPml1bUTZPj+Mfwt1NwC1vX9StK2s8vGb+WtY7BcT+IczOAs4uAehavYHgWtV4DpEuANiNepuMtctA7QGZHQX6InMaXQCS3QOqkeuhM6DePcDSQSAq6+4gEDoDbGsmP8c6Exif4/qFfEiEgA9rbwtO/U++3E/+5Ctg/kXw8/8XRBcMHoMr/gSmndKQ2XQfjJwA05ck54dOgo33wlM/gf6xcMoVrd6FIAiCIAiCIDRNr6UMlIV3q8SclBXa32tGctemDABSVHA4MnAMNvwKVrzNf45ScPn18G+vhDFT4bljsH9j1CGweRXMPR8qfcn5c5bDuBlwy/8J0gpOvRL6x7R+L4IgCIIg5CM8QY+hMNIHwKvYYDQqvVHGThl6dMUsEGiu2+gloJWq57GqSi19wBK2X0T6QLx4YXQngYCZPuAl3whsiHVMcKQGhPsPJ3iMO4vf6aRs3nFXWkLe8SL20jFSTt+LI98aNiM9HMtKF7DNy9tZwFzPfT29QGBmykBMJqt7gK2QoA/W9IEcKQLxooENHdEOAmDrGBDdq62DQBgVEF+jLe0Kh6BDQFIGsth4Lww85x8dEHLy5fDmb8NbvhN83rexce3Ec0FbQVu6AMDIsfCar8DutXBoOyz9jfz7FgRBEAShGCypAWb6QCSc3yETv1YP9485HFQkzSC+BxrpAyG19AEzDD53+gCNeZF0BWOOTTZPmH6avG0vUV3Riy5drnQC5xqOcWWsbd2TjZzj1sh313NoB658iULXcNxg2k3nTh8I1rCF9mfpyuosYF4PQ/vDVAHbCXw9lcBltKMTMtaUAdwpB6auRph+NSFv6u2rh/ybKQHxkP1GakBD3j9FoJ6KYEkPsKUI2FMGqhHd8RQB2xrh/oR8SIRAFutuB9UHCy/JN0+p4GR/4DigYP8mOHoA/vbcoItAdQDmrnTPX3wpXPNpuPcGWPKSVu5AEARBEARBEIYdPRfa32N6y2rz17XtAzXSZWBYsu72oMhfsy3/RoyECbMCh8COx+C5vTB4AvpGuSMEQi54Z/ASBEEQBKFzmF8AK45TxNrPoBtAeFSvjLB5MjoQmFECtZQBM33ACMG3pQ+o2ppe6QMQTR8wbqIe3o5Odhagcc3WmUBVg7SBujqdlE/oclT9V4lryfsLdTWEouNFpR8Urcs6nkLuVIRO04zxmXEPaQUC3XPcutJSBaD5dIG0VIFQryufv6mUgYxc+0bkQFiFP3/RvYojZN/cU1qKQFo6QDgW7yBgrmfrIBBGBZj7C++vbIZilwFxCKRx9ABsWQ2Xfrg1PZPmBzUEdj4RfH737TByPIyf0eoOBUEQBEEoGZ+2g3XZFBlX3YHAHaAModq40ZpQGSaMNpLJFdpeU6CmK27gB+9pGFJVjaokx0NnQsQhQfRa8CFm6FvaEQYDdseE6QRw5urHr+mGeK58fcec+j588/ab1OVcw7VOt9PsftPmNXEtLQrA6UjwuB5ec3UdAHexvrRUAZuMmTJQienOShdoyETrBkT1VhL1A8LUAIga5WZLwTA9IJBxtxK01QkI17C1LoyP2XTHHQEJRwMNJ0d9fCge37cBcQiksf0R0NXsk/wsJs2DrQ/CridhxGiYerK9mKAgCIIgCIIgCMOS8lIGSgrtL0tvNxv2EiEwzNj2cPBz1tmt6Zk0Dx7/Aex8HKadJs4AQRAEQegVNNGif+GwIzUgIRNiRAMAkVN9swNBJCRe60j6QDRMP5o+oMNjUt/0AXOzjvSBcA+2OdbIA/Pk30gfSIb/O6ICImkJyWvBkHGvJK/7RhJE5sTnEduHOZ51ym/RlUozc3x0dkO0QRPh/AFNnuqnFAZEuec1IgHS1gx+2gz2PJ0F0sL1Kx5ycRkfB0JFVY0T/1gkQN70gfD03hG+H64XktVBIBirYktHiEcGmFEBwWdb5ELZjgQtDoFhx7aHg7aBE2a3pmfSfBg8FnQsOO3FxexNEARBEIQ2oOsGM1CvAZCWGhASGKINQz21NaEtfSBcn2j6AEpF8/MtNQUgmT7QUOlIHyAaph8xpFPmuJwG5i3Y6g8kruUMzbfObWZOuGVXioKh12nkphnhjrktORfabfQ3GeafWd8gzaBtNrWADOMet3OgUncOpKcSpKUKhHqyHBC2VIBIyoBFLq3NoM1RYDoD0oikD9Q6CoTrmTn9zvB9i9FfX9+aMuBuW2hzBASfq9b0AFv9ASEf4hBIY/sjMOucLDdmNpPmBT+PHYDpp7e+L0EQBEEQWkIp1QesAjZrra/t9H4EQRDKShkoi7JSBvIWPmwbsYixoYI4BFwMDsCONXDBu1rXFToEAGYsaV2fIAiCIAit8vvAGiC7jZD5BbAe5p+eGhDiigQILoYpADoSbRBJK6iLZ6UPxIoM1vZqpg9ETsZtp/pVDRVTr/00Pb0bQLhbogUGI3PTihV66DWjIeJzc0YFpKUN1PfhOo1vNtogvNANYf3dQEtFATPmZkYS6NRuBNlrZBvxZpG/tMgEWzFAq2yk2GCyA0D6HL9Cgj7UT+4dUQDxNYLP9o4Fti4F8S4CfbFIAlu0QTu6DAzFIARxCLjYsxYGjsLMFusHAEye33g/XRwCgiAIgtBJlFLzgJcDnwT+MHOC7USoSiR9oC4aN/rNdcPrkHAM1NvqxdMHQmtE1//Hmj4QrylAONeSPpBmbNfTIyrmumEqQ2PNxg2npwME+zWcArawedzX6mpsxrp2pETE9+Uy+JoM2Xd2MjDntmDst5JKkDq3TFpJDfCan607K8w/a4m0MH8zlcCns0DaXmypAL5yqTUILI6CsM1g3tx6s9K/WTcgks9vdAxITxlwdxCI6w0/B/eTTBGwORfMFAehOcQh4KKogoIAoycHbQZPHIFpp7auTxAEQRCEVvgb4H8DE2wXlVLvBt4NMLpvgjtE1IgWqM/FbfSjdWD4K+V0HMTn+0YLxGsKBLp07BTdEi1gGPER49xsRxja3MYaWe0I4+0F64SGutbBdadzAasRmOlACA3iNIPZMT+1/kBGJEFEJuV63EkRMeCLNPZLiECwPpM8a6TJ1nWlG/VZesJfJ9X4Za3Lh29VWvFBY62sjOGs6ADTiM9aLx4d4OcosNcNsBG2HYxHB+StG2CLCkiPEEgvGBjXG3x2RwTYogEqsQiDslFDMGWgki0yTNn2MFT6i8n5VypIG5iyCEaMal2fIAiCIAhNoZS6Ftihtb7fJaO1vkFrvVJrvXJk39iiN1CsvpIp67S51/SWRWn7bcdzKHKNNjyHQrdb0n7b0XYwb2cBX71F0pbQ/2bRurhXlyARAi62PwIzTocRI4vRd85rkGQxQRAEQeg4lwCvUEpdA4wGJiql/l1r/Wa7uLZ2GYhQxQixN07186QPqPT5mekDkZN2S/pAVTVSHHQsfcCRChCJEgiFY2u4OwtEuxLE6wlkRRs0Fg33aFmDaNRD6om/c74h6jqZN+c7aKljQChT9tfEdqzhYchlGtMee/QyyD31+NQAyEpH8JELZZpKGbCkA7jnJdsMuuoGtEoYeRCuG6xhjwqAZAeBcMyMCjDnxaMNbHUO+mKRA0J+xCHgYtsjcPLlxel74R8Vp0sQBEEQhKbQWl8PXA+glLoc+LDbGRBOMr5sVmsWbdwxYH4fdbUmrKUNhFgdB4ZMvvQBja7EQvWNangKs3CheW/RGgAJ47zmDFEVFbFr3QX/iM431gG86wlYw/YT+7XrcF1rRcbmFEhNPzBl0kLcw3VaNdTjTocyjf9W6wHYdFj2m2Vch3q8wv99tuRj0NNIJcgy5s1Cgj5F/3wdBbY1bHUDTMx2hiamgd1s3YDwfZ8l5SCcZ95nQ28y/D8rRaBiSTnoI7rHUqk5Soca4hCwcXgXHNoWtBwUBEEQBEHocnSvJYH2WNBkz5kAnXIGNK23JLWlheCLXig2/cCkrFSE1umuUP+iEIeAjSILCgqCIAiC0JVorW8Hbk8XIvYFsPZFtVpxV2JytSaMpQaEFJE+YBYZtIbgayLpA/V2hInWfbFUgKxIAFdnAWK6UsP5LSkLrvWcerQ9bcCiK7MoYKsyplyraQLtCPM3KdBw9Ip68Ewf8DHslUqXa7QRzFcwMEtnpANB3pSBFIPaVjAwXkgwi1DeLACYt5BgGoMoQ3fjlD+tjWAwluwgEO7PHDNlzOKBkUgCoyhhWQ6KbkQp9WngN4DjwFrgt7XW+2rXrgfeCQwCH9Ra/yRNV6/5k9tD6BCYKRECgiAIgjDsqerGq14QqmoZC63O2nvjmtI6cBQ4ikspm4yhq36tdr0uHxLKVc05cV3By9SltK6PR6jPJzVM1lzDaQvVroX6nId/MTn3euF9OPTE5FJtBA9dYZpCpu2asffE/nx0eWCVK8suqrdHKFCnry6ffwRD1seJEOb9+6QKhOkCXuH8NPR6h//HUgbCNX3mhXUDzDaDNmdAM/Spaj1doA9tpAjoRLpAYn81Yz1MEQhfYQeB8FWp6zdeNYdFvxqgXw3UawWEKQLhq8/cC9FUhFLonqKCtwBna63PBZ6kkQp3JvAG4CzgpcAXlFJ9aYokQgBgw69g7W2gKrDyHUFBwQmzYdy0Tu9MEARBEARBEPLRaykDAtCeLgO9oLfruwx0AVrrnxof7wZeU3t/HXCj1voY8IxS6mngQuAuly5xCAB89/2w95ng/YEtQUHBmZIuIAiCIAgC0S+ARjpAM+kDkcJ+li+WTaUPmKHy2pE+EAvtr1fnN9MH6tLGQbARXGArMJjaWSCmqyFHpOtAdjoA9vXiOml0T0gt8meoyuoMkCqDZypCTGfa/oYc3oad8cCzVCp/vaE6v5QDv4KBpj6zs4B3xwBLKkAaZsHAvB0HbLqKLCRozg2jBBLzPTsIxGXCFIF4ekCo10wPsBUb7BGmK6VWGZ9v0Frf0ISedwD/WXs/l8BBELKpNuZEHAK71wbOgGv+GnY+Dqu/FoQBLrm60zsTBEEQBKHjOEI7qxhOgKq7+0BMPmrUhx+i+pvpPmAzhIOK/uEc1cjVj+fa175Dq4qlHaEt2TrWjtDPoDf2kWqs+8llrm3ZR30zDryN+5yGfV1v0Q4D07PRLrRq3FCedZX9VykiEP7b5zgdzqoHYP6ONGoI+J3EK8Nwj6+htbLu09ZZoKmUgVjdgCz6Io4Cd5tBV92AomnUIGjUAcjqINCQt3cQMPWG6QG28VLRFN1lYJfWeqXrolLqVmCW5dJHtdb/XZP5KDAAfD2cZpFP3XRLDgGl1H8Cp9c+Tgb2aa2XWeTWAwcJChsMpN1423nqluDnqVfBqVfCqi8HDgHpMCAIgiAIgiAIDUoL5S5Hb2mZEz3WDaC8LgM9dyLfIppIG9qyV9P6qrTrSqm3AdcCV2pd9yxvAuYbYvOALWl6WnIIaK1fb2zoM8D+FPErtNa7WlmvFJ76KUw7DaYuDj6f8Rvw2H9LQUFBEARBEGpF5xxfpp3pA8lOAnX5WlRAS+kDREP+wyiBYLtGgH2k+n8sfaAeCaAjnQYa8paTfXNjMdn6frNO+Gv7qB9uV2m0TIzJ27saWNaP7Nmd/mCX99BbF6gFaqSIxeXJ0huKaI8Igrh+T3nvCIVmyavXu1pi/miBPF0JQjkzciCLMEXApwNBfF74Mxryn3N+LHKgLzJejcjmId5ZoP7eCM1Pvo9GGvh0JjDTDOLpAYA1RcB2+h/tOGCMd3PtgYJRSr0U+Ahwmdb6iHHpZuAbSqnPAnOA04B703QVkjKglFLA64AXFaGvbRw/AuvvgAve2Rh78Sdg9nkw/bTO7UsQBEEQhO6hapwIVSw5Aa70AcxxQ7Y23nT6ANStF6W1vaZAMMuoJ2BMNULzTVPf1o6wYZRH6wNE6gmkGP6hfJpxbq0n4EpXMOdpz3oA9U03ZF17sc3L1B1bw1ve3Fe3GPcl666T24ngZ7DblvDpIhASaSFYD/9PylW1SqQEhJ0FwrE8xqmttoCtboAvaW0Gi6wbEL5PqxtgthQ0awXY8v5tKQL1e4mlCMTbHYbzS6dLigoCnwdGAbcEpjh3a63fq7V+VCn1TeAxglSC39VaD6YpKqqGwKXAdq31U47rGvipCv4r+ae0YglKqXcD7wZYsGBBQdtz8OSPYfBYkC4QMmUhXPqhctcVBEEQBEEQBKFUei60v6TUibKq9g+7lIHiawg0jdb61JRrnwQ+6asr0yHgU8wAeCPwHylqLtFab1FKnUTgxXhca/0Lm2DNWXADwMqVK8t74o98G77z3iBdYOElpS0jCIIgCEKPE+kyUPsCHI8UsKUPqErjy6MtUqCV9IH6BRVb354+oKqqXmAwnkoQSR+orVEvMJgSbh+s61lgMNyutkQbZJz8JiIBMD4458QKJOY94fdYIzEnZ8h/7jndTLMGp4Lc9QNyhvnXp4X/+eSIGAiJRA7knO/qLJA3iqAxxzxlt0QCpBQSLJpBKgmnQLyQoC1NIBryn54iYI8k0JEIBXNcyE+mQ8CjmMEI4NXAihQdW2o/dyilvkPQC9HqEGgLB7bCt94F8y6AN/4H9I/u2FYEQRAEQehmtKPLQNUvfUDVPlR1/vQBiKztSh8IDMu4kZ+WPmAY5Im8/Wj6QKLrAO76AEnD3ZCP34RJaFQb9QTM+WlWX7zOgLchb9uvb9h+uO0cefzx9XKFzOdMK4jOVSUWArSgmnRy5Mz9j0w1uh7knR9vNdiMo6DZzgIuPaHRn1U3IA9VKvV0gUjuf4t1A6CRbpCn5Z9ZKyArRSDSWcCSHhAfL53uSRkoDFdznDxcBTyutd5ku6iUGqeUmhC+B64G9srnCAAADoZJREFUHilg3eZZ/0vQg3DNX8HYqR3diiAIgiAIgiAIQnmpCOW2FyyasvZbCFoX9+oSiqgh8AZi6QJKqTnAl7TW1wAzge/Uih2MAL6htf5xAes2z4Y7YdQkmHl2R7chCIIgCEKXE88ZNY9SmkkfsB3FONMHdON0PBYpEE8fcEYYmPdhSR8ITu+NI2ivivz2AoP17gqJuckCg5ndCDLm19fOURiwPickR+G/3Gsac3OvZ07RPZxW0FIaQWv5/4p8xQTjBAUCa+9VtFigt46MzgLxVIJm9hhJDehAIcFwH3kLCcYZqRo172yRAY17TKYHmPcuKQPN0bJDQGv9dsvYFuCa2vt1wHmtrlMo6++EBc+DSl+ndyIIgiAIQpejjb7TKuwgEHcM+KYPpNUUqI1bUwMSLQQtMiSdBY2c/qhV2ajsn9KO0NJ1IE4kDD5nPYHGvRhzbB0HcoT/m4Z7vXuCZ6J5PP0gfJ/bkNf59m6b39hUE/NNHZ12JtSN+wLmt+IgUNE6AC05G2KGfLOdBeKYaQG2FALwqxtgw+yKUBZ56waYzoiQeDvBeIqAvbOA6Qwp5dYMuutkvyiK6jLQOxzcDrufguVv6fROBEEQBEEQBEEQAFKN+tb0lpWKUI7erj3p10Tb0A4Rhp9DYMOdwc+FL+jsPgRBEARB6A2MlAFdCb4MqmqlufSBtCKDobwrfSAkftxaJRElANHogXiBQeeRrW4cLVu7DtR1WSIXErqM+4gVGMx9gq6j8xt6jQ++mI/SHGrxNL+lqACMCIVOn+qbFLkXo/hfS2qMQoBK6Zb0xSMHGgUCWzOifToLxKMAiiLsLBCsXW4hwcb7bCM5XkgwEglg6E1LETAjIqLjJMYFf4anQ6B/HMw+t9M7EQRBEASh24kXf6qHtFebTB/wbElYG3elBoQkOgyEeybpUDD6DeCsJ+Ayrqo00gfqQf7uegKq4lEbAOptCOvrh+PxjgM58v3rc0JdNNGC0EevojXzo5XaBCmUUXegcCdFXV9xBpxSjd/xVtMC4nrjbQdtnQVaxaezQJ66AQ2Z8uoGBO+rTdUNMLsJ2NIEwhSBeHpAQ86mqw1IykCPUx2EJ38Ciy6Bvv5O70YQBEEQhF7ADBENjf1qs9ECupboakQLgP1Lpk+0QO0agzXHgFmIME6edoS1c3ylda2VXLZF6FVPIHQghEarp6HZyO93Fxhs9YTe7kxIRiE0bXDbHACum2iWmo7IHotqPRjXUcR+aeho9bTfqd5SP8AsGNgMVVTdsA7z89NO/12FBON1A8JxU28RmLrMvReBzRmQp26ASSQKwRIRYNYKMKMBwr+kfe2IrhmCDoG2OFK6hrW3wf6NsOxNnd6JIAiCIAjDkZKqXvkWzstNSWrLCosvLdze0FvoGsrxvkUieyyrmFyB+y3qND+pt5w1TIO60HD/svQq03guTm+/2R2gwPoH8ZSA7kEHUVBFvbqE4RUhcP9XYdwMOP3lnd6JIAiCIAi9QiRlwDj9byZ9wNaSsFqxOwq09k4fcF2LjrtusCZbxdKOMAy1b7GeQHyt+om/JXogHDc6DrScd65t6Q7GdQo29C3RBmVW/G9b/YE2nMDWDXdl/EoVmALgWi+t1aCynPyXSd7OAra6AYFMtdS6AYNa1de1kbduQMggiv7auK2DQDA/XMMc76YCHL3D8HEIHNgKT/wILv49GDGy07sRBEEQBKEn0GgjZUDVUwYMYz9P+oCuhfTHWxLaHAqetQFMva7UAp96AlaDPtyvSTP1BMx9NOFASOwJe4FBVfMwxCPxiwrFB6LODBXZUmMveWoetJjiUF/U/NhsWoPPmsp4FaVWK2+DX6m406Dx30Vch+3Xtyjq9QQy0wHSUgmqzvE8dQNc2JwBRdYNaMgXWzcgeg/RucH8hiOgD9W+kHdNpA3tUGH4OAQe/AboQVj+1k7vRBAEQRCE4Up51onohfJOsHtMbztSJwpV24aUgWL1lrPf3msP2FttEguhi0L9i2L4OAQuei/MPBumndLpnQiCIAiC0CtoIse/YbSAqlRKTB+w7KNKev0BY49+6QNGtEFKgUFtnMGH5/HN1CuIpwhYOwu4xpvtONDiHqP7NQXLWT+TWJRC17QnNIoBdsuewsKB8WKCwftyWg12EltngTKoGFEA7SgkGI8W6LekBwTRAuH7LvkF7DGGj0Ng5DhY8pJO70IQBEEQhF7DPBEKI/+r1ebSB1JbEtY+2BwKoVxtPGHc5zXS67rS2xHGuw6AXz0B06CnqksrplhHRw139/v4fg26xJaIdGvA+LfOsb/SUwayFodEDYC0eXlSBvLQbKV+W6tBCOsMRFMBiuosEG8z2GrdALC3GWylbkAa0ZoA+esGNNY279XeUrDf+GXqU6ruCGhLDYEh2GVg+DgEBEEQBEEQBGEYICkDAaWF4Jemt5yT/SxjvllK229XdRYw0DrahnaIIA4BQRAEQRAEBxrALCJlnN43lT4QLzJY14sh55M+ELytFwusJL9ApxYYLCO52jgEziow6Ows4Bo3Og5YZbrkdD+VeOFBHJ974V5aQYHZhkEZ0QPR91Bay0ShkEKCDXn3v1MzhQSDLgM60U3AjADoV40/jo30gaH+H085iENAEARBEATBhdZoI2VAVZLGejekD9gMf2i9nkCyDWHjUzi/3nGgrApu7cBhrNe7FyTFonIq2WkglG8m5L9r8UkZKEFvWBMgfG86EFRExl4nwJwfaSNIvlaDkfSBeMpAAZ0FoNFmMKuzgKtuQFabwbyn+ml1A8x9+NQN6DPu17dugK2bQJ/xt6bf+OPY146/QZIyIAiCIAiCIAjCsERSEYDyUgbSTtpbobxUhLL2W4raQtCSMiAIgiAIgjDMCFMGVKUeLaAq1ebSB+JRAqGcSRPpA65IgJDU9AFjPF5gMN51ILjWWoHBMG0gTc6740BMxnoyn3iv6/c4pE7vhWFNJwoJDmpFvxr0LiTo2ne8kGBjriFHtJuAmT7QGLf9kRSyEIeAIAiCIAhCChEngJIvnILQK5TdvaDozgKN8fydBdIYRDmr+ofzi6obYHYQ8K0b0HBSRLsKxOsGmN0E6u+VqjsCyq8hoCVlQBAEQRAEQRAEoRfotZSBisVoL4KyqvZXMhwRzevtUjTRNrRDBHEICIIgCIIgODjI3l23Vr+5AaCk777NMB3Y1elNdDnyjLKRZ5SNPKNsuvEZLez0BnoJcQgIgiAIgiA40FrP6PQe4iilVmmtV3Z6H92MPKNs5BllI88om2H3jHT3eIaLQhwCgiAIgiAIgiAIgpCChkgb2qFC16ZoCIIgCIIgCIIgCIJQHhIhIAiCIAiC0Fvc0OkN9ADyjLKRZ5SNPKNshs8z0lpSBgRBEARBEITOorUePl/Am0SeUTbyjLKRZ5TNcHtGkjIgCIIgCIIgCIIgCMKQQCIEBEEQBEEQBEEQBCGLIZgyoLTu3rAHpdROYEOn99EBurGfZ68iz7I45FkWhzzL4hiuz3JhN7bDE9qPUurDwKeBGVrr4fjfghOl1KeB3wCOA2uB39Za7+vsrroDpdRLgb8F+oAvaa3/osNb6iqUUvOBrwGzgCpwg9b6bzu7q+5DKdUHrAI2a62v7fR+ykYp9WOC7x1FsUtr/dIC9TVFVzsEhivDrp9nicizLA55lsUhz7I45FkKw5ma0fIlYCmwQhwCUZRSVwO3aa0HlFJ/CaC1/kiHt9Vxakbck8CLgU3AfcAbtdaPdXRjXYRSajYwW2u9Wik1AbgfeKU8oyhKqT8EVgITh4NDYKgiNQQEQRAEQRB6k88B/5ugPbYQQ2v9U631QO3j3cC8Tu6ni7gQeFprvU5rfRy4Ebiuw3vqKrTWW7XWq2vvDwJrgLmd3VV3oZSaB7ycwCkp9DDiEBAEQRAEQegxlFKvIAjTfbDTe+kR3gH8qNOb6BLmAhuNz5sQY9eJUmoRcD5wT2d30nX8DYFDcugl1Q8zpKhgdzKs2neUjDzL4pBnWRzyLItDnqUwZFFK3UqQwxzno8CfAFe3d0fdR9oz0lr/d03mo8AA8PV27q2LUZYxiTKxoJQaD3wL+AOt9YFO76dbUEpdC+zQWt+vlLq80/sRWkNqCAiCIAiCIPQQSqlzgJ8BR2pD84AtwIVa620d21gXopR6G/Be4Eqt9ZEs+eGAUur5wMe01i+pfb4eQGv9qY5urMtQSvUD3wf+//buXzWKMArj8HsgRRpzBVpYGsTKQkgh+KdQxF7RK1BQ0MYrsEulYCtoI5g+5B4kFvYiWglegfBZzAQUFczuLDPrPE+3Wx2WbebMx/fbb63tjj3PlFTV0yR30y3aNpNsJdlrrd0ZdTAWYiEAALDGqupjkvMuFfxVf5P+bpKLrbWvY88zFVW1ke5SwctJvqS7VPB2a+3DqINNSFVVkpdJvrXWHo49z5T1JwQeu1RwfblDAACA/9GzJCeSHFTVYVW9GHugKegvWryfZD/dZXlvLAN+s5PuDfil/r9zWFXXxx4KVsEJgYnTF16eDvFytIqHoWk8vLn1jwEAhuaEwIT1DxBXk3wae5Y1d5DkbGvtXLojck9Gnmdt9A9cz5NcS7Kd5FZVbY871dr6nuRRa+1MkgtJ7vktl/Yg3dstAAAWYCEwbfrCA9AhXopW8UA0jYelfwwAsDwLgYnSF14ZHeLj0SpeAU3jQegfAwAsaWPsAeZMX3g4OsQro1U8ME3j5ekfAwAMw0JgRK21K3/6vu8Ln07yvque5GSSd1WlL/wXf/stj/Qd4hvpOsQeaP/d5ySnfvp81LpmAX3T+G2S1621vbHnWWM7SW72Nz5vJtmqqlf6xwAAx6MysAb0hZejQ7w4reLhaBqvhv4xAMDi3CHAHOgQL0ireFCaxgAATIoTAgAAADBDTggAAADADFkIAAAAwAxZCAAAAMAMWQgAAADADFkIAAAAwAxZCAAAAMAMWQgAAADADP0AvcREur2AUrcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ks = [ # List of example kernels\n", + " GPy.kern.RBF(1, lengthscale=1.),\n", + " GPy.kern.RBF(1, lengthscale=0.5),\n", + " GPy.kern.RBF(1, lengthscale=0.25, variance=2.),\n", + " GPy.kern.Exponential(1),\n", + " GPy.kern.Matern32(1),\n", + " GPy.kern.Matern52(1),\n", + " GPy.kern.StdPeriodic(1, period=2.),\n", + " GPy.kern.Cosine(1),\n", + " GPy.kern.Brownian(1),\n", + " GPy.kern.Linear(1),\n", + " GPy.kern.Bias(1),\n", + " GPy.kern.White(1),\n", + " GPy.kern.StdPeriodic(1)*GPy.kern.RBF(1),\n", + " GPy.kern.Linear(1) + GPy.kern.Exponential(1)\n", + "]\n", + "# The name of our kernels (for the legend)\n", + "kernel_name = [\"RBF ls=1\", \"RBF ls=0.5\", \"RBF ls=0.25, var=2\", \"Exponential\", \"Matern 3/2\", \n", + " \"Matern 5/2\", \"Periodic\", \"Cosine\", \"Brownian\", \"Linear\", \"Bias\", \"White\", \"Periodic x RBF\", \"Linear + Exponential\"]\n", + "\n", + "# Our sample space\n", + "X = np.linspace(-5., 5., 250)[:, None]\n", + "\n", + "print(\"The following plots demonstrate samples from a Gaussian process prior and the corresponding covariance matrix\")\n", + "\n", + "# Loop through our kernels\n", + "for i,k in enumerate(ks):\n", + " # The mean function is set to 0\n", + " mu = np.zeros((250)) # we have 250 sample inputs\n", + " # Get the covariance matrix\n", + " if i is not 11:\n", + " C = k.K(X,X)\n", + " else: # We have to sample White noise kernel differently\n", + " C = k.K(X)\n", + " \n", + " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", + " Z = np.random.multivariate_normal(mu, C, 5)\n", + " \n", + " # Setup figure environment\n", + " plt.figure(figsize=(18, 7))\n", + " \n", + " # Show samples on left hand side\n", + " plt.subplot(121)\n", + " for j in range(5 if i < 11 else 2): # Loop through samples\n", + " plt.plot(X[:],Z[j,:])\n", + " plt.title(kernel_name[i])\n", + " \n", + " # Visualise covariance matrix on right hand side\n", + " plt.subplot(122)\n", + " plt.pcolor(X.T, X, C)\n", + " # Annotate plot\n", + " plt.gca().invert_yaxis(), plt.gca().axis(\"image\")\n", + " plt.colorbar()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These samples are from the Gaussian process prior made up of the covariance function and a zero mean. After GP regression, the fitted posterior can also be sampled in this manner, to get samples of the fitted function.\n", + "\n", + "### Exercise 3\n", + "\n", + "Can you identify the covariance function used to generate the following samples?\n", + "\n", + "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> (a) Gaussian / RBF\n", + ">\n", + "> (b) Linear * Cosine\n", + ">\n", + "> (c) Matern 3/2 + Bias\n", + ">\n", + "> (d) Exponential\n", + ">\n", + "> (e) Brownian * RBF\n", + ">\n", + "> (f) Periodic * Matern 5/2\n", + "\n", + "Generated using the following code:\n", + "```python\n", + "f, axs = plt.subplots(2,3,figsize=(18,12))\n", + "X = np.linspace(0., 5., 1000)[:, None]\n", + "ks = [\n", + " GPy.kern.RBF(1, lengthscale=0.25),\n", + " GPy.kern.Cosine(1, lengthscale=0.1) * GPy.kern.Linear(1),\n", + " GPy.kern.Bias(1) + GPy.kern.Matern32(1, lengthscale=0.5, variance=1),\n", + " GPy.kern.Exponential(1, lengthscale=0.3),\n", + " GPy.kern.RBF(1, lengthscale=0.5) * GPy.kern.Brownian(1),\n", + " GPy.kern.Matern52(1, lengthscale=0.15) * GPy.kern.StdPeriodic(1)\n", + "]\n", + "\n", + "labels = [\"(a)\", \"(b)\", \"(c)\", \"(d)\", \"(e)\", \"(f)\"]\n", + "\n", + "for i in range(2):\n", + " for j in range(3):\n", + " k = ks[i*3+j]\n", + " Z = np.random.multivariate_normal(np.zeros((1000)), k.K(X, X), 2)\n", + " for z in Z:\n", + " axs[i,j].plot(X, z)\n", + " axs[i,j].set_title(labels[ i*3+j])\n", + " axs[i,j].tick_params(\n", + " axis=\"both\",\n", + " which=\"both\",\n", + " bottom=False,\n", + " left=False,\n", + " labelleft=False,\n", + " labelbottom=False\n", + " )\n", + " axs[i,j].axis(\"tight\")\n", + "\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Gaussian Process Regression\n", + "\n", + "We will now use our Gaussian process prior with some observed data to form a GP regression model. \n", + "\n", + "Suppose we have a data model for which we only have noisy observations, $y = f(x) + \\epsilon$ at some small number of sample locations, $\\mathbf{X}$. Here, we set up an example function\n", + "\n", + "$$\n", + " f(x) = -\\cos(2\\pi x) + \\frac{1}{2}\\sin(6\\pi x)\n", + "$$\n", + "$$\n", + " \\mathbf{y} = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, 0.01)\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# lambda function, call f(x) to generate data\n", + "f = lambda x: -np.cos(2*np.pi*x) + 0.5*np.sin(6*np.pi*x)\n", + "\n", + "# 10 equally spaced sample locations \n", + "X = np.linspace(0.05, 0.95, 10)[:,None]\n", + "\n", + "# y = f(X) + epsilon\n", + "Y = f(X) + np.random.normal(0., 0.1, (10,1)) # note that np.random.normal takes mean and s.d. (not variance), 0.1^2 = 0.01\n", + "\n", + "# Setup our figure environment\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "# Plot observations\n", + "plt.plot(X, Y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + "plt.legend(labels=[\"sample points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will first fit a Gaussian process using the exact equations.\n", + "\n", + "A Gaussian process regression model using a Gaussian RBF covariance function can be defined first by setting up the kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1, name=\"rbf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And then combining it with the data to form a Gaussian process regression model, with $\\mathbf{X}^*$ representing _any_ new inputs (imagine $\\mathbf{f}^*$ approximates $f(\\mathbf{X}^*)$):\n", + "\n", + "$$\n", + "\\left.\\mathbf{f}^*\\,\\right|\\,\\mathbf{X}^*,\\mathbf{X},\\mathbf{y} \\sim \\mathcal{N}\\left(\\mathbf{m}, \\mathbf{C}\\right),\n", + "$$\n", + "\n", + "where $\n", + "\\mathbf{m} = \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{y}$ and $\\mathbf{C} = \\mathbf{K}_{**} - \\mathbf{K}_{*x}(\\mathbf{K}_{xx} + \\sigma^2\\mathbf{I})^{-1}\\mathbf{K}_{*x}^\\text{T}\n", + "$ and covariance matrices are defined by evaluations of the kernel functions: $\\mathbf{K}_{xx} = k(\\mathbf{X}, \\mathbf{X})$; $\\mathbf{K}_{*x} = k(\\mathbf{X}^*, \\mathbf{X})$; and $\\mathbf{K}_{**} = k(\\mathbf{X}^*,\\mathbf{X}^*)$." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# New test points to sample function from\n", + "Xnew = np.linspace(-0.05, 1.05, 100)[:, None]\n", + "\n", + "# Covariance between training sample points (+ Gaussian noise)\n", + "Kxx = k.K(X,X) + 1 * np.eye(10)\n", + "\n", + "# Covariance between training and test points\n", + "Ksx = k.K(Xnew, X)\n", + "\n", + "# Covariance between test points\n", + "Kss = k.K(Xnew,Xnew)\n", + "\n", + "# The mean of the GP fit (note that @ is matrix multiplcation: A @ B is equivalent to np.matmul(A,B))\n", + "mean = Ksx @ np.linalg.inv(Kxx) @ Y\n", + "# The covariance matrix of the GP fit\n", + "Cov = Kss - Ksx @ np.linalg.inv(Kxx) @ Ksx.T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we define a quick plotting utility function for our GP fits. There are a number of plotting options available in GPy, but we will use the below method, which plots the mean and 95% confidence fit of a GP for a given input $\\mathbf{X}^*$. Optionally, we will allow it to plot the initial training points." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_gp(X, m, C, training_points=None):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " # Plot 95% confidence interval \n", + " plt.fill_between(X[:,0],\n", + " m[:,0] - 1.96*np.sqrt(np.diag(C)),\n", + " m[:,0] + 1.96*np.sqrt(np.diag(C)),\n", + " alpha=0.5)\n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\")\n", + " plt.legend(labels=[\"GP fit\"])\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points is not None:\n", + " X_, Y_ = training_points\n", + " plt.plot(X_, Y_, \"kx\", mew=2)\n", + " plt.legend(labels=[\"GP fit\", \"sample points\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"Explicit (homemade) regression model fit\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also save effort and time by to do Gaussian process regression using `GPy`, by creating a GP regression model with sample points $(\\mathbf{X}, \\mathbf{Y})$ and the Gaussian RBF kernel:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 13.521088418410823
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 1.0 +ve
rbf.lengthscale 0.1 +ve
Gaussian_noise.variance 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = GPy.models.GPRegression(X, Y, k)\n", + "m " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use GPy's regression and prediction tools, which _should_ give the same result as our basic implementation:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Use GPy model to calculate the mean and covariance of the fit at Xnew\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"GPy regression model fit\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be clearly seen that this *is* the same fit as our above model. However, using GPy gives flexibility and ease of use for extending the capabilities of the fitting, including use of different kernels, optimising parameters and solving more complicated problems, including classification. We also don't need to write explicit equations and manually creating covariances matrices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4\n", + "\n", + "(a) What do you think of this initial fit? Does the prior given by the GP seem to be adapted?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> It's clear that the observations are captured in the confidence interval, but the fit is not particularly good. The parameters used may not be the best they can be to minimise the loss of the fit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) The parameters of the model can be editted much like those of the kernel. For example, \n", + "```\n", + "m.Gaussian_noise = 0.1\n", + "```\n", + "or\n", + "```\n", + "m.rbf.variance = 2.0\n", + "```\n", + "Change the values of the parameters to try and obtain a better fit of the GP. You can recalculate the updated mean and covariance after changing the values by calling `m.predict_noiseless` as above.\n", + "\n", + "*Note: changing the original kernel `k` will also affect the model parameters due to how Python connects objects, but this is not a reliable way of setting the parameters, so you should adjust the kernel parameters via the model `m` as described*" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 9.423230603061137
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 1.0 +ve
rbf.lengthscale 0.1 +ve
Gaussian_noise.variance 0.01 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m.Gaussian_noise = 0.01\n", + "m.rbf.lengthscale = 0.1\n", + "\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "\n", + "# Preview the regression model\n", + "display(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Given that we can obtain the mean and covariance of the GP fit, we can also sample the GP posterior as a multivariate Gaussian process. This can be done as in Section 4, where we sampled the priors as defined by the kernels, i.e. with `np.random.multivariate_normal`. Obtain 10 samples from the GP posterior and plot them alongside the data. Try to simulate noisy measurements using `m.predict` (rather than `m.predict_noiseless`).\n", + "\n", + "*Remember to get the full covariance matrix, using `full_cov=True`, and note that to make the mean vector 1-D (for sampling a multivariate normal), you need `np.random.multivariate_normal(mean[:,0], Cov)`)*" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18, 6))\n", + "\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "Z = np.random.multivariate_normal(mean[:,0], Cov, 10)\n", + "plt.subplot(121)\n", + "for z in Z:\n", + " plt.plot(Xnew, z, \"g-\", alpha=0.2)\n", + "plt.plot(X, Y, \"kx\", mew=2)\n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"samples from the posterior GP fit of $f$\") \n", + "\n", + "mean, Cov = m.predict(Xnew, full_cov=True)\n", + "z = np.random.multivariate_normal(mean[:,0], Cov)\n", + "plt.subplot(122)\n", + "plt.plot(Xnew, z, \".\")\n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"sample set of noisy measurements drawn from the GP posterior\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Covariance Function Parameter Estimation\n", + "\n", + "As discussed in the lectures, the values of kernel parameters can be estimated by maximising the likelihood of the observations. This is useful to optimise our estimate of the underlying function, without eye-balling parameters to get a good fit.\n", + "\n", + "In `GPy`, the `model` objects such as `GPRegression`, have parameter optimisation functionality. We can call this as following:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 8.67269989097597
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 0.7095339864975491 +ve
rbf.lengthscale 0.10888996175214595 +ve
Gaussian_noise.variance5.539512723356558e-09 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.optimize()\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the selected parameters in the model table above. The regression fit with the optimised parameters can be plotted:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get mean and covariance of optimised GP\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "# Setup the figure environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Parameter constraints\n", + "\n", + "We can see in the above model that the regression model is fit to the data, as the optimiser has minimised the noise effect in the model, `Gaussian_noise.variance`$ = 4.804\\times10^{-8}$. If we *know*, or can reasonably approximate, the variance of the observation noise $\\epsilon$, we can fix this parameter for the optimiser, using `fix`, which in the case of the above is $0.01$. We can also limit the values that the parameters take by adding constraints. For example, the variance and lengthscale can only be positive, so calling `constrain_positive`, we can enforce this (note that this is the default constraint for GP regression anyway)." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "reconstraining parameters GP_regression\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 8.705963798294754
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 2
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 0.7026408590043611 +ve
rbf.lengthscale 0.11245661515115553 +ve
Gaussian_noise.variance 0.01 fixed +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Constrain the regression parameters to be positive only\n", + "m.constrain_positive()\n", + "\n", + "# Fix the Gaussian noise variance at 0.01 \n", + "m.Gaussian_noise.variance = 0.01 # (Reset the parameter first)\n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# Reoptimise\n", + "m.optimize()\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see our constraints in the corresponding column in the above table, where \"`+ve`\" means we are constrained to positive values, and `fixed` means the optimiser will not try and optimise this parameter. We can see here that the variance of the noise in the model is unchanged by the optimiser. Looking at the resulting plot, we can see that we have a much more reasonable confidence in our estimate, and that the true function is hard to distinguish from samples drawn from our fit, indicating that we have reasonable approximation of the true function given noisy observations." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get mean and covariance of optimised GP\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "# Setup our figure environment\n", + "plt.figure(figsize=(18, 14))\n", + "\n", + "# The top plot shows our mean regression fit and 95% confidence intervals \n", + "plt.subplot(211)\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"GP posterior\")\n", + "plt.subplot(212)\n", + "\n", + "plt.plot(Xnew, f(Xnew),\"r:\", lw=3)\n", + "\n", + "Z = np.random.multivariate_normal(mean[:,0], Cov, 20)\n", + "for z in Z:\n", + " plt.plot(Xnew,z, \"g-\", alpha=0.2)\n", + " \n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + "plt.legend(labels=[\"true $f(x)$\", \"samples from GP\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the prior knowledge of the noise in the data has given us a reasonably good approximation of the true function. The samples from the GP demonstrate provide fits to the observed data and roughly follow the shape of the true function $f$, particularly in the range for which we have samples.\n", + "\n", + "### Exercise 5\n", + "\n", + "The function we used is a sum of sinusoids, and therefore has inherent periodicity. However, we only have samples for a single period, so this is not directly seen in the domain of $[0, 1]$.\n", + "\n", + "(a) Try predicting the function on the range of $[0, 2]$ instead (`Xnew = np.linspace(0., 2., 100)[:,None]`), and compare the fitted GP posterior with the true function $f$.\n", + "\n", + "*Note, you shouldn't need to retrain the model or adjust the hyperparameters.*" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.linspace(0., 2., 100)[:, None]\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)\n", + "plt.legend(labels=[\"GP fit\", \"sample points\", \"true $f(x)$\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Comment on the fit of the GP, and the uncertainty in regions where we have no observations. Is the GP still a good fit? How might we produce a better fit, for example, if we knew $f(x)$ had a periodic nature?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> The prediction becomes useless in the areas where we are extrapolating, which makes some degree of sense. However, since the function is sinusoidal, we can see there is some periodicity that we may be able to exploit in our GP fit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Real World Example\n", + "\n", + "We'll consider now a classic real world example using atmospheric CO$_2$ observations from the Mauna Loa Observatory, Hawaii. The dataset is a good demonstration of the predictive power of Gaussian processes, and we will use it to show how we can encode our prior beliefs to combine kernels.\n", + "\n", + "First, we need to download the dataset, which can be done through a utility provided by `GPy`. " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Data keys:\n", + "dict_keys(['X', 'Y', 'Xtest', 'Ytest', 'info', 'citation', 'details', 'files', 'license', 'size', 'urls'])\n", + "\n", + "Citation:\n", + "Mauna Loa Data. Dr. Pieter Tans, NOAA/ESRL (www.esrl.noaa.gov/gmd/ccgg/trends/) and Dr. Ralph Keeling, Scripps Institution of Oceanography (scrippsco2.ucsd.edu/).\n", + "\n", + "Info:\n", + "Mauna Loa data with 545 values used as training points.\n" + ] + } + ], + "source": [ + "import pickle\n", + "\n", + "# Load in the data\n", + "with open(\"../.resources/mauna_loa\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + " \n", + "print(\"\\nData keys:\")\n", + "print(data.keys())\n", + "\n", + "print(\"\\nCitation:\")\n", + "print(data['citation'])\n", + "\n", + "print(\"\\nInfo:\")\n", + "print(data['info'])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Training data (X = input, Y = observation)\n", + "X, Y = data['X'], data['Y']\n", + "\n", + "# Test data (Xtest = input, Ytest = observations)\n", + "Xtest, Ytest = data['Xtest'], data['Ytest']\n", + "\n", + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the training data in blue and the test data in red\n", + "plt.plot(X, Y, \"b.\", Xtest, Ytest, \"r.\")\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"training data\", \"test data\"])\n", + "plt.xlabel(\"year\"), plt.ylabel(\"CO$_2$ (PPM)\"), plt.title(\"Monthly mean CO$_2$ at the Mauna Loa Observatory, Hawaii\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**You may want to subsample the data to save time during the labs**\n", + "\n", + "Run the following to reduce the datasize by only using every other training point:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "X = X[::2, :]\n", + "Y = Y[::2, :]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Naive GP regression\n", + "\n", + "First, we will try to fit a basic RBF to our data, as we have used in previous examples" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 612.8931626031546
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 121434.14429420912 +ve
rbf.lengthscale 101.51015235706501 +ve
Gaussian_noise.variance 4.578068531409753 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "k = GPy.kern.RBF(1, name=\"rbf\")\n", + "\n", + "m = GPy.models.GPRegression(X, Y, k)\n", + "m.optimize()\n", + "\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.vstack([X, Xtest])\n", + "\n", + "mean, Cov = m.predict(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \"b.\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is possible to make the model fit the data near perfectly by minimising the variance of the Gaussian noise in the likelihood and fixing the kernel variance." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 1597972.8466213136
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 1
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 10.0 +ve fixed
rbf.lengthscale 9.792209508640323e-105 +ve
Gaussian_noise.variance 1e-05 +ve fixed
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Effectively remove noise parameter (needs to be >0, so select value that is very low)\n", + "m.Gaussian_noise.variance = 0.00001\n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# We will fix the variance as well, so that only the lengthscale is optimised\n", + "m.rbf.variance = 10.\n", + "m.rbf.variance.fix()\n", + "\n", + "# This should minimize the lengthscale to fit closely to the training points\n", + "m.optimize()\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**But** this has no predictive power, and we have really just overfitted to the training data" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mean, Cov = m.predict(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(18, 5))\n", + "\n", + "# The left plot shows the GP fit to a subsample of our training set\n", + "plt.subplot(121)\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \"b.\");\n", + "plt.gca().set_xlim([1960,1980]), plt.gca().set_ylim([310, 340])\n", + "\n", + "# The right plot shows that the GP has no predictive power and reverts to 0\n", + "plt.subplot(122)\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \"b.\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GP Regression with combined covariance functions\n", + "\n", + "Taking a look at the training data, we can see a number of features that occur in the data. There is a clear periodic trend that is yearly, and an approximately linear trend. We can use this prior information in our choice of kernel to give some meaning to the GP fit.\n", + "\n", + "First, we will look at the linear trend. It should be obvious that the overall trend (ignoring the periodicity) can be described approximately by $f(x) \\approx a + bx$. To embed this as a covariance function, we can use the `Linear` covariance functions, which adds a linear trend to the covariance.\n", + "\n", + "### Exercise 6\n", + "\n", + "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?\n", + "\n", + "```python\n", + "k_L = GPy.kern.Linear(1, variances=[1.])\n", + "```\n", + "\n", + "(b) How might we encode this trend in the mean estimate of the GP ?\n", + "\n", + "> Use a mapping function to represent the linear trend. We can hard code the parameters (gradient and intercept), or give them priors." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 7695.687492021736
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
sum.linear.variances 1.0 +ve
sum.bias.variance 360.0 +ve
Gaussian_noise.variance 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Linear covariance function\n", + "m1 = GPy.models.GPRegression(\n", + " X, Y, \n", + " kernel = GPy.kern.Linear(1, variances=[1.]) + GPy.kern.Bias(1, 360)\n", + ")\n", + "\n", + "mean, Cov = m1.predict(Xnew)\n", + "\n", + "plt.figure(figsize=(14,8))\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "\n", + "display(m1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 1992761.8864227736
\n", + "Number of Parameters: 5
\n", + "Number of Optimization Parameters: 5
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
mapping.linmap.A [0.22979167]
mapping.constmap.C 360.0
rbf.variance 1.0 +ve
rbf.lengthscale 1.0 +ve
Gaussian_noise.variance 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Linear mapping function (with RBF kernel)\n", + "\n", + "mean_func = GPy.mappings.Additive(\n", + " GPy.mappings.Linear(1, 1), # gradient\n", + " GPy.mappings.Constant(1, 1, value=360) # intercept\n", + ")\n", + "\n", + "m2 = GPy.models.GPRegression(\n", + " X, Y, \n", + " kernel = GPy.kern.RBF(1),\n", + " mean_function=mean_func\n", + ")\n", + "\n", + "mean, Cov = m2.predict(Xnew)\n", + "\n", + "plt.figure(figsize=(14,8))\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "\n", + "display(m2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Periodicity\n", + "\n", + "It's there is a seasonal trend over the year, and that a simple linear fit cannot capture this information. However, we can add this using our choice of kernel by adding a `StdPeriodic` kernel to our regression model. It's evident to the data that the period is yearly, so a period of $\\omega=1$ is a sensible choice for our initial parameter:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 703.7817554201195
\n", + "Number of Parameters: 6
\n", + "Number of Optimization Parameters: 6
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
sum.bias.variance 10397.676820576964 +ve
sum.linear.variances 3386.9285705284083 +ve
sum.std_periodic.variance 32284.72703568913 +ve
sum.std_periodic.period 0.999654883846766 +ve
sum.std_periodic.lengthscale334.35737031159005 +ve
Gaussian_noise.variance 5.114270306406496 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ks = [ # Our kernels\n", + " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", + " GPy.kern.Linear(1), # Linear trend\n", + " GPy.kern.StdPeriodic(1, period=1) # Periodicity\n", + "]\n", + "\n", + "# Create a regression model with an additive kernel (bias + linear + periodic)\n", + "m = GPy.models.GPRegression(X, Y, ks[0] + ks[1] + ks[2])\n", + "\n", + "# Optimise hyperparameters to maximise likelihood\n", + "m.optimize()\n", + "\n", + "# Predict the value of CO2 using our GP fit\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Set up plotting\n", + "plt.figure(figsize=(14,8))\n", + "\n", + "# Plot GP fit\n", + "plot_gp(Xnew, mean, Cov)\n", + "# Show our training and test points\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4)\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "\n", + "# Preview the parameters of our model\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the plot we can see that while we have maintained the periodicity in our prediction, there is some deviation in the amplitude of each period. Likewise, the data is not strictly linear. We can embed model these non-linearities and deviations by adding an `Exponential` kernel. First, in the summative kernel, but also by multiplying a Gaussian RBF by the periodic kernel. For some intiution on how this allows for deviation of the periodicity, see the corresponding sample plot in Section 4.\n", + "\n", + "Note that the `Exponential` kernel describes an exponential decay in covariance with distance between points, and does **not** model an exponential trend in the overall data. The `RBF` kernel describes a smoother (Gaussian) decay, which may be a better model for changes in the periodic signal." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
sum. valueconstraintspriors
Exponential.variance 1.0 +ve
Exponential.lengthscale 1.0 +ve
bias.variance 10000.0 +ve
linear.variances 1.0 +ve
mul.std_periodic.variance 1.0 +ve
mul.std_periodic.period 1.0 +ve
mul.std_periodic.lengthscale 1.0 +ve
mul.rbf.variance 1.0 +ve
mul.rbf.lengthscale 1.0 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ks = [ # Our kernels\n", + " GPy.kern.Exponential(1), # Non-linearity in overall trend\n", + " GPy.kern.Bias(1, variance=10000.), # Constant offset\n", + " GPy.kern.Linear(1), # Linear trend\n", + " GPy.kern.StdPeriodic(1, period=1.), # Periodicity (short term trend)\n", + " GPy.kern.RBF(1) # Amplitude modulator (long term trend)\n", + "]\n", + "\n", + "# Composite kernel: exponential + bias + linear + (periodic * rbf)\n", + "k = ks[0] + ks[1] + ks[2] + ks[3]*ks[4]\n", + "k" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create our GP regression model with the composite kernel\n", + "m = GPy.models.GPRegression(X, Y, k)\n", + "\n", + "# Predict the CO2 at the training and test locations\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Setup figure \n", + "plt.figure(figsize=(14,8))\n", + "\n", + "# Plot the GP fit and training points\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that with even with our initial (mostly default) parameter choices, the GP fit to the training data is representative of the trends we are observing. However, the prediction of the test data is relatively poor (though we still have an upward trend). The obvious step now is to optimise our kernel parameters.\n", + "\n", + "Optimisation of the GP in itself is imperfect, often because the likelihood we are maximising can be multimodal, or flat, and so it can get stuck in local-maxima. It is always important to sanity-check the GP fit when optimising the parameters, to mitigate problems that could occur as a result (such as the minimised noise example we saw earlier). One of the ways to avoid the problem of local maxima is to reinitialise the optimiser with different starting locations, and take the maximum of these outputs. This is possible in `GPy` using `optimize_restarts(n)`, which will optimise the parameters $n$ times and take the best estimate." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization restart 1/5, f = 149.49341133875777\n", + "Optimization restart 2/5, f = 610.145209004253\n", + "Optimization restart 3/5, f = 517.2231928940254\n", + "Optimization restart 4/5, f = 521.1495942069332\n", + "Optimization restart 5/5, f = 157.5793234599414\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 149.49341133875777
\n", + "Number of Parameters: 10
\n", + "Number of Optimization Parameters: 10
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
sum.Exponential.variance 17.936499824222047 +ve
sum.Exponential.lengthscale 47.10301925304437 +ve
sum.bias.variance 10000.041069563844 +ve
sum.linear.variances 0.04372530791386011 +ve
sum.mul.std_periodic.variance 92.91673596479316 +ve
sum.mul.std_periodic.period 0.9991928629232049 +ve
sum.mul.std_periodic.lengthscale 3.6988409181211988 +ve
sum.mul.rbf.variance 92.91673596254108 +ve
sum.mul.rbf.lengthscale 143.56771681920722 +ve
Gaussian_noise.variance 6.645775516597188e-43 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Optimise hyperparameters 5 times to get a good estimate \n", + "m.optimize_restarts(5, robust=True) # We could do this more times, but it can be quite time consuming\n", + "\n", + "# Get the moments of our model fit\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Set up plot environment\n", + "plt.figure(figsize=(14,8))\n", + "\n", + "# Plot our optimised GP and training/test points\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "# Preview model parameters\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see from the output of the optimiser that there are a number of different minima in the negative log-likelihood (corresponding to maxima in the likelihood), implying that there are several modes. However, it's possible to get a good fit of the function with a GP with great predictive power. You might try allowing the optimiser to run for more iterations when you have more time.\n", + "\n", + "We can also look at the effects of each kernel on the GP model, which will show the features that it represents in the fit. For example, we expect the `Bias` to capture the offset, and the `Exponential` kernel to extract most of the non-linearity (that's not explained by the periodicity). We can view the effects of each of the components and the combination of them to see how they deconstruct the training data. This shows what features are being learned by which kernel." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Setup figure environment (4x2 grid)\n", + "plt.figure(figsize=(18,18))\n", + "\n", + "# Show Bias kernel effect\n", + "plt.subplot(421)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Bias\")\n", + "\n", + "# Show Linear kernel effect\n", + "plt.subplot(423)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Linear\")\n", + "\n", + "# Show combination of Bias and Linear kernels\n", + "plt.subplot(424)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.linear + m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.plot(X, Y, \".b\", ms=1.)\n", + "plt.title(\"Linear + Bias\")\n", + "\n", + "# Show modulated Periodic x RBF kernel\n", + "plt.subplot(425)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Periodic x RBF\")\n", + "\n", + "# Show combination of Periodic, Bias and Linear kernels\n", + "plt.subplot(426)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.mul + m.sum.linear + m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.plot(X, Y, \".b\", ms=1.)\n", + "plt.title(\"(Periodic x RBF) + Linear + Bias\")\n", + "\n", + "# Show Exponential kernel effect\n", + "plt.subplot(427)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential)\n", + "plot_gp(X, mean, Cov)\n", + "plt.title(\"Exponential\")\n", + "\n", + "# Show combination of Periodic, Bias, Linear and Exponential kernel (this is our full GP fit !)\n", + "plt.subplot(428)\n", + "mean, Cov = m.predict_noiseless(X, kern=m.sum.Exponential + m.sum.mul + m.sum.linear + m.sum.bias)\n", + "plot_gp(X, mean, Cov)\n", + "plt.plot(X, Y, \".b\", ms=1.)\n", + "plt.title(\"Exponential + (Periodic x RBF) + Linear + Bias\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's clear that while our final fit is very good, some of the kernel effects are not as clear cut as we expected. For example, much of the upward trend is captured by the periodic combination, likely due to its ability to vary non-linearly. However, we can see that, for example, the `Exponential` kernel has a clear purpose in adjusting the GP fit to the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 7\n", + "\n", + "What improvements might be made to the GP model, for example in terms combinations of kernels and parameters, to get a better fit, especially for the prediction of our testing data?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> How clear the differing effects of the kernels are is dependent on the random seed, and the number of optimisation restarts of the hyperparameters. However something that can be observed is that trying to embed the linear trend in the covariance function with a nonlinear periodic function is largely redundant as the periodic*rbf kernel is clearly capturing most of the upward trend. We might play around with smoother non-linear kernels, for example adding a higher order Matern than exponential (3/2 or 5/2). We can also make use of kernels not shown in this lab, such as the periodic Matern kernels.\n", + ">\n", + "> Another option is to embed our linear trend in the mean function of our GP prior. While this is not especially common in machine learning, if we have reliable prior assumptions of the model, we can embed this explicitly. Putting a prior over the parameters of the linear mean function would keep the Bayesian approach to learning the model, but would allow us to fit periodicity to the data independent(ish) of the linear mapping." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization restart 1/20, f = 368.54580389670633\n", + "Optimization restart 2/20, f = 142.89556915664892\n", + "Optimization restart 3/20, f = 583.9150596946627\n", + "Optimization restart 4/20, f = 354.2131443134545\n", + "Optimization restart 5/20, f = 156.3345015245431\n", + "Optimization restart 6/20, f = 171.4447572581057\n", + "Optimization restart 7/20, f = 629.764260387552\n", + "Optimization restart 8/20, f = 149.03779403163233\n", + "Optimization restart 9/20, f = 619.8062633723202\n", + "Optimization restart 10/20, f = 633.7410439292254\n", + "Optimization restart 11/20, f = 201.75335122528176\n", + "Optimization restart 12/20, f = 527.8424379418116\n", + "Optimization restart 13/20, f = 207.325121527968\n", + "Optimization restart 14/20, f = 514.078825045191\n", + "Optimization restart 15/20, f = 291.32329435849755\n", + "Optimization restart 16/20, f = 620.7848810973366\n", + "Optimization restart 17/20, f = 513.66872839669\n", + "Optimization restart 18/20, f = 500.4185525845786\n", + "Optimization restart 19/20, f = 140.93454043417375\n", + "Optimization restart 20/20, f = 576.5665286475988\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 140.93454043417375
\n", + "Number of Parameters: 10
\n", + "Number of Optimization Parameters: 10
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraints priors
mapping.linmap.A [1.28349838] +ve Ga(4.5, 1.5)
mapping.constmap.C -2182.04222877059 N(-2e+03, 1e+03)
sum.Exponential.variance 1.161770921910261 +ve
sum.Exponential.lengthscale 7.13778299069871 +ve
sum.mul.std_periodic.variance 15.940556069926759 +ve
sum.mul.std_periodic.period 0.9991518861471624 +ve
sum.mul.std_periodic.lengthscale1.9114080643322096 +ve
sum.mul.rbf.variance 12.396630432956968 +ve
sum.mul.rbf.lengthscale 53.205116668683814 +ve
Gaussian_noise.variance 0.0368205781668653 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mean_func = GPy.mappings.Additive(GPy.mappings.Linear(1,1), GPy.mappings.Constant(1,1))\n", + "cov_func = GPy.kern.Exponential(1) + GPy.kern.StdPeriodic(1, period=1.)*GPy.kern.RBF(1) # equivalent to k\n", + "\n", + "m = GPy.models.GPRegression(X, Y, mean_function=mean_func, kernel=cov_func)\n", + "\n", + "m.mapping.linmap.set_prior(GPy.priors.Gamma.from_EV(E=3, V=2))\n", + "m.mapping.constmap.set_prior(GPy.priors.Gaussian(mu=-2000., sigma=1000.))\n", + "\n", + "m.Gaussian_noise.variance = 10.\n", + "\n", + "m.optimize_restarts(20, robust=True)\n", + "\n", + "# Get the moments of our model fit\n", + "mean, Cov = m.predict(Xnew)\n", + "# Set up plot environment\n", + "plt.figure(figsize=(14,8))\n", + "# Plot our optimised GP and training/test points\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "# Annotate plot\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "# Preview model parameters\n", + "display(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8. Multiple Inputs\n", + "\n", + "Typically, we will have data that is more than one-dimensional. Gaussian processes regression is scalable in dimension, and everything used above can be used with multiple inputs. The following problem is reasonably straight-forward, a simple extension of the regression problem we've used to 2-dimensional input.\n", + "\n", + "Consider the toy example:\n", + "$$\n", + " f = (x_1, x_2) \\mapsto \\sin(x_1)\\sin(x_2)\n", + "$$\n", + "$$\n", + " y = f(\\mathbf{X}) + \\epsilon, \\quad \\epsilon \\sim \\mathcal{N}(0, \\sigma^2)\n", + "$$\n", + "\n", + "Now, our input space is made up of two coordinates, $(x_1, x_2)$. Suppose we have some random noisy observations of the function, which are 1-dimensional in nature:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Lambda function, f, the unknown function we are trying to predict\n", + "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", + "\n", + "# Our test grid\n", + "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", + "\n", + "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", + "num_measurements = 50\n", + "\n", + "# Random sample locations (2-D)\n", + "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", + "\n", + "# Setup plot enviornment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "plt.subplot(121)\n", + "# Show true function\n", + "plt.contour(Xi, Xj, f(Xi,Xj))\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"$f(x_1,x_2)$\")\n", + "\n", + "plt.subplot(122)\n", + "# Show sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o')\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Sample locations\"); " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our observations then are simply our sample locations propagated through $f$ with some Gaussian noise" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "Y2 = np.array([f(x1,x2) for (x1,x2) in zip(X2[:,0], X2[:,1])])[:,None] + 0.05 * np.random.randn(X2.shape[0], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can fit a Gaussian process over the observations by selecting a 2-D kernel. For example, the `RBF` kernel has a 2-D (really N-D) form, so we can use this as our kernel choice. Here we need to set both the `input_dim` to `2`, and specify the dimensions of the data we want the kernel to act over. In this case, it is the first 2 (of 2) dimensions, which in Python are indexed by `0` and `1`." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 5.090540477545748
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 2
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 0.2302563761896681 +ve
rbf.lengthscale 1.3036698189812201 +ve
Gaussian_noise.variance 0.05 +ve fixed
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create a 2-D RBF kernel active over both input dimensions\n", + "k = GPy.kern.RBF(2, active_dims=[0,1])\n", + "\n", + "# Create a GP Regression model with the sample locations and observations using the RBF kernel\n", + "m = GPy.models.GPRegression(X2, Y2, k)\n", + "\n", + "# Fix the Gaussian noise variance, which we know\n", + "m.Gaussian_noise.variance = 0.05 \n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# Optimise the kernel parameters\n", + "m.optimize()\n", + "\n", + "# We need to augument our test space to be a list of coordinates for input to the GP\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# Predict the mean and covariance of the GP fit at the test locations\n", + "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", + "\n", + "# Setup plot environment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Left plot shows mean of GP fit\n", + "plt.subplot(121)\n", + "\n", + "# Plot mean surface\n", + "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", + "# Show sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", + "\n", + "# Right plot shows the variance of the GP\n", + "plt.subplot(122) \n", + "# Plot variance surface\n", + "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", + "# Show sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", + "\n", + "# Preview GP model parameters\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see here that the fit with the GP is generally good (this is quite a simple example, after all), and that functionally, the setup is almost identical to the 1-D case using `GPy`. We can also observe from the variance surface that we have the most uncertainty where there are no samples, which matches our expectations and the observation of the power of GPs in 1-D.\n", + "\n", + "Notice that in the model preview, we only have a single lengthscale that is based on both dimensions. This is because by default, the RBF kernel is isotropic, which in our case is fine. However, in reality, it is often desirable to have different parameters corresponding to different dimensions. There are two approaches to doing this in `GPy`. The first is to enable different anisotropy within the kernel itself, by using the `ARD` keyword, e.g.\n", + "```\n", + "k = GPy.kern.RBF(2, ARD=True)\n", + "```\n", + "\n", + "Alternatively, we can use kernel composition to create two kernels acting seperately on different dimensions. An alternative construction of the anisotropic RBF is to construct a kernel from two 1-D `RBF` kernels active on $x_1$ and $x_2$ respectively:\n", + "```\n", + "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.RBF(1, active_dims=[1])\n", + "```\n", + "\n", + "We can also use this construction to allow for different covariance assumptions in different dimensions. In the following example, we use an RBF to model $x_1$ and a Matérn 3/2 kernel for $x_2$:\n", + "```\n", + "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 7.681762961305894
\n", + "Number of Parameters: 5
\n", + "Number of Optimization Parameters: 4
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
mul.rbf.variance 0.4583735728075391 +ve
mul.rbf.lengthscale 1.283642817320827 +ve
mul.Mat32.variance 0.45837357280753904 +ve
mul.Mat32.lengthscale 1.5304496023211007 +ve
Gaussian_noise.variance 0.05 +ve fixed
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Construct a 2-D kernel with two 1-D kernels: RBF and Matern32\n", + "k = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.Matern32(1, active_dims=[1])\n", + "\n", + "# Create a GP regression model with our 2-D composite kernel\n", + "m = GPy.models.GPRegression(X2, Y2, k)\n", + "\n", + "# Fix the Gaussian noise variance \n", + "m.Gaussian_noise.variance = 0.05 \n", + "m.Gaussian_noise.variance.fix()\n", + "\n", + "# Optimise the kernel parameters\n", + "m.optimize()\n", + "\n", + "# Change our input grid to list of coordinates\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T\n", + "\n", + "# Predict the mean and covariance function\n", + "mean2, Cov2 = m.predict_noiseless(Xnew2, full_cov=False)\n", + "\n", + "# Setup figure environment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Plot mean on left\n", + "plt.subplot(121) \n", + "\n", + "# Plot mean surface\n", + "plt.contour(Xi, Xj, mean2.reshape(Xi.shape))\n", + "# Plot sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Mean of GP fit\"), plt.colorbar()\n", + " \n", + "# Show variance on right\n", + "plt.subplot(122)\n", + "\n", + "# Plot variance surface\n", + "plt.pcolor(Xi, Xj, Cov2.reshape(Xi.shape))\n", + "# Plot sample locations\n", + "plt.plot(X2[:,0],X2[:,1],'o'), plt.axis(\"square\")\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Variance of GP fit\"), plt.colorbar()\n", + "\n", + "# Preview model parameters\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Footnote\n", + "\n", + "Using Gaussian processes for machine learning gives you a powerful tool for learning latent functions in a Bayesian fashion, especially with a low number of observations. However, full GP regression can be quite time consuming, given it scales $\\mathscr{O}(n^3)$ with the number of training points, $n$. There are methods for dealing with this: for example, sparse approximation or representing the regression problem as a state-space model. Each of these comes with their own assumptions and drawbacks. In tomorrow's session, there will be a lecture on computational efficiency in GPs and the next lab will have examples of some of these approaches.\n", + "\n", + "When using GPs in a computational setting, there are a wide range of tools that can be used depending on your preference of programming language and libraries. `GPy`, the library we use in these labs, is a well established Python library that was developed here at the University of Sheffield, and is maintained by members here and at Amazon Research Cambridge. Some other libraries that are commonly used for Gaussian processes include:\n", + "\n", + "| Name | Language | Comments |\n", + "|---------|-----------|----------|\n", + "| `GPy` | Python | One of the earliest Python frameworks for Gaussian processes |\n", + "| `GPML` | MATLAB | Examples and code used in Rasmussen & Williams GPML book |\n", + "| `GPstuff` | MATLAB, Octave, R | A MATLAB library with a wide arrange of inference methods, including HMC |\n", + "| `GPflow` | Python | GP library built on `TensorFlow`, similar notation to `GPy` |\n", + "| `GPyTorch` | Python | GP library built on `PyTorch` |\n", + "| `Stan` | R, Python, others | Probabilistic programming using MCMC that can be easily be used to model GPs |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Credit\n", + "\n", + "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/). Additional writing and feedback was provided by Maria Skoularidou and Chunchao Ma." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2019/.answers/lab_1_extra.ipynb b/2019/.answers/lab_1_extra.ipynb new file mode 100644 index 0000000..5dfebd4 --- /dev/null +++ b/2019/.answers/lab_1_extra.ipynb @@ -0,0 +1,494 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 1 Extra: Uncertainty Propagation\n", + "### Gaussian Process Summer School 2019\n", + "\n", + "This lab is an extension on the work introduced in Lab 1 of the summer school. It is more advanced, and you should make sure you've completed Lab 1 before attempting. It is designed to demonstrate the advantage of using models when we have only a small number of observations of a latent function $f$.\n", + "\n", + "Extra labs are for you to explore in your own time, giving details of other uses of Gaussian processes not covered in the summer school. Answers for extra labs will be made available _after_ the summer school." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Branin Function\n", + "\n", + "For this lab we will focus on the [Branin-Hoo function](https://www.sfu.ca/~ssurjano/branin.html) as our latent function. The Branin-Hoo function in two-dimensions is typically used as an _artificial landscape_, i.e. a test function for optimisation. We will the most common version of the function\n", + "\n", + "$$\n", + " f(\\mathbf{x}) = a(x_2 - bx_1^2 + cx_1 - r)^2 + s(1-t)\\cos(x_1) + s,\n", + "$$\n", + "\n", + "with paremeters defined:\n", + "$$\n", + " a = 1, \\quad b = \\frac{5.1}{4\\pi^2}, \\quad c=\\frac{5}{\\pi}, \\quad r = 6, \\quad s = 10, \\quad t=\\frac{1}{8\\pi}\n", + "$$\n", + "\n", + "We will define the function over the space $\\Omega = [-5, 10] \\times [0, 15]$.\n", + "\n", + "We can create some samples of the function, $N=20$, sampled uniformly over the space:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def f(Xi, Xj): # Define Branin function\n", + " a, b, c, r, s, t = 1., 5.1/(4*np.pi**2), 5/np.pi, 6., 10., 1./(8*np.pi)\n", + " f_ = lambda x1,x2: \\\n", + " a*(x2 - b*x1**2 + c*x1 - r)**2 + s*(1-t)*np.cos(x1) + s\n", + " return np.reshape([f_(x1, x2) for (x1, x2) in zip(Xi[:], Xj[:])], Xi.shape)\n", + " \n", + "# Define the function space\n", + "Xi, Xj = np.meshgrid(np.linspace(-5., 10., 50), np.linspace(0., 15., 50))\n", + "\n", + "# We will also define some samples\n", + "Xsi, Xsj = np.meshgrid(np.linspace(-4.5, 9.5, 5), np.linspace(0.5, 14.5, 4))\n", + "X = np.vstack((Xsi.ravel(), Xsj.ravel())).T\n", + "# Our observations\n", + "y = f(Xsi, Xsj).ravel()[:, None]\n", + "\n", + "# Plot the Branin function\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "plt.contourf(Xi, Xj, f(Xi, Xj), levels=np.linspace(0, 300, 20))\n", + "plt.plot(X[:,0], X[:,1], 'wo')\n", + "\n", + "plt.xlabel('$x_1$'), plt.ylabel('$x_2$'), plt.title(\"2-D Branin-Hoo function\")\n", + "plt.legend(labels=[\"sample locations\"])\n", + "plt.axis('square'), plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "Using `GPy`, fit a GP that is the product of two kernels over the two different inputs. Compare this fit to that of a GP with an isotropic RBF kernel." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 65.96007391289652
\n", + "Number of Parameters: 5
\n", + "Number of Optimization Parameters: 5
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
mul.rbf.variance 15308.189387215683 +ve
mul.rbf.lengthscale 23.192541106085837 +ve
mul.rbf_1.variance 15308.190782336731 +ve
mul.rbf_1.lengthscale 146.98147501349206 +ve
Gaussian_noise.variance5.562684646268137e-309 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAHSCAYAAAAUvDo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3de7QcZ3nn+++jvbd8kyzLNmaI7YlhwjWOEYzgOMOEBHOJhzAGchu8CDgDxCtzgBgODOB4ApNJMotghksWZ4Xl2IY4eMyZAE4yXGL7cEi8Mss4EbZsZOQAQwALG4RtIUu2kbak5/zR1ai11b27uqvqvdXvs5aW9u7dXfV2VXXVr5/3rSpzd0RERERytyZ2A0RERETaoFAjIiIiRVCoERERkSIo1IiIiEgRFGpERESkCAo1IiIiUoTFkDNba8f6cWtOCDlLWAj6FgcWF4LNyhcsu2kfanm63vLibmt63uJXhlbf45p2L+NgC91dFmJhzaHOpj3J4kL4eebowMH2vxMfPDT/NP3gDPuVQ/WeawfHP77v3h33u/tj6s8wnBc871h/4MH2t+Gtdy7f4O7ntz7hlgU94h+35gTOPfYXQs6SNaecHHR+Q75xfZD5LG88rtvpb1jqZLr7NrSbRPavbzco7W9p9S2va2c6AAdObG9HdXDdhL31nJbW7W91eqM2rH+0s2mv5rQT9kaZb+p2PtziRr3C7j3z7c+W966d6fkLe6fvfxYfmhywvvY7/9e3ZpphQA88eIgvfO6xrU934+k7Tm19oh1Q91PmlnZ1u8Nf2r3cyXSP2d3uQXXtnjQvIrnU4nFxtZ3srOrs1GexvHftzAeWunbvOW7ug10TOx9e1+kBPDddL4+UAo3kS6FGpuoq2LStzWCzdk9rk+pNsIHZDzCziBFs4PDBvK8BJ8R7j7VuJ2nzcyZhac11xHa1eFScoutqTVfartaAgs2sFGxm07dwE+K9NlmnqtLISgo1hVA3VDcUbObTdbBJJdyUGHBCvbem67GrQKMqTd609joUsloTQi7Bpu3xNX0JNjmNs4E0wg2UEXBCv4em663L7UryplBTkFy7obqgYDOf3Ko2EL9LatRoOEg95MRqZ4z11WaVps3Pr7QvwkVcJGdLu5c7Oc37mN0HWz/Ne+0eb/VU77V72jvVe2lve6d7Lz60ptXTvRf2LrR+yvfy3rWdnvY9PFDGOv17knGBIdap4imErDYCjcbRyGoUajpmu/YEu2YNDKo1XV+7ps/Bpk0KNu3bvee45ILNSiGCTgoBZqUYgWYWqtKUQaGmQCGCTVdSDzZtVmugn8EGur1YX6pVm9WkGELaFCvQqErTPxpTE0BpA4ah22vX9OmMKOjfGBsIM9AzlYHEfZfDOtAZT+XQmixUiEHDuVyUD9IeOAwKNl1SuImjzeWeQpVGXU95UKiRRnI5zRvSDzZtyinYKNyUp83l3HWgUZWmLFqbgcTogsr9FO++BZu2vwnmEmwg7HVHFGy603ZwTOV6NKrS5EOhpnC5d0Mp2DTTRbDJvTsKVLXpQtvLc97tQVWaftMaDajEAcNDOY2vAQWbpkrojoLD4UYBZ35dLL8QgaYuVWnyolDTA+qGCkPBpj0xuh0UbmbXxfIKte5VpSmT1mpgqtbMJ4duqLYp2MQZT6FwM11Xy6jJOleVRkChpjdCVWv6HmxSPtUb8gw2Cjfp6HKZhAw0qtK0y8zONLMvmNl2M7vLzC6pHt9kZl80s61mtsXMnr3idc8ys4Nm9stjpnm8mX3GzO6upvnuOm3Rmo0gVrVGwWY8BZvmur5ya8yzYDTupp8BT1WamRwA3uLuTwXOBV5vZk8D3gP8rrtvAt5Z/Q6AmS0AfwjcsMp03+vuTwGeATzHzP7NtIYo1IigYNOGLs+MgrhVm6G+HdxDvV9VafLm7ve5+23Vz3uA7cDpgAMnVk/bANw78rI3Ap8Edk6Y5iPu/oXq5/3AbcAZ09qitdszqtZMpmDTjpKrNkOlV29ChpnUxtFIM2Z2FoPKyq3Am4DLzewe4L3ApdVzTgdeDny45jRPAv4t8Plpz9UNLSMJfffuUaFueNnV3byhmxtfQvt39U75BpjQ/k0wh7q4GeaoEDfGrGv04J/TTTRXCh3QmobTeQJN3SCfc9fTD9342oFOwt6pZrZl5Pcr3P2K0SeY2ToG1Zc3uftDZvb7wJvd/ZNm9qvAVcALgA8Ab3f3g2ar72/NbBG4Dvgjd//GtEYq1Eincgw2bcsh2ACth5uugw0MDowpBJuhlcEg9ZATq9IUo9qmbqfG7nf3zZP+aGZLDALNte7+qerhi4BLqp//HLiy+nkz8PEq0JwKvNjMDrj7X4yZ9BXA19z9A3UaOXUtm9nVZrbTzLaN+dtbzczN7NQ6M5MjxTy9O/dr1wzlMHB4MM12p9fFN8kcx9lAGmNtJhntpkqlqyp2e9pYV11uUzlXaWKxQTq5Ctju7u8b+dO9wM9WP58HfA3A3R/v7me5+1nAJ4D/c1ygqSo9Gxh0Y9VSp1LzUeBDwDUrZnYm8ELg23VnJmkpoRsKuqnYtN0NNZhm2hUbyLc7CtLqkppkXJDoqpqTSogaFSvQqErTuecArwK+bGZbq8d+G/gN4INVF9IPgYunTcjMtrr7JjM7A7gMuBu4rarqfMjdr1zt9VNDjbvfXA38Wen9wNuAv5w2DZks5tiakLoONl1QsGlXiGAD6XVJTZNi+OhCrGraLIGmTpWm7aprCdz974BJO8t/OeW1v77i903V/ztWmeZEc8VXM7sA+I673zHP6yUdIbuhdEbUcJrtTi+XrigId7ZKyl1SfdTWutDZTjLNzHsuMzueQUnonTWff3F1JcEt+33frLPrhdi3TtD4mtUp2LQrxDibIYWb+GIGGlVp+meevda/AB4P3GFm32RwMZzbzOyfjXuyu1/h7pvdffNaO2b+lkoRur6bd07Bpm05BRsI+61bwSa8NgOlKjRS18x7LHf/srufNjJyeQfwTHf/buuta2jNKSfHbkJtfarWKNgMp9fq5AAFm9WoahNOm8t53m2k7SqN5KHOKd3XAbcATzazHWb22u6bJTEo2ISnYBO2OwoUbrrU9rINEWjqUtdTHuqc/XThlL+f1Vprei6FM6FCneYNOiPq8DTbPSMK8joraijU2VFDOZwCnpNcg6KqNGXRyftSrFy6oQbTbH2SnVVsSumOGlLlprkulp+qNDIPhZrExB5bA+qGqqPPwQbK6o4aUriZXVfLLNT6V5WmPAo1MpaCzXQKNt3uPmKd8aJwM12Xy6jJeleVRooNNTmd+bRSCtWa0BRsRqfZ+iQVbOYwPHAr4BzW9fIIGWhUpSlTsaFGmgt9UT4Fm9Fptj7JrINN7OuU9D3chHj/sdexlEGhJlGpVGtKudpw1xRsut+VpHDQ62P1JsR7bbpuu6rSqOspPwo1MpXG19SjYNPtmVGQRtVmqORwEzK8hQ40UrYit4acx9OMSqVaE1rOwaYLOQUb6E/VZqik6k3o9xEj0KhKU7YiQ01JUgk2Gl9TT1f3iFKwOVpKVZuh0YCTS8iJ1d7U1p2UQaFGalOwqUfBZiBUt0DKB8cUQ04KbWpjnalKI+NMvU1CbkrpehqVwu0ThkLeRiGEY3YfZN+G9g+KXdxOYTDdbm6pAO3fVgG6v7XC0PAgGfI2C/MYFyK6vE1DKkFqVOqBRvJWXKiRsoS4P5SCzUAX94uCwwegUOEm9WCzUt3gMRp+UgwrdaRcVZMyFBVqSqzSDPW5WqNgM266eQUbUNWmqVyDzFBbgabrKk3uXU/7fZFv7H9MB1P+VgfTbJ/G1MhcShtf06WcxthAGeNsIM2BxH0VM9BIvxSzhZRcpRlK5UyoodKCTW7XsBlMt5PJFhNsQOEmttjLvk9VGikk1PQh0AylFmxCU7AZN91OJtt5sIkRbiSctsNkKoODu/ocSzuKCDUST4m3UVCwOazrM0ZUtSlT28s4xHaiKk0Zsg81farSDKVWrSmtGwoUbEaVFmxA4aYrXSzXebcPVWn6KftQI2lQsJmNgs2RYnRHgcJNm7pYjqG2CVVpypF1qOljlWYotWpNDAo2k6bbyWSDXLws1tktCjfNpBZoVKXpr2xDTZ8DzVBqwSbG+BoFm0nT7WSyLO0tsztqSOFmNikur1m3T1VpypJdqFlzyskKNAkrNdjkqMuddandUUMpHqxT0vXy0fVoZF5ZbTkKM0dLrVoDZQabHKs1g2l3Numiu6OGFG6O1vXyCNntVPfzoa6nfGQRalSdWZ2CTRgKNkfrQ7CBw+GmzwEnxPtPYV1L3pLeghRmZBYaX7PatDubdLBgk8oBr2/hJtT7bbp+VaURSDTUKMzMTtWaap4KNqtMu7NJBwk2kNY3+dKrNyHfW+hAI+VKZg8xDDIKM/NTsKnmqWCzyrQ7m3TQYJNSuIFyAk6M9xFjXapKU66oewYFmX5QsJldzsGmj1WbUbkFnJjtbWMdqkojowLfeGVRQaZjKVZrQMFmHrkGG+h31WbUaGBIKeSk0KZYgUbXpSlbunsDmZuCzcg8FWxWmXZnkwbCfoNOOdiMWhlyQoSKGPOcJof1pa6nPC3GboBICY7ZfZB9G7o5WKzd4+xfbx1NG/av72TSwCDYLK/rbvqjhgfKAyceCjPDltQJGQfXjQ/OKQSUWbUVaFSlkXHSj8syF1VrRuYZ6IrDqtiMF3rMQw5VgFmNq7Yo0HRHVZrZmNmZZvYFM9tuZneZ2SXV4//ZzL5jZlurfy+uHn+hmX3JzL5c/X/eKtN+o5n9YzXd90xriyo1BbNde/CNHX4Nn9PSrkdZ3nhc2HnuXmZ5w1LQebYt94oNqGrTZ7EDjao0nToAvMXdbzOz9cCXzOym6m/vd/f3rnj+/cC/dfd7zexs4Abg9JUTNbPnAS8FznH3fWZ22rSGlPeVRo6gis3IPDMfXwN5V2wgTtWmxMpNbmKvAwWabrn7fe5+W/XzHmA7Y0LKyPNvd/d7q1/vAo41s2PGPPU/AO92933V63ZOa4s+7RKNgs18FGxmF/ug2mdtLvsQ2466npoxs7OAZwC3Vg+9wczuNLOrzWzjmJf8EnD7MLis8CTgZ8zsVjP7WzN71rT5q/upB1LthoJyu6K6HDgMeXdFQdgBxEPqkgqr7SCpbqd6fnhoia/ve2wXkz7VzLaM/H6Fu18x+gQzWwd8EniTuz9kZn8M/B7g1f//DXjNyPN/EvhD4EUT5rkIbATOBZ4F/A8ze4K7T0yeCjU9kXKwiUHBZtq0B/+XNM5mSOGme7lWxlSlWdX97r550h/NbIlBoLnW3T8F4O7fG/n7nwCfHvn9DOB64NXu/r8nTHYH8KkqxPy9mR0CTgW+P6kdeW55UpRYd/RWV1Sd6Xc6eSDeFWE13qYbXSxTVWnSZmYGXAVsd/f3jTz+uJGnvRzYVj1+EvAZ4FJ3/1+rTPovgPOq1zwJWMtgkPFE+kT3SKqDhiFesAlBwWa6mJe6V7BpR1chMdS2Ufdz1PXnOVPPAV4FnLfi9O33VKdt3wk8D3hz9fw3AD8B/M7I808DMLMrzWxYEboaeIKZbQM+Dly0WtcTqPupd1Luhip1fA3k3RU1mH6Z42yG1CXVTFfBsEmgUZUmHHf/O2DcDuizE57/+8DvT/jb60Z+3g/82ixt0VeUHlLFZsU8C7g4H5RTsYldtVHlZjYlBBpVacqhT29PKdismKeCTc3pdzr5H4l952WFm+m0jCRF2iIlSQo281Owac/wwK2D92EhlkeKVRrJgz6pPZZytQYUbJooKdikEG5AlYlQ7z+V9b2Sup7y0N9PqADpB5sYFGzqTr/TyR8hpQNd38JNyPfbdD2rSiP9+WTKRCkHm5KvYQMKNrNIKdhA+V1Tod9baut3lKo0+Sjz0ygzU7AZM18Fm5rT72d31KiSAk6M99HGOlWVRkChRjJRerDpWogdeJ+rNqNyDDgx2xwj0Ei58vnUSedSrtZA2cEmRHm7xGCTcriBI8NCaiEnhXalvv5AXU+5mbo1V7cL31ldpnj42OVmdnd1O/Hrq/s4SAEUbOJRsJlPDgfGoZghJ7WA1dZ6m2d7U9dTueps2R8Fzl/x2E3A2e5+DvBV4NKW2yURKdiMmWch42ug3GCTU7gZWhk02godbU+vbTEDzSxUpcnP1Hs/ufvNZnbWisduHPn1i8Avt9ssiS3le0SB7hPVVNf3ihrMo/v7Ra0U8/5RbUstiLQldvhUlaZsbXxqXgN8roXpSGJUsRkzT1VsZpyHqjZyWJvrRYODZZxGocbMLgMOANeu8pyLzWyLmW3Zf6jc8RDSHwo288wnyGyOoGCTlhQCzSzbu7qe8jR3qDGzi4CXAK9094lbirtf4e6b3X3z2jVhuwukOVVrJsxXwWaO+QSZzRFUtUmD1oGEMleoMbPzgbcDF7j7I+02SVKjYDNhvgo2c8wnyGyOonATT9vLXVUaWU2dU7qvA24BnmxmO8zstcCHgPXATWa21cw+3HE7JTIFmwnzVbCZYz5BZjOWgk1YOQYayVuds58uHPPwVR20RRKnM6ImzFdnRc0xn8H/oc+OgsMH2lLOkkqVAqTEMDXUiIxSsJkwXwWbOecVJ9iAwk1Xugozoao0uXc97fdFvvXoKbGbEU2ZF0KQTqkrasJ81RU157yCzWosjbdpT2qBRvpHoUbmomAzYb6FBZs+jLMZUrBpJsVA07cqjSjUSAMKNhPmW1CwgbADiGOHG1VtZqdlJilRqJFGFGziKi3YDOYVbFYT6UBdT9fLSFUamZVCjRSv5NspgIJNl4bhRgHnSCGWSSrbwEohP9syO4UaaSz1ak0sCjZN55XWgU3hJtwyaLreVaXpL4UaaUXqwab08TVQZrAZzC/o7Kbqa7gJ9Z5TW9+jVKVJn0KNtEbBZsJ8FWxamF/Q2dXSl3CT2/vU1YP7TaFGWqVgM2G+CjYtzC/o7GorddxNjPcUYx2r66ksCjXSOgWbCfNVsGlhfumGG8g/4MRsfxvrtcvtUV1PeVCokU4o2EyYr4JNS/MMPsuZ5RJwUmhnrECjKk15FGqkMwo2E+arYNPSPPMIN3BkcEgl5KTSllzWoeRBN7SUTukGmBPmG+gGmBDmJphwONiEuhnm4fnGuynmvMaFia5urJlCcJmkrUDTdZVGXU/5UKiRzinYTJhvgcEGwt7l+/A8B//nFm5G1Qkfw+CTclCpSxUa6ULY7qfFMDtVSY+6oibMt8CuKIh3Wm3pB8pUuoyaanM9qUojo4KPqfGN65P+1i7dUbCZMF8Fm5bnG2W2UlPsQCNlizZQWMGmnxRsJsxXwabl+SrcpEjrRLoW9ewnBZt+UrCZMF8Fmw7mrQNpKtpeD/NuV+p6Klv0U7rVHdVPCjYT5qtg09H8o86+91IJNNINMzvTzL5gZtvN7C4zu6R6/HIzu9vM7jSz683spOrxU6rn7zWzD60y3V+ppnfIzDbXaUv0UDOkYNM/CjYT5ltwsFHVpn9SWua62F5nDgBvcfenAucCrzezpwE3AWe7+znAV4FLq+f/EPgd4K1TprsN+EXg5roNSSbUgKo2faRgM2G+hQYbiP8tO6WDbOm6WNahth91PdXn7ve5+23Vz3uA7cDp7n6jux+onvZF4IzqOQ+7+98xCDerTXe7u//jLG1JKtQMKdj0S+rBJhYFmy7nr3DTtdQCjao0jZ1qZltG/l087klmdhbwDODWFX96DfC5bpuY8MX3fON6Hex6JOUL9MW6OB+Ue4E+iHORvqPbMPg/54v2pSj3wJhzlWb/oQXueeSkLiZ9v7uvOq7FzNYBnwTe5O4PjTx+GYMuqmu7aNioJCs1Q6ke5KQbKYfYWN1QoIpNCKrctKPL5agqTdrMbIlBoLnW3T818vhFwEuAV7p75x/4pEMNaJxN3yjYTJh34cEmpXAj8+ly2aWyfch4ZmbAVcB2d3/fyOPnA28HLnD3R0K0JflQM6Rg0x8KNhPmXXCwgXQOXKrazC7l5TXrtpxz11NEzwFeBZxnZlurfy8GPgSsB26qHvvw8AVm9k3gfcCvm9mO6mwpzOzK4enbZvZyM9sB/DTwGTO7YVpDkh1TM47G2fSHxtjEF3qMDaQxzmZI422mCxFmUgm7Mll1JtO4D+5nV3nNWRMef93Iz9cD18/SlmwqNUOpHuikfSkH2D6c6g39rtgMqXIzXg6BRlWa/sku1ICCTZ8o2IyZb0+CjcJNmkIth9TWv+Qhy1ADCjZ9omAzZr4Rgo2qNgPDg3rfAk5u71lnPPVTtqEGFGz6RMFmzHwjlMoVbI6U24F+HjHeY4x1rq6nMmQdakDBpk8UbMbMt0fBJodwU1rAifF+2ljPXW6jMc+AlOmyDzWgYNMnCjZj5tuTYANpV22Gcg83MQNarECjKk05igg1oGDTJwo2Y+arYJOc3Ko3ObVVZJJiQg0o2PSJgs2Y+SrYJGs04KQUHFJqU+rdTqCupxwUFWpAwaZPFGzGzLdnwSa3cDMUK+SkG67irUd1PZUlqysK16UrD/eHrjw8Zr4B7+w9FOPqw0MpXYV4XqsFjHmuaJxSYJmmrUCjU7gFCg01oGDTJwo2Y+bbw2ADZB9uxskpoMwqdqVtliqNup7yUFz306hUD3TSvpQDrLqiwol9kJT62lxXsbc7SUfRoQYUbPpEwWbMfBVsJEEprCONpSlT8aFG+kXBZsx8IwWbmOEm50HEpWt7vYTYztT1lI9ehBpVa/pFwWbMfCN9K1XVRkblGGgkL70INaBg0zcKNmPm2+Ngo3ATX0rrQF1P5epNqAEFm75JOdjE0tdgA2kdVKW5UNuUup7y0qtQAwo2fZNqsIm5o+x7sFG4CS+lZa4qTdmKvU6NyFCq17GJdQ0biHMdG4h7LZtRJVywLxddBJoUAnKqDhxcw86H18VuRjS9q9SAqjV9pIrNmHn3uGIDqtp0ravlG3L7UddTfnoZakDBpo8UbMbMu+fBBhRuupDq8lTXU/mmhhozu9rMdprZtpHHTjazm8zsa9X/G7ttZjcUbPpHwWbMvCMGG4Wb8nS5DFPaXiRNdSo1HwXOX/HYO4DPu/sTgc9Xv0/lC+rDlvgUbMbMO+I32NQOVAo280t52c26javrKU9TQ4273ww8uOLhlwJ/Wv38p8DL6s4w1sDISVSt6ScFmzHzVrD5EVVtZhNieaW2jUia5h1T81h3vw+g+v+09poUnoJNPynYjJm3gs0RFG6mC7F8mm4bGkvTH50PFDazi81si5lt2b/8MJBetUb6y3btSTLcKNikReFmvFKXibqe8jVvqPmemT0OoPp/56QnuvsV7r7Z3TevXTrhR4+nFmxUrek3BZsV81awGUvhZiDkclCVRmYxb6j5K+Ci6ueLgL+cZyIKNpISBZsV844cbBRu0hP6fae8DUia6pzSfR1wC/BkM9thZq8F3g280My+Bryw+n0uCjaSEgWbFfOO/C039YNan8JN6PfZxrqfZ/tV11Pept4mwd0vnPCn57fViOWNx2lDkmSkeFuFPt5SYSiVWyusZvSAX9rtF/oS2qQMyVxROKWKTWoHNAlPFZsV81bFprZSqjcx34eqNDKvZEINKNhIWhRsVsx797LG2cxgGApyCjgptDmndSzpSSrUQFrBRkTBZsz8VbWZWQphYTUpt20esbdRiSe5UAPpBBtVawQUbMbOX8FmbqMBJ2aQSKENK8Vcr7E/U9KOqQOFRUSDh8fOXwOIWzEuVLQ92Dil4DJJW4EmduCWuJINNamcEeUb1yf5TV3CU7AZM/8Egg1QRLgZlUMIaVPsylsKxxppR5LdT0PqhpLUpBhwY++QU/hmHPugKGkIsS2muA9IgZldbWY7zWzbyGObzOyLZra1ul3Ss6vHN5rZ9WZ2p5n9vZmdPWGaHzWzf6pev9XMNk1rR9KhBtIJNiJDKe7UFGwUbHKl9VaMjwLnr3jsPcDvuvsm4J3V7wC/DWx193OAVwMfXGW6/9HdN1X/tk5rRPKhBtIINqrWyCgFmzHzTyTY6CCZjxTWVezPTSnc/WbgwZUPAydWP28A7q1+fhrw+ep1dwNnmdlj22hHFqFGJEUKNmPmn0CwgTQOlrK6tteRup6S9CbgcjO7B3gvcGn1+B3ALwJUXVI/DpwxYRp/UHVTvd/Mjpk2w2xCjao1kqIUd3IKNgOq2qQrx0AjnFqNixn+u7jGa/4D8GZ3PxN4M3BV9fi7gY1mthV4I3A7cGDM6y8FngI8CzgZePu0GSZ79tM4qZwRJTJKZ0WNmX/ks6JGlXLqdylSCpolHk8OHlrD7j2dfPbvd/fNM77mIuCS6uc/B64EcPeHgH8PYGYG/FP17wjufl/14z4z+wjw1mkzzKZSMxS7YpPawUvSoIrNmPkn9O05pQNpn3WxHlLazuQo9wI/W/18HvA1ADM7yczWVo+/Dri5CjpHMLPHVf8b8DJg28rnrJRVpSYVunaNjKOKzZj5J1axgfKuaZOL1ILlrKFf+/zVmdl1wM8x6KbaAbwL+A3gg2a2CPwQGHZZPRW4xswOAl8BXjsync8Cr3P3e4FrzewxgAFbgd+c1o4sQ426oSRVCjZj5p9QsAF1R5VEVZp0uPuFE/70L8c89xbgiROm8+KRn8+btR3ZdT8NqRtKUpXiN7rYXwJSO/hoEHFYWtYSSrahBuIHG5FJFGzGzD+xYAM62IbQ1TJusj2p66lcWYea2FStkdWkuCNMIdikFm5UtelGl8s1tW1I0pF9qFG1RlKmYDOhDQkelBRu2qPlKLFkH2ogbrBRtUamUbCZ0IYEgw3ogNxU18uv6XajrqeyFRFqRFKnHeN4KQcbhZvZaZlJbMWEGlVrJHWpBZsUqjWQbrABHaRnEWJZha7SSH6ChhpfsE6nr/E1kjoFm/FSDzYKN6srdfmk9nmV6Yqp1MSmao3UldqOUsGmHoWbo4VcJqlvH5KG4KGm6yuLqlojOVCwGS+HA5fCzUBuyyCVbVy6FaVSU2qwUbVGZqFgM14OwQb6G25ivO9ctgmJL1r3U0r3ghGJRcFmvBQv0jdJn8JNjPfZxnYwz3ad2mdT6ok6pqbLYKNqjeQitZ1nKsEG8vqGXnK4Kfm9SWmo2rkAACAASURBVFmKHiis8TWSCwWbyXIKNnA4AJQQAmK/j1hVGslX9FBTYjeUqjUyDwWbyXILNkOxQ8G8Umh3zHWe2mdR6oseaqDMbiiReaS2M1WwaUcu1Zsc2iiymiRCTddiBBtVa2ReCjaT5RxshlILOKm1B9pbzyltuxLGYuwGDC1vWCpihyWHHXrgwVrPW3PKyR23RJpa2vVoMlXP4X6ihK7rlUFi34aFKPNNSezjQGpfKmQ2yYQa6DbYLG88Lnhq943re/sBqRtoVj5XAWfAdu1JrtqXUrCBwcGvhGAzalLYmDfspBxeuqYqTT8lFWpAFZvczRJmpr2+7wFHwWa6EoPNOH0JJ9r3N+cHjeW9a2M3I5pejKkZ0tiabjUNNOOmN/zXVylW+lL7BqwDYRnaXI/zbqMpft5kNkmGGp0NlZcQwaPP4SbFHW2KwUbhRkSSDDVQxiBAaV9fw42CTT0KNnnSepO2JBtquhS6WlNyF1SsgNHHcKNgU48OkHlpe32p66nfkg41qtakLYVQ0bdwk+KOV8FG5qX1JG1LOtRAd8FG1ZqyKNjElWqw0UEzXV2smxS3Qwkr+VDTJQ0aLkufqjYKNvUp2Mg0KX6eZD5ZhJpSuqFKqtakHB5SblubUtwRK9hIHarSSFeyCDVQTjeUhNGXqo2CTX3qjkqD1oF0KZtQU4qSqjU56EO4UbCZjQ6q8XS17Jtsb7N+fkrfn+Quq1Cjao3Mq/QdkYLNbBRswtMylxCyCjVQzvianOUaEHJtd10KNrNRd1QZUt7GJLzsQk1XQlZr1AUVT+ndUQo2s1Ow6V6qyzjFz4s0k2WoUbVGmlKwCSuHYJPqgTd3XS7X0NtVyfuNUjQKNWb2ZjO7y8y2mdl1Znbsas8/tGBNZneELoKNqjX9UnLVRsFmPgo27dLylNDmDjVmdjrwW8Bmdz8bWABeMe11+zYszDvLIDRouH8UbMJRsOmPrpdj020pxc+HNNe0+2kROM7MFoHjgXubN6m+3LuhVK1Jh4JNOEu7Hk0+3Kg7qhktO4ll7lDj7t8B3gt8G7gP2O3uN9Z5rao1kqJSu6NSDDaQT9VGB+j6Qi2vGNtOifuGNpnZ1Wa208y2jTz2n83sO2a2tfr34urxV448ttXMDpnZpjHTfLqZ3WJmXzaz/2lmJ05rR5Pup43AS4HHAz8GnGBmvzbmeReb2RYz23Jg38M/erytYJN7tUbSU+LOS8GmGQWb6XJaRql+HjL3UeD8MY+/3903Vf8+C+Du1w4fA14FfNPdt4557ZXAO9z9p4Drgf84rRFNup9eAPyTu3/f3ZeBTwH/auWT3P0Kd9/s7psXjzmhwewmy3nQsLqg0qRgE05OwSanA3dIIZdLLttL37j7zcA8O84Lgesm/O3JwM3VzzcBvzRtYk1CzbeBc83seDMz4PnA9lkmkHo3lPSbgk04OR2oFG6OpGUhU7zBzO6suqc2jvn7v2NyqNkGXFD9/CvAmdNm1mRMza3AJ4DbgC9X07pi1umk3A2lao2UOs4mRTkFG9DBHMIvgza2kXmCfVb7gEPGwt6F1v8Bpw6HklT/Lq7Rmj8G/gWwicHY2/82+kcz+z+AR9x925jXArwGeL2ZfQlYD+yfNsPFGo2ayN3fBbyryTREcnDogQdZc8rJsZvRCtu1J9kgvbTr0awG6g8P6n0c26dQ1zv3u/vmWV7g7t8b/mxmfwJ8esVTXsHkKg3ufjfwour1TwJ+Ydo8k7iisKo1koOsvq1NkWo3FORXsYF+dUn16b1KM2b2uJFfX86gO2n4tzUMupQ+vsrrTxt57n8CPjxtnkmEGkg72ISQ6jdnOZKCTRg5Bhso+4Af+73luk30hZldB9wCPNnMdpjZa4H3VKdj3wk8D3jzyEueC+xw92+smM6VZjasCF1oZl8F7mZwHbyPTGtHo+6nvljeeJw+UPIjw2BTQneUuqK6UVq3VOyg1tb+t/jxNBG5+4VjHr5qlef/DXDumMdfN/LzB4EPztKOZCo1oGpNqgcXGa+UnZ0qNt2JXd1oKvf2S/8kFWog3dO8c/3GKN1SsOle7sEGDoeDXAJCSm2NWaWR/CQXatqiao2EomDTvRKCzVDKASfVdonUlWSoUbVGcqNg072Sgs1QCiEi6ZAVeZ2X8rnukyRDTVtyrdZInkrZASrYhDcaLILdFDLRINOFlLdpaVeyoSbVQcMhqjXqgsqXgk33Sg02K7UVcsYFphzCTF/Ws7Qr6VO6921Y4JjdB2M3Q2QmpZzyrdO905JDEGmLAo3MK9lKTZtUrZEYSqjapF6x0cFPppl3Gy7h89tHyYeaVAcN91nuFYiQStgxphxsQN/qS6P1KU0kH2qgnWCTY7VGyqBg0z0dCGWc1LdbaV8Woaav1AVVDgWb7inY5E/rUJrKJtSoWiO5KyHYpE4HxXyltO70Wc1X0FDjGh4jPZf7zjL1ag2kdXCUeHLYVqV92VRqoJ/VGnVBlUfBpnsKNnnR+pK2BA81+9dbo9enGGxEZqVg0z0dKEX6J0qlpmmwSY2qNTIPBZvu6Vo26eti/TTZNnP/XPZdVt1PQ6rWxKdr1bQj9x1oDsEGVLVJldaLtC1aqFG1RmRAwSYMHUDTovUhXYh676f96421e3yu17ZxX6jlDUvZ3E/FN67P5uAhszv0wINZV79Svk/UqD7eM6pv+r6ftIOw+FCWnTCt6O87F0mMKjZhqEIQX6rrIPfPoCQQapp0Q6U2tkbfAKWp3HeqOQWbVA+spetyueey/Ul3ooeapvp0w8scyvvSnIJNOAo2YWl5S9eSCDWxBw2rWjOfnMeApE7BJhwdaAXy/8zJQBKhBuJ3Q+VC1Zr+yH0nq2Ajo7pexjltb9KdZEJNbKrWSIpyDzY50Tib7mi5SihJhRpVa0SOlnOwyfHbsw7AIvlKKtTElku1Rl1Q/aNgE5aCTXtCLMum21jOny85UnKhRtWavGiwcDg573gVbPpJy1BCSy7UQNyzoVStkZQp2ISlcTbzC7XcctyupDtJhpomVK2R0inYhKdgMxstL4kl2VATsxtKd/CW1CnYhKeqTT0hl1Eb21LOnyU5WrKhphTqgpKu5LwzzjXYgKoQq9GykdiSDjWq1uRBg4XjUbCJQ1Wbo2l5SAqSDjUQ/xYKbdDF+KRLCjbx6EA+EGM55L7tSDeChhoPPIa3D9UadUEJKNjE1PeqTc7vPefPjYyXfKUGVK0RqSPnHXTuwQbyPrjPK9Z7jrm93PDwNdHmLdMFDzX7AxcWVK0RyUMpwaYv4aYv71PykkWlBlStSZ0GC6ch52pNSUoONyW/N5mfmV1tZjvNbNvIY5eb2d1mdqeZXW9mJ4387Rwzu8XM7jKzL5vZsWOm+XvVa7ea2Y1m9mPT2hEl1KhaI9KdnINNCdWaUaUd/FN4P21tIzl/ThL1UeD8FY/dBJzt7ucAXwUuBTCzReBjwG+6+08CPwcsj5nm5e5+jrtvAj4NvHNaI6JVauYJNiVUa7qiLigZlfMOu8Rgk0IYaKKE9yDdcvebgQdXPHajux+ofv0icEb184uAO939jup5D7j7wTHTfGjk1xMAn9aObLqfmkqlWlNyF5SkRcEmLcNgkFs4SKm9sbcLDRJu5DXA56qfnwS4md1gZreZ2dsmvcjM/sDM7gFeScqVGlC1pjQaV5MeBZs05RJucmijHMkOwdLe9v8Bp5rZlpF/F9duk9llwAHg2uqhReBfMwgq/xp4uZk9f9xr3f0ydz+zeu0bps0ry0rNvMGm9GqNuqBkHAWbdKUYbnKtKM0i589ERPe7++aRf1fUeZGZXQS8BHiluw+7j3YAf+vu97v7I8BngWdOmdR/B35p2vyih5rQg4ZF+ijnnXjpwQbSCBKx5z9NH7aD0pjZ+cDbgQuq8DJ0A3COmR1fDRr+WeArY17/xJFfLwDunjbP6KEGwnZDlV6tEZlEwSYPIQNOCmFKymBm1wG3AE82sx1m9lrgQ8B64KbqtOwPA7j7LuB9wD8AW4Hb3P0z1XSuNLPN1WTfbWbbzOxOBoOLL5nWjsW235jE5RvX9+oAIP1hu/b0rot1NGy09UUoxwCjfVr63P3CMQ9ftcrzP8bgtO6Vj79u5Oep3U0rNQo11YV0rgTOZnCq1Wvc/ZZ5prV/Paydcbvdv95Yu2fqGV5H2bdhgWN2H3X2WG3LG5ZY2j3ulHpZc8rJWVcESnfogQezHtDdx2AzlGMYSdG8+yed+ZSHpt1PHwT+2t2fAjwd2N68Sf2hAcMSQ+6hU9/a+0XrW2Yxd6gxsxOB51KVl9x9v7v/oEljchpbI5IzBRsRKVGTSs0TgO8DHzGz26vBPSe01K7kacCw5E7BRkRK0yTULDI4r/yP3f0ZwMPAO1Y+ycwuHl6s5+AjD0+dqKo17YjZBZXzmI2+UbCRlLW9fnPf3mW6JqFmB7DD3W+tfv8EYy6e4+5XDC/Ws3B8vUJOLteuUbVGSqAdvcjqNEg4H3OHGnf/LnCPmT25euj5jLl4Tiiq1hxNA4alD1StKZPWq8yj6dlPbwSurS6Mswn4r82bNJDLfaHaqtaIxJR7tUYHQBGBhqHG3bdWXUvnuPvLqqsEZieFak1pXVAaV5MfBRtJRRfrMvftW+oJepsEn3FuqtY0py4omUXuO34FG5F+S+LeTylQtUZkQMFGYtL6kyaCh5rldbM9X9UakfAUbKQkTbZnnfmUF1VqRpRarYnVBaVxNRKTgk1+tM6kqSihRtUakfTlXq0BHSRF+iZapWbWYBNKCtUakVQo2EgoWk/Shmy6n3Kp1rShpC4oyZ+CjeSshO1X6osaakJ0Q82jSbVGXVBH0riaMpRwYFCwSZfWjbQlm0rNvFStOUzVGuk7HTxlFjrzKT+LsRuwvA6W9tZ//v71sDbAfmnfhgWO2X1wrtcub1hiafdyyy0SievQAw8WUXmzXXsU8BOioNkuOxjmGJmq4is1kG+1RiQ1JXRDgQ6kfVHK9ir1JRFqNLZmwjQK6YIq4du9HFbKgULBJj6tA2lbEqEmBFVrRNqjYCMiKUom1KhaM2Eauh+USKcUbOLQcpcuJBNqoPsL8qlaM6AuKGlDKdUa0AG2RCVtn1JfUqFmVjlUa0RKVtKBQ8EmnByWtU7nzlNyoaa0ao26oKR0CjYyCy1j6VJyoWZWqtbMR11QIuPpoCuSryRDjao1Y6ahao0krKRqDSjYdCXUci1te5T6kgw1s1K1Zj66qqq0qbQDiYKNSH6ChhqfIROoWjNmGqrWSOIUbGQSLUsJoYhKDYSr1kgzGlcjudHBuH905lO+goeaAyceqv3cFKs1sS/G1zZ1QUnbSqvWgIJNUyGXX4nbn9QXpVIzS7CZRR+qNeqCkhyUeGBRsBFJX/LdT6VVa0RdUH2hYCOgZSZhRQs1XXVDpV6tSXHAsLqgROrTQbo+LSsJLflKTQiq1oh0o8RqDehgLZKqqKFG1Zp0qFojXVGw6acYy6fUbU3qU6Wmklu1JvcBwxpX0y+lHmwUbMbTcukfM7vEzLaZ2V1m9qYVf3urmbmZnTrmdc8zs60j/35oZi+btx3RQ42qNSKSMx3Aj5T78tA1amZnZmcDvwE8G3g68BIze2L1tzOBFwLfHvdad/+Cu29y903AecAjwI3ztiV6qMldSdUadUFJl0qt1sDgQJ77wVykgacCX3T3R9z9APC3wMurv70feBvgNabzy8Dn3P2ReRuSRKhJpVoT+tYJfacuqP4pOdhA/lWKpmK+/9K3rQScamZbRv5dPPK3bcBzzewUMzseeDFwppldAHzH3e+oOY9XANc1aeRikxdLM8sblljavRy7GSLSItu1p5dVz74HulTYQVi7p05RZGb3u/vmcX9w9+1m9ofATcBe4A7gAHAZ8KI6EzezxwE/BdzQpJFJVGog72qNuqBE6uvDN+q+HeD79n7laO5+lbs/092fCzwIfBN4PHCHmX0TOAO4zcz+2YRJ/Cpwvbs3+qafTKiB7m6fkDINGJY+UrARKYuZnVb9/8+BXwSucffT3P0sdz8L2AE8092/O2ESF9Kw6wkSCzWzULXmsJxP79a4GilZHwYQp/D++hCSM/BJM/sK8D+B17v7rklPNLPNZnblyO9nAWcyGGDcSHJjag6ceIjFh7LNWnNJbWyNb1yfxI5KynbogQd7E2pLHWdT2n5Cp3PPz91/Zsrfzxr5eQvwupHfvwmc3kY7sk4PqtaI5K1P37BLCwClvR8pQ9hQs6beiOw+jq1pKucBw335ti5SSndUCe9BypR1pQbKqdZowLD0VZ+qNUM5h4LU2t7H7UcmCx5qDq47WOt5qtbMLucBw9JvfTwwpRYO6sixzdIv2VdqQNWarqgLSqRbOXVH5dJO6bcooUbVGhFZqY/VmqHUA0Pq7RMZKqJSA+lVa+bVtFqT84Bhkb4Hm9TCQ4ptGtXn7UXGixZqSq/W6PTu2akLSkAHqlSCRAptCEnXqClDMZUa6LZakxMNGBbJX6xwk0qoEplH1FCTU7VGA4ZFwul7tWZUqJChMCMlKKpSA6rW5E5dUCLjDUNH28Ej1zCj4CvjRA81qtaMl9qAYZHQdNCarI2Ak2uYEVlN4xtamtkCsAX4jru/ZJ5pHFx3kIW97Q2sXV4HS3vrPXf/elirz/VUusmlxNCnm17OS59LkcPaqNRcAmxvYTpT5VqtmVdfqzU6iImIyDwahRozOwP4BeDKpg2p2w1VV0pja0o5vVsDhiUGdUOJSF1NKzUfAN4GBCuh9K1aIyIKNnKktrcHXaOmHHOHGjN7CbDT3b805XkXm9kWM9tycO/Dq05T1ZqjqQtKRESkniaVmucAF5jZN4GPA+eZ2cdWPsndr3D3ze6+eWHdCQ1md5iqNfGoC0piUbVGRKaZ++wnd78UuBTAzH4OeKu7/1rTBsU8E6pr+zYscMzu2atRyxuWWNq9PPd8lzcex9KuR+d+vYiI5GHNQZ/rOFOKoNepsQVvbVpdVGt0Mb60qAtKVlK1RkRW00qocfe/mfcaNePEHFszi5AX40uJuqAkJgWbftP6l9UEv6Lw0rr9rU2rT9Wavg4YFhERqSv6bRImKblaU4JQ1Rp1Qck4+rYuIuNECTV9r9bo9G4REZH2RavU1Ak2qtaIyCSq1ojISsl2P81C1Zo41AUlsSnY9IvWt0wTNdTEqNZ0JZdqjbqgREQO0y0SylJEpQbqV2tKuHVCH6laI5Po27uIDEUPNarWzC6lAcO6Zo2IiKQieqhpU47VGhFpTtUaEYFEQk1J1ZpZacBwfeqCEukvBVepI4lQ06YuqjWz0IBhkTh00BORZEJNytWaVAcMp1StCUXVGhERmSSZUNMmVWvq0YBhKY2qNSL9llSoUbVGRJpSsBHpr6RCTZv6Uq3p4+nd6oISEZFxgoaahTXTg0afqzUiInI0Vd+krmIrNRC/WjMrDRgWaYcOgiJhmdlJZvYJM7vbzLab2U+b2e+Z2Z1mttXMbjSzHxvzuk1mdouZ3VU99981aUfwULNh/aNTn1NKtUYDhrujLigRkaR8EPhrd38K8HRgO3C5u5/j7puATwPvHPO6R4BXu/tPAucDHzCzk+ZtRNGVGuhPtUZEjqRqjUgYZnYi8FzgKgB33+/uP3D3h0aedgLgK1/r7l91969VP98L7AQeM29booQaVWvapwHDIkdTsBFpzalmtmXk38Ujf3sC8H3gI2Z2u5ldaWYnAJjZH5jZPcArGV+p+REzezawFvjf8zZycd4XNrVh/aPs3hPmqrYHTjzE4kP5FKX2bVjgmN1l3hZCRES6Ywedpd3LXUz6fnffPOFvi8AzgTe6+61m9kHgHcDvuPtlwGVmdinwBuBdY9tt9jjgz4CL3L1eF8sYSR/pQ1dr+n56t0iJVK3JW5fr74aHr+ls2j2zA9jh7rdWv3+CQcgZ9d+BXxr34qr76jPAf3L3LzZpSNRQU6cbqi11x9bUVeLp3eqCEhGRWbn7d4F7zOzJ1UPPB75iZk8cedoFwN0rX2tma4HrgWvc/c+btiXpSg30t1qjAcMiIpKRNwLXmtmdwCbgvwLvNrNt1WMvAi4BMLPNZnZl9bpfZTDI+NerU7+3mtmmeRsRbUzNUMixNW3bvx7W7ondiiMtb1hq1J+6vPE4lnaFq6CJhHDogQdV1RPpkLtvBVaOuRnb3eTuW4DXVT9/DPhYW+1IvlID7VVrdHp3WOqCEhGRkJIINSHH1rStxNO7RUqkAcMi5Usi1NShak04GjAsIilQEJVZJRNqVK1pl6o1IkfTQVKkbMmEmjrqVGvqyK1aE0OO1RoREem3pEJNG9WaWLdOmIVO7+6GuqCkDlVrRMoVNNQsLjS/AF7oak1dKV6MT11QIiLSJ0lVaiC9ak0qXVAaMFyPqjUiIv0VPNScdsLextMooVqjAcMi8agLSqRMyVVqQNWalKhaIyIiuYgSatqo1rQlp2qNBgyLtEfVmrRp/cg8kqzUwPRqTSk3ugxBXVAiItIH0UJNStWatpVWrVEXlIiI5CDZSg2Eq9b04WJ8qtaIHE1dHCJliRpqSq7WdEnVmnpUrRER6ZekKzV1pFqt0endIiIiYUUPNdOqNTnf6LI0bVZrRFKhLiiRckQPNW0IXa2pq7QBw21SF5SIiLRtMXYDYFCt2fnw5H6dDesfZfeedKoEy+tgKdPhQMsblljavRy7GSIi0gE76Czt6m8PRxGVGlC1JhQNGJYSqQtKpAzJhJrcxtbo9G4REZG0BA01a9e0d4XfcVK90eUs+latCUXVGhGR8iVTqYEw1ZoYt06YpQuqb0J1QYlMoy6odGhdyLyCh5ozj/9Bp9Nvq1pTOnVBiYhIaeYONWZ2ppl9wcy2m9ldZnZJGw1KpVqT08X4cu+C0oBhERFpQ5NKzQHgLe7+VOBc4PVm9rQ6L1S1Jg2q1ogcSd0eInmbO9S4+33uflv18x5gO3B6G43KrVpTl6o1k6laIyKh/fwJr47dBGlZK2NqzOws4BnArXVfU1K1Rqd3i4iIxNc41JjZOuCTwJvc/aExf7/YzLaY2ZYf7vph7emqWtO/ak0oqtaIiJSpUagxsyUGgeZad//UuOe4+xXuvtndNx+78dgj/tZ1tSaknKs1qdDp3ZICjasRyVeTs58MuArY7u7va69JhzWt1qR664TU9LELStUaEZHyNKnUPAd4FXCemW2t/r141on0sVqjLqjJVK0REZF5zX2Xbnf/O2C2I+4cmt7Be2ndfpb3rm3cjgMnHmLxoaQuwNyqPt69e80pJ6urQUSkIOUepWeQ+q0TVK0RERGZLolQM60LKsTYGtHYGpEhVfBE8pREqEmBTu9uTtUaERGJKWioWWsHJv6tabVmGl2MTyZRtUZEZH5mdqyZ/b2Z3VHdC/J3q8ffYGZfNzM3s1NXef0/N7Mbq3tJfqW6oO9ciqnU5HoxvtT0sQtKREQa2Qec5+5PBzYB55vZucD/Al4AfGvK668BLq/uJflsYOe8DQkean78uAcm/q2P1Rp1QU0WsgtK1RoRkfn4wPAAvVT9c3e/3d2/udprqxthL7r7TdW09rr7I/O2pZhKDaha0xZVa0REZBZmtmBmWxlUWW5y97r3gnwS8AMz+5SZ3W5ml5vZ3N/Io4SaJtWaplSt6V6u1RqRUToDSuQIpw7v41j9u3j0j+5+0N03AWcAzzazs2tOdxH4GeCtwLOAJwC/Pm8j5774XixNL8ZXx8F1B1nYu3oYKP1ifH2ki/GJpCHkZ/HnT3g1Nzx8TZB5BXHgILZrTxdTvt/dN097krv/wMz+Bjgf2FZjujuA2939GwBm9hfAuQxuwzSzJI/KJd06oa7UqjUpdUGpWiMiki4ze4yZnVT9fByDwcF313z5PwAbzewx1e/nAV+Zty3RQs1qXVDT5HQxvr6e3t1mF1RIGjAsIjKzxwFfMLM7GYSUm9z902b2W2a2g0GX1J1mdiWAmW0e/uzuBxl0PX3ezL7M4PZLfzJvQ5Ltfjrz+B9wzyMnRZu/uqD6eT8oERGZjbvfCTxjzON/BPzRmMe3AK8b+f0m4Jw22hL1iKxqzZFS64JqKtcBw6rWiIjkKekyQ+yxNTq9O62xNSEp2IiI5Cd6qFG15kiq1kymAcMiIrKa6KFmGlVr4lO1RkREcpBEqFG15khdVmtiULVGRERCSCLUTJNDtSYXMbqgcqZqjUj5fv6EV8dugrQkaKg5ds3k04O7rNZM00a1Rl1Q4ahaI1I+faGQeWRRqYFm1Zo2bnTZlhS6oHIfMByadq4iInkIHmp+4pjvTfxbzGrNNBowrGqNiIikLZtKDXRbrenbgGFVa2ajao2ISPqihJquqjVdU7UmLarWiIjIqKwqNdP0/fTuEJp2QalaIyIiXYkWauat1uRwenesak0OXVAiIinSad1lKKpSA3lVa3LV5wHDqtaIhKPPm8wqaqgpuVpThwYMi4iItKe4Sg2kUa0pfcCwqjUiIpKa6KEm12pNW1StyZOCjYhIeqKHmq7oYnzd63O1RkRE0rMYuwEwqNZ8fd9jx/7tx497gG89esrYv515/A+455GT5prnhvWPsnvP5GrB0rr9LO9dO9e0Z7W8DpZqZLD962HtnnrT3L/eWLvHa7dh34YFjtkd9sadyxuPY2lXOrewmNWaU07m0AMPxm6GdETVuDSE/Jz9/Amv5oaHrwkyr84cPNDr/VKxlRpQtaZvYlRrdOATEUlH0FCz1g60Ps1Sbp2Qqz5fjE9ERNKSTKWm5Btd1tHXAcNtU7VGRKS/goeaJ6z9fuvTTL1aU3oXVEoDhkWkPPriIHUlU6mBfG902Za+Vmva7oJStUZE5qXbJeQtSqjpolqzmq4vxqcBw6rWgIJNSbQuRfKUVKUGdDG+FKo1MZRQrRERkbiihZrUqjVNlVStmbcLStUafcMX6Yo+W1JHcpUaiFOtyfH07lmqNTlQtUZE0iPe9gAABnVJREFURJqIGmpUrRmvbhfULHIYMFwKfaPMm9afSL6SrNSAqjW5Su1ifLGqNTowiuRLZ0DlK9lQ05UUqjV1pDBgWNUaEUmJvizINNFDzWpdUKVWa3IZMDwvVWsGtAMWEQkreqiRyVStyZ+CTV60vkTylkSombdas5rVqjW6GF/3VK0REZHQgoaaY81bnV4fbp1QV2mnd5dE3/5F2hPq86TBwnlKolID3VRrVpPCgGGd3r26kqo1Cjbp0zoSyV/wUPPExXbODhrKecBw6XSFYRERCalRqDGz883sH83s62b2jqaN6ePF+OrQgOH2qFojItK+aXnAzI4xs/+n+vutZnZWF+2YO9SY2QLwfwP/BngacKGZPa3Oa+ep1uj07jylNmA4NgWbNGm95EXjatJSMw+8Ftjl7j8BvB/4wy7a0qRS82zg6+7+DXffD3wceGnTBpVWrWmLqjXt0ZlQIiKtqpMHXgr8afXzJ4Dnm9lsB6EamoSa04F7Rn7fUT3WmRSrNdPo9G5Va1ZSVSAtWh8ijdXJAz96jrsfAHYDp7TdkMUGrx2XsI46Z9vMLgYurn7du/H0Hf84fdLfatCso5wK3N/mBBOl91kWvc9QHgkyl/jvM4zi3qfZn417+Mmh21HXQ4cevOHGR/7s1A4mfayZbRn5/Qp3v6L6uU4eqJUZmmoSanYAZ478fgZw78onVW/6ipWPh2JmW9x9c6z5h6L3WRa9z7LofZZlxcE9Ke5+foTZ1skDw+fsMLNFYAPwYNsNadL99A/AE83s8Wa2FngF8FftNEtEREQyUScP/BVwUfXzLwP/n7unU6lx9wNm9gbgBmABuNrd72qtZSIiIpK8SXnAzP4LsMXd/wq4CvgzM/s6gwrNK7poS5PuJ9z9s8BnW2pLV6J1fQWm91kWvc+y6H2WpS/vs7ZxecDd3zny8w+BX+m6HdZB9UdEREQkuGTu/SQiIiLSRK9CjZm91czczLo43S06M7vczO42szvN7HozOyl2m9rS9i05UmRmZ5rZF8xsu5ndZWaXxG5Tl8xswcxuN7NPx25LV8zsJDP7RPW53G5mPx27TV0wszdX2+w2M7vOzI6N3aa2mNnVZrbTzLaNPHaymd1kZl+r/t8Ys41yWG9CjZmdCbwQ+HbstnToJuBsdz8H+CpwaeT2tKLJLTkycwB4i7s/FTgXeH2h73PoEmB77EZ07IPAX7v7U4CnU+D7NbPTgd8CNrv72QwGinYyCDSSjwIrT5N+B/B5d38i8Pnqd0lAb0INg3tNvI0OLvaTCne/sbpSI8AXGVwroASd3JIjNe5+n7vfVv28h8EBsNOrdMdiZmcAvwBcGbstXTGzE4HnMjjrA3ff7+7zX948bYvAcdX1R45nzDXLcuXuN3P09VRGL/n/p8DLgjZKJupFqDGzC4DvuPsdsdsS0GuAz8VuREuC35IjtuoOts8Abo3bks58gMGXjJLvEfIE4PvAR6putivN7ITYjWqbu38HeC+DKvh9wG53vzFuqzr3WHe/DwZfRoDTIrdHKsWEGjP7f6v+3JX/XgpcBrxz2jRyMOV9Dp9zGYOujGvjtbRVQS6vnQozWwd8EniTuz8Uuz1tM7OXADvd/Uux29KxReCZwB+7+zOAhymwm6IaT/JS4PHAjwEnmNmvxW2V9FWj69SkxN1fMO5xM/spBh+2O6obgp4B3GZmz3b37wZsYismvc8hM7sIeAnw/C6u1hhJrVtylMDMlhgEmmvd/VOx29OR5wAXmNmLgWOBE83sY+5e2oFwB7DD3YfVtk9QYKgBXgD8k7t/H8DMPgX8K+BjUVvVre+Z2ePc/T4zexywM3aDZKCYSs0k7v5ldz/N3c9y97MY7GiemWOgmcbMzgfeDlzg7mFu0xdGL27JYYPUfRWw3d3fF7s9XXH3S939jOrz+AoGl0svLdBQ7WPuMbPhzQ+fD3wlYpO68m3gXDM7vtqGn0+BA6JXGL3k/0XAX0Zsi4woplIjAHwIOAa4qapKfdHdfzNuk5rr0S05ngO8CviymW2tHvvt6kqdkqc3AtdWYfwbwL+P3J7WufutZvYJ4DYG3d63U9AVd83sOuDngFPNbAfwLuDdwP8ws9cyCHWdXylX6tEVhUVERKQIxXc/iYiISD8o1IiIiEgRFGpERESkCAo1IiIiUgSFGhERESmCQo2IiIgUQaFGREREiqBQIyIiIkX4/wERfT405S9SVgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m1 = GPy.models.GPRegression(\n", + " X, y,\n", + " kernel = GPy.kern.RBF(1, active_dims=[0]) * GPy.kern.RBF(1, active_dims=[1])\n", + ")\n", + "\n", + "m1.optimize()\n", + "\n", + "Xnew = np.vstack((Xi.ravel(), Xj.ravel())).T\n", + "\n", + "mu, Sig = m1.predict(Xnew, include_likelihood=False)\n", + "\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "plt.contourf(Xi, Xj, np.reshape(mu,(50,50)), levels=np.linspace(0, 300, 20))\n", + "plt.axis('square'), plt.colorbar();\n", + "\n", + "display(m1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 96.75313670643321
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 672398.7240957518 +ve
rbf.lengthscale 12.427228702547053 +ve
Gaussian_noise.variance5.562684646268137e-309 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "m2 = GPy.models.GPRegression(\n", + " X, y,\n", + " kernel = GPy.kern.RBF(2, ARD=False)\n", + ")\n", + "\n", + "m2.optimize()\n", + "\n", + "Xnew = np.vstack((Xi.ravel(), Xj.ravel())).T\n", + "\n", + "mu, Sig = m2.predict(Xnew, include_likelihood=False)\n", + "\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "plt.contourf(Xi, Xj, np.reshape(mu,(50,50)), levels=np.linspace(0, 300, 20))\n", + "plt.axis('square'), plt.colorbar();\n", + "\n", + "display(m2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analysis of Uncertainty\n", + "\n", + "Let X be a random variable defined over the real numbers, $\\mathbb{R}$, and let $f : \\mathbb{R} \\to \\mathbb{R}$ be a mapping between real numbers. Uncertainty analysis is the study of the distribution of the random variable $f(X)$.\n", + "\n", + "We will assume in this example that $f$ is the Branin-Hoo function defined above and that $X$ is a random variable with *uniform* distribution over the input space of $f$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing $\\mathbb{E}[f(X)]$\n", + "\n", + "The expectation of $f(X)$ is given by $\\int_Xf(x)\\mathrm{d}x$. The basic approach to approximating the integral is to compute the mean of our 20 observations and compare it to the true value, $\\mathbb{E}[f(X)] = 54.31$:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "67.43511010158977" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.mean(y) # Mean of our samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, we can do better by instead using Monte Carlo sampling of a Gaussian process. We define $10^5$ Monte Carlo samples over our function space:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the function space\n", + "Ximc, Xjmc = np.meshgrid(np.linspace(-5., 10., 100), np.linspace(0., 15., 100))\n", + "Xmc = np.vstack((Ximc.ravel(), Xjmc.ravel())).T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "(a) Use your GP fit from the previous exercise to calculate the mean of the samples evaluated over your model of the Branin function. Discuss how it compares to the sample mean and true expectation of the Branin function." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "57.91347373791677" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mu, Cov = m1.predict(Xmc, include_likelihood=True)\n", + "np.mean(mu)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Can you utilise the prediction variance to create a confidence interval for the prediction of the mean? Does the true value lie within this bound?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "57.46735137768728\n", + "58.35959609814626\n" + ] + } + ], + "source": [ + "lb, ub = mu - 1.96*np.diag(Cov), mu + 1.96*np.diag(Cov)\n", + "\n", + "print(np.mean(lb))\n", + "print(np.mean(ub))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing $P(f(X) > 200)$\n", + "\n", + "In many cases, we might be interested in looking at the probability that $f(x)$ will take the value above a given threshold. For example, in the case that $f$ is the response of some physical model that represents the maximum constraint in a structure, it may be necessary to ascertain the probability that the constraint exceeds some maximum value." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "(a) Use the original 20 observations to calculate an approximate estimate of the probabilty that $f(X) > 200$." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.05" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(y > 200) / len(y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Compute the probability that the best predictor of your GP is greater than the threshold ($200$), with confidence intervals. How does your estimation compare with the true value: $P(f(X) > 200) = 1.23\\times 10^{−2}$." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0165\n", + "0.0167\n", + "0.017\n" + ] + } + ], + "source": [ + "print(np.sum(lb > 200) / len(mu))\n", + "print(np.sum(mu > 200) / len(mu))\n", + "print(np.sum(ub > 200) / len(mu))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Can you design and implement a procedure that updates the GP model sequentially with new points in order to improve the estimation of $P(f(X) > 200)$?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Review Bayesian optimisation notebook -- exercise left to the reader." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Credit\n", + "\n", + "This notebook was written by Wil Ward. It is adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/)." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2019/.answers/lab_2.ipynb b/2019/.answers/lab_2.ipynb new file mode 100644 index 0000000..8a97fe1 --- /dev/null +++ b/2019/.answers/lab_2.ipynb @@ -0,0 +1,2018 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", + "### Gaussian Process Summer School 2019\n", + "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", + "\n", + "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started\n", + "\n", + "First we setup our notebook with the libraries we are going to use. As with Lab 1, we use `numpy` for maths functionality, `pyplot` for plotting, and `GPy` for Gaussian processes." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The documentation for `GPy` is available at [gpy.readthedocs.io](http://gpy.readthedocs.io/en/deploy/). We will be using GPy to define our kernels, and regression. Note that `GPy` also contains plotting utilities, but we will not use these in this lab.\n", + "\n", + "We will recycle our GP plotting utility from Lab 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def plot_gp(X, m, C, training_points=None):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " # Plot 95% confidence interval \n", + " plt.fill_between(X[:,0],\n", + " m[:,0] - 1.96*np.sqrt(np.diag(C)), # 95% confidence interval of a Gaussian is\n", + " m[:,0] + 1.96*np.sqrt(np.diag(C)), # .. contained within mean +/- 1.96*s.d.\n", + " alpha=0.5)\n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\")\n", + " plt.legend(labels=[\"GP fit\"])\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points is not None:\n", + " X_, Y_ = training_points\n", + " plt.plot(X_, Y_, \"kx\", mew=2)\n", + " plt.legend(labels=[\"GP fit\", \"sample points\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 2. Non-Gaussian likelihoods\n", + "\n", + "Consider the regression model:\n", + "\n", + "$$\n", + " \\mathbf{y} \\sim \\pi(\\mathbf{X}, \\varphi),\n", + "$$\n", + "where $\\mathbf{y}$ are some observations given input $\\mathbf{X}$ distributed by some likelihood function with parameters $\\varphi$.\n", + "\n", + "In yesterday's lab, we looked at regression models with Gaussian process priors and Gaussian likelihoods:\n", + "\n", + "$$\n", + " \\mathbf{y} \\sim \\mathcal{N}(f(\\mathbf{X}), \\sigma^2) \\qquad \\text{which can equivalently be written} \\qquad \\frac{1}{\\sigma}(\\mathbf{y} - f(\\mathbf{X})) \\sim \\mathcal{N}(0, 1)\n", + "$$\n", + "\n", + "We assume $f \\sim \\mathcal{GP}(m(\\cdot), k(\\cdot,\\cdot))$ and $\\sigma^2$ is the variance of some additive observation noise $\\epsilon \\sim \\mathcal{N}(0, \\sigma^2)$. However, often this is not the best way to model a problem, for example in observation models with outliers, or classification problems. For this, we have to make approximations of the likelihood to fit into the GP regression model.\n", + "\n", + "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschools/labs/raw/master/.resources/olympic_marathon_men):" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Data keys:\n", + "dict_keys(['X', 'Y', 'citation', 'details', 'files', 'license', 'size', 'urls'])\n", + "\n", + "Citation:\n", + "None\n", + "\n", + "Info:\n", + "Olympic mens' marathon gold medal winning times from 1896 to 2012. Time given in pace (minutes per kilometer). Data is originally downloaded and collated from Wikipedia, we are not responsible for errors in the data\n" + ] + } + ], + "source": [ + "import pickle\n", + "\n", + "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + "\n", + "print(\"\\nData keys:\")\n", + "print(data.keys())\n", + "\n", + "print(\"\\nCitation:\")\n", + "print(data['citation'])\n", + "\n", + "print(\"\\nInfo:\")\n", + "print(data['details'])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Training data (X = input, Y = observation)\n", + "X, y = data['X'], data['Y']\n", + "\n", + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the training data, the results of the gold medal winning time for the Olympic men's marathon\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"winning time\"]), plt.xlim((1890, 2018))\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Olympic men's marathon gold medal winning times from 1896 to 2012\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that there is what looks like an outlier in 1904, which may make it difficult to fit a Gaussian likelhood to the data.\n", + "\n", + "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in, `GPy`, had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", + "\n", + "The likelihood functions can be found in `GPy.likelihoods`, and we will use `likelihoods.Gaussian()` here, with the variance set to $1.0$. The inference methods for a GP can be found in `GPy.inference.latent_function_inference`, from which we will use `ExactGaussianInference()`, which exploit the properties of tractability we gain from having Gaussian assumptions." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: gp
\n", + "Objective: 6.947137912284164
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
gp. valueconstraintspriors
rbf.variance 25.40000214088447 +ve
rbf.lengthscale 152.04581232450155 +ve
Gaussian_noise.variance0.048506421148043564 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "k = GPy.kern.RBF(1, name=\"rbf\")\n", + "\n", + "# The below GP setup is equivalent to\n", + "# m = GPy.models.GPRegression(X, y, k)\n", + "# which sets the inference and likelihood to be exact Gaussian inference by default\n", + "\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X, y, # .. to tailor the inference and likelihood later\n", + " kernel = k, # ... for now we replicate the defaults\n", + " inference_method = GPy.inference.latent_function_inference.ExactGaussianInference(),# Exact Gaussian inference\n", + " likelihood = GPy.likelihoods.Gaussian(variance=1.) # Gaussian likelihood\n", + ")\n", + "m.optimize()\n", + "\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We predict the race pace defined by the latent function for every year. We will plot the latent function only by not including the likelihood in our prediction. This is equivalent to using `m.predict_noiseless()`, because our likelihood here is latent function augmented with the (zero-mean) Gaussian noise attributed to the measurements. You could try including the likelihood, and see how it incorporates the uncertainty by increasing the confidence intervals about the mean." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABB8AAAGFCAYAAAC1/VsqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXycZ333+8812qVZNNola/Nuy/uWhABpwkNbCmmgHHLKnrRPSVOSQukhLH1aSvNQCpTT7UkCpQea0IaWEwo9Tk5JgRMH7Gy2bMu2LMerdsnaZtG+znX+GMmVlZE0kjWekfR9v17zkjT3Pdf9u697Gc1vrsVYaxERERERERERiRVHvAMQERERERERkZVNyQcRERERERERiSklH0REREREREQkppR8EBEREREREZGYUvJBRERERERERGJKyQcRERERERERiSklH0REREREREQkppR8EBEREREREZGYUvJBRJYVY8xmY8xJY0yfMeYTxpizxpg7Y1F2hOUNxpi3L8W2ltp8scd420t2DCKUnW+M+akxxm+M+fY86z5pjPlSLOKYY5vX9n2+8yOW9ZRIEvk6iYWbdVxvZDur7ZhEslquv8WIVd1MP+8Wcq+82WUuIoab/l4jslIo+SCygky++Q4ZY/qnPR6L8fbmfbM3xrzfGPOaMWbAGNM5+fvHjTEmQtwdxph/NMY4ZynuM8CL1lqXtfbvrLXbrLUvLjSmaMpeZBlLEcdiyluy2Bcax8xjsMQ+D1y01nqttf89RttYtIXse4zrKW5W+wfbm3VcF7odY0yJMaYlhiEtK4l0/c33nniz3Yy6icU2EumYikh0lHwQWXl+3VrrnPZ4OJ7BGGP+D+Bvgb8EioBC4EHgzUDqtFV/3VrrBPYCB4A/nqXICuBsjMKNZdmxtpxjn8vbgWfiHcRMxpjkeMcQa6thH1e4dwLPxzsIud4C3hNFRFYcJR9EVgFjzHpjjM8Ys3fy7xJjTPe05oqfM8ZcnmyyX2eM+Y0Zry8zxvzQGNNljOkxxjxmjPknoBx4drLFwmcibNcDPAp83Fr7A2ttnw07aa39kLV2ZOZrrLWtwI+B7RHKewG4C3hscpubZjTBjCamrcaYF40xgckmm/fMVnYU9Rqx3maLY7Le/22yHuvNtO4Rk/vxaWPMaWNM0BjzfWNMejT7NVvsxhhrjNkwbb1rTUXn2t7k8qiP+YxjELF+o9nPGeulGmOCwI7J7Z2JsM4eY8yJyfr/PpA+Y/lc9f1ZY0zr5GvPG2P+22z7PSP2zxpjTgMDxphk88Zv/Q9Mngt+E27Bkz7j9W+f9vtc9b/X/Fc3mmcml0ds5jtZ1iOTZQ0YY75tjCk0xvx48vU/M8Z4p60/6/U+yz7Otf5s5+buOfZt1nMk2vNjxvqfj1Tnc8U917Ge67yZI4aojusNHreFbuedwH9E2O6Wyf16/2LimKcu5qvz2a672Z6f9R620NjNjGt1rjo0C7j+otnvaetF9Z4YRT3OdW9fUB3PrJu5tr2Q8zvCvkdsIRXhfIz6+otQ5mLvO/O9b835XiMiC2Ct1UMPPVbIA2gA3j7Lso8B54BM4D+Br09bdi9QQjgh+ZvAAFA8uSwJOAX8NZBF+E33LfNtb3L5O4BxIDnauIEywt/g/89Z1n0R+J3Z9nmeOkgBLgF/RPgbprcBfcDmSGXPV7/z1NvMdR3AceALk9teB1wBfnXa+kcny8uZPFYPRrNfs8UOWGDDtL+fBL403/YWesynnpuvfqPZzxnlVgEdsyxLBRqBT01u933A2LT9m7W+gc1AM1AyuW4lsH6u/Z4Wew3hczQjwrnbANROLs8BXpqKZ5Z1Z6v/qX375OS+vRcYnV5WhPp/lfA3qGuATuAEsAdIA14A/nQB5+3MfZx1/Tmuwdn2bb5rcNbXzrHvEet8nv2MeKyZ5zqN4v4VdfyLOG5Rb2eynrsB14xrdC/QBNy92DjmuZfPVeezXXcRn5/vHrbQ2InyPGWB118018i09aJ9T5zvmotYL4up4wjn1nz3h4Ven2+f7XdmnI9Ecf3NU+aC7ztzLYvmvUYPPfRY2EMtH0RWnn+fzN5PPT4GYK39B+Ai8BpQDPyPqRdYa5+x1rZZa0PW2u9PrnfL5OJbCL+ZP2KtHbDWDltrj0QZSx7Qba0dn3rCGPPyZFxDxpg7ZsYNHAF+Dnx5UXs/t9sAJ/AVa+2otfYF4DngA4spbJ56m+kAkG+tfXRy21eAfwDeP22dv5sszwc8C+xeTFwLMNv2FnvMo63faPdzN+EPiLNtKwX4G2vtmLX2B8Cxacvnqu8Jwh9MqowxKdbaBmvt5Sj3+++stc3W2qFZ4npscrkP+PMI+x5NPdwGJE8uH7PW/pDwP9Vz+V/W2g4bbjl0GHjNhr9NHQF+RPjDGBDVeXvdPi7wPI9m3+Y7RxZ6HUSs80Xe16K5TuezkPijPm4L3M4dwClrbd+0594KHATus9Y+t4RxXDNPnc923c32fLSWug4XfP0t4BqJ6j1xkdccLEEdR3l/WIr3qUjn441ef4u578x3T5rvvUZEFkDJB5GV5z3W2uxpj3+YtuwfCHdn+F92WpcHY8xHjTE1UwmLyXXyJheXAY3T/1lagB4gz0zrO26tvd1amz25bPo9aCruCmvtx+f4cHcjSoBma21o2nONhL8xW7B56m2mCqBkemKI8DcthdPWuTrt90HC/xDF0mzbW+wxj7Z+o93PuZIPJUCrtdbO2NaUWevbWnsJ+APgi0CnMeZfjTElRLffzXMsm7m8cTLO2cxWD5H2bb7tdkz7fSjC39fqOIrz9rptLfA8nzLXvs13jiz0OohY54u8r0Vznc5nIfFHfdwWuJ1IXS4eBF621h5a4jiumavOZ7vu5rgeo7XUdbjg628B10hU74mLvOaWpI6j2PZSvU9FOh9v9PpbzH1nvnvSfO81IrIASj6IrBImPHvE3wDfBr5ojMmZfL6CcFLiYSB38p+gWmBq1O1moNxEHnzORnhuuleAEeDdN74HUZsrpjagzBgz/d5XDrQudCNR1NvMOJqB+hmJIZe19p1RbnK+uo5kkHA3mylFUb5uscd8yep30i5mTz60A2uMuW50+PJpv89Z39ba71lr30L4n10LfJW593vKfMehbEY8bfOsH0mkfSubbeWFiOK8hWn7uND1o7DU5whEqPMbuK/d6HWaKN4J/L8znnuQ8D7/dSw2GM25Mst1N+vzLP4ediMWdP1FeY1Mmfc9McryZq2XRdTxYvflRkU6H2N1/c1135nvnjTfe42ILICSDyKrx98Cx621v0P4n9JvTj6fRfgfkS4AY8xvcf1gj0cJv/l+xRiTZYxJN8a8eXJZB+E+mRFZawPAnwFPGGPeZ4xxGmMcxpjdk9uNhblieo1w/9XPGGNSTHjAzV8H/nUR25mv3mbGcRToNeFBvzKMMUnGmO3GmANRbm/Oup5FDfDByW29A/ilKF+32GO+lPULcycfXiHcd/oTJjwo4nu5vmnwrPVtjNlsjHmbMSYNGCb87ejEPPsdrYeMMaWTyb0/Ar6/wNdP7dsE8PDkvr2b6JpcR2O+83Yx6y/k3FzqcwQi1/li72s3ep3GnTFmLZBmrX19xqI+wmMO3GGM+coNlP+kMebJCIvmrPPZrrs5rkdY/D3sRiz0+ov6moryPTGa8iLWyyLreFH7sgQinY+xuv7muu/Md0+a771GRBZAyQeRlWdq1Pmpx48m/3l6B+FvGgD+ENhrjPmQtbYO+D8Jv8F2EJ5d4KWpwqy1E4TfiDcQHhiqhfAgVAB/AfyxCTeP/HSkYKy1X5vc3mcIDwbWAfw98Fng5SXc7ymzxmStHQXuAX6N8GBsTwAfjfBP+rzmq7eZcUyrx91A/eT2/y/Ac6P7NYdPTm4zAHwI+PdoXrTYY76U9WuMKQK8QMTXTm7rvcD9gH8yvh9G2IdI9Z0GfGXyuatAAfBH8+x3tL4H/ITwIGlXCA8CtyDT9u2/Ez52HybcB/kNs8Msouz5ztvFrB/1ubmU58g0b6jzxd7XluA6TQTvIsIsF3Dtw+8vA79mjPmfiyy/jAjnTBTnSsTrbo7nYZH3sBux0OtvEdfUnO+JUZY3W70spo4XvS83aub5GKvrb677znz3pPnea0RkYcz1XZhEREQk0RhjXgO+aa39x3jHkkiMMQ2EZ3n5WbxjSRTGmP8gPAhnxATEDZadSrg10k5r7dhSl5+odP2JiCwNtXwQERFJMMaYXzLGFE02870P2Ak8H++4ZFl4EYg0qOQNs+HZALau9MSDrj8RkdiYa1AtERERiY/NwP9NeLT2y8D7rLXt8Q1JloPJZv1yY3T9iYjEgLpdiIiIiIiIiEhMqduFiIiIiIiIiMSUkg8iIiIiIiIiElPLbsyHvLw8W1lZGe8wRERERERERGSa48ePd1tr8yMtW3bJh8rKSqqrq+MdhoiIiIiIiIhMY4xpnG2Zul2IiIiIiIiISEwp+SAiIiIiIiIiMaXkg4iIiIiIiIjE1LIb80FERERERERWrrGxMVpaWhgeHo53KDKL9PR0SktLSUlJifo1Sj6IiIiIiIhIwmhpacHlclFZWYkxJt7hyAzWWnp6emhpaWHt2rVRv07dLkRERERERCRhDA8Pk5ubq8RDgjLGkJubu+CWKUo+iIiIiIiISEJR4iGxLeb4KPkgIiIiIiIiMk1HRwcf/OAHWbduHfv27eNNb3oTP/rRjwB48cUX8Xg87Nmzh61bt/Jnf/ZnEct45JFH2LZtG4888gjf/OY3+e53vwvAk08+SVtb203bl0ShMR9k1Xj88ce59957KSgoAKCzs5NnnnmGhx56KM6RiYiIiIhIorDW8p73vIf77ruP733vewA0NjZy8ODBa+u89a1v5bnnnmNgYIDdu3dz9913s2/fvuvK+fu//3u6urpIS0u77vknn3yS7du3U1JSEvudSSBKPsiq8Pjjj/Pwww/zxBNPcOjQIQDuuusu6urqAJSAEBERERERAF544QVSU1N58MEHrz1XUVHB7//+779h3aysLPbt28fly5evSz7cc889DAwMcOutt/L5z3+ec+fO4XQ6qayspLq6mg996ENkZGTwyiuvkJGRcVP2K96UfJBV4d577+WJJ56grq6O7du3A9DV1UVVVRX33ntvnKMTEREREZFI/uzZs9S19S5pmVUlbv7017fNuvzs2bPs3bs3qrJ6enp49dVX+ZM/+ZPrnj948CBOp5OamhoAvvjFLwLwvve9j8cee4yvf/3r7N+/f3E7sEwp+SCrQkFBAYcOHWL79u10dXUBkJ+fz6FDh651wxAREREREZnpoYce4siRI6SmpnLs2DEADh8+zJ49e3A4HHzuc59j27bZkxkSpuSDiIiIiIiIJKS5WijEyrZt2/i3f/u3a38//vjjdHd3X9dSYWrMB4meZruQVaGzs5O77rqLrq4u8vPzyc/Pp6uri7vuuovOzs54hyciIiIiIgnibW97G8PDw3zjG9+49tzg4OCSle9yuejr61uy8pYLJR9kVXjmmWeoq6ujqqqK2tpaamtrqaqqoq6ujmeeeSbe4YmIiIiISIIwxvDv//7v/PznP2ft2rXccsst3HfffXz1q19dkvLvv/9+HnzwQXbv3s3Q0NCSlLkcGGttvGNYkP3799vq6up4hyHLkKbaFBERERFJfOfOnWPr1q3xDkPmEek4GWOOW2sjjqSpMR9k1ZiZZCgoKFDiQURERERE5CZQtwsRERERERERiSklH0REREREREQkppR8EBEREREREZGYUvJBRERERERERGJKyQcRERERERERiSklH0RERERERGRZevzxx+ns7Lz2d2dnJ48//ngcI1q4O++8k+rq6piVf/DgQb7yla/MuU5DQwPf+973YhYDKPkgIiIiIiIiy9Djjz/Oww8/zF133UVnZyednZ3cddddPPzww8suARFL99xzD5/73OfmXEfJBxEREREREZEI7r33Xqqqqqirq2P79u1s376duro6qqqquPfeexdd7sDAAO9617vYtWsX27dv5/vf/z4Ajz76KAcOHGD79u088MADWGuBcMuFT33qU9xxxx1s3bqVY8eO8d73vpeNGzfyx3/8x0D4w/2WLVu477772LlzJ+973/sYHBx8w7Z/8pOf8KY3vYm9e/dy77330t/f/4Z17rzzTv7gD/6A22+/ne3bt3P06FEAfD4f73nPe9i5cye33XYbp0+fBuDJJ5/k4YcfBuD+++/nE5/4BLfffjvr1q3jBz/4AQCf+9znOHz4MLt37+av//qvOXv2LLfccgu7d+9m586dXLx4cdH1OUXJBxEREREREVl2CgoKOHToEPn5+XR1ddHV1UV+fj6HDh2ioKBg0eU+//zzlJSUcOrUKWpra3nHO94BwMMPP8yxY8eora1laGiI55577tprUlNT+cUvfsGDDz7Iu9/9bh5//HFqa2t58skn6enpAeD8+fM88MADnD59GrfbzRNPPHHddru7u/nSl77Ez372M06cOMH+/fv5q7/6q4gxDgwM8PLLL/PEE0/w27/92wD86Z/+KXv27OH06dN8+ctf5qMf/WjE17a3t3PkyBGee+65ay0ivvKVr/DWt76VmpoaPvWpT/HNb36TT37yk9TU1FBdXU1paemi63OKkg8iIiIiIiIik3bs2MHPfvYzPvvZz3L48GE8Hg8Ahw4d4tZbb2XHjh288MILnD179tpr7rnnnmuv3bZtG8XFxaSlpbFu3Tqam5sBKCsr481vfjMAH/7whzly5Mh123311Vepq6vjzW9+M7t37+app56isbExYowf+MAHALjjjjvo7e0lEAhw5MgRPvKRjwDwtre9jZ6eHoLB4Bte+573vAeHw0FVVRUdHR0Ry3/Tm97El7/8Zb761a/S2NhIRkZG1PU3GyUfREREREREZNmZGuNhqsXDVAuIqTEgFmvTpk0cP36cHTt28PnPf55HH32U4eFhPv7xj/ODH/yAM2fO8LGPfYzh4eFrr0lLSwPA4XBc+33q7/HxcQCMMddtZ+bf1lp++Zd/mZqaGmpqaqirq+Pb3/52xBgjlTXVDWSu9abHOrXNSD74wQ9y8OBBMjIy+NVf/VVeeOGFiOsthJIPIiIiIiIisuw888wz18Z4qK2tpba29toYEM8888yiy21rayMzM5MPf/jDfPrTn+bEiRPXEg15eXn09/dfGythIZqamnjllVcA+Jd/+Rfe8pa3XLf8tttu46WXXuLSpUsADA4OcuHChYhlTY1DceTIETweDx6PhzvuuIOnn34agBdffJG8vDzcbndUsblcLvr6+q79feXKFdatW8cnPvEJ7rnnnmvjR9yI5BsuQUREREREROQme+ihh4DwwJNTYzwcOnSIZ5555tqyxThz5gyPPPIIDoeDlJQUvvGNb5Cdnc3HPvYxduzYQWVlJQcOHFhwuVu3buWpp57id3/3d9m4cSO/93u/d93y/Px8nnzyST7wgQ8wMjICwJe+9CU2bdr0hrK8Xi+33347vb29fOc73wHgi1/8Ir/1W7/Fzp07yczM5Kmnnoo6tp07d5KcnMyuXbu4//77GR4e5p//+Z9JSUmhqKiIL3zhCwve35nMbM0sEtX+/fttLOdAFRERERERkfg5d+4cW7dujXcYS6qhoYG7776b2traGy7rzjvv5Otf/zr79+9fgsgWL9JxMsYct9ZGDEzdLkREREREREQkptTtQkRERERERCSGKisrl6TVA4THc1iO1PJBRERERERERGJKyQcRERERERFJKMttbMLVZjHHR8mHm6Cjd5gTTX7GJkLxDkVERERERCShpaen09PTowREgrLW0tPTQ3p6+oJeF9MxH4wxDUAfMAGMzxz10hhjgL8F3gkMAvdba0/EMqZ4GB6b4Ofnu6hu8LGvIoedpR5SkpT3ERERERERmam0tJSWlha6urriHYrMIj09ndLS0gW95mYMOHmXtbZ7lmW/BmycfNwKfGPy54o0MDLBLy5MJSG87CzNJjVZSQgREREREZEpKSkprF27Nt5hyBKL9yffdwPftWGvAtnGmOI4xxRzg6MTHL7YzXdequdYg4/RcXXHEBERERERkZUr1skHC/zEGHPcGPNAhOVrgOZpf7dMPncdY8wDxphqY0z1Smp6MzQ6wZHJJMRrV3oYGZ+Id0giIiIiIiIiSy7WyYc3W2v3Eu5e8ZAx5o4Zy02E17xhVBFr7bestfuttfvz8/NjEWdcDY1O8PLlHr59pJ5XLvcwPKYkhIiIiIiIiKwcMU0+WGvbJn92Aj8CbpmxSgtQNu3vUqAtljElspGxEK9eCSchXrrUzdCokhAiIiIiIiKy/MUs+WCMyTLGuKZ+B34FqJ2x2kHgoybsNiBorW2PVUzLxeh4iKP1Pr7zUj2HL3YxODoe75BEREREREREFi2Ws10UAj8Kz6ZJMvA9a+3zxpgHAay13wT+g/A0m5cIT7X5WzGMZ9kZHQ9R3eDnVHOAHaXZ7Kvw4ky7GROUiIiIiIiIiCydmH2StdZeAXZFeP6b0363wEOximGlGJuwnGj0c7o5wPY1HvZXenGlp8Q7LBEREREREZGo6Gv0ZWQ8ZKlpDnCmNUhVsZsDa3PwZCgJISIiIiIiIolNyYdlaCJkOdMa5GxbL1uKXdxSmYM3KzXeYYmIiIiIiIhEpOTDMhaylrq2Xl5v72NToZMDa3PIc6bFOywRERERERGR6yj5sAKErOX1q32c7+hjQ4GTW9bmUOBKj3dYIiIiIiIiIoCSDyuKtXCxo5+LHf2sy8/ilrU5FHsy4h2WiIiIiIiIrHJKPqxQV7oGuNI1QHlOJreszaEsJzPeIYmIiIiIiMgqpeTDCtfkG6TJN8ia7AxuWZtDZV5WvEMSERERERGRVUbJh1WiNTDEj062UuhO55a1OazPz8IYE++wREREREREZBVQ8mGV6egd5tlTbeQ5UzmwNofNhS4lIURERERERCSmHPEOQOKju3+UH5+5ylMvN1DbGmQiZOMdkoiIiIiIiKxQSj6scv7BMX5a18E/vlRPTXOA8YlQvEMSERERERGRFUbdLgSAvuFxDr3eydH6HvaWe9lR6iEtOSneYYmIiIiIiMgKoOSDXGdgZILDF7s51uBnV5mHveVe0lOUhBAREREREZHFU/JBIhoem+C1Kz5ONgXYscbDvgovWWk6XURERERERGTh9GlS5jQ6HuJ4o59TzQG2rXGzryIHT0ZKvMMSERERERGRZUTJB4nKeMhyqjnImZZeNhc5OVCZQ64zLd5hiYiIiIiIyDKg5IMsSMhazrX38frVPtblO7mlMociT3q8wxIREREREZEEpuSDLIq1cLmzn8ud/ZTnZHLL2hzKcjLjHZaIiIiIiIgkICUf5IY1+QZp8g1S7Elnf2UO6/OzMMbEOywRERERERFJEEo+yJJpDw7z7Kk28pyp7K/MYXOhC4dDSQgREREREZHVzhHvAGTl6e4f5fnaq/zjyw2cag4wPhGKd0giIiIiIiISR2r5IDHTOzTGC6938lp9D7vLvOws9ZCekhTvsEREREREROQmU/JBYm5gZIKXLnVzrMHHrtJs9pRnk5WmU09ERERERGS10CdAuWlGx0Mca/BxsslPVYmb/RU5eDJT4h2WiIiIiIiIxJiSDzFmreUrP34dhzGaBWLSeMhyuiVIbWsvGwud7K/0UuBKj3dYIiIiIiIiEiNKPsRYV/8Ip1uCtAaGyHWmcktlDhsKnDiUhCBkLeev9nH+ah+VeZnsr8ihLCcz3mGJiIiIiIjIEjPW2njHsCD79++31dXV8Q5jQS539fG1H5/naIMP/+AYOZmpHFjrZVOhS0mIGYo96eyv9LI+36lWIiIiIiIiIsuIMea4tXZ/pGVq+XATJDscbCl2s6nIxaXOfo7W+/jPsx28Vu/jQGUOWwpdOBz6oA3QHhzm2VPt5GSlsq/Cy9ZiN0mqGxERERERkWVNyYebyGEMmwpdbCxwcrlrgNfqe/hpXQdH633s1wft6/gGRvlpXQevXulhd1k2O0o9pCVrmk4REREREZHlSMmHODDGsKHAyfr8LOq7B3it3sf/93onRxvCSYiqEjfJDke8w0wIfcPjHL7YzdEGHzvXaJpOERERERGR5Uif4uLIGMO6fCdr87Jo9A3y2hUfh853cazBz74KL9tL3CQnKQkBMDL2X9N0bi12s6/CizcrNd5hiYiIiIiISBSUfEgAxhgqc7OoyMmk2T/Ea/U9/PxCF8cafOyr8LJjjYcUJSGA8DSdZ1qD1LYF2VDgZH9FDkUeTdMpIiIiIiKSyJR8SCDGGMpzMinPyaTFP8hr9T4OX+ymusHP3vJsdpZmk5qsJASAtXCxo5+LHf2UejPYV+FlbV6WZsgQERERERFJQEo+JKhSbyal3kzaAkMcrffx0uUejjf62VPuZVeZBl+crsU/RIt/iDxnKnsrvGwp0sCdIiIiIiIiiUTJhwRXkp3Be/as4WpwmKMNPl650sPxJj+7y7LZU5ZNeoqSEFO6+0f5ydkOXrncw57ybLavUZJGREREREQkESj5sEwUedK5Z1cJnb3hJMTReh81TQF2lXnYU+YlI1Ufsqf0DY/ziwvdvFbvY8caD3vKvTg1Q4aIiIiIiEjc6BPZMlPgTufunSV09Y1wrMHHsQY/Nc0BTUMZwchYiOoGPyebAmwucrGvwkueMy3eYYmIiIiIiKw6+qS6TOW70njnjmJ6+kc41uDnRJOfUy0Btq/xsK9C3/RPNxGy1LX1cq69l8rcLPZVeCnLyYx3WCIiIiIiIquGPqEuc7nONN6xvYhb1+VwrMHHqZYAZ1qDbCtxs6/Cizs9Jd4hJgxrob57gPruAQrd6eyr8LKxwIlDg1OKiIiIiIjElJIPK4Q3M5VfqSri1rW5HGvwUdsapLY1yJYiN/srvXgzU+MdYkLp6B3mP860485ICQ9OWeLRNKYiIiIiIiIxouTDCuPJSOHtWwu5ZW0OJxr91E52N9hY4GR/ZQ75Lo15MF3v0Bg/P9/Fa1fCg1PuLs9WlxUREREREZElpk9ZK5Q7PYU7NxdwoDKHk80BzrQEudDZz9q8LG6pzKHIk1QNTj4AACAASURBVB7vEBPK8NgExxp8nGjys7nIxd5yrxI1IiIiIiIiS0TJhxUuKy2Zt2zIY3+Fl1PNAWqaA3y/upkybwYHKnMo9WZgjMY8mDI1OGVdWy8VuZnsq/BSkZsV77BERERERESWNSUfVon0lCRuXZfLnnIvZ1qDnGjy88OTrRR70tlf6WVtbpaSEDM09gzS2DNIniuNveXZbClyk6TBKUVERERERBZMyYdVJjXZwb4KL7tKPZxt7+V4o59nT7WT50zlQGUOGwqcOJSEuE533wg/OdvBy5d62FnqYVdZNukpSfEOS0REREREZNlQ8mGVSk5ysKs0PMvD+at9HGv08ePaq3gzU9hfkcPmIpe+5Z+hf2Scly/3cKzBR1WJmz1lXrxZmkVERERERERkPko+rHJJDkNViZstxS4ud/ZztMHHT8918Gp9D/sqvGwrdpOcpCkopxubsJxqDnK6JcjavCz2lnspy8mMd1giIiIiIiIJS8kHAcBhDBsLXWwocNLQM8ixBh8vnu/iaL2PveVedqzxkJqsJMR01sKVrgGudA1Q6E5nb0U2GwvUYkRERERERGQmJR/kOsYY1uZlUZmbSYt/iGMNPo5c6qa6wcfusmyNdzCLjt5hfnzmKkfSu9lVls2ONR7Vk4iIiIiIyCQlHyQiYwxlOZmU5WRyNTjM0QYfr9b7ON7kZ2dpNnvKsslK0+kzU9/wOEcudnO03sfWYpfGhRAREREREUHJB4lCkSede3aV0NU3QnWDj+ONfmqaA2wvcbO3wos7PSXeISac0fGQxoUQERERERGZpOSDRC3flcav7SjmtsFRqhv8nGkNcqY1yJYiN/srvXgz9Q3/TNPHhch3pbG7LJstRS4N4ikiIiIiIqtKzD8BGWOSjDEnjTHPRVh2vzGmyxhTM/n4nVjHIzfOm5nKL1cVct/tlexY4+F8Rx//9EojPz7TTmffcLzDS1hdfSP8tK6D77xUzyuXexgcHY93SCIiIiIiIjfFzWj58EngHOCeZfn3rbUP34Q4ZIm501O4c3MBBypzONkc4ExLkAud/VTkZrK/wsua7AyM0cwPMw2MTPDqlR6qG3xsKnKxpzybAld6vMMSERERERGJmZgmH4wxpcC7gD8H/jCW25L4yUpL5i0b8jhQ4eV0a5CTTQH+7UQrxZ509ld4WZuXpSREBOMhS11bL3VtvZR6M9hT7mV9vupKRERERERWnlh3u/gb4DNAaI51/jdjzGljzA+MMWWRVjDGPGCMqTbGVHd1dcUk0NXuyMGn6fP3XPu7z9/DkYNPL6iMtJQkDlTm8NtvruTOzfkMjIzz7Ol2/vm1Js619zIRsku6vZWkxT/Es6fa+MeXGjje6GdkfCLeIYmIiIiIiCyZmLV8MMbcDXRaa48bY+6cZbVngX+x1o4YYx4EngLeNnMla+23gG8B7N+/385cLjfmyMGn+eFjj/LSs9/j41/7LgBPfOajdDReAuAt93xoQeUlJznYVZrNjhIPFzr7qG7085O6Dl650sPeci/B48/y/zzxpSXb3koSHBrjFxe6ePVKD1UlbvaUZZOtgTxFRERERGSZM9bG5rO8MeYvgI8A40A64TEffmit/fAs6ycBPmutZ65y9+/fb6urq5c63Jhq7Bnghyda4x3GrPr8Pdc+/Ds9OQD0B30UVmzg41/7Li5v7g2Vb62loWeQYw0+2oPDpIz20fmvf0Rve31MtreSGANr87LYXZZNRW5WvMMRERERERGZlTHmuLV2f8RlsUo+zAjgTuDT1tq7ZzxfbK1tn/z9N4DPWmtvm6ssJR9io8/fw18+cDf9QR8ATk8Oj3zruSVPBLQGhqhu8HG5qY327zzExGAwpttbSXKdqewqzWZrsZvUZE3VKSIiIiIiiWWu5MPNmO1iZjCPAtXW2oPAJ4wx9xBuHeED7r/Z8cjNtSY7gzW719CQZ/jGk4apkQ1GJ0IEh0ZxeeMaXkLr6R/lhdc7eelyN9tKPOwuzcaTmRLvsEREREREROZ1U1o+LKXl2PJhdDzEySY/J5oCDI8l3kCCse52Mdf2Mj05jE+EGO0PkJJbzm2//7fcvn0dhW5NPTkfY2BdvpPdpdmU52bGOxwREREREVnlEqrlw2qUmuzg1nW57C7P5lRzkBNNfoZGEycJcerw83Q0XrqWbID/GgDy1OHnl3wAyEjbe+zTH6Gr+TKvv/ITmobeRXlOJvsrvJR6MzT15Cyshcud/Vzu7CfPmcqusmy2FKlLhoiIiIiIJB61fIiD0fEQp1sCHG/0M5ggSYgjB59m11vfca2VQ5+/JyaJh/m2d+Cd7+dMa5CTTQEGRycodKexr8LL+nwnDiUh5pWW4lCXDBERERERiYu4Dzi5lFZC8mHK2ESI0y1Bjjf6GBhJjCREohifCHGuvY/jTX6CQ2N4MlLYW55NVbGb5CR9sz+fqVkydpVmU5GbqdYjIiIiIiISc0o+JLixiRBnWoMcb/DTPzIe73ASSshaLnf1c7zRT0fvCBkpSewuy2ZnqYf0lKR4h7cseDNT2FmWzbYSN2nJqjMREREREYkNJR+WifGJELVtvVQ3+OgbVhJiOmstrYEhjjf6aegZJCXJsK3Ew56ybNwZ6l4QjdRkB1uLXewqzSbXmRbvcEREREREZIVR8mGZmQhZzrYFOdbgp3doLN7hJJzu/hFONPo539GHBTYVuNhX4SXfpQ/U0SrLyWR3mYd1eU4cDnXJEBERERGRG6fkwzI1EbKca+/lWIOPwKCSEDP1DY9R0xzgTGuQsQlLeU4m+yq8lGmGjKi50pPZscbDjlIPmama/EZERERERBZPyYdlLhSyvH61j2MNPnwDo/EOJ+GMjE1wujVITXN4howCVxp7y71sLNC3+tFKchg2FjjZVZZNSXZGvMMREREREZFlSMmHFcJay4WOfo7W99DdryTETOMTIV6/Gp4hIzA4hjs9mb3lXqpK3KRohoyoFbjT2Lkmmy3FLtWbiIiIiIhETcmHFcZOzgDxWr2Pzt6ReIeTcKy1XOke4Hijn/bgMOkpDnaVhmfIUNeC6KWlOKgqdrOrNBtvVmq8wxERERERkQSn5MMKdqWrn6P1PtqDw/EOJSG1Tc6QcaV7gGSHoarEzd5yLx7NkBE1Y6DMm8kuDVApIiIiIiJzUPJhFWjsGeC1eh+t/qF4h5KQfAOjHG/08/rVXqyF9QVO9pV7KfKkxzu0ZcWVnsz2NR62r/HgTFMrEhERERER+S9KPqwiLf5BXrvio8k3GO9QElL/yPi1GTJGx0MUe9LZW+5lXX4WDs2QETWHMawvyGLnmmzKczPjHY6IiIiIiCQAJR9WofbgEEfrfVzpGoh3KAlpdDzE2bbwDBm9w+N4MlLYU5atwSkXIScrlR2lHqqK3aSnJMU7HBERERERiRMlH1axzr5hjtb7uNTZzzI71DdFKBQevPN4k5+O3hHSkx3sKPWwqzSbLHUrWJCUJMPGQhc7Sz0UezRdp4iIiIjIaqPkg9DTP8KxBh/nr/YTWmbH/Gaw1tIWHOZkk5/LXQMkGcPmIhd7yrPJc6bFO7xlJ9+Vxs5SD1uK3KQmqyWJiIiIiMhqoOSDXBMYHOVYg59z7b1MhJbXsb9Z/IOj1DQFqGvvZTxkqcjNZG+5lzJvBkbjQixIarKDLUUudpR6KHBpcE8RERERkZVMyQd5g77hMaob/ZxtDTI2sbzOgZtlaGyCMy1BTrUEGBydIM+Zyt5yL5sKXSRpuskFK/aks32Nh81FLo2rISIiIiKyAin5ILMaHB3neKOf0y3h2R/kjcYnQpzv6ONEUwDfwChZaUnsLs1m+xqPBlhchLQUB1uL3Owo9ahLi4iIiIjICqLkg8xreGyCk00BapoDDI9NxDuchGStpdE3yIlGP83+IVKSDNuKPewuz8aTkRLv8Jalkux0dqzJZlOhk2S1hhARERERWdaUfJCojY6HON0S4ESTn4ERJSFm09U3wokmPxc6+rAW1hc42VuerVkeFik9JYktxS52rFFrCBERERGR5UrJB1mw8YkQZ9t6qW700zs0Fu9wElb/8Dg1LQHOtIa7rRS509lTns2GfCcOjQuxKCXZ4bEhNhVqbAgRERERkeVEyQdZtFDIcu5qL9UNfnwDo/EOJ2GNjoc4197LyeYAwaExnGnJ7CrzsL1E40Is1tTYENvWuDVThoiIiIjIMqDkg9wway2XOvs52uCjs3ck3uEkLGst9d0DnGwO0OIfItlhqCp2s7ssG29WarzDW7YK3ensWONhU5GTtGQlc0REREREEpGSD7KkGroHONrgo9U/FO9QElpX3wg1zQHOX+1jwloqczPZU+6lzJuBMeqSsRipyQ42FjjZUerR+BoiIiIiIglGyQeJidbAEMfqfdR3D8Q7lIQ2MDLOmdYgp1uCDI1NkJuVyu6ybLYUuTTDww3Ic6aybY2HrUVuMlLVGkJEREREJN6UfJCY6uwb5li9n4ud4ZkfJLLxUIgLV/s52eynu3+UjJQkdqzxsLPUQ1ZacrzDW7aSHYb1BU62lbgpz8lUqxIRERERkThR8kFuCv/AKNWNfs619zIRWl7n1c1kraXFP0RNc4Ar3QM4DGwqdLGnLJsCtwZWvBHujBS2lbjZVuLGlZ4S73BERERERFYVJR/kpuobHuNEU4DayeknZXb+wVFONQeoa+9lbMKyJjuD3WXZrMvPwqFv8BfNGKjIzWR7iYd1+U6SNO2piIiIiEjMKfkgcTE0OkFNc4Ca5gDDYxPxDiehjYxNcLatl5qWAH3D47jTk9ldlk1ViVuzO9ygjNQkthS52FbiId+VFu9wRERERERWLCUfJK5Gx0OcaQ1ysslP3/B4vMNJaKGQ5XJXPyebA7QHh0lNcrC12MWusmy8mZqq80YVutPZVuJmc5GL9BQldURERERElpKSD5IQJkKWc+29HG/04xsYjXc4Ce9q7zA1zQEudvQRsuFuBLtLs6nI1aCKNyolybA+38m2Eg9lOZr6VERERERkKSj5IAnFWsulzn6ONfjp6B2Odzgxc+Tg0+x66ztweXMB6PP3cOrw87zlng8tqJyBkXFqW4Ocbg0yODpBdkYKO0s96pKxRFzpyVSVuNlW7MGTqUEqRUREREQWS8kHSVhNPYMca/DR5BuMdyhL6sjBp/nhY49SWLGBj3/tuwA88ZmP0tF4ifc+/IUFJyAg3HLkUmc/Nc0BrvYOk5Jk2FrsZldpNjlZ6pJxo4yBNdkZbCvxsLHQSUqSI94hiYiIiIgsK0o+SMLr6B3mWIOPS539LLNTMqI+f8+1ZIPTkwNAf9B3LRkx1RpisTp6hznVHOBCRz8T1lKek8muMg9rc7PUhWAJpCY72FjgpKrEzZpsdcsQEREREYmGkg+ybPgHRjne6Odcey/joeV1bs7U5+/hLx+4m/6gDwCnJ4dHvvXcDScephscHae2tZfTrQEGRibwTHbJ2FbsJk0DKi6J7MwUtha72VrsxpOhbhkiIiIiIrOZK/mQfLODEZmLNyuVt1cVctv6XE42+TndEmR0PBTvsBJWZmoyt6zNYV+Fl8td4S4Zhy928+qVHrYUudldpi4ZNyowOMYrl3t49UoPpd5Mtha72FjgIjVZ3TJERERERKKllg+S0IbHJjjTGqSmKUD/yPKZpjPW3S7m0tk7TE3LZJeMkKUsJ4PdpdlU5mXhUPeBJZGa7GB9vpOqYrdmyxARERERmaSWD7JspackcaAyhz1l2bx+tY/qBh/+wbF4hzWvU4efp6PxUsQBJxcz48VCFLjT+ZWqIt6yYZzatl7OtAR59nQ77vRkdpVlq0vGEhgdD3GuvZdz7b240pOvdctQKxMRERERkcjU8kGWFWstl7v6qW7w0x5M7Gk6l2qqzRs1EbJc6eqnpiVAW2CYZIdhS5GLnaXZ5LvSbmosK12RJ52txW42F7rISFWCR0RERERWFw04KStSi3+Q441+6rsHVsQMGTdDV98INc0Bznf0MRGyFHvS2VnqYUOBk2SHxjBYKkkOQ2VeFluLXKzLd5LkULcMEREREVn5lHyQFa27f4TjjX7OXw1/oJb5DY9NUNfey+mWIMGhMTJSkthW4mZHqQd3umZ0WErpKUlsKnSypTg8baeIiIiIyEql5IOsCn3DY5xsCnCmVTNkRMtaS5NvkNMtQeq7BwBYm5fFzlIP5TmZGkhxiXkyUthS7GJrkRuvxocQERERkRVGyQdZVZbrDBnx1js0Rm1bkNrWXobGJvBkpLCz1ENVsZt0DVC55DQ+hIiIiIisNEo+yKo0EbKca+/lRJOfnv7ReIezbIyHQlzuHOB0S4C24DBJDsPmQhc7Sz0UutPjHd6K4zCGyrxMNhe5WJ/vJCVJY2+IiIiIyPKk5IOsatZa6rsHqG700+ofinc4y0pX3winWwOcv9rH2ISl0J3GztJsNhU4SdaH5CWXmuxgfX4WW4rclOdk4tBAlSIiIiKyjCj5IDLpanCY6kYflzsHCC2zcz+eRsYnONfex+mWAP7BMdKTHVSVuNmxxkN2psYuiIXM1CQ2FbnYUuSi2KOBKkVEREQk8Sn5IDJDcHCME01+zrYFGZtYXtdAPFlrafEPcbo1yOWufqyFitxMdpZ6qMzNwqEBKmPCk5HCliIXm4tc5DrT4h2OiIiIiEhESj6IzGJ4bIJTzQFOtQQYGJmIdzjLSv/w+OQAlUEGRidwpSezvcTDthI3WWnJ8Q5vxcp3pbGlyMWmIpemRRURERGRhKLkg8g8xidCvH61T4NTLsJEyHKlq5/TrUFa/EM4THi6zh1rNF1nLBkDJZ4MNhe52FjoJDNVCR8RERERiS8lH0SiNDU45YmmAM2+wXiHs+z4B0epbQ1S197L8FgIT0YK20rcVBWrNUQsOYyhLCfj2owZmhpVREREROIhrskHY0wSUA20WmvvnrEsDfgusA/oAX7TWtswV3lKPsjN0tk7zPFGPxc6+jU45QJNTdd5pjVIayDcGmJ9vpPtazyUeTPUGiKGkh2GirwsthS5WJuXpak7RUREROSmiXfy4Q+B/YA7QvLh48BOa+2Dxpj3A79hrf3NucpT8kFutt7hMWqaApxpDTI6Hop3OMuObyDcGuJcey/D4+HWEDvWeNha7FJXgRhLTXawNi+LTYUuKnMzNT2qiIiIiMRU3JIPxphS4Cngz4E/jJB8+E/gi9baV4wxycBVIN/OEZSSDxIvI+MT1Lb2UtMcoHdoLN7hLDvjEyEudfZzpjVIW3CYJGNYXxAeG2JNtlpDxFpqsoP1+U42F7koz8kkyaH6FhEREZGlNVfyYdavHY0x/2St/Ygx5pPW2r9d5Lb/BvgM4Jpl+RqgGcBaO26MCQK5QPcitycSM2nJSeyr8LKnLJtLXf2caPTTHhyOd1jLRnKSgy3FbrYUu+npH6G2tZdzV3u50NGPNzOF7Ws8bC12k6HxCmJidDzEufZezrX3kp6SxPr8cIuI8pxMHEpEiIiIiEiMzdXmeZ8xpgL4bWPMd4Hr/ju11vrmKtgYczfQaa09boy5c7bVIjz3hlYPxpgHgAcAysvL59qsSMw5HIZNhS42FbpoCwxxosnPpc5+NCxE9HKdafzS5nxu35DLxc5+aluDHL7YzcuXe9hQ4GRHiYeS7HS1hoiR4bEJzrb1cratl4zUpHCLiEIXpd4MJSJEREREJCZm7XZhjPkE8HvAOqCV6xMF1lq7bs6CjfkL4CPAOJAOuIEfWms/PG0ddbuQFSE4OMbJZj9n23o1LsQidfWNUNsW5PX2PkYnQuRkpbK9xM3WYrdmb7hJMlOT2FDgZGOBEhEiIiIisnA3NOaDMeYb1trfu8EA7gQ+HWHMh4eAHdMGnHyvtfZ/n6ssJR8kkYW/UQ5S0xzUuBCLNDYR4kJHH2dag3T0jpDkMKzPz2J7iYdSzZRx02SkJrEh38nGQidlXnXNEBEREZH5xXW2i8kA7mQy+WCMeRSottYeNMakA/8E7AF8wPuttVfmKkvJB1kOQiGrcSGWQFffCGfbgrx+tY+R8RDu9GS2lXioKnbjTNdMGTfLVNeMjQVOjREhIiIiIrOKe/JhKSn5IMtNe3CIE40BLnX2E1pm11uiGJ8Icamrn7NtvbT4hzBARW4m29d4qMzN0swNN1F6ShLr8rPYWOCkQnUvIiIiItMo+SCSAHqHxzjVHOBMa5CRMY0LsViBwVHq2nupa+9lYGSCzNQktha52VbixpuVGu/wVpXUZAfr8rLYWBhORKQkOeIdkoiIiIjEkZIPIglkdDxEXXsvNU1+/IMaF2KxQiFLg2+As6291PcMYC2UZKezrcTDxgKnPgjfZKnJDipyM9lQ4GRtXhZpyRokVERERGS1UfJBJAFZa6nvHuBkU4Am3+CSlHnk4NPseus7cHlzAejz93Dq8PO85Z4PLUn5iWpgZJxz7eGpIwNDY6QmOdhU5GR7iYcCV5oGqbzJkh2GspxwImJ9vpOMVCUiRERERFYDJR9EElx3/wgnmwKcv9rL2MTirskjB5/mh489SmHFBj7+te8C8MRnPkpH4yXe+/AXVnwCAsIJnbbAMLVtQS519jMesuQ5U9lW4mFLkUtTdsaBwxjWeDNYn5/F+gIn7vSUeIckIiIiIjGi5IPIMjE0OsGZ1iCnWwL0DY8v6LV9/p5ryQanJweA/qDvWjJiqjXEajEyNsH5jj7OtvXS2acpOxNFoTt9skVEFrnOtHiHIyIiIiJLSMkHkWUmFLJc7OznZNPCpurs8/fwlw/cTX/QB4DTk8Mj33pu1SUeZursG+ZsWy/np03ZubXYzdZiN54MfRMfLzlZqazPd7K+IIsid7oSQiIiIiLL3FzJh+SbHYyIzM/hMGwucrG5yMXV4DAnm/xc7OxnIrS8koWJosCVTsHmdN66IY9LXf3UtffyWr2P1+p9lGZnsLXEzYZ8J6nJGqTyZvINjOIb8HGswYczLZl1+Vmsz3dSlpOpKTxFREREVhi1fBBZJvpHxjndEuBMS5DB0Yk3LFe3i4XpHR7j9fY+6tp7CQ6NkZJk2FDgpKrYzZpsdcuIp9RkB5W5WawvyKIyN0tjdYiIiIgsE2r5ILICONOSuX19HrdU5nCho5+a5gAdvf/VJePU4efpaLwUccDJ1TDjxUK501O4ZW0OByq9tAeHqWvv5WJHP+fa+9QtI85Gx0Nc6OjjQkcfSQ7DmuwM1uVnsS7fqeMhIiIiskyp5YPIMtYWGKKmOcClyS4Zq3WqzaUyNhHicme4W0azfwiAUm8GVcVuNhQ4SUlSt4x4y3OlsT4vnIgodGsaVREREZFEogEnRVa4+bpkyML1Do3x+tXru2VsLHBRVeymJFuDIyYCZ1oya/OyWJufRXlOppJDIiIiInGm5IPIKjERspy/2seplgBXFzBLhszOWktbcJhzk90yRidCeDJS2FrkYmuxG7e6ASSElCRDWU4m6/KcrM3PwpmmXoUiIiIiN5uSDyKrUHtwiFPNAS50aJaMGzG9K8vYRIjaS0289LPnmNjyq4C6ZSQiYyDflcbavCzW5al7hoiIiMjNouSDyCo2ODrOmZYgZ1qD9A2PxzucZeXIwaf54WOPRhzE850P/A/c++6+fraMfCebi1yU5WTi0IfdhJGVlkRFbhbr8rIoz80kLVmzZ4iIiIjEgpIPIkIoZLnc1c/J5gCtk4Mpytyimb70um4Znf2MjofISk1ic5GLLUVu8pyp+tY9gUzNnlGZl8XavCxyslLjHZKIiIjIiqHkg4hcp6tvhNMtAV6/2sfoeCje4SS0Pn8Pf/nA3fQHfQA4PTk88q3nrs0oMt34RIj6ngFeb++joWeAkIXcrFS2FLvYXOjCla7xIRJNdmYKlblZVOZlUebNIFldZ0REREQWba7kg0bkElmF8l1p/Lethbx5Qx517b2cbg7gHxyLd1jLXnKSg40FLjYWuBgam+BiRx+vX+3jpUs9vHSph1JvBluKXGwocKrpf4IIDI5RMxigpjlwbdDKitws1uZm4clUskhERERkqajlg4hgraXJN0hNc4D67gGW2W0hZqLpdhGNwOAo56/2ce5qH8GhMZIchvV5WWwudlGRk0WSQ90yEpE3M4XKvCwqc7MoVasIERERkXmp5YOIzMkYQ0VuFhW5WQSHxqhtDVLbGmRwdCLeocXVqcPP09F4KeKAk6cOP89b7vlQVOVkZ6Zy67pcblmbQ0fvCK9f7eVCRz8XOvvJSEliU6GTLUVuzcqQYPyDY/ibApxsCreKKPVmUpGbSWVuFl6NFSEiIiKyIGr5ICIRTYQsFzr6ON0SoC0wHO9w4mb6VJsQbg2xkMTDbCZC/397dx4mSV7f+f39i4i8M+s+uqevORlgBwYQiwctsxJ4jUZaLCEkdpFkht2Vn/FqGD+2H63Q4RWykFdazchrP35gHhlrd83sglihRXhACJnHi8QhwBwSw9xTfdR0dVfXXXmfET//EZFZWX1Nd09lZWXm5/U8SUT8Iio7komOrvjk9/f7WRY3w/EhTq2X8QPLRCrGKw/luPNQjom0Hm4PsvFUjBPTYReNY1MpdaMRERERQQNOisjLtFqs8cTZPM+taIDKXqi3fBZWSzx7ochSNBPJ4fEkrzyU4475HKmYHmwPMtcxHB5PRtVDaeZyqmARERGR0aTwQUT2RL3l88xyWA2xUWr0+3SGUrHW5LkL4UCVG+UGjoFjU2nunM9x22yWuKdxBw66VNzl+FSa41NhNw3NciIiIiKjQuGDiOy5s5sVvn8uz8JqCT8YrPvIILDWsl5q8NxKkedXihRrLVzHcMt0hlccynLLdEYDIA6ImWycY1EYcXQyrQBJREREhpbCBxHpmXK9xZPn8nz/XJ5irdXv0xlK1lqW8zWeXyny/EqJatMn7jrcOpvhzvkcx6bSmjFjQLiO4dB4khNTaY5Pp5nPJXH0305ERESGhMIHEek5PGd1QQAAIABJREFUay2n18t8/1xe03X2UBBYlrarPHehyMJaiUYrIBlzuH0uy53zOY5MpDTewABJxByOTaY7lRFTmkVDREREBpjCBxHZV4VakyeX8jx5Pk+5PtrTdfZSKwh4caPCcytFTq2VaQWWTMLlFXM5XnEox7wGPhw4uaTHsak0xybDyohsQjNii4iIyOBQ+CAifeEHllNrJZ5YynN2q6JqiB5q+gGn1so8v1LkzEaZwIbTQb5iPqyImM4m+n2KcgOms/GoMiLF0ck0Sc18IiIiIgeYwgcR6bvtSoPvn8vz9PkClYaqIXqp1vQ5uVbiuZUiS5tVLDCdifOKQznunM8xntLsC4PIGJjNJTrdNI5MpDR4pYiIiBwoCh9E5MDwA8vCaonvn8tzdrPS79MZeuV6i4XVMIhYztcAmB9LcMdcjjvmsowpiBhYjjHMjyU4NpXm6GSKmyZSxDQDioiIiPSRwgcROZC2ylE1xHKBqqoheq5QbfL8apEXVkqsFusAzOUS3DGf5Y45VUQMOtcxHBpLcnQyxbGpNIfGkwojREREZF8pfBCRA63lByyslfj+Up6lrWq/T2ck5KtNXrhcEDGX5Q51zRgK3WHEEVVGiIiIyD5Q+CAiA2Or3ODJ8xobYj/lq00WVku8sFpkpRAGEbPtIGIuy0Ra0z8Ogq8+/nHuvvc+cpPTABS3NvjeV77AW37854AwjJgfS3BkIh2FEUkSngawFBERkb2j8EFEBo4fWE5G1RCaKWP/FDpBRIkLhXCMiNlsgtvnwyBiUkHEgfTVxz/Opz/8IeZP3M6DDz8GwKMfuJ+VxQXe9dAHOwFEN8cYZnJxjkykwuqIiTSpuMIIERERuXEKH0RkoOUrTZ46n+ep8wVK9Va/T2dkFGphELGwWuoMVjmTjXcGq5zMKIg4KIpbG52wITs+BUApv9kJI9rVEFdjDExlwjDipomwq8ZYUt1vRERE5NopfBCRoRAEltMbZZ48l+fMeoVgwO5fg6xY26mIaAcR09l41DUjx5SCiL4rbm3wyAPvoJTfBCA7PsUvffRz1xQ8XEku6e0KI6YzcYwxe3XKIiIiMmSuFj54+30yIiI3ynEMt81muW02S6ne4qlzYTVEvtrs96kNvVwyxuuPT/L645OUai0W1kq8sFLkG6c2+capTaYzcW6by3L7bJaZrB5Qh0Wx1uLZC0WevVAEIBlzOTye5KaJcMyI+THNqCEiIiLXRpUPIjLQrLUsbVV58lyehdUSrWCw7mmX81IDBx4kpXqr0zXj/HYVC4wlvU5IdHgiiaMgouf2otvFjXAdw1wuweGJFEcmkhweT5FJ6HsNERGRUaXKBxEZWsYYjk2lOTaVptb0eWa5wJPnC6xH00cOmvbAgV/77CcuGTgQOHABRDbh8bpjE7zu2ASVRotT62VOrpZ4YinPX5/dJhVzuXU2w22zWY5NpfAcfUveC9/7yhdYWVy47ICTvQyu/MCynK+xnK/x3cWwbSwV46bxJIcnUtw0nmQmm8BxFECJiIiMOlU+iMhQWinUeOp8nmcvFKk3g36fzjXr1zfYe63RCjizUebkWokz6xUafkDMNdw8HQYRN8+kNc3jHjuoFTNxz2F+LMnh8SSHxpPcNJ7SrBoiIiJDSgNOisjIavoBC6slnjpfYGlApuzsxcCB/dQKApY2q5xcK3FyrUy16eMaw9GpFLfPZrllJqNS/REzkY5FYYSqI0RERIaJul2IyMiKuQ6vOjzGqw6PhVN2Lud5+nyBYk1Tdrb1+htzz3G4eSbDzTMZ3vrKsEz/5FqJk6sl/t+NVQBuGk9y21w4TsR4StM7DrvtSpPtSpNnlsOBLGOuYS6XZH48rJCYH0vqOhARERkyqnwQkZFjreXFzQpPny8cuEEq97vbRXuMicuNFfCuhz7Y05J9ay3rpUZUEVFivdQAYCYb7wxYqZkzRlcm4TI/luTQWNhdY34sSTKm7hoiIiIHmSofRES6GGM4MZ3hxHSGWtPnuQtFnl4ucCFf6/ep7fvAgXffex9f++wnWFlc4JEH3gHshB1333vfnv5ZFzPGMJtLMJtLcM+t0+SrzU5FxDdPb/LN05uMJT1umclwy0yGo5NpXJXmj4xy3efUWplTa2UAjIHxVIxDY2GFxKGxJLO5hKb6FBERGRCqfBCRgfKRj3yEd7/73czNzQGwurrKpz71Kd7//ve/7PdeL9V5+nyBZy8UKNf9l/1+N2q/Bw48iGNMlOstTq+XObVe5sXNCn5gibsOx6fT3DqT4ebpjAYtFBxjmMrGw0BiLMH8WDh+hEIqERGR/lDlg4gMhY985CM89NBDPProo3zpS18C4K1vfStPP/00wMsOIGayCf7uK2Z5y+0znN4o8/T5AqfXy/j73C3j4pAhNznd9xkL9lsm4XHXkXHuOjJO0w84u1nh9HqZ0+tlFlZLGODQeJJbo6qIqYy6Z4yiwFrWi3XWi3WePBe2eY5hJpdgLheGEXO5BNMKJERERPpOlQ8iMjBWV1c7YcPs7CwAa2trvPrVr+ZLX/pSpxpiL1UbPs9eKPD0coHVQn3P37/fBm1qT2stq8U6p9bLnFkvs1oM/5uMp2Kd7hlHJlJ60JRdPMcwne0KJMYSTGfieOqyISIisqc01aaIDI3V1VXuuusu1tbWAJidneXJJ5/sSfBwsYPSLWMv9XPAyb1QqrW7Z5Q4u1XtdM84MZ3mlmiGjZQGKZTLcB3DZCbOXFQlMTeWZDabIO4pkBAREblR6nYhIrIHurtlLG5WeGa5wMkDNlvG9WqHC91jTDz48GM9HWMC9m5ci2zS4zVHx3nN0Z3uGaei7hkvRN0zDo8nuWU2w60zWSbTMXXPEAD8YKfLxtNRmzEwkYoxm0t2BkOdyyXIJPTrkoiIyMulygcRGRj96HbxUmpNnxdWSjyzXODcdnXf//xBtB/VFtZaVop1Tq+FQcRaaXf3jJun0xyZSKnsXq5JJuGGYUQ2yUwuzmw2wWQ6jqPuPSIiIruo8kFEhsKnPvUpnn766U7YADsDTu7VjBfXKxlzO9+8b1caPLNc5JnlAvlqc9/PZVDsx/SexhgOjYXTMb75tmmKtWZnwMrvn8vzN2e38RzD0ckUN0+H3TPGU7E9+bNl+JTrPuV6hTPrlU5bexyJmWyc2VyCmWxYKZFUNx8REZHLUuWDiAyUXk61uZfObVd55nyB51eL1JtBv0/nwOnn9J5NP2Bpq8riRpkzG5VOUDSRjoVBhKoi5GXIJjxmcnFmsgmmMwlmcnGmM5ptQ0RERoMGnBQR6ZOWH3B6vcwzF4qc6cO0nQdVP8OHi21VGixuVDizUWYpGrSyXRVxIgojJtLxfT8vGR6OMUxmYkxnEkxn48xkw0BiQmOQiIjIkOlL+GCMSQJfBhKE3Tv+2Fr7Gxcd84+AR4Bodm4+bK39g6u9r8IHERlU1YbP8ytFnr1Q4Px2rd+n0zcHeXrPVqcqIgwjtqOqiPFUjJun09w8neHopKoiZG/E3HDGjXYoMR2tj6U8hRIiIjKQ+jXmQx14m7W2ZIyJAV81xvyZtfYbFx33H6y1D/XwPEREDoRU3OXuYxPcfWyiMz7EcxcKbFVGa3yI733lC6wsLlx2wMlez7LxUjzX4eZois4fYpbtrqqIp84X+N5SHrdrrIgT02kmUvr2Wm5M07esFuqsFuq72mOuYSqTYCoTZzobZyoTZyodZzwV0yCXIiIysHoWPtiwpKIUbcail+qNRUSAiXScN982zZtvm+ZCvsYzFwo8f6FIpeH3+9R6rl/Te96IiXSciXScu49N0PIDzm1XOROFEX/5/BoQVkWcmE5zYirN0ck0cU9VEfLyNH3LSqHGSmF3hZTnGCaiIGIqE74mMzGm0nFV44iIyIHX0zEfjDEu8B3gduAj1tpfvmj/PwJ+B1gDngf+B2vt2cu8zwPAAwDHjx//gcXFxZ6ds4hIvwSB5cXNCs9eKHJyrUSjpYEqD7J8tcmZ9XJnrIhWYHEMHBpLcnwqzfHpNPO5pL6plp4zBnLJGFOZGJPpnfEkpjJxMglNbCYiIvun7wNOGmMmgD8B/ltr7ZNd7dNAyVpbN8b8U+AfWGvfdrX30pgPIjIKmn7AqbUyz14osLhR0UCVB1zLD1jO13hxs8KLmxVWi2EZfdx1ODqZ6oQR6qIh+y0Rc5hMx5lMx5iIKiYm0jEmUnFV6YiIyJ7re/gQncRvAGVr7e9dYb8LbFprx6/2PgofRGTU1JrtgSqLnN+uMmCTFI2katNnKQoiXtysUKi1AMglvTCImEpzbDJNKu72+UxllGUTHhPpsFpiIgonJtMxxlMxdeMQEZEb0pcBJ40xs0DTWrttjEkBfw/43YuOOWytXY42fxx4plfnIyIyqJIxl9ceneC1Ryco1Jo8fyEMItaK9Zf+YemLVMzljvkcd8znsNaSrzY7QcTCaomnzhcAmM0lOmHETeNJPfDJvirVW5TqLZa2qrvajWkHE3EmUrEomIgxngoHvVTFhIiI3IheTrX5WuBjgAs4wB9Zaz9kjPkQ8G1r7ePGmN8hDB1awCbwC9baZ6/2vqp8EBEJbZYbPBsNVDlqM2YMsiCwrBbrnTBiOV8lsOA6hiMTqU4YMZONq4vGZXz18Y/vGqy0uLVxIAcrHWaZhMt4aieMGI8CirFUjKzGmBARGWkHotvFXlH4ICJyqdVCjWcvFHl+pUgxKvGXwdBohbNovLhZ4exmhY1yAwirJ45NpTg6meboZErjRRAGD5/+8IcuO03rux76oAKIAyDmGsaiQGIsGdtZT3mMJWMkY+pqJCIyzBQ+iIiMCGst5/M1nr9Q5IXVIuX68E/dOWxK9RZno6qIs5sVytH0q9mEx5HJFEcnUxydSDE+gmFEcWujEzZkx6cAKOU3O2FEuxpCDq5EzOmEEmNJL1rurCucEBEZbAofRERGUBBYlraqPL9S5IXVErWmgohBY61lu9pkabPK0laFpe0qla4w4thkiiOTKY5NphlLxfp8tvujuLXBIw+8g1J+E4Ds+BS/9NHPKXgYEnHPYSzpkUvGyO1aRusJT9PXiogcYH0ZcFJERPrLcQzHp8MpHt/6yjle3Kzw3IUiJ9dKNFpBv09ProExJpomMc5rjo5jrWWr0uTsVoVzW1XObFR45kIRgLGk1wkijk6myCVHI4yQ4dJoBayXGqyXGpfd3x4MM5f0yCZiZJNe17YXbscVUIiIHESqfBARGTEtP2Bxs8ILK0VOrpUVRAwway0b5QZLW2FlxLmtKrXov+d4KhZ20ZgMx40YhoEA1e1CroVjDOm42wkm2qFEJh6GFJmERybhkvDUxUNEZK+p8kFERDo81+G22Sy3zWZp+QFnNso8v1Li9LqCiEFjjGEmm2Amm+B1xyaw1rJeaoRdNLaqu6b1nOiEEWmOTKb2JIzY75knvveVL7CyuHDZASc144W0BdZ2phG9mrjnkI67ZKKAIly6pOPhdnufxqEQEdkbqnwQEREAmn7AooKIoRJYy3qxztJ2laWtKue2qjT8ncqImyaSHJlIcdPE9c+m0a+ZJzTVpuw3zzGkEx6ZuEs64ZGOuaSjkKK7LRV3FVSIyMjTgJMiInJd2hURL6yUOKUgYmgEgWWtVOfcdpXz21XObVepNcP/tum42wkijkykmM7Gca4SRqgLhMilPMeQiodBRDrukoqFXTxSsTCYSLf3xTyScUddP0Rk6Ch8EBGRGxYGERUWVjVGxLCx1rJZbnB+u8a5fFgZ0S5Vj3sON40nO2HE3FgCz3F2/bxmnhB5eTzHkIy5JONhQBGGFE64jO+EFsmYQ9ILg4uE54zcNLsiMjg05oOIiNwwz3W4fS7L7XNZ/MCyuFFmYbXEybWypu8ccMYYprMJprMJXnN0HIBCtdmpiji3Hc6oAeA6hkNjSQ6PJzk8keTweKqfpy4yFFrBtY1P0c0YSHhRIBELw4juZTIWVlQkvGgZc3bWPUczgYj0mB9YGq2Ahh/QaAU0/YB6tGy0wvXu/eG6T72501ZvBYynYvxX95zo98fZUwofRETkmrmO4dbZLLfOZgkCy9mtCi+slDi5VqLSUBAxDMZSMcZSMV55eAyASqMVVkZsV1nOV/nui1sEi+CXt1n/D79GLb9JMjeJYwyl/CaPfuB+dbsQ6SFrodb0o/C3ed0/H/fCMGL30iXuhuudl3vR0nOIueHPxFwHVyGGDIGmH9DyLQ0/oOUHNH0bhgR+GBY0W5ZmENBs7exrBwntVxge2M66H+xNz4LB6p9wbRQ+iIjIDXEcw4npDCemM7wtmOPcdpWFtRInV0sUa9f+LZ4cbOm416l8gfAXtZVCjb/8zJdYWnuR+MxxZt7z2wC0PvlrrCwu8Phn/iM//M73Mj+WwHOdq729iOyz9jetL5frmE4gEXcNMTdcj3kOMcfsrEf7vKjNcw2e09UebXuuIeaEoUbMNepaMsL8wNIKgmhpafld2367LejsawZhgNBpC8KgoP1z7dCgHS50tw3YCAQDT2M+iIjInrLWslKos7Ba4oXVItuV6/9mTgbDVx//OK+990doxcc4v13lzNIyz339/8F7zY8C4BiYy4VdNQ5Fr1zC00PFAaMZROQgch0TBRMG13GipdlZumG7a3a3t1+Oaa/TWd+9DNvbbcaEf6bB4JiwW5pjdo5xnJ02Q3i8ifYbwn3hkr7d46y1WBt+Y26tJbBgidpsOAOSJVoG4XJXm223hQMUt9f9wHbez4/a/c5+ix+9lx9EL2sJouAgiLbb+9ptrejnW/5Oux+E4cGAPZ72zEwuwXsHsNuFBpwUEZG+WSvWOblWYmG1xFqx3u/TkX1Qbfgs56ucz9dY3q6yUqx3ylAzcTcMIsbCMGJ+LElM1RF9068pU0WGnekOKbrawuX1hxPtZ7b2o5uN1tvhggyfYQwf1O1CRER6ajaXYDaX4J5bp8lXm9FglSXOb1f1C9OQSsXdztggEH5Ttl6qcyFf40KhxnK+xsm1MhD+Mj6TSXQqIw6NJZlMx1QdsU/uvvc+vvbZT7CyuMAjD7wD2Jky9e577+vz2YkMrnYwcPmO+/rHT0aTKh9ERKQvKo0Wp9bKnFwr8eJGhdYeDdAkg6Ha8LlQqHUCiQv5Gg0/7Iee8BwOjSWZj8KI+bEE6bi+L+kVTZkqInLwqPJBRERkj6TjHncdGeeuI+M0WgGLG2VOrpU5va4pPEdBKu5yy0yGW2YyQFhSvFVpspyvdgKJb53e7Hw/mEt6zOfCIGJ+LMncWIKE5/bvA4iIiMh1UfggIiJ9F/cc7pjPccd8jiCwnZkzTq2VKVQ1YOUoMMYwlYkzlYnzt24aB8JR+deKdVaKNVYKtXAg07VS52cm0zHmx5LRK8FsVrNrXK/i1gaPfuB+SvlNsuNTAJoyVUREekLhg4iIHCiOYzg2lebYVJq33rkzYOWptTKrxZrGiRghcc/hyGSKI5OpTlut6XeCiJVCjbNbFZ69UATC2TWmMwnmxxLM5cLqiOlMXIHEVXzvK19gZXHhsgNOasYLERHZSxrzQUREBkax1uT0eplTa2XObmqcCAmVaq1d1RErhRr1Vjh+hGNgKhMPw4hcgrmxBDPZhGbY6KKpNkVEDp5hHPNB4YOIiAykRivgxc0Kp9ZKnNkoU65rnAgJWWsp1FqsFmusFeusFuqsFutUo7FEDGEgMZtLhIFELslsLkHcUyAhIiIHwzCGD+p2ISIiAynuOdw+l+X2uSzWWi4UapxeK3Nyvcx6sd7v05M+MsYwnooxnopxx1wOCAOJUr0VjSFRZ61Y39VlA2AiHWMum2AmF44fMZtLkI67mvZTRERkDyh8EBGRgWeM4fB4isPjKX7w9hkKtSano5kzlrYqNP3BqvKTvWeMIZeMkUvGuHU222kv11usRmHEajGcZeP51Z1BLVMxl9kojJjJxZnNJphMx3EcBRIiIiLXQ+GDiIgMnbFkjLuPTXD3sQmafsDZzQqn18Mwolhr9fv05ADJJDxuSXidKT8B6k2f9VKDtVIYSqyX6vzN2W38qKuq6ximM3FmouqI2WyCmWycRExTf4qIiFyJwgcRERlqMdfh1tls59vutWKd0+tlzqyXWc7XCAZs7CPpvUTMvWSWDT+wbFUarEeBxFopvI6eXi50jskmPGaycaajMGI6k2AqE8dVlYSIiIjCBxERGS2zufDb6jfdMkWt6bO4EVZFLG6UqTQ0aKVcnusYZrLhTBmvPBS2WWspN3zWozBio9RgvVznxc0K7YlYHAMT6Tgzma5QIptgLOlpLAkRERkpCh9ERGRkJWMudx7KceehHNZaVgr1ThBxoVBDRRFyNcYYsgmPbMLj5q5uG35g2a40WC812CjXWS81LhlLIuYapjNhGDGZiTOdCZe5hEIJEREZTgofRERECB8kD40nOTSe5M23TVNt+Cxuht0zFjcqqooYUV99/OPcfe995CanAShubfC9r3yBt/z4z13xZ1zHMJ1NMJ1NALlOe6MVsFGOKiSiSomTa2Wq53e6bsRcw2R6J4yYil7jyZgGuRQRkYGm8EFEROQyUnGXVx4a45WHxjpVEWc2oqqIfF1jRYyArz7+cT794Q/xtc9+ggcffgyARz9wPyuLCwBXDSAuJ+45nVlZulUaLbbKTTbLjfBVaXB2q8ozXdOAusYwkYkxld4JJKYycSbSMTzHeZmfVEREpPcUPoiIiLyE7qqIe26dptb0ObtZ4cxGhcUNzaAxrO6+9z6+9tlPsLK4wCMPvAOAUn6T+RO3c/e99+3Zn5OOe6Tj3q4BLgHqLf+SUGK1WOeFru4bBhhPxXYFElOZOJPpOHFPoYSIiBwcCh9ERESuUzLmcsd8jjvmw5L6jVKdMxsVXtwsc26rStNXVcQwyE1O8+DDj/HIA++glN8EIDs+xYMPP9bphtFLCc/l0LjLofHkrvaWH7BV6QoloteZjXJnoEuAdNxlIh1jMh1nIhVjIh1WSkykYniuggkREdlfCh9ERERepnb//h84MUnLDzi/XWNxMxwrYr1U18CVsqc81+nM2tLNDyz5ahhKbFUabFeabFcanForU23uHrMkl/R2BRKT0XIsGdPUoCIi0hMKH0RERPaQ5zocn05zfDrNvXdAud7ixc1K+NqoUKqri8agKG5t8OgH7qeU3yQ7PgWE3S4e/cD9+1b9cD1cx3S6XVys3vKjMKIZBhPVMJh4fqVIvRV0jjMGxpIxJtNRMJGKdcKJbNLD0UwcIiJygxQ+iIiI9FAm4fGqw2O86vAYEHbRWNyscHazwtJWlUbXg58cLN/7yhdYWVxg/sTtlww4+VIzXhw0Cc9lfsxlfmx3Fw5rLbVmsCuQaAcUS1tVWl39OFxjyKU8xpMxxlIxxlMxxqLt8VSMRMzd748lI+ZGZp8RkYND4YOIiMg+anfReMPxSfzAspyvcnazytnNCsv5mmbROEDaDzTdDzsPPvzYUD3sGGNIxV1S8RQ3Tewe8NJaS7nus11tsFVpkq80ydeaFKpNLhRquyomABKeEwYSya5gIhUGFbmkp1k55GXZ69lnRGT/GTtgv+S88Y1vtN/+9rf7fRoiIiJ7rtEKWNqqcHaryoubFTY0XoQcYPWmH4URLfLVMJRohxOFagv/oos3m/B2AolOQBFjLOmRiXs4GmtCrqLdDWplcWFXN6h2ZVKvukGp2kL6ZSaX4L33nOj3aVw3Y8x3rLVvvNw+VT6IiIgcEHHP4dbZLLfOZgGoNFqdqoizWxW2K80+n6Hsh0F52EnEXOZiLnO5S/e1qybaYUR3OHF2s8ry1/+Q9J1vwc1MABBUtmku/BU33/suckmPXDJGLuF11rNJj6TnYDTmxMjqx+wzqrYQ2VsKH0RERA6odNzjzkM57jwUPt0Vas0wiNissrRVoVjT4JXDZlgedowxZJMe2aTHkYu6c3z18Y/z1Bd/H+fZL/LO//H/oFRv8fl/+esUlk+TjrlU3vAOTq6WL6mc8ByzE0wkPbJd4UQu6ZFLeJpCVPbU3ffex9c++wlWFhd45IF3ADvVFnffe1+fz05k8KjbhYiIyIDarjQ6QcTSVlUzaQyBfpWW76dr+YzWWioNn2K9RbHWpFRrUay1OtvFWotKw7/kvVMxtxNMZBIemYRLJh6uZ6PtVMxVBcUA6tffjeLWxiXVFr/00c8Nxd9FOdjU7UJEREQOjIl0nIl0nNccHQdgs9zoBBFLWxXK9UsfzuRg60dp+X67ls9ojInCA49DF83Q0dYKAsp1vxNGhOFEuJ6vNVnO16g2L/074JiwqiiTcMNAIt4VVHS2X35IMSjdZwbFMM0+IzKqFD6IiIgMialMnKlMnNceDfvRb5YbnNtSZYQMJ89xGE+FM2xcSSsIqNR9yo0W5bpPud6iVG91trcrTc5tValdZspbx7ArjMjEPdJxl1TcJb1r3SXu7h6PYli6zxwk/Zh9pl1tUcpv7qq2ePQD9w9VIKigTPaLwgcREZEh1Q4j2pUR25VGVBVR5dx2lUJVA1geNKPwsLOfn9FzHMZSDmNXCSgAWn5AuRGGE+V6i3LDD0OKKKjYqjRZ2qpeMr1omxtNWdoOJNy5N5A7dDMriwv8zn/99zEGqoUtZo/dxl1vefuefb5+2++H1ovfNzc53dMH5FGotlBQJvtJ4YOIiMiIaHfTuOtIGEYUauG3vueiMGKz3OjzGcooPOz04zO+1EOy5750FQWAH1iqDZ9KsxUuG3607VNpdLX5Sab+wb+g/AcPUituAeCkx0n8xG/ysb/eJu4VSMfCoCIVc0nGXJIxJ1x6Xetd7Z5jDtRYFaPw0NqPaov9DnQ0qKbsJw04KSIiIkA4tef57bAy4vx2jbVinWDAfk8YBqNQAr2fn7H9kHy5sONdD32wZ/+/FrbWeeSB/5JyNK5FamySd/7WH2KT450Ao9LwqTV9as2AWtOnFVz575vrGJLe7lABcx1iAAAVe0lEQVQi4YXhRaITVjhReOES9xwSnkPcdXCcvQ8tRmFw1P3Wr2tVg2r2jrWWVmBptAIafkAzWu5sWxp+QL3ld9oarYB6KyCwlvfeczO/8MO39ftjXJerDTip8EFEREQuq9EKWM6HVRHnt2tcyFdp+oP1e4NIPx6Sb/TPbPlBGES0docS4Xa03m7vOsYPLMXvfo70nW/BzYRjvvjlbSrPfZXcG95BzDVhGOF2hRLRK9FZ7g4sLt7nXibA0EPr3tKMHv3nB5amH9D0A1p+e93SDMK2dlhwcZjQ7GprtMKfCZcB1/KvpoHO38nw76pDNunxj//OLfzMm473+mPvKc12ISIiItct7jmcmM5wYjoDhL+UrRXrnNuuspyvcn67qhk15MDrxwwiN9q1xHMdsq5D9jp/Rf/yZ/4dn/ni7+M880V++oMfpdYM+My/+HW2z58O/w6/5Sejb1fDB6Nay6dQa3a2r1Zx0eY6hrjrEHMNMdch5joE1e1d42A0/IBvndkkl28fs3PsldYvF2qMqn5cq4Myzoy1Fj8IqwhavqUVhNdtK7D43dvt9U5gYGm1A4SLQ4UoaGh17buGvwodjqET1MWi0C7pueSSsU573HWIeeHfnXDduWif0/l7dXG3qplcYuCCh5ei8EFERESuiesYDo0nOTSeBCYByFeaO2FEvsZGqc6AFVWK7Ln9Hivg9T/0Y3z9Tz/JyuIC//6X3g3sfGP+zp/8qZd8gPSjsvB6y99V9r176e96gCvnN3nyo79Is7yNmw7HkWmUtvnzhx9k/md+u1OB8VIcE95bPCcMIsL1aOnutHsX73McXPcK7Y7BccKBQJ32y6Gz7joGx0Tb0brbWQ+3D9L4Gr3UCcqO384/ffhjWGv5/V9+HyuLC3z7Lz7Pm37sZ7AWAmsJogAgsOE14wcWv9Nmd7UFu9bZdezFx4chQhCFCO2AIejaFx53ozxndxjmRctszCXmGLyLAjHPveh4Z2dfd6DgOc4e/pcYDep2ISIiInum3vK5kK9xfrvGcr7Kcr5G4wozBIjsh1EZm2C/S+evNj7BOx/85/ztH/vZTlDRHVpcbt23tuvBc+ehs/vhtPvbbX8PHkhfionCCTcKI9rBRHufYSeg6N42nW1DO794qW0ALNRLWzz1f/4i1dVFvCi8aZW3Sc2d4FU//3vEspPYqIi/+xHORv/T2RfttzYMCgJrOwHCxcvAWvLfuXKXnb3kOuH/n+2QqTt48tydEKk7WPKicGBnX7jdXnejgOpyx8Y958AN1Ho9ZnIJ3nvPiX6fxnVTtwsRERHZFwnP3dVVw1rLRrnBchRGXCjU2Cw3VB0h+2YUZhDph2up7kjh9vQcrN35Nr3l7w4l2t++B+0H8Pa37dE38e0H7/a6f9F2e32n3e481IdP+ru2bWd7Jxxob++EAzvb3SGAATCw8f2/pLq6SGruBHc98L8A8NRHf5HK6iL5p7/CTT/4zs6xXYudEKSzHYYbjgHjGJzomHZFR6fqw4QBiHPi/k7YEi5nMK+7fVcVSPtndoIDsytMaFeahOu7QwY3et9+hgCjMJDvIFDlg4iIiOyrWjOsjljO17hQqHIhX6fW1NgR0jvD/uAxKtUdo2DYr9V+6NcsIi/XMFY+KHwQERGRvrLWsl1pspyvsVIIQ4n1Ur2nJdUiw2RQH65E9sOghnMKHw4AhQ8iIiLDr+UHrBbrXCjUWIlCie1qU901RK5A35iLXNkgTic6jOGDxnwQERGRA8dzHW6aSHHTRKrTVmv6rBRqXMjXuFCosVqoU6q3+niWIgfHxSFDbnJawYMcSArKRlfPwgdjTBL4MpCI/pw/ttb+xkXHJIDHgB8ANoB/aK0906tzEhERkcGVjO0ezBKgVG+x0q6OKNZYKdSpNjR+hIjIQdTuIvS1z37iki5CcGmIthfa3S5K+c1d3S4e/cD9B7rbxTDqZeVDHXibtbZkjIkBXzXG/Jm19htdx/w8sGWtvd0Y8x7gd4F/2MNzEhERkSGSTXhkZ7PcNpvttOWrTVYLNVaLdVaipQIJEZH+u/ve+/jaZz/ByuICjzwQTuXZHn/h7nvv68mfqRlvDo6ehQ82HEyiFG3GotfFPTV/AvifovU/Bj5sjDF20AaiEBERkQNjPBVjPBXjjvlcpy1fbbJWDLtqrBRrrBXrlOsKJERE9lNucpoHH37skvEXelmBcC3Twsr+6OmYD8YYF/gOcDvwEWvtNy865AhwFsBa2zLG5IFpYP2i93kAeADg+PHjvTxlERERGULtQOL2uZ1AolRvdSokVot11op1CtVmH89SRER6QWOiHAw9DR+stT7wOmPMBPAnxpi7rLVPdh1iLvdjl3mfjwIfhXC2i56crIiIiIyUdpeNW7u6bNSaPmtdYcRaqc5mqUGgokwRkZdN4y+Mtn2Z7cJau22M+QvgPqA7fFgCjgFLxhgPGAc29+OcRERERC6WjLkcm0pzbCrdaWv5ARvlRieMWI+W9WbQxzMVERk8Gn9htPVytotZoBkFDyng7xEOKNntceB9wNeBnwb+k8Z7EBERkYPEcx3mx5LMjyV3tRdqTdaKYRixXmqwXqqzXWmqSkJE5Ao0/sJo62Xlw2HgY9G4Dw7wR9bazxljPgR821r7OPCvgX9njFkgrHh4Tw/PR0RERGTPjCVjjCVju2baaPoBm1GVxEa5EQUTdSqabUNEBND4C6Osl7NdPAG8/jLtH+xarwHv7tU5iIiIiOyn2BWqJCqNFhtRdcRGqcFGOayWaLTUdUNEREbDvoz5ICIiIjLK0nGP9JS3aywJCLtubJQabJbboUSDzbJCCRERGT4KH0RERET6pN1145aZTKfNWkuh1mKzvBNKbFXCYEKDXIqIyKBS+CAiIiJygBhjGE/FGE/tDiUASvUWm6UGm5UwmNgsN9kqNyjVW306WxERkWuj8EFERERkQGQTHtmEx/Hp3d036i2frXKTzXJYJbFVabBVbrBdadIKNPuGiIj0n8IHERERkQGX8FwOjbscGt890GW7C8dWFEpsV8KAYrvapFhrollBRURkvyh8EBERERlS3V04bmZ3F46WH7BdbbJdabJdabAVLfPVJqV6S8GEiIjsKYUPIiIiIiPIcx1msglmsolL9jX9gO1Kk3y1EYUTTbarzTCYqLUIlEyIiMh1UvggIiIiIrvEXIfZXILZ3KXBhB9YClEQ0Q4k2q9CtalpQkVE5LIUPoiIiIjINXMdw2QmzmQmftn9lUaLQrV1SShRqDUp1lr4GgBTRGQkKXwQERERkT2Tjnuk494lg19COABmqd6iUGuFgUQ1DCTawUShqtk5RESGlcIHEREREdkXxhhyyRi5ZIwjE6nLHtOunCjWdqoldl5Nqk1fg2GKiAwghQ8iIiIicmBcrXICwlk6SvWdQKJUb1GqN3dtVxv+Pp+1iIi8FIUPIiIiIjIwPNdhIh1nIn35MScgDCjKdZ9So0WpE1C0KNd3tiuNFk1fJRQiIvtF4YOIiIiIDBXPdRhPO4ynY1c9rtb0KddbYVBRb1FuhAFFpRFuV+otyg1fM3iIiOwBhQ8iIiIiMpKSMZdkzGU6e/Xjmn7QCSUqjXBZru+s7ywVVIiIXInCBxERERGRq4h1unq89LEtP6DS9KlGYUSlEY5BUW2G27WufdWmwgoRGR0KH0RERERE9ojnOoy5DmPJq3f5aGv5AbVWQLUdTEThRHu91gyot3ZCi1oroN4MCDTlh8jQ8hxDwnP6fRp7TuGDiIiIiEifeK5D1nXIJq7913JrLfVWEL6aPvVWQG1XUBEuw2N86s1g13orUHAhsteMCaukEp5DzHWIdy3jF7W32+Je2J7wdrd77vAFD6DwQURERERkoBhjOuNVkLq2CotufmCpt8IuH/VWEC39znqjFdDww2XT3zmm6VsaLT9c+uE+FWDIIPIcg+c6xFxD3HPwnHA95jrRyxCLgoCY6+C5phMWtPe39+0cZzDG9PujHWgKH0RERERERojrGNJxj6vMVnpNrLU0fUszCiIafkCre7tlaQVBtG3DfUFAsxVWXzSj4/0gbPeD8P38YOd4dS8ZDcaEgYDrONHS4LkG7zLbrmOIuSZaOlGQEB3r7rS1QwPPaVcThMfFHAfHUUjQDwofRERERETkuhljiHvhN8e9EgSWVhAGFK0ooGhv+5323dt+YPFtuAzay642a+nsC18729bSaQu3d9YDC0TLdnvYFP6cpb1k13Y3GzV0t18pXmk/Hre/TL/4W3VjwGCiZddx7TZjcDr7wnWipdPeZwyGaNtpt5vOfse5dN2Njg2XUZvT1e4YvK52x4QP/W607TkOjsOupaswYCQofBARERERkQPJcQzxzoOp29dzEZGXZzhHshARERERERGRA0Phg4iIiIiIiIj0lMIHEREREREREekphQ8iIiIiIiIi0lMKH0RERERERESkpxQ+iIiIiIiIiEhPKXwQERERERERkZ5S+CAiIiIiIiIiPaXwQURERERERER6SuGDiIiIiIiIiPSUwgcRERERERER6SmFDyIiIiIiIiLSUwofRERERERERKSnFD6IiIiIiIiISE8Za22/z+G6GGPWgMV+n4fsqRlgvd8nIQNJ147cCF03cqN07ciN0rUjN0LXjdyofl47J6y1s5fbMXDhgwwfY8y3rbVv7Pd5yODRtSM3QteN3ChdO3KjdO3IjdB1IzfqoF476nYhIiIiIiIiIj2l8EFEREREREREekrhgxwEH+33CcjA0rUjN0LXjdwoXTtyo3TtyI3QdSM36kBeOxrzQURERERERER6SpUPIiIiIiIiItJTCh+kJ4wx/8YYs2qMebKr7W5jzNeNMd83xnzWGDPWte9XjTELxpjnjDE/0tV+X9S2YIz5lf3+HLK/rue6Mcb8F8aY70Tt3zHGvK3rZ34gal8wxvzvxhjTj88j++d67znR/uPGmJIx5p91temeM2Ju4N+r10b7nor2J6N23XdGyHX+exUzxnwsan/GGPOrXT+je86IMcYcM8Z8KboWnjLG/HdR+5Qx5ovGmBei5WTUbqJ7yoIx5gljzBu63ut90fEvGGPe16/PJL13A9fNz0XXyxPGmL8yxtzd9V79u+9Ya/XSa89fwN8F3gA82dX2LeCHovV/AvxWtP5q4HtAArgFOAm40eskcCsQj455db8/m14H5rp5PXBTtH4XcK7rZ/4/4M2AAf4M+NF+fza9Ds6107X/PwKfAv5ZtK17zgi+rvO+4wFPAHdH29OAG63rvjNCr+u8bn4W+GS0ngbOADfrnjOaL+Aw8IZoPQc8H/0u/DDwK1H7rwC/G63/WHRPMcA9wDej9ingVLScjNYn+/359Dow180Ptq8H4Ee7rpu+3ndU+SA9Ya39MrB5UfOdwJej9S8CPxWt/wThP8p1a+1pYAF4U/RasNaestY2gE9Gx8qQup7rxlr719ba81H7U0DSGJMwxhwGxqy1X7fhXfYx4J29P3vpp+u852CMeSfhL2pPdR2ve84Ius5r5+3AE9ba70U/u2Gt9XXfGT3Xed1YIGOM8YAU0AAK6J4zkqy1y9ba70brReAZ4Ajhf/uPRYd9jJ17yE8Aj9nQN4CJ6J7zI8AXrbWb1totwmvuvn38KLKPrve6sdb+VXRdAHwDOBqt9/W+o/BB9tOTwI9H6+8GjkXrR4CzXcctRW1XapfRcqXrpttPAX9tra0TXiNLXft03Yyuy147xpgM8MvAb150vO450nal+84rAGuM+XNjzHeNMR+I2nXfEbjydfPHQBlYBl4Efs9au4nuOSPPGHMzYSXnN4F5a+0yhA+awFx0mH5Pll2u8brp9vOE1TPQ5+tG4YPsp38CvN8Y8x3CcqFG1H65frH2Ku0yWq503QBgjPlbwO8C/0276TLvoetmNF3p2vlN4H+11pYuOl7XjrRd6drxgLcAPxctf9IY85+ja0dCV7pu3gT4wE2E3Ut/0RhzK7puRpoxJkvY/e+/t9YWrnboZdr0e/KIuo7rpn38WwnDh19uN13msH27brz9+oNErLXPEpasYox5BfD3o11L7P42+yjQLqe/UruMiKtcNxhjjgJ/AtxvrT0ZNS+xU1oGum5G1lWunf8M+GljzMPABBAYY2rAd9A9R3jJf6/+0lq7Hu37PGG//3+P7jsj7yrXzc8CX7DWNoFVY8zXgDcSfvuoe84IMsbECB8gP26t/XTUvGKMOWytXY66VaxG7Vf6PXkJ+OGL2v+il+ct/XWd1w3GmNcCf0A4BtFG1Hy1566eU+WD7BtjzFy0dIB/Dvx+tOtx4D1Rf/1bgDsIB+76FnCHMeYWY0wceE90rIyQK103xpgJ4E+BX7XWfq19fFRyVjTG3BONNn8/8H/v+4lL313p2rHW3mutvdlaezPwvwG/ba39MLrnSOQq/179OfBaY0w66r//Q8DTuu8IXPW6eRF4WzRrQYZw0MBn0T1nJEX3iH8NPGOt/Vddux4H2jNWvI+de8jjwP3R9XMPkI/uOX8OvN0YMxnNcPD2qE2G0PVeN8aY48Cngfdaa5/vOr6v9x1VPkhPGGP+kDCNnTHGLAG/AWSNMe+PDvk08G8BrLVPGWP+CHgaaAHvt9b60fs8RHgjdYF/Y619Chla13PdAA8BtwO/boz59ajt7dbaVeAXgP+LcGCvP2Onn5sMqeu8di7LWtvSPWf0XOe/V1vGmH9F+MubBT5vrf3T6Djdd0bIdd5zPhKtP0lY8vxvrbVPRO+je87o+TvAe4HvG2P+Jmr7NeBfAn9kjPl5wsDq3dG+zxPOeLEAVIB/DGCt3TTG/Bbh/QjgQ9FYIjKcrve6+SDhjEyPhrkFLWvtG/v9u46JptwQEREREREREekJdbsQERERERERkZ5S+CAiIiIiIiIiPaXwQURERERERER6SuGDiIiIiIiIiPSUwgcRERERERER6SmFDyIiIiIiIiLSUwofRERERERERKSnFD6IiIjIvjPG/G1jzBPGmKQxJmOMecoYc1e/z0tERER6w1hr+30OIiIiMoKMMf8zkARSwJK19nf6fEoiIiLSIwofREREpC+MMXHgW0AN+EFrrd/nUxIREZEeUbcLERER6ZcpIAvkCCsgREREZEip8kFERET6whjzOPBJ4BbgsLX2oT6fkoiIiPSI1+8TEBERkdFjjLkfaFlrP2GMcYG/Msa8zVr7n/p9biIiIrL3VPkgIiIiIiIiIj2lMR9EREREREREpKcUPoiIiIiIiIhITyl8EBEREREREZGeUvggIiIiIiIiIj2l8EFEREREREREekrhg4iIiIiIiIj0lMIHEREREREREekphQ8iIiIiIiIi0lP/P5VuY4Jn3fuFAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "mean, Cov = m.predict(Xnew, include_likelihood=False)\n", + "\n", + "plt.figure(figsize=(18,6))\n", + "# Plot the GP prediction of the latent function with training points\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,y))\n", + "# Annotate plot\n", + "plt.title(\"Exact GP fit of latent function $f$ describing marathon pace in min/km, assuming a Gaussian likelihood\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While this may seem like an adequate fit, it can be observed that the outlier at 1904 is affecting the mean estimate, as it appears consistently higher than observed measurements for the next three decades. This is due to the Gaussian likelihood assumption means that the regression is heavily affected by the outliers. \n", + "\n", + "We could alternatively use a heavy tailed [Student's $t$-distribution](https://en.wikipedia.org/wiki/Student%27s_t-distribution) which can reduce the influence of outliers in the inference. Consider the regression model$^\\ast$:\n", + "$$\n", + " \\frac{1}{\\sigma^2}(\\mathbf{y} - f(\\mathbf{X})) \\sim \\mathcal{T}(\\nu)\n", + "$$\n", + "\n", + "However, we cannot trivially extend the Gaussian process updates to find the posterior, so some approximation method needs to be used. We will use Laplace's method for approximating the posterior integrals with a Gaussian distribution using second order Taylor expansions. `GPy` contains the utility to include a Laplace approximation in our `GP`.\n", + "\n", + "$^\\ast$_note that we write the regression model like this because Student's $t$-distribution is defined with zero mean, and controlled by $\\nu$, the degrees of freedom, only. However, we include a scaling parameter, $\\sigma^2$ that is equivalent to the variance in our likelihood model (see the Gaussian likelihood example above)_" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: gp
\n", + "Objective: 1.366445276980354
\n", + "Number of Parameters: 5
\n", + "Number of Optimization Parameters: 5
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
gp. valueconstraintspriors
sum.rbf.variance 0.1725802577588516 +ve
sum.rbf.lengthscale 15.380598913108656 +ve
sum.bias.variance 5.194619629353206 +ve
Student_T.t_scale2 0.008609000727088723 +ve
Student_T.deg_free 3.4069744645813627 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "# We define a Student's t distribution with default nu=5.0 and sigma^2=2.0\n", + "# ... nu describes the degrees of freedom\n", + "t_dist = GPy.likelihoods.StudentT(deg_free=5., sigma2=2.)\n", + "\n", + "# We will use the same kernel, an RBF do desribe the trend and a Bias term to offset the fit\n", + "k = GPy.kern.RBF(1, lengthscale=5.) + GPy.kern.Bias(1, variance=4.)\n", + "\n", + "# We fit the model as before, but customise the likelihood (with the t-distribution),\n", + "# .. and approximate inference method, here using Laplace\n", + "\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X, y, # .. to tailor the inference and likelihood, instead of the default\n", + " kernel = k, # .. GP regression model used previously\n", + " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", + " likelihood = t_dist # Our Student's t-distribution with initial parameters defined above\n", + ")\n", + "\n", + "# Optimise the kernel and likelihood parameters\n", + "m.optimize()\n", + "\n", + "# Preview our model\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that in our list of parameters, we no longer have `Gaussian_noise.variance`, which was the parameter of the Gaussian likelihood, and instead have `Student_T.t_scale2` and `Student_T.deg_free` which correspond respectively to the scale (equivalent to variance), and degrees of freedom that describe our Student's $t$-distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We plot the latent function without the likelhood\n", + "# This is equivalent to predict_noiseless in the previous lab\n", + "mean, Cov = m.predict(Xnew, include_likelihood=False)\n", + "\n", + "# We will also predict the median and 95% confidence intervals of the likelihood\n", + "quantiles = m.predict_quantiles(Xnew, quantiles=(2.5, 50., 97.5), likelihood=m.likelihood)\n", + "\n", + "# Prepare figure environment\n", + "plt.figure(figsize=(18,6))\n", + "\n", + "plt.subplot(121)\n", + "# Plot the GP fit of our latent function f(X)\n", + "plot_gp(Xnew, mean, Cov)\n", + "\n", + "# Annotate plot\n", + "plt.ylim((2.5, 5.5))\n", + "plt.title(\"GP regression fit of latent function\")\n", + "\n", + "\n", + "plt.subplot(122)\n", + "# Plot the median of the predicted likelihood\n", + "plt.plot(Xnew, quantiles[1], \".\")\n", + "# Add a confidence interval between the 2.5 and 97.5 quantiles (95% of predicted data)\n", + "plt.fill_between(Xnew[:,0], quantiles[0][:,0], quantiles[2][:,0], alpha=0.5)\n", + "# Plot observations\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\"), plt.ylim((2.5, 5.5))\n", + "plt.title(\"Predicted median observations with 95% confidence intervals\");\n", + "plt.legend(labels=[\"median prediction\", \"actual results\", \"95% confidence interval\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing that will contain 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", + "\n", + "We could also also obtain the variance (in the usual way) and plot it as an alternative representation of the uncertainty in our fit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1\n", + "\n", + "Comment on the fit using the Student's $t$-distribution. Can you make a reasonable prediction (with confidence intervals) for the gold medal time in the 2016 Olympics? How does it compare to the true value ($2016, 3.05$). What about predictions for the next 3 Olympics?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> The Student's t-distribution has drastically reduced the effects of the outlier in 1904, giving tighter bounds and a mean function that fits the rest of the data well. The prediction noise is less smooth than with Gaussian likelihood, but the predictions are realistic and ignore the outlier." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " | | quantiles (%) \n", + "year_|_mean__|__2.5____50____97.5_\n", + "2016 | 3.066 | 2.732 3.095 3.445\n", + "2020 | 3.119 | 2.714 3.124 3.512\n", + "2024 | 3.188 | 2.659 3.164 3.799\n", + "2028 | 3.263 | 2.660 3.254 3.945\n" + ] + } + ], + "source": [ + "Xnew = np.array([2016, 2020, 2024, 2028])[:, None]\n", + "\n", + "mean, _ = m.predict(Xnew)\n", + "quantiles = m.predict_quantiles(Xnew, quantiles=(2.5, 50., 97.5), likelihood=m.likelihood)\n", + "print(\" | | quantiles (%) \")\n", + "print(\"year_|_mean__|__2.5____50____97.5_\")\n", + "for i,x in enumerate(Xnew):\n", + " print(\"%4d | %5.3f | %5.3f %5.3f %5.3f\" % (x, mean[i], quantiles[0][i], quantiles[1][i], quantiles[2][i]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 3. Classification with Gaussian Processes\n", + "\n", + "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process regression to a classification problem.\n", + "\n", + "There are different approximation techniques we could use. In the previous example, we used the Laplace approximation, but other alternatives include expectation propagation (EP) and stoachastic variational inference (SVI). Note that `GPy` has a `GPClassification` model that contains sensible defaults, much like the `GPRegression` model used in Lab 1. However, we will construct our GP and manually set the likelihood and approximate inference methods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulating a binary classification problem\n", + "\n", + "For posterity, we will generate a latent function $f$ that we _know_ is a Gaussian process, by simulating it given an RBF covariance function. We will then use a mapping of the latent function using a [probit](https://en.wikipedia.org/wiki/Probit) transform (which maps a function to $[0,1]$ and is denoted $\\Phi$) and sample from the resulting [Bernoulli distribution](https://en.wikipedia.org/wiki/Bernoulli_distribution)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# This is important for reproducing the latent function\n", + "np.random.seed(4092018)\n", + "\n", + "# The covariance in the latent function is an RBF with l=0.2\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.2)\n", + "\n", + "# Create a smooth GP latent function\n", + "Xnew = np.linspace(0., 1., 1000)[:, None]\n", + "f_true = np.random.multivariate_normal(np.zeros(1000), k.K(Xnew,Xnew))\n", + "\n", + "## Random sample space over [0, 1]\n", + "ix = np.sort(np.random.randint(0, 999, 50))\n", + "X, f = Xnew[ix], f_true[ix]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note this is an example of a latent function that we have simulated using a _known_ covariance function – as opposed to our previous GP regression problem, where we only _assumed_ the nature of the covariance function. We will, however, be passing the latent function through a non-Gaussian likelihood over which we can no longer exactly infer the original latent function.\n", + "\n", + "Hence, the regression problem is defined:\n", + "\n", + "$$\n", + " \\mathbf{y} = \\begin{bmatrix}y_1 \\\\ \\vdots \\\\ y_N\\end{bmatrix}, \\quad y_i \\sim \\mathcal{Bernoulli}\\left(p_i\\right)\\ \\text{for }i\\in 1,\\ldots,N \\qquad \\text{where } p_i = \\Phi\\left(f(x_i\\right))\n", + "$$\n", + "\n", + "The sample inputs are indexed from the set $\\mathbf{X} = \\{x_1, \\ldots, x_N\\}$" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Squash the latent function between [0, 1] using the probit link function\n", + "probit = GPy.likelihoods.link_functions.Probit()\n", + "\n", + "# Demonstrate the transformation done by the latent function\n", + "p_s = probit.transf(f_true) # e.g. p_X in the above equation\n", + "\n", + "# We then draw samples form a Bernoulli distribution with success probability equal\n", + "# .. to the transformed latent function\n", + "y = GPy.likelihoods.Bernoulli(gp_link=probit).samples(f)[:, None]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll plot the latent function (which is a smooth Gaussian process), and samples, showing the squashed probability function of the Bernoulli distribution, and the random samples drawn at the sample locations." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18, 6))\n", + "\n", + "# Plot latent function and sample locations\n", + "plt.subplot(121)\n", + "plt.plot(Xnew, f_true, '-', X, f, \"bx\", mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$f(x)$\")\n", + "plt.legend(labels=[\"Latent function\", \"Sample locations\"])\n", + "plt.title(\"Latent function $f$ with samples $f(\\mathbf{X})$ plotted\")\n", + "\n", + "# Plot the probit squashed f and samples from the corresponding Bernoulli distribution\n", + "plt.subplot(122)\n", + "plt.plot(X, y, 'kx', Xnew, p_s, \"-\", mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$y$/$p(y=1)$\")\n", + "plt.legend(labels=[\"Binary observations\", \"Squashed latent function: $\\Phi(f(\\cdot))$\"], loc='center right')\n", + "plt.title(\"Observations sampled from Bernoulli distributions with probability $\\Phi(f(\\cdot))$\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GP Regression with Bernoulli Likelihood\n", + "\n", + "While the regression problem described here may seem _harder_ than modelling the Olympic marathon data with a Student's $t$-distribution, the steps to go through using `GPy` are just as simple.\n", + "\n", + "We will need to define a kernel, a likelihood, and an inference method. Since we know the kernel used to generate the latent function above, we will reuse that (in most cases, this will be unknown). We also know the likelihood used to obtain the measurements (because we defined it to simulate them): a Bernoulli likelihood defined by taking the probit transform of the latent function. We will approximate the posterior of the latent function using these assumptions using the Laplace approximation, as with the $t$-distribution example.\n", + "\n", + "Note, we could also use expectation propagation, `latent_function_inference.EP()`, but in such a simple case the choice of inference approximation method is not going to make much difference." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: gp
\n", + "Objective: 30.657139565004968
\n", + "Number of Parameters: 2
\n", + "Number of Optimization Parameters: 2
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "
gp. valueconstraintspriors
rbf.variance 0.8042104667532698 +ve
rbf.lengthscale0.06259557067130864 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We use the kernel used to generate f\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.2)\n", + "\n", + "# And a Bernoulli likelihood\n", + "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", + "\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X, y, # .. to tailor the inference and likelihood, instead of the default\n", + " kernel = k, # .. GP regression model used previously\n", + " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", + " likelihood = B_dist # Our Bernoulli likelihood as defined above\n", + ")\n", + "\n", + "m.optimize()\n", + "\n", + "# Preview our model\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We plot the latent function without the likelhood\n", + "# This is equivalent to predict_noiseless in the previous lab\n", + "mean, Cov = m.predict(Xnew, include_likelihood=False, full_cov=True)\n", + "\n", + "# We will also predict the median and 95% confidence intervals of the likelihood\n", + "quantiles = m.predict_quantiles(Xnew, quantiles=np.array([50.]), likelihood=m.likelihood)\n", + "prob, _ = m.predict(Xnew, include_likelihood=True) # Probability function for Bernoulli\n", + "\n", + "# Prepare figure environment\n", + "plt.figure(figsize=(18,6))\n", + "\n", + "plt.subplot(121)\n", + "# Plot the GP fit of our latent function f(X)\n", + "plot_gp(Xnew, mean, Cov)\n", + "\n", + "plt.plot(Xnew, f_true, \"--\")\n", + "# Annotate plot\n", + "plt.title(\"GP fit of latent function with Bernoulli likelihood\")\n", + "\n", + "plt.subplot(122)\n", + "# Plot the median and mean of the predicted likelihood\n", + "plt.plot(Xnew, quantiles[0], \"-\", Xnew, prob, \"-\")\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$p(y=1)$\")\n", + "plt.title(\"Classifier prediction\");\n", + "plt.legend(labels=[\"median GP likelihood\", \"Bernoulli probability\", \"training points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we have plotted the inferred latent function $f$, and on the right, the mean and median of the predicted likelihood. In the Bernoulli distribution, the mean is the probability parameter, $p_i$ of the Bernoulli distribution, and the median is defined as $1$ if $p_i > (1-p_i)$, $0.5$ if $p_i = (1-p_i)$ and $0$ otherwise. This makes it a suitable candidate for a decision boundary, as demonstrated in the above plot." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multiple Input Classification\n", + "\n", + "We can apply the above example to a 2-D classification example. Taking the multi-input example from Lab 1, we will define our latent function, $f(x_i, x_j)$, as the product of sinusoids in the respective input dimensions $x_i$ and $x_j$ and create a classifier that evaluates an input based on whether it's greater than zero or not:\n", + "\n", + "$$\n", + " y(x_i,x_j) = \\begin{cases}1 & \\text{if } f(x_i,x_j) + \\varepsilon > 0 \\\\ 0 & \\text{otherwise} \\end{cases},\n", + "$$\n", + "\n", + "where $\\varepsilon \\sim \\mathcal{N}(0, 1e-4)$ describes some random observation noise in our classifier. Note that this is not exactly a Bernoulli distribution, as was the case in the previous example, but we will attempt to fit it with one with our GP regression model." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzIAAAGFCAYAAAAmZcbJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd3ib1dn48e+tYVne247tOHb23iRhhbDCaqHskUKBAmUV2l/7vh1QKLR0UEpbCi1N2TSFQqFtgDACIZAEkhDI3jtx7MR727Ilnd8fklPjNwZJli1bvj/XpUv2o+ec55alwLmfs8QYg1JKKaWUUkr1J5ZIB6CUUkoppZRSwdJERimllFJKKdXvaCKjlFJKKaWU6nc0kVFKKaWUUkr1O5rIKKWUUkoppfodTWSUUkoppZRS/Y4mMkoppZRSYSQiPxWRv/VAvWNFZE2H3/eJyBldnDtHRIrDHUN/JSLXisjyXr7mwyJyc29ec6DRREYppZRSUUFEThKRj0SkVkSqRGSFiBwX6bjC6GfAQ5EOIlQiMllEPhWRJv/z5EjH1B0iEiMi//QnlEZE5nQ65TfAXSISE4HwBgRNZJRSSinV74lIEvA68EcgDcgD7gNckYwrXERkEHAq8O9IxxIKf2P+P8DfgFTgWeA/oTTyRcQW5vC6YznwdeBw5xeMMaXANuD83g5qoNBERimllFLRYCSAMeYFY4zHGNNsjHnHGLMBQESGicgSEakUkQoRWSAiKe2F/XfV/0dENohIo4g8KSLZIvKmiNSLyLsikuo/t9B/B/4mESkRkVIR+V5XgYnILH9PUY2IrO94594/5GmP/xp7RWReF9WcCXxmjGnpdPw4EdkiItUi8rSIxHYRgxGR4R1+f0ZEft7h96+IyDp/jB+JyMSu3k+I5gA24PfGGJcx5hFAgNMCKeyP/zYR2Qns9B8bLSKL/b1v20Xksg7np4vIQhGpE5HVwLAwvx+MMa3GmN8bY5YDni5OWwqcF+5rKx9NZJRSSikVDXYAHhF5VkTOaU86OhDgl0AuMAYYDPy00zkX40sYRgJfBd4Efgxk4Gsz3dHp/FOBEcBc4IfHmq8iInnAG8DP8fUUfR94RUQyRSQeeAQ4xxiTCJwArOvi/U0Ath/j+DzgLHwN9ZHA3V2U75KITAWeAr4FpAN/ARaKiKOL8zf4E55jPf7UxWXGARuMMabDsQ3+44H6GjATGOv/2y0G/g5kAVcCfxKR9voeA1qAQcD1/keXvuD91IjID4OIsbOtwKRulFdfQBMZpZRSSvV7xpg64CTAAH8Fyv135LP9r+8yxiz29waUAw8Dp3Sq5o/GmCPGmEPAMmCVMWatMcYF/AuY0un8+4wxjcaYjcDT+BrTnX0dWGSMWWSM8RpjFgNrgHP9r3uB8SLiNMaUGmM2d/EWU4D6Yxx/1Bhz0BhTBTzQRQxf5kbgL8aYVf7erGfxDcmbdayTjTETjTEpXTxu7eIaCUBtp2O1QGIQcf7SGFNljGkGvgLsM8Y8bYxxG2M+A14BLhERK76k9B7/57MJ31C2Ln3B+0kxxvwqiBg7q8f32akeoImMUkoppaKCMWarMeZaY0w+MB5f78vvAUQkS0ReFJFDIlKHb65GRqcqjnT4ufkYvyd0Ov9gh5/3+6/X2RDg0o53+PElXIOMMY3A5cDNQKmIvCEio7t4e9Ucu9EfSAxfZgjwvU4xDg6xrq40AEmdjiVx7OSsKx3f6xBgZqeY5wE5QCa+YWyd/zaRkAjUROjaUU8TGaWUUkpFHWPMNuAZfAkN+IaVGWCiMSYJX0+JdPMygzv8XACUHOOcg8Dzne7wx7ff5TfGvG2MORPfEKht+HqTjmUD/nlAIcQA0ATEdfg9p1OMD3SKMc4Y88KxKhKRzSLS0MXj8S6uvxmYKCId/+YT/ccD1XFY2kHgg04xJxhjbgHKATf/92/TpS94Pw0i8uMgYuxsDLC+G+XVF9BERimllFL9nn/i9/dEJN//+2B8w6xW+k9JxNcrUOOft/I/YbjsT0Qkzj8v4zrgH8c452/AV0XkLBGxikis+PZ4yfcvJnC+f76Hyx9fV5PGFwNTjzGZ/zZ/XWn45vMcKwbwzb25yh/D2Xx+WN1fgZtFZKb4xIvIeSJyzGFfxphx/qThWI+u9k1Z6n9vd4iIQ0Ru9x9fAkcXPdjXRdljeR0YKSJXi4jd/zhORMYYYzzAq8BP/Z/PWOAbX1TZF7yfBGPML7oq538v7Z9JjP/z7ZisnYJvrpXqAZrIKKWUUioa1OObCL5KRBrxJTCbgPbVxO4DpuKbl/EGvoZud30A7ALeAx4yxrzT+QRjzEHgAnxJRjm+noT/wdcGs/jjKwGq8DV6jznHxBhzBF+j/4JOL/0deAfY43/8nGO7E98CBu1DsI4u42yMWYNvnsyj+Iaw7QKu/YL3HTRjTCu+yfrX+GO4Hvia/zj4ek9WBFFfPb5FFq7A9/c7DPwaaF+g4HZ8QwEP4+uZe7rbb+LYtuMbdpgHvO3/eQgcXTJ7LP10yez+QD6/eIRSSimllPoiIlII7AXsxhh3L153LL5J6zNMlDXgROQd4E5jzNZIxxIuIvJbYLcxpquV3FQ3aSKjlFJKKRWESCUySqnP06FlSikVBUTkKREpE5FNXbwuIvKIiOzy7wExtcNr3xCRnf7HF44jV0oppfoK7ZFRSqkoICKz8U0Ufs4YM/4Yr58LfBvf3hUzgT8YY2b6JwivAabjWxHoU2CaMaa614JXSimlQqA9MkopFQWMMR/imyzclQvwJTnGGLMSSPFPRD0LWOzfZK4a38pIZ/d8xEoppVT3aCKjlFIDQx6f3xyu2H+sq+NKKaVUn2aLdABKKTUQnHV6rqmsdIVc/tP1VZuBlg6H5htj5gdRxbE2/jNfcFxFQEZGhiksLIx0GEop1Wd8+umnFcaYzGO9pomMUkr1gsraXNasWxNyeRFpMcZM70YIxXx+l+t8fHsvFANzOh1f2o3rqG4oLCxkzZrQvydKKRVtRGR/V6/p0DKllBoYFgLX+FcvmwXUGmNK8W3gNldEUkUkFd8Gc29HMlCllFIqENojo5RSUUBEXsDXs5IhIsXAvYAdwBjzOLAI34plu4Am4Dr/a1Ui8jPgE39V9xtjvmjRAKWUUqpP0ERG9Vkikgn8Hd+ysK8CZcARY8zvIxoYICKrgeuMMZsjHYtSAMaYK7/kdQPc1sVrTwFP9URcSimlVE/RREb1ZT8CdhpjzvQnNeuA4RGOqd1DwP3AxZEORCmllFJqINI5MqovOwN42f/ztcAiY0xz5ML5nIXAqf59OJRSSimlVC/TREb1OSISIyK1wATgNRHZCJwDfNDhnAdF5F8dfv+NiLwnIvYQrhd0XcaYFnw7oM8N9npKKaWUUqr7dGiZ6nOMMa0icjzwvjEmG0BEyoHtHU77NbBbRCYDs/DtRH6SMaYthEuGWtdWYFII11NKKaWUUt2kiYzqqyYD6zv8ngLUt/9ijKkUkd8DzwHJ+BKPWgARSQYWA2OBWcaYTV90oa7q8idTDwOt+PbbuKZTclMP6NAypZRSSqkI0KFlqq/qnMhUA4mdzlmLb/jZj4wxBzscbwLOA/4ZxPWOVdd+4DRjzCnAHuCCTmUSgZogrqGUUkoppcJEExnVV03i84nMBmBk+y8iMgH4M/AscH3HgsaYNmNMeaAX6qouY0xJh8UF3IC3U9ExnWJUSimllFK9RBMZ1Vd1TmQWAacAiEge8BpwM3ArMEFE5nxZhSLyjIg80+nYl9YlIkX4Fht4vcMxBzAN3xA2pZQ6JhGJFZHVIrJeRDaLyH2RjkkpFUYLFkBhIVgsvucFCyId0YCiiYzqc0QkB0gFtnU4/Bxwrn/+yyLgYWPMQmNME/Ab4IEAqh4MrOhwnaQvq8t/zrPA1caY1g51nQ8sNcaUhPIelVIDhgvfENVJ+IbMni0isyIck1IqHBYsgJtugv37wRjf8003aTLTizSRUX2OMeawMcbRcWK9MaYCXzJznTFmkjHmkQ6vPWSMOfGL6hSRGCAXeKZDubovqktEbMALwE+NMds7Vfl94J6Q36RSakAwPg3+X+3+h4lgSEqpcLnrLmhq+vyxpibfcdUrNJFR/YYx5sfGmN8Hcq6ILMK3x8tfReRaY0yrMWZMkMszXwnMBO4RkaUicnmHWGZ+2WpoSikFICJWEVkHlAGLjTGrIh2TUioMDhwI7rgKO01kVFQyxpxrjMk1xhxvjHkmxDqeN8ZkGGPm+B//CHOYSqkBwBjjMcZMBvKBGSIyvuPrInKTiKwRkTXl5QGvU6JU/xKNc0kKCoI7rsJOExmllFKqFxhjaoCl+Dbd7Xh8vjFmujFmemZmZkRiU6pHRetckgcegLi4zx+Li/MdV71CExmllFKqh4hIpoik+H92Amfw+YVMlIp+0TqXZN48mD8fhgwBEd/z/Pm+46pX2CIdgFJKKRXFBgHPiogV383Dl4wxr39JGaWiSzTPJZk3TxOXCNJERimllOohxpgNwJRIx6FURBUU+IaTHeu4Ut3QLxOZjIwMU1hYGOkwVD+yuayM9Lg4chISIh2K6mc+/fTTCmOMTlxQSqlQPfCAb05Mx+FlOpdEhUG/TGQKCwtZs2ZNpMNQ/ciYx/7ANyZP4Ycnzo50KKqfEZFj3EZUSikVsPahV3fd5RtOVlDgS2J0SJbqpn6ZyCillFJKqX5E55KoHhDxVctEJFZEVovIehHZLCL3RTompZRSSimlVN/WF3pkXMBpxpgGEbEDy0XkTWPMykgHppRSSimllOqbIp7IGGMM0OD/1e5/mMhFpJRSSimllOrrIj60DEBErCKyDigDFhtjVh3jnJtEZI2IrCkvL+/9IJVSSimllFJ9Rp9IZIwxHmPMZCAfmCEi449xznxjzHRjzPTMTF0JVSmllFJKqYGsTyQy7YwxNcBS4OwIh6KUUkoppZTqwyKeyIhIpoik+H92AmcA2yIblVJKKaWUUqovi/hkf2AQ8KyIWPElVi8ZY16PcEx9gjGG5tY26ppdNLS4qG92Ud/SSpvbQ5vbQ6vH/+z24PF6EREsIlgscvRnm8WC02HHGeN7xMXYcMbYSXQ6SIl3YrdaI/02VZgZY2hyt1Ld2kSju5UmdyvNnjaa/c8tnja8xuDF4DUG4/8ZwG6xEmOxYvc/Yiw2Yq12kuyxJNgd/udYYiz6vVFKKaVUZEU8kTHGbACmRDqO3ub1Go7U1rO3rJpDVbWU1zVSVttAmf+5vK6B2qYWPN6eXcAt0ekgLd5JaoKT1Pg4clISyUtPIj8tmby0JHLTkkhyxvZoDCpwHuPlSHM9h5pqONRYTXFTDYeaaihvaaDK1Uh1axNVrkZavZ4ejcNptZPmiCcrNpFsZyJZsYn+n5MYkpBGUUIGCXZHj8aglFJKqYEt4onMQFBZ38T6/aVsP1TG3rJq9pZVsa+8mpY299FzRCAtIY6s5ARyUhKYUJBDaryTRKfjv49YB/GxMThsVmJsVuxWK3b/s81q8d1ZNx3ushtodbtxtblpbnXT3NpGc2sbTa426ppbqGpoprqhmerGJqobmjlYWcPqXQdpdLV+Lv4kp4ORuZmMzs1kVG4mo/MyGZadjt2md+V7UpWrkW21R9haU+p7rj3MgYZK2oz36DkCRxOIrNhERifnkOqIIy0mjlRHHAk2B05bDE6rHacthjirHYfVjk0s/+3Bw9eDZ4yhzXho8/p7+/w/N7tbqW9zUd/WQn1bC3VtLdS1NVPpaqSsuZ5ttUf48PBOmjxtn4s/KzaRooR0ihIzGJ6YyYTUPEan5GhvjlJKKaXCQhOZMDPGsKO0gvX7Sli/v5R1+0o5UFED+JKV3NQkirLSOG74YIqyUinKSiMvLYmMpPg+MczLGENds4viyloOVdVyqKqOAxU17Cit4JVVG2lu9SVfNquFkYMymDl8MLNGDmHq0Dxi7fp16o7Splo+KtvDirLdfFZ5gCMt9UdfG+RMYnRyDqfmjCQ/PoX8uFTy4lPIdSYTY+0bf/eGNheHm+vY31DJnoYK9tZXsqe+gkXFm6hrawHAYbExPjWXyWn5TEkbzNT0AlIdcRGOXCmllFL9Ud9oAfVzHq+XdftKWLxhJ+9u2MWRWt/+nmkJcUwuHMQlsyYwuXAQY/Kz+3xjX0RIjoslOS6WcYOzP/eax+vlQEUN2w+Vs62knA37S3l+2VqeXvopDpuVqUPzOH7kEE4ZW8TQ7PQIvYP+o9XjZkXZblaU7eajsj3sbagEIDM2gZkZRYxLGcTolBxGJWX3i8Z+gt3BcHsmw5MyOb3DcWMMZS31rKsqZm3lQdZVFfPcrpU8aT7CgjAto4C5uWM4M3cM2c6kiMWvlFJKqf6lb7eq+zCv1/DJ7oO8s34n723aRWV9EzE2KyeMGsJtZ5/A9GF55KclIyKRDjVsrBYLRVlpFGWlcfaUUQA0uVpZs+cQH+/Yz8odB3j49WU8/PoyJhTkcOGMcZw9eRSJTp0r0dH22iO8sv8zFh7YSG1bM7FWG8dlFHJZ0TROyBrGiMTMqPreiAjZziTOyhvLWXljAXB53GyuKWFF2W7eObSVBza8xQMb3mJyWj5zc8dwdt44BsUlRzhypZRSSvVlmsgEqdXt5tVVm/nbh5+xv6IGZ4yNk8cUceaEEZw8poj42JhIh9ir4hwxzB5TxOwxRQAcqW3g7XU7+NfqTdz/z/d48D8fcObEEVxx4iQmDhkU4Wgjp8XTxn8OrOflfZ+xuaYUu8XK6YNGc2HBJGZlFvWZ4WG9xWG1MTW9gKnpBXx7zKnsqa/gnZItvHNoKw9uWsxDm97ljNzR3DjyJMan5kY63H5DRM4G/gBYgSeMMb/q9PrvgFP9v8YBWcaY9uXvPcBG/2sHjDHn907USimlVGgGVuupGzxeL298to3H3vqYkuo6Jhbk8Kt553Da+GE4Y+yRDq/PyE5O4JpTpnL17ClsPniEV1dv4s2123nt062cPKaIH194KvnpA+dOuzGG14s38uDGd6hwNTI6OZu7Jp7NefkT+sVwsd4yNDGDm0fN5uZRsznQUMVL+z7ln/s+452SrczNHcOdY09jaGJGpMPs0/xL2D8GnAkUA5+IyEJjzJb2c4wx3+1w/rf5/IqRzcaYyb0Vr1JKKdVdmsgE4MMte/jdG8vZdbiSMflZ3HvpGRw/siCqhv+Em4gwviCH8QU5fO8rs3np4w08vnglF/7mOW4963iunj0VmzXi+7H2qAMNVdy/fhErynYzMTWPh2dcyvR0/d58mYKENL4//kxuHjWbZ3Z9zNO7Pubdkm1cOGQyd4w9lazYxEiH2FfNAHYZY/YAiMiLwAXAli7OvxK4t5diU0oppcJOE5kv0Op28+B/PuAfH21gSEYKD11zHmdOGIHFog3RYMTHxnDdqdM5Z/IoHvjXEh5+fRlvfLaNn156BuMLciIdXti1eT08s/NjHtv2ATaLhbsnnsMVQ6djlehO3MItwe7g9jFzuHLocfxl+zJe3LuG90u385vjLuaErKGRDi9oDW37+fDQDT15iTzgYIffi4GZxzpRRIYARcCSDodjRWQN4AZ+ZYz5d08FqpRSSoWDJjJdOFRVy/eee4PNB49w7Zxp3HHuiX1ieeT+LCc1kUeuO5/3Nu7il/96n6seeYErT5zMneeeSJwjOuYWbag6xE/WLmRHXRlnDBrN3ZPO0ZW4uindEc+PJ57N5YXTuHP1y9yw4nluGzOHW0bNxjKwercy/IlGu/nGmPkdfj/WH6OrHXWvAP5pjOm4c2qBMaZERIYCS0RkozFmdzdjVkoppXqMJjLHsHTzbn78wttg4PfXfpXTJwyPdEhRQ0Q4Y+IIZo4o4JE3V/DCinWs3VvCo9+8gKzkhEiH1y3/ObCen3y2kPTYBB6deTmn546OdEhRZVhSJi/NuYGfrnuDR7cuZW3lQR6cfiFpjvhIhxaQBPsQZuc90Y0anqwwxkz/ghOKgcEdfs8HSro49wrgto4HjDEl/uc9IrIU3/wZTWSUUkr1WZrIdGCM4U9vf8zji1cxJi+L315zHoMzUiIdVpe8XkNjs4vGRhctrW6sFgs2mwWb1fdstVpxOuzY7X2vJynR6eCui05j9pgivv/8G8x75EWeuPlihmSmRjq0kDy5YwUPbX6XmRmF/GHmZSTHOCMd0jEZY3B5Xbi9btzGg6fDA8BpdRJnc2IXe5+cyxNni+HX077G9PQCfr7hTS5a8hf+fPxVjEmJviGKIfgEGCEiRcAhfMnKVZ1PEpFRQCrwcYdjqUCTMcYlIhnAicCDvRK1UkopFSJNZDr445sf8df3VnPBcWP5ycWn44jg5pVuj5eyijoOHa6huLSG4sPVHDpcQ2lZHfUNLTQ0uWhqbg2oruREJ+mp8f99pCSQPyiFEYVZFA1Ox+GI3KprJ48p4tnbLuPGx1/htif+zYI7ryQ5LjZi8YTitYMbeGjzu5yTN45fTb+QGEvkEkdjDLVttexvOkhxczFVripq2mqpaaultq2GmtZa2kzbl9ZjFStxVidOaxxJ9iSyHVlkx2aR5cgkK9b3c4ItMj1oIsJlRdMYl5rL7Stf5Lrlz/H87GsZkZQVkXj6CmOMW0RuB97Gt/zyU8aYzSJyP7DGGLPQf+qVwIvGmI7DzsYAfxERL2DBN0emq0UClFJKqT5BExm/d9bv4K/vrebiWeO595Izev1udGOTi03bS9iw7RAbth5iy85SXK3uo687Ymzk5aSQm53MqGHZxDtjSIhzEB/nICHOgcNhw+Px4vZ4P/fc2OSisrqRyupGKmoa2H+oiqqaRtxuLwAWi1CQm8bwwkxGFGUxZdxgRg/L6dUFDUbnZfGH687nhsdf4TvPvMb8my7Cbut7vUjH8lnlAe76bCHHZQyJSBLT6G5iS90Wdjfs4UDTQQ40HaTeXX/09Tirk2R7Cin2ZIYnDCPZnkySPQm72LGKFatYsYkVi1gxGFo8zTR7WmjyNNPsaaLZ00xNay1b67exovKjz107LSaNUYkjGJEwgpGJI8hz5mLpxQUNxqUM4rmTr+WqD57izlUv8fKcG4m3D+zNV40xi4BFnY7d0+n3nx6j3EfAhB4NTimllAozTWSA/eXV3POPxUwcMoi7LjytV5IYYww79pbx7rKtrNl4gN37y/F6DVaLMKIoi/PPnMiwgkzyBqWQn5NCempC2JILr9dQcqSGXfvK2bmvjF37ytmw7RDvLt8GQEqSk1lTizh+6lCOm1RIUkLP95BMHZrH/ZefyY/+/hb3//M97r/8zD45tKmjg43V3L7yH+Q6k3lk5uW9ksQYYyhuPsSGmg2sr93IzvpdePFiExt5zjwmp0ykIK6AgrjBDI7LJ94Wvvkjrd5Wyl0VHGkp43DLYfY27mNr3TY+rlwFQJw1jhEJw5iaOoXpadN6pcdmcHwqvz3uYq5b/hx3r32Nh4+7uM9/b5RSSikVHgM+kWlpc/P/nn0dm9XCQ1ef2+M9AcWl1by7fBuLl21l/6EqbDYLk8bk841LZjFpTD5jRwwiztmzK3hZLEL+oFTyB6Uy5/iRR49X1zbxyYb9rPxsDx+t2cNbS7dgtQjjR+Vx3mnjOf3EUT06DO0r08ZwoKKGP7+zkiGZKdxw+oweu1Z31bW2cPNHf8drDI+fcBUpPTwn5nDLEd4vW8rqqjVUtVYBUBA3mPMGncOklIkUxRdis/TsP+cYSwx5zlzynLlHjxljqGitYEf9TnbU72Jr3Vae3vccz+1fwKTkCcxKn8XklIk4rD3XUzIjs5DvjD2Nh7e8x/T0AuYN67vfG6WUUkqFz4BPZH7x6hJ2lFbwpxu+xqDUnlkmt63Nw9sfbOE/765n687DAEwel8/lX53OnFkjSErsGxPDU5PjmHvyGOaePAaPx8vWXYf5+LM9LP14B7947C0efXYpXzl9Al87axK52T2zCMItc2exr7yaPyxawdj8bE4YNaRHrtMdxhh+9Om/OdhYxRMnXU1hQnqPXMdrvKyr2cCSsvfZWLsJq1iZlDyBr+Wdz4Tk8aTFRH5hBBEh05FJpiOTEzNOwBjD/qYDfFy5kpWVq/msZh2xFgfTUqdxVs6ZDIkv6JE4vjnyRD6rOsivN77NhNQ8Jqbl9ch1lFJKKdV3DOhE5s212/nX6s3ceMYMTh5TFPb6vV7D4mVb+cvfl1FWUc+wggxuvXo2p580muyMvr23iNVqYfyoXMaPyuWGK05k7aaDvPrWWv7x2hpeWPgJJx03nOsuPZ6RQ7PDel0R4WeXz2XboXLue/ldFv7gGxFddOFY3i7ZwpLD2/nBhLnMyCgMe/1ur5tlFct5veRNKlorSLGncGHeBczJnE1KTN9dRQ98n19h/BAK44dw+eBL2V6/g48rV7Kq8hNWVH7EtNSpXD74ErJjw/u9sYjwy2lf4+L3/8J3P3mZ106/lThbdOxNpJRSSqlj61stxF7U6nbz+zeWMyY/i9vOOj7s9W/eUcofnlrClp2ljB6WzQ9unsuMyYX9cvy+iDB1QgFTJxRQVlnPf95ZzytvrmX5J7u4/KvTufGKE8M65Mxht3HXRadyw+Ov8OqqTVx50uSw1d1dHuPlj1uWMiIpi6uHHXPT9G450HSQv+55kgNNBxkWP5QrCi5lSsrkHh821hMsYmFM0mjGJI3m8sGXsfjIuywqfYv1NRuYm30G5+d9Bac1fL2RKTFOfjXtQq5Z9gwLdq/mxlEnha1upZRSSvU9/a91FCYvf7yRkuo67r30DKyW8K20VF3byKPPfMDbH24hPSWeu24/m7NOGderq4D1pKz0RG688iSuPP84Hv/bh7y4cA0ff7qHH99+DuNGDgrbdWYMH8zUolyeXPIJF88aT4ytb3xV3zq0hT0NFfxuxiVYw7hCl9vr5o3SN/lPyWsk2BK4Y8RtTE2Z0i8T32OJt8XxtbzzmZM5m5eLX2XR4bdYXvERlw2+mJMyTgzb+zwuYwinZI/giZ0ruKxoWp/dz0cppZRS3dd7a6X2IY0trcx/dxUzhg/m+JHhG7O/eUcp13//eZZ8tJ2rL5rJC49+k3NOHR81SUxHCfEOvv+tM/ndPZfQ7Grjlrv+zl8WLKO1zf3lhQMgIltNkscAACAASURBVHzrzFkcqW3g36s3h6XO7vIaw5+3fciwxEzm5o4NW73FTYf42ZZf8Oqhf3Nc6nR+Mf5+pqVOjZokpqOUmBRuHHo9Px37E7Jis3hi79PM3/MELo8rbNf47rjTqW9r4cmdK8JWp1JKKdUvLVgAhYVgsfieFyyIdERhNSATmQXL11LV0Myd54bnTrAxhn+/s57bf/IiNpuV+b+ax7fmndzjq4/1BcdNKuS5h6/lnDnjeP7VVdzwv39jx54jYan7+JEFTBoyiCeWfEKb2xOWOrvjnZIt7K4v55bRs7GE4XvjNV7eKFnEvZvvp7K1ktuH38Itw28iwR6ZjSZ7U1FCIXeN+QEX5X2NjytX8fOtv6SspTwsdY9KzuYrgyfw/O5VVLQ0hKVOpZRSqt9ZsABuugn27wdjfM833RRVycyAS2Ra3W7+vnwdJ40uZOKQ7g+Fcrna+OWf3uahvyxm6oTBPPng1xlRNLB2GE+Id/Cj287mwR9fSG19Mzff9QIfrtrZ7XpFhJvnzqK0up6FayK7yXh7b0xRQjpn53W/N6bV28pju/7MS8WvMDllEr+Y8DOOS5sehkj7D4tYuCDvq3x35J1UuCq5d/P9rK/ZEJa6bxl1Ci6Pmxf3rglLfUoppVS/c9dd0NT0+WNNTb7jUWLAJTLvbdxNZX0TV8+e2u26mppb+e7P/smiJZu49pJZPPiji/rMUsqRcMK0YTzz228wbEgGdz+0kA9W7uh2nSeOGsL4wdk89f4ajDFhiDI0y47sYkddGd8adXK358a4vW4e2fkYn1av5cqCy7l9+C0k2fv2KnY9aVLKBO4bdw8ZjnR+t+MRlpZ92O06ixLTmZ09gn/sXYPHeMMQpVJKKdXPHDgQ3PF+aMAlMu+s30FWUjyzRnRvbkxzSyvff+AVNm8v4b7/9xVuuPIkrNYB9+f8P1KT43jkp5cxZngO9/1hEZt2lHSrPhHhsuMncqCihi3FZWGKMniLijeRZI/lnPzx3arHGMOz+55nY+0mri28hrNz5kblXJhgZcVmcveYHzE+eRxP73uWD8uXdbvOrw2ZRIWrkU8ro+c/2EoppVTACrpo63Z1vB8aUC3vJlcby7ft4/QJI7o1Ad8Yw4OPL2bjtkPc853zOP3E0WGMsv9zxsbwqx9eSGZaAj/85b8oLq3uVn2nTRiOzWLhnfXd7+EJRavHzZLS7Zw+aDQxFmu36lpY8jofVizn/NyvMCdrdpgijA4Oq4M7RtzO+KRxPLPveXbUd2944snZI4i12njnUGSHJSqllFIR8cADEBf3+WNxcb7jUWJAJTLLt+2lpc3NmROHd6uefy5ay+JlW/nmFSdGLInxeLxUltWxfVMxK97bwpuvrOG919exfPFmVi/bzvrVe9i6/iClxVV4vb0/tCY1OY7f3HURXq/h+w+8Sk1d05cX6kJyXCwzRwzm7fU7IjK8bEXZbhrcrm7PjVlR8TGvHvo3J6Qfz0V5XwtTdMFxe5upcW2nonktR5pWUtK4lOKGt9lft5D9dQs50rSSutY9tHkjM0k+xmLn1uE3kxGTzqO7/kxNa03IdcXbYjgpaziLS7bhjeCwRKWUUioi5s2D+fNhyBAQ8T3Pn+87HiX6xuYcvWTxhp2kJTiZOjQv5DrWby3m0WeXctJxw7jmollhjK5rLc2tbFl3gHWrdrN57QHKSmuoLK/H6wksQXHGxVA0MoeiETkMHZVD0agcho8eREwYN7E8loLcNH71owv5zk9f4ke//g+/v/dSHDGhfeXOmjSSe15azJbiMsYNDu+u8F/mrUNbSLLHMitraMh1bKnbypN7n2ZM4mi+WXRtrwwna3aXUePaSm3rDmpdO6ht3UFD20EgsEa9TeJx2rJIjCki0zmDLOcMEuw9v6lrvC2OO0bcxn1bHuDRXX/mh6P/J+QNQefmjeHd0m2srypmSvrgMEeqlFJK9XHz5kVV4tLZgElkWtrcfLh1L+dOGR3yBpgV1Q3c89BrDMpK5u5vn9uj+8Ps2lrC6mXbWbdqD1vXHaCtzYPNZmXk+DwmzRhKRnYSGVlJZGQnk5GdRFJKHO42Dy0tbbS2tOFytdHa4qairI69Ow6zZ3spS9/awBsvrwYgLt7BrFNHc8rZE5l+wnCstu4NmerKxNF53H3Hudzz29d46C+Luevb54RUz2kThnP/P9/jnfU7ejWRaR9WNjd3TMjDyipcFfxx52Nkx2bz7RG3hdwoD0SLu4KDDW9R3PAO1a6NR4/H2waT7BjB4IRzSYoZis2SiFUcWC0O37PEYvDS4i6n2X2EZncZzZ4ymt2HqXFtpaRxCQCx1kyynDPIdM5gUPwcYqw9s0hBflw+3yy6lj/vns+LB1/i60OuCqmeOTkjsYuFd0q2aCKjlFJKRZkBk8is2V1Mk6uNMyaEPqzsob8sprHZxe/uvYSEeEcYo/uvnVsO8dyj7/HJct98kGGjB3H+lbOYPHMY46cNwRkX+nWNMRwpqWH3tlJWfbiNj97dwpLX15OZk8y5lxzH2RdPJzU9/HuYnHbCKPbsL+eZf67krFPGMn3ikKDrSI6LZcbwwSzZtJvvfuXksMfYlU8q9tPgdjG3G8PK/rb/BbzGy3dH3EG8Le7LCwTJGENly2fsqXuJQw1LMLhJjhnNuLRvk+GcSlLMCOyW+IDqSrD/38a+MYZGdzHlzaspa1rN4aYVHGh4A3tlAiNSrmFY8lUB1x+MWekz2d2wl3eOLGZKymTGJQf/GST6e9LeL93BDyacFfYYlfoyIjIYeA7IAbzAfGPMHyIblVJKRYcBk8is21eC1SJMKcoNqfwn6/ez/JPdfGveyQwtyAxzdLBv5xGe/9N7rHhvC4nJTr75nbOYe+FUklPD10AUEXLyUsnJS+XE08fy7bvPZ9UH23njpdU8++i7LHj8fc6/ahbX3Ho6sXHh3czz6otnsWjpZh7/24f89ddfD2l40qyRBTz8+jIq6hvJSAx/w/lYPqncj1WE6RnBJ18AO+t3sbZmHZfkX0RWbPi/N9Utm1lb8QA1rq3YLYkMS76coqSLSYwpCts1RIQE+2AS7IMpSroYY7xUu7ayveZJtlT9iV01f2dk6nUMTboUmyW8y49fOvhiPqtey98P/IP7x9+DVYLvFZuRUciyI7uocjWS5uid741SHbiB7xljPhORROBTEVlsjNFVKJRSqpsGzGT/dftKGDkokzhH8A10t8fLI08vYVBWMpd9ZVpY4yo5UMmvf/gSt1zyKGtX7ubrt5zGM4u+x6XXnxzWJOZY7HYbJ50xjl/Ov46//udOTv/qZF59bgXfuugR1qzo/oaWHTlibHzz8hPYtvsIS0PcX2ZyoW8D0437D4cztC+0vqqYUck5xNuC/94YY3ip+J8k25OZm31GWONye5vZUPFb3j90DS3ucqZk/oRzhrzNxIzvhzWJORYRC2mx4zg+52Hm5P2NFMdYNlX+jrcPnM/u2hfxmrawXSvGYueKgkspbi4OeX+ZyWn5AKyrKg5bXEoFyhhTaoz5zP9zPbAVCH2iplJKqaMGRCLj8XrZeOAwk/wN4WAtXLyevQcruf3aOSFPVj+Wdxeu5ZZLHuWjJVu59PqTeebN7/H1W04jPjE2bNcI1OCiTL5734U89PQNxDjs3H3Lszz445epqWoM2zXOPmUchfnpzP/7ctwBLlTQ0Zj8bGwWCxsP9E4i4zFeNlYfYmJqaG2O9bUb2FG/kwtyv4rDGr6hiEeaPuLdg5ewq/ZvFCVdyBmDX6Uo6aKw94YEIi12HCflPsbs3CdJtBewvuLXfHjomzS1lYbtGtNTpzE6cRSvHvo3je7gv4/jU3OxiYV1VQfDFpNSoRCRQmAKsKrT8ZtEZI2IrCkvL49EaEop1S8NiERm1+FKmlxtTC4MflhZU3MrT774EVPHD2b2jO4t29zO1dLG7+79Fw/d/Qojx+fx5Gvf5fo755KUEv75E8EaP62Qx16+jXnfOpUP39rETV/7A+++tjYsyx5brRa+Ne9kDpZUs2jJpqDLx9ptjMzNYMP+8DWSv8ju+goa3a1M8t/RD4bXeHn54KtkO7I4JTM8c3pcnmo+OXI3K0pvwyIxzM59kimZdxNjTQxL/d2R4ZzKyblPMCP719S17mFJ8ZUcbuz+ppbgG9p2VcEVNLobea3kjaDLx1rtjE0ZxNpK7ZFRkSMiCcArwHeMMXUdXzPGzDfGTDfGTM/MDP8QVKWUilYDIpFZt8+3u/ykIcH3yPz77XXU1jdz89dnh2XZ2dLiKu6c9zhv/+tTrrjxFH41/zoysntm5adQxcTYuPq203n0pVvJG5LOQ3e9wh9/vjAs+9GcdNwwJozK5amXPqLFFfwQpIlDBrHx4GE8vbA3znr/UKRJqcEnMh9XrqK4uZiL8y8Myypl9a37WFJ8FcUNbzM69UZOz3+RDOfUbtcbTiJCfsJcTstfgNOWw0eH72BT5R8xpvuf1ZD4Ao5Pn8mSsqU0tAW/x82ktHw2Vh+izevpdixKBUtE7PiSmAXGmFcjHY9SSkWLAZHIbDlYRmq8k7y04BIGYwz/ens9U8YNZuyI0IaldVRyoJL/ufYJKsvq+PmfruHab5/ZY8seh0Ph8Gx+++yNXHb9ySx6+ROeeWRxt+sUEW688iQqqhpYsmJ70OXHD86mydXGgYrQN0oM1NaaUhJsDgoT0oIu+/bhdxjszOe4tOndjqPFXcmK0lvxmlbm5D3D2LRbsVp6ZtW8cEiIGcKcvGcpTLyIHTVPsa7iF2FJZs4bdA4ur4sVlR8HXXZSah4ur5s99RXdjkOpYIjvDtiTwFZjzMORjkcppaLJgEhk9pZVMTQ7Legelc07Siktq+XcU8d1O4aSA5X87/VP0tbm5tdPfpPpJ43sdp29wWKxcN2dcznv0hm89NQy3nxlTbfrnDJ+MPk5Kbz1weagyxZl+ZKKfWXV3Y7jy+xtqGRoYkbQ35uDTcXsbzrAKZmzsUj3/om5vc18fPg7uDzVnJDzCKmx3f8u9garxcGUzLsZmXI9e+teCUsykx+Xz5C4IXxcuerLT+5kaKJvuI4mMioCTgSuBk4TkXX+x7mRDkoppaJBxBMZERksIu+LyFYR2Swid4b7GvvKq482gIOxeNlWYmJszJ45olvXb25yce+3/0Zrq5tf/vV6ho7M6VZ9vU1EuPVH5zHthBE8+sBC1q7c3e36zp4zjs82HeRwWW1QZQuzUgHfZ9rT9tZXUJiQHnS5FRUfYRUrM9NndOv6xnhZU/YTql2bOS77F/0miWknIoxLu52RKdext+4VdtY83+06T0ifyd7GvRxuORJUufbPcW+DJjKqdxljlhtjxBgz0Rgz2f9YFOm4lFIqGkQ8keG/a+yPAWYBt4lI6LsPdlLd0Ex1Y3PQiYzb4+W9Fds4cdpQ4ru5CeUjP1vIof0V3PXQFf0uiWlntVn58UOXM7gwk59/7wX27y7rVn1nneL7iN/+cGtQ5ZKcsaQlxPV4j0yju5UjLfUUJQaXyHiMh48qVzIpeQJJ9u5Nwt9c9UdKGt9jQvp3yI0/tVt1RYovmfk2ufGns7nqj1Q2r+tWfTPSZyAIH1euDKqc02YnNy6ZvfWV3bq+UkoppfqOiCcyPb3G/r7yKuC/d/ID9emG/dTUNXPmyWO6df23XlnD+2+s5+u3nsakGUO7VVekxSfEct+jXycmxsY9tz1HdWXwk67bDcpKZvK4fN5cujnoFdEKs1KPfq49ZV+Dr8FblJARVLnNtVuobavlxIwTunX9vXWvsqPmGYqSLmF48tXdqivSRIRpmfcSZ8tl1ZEf4PKE/tmlxaQyOnEUKytXBf29GZqQwR7tkVFKKaWiRsQTmY66WmPf/1pI6+zv9d+5LwoykVm8fCsJ8Q5mTQ19c8F9O4/wp1+9wdQThnPFDaeEXE9fkp2byk//+HVqqhq5784FeNyhrwJ19injKC6tZvPO4JZTLspMPfq59pR9/rkURUEOLVtR8THx1jgmpUwM+doVzZ+xrvyXZDlPYFLGD8KyWl6k2a2JzMx5kFZvDWvK7unWct7HZ8zicMsR9jXuD6pcUWIGe+sr8IZhKXGllFJKRV6fSWS+aI19CH2d/eKqWqwWITc18BXLjDGsXrePE6YNJcYe+tK5T/7+bRyxdv73F5disfSZP3W3jRqfz7d/cj7bNhxk2eLgJ+y3mzNrJBaLsOqzvUGVy09PprqxmaYQlm8OVEmTb+5OfnzgCbDXeNlYu5GpqVOwW+whXdcYw6bKPxBry2Bmzq+xSPg2YI20FMdoxqfdwZGmFZQ1B7/yWLtpKVMA2FQX3HevID6VZk8b1a1NIV9bKaWUUn1Hn2hd9+Qa+2W1DaQnxmMNIpEoLq2hqqaJSWOC3z+k3ZZ1B/hk2Q4uu/5kUtLiQ66nrzrtvEkMLsrkpac+DPnuekK8g6EFGWzaURJUuazkBADK60If2vZljrTUkWh3EGeLCbjM4ZbDNHqaGJkY+uIQFS2fUuXawMiUa7FbEkKup68amnwZcbZBbK56LPTvjT2BPGcu2+t3BFUuK9Z3M+NI8/+5T6KUUkqpfijiiUxPr7FfXttIVlJwicSGbb6NECeOCX2qzrN/XExKWjznXzEr5Dr6MovFwmXXn8ye7Yf5ZHlwDcqOxo/KZfOOUjyewJfmzUryNfDL6hpDvu6XKWtpICs2uMn6Oxt8q7kNTxge8nW3Vz+Nw5pGYeIFIdfRl1nEzujUb1Hj2kJp09KQ6xmZMIJdDbvxBrGkc5bT93mWtdSHfF2llFJK9R0RT2To4TX2y+oajt7BD9SGrYdITnRSmB/80rsA61btZv0ne7nihlOIjQv8jn5/c+q5k8galMyLT3wQch0TRuXR1NzK3oOBryaVlexLTMtre65Hpqy5/ugd/EDtathNvDWenNjskK5Z7dpCWfNHDE+eh9USG1Id/UFB4nkk2AvYUvWnkPeWGZk4kmZPM8XNhwIuk+1PTMuaNZFRSimlokHEE5meXmO/rDaERGbbISaMzg1pkrUxhmcffZeM7CTOvfS4oMv3Jza7lYu/cRJb1h5g06f7Qqpj/KhcADZtD7xBmpnUPrSsJ3tk6oPukdlVv4vhCcNC3gRzR/XT2CwJDE26NKTy/YVFbIxJvZm61l0UN7wTUh0jE329XjvqdwZcJiM2AUF7ZJRSSqloEfFEpie1tLmpa3YdHYoUiOraJg6WVDNhdGjDytau3M3W9Qe56lunEuMIbcJ3f3LWhdNITo3n5aeXhVQ+NzuZ1OS4oObJJMTG4IyxUdZDc2SMMVS01JMZG/j3ptHdSElLKcMTh4V0zYa2gxxqfI9hSZdjt3Zv/5n+ID/hLJJihrOten5Ic2XSY9JJi0kNKpGxW6ykO+Kjeo6MiJwtIttFZJeI/PAYr18rIuUder9v6PDaN0Rkp//xjd6NXCmllApeVCcyNY3NAKQmOAMus7/YN8RpZFFWSNf86L0tOONiOPOCKSGV729inTGc/tXJfPbxLlqaWoMuLyIMG5LJ/kOB7y0iIiTHOalpbAn6eoFodLfSZrykOuICLtO+03yBc3BI1yxt/AAwFCVdFFL5/kbEwtCky6hv20tDW3DLKPvKCwVxBZS2BLd0d6ojnprW5qCv1x+IiBV4DDgHGAtc2cXmwv/o0Pv9hL9sGnAvMBOYAdwrIsGtWa+UUkr1suhZ2/UY6ptdACQ6HQGXKT5cA0BudkpI11y7ag/jpxVi78ayzf3N9JNG8OpzK1j/yR5mnjI66PK52cl8sDLwO+vg+0wbWlxBXysQ9W2+BCnRHvg8lbKWMgAyYwNfGryjI00rSLQXEWfPDal8f5QVNxOAsubVJMYUBl/ekcnWum0YYwIeBppkjz36+fa2wy2H+eXWB3vyEjOAXcaYPQAi8iJwAbAlgLJnAYuNMVX+souBs4EXeihWpVS0WLAA7roLDhyAggJ44AGYNy/SUakBIqp7ZNobuomxgScyhw7XYLVayM4MbqI3QPnhWg7tr2DyzNCGF/VX46cW4oi1s2ZFcMlIu7ycFGrrm2loDDwxSXQ6jiaq4dbe0E0KJpFx+TZpzXRkBH09t7eZiuZPyY47Ieiy/Vm8bTBOWw7lzf9n/9uAZMVm4fK6qG0LfKhYoj2WenfPfG96QUb7psD+x02dXs8DDnb4vdh/rLOLRWSDiPxTRNq7EAMtq1RIFiyAwkKwWHzPCxZEOiIVFgsWwE03wf79YIzv+aab9ANWvSaquw3aG7pJwfTIlFYzKCsZmzX4HG/96j0ATJk5NOiy/VlMjI3JM4ayZvmOoO6Ot8vNTgag5EgNI4cGtuJXYmwMR2p6Zo5MnT+RSbAH/r0pc5WTYk8hxhL8KnUVzWvw0kZ23ElBl+3PRIQs50xKGt/HGA++kVGBy3b4hn+WucpIiUkOqEyiPZbd9eVBxxoOObE5/GjM/4Zc/sf8oMIYM/0LTjnWP7zOE5BeA14wxrhE5GbgWeC0AMsqFZL2tm6Tfy/a9rYu6I37fu+uu/77wbZravId1w9X9YKo7pGpC3FoWX5OaMPK1q3aTXJqHIUjQlt+tz+bdtIISourKTkQ+DLK7fL8w/hKjtQGXCbR6aC+x4aW+RPgIHpkyl3lZIU4rOxw0wqsEktG7MCYV9VRpnMGbd46alq3B102O9aXyBzxz08KRJLdQV1rZIaW9YJioOMkrXzgc6toGGMqjTHt/3D+CkwLtKzqu/p6b8cXtXVVP3fgQHDHlQqzqE5kGlp8k8/jYwO/S15ypIa8EBOZDZ/uY8L0IiyWqP6zHtP0E3272a9duTvosoPae2TKAk9kEmJ7bmhZg9vfI2MLJpGpIDMmtESmvHk1Gc5pWC2BJ9zRIss5A4CK5k+DLpsek44gR4f1BSLBP0cmlJXS+oFPgBEiUiQiMcAVwMKOJ4jIoA6/ng9s9f/8NjBXRFL9k/zn+o+pPq4/jOzRtm4UKygI7rjqP/r6HRK/qG5xu9xuAGIDnHjvdntobGolJSnwVc6Olm3zUF5aS8HQ0Bqz/d2g/DTsMTZKi6uDLpsQ58BqEeobAr9THmu30ebxBH2tQLg8/u+NNfCRl43uRhLtwe1XBGCMl8a2YpJihgddNhrE2jKwWxJocgd/899msRFnjaPRHfh+Qg6LDS8GTxQmMsYYN3A7vgRkK/CSMWaziNwvIuf7T7tDRDaLyHrgDuBaf9kq4Gf4kqFPgPvbJ/6rvq0/9HZoWzeKPfAAxHVa4TMuzndc9V/94Q6JX1QnMm1uX0M3xhbY2PumZn8PTlzwd8arK+sxxpCRHdhY/WgjImQNSqbcv+pbsGXj4xw0NgXew2K3Wml190wi0+r11Wu3BPa98RovLq8LpzX4BNjlqcJLG3G2QV9+cpRyWrNpdpeFVDbO5qTZE/hyyu2faavXHdL1+jpjzCJjzEhjzDBjzAP+Y/cYYxb6f/6RMWacMWaSMeZUY8y2DmWfMsYM9z+ejtR7UMHpD70d2taNYvPmwfz5MGQIiPie58/X+TH9XX+4Q+I3IBIZW4AN0gZ/QzohhESm/Ihv5aSM7OBXO4sWmTnJlJUGPjyso/i4GBqD2IfGbrXg8Ro8Xm9I1/sibUEmMu0N6VASmSa3b35HnC0n6LLRItaWTbM78HkuHTmtTppCSGTaP2Ol+rv+0Nuhbd0oN28e7NsHXq/vWT/Y/q8/3CHxi+5ExuPFZrFgsQS2ilZ7Qzo+PvhEpqI9kckauIlM1qCUkHpkAOKcDhqDmPNi9/eyuT09l8jEWAIbWvbfRCbwOTVHy7p9Gzo6B3Ai47RlhpzIxFnjguqRidFERkWZ/tLboW1dpfqR/nCHxC+qE5lWtwe7LfC32N4jE+8MfgndyqM9MgNzaBn4emSqyhtoawt+2E5CnCO4Hhl/ItMTw8vahx0F3iPjm9sTWo/MYYCBPbTMlk2LpxKvaQu+rDXUoWWayKjooL0dSqmw6y93SIjyRMbt9QQ8rAyg2b/KmTOIVc7a1VQ1YLFaSEwOvjEbLdIyEjHGUFvV9OUndxIbazv69w+Ezb8yXE/0yLj9w9VsAa4+5/InMo4QVh1zeSqxYMduSQy6bLRwWNMBQ6sn+GGJsVYHLZ7Ae/La/3vg1kRGRRHt7VBKhVU/ukMS1RtiiggmiD3d2pdNDmVpVpvditfjDWlDyGjh9veO2GOC29gQwOs1IS1bHeiwwaDq9H9+gX6WIr64vQSfVFnEjpfonHgeKN9iW76/RbC8xnv08wrwYv5rDcx/o0oppVRA5s3rk4lLZ1HdI2MRwRtEUmKz+u/yhzBcyRHra4S1ugZuo7S1xffe2/8WwfB4vNiCGAbY/rn2RHu0PXkJ9Jtj8+9I7zXBJzJWiQUMXhN4b1S08Rhfj5bvbxFsWQ9WCTxx9tL+vdFERimllOrvoj6RCaZ35WgiE8JwpRiHr/Huagl+nH+0aPEPDYtxBN/R5/Z4j/79A+HtwTvrFuRz1/gy7Q1pjwk+AW5vvLc35gci33sXLBL8kE53sIlM+/cGTWSUUkqp/i6qExkRwesNIpHpxkpY/+2RGbiJjKulDUesPaQhYm63F5s18Aap8fZgIuOv0xtgn4xVfImbO5RExhLrLzuAExmvC6s4Quol8fXIBJ4492QCrJRSSqneFdWJjG9oWeDn/3doWSiJjK8x5WoZuEPL2hOZULg9XqzWwBuX/x1a1nM9MoH25ln8c2RC6ZGxiW9xCI93ACcyxpfIhMJrvFgl8P+MGR1appRSSkWNqE5krBYLbq8n4Aapwz8kKpjVs9olJvmWqaupbAi6bLSormgIedU2l6sNhyPwJCjYlcWCYW1fES3Ala0cFt+QKFcQq2e1s1t9+w61eMqDLhstXJ4q7JbQ9l9yeV3EWAIfktb+vQkm+VFKKaVU3xTV/zd3xtgwJvC9RtJT4gGoqmkM+lqFI7IA2LsztI39osHOLYcYOiq0/VAqA0MuswAAIABJREFUaxqP/v0D0dzahs1iObqfTDjFWn0JVZMnsGGCifZEBKGurS7oa6XEjAKg1rU96LLRorZ1B0mO4SGVrWmtJcUe+N5Nzf7P1GkNredQKaWUUn1HlCcyvsZKc2uADdKEWGLsViqqgu9VychOJiHJyZ4dpUGXjQb1tU0cKalhxNjcoMu6Wt00NLpICzKRaf98wy3O38htdgfWM2cVK4m2RGrbQtgHxZZBrDWTatfWoMtGA7e3mYa2AyTHjAy6rDGGmrYaUuwpAZdp9vg+01hNZJRSSql+L6oTmVi7f6hYgImMiJCeGk9lCD0yIsLQUTns3X446LLRYOfWEgCGh5DIVPv/3kH1yLjcOGN6Zhskp803VKk5wB4ZgGR7UkiJDECKYww1ri0hle3v6lp3ASakRKbR04jbuEmOCaJHxt2G02rXyf5KKaVUFIjqRCbYHhmA9NQEKquDT2QAho7MYe/OI3h6YLf5vm7X/2fvvsObus4Hjn+vtmRb8t7bgNnTbAgjhJBFEkImGc1sdtP2l900bVPajO40i+w0ZJCEJCQhgQCBsPcGA8Z4470t2Zal8/tDQCFlWLJkyfb5PI+ea1/pnHuwLtJ97znnPfuOBTJ93Q9kqmqtAISHmdpdxtZqx+CjHpnjw46s7eyRAbBoLdR2IJBpsOfR5rR5VL4rq2s9CECo3v1AprbV9fd2Z2iZ1dEqh5VJkiRJUjchA5mfiAgNoqrGswn76ZmxtDTbKSmo8qh8V3ZoXwkx8aGYQ9sfjBx3fE5SRFhwu8vY7L4bWuZZj4zngUyYvh8gqG3J9qh8V1bXchCNEoRJ434AfLwHzK2hZW32E++vJEmSJEldW7cOZEKMrpSu9bb2Z5OKi7FQUlbn0Voy/YemALB17SG3y3ZlLc12tq47xOCRaR6VLyqtASA2qv2ZqxpsLQQbfHNBGqJ1nTeN9vanRI7UR1DTWkOr0/2Md+GGIShoONq00u2yXZkQgjLrOte/34MsYqXNrsQaUfqodpdpsDefeH8lSZIkSeraunUgEx7sSgVc09j+ITu9UqJotTsoKK52+3iJqZGk9Yll1ZLdbpftytat2Ie1sYVplw3zqPzh/Aoiw4OxhLQ/dXNNk+3E++ttYTpXr1JNq7XdZZJMiQgExbYSt4+nV4cSa5pAQeM3OEXPWYeotmUfTW1FJAZf4FH5AmshQWoT4bqwdpepbrESpmv/XCxJkiRJkgJXtw5kwoKOXZA2tT+Q6Z3mSqOck+/Zuh6TZgxi/87CHjW87PtF24mOD2VQVqpH5XPzK0lPjnSrTG2T7cT7623HA5nqFjcCGWMiAEXWIo+OmWKeSYujinLreo/Kd0UFjYtR0BAfNNWj8oXWQpJMSW4tblnT2kS43jfnjSRJkiRJnatbBzIWkwGVolDtRo9MSkI4Wo2anCPlHh3zgpnDUKlVfPPJZo/KdzUVpXVsX3+YCy4bhsqDxSnbHE6OFFbRK6X9w4OcTkFtUzOhQb7pkdGpNQRpdG71yEQbotGpdBR6GMjEmiagU4WS3/CVR+W7mjanjYKGRSQET0Ondn8xTKdwUmgrItmU7Fa56harDGQkSZIkqZvo1oGMSqUQGmSgpqn9F6QajZq0pAhy8jzrkYmINjNuaj+WfrGVlub2TxbvqlZ8swMhBOfPHOpR+cKSauxtDjLcCGTqrM04hfDZ0DKAcH0QNW70yKgUFQnGeAptngUyKkVLUshFHG1aSavDs6QBXUlR43fYnY2km6/xqHxZczmtzlaSTYntLtPqaKOxrUUOLZMkSZLObP58SE0Flcq1nT/f3y2SzqJbBzIAYUFGt3pkAHqlRnHwSBlCCI+Oedm1o2mos7Hsq+0ele8qHG0Oln6xjYHDU4hPivCojuMBY3pK+4eWHQ9MfdUjA67hZdWt7qXhTjImUmgt9Pi8SQmZiRM7BQ1fe1S+qxDCQU7dh5h1vYgweBYA51vzAUg2JbW7zPEeNtkjI0mSJJ3W/Plw112Qnw9CuLZ33SWDmQDW7QOZGEsIpbUNbpUZ3C+R2nobh/MrPTrm4JFpDBiWwjv/+p7aKs9SOXcF3y3cSnF+FVfeNN7jOrbvLcRk1JGW2P5AqLTW9TeNsbQ/XbO7Yoxmymz1bpXJCM6goa3Rown/ABZdJpGGLLJr3qDV4d4525Xk1H1Ifesh+obd6db8lpPtrd+PSW0kwZjQ7jIlVldPV4zR/aFskiRJUg/w5JNg/cloDKvVtV8KSN0+kEmIMFNc5d5QnTHDXGmE12/L9eiYiqLwi6cvp9nayqvPL/aojkDXWG/jvZeWMSgrlXFT+3lUhxCCzTvzGDEwGY1G3e5yJTWuACMh3HcXpAkmC8XWWrd6VwZa+gOwt36fR8dUFIXBkb+m1VnHgZo3PKoj0DXZS9hX/RKxpvNICPIsW5kQgl21uxhoGYhGpWl3uWJrLQCJpvZnOZOkjlIU5S1FUcoVRdnj77ZIknQOBQXu7Zf8rvsHMuEWaq3NNDW3f32PyPBg+qRFexzIACSnR3PtHZNY+e0uNq0+4HE9gerNvy+hvtbGzx++2OO76gXF1Rwtr2fksfV32qukuh6NSkW0D3tkEkyhNDvaqGpp//CySH0ksYYYdtV6nn47VN+XlJCZ5NR9QE3Lfo/rCURCCLZXzEVBxdCoxz0/b6wF1NrrGGIZ5Fa5IqtrvaIEU/sX0JQkL3gHmOHvRkiS1A7JZ0ggc6b9kt91/0AmzHXXvrjGvWFCY4ans+dACfWN7V8U8aeuuf08ktOj+PcfF2Gztn9RzkC3eukevv1sC1ffOoFe/dxfkf1EPZtzABifleFWueLqemLDQlB7kCWtvRKO3bU/fhe/vYaHDmN/QzbWtvYnCvipgREPoVeHs7nscdqcntcTaAobv6Xcto4BEfdj0sR6XM/OOlegOCh0oFvliptqidQHYdRoPT62JLlLCPEj4P7CZJIkdb65c8H0k3mUJpNrvxSQun8gE2EBcHt42bgR6TidrqFPntLpNDz0uyupKK3n3ReXeVxPICk/Wss/f/8FfQYmcPN90zpU15rNh8nMiCEm0r0hYsXVdScCVF9JCHLdtXc7kAkbhkM42FXnea+MXh3KyJi5NNoL2Fn5vMf1BJIWRw27Kl8gTD/I40xlx+2s3U1aUBoWrcWtckXW2hMBqiRJkiT9jzlzYN48SEkBRXFt581z7ZcCUvcPZI7Noyh0M5Dp1ysWS4iRHzce6tDx+w9N5pJrRvHlBxu6/BCzhnobf3joAxwOJ489dw0abfvntfxUaUU9ew+WMHFkL7fLFlXXEe/D+THw3+FHhU01bpXLCE7HojWzqXpLh44fZcwiM/R28hu+JKe2a2dLEcLB1vLfYXc2MjzqKRTF8/OmtrWWw42H3R5WBq73MjFIDiuTAo+iKHcpirJFUZQtFRWepf6XJMlL5syBvDxwOl3b7hTEdMPU0gERyPhyMmRYkJHwYBOHjrqXgUytVnHBxH6s2niI6lr30vD+1O2/nE5G3zie+eWHrPx2V4fq8peGehuP3/k2+TllPP7CtR6nWz7us8XbUCkKF00Z4Fa56kYrVQ1WMmI7dvxzCdLoiDNaOFjv3sKoKkXFxMgJbKvZTkVLxy5I+oX/nPig89lV9ZcuG8y0Oa2sL/0VpdYfGRz5ayz63h2q74eKVQgE4yLHuFWu0d5CsbWW3uboDh1fknxBCDFPCJElhMiKimr/mlqSJEnt1k1TSwdEIIMPJ0MqikLf+CgOlLh/UTlrxlDa2px8tczzYUIARpOeP732MzIHJvDsowv4YN4PHq814g8nBzG/+fsNjJqY2aH6rLZWFi3bxeSxmW4PKzv+PmbG+f7Lvq8lhgN1pW6XOz9mKipFxdLS5R06vkrRMCrmz102mLG1lbOq+HZKrWsYEvk4GZbrOlRfm7ONleU/MsgykBhDjFtlD9SVAdDX4vncHEmSJEnqsrppaumACGR8PRkyMyGKnNIq7G0Ot8olJ4STNTiFL5fupM3h7FAbzKEm/jTvVqZeOoT3/r2cvz61ELu9rUN1doaqioZTgpjR53UsiAH4evlumqytXHvZCLfLHixx9axlxndGIBPLkYYqmh12t8qF68IYHT6SHyt+7NCkfwCVoj0lmDlQ83aXCIJrW7L5oehGmuwFjIv9JxmWjs2LAdheu4Naey3nR09xu2z2sYC0nwxkpE6mKMqHwHogU1GUIkVRbvd3myRJ6oG6aWrpgAhkfK1vfBR2h4PccvdjpVkzhlJe1cDaLYc73A6dTsPDc2dz4z1TWbZoO0/8/B0a6gI3K9XGHw9w7+wXKcgt91oQ43A4+eSbrQzul0D/3nFul88uKSfaHERYsLHDbTmXvpYYnAhy6t3vzbswdjrNzhZWVazucDuOBzMJQdPZW/0v1pc+RIvDvbk7nelo0ypWFd+GoqiZlPA2sUETvFLvsrIVROoiGBI62O2y++tKCdeZiDL4LmW3JJ2OEOJ6IUScEEIrhEgUQrzp7zZJktQDddPU0l0mkOnIZMi+Ca67954MLxuXlUFctIX3F270yp1wRVG48Z6pPPLn2WTvLOShG1+jINe9eRi+1tJs59XnvuHp+/9DeJSZFz+61ytBDMDqTTkcLa/n2suyPCp/oKSSPp3QGwOQeezufbYHw8tSg1LoG5LJ92XLcAj3egJPxxXMPMvgiIcpt65neeE1lFk3dLhebxLCwaHa91lf+itCdKlMTngPi76PV+o+1JBDdsOBE8P23JVdV0rf0FiP166RJEmSuqFuOPn9jLppaukuE8h0ZDJkSlQYRp2WXfnuX5Bq1CpuuWoM+3NK+W6VZyu2n87US4by53m30lBn4+5ZL/LsowvIPeh++7xJCMEPi3dyx8x/8MX89Vx+w1j+Of/npGR4Z4J0W5uDtxasIyE2lAlurh0DYG2xc6Ss+kRg6mtJQWEEaXTsqS3xqPxFsRdS1VrNyvIfvdIeRVHoFXoDkxP/g1YVwtqj97Ch9P9oshd5pX5POYWdvPov+b5wNrur/kpc0CTOi38To8Y775NDOPig4CNCNCFMjZ7sdnlbm52D9eU9YliZoigzFEU5oChKjqIoj53m+V8pirJPUZRdiqIsVxQl5aTnHIqi7Dj2WNS5LZckSepk3XTy+1kZTxrNEhHRLVJLa/zdgM6gVqkYkZ7AxkOejQO8aMoAFq/cwz/fXEHWoGSiIkK80q6BI1J5deEDLHxvLd8s2MTKb3cx6rxMrrtjEv2Hdl5XX1NjM6uX7uGbTzZzaG8xGX3jeORPsxmUlebV4yz4eiu5BZX8+dErUKvdj6F35pfQ5nQyPC3Bq+06E5WiMDwimS2Vnp03Q0IH09/cj0+LPiMrfLjb656cSag+k6mJH3Co7j8cqHmLo02rSAyeTrrlasL1Qzqt16HNaSOv/nMO1f0HW1spFl0mo2KeIyFoGooHvSZnsvjod+Q2HeHejJ9jUBvcLr+1Kh+708GYKO+ez4FGceW1fgm4ACgCNiuKskgIcfIdmO1AlhDCqijKPcDzwLXHnrMJIYZ2aqMlSZL85WyT37v4xf3/OB60nfzvtdn81x4vCohA5thkyMlApKIoRcDT3h5HPLZPCi8sWsXRmnri3FxMUa1W8cR9M/jZr9/l2VeW8Jcnr/LaxWJ4ZAh3/GoG194xiUUfbuDL+ev51c3z6D0ggcuuHcWI8X2IiPJO4HQyh8PJzs25fP/ldtYt30dLs52ktCh+9YcrmTZzGCqVdzvrSivqeWvBOiaMzGDiKPfXjgHYeKgQtUphWFq8V9t2NiMjU/jb3uWUNzcQbXDvfVAUhZtTbuQ3e57mw4IF3J1xp9fapVYZ6Bt2Jykhl3Oo9j2O1H9GYeNigrXJJIfMJDnkEkwa7/dACOGgpmUfR5t+5Ej9p7Q6a4kwDGNY1G+IMY7zehBVaC3i8+IvGRk2glHhIz2qY115LlqVmhERKed+sQ8daazi5tXv+PIQo4AcIUQugKIoHwGXAycCGSHEDye9fgNwoy8bJEmSFLC66eT30/JG0DZ/vuv1BQWueTVz5wZEwBcQgYwQ4npfH2NcpquHY/3BAmaNHuh2+cS4MO658Tz+/uYKvl6+m8umuT/h+GxCzEbm/HwKV900nm8/28K3n23mb7/9HID0zFiyJvQha3xv+g9J9mghSofDSXF+JYf2lXBobzFrlu2lsqyeoBAD0y4bxgWXDyNzUKJP7uYLIfjb68sAeOi2qR7XsyY7j6Gp8QQb9N5q2jlNjOnF3/YuZ01ZDrNShrldPs4YyyVxF/FlyVeMjxzLIIv7597ZGDXRDI78P/qF30NJ43LyGxaxr/rf7Kt+iSjjSKKNowjV9ydU3w+92rPFIJvbqiizraPMupZy6wZanXWAQqxpApmhtxFh9M1N/DZnG6/nvolJbeLm1Js8PjfXlecyIiIZo0br5RZ2ukhFUU5eaXWeEGLeSb8nAIUn/V4EjD5LfbcD3570u+FY/W3As0KILzraYEmSpICVnOwaTna6/d1NR4O2n/boHB+GB34PZgIikOkMGTERRJuDWHcg36NABuDKGcNYtfEQL76zkpGDU4iN9s5QoZMZTDquvGkcV9w4liMHS9my9hCb1xzks3fXsODNHzEYdcQmhhEdF0p0rIWoOAvRsaFYwoOwt7bR0mynudlOi81Oa4ud8qN1HNpfTG52Kc22VgB0eg2Ds9K46/8uYszkvuj0vr3A++SbbazbmsuDt07x+G9WXtfIgZIKHrrEOxmw2ivTHEO0IYTVHgYyAJfGX8zm6i3MO/wmzwx8mlCd91eX16qCSDHPJMU8kyZ7EfkNX1PU+B17q/994jUmTRyh+n5YdH3QqkJQqwyoFQNqRY9aZQDhxNpWhq2tFGtb6bHtUaxtrjlCenU4saaJxJjGE20a43Fg1F5fH11MvrWAB3rdh1nrWa9kRXMjB+rL+FX/873cOvelBUfw3sSfeVz+P9xaKYQ4W5aM00V6p81QoijKjUAWMOmk3clCiBJFUdKBFYqi7BZCdDxdoyRJUiCaO/d/h1t1g8nvp9XRoC2Ah+H1mEBGURTG9Enmx31HcDoFKpX7d3dVKoXH75vBzb98hz+/vIS/PTXbo7ke7aEoCumZcaRnxnHNbefR1NjMjo257Np8hNLiGipKa9m3o4DG+rOPcdQbtGT0jWP6lcPp1S+e3v3iSU6PQq1xv1fHE7uzi3npvVVMHNmLqy8Z7nE9a7PzAJjQN9U7DWsnRVGYEJPB9yX7sTsdaFXu/910Kh33976X3+19hpcPv8Yjmb9Go/Ldf70gbSL9w++mf/jdtDrqqW3ZT21LNrWt+6hp2U9J04qzlldQY9BEYdLEEWEYQppuFjGm8Vh0fbw69+Vs8pryWVTyNWMjRpMV7vl5s748F4BxMe4nl+iCioCkk35PBP4nU4WiKNOAJ4FJQoiW4/uFECXHtrmKoqwEhgEykJEkqXs6fgEegMOlvK6jQVsAD8PrMYEMwMS+aSzasp/NhwsZ3duzrsO4aAsP3jqF515ZyovvrOQXt03plMnVQcEGxp/fn/Hn9z9lv7WphYrSOuprmtAZtOgNWgwGLXqjzvWzUev1+S7tlZ1TysNzFxIbZebx+2d06O/07Y4DxIWF0Ccu0ostbJ+psZkszN/BmrLDTInzLJ1wgjGeW1Nv4bXc13kp5xXu63WPT4OZ43RqM9Gm0USb/jvCyCFacTibcYhmHE4bbcL1MwiMmlgM6khUiv8+Gqpbq/nHwRcxa8zcmHJDh+paWrKfSH1Qj8hYBmwGeiuKkgYUA9cBp/wBFUUZBrwGzBBClJ+0PwywCiFaFEWJBMbjSgQgSZLUfc2Z0z0Dl5/qaNAWwMPwelQgM3lgBiEGPV9s3utxIANw2bTB5BVW8fHXW1GpFO67eZLPembOxRSk91p6ZG/Kzinlod9/QkiwgX8+fTXmYPezTR1XUFnL+oMF3DdjrF/WATkvtjeR+mA+PrLF40AGYFzkGKwOK//Jn9+pwcxPqRUdarUOcC/pRWcobS7jbwf+gc1h48n+jxGs8XwBy8rmRlaVHuTmXmNQ9YD1Y4QQbYqi3A8sAdTAW0KIvYqi/AHYIoRYBLwABAOfHPu/VCCEmAn0A15TFMWJKy3/sz/JdiZJkiR1ZR0J2gJ4GF6PCmQMWg0XD8/ki017efzKKZiNnl9c33fLZJxCsODrrZRW1PPbX1yMwcdzTbqKk4OYF39/TYfnEn26YTdqlcKsUd6dKN9eWpWaq1KH8fqBNZRY64g3ef7vmRbjSnbg72AmEB1qyOEfh15EAR7O/CXJpqRzljmbRYW7aBNOrvJwblNXJIRYDCz+yb7fnvTztDOUWwcM8m3rJEmSpC4pgIfhdZkFMb3lylEDaGlz8N32Ax2qR6VS+MVtU3nw1ims3nSIB59eQE2d9dwFu7m9B496NYhpbWvji017mTwgg2iL53fnO+rq1OEIBJ/mbetwXdNipnJTyhy21e7gpZxXaHW2eqGFXdvm6i08l/0CQWoTT/V/gl4hnqXoPk4IwWd52xkWnkR6SOcPR5QkSZKkbmXOHMjLA6fTtQ2AIAZ6YCDTPzGG3nGRfLZxD0KcNqGPW665dAR/fPhycvIruPuJDygoqfZCK7seIQRfLNnB/U995LUgBmD57sPUNNm4eox/bxYnmEKZENOLT/O3YXc6OlzfycHMM/v+RFlzmRda2fUIIfj26BJeynmVlKBUnur/BDGGmA7Xu726kNzGSmalyPUdJamj5s+H1FRQqVzb7rzwuSRJXUuPC2QUReHacYPZV1TO5sNFXqlz0ujevPj7a2mytnD34x+wcfsRr9TbVdTUNfG7v3/NX+YtY/igJF5/bo7XUlN/tG4nCeFmxvbx72KGANelZVHR3MgPRzvWm3fctJip/LLPg1S1VPH03mdYXbHGK8F1V9HiaOHdvP/wUeECssKG82jfXxPiYZrln3rr0HrMWgMXJfpnOKIkdRfHl4/Izwch/rt8hAxmJEkKBD0ukAG4fOQAYkND+PPnP2B3dPzuOsCAPnG89uc5RIQF8es/fsYjf1rI4fwKr9QdqJxOVy/M9Q+8xaqNh7jrhgm88MRVhJpNXqn/x/1H2JZbzJyJwzxKl+1t58X0JiUonH/u+8ErvTIAQ0OH8IeBT5NoTOCNI2/z5+znKbb9T8bcbqXN2cYP5at4ZNcT/FCxikviLuLeXnejU+m8Uv/qshyWH83mll5jCNJ4p05J6qnOtnyE5B7ZsyVJ3tcjAxmDVsOTs6aQU1rFuyu3eq3ehNhQ3nj+Ju6+cSK7sov52a/f5Zl/LaakrNZrxwgEQgi27S7g7ic+4C/zltEnLZp3/3oLN181xmsBh73NwQtfriI1Kozrxg3xSp0dpVGpeHTQheQ2VvJB7mav1Rupj+SJfo9ya+otFFmLeGrP7/ioYAG1rXVeO0YgEEKwqXozT+75Le/kvUekPpIn+z3GNUmzUXlpfRpbm50/7PiGtOAI7ug93it1SlJPFsDLR3QpsmdLknyjx6ZLmjwggwsG9+LVpRu4cEgfkiK9s0q5XqfhxitHM/OCIcz/fBOfLN7G8rXZXDF9KDdfNZrw0CCvHMcf7HYHy9dm8/HXWzl0pJzwUBO//cXFXDCxn9fTIn+wdgd5FTW8dMcVaDtp8c72mBzbmwnRGbyUvZLLkgYRrvfO+6lSVEyOPo/hYcP4uPATvitdyvdlyxkbMZoLY6eTZEr0ynH8QQjBvvr9LCj8lDxrPgnGeH7R+wGGhQ7x+nnzcvYqiqy1vDvxFnTqHvvxJkleE8DLR3QpAbwwuiR1aT36m/6xK6aw/mABf/h0OfN+PsurF1XmYAP33HQesy8extufrOfz77bzxdIdjB+RwYzJAxgzLA2tNnAu0M+mvsHGl9/v4tPF26iqaSI1MYJH75nO9In90Psg5XRlfROvLt3AxH5pnNcvzev1d4SiKDw26EKuWPEqf9+7nGeGz/Rq/WZtCHem38ZlcReztGwZqyvXsrpyLQPM/ZkRO51BloF+WUvHE9Wt1ayv3MCaynWUNB8lQhfOnWm3MS5yrNd6YE52oK6Mt3PWMStlKKMiU71evyT1RAG8fESXInu2JMk3enQgE20J5hcXT2DuwhV8vS2by0b08/oxoiJCeOTu6Vw3M4svl+xk6er9rNp4iFCzkWkT+jJj8gAy02MC7uK0tt7Kui25rN6cw6YdebS0tjFqSCpP3DeDUUNTfdZep1Pw5IdLsLc5eHjmeT45RkdlmKO4OWM0b+WsZ2pcJlPiMr1+jFhjLDen3sisxCv4oXwVy8qW89eD/yBKH8WIsGEMDxtG7+BePgkIOqLF0cKWmm2srVzHvvr9CAS9g3txa+rNjIsch07lm7WWHMLJb7d/hUVr5OGB031yDEnqiQJ4+YguRfZsSZJv9OhABuDqsYP4ass+XvhyFVnpCcSF+Wa18+T4cB64dQr33HQeG3fk8d3KvXy5dBefLt5OTGQIg/omMCgznoF9E8hIiUKj7twL1MamFnLyytm6p4AtO/PZe+goTqcgOiKES6YO5PLpQ8hIifJ5O/69ZB3rDubz1OzzSYsO9/nxPPWL/lNZX3GEx7d+yfvn3Uovs2/+NsGaYC6Lv4SLYi9kY/VmNlRtZFnZCr4rXUqwJpgB5n70N/ejd0hvYg0xqJXO7eVrtDeS03SYnIbDHGrMIbfpCK3OViJ1kcyMv5TxkWO9kk75XN4+tJ5dNcU8N+JKQnVGnx9PknqSjiwILrnIni1J8o0eH8ioVSqeue5CbvzXR9z7xhe8d/+1hBj1PjueRqNmfFYG47MyqG9s5od1B9i8M48d+4pYtiYbAINeQ6/UaPqkRRMfE0pCbCgJsRbioi0YDZ5nYXI4nNTW26iqaaTwaA05eRXkFlRyOL+C0op6wLXQZ2ZGDDfPGs2EUb06tbfo5SXreX3ZJmaNGuj3dWNJZXzFAAAgAElEQVTORafW8PdRV3Pjj2/zszXv8s6EW3wWzABoVBrGR45lfORYbA4bu+v2sL1mJ3vr97Gx2pV4QKtoiDcmkGRKdD2MiUTowrHoLBhUBo/fRyEEdfY6ylsqXI/mcspbKshryuNocykAKlQkm5KYFDWRrLAR9Anp3Wm9RUuL9/G3vcuYkdCfy5IC+7yRJKlnkj1bkuQbSldctyIrK0ts2bLFq3VuPFTA3a9/Tv/EGP5160wiQryTQri9hBCUVTaw50AJew4Uc/BIObn5lTRaW055XZjFhDnYQJBJT5BJR5BRh8mkx6DT4HQK2hxO2hwOHA5BW5sDa3Mr1bVWqmuaqKm34nT+9/1WqxSSE8LJSIk69ohkYJ94zCGdf0f75SXreWXpBq4YOYDfX3OB19Mt93vpn9wydBiPjffucLUjDZXcvPpdBMLnwczpCCE42lxKbtMRCq2FFFqLKLIVU2c/NeOZTqXDorVg0Vowa0PQKhrUihqVokatqNEoagQCm6MZm8NG87Gt1WGjzl5Hq7P1RF0KCmG6MJJNSfQKzqB3cC/SglLRq313A+BMlhbv45Etn9MvNJa3J9yMQe39oWuKomwVQmR1tJ6Ofm55qx1SYPPF95skSVJXdrbvvx7fI3Pc6N7J/OWmS3j0/cXM+deHvHT7FWTERnTa8RVFITbKTGyUmWkT+gKui9SGxmaKy2opKaujuLSWo+X1NDY102RrxWprpaKqEautleYWO2q1Co1adWKr0agw6LVER4TQNyOWiFAT4WFBRIQGER8TSkpiODqt/08BXwcxvpQWEsl7E2/h5tXvdkrPzE8pikK8MY54Y9wp++vt9RTbSqhuraHOXnfsUU+dvZby5gocoo024cAhHDiPbQEMaiNGtQGT2kSYLox4dTxmTQjRhmii9FHE6KOI0Eeg9dFcl/YSQvDGwbX8bd9yhoYn8vKY630SxEiSJEmSFLj8fxUbQM4f1Iu377uGB976khtf/Ii/3nwp4zL9t6K8oiiYQ4yYQ4z06xV37gJdjBCCl5as57XvN3bJIOa4nwYzb024mT7maL+2yaw1Y9b6Zr6Xv7U6Hfx++9csLNjBJYkDmTv8cvQy1bIkSZIk9TiBlfIoAAxKjuXDX1xPXJiZe9/4nAXrd/m7Sd1SbZONB99exGvfb+TKUV03iDnueDCjUhSuW/kGC/O30xWHbQa62lYbd659n4UFO7iv7yReyJolgxhJkiRJ6qFkIHMacWFm3rv/GsZlpvLMp8t55P3FVNY3+btZ3YLD6eSzDbu5/Pl3WZOdxyOXT+ryQcxxaSGRfDr5LgaHJfDktkXcuW4+h+sr/N2sbkEIwcrSg8xa8Rrbqwt5PutK7u83OeDSlkuSJEmST82fD6mpoFK5tvPn+7tFfiVvZZ5BsEHPv26dyevLNzFv2UZW7M7h6rGDuXVKFtGWYH83r0vamlvEc1+sYn9xOcPT4nli1lQy4zt3cryvRRtDeHPCTcw/vIl/Z6/k8hWvcEP6KO7rOwmLTAvsNiEEa8oP83L2KnZUF5EREsn7o25lcHiCv5smSZIkSZ1r/vxT83jn57t+hx6bAk8GMmehUau4Z/oYLhnel9eXbeLDtTtYsH4XV40exG1Ts4gNDfF3EwOe0ynYlFPIh2t3sGLPYWIswTx/48XMGNqn295NVysqbu41hkuTBvGv/T8w//Amvi7czZyMUcxOGUaMsXvOXfEmVw/MIV45sIrdNSXEGS08PfQSZiUPRSeHkkmSJEk90ZNPnroYEbh+f/JJGchIZ5YcGcoz103nrgtG8ebyzXyyfhefbtjNFaP6M2vUQAYkdd5aK11FdaOVLzfv49MNuymorMViMnDP9DHcOiULo65nZJcK1wfxu6GXcm1qFn/ft5x/71/JK9mrmBybybVpIxgfnYFKnjenaLK38EPpQd7OWc++2qMkmEL5w7DLuDx5CDpV5y72KUmSJEkBpaDAvf09gAxk3JAUEcrvrrmAu6aN5s0Vm/l8014+Wb+bhHAz0wf35sKhfeif2HODGlurnc2Hi/h6636W7crB7nAwPD2Be6aP4YLBvdEHQKpnf+gXGsu8cXMoaKzmk7xtLMzfzvKj2SSYQpmdOoxpcf3ICInssedNk72FlaUH+a54H6vLcmhxtpEcFMbc4TO5LGkwWhnASJIkSZJrJdX8/NPv76F65pVlB8WHm3lq9vk8ePF4Vuw5zNKdB/nPj9t5e+VWEsLNTBvUm1G9EhmcEkdoUPedFyGEILesmg2HClidnceWnEJa2hyEGPRcM24Qs8cMoldspL+bGTCSg8P59cBpPNB/CstK9rPgyFb+ue8H/rnvB+KMFs6L7cXE6F5kRaZ06/k0TiHIbahkW1UBq8tyTgQvUYZgrk4dzoyEAQyLSJK9VZIkSZJ0srlzT50jA2Ayufb3UDKQ6QCLycCVowZw5agB1FmbWbHnMEt2HmT+mu28u2orACmRoQxOiWNQciz9EqJJjw3HbDT4ueXuczid5FfUcrCkggNHKzhQUsnewjKqG13/mVKjwrh67GAm9ktjRHpCj+19aQ+dSs3FiQO5OHEgR611rC7L4ceyHL4q3M3HR7aiAOkhkQwMTaCvJYZMSwx9LbGE6U3+brrbnEJw1FrHoYZydlUXs7OmiF3VxTS2tQAQbQjh6tThXJjQn+ERyTJ4kSRJkqQzOT4P5sknXcPJkpNdQUwPnR8DMpDxmpODGlurnT0FpewqKGVX/lHWH8znq637T7w2PNhEWnQYqdFhpEWFkxBuJsoSTLQ5iMiQILQa/wylsbXaKa1toLi6npLqOte2pp7CqjoOl1bRbG8DQKNSkR4TzoS+qYxIT2Bkr0SSIkL90uauLs5k4Zq0EVyTNoJWp4Md1YVsrsxnb00J6yoO82XhzhOvjTaEkBESRWJQKAmmUx8RhiDUSudnUxdC0NjWQrmtgfLmBsps9eQ1VZPXUMWRxkryG6tpcbrOGxUKmZYYLkkayNCwRIaEJ5IaHNFjh9RJkiRJAW7+/MALGubM8X8bAogMZHzAqNMyslcSI3slAa6LvaM1DRwqrSS3rJq88hqOlFezYvdhapr2/E/58GAjUeZgLCYDIUY9IQY9wUYdZoOeIIMevVaNTq1Go1Gj06jRqtVoVAoCV5YwpxAI4draHU5srfb/edRbW6huslHbZKOm0UZNkw1bq/2UdmjUKuJCQ0gIt3D12MFkxkeSGR9Fekw4Oo08dbxNp1IzKjKVUZGpJ/ZVtzSRXVfGgbpS9teVkd9YxfKSbKpbT81aogAWnZFwXRBhehNhOhPhehNBGj1GjRajWodRrcWo0WJQa9EoKhRFQYWCSlFQFAUhwO50YBcO7I42Wo/9bGuz02BvPvZood7eTKO9mcqWJiqaG7A5Tj1v1IpCoimMtJBIxkdnkBocQXpIJP1C4wjS6DrhLylJkiRJHSRTHXcJ8mq0EyiKQny4mfhwM5P6p5/yXJ21maM19ZTXN1FR1+ja1jdSUddEnbWZ/IoaGmwtNDS3YG2xn+EI7adRqTDqtIQY9YQFGwkNMpIeHU5okJGwICOxocEkhFuIDzcTZQ5CrZJrpvpTuD6IcdHpjIs+9byxtrVSYq2j2FpLkbWGquYmqlubqG2xUd3aRF5jFTuqC2lqa/2fQMMTakUhRGvArDUQrDUQotEzMCyeaEMw0YYQog0hRBld23hTqMwwJkmSJHVtMtVxlyADGT+zmAxYTAb6tmN9vzaHk6aWVuxtDuwOB60nbR1OgUpxBU3H77CrFAWN2hW4GHVaTDqt34atSd5l0ujoZY6il/ncC4o6haDZYcfmsGM7FtgIIXByUu8dAiFAp1ajU2nQqtRoVWp0KjV6tRaTWiuHgEmSJEk9h0x13CXIQKYL0ahVWExdL1GA5F8qRcGk0WHS6EAf5O/mSJIkSVLgk6mOuwQ5bkiSJEmSJEmSTjZ3riu18cl6eKrjQCQDGUmSJEnqbubPh9RUUKlc2/nz/d0iSepa5syBefMgJQUUxbWdN0/OjwkwMpCRJEmSpO7keLal/HwQ4r/ZlmQwI0numTMH8vLA6XRtZRBzen68cSIDGUmSJEnyIUVRZiiKckBRlBxFUR7z+QHPlm1JkiTJm/x840QGMpIkSZLkI4qiqIGXgIuA/sD1iqL09+lBZbYlSZI6i59vnLQ7kFEU5QJFUV5XFGXosd/v8lYjOv1uldQj2ewdX09FkgLZuT5LFUXRK4ry8bHnNyqKknrSc48f239AUZQLO7PdgcCH33GjgBwhRK4QohX4CLjcS3Wf3pmyKslsS5IkeZufb5y40yNzL/AwcKOiKFOBod5ogF/uVkk9ztikJObv3snXB7P93RRJ8ol2fpbeDtQIIXoBfweeO1a2P3AdMACYAbx8rL6exCffcUACUHjS70XH9vmOzLYkSVJn8fONE3cCmQohRK0Q4v+A6cBIL7Wh8+9WST3Ovy+6jKy4BB5aslgGM1J31Z7P0suBd4/9/ClwvuJa6fRy4CMhRIsQ4giQc6y+nsRX33GnW0lWnPICRblLUZQtiqJsqaio6PgRZbYlSZI6i59vnLizIOY3x38QQjymKMoDXmrD6e5WjT5bgUPVVcx4/x0vHV7qzi7L7Mu9WaMxabW8dfksbvtyIQ8tWcy/N23wd9OkLiA1NMxrdeXW1HD9Zx97rb7TaM9n6YnXCCHaFEWpAyKO7d/wk7K+7TUIPL76jisCkk76PREoOfkFQoh5wDyArKysU4Icj82ZIwMXSZLOav5811SWggJXB8rcuR58bBwv0OGKPHPOQEZRlH8AvxRCfHnyfiHEi15qwznvVh1rx13AXQDmpCTSw8K9dHipu6qyWfnr+rU0tdp5eNyEE8HMX9atprSx0d/Nk7qA+BCzv5twskhFUbac9Pu8YxfAx7Xns/RMr2nX53B31AnfcZuB3oqipAHFuIbw3eCluiVJkjxyPNnY8Xn6x5ONgYfBjJ9unLSnR6YRWKQoyrVCCKuiKNOBp4UQ473UhnPerYL/vWP18iUzvXR4qbtyCsFvVy7n1a2bAE4EM7+dNNXPLZO6kqe8VE96WBgfXnWtx+U/4rpKIUTWWV7Sns/S468pUhRFA1iA6naW7a58+h13rOfrfmAJoAbeEkLs9UbdkiRJnjpbsrGu1Jl7zkBGCPEbRVFuAFYpitICNAHezCwm71ZJPqFSFP4w+XwAXt26ifSwMGb3H+jnVkmSz7Tns3QRcAuwHpgNrBBCCEVRFgEfKIryNyAe6A1s6rSW+1EnfMchhFgMLPZmnZIkSR3RXbK0n3Oyv6Io5wN34vpwjwIeFEKs9lYDhBBtwPG7VfuBBfJuleQtx4MZnUpNTk21v5sjST5zps9SRVH+oCjK8S7sN4EIRVFygF9x7IL92GfuAmAf8B1wnxDC0dn/Bn/w9XdcwPDjytuSJAWe7pKlvT1Dy54EnhJCrFEUZRDwsaIovxJCrPBWI+TdKsmXVIqCKzGTJHVvp/ssFUL89qSfm4Grz1B2LtAT8/P6/DvO77w6GF6SpO5g7txTPxaga2ZpP2ePjBBiqhBizbGfd+Nao+CPvm6YJEmSJPlaj/iO8/PK25IkBZ7ukqXdnXVkABBCHAXO90FbJEmSJMmvuuV3XHcZDN9dyGF+UoCYMwfy8sDpdG27WhADHgQyAEIIm7cbIkmSJEmBoNt9x3WXwfDdwfFhfvn5IMR/h/nJYEaSPOJRICNJkiRJUhfh55W3pZPIYX6S5FUykJEkSZKk7qy7DIbvDuQwP0nyqvZkLZP8SAiBta2VenszDW0tNNqbaXU6sDsdtDrasAsHrQ4HDuFEURRUKCeydKlQ0KhUmNQ6jBotxmNbk1pHiNaAUaP19z9P8hGnU9DQ3EJTcyu2Vvspj2Z7G06nwClcD3FsC6BVq9Fp1Gg1arRq19ao1RBs1BNi0BNi1KHTyI8NSepy/LjytnSS5GTXcLLT7e+o+fNdPTsFBa765s793/e8Pa+RpC5EXpH4iRCCmlYrRxqqOGqro7y5gXJbg2vb3EBFcwN1rTYa7C04ET5pg1GtJUxvIkxnIlwfRKjORJzRTIIplARTKPGmUOJNFvRqeZoECiEEddZmiqvrKampp6S6nuLqeiobGqlpaqam0UpNUzN1VhsOp2/OG71GTYhRT3iwiShLMNHmIKLMwURbXNvkSAvJkaEy4JEkSfopX+W8bU+KbZmGW+qG5JVGJ6httbGruojsulKONFZxpKGKvMZK6uzNp7zOqNYSbQgh2hjCwLAEQnVGQrQGzFoDwRo9Zp1rq1Nr0Kk0aFVqdCo1WpUajaJCwH/vsuPatjrbaHbYsbXZsTpasbXZsTlaqW9tprq1iZoWG9WtTdS2WjncUEG5rYE24TylXdGGEPqYo8m0xNDXEkumJYa04Eg0Kjky0Zfqbc0cKKnkYEkFB0oqyC6pIL+iBmuL/ZTXhRj0RFmCCA0ykhYdzvBgI6FBRsKCjATrdRh1Wox6LQatBqNOi0GnRaM61mun/LcHTyCwtzmxOxzY2xyurcOJtaWVhuZWGm0tNDS30GBzPaoarVTUN3GopILKBuuJXh1wrd0TH24mNSqM1Ogw0qPDGZgUS++4SDRqed5IktRDHQ8YvN0rcra5Nycf81yvkaQuRgYyXiaE4GB9OduqCthZXczOmiLyGqtOPB9lCCYtOJIZiQNIC44kLTiCBFMoMUYzQRqd3xdudAgnZbYGiq21Jx6FjTUcrC/jvZwN2I8FOTqVmkxLDCMikhkVmcboqFRMGp1f297VFVbWsv5gPlsOF7Mz/yglNfUnngsPNtInLoorRw0gIdxCfJiZhHAz8eFmzEaDH1vt4nA6qW60UlbbSH5lLXnl1eRV1JBXXsPW3CJsrW0AGHUa+ifGMDgljiEpcYxITyA0yOjn1kuSJHnA02Favhjm1565N3J+jtQNyUDGC4QQ7K4pYUnxXr4r2UeJtQ6ASH0QQ8ITmZU8lCHhifQPjSNYq/dza89OraiIN1mIN1kYScopz9mdDo40VJJdV8aBulJ21ZTwQe5m3snZgFalZmRkCufF9GZqXCZJQWF++hd0HW0OJ5tyClm9/whrsvPIq6gBINoSzPC0eK4ZN5jM+Cgy4yOJDAnye5B7NmqViihzMFHmYAYmx57ynNMpKK6pY09BGbvyj7Ir/yj/+XEbbzucqFUKWRmJXDikD+cP6kV4sOkMR5AkSQoggTZMqz1zb3w5P0eS/EQGMh2wp6aEb4v2nAheNIqKsdHp3JN5HmOi0kgwhQb0xae7tCo1fSwx9LHEAIMBaHG0sbWqgNVlh1hdlsOzu5fw7O4ljI1K59q0EUyNy0SrUvu34QGmtKaBzzbuZuGmvZTXNaLXqMnqlcR144cwvm8qKZHd67xRqRSSIkJJigjlomGZALTY29hbWMaa7DyW7jzIHz5dztyFKxiZkcT0Ib25YHBv2VMjSVLgCrRhWu2Ze+Or+TmS5EcykHGTEIINFUd4OftHtlTlnwhe7u87malxmVh0PeviS6/WMC46nXHR6Tw66EKKmmr4qnA3n+Rt46FNnxCpD+KqlGFcnTqChKBQfzfXbxxOJ2uz8/hk/W5+3H8EgWBcZiqPXzGZ8X1TMep6VgY5vVbD8PQEhqcn8MBF4zhQUsHSnYdOBDUvLFrFteOGcMvkEUSGBPm7uZIkSacKtGFa7Zl746v5OVK3F8jJ7hQhfJPZyJeysrLEli1bOvWYQgjWlefycvYqtlUXEm0I4Y4+45mZNLjHBS/t4RBOVpflsODIVlaVHkIguDBhAP83cBoJps4PaPq99E9uGTqMx8af16nHFUKwZOdB/vHNGoqr64kIMXHlqAFcNXoQiRGWTm1LVyCEILu4gvd+3MribQfQadRcPXYwt04ZQZQ52C9tUhRlqxAiq6P1dPRzy1vtkAKbP77fJDccv6I73RAtcK3Rk5fXqU2SJF/66ShKcHXkdeZSVGf7/pM9Mu2wpiyHF/evZFdNMXFGM78dcjGzUobJtMRnoVZUTI7tw+TYPhy11vHxkS28e3gDPxw9wG29x3FHn/HdPjlAdnE5z36xkq25xWTGR/HXmy9hyoAMtBo51O5MFEWhX2I0f77hIn5+wRheX7aJD9Zs5+N1O5k9ZhB3nj+KSLPsoZEkyQ9Od0V3MjlMS+qGAm0U5U/JK/GzaLA387sd37C4aA/xJgu/H3opV6QMRSfnfLglzmThoQHnc21aFn/du4xXDvzI5wU7eHzQDKYn9PN387yusbmFv329mk837CbUZOS3s89n1uiBqGW6arekRoUx9/oLufuC0byxfDML1u3iq637+c2sqVw8vK+/mydJUk9zuiu641JSAmu8jSR5SaCNovwpGcicQXFTLXev/4C8xioe6DeZO/pMkAFMB8WZLPxl5FVcnzaSubu+5RebFnB16nCeGDwDg7p7zBHZW1jKw/9ZTElNPXMmDuOe6WMCIj1yV5YUGcrvr72An00ZwdMff8+j878lp6yK+y8ch0rVfZIiSJIU4M505aYocjiZ1G0FerI7eYv4NHZUF3Htqjcoa65n3rg53Nt3kgxivGhEZDIfT76DO3qP55O8bdy97gOsba3+blaHbcop5GcvfUKb08nb917No5dPlkGMF6VFh/PmvbO5avRAXl+2iUfeX0yzvc3fzZIkqac405VboFzRSZIPzJ3rGjV5skAaRSkDmZ9YXLSHW1a/g0mj46NJdzA2Ot3fTTorp3Bic9ios9fRaG/E5rDR4mihzdlGICdy0KrU/HrgNJ7PupLNlfncu/7DLh3MbMop5L43viAxwsKHv7iBYWkJ/m7SWTmdglZ7G1ZbKw1NzdTUWamps9Ia4IGBVq3m6aun8etLJ7J010Fuf/kTKhua/N0sSZJ6gkC/omuP+fMhNRVUKtd2/nx/t0gKcHPmuCb2p6S4Oh9TUjp3ov+5yKFlJ3nz4Fr+sncZw8OT+PeY6wjT+29xPqdwUmevo7ylgormCspbXI+qliqaHE3YHM00O2zYHM0Izhyw6FV6LFoLFq352Nb1c7QhmiRjArGGWDQq/50GlyW51qN5bMsX3Lv+Q14ee32XSwJwchDzxt2ziQjx76KO9Q02DhdUkltQSWV1I1W1TVTXNFFd20RVTRO19VYczjOfM1qNmiCTjiCTniCjjrBQE/ExocTHWEiICT3xs8non/dJURR+NiWLpMhQHpv/LXP++RGv/XwWqVFyEVZJknyoq6cvDrRFPKUuY86cwD1FZCBzzML87fxl7zIuShjAsyOuQNfJGcma2prIaczlcONhDjXmkNt4hGZn84nnFRQidOFE6iOJM8RiVBtPPAxqA3qVDodw4hAOnMJBm3DgEA5sjmbq7fXU2esosZWwv34/TY7/TlZUK2oSjPEkGhNIMiXRJ6Q3aUGpqJXOG0rXlYMZfwcxdQ02tu4u4MDhMg7nV3A4v4KK6sYTz6vVKsItJsLDgogMD6ZPegyhZiM6nQaNWuV6aNSoj801abK10mRtpcnWgtXWSmNTC1W1Tew9eJTGppZTjh0fY2FQZgIDM+MZmBlPenIkanXndfKeP6gX79x3Dfe+8Tn3vP457z9wnd+DSEmSurlAvqI7l0BPPyVJHpCBDLC5Mp+nt3/NuOh0nsu6slNWohdCkG8tYG3lOvbU76PEVgK4ApYkUyLjIseQaEwgSh9FtCGaSF2E13pOWp12yprLKLQWUWgrpMhazP76A6yr2gCASW2kv7k/w8OGMiR0MMEa36/fcXIwc9+Gj5g3bk6nvA8dsSOvpNODGCEEOXkVrN6cw7othzmQW4YQoNGoSE2MYPjAZDJSIslIiSI9OZKIsGCvTYivb2ympLSW4rJaio7WciC3jM278ljy4z4AjAYtA/rEM2l0b84fn4k5xPfrKw1IiuHF2y7n9lc+5cG3F/HOfVejVQf2eSNJkuQXgZ5+SpI80OMDmWaHnd9sW0S8ycI/Rl3t84vnmtYa1lVtYG3lOoptJWgUDf3MfRkTPoreIb1IC0rFqPbtBaBOpSXJlEiSKREYc2J/vb2B/fXZ7Knfy67a3Wyp2YoKFX3NfZgSPZkRYcN92lNzWdJg2pxOntj2JS/tX8lDA8732bE6qs7azMP/WUykOahTgpiKqgYWfreD71fvp7SiHkWBgX3iue2acYwcmkrf9Bg0Pl6fxhxswNwrlr69Yk/sE0JwtLyOPQdK2H2ghG27C/jr68v419s/MH5kBjMmDWDMsFSftm1wShzPXDudh99fzPs/bufWKXLNSEmSpP8R6OmnJMkDPT6QefXAagqaqnlr/E2EaH2TYUoIwc66XSwrW8Geur0IBL2CM7gl9SZGh48kSBMYC/yZtSGMjhjJ6IiROIWTI015bK/ZwYbqTbyU8yqRugguiJ3GpKiJPgu2rkwZytaqAuYdXMOk2D4Mi0jyyXE66k8Lf6CyoYn3H7jWp0HMgdwyFny1lWVrsxFCMGZYGj+bPZZxWemEh/r/vFEU5dicmVCmn9cfIQQHj5Tz3cq9fL96PyvXHyTUbGT6ef25fmYWUREhPmnHjGGZLN5+gJeXrOeCwb1JjLD45DiSJEld1ty5p1+ivSslK5Ckn+jRgcyh+nLePLiWy5OG+Cw72cGGQ3xS+BkHGw8RrgvnsvhLGB8xllhj7LkL+5FKUZERnE5GcDqzEq9gR+1OvitdyocFH/N50ZdMiprIBbHTiNJHev3Yjw+ewZqyHObu+pYFk+9EpQTWWiFbc4tYvD2buy8YzYAk77+PTqdg3dZcPv5qC9v3FmI0aJk1YyizLx5OQmyo14/nTYqikJkeQ2Z6DPfdPIkN2/P4buUeFn63nS+W7mT2xcO48crRmIO9f9PgiSuncPkL7/LHhSt45Y4rUALsvJEkSfKrrp6sQJJOo8cGMk4heHr71wRr9Tw6aLrX6y+0FvFp0UJ21O7EorVwS+pNnPZRZUMAACAASURBVBc5wa8ZwjylUlQMDxvG8LBhHGnMY0nZUpaVr2BZ+Qoujp3BZfGXoFfrvXa8II2OXw+cxiNbPueLgh3MShnmtbo7yuF08twXq4ixBHPb1JFer/9QXjl/ee179h48SnRkCPfePInLpg0iJKjrrUej0aiZMDKDCSMzKCmr5c2P1/Hhl5tZ9P0u5lwxiqsvGY5B772FUGPDQnjwovE8+8VKvttxkIuGZXqtbkmSpG6hKycrkKTT6HpX1V7ySd5WtlcX8ufhl3s1zXJtay0LCj9jXdV6jGoDsxNnMT1mmlcv9P0pLTiVu4Pv4urE2Sws/pyvjn7D+qqN3JR6A0NDh3jtOJcmDuKD3M38fe9ypsf3J1gbGH+/LzbtZX9xOc/feDFGnfcuwq22Vt78aC2fLt5GSLCBx++7kAvP6+/zeS+dJT4mlKcevJjrZ45k3gereW3+aj5dvI07rhvPpecP8lrvyXXjh/DV1v08+8VKxmWmYDF1vQBQkiRJkqT26ZELYta22vjr3mWMiUrj8mTvXXwfaDjIk3ueZlP1JmbETueFIc96vbciUETow7kz/XYe7/sIOpWWvx/8F68efp1mR/O5C7eDoig8MXgGlS1NvHForVfq7Khmexv/+nYdw1LjmTG0j9fq3ZVdzI0Pvc2Cb7Zy6bTBfPDi7VwydVC3CWJO1is1iuefmMVLz1xHXLSF515ZyuPPfYGt2TuLoapVKp6ePY06q41/f7fOK3VKkiRJkhSYemQg89GRzTTYW3h80IVeuxO8oWojz2f/lRBNMM8M/D3XJV/TKWmL/a2vOZNnBv6OKxJmsqFqI7/b+0eKrMVeqXtQWALnx2XyyZGttDodXqmzI5bsOEB1o5X7LxrnlfNGCMGHizbzwFMfodWoeeVPN/Dwzy/wyfyRQDOkfyKvzL2eB2+dwrqtuTzw24+pqmnySt39EqO5YuQAFm7cQ1WD9dwFJEmSJEnqknpcIOMUgk/ytjE26v/ZO+/wNquz/3+OJEuWvPdeSZzE2QmZhEACYZUyGkaBsEcKb/nRlreMAm15gQAdQGlLKSm0rLD3hhBGdkJC9rSdOI7jvYe2dH5/yKYpJaDnkbzk87kuXbJl3eec6Hlin++51zBGJmSEPJ6Ukveq3+ex8iUMjx3GnWN+RdYAT+QPNyaDiR/lnM0to/8Xu6+Lxbvvp7xzf1jG/nHRVJrddj6p3h2W8ULhlbXbKUxLYtrw3JDHklLypyc/5dGnv+C4aSN48veXMm5kdhhWOXgQQnDBD4/hvlvOoaKqiZ/8aikVVU1hGfvS46fg9vp4d1P/3zcKhUKhUCh6hyEnZNY3HKDa3sa5haEnkPukj6crnuXlqteYlTKDm0fdNCS8MEdjTHwJvx1zJzGmWP6496GwiJnZ6cPJsSXy0oFNYVihfvbVNLL1YA3nzQo9n6NHxLz2wWZ+fOYx3HvzWcTGRF74YbAcN204f737QtweL9fd/jybdx4KeczhmSlMKMjijQ07kFKGYZUKhUKhUCgGGkNOyLx2cDPxUdHMzxod0jgun4tH9v2Fzxq+4MysM1g07BqiDOFL/h6spFhS+NXom8MmZgxCcEHhFDY0VrC/ozFMq9TOK2u3YTYZOXvqmJDGOVLEXHjWVG64fK4qEwyMHpHJ4/cvJDUphl/c/QqfrNoT8pgLpo+lvK6Z7ZW1YVihQqFQKBSKgcaQEjJtbgfLqnfzw7zxWIz6C7b5pZ+/ly9hW9sOrii8jPPyFmAQQ+qj/E7CLWYWFEzGJAy83E9eGbvLw7ubdnPKxGISY/Q3Av2miPnpZScoEXMEWekJ/G3xxYwbmc09j7zH2q9Cu29OnTQSq9nEGxt2hmmFCoVCoVAoBhJDavf9cfVu3H4fC/InhTTOm4ff5qvWLSwsuIh56SeEaXXakNKP09tIs3MHhzuXsb/tFQ62v01V5zJqulbS4PiSZud2ujyH+yW05kgx8+Deh2lw6fempEbHMj97NG8d2orX7w/jKoNj+fZSOp1uzp85IaRxnnltfb+LGJfTw/69NezcfJCv1pax9rPdfPb+Vj58fSMfvr6RjatLqdxfj9MenipiWomPjeb3ty9geEEav3nwHarrWnWPFRtt4eQJI/lwy1483v4vFtGfCCGShRDLhBCl3c9J3/KeSUKItUKInUKIbUKIHx/xs6eEEAeEEFu6H6H9ElUoFAqFIgwMqT4yq+rKyLTGMyYxS/cYBzoreKf6PY5NmcXJGSeFcXVHR0o/re691NlX0+jYSJenGoe3Fj+eoOyjDPEkWkaTaCkhyVJCoqWEGFNer2+kUywp3DzqJn67824eLfs7d5bcprsh6CnZY/jw8C62txxmckpemFf63Xyx6wCpcTYmF+lPxv9qeyVPvrSak+eU9JmIcTrc7N9bS+muw5TtrqZ0VzWV+xvw+4ITg3EJVtKzEikYkc7U2cVMmVVMYnJML68abFYz9916Dpf94inuf/QjHrnrAgwGfZ/XieOG8/bGXWw9WMPUMBRpGMTcBiyXUj4ghLit+/tbv/EeO3CZlLJUCJENbBJCfCSl7FGTN0spX+3DNSsUCkVQLF0Kd9wBlZWQnw+LF6u+n0OFISNkfNLP+oYDnJQ1Wvcm0uP3sOTAk8RHxXNJwUVhXuF/4vK1Um9fS519DXWOtbh8gWpOCeaRJEWXkG06EZspE6spE5spC4sxCb904/U78cnuh9+J3VtLq2s3re7dlLUuReIFwGbKJj/uTArifkhMVO9t8DKi07mm6Er+UvY3Xql6jYvyf/z9Rt/CsenDMCBYUVfap0LG6/OzZt9BThw3XPd909bh4K4/vUteVhI3/+TkXhUxPq+PTWvLWPbWZtZ9thuPJ+CJSEyOoXhMDjPnjmbYyExi461YoqP+4+H3+Wmsa6e+tpX6mjYaa9uoq2ll0+oyPn13K0IIisdmM3V2MVNnj2TU+FyMxt5x6mamxXPjFfN44LGPeP3DzZz3gym6xpk2IheDEKzdVznUhczZwNzur58GPucbQkZKue+Ir6uFEPVAGqDfLaZQKBS9zNKlsGgR2Lur7R88GPgelJgZCgwZIbOzpYY2j5NjM4brHuONw29R7ajmf0f+nBhT75xMd3oOsa/1aSrb38aPB7MhkXTbTDJts0m3ziLalKJ7bL/00OYuo8W5k+quT9jTsoQ9LY+TGn0MBXFnkRM7H5PBFsZ/TYCpyccwL+0EPqpdxrEpMymIKdA8RoLZyqTkXFbUlfGzMSeGfY1HY3tlDR0OF3NKinSP8dizK2hrd/Dgr8/DZjWHcXX/pqKsjk/e3szyd7fQ0thJfKKN08+fxuQZwxlRkk1qRnxQAiozN/m/XvP7/ZTtruHLVfvYtLqUF//xBc8//jnZ+Smcf8VxnHTWZMzm8P8qOeOkcXy+bh+PPbuCGZOKyMv+r2io7yXeGs34/EzW7TvI/zv92LCvUQsVDS1c+bdX+mv6DCllDYCUskYIkf5dbxZCTAfMQPkRLy8WQvwGWA7cJqV09dpqFQqFIkjuuOPfIqYHuz3wuhIykU+/ChkhxPnAXUAJMF1KubG35lpdH/h7PCtN34a0rLOc92s+5IS0OUxIHB/OpQHQ5trH3tZ/UtW5DIMwURB/NgVxZ5FkGYMQ4enwbhBRJHWHlw1LOA+7t5bKjveo7HibTQ2/ZUvj/QyLv4DRSdcQZYwLy5w9nJ93HptaNvNUxbP8esztuoojzMkcwSO7PqPZ1UWypfdDnADW7D2IQQhmjczXZb9tz2HeXb6di8+eRnHhd+4ddbFrayVPPvQROzcfxGgyMH3OKOafNZnpx48kKio8/70NBgMjx+YwcmwOC38yj452BxtX7uP159bwyN1v8dzfP2XBpbP5wfnTsNrCV0ZaCMGt15/Cpb94ivse/ZC/3v1jXR6gWSPzWfLJBtrsThJsg7rZaKoQ4sjfkUuklEt6vhFCfAJ8WxOrO7RMIoTIAp4FLpdS9sQh/gqoJSBulhDw5tytZVyFQqHoDSortb2uiCz62yOzA1gAPN7bE62p309JQqauDbDb7+aJ/f8k2ZykOzTqaLQ4d7K75XFq7SsxCRsjEy9jeMLFWE1pYZ3n27CZMhmddDWjEq+i2bWN/W2vUNr2LJUd71CS/D8UxS9AhKkaW4zJxoX5F7Bk/xN83rCCE9Pnah5jRmoR8BkbGw9ySk5oZZCD5cvyKkpy04m3at8Ae70+Hnx8GempcVxx/qywrquxrp0nHvqQzz/YRnJaHItuPp0TfzCRxJTe72MUF29l3hkTmfuDCWxeX87LT6zgHw9+yItPfMFZF83kvCuOC5ugSUuJ4+dXnci9f/mAl9/bxEVnTdM8xqyRBfx92Xq+LDvE/AnFYVmXHgrTkvjX/5yv2/6pn9IopZx6tJ9LKecf7WdCiDohRFa3NyYLqD/K++KB94A7pZTrjhi7pvtLlxDiX8Avdf0jhhh9eVinUAxV8vMD4WTf9roi8unXqmVSyt1Syr29PY/b72Nr8yHd3piPaz+hxlnL1UVXYjXqL7/7TQ62v83nh6+g2bmdMcn/w2kFHzAu5Wd9ImKORAhBSvREpmXcy7zcpcSZi9jSuJjVNTfg9Iavd8uxKTMZHTeK16vexO0PrlDBkYxNysZiMPFVU+gNE4PB6/OzvbKWKUU5uuyXrdxNeWUjP7vqxLCGlK36ZCfXnfsX1ny6i4t/Mpcn3/k5Cy6d3Sci5kiEEEyZOYIHnriKPz33E8ZNKWTp3z/jl1c8QUNtW9jmOfWEMcyeOpwnX1xNS1uXZvvxBZlYzVFs3F8VtjUNQt4GLu/++nLgrW++QQhhBt4AnpFSvvKNn2V1PwvgHAKHUIrvp+ewbkV/L0ShiFQWLwbbN6LibbbA64rIZ0iUXy5vb8Aj/YxN0l51yu1382HtR0xIGM/YhPB4AaT0s7PpUTY1/JZU6xROyX+L0UnXYjbGh2X8UEiylDAn+wkmp91Jk3Mzyw9dQE3XyrCMLYTgnJyz6PB2sLZp3fcbfAOzwcjIhHT2tteFZT3fR0VDM26vj5Jc7SFhUkpefGcTw/NTOX76iLCsx+lw88jdb3LvTS+QlZfMY6/ewGU/nR/WcC69jJ6Qx28fWcg9j15GdWUTP7/k75Ttrg7L2EII/ufS43G5vbz87lea7aOMRkZlp7LncENY1jNIeQA4WQhRCpzc/T1CiKlCiCe633MBcDxwxbeUWV4qhNgObAdSgXv7dvmDk746rBtwLF0KhYVgMASely7t7xUpIpiFC2HJEigoACECz0uWqPyYoUKvCxkhxCdCiB3f8jhb4ziLhBAbhRAbGxq0bUj2tAU6e5ckfFv4+HezrmkDHd5Ozsg6XbPtt+Hzu/iy/lfsbX2CgrhzmJ311wEhYI5ECEFR/LnMy30OiymVtbU3Ut72QljGHh03inxbHh/Wfqyrv82o+Az2tNX2SW+cno3vqGztHrJN2yspP9jAj8+cGpYqZZ3tDm65+kk+eHUj5185h4eeuZacgtSQxw030+aM5MFnFmEwGPjlFU+w7vM9YRm3IDeFOdOLeXvZNlxur2b7Udnp7K1u6JeeSgMBKWWTlPIkKWVx93Nz9+sbpZTXdH/9nJQySko56YjHlu6fnSilHC+lHCelvERK2dmf/x7FAKanhNTBgyDlv0tIKTEz5OhLPbtwIVRUgN8feFYiZujQ60JGSjm/+4/fNx//FdrwPeMskVJOlVJOTUvTtrHc3VaL1RhFfux/V2T6njlZXvcpOdZsRsWN1GT7bbh8zaysXkRV58eMTb6RKWm/wSCiQh63t4g3D2dezrNkxcxja+PvwyJmhBCclnkK1Y5qdrRp77g+OiGTVreDemdHyGv5PvZVNxBlNFKUrr1a1kvvbCQ50cb8OaNDXkdnu4Pbr3uK/Xtq+e0jC7n6F6eGLZG/Nxg2MpM/Lb2OvKJU7v75Ut5cujYs4y44bRJtHQ4+XaP9gHt0ThqdTjeHm9vDshaFoodwHNaFclA34PiuElKKIYPSs4q+YkiElu1urWVkfAZGjYnr+7sOUGE/yEnp80I+Ve9wV/B51eW0uvcyI+P3jEq6sl86u2vFaLAwI+N3YRUzM5KnkxiVwIe1H2u2HZWQAcCett4PL9tb3ciIzBSijNqqxlVUNbH2qwMsOG0y5hAFx5Ei5s6HLmLWvJKQxusrUtLi+MM/r2Hm3NH8/Xfv8bf738UXZCPOo3HM+HwKcpJ548Mtmm1Hd3vV9hz+1hx3hUI34TisC+WgbsChSkgpUHpW0Xf0q5ARQvxICFEFzALeE0J8FO45pJTsaatldGKGZttP6j4l2hDNsamhVZxyeBtYVX0dXmnn+Ox/kBN7ckjj9TUGEfUNMfNySOOZDCbmZ5zEjvadVNm1JWD/W8jUhrSGYNhb08DIbO3hWy+/uwmz2cTZp0wMaX57l+s/RMzMuaF7d/qSaJuZOx+6iHMvm83bL6zjyYdD++8thOBHp01iV2kNe8q1Xf8RWakYhGBP9SA/7VYoBjpHKxWlSkgNKZSeVfQV/V217A0pZa6U0iKlzJBSnhruOeqdHXR6XRTHa0vY9vg9bGr5ihkp00OqVCalZEvDfbj8rczO+hvJ0eHvQdMX9IiZTNvxbGv8Pc3ObSGNNy/tBIzCyOombWFHcVHRZFkTKO8IXzW1b6PN7qSpw86IDG0NSN0eL5+s2sP82aNISgitueiji9+hbFf1oBQxPRgMBq795emceeEMXn9mNVvWl3+/0Xdw2gljiTIZ+WSVttyb6CgT+amJ7K9rCml+hUILfXFYN+BQJaQUKD2r6DsiPrTssL0VgDybtjyHvR37cPldTEmc9P1v/g6qu5ZTY/+cMUnXkWgZFdJY/Y1BRDE1/V6spnQ21N2Ox6c/TyU2KpbRcaP4qmWzZtvcmESqu69rb1HdnUuRm5KgyW7zjkPYHW7mzgotp+rT97aw/N0tXLRo7qAVMUdyzU2nkZ2fwiN3v4XLqb30dg+xMRYmjc1l3Vf7NdvmpCRQpXJkFH1IXxzWDThUCSkFSs8q+o6IFzJVXYENb26MNiGztXU7UcJESbz+TaTb18GWxt+RYB7FiMRLdI8zkDAb45iWcR8Oby1bGu8PaaxjkiZT66yj2lHz/W8+ghxb4tcCtbeobglseLOTtVWUW7mhDGt0FMeML9A9d01VM3+99x3GTM7n4kVzdY8zkLBER3Hjr8+i5lAzSx//LKSxZk0ZRkVVM9V12u6B3OR4DjeFr7+NQqE4CqqE1JBH6VlFXxH5QsbeAkC2TdvJ+tbWbYyOH43FqL9Hx47mR3D5mpmS/hsMYuBWmdJKSvQkRiddy6HOD6iz669INTkp4O3a3KoteTvHlkidox2336d77u+jqjmw4c1JDv6+kVKyemM50ycWYjHrv95/u/9dEHDr/edjNGkrNDCQmTRjOKf8aAqvPrWK8j3axOuRzJoyDIC1Xx3QZJeTnEC7w0WHw6V7boVCoVAEh9Kzir4g4oXMYXsrqZZYoo3BlzmuddZR56pjYsIE3fM2OjZR0f4axQkLSbKEp5HmQGJk0pXEmPLY3vggfqm9rwdAsjmZXGuO5jLMObZEJFBr773T9ermdmKjzcRbgxeyFVVNNDR3MmNyke55N64u5cuV+7h40TwysrWXfR7oXHvTacQnWPnT/72pu4pZXnYSuZmJmsPLerxrPd42hUKhUCgUg5vIFzJdreTGJGqy2da6HYCJifqEjF96+arhXmymbEqSr9c1xkDHKMyMS/k57Z5yKtrf1D3O2PgxlHaU4va7g7bJsQWuZ1UvhpdVN7eTnRSvqUT2xm2BcizTJuoLK/P7/fzjjx+QlZfMWRfP1DXGQCcuwcb1t/2Q0p2HeefF9brHmXXMMDbtOITLFXy+TW63kKlS4WUKhUKhUEQEES9k6p0dZFq15TmUd+4n2ZxMerS+ev41XV/Q6algfMpNmAz6K54NdLJj5pFoGcP+9pd1d0wfGTcSj/RySEMZ5nRrHAANvdgUs769k/SEWE02u8tqSE+JIytdWxhjD9s3VXCwvJ6FP5mHOYTQtIHO8aeOY/zUQl5/ZpVur8yUcfm43V5KDwZfTjkjofu+ae/SNadCoVAoFIqBRcQLmWaXnSSztjK4lfZK8m15uufc3/4yVlMm2TFzdY8xGBBCUBh3Nu3uUtrc2rutA19/zlqETLI5BoAWt/173qmf1i4nybHaRGh5RQMjCvU3s1v21mZsMRaOO3ms7jEGA0IIzr54FvU1bXy5cp+uMXo+57IDwTe4TIiJBqCls/fuG4VCoVAoFH1HRAsZr99Pm8dBsiUmaBu3302Ns5YCm75i5x3uAzQ4NlAUfx5CRE6i9tHIjT0NA1Ec7HhHl32qJQWLwUKVI3ghExdlwSQMtLh6b0Pa0mUnMSZ4IePx+Kg43MywfO0NNAEcdherlu3k+FPHEW016xpjMDFr7mhS0uN49yV94WWZafHE2iyUVQTvkYkyGom3WmjucuiaU6FQKBQKxcAiooVMz4l9kiV4j0yV/TASSZ4tV9ecBzveRmCkMO4cXfaDDbMxnqyYuRzqeB+/1N4fxCAM5FpzNHlkhBAkmm00u3onRMjh9uBwe0nSIGQqq5vx+fwML9DnkVm1bCdOh5uTz56iy36wYTQZOW3BVDatKaOxTnvyvRCCEYVplGkILQNIjrXR0qmEjEKhUCgUkUBkC5nujW5PKFIwVNoPAZCvwyMjpaSq82PSrDOINmnrCD+YKYg7E7e/lVr7Kl32ebY8qhyHNeXZJFtstLh7Z0Pa2n1ir0XIlHdvqPUKmWVvbyY7P4Uxk4ZO2+O5p09ASsnKj3fosh9RmE75wQb8/uDvm6QYKy3KI6NQKBSKIcDSpVBYCAZD4Hnp0v5eUfiJbCHT7ZFJ1uCROWQ/RLTBQppFe4hQq3sPdm81ubGnaLYdzKTbZmExplLZ8a4u+1xbDp3eTlo9wVchSzLbvhaq4aZno6sltKz8YCMmk4F8HSWTG2rb2PblAeafNUlTlbTBTl5RGsNGZbJymV4hk4bD6dHUGDMp1kqzypFRKBQKRYSzdCksWgQHD4KUgedFiyJPzES0kOn0BBrfxUZFB23T5G4m1ZKGQWj/aFqcgbLN6dZpmm0HMwZhIsM6kybnNl32PaKx2d0StE1slIUub/Alm7XQ5QyMGxsdfK5KfVMH6SlxmHQ0sNy9LeAFnHbcSM22g51JM4ZTuqsan1d7c9PsjEB1uLrG4KvXxUZbsGso2axQKCKUoXBUrRjS3HEH2L9xbme3B16PJCJayNh9gQ2pTUMzzFZPG4lR+srntrlLiTLEYTVl6bIfzCRaSnD5GnF4g68i1UNC9+fd5gk+V8JqNOPw9Y6QcbgDG12rOfj7prm1i5TE4EMYj6Rs12FMJiMFIzJ02Q9mho3MxOP2criySbNtalKgPHZjc2fQNlZzFHZX79w3CoVikDBUjqoVQ5rKSm2vD1YiWsg4vN0bUlPwJ+ut7lYSzTqFjGsfCebiIRUe1EOipQSAVtcezbb/FjLBhwhZTVHYvb1zsm7XIWSaWrpISdIpZHZXU1icEdG9Y47GsFGZAOzfW6vZtufzbmoJXsjYzKavhapCoRiiDJWj6ghAOc70k3+UlNujvT5YiWwh4+vekAbpkfFLP+3edhKiEjXPJaWfNncpCZahFx4EkGgZBQhaXbs128abAo0KWz3Bd1y3GqN60SPjDcyh0SOTrMMjI6WkdFc1I0qGnhcPIG9YGiaTkf37tAsZm9VMtMVEU0vwuVJWcxQurw+fX18jToVCEQEMlaPqQY5ynIXG4sVg+0aKuM0WeD3c9KfgjHAhE9joBuuR6fR24pM+knQImS5vFT7pIME8NIWMyWAjLqqQFtcuHbYm4kyx2kLLTGYcXo+mSmfB4tTokXF7vLR3OknW4ZGpq26lo81B8ZgczbaRQFSUibxhaRzQ4ZERQpCaFEujRiED4PJ4Nc+nUCgihKFyVD3IUY6z0Fi4EJYsgYICECLwvGRJ4PVw0t+CM6KFjNPnxYAgKsjE/Z6NdHxUvOa52t37A7bmYs22kUKCZRTt7lJdtvFR8bRrypGJwo/E7deeJP59OD09HpngQr1a27vLNccHXx2vh4rSOgCGjRqaHhmAwuIMDpbX6bJNToqhuTV4IWOJClxTuwovUyiGLn15VK3QjXKchc7ChVBRAX5/4DncIgb6X3BGtJDxSz9GgyHonBWPP7C5MRuCDynqwesPxOmbjdpFUKRgMSbi8esriRwlovD6g99cGrvFqb8XPDI9YUdGQ3D/PTyegJiy6Mhx6ep0ApCQpF0ERQpxCVbsnS5dtuYoEx4NFc+MxsA17Q1PnkKhGCT01VG1IiSU42xw0N+CM6KFjE9KDASfeO+TgQ2RUWgvoeuTrm7b4Es9RxpGEY1POnXaGvHK4Dekhm5x6pfhz3XoEUeGIAWwt3sjraf0sssZEG+WaO3iOVKwWKJwufSFepmMhq8//2DouaY+DU00FQpFBNIXR9WKkFCOs8FBfwvOiBYyUsqgN6PwbyFjMmg/Wff5e4SMRbNtpGAU0filG6lBkHxtazB+/fkHQ49A9RP+DWmPkAnWk+f1BcSUyaj9v5PLoYSM2WLC4/bi15GAbzIZvv78g6Hn94HyyCgUCsXARjnOBgf9LTgjut6rX6eQ0eeRcXTbDm0hAwHvlEloC5UyYsQrgz+V/7dHJvwbUtl9Wm80aBMyRj1Cprv5psU6dIVMj4hzu7xEW4MvlQ49HhntQqY37huFQqFQhJeFC5VwGej0XJ877giEk+XnB0RMX123yBYyaBMy3jCElhmGspAxBISM1+/EZNAoZIQRlz/4PIne3JBq9sh49XtknE4PBqNBV1hapGC26BcyRqNRm0fGoISMQqFQKBThpD8FZ0SHlqE57Ej/5kZKP4GPcyhvkLrDdtAeWiaEGDCfXM86gg0/kj0W0Lu4nwAAIABJREFUOvqg+v3axHYk8rW40CBIehCCQL1HrQyUm02hUCgUCoVuIlrIRAkjHg3leaONAY+C06c9YT3alAr4cflaNNtGCk5vPQIj0cZkzbYOnxOrMXhvVs91jTKE35MRZQyM6Q0yZ8MWHfAi2B3aG3SmpMXh9fpoa9ZX7S0SaG7owGgyEJeovXKb3eHGpsGL01PhrOcaKxQKhUKhGLxEtpAxmjQJGavRCoDD59A8l9WU0W2rrx9GJGD31mI1pSN0hOY5fQ6iuz//YOi5ruZeEDLm7jAvT5C5FzE2/UImPSvQfLW+tk2zbaTQWNdGSlqcrhyjLrubGJsGAdzt9YkawqF8CoVCofh++rNbvSJ4IlvIGIz4pMQXZIleW/dG2q5HyBjTAXB4h66QcXhrsJoy9dn6HF9//sHQ0wjT1CsemcB/C48vOBEc272R7rJrFzJpmQkA1Ne0araNFBrr2knNSNBl22l3ff35B4O7xyNjiuhffQqFQqEIgf7uVq8Inoj+a24W2kKErMZAaIvDa/+ed/430aYeIVOv2TZSsHvrsIUgZKwaPTImYeiV/JKorz0ywQkZa3doWZdde1PHHo9MQ83Q9cg01LWTkq6vkWyX3UVMjIbQMp8KLVMoFArFd9Pf3eoVwRPRQqZns+L2B1fW19qdI6PHIxNtTEZgGrJCRkofDm+dLo+MlBKHz/l1jlIwuP3eXgkrAzD33DdBChmDQWCzmunSEVoWl2DFEh1Ffe3Q9MhIKWmqbyc1Q5+Q0euRMavQMoVCoVAchf7uVq8InogWMtHGQFlXh88T1PsNwkCsKZZ2T7vmuYQwEhOVS7u7VLNtJNDuLkfiJS6qULNtp7cTiSTOFBe0jdPnxWzsnerhlqjAuE5PcPcNQEKcleZW7Qn7QgjyitIo21Wt2TYSqD3cgtPhJjsvRbOty+2ly+4iIS54T57L48VkMGA0RPSvvv9CCJEshFgmhCjtfk46yvt8Qogt3Y+3j3i9SAixvtv+JSGEtjrZCoVCMYjo7271iuCJ6L/mcabASW2nJ/iQn3RLGvWuBl3zpVmn0ujYhF8GvwGOFOrsawBIt83UbNvzeadZ0oK26fA4iY8K3oOjhVhr4L7pcAbvYcnOSKC6Tl942JRjR7BrayVdndqr5Q12tqwrB2DSjGGabWvq25AScrK+dU/+rXQ6XcRZh2Svp9uA5VLKYmB59/ffhkNKOan7cdYRr/8OeLjbvgW4uneXq1AoFP1Hf3erVwRPRDfEjOve6LZ7gt8gZkSnU9pRrmu+dOt0DrS/SotrJynRk3SNMVipta8mwVyMtTtXSAs9QiZdk5BxfX19w018dLcAdgQvgHMyE1mxXp83bursYl5+cgVb1u9n9kljdI0xWNm8vpyU9DhyC1M121Z1F0jIzUwM2qbd0X9CprK6mRt+82K/zA2cDczt/vpp4HPg1mAMRaAz7InAxUfY3wU8Fs4FKhQKxUChv7vVK4Insj0y3RvdDg1CJt2STpO7CY9fu1cl1ToNENTbN2i2Hcx4/F00ObeQYZuty77eGcgrSrMEv5nt8Dh7Tcj0bHQ7NAiZ7IwEWtsdukowj5mYjy3GwsbV+zTbDmb8fj9bN+xn0vThCB1FGw7XBno2aREyHf0oZMJAqhBi4xGPRRpsM6SUNQDdz0c7cYjuHnudEOKc7tdSgFYpZU+yYRWQo+tfoFAoIpZIK1e8cCFUVIDfH3iOJBETSdcqoj0y8To9MhJJo6uJLKu2xHWLMZEE8ygaHBsoQcseY3DT4NiAxKtbyDS4GkiMSsCioSFmu8fJsGjtp/jB0BNa1u7U5pEBOFzXSnGhNq+UKcrIpJnD2bS6FCmlrk39YKSitI62FruusDKAqtpW4mKjideQI9PhcBEX3T9CJj87mb/efaFu+0fvuahRSjn1aD8XQnwCfNsvLS11dvKllNVCiGHAp0KI7cC3JQ1KDWMqhjJLl6pj7SFAT7ninkpfPeWKQV3ugUakXavI9siYu4WMO/gqZBmWwCa0zqmvH0y6dTrNzm14/J267AcjtV2rMAkbKdETddnXuxo05ccAdHqcxEX1zoa0Z6OrzSMTEDLVOquPTZ1dTH1NGwfLhk7Vu01rygCYNGO4LvuqmhZyNPaf6YjgHBkp5Xwp5bhvebwF1AkhsgC6n7/1RpNSVnc/7ycQfjYZaAQShRA9B1+5wNCsTqHQhmrGMWRQ5YoHD5F2rSJayCSaA5laze7g+8JkW7MRCA7YK3TNmRt7Cn48lLf1Wyx8n+LytXKo8wOyY+ZhEFGa7f3ST6X9EDnW4CNVpJQ0u7q+vr7hxmo2YTEZaekMXgDnZydhNAj2HdAnRGbNKyHKbOKtF9bqsh9suF0e3np+LSUT875uCqoFv1+yb389wwq0CeDmDjtJMcF7cCKIt4HLu7++HHjrm28QQiQJISzdX6cCs4FdUkoJfAac9132CsV/EWk7JsVRUeWKBw+Rdq0iWsiYDUaSzTbqHcGXU7aZbOTZcintKNM1Z1L0WLJsJ1Da+jRun/YyzoON8rYX8UkHI5Ou1GVf7ajG4XNQHBv8qXyr24FH+smIDr5csxaEEKQlxFLfHrxXzRptZnhhOjv26juoTkqJ5eSzJ/PJW5tpqo/8++b9VzfSWNfOZT+dr8u+srqZtg4HE0YHL4BdHi+tdifpCbG65hzkPACcLIQoBU7u/h4hxFQhxBPd7ykBNgohthIQLg9IKXd1/+xW4CYhRBmBnJkn+3T1isFJpO2YFEdFlSsePETatYpoIQOQYY2n3qktzGtkbDFlneX4ZHANEb9JSfL1ePydlLY+q8t+sODxd1He9gJZtrnEm/WFB5V2BirEjYgbEbRNvbMDCFzb3iI9IZaGdm19YcaPymZXaQ1en1/XnOdfOQefz8/rz67RZT9YcNrdvPTEF0yYVqQ7P2bb7sMATCzJDdqm53oORSEjpWySUp4kpSzufm7ufn2jlPKa7q/XSCnHSykndj8/eYT9finldCnlCCnl+VLK4OMuFUOXSNsxKY6KKlc8eIi0a9WvQkYI8QchxB4hxDYhxBtCiODLDwVJWnQcdRo8MgAj44px+V1U2g/pmjPRMorc2FMoa1uKy9esa4zBQEX7a3j87YxKukr3GGWd5cSZYr/OTQqGHiGT3kseGYD0+Bga2rQJ4HGjsnE4Pew/qK8PUVZuMiecNp73Xt5AR1vw4ZCDjXdeXE9LUyeX3zBfd2GDbXuqSEqwkZsV/K+M+u7rmR4fo2tOhUKhkUjbMSmOysKFsGQJFBSAEIHnJUsGZ/J4pBNp16q/PTLLgHFSygnAPuBX4Z4gwxpHQ/fGN1iKu70DpR36+oIAlCRdh0+62NfylO4xBjI+6aa09TnSoqeRHD1e9zhlnWWMiB2haUNb7+h9IZMWH0t9exeB9IDgGDcqG4DtOsPLAC646nicDjdvv7BO9xgDma5OJy//awXTjhvJ2MkFusfZtvswE0bnaLtvukMFh6JHRqHoFyJtx6T4TiK5XHGkEUnXql+FjJTy4yN6E6wjUA0nrKRHx9Hk6sLtDz5MLNmcTKo5ld0de3XPG2cuIj/uDMrbX6bDfVD3OAOVstZncfoaQvLGtLrbqHXWacqPAahzBjxsqdG9tyFNj4/B4fbQ6Qy+L0xmWjwpSTFs2anPkwdQNDKTGSeM5o3n1lJfo68C2kDm+cc/p6PNwWU3nKR7jPqmDqrr2hivIT8GoL5t6IaWKRT9RiTtmBQKxYCjvz0yR3IV8MHRfiiEWNTTCK6hIfjQnbyYJCRQ1dWiaTGTEiewvXUHDl/wlau+ydjkGzAJKxvqbsbnD76XzUCnuuszdjY/Sk7MfNKsM3SPs655PQCTkiZpsqvsbCEjOg6LsffaIOWkBCppVTYGLyaEEMyZNoI1m/bTZdefQnDNTafi9/v5zQ3P0tUZOffNhpV7ee3pVZx+3lSKx+jvp/jp6sABw7FTteXXVDa2EGe1EB+h5ZcVCoVCoRhq9LqQEUJ8IoTY8S2Ps494zx2AFzhqcXkp5RIp5VQp5dS0tOBLrg6LCzRN3N/RqGnds1Jm4JEeNrVs1mR3JFZTOlMz7qXNXcrWxt/rHmcg0eLcyZd1t5NkGcfU9HtCat64unENRTGF5FizNdkd6GykKK53mmH2UJiWBEBFgzYBfNrcsbjcXj5ft0/33HlFadz54EVU7m/g/ptfwufVV3RiINFQ28ofbn+VYaMyue6WM0Iaa9mq3YwenkF+drImuwP1LRSlJw+ZhqOK/qcv8kAVCoViKNPrQuZ7mrQhhLgc+CGwUGpJSAiSotjAhveARiEzPHY4qeZU1jaGlquQaZvNqMSrqeh4g8qOd0Maq7+xe2pYU/tzLMZkZmU+jNEQrXusSvshKu2HmJ16rCY7KSUVnU0UxqbonjsY8lMTMQhBRb22Yg1jR2aRm5XEh5/v+v43fwdTZo3g/91xJhtXl/LYA+9pytUZaHg8Xu67+SV8Xj93/PFCLNHa+w31UHm4mb3ldZw8p0Sz7YH6ZorSk3TPrVDooNfzQBUKhWIo099Vy04j0J/gLCllr5Rpio2ykB4dx4HOJq1rY1bKDHa276LN0xbSGkqSryM1+hi+qr+b2q5VIY3VX3j8nayp/Rk+6eTYrD8TbQpNSKxuXINRGJmZPF2TXbPbTrvHSVEvCxlLlIns5HjNHhkhBKfNHcPmnYeoqQ/tvjn9vGmcd8VxvPvyBt54bnCWZPZ6fPzutlfYvfUQP7/rHHIKQvOkLVu5GyHgpONGa7LrcLhoaO+iKF2bF0ehCIW+yANVKBSKoUx/58j8FYgDlgkhtggh/t4bkwyLS9UcWgYwK3UmEsmGpo0hzW8QJmZmPki8eQTram8adGLGL71sqL2VDvd+ZmT8QXfPmB580sfapnVMTJxAXJS2ymM9nrXeDi2DQHhZRb02IQNw2vFjAPhoRWheGYCrfn4Ks08awz/++CFrP9sd8nh9idfj44HbXmbVsp0suvl0jj9Vf3U7CHjjlq3czZRx+aQmaUvY7xGkSsgo+pGj5oHqzQFVKBSKoU5/Vy0bIaXMk1JO6n5c1xvzFMWmUN7RgF9jeE6ONZt8Wx4rGleGHNpjNiZwXPZjxJtHsLb2F5S1Pj8owoU8/k421N1KnWMNk9JuJ8M2M+QxN7V8RZunndkp2sLKAMo7An/kh8X2vpApSk+moqFFc4PLzPQEpozL491PtuPxhJbfYjAYuPm+8ygem839t7zEFx9uD2m8vqKpoYPbr3vqaxGz4NLZIY+5dVcVVbWtusLKymoDHlkVWqYIN+HIA9WbA6pQKBRDnf72yPQJ45Ny6PS6dHllTs6YT6X9ENvaQt9ABsTM42TajmNb0x9YX/dL3D5tPW76kuquz1hWeS7VXZ8zIeWXFMUvCHlMn/TxetWbZFuzmaKxWhnAtpbDJJqtZNsSQl7L9zEmNx2nx0t5nbawRIBLfjSD2oZ23lq2NeR1RFvN3PPoZQwfncX9t7zEvTe9QFPDwL1vtqwv54YLHmXv9ip+ufjcsIgYgGffWE9ivJX5GsPKALYdrCEu2kJBqhIyivDS33mgCkWksXQpFBaCwRB4XnrUMlCK/mSgXKchIWQmJecBsLlZe3+PY1NmkmZJ4+VDr+KToVePMhvjmJn5EONTbqKmawWfVV1Mk3NLyOOGE4e3gfW1N7Ou9ibMxgTm5jzNiMTw1P5f2bCKGmct5+cuwCC0335bmw8zMSm3TypPTSzICsx5sEaz7bSJBRwzPp+nXlmL3RF8L5qjkZAUwx/+eQ1X3Hgy61fsZdE5j/DBq1/i92vzFvUmbpeHZ/+2nF8teoq4BCt/fuF65p85OSxjf7n1IOs3V3Dx2dOItmgvFrClopoJBZkYDKpimaLv6Is8UIUikli6FBYtgoMHQcrA86JFSswMNAbSdRoSQqYwNplEs5UtOoSMyWDiwrzzqXIc5vP6FWFZjxCC4sRLOT7nCfx4+eLwlayp+RmtLv0NOMOBlH4OtL/OJ4cWUGNfwdjkGzgxdynJ0ePCMr7b7+aNw28zInY4kxO1e2M6PE72dzQwMblv8mVzUxJIirGy/WCtZlshBD9ZOIfWdgcvvRNajlUPpigjF15zAo+9egPDR2fxyN1vcevV/+TQgf6Nqfd6fLz/6pdc9cOHWfr3zzjxjIn8+fnrKRieHp7xfX7+/K9Pyc5I4Lwzpmi273C4KK9rYmKhtjLfCkUY6JM8UIUiUrjjDrB/Q/Lb7YHXFQOHgXSdeq+j4ABCCMHk5Dy2NFXpsj8maQqj40bx+uE3mZkynRhTTFjWlRI9kfl5r1Le9gKlrU/zadWF5MScwpjk64gzF4VljmDwSy+19pWUtj5Dk3MLqdFTmZx2J3HmgrDOs6xuOa2eVq4fvkiXR2V7SzUSmJCsv5miFoQQTCjIZFuldo8MwJjiLObOLOb5t77knFMnkZRgC8u6cgtT+d0TV/HRG5t44sEP+Z/zH+XMC2fwwwumk53fu9XcjsTn8/PZ+1tZ+tin1FS1MHpCHv97z7lMnhlaMYhv8tbHWzlwqInFt5yNOUr7r6ztlbVICZMKs8K6LoXi+5BSjujvNSgUg4nKSm2vK/qHgXSdhoRHBmBSci77OxtpdTs02wohuDj/Qrq8Xbx5+O2wrivKEMPopGs4Nf89RiVdQ519FcsOncfG+t/Q6NiMX3rCOt+R2D3V7Gl5go8qz2Rd7U10eaqZnPZr5mQvCbuI6fJ28W71+0xMGM/o+FG6xtjcfAgBjE/sGyEDMKEgi/11zbTZnbrsF108B7fbyzOvhdaP6JsIIThtwVSWvPUz5pwylreeX8tVP3yYO657mtXLd+F29d5909LUybK3vuL6c//CH+94DVtsNHc/eikPP7so7CKmvcPBky+uZsq4PI6frm9PuKWiGiFgfH5mWNemUCgUivCSn6/tdUX/MJCu05DwyABMSQl8uusbDnBqzhjN9gUx+cxNO55ldcuZlDiRsQnax/guzMZ4xib/lBEJF7Gv5WnK21+isuMdjMJKqnUK6dYZpFmnk2AuRujILZFS4vQ10ObaS6t7H7VdX9DsChQwSLfOYELKzWTFHI9BhP+WkFLyfOWLOHwOzss7V/c4q+rKKEnMIt6svxGnVqYND4Sxrd17kNMmaxdg+TnJ/ODE8bz+4RZOOm4040aGN7wpOTWOW+47n6t/fiofvLaRD177knt+8Ty2WAtTZo7gmGNHMGxUFgUj0om2mnXN0dXpZMemCjavK2fL+v1UlNUBkD88nTsfvIhjTyrBYAj/mYiUkgce+5guu4sbrzxRd17U+rJDjMpKIzbaEuYVKhQKhSKcLF4cyLU4MmzJZgu8rhg4DKTrNGSEzKTkPJLMNpZV79YlZAAuzL+AfZ2lPFb+OP839jekWMIfxmMxJjM+9ReMSrqaBseXNDg2UO/YwHb7QwAYhIUE8wispgyspnSijelYTRlYjIn4pBuf34lPuvBJF37pxOGtp81dSptrH25/69fzJJhHMjb5BnJiTyE2Ki/s/44jeb/mA1Y1ruHs7DPJt+mbq8bexpbmKn42Zl6YV/fdTCjIIiXOxsfb9ukSMgDXX3o8G7dV8KsH3uTx+y8mOyMxzKuElPR4Lrn+RC685gS2bNjPio+2s2lNKas+2QmAwSDIzk9h2KhMCoanExMbjTk6CrPFhMUShTk6CqSksb6dxrp2GuvaaOr+uupgE36fH7PFxNjJBcw7YwKTZgyneEx2rwiYHp57YwMr1pdyw+VzGVGoryRtY3sXmw8c5vqTQy8brlAowsDSpYFA+srKwPHt4sWwMDzFZBSDn55bQd0iA5uBdJ2GjJAxGQyclDWK9w/vxOXzYjFq/6dHG6O5ccRPuWvXvfyl7G/cXnIbZoP2CkrBYDbGkxN7EjmxJwFg99bR4NhAq2sPHe4KOt0HaXBswOPv/M5xeoRPdsw8EiwjSTAXE28eidmorRGlXtY1reflqteYkTydc3LO0j3Ox9WBZpCnZo8N19KCwmgwcPKEYt7csBO7y43Not2rER8bzR/uOJfrbn+emxe/zmP3XUx8bO94lUxRRqbOLmbq7GL8fj+1h1vYv7eWA3tr2b+vlr3bq1jx0Y7vHMNgECSnxpGaEU/+sHSOPWkMk2cMp2RiHmYdFcP08OXWg/zjhVWcNHsUPz7zGN3jfLqjDClh/oTiMK5OoVDooqfUUc8xbk+pI1A7VcXXLFyobofBwEC5TkNGyACcmjOGVw9uZk19OfOy9J2uZ1ozWTTsah4p/SvPHVzKVUVXhHeRR8FmyqAg7kwK4s78j9e9fjsObz1ufysGYcEoLBhFdODZYMEkrAhh7JM1fpO9Hfv4x/5/MjKumGuHXaWr3HIPHx3exeiEDIri+i6ZvYdTJo7kxdVbWbHrgG6vTGFuCvffeg433f0qt//+TR769Xm6Ete1YDAYyM5LITsvhePm/1sAut1eXA43LqcXt8uDy+nB7fICAc9OUkoMRlP/3DMAtQ3t3PXwuxTkJHPr9aeGVGr7422lFKYlMSKz7+8bhULxDb6r1NFA2BEpFIpBx5BJ9geYnlZEfFT016f7epmSNJkzs87gi4aVvFP9XphWpw+TwUacuZCU6EkkWUqINw8jJiqbaFMKUYbYfhMxNY5aHtn3F9Isqfys+AaiQvBc1djb2Nx8SHdIYKhMKcr+OrwsFCaPzeNXN5zGlp1V3P/oR/j9/dMbz2w2EZdgIzUjnuz8FIpGZjJqfC6jxueSmhHfryKmpc3OLfe9jtfnY/EtZ2PTmdcD0NrlYGN5FSdPKO6TvkMKheJ7GEiljhQKRUQwpDwyZoORE7NG8WnNXtx+H2aD/g3bgtxzaHQ38WrV6/ikj7Ozz1SbpW5a3C08uO9hDMLITSN/TqwpNqTx+iusrIee8LI31u/QHV7WwylzSqhraOfxpStJS4nl+kuOV/dNNw1NHfzvva9RVdvK73/1I/Kzk0Ma77Md5fj8kvkTVAVchWJAkJ8fCCf7ttcVCoVCB0PKIwNwes5Y2j1OloXolTEIA4uGXc3slGN54/BbPFr2GA6f9tLOkUaVvYp7dt1Hh6eDX4y8kfRofUnaPXj9fp7f/yXjErP7JayshzOmjMbl9fHa+u/OLwmGS340nXNOmcjzb37JHx5fhsfjC8MKBzdbdh7iqpufpaa+jd//6kdMnRB6+e/X1u+gIDWRkpzwNOZUKBQhsnhxoLTRkaiSVAqFIgSGnJA5LmME+THJPFO2DilDC+0xCAPXDruKH+edz8aWr7h752KqHfqaJw52/NLP+zUfctfOe/BKH7eX3Mrw2GEhj/t+1Q4qu5r5yag5YVilfiYVZjNteC7//PRLnB5vSGMJIfjfRfO5dMEM3l62jWtve47SivowrXRwIaXk5Xc38bO7XiY2xsLj9y8Mi4jZdrCGrQdruOi4ScrjpVAMFBYuhCVLoKAAhAg8L1mi8mMUCoVuhpyQMQjBVcWz2NZymM9rS0MeTwjBD7JO49bRv6TD28n/7byXjc2bwrDSwUOts477dv+Olw69wvjE8dwz7rcUxIS+GfVJP3/fu4JR8RmcqLM4Qzi5/pSZNHbYeW3d9pDHEkLwk4VzeOC2c2hptXPNLc/x1Ctr8XqHjnfG7nBz18Pv8ed/fcaxU4fzjwcuYVh+aljG/uuHa0i0RXPOtP4JR1QoFEdh4UKoqAC/P/CsRIxCETH4hUAe8fD3wUHikBMyAAsKJpMfk8Sfdi3HH6JXpoeS+NH839jfkG3N4i9lf+ORfX+hzlkXlrEHKn7pZ1ntcn694y4OO6pZNOwabhzxUxKiEsIy/odVOznQ2cT/jD4ewwA4VZ86PJcpw3L456df4grRK9PDcdNG8MyfrmDerJE88eJqfnL78+yvbAzL2AMVv1/y0Re7WHjjP/ls7V5+snAO991yNrEx4WlYub60krX7Krl2/gxiovXnMykUCkVEsnQpFBaCwRB4Xrq0v1ekiAD8QiDgvx69LWaGpJCJMhi5ccyJ7Guv572q0E/Xe0ixJHN7ya2cl7uAne27uX37b3ip8pWIzJ057Kjmd3v+yHOVz1MSN4r7xt/N7NRZYQvj8UvJY3tXMCIujfnZJWEZM1SEEFx/8kzq27t488udYRs3Ic7KXb/4Iff+8izqGtq5+uZneea1dThdnrDNMVDYua+G625/nnv+/D4pSTE8es+FXLpgRtjuGyklj7y/mszEOH587ISwjKlQKBQRQ08vn4MHQcp/9/JRYkYRIj3C5fteCzdDqmrZkZyeM5Yn963mkV2fcVLWaGym8JzcRhmiODP7DOakzuaVqtd5v/ZDVjWu4Yzs05mXdgIWY3hOnfsDKSV7OvbySd1yNrVsJtoYzdVFVzAn9biw5yF8ULWD8o5GHpx27oDwxvQwoziPSYVZPLH8S86aOgarOXwNIufOGsnEMTk8uOQTljy/ilff/4ofnTqJM0+eQGpSaJXf+pv9lQ08/ep6lq/eQ0piDHfccBqnnjAWgyG81/ajLfvYXlnL3RecjKWX+/QoFArFoEP18lFEGEP2L71BCG6bcCpXrHyau7a8x++OOSesm/FEcyLXDruK+ekn8tKhV3ih8iVePfQaM1JmMCtlBmPiS0JqENmXOHwOVjeuZXn9Z1Q7qokxxnBG1umclnkKcVFxYZ+vxWXnge0fMSYxq996xxwNIQQ3/uA4rvrbK/zlgzXccvYJYR0/KSGGe28+m627qnj6tXU8+dIannp1HXNnFrPgtMlMKMkZNMnrLW1dfLpmH5+s3M32vdVYo6O4dMEMLl0wI6T+MEfjUFMrd7+6nDG56Zw5dWDdNwqFQjEgUL18FBHGkBUyANNTC/lpyVz+uvtzpqbkc0HRMWGfoyi2kNtKbuZAZwWf1H/KxuZNrGpcTUJUAjOSpzErZSZFMYUDbnPa4m5hW9sOtrVuY3vbTlx+F0UxhVzwfTr4AAAcUUlEQVRTdCUzUqZjNvRO7oHb5+X/rX+Jdo+Tf8y+BOMAFHvThudy4eyJPLviK0py0znzmPCHvk0ck8tDY86jsrqZtz7aynuf7WD56r1kpsVzwsxiZk0ZxsSSXKKi+q955bdhd7hZuaGMj1fuYuPWg/j8kuH5qVx3yRzOmj+B+Dhrr8zr8nj532feAwEPXvZDTMaBd98oFApFv6N6+Sh6iZ6Mc/GN1yS9G142pIUMwPWjjmdz0yEWb/uAsUnZjE3M6pV5imILuTb2Ki4vvIStrdtY17SeT+s/5+O6T0iMSqA4rpiRscWMiismz5bX594ah8/Bwa5KdrTvZFvrdg7aA6czyeYkjk2ZyZy048JSTvm7kFJy5+Z32NRUyYPTzmV0QmavzhcKt5x1AvvrmvntS8vISYpnyrCcXpknPzuZ/3flPK69+Di+WFfKR1/s4vUPtvDSO5uwRkcxdUIBxx4TEDU5mYkY+3gD397pZMfew2zbfZhtew6zu7QWj9dHZlo8F58znfnHjWZ4QWi9hILhd299zu6qev585VnkpoSn2IRCoVBEHIsXB3JijgwvU718FGHAIOV/JfbL7td7kyEvZAxC8PupP+Lcz5bwiw2v8OrcRcSbo3ttPrPBzLTkqUxLnkqX186mlq/Y1b6LfR2lfNm8EYBoQzTDY4eRZ8sl3ZJORnTgkWJOCVngOH1OWj1tVDtqOGQ/RKW9kkp7FfWuQB8TAwaK40ZwQe65TEicQK6170KZHtu7gncObePGknn8IHdcn8yplyiTkYcu/yGX/PlFfvavt3n+ZxeRl5rYa/NFW6I49YQxnHrCGBxON5u2H2LdV/tZ89V+Vm4o636PiWH5aRQXpTOiII0RhWlkpSeQmGAL2UNhd7g5XNtKVW0LVTWtVNW0sLus9usKayaTgVHDMjjvB5OZM6OYcSOzw57/cjTe3bSbV9Zu58p5U5k3bnifzKlQKBSDkp48mDvuCIST5ecHRIzKj1GEgW+Klr7YBYhQm0L2B1OnTpUbN24M65ibmw5x2cqnmJFWxKMzL8Ri7HuN1+RqYl9nGaUdpZR2llHjqMUj/125yiiMpJpTiDXFEm2Mxma0YjXZsBmtmA1mfNKPT3rxSz8+6cMrfTh9Dlo9bbS622jztOL0u/5jzgxLOvm2PPJseeTb8hgZV0yMKaav/+m8d2g7v9z4OmflTeCBMOcrAZQ8+giXT5rMbbOPD+u4lY2tXPzICyTFWHnuxgtJsPWeCP42pJQcONTE7rIayioaKK2op6yigc6uf19nISApwUZKUiwpiTEkJ9qIijJhMhowGQ0YTQaMhoDQ6bK76HK46bK76LS76LK7aWrppLn1P5NDkxJsFBelM7EklwklOZSMyCTaEr7CB8Gy+cBhfrLkdUpyM3jyuvN6JaRMCLFJSjk11HFC/b0VrnUoBja98fdNoVAoBjPf9fdvyHtkepicksf/Tf4hd371Ntesfo6Hpp9HWnTfVopKsaQwy5LCrJQZQKBPS6unjXpnPXWueuqc9TS4GujyduH0OWl2t+Dw2bH7HLj9bozC+F+PaIOFBHMCBTH5JEaNJzEqgQRzIhmWdHJtOViNvZOzoIXl1Xu4/au3OCYln3smnzng8oW+i/zURP50xZlc+/hr/PSJN/nr1WeTGNN3n6kQgmH5qf/RSFJKSV1DO+WVjdQ3dtDU0klTaxdNLV00tnSxv7IRj9eH1+fH6/Xh8/nx+vwA2KxmYm0WYmwWYm0W0pJjGVmUTm5WErlZieRmJpGTmdgryfpa+XjrPu588WPS42N58NIzVF6MQqFQKBRDDCVkjmBBwWTMBhO/3vw2Cz59nAenncv0tMJ+W49BGEg2J5FsTmI0393ZXko5qAQABNb8TPl6frf9I8Yn5fCXGT/G3A+esFCZOjyXP1zyA25d+gGX/PlF/nrNORSmJfXbeoQQZKYnkJmuLVdksNxDHq+Ph95dyXMrNzMhP5OHrziT1Pi+9yIOJoQQycBLQCFQAVwgpWz5xnvmAQ8f8dJo4EIp5ZtCiKeAE4C27p9dIaXc0svLVvQXS5eq0COFQjEoUEeY3+CHeeN56YRriI2ycOWqZ1iydyX+QRB+Nxg2oEdS0dnEVauf5YHtH3Fi1mieOu5ykiy2/l6WbuZPKOaJ686lze7kvD8+yxPLN+Dx+fp7WZoYDPdQTUs7V/ztFZ5buZmFcybx1E8vID1hcPfY6SNuA5ZLKYuB5d3f/wdSys+klJOklJOAEwE78PERb7m55+dKxEQwqmGiQqEYRAy+4+8+YGRCBq/OvZZfb36Hh3d9yldNh1h8zNmkWNSpb6i4/T6e3Leav+9dgcVo4reTzuCCwmMGVNNLvUwuyuHVX17KA298xiPvr+b9zXv57fnzmVjQO5Xwhhordu3njhc+wuPz88fLzuDUiSP7e0maqKpo5Oarnuiv6c8G5nZ//TTwOXDrd7z/POADKaX9O96jiERUw0SFQjGIUB6ZoxATZeHBaedy58TTWVNfzikf/5lHd39Ol8f1/caKb+WrpkoWfPo4f979GSdmjeLd+T/lwqKpESFieshIiOXhK87kz1eeRbvdyaV/eZF7X/uUDoe6b/Sy81Adix5/jZ8++RbpCbG8+IuLB52ICROpQoiNRzwWabDNkFLWAHQ/p3/P+y8EXvjGa4uFENuEEA8LISwa5v7/7d17cFxnfcbx76ObdbVsSVZ8ky07di7OzSkmt7Y0gAOG0pgUUpLxtGlpSzPTDFBgJlBPoSV1SycdWihMi4dAYWqgKUlKhgRyaUIDSUhiB8c4ke24vso3WVYcS5Zs3X79Y9dESWRdbElnz+r5zOzsnqOzR8/urLT77vu+v9fSxAsmmlmKuEdmCJJYtfAKrp6xkC+99Bhf2fK/rNvxHH92/m9y04JliVQ2S6Md7a3cte1J7t2zkVll1fzr1Tdz7cz8/iD69ovP5YpFDXzlx0/xnZ9t5LHN27n1uiv5nWVLKCuZ+OpeabSzpY2v/PgpHn7hZaaVl/Kp69/GTddcxpTidP7dzW2s485v/MkZ3/8fv/mnrUNVLZP0KDDY4kurR/N7JM0CLgEeGrD7M8BBoARYS6Y35/OjOa+lhBdMtEnCU8HyQzo/EUywhVV1fOnK32NT2z7+6aX/4Qu/fIi1W3/KjQvewvUNl7Kwqm74k0wynb3dPLzvJb6/+xdsOLKHkoJC/mjR1fz5hddSUZR8xauJUFFawu3vv5b3veUC/u7ex7njnsf45wee5D2Xn88NV1zERQ3npGJeykTq7u3l6W17+K+nN/FE005Ki4v5s+uu5JbfegtVZe4EGEpELD/dzyQdkjQrIg5kGyotQ5zq94D7Il6r/X6qNwc4KembwKfGJLTlHi+YaJPAqalgp17mp6aCgRszaeOGzChcWjOHb/7GH/DM4Z18e/szrN36U7629acsqprBu+ZcyLtmL+G8qfWT9sPpyb5enj+yhwebN/Pgvhfp7O1mfkUNn1jyTm6Yv5S6CS5nnSsuapjJf3z0Jjbs2Me9z2zm/vUvcffTm1g8q46Vb13CtUsWMq9u2qR93XR19/Dkll08smk7TzTtoONENzWVZXxk+ZXc9OuXUVfluWlj4H7gFuAL2esfDHHszWR6YH5lQCNIwPuBzeMV1BLmBRNtEsilqWDuGTo7XhDzLBzqOsYj+5t4eH8TG1r30E8wr6KG5bMvYFntPJbWNKS6EtdwIoJtx1p4suX/eKplB+tbd3Oyv5eywmJWzLmID8y/nF+rbciJD+jjtSDmmWjvOsmPNm7lv599kV/uOQjA7OlTufq8eVx13jyuWjxvQteimWj9/cGOliNs3HWAp7bu5mdbdtLV3cu08lLecfEill+6iKsWz6O4qDDpqEB+LIgpqRa4G5gH7AFujIg2ScuAWyPiT7LHNQJPAg0R0T/g/o8BM8gs1Lwxe5+OM34wdlq58v5mls8KCjJF+d5Igv7+N+8fL2/sGYJMB+jatW7MDDTU+58bMmOk9UQH/3NgCw/vb+LZw7vozX4GaKys5fKaBpbWzOWS6XNorKylrCh9cyQign2dR2l69SBbXj3IlqOH2PRKM60njwNwblUd19Qv5Jr6c3lrXWPODR/LpYbMQHtbj/LUtt08vW0Pz7y8h44T3Uhwwex6LpxTz/lzZnDB7BmcN7uOytL0Da2KCFrbj/PygSO8sPsAL+zaz6bdB2k/kSl+UFdVzjsvWcTySxaz7Ny5ObmoZT40ZCw9cvH9Lef5K20bpcbGwaeCzZ8Pu3ZNvhy5bqj3Pw8tGyN1pZV8aMEyPrRgGV29PWw+up+NbXvZeKSZnxzcxn17Xlt2YXZ5NQsr61hQVcfCqjrmlk+jvrSK+rKpVBeXJtaD0R/B4RPtNB8/SnPnKzR3HmXf8aPsOd7GtmOHaM9WbCtALKiq5er6hVw1YwHX1J/LzLKpiWROu4a6aXyobhofuuYyevv62bz3IE9v28OGHc08tnk79z772giehtpqzj2nljm1U5lTU529TGVuTTUVpck1HHv6+jhyrJNDxzo4dLSdPa1H2dnSxs6WV9jZ0kbHiW4g803Xopl1rLj8PC6bP4uljbMn9ZA6MxsDnuxgZyBXpoK5SODZc0NmHJQVFfPWuvm8tW4+kPlWevfxNra8epAd7a3sbD/Cjo5Wnt/1PJ19Pa+775SCIurLqqgvrWJaSTlTi0upKp6SvS6lvKiE0sJiSgoKKS4opKSgiOKCQgpVQBD0E0QE/ZG53dPfx4m+Hrp6e+js685c93ZzrKeLtpOdvNLdSdvJ47Sd7ORod+evepJOmVFaSUP5dH577iVcWD2TC6pnsnhqfSp7lXJdUWEBSxtns7RxNpB53bQcO87WfS1s2X+YLfta2NnyCs9s30tX9+tfN+VTipleUUZNZTnTK8qYXllGTUUZ5aUllJUUU15STGn2uqSokKLCAgokCiSUvQ6C3r5+unv76Onrp6evj57ePrq6e2jvOkn7iZO0d53kWFfm+kh7Jy3HOmjr6HxTF/051ZUsqK/hfW+5kAX1NSysr+GihnM8Yd/MxlYuTXaw1MiVqWAuEnj23JCZAJJorKylsbL2dfsjgoNdx9jf+SotJ9o5dOIYh7vaOXSinZYT7ew93kZ7zwmO9ZzgeG/3mGaaWlzK9JJyaqZU0FAxnUunz6FmSgUzy6Yyt2I6c8unMbt8mktMJ0gS51RXck51JW9bsvBX+yOCo8dPsK/tVZrbXmVf2zFa24/zSkcXr3R0cfjYcbbuP8zR412c7O0bszxFBQVUlU2hqmwKlaUl1E2tYMnceuqrKzOXqRXUV1fSUDst0R4iM5tE/JW2naFVq5Jv6+ZKz1Ca+VNqgiQxq7yaWeXVwx7bF/109Jyko+ck3f299PT30d3fl73upTf6KWDAN+zZ20UqpKyomLLCYsqLSigrLKG0sMjDeVJMEtMrM70uF88bbNmQ1/T29dPV3fO6y4meXvr7M712v+q9iyACSooKKSkqpLiwkOKiAkqKiphSXMTUsimUFvt1Y2Y5xl9pJ8ZTk85ervQMpVmiDRlJdwArgX4y6xr8YUTsTzJTripUAdUlZVSX5G81Kxt7RYWv9aKYmeUdf6WdCE9NGju50DOUZkmXCLozIi6NiKXAD4HPJpzHzMzM0mLVqkyt2vnzMxVF5s937doJMNTUJLOJlGiPTEQcG7BZAaSvFrSZmZklx19pTzhPTbJckfgcGUlrgD8AXgXennAcMzMzMxuCpyZZrhj3oWWSHpW0eZDLSoCIWB0RDcA64LYhzvMRSeslrT98+PB4xzYzMzOzQaxZk5mKNJCnJlkSxr1HJiKWj/DQ7wAPAJ87zXnWAmshs/Lx2KQzMzMzs9FwtS3LFUlXLVscES9nN68HtiSZx8zMzMyG56lJlguSniPzBUnnkym/vBu4NeE8ZmZmY8JLDJiZja+kq5Z9IMnfb2ZmNo7ujIi/ApD0UTJLDPgLOzOzMZL0OjJmE6KsuIjiAr/czWzieImBSWbdOmhshIKCzPW6dUknMst7SQ8tOyMbNmxolTRI4T/qgNaJznOW0pgZUpj7F1D3qZRlJoXPM/mXef5EBrH8MpIlBiR9BPgIwDzXr00nL3VvlghF5M8XRJLWR8SypHOMRhozQzpzO/PEcObBLVu2LNavX3/G95e0IW3P62Qg6VFg5iA/Wh0RPxhw3GeA0ogYtDLnKWf7OrGENDYOvrDK/Pmwa9dEpzHLK0O9/6WyR8bMzCwXjNUSA5ZyXureLBGeNGBmZjYOJC0esOklBvJZTc3g+z1U0Gxc5VuPzNqkA5yBNGaGdOZ25onhzGYZXmJgMli3Dtrb37y/uNhL3ZuNs7yaI2Nmlqs8R8ZGwnNkUuh082Nqa6E1bXVPzHLPUO9/HlpmZmZmdqZONw+mrW1ic5hNQnnXkJF0h6RNkjZKeljS7KQzDUfSnZK2ZHPfJ2la0pmGI+lGSS9K6peU098SS1ohaauk7ZI+nXSekZD0DUktkjYnnWWkJDVIelxSU/a18bGkMw1HUqmkZyW9kM38N0lnMrOUOd08GM+PMRt3edeQIbOS8qURsRT4IZmVlHPdI8DFEXEpsA34TMJ5RmIz8LvAE0kHGYqkQuCrwHuAJcDNkpYkm2pE/h1YkXSIUeoFPhkRFwJXAX+eguf6JPCOiLgMWAqskHRVwpnMLE3WrIHy8tfvKy/3/BizCZB3DZk0rqQcEQ9HRG928+fA3CTzjERENEXE1qRzjMAVwPaI2BER3cD3gJUJZxpWRDwBpGpcQkQciIjns7fbgSZgTrKphhYZHdnN4uwl5/9nmFkOWbUK1q7NrBkjZa7XrvVCmGYTIN+qlgEjW0k5h30Y+M+kQ+SROcDeAdvNwJUJZZk0JDUClwPPJJtkeNleuw3AIuCrEZHzmc0sx6xa5YaLWQJS2SMj6VFJmwe5rASIiNUR0QCsA25LNm3GcJmzx6wmMzxnXXJJXzOSzCmgQfb5G/dxJKkSuAf4+Bt6SHNSRPRlh6LOBa6QdHHSmczMzGx4qeyRSeNKysNllnQL8D7gnZEjNbFH8TznsmagYcD2XGB/QlnynqRiMo2YdRFxb9J5RiMijkr6CZm5SakpsmBmZjZZpbJHZihpXElZ0grgduD6iOhMOk+eeQ5YLGmBpBLgJuD+hDPlJUkC7gKaIuKLSecZCUkzTlUJlFQGLCcF/zPMzMwsDxsyZFZS3ixpE/AuIOdLwAJfAaqAR7Jlo/8t6UDDkXSDpGbgauABSQ8lnWkw2SIKtwEPkZl8fndEvJhsquFJ+i7wNHC+pGZJf5x0phH4deD3gXdkX8cbJb036VDDmAU8nv1/8RzwSET8MOFMZmZmNgKpHFo2lIj4QNIZRisiFiWdYbQi4j7gvqRzjEREPAg8mHSO0YiIm5POMFoR8TMGn5OUsyJiE5miBGZmZpYy+dgjY2ZmZmZmec4NGTOzPCfpRkkvSuqXtGyI41ZI2ippu6RPD9i/QNIzkl6W9J/Z+WZmZmaJckPGzCz/bQZ+F3jidAdk19P5KvAeYAlws6Ql2R//A/BPEbEYeAVIw5wtMzPLc27ImJnluYhoioitwxx2BbA9InZERDfwPWBlthrdO4DvZ4/7FvD+8UtrZmY2Mnk32d/MLBc1b93PJ9+e+JJWQ5kD7B2w3QxcCdQCR7MVAE/tnzPB2czMzN7EDRkzswlwqOPAQ1/8yefrzuIUpZLWD9heGxFrT21IehSYOcj9VkfED0Zw/sEqzsUQ+20cbNiwoVXS7jE4VR3QOgbnSYrzJyvt+SH9j8H5XzP/dD9wQ8bMbAJExIpxPv/yszxFM9AwYHsusJ/MG9E0SUXZXplT+20cRMSMsTiPpPURcdrCDrnO+ZOV9vyQ/sfg/CPjOTKWtyQ9Lum67O2/lfTlpDOZ5bDngMXZCmUlwE3A/RERwOPAB7PH3QKMpIfHzMxsXLkhY/nsc8BqSavILHr4FwnnMUuEpBskNQNXAw9Ieii7f7akBwGyvS23AQ8BTcDdEfFi9hS3A5+QtJ3MnJm7JvoxmJmZvZGHllneiognshWXPgFcGxF9khYCq4HqiPjg0Gcwyw8RcR9w3yD79wPvHbD9IPDgIMftIFPVzNJj7fCH5DTnT1ba80P6H4Pzj4AyowbM8o+kS4B7gNaIuOYNP/u+GzJmZmZm6eWhZZaXJM0C1gErgeOS3p1wJDMzMzMbQ27IWN6RVA7cC3wyIpqAO4C/TjSUmdkEk3SHpE2SNkp6WNLspDONhqQ7JW3JPob7JE1LOtNoSLpR0ouS+iWlpvqUpBWStkraLunTSecZLUnfkNQiaXPSWUZLUkO2UFFT9rXzsaQzjZakUknPSnoh+xj+Zlx/n4eW2WQiqRZYA1wHfD0i/j7hSGZm40LS1Ig4lr39UWBJRNyacKwRk/Qu4LGI6JX0DwARcXvCsUZM0oVAP/A14FMRsX6YuyROUiGwjcx7ZDOZaoY3R8RLiQYbBUlvAzqAb0fExUnnGY3saJJZEfG8pCpgA/D+lD3/AioiokNSMfAz4GMR8fPx+H2e7G+TSkQcAVLzRm5mdqZONWKyKkjZQqYR8fCAzZ/zWgnwVMiOCCDzuS41rgC2Zwt8IOl7ZIZop+aDdLbQT2PSOc5ERBwADmRvt0tqAuaQruc/yDQkAYqzl3H73+OhZWZmZnlK0hpJe4FVwGeTznMWPgz8KOkQk8AcYO+A7ebsPptg2cbY5cAzySYZPUmFkjYCLcAjETFuj8ENGTMzs5SS9KikzYNcVgJExOqIaCBT/OS2ZNO+2XD5s8esBnrJPIacMpL8KTNY91GqevLygaRKMlVXP/6GntVUiIi+iFgKzAWukDRuQ/w8tMzMzCylImL5CA/9DvAAmYWCc8Zw+SXdArwPeGfk4KTeUTz/adEMNAzYngvsTyjLpJSdV3IPsC4i7k06z9mIiKOSfgKsAMal+IJ7ZMzMzPKQpMUDNq8HtiSV5UxIWgHcDlwfEZ1J55kkngMWS1ogqQS4Cbg/4UyTRnai/F1AU0R8Mek8Z0LSjFMVBiWVAcsZx/89rlpmZmaWhyTdA5xPpnLWbuDWiNiXbKqRk7QdmAIcye76ecqqrt0A/AswAzgKbIyInF/TTNJ7gX8GCoFvRMSahCONiqTvAtcCdcAh4HMRcVeioUZI0m8APwV+SebvFuAvI+LB5FKNjqRLgW+Ref0UAHdHxOfH7fe5IWNmZmZmZmnjoWVmZmZmZpY6bsiYmZmZmVnquCFjZmZmZmap44aMmZmZmZmljhsyZmZmZmaWOm7ImJmZmZlZ6rghY2ZmZmZmqeOGjJmZmdkkJ+lxSddlb/+tpC8nnclsOEVJBzAzMzOzxH0O+LykeuBy4PqE85gNSxGRdAYzMzMzS5ik/wUqgWsjol3SQmA1UB0RH0w2ndmbeWiZmZmZ2SQn6RJgFnAyItoBImJHRPxxssnMTs8NGTMzM7NJTNIsYB2wEjgu6d0JRzIbETdkzMzMzCYpSeXAvcAnI6IJuAP460RDmY2Q58iYmZmZ2ZtIqgXWANcBX4+Iv084ktnruCFjZmZmZmap46FlZmZmZmaWOm7ImJmZmZlZ6rghY2ZmZmZmqeOGjJmZmZmZpY4bMmZmZmZmljpuyJiZmZmZWeq4IWNmZmZmZqnjhoyZmZmZmaWOGzJmZmZmZpY6/w+ps9vIbHBQJwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Lambda function, f, the unknown function we are trying to predict\n", + "f = lambda xi,xj: np.sin(xi) * np.sin(xj)\n", + "\n", + "# Our test grid\n", + "[Xi, Xj] = np.meshgrid(np.linspace(-np.pi, np.pi, 50), np.linspace(-np.pi, np.pi, 50))\n", + "\n", + "# Number of samples [YOU CAN PLAY AROUND WITH THE NUMBER OF RANDOM SAMPLES TO SEE HOW THE FIT IS AFFECTED]\n", + "num_measurements = 50\n", + "\n", + "# Random sample locations (2-D)\n", + "X2 = np.random.uniform(-np.pi, np.pi, (num_measurements, 2))\n", + "\n", + "# Setup plot enviornment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "plt.subplot(121)\n", + "# Show true function\n", + "plt.contour(Xi, Xj, f(Xi,Xj))\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.colorbar()\n", + "plt.title(\"$f(x_1,x_2)$\"), plt.axis(\"square\")\n", + "\n", + "# Our observations, y = 1 if [f(x1,x2) + epsilon > 0]otherwise 0\n", + "y = np.array(f(X2[:,0], X2[:,1]) + 0.01*np.random.randn(num_measurements) > 0, dtype=np.int)[:, None]\n", + "\n", + "plt.subplot(122)\n", + "# Show sample locations\n", + "plt.plot(X2[np.where(y == 0),0], X2[np.where(y == 0),1],'bo') # Plot 0 class\n", + "plt.plot(X2[np.where(y == 1),0], X2[np.where(y == 1),1],'ro') # Plot 1 class\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\"), plt.axis(\"square\")\n", + "plt.title(\"Samples (blue = 0, red = 1)\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2\n", + "\n", + "(a) Fit a Gaussian process to the observation data for the 2-D classification example, using a Bernoulli likelihood. Try and recover the probability surface for the Bernoulli distribution over input space `Xnew2`.\n", + "\n", + "_Remember from Lab 1 that we need to reshape our output into a grid the same shape as our inputs: e.g._ `mean2.reshape(Xi.shape)`\n", + "\n", + "(b) Find a decision boundary and plot it over the input space `Xnew2` along with the samples. What do you think of the decision boundary? Does it capture the rules of the classifier?\n", + "\n", + "(c) As mentioned before, the mean of a Bernoulli distribution is $p$. The variance is defined by $p(1-p)$. Plot the variance of your GP likelihood fit and comment on how it might reflect the uncertainty in the predicted classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "feca86a70c9c4402b33ea9ffc1f0b6b8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(VBox(children=(IntProgress(value=0, max=200), HTML(value=''))), Box(children=(HTML(value=''),))…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 2D isotropic RBF will do (see Lab 1)\n", + "k = GPy.kern.RBF(2, active_dims=[0, 1])\n", + "\n", + "# Bernoulli likelihood\n", + "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", + "\n", + "# We'll use Laplace approximation here\n", + "m = GPy.core.GP( # Note that we are using the core GP model here, which allows us \n", + " X2, y, # .. to tailor the inference and likelihood, instead of the default\n", + " kernel = k, # .. GP regression model used previously\n", + " inference_method = GPy.inference.latent_function_inference.Laplace(), # Laplace approximation for inference\n", + " likelihood = B_dist\n", + ")\n", + "\n", + "m.optimize(messages=True, max_iters=200)\n", + "\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# We plot the latent function without the likelhood\n", + "# This is equivalent to predict_noiseless in the previous lab\n", + "mean2, Cov2 = m.predict(Xnew2, include_likelihood=False, full_cov=True)\n", + "\n", + "# We will also predict the median and 95% confidence intervals of the likelihood\n", + "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)\n", + "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", + "\n", + "# Prepare figure environment\n", + "plt.figure(figsize=(18,6))\n", + "\n", + "####\n", + "plt.subplot(121)\n", + "\n", + "# # Plot the median of the predicted likelihood\n", + "plt.pcolor(Xi, Xj, prob.reshape(Xi.shape)) # (a)\n", + "plt.contour(Xi,Xj,quantiles[0].reshape(Xi.shape)) # (b)\n", + "\n", + "# plt.plot(X, y, \"kx\", mew=2)\n", + "plt.plot(X2[np.where(y == 0),0],X2[np.where(y == 0),1],'bo')\n", + "plt.plot(X2[np.where(y == 1),0],X2[np.where(y == 1),1],'ro')\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.axis(\"square\")\n", + "plt.title(\"Mean of Bernoulli likelihood representing the classifier\")\n", + "plt.colorbar();\n", + "\n", + "#====\n", + "plt.subplot(122)\n", + "# We can extract the variance from our mean function estimation of the Bernoulli distribution. \n", + "plt.pcolor(Xi, Xj, (prob*(1.-prob)).reshape(Xi.shape)) # (c)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Variance of classifier\")\n", + "plt.axis(\"square\")\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Note that our latent function f is not really possible to be replicated, because the classifier does not discriminate the nature of postive or negative f. The key thing we would like to approximate is a decision boundary in classifier space. The shape of the mean likelihood well approximates the properties of the classifier.\n", + ">\n", + "> It is clear that the decision boundary defined by the median is a pretty good fit for the classifier, though we might use other quantiles to bound our confidence in the decision.\n", + ">\n", + "> The variance generally corroborates our interpretation, with the greatest uncertainty appearing along the decision boundary and along the edges of the plots where there is less information. We were to extrapolate the classifier beyound the bounds of the input space, we would find the variance explodes, as in the case with standard regression." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 4. Sparse Gaussian Processes\n", + "\n", + "The non-parametric formulation that characterises Gaussian processes makes the cost of inference prohibitive when the number of data observations is large. The computational cost of inference is $\\mathscr{O}(N^3)$, where $N$ is the number of observations, for full GP regression, as a result of matrix inversions required to calculate the posterior. In order to deal with this, an augmentation of the GP regression model called _sparse GPs_ aims to use a small set of _inducing variables_ to approximate the probability space. The driving idea is to find a posterior over the smaller set of $M (\\ll N)$ inducing variables instead of over $N$ training points to reduce the computational requirements. The challenge, then, is to find the set of inducing variables and model parameters that best approximate the full GP.\n", + "\n", + "In the following example, we will explicitly be working with Gaussian likelihoods again, to introduce the concept of sparse approximation in a simple setting. It is possible to extend sparse GPs to non-Gaussian likelihoods, which we will discuss at the end of this notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Full versus Sparse Gaussian Process Regression\n", + "\n", + "In the following example, we will simulate some observations sampled from a GP, and compare the results of sparse and full regression.\n", + "\n", + "First we will generate $N=50$ samples from a GP:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# This is important for reproducing the latent function\n", + "np.random.seed(40918)\n", + "\n", + "# The covariance in the latent function is an RBF with l=0.2\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1)\n", + "\n", + "# Create a smooth GP latent function\n", + "X = np.sort(np.random.rand(50, 1), 0)\n", + "y = np.random.multivariate_normal(np.zeros(50), k.K(X,X) + 0.01*np.eye(50))[:, None]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While $N=50$ is not a _huge_ number of data, this example will show that we can get a reasonably accurate fit with only a small number of inducing variables, $M=3$. This will reduce the complexity of full GP regression, $\\mathscr{O}(N^3)$, to $\\mathscr{O}(NM^2)$, which is clearly a useful reduction in computational requirements – even in this basic example, we can see $450 \\ll 125000$.\n", + "\n", + "We make use of the `SparseGPRegression` model which, like the `GPRegression` model, has sensible defaults that we don't need to worry about for this example. The `SparseGPRegression` assumes a Gaussian likelihood and uses exact Gaussian inference. We could also define these explicitly using `core.SVGP`, which is the sparse equivalent of `core.GP` that we used above, allowing us to define the inference method, and likelihood." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Our sample space for predictions from the posterior\n", + "Xnew = np.linspace(-0.1, 1.1, 1000)[:, None]\n", + "\n", + "# The covariance we used to generate the samples (assumed)\n", + "k = GPy.kern.RBF(1, variance=1., lengthscale=0.1)\n", + "\n", + "# Prepare figure enviroment\n", + "plt.figure(figsize=(18, 6))\n", + "\n", + "plt.subplot(121)\n", + "## First we fit with full GP regression \n", + "m = GPy.models.GPRegression(X, y, kernel=k)\n", + "m.Gaussian_noise.variance = 0.01\n", + "\n", + "# Note we don't even optimise the hyperparameters because they are known here\n", + "mean_full, Cov_full = m.predict(Xnew, full_cov=True)\n", + "\n", + "# We plot our regression fit of the likelihood\n", + "plot_gp(Xnew, mean_full, Cov_full, training_points=(X, y))\n", + "plt.title(\"Full GP regression\")\n", + "\n", + "\n", + "plt.subplot(122) \n", + "## Next, we define M=3 inducing points randomly within the sample space\n", + "Z = np.random.rand(3, 1)\n", + "\n", + "# We fit with sparse GP regression using randomly assigned inducing variables\n", + "m = GPy.models.SparseGPRegression(X, y, Z=Z, kernel=k)\n", + "m.Gaussian_noise.variance = 0.01\n", + "m.Gaussian_noise.fix() # We fix the Gaussian observation noise\n", + "\n", + "# We will not optimise any of the hyperparameters again\n", + "mean_sparse_rand, Cov_sparse_rand = m.predict(Xnew, full_cov=True)\n", + "\n", + "# Plot the posterior of the likelihood fit using a sparse GP\n", + "plot_gp(Xnew, mean_sparse_rand, Cov_sparse_rand, training_points=(X, y))\n", + "# Plot the randomly assigned inducing variables\n", + "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'b^', mew=3)\n", + " \n", + "## We are now going to optimise the model\n", + "# We will optimise the inducing point locations and the \n", + "# .. kernel hyperparameters with respect to each other (remember the noise is fixed)\n", + "m.optimize()\n", + "\n", + "# We predict the optimised sparse GP fit\n", + "mean_sparse_opt, Cov_sparse_opt = m.predict(Xnew, full_cov=True)\n", + "\n", + "# We plot our new mean\n", + "plot_gp(Xnew, mean_sparse_opt, Cov_sparse_opt)\n", + "# Plot optimised inducing variable locations\n", + "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'y^', mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlim((-0.1, 1.1)), plt.title(\"Sparse GP regression with 3 inducing variables\")\n", + "plt.legend(labels=[\"sparse fit\", \"sample points\", \"random inducing locations\", \"optimised sparse fit\", \"optimised inducing locations\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With such a small number of data points, it's clearly a better option to use full Gaussian process regression here. However, our optimised sparse GP fit produces a sufficiently good fit of the data considering the small ($M=3$) number of inducing variables used. It should be clear that when we have a substantially larger number of data points $N$, using sparse GPs will provide a scalable solution when it is no longer feasible to calculate the full GP." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Longer Example\n", + "\n", + "In the next example, we will try and use sparse GPs to approximate an unknown function for which we have a large number of (noisy) observations.\n", + "\n", + "Consider the function\n", + "$$\n", + " f(x) = \\sin(2\\pi x) + \\sin(25\\pi x) + \\sin(5\\pi x) + \\sin(11\\pi x)\n", + "$$\n", + "\n", + "We have a large number of observations, $N=5000$:\n", + "\n", + "$$\n", + " \\mathbf{y} = f(\\mathbf{X}) + \\varepsilon,\n", + "$$\n", + "\n", + "and for now, we will assume a Gaussian likelihood: $\\varepsilon \\sim \\mathcal{N}(0, \\sigma^2)$" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# True latent function\n", + "f = lambda x: sum([np.sin(w*np.pi*x) for w in [2, 25, 5, 11]])\n", + "\n", + "N = 5000 # large number of observations\n", + "\n", + "# Random sample locations\n", + "X = np.sort(np.random.rand(N)[:,None])\n", + "# N noisy observations of the latent function with variance 0.01\n", + "y = f(X) + 0.1*np.random.randn(N, 1)\n", + "\n", + "#== Plot samples\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Plot points (since there's a lot we make them slightly transparent)\n", + "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x$\"), plt.ylabel(\"$y$\")\n", + "plt.legend(labels=[\"%d observations\" % N]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clearly, if we tried to fit full GP regression to this, we would face some problems with the sheer computational resources required for matrix inversion in the Gaussian process equations.\n", + "\n", + "We will use a sparse GP with a small number of inducing points, $M=20$, to try and fit the function. Given the large number of points, we will make some adjustments of the optimiser. We will cap the number of iterations to save time in the lab. These options are given to the `m.optimize()` function. We also add a small amount ($\\sigma^2=10^{-6}$) of white noise to our kernel function to avoid any ill-posedness that may occur in the matrix calculations." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "83fed375b4ee40ac85143c304f2cccbc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(VBox(children=(IntProgress(value=0, max=2500), HTML(value=''))), Box(children=(HTML(value=''),)…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: sparse gp
\n", + "Objective: 5374.374362107151
\n", + "Number of Parameters: 24
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
sparse_gp. valueconstraintspriors
inducing inputs (20, 1) fixed
sum.rbf.variance 1.5853152829041486 +ve
sum.rbf.lengthscale 0.057943535082237894 +ve
sum.white.variance 1e-06 +ve fixed
Gaussian_noise.variance 0.48919547954686915 +ve
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of inducing variables\n", + "M = 20\n", + "\n", + "# We define M inducing variables sampled uniformly throughout our input space\n", + "Z = np.linspace(0., 1., M)[:, None]\n", + "\n", + "# We assume the covariance to be an RBF, and add a white noise term for numerical stability\n", + "k = GPy.kern.RBF(1, lengthscale=0.05, name=\"rbf\") + GPy.kern.White(1, name=\"white\")\n", + "\n", + "# Define a sparse GP with Gaussian likelihood\n", + "m = GPy.core.SparseGP(\n", + " X, y, Z,\n", + " kernel = k,\n", + " likelihood = GPy.likelihoods.Gaussian(),\n", + " inference_method = GPy.inference.latent_function_inference.FITC()\n", + ")\n", + "\n", + "# We define the white noise variance to 10^-6 and fix this\n", + "m.kern.white.variance = 1.e-6\n", + "m.kern.white.fix()\n", + "\n", + "# We will also fix the inducing points\n", + "m.Z.fix()\n", + "\n", + "# We limit the number of iterations here, to limit the maximum runtime\n", + "# .. We will also allow the optimiser to print progress messages while it is running\n", + "m.optimize(max_iters=2500, messages=1)\n", + "\n", + "# Preview our sparse GP model\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We create a prediction space defined over the observation space\n", + "Xnew = np.linspace(0., 1., 2000)[:, None]\n", + "\n", + "# We predict a likelihood free estimate of our latent functon\n", + "mean, Cov = m.predict(Xnew)\n", + "\n", + "# Set up figure environment\n", + "plt.figure(figsize=(18, 6))\n", + "\n", + "# Plot the sparse GP prediction\n", + "plot_gp(Xnew, mean, Cov)\n", + "\n", + "# Plot observations\n", + "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", + "\n", + "# Plot inducing variable locations\n", + "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlim((0., 1.))\n", + "plt.title(\"Sparse GP with uniform inducing variables\")\n", + "plt.legend(labels=[\"GP fit\", \"Observations\", \"Inducing points\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3\n", + "\n", + "(a) How do you feel about the fit? Based on what you learned in the Lab 1, what changes might you make to the kernel used?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "scrolled": true + }, + "source": [ + "> The fit follows the trend and is generally quite good, although it does not capture the periodicity. We could use a periodic kernel to try and capture the peaks." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e8fa604f67714183b6b25fe08907a131", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(VBox(children=(IntProgress(value=0, max=10000), HTML(value=''))), Box(children=(HTML(value=''),…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "M = 20\n", + "\n", + "Z = np.linspace(0., 1., M)[:, None]\n", + "\n", + "k = GPy.kern.RBF(1, lengthscale=0.05, name=\"rbf\") \\\n", + " + GPy.kern.StdPeriodic(1, period=1) * GPy.kern.RBF(1, name=\"rbf\") \\\n", + " + GPy.kern.White(1, name=\"white\")\n", + "\n", + "m = GPy.core.SVGP(\n", + " X, y, Z,\n", + " kernel = k,\n", + " likelihood = GPy.likelihoods.Gaussian()\n", + ")\n", + "\n", + "m.kern.white.variance = 1.e-6\n", + "m.kern.white.fix()\n", + "\n", + "m.optimize(max_iters=10000, messages=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Samples from posterior of sparse GP fit of latent function')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.linspace(0., 1.5, 2000)[:, None]\n", + "\n", + "mean, Cov = m.predict(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(18, 14))\n", + "\n", + "plt.subplot(211)\n", + "# Plot the sparse GP prediction\n", + "plot_gp(Xnew, mean, Cov[:,:,0])\n", + "\n", + "# Plot observations\n", + "plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", + "\n", + "# Plot inducing variable locations\n", + "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'k^', mew=3)\n", + "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlim((0., 1.5)), plt.ylabel(\"$y$\")\n", + "plt.title(\"Sparse GP with uniform inducing variables\")\n", + "plt.legend(labels=[\"GP fit\", \"Observations\", \"Original inducing variables\", \"Optimised inducing variables\"])\n", + "\n", + "## Samples\n", + "mean, Cov = m.predict_noiseless(Xnew, full_cov=True)\n", + "samples = np.random.multivariate_normal(mean[:,0], Cov[:,:,0], 25)\n", + "\n", + "plt.subplot(212)\n", + "# Plot random samples drawn from GP posterior (Without likelihood noise)\n", + "for z in samples:\n", + " plt.plot(Xnew, z, \"g-\", alpha=0.2)\n", + "\n", + "# Plot observations\n", + "#plt.plot(X, y, 'k.', mew=0.1, alpha=0.5)\n", + "\n", + "# Plot inducing variable locations\n", + "plt.plot(Z, [plt.ylim()[0] for _ in Z], 'k^', mew=3)\n", + "plt.plot(m.Z, [plt.ylim()[0] for _ in m.Z], 'rv', mew=3)\n", + "\n", + "# Annotate plot\n", + "plt.xlim((0., 1.5)), plt.xlabel(\"$x$\"), plt.ylabel(\"$f$\")\n", + "plt.title(\"Samples from posterior of sparse GP fit of latent function\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Stochastic Variational Inference for GPs on Big Data with Non-Gaussian Likelihood\n", + "In the case of sparse regression of functions with a Gaussian likelihood, it is a relatively straightforward computation to calculate the posterior of a GP fit. However, for sparse approximation of non-Gaussian likelihoods, we must rely on sampling or quadrature methods to approximate the expectations. Luckily, with `GPy`, we can perform these approximations using a combination of the same routines that we have used previously.\n", + "\n", + "We will first load up a dataset for a binary classification problem in 2-D. The data has a large number of observations, occuring in a complex geometry. We use the _Banana_ dataset as our classification problem. By default, the categories are labeled $-1$ and $1$, but we will map these to $[0, 1]$ so we can model the classification problem with a Bernoulli likelihood.\n", + "\n", + "Data Source: _J. Alcalá-Fdez, A. Fernandez, J. Luengo, J. Derrac, S. García, L. Sánchez, F. Herrera. KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework. Journal of Multiple-Valued Logic and Soft Computing 17:2-3 (2011) 255-287_" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Load data from file, make sure banana.csv is in the same directory as this notebook\n", + "data = np.genfromtxt('../.resources/banana.csv', delimiter=',')\n", + "\n", + "# Dimension of data\n", + "D = data.shape[1]-1\n", + "\n", + "# Seperate our data (input) from its corresponding label output\n", + "# .. note we have to rescale from [-1,1] to [0,1] for a Bernoulli distribution\n", + "X, y = data[:,:D], (0.5 + data[:,-1]/2)[:, None]\n", + "\n", + "# We will plot our data as well\n", + "plt.figure(figsize=(8,8))\n", + "\n", + "# Plot 0 class in blue\n", + "plt.plot(X[np.where(y == 0),0],X[np.where(y == 0),1], 'bo', mew=0.5, alpha=0.5)\n", + "# Plot 1 class in red\n", + "plt.plot(X[np.where(y == 1),0],X[np.where(y == 1),1], 'ro', mew=0.5, alpha=0.5)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + "plt.title(\"Banana Dataset (red=1, blue=0)\")\n", + "plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, we are going to use a variational sparse GP framework, where we approximate the likelihood with a _variational distribution_. For problems with a large number data, even sparse approximations can still have trouble scaling. A recent extension, particularly for classification of large data sets with GPs is using _stochastic variational inference_ for sparse GPs$^1$.\n", + "\n", + "Given a large number of data, $N$, stochastic inference utilises some randomly selected _mini-batch_ of size $B$, over which we approximate the variational evidence lower bound as a noisy subsample, with the mini-batch sizes reducing much of the computational cost.\n", + "\n", + "We will use our sparse GP framework with the `core.SVGP` object in `GPy`. For now, we will just use an anisotropic `RBF` kernel with some fixed white noise, again $\\sigma^2=10^{-6}$. We use a Bernoulli likelihood with a probit link function, as in our previous examples, though we alternatively could try a sigmoid, or other link functions for this problem.\n", + "\n", + "Because we are using a sparse approximation, we are already making approximating the likelihood using a variational model. As a result, we don't need to specify our inference model, such as Laplace approximation. We will also use the density information to guide our inducing variable locations: we fit $k$-means and take the centroids as _fixed_ locations to save the optimiser some work. For now, we will use $M=8$ inducing variables.\n", + "\n", + "The final things to consider are the size of our mini-batches, i.e. the number of samples we take from our data during each iteration, and the choice of optimiser: we want a stochastic optimiser, and in this example we will use Adadelta.\n", + "\n", + "$^1$ Hensman, J., Matthews, A.G.d.G. and Ghahramani, Z., 2015. [_Scalable variational Gaussian process classification_](https://arxiv.org/abs/1411.2005)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from scipy.cluster.vq import kmeans\n", + "\n", + "# Number of inducing points\n", + "M = 8\n", + "\n", + "# Our initial inducing points, assigned with k-means\n", + "Z = 1. * kmeans(X, M)[0]\n", + "\n", + "# We use a 2-D anisotropic RBF kernel here, to allow us different lengthscales in each direction\n", + "k = GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6)\n", + "\n", + "# Bernoulli likelihood\n", + "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", + "\n", + "# size of minibatch\n", + "batchsize = 10\n", + "\n", + "# Fit a sparse variational Gaussian process our data, inducing points and a Bernoulli likelihood\n", + "m = GPy.core.SVGP(\n", + " X, y, Z,\n", + " kernel=GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6),\n", + " likelihood=B_dist,\n", + " batchsize=batchsize\n", + ")\n", + "\n", + "# We will fix the white noise of our kernel to 10^-6\n", + "m.kern.white.fix();\n", + "\n", + "# Fix the inducing inputs to the kmeans initialised locations\n", + "m.Z.fix();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Stochastic Optimisation\n", + "\n", + "Whereas previously we have used deterministic optimisers to optimise the parameters, here we will make use of a stochastic optimiser that will take minibatches of the data. In this example, we will use `Adadelta`:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from climin import Adadelta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cell contains some utilities for showing the optimiser. We create a widget for jupyter, and create a callback function that the optimiser will execute during each iteration, until the callback returns `True`." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "## This is a small utility for giving realtime output of the optimiser\n", + "import ipywidgets\n", + "\n", + "logpy = ipywidgets.Label(align='right')\n", + "prog = ipywidgets.FloatProgress(value=0., min=0., max=1.)\n", + "progress_widget = ipywidgets.HBox([prog, ipywidgets.Label(\"obj : \"), logpy])\n", + "\n", + "def write_out(*v):\n", + " ''' writes progress and loss to the widget '''\n", + " prog.value, logpy.value = v\n", + "\n", + "max_iter = 2000\n", + "# callback during each optimisation step\n", + "def callback(i):\n", + " ''' callback during each optimisation step: prints progress and loss, and exits after max_iterations'''\n", + " write_out(i['n_iter']/max_iter, str(-m.log_likelihood()))\n", + " if i['n_iter'] > max_iter:\n", + " return True # when True is returned, the optimiser will stop\n", + " return False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now set up and execute the optimiser to minimise the objective function of the model: the negative log-likelihood." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6f86316a1625453896f832ac2be7a413", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=1.0), Label(value='obj : '), Label(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: SVGP
\n", + "Objective: 1698.928458320907
\n", + "Number of Parameters: 64
\n", + "Number of Optimization Parameters: 47
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
SVGP. valueconstraintspriors
inducing inputs (8, 2) fixed
sum.rbf.variance 0.3945072019947738 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (36, 1)
q_u_mean (8, 1)
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the progress widget\n", + "display(progress_widget)\n", + "\n", + "# Initialise optimiser with model parameters and gradients\n", + "opt = Adadelta(m.optimizer_array, m.stochastic_grad)\n", + "\n", + "# Minimise negative log likelihood until callback returns True (i.e. after max_iter runs) \n", + "_ = opt.minimize_until(callback)\n", + "\n", + "# Print final model\n", + "display(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We want to look at the classifer created by our regression fit. The best way to do this is to model the probability surface of the Bernoulli likelihood. This is defined as our latent function approximated through the probit transform, and serves as a good representation of classifer. We will also plot the _median_ of the Bernoulli likelihood, as we did in the 1-D example, which gives us a good point estimate of a decision boundary.\n", + "\n", + "Remember, we can calculate the variance of a Bernoulli distribution with $p(1-p)$, where $p$ is our squashed mean latent function that serves as the probability of the likelihood.\n", + "\n", + "We will define a prediction space over $[-3, 3] \\times [-3, 3]$:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "Xi, Xj = np.meshgrid(np.linspace(-3., 3., 100), np.linspace(-3., 3., 100))\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# Predict the mean of the likelihood, which serves as our Bernoulli probability\n", + "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", + "# Define a decision boundary by finding the median (the point where the probability switches between >0.5 and <0.5)\n", + "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will create a utility plot tool to speed up plotting results:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def plot_2d_decision(Xi, Xj, prob, quantiles):\n", + " # Create our figure environment\n", + " plt.figure(figsize=(18,6))\n", + "\n", + " #### We plot first the probability of our Bernoulli likelihood\n", + " plt.subplot(121)\n", + "\n", + " # Plot the mean likelihood\n", + " plt.contourf(Xi, Xj, prob.reshape(Xi.shape))\n", + " # Plot the median of the predicted likelihood\n", + " plt.contour(Xi, Xj, quantiles[0].reshape(Xi.shape))\n", + "\n", + " # Plot the data points\n", + " plt.plot(X[np.where(y == 0),0],X[np.where(y == 0),1],'bo', mew=0.5, alpha=0.2)\n", + " plt.plot(X[np.where(y == 1),0],X[np.where(y == 1),1],'ro', mew=0.5, alpha=0.2)\n", + "\n", + " # Plot the inducing variables\n", + " plt.plot(Z[:,0], Z[:,1],'k^')\n", + "\n", + " # Annotate plot\n", + " plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + " plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3))\n", + " plt.title(\"Mean of Bernoulli likelihood representing the classifier\")\n", + " plt.colorbar();\n", + "\n", + " #### We will also plot the variance of the classifer\n", + " plt.subplot(122)\n", + " # We can extract the variance from our mean function estimation of the Bernoulli distribution. \n", + " plt.pcolor(Xi, Xj, (prob*(1.-prob)).reshape(Xi.shape))\n", + "\n", + " # Annotate plot\n", + " plt.xlabel(\"$x_1$\"), plt.ylabel(\"$x_2$\")\n", + " plt.title(\"Variance of classifier\")\n", + " plt.axis(\"square\"), plt.xlim((-3, 3)), plt.ylim((-3, 3))\n", + " plt.colorbar();" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_2d_decision(Xi, Xj, prob, quantiles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4\n", + "\n", + "(a) In the above example, we preset the number of inducing points to $M=8$ and fixed their positions to the centroids of a $k$-means clustering. Try experimenting with using random initialisation, optimisation of inducing point locations, and changing the number of inducing points. How does this affect the accuracy of the model, and the time it takes to infer a posterior?\n", + "\n", + "(b) How does the size of the minibatch affect the results ?" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from scipy.cluster.vq import kmeans\n", + "\n", + "# Number of inducing points\n", + "M = 12\n", + "\n", + "# Our initial inducing points, assigned with k-means\n", + "Z = 1. * kmeans(X, M)[0]\n", + "\n", + "# We use a 2-D anisotropic RBF kernel here, to allow us different lengthscales in each direction\n", + "k = GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6)\n", + "\n", + "# Bernoulli likelihood\n", + "B_dist = GPy.likelihoods.Bernoulli(gp_link=probit)\n", + "\n", + "# size of minibatch\n", + "batchsize = 100\n", + "\n", + "# Fit a sparse variational Gaussian process our data, inducing points and a Bernoulli likelihood\n", + "m = GPy.core.SVGP(\n", + " X, y, Z,\n", + " kernel=GPy.kern.RBF(D, active_dims=[0, 1], ARD=True) + GPy.kern.White(D, variance=1.e-6),\n", + " likelihood=B_dist,\n", + " batchsize=batchsize\n", + ")\n", + "\n", + "# We will fix the white noise of our kernel to 10^-6\n", + "m.kern.white.fix();" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6f86316a1625453896f832ac2be7a413", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, max=1.0), Label(value='obj : '), Label(value='1698.928458320907')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: SVGP
\n", + "Objective: 1151.8026530793013
\n", + "Number of Parameters: 118
\n", + "Number of Optimization Parameters: 117
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
SVGP. valueconstraintspriors
inducing inputs (12, 2)
sum.rbf.variance 1.8090957497474045 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (78, 1)
q_u_mean (12, 1)
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the progress widget\n", + "display(progress_widget)\n", + "\n", + "# Initialise optimiser with model parameters and gradients\n", + "opt = Adadelta(m.optimizer_array, m.stochastic_grad)\n", + "\n", + "# Minimise negative log likelihood until callback returns True (i.e. after max_iter runs) \n", + "_ = opt.minimize_until(callback)\n", + "\n", + "# Print final model\n", + "display(m)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAGFCAYAAAB5dEmAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9eZwk2VXf+z2x5FJZW9fS+zKrRqOZ0WJtIAQakEASiyQbg9hksRmMwRgjnjEyD4RYjTF++AEPBAgQSAgwhidWSdgIgYU0M0Kzj0Yz0zPdXd1dXdW1V+UWy/UfEVV5IzozK2vv6jrf/tSnb8a9EXHjRmTGPRG/c44YY1AURVEURVEURVEUZXdw9roDiqIoiqIoiqIoinKQUENcURRFURRFURRFUXYRNcQVRVEURVEURVEUZRdRQ1xRFEVRFEVRFEVRdhE1xBVFURRFURRFURRlF1FDXFEURVEURVEURVF2ETXEdxgR+QIReUpElkXkLXvdn60gIh8TkW9Py98sIn9v1S2LyC09rPeNIvIRq86IyG2b6MtvichPpOUvFJEnrbrnROR1G93mJvrwLhH53Z3ez/WOiPyliLx9l/a142MuIjel16W3Q9t/p4j8uvX5n4rIhfQ79BIReUxE7t2JfSuKoigbQ0ROp7/P7l73pRdEpCwifyoiCyLyhxtcd1Nzsh63nZ//ZebHuzmXUJTrhX1niKdGVlNExnLLH0x/QG7am5515N3ALxpj+o0xf5KvTI+nlv4QzYnIn4vIqT3o55ZIj+9sD+3eb4z5sm3e998ZY+7Yzm0q7WlnCBtj3miM+e0d2Ne9IjKx3dvda4wxP2WM+XZr0c8B35N+hz5jjLnLGPOxPeqeoijKvkVEPiwi726z/M0iMrmZB6zGmPPp73O0Pb3ccf45cAQYNcZ8zV53ZpU287/M/Hin5hKKcj2z7wzxlGeBr1/9ICL3AOW9605XzgCPrdPmq4wx/cAx4Arw/25mRzv1Bk/ZOtt9bvRc31D08huxLnpNKIqi8FvA20REcsvfBrzfGBNuZGP79Hf1DPC5jR7rHqD3PuXAs18N8d8B/oX1+e3A++wGIlIUkZ8TkfMickVEfkVEymndIRH5MxGZTt9C/5mInLTW/ZiI/LiI/G8RWRKRj+TfwOf29S9F5GkRmRWRD4nI8XT5M8AtwJ+mb7yL3Q7KGFMH/jvwgh6P414RmRCRHxSRSeA3rWXvEJEpEbksIt9ibW9IRN6XHvs5EflhEXHSuszbzo1IdHuVM0lO0p6re3Uq0f3i9PPzReSj6bg+KSJf22G9dm9OXywiD6fSrN8XkZLVvu35SuteJSL3p+vdLyKvsupuFpG/Ta+JjwLdrolrzk26/CtT9ca8iHxCRF5orfOciPyQiDyeXpe/udrvTW7vB0XkYtrfJ0XktelyR0T+g4g8IyIzIvIHIjKS1q2e87en19xVEfmPad0bgHcCb02v54fS5de4LKTX7JyIPCsib8yN4cfTPv21iPyStJGai0gF+EvgeLqvZes8FdJreEkSGffLrPWOi8gfpdf3syLyvV3OUVlE/kv6PVhI+33NAz0R+RYReSLd31kR+U6rbkyS34/59Hr6O2l9nzqN/7tE5Hcl+W4vAy7wkCS/FxnXih7P1beJyHngf3U6VkVRlAPCnwAjwBeuLhCRQ8BXks4TReQrROQzIrIoyZzjXVbba35XJTcXWueesN4crON9R0Q+L72Pz4vIQ9LFRUlE7kzvvfPpffBN6fIfA36E1n3629qs60riIvVMegyfljZKzHXGqZTex2bSPtwvIkfSum9Ox2UpvQ9/o7X879PyNfNjseYSaZtvTcd5ThKlwxmrzojId4vIU8BTncZJUa539qsh/klgMP0hcoG3AvnJ/H8Cnge8GLgNOEHy4wTJcf8mydO400AN+MXc+t8AfAtwGCgAP9CuIyLyJcBPA19L8kb7HPBBAGPMrcB50jfexphGt4MSkb70WD7Z43EAHCW56ZwBvsNaNpS2/Tbgl9IbESRv24dIfgBfQ/JA41vYY0Tk9cDvAV9tjPkbSQyxjwIfIDkHXw/8sojc1eMmvxZ4A3Az8ELgm9P9dDxfqYHz58B/A0aBnwf+XERG021+APg0iQH+4yQPgLqROTci8k+A9wLfmW7/V4EPSfYBzTcCrwduJTnvP7yZ7YnIHcD3AC83xgyk23wu3c73Am8hOf/HgTngl3J9fzVwB/Ba4EdE5E5jzF8BPwX8fno9v6jDcb8SeDIdp58FfkNk7e3EB4D70v6+i+QtxTUYY1aANwKX0n31G2MupdVvIjlnw8CHSL+7qQH8p8BDJNf+a4HvS6+tdvwc8FLgVSTj+u+BuE27KZJJ3CDJd+W/pmMP8A5gAhgnkQK+EzDrjP/qMTZSJQzAi9Lfizy9nKvXAHem+1AURTmwGGNqwB+QfVnztcBnjTEPpZ9X0vph4CuA75JrY/h0+13tdk+A7nOwtvcdETlBMv/4iXT5DwB/JCLj+Z2LiE9yr/sIyfzo3wDvF5E7jDE/SvY+/Rtt+v/9JHOqL0+P4VuBapt23cbp7ekxniK5n/8roJbO3f4b8Mb03vcq4MH8htebH6f7eSfwz0jur39HMke0eQvJfOMFKMp+xRizr/5IJrOvIzFQfprE2Poo4AEGuAkQkh+QW631Ph94tsM2XwzMWZ8/Bvyw9flfA3/VYd3fAH7W+twPBMBNdn/XOZ5lYB4IgUvAPWld1+MA7gWaQMmqv5fkwYJnLZsCPo/kzVsDeIFV953Ax9Lyu4DftepuSsfUs8bl29PyNwN/b7U1wG0djnG99X6IxCC+x1r+VuDvctv5VeBH0/JvAT9hHfNEbky/yfr8s8CvrHe+SIzC+3L7/Ie0z6fT81Ox6j5gj1duvXbn5v8DfjzX7kngNVa//5VV9+XAM5vZHslDmymS74qfa/ME8Frr87F0DDzrnJ+06u8Dvq7dNdLh/D5t1fWl2ztqjWGfVf+764zhRG7Zu4C/tj6/AKil5VcC53Ptfwj4zTbbdki+Jy9qU7c6Bl6Hfv0J8G/T8ruB/5/ctb/O+GfGkNx3B+s3o8dzdUu7fuqf/umf/h3EP5IHyQtAOf38v4F/16X9/wP817R8ze/qBu8J99J5DtbtvvODwO/kln0YeHubtl8ITAKOtez3gHel5cw9ps36TwJv7lDXbS5nj9O3Ap8AXphrUyGZz3716vhbdd9Mdv63dq9LP3+M1lziL4Fvs+ockocFZ6x+fsleX2v6p39b/duvb8Qhkad/A8kX+325unESA+DTqWRmHvirdDki0iciv5pKgxaBjwPDko2IOWmVqyQGWzuOkxiRABhjloEZkiehvfIWY8wwUCR5i/a3InJ0veNImTaJpN1mxmR9g1b7P0bydv+cVXdug33dCb4P+ANjzCPWsjPAK1ePOz32byQx6Hqh0/nrdr4ydSnnrLo5k7ypteu6kT83Z4B35I7pVLrtVS7ktm/X9bw9Y8zTJOP6LmBKRD4oLWn3GeCPrXWeACKSN7qr9Hr9t2NtXWPM6lP2/vRYZq1l+ePd8PbTvpVSyeAZEim7PR7vJHtcq4wBJeCZ9XYmIm8UkU9KIj2fJ3lAsuqW8J+Bp4GPpFK8/wCwzvhvhF7O1WbGUFEU5YbEGPP3wDTwZkmyubyc5ME5ACLyShH5G0lcmBZI3ubmXc06/q6uc0+A7nOwTvedM8DX5O5fryZ5+JrnOHDBGGMruDYylzvVoQ8Z1hmn3yF5UPBBEbkkIj8rIn46R3pr2vayJAGIn99jv2zOAL9gjcUsycsp+xj13qfse/atIW6MOUcStO3Lgf+Rq75K8tTxLmPMcPo3ZFoy0HeQyG5faYwZBL4oXZ4P7tELl0h+MJINJLKcUeDiRjdkjImMMf+DZKL96h6OA5Kngr1yleRt2hlr2Wmrryskhv8qvRq9W+VrgLeIyPdZyy4Af2sd97BJ5EvftcV9dTtfmbqU1fG5DBxK29t13cifmwvAT+aOqc8YY8utbD+t02mfNrU9Y8wHjDGvTo/JkLg5rK73xtx6JWNML9fsRq63PJeBkdQFY5VuGQI2uq8LJGoR+7gGjDFf3qbtVaBO4gLQkdRt4I9I5IRH0gdmf0H6W2GMWTLGvMMYcwvwVcD3S+oL3mX8N3pM652rrZwTRVGUG5H3kciq3wZ8xBhzxar7AIlb0yljzBDwK1w7/2v7u7rePWEdut13LpC8Ebd/6yvGmJ9p0/YScCp1x1rFnsutx4UOfcjTcZyMMYEx5seMMS8gkZ9/Jak7gDHmw8aYLyV5iPBZ4Nd67Fe+j9+ZG4+yMeYTVhu99yn7nn1riKd8G4k0xX5LSfqU8NdI/HYOA4jICctXdIDEwJ1P/YJ/dAt9+ADwLSLy4vQH+qeATxljntvohiThzcAh4IkejmNDmCT1xh8APykiA2ngi++n5V//IPBFkuTMHCKR9e4Gl0j8eb9XRP51uuzPgOeJyNtExE//Xi4id25xX93O11+k+/wGEfFE5K0k0uc/Sx/8PAD8mIgUROTVJIbXRvg14F+lT5lFRCqSBEMZsNp8t4icTK/LdwK/v5nticgdIvIl6THWSa731dQrv0JyDZwBEJHx9LrrhSvATbkJQE9YY/iudAw/n+5jeAUYTa/FXrgPWJQkSFpZkoA0d4vIy9v0JSbxr/95SQK8uSLy+XJtQMUCiVJlGgglCTy3ln5FkmB5t4mIAIskYxytM/4bYSvnSlEU5aDyPhLXoH8J5FNiDZCos+oi8goSdWWvdL0ndGOd+87vAl8lIq9Pl5ckCfx2ss2mPkXy4uTfp3Oje0nupR/s8Rh+HfhxEbk9nTu8UFqxcGw6jpOIfLGI3COJknSR5CVPJCJHRORN6UuLBonr5WbvfT8kaVwgSQINXzep2BRlu9jXhrgx5hljzAMdqn+QRDL6SUnk539N8hYcEj+XMsnTyU+SyL0324f/CfzfJE9IL5M8Zfy6DW7mTyWJnrwI/CSJT9BqSodux7EZ/g3JD/hZ4O9JDNP3psfyURLD72GSoGR/toX9bAhjzHkSY/wHReTbjTFLJDe3ryMx1CdJ3ih2jTzfw346ni9jzAzJU913kMjV/z3wlcaYq+nq30DihzxL8vAm7xKx3r4fIJkU/CJJ0K2nSYPIWXyAJADL2fTvJza5vSLwMyTX+CRJQJd3pnW/QPKU+yMiskTyHXhlj4fxh+n/MyLyjz2uY/ONJHEOZkiO7fdJbtbXYIz5LInf21lJ5Gldpd3pg6avIon58CzJsf86SUCZdvwA8AhwP8k5/U/kfhPT6/B7SR5gzZFcAx+ymtxO8p1cJokn8MsmyQHebfw3wlbOlaIoyoEkfbj+CRKf5Q/lqv818O70N/VHSH7fe93ueveE9Wh73zHGXADeTHKfmCZ5I/x/0WaeboxpkgQtfSPJPeaXgX+R3jN74efT/n+EZN75G7RPAdxtnI6SZPlZJHGZ+luShwkOyRzqUnp8r0m3syGMMX9MMjYfTOe+j5Icr6LcUIgxquxQlOsBEXmOJFDJX+91X3YLEfl9kmi2W1GlKIqiKIqiKMq+Yl+/EVcUZX+RuhfcKkl+7DeQvAH4k73ul6IoiqIoiqLsJntuiKd+MPeJyEMi8piI/Nhe90lRlB3jKEmKkmWSXKPfZYz5zJ72SNlzROS9IjIlIo92qBcR+W8i8rSIPCxWzl4RiUTkwfRvIxJRRcmg8xFFURRFRN4gIk+mc47/0Kb++0Xk8XQ+8j9X4/ikdRuak+y5ND0NclQxxiyLiE/it/xvjTGf3NOOKYqiKLuCiHwRycOZ9xlj7m5T/+Uk8S2+nMRH/heMMa9M65ZzmSQUZVPofERRFOVgkwYg/BzwpcAESTyHrzfGPG61+WKSQM9VEfku4F5jzFvTug3NSfb8jbhJWE4/+umfOq4riqIcEIwxHycJ7NOJN5MY6SY1ioZFpF1+XUXZNDofURRFOfC8AnjaGHM2DYz4QZI5yBrGmL8xxlTTj58E2mU36Ik9N8QhefogIg8CU8BHjTGf2us+KYqiKNcNJ0iiCK8ykS4DKInIAyLySRF5y+53TbmR0PmIoijKgabbfKMd3wb8pfV5Q3MSb3N93F7StEMvFpFh4I9F5G5jTMZXUES+A/gOACkUXuofObwHPVX2G27bxFgHj2hLSd9AIoM/GxAN+riDIYeKKwgwtTRIbHb/eZ5b3Exa0hub2tOXrxpjxndi269/7XEzM7P5L9OnH5p9jCSf+irvMca8ZwObkDbLVt9UnjbGXBKRW4D/JSKPGGOe2WxflYPNRucjlT556fNvK+xBTzePvuLfKXob2a2Ov7nOz6C0/blu/yPerrZ7u41jevxkj6vp0CbfLluUXLv25bjLEWb3JR2Wb53OPe08/k6XXuTXeeyRYOfmI19cMTOzm58DfvrhxnrzkW7zjQwi8k3Ay0jS9K2yoTnJdWGIr2KMmReRjwFvIMkZaNe9B3gPQPH0KXPiB75v9zuo7CsGnrkuBB/XBUu3xpte111ocuIDk8z985OMvG6Sf37bP+JLyPs+9YW4C6Pb2Mvu9N+8sGv72o888qYfP7dT255ZOM4DDz6w6fVFpG6MedkWujABnLI+nyTJU4sxZvX/s+n94yWAGuLKluh1PvKyF5XMfR8+vfsd3AIxm78fKJ2JTG/jGncwaHo9L1GX2E6dtr3dOF2MSVfEaudY5W7r2O22d+5mj2v+HIVEVl1r7AJrnSC3TmCNcWTs5dnjC4xY5dYxNXGz/bPaRdY2ImuduMuYRN3GtcP14FjH50r2+Ox1HGmVC2SNX7suv5+7Tl/aufnIbMRWfnPdY0+tNx/pON+wEZHXAf8ReI0xZu1NxUbnJHtuqYjIePrkGREpA68DPru3vVL2O2qEt9gWI/zLTnIoZ4Rf2iUjvP/mBTXClQ8B/yKNnv55wIIx5rKIHBKRIoCIjAFfADzebUOK0gmdjyiKolzfGJKHK5v91wP3A7eLyM0iUgC+jmQOsoaIvAT4VeBNxpgpa/mG5yTXwxvxY8Bvp1HqHOAPjDF/tsd9UvYxaoRvD3kj/Gt22QhX4/vgICK/B9wLjInIBPCjJIGyMMb8CvAXJBHTnwaqwLekq94J/KqIxCT3j5+xI5sqygbR+YiiKMp1jelZfbKprRsTisj3AB8GXOC9xpjHROTdwAPGmA8B/xnoB/4wSbbBeWPMm9jEnGTPDXFjzMMkr+0VZcuoEb497KURrgb4wcMY8/Xr1Bvgu9ss/wRwz071SzlYXK/zEZWSXz9sxgDYDrn4ZuTo0TbL1N1t9t625ejbjf2dCUzUdnlSZ7Wz6ur28tww1i3JuC05r5usSdU0rlXnW/vJStOjzPZadZElWu4Wi8du53b5rXAsCbrdzpXsAfoStm3nS1aa7ltS9YLsXtye5I34zrpgGGP+guQFgL3sR6zy6zqst+E5yZ4b4oqyXagRvj24C01OvH+SudfvrhGuBriiKIqiKIrSjRvp4aQa4soNgRrh28fQxycJbjtC9XkRX3HyGfq9Br/2iXt3zAhXA1xRFEVRFEU5aKghrux71AjvzGYCtTmBgbIgjsETw0qzoEa4oijKNrCbb3J20o/yemAnpc1bHbtepbPdrodOcvRu2+5Vjt5pG90im3dav9d1urHVSOnXSs6j9uVcu4ax5ejGKtuS86yUfCUuWHV+2/I1dXGr3Mi1a1qSdluabsvRu0VGt9s50vl6siOb2/LzvOTcjqJelGCtnJef29soOQG7hcF0ddXYb6ghruxb1ADfv6gBriiKoiiKomyU3UrTtxuoIa7sS9QI3yFiQ3E6pH7KoTRQZcCrEW9jgBY1wBVFURRFUZTNYNj+QIR7iRri1ynrGZpbyQ29n1EDvHc2fI3EhqPvP0fjhaepv7bO197zAIeLy/zVEy/clv6oEa4oyo3KdkvOt0NWfiO8Neome77epPdblaNvJjI6dDZKNnP+8+vY42/vp9cI6vb62+1K0Ckyev5zw4ruXc9dM9W41b8VSzJuy8+rppBZZzEuW+sXrXWKmXZVaxuNuL1MPanrJE2Xtss3gi1H95zWONhy9GuioVvtipbkvGRJ0a+t2z1p+o2GGuI7yE4ajdux7f1mzKsRvoOkRnh42wlqr2/wtS+5j9N9c3z0ybv51HO3b2nTaoAriqIoiqIo28GN8JBxFTXEt8h+Ng576fteG+v7eXz3kg2dt7wR/k/u43Q5McI/cfaOLfVDjXBFURRFURRlOzB0V4/sN9QQ3wAH0SjcC2P9II7znqFGuKIoiqIoirJP2F963u6oId4BNQZ7R8dqnxIbjv7uOcLbt9cI308G+JedfnJX9vOR81t7qKEoyvWJYWP+4b36NW/Ov3dz09PdervkysYDf9pHtNUUV3vFZlKUJeu1r+sWqKrjOl32s5nz0o1ez9Nmzmcnv/CGyfov1626qnXsKzlf6yXLj3spLq2VbT/whagvu05UtsqtdZajrI+4/bkWtfzCm3HW9GpGnlXX6l8Yt8an16C5Tt7HX2wf8dbYeVaKsoKbHbuC0/pctMplN+sH3uc0W2W3yW5hMBqs7UZEjUnlRqEnhcIBM8J3y+De6P7VQFcURVEURTmYHGhDXI1v5UByAIzwvTa8eyXfTzXMFUVRFEVROmAgunFeiB88Q1yNb+VA09EIv2tfG+H7xfBeDzXMFWV/sh2S816l5Z1kxr3K2fdK1hlYu91M+quIqGO7rcqrNyt734w7wGbO33bL0Tu1y4+jve1OqeR6HfvtGONOcvRqLn3ZinXoS1a6sHlLcg4wb8nOZ6P+tsvngkpmncWwtY35wEplFmXTnC0HVvqysGVuNaK8NL0lR49sObqVWs2Y3HmxPtvyc5HsObc/u057mXrBy0rT7fRlJauuz8tJ0y05el62vpMk7kA3DgfCEFfjWzkodJWldzXCn7/pfe6VEX6jGN/dsI9RjXJFURRFUQ42QtTjg7z9wA1riKvxrShZ+h+4SqFvlOmXuHzpnU9yujzHX39u80b4XhjgB8H47oQa5YqiKIqiHGQMEKs0/fpEjW/lILNekDZ3JcQUPIwHZS+RFP3D2edtal+7bYQfZAO8HWqUK8r1giEy8aYl51uVKXdt13HbG6ebNLpXmblNt9laJ6lzJ2k0ZKW6G1lvlbzsfatS915l4ZuRo2/mnPdKfv3NnAu7zpWtRUaH3uToS7mLej5uRSyfiVvS8pmwP9PuajjYKgetuhlLjj7XzEnTg9a2l5qtcrWZlabXmy0TKwwt+XmYjdweh5YE3ZKmZ4ahy/Wdwcmdf1u2btU5nlV2s4Pnea1xLfhWBHUv+x0p+S05esXfvajpNxo3hCGuBrii7B67ZYSr8d0bq+P0yB73Q1EURVEUZadRafp1gBrfitKil5Rl3mJIVHaRYkjJCddt347dMMLVAFcURVEURVHyGNQQ33Pcxl73QFGuL0zoEMwMYpo+UgjwRxcRr2WcD/zDNOVomKl7hS956SM8r3+Kz00fJTa9P9DaaSNcDXBFUfYbSQRf07P8PC8r7kVmnpcL23uy1++W0ie7TjeJd6eazU18nQ6ruV3k1U4mire9Tjc5tNWui6w8I5vuOg7t+9eLzP2abW1DNPuddEHodRbQaby6RUPfTKT0fAYCW5reSY4+E5cy60xHLcn5dDiwVr4SDGXaTTZan69aEvSr9VZ5oZ6NtL7SsKKhNyz5eSNrUplm69glsMvZcRQrOrpjq7+t45P8Kbal6lZlfkqX+exavzXW8sjPbrzpt3Zcs+aRbiF7XvyCJVsv7F7UdOjuirLf2JeGuKIoLeLIoX5+HPEiRCBuFKifP0Lp9BXEixn4h2mGLpeY+soSr/mCR3jV6LM8MzvOH/zj5/W8j500wtUAVxRFURRFUQ4aaogryj5nbqgfaSRGOJD870UEM4McuvgMwxcKTH5lmS981aO8aiwxwn/v/i8git2u211FjXBFURRFURRlr1FpuqLcgMSRQ3NhkDj0cbyAwtDiNZEkr1dM0yevxBNJlg/fN0ftpbfgn6hy59Ak8/XydWGEqwGuKIqiKIqibASDEG3C5eF6RQ1x5cATRw7VySNr0u4oKFCdPELf0SvXvTG+dGuMXAmIG4WMMW4MOMUADBnPsrlaZU+NcDXAFUW5kTCYjA/rKrZPbzc/cNu/N+jg752/C9lvg2xfyfxbot7btZ/UbocfpmP5r7odvJbz/uKZdWx/8Vw732qXcYXNtcv6NndYp0e/8l7TuHVr14nNpiXb6izFXr9nf/Eu47WZlGWBlZbMTlEGULU+237hU1HfWnk6GrBX4VJwaK18uTncWt7I+ohP1VrrzdQsv/Bqy+e8UfMz60T1lukktdZ8ymlmx8RtWL7flgu15GLl2rFzxT4Z3XzELYx9LnKnxbh22fo9sKw/k7MEY791/mIrI1uU8xEPi60VG4XsGO00N5KP+I3zSEFRNklzYXDNCIfkbbJ4Ec2Fwe4rboI4cqjPDlOdGqc+O0wcbf0r6I8uYkKX1fu0MWBCF390ccvb3k7UCFcURVEURVE2y6o0fbN/1xv6Rlw58MRhe2l3HG7vE76devMuXkzp9JW1qOlOMcA/vkjh6jKeV6F6Am46Os2gV2cmGFh/g2zv23A1wBVFURRFURQlixriyoHH8QKi4Fppt+tvbzqGdm/eSd+8l0bmN7w9O3e4eDGFI61t+JNVjn1onqmvOMpNX3KON516mGbo8eEnXrjudg+iEf62Q5/Y0vq/M/eqbeqJoij7jRhDkBMIZ1OWtWh2SUUWdJCPB7mcRNm6lva0abJuR7ElerTXiXLbizOSaqdju15wpfNDZVua7lgy7Pw6PlHbOj/XzjXt61zTWcLudpKmd5GzO93k6NbEodc0ZZ3oJj+36fbYfjOS+G5p3HphMyndgEzKv9A65w2yrh5L1iHZacomo5bM3JaiA1xojK6VL9Za7S6vZJWOMystOfrKSnGtHFVb5pFTzX6v/GrryrHTKbv1TLNMnS0/d3JTS7EO17F9Uqxid2m6vbFsXWzJ0e2fB1uaHuel6QXrms5I07PjEJUsCXuxN5fH7UE29dt0vaKGuHLgKQwtUp08AqmRvCrtLkSqGYEAACAASURBVIxtr7R79c27iRyC5Qpx5OG4IQwsbet+Vo3w6a84yk2vPcebTj9MGLm89x9ew1y1+xvx7TLCr0cDfKvG9ma3rUa6oiiKoijK1jFkHzLud9QQVw48jhvTd/TKWtR01w8ojG1/1HTHCwjrJRqzI4gbg0AU+MTzw5THr2b2t+ko7rHh+PsvMffGWym/co6vOv0IUewcOCN8J43ujdKuL2qcK4qiKIqibJzr0dd7s6ghrigkxvhm5OEboTC0SHXqMDiJEW4MEDsUhucz8vSw6bF49haMEVwvxKusENbKPfmSS2TwjEvUJwyWGpTdgL9++q51jfDtYq+M8OvJ8O4Fu79qlCvK/iUG6ia6Ri7czERD7ywztz83cdsuD3JhjW0JepBZp0s7qy7ISdhtmWfcRcK+GWxpuS3x9q3Q0a7kpeStuoKl2/Vz4aZtCXvXdlYfCkRtl3eTs2ejq2eaEWSiurc3DrqN4mYe93eTn0c9KtPzx7GdOD2+rYws14LAKq/E2VGZj1uS8cmwvRz9ufpYZp3z1ZFWu+WWHH1mqZJp11xuaa9lqfUd8Vdax+BVs/22P3uWHN2WoiefrWsjsK6na6TprTqJ7TK9YbtVXhM13ZKZ22UrBFLs57IoWNL0KCNNz247KlntyrtnGBuj0nRFUTaB48YUhxZoLA0SLPYDBn9gORMYLo6cxAiPHcRJljdmRyiOzGaMdds/fD3CaH3fne14G77bRvh+M747kT8ONcwVRVEURVFufNQQV5RdxPEC4qaPV6kl/uKxR21mhMqRSSAJ6GaAtTScAuLGhCsVHO/aXLV5JIwxvodxwevxcep+M8JvFAO8E6vHpwa5oiiKoihKllil6Yqyf9m0//U2YAQwLSWRkAaHSxfEoY/jRsSh04riLhCFHo7XPYq7NCOO/c4Ec190ktJL53jjqUeJDVxaONR1va2yG0b4jW58t0Pl64qiKIqiKC2SPOIqTVe2iUNPNnds23N3FNZvdMDYqVzevXfApTw224qa7oUUh1cgTuTjjhfgV1ZozI5g3Dh9aw7iGApDnaO4SzPi+G9doPryk8jrl3jr3fcxVljmjx9+ORfmxzqut9W34TtthB9EA7wd+pZcUa5PjDHUjcn4gUPex7tVruf8uOum5axp+3Tby+0yQN1y8Gxk1s9uu2G1CzL+4ll3Jftzxl88k06tt4mvm/N6duzUYZlUZFHbcv5z0XKoLeR8v4vSqitZ7UqSfWhtr1eyyn6mnO13wfTmS+5Yp71TarQ8vfpn9+rvvamZi73tjI9+tnOdHNtsP3BXers24lxP7ZRlVWu8F3L5tKaj/rXyZDi8VrZTlNk+4QAXFlvtZhf7WvtcKGbauUutI/SXWsfuLbfa+Hkf8ZppX67nro2mFR8h4yOeHYeMX3gmfVn7VGbXYPuI5y4uY12gxrW+25ZfeFzIpTO06qJiqxwWc77klo94mEvdtrOoj7iyAXbS0N7Kvm90I73TW+/tzuW9URwvIDJCYaiVsswY1t52F4YWCWtliiOzBCsV4shFHBi85ezag4K8f7gEMcd/6zzVl58i/rJlvsEywh+9dLpjX65nI1wN8PaoQa4oiqIoinJjoIb4NrKXRvdGadfXG8U47/bWezWXt40dLG2nWS9nuZ1KzfEiHC/A618mXO6nmT5UMGfmEa9ljJefXMAbOMTS7S6vPnOew8Vl/vyxF3c1wrfKThnhaoD3hhrkiqIoiqIcNDSPuLLGfjK8e+FGMc67vfV2vIAoKGSMcWPA9bv7X28XveQst1OprT5UQAzhSoUo9Gg8OEbl7rM4pURWJ2GMcTxMLCydH+fcNDz2yJ2YSpgx2G228jZcjfDrBzXIFWVviRGqxrkmLZktQbel5Ssme0+1ZeYrVpomW3JuL4es5Lwat7ZnbwugFrWXpjdz0t8gbtWFHaTpce747DpHOutmHUvWbQcQ9Rxbfp6TnFufO5UB+qx8UbbkvM/J5pGyZet2nS1hv1bOHrWty8vobal6RsJuy9SvSXlGW9yc/nhncyW3lz3vZFozO10ZZFOW1a1xXMxd79NhK/3YxUYr5s2Faqt8cWkos87MQitNWTTf2p43nxXbFyyPP9+Woy+3+lNYzp4Xr2ad57pVbmSvDafZ+iyBVQ5z8zI7XZudysz05ptg7Alt3j51WguMZ5Xd1jiYQnZMYr/VLipaadxK2Y2HZcs9ob67wdOifJ62fYwa4hvgRjO8eyF/zPvBMO/21rs0OkNwaZST9cv0RU2qboGJ0jH8sc7+114UcmJhhlIYUPd8Lg6NErq9f3XayeS7yeDt9sFKGccPac4dQtZ8xh2WH72FgRc/vWZox7FLbeIYwbF5TNEhahSpz4xSOn2lozG+GdoZ4VHgsjAxTlAv4pcaDJ2cxvXXj/C+ihrgW+dthz7Bf9nrTiiKoiiKouwgBtFgbQeJg2h8d8Mej+vVKO/21rtAkxdzP1UzRITPkFniGBM8zknCNl8HLwq5a/I8gedhRKgEDe6aPM9jR0/3ZIxvNDhcvn1YLxNMDeD3r6wF5Egk7UIwM0jhSGLQ1+vDiBcijllrI16UabNVOhnhk4/ehusHiGNorvQx+ehtHL376XWNcTXAFUVRFEVRlI2QV+jsZ9QQb4Ma371xvRrl3fywTyzMEBYc/OIyq6K90DicWJjh3MiRa7Z1YmFmzQiHRAIUeF7H9nDtG2232OwpOFwcOSydP0nYKOG4EYX+FVwvpGGEsFbG76sRVssEjoPTVyeut+RWUdxeBWCa1/q+b0fe8FUWJsbXjHBIoru7fsDCxDgjN092XE+NcCWPiLwB+AWSQL2/boz5mVz9GeC9wDgwC3yTMWYirXs78MNp058wxvz2rnVcOdBECEtx4ZrI5rYE3ZaWV3Oy22xda53lqNS2DFC1JOe2/LwaZrddj1pTvKYlP29GuajpVl0UO23LcU4K2kk1m78PZaKmO1bUdEua7rvZh7YFq67kWRHP3ax8vGx9rlgy9XKu3YDbCunc5zStcqNtGaBiS9i7RGT3rcjfhQ6R4K+NtN5+8PLS9J3Efg3gW/2Jcn1wjN1uq/vMbjuwerFiuU7Mx32ZdtPhwFr5SrMlU79cbS2fXcquEy20vku2HL2Yey9hS9MLi7Yc3XKjWMlen161dU06jVZZGtlrw5ajE1rlKC9Nt+pi22Wgt+tBMtL0NhPB1aJnmXy2ZD0nTXesdm6pVY7q2Xau9dkrd4qvr6yHGuIWaoBvnuvJKO/mh10Kg6w/DYlxXQrb+4hXGnWOLM9TjAIars90/xCR63Zsf80b7UaJcKWf0ugskr4BbxccbnW9sF5GRIhDh/rMCMVD8zhzhqjpETeHwIkhFqQQ0JweonhiGgDXCbKZLiKH5swAIgYpBPiji1uSqHfyCw/qxTUjfBVxDEG92LY9qBGuXIuIuMAvAV8KTAD3i8iHjDGPW81+DnifMea3ReRLgJ8G3iYiI8CPAi8j8Xb8dLru3O4ehaIoiqIoO4nmEb/BUON7+7kejHI74JlN3fOpBI2MMS7GUPev7acXhZxamMaPY2LHoS9scuv0FE8WbmHOHabuDa+lRVvFDhTnRyHHa+coNmKagcPU0QqB67UNDre6nuuFaz7uxo0JqmX6jl9k8exNuIUQx4twR1YQEfzRRYKZQWCaUmkeE45jYiEMXKoXx4gbRYrHZokbBernj1A6fYWB2zdum3QLzuaXGjRX+jLGuImFQqXRtr0a4fuTxeZ5/mriu3dyF68AnjbGnAUQkQ8CbwZsQ/wFwL9Ly38D/Elafj3wUWPMbLruR4E3AL+3kx1WFEVRFGV3MYgGa7sRUAN8d7gejHKbi0OjGZ9vMQY/DLlw6CT12eFMQLUTCzNcGhzlltkrGBFi47KyMMBYVOf+w7cTzDgEKxUqxy/juDFx5FCbGcFEHgWpc3fjEZoFl0btEH2NBvfMTPLwyK00TXEtXdkqq8a3379CdXqMuFHAGBeRkHKpzvCtzxFU+zCRS9wX4A2tIG68Jj13nIjyycv4lRoL0yO45TrFkZXWW/DUXxzLEI8Dl+aVYeKGj1MMKByZx9lAkDWAoZPTGR9xEwtR4DN0cvqatmqEH2jGROQB6/N7jDHvsT6fAC5YnyeAV+a28RDw1STy9X8KDIjIaId1T2xXxxWlG5FxmI/L10Q2tz8vxeW1cl5mvhDada11FsNWu7zkfDkoWHUtdVU9p7RqhK0pXhC6bcsAcdya1EaRJVm1ltvljWA/pLXLrp0pJKeq8r2obbnoZaOml7zWA+1+35Kcezlput+SptsS9kGvtdyWr0Nett7adqVLRPaStNrZ0nRbvg7gdoyunh0Hl+0LtHpNRHZ7X5lo5rk+WKfdlq3Hmb71JkuOyUdNb23PdsuYj7Iy86tBS4I+Xe9fK8+ttNo1l7LfEXex1aeC5Y1XyHnmFRdafSouWnL05da15q5kryen3jrPUrfqgpxS0pajh9a1G+el6daLDNPhnMc5mXpegr7aH3E6t7Pk6FhR06WRPX/iW78jjdZviBSzvy+uVRc1d9ec1PRl+xg1wPeOvTbK48hheWGMB5xxTlUvMVCepVnwuHDoJIvTJ64JqFZwLxB6Hs+MHuXw8gIyV2IhGOVyeYTAKWJCaCwU8Uo1iiPziV+6ETAOJ5ZmWW6O4B9aojC0QFgvsFIb4PCVZS6fvLZfwUqZsF7GcSKMkWQzsUH8JIGJW2is9S8eSX6ojQGn2PrhFy9m+MwkY2WX0uQizXprgpf3F48Dl+pTx3G8EHEgrhaoPnWcvtsvZYzx9VKVuX7E0bufXouaXqi0j5quRvj+ZrBwmjec/KUtbOGXrxpjXtalQbtZRd5B7geAXxSRbwY+DlwEwh7XVRRFURRln2NM8gD0RuHAGOJqgF9frJ6P3TLIbd/t2IVn+s5gwlvoG7rSMe94bWmQO+Jn8OOIpuvxDDcT9BVZ9iqtdm5MNFvh+PJFCo1nqDklnm48H39ZaJoK4VWf4tAijh/h+CFD0uRiPLwWOR2gOnkEt9gkXOmnvlzBBAWKQwtghNLoLDhxYpiHLkYMwUyFuOkhjqFy91m4nD3WQql+TYyPvNHevDK8ZoQDiAOOF9K8Mkzp5MyGxtb1Iw3MpmyVCeCU9fkkcMluYIy5BPwzABHpB77aGLMgIhPAvbl1P7aTnVUURVEURdkqN7whrgb49c1uvSXvZGyvBnTLR3otxCFD1Tr9To3Q9SiHTe5cPEvV9PPMwCluXp5gou8IGHjR4ucwgwFGXPqDKi9deJxiI2AwrNFwPa56AzhDNRxilt1yZt/AWr9Ko7OEF49i3Ii46dN3dGotwBuxS2l8msWztxCXDE4xxB1coXFpnEp0NdP3I0cucubKNHHdUC8UOD84TtMU8Y+35PBxwyevYBInWb6dqBGu9Mj9wO0icjPJm+6vA77BbiAiY8CsSbR7P0QSQR3gw8BPicih9POXpfWKoiiKotxQCHFbIdz+5IY1xNUA33/s5Fvydsb2avTydnnHjy9P0Sh5PDNwjPHlBfqCBmPONJ+LDmHEYSBa4UXzn2PZlDhWukhpJaBqykxFR7i5McFKoUif26TkGkZWZnnGPUah0uDi8OHMvlfLAOLGFIaW0r4mr7SbCwNEoYdXqiESUTw0T3y05UNkDDSXh4njZRrTw8w/dhJv4RIjwxPMz4zR3wh4ycwsj989Sun2pbX1nGJAXC1kjHETg9PXemu+nix9PdQIV3rFGBOKyPeQGNUu8F5jzGMi8m7gAWPMh0jeev+0JF+OjwPfna47KyI/TmLMA7x7NXCbouw0IQ4z0QBLOd/vpbj1eSFs+bLOB1n/V9sXfDGwUpZZfuDLzaz/a9VyM2pY5SDI+X4Hlr93aP3YB7mnsJEVvDS0boSWskryPuKdnD/y82PLF9neRORaG/CyG6tZn+1sH24h6z/rFVp+t0XfSnPmZ33JKwXLL9wq9/ut8oCX9RG3/ceHvNpa2fYXBxhwW3VFK7VZt5RnBbHSX1kDaac/y+P06C9u+59nlufTkmX8ve39Rh3bZdKc2bK7TdpEts9500pflk/xZ39HFhpW7IRa6zsiK9lr318Wq9xaXlzMjoPtF+4vts6Tu9y6Npxqzp6w05Q1rbqcj7iJOqQsy/uIW2Np8nUbxcm/YenkI94qi5vz8Q+s74/fMhOdIPu9MlZMCgm29yVONwwqTd9WROQU8D7gKElqw/cYY35hs9tTA3z/s11vydvl83a8rBHr+gF9/bOMnBX6qFF3C0xUDlNqhHijVSLX5XL/GGOTNRrlGK8agUS4cczR+mVevvwIM4dLTMthvAWflyw/zUxlGGoFHvNv45RzliJN+hoNHjx9K4GbfOXi0CFqFIhDD4xQGEiCrxX6V6jNjIDfpD4zkqYrc3CLTapXjlAanaNvAqonW6nQokaJpeVB4kaRw1PzrDgVGlPjeCPLiGcwxnBydoaJiWNrgdm8kUXqi0fX5Okmhjj0KB2Z2vR426gRrmwUY8xfAH+RW/YjVvm/A/+9w7rvpfWGXFE2xXbPRxRFUZTtR9OXbS8h8A5jzD+KyABJDtiP5vLHrosa4Dcmm31LHjY9Fs/eggEcN8Ir1wivDHNb3+NUTJ0VKfFsdCv+UMgdUzPE/U3CWgUvDHnR4pPUxyMcIuLIpT4zgh9MJFHBBwK8OObO6LOMuHNIpY63OMBJmeFCv4csx/RPR8yNlIg94dn4dkwMrlel6XgIiRFemx6nPD6NWwhZmjhOcGWI2yuPM1ico8oUTy3fzsriCOJG9I1fRQTEC1iePIxfrhOkkdNxYsJmCZEmIkWKzQCnP5G7M1viuHeRQj1kcX6cy4ccTEGIqwXqi0cp3TRJODuYGOd9AaUjUxuOmq4oinIDsS3zEUVRFEXphT03xI0xl0nDTRljlkTkCZLUMz3f+PazEV5+9OKu7at29/7N6LMRgzyOnMQIj53E7zl0MLMOr5D7qK8UkRKUlhxeWn6Q5ZUS9biEme+nNDqLuDFiDB7CyblpZLFIuX6FSqPKaLDM54ZPcTh4kEbJo89b5mp9nGIcEznCSHOBqFSkP1hkIvon+HGd480rFIMmVVdwFxfwI2GpOcDl0ZBQPOqzw/T1zXPP8nM0A4+or0KlUOOeq+d4eLCPpuPTmBslahQxIoTVMn6pSdzwaVwewR9bwC8urqWsaBR8iA1eHHFmcgrGm4SLfXhOxAsnnuOR0zcReB6OFxLODnYMzLYVWbq+DVcUZT+ymflIaFymw4GM/BxgLiNHb2WwWLTKAPOW1HbJKq80Wve6Zi41UFBvfTZNS2LayL4lciwJuqWUxgmyWmLHUpza6mhb5XyN4tl0KF8jTbdSoNmuUJYaNs4pY411uLFvSagLWVlxo9Aao0ax1fHlQvaB8kKpNa6zBSvlWbE1dxws5qTptmzdSn+Wl7DbsvV+KwWaLWHPS9Nt2bpvydTz0nRbjt5Jcg65NGfWENmy8vz6riWHDqw+RNecQCuNl5Vay7f82qJcyi0nH4CmB+x0VIHJXhC1qCV7rlouG5GVPsurZfvtVVtlf8WS16/k3BvsNGW2HN0q08imrKPROrfGlqPnpdu2NN2W8udTkXVKWZZpkl1HOqQvu8ZjxD4X9jq2ZD0vTXdbxyFWCsRMOjZALLm9hNuXam89DEKsecR3BhG5CXgJ8Kk2dd8BfAeAP5DE5NlvBvhuGt0b2f9+MdC9OOSeT09TjJs0nAJPvPgIoXvtJdxcGMQYaUUEFzjVuEyNCt5ADccNYdAQ4nBmcZLJ/jGQmGC5QmFoCSeOuWPmCheHR7nr0hX8KOJIbZYFr8LJlWlCcfCaMfQbrhZGMEXhUH0JLw45XzqFFwgnV67w/MWnqMU+RWngL8fEtRqP3nMY14Qcnr/KA/6LMGI4PjtPg1IiQ3diosUKx6NLvODK55gqjHO2dJKnG7dgKhHl8RkcMYg4SKmBV6nhFOoYk0z6psYP4U2f4/DiLGFB8AS8wDA5OoLvNTgxM8NzR47sSGA2RVGUG4Ve5yOHjpfy1YqiKMoOotL0HSBNR/NHwPcZYxbz9caY9wDvAeg7cspc70b4XhvdG6FdX68349yLQ56/MEEgLkaESljn8+8/y2eHTjJ9Z/ZNRBz6uF6YBENLH5qVTYMIn4K7RBx5SV7t9IssJgZxiKPk63BkaZ5qscih2gpTA4cYWVli0hklcHxihKHGEovlMlcP9eMthDRNkfliP5XGCmeWLxAuDnCaK0T4HG3O4ZqYmfIgLFW4+4kpHjg1RMPxObE4w2fD4xTDyxhxEGOI5/p5/uKznDQXqUd9rDg1Xrb8KEOmxoP+8ykOLCe+5CFUj8aYyKXQP48xgxgDoecyccthovt9vKEqVb/AxaNHCZo+Zq6AE3o0GMI/tIQ7mH2yvx3o23BFUfY7G5mPnL57UHPWK4qi7BIGiDVY2/YiIj7JTe/9xpj/sV57t3593vf2k/G9Hvlj2WvD/Gh1bs0IBzAiBLgcrc4RPtm6jOfuKOB4AV5lhcbsSJL+S6AmRQbiZfz+FYLlClHo4xBzbuAIg0GNhuPh+BFiDJVmg7OjRzi5MINUIvz5GOM6uCZmsjLGrD/Ece8CJxdWODc0TjzrctvCeep+kTr9IA5j4RxhXOSKHGEsmmMwqLJYLmGaLsMzdS44h5EVH1Mx1J0i/c0aUgkYnQqo1JqExQKB7xJWK8SuzyFngVuLT3DZHVg71tXc4I4bcajvPEMrPjefv8zRk1M8fPcAZvkQ44uL3NS4wPxzN7Nw0mepUiKu+1SfO8qhex/e9fOoKIpyPbPR+UhgXKaag8wElczyuWbr83zTivpcz0rTl+qtCNENS2ob1i3FUi0rHXUaLVmmU29NSN2cgtYO8J2RpufeYziW4rQXmTrQOWp6HjsIe4/S9DgjTW9tIC5k5aix5akWFVsbiUvZzjaKloS93DqolVJrUBZLWWVDxZKtD1iydTvqOsCg35Km25HW+62T0Z+Ts5csKXjROjF2NHUA3zoBWZl6dvDdDhHVHeuk5dvY27b3G0n+4rCKptXOt6Kr+zkput/BtHBybzFd6+LoFhXeNrrC2M4EYK3fzF4brnUYnmUzuLWsvNqttcbfscoZOXo9e85N02oXtsYkI0UHsD7npeXZDW5c1m16DedjXyv299mSqZsot3/XjvbeoQyI/TnezfhC0saFYv+y54a4iAjwG8ATxpif3+v+bJQbyfjuhn2ce2GUF+PmmhG+ihGhGCe/tnHsUK8O4d3vM0DI7FGX4sgs4UqFKPSYqIzzqspjRI7g968QXx3Gl5Anh89gDBxfnOHQwCVW/CKPHTlFMQ5puh5l08QM13GWhJrTR0EaHPUmmekfoBQ0KRBxyL/AU2MncWKHw80l/MNz1K+UOVRfpuEvEXkOftSE0KFmhvGbhtKReRaaw4RL/VwYOsLL3IdYnBunJBcp+zUkdLgcnSJ2IKZIX3EZvzZMHDo4XowxYEIX//gi3kTEC6qXuFQZ5NDpSxwbnGBseYzjzy1QCENYKDAuT9KcK/GHR1+HUw4pHJsjnB3E65vBCyJOXJmj1AioF30uHjnU7hSsi74NVxRlP7Pf5yOKoijK/mLPDXHgC4C3AY+IyIPpsnemqWyuSw6K8d2JvTDKG06BSljPGONiDA23SBw7LC0cQyRM8nMbn4ELIb5fxVBn+VYoDC3yBCc4sTBDKQzg8BIryxVuW5igURSmbilytZAcixeF3DV5nunKILfMXmGpXOKm2hSm2OT08jmmKkM4keGhvrtoRCXOrFxltLrAbN8wTW+FPolYrlQYq83hRw2m5DBH3Ms4dWG6MkLoNiiagKljffQFl4gCn08793DUXSSoxKwELkvRCOGKjxBTKC4TVkLqvkdYLVIYrOL6AWPhIitezInlOQLxWmPjCKMrK/TXatT9Ak7sgQdNhJv9z/G4uZNgaphgvkLfyFXueu4igedhHKFSbXLXUxdxT0dEvtvuVCiKotyo7Lv5iKIoykFCpenbjDHm77k2zuZ1x0E3vjuxW0b5ZN+hxEecRJ4uxuCbiMm+Q9SrQ2tGOKwGg4xYmD+G5wUUHqszNDKL58U8e9sxzGwfd02dxy2EeEOLVJyII9Mhjx09Teh6hK7HI+M3MXYhYGXlKLcvnmMlruHVDbMyRmUuwCHg8PACzwXjzC87DDWaGN9lyhzhzNIkYejzZOkMJ1dmOCJTPF24iSkZoS9scm50mKf9m2hEfYQrFbz+ZSgbLsgY07Vh3tT4S05OX6bmL3DVO0SpsMKF0hhX+4e4eekShwefpY7PlWiIw1fmua0xT3GqyNRzx5gYPcndfZO8pu8xHvNOMz08RCh9xKGHxHDss00evcNPvnDGYfR+n+Z4AZxEvmQcIfA8Dk2scPXmwR07n4qiKNcb+2U+oiiKcpBRafoBQg3w3tlJozx0PD47dJKj1bkkarpbZLLvEKHjEcU+IklAt+P1aQphxOWFW1kpFKES02xWuHLxLsaPPYF3/yg31S/gRw6eCMuHRyiNzhJ4cGJhhnMjRwhqBRYffh7FqXlubz6EVxSeDF6EW67yiuZnmHLGaUZFjs/McbTxCFPeCA6GQi0iqLicKx3j2PIMfU6Tjw+9jMAp4JsAzwl5fOQ4zpRwYmCWiXKBBob69Cj+wBLlvjleWDvLucpRlpZGON6YYjy4yt+Nvphn5Qx3Tz1JPNDAwTBYr/LyC0/x2dFTLMbHGTkyw4s+c5bPFG7hf9U/j693/pIXnJ7gucuniAOfaKGPuOYR9hcJZys4lSbl43P0Xa4Tz1Q47kxQDEIavsf06AB+XfOJK4qirEdoXK40B5lpZH3EZ+qtIKKL9Zb/cbWWTcHZrNq+4K0pmVOzfL9zqZmsLFnZcs691/YZd5stX1EnyLULWnW2m7ITWcuv8RG36rq5v2Z8xNunMrP9wAFiz/ILt4YnyrWL5w83OAAAIABJREFUWu71WX/xUvZtWWi5f0dly9+43FJ9LfVls4hUS62NL1rlhVJ2kAeKrY3b/uODVsqzipf1Mbb9x/usk1bMnRjbj9u1nPL9nC+5jWOdDNsv3M+lRrPTmdnp1ZpO1iyIM37drWNy7RRsOYdlz0p55otnlbMqO99SOJas4ASl/Dg4HeYj1nWXvz7tTdjfC7eRS7VWt8ay2T4VWcYnHLJ+4XbKspyv9zU+42vNdjPOVasPWb9wq0nuCyzWcRj7e57bcreshTuJMaJvxA8CaoBvjdXx206DPHQ8JvrHr1nuOgE0He5aOUtTfJZWxhmMFznSnObJ8kkCxwc3YHryeQwMTlMJqxxpzlE0AY3zPrPT/fiVBn0S8Uy/x8I/3s3dM09zJJghNEWKMz5nyhepGY+pwjjDzWVmfZejiwtMeoc5zDz3DdzDifokoRgaUmHhSB9XGseI/OTm7sUhty89y03Ny1wujnPr0gQvufg0V/xRFg8VWKaEM+9ihqtEzT4uDI9xdvlm/EKNmlPiSPMqtbAPP44xkcP4yiJ1v8Ch6YALxw5x28AExWqNz//EZ/mkuYNPjN3FLdECLx6b4MGLNxOGDt6iz3NHT+HFETfNTXCoMMnhpTmOLswTnwowIvQ1Au44e5khfwWAoOQyd7Kyrkxd/cMVRVEURVGUnSbaYUNcRN4A/ALgAr9ujPmZXP33A98OhMA08K3GmHNp3duBH06b/oQx5re77UsN8RxqgG8vtkG+GlAtin1cJ6DUt4DjtJ68rVffiVLfAiOL0BQfI0IU+Rg8jL/C8eYVzpVO4gg0m2V8E3KqPoVnImLHoRw3OLO8wlSpRLVQwfnUOLdPn0caPv1hgCCEzSINJ2Q8vspyscTVkktfvUlVSlT9ElfdMVacCp/zb6PqFHlq8CZeWrgPt1IjWnIJa2UOryzQ9Iv0xTXubDyDMXAqmOSwN8VsdYin5QR3Rp9lfnYYp75MNV7iousS+4ZyXAeJ8fobFAaWCZYr+MEVzGKBF1y+xCvOPs3ymDA33kdRajz//ou87+Vv4e1Df86djQlOTh/mscZRJgcOc2FwjJc3P0PD8Ynny/QFDU4uXGHiWIXI93DDiONT8/hnDI4xFFcCTj06y4W7R7bsMy5Ng38hxKkZ4rIQnPIwhRtHXqQoiqIoiqLsX0TEBX4J+FJgArhfRD5kjHncavYZ4GXGmKqIfBfws8BbRWQE+FHgZSSigU+n68512p8a4ilqgO8sxUcmWWiexmWB6LZxwrDA0sIxBoYu4zgxYegxc+VWDA6uG+IXlwkW+tbqu+E4MSN9lwnrFaLYw/PqiGcwrlA2iQQsNuAVahyvT3O5NM7NtYvEccxQsEzZ1Bidj/jz068kXCxRkQVCKVOXAn1xjVlvmNO1ZbwwpGQahAWIagUulMcImgUaYRlZ6CMcjvAXHRg1LDeHGRm4RKM5Qhx5FKWBuDHllZD6kMNYbYHQKSBNCIoexxpTjAZLlGZ9ZsYGGGKJweWneGL5TmpHQkzkUnICwloZjFBfHOSLph7CNF1qbh+lRcMtjSk+fvNdND7l8IXPPM6DX3QzhZkyV90xHDE8PHY744/XqN1RIq6WiecdIqlw4dZBKo0aiwWPcqPJc8fHuDOeSgdXCHxnyz7j0jSUH2piCsk23bmI8iNNmmc8okFHjXJFUfYlzdjlcnWQWUuKDrBYa0mWa9WWbjqqZqddTrX1gNNbseXorTZeNbtPr4M03Wvk0lrZaZuarfuo08y2c0JLth622oktTY9yclpLsto1lZn9s25JkY3bvgwQ+61xyMjUC9m3YJF1zwhL7csAkZUxLtOuz7XKuW2XW+ep2tcqN8pZ14LlUuvzkiVbXyy25Oz9flbO3u+3pOmVjDQ9Kzkvuq3PntjpwjrLzB3rZGSW57Tbdgo1W+re5xQz7QK3NUa2X243qbzfQZqeT1/WZ9UNWmnThtzsBV+xpPxFr7VtcXuTeEtsX8e5+aQtH7ck55lyTmJuy9Ez8vO8NL2TBH0T6cq2AxO3f4ssTr7frXZiSdvzRyPWb8Buiu0NEO+sGP4VwNPGmLMAIvJB4M3AmiFujPkbq/0ngW9Ky68HPmqMmU3X/SjwBuD3Ou3sxhHZb5LyoxfVCN8FquEIwv9h781iJMvOO7/fOedusee+VFbW3gubrW6yu0mJGomSLXmksQBr7AdjxhjYBgy/GfCLXwwDBjwD+MWA/WLA8BjWgwEDxowBGYOxBhppKJkSR+SwSXazm73VXpVVlWtExnqXs/khqjJuZFcVm002ye6+PyCBEzfuGjfy3vju9//+39RQLb5+QHLjACEM2aSDc5Kj/Ss4rxBMM9rpeAWPI5t0PtL6iyCglvRpNLosr97Co8A5UhHjPDgbsrrxAbF15CLkqrxEe5QjcoWPLdI6fu3WDc4PdsldQCBzDsUSm/YBZ9w9UhGxHy2QqDF7wQKDoMZmsc+WvUc/jpBSkwwLlMlpHhc8ODxP8H6TZDAB79FSEWlHvgDFqE1QgHeCVDfJjpfZmBxxtzhPTabIVLDQH7OWHvGV4nVujZ7h/sLytKXaoM7wzhaLxynSGpZ9j3OTXbaPj3C5YmXSZ9GnRI0Rk1Gb45U2t1c2uVE/y5n8gFbrgHxvGaslKinwSzlZd4njRpNbZ1cYtOq4QKFLPVmR4qeuGQ/vmpMgHO1JrhmEdoS7FjVy1N4sEMXP81JeUVFRUVFRUVHx6UJgvfzYfx+BLeBu6fXOw2lP4j8D/sXHXPbzmxGvgu+fL9ZHnGoDTnLjAHBkzy7i/TRGg4cP0IVF502Umg8AnyRfL7uqK2VYWblO3l/kanSOKBrTWbpHEBhEa4A+WGE5P+QgWiIIM86NxwTOsB4e83fN/8vN4llyEVKTGQdymSXfZ6V1hzvhFn8c/sd89fg9XHxIw2ccqiW2xz1og5Ke18VXAIUL4HvmVbaKAzryiCOWWCyOaU8cUu1jhSBKBUeNBVQ4wWQJ48kKH0TLXBzcZMkO8AjScYeX1Pu8t7HBd/xXuWjvcMnf4cygS814hPJIYVFGsjRK6egxsehy1F5nba/PRnaIiywH9qs03YQleqy5I4xw9LYkB2qBK/fvMRq1AChCRWuY8Wfueb7y6FriPLrx010qZDo7weGexYeAlIjs4XThqH8rxa4GlWy9oqKioqKioqLiQ0zbl/1Uvw9XhBCvl17/Y+/9Py69ftzKH5spEkL8A6Yy9N/6SZd9xOcyEK+C8J8/ShQYl8wF495DIAv4oEdiBNmZjVkLMsDaYM6Z05iAo/0reA9KGsJ4jNZT+XrZVT0yhr5dYmdpkyTozdWa3xbneS7aoeN7IGA967Ka9hjLhHP6ATkBMoY9vUpiLd1OzqSdcjV7iUZf8DvD73Igl7lR/CrXoj4v+TdpmkPEsePd1kWu+BuMXYfb8ixj3eB6mEB6kdfcD3nXvMQW9/iifR8fWPYXFpFhgfKeB26DbXcXMwpZNiOO1AokFq88F8YPGO4H3GrUWBO77AdLiGOPRZCZNoEsaIoRnUmBv5/x+vIqa/cH7F9UjH3AdnzIHyz/OR8MznDNPsNWsUuz3WXlwHB7ZZUiUPhCsX5wzJ31JVqtFCcfPjV0nlA7ds/OOwKfRhchO3fPkqU1klrK2e0dwmh27lxNoEYOpEDkD4Nv5/F1idCe+JrBReA7nui2pv56zuTlCH0prALyioqKX1qMkxxMmgwmydz0bFySMI9nP7XK8nOAYCJK75Wnl8YlmTpAmPrSezNZqUrnJaZlh2ipZw+1ZTH/gFuU5eil8Zwk95SaVsxJ0z+imukJ0nTk/Gfig9lrX/Im8cG8T0lZqm6SkoT6tGt6TTx2rOtlmfr8fab82pRc6+0pCfukMdtuns+c18clyXojnpemN0ru6mXZeqLmJd6Jmt1DA1mWps+fjPJ7Zcm4nJOmz5+jsry9LImvq3mH98yHpXGpxELNPgcphvPrLq0v9LNjiMW8M335daf0W29ZjebmW4tm619IZv8Me9GsXM7Nr3rOlf+pMVv5oyzJ1suS8w+5n5el5WWH8ae5of+C5OhP3AdR+h87td9lqfqTZOpwyjVdf6p+px167197yvs7wHbp9Vng/umZhBC/C/w3wG957/PSsr99atm/fNrOfK4C8SoA/8VRD7r0i3Pgp/J078ETUA+6TMwSsRxg7jUQ3mC2F3F+ehNJ6n1gmgk/2ruM8xIpwNoIM64R17v0DreJkhQlNVmSMB6uI6KH2zHM1aLn1HindYm6zeiYCc00JSpgwXcJgxwdKlbsMbVgwvutiwSNIXfcNhvHKQUhbZ8yMJ7n3DVClzOIlhA1z/r4ED+SvB8+R52Ul907fD98gf5wiy/4H7FmD9n0+zgbcLV2gTDO0ZnAaIVs5FzkNhCymI6QEjbsAYd+icNkGdVKuZjv4IKAse7gBRyFi2xnezjrWTFdjJeEgcGYiNaZiHy3R/tuzM3NDi9u7fAr3MKuWa4enudGo8352ohG5vji3du8ce4StgXxsqBeFLxzZYv17gAnBLoRsPtjXNOtVrz95suEUYGUnvGoxdtvvsyLL795Eozr7YDgzQIfeXwsECOLsAKzrgj2pg8cCCTxB3qaLQ8gua4Jhp705ehnEoxXZnEVFRUVFRUVFZ9u7CdbWf1d4BkhxEXgHvD3gP+oPIMQ4svA/wr8vvd+v/TWnwL/vRBi8eHrvw3810/b2OcmEK+C8F8sUlg60R0mZgnrIwJZUA+6SGGpB120a9JQD8hdG3aOkHhar3ZPMtnZpINHzuTrAhyOwfFZkqRPFGdTA7j9K0TxAKPbOBcg5dT4zYwaXJI38JMhI9fib9RrXBkc8lr6HghQzqKsJA4ME6DmCkI0y+MuST/BZgk9FTMSU7O0BT9EaEcvbrBe7JHKOqN8gSXb4364ARI20x65bfPv2j/lvL1PriKOgyYrxtCNm7wXXUF6y/LgmEO/zsS3+br8NhPRYEKNsauzUbtLogsO0hV2rMf5iLPFAzbtLpmLOGP2cBJ69Qb77hK9YpnwbkG04RFHB3jveaO+QUf1eVW8j39uwv+382tct2e5nOxgpMS5kHPmBsn9AiugPUzZX2l/5NZl/Z1V/jyr8wfJm9NzLT2xyOh9a4lzq3dPgt705WhaK77sqd/RuAVJsGeRA4vwAid4KFmfnmShwUfT+vLicviUPfjxfMgsbuQI3ix+ZkF+RUVFRUVFRUXFJ4tH/LTS9Kev33sjhPgvmAbVCvgj7/2PhBD/EHjde//PgP8BaAL/VEyVPne89/+e974rhPhHTIN5gH/4yLjtSXwuAvEqCP/lQApLMzx47PRHQbqSBiUeBunvTWUw4xe2GY+WyLMmOq+hIo0SBo/AO4F6KIMSAqyVDHpniWujh/L2EDHs8BzvEbUzTGSZ7K9yUR8yVDX21Rrb+gFaBaQiol6knLEH7AZLvLR3ndS2qLke2oe05ZhvRF/ngrtL6HM8gmJSI/SC+8EyQhhio3BSYYWnrlP+jvnGNGhXloiCLXY5Cju0XZ/L/VuEwnCFmwzyFa6HdW75bV72b5GLmGf4gLfT5wiaE3riIlcmt2gxYoN9DuQ66/59EpWhiZmMlmi5goN6QJJaxP0ad56/xPm33yVMLHfPJ2x2HvBSfpOwZ3mvcYFaLUU3JF/kRxgjkc5x4X4PL+G40+CN61v8xvGNudZlSlsWd8aEmT0J1HUWI2RJDqcdS9eOcWGAWGEu6NXbAbWuI301JjxwiNShjj3pSwHhrpsZBTyUrSPFtL78IR83qz1nFjf90uEj/zMJ8isqKioqKioqKn4+uE/Ya9x7/yfAn5ya9t+Wxr/7lGX/CPijj7qtz3QgXgXgn36cVxQ/CHAbkkLXyCYL2GFEEKZYr2i1DoiSWWGdMyHOyxO3BAFs6fuksk4ohuRZExkUpJNlNswhP6w9hwsdC/aYF/LrWBsQWgNZRMPlHPoOC76PJiJRmufsDb4vX0JpRyRyRvU674gr1HxOKA02hnPuDrUiRzmHVZKxr7NEFxw0/IhGMSRDclHvsFM7gy0Smm7A38q/TSg1UsOy6BH7Ca8Wb/AN96scbTbYSne5cnCNQbCAl/DBwjbre4cYG9CUKT3ZYjvd405rlcQ5zKBJaCRRmtKPY8K+JQwcPhBcsDskPc3eRh2DxAvBQn+CCSR5FLDaHfJgbWGudZnSlu23u+hwGiA/6jHebWyQFq2Tc9DYm2CUIqk/LHIsBb3Aw4BYos9OL6TFOUe4Y/CRmJq3Mc2G63UFzuOa0/l+mqx22SxuNnE+yK+oqKj4SbFWcjyuUYzn21oxfHxdeDhf/kpQeh1OyuNSe6jxqdrvUi14kJZqv/P5Gk6Zz+puRalGvDwGwDyhhVO51dPpOvCfskZclA1j1PyPaiFLKqxSXbgP53+yqpJaS0Wz91xtfj5bqh83tdm2gsZsrNNTdeWltnA6K9WLZ/MKMVPMlivXj4+L2XxFMr8/aVyqJS95qSShnpuv3L6sXD8enGo3Va7/Dp7Qsux0jXh5vnKNeE3N17OP1Mz7YBLOvuPaP0UpF8xqulWpLZk85WNVbm3WkrPPZONUjfi56HD2Xm31ZHy7vngyzurzbddsyT/AhSVvgtO/A56Ee/L3+6m14PMzfrT5fhE8Zd/m6sKfUC8Op1qbnXZj/gTxHuwnmBH/efOZbV9WBeGfHpxX9ItzGJcAEuMS+sU5nFcnbc/Cu33crjh5CmZ0jNURzs3/M6qgQAp/ct30HhJrkJHFecl4uEKRt3BS4RHck2fYi1Zo+Iz7cp1cRhyZRWJj2XHbGBUzEi0UjtQ2Oav3eMbc4n11hTeiX2E/WuG+2kIZR6A18cSTFAWRNzjl2fQHuMBxqDosii7CSISwhNqwog7Z4j5D2ed/dH+OtXs09BiDoO37hM4RyTGX3XUQnhiDijSL8ogFushxwL9eexmjIvq0EF4RiIJnJ3f4ZucrtLs559MB24c9orHl+HwdW1NYIbFS8e1nrrC2N0T3mhT7HdRhiNKe3kKTuJjemL+9f/GkddnizvgkCAdOeoxflDexOjw5FyJ12DzgrLlHdE0T7hhE5omvapK3C8L7FnTpRhZLivMh+eUQLLhEkD0bgmLaZ317erN+fFabkwD/qd+xmpi/sU6/eNPpPyGi8ETXp8cSXddV27WKioqKioqKioqfmM9kRrwKwj9dlHuMw8OH5t6c1JMLAaldmJpb9i3eC2RLUG92sTohzxrU6sNpCzTlaS3uYIsazgUoZaAxIZQ52aSFNgneSwKVc0Oep61HHKgV9lkhkOCk5C3/ZS64uzTIqBnNUDTp0iAnQihDX3bYD1e4FWyzne2S2Jy/tl/ngrhJ20/IXci+WuZscId+NGFNj2ibCceyjZKWpi/YKHocyzbrps//Ye/yvu/xT7jNP6KNESGFj9AiJqHH8/ktzg/vs5ntU+gaE9mglU0473fIC8UHtW0wEYlLyUWTnXiFF49uEsuMQdhEesn2+xlJyyKf9Rgt2CmWmAQ1ftR7kXg1I/aaftDiAWsoNyCTEcV+B58rDsMMq+00IH9MVjnWmo0Xr9EYDh+6po949uZN1JHDxRLbgtYPDOkXI4gkcmRJ+m4abIfTANm1JcXlkOJS+ETp+dOy2j9Osl42i3vk2F4O8j8qVa15RUVFRUVFRcUvjk+yRvznzWcuEK+C8E8PjzLe/eIsShgSNUA8lEsJMe09rkRBZpoM9CaZ7uBkgiKHsYckwCs77aEgPIHSLK9dYzxcJ6gNp+twkpujS7xi32A0XiUIMkxeJ6Zgp7nGcPAc7VHKXTWgngw4FG10HtMVy2z6+6Q08F6REzGgxVV1kTtqG2lCJnKB9+wyHoElIvCCUKUoaVFBxnHQ5kX9FgtuwGJ0SLMoaPgxO2yz5xPWzSFdmfENt4cH/iWH/JcktH1CoBwNccwor6O94zcefJfvdl6jHxl+ZfIuuaxRmICV9BBXU3wzfg1nFF/K3+ZMdgAC9hY7jBeaRPsjgjjk3tVVthd3+VvbH7BjlrC36lxfq9PRE+S6QTnHlfv3EAcxd5cu4iNPbDX/z/irfOntA1ZbfWpZPh8MP+wxrkLL37TW+E/1X9F+f0J4ZLHLCoUjumOxrWkm3awr4r7DKz/NlHtPeMeQXwhBe/Sl8Ik12+UWaGhPuGcRqcO0JLWBwzfEE4NjH4kTsziZTuXuH8c1vao1r6ioKOOdoBhFiOH8z6lgVJKjl7o7heO52QhHZQn64+XowXheSq7SmQpIpiX5eTGvDhJFSeqsS2NzSpo+16bs8S2cPqQo+qhy9CdRlrKeesAqVEn2XGptJoJTP1lLsnUVzq6/Mj0lYS+1ElMl2brKSuUD6bzUWuez7aq89FB3XrmNNCXZejFbny1J1gs9Lz61pdd5PFsmDufvIVE4O5+RKrUoOyVNL8vMRUmCLp8whnl5e3n50y3U6sHsgEd2Jv+ehLPxaZm6K0nQFf3ZPpySvXdKLbRqYra+dTX//bwQzqTpV+ozn6Fb7aWT8c12bW4Z3Zydc5PM9sdFpyT1pVZ5fAx59UeWqX9KKR+fOPW9m5Ow25+fDH9q1vbZEXR/ZgLxKgD/dPFIji4wSGHQLsb4DZrBLkK4kx7jiepzf/IKgc/wcgVvwco6MV1cz9FWO6g1Tas96x7Q6jwgm3QwJiJPO8SNPu+KizRGiqjw2Lrhffcsx4MNhDLcaa/TNzEXsgcoadngkCO/REjOkDYtxuyywTFt7ocbCAOpSLAmQooCgUQpTWECnhPXqcsx1gs23D2acoRTgsRaYjFhN1onzessqy7SWP53d4B72I3R4fnfOOa/kk28V3gBiSu4H68hcsmOWmWh0eNOvMZS1qfrm/gx3KutsqluEQ3gWDVwSrMWHLAW5ryVPIs9o9jaucuGs7x58Ryrr434d8K3+JPbba6KOloErI2P6dfrvHnhEsVxg3oyIItiPljewgQBkciY7Cxw8fgDsnrAYKOOk+Kkx/ij+vEk1dMHIMuKoOvQKxIfgmtJhAEfCvJnQ4J7hvhdDQno9QBVeBo/KMi7jvS1+LEB8klWWziSawavPMIK1MShDh3Zc+G02OYJwbGPxE8dLFe15hUVFRUVFRUVvzgsVUb8l4oqCP/0UZajJ2rAyG/ivSGzbRJ1PNdjvK6OkJEhLxYoXAMlMryQhIyIw5Tm3XuwNlu3lI56s8dktEit3kMIMATsdtoMR2sEokCbGlE0AQR7tTaLgz7v+ufZdHsUcUjDGL4hfpNF3+cF3kHj6asmzggSMeH7+mVE6BBYhHSEfsLZ6CbL4ggbCFbNPpf8DUZhnUGtwS23ycuTASu6S13kGKd4nzZ/ypuYh4G4Bv6YMf/AwbqEsW/SjZp0gw531RZewnJ6THe5jk8tDELuLa3SEBNWsy4PknUGqzF2ZDkOElayEVf0PfaTFa6fu8KNm5bBj2LSRctvPPsuv37pA7K7NfZth73JCu14yHuba+SizWWZUdMFW0dH7Hc6ZK9b5Lrk4FKb1u6E1RsDdl5YYve5BWyoWLk5QIcSMQAfS4R3mFWJTyS6JpGZxT98Ku1DARLsisR1ZjXnPvIEPfvE7PKjrHb9WykuBF9XmHVFeNtMA+89iz778JL2CQXHc1n5k4kzQ7mKioqKioqKioqKj8KnPhCvgvBPD4+k6NZHpGaRRA0BhxSOZvCAzLaxPiCQ2UmPcesjlMxJ6LMY3yKVHQxN8I5mtEsruE8gU2pvT+VK6YtbOCfJJh2GgzWkdETJ6OH2JbpIyNIW3knCOCMICowMead5kSWTo21EEV7kZnyWLOvwq+I7fMt8hQ0OqLkxF9WIP9Z/F6MCoqgPPgDvuaKukomQ98QzbLj7rOPRSjFSDWpqyGJacCxbNH2G8ZKazfk/2eW0mMci+J/I+c/9C0TCYEXKLuv88+bvcil9wEQ0ePbGHcatGCVyekmdjj9G5wofwlg2ubt8hl+/9R4RFpd4gpHnGfeAv7z0Cu/c3iJtt0llwtfbV3lt7TZ3P2gzHsYgLZfELk15HWsC1kYDEl2w9PaQt7fPoWoGG0iOzzanNdaSk1Zmi/dGjNZq/IV+nt9ZfAd5FwhAaI9ZEaiJwKzKR18E5Ghayx0cOETh8ZHALkuE5qkBtI8EdjXArZSmJQIx8Yi8tNwnFBz/rGrNKyoqPiNYgRgGBMP5603ZHb0sTY9G89e3aFiSo49mktxgMpMIq8m8m7bIitK49F5+SjdtH++G7rV58nwlybl3T3FNL/NR5blPcqw+LQmWT5ALq3lZsSi7qAdlif789VjkpjQuSdiLkmQ9n3/4q/RsHbIkJRfmlHN06aMrmY+jbclN/dSN3pXk7EVpfTaeX3dhZscbqJKU/JR0e96A/vESYcn8OXrSMqeXr5U+10E4c1AfRCU3dTffMSBzs8/SznlC9+bmU+Qn47acScs7Mpmb70KpnqNb2zkZ31tYOBnvD1tzy6S92T4UvVL5QP3U/2nJwV6VSh/K5RE/T0fwXwrKjuriI/6O+jk6xHuqGvFfGqog/JOnHDyf9PcW9ideLlF9hnrrJAvuvKBfnCGUEzwKJTSJHBCqyVyvcSUKYjlg7DeJxAijYjDTa0Ms+7iHmfNH2zPfUxxvPkOc9JHCYkxEMVjFeyjyFlGc4owmyxso43gufBfXbTKmxQ22oe6Iwhy04FeC75MExygT8yBdw9gYYR3bwV2uiSt4n5DEA6wOiU2OCyVEKbt+hZAx5JZE5yTOoaIJg6KNVJ49sUovWOS6eQd7KhS3WN4k464/yyJH3Ghc5v8O/5D+eJn75gq/lUnOuj7WW7rhMlvRDlIVHNTX6AdNmj4FA7fa6wSjnMVsQD0Z807rMl2xwtEr66y9fRuXd3jzy5v8++I7bG/v8IPblznuJfyO+Rt+eHmLL/6bARJHoUKinuflo12+V9vka2s9ZGBRzrPxdpfdKx07aLrOAAAgAElEQVSQAuE869f6HFxowYFAbytU1+HFtHXI4LcTwn0HWIoLIekLIe2/SBG5R46mvcf9HZi8Gp04mT/JgK2clRbag/FENzVmSSHOBfiS2/rH7Tv+JH5WteYVFRUVFRUVFRU/KVWN+C8FVRD+yVOu4xaCk7ZinejOU4Pxxy23X5ylpronD9cSNWJQnKMQCfVwiHYxudtiK3r9ZB0Ts4RxNTK7RE3uUdBGGI+QnnZ0/8TYbbq9bXJbJ7NLuJsOu71KrXGEmdQo8oTJeBHnFXhJo3lAR4650t0lHy6hQkPDjXnF/Yg3gy8g6jk2axOZAitDrA0JoxyhJalukXiLiATOCbyXiNBilWN54S5eeMbjZXb9JoukKN2nq9doqZQkGrKftOgXCW4Y8Jviv+Md+SKBd0yKOpvyASuqRywyXncR43rEd82raBdibQDC8UBs8y/EBuftdb6QvIEbK24vXsTKgMA6Cp2wmXdp5Jo8ivlO/UvIek4ytjT1mMs7+9TOadZ+1KVjMn5w5SJf/9L3+bfWvsu3b1wh20n47Tc/YNipYUZ15FGDpeKA4+WCjYMGfKfFysYOjX7KcDk5yXAMNurUrh7TOMz4481X+MPj76OMpzgbICxIB2YrAOdRQ49JwNQEzbdyEAIfTluRRTc0w99rPNWd/FFWGmOpv54jjMcHAtsRRNc06UsRxRemT7k/CYdzH00D+kfBeHhDIwBhmAv2f9YPASoqKioqKioqPu+4qkb8F4tMNbR+/HwVPx1PaytWzlqXcV5xmF2hsA0CqU+c0B2C3LWpyWO8lwz0FlJoCtdAGBDCEctjJmaRZnhYCuQ9NdVlYpcQWFrRPWrBAPkwCPceDrPL5LaDcTVSuwQ4gtsZcaiRWzmj/jmyrEMYZUhpOTq4zAvyR+REeOFxXiKVJaiNuGBuciO9QBSN0EoQaYWSBc4rrFNILCPRwjlJFKXIQBMGOb1awgvREaOig7eQFm2uR5foiyZfHr/NuKgRBUMWaw/wznEt2uaaf4arPIs2EVpGXHXP8Iy8TkMMcXXPfrTImfERNcYMfYfbbDMJG+BTrpnnaZsurdoRmwc9Jq2YG9mzCDyXx7dZ9McUeZ0r4hp34k2MU7x8eJ3vrYX4ieDB82t87a0fMExjbrLMi5v3+draVb638yz+Vh1zfioTCxfHjIuA7aN9Vvt97iabuKsNNvoHNFuW8eVFfBNaC33yZgje4yXgBeOvJYQHDjmyxNcM+cWAoOsQE0fcswQDh15VBAMAj4slxZmAYG/6kOdp7uT55YDl/2WAGllcQ5FfVEgtyK8ED4N6QXRdfyIO53MPCSw03tLgPfnzEcJ6gjcLsi+EJO/qn/lDgIqKil8uhAM1lnNSdDglRy/Jz6PhvAqqLEcPRyU39PFMZi6zU5LzbCbppeyMbuYl53MS9LI03Z2SkZa100+QmD7VHfqjylI/qsy1LGEvLyNPSerLx1uSEn/IXb30OQgzc+dWpuQ2buaPQZSP15Yky6cOVcxJZJ90bT913KVlyhJbe0pu68qy9XD2PdGnJfolR/SPc3eZc1qX8+d5WJLB94PZ+LgkTR/oecfycTL7jDM/u9fqeP68WGZu6NukJ+OyTB1grfT6hWhmzHvUvHUyfrDSmVvmjeFsH/JBUhrPf3ZRvyRNH5Uk9iUXfSFPnb/y97N0zj5PDupw2kX9lBv9J7kf/sP/K59mPpWBeMXPh0c9vMs8aiv2OB5lwgvXQAiJ8TEjM3VCV0JjXIj3kpHZQLsaHokjxnlLPTgEH9LX5wEx9wBASkdDHJLaDvWgP7dNIWBk1nGuhhAWKRzWB2RuAV3UqN3pQd0h8FgXok0NvCAowMgacZSS1AcIabE6pCknhGHB6sYHdIcdFg/7GEKKrIVwnlbU5x3/LMJ7nAkYZhuEQUaS9HmrcYVlneFEwIA2H0SXSHWbH9W/yK9l3+Vr7q9xaQNvJS2bsaIOCF1BQYInwIWGW/EW1gWERc6v89eMaeEJaZkJr4q3+KF/kS+JNyhswLhocbm4SRSnPOi9SBwaWn7IghnjfEzYKFiUGetHR9wKN7nTuICXAqwkdo7euQ4bt24zqrV4Q5xjJYYLW8dMjhTkkmLQJGkOWR/2GUc1Jlmbc+MDFnbG7C9sEqSWLx9dY3drmd31NZpb+8gYiijgj5df4Q/itxC5hUDinaf+bzLMmQCkINq1qL7FnAkpNh6eaOtQRalG/Ck9wxvfTPENsK0QnCd6YCm2A4IDh0umN81PyuG83MIsvP9wjCB4aBbnI0/tuxluSf1EDwGqDHpFRUVFRUVFxeeHKhCveCJKFBiXzAXjj9qKPY5HGXQlNNbFCAEeS2bbxHJA6pcY6wUyWye3dQrbpBEcIYSjsE0iNSQgZWJWqD0MuL2XD03cQrRLiOUQKTiZJtEYW0MIh3YNvA/Qvo6znoIYvMB3BWE7Qxd1nFGowDHyTdq2jweMiYiijDAoSEVErX6MkB4tQt6uPc+Z/IAozBmbJd4PL+L0tEeo9TF4j5CW8XgNFVpGyYTxeI1zPOBKdpOxb7EnVzirdnAEIB2uSNgK71KYAGX/in/lfxcfepwNQXi8k5yzuwyzZYJoQpY1cD4AI3mN79OXbTbiHZyWmDhA+wZnxV3SrM5q3mWY1EmTmEXVJYk9xULOwqDPtY5HKg1GsDIccKhWSZ4ZEd08YnJ8ltsrgosL+8QvGza/32NgNLYv2e0s0Dyy9JotgrFFu5iFaEJrPMbYmHqac/b+LqbvGb6qWL01mBq6AV5BcNcQ7ltwHrMRAB67qFCpR3YtbnUqWccKXFOe1IirniU8cIjc42OBXpW4RUV41yAsuESh8ocO5oEn6Dl0wMnyH8fh/KMEw+UAX+SlcTZ7gKAGHrfy0R8CPE2KXwXjFRUVFRUVFRVTPks14p+dI6n4mVMPuniCE7NU78ETkKg+I71Kv9hipFentdfMMuiJGuDFdDkBGBcihGQ1eY+JXSWzHfAS40KGeoPMtJmYDs6H1IIB/tG2HmbPjY/xXhKJMQO9zXF+lpFZYaKXGZkN8JCaJZybPldSZKR2GektocoJRIYapqggR0iPMYqdYIN2rQtOkqUNTBFAIblmnqHeOiSbtDA6xgVwO9rixuI6dxtrGBkglSEICxI15sXoDb4SfIcr9hpmWMNOYl5O36NuJ0TKsKSO+H39ZwSyoNdscBgtURcpwsPZcIcX/bv8PfNPedG9Qz3qYnUMCNqqRxBNH4Q4D9JanucDVuliCdnVWzR8ziBqYFyIVJYwymlHx6AcYVJwHLfp1RpIKTjjd6klfWKZETRy6tEIh8T2WriNBTZ2Dli4kzK8H3G8s4J6RTFeimmMNVoqXt/4AtJZAusRoeM4rTFMGuQyYuF4hHKWvZUVlHGs3hoRTDTfefMC9X+dUfthTrCrERaiWxqReortgPSFCOGmcieXSPS6RHYtcuBg4qi9pZEji/AgR5baOwazrpCpx9cldlGAAYxDHTvC2wXq0GLWp9/HqVkbM0ffH+Nw/igYViOH8KBGjtqbBaKYD55dTZys08cPx86ftGfDeWxbIHJHuGOIrmnCHYPI3clDgtOUs+zAwwz6dHpFRUVFRUVFRQV4BM5//L9fNqqMeMUTkcLSie6cuJ8H8sPu52UDt0cZ9Pl2ZCGRGtOJ7jDSK+A9kZyAkGS2Q2FrWB8QqzGZaVJXkkZwgPV1MtMELHhwBNOach0xtuvUgyMCqYnkiJ6eyrktAY4I5wQhExLVpxnuoU3C2DbxQ4es50glIbK8k1zmvL8FgzoDWhwt1Illl8loaSpFlw68pN46Is2aSGFxUiNEQEzGa7yJTMbIwCIzx7OT+9BIudh8Gz1cZJAuchgvEEVjFmSXQkFjkmOFQErHdnafa7KGDDUv8DbLHPJG/AIuAmM8iZ3W/lkRclbuYpxkTB3pHFv+Aefzu9RHA64mlxCBxhRN2m5MYgpuZmfZVve4bG+QBQHvb20S9RQXx/u8Gz/LSC/ygn+XUBWMgg6Dcyts3DpE5CE/XDnLM0XAmRcOuB23ebDSwh471rIu7WBAZupkPibvC5qJJo9C+u0mMnHg4XizxvN/vcvC/SGRtHhAHoOvO/SmwrYl+myAel8z/moMkUQOLNE9y/BrMSIQJHc0XoEPBMG+AQR6QxDuGFxt2got7juKDUnyjkFYi0sCspciknc16cvT8gnbmhq4BYcWsyIprjy+rAKeFAx/WE5ebmGm1xXJ+w68x1xUJ8F+9nJM55+nuJqHQCJGluTAcfwfPH77n5SMvqKi4pNFOAjH078y5TZl5brwck04QDic1XirUl24SEvKszSbX7meLeNLY061JfPlGupyfeepmm7/lPceO8/H5sd3XJlurHwtLC1zusZ8ro7bPn4Mc8ckyvXxbjaffEp7trndUfPXaa9m++RK75UTdu5U+ayfm688nj++8h7ZcndO9eRWZE/iQ4f3EU9n+SNPSzXio2B2LxvlcXkRBsXs9cDM6rNHdr4tWZbM7qsu2j0Znw/SufnKNeNn1Wzdrya3T8bdpcbcMkdZ/WR8Z7R+Mg6Hp2rEh6Ua8fFs/1T5f+50W8C5/7OP+J2u+JnyWTJrqzLiFU9FCkszPKAT3aMZHpDZzocM3ARTA7dE9ZmYFYZ69USOXlN9EtWnX5zh/uRLOB9QuBa5rROoFESAcTUCachNk6P8OepBj050B4RH4JBCAwJHiPZtAjRCKGI1AgRexDgUXkgkBoQiDoYYGoyLBXLfwLgAnEBITxSOieIJhQh517zI7bUFDtcSGssHtDsHeCexTiClmcrUlUegiOsDOp09gjDjAjchyXA+ZDRcpdB1vHD82/m3EJMWtdqA1cZ9vuDfw4qAInH4PEZqkKGlVQzIXMIgbLAu9niGa2zKO1zhKnjJYbtFIzzGGgVCUvMjQmHYZ5Uv8h51nzHySzRNztZkH5/HhOGYnfgMhY5Zn/Ro5UMOWGYybnPUvcAPB6/R8wusjAe8415Aj2vU84LVexnLrodahP6oQec9y58Pv8ydlQ2e/Q/v8Gr3KovbO7x/8QxpFLKZ7xHqgjutDRpqgpWSeGJoNHso6/BSUBvk4AW39BoEEnNG4UOJlwLhpkY4NvR4KfDCo5cUw68n0FSgPdE9S3hkqb2psQsKu6aQGbT+LCXoWsIdS35eIQuwK4JiK2Twd2r4pjpxX3+U3Q5GHt8QBCOQT8hyw0cPhh+1MLNNiY8E4y9HpL8SofYNwQOLaQnUviV9IcAlErVvCXoe04Fg5/EZ7nKWfTbRPzGDXlFRUVFRUVHxeeNRH/EqI17xueRJBm7aJWjXpKa65K6NcSETv0wshxgXM7abGJvgRDLtC25W8V7ikAhh0T4mlAbvxYkruxIa6yNy25nKzkWTwj18ymnAOEUkU6QoUFISy2zak9xppCjQrsZR9ixSahI1RAhDmKe45RhPQBSO0DpmNFwlHS8QxwPCUBPFOUFYTAuchUfnjWmrNKuIaz2Wlu7S0SO0qeFsiPfgbMiZ+AGpreOVxRQNpDKI0BJFE0bFIvu1DpHLWXQD4jDjB7zCRnFIFI+JvEbkngv5Dg8WV1D1MW8UL7GaH6OcZ9+vMmCRTfYoCPHA2Na5Yc+zxDHPTG5wELT5oHYOnYecc3epZwW76RluhOcZqYRl2+V68UWC9og79S1cpsiHbWr1ESoT2Lonr4eEDyYU1xr86JU6z3cNm785YnwjIEnvEQhBt9ZEWc2oFfIn8qs8t3GHZmeALxQ7Ly5z/nv76EjhlhSNXs7tdJnzHKHrHuE88shSu2vQ5xR2a9r3O35Pky9Pg/DkA403HtVzCO2I7gqKrYBoR2PrguDQoc8qgh2DaUnMRoBZklNH9vt2KhHPHYSCcMdOg/4VhQ8hPHDoM4rwhoZQzNWC/yQ15T4SJ1lyUXhqr+cIC0J7kusaeezIr4SosceuyGlAbzz1Nwv0pfBDdd/lLDtS/FgZfUVFRUVFRUVFxaeb6ldexU/EkwzctKsTyQlCQk0eAzDRC2iXYESC8IYkGDIxCdolhGLIQJ9FCUMSDAhFjvMRgeoz0mtYXyMUGZlfYlRsgBDEoo91MdYrZGDRdoGJWSESY0JhiNQYAVil6GWXCBgipZ06tlOnLg4JRIHvWvxaSJYu4a3CmhpOSe7feZkz595ECINSnjgZU2QNvGudZMc9U7O3aPEYd1xHO4mSnihKacse98QmjUJjA4+QAoEndp5/ufglNt0hP+IZzhUPuCYusckhUhu27AE7cpMoTLG6we8Xf86f9H6PnJC79U2KKEJ1L/Of8H9xgVuk1LnOJcY0WdX7jMMGQtSo6Zw/HHyTq8E5bsSX6ObLJFbjlIR+QqNWIHAM80XOBTvcjLcJirsMwxgVFyhr2GCPv/7iKyzeu07xeoO31s7ytYVr/MbRNY77dXqiTpArfFPRiEfsLSxyt7vCmSsaXxM4KVDWk7ZDNj84pjk0mFAipCPY99iFALst8WbaiSb+QJM/G+KagvCBmcrBQ7CrCnFT42sSAoivF/hYYNcCRObxsURfDJH7FjVxNL9VTCXrKwpx7Ki9UZC9EiMLj7AeedugzwdTc7XM0/pmhtlS+JpEr06D+OwLIUHX/cTBcHhDE9+eydpF5gkPLXLi5p3TYXqcj3FOf5RlPzGKa8rKNb2i4tOAg2AMwWR+cjj2pXFZmj6vipGTmbT8iXL0Yl4a65/QssyfkqaXJdlPk59/JNn5R21R9jPAu8eLNefbJYEvtx8rtfT6UJuluXU/odXXqQxDuWWVCmZjH87vmypdo1U8W7c1s+mnu66VXztXkqbbU9f78ntP0Z8/KcnnnXjyTO5J8z1xM1g5uxcWJXl8Fs6XXI2ymXx8mJfbnM1L08tS9bGbLVMkO3PzPRM8vrXZlXB2EEXj/fl1r8/W/c9K0vnjbGluvqDUpiyYzJZJStJ2Uf5/g/nSh7n/i3mZ+tz3+Of4//N54LNk1lYF4hU/EfWgS784B34qT39k4BbJ9EOZcsc02PCek5ucR5CZBYQwGBdQCwYEIj+pX3JOMNSbOB8QSI2kwCHIdJsRi0gMTiT08xaxGiHwFCKhHvQY6wWcT3BAXe1hfA3pDcbFhDLDihjpHcYrvI4R0gIRDoGwCToT3L7+Kp2FPeL6iMiPSepDPAKjE+L6iCJrYG3E/WSV52t3KWpDtIvACXRe5469gJNwXt6h7i0mUrwtX+RwfJYDf44gsrxVS9nyu5xLH1ATGbfdNhZFTI6vjbnEMa9NfsD3Wy8SLw5w/Rq/p75Dz7bZoEaHY77C63ybV+j7Nl/I3mNFHHKoF7jFeTpyRLu4xcB12HCH1MYp7/I8o36TqFbwQ/0CL2dvcDfaorNwzFJ4gBKONIh5P7zE1S8skjwXsvrtW+xdXuXI77Kh+mw0BhTdGlGRUTsuGMUJeRDyQK7h/jKk9dqQWjPjeLXGF//yHoH2TFoB0cRycNBg8eyY/JKa9l19eA31oSfYs5jNgOiaxgeP5OGeYkvhlUR6EBaKCyFI8IlAaE9wW1P/bo4aOnxLYJYDolsaL8HWPMnb+dTJXIJPJG7PYM+HNL+d4UOQFtQtTfKOJ7sSELY+XjAc3/pwbbnZUMRvF2RLD2/yziM0mIvBh6Tup53a82c/nDGvqKioqKioqPjc80sqMf+4VIF4xRzOqxNzNiUK6kEXKUqGJo8xcKsHXSZm6SRT/qjlWGraKKGJ5ISxWUGIqb2ClBnWJbSiXYyrU9gYKSEQYyZ2jUawC0Ix0gv0igsIPEJ4crOAEB68xxGgvCFRPYyP6OYXiNWYRI3IbZPct4nkgEBMGLk1JnoRjCBRXWqqhyXE2BijE6TwaB3hbIBDAZ4ibaLTBvXmEUmjhzXTFmlRMmY8rJELxfuLm6yNe9h+C1szfDN5lfPH+2SmxW5zgSiMEHnMtfAKHkWWNrGTkDgZs5+dp4ga/G37r1BmKtGvyzGxd+hEsJHv8VKhuMkqX7ZvkQcST8AHXOayvInVkt/hm2ghWXY98iBiU3fxMmBXrLLt7hJYuCc2adshl4Nr/BP/93lr8gKmETHyNQJtuHmxw2gQ0Kwfo0XA9fYZdtILuF9/wPUXW/z9//kb+FbIbnuBC+EhZ4tjUqcY+hqBtdBNMJ2YbrTA3m6DWjvkSvwORTNE9jUqt1gBk9UaV7c3+KLaPWlpJg24SOCXwZ9RpC9FBA/MNCtdl0y+ViO+abDKI1vT4FxogWkL6n+RUv9+BtJPa//3QR3C5DlFdGixS5LwHYNZEQT7HrPiiW+6afZ7z2AXA6J7BWZpmnEP71lkXlBcCh/b5/tRsKwGDnlscQ2JHDvsgiLYNdPMfSkp4ANBcT7EJQJRgK9LzLrCK+bqvqu2ZRUVFRUVFRUVHw3PZ8usrQrEK05wXtEvzj3WEf10MN4MD+aWrQddevkFJrpNX1/E22nvskDkjP0qgdRom4DwNFWP3DaJ5YCJW8F5CKWmsDFKOhI1YKzXMC7Be4lxAYVrYgmQ3uFQKDTaNQE3bU8mNNbGWJXikVgn0cQY16CwHSwSicf4Gohj8ryBNjFKgtEh1oYE4TSrP+ifpdboEUdDEOBdTKvzgCJrYUxEGI2wNmSct3mnOIdaSAkePoB4r3mBy+G7YC1HxTp31DaFDXE2pNbok46WySYtpLDcjrbZM2tIYNkek9oazWRAVy6zJI/whWThsMfldAcpBEO3wJFa4o7a5Iq9Tst1MTJGK4WQAutgy93DO8FNLtFmRFq0eCA3eC+8ROYDjK0R2iH3J2fZXPobdN6g/8wxvfEKQeHZWVqmvrSHvA0Qsf/ba/T+9JiNIewvNekEllpNk5qQVDcxiaCVT6j5MXJYkMsW+UGL7naTzXGXLImYLCekrYDmQcpfnbnCb8mrqPG0hlulDnnfobcCii9EFJfCucA0P69IflhgFh7Kx18IaXw3J3m/QGZToYXMPC4CJx3JTbCLoIYevaWm5y+xyK6j2FLE7xTozYDw0IF9lI1XSO3RjXnZ+EmmeuD+f/beLFiS7Lzv+31nycxa79p9b68z3bM0BoMBAWKGJABSEkkzQhRpWl4eJD8oQn5yhFdF6MFPDoefIJOWZYX9YIWDlh0hkZIXUpRIWw4KEkFiIYEBZrDMhll6X27ftdbMPJsf8vatune6hxSMZTCof0T3PVmVWXUqt6rvnP9Cds3hNzTFWwG168ivBarHNWHFEntC8UqNX9bNuICBWAj1OY0ZJGJXjorwk1T393JqdxfMn5pp/kGCiPxF4L8HNPA/p5Q+c+L5/w742cPFNnA6pbR8+FwAvnH43PWU0q98f3q9wI86JIIpwU6OM13MdEZF1dMZF1lNj9PMVTm3XFWz9hwdPZ2gxqZ5qnqYo5+/h1v4e9LP32+02Uc6t78XHXXeXf3Rn/XYHXSOzn7ScV7mlsXN7tniTzCa5uzMZb7b77W755ngam7FE27ozD0nj2i/67UfRTM/SXufo87L/HMn1pNHnRrzVir6uBP5JJvtr3IyG6EeTI+7q++VM5r5/tKsPYwn3dWvHrU/nM00ICtqRh//sK3mNyH2vj7rz7lZH37XPXtsvWG1dNTWlZlrz1zYM3f8upK56+zYNfeua+yD5aguJ81s5y31TyYaLPBnxqIQX+AIE7/6Lkd0kj8yT/vTEJPioL5ASBqX2thUIaYmRnAxR0lNS49R4uib2+yWlzFSI2KwagB06NnbuNRuDNCSRoiUcYmQchSOhCaQN98BKRLCMpqaTI8JWEq/RKYniGQ436WOHRIBowK5jEBg7FYxpsT7gro2pFAQA9ShR97ahwS+auHKLiKJLB9Tlz2K9gHDgzPYrMSPuyjjSRh81cEjLC/dJFsbc210gWraRdkIkqgHPZR2KA2d/g6T0TLGViQd+cLKh/ipe2+gq8DU5gzNOuerO7xjL1KoMZcn1+jFCSPdQhWRFb/LTbNJhWEvLJGw9NUQmxylLlj2FXmo8OTc0x22slW+xTP4sqCfjVlaukkIBVEUr5bPctZ/m7a+iVuvubq0htaj5lgGRX3Q5/rOh3niyV32v3lAy3QZng6cTWNUZpj6Lnt+nTLk9BnjVEH5TXBnMoJSlP2ceHgydXdKnFGs3JmQLifqxy1mO6CmUD1uCKvqqMh8QA/Xg4i9F5l+Iodc4apI+8UavRtIVkgdQSqIbZBJRA2BTsQZgxlE/IbGbjXxaaIUAth7kaqT0PcicQnQgt4LuHWDOzOjjc/PVNu7AeUSnS9VqLIp/B8Yv6nSUT7W3EbNnicuG8RHsuuJ8hlL2FDYO02W+PSjGfUzx2nnj3Jq14N4aN7Gj8RMuYho4H8EfgG4CXxZRH4npfTKg3VSSn9jbv3/BPj43EtMU0of+371d4EFFlhggQUW+MHgg0RNXwxh/IgjJs3IneKgPsfQbZBOnBIijVP6w9YfuVPE1IyETvwqLhbkaopWHiWRIAVlWELrQK6HdOw+hd4jJWFQnSfFhI+WkAxlWMWqIT628bGNURUhWaZuCcsULRWRnIQFPI4cR44cElSGYYM6dvCpIGEOteugceSmpKO3D0fsBE8HUZDnzYw3R/FoAVf1qH0L5wpSStRVh/3dixwcbLK3fYGUIq7qkIjU5TJIRETIsinTagUlEa1LjJ3ivaUqW4So8C5nOl6CBHk+Issn2GzKRC3xuY2P8mrvMnfYoB52eS0+jdeaTbmNyxTvtM9xOu4gCbxo1twu1lbc0Oe5ny+xq5ZJUaiT5TXzJCM6qBS4m6/yTus8OncYXVJZjTbNiLmSAHnkzvACXwvP887SGbxuCsoYFJO7GwSXca1/ll23wdef+Qi7B5bBXoeXW49x4+wmy50KX3VI3pBQ7OplxnvLvDFYw9aBwWpBNm1mdMtRlze7T+Dvtfhs9eGGuv24ZfQXWrjLGTI3GfHAkTz0FfUlA/nhOZkr/KpqzNo4nIkIgBJiR1yfm6MAACAASURBVJN0IuaKuCKUT1nsTc/2245f+aLjbki0XnXo/YC5HwhroPcbmUOKwvgnczikjUudaH9+ir3hsLcDMo5gFGY/osrY9FUrJABWaL3u8Muq0S1lQmwpqisWu5/ACu6ipbpim8GDE0X0o2LL1H54yEx5M4P+AcVPAG+mlN5OKdXAbwL/1nus/1eB3/i+9GyBBRZYYIEFFnhfYBFftsAHBjFp9qrHqUKbhKUOLerQp5/dQkkkJcXU90ESWmoKfcDQnXsodT2kjIRFJFC65aP6IZIRYhurKxQV43Aa53Lq2MGFFlEUHbsHKTB2m4h4XOjSs7dJCEkUKLCxwtMmISgeEH40jXK4GVGKCD62mDiFVSUtPcTpgEqBJAZSRFREtxWCoKyjlQ8RlRiPl8C1iCliiMSoETF4V6BtTXA5DqirPkjA14ea8ayirrpNjZ+EquwQfIH3OUoFJpMVIOF8FxhT0qe/fItpuYJWZRPdpixfKF7gufgGOtzGTkaYckzmK7Z0myoJX9LP06Kmx4SxdPi/ln+enx1/kcv+GlthnfucZj3tsCc9XsqfY1oUVNqQkiAxUagJb8iz+EqDAqUCMSq67QHFzRJzt0X1iTEA9UEfMaGJpdOGl08/zaWD29z+5BLtr45558JTdJ444FfefImPu9e5Kuv8Sf85LsUbSAITI7/fu8Iv3/4G98/32dvbQC0FlvYnhNqwf32T//PTff7N1a89OBEfGhH2rtlil7B3mgI1eSEFkJSIJJBGkz34uYLu1xzhVFOw/+qNwJf24G9/s+ZvXzLEjmAGiemzFnEe3xHKj+VwqOX2G5rWy3UThaYEmUTsnYA7rUgiqDqSrEKqQCoUxIS9HUhdIaxrJCWytxpauTNzfX9IHjk8OrYsLOt308Ae8RrfD9yabvFfvPx3v5dvcQ64Mbd8E/jJh60oIo8Bl4DPzj1ciMhXAA98JqX029+rji6wwAILLLDAAj84vB8L6u8Ui0L8Rxgjt87Yn0IdFtZG1YzdabSM6dp9hm6ThNAzd/CxYKs+T0vvkqQp0GOyCA4t62ipERwpNXPLKarD4jQgytPS90lY2vo+O/5JRALWjHGxw9gtoQRSaLRTmgk71dPkskvLDKh8mzr1ERygCWRAQBACBg1k7FKzTEygRTBMCKLJGeDoIMmRaU/dbZHbMVk2xYeCLJ8iKuDqDOyUEBrDuTyfEGMz3y6i0NrhXY5zBTEISprCydU5Ig7vLDabNrR2lwGC9wWSIiEUkDxIomgd4L2h09qmdi3qqg0EzO4er4QL9MIu64wpxfKOPoeEvGEQ+CVekXNIikxF2Nra5Pc3Ps3PHmSsxjFBaV6XJ7kjp/la/hxZNuXxeJO2jJlow+3uJkSHmzSDGRJzOv375O1Rw3qIlqVXPfc21plsnUbpgO2OER251jtDv55QhzXKPx/Z+Nx9Lu6P+IPN57jy2H3WxlOuDG7xxmPrbOh71Lpg67EW/3J6hYtxyvn9PVRMJBFuXFjn0q3bfOPmBX7XfJRf6r58VABnb7n3zPW29wL+lCDRkMpEyiF/25O0UH48Y/TpAnsvMvpkjtmO3KvgH95vUlr+wRb8zSeEjSigIWWK6ScK9JanPm+OHNKztx1my2O241H+uDutMPcifhWyuxB6YIfg10FvR9yGglLQdSIZUNNI8Y0Sc8biLhpSW71nHvnDnNrtDf9nzjT/IcH6YaH8AH8vpfT35pYf9q36qFGHvwL8HymleQHexZTSbRG5DHxWRL6RUnrr/2efF1jgT4VEMNN0TBMOYKaz01OXc3rj8gSrpZzTtlaP0IX7E9s8Shf+Z40le79pwv+sONnvOV3qsViyEzFn86LsFOeem9t3kk7sq/nl99pdc3ExaU4qHed+Xcfj6V7EuZizlM29T378jXQ2582j56LaTmjg09zni2G2T+I80+zkuTC3jfiHt5vlufacfny+CydroqTnjks22ymT8fGS4/qcfnx/Ti++M6fPBthbmi1POt8+aj+X7R+1N3X32DYfzeaun+W5r57Hj/f1n8aPHLUPYv+oLWGmZ+/H3rFtsrl9qebOk8iJDMM5K4f0XnLx99v1+GfUex+bLDg5cfA9ROL9ObP9nWJRiP8I4aQj+sidPirCAZQkOnYLnzqUIaBlQssMUIduHRFhGpYJtJDD+LKYcg7cY5xpvUSl+wxcRttsMQmnCUGhdcLIhIG/QM/eIaacrrlL6VcBhQttqrCC4DC6RuEJsgy+olSnyNIe1tSULmFIuEO/RNAoGo021Di6GEo4nCOfxlUsIyIKK0Pq1CcEKIohpzbfwNVtBvuboIS8GGNMSV31CHGCsTUC1GUXa2uy/IC66mKLEbgOogLltE9MglKglMP7HG1qkIjJppSDZSbjQ6q6cRhJ2GxC3hrgqg6t7l1MVeNDRn3VMvDnSFHx2fRzPC9fJYVAV29xwQ+oQ5s7skmMkAtclScJUbFzd4X/R/0EG3FK1oGpFFxXZ3FYvFe8U5zFZhMq10KpSD3qEIKmsQkvGQ1P0+7uoPG4qmA0OI2+V2E3a87vb1Pcr4nrJbc6p/mK+THOT+/Svjul/viYa1+DA3ueduW4uLbLleVdTrlr3A0rfPPxs9w9ZyjKmmf/0bfoy4g6z9le77KyP+LW+XWK3cBSNuYP5Uk+deVNWl+viR05poeez/WWANk1hxonysum0Xvf19TnLTGH8hMFoa9IRQQjsJ/4zF48+v0UgV+77vnVZzLqTYMqI2mUqB63xL46MlBrvVhjBgEZJ/J3HDGHsGKI2WH8WA5qJ1KfUpidCDW4iwYzan63mdsBmSTsLY8koffPxgz/UhuMemQe+QMq/jweNVP+p2Waf69wrnWaz/zYf/odb/+3+M+2U0rPv8cqN4ELc8vngduPWPevAP/R/AMppduHf98WkX9Fox9fFOILLLDAAgsssMD7FotC/EcEJx3R69Bmt3qcTFVo5bBqgottYjJYNSbXB+8a4NLiGNXrh4W7QcSTqRGGKWVYYim7wag+xdCfQVOCshgmTP0qVsYMOXv4uCKhqEOXmCxK+YZCLYmUDCEooAexZhJPkYgIigpDs6UnoYkYFBWBAo8lEhFq4qGzqmZKkY3QKSBMMWcceTFGm4DSQ4q6g1IBrT2p7GDSBKsiJMGYiiwbggLnOmTFCC2JvLVP9BaRyHi0inMGpTTWlIRgGA9ON4WTxEP6t0G8xpgJSiKT8RLd3jZaR6QYk153TNwlnM9AMhzwVfk4l9IbTF2Pob3LSDYJ3jJgjbusUNImOkFUM1BwQ/cYj9ZwscAoT+goetmI54qv0KJibDp8c/Q8KSWUTsQQSMlAqtm++wSd7j7GThAi2sMLr7/FYC0Hk7D78PS9LV5eusKtzVVSgstvd9Cf3mL1i/f41ukPMVLX+eXu53jc1/yrpR5PTd/hzDcMm9sDglW8zSan8xGrB2P2ex0iwsrkgIPNNijhS688wc+HV6k+lJEUjR5aIq0vl8Rljd5qdN0xE/yKQsVG1j/5sQyzHUhaCP0mHsxed5jdyM5Vxz/+lqc+HKyuE/yD24n//GPQf8KgtwOprfHnzFHhHwowOwFVR8xWJBZCdt0ThoFkNJOfyLG3I+F0wt5oXNOlBlU37uvUYA48agr+ggWjyG57iq9V7P+1/r+WydqjZso/iEZth/gy8JSIXAJu0RTb//7JlUTkCrACfHHusRVgklKqRGQd+DTw33xfer3AAgsssMACC3xfsYgvW+CHDvOO6DEpxuEMuRpThRUsI0Zuk0LvIigyGTPx67T0LnqO4mVlxDRcoTADJAllWGaUTrNevEEdOrjYpZvdY5rWSBFCajEJG0SEdmsPUmTiN2hzDyUl0EIkYKQmJfChgJRwdA51320iiYSisecyRByCoHGHBXrA0wbSoX7c4DEU7B4OOBS0tUPWNdaOyLIJ1aSDNo5e/y6+zonR0Go58txQdPZJSTE6OEXtO000mp3iqzZ10iCJpZWblNMl6rKHSAVoRBJKOIw3m0LQ5MWI2rWpqwxCRsfsUtUdgh8zGQNJEWONkSmV9ICI1SUezavpx8j1Put5zR5n2Q8XCSnHpwwJAYNHxSFDv0mmKlJqdPI+aPLBlBfMl2iv7aFthZl4PpFe4kX9CWrd0NhiUKRgCEkOi3AFAmfLLaa+jdkSlPJM+13oDXmyeJ1rehMB4qkJxVbO3k8vsfb5N1G551pa4/yFHX7mykt89eAs9vVAMIrblzusvB25O+1yqjehLHKWdia4Hy/hMHrEusgfxqf51L23cOcNuETxpidaqNcNqk6ICNMrhs6LdaMLV0L7Tk3YzCivGMyWZ+mfjKg3NNlu4u/+QfUutlcEfu1Nz2dOO6YfsbhLFmxzM09Zov1ihd9QtL4eQCXUCJIFswXlR5pos9RTqBHEjmDvR6gSoiC1BHvPIXUidhRh5TA6bd0iSjD3AvVDaOVHEWkPiSh72Ez5BxUpJS8i/zHwz2niy349pfQtEfmvga+klH7ncNW/CvxmSsd4pM8A/5OIRJrL4DPzbusLLPC9hCTQVUKXx284qpqjFc9T009EkR2LzfJz/NVHRSTBcSrrD2tE2XcD85/pPei0x2jr87eOk3T0R0HPUb/t8fcJc4OjvjVrh1myFq5z/H1Cd+7c6M7Oh6w4LkHI5+jVRj/6+IW5WLfazajgbi527aTNZ5ynmc89fjKuTLm5lI+5U1fm0+Le1bV5uv577LvRrK/7o9l33TfGx2PO7k9n1PSd1RkFfaf/5lH7heLGsW0umdkB+Fg262Cx8qVj6+VPzvbMb+uPHrX31PLcZzgep7Y0N0uVzbWVOv750nhGVZ+PHDx5PT8ylu97ec2+x/XyLn+aB4+fiKmbj/9713PfS6SFRnyBH0KElB1R0MvQR5KnZYdEyYkxQ+EI0dLNtmnZJsJr7NdRUjcmbDhiyljN36L0K0zDOkochRlwUJ1nj4u09R4ei/eacdwgBAMi5HrExJ2iZ+/SNvcJqckHX85vUIUOdewy8eukQ4GVpqaiS/PVIaTG2hwhNI7oBDwGwzsE/kMU/wuRc4eC0ma9kj4p5HTUXcJ6l5RgOlmlt3yP6WgVBLxrIcpj84qllVsAjAZr7O5eQoh0+/cxZsL23SskElonbDZmMlwjBI2oQJ7P9H0xNTFZKRry1j513UPwGK1otQYo42jbHcqyi3GWojXBxRY+tcjUGKUCIVpcauOjRUvB2G0Q0STU0d+ExqOJKHywlMHR0gNSiogoLqVrBCDedNSpTYiWup1zzt/hHXuZGAwJIURBS2K4dwYfLAk4NfY45VHG0+ltke+D2qx48BvABk9GzTPV2/hhzdYLXZ7+o28SLxZ89ZlNXlBXeX71BtfvLlEPDNfOr9OuBxyUXe77ZS6qLbqrU94+d+pov7lck008X7j3BJ/iLex1j4RIuPAgz7vJWu1+tcZtKMxeIrvrSVVi/KmGpt75SiMnMENwpxUv3o7UJ77D6ghfHkL5IYt2jePA7AIBc8NjPKi9gCgw9wPJNkW3RCG/ESifVuRXa1KhkINI6guhEKqzFvuWJwmNiZs0rxn6TVtN07uKbr+hKV51PzIRZX8aUkq/B/zeicf+yxPL/9VDtvsC8Nz3tHMLLLDAAgsssMAPHA9c0z8oWBTiPyLQUuNjcTgjbhFp5pB75jZjv0YVO/jYJ48HxKRQEolYNDUJSEkx8SvkekAZe4AjYRi70ygqFJExa5RhDWJTtKekCMmgcCgFY79G12yhKQk6Q4gsZbeY+HU0NQPOUoc2SiWyOCFQABF1SDpXBAIPRkoFz98B/oTErwF/ByEdFquQiEQSY7tJGI/RpiLPBwz3ThOjRanGFTyGjOm4hbUT2t09puNV8nx0aB5nGAzPo0xNDIcz3UlTTnuICti8bHTi8sBVSmHshFbrAERIySJETLdGqZosq4jSOKl7nwNCHQwiARGFSp4qrSOMQAqcL9gOVzAyxuqK6DURS0JwZGg0iYSjwIU2BSOMVBSUTNMaoc7I9AGkhBpMMG6VSaeH0TUhaKpUoHWFySraesTqrucUu7RMyRYrjIcbdHu3se9o9p/WGBf50M07lBS8kV3i8fRtHhvssnvuHOFaYpIt8UUMn7zwJlfWt3h5chGV4NaZPkuDKXk94a2ii/6ZPnpuhmJwusWZ13bp7NV8QZ7gZ8tXkRrMQcK7RCoEcyc2sxeZwm+AVJGUCXb3sNqOCSIUr9fEtvD7f7lgesWSes3gjoSEP2OaCLGbnjQK2HthNgP/rRpVJWQS0QehyR+Pibii8ZsaUiK0BXvNIWVCjT1qJyL3IeRC6AqjT+W0X3VIHUmZIfQFIrhNTTIc5ZIToLjmyH7P4y5q6gu2mcdVQsqaYv1HZSZ8gQUWWGCBBRZY4F8Hi0J8gR86tM0uB/VFSB4lDh9zRDSZ3me7fBpJAasqQmxxv3yWjr5DSAat7RH9WwjUoUcVlnCxjRaPoiIpi1Ij6thFUk0VV1FSE1KHiKJKy+RxHy8FQ3eajrnPqeINxn6DhKUwB9SxQ6EH+GAhGZQEUipp6OiCJhJRh7PiGuEaid/g0BMb4W8C5w7Xis2ImS3QqsS5HB8zsmLIdLJCb/neETtApInymk5WUCqSUEfaeBFwrkAQsmJyqGXXGFWjxNFZus9w73xDiVcBbSdoiWRFidY1RWvIYH8DV7cp2gOyfMz+zmNNQR8NVdVFKGmZEZIcA3+eGB1JdbAyJEoLlWpCbB0OLlg0/nAwwiCN0p5I3rQlgdJMY4c8VngyjMpmgyKqgnGgJkd3HUVxgDjNE+U1no9fY09WuS+nOR3eYD1s8XbrDPjmPfe21ri4P6VcLUjJkLoT3qquoFJkvbfD6Qu75N8eMXTn+FJM/PT6azz9ibt8Y3wBXTuc0UQl/MELV/BW8x8MvoizqskAV4IrLDsXcyTCF80TvLB5lUSieLkidhX2psefPaQ+xcbALKxqpEpH3trFN2pSR0jtRvfd+2LF9l/vISLHHF79hibfiWQ7DqkSejeg9wP1U5b2ixXKJVSApECGCXc2IqXGndW0vlKRsoTZTohLhwQ8oXg14C5mTD5iKV7z4CIyVbhzmnDKNMcvA8pE908qSKkxe4uR7Hqg3tSkbqNz/0FFlC2wwALfAWJDTVfu+HWr6jn6qZtrn3RAn1tO8+3wcJo6HKda/8jR0b+bmHM8P9YGsLOfxzGfo3i3j1N6q/4cLbw/9/jK7LiE1ROU86XyqL3UnmsX02Prde2MzqzmvsROFiF1mNGCh25G6x5Vs/ZYH7dur+ad5P2cy7k7/trz351q7mOoOUdwdUJt8W6q+uFrn2BDx3la/2huHw+P05xvDGd93xvPKOe3Ty0dte+tLB3b5s93XjtqP2Nnr/dc1jq2Xm+Oqr5qxkftf1z8+Oy1W6eObeOLGVV9qZi9duv28QF02Z1bnsw5qs8nJQDyqOue2Wu/53X+HeBR9PPDJx++3gn6+TE6eraYPPhO8UObhbPAuxGTZuROcVCfY+ROEeeyNJQElrLrGFVS6H0goVLJ9vQKEHGxR0wGnzqkFNgqnyWkjIlfY6+6wNSvkJmSA3ceUmqKdhRJcgTHxK0wdcvUsdtQtAW09lipSTESk8YFi08WJTVKIj17By0TXMipQ4EQjvTOISkiGeBROBprhohlQsaIxH/LLN0oAr+KEDkMNkBpT5YNUOIJUaGloi7bxIblfhwCkAjRNsZt80+JEKNGiyfPxxTFgDwfk7dGaAVLq9fpdLbJ8iFGB9Y3v83Syi2MqVE6sLJ2nZX1G7TaB032uG407u3eDnk+QZ9pKOIBg5aSdnaAThUikKkhoIgILbtPpgZAwiNoajQ1zVhao5qvUxdi5Lqcw0hAi0PhsYxYMtvcMRu07B59e4NOvUV3tM9PyZf5sLyKTxk9NeEp+TbX22cZ2hYbcYcD+lzd6FHFNi3GdPYd2fIBohOxynCuYK/V5/rKWfafOEV+bZ/tl87yW/oFXvuZTf7SxZdYH07Z77f4gxeuULYzvNX8ev+TfHbwNFGEqmPZudghWIWQGK0W/Mnu42TXPXoQQUFcV8g0ou949HagOt8U4clCKgS113x5hZ6CkNCDhBoFWl+rSIameAfEJcwtj73lkN2AueXJ3qnJ3grkrzuICb+qqTctvqepL2hSpikvG/wpTX1eQ67wa0JY0cS2JhVCaoGaRPQQRj+TU58zjYfBQcL1BD1NEKDzxxXiI4KAT7RfqpEqYnYiahLJX6ub/i6wwAILLLDAAgsscAwP4su+03/vNyx+8n1AEJNmr3qcOrSJWBSOKvRZya+iDl01lAS69j4xaWLKqEMbnwrq0COSmIQl8IIASjylXwLRuFgQkidEQ64GiAilXyZFTZLInn8cLRW5HlP5FkoLEDFMQCtMGpMwh/3QTMMqA+fomjskFCN3qtGNownJ4OgAgZwhEajoY5li8DhawH3gN5mFNNYk/iGav4HiFCqTQyeRDGOGWGMR7Ykxo53tMBmt0u7uoqWxgPPeYPSUctInBCEEg9a+0RzbMWVYxtpmNDMliFHT7e/R7u5RTpbQJqCVo2gfoA7N7drdvea4RMVkBNPJCtNpn1Y+aNgIKYEkqmkXk4SV7CokoQpdUAlNQEQwMkEkQydHy+6SxQnRnT/83EJAUCSEGlAELF4c35TH+bB5iZgMA/rc10soNaYdKwozoQxtLsUbuHGixYiYF4h4olesxx1u5WfAeK62znGh/zXcqEBCSR5KsrvNjWyvq5EYGdo2r608zrnWFu3uadQbB9y5fo7wL4XlJ6c893M34eZ5Lu6+zDsba+ymLm+OTnHt/Dr/K+v84plXOPfKHsqH5nypI+39mq/ox4lR8dH2LcY/0aL7uSkxJcJpi/IRAlQXDcpDy0P5bIYaJrI7TbZ49VSO2Q4U36xRFYQu6CHogYfUDPrqYUCcoKLHvA2pJ5AEd1ahRwq/ofBrGn9e4y5Y3Iqi98USY4UgihAiapiIPY0aRaqnMvwli3aOsNkMhBXXPeIASc1xf5CxKo0hmx4mUpYI0Egavts3hwUWWGCBBRZYYIEPCNL7sKD+TrEoxD8gGLlTTPx6ozemKWMnvo1VY/rZ3WPrTvwqWmratuagnhBYJsQCIx6taib1EpCweopOgSRC5ds4lbGU3SIki1cZSioG7ixCaBK78ChlsOxitQc8dVgmREPAIpJDgip08KFgqE5R6CEh5QiRKq5QpcYBncP/u3YH4yoQQ5W6h2Ztvwqc5D4FsH8LJb9GEjDag3jqqk/R3kergDZTrK6RvCQ4i84rSIGUckxWIgLj4ToxKqLPCdGiJLK2/hYgpGhQ2pO3KtrdPZSKRwX3wxCjYnhwBhFP0RqRksK7gnZnB1+3IEVEB8xZj7vfQYtvin4Zk5QlxYQozZK+QSCjo3cJqYVQM3RnDzPUNQrXDJ5QkpLFxRxnLDfMaUZus9GzpyllWKYKPap4QM9s0WFEzTLj2KI/HeBooTqejq7RqsVQeiwt32Q8WqcuW1wzZ/jw6CYVOaIS7UlFOBV5p3sGpw1Xl842juHPap797Ve5+dRz/JNPneaXnv8SH7t4HWLimeoOw8tt/nj7Mf5o+0lAeOXLpzl3bpeNd4Z41dDOG9d84Z0fP8XbZoO/PPgq1RMWcxAbQ7SuprqkSG3F9AmL2g60vl2jJuDOGcJyMzNuhgmfEqGvMPcDejcSW0LsCcol9O4hiyIq9LgmOEVaVpghlI9bYq+h0/kV1cSJ9YT8HY+UrnFJriG2BXdaEXqK1FWYe43J2wONgzioz2s6XyyJVtCuodOLg+rJDDWKxFyIbYW7pI/R/xZYYIH3NyQllE8od/w7Sebo6DLvhu5POKCHue3ivBv6e9DPH0U5X1DRH4pj9No5CrrM0c/JjlO3Y3u27PqzdrlynJ5brs3a0425Y3ZqRj8+tTo8ts35/sFR+0xr1l4xk2PrdU3Jw+Di8Z/uozCjoO+7GXX7fjVzGN+y3WPb7My1y3ma+glqeqoeXvDMf0/p+sRzj3JXP+FSn+aOS5xjNvvi+Hu64ezJ6WDG/39xMKOI397oH9vm+unVo/YvLH3zqP1Cfvw32+Omd9T+a0uzsI3z2WwP/Wb3J49t8+LSY0fteu7cWFo+To/v3Jr1z94fHbVlMDq2Xipnx3k+VWGepi7vIU/5TnD8mjhBjp577hj9/CQ13cxfP99favoivmyB9x3mi3A4ZFtLYOLX6Wd3iUkz8auElDH1KxR6CES0qogpR0kiHV6MQSy5GqKloUjbWJKUQktJpoccVBcQEpmekIcRiMXKCCTR1TepY48YHUhOSoJPOZ4OkoSIIZN9RmkTK0Mmcb2ZWUcf9lqhkEOdt8HHgnY2Yup7dNQ207BGzZeZzYY/gCP4r2HbJUrXRN8i+DZa1yhJaO2wWY3Ja9qdPeqqyQYfDdbRuqIqe80Ma91iPFgjz0f0V+6RF0NSMljbzOqfnPl+gBgV5WSpobcrR1YMOdg9h3NttPZkxYi8NcL7Ale3aLWHhGhQxjMZLxOcoFXFir3BJK2gZQJEMpkyDuskVDOoYt/GqmHDN3CnsTgEhcMSKSAJIUEWOpS+h1UjYtQM/RmMmpCpCRN/ihALpuo+bfa4r9ZYYxvLGFNVTClodwuuddcx4psBA+XZun+FsrPEBXcPNRXGaYmd/ZzhsoUkIIl60CH4jOnGgM4re+xXl/lHgx6nnrmOMoEowvnTB/zk+jUA/mj7SYrK8fnyCT79xNv0tqaYKlL2M6qOIZjmnPyjnaf4c63XqS+YxmDtEA/01NNPFuR3IqF2iNIQIvp+pPxok+ctnoZKvqRQg4gaRFCC1Am9k/DLEG2Gvh/Qw8j0KY27rCEK1WOG6fM5KRPcZcvk+RwJkdYrjtQRQqEgA1VG3LKQ3Y2zL7KYSG0FuaJ63CIxod/0xLZQXzSoKhLWNZMXOte/AwAAIABJREFU8iZKLTaO6gsssMACCyywwAILfLCxKMQ/IEgP/pMHy0Lpu4h0GNQbuNhFS33omi4M3SY9exctgbbZpgp9SILWJR27RYgFJE2uByQFJk2wMkAJFHoHUYqJa2LArIzQ2mGYkusRvi4abXUCxYSKNRIWDl2+Y1qFFAgY2mqHmBJV7CMSDxPDHSAoPIghVwcEZUASOlQU/HNQCSMVMSroaII3xGRwdcJmBmMmhBAJwTKddllaGiASCM6SErTae4RQoHVocsMHp6mrLkrVWOsJoYV3BUVriFI1SiXa3a2H7vv5mW8RqOuCvZ2LiHZogRAsk9E67e42nd42ddluPouumIyWybIKOasIdyzT2CPXeyxnN0kId6c/DsERVcZBdY6d6kNs5C/S1oPDqLNlQmz2VkNUb7T007BCqGCj/VpjbJYyqrSMEs9yfofaWb7hf5I/pz8Lept7OueUL8moeNuu8vr+OcbFCtmwTd7eY3/7PN5Zdg8uMLCnsa0SbSqqqoP+diRvjzhY6lDtrWK7Y6a2jTkbsG9WQJ/9OxfIe0NGec4ft57i333+y0fF+I2by3Qmjs9vXwYFP3XpKqpus3prcmTM5q3wxb3L3Ftf5hc5HN2OiXiYzR27iv1/p03/d0aY+5G4rKk3DRRqVgwDMmm2MfsRvecxt33jth8t9WVFeCaDEFGTBNOEX1f41Tkjm0yY/lSBVJFYKPQwEpY07qLBryuye5GUgZQPNOngNjTERPWUxQwTw3MGez+iRhF7HUbPZ0dFuNTgLixuywsssMACCyywwAInkRY54t99iMivA78MbKWUPvKD7s8PA+ZnuLXUtPQOg/gYKnkQYezWSQn62W1G7jQhtenZu0CkZQYMXYep71Pofcb1Orke0jIHTRHn+iQ9QamSpqT3tPSA1fwdunabrenTjNwmgZy23mbiT+FijtBmXK+SRNOxW9S+wyScIWLgkEYNHHqaC4EcHzJ8amjaPjWGZSEVGEZo8fggjGWdttmijm2ssk2smgTq0KLWXYyrEBPBSaOxjVD5PkonivY+MWSUZY+O3Ue0Zzw8TW/5FiIerT2T8RIhZIgKTNptdOEQCQy6barlZU7t7RLio2k35WTpqAgHcFUHpR3BZyjTDH4ggbrskhcDOt1divYB1aTdZI1LJAWDSUO0clRhmd2qQFLEMKBSaxgqouQQAjv1h8lkfKgdL6lZJaEAIRKw0gxS1LHPoD6DUpBEox7QwpLHywpRKb5uPsQl3saFFltqg7fjk3T1XerQwdyZUEfLYPkZkCajfDptI2WPpZU7BN9CCxTtZiCmvZUos0isc24UZ/mYf5X6XE7rzSlL72yzZO9yUGzSHy7zO/7j/PXNz/EX1bd4qXeWd3ZPMS1ykhL++PZj/PTa27z6s2fp35tiy8D25T6dvYqohN8dfJRf6r6MjBOSJ4pv1sSW4C4YDv693lFMmL0dUKOAhCazGyB/LRA7glvVmC0PFpJSjQzAQTinUE7j1qD6iG3yvat0LN87ZUI4Y5lsvvucqAtFbAmtr9fN+1wyoJssdPeMxQH2hicdrud/UWPuhSZbvKtwF8yPZIb4Agu8H7D4LbLAAgss8P7HQiP+3cffB/4H4H/7AffjhwIxaQ7qiwhN8edjQUgZLb2DiwXTsNrQyE1J2+wz9muIBMrQp2X2jxzLy9CjpXdZLq4z8cuHxHBPP79NjPYwi7sp9HN1cOigfpGJ26COLYxMmcY1lKohaSrfIpCzkt1k5M9Qh4KEQmjK+QaziydgqGKfQg+pQ0Ggg041LdnGURCSIZIhcUAtPXwsMKrGyj4Ddw5vW1g7RimIwZLnI2rXIaUMJZ622eex6hbLxRaT1GJXt7FZTctu0bVT+q0Dxku7fPPmp5mkbpMHniAFhe1NIClS0EzOCxer2yx1diiN5dbSGl4bVl5v6PEh2mPJJzGaRjNvalLSQJNZHoIhJUNW7DA8OIMPBa32AcPhaqNJ7yvYT4QoCJ6pX4WkGqdH3czkaxXwsYVSASNTrEnUdRdHE3FmiBhV40JORBjWZ1DiCGQYRcMKUJYYQGtHTcFVfYEqtJm4Faye0uZ+IycIBZPQQ+94cj1hkF8gBoPWNaPRKloixpbItI8oT0rQPvCkpHAXLC91n+F8eRt/SSgf83zjwiX2nhLO/O/X+InfcHz+Z66Qf/gVPt66RXep4g/TU5iQKNsZv97/JD/XfpPtS7NiV7vAys0xtgz8dvlxuqOKf6PzSlMsj+JRsTz9sawpdjchuxbx55tiVyaRoEDtRvQgUl7O4LGIniTUJOF7QuxrYh3ByIxe/pB879hq3nNeS0VstOj1E5b6ssXe8E2B3WoGAuaXq6ftUcFddxfhFQss8D7B3+c7+C2iAkg4oREPcxrO+AgdOJDSw3XhvIcG9LsdZfSBx3wck50bQJ3ThaduMb8FbmW2PDk9+6k82TxeAEzOzY5ffnYWf/XUqftH7Wf6x316nihm7LpNO9OIL6vjGnErDzcMKdPxQeBhnEVy3fczzfPNeqaTvpatHtvmqp4t35WZvnoaj++H4GfvpeqHFz9ywvZA12muPXv8ZMTfMR+EOflxtMffxw9ny9nBrF0PZtr4uwfHI8Z+d9A5al89MxPyv7326rH1fq7z+lH7aTvbj7/SnmnJnzj/z45t81u9Txy1/+n6bLzu3sbKsfW6V2ev17sxO9daW51j65m92XGX0SzCTuZjzk54S8xHHT7KW+JdOBnR9wAntN/HNOLzOnBzomR8D4+F7y3en+7n3yneF4V4SulzIvL4D7ofPyyY+FUET0Ix9X1isgiOttmhZfZJtUGLp9CDhu4tjhBzArMbqhDp2Xt07X2WstsM6w12qicofQ9CgZKIVRNa5oCUAnv107T1PYb+HDEq6riEViWCx6jmZpFEIE0ZxzVSVPjUbSLOSDSz4eno3SFDMUQQ6tRFiafDfXxqMU1rWEaHruFDapbJ4gAAJVPGrdO0lvaIcQIogrcEbymrJYwp8d7QzSY8H78ORYVtVfTY58zqmOvn+3z69svE/Qzv4FZ1kRf4Cl+ST1KGNkoHTGtCIiESaachv3Dty7T6+9TecL/TZ3k65lubF9m70tx48hcd3mdH9zilPD5kGONo2/ucGozIgsdnMOlVjMq1ZjZeeWw+Ro+XCUkoyz7BGkw5JVdjQFGnxsQtEgjREqPHHBq4+JThfIGiRmHwZAQM09AFFJYJIIzTerP3w5jC1EzcCpmakMmAOuSM/RopJULMKfSA3eoympoq9qhDD6Nck90+ChimhG6b6XAFbT1Z1Gjr0EmIQSPKkUJG635gsm55016iWNlj5bEpSkd6V2HtiS7u61dpf2GdfyHP8vPPfIunzmxz4Fr8VucTPBis+X+vXwHgF8+8clSABy1EK6xfHSIx8X/nzxGN4pf6Xz9WLD8omOunLL3fnzb09EzQk4TdCdSPWVAgU4UvIqpIiAdiQo0S1TMnZruVHMv3dhcM5uWalDXU+ZO08pTJUR+kTkez9CjB7AWKb1TUj1lifzELvsAC7xcsfosssMACC7z/sZgRX+B7ipO087bZPYogAwgpa2K//Bkk+UPdd87Qn+dc+0WgmSV/UBgWesAwnkGnKVO/jI+WhNC3dziozyF46thFi0ephI8FLmYgGps8PrbQMmUS1hsduQJNRUhFQ2cXTx3aZGpM7dtUoY9IE6YVSEABzI/mKSDi6ZCxT4rgychUU+ip5Ai0AI/F4ILFySYtvYs5rVHjiKDptPZx0VKVqzzh36GrJpRJ82Z6msfiO0hripjEtGvIeiW5Cvzbb/0B+3mP1JliBy1+avoS94o18lTxOfsXoF+ijCclodBjfuHel8gyR5i2KJjy1PQOoyxneTLi6toGt5bWmH5syuRuHzGBpWsOm4+pBl0ypjx1cA+nhcxWPK7eIrsqfEV+nButJUwxxY9baF0RwjLe5WgdydWI0i03Ax2xQ0yCFmkGVFKBiUPK1D8c1hAyPcWHxk09UPBg0EMhVPQPk8hrQFP7AhBcsMAKMWqS6Mb5nsa1XSQSxKJoIutCNIjxdM09XGoxHnSRVGNbNTFaykmf5dWbjf5/sky3exPnunR2hDwfo5+8htKzEdvCO8pnzpC/dpfO59f4FzzLzz/zCp/o3mTj8gR/OHtxv+zy/7H3Zs+SXdeZ328PZ8g57zzUrbmAqsJEEABJkRQlUmRosmTJktshdYT80HbowRF+sP8Bv3d39IsfHN3hdoQtdcjSQ0vd6lbQkki1CFIiCRAAARJAoeaqW3XrzjnnGfbgh5N1M/NWgRRFEiSl/CIqYt3KvU+ePEPmWXt937f+/PZl7n+hyupGC+k8p946pHyYIfCYUFJtp9y/OFfQ1etvTiXLAHrbkp3VIAXBpsGXBa4i0XsWs6rxgSPYdfgIfFTcMC4So2rUdLXbVY9pxUeVd9VxyJbFNouq9/HEOrhrCt24BX0nJ34vx5UK19LstJ6ivc8wwwwzzDDDDDPM8I8DPzGJuBDid4HfBYhV7buM/snF42jn7ewUjfDOUTKuREY/nz9KwgEQIH3GXnKBUA4ZmAVidYAUkJg6zktStwCmSFQS26BvlqkHW+A9fbNU9NR2MZmrAw7jInIbk7g6kRyS2QgpLHZEi0ptCekzEB7rQwSOzJUBg/MBbuR/rhhgKBLAwkzM4kd18owYiSBUA5yT5L4ySuAlwoekPkJKj3MSG1RZbW1RU5sMTch2OI9INR9TX6av5nBeMyc7fLry57R0nWEtoLyyi84DvBesyQdENsO4kEgOWR1sk5mQBdXBlu7xyfgv+YZ+nlwG1E5ucmp/nyBLCw1xrkjaVdbtTeIYWvOO8/tbPHv/Fm+vnuTWkmHQm6dzJkAIS+nKPhu9fTIVoMk5P9jEiAq5MpzL7lIxCW/mlxEqI8vKWKcQwqJ1hiuV4BDwkkqwzcAs4p1BK0Poe1ivkSIld1VClSCFIxId8I1RI7Oij3tOk0KLnyKxQEZGDUUPicb5nMyXkN7hCQtTPK9RWHIfI8go6zZDUydzMWVa4B2RaqNEBl0IV3J0mGDyiFK5Q2XpBlpnDAcW8JTKh5SvJ7Qvj79qEh1QyVPSS6tUXiuS8S/6yzz/wm2sVaPL2XOuusc/k1/h5eACX905y8b9Ay637mOVIBwahNPEfcOwHrJ/ssZ/bj1LWgnGZm6MXNUfthFLi9guFgkzzqMOfUHrMgq7pApjuBVB+RsZZkniS5J8SSK8eMREzYfiqDLu5hXiGEX+YWIthx5hIXovRx1aUCAzCK/m5Bu60LNP0N5nmGGGH29MPo9EcROsn6aiw/vTRY9R0ycp6H5qzqwV2d8X4nibpQkKrYjHdGZqY4pwvjBNF+6vjam23VPjRdLB6Wm6+NrJg6P4I0t3juKXajeP4kvh1tScFTVuV1WT432NxfR+S8aLv26iZWvu86lxAz9uj9YKxpT4e8HeeD+D5ak5zWBMgX5bjQsld5imVw/MeB9kOj6OU7Y5x9aQJ6nqcoKmrtNj8g0zfk1MXvrH1FqTVHUbjV/MJ2jqYWt6Uno4btf2+uGZo/j2ienPd2V17Sj+pblvHsWTbc6eD6evjdMLrxzFH69ePYr/ZOXFqXFfOnn+KN66Pd6fyt3y1LjKzpjCHu+Nz23QGceqn07NEcnENTDZ2swckzO8n4zlfVr6FW/2+JZlPpy+Pv0EVd3HH1w66ZmZtf1I4L3/N8C/AWiEK/9gBVIPaecP7wshAG8YmHmqoy/Ysj6glZ09+uYqLsoACPBOEqkBJXVA1yyT2iaCrOgt7mIQkLtSoeN1EQOT4dFYBAOzRCgTBA7nNYltAmB9hHMSKXIkho5Zw3iN9J5+vlC0LQv2SG250DMjCiozjogWCXUEhoAERziq1WZY9MjtOye1JZTwOCQWRXFpOgQC7yxhYPlw/k2M0uggo+YMq9kD2lQZ2ipCQ6h62Ap0XJUlduiqEIkjnN9HKE/pMKEXxUjvaA76WA1COiKTY2sOUU24qL/J3YVFACqyT6pDSnlG3quynO+TUCJIU+a3BAfrEq8kZw92qKUJ3151GKVJDpoMn/A0v32AABY7PbrDeYRylModykGf1G6w2Olxt7SG84owGOCUxnqFzwNkIyPdrxCiqAX3CdWAoWmS2TIIgRCgZYr1AU6AVA5pDGJkhcfIvK1ASI7GkfCQiRDRQTiPIwAsJd3Fe0Vi6yj6KAmxLq6bQA1JbJVePo+SGfXwftGr3JWJDvdRIkec1kRxBylzrC0Rxd2CqeECuu01Gu9sIaXj8GLIvcYCTz+4Q641/RdWqX5ji+bLDf5d86ex+6OkWXh+6qmr/Lp/jc+uX+EvH1xida/NlXQFhOBCbRvpPFYJ6g8G7J+oEuSOBxsVfu/wEwD8ztzfTGm5fSQQA4eXkDwRgBboQY7sQnZZghaoA0vlr1PMgkSFGpt7gtTR+1z5sRXrh9Xu76YnD2/n+ICC/j4yI3Algd625Bv6kUr+DDPM8OOLyeeRWmNjdvPOMMMMM3xQ8N9ZCv+Thp+YRPwfC6wPH1mcEqL4/0nKuhZdrItASLTIceRYH6DEaJVMFM7hHouUkk66XvTwll1yXyaURVKWuRqh7NDLN7A2QmjQImXgIhLTIDWVIsH1NWLRJqM2MhPTCDHAi5CyPCSU/VHyrpAIIg45wyYlEgZE3OAcFkFNdFj3O0Q4UgSbrDOghiMk8gdc4N7oNckNLpAHAR7Faa6RiQgdJHgUUbmL9Y6T6QPucBpfy7EKvC3anB2IOerhHjbX+Dyk1NhFuR7X+8s88c1bNEyRKGamAnhK2xFPqfsMRISsVmiZE4TmgMSmLOZ9tM+pxG3sXESdPu81T+GGEFQHBM6Sa82J9j6351dwpjBv292oEu4GrNkOVoQ4C9mwgqvkKJFTtV2y7Dxx2CVNGkidYy0IlZEOa0gSnFfktkxuSwzsApKMSA0xLsK5EITBm5CcCo4IjxuZ402uDkvAYykhKRZTHIqUOTQDPCWMD7EuwAM5dQKxT2obCHJyVyEQKUokVPQBia0ivKQk2wgPuY8w1yNk0CVfX0ZJiw5ywriHFA4wDHpNpPSor4XsL9d4JVzh1GCTWumAnZ86Q+ebfRb/P4epF8mrF/DVvadYOd3mk+E1Prf6LgdvjUxkvOdbyTqtRpmPiZt4BGkl4MFGBRuMV2x/7/AThHHO7771XwqNuBaIgQcF5myAVxDcUWRrAh9KhPGU3s4LvXcq8GVJsGPIlxWlVxIGnyw9koxPVtzH/ymQHUd4PS/M2TTIlocYfCAQQwtOYNdV0ebsGO19hhlmmGGGGWaYYYbHwx2nYfwE48ciERdC/AHwaWBRCLEJ/G/e+3/7o92rDxYPk+yBmQMvKOnCaA2KlR8pLIfpGVJbLnpye0vuqzT0XaR0dLMl3Ihu3MuXyFwJ6zWZa1ASraJSZyQDt4SWA7JRn3ApM6TI8V6hlCF3IYmrkdg6Do/3GiVSQjXEOcXQ1AlURqz2yH1IKA+Q0iCkoywOSVwNYXNe4nVyFDkVGnT4lPgr3vDPcdnfICfE4yghWWabN+Rz5C7iw7yNBZQwlL3nJd3mDf0cRkLdtgl1BtISBkOUcEidwcIQPRywkrQIjWFgK+zGdfrNEjerlzirblDKLGm6wO2FCpe/ucc7zz0NvVvU0z4eOGARJyrkdYeoGdarkgfBEtezFT699Q063QWqZoDthixsP6B9usZc1uNQVhHek+kALwSVNOH0wTai3aZPhXv2JJfEJp2FkKjvCTqOgJybfg082NgR+AHDYYPcRngrkcoWFXFpKK91yHdjchdjXAmDICAAUdDRDRrrAzwSjxpJASYd6qGQA+QILA6FR6LIkVKQuhBBREAP5xTGRwgMipzMlvGESJERqgTFECsCQtkfsS66xLpHYmukZq5w7Lc1/F1LsjRHXG6RZ0uoIMGagEFngVJtH5NVCLp9HCWuPRWAPUe5sY38tKX0xhbBewl5rSB7rDxo8Ge/+BFqiwnPLW3SeLLP3jcqWBStpTpOSl7NTlP9dM7e2foj95TKLetXWvzHxvPU9hI+49/BlgTpxaDoc18SDF8Iia6PaOr7rqCNComPi2o3CoJDD4Gj9Bgt92Pd01NHuGnIz47bn7nIgxbkC5Jgy2PWJUgK7fisd/gMM/xY4O/7LCK+W3Xm+3U5n9HUH49JN/RJOu0xd2dRmnACr4+ljdnKOO6ejian0D434c59fkwlf+HM5tS4z064cH+sfOMoPqfHFOGGnHYilzxeXjlJP38U489XEtMLt5O/fssTfiwrakxZP6E7U3OWJv6uqjHtWYvpfbg2QQFO8zGlWmXj/Zlg2hfbmNg9MXHti2Ou6WqCqi7Nd3D+nqhOeTVBR++oiXj6mETt8d9Ja3w9dA4Wpsb96f6YMv72xspR/LmVd8dx9e2pOU9NLPj/YmlsC//82l9Mjfvq3JtH8edPPTf+/63TU+Me3BufwXh7LImI9sdx3Jqms4fd8fFSwzE1XR2n/090c5iSz0we4mM57eQx9hPPNj6YPsZ24m8XfXDFBM/MrO0HDu/9b/+o9+FHiUldeKy6dPM1TF6mEuyQmiqGEoo+mauhR/2qi4qnYWhrOKuLJN3UKAUH1MMdjC0ztItohgW9WPSxcg5rPd6W0NLgAekFiakSyTZCePpmmcSWMSgUrkjG0UVi7iRKGbTMUDIlyZt4YRDOEooehhCF4YK4gsPhKKF8jpIpVgp+Qf0pe26JjllHSQMIUlvmlLuLR5Gh0SIjVodklToYwwXxHjfCUziREvkOToSEUZ8gTGiJJh1d4cODbzPQFXJboeq6rKZb/En0GQaDMlfrmvxMj3L5Pue+8jZf/flnWZ/b4S2zysmDXTySwKZEUY9StcONk0s4OeS8ep3wvTpba1Wa93PoaZrbOZuVVcoHh8gzglP9HrulEtfkOfyuYGO4zda6wlcNYk9zsb3Jm/pp1twuH7bv0F0IuZ8uYD1EpLytL5J0q2RJmUCnGB/ibIBzHh0OsHkZOQelTo9OWgYCICOzFZyTGCSOgIABijYJCyOq+eQXYo4gx6MR2JEUwCFEjoeRPCAqFnsKz3U8kowqIFBeUBYtEFCRh+SuBEg6+UlS10aLlLnwFsaXC325MLDbwglDuthEJDGD/iLOSvr9OcJoiEprVGrbxO+FpJcTsnadeL7F8MPrDCf2vNfdY/7zA/7wFz9Ft/EKnzx3jcVhj6/2z4JTZFqxtVjjTXUKc0fx86euMIm5zT55IEEKWusV/piXwHnSPOCXXhjryBGgdx3kFltV+AhkAr4KSIHIHL70eC33kXu6KEzfxNChdx3D54Ipuro5ExBsWrInNdn5gGDLIPuedNTqbGbUNsMMP3r8Y38WmWGGGWaY4YPFj0Ui/o8dk7rwoq3YFoO8yX5ylorepaq32U/OYH0ZHewBHiFAYenl64U+XIAXioFZwvgaZbWDwICUeCBSA4yLsKKGFIZQtRFCFguPvtABG1eirA9IbQPpiwRckpG5Oo5iBaos9rEupO+XEWSkJkYJR58lAnrEqk2FAUrkeJeCMAgJET1OZjtUVc4hlh03hxERgexR9g7vBRJPJHuYShWtM4JSQiT32ZJV7mYbrPIKQXWb4bImcRC3h/TCEu9UzrOcHxAnPfq2wlvmImv3t7hTmkce9oluO5ajA/Z+fZ21n73G0+2cSjxAW3jy67eoPxgyv7zDcEPzofW7eC0pP0jo/lyZzoMFwopFvysQlzP+1jzB4dVTPPHuNdJKQuewiYjanO3ucV/P42851KUE3VAcbq4z74e8U73I5ul5NoY7VGQHdSjZbNawPYHAIyWAwIsAHQ7IsxJ4TZaFaGnIwioiLXq8AzgncBSV8ICMWLdJzTyKIQIx8qd/qLF3gMUTAgqPJ6FCaDVytEjDqL1cToChBBTyhmLvAnr5EpFq4+wcTgqkLxJ7mCPBARIhcrTMiVSPgV8ksWWC3Q69fBlTC5AIrAtI0oBYduh1Vmk07tG43QUBZrrFKQCytsigecD85wf8h1/5ONs/0+Azl9/l/HuHvPHuGdyapb1WIXQGY9VRu7OHCXmQ2MfSxoPEHunIVc3yPx58iXy9WOGWLUt02+DKhas51oGW5CvqkRZmUBi2JZcDqn85QFjwZYmdh+i2JX1S4kcmMz6SZKcFtiqRQ09yKZy1LZthhhlmmGGGGWb4njDrIz7DDxiTunDnJYmtk7gmAkdZP+wFDg5LaqtEqkdqqySmTmLrVPUOwpeIdY/MxiSmBH4eLTP0KCm2TlPWB5TVDlI6tMzRMsW4iMyWyFwFEGSuivcWQVBoMITiIZtFkqGFIfUx3kkgQCCIVGe0/wIkSNFB2hAhDcJDXd3ndLZP5mOEE8yr+8yZDlflSRCOgQ9BwMLyNiYvYawg0CmVyh5ZSVAxLdKkxqtLlzivrxHnGbaZc/9UzMq3PTb27O3WWFaOMIR1scOebBLH9yn5lDy2PHipycbn3uE3zr6OzxR/+9rzmG7IQm+HbDVlP1iBLY/e9Dw4WafWSujYEmt325hAsLTWoZTCZ/oJv/fJn2H/5iUWtnNkDoP6GrcbDbxU4EFcFfTDExB5SmmK1JbBYIGbNY3UKzRfvIZUQypf22fQmwc/IM3KBEEfKRwy7JCbMkI6jNXgC6d84UM8BiU9uAxBUCyooPBYLCXEyOpOkuARIzp6MKqKx0DBRHB4JJqAAxwlhpQovg7saHsChwaGKAG5rZDjEDbDsoCSKZ4h3lta9gRSWsr6AO8FkTzA2CUGpllUybtJkfCXSphckQlHFHcxJsR70CqndqWgdz3szf4Q2YV5uHbAyp92+CpPwc/Azz7zHj/17PWjMYnV/NGdF9hNC3rXF69f4MT2IZeHd5HW010tYx9y5Zwnr4y/9myg+D9P/wxzm33iasavp6/T+dmY0rs5qm3xStLRv+iFAAAgAElEQVT/aASBeF8tt962RzR0gGDTIHv2yIjt4fvaupw5o88wwwwzzDDDDDN8H5iZtc3wA4USGcbFU73BnQ+RGHpmlap+QKxa9PJ1LDAwi4DF+gi8J3NNhMjwTmJcpXBRFyF1fZeeWUO5DCkzYtnCC0VZ7aNkoRuxXnOn91G0yBCiaFmGCHGjNlbOazwCRUYl2McjiWSbzNUxNiRUXerRPXJXJbFNtO/xVvYSH5XfQGCQyrJsW2iRcUWe5Yy/D97hdZeT/hbbrPFALxCs5ZznPWyphRcS7yT1qMVrPIdSBne+h8sCtoM5XkrfYrG/w/nIcqv6NOX3+pyrHtJrxFgT0RR9njGv8vLp5/DNnEqjz0/P7/LR5W9SvZHxZ1/7EPdNgLaGL1XOc/7BNkYqvBBI78h3JddXVnjprRs8GAryQLNtm1yc22Lj/Ba/ufJf+A8bL3L11hK9oMTNxVXO7m1RzZLCefxbF4lvZgS1hF6tjE1KqNIAlweUFopWJ8lBk+H8HHp/UOhzhEMIiXOgtEcqj3UKRxlkigw9ot3GEKGkRUiPFBkISW5LBCIn9yUEfqTzTlDCkPsShmBU+e4DGldwD7AYDAuEDNBko/q5oqicF9eHQ+O9OdqGpYwWBocmtTWcL4zgQjeg55bpsUys28SyjcIS6BaJaZC4BWRviCwXrdpMXgJl8V4Tl8ftVuYek5AfT8a3XmhQjwpRWqAsn1q6yn936jX+6M4LHPYqPH31HrnWfMFd4sKtHbgNix8bYqU4clafhA3Ukcb8/8h/rkjKL2Qs3OnzsYvXIZKFgdv7aLmPG7blK4q47RCDkTbrO8ydYYYZfvLx2OLMpOvqJDNH/h21lJM64EdE6JZ/lDimjRYTx3WyRZkslabG0Wwchdn6OG6fH+vCW09Mn8TwYvso/vUzY73wrzZfnxr3obB/FM/JsY7XTTxe99x066kDN9aPd914XN+//0JtLMZzanK6RVVz4jjUxfgzTe5PQ7pjc7bHsRocxWU1va9y4tq74sYt0DIzoRdPps+LHk7oigcT5+i49HtCvyyz8TUt8mPX92TWNXFfqYl7KehOt9YKO+PjGrXVRDy9r8OD8fG6ubdxFP9fG2Oa3qsnzkzNmfQF+FR53L7sgp72Gfj1yvja+EQ81o+/tdCYGveVs08exV87GL/X9d3Fo7i9P+0zoA/Hny+c+Ox6MDWMydMps4n4/fTixzDZSm5SOw4wcelOt7P7ADDTiM/wA0VZH9DOTjE0VYQ3IIr2TaHsAZ7E1inpFrkrMTRNlDRIDLE6RIsY42LwkoFdKCjewoJ3JHYJzaBoMyV7WC8RXtF161gvCUYV8ZJsIYRlaBewTiPIRkpihRYZznsi0cZ5hRIZlohA9FFBTkm1SG0T50PwDkMNIyO+zsd5UnyTpjzAWMnb8hmEHHBP1VmyLUJhkD7jZlBHrICTgreCS1zQ7xKYnIP+Olc4y159ARGl2H6ZZrzDb977c6zNcEIQ5EM+deeLHJQvkJ/LeGJjk9DmNPf6mLOGX2tsc7DYwHtYifc4/cU9/n38AllTsOT2OX97m1snl9hcr7K036WcZFQGKcNI82zeZ03skTcDYiDKMvZ7JfbNKZ4Q2/xXT7zBnl7h6onTXAx3CJOMZ1+9wWC/xs25Llc4Q+VGwjulOXRjgFQGVUqQOmfwYAWhLWF1wGCjjLxRULudK5gR1douCEuvswLhAOcC8jxC1RQfGr5MVXTpizr7Qch+dnKk786JLVgUAoUjQI6OcVHnjggYYPE4QiwaiUOSk1HCEx6ZvBVJ+ENqe/FA4ZCEo37w3kuEyIrWaQg0CZmvIK1DYDA2QIYZoS6YEgMWkQxAaMLhPkhJvNZGAJXaNsmggXUBSubE5TZSOuauZO+bjN87PMWduPjl8Nqz+1KV3zj3Ov/k5Gv87d+cIdUhXgqsVFw7s8zyXofWOyVunlziqY/sTDmrH8dkUr51cY57m3MEXUseKw5PV/in4dcemfOIYVsgSC5oZNfhBbiqnNHQZ5hhhhlmmGGGGWaYwiwR/zGAFJZGeIfUXsbjUCJnPrxO366AN1gCBI5qsEsg+3gCpMiJZI9OvkY7O03uFFoMMcQI6QjkgH42jxOCkuri3JC+P0FZ7ZL5IuEfuBqSlEh3yWyFkjrE6JCBWUQwRIrCmE3LDOcgVAO8V+S2RE6TWOyRu7jQlIuUij4kcyWUEkifcUueRollDsQh82KXUA2QKuOeL6r+iVbYswGupymX9wjKPW75NfrdZUrLe7SXAuyhIHuwQmV1h5f23sJuOlxUY9EdUmkNSKohjdO3iddKnF68RxYrXEWxNOyjhoZY5LRqTeaifb6+e4bDtcIh00tBvxSxttPCIdi4v8/5u3t0KhGDSsjm6gJ5qMmVQHvoVks8mK9jQsUgVTTrGeKzQ8IrgsgMOXVnm+FiGXmgeWb5OuWwy++H/wR10+EbQ6yNKLuc050t4tySqJB71WVY2iONUuIbAc6HlOIWcaVLOqxQru6R5yUics5kt3lu8C6HpSWGWYdIDFg3Cd9QVZRIGbhVArlFOz+Hx6LIwYEhxsHoXwWBHyXcFscujv8Byb9GcApf2PdRuLN6Cgp7iCNGkpARI3DkaIQrnNpBkKCIGSClBRTGBwzcAg11l5wmkTrE00T6PnHQox5sItuCcm+Lfm0FMTIgNCak216j1tg6SsZhXB0/Ssb/+C6+PFp5DjUPWif495+F3zj/Or+5+Aa+WSS8Dslrhxu8p1dxAm5vLHJ7a7zCfNzc7Tgmk/KHeKgtn8R/f/IrhWFbOKqMO4/w4rHtzn5YKPbrjz6Q95phhhlmmGGGGWb4UcD7WUV8hh8CpLBUg22Mi4+YN1WxxdDUkcKjZUJd32dg5qfGNMN7KDHkMD2PQxH6FkKGZLZK4htIn5NJh7CuqGB6gZYpWoJ0FkeEoI8UOUIIpPCU1R5SWgKZY7xCkSBUTqx6tLKzRHqApE1i63gf4IBQGlJXI5RDamqXoZsjszFNdcC2m2PJ7ZOZGrmt4L0naEbcWVghCBIWlq5hTQjCY/MI98whQy2I6KJyy+ndA8q3elzaukXrZJ3lrIWrWIaVAFHK+KS+xc2nTvJKepZ7dcVH797ioNNgKEvsH1QoJR122xv042naUKsa88tfehPlBIt7HbJQUx8mHCYlEIr7yw3m2wO2lhp4USinH8xV+esnLmKcgh1wVcX6mylvXVuD0BFWHJ88eYPogealtVf4cuXjNN7ssbp6lU/FL9PpL7JdWUB7y7P713lr4Txirg0vejb2t0gGDXITIYTFZhGRGPKie5NFf4CMLCvhDaLdDnf0PJkrc1G8zpfS/xbjApxoIsgwlLAUOn9FiqGKhJFe/OEtnwD/HPhb4F8i+Ve4Kbf1QmnOyFvdEQIBETt4mgVbghyDBgIsEd4FhUEggtTUOMieYKPyNRTrSG/JqCAwWB9SkZtYHxPf2EIISM8vja5pQzJoUK4eHu3JZEKeXZjnYLWKHBT/51Oo/HHOze3n+b8/tcyvzb9MNR2CFDR0wkcXbiOc53V76pF77ri5298X/0//k6jTlrnNPkF/XD23fcXvhH/zfW37OB63EDDDDDP8CCEAJR6hbfoJ2qyYpKmL6XFTbbcm5nj7/q2sJinZ/vttjfbjjskWZcfMN0U4Zk3J6oTkaL45NS45Of67dWE8p3V5fIxPP3V/as5vb7xyFP9C5b2j+JSebj2W+/H2bplxu7Cr+dxR/G56ZmrO3XTcQms/G1O8EzvN752khVfUmFe8FHanxp2Nx/Kuc+HOOJ5oUbaipqnNq2rctqsqxv1KanK6VdckJX4Sb5u1ozhNp7etkvF5mqSpT8YAaqJNiphoX/YINX3ytfcRBx+//2R/nN7o3vi4Bt3pYxy1xvdffDiOh3vj6+m1B+en5nz7xOpR/PL6E0fxp+emnyU+UR572ZzT4/f9bGn6830ifuMovt149bHv8+Zg+hnm3e74tbvd8fV90J1uc5YNJnx3huPPJ7IJyYA5dl+9r/LlmFntJLlQfbDfQzOzthl+KHhIUcePHdRLukcjvFPQzR8zBhzVoEUj/DKZLbE1eBFnIXFNjA0RIqTi98kpE8iU1DZwPmFgigqsFBnGhnjhiGRKKNvkokpZHSCEJybH+Ih6sAXA0HbBS3Ifw6iyig0waKR05C5AyRLCZUTSFUtXKuMdeZKFLKEiB2RzEZvhCjYRLNRvFluxAVmvxuCkJRJ98B6dO568+wAnPOsPdqjXhjw1uEb7ZA0XK+Jmn4ockNdCBrcF/TzkeXETlKcatjhc16wOHhC1cqIk5SsvjnU4ylief2eTfhwz1x2gnUenhq3lBtpYyoOU2iDlwWKdQRQQZzmteokrZ1Y5sX1InOYkUcC9lTkazV3ki8V2B3dqvHztEp+68C4f6fQJTyWs7Lc4s3WFvcUItVDi/NaA640NMqU50dvhZn0dFeS0L2ucHaJfKRPFA6zpsd7Zp2eanJBboDzGlvDzAad6N9iNGiTDS4RqgGOOoangkKOEO0LiADUiliejlmSO4st0G/gDCiL6HxLwP6NYxxJiCClM3R5+yzoKJ3WJpUZID4smEBne13DkhZYcCwRoMQQ0qS1xkJwnlAMMJap6B4kns1V64gT1YPPomTS6vnuUjNv3ERtNJuSuGuKsZPBgBfX0kLmv7LPnTvKv53+Lj/A18lgRNxN+/sK3+Hj9Ftf0+vvedw8T8of4+yTmj6uewyxxnmGGGWaYYYYZZvhBYmbWNsMPBQ8p6gMzj/UhWmaU9cFREn58jHElMlcikAMKLfk8WnQZilWcE2hlUBiGfp6APs5B7mKsj5HYom2UCxm6eWKxjw9CQtFBIEltTObrRKIFeHIVY3yJenCfTrZOYmo4FLHsoZQho4p2PZwo+mJn1Gnom3gFJXXATvIM+yJA1BWV8i4ilZznKnP7ewyo8d6ZJkZK8l6M2HYs3bnCep5QSeA5fxvbDBmuaU73d8j32+yfb1AOewSZ5S+WniO/6ZFzOcHQ4gVkSnHx+n2M1uzOVdlZX+T85i7zLw2ptDLmNnssZH0GaxGVOCWOLToxXEqH5KHCZ4LFsMvn42fZXmoQGMOVM6tcvPWAXGu8FFQGGU9fvUevHBFlFi8F5VNd/HqfV97d4FdLr3Fh9Spbn4twr4RcfPuArWRA3yxxhqvcXV0hPqfwRhEuFivXWbvO8KygdktiTEjkDChPJ52jygAnFErmuOYZWns1dszJkf/5EIUpNNzoUdsyYKTydpRGibkbvfIv4WiMI+d/R/IvEOQoHJby0dyC5K0QJIDAotHCIkVOSexhfJnUVwGFIkcAoewRySE9s0JZ77EQX8O4Ms5rApEQii7GR0g/mErGvQd7cdrI5DgeJuRbS8sIbfG1kM6z88x95QH52jx35FOcV9ehXuJPohf4xOeu8Qu1b3HpcIvUFEm+Ko1X+VOn+PLOE3RNsao/mZh/v9XyGWaYYYYZZphhhhl+cJhR02f4oaGgqO9+1zFlfcB+co5+vojxMYqM3FVIfR28pRIcYHwJicXYACFHSZr3WMKRnldgfUFjEUrSCDcL4zVjMb5CRe2QuwpaZAzNEooBiWwSyRYDMYf0EkuA9RpJwtAV/dBDmRHSYWjnCGVOKz+DFAZficgzjTxY5OPByxA6bFZGrQ14vvMe32w8iR4OCHYdOy9eZOXwOs9sXiko2ssD1oMOXVuDNCV7kPNOfJpvnTxFZTtBaoFqtnGZYG27jRdwotlhMBexknfZWauBhxNfPKS7FCOsJY8lSzfa2ECSB5LGdoZRgrQcMKhpyq2c85/YY63R43CjwtOb3+QNfQLlHEt7XaLMkAWKQRgSGHOUoEtpOTl3jb9eWeO/yb/Jc8Eem0/MceDraBNhY1jYz9DdFu0rh2z+UoxTBf3OmQCcZLeySLmbM6RMlGTczC7yoeA1nCi2f9BZJWk0uHewhvI5PbdMIHukrgJHFHOLJSBgSEY0oqd7BPfx/DvgIdUtw/GHKP4XHBsjinqOpOhB71E4UiIKMzYlDVoMcQSAJBADvC2o70qIwg5ODigHB+Q2wvqI3JXxXiOEIVI9PIpQDguq/Ijd4T14NHM330EKy/CZE9/xPqheB3xO50yAq4Z0PrxIeKvFwFluVgXhVctg7iR/sLbIrz37OgvV/mO3U1EpG6UW/+/tl+iaabfdWVI+wwwzfEcIgdMCr4+5oU/+rdXjYwAzMW6Spu4m6bjTNPWifehDTPBIj7mK49+f3v5jjUk6+sQxEeEx6vYEHd0vjangwzPT1PSDJ8ePut3nxhTvn708ppz/s+WXp+Z8NMqP4kCM3+e66U2N++pwTBn+SmdMU37rYMzC2m1Xp+ZkvQm6cDJxzu2x5EKOy34+Gp9LXT7mmt4Y/7adaxwcxS80bx/FL5VuTs15Nhy7wi9P0NSfC6a3HVfHVHUpxvswSQ2epKkDpNmYqq7SSWr6cXf1CSnGBLX8OP1cmIlr3E7EE7KM42mZUOPzJ5PxOVf96bQn6I7PRdQeX1/xwXhcvDd9zybbY3nCV++PnxFeX9+YGveXq08dxZ+YG9PUP1a+NjXuiYljfimoTMRjCcIvlL4xNWerOZ5zx4yLF7fzxalxm9nY/f1+Mr4vDickEZ18WrY5NOPjkJmJdq/u75783vzuQ2YYYZaIf0BwXh1VupV4tNL9vW6nlZ7gMH2CQHVReLp2kcyWkSIHArx3aDEgtZWRftcTqwOcrxa6bq8IZReBJdJFpVMAmQ3JfZVAJmiZo+ToR8cblMzxLiDz8ahneZncVXBoDCFSeJTwBDpBOEvfzLNtG8iSoBR0OZvfoh60WbB7dNMqecOj4wGuVaHfj1i4bohtj8qHdliPt3guvcVJvcNwPqIpMxb22wwTIPZ01hztOKQvItbNDlGjT2o0l6o7rG8eUm5n9GzIsBagjOHUt/ZxQoAXJLWAk9/u0ZsLScsBcSel3skZVDXKOLJY0V0qcf2lZQaN+IhyHCSWn56/ztlX94q+0LHk6/3TXLq5xV988mlWDjoFZb0ccndtHi8lXzq8wKcrVzh59oBymrGfxcy7ffrrAV1jsTcX+OiXXuXVz7yAURqpc4atOkI5hhuKPV/izFaKlY6rwQVOqesEmeBGfIpvp89hagH+wCNJsVSRZFj0yHitMF1LKY0q5AaFwvAvGFfDj64sHP8KwT8nJiGnejQaDBaNAWpyH0tQ6By9RFL82DXCu3SykwifE6gcj6CbrxHKFsN8Ebwg0gO8D+jni1T1fbQcUtYH78sAKX3rHs4rDs9efsRVHUDJHGNC6reKfeicCRleXkYFGYN5xcA6Gl+4CWzwR4OPEdZzHoezSzv8ysm3+K3Trz42GX+I4xR2mCXnM8wwwwwzzDDDDB8UPGJWEZ/he4PzinZ2CsHIHdrFtLNTU9rv73U73fwE3kNmG4XR2sjxOrUNasEOmS0xtE2kcISig3URiV0gdVU8ER6LdZpADcnyiGp4wMAs4HyM9RGalKFZJFZthPAgFJFqMR/dYWtwmdwJvJfgHcpZTnODCgMyr7ienSWlChisLhHlCc+a6xBlKOFZcocsh3u80z9Hb/8E2uecNre5lLzHu/PnON+5wYvi26zNbSFSRbXTw0lJPwsJCejHEq8l6+4BhzXJ+bOblDoZEph/o8+wERIODWHPUD1IipxTgpICqyXrV1p05yPKnZz2aom0rLA6IUwMN19cZv9kjdZ6BaclQTI+Py4QnH15F2kdSIlMLD9jrvHgfIM3Dzrc3hivRJ7e3KPRGWKNZPPbTZ5c2WblfJtz97fxEtpPVHBNzZV3Vml+pcGFl9/h3U8/S9jo0L+/BqrwNm9txLzVfpKz4hZGCK7GZ3iH5zjsrRe94YMhRoDxVbw3o4S8MFArqOhpkTjjRjYbOfB1xtXwh8jwfB1FPtKSQ0inYDwQFe3yaGFlhPSQmghNjlOaSBwS6z7C36RrNghkHyktuY1p5xvEuktq61hCSqp1VPl+mHS/HwPk4fWurrTRApJzS1Ou6nG5Tbe9BqP7qnYzx3uN+cjIoEZJ2p89S+MLNwkGJ8ialce+z9W1s/zpZ+BXT73Fb536Bl++egk1nz4ybmhDrvcWmVx7/0Hoy2eYYYYZZphhhhlm+LvhH5BEfJaIfxAYmPmjJBxGpqneMDDz35WG/n7bcV4XBqvekfsiwZDCEckOQlik9ChSyvKQnCqQ0zEbFAlZ0aJq6GOUG6KkxfsI53MSWyNzVYTIKfsu636PhmiRCsWBVngPWhhKuoV1JZSHF3idnJBVdojIuMxV/jO/QhJFSC94wl1hxW1RMX1yH9INYso2Zd1vc9+G/PTgFRbdLq7uuBRf5fzWfbq6xtAoFku7kMbEnQQXC7rNEB95Wo0yyxf7vFi6S7cZs3a1TfkwQSUGEyo6S6XC+CuQVPcSTCjRuac/HyGNJx5YegsReahIKwEHp+oMq5qdJyYobc6TV8a3iHegMjtFQfSAF/DpuWtsndo/Ssy25+t85M2bJFHI5vwC8c2ck+8e8vb5Va6d2GC52eFccw/37BW+bC8T/NUc/ouO7Pkm8dIuaWuOvFvFOxguKd7efopApyhj6Q7nCzM7bbB5iJhziJ1k5JI+wBFhETgkhY1egkegyTCUcXwJhcFRVLQDMhxqZLjmEAgEBi0y8BJHjsThRIAxGk/RuixUB8TyACPK9PNmUdGWu1gihnkd4wIEFiUcQhiMi8lFQCO8jxSGTnbiyOMgkMkjLJHj9018o9CQJxcLV3UpHbXG1lEfcq1y4vIu8lpRMT+8GB4l47Uv36HeOr74ADaEWlzjuj/Ln/4c/Mqpt/jlp994ZNxDvHF4gi9sX+JRIlyBx1XNYZagzzDDDDPMMMMMM3zfmLUvm+F7hfXh8Y4lRZI40fbie91OSR/QzddRwoHzOKfxQlAOWtTDB7TSdbyvYXxEZkN6dh0QKOHBWxyyqGgSsRq/Sis7Qye9iBYDKuoQa0o84W8VdO5AEnGHe93fZ7H8v1LWuzhCElvjZL6Nw/Msb5BRIifGI/llPs9/tP81joQX7Fs4WWjoyvUDdF8gwxw3VHzKfJXQ5ZR1wq5f4MLwFiKw9DsBrfoi5fs5W82Ic/ldbAiNSkb3GcHz6SaD+xFJVRH1Db1mwMKtDsHAMrfZZe9UneFchExyyq2M3bM12s2I2u6QuGsYeE++FJPWQ5KSpvmgz9y9HiZUtE5UcFIQ5I7dlRKLNztEvZyNb+1hlWDufhenFWk1YO90DZl78lihcss/ta8QJJbr327SiyOWdnqs3ekzEFXerM0T3O/jbc5f7D7Lpy68zTPZfYJWha+ePo+7uUb6hoPFOqc6e1TkbTrJAreDNfrVOnKYYdMyQhi8iMizgnIupEPUIlSvh1QWa1ICYRDe4UVhnJaNKtKaBIkd2a/lRZ9wofBeYQgQgKBYxMl9lRyFRCAxWK/JqCPJCUmwLqTnN6jqu2jlCrd+P49yCbkrYwiQWFKTEAUJAk+oUjwBeEsnP0FmYxwRFbVFauvMRbeOkvH3u2/0e4eUwnsMnzmBlG6q1dkkHpq6ARz+7Jn3va/0To/l/7TNdc7ybz9Wp15KHjvuxaU7PD93D+A7JuOPw/sl6A8xS9RnmOEnE16ADQQ2nNa/ymBC2zwZ58ceu/R48VFMtiyb0Ij745rZSV34xAPpI63MJjXjP2568e/UlmxSFx6N9auiPt06zK2MdeHdc+PXDp4+di4+NNZD/09Pfu0o/u3GeNH1hJre9gM7ZkV9YaJ11J/tPzc17rX7Y11wdn/Muor2x/sQtaemUJ1o2yXziXN27PRNtsCz0fiYmPK0Vr5bH8upXlkYH5O3Vsba7ddWT0/N+czCu0fxp8pXj+In9fRz6eVgrPcOK2O9uFoeX0+Zm9ZQX83H7yuz8b6q9JhGfEIfr4aPb+P3CCY14u9zvzyCyVaCyfS21XD8nCD7433VU9rx6WOS7k/ox3fH+51sTV9D31iZaIG2Mr5O/mzl6alxL87fPYo/WhlryS9NtKLbUNPH+ImgOhGPj0kab06N6/kbR3Fr4vvhwEYT/z8tx2vZ8X533fj89920ljyf6F+W++n9e5UfMv4BlcRnifgHACWyo97fzksSW8f6gFD2cV4dJR7OKzrZMgfpOTLbIFQd5qPr1Ec3Y2qrZLaCljn18D6ZbZJbTSDzgnLuQ7TMSUwVLRIsEYYSUhSplUchPEhytMzRok+sDnGUMT5C06ek22Suxnlxjcx7lJAokfKO/TwP7Bbl9PdZqv8OPbNGWbVYCPdYydtkPkSpBBcobBqhvOWsuImQhq4vUwoGKAEyS3EO+oMKQZ4jjaVXqmJ0SMlnDEVEbDpI5zFpjXtLTXTq6c1V0XgGF1NW7raxUqBzQx5WiQY5c1sDsrKi3DcM5mKaewm3VyvM7SVsnynz7GALEo+tCVRmkHuC3sUIpETfLxzk82c0T+5tYXzA4MWQ36t9kvUrLayAlZsdyq2MjbcPEd5jQ0W/GdO832fvVJ3OSomT3zrACWg8GPBT376Kk5KvH15GD/s0GRAaR5B5zty/xeLJLpX3MjpUeaL9gEO7Size4jXzFGfee5N67In1kMQesO4e8I0TF+i3lyh3uqTZEqEeYl2IGSXjQdwjr5aR/R5apgXrQUoyG5HZGoohKYWeX+JwaIrb3yF8kZCLUQqu6QOqMF8DBIaMGCh+jBwBKYCvoPyAXr5OM7pL365inMbLKh5x1Ls8cU2028H6gJ3hEyxG1yhpw8A2UViEcAztPJYSgexRD7cfuW8ewnvQsvjhLH2rSIq/m6kbTLc+Ow6zXKXzDCz/p20OOqv0y49PsP/DuUX8R1/j+bl7uIHir678/+y9aawkWXqe95wlllzvvlTd2qt6n+6e7lm5DElxFzHkkLAkUqQAG/Dyw5D/GPYPG4Ys04ZN+KBogTkAACAASURBVJdlQIZNyYQsb6RAmtQQmuFwLHGZGXLYPT1bd1cvte/31t3y5h4R55zPP+LWzczbVb1O9wzH+QIXdSLznMzIE1ER8Z3v/d73Q4goaifa9+0P4EWTPcCObRxvFahPMcUUU0wxxRRTTPH+Qyn1s8A/ohRb+qci8huH3v8R4H8AngJ+RUR+d+w9D7y4v3ldRH7hzb5rGoh/ALjn/R1CoOeP7KtEGyI1PKgVB9genmFz+AiFr6F1IM8bZH6WzF/AaodVQzI1RxE0TqospOdpF2VNbqYbZQZxX4RLRJGHCoLFkaJweCIEQ4QHKenIIppIhjzGeWKtGPiYa0SkUmB1INYdIvs6lwblSui1/CVmwx5Vo+nk87SKRU7LLVbZJE4KMlI2kwV2wxINvYdLFTezIzypzhPJLmkYkusa1WFgTzfpV3ukUcaenqWer3OrWOVEs412gdWwQTQPc502G4/OEpTiocvX0XGgt5iivLB8rUNWswyaCToERA053tjD16E5NyTZKjCtgFvUmI6Qvu7xs5ruT6fghORyQbGkIdLYux7dFvRehioC/+7an+HnNNFmQNc81U7OHTWDSwyCYulah41zTdYfnmH2Zo+Zm11OvbhN1MkxXvB7CT+79QLt2TrdXko1z0AUXdvgE9+6yqXZo0Q3Y641VzlXuwUN4Uj3S+RZlV6hkZmUmUqLRb/FXh7zcrVOXlHUwya97goIWJujlCf4iGptF59GJK02mWviQhl0axxoSxJyTnKLlIwBda5ynIJ4v4Q+3w+eC5TSeDF4DAoHJJRK7PdWkvV+eYPHU6UvMWp4hCTqUoQV8mDQuH3VAlAE+m62dDhXOVp52sVJYt0bC7ItGkfPLVGPtg7s+fpugdTsYHSYqC0fx7sJyGEyKL8XjC/+4RVUdP/LYu+JFT7Ls/Dxr/Ps2nWeXbv+lt8nAl/ePMtzO6ffsu8UU0wxxRRTTDHFFG+O95OarpQywD8Gfgq4CTyvlPqsiJwf63Yd+HeA/+Q+HzEQkQ+/3e+bBuIfAO55f28Nz6Ekx+qC1LRRKiAS6LvSXqBTLO+rQ5fBtNIBHyJ2stPMxreoRi3q6s5BRl2wnKz/JTvZ6TLgUvcsyWLaxVG0EhyW4EBRoA8Od0kzNipjLrrNE/4qe2GJyHaxrsGTcoG2VKiYNoGY5/vnD1gggrDb/Vd81Pwi5/IXacscz0Qv0dYzBKWpuCGP6tf5YrJGN4qRoGkmGReGRznb6OOO5WSdCL+ZUkTgaprFvRbzxR67psqS3aCYCahFAzamrw13VueoN3o4o9iam6W7FlFtDenPJMzd6TGz3uPIXIfsXASL4FoaUQrd8bhZULmg+6B6gq+CJGBvOJSA3fRENz3DRy12O2B3PGgFdUO0neFWInwKdldAwZG1PUxP8E3Ny/4Im2eaaCesvbzF2iu7aBGSgaOxM6QYeHQQZvb6NM2A4DQvNY9TGw5phzqmYymsZm63hd2DpxYvoMTxQuMxhsN5QmdASC2Fiji5eZd+tUHUNRTNwJbO2Nw9gaCJ4z5JdQ9XpGjjiWwHrQs62RoRA9BQV9s8xg36NBE0M2zxEXb4Gk+hyBE0CkFQKPH7+WyFkKDIKINxKOnYsv+v2a8p13hSOkWdWA0xSpd+4GL2a9EjYoaloBsZe/kaCqHPLBXdQWlHavZAgYgeEzYUKmaHvp+nqrYwKkfEc3fwGALU7Cb1aGtCZf0e3k2W3C3X2fqFM6j8/gKK1W+sM/v5BT7Ls6w/eYl69EZBt8M4WmnxqeVLoOC57WkwPsUU328QBT5V+PwQ5TUfUTV1McaK8Ydo5v4B1kwyejw7bOc0vjXxOKoOc5vH6O3hTei+30na+mELtYm3xiyqxqm2dvJRVNdG1krMNA+a+dqkLVnroRFtdufJ0W949OmrE/3+o+P/+qD9E2n/oB0Yjf/Xg0lq7f+x+TcP2l+5Onbtvjop+lm7PWrPbY3mP9kb2UvZ3qQlmM4eUI5wCOPU9DBW+uArk/OVN8bo0fOj9mBpRJV+/mh1YsylkwsH7QtHVw7avzj79Yl+H01G97lxOrSuj6jtfnXymP+eH+3f9Xz02SabnGM7tm2y0RidTc6Xyh9wTo3T0f2h+7Y8gLt8uN4tH7mpqAmq/GihfpyyDmD3RhTtdGfM6uvuZL/B+mi/h/Oj+b+ydGKi34Xl1YP2Hy8/etB+ZH5ETX+qOUk5/9AYBf1stH3QXjGTv6+pRvu6MPb/7OzYKRQOifdmMrLDG8oY7f3QdWI4NsfFocD4P+f9xYMO73cIHwcuipS8fqXUbwOfAQ4CcRG5uv/ee754TgPxDwhaeRLTJTH9idfv1YqLGIZugUIaaASr9utUlaEINfp+nkCEVmUQr1UgCHSKNfJQQ6ky9xkkIvN1YtWnzwKGHNEGCQ5oldZWUmY+Z+KbHAubOBSNZJ12fgxHeSGxqkCR4LnKDf8cYb8mLRC4nn+LT8dPoDnKE/UrXHGn+Jj/Ou2iziBKuShnONq8xDeapwhec3LjGnm9zpVHlji6pDm+tcHVlZOEvqHZ67LZmOeUe5VKDDIfsXHsCDXd58rCcZyKmT12l76POHZlg/5STH3Yot+IebZ3HWaEaM/hUcTXHPkJi29oiuMGvRVIdkIpOFYDe1dQHiTz1NY9oarKLHARqH5DCCZgexCMwt505KcseqfAZGB3A6ovSKRw8wY/rziXbHIq3uaPWx8iHnooY3Vq7QKTC14CubXUuwOySoJYWKp0yHcNnXqNlc0WnahOfTBgR8+QrueYpuPD5gIvLZ6geregv2HYSo9xyt1hfXaOrFInLgInGs9hd79N1Q1ICs/l4jj9mub84Bn69UVoQc3eQVRMrDscK/ZwZUU5ZYCtKQic4QqXOY7Fc4bXqDFgQMwlzlEQ7feNKNk5+/Lz5Rm9v21R5BRU8ICXhES6GO0wkhGIiOgQ2z6R7iMKClfa3YlYMgVR6ONUsi+41p8QaNM6UFNbaJVThDp9t4hS5Vy38tMUoT5RV34P7yVLLpX73/R7P3CM2ldvMvv5Bb66/QQhees7QbzY55effZ5PLV0ibyV8+eJjANRP773FyCmmmGKKKaaYYoopxiG854z4olJqvIz9N0XkN8e214AbY9s3gU+8g89P9z/fAb8hIn/wZp2ngfgHiAfVvGrl6bllhICI4EJETg2rBxAKUKFczTYaF1K2i2VivQdoGtEGRhX4kKAU5D5l6OplPXowCJbCW5QuqcJ1s00hETW7g9aBOXWH3M9BCFTsDgPXJJdZJAgv2xWy4v9C3uA5LXzZf40fXfwMtpvzsLrAtfgYSchpJwmPtM5zfvMsTw6+xhU5y8sLj7Fy+ipnKz16d45yvZhh8egm0dou67uzzF7dJotq2OUht36gzsylIYUYFvstBg8r0mLIQ6/cpLY34OknL1C5OcRugptRoCA/UQrVqRBQvUB+1mI2AnrXofuB/JTFrgfEgu56dCZIzWC6oFsFoaFhWBB1gQpQNdhtj58zmC1PcazMsIsKJFcc2UmDcYbiUY0K8JP6ZRJXkOQFd1pziFIYFDFDgqvTnqmhELy2VNs5ciTGKk+xbUh7jqKiIYdOUWUQYh6rXCRa6PLq7BHqr6Wcaj3HXx17lshmnGhco7IjPLvxMtfsKaKBIYjmIS7zR/lP8onaX/JS8jid2TlUS2P3dQgq+8rpEaVnPGgUnibbGI7yDC+SozGUxPOP8wLP8WGGNBBiwO+PKxhdNgQYEvZHKTyaIUOqxCEnoovHU4naJLqNIyWEBGtyVAigNCIaj8VLSYNPTfe+Am09twSiUMqXGSAFWhyZr76p+8A7CcjhwdT1ezvS+2QZjB/9wyqSvnXtd/9Iwu/Ix/jljzzPTzx0nmfWrr1B2GYc2r5xcfVGf44/u/sw8g7E4aaYYooppphiiimmeAO2ROSjb/L+/R623kkO/oSI3FZKnQH+jVLqRRG59KDO00D8A8S9WvGyRpyDmlfISc0OtahG7psM/AxKBYJUMQypml0ikyOiGPpFgnhymSPRu/T8KlVzl57UQBwiEUVootWQerTJ0NeRUEeHIY/qV6iFAT2pcNstk5uItl4gCaWVVWIH1OO7ON+h5Rc5Elq8LK8gTGYbPYFbehNtc6rkGBGciulHKdVOh95KTD3tcCSu8bD6Ei+fPMqCMSwle7wajnKjP0P14hKVR2+Rdeb54SPrtCsp6bkBqiJEq0OSYcbK2nWuRcd49LmbfNhfprHQJflGjuoL+FL33S8aBh+KQYPuC66isHuBYkVjrSWPNNFdj6QQ6gq7pVCFlPGk3s8PdwJ2G0SDm9dIVWGGYG8XSFzSldwSpK9AdsKCVrgZIT1fMHw4ImoDEYSG4uTdbUIKd3QTmymIctaXVtGZQhIhrfZpRTMs3ezQX2mwdGmXdlRBVTKuVU9wfHib3bkq5+rX0Ed7fFM/Tu9iSnVwkx/W19AqcHS4RZ7VeUwucHn+JGagyIuYJ+Q85+Ucp7nGpYYis3XsboaTlIFS1HBYmxFCjJMEROiwwCmu43F46ng0GmFAwilucZFj+/Z3pWzbvTNg1I4pM+Nhvy48ImGINX0i1aeiBtSjdYZhBfGaxHYZuhoKRTXeJIQIEU1qeqAMWmWEfbX0cWFDF1KsLlBj10KlQIjelvvAO6WtwwOC8v1gvLixh+7dX10dYLhc7mftlU1qcozf4WN8+sPfYjYajEgF90G5qDGCVYGPzN8gzgNfbD06DcanmOJ7DKKhqCi0O6TUXYwpf/sx5ejDCugP4FiqceXow3RvN6LuSjFGrT1Mcx7PGo3T1t9ARb//4uC4CvthZfMH4tC+TlDQzeg9XRlTaq5P0qbD4sxBu3diRAXfeWRyP7OnRvLjv/z4iFL9H8x/ZaLfKTuiaF9yo+v2P98dJbl+79LTE2Py10f70Lg6tqu3J2nT6dboPmE6o89W/bHSpbFjBIAbL0F4k+f78XPAjv32ePKel1RH9ONqc9TONkb9eluTc9fdHlHT/2VrNP+3T0/S/395eaQy/+OVrYP2WTuiqf9c/fzEmOLo6Lt+1z170N7IFyf66TEVdTMcp6ZPLnJHxRiVf9x14M3m0Y+7Drw99vDEuZqPjqsaTIZKpjc6tqYzprR+SF092R5tFzOjdnZn8lgM5kfv9edHx+WrYwr4f7V4amLMysJIJPbh2VEi4tH6nYl+55KNg/apMQr7kh79hlk9+fsqavSb5vSkUvr3BO75Br9/uAkcH9s+Btx+QN83QERu7/97WSn1p8AzwDQQ/17AvVrxvpvHS1z6LtsdOsUqRgdm4hu4YBAETwWr+9TtJqlpY1ROHhqAw2pHYjoYleFCQh7q1G1ZO54HS6x3iaxD4fEqIXW7fJhX8UGTMUtMwcPhDq+EY9ysHOERd5MhKY3oErmrEouQqnV2wxKftP8dNuQ8o79JV1nMTMJRfZ2KK7iaW4ZGE2lLlqc0s138omKxscWp9Brrp67SbcY888qrzA0H3GKFKBtwwT+ENHIeW7/FMV5gZmeP5Gyb1+ZKe43d2QYnN/bwifD3Kv8vdTsohck2BKxCaUEPgS1H9mhMtOlBKbofjdFDwZ2LsJsBtRVQheArYHcCKhPyUwZzB/T+A4bKwPbKZ4dgwLQDLlX4hia56hk+FpE/EmG3PPnpkvauCkEZRZEGzFBw85rotqCyQDGv0QPPEdfmytwCmw/N4qzQX4wZNCJsnhLvZmz0F1FbmuxcTLZpCGI4rS6i5xy30wam0WTFdIlOK77pHuYHXznP3hDqdc1qewfJu7TiGk3XZac2i25r5mQPLxGpDMjzFO8jhtVV0t4uncRzOlyg7ZbIdIPIeTRwmzke4TKCxe57iwspYKjRRaOJ6RFIKSvHy6DbE1NePoRyOSnfDyKlFAEMMcZ2WEiv0HVLVM0GPZbJXErAYsjIXJOq3cbovDyfySip8PYNwoax6tErlqjYPdT+A2XJJikw6o3+4G+Gd5olhzcG5fmJ2TfpPULvB5dp/slV4Ci/3/sYtn7/+vMHQZnAzzz2Ik+vlvv8+9/4xDQYn2KKKaaYYoop/n+L97lG/HngIaXUaeAW8CvAr76dgUqpOaAvIplSahH4IeC/f7Mx00D8A4ZW/g002nuUda0CFduhYi8ggFXlipWTBMFg1BCvIkKwFCqhEm3jpIYLgYoNVEyLRlwFNEig55bw3nKGq+RoHFUUAUcFT8xq2GPTz/GSiTgpV2kXy3SlQaQdieQEKevJ19QWe8kiuTVUswHrdo2HkvMcKW6SaGG7mGEhu0N/tsZs1KKOsLKyx3xlQPVWF7Np2PLzLA13MJWMpxuvcMUep9nqMXNklzyyHNvaI/rmJW6cWGG3PsOPnnoRVXMkL+b4usJuhX3xbk2YVRTNMvOdvpiTn7C4eUXlFUf2qCW56Erqclcw7QAasjMR6esFoabxDyuSy4LZKMo40pYJAhVBiEtBOikEXxd8LMTnc+INh1KKfEVTHI0Ic5roNmVmPdZkpy21TYcyEJqGwbOWI9t7rNQ6fDV+iDsPz+KtRueelWyP4pkMXmhwS69wpLHJ6b0b7GYpuY45ffcOnW6Nq3OPMHMisLbQwc3B4rZQDFxZN+87JJ0cF1XZaczjY2FvUEfh6YYGWTaDiEfEktebtLuBV6KcE/YmNZexKatc4SEC4MRQDTkeIVBFM0ShaVGnoEJEH0PBjF1nGOZQFPvBssVR2RcCdBRUAQPKIyjyUGU3O0kWmhSmQ6QyCmpoPLk0Cbkilwpz0TW8SlDKszl8mIppkfkGPsQoLVTMLqltk0uFgZuhErVAIGCpmN03qKi/XbybLDm8BX39MLSi/TdO0fyTqyx3VnDNt87ejyMY+Pzes/BJeHr1FvVP/jnXtxbf0C/3livv6JOnmGKKKaaYYoop/hrifQzERcQppf4+8AVKutBvicjLSqlfB74mIp9VSn0M+H1gDvh5pdR/JSJPAI8B/8u+iJumrBE//4CvAqaB+PcExinrWhW4kKCUITUl9aRTrKIoyPxcWUurSnuonewMse6gsASBSA+Zja9R+Aq7+RmsyohNl0Zokbl5LDnoCAkeRaBKxsCt0qhscNk/jFZDjHE8VFzHqyoVvUM/LGKsJfMl9f1Ceo5j5hqvpI/xiFzi1fgh1vrXeH31NI+Yy6gGNHSfi4MT+Lbj4SsZtUFOEWviKGPOWBYHW9TzLq88co50zbCys8meSol7jh8ffJNZaTH4cATBkFx12C2H2Q6EBY2kllARzADcmkUVEOYNKgKJILpYIBWF3RawEKoas+2IUPSejog2PEob8qOedAeQ/VrzqBRyC3UDqUZZKJYstgdmvUAPINSE5EogRJowo8dFbbEdIV8z2G1BZ0LUEop5hSngyR+5yYeS2/zx+mOc/au7BF2qnvaeCqy+6pEFRzE0LIUed4eGgakh/YjF/ja9osZcsodezsiHMbpj8SqnUDEZKc3Q5Uj/LrvRLH828zh1Wrymz2LjLvlghkqljTYO14nZcWtktoozlk44hvMarQpu6UWeCBfpM7PvHa5I6XCNDyFAQY2IHsMwg2FIUAkVs0fma1T1DlmoM/T1/bEBJYHIZgQxtPNjVOwOFkcWGgTRGF3ggkargJZA5msUUkUxS6z7eEloFyeI9R51vUUgou+XaUYbDHUPrQRR0NxXTQfoFkt4iTGqZJkcFm97K7yvQfl+MF59/ibx5QcrrfvKG1+LCoi3V/k8zxI+qXhq9han57be0G/gLf/n297rKaaY4jsGDa4G6pAq+YMuQYcZlXZMFEONKR6rMaouZpLKqsapzmN0bw5T08eVpMcVpg+nk8ID6PH3fXUfb1MBXcVjNOPqiAId5kaU8+HqpBL53unRmL1HR/v98JPXJvr9h8f/9KD905WRAGZg8lr8e70RNf1/vv7pg/bll0fX+ubrk8dv8dqIgp7eGVHgTas30Y/eSIBXstH1XYqx8oHDit7jeLPUnnrAHB+y2NTt0Xzp1ohKbFujeY1bk/T/ZIxG3e6Mbj5/1T070a/1yEhZvnP0uYP2z9VGx2Kcpg7w8/UXD9r9tdH+/F4xSf/vFiPqtRlTRjf5JDVdF6NzwIzT1MdKNMbLNd6A8fP7Def+GIX9QQr2+WRpgcrGWHhjavuH1dV1ezTHtjVqJ7VJund1Y0x5vTk6tsO50Zxks5MPCNvzo+0/mx8tzn9lftKdZWWuc9A+1RwlLc5UR88Rp5PJ5OBaNOq3akbjZ/TkHDf06Len6sHaN995qPfVvgxARD4HfO7Qa/9grP08JWX98Li/AJ58J981DcS/R2DUgG6xzNA3cSGlZu/9JwlU7RZFiElok/kZIr1HFuYR8RTSZCG+AGP+yuvFUyRmD6UU2bBJjyYJBV4laAJWD0E0PaooHRA0NbuOJ8HqIbmLqIU+/doxrHHkA0td2nSkideai80znOQyz0UfYX1ngcuL53jmxFdY21lnabjL5fgIrgPtYobYXWBQjaiFnEj16OeepMixSUH9yC61VkY83+fZ5jUECInCzyuim47mlzNUkFJUzYG5EnDLOUSK4phBYoWb00hc1n3rbgAnSGxRfYe9G0ALNAzFqkbmIrKmJcwqan+Z4RcNAfCzGrMrhEjQfUGCkB+LKBYM8ZZHOwhaMLsBt6yJtsuac4VCFWBxqG7Abgf0QAhNjR4EKltCvqpRuwFm4RcvfJ1vRMdp7OaoVkalXnD3CYW+HrE3X0PtOdJFx0ZnhspuwBQFaqdg88Q8x9Mh1axLbgy73WW2jGI+6nNLVtjWC7xeP0b/WMbVrYdBPHGeY2o7KKWJKTjZ3CDdHZB5xYadI9XbDGQZpQJKD3mheIoVetTo0SXiW3yCIQ32+QFkNCmCJ2JIpLoUJCSmTZAEgkchmH0hNwHykGJVhtGO1HYAjXMJaEWQhIruEek+WpVe5OKHKB2R2Lvkvo5miJeEPNRITQfBk/k6zXh9glESxIzZnYELKXv5CWbi6+84GL+Hd0Ndh7cIyrWi/4njvBN0zpYPBfN/fIf5z83wBXmGLx9/6L7uQMEr4Evv6PO/16CU+lngH1GuQP9TEfmN+/T5O8A/pFwP/5aI/Or+6/828F/sd/tvROR/+0B2eooppphiiimmmOJdYhqIf5dxL5AQCXiqRHqI1WVg03UrNKPrNOPbdIpVKnQRuUsrP47arxWPTQelYODqDP1jNKINUrNDHpr03QKp3WWTGR4ON+mEBJSgRIhlyMucI9U7uJASRxmz9gYROYuyzaqO2QueDbvMblrlqL/Jxfg4eTui7m+z6DZo5zOcnRtwJF2nWemzlGzTHSRUBn2ixJPQZWNujtPFJqYYsKWWiIsBzWGbRHfIbjmeWrgCNVVSjaN9j2prqP3lgJAKOjeEqkd1yphat4E5Ibno8LOCfyJBDwNohRoKuu3pfDShfqMALUiicQ2FVAySCMWsoTgTIQZcHdILDkkU7qzBdAPSEDofT8kfT2j8URe7KWDK/fOzGrdkYeCpvpjT+RsVSDVm05FcLAgJSKVUWFdOCDWFQmFygWsO3Ql8NLkOi8L6yzPo9T4mcwyaCbN7Xeb7XdiImE86XJMlCmO4PrPCTbVCJc9ZWtqj6bo4rWm35vkCT7PTOMKt6hJ2tsuV5jHs0oDkck67vYxSilhynsle5nT/JnXVIyvgOsu8ED3KwHu09PFicUpzWY4hgCclHPB+RgrpAUtGTCYVjPekoVz4yaWJIkNhiVSPoCMI4CQm1S28RFgchaTgFRpHI75DYvvkvkKQiMgIke6gEIJYUttn4GYIwbJfeo5TlTfQ0PtufsLuTClA3ISSehBzoMvwTjLm7zZLDpNBObwNCvt90LhURtzF2TXir91m4V816J6bv69Gybtcc/iegVLKAP8Y+ClKoZTnlVKfHad0KaUeAv4z4IdEZFcptbz/+jzwXwIfpQzQX9gfu/tB/44ppphiiimmmOJ9xvtbI/6BYhqIfxcRxLA1PEfmG6U/MoLVObHuonWgau6glUcrP2Z9Foh0n0gPS7EqCrpuFfBIgHa+St8vU9HbxKaLArzpcT4cYyH3VEKfPnVuqSW0zUhVCy+WirlLRM655Q65qnG1tchKscWHzDf5Gh/jtyt/kxN3b6ArClerM9PPWUmvs+J3WOrtcOybG2zMNMgiy2BOETUHLCWOpW6XaJgzTGNm1Q7VbEASDZlZ7HP07i5hRyGXBbccoWc0bklj7xSYbiDMWbT3qAyoa1wT7N1A8JpQV6CF5ErB8Mm4PJOdkD8aU/l2XgZvWuNrugzi5nRJPV805GcjiuOWMG9xKxmV1wpMJxBSxe4v1QhHLJUXc4qVCLuXE90sUAXkJyP8rEYl0DthUQ58pPDHInQrkFzz+Joi2gmoYcDNakJdl1nzLY8aBmhp/JWIxUGfXV9jMWvTXqpgfEADWjyNVpfH9ID1bJ6gDJ2kxuePPssv9v6C5moHqvBc+iH0rQq3OysQQ6uzCE1FdXWdzdvPQoCgNCcHN/jh7Gt0pY4oTT0q+HjxCteL0+xGDqMKUAZjA3W5y9AtcI5XiPH0aXKV0xTElCRF2f/X4jEMZBFNgSInokCU4CQhkiFeGSSU2W/nPV5VMCqnkLIGPfMNwBAQYtUq68GJS1935XAhomq3MDoDAloV1KO7bwig/b7C+jiU4kBJ/TuVMX8vQTm8w7ry+6D30aNUX7jN4h/cmRA/hpLqWi5i/bXGx4GLInIZQCn128BngPHaqn8f+Mf3AmwRubv/+s8AXxSRnf2xXwR+Fvi/P6B9n2KKKaaYYoopPgjIe/YR/57CNBD/LsGFmLuDJ+gWi+ShiQ8aozVKtRj4RSpqayKgSM0eG/kxRBROqmgylDaUamGeEDRZaFAxe8S6Q98tAIrYdChCFW0LboUmLfcEQkRVbTJvr6J0oKp32Zx/kqfSF8hDhCiFTgrWowWuL8/hhntwqPZtNAAAIABJREFUc4lXnjiDXW7x6Zvf5G6/yQ93L/Owu4odBpzTzO/22DsToed7PD68wzCKuHr6BAs7u6zd2kFJhvHCzJEBCgixKgNgJUShYHA0RfcFVQjBArmHTFACfs6gdxzFisIdj/CpQvcEEiG65ckejgizBlWAnzcQKxQe1Q4MH4mRpsbNKsyWp/FHvXLaEOyORxCKeU1oKOI7gcI7lAc/rxBDKeZmSmuY6FZBsWzwRyLEKvKzEdFNh581uP5+9twLkmqkogixQhIFAXQLejfqVPb6pJ2cZt7HK8U1FPmMZdiISUOOzixxnnHc3KXqctY7CwQZ8rlPnOIn/YCZ5xRRHvHayRVO3LlBZafN1+c+Sr25iR9UiWdbFGcdvD7Pz+efZ4Y9Eilo6QZeIjpmlk/4b/A6pymkSkXtEKmYWDk+ol+iExbJiWnS5mN8jef5+Fgw7ihXOfy++nmBweIRUtPBhxwnMYhgVR9BCMrivUUrMGRoVSqr5yFFxBKURSkw0qHvFktGh18kMV2a8S0UAcEe1IOPY7RANXpNBKwuA9+3kzF/p3i31PV7eLdBef8jR+l/5E06/I/vanfeFi63d/jlL7yvVehrwI2x7ZvAJw71eRhAKfUVypPwH4rIHz1g7Ls7OFNM8Q4RDOSN+yRoxmpIwtiTltjJB0iJxmpj+2P1pvFokBpO1p6qsZrViTrZ4lCd7FhtshqvEX9ATfgbMG5ZdnjFc7wWfMxOSyqT9a9uZlTLmi2O3uuujca3J8taqTzaOmj/e2dfOGj/2swLE/1OjNmSXShG9dn/ZOdTE/3+n/Oj2uT0pdH+HLkwmpP6je7EGLM1qo2lM3pPBpO2lTI+/2PzLRN1yW/PPuvNIGPnk8oOnUNj9eNqOJoHNbav8SG7Tdsd1XVH3VH9uD1k1fV6Niqp+ifFmB3XidF3fqZ+eWLMQ9Hos39pZmQr1z8xeb/7g/ypg3YvGx1Lkx+qgc9Hc5nm41Zm4zXihxbWx893/4DXYaJmXA7bzN37Hj1ZDzZxzPOxY2EmmXBqTDNA9Ue/adzyDMCko/8XUTqao7QxNt+NyTH5zGj+h7Nm7PVJvYWNMS2GW3OjWvLnZk8etBdnJs/9Y/WR3sLJ2oiFeDzZnui3avfu2/5AMM2IT/FeEMSwMXgCFyKGYY7cVQgSk0ibQlWxuocLyb49k6Odr9IuTqAkQymwDOn7BWbNRTruGCHE5FKjbu+UAQ2B1O6hxLOTnyXRLYZ+jkGYQ6Mwqo2jznZ2jvqxbWxDEUsf3Y+QisKYgtmFG2zWVtC7MH+rx8UfHLD6yDo/N/9lVr7eZb7TIboh5N0UsiGknm5c4UjaxtgBw0ZEnlqitR4DIjZdg3O9dZI4Q6oK5cu67zCj0a1AyAP2jic/YVDDQLTrSa56/JzC1Q3aBXRXcEctuhNwM4Z8yaAdSF5ms3U/ICL4ExGDswnp6wVyXJB6mWlPXywQU9LV4+sFZsujh0Jx1BJteMK8Jr7rsC1QorCdgK8r8jWLGghqCH5Rl3lhJ4R6eXFWmeAXNC43pUc5GpUFVF7WixcrBnujoJM30Dhq21lZIuAhRHDm6g63jzfZW63jIs1ye48gEbvNKqoSePbIizyvT1C9lnCxskjn3GnmT93lUy/d4UL/NIPteZ7efQHzesFXHnmUgXUoch6rfp1Gr4tCkeg+R0OPO2YFlKaSOGp5xg/y58y6Di3muO2PMQhV1L5PuKDIiDjFFS7wCOWV794NSVA4AglChlAllh6RyQnOYM2Aim4hxpAVDQIJsd4iUprMNZCgKUJKEnUIRGjJcVJF3ACrIlar30Arj2DflE4+LnSoVHlPlTG9hLfKmL8XvNcsOXxnKOx/TbColPra2PZvishvjm3fb3n78K3WAg8BP0YpkvIlpdSH3ubYKaaYYoopppji+wLTjPgU7wF9N48PhqFfKCMHZVDB0XWrxGGPSmxI9C5eYrzE5L4KBIRoPzN4h4rZZq84AaJQyhHRZ+jnqartffp6hgBzyTX6boHCl1nDqmpxSm6SJI6BTtjMZsijCtVaC2yGJSd7bEiOorZzg3hTcfNTa5z79Lf5Ox/7U06+vkmtNWT4xUXi3HG9ssRy2KJp+9RVTthU1IsBvdkElYDBMWN7PJHcQg8daI14BZ4yo90rBdKIDPGdAnvHoYceqRv8ssZsBXzNESJNsazL4N0KdjsweCopaeNKE6qK+IpDD0vBNPaz6qYlmM0Cs6GgCEjVYncDRArTFQhCdNujh4HKiwGfCmbbU5yJUIWiOGaRKtgNh19RhEULuSe+6Oj8pEUVgtnx2B3P8GyEAqI7nuiWkJ80+BlNfKVA9wN7yzOc+PYtREm5gGAVWI3XcLy1zc7xBvXtgrxiURXBNAu6Rwxx3/FTV87zF0fO8qWPP8LOa4v8wM4VboaHODlzlw0zg95KkeuaH61+nT+If57VjR6ZJFxNT/BE73VQEZ7ArN+jq6tcN8f42+FfUijNIDRZ1Xf4pHyDz/ILtGmiKVd8A5YqXSBQXvhGFHVBEyiwGBzQ9SvEfg9rCyp6F0+VmtlAIRQ+pwh1FBpjHCEoCqkR+YKgLCIQ0ye1O0QmpxlvvC3quFaeRnSLnew0RagS6T7zyZWDsW+VMf9O4TsRlMN7p7C/XzjTnOd3fubX3vX4f8Hf2xKRj75Jl5vAuJrdMeD2ffp8VUQK4IpS6jXKwPwmZXA+PvZP3/XOTjHFFFNMMcUUU3wAmAbi3wV4iQkkKDxGOyJ6DGQeHXKMCUS0cVLFqlsIhsBMufazT6sd+iYAse5Qj7bpulWGrkoQyEKN1PRJTZt2sUSQmMJXQSnS0OfD1dfp+ypKaZrS52h2i9fTo8Rpj9dOHuXJ7YtoEfTekPprbXo/OkP9127w6ePfpnYp48YfNhn6BeZEM6P61F2HwWJKvTVAeSltqlKDckLcd3wkXCXJHBJLmYrMA7Yl+JpGgmCGQog1Egtm0xN3wKcQUkFSS3E2YDYDbsXgFyzJ6wUQ8E2DaTnEaoZnDOlNj0Tg6pZovcBuBoqjhvimw1cV2WMJthWwbVfSzY0CpVC5EN3I0QGCBtMP6AAKj5vX2HWHxCApFMsWFQS/YOk+GqG7Qny5AC/gIb5RgFcURw15NSK9VhDdcPg5Q3ZUU7vZxccG1XPcK/QVrTCuQDw81rpNdyPGG4WrWpQIy5c7uEjjI83qWoeTt3fozy9w4+tHeXLwInECzbjLxfnj2G6guFRlZW5AqjOEmG/Yp1m1W9R8D6MUgrBp5vEqopiL8Hul2nlGgz26PMM3+ar6OF7KTLcjpksDyIHo0JmsETQFFk2O2fcfF2/ImEUQ9vJjWIZ4SQliMNqVwbE0Mbpg4GcxOiexpZJ/261Ri771tqnjQQydYo1Y90lMHx80dwdPULXbWD0gNXt0Qv2BGfP3A+9HUA7fW4H5+4DngYeUUqeBW8CvAL96qM8fAH8X+GdKqUVKqvpl4BLw3yql7nnh/DSlqNsUU7zvEANFUxBziC489nTl4xG11SeT/aJ09J6tjiimZjC63ppsclFSj9Nz8xFNVrlDtNuxbTVu2/QmllkyTsO1o7ZEk/ZEvjraP1cbtYfzk/0GS6PP6K2NvlefGdFhf/r0axNj/u78Vw/aH09Gv8G9iS3Z/3Tt5w/a1749ed2dOz+a85lLI7pwcnuMTttqT4yR/siyTMZKAQ5bkb2pNdlBp3dJTZ+wyBijvR/6SjW+D+P0+DGqtTpkwaXHLLiqY+eQySatyEw+mvPbbvWg/b+GHxp1OjW5P79Uv3LQfiIa0d7/rdmvTfRrnxpZo30hf/yg3csnrbrGqeqmGNG44wkrs0OTMk4fHy+xONRNHmTrN1Za8EBbs8OffdhCbXx7PBtw2I5w7FzTY2UeujNmf1aZPPfHLdAqtTEKe3MyrMtmxi3Q7Njro/bG7KS13Z3Z+YP2t2eOHLQXG5PWfUdro/8zRystJnGB9xXfR5y3+xjhTPF+w6gcqzKUMkS6j6eCZUhi+zTsOrV4j/n4KgM/X1LNVXFwzikFQSK8RGgV9oPygFaOoAxKAnW7ThAYugUMOdYU+HrK0WSXTCJM5BAVCAqcgYei83TPGHJteXnlBMNeIH29w42fOkrn1+DTx7/N/Ld6nH9hhVszCyTDQLdSoeXmqfqCmb0OQYEtHMNFze3H5jm+sMup2ibRLY9vKvAa39QUS5Z8RWN3A6Yn+EoZuOq2lIsNDkwA3VaEFIgtEso6cNMK5McN2cMJoaohg96PpdA05Kcs+aMxZq9UULfbnvRyeeORuiF9LS8fjAzoTsBsOFTLkbyaY7oBAtjdgO1DqGvECmogEEB1hWLV4pY04svxzT8ZUv2LAeZujjQNxQlLtB6IbzvMlqf+YoZtB8KSRVmof6OgUWuXMbsSVBCUC3hR6EbAL5YX5tm0B1ozqEVERUA0VLoFLrGkA8/jC3c4wQ3WwjrRcMAwRCzoPZ42r+GrEd3iCM3+HfqhhhLBVeELzR/hUuUkudJ0TJW/Sj/EbLSLKIWv1/at8gI35SwzdEh0n0a8Ts20maXFHZZp2nU0QzRDFOViSPlX1o4HIhwxngQvloGbBYkofI2Bn2PoUhSeSA8IYjFqiFEeQRGICaJxxChRKKXeNnV8vAY8iKbnj+DFMPQzuJDSKdZoRLdKy7596773Ym32TlF56dbB33vF3Gv5wd/3G0TEAX8f+ALwCvAvRORlpdSvK6V+Yb/bF4BtpdR54E+A/1REtvdF2v5rymD+eeDX7wm3TTHFFFNMMcUU32eQ9/D3PYZpRvy7gKrdoZ0fI9VbFFInoos3KanZJjI96nYdpQISygW61LTpulUEDwJaFYjEFFLB6AKFEJsBJjgSswcI3WKVxOzQWzqGiYZErSGVQR9HTKT6WOPRpkCd6FAZ3mL2i10Clpn4GnvzFV7/W09z6ieu8XMnXqJyOeePdh5nftAHpbjMGZ4+fo0sabCxucBaaxOpeDpHqtRqbT7WuoNPgchgdjyhaslOaXQmRJsOvxQxaApmq0AZgxhFcdxg1xWq78GARAGzDSEJRC3BLRnCvAEvmB70PxLjFjSuoal8ZUh6zaEKCEpQXhALek8IRxSmF3A1UA7oe5LrHr3j0XmZ6VYOzG4gVPZJ14OAxlA8ashPR+hdjxgheSnH9AKmB74ByXrAL2uKvCDUNX65DKaTqw4SBaIwrbJ+HONJNhxm1qP64LTGeqFa9BEBX48I85rs8Rr1m0PyKwabe7QXglF0FxK8VdRaOT+iXuNLJz/KwiXoagU+pZ4MeURf47NrP0Jve4brxTIfNpfp9xu4JJCllgvN41wJJ2hIn8X+DpnVhCiwm51CFwWKwHlOMyN7rIQ7tHSDPw+fwgsor6iyQ0EVoQyaA5aSpmEAg2DI8WhiDAV5SDDKY9QQUTWU8sS6D/TpyTwhSOkKQBlYhqCJ4z4ulHXhbwfjNeBD30TtZ769RAfCbEM/866F2eDd258dxnsVeRvH9yqF/b1ARD4HfO7Qa/9grC3Af7z/d3jsbwG/9X7v4xRTTDHFFFNM8V2EwH19XP+aYhqIfxeglWe58jIbgyeIZQ8dFwcq6KXgWkAEanYTL1UUjrpdZ+CaOFWhHt0liKZdnBw5SgkoJaSmhRHDseU9qlLQDQMudB8nTVtQG9BwHVbVJpWFFix3abcCXVlk6+PnMNWMbjKPPt7izI9f4RdOfBsnmn9z5WF6oUItzrHbCWeWtumqOnXTpVtNuFufYdbD0bDOqt/D9zRqCBSO/FhEWNTooUDLk6+VAWeIFNENQ3S3QKoK3zT4mpAUHtsC3RdCKkR7gZCAm6NclTAKiQLx6zn9v1UnueWofSvbjwU1dtehW55i1ZZUwQBqGLCFpv+oprrlIQTcikX3AnpYen77YcAMNdIUdCa4OtgOFAPP8FxEcsVh9jzRdqnirrqgBp74osfsCfmKIaxaEEFnEKoGlQeUK5ffdKYwbYc7bpFTQnTNozYdZODrGq0UwZS/UUxEQxd0BxWi4ZAo8Rx5dZf+fEp7MWVYi/jIEy/ze+bneOb6RdpeM5QGg0qDDz32Gv/7q38bf7XJ14onWGOXRwfrtKoNtmYaRJ0yK30hXeJjrQu8NjxCkAgdBWpZmzucoUvMnmoQ0+Np/QpfF+jLHIWqEqk+TlKMQGCcPqa4R10vs9y+tDIzLYJEVKIdCJD5KloVIEIRahgGJHaAURk2KohUm0Jqb4s6HsSQ+Tp5qGFUgZekpJ8DVpVsiPcqzPadsj8bx3eKun4P348Z8imm+GsDI7g5R4gPUbeTMcr52KXSVScfIPP6aNsOxsZko9SNyQ6pSBdjFG83ais3me5RY/TacdvDw8+wMkavDfGoPU6pL2qH9rs52s7mRq8Plyevi7W1Ef37x9auHrQ/Mz9S0/5UujsxpqlHE/ZqMaLt/vPdH5jo97uvfvigHb04Uoc+8uoklbh+daSArjdHFFppv4ka+jjFe5z6/R1QQH/beJvfJWGshCCMlSqMK7cfplc/QFE/OVTeMBsaY/1GdOgNlg/a/0xPHpfk5IgG/5naSOrjmXjyXtyff+6gvXd6dMy/kp2b6Kez0TiTj8ogdD6itttDJQLjbgLjv+8NNPP3WlrwJsMnzpvxMgM9SWGXfHQPH1e9JxpzTugdUlofo62bymgeotYhCnt9dMyK+ujz/j/23ixGsuy88/ud5d64sWfkWplZS1dVb+yFZIvNlkRRFD2CBAmGYM3Ay6NhGNaDAT/YmAc/GPDbYDzWGGMY82DZ8IPsgWUYY0FjaUYzI8uSR5RIik02m2z2Vl1dS2blHpmx3+Wc8/nhZmVEVnc1u9mLmmT8HxLnRp67xr03zne+//f/z6quz9LXAbLWdF9Fe9refoDCfq+1cNZutFaZ40fDj2UgHqoRk2c2PxK65wfa70eUGYNSLGq99jJjt4gLVcZuicTso0+D8FKUrXyB3d9nM94922cv36Rh9+gXGxQ+IdIpregek/UrPOe+xyj3pSp1qvgZXuKV5DHGy55fzF4iLE8gDjSOdrlaCP/Lv/VZFi7f5Wfu3qA1miBdy2dar+NE83/c/gJtPaEecq491aXajXDYMvAn0IlOaNTHXM12WfQnkEN01xEiQWJDeAL0ULDHDpVBsWHAgVvS2BjIFGbscTWFqkL6VIVox5WCah7yDYNb0qUdmAZ7Uiqjo1UZ+t0qSJ+IqdxyKBdQAnoM0T1P8YgleqvMVks9UPuOR6qK9PEEOwyYCYjxiNHoNCDao1JwFkJN4VsCGeRXLfWXMqKuYIZCqAhxNxC0oJ1CiUP3A+O2Aq3I1zVKQ7IbCBrikaAGBWokFE8pKluCiksKvN8AFTRuxYAT7E3PYb5KXYasjk8QrTkMbWr9AfWTlMIucfBIiygu+NJv/BV/+kd/i5WjIZUsZ+GRAYfrj/Bk7SY/qD6Ce3WR22iatS6Vag1LjlrPiA8CvWydP7UXiLRlwZ8gueXILHDV32QQ2kxCA0tGzAlf1cf8Cb9MIVXQZd7bSYxmQiBm+hoJlHXjgsGhEVyoonGkroVSgg4eR4VIT6joHihDQFE1fWI9QatAJ771Q5+r+wFypFJyFnBBk4UOsTpBa01iytqlDyvM9nHYn83iow7K55hjjjnmmGOOOX6S8R4yFz92+LEMxO/jkwzG3y0zdpw9QqSHP9Ri6WHQyp8N5lvx9lnAbfX5bb3bgF/hGblVrM7gcg2hxnF4guvZDYoowiYZk5MOosCpiIXkiKgQ+rWEjUGPyvCYA7vOSy8s85XoVb78ndfwdUVjcYTCEf1uxv/4S1+k3Z3Q6k349/a+zWgQ02ssUWSGJM/Z2Vzmws4R15J97JbHNxV2T9BZwMeayXOW6CBQXDC4qsaMygDddSz1b2XoScBtlAFovOfJLhu0VmSPxuQe3JIhulVAVRHsqd1ZCwSNNKH5ryeYri9rihc0dk8gKKRaqrLHOx6RUhDOpxrVVIwvRDRenKCcQqLTbELhMaNSbCfUDL4tKFd6gBdXI9p/PAGjCG2NkoDd9aVaOqeCPDmoihBtO8bPJYQE2v98UtLjjQJXoIeK0fOG5JbHdzT6CKReCuP4ti7TFbFisl+FmmDSHFEaVzWsjnqMxeAaGldR3HxyndqfRCTfMfy8eY1bzTZHay3+0H6Zy/0BF+on2Ode4wety1RveHR6hNWWuDlAtCddjIh2HYeyzms8w3Pu+1yQPb7qv0aGYcQJ4BE0d9ikLSnP8Sp/rZ4rVSVCzoRFysAbpt7iJSwjPBYhEEIdCGg8mpScOhUzBjTWODQjjPJY7WjFO1R0n8iMz7blQvwORXSrc4bFCqlrlNZnlHZwsTrGSZ2OuXXGKvmwwmwfp/3Zg/goqetzzDHHHHPMMcccP5GYB+KfHtwftP6oAfn7zXI/mBkDzdgtY1SNenTyoSmrs0H5+0H26Cr5SQetfSlydipCUJUJcp+fqwKTag0BmvmYZ/QraIRKd8KG9FjpDIgPLE+P36Ibt+mPqkhvlfrqCScTyy/9y9ep/4Ln6tYROi9o741QV+FgcJFvfeEJ/nbxLTbu7BCdBMzlDLUDoSr4msEvauyxoIdCsWnIn6kgY0u854lv5JhJwDU1egChqTCDgBloQlNjeqVIWeXt0h/cHAV0BUJd4xY00U4gfbqC6XriOwVYhVu16BT0MOCrCjSYQqFTwbU0xWWLGgSqNx1aQKdCsOV1UpP7fSLCYukFbrseiRQ6E5QPqFFAZYLKQiksF8r68tAsKT1iFK6l8VVIbhTkFw32wKMkkF2pkF3U1F7KUS5gukAE4jQkGtfR2KEQ6pDaiGwhojp0FHWDyUtRtKqG/YU69YOc23/+Wa6Ob1PNMyZZk3R/nfBESrQ64rW7lwhL9/jC57/Lpadf4/YfXmbltT6P9N5ia3ODQX8VbTLUonBr9xJX8m0elVsscsyEhAoZ17jFIR26dFjkmLfkGhPqXFc3uSFXEbEYRhTUgIIyOr//YGQYCqDAUQMUihyFoqBR1o77GkoFKmZAoIFIjgtjnEQEv0gz3gHKIHx7/DyaHK0g8022x8+zXv0O/eIyEFCUYT4YWvEuwh6RTt91QutHwSdlfzaLeZZ8jjnmmGOOOeaY4yGY14h/+vCjBOQfpP7zwcxY6lso5ZHTutj3Q1n9sNT22UG59A315iF5WicEizGOan1ESIWQG44bHbw26JCDgwXfJ41injp6jfW8T3oJlpMx64cv4XvCiyvXcdqUtuZ7VTbiLZ5t30O+bdHeg7WkLU27N+HgC33+kzt/zPHyAvmjhtXtXeJ9R/DgrsbYY4/SYHqCr0PtFcckE/yiYfTzCa1/OiLYkj4e2hozAqkq7K4nXTLEo0B02wFCsWrJH4sxhw7RlBTwFyoQK8xxqZBuegGVO8yxR2UBVTMEqwgV0OjT0hyFXzBUbhX4poZcUCmICL5e+oNrD8WCxvQFtwh6IoSGxi1barczQlURVizmnscMwbfBtTTS1BAC0bYnf0IhTUNoKYJSSCH4tiI+EiRWUDHoYUDUaZmQCFpBfskS38xRcaB+b0Raj6kfThCtcUajK4FaN+WguclT+69jJJCmDXxVEz9esDta4fJkh5tPCFte83R1xN957UV2Lyzw7dETdPcXuPiDbd682uQ4W+F2bZOTqM2X5GUKZYnEccwiF9nGIHToc8gaVQp22CCgMKLIXUJsMxbNXQ6L6/hT1fQyIDdYHIYJnuqpuroBNEo7TMgoqKMpqKgcpRRaUrLQJPIDrCqI9JC9ydPU7CGDfB1w3HfT0QpCcNwefAmlHKCpmFFZzoFn4lo0492PhDJ+HzXbpZdf/kTtz2Yxz5LPMcenG9oGap0JWXK+hrOoT4dXbjJjS5aeH0DOLs/O75l85vPi/DqzJabnhhDvlSWa2UR4YOQ3u+zP1bNP20Xr/FjFLE4PdnNlWuP9wvKdc/1+qfnqWfuLlcOz9qqZ2mQdh/MH/n8O22ft3733a2ftV165fK5f+9Xpde28MT2e5O55KzLVnakLH00ZV7O1ue+wJZs9pk+yLvxHwUOO75zN2YN9ZpdneL6z9dQAlZn/tWlNV9HT2uN7Zu3cOr9rpzXj9Ut/dtb+9dp5i6sXKtMDPFn567N2f6b2G+B76ZWztklnnqWZ2vFqcf647YzFHw+xdwNQfqa+/iFaABLe48F6v/fGrEjDg/ZzMxoN52rYZ+3PHrCfI3v3unI9Os/W04Pp92RrM9ZvvWm70jz/7spb714/Pvs5nK8zHy58sqKxap4R//RidsD6w4LyD1L/+WBmzEtUKpjrGZ/G96Cs/qiiTw8bgBtdIEGR1KYiJCJw4+klnj64hR2mKAS3lZAwpB8SFgh0JimTS8LKco9koskrijf8RTrDHgetRRSwEY95ZvltbCpEk5S4cNiJp6haHq3v8Nx3byFVxWq0j04CqqXJFyPoB+IdV85U+VJBzh5DqAi2qyguRlTe8phxKXgmDYXueex+ICSgi0ByS6EGofQ8dQo7CIQtR3HF4junmddYEd12mEnpFS47AbtTEDzouFQ0DzWD6pf2WCDoYSDqB0QLdsuj07IOXGoalXvQgls22EOP7gtIINuw6F4g2vFQCNoJoWMprmi4F/CrFmkbCAEchLrCDANS0ag0EIwiOvHUvp1TXDIoD24BwoW4pOPvFpAJ0Q1HVHG4BGorI7L9ZjmRoDW68ESZxuicqF7wtYV1nr19gztrG+xGG9R8yqODO8QLKbDPguyTGUPnL/c5TOpcXtqnvbnPq29s8sY3v0i2Hbj75CpZt07IaoQIpNDkKqIqnntqjYpMMBSMSdjiAh7B4BlSJdIFkUpJpU3CMROWECwxKZEaMJY2E5aIyJFTVXWDw0oBWiCkBAyoMtPvVUKkJtTjw6k7gHhSv0Dq2+ShRUUPMLrA6jGpXyT3CZ1ki1GxzKhIqEdHKAJOVT/yAFmd6/pMAAAgAElEQVQrTzu+89CykU8K84B8jjnmmGOOOeaY4ycLP3GB+Cx+WFD+Qeo/H8yMaQoK6tTNNGAvNcQcw2LlHVnv9xv0v9+BdlLrMeiVGUOloHclQpyhttjje+4xNswhtW/1CYnwhn2M9fQAmzbYeazOk50jOmbMwWSRV5fXOGw0ubjV40gWuNjp0lzqYieuNKYKgWY3Iyh4PNuFIbDrGX+2QvJyhjkO+IZCiyJ4QeUKt67xy7b8f18onoxKMbJYYY4K8g1N9U2HGfhStVwEOxJ8TaEOPVLRhKaFQpCaKmu8c8HedEw+E2EOPRhBtAbvUVpTXLOILZXJlVOIFUJdE/CYTKGLgBoHoi2PyUCqJT2do4DrQOiDMZ5oP8DYI7FG5YLvesyhQKIgV4Q6kFnCIwHTF9QwIFZwnVJMTk0Ed8mgbwb0+JTO7kClgnKCPhFY8eihQAE6BVwgaEWy7anc8xQdxziqUowNUR6oSE7RUbhNyxP5XY5VnSSdsBif0I06eBG+uPcdbGPCd3ZzOkWPtbDL3YUlWo3AJXOCHzcxydvcS9fZunFAutJAJPC2XOY35F9R0SmLvs+hLHJPrVFYQ58GO8UqkRrT0ENe4yooffZ8eKpUdArisTovFdHRCP70ryBYwqm4m1EZioIKQxQKJKBVQbOyi1GeseuQuRqCJfOePNTxQZNTJ1JjeukGmrz0HxeoR4ekrkEeqlRNl0a0fy5A/qjEFT9o2cjHiTltfY455phjjjnm+KnFp9QP/EfFT3QgPot3C8o/SP3ng5mxenRAEcaoU8EqkTKAvz/ofzDr/bCgf3z9Iqb1wSkdWgfcF4+Qbo31kxMu9kf4Ts4OHTKTY74zplhrcdxpc5JUOTGbPDZ4mU5nTLPlOJAGdxsxB6rNqFZh7zcMG909VrZOqMWHjCoRa7f6VMYeFYQr1S66L7i2AqOI7jmUlCrmZljSRCQXdCHoE/AdcM1ShEwPArJmsbuO6I4n3zTk60Iy8ogGaZnyuaqWAWuolllsZdQpnU5hugHfUoRIYU48vqHJn9E0/tyBQGhpEPDYMkPtwVVBa4PbLO3T7NhhPEgN8KAywFKKto0DEmnUMJxmvz3BQ3xPEAmEisVvanyikQWItgOhpcrjj8GvWHwC8a6j2LTluRQCAq6hcAua5I0CiQS7L9idAjUBt6yhorClRTu6L0jkWRj0y+OsQ74QITVF/mjE5qs7jBuPs9TvQ12xdnCEE8WV+h2+H1/lUXNCcdyjtRu4cjBir7bMwjCwUMm5trrFbbvJ44c9vv5GTKN9wnq+j7FjFiYDWpzQ4ZA7yQX+1HyVzCY0Roc4Igpb8GT2Jn3fYYtNrnAXiyYNhi21jsMSiE6D7whQCBbBAxFG9YhMgdFDUr9A0+4QmwIfIAttGtEeI3cBCCBQhBpWeZyq4kUIfgEXLFpFtOPXGflV6mafqh0gBKp2SCOa0h4/DtuxTxvmWfI55vibR2Q8FzsnDOuVc5+PZmiz6YzlksseoHcW02UppjRQNUNHV/784EG9TzbsbBmlRNORq8TnN2CSKQW2Wp+Ofy42p4y7662jc+s829g6a38+mdLRn4pH5/ot6amtWCbTa/TiDC38n5783Ll1/u+3nzlr5z+Y0tRX3jg/+m69PbU2i+9NbdI47p3rF8YzdPRieq5/Y7ZknxTO0av1A/+cOff84Zons3dePDOIbZkZyzt7fgz7Zjz9Tfon8ZSmvrDx/5zr95Vkegy/lEzvr5MLL57rd5xN6yXupRfO2iafoann558/nU+/Zz3znasHSxCK81Zi7wsPKwV4Lwr7zPWepaLDAyUEs9/LrOXZgzZrs8vvQWFXD7FGs+Pp9dKj86UAdobeHg2m765ZKjpANtQz/R68vz5OqHmN+I877g9cVdCkvXWUKgfr8Y2D96z/fDAzNptxszpHS0GQ6F2z3u7xDs6dD8a91/g0ZsAqRhcktR5a//Afg+Mnyock9jlP5zcoGqXyuBoLq71D4teP2O58mfFilccW7/GM3Oa15nXiC5bP7N+mddDlTu0Ke5caVMMxS+uWNzcvU1dDuk9BcjeitjcibcV8ZngbHYGv6rJ+XCkmj0bE264MwgcBNRLEls+FiiDe8ihV4NsalwTMiVB5Oye7FpFvGpQB39b4xYig7wudKWwvoA8ceIEAIRJUAXroQBvSJytITZFdiyACJYp8w2LyUjzNR6qU7RpCSDTZFUO05/GrFj0WzKHHjB1qCFgITZCKwgzAtwPxtqAKQWqaEAeiGx4ToEgg31D4NUPlTYdvUfqQpwGdC8WyxdcAUbiGpvqtFHvsCTVN9lhMtmFo/VmG6ygqdwIoQUmpwF7ZCYRaWWMukUFPPGboCYlGTwIoRbEUKFZiZKxJi5hO+4gT1Wa9e0AlpAQF2+YC7e2UyXNDbDfGToSN9JARTYpxRIMhk+UG1ccCd6KES28dEXVvcT15jX2/zJo/JvUx1uZII+NnzTf4pv4CN2uP8YXu1xkUC0Q6Zykc8hX+kpd5lhyLIeF5eZFvhecJgJBQqqhHlHXjFTw5Rucs2JuM/Rp1tV/alp3+mMVqVAq4kREkQjBEOgcFVTUhDy0QITYTYt0nMgVW9nFSQTEmNqN3BNgft+3YpwmftI3jHHPMMcccc8wxx98Y5hnxnwxoHWi2d0jHbXyI8E+0SWo9Mn3hh698CsN946aYcX/1XWdpciXUa4fnqOTea0aDVeqt/TKAczGD3jrN9s5ZMG6D48L4mErIObheY7u9hDPTr2yzd4QvhNY3ttCnn68VfUbXF0nbwsqgwHbrtJoH/IeT/4uYnO8vPkqqB6we9vmivM1rX9nk4LE2j229TiUqWNgd46zCVyxPR3dKVfAsgJdyts9C5VaBRGV22o4FXEAXqgycnS4tw7YLfDMuLbgSR3QUqB4L+aahuGyJvBASIIAuBLGayXVLJVIoF5CmQvUcdhDILmnyz8RoD9G+Z/x8hWgvkF+1iIbklRxz4omPPGiFryqyqxaNolgvJxVVJphDQfyp6FcERBpVBNSo1PZWaUB5kFSIJhBqEFoGEwLJTce4psoJh8qpCnshpd95AHsoZJ+xmAnYowI9AamWGXE7FNyqwhwIvqFBKUIUsJNStE1NAuJBJR63oDHj8n++rsivRCgBV484vt3BNDxx6lk3+/iOYd+3aQ/6NGsjfEXBv0loVHosSp9jqkSFEPKIgTIM0iptlbHWTGFzj8+/fZOlwQH1JKNbaSDBco03Wclgv7LOU/r7fE59h+21dfLtFhC4pO+RB80ahxxQZ4W7NJhwTX6fl3mWLivc5dJphtwQEBQaTY6oCKPGoC1GTUjMCHAk9oTMN0nMgNR3iNURTuq4EAGWdrxFEer4EOGkShB1+gxZjLUkZioAc39yrJdfRCtHYvro0/TRx2U7Nsccc8wxxxxzzDHHJ4R5IP7jgRD0WZD9sIyz1oFa4/ghW/hg+8jTKibKMaf7CKLJJg2UEowuqDf3yNNmGfS7mHpr/6xvmblzpOM2tcYxNjg2WrsUi5aRstTSgsf2j3m5/Ti+IsTtPrXBmMZ3jhj8/CauUdJCaoeWwtS4bMeoQjh2CWzX2AmL9NYqWNtntTahczlFZZ61N4+5+IMuze6EvBphJgUWzeeS20R3PBILIpr4doFvaFwD4tsFoCg2LW5JY/oKlXlULkirpNTpisIeefIVQ3UnoHTpBW6HgeilnMmjBm0h6guuqQgLmujQ4xY16VMJ9sBTeQXQHmKDGZQ15H7DYk9KSzTd9TAJpShb5fQi+oC9B2IKQkMjEVQOBZwQFlWp0B7uU+nLQNg1wQYhVBTaCWoIygEFiAZEoUIgebNg9KUEXSj8qsHsePSJxxx53AWD3deYrkMqpWK7OQiQF6hljSQadMBtWDAKc+RROx6JAasIVjBdwWWaYauOagVqRYYeCcWGYditk4wmDB5pkftA540TwsCybIfsLZcZ4/V7XfZZRnwEWmg1M7b6l/E1Qz9p4es5leMBz+Sv87N+gK8LbpTQmvRYqGjGRY1JVMd5izjNuhyQqCGNScY3GxukgxqWgDKeFblFJ7QQhEfYIlDeE6/wDCt0+TafJyMudQbIsaZg7DslVd/HxFZRVT0qZoiIIVIpEKiafRSgCQRZoKIPSP0Kqa+DRCSmy8QtEkQTmz4Nu0eQmF5+mWa0zaDYROEwylGECkNZp2F3SmX1j9l2bI455vjpQ9UUPNXepe/O0zvHrjLTjt61DZD5GXV1P6V++jBD/eXhNEw9MyK15vz4JrFTmmojmr77Fivjc/3WKlOV8cuVKUX4WmX/rH39Aabg+kxSoKGn517IeYrwW2541v7z8fWz9h/sff6s/b2bF8+tU3tjOmG6fHN6To3bk3P97O6MGnp/eg4ySc/1O6eO/uOkhv5R4oFzPU9Vn6E5P0jVHk+vuTLT+zOJpu1WfJ6W7CvTe+PF6lTx/Pfi8yUIS6t/etZ+Np7Sz3+ldutcv4PN5ln7f02n99cwXTxr2/Q8bVrP0NkrMzR15R44v9ll/xBa+IMy5zN4bzr6h11ntnTigXfA7DbeQxX+YbR1VUzbujhPZ9fZ9Hk2kxnV9fR8IsNO7Ez7/PWf4/3jJzYQD0EzmKGdv1vG+aPeh7E5o36Z5VYKRoNlEKg3D3Euphisne1/wDuz50rB8aUa2eqIK91jisIiSiFek3YXiUh5YfcVjqoLpHdj4lvH9L+0gv7ciMVG+cMavSJsjHrs0+OWjzg+SeiEPQpvEev5BV4jqQxo76dIEDZfO2H7Mx2aJzkmG5IMCtae6WO6lHJb3mAOHSFSuGWFThVuzRIdB8zII1YTkoAuDKEjhKZB5QGCghyivdKPG6UIbV3arqiAmUD2mZg8FaJDD1mguGhxywZpaCbXI2xPsBPBHAckVoSKBg2674kyIb9qMSlkn42pvlJQtITkB6VQmH7L4FcFlQrD5yOiPUFPArKiMcOAHZa13cWSwXUEvQ2hoaArROnp5IiASj2hYXAtjRoH7D0PkcLeCCQ3HMqFMmhXivrXU4o1A16hlBBaBmWE+I5n/DOaEAxalbXjuu/xKxrRCpUJgmFQr6LFlz9iXjiqNmjWewSn2WEDqQlFHnH5aBtftaRZBSWB1daAO8UizoCPIHcJgmJcTXAZjKWOaI8YzcJgl6bNOGpdolU/pn13n/GwhoxgqXJAGqpsRWtsTLqMTR1vY+KJ5YnkDV5JPstkVCVWOTUpOEJzgQMKDCkNPJp1trnDNS6yxU2uETFB0KR+gUSfkIcaoixSWMYUjPJlYjNkJXmNSVgliAZlqZsdquaYzCd4Z0AUFdsD0WS+Qax7dCpbZ9luxNHNrhLrMUpBYvo4uYCII/UtqubkE7Udm2OOOeaYY4455pjjY8A8I/7pRzpunwXI8M6M88exD2MC9eY+vogJwWLthEoymgn8p/s3ujirGe8/Us6Qi5TBPEDiCpJXD4j3M1K3QMWPuO73yIyhiNdYwOCfXWXl2Tv8wvWb1KICgnB0ss7h9gWO0oijtI2pjdE+Z48FXnA/IOqMqQ4cQUPjKCWvWaojj9eKp9w+bg30nZKWbXuQrwOJodhQ6J4Q2gpJLKHt0WPILhuS18BnjlA1uAWF7itUWtLB9QSkpdHdgKoEsOXFirc8oamRiiZ9plQ8l0SVSuOpYLcdeuBxSwoTK6QK5thjdoRQ0Uy+EIGH+K5DZUKIFJWbAZOBoqR36zSACNGhpbgW4RuK+kgATdGGYllhDgPRfsAtKNRIUCK4KpgM8BDqBreqMSeB7KLFOAg2UH09gArs9hX/8due/6mu2YjA9ENpg7blEQNhwZBfUqhgGPxqRP3FnPhWgTkJpX2ahfxSxEGyTHwrp9rNyesR1W5KctJHHUL36hK0wJkK1Z0xh36JpdoRykJeiVFLluLQkHeaHCw3eOS7B9TzCc3+mKotuBnW8QFqhylFZLi3sUDwKRIZch8zOTC0DhyuUOxFZTAsQXOPy2jn2Yxv43zERb3FlrrAshzTZQXQRBRYCna5ikdRI0eT06KHJgMUseqV5HRpIYCVFKWEQsrahAoeowMNvUvqWxRB0csv4sVwnD+CoaAeHaLxoAxKOYz2aBUIokl9iyARqW+wVLkNBJQKNGy5PS8Wq9O/EduxOeaYY4455phjjjk+IghzsbYfB/gwFU27j5K5HL37Ch/RPowJGHtK5XmXjLcPEUePJmTdCuO9NXScE/sR6IA4Q7zcBxHUy0eYZoPR80ukJx0ujI8Yu0VGUZW0uoxrKJqf6fJzz9yCGF7cvcggqvLWpevcSx8h2SqoLg8ZpG1uXHqCZwevsOx20FrQRUB7EK3JGzH1bso1e0AwIInB24DkQBGI7irkVH9LBUFlCndBYQdCSDTEivySwZqyftwMhGLFoBzoUSDa9QQD2RWLPQroboEA+WdjqGjMxGNuedInY4o1Q/J6ILQg2nL4RU10T8iua8wIVBYwJ4Hhr1VRWpUq5E7QQdC5EO84JNZlPbsSzARcTRHvB7LHFK1v5oQFVaq5ixDvBdJHLHZfYU88eiy4FYOqetRBKeaGVdgdd6pSaykulMJvEhfoseYf9DzfOBb+4due375esgeiSeCUqY3ZcwQVMfqsxpwIvgJqJBQrpZJ7aGqUg0G7QWthzHi1yuLrJ9QOJojVjE3ChTcPiK4VfH/1GbQvJ36OfYfahTEmCGbouFLp8vtP/SwvfOMGyeUT3D1Lszvi0ugerWRAr0jYXVjkaGmBC/0TBvUJurLA6FqFg3yRV4cb2EGBryS03Yid6kXCOEZJwV+YL7OqulRNj2JR85dHz/OzvESLLmMS7rFBODUuSxEsKUPqWBw1u08hDTR5eUGUJ4glVqNTsqWQ+RYn+UXa8RaJ6ZP5Fr38MloFfKiShUXSsETD7lO1XRSQ+xouWMZ+DSUOFGg8g+ICzWgXgNS3cCHC6pQgmkFx4UPZmM0xxxxzPIiqLni2vsUonKdkZzNjjXSmXch5CufscnjI4FKr8+mfaOb9legZ+rk5T8lu6unykp1SxFdM/1y/pZl+y2ZKyW2oGfVk1Ti3TibT/d5yU3X1l7LzGjt/0vvSWfsvtq+dtYdvT9XQW2+fpza3b03Pr7o9pdGbg5Nz/WQwPadZOvqDStg/tXT098LDFNXfQW2euSdnaeonMzT1+Hwo0UymSvmuPr2H/qz+6Ll+G8n0+2wvfPOsfdk2z/X7jcb3ztr7l1pn7d+ffO6sPUzr59YxWTTTrp21o+L8+Z1TUfcz10Rmytg+iuHCj3LfzdDj30lnfwht/cF+s8th5hhk+rkKDxybm25bz7StO99Puel3q4uPLrZ6P1A/jRlxpdSvAP8+8I9F5CWl1G+JyO98FAehlPo14L+n1D37n0Xk73/Ybc5mnO9DBKwpHr7SR7yPd8t4K+MIu2so60mWjsmGdSZHHWoX9qguH6K1p/61LbavXeXi9R1YGuOOYqK7QwiOndUlnMloJhN+4cobxN7xO/YX2V1eACAUhlEtIWuuYyLHM4u7+MKyv1HlaBBx9XsFUVowbsXkSZXOvRGb7RNKuTJBTTzZIxGVGw5ijVQ1IREqbzrcii5rsb2gC0V6VRPfc/imZvJzNeK3cyQT3GaEygWVC25NU7nlsYWHioKKLr/lisa1FfFAlRMPApwG7KGpqLycoVMhfaSsqZYKBGvIL1tCS9P4yxQzDIhRkAoqCKGmUHlAYoP4AEahM4/edcRvFyW1/vR3RA1DWT++5QkxSKQR8TAW/KIlX4PowGOPHL4Jk2crmJHAgSd/xKJPNAf3cn7vZiAA//stz9+9otlMA1QNKiiIIFiN6EDt+zn5kzHRkSe0NW41IrrnSw92L7SOB5xcaHLhpQMqw5xgSiG5SpZRdDRx6ngsfZMT3abbWCBKCxYfOyQ68gx7dUb1Gn/nra+RItS3i9LBO/G4mrA4OaaiE/SJECqQtwOLfoi1E/biNbZayxyerPGN7HmKRo0vj77BYjFgEtU4YIk8RIxVncAG9TxFqjmvTq7yGQRdmpvhsEQUbKs1anrADbVJhQFeIiI1RGlPIMFIRlBlkb6gCQJCndzVGep1DBOGRedUob9kL4hoglj6+QUmboHYDAhBcXvwJSI9IrF9KmZCO77H0K0xKjqIqiDiTz3JK+ShRTPaQUT/xNmYzTHHTxt+3MYjc8wxxxxzzPFu+CAZ8f8U+I+A/0optQh8/of0f19QShngHwO/AmwBf62U+mci8oOHreOTH05JSGq9cyrlIiBiSWof3rrovkCbczGTcYdK0sOYUgyqdzGhdqH0sBzvtlDWozjdvzNo7crPFGAC1doJ8U4Xc5RSqx1gTnLcYxc4/nXhS5/f56mje6iBYmhXKFqaC5UbSFCYoFhe2eOPTp5hNyqDcFt4NvcOiZMdrj+e8tbkcYrIsnppl5WL2/jvGrJGhIsNy1sDrhV76LFQrBpQGhVKkTLdC4QGOEypDL4v+Dow9qgThdEwfr6CHgfciqK4aDEnHhRlYNn1YCA0De6yRSTHHgVsv1QNnzwTQwSmJ6SPlpny6I7DVcEvGZIfFPglg+oKJi9rxN2SQosi3zBE3VCKnUUKVQRM16NOPc5tV5CqoFOFHoVyEjKGyo5HDwWJKScAhqCHATUJhDWDu2CIFIgR/IIpz79qkGOHROWspCoUtuuQqBSs++2b4WyyMXj4775f8N8+aUvl9ppCKhp8WQ+vCKg3c2y3nDAwfSHUSyq7aEWr3uN40qJ+OCFKQ6ni7hVWcopxhK87Iucxjzkef/Mt/DJEmcd4x1J2zOLkCN0TlFZ0sxpxIUzqlsZxTlBCXPVoMq7073Gs6lgXaKwdUrSF7eZnueOWiP09JpXr/Hn2Fb4QvourQhCBY0NsUkY+IQ8KYwO+FfFq/zrrHBGAY5bp0mEsVQ5IKFRMYrqIaKxKQVma9gbHxXWCDzipk+hjkCpeNBPfQRWOLKyShTaxTnGSYFUGVpO5Kl7i8jnCUNEnZL4FaJTTRDpFq0Az2qGXb2JVitUFIgVBRSBlhrxmT35ibczmmOOnCJ+a8cgcc8wxxxyfMH4aM+LAgYicAH9XKfX3gS9+RMfwAnBDRG4CKKV+D/h3gPf84bvvpf0gOq+XdJIHrcmsKUhqBx9aqO3o0YTx7hpqsQymgxsz7C9RafcwlYxaew99qlxau7BH3msRXISJCuLlPunR0rRuvfC0vrFLWF8E0yBqerJNQ/+XHb/5wos82dxjJ+4wXExgRdP6CyHPLbZaUF865t/sXuW7j1wGyiD86Te3+ZmLW7CgIAiXizvcfWYRHxlW3zhh4d6I4VKFi68ec80cYPeFbFWB0xRXNL5tcEua2rcz3Iql0nOYNECiMMcKERh9MUGnAXvk8ZUyCI+2XXknqTK4NuNA9mhEvOPQPcoHJtEUDXBrBh2AFPKLGpNBaCvcmiE+FOzLKVIBnYE9cJxqd6HGmuKKJbnpKB6x5E/ERHeK0rM8F8KiRoshTKSstR948CA1QClUWk442IPAaWkyuECoa6RtwGpc26O7AVwg2hJM3xPqFl9TRLcK8usR0bGi+vUJB0P438Zwn7yUA//kAP6LzxvWjKBQ+JbC9BRkAeVVKVRnwO450Aq3qIgOA6Fe2pw9Nnob6wLBaqLCYWsB0oDLPLjAeDXBxxGjZp11t0W0G7D7DoJCKYU58bimpqhHqJGjMvYErTCpp1jUtG1Gr9sgOtaMawkmFjrPH/MsL1NzffLdJb6h1phUYr7XvspV3qYyEXoty6v5szzDq2ACQkmVLGp17k5ixtLiu3wOCBgc4hWL0W3qZpdMmkgwVO1+GVgzRFQTjcNLgtUjDBFFSEj9MkZNqOgTJsUSgRiUgeDxYjEqIzIOkYCnSmxLenvFDnGhQupbJOaEiulTs+Vk2LBYQUSThzrBl1TIxPTnNmZzzPHjjU/VeGSOOeaYY445fhR8kED8j+43ROS/VEr9Zx/RMWwCd2eWt4Cf/VE39s4AfQSAA7KPoCQ+77amGW1A20Clc4KJcpLF8/VL2oR3fmYLfBGjnafx4i6D59cYXQFVy+itRUSNnL/9XBmEf/POVf7FK88BisbVHvZZz+beMUlWkKYX2H6kgzu1kLiyfcjf0q9jbwuuohmsVvEKrn99j8Fylcsv7eMSS6Ob8bjZxTc1aijEhwG3GvCNiPRnKoiBdBKwhx6hVB3XqRAiwa9YdCGEusatKfRQykz4aRAuGuxhAV5R+Z6gC09y7MlXDTQMoaGxOx7f0pBAdKtAWiVd3LUFqSqiPYfECjEaPQroiTB5KkZ5ISQKe+CRiiK/aIneKgBBGmU2P1s31HY9UlcUmxHRbgFKIzUDSrAHgq+CnoBf0ui+wl0ofb31cYEeg2soop2AEgGnCDVOLcQi0AoxAgr+XvbupTi//UbBP7xooRZQE0XQoGOFW9CluNpFQ3WrQAewe6U/O2OLbTvibY9b19idHG0ohe1qEAfH8WYEeFrDE1biQ8yowKQKqZfWbvgysx4de9ZWTugXNXTu8bWYccuCV+TjGtVKoKcMd9trbA+W+cW3X+LXmq/wF1QZXOvx1e//N/zL+r9NN91ga3GVNK7hJ1XsQEiLhE60T+FriChMlJKOmwxoYVSOQghYqqZHEMMkLGNJyUlwoXI6oyK4YAkSldfdFhgyKiYtv0uESDmGxDifYHQZsCsUscpwwSIk6DAG5dCKcqJHWVyIEGOp2wOClGUhCs/IraHxGF3gQ4VBWGchfvtDvwvmmGOOvzF8asYjiS54It4hcL7OOZ+t/X4P+7GHYbYOPHqgSDWe+V9tpka8/kC5TW2mbq6m7Mw658dJmvP13/cxDNO66zv+fP35a/nyWfvrw+fO2n95ePVcv7e3VqbHfWdaR7+wNe3TvHu+ZDDZm9aF66MZW7KZmnB4eF24PFjnPK8Lf/948FrNXMtZGzg1c+3NyWVdDEwAACAASURBVOjcKtX96b1WNKZWWMeN8/fZH9WfPmuvR9Ox8r/bfOtcv+vRtMb7NxdePGsfPDLd3v87efLcOmYyvcftTHvW1gzAFA+xNnsPS7CHWr89iA97373X+g+pH1cPJBtl1pFtVhdgpkacB2rE1TlNhWlbizzQb7qe8p9sivqnqkZcKfWPgP9cRP5g9nMR+R8+omN4t1+od1xipdRvAb8FEDU7H9GuPziCe3cRuOAiEMF0J+dv4gexMSK/t8HStw4ZPbeGfWHAz3UOaS0eE5ylXe/zaOXoLAhvXJ3+CLnIcPvi8js2+evrP+Dz375NMKVNWDxxrL9xAiKkScRoKSFKPV8evYUelBRyexgw41B6fnuh/u0MqSryR2OGv1xj7e+dYLKANC1SFOhUMdm0qAL8skZ7CDHEbxTYni/tyoLHDASVBXQW8HWQiqayGyjWNKEBijLT7GOD3XcEZwl1RXy3QGcgRhHdc0jVYHplaFZ9PWf0XAVlFQpIXsspNi3EZSCqipLyLs0yQ6+HgZAoWLMoXWbD3YJGS8D2hFCUkwFy2YAp/c5FQ3bNEL0NOguEtkZSIb7t8XVB5Yr88Qq+bWDd8td3HQ86UufAtw4C/mnQQaPHHlUoio5Cp4LEpc95qGkYBOKh4Nqm9NoeghoL8cCXXtt10KmgHGRXoLY2on00ZPx0RHbV0PzXCjPwhFijuh6TC5ILkoASRePSmJOdOnvXGyitGKYNVrYGOGOpNgOjJCHJU7525ym+kr3OZzu3GVUj7jUv8asH/x//qvNVLvfewgwsC5VjumaZl4rP0Ul76Cgv67uDIrKOA9fhMW5SlyEDmuyERQpVw6gMpxKq5gitAiPXoQgVRBlEND5U6We1UrxND4nNmFa8i1YFVXOM0xFeaigp0KQUJGXduHjyUMNqy2L0JnmIETSxtjSjbQD2Jk8joshDHRGFaEPFlG4JSoR3f+3MMcccn2Z8Gscjaxs/sZq3c8wxxxyfTvyUqaYPgX+mlPoPRGSslPpV4L8WkV/4iI5hC7g0s3wRuPdgp1Mhlt8BqK1d+ljmQoLXZ1RybQvidv+MZn4f9zPaDwq0GZOx8MdvYeM6D0yMn8PC98EzYe+FK0TP9/n1x17CDCvEOkUlQsg1//xrX+X1ZX0uCJ9FWQt+zFc7NygSg347kNYscerRPlA/zmjujQkGtp4tZ6M//+g2vCaYnqBcmekGhWuCPQiQC8l3MvIVjTnWDL5SofFXOWYYCE2LW5BSVbwN0tCkDWj8+QR75MtAuKNIXvYoK0ikCQ2NdoKIIFohtdLSTBoaUYKkAZ2DZAFVNygBe+AJsaCHEAiYE48aecSCejzC7HnURFCjQHS3KJ/DIOAF39TEdwqkBlIoUIIZBHxTIVWNSQN6EFBOIIegFaGuiXaF/JKBSKG7oZzx02COSn9w5QQc6KEQ2p7JZ2OSnuevVkAVlGrqunwnpE8Y/LLFNzT5goZMsF2Pcqce5QHsvUBx0WD3YLJmsP1S1C7a8QRbZuvFQtSHYgWUV7j1iLgbKJY1JhWCKMZPW9p/6oiOHaGqUb2AChAs+I4i1C3m5zz6O3C8XifciegutqimGcY7ntq6w0mtxm7e4bvxFR5VR9jeAo1OinWOX+7+GWthwO1kk+3sMisc8pv2D/kD/es00pwGIyYq4q6+wufiV8nzMtvdkBuE8A8w8o8o9BIEhZeYuj3AqBxPRKQHDN0aTiIcMYpAHhpY7Ri6VSI1wShHM96jU7nN/uQzjIoVsiBEaoKTBrlTiCrIfJPYjKhFRzTtHr28fJVUTZcstPA+xuqCqj1EoTD/P3tvHmtLct/3fX5V1d1nu+fu7759mTcbZ8jhvoQCbVmiJEdKACGJFUWJACFG/nKACAGcGHASBEEQOEECGEGcKPkjMuJIRiIYMSKJkWDJoihaQ5E0OQtnOCvfvtz93rN3d1X98kfdeefcR77hcDRDDsnzBR5enXuq+3Sfrr63f1XfRWoarodiv+O9Ncccc7yn8Z57Hnn8qcaP0NrMHHPMMccc309810JcVf8zEfkV4E9FpCRxvf/OO3gMXwEeEZFLwC3gl4FfeQf3/5YQg0na7yPaeahzRnc3aJ3cPFaM54s9Rnc34KifKmglnHjhOUYfP8fgknvTQvwNdD9wlV9+4suMbqzxuy+8nxuHa7ROJ9qVqzznbt9hcWmbSZFxa2NKQXd14N/vPU3dTdVfMazZeLnPleIcG1d7rPX2sSuRrE553K1Bxaebz1KdddiewiRS3IgICpFkJHZE1XZ9pf1cTbWvVBcc1ZlIfqdGM8GMI2YUiM0MGQWW/qREaiV2BLep5LcSJdwcKlJHwpqFQcDtKfWKxexHdAlkEsm3Ixoi1WM5dqSY0uNPWNxmwN0JVBczGq/UoKAWNBcW/3DM+KM5FJbJozn5FQ8hTSr4E45sJ2D7kdiE0DXYCuoNcPuRSEyVsgHNDfVpi+1H6iVDaKbVfI3Jmd2fdGRXa+wgObnHBsQFA7ViN2vsnku55YXBuJh06AKagfQVPSVoLvgTGaEF5pUKuxeJKzZFbJWKX0kTD+I1GdL1IuqSTlyzo4m+Kl2X8UdytGWIuxGMEDuG0DXI2FKftmR3AzghtgVCkg2EjqXeMBR3lSuf2GDczekMIivbO+S1J1hHczUi2wPWB3t849Il+i81WfAD1qpdbmcnOGv38GXO5ewqW/lJal8wEngyvMYf81nyYkxdFTwsrzKJhmibECLX+B0OeJl1/fs4/btEKQjBcRgvkplDRASv+dG6k5BJfcS+cpQx5YxPdAEhEHEsFTdoZztMfJeFbHAUATgitwUalYDFmQlORohA5Vso0M4OaJlEdfOxwImn6dJrVbByP59hjjnmeK/jvfg8kkvgYjZ8sy5vCjuzCJ/NzPCb2Z/f91CRiZ1pN2a2eQsPHxyPHgM4jFMq+GaY7vv1esrAe258/tg2Xz+Yzle8tHXiXru6dTxGqn17ekztOzrTnh5DvjU6to05mMahMZi+p5Py+InMUobn9PN3BN8WkzXDAZbZeK9qev1maeoA2f6UCt7anJYZVed4xNX2wsq99u91nrrXPp3tH+v32eZ0PHx4RlXxN9a+cq+999Dxcffs+OK9ti2nY9pWx6npzZk4M/MWqenEGTq7md6n3x4x9i5idry/SczZLFV9llIvM5T6NzvqY+vO99GBZea1vZ8q/G5C+fEyaxORnwb+A9IfvFPA31TVl9+pA1BVLyL/IfCHpLiQ/11VX3in9v9WUR0e136LAC5QHXaP6byNjcdM2CYXx5z/3DcYf/IU5WcnPH7u7nf9U2hE+fT66yy6Mb/z9Y+z227QaqciPPOeD9y8Spk5zCK0RxVPvnqLFx45g88sv2S+Rp0ZOLr5Y3Tc2T1H2wZGrQbDYZtss8VSGPDIyhYX/S7VLUd9MWP8uMNuGMJiRfO5kmwYE2XaCdEJ5iDQeFExu4Hseg1tgzYMchCgjNRnHGarpvhGoLgWoFJEhLBsMD0Fk6K6QtsAybAsOkWbYAKYmymPO3YFW0O2FQgrBs2TXn102bJwq6bxYpVW2VcsYg3uIIJC/oqnelhofbmkXk009Mmaw4widg/qVYPbjYSzlmAFdxvCskFqxRwqplTqc4mOrkZoXA9Up0wqXpeF1pdrNFOE5B4vgWQsV0f8KYfpBVrPlShQXzCYkUVFCYsWMwlQpmLaL6bzz+7EpGe/kIEVpFLCYoqEG30io/WVknpVU6xYR7C7SugmWnvoJgaCHSgRZfJEhmiaKJAIcckmV/ogmP0IhUHbQnnJUZ/NiLlAFvjk6Sv80+5HWNrYZv9ul9ZkhBGhGFfUywXNOzUrO0NGo2UWhjsUdUXdbrCU73PoCqpBm43sFnc7p6gOuvzG4FdZhcRuAO4Av+L+GVEjJYds8ceAsssfs6y/jhMHklMHSxXX6di7lHGDe+zwCAaPihKjZRyXMAREIsN6me3Jo3TsJg27jzEBsBjrcTKiV5+hZfdpuD6RjIE/CQSE6R+ehu0x0FP4Iy2TKgTNMVpxWJ2Z54rPMccPEX5cnkfmmGOOOeZ4E/w4FeLA3wX+c1X9ooh8APi/ROQ/VtV//k4dhKp+DvjcO7W/t4Nj2m9VWs9uku9WQKCb35p2vJ/R+rTh8DPn8D8z4lc+9GVON74znfx+BBX+35tPsbPk0NF0QuvM7i6lzZAizbipEWrn+CXzNXbOd8m+GTBR6d4dkZWB/cNV9lcKNrb2CNYyWGyzPt5npVMnevgk0nilxq8Z3GagupBRf6ZBft3j+hHFoFYpvpX6qIfiWoV7Bvo/2SAsG9wogjHEJUPjisfdCUnLfeATlTpa4oJBUeJqBmXE9iNYpd4wqdgqFXXp3oltS1wE6UXMJBXmsQ3Nq5HqvKP9jE/F8HZEm4pUpNV2rxRXPaENxYFgKsVvOMqLLrmrR4tfVWin4rs+7wgNIbsdMIsKtSAx4nYjMvBoAAmW/E5gspThVwzF1frejKKSCk4pIbvl8UsQWqmglqFSPewgCu5mhdsMxI6BCYSuQFOw1wLkhnDWoi4NLqksditQnXPYIZi9GnsYYRyRVSE2gMMj2n4OMorQEvJr6bzlhCUuJfM5dUJ92mA7BvERGaXvOOaCmQTUCX7F8It7X+Pa7SXO7uwx1ia9hS5V27GwXzI428RUymDFsn6YcYVlFqoBftXRHvV53V2mOSxRLP/14D9ineOEj7PAP/Y/wy/bz7Mp//DeLK2iTML/Qsv8l+QywGQVdSiIZMQoqAgoGFNjxeOjpcZhJWBNSK7qscH++CJZq89ScZ0qLiGSNPQjv0jD9MltmsBKnm2BOjQo7OG94zMSads7+COrfCOBoPk9MzcfG/Nc8Tnm+OHBj8XzyBxzzDHHHA/Gj5VZm6r+1Ez7eRH5V4F/Anz63Tyw7zfuab9R2v/yDvH0Kofvy7BZhV9uPnC76BT5ZI9/+0Nf5lTR409fe5wb+6vfsW/z5JS+dlC1OKhb5BsHjF49jXEeMdCoKmJwNFYSNedTJ6+mz5mkQi5Y4cyLB4TMghFcH05Ve1x5aIPFwxFnrm9xaXmHw+VlWmdH2O2ARKX5XM3ooznihPy6x5+1ySTtmifbTlpq24/oGCgjsS00v17hTzhwUJ/JaD1fEVaTy7jtxURLMUp+EKiTCTbjx7OU130QyHYUdYo9jPhuihejjKDJpMyFN2jYETtKNHTajrAWMcNErdcx+AUQo8kBPU/abEzEjBOpL7/pGX2iQfF6jRRKXHwj9xvKRzP8iZriqqdes7SfLkEiooZ6PU1C1OuG7JrHDlMBiUBYSBFqpge2hmjBDSEOUqZ6fjOZ3tUnHfmNgGYQVh22jCz93oT+JzIiiomK3QmENYsaICiDn2ygmVB3lOIuDD5SsPCFMfWakO0ImkcohbAkFK97yjzR3cuTjuxOYHI5wxwq48ccjSue2FbsgVAvGA6HS+z0l1naOqR4YkzryxPCiqW7V1IMahrUuJZndNgiRotvtvnquUfxWAaDZVb8PnfoMm4v8T77Gqunb3Hj2kPYA88a3666MKRlqdPhy3yN/w/laAIJzzD+AUX8W0S7QMvu4rIJpW8ykTYh5lipjrTayRndHMWfOZkQ1WGtR9Uy8uvkdkLH3WIcVii1g5FA0+7haSJapUk0TYV31Jx+vY6VmsL0EDGsFa9hJDCo15PD+yzzZZ4rPsccPxR4Lz6POAxrpvFtPzcPMIS08mDO3Fulls8izjCAxnqcuj3SKYV2b8bV+G447l59tT51r/3K+OS99ov96c9f3zv+XHO4Nd1HsTmlHHe3jh9fa2t6fM3NKZ052xvfa5vD+6j9o+l7Ws6cUzhOP591Rz9GyZ3T1N99zNK16+NSBxlNr1l+MHXKb20fX8mqF6avv9E9fa/9u80PH+t3Yv0L99ofLabbfLqYTrrvbnz12DaH5fSevF5Ox7Etj5c9ppo6sjdmaOriZ6np942nmbGmx+bv75vMn73X380x+QCaenrrOzuqH6Op31fV6gNo+XLfdcbO7MN+77+75kj4nu0+VfXOET3sB4boLaOt9Qcaqn0v6F8+WsG7cMDk6garf3Ibf36N/scjRWdM8fBtJHvwSlnD1vzi5Wc4VfT4vRc+zNduPHTs/c6l6S8Kht9e0Jss0HrkNtXmErHMCK3Ao5PX+Gh9HW8Mfd8kGKFup0sl5kiXcfQ33mYerQzRW04UnrN7Qw5aS3TW+mAgrlhCAdndQH4zoEVEximOy4WacMqSbQVsT5Mj+nLatetDCEo8kVaB3bZHygjGopkgCmHBJLpwDTETRu/PCBsOqRRtCNpRpEzUYzeIxEbEn7AYD2YQqU46tFD8ssMcBOKGwe1FJo/kNF6qsDFgKggtg4wVv5qizoxG/AmHWsXuR2xQGt8oqR7OqVYMrRdrYkfwlxxqIaw7hssW14+UjzhM32CGiqCYGoiKHSvaBt03iCW5sG95RMAYkr7cQbYbMEPQtgEDxYsVcQHUGrLtiDbThELruYrJhwvqFYcdBbIbnsllRziVUV3KaHx5QuerVXJxN1CdFLJB+t/2HH7dkN0N+BMGjCEsCfleZPh+S+dPR5jDFB0XWoKrhcmSZe/gBIfnmtDIuP7UWda+0WNj9TbN5ysuhi0OOh2yQUVnd4xg2FvuUOYZK4+UPHtwlltPtXjoW20Gy5ZbchF5csyFK5tMzjq21lroN7/zPSDATX6bb+cKRQb+NxH+NqrrLOXXcCbSzAY0dMw4rCAEAhmWCSA0j2jmguK1hZN+Wu1Ww9Bv0HQHtNw+k7BEHQsgIlKTqCoBayJtu0sZu/iYMdYVNpov3FvtDprfL3NKuvN5rvgcc/zQ4b3wPDLHHHPMMcf3GT9OK+LfCao6/u693kWoAeSYoVrWG1I8s001WSbGHGMqzOruka70wWjMTKK5/W/RP/d+Bp+o+esfeYYPPvwSLvcP3hgwRJzEY0X4seL7LcBkgcbZXVwd+Nc6f8HK9T4hWPJxZOO1Q3bPdbj72FLqWyubDy+ysDXGlRF3ZsSVnYf5xLM32Tu/zPaJNRa2+3S/BdU5B5eg84UxsWOSQVgvUHyzRgvIbgZCN+nDXX0UFxiS+7ZUijQiMoiwkLatTlhspZCnIhxJsV71OcvkiYL6oQwUYlOQCHbssVVEo2AHETNIl64+k2GHSlwUyvM5kyczur87wh4GVATJYfJ4TvO5CRqSK7o6xe1E0EhoC6GR8r2ZeNQZslue2DBUGwX9n2nSeLbE3fCErjD+eAPNheyGR60gQfFrlu4fjNAYsANBcwiFwUUFr2jXQlNQhVhqMo0zghjFjWD8pCM2hGKrhNoi4wh5gFaWNOsHkcGGI3QNYSO9H7qG8VM5zT8bsfo7I2w/oJnBBUU94JVwyeJPC9m15Apfn86Jy4JfN9g7kcXPTwhdS3GlxowCYcEx+kjO4WCFwbkGyzcGlEs5xcEEo4HxnTatvV0EZdTNaIhSjENyrge2NpZQMXxg9Q7PV6e4eXaJwYWIm2zx+a33E1Y/S/fxPlsdHliIK3CVLcK35WnWBP06XnNaskutGXXMMdQEcRjxGAm0ZRPJKsbVKqN6DcWiSCqeLRR2iBEYhw42VLSyiobt4fUkRj1GIk27x8ivpag0E2maqTHbJCzSMWm120qFj41vSz1wZm7eNsccP4z4gT+PzDHHHHPM8f3Fj3sh/oNGzJXR2TfMlyKhZ7nw1QP2Vj4MK8lwzStovERn+Q7GvLUV8+qSEH5yi3/vY1/hcnuH13ZOsD9qf9ftXtve4Ha78z0X4LP42fMvs3alR9l0bD6yRHdrTFYGRp2MwWKRqOiQ4spC5OB0Oq5f6D7HY08fsLWygaWmKCacXNgktITd3VU2zCYyjIgV7G2PPYyYSaDxlRpyiLsGLVKkF00ww6SJlgp0QdFWMjbza0J5xtG45pFxwC9bTKXUJyzjJzLisqVeM/hTjuazJdmeQlTczYAZBkIz0crNQHGbFaPHGlSXMrK7noUveEwVjwpnA85g+57YEMIZe+T2rimf3Qtx0ZLdjfgVITYdEhUzARw0XyjJfz9SnbdoxxAXDI3nKsKKQTxUZyzFyzXZTY9fNuQjRapAvWLJ9gJaWMzEIzsBM1TqNYM7TBFmVOnOD5ImNGxtoSHIOKJNwVSGECKMPX7BkV/xTB7PqC4m2p56pfHNmvaXS8xewB4qmEBYTavwsVYYKJKlD/ErkuLJ+oIGi5mk69R4qcaMImYIpu/p9JT+yYrz23coF/JEhx/WtHZLqo7D+uR4f1F32I4LTNoZZddg+oZbp9aYtAqagwmfyK/yzIcWkP4Kg62TZLUHdrFWWTtocxW4zHF6egR2gf+KnyMR+xPVvDAVX7If4hn/fu64PZSculrksnwLq5ZB6HLTnqVSRzANcq2xLpAxpgrttEounobtETUnqhx5u6XvUiTScXeZhC5BHc5MaNh9JrFLDBlGahq2h5F4bLW75fY4rM6D+mnqAY6W23vb9+4cc8wxxxxzzDHHHO8+RH/MNOLvdWS7E1a/UHLrpx6lWg2IndFuaM2g0aU4+dYesvNmzb/5gX/J5fYOX/jWo/zJyx940/73Cu/vXqs/ED97fmr4mk1Ciqgycq/QBrAz2q79s23OfWOPOjP8wtLziVY9UDoPDzl1a4vYFcYLDYr9kvbLJfnAUz2Sk90J5LdqstsBtYoZRMSAPVKYKeC2IbZBm0Jspzxvn0VC00KlmAr2f75FsRlovFQTFg3jJ/NUjFYw/mCOVMri50boyFO8WmPKiEzS56gXqpMGMoM0hOKaJ7tTI0aoTxhiRzCTiF8TzEAoH84IXUu26ZEoSKloQfo/i0ju0CbISEGExjcq3EEqwrNdwRtovJQ06WE/TRIUL1UQIHSSzj0aZXLekV/1yCQiGqEBoSHEQsi2IvVpISxnFK9WyAT8BYNEwfQDfsVSvOoJDSF0I7ITsQHCKuRXK/CamAkNwR4E4oKhuB2wB4l2rwJuWwmdtERrRsrwrxQ0XY3ZD5gdJSyB3QvYXqS4ERIboBQkpEkTzQInXjlg3GkQc0txUNLcq9CodA7GsKi4LUU7ytrCgNt2keaw5tbHHGuTXb7+yPt4fLjDiRObPHx3leVXb7E12OOl9YuEfuTEH43xp/v8r7/2n/Lr//C/5SRvmKPBDvA/dv82D/U2SarIgBAYxwbdbEB7cYwtM4gFH4gvEURwdoDTyJru85x5lEigpkXb7WDxFHbAOCxhGeNMCXjK0KVh9qhCmwFJ/92wPQrTo9YGdWxwUF0gkxHGKCEWDPQUbXuH3E6jVYwEFvPrjPwKQXOcmbumzzHHHG8fBqGQ7Lt3fABmNd71jKY7ziz5lHqcmTeaEab2Z9YZduNxrfpdP42HulFPNd5XJ2vH+r3WX7/Xvn64dK99uDfVgdud4+fY3pnSipo70583d4//Li12p2yj7GD6u1h6M5Flo+PxZbPRWMd04PfHSM3x9vEAr4LZOK63jPs11DNaYjucXv9i//gYam5PJ8mrm9Ox+/TCxWP9zjamcWYrdkpjveym4/OnW9ePbXN45mv32r9Z/SvTn5fHvQ5slc20p8/duZ+ek3xbfNnM+c6S6e7TgR/zLfh+6cXfDu4/Hp0ZA8f04ve5Vc/q6Os3Zw+/49C3MU7fo/ihLMSljDRe6yN1oPui5/Cnu2x8aIcnVjYx9/EVRCKn3nflLe23ZStOFP03LcL/Mqveb2C2+J5F3bAUw/peNBkAUe/pwwFCZrnx/hV+rf9FdAyxEMKasvzSPkaVcrlArWG83MR0auKCoA2hvuBwtzwYyF/3qYoyBqkjbgDE5NKNBS0EEGJLyXaUcEnAG8iEbALDzzQpL2UUVz1uO6CF4Ncs2Q0PtdL/eM7a/1kl/bUxiEQYpeJUxqAFaWW+FzEhuaFLGZPmfASxbRheytGFVAgHBKki1Io5iNAwUCp1l1QRmqRZT27ogeIVqE8pvp3RfLZCJkp90jGpNJ2bV4prnrBkyHsRs12TbafpCFNDdIIdRvy6ZbKsaGaQCZSXLG5PUya4GmQQsCUMP5yTbdXkm4pvQXk6w+0F3GGKVGv/iwmjTzWIbUPz6yXST67oxKRPlv204q/rlroQildq6hWDs1BdzrA9JX+1xu4FQhdsL00+iELMUtSabdQQW9Qtx8LtEqkjiMF2a7QGMmAIUijGKIPFguqwTdeXfOyZF7kwuMHgVJNPyVVe6T3M2dE2jT1oTWrG2uTKzYs0y8Czf+sT/G+PnOEb/+IJij/L8J2cj+zchDzgfE3E4vDsyzKHYZFR7GCAc3odLxlec2IsyG2fOrZ5xLzIS/okQsSIoZUdICgd3WbgT6AqWFPjZIinjYhH1eApOKxOo1i62Q0mYQnLhP3qIrntkyyUklP7+c7Tx+4zI2FuzDbHHHPMMcccc8wxxw8UP5SFuJvA8mtCsDn7n1rlfb/4F3zKblMPmkzCdHZLo1C0Riyb0ZvsbQYKf/zqE3zxtffd+9E7UXi/gQcV4G9gdrUbIxCVrI7cPTudpfvV5T9HKoU+UCuN12pWLu4xfnYRawLLmwdMFguCZCx8oEcoLKYGzSAuGMxtjxhJVOpeMlOLFuSoENdm0nHHHHACMeJuR9QdFcuFsrAVqC45/AlL4+UaepG4apFBpHipJjaFyWMZoWFovFIhOWhuCKs2ZWA3DKYXybYiYtLKuxl46jVHfd4mg7klwfYVcxiQScTtBOxOxG8YZByRqOS3A9VZizqgjpjdSFyxiFfsXqD7zzw4RUpBYk3jWk3v0wX5zUBx3eNPH53Dcz59p1HBCKYUsGD2I3HNUp20yQHXWsJyQKJBolKvWDQX/BmHUaFcCth9jozfDD6D4mbEDmsGP1GQ3w7kNzz+jMXtRdx+TCabR5na5cWMsJomAcKGY3wpw+1GzKimfMxRvJhWxKUiXVMhUdot0BKyOC+PdAAAIABJREFU9TFZ3qDqZuRVScOMiSTDPj8JuC2wg8gp7XNn1/H4rZt8/qc+xOrVIQu3hLMv3ca3DKXbxW1FHh5ucb19GskNT+hLXNk7w8RmfLJ+neeyjzLZaCOveb51YoMr9gwfOXyV6A3b7hR39QST0Oal+jLBNniovoNzYzQKqoKPDQrTx6qlYXfxMQOtqXQBVHB2QmH2j+LKIiqWjrtFGbtMwtGKjUYK28OaSAgFla6QmwHjsIqjRKSg4Q7o12fm8WRzzDHHHHPMMcccPwqYU9N/sPBdYeuvtJBGyZM/9Rf84sNfZzwu+J//8S/TD/lU++ktjfObyNWnvqf9v5PFN3z3AnwWk8Jy4dltsiqyfXGBKx/fIGQWWwd+rf9FzNVIfq3Gn3W47YiplfbtkuJju4QvWlQdjTgm//A+xW5NdcFSnstSznUmUCtRFbeTdM8qoC1Akyu4IOAEQVEfyTeBrkeNYevVkr/52yP+p3+nSed8B3fLJ/p0rUhZMv5gQewI+Q2Ptiz+vOAHEbnrES/YXiDkQsgN1KBE3C6IT6u3+ZbHDAOTR3L8hqVxpcR3BdsH9TFlhZdAYajXBAxk1wNh3WJKobpskVpwOxEziZCn84wNiF2H7HsW/3BMXDKQG6RS3Kai1uDPCO6mTyvsuYGYstDjikmft+4wk4iJiTFQPpbT+FqZ9NwW/Lpg9x0yPqLnBDBRiC7lpHc/N6J8Kk/O6sDk0YzGixVuL1HPq1MWbQmxk9zX3d2a+kxyTzf7Bnt45PrdBFdBlCPPwiyxpCYPWbKdwMKZA1gy5HWJjiLVpQK3HYAkNxAPdeWwmqQCJ2/vcPrmHkVd44zQ2R/y0YMX+FZ9CY8lx7Mx2eRqcZalhR3uXj3Fha3Ixb07jHvrbFUrPNt7kq4f8WrzCU7LJu1xiRfD78vP4SkwKAeNU8g4Yym/xsBvIBJp2n360iKTGic1VWyTyZhRXGJQrtHNbtN2Oym2ToVR2MDgadghqjD0a+QknyYfC1QDgTYZJQ3XIypEzRDm8WRzzDHHuwPlOL38DYQZuqefMbKs76OB1jPbDmcoryOdUlkPYnFsm92wfK+96RfvtW9WK8f63ZxM+90YTinnd3rdY/16B9MIJzNDH27sT4+h2D+2CY09nek3Pb98/7jxpe3P0NH7M75645mIsup4LJLOxiTFt/HEfT/t+r1GBX438SbxeA/eRGZfPPi9Y/3ehBo8Q1WXakpZdqPj9OXG/rQEqbamn9tfWDjW74/aj91rb2TT5/N259V77ZP2eCTfz3em7rL9C1Pa+2/XHz/W79BP7wsJ0/usOzPu8vuo96KzUXlvFpv3gHi998L4PPaZ9oHdZs9P7ztOeUDM2fcDc434DxgLywM+++/+c5wJfGz5OrW3/B9f/QmqjR5mt4tWGaaoyU73EPfdB/g7XXjD91Z8A9g6cOGZHVau96naOVUHurslZ1/Y4zOffpXGazWapxgyUyvFaz7lbjuDGiXbq2leLCFL7t51I60qS53itOqzDnOnZuHzES2AEswRJd13IJxMkWVYRUk0cFEIi0J2Mxm8/ff7kS8N4R/8/oT/4lxOtumhIRAhv1pj9yLVQw4tlbAInRc8MozoRFEXicZQPeySsZqP0LbEicftKOKPnMkbglRK6+upEA3LFn8q0v5z0KZCQ6gupGFrDhRZqJk8lmF80o67ncDkMUfxUo1MIDaSSzsCYizia2QQ8WemvwhjR7AjRXNBJkc0eCPUaw5EkDLiVw351UhsHbEVUMKyQZupoK/P55SPC53PR7KrHsmBGoxLLuxZVCQTykcyim9OKDahvpyhnQBGQU0ylMsM1TlLdjWgXqEQzCgileJXDK4P/kTEHmj6HW9IsW8HUD7qUDXJCf9ShtQRk0s6ZiC0LKUvmIybZKL0mwWPvHIb6yPRCdFZXFQaYcya3+Gb+WVEFRHFNj31ouPEnUPMpQjjjPzQ8Gi8xdPZTzKqVng4e5UqFowXc66NLicdf53mNq7JBc4s3WDUWyW3PUSFjJpN1yXTQwQo3CGTsEQehzg3IjNDMjsmNwO2xo/hQ5PM1VipMFIn6vnRA6qVEqVLCI4ojrHvgiiFPZjHk80xxxxzzDHHHHP8qGBeiP9gsZBN+KvraSasXxb85pf+KvujBcRF8o2D77r9u1F4v4HvtQB/A8s3hzT3S0JmMVFp75d8zF4h3DSUTzviCZu00KXeK75NLxK7BomQ3/apPYiEZUtsGfyljCgQOwYzVvJrnvH7LI3XFc0CYVUwQ8UdgL9oKdchuxWRoIkaPlTcHphR4LaD39pPLtm/dVf59S9PWDuZaOHZLY8EwVQeMwj4htB9pibmghaCLgqoZfATBeIE1YgMLa4XkYklTBQThNgAdRYzjuS3AnpFmDyVM34ixw5yGq9UR6HeYA+S23l1zqFtS7UkmIniTzvcbY9fNWR3avzJjPqUxQ4UjTXVhRzfBTdUNBPCCYPZBSJYF4krglRCFEWbwuSiJb8baT5bEdpQn3fJwf0wJtaFUapHs0Rxf9WjohAjMjyyM1PB9TyaWWwv4jNDWHGQRRShfMjiDhS/arB9hWFARpHxU47YEdxmQFXR3GCcUp81uFtKbJEiyJqCGsP4Qzlh0RJWDGHBUJ+0tP5iQnY3QMMQtEF5vYlpKBPXwEygVUby0Ziq4ZASxoUQRBgu5eTjEcOlDtrz7DYXaTQOObsfkW7FuG6Th8hey+IP2/y18AVeck9w1Z2hqjtYV+EWSx4d3KBlhwxjm5vuFN8sHuWDzW9wenIbtUMOneVJXmYvbnDLrNPI9ulkewzqdcAQNeWHb0/ex7heYhJXKPSQ3NQUdp9ITi5jVCEzJYXZZ8g6jhFGAk5G1HGBEDePGbbNMcccc8wxxxxzzPFDiLlr+g8eW/0u/+DPfgaAw3GLOnz303g3i2/43gvwUFsOb65TTwqyRsnJ4SFZHTFRWbk54KnuTRDB9iOt5yuGP9lEg2L3k3t2LAx+UbBjcLdr1KbCTwshLhr8hkVtKsLrc47shsfUijswhG6AzEIUwiIQPbYHbhIIKwZzqLiRIIMj3XSAvzeaMsSiwt//85L/7sN5iiQbRfxpBxGKq56sEKoTBmkY5HZg8ngBklzXJ08m2rm97Wl9taQ+q2g7xx6ElEG+oLS+VhO7Qlg2uINA90/G9D+e0/pSRAjYXUtoRWwf6gXBXSnxj+W4zUB9yuLXHfWaIduLqIkUr3vCIqgIo/c74qrD9o7M4mqluuBwjeQmn2/GVOQ2Lb4jdL5UMX4qJ5yw0PN0/+mI0Qcc+T5U60J+HWLXYIeKbyphxVEPwI0D4g2UETMR/MLR93mKNAGQGewoUj5VUG973ASyTU+1YQnLDltC44/GlBcd/oQjv+uxBxEihCXQ2hAbJhnxnbKIputeX8zIX6sJJyzlBwrscIJMlEPXxrUiFrAuUG3ndPp9ZBwwMTJuNej4EQdn2qARbw2jc0Lot6lues4Od7h9YonXzqxychy57LY5kffxywUb+zvsrCzzsfHXKG2BjqBVjynznEV6tOsJQYWJWq66c9w+tcGHt5/mlFeuZCfpxAFPhkO+KReoaFLHJmig1jaoUoYFKm1hSBT7KjZxZkTH3SGzwxRdxiEjv8JK/jKVrgABwVKYHpOwwlJx8x293+eYY445INHSB7E8RjEHmMzQOCczDr+jeJwG2ovNe+2DOKWI74Up1XazXjy2zZ1q+vruZEozvzM8Tjnf6k/3MepN6blyeNy9Oj+coaAfzP582i4Oj59fcTilGWe9KR3dDMtj/WQwMwlaTt87Rj+/n9b6pnTft4EH0bXfzX2/A3hbDuZv8XgeuO/7t7dm5q2Z9+zMOL5/X7O09ZlraSbHr7MbTl8XB9Nt6q3j98j1ztTl/w8a77/XXrJT/6fPtu4c2+aim9Lb/42FZ+61y4eOj/3/O374XvswTO8rmUkg6N5X9M3u4U2v0KyT+OwY/zZ39b/k+Hw7Y/DtbPN2ZCJzfFf8UBbiPlp2Bt037fNuF97wvRXftg4s3xySTQJllvHi/oegmczKqmGLW9cfYtk8y8+Nn8d2UxwX8aiwVqXzhwPsIcQmkFkkBExtKE8bTMNQn7dkWwF/2oAT3B2PP+EIy4aFzw1JPlUCWcQeCtoW1ArRRvJvAQcBLNheRDMSRT0Hswe3C/hHe9OUhgr4rQP4Tw4Ca11J9Om+YoZKWEyr764HoSloTqKCX8qITqjPOihjOq+mkG0nbXq9YlIc11AJy1BdypMuOgrS8yz/PyPKi47slseOPdkdYfw+R76bsr5bL9RMHnUUL3mqcxZTwuhxS+fpktgUaGUMP5lTXAuMu4bYSCvf9aJl8lRG4+kJdjegHsyBT1r3fZNixVTRcaD1gkdbSudZT1iG5oFh8ogjf90zeSLD9pXhTzRorFTwmie7UWNEUImYcUQzR7SQ7SlxFcaPFoR1i4whRk99yuHXbWIp7AW0Jcl9fS+m7+isw+5H3FaEENCmQQ2ETtKQ569GTD/R6AlQXPGEkxa7Fxl027QmFaBkQ0+7GKBeUOcwvqJbH1IVBd4qRoU7jy5xzl5hUreJFwy/f/KDrLttmpOKG1td/tqd56mqBleL09wpzvCvb/0xVcvR10Wc93woPE8vdKhb0HeLLOsed+MJ1pavM5QOk5NLZFt9VnyfHicYhiWWy8Cd3GGp2K8foptdZRhPYohkJhA1YlCcGRDUgLEUtn9P+x1V6NXnQD2qlqbbITMTGvZwbtQ2xxxzzDHHHHPM8aOAH6E5gR/KQvw74ftReL+Bt6P/nnVDr7+1wCP9a1x55BTBWMQon3jsCmeu9jAjTVdFFepk9JXdjGQ3PJIJsg9UgXLDEk9AfiUy+kwTbRmqR5VsM2AGEXvLY294lv9RRVgxTB7LKS87Wl+rwEQoDbFryF/ziIIpjxLN3nBYz46cv08r/801/TYrmgj8vX34HxaSRhxVyI/c2LcDRCV2BaKQbwfMODL6aAFlpPmiZ/KEo3wiragXrwVEI/Uph9tKpmz2MDJ5yNH6eo09CKgV/PkMMYKfKG4ScX2l3nC4nQA2Ff/aUJrPV8RVixkL1aMZ7lDBKHHJUqvgDpO+229YwrJFe4Hun00wdQQVRATXB5VAXLbkdyJuKySdeW2SPMBYZBRpvuIpz1lsT5GohJi05n5FyDYNWkdibgmLBrftwSuaK6ZvYEORCnCJij9+Kk+zq7kie+BPWuxeSNejMEmSoGB6QlxIzAIzjDS+WeFXLbpkUwGfG/w1ZXN/HV8XuLwinrVsfmCDRm/Mxtd2aO6O0UKQVkD2AraOuFFN0a/YP9vhcKOFAZr5kPbBhIvxGss7Iy7e2GF5d4QPbXJTsjoZsOxeAmupR47XOwVPuhex1rMhdxnGJo3OCDMSzhTXedWe43R5hy05RbXUgt0JYj3N7ICsLghVQZcD+gy5GU6hKhjxFPaAqBmBAhHFSU3b3iEzabXFx5yD6iI+FkRyhIoyLNJyOzgzZo455phjjjnmmGOOHwHMC/H3Bt7Lxfcslm8Op5FkgK9zJBPWtw65e3qFn+8+Bwh3L5/k9OJtGq8nh6v6ssPdDcmkTAwqyc3cjAKuJ5QfLXC7geL1mvLxHM0Ev2Ep7niaL9dInQrzbNPjtpXqjGHwqYzWV0rsfkB6gbAIbixoSEWhQDIBs6TRkVu+7D3VfedUKXxlNxIuGywg1qSVWK9oAWY7UFwR1Al+yWA82JFi9iOTJxxaGMIy5HcjuqCEwiETxR4GqguOsGhY+PMKzRTjlZAL+c1AaAtuFPGnMuxmwPYjdhCJRnB3k4GdHURoGcQDmcUvx7RqfBCJiwa1QnX5iFw0CGz8Rg8ykMpgD2ukTnp1mYDUgsSI2w1ox2EOPbFlsLsBHMhOoHkQKV6t6X+mmYr8RUP+cqReM5gB1Kctbj8SG0Jxpaa+lBELxW0F8tc91UOO8QdyVCC7WhO7hpiTivCo0LS4g4hfVsKKYXi+mSLcKkl9LGgDworBr1l0YNj/6gb1ukuMi3GDES0mZZNuf8DB5SUWrw1xw5qOH0IDhmWDuukQMdx9ZAmMsHRnhMRI47DkV7/+NDfNCmWR0fQ1nbjJ7c5JFtsHxG0Hbc+oavO+4TcJHcFgaGpJIx8yCB1ca8SeX2E0WqbllWyhpCobHC6cZtLvUuiYi3KdsV+klC65Gh4PN3jePkpJE1Dq2CQ3fXIzpuNuI2JouT2iWjbHT2KZMAinQT1Im8wcsjt5lIe6f/K279055phjjjnmmGOOOd47mGvEf8CwRfi+FeF/mQL8DWSTcExD44qaetzgp7IXOOgmTUqMQrNbMnqyiS5ZNAeMkF+psQdKOJFM2eQQ4pLFBHA7geqkpbjuMb0x9YUcqkjjWzWoYktQK9iBkr9UIgNHXHNUTxaEjqF4uSS7GfAdcF4gaMoUr1IRSh3RRcMXH7PElmDKCHUkLlgEgxKplg1+2YEqsW3I7noIgnYdMorYPSWoZfzxJvWGkN/yxIFF8TS/XoIqMpGUqZ3B6MmM4kbA9ircXQ+ZoJlJ5nE7nth04IFJRCaR4rpHDeiSIdvWe27vUiWDMykj1Ol1/lpyYq/PTYd98xsVMohIbtO5W4ObRMwAYluQYQADtg9x4hEP4gLiLaBJH38ysQJaL1SU5x1hxVCvJ4dzzYTsTiAsJYM9zQVTRcxAYKdGmwaiJip+L6I2afnDkiW7XmP6SlhVwooldgwohK6heTPgTwpxxUKtuG1l8lTS/BzcXcLYGhGTTOiCEs4J64db2G5N67UKmoHWYIgAqkJzpaInDcbdjHa/5tSrPYYrBaKwfm1Au1dy4nSfw8Okm9pbbuGGJQftDmtLY4rDklHW4MCusNAf4NpjijBmOG6jmYWQEW1BHkru5qssTIbopMHdxgl8N+fC/i1eDB8jmkiIDayMGcZFTsZ9vinnyGRAklkqhT2kk9+lk+1gJDCo11EVAi0ado86tohqURwNd5dJWKRj5tFlc8wxxzuPWmEzBCb6YO13X6d604PQPtZv20+1rDv1tL1ZTuV3m5PjcU5bo6n2e38w1ZVPBsdjzqQ3/VuX96aa0Kx3/Bzymdd5f/qEW/Smkp6sfzx6yg6mGu9ZXbiMj2vEqWam8WdjymYiofTtRh/JrH757ei93yS26QGf8+bdHhwDdgxvMQbsmCb7TT/4bWjJH7Tv+/c1c6wye04z2nHcfaXE7OuZ/R2L/QJsOb1mx8bd3vFj8K1p6snzjVP32t1sGk3cMsfH3Wca07y9R7Lp/fJLi1891i9cnp7HP+GD99oHZqoXV9M4tk135jvJZzX09r7xNJph483cB1ofv5ceNHYfqB3/HvCWfAbebKzOjof79/VWx+ccb4r5t/gd8LPnX773751A3bDHTA7+xuUv8El3hTpLv6xiFOoq5+y5m2gujD+YEzpHq8ua4q+UFOslXlPR2wDTi9ihUp+0gEHGkexGQFEo0sqvKRUJglXINwN234MVyvfllE808GcMdqDgFFqSjL4NaJFWxzWCP2mIC4ZqxRK7DhMFrKaC3AoxV8YfLKguZUwuZYSOoDEChrhicCq4uzWt52vMIGKqSPtLE5qv1LhDTSvhe4FYCNm2pqL5aiqwo0B5SjADxR4qxRXP+Al3lIuuxDzFjWU7kVik1XDTCzBRfEdQ0RTBpaBNgx1E7GEq2KmV4tUaXXRIrWnbStNKuIfYMmjTYg8UdWBHaeXZjEHKgJSResMQrUHbBuMVN1ZMpdghSB0RCxKTs3zzuZqYK3ZXsZNphnrzhZp6wxK6Bn82OZjHllBezvHr4G7G5BfQFGJDyY++AxmC2Y9kNz1+FexBOn5fOQZnmsn9vjD0LnTAgTuInGptsbqxQ3NlgnaSnwAO1BiGyw0miwWd7THRCgKs3BrQ7NdURYYpla569lhiUrcY+TYHocNds0jddmwXp/FNy7DdxI4rtltLjLVDWTW4Y07yVfshbAabbo3b8SQD12Dd71FlhlcXn6SSnDq2gZD+MIgisYFqxNmKhewuIhFnRhiZ/uEKmuNMTVCHEaWwQ5quRyYlmSmPRZdFtQzqdQ6rMwzqdaK+xQexOd51iMhfF5GXReQ1Efk7b9Lv3xIRFZGPHb2+KCJjEXnm6N9vfP+Oeo455phjjjnmmOPt4YdyRfzdwjtVeN+P/bPtexrxX1h6HqLy8MWXeWXlMuID7c6Ys+duklORve4x4/+fvTcLkiS/7/s+/ysz6+zu6u7pnu7puWd2gL0AAliCCAqCaROkZVukFbaDQVvh48kPCj/xxREKOUw5HA6/yH7QC8NBh48I0bZky6CMCIKkBAoHAeyusIu9d3bn6Onp+6o7j//hh+zpqmrsDBcgdwmA9X36Z+VRWf/KrMrf//89ysJPDAPppxMqb3WR1hKkwquyUEw/aUrDtUo5QlVcUhQXNCEuiO7lIAOyFxDDQFABp0NZZBtJfl7BiXFa9LYqc8OFQPhyRhwDxbJEIMmvKYQXBF/S3PNrESIP6N1SZ+0SUIeB6KElIFC7Fnteo48cxKF01vSe5B1L//MRIZHoLYfZd6AEouvRHkIIRA/KGXA3q3BzZSHrZiS6H/CRBAkhLQvyo1+vUn3TIlROdD8QDJjdQHFeofc9mICg1FnrbYdrSNIbBtWHEJefpSxuJelVQe2lk8LupPgX5mRG3JYDKAIoWqAKyhl2B65eFrAoD0riTakfj25bKBz6wONnFLJXRs3JIUS7npCUmu9gSup7viIxuw6z5RAO0hsGu6SI3slRfYldAxdLyD1CSHxkMbue0BDYOYnse2QhEMNy8EMllu5yg521GrWdASpzFEZjl8vPHmqSfNkgMkBZghXYVcXy/DH7vkpra0haUbQe9lG5xQuwWiIOInqzVS4ODjhoNxlozbGqszdn+P3aL3Glc8TMVp9qdMCLyacx/SFFtc68P+ad+iUO00V+YJ8jiXsMVIGp5GTDGjOhy3HcQDagaGsS1cZh8CEiF4ZED8pBoXLEgOP8IhJH5prMxfdQIieWHXos4RFIynEvKSGWHZQoR6J9ULTziwgsQoD1Ce38IjPR+p/bzM0HxcC2cCFCiZyqPpwaxP0IEEIo4B8CvwxsAC8KIb4SQnjzzHYN4L8AvnvmEO+HED71sZzsFFNMMcUUU0zxl4cpNf1nCx9VAf4Izii++IvvYh5YwvAkUuwTisvR/dNtRB6ovJqPKOnvF6VbtgsMr2ga38sReY5d0PR+IYaKQnbL2dAgBIOfL7/K4rymWFJUXy2QeVmsia4nJIpsReBbArPjwVhEFuh9Mab2Hai8XeAjKOZFqefOIF+TiEwQorKId7Esr30pSJ/VIMGsW2Tb4VYUovAk71vIHMGBaAswrnRITwK6B9n1slj1VYkYeGTP4RsSoUF2y4LZNTR4id7xeAkqE+iBo5jXdL8YY9qe6psnlHQhKNYMetfjK4FQUwwuGYISCAXy0NP/QgW7qksNfRHQOw7R98ieZ3jdUP92SnZZoY9Be0uoBNLrBp0G9JYveSMW9BDwpXO9zEDmYBtl9rofgr2i0EeOEEAMBSKA3i3N1mQABKhj8DOBID12QSOHDpym9r2MYrF0cg/LAtX2qE7AVwOhoqEhEBbyRYjfBqk8QUiEFqTPxMiOQw7Lfq18foC/r7FK0b1QP2VcXF+8jbgjcHMg25LinCQYjZ0v2ROiH8jmDTtXDa2NHtXjFJU7hAvoI4+TEFQgjTULdNmN5pi3h3zt+gscYTjsPsXla7usr32O2fsPqbylsX3LHy/9IqGIUXHG7HDAQTpD3OrS6OWYZAgqRWZVYt3DNyRpr47EowPcF6tEooMNhn6xQCQHCDyOmF5Rp/ARseoxcC1monu088v4IBDCM2vunOrIAQa2hcASkAxtEx8MggIlFqib/R+7kP4oC/yfFNzdP+Jv/8//10f5Fi8A74UQ7gAIIX4P+DXgzTPb/X3gvwd+66M8mSmm+LDIg2LdztD1k/TV8fixQztq7xaTiS972di6dNQ+GIwo7O3B5LGzMQr6OP3cdCdJjqY31u6O2uM04HJ5xDAyvTE6em9EoZXDSacYORyjmafj9PMzjjJjMWUTFHT/o0czPZl+/gR20+Oot0+giD82qktNHmuCjiwfQ9c+s8/EuvF9nkALfyL9PDymKhmPmzrb3+P7/DixVE86Nz3qk2DG2mf7eOx99QRNfXI7tz8W/xePpBjfMxdP27E8I52Yf/m0/YvxSHtxy0xKQ/6j2dGYbnJjdK3+n3oUa3akWxP7eDMWbRaNRf+ZyWtQHI0tD0ZRa0IVE9tNUNXHI8vGhdA/btTexP3zGOnEGcr5xDU91v4h6v3j7pGPGtMc8Z8NfNTF9yP87blvI/JQ5ngPA74iKNY0IZq88M0De1qEQ6nTlm2H3rBID/l1jepI5KEnultQnBcnEWMC15LEdy3pFY3Zd7imIr/oMZuABX81ojgn8ZHEtD3BhNJ9u++IeoL0uQjfUJhDh9pzyEEZYSaGnlCXRPcdriZJrxlMp4wUQ1Jmmvc9+XlFkAJZAAb0XihnW3VJqQ8CQqwomkAsUAcW2feIAMWKQQ48Zttja4JiWQMB25LYqiba9IQmFHOa4pyicsfhmiCKgMg90bbDtgTogKCMREMCWpCvKLQAs2GJtko9fXFBYxclJgu4RYVMA/kVTbTuKJYFXpfZ3MwqwpbDLgpkLlH7HlRJWRcFhAq4hkAOBXa+lAXEd0qKuW9Iop4lGIkYOnSnZBpIBfjy3AH0UYGrKvTeicmc0BSXDEEL1IFDOo+wEtsU5R9d8FRfdxQLpXEfCvR+AAJ+RpFf0hQXNNpbrj53m/fNVdJh5ZRxIR54Uqkxe55w9eS8e66k4c8q7KLkltzlO3tXae6mgMAZhcHjA5i0IFECXRhev3adTNbYSZs8M3yH77R+jvbNAX8ib/KFT76Fu+LWkOk9AAAgAElEQVRgUyGJuLZ7mztL1zCpplOLMHqIqfTpywrzbhsBxC7ldfEcq3qTYBvkQ8M9zuOkRKEpfA0fNDZE1MQ+qW1iQ0LhIyq6R0UdkroWrfg2NiQYOcDIdKKgdiEiIOnZ82VOua/jvKZfnCOLH2Dk8McqpB8V+I+eMYQAgmVgW6fRalOwIIQYF+f9Tgjhd8aWV4EHY8sbwM+PH0AI8WlgLYTwz4QQZwvxK0KI7wMd4O+GEL7xF3juU0wxxRRTTDHFTwqmhfhPLz7OAhx+eKZb9Tz61Zzh89FEMS6HYWJUKiQCvetQ3UCYKU23RA5+XqG7QMUSYomPA6AIIlD7boZbkISWIptVuMXSXMzXRSm7tZ70QoyvlTO16jjgKwG9K9BdX87k5h4fQagrROpJXs0gCgSn0B2BuecpFgTq2BME2LpESEn8dgES7KxG7gWk8gh3MlgQS+wCmHuWoAJmt3Q6d4mEIiCHHpGVs/ehIlADyM9LwqJChKIsqi+VLudy4NGHAb1fGqCllxXJbQt5wM8K5IElaEM+L0heS9EHZcEdYkHlTUf8Xl66pl/W2AVNfNcSGpLiApj7BdJCyCH0HcKdmLZJUJqywHcn2nklyC9F+DmJ3veI4PEtiZ+ViGGpXcd7VKc8RpClvtzOS+TAI3sBu6wIlTJNzs0oQlMiOx7bksS7DjGA7JICU/oDmB1PkOWvT3FeorolXV52PflTmhCL0uCtF3DPC66u3Zm4xoo1jT70FCsKpEZkHr1hyS8ZzI7FndOYdcsX5u6wSYOiogBBt6Gp24LClXr4zbUFWr7N0DYQynNQn+Wgs8T78TXM8iHffe8av/TwXbrLGl/x6APFza07/N+X/00uDXZYnr+NMOWQZjeuUNn02CgQR4c8TM+RqQZFLSbuHhC8ovAJ1kPhKkQqI/OzhCBxQVM3pRmKkp6q2EfLlJYZMU3GoUROv2hBcKRu4fTLzFyF4+wii5XbgP+RC2kXoh+aEBCCCW36TzuuLMzxv/2n//6Pvf///p+xH0L47BM2+aDpntO/WlG6BP0D4D/5gO22gIshhAMhxGeAfyqEeDqE0PmAbaeYYooppphiiil+IvBXphD/uApwGBXhAOZOgd615SxqLCiWyqK5+q0hblGfzpD7Slmkn0acLSlwpc45CIHqnszqVSV6syA0JbZe5m2bvRyfCFwTXENjHjpECNgVjasK0ILodo6bUWQ3yuLTLShs11N5vUAUnlCRSA9oia9LfBP0roTYIYYCFQLJPY/THnMoKCoeOyOItgsEpbM5EeDBnpOoVJZ52fseX4MQKYRw5Wx54csotsyjBiDzQHbNINOA2XXYGQFWoHcC2c0In0hCQ2DWLXrPgQPbkOgDR7QfyC8LigsxlTdydMcz/IwuZ+vbAR8L5CDgC1BtBzNlzJq0EN+1ZFc0Jobm93PE0GFXDPiAOgwgBLYVMBn4SlkM+wZgwc0rBCUVPLslcVqiUo/ad2AD+aIkXg8EPzK/84nENSWB0qBOFCD7UCyVjuqqFwgNiDcc7pzEzUtkGiA9uS6UB6WwK5roQXnuLBnIfUkt75Uu99kNg8rCxIDPI1aG1yexaHWJeejIL2iELk394m8OCEoiZOklUFQNRaQgBIaLCn8UI4XHKwUCWuyilhJuty9Rjfuo2WOG76xyvv2Q9/USVxf22C6W2cla+EJxff0+71y/yOrRA84lD6ioDK8Kduor7Ec1RCqJkgEgCEHj52tUj7YRrkHhqkRqWOaGB+i5BRLVofAJvWIRKQoS1Xli8VvVhxznV8jdiSEcEFDEKgcEqWtS0cfAj1ZIK5FjfTJRjIcAWp4N/ZviCdgA1saWLwCbY8sN4Bng66Ls6GXgK0KIvxlCeAnIAEIILwsh3gduApP2uFNM8REgC5o7+TkOz7ihH4w7oI+5nu9nZ7Z7DAU96439/vQmH9V0b0QDHaecj1PRzy5HvTH6ed+f2W5EjVWDMTf0Mfq5SCfptI91Q7eTFOEJOvo4HfpxdGo449Q8vkI9djvxRIr3GD13nBY+RqHGmMl94lH/h8SMtSf/F2xldDw31raV0Xu6eJKa7uLR+bmxtw1q8rzDY9jo4gxLWbpRX44ztGUxel1lZxzLx9bJMVq4zCdZYLIYrRNuvP2E73Ks/8fp6ME83h9ajJ2PGUwez3VGx/Bm1B6qkZTjW/LKY4/tWt8/bY+7qcOko/p/ODOis9evp6ft34smx5C3K4unbVsZXQ/NyqTspFIZfbnqcCzRoD+Y2I5szPF9IllgXMrxhPtlgs7+o7v1/xDlfJyObsbvl7Pu+OP3z8dcTk5nxH968JdVgEM5G159NS97WQrEwJO86YGSou4XOJ0hTz9hSk14VM6MBwXZszG8kSNtWbi6OYnZsiOTswyIAnZJoXYKzEZA73qEKp3E7ZFHzkrsksLHgvTWyXuYk/NJA3ZFoo4Esh0IQmBbZVFIIXENj0gF0Z4nFBC8x88KRAZ6u8BsCShA2kBwnjAMhKokxJLhDVNGlcWCYtXgmgK9UxbdIVHkl8FsOfS2w84L7HlVzt76gN732HlB/wsJMvWli7gEvWWRbX/StwLVBqE9qqsZntekmUfveJJ3c4I6oa+rkg0gRQBR6vOFLn+AgqHsj0SS3dSYdYHslTqaUAVXE4ggsELglkqKe1DgFk8GSbzAV04c1hcl6eWYmd/vQwV0H4qLpVGbn/clL10CBNQgIBz4rqdY1Zg9hyjAngt4pcsIrzmDoPyTjt7J0QcFeEl+rcyjd3VBdNviF0rJQL6myz9aKRBFQG86xMAjeo7h5xKSt4qSlRHKPPfo9ZT8oj7dXnZDKZ2olSZ/TxWbvFdbIqsamrsD8hlNTEq87WkedfAVSW2uYG/2Cms3drjXa5K+vkIAqvTpdGd4Y2+eyyv3iaKch9Ei/ihidv0AfyXDdSuEak7RKynnBzOzxKlj2G8hpUfpPkVe5Si5gY77zB49oAgz2GAISGRwOF9BqkNA4nxM159nNrr72PtTCkfTrLNrbyEICGGJ1RHpiX7ThbGHrR+hkK7qQ9r5RQglPT2E0ljukTZ9ig+FF4EbQogrwEPgN4DffLQyhNAGFh4tCyG+DvxWCOElIcQicBhCcEKIq8AN4M7HefJTTDHFFFNMMcVHD8FUI/5Tgb/MAvwRzAOLr4tyVhNKanrXEnzAzUenr4WoNBAbPh+NtOR1SfvfrlFbVFT/5RDhHGbTEczJjG4voPoFxaqBwhO/bkF71MDjKhJ15IgGGdk1QzAJrimpfTunWBZQLePUQiSwSiH6FlEDXCgzwGOFmxOIvqTyWobwlLOqNhBtu7JAHQrIPMKVmmnbAJIyygwgvp0j+57hJyLy64Zoo6TSYx2hCnhBqEh84kvqNQLbUqi2x82DW9DYVU38bkEInsqrBUKCapcu8LIQyK5DKIGLPPphgTk4oXvHstTX9wNWlUZ1at8jM4dse4bPROiHAbskEelJHJwq9eXCe+RQoPcdak/Qf8EgZjXmyGMX43JApCXQB570ooJI4uYkds2U3+FzEckbZT56qGrSZwV6z2GXNWIQqLyclrr9uiBIiO9Y7JIi6IA8sERpOUNeLJcxcMKWhbubVaS3YqL7lvh7aemQ3xD4WvlZk7aHmixp7XdtaQx3Em0Wv1uQPheBkiTvFqX+30G0bonXHaGMgSe/aFCdQLYgCJnnxv0dXjEXyzxxF6iGgv3nqsw/bNOLI7q1ChsL55DSMz8vuKnfIunBfHZM289i646N9hKX53d4dulNXty+xeKuR71XsBcadGWBkIJiybH4MOfhSgPZBecEedZEygykx1rDYG4Jc9RFYCA4Yp0DHikLUtfA+gjrEyQpUvjHmq3VzR7d4jw+KORJ0WxURggeSTkS/aMW0lI4ZqL1U7M3Laeu6T8qQghWCPF3gD+gnPb63RDCG0KI3wZeCiF85Qm7fxH4bSGEpaQ6/OchhOkoyBRTTDHFFFP8LGJaiP/k4iehAH8EOQzY8yfFpAngwWyf5E9fNIgiEIwAKcrIskiQXxvNyok84CqS9Odi4lez0mFSCeyiIhpaRBvkkUPtBYLy6FQg2hZtRHlcL4i3HG7F4mcjihVJdLcguy4IDUV2w5C8k5fFXOaxiwrZsxRNSdT2yK4lKEGxLEqX8KEvGTA2IPoBaQUhFpAIVAG2KhCpwM+BndeIrsUceNII0puG+L0CdRSQDnwVQuFxNYGLNLuyhXxfUDvoU5N9dGyp/GkgEKi9URCExy5HyLoj3gJf8XgR0KnHPCyLyf4XEirvW7wuc8NtIlD7AT/nEc6jDj3MSFQayJck8VsFdkniZiTFikIOPMltD5EoWQeFJ9ryHP96jfhu6Q4vjCRfVfTnFMPPllSjyqsnM/BpICSC7GaM3i5QXY+vKtKrktCU1L6X4eYEKIk4YUigA7LtCZEkvalLeYIq4+CKNY3ateQrkqBlOdDRELi+QHU9+aomiNKRXfY8PgSq7+W4GUnyjkV4j62Vbva1l3LyS/qUDREkJG8U+DmBSCmvjQ1Lsawwu4LiRkR+DW6tb3K3t4jKPQ+ensPHmt5iheb2kP5szPn9Xb77qedZe3mfViNn1vYYDgJfPv4Gby1eZj9dZncQ8fR8lxtfvsP+izUGlSbaQl6ZBw/xdp/51j3uZy8Qzju408BaRZxAvXZEr9ciG1QoahWqvX0QEgck4pgQFDYICl/DyD59u0xVH1H4+gearUnhWKq8we7waTwCJQuqco+Axsg+AfVjFdJSuKkx258TIYSvAl8989rfe8y2Xxpr/xPgn3ykJzfFFI9BFgzvp+fYy+sTr++POaDvDx/vgD7sjyiroTdGZe2NKKamN8lR1hOU81Hb9CefTs0EHX30e6aGZxymx+joYpyOPk6Tzc4whMZps2N09AkqOsAYnflxTukTtPIfWjlOUz+z3Zgb+QS99izNPBqjmddG/e3H2rYxSTnPZkaPx+nc6NjZ7OSh87HlYmb0+UJz1CdxfTixTy0Z9WU1GrVjNfm9yLFpP+tHnzV3k4/u/Xx07oPhqJ0Pxj5Td3If0x2TN4xfQz8kbxhzNh9+cFulk9+rtKN1ExT2sxhXE4xtpvIzrv5j5zBO3w9j18OAxsQ+3/BXT9uZH/su51+Z2O6vJVun7Yt6dIzfbL512l682p3Y5x9VXjhtv1YfKaqK+uR112iMfgNq26PvwuxP/gbI3tj1MRxR4sV44kAxeW1Mut5/SEf1x8g3fpia/hj3/7P08/H7KvoYy8mpa/pPJj7OAhz+7CIcTnTFLpDdNOiHluTdAq/L2V6ZB+I3C9xMqd+1LYnIzYS5lnlgCTVB3ojAC/JPBMxmQfKDgmA9yIB+UKBTcDOSYEE4UeqHQmmSFoxADQJ6t8ztDpEgul2QXwfVKZ3L3ZwkfTZGHVji2x6q0H0qYeZrgzLqaujLyLG4LLx1x+MEuEWQuQQBgoA+dthFxfAXKwQtwEZEdwv0kSf9VEz8doY68oRElBR1A9Zo2u1ZKp2TYrYd6MkGycGApFMgux6yAE2J6jjMYcAnvtStD0t6OLWA2XZUX815ZeYiw3pMfT8lEpb8nIQgqZNiGo5Oq8KgiKj9IGM4E7E9N8vRUpVP/MkmNlHUF4dUjgu0cQwWYjrNhO3NObqrCXMMOFypUukVDFxE+nrE0YUaXIK5jT7LxTEzWwOq7Zxn5jZK/owJIBQ+Bp+An4tKan/bIXPKPhVQrJZadteUROsea+1JnwNa4JoSfEB48AsKLBQLErPlkBa8BmHK4r7xcl4O/CiJbQX0UcC2POZegeoGZM9jHlrQ4NHIoSd5vcDOS9SxJDQC0bonvRWR34y5cL3Nq3cvgBSYzFLtFByu1uis1JjfO+RLX3uVTbOE6u1yeLjEre4ebVPn5vE9bEvSiBxfW3qK55I9nr11h9cHNwmzwzLb3gt69SrJ/WMkFrmSMViqEVwBR5ogUipJh2HaQAiPWNIIVSC2CrRMSXSfzDeQonx6kORkvklFHT/WbE3LnOXqD6a531NMMcUUU0wxxRRTTEAI8avA/0jJ0PufQgj/3Zn1XwT+B+A54DdCCP94bN1/DPzdk8X/JoTwvzzpvX4mCvGfpFnwcRRrGv3IMV0L8osK0VeoI4e5X6D3PcV5iVs0+IakcsZNfdxJPSQCMQgEJfE1gd4vnctFGiAWyAFQQKiXhXEofEm5ni1n3qO7BSES6MNAMS+IthzBB3xFUqxo9LFHHgeyG6YcKACy6wazWWA2A24GXF0hsoAzsozbKgS+DiKlpJoLgU8k8Rul+ZVdlBRrBtn1JxFmEjsvUN2A3i5nqQtnMElBiCROC/KmwccKf1gt476GkBxkDJdi8kaFKl2ah10GfU3WqJI1DZVOjswd+zt1spWIznKV3mJCa72Lyh1712ZZfvuYJCqwiSQ5LnBacnCxgbQBIQX92Yjlt49J52L2rldwSqJzh7QBk1oGMzHbN2dZeeeY/lwMUhD3C9ZeP+TBMy06SxXWfnDA/HqHoCSvyQvo3KIzz6ARUdtIsfOKZGB5Zn8DNYAgAjILCCERhcDNQrzh8cJjNkU56leXDK8qwozEbDpE1+HqkuKqJrljQYSRg/1AYTYscuhwdYOrgdkPFDOB6E5pdOfnJGIQ0AeOUJEUi54QcaJ3V8isHAyAklXw6Lr7THOdrydP0ThI6bbAR5LWgy55rFgVD7j27jrHB4scNQ8ZNqvMOUW+E7E0e4/tpRaN9jHfk5f5D77wJr8++x7bB6s4b5C64OCi4p+e+9dpvrhLelgvDQqBdEZiD2fROidKBihZUG/uI6XFzPfpvdUC0SeERz9jilgflfngf4bZ2nQGe4oppphiiimmmOKnEB/hjLgQQgH/EPhlSiPZF4UQXwkhvDm22Tplistvndm3BfxXwGdPzvLlk30nXQLH8FNdiP+kFuCPECJxqvs2ucXHEpV57Ioifs8iQkBvB/ovaIglwZfO1o/o6eNO6nZJEb/rMdvFSRElCE4hXChjzVTAzSlUFpC5L/PF5zWuFhBdUJlHDMpZbbMlkKmnWFAUFxR6x2JXNCYNyCKg3s7JPhGRXzVEGw5f9YREl9nZdYk9p4juWziygEDJQHFOIfcd6siBlmUBuy3ILjgGn4mRx6WbOEqh2nnp2GkFMhdEWPpzVWys8B6cUPQfNmjUOkgf2JMLDB4a8pZEdSs0OzUaqsegERFnlmEzxhqBsYG5zR6dpQpeCNrLVXQ3ZfX1feKhJa9G5BVNs5dycKGGFwKvBYvvdtnPz5EUkjTTrNzdJ68rlPUcrtQQHo4u1Jjb6FMYOXKelILCSBbud1l+tw0EevNVascZs1sDdOroz0Q0jnKCFAglWLzbYZcmLlHU9/tEeUBfy0F7ktuBEAXCgoEQkENIP6mpvG1JPyVw5xSuCfE7FrRFHlvM7gm9f82gDx1qGChaEuECqi0IWOL9cubdLkqi7RN2w4xCWE+07hl8NkLIcmDHxQKvASMx9y3FJY1vCx6wzPW9Pg926phaj2ACwkKlsMwcDdG5ICwcca69z56eQyhPcUMQtVs0xIBP52/zL65e425bM/yFCunXNZWQMrMwYG6pypLusztraH3jITY29NwaLo9gPiXqOApriKsDkuoxUpRRe8m1Hup+hhAFIghifQQhIISjX8wiRZjOdk8xxRRTTDHFFFP8LOGjpaa/ALwXQrgDIIT4PeDXgNNCPIRw72TdWV3ArwB/+MinRgjxh8CvAv/ocW/2U1mIN6P0J74If4Rx3Xfydk6olJpw35SEmigL40NPUZWnWvFHGM2ol1ry7JKi9sceco/qSdyCwiuN3rdIC8WMgB6gBMNPRmTXDJU3ckRqwZXmZtFDUdLhncRHAvNGQbFwck66jLjwDYnetkS7HjcDYlAaynkjOf53S61b47iHfCgpsoi0mpBspBhdYNqOUBcQaYS1JLcF6WWDNBBteczDAnUY8DMSmYJ0Hp15KvspzgiKimH7aJZca7ZqNfyR4nx2RC+pUrQrmGjIjBxwZGaI2g5XdXglQAicDGQVQ+U442i1zuFKlUuvFrzBKqEmWDzsIg7hSCbsHM1ySJ2eiWGjicDzurnGL7z6Jlm7xmBe8d7FJeRWxp6r8+6fzqPdHCcx3nx++R7Sepq7Q1obXaoHKUU1IhlYsrphdmdA5ShlZmdAWtf0FqpIG+jNJ5jMk/Ry2ufrbN6cpbk/pLmXYnyBGkB6YDivjxFNSL6fkV3W6D2PPLK4JmUO/L4HJCJ4hBeoA4/eK53SwzmDGgYgIIYAoTQMbGqKxdKpPzgQSuJrlNtUA3ZB0f+5iMY30vL7rip8X7Jzd5l0xRApx1V1yPfcUyzJDURd0NhPGTYNlV1K6njFsWj3yFXE0Ees1ffodQwy8/zK197l1c+cZ3OrxivPLDI4XMBt1Pj3Ln+LX/2Fr/NHr/489565yOy/OqJIKuTVGaQMFKspPguYrEue1omTDiFoZhc26MdLJH7A8J0mg2IWBERiiJIFid6lmy9zlF9hxtynbvanBfkUU0zxF4rcK+4P5tkdTsaSHQ2rp+3emA7c9ieZOmIsiizqjrSZekL7Pfme47rdcf2sGUw+E+r+WCzZmC58PJYMQGTjWvCxdvH4WLJxXeqELtx9SL3qk7Tfj9Ov6jNa1nEteGWku/X1eGIzOzNal86P6anPjWmMlyYPnS2PPm9j+fi0/fTizsR2zzU3TtvPVEbty/rgtN06o/1uiNGjtxmLm5KTWW1IxmK7xiqPLEwebxBG/X8wpiXftKM4rdvZ8sQ+bw5WTtvvtM+dth8czE1s196vnLajw7FrddQlRJ3J72Xcq0APR9fDeGQagLAfXE2d1ZWPHyOMx3ON5bsJP9l3qRvpvb9tR9FmPTt5bbQXXjtt/1L1vdP25TG9+K/Vtif2WV772mn7H9c+d9r+45mbE9vtz4004unc6H3rW5Na8uRgdH3q9kgjLgcj/4CJexQm703/Z/sw/BDG77mz99/4ffYEjfi4LtwnH285+RFrxFeBB2PLG8DP/zn2XX3SDj+VhfjHhT9PAX4WxZqm+nJ2GoMZdEnpdqsl3ZsiYLbKeKxH2eLjM+qqU5qS5SuS+q4A71FtgWsAAVxSZlqnTyvkIDC8FUEi2f+5mNn/t0ft5RzVCYhhwAwoacoVyG5E4Mvfs2JN49sBdWxJXi/wM2Wxlj6vMZsWOyupvpKDg+GlCoebDWYetqlt9UlrEZmfobraQx17/KInNDS2AqbtkF6ACEgnkM7DAfhEUE0zulozPNZ4wBlBxWa4855oEPBDw97MHJ0wgxKe4/NzpFHEXLeD0D3UUHNsI/qVGKsEd/Nz3PML3GWRtbcO2KYJKzDXGbCtJNVhRqdeIQDvX1hg6W2L9gUL6zmJPabeKcgxqANNXXt+sPg0otpj9UGb+1da1AY5yns2vt/k6r199tNZ9J7kMJ6hrvrcn5vlxpu7tNo9rJYELUgyjzhMOVqqYCuGwbwi7RkOLjUIUpJmjmjosJHE9AuqxxltWaGjKtAXLCdtgnQIINqCfEWi9j1UoFhUmF2HKAI+kQhKH4HikkEWAmEdYlBGrunMl5nvkSyp7HMShMBXSzl7/7MR+jiQX9KofUcxI+nca1DrD1EHluNrMwQl+MLdN/kBK7TiQ2QREAjWb7Q496DLMDbMtruI4HEIetS44va4HS8jMsXcSxHRsmclzVn/9DHywgG/f/8mfz3Z56Y6xj0Vse6Xif7Uo+aPkMsF0hSY6pBsUEFvSLTOSap7SOmpNXY42LmGvCjQD4YUzlCEmHq0xcCeAxwieHrFOVyofqCB21n4oKb68SmmmGKKKaaYYoqfPSwIIV4aW/6dEMLvjC2Lszvw4efgf+R9p4X4Y/AXWYTDCU39uYj4/QKRQ35Bo9ulK3hQguSdAlEE7Jyk8kpG8lpG79+o4uuS/JohejtHFiexXjMFZtMjex4xkBRLAtcw5Jc1+Y2IYlHi5hTFmi7j0A4CcuBRQ6BkkyN7UHmtwM5r0qcjiosavePwyhPft6gjR4g1xZqEk1xq88ASREGxIsmyGZJBSj6fYFsxMvdEnZy8WyFeziiWNH5OlK7u7UB+TaO3LcWsgEyjjhz944iiorFKUDsY4JCk9YgwkzMsZtlqzhPVHDIWHOUtOst1VtmkZ2bptZosiW0W+gesmmPyRLP7fJNnzQZP1bfZ/EQLuRzgjQqiB3reUZ87RmpP8Mcc3KrzN8wb+O0qte2Aa0iaOyktfUw9TzmiybXhAVX5Dh3fQOQ5n/jcDquvH9C8P8Rkjk6+QLTXx/YMbV9nwQ64srCOVgVHeYz3mqOkhjWKxahLY2fIw+Yy8p6hh6cfK+rDIdVth0RSNKGeZ6RNgxQC6QLSeh5uz+AiTToT84nsAdVXLPlVjeyDKCyiC6IBriowh+DmFKIAnwT0viB91kAk0W/lpfGe87ik9BIYfMpQrGiGn0vQOw69m+NmFdlVQ3LbYnYcOrVEg5zafkbnYo3+ao1b/W3yHYe0Dm8kS8M9BjSpdHLark40DBzrORb7x+w2FmmGwOaggZGedDjH2oMj3q5fp3pjE6uq/MF7T/NvPf0Kn2n3ECpwJ73E/Ju7CN/HzpSjylGzi38+p7o3ktrkaYNK7bicQPkkDPot9PoxvWIZLbPyF1FAwCCwjzVwewQfFO38IoIyE9z6hHZ+8UMV8FNMMcUUU0wxxRRTfMT4882I74cQPvuE9RvA2tjyBWDzQx57A/jSmX2//qQdpoX4GfxFF+DjyK8aVDeU5m1SYDOP3rAEwFVBdUs3cWQZndX4oyGdv1ElRIL4niXIAAFkKghVQQiidBSPDP3PR/hzhuJC+ZWqjj81ipMhlEZuHjAgsnJGPkiQXUf1+zlm21IsaaJNiySQXzQQBfRDi9mwqK5D5KAGYPbAywFF3aAc5A2DjyQuVuh2jmh6zI7FFjlcVbUAACAASURBVJJitqTgEwmGz0Q8+N4czdqQSpEhvcdHiqSdQxxIk5heVKXo1yjqBididpImf9z5RRbkHk+J96juWDqiijsXGKarmI4lXxbkTY07FMRDx/3PnuObx5/FfWeWeXfE9fQuLhLstVu0VrYgDrx74TzOSPSlmLm7novH22QuhiDwWRmRITtw+a0tbhead64vc/s7V7g5eI+V7h6LD9v4rSpmd4gWntagw93aJRYfJDyn36A3Z9iKGyAE9UHGXl4nOYTbc1dQGuqVlKvf3URUYW/uHMLB5fc2KeYE0oEzkHQL2ktVZncGDOuBrG542G0R5wWzJiVfDDS+6RCFxw01drZ0yXfzEoSkWNPYWYfZsLiZQDGriIalntrNSNJPRuRXIoafjUsJRb2kJ6mex6xb9JYlKXKsN5hBQXKUInPLYLFGWBCsrR1y9/V5ZncGFEqxcNymL6v06g1yrRnsNdEKdDcw1DEijrki9hEHgV4EMSn5ziw+M6iljK+++Sn+5nMv8+WV7/Dt8/u8ET/PyttHDOlRLNYJVhEtdDhqldTCuXdynDdnGI6WYm0Oe89jZEZAkNp6SZvHEQhPnOke2NZpEQ4nDMnwZxfwU0wxxV9N5E6x0ZvheFCZeH3QG4sl648etVRvksarx6LJzFhK0jgd/WwsWTQWS6bHYsn0cPL3bCKWLB2nuZ6hmY/TXMdjksbp6Gco5xN09A8bpfS4mDI1+bqYoMN+MP0cwNdGy3Zu1B4uTtL/eyuj4/fXxmK3Lo34/5+7sD6xz5dbb5y2P5/cO21f1JPU5liMzi8Lo3488qP+2XaTVOQ33YiyfOxGkoY0nIldG0NVZqfteTWZMbaoRhfLohz1/81kRHP+5THaPEA2c/e0vb44OvYra5Ms2m92RnTrl/ZHtcnW9ii3Te1O9ndyMLqm4+PxmLTHU87HaetnVbdybJ3pj1ZKJ8a2OUPrz0fr0nTUxy+nFye2O85G183e0oiO/iv110/bT5+hZH8xGX23y4v/4rR9o7I7sd1XZp89bd9dGNH/0weT/VXdGp1DZX+0Lm6P7j/dm6Smy3Ts3i5G5yPsmc57nFREjj04iclJ3ImIuLF7MZjJ364QjZZdfEY28lEi8FFrxF8EbgghrgAPgd8AfvND7vsHwH8rhHik8fgy8F8+aYdpIT6Gj7IIh0nzNjkszdWGz8XE7xZEDyyh4kc3h5aIIlD91hC3qNEbBdG+Rw49+SWFeQDCgVsUZLc0ug39ZxWiCOgti9p2pXN0UxIkYMA3BLIfCFUICoIBPQgMrklU15O8mWOXFfnlCDn0ZeZ3YTEHDmFBdsrjqD5UfcYggK1q1MBSzET0FxPmHqT4Sijp9csSX1G4huRb7WugJPIZx8zOgNpeSrwpyERE3feQmULLAKmkSCXFUGP3De+0LvKl4k/IFxOWH/bwOKK8y72dZRb7lu/MXWem3WXpcJ+hMgxtg93b53DVGncr57E9ySuVp1iZv0NCCodLfOPzF+l/ZYHVnSOe3r3L/YNZOC5Y7nS475aoOMdCcUDfV2i7Ge7cW+NfffV5Xlq5zuGsIvZXeOG1B6z2dwiZQjuLwuJSy0v+KfS1LreidaKqpbszg/cRc7t9Xpu/ylvLlxEClna79GsJPo9YLg6Yo81Bo8n8UYDVHG8k0dAxuzUgq0i8hNpRRpFIbBKzf9xgbrvPcb3KhaxNSCBedwyeNaghFBcUbl5i1gtCBCEWSO/JL0YU5wUhVtiWRLYd9X8+AATZZY29oDE7juQHGboTmO0f0zmeIcpzXM0QtS3DKqyEbYpzmmtX9/n+8kVmXrPUkhTbUByfq3KwucSM6ZMVCYkYsMkyq3aLPTPLxZk9/rR2hec27vGDS5egVuAHEfJcxh/u3uKXz73NLyy9j/61lHfXLtD6owFDabGLddKDeaQuiGY6HD0VEb9cYG10+j8SJT363QXCSkSqFfa+IgSomkM6xQqKnKpuE4L8wJluF6Kz/0l/pgP7FFNMMcUUU0wxxRQfDz5KjXgIwQoh/g5lUa2A3w0hvCGE+G3gpRDCV4QQnwP+H2AO+HeEEP91COHpEMKhEOLvUxbzAL/9yLjtcZgW4if4qIvwRxg3b3sEXynzn8dHqETuUTu+1IwvgMgD8bsF4SQLvLhg0F1HcV4TKopiWSGA5JWM6E6B2SpN0/IlRb6qqLwZTpULwZcjjva8JFszCCHxMxIaAYzEzkui+wHbAv0QyEtDr1ABRJl3HeWWQmkGixWigSWPNbLvGf6KQVUNxbLC1yX/n36W5Dhjaa+LU4LOSo13PreK/F6dzq0Kn3zrHu49Q15ErModdBYIKmHG5di4y9XaNnk6x832e0SDjPawik49l8UeLdumvV/H+SoDM0daNNHBcj70CeGQIlpkO7rCpWyDTJ+D1j4b1XmijWWeG97DSo1OKyQ9y3AwR15kpLYOrsOBbxGAO8VltsIaRdbg5t4eQ3GJa/Z1QidGpBUGKrAQDkl9AmnEjlzlj6ylvtTHHCbUG56sHtH2MeuztzAXNFJ6yCJ6/XksAWclBY7FtCAOFWYfevKWoNuq0NzrkQw8Oyt1nBHEA8vB+RpLdzqkNUNQknu5IU80l/UuZtdRXDDkF0pdf3FeIqwCBWFWgfMIKRk8a6h9L0dvFeSXDW5eUvu+JzvRm6sDT7RhCRHMyiOGJibqe6holha3CQbUoSNowbPXNzk+bvEwmccUjjStEoLg9qXLNLYGnNM7zHf36Zo6w1DBX8hpXclZPzKs9bbZvBozuL2C1JYMzde2b/Gluff5Wy/8Cf/86k1emXuK6v9hGLSGGNnAFRGD7SWqyzsMPzVEv1iFk1lsgadSPUapIUf7VwnnA0k0IF+vIgUkqkPqmlT18QfOdCuRY30yUYyHUGaPTzHFFFNMMcUUU0zxl4yPdkacEMJXga+eee3vjbVfpKSdf9C+vwv87od9r7/yhfjHVYA/CcWaJnktQxQeEKg9R7Rpyc9JgtFQBFQX7KxEHXtkEZBWkF2OyK5r8isa0fWo9YL47RwMkEjkwJO8W9B/xpBdNFRfLwhxaZIWPASlSrr8Cc0tCInMPWhFvqaRA4+fsfgIpAMsCB8ICoggilNqbcX+jVnyVc28PMJ+UpOuav7Z8HmU9Sy936EwgjsvLNHcHpAMLAe9c2y+sMzlB9v8SfUWn5IbfCq7ixMxaYgx5BhXUHcRV3a3OYjnGLYr3JWrLB8dkTpLEDWa/iEtd8SBnuMgLJAbSbAxHsOQKufSPdajZSJf0KPCu8UnqCfr/Gt8nc1oDk/Ew2yBa/kGO67CTFYB65kT+xz6Fm0/y/vREv1cY60nyQfcNit8Lhug84wH7jyLYYdD6rRpcGTnSPckO/dv8Q9uXuGX9WssmSNCy7LevIjZB789y8LqA1bDPo28j8sCm7UWW9E5oj1BPSu4V20wKzvYQURYBkQgr2mskVgpqXVy2ksVhBAo68mtJk80b9kLfHK4QfqUprhsEHlADhWuBpXXc/SBxzUFxaKg9mKGPrSERKKKgNpw5BcUlbdzZBrwsxLflqBApY5KJUX1AyaSZFGM7HvCEOw5hVkvSPKUlSpsbC0wLGqkoQJFoN5s8+2Ln+bGxjqqA/XWIQ8uzmGV5pOzB7RuPOB/NS+QXN6m/9ZFXDchb6R8Z63JVRfx5ZU36dxY4s2/vsjCN9scPt9FiwZoR95ukrSOsZ87IG83qb8PWhXUm6WRGyiytIn3Gne+gYlT5EbAn9D/Pmimu6oPaecXIZSFfQgQ0FT1Ewc0p5hiir+icF5y2Ksy7E1SlumNHq90b9wNfZJy8zg6ejRGRze9Scq5GaOjq8GYG3p6xg09Ha0T2dhgYn7GgXmcZj5GR5+gn/szT74flo7+OIzR0YU5Q8mOx36XqyPKv5uZpP9nCyNKb3dl1N+9S5OH89dHHfvFK++ftv/W/Mun7b+WTMb8NuXovY7GHLn/NJv8z/iXvVun7e8eXj5t392fP20Pjycp9ePyBJmOuaafUQyMmYLz/7P3Zk+SZOeV3+/e60vsERkZuVWutXdVd1fv2CEQXDAcaCiOKI1MQ8lMkpmM/8S86F2mF5npQXyhSTKNyDEKMzRxSJAgBiCIrdEbGl1dVV1bZlZm5b5EZGy+3EUPnp0RUUQ3QGJrDOI8VN2IuO7pcf26h3/3O+c7NhiMtymMjreoDM5noz6YUM80ts/an67eH9nm4/kBNf3SEN3+st8a6ffZ/IB6/VptQK/+y8kB7fq7kysj2zQ3q2dtvTv4rsOUdYCwOUQnH6Kce/HoXBumpg+3VTrYn3piGy8euuaiYZr66HX6YKh6/LDTwc7c4Dt8sfb2yDYfDwdj/JQ/oL1PVd8d6XcpHFRb/8vajbP2t6fOj/Q7Hhqv/s5gvMLDwVzLNUevEX9YnjJM8Y9H7xXDVPUnq9F/EEao6UPXqfVH6f/WH/Qz4QfITsb4kfiVDsQ/CkE4ZFnyzm8WKH+5R7iWYosSfeoJbg8t3k6E6htcQZDmFNKAC8GUwBYEOEHv03lq/7qNmVN4Bw5Tdnh7ICNL+W8jbE2SLHiYCYG3Y3Gew1YF6khntg+Jy6jxVoC2CCeInvJRuxp/Q2KdRXaAJNOXE4KtgD+VUL3aJF0K6F4M+cvmDehnF2dtu0f+qE+oFIkfsOkWSVXI4dYMf9u4wneLKzwzs0rp5ibr/iIHUZ1av8VstM92eZKTuIrQjmKzTd72qMc+Og4RQcAsexzIOcqqjVKSSdfhZniVhmiywzwulViRY9ImRH6FPA7nl0m8ZbzwiBkp2GKaWXdCbGco2IjV0nku9Ne5q6/iFxIO0zrLoslt8SIoSS+oYgoN3uAzvCzfpujFrMuLHBfKpFGOngy4V12i8HiP4CDPn16dw6/1iO40yOWPmW+e8PBoEXGvT6/m8bTYpJHbx0sjHp5c4NhPifKKKBdS65doyxxTcRV/oofn+gS9lKTo8+ipOtN3j6kexehA0pzN45QCY/iWd4ltW+O3Ht5GdC2YTCvlAonzDKoHbl/jb2tkG2xdYpzCVATBPUewZ9ATEluS2cJP5HA5hSOTRJhy9iPhIku4oRE9D3/f4tlD0tU53PWAuaMW37cNph83OX66yKy/R3vBJ3Ca4Jyj0u7RWnCUGkekRclvzN3nz776efxyj6Daw1k4frDIH/uGf3nxVV6pbKJfDrknlpj8u0EwbnX2wySVzQLyOpTfGzxsel4CuRMckjQJiftlkkaBykH2APLDMt1SGKrBo7Oq6Z4cV00fY4wxxhhjjDHG+KjgZ2xf9nPFr2wg/lEJwkXiBprxqiS67Ge+0E2DVVC4kyBPDKaWUb9tHvrPh8hji4wc8UWf5IKPCwQyAaxAdA2qa1Fti2xbRNdhZJYJJ/DofTpAtTObq/zNlM6v5cBTqN2UdEKR1iS24SGbhu7n8jgBhbcSwkRjfZD9bCHAhYroKR+pBX9WfZ6451NIU1Jfoqxj+n4T4eBgrkj/XoMZ2vx1YZl2q0a/O0Xl0hqX/Yhvzn+Sk5MCs+k+M2YfYyXNzgQ2EORFH2EdB8kkM/ERzUKNyeiYVAR4NqXvh9TiEzzXZiY65J68SmANHinrnCcQESYNsIWUXK4NWNq6TFUecT59TJSWMELQk0Ua7PMXxS9Qizo8zW16qsAjM8UN8w5dW+IddYX0qEzPVIh0mQpdWrKBaQYUZZftRpVVcR4xtcQrm68Tv1Wjon1m1T4yp/lK8fO81L9JIgNayTyPlqf43aPvMtk6ZDHZ5vuLV5g9biL9lG0zx+XWA2zHcawLXHzUxc47tp+uIK2jO12gcpSgkfiRIQkFwjm2r03Qncjx7+RL/Oe8TvhuiikLCEHP+ag9TbBtkT2B87MVePlIE3QMLpAI7XBWIWOFnlG4LpiSQe1COu9jihLVs4hY0pJV/HdMZp3nBMXSCQu7j3nn2WeZ32qxOxGClcwc7lGMe9Su7HFSDymEHm62hJ9a9hbqtDan+NTCQ17dy4qoCAnS07S2pvkT/2U+r3b4+OQa9jnBneZ1Kq9GaNrk87tU3S7xuRLRM5kJ7PHVQSG3XKFF63iefq+GVCk2LuJQ9OfOIco+uYeHPzTTLYUZF2YbY4wxxhhjjDHG+ChiHIj/cuOjFITnTyubIwXqxCJTiK54iHOK2pd6gEMImdHWHaTTHqqdeT1HF32SpwbUlWhRUfvrOAvKd0H0NLKTeU0TSnAOf09jahJTk4hOphn2Vw3Rc4r443m8A4M0grSSBWXegcUsByRd0FVB/m6KE2CqiuS8j3dk+e70eSoHEUfzHhvP1JnY7DL9oEW3GpD4PubNCuFGn7Lu8JsTb/LapatsikVe4ZBoq8Td1jm66SQb3Xkumgf00pCGOSCykoKO2LGLJCqH8iUYME4icUy6Y/aTSfb8GfxUs8AO37afYYZdtllgjRVW3AMm1CH3xHmKx+tIkbKd1llw67TwmLR7+NZhkexToyH3eSym2XWf5pzZ4aK/Tdf5vKWukE9j/kX/z7kVXGK1uEA3ClnSW6z589wvXOWBPo+XOFwS0BRzfL79LTSKTebZ6kxx7fgB2u+xK3OIbsCKPOKt6fM8Q0iUhtTalqhS4NruKoeyTz8p0ptWTMeH7IgqccujdNgBBHPvtTAKHJajeo52XOPWpfN4fU2p2kRKw7ePL/G5wh3yP0hwoSSdlqTzPrITI/oO78jhJIjUISOLqQr0pES1HFoY/BOHq4KVgvg5D+ll1KM073HSmqAQ9zF5iTDQjKsEszG5IOFpe5vdzzSYfBBQ32ixPxmQL3UI+xGVm2261TCrYn++ku0vChHS8YnZdQC+u7OMkGBjn74J+Kqd5+V2j4UjSfviIRvpLOGjKl65RK9egMcB7j8kxM/XCaonSGXPAnL/tR6pF+KsR7G8j3AOi8KkAcELmljOkr/5+Od52Y8xxhhjjDHGGGOM8Y/Bz75q+s8Vv3KB+EclCAcyX+7TIBzAFSSuY/B3MxqsnpWoY0gDh7ACPSUgJ0knM59wgNzNJKtQvphVvNZ1hUgcpgKyKbAFQTrnQU7gb2gQEDxKcZtZRjS+HOAC8FoOdZggew5hQMSW8FaKK4JAYuoStSMwEwotsqJuwYZmtTCNrFnqG20ckOYUJzN5ph62iHMh/HsP/0hT1xEWqLSbHE7v8LG5P2F7d5btjQb1uz1kFzpLebrNGr2oxUZQ4Hgy4F6rzLTYQh8W+Ip+nrLp8Zz/FpeSdfapg5QcmUkcErD4aP5M/C6+6+JhuK9XiBwE5oBElBFOkxMxb7uneM4+INETRDKlo/I0TJvIlMF3IBK0C9g2Zdq6ik4ss7ZLAsy7TXYKczzOnWNbz1AwEcoZlvQGq8lFrkXvMW332QtmcSjKNiHN51BlzWWOiQmpR1tMbB5h4oCNiSq9do26aSETzRulZ3nx6F1Sz/Cw3OCICrVun0K/R+n1NrOlFsI5hIN+McdWvMzW8iQTx12O6lUOH5SZWl5nYqfLo61Jrno7yNSSv2VwUR9v3yF8gQsFGIe/73AliKYkdsbDe5wSbBrMjEdS9LI5Gio6LwQEu5b9nSmKfow0Wb0CG0j8VNPvFcmFPWRiKLV7MNGlER1wabLF2qMGRjj81NEq+OQ7mrCTsnjziKPiLP2kjJDZnfUTs+t8Z2sZWch0b7FU/F1vkZcKJzxX2MR7PmXrekg3lRysPY28GFO7E+O9sU3velbETapMF9VazlFZGxJhvg/hTnXk0H8ms2sZB+RjjDHGPxTWyEwf3hl9nPLaw7ZN/ND2k6+HbcmGbZq8JzTiqj8QE6vesC3ZE9rv4dfDFmX6CTGyHuz/x7Ylcx/wJPyk7cSwZdmwLvyDLMpgRBeuawPdbn92VGvdXhyM8cmlwfHNXh1lNP03S987a/9e+c6gnxrYiO2Y0TH+0slAD/3/7rx41n53bdTeK1wfJEPyu4P3Jw4HxzPTGt231xvYhclkSMP75BgPjeWwPtfkRudaWh6MXzTROGu/OjN11v7awtMj20ytDNhgv71w+6z9n1XfGul3wx+M+W/nT87aK97Xz9qLuedGtvnL8PpZe8NrDH0yep7FsP2YHtJ7p09oxIe0zXLYnmvgzoaSo/NO9Yc04n011B7t53UHnzV79bP2X3QH33tnoTqyzU7jB2ftzw5p7Ve88ki/L+QHF/dFf6C1f664MdLv65NXz9o/mB1o1lu7A/15/2D0nPutwXEHneHvN9pvWDsvh24Bw2P694La4WK1Q+Nqn4gYrTekEf85GssIRg7xlx6/UoH4RykIB5B9N1IpXc8owpZF9C0IkVHJy4JkJQDtCO6nhOsxYkbhbWm8WQ9XkqQ1Qf6dBLSj/0yAd2hxngANpipRKZhAYAoC//g0s37VQzjwdjXJko//ICbYMuiGxIaSwm6K/zh7bRZ81LFFaUtal3gdS/O4gPYlFCxLt47YfLpOZzpPoRVz6Xu7dMs+j96epRHHLMd7RCpPKgJ2meZK/5jiwxPWayW2zQWuNDe4EqZs7K4QC49E5Eh9jdoPyAXHxGmRu6UVvhZ/DmMVd8UK/8r9z0SmSItJnDUEJHyLT9Chwi13BR+NLzog4MhTXJK3ESaHUY71IOC5aJ1tt4jzDdZMUNdNFBFX3S0emCWU16fMMb61WBdwSazRoMkRE3jaodod8nRY0Tv0rU/Te55cqvn96N+yb6doiGPaYR6NQ6O4pFeptlrEJZ8gdjxl15ChobkfUo5T0k4XpGIvqbObb9CkzIy/h3eYoz/hIQPB7NEelWNNt+LjlKA0GXPo1zPa90mIFQLpLHga746Hllm2+lF3ggvdA3CWYM2BBIdDJg4RZTIDnQO/7YgnHa6gcCk4Ieg/F6LnPbCOYNPgfNCxT1yzFA/c6Y3YERRiulGBfiXA5L0sw258cs/GiIeOS/kdMII3ppaRDrQnKB9EtBs5Xtp+h7XjK+iC4GC2ipYer0xu805l8OMSpTne8Hx+a/YWv+FvsN+vcP+7N7CNHdRMh5tqgcL3z5O7tUqSz4q4WSNJu3l2KzmkMkweNpHSZtpwlf6963EckI8xxhhjjDHGGGOM8fPCr0wg/osMwod14NY7Xc3RoPY1rixxp9UGnS+IL2UV0GXsSM4pVFtmQdBqSrCRIpwgfKxxh4K050gWPCpva+Jlhey4rFJ2BNGNABsK8rcSbElmK6uBQJcl6bLCTHugLcG6IdhKkScOYSz+48y2THUzunKwAf2ShcRiiwq1r3nkN3CzkqCvqez2OTpX5GApWwlcvHlI57aPEXD5/i5VE3HOO6Jvy/TCkLRWhPWAu9UVehtVgjsJUb6MihPq5piNYJZ7+jInScCKecRM1KNdVMQ5Q7l3QCetcKd5hT/R/ykvcYsATZcqd7lMSsgRNSQCgwSXp6R2QSWsinlS8pTDQ7rpNPs2oup2wGiW3DYIjSccj2WdK+IW68xwaOtMuRN8DMJJFIYLrHJHXMRZmBYHGOfoMkHYbnHB7lByXQSgnOVGf5UD1UAHBqxgO52jq0sEMuJYTVC2bWZUm43DGZbsPpKsuN6j6CKrwSJVfcINe5+7YpGqa1GgSz/0UVrhx4b7/jSJKuNVU4Ik5dHyDIV+hFYesiOQFnQgSPMeD8UUFw/3IZ+tJosIyIHLARq8DkRLAtXNqmyakiS67oMncH62/pgsC0xeEKwmtGeK6JxH4/YhwUmKqUiqU0d0JvO0ZquUO21mZreQWuNyAjqZh/3H+mu8XV2gNZPZ3s2stkl9wdSFDTo7NSoPO2xcr1O6esS8n2UR/vrRVWSYEvUCvrJznU81HhDvVZApFAt9ZosH+JcNb7GM9+4c6sEGturR25lBhQm6W8JayX5phrB+ROWRIVf4YA34+wE5jIPyMcYYY4wxxhhjjI8UxtT0Xy78ooPwMx24geI7KThH/FSALUvytzTRdQ8nRVbJuuvo3whIFzxyt1NS4ci/FZNb1zgEZlrh7RtoO2zBEK6BK4A6cpkNmQQ8gb9jQDn0ZFYBW3iSdAZs/tSOQFtkD3RJoDoOAVgrsTPZooC3ayAUWA+UdSAlpmjZ26nRmckT9jRWghGwe3UCZS1zd5ukb0q8yKfR6uD1FfOdIyyKQPR5VJ5C7RlaXkhXBvTWJvHUFJHXoSeruJ7HtllEiATjBHtyjnW7Qmh75G2Lz7S+zNeTL2Kl5nvhNepxRIcKmgCBJUfCN/kUFoWP5ip3aYh1hGvzyK0QqB7NaJnE5Ng3i0S2xg3ukOKjZUCTEn0h2RZV9s0SgYpo6DYg0QQcUabBLjl5gnV18q5HoFLawjKvd2i4fabYp06ODiVCEibMEYf9KWbY4iRfZtVfYCnZ5k56nRfN92l6Af2wRqG/QUH02ZMNZvuP2XNT9F2In+8zWW3j+pbICzkoVkg7ecrlE7T06G7liY6n6PmSnRfqzBwfMb11TClpk5Ql7UYOd5SSlBybnSqLE8cI7RBdh5ACE4DQDuuDajlMajBlQbrgYWY9RHR6t7MOU5EkF31YSNn/mwalXhcv0uT2ehgZUrl2RFjvUzrfJroRoDcl4RsgmwYiCzhEz/FMuMm1nR2+HV7iwDToqQKdXIHS7DFSai76xxz4lbNr6AtL7/Hl9Dq9e+eIgK/tXaW/0SDt1PCDFs8ca5YnDuEyvCWWmF3Pk37/BLFgEAJyk0eknSJGe5g4QL+yCXeh15nAWB8lU3KF1hlVfRjjLPkYY4zxobACut6IRRmAN2RF5n0INX2Ejj5sSTRkUeb1Rhk8sj94LfrDtmSjLhCkQxT0YVuyJ6npZujeN0yPHqKfuw+xKBPyx7MuEmKo3zA1PT9KOTeVwetoemA3NUxFB2hdGRzT5ac3z9p/sPiNkX5fLBwM/iyDfX91iLL8h9u/O7LN9+4MLKZK7w0o1efWRsehsNMf7PtocNJFZ/A+UcwIfhwpwBOQQ7R+3xt9dM8FA15wuThE658YEmFJNgAAIABJREFUojY/Qes/WR7Q1v+vSwOrtW9euzDS779f/M5Z+58VH521nw0GkoFc5c3RYxWDMfozM6Ct7ySTI/1U9MMp435vlHgshsZlhMqvP9jN5AOp6b3ROeT3ho9hsE2vOxi7V7ujdmO7vYGkYXN2QGf/QvnmSL/r/uC4h23OZsoPRvo9FQ5s5l6tXBy0h2zO7h02RrY5ORo6t0PWZl77Cer90LiqoWk4bJX390xhPmAauicuczc0lE/S1n/WGFdN/yXCL5qOPqwD97dO2wi8XUO64NG/7iGPDeGeQ0QGW1AUv9XH5hS9Gz7Cl+AEyazClhTBukb0sqxlEIMpOcy0hzQaPe+hGwrv0EJkEQnE531cWWJKEtWx2ELmIZ57oJGJxTuw2BBMKMATyA6ols1+ECLBSbVMb7tIyysQrHbp1nL4UUJS8PAi6EzmKRz2ifOKh7vTTPY1k90WYehQXUnTVEkQBIkj301oSx/t5TncXOJB/TqLehfXyyOMJfYVDoc2BZaTB+yqKXTHh26I5wliO8l58ZBdP+AgOs//zSU+wetU6dBkkq/zeXoUCIh5hVcxgCdSCq7Hc9zijeQGCXk66RTvMcnH+S5H1DmhhGcScrLNjmyQuJDAWYTwuMnTzHBInh7HTPNlcZ4Zt4mQEanf5rFeIdYNLplXEdJwYisssU2BLlssUKGNImGVcxzbCZz00J5CRB77boqKbjOrD2lSJfZ8FI4VtU2jd4gLLffDGVylwNLkBu/mzsO2wi9rOkWP4q4jZ/u8KZ9mrbTMte/cozATU9vv0SgcUXnUo1f2scohU4tVkrQu8PZBFMDlZVY5/dhiGgrVMlBU6AmFnvNwOFwuY2SIJJNOBA9Scv2EK0/dYXdjmr0XJwmDIvN6C7lnoQuia3GBOCskKLqG3P0UUxC4GMCh1gyXXZOkVGL3qSnSfkjz7jlWynfxTfakerxQxPjZnf63L97iy0CyW8PGPqrSw59skexM8m5vFoCF8hFcNjx8MSb80wb++h6dlyfIb0nCfBPnyzNh0ePKIqJuqK6naB3Qbs1Rrm7/0GAcxlnyMcYYY4wxxhhjjI8ExoH4Lwd+0UE4jOrARTzUfj/TGEpkZEA4XEkRbGhwDnWsUU2DnvdIpyUyVgSPDMKBCwXengWjcfM+Yi+BVBI/rcAT6AmJt2exdYVMHGlFIlPoXw/IPdTItsm8wONMB2zLWSAebhjwswypKSk6rQodL0fzZILDuEjBhqS+oLInKRRO2Ltaw1lLY73DwX6Jholo54tcaXewfg6ZT9nvVCg3E3Yo41vYY45jW+K9yjW60QT9KKZsW/jKcC+9ROLyeF4H01FoGeCJGGMUx+YCBe+AKW+dNf1JemYah+UrfAGBReBYZJMCmmke06YMOLrJFLlck9QJJlPHsQyQJESU+Baf47f4MnU0bSqsizkCujjrkSqJdR6+UGy6czg8HOC5mPfkVXZEgbejV3jJvU3DHtGhTN7GSByrLFGmT41jHrLCW+IZpLNcih9iYsl2+RyXxCqpC9g3k3hA3u+AspRslzotgrziIC2zES3DXkL4TIcL1R3eOrpKaxamtrucVBUP6vN8Y+kF5rZOULWUZ15bJ3f+GOlDtxZQPYhIfEHuJGF/qUyvHXBR7eIdW0RsUceO6EaA7Dms9dBTEldXyKbBVnzSWYUpSfSMInc7PVtUynVirr13j3TGwyFQXYdpKJACr23Jv53Qfy5AajDTHr2JbIFIdA3hquFYlsGH5bljlk+a/E3lWWZ2jjGtPHK5i9+yVG/B3aUFZElTXdjnty/egosZVd2mit69c4QL++hmmZv9GWQu5Xd/58+5p+t86fA3KH2tzNyX9s9u2Kk09D7bIGlVEF6WLT9ZyVaSy6spUa9KoXT8I6/pcZZ8jDHGGGOMMcYYY4yfFP/RBuIfhSAcwObFKWU8q1ItelnGzRVOOR7W4R0aXFni7RjksSHYs1gffE9jpiX+vs0Cd+cwJUF4oME6bF5gCyBTQVoVqEONnvPw9wx62gMcavf07/ngHxjiZY/wtsXlBUnNx1wXBFsGdaixoUOmAqscB7UJ+jNFoqM8t/MLTCXHPJo7RyhSYq9DeadAnIYUih3+/PzzzB8eUnsUMVGIOFiYwjwOse2UfE9zzy2yH0zR1VV2xRS9XIE9fY7I5FlLQ654d3koz6EJIDYoLVhlmSJ9IpNVq/RlG+kS1vvP05SLGDyyMmECRcIL3CamgEPR4IQF9rjNBWJKHEaXCb0mRdEitZfRFJEkIATf4FM87+7gRIISKcooPASPxTRtM80r4jU6ro7GR2AJibjHReK4yJLbpK+KTLr7HNJghh0es0CDJpocEsObPE/scnhEvCOuErkS5c4J3/NeRjj4HfGXxMpnw11GGcMN+TZ3vQtMp/t0yxUaR7vs21neW65TNB2Wlg75trnGg5kyOZfy9uxlhLM8xW0urd6h4HcQymZV5D2JAw6XKmy8EDJ76wiRWDaSOovTTUwxWyjyDh2mIui96KP6DnlkUanD5SVyUhJf9vF2DS7IKEzeo5Tc3RTR1AQPNDLNYt3ex0Nc4bT6f5CxQWw+q84vTJZRV7uQXIR2s0JnuojfN1gJ/2T3Ld5QF/BiRbNe5HB1CSVTpnbbbItJdm5eYurqKp3dOs9FEa8ez5Nb2UEfVZChRoYpj2ZOuK8neLa6hfni3/Klzm/TWZlFiIzgEewLZl5/ne3nX0A8cedrn/cBj8Lxjw7E38dwlhzGgfkYY/xKwoLqSbwn6LT+EDXd7w233RP9fjQdfZiKDh9CR0+foJwPVUofoUCbJ5g/Q599IAX9Sdr0UEXv4W2EUh/YD2/osyE6tS2EDCOpDV53ZwY3687y6DEsXB2UKf8fF7551v5nhaORfsPf6I87s2ft/+3Br521j78/xTBmbg/+VmVtQDP3d05G+tEavHb9QRlvmwydMzc6ps58MKX6x4IY5QgPj7loDsbLOxrQ0cv7oxW987sD+Vdhf0Az3zpaGOn3vzz/m2ft5uXBc/XvVwaV1i/7pZFt/klpQNHemxn8nX/fKYz0S04G2wUnQ9W5n5hCwydwmI4u4qH2h4yp6g3GSz1RVdzrDdG6e0NjN0Rn7/VGS4Kv9QZz6N/0B1KAnXOj1dW/UHvnrP1KOJBHTKvR8fpEOLhul73vn7WfyQ+qq79VXRnZ5geNwXlabQ3o8cft0THudYaOfYiGr+LBeIt09N41TFv/0Mzz0DT8e+fsZ41xRvyjjY9KEA6QLnp4bye4wJHOKHLvZbRvfV6dUX7NpEL2LMEjfabzltplWW8EtirwNwzq0KBOHPQMtgB6xsPlFO2XAmTT4u8akvM+ekqhjgyy54gueOAJhM70HNGNgPDu0A+3J0jOKUp3E/Al/RsBpBbxtsJMKL7unqPW6dAplTmoTtI/rHCxu4b2+9RbR7ymr+NtONYuSJ6Km+i9Iu20SLudo35yQr7XwlYlgadZ15MoLdmzs+RkzE37PFp53JRPcdGuEsYRfXL8gKcpqiNu2ExHYwjwnSA1UzzgMg4fiSWmgE+fJXaJCU8tzKBPAYVmliMeMU9MEaclPfIYihgEUETSQ8sC79gVltilyiH7ZolWzpDYkNj6fMv9Ogs8pkSPiJBbfAxjAl7kLTQhkalyIKaouA7f4RUmaAKWOfa4x8VscQGBj+aOuETf1dBO4VIPJQzOFzwl3kUZSex83nE3OK8fsOEvURQtTCHgqc6b3P3+db762WtcubRP4xY82pjjB0sN/LTLc7sPyBU7FLZjjnSeC7tNWjN58q0EHUjqWx2KzZgwNvTqORCCOe8EdWgQBqx0uJwCL6tpEN5NSOY9ZNeSu5VQfDUhespDz3mEqxp1bMBAuGbwjwymJHEKyl8zdP6TAvH5LDMuT7IFH9nMFpv0jETGFrTA1RzdRgEpHfnDiNxhxPX5bb5Ru4Q9Ukjv1GovTjNbM2G5/7UXqS/vIaTjY5Udvr12gcLlLaQ/+AH+q+3MNuX5xiP4r77Md24+h4l9VJjS9jXdb8wx8dV1jl45n8k+TuEcKD/l+GrAxHtP6Cx/TIzp62OMMcYYY4wxxhg/Q7ixRvwjjY9SEA7gAkH/ueCsanr3heCsarr1QISgdiG8neI8h9AOEGDIsuGPU9SOJf+DOKMF5xSq73BOIGwmeQ22LMmKonveJ7noU/5KHycd6TlFsHMakF/ySOd9crdTzESWZVfWoB5ZTJAtBqRzCn0umxJNr4g59kikR78f0K4X6bdLdNtlduwMSydbHIgJbC4kaEesbBzTLU/zuH8OdvvkOnCnPc1aKeW8XSeIj9lKY97hIrHwaYsyxoE2AqsL3GeF0Dsh1XkMHl1T5Xu8yBJbFOhx4GZ5zDQxObQtnNLRDQ7I0T/NjmdX5hZzPE2THBGgTt813OFpYvIIBGDQLgCbgIINMcU6szglKZhDHBIhBLELeMD508y7JSHgEhv0yVZ5BSF33Qs8z5tMs8dhENI0kzw20+ywSEBCAtzkeYwNKfk7JLpM7Ep4JGyaCSb8BSLlo5Rl2T5EGEc7DGhNTNJgn5N4mtzBMa8//Kf8XRDw6Yvv8bT/kPzdhMLOHvZqh0NVJugn1MImYTtlMtL4kQYH/bKHIKuiXj7sIyyoosXbtdgSqERAW5N71yJSg5BZxfziawnxBQ+ko/gtjS0IkisBQoP/WKP6Fl3O5qoQQM9CbMEXEFuCTU163ie55mM3INgw6JLANBT52R7paognU7pTeZLAo5cr8l9c/RYb60t8U1xFWEdSCDBasXNrmbhTwAs1pekmyjN8auEhgezxOsOr0GIkGH/+1wbFZfbiEn+c+xiprlL4u316L00hfIlz4LQiaGSZjeOr2QryPzYgh3G2fIwxxhhjjDHGGONngnEg/tOBEOJfAP8TcA34mHPu9Z9kfx+1IPx9uEBk1aaHMFxNXZ/zsPkE1RM4J3DSYWsSU5Hk306yzKUUiATkiUb2wSUO6Rn0ZGYp5vmO7heL4Au6nwzJ39EE6ymy7xCJJd+2yLbFlSUiIfN/9smCshNLdDVAKAE207HXp5p8+eAT3PnsPPnXPa5tPKC7X8NJh2l7+FGfnswz0W6TmoBaybJTDHm9ukh1w9JOfPork1yP7hG0F0ELivS4aFa5z2XeUitY4yOcQqLxVZwFukKQF00iW0MDD7iAEj1iVyGkxzJbFOgTkWeVZVLy9AnJc4AlRJNH43OLa1Q4xqDoUWGNeTQBDrIgm4x7o4iJTJWCv4tw2ecneg7lEkDgSYOzBotHQh6HT4EODh+QOBwWj7d4kUXWcER0ZcCaOo+VkNgG2nooE5P3WlTDHdrSYVOJsSF9V+addIUVHiF8l1H3bZGkFxK4HvszdaSR3L82Q/qeImctyUFCeeGIj72wT/oDKH23Rb7cZvdijqlHmnQTpvxOVqwuNQhTINfP2BX5ZozSlv1+lcXePhyCDUH1wMx60HKYukKdOGxREq5qbB5sIPCOwT+IiK/4qAMNUuIqWQE0px02AH/b0D/1HE8XvEySISG9EJCuOEwo8NoOFWiWzz/k9s2niFsFetcUny68iqdSglzEp/Q9XmuvsFOf4/DBPPFJCS+XkvZzHD5YYPLiJsozxN0CLxdbfGMtszgLZppI3/BX29d52GmQVynxQZ5aocunzt/lXz7zPf4fPgZUqX7nISfPr6BylqBxglSj9MGfRkD+Pp4MzGEcnI8xxkcJ/9jnEWFB9QWqP/q+1x9uD54avd7ofUb1B69VNOCEiuF2PEpN/0A6ejrazw1/9iHVud0HVEr/UAz3E+KD+8mhz4Zp6+HgmcgWR6m/cX3waNqbG7zvr4yWnP/n82+ftX+zMKg8LRnd37/tDqjE/+v9z5+1O68NKlFPvzN6XkoPB5Rzudc8a7uT9kg/N0RBd3qobYfGx30A3f8fjVEa9jDVXQwdgxiaJ+KJyu3eEI2+2ps4a6tolMJ+aAef/ZH85Fm7dmWgt/gvS6O/Zdf8wXn+bPm9s/atxuxIv/f2B7Rusz/YxvofPJ+EHpJBJEPXyJOyjOE5PTQ/VTzKoR6Wfch4IIlQ0RBlPRp9fh+u9t6JBuPzV9FTI/325gdjuTv57ln7U/mHI/3Oe4P5uuQNtqnLwRy86I1Wpn8mP3AJuFU9d9Z+0Jse6bfRrZ21D3qDSuud/uC7pvFoKKjToTEywxIUPhDixzNO+KlhnBH/6eEm8HvA//4LPo6fGCNe4XlBuujhgg++mQxXU0dCfC3AbaY4kxW1shWBbGcZRmEEriCQHYtsgwuyxSBJ9o8LBU5BesEnvJtCKNFFCE8swjlcKLE5R/k/9LAlhakrdE0iNCQzCr/vUG2DEwLZB1tT/C2XOPmCJsj10C97xI8VC4VVouMiVX3Mg+ACJ7LEpdYGBY642b/Kpi2Q24XkqIe5MsX8/i49XeKxCJkODghtm5Y5z66epm9rBPYEd2olkpo8SkWEskti8jgMvjBZ5l9AzrV5jjsZzRxJiR4v8yav8RKrnGeaIxIsYBAoFJav8+ukeGS8AXs6YpmN1vvXsHY+oEhNAWNzJC6HJcQnQqkE5RI0CiU0xhkMHj0qVOic7kMACkPAHS6wni4ADl9GFGSLnGwSUwYJ1kkiUyI1OZSwWJFtn4o8D9x5ok6FTr5CXR4zbQ/I9wPsVpm9+ZCDk2n2Cs/y9Ntv0pucZWvLcME74LO8SVOHRNrgtj1SJJ6xnCQhtbBPGvo0NrskBcnJdBEvsQSxobTXQrrMR1zFIHpgakDeIVILSiHjzDZEtRzCB9vwkc2U4I5D9Cz21JKPlMxvXIHzwJQkyXImiQAQqcPbNYjIYfPQ/UweNgWr710gPxvBCwKlFG91X+SF8A2mZ/e4s36NyzeOKO7n+YqcRyhHvtpGCJCeprNXo9ho0dqaor60wydnHvGdrWV6986d0dXvtWewqTqrtH7/zmV+/zf+ahCMqzKzr7/G1n+3RG5j9Id2GD/NgHwYPyw4/4kwjuvHGOMnwX80zyNjjDHGGGP8cuAXGog7524DiA9bTf0x8ZHxCpdZcTbvtGr0BwXjw9XUAdIFD9VzOOFIV3z8DY2/ptF1BcrhNQ0oATmJcBZdl+iGh81J0mlFspQF/u8Xh/P3DGY60+qiLeF9jeqCjAyuKAkea0xNEG5anC8QfcCz0INvukv0V0KOLxWZTTe4dnuLzrkJwqrm4I0qflrknrxMakocq3MsiVU6x4ajZIbbzTkaV2LCliQUh4h+AedZdvQ8HQps+osUVRcvToGAQLSJXQFNSN/UCWUTTT6jmguFEhGakIs8JCZ/pgN3KGIKrLDKPS7zKi9ykTVCDD2KrHGe9CzwFmRT/f3w2wEhFoMgQKLpm2nAYE6LrMUUkSYgy3qDcgkeKYYca6zwCm8QkzvLrockvMMNskVwRWSydIgUGQVeuzyB6JCYCjl5QtdM4ok2qSuT6mwxQtFntb9EPTxmUyyCSlFGk9vscbf8NB6WS+6AT2++ijsANxOxW21ww96m15WsFWfIdbIjTkOfXtUgHSSpR9BNCXqaqOiRbyX4kUb4IFKwOYEpCFTbYooKfIFILKplMx/5GPSCh8lnBc+ILdH1kNztBP+RJr7gYYugWllRwOBhiogcQoJuKMJVjTuNc4UR5H6QsN5dxPNS3Kn/rJQOipoH/gXOP7XK8tMP2dxYIHkc8Fszb/O9xXM012dxFpyTHG9Mc/TwHNWFXayVKGn45Ll1nBV8b3eW3MLhWWV16WmEhA1T54++9Hv8D7/3pbNgvCcWmf+jdToXs9Xh8EgSXZrEVkc9V+FnF5CPMcYYv3j8NJ9HxhhjjDHG+BlinBH/+UMI8QfAHwCU50arAv6iKekj2W2y/12QZcifpKS/j+Fq6tlOBPGyIv+DFOc70vM+WEe4odHC4e8bUGADEF1wgcyy6AHYCUV8Kfs76aKH93qM2jd4p37OrudQbYdwDtETWWzqCfw9izOO7mcLIMnspRKL6huCTsrce8esvH5Av+yh8paIkKLqcMe7zmx8xIHvQQi3excp9fd5wy7Rfb5KtxfyLA8RPUGptEfcrtDQh1g1y4X+Xd7mRQQpYEhdEU0edxoWp3YaRYoiwdoQIX08UvIkWDwGmW2BQ1LgfbqV4D4X0KeUcYHEI8IisLw/X8zptlmArjAIBA6FQSGRSDQaD0uAReGhMXhoQhQRkoSUAq/xCiusUaBPjyprPEtKQLZE0Eci6JkaOdUFNJ5MEQJ6uoYvQpx1GFfElxFOesQmIKGOIeL76XVW8puEztGhxLvyMiXT4xn7Hq/Y7+NLTSXqMvN4m1a/QHcqoOafUA6j02MAIwUnJyGzrotTjpOpAu16QL6VIK0lKvkkCCoiQiRALquUmdYEpqLw9wz0LSoFM6MQGuSJI1n0EBqEylgcumUQFmQiSJYVwkly9xJMRYGD8EGKPq16K1JIFxS5h5rcYUrodZGJof7eMa2lMkiBzYFYdPhByvmLqwB0O2X+udzi//NeoLU9yeG9BfK1FmH9BKt9Dh/MM3nxMcrL9O0fn3jM2+RIdmtnQThk1Km9Ysifvvk5/utPfPUsGO+KZUobp/S0PORf3af5Uh0zOaBxDeP9gBzGQfkYY/wqYvh5xKtO/IjeY4wxxhhj/DQxpqb/AyCE+Btg9od89K+cc3/24+7HOfeHwB8CzD5d/0idgiez29mbInv/CbxPYVcnlmBdkywoCGVmY7Zr6L0UgBT4u2awz5wgvuDhb2WBo254xJc81LFB1yTxvCK9MAj4BaCnFd59h0sdwZ7BpRasQM9IvJZD1wQYgakrOM3a6xnFt1tXmHjcpdvRKNMn7CZMPm5zUot5e+MqcVJizt+lm6+RSkWSQtQucEefo/vZGg5BbEJeD54l8e/wfPIu5+RjNsQFnJNUaHOOLQQpPoIWFR6xTEwOi8AjJpARxvkIB1KkOKfoUqRED4MkC6gVAkePAh4pDoHE4hMDAnuaq86C94w/rQBHgiUELJoAhSalmI0rILGntH+NxKEJcVjAYggBH3Ck+Nzj8uloZ6XiMhjMaTCsAWt8QtVFumx7bf3Tz+3peojAOoEjRBBzgXUa4jGRX+CePU9XlwlExBV7n7lon0QoPiHeAyw5HVE46uCnMckFj3IjpaV86utQ6vZpl4v08x65doLA0m7k2b1YxTOWwnGCl1gcmTQC54guBOgpRfgoJZ1XmKoivBkhOw7dAJlaLIp0WWEKCj0p8Q8taldn7AuTVfsXWuDyAivBXzXkVzW6oYiu+9m8tpaZO/t0ymXwwOtqCnsRO89NUfB7Zx7kLhAsLG5y8+3n8IOE36m/xb/e+XUq5w5pXNqks1cj7eeQytDZq1E9d4izgqAY84Wldf7dg8/9Pd2SkPDgaI6/2HqGL567mQXj4mNsbZ8WfHOQ2zpH4y93OHmeDwzG38c4Sz7GGL88+Fk8j+TPLToVgReN9lHRkC586FlARU9oxIcsmGSsh9pDeu8nNeIfoAt3T+pkh23JPkQjjv0JH6nUh2h6h2/CcsipIhg8fqal0UfRaGLQL5oZHPen5zdG+v1W8dZZe0IOEjTfjUfH4f94PNA2t34w0IVP3R6ci2FNOIDcGVigufZAm26f0FqPjutPWwv+Y2Lo77qRwxmcV/HEOR62+5JD86H0xG+mDQb2Y/uFwaLTvym/fNa+vLwzss0nwsH5fDYcWMw9W9se6XevOtAz68JAL269D2GlmKHvNDzfkyd+g80H1D2Qo19QDOmjvSHNuUwGGmqZjo6dTAbP21IP9teLR23Jvhctn7WbyYBltz81qsP/TOHuWft6MNDeD8/pi3J0bjXUwA7tgj9or+XqI/0elgZj/DgenL/taFDk9igeTW6208F3j9LBd9V2dOyM/QWxhxzjjPg/BM653/zRvf7x+EVnw+GHZLch8/l+4o42QmH3BOmCwt/UJMs+tiJx5zyCLUN4L8XmBWZCok8kqumIrgXoqkHXJbaukLHF9SG+5CGGblr+hsYWBdHLOVwhJVhLsUWHFA5jBaYms4y9D2lDkJ7LbNSw4O0ZLtzcwTnolX107NF41MGLNYd7JapTBwglKBQtr8spbplFvCPJ+fge/lSDldYeD5IraKXwDgPeTD9JszfPNX2PebYgsuwyySXuUaXJfa5QoctLvMnrvExymnmOrD3NWXtoU0aSssEcr/AGPYqklM88vde4fko+F6Sn9dAtGg+QdHEUORUxnwbxFkEfh3+W9c4qq2dhehaGCxzvh8oAEonBnhWAyTLyp2eV0buCAA4w/LfA/0nKFJisIJ1DEooOy26LEiccMcOGmcEJnxwdnucuCQLnAvLNDjfC27yhbuBweAkU0i4vmHeJ8Mh5MTkbU9NdHvVn2W8WKaxBfblJNwkRWxDECbteicZEl049x8l0AWks21cmaKydUD7oZ89fnoTUoWc8TF3QnQwzXbg1xM/mUF2D8wQ2J3EhiARc2eEdGbAO01DoWQ9/M/sRcwq8HYO/lqL6DlsQUBLk7qc47fBaFr9iaOsJ8q0eXmLoegp/TzNzeR+nOGOT+EHKM8+9zebGAlE///+z9+axsmT3fd/nLFXV693eXd5y3z5v3pt9OMPhpoiySYqyJUuKYEdSvEBGAghJJDhGnAAJbARIACGSIClxHMmGE1iwJMu0FsugKClSrMhkJJIzw3X2N2/f7770WstZ8kd1367ut8ybIWc4Q9YXuLinus+pruVUd/3q9/19v/yl6VdYPLXBn/QfprG4w+aFZaQ2mCTEO4HNAqaX1wH46LGzfO7CmbFg3DuQtYyz7f1wE77/4Ev8rUefZeVUfrPhveDF9UNck8ss/MEqt37QUemN/2jeCWVAXqLEux9v9/1IiRIlSpR4B1AG4iWKKHqFI8WeP3h2ePzwTlLYfSTJjge4hiQ7rGm+mBDeNAgFKvPoqwYbgLIe0XG0P1qo43mqAAAgAElEQVTJpcH6HlPVZEt5PS9uRIMfZue9hOThANm1uIomvOggUogYfMXjraD7PdWcon7FENy0XLk6x/R6F1MN2H+hRW0nxgP1tmEu6WCTEDejudk6wNf3HUS/5jnWO8vlmZOIWka143jGfJXtjQNgIvoipJpmhN6yYeYIdI+DZoMmu/SoI3FYNBkRR7nGOR4EGHhvOxQpYPEoMlKe5/0c4AVu8l+xyM9xnffjBgGxJQDcIHutsGRYmoNrNWIk2KbwRECMxO8F4iNYGNDbc+QZb7fXZ3hOXaFPLgA3or3/L8AXgJ8D/rdBzbslpM8T/lXkoNb8cb7GR+jzgn8IiceSIBA4J7A00OkWT+3/PK32ARaTLZ4wr9DzEdMDCnY3iOi4CBlb0laN80emWVhqcjxdZTvuEYchXgiCBU9roUp3LiSpBgSx5dapWaTxzHe6eAX9J0IQIHctdkajegbvITmiia571LaDSBKuW7IFzw2j+Ok/jPk/nwqYPaohdXgNouNRCciORSYeVxHoTYcPbS7ads0gjCd9ULK4sELSr+CkpOL6HNt/CRvkDzmKbJIiTb1S7dPtNPn+qRf4w9bj7Dt5nfbKDEJ5wnqP6eV11MBXfHp5nWd2plFBxrNrR/AOnNFUltYA9oLxTx54lX1hd+/zTjXW+LS0XOIoB35/lVs/yH0F41AG5CVKlChRokSJEiXuD99q+7IfAf4JsAD8gRDia97777vf8e+GbDjc7hU+DKwnhdruRWEPrhnMsqZy0eyJe+sVS9h2JA+FoCHc8XgH6UMBvmjvUKDB72XnLblStQW9YUkfDPGBHLzm6fxHFbrfnVOB6mmf4FJK0De05yqYmqbSSpm90SNuataTJmFLsD/ewR3t8u9q38tXW+/jCXOBC3PLiEhSm9mBXsDR61tMeVitzaPSCs/4r7JjpnKPFyQRXRIqzLAzoIE7LAF1uowyzXmG2RIhiAnoktLAILjIb2N5iUv8LgGPEiBIGdKBUhQOSxU/COZvz14Hg/VXcMQowA5I6Xn/Yk3/MPgeBtzDzPdwfcP1D+nyACvArw3e+3XgvwfmcCgOs0pCjYbY5LR/iYQmGSEnucQMW7zGGRSWQPewPgIneejWZc7NCbaYRmWWGToYBDXXR4mUreoUl2bmeDE4wU5UZWHzZXrzVb48c4K67hBmlmP7Ntg5UGf11DT17YTuvgr7rnbYPthg19Z4oLmGWVC4CPRNR3DLoK9ZgtWMipK4Wu57T+QwNYHasfwfLxieveH4+WXPz57I52p6TFOJPd57ROrxVYEwAjMlkdsWveWRHYfwIHqWKE0ImzEq9VgtSDoh/SzKtRAm+XEDFKnq3z/1An+w8wSNhTb7Hz2PCiw2U2xd2k8WRwSVhIXTl+iszvGhA5d4dvsQlaU1ZDCi5J1t788DcqBzaZrZWpv/7MOf5YeOvsCnP85YMJ4dqNO8cH8eHWUdeYkS7y285fsRlwtaqnHGMjoptgsWZck4xbRIRy/aMY3Rz80E5bywPEaNtne3tRqj505S0d8Kpfp+/YqK9zx6dMtZpKab+rilVIFBS7Q0oup+18z5sX4PBKNt2Hajfn/Uemas39mLI3unuUuj1xtXRx5zcn13bMzd6Oh+4hh/y+jo94O7UNYBKPwsFfdVqvFz0aiOfsvi2RGF+eX9o2P62flx266Hgxf32gfV6J7q4eq4tce/n3pwr92rFKnpE9tamGpibB4Xjr2Z2MHiNXMvS76i5V9hjCysLzTj51jYEc08F/Udjhk/dj0z6nfWjHz4utm4vd72wqgEbqdg9/ZYuL7XPqCqY2OKtPWGGG33frU51u9YMCqxuBmNygxWaiNbs9VsemzMlhltT6uwD10TjfVL3Wh/jRvf9xd4+yD49qoRf4ed38bhvf897/2y9z7y3i+9mSD83YahV3j8aEh6MrijWrqritt/AF1udyb7uc1YfCrARQK568CB3SdBg4skPgSZOPStSb9Ej9MQXsjYvJzxd/7+Fq0vxsieQ1iPjD0iBjsnMQv5KQ9uGsKzKeHFDNnziECyfnKaraNTCC+odDJMIAi7hrDjMVoSZob51S2+Z/r/5QfcZ3jSfpVT8lXmjp4DL9mfrpOJkNAbrKkglWdXNVnmBlJYrFOkhCgcuzSQg+BVYOlRY1RvDcMMtkCSMo1DI7mO5bfIg9zfwNAm2xNiy4PrvP5akE/tYra7uO4hNONfr67wN0TxEpncvmLWfNj3ZwrjLfCziEHGvEYPi2bet0lo7JHgAzw77GOZqwSyReoaZLbOAb9Oiwb9/hyZrXIuOMoOTWompq2rrFVmaWVTWK9Yjea41ZxjdX6WldPzOBuyOdPg5uIMX5An0YnN/eS3E9KqwkpBZy7CaYE5oDBHA4SBYEegthzBhkXFEOw4oksO1fG4qkIaWGt7PnXZ4oHf/krKjVlFciIgfjQiOawxs4rkSIBtSlwFCEBveXwD3JwiPaDQKw6sQ215pLGoHYfsOqovp4iuv41NMsSQql5vtBHC8jcO/sVYEL7y0gOk3Rp4SdqtsX72ONPL6yw9dIUf+sjnx4LwSTSO75ItOf7FF76HzCh+6OgLHP/4FdZ/YIkDv98iuNWlfdLRPvnmbry2T4dsnw5xTtLrzNJuLdLrzOLct/Trt0SJEgV8O92PlChRosS3Nfw38Pcuw3uWmv5uyYa/GdyLwh5cM6iOwxzSqK5HJB7Zd8jEo28a7JEgD8ynJLLj84B+uI5dR3XNgoB/9u/6PH/J8iv/psvPPxogUk/8YIgIPZUX0r2kb+VcRvX1jPh0LtD12s4S03Gf3aUqu4tVGms9wOO2BVld00hjQmdotGJOX75CrdcHqTirDzK7OcfrtRqz3V0SNUOKxuNxVtHPNLeYI8MBEZc5zAxdEqKBm7cjIuMFHmd0lRhAI0gHgmkhghTDP2Z0FTk8v4TnFxh6eef/h8roxcx1MWAuBlFqsLbh+0Gh3xuJUBTfH27TDfJs+PBRcwr8Go7/FlikR5UpUjR2QHUXKGIsIWvM8iDb3GJ/rhovDQ3X51UewfXBhSGrcj+doME20xihOcg1qFheiE7hkITWsLK0jzlucenYPPPZKvs3dhHe01vWLL+yhQ0VSEl/NmT2eofuXBXh830JNiwIj+p5CCVOStTWgKGhJViPbsEv3LJ7z5Ochf/9j2P+p79b33MIGDIyqq9kVF6IkW1HblouyfZJEOBmPRiJNIZsQZMd0AgLatvimvnT4vBCljNMqmKMYVKkqgMc5xK/vv0Rti7tp7M+hc0CdJTSWNxBBRm71xeYO56LyXzyyFn+5Orpe57ZYTA+mRk/+Jk1xO5NhlOmc2qO5OGFN5gnw+MkuTF1GDFnEQKalwTt3QM0p28h5bs4o1KiRIkSJUqUKPEugrgXy+E9hvdsIP5exL0o7KMgHZLjmuBiQnjJkM4LXF0T3TC464be+0P6Tww8jy8bMJ7wqsHOCtYSwe98PsF7+NdXHf/dA56lSFB7KSFb0njhCXZyGzNvBXYWorMppAHKOiqtmCwSdOeqtBerTK/22Gw2mG93qPQTnAIiSb2X4KQmFCmP21f5ovsu5nY67MYzTNNjVZ3EGIXuJ6wxyzHZ4jIPggAjq/TEDaxtcIyrbLLEX/BhMqrkQfRIfdwjBwZjDriF51OMB7m/gecf4DnEKDAOGQXjQwwD62LAk7MKcnq8waPJA3E7Ma6I4Xong/DheovZ8CEcea34L3KZZZ5hjQxFQIpFohBc5yCCjK9zhtRFNOUufRHxPE8RYPFoJA685ovy/RyR13AVy/XGYwTTbRZWO6Qi5EvzjyOXPI+srFKvb3Pk1S2UczgpifqW5mZCa6mKk4LuXIWFS23mrrYI6wa1YVDrHl8TiMRhGwLV8aDBC0DlFno3NfyrdUgHpyl18DvPp/zk32syBWPzuP9wAD1L/SsJZl5jGwI3r8CBiD16JSM+FpCeDmEoOOg8wRWDjNnTU1Adhy4oqd8JP15/nn/4ykeR0iEkZL3Knq1ZFo/TqT55JKd+3Ssgv1MwflEdJdrMaezCQ+P1FunaKn5x6a7rGSLdnULoPAgHaB8PclHEYJ4D62tvOL5EiRLvTggPMruTsrK/czsbZ+WIwnKxPUatnaRDFxWh76YOPblcZONN0Kn9faimi8myurt9zm0DC+PU6HfZFZS1s/o4OyidHq3v+Nz2XvuxaFw1vSpG3+0vpSOK8ec3jo/1i66P6NH1ldFx1dsjOrvv9cbGjCnQF4/Xu5mKfi9MnvNi1UJRcXziOOitkX5KfWV0vDs3Ru0vHj8xNuavNUfE5EeCUb+T4fhv3VKjvdc+V1Bkd8H4XPPFOVSca/cqyyheP/ea34V5LYpU90J7MugLCstjFGk/TjkXvkjXHr13zc2P9fsPZnQtdOzoeLWnzu21H4vGaf2H1Wi+T8kRbX2fGA/rGmLUb0HujMbrUSnGZjBOe99yI/X3HTuiwLcLlHyAniuoq7txq+bfocT94j3JjdynOm/c6V2Ku1HYh0G6iwThFYOd1/QfC9FdCFcsWI9MHdFFi11UBFs57Ty8YQhXDNFlyz/5vd7ed63z8IuvG+yUzAXZbqVE503+ReMFKI/e8gTrjvOXFrnx8D66MxUa6zFhJyUJFU4IlLX40JEpjTACHWeAxMYV8JoVFokyS7CmeMU+wTkexEmPEB68paK6/In8KC1qIA1GGHbtEuvMcp6H2GKWJ3mJgB6jYNkNzMQ0HoHA4vlfuVOQ6/klhvZkIxSz4zAwEmOYcZe0ByF+giDDE8CezRncroQ+HFt83Y+tM28/y1jhFQyWnwMsGVWe5wnOkgeAPWq8yoNYFBByjiOckw/yJfchXnJPc47jVInz45FaUqHxQvHvg7/MFyrPsBtMs1OdYmVfRCeKeHjjMkG9T+17V/nAZy9x8soKy7e2EN7T+XpIZ1/E1HqMNI7mRky1lTB/NfcZFwh8HfSmxYeDcobM4XSugq42HRjHz23f4Sw4+JVf71J5KSW4mGEroG9Z9Jqh9+EKrU/U6H4ows0OfpQ8pCc0ZkGTngpGQfgAesOOiRoiBT7MxQ7vhuvXlvnE4tf2npEICVJZ2iuzBJXkjmOGAfndkC05PnXtqT2a+sm/fBm+dwe+dwf3yR3WfqDG1EoFsbb6hnR1Z4Kx+1HI70+dCfao68W68hIlSpQoUaJEiRIT+EZo6e/CRHqZEX+HMfQRvxPl1ocCHwiS0wHhJYHIIFv2qB0HCaQnApAw9XsdVNdhlwJkAljYfiHmt1+0pIN4IPXwr647/n4KS/OS4LzDawd9Cd6h+h6ZWVwgaQQJ7VbKrYdmWLjUob2vQmMn4aX5gxxe2aYXKULpCNpQMYZ+pw7ak7oKrWwfq3aZF8T7uKiPc5mj7O+vU++3cMryVfkoxmvOukcJfZvjfoXcJkwPrMI0CZJjXOYcD8Oe+nmumA4STUbKc9w5yH0WBtZj46JqkE/vfIykR25DZnAoJDGGxiD0Ho5TjMLMN7pih/1GNHbBZ/E4IvoDxffcgs1SI0MDnowqL/Ikr/EQx7lIkzZd5rjGAikBoe9hqeC9xDLFl3iMY1yhjuF8eJhFalgB++IWkYjBwu6MIOq1aB+ocorzHPnzdTb6Tbr1GtI5Hri0ivSOQDuuTC/TeNmguwlJoGgtVVnNpjk2swlNgTd5WYRqO2xTQE0j2xZX95h9mue/akgnDkvq4IWvpoiuo37RgPckZ0K8AhlD52NV6p/rkxxWqJZDxB61Yek8GRLuerweL9Uw8/KuooZ3Q9yvsv/AKh9sX+bZ9Fge9ApIe7U9O7M74Y2o6rtZnU9de4ofP/wVfuTo18gGgiQOwdeWD/NZ+SiLn4Hqb1zCDa5j6SN6Tx0c2wepM2wWMvlgXwXj/sCTwXgp9FaiRIkSJUqUKDHCt5NYWxmIv4MY8xG3ULmQ0vyjHukxTfpAQHqiYD8WCYTx2CWNXQKfesIViwsh3PWYgxp5zeQCcAJ+4YofE5CEPCv+Sy+m/OyHQuKHFOFNQXDL5BSz2KE3wE5b0iOaoG+Yv9Lm2iOzZNUAhCRuSNb3OZQxNLKUg6JDJ6mThpIgtbRtjRV7DKcF19VBvFP0XINX3RLCZWhShHMokSIwdM0iFXEZoRSZjRgG0B5BjTzTPlIir5BbjIFDEvCnZIR7Y3LrsXEqTNGibEhzFwgEhogOEoeQgtRVSKkiyQbrGFdrH6eeF+vMi9nv4evD/g6PIMTiEfhBNt9Q2XvsYNAIJB6PQXKFAxhO4oCQOM9KE+TZemHwXtNnmvM8SCB7iJ7jxr79HOMiQZrRUxVuzs5BP8VtxZiVBuHrnkqccujgFte3Z5hppVjACknldVja1+LW8jyNnR5uo0HruEEIR3jVYqYF6fEAhCA94wmuWXxV4HxuEhfesvzZxyJsXaDaHpF50kWJWVBIIeBzfbIjGrRA38iz18F1Q/SyoP90hANqr2S4RUAKdM+hb2V5bbkQ+EouHGfnJDKZcBhw/q5K6pDbmlmrOfngOZqru/zp5mPoMGXuxK09O7O74X6C8X997f08plfQg3ru5dlNPrLvIuK7PP+Bx5j9wmHUgCKqupbpP73E7seP7+1DON2it7IEA3q69+CNIpxv3XPb7pQlL4PzEiVKlChRosR3LMpAvMRbwZ6PuIXKKynBLQMaomsG3XLoLUc2J1GJJ1tSROcF9CzhdUtwNcM1JP0HA6JbluhGRroUkJzQiAye6/rbM5UenttyqDWL9B4RD3ydWwIycJU8IJi73iata3bnKlRbGb2ZCrv7qwSvpWzN1KgnKY25lK3NaVY2FnndHGWrP8NOs0ZPVvnT5GP0bBOtMiDEmRCPwjuBFA4nAgIZo11Klzp110MgkGSD2mxFjzqjK2sYFEc4DK4QBEsShkrokhhHyEghvUgfHwbHAI6EKapsgHdEIgXv8EgcNUYZccNIZd2T092LnuJFivrQsmxIgfeAIqUGeKpsozDE5DU1CoMiG6i6WwSOQBiE7w8C9ghFRih7pLaB8RUC2ca7Og6FcVVCsUM7meEV/RiqajhYP4+7OE1/n0LM3KDxtYxLrdOcP7HOQ/tWOL25yopvUks9dCVuTtFtRhy6uooJQ3Zna0S7MfPpNu6Qx80ohAanoP90BR9JROap/XlMsGYwBwNsQ1D9coKbkngN0SVDtOpI5yXhTZMLAB5S+TdLJCEUyMRTfTHNyzKOKKILFtU2CAO+ItCrjt6HQ+yU3FNLr95F1PBuKNqaHVy+yd86eIvPbD7N3NGVN7gqc7xRMN7KqvxFltcdts/NYrfrfN8Dr3By/y2++wOv8P9Nn8bbPOh2/YDZZw9R/8Iluh/Og3GpHLX9q6S7UzgToIKMcL6FVG++3vCuFPY/ftOrKlGixDeKvRrx8ZdVoWZcFuyPZDZhhTRWF36X9r1syQrt26y17lIXfj814ZOYHCPGRCbHrYvGOxatVgs14gXrsaw6zoAyjdF+HG2MasQP6+5YP8fIZum1dGQPdW1rdqxfZbQKwt1CiVM/HrWz8dKn4rF8K8frvYTi/ol0YiL3RhZv0fbovWhzdM4vbu0bG3Lx4KgG+pFgVHO+f6KsdH91VCN+tjKaTy4Yn0/+bs/g72ZlBuNzf/K6KKJYK1/QWxD3OOfF2aoL8zuaIPJ5GRbaxX0aTyKt+pGV2LN+tJK04OPWmxr/3e9F1/faR/XouM7K8TruSIw+a75gTdcsfGEtqP7YmJ2CFWC7sA1tN77ubqEmfrJG/O1GmREv8ZYwzHYHNw2y5SAUIHIKuo8Eatti5iQizTUfuo8HzP9qguhZXE3itWfqcwnxUYlsC4L1jGDNEh9RfO5RBc5hlkKSJUG4YtFrHqE83VOKYBvCrRQRC+yCQLQVSno2wgZxM0QaT6Mf03MRrcUqz60c5cyRW5y6cpO5xQ7uoOBzU4/zufAZ2udmEDOG9tIc19LDLJ3f4Ji/SS+d4oI9js56pEREpJwS55BO0HMR1znEVbGfp3gV43sYphAoIgyXOTJxtIp0c8sw2HUEuao4DjsmcVCkihdfk4N8d4ahifCGSG4jfZWYacYfq2mGIm7DwHrUHvabpL8Pt7X4uh3Yqg0z8xUsEoFHDSjyAImvEsoe3g33K8b6EKkM0mZYV0OQIaVAeEtGE+kN3mquh/uZXu+jGy2EEsTNfVT8TXYvNfmCfpLG/LM8OL3CsdYWG6ZOTJ2vTJ/iTO8m3WaNjaUZDtzYZP+lDeq+T5gYEBCfiYhPa/R1Q3Y8QK9azIIguuLJliT6hkVokB2HrUukEDjrqL9ocQrsIlQuZIgM+k9F4MFXJD4S6HWL3HboHTd4viEQTuB7HlsVe6rrwF1FDe+Goa3Z9WvLxP0q9Uaff/DQb/Cp7jN3HTOJ+1FUd5lCZA1Mv8L//fL7+D6rWKp1+LH3PYfQ+RzsmIg/nnmMKnkwvvK3j9K8pJDKUZnbuef6v5MhhPgrwD8mv3D+L+/9z068/18AP0V+UXWAn/TevzJ4738A/vPBe3/Pe18+lihRokSJEiVKvKvxnhRre69i6CMuEo80DNSafB5gSIFIQZg8CLENSXTJ0HsqIH0ows5rZEdgZwUqE9i6QHYcCEd0PUNtWlQCsu+ov5ohEaSnNNlxjRIKryBb0HkAlIGvScw+MKEiiC2z1zsgQGcWnMdoxdkT+9l4aor+ByOenT3J77Y/zotXH+Zr0SN8/dgTXK8t8bh9iVm1TbOxzoxa5/18hbrcpMkWT/NVApcTtZv0eIbnMK7O1/xpWsxiEbRo8jxPkxFNHK1hlnkY8CrEQJTNwYDm7Qb9DKMA2hX+5/0tVRwhDoXH03KHyPaeSE5eAiNa++2q6cVse7EmfbKfxFDF7gXzeabdo7E08DgkXcDkXtICZvRFQt0ncyHWagKZ5HXlUg7qzfNAXvYcWmd4rfl69DCb2QGckLREk688/ATn5+aJX2/w5dZJVvtN9LSDWclrRw+xVW8wtdPl+IWbHL68hsoMCoMQAgYqpR4gkqRHA2xDQupxM5r2hyL0jkPFHjulwYHesdimRG0BzmMXNLLtUdu5Mn90NoME7L685tsjCG+YfA76XABOr1lk7IjO5U9nReoJL2REr+fLyYPBmKjhvTC0NXvo0Vc4fvISQZi9aZvDNxJwS1dnkNpQP9TBeckfv/Y4V1qz2JvT7FNdFnWbx6Zu8qNPPUf/+xLMqUPs/40rtI/bN+0//p0EIYQCfhn4q8DDwH8qhHh4ottveu8f894/Cfw88EuDsQ8DPw48AvwV4FcG6ytRokSJEiVKfLuhFGsrcT+YFGYzSwq95fABOA0qcWBFHqg4j68IXFXsKatXXkrx0wqUwRtPeBHQAqHB1sBOa1xdElxJcE2FsIJgzUEIaV0SbHnctMwtqAKBq4KrDeizdQiuemxd4LUkCyVB4rj5YIO5Gz1kaNmdqvLlZ45TXRL86h/9DXpBk+Pr11l+YJP2+izV6i7Brqe2/zxZ0kAKR9JrcCZ7mb6fpu+rg2rpPFiOqXKcC7zuT9NlmowalmCMej6q8YaRErpAkA3o3QY7yFwr4ZDekFJhlEEv1nlrhsGyIxhUZ1fJbdGG9gzDmvSRYvtoO4qXR/HqnawhFxPtPCueq7Gr2/o7qoCiyi4VvYuQFu8DamILoSypq5O4Sj7KOVAC5wRSKfA9hMwfOlipeN2fAnEA8ESdFskhzetXNthoPsCi2mQx7XKlMceKr/DEly6jpWN7tkmj1WN2s0t8RNFuTFObShHeU/taTHA9o/vBiOSR3LZCdRzBVY+ZlXgtEH2P6Arkrkd0Ha4GdkYPTpvHzCtk5pGx2zsaOE92QKJXAePRa7m3uPB5bXh0OaPbcVRezd6Ubdn94O/Mfp5f3/7Iffe/V2bcJQFi8PyldjCng/3ZuUfg3MNEl3JRuA8fP8snz7zEjz71HL/FB6iSB+Mrf/voXjDevFA+A53AB4Dz3vuLAEKITwE/DLwy7OC9LxbUF2tZfhj4lPc+AS4JIc4P1veFd2LDS5SQFqSZoG7bAt3XFNsTD+QK/casyIpUWzsxpkDJ9WOWSxN3mfdLR78fSy7xTfjOUnempk+4IkF9xBdeLvDKZ+T4LWvPjfQyrqdze+20PU7jbRQY7SouUNALdPTbaP3vVZuy+8WYJdvo93XyOIjCMVL9UTsssMy3W+Mn8HI6oqYn1Qt77emJKbQQFVZSGX3u7dT0wu//pP3I3VCkrd/teplA0aZs7I5vUjy2sA2iUG6h1Xi/KCjO99F7To8fCC9HbMBNOb3X/nphK6wfX3fcHI2JK0Waenus34IaXQtFu79iu0hfB6gVLM96cnTOYz++7p4ThffewWffvqSml7gPjAmzDYOKLUf8UIBuCuSOQ254zEGFlyASjz2gx+pgbU0QvhRTedWgWh4belRiwStEQ5EuK6ovJ3ltWja4IDKPmVOENyzeg+5ZsAoXCMyCwmkI1zzee7IjmrasEqSO7r4qvaZGG8/Now06rQpXlueZDfqsXz9AQJ8ndleoqDYbwVGaWYuHNi+wUwvR1ZiuC8lMRtTbJnPzVElwhEjhUNJgrAIhqNHHeYFSEmUtAokjxuxlxHMquhgE4fleZSgUcpCpVqRI6REuJqPJeA23YKSuXpzeavAZGXnEOPwbfsowC57n2xUWiwMiRoF9MdAWhf6TdHUx8UdhzHAvLZaQ1DeJ/DaZq2K8RinLlLrFbnoEyEiZRtpNlPI4a3GySlhZxXuQKiXpTlO9pfAPdLBZQNZZQOkvc2HhELUzpzg2tcXq+RmWv7JNst+yWp+itmsxFbCRzYXVMofatQS3LKplCUOB7Dm8EsQfqKC3XC7MdixA3TDUvpripgRmXhPccKi2w0cejActSR4P0JsZIpX40KM3LHZaYg8E7PygZvbfdnM2hxSYacBAdkpTfT7GzakJ27L8YVaRtv5W8M0KxsdWdHIAACAASURBVGWU4Xrh2D1pdX+HeGv0Y/eFS/m4uwXjSEH7pHtPBeNXb23zX/7Mb72dH3EIKJoEXwc+ONlJCPFTwH9Dbsr6scLYL06MPfT2bGaJEiVKlChR4luKMhAv8UbYE2abCCr0qiU9E5KdCAguZkSXDeBJHwlJT4wouCL1oKD2QgbK45sKlTlELEieFKi+QG9nqE6eHReJy+txjUOv+Nx6qqrAkH/mQQ3eY+cDNv/jiPDVjGDT0t6skEyH4Dz17RSnJZdfnKUxPxIxSeMKh7Y3SWWFSAi80ahaRk8ELHRb3PT7USoh0AFadWn7OsYGVF0LIUAIA6oG1hOLGkJ6EptnsTUGj0DTwdAgD8LzQNxRxSPIaenxIGiP8rpp16PPPB5ZCI3tgK7ucHtBdlERvSiyNoQvLDsUbSLRx/gqlkphbDGQ3svzFjBZmz4UcjMD5XY/2KY8454ruEtiWyOzEYHsk7kGIX2c0lT1JrGbQ7gOlgp1sUYs5gjEJsKDw2KyOrOLlwlkRltGCGWJmlsk5/InqitL06i+YHupjqtBXAlZaqyx/UiN+ctdzGq+OZtHG5x68RbBislFUSJFdCFjut/DLCj6T4SIjs3ZHNOSzier6E1L9UsJXlnIHHoHfADpcUXlXEJyLKT/SECw6UF6ek9FpCcCROrx1T52HoQVCBx605L0NJVVQ+/9arxa4A1sy94MvhnBeLi0Q+/cQaQ2iNwJEGc0M09fp3e9sdevGIz/2FPP8W8GwfjJX7y8l91Kq56bf/cItY3JdNC3JeaFEF8qLP9z7/0/LyzfKc1x24n33v8y8MtCiL8J/CPgJ+53bIkSJUqUKFHivQ1BmREvcR8YCrONvzgKKnwoSM+EpGfurIAcXDOovid+KCS4YZGJJ10OSD6o0DsOG3qCVUH8gEJvC0TX4ZXEhxLVdpg5TfygRrUG9PiOIz0a0PtwlfixiGxJo7ct219sUm0lNHZSutMBJtLU45TDt7Y5eyJXIQ0rMVGc0Rc1UlsHkduCrdXmONBaQ2JIkgaVqEs9WOd8sJ9e5jlkb9IyC2S+gvSGmupwQR1kStxiOzmGG1DWPRpDDTBIEjR+QDdPGdZsewI8MbkQWpWMKYZUcj+YxpoOuSxbxMhuzDIKxocoZrOLlPQ+Ak1FtemZgPHAW3D7/f4wGz6ks1PoI1G0sNQGJmoMtkUBSU7Hdw4IsAhwVTwO6wOEswgZEoguSgYgHIGKmQpeIvVNWM/Qy4aZA68SBDltKJsbZIyNww6ULE2g2HigQe/rAaoWUUtSPlt9gIfDVdZOTOOBxkbM/OU2u2tVFkUbX5NQFUggvJlRfy5h53RIdkATrKWIxOEbGgTYWYXcBT8nSWc9smWRWw43L8kWJdmZiMx5XCTwgSB6PUOtG/pnNMGqQ6Yeve4xSwK97fAVQeVsRnxCE2w5ROLxAcTfYDb8G8FkMC4DS+3UTdLVGVwSIGsZlaU1ZGBpHN8FoHMpfxByp2A8Xjq+N1V0x3HoN69z42/ux06H7+oM+ZEDs/zTf/ijb3n8P/tHP7bhvX//PbpcBw4XlpeBm/fo/yngn77FsSVKfNMgPAgLYoLxOkZHvxvlHBBj1HJ7x35+kiZdHOPfwh3pO0m7LlB3fYG663SxPT5ERSM67GxBKT2YoMf3/KjfthkpqJOM02SLCvZjpQBv5dh9p6FAVS8q/KtkdOxcPH4CN7LmXjspnKOaGO+3LxhRnWU0Wred+Mn3hbnii7Tw+6Wp3yeKtPXiuv2Eov7Y5xbKLWR/fN7pzmh/w7vQ1GHiWghGO7+upvbar8q7z9WicHEa3Rh7L2N3r71QcDpoyBE1XU5oJd2Ntp74cUX9ZuFLL/b3toktcXe8e+/83uMYCrONv5jXit8PZN8jMnBTiuy4Jnk4JDsZICoSs6Tofk+N7jMVzJLGTCvMgsLOCNyUoncmovtUBb3jIRTET0dkJwL8lEb0czEs2XJ88bWT3Dw9jdOKzmyIEILuTIiyjpuLMxxazWuzFpZvEasawju813kYayWinvBq4zgdVSNO66zHS3zefhd93yT2dZ61H6AvBZkL2HTzPOufQQc71PU2kdwmIMZRQZIS0BtkvKsYwkHgOrQp8yj6eIKC7/ewllwzzFhnNDAESFJygbRhoD0ZJE8KuqUEdIEAh6Vr5kioMwrgJ+u8hyhmy4dfUHJvnKMC9Mkz9MNsfAaIQaZfIkmQeKTwKAypr5HaKfCC2DaxXuYMAJ+R+TqCFCUTokoba8Lb7iO8ByVGdXMulKwemeb3P/4k3Vq09yMmM0tzM2brcAMdG3Rs8ELgtUD2PCIm9/q+kjL3q22m/riHbLu83OFChr5k8BFIK7ANiRACN6ORXuArksplg0gcsutRWw61bQmvGaovpERXLb6WK6nbBQVaIvue+JEQMkfjizGy5xDWo3ZdHpRPevO9RbxZ8Ta4XcBNBpbK8ia1kytUljeREz7lw4Ac8mD8T84+yuHqNj/21HM0P7FK/RNr1D+xhv1km61PLnPoN1dQuyntk+47WdDteeCUEOK4ECIkF1/7dLGDEOJUYfEHgHOD9qeBHxdCREKI48Ap4Ll3YJtLlChRokSJEu80vH/rf+8ylBnxtwnZYY2+hxfypJDbpD2Tqwp8AGZWEF4D9DCTDl5JzIIEo1Fdj51TqF2Hlx489B4P0S2f64grAd7jIpkHOf9Pj/RMiK9JdpcqTK/FbM9V8DerdIIGpgfnDy7hQkElyYNLHRpaH+yz8KJGIEEYpLLULmheapyknzURjZR+d5HAbSK8QpBipeaiOIYNQowP8UA33Y9WCaHqAwGhWMNSJ7EDKW3UgH4+pII7JH4Q1IIkw+1N22G2e5SV9nlYiyIZUMuLQmzDdsCIjm6QeAwaSYYgJEPhKdKF76agPqSfF2nvo2VPgKYP9LBUAVADFoDEI3BIObQ0U4PNVDgcsZ1CEuPRSFL6bo7I76KUQos+3c4iYaWDDgxK5YG39+Cdoqq3aNMY29q4FvKZv/QE73v1Ct559l3rcvnJeUw1wGrJzGqM6PaRPY+vilzZX3iq5w3xzCBYbltEy4Nx6G2LCCX089pyH+Xb70OBTy16VRB9LSE9GuAbgsp5iw/ARxLZs8htm/dVAq8hPaTxNYmbUbiew8tcxM0czxX/vxl14kO8GYq6zRS71xd4Io55dvsQ4dLObYH3ndA4vjvKjF8cZMZPv8RPnv7zvT4tU+H3au9jQyyz/Js3yPTgAYqA7e+eR+vZ29b77QrvvRFC/DS5G7oC/oX3/mUhxP8MfMl7/2ngp4UQnyB/mrVNTktn0O+3yIXdDPBT3peP50uUKFGiRIlvR5TU9BJvCB+Ku3oh31HIbUIdOjus0auWqOVJD+dq67LnyBYDOh+rEl0wmAOKbNejWgaEJD6pMbMK6UGsJOgVi4/A1SVuXlB9ISVbEAgpED3Hwm6Xm4en6b+8QP9IBAq8F3Rv7qe6vEY8pakObMFcDV4/PcujX32NzCyT6IBrtWO0+jMYU6VZX6Fa30RsZmQOYjeHFAlSZExXrtNKD5G6GsZVkD6lGW7QzhTeKzIrkVgUDjPIQOfXmEMTI7GD1xkE4YZRAF4MkjM0MeAQOAJiEpoD9XIxGFec8nk/NwjONTEOh6M2eP9O2fRJjOrLRxR1jyAZ6MVHBGQoERPIBC16WB/gXIgSPUKVDrLgIfgIRT/fL+8IdcxMcJWOXUT4Lkio6p08ny4d3gmCoIuUHtCoICOc2UGKO8cgcS3k+cdP8PS1qyhjWbrYpjNfobuvws5ShYWrAiE8XuXn23uBmRUwVPhUEplmqE2Ha0hUz+FmBOoquJrF1xROO4J1QfeDIdIKdMsRvmbJFiVIid0nUV2HEB5Xk2QNgbCCbHlwXownOxqOlgf4ZtWJD3E/wbjNFCsvPYAKMoT0fGBqhc+fO0Ht1M23FIxvtKdYbObC36HK+NDx8/z1B77M7/I063KZ6mqeDRcOFp7bYf2pLfqPzLyrKevfTHjv/xD4w4nX/sdC+7++x9ifAX7m7du6EiVKlChRosS3HO9SG7K3ijIQfxsxtCEbZr+j1zNcVSAyf0cht2LWz4eC/vsjzJwkumyw05L0WLAn6NZvyFwQ7hGB3JHYGYWbymnrlRdSfFWS7fMEaw7VtwQOsn0C19B7n2m0QJ8NiacDApdhhAYJUhlYq3LjVINZ+nv7Y5TmgjzO6tEpTDJFrQNSemr1TZK0SVTpo1UH4+dRGDJfxzmF8xWcA+sjnM/3r6Y3sE4S22lq2tDNFvC+DwxrYhSKHqGIMT7CI1DYQdgsBxT1ol2ZpUKLQMVktobDooQl9D0MTSwCgcEP6rQ1KR4zkG4LEWTkjufFoKd4pRcpw+NZ8IAOGSHDDLkkReLwONzQ/1vkonyeACUsXhikyIP31EQ4Kligrjp470Go3FJEaJp6BePzmniBH2yVRIcpHk2tsUayOKijm7TGKUBnlsdfvcqRy1tIBzo17LvWIeoZ1h6Y4Wi4iUDgqpJsQaC2Pa45KLEYzFW1mz+JjM+EyI4jvGkwCxbRB1vPx/oZCG84UizZQQXWobYFdgnQgnRZIVsO0ffojic9MqirGnyOWZgIPF3+IOudxu71hb0gHEBIz0eWL/Lc6n4qy5v3tY5i3fi59QOcWz+w995rqwf5iQ99jr/+wJf5t/IpVjZmgPwxzu7VWZY+s80GO7QfyV//TgnIS5R4z2FQJ15EMWMzVj8++RVdLGErtv1dXp98b+x1N7Ho7/rem8Zt4+9iVyTv8T01Vlt7jxpxPfqsSsFKabKW1RaOQ+bu/rljzk/FbnexocrHFJe/gwk2d6vDLs5vO96n70baR1lhwjfEuCbStBrdXwYFXQA3IZ00VlNdtP4qnqO3Wi9evJaK67iL/RkwbidoCnNjopZc9kdzV0ej6yXojM+1sDJ6z47Ks3HR6ECsBc3iELQafW5Q+IJRE18wrpBEynShXrxwbz95Xop14cVrrlg7nvcbfVZUktDeMspA/G3GWPbbQuVKRvR6RnoyIF3WEIyC8Ttm/YI8W1ikrxdp7XZKEj8yyqSHFzJ8XdB/JGTqz/qYQxKEQG4ZZCroFU19hEB2Bf2lCuuL0yys7RImGd1KhbPzBwmCjds2x/oQqT1hpU1tO0NKgx0oa3gPiW3gvcOjsE4hpKdvpklsg4ruEKo21oV0zQJa5FljYzRVucmOPcIoo5xhqZF4h8JSpYUlxKMQGAQWhx4s59lvhML5AC1TjFM4zyC4zga3DB5JikOjsGgS7CBQFhgy6oNA3DOiu1vyy8QyqksfUt2HYnAWicEN1NElZhAwB3lNt0gGN2V53t/YCIdEqh69bBqPIxAtQgx4j/cavENqS2wbBKJHqLawvgJ4lDDI6g6SjDSu0maR6MsZ/Sf7yMKXsMsUty4eZvPGYeJkH6fMeWZafdJaLrY2vW5xEsJuhlWC/sMR6akAYcFHAn0tQ8YOmZKXRkiBcA6vBXZRYRYVsuOQcxrZcsQPBASr+SMPkTh8U6N2c69wGVssKi/RyICKJDsoMQc0+pYhOpfReyKk/YkqlVezUfA/UdLxzcQbZcWzONoLwocQ0vPB2Rt8nTendF7Mjg9xqzXHv/ziR/mJD32O/+Tkl2kdzdfpEbxw/BBfkadZ/PQOG+zQf2Sm9CAvUaJEiRIlSnzHY1Ic872M8o7ubcaejZmFyusZMvb4iiC4nlF5PYOhmueEkNswgFedXF268lrK9O91CV9MqH0pQXUcwoPqOKpfT/fErIZq7cGWIzmusaFE7DjkrscEUHkpRd0yueezdcjQsDY/g9WKlYNzXD2+xKWFJWw9X1+ymQcHLlPEWzP0szmS3Qbe5lMnrHRwThFW2nivsE7nNlyqTT3cwrqQ1NcQg+yvlhlapnTTfaSuSSO4gVYxfTeLZhdFH0U2eNiaDWqrPVr2CESPgJhAZATEzOobzMiraDIk+XqHGWMpLIHMqKo2IT0UDoVBIIlEHyVilOohsCj6WKq4MRV1j6CLwKLZBeI8Q08bRW8QcKeoPLTOHwQMvMgFedAp6TOrLzEV3iSQPby3WCtxhCgsghClMrRyKJFQDdsgPMZHZL6WU8NdhBIZ1gfU9CYVvU0o23irSLMGKkjBC4wJ6a0s4QbnxVlJ+/XD9Dt18BLXC+HcNEHi6U+F1LcTrPAEsUWmlngqoPdkWLBk98QPBLimJjukcBWJt450WtF7MsxtzgAMmHlBeiZAdfPyCS8cZk7ipUBvGkwFnBSo1Qy14RC93GrPHND4QJAdCUjOBBAIXEPSfyLENiRegB0sF/UT3ikElQTvxj/XO0FQSW4TcLsfFEXchhgG4yu702SxJos1TRnz8f2v8fRHX2Pth2aY/5ql+vLO3pihqNt3sLBbiRIlSpQoUeI7Ff4b+HuXocyIv83YC4xvGnxATr2dV4RXDUZ5gtWcvjsp5Fb7iz5624EWyJbDVwVoaDyf5BnJWYkw5IJWCzlNPTusUesGve3Q6w47JVCxxzfAxxLdd+AFwnnCKxksCC7/SJP0YgXlcgqudwJnNJWltb19MKmm/fphXBoS6VVsepj+Ro2mX0XgqNZ2CIIe1gWkSuVGXyKngFf1Lj7TWDTWhzjXw7kALwSR7qBExv76a9zqSHpmEUkGZIiBYFs2UEU3vkkgewgB0qcgNFJk1MIWymT03RR4hRIpQjgymwvEhbLLVLhK1+zDOnBEOJ9LqUWyRSg7tLJDqIGCOwPqe8gqECDooVWC8Cl9N48gQVAbKLNDSAepLHiXZ4sHOXhNjCKlNlCJ74gusZujl80R0CXQCcZFGFdH0QWpwEFmm7neut5FkNdSa9mnqjeZClfpmXm8gChqo6MYNbCjEAKEtqStnNqf7k4RHGsN6sdzBldS1aQbdWY6PbqzFartjFQYTKh47cMHuJws8ld5Ye+LSlQkuz8cUfl6gqp57JQmfiKi8lqG2rYE1yzmgES1FekxRXQuw1fIH/pMK2TmQYDedZh9GrMoEV4QrBjsG1n7vUOWZffKik8vr4/ViHsnsFnA9PI6cGef8TfC3TLjv/bs9+wtRzrlJz78OT62dBY+Cl/mzFhmvIgyS16ixLce4k5U8bvQx2/r+y5U8f2mokj3LVpCFb+yJr6+ZIHXr+6R+lKF9UVyRAv2wQQ9N1R3bKugcAusxqn2ovAb9W3JuhX3SfEuHBdfoIX74uG6T+UsOaG1U5fJXjsKRucvnaCm26KQcTD6YKkLGzG53fdLVX8LlPainaAo2LthxqnpjNm9jdq6Pz4/g97ouJruaHtsa9ROovGDsh6NBHkv6REFvngdwPi1NI5RYsAWzgNAs2Bzdjea+uRyJN7Ze5BSrK3EfcNVczE2kXhwoNYtMnGYaYmrSEg99g5CbnrLIaRA3xh4gB8L9oJymYHqOsx+jeg5ovMOfwL0luP/Z+/NYixZ0vu+3xeRy9lq7a6u7tvV29232RdSQ3K40yRFmJQxAqkHgbZkEHzQow3bMKAHPsmQXwxYgE0vNCkYom2KHIykoUkOSImQZoaeS8529+m+W1fvdWs/W2ZGhB/y1MnI7Krqquqq7uq++QMKFefkFhkZmSe/iP/3fW5CoW5ZxFga3zPYE7mvrzmlwGmkZ3GhYnBJc/3UDGZKc/a5twj/OkJtKOyEZfJiUPLJubN4BgnS3AgWS/PEMsP+BMlyi3Znmc7kHdToxo07N7nZ+zi9dBolGeIyHIpAelgXYYlwEtBQaygMTb2S571WIQ5HoBOMC9A2xaJpSB+2pOOuRSQbIAENfQdHQKg3CdUmKsswhHmCMBMRaENiIjLbpBPeoaFXuD18kaaso1SGdgMSN0NL3SaUIVqZkY+fQkmay7+lh5OQUHXBCcZ1GboJAhLAktHAEKFdHxGHSEocrJOaFnGwRqAGOKdZTS/SUreIg34u3Scmc00sGnEGq+L8oSKSG/oqJFADRBxtfXtkjBsmo5tMRjcBuN36VMXxLf89sdnITSANx7+t6WoMCq6fPMHHrl7hneQEF+dW6E1H6Cxgbb7JxMqAzRNN0jOeAWwdesXS/clW6Ti9z+YDP2QJRAHZrCJYtqRnLGI1LnV5X00csmHBOSSxoDTJxRAXC2rTENwyRVC2h+QHDjsb4zo0nH75MmuLc6SDmKg9ZGrhDtoL1HZYxrjPMIv43W98cWyMyxfhlZExvpwuM7gwypcbKMxEfr3q2fGampqampqaxx7HYzWAWRviR8w4jZk44vfSkbux4CYEvenofioqzf5tSdldSyE9m/vTRoL+0GLmFJI6CEBSL9CbtsSXE4YvxYgRTFtQyxCsGtJGnmNcADJIno+wQS4HVhsOnRrOvbVMOqPgRO6T+7H3NK89c5ZsNPKYDBqVwVNLY2qDxmpCq7NSOl8lhlPN13g3+1Gcg4wQYUjiJmmodfI0XRaUoqHXAGFopmjr6wxkkszkucIdBkNEwIBAEpxocFk+A69vkhETyBDjAuYabzBhrnOj90n65gROFMokWOfABfSyabCWkE0YpQ0TpQhsn43sNJHezGO16wQLxEGfxDQQcSiGhGqAQwhthDVBnh5NZYjt5n7gkkdxD3VuaIfSJ1YDRGXEakCsbtIzMwyyKULpMzQRosDaIDfgXUYUbIBzaOUQ6aNU7sM+tJMgeXC7LazTJIMmadpC64yosQnAYHmSrBdzq/syw402raR8bRIV8P7CHMp1OZOtI8DamUlWz7SYXuzSn3GEixkycp/I5vVdcQvK8QkEN6FwsSJt5YEC4zcT9LolO6HR76W5Qd6D4JohumlZm1WQOaKrBhMbyByS5JHahz9TNviPAzo0zF66eej73Y8x/pOjmfFXeJ75P94k+A+jvmAt6wuw9CsLBw9UU1NTU1NTU1NT81CoDfEjZiuNWWvVgIBtKMxJjVMgQ3dXUqwtKXs2r4nftrgQZAhqaLGpIjkXEF/NcFuxoqzLje9IEAPx2ykuBHMmZGAgvJmRhYIoMGfz47pGbnCnDc3MYpc0VCjrmLzZIxwaTqxtcuHaElcuzgMQNQZ3BUx1Djafgok75e+t0wzMFE29zFpyAYWlHS4zzFJS1yRW63TCO1iXS84dilivYd00s/Fl1rMFEtMkc00a5LPKSlKcC9BqiFIWKyFNtUQz2GQqXMyDr6ncjxpnMTaixwwBfWK9iTEhAztLS9/GqSaKIUnWHPliN2kEG6SmiXN5LuxhBg5NxAZhkNAM1hiYSVLXIlAZShJEoG8nEGURDE40igRHC/IM4cSqj5IszxVuE5p6mUg2WHUtUqsRsSjbJwxSpsJrDOwEM/oOA3sCcTKabe8RBAM64Z1x+64l59FBQjKcJHNCsj6HtYp+MkU8lQd1yzY7bFw+R3ru1fx6WbBZwPBcyrVklnefmPcvGsO2Zv7yGmra5kHZepb4TUPv00WUzGraPTuhaL6eMXhGE6w6pG/z/n4hoPFulqtBuiDiwDocjumv9Oh/OiKZV3nMhJ4jeS4ifULTeCN9aP7g+8ktXuUgs+JwMGP8/9PPEayNtrEw+eaAk19ezI3xmpqah4ITP9XliMdtcOwwpKe+NN0PUL1LUxlPw24rEaFDTxo7E3bHZd0sy3PTZjHZYZrFa28YFXJfCcqvw86TZPvyY1eNzn6/0eiPAb4MX8KKW5gn37dxUTaxd9HichvEXqT73fAj4sdBcc36u0nTI6/9fWl65fqJF83cebOn1a7m7CFev8osrXj7Fi+jjUrKx9SD4nPQL84p6BXrZN1yvxtuFO9mt6NCpt4Jk9J67aCQnUdStLHyn1fBevk8KK6L8TTgsZTbOJSHZ0LW0vSafeEiwZwJ2DyhCW6ZYsbxkkYqLiVbUnYXCsNnQ4JrQuP1JDfiNegNR3ZCY07mPsWupUjnFGrDEtwo/NABslN5Cqx0QaP7udkrae5TLgmsXGhz6vI6yjrmr6xhtAIlNJOMl35wnffPniSeGzA3ewP3/XD8jHEOXKaJTq6DZ4hbq1hLziNkKHFolWBNQKj6EEDghrSDO0Rqk8zFDLIJDBGh6hLIkFa8ylTjBuvJadaGT6DE0g6Wcc6xYRbQskoz2EDLEEfIZHgdpSyDtEUvmx49WDR5erIhgmBcQKhSItYwLmZC3yZzDQbZJJkLaOp1UjuBxWFsDBhENJPRNfp2Ovedx2FsHjndWDDSoqmXENp5XLdAaKubDOw0QkLmIkQykqyDChz9dAKlEqbj91lOnqJlrrPJqTxvuYqYb3yfMBgiSUrPnqYZLDO0U2QmwkmHyfC749zgvWwWIUNrS6uzRDJo0xs2ydKYeGEVhUMEdJQRTW3S77ZALKqZ0Ji/zQ0mmf3BRikqeZha1uZaTCwNyp1RpPRqGV7NcJml+WqK2sz7cNpyTPxpQnZS4SKVxyXo5rnrdc/iYocJFOF1Cw0B5dDLFlIYvhjhAsGFArHC2XIKv0eJ+zHGgR0N8qoxHn0x40Y3XzeziquXTjH1x6c4+eVF3j149WtqampqampqHg1qQ7xmP0ji8iBqyzY3nC/k0aKrkdLBk7JHDhcK2RlNthSQzQrihOyEIrhtIbUESw5xDulqNn+qycSf9YsravO0Ud0figlWLP3zGr1qsNMaM5n7pJuuJm1oZq9ujI3wLbqtmLO3VmAOgihj4tmrbL7WBCw6HBKdWEbp8qjeoDdF9lRE4507ODSdcIk+EwzsFA21hqFJL51iU+aJZZmeOU0gXTLVRJGSuTatcIlQBkzHV8lsM/cbDxJm9dv5jLQM0CojlDXW07OEqsfATNI30yiVEpBiTIQWhbUK6zRRsEErWGF58OQoprrLZ9fFMBFcZ2BnSEwDrRK0GtIK1mkFy0zLNZaGT9PPmhgXEkmXgUwSSpehm0GTIsrSDpZwaDQJ4jSiLMO0QxAkDNI2hlk6wU2cg9noCtY+g6gAISXSG6SugXaGKOgTunfpZk8QSEoY5pHa3K9AbQAAIABJREFUN7MFTrr3UGIwLhpPKihlabQ2sDZg4AIy7cbpTkVAnDB1cpXZk0NuqFMAZORuBy+pW4QDQ9oOuLmQD8jcemYa21PI0OX99JJGZYUcvfHKgM63c6MbLQRvJbSWLemcIn7f4QLD4GMxTjlU1+Ksw2nBNYTuZxs030qwIjglmDMKgvxEZDB6ou6Uwu8R4aDGOOw+Oz42xn/4L/ni3GWYK5a9OTfPl+UzTH311IGOW1NTU1NTU1PzqCDUM+I1+2BLzmtHQdTcpiFeswyfDvLZ6m3yI5sJIXovBQSrHf2PhRBvRd5y6OUhje8l2FmNiwTdczTeTOm/GBJ/kCHpaKZ8XiPWYeNCjlPtuysLbS58dwmrR2s4R5AZbj8xS2NYyFNUaGjMrjIZXWMwE9wVYRTA2HBsJGpJyZyiFa4Tu00S06SbnCS1IU29xlr2JIqEKFQYGzJwk0zIdRLTItS9XNrkwBCS2QaiLJP6BiKWxHT4cPg0zimawQqaPoltEagEy5BBNolxCq3y1GLOhqRpzGS4iENhrRDqLp3gFoYGDdkAFKkJaQabNIMVQBPolLnm2/SzaTQOqxzaZBgirDWEOpfKpyY31AM1IAy7NNTaaMZ/BrRhJnoXwfBh8iwdfZOGXkVJxiCbRilDUy0zEd3CuoilwbNEemOczdyhCVWXXjZLJ7yDloTMlnNYi8oYnDFo511nB4QZUWMAg2Zp/SzULJ2fRKeGmcUupy6vM7HUpz8RFsHTIJeTB4zl6PEHGVhLcDvPM44S9JpFdR3pkwqxjuarCb1PRmRzGr1sSGcVBApsruRITwq2owmWDHojV34kxyBgG9yfPP0wuJcx/jvf+AmembuJGkURfmb+Bh8/s8jf+fwr/BGfha88yNrW1NSMkUoUaSrSa++x5nR58F20t9DPJnHY0nZfWn6Ucupdole7HSKoV7Fe4w1coZBKXVUCXfxezXvy2k6nrO5KJovfwGSiuFBRp5D3qm5ZDy2JJ/H1I2NTDqFekqofZ5l6xbVA/Hc4X4YfVRRpzeJ9I20X7Z16IV10oyztnAr643I1UrqP8iLi+1HTbVR+U/Vl8Db2orhHRX0kqNyA/uddrovs5T6rrCN+W6o9vrP48nhbPj+VFZ9V6pWHxXF1v1wH40nYe/2iH99ptEvrTYbFO0VLJduWIyn3ac2mXzn2gn7AUdMfJ+qWO2LGecRjxeDZENvR2Ahkw97lD7tltKuhIzsbkp3RhMuu9OMcXssIr2Wo1GFjRXZSY9uCXjH5DPqpgORSQLoQINbReD3DNYTGWynhkqH5Vp56qvndBJ0aTKhZfHmWJNZYEZJmwDvn5zBKMYj3JxHWKh0/axo6D8xmrDAwM/Syk4RqQCtYZWCm84BnYslcjFIQqh4ZLSK1wXS0iCAgiulokXZwm1j1aAWrhNLjTv8FMhOBKNaT0ywNX8RmwjBrYqwQSB9BUG5AI1jFWhjYGSbCm8xEHzAZ3eBE9C4Qjn9ExQ3zIHSyDDhEMhwQSo+p6BpnO9+hGfaI9RrtYIVWsEqgUxpqGa0SIt0j1pt0gjyCvHUxjWBzHJFdK0dTf8jQTtA3swiO6cZVGmoDK1uGfJ9Yr6IlBRxKUpp6iUAN88jyQCtYZvDkmZKbQBgNiU+s4IzK3QYcmEwRTvSZW7ix/bVKDedeXSbupijnGEyEnH1rlT9eeilfwTokGQ0GjHzCXSiAAgV6xeby9HDkG+lAb4BeMsRvJRAL/U/FuFDhnMO2FJufjVB9IVi12JYgQ5e7VKw5ZGhLKfweVQ6SX9xnu1zjW6Qm4PWbC7x64zyv3jjPH33n83zzgyd5rnObv/P5V+7ruDU1NTU1NTU1x56tF92D/h0zakP8iNkKvgZAKKQLAckzEWYuuCso1dho31pfCbYjhDcySB3huymd/9Anup6BUuieofmdIeHVjPCqQfUd/U9EmI7CycjYfzEgWHW573igcCGEdywugpnFPLjJ0oUJunNNli50WH2ijVGKMMu4Nj+zr3NttNZwLsA5ELG09U0y10LcEC2GZrCKFoN1eeRxQ4RzGudAi0EzxLqAbjZLqNaZDD9ASUYnvD2KGm7ZzE4Tqg2UgoGZBDSR2kSUMLRTGBcQ6R4TwQdEwQDnHK3wQ041XyfWXUQsLX0bI5pmcJtGuIZ1QqQHNGWVDXOKgZkgkB7OaSLdGx+7oVfzvOgIkWzS0Js40VgCQunh0ASqT2InR8HfBIeil53EOiFQQxBLK1iiEWwgI39uXEZqW7SCZZQYIrVBM1ghVhsgmlitoyUZdQnDxNQNgiAByWX7UzPXmFi4Rnv+JipK0DKgfeYmUy++TxBtP5q5FaRvq6+ZSHP9uWnaK0OCaxnBjQwzIaX+a6cU2ak8Sno+TiKkZzWuoQhuZ3lEfw163aJWDXZSsf6LLfqfiEnOBZhTAb3PRWSzuT/54PmI4fMRprX9wNTD4O/PfP2hHh92N8bLCH/y2if55gdP8kz79pHWqaampqampqbmOCDu4H/HjUd7+ukRYCv4WklyNpLg+qmgbFPQ63bsN7tFdiYgejOhsZ6iV02eazwDtWlRA3Ah6GWLOw3R+ynDl4p0aI1XRx1vYErGvQxz4yrs5nIUE2quvjzLzGKXcGDotiKuzc+P05ftxspzETNvjYxEZZmYusHguSmCt1fQKiXWK/TcHFplWIRI9VAqw1rBonHOgCg0fVLXYi58E61sPqvrmoTSzfOFqy7gSG1MFPRxWUisCsVQaptMRtcQZJROTIjVVRBHM9ggkCHNYHVcb5dqAkkJXEZDr9DPTuJQhCbPG57aNicbbzIZ3cI6za3+SwyyNs4JsV4mMRNEepVucpJIbdAI1shszEZyJt9eNbAoWqqHc45+NkU7SDA2wkiLSK2jxZKnD9dEqo8Sw3zzNW73X8IiefupO4goWsHyuO5K2bvTxmlLc26Z5swSp157l5tzl1BevusgNZy9tUJjmDKIQ+KJFCoSSaeE1lpC9pTO/bWHjvD9NJerx4r+ixGTf9HHTEF6KiR8PyVYtiTzmmgxwzVsrsiY1xCq0Wy6lIKvNV5NSM/frbRwwkM3wg+L+/EV3+JeEdULcmP8Ox9cAr5xX8esqampqampqTn2HEOD+qDUhvgR4wdf24pSLQlk87qUCkpvWqL3M9IFnc84jnAasjmNShx6CdL5ANvURO8mOA1uWqP6FjsZkS0EpajT4wjsjTwd1dbxXUuN05dtYULN0qVJAN7/4OSBz3fLSIzDm6wl50dRvC3iUgbZLI1ghYngOiuDJ9E6QUtCwBo9O8tsdIWhnaQhua9XN5sjlBatcBXrFI6AifAGienQTU8igHERmVE4hEbUQ8TSDNYAgwB908Y5TcPzH3MOItUlUr08DVk2nfuFO9DhkFawinO5/9JmOsd6eh7ckFhtspw8gyJjKr5KkrVojALBaTXEOcXq8Cx9O0s7vEliOnmCNsnIbIylQStYxdiQoZkk1muEakis1glU7lMVqITTre/Ry2YxLkJLMp4pPyg6Nbx05RppEOCU0O4lnFzZZPlsCxsVfWDyZo9hKygN2mQLAdGiIbkk0FKs/3iD1vdSsinBpRobCOGyyVPyxYKZUqQXQ9KzwbauRbsNTD1OHIYxvneEWxvTD+hYNTU1Pm7kH+4qjzDnDao7vYtP6U5+0956UonJ4nyf5dL2FT9gVfjGOt8vterPuZMP7W5+n/6yUr0rA6r+uXuDv7ulLHO2WLhpCh/lgSv/DnZU4Rt7NiwGq89MltMx/WCmeD4OZoq2bHxY7DvabJW2kbSIkeO3993V3iG12XHwF/eukVSui5T8wj3/+DgurWfbxefU869PJ4t1Jio++bNB4WPsp5izFetJe+nomkHR3rv5iJuGt79GYcLoas4zL32ZeHJkR+XFZA8+4tX7r9SnS32/st5O+66mOfM+KrNDuVJtlRT7TgdFO2wOy9dveVj06+mw8B+fCibG5YaUU56Ffpoz8a/tzv7i8QM2J4/jzPZBqQ3xI2Yrj/h45ruTRyzfToaeLGjCxYz0Uph/P7REiwYyh2srkosBKnGYU6D6Fr1isREkT0YMXgxxYTnq9NYgQDaniC9bnLaIEVIvfdlRsZVmqxmsk7oOPdugoZcxJiJxHWablwlVD+MiUtthNrxCqA3Gxmy6M2j6KDIMMf1sGuNCFCkNvcLQzhDLCl3zBJkNcGiaaom14Wna4Ye0g/zBYZ2mE9wmVAnOwcBMk9qY1LaZDK/SzU7S0Kt0sxNYG4JYZoN3RmegWE0uYGxI5pp5XVzAdPQeqW2SjgLIteU2gRqixJK6GK0ssdyhHazS1GsMzSTOOWK9wUR4E4DN7DSxrBGoIQ29iiMoz3iLGecNPwzmbq1zI5jAjfqaU8LK2Raz13ssne+MB2gavYwPz3cIF7Mixd68JrkQYDoq778zms0f10Q/SBEFyUsRvJehNw2IMHg6JL0YbpsRAEYDUN9P8gGhZp56T3YIWvhRZ++z4jU1NTU1NTU1NY8a9dvvA6Aqz4WK73jqCG8ZZNOi1i0uyACHGkB6MSC4Y1GbBjUUnHF5fmaBdF5ILsYMR0Z4dWbRHwRwzwlqKUMNIFgyJBePNldz76kF4su5b/VkeJ1AevTNNNYp5qI3aIcriFj6WW4cGxfjMGOf6b6dJlI9htkUjWA1n/0mpmue4Ezz26Tm06xn5wmkTzPYZGg6uYEt17AuxBLQDu4wE7+HdZrb/ZcwTjO0M4SyxsDOEcsSHw6fRVyKqIxIuvTMPB25QS+dITETOBSpbWOdZmiaKHEjibsdRYaP84GAYBmXTTMRXGdop3CAEkeoNuimp2mGNxiYSRp6nU5wk4GZxLiAQA32NePdf/nsvq9FPMzGRvgWJtJ8eL7NsB2O05hdf26ahTdWUNP5jLX0LPGbht6nY5KnQtSmZeJrfbCO+M0EQkHdMCRPhoTXBDREdyzZOUvwXkoQK+IfJCQXQ5InR+4Sb6SkC5rgjkV6lnDRsvkzrcdGlu7zYCXqNTU1NTU1NTWPOQ6wj8+UeG2IPyTGEl0DjbdTnDiiDwy2DWwqTBNUkhvr6bymsWZx2hHeMdgYbCuPYj1Og2AdquswsaPxaoJt5rOMW4MAeUR2yEaz8GroOPfqMldfnsXswRd8N3w/8S22IqiLjAK3hct5xG8zNZKO5xgXogREhoAeG+MOGGT5umMTzYGSPont0A7XeEJeYT09x8BMoVXGTHgFQ4SIJaRLqLooMfSyWVrBEn0zjbAy3n/XnKapP0RLiqUBWHCWfjZJ38wSqQ3WswWcVfl5AOvpE8R6jUClNPQ6G+lplAzH5yJKMRtdITGd0ez7BJHeBOfIiNnMTtMJ8hRmgRocysz3ynPRrsuHcZDPcFfk4IN2NHZHADj19irOOf795jP86OTl/EuR3I89cXS+1ssDsgUKlTjUqiWbD9BrlvRCgF4yuMwRvpeh+uDEQQKtvxkSLFuyWZUHmLtj8/q0FNmcIrhlSI6RNP1hpzGrUhvjNTXHGxuArcR38dOUlWTqQflZ53+WwHsly3xdalXu7cmKfdltNSKw9aXJO8jU84Xci6q02a9TSeZclfF6cl3nye2rUn4fkxULNzxpeq9yfsqTPT/huZ89O1H+XX37xPy4PDjhSd1XigkJ3S1L03XqyXO99rL9fmm9yhD3uFSSqVe5X9n6LterdJ1kZ/cGP02ZtIr0bm6irJRMpwup82Cm2F8yXZzD+fZmaZu5YGNcDmXn90vt6YsjT4ft4nL7ZJ4c3S8bT5quGuXJJTHbT27cla7Mesfy74vdUgn6bem7mujKve0/A9QOcvZd8LK7UZ2rkczbh3e/DJOyWbeZFu+H61nR91ey4jpPqLJrQVsNx+WGJ1PXKi2tp/1KPWi7+PGxw+uo6Q+L9FyAJBDeyHAhBMv5HWfmgjyy+U2Li4XgloFQGDwbIgOHVZBcitj42RabP9EiO6HQtzNsnBtMeugQB3rT5qnQNi3RlZTOn/fzyNZb940S0lCNI6fvh81L9/4RabTW7kqzlUuwl0ruMVpSrAMtQzrBTQIZ4pylE9wmDjbZutucAycBzWAd4yKcUyRumlawSjtYoaE2SV2bSPXohHdohas48oelcREiYF2R51yA1DZQkufq3jq2iB3Nei+R2hah6uJQ4CBUgzwVWjY5Ss+WR0DvhLcBS6S6tPVNtGQ0g1UCNSTWa7SCD3ESjE7F0M8m75KjHyV35icJs2w8aCPWEaaWlYXyD642jlvPTJO0ApyAbSkGz4WoLI/oL0OH/jAPMOhEkMyh1iySOJwCM60ZPBPgmoJr5XnGUQJaiN8Y0vnzPq1vDNDrFgFUzxJfzvIghTW7svdI6jU1NTU1NTU1jy+PU9T02hB/SGzJxvMgL4JTuQzdBbnxMjYYB6NeEwpmUpE8G+VRrEPJ06GdD0kXcmm6a0vJ59xJPoupNy1q4FADR/x2ms9qjtYJB3uTRM80umRNi5lqEXw4uOf6WxHUAzUALIEaMBV9QCe8gyMYG+OxWscSEat1RPIUYe1whVPNt5mO3h3NNlu0GtIJbiBYtCQoycYjYiImT9fmyL+HUUq0fJZeSzIKvlbkOXeMDGuXDwbkQd5WaQd36IS3mAhvkdoY5SyNYA0kwyHMxO/RCu+gJCNQA2bi95iMbjEVXeNk4zKIGh/DuBARTStYpRPcQKshggVxTEUf7DsA20Fk6ZAH4nvtmbN0WxFWoNuKtlVCpA2NVcLqE22Sp8K8n+l8tid+Y0jz+wnR9RQxDjchYIHEIpsGfctgQoeZ0kjKuB9KlhvuetMRrFpUmn+WLFd7OO1Qq7u3gySO6EpK49WE6EqKJMfwSboD95tX3Kc2xmtqampqamo+8jxGecRrafpDoJS2LBbMSYVrCKo3mhm0juS0RncddhIkdQQ3MsKrGbYtyKbFdRTZvMZpsLEQ/yBFDRwuzqXshEJ4x+Yz4EpwsSC9PJ94cMvkRpZ1pO3du8CVzTl+OHuXnz/zGoMfDbmanOOJf3WDtU9rzGwh5dpOnq6UhU9FdF69Vvp+KvpgHBU81APORq8wMFMYFxGoIkp4J1zCuBZClsvJx7Pqy6S2QTNYITVNItVlkOUS8FD1S+sBtIJl1pLzxGqdrjuDcxkimongOpvmDLHKZWzV7drhHYZmEgho6FVCPWQiuEake9tKypWY0rlFqksogzxqPIyjsQdqcF9R0A9CFmreXyii4b9/4+RdRuLKQptzry7n+cUhj/DfdYRdR3jbYqcVwS1L0DdkT2jSeU14zdL/TITr5IHXosUsHxQZ9Tv9oQWdDzxloaD7DnBEb6fYTj5wNLywc7yC3KWinF0g+G5yLHKO19TU1CBgw/zPx4TF80l78nMbluc/xBsQldQbHA28si3/TosnofXl6NUnovOk0jvJ1PdMVQ69Q4T3u6LCe+fhy/CrcUt8nCmW+XLaDbvz+8ppXbTDC+3rpWV/dfLCuLw0X0it47WibkGvUdqmkRZtpzwpeXX2yg0LGS+enF28bdxdMmmvTQ7g63qXm8BO0dF3iowOSMOLrt0u3uXMdLO03mA29MrF9266kClfqKRTndOFm4AvTR+6srTZpxF4Ebkr0nTPO4G0VZxf1PSipg8qcZg8yXmptXaTpvtG2k7ZDKAsQffdScJK/9Q79P2qG4t3zfxsArtlFsCvtlc2FZeIxBR16mXFNe+Zoj/0bLlvdG2xXsuLqN6ovLeG/n2xR7n9o4KI/DzwP5DfrP+rc+6fVJbHwO8BnwE+BH7VOfeeiFwE3gC2XrC/6Zz7zd2OVRviD5iqYWEnFM3XMwbPaOI1isjmFzRZAnZCaLyR4uJc+hvezghWLcn5gHjFkCwEqEAQ4/K/nqPxusFMKqJ3U+ykgtTlfuZvW1w4mmUfyZNvLtwdOd0PMrWRNfi/Pvg0v3rub/iVi9/hyz8FVznH3L++wdpnKBnje2W7qOAddW/D1jfSQzWgE9xgqCaxLqQd3MpnvZW5KwCavx+Ra6S2RaT6BKrPVLz9IADAmdb3i5zeko5m7dWuknL/3KzTrCXncc7eNZBwHPHzyf+rjU/wi/PfQ2KHGjrMhMr9vE9r9LpFreYBAze/EJM8XzzEs4WA8HJKeMuAcYTvGwgc6UJIcjHA9CzN11OwjuxEhJmC6IMMO5kgGaXYBsC22QVc5Epp+j5K1P7iNTU1NTU1NR9ljlJiLiIa+GfAzwKLwLdE5CvOude91f4hsOKce1pEfg3474BfHS274pz75F6PV0vTHzB3GRaxov9iHkxr8FxIelLTfy7EzGj6n42xLcXwuRAXKdyEkFwKsR2FXnWYthC+lxLcyMCC9IHMEd7IiBZTRAmuITTezkchB8+G2IZgm2A6as+B2laSDr/zjR/HWMWvXPwOp754g6X/6Ammv3kb1U3uuf1BJdVQGLZT0TU64Z2xkdwKlhFRNPVq7hMeLNMK15lvvlFar7qfmfgqp5pvMR3nMvlAJdvuH4qc3tPRVVrBMpHu7UtSvjUAUJXnH2Q2fKc2vFegtv2ylU/+xgszeZC/LJ/d1psWpxwycJhpRfpEwOCFEDdT7j9OCcoIwwVN8KFFnMMFivSUQnchvGMxJxTphQgzpxCTp9yLr6Sl2AZb8vNSdoEtVDlN33HnMOXpUEvUa2pqampqaj6iuPv8uzefBy47595xziXA7wO/XFnnl4HfHZX/APhpuSsS4N6oDfEHhO/nGl43kHq9QQlqCG7k8z18KSJ5KsRFMjZEZDAySAIhOx2QzSp0H4IViyhBJS4PgLXhcJHgGOUlv2HQyxnhYgYaslMBmz/VInkq3Fe09OEpx//zNz9EQ2c8c/I2w3mHnZ8mvF5IkA7bKNyNwzRy73WcnQz1B7H9YRCduLdP/064AOI3E2xLECe4FpBBelrlbhBz5UdIeCPDTAu0NP1Px/R+rIk5qdBrDtfcii6syE4obEthJhWuJYzVT0pwUT5gBfkM+V1pKnbIUV5TU1NTU1NTU/P4IuTZIg76twfOAle9z4uj77ZdxzmXAWvAidGySyLybRH5dyLyY/c6WC1NfwCU5OiRoDYNjTXL4NlRbuW3UsykjGcEfR/YrTRnrpHndUblhonetNiO5NJzmxvptukIepCdDghuG8Tm0dn1kiG+nDJ4NiR9ITfwD5Keaa1/t4x9r/RfPkuz4it+v2wncX8cuR9Fwf3wz1e+wD/k3+b+UQEk5wP0HYMyDtNS9P9WI3ebGPW/rRR6ydMh4ftZblQrSC+G6BWLU4LtKIYvR7g4N+CjK7lawzV8f8Nixjs9FxB8N8FFxTEkyb8/yvM+7tQS9Zqa44GTfIDRVGJWGM8F1yTFMpWUB8BVVDzLXOb5tZqS42f5oMH2/q/VV8zSMj8X0q7OpztQmeyR0Et/5fvJBpVns+8jHvp+sjtUFHC2+GIjLRyEP7RlV7jU8znuSDER8Hxc9hF/6cSNcfnfzXfG5d564Q+tB+V6q6w4lj/FoCq+8uL78g89hWDm+TxXfcS9wWU5SCqzqr/+Dqnk8FOUxTElSn7hxbvd8ER5vZ432D48WdR7erbIuHO+UXa3O+Glw1IU7Z3ucq4NXVxLFZXby3hu65nnI562i7rpYTV92fYGl1RjGPg+4jukPLurvYPtYzm4yuSW9e5tG3lp1ypxIvzUh6UwCP5q1Vu2fHN75fJqvs945uUMHHoH6tnyNR+4yCt7MQJcWQEbekZtyCOV/eakiLziff5t59xve5+3e0Du9nj117kBnHfOfSginwG+LCIvOefWt1kfeEQN8Q9N594rHQO2grLFP8gjTWdnArJ5TbyVE/yWyR/IzpGdGXX2ig/sliGSzSniy3bsQ27auQR48GJI/G4GYtErDn0zRV+D5NlobAhlpzS2kUdZP+oAV9sFbas5GrZTIGw+aTl1iMdQGQyeCwlvGWToSC+FpPM6HyTqKPqfiIrAgx1F/+MRauhKA0dOQXIuIH1CY+MQveHGg0cuBNVzZJf8wET5vqDILuAfw/chr6mpqampqamp+Qhxf3b/knPus7ssXwTOeZ8XgOs7rLMoIgEwBSy7PHrmEMA599cicgV4FniFHail6UfE1ix4NXUYwPDZENvRkDichuHzES7cfkZwyxDJZnTJhzyb0wyfDnAtxfBSgL5lkYEhPZvncQ6vj1JEWYekkJ4JHrpf7cOa2X2UeVBtplPDyXfXOfPGCiffXUePIsbapoCGdCEopzQbScNdJCRPhQxezt0pkidDJIFsTuVpzDKb9785hSSQPBnS/0SE6SicwOCpkORiiNuyw7eZ8a4e41E0wg/bTxxqX/Gampqampqajx5HLE3/FvCMiFwSkQj4NeArlXW+Avz6qPwl4M+dc05E5kbB3hCRJ4FngHd2O9gjOSMOuXz07898/WFXY0f8oGzbpQ5Ln9CY0ayf3qwM7XgzglAYIj6SOJqvDAlvpUTXDE47zGzA4MWI8P2UxqtD4tcTkvMB/RejkvF0UFrnNva03m6z4kchUa+5P3RqirRlSoi7KedeXebqy7P8HxM/yn++/Jd7lob7M9juOUGtGsy0xk6WZ7L9/pz66fzqGe+amppHCZXL0FUlM5NJ/HLxe67S8ougGC/FVOY9V/30S3vMfXtX+jJPTi6+7HavuXR3SlFGRY7uSaCJy0ot58tz/TRufgqnuys+LvppllZNWZred0vj8qQq9MsXg7IK9JMThbvnlfkijecHm0W91bCaIs47J/Fk6kG5HdR6sZ30vXgsyQ4ydSi7GuyUPqvKLtfCT6dVui5+irJmOT2bmSraa3iiWNY7VZZXD+a8bU56KcumipRll+LbpW0mdpjiM7tEyopU0UZhXG6vtFlslzV3kKYnlXcST/6vvbZTuhIbybsvdpKzu7vSl3npxvwUZXFVml58trFfLjeQiT1peri9TL2auc/5h1J7u5+td1+l3g5M5QZvMn+qAAAgAElEQVT0l6Veqr3UVc7PFdcpPcow5lX2HnTtYLt3LhORfwT8CXn6sv/dOfeaiPwW8Ipz7ivA/wb8cxG5DCyTG+sAXwR+S0QywAC/6ZzbNVXSI2uIH3f8aM/bpQ5TXYeJHbrviN7PSBY0xGpfPrDjW2fokEDyb1KH7gINhQlzH/LGOxnDCwHpC4d/ufvzrpZVHBG7zYYfZmC8mcXu2AgHQAlpqJhZ7LJ0aXLf0vDtBo52Y7/rHyWPgn+4T+0rXlNTU1NTU/PRwe19MPGgR3Duq8BXK9/9Y688AP7uNtv9S+Bf7udYj7QNdRxfmreio4eLKeEHaR4dPZRS6jAbCw7QQweBkC5owsUMlznMyO/2XjOC4dUM286jrCdPh2SnNK4JzdcTXBOS8yFmSuGUYCYFM6v2Ncu4nZTWjUbTTsRdZDIlmY1pftDbdvvdDMVaon5vDtpG0dVNsrlJsinLE+1cuuzuEZgnHJhtU4SFg3yk+Pe6P/LIS8NrampqampqampqjhP1jPgh4kdHN6cC4jcT9HrK4LlwnDpsLNtty9j4cbEiHeUH3+vMoD/jns1r4tGMu9p02Mk82f3gE/HY91yy3fa2NzaymO/fXOBjpxf525/7Dn9sPsWJf3MCc+Ua2VP7Mxxrifrhk+g15v9iwK1fOsmLP3aZnzn9Bsv9Fm9tzO+6XdrQxN20bIxbR9quHw+PAvWseE3Nw8PJ9tL0LPXksN7vr8oqEm9fmu7LaXeZ8SkNhfrPbV2O+iylyN2ehLYavdpPEVkdlN3aV1XSu5M0PSq/w9hGsZ6J/cjR3jq7ZFIdeHL9VVPO3LLhbo7Lk973J1W5Di/GxbvGO7OF1nq1V8izN4blZ6h40aadt79WVL5+UVzUT28WExDSL6TpklRc9TLvOtkdZOpVfDl6VZruR/GOijq4ZlE2nXJk7OFssax/sti+d6p8/QdzRV1nTxbuic9MFBlrzoYrpW06sv27w25R02PvJmlE5Ztp2Ci2S9tFXYN+UVedVu4rL9q336fdsLJe6rmA7NT+FWm6K0nTPXeLajR0T45uGl708kZ5f5mfYcEve/NZtmIauMCLvO+VVUWmrlVxTsqTj2tP221dRSrvfS6VKxL2xJvLjd2DTc37IJXwR81DnREXkX8qIm+KyPdE5I9EZHq/+zhOs+Ilv/BQGD4fYSaF4LYpzXT7RvQYL0DbXvDzK7tQ8gBwDcFMCLaRfx4HgDu0vMvCn60+x6s3z/KJ6UV+4Ye/zYd/O6CZTdF6pRpQ8N7y6XpmfHvu1S7btWtwY535v+hz+5dO8sJPXuYXzr7GRtLgd77xE/TN7tdhZaFNmNriZcw6wtSyslC89Byn++yo+CicY01NzfYcxvtITU1NTc0DwLmD/x0zHrY0/c+Al51zHwfeBv6bh1yf+6JqYLswl45vRZzekvT6RvSYfRrL6bkASSiM8dGM+9qXOmSngl2jUN8PDuEPv/1DY2P8Jz//fe78dEQUtGm8fvveO6hQG+NlDtIean3A9PfWWPq5U5z/0auFEf71n2Bz2Nxxuz/94DkATKi5+vIsw3aIFWHYDrn68iwm3GWaoqampubx4rF6H6mpqal5LHEg9uB/x42Hqj11zv2p9/Gb5CHg981xiaBum5JHQK9IfP0I6MA4N/heI1Fvx275lY867/KWMX7pp/81TzTXkNmMZK5J9PoSgxfLWazrvOKHy3az4eHtTcyJDsmM5dzkMqGy/OHf/NCuRngVE2qWLk3uus5xuc+Ogkd9NrxOZVZTc38c9H3EKTBNhzLl31hfjp55y3zJc76Dex9DV6M2+9HQS5Llig+av2y3KOw7SXJ3k0OHfqT0omybZQ2t8aXpnjzXeu8kbpdXn8TTra9VoqZveG2ZeufeUuXfyYth8Xz8RLuIoH57bmJc/nZarkSPQhHmy49NVF6v6Z1TuFEsCzcLjbEalKXWknoy3myX6+J9dn7764pU2o9M70nls3ZxLZLJSjT0meLz4KT3/Xy5DtGp/rh8aboI/vxko5h4Oa03S9vEUpbBj+tW+ay8b5q6aKNmWO7Ha62ivbKWF8Xb81RQ6c7zik4VbaIqrgV+FgMx/rXwtq++Pnvv+KVMAGF5Resdy4/2fpc03VtWkqZ7ge5tVL4uLvIk50HRPmFQloiHqvgciC9T3768G8bt3MYP3L49hjPbB+Vhz4j7/APgjw+68XF4ka7OUu9kYG8Zy1u5lPcaoK3KdvmVxU8F1ZQjSQXVubSGQxhke/NnryXqe+Mw26GXHl5U9aNgK6hh49WE6EqKJA/vobrTs8OkmuV3T3PrjQssv3sakx5cIbClPqipqXkkuK/3kZqampqamr1w5Ia4iHxNRF7d5u+XvXX+WyAD/s9d9vMbIvKKiLzSWxkedbUPxH4M7O2M6PtlK1ic3rSIy/OTN7+b3GXkHNWgRSWOyr74qBvjezn/w0xZdlAOo+/stZ8+TEyqufnq0yTdFjhF0m1x89Wn78sYr6mpebgcxfuI7XYfRNVrampqarZw9/F3zDhyabpz7md2Wy4ivw78EvDTzu2sNXDO/Tbw2wCnX5rddr3jIJ19mDmR/WBxkP93UT5D/rDzNO9Fov5RjaR+lIMQ9yNZ1qlhZrFLODCkDc3KQhsT6vu+z45TP91pYGFtcQ4dpsgoAqkohw5T1hbnmL10c9ttampqjjdH8T4Snzt3DF/tampqah5f7nLjeIR5qD7iIvLzwH8F/LhzbvuE1PvkOBjj++Ww5OSHEY39ftl4yjJxZXuhxV6NceAjY5Dv1Qh/0LPhOjWce3WZNFSghLibcu7V5QMHcfP7eLiYYk4FlNyNHnA/hd1n99NBPDbCtxDlSAfb+77V1NQ82hz4fUTANBxS8REX31XTd6CsOpz6D0J/kecH7iq/69rzS/XTiklWfjaL7z7mp8y6y0d8h2evf9yKj7gLi9dH5/mB22b5typreT7LO/jC2uqbqOega7326tnyvldtsZOhK/yKO9IorTfv+Qi/5KUyW54qZHwDUx4Efp0i7WdPF77pJi63cdbyUjitFfsINz1/8X653mro+eeW0mft/Bvo9wEXlPuD8dJmmWZRTrz4RMlEeZvhjFc+6R331KC03tnZ1XH5+U4xCH0xKtKXTVdTZonnN+11frPLdKSfvqwdlVWvulEsM15a1dRLRVZN0ev8Ong+9cGg4iOe+T7iXnmX1xH/lvX3XfURN9H2/T2rBGbOGv4yb/uGX65UKC7aNYiKe7sRluMRxEHRMJHXxn57h1L2K9c7+Izv9P1D4TEyxB+2j/j/CEwAfyYi3xGR/+kwdnoc/MX3ymHKdA8jGrvPz51/a8dlRx0c6qMgVT+sc+zPH/4DaWaxOzbCAVBCGipmFnMZ5n7usWofFwPxmwniBUk5vBR7e+Ne9Q8bQ5ytBMSxQtjYv1tM7R9eU/NIcCTvIzU1NTU1NTvxUA1x59zTzrlzzrlPjv5+87D2/agY49vLdPPv98tegsUdZrtkVjMd9pidXac3r4g3FKqXsfHUzqNm+5nZfZyN8f2c21HOhu9kJIYDs626IhwUI6d77UvVPp6eCUCE4Maojx9yir17sZd6Ty3cwaTh2Bh3VjBpyNTCnXtsWXNQROTnReQtEbksIv/1Nsu/KCJ/IyKZiHypssyMjKfviMhXHlytax4XjvJ9pKampqbmkHDkKqOD/h0zHqo0/ah5FGTqhyknfxCpy3z+9PWP8/c++3V+9blX+H37OVbMAmd/9yrXfn0B2Nl43E9Ks8fRb/xRGGBIG5q4m96Vii9tlx8Ze7nH7urjoTB4LiS4bXDCtv30qKL/73XwQIeG0y9fZm1xjnQQE7WHTC3cQYfm3hvX7BsR0cA/A34WWAS+JSJfcc697q32AfCfAv/FNrvoO+c+eeQVrampohy0DKbygndXmrKdKEnQlVfeWYrsPCmy8stJVZputy3fla5sJ5lnqT5VaXpxLNsoyr4UHSBre+mmPBl35kvTK6mZRG8vTR/Ysnx8wxba3Z4rJNSdymn46cyeCIrgeh9rFKnMelNltyP/uD9QRX6vblxOoWaanlS6U2wTbnpy6F657YJhcX5+xjlfGn0X/k9xVZruvW75sufUq2o6QYlkpugD+kSh9DpzcrW03gvTt8blp7yUZWd1oYrsSPmaK2+OL/VcBqqn50udW6p4J+yE5ffDRqOQW3e9lGxZ4qcFrL5HF0X//jEV7zKVFsuU//O+i/S5dG96t1zVxcKXpvteFVmlDsaTo5ek6c2ifVyz/O4RxJ4cPfZSv0Vlabrflu2guM6+NL0h5W18qXpU1fwfAwRX+4g/Shx3Y3yvucf3yoMMFnd7ssG/+Osv8Pc+83V+7YVv8ft8jjXOjY3x9o3DM8bh8fAb368Rfq/Z8I2nLO3v3E+NdjjuQrvkI451hKnl5sLdofHvdY9t28c1DJ8Jt+2rW1L2rVl0vWkJvpscKMWfX8f9okNz34HZHhdZ+uL7S/yXv/E7R3mIzwOXnXPvAIjI7wO/DIwNcefce6Nlx3BMu6ampqampuaB8BgZ4g/bR/yBcJxl6nvNPX4YHEU7vLM0z7/46y/Q0QO+9Pxfk/1In95nz3Hm996757b7lVw/CjPJO9F/+eyhG+Fb6NUU2wpxsaUdpPfeYA+YUHP15VmG7RArwrAd7hqobdfAZ/vs44fprnGvutU8ME5upXsa/f1GZflZ4Kr3eXH03V5pjPb7TRH5lfuubU1NTU1NTc3xxLmD/x0zHvsZ8S2O68z4g5aTHwXvLM3znWsX+OTCB8SdlHSiw9T67hHUD8qjODt+lAMI7e+tMHUj4tYvxXzhs2/wialFrq1Ps9q7j6TuI0yoWbo0ec/1ttKcfe2NF0gbml98+ful/rvfPn5Y7hq1AX54LFw4yT/97f/swNv/9//LP1hyzn12l1W26wz7ueDnnXPXReRJ4M9F5PvOuSv7q2VNzQFQDt3MyCq91R829CM4V4OmlyS0O0lew/LvqPaiM+vIk6anFYmwH5Hb+OVKZXe607y6uqBcB+t9Ng1Pct4sr5d4cu3Mk0r7ctyqNF0FXlRxL3z1sKL97XpR03veC/bQVSJHS6G8mvVk6heDQoY9aH1Q2sZ6Jx95muV34tnSeivN4re2P1HsO9ks2iHoV6LeDzw5tFfVauT90nUpSdPLq3nNUI7O3Sl2YDrlgex4upApn55eH5efnSrHQXmutX2k9FntReCWJjthvZOoSpm0903Da4jJsBy5fcILkjpoFdfSpH4HLU8S+PeS79GghuU29l0DfGn6XVL30r6LsvUO66rXxftcyhJQmWPJml4bedHRbauokG5Wrl/Dk5zHRXkiLAeU7Xhy9E5QrNfSxfd+2wM0pFjPl6mHFTGa9q7tR2JW94j4SLXdcX0x35KTD16OSJ4Kj8QIP6pz34qenmQHk8MfNBDZQWaYHzT3U8e9tIvtfsjsa45bvzTFD33xDX5i/m1ubk7xe3/1Rdy2ds323I98eivNWdxNUc4Rd1P+8t8/e1fU//308fuN/v/PV75wLO71x0WW/oBYBM55nxeA63vd2Dl3ffT/HeDfAp86zMrV1NTU1NTUHAMes2BtHylDHI6vMV5FEkd0JaXxakJ0JT1QOrMHjeAQLE4cTgSc2zWC+hb3ExX8uBrk91OnvbRHeHWVk9+x3PyFaT7zY2+NjfDf/eYXDzwochB2SnP21Vc/dmCD+KDuGsfFAIfaCD8A3wKeEZFLIhIBvwbsKfq5iMyISDwqnwR+BM+3vKampqampubxQZw78N9x4yNniMPxN8YPM7c4PJjzvb0xiRbHz198jfQTfbqfO8fcHyw+EGMcjodBvlWHozbCAZpvLzO4MImcSXh++hapVQ/cCIe9pznbTx/ckrKbjsIJmI7aMVDb1r6P+z1dszvOuQz4R8CfAG8A/7dz7jUR+S0R+Y8BRORzIrII/F3gfxaR10abvwC8IiLfBf4C+CeVaOs1NTU1NTU1jwu1j/ijz9aL+3H0G98+WFWezmm/EdEflIHy3WsXmJtc40cuXuY/+dwr/CGfZfL/nWfuDxa586WFPe1jP5HUd8I3gh+UH/nDGADI2s7zGXN0k8Z9GeF/+sFz/Nz5t/a93V7TnMHdfXG3e2+n6P+PgsFdz4YfDOfcV4GvVr77x175W+SS9ep2Xwc+duQVrKnZBqUcrdaQXuV739235PpbGbh02vNl9R6b1vMDN5VBSB0XL5OB5/OqKoP1KvP9x4tld+Ud2OHl1JUyXVRSZvn1iz0/8IoLUdrewUe8yDyGi8sVCrw0kYHaeSA/9Zxyu56P8NBV/Gk9H3G/fFIXx3mSpdI2xjsP30+2FZTfUT6Ip8fl2+0iR1i/WwyqD/rl30MZFHVVmZeCq5odcwcfcReUr5cNvc8NLy2Z51c83emXtjnV2RyXL3WWx+Vn2+VMIU9GRcqy07rYZsJLWaZl5zk9u4sWWHkn2FKFz/JExUd8qlHUvef5iG94/du46n1VLPPvJV15xSz76JcqvjN+XAc/lkMllq3vm+77hdu4cv38/t/w+r5X9n3CASabRXtNxkV7TUbltpsMis8dXZQnVFGOd0lfFuL5qbOzj7g+fI/aXTieBvVB+cga4lscxyBuh5lb/EHQubTG5rtTfO2NjwNsY4xf5c6XzjHxzvYRt30Owxjf4iiN8qMwvu9XFfAw2E+asyqPglG9Xx6WEb757tRDOW5NTU1NTU1NTc3B+Mgb4nD8ZscPK7f4gzd0hK+98XEaQcpnFt7n+Weu8cbVp3niyzFrN/pAZ097OUxjfIvtDOe9GucPYsZ7P0b4xlOW1jfvvd5WIL2jZCvN2cxil3BgSNsBNxfaO6Y5q6mpqampqampqTkQjnpG/HHluBjk6bmA4LsJLnLjWcb95hZ/eLONwvevXeAzC+8TaYPT4AKNJGZf6cy2DNPDNsh9HrZP+RbHZSb8oPL0vaY5e9ypJek1NR89tLJMNgeIlF8Me16arEwVGtVMV9IseRLakkzd+1nQlZ8I7cnRTeKnwqpI0z3FaSk1UyV92V1S9XF9vLKqStO9sied9yXnAJmX2Sr1hFJZ25fjlisQh4Wk2k8dViXxKjjwZOoDV35vaHpS9dCTVHekaNg5VZb02rCQqmvxJdTlfU+HhVPC9UYhU7/TKU52fVhulP6waLw0Lc7Bmsr70Q7SdKWr7VW0UTP20oB5kuW5Zre0zRPNInXbxcaH4/KFqJy+7KyX4m1aFRWKvXZUu4SbMrsYTJEv+ffa1ZdTA8zGRRv3/fRltjhuv3L/maCon/UmBkopz9glfZy3u8quS+nLSuVdXAb8ZVVXDBV5UvBG0Vcb3rX0U5RB+dr67TMTlZ1kJoNC1j+li7Lf3m1VTnnmf452SV8Weg2j95Gp51A4htHPD8pHMljbvXjYktn9BKvajodR/73Ovu4lcJvPcTFSj4r9nt9+26/mwVAb4TU1NTU1NTU1R8/jFDW9nhHfgYc9O75TsKrdeNgDCFu4UdCMmbiLaxuyqQbRzT7DixP32HJ7jkKqfhw4joMMB50V/yjzsI3w2j+8pqampqampubRozbE78HDNsj3ynExwgGurc1wbX2az8+8R+9vxfxV8gLz/ybFtlbofnxmXxL1LR43Y/wgRvhxng3XqSn8xBualY+In/jDNsJramoeLoGyzDZ66Ep0b+XJeHu6KCeqPMCeec9JG3pRoD35ua5GTfd+ClWpXJHdeqpu5QUSF1tR1+00SeSHqak8zj0leEmmbuPyer40PWsXB7LNor3CRjlqc8OTpjd0UVYVjbD1RJ2ppxFOKyeU4UeBLiruy9SnVKXi+HLdQrrdkPJ7yJQupMCnoo1x+XazmHhYTsrBS9fTQqre87KdpKbcyNa7AH6E8WpfawVF+3XCot6+TPlEWJamn4kKyfnZcGVcPq3L6sZZT7vd8SLOh7Lz77sfKd3u2LkgFO86e8eZCsry6pmoaK+B2V6aXu0b/aCoQxYV19mk5XdP60WtZwdp+l2UsiB4m+iKy0dY1EG8+oRR2d0i9Pq771rQjoq+NlWNhu59nvr/27v3GLnq6w7g3zN37sx417t+GxvbBCe4xIEgaBLIS8bhEShQaJREuKpCqqSKIjVNKqVSkqKGNilqo0pV1ap/FBXyKhTSkLYkkEBR09IkgE0JcQBjShIDxoAxNvv07s7OnP4xs9xzfzt3dmZ2Zu5jvh9ppZmdO7u/e+fO7O/sPed3/CDlfI177MzrPmJS0+1tNzW9ZFZRL5nXqODkg+cibvdFAq9sd4qp6S1Kar/iXo6p3SBjIT29UvXwjYd24cWJ1di98SAuuPAAXr5yFGufBIb31z7wOwkqT5xZSORV5HakYR/afd29cgXbHj+O4lQZOVUUp8rY9vhxeOXo2r4sSEIQzqvhRERENDAUQFU7/0oYBuIdSEJQHvfvX8pcxe9JMA6kI5htZDljdo+VzNcW+ZG8hhaS6ZZ2gsw1h6eC9mUAkBOU/RzWHJ5q/sQUS0IQTkRERDRY6n3EO/1KGKamL5MNhvuRvp7k4Nu1EIxf984HsHvjQeBC4GHsxCl3jwOopakvR1rS1bv9T4PRHx9FftUGHD2/iot2Poktpdfw2JHTuvo72uHPVBr2vfdnsnlFPClBOK+GExER0cBJYEDdKQbiXdQoSF5OcJ6moDvKUsH4xDlr2q4Xt/rR5mw5uhGE26vhoz8+itFXhnD0yiIues9+XLDuEP7v1Y347v63Lfv3uFpduK1c8lCcKi/qe18eztbHS1ICcCJKjrxUsb40ibxTt+uZVj++Kdae8sL/oJwtmJpXW8s6E/xdrBbDfyNDLcvs7fnQZjDlnU6NuLMTUclptmTWKQmumo/3UL24U2pdNa3JKkPBbW8oqENd4dSIDxeCmtWSZ+pVc+HtrLIZhNPFDWUNfm/R7Lxtu+XWPI+EavnLZrtwDbWtoV3tBVlg6/NBS8+x4lDoOWOmcH7a9KmbdwrxKxEtoXwJn0NF8+Ku9IJjZ2ut13qToedszI+bx0wtuVMvPJILxmSPUfOWZY1PKPcZninEtnXKts0WAEya/ZgrmrZkGhwf32lzN+EHJ+JMsXG7OAComJZxamrEVaO7FNlWhWJ2ym0rZ+8X8sH4Cn74jbrCN3XhfjCXXWluj/rhY2JbvNnba/PhTERbC27XM7DHe8hZ98Ce07Zlme9kXxbErGMhfW5fliHZmiknUBaC6Xas3D626ErdomB8Vy0Y3/TdMWjuBCbOXl4wDiQvIO9F6vzoT45i9OgKHL2qiPeZIPz2fe9BVXtTZdJKMH5i6zC2PX48SE+vKvxyFS9tHW76vDRJWhDOq+FEREQ0kDJ0RZw14tRQtwOPhWB8fHYFfn3dcyi8cRqTO1dj3Q9rq5F2a0XwhfrxOGrIe/G77XFZ95MxTLx5BEOnT+G8Nc/jyPiqngbhC5Y6Fyq+h+fPXovZYR9VEcwO+3j+7LWZWDX9vufOTFwQTkRERDSQMrZYWyqviI/PlZbeiBJnruLjyNgabF13HCIKzcniFLkusgFxL6+U9yvoFxVAAMkpclA8++qGngfhC5a6Ml7xPRzbPhr5eBolNQDn1XCi5MjnqthQmAylcAJAwaTKlvKmBVA+nEI75Qf3Z3yTQmvT1OfC/9Scnws+98WkpkvFaV9Wto+ZB5z2ZZF/h21quvOnRvOmFZkf3FbfmegWTTp6ybSrWmFScEvhdOhRk5o+nA9uF53U9FxETn3ZSSsum+3KGhyIoskrdlOti6ZVV/ih8Bh8CVK+h0wvudUmDXiiuiL0nCnT482mps9peEpejUiPdlPT7f1QyrG5PZoLt79anTOtrExq+0gufBxK0jg1vRvsuIckGOtILpyGvcYPjlEF9jULzrWCk5pu072nCuYYz4eP8ZxpGVeptp+a7pk2hZ77GWDT0U0bPvt5AITbzw2Z3oQjfvCa2ZIDAFiVP2keC7YbcV5nm5o+ao6rTUcvOTUtJfO6lEKp6aHNnPZl/UxNVyCi/CGNUhmIA63Xr1J6dNJfvFVusLycwLxfgXfS+oYPynsuqQE4wCCciIiIBlyGUtNTG4gDgxMY9NtyA5FGdeILKtUcSrkyNq4aw0trViJXKCF/Yhbza2r/Ie5lMG4lvf2ZG4QXjkyhumYEs2uq2DF6HJ5UUan2v7Iky++5JAfgAINwIiIioixJdSAOBJPnrAYHWfOjX5yJHRtewgdOfwx37hYcrZyKLXe8gBeu3dj3YDwtCkemsOnucbx81Sk4Y/chXLn155gsl7DvuTc1fd7kr1Zh5faxptt0ImvBeNIDcCJKrrxUsN6fbLqSdWjlby+cBjpp0m4nzUrPJ8tBavTsXHiqNj8fpNPOm7R1reSc7SLS1p3U9FZWTUcufAVKPbNydN7eDv8wvxjsb7FgVvc26eirS86K0H7jFaHtas4AUJDGLTLd1cYr5upZ1aTaVtF4BXX3fnSaOuCpeZ1NevWoSf2dclKtZ0wK+oyacgR1V01vPA/ynBfMD6USm3PNHK9h59gNmdezZFL0hyR8ruXR2krpVhWNr1Z6zmlnyznsuEe9cHp1WRuHKvY4FJ306slK8L6atiuoV5zUdLNS/by5uBFVFgAAOZOabrsl5N3UdNMhoRDxeQAAK8x9m4Jubw957mr2wTEKlSA4x86m/NtjPGzKKErO+ygqHd133le+OW+8fqamL9SIZ0Rmoh1Opruj18fx6MRqfP3hXfBQxQff9FNsvPgIjl22BVvuOIr8ieADI2lp2f1k930hCH/lqlPwposO4arT9mO27OOWn1yI8ZmhJj+lt7KwiFma9oFXw4mIiIhQS03v9CthMhOIA+maWCdRv47dS+NrgmD8DAbjlt3n3NQ8tvzLK3j14k1Y/+6XcdVp+zE3n8ctD16IsZMrYxxlIG3vuYXxpmnMDMKJiIiI6jIUiKc+Nb2RrKXOZosTc+0AABN7SURBVNFL42vwtYd24Xff+QA+eMZPcSeAo9gy0Gnq7j8e/GMz0NGVmF8NbBodQzFXwb89/vbEBOFW0ktE0hR4WwzCiZItjyrW5punpq8wKyHb2wCwMh+kzU76wWOT5SC19mTRDz1nthxM3eyqz+V5Z3V181jVpKars75IaG5qb5tsU3FS03N2tWjPpLI6q8KXzOrVKwrB7RHfpKYXw6nbawtTr98Opefmwum5vkm3jlpBHQhn3ts09YpNTZfoeUZkmrrzmI9gPL5ZxXvIWWl9xqSzlzXYJzelPio92qZGA4BnXjTfPOab75fETSv2zGPBbZuKXttu6TCh2uTYh8cZHkPBPM+u3D2C8PlQcXPaXx+bOcbO+2qiEnRXOmnKG2arTpmHKQcoV9tfFd6+zjknJd9+BhRNSUpRwueDHbvtDGBX4R92zn37XrCPlZyfHVWqELUyOhCdju477xH7evZ31fRsyWQgDiQ/MEiabgcqzRZsW/DyBIPxds2Uk73InD2P4nzvpTXwthiEExEREVnJvLLdqcwG4gsYkC8tzqDFDcbvqHo4Xt2KLbc9j8PXbUJlpBZ4Zj0Yb5iGr4o0/5Oxn0F5FgJvi0E4ERERkUMBVLNTupr5QHwBA/LGkhDAvDyxBrc98m587J0P4JxNh/GDradg9eZ1GHr8NUy8a+Pr22U1GG8UhMtsBRvuPYbX3nUaVr75BM5ffwhVFYzFuEDbckSdZ+28H5NwrvYDg3AiIiKiCLwinl4MyANJCmxemagFHyL1q8CChm+0haA1KwF5VBC+5WvPYfJdp8G7ZAx73roXa/1pfPuxd+DEdHv14b1qYdYtSToHk4BBOFG65KWCtd7korrPUK1nqA1RuJZ1Mh/Usg7PmzZEpq3Z9Hy4JMm2YLK3Z53WTGVTI14xdeEVp/a4Ul3676lbl2zbNnnmdtFpz7bC1IgP5U2bprypEfenQ89ZY+6vyge33RrxkjnGUa3MXLa1Vvh2+G9xVKsu9/t+RNaarZl123nZmtxQazVnu0pEGzBXuFbXji14/X1n3J6pGbd14V6TWvlO5CLGVhufqWE39fVVp569kjNtsmwNfMXWPIfffytNG6/pavD+KTs14rZlnK3Jj2odB4Tbptn3hbtOhG9qxKNazAHh89h+jtjvN6/9ts+Zd7YL7tua/NBaAm5buYi6cLfG3762nvQ5fTNDgXg2opkOpG3l5G5L+75nYUX1doPwAy9ti2GU1C8MwomIiIgGx8AG4gsGMSBP4v5WNIeKCk4tjWFo4xSmtxQxcmAKqEQH3GkOxqPGPvrjl4HNmzB+FrBrx9NYX5hiED4AGIQTERERLUWB6jK+EmbgUtOjJGW1515KYgC+oFzJ496nzsEVO3+Ga8/diztwPqDbsPmbz+LFj7wB8Br/zyhtqepL/fMgN1OB+jnAUxRy85iv5pYdhCc9PX3QMQgnSi9PqljtTS9KS7VppdPVoEWZbUkEOCm0XtE8x7Qvq4RbZp2sBI/ZdkxzTvulOfPYvEk/n3dS0as2jbrFlll5k15t09QLOec4eKZ9mUnLX5kPbo964XZVI+aYjOSC224LJ5uSa8fnNUnprkSko7vp+s3amYW2s+3LxH4/OjXdt783IlXeZbdzU4TD42mcLuym1Ie3y0Vu101u+nKovZo5JlUJp1fDnAOe2vTqYLvhavjcmNHgPTJTDd4/NhUdCKegLzc13YPbBqxibpsUcTeF3bYVM58bPqLT2QuhVHebAu+OoXE7u4LY9PMmKedNWpQ1O796SgHV9F6IczEQbyBrQXmSA3Br36EzIFD8xs79QTCOrUsG40A6FnLr5Ap+8v53R93CAJyIiIioTQm8st0pBuJLSHNQnpYA3Np7aAcAvB6M395mMA4k8+p4q0G4f3we5dNyyA+Va4v6dOmzhlfFk4VBOBEREVEHMrRYGwPxNqQhKE9j8O3ae2gHFIIrdv4Me9oMxoFkBeTtXAVf973DyG3YhBMXVXD1eT/FaStO4OHn3tjD0VEcGIQTZUcOipHcbCiNFABmNEiHjVrhGACGc8F2Mzm70nOQpj6TD0/VZk2qrU27nXVWhJ43qepltSm40anpbor2As9JTc+Z/xLnczYFN3wcimYVZ7tivE3Rd1dDt6np9rFmqekFc/xzXVjA2aatt5p2G9rOjMFztrPH2E357+54GqefL96uP+noOXVT020qeHAchpzyhpwJuuxtv2rSs73w+6qswbkyl8ub7zdLTW/xuErjeV2z1HTPPMf9rChEpLDbNPMC3HT2iBXQnas3njnkfmTZgvu65Bpu57LnjfszqHUMxDvUKOCNKzjPQvDt2nfoDADoOBgH4g3I201DX/e9w/D9dThxpeA3L3gUZ42+iEdfeAN+8MS5XRsTr4rHiwE4ERER0TKoAlXWiFMD/QjOsxh0R4kMxr/xLF68rrVgHOhvQN5JHfjq+4+gJGtx9P15XPGOIAj/7v63AfwvYyYwCCciIiLqAqamU6sGKXDuhW4F40A4SO52UL6cVmqjT05jYtdmFE+ZxPbhYzgyvqpnQTivivcXA3AiIiKi7lFeESfqH7ua+nKD8QVu4NxuYN7LHuZjM0Po5ZVwBuO9xwCcaDB4UAxLeVHbroKa+lWNrhG3teTlnGe+37j90qLnqNfw9qLHTP141fn7UtHGLZwst5bZ1rzaenE/F249FW6t1LhNk9vSzdaCl8TUkkt4u6i2TW6dbFQ7pl5qWnfdpH7cqqg9xtFbNqv/bmk8XRZu3Rbw3TGEXgqzpXu107y2Hsy6AOY9N+ccH3sez5n3QdUZQyXifKg0qRf3ImvE3fPO1HiLXcPAeS/B1nvbunDbJi38u+w57oXOJ6feO6IWvBttyVgX3h0MxKknuh2I2NXU99jWZssIxq1eBtY0OBiAExEREfWKZio1Pf5lpYlatPfQDnz/wDnYsuI1XHvuXsxdNoO5t9QWcEMlnYF06elxYO1qTL1Bcdbmw1iZn8XJueLST1wmBozdx2NKRERE1EOKWh/xTr8ShlfEKVXcPuN3dLCaelKUnh7Hxofn8NJVa3He7oO4ZPMBHJ8exv1Pnd2X388U9e5gAE40uASKklRDLYQAwDdpxbZ1mE1ZB8Jp62XYNPPG7Zdqj9ntgsfmFqWmN05Hd9Nuwy2cWktNt8KptW6bpSB9PKpNk01TB6LbvdlU9Np9k/5v05edXWjWgmlB1W37FHqs/dZhzbTcfsyknFcRfbGhn2nn7Qq3dAvvgz3XquY1Kjk/w6Z825TssjknS877as4cu5IG501UKnrtsdaOo9umrNE4gfB7xj62eLvGP8OOxj2nW21FFpWC3o22ZK2URPSMpvPiWyMMxKnreh2YZCEYbxSEn5gexlcf3I2T5d5fEV+w8FoxIG8fA3AiIiKi/lEAmsAr252KNWIRkS+LyH4ReUxE7hORU+McD6WHm6Y+e9kM5namI009FIRfGF8QbjGobM3kr1a9/kXdJSKXi8hBEXlGRD7f4PGiiNxRf/xhETndPPaF+vcPishl/Rw3ZQPnI0RE1G9xXxH/K1X9EwAQkU8D+CKAT8Y7JFqOfgYo7gJut6fgynjjK+Er8dUHL4wtCF/AVPVoDLx7S0Q8AH8P4FIAhwHsE5G7VPVJs9nHAZxQ1TNEZA+ArwC4VkTeAmAPgLMAnArgfhH5NVUnV5GouY7mIzkRlERQWZTabNJpTYqq76RU2rR1mzZr088XpZybxGmbZl52Vo4OrYZurrtUnPTzVlNyo9hUXc9N0Tfp5FEp7D6cFedDKeeNV0av3bfH2HzfSafNNVkhOopdsTzWFNy6JKefd8q+FnZF9cWript09IgUb/fDPnROmZfcTU1f7oVVdzVzq9U08/Bz7LlqnxN9TjdbAT30s5e5GnoS3gcAagu1ZSg1Pdajqqrj5u4wgOzkGlBf2CvjexYWcEvolfEkB+ELeLU3wKvffXU+gGdU9ZeqOgfgdgDXONtcA+Dr9dvfBnCxiEj9+7er6qyq/grAM/WfR9QyzkeIiNJBq9rxV9LEfUUcInIjgOsAjAF4X8zDoWWIK2CxV8Z3vfkp3PvKedj04kaMPvgKxt97Sixjckm5ik13H8OrV2zHqnNexe5Tnk5cEG4Ncu04A+/FDh88gs++74Ze/ootAJ63vxLABVHbqOq8iIwBWFf//kPOc7f0bqiUVZyPEBGlQIauiIv2uBebiNwPYFODh65X1X83230BQElVG872ROQTAD5Rv3s2gMe7PdYEWA/gWNyD6IGs7heQ3X3L6n4B2d23M1V1pBc/WER+gNpx61QJwIy5f5Oq3mR+/ocBXKaqv1e//xEA56vqH5htnqhvc7h+/xeoXfn+EoAHVfWf6t+/GcA9qnrnMsZLGcT5SFuy+jmZ1f0Csrtv3K/0SfJ85JiqXt6t8SxXz6+Iq+olLW56G4C7ATT8w1eftN0EACLyiKq+vTsjTA7uV/pkdd+yul9AdvdNRB7p1c/uwx+twwC2mftbARyJ2OawiOQBrAJwvMXnEnE+0gbuV/pkdd+4X+mT8vlIX8W9avoOc/dqAE/FNRYiIorNPgA7RGS7iBRQW3ztLmebuwB8tH77QwD+U2spXXcB2FNfVX07gB0A9vZp3JQRnI8QEVG/xV0j/pciciaAKoBnwRXTiYgGTr3m+1MA7gXgAbhFVZ8QkS8BeERV7wJwM4BvisgzqF0J31N/7hMi8i0ATwKYB/D7XDGdOsD5CBER9VWsgbiqfrDDp9609CapxP1Kn6zuW1b3C8juvqV6v1T1HgD3ON/7ork9A+DDEc+9EcCNPR0gZRrnI4twv9Inq/vG/UqfLO9bV/V8sTYiIiIiIiIiCiSkOzsRERERERHRYEhtIC4iXxaR/SLymIjcJyKnxj2mbhCRvxKRp+r79q8isjruMXWDiHxYRJ4QkaqIpH6VSBG5XEQOisgzIvL5uMfTLSJyi4gcFZFMteMRkW0i8kMROVA/Dz8T95i6RURKIrJXRH5W37c/i3tMRIMiq3MRgPORtOB8JF2yOh/hXKQzqU1NF5FRVR2v3/40gLeoauoXVxGR96O2GvC8iHwFAFT1czEPa9lEZCdqi+D8A4A/UtWetTboNRHxADwN4FLUWiftA/DbqvpkrAPrAhHZBWASwDdU9ey4x9MtIrIZwGZVfVRERgD8L4DfyshrJgCGVXVSRHwAPwLwGVV9KOahEWVeVuciAOcjacD5SPpkdT7CuUhnUntFfOEPX90wgHT+R8Ghqvep6nz97kOo9cRNPVU9oKoH4x5Hl5wP4BlV/aWqzgG4HcA1MY+pK1T1AdRWpM4UVX1RVR+t354AcADAlnhH1R1aM1m/69e/MvF5SJR0WZ2LAJyPpATnIymT1fkI5yKdSW0gDgAicqOIPA/gdwB8cantU+hjAL4f9yBokS0Anjf3DyMDH6KDQkROB3AegIfjHUn3iIgnIo8BOArgP1Q1M/tGlHQDMBcBOB9JKs5HUixr8xHORdqX6EBcRO4XkccbfF0DAKp6vapuA3ArgE/FO9rWLbVf9W2uR60n7q3xjbQ9rexXRkiD7/G/fikgIisB3AngD50rWammqhVVPRe1K1bni0hm0viI4pbVuQjA+UgGcD6SUlmcj3Au0r5Y+4gvRVUvaXHT2wDcDeCGHg6na5baLxH5KICrAFysKSrib+P1SrvDALaZ+1sBHIlpLNSies3SnQBuVdXvxD2eXlDV10TkvwBcDiBTC9wQxSWrcxGA85EM4HwkhbI+H+FcpHWJviLejIjsMHevBvBUXGPpJhG5HMDnAFytqtNxj4ca2gdgh4hsF5ECgD0A7op5TNREfRGRmwEcUNW/jns83SQiGxZWMxaRFQAuQUY+D4mSLqtzEYDzkZTgfCRlsjof4VykM2leNf1OAGeitvLlswA+qaovxDuq5RORZwAUAbxa/9ZDWViBVUQ+AODvAGwA8BqAx1T1snhH1TkRuQLA3wDwANyiqjfGPKSuEJF/BrAbwHoALwO4QVVvjnVQXSAi7wXwPwB+jtpnBgD8sareE9+oukNEzgHwddTOxRyAb6nql+IdFdFgyOpcBOB8JC04H0mXrM5HOBfpTGoDcSIiIiIiIqI0Sm1qOhEREREREVEaMRAnIiIiIiIi6iMG4kRERERERER9xECciIiIiIiIqI8YiBMRERERERH1EQNxIiIiIiIioj5iIE5ERERERETURwzEidogIj8UkUvrt/9cRP427jERERHRYOF8hCj98nEPgChlbgDwJRHZCOA8AFfHPB4iIiIaPJyPEKWcqGrcYyBKFRH5bwArAexW1QkReSOA6wGsUtUPxTs6IiIiGgScjxClG1PTidogIm8FsBnArKpOAICq/lJVPx7vyIiIiGhQcD5ClH4MxIlaJCKbAdwK4BoAUyJyWcxDIiIiogHD+QhRNjAQJ2qBiAwB+A6Az6rqAQBfBvCnsQ6KiIiIBgrnI0TZwRpxomUSkXUAbgRwKYB/VNW/iHlIRERENGA4HyFKFwbiRERERERERH3E1HQiIiIiIiKiPmIgTkRERERERNRHDMSJiIiIiIiI+oiBOBEREREREVEfMRAnIiIiIiIi6iMG4kRERERERER9xECciIiIiIiIqI8YiBMRERERERH1EQNxIiIiIiIioj76f/IlelIQ/Z9+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xi, Xj = np.meshgrid(np.linspace(-3., 3., 100), np.linspace(-3., 3., 100))\n", + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", + "\n", + "# Predict the mean of the likelihood, which serves as our Bernoulli probability\n", + "prob, _ = m.predict(Xnew2, include_likelihood=True)\n", + "# Define a decision boundary by finding the median (the point where the probability switches between >0.5 and <0.5)\n", + "quantiles = m.predict_quantiles(Xnew2, quantiles=np.array([50.]), likelihood=m.likelihood)\n", + "\n", + "plot_2d_decision(Xi, Xj, prob, quantiles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> The number of inducing variables improves our overall fit, by allowing for a more expressive regression model -- this can be observed in the underlying decision surface compared with fewer, though we only added 4 more in the above example.\n", + ">\n", + "> The effect of minibatches is less obvious here, but a larger minibatch leads to slightly slower optimisation at each step, but for stochastic optimisers can provide more stability. This is a hyperparameter that often needs fine-tuning per problem, and depending on your optimiser, e.g. Adadelta, SGD or ADAM. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Wil Ward. It adapted from notebooks by [Rich Wilkinson](https://rich-d-wilkinson.github.io/) and [Neil Lawrence](http://inverseprobability.com/), and [James Hensman](http://jameshensman.github.io/). Additional writing and examples were provided by Fariba Yousefi and Juan Jose Giraldo Gutierrez." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2019/.answers/lab_2_extra.ipynb b/2019/.answers/lab_2_extra.ipynb new file mode 100644 index 0000000..bac27aa --- /dev/null +++ b/2019/.answers/lab_2_extra.ipynb @@ -0,0 +1,1107 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 2 Extra: Deep Gaussian Processes\n", + "### Gaussian Process Summer School 2019\n", + "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", + "\n", + "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", + "\n", + "This notebook makes use of [`PyDeepGP`](https://github.com/SheffieldML/PyDeepGP)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started\n", + "\n", + "Make sure that you have the appropriate packages installed, including `PyDeepGP`: you can review the [Getting Started](https://gpss.cc/gpss19/getting_started/) page for detailed instructions.\n", + "\n", + "First, we will setup the notebook with libraries we are going to use. As in previous labs, we will use `GPy`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Support for maths\n", + "import numpy as np\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# GPy: Gaussian processes library\n", + "import GPy\n", + "\n", + "# PyDeepGP: Deep Gaussian processes\n", + "import deepgp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Recap: Gaussian Process Regression\n", + "\n", + "Recall, from Lab 2, the data for the winners of the Olympic men's marathon. We will use this again to highlight limitations with standard GPs and demonstrate how we can make use of deep GPs for such a problem." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + "\n", + "X, y = data['X'], data['Y'] # X represents the year, and y are the average pace of the winner" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "# Plot the training data, the results of the gold medal winning time for the Olympic men's marathon\n", + "plt.plot(X, y, \"kx\", mew=2)\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"winning time\"]), plt.xlim((1890, 2018))\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Olympic men's marathon gold medal winning times from 1896 to 2012\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By now, you should be familiar with fitting a GP using `GPy`. We will fit a standard `RBF` kernel. Note that we are using a Gaussian likelihood, and have a constant mean for our GP (to be optimised)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 4.785438859622701
\n", + "Number of Parameters: 4
\n", + "Number of Optimization Parameters: 4
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
constmap.C 3.58824154210636
rbf.variance 0.2796060152640814 +ve
rbf.lengthscale 20.797074162385726 +ve
Gaussian_noise.variance0.041906807526429966 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m_full = GPy.models.GPRegression(\n", + " X, y,\n", + " mean_function=GPy.mappings.Constant(1,1),\n", + " kernel=GPy.kern.RBF(1)\n", + ")\n", + "\n", + "m_full.optimize(messages=False)\n", + "display(m_full)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is utility code from previous labs, adapted slightly so that it will work with deep GPs as well" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_gp(model, X, training_points=False):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " # Plot 95% confidence interval \n", + " m, _ = model.predict(X)\n", + " lci, uci = model.predict_quantiles(\n", + " X,\n", + " (2.5, 97.5)\n", + " )\n", + " plt.fill_between(X[:,0], lci[:,0], uci[:,0], alpha=0.5)\n", + " \n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\")\n", + " plt.legend(labels=[\"GP fit\"])\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points:\n", + " X_, Y_ = model.X, model.Y\n", + " plt.plot(X_, Y_, \"kx\", mew=2)\n", + " plt.legend(labels=[\"GP fit\", \"sample points\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that plotting the GP, we struggle to handle the outlier, giving an suboptimial fit." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "plt.figure(figsize=(14,6))\n", + "# Plot the GP prediction of the latent function with training points\n", + "plot_gp(m_full, Xnew, training_points=True)\n", + "# Annotate plot\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Exact GP fit of latent function $f$ describing marathon pace in min/km, assuming a Gaussian likelihood\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Deep GP Regression\n", + "\n", + "As we have seen before, the GP struggles to fit to the observations due to the presence of the outlier in 1904. Previously, in Lab 2, we modelled this with a non-Gaussian likelihood to give a heavy-tailed output using a Student's T-distribution. An alternative way to deal with the non-Gaussian is to construct a hierarchical model: a deep GP with two layers.\n", + "\n", + "$$\n", + " y = f_1(f_2(x)),\\quad \\mathrm{where}\\ f_1\\sim \\mathcal{GP}\\ \\mathrm{and}\\ f_2 \\sim \\mathcal{GP}\n", + "$$\n", + "\n", + "We are essentially constructing the function, \n", + "$$f : \\mathbf{x} \\underset{f_2}{\\mapsto} \\mathbf{z} \\underset{f_1}{\\mapsto}y,$$\n", + "where $\\mathbf{z}$ is a latent variable in the hierarchical model. We can refer to $\\mathbf{z}$ as a 'layer' in a deep model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will no construct our deep GP using `pyDeepGP`. We have one hidden variable (or layer), and will initialise our latent representations with principle component analysis (PCA).\n", + "\n", + "For simplicity, we use the Gaussian RBF kernel for each layer, and have 1-D latent variables." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "num_hidden = 1\n", + "latent_dim = 1\n", + "\n", + "kernels = [*[GPy.kern.RBF(latent_dim, ARD=True)]*num_hidden] # hidden kernels\n", + "kernels.append(GPy.kern.RBF(X.shape[1])) # we append a kernel for the input layer\n", + "\n", + "m_deep = deepgp.DeepGP(\n", + " # this describes the shapes of the inputs and outputs of our latent GPs\n", + " [y.shape[1], *[latent_dim]*num_hidden, X.shape[1]],\n", + " X = X, # training input\n", + " Y = y, # training outout\n", + " inits = [*['PCA']*num_hidden, 'PCA'], # initialise layers\n", + " kernels = kernels,\n", + " num_inducing = 50,\n", + " back_constraint = False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: deepgp
\n", + "Objective: 100.3523861268617
\n", + "Number of Parameters: 260
\n", + "Number of Optimization Parameters: 260
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
deepgp. valueconstraintspriors
obslayer.inducing inputs (50, 1)
obslayer.rbf.variance 1.0 +ve
obslayer.rbf.lengthscale 1.0 +ve
obslayer.Gaussian_noise.variance 1.0 +ve
obslayer.Kuu_var (50,) +ve
obslayer.latent space.mean (27, 1)
obslayer.latent space.variance (27, 1) +ve
layer_1.inducing inputs (50, 1)
layer_1.rbf.variance 1.0 +ve
layer_1.rbf.lengthscale 1.0 +ve
layer_1.Gaussian_noise.variance 0.01 +ve
layer_1.Kuu_var (50,) +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m_deep.initialize_parameter()\n", + "display(m_deep)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optimising a Deep GP\n", + "\n", + "Reflecting on the defined model, we can see that we have $260$ parameters to optimise, including kernel and likelihood hyperparameters and inducing inputs and variables for each layer, as well as the latent parameters.\n", + "\n", + "You may find that running the optimisation as is will cause a collapse of the Gaussian noise in each layer, causing failure of the optimiser. In the next cell, we construct a utility function to reset the variance to $1.0$ to try and avoid this:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def optimise_dgp(model, messages=True):\n", + " ''' Utility function for optimising deep GP by first\n", + " reinitiailising the Gaussian noise at each layer\n", + " (for reasons pertaining to stability)\n", + " '''\n", + " model.initialize_parameter()\n", + " for layer in model.layers:\n", + " layer.likelihood.variance.constrain_positive(warning=False)\n", + " layer.likelihood.variance = 1. # small variance may cause collapse\n", + " model.optimize(messages=messages, max_iters=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's try optimising the deep GP. You may find that the optimisation fails with status `Errorb'ABNORMAL_TERMINATION_IN_LNSRCH`: just try rerunning the cell." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "815bc725e8844635acb0f845302741c8", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(VBox(children=(IntProgress(value=0, max=10000), HTML(value=''))), Box(children=(HTML(value=''),…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "optimise_dgp(m_deep, messages=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot our deep GP in the same fit as before, by calling `predict()` and `predict_quantiles()` to obtain a moments and quantiles from the optimised deep GP in the observation domain:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.arange(1890,2019)[:, None] # predict winning pace every year between 1890 and 2018\n", + "\n", + "plt.figure(figsize=(14,6))\n", + "\n", + "# Plot the our deep GP prediction\n", + "plot_gp(m_deep, Xnew, training_points=True)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"year\"), plt.ylabel(\"pace (minutes per kilometer)\")\n", + "plt.title(\"Deep GP with %d hidden layer(s) fit describing marathon pace in min/km\" % num_hidden);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualising Mappings\n", + "\n", + "As we can see, the deep GP performs much better than the standard GP fit. We may also find it interesting to look at both the individual functions mapping between layers.\n", + "\n", + "We can visualise the latent mappings by propagating the input through layers -- since each output is multivariate Gaussian by virtue of the mappings being GPs, we can plot the uncertainty of the latent functions at each layer." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_dgp_layers(model, X, training_points=True, axsize=(14,6)):\n", + " ''' Plot mappings between layers in a deep GP '''\n", + " if not isinstance(model, deepgp.DeepGP):\n", + " return plot_gp(model, X) # catch a batch GP\n", + "\n", + " num_layers = len(model.layers) # Get number of layers\n", + " layer_input = X # The first input\n", + " \n", + " _, axs = plt.subplots(num_layers, 1, figsize=(axsize[0], axsize[1]*num_layers))\n", + " \n", + " # The layers in a deep GP are ordered from observation to input,\n", + " # ... we will plot them from input to output, so reverse the layers\n", + " layers = list(reversed(model.layers))\n", + " for i, layer in enumerate(layers):\n", + " # We get the mean and confidence intervals of the layer\n", + " mu_i, _ = layer.predict(layer_input, include_likelihood=False)\n", + " lci_i, uci_i = layer.predict_quantiles(layer_input, (2.5, 97.5))\n", + " # Plot mean and 95% CI of latent function\n", + " axs[i].plot(layer_input, mu_i)\n", + " axs[i].fill_between(layer_input[:,0], lci_i[:,0], uci_i[:,0], alpha=0.5)\n", + " # Annotate plot\n", + " axs[i].set_ylabel(layer.name)\n", + " axs[i].set_xlabel(layers[i-1].name if i > 0 else \"input\")\n", + " axs[i].set_title(\"$f_%d$\" % (num_layers-i))\n", + " # Set mean as input for next layer\n", + " layer_input = np.linspace(*min(lci_i), *max(uci_i), num=100)[:,None]\n", + " \n", + " if training_points: # Plot propagated training points\n", + " axs[i].plot(\n", + " layer.X.mean.values if i > 0 else layer.X,\n", + " layer.Y.mean.values if i < num_layers-1 else layer.Y,\n", + " 'kx', mew=2\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now plot our two GPs that form the hierarchical (deep) GP. The first maps the input domain to the first latent space, and the second maps from that latent space into space of our observation model.\n", + "\n", + "$$y = f_1(f_2(x))$$" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dgp_layers(m_deep, Xnew, training_points=True, axsize=(14, 6))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sampling\n", + "\n", + "As with all models, we might want to sample from the posterior. We can do this with the mean and covariance of our GP layers, and use these to create random samples -- by the nature of the model, each sample from the first layer forms the input to the second. You can see the code to perform this below:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def sample_dgp(model, X, num_samples=1, include_likelihood=True):\n", + " ''' Sample from a hierarchical GP by propagating\n", + " samples through layers\n", + " '''\n", + " samples = []\n", + " jitter = 1e-5\n", + " count, num_tries = 0, 100\n", + " while len(samples) < num_samples:\n", + " next_input = X\n", + " if count > num_tries:\n", + " print(\"failed to sample\")\n", + " break\n", + " try:\n", + " count = count + 1\n", + " for layer in reversed(model.layers):\n", + " mu_k, sig_k = layer.predict(\n", + " next_input, full_cov=True, include_likelihood=include_likelihood\n", + " )\n", + " sample_k = mu_k + np.linalg.cholesky(sig_k + jitter*np.eye(X.shape[0]))@np.random.randn(*X.shape)\n", + " next_input = sample_k\n", + " samples.append(sample_k)\n", + " count = 0\n", + " except:\n", + " pass\n", + " \n", + " return samples if num_samples > 1 else samples[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "failed to sample\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(2,1, figsize=(14,12))\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 10, include_likelihood=True)\n", + "for sample in samples:\n", + " axs[0].plot(Xnew, sample, 'go', alpha=0.2)\n", + "axs[0].plot(X, y, 'kx', mew=2)\n", + "axs[0].set_title(\"observable samples\")\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 100, include_likelihood=False)\n", + "for sample in samples:\n", + " axs[1].plot(Xnew, sample, 'g-', alpha=0.1)\n", + "axs[1].plot(X, y, 'kx', mew=2)\n", + "axs[1].set_title(\"latent samples\")\n", + "\n", + "[(ax.set_xlabel(\"year\"), ax.set_ylabel(\"pace (minutes per kilometer)\")) for ax in axs];" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise:\n", + "\n", + "Now you have seen how we can fit a deep GP to data, and sample from the posterior. Using the following utility code snippets, construct a deep GP prior and same from it. Apply standard and deep GP regression to the model, and comment on the results." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def gp_prior_sample(x, kern=GPy.kern.RBF):\n", + " ''' '''\n", + " if not isinstance(kern, GPy.kern.Kern):\n", + " kern = kern(x.shape[1], ARD=True)\n", + " mu = np.zeros((x.shape[0]))\n", + " C = kern.K(x,x)\n", + " return np.random.multivariate_normal(mu, C, 1).T\n", + "\n", + "def deepgp_prior_sample(x, kernels=[GPy.kern.RBF]):\n", + " ''' Sample from hierarchical model: f = f1(f2(...fn(x)))\n", + " where fi ~ GP(0,Ki) and Ki = kernels[i].K\n", + " '''\n", + " z = x\n", + " for kern in reversed(kernels):\n", + " z = gp_prior_sample(z, kern=kern)\n", + " return z" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Using the utility code, we can easily sample using a list of kernels. In the below example, we define a GP with three warping layers, each with an `RBF` kernel defined using different hyperparameter values. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "kernels = [\n", + " GPy.kern.RBF(1, lengthscale=0.2),\n", + " GPy.kern.RBF(1, variance=0.1, lengthscale=0.5),\n", + " GPy.kern.RBF(1, lengthscale=0.1)\n", + "] # The kernels for our respective layers\n", + "\n", + "Xnew = np.linspace(0., 1., num=1000)[:,None]\n", + "\n", + "np.random.seed(458)\n", + "f = deepgp_prior_sample(Xnew, kernels=kernels) #f1(f2(f3(Xnew)))\n", + "X = Xnew[::10]\n", + "y = f[::10] + 0.1*np.random.randn(*X.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> We can plot our samples, and observe the erratic behaviour of the curve. It should be clear that fitting a standard GP would not give a reliable fit." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,6))\n", + "plt.plot(Xnew, f,'-', X, y, 'k.')\n", + "plt.xlabel('x'), plt.ylabel('y'), plt.legend(labels=['latent sample','observations']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> We will try and regress this data using the same kernel list, and apply hyperparameter optimisation for good measure." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1e832181e0784f63b7e5091e3a3e947c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(VBox(children=(IntProgress(value=0, max=10000), HTML(value=''))), Box(children=(HTML(value=''),…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_hidden = len(kernels) - 1\n", + "latent_dim = 1\n", + "\n", + "m_deep = deepgp.DeepGP(\n", + " # this describes the shapes of the inputs and outputs of our latent GPs\n", + " [y.shape[1], *[latent_dim]*num_hidden, X.shape[1]],\n", + " X = X, # training input\n", + " Y = y, # training outout\n", + " inits = [*['PCA']*num_hidden, 'PCA'], # initialise layers\n", + " kernels = kernels,\n", + " num_inducing = 100,\n", + " back_constraint = False\n", + ")\n", + "\n", + "optimise_dgp(m_deep)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,6))\n", + "plot_gp(m_deep, Xnew, training_points=True)\n", + "plt.title(\"deep gp fit\")\n", + "\n", + "plot_dgp_layers(m_deep, Xnew)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Approximating Discontinuities\n", + "\n", + "One of the benefits of deep Gaussian processes is that we can warp the latent GPs non-linearly, which helps model more complex structures, such as step discontinuties. In this section, we will show an example of how a deep GP can be used to model a rectangle function, and compare it to a standard GP.\n", + "\n", + "First, we will create some data from a rectangle function, with the upper and lower parts overlapping randomly:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def overlapping_rect(scale=1.):\n", + " ''' Create a rectangle function with overlap in upper and lower layers'''\n", + " x = np.linspace(0., 1., 400)\n", + " y = np.hstack([np.zeros(100), np.random.choice([0., 1.], size=(50,)), np.ones(100), np.random.choice([0., 1.], size=(50,)), np.zeros(100)])\n", + " return x[:,None], scale*y[:,None]\n", + "\n", + "# We generate and plot our data (not that there is no added noise)\n", + "X, y = overlapping_rect()\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "plt.plot(X, y, 'kx', alpha=0.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we know from previous labs, fitting a GP to this will be difficult because of the inherent smoothness assumed. However, we will fit and plot one all the same, just for comparison:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 64.84350085460682
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 0.2491115161061674 +ve
rbf.lengthscale 0.2135121969510486 +ve
Gaussian_noise.variance0.07540321132246341 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m_full = GPy.models.GPRegression(X, y, kernel=GPy.kern.RBF(1))\n", + "m_full.optimize()\n", + "display(m_full)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.linspace(-0.2, 1.2, num=500)[:,None]\n", + "plt.figure(figsize=(14,6))\n", + "plot_gp(m_full, Xnew, training_points=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, the GP struggles with the discontinuties and gives us an overly uncertain, and smooth fit.\n", + "\n", + "We will now try a simple 3-layer deep GP, $y = f_1(f_2(f_3(x)))$, with RBF kernels at each layer." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "468cf8e9a99847c0a846dc637d54161a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(VBox(children=(IntProgress(value=0, max=10000), HTML(value=''))), Box(children=(HTML(value=''),…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_hidden = 2\n", + "\n", + "m_deep = deepgp.DeepGP(\n", + " [y.shape[1], *[1]*num_hidden, X.shape[1]],\n", + " X = X,\n", + " Y = y,\n", + " init = [*['PCA']*num_hidden, 'PCA'],\n", + " kernels = [*[GPy.kern.RBF(1, ARD=True)]*num_hidden, GPy.kern.RBF(1)],\n", + " num_inducing = 50,\n", + " back_constraint=False\n", + ")\n", + "optimise_dgp(m_deep)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We plot the fit now, and as we can see, the is close to the observations, with the greatest uncertainty occuring in the overlapping discontinuties. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,6))\n", + "plot_gp(m_deep, Xnew, training_points=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can look at the samples from the posterior, of both simulated observations and of the latent GPs. We can see that while the samples are not tightly fit to 0 or 1, we observe a reasonable behaviour representing the rectangle function (which we have treated as continuous). Notably, if we look to the edges of the plot, where we are sampling at input from which we have no observations, the behaviour is modelling the step functionality as a possibility." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0AAAALJCAYAAACdq0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9d5Rc133n+bkv1Kucujo3upEaIAEwU2JQMBUoyhqa6509skcO8oxn7LXWnvH6aEaW/xk5zDjMOqwsy8eWnJRseSWPLcpjiSKpSNMECTAiNxpAo3Ooqq788t0/XnepkUEKFEDifnh40FUv1K9evXC/95eElBKFQqFQKBQKhUKhuB7QrrYBCoVCoVAoFAqFQvH9QgkghUKhUCgUCoVCcd2gBJBCoVAoFAqFQqG4blACSKFQKBQKhUKhUFw3KAGkUCgUCoVCoVAorhuUAFIoFAqFQqFQKBTXDUoAKRQKxXWGEOKvhBD/7WrbcTEuZaMQQgohtn8/bbpSCCE2r9lvXG1bFAqF4npECSCFQqFQKBQKhUJx3aAEkEKhUCiuOMq7oVAoFIprFSWAFAqF4nWIEOJGIcQ3hRCrQoiDQoiHzlqlJIR4VAjREEJ8SwgxtradEEL8gRBiSQhRE0K8KITYs7bMEkL8rhDitBBiUQjxJ0KIxNqy+4QQM0KIXxZCLAB/KYQ4LIR4cINNhhBiRQhx+9rrLwghFtY+59tCiN2XY+N5vusF7TrPutvX9lVbs+VvNyz7qBBiWghRF0LsF0K8ZcOyX12z97Nr9rwkhNghhPiVtWM1LYR414b1vymE+C0hxNNrn/UlIUTxAjblhBB/LoSYF0LMCiH+mxBCv5S9CoVCoXhlKAGkUCgUrzOEECbwZeBrQB/wH4HPCSF2bljtx4HfAErA88Dn1t5/F/BWYAeQB34UKK8t+521928FtgPDwH/dsM8BoAiMAT8L/A3wvg3LHwBWpJTPrr3+CjC+ZuOzG2y4lI1ncym7NvIbRMelAIwAH9uw7Jm1fRSBvwa+IISIb1j+Q8Bn1rZ9DniE6Dk6DPw68Kdnfdb7gZ8GhgAf+MML2PSpteXbgduIfoP/cBn2KhQKheIVIKSUV9sGhUKhUFxB1jwXXwCGpJTh2nt/AxyVUv6qEOKvgLiU8t+sLUsDNWAzkSD5E6LB+9MbthdAE7hZSjm59t49wF9LKbcIIe4jGqhnpZT22vLtREKhX0rZFkJ8bs2GXz+PzXmgCuSllLWL2SilnBZCyDVbJy9m13k+59OADfy6lHLmEsexCtwnpXxBCPGrwJuklPevLfshIoGXk1IGQogMUAcKUspVIcQ3gaeklB9eW38XkYhLAJuAk4AJ9ACn1753Z23d9wE/K6V828uxV6FQKBSXh/IAKRQKxeuPIWB6XbysMUXkqVhnev0PKWUTqBAJpq8DfwR8HFgUQnxCCJEFeoEksH8trG4V+Ora++ssr4uftf0eBw4DPySESAIPEXlWEELoQojfFkJMCiHqwKm1zUqXsvGs73o5dm3kQ4AAnl4LDfzp9QVCiA+uhe3V1vaTO8uexQ1/d4i8WcGG1wDp89lPdPzNs/YHkbfMBOY32P+nRF6xi9qrUCgUileGSlJVKBSK1x9zwCYhhLZBBI0Cxzass2n9jzXvSnFtO6SUfwj8oRCiD/j/gP8CfIRokL9bSjl7gc89X0jBehicBhxaE0UAPwb8b8A7icRPjsgDJC7Hxg2sXIZd3zVQygXgZ9b2+WbgMSHEt4FB4JeBdwAHpZThmgdIXHBnl2bThr9HAW/N3o3vTwMOUJJS+pdr74bjqFAoFIqXifIAKRQKxeuPvUAL+JAQwlwLT/sh4PMb1nmPEOLNQogYUZ7J3rXQsjcIIe5ayyNqEYVfBWtC6pPAH6wJI4QQw0KIBy5hy+eJclo+wJr3Z40M0cC/TOTB+c3zbHteGzeu8HLtEkK8VwgxsvaySiTagjV7fGAZMIQQ/xXIXuK7XYqfEELsWvN+/TrwxQ0eo3X754lCB39PCJEVQmhCiG1CiB+4hL0KhUKheIUoAaRQKBSvM6SULlG42Q8SeRz+GHi/lPLIhtX+msirUwHuICo4ANGg/5NEg+0pIoHyu2vLfhk4Djy1Frb2GLCxsML5bJkH/gW4F9hYwezTa/ufBQ4BT51n8wvZeDYvx643AHuFEE3gYeAXpZQniQoafIXISzZFJPymL7CPy+UzwF8BC0Ac+E8XWO/9QIzoOFSBLxJ5pC5mr0KhUCheIaoIgkKhUCgUV5i1IgiflVL+2dW2RaFQKBRnojxACoVCoVAoFAqF4rpBCSCFQqFQKBQKhUJx3aBC4BQKhUKhUCgUCsV1g/IAKRQKhUKhUCgUiuuG11wfoFKpJDdv3ny1zVAoFAqFQqFQKBTXKPv371+RUp63KfZrTgBt3ryZffv2XW0zFAqFQqFQKBQKxTWKEGLqQstUCJxCoVAoFAqFQqG4blACSKFQKBQKhUKhUFw3KAGkUCgUCoVCoVAorhuUAFIoFAqFQqFQKBTXDUoAKRQKhUKhUCgUiusGJYAUCoVCoVAoFArFdYMSQAqFQqFQKBQKheK6QQkghUKhUCgUCoVCcd2gBJBCoVAoFAqFQqG4bjCutgEKhUKhuLJUOhUmyhOs2qvk43nGe8YpJorf9328XlHHRqFQKF7bKAGkUCgU1yivZKBd6VTYO7OXlJmiJ9FD22uzd2Yvd43cddmD9O91H9eyQPhebbsSx1ehUCgUVxcVAnedsv4Qf+T4I+yd2UulU7naJikUig2sX6OO79CT6MHxncu6VifKE6TMFKlYCiEEqViKlJliojxx2Z/9vezjldr9/eBK2Ha+YxOEAf9w+B/U/VShUCheIygP0HWImsFUXE9cy96Ii7FxoA10/50oT3DXyF3nrD9ZmeRbp77Ft6e+zabsJu4YuoNNuU0AJM0k5U75kp+5fqweO/EYw5lhRnOj5OK5l7WPy7V74+8ihEAgCGV43t/oUr9hpVNh/9x+Di0fAuDG3hu5c+jOc37nl3tMz8eqvUpPoqf7umbXmKxO4gUeN/fffMH7aaVTYd/cPg4vHwZgJDtC1spe8DsrFIrXNq/VZ8/1ghJA1yFXYhCgULwWeK2I/fM9KM8eaMOFRchkZZLPvfg5CokCY7kxVp1Vvnr8q7x7+7vJWlmOlY9R6VSYrc+SsTKM5kYZ7xkH6H6uJjSma9O4gUulU6HSrjDfmOeukbvIxXO0vTb5eP6S3+Vidq9/z+naNNP1acZ7xknoCfbP7wcBdwzegeM7PDb5GIVEgZpdY64xx3xznrHcGOPF8a7XZkfPDlbaK0zXpjlSPoIf+AxlhgB4fv55VjurvHPbO8/4nV/OMb0QQgj2ze3DD30yVoam20QTGr2p3q5HaP24rt9PK50Kj00+xqnVU+TjeVpui/917H8xmhvlLWNv6X6n9fUvVxgqFIprk8nKJA8ffZggDCglS3ihR6VTueaePZfL61HMKQF0HXIlBgEKxbXM+s36qZmnsHSLHT07uoPTulPnsy98FokEYFfvLu4YuuP7ejPf+DDRhEa1U2UgPXCGSDM0g7bX7g6ogQuKkG+d+haFRIFCvICpm7QrbQCemHqCvnQf5U6ZulNnpj6DZVgEYcDU6hQNt4EXeHiBx0tLLzG1OsWWwhayVpZVZ5WW3yKznOHm/ptpeS329O85x/6zH4aa0M4QCJtymzCEQcNt8KnnP0UQBiw0FugEHY6Vj5EyUxTiBZpek69MfIXeZC8TlQkEgrSVxvEddE3HDmwOLh9kT98egjDg4aMPc8fgHTTdJpV2BV/6DGQGSJtpBKJrYylZ4lunvsV8c56212ZP7x760/1M16dZaCww25jFCz2OrBy5oOdo4+9W7VSpu3XyVh7Hd3h27lm2Fbexu293d72z76cT5QkqnQqFeIGEmWCuMReF4AUOM/UZNmU3cWjpEA8ffZhQhuzo2cHWwtYo5HCDMNwo3i93QPJ6HLgoFNcylU6Fh48+jKEZlJIlbN/mRPVE95p+NSaaX83r/OyJxIXWAk9OP8mm7CY25Ta9Zu8pSgBdh+TjeRaaC5Q7ZRpOg4yVoSfRQ2+q92qbplB8z2y8WWtoaELjwNIB9vRFg/cXF19ksjLZfQg9t/AclU6F+7fdD/CqPkTO9n4MpAbYN7ePheYCy+1lpJTd61HXdFpeC4gG1G2vfYYI2ch8c55N2U00vSaLzUVs36bttjldO827M++m4TZIm2kyVoal1hJfOvolTM2k7bV58+ibsXSLwyuHsX2bynwFP/QJw5CR7Ai2Z7OjtANDM3hm9hmabpMjK0ewdCua2Qy+O7NZ7VR5evZpDi8fRhMaCSOBj082lqXSqVBKlBjMDHJg5QC+72OZFnP1OQzdYFN2E37g84z9DJqmkbEy5ON5TrdOM5Ybo2bXGEoPMV2fRkpJEAakYimabhNd6CTMBIvNRdKFNHEjzqqzyqHlQ0zXprvicK4xx0f3fpS8lac/089qZ5WW12JLfgsNp8HDRx7mmye/ydu2vO28oniiPMFgepDeVC/TtWkaToNSsoRlWOSsHE/PPM0/TfwT8815CvECzy88T9yIc3jlMDp69xxse200TWN6dZrF5iJxPU7TbTJbnyWfzFPtVDm4dJBtxW0st5Z5euZpLM3CCz0+/fynGcwOEoYhd43cxXhx/KJhd3tn9hLIgJXWCi8tvsST00/y0M6H2FbcdkXO68tlsjLJPx37Jw6uHCRhJHjT6Jt4+5a3vyYHTgrFxZgoT0Sen0QJgSBhJABYaa1gauYV/7xXO9JhojxBIANOrp5kobnAYmuRvmQfTbeJ4zs8OvkohUQBKeVrapJFCaDXGZczC1BKlnjk+CMUEgVyVo6aU2NqdYofv/nHX/E+FYprhY0hntl4FjdwSRgJpuvTAJTbZfrT/STNJBCFNFU7VfbP7ccPfVY70cB5obmApmncs+ke0maaulM/I3xs/Ro4+/ooJUustFfOuF6AaCAaBryw8ALlTpnp+jQ/MPYD1JwalU4Fx3fY1bsL27eZrE4ynBnm7VvfzkR5gnKnTD6eZzg7fEauy3B2mJyVY6W9wlxjDg2NXDxHb6qXsiiTttL4oc98fZ66W6dm16KHVuBgezaGbjBRniARS7DYWKTpNEHAcGYYQzc4XTtNzIhR7VRJmSlOVU/xyOQj2L5N0kxS7VQJZMBIdoS/PfC3LLeW0YSGG7gIIZBSIpF0/A5pMw0SJioT1O06ju/QarSwA5ukkeToylFCQoQUIOBU/RS5eA5Lt5hvzLPcWma5tcxCY4Gm16SQKBA34ggh8EOf5foyLbeFlBJTNzm6cpRn5p5BSMFgdpCh9BB9qT50oVNul7FDm8AP0HWd+eY8p+unGS+OI6VksjKJH/rneFseO/EYOStH228ztTpF1a4S1+MstBawfZu/P/z30XkXyzLbmOV3vvM7DGeHsQwLIQQNr8G9I/ciEBwvH0cIQc2psdReYqm5hBSSkltCSMGqs8pLCy9hBzarzipxLU7LaxE346SX01i6xXMLz/G+Pe9jIDPAv5z+F7509Eu8ceiN/MDmH2BbcVt34HKieoKEkaA/3c9sfZaP7f0Ybxp90znn8qvFZGWST+7/JKvOKsV4ETdw+ftDf8+z889y+8Dtr+lZZIXibFbt1a7nJ2FG4iduxFlsLnJj742X3P7ljrnOTmvwpc/U6hTHyse4e+Tu79k7fLp2mrnGHEkzScfroAudldYKAsFofpSp2hTVTpU7h+68ZsPMz4eQUl5tG14Wd955p9y3b9/VNuMMLmcAtPEhOl2bPmcwBd/7zPPGWYCkmWShtcBEeeIcN+Xemb0st5cptyMPUNtrM1OfwQ3dMx6e59vn+iz0a+HkVlyfPHL8EXoSPd3B5YGlAwRBwEuLLzFRmWCls8Ke0h7uHr2b/lQ/DbfB8fJxWn6LuB7n6dmn0YRGJpbBDV0MzeCNw2+kL9VHKEO2FbehC50dPTuYrE6yd2YvvclexnvG6XidaFA3dDsDqYHu9aJrOq7vcqJ6gsnKJMVEkabXpOk1qdt1bM9GExpbC1updCocLx/HCR3uGrmLWwduZTAzSM2ucbR8lIbTQEPr3k8QIEPJqdopSskS947cS8yI0XAbFOIFnpt/jrbfptKusNRZombXMISBEAJLt7AMi5gWo+bWaDgNDM0gE8tgGiYykGiaxlBmCE1odNwOS50lWm4LgSBv5QkIunHuMSNG221j6ibD2WGWm8s0vAZ2YFO0igxlhzi6cpRABghNYGBgaAaVdgUndEgYia53xA990rE0GTND02uSt/JYhoWUkpCQofQQuXiOUqrEfGOeucYcfuB3BxqdoIMQgkKsQN2rd4WQ7dl4oRcJX7tKKRF5sZAQj8XRNZ3h7DC39d+GoRlIJFO1KXYUd+CHPodXDrPYXETTNIIwYLm1jB3YLLeXietxelO9rHZWWW4t44UecTPOeGGcpdYSMSPG7t7dOIHD8fJxfHwEgnKrjB3YCASmbpIwE7ScFn7oYwgDN3Tx8ZFINDTiRpyB5AB96b4o9C81EHni7Ap5K08yluSd297JwaWDLDYXycSiMMZULNU91+8avoutha0v+35+seddw20wUZ5gqjbV9fLcNnAbf/HcX3Bk+QjZeJaBzAAAEysTxLQY79r+rldkh0LxSnm5AuPlrF/pVPiHw//ATH2GU6unaLtt/NAnpsfYUtzCB+/94CU/63xjrvWcx43X3WR1ksPLhzm8cpg9pT3s6tsFAg4sHSCux3ECh1v6b2GhuXBGTmXTbXbHfTE9RiaWIWbEIi99ssS2wrbuOLDSqfB7T/4e1U6V/nQ/K+0VdKFzZOUIjuewpbiFrcWt5K0892y6B4CW28IyrGsip1wIsV9Keed5lykB9L1xPtHx7Nyz3D54OwPpga4IycfzzDZmkVIy25glZaToSfZw88DNtN02EslgevB7Ehnr5V1TsVR34CcQZGKZMx4wz8w+0x0gTten+erxr0azs8BYfoxqp8qP3/zjbCtuO2Of61xLJ7dCcTZnn7PT9Wn+7tDfcbR8lEKsgCc9bP+7gsMObHqTvdiezb7ZfUghGc2OUu6UsX0by7DY2bOT+7fdT8fvENNjWLrFN059g0q7giY0BjOD9Kf7yVgZpJRoQiMdSzNZneRk5STzrXk2ZTaxvbgdL/TwQ5+m02Tv7F6abhMv9HB8JwpLC9oIGeUrbc5tZqm9xPbCdkqpEtO1aZbbywxmBllsLDJRncANXArxAhoabb9NOpbmxtKN5Kwcp6qnOLZ6DEuzaHpNHM8hlCFCEziBgylMDM3ACRwCAgAMDOJGvJt7k4/nkVJSd+r4od9dLyREQ0Mg0NY6KiRjSUzNJJABfujT9toYwiBpJfEDHz+MBvGWbhE34gRhQEyPUW6VCQkB8PC6duhCJ5ABOjo9qR5CGRLIgHw8jy99hBTU3ToxLYapm4QyZNVepe21SZpJhtJDhCJkubUMkmj7MCCQAXEzjh/40WeGHnEj3hWEvYle6m6djt/B0i06fodQhqTNNOlYGl3To++mG5Rbkaft9OppNKFF31363e8DkLNyBEGArumkYik830PTNIQQ1J06bb+NgYFAdHPTAoLu32djCYt0PE3KSNFwGyT1JCP5ESrtCp2gQ9ttY+kWI7kRpJQYmkFIyGh2lIH0AMVkkd5kL/dsuuey7+frVez2zuwlaSbxQo8TlRNM16e5d9O9jOXGeOT4I1TtKjt7dqJrOvONeUrJEpVOBSklMTOGF3hoQkNDo+E2eMPQGxjIDDC1OoUTONw6cOv3zTOluP44uzhBKVVCF/o5BUjO9t5fbBJ4XSCdrp1mpj7DQGqAJ6af4Osnv07bbZONZzE1k7geZ2fvTsaL49w5fOc5+Ybr4qnSqdCb6mVTdhO5eI75xjwTlQnuGLwjGmc2F3h08lFaXouUmWKxuUjDa9CX7KOULDGcHSZlpogZMTZlN7Fvbh+60HECh9P10wRhwExthqpdZTAzSCFe4IXFFzB1k5H0CLl4jlO1yAPveA6doIMpTBCw0Fig5tS6x6NqV2l7bQbTg9y76V4KiQJJM0nCTPCTt/zkVb+Gr4oAEkL8BfAgsCSlPCdoXQghgI8C7wHawL+VUj57qf1eKwLonCTr0g5yVo4DSweoO3WyVpZNuU3sndnLRHmC5+efxw5sYnqM2wdvZygzxFJriZyV64aAPDD+ADkrKjl79kPpYjMQ68sePvowGtHAq+W1KCaLWJrFZHWSlJniRPVEd3bzpr6bGO8Z50tHvkTH62AZFqZusq2wjaodhbv89O0/fcZs+jpSSsqdMg9sf+D7f+AVigvw8Y9/nEYj8mjeeP+NJI0kX/u7rzFbn2Xfs/u47+fuQ8/qfPsL38Yf9QlPhozeP8rqY6u0TrTIbsvi3BQN+pefWKZ9MiokUHhvgR2bd/Cewffw+d/6PP039DP24Bjf+eJ3kHWJmTDpe1cfQTNg6YklxgfHGXj7ADOPzxDeELLw9ALVWpW+2/soHyqTJk2n1WF5epn4SJz0zWkWX1rE7bg4kw6aoVH4kQLpWBp3v4sf+uhxnS33b+HIV46QviWN95JHdVsV+xkbOS2hH1iE2DtieI976FJHCIFhGqR/MM3yw8us6RbYvPbvqbV/deAdwON8d53zvXeNbKc9riFCEQkMLXpPPi4vup32Do3w8fCin6dv1gkJkaciAYsO4dvDc+wU7xDIxyUiFCBB6vKybF/fTg91BAJf8zHfaeI95r3yY7X2u7OJrgi17rRwXnLQdmlYj1r0/Ose+gb6kKGkXW8TOxLjvf/2vRz5yhHe/773U+gp8Jef/EsKfoF0Os2HP/xhfvu3f5tms8mxY8f4oz/6I6qdKj/zgZ/hvp+6j4PPHKT01hKnZk9x+NOHyW/JM/b2McyMSavS4uQ3TmImTAqJAvk78iw8tcD4W8bxQo/ZvbN4bY+qXcVKWuRuzzGQGuD4545j9po4ukMhV+Cet9zDN/7sG/Qme/nd//G7/Nqv/Rof+chH+PKXv0wmk+G9730vX/jCF/j5n/95FIrLpdKp8KnnP4WhGeTjeWzfpuN32FrYSkyPRXmFZwkdQzOwdKs7oVazaxwrH8MJHO4euZtSstQt5vLi4oucqJ5gobHA/vn9kbdaht2xX0+ih0KiwA2lGygmiuzq3dWtVFnpVHh08lH++fQ/E9NixIwYuq7Tn+znZPUkXujxjq3vYKY+w9dPfp2jK0fpT/VzU/9NTNWmWGotMZgeREenP9NPLp5jID3AoeVDNJwG1U6VQqJAb7KXil3hhfkXIo86kqbbJJQhmtC6kzBu4JI20mTimW5os27onKycJAzDaMIpDLEMC01opGIpNKGxvbgdUzfZnNvMm8fefE4lzu83V0sAvRVoAp++gAB6D/AfiQTQXcBHpZSXdClcCwKom1gaBnzj5Ddouk3qTp3x0jhtp83W4lYWm4tMViY5sHyAptPEDVz60/3MNefQhc6WwhbcwCVlprihdANe4KHrejdhbnN+M/3pft67+73sn9vPZ174TBQGEsuTS0Qi6a6Ru+hJ9PDtqW/TcBo8t/AcEFVhWp/h9qWPJSx86ZM207ihy7bCNl5aeolbB27lwNIB0mYaX/psLWylP9VP3akzVZviA2/4ADWnhuu75y2YoDxAimuFj3/84/zCL/xC9/XmrZvxAo/Zqdnue/F8nN0P7mb/Z/cjDIH0JcndSdoH2911tKIWDaw39LEUKcH4L41z6g9P4dZdAPpu62PpuaXuOmMPjrH49CL2kh29vneMqSeniOViuLVoG6ELZHCe+63Odwe36yRBT+gE5e8uMG8y8V7yEGmBbEpIAa2XeaAUr3+SRFOKMcAFPaNz60dujSrd/f4R3AWX8beMM/GdCcbGx7j1/lv50h9/qbv5Aw88wCOPPNJ93dfXhxd4VMtVNF0jDEJu/4nbOfSPh7BXo/M9M5Rh6/+5lSMfP4Kz5HS31TM6QSMgNZAilCGdxc4Zpuq9OnQgaJ55AQhNIMPoWlnPJdN1nSCI1iv0FqguV/md3/8dPvRLH7qCB0/xembvzF6+M/Ud+lP93Undjt/B1ExqTo3bBm47J9rluYXn2NO7h5nGDAuNqABAMVGk2om8JxOVCUayI8T0GHtn93YL2xyrHKNgFUjFUrS8VuRBjqUZSA8wlh/jpYWX6PgdSskSu/t2M1WdYqmzRNbMsqN3Bwk9wcHlg+StSKit5zuausnh5cOU22X80CeXyDGUHcLSLBabiyAgaSQxdZNdpV3dCfCF1gLpWJp6p85sc5bl9jL5eJ64Hmels4KhGWRjWUJCLN2i6TapOTU25Tbh+A5tv03GzDDfnEcg8EIPXehIJAKBrukkY0lyVo5b+m5hIDvAUHqIWwdv5V3b3nW1fvKrFwInhNgM/OMFBNCfAt+UUv7N2uujwH1SyvmL7fNaEEB7Z/ay3FrmpaWXeGH+heiEEALbs3ECh7pbx9ItslaWttvGCRzKdpmCVYiW23USsQQZI4Nu6hgY+KFPT6KHvnQfWSvLUnuJ0ewoP7L7R/j8gc+TMBMk9AQT1cgLFNfjlDtlmm6TG0s3IhBM1aaoO/VuWV0hBIOZQYrxIr6MemQEMkAXURhGw25wunYaBOzu3U3DbTBVm6I30cv24nYeuuEhnlt4jv3z+0mbaXqTvSTMBG7gdkPkFIprgaWlJd7ylrdw7Nix8y7XDI3QDzHTJl7bgxDQQItrhO3wvNtcDD2pE3QCzhehpPfqZH4iQ/Ovm/iLPgjOu97LQfQIrB+zcD7vIJflFdmn4nXM+vmxJq7NjIlE4jd88pvyvOND7+A7v/cdlk4tkcgmsJt2V3BccteawEyZuA33TFG/4ZzUe3Q0TcNb9i58rr7Cc1jTNMIwZPP4Zn7z07/JA7c8cNXDbBSvDR45/gjzjXm8wOsWJ2i4DQ4tH8ILPe4evvuM5s+rnVW+ePiLuL5LJp5hpblC3a1H3pbsICPpEfYv7Cdn5SglSkxUJii3y9TdOn7gR+GuoYepmfihjxM49MR7aLgN3MCN8kyli+3ZWLrFcGYYRFREwQ98On4HQzMYyY0QM/vXLHEAACAASURBVGIsN5e74dJO6BDTYviBT9bKIoQgF8sxWhhloblAza5RSpRoOA2KqSJ+4HO8chzbt6OcRw1834/CUv1IzAgtaj2ABNu1aQUt+pJ9VO0qYRgSyhAkxIwYISFhEIIAL/AQmkATGjE9xo/u/lGyVpbtxe10/A6/ePcvXrXf/GIC6GpWgRsGpje8nll776IC6Fpg1V7l4NJBnpt/jqXWEtVOlYbXoNKO4jZbboumbFLulNGERjFeJGWkqLk1ZCjxpd/1ChmeQSlRwpc+y+1lTlROUEwVMTSDeqfO4ycej3IVilvJWlk0NBYaC/jSJ2fl8EKPJ04/gambFONF2n4bx3ewdIu212a6No3jO/Sn+il3yvQme2m6TRJmgqnaFDcN3MTxleMcWDoAQNNp0nSbbO/ZTsWucKx8jEwsQ2+yN0py9Rq8ceiNrLRXzhBAlxOip6rIKV4t+vr6+M53vsOuXbsol8/sZ5XJZ7jll2/hqf/+FF4zyi9BACGE7ZBYOkYYhvht/8ydxtf+tTe8lwBTN7+7n7PQkho9/1cPJCH9H9LU/t8asvU9KpUE8O9AZiTypyT8MdEMv0JxISSRF/GndMJPh3iN6Hw1Mya7P7gbv+hz54fv5PEPPU6n3jn/Ps4jUISIPDNuw8XKWrz9I2/nsY88Fl0P6zooKRj4hQE8PJb+n6Vzz9VkFKUQtl7+xANAGIYUegp84oufwMpaqoG34rLJx/N4gceJ6gkgCmd7cvpJPOmxs7iTheYCdafOaG6U2cYsz849S8NpEDfjTNemWWmtoAmt23ssJmK4vsuB1QMUEgV0TSeUIW2vHRWWcWqEYdjNwQuCgJbeouN1iJtx7CCaNEdAy2ux2F4kCIJunqiu6fi+T6VdoebUaHktTGGi63o3vzKmRwVvUrEUVafKzfGbOV0/jWQt39xMcbJykoSZoNqpRtceIRYWHlE+bBAEhDIKZ2t0GpG4CUMSZgIv8Oh4HZCg6zqWYeGHPr708YOoiEtAQFIku8f5yMoR7hq+9q/JqymAxHneO+9IQQjxs8DPAoyOjr6aNl0WQgieOP0EOSuHqZm4octqZxWBoOE0cEMXU5h4QXRy2b5NTIvR8TrdKj+e7+H5HuhE6wQ2NbsW9c7wEyDh1OopdKGTjqU5Vj6GF3jE9Thu4OKFUSKp4zvouh6VgW0vEzNiUey/ZlBMFFl1VllsL+KGLqPZUU7XTtN0mjTcBpZu0RPv4ZR+ilqrFlVMihe6pYP/eeqfuxfY9uJ2IHIX277Nqr3aPR4Xq0EPvKr16RWKSyGEIGkkz3/HWWNjwvql9rUxH+58y+N6nLaMKqFdKSQSRzqXXlGh2IBc+2+dUIbMNmcJkgElUYpynS7AxoIM52O9V9TZ+xBCUHWrhP75rylBFNL2vbBul2rgrXg5jPeMU+lU2FrYyqnVU3xr6lsYusF9o/eh6zpHlo/Ql+zj8Mphap1IcGiaRqfTIR1PE9NjzDRmGMuN4QYuR8tHu5POp+unMTUzKhYgicSBJgjDkIAAV7qYmknFrqChYYYmvvRxfRdDGAQywPM93NDFC7yonL9mYsWsqApk6EeemcAma0RFFZBELQ38KMcopsV4afElOl6HocwQTacZ7df1sJ0ojM7UTWzfRoqoOErH62AaJkkjiR/62L7d9fJYukXdqUeFc4gmP0IRIoTA870zCueYmkkn6BDX4pTbZZzAYdVZ5baB267yr35hrqYAmgE2bXg9Asydb0Up5SeAT0AUAvfqm3ZxBFGfCqEJ3NAlkFG1nmQsiS4iMVJ36yTNZKTgA5+2E5V21Ygq/2SsTKS818qo+tJHhhKpSVbaK/ihT1yPd2MtPenh+m7USEs3owRp36Xm1KL1hMD27a6rVSK7MadhENJ22xxYPkApUSKfyOMEDnkrz6qzynJ7maSRZDg3TEyLRbMAToP9lf1sK2yjmPyuUDlfLfuza9Cv/ztRnoheX2CZmrVTXCnWQ+DO9v4A1Kt1HvuVxwj9kHgmjtNyonAfDfS4jtt0z79T+9y3ZFvi4hJLxXDb7nenbNZmy4NWwOzHZsn9ZI7aZ6+A9wegA/wl8CPAF4lm1FUInOJiCKAN4Seiwg8iFQn3oBmdn/kP5PnmJ79Jp9bBylg4Teec8+l8IkVKidAEVsrCbth87cNfOycELmyF2J+wuzacfa7K9rkhcy/rq2mC1fIqP/fen+P3P/f7DAwMvPydKK5Liokid43cxUR5gsnqJJvzmxnLj9H0mqysrrDYWuRfpv8FJ3DIWBniWpyl1hJ1r86W3BY25TZxvHqccquM0KIy+m23jWVYOI5D02ti6iZD6SEaXqPrxbH0qHy/EIKV1goBAU3ZxNAMvMDDw0PTNTzp0fbbEICmRxUlhRDYbpTTrQsdqcvutenjkzSTxESMuBGn7Ub9yXqSPcw2ZhFSsNJeQQiBEzpRc3AtKliwPnGQNJMUEgUcP/rObTcq/pC20niBRyCDqMlpKJFC0nE6ICCux0FEE/imbiL0qOWADGW3qfNN/Tdxx9AdV/MnvygXnv559XkYeL+IuBuoXSr/51ohlCFv3vRmHN/BD3yCIMDSrW7zPy+MTpp1QaILHaFHMwG6Hl0M2Xi22yRQIqP4ShFGAmptn0EYRKVS18rMhmE0oxYS4gYubuAipez2tIjpMQKisrKhDIkbcRJGgpSVImflSBgJOn4HXYs6ko/kRnhx8UXcwCVpJjGFycnVk5TtctfbpAmN1c4qK50VpJSs2qvomt4tDwlRSOB6U8l1kmaSVXv1ossUiivFF77whTPyf4ZGhxgZG+m+Dv2QZCHJm/7Nm5ChRDM0CGFoz9AZ+xFFAWc7JlOQ+E8JROq7np+RPSNnDN56H+iNErqBYDmg+WiTYClAy2y4xeoXMP4874ukgMKGN8rAt4BlIE302alzt1MoSBKdHzEi8ZMRjPzyCD0f7MEcMPEWPU4+fJLmbJPMcIahdw2dcS4P3zp85u7ySRK5KF9C0zVkKLntX99Gqpjqip/MUIYH/+BBEv3RemE5JFwJu+eqKAlE6SzPqQS9pJ//PBbn/q3p0bUkQ0m2J8uJYyd45MuPnPEsUiguxboIuqF0AztLO5muT1O36yy0oryZml0jH8+z1FxiujFNNp5FExoHVw5GOdLJXipOhcnqJC2nhWmY6JpO2kpjmVHDY6lJclaOkewIKTNFIV5gKDPE5vzmbk81L/QIwoCQMCr9H0DbbRMEAYZuUEgUMHUTGUpaQdQTTAhB3Ihis0NCNKkR02JoejROHMgMEMiAltvC9mx0Tafjd/ACjzAIccMo38gLorL/ru+CgN5UL7l4jiAM6E33kowlycQyyFAS02LE9TgDmQGGM8PkElFz6v5MP4V4VFWuP9VPX6KPfDxPOpYmbsSJm/FL/BJXn1fNAySE+BvgPqAkhJgBPgKYAFLKPwH+iagC3HGieaJ/92rZcqXJx/Ps7t9Ny2vRdJusdFbQ/ahfhZQSQkgYCYIwUu8SyUhmhDAMcUKHIAxwPIeYEYtOarnWMV3KbrO7dc+PJSwG0gPUnBodv8NIdoR20KZhN4jpMQrxAjW3RsJIMJYbo+5EvSuy8Syu72L7Nnv69uCFHkkjyVxjjkwsg+d7rDqr9CR7uo3sUrEUI9mR6Ht5TTYXNhPTYzi+wwvzL7C5uJlsLMtDOx86I3wtH8/T9tpnVE9pe23y8Xz37wstUyiuBOvlcM8ug/1nf/FnGMLg+OHjPPR/P8Tmoc1gwsCeAZwTDrvfs5v/+cn/yeyhWZwhh9I9JaSULD25hHsqejik/vcU2WIW/gss/e0S227axm/92m/xV5/4K5qVJkvuEmMPjrH8wDLHHjtGR+uQuTdD+6k28kaJflRH2pJwPCQ8GRLaIYEbYK6amEMm/bf1s3JkhaAT0J5oIwyB9cMWaCCflbS9NligvVEjfDqEXcAhon+fI8qkXC+H/BoqZ/262e5q2rChDDZEpbCNOwzEIYFxk4H9ZRvrQYuW2SKRTLD5FzeztHeJvvv6GL15lPQtaRpmg7t77qY36MXTPcYeHOPIPxwhK7LMTc3xtg+8DUM32PuJvdz9E3ez78l93PieG/nhH/th/vy//znZ0SyFewvEi3FGfnGE9t42TdGk5beQN0jCQyH6Lj1qKntYYvomOSuHjEn03TpVu4rzjw6pgRRm3MQ3fbTNGvbX7Kgi6v+xmcpXK/z7X/r3nHjqBE3RZM99e6g9W+NXPvgrKpRa8YrIx/M4voOUkopdwfZsDM3ANEzqdp2kkcQObfzQJxvLYns2i81FRjIjbC9sjxpsy4CUkSIgwNCiYlYaURPtTCyDIQwyVoam06SYLFJpV5BIdE2HEHwZNUhFrhX3WOs1pmka/al+Vjur1NwalhaV4XZDl4SR6Pbf6XgdAhnQG++lmCgy15wjH8/jem5U0MBM05PswfZsErEEYRAihaTm1ijFS1jpqO9ZIVHA9V1MPbo2Ld2Kjs2arZ2gg9uOPjuQAal4iod2PsRcY47Dy4dZbi3jBA69yV7y6TxD6SHuGLyDcqfM/rn93L/t/qv9c58X1Qj1FbBer/3ZuWc5tXqKg8sHQUIhXuB0/TTVTpVsPBtVgfPakXdGi5GNZwnDkI7XwQs9slaWsl2Ocn/WnHE+Pkk92c0d6kn1UEqUovCFMOAtY2/h+bnnqTpVHC/K/+lL9TGSGaHtt9nTvwdd6Oyb24ft2tw8cDMZKxN17Q2cqBR24LK1sJWjK0fZWoxKX7f9NkEYcHTlKIZmsKN3B0kjSUJPULWrzDXm2NW3i4d2PnRO9bcLdS4+Owfoe2nyqlC8HM7p09WzA4iaou6b20fSSHLP6D08cvwRivEiCDi8fJi5xlxURdGuYgqTqlNFIMhZORzfIZ/I8/5b3s/N/Tcz35xnsbnIM7PPEMqQfDzPTH2Gg0sHqdpV0maath+Jfzuwo7w9GT3k0KK46Vw8xxuH3ojt28w0Zqg79W6u3Kq9iuM7LLWW8PGJa3E64QUS1okGv2fnfGxEJyqzHxLFc5uaGZXMD+zue2dvq6OjoREQdJNdIbI9IGpQ6uOfsf66LeuTOevrb1xvI5ZmEdNjkdAjagBqYnYbor5SBAJTmNFkkvS6eV4CgYmJqUdNYN3AxQ3dyBN/iVwwHb17DM4mJmJRgnEYdm2/WA7N+vHW0DAxcXAQCFJGCtu3u41mNaKk5fUB1vmOo45OXI93f6f1RqNu4JJP5CMvv5FkIDPAfHMex3fY3bebIAzoSfRw9+jd3DX03fv1fHOe8eI4ph7187lz6E5W2is8NfMUx8vH2dW3i0wsw2R1kpnaDBPlCUqpEprUmFydZLYxG+VPrNnhBVFSdyaeYVN2E5vzm6M2DYHPqdopgjBqHutLHxlI7MAmH89z28BtWIZFykyxvWc7t/Tfop4fiitCpVPh409/nLSZZt/8PmZWZ0jEEiTMBM/NPxdN2kq66QV5K48XemwpbGFnaSdPnn6SufocpVSJTCyDE0b3as/3uGXwFsaL4yy1lmi6Tdp+G9u1WWwtEsiAml0DQArJYGqQdtCmaTeJGTFGc6Mst5ZJmkk6foeW12K8OI7t2fjSZ6GxQM7KoRs6RavIydWTbMpuopAssNxaJhPLUO1Uu94lP/BZtpdJ6SkQoGs6TbfJvxr/Vwxlhvj6ya8TN+JMrU4RypCMlWE0P4opTCZXJ6m2qtE9R0YFSDwZTaa/e8e7ycVyPLvwLLP1WVpui0KiwKbsJt66+a3RuNJrqypwrzeKiSK6ptPyWgxmBulL9TFdn8YLPbbqWykNlzhaPkrSTNJwGlEjLBF1m28HbWw/qvyRtqLS0kUrGoDV7CjpLmEkom7kWi9+4LPUXGIkP8K7tr2LjttB0zV29e4iY2VImknSZjrq+6Np/Od7/zPFRJHJyiQf2/uxqNKcZtCb7GW2MUspWSJpJtE0DSmiPKF1oTJdn6bhNBAIOk6Hht2gkChQSBTYWtzKlvyWc6q/rR+P9bjacqdMPp5nT/+e7gPqYssUiivF+aoNjveMs3dmL4ZmkDSTbMlvIWEkkEgWGgvkrWhwiIDbBm8jIGCluUIxXqTpNulN9LK5sLnbtX5X3y760/1YhsX92+7nmdlnyFpZVjurHFw5SDKW5N6xe5mrzzGcGeaFhReYrk8jkaRiKWJ6jI7boTfTy57SHjpBlFzba/Tyvpvfx2x9FiEEru/y6IlHmVqdwpNetzKQHdrRLL8wuuGxbhAN3nURzbKvJ6wKIaLwWxHlLJpaJAY6fgfP96JcQjNNYAfdOPWm08THJ22kI8EjAzKxDJqm4Yc+NbuGrutRkqwWw9RN6m4dQzei3Mi1AUPciEcJtWsPbeSZA/51YSCRZK1s10MtkQQyenBb0oqSfM9T/GFdFKyLmVw8hy/9KNSDEEKiMJJ4gTAMsUObrJUlbsSjnjadKqZhYns2pow6nK/b70s/+r5BJDYMDCRRKEjaSne9847nEIqwmzy8/r/QBCktRcJIULNruLhnCDqD6LczhRlFDGjRsSwaRVKxFIZuRPH+RAOVilMhZaRouS0kEkMYGMLAlz5hEIVV+4GPZVgkjARO4ETHQIIbuDi+Q9yIdyegTGEynB+mL9nHUnuJm/pvohQvMV2fZk/fHm7qv4n+dD/D2eEzqnZuK25jvGecTz3/KWp2jYXmAgutBY5VjjGYHiRlpTA0g1ExSk+qh5bTYqIygRu4ZBPZblTEaHaUuB7nDcNvYKI8QctrRRMFRoqF5gKtMHqu3li6kd5kL5PVSVbkCpqmsbO0U4kfxRVhfdxyonKCwdQghjDoSfYgEJxePd2dkCklSsSMGLlYjrpbZ0fPDpJmklKqhB9GHhwv9BhJR6Wqh9JD3DV8F7Zvk41nGcmO8PUTX+eUe4rdfbvp+B1O104ThAEJI4GmafSkephllmKiiKmZ3NJ/CyPZEZpeE4A9fXs4tHyIptNkT+8eWn4rug8FHulYVJzBMixaRtRvyNANYlqMptfE0A12FnfiBR5u4NKX6ou8OGvPoy2FLTieQy1RI2tmqbpVZmuzDGYGubn/Zl5YeAFDRM+VtJUmpsUIZMDJ6klGs6NIJLt6dzFbn40KMeixq/mzviyUB+gV8tGnPtp1RQI03SZTq1O8uPgiW4pbsDSLQ0uHeHHxRezAjmJBrRQr7RWyZpaUlWKuMUc2lmV3325mG7OcqJxgKD3UjSnNWBlGMiPUnToA23q20RPv4cWlFzlVPcWu3l3sLO3E0AyqdpXbBm47w9U4WZnk4aMPE4QB8815ivEiZbtMf6qfgfQAOSvHgaUDvHXsrd2H4/HKcY6Vj1FzavSn+ml5LRpOgx8c/0GGM8OUO2Ue2P7AVTnmCsWFuJQX8mxhBPCZFz5Dx+2w3FnuNrazA5u5+hy3DtyKHdgYwmCpvUTCSPCm0Tfx9i1vP2Pwtd4T7ET1BCeqJyjECzTdKPxnLDvGoycejTw5XtRIThMaPckeiskiY7kxJJJb+2/FCyJB4gYuc405hrPD6ELn6bmnOV09jR3YTFQm6LgdDD3qTL4eUtHxOlFpUulHVYg0M4oBD2ziZrxbTCUkZCg1RMtvdZv/GcLoljx1Qzdqirxhpn6uMcfp2mkKVoE3jb6JYrLIVG2KFxZfIAxCYmas6/1eaa+w0l4hE8uQikWNL+cacwhNYGDgBA5SSDQZJfdqQiNpRrHmdmCj6zpDqaHuLKcbuISE1OxaVKJVt/ADvysoDM2gN91LLpZjIDtAOpbGD3xablS5KWEmaLktFpuLxPQYN5RuoNwpR7mUa8m7R1eOoqNjGAbVThXXd4npkbc+psXwAg9N0yLb10RQwkhElQXNJMV4kaHsEJqmsW92HwutBXR0SqkSAOVOmZbXIiZiGMKIkodjcUrxEi2v1f3OO3t3Urfr3D54O1sLW3n85ON0/A63DdzGbGOWg0sHWWgtsNhcRBd6d3bYDaKKo4ZmUHWiTu/r0QTLreVuPzqJpOpUecPQGwAoWAXGS+OYmslKZ4Ubem7ACZzL8rDsn9vPn+z7E0zNpDfZy/HKcdpem5v7b2ZrcSua0Pj0C59mtbNKx+8gRBSK03SbhIS8bextSCG5deBWkNG1O1WbYr45z2pnFUM30IXO1vxWyp0yHb/DUHaIB3c8iC50JYAUV4yNTe1fXHyR0/XTxLToWv3m1DcJCbmheAPpWJqp+hRFq4hlWgQyoO7UowproUdcixM3opzpde/PaG60O3kwWZnkN771G3S8DqEMafmtrlfp6MpRiokiY/kxkmYSgeiGmumazt0jdzPeM07NrnFg6UBURCsWFdFaaC6QNJIcLh8mCANc32W6Mc1YboxCvMBsfZbD5cPcWLoxKpAl/aitSn4rGStDpVPpfrYudJ6YfoJqu0rDbZCNZfGkR9WuktSTOIHD5vxmbui9gYXGAgdXDrKzZ2dXtC00F6KemFKgaRpvHHkjru9ev41QXw2uVQEEUW7LSnuF/nQ/zy08x1JzCRlKKk4Fz48aRa2HJ+zu3c1yaxnv/2fvXmMbvdI7wf8P7/c7VbqrJJVkV5XctkuqLvcFbWe2Ku5073R6st2LJDONzGJ2+8tkB7uzO4sssMgsssBgkQVm0R8yAbKzO9sIsAiSnpmOPySodme6nYttdUlVdltlt6WqclVJJakoiSIpUbzz7AeaNMUiKV7el3xJ/n+BEUuiyFftc97znnOe5zkyg2nPNKa904UQnONtHKeOcWnoEp73Pw+9Tg+T3gS/1Y9QPIQx1xiEENiMbhaqh3z64OS1enFj9sYzA8MzoUCBebjNhUO+4uk4UrlUYQX704fDWCqGVC6Fn239DLFUDF6rF26LG16LF9OeaZgNZlZvI81Z3lpGKpt65hTveu21+DvZfBY/ffhTRFNR2Aw2jLvH8cr4K8/8frUdpuL75PI5LG8tYz+xD6vBiq+c/wqiySje330fUhaq4uwc7yB0HILJYMLz/ueRRx6hkxCuT18vxGlnkzhMHuKc/Vxp0cJpcmLMNYZYKoZ//c6/RjwVL1XzMelMiKQiMOqM+NalbyGcCGMzuon74ftIZBOwmWw4ZzsHk96E3fguvBYvroxcwf7JPg6SB4UQ3JMDjDhGMOochUFvgJQSt7dvI5KM4IVzL2DIPoT5wDz+wcV/AJ/Vh3AijP/40X/En3/85zg4OSjsDn26G2M32vE4+hipfArHqeNCbmD6BEIvkEgnkJVZTLmmYNQbkUceJr0Js95Z6IQOo85RbIQ3cMF7AT6rD+sH67izcwdPj54WyszmUrAarcjmspBCIpvPImAL4PNjn8dXZ7+KIccQ3tt5D+89fQ8vDb+El4ZfKkwEM3HsHu/i7tO7pWRnj92DKfcUPjn8BAfxA2TyhdKzx6ljPI4+hpQSTrMTz/mfK1RYMhbyIHP5HE7SJ4WJlz2I857zhRVh3zyiqSjuhe8hdBJCMp1ELB0r7aoVd4wgAIfRgQv+C5hxz+De4T1AABe8F+CxeGDUGzHhnihVixIQyMt86WBrm9GG5a1l3N65ja3YFpwmJ1xmF4adwxh3j+NvH/8thCzsCD6KPoLD5MCEawJ7icKJ7+lsGjOeGQTsAUx6JhGwBiAhsX20XQjxzKVKD1v1JhjLW8vYO9nDwckBjlJHCMVDsBltGHGOYMI1gbXQGn6x/wvsnxQK54ROQhAoVKO6GLiIL019CQadAcepY0SSEURTUVzwXkAyl8RJ5qQQEpQ9wfs77yMnc5h0F3aUrs9cP7NPEzWreF/fjG5i+2gbx+lj2E12uC1u7MR28Cj6CFajFS8Ov4j74ftY3loupB24xnGcPsa9g3vw2Dx4beq1UthotUWEN++/ifvh+6ViBvF0HJvRTRynj2E2mDHiHIHf6sdh8hBbsUKp7fnAPHL5HEYcI7AZbdg93sVGeAPjrnF4LB4cJg4x7BhGJpfBRngDd3bvYNw1Dp+1EMGwH9/HyvYKjDpjabE8mU9ixD6Ccdc4nGYnpj3TEEJgLbRWSHeIbePO7h14LV4MOYZwP3wfRp0Rk+5JLJxbgMPowGHyEHajHWOuscLBsp8WdFgLrZX69XOB57A4uojrs9e7umDBEDgVXApewp3dO6Vwj2Q2iUgqgqtjVyEhkcll8PP8zxG0BeEyu/Cz7Z8hFA/hgvcCLAYLro1fw1HqCO+H3sewYxjXxq5hyj2F2zu3IYXEtHsaqVwKiWwCs75ZuEwuGPXG0u5Lo4eLFrd5S6FAovCQUysX5+a9mxi2D+O1869hLbRWCscLxUMYsg9h4dxCx/43JmpUJBmB3+o/9b2zzggp9gm70Y6gLYhx1ziS2SQuBi4+8/v1zroqhni+OPwiNmObmPPPYdg+jHsH92Az2hBOhqHX6ZHJZTDmGoNOp8PC8ALeevQWzrvPI5qKImALFELzzIVKi9Vipo9SR7i9UziY78nRE6RyKYyZxjDtncasbxajmVEMOYZgMpig1+kxZBsqhMbp9TAdmjDlnsJzwecwnZ3G3skevjz1ZTw8fIi1vTVk81lc8F0ohQr6rD48F3jumXuLz+rDhHsCr069WkgCzufgNruRkznkZA6fH/s83n3yLvbj+3CYHXCb3TjOHONS4BIC1gB247tIZBNYGFrAmGsMu0e7pQfv33zhN7F/sl8aPF89/yre+MUbCCfCeHL0pHQmWcAegMviwr989V/Ca/WW7oNfnvoyvnnxm6X3cJgcWDi3gI2DDQTtQTw4fIB8Po+t2BYSmcLuyZhrDEfpI5z3FAq+/NWDv8L+yT5GXaOY9EwWQkQ80xh2DsNutCOcCJdOdvdZfbgXvge7yY6gPYhhxzBWnqzgw/0P4bF4cDFwEXd278BqsOIbz30Dl4cu4yRzAq/Vi7zM48rYldIk56wDoov3+xeHX0TQHsTtndvwW/2Y8c3gYuAi3BY3hmxDWD9Yx5hrDP/+w38PqMUFPAAAIABJREFUj8UDKSX8Fn/h3yERSUXwa5d/DY8jj5HIJCBRqFY15ZlqeGclkoxg2D4Mm9GGzehmaZKZyqVKk7cJ9wRsJhu2IltIZ9JwWpy4OnYVz/mfgw46jLvGsbq9iseRx4XwRJML84F5TLgnYNFbYDcVdnLdZjeSuWQprIbn/pDSis9IjUyqv/fu9/ArF34F0VQUJ5kTBGwB6EXh8NOrY1dPvbbyqI/F0UVk89lTUQovnHvhVJTC4+hjZPIZ/P35v49hxzBOMielvpXIJhC0B/HFyS8+c8h8IpvAyyMvw2/zlyY0RV+a/BL+8t5fYsozhYAtgIA9UNpJ3TjYKBWpOkodwW/xw260Y8ozBQB4EH4Aj9kDo8GIcfc4bIZC8YXDxCG+Nvc17J/s44OnH+Cc4xwEBBaGFvA4+hh+mx+jrtGuT37OwglQixZHFxFOhHGYOEQkEYFRb8SUewqLo4u49eQWlkaXYDVakc6mYTVa8XzgeQgp4LEWygQCgEFnwJx3Dl6rFweJAwTtQfzDz/1DvPXwLYTiIQTtQcz6ZuE2uxFPx09VTit22kadladTVKzo5ra4sTC0gM3YJkLxUOn3tdyYaXCdVYmwmvI+kUceeZnHwtAC3Bb3M79f76yr4uB5bfxaaUA6SBzApDcVCor45xFJRPA4+hj7if1CsYToViH5/dNwNQA4zhzj0eEjHCYP8aP7P3rm4fjr81/H9tE2fFYfpr3TyMvCLsq3L38bB4kDLG8tY8o9VajiYzBjPbwOHXSwGqz4e9N/D9l8FvP+eXgsnlLlx0QmgUgqAqveiqwsVKS8FLxUd+CSUuLVqVfx8sjL2IwW8gYdJgfsJju+ffnbCCfCWNlewUd7HwEAxl3jcJldiCajMBqMpQniSeYEZr351H2lMr/wpeGX8MbHb+Dp8VM8PX6KbD4Lv82P77z4ndJrK++Dle9RfvjhfnwfsVQM4UQYl4KXkM1lMW+eRyafwUnmBDPeGQw7huG0OBGwBTDtncaUZwpBWxBz/rlnFp08Vg/e23mvULzAaIfD5IDX4oXVaIXdaMevXfw16HX60q7RWbsrZ7XV8sIylTue5z3nkclnsDiyiL3jPTyOPUZe5jHrm8W0dxqRRAS7x7vwWXxwBp3YCG9g/2Qf18avYXF0seHr8lg82I3v4oOnHyCWihXCEj8N3czkMrjgu4BJ9yQ+3PsQRp0RAXsAT4+fwmPxICuzpUMo9+J7CNgCuBi8CIPOgIOTwriUMxaKTDhMDkRSEUjI0n9TVhClbisueBTd2r4Fk+503ku1iXojudIAcM5+7tQ4M+wYrrnrWe05sHIc9Fl9+Nalb52K9Cneh4qLgMDp/rYwtAC32Y0Xhl6A2WBGwBbAWw/fwmZsEyOOEXxt7muY9c3Ca/Xi7c23C+9r9kAv9Bh2DGPGO4OgPaj550WGwLWh1i5MeWhNcRflOH2Mu6G7yCOPF869ALvRjkgygvOe8888bNTLZ1C7QXXzs4la1W67Lf/9YjhB+cPhrSe34Lf6T62sSSmfyYkrvyd8vP8xwokwxpxjsBgsWN1ZxccHH+M5fyE0YHX7s6+fCzxXqtQ47ZqG0BUKFyyOLJZCua6NX8Nh4hBvPXwLO8c7GHGM4NXzr5YeDsvDXbP5QkEAv80Pi8GCSDKCbD6L33rpt2qGyZ61m1zUSrhhq5/V6u808h4A8OP7P8bDyMPSQ/X28TaSmSS+PPXl0iStXjsKJ8L48f0fl3aG1vfXMeocxbWJa6VQ42rtpF212vu8fx77J/v4cO9DvL35Nma9sxh1jiKaiuIwcYivz38d2Xy27f8t//DWH2Iztgm/xQ+Iwu6kz+aD3+LHi8Mv4pPIJ0jnCmVzE5kETIbCTloyl4Tb7Ma/e+/fwWv2YsozVVoQLFaM+s6L3ymFJJXvqHIsom770f0f4b2d9+C1eEuRP+8/fR/Tnmm8Nv1a6XWthmrevHezoXGmllbGwfIQwFb6W3muecAWKOyK6bSTq8ccoA6r9TB1MVgIrdmKbQEALgYvYml0qebA2u6g3871d+uziVp1P3y/5uSgEcWdi+Wt5dKKf3HyYdAVCg/Ue+ivHHx++vCnpSqMoXgIn0Q+QS6fwznHOXx54ss4SB7g1tYt+G1+GPVGQAIBW6CUgA8BmPQmLAwtNDWghhNhfP+978OgM8Bj9iCZTSKRTZRW5drNn+inRZLK3apLwUuFnaJPw+gauf+V3y+fxJ5gyDGEEcdI6edq5a3Uu0+HE2H85JOf4G8f/y0S2QQuBS7h6/Nfb6o/1POv/vpf4Sh1hJzMwWa0YdgxDJ3QYf9kHy+PvIy7obsYsg8hlU2VQh5dZlfpQa5WDm1lyVyORaQllQseRp0RJr0JdpO9lKfTzv2wncWl8mtstc+0+rta7qecAHVBuw1Cyw2KSGuUeiivNQAlc0nk8oU8l/14odqZXqc/dS5W5e+uhdawc7SDvZM9PO9/HusH6zjJniCcCGPeP4/ivfcofVQ456QsdMhtdpdK439h4gtN7yL84O4PcJw+xnH6GE5zoaJb+QNou3h/qk4Lk8NOXEO9Ccx3XvwOfvjRDxFOhBG0BzHhmoDb4j71IPfm/TdLidbFlfRiJdPF0UW2LdKsWrvJSrRZLdw/+g2LIHRBszk65eolXLMTED3rrBydSrUe4GsVU3gafwqd0OFH938Ek86E5/zP4bz3PNYP1uG1eqv+7oRrAu/tvlc4h8VogUFvgCFvwMLQAg4SB5h0TRbyWnJZHMtjmPVmuC1uOM2FEqcQgNPsBNB87sOEe6LqRE6p/Il27m/9rNFcSzU12xdacTF4sZT7ZDFYcJA8wL2De4VqfgcbePX8q1jdXkU4EcbdvbulohHXZ68DqJ1DO+Od4dhHmlbr3qdE39LC/WOQcAKkQZ0YwIj6STNV4OotMFQrprAb38VWbAtWgxXP+59HKB7C3f27gCgknhf7ZeXvui3uQuJ3rnCA6LhrHLF0DLFEDPFUHA/CDyBEoehANB3Ff3r4n0pnf63urJZygOLpOOKZeFMVGMuTW8tXElnFUX3dnhzW6wtK7dwtjS4hkoiUKvRtHm0iaAvi2tg1pLIprG6v4ih9hHgmju3YNjL5DM45zpWKLfisPtyYvfHMtXDso0HX7fvHIOEESINaKelLNMgaqQL3zJlY/nkIIU49ZFWbOGwcbGDON4e7obvYS+zBorfAZ/Fh+2gbOZlDMps8VWq+/HcNOkMpydthcmDMNYa/evBXOEofwe/xY9I9CYfJAYfZgXQ2XTrr66WRlyAgkM1nS+Wcm3lQ5Uri4KrVF3RCp9juSnE3p9ifXgi+gHn/fKmCYjgRRjwTh1FvxPPB50uFON74+I1SIY5qD3oc+4gYYtwpnAB1wVmNu5WSvkSD7Kwdj/JdHx100Akd1kJrpbLXxYesahOHCdcEhh3D+NmTn0FIAbPBXDrcVCd0iKViAJ6ddAghMOwYxsHJAUwmE8InYfzN47/B9tE2JCTG8+Ol6z84OUAml8HO8Q4uD11WZMDjSuJgqtUX9Dq9orsrxfZVnLSUV67K5DPYjm3j+eDzsBqsAACP2YOn8afPfF5lEYlMLoMR52dFJDj2kdYpOWFhCkTncALUYdWqiDyKPDpVCpvhK0TNOWvHozy0xmVxlUr0bsY24ba4Tz1k1Ttb4SRzglQ2VThgVFc4AK+Yp1P5u8tby7D4LJj2TOOj/Y/w86c/RyQZwYRrAocnh/jF/i8Qz8Qx6hjFZmwT573nMWwfRiqb4oBHTSt/CDPoDEjmCtX/in3h1pNbp4oWAMrsrlRbsDPqjMjkM7AYLKXvJbNJBGwBRJKRU9dc/rCXyWdwe/s2ruBK6SBIjn2kZUpPWMrHqmgyis3YJvbie9g52sE3L36TY4KCdN2+gEGzsr2Ch5GH0At96eCoh5GHWNn+rLJd8SHKbDDjIHFQqpzDhk9UW7HfvH7h9Wf6SyQZKT38eSwefLT/EdZCa/j5059j52gH8Uy8VM2n0px/DvFMHG6zG2OuMeRkDuFEGOOuccz6ZjHpnqz6e+Wf+fT4KRLZBNwWN0w6E65NXIPVYMXO0Q7uHd7Dee952Aw2TLonYTfZYTfasXGwofD/QtSvig9hqWwKfqsfZr0ZuXwOV8eulvpCcaJSTondlWL/iKfjkFIino7DZ/XhnOMcIskIpJRIZBJIZBMI2AKnPq/8YU8IgRHHCK6MXkEoHuLYRz2hsg23e/8ujhvRZBRroTWks2kM2YdKfTycCCv8FwwuToA67KO9j+CxeGA1WiGEgNVoLTyQfXoORVG9hzkiak7x4S+aiuJR9BEm3ZOwGW1I59LYCG9g3j9fs48V++KMbwbH6WNMuafwrUvfwpR7ChsHG3gcfVx1YPJYPNg93sVaaA2xVAwGYUBO5nCYPITdaMdr51/DtGcaUkoM24dL4XhAYWW+fKWcqJ5GHsKqTVTqTfwbVW3B7vrsdfz6wq8jm8/iafwpjHojZrwz0Ov0mPPPlR7mfvzgx3hw+ADRVLT0fsP2YYy5xjj2UU8oX+gqauf+XRyrNmObsBqssBqtSOVSCNqDXBhTGEPgiKjvFcNKH0UewaK3QEBgxDmChaEFGHQG7J/s1z0k0mf14ZdnfxlLo0s1T82uDHuY88/h7c23CweSWjzYO9lDNp/FqHMUu8e7GHOOYc4/h8v6y5jxzjDnj1pWrXhAJp/Bna07p/IS1CqMUS1s1Gf14bde+q2qZ6YUQ4bGnGM4Sh99lo9ndmP3eBeheAg3791kAjhpnhACK9sryOazpTPXivf8VhTHqr34HobsQ0hkC7uns75ZFgRRGCdAHXYpeAl3du9ACIFsLovHsccIxUN46dxLCCfCvNETqaD4gLZ+sA6d0MFldmHWNwu3xV06ZLSZ9wGAIftQ3YRyn9WHcdc44uk4TjIncFlcyOVysOgtOEwcwma04bznPBZHF7F+sI5YOvbMIatEjajMw4mmoljdWYXL5DqVlzDvn+/odVWbGBUnP3aTHZPuSSxvLWP/ZB+PIo8w6hjF3skevjz1ZSaAkyqULlhwmDhELB2Dx+xBKpvCyvYKznvOl868alaxz+wc7SAUDyFoDxbGKrNb0bPciCFwHbc4uogp9xRiqRjef/o+UtkULvguYNo7zfhOIhX5rD68Mv4KXjz34qlws2Z2W+qF7pSHPRRft320jWQ2iatjV/HtS9/Gi8MvFqrH6XR4aeQlXJ+9jlnfLOb989g42MD+yT4CtgDmfHNYP1jn/YAaUhnetr6/DkicKvWey+fwxsdvlPKEisU2Ot3GynMcPtr/COsH69g72UM4EUYoHoLFYIHNYFMkn4KoXGWuXLt9YONgAyOOESyNLsFsMCOdS8NldpUOx26Vz+rDNy9+E5eHLmPaMw2XyaVYyCp9hjtAHVY8AO6HH/0QF3wXELQHMeGagNtSmN3zwDci9bRTYbG82k+10J3iRKr8dQvBBazurGJlewWLI4t4YegFzHhnnlnR3j/Zx+LI4qkwuLPuBzwrgooqqyCmciksjiyWJvlAoY3l8rmuHzJazI17cPgAO0c7GHWOIp1PIydz8Nl88Fq8peqMAM8BIuUofdBueQl491ChvTYTUVAPz3JTHydAXeCz+jDmGsPnzn3u1NkJvNETqaudQaV88Jx0T2IttAYhBB5HHmPGO4N4Jo4x1xh++NEPEU6ES4sbS6NLWD9Yx1poDa+Mv1L185o9AJJnRVCl8nAzj6UQjlMUTUaxur0Kk96EtdAaJtwTcJvdXRlzynPjsjILkzABACbdkwifhOG1eHGUOiq9nvlwpBSlD9pV+8xGnuWmLobAdYlaJUmJqL5WKyyWV/txW9xYGFqA0+TEk6MnMBvMmPfPl8LWhuxDSGfTWAutAQCWRpfwfOD5mp/X7P1A6dKr1F/KQ+IiiQhWtleQF3mMu8eRzhXaZTQVVWTMKU7Gb9672VA4UTE3zmlyQuYlJCRmfbPwW/2wm+yIpArnGClZqY4IUP65S63KitQZnAB1CTsOUW+pHDzdFjdmvDO4PnMd18avYf9kH3ajHUF7EKlcClajtXTY6lmDbLP3A6VLr1J/KS9Nvba3BpfZhRszN6AXekACFr0F6/vrbY85reZUTLonMeOdwdfmv4ZhxzD00CORScBtdmPKPYUZ3wzPASLFKf3cxTMbextD4LqE8Z1EveWs/KFieIXb4sZfP/xr5GSucNixTo8h+1DdPKNm7wdqh16QOjqZt1VsU+V5Ci6TC5uxTcRSMeRlvu2HtVZzKop9yW6043LwMjbChQIg18avYXF0keMgqUKN5y6GqfUuToC6iB2HSFlqPmCeNXgWk7sfRx5j0jOJSCKCUDwEk95U96DVyvdvRDvFHKg7upW3VT5ZdlvcpYI7ZoO5rc8NJ8J4d+vdUln5YjGfRnIqyvtSIpvAyyMvs4gHdQSfu6iIEyAi6gvhRBhv3n8Th4lDZHIZGPVGPIw8xI3ZG4pPgqopT+72W/ywG+3w2XyY8c6cedBqq9fBHeTeoXQFqkapMVkuTubMejN0QlfKdyseLNzITiQfRImomzgBIqK+sLq9ikfRR/BavLCb7Ehmk3gUfYTV7VXcmL2h+ueXH3waTUbhNDsx65uFy+RSpdIWHyB7i9IVqBp11mS5lV3T4mRuPjCPtdAa8vk8nh4/xcbBBmZ8Mw0d4ssy7kTUTZwAKYQ3c6Lu+nDvQ3jMHlgNVgCA1WCFNEt8uPchFkcXO9I/J92TSGVTz5znw9wc6mbeVq3JcqtheeV5RZPuSfzNo79BNpeFSW/CnL9wiG+9wyBZxp2Iuo1V4BSg9OnCRKSceDresf6pRJWhZssKU2/QYuXPVsupl1dEjCajeN7/PBbOLeBzw5/DiGPkzPdgGXci6jbuACmgW7HdRPSZi8GLeG/nPQgIWAwWJLNJRJIROEyOjvXPdnNzuDLev7SYt9VqWF55XlEsFYNZb0YymyzluZ31HvU+l9EUpHXlbVQndJCQkFKyvfYYToAU0K3YbiL6zNLoEiKJCMKJMCKpCIw6I857zkMndFXPzFGrf7aTm8PFlP6mtbytVsPyyidzeZlHXuaxMLQAt9nd0HvU+lwhBBcASNPKF6kMOgNWd1YBCSyOLJaiC9heewMnQArgmRxE3eez+nB99vozq8cbBxs90z8jyQgMOgPWQms4Sh3BaXZi3DWORDLR7UujHtDs7kk7FeKKk6DiexiEAVLKht6j1ucadIZnFgBi6Rh++NEPMeYa4wo7dV35ItVaaA1eixeQwNbRFhaGFkqv0dJCB1XHHCAFaDG2m2gQFR/KXr/wemkVrpf6p07osLqzinQuDbfFjcPEIf7DL/4DVrdXmQ9EdbWSi6rESfatvEet38nL/Knd2mgqivvh+wgnwsyvJU2IJCOlNnqUOoLFYIHFYMFR6ghAYUIfSUa6eYnUIO4AKUCLsd1EVKCV/tnI6ryEBCQACRynjvEg/AC5fA4us4vhFVRXq+GTSoTltfIe1X6nMppiM7oJndAhaA+WiiUAXGGn7ilvo06zE8lsEpCA0+wEoN3oAnoWJ0AK0VpsNxF9Rqn+2WqCdqPFDaSUWBxZxNbRFj7e/RgOswMTrgnkZI4Pf1RXP+SiVobG7cX3YNQbMeGaKL2m1/4m6i/lbXTcNX4qB6gYXdDOIcPdNGgFSDgBIiJqQL1JDIC6A0ejq/MeiwepbAoLQws4Sh3BbXYjmUvCpi+EXPDhj2rRei5qvYer8p/pdXqkcikksgn4rD4M2YfgtrhL76Olv4kGT3lEQSKZwMvDL0NCIiuzcBgcPRv9M4gVSDkBIiJqQK1JzMr2CnL5XN2Bo9HV+fLVRYfJgUgqAglZKi/Mh7/e0skV1crdk93jXWyENzDuGi/9vJnPVvLaz1o8qPxZPBPHtfFruDp2Fctby4in400XaSBSSz9G/AxiBVIWQSAiakB58muRzWjDR3sfnXmoY/nBkUXlZX+Lh54CKCWHO0wOZPNZzHhn4DK5NF28gZ7V6QOyywsLPIw8xEZ4A3P+OUx7ppv+bKWvvd7Bp/V+pkSRBiI6W63xrZ8LOnAHiIioAbVCjACcec5QtbK/u8e7kJCw6C3PrIoX/ymuwrO4Su/pxopq+cr0kH2o5c9W+trP2gGt97N+XG0n0hqth9CqgTtAREQNqFVO+1LwUtXdnfKBo9pKttfqxYhjpO7OUbWy3tQburmi2u5nK33ttXZAPRZP3Z8RUWf00nERSlF1B0gI8VUA3wOgB/BvpZT/e8XPJwF8H4Dn09f8jpTyL9S8JiKiVtQqpw2gocMkK1eyb967eebOEfWuTqyo1srTafezlbz2cCKMWCqG5a1lBGwBzPnmYNQbT/WRVg9jJeoFvVBdTSvHRXSSkFKq88ZC6AGsA7gBYAvALQC/IaX8sOw1fwTgjpTyD4UQlwD8hZTyfL33XVpakisrK6pcMxFRK1oZ4Io5FuUPmfF0vJTnQL2tPPG//MFeqZ28eu8PoK3PVuray98nk89g42ADeyd7uDZ+DUujS1WrwGn1AZGoFWrfB6g+IcSqlHKp2s/U3AH6PIB7UsoHn17EnwD4VQAflr1GAnB9+u9uANsqXg8RkWLafWirlhfEle/+ofaK6ll5OvU++6y228y113uvymu8Ona1NMmv9nlE/WYQq6v1CjUnQGMANsu+3gJQ+V/7fwXwIyHEfwvADuB6tTcSQnwXwHcBYHJyUvELJSIqamRio8SZCYMYcjBo1HywP6uwQK3PbrTtNnLtZ71XPxzOStQO9gHtUrMIgqjyvcp4u98A8P9KKccBfA3AHwshnrkmKeUfSSmXpJRLwWBQhUslImq8/G+90r3NYJEDalWrxQOUaruNvJdO6LCyvYJ3Nt/BWmgN0VSUBQ5ooLDIh3apOQHaAjBR9vU4ng1x+ycA/hQApJTvALAACKh4TURENTX6cDiIZyaQtrRatUnJtlvvvcKJMA4Th4ilYjDpTUhlU1jZXsHO8U5fV5YiKjeI1dV6hZoToFsA5oQQ00IIE4BfB/BGxWseA/jPAEAIcRGFCdCeitdERFRTow+H7a7qFXeaigegqnU4JvWvVg8JrWy70VQUK9sr+MX+L5pui/X6wcbBBoYdw1gaXYLZYEY6l4bL5ILX6uVOJw0MHuarXarlAEkps0KI3wZwE4US1/+PlPKuEOL3AKxIKd8A8D8A+L+EEP89CuFx/1iqVZaOiOgMjZb/nfPP4c37b+IwcYhMLgOj3giv1YsbszfO/Awl8oeIgNZyjMqLb2TyGazurAISWBxZLIV8NtoW6xXyuPXkFvxWP4QQcFvcAAApJXMfaOCwyIc2qXoO0Kdn+vxFxfd+t+zfPwTwJTWvgdTBsqXUb8KJMKKpKJa3lhG0BTHnn4NRZ6xZmU0U0xxFxddnYFUg6qby4ht3tu7AZXJh3j9fmqQAjbfFeoU8BvFkeSLqHapOgOi0fpk0cAWb+k15m/7i+BexEd7AO5vvlMoJV7brYnjPrG+29L14Ot7QgyOrAlG3FScuxbYoxGeT92bbYq3VbZZ5JyItUzMHiMo0Wl2qFyhZRYhIC8rbtMfqwdWxq/jK1FfgMruqTurbSSRnVSDSCjXbInMfiEjLuAPUIf0U9sIVbOo3zbbpdsJ7uDJOWqF2W2w396FfoiaISHu4A9Qh/VQ2lyvY1G+abdPtlDblyjhphZbbYj9FTRCR9nAHqEP6KSGUK9jUy6qtKjfbpuslfzeCVYFIK9Rsi+3s4PRT1AQRaY/otarTS0tLcmVlpduX0bTyJOvyByytrLY1i6EJ1Ivq9UMAbNNECml2zKscUx5HH2PaM32qQEOxjPbrF17v5J9CRD1KCLEqpVyq9jPuAHVIuyvGWsMVbOpFZ60qs00TNafWYthZfa3893RCh8PEIYYdw6XKoluxLViNVow4Rkqf1atRE0SkPZwAdRAnDUTdxQIeRMqpdyRCvb5W+Xsr2yvYPd7F3skepJRwmp0Ytg9j42ADLpOLodZEpDhOgIhoYPRTLh5RuW6EJdfb5anX1yp/L5qKIpwII5VN4VLwEpLZJCLZwt9RLNDQ61ETRKQtrAJHRAOjneptRFrVrYpp9aqb1utrlb8XT8dh0puQkzkIIWA1WqETOkgpcW38Gl6/8HrP5ssSkTZxAtSi4oBz895NluYk6hFaLvtL1KpuHU5dr3x8vb5W+Xt2kx3pXBp6nR4SEolsAnmZh9PsVPX6iWhwMQSuBfXinvkgRaRtzMWjftOt3LazysfX6muVv+c2u5GwJhC0BxFNRuE0OzHiHEHQFlT1+olocHEC1IJePJ+AZauJOo/9jjqhW7ltrVY3rfy9Wd8sfFYfhh3DpyZSDE0lIrVwAtSCXqskxR0ros5rp99x4kTN6Obh1K3uqFb+XrHNs+ABEXUCJ0At6LVKUr24Y0XUK1o9B6Xe+3HBgpqhxXPmmp3EMzSVSPv6aXGORRBa0EuVpMKJMN7dehfvP30fa6E1RJNRAJ9V6iEaNEoWMKlXfatehax6upXQTr2tOIHQQsW0blWlIyL19Fu/5g5QC7S42lZNsbGa9WbohA7pbBproTUsDC3AoDNodseKSElnnTjfzu5Kq+eg1NNrIbbU/5pd9WXUAVH/6bd+zR2gFmlpta2WYmOdD8wjmUsCArAYLFg/WNfsjhWRkipXrO6H7+Nh5CGy+awiuyutnoNST73SwkSd1sqqb6u7n0SkXf3WrzkB6mPFxuo2u7EwtACT3oRUNoVULqXZSRuRkirDybL5LDwWDzZjm6XXFG/g4UQYb95/E99793v43rvfw4/u/+jMrf1Wz0Gpp5dCbKn/tRKSyUk8Uf/pt37NELg+Vh6C4za74R5yI56Ow2wwc/JDA6EynMxpdiKVTeEodVT63knmBEIIvHn/TTyKPoLHXLiZv7fzHiKJCK7PXq/ZX1o9B6WeXgmxJe3j7KO9AAAgAElEQVRRI0G5lZDMblalIyJ19Fu/5gSoj6nRWPupAgj1v8o8nAn3BFa2V+AyuSClLPUJg86Aw8QhvBYvrAYrAEBAlNp7cRJTrf2rMVlhRSxqllrVA1vJZWtnEs8xhkib+m1xTkgpu30NTVlaWpIrKyvdvoyeoeRgUj7Alk+oGE5HWlWtze4c78Br9UJKWeoTt57cwvr+OjxWDwQEAEBKiUgqgnn/PF6/8DrbP2laMU+nfKIST8eRyqXgMrtaHgM62e7Zx4hISUKIVSnlUrWfcQdIAVpZsap1HUqtJPdbBRDqf9VWrG7M3nimf3osHhj1RiSzydIOUDKbhFFnLK10s/2TllULVcvkM1jeWsZXpr7S8q5QsQ+tbq/izu4dAMDF4EXFrx9gHyOizmERhDZppS56J66j3yqA0GBopGLjnH8OXqsXh8lDnGROcJI5wWHyED6rr1R8gO2ftKxagvLGwQYCtoAiZ0pl81m8PPwyvjTxJVj0lrbGl1pncbGPEVGncALUJq0cWtiJ6+i3CiBERT6rDzdmb+Dl4ZeRyCaQyCbw0shLpwogsP2TllWrHrh3soc53+nqga1MKJQcX+ot1lXrY7vHu3gSe6LIwcVEREUMgWuTmocWNhNa14nDE/utAghRueIk6Mbsjao/Z/snLasW7nlt/BqMeuOp17UyaVdyfKkV5rayvQIBgeWtZQRsAcz55pDIJnB75zaujF5RtLADkVZpJaViEHAHqE1qrQo3G9LWidXpVs81IeqGWmE2rdJi+1f6b6TeVhnuuTS6pMiZUkqOL9XC3DK5Qq6SWW/GFya+AAB4e+ttPDh8gCujVzDiGOlqhAVRJ2glpaJVvTYecQLUJqUPLSw2oD9+/4/xKPIIWdnYifWdOjyxkXwKom5TayDRUvvv9cGS1KfUpF3J8aVqrlJ4A0FbEHaTHR6LB1fHruLVqVchITFsHz71WuYEUb/SSkpFK3pxPOIEqEXF/9i3ntyCXqdHKpdqe1W4vAHphA46ocNaaA3RVBRA/Ru/FlenibqllweSRg3C30jtU2LSruT4Um0ytX+y/8xkqrhLxLw7GhS9XASkF8cj5gC1oNqBc0qcVVDegFxmF9LZNKwGKzajm3APuRs+fI5o0HUiJ67bBuFvJO1QanypmaukezZX6VLwEuKZOADm3VH/a+XQYa3oxfGIE6AWqHVWQXkDmnBNYC20BovBglgyVgo54I2f6Gy9PJA0ahD+RtIGpROzKydTxUVFAM8cgAqgb06ep+7SeoGBXi6004vjEUPgWqDWNmV5bLTb4sbC0ALyMo888gxpI2pCp3LiumkQ/sZKvZZk2w86EdtfL8ROS3l31Lt6IUell1MZenE8ElLKbl9DU5aWluTKykpXr6HYicpnuvF0vNRYW1UeWle5CtYLHYBIS7S+2qeEQfgbi3h/7A61xjuiTmI7Vp8WxyMhxKqUcqnazxgC1wK1timrxUZzu5+oNYOQEzcIf2ORWqHHVF8vxvYTVWI7Vl+vjUecALVAzYlKrzUgol6kxZUqqo8PMN3Ri7H9RJXYjqkSJ0At4kSFqDdVq+Ko1dPlOVH7DB9glNNMu+rlxGyiIrZjqsQiCBrCBF8i9fXKeQW9kLTbSb2YZKtFzbarXk7MJipiO6ZKLIKgEUzwJeqMm/duwm/1QwhR+p6UEgeJA7x+4fWm30+tXRom7T6LO2LtY7siokFRrwiCqjtAQoivCiE+FkLcE0L8To3X/JdCiA+FEHeFEP+fmtejZb2yKk3U68rLzUeTUayF1vDThz/Fk9iTpndX1Nyl6eVTwdXCksjtY7siIlJxAiSE0AP4AwC/AuASgN8QQlyqeM0cgP8ZwJeklJcB/HdqXY/WcVAi6oxiKNXO0Q4+CH2AWCoGo96IIcdQ05MXNRcuyidqRcx5oXaxXRERqbsD9HkA96SUD6SUaQB/AuBXK17z3wD4AynlIQBIKUMqXo+mcVAi6oziLkIoHkIml4HL7MIL517AiGOk4clLcefnxw9+jAeHDxBNRks/U2rhgjkvpAa2KyIidSdAYwA2y77e+vR75eYBzAsh/k4I8a4Q4qsqXo+mcVAi6hyf1Ycx1xheO/8aFoYW4Da7ATQ2eSkPextzjuEofYS10FppEqTUwgWTdkkNbFdEROqWwRZVvldZccEAYA7AawDGAfyNEGJBSnnqCUQI8V0A3wWAyclJ5a9UA3gIKpFyGkmWb7WscnnY26RnEmuhNQgh8Dj6GDO6GUVLq7LcPqlBrXbFIhVE1CvU3AHaAjBR9vU4gO0qr/lzKWVGSvkJgI9RmBCdIqX8IynlkpRyKRgMqnbB3cYEX6L2NVqYoNVd1/J8PbfZjYWhBThNTjw5esLVdBpYLNtO1D8G4VgWNSdAtwDMCSGmhRAmAL8O4I2K1/wQwC8BgBAigEJI3AMVr4maMAgdgPpPo4UJmgkFKu8LT2JPsBvfLf3MbXYjYA9gxDGCSDKCjYONUl9hH6JBwUqmRP1hUBYzVJsASSmzAH4bwE0AHwH4UynlXSHE7wkhvvHpy24COBBCfAjgJwD+hZTyQK1rosYNSgeg/tNMRcVGdl0r+8KQfQi3t29j53gHUkrsHO/g9vZtDNmHTvWV++H77EM0MFjJlKg/DMpihpo5QJBS/gWAv6j43u+W/bsE8M8//afn9VP8c3kHAFD6/xsHG8xJIE1rNbenlsq+MOIcwRVcQeg4BKPOiNBxCFdGrmDEOQLgs77y1sO3cMF3gX2INEeNsUrpfldNP42xRFoVSUbgt/pPfc9mtOEg0V/7E6oehDpI+m3HhKt51KuUrqhYrS8MO4Yx5hrD6xdex5hrDMOO4VM/txlt2DneUaQPMYyOlKTWWKV2JdN+G2OJKmnlXj8ox7JwAqSQftsyHJQOQP1H6TK/Z/UFj8WD3eNdrIXW8M7mO1gLrWH3eBcjjpG2+xAf+khpao1VapfX7rcxlqiclu71g3Isi6ohcIOk1pbhw8jD0s97act+zj+H5a1lAIW/4yRzomh5XyI1KVnm96y+ELAFcPPeTXitXrjNbkRTUTyKPMLX57+OUDxU8/cawVBUUpqa4S1qlm0flLAcGkxautcPyrEsnAAppFr88+7xLjZjm6Xk6JPMCZa3lhVZFVM7FnpQOgDRWc7qC/sn+7gyegUHJweIpWJwmV2Y9k4jm8+23Yf40EdKUypXp9P5OJ3IMSLqFq3d6wfhDDpOgBRSbZV4I7yBOf+c4jP64lap3WhXfGJVbhA6AFEj6vWFSDKCYfswRhwjpe9JKXGQOGi7D1U+9EWTUawfrCOVS/XUjjJphxK7++FEGG/efxOHiUNkchkY9UY8jDzEjdkbqrVHRiVQP+MEv/OYA6SQavHP465xDNufTY5ut5AAY6GJtEPNfLnyWOxIIoKV7RXE0jEsDC0wH4haokSuzur2Kh5FH0Gv08Nj9UCv0+NR9BFWt1c1fd1EWjUoeTdawh0gBVVb7VVjRq+1rVKiQdbKynSj4UPl4Xd3du/AZXZhPjAPt9ldeg3zgahZ7e5Mfrj3ITxmD6wGKwDAarBCmiU+3PsQN2ZvKHWZz6h13SyPTb2OaQedxwmQitTasudWKVF7lHxganbgajaEtfj+xYUPIUTpZ1z4oEHXqZBworO0O64w7aCzGAKnIrW27NvdKtVKrXmiblCi3GhlHwKAa+PX8PqF18/s462GsLI0PWnFxeBFRJIRJDIJSCmRyCQQSUZwMXix49fCkHDSAi2VsabGcAKksuIkqJEHo2bfs5WJFTspDbp2H5gq+9BefA/ff+/7+LO7f9ZQX2r1kGHGiJNWLI0u4bznPHIyh0gqgpzM4bznPJZGlzp+LTy0m7SAE/HewxC4HtXqVqmWas0TdUO7OXTlfSiajOLB4QMYdAbE0/HSgkK9BYlWQ1gZI05a4bP6cH32uibybhgSTlpQbVzJ5DK4s3un632EquMEaMB0qoACk1JJq9p9YCrvQ5uxTVgNVliMFkST0YYWFNrJDWSMOGmFVtoiy2OTFlQ7smB1ZxUus4u5aRrFELgB04k8AobZkZa1G0pW3oeOUkewGCxIZpNwmp0Azg6/YTlfIuWwP5EWVI4r6wfrgADmA/MMidMo7gANmE6sljHMjrSs3VCy8j7kMDkQSUUgITHrmwXQXDgbEbWP/Ym6rXJcSeVSWBxZPHVkAat2agsnQAOmE3kEPKeItK6dB6byPuQwOXCYPMScfw4uk6u0m8TwGxp0DIOmQVM+rngsHqSyqVM/L18cY//oPiGl7PY1NGVpaUmurKx0+zKojmL4W3mORTwdL4UmEPUTDmREp5WfzVMeacDQNBoU9foAAPaPDhFCrEopq5an5A4QKY5JqTRI1Ay/4eSKelEzYdBs49SP6kXbFCc/TBPoLk6ASHEs10v9QumHs2bejyfck1I6PcloNAyabZz6Wa3FMaYJaAOrwJEq1DgAlqiTlK5m2Oz78WA9UkI3qnI2Wm2UbZwGUSeq8dLZOAEiIqqi3sNZ8aHy5r2bDT9MNvuwxxPuSQndmGQ0Wmq+2TbeSr8j0pp2j2IgZXACRERURa2Hs83oZksr6s0+7HGVkJTQjYl0o2fzNNPGeb4c9QueXaUNzAEiIqrCY/Fg93gXB4kDHKWOAACpbApbR1t4zv/cqQPugLMTWCtPCgfqT2hYTISU0Gy7U0ojxUGaaeM8X476Cc+u6r6GdoCEEL8thPCqfTGkbQw/oEESsAVwe+c2YqkYdNBhLbSGu3t34TA5oBOFr6OpKIDGVtSbDXvgKiEpQcvhNuVt/GHkIe6F7+E4fVwKMy3HkFAiUlKjIXDDAG4JIf5UCPFVIYRQ86JIexh+QINm/2QfV0avwGV24UHkAbxWLz43/DmIT//ParBiM7oJoLEV9VYmNCwmQu3S+kTaZ/Vhzj8Hu8mOC74LmPZMVx1fGBJKREpq+CDUTyc9vwzgvwKwBOBPAfzfUsr76l3es3gQanfwcFMaBOXlgn+x/wssDC3AY/Hgnc134La4AQlsH23DarTCYrAglU3hxeEXeYgdUQ2NlOBuZHzh4apE1Kx6B6E2XARBFmZKu5/+kwXgBfADIcTvK3KVpGkMP6B+V7nLadabsbqzimgqCqfZiWQ2iWQ2iWHnMBaGFpCXeeSR19yKOpESlAh5Lu9TBmHAnZ07+Dc/+zd48/6bp96vkfFF6ztZRNRbGiqCIIT4ZwB+C8A+gH8L4F9IKTNCCB2ADQD/k3qXSOW6dWp2txJpiTqlMsl63j+Ple0VrO+vY84/h9WdVUACiyOLMOgMmPJM8QGM+pJSB5QW+1Q2n8XdvbuwGqwYsg/hfvg+svls6f0aHV+YOE5ESml0BygA4NeklK9LKf9MSpkBACllHsB/rtrV0SndzMPRciItkRIqV6HdFjcWRxaRyqWQzWcx652FxWDBu0/exb3wPcz75zn5ob6k1NlBxT61GduE1WCF1Vj4J5vPnno/ji/UCWoXcmKhqN7S0ARISvm7UspHNX72kbKXRLV089Rshh9Qv6uWZG3UG/HK+Cu4OnYVNqMNLw2/hNdnX8cF3wWsH6xzgKO+pFTIc7FPHaWOYDFYAADJbBJOs/PU+3F8IbWpvYDMQlG9h+cA9ZBIMgK/1X/qezajDQeJg458PsMPqN+Uh5TqhA6HiUPYTDbsx/exf7IPvU6Pbzz3Daxsr+BR5BGy+SycZicmXBOlxQf2Ceo3SoU8F8/5MegMSGQTEEIgkU1g1jf7zPtxfCE1qX2OFM+p6j2cAPUQ5uEQta846XkcfYyt2BbmfHMYdgwXVqrTR1gPr8OityBgCyBgC2B1exV3du9g2jMNt9mNZDaJtdAaLgcvI5FNdPvPIVJcs4fw1spNLU5q9Do9lreWEbQFcTl4GQZh4KG+1FFqLyB3e4GamtdwFTjqPsZJE7WnPEwhno7DoDPgweEDxFIx2E12ZHIZBKwB/NL0L+GFcy9gxDmCcCKMfD4PIQSEEIU8BoMVG+ENRRcfGD9OWtFMSNpZoT8+qw+/PPvL+Kef/6d4eeRlZPNZhrhRx6l9jhTPqeo93AHqIcVBaeNgAweJA3gsHiycW+AgQtSg8jCF4/QxPBYPkpkkNmObcFvcyOQyQMUxz5l8Bl6rt7TbYzFYICGxf7Kv2OLDWVW3ulX9kXqDGu2j0ZC0RkN/GOJG3dTsrqbW3p+Uxx2gHsOT4YlaV57cXTzbx2Kw4Ch1BKBQ9MCoM576HaPOWFhsGFqASW9CNBlFXuYV7X/1CpwwuZbq6Xb74Blx1AvULrTBQh69hztARDQwyvPoJtwTWAutFapSmZyIp+PwWr0QEIin46VVPJ/VBwkJgzDgcvByaWVvcXRRseuqFz/O5Fqqp1Pto9Yuk07osLK98lmBEPcEDMLA0B/SHLV3IbnL2Vs4ASKigVEepuAyuTBkG8K7W+/CbrIjL/N49fyr8Fq9p8JMr89eBwBVQ0/rFTjZjG7iOH2M4/RxqQKdy+xici0BKEyeDcKAtdAajlJHcJqdGHeOt12go3zCI4TAYeIQI46RUyGa8/55HCYOEUvF4LF4kMqmsLK9gin3FG7M3lDoLyQiUh4nQEQ0MMrz6D6JfIKd4x1cn7leqgK3frCOa+PXqq7iqbmyVyt+fMw1hrc334ZBZ4DH7ClVoJvxziBoD6p2PdQ7hBBY3VmF1+ItVSlc3VnFSyMv1fyds3KGKnPSVrZXEEvHELQHSyGaAPDWw7dwwXcBAVsAm7FNHKWO4DK54LV6m14gYJ4bEXUSc4CIaKAUJ0GT7kksjixixDnS8YOFa11TZfx4sdCChEQyl4TFaIEQAhvhDVZ/JACAgCgU7qj4R1RW8/hUIzlDlTlp2XwWHnNhN7LIZrRh53gHNqMNbosbC0ML+MLEF7A0ugQpZd3Prqx02O08JiIaPNwBIqKBpLVzG6rFj0eSEQzbh2Ez2rAZ3UQ0GYXT5ITdZOfqOAEA8jKPxZFFbMW2Cu3D7MTiyCKy+WzV1zeSM1TZN5xmJ1LZVKlYCFAI0RxxjDR8Nl29SoeN5jFxl4iIlKLqDpAQ4qtCiI+FEPeEEL9T53XfEkJIIcSSmtdDRFTUC+c2FK/Rbf5shX3GO4NJ92S3L400wmPxwKgzltrHwtBCqXJhNY1UbavsGxOuiUKukc5w6gy6V8+/2vDZdPUqHTZyTdwlIiIlqTYBEkLoAfwBgF8BcAnAbwghLlV5nRPAPwOwrNa1EBFVOutgYS0cTMrDj6lctTbZbBtpZOJf+Z4GnQHnPecx65s9FaI565ttuPRvvUlOI9dUbwJFRNQsNXeAPg/gnpTygZQyDeBPAPxqldf9bwB+H0BSxWshIjql3rkN7a42KzV54tkSVFSrTQJoqo00MmGq1u6uz17Hjdkbz5xB1+jZdPUmOY1cE88bIiIliVrJim2/sRDfAvBVKeV//enX3wFwTUr522WveRnA/yKl/C+EED8F8D9KKVeqvNd3AXwXACYnJxcfPXqkyjUTEQEoPWiW5zbE0/HSw2U95bkO5RXdOHGhdrTTJit1I5fmrH5x1jUp+fcTKYE5adonhFiVUlZNr1GzCEK1EjSl2ZYQQgfg/wTwj896IynlHwH4IwBYWlpSZ8ZGRPSpdgok8OBSUoOSRTvUPLCx1kNheQn6audpnXVNtUrFL5xbUOXvIKqnXlEPToJ6g5ohcFsAJsq+HgewXfa1E8ACgJ8KIR4CeAXAGyyEQETd1k6BBIbqkBp6oWjHWaGjjYbLVcNwUNIS5qT1PjV3gG4BmBNCTAN4AuDXAfxm8YdSyiiAQPHreiFwVB+3YYmU1epqczgRxpPYE3zw9AME7UFMuCbgtrg196BKvacXdkDU3v1Uc+eKqBlaO0aBmqfaDpCUMgvgtwHcBPARgD+VUt4VQvyeEOIban3uoGFpUCLltbLaXOyLQ44hGPVGxFIxfBD6ADtHO6zcRm3r9g5II4U9uPtJg6IXdmSpPtWKIKhlaWlJrqz05iaRGjs1tRJDk7kk3GY3d4WIOqS8L0ZTUWxGN7EX34PP6sM3L36T/Y96VqOFPViogAYFi930hnpFEFQ9CJU+o9ZOTbUVt0wuw10hog4r74vFg0tfO/8axlxjHBCppzWa78Bzq2hQdHtHltqnZg4QlVErNrq4DVu+4rYR3kDQFmQVKqIOqtYXGRJBnaRWPmij+Q71Kr0pfW3MfaVuY05ab+MOUIeoFRtdbcVt/2T/mRW3forDVuqQSSIlcfWbuknNfNBm8h2qVXpT+tqY+0pE7eIEqEPUSpirtQ1r1BkV/ywt4MBH9XRzcqxWSAQn/NQINcvytju5V/raWIKYiNrFCVCHqLk6XLnitji62Lcr0Rz4qBYtTI7bOeekGi38TdQb1KzA1u7kXulrY7U5ImoXc4A65KxTsHv1szqNtfepFrXPIAE6n3fQib+J+kO7OWhnte128h2Uzo9jvh1pFXPTegcnQB3UyYS5fk3O48BHtag9OS4ve+q3+nGSOcHy1rKqlX844adG1Toodcw1huWt5boPZGq3bSUPcQ0nwoimoljeWkbQFsScfw5GnVFzh8LS4OnGGEGtYwgc9RQmmlMtZ+XZVculaSa/phvhlzxsjxpVLUxt3j+P9YP1Ugjl3skevv/e9/GDuz841d7VbttK5ccV+6tFb8EXx78IAHhn8x2kcik+ZFLXMUS/t3AHiHpKP4f3UXvqrTJXW5n78f0fQ0JixDHS0GpdN3ZjlFw5p/5XufNfbPPFw3kfHD6AQWfAcfq4lE92bfxaR9q2ElEJlSGhV8eulg5a5RhA3cYd+97CHSDqOUonmlN/qLfKXG1lLpwI4zBx2PBqXTd2Y3jYHrWjvFjAZnQTVoMVHrMHx+njU+29V3YaWfyAtKxX+hEVcAeoBzCpjqgxtVaZq63MZfIZQJ5+Xb3Vum7txvRrPh+przxn8ih1BLfFjWQmCafZCeCz9n517GrL+UNKqzfeMQeUtIw79r2FO0AaxzK4RPU1ksdTbWXOqDPCqG/8vCzuxlCvKc+ZdJgciCQjSGQTmHBNAPisvTeSP9SJsees8Y45oKRlHCN6i5BSnv0qDVlaWpIrKyvdvoyOKQ4G5StexZhnrgrToCvP7SlfcascdKq9bvd4t5QDVO93iXpZcUflcfQxtmJbmPPNYdgxfGZ7rzX2JHNJuM1uVXaFGhnvGBFBWsG2qH1CiFUp5VK1nzEETuOYVEdUW6Pn5FQrnnF99nrptVouqMFBltpRbPvXxq+V2lIj7b1q2Ggug+WtZbw69WrVwiHtttVGxjuGhJIWsOR17+MESON6NeaZD23UCc0sENR6cFL6YUrJts9BlpTUzOSh2tizEd5A0BasuuBQzH9op6326nhHg4eHVPc+5gBpXC/GPDNviTpFa1V3lG77PFeCuqXa2LN/sv/M2FOswqZEW6013gVsgYbP6yLqBFYk7H2cAGlcLyXVFR/+/vj9P8ajyCNkZZYPbaQqrS0QbBxsICdz+CTyCd7dehefRD5BTuZabvscZKlbao09Rl31wiFKtFWtFGMgOovWFt+oeQyB6wG9EPNcHqqjEzrohA5roTUsDC3AbXYzb4lUUZ7b80nkExyljuAyu0ohOZ1eKHgcfYzto23YjLZCyeFsEvfD95HIJFrqwwwJIqU1E6JZOfYU7/PAs2V+Nw42FGmr9Q5zBRhqRNrAkte9jztApIjy8AeX2QUBAavBis3oJgA+tJF6fFYf5vxzcJgcuOC7gPOe811bJT5KHUEndLAarKU+oBM6HKWOWno/re1wUe+oVh6+3RDNehEJarVV7oKSFvVSdA5Vxx0gUkR5MvqEawJroTVYDBbEkrHSQMiVEVKLVhJSXWYXjtJHSGQSsBgsSGaTyMs8XGZXS+9XrXpdeeUuFhuhamoVzzDoDG33k1oRCWe11VZxF5S0qheic6g2ToBIEeWDlNvixsLQAtYP1pFHHmaDWZPlhal/aKVc/IR7AhaDBQeJA0RTUTjNTow4RxC0B1t+z1qDLCvEUS21FgTu7N7Blya+dOq1lf2knUm1Gg+EDDUiqo8LYa1hCBwpojL8waAzYMozhe+8+B0+kJHqtJKQOuefg16nx7RnGq+Mv4JpzzT0Or0qIWusEEe11AobA1C3n2ixgmdlqFEyl4RBZ8CtJ7e6fm1E3abFPtsrOAHqEdXiubWE8bDUTVrJlelkP9BqboTW71WDoNaCwMXgxbr9RKuT6mK/ujp2Fbl8Dma9mQ97RNBun+0FDIHrAb0S6sJ4WOoWtfIP2rmWRrQTuqDF3IheuVf1u1phY8V2WaufaCWUtBat5PoRaYXW+6yWcQLUA3jTJzpbrZK9Wo2LbneyoMXcCN6rtOGsBYFa/y20OKkux4c9otO03me1jCFwPUCroS5EWtULcdHthi5oMeyU9yrtKLaP1y+83nC7CNgCWN1ZxU8++Qk+ePoBdo53NFV2XSu5fkRaoZXw717EHSCNKg+NeRJ7gkw+gxHHSOnnvOkT1XbWToQWquYosZqttbBTrkb2rnAijPWDdcz55rB/so/9k30cJg/xjee+oZmdUy3uehJ1k5bCv3sNJ0AaVBkak8llcHv7Nq6MXsGwfZg3faIz1JtctBN6puTEqdHJghYma43iA2rvKl80GHEWFtvi6Tj2T/Yx65vt8tUV8GGP6FlaWwjrFZwAaVDl6vWIcwRXcAWh4xCMOiNv+kRnqDe5aDVPRekE/4AtgDc+fgO5fA4BWwABWwB6nR4L5xZKk57N6CY2Y5uY88+VFj+0XFSAD6i9S4v5NbUm/3zYo17US4tZg4A5QBpULY5+2DGMMddYU/HcRIOqXlx0q3kqSpYbLYUb+ecQsAWwf7KPjfAG5v3zAFDKXzpOH8OgM+DB4QPE0rGeKHHaSu4JdZ/a+TXNlkfvhTw+okaxPWsPJ0AaxERPovbUKxDQav9SMsG/OKyNjdEAACAASURBVJmyGW0QQsBisMBqsOLB4YNTE63j9DE8Zg+sBis2o5ttfSZRPWomU7fy8MfzTaifsD1rDydAGtTIQMTDBonqq7UT0eqDnpILE5FkBJl8BmuhNaRzabgtbuiEDstby9iMbpYmWk6zE8lsEhaDBUepo7Y+k6geNasKtvLwx4qC1E/YnrWHOUAadFYcfb1cBACMMSWqo9U8FSUT/D0WD+7s3IHVYIXVYAUACAgEbAHEUrFS/tKEawJroTUkc0k4Tc7SZI1FBaiadnMM1MqvaSW/iBUFqZ+wPWsPd4A0ql4cfa3VtJXtFcaYEqlEyRXyOf8c9k72IKWElBKJTAKJbAJzvjk4zc7SDpXL7MKMdwbZfBZ2k10TZ/2QNmk5x6CV3dOzdmoZBUG9hOf1aI+QUnb7GpqytLQkV1ZWun0ZXXXz3k34rX4IIUrfk1Li7zb/Di8Pv3xqhSGejpcemojo9A5q+U5OpycWP7r/IzwIP0A2n4XT7MSEawIGnQFmgxlz/jnu5FJTipMfLd7/q/W5neMdeK1eSClrtvFaO1pa6cNEzWAVuM4TQqxKKZeq/YwhcD2o1lYqgKoxpt0sY0qkNa2WwVba0ugScvncMw9xxXC8bj+0Um/RYhnrosqwU53QQUDAoreU2n618u61+oFW+jBRM3hf1xZOgHpQrVyES8FLfRFjylUSUpMWHhSLbTyejmPnaAdOsxOT7kmemUMtUzPHQIl7cvnD3/LWMsx6c8sTGC30YSLqbcwB6kG1chEWRxd7PsZUy3Hs1B+6XWa+vI2f95zHBd8FOEwOTvSpLeU5BpFEBLee3MJfP/prxFKxtu6fatyTq1XEyuQyeHfr3YZyerrdh6n/Mces/6k6ARJCfFUI8bEQ4p4Q4neq/PyfCyE+FEL8XAjxV0KIKTWvp59UK5KgZhnTZrV682CtfFJbo8moag2AzbRxDsLUqOL9P5lL4u2ttwEAX5j4Asx6c1tt56z22kobrZzARJNRrO6swqw3NzTJYkI5qYkLsYNBtQmQEEIP4A8A/AqASwB+QwhxqeJldwAsSSk/B+AHAH5fresZFFo4hb2dmwdr5ZPaGlkoUHMAbLSNcxCmZvmsPrjNbrw69Squjl2Fx+JpexEpkowgkyucWfXO5jtYC60hk8sgkoy03EYrJzB3du/gcewxoqko7u7dRVZm616zFhb7uDjRv7gQOxjUzAH6PIB7UsoHACCE+BMAvwrgw+ILpJQ/KXv9uwD+kYrXQx1SmaCalVk8ijzC+sE6Xhl/pW6oD2vlUyeclYyqZpK1x+LBbnwXBycHOEodwWl2wm/zI2gLduwaqH8pnR8jhMDqziq8Fi/cZjeS2SRWd1bx0shLLbfR8qIIn0Q+wfrBOp73P4+APYBkNom10BouBy8jkUyc+R7dUO8sPoax9r5O5pgx57l71AyBGwOwWfb11qffq+WfAPhLFa+HFNDIqlf5Cnc0FcVaaA06oYNO6BjaQD1BzZ3IgC2A29u3EUvF4DK7EEvFcHv7NgK2QMeugfqX0vkxAgIQeOYfAdFWGy1OYCbdk3h5+GU4TA4IiNLhwBsHG3WvuZs7MNwh6G+dyjHjLn93qTkBElW+V/XQISHEPwKwBOD/qPHz7wohVoQQK3t7ewpeIjWj0c5afvPYjG7CarBCQMBldp05UGghtIFIzQFw//9n701j7DrT+87f2e45d7+13Ft7cS1uYkuiRLXkdscd9yZHdtp2DCdxGhjD/mAMpjPJp3wwJgN0BjNBkASYGSAwkO4gTib2AHYydqPhbltSdztStyVRTYpqiYvEYhVrY+13X85+znw4vIe3isViVbGKVSTPXyAoVt177nvPed5n/T/P21rlhYEXEAWRjxY/YroyTVJJMlGeeGRriPDkYreSSG19//7t90nICSzXompUiUkxXhx4Ec/3dkVGK0aFse4xdEdHt/XwcOCV1sp917zfjmOUnHiy8agSsVEgvb/YywBoDhjp+PcwML/+RYIgfBn4X4Cv+b5vbnQh3/e/5fv+ed/3z+fz+Y1e8sTgIPOKt7pZO5VHzagFJ907OiOZQBweZCgOQh9ThKcbe2kAK0aFuBzH9VxO9p7kub7nSKvpe/Z7VA2NsBPsRhKpM8AYSg/h4+P6LmcKZzhbOIsiKiFdZ72MLjQWqJrVLduwnJZDkRTOFs4Sk2NUzSqe72265v12HKPkxJONR5WIjQLp/cVe9gD9FBgTBOEIcBv4h8A/6nyBIAjngH8P/JLv+8t7uJbHAgedV7xVXmwnv9vDw/M9zhbOktWyQGQoIhwc3I9/vf7gxpyW27UzenJajssLlwOqjxIHgj6LfCK/pndiL9cQ4cnG+v6Ytm3Zap9BZ4Axmh3lyvIVBEFgpjLD0a6j9xzYu90DTjvRPtcuqSR5Jv9MeK7d+cEND28H9v8coPudxXe27+wj+fwI28NO+mweRY9Z1PO8vxB8f0NW2u5cXBBeA/4vQAL+o+/7/4cgCP8bcNH3/e8KgvAD4DPAwp23zPi+/7XNrnn+/Hn/4sWLe7bm/UQ749a5GZpWM8w+7Dd2sr7OoK7TUByUoG43EDUxHjxs5Znsh2yW9BIX5y/yRz/7IwbTgxzKHUIWZXRH55n8Mziew6vHX92Tz47wdGIncv76zdfpifcgCAGTvWpUmanOcLt+my8f/fJ9ddxObdh2dehBsJWR3n88cJB9kIO8ticFgiBc8n1/w2zKngZAe4EnOQBab3QAfN+nqBcPhFO00816P0PxJBiQSIEdPGz1mTxqJ6pzXR8tfsRkZRLd0TlbOMvp/GlkQT4wyY4ITw52Iuc73RuPyoZFevfJwl76Ag+j5x+Fj/Ik+EEHGZsFQHtJgYuwTRz0cuhOKTmdpeT2Zp+pzjBXm2Ose4z+VP+Bo/ttFdGo4oOHjZ5JzarxnevfYSgzFBqZR02j6VzXmcIZPLygf0FJIgtyRKGJsCfYiZzvlOL1qGxYRA99crDX1P+d6vntrOthgpj9HOf+tGMvhyBE2CYeh6bnrQwouN8gh87G2qbVRBZlJsuT1MzaYzv9JGpiPHhY/0yqZpWJ0gQlvbRmYpQgCI+0kblzXVkty9nCWdKxNLfrt6NphxH2DDtp2N9pE/iDbNhuDPlpX+Ont38KwEtDL0V75zHGXg+02OnAiq2ua78nEkbYOaIK0AHC45zVamdAZquzzNZmGesZoz+5trLTqVAaVoOclsOwDWZrs2S17CNtYt0tHPSq3dOI9c9ktjqLKIjkk/nQkAGYrknTbgKPppF5/bqyWpaj4lFO509HGcAIe4adVnN2kpnezIZNlCb47qffxfVcehO92J5NSS9tK3g56IOCImwfe12J36n8b3VdEQvk8UVUATpgeBxHQHdmQBpW425lx1pb2enMgKfVNIZjoMkadbMOPJ6Bw+NQtXvasP6ZrDRX8HwvHMMOgSFrj9p9VGdORbISYT/wqM9W28iGlfQS3/30u8iiTF+qD9uzmSxP4vrutjL9+z3++qDiIB+f8SDs9Ujxncr/VtcVsUAeX0QVoAOGx7Eh7p7KjprDcA1mq7NkC3crO50Z8JHsCFeWr2A4BulYOnQGH7ceiMe5avekYv0z6Y53U0gWwjHscNeQPUr+dSQrEfYL+91nMF4cDyo/8V4EBOJyMP59tbmKIipbvs5+j78+iHjcq2KPYqT4TuR/q+uKWCCPL6IA6ABhLxXZbgRW97tGp1EKKzuKRtWoAneVQadCycQyHO06ynhxnFQshSqrj60zuN/ORYR7sX7wxoW5CzSt5r6f2RHJSoSDir1MvlWMCr2JXgzHCM++0mSNpcYSp/Ont3ydyNm8F487BeugJoa2uq7oTKjHF1EAdICwV4psNwKrza6xprKTuVPZce+t7HTHuznRc4K3pt5iobHAQGqAr538Gse6j+34u0WI8CDsh4F9HCu5EZ5edOp3WZC5vHCZNyfe5OXhl3lx8MWHlt2clsN2A9obBMFPxawgidK2KKCRs3kvnoSq2EFNDG1lXQc1gIvwYEQB0AHCXimy3Qis1l/D8RymK9PcKN7gdP40Zb3MQGqAjHqnslMaJxlLrqnslPQSN4o3ON59nGf7nqVlt7hRvEFXvCtSFhF2HVs9DHWz1+wkkHncKSkRni6U9BLfuf4dSnqJuBKnZtXo1XopJAtMlCZwPOehZXesZ4ySXuJo11FWW6ssNZeQRImvnfzatq4bOZv3IqqK7T8OagAXYXNEAdABwl4pst0IrDqvUTWqXFm+giZriIhokoaAgOma6I5OPpnnc6Ofu8cobTcQ267zGWXdI7TxoCCkpJe4NH+JC3MX6E30MtY9Fo4v7XzNTgKZx52SEuHpQVvGS3qJQrLA9dXrtOwWXVoXSSVJ1aiGQwYeRnY7AxdFUjidP71GP29Hd0fO5lpEVbFHg8i/ePIQTYE7QNirKVG7MWWl8xqztVnichxBEMhoGZKxJP2pfjJqZtPpdduZlrLd2frRLP4InWg3Xd+q3OK9ufe4VbmF6wUTp9qyMlGaoJAsIAkSV1eu4njOmolSG02ccn2X71z/zqbTlqKpQBEeF7RlPJ/MYzomrueSUlIsNZaCATVqetdk934TTiPd/XB41FP+nkZEMvpkIgqADhD2SpHtRmDVeY2aWcPHR3d0RrIjVI0qk+VJfjD5g02VwnYCse2OO43Go0boxGx1lonyBJZjkVWzWI7FRHmC2epsKCuO5xBX4sEfOc5sbXaNs7fVA1XXy/tej3WNEGG30JbxkcwIuqMjCRI+PmW9HOr3vZbdSHc/PB7H4zMeJ0Qy+mQiCoAOEPaqxLobgVXnNTzfw/M9zhbOgg9Xlq9Qt+oMpYc2zYxsJxDbbhY9yrpH6ETNrCEKInElqFTGlTiiIFIza6GstCcWAuF5VJ3O3vpAZqMDVTcygveT895E72N7VkeEJxNtGc9qWc4WzjKcHWapsYQqqTyTfwZZkPf8rKpIdz/eeJzPINoqIhl9MhH1AB0Q7HXj9G7wptvXaHOOZUFmsjKJIAj4+IzmRjftd9hOA+t2+6GiRtAInUiraepWHd3R0WQNwzHwfI+0mg5lpX0WFYDv+8iivIY738mttz2bS/OXsFyLz/R9htnaLFWjSs2s4fnemmTFRnI+lBniRvHGru/viJce4WGw5mgCNcNnCp8hn8jTFe/C8RxSsdSeDxl4kO6OZPzg4mkZ+BL5F08mogrQAcHjVGLtrAbdrt8mHUtztnCWrBocNLlZZmSrpfrt0vb2qn8qwuOJ0ewox7qPEZNiVI0qMSnGse5jjGZHQ1mRBZln8s/gei5LzSWOdh9dI5NtWTVdk3dn3yUuxznZcxLbtfmrm39F2SijSiqqpN6T+Vwv56ut1V3f3xEvPcLDolOXT1WmuFm6GfR2qhleGnrpnoEge5Hl30x3RzJ+sPE4+S0Pg8i/eDIRBUAHBI9bibVtOL989Msc7ToaBj+wO5mR7dL2okbQCJ0Y6xlDEiSO5I7wyvArHMkdQRKkMHvclhXHczg3cI5vfPYbfPXYV++Rl+54Nxk1wy8c+gVePf4qkiix1Fi62yjuGpzoPfFAo78X+/tpcT4i7C26492M9YyRjCU53n2cI7kjawKNvQ5CNtPdkYwfbDxufstOEfkXTyYiCtwBwU5LrPtND9jLEZzbpe1F41EjtPEguuV2ZKU9Al4QBM4WzjJTnQHAdu2w8un7/qZj5feCQvEkHIAYYW+wXbuw2eh2YE+PL4D778dIxg82niZqWORfPHmIAqADgp0EEgeBf7uTg+nuZyDX/7w30ctqazXifkfYEXbLYHUa+ayW5TN9n6Fm1siombDy+SCjvxeJgqfJ+YiwdezELtwv0LhVucV8fR5REMmoGUYyI2S17D1BSFt3z1Znma3NMtYzRn+yf8s26X42IZLxg42DfAbRfieHIxx8RBS4AwRZlLm8eJm/mf0bDNfY1oGLe0UP2Ar3ezsjOEt6iTcn3uTywmVurN7g8sJl3px4k4nSxBqaxUpzhT/+6I9Zaa1E3O8I+4r1/O+eeA9lvUxPomfLfPC9oFBEvPQIG2EndmGj0e2LzUXmanNhn5vlWFxZvkLVqN4zpKCtuxtWA1mUmSxPUrNqW/rszSh2kYwfbBxUathe0zafhsl3TwOiCtABQGfG7udHfj7MojwIe00P2IsK06X5S0xXp4OTxmNJDMdgujrNcmOZ5/qfCzN9Rb1IV7yLYqvIQGrggbSLCBE2w8NkA9dXOfPJPF9/9uustla3XPXsvM5uYSfV1whPPrZjFzar3IwXxxnrHiMRS3Bl+QpxOY4ma9wo3uBQ7lCY5e8MuBpWg5yaw3ANZquzZAv3VovWYzP63cvDL0cyfsBxEKlhD5Kph8Fe+EVRtWp/EAVABwA73ax7TQ/YCyVybeUaOTVHXI4D4HoupVaJj5Y/Iq2mGc2NklWz1M06WTVLzayF74243xF2gq0arM2M0EZG/lj3sUf6PTbCQXQ+IuwvtmoXOvfF4dxhNFljvDiObuuMZkcZyYzQn+oPe99mq7PUjBoe3pq90xlwpdU0RaNIRa+w3FoGQJVUWnaL12++vqFz96CALZLxCNvFXiaHd9sv2q9WhijoiihwBwI7naSy1/SAvZ7w0rAaTJQmcDyHXCxH3aoHFAuzSlpNh3+3EXG/I+wEW6EEHbRxuxHFIsJOsVW7sH5fDKQHeHHgRUazo7w8/DIj2ZGQFpdVg4NSn+t/jjP5M4wXx0PZFAXx7uu0LJ+sfkLZKJOP51moL/AXN/6CuBK/777aiH4X6foID4O9lKnd9ov2Y9LhQbN3+4UoANohdtNB2elm3Wv+7V4okeHMMB8tfcTF+YtcvH0RwzWwXIvnB57H930EBGYqMzvqs4gQYSNsxWAdpHG7kXGK8DDYql140L7YKJBaaCxQ1strZLOsl1loLNC0msxV55CQmKnOBBTRVpGzhbNYrnXffRX1+UTYbeylTK33i6pGlYvzF/lk9ZMd6en9GCV+kOzdfiKiwO0Au12yfJhJKntJD9jtCS8lvYTrufQmejEdk6nyFIqpcCp/ivND58GHmeoMt+u3OZ0/vaM+i40+82kv8z5p2O4z3Qol6CCN291L/nqEpwNbsQsP2hcb9Zh1xbvQJG2NbPan+jFcA8M1eH/+fYZSQ5wtnEUWZT5Y/IAj6hHqZj38jPX7Kupli7DbeJBMPYxf0OkX2a7NpYVLIMCLAy+Gyart+IL7Memwbe+qRpXZ2ix1s04qliIVSz1VNkbwfX+/17AtnD9/3r948eK+rqGdne0U2KbVDDNtO8FBddR3c13t++Z4DrO1WT5e/BgPj2Pdx3hl+BXg4e9j57ovzl/kwtwF8ok8Yz1jKKJC027uSpXsoD6vJx2dyYfOoHyzZ7qV92y0pxfqCyw3lxnKDD3SZ/z6zdfDc4faaJ8z9OrxV/f88yM8/tiKftrJXtpMNnNajssLl5FEKezxvLZyDdMxebb/Wc4WgsTZbun4CBF2gp3I/UbXGC+O897ce6iSyoneE+GRCNuV791Yz3ZxYe4CK80VJsuT4XCTilnB8Rx++/nffqJ8GUEQLvm+f36j30UUuB1gL0qW2xklvZt4EJVvK+vaKh2wfd+yWsAnf+3EaxzKHUK39V0tU7fXM1mapC/ZhyRKXF25iuM7u1LmjShK+4edlO63QglaT5lYqC/wwcIHFFKFR/6Mo56ICA+DreqnnVCoN5PNilFhrGcM3dHRHR0fn3wiz3JzOaIyRzgw2A36V3vvnOo9xfnB82HwA9v3BXfayvAwbRhjPWOMl8YRBAFN0TBcAx8/+PlTRIOLKHA7wJNyOFt7A7mey2prlY+XPuad2Xf42smvbXnC1XbogKIgcnH+Io7nkFbTjGRHONZ1jOXm8kMfotqJtoJzPIesmg2zlbPVWZ7JP/PQtKaIorR/2ClV7UGUoPWUieXmMi8MvsBAagB4tM/4IB8uGOHgYyP9VDNrfOf6dx66mrmZbI4XxzEdM5wYVzWqxJU4v3b618gn8k8svS1iAxw8bPZMdpPuvFu+4FZbGdrfa6Y6w1xtjrHuMfpTWz9wuPMaxVYRAYGW3aI/1c+x7mNkYpmnatJuFADtAPczAkOZIS7MXdixInzUinS8OI7ruWEZtC/ZR8Ws8N1Pv7vlMminsZ2tzfLB/Acs1Bf4ycxP+N1zvxsGUiW9RFkvUzNr5LQcpmNycf4ih7KH+LXTv7alz9pqsNVWcGk1jeEYxJWgxLv+AL+d4iD1izxt2MvkQ6cRalN9OrHXz7hz/8uijOEa6I7+RDqNEfYO6/XTbHWWt6ffpmbV+PzI57E9m5Je4kTPCW4Ub2yrl3Wz3oq2XUwqSZ7JP/NIqDz7jf0aYRzh/njQM9lNG/Iok1Wd36tpNcMDh9usGnhwgq7zGse7j1O36vj4jGRHyKpZmlbzsUvkPwwiCtwOsFHJsm1MdkqL2g9aVcWosNpaJS7HiStxBEEgp+VwPXfLZdA2rW22Nstf3fwrdFtnKDNEWS/zxx/9MROlCSDYmP2pfs4PnkeVVSzXIhPL0BXv2rKh2Grpuq3gRjIjAR3DDv7Iorwr9IuIorQWj3Jk86OaGPWgZ7zb33n9/lclFddzeWnopciZirAtdMpu1ajy9vTbuL7LcHoY27OZLE/i+i5vTb21IyrQ/WjRez2VdD0Owqj4aJrWwcODnslu2pBHKfP3HDisBecpztZmga1R7zqvMZodXTN592mkp0YVoB1ifcmyHVXvlBa1H7SqnJbj46WP6Uv2hT8zHIPeRO+WOaxtY/vB/AeklTQZLYPpmPSl+uiKd/HW1Fsc6z4WZiUFQQizFe3m2a1iq5WX9ZnI8dI4q61VXh5+mRcHX3xo5fQkUZQetur4qDOgj2pi1GbPeC++c0SrjLBb6JTdmeoMuqOTVJL0p/vD4QSrzVUWGgs82/fsmvdutcp5P72xGZVnp7pmo/cBB6LyErEBDh62erDueHGcqcoUNbNGWk0zXhzfEevmfjK/24ye9QcOG44RMFvMKnD/JGznOj5Z/SQcRtLuxe6cvPu0MQ2iAGiX8LCKcD8U6VjPGO/MvkPFDDao4QSUm4GugS1XM9rGdqG+wFBmCNMxMR2T4cxwWBmCnVGX1isQQRC2dI1OBac7OucGzu0qnfBJGdu6G478eHEc13e5VblF3ayTVtP0JHr21HFv3/+2fPz09k93nTK62TNen+xwfIfpyjQ3ijd4ZfgVehO9rLZWt2X4Ovd/1awyW52lZtSoWTVqZg3P96L+gghbQqfs3q7fpjfeS0+yh5SSAkCTNZYaSwykBu7Rp4uNRZaby7x+8/X7yttEaYLvfvrd8EgD2w0odVudxLgdXXO/90midCASBk9KP/CThK08kzZls6SXKCQLYZJrt4Lo3UqSdfpAt2u3sT2bgdQAI9kRrixfwXAM0rF0WL1pJ+ja7xEEgbJeZiA1EDILLi1cCgc3ZLUsR8WjnM6ffioTbdI3v/nN/V7DtvCtb33rm7/3e7+338u4B8VWEcMxiEmx8Gctu0UqlmI4M7zn798J4kqcQrLA9dXrgfMaSzOUGUISJJ7tf5a4Et/SNURB5K+n/pqbpZsICBzuOkx3vJuKWaE73s25gXMklAS3KrcAUEQlzKh3fk5JL/HR0kdcXb7KZHmSq8tXictxsmoWwzFYaa3QtJrBGUKVKa6tXGOxuci5gXP3KJW4Emc4M8zx7uMMZ4bRHT28drFVJKEktvT9Nvvendd/mGutR/s+vDf7Hu/NvcfN0k0aVuOh17weHy19hCiIIVWgLXtVs7plmXt39l1mqjOIgkgqlsJ0TZaby3i+xzOFZx74/s5nvp3n0jYwoiCG8nGrcoueRM+u3aO4Eg8NY8Wo0LJbJJQEk+XJcLhG1axyZfkKiqjg+R4xKcYbE2+Q1bIUEoUtr6u9/3VH58ryFURBxHAMpqvT6I7OcGYY3/d3/TtGeDLR1k+qpNIV7wor+rIoUzGD/3/1+KssNhaBQCcvNhb5YOEDjvccv6/slvQSf3r1T5FFmd54L5ZrsdJaCRNo99MbO9U169+n2zqT5Un+euqvSSpJNFlDk7XwO5SNMse7j+/OTdwEbb01U53h0+KnxKQYqVhqQ7u22ft3yx5FuIut+BqwO/bvftiNa7dtXMNqsNxcZrY2y49nfkxJL1E36tieTcNuMJgepDvRzbP9QTW30y5eXb7KcmuZ/nQ/mqyRiqWYr8/TsIL3bVVeH2f8i3/xLxa++c1vfmuj30UVoF3Cw9KidotWtd2y67HuY/z287/NxfmLXF+5Hm7QS/OXtpR1LuklbhRv8OqxV/nv0/8dTdaYr81jezaWY/Ha2GvA1g4m68yYXJy/SM2qkU/mqZk1ZmuzrDRXcFwHBwdN0uhN9NKb7OVG8camvUSPU6Nq52S+2/XbiIJI3arjei7vzL5DTsvh+z5pNc1odvShKgJbqTo+SJ7qZh1REENqTVyOU9SLfLj4IRk1s6n8bOe5rF9HzaxtKwO8EzpCSS/x5sSblPUytmujSApTlSm6491hhnG2Oht8dx8yajBBpyveRbFVZCA1cN91rV9PbyKQ4+nKNJqkgQ9z9TnGusZIqknmanMhdeHi/EWyajaaOhXhgWhnuY92HWW1tcpScwlJlMJJn13xrlAnT5YnScaSTJWnKLYCHX2zdJM3Jt7gcO4wp/OnERBwPRdN0pisTIbN2CIiiqTcdx07ZThUjAqyIHNl+QqL9UWWW8sMp4dJyknqVp0ry1c4WzhLVsvSslsIgvBQg4g2Q3vPzlZnma3NMtYzxpHcEeJKnPHiOIZjMJId2dIk0830XkkvcWn+EtdWrgFwOn+a84Pn97SX6iBNsXvY9WyVofEgmXwYyuZ7c+8hCiIZNcNIZoSslr2vvN/vc9YPqcon8kyWJ/nZ4s84P3CeXDzHSGaELx794przcKsddwAAIABJREFU7NawEzyHnJpjtjpLthBUfF4ceJErK1fuuTcHTQ4eBaIK0C4hrsTpSfRQNauUjTKu7yIJErdrt9dkeO6X+Vn//lQsxbP9z+6oH2MrWfHOdSw0FijrZca6x+iN93J15SqLzcV7ss4bVVHGi+OIgshAeoBCskBZL1NsFVEkhd9+/rcB+KOf/RF/ePkPQwf+50d/nrGesU2zMTPVGZJKkqXmEkuNJXRHp2pU+enCT5FEiZeGXmKsZ4x0LA3cP7NS0kt85/p3mKnOYHkWmqKRVjd/z36ifR/mG/OIiKTVNC2nxbXVa2iSxq3yrXCsrSqrzNfnd1wReFDVsVOe8OHqylXemnoL0zXpincRV+JMlCaomTUEBGRRpmgUGS+O06V18Vzfc5vK4I9nfsxUeYqFxgJVs0o6lg45zZ3PZSO5fmf2HQYzg2H2F+6fAd7qvli/Nz9a+ohblVsklAQpNYXneyw2F0kqd6kVM5UZJFHCcAzGuse4sXqDqlHlRukGMSmGKqukYqk169poPYuNRU70nOD66nU83yMRS+D7Pn2pPmRJpmbWGMmO0LJavDf3HsOZ4T2rfEV4ctC2K0vNJeZqc0iixDOFZzjafTS0O8OZYbrj3fxk5id0x7tJqSlKeonXJ17nZukmFb1CXI6zUF9gojSBIivcKt9CERXiShzXc7lZvsnZvrN0xbs2tG87ZThMlie5vHCZmBijqBdxPIdVfZXBzCCyKCMIAoZjkIqlWGwsojv6GtbAdvbGZlWZzj271FzC8RzKRpmslg0ScYleuhOB4/2gys8aeySvtUcJJcGbE2/ySfET0rE0ihgkXUp6iYH0wKY+xFa/S+fv35x4kz+98qfcrt9GEiSAB9qUkl7iJzM/4S9u/AU/mvwRlxcuM1Od2RWWwm5V9rfC0Ci2guMOpqvTTJQmqJpVPN+jJ9FDQknsaB2dVRtFVPA8j/n6PFk1i+u798j7Zt93sjzJcnM5SDAqcebqc4iiSNMMkg5D2SGyWnZN5fXq8tU1R39UzSoLjQUuzF7g2so1ZquzJGIJPtP3Gb5w+AvhvdnKfW/LzLuz73Jh7gITpQnqVv3AVy+jCtAjQjvzcA9HeotjR7c6Cx42zhqsb6Re35vQjujXZ6DemnqLW9VbjGRGaFpNuhPdJJW1WedL85co62VKegnbs1FEhSvLV1hqLJFW02Gm41dP/eqa4QbfvvTtkApnuRbfu/E9KkaFXz/962uCu5lqMIWkYTUQBIGpyhS2Z7PaXOVM4UxI4cjEMmiSxlvTb/ErJ36FrJrF9mwuz12+J3PRfg7Xlq8xmB5ElmSqZpWzhbObzrtfz6EVEHatB6Okl8JqG8CZ/Jk1gxnaI5A/XvoYAYGUmqJpNfE8D93W8XyPLq0L3dEptoocyR3ZsOqx0ee0s8Drqw6wcdWx8zylqysBHbGQLDBRmsDxHE70nKBm1qgaVYpeMRjPaTfpS/bheA7vzb0X9ATF7/YETZQmeGvqrYDiuHKVFwde5FD2EMVWkZ8t/oxCokA8Fl9znzcaENCb6GW8OM5LQy9RNaphhbAt353P6NL8JaYr01TNKk2rSTKWJKtmkUWZrxz7SnivLsxdIJ/IM9YzhumYvDHxBqd6ThGX4zTsBkuNJUqtEgv1Bf7xZ/8xq61VPDw83wv3yVJzCdd3KSQKWK7FleUrHO06Sj6RD9dzv4EHq61VXhl+BdMxw58ZjgECoZM0Xhonn8jve+9DhMcLrudyrv/chr0Obad8qblEy24xmh1lvj7PYn0RWZI5kjuCJEqU9TI+wdQswzWo1+s4noNu61iexY+nfszV5asbnk2ynuGw2FxkvDjOSGYE4L56VUAAARCg5bSISTFMzySpJDmdP81M5W4Dd1e8C1VS12S/N7J/G+FBVZl7JnCpOQzXCDPrG1UOZqoz1M06giAE07YEgfn6PLcqt9BEjY+XPkYURc4PnudU7yl0Q2e8OE5ZL9OldYVVdQEh1FHAGj210lrhndl3GMmMMJIdCQdErK9cX1m+wmh2FM/3EAWRsl4moST4eOljfHzqRp3bwm3enn6bYqvItz74Fr946Bf55RO/vOZMwHZVfLo6jSIoLNYXsTyLleYKM9UZvvPJdxhIDTCYHgzXs9k97/RhZFHmz67/GcuNZQbSA7ww+EIoH9vRb1utZPQmenn95ut0xbvIqlmqZpXpyjRff/brOx5K02lrlppLjGZGSSgJbhRvcCh36B5Gz4ZndlnBmV11q87N4k3OFM4AgX1Ybi4HE3tFAcu1mChNoNt6uKZ2/5PjOczWZrmyfIW3pt5iMD3IWM8YC/UF3r/9Pr984pcB1lSbNvu+ITPFd5mvz4fMFE3WHtj/d5Ah+L6/32vYFs6fP+9fvHhxv5dxX5T0En/w0z+g3CojiiKyKKOIClkty1xtjpM9J+lP9VM1q9TNOrIoc7T7KF899tVtfUZbWXc6rg2rwZHcEQRBYK42x1vTb9E0mwGVLJFnqbHEUHaIuBznbOEsJ3pOUDWqfPvytyk1Sli+hSRIHMoe4vzQeWpmjf5UPzWjxrXVa/Ql+xhKD6HJGkWjyI8mfsR8Yx5FVOiKd3GmcIbXjr+GLMqossrV5atcmr9E027i+R6arOH7PoZrcH7wfGiUAP7zh/8ZWZSRRZnrK9cxXRPP91htraLJGr3xXjRZQxTEcJz1uYFzjGRHuDh/kUwsw/nB8+G9KCQL/Jef/Rcs18JyrfAsoKHMEF1aFz3xHpaby/ccDNh5b23X5tLCJRDgxYEXUUQlPNcCuG8gs57CMJQZCilLnxY/pW4EtLGSXqKoFxnJjvDa2Gsc7TrK9298nw+XPqRhNoLKiwBztTnO9Z1DEAS64l30p/pZaCyw0lzhTP4MNbPGi4MvIgoiVbPKjdUbfFr8NKgkyIng/CWrRlbL8munfo2x7jEWG4uMl8ZRRIXJ8iQloxRUbfqfYzA9iO/7IdVqqjyF67uh8lttrTKaGSUei/O3D/9tlpvL6I7OcmOZ27XbmK7J0dzRIPtUX8DyLMZ6xvjy0S/zxs03qJk1FhuLNKwGcTnOqd5TFI0ioi8iCiKFVIG+dB/DmWGqRpXrq9c5mz/LmcKZwFAZVa4tX+P9+fcZ6x5jvj4PQtDc/dmhz5LTcmucuz94/w9IxpLcrt0O+whkQaZklPjVU7+K67mU9BKiIAa/d3TOFs7y59f/nJSS4lDXISZKE6iSiud71K06r429FspBm7J4Ye4Ct+u3KRtlzg+eZzQzSsWsUDWrvDz0chhEz1Rnwn3aRsWocGX5CoPpwfCAu7gcv0f+3p5+m58b+bk1Db3thMOrx199OOUV4bHGRrTK1dYq7829hyoFRzW07dA7M+9QNaucyZ8hGUuGDvF7s+8xVZtitjKL5Vqk1TTP9T+HKqmIiIiSSNNqklWzWK4VJD9aRQbSA9i+TV+yL+gDzR4mEUussW+bHeLYeV7QRGmC79/4PldXrzJXmaMv1YeqqFT1KvlUnm6tm0+KnxCX41iuxaHsIf7uyb/LtZVrNK0mU5UpdFvHF3zGuseQBZnn+p/b8EyidkLm/dvvk1WzfG70c2E2faG+wGR5Eh+f6yvXOVsIdNBsdRbLCdgEVaPKz438HAv1BZaby6TVNHO1OfpT/UyVp5itzXKreouj2aO07BY+fphYS8VS2I5Nf7qfwcwg5/rP4fkeN1ZvkIvnEBBo2A0mS5NcW7mG4Rj0aD1oSlD1tn2bnJZjNDNKf6qf3mRveMBlxaxwvPs4PfGesJr9TOEZvnDoCwG93KyRUBLcLN0krsSZKk8xWZlEt3R6E70UkgVyiRyqqPILh3+BVCyFKIhcX7nOzdJNkrEknu9huzaLjUXmanMMpgaJSTGaTmDv84k8o7lRfuvsb3Gs+9h9m/PbTJLvjX8PRVbIyBk+WPyAmdoM/cng6IzzQ+f5nXO/s6GcdwY4G9GWu+JdfOXYV+6hed2u3SahJDBdc80An3wiv2ZqbRsP0rMlvcS/+Zt/g+/7uJ6L4ztUzApxKY6Hx2+c/o17ptC2z5vrrNh8vPQxtmtzrv8cf/bJn+H6Ls/1Pcd7s+/RsBv0J/uxPIsurYuG1UCTNV49/mq45y/NX2KqMoUiKrwx8QYrrRUysQxDmSF0Rw8orIrGFw59gZgUYyQ7wvu332coPcRobpSsmr3n+7aPaLhVuRX4U3I8THxIgoTpmg9MMuwXBEG45Pv++Q1/FwVAO8P9jM0PJ3/Iu3PvMtY9Rk7LUTEq3Czd5EjuCJZnMZQe4tLCJQrJAv3JfnJajobd4Buf/camPMzOn3+w8AG3SrdYNYLg4Pm+5zmTP8NkeZKYFKNqVvlw8UNkQWaxsUjdqtO0muSTeSRBwvEcPN8LInujxLuz76KKKlpMQxECGlFfso/eZG94qvcPJn6AJEkUUgW6tW7ma/NMViaRRIketYeYEkMWZL56/Kuc6z9HV7yL//jBf2SxschAeoCMmqFu1ZmvzaPJGq+deC2oXpTG0W0dVVJZqC9wdfUquqUHgY4sk44FBiUmxgLlajcxHIN8PE9vqjdscnwmH9A6RjIjtOwW/+3af2O6PI0gBtQsAYETvSfo1rqRxKDU/8LgC8TlgL89XZ1mIDVAw2rg+A51o85EZQLf8xHEoAp0NHcURQruT/sMgTY1sNgqMpIZ4ecP/XxYkTBtk/n6PFeWryAIAqqoYmPjeR4D6YFwoEPDajCYGSSfzDOUHmK1ucpic5Fis4imaCw0FoCg+tWT6AlH2uIHFJFVfZVCokDFrGA5Fj2JHmpmjdv12zStJjEphuu5uJ5LLp5jODNM02piuza2bzOQHqA/2R82+I9kR/jCoS9w4fYFmnaTcqvMfGOeYquIJEgokoKERDwW59WxVznZfZK/mfsblmpL3CzfxHItamaNvkQfcSWO7ujYrk1fqo+iXuRkz0lqZo2iXmS8NE5MinEoewhJlPB9n9fGXgu/15cOf4npyjTTtWlyWo5TvafwfI9ULMVqc5UfT/+YilGhkCzQFe8K+qV8F1EQOdlzkoSSwHZtqlYV0zFp2S1KrRLZeJaxrrGQ8uD7Phk1w3JrmbJeJqNmQqqdKIqklFSQCRckTuZPcih7KAygG1aD66vXmS5PM5gexPEdrq9ex3ZsFFnB930+P/p5YmIMRVJY1Vd5vv/5YEpidZbFxiKztVmO5I7whUNfWJMdz2iZNRXImllbk+UGaFrN8PyJCE8n1ifF2gMNXhh8gVulW6iyiuEYIdUtFUuFclU2ypzKn8J2bd6eepuFxgIL9QU838P3fcZ6xzidP43rulTMCvlEHt3WaVpNykaZuBwPzlVxmox1j7HaXCWrZXn12KsU9SLvzL5DIVUIEyx1o47pmuST+bA/IqwqmXX+5Mqf0LJaKJLCp6uf0rAbdGldJGNB3w8+Ac1HFMCH4cwwXzz6Rb5343tBwsW1aNpNREEkraU5lDnELx75RQ7lDqFKKj4+F29fDIKx2gynek4hCAKarNGwGvydsb+D7/u8PvE6k+VJzvWfY7o8zdWVqxieQSFeoDvRje/7AQVITmB5FucHz6OICqZj8v78+6HulQWZsllmsbFIb6KXkewInucFzfrlW9SsINF4NHeUTDxD02wymhvF8Rx+evunzFRmaNgBM8L3fDwh0H8SEsd7jvNM7zMk1ARxOc5qc5VLC5cYSg/RFe/ibN9ZbpVuMVGeoKgXeXHgRcpGmXQsHfYvNt0mjuME5+QIgT7pT/XTl+qjpJcYSg9xfvA8V1aucKN4A0VQyMVz3KrcQkBAJOh1USSFhtUI7HMyjyzKxKQYPn5wTk6zyGh2lK8c+worzRWuF6+jSioAE8UJXN+lYlQotYJkbFyOExNjSKJETI7x0uBLGI4RnGPluRRSBU70nCAZS3Kq5xQI8KPJHzFRnqA/2c+x7mPojs5sdZZMLEN3opuV1gonek7wfN/zXF68jCIpfKbvM3cTayvXuLJ8hbgSp1vrRpVVlhvLlIxSyH4ZzY4ymh3lePdxRrOja3y/DxY+YCA9QD6Zp2pUAz2eHWE0M0pJL7HYWOT84Hk+N/o5inqRvxz/S1zP5WTvSU7nT3N95TrXlq9R0SsMZAZIKkkmy5MYrkFVr1K36ti+zVhujHgs8F1kUeY3zvwGvYleFhoLFFtF6madmlVjsjTJ4exhfMFnrjpHPBZUFat6lfPD51lprPDCwAv0JHrCQ1HPFs6Gh6K27Uo7UHtv7j2yWhYBgbpZ56PljzjXf46SXiKn5VhprfDy8Mt72rO2XUQB0C6js1F9tbXKJ6ufcH31Omd6zzBdmcZyLWRR5kj3Eebr88xV50IBMV2TmBgjrsTpT/fj+i65WI5jPcc4nT+9JivSzoyZjsm3L32bqeoUjuuw2loNDi1Vc2iKhumYxJUgyzCcGUYTNRYbi6y0VoKqiRj0cBju3bnxhmPgez4+Plk1S1e8C1EQsVwLwzGoW3VGMiOMl8fRLR38oMdCi2l0a90sNhaxHRtZkgPH06wH9Kx4F//0lX/K8/3P84eX/5DpyjSyLDOUHgrG+1ZmKeml0JHvjfeyoq+giArT1WlEQUQTNRpuA9u1GUwOcqtyi6bdpCceBBuWayGJEr2JXlzX5XThdFBu7xqjaBb5cOFDLs5fpFvrpkfrwcamolfIJ/MklSRZLcszhWeIyTGmylPojs4nK5/QslsYjkFCTjCSG8F1Xebqc+BDPpmnaTWZrk7j+R6qrCIJEodzh+lN9KLbOlOVqTBAE4Qg8KqZNRzXIRFLhL0giqSQi+VQZRXdCe4tBGVnURQZzYxS1IvM1edwPCegYN05+Ewm4L33JHrw8FhuLuP7PrqtY9gGiqzguA4tu0XLaSEhocgKlmPh45NQEoHjgwc++PhIooQiKsG9lzVERHzBD8drurj4vo/pmBhuEHyarklOy1FIFfB9n5JRomW2WGotBZliQUQUxdDQu7hUWpVQ7n18FuuLeJ6H5VnkE3lcz6Un2YPlWFStKvgwmh2lK97FfHWeht1AFIO+qGwsoCwsN5fRbR1BEFBEBcuzQlkdzg6TjCV5oe8FfnDrB6iySsNq4OEhIPALo79A0ShyqucUH8x/QMWs0Jvo5VjuGFWrGmTRJCVwOgiynS8Pv8znRz/PdHWahfoCiqjws8WfocgKZ/Nn6dK6uFm+yUJ9gbSapmE2mG/Mc7ZwlnP955Almdv129iuTVbLklNz3CrfomyWOZQ9xMvDL99jfDbSPeurv48rBSHC7qCdoW0HxleWr1Aza2TUDABlo8xyYzlIdslq0BsU76Fm1JgoT1DSS6FejUkxLMfC9uxgX0kKR3NHARCEIGgSRZFSs0TTbuJ7PpIsoYoqA+kBJFGiaTc50X2CudocDavB0a6jpNQUN4o3yKpZvnjkiyiiElZbq0aVv5r4q6Aq3ixi+zZNq0nLbrHYWMRyLJJKEtM1A5sZzzGcHqY/HTAUamaNleYKLadFSk5RtarYrk08FudI1xFSSoourQtFUjiUPcR8Y55LC5eoGUFCQZEUeuI9uJ5Ly2nhuA5NuxmyEop6kZgUIxvLBhPzmoshs6NslJEkiRM9J/A8j2KriOu5ZNQMs/VZlhvLob2QRRlZksmpOapGNbjHCEEvFS4jmRGW6kvU7BppJU3FqOD5Ac1WRKThNhAIkmmCKKBKKgOpAZpOk1wsx3B2mMX6Ise6j+G4DrIkM1mepG7UickxxnrGuL5yPdSXbepe3apTMSrEhBgxJUY6FuguSZTQZA1ZlPF8j0KiQN2us9JcQbf1IMARAgMWE2NBD4mW5WjX0bCPdam+FCaoNEVjqbmEIAgk5ATdWjeKpPDBwgf4vk/DDgIoVVHxXA/DMUJ7m4wlg6qDY5FRM6iyiuM7DKeH6Y33crN8k+XmMl1qFyktRVkvU0gVsByLsl4mrabJqTlisRgSErZrk1ST9Cf7UWWVG8UbWI7Fqd5T5BN5vj/+fTzBYyg1xGR5kpXWCgCiGPgovcleVFmlZbd4ZfgV6maduBKnYlQ4lDtEw2xQM2qUjBLdiW5aVov52jwtu4UiK7w8+DKn86e5Vb6F5Vv0xnv5dPVTTMekN9nLUmMppFSnlTS6q1NsFnF8h1QshW7r9CZ7yak50mo6DNDaycfeZC9Vo4rlWaRjwTlHyViSpJzExUWVVKpWFddziUtxamaN0a5RPj/6eQ5lD/HW1FsYjkFXvIt8Ms+zfc9SbBXDCtDV5asIgkAhWWCmNsPp3tP4vo/nexzKHTowNikKgHYZF+YusNJcYbI8ied54WhC2wuUtuM5mK6JLMnolh5WXJKxJIuNRRJKIszmL9YXSampIEvvu5iOSSKWoDfRy1j3GI7n8MbNN7B9m7gU53bjdujYapKGJ3h4nhcoV0EOnE6CzB1AUknSsBt4ngcCAYfaNRE8IVS+CJCIJRARcXwH3/NDCpqDg4QU/A4HWZBJq2mqRhUBAUmQEEURVVZDnvNrx1/j75/9+3yw8AHvzrzLcmsZVVJZaa6w1FhCUzQKiQK2a9Nygkxfzarhui6SJCEJEq7nYrkWoihi2zYmJgAKCooUNBemtBSKqJBUkkHGSZKZq86x0lxBkQLl3nJa9Gg94EPRKKJJGqqsklWz5JN5hrPDvDf7XhCYiAo1s4bv+QxkBzBsA0mUaJgNmk4TRVQw7EAhCwhhlSqfCLJdxVYR3dLRfX2NvMjIqKKKKIs4rgM+WJ6FIiqhgREQ6Na6qVk1ZEHGcA1M18RyLERBRFWCcbaeFxjDNs83GUviuA4Ns4HjBRPyPLzwswUEYkIMyw8CoM6fKygIYsBPd303NHQNq4GLS4xYQDPxgzXYro0syMSUQIZcxyURS4RnEViuhesHDsR6xMQYhmcgEzgACTkROk82NjEhFlR21BSWY4XZXUEQ8FwPTdHwCeiTmqihxTRaVouW1UIQBRzPwcUFQBM1ErEEihhUX2RBDtYkgu/5YaB3buAcMTHGfH0+pKRIokTLaoWNp5lYULl0fCdoEvaDQNX0gvOunu97noX6Ak27yVJzKQhiBZGeeE8Q5DUXyceDwPtw12GOdR2jZbd4d+7dwJmw6lT1KucGzpGNZwNKQmYkPJzuy0e/HNJE96ovLcLjizYz4AeTPwgoLNlRslqWd2ffJaNmwuEZf379z2mYDS7MX2AgNYBIIN8fr3yMhISAgOEZ6KZORsvQm+gNHFFRpWpX0WSN0/nTSILEJ6ufYLs23fFuTMdksbmILMhh1bQ/1R+wFowSyViSodRQUHUXgqEhS80lCokCo7lRErEEGSXDYmMR13OZqc1QbBWDioFepGbUsBwLx3fQZC1ILt7RHxk1Q8tuYbomNbOGSGD7REHE9d1QDyqCEugf1wgp6ZIY0HZ8N9A/ACIiMSmoOIiINO1moJsFAdu1iUmxMBFWM2rYnk1ciROTYtiujUswHU+WZJpmM6ALmkECSUAI9a+MHOg8YqS1dEgl0x2dmBBDlERaTkCXa1dY2rqtjfZ3BYiLcSRRIqWkgmSnAJ4X3AdREPF9H9u3UYQgQaQ7OiKBzTZtE8u1wl5GFxf5Tmu4j4+LG9gJBDRFQ5ZlTMsMKdGeH/gVoh+sRxIlurVuhrIBVf52NaBEZ+NZTCuQFcsNbFFXvCugEt6pvLV9Ec/3wuDNci0kJCys8LvHhKCS7uERl+JIgkTDbqBKahi4+/gkYgk8z8P0TGRBJqEEg2Ucz0GVVLJaNgh47Rbd8W5cXGpmLbBzoowiKWiSRstp0TAb+ATv9X0f27PD4DMmB8wUVVSJybHAJvsOjuuQlJMsNAMGR8NqEBNj2J6N67vIoswLAy+gSirLzeUgqXwnMdayWqiKiu8FNk8QBLq0LiZKE+E99z2flJriWO4YM/UZbNemP9WPiEjRKOJ5HoPpgJaoiAo3yzdJyAkkUaIv1Rd8Zj0YHDKYHsT13SColWMUUoUgMBfj4YADSZTw8QOGRCxD2SyHPe7PFp4N6Z+zlVkKqWB//+65313TQ7YfiAKgXcbrN19nvDjOleUrXJy/yEx1BkUKMu+iIKLbOmktjemYQUDkOvQme7Edm6bTxBcCp8z1XVzHRRKlQMneybh1x7uJy3FMx6RqBpmstmNVMSo4OOFahDv/eXgo3JnK4wcZe90NHHEJac172gbPu/NfGwkxge3ZoUHohIQUKvKwgtBxLUmQcPzg+x/KHuJc/zkO5Q7xk9mfMF+fp2bWaFgNVFGlN9mL7ujopo7ru6ET7vleoGDuKN4HQUAgo2SwPAvhfQFbt9E+q9H8sInYEHFuOwiH76ztVvD9VVUl8UsJ6n9Zx7XvGCbJhy+C/0Of9scKh+8YrKnwBsCXgB8SvmbLPzt85+9NriXKIupXVIw3DHzXD98nIOBP+eH7lK8ouD908ezg/guSgP8lf9uf1/6Z8ENhzedt5X3SlyXcH7g7+rydrpMfgugFxtyX/I2vdQ64fOdtSxLqr6jYH9s4hkP8TBzjRwbSFyScTx2kJQkpL5FJZej5ag9yS0b5WGFxfJG+3+xj9p1Zjnz+CEklyfyfzjPwywNc/pPLHP/6cZxLQRW253M9xD6NUaqWWP10lYHfGsD4yIAG1KfqHH7uMMN/e5j5t+fxPI/WXIt/8s1/gqVafPvff5tf+eqvcOXCFTJ/K8NH/99HJGNJ+l/tD3jwdoaP/tNHvPTCS9SsGl/89S9y8XsXsQyL8WvjHH/+OL//P/8+P/iLH/Cbv/mb/Nf/+l/5xje+QYSnByW9xD//V/+cV//uq5SlMnWrzhv/+Q2KN4rkT+YZ/FuDCILAG//nG7TMFrZgk/l7GWrv16h9WoMBIA2O4SDaIko2oG9JhyTSy2lERIQjAtXXq/T8Rg9d8S5u/b+3kHolvJiHoimkT6RZuLiAt+CRfy1P/c066pCK5mu4sssrv/IK8z+eZ+nTJVpWi5F/NIKrRPuxAAAgAElEQVSVsFh5YwXBFvBWPQZ/czAYaz+RpNloUtWrJL6YoGpUMaoG7vdchNcEpLSEe8HFr/sISwLi10S8y94a/bgXeqfzfSIi3pQXvuYeXbjLn7fV9wk/EsAN+jYEWUD6koT3Iw/PvhMIHRERELAn7Ud2r2RknKnAJxBkAfcX3XveJ3xJgB+B72zPBvEl4AZ3oQKf5R7IyGt8n7svV0kn0tT1gFIpKzK2Ywe+GAKGa+DjIyPjEgTT7eSd4wbJNh+fmBCjJ9GD4RhhAlpAoCfeQ1pNM12epuW08DwvXEc7CJNEiZHMCKZrBj6eksRwDCpmhZSSIp/Kh4kBHx/LtYiJsaAK5gcBoSYFUwRN20SLBeyNnkRPUDW1gwRySk0FvqjdBD8Y1qVICivNFQzHQBIk+tP9QVLgzutUUaU70Y0sBCyWsl5GEAT6kn1BIr+5iIDAodwhWnaLslEOBjBYLfLJPEdyR1BllcO5w3z92a/vaxC0bwGQIAi/BPzfBCL7H3zf/1frfq8C/w/wIlAE/oHv+1ObXfMgBEBvTLzBty59i6XGEou1RSp6hYbTCClFnu/h44cZaEmUgnKt52A6ZpDNkjQM1wgdfRERHz/MQvn4eK4XZj5Ego21WWCgoKApWlClwAtfq4oqpmfu+n1oZ7U6s1GaGBxMZ7gGI5kRGmaDRCxBRa9QMSt4eKiiiuu5YaDVzjB1Znm2tY73Bfzvt3lkQHM3vl2Exw5xoLP4FoNQpAQCqmH77w6kv5Sm+VETb+VOUK9JuIaLWlDxdA+7bofvE2ICvhVcQEyJeI27CYQ1n3cHSlLBbt5NKMRzcU7+8kk+/OMPEWURz/Hofr6b0oclAA7/vcM890vP8Zf/7C+xqncvFs/E0WtrK4vJriTNcpNCX4HlpWX+3b/7d1EQ9BThn/3v/4x/+7/+W46eOMq//qN/zbf+w7d441tvhL9P9iVxWy5G3Qh/JsZEPMvb6HJ3IXHX2WzLfSqoyPpN/4Gv7UQsFcNq3JVjOS2T/bksxTfuTuAUUyJyXMZaufs67VUN/zkf8w9MaAAp4GUCR7gNBTbI1UV4GrCBrPEaGwZB90Pb5+qszgFr/n892ongu8sQwiSwIAjBGW4QUsNrZo2m0wyZHG1WTRsJKUE+kadu1YMq5h3auEjA+mgHMYZ3NyATEHBwwnVqkhZUuGIJTNskpaao6BWabuAIKSgkY0kUUaFqVnF9l4SSQLf1cC1xKR5WxEp6CQmJbDwbDDtwdIp6EQ+PjJIJKqSiSFpJB/R3vYTlWHiChyqp9CR6OJM/w1B6iGf7nyWpJPndF3536w9ml7EvAZAgCBJBjP4VYA74KfBbvu9f63jN/wQ86/v+/ygIwj8Eft33/X+w2XUPQgD05sSb/Mu3/yWiKDJZnqTcKgeTzjoqKu3StUDQXGl7No53V/A9vHsoSe1/r9+Q24GMHJSike4GGIKC7T8aSxGXgsk8EGxMTdaombU1AdmuowH8IUEIHSECrHXMtgFBulMRE4EH+Ik7vbaQEPANP7i+eCfgagWLlZISsiRj1sy7a9kEoiTiuR4nT5/k7f/+NoVCYXcXHeHA4k8u/Am//z/8Prdu3CLXncNyLFq1e+mn20KnY7mRk7mX6Pg8ISEEvSVN7u7l9QmOCBHa6AF+hyBQfsQQCCa4SQT9cwJCoMMdE1UKeoTavljbt+v08VRBDXwjPwjK2olgTdSwPGsNS2cjyMgBPfsOLa7tW/r4Yb+rJEhkYpkwCb2Rj9mmPoZBkRhHEISA7n7HmEpIYdI7oSSwXCukn/v4aP8/e3ceJdl1F3j++3tL7JERuS+VtS9SSaXVJcnCxrIsW8Z2D8KAjWlscAPNMvR0Tw/0aRj3oRea7oEeDpw+NDR0t8FtzGboMWK1jY1kg6TCJUuWtdW+ZWVWVmZGRmRk7O+9O3+8jFBkVq6lyqUqfx8dncrMeBFxI95y3+/e373XCsecJ5wEb9v1Nh7f/zjT1Wk+8Y5P3KBve+2WC4CsdXzfB4HTxpizxpg68PvAEwu2eQL41NzPfwQ8Ju3zDm5RgQnoineFM5ZUwoGgC8deNA8SQcIWgKDeyuVtHiztVtsCsZJmOdqDDc9c2wW8Xip+pfUZS36JqdoUDRrrF/xAeNH7R4QVpFJx4EeAxNqeJgkh/hNxJClrCn4kIUh8+cuWnbTZ99P7sFIWpjwX/AgQgF/2sRIWTtLBL/nUZmrEOmJ84P/9AJFUZNnXDfyAbHeWX/7dX9bgZ5vZs2MPv/yZX6azu5N8Lk95pkwykySail7/i5olfn6TrIS14jmCATflYiXnzpESYY9+81zW4EctJs6mBT9AK9hwrHBYQ82v4flemPYWeNi23QqSmvd27fd4NVNDTBg0NWecBagG1RWDH3hjbI4XeNSp4+G10vaa7+UZj1wtN+9vC3lz/0EYqFWCCmW/PO/erdnI7+FR9srUgtq8xvxG0MAPfKpelXKjzEtXX6Ij0rHm73SjrGcAtAO41Pb7yNzfFt3GGOMBBcJYfh4R+REROS4ixycmJtapuKvXHK9jAhPmcy6SYwrQmPuveYIstd1KXHHnvz+rjxHXsq1S292SPeLLnEbN83slIuHEGUtvMP81l912fgGYqc2sblt1yzjYfbA1WL7JYMLW4C0makdXdTw3J5hp0vpL3SwSkQS2hMFIxa+Ek/MYb9mGhObx7eFR9+vUgtqaG8DrQZ26CSdVuhEiLN3o1l42z3itXqYmH7+V7TRTCycwGewYvCHlWg/rGQAtduVauGdXsw3GmN80xhw1xhzt7e1d5CkbSxDKjTLnCueoeyuPW7EJK6RmF+NatVcKFlY4C4q4WG27z577r/Wctkj/zfQo3RSaKXDaQqggPA5+E1hjNpApGyq/VgnHOSy8Mi51Csnc+6xw7PklnzP/8Qxe0cNKWOHrG8AKe5CCcoA362Enbdy0S22mxpM/+eS88ROLsSyLfC7Pz3z/z3D16tVVfU51a/CKHv/2B/8t+ak8qc4UiUyCcqFMufgm0uBkiZ/fpEqx0krzXO69/ZKPX/KxkhZu2g3Pxea5rD38ajEVwvp/dmPf1sEhKm/0ttYb4SyoMTvWyv6JWOEMbO2BfPt9W3uP0Eq9PQsbA5r3e81sI2T+a1+v9l6gtWi+d3Mmxnwlzzv3vJN0JP2my7Re1jMAGgF2tv0+DIwutY2IOEAGyK1jmW6IkZkRLhcut+awX+5AaeaFxu04YgkxCRcbbQ6WawYuzdnVOpwOuqJdrWCpOcFA83EHB0uscEHKtojflnD66OaJt7AMTRGJXFerWvtrbDmv8sb4n+RyG6pbWvsNkg/zGrJkwb9tku9KYvVYredJNEyBSw+miXRE5j3Pir5xybSS1rzASCKLvHhbGp7xDXbaJvFIAgIQJ3yf2N5Ya5uB9wxw58/eSTQTnTeGKZm59sBOd6XD6eC7Upw7eY7Pfvaz176/umV99rOf5cRrJ7jjjjs4/sJxPvzDH573eHogTSQ9vzV30WO0nYHWpb45aQiE19XFrq3t1cIiLx1Lx+b9Hu2IcuS7jsz7m5N2SAwk5p1LQ+8Z4v2/9H6cDic8D1LAtyx48RvT4K1uRguPtSnC+4B1Zs39F5Fwoirf+K17rppfIwiCsKd/bjkSx3ZaS100A4SFDdIubut+r/3ezF1wgBtM62/NiaOavzdnrltNylzEmn9NaH6e9vdpvmb7fwufA4vfF7risje7l/5kP1dKV1afybAJrq9LYnW+BhwUkb3AZeAjwD9csM2TwA8AzwLfDXzZ3ATzcp/Onca2bYaSQ0ScCGMzYxQaBWD+BAYuLo4Vzj/v+eHYHNdyKdaLZKNZ6n6dcr1MwzToi/dRC2qkI2kiVnhylRtlHBzqQZ1kJBmum2LeyDeNOTHq1XBO/cCEB37zwGyu39NqHSCMzMUSetyecMFOv0pEwvWHPLx5ZXdw5qXt2Va4Nk+75sVgtdNWX49VTQjRnPmlRjgV8qtAkTDc3jP32Pm5f9d7+s9NmgZ1Wz1vqddqmwabMbDfbxO8GmDXbeSQYL5iSL03xcClAaqXq7g9LrPMMvBtA1x8+0WsFyz8UZ+DHz1I+cUyDz3+EJZl8c3f/ibZ92Y5/rvHGfzQIKN/O0rFq9D9cDfWaxYDkQHOv3yeu3/wbr7x1Dco5UqYy4aO2zrw7/GpHa/RHe9m6uwUiScS3L77dqYHpvF2eRROFNj97t1c+stLJN0kH/rRD5Er53j4Nx7m6V9/mtuO3MZMbYZHP/goz/3Zc3gVj9yFHLuO7OL+993PN/7mG3znd38nE1+b0Bngtpnm/v7Qhz5EX18fv/Rzv0TcjfP1r32d+x+4n49//OOcL5znE//sE9RqNaLRKN4HPKaemaJ6poqzw6EWr2E3bBrVBlZ6bh2d3RZcmMsi2A08Ddb7w7WzKk9WkB7BjbnYcZvEwQTeax7eZY/v+vHv4pnfeYZ9h/dxdfoqVakSfSCK/ZLN1deuUvWr7P/+/Qz0D2BFLbyqx+j5Ud72o28j7sQZPTZK1A8XpOx5vAdJCw/+3IO89FsvkXgiQS1So56s4xU8uAr2/2bTeL6Bf37uIrBVr1cb/bytUIaNeN4qpsF+s5r3OM37IFdcfOMTd+Kthul6UEfM3NIgAVS9cMF5Ywyz9VmMMUTtcCHclJvCCzwqXqXVQ+TYDjE7xmR1cu7jhQ3ZttittZngjeCouTZPpRGmHZjAzLvfWzhbcLMRvfm6KTdFoVYI02WxFw1QhHCh3IgVAYFyY/5YoLgdD5csEYMVvLFGpIVFIhquY9mZ6GzNjLxVrfc02O8HfoXwkP2kMebnReTfAceNMU+KSAz4NOGtSw74iDHm7HKvuRVmgfvElz7BMxefoVAtYNs2JydPUmqEC55FJcx1dmyHIAiIulF2pHaE87L7dboSXSTcRGu+dQuLbDzLUHqIkeIIXuDRm+hltjZLsVYM0+28Mh2RDnK1XLgglzGIJSTcBKVaiYZptE6WuBPHGEM9CBcQa87+1lyszRabvnRfeCIHfrhApjH4QbgImBd4uJZLOppGEPLVfDhPvhN+noBw4VWfcPVgDLi2i23bFKqF1lpBix30i03hCIsHOe09X+2zpiychnIlzeCvOStfg0brtdoDw5W4uK1u6vYZ9hZ7DRs7XGg10cvl4mUCE6y6dWY5q/nsNnbre1vq/Rau5dTUbE2yxGpNnLFS13z7FOjN39v312ovfg4OEScStqaJtC64zQpnsTIsnDmxfYFBQUjGkjS8BoPpQfzADxeSJVwcLukm6Yx3ciF/gdHi6BsNCGLRl+zjkT2P4Nou9w3cR0e0g8+89BnO5s/S8BqMzo6Sr4QrtO/M7GR/5366El0k3STlergmQtkrg4FsPIstNhPlCQ51HWJP5x7O5M7wzMgzxO04d/TegSUWruUynBlmZGaE/Z37GS+Nc7V0lYeGH2I4PYxnPB7Y8QDHRo6RdJPhIr+NMqVGacusuK22plwlx/HR47w28RpfOP0FJiuTzFRnGCmO0PAbpCKpcOCyX6Xqh1Nmt6+f4uIiIsSdOBEnQspNkYqmKNfLBATc1XcXd/TdQV+yD8dyOJM7Q1e8i5nqDNO1aaar03TGOsOxEfUKgQmoeBVsCeunlJNiujZN1I7Sn+qnWq/y92N/T2+8l55ED6emTzFdmea27ttoBA2mK9OtNfKaC3dX/eqiSz0svD4tfAzCa3eECCJyzYLRsHQjXPOGEsLrpOOEa8ksnOG1+X0C8xoalytbs3xxO7zRrvm11g3wjWpsbK8HmmVycIjYEcr+8mmUzZb/5WazXerztWeptH8Wh7C3xAvC7yhiR6gHdTDh97ZwuY1qUJ33OSJWuP1S9U4zQGh+zoXrHdqEi8l7xiMTzZCJZJhtzGJZVus+y7HCheCDIKBYL5J0kuH00364oGzDb2DEEHfCAMESi5pXI2KHC/F2RjuJ2lHGimOIJUTtaLhQ7NwU1DWvFjZse3UQwu9CpLWcCoTr+NhiM1ufJR6JU6qXuFq+2voemudV8zNFrAi1oIZruaTcFPFInGqjSsJNEHfjTFWm8INwEVSRcLp727bpjHUSmIBSvUTVq+Ja4eKzGIg60fA4qZexLKs12YMjDtlolmwiy+1dt/Ndd3wXiUiC9x5477LH03pabha49ewBwhjzF8BfLPjbz7b9XAU+tJ5lWA/7O/dT9+o8M/IMtUaNpJskMAF1v05vspdUNNVai+eu3rsoNUo0grCicR2XpJskFUnR8MKTZVfHLqar08SdOKdyp+hP9hOzYwxnhslVckxXpsnEMnTEOjibP0ulUSEgoBE06I53I5ZQ9+tUG1Vsyw4X8/Lnuiz9cPB1Jp4JV1cWh6HUEAOpAYbS4QJ048VxRooj4SKqvo9lWbi2S2+ilxOTJ8JVj50oaTdN2StTqVdAIObGQMAxYS9Vwk1QbVTntUY0b4ZtsUlFUsScGMVaEQQqjcq8GfGaFa1nPGJWmDoRcSJ4gUcqmmKmNhOu6O1VERNWVu3rKLW3fMQlTjaepeyViVkxKkElnF/ftxBLwhW8rQileomaV7sm2LKtMKXQD8IVrxORRGu17d5kL+OlcWars7iOS7keVhYd0Q4s22q1BiWjSYYl3IdWw6LhN/BMOENLM1BoryzaK0aDIRlJhitZz10UbctuXaSaA50bQYPABK0px+umTjqSDgch1mdoeA1cOwxs/MBvtUbFIjFqjVrrIh2xwxuAklci7sRxLZdKvYIlFkWvOL9X03YI/HAmmK54F4VqAUGIulEcccIV1gODiODaLolIAt/3afgNpuvTrZRPHx9HHPqSfVS8CoPpQQaSAxRqBUaLo60WrkbQwBKLVCSc5me2PosR0wrii/Vi6/vrinYRsSPhiugG9mT30BHpYLhjmHP5cyQiCTzjkYiEq4LfPXA3UTtK1asyWZ4kFUnRnehunX9vGXoLwBvntAkDYNdyqZtwZsdMNMN4cRyxhHv67+GJ258gG8+2rhfGGD5/5vO8d/97EREe3PEgvcleyvUyE+UJOuOddMW76E50MzIzgmM77EjvYG/nXo70HaFUL5FyUnTFu3ho+CFOTZ1iqjJFNpblSP8RDX7UsrriXTy+/3Ee3/84d/XdxS/+3S8ymBwMByv7HsV6kUwsg1N3WmvPNa+DAAk3EV5T8HAsh95UL/s791OsFWkEDe7su5NH9z7KW4bewqmpU9zTfw/JSJJnLz3LPdF7wkwDO8JsfZZLhUvM1Ga4o+8OBOHk5EmOXT7GPQP3kI1mOZ8/z+ncaR4efpix2TGulq+SjqTpioUNDK7j0hHtoOqF5+LhvsO8Ov4qF/IXGC+N4xmPwIQNdc1rgoVF1Iq2lqFw7DCNvCPWge/7uJaLZzwafoOMncHCotgo4ohD1I3i++HMXs36ysIKx+DO1ZOeHy5q6dgOvhfWP83reCqSIuEmWoudFyoFqn54M5mIJKh6Var1aiuLonldtLGJWmGvgWu77EjtYLY+G1772uoNY8I0LM94rc/c3mPRrEuaa+9ZVtiTJ4R1YKlRQky4+HrNr1Hxwnoy4kdas8k2gzxL3vg+XctFbKHhNVqLl0M4JpEA0tE0/el+RmdGMZhWHZBwE7i2G94T+Q3ylXxYJjdG2k3jWi65So5kJMmO1A4uz17GNz5RJ0oQBMzUZnAsp7WuTdWvIgjFWjEcazJ3XzFbn6Vu6vPKG3fj9MR7mKpMUawVcXBawwiMGLrj3aTcFGWvzJ7MHlw7XBi4QYML+QsknSQ7O3aSiIbrGo7MhPdMUScanjdBnfHiOI7lkI1kCQjoSfZQa9RIRMJ1d0ZnR8NFWGNpAhO0xu4k3SR9iT6mKlPh/YQDNa9GOpqmK97Fbd238dDwQ7w+8TqXZy5zfuZ8uB4P4Xo8M/ZM696tM9aJb3xmqjMEJsB1XNJ2mqgTJebGeGDwAd62622cnDqJF3gUa0VOTJ3gzPQZstEsh3sPMzY7Rrleplgv0hHt4ED3gdb9aqFaoO7VidgRkqmw0c+1w96igICB9AC3dd/GXQN3cSp3insH7924i90arWsAdKt6ZM8jjMyM8Njex7g8cxnbsslX8xzsOhge8H6NqVK4cFQqmmJf5z7esfsdnMmfYaY6Q0+ih2KtSFdHF4/ufpRCrcDx0eNYWNw3cB+WhBet/mQ/d/fdzYtXXqTqVTHG0J/o52r5KraEEXpHrANjDN2JbnKVHMVqeLM6WZ4MWwjcON3xbnzjk46nua3rNmKR8Gb5W3d/K8dHjzOQGuC23tuwxOKFsReYrc2GZY+kuKv/LmZqM60WAJ/wYpSJZJgoT4S9Tm6cRi1cRXlv114mSuFMfbbYrZMUE66DEpiAjmhH2OJhfArVAg2/EXYbuzEiVgTbtltBViaSYX/PfuqNOtOVaTzjYYtN1aviBz4T5QlEhIQTVjLNm+W7+u/i3v57EYSz+bO8NP4SCSdBd6KbVydfJekmwxb7aJnZ2mxrlWQIK6+YEwt7Dny/1boxkBwgHonTEekgE89QrYctUKV6iZgbBna22Pi+j7HC3qr9XfuJFcMWnYpXoVgrhitzW209U2IRd+Jhd7pfp+pX6Yh0hEFy0GCyPEk6Fq72HAQBtm2TiCQQI5TrZdLRNAd7DnK4+zDxSBw/8Pm7i3/HRGkiTLu0XdKRcNGyQrVAb6qXfdl9iAgnp05yZfYKttj0JHrCfeFXSbpJ4nacS8VLeBWPiB0hG8vS8BvhrGP1GQZiA+zt3Mv5/HmMMdzWexvZaJbLxcuMFEbw8XlgxwMMJgbJVXM0ggaFWoFcJcdsfZaZ6gxJN0k2nqVYK7Ivu4+4G2coPcQ79ryD8eI4o7OjpCNpan7YuttcqK258nZgwjzrhJNgbHaMjmgH/cl+9nTuIV/L0/AbOOIwnBlmT+ce+lP95Mo5an6NewfupVgr8vZdb2cwNUihVuBS4RITpTAoec/+97SCi/sG7qNQKfD65Ovh/ol30BnppFAvcDZ/lqH0ENlYlmQkyancKQ51HyITywBh+sBgapByo0wyEg6kGEgNMFObYV/XPnZ27OTlqy+Tr+bZk93DdHUaDLxl8C2U6iVKjRJH+sNxE80gCMKW/VNTp8hX82RjWQ52H9RgSC0pV8nxjfFv8OCOB7lcvIxMhLOZ9qf7yUQz5Mo5AhM2rEXtcHB31ImSjWVJR9KUGiWGUkMc6D5AxI5gWzZP3P4E79r7rtZxl6/m6Y6HE7mmo+nWdb1QDVPE+5P9ROwImLBR4WDXwbDhLfB5eeJleuI9HOk7wmBqkNt6bqPSqHBy6iSjhVHKjTKHOw9zsPsgp6ZOMVIYoSvWRWe8k4gTIe7GmSxPhg1khAtTirzRKm7EsCuzC9/3KdQKDKYHW4tT3tV/F5VGhd3Z3czWZ3l98nU83+NC4QLFoMhAaqDV0xSzY0xXpnEdl+H0MKPFURqmQcyKUXNqWFgkI8lwHRgnSjqaxvM9akGNfV37wjoCn0KlQNJNUrLDdPRG0KAj0oEXhFMMpyNpXNulM9pJOpZmj7OHQr2AH/jkK3l2d+5mX3Yf46VxLCxOTZ0KAxoRKo0KxUaxtS6fMWEPVdSO4tgO2ViW3Znd5Kt5+lP9DKYHidpRvjn+TV6deDW8r8AwkBzAsZzwhrhRZiA1QKVRYaY2Ey70HjHMVGcwxhB3w3VjBpIDfPDwB8lVclwoXOCOvjtIuklO504zUhhhojxBNp5lb3Yvl2YuUagWyEayWJZFKppitjpLxasQj8S5Z+Ae7hm4p1V/FqoFCrUCKTfFQCqsj8/mznKhcIHABHTGOrlSChenz1fzuLZL3IkzmB6kM9ZJd6Kbc/lz5Ct5CrUClUaFVCxFRCIk3ATZWJZv2fktROwIXz73ZeJOnAOZA+zN7KVYLzKcHiYVTXF06Ch/dfqvuJi/GO6reNg4XKqXSEaTYCDhJOiMdTLpT5KNZfnO27+T58efJyIRzuXPMTozSke0g8H0IPlaHj/wecfudxCYgLHZMWJOjO5EN/cO3MvhnsNkYhlssUlEE+zt2stYcYzzhfNMlsKGu7pXJxVN0RvvZaI8QUe0g0PdhxBL6I5388COBxjuGG41qh3oPgDAaxOvcajnEN8c/yaTlUkysQyu5XJy6mTYGJfawV39d3Fx5iIdbgclr8TF/EWMGIZTw+zo2MFAeoAzU2eYqk61GvOSbpK6X281pGxF65oCtx62QgocwJncGZ4+/zRjs2OtWS4aQYPRmdGwUkn185EjH6Ez3tm6SWlejAMTDpSbrkwzmBok4Sa4UrrCqalT7OzYyc7MTg52HwTg09/4NCcmT5Ar5/CNT92vc2X2CtPVaXZmdnJX711E3fAim41m+dro1zg3fY5Ko8JkeRLf+GHLRixFNprl6NBRdnbs5JE9jzBZnuRLZ7/E6OwoBzoP0J3o5mL+Is9efpah1BB399/NVHmKcqPMbH2W42PHsS2bO3vuZLIyyVRlCs8PU+YK1UKru3amNgMWZKNZxAgD6QFy5RyTlUn6kn0Mp4fBgrpf587eO3lh7AVemXiFuBsnbsUZ6hji4sxFbMsmE8mwr3MflmXx2N7H+Ouzf43ne+SreWYbYeDS7H1zbZfdHbuJOlE+evdHGUy/Mf3iU+ee4mrpKl3xLr587suMzY61Wo0844XTH8vcjHtGwpWcMdw7cC+22NT9OhEnwtncWVJuGBjuye7hqQtPUffr7M7sJh1Nh59l/BVs22Zf5z4OdR/iajmcnWtkZoRSvUR/oh/XcTmbP4vv++zK7OJA1wG6El3szuymN9HLH77yh5zLn6M/0U9PsofTudOMzo7iiku+licbzdKX7AtXavYrfMft38FMbYYjfUcQhD969Y84PX2aq8WrYWtntINqUCVqR3n7rrfz8PDDDKQGODV1ij945Q9IRBLEnTgX8xeZKE3gui6dsU4e3vkwY8UxTt1+CeQAACAASURBVE+dJubEwkGec2sVZKNZ9nbt5fLMZfoSfSSjybACiCSJ2lH6kn2tFaBzlRx/feaveWHsBZ668BSOOGRiGdLRNHEnzgNDD/Dy5MtUG1Xu67+PPZ17KDfKnM6dbqVjigiztVkmShO8lnuNoeQQmWiGZCSJIQzursxe4c6+O9mV2UXUifLU+afYm93LYHqQnZmdZKIZjDFMVaZ474H38vnTnw97UduWH2t/vOkLZ77An574U2J2jJO5k+RKOeLROAk70eqNvaf/Ht6z/z08P/Z8K4BptnYe6j7EyamTrfS1K6UrfH3069w/eD8DqQGuzF7hVO4Uwx3DZGPZsI3XmCUDm1wlp+lwap6VAuJjI8f46oWv0p/sR0Q4N32O33npd0i6SSJ2pLVq/f7O/a0GuKH0EI7lcHf/3VzIX+D1qddJukke3PEgj+x5hP1d++eV4djIMWpejWQkSaFa4OWrLyMipCNppipTvHL1Fe7uu5vuRDdVr8pzl5/jvoH7SEfT1P06cSfO6dxppivT7O3ay4mpE0yXp6k1atSCGv2pfo4OHWUoNcTnTnyOuBNnfHacYr0Y9mDUKzRMg3K9TLlRDlvn5+qHjmgHj+59lHw1vDl+68630h3r5lLhEiWvRBAExJwYvalecqWwkWVkdoRStYRnwmmKHXHoT/Vzevo0llhko1kaQSPscfDr4TipufS+WlALx9LOnccD6YGwt6JRpFqvMlOfodwoh5kZtoPneyTcBI7jsCezhzt672CkOMJUZYodqR0MpAbIxrLUgzr7O/eTcBMk3SRnp89SrBeZKE1waeYS+WqeseIYNb9GKpLCwmKyMomFRXcy7OVIR9IMpAe4Z+Ae/MDn5ORJql6VRCRBoVrgUM8hXp94nQuFC0SsCNPVadLRsIdmsjzJUHqI3mQvE6UJzk6fDVPG4hl6Ej30JHq4b+A+nrn0DMYYUpEUUSdK2StzLneOul/nXXvehWM7nJg8wejsKD2JHsQIuUoOz3h8z5Hv4dG9jwJwauoUlwqXuDRziYPdB4nbYabMZHmSh4YfYl/nPp488SQ1L+zBupC/wLn8OXriPXREw4CyJ9nDI3seoSPSwR+/9sdcmb3CldkrRK0olhX2mpW8Em/f9XYe3/84lUaFPz35pwQmIBPNsLdzL8Mdw63v9a3Db6Un0cPT55/mT17/EyYqE0StKA2/EWam+D4JJ0Ffuo+IHeFA1wH6kn2t9X4my5MMZ4Z57tJziEgrsyThJkhFUiQjSR7b99g11/ivXPwKnh8ei+emz5Gv5inUC2HGjTHkquG6lI44dCW7eNvOtzGcHub09Gkccfjg7R9s1UkL64ozuTN88oVPcmryFJ4Jv7O6F06v3dyvxXqR6eo0MTvGY/sfCxvf5+rPZy89iy12mL5dvspDOx5iuGMYL/C2bAqcBkA3yPW0xq7mOcdGjrUuMnEnTsyJcbl4mfP58+zK7CIZSXJH7x28ZegtdMW7yFVyfPobn8bCouJXOJc/R9SKkolmsCyLB3c8OO/Az1VyfPHMF5muTNPww3Qp13bZmdmJMabVG2WM4fjocTLRsFX7fP48+7v288rVVxibHWOmNkPUjtIIwsrHYNib3YvBcHTHUS7kL1D1qmEaQeATmID7Bu9jIDXAZHmSl66+xFR5igvTF+iKdxGNRBlMDRJ34kTtKPu79vPW4bdyaeYSz158lkK9QHe8myN9R+hP9nNp5lLYrW05rQtJ+4XjyuwVDIbB1CBTlSn+/OSf8/rk6/Qmerkye4XhzDA70ju4WLhIsVZkR8cOTkye4OiOowylhzjce5hCtcBYcYzx0jhv2/k2dmZ2MlOb4UzuDLZlE3fivDT+Eqdyp6h54cD3A93hhc/zwzS+07nTvDT+EnEnTmesk7JXRkS4rfs2Htzx4Lz9+Pzo87w6EU5tc7j3MPs793Ny6iSFaiH83ktjpNwUH7vnY7xl6C3zbj4uzVziC6e/wJncmVYv2VDHEB8+/GE6E53zgm3HcvjKha9QrBV54coL7EjvIOaEKWCWWOzs2MnfX/57dmd2t46R9h6SM7kzfOalz9AZ7yQTzVCoFZiuTPN9d3/fvBukM7kzPHniScZnxxmfHccLPJKRJA/vDIOx9mOteT6cmjrV+kxNpXqJv734tyQjSRJOgpgTCxde88p0RDu4o/eO1jnVPC4XPj/qRHlo+KF539lij7efI1+9+FVidozXJl9jujJN3I2HPZm+z0B6gP5kP0/c/gSFWoGTkydbFWXzvF54vvckepgsT15XD85qyq22j9UExJ8//XnGimM0/AZxN5wy8enzT/P82PPE3ThdsS7uHribPdk91P06M7UZLhQu0BntZG/nXvK1PLszu+f1jK5UjvbA/krxClPVqdb1pepVeXH8RfZl9xG1o2RiGQRhsjzJxcJFona01Ws6W5/ljt47sMUm4kTYm93L1fJVTkye4MWxF1u9VpZt0R3rZrw0Tt0LpyUeK44RsSLs69pHV7yL/nQ/7zvwPrxgriGtPsvlmctcLV1ltj7LQ8MPEbNj4Q0wAb3xXiark+TKOd69790EJmB3ZjeXi5fDxkavgm98SrUSD+98mBfHX6RQKZCOpinUCkSdKG/d8VZm67Otevv5secJgoByo0xXrIux0liYUhRN8tG7Psqjex+lK97FF858gRfHXqQz1tn6zqar09w7eC9Hh45eGxw4cU5NneJC4QKZSCZMxY4kOdx7mKNDRxfdb80xYsdGjtGb6KU/1c+pqVNUGpUweyCaplgrErWjVLwKh3sP0xHtIDDBstexL5z5As9cfIZcOUc6GjYSXy5eJubEePe+d7caeqcr063G5MHU4KKBdbOcS90vNesWP/DpSfQQc2KMzY6xsyOso/tSfQymwgbRl6++zExtho5oBzszO1u9/hE7wuHew/M+V3uj1WLnVK6S43OvfY6RmXD8NgJTpSnOTp+lUCvwwNADPLr3URzbuaaBuyveteJ1fOFnvli4SFesi9cmX+MvT/8lvfFe+tP95Cv51hih84XzvP/A+xnODFOoFsIhB4Rrxb1l6C3L1jWL1VHPjz7P+fx5srEwrbv9OtBeP7989eXW2KWIHWn1NG12naQB0E2sWaH4gc9keZLJ8iS2ZfPtt337ohcJWNAK15bW0xXv4jsOf8eircmrCd7aX7d5sH/14lfDXFbL4nLhMolIImwF8er0JHvoTfby4I4H6U5005vo5WD3QY6NHONC/kKYUyxCxauwK7OLM1NnOD19msAEHOo+xL7OfZzNneUb49/gnoF7uHfgXlzrjdaLZpkWu0AB13ym9r9ZYjFTm+G1idc4MXmCjlgHnbHO1mMjMyPM1GZ438H3cd/gfa3Ab6mb4wuFC2SjWc5Nn+P13Ov0xnu5f+h+Um4qrCADn/sG7+Ng98FrApulKqaljoel9tU1Nx9zvYqVRoWueBeHeg4t+zk+99rneOHKC6QjaXZld80r+76ufWSimSWPkfYe0aUqseu5aV/qxu7U1ClEhM5YZ2vb6eo0STfZ6nVa7vnNSmw1N47Nck9Xp3n6wtO8PvE6Nb9GV6yL3dndFOtFUm6KvlQf7973bmDxXqQbabU9V2p7WM25tVRj2pnpMzxx+xPE7XjYeylh72XFq/DilRdbKV3tDW3LWeoa9fnTn8exHEZmRsLe92iajmgHL199md5Eb2uMSbM++NK5LxGxI+zt3EuxVqQn0UPUjnK1dJU7++5sfa72m/eD3QdxLZcrs1fCSU9MsGjDypLXzLaATUQYmxljpj4z75q22Hc9NjvGs5eepTPWSdyNtxZUrvnh4POh9BCXZi4xmBqk6lX5u0t/x3Rlmjv77mRf576wIUqca66Fnz/9eRxxGCm+8Z01J0VpP89vRDps+2s0s1Xy1TzFWrEVLKzldZu9/pcKlxgtjlL36wykB/jIkY8see/yZixVBy22j78+9nXuH7qfgeTAsr3nq/lel6pDDnUfWrGBa609+e3H3nMjzzFSGKHslclEM7xzzztxLIfTudMc6DpwwxrH2idRAa5pcG+Wv+E35l0/2u/VNjMrQQOgm9xaL27rlR6z2MH+0vhLZKIZRITz+fNhSpZXwQs8Hh5+mLfvfvs1J8LCFqdmpdUevHz53Jf54pkvErWj7EjvwLEdKo0KDw0/NK8SXum7Wc3jf3Pub/iT1/+EnkQPBzoP4OMzXZnmA4c+wNXS1RW/x/bemlK9xGxjlogVYSg9BLCqltMbZbHP+7XLX1vVzXKzsn1l4pXWDVLFqzBeGucnHvyJN132671pX+wzfenslxgtjpJw23qAGmWG0kN86M4Prfj8tRwj7eUu1Ao8de6pMO2mUeSe/nso1UskIgkGU4Mc6QvH6qx3y5f2AKl2qzm3lmpMe8fud7R6Q9rTtG/0uLKljtnmQPZjI8foSfRwsOsgru3y/NjzHOw6yGB6cMWGvOsNAG5ko8zCNNfFGlvaG+CmK9MMpAaWrVtu9vN8o8Yprqah60b1vi/1/tf7Odfy3NUEHCsdhzfaYoHzelw/rpcGQNvQel14Fh7sJyZOMF2dplgrkqvmqDaqWJZFOpJmuGN42ZbDpcqYq+T41IufCmdTiWXD1Dmvwr7OffQmeld94V9LILhc69H1pDYu1WKyGVZbiTa38wJvXkrhvq59PL7/8Q0rx2pfa6I8wVR5qtUy2uxlvNE3BgvL3Zy0pCPSwdGho2tqUbxRdAyQarfac2szJ864npvU9b6Ru5GNMot9hpVuZq+3d0HP8/lu9kBxLVYTcFzveX4rTqyjAZBaN81u7maOaKle4ptXv8muzC6+dfe3Xlc36MLBugAVr4JruQymB1ed4rOdLorLWW0lut6V7Y18/Y28MVjsvcZmx+iMd7bSapotis0xZNeTMnI95brVKit1fW6WG+XryWZYz2P8Zqgj9DxfmaYEv3k3yzVkrTQAUuvqi2e+yJncGbzAC2dam1sU8noHwi02WNdgGJ8d51t3f+uaXkcviqHVVqLrXdneyNffyBuDjW6t1ZsetVZ6zKzdrXrTt93cDIHsVnerfoebthCq2h4CE3B06GhrKsRMNANCa+2HhJtgqjK16tdrrjdzdvosADEnRr4WznLSnMxgta/TvvYKhGuyNGcz2U7a14+5Edutdzk2+rVuxHudmjoVri81d7w1/z01dWpN5Wy/KeuOd1NulDk2ckxvytSyNvJ8uFXo4sK3hubkSsC8QLa5fppaWfsaXk1rvXe72WgApN609kCjufgdQmvqy7UGHQe7D5Kr5NjXuY/J8iTjpfHWzHdrqZj0oqg2UnsFUqgWuDQTrnofmGBNrfE3KpBSSq1MA8et4c30YGog++ZtxwZjTYFTb9pKM5O0T0l6I9dIWm3ZNC1EbYT2SSRevvoycSeOwYTrhmR3r7oHR1M3lVLbiaYibr5bdR/oGCC17paamUREmK5MM5gavKVOKnVrerPTmS62xtWRviOLrvGxlFs1F1sppRaj17yt4VZsMNYxQGrdLZVGcGzkGDE7puk8ast7s2NvmufAyamTWFh0xDrY37WfTDTT6sFZDU3dVEptJ9tx/MlWtN3SQTUAUutKL2zqZnEjxt50xbt46/Bbr2nNXEsuteazK6W2k+04/uRWcTP3GlmbXQB1a2te2NrphU1tRflqnoSbmPe3hJsgX82v6XUOdh+k1ChRqpcwxlCqlyg1SmuawbAZBL33wHs1XVQpdUu7EddMtfGaWRM1r0Z3vJuaV+PYyDFyldxmF21VNABS60ovbOpmcaOC9WbwEnWiTFWmWnnsGsQopdS19Jp5c2rPmhARkpEkSTfJqalTm120VdEUOLWuNJ1H3Sxu5Nib7ZZLrZRSb4ZeM28+N/sQBw2A1LrTC5u6GWiwrpRSSq3OzT52SwMgpZSao8G6UkoptbKbfcZSHQOklFJKKaWUWrWbfeyW9gAppZRSSiml1uRmzprQHiCllFJKKaXUtqEBkFJKKaWUUmrb0ABIKaWUUkoptW1oAKSUUkoppZTaNjQAUkoppZRSSm0bGgAppZRSSimltg0NgJRSSimllFLbhgZASimllFJKqW1DjDGbXYY1EZEJ4MJml6NNDzC52YVQ8+g+2Zp0v2w9uk+2Jt0vW4/uk61H98nWtJX2y25jTO9iD9x0AdBWIyLHjTFHN7sc6g26T7Ym3S9bj+6TrUn3y9aj+2Tr0X2yNd0s+0VT4JRSSimllFLbhgZASimllFJKqW1DA6A37zc3uwDqGrpPtibdL1uP7pOtSffL1qP7ZOvRfbI13RT7RccAKaWUUkoppbYN7QFSSimllFJKbRsaACmllFJKKaW2DQ2A1khEukTkiyJyau7fzkW2uVdEnhWRV0TkJRH5ns0o661ORL5NRE6IyGkR+elFHo+KyB/MPX5MRPZsfCm3l1Xsk/9LRF6dOy++JCK7N6Oc281K+6Vtu+8WESMiW34K05vdavaJiHx47nx5RUR+d6PLuB2t4hq2S0T+RkRemLuOvX8zyrmdiMgnReSqiLy8xOMiIv95bp+9JCL3b3QZt5tV7JPvm9sXL4nIMyJyz0aXcSUaAK3dTwNfMsYcBL409/tCZeD7jTF3At8G/IqIZDewjLc8EbGB/wK8D7gD+F4RuWPBZj8ETBtjDgC/DPzCxpZye1nlPnkBOGqMuRv4I+AXN7aU288q9wsikgb+KXBsY0u4/axmn4jIQeBngLfN1SX/54YXdJtZ5bnyr4A/NMbcB3wE+LWNLeW29NuE91JLeR9wcO7/HwF+fQPKtN39Nsvvk3PAI3N1/c+xBSdG0ABo7Z4APjX386eA71i4gTHmpDHm1NzPo8BVYNGVaNV1exA4bYw5a4ypA79PuG/ate+rPwIeExHZwDJuNyvuE2PM3xhjynO/PgcMb3AZt6PVnCsQVlK/CFQ3snDb1Gr2yT8G/osxZhrAGHN1g8u4Ha1mvxigY+7nDDC6geXblowxXwFyy2zyBPA/Teg5ICsigxtTuu1ppX1ijHmmee1ii9b1GgCtXb8xZgxg7t++5TYWkQeBCHBmA8q2newALrX9PjL3t0W3McZ4QAHo3pDSbU+r2Sftfgj4y3UtkYJV7BcRuQ/YaYz5s40s2Da2mnPlEHBIRP5ORJ4TkeVaW9WNsZr98m+Aj4rICPAXwP+xMUVTy1hr3aM21pas653NLsBWJCJ/DQws8tAn1vg6g8CngR8wxgQ3omyqZbGenIVzuq9mG3XjrPr7FpGPAkeBR9a1RApW2C8iYhGmiH58owqkVnWuOIQpPe8kbD39qogcMcbk17ls29lq9sv3Ar9tjPklEXkY+PTcftE6fvNoXb9FicijhAHQ2ze7LAtpALQIY8y7l3pMRMZFZNAYMzYX4CyaliAiHcCfA/9qrktW3VgjwM6234e5NhWhuc2IiDiE6QrLdaOrN2c1+wQReTdhY8IjxpjaBpVtO1tpv6SBI8BTcxmiA8CTIvLtxpjjG1bK7WW116/njDEN4JyInCAMiL62MUXcllazX36IubEPxphnRSQG9LDEvYDaEKuqe9TGEpG7gf8OvM8YM7XZ5VlIU+DW7kngB+Z+/gHgTxZuICIR4P8jzEn97AaWbTv5GnBQRPbOfd8fIdw37dr31XcDXza68u96WnGfzKVa/Qbw7TqmYcMsu1+MMQVjTI8xZo8xZg9hvrYGP+trNdevzwGPAohID2FK3NkNLeX2s5r9chF4DEBEDgMxYGJDS6kWehL4/rnZ4N4KFJpDFdTmEJFdwP8CPmaMObnZ5VmM9gCt3f8D/KGI/BDhhfBDAHPTxv6YMeaHgQ8D7wC6ReTjc8/7uDHmxU0o7y3JGOOJyD8BPg/YwCeNMa+IyL8DjhtjngT+B2F6wmnCnp+PbF6Jb32r3Cf/CUgBn53rbbhojPn2TSv0NrDK/aI20Cr3yeeBx0XkVcAH/sVWbEW9laxyv/wk8N9E5J8Tpll9XBvW1peI/B5hKmjP3Nirfw24AMaY/0o4Fuv9wGnCWXj/0eaUdPtYxT75WcIx1782V9d7xpgttbyC6HmrlFJKKaWU2i40BU4ppZRSSim1bWgApJRSSimllNo2NABSSimllFJKbRsaACmllFJKKaW2DQ2AlFJKKaWUUtuGBkBKKaWUUkqpbUMDIKWUUkoppdS2oQGQUkqpm5KIPCAiL4lITESSIvKKiBzZ7HIppZTa2nQhVKWUUjctEfn3QAyIAyPGmP+4yUVSSim1xWkApJRS6qYlIhHga0AV+BZjjL/JRVJKKbXFaQqcUkqpm1kXkALShD1BSiml1LK0B0gppdRNS0SeBH4f2AsMGmP+ySYXSSml1BbnbHYBlFJKqeshIt8PeMaY3xURG3hGRN5ljPnyZpdNKaXU1qU9QEoppZRSSqltQ8cAKaWUUkoppbYNDYCUUkoppZRS24YGQEoppZRSSqltQwMgpZRSSiml1LahAZBSSimllFJq29AASCmllFJKKbVtaACklFJKKaWU2jY0AFJKKaWUUkptGxoAKaWUUkoppbYNDYCUUkoppZRS24YGQEoppZRSSqltQwMgpZRSSiml1LahAZBSSimllFJq29AASCml1DVE5LyIvHuzy7FVicjHReRvN7scSiml1k4DIKWUUm+KiBgROXCDXuudIjJyI15LKaWUWowGQEoppZRSSqltQwMgpZRSyxKRB0XkWRHJi8iYiPyqiETmHvvK3GbfEJFZEfmeub//AxF5ce45z4jI3W2vd15EfkpEXhKRgoj8gYjERCQJ/CUwNPdasyIytEh53i8ir4pIUUQui8hPzf29U0T+TEQmRGR67ufhtuc9JSL/fq48syLypyLSLSKfEZEZEfmaiOxp296IyD8VkbMiMiki/0lEFq03ReR2EfmiiORE5ISIfHil8iqllNocGgAppZRaiQ/8c6AHeBh4DPjfAYwx75jb5h5jTMoY8wcicj/wSeBHgW7gN4AnRSTa9pofBr4N2AvcDXzcGFMC3geMzr1Wyhgzukh5/gfwo8aYNHAE+PLc3y3gt4DdwC6gAvzqgud+BPgYsAPYDzw795wu4DXgXy/Y/oPAUeB+4AngBxcWZi5w+yLwu0Af8L3Ar4nInSuUVyml1CbQAEgppdSyjDHPG2OeM8Z4xpjzhAHNI8s85R8Dv2GMOWaM8Y0xnwJqwFvbtvnPxphRY0wO+FPg3jUUqQHcISIdxphpY8zX58o5ZYz5Y2NM2RhTBH5+kXL+ljHmjDGmQNjbdMYY89fGGA/4LHDfgu1/wRiTM8ZcBH6FMLhZ6B8A540xvzX3HX0d+GPgu5crr1JKqc2hAZBSSqllicihuXSyKyIyA/wHwt6gpewGfnIu/S0vInlgJ9Ceznal7ecykFpDkb4LeD9wQUSeFpGH58qZEJHfEJELc+X8CpAVEbvtueNtP1cW+X1hOS61/XxhwWdo2g08tODzfh8wsFx5lVJKbQ4NgJRSSq3k14HXgYPGmA7g/wZkme0vAT9vjMm2/Z8wxvzeKt7LrLiBMV8zxjxBmG72OeAP5x76SeA24KG5cjbT85Yr60p2tv28C1gsJe8S8PSCz5syxvz4CuVVSim1CTQAUkoptZI0MAPMisjtwI8veHwc2Nf2+38DfkxEHpJQUkQ+ICLpVbzXONAtIpnFHhSRiIh8n4hkjDGNuXL5beWsAHkR6eLa8TzX41/MTa6wE/hnwB8sss2fAYdE5GMi4s79/4CIHF6hvEoppTaBBkBKKaVW8lPAPwSKhMHNwiDg3wCfmkv/+rAx5jjhOKBfBaaB08DHV/NGxpjXgd8Dzs693mIpZx8Dzs+luf0Y8NG5v/8KEAcmgeeAv1rtB1zGnwDPAy8Cf044ocHCMheBxwknWBglTO/7BaA56cNS5VVKKbUJxJgVsw2UUkqpbUdEDGHa3+nNLotSSqkbR3uAlFJKKaWUUtuGBkBKKaWUUkqpbUNT4JRSSimllFLbhvYAKaWUUkoppbYNZ71eWEQ+Sbg69lVjzJFFHv8+4F/O/ToL/Lgx5hsrvW5PT4/Zs2fPjSyqUkoppZRS6hby/PPPTxpjehd7bN0CIOC3CadA/Z9LPH4OeMQYMy0i7wN+E3hopRfds2cPx48fv2GFVEoppZRSSt1aROTCUo+tWwBkjPmKiOxZ5vFn2n59Dhher7IopZRSSimlFGydMUA/BPzlUg+KyI+IyHEROT4xMbGBxVJKKaWUUkrdSjY9ABKRRwkDoH+51DbGmN80xhw1xhzt7V00lU8ppZRSSimlVrSeY4BWJCJ3A/8deJ8xZmozy6KUUkoppZS69W1aD5CI7AL+F/AxY8zJzSqHUkoppZRSavtYz2mwfw94J9AjIiPAvwZcAGPMfwV+FugGfk1EADxjzNH1Ko9SSimllFJKrecscN+7wuM/DPzwer2/UkoppZRSSi206ZMgKKWUUkoppdRG0QBIKaWUUkoptW1oAKSUUkoppZTaNjQAUkoppZRSSm0bGgAppdQGMcaQr+aZKE3gB/5mF0cppZTaljQAUkqpDRCYgOnqNOVGGS/wmCxPahCklFJKbYJ1mwZbKaW2s8AEzNZnidpRvMCjWC8SmIBMNEPEjjBVmSJXydGT6GFuLTSllFJKbQANgJRSah2U6iVm67PMMgtAxI6QiWZwbReAzlgnU5UpCrUC2Vh2M4uqbjHGGA2qlVJqGRoAKaXUOqh6VSJ2hFQkhS12K/BpijpRUpEUs/VZEm6CiB3ZpJKqW0nNq5Gr5OhP9WOJZrkrpdRi9OqolFI3mBd4NIIGMSdGzIldE/w0pSNpbLEpVAsbXEJ1q2oEDQxGx5cppdQyNABSSqkbrOpVAYg78WW3ExHS0TSNoEHDb2xE0dQtTgMfpZRamQZASinVpu7X33QwUm6UcS0X27JX3LaZ+tYINABSb54XeAAYzCaXRCkVmKB1Tt5MAhNsdhHWnQZAkHF9TgAAIABJREFUSik1JzABU+UpJsuTlBvlNT3XCzwqjQqVRgUv8EhFUqt6nmM5CELDb1D1qkyVpzBGb17V9an54RigILj1b2CU2uoK1QKT5cnNLsaaBCZgfHacSqOy2UVZVzoJgtoUDb9BvpqnO9GtA3XVljFbn8VgiNgR8tU8lljEnBgQprWV6iUMhqSbpObXWmN8AIq1IhUvrDBcyyXuLp/+1s61XRpBg6ARUPNrVLwKCTdx4z+guuVVGhXqfv2mbHVW6lbjBR6BCaj79Ztmohsv8MJxhObWTqfVAOgW5Ac+vvG39MlW82s0ggZ+4GPZGgCpzecHPqV6iYSbIBPNMFmeJF/Nk4qkqDQqNIIGtoQpbdPVaSCsKJoBUPvjHdGONb23a7mUG2WMFfb8NGeGU2ot2tNtArQHSKnN1jwfa15tS9+TtWul0d7imQgaAN2CivUilUaFvmTfqsYgbIbmQF3NU1dbRd2vt3p3RITOeCcTpQlmajM4lkM2lm1NalD361S8MN2tWUl4gUc6kiYdTa/5vV3bxTQMVa9K1AkXTq161VZwpdRqeIHXarXVFDilNpcf+K17nJpfI83a64bNsF3GEWoAdAsyxmAwlBqlNbdEbxRNz1BbTfOYdCyn9W9fsg8RuSZNM+pECUxAuVFupQsAS053vZKIHcEPfOp+na54F4Vagbpf1wBIrYkf+K3By7f6zYtSW12zMSJiR6j7dQIT3BQp/4v1AE1XprHEIhPLbFaxbritvyfUmjUrvlK9tGVn8tguXazq5uEFHrbYiEjrb7ZlL1lhNdMZ2meNc63FA6DABMse647l4AUeXuDh2m7rd6XWwjf+tmm9VWqra56LzQlxmssjrKeqV2V8dpyaV7vu11h4DTHGUPEqlBqlDfkMG0V7gG4ixoQpMlWvSjqabrVUL7adIBgMNa/WGoxtjJl3c7ce/MAnX83j2i5JN7loCp4xbwyu00pabRVe4C15Ti2mGRw1p6+2xFr0eJ8oTdAIGghCV7yLqBO95n1najMYY1pl0ABIXQ/P91qzEW6FFLiaVyMwASLSOq4DE7QmamhOMrLwnFDqVuAFHoIQc2I4lkOlsfjkNpVGhagTfdO9Q5VGpTU+NV/NtzIY1qo1RGGu0a7u1wEQhEK1QDQZXfd7yY2gAdBNwhhDrpKj5odRfd2v05vsxRLrmsBmtj5Lw2+QiCRag7frfp26X8e1XLKx7HWn6qyk3ChT82vhJAd+g+5E9zXbtM8soj1AaqvwAm/NEw80UxsEWbT3xws8GkGDhJug4TfIVXJ0J7rnDYatNCrhDHONUivdzrEcql51Qxot1K2j5tfwfI9yo7zp60rV/TpTlal5f0u4CWpeDd/42GKHwZBXYSA1sEmlVGr9eIHXahSLO3GK9WKrAaDUKJGKpIjYEaar02SiGZKR5Jt6v1KjhGM5dEQ7yFVyFGqFMKvAconYkVXNTNo+bql9/BJAV7yLqcpUq+w3Ow2AbhL5ap6aXyMby+JYDlPlKa7MXmn19LiWSyaWwRabYq2IiODXfAqmQCaWwbXCHpmKV2GqMkV/sn9dbqyqXpWIHSHmxJipzSzaqq4t22qrCUzQqpjW0iIdBAH5Sp64G180N7qZLpCOpBGR1toK7QFQ80a11CiRcsNKpRlM+cb//9l78yDLrrvO83Puft+e7+VWi2pRVUnWLiRhtR0IJGywYYCx3di0AdvgMDDTEk13zzgaEx3tcTcNRAzRMWYsBjBtwthgsDAQNs3Wdku227bwhmXLkkpSLamqrMx8+fbl7vee+ePUvZVZVVKVtpLKvG+EQpVvvS/znXN+y/f3/WKI2TY9w8UhTuNiX3+p99n8u79YXiwoNJNogi505kvzWLpVVKwvJ4ngGb6zkGbpeec8nwn5/CfwjInA1vjHNVUC1PW6xZ7vxV7xvs93XCGX2q5aVXWG6TaDYIClW3iRh2u6F5UAbd03/Nhnok8KBTvbsLF1m0k0KcSCLmfMTtbLAHmVrGJVigp1q9QqDhiBwIs9Ol4HXehIJCWzVCyu5cpyscisWFUb8lmDFxJplhJnMTW7RsksMQ7HTKPpOYHh1gU2o8DN8HJAkiVFmz/zswt2SjOZ0fN7TOIJw3BYVPDORpiEGJpRVAHzjtFWREnEJJrQnrRJ3IQ0S4tD89nS8mb4p42tXZ+cxvJSIUgCbN0uvr+mblIyS2hCK86jvNBwOUkEz/CdhZ7fI5UpLbd1UTGRlJLN6WbBZHEN92nVdv3YL4RJ5kvzGJrBIBhQd+o4hsM0mhIlp8+d55AA5QwaIUQRD+bCOaZuEqcxGhoSWdiOXEgZOI/PBIJe0ENKyep4lataVwEq4ev6XfzExzXcyzoJmokgXAbIB6xt/UxV2tItanaNml2jaldZLC9SsSqkMqVklmjYDRp2g7pd31bZ2Dq4/UJj6wLMud25MeRWbEuApCTN0u+owboZLi8MgyFBEpDJDEMzqFpVUpmy6W2ed5A0zVI6Xoc4jVkoLVB36sRZrA6zLesqk1lhlprD0i3iLC4OrkxmjMIRSCWE4Kf+tqTnpa7iz3B5IckS8prS+nSdcTh+Sa4jzZQYw9mdVEMztp1HmtCwdGu2/8/wkkEiyWRGx+tckJKfZAmDYEAq0wsKG6RZSs/vkaE6M1JKDM1gGk9xDAdLt5CozmiQBM+6YCGlpD1tq/Pj9HXoQs2lrk/WiRKlOrf1DLuYdZbPLU2jKUj1+xkEAybRBFBFC0MzaE/btKftl63Q1sVglgBdBsires9UnRBCULNrLFeWKVtlNE1jzp1DCLHtC3r24PYLgUxm9P1+4ZeSB2+WbhXUoq3YWuHO5bp7fu8Fu54ZZrhYJFnCNJ4yDIZIJLqmU7EqLJYXMYTBE90n6Hid4vFSSvpBnzRLaZValK2y6uokEW2vTcfrFElQ/v+zE6Ct94VJiJd4lCxVtJgEE9rTtnpMEtH1ugRxwCgcPS9Vnxm+85GLaKQypTPtcLhzmOOD4y9JgHJ2NfqZYOs2cRZf1oHUDJcvpJRqlhp5wYJTkATF/u8aLqZmnrfI68c+a+M1MpkVhetc5TO/LT8LBsGAQTBgGA6f1XX7iU8q0yK5ChNVbMvltr3EYxpNCbMQifqMF5sAAURZRCpTul4XXdO3fU7HcNSseRa/ZEWWFwKzBOgSw4/PXSwXQpzGRWZ/IRSiCIinrSKfj4bzXBGlER2vQ5AElMwSTbe57Vrg3Nbu1gp33gHK/z3DDJcS+drIq10CUfDBXdMllSknhidYGa6wNl7j1PgUfuzTcBrnCBlIpJoJCgZIKc8rjZ0XMfL1NwpHZDKjalapOBUm4YTj/eN4sYef+HS8Do/3HmcUjhhHl+9BM8OLj0xmqpueBmxMN9iYbNAP+ozD8SXfW6M0Qhf6RdE38y5Rvl5mmOFSQiLRhaKFbRVoejrkSYyhGbimS5RG27o3OZ06F/vIiwBJpujNudWCJjR0oReqbc/GtkRKWSQeSaZET/LRh/xMcw2XaTTFj30EAtdwi2TpmTAOx/T9PkEcMPBV5ydKI4I4KNaoYzjEaYwfKTGHy5WpMCOXX0JEaUQ/UGZSzzRknWYp/aBP020W3ZpnO68jhCi4nkmWbAvWTM18zgpTPb+HqZlUrIqiAWUxmtDOUbYCdSBPoylZKTvn9q0H48VsOjPM8GIg37gTmUDGNn50kAQsV5aZxlO6XpeqVS1oPVuHScMkxDEdSmZJVeCyiCAJCtXFrWtMExqmZm5LgGzdxjIsXN1lGA05MjjCUnkJpHp8fo1xGs9U4WZ4WmQyo+N3aI/bdL1uIboxbozxYo+G07ioIegXAql8+lmDaTTFT3zmS/PA0xfKZpjhUkBKiaEbxYzMhR6bZAm2rmSgc7GnMA0paWo+O6dHZ2TFY3M10Exmigadxli6haEZTMIJS5UlUpnixd5FqasFSVAkV0ESMAgG2IaNqZuMozGGZuAYDlJIoiRC13Rsw2YaT4kz9d554pRfjxd7xdxPGIf0/T66prNUWWIcjun5PbpeF0M3EAi6flcpTiZeYRp+uWHWAXoJcKGAP5etDpOwWHBPZ7B4PkieuQOUJ1PPlgYnpWRjskHX6zIKR8RZTN2us1BaOO8A6zSaMo7G294/l1jUhV4o2F2u1YMZLn+kWYpAJRR+4hfBWJiExFlM1a6yv7GfQ81DVKwK86X54tDJEcQBZbOMqZmF4Wkq06ctXGx1BQ/TENdQnSZN0/ATnyiOODk+SSxjXEMFrLO1MsOF4MVeIa+b77OZzFifrBfftUuFvNJ9NqI0YhgOidJo27A1zBKgGV466JoO8sKxmUQxVvJzwtBUMpB3RvLuUN6NzWWwDc0gTEKEEEXyAaqolcqUqqV8HafR9Mx7Sfm0TB0v9tCFomsHSUCYhkXiFKcxpmZi6iYaGpN4goaGIZQPUc/r0ff7bE43mUQTen6vSJoyMspmmZQUBIV4gmM6bHqbrAxXSLO0UIGr2BVs3WZ9sn5ZzvHNEqBLiLz1eLHDbnEWFwvlYpWgtqqC5M87HwUOnj3lYBgMCzfgaTylbJbJZMamt3nOQt164G79vPkGo2uqDZxlZ2aEZopwM1xq5HRMXSiOs3Z6SwzTsKANCCGo2lWWK8sslBfQhV4cVNNoSkpKza7hGA6JTOgHij6Qyey8hYuyVVazb9GUJE2wDDUrNwknOLqDoRt0/A7I0/LcWwwtXwzxkhm+M9D1ugUFTgpFx9SEVlAnL2XynMnsnA5Q7oOVB4/59eQ/z/b/GV4K5IbxXb97zohCkATn3JaLBOQwdfPM3Mzp/TlJEybRhCRLtvm6wWn62Onis58oelrJLGEbdjEnlN/X8TrnrNskS1THySwpNs/ps8YxHJV4yRRTNzE1E13oKvFCFDL0Pb9HlEa4pstSeYk5Z46W26JVatFwGqSZev6+xj5apRa7qrs42DxIyVAeXovlRVqlFjurO6naVWp2DYG4KBGJlxtmCdBzRD74/1wGky9U6cq/RHEaX5QAwrbncibJak/b2xZUjlyG9GIPxGk0VWoj0YiyWaZm17B1m6pdLdSzul532+tt1bc/uwMEFNXBRM4q2jO8dMgToJw7nc/vRGmEqW+nr+X/Llvlwuh3FI7QhEbVVt4LTbeJlLIYaD3fujU0A1u3GYUjdVhpJkmaME2mzDlz6lrShFE44sTwBCdHJ1WidVpmfoYZzkaUKtolEvzIR0hBnMWEcYif+GQyu2QzNpnMts1VgFpnHa+DQNBylTl2fj35upp1gGa41NhalBZCnJNwjMLRNnGCJE0KQYEchmYU+3KeAI2jMcNgSJKq88XUTcI0JJMZruEW7+HFyp8HocRAMpkViVIeK51d9Mr9h3JLlK0Moa1zp3mROckShFAJUMks0Sq1WKos0XAa6JqOa7rFSEaSJQzDIa7hUjJLRbG8YlVYri5jaEbBSnIMRfvOZ4/82D+vIMTLGbME6DkiV9R4Nm0/L/bYnG5e8Dl5ErOVk3o+OsF5n3t6QXuxR5IlTMKJGpA7KzM/X2fofK/V8ToMw6EK8qwqVbuKa7q0Si3V+s0UTUeyvV07jaZoQkMgtrWV83/nreOt3aHLrXoww+WNnKqmazqWbiEQrI5XOTU+xSScPK0BacksIRAMggEdr4NrqAMk52Rv7RA9HXW1bJUVdeG0/0mURcRpzJw7h6EbdKddHus8Rs/voWs6o2hUGN09EwbBYBuN4vlitiZfPLyQv9s4jdVQcurjxz5BHKCjuppSyiJQuRRdoHxP14SmAshgyMAfIJE07EZRPc8ZAnEa40Ve4YcywwyXHELFWGmWMgxUwpPJrKC0FZ2dnLa5pTCWU5/zx0kp8WKPVKbbGDy5CIJt2IWRak6zzjummtCKonqapYRJeM6en/tr6ZpOmIbF87Zen6EZxWsmmWIlTKIJNbv2jIqLufhOzarRnraVmM9p24aKWSHOYvzEJ05jDM2gYlaUoIOmFVYQlxNmIgjPEbnK01Sea/R5PuTKGl7s0fN6LFWWnvG14Yyzrya0ix58zhORIA5YqiwRJRHjcHyOo7yhGQyDIY7hULbK532tXP2j4TQKY9X8QIXtMr95lREopFhz07uzO0D55xFCECURmjbLw2e49NiajHe9LpnMKFtl5QuUqiJFxa6cQz/NFeIe7z6OoRnsa+zbRle1DIvxVHGqn27dWrpF1+8yiSaYmhpczdfaRmeDcTJmbbrGvDvPleaVdL0uNaumBBd0B8uwikHcHH7sF4OsjuGoNXZa1Q7UwZkXRipWhTRTEqo1u1aINuiajqmZhXLRpreJLvTCFDbJksLvqGSWiqH6rYPs02iKqZvnSCDnvPizfy/5Ppd/HimVN0b+2Pw9zhaAkFKqYMCwz6uQmXficnf0p3udC8GPfcI0pGbXkFIiked8J85+zdzX4+y9NZczTzJVSbZ0i6pV3SaKk1eBDc0472xlXoEF1WGM0ohBMCAjozPtsDZeo+23WXAX6Hk9WqUWjuEUXcsX21g3X1dRGjGNp2qw+rTNwdHeUap2FVMzi1lXAC/xiLwI21DMghlmuBQoaJdSJUC6qRd74dbibJAEhYcbcE4HCCjWtRep5GfrLJBlqLkfKWUhnNCeqASjYTfYmGxQs2tUrEqRRE2iCf2gj6krU244469VttW+4sd+IaYgpSRMwyLm0oSGgUGURvS8Hq7lUjWrbE430dDYUd1xzj64MlgpOkpr0zU0VKF/DXUWRWnEOBpv604lWYKGhqVZ9IP+MxqIv9wwS4CeB3p+D0u3WK4ub8vA8wpCbnZ1YnQCoMiku35XKWwInapdPedLuJULHabhBQUQJtEEXahWppSSo72jxFnM3sZecKAX9AjigIp9Rl0kiAO6flfRcQx7m/xvvlAn0aRohcK5s0tRGhXvHadnulV5BSOfnzh7BsiPfcbhGIFyL3ZM56IkvmeY4YXE1k18Gk8LQ+EkTXBMB1M36fk9FkoL56xRR1c+CIulRap2lWEwJJIqmLN0SynjPE0HCdTBlWUqYM0TkVwpKMxCZCrZ9DY5NTyFYzjMOXPEaUzNrqFrOrqmEyVREdwKIQq540xmSqHn9CGYD8LmB6UudAbBAFAD6O1pGyGECkqTGE96BbUvzVJiGbMx3aBiVRT9QqrAexgOC3qILvTCeTwPIGzdZrm6rKgRsU+GKpAYmsGcM6cUi8Ixk2iCRBaDu37sMwgGBT1xR3VHISmrC10Zz6Zx8bw8qMjphFJKoiwquPqmbhYVUF3Ti+TC1u0iqcsTFk1oZDIrlDrTLC06FUXiIiWLlUUlTHE6IcrVPfO5yHzuJkojFTTJM55nZbNM2SojEKog5qskJd8Xoyzaljz68Rlz3DyJ25q8DoOhUm5KQr618S2O9I5gmSrBNnSDXfVdhTnqpewAhWmIoRnMl+ZZm6ypz5ZG1J0686V5RtGomGPQULNKfuLPEqAZLhm2dmF1TS/W3TgcFywVU1equXn3ZGusksmMaTwlTMKiYHxqcoqBP0DXdDIy/MQvBAny55u6yVODp3BMB9d06QZd/MRX+3wugnV63xkEA3ZWd6IJjWmsOiyWbjEIBgRJQN2uk0hFMR1HYzSh0fW7DIIBm/4mPU+ZsR5qHqLttYv9yfAM9Zm2CDg8NXwKTWisDFcY+SN0TadklKjaVWKpOkeHO4ep2lUqVkUlbKdV5ipWhaeGT+GVPer6hZsCLwfMEqDniHzIfxSNWB2tslRZwtAMTgxPMAyHWJqFYzqkWcrmdJOm28QyLMpWmZ7f40jvCGESsrO6kysaV2zzxdnanjzbST6vKuRa8uNwTHvaLhzsHdMp3Hkfbj/MUul0FygaY+omhmaQZinfWPsGGRlzzlwhb2jrNlfUryjM8yxhsTndLIKlMFGGWg2ngZSS1dEqfuJjCINRpFThKlZFVSFQizxPqNIsZRyN6U67eImn5isQbHrqd1O1q7Mh2BkuKXJ6wzgYF+vHNVzaYZs5Z445d67o0pwdlIWpUmh0TLU288AZwBAGcRo/Y2czN77rh30Odw+fqRbKFFuzQYON8Qar41Ucy6Fm1WiWmty641aG3hAv9tjwNojTmKpTVep0msMoHuHHvkqa3DkG/oCO3yFMQq5fuJ7rl68nyzJODE6gazpe6rE52aTu1FmsLBJEAcNoSJZlBa87kQknhycZRSNqdo2DzYM03SbjcKz2Il2n5bYI4oD2pM3h7mGVSGYJD208xFJ5CYlU3Pc0oe2phGvJXaIX9ChZJfY39rM6XGWaTPEij4XygqJ0JT4bkw3mS/PU7BqhDDk5PKlEKoQKTibhpFBC6kw71J061yxcw+pwFUu32FndSZAEDMNhcR1hEqLrOiWzRN/vF0lZw22wNlpjHI2xDZum26Rm19CERm/aU52KTBnUdvyO6gxZNaqW6mqsy3WVmDhqTnLoD7F1m47fYRSMVMHHcnB0h4pVYRpNmcSKbrkyWkEgWCwvcu38tbimSy/oIaTqoIRJSNWuquBMN0jTlIpTAQldv8uj7Ud5ovMEg2hAVVbJsqwoNE3j6bZZhRcTqUyLJKhm184MaGcZNbvGIBhQsSoq8JIUqop5MponoDPMcCkgpUQKWcRUtm4Tpop6ZukWlm4VarY5TbPrdwsFtnE0put1WR2p/aYzVTLYYRISZREPtx/GNVyCOGChskDH6yhrBb/LDmOH6s7Gqriyq7ILoFAB1tDwY59JMAEBJ0YnsHQLDY2vrX2NqlXl1p230p62WfVW8WKPulVnrjTHydFJul6XMAk5PjhOySixoalOU9Wq4kdKES7vKJ8YnGAYDCkZJb61/i2G4ZAgUSbcNy7dqMSvoimnRqfY19yHIQzm3XlSQ6nCBUnAIBxwcnQSW7eLs/HljFkC9BwhhFDZrx9xanyKvt+n7tTpTDsYuoGlWWyMNxiFI0Wxkd2iWjDwB0zMCZZh8eVTX2Ztssa+xj4lg3u62pfPEkyCCVWzSnvaJohU16YX9Kg7deacueL14zTmxOAEcRrzaOdRLM1S3SD9KEN/SN/vq2qbbhLGIQ+uPqiqpqcHq9NMVU//4eQ/0J62mYQTFioLRVXUMR1VDREmjulwVesqjg+Ok8iEulVnGA1p2k38yGccjel4Ha6oXoGXeqyP19XmYFisDlcB5XJv6EbRKp5hhueLe++9l/FYVd7f+c53AvChD30IgK9//et84AMfYHFxkXvvvZc777yTv/303/KGt72BD/7WB/nyg1/m1lfeyr/8+X/J+mCdj37iozz89YcJk5D3//b7uXrv1bTbbd71rndx+z+7nZ/833+Sv/qjvyIbZexo7eAX/+0v0tns8OEPfBhsuOXHbuGD/98HecdPvYP77ruP8XjMj/7oj/LAAw/QG/Q43j7OsSePseuqXZR/qMxXv/BVOoMO3/7Kt8n0jO+7+/s4duIYK59boe/2qdVqvOKHXsFn/uQzLL9ymUc/9yg33nUjx+8/ztFvH6W5p8nwqSG3v+12vviHXySLMwxhIEzBHe+4g899+HNEoTrQl69fJk5iNh7ZUC7lBrzqHa/iM7//GeIoxtEdXMfl9rfdzv/8w/9JFqv1ufuG3UgkKw+tKNqZofHKt7+SBz/8ICJVPPBEJNz6U7fyD3/4D2RJhmVYXP/d12PpFt/8h2+q9a5l3PjWG/nqR7+KTCSGMHBLLj/0cz/Ep37nU5AqXv2B7zrANJ6y+s1VNdBrCF719lfx2T/4LGmkZJ4TLeG1P/davvgHXySO1T528NaD1O26er8sRbM0vvcd38sXP/xFokhVKxMt4aafvIlvfuybZLGiqey8YScls8TRfzyqvM2qLV71M6/iv//efyeKFCXGtm3edPeb+MS9nyAMQjIydEPnlW9/JQ/98UPIRClK7blpD5Zu8eTXn1TSt7bFbT99G1/68JdI4gRbs3FdlxveegMPfvhBskQF/ftu2keapZz81kkln2sZ3PJTt/Dlj3yZMAzV5zE1bnrrTTx+3+PM751nsjph4eoF1kZr9IM+lVdWOPaPxzhwxwG++dvf5JZfvYXJFRNqTo219TU+9tcf4+677+bee+/lzW9+c7Em1tbWqFQq/PIv/zK/8Ru/wWQy4fHHH+cDH/gAAPfccw/vfe97eeCBB7j77rtpt9vcc8893HLLLbzzne9kcXGRdrvNvb9zL8JRcr/v/Ol38sE//SC3vfY2bN3mYx//GMPRkDl3jkAL+Oc//s+ZL8/z7//Pf8+eK/dQKVdYbC7yA6/5AX7lV34FgF/7tV/jfe97H+9973v51Kc+RbVa5c1vfjP33Xcfd99996XeZma4TJEXl7eqE+bdW1OYlCzFdLF0i57f4/HO48yX5mm4Dfp+n6O9o6z0V5BC0iq1iNOYJE3wE5+18RpPjZ7CFCZrkzVSmRJEAX6qRgZqdo3VySotu8UVjSsQQvBk70mO949zePNw4c/T9/vsqu7i+OA4K/2VonjyZPdJ9tT3MI2nOIbD0fgofb9Pe6yErjRNYxSMlMKcHvPt9rdZH62TCtXBTrOUlcEK43hM1axypHeEOXeOTGYIKQjSgCd7T9ILlM9jmqW0yi06XofV0Spdr0vDahBkAWEcYmkWq9oqfa+PFLJQCD45OsnKYIWyVWZfY99L9Je+eIgXa8hVCPEh4EeAtpTy+vPcL4D3Az8MeMDPSCm/fqHXve222+RXv/rVF/pynzXiNOZ/HP0frAxWMDUTP1WDYxWromhv4xP0vB5xFjNfmqdiVQozKV3oBGmAa7iK8hH5BUf7UOsQpjAxTIOSVuLE5AQLpQX6fp+e32POnWNnbScaquI858yRyIS18RqHO4c5NTnFxniDqlWl5bZwLZe+p557846bSWTC5mRTcbOloOpUC3pJbqhVtsogFVXFNVym6VTNH5yWXsyyjGapyTSaomt6sbFYmsVyeZlBPCBNU+pOHZlJhtGQil1RiZzXxtaC4diZAAAgAElEQVRtrl+8njhRdJ8DzQMsVhZZLC++6Pz0Gb4zce+993LPPfcUPx84cEAVAI4eLW5bXl7ml37pl3jPe96DbduEYchdr7uL+//u/uIxVx64kiiJOLlysrhtfmGeB+5/gO///u+n3W4DcOcP3skDf/9A8Zh3//K7+cSffYKjT6r3u+OH7uDzf/N5lpeXWV9fB8CyLKLo3EFv0zSJ4+2VeatqkVkZSfcMZalyU4XJQxO0ikY2yYr/zzDDNpQAD4QtkKGk0qzw6S98GtdyefP/8mYef+zxIoG49tpredvb3sZ73vOe4umve93r+Lu/+7vi58VFZXDYbrcxDIMkSfj1X/913v/+9xff7YOHDvLHH/9jfvonfprHH3+8eG7+/d9z5R6Q8NSxp7Zd6r4D+xgPx3Q73W2367pOmqouUj4XtvW2/HU/8IEPzJKgGS4KOd12qbKEJjQ1IxgMOTo4ii5UF1vTlAjBwxsP85VTX+GK2hUsV5cZBAOe6DxBnMUslBZo2k3QlPS8ozusTlcVy+a0LLWGRttvU9bLLFYXqdk1To5OEkSqA9ywG6pQ7HcQUrBQXkAgqDv1gjUzjsZYmkUmMqJY0Z0rZoVROGIQDtjb2EvP75GkCUuVJSp2hUk4wTZtkjQp6NMdv8MgHNCwG1iGhS50sixj99xuKmaFoT9kEk04NT5FRkbTbhYKcuN4zMgfYRkWSIhljC50FsoLJFlCzaqx4W2wUFpgubzM8eFxXNPlrde9lasXr36p/+QACCG+JqW87bz3vYgJ0PcCE+APnyYB+mHgF1EJ0O3A+6WUt1/odV8uCdDEn/Azn/wZHM2hZtcYRSMm0QTHdCgbZfpRnzlrjsXyIrZuo2laQXmYc+aYJlOklOyu7eYrp77CyeFJKmaFxeoik1ANRu+o7SBOYhAQEyMzya7qroIyF6dKdWN9sk570qYz7XCsf4xpPMUyLJYry+iazjSY4kmPWxdvpR/1WemtkEilU1+ySixVlgjigM3pJn7is7++Hy/zSNIEMvBSrxiM3lXZhaZrdL1u0eqs23UONQ+x7q9Tt+vYmk3FrFC2y4VBV8ks0fW7dKddTN2kZtdIZcpVzau4dulaFsoLLJQWLpvhuRleXmi329xxxx3bgq+tyJOPVqvFYKASdF3XKVfLjAajC75+HoTlqDVqTEaTwqNn6/0HDh3g3/3Wv+M3/81v8vhjj6Np2jYvn+cC0RLIt0j4M2ATEDBjjM7wtDj9/RCGQCaSZquJEIJup8u1117Lxz/+cd7ylrfwyCOP0Gq16Pf7F/0d1XWdRqNBt9vdlrxvXQO79u7CtVyefOJJNF0jS0+vE00gM/WYrbc/G+SJ0LXXXsv9999fJGgzzPBMGAQDvNgrRJ3CJGR9ss63Nr5FySyxs7oT13A53D3MNJxyfHSc/fX9xaziidEJJvEEE5OMjLXJGh2vg2M4ykpBL7FUXmIYKWqzF3nsq+1jw9tgc7JJyS5h6zaro9VijMEyrWJWOkoiKmYFQzcYhSqetAwLS7PoeT3F/LHqxbhA1ahi2AZjf0yQKNGrMFVjCrrUEbpaj8f7x9GFTtNtslBdYBpOGYUjdtV2YenKg64f9On7fZbKS9iGzTSeUjHUzLhjKG+6QTBQPl6aYgTJRFK2ywRxwHxpnvnyPMNwyOHeYX7k0I9w9+0vj8LEMyVAL1q5XUr5OSHEvmd4yP+KSo4k8KAQoiGE2CGlXHuxrumFRK64dGqqsmYv8YpB6qpRJUgD+mafQThgEk4QQlDWy0ihJEl1oTonD60/xMAbEKQBPdHjm5vfRGaSeXeeJ/pPMI7GzNvzJCQsuUs83n0cL1I68K7lIqRg7I+RQhZVh77fVzxQe4616Rqu5lJxKjzWfYxJNCFOYipmBdM1sYSFrdk0Sg0moRoqPjI4gqmZXFG/Qg0MpwaGplyEnxo+hUTNPphCDYnnMtmZzLA1m1atpbpJY/W5FtwFPFM5F8+786x5a/iRz97mXmxTSULO5HZneD5YXFzk85//PNdeey3d7vZqcqvV4rOf/Sx33XUXm5ubgArW0jRlNBjRbDWV785ZiVBjTs26DQfD4vvZmFPeCWe/R35/q9Xik3/3Sdqizcc+9TFe/+rXF++5FWcnVM8IF+TPSqgA7wB+G9Uzn2GGp4MEURZc+2+v5chvHaHXVSpsrflWkTTcf//9XH/99ef9fsL5v6P5uul2u7TmW/zl3/wlb3j9G+h2u8Vj63N17v3Evext7OUH/tkP0Ol0zlxWJqnP1dE1vbimZ4s0TVlYWJglPzM8K+RUey/2FJPl9NxlPvw/DIeMgzFPjZ4iy1RS4EVeoVg78SdKbCDu0PN66LpSzIySiEk6YS1d48jwCC2nRT/s40c+w3CI0ARe4jFJJsw5c4RZyNBXCrxLxpKKD3W1rqbxlCxTlNxEJISJotl6sUeYhAylUigNEyUw4pgOfuyTypRxOMYyLII4wE98bMMmkhFJnNAsNRnFI+pxHVu38SKPRzcfJSOjZtVwNDWjF8QBcRbTC3psZptMwynCECyXlimbZaUCGk4ppSUsTamdztlz9IM+ZavMwBvQn/R5uP3wS/zXvji8lHyjXcCJLT+fPH3bOQmQEOLngZ8H2LNnzyW5uAtB13WqRpXVaJVQhljComyU8QKPoRxSstVw7fp0HUdXCkWjcFQM71atKqZuqmRGKF8QA+UW7Joum/4mVmQRypBpNMVACSykmRowTeQZB/s4jRFCSd/mLdFESzg1OcU0mjJmzDAckgpFS3N0By/1sIXNJJ3gJE5hAOYIh4CANE0RUjAMlZkXwCgaqeG20/NJy9VlSnZJqUIZJk2nSbPUxIs9skwZfunorE/W2d/Yj23ZjMMxV9SvIEkTWo4anI7TuKhczDDDywUCAeI8t10AqUxxTZc4mJmWzvDSQUqpXOxfxG31fDLdQgiabpOSUTqv3HiunjfDDJcSeQKUK24GScDGZKOQYh/6Q05NlAdcbuORSTVL6egOI20EqRKnGYZDKlaFndWdyleHjGk4LZIry7AI7IBJqNQ3Uz3F1JVfkKM5DMWQkllisbJYxIlIZbswjpWwlWM6zJfmiZMYIVV8p+u6ipM08FMfw1Bz1IXCnNTwU58U5SGUyQxN0zBRYxqmZuKaLoZuEMURtlDJ0EAOKBtlLMMqxG8MzWBtsoaMJDWzhpCCUTQiTZQyqCY1EpR5uK3b9P0+MTFoUDUvDyXHlzIBOl8kcd5dUUr5e8DvgaLAvZgXdbFwTZeG26BZahJkAQJRtBmzLENogpE2omyUabgNkKpyNYyHxEmMYzg4pkOURJSdMsvlZbzIY5yMuaJyBSvjFWSqDLWiNCKRCXEaU7frxFlc+JRIKZW0axoQRiEtt6WoPUZZ8UyNMYNwoMwadZtWqUWr1CLJEkbeiKfGT+HFSpUtTVNS0iKJWZ2sYhs2Our1hRBYmkXVrlIySwRpwKHGITIyTOOMGVjdruPHPnvm9lDSSqx763z3zu9GaIJH24+SyYxT4alCensUjqg5NaI0wtTMZ+XRMcMMcIYCd3ZnBqDb7XLLLbc8LQXu6SrR/X6/+HdeDc9vqzfqjEfjcyhw3W6XN7z+DfzmB3+Td//Cu9nc3DwvBe5ZBYA+8AfAW1AUOI8ZBW6GZ4YAPDj6fx+FFOpNNVvQ7XS56667Cgrc5ubm01LgzvcdzWdxGo0G3U6X77n9e86hwA16A972I2/DsRw2Nze3ze5omsagr1RFt97+bKDrOpubm9x1112zLtAMF41MZsrLJ42Vatp4tTCObrqKBZB7feVz0rcs3cKh+UOEcYi/5rMRbbBUXeLm5ZsZhIOC8l+2y2x6m0qmXigj+CzNCgXNMWMONg9yYO4A32x/k6pd5ZqFa5gvz6NJjS+d+hJpqkxSW66KzyzNYnd1N1mm6HaO4bC7vpsojjg5PklKypwzxzgYo+s6k3iCrds06g0MYeDFHkGiOjrDcIhuKFqcpmnsqe2hbJVJZMI4HDP0hpimyaa3yZ76HnZUd7A6WsXVXap2lT3VPYyTMaW4hC/9wjfJQJmhRmnEMBriGi47KjvYWdv5Uv+5LwovZQJ0Erhiy8+7gVMv0bU8awShMhXcVdtF3a6z6W8y786zq76LOI3pTDtYulUkBrlW/FK2xHJ5mfnKPN2pmqOZc+fYU9+DoRkc7h5mX30fN++4mdXRKpNowpw9x7c63yKMT8ugBmNcy1WLRLcIkoBpMiWIAhZKC2iGxu7qbgzNIExC5QFkVpBCFqZ+aZZiWAbz5XnFJTUMOl6HMAu5aekmTMPk1OAUjumwNl5jkk6o6BUcUyVuJaPEgrnADfM3sDHdoGSVChpcySrhGA4Vs6J8SDSNRCb0Jkq9LkojbN9mkkywTItEJnixpwy6KlrhOzTDDBeL++67b9v8z9kiCFEUnVcE4dbbb90mgrBn/x6yLNsmgtBoNfjoX36Un33TzxZ0odtfdTt//zd/XzzmPe95D3/y8T/h6JNHOfrEUX7///l9jhw+clEiCIZpkMTb/Vn0ik5qppDnYF3QP6uTbqZoVY1sPBNBmOFpcFoEAQuIwK7b/Mf7/iOHmoe45yfu4ZFHHuF973sfjzzyyHMWQfhX/+Zfce//ey/tDSUKcvXVV/OJT3yCN77xjTzxxBOsHFsBYGlpiY2NDfZcuYdMZpw8dmZdpWnKlQevZDgYPisRhDRNWV5e5pFHHpkpwc1w0UizFNu0aThK1U1mEtd0C++xIFWeOqNwhGmYlPQSu+u72fQ2WRutEWahkq6u7ODQ/CH6QR9bt/Fjn4XyAo6prAduXrqZ46PjPLT+EF7kccuOW1ifrtNwG+yq76Lrd3ENl1fvfTVlq4yjO9y04yZ6fo8nu0+SoIyqp/GU65auQ6aSpeoSuqYzX5oHAYu1RTrTDi23haEbXN26mmODY3Sn3WK2zks8JJKTg5MM0gE7Kzu5eu5q5VlkTtCERhiHlColhuGQOIsLX7vuRKkWH2wdZLm8TN2t00ya7Kzu5NTolIrb4gRDNygZJfzURxMaTbfJcmWZ79nzPS/1n/ui8FImQJ8E7hFC/AlKBGF4ucz/ANRKNXZVd1F36yyUF3i08yhzzhwAGhp3XXkXexp78COfUTRibbJWqG1U7Ap1u06URCxWF5GZpBt0KRkloixibbKGZVpU7Eqhp76vsY+6XWdvYy9+7LM6XGWSTHjF/CvwYx+ZSTpBR7VhE4+F0gJXNK6gZJToeB1OjE8gUiVNKoQyPzQxqdVr7G3sVc+fdpjEE65ZuIal6hLHK8dpe221SE0HBNTNOl6izPuuqF3BvtY+TNOk6TaZhBN0XedA4wAnxifUZ7UqmIbyH6pYFSp2hSd6T1CxlRN9EAfKgVkoacqZJPYMzwV5EHQxMtjVapU777yTj/+3j/PWn30rf/q7f8pnPvcZbrrtJl7zxtew6W3y4F89yBMPPYGUkp/7v34OZ4fDffffx39+93/mu175Xfzr/+Nf8+d/+OesnFzBsA3e9x/ex0++6yf5yIc/Qq1a412/8C7+y2/9F+7+mbv55F98kvF4zKtf82q+8PkvMB6P8SYejxx+hJu/62auftXVfPozn6Y77HL0H48SETH/5nkOdw+Tfi0lI8MqWdz6o7fS/lybva/ey1MPPsXibYusfHYF/6jP8pXL9J/qs/dNe3n8448jMkGWZRiWwQ//wg/zmf/6GcJQUSJ2XbeLVKSsP7yuTPksk1e85RX84x/9I0mcIJEYhpJffvhPHyYOlafR3hv3kpGx8o0V1WHQ4aZ/cROPfPwR0kRRc3VL54afuIFv/PE3SOMUoQmWrlkikQndR7vKuFSXHHjTAY79xTFEIpQJqm1yy0/dwjf+SD0vSiPmXjFH02nSfqSNn/gIQ/B97/w+7v+v90MChm7gOA63ve02vvaRr+EHPpnMaFytXNOnT0wRQpBoCVf9+FUc+cQR0lhRQ6QhuerHr2Llz1eI4xgNjX0371P+HI92ybIM3dK55i3X8O0//TZprILxVKTsfuNu2p9sQ4Lqftsm173lOh762EOQKE+o5euVAM3aw8pNPTMy9r1xH8f/4jh6qmgsuqHz/T/3/XzhQ1/AD300NPbcvIdUpqw8tIKOTsktcdNbb+LBjzxIFqsOu2mZXP8vrucrH/kKC/sXWD+6jtgtiNKIKI6IvitCPCLQr9Xhb+GO/+0OGs0Gu5Z38bt/9rs89tnHuOeee7bJYFer1Wclg/32d72dN7z1DfzqL//qNhnsv/70X/P+33k/+5f2Yxs2r/+x1/Ohj36I737td4OA+//b/ZzqnkJD48rlK/mxN/0YZavMe9/9Xlq7WyzOLVKpVvjB1/4g/+k//CdgJoM9w/NHblisCQ1DUzPNc+4cjazBKBwhEKRhioFB3amzu7obTdNYrCyieRoTWwlGrY3XcA2Xsl1mR3UHVbuKLnR6QU/FafV9OKZDEJ8xTt03t49rFq7h1PQUa5M1EhJ21nYy585RtaoYmoGpm5TtMoZuKEPsVKmtveGqNxBmIcd6x+iGXQ42DyIzyZHeEY5px0CDQ81DlAzlpdZ0miQyIZEJ02hKGIVMwylXNq5kvjzPqrdKx+tQt+q03Bb9tE/TanKgdQBLWNy04yYMYfBI+xFc30VmyiNI13RapVbhk2TqJpuTTWX5IiyWa8tcs3ANw2DIymCFI90j3Lb7vLoDLyu8mCpwHwPuBOaBDeC9gAkgpfyd0zLYHwBej6pX/ayU8oLybi8XFTiAP3/kzwmSgF3VXXxj/RvMuXPoUqcbdLlz/53saeyh5/VYn6yTyARTmIzCEdNoSsNtIBAc7R9lEk1Is5T9c/s5NT2FF3hctXCVotIJFSD0/B6WZnH9wvVYpsX9x+5HFzp37L0DKSUrwxX8xFeyjv2jLJYXeeWuV+KaLoc3D6sFajiYmknVruInvhrSi4YsV5YpGYrv6ic++xr7kEge7z7OntoeVierao4pS7cZud64dCNXNa/icP8wN8zfwMp4BZEJbtxxI2ujNYbRkANzB3i08yiL5UVFwzNsHjz5IH7kFxr51yxcwyvmX0GURsyX5mdO4DNcEjzWeaygrX5l9SuUrTJVq0qYhly3eB0Vq8KTvSf5dvvbuIZLKlPqdp2KXVHBan0PXuLR8TocnDvIJJ4wCkaUrBJls8wTvSc42DxYmEGuT9axdKvgoJ8anWJHdQePbT7Gl05+iTAJ2V3dzWOdx3jg6AM8NXoKS1iEWchydZkfPPCDlPUymZaxv76f+co8jumgazqaUD4QZavMwB8wCkcMwyFXNq9U9FMhaDgNNiebPNZ9TAmW6DZVu0qSJaq7bFXZUd3B+nQdW7fZXd/NSn+FY8NjSCQL7gKu6eInPnESM1+eB9Rs4Np4jZE3QtOV2uVyZZmyXWZjssEwGKrExGlgG7a6Nn+Ia7loUiNDXUuz3KQ7VT5ne2p7SEWKH6mkxgs9EplQtspKhrakpFp7Xk/5lOkO02RKb9pjkk4YB2PqTp2yWcZLPUQqcC2XudKcSjZ0jZpVo2bX+Oqpr1K1qiyUF/Bjn6pTJUoiel6PxfIiUkgGwYAsVfMAuq4TyYhJMGEUjQoT3TBVxoeu4dJwGuyu7aZiqS74NJkqj7c0oWSWaJVa+LFP1+syCkeMozGO4VC36+yp7+Fw5zC2YbO3vpdJPGFjssHmdJMoi9CERskogVDzZiITHOsf49PHP81qb5Wjo6NkZMqMWpi8et+reftNb+eGpRtIZMKNSzc+b7uBnt8jyRIWy9vpZx2vw4nhCa5duBbbsOn5PT5//PN0/E7hC7IyWKEf9Dk4d5BDrUPUnBpls8zqeJWG3UDTNGq2spSYYYYXAmmWsjHdoG7Xixim66kux/HBcUzNJExDBuEATWjsre7l1PQUd+69k1E4out3CeKAb6x/g4pd4TX7X4OhG4VkdZzEdLyOYrukCYc7h6lYFbp+lwOtAzSdJlEaKcXecRvHcjjQPKDGCnSLklGialcZ+kPaXpuNyQYpKa+78nV4iceJ4Qmm0ZS9c3tJ0oQnek9wcnSSUTjilTtfiZd6PLT2EFfNX0XNqnFqfIoojTjWO8bqaJWKW+Hq5tWF/PetO2+l4Tb4xto30ISGpVuEqWL/NNwGR3tHOdo/SnvSRhMaVbdKGIcYukHZKtP3+oRxyFJ1iZpdA6DhNDg5PsmT3Se5Y+8dvPbAa1/iv7rCS6UC99YL3C+By7p8U7bKTOMpCGi6TQ62DjIMhgyjIY6u1Dkc02FnbScCQZKp6mrNrqnhN6/PcnUZx3B4dPNR9s/tZ6myxJO9J9lX34efqAPTsRwlGJAF7KjtYG2yRsksYWgGy9Vl2hNVIW06TVVtzJSyyY7qDizdUuIGY4dFd5FEJgz8AcvlZZaWlmhPlWpc2SorHmyWcKB5AIC+36dZatL1u9i6jTQkSZoghGBXbRdlq4xrqaTGMAxabosoifATH9MwIaKQnKw7deUEnyXYhl0kd6NoRBAHJJmiAM2EEGa4VJBSEsuYrtclSAP2lvYWpr9ls6xk7Q2H3dXddP0uLadFLGPak7bqEGg6DadBlEb0/B5RGtGetjnoHCyqjEGiKoH5oG3e6fQjZXisC52Op5zDTd3E1Ewm4aTYV9AASZFQzLlzHGoe4qr5q2i6TVpui0xmxFmMbSiBkrXxGm2vTd2qs6u2a5u0/Jw7x4HWAeUxoVsF3TQvhAkh2N/aXzx+sbLIbbtvI0xCbMNmGA6ZRlNs3cY1XXRNLzzAMpkRZRG60JVRqtC2vXb++jkymbE53UQIQcttASjKbhIw584hUaaimtAwdZMkS/BjH1NXkvz568dpXJhH568/jaYc7R+lZJbYXdvNJJoUlcu8C55mqtN03eJ1TOMpURpRNss4hkMms8L3DChc4eHMHrU53SSTGRWrUlgdZFmmzFFP/53PlvWXUpJK1S2zDVuJz6QqkciTqYpVYd/cvkKhyjZsAJJM7d0bU+XmvqO6g/Xxukp6pwO+3v46nXEHHZ2U00axUqk2BUlAKtPi9/58kWTJeZOoOI0xNKP4O+TeckIIgiRQ8wR1RTPt+T1GgZr/zKRK2BKZYGPPmAAzvKDIv0+5CWreEcr3pkxm6OjYmq0KViKjalWpWBV6QQ9DKLGBslVWXj9pgCMcFdOgOiS76rsIkoDNyWYxl1136oV5vJ+o8YNWpUXNrlG2ypTNMlJKSlYJ13BVN0oIymaZIFVqbnGmukENt4Gt20pkQbOoW3W82KNm17BSC1M30dFZm65RdaosOKqgE6URi5VFdlZ20ig12FHdwStaryCVKdNoyrH+MUUFNExswyZIAuUx6c6RZAkNp8GcO6fsTIwSKSlHekcYhkOual3FOBoXow8LpQWSNOHq1svDA+hCmLlOPg+YuqJ2+YlS18glERGwo7qDil0hkxnDcMgwGCKRRQvR0AzCTFFSlsvLHOkfUR5B7hy2abMyWMEyLOpOnb21vYyikeoexSr4yJU/oiRCShUo5HzWvDLhGi4lq0QzaTIKVXV23pqn7bUZhkP2zu3F1NWXXiJBKPNTiVSGroYFmdo0LN1CItUsUxoiEBi6gZBCUfCkLIKUKI2KyogQotg0gOLQ1ISmno8glWnRZp2pA81wqZAPiNZt1SmoWBUGwYCqXWUSTTjaP8pSZYn9c/sZR2OEJmjZLR5tP0qURVypXcmcO8coHDGKlIR2HkhXrSqGUAkQqMBeIBTvOgkJ0gCJJM1SBuGAqlVVc30kTOIJoQwLg2FTN2m5LaSUVMwK++f2F2vdMZ1zPtdSZYk5dw7HOPc+oEjctuKZhEeEEMX7NJzGOc/dCovzq4KdD5rQWKosbbutZJUKR3aBUEPF+Wvr1nlVx0zdPCfRKFtlrlu8rhBayZOIrdA1HVdTr1/X69uvDbU/5dj6/FwJcKG8UHyOLU98RgghMIRR7IPzpfnivq2/VyGUqM5W13pDUzObeecNYHd9N4DykCstckQ7AqgkTUNDIJT1QRor13chSNLkvL/Hi4WUskg4z0aUqgRYoCiYq6NVEpmwXF5msbTIOB7TdJuYmsmp8SnWpmvsru9WCdDpGdL8/zPM8EIh/z5tXatbYw0pJVJIgjRgt71bCTLpplJ4yzLlxZjFBXVOoOKeslkGVCe2rJfpeJ2i2746WqVu1wmzsDC6zx9XtaukWYqUkiiLKFMu1maURpStMiIW+InqgEsktm4zjaZUrSoI5c8zjsZM4okq9FRVxzlMQw7WD2IapipYa4KKXcFPfMqpOucM3cDAwDVdRtFI7R+VRSbRhAy1T3ixp2a4T/9XNsvMleYom2XSLOX48DhxelrpVKjiWpAEWLqFrp/Zt17OuMB2PcPTIZMZFbNCxaqQpqmSHtwSyAtNHby6prTi82qDhoau6YoGkyYYQrUUDWEwDsfKECuOisrfcnmZqlMtKsphqiqxlmERx2fko+MsxtEdDKE4pCWzpMQFIq84sPMqsyFU4jEKRmhoyutHKEntIAnIskxd8+nFqQu9WAQlq0TNPF3RlmcqKrlsohCiqGznAZ4mNLXYUUmSkKLg4yIp1ONg1gGa4dJhGk0RiKKbYGrqwHN1l/a0rdZzerpjyZlDaKG8wLw7T9fvsjHZUBu+0Knb9eLgSLOUVKb0vB5xGhe+DJnMCtftnBKRZRlVu6pkRoMRsYyJwzMHi67pVGxlJpzvBbrQn5bGpAntaZOff0rQhPaiKkrme+LLAbqms6O6o9jf8w5QXrSaRtNir807Qc8V+fPzolaOPDHKzwE/8ZlGU0pGCdu0MXSDhZKiUQqhgjIv9ooKsq7pqmiGmCVAM7ygOF8CtDXuQKqCmJCCilUpYpg8vsoLV5rUVCdZU8XenFImkcXcjm3YCARxpuIzHR0k2JqNrdvEWUzNqhVdopwNA2pt5UWEklliGk2VvPXpvSaf74EzRZuS4TUAACAASURBVJKaWVNdmtKcYgLoNlVHjRHourJJqdk1YhkzDsdF0gYoEYfIJyOj5baIM+URWbXUmESWZYq9JM+I9DiGQ7PULGSx81gx90yqO/UzidHLHC+P3fsyhCY0lspLRfAUpVFBqTE1kzQ7c8jkAVKURoWpVpiExFlcVC5tXXHj1yfrpDKl4TY42DxIq9QqpK6L90FSs2qEMiRKI9IsVVxSwwKhBnNLZglLtxhHygNI13T1fppZBHNe4uEnqnvTdJuUzBJe7LE+WVdDx6dpC1vpLAhlwCqRSoZXKFqPn/hFxTHJEkzdLOgeW/1UdKEXqj6mUNeSZipxRD5LeeAZZngeCNMQ13AJkgBTM/Fi5S6aB29Vq8qR3hEe6zyGa7hYmsXGZAPHdLiyeSWu6RImIV7sUbWrZygCWUrX7zKNpkzjKSdHJ0mzFNdwibOYcTBWtKeSoqRqQmMSTxhGQ9UVTjMiGamDE3B0pbromi6GMLB1GyHEOQHoDP90oWkay5VlZY6tnUn68kBsEk+QQhZdxeeDnK68tTt19u15hTxIA8pWmSzLCpaAoRl0/a5SJv3/2Xt3XluyLU3om4+IWI/9OK/Mrqy6tyRaugbtIbVwMHGgDXBpCQMJgQUWDgZCiP8ABhYSBqjNNlrCwsSgJQRSFYVUXXU7K2/ek3ke+7Ue8ZgPjBHfiBlrn5N5T+6zs3Nz40tdZZ6z914r1r4xY84xxvfIWQsga+2MkrRgwefCaQHERiv/noVH5Ss4I4V4ZWWCwomkgdHwU2edsHCKaSUnzc46nfb0aTrzXaxEKxNTxFl9hpVfYdft5OezrNUudACA2tfY1lt0sUMXOqHtjo2Bfb+X900JK79CNtJo3votMmR9swHHJlnjZIK9G3ZKzwWkmOlShxDFNMFbj1ebV3i2foaMjJvhBlfdFd4f3+OqvcJ3u+/w7vBOrLPbGxyHI56tn+G8PseXZ1/ior7A2q2x9tPk/peMpQB6ANjR9dbrRqMd4+IBzoc+KWHIQJ+kYAox4Pv997jr73DVXeGuv8OX2y+VF+2s0w6EhdWCZ12tgQwc+oN0GYxD5SrtHngjmhzqD1JKupj70Ktwb0iSSbStt3i5fimcdwPctDfaFdn4jU60cs6o7VRohSyfdz/s9eFCGgMgVqfk2wNjV3YMwrNWPlPMslhp+LBgwWNjiINYwTuv+hlqW4Yk3avb7hbGisC8H3oMacCbwxtYiNCftFDazeecUfsaX26/xMv1S3yx/QLnzTmujlf47fVv8Vdv/gr/4v2/wJvjG2waCYncD3ttkHjrsXZrCeKD5BRxrdPsIJsM77xQbt1SAC2Y8Gr9Clu/1UNPQlKK8aE/oO1baUqlh02AWOicTiCpceUEaNfvgAw9JHrrZU8ZWrw7vMPXN1/jrrtDN3TScYdTus9SAC34nPjYBIjMnDa1QJZmkzZrx7MXAD27xRSl0Tz+vDFmavJCCg1nnGTwDK0YkYwyg5VfqYbaO4/nK5nY7PodYKSACjkos2ZdSxGx63d6Lbt+hy520my2Bs/qZ9pMX1UreOuRkHT6BEhhVdlKXIZDr7RsQM6PQxpw3V/DWqG5bestnHF4vnou5lgpwWR5DTr5qp5yDE7NkLPsYTggIuoe+kvHUgA9AJWrtLPljMNxEBpc45rZJkPrxSENqrXphx4pJ9z2t/hu9x2GKBS2rd/iopHU3SEOWnQAQOVFYxRzxLbaSthqf4ucZELESQw7xG8Pb7GtttKRCB2OwxFX7RXeHd5J5zocUNlKBceNb3CxutBgqy52Mk2qN8KlHwsXcrwzhPKw9muEGFSXBMgkx8BgyMMs+dsZBxggm6ydCL7OggU/F9ogGhxOWUIMYmlspYnQDi260OGr7Ve4bq/xV+//CiEGpRSd1WeobY13h3f426u/xb7fI8TpYLipZWLDQoXBxyEFocHC4aq9goGRYGG/ETotIq77a5mGpqzTXG+9Ug2clSnqQ528Fvz/C5tGKJKcAFFzSnfPLsmB6MEUuJHWfEr/i1k0DWwI7vqdTHUgVOq3x7f4m/d/g99e/1aLpH2/x/eH79UkhAfVpQBa8DnBaQ3B0N+c5TzG8Pra1UrX10ZCSnrPhxw0rD2mCGfcNAGCSB621RZXxyu8O76DtVYb4DlnRER4I6+7qTbYVBvc9XeaecXCwRmHMy8T0ja02hw+DsK0GbKwhy7WF8qgscbirDrT6BM2y3m9xkoRcwxH7PodrttrvD68lr0vJ/zp2Z/irBH6X8zy2daVWH5frC5w3pzjxfoFLpoLvNq+wvPNc9S2VibCbXuLu+EOq0rcLJ8ClgLoASCdq4udWKOGHglJXYRKVG7SAZkslf5df4chDSIuWz9XytiqWiEhqZkAuxDOCGeUN7qDw67bIeSgXeQ2tDirz/BiLbaLbWzV4vp9+x6H/oDa12h8gyEOeLF+oYuTlIbKyRh43+8BCIWvLGxijvqgSFkOjSEHfZjkLBMrZ53S83QCZGXj5MTHGBHLqgZoocAt+BnATcU5h5yybng0J7gb7nDRXOBiJY6NNlt1WuTPfrH5AiEF7Podvtt/h29236ALnWp/vtt9h9/d/g637S1erl/i+UqMCX518Sttknyx+UIE6WPXcd9KYLKD067gRXUh6wkOJhulmi4F0IIStRHTnErSJpAw6RsOw0GbTJ9jAvShe6+kAoUUcAxHeOM1BLwdWjgn+8q6WuPVWiIP9t0ed92d7nWk6S17wYLPhZKVAkwUuJJy6Y3XhkFGVu12n3ql+tO2mhOflJMWU4A0u8+bc7RJDHZijLg+XuO6vVbZgLNO/72pNggx4BiPahzC537ta9EJBZkklbqaXb8T9zdXI+aIIUpz3VmHL8++RMwRN8cbZegAUMoc5RY37Q2ssXi1faWTH0CMTPj74vkMmAo8ALoHJSQ4Jw3xt8e3QAIum0tY+zRKi6dxlb9QlLqclVtJVzln1K6eNp8RnKDctuLk9mb/Rl1EXmxfCE1gdN+gW1TIYTY9scaiH3pYWLGgHSc+FMnBQG1jz+ozVK5CO0hBdN6cY1Nt1Hqxix289fhyK4tFHwAjz3TlVxjyoHa/7Iwze2Lt1zNaG7sm/IfUB3Y0+Ptg6CnHxxYW2RRuLAsFbsHPAOp+YoxK7wwpIKSAQ3fA9fEaAPDd/jt8dfYVqqrCzfEGjRN662E44BiPOKvP8Kx5Jk2PsVP43e47fLv7Flft1WR9v7pAQsKz5hmMFaOExosoNqSAnISadHO40eZASmLNuqpEZ2iskeaEdQv9bcE91L7G2q1n7nWcJHaxE4dSPHy6QoH4KaiTMJBQ1iEOyDnjtrvFmZf9aFNtJOxxpGOTxn3VXt2bKC17wYLPhZTT7J7lFDQj63Ob566c54UKvzb+gNL46XTLswwMVJtTmxrbagvvvdres9HLsx5lC845HHrRnw5pUHaNMw6Na1TCwCnWdXeNlBMu60t18CUNLyOr/puNh/PmXGhxcQAs8GLzQuh3ccB5fY6L6kL1SwZG1y21fIB8roCga5Rfo7FXH3vshz029eaeNvCXjKUAegDYBaPoXwsJ6+91sIwxGMKAQzhg1+/Qh16KknojI9HxW2tXowudaoaAkcow3mwBAdZazbLoYqcOVqSS0T517dcIWag95G0OcZDD23DEq80r1L7WQkYnMuO1V6aS4D1YOOeE7pemCdApV5vTLVpKOuPkgFm4+rCrEGNETjIxKmvFpeu34OdAn3rJsIEU/qX24C/e/oU0Kvo9/vrdX4sRiGtw1V3pVPP3d79HSAF/ev6n8M5rlsNlc4m3h7eIKeK8OUftavzZxZ/BG4+r4xVgRAOxqSQsdVVJ4RRyQBc63MW7Ka8lJeVlUwPIw+0y/VlwisY3WDfrSaMwmt0kJAxh0ML6IRQ4MgA+NgHiHjKkQTvJOYn5QcoJF/UFXq1fIaaIf3nzL9HGFl3scNPeSKcd9wXqCxY8FPcmQDnPNMfUWRtjVDtnIMyVBDkPhRwAIwwZOvzSbIBNXWussHSsBC0/b57jopEJfhc7aZpbaRiziKitNMzb0IoudWTkMDIl5ijN6FETftveYuM3qH2NlVup6QHlGGu/xsZv0A4tjsNR6Gh5pNeNRlNsZl80F6h9PenMzaTJZqHH54XJRotI7kcJSfONTBZHVf7ungKWAugB4M0QEJQHmWLS7uzpA7yN0nW+bC5xsb6Q8LxRHwQDhBxwXp1r0QGMwtJxMSTIuJWC6YysNDkAGoDqndjk8mY89AcpNgC8b9/j5niDZ6tneLF+IXQDpGkiM3ZA+iRZJiyGuDD4MFjXay3qynEwf54dktNJmDV2duDk5yKWrt+Cx0bOGSlODQp2rEIM+O373+L73fdofKMucbWrgQy8O7zD+6PYWt92t3i2eoaLldAQ7ro7detBBn51/iuklDRA86a7QR97Eclah/PmHNt6q9bBMUZ0SVwdTTJIJintova1ZGYVzm8f6sAv+ONGZSt4eFRmmg6yAOpip42uh1DgeBj6aAE0/tMFybgb4oC6qhEhB7Ta13i+fq75eWzkHcJB9Q36Xg+k6i1YQJwWQKXWTBu+rlI2C89CPO9wIu+N1/Md7aE5XeJ7dLEDskxkqSuiMxwZMNx7qJdDYVHPCBFjDOqqVgMr6nm60ImsAUmLMADawGvcGJOSBhyHI86qM80YomU3r2XlVxJzkuV3owVQimJ2hUnPrdEl4/cZa9AOLa4OV6isZNLx+x4zfuBzYimAHgAGd4YgnQFWy1wg3CwOw0FzGDbVRm8wa60K4ugIt67XsjjH+4cUGgMzm77QUSclKSS8kSKqj726tFljsak2aKOkcXexw9vdWxhr8GcXf6bTHoKbF62pn62facgq/37IQmlbO6HgDXHQa9XrHv9c6pdKniwLII6Ny47kMgFa8NggZYBrkIeufb/Hu+M7bOstfvPyN/j15a/x58/+HF9uJprom/0bCUUdNTiNa1C7GrthJw5xVjjV3kmDgnzxm+4GQxx042HYZ4YIY2mH3cVOLeGtsaiM5LpUthJB7Sho/aXkzyz45cBbr3bthIU0pIZhUJOOh0xWPmaBzdctYx5ijkqHNlk2hdrVeLl5iYvVBSysHg733V6dthYr7AWfGyxiCNLatPk7FiFqeT3ex6T068EeEmRMzSgpcM5KAUStGwx00uOthzfiFGphZ41hbyWzi9rpIQ4znY3DpDMHoIWUd3KGql0tRlNmKjxo5Q1ANUV0hwOk0ce1xkYGjVOo106YbOnLdVgWQH3osQ97DUEtC59lAvRHgI8F7VlYvD++x9v9W7w/vsd1e60iT2aBUN/jndeFCECnQiUNjouXh7ByBJuQ0AexvqYbSOUqvQFfrF8I1a2qset3csCrthraSA4s71duQEMasPGb2Ug3xqh0tcY1MlYdXd64gNlNKadC8sLyr4wM773ybC2s0v9UP7RgwSOCNJ6Yox7MjDF4375HhmRiPW/EsOCL7RdISHqo/P3u93h/fI/a1xp6vK23+ObmG9y1d/h7Z38P5805rttrnFfnaHyD17vXeLN/o+v5+fo5gGmzzRibDFkOjuVk1BsvDo+FQQl/dsGCEs46rOoVKl9MgMbsnw6dhhnSaOCn4GMW2MDJBGgMkGSQYp96zcw7b87x5fZLANBMlTa2Yhv8gS79ggWfG0p9G7WXev7JZiqIMN2Dzkjuj+p8ckLjG3W/BaCGOI2XppiD03NO4xsxM7B25hzHc5uFaL4zsjbkaCTAxliGSAxIQc05q/YUmCY1LNCcczBOplQWcn6z1uIQxry7kaVjrVVqHD8bpRx8frCZzX2I0y8Pj4taWBAMMX5KWHbRB4ATjIQ05d1Awq/62OMQDmhDi8vmEi83L/Fs/QzWjm4e4/7j4TUIyxqrI9JjOE5aorHzUC5SertTuK3VekyoTDXrCHjrcVlfIqaILna4bC6xqlYq8OPDgAYMpOVsqo2MXIdOFx67ehTvhRTgjZdFa6bOSjbTYgLmmxlHvPyH3FX+b8GCx4TmP0AydRJk/d22txI06hvlRW+rLa7ba6wrCXfbdTsMSShw3PC+vv4a1+01brtb3La36IJMcV5tXwEZ+H7/PQDhW79Yv5DwOtJKU9RNNGb5b052kQHvvWj+bK0TJWApgBbch7dy784ocOOhKAxBp/cPydn5mAU2MH/G7/s9DsMBbw5vhAqaeqFyjte4rtZoqkY6zSNtet/vZw3FpQBa8FhQ19lxLbAw0YKkyDTkhId/z3uURRGpbzQZOa/PRb85GlNVTqIQhjTon1m0cHIEM0UxWDcWPrB6XdxTjDXKAqJxVUTUQssYA2vHc1ecGgxdkEgTbz2O/XGaTHECZKbCj3oib7w2MICpQAImfSG17+rsO54fFwrcHwlIMcjI2A077Ic99v0eK7fCq80rfLn9Ett6i5VfCY1ldI1DhiwGLzcQHeWGPKjzhzfzCRALBC4aUvCGOEjOUBykW+0nCgRv3tqK9fXay8azciuh33Cxj3UHR6AM/PLOK02NHFVmAfE6jDV6mIs5iqtbxozOwIVB1xBAHj4OTvQOgP4eFyx4THDT0w0kSdPiGI/irjiuRWDaAJWKag26ocP3u+9x097gd7e/Q8wRm2qD/bBHH3vcdrfog7hgMfDu2eoZ2thODm/jphlzRDd0aqeazdQ1hxG6qHdezUqWCdCCj8Fb0f80vtF8KwBCsRz3ET5ef6oRwqmWovx7AMoEuGqvcNPe4PvD97jpJVS7djWsEdpbZStxEo1R94hjOGojbdkLFjwm+FxXkX8WGpixRjU95ZlLGHJzZzSVAIygfgdG1px3Xl101RE3y8+R8cPXml1HGp3XRnq2NVZtrvXcOJpeVbbS6U0ySY0LDKQZb43F1m8lEiW0mv9Iih/Pcad7UpkhlpFn0yhA3Ia98VqI6eTMTFTBp4BlF30gGPTWDR1CDKitcP6frZ4BmFMFyN3vY68TkspWaEOrVJchSCo9x4kZUuDQI750amMnrk+9cElHkwIuXr4nMC5uTN0DZhWp40nB3YyY3OwYqsrChwvCGQeHUYCXp05GSEFoRRwVYypudDG5cZHm6T2XzW7Bz4Wc8zRhcbJu7ro75CgOOt56fdC/2b9BH3rc9DfYVlsxE8nAXXeH73bf4fe73+OyucSm2mCIA47hiD71uOvvkJFx2VyKJsh6bKoNVn6lmwafBX2WhkgbWlkjJmtnvKqqmftO4yTTYSmAFpzCWymWmSBPkK6SY1b620+dtP9YAWRgcAxHXB+vlaaz7/c6xaQmzhgjId3OaSTDcThOh84HTKkWLDjF6aGc939ZaNP2WuNI8lQAODhl+fCsRBvscppfuUrzEVnoMFeRTJcyF3F27hp/jsUG1wkLIGBu3w0A1tmpkT0e5/maXD/bZgtrZa/ZDTsc+sNUxFmnzRKaP/SxVzYQfxfl8SykgDa0asbFa6YefZkA/ZEgpqg8zza2cNbhsr7E5epSRWoEbyhOUmAAZOgI0Tuv1ffKr+T185QObIxR3RC/jxsMFzO71Cy6TqcvFOyt/Eqte9XhpLCpHuKgC5iubRnSYdAke+fgnFMh+emGmtP0ulzI+qAZuyTsqJcuI+V1L1jwGEhZ3NmcdWrIcdvdwntpQngr/26HFtfd9ZSmPdIPIiJe717jL7//SwxxwMXqAm1opbGRM3bdDrWv8Sdnf4Lz5lwPcxe1UOAqWykFYYgD+qEHrBiYhBSQTJpoFnCw3uqaJgXuqWwwC34+sJvL4ENgyl/r0CGaOB1SfmLD6Q8pgHb9Dl3ssHEbcVMcxBWL8Q2lds7Bqa6oTLwv8+8WLPjcIG0rIcnEZTSxUpnB+N9s6Fprkcw8S4gabDV6goTCc4JCCYCFVddejIYEevYqirLDIJIJLW54znNe3eZSlmw4XoczTh3kymkSRjMqNtlfrl7ivDnHWXWG2teoXKXXVNpfqy41j+fINNForbHYdTt8v/8eu36nQa3qpMfmyjIB+uMA6V/H4Yg2tFi5lepiNFCrACt/Toy8kxFiFzt1dwox6I3JQw7DsdSeEXaynE5ZRXXUD5wKVKlVUoqcradRbcF3LTsZXBjeenUIySlrJ4KFkY59+flGoSCnRNxw+fqkz/FhwI2udIlbpkELHhMZYw4CZAK063eIMWLtpHPurGww+2GvocK/efkbrOxKGhhJbIWHNOCrs69w193pVKeLHS7qC3y5/VLNSgzECvXUHt9ZJ1qiHNDYRtZ5HgNQs+RFODidAHETApYJ0IL7sFZcAytTzQ5DKQm9MsYpxuCxJkAJSaMZrLNY+ZVS8Bi2yP1sXa21c2yMGCUwM26hwC14TJBOxgy2UgJQFgU8yxFlxk1pGGBg1ICKjB1Oi/S/x7WoeUN5anTFHPHu8A5taPHu8A4hTo6Itas1DFXXxHh2mkWKjPsDrz+GqFEKbOyRegpMhVgpYSjXnzVizGCt1d/HMRz1XHhen8PDa9i9/v6eUONi2UUfgJgj9t0eh3CAN15CTcfJSmkAAEw0r1LovHIrLWzo3BZymKXsGhhNzQ45qMiNNzzzQkr9DbvEs/dO4uzmMHW4uWhJRVMOaJq6IxwLeyOOIKUIliYMFpPdNcewpOKVCcVqtjA+EBKEO3pKd3hKC2jB0wOpmhz/7/qd2pZ66yVcDgnH4Sibh3N4tXql+p8uddhUG1zUF3p/nzfnMMZoZ6w0K7hoLnDRXMyoCdykbttb1fwMcRDXnSTTVgMzWeWP1/cxAfqCBRYWzjqhTY6HtAy5n5CgQaP8+5+CHy2AxrUFyMGrshVSTHi9e402SA7ebXeLm/ZGM0gAwGar2lPVXCz7wIJHQknTyiZP1LaiEOL5qPyZUl5Aw4TSwMlbr41qB6c0MuY3UucDFE50yLjtbiWwvj6TKeqw02KE7qDeei2g2CDnWTDmODWqx+tMkGkRhzHeiOHPkAZlIFAHS2fUsgFeTmMpleiCZOO92rySCa5zYt5AI6uUZ837XzqWnfQBOA5HDGnA2q1xtjoT7UCe3DA+xGFOSZJznXVKf6OYzcJiCFJNc6rjrVf70hRlnKoc0rG6p5d8hLyW9zIBUlrCWGwMaYCxRuhr40IOOUwLZ7zZuRC4oJ1zM8MFa0XDw3Rv7dgV48/ZA+aE2kYrRW50gDyESmeWBQseC0zCZjZCH3oVj3It7vu96nCskU52bWvshz1yythUG8AAu26HbbPFy81L1fNVtprZnLLjx4Mj19cQB9wNd1OoceoRo2QC8RnC7B9mpiwZQAs+Btqlr+xqZjQDSMh2CGEWVfCp4PP9BwugVEyAxn3Ce3Ge+m73HW7aG9y1d7PONHUGQx4wpEnsvewDCx4LKvIfMw9PdS7OullhQc1y+X10hss5a44bow5KJ1wAmg9pYHQCyozF6/YaIQZsvFBGt80WIQUcw1H2p9RrY1uNGEYnYJpwpZSm68OkT+KUJ0JMrXLOSrMrmUalrpzXz2u0kCltSOJSt/JioEUaXULSc2w2Wt09CSw76QNw091I+Fy1ngwKxolOGQIKYDbqjDHO+JOAcPudcQiYumchB11QwORCwk2MXM/GNxjCgBCChmeV4KIb4iChiqbSCVCZIpyzuH1Qa6Q6IFidIvW5h81WFzsALdA4ltUsoNIRJE85P2WIno6D4zIBWvDzICMr7SymqBQI5+S+rF2teTyAUAV2ww7f7r7FfthjU29wVp/hMBwQcsBFc4E/2f4JzuozhBSUDgdMGxEwOf5wg+HGRzvgPvSaOE73nwoVjDPqKlTS4BYsKKGuTm5yqip5+UMeNPjxpxQX5T39oa9xX+pjr4ezLnaobY3L9SWGKPbx3x++V3tezTwZO89DHPR6l31gweeAaqGNmf25NAThWYrFNwsARpRgdF/T3BxMFDg2s6yRCSwLHH4/i4fKVTMmT0bGXX8HC4sX6xeiA4fFyq3QuAa37S2GKAHGK7eaCp3itXkdIYd7f0d34ZQThjhoAdUFCVVVA4PxDEaH0oiohY1Oc0aWETJm7AaygNh81zX7NAZASwH0UxFTxHE4SicYk36GnYNTClz5cyEHKZpywhDEwppVeOmqRtC8gBMZTl24YBsrTm3t0AL4sAaIDiPeel2IfO3S8rfUGqU8OpgU4Vc5ZcBOfvP8OfklnIizxwfH6QTIwgIJOlbNOWvglvzYsvEteDzknNW8g9q5nLNSzRrfoIuS2s0Q43f7d7hpb2AhYcZcH+f1ORrX4Kvzr3CxusDWbyejE8g61gLIFGYkSLL5jbS2lIWLbpIcHGkHbKyZpsGYRKsLFpxCKXCumpLdx5NIgqTUl5lrn4ofK4CMEcoQ2Qmk1ayqMQLCSkG0H/aieYUEgeeU9SDWDpMIfHGBW/CY4MSfNDDkkymngTaBMyZnTnVQM05ZLDSqKnOElH5mJlqaNVYkEIBGJeh+kiYb6fP6HNZavNm/gTFGYhAgDQI2r3lmVIttzG21acoAiP67cQ1yyrpGOR1ig5vXzfMf/yEbYUgDal/rPmZgsKpW+nqlPuqpYNlJfyKcdXi5eYmz5gwA1O3jQ8J/YBL7d7HThQLIYd8brzd0ykJVo+iZP08f+LJYQZqHZe3CTn/u9L1DmhKLWdCQr8qJUVnB8zVYnHF6Qx0RqXcAdEGXPzf+YeoEMNshzydAH+KKLp2/BY8J0hacFU42aTe6uWXg0B/w9c3X+P3d77Ef9nBu5FQ7oY5eH66xH/ZoXCPuOP0OxkwbApsU3FCAqSuXshxGhzRgU22E/hNlQpuM2GAba3QKZLMURJwAPbVNZsHPAw1ztJNOQak+OQFWqMYP0f8AP1AAYXI55YGqj710nseD1k13owHcdGLMNs+aAyVbYMGCx8JMm2wwGYQgz5q7pV65XFtq+oSR1oxpAgRA7/mcpXiCAVbVCl0UV8TdIHtGUwkTgQUWIOY8z5pn6EKnLqQhyqRFtUQjlysn7wAAIABJREFUNBeS5lL8uzGDKGWhqFVeTHm62M2a9Iw0YZM9pqiNfCKlpA10YGpSM7IlpqiNuvLc+kvHUgA9EA5yo0UjHeXSoACYd7Fiiiq+5iQHoy0izHQj55yVL8oFQd4muw4lnSwjY1tvcegPAGTxlDDGKP+7DPJiAWSd1eKEY092x5k7wrErPd9Vi2Am+oO+Hwor0zT9LmYmCNYAqaAGxmlBLxvfgscEnQodpiC7bOQ+5ej/ffser+9ei4Xo5qV0z3JG4xrcdXdoY4uUEr65/Qa/u/0dDAz60GuHvY/9LAuiPBQOcUAfe3XrSkkKopxHZyIzPTOcFRvsMrRumQAt+BAM5IBm80TTAcS9M0VhGzC35DEocJwAcY/rotzT62qte9XN8QaVrfDu8A5fX3+Nw3CYCp6c0aVu5g66YMHnxunBHpio+LMJe5a1o9bQYzNBpyz8fshUh41dnpEYZFq+D3MVu9Th0B/UCCTlJOwaTFrslV/pmbGxDWIU+YQ1ElxP8ynKJdgXK9lEta2V5dDYBs44oVoX51Oe55j1yN+HXsuoz7NGsryAyUSCQazqfGwm6cNTwLKTPgAxRdENGKiTGqkrp4J+Gg6QK6rFx/jfnNyQr8mDDoNLuZlYa2dWps445ZfS5UcXIqbFTYvR0sWkspW4zpnJy52jTFpt07oXo2UkaWvAOB0aR6PEvZCvwlefG6+aIOB+0bRgwWODeVnOSQEUUxQB6WgH2g0dro5XGPKAl5uXSDnhEA4y9V2/xLE/qpnJ17df466/084Y7bW70OkEqJwGhRTEdS4D22qrers2Cn0VBtNk11jUvlZDklnjYcGCExhjNLagpMKQvhOSuDVxGv+p+LECKKWkEyALscw1MGhsgza02PU7fHP3Dd4e3uJ2uJWclTi6iCbpwnP9LBOgBY+JUqNcuriVlDCYySFOKc2YJiMlW2ZIg56VSs1naYKADCl44HDoD0gYG8zj9AmFhocSAwaT1r6Wc19RYPC6vPO6jgAp2kjN41kr5KDZjQw6BabGBZkKNDMgK4maqCGI+RWb6yz8yBBqQ6tTp6fUvFh20p8ILggPry42rMjZ1S2/D5CFEWKQLgCMUscqW4nw2U6LhZvZEAfUtpaUeNoaQihxsJN4dOVWOokpw7qAaYGWnvTA/dEp+bDApFeoXT2b9GiaMcSD3sLqouF7KZ+1KHqAqcvHDZpibwCIKCZAT2TxLHiaYGq2hRVh+DiJTVkoA8d4xF13h5QSnjXPkHLCXXuHLnT4cvslvPNY+RV2/Q6H4YDKyJSodjV2/Q4rv0Ib2skMZaQVsMvWhlbCKjNUfxRj1E6aHv7ymLfFZwwmWtyCBafgBNNZB4+JBZBN1iljzFGtaj8VP1QAUe/Diaq3XjJDRmv5NrWobY1vbr7BTXcjzouYBOHRRLhcCMiL112w4CEozyZAcU/leYAvv1fPSKOGmZN7Fh1lbiKLBJrfABMdtDxrlVk9q0r2jpSSnK8wZfDwuc9r4tmrPH+VYaUZGZWpVHcHTDTXUm4QUtCipjyTliYItLBXR9SxGASkgCILQj/7OAFyVhqJbJqXv/NfOpad9CfCGouvzr+aHOBgNDen1LWUC4y0GFbNLHScc1oU0EkHgIRqjcIzVufeerXKdRDBK29a8jRPCyC9sa2ddQc5YeIhjVxR2iPyWulop90SkydHlPE1WFzpYhqnTxiNGvge/F2oXWNxCy4mCAt+DpRauCEME1Vt3AyOwxG37e3M/eb98b04KNoKySRUXgLvQpCCBQZCQx0OslEgq9196dpIqlvtagx5UOpEFzu1lSeVSTcYNxmr0DRhwYJTGCP3TWUrPQyR0pyREcKY11EYznwKPpYBxK+FKNNNb7wYiYQOtatxGA7w8Hi+fg5rLRrXoLIVhjzoPpOiaJSGMMwOgctesOAxwKmo3l+FVplnmZk+aMzjIf2Mr0FmT0bWAqEMdedZqnSiq22tjS7qOmMac3zyvAijU2KMcRYzUhYxyibCRN2TjzKdyZg1WRpOKSNnZAVlSMzJbMo1Fncs1sq/p4kJNeYsotg8fwpYdtIHonTikL+Y07nKG6ELnY4RedN447U4KLU3ANRikO5Ufeinij4GdWij3zu7xLOcHUzOc2UmCQA9nHHRp5SmENTRyIE/Iy8IPRCSklN64d/DyKGV/5z+KZ1U+HnLn38qi2fB00TpchNy0GKdG8Zde4eAgOf1c/SxRx97XHfXWFdrTdFmJo9xsvYPwwHrao0hD9o0uGlvdKPj4XE/7KVr5yoch6Okd426IO+nVG9kcYDz1sMn+XuH+fpdsKBE2TFWKk3Rze7ywydAHyuAMiTHqg0tts1WdHCpR21r9KkXi/gYcF6f47w5xz7spWsdpbt8CKJfHfJkgw0se8GCxwMNb3iYB+YTkZlWKCfViZ4ydfrYA1nOayysmMlDdg1NEigBGOIwhQAbqz+j1zYWEWxIM8Nxdk4ar7v2tV4L/75kFNEmu3LVrIDSKdF4xss5T1S+cerEc2q2+YMTIADazOPrPiU5w1IAPRDsEvOgz6kID1XlSLCPvVbb1ANUrpqNYtUxBNAbNubJBYSTpiENcM5pSBVpPJzolEiQ7pw1Vqk/wCSiY6gWxdq0cuQ11LaW4gijHeJIc+Bn5SjYWKMLl50TfqbTrgWvy9iJh0s8lcWz4GmiTOOm8JOc5ja06qa4bbbY9TtcH6/x+u41zpozuEocc5CBrd/irDqDtRb7fo9NtUHKCW1scdFcIKSA98f3akFvjMFxOMLCSgEUjnBwOIajvH+SPAmuf50m+9FGdcx3WSZACz4ENuMqV91jAWRktZvGAzRAH6O/ARIMbmDQuEZCHMdDWEgBq2qFb+++BTIk84QOoghohxbH4Yg2tjqRLa97wYLPifKeKg/ypb0zvwZS4MY945SeaY1MZ7zzYoA10p1ZPDjnJmaOmzem2YC2Vp77qu3JkwY75SSNtTRMcgGGjmI6c7Lw4OtTJ37KtqHWjtlF/NwsWoY0zPIpATHg4lS3nACVjnUhBnWnI1XvKWDZST8DcsqzxVOKwHgjqSuUdcLZzCOlbZwAlVMROqLRp538UmOlGqeLVGPFoY0LggYMKlTjNbBAwpxyxgVIYZ1abVurxY6zTq16AajnPBcNTRjKLgrBxccHiS5Y2MlNhePkwp516foteExoTglEe6NduTTg7eEt3h7ewluh7LzZv8E319/gEA64aW/gssPF6gI3/Y0IU5MIWelmddfdYdftsKk2uFxdyvtlyQz7/d3vcXW8Eg2RW6GPkvAdUpgs48cpK3NcVm6leg5v/GKCsOAHYWHhs5/dI3wGD3nQaf1PKSw+1FwD5nuc5svFoF3xEANWfoVjOAIAzuozNK5BzOJwxSy8kAL2w36mKV2ygBY8BrgGlKqPyciKz175A6bJxtjsPtULhRwmR8+cZk1vvibPZzzP0XCnvBYtxMZGMs0U1m6tkxh+fwmbpeGuTIZCg1261sUckW3WPDme97yTfSXEoJbbfDyEFFT/U5pBlNdQWdEgZSMNluv2Glft1UP+7/nZsOyknwGsxtV5x9wfBYYYdJzprZ8MEMZxY2k/yEWkXbIUUNkK3np0qcNdfwcDg229VZtdLqCMPMv14b9jiqhMpcUOrxOYrB7LBO/SHcQ7j9rVYsPL8K/x/ueUCsCseyJvUOT8FNOg0mKx/Lz8HS5dvwWPhXKD0qnkKHZNWayC26FFzhJGN6QB3+2/EytS3+Dl5iUum0vctDcAhL7jndc8oZgj3h7f3nvP/bBXHR874CEFCaaLkhtU2Qp97qWhMm6QLHqMMdrYWAqgBR+C7j/OwOXJCdRkgxgj+tAjIt6jHP+h+OgEaHxeMzARBkJpo3bCGKz9Wk0RNn6DxjVoe3GGs9ai8aILaodWutRsjC3NsAUPRKm/Kf9cfp3nJ/6DXHyfmSZF/B8gjTQyZTitL3U61HAmpMkUChkhB20CA1OhREZO6Riac0ZdydmLbrulCzDfWy7T3KOhWWvvNaLZ+KZrMDA5BZOezX2R77n265mOuyzYKjt9P38vT2WPehpX+UsG10ixMDhC5OEekBuJkx5yMunSoU4fwMQZpR31uBBijjirzzDEAYfhIIm84w/xIKVUtpOuGUeipLnx5qS5Ad+bFqTeeh1hkh/a+GYSy5npgTEbv54IV2knqeqf4sHD9y4/+4e6CwsWfE6Ua4H0Um4UIQW0Uew8nXXYVlsMaZDAOhhcNBc65mcew5AGeOOx9mu8XL/E2q/xZvdG1y8g1KCQAtbVGtt6i+er50o37VKn1vhKnc3QDRFODrTl+jqdtC5YAEx7kLde6TYsSADogQr4adSysnl1+vel06GFxRBETN2nXml5gOwt1lm82rzCdX8tBVG1kYMZHAKCvs5Pvc4FC34M1FmyMFE5ACcmhQZGi4pR11Pek6d664SkGjvqhWiCo9qhJNEmqsNJWY2l+F7cW/hejW90nyibxKoJLc6hKU/ToMpUeu20p+dzoo/9jCZH5hFNVBjJUpt6RpPj5+U+VHtxvxvSoG55pxTcXyqWAuihKM4i9ziZhRtGSEEXE/mX6vJRammK7gK/TnvRy+YSF80FVn6FbbUFdTc6AbJzeoyaIOQIJKDylXJAxwueOh6AXlM5weK1rfwKz9fPxXRhnF4BuDeBAuaFTEnt4++IiynFohOfCvvtZdNb8EigQBSQIqNsNvSxFy4zJKjYWrnvDcS6dN/v8Xr/GoA89CMkzT6kgMvVpRY3h3DAvt/Le8BIl9tY3RTo6kjXxS51ct+nrM8Jzf0pOpIMMV5MEBZ8CLxXvPF6rzFegPz+GONPcoFTndxHKHDU0rGx1ecezjl0Q6d0t5VfYeVWOA5HHIcj+iAHsMpXmj4fYpg5Si3NsAWfGyUzhhEmZYNWn68jHZnsAJj7rrXls5jPbRYfpFaz0eaMk2d8Dlj79YwqxykQr6PU6Hjj0bhGm2YY5QRqc22mz6SNPTYj7DRpYgA4jJzb+Ppk9nSp02yflCXnDkbOjafTs/JZUNta6W+ciJVBzL9kPI2r/AWj7NqWGiC1ph4pN6QHWFidEPHP5Yiy9F0HoFQZcjMb3+C8PteNxiQ5HGnoKSYDBoIaA+ecdBpGlFMrXrM3QrNhAccpT85ZNA8FVY0aIV0UxWsjT69fOofwfcuxbTnOnY2eFyz4zGB3zBijrjp06KEVaeWrmQ01E737IMXOWXWGlVsBEeiHHjftDQwka6txDd4d3+H98b2u/SENWPmVUkxpW8oNI+SgznFDGtTq2hqLylSw2WqeylL8LPgYSorO7PmKPFnfymbxySgPWB/6Gju/pZuUSQYDBrG8DgPWfo1X21dCsRmbZqQDKTPBQBoCmOhECxY8BnQyUzhrnjZr2Yiii+7sPIOJqgkzNW/LsxNlDMzvocth45vJKICTplF7RLc5NuaMNWpBHXOczpssQnhmKtx8Z1lE4/mSBgc2y17Sp372fSEJnZtF377bo7IVKlvNzorQjzy5wAHT3jqz5P6F42lc5S8cXCQAZhU0x5lDHCYHkbH6LgWl5VhTk37HMSoX0BBFKFpS3JgLwoKEdDVW4dw8+iA0BAfpQPDm5I3Pn+/TaLOd54JXfg/HqQxDZQdEea8cEed5kQVMHRQtgiBUOs0/YldyOd8teETkPE6AsqxVcpxjiuiidMC4qcUYUdta8rjigLqqUZkKm3qjRdQu7HDdikV2zhld7AAAv7v9HYY0aO7PulqLC+Q48Y05ok89Dp3Y/9a2RjBBaawUwgKQjS0vIagLfhwsnDkB0m70aILAZ+ynFhaqm/tAAc6DZDYT9SWlhAC5n1nw1FWNbS0W2SZLdzqEoMJwb4R6PYRhmQAteFTo9IbUsTwZHfBgf88RDoVsAJMJAnFatLO5Dcgk1horwdfIWPmVTk2ZL6TShbF5zJDgnKT57I1X4wKCxVtpwkWWA224E5L8bBC6dobk0KWUZoZWQ5RmBSB0tiENWLmVNk3Ikrhur/X1eQ1sIHLKtEyA/kgwG4miqMILIVofeykoxi4ui5RywqKFRM6yERTZJOyosavH9+L7kbuZckLlKvShn76nOJSxgFGUPNfRBY55QvSHB6BdPR6+1HPeTJqlD9kelrzRWVEEo1lDt+2tXF9By1u6fgseC0o3KCZAnGoyT0vX2biWScs5q86QkHBRX8BYgza1OPZH3LQ3k2lCHHBRXWDX7/D67rUGnDojYaeauQAJpmxjC5edbBh5nNaOtz+pCQ4O1lmIyePSIVjwcViIcQYbZ0CxVyR5drOB9SkoD4CnYNA2zTtyzkonjSHOCviL5kJ1pGwU0vqdeglOSvW6Fyx4AE6nl+W9T0rZrOEkPzT9Z8Fc4WvwXMYYDxYtZBQA0Ek+m26koXrrlQbN6zudLJUsIjYsVn4lzKA8xTfMsoTSROeLiLOJVOUqzfhJSBqKSudGmqPwudHHfna+4zH3rr/DYThgN+xmzwJvvWbasYn3FPCoBZAx5t8xxvy/xpi/Nsb8lx/4+p8bY/43Y8z/aYz5v40x/+gxr+exoOPH8aFdCsBIgeHNQoE1R/8cY3KyQ94oJy1lkFblqg9qZErqXOUqtcvm+7ehReMbeOdnP8vMHy7gkKYx76lZAgp7beYRAcUCwfSgmVlLsjsxvofS50YRXsoJfej1AVFOiRYs+NxQ2gOmgoPZBcCks+HGEXLAsT9iCAO2fotdtwMy0NhG7ERNxu1wK2n3VugD63qNylV4vX8tGoexAGpDqxOgEAP61KNPPbz32oGj/kGnus6Jtm/sJi4ToAU/BOec/o9gRl3IkugO8+n20n8IBY4OoQHiahgQcIxHNL7BqlrBwmJdifahMhUcJG8uICDFqaNM4wSu1QULPjd4puJ5y8BMBjSYzlinZhyk/JfP6JK5Qsc3myf9pjbdYDTT0Zkpa6c8vzFShQHxygiAuIByyhNS0DOaFlA8f6Ux9xEW1klhNJMqjA1p77zqvtnAJsuoC52eVfkZQwroQieB3v1eCzianIQQVMv3VBoXj7abGmMcgP8OwL8L4B8A+MfGmH9w8m3/FYB/knP+NwD8BwD++8e6nkfDeGBnOCLM1CXjjTbEQW8iHoAYEseqvRTisQhhB4B2i7w59cZDUVyMC7Dxkg3UBZn6HMMRCQlrt75HfSgXHqc+7AzwRgagPFOOOkMOs8lRWdjwdcv34XiZX+O1H6OI7BKSGiIsE6AFjwluRqQccGQ/QGiq3kqTgOvi/eE9IiKauploCdagix1ijnhWPcOhO0iQY2jVMv68Poe3Hmf1GWpb63qurfClmZ0VUpCcn1zYmxp5fzZSHJzqkBYN0IIfAnWZs0JlfJymLGHWPOx8SqPpxyhwSn0Z97YhDKJdMxZn/gwpJc2/SjkBFtg2W2EwUA8XhSVBWupMG7pgwWdCWcyz6WxhIfVPnowPaF1dUOFmGqFiKqqMnzwZK1DvSU0O7+vKVWpuRZqnnhnN1KDTvLqxEbDyKwCTPhuQBrSB0WYCCzmu1zJDLkEa3hhNHSor1G4WN9aIPp3ZP5WtZo1uGvu8XL8EAOyHyeinchUCglDqYJ7Mun3MduK/CeCvc85/k3PuAfwvAP79k+/JAC7G/74E8O0jXs+jgFQwYDQBSPOuAcPeeMN746WIGKctBM0H5EXlX6SaUVx26qgGTBS8srCoXS0dgpRwGA4wMGh8M/Nx5/VpGGqWsSmr9zLzgRMgdjM44v2QLWp58+tDw8y7JPz9hCgBYtZYtLHVz/5UFs+Cp4ecs1J1eK/lJHQ0mGliyW7bu+M7rKs1GtvIBjb+TBc6JCRcri6VxtPGFmu3hjNOfsZJM4INhJCC2gGHHHBoDzrliRCnR7W/HhsOzko3nyHHT4VasOBfDez4D+8zQp/xeaLdfEqj6YcocBmSZaXunjlhwKAaz8bJ2qldLY5wKSJEccIqNaTZSCORzbvFEXTBY4Jr4vQeU110ocHUXMRCc1020zgVInNHHX6t1cYWHT7LCVBIQab8mKy2SU07DAdx3B2bBI2VKJKIqOdFNXAw03mxXOdGut5KL/1QzuQQB82oZMOezUDjpus5hiM21QbeetXFArL+N16s7PvY48XmhYaA/9LxmAXQnwH4u+LP34x/V+K/AfAfGmO+AfDPAPznH3ohY8x/aoz558aYf/7mzZvHuNYHoQxWzMh6c/LGIS2OJgjl2JLQ4mTsPpS+9HwtWvPy5i7fsxSMNl42nJQT9v0etavv+cfzNdXFDvK+3njlmLJAKx8E1ljVHFFkB0BdgEifK4sYjnNLsBuyqTcqRs95osktWPBYSEga9kvNTVnUp5xUcLrv9thWW1hrcegOsLB4e3irG9m6WYtBgqvxavMKX2y/QMwRay+mB/t+L82PkR9NkWlIAfu41zXtstBiTwWu3njdXBcK3IIfAw9pZXONRTPdRE+DFP8Q/BAFjg067icxR5kAQVwMs5XDX+OECsdn/Vl9pgyCIQ5aRHEaBCzNsAWfH6VemcUMC5XTBuxMz50LyhumAqo0kippmwZTqHxCUg0OMEkHhijrpDwjZWRctVe4aW9wN9xN1tLGSnM7TG69zjp1mKN7HN1FeT6zbpJY6PXkJOdCa7EbdgAm9gNp2JwWZWTs+h1qV+OsPtPv1SLLSJODk6XGNU9mn3rMq/xQq/L0afaPAfyPOedfAfhHAP4nY+7/5nLO/0PO+R/mnP/hF1988QiX+gCMn4jVc2kbzRuc1TRQ2JKOdDi1rzbFJKewM+R7xDxR0j4mymP3mraEx3DUw5mxZqb3kZcduxdp6oJwIfL69NqKz0mL7vIaZhMeUuOK7+EDgpMlBkmyW1l2ExYseCxQr6CGHklyUSgM5/288it0qUOXOmyrrdiQ2ox9v8d+2GPbbBFzxNZtMUCaDeyO5ZSx9kI5vWqvULtau2yVq3Db3eK7u+/Q9u20yZisdASMVFoAquWgecJCgVvwQ+DBpTRBAKAHGS1+fuIE6EP3Hw9o/HqIU+CqsQYmC3W09rVSrEMK2PqtOJMiz/bBhKR7zLIfLHgoPnbvlrT98ixFBzN128U09ZmxWsZ/Sn0N3RD1NYuCPqSAxjcgTRXALPaATrmckDKDbj/s5f2tMHkiIrwXqjULKmPMTEenRgzOTmHzBrMJEABsqo1OpnQilMQNjnRANrfP63Ndj5WtpmkRpBBbVSvVtj8VPOaVfgPg18Wff4X7FLf/GMA/AYCc8/8OYAXg1SNe02fHrEM1dg8YPkX3Nnqrs+DglMdh6tLR+KAU37EQ0YU2TpFKDVBJl2M3orY1LCx23U65o3m0W+R1Apg6AiNnVB1L8rwoK60fjTGaacTOCQxmHcDT7uIpJzQmeRiwG+6dn/QYp7/TBQs+I5SjDYM+9Ljtb5UyoIW4kUL/+niNLnZY1SvZOKJ08dZeKHEhyoaGLHxoa6zwpq0c+M6qM9x2txL6OAameutVL3SMR6yqlWxMIy1WTVFIoSiMUrhRLljwMRgjQaizBhQKXUD6aUXF6Z5QgnsPD4mk7bDBxZ9vbKO5dm1ocdacoXa17gcxiQYop6xh28tesOBzQ80CxvPVqTuc3nNmWjv8swr8i9uSRTvPRjlNRk8sjg5B2AO1rdVdDYA6HpZSBBoceOux9muhW4+GWI1rtIn3Yv1C9wpOXsspVLn+gNGWm9l3Y1Gz8RsAcgajfi9lMU3gOZOMibLQY+FFfbuBwdoJG+KpWGADj1sA/R8AfmOM+deMMTXE5OCfnnzP1wD+bQAwxvzrkALol8dx+wHEHKWYKcaFwFTA0Ft9toGMgmfecMC0IDC6kJw6kdBlp7RLBDDbYMrv905sCTPEPjHlBOfd7GfLYo1jVGAqZkqLRb6Hw1SoZWTYfD8Z+dRBpfTYZ8KwNVZsHVOYjWWXjt+CxwY1QF3scOyPSDHpxpVSUkrC17dfI6WErd/CO5l8WmOxrbdABm77W7SpRUbG67vXYnLgaimuYq8ToZgj3u7f6oYypAF96kUXYeUAmG3Wr1PEbozR9c1iaNEALfghODhUrkJl5hogYwxCCDP626dS4D5277FpgFG3xtiFiKmgscbCOw9vPHbdDlftFS7rS80tYsCjzfLfpVZpwYLPiZkJwkh70/NWLjTcxeToVLLA81yplSbDhf/NwiTlhEN/wMqv1ElXJ0BxmJ2v1PwAspbO6jNkjAWUsbq2j8NxupaC0k0JAml7+pkLdhJDiFMWY5LGN8JYAHTt6gQ5Q4tENsIzRI7hrVc6a0LC+eocG79RBtJTwKMVQDnnAOA/A/C/Avh/IG5vf2GM+W+NMf/e+G3/BYD/xBjzfwH4nwH8R/kptnzM5PimNonjIShjclYrTQO48Ah2eHV0aeac0JKSFjFxL+Xtpy4FixaOKOkcpxtJxowCxywGfj3nKdPnXpo4svrXc7yrFDhMHcDT/wtLhzsAaEOLyleaxcLPsQTfLXhsqIlHHt2nUkIXO6UYWCtdMgeHt/u3uulwzWyqjTYNdv0Oh/6ALnR4377HcRDLX5i5xu2L7RfYD3u83r2WzJOxMRKTaIVCCpNLkBHaUE4ZFSpteFDbsUyAFvwhqNzk4FS6U3HK+FMocB+jX8Y0TYBYAFHb4+A0w44ZW8d4REhB7OJtBRgJ66bzaEpJQyAXG+wFj4UPNZJ5ltOz1Xgf838WhVYbo+uimayxOVmhk6eFxaE/ICJiW29BUwKdAKVeiw2lnI0T1drVcFYaGm1otVlApoLKBnKemAKYpjicQAFQF2FrJYKhnH49Xz0XettIaeMUmVMtdSo+aYAwW6h0pKtsNaPE/tLhf/xbfjpyzv8MYm5Q/t1/Xfz3XwL4tx7zGh4bZcFSwow5N4AUI/u81xuYwusy8LTUJJQhqjpuJYUOFgFBpzcalFV09GhLCECDV4GpoCE45eGBsHyfWWfDGHUn0QXxEb6SpzbGAAAgAElEQVRsWcwQ/J6cM47DETFFbKqNbHp5cp5T2sPS9VvwiOBGE7LYfXa5wxnOZmvQwOC6vcbWb8WNJwc0aHQ9PVs/gzUWQxw044cFkDdC8yGd4dcXv8bfvv9b/N3d36GNrU5bjREjhYSEHPPEH08AHCQfKBvVdZxq6xYsOIVzTt2nCD5PS4rxp06ATjvKJUpTHmfExU2pnHYMPYVXJgSL/8pWqH0tAvEx4Z5FTwgBqBYK3IKH4/Q8wQavsfOJTdkkLhu6ACaK50kzt7xnAagLnLUTZWw37NC4Bo1r0IVuVphQ60MDHNLbYKbGMQ112kHYBhu/AYzQrt8f3+PQH/QMqC5wYxHCSQ1trw2E+VBSVgFoU68LY1g3TRnGX0nlKi36+NnpNkzDklJD9FSwtBMfiJIvSt4zK+sQgx50WFRwasIbllA3tZM8BaDQDo1gaGgpyGOoF9+vcQ3O6jP1jpcfnF87uZ4ANDmYI09qjgiOP5WuMBZBLMA0xHUUtZ5y0NmF3PdSCK7cSq+JtMBls1vw2OCE08DoOiKNk0UGHaliiljXa1y31zgORxzDUdexM2JP7Y3H8/VzxBTRxlY3D056uFleri4RU8ShP+hrnNfn2FQbpCSuPeSOy4XK9TjvVLvHBsqCBR8Dn7XeeL2XSooMC41PpRuf7kElmCHC/aANrepbeRCrXQ1vPdrQoh1a3PV3ykCgNoEB2wwgXmywF3xOfKiAn5l1nDaXij/OJkKzFyhcfWGUyjnEAdftNW470Zhuqo02l4Gp4c21oy+XMvrU63rihGnlxD2RxVHtanShw2E4iP50ZA9xzfA62LCj2cLWb7UBcTrJAoQCRwobm+ylPhyYmtuMeSBtjnrwp3SOW3bTB4LOHS5P+hoWOSGL6JmbwKwwyNAgVAAz4wRN7sVESyM3lD70BEeTpxMYY4xoFcb/VnreSPXh9ZRUO3ZBNMirtOkeO4oOTkV2dKz6kIiw/Kxc4H3q0cYWZ/XZNBUai6aZ888TWkALnhbKzh4LoIQE7702KEIOmt3VuAZ97tVUpI+9bkIeXg0Vchar0MpV0hkb9UI0WKhdjW211YPncThi5VdwTu79ZEYTkDRZGXMN8no/lAO2YEEJBujem/aPAYvcbz6VbvxDFDi6SHGySmF0zBE2TyLt2tX4fv892iid7Ov2Wpyuxg56G1o4V7jCPbHD1IKnAZ6fZnbVoxvubBKEQg9UPIPLcw51msqOKZ7vpJ2u/EoNCUpWDRkEnJyENGX+lMYIKSds6y0qV+EwHGCtrKXGN3jWPAMgFFI1zRonQA5uilKQsRbOm3MAwG17q5+JZ8ib9kaYDiONW39PYyF1uvc0XnKJyHRiAzGkgKeCpQB6IJTvaKF0NqWqjWGnJa2NnbjTc8yMAkeDhCIlmC5xenDLU5jjqfiO/2Yhwmviui6TwKkV4uYFACmmexue+uHbqdgpD2opTmNldVbR4Zj8zJCk+0ifeD5sjDU6pl2w4DFRuhxGiLFIbWvUpgYsEINMYpiD9Xz9XNLrkXAIBxz6gwrJK1spd9xaWe9DGrTpQaob73tnHc6bc9hs0aUOta2njvfo/MMNKZs86TjGifBCgVvwY+Dz2NqpWOazv8xn+1QN0I9R4NRBNCV0udM/W2ex7/fYDTvcdDd4f3yPlCQrZD/s1dwDmByxMiZb+mUCtOBzg/dUeT+nlJT6ppEkqfi+fP811NiqoPinnNCHHjlnPFs/w1fnX6HxjTaVgalpzSZBaVmfkCQg3laTYzDk+b+ttrJG8jgV8iusqpVoccKAPvTT1Hdcr6VGCQC21RbeeuzCbvY7aEMrxj1+IzrXPLn5Gkxuv/ycROMatKGdGEEnOZW/dCwF0GcAxW684bjZMG035qh0s5IiV25CLI5oZUhRGzBR1fg1wsCow05MUTU8pzqcU71OuTGqtWFhjEDKRPleTKdnllB5k1tYKQA5Kj15WvB9yRWtfa1uJUqPO3nNBQseA2w+sPBIKWFTb1C5CmEIuO1uRWA6UgY8vDrDJSS0sdX8nspVknhfaCqOwxG1q7WjXdkKfegxxAHHcETMEcd4lBwsa8WWOEnHzmSDZCZanoObPVMWE4QFPwYWP/dc4LKBSWZmL/2pLnAfuvfKSRKf6cMwTHTqJHvLsT/i3eGdutQ9Wz3TQ2RCgseUL5dT1qnSggWPBWW7FAf88p5jnk85DdEJER1/TZHhON7Px/4ouThWaP7aEObrnmh16AyHLIUYddFlNlDKCRfNha4xZ5xOfRgofNVeqf4u5wxYqCSCUxlrLRrX4DgcNfAUkOaDtx7ran3vMwOYUWrLv+e0KOQwxTnkZQL0RwP+n126NQFz20FOgPh9ALRDx5vJWQdn3Gzqo44iBVWtFNwZiItaqRea6YLS3C3u1MGELnEc25Y+8B+aUNE0ISOrE135Nb4HMO8wchH2qZ+NXI01U5owC8fFCnvBI4JrCoBSFJBFjBpykEDSPKANLVZ+havuCu3QoqkaNFZG/u8O74SH7WsZ/4/3be3kz7WtkXNGH3ulCKScsHIr3LQ36EIn5gnWIdusrnHUFnEjnhU8dtJ3LFjwMfAZz/R3gtOfAcNsX/lD8TEKHCmeqmmI4R5zgDRPYGq6beutNtmstbBunAKFftZd53ssWPBTcXr/qOygOP6WBlJAUfDwXjaTtTUnPcrqMXb29wMGrNxqHnCK6fldNn1ZzACjgUIUPaiF1TBS1WSPRVFMEatqhS5KPlDlKrxYvRDHuXAQ850cYLNYz5fGDc46CVNNEW1oQaZQH3tUbh7XQl0qMDfQKs91dDjmOc4Zp43up4ClAHogZmYABVhxO+OmoNGRA1oaGJzySSlkc87NvkYHHWPMrPhgd4Git9KucNa1+MAGxmuiDkcXZZ5cqghqj5hRwk4idQoaxFoIV5XvOoq4S8FfSdXj+5D7umDBY6GkmdESmJvXkAZERNweb3EIB3jjse/3MNZg5VaofIWL+gJ3wx0sLPrQ49gfdfrJ5kXtamRktTiNWQwS1n6Nm/YGh+GAlBPWfj2tmZil45hFT8huWrmGmQO2YMHHwHt7ZpqDyVVUi5/P5AJXFisZsoaYBk/dkYNo6di8q2yFlVth1+1kH0lyr6c4rSFa/C5Y8LnwwQIeRdMakz6UZyZAJpL31kqhT2Mhn5ExhEEcfp3XomEmQyivJUPzHfn1iKgFTsYYXj/qrMtIEwai9kkacNZZ1NXoypajrnOeN3l2pJwCgOiUMK21mWEWxinxuCd9qFgE5hmRABYK3B8bWLCUYuVycTBRVx3XxpuZRUFJH6DjBjVE7NolJE3MVm3PaIwAYGaMcI/Ximnh64JM04L0zuu4VEV8JyNbvm4pmuP4VAuYXISCFU5yfH8Do3kQ5RSIn5Gj3UUHtOAxEWPUgodNioysI/wcM277WylEINObi+YCjW9Q2xqXzSVCCuhTL7q88XDJJHtuNrQDZi7CrtshI+Pbu2/x5vBGunxG6AI5ZQQj1vjZTBty5Stx08pTTtiCBT8E3iOlPk11AcwByvmTn7Mfo8Dx8MRnPyMeshkPbxaAAc7qM1w2lzDGoPa1FktsnGGkjXMdzpp8CyNgwWcEp5GlJo63mMU8VoTnOT2zmDkFrvz7lBOGPOo9jTB6VPOd70+T2IjQwmZk/gSEeT6jmaZHuqYL6hrfn7TX43DUc2lt63kTbZwi1b5GzBH7YY/jcFSTktMMn3IC9CEKHDCeP/NUKD2lc9yyoz4QvGmBiRMKYKKzYOoOl65oaoVddgVGGpg6thWjVi4I5vCUnQtaU7MQ0WsrJ0DFF0rRno5oqe8hLegE5ZTrlF7HQobX8qFxsi7wE60UHxaEUiUW2sOCRwApb7MuuBn1aXl+b/dZXAtJaWt8g8vVJVJMOIajOgA5ONz2t9j1O6Sc8O74DiEH5VV3scMhHLD2a8QU8c3NN9iHvWiFomggUpQMIF2ro5Yvm6xc9EX/s+DHwHukvFfKSSILjk+hwJVNulPEFFWvo/lXY8c85SSuhuPeQTOQIQ54u3+rh8eIqOY5AIAk63EpfBY8FrTBOzaks52zV/jsPcUpxd8YM01wskyAcs5zF0+64hZsF2W9FPRRYGIOcc8pGTmaq5WluUAmTkZWDZOaEozFUxmIDAM9HzrjsPZrHPoDhjxgW29nU2FqZLPJM8Mqfs7yM5TTMjbZlwLojwSlu4c+r7Nog8oUXt7EJQVHvnVaZAwlnXFExxupdvUUZIf7G1LOWTcb3vAzfU1xfTM+9qjp4SKimcLpYUvzfsafDTnMuia6yPM8KIzXmTHae48PCxZKORadFiyFz4LHRTlFZXZWTqL7YfGfTZZ8hX6vdqZ97LH1W6yrtayTGNW05HJ9CQODu/4OXRQHLNJ5YGQzW7kV/v7zv48udbg6XokOotkqtajPvdLgkpFnRW1r3URLt6wFC34IJc2FIJ0lxTR1sP/AZ+2H2AUE6TaAHH6GNGjxTktrHqBCCnh3eIer45UcFvOg1rnAePiLUCMQ7i/LnrDg50BJh2bBwjMbUFhiF4U6ME1HUk4YkljA08WttMY+bSDwXFRmRbIA8tbr3sTGHBtu8tajEUISC2oP+f7KVhLjEAMcnNCxx72OFDg2zM+bc5zVZ3i5foltvZ0XgJxQpazN+tPPz3VLmh0b6qTaPgUsO+oDQSoYu2y8gTi10UPVaCCglbERbcwpn5LTHU6AqLXxxk822HluU60uHwYqJgWKAsgaLWqymfO/T2/608VOcNLjjAQzcqGWFLhyAsav6RQL0+fia5V6IE6E+HkXLHgM8D4ECnceAxzDEW1oEYN05A7hoHqFIcumtl1tUfsala+wqTZYVSvJLhkNTLqhU6prMkLn4TpbVStcri6Vu33enOPV+pUUYVGaF2XXUP8HMwW1nhxqFyw4BfNGfPazbjUgdBaabXzKBKgURp8ipihdbDtFNfC9kGUPqlyFkAJu2hvsuh3W1RqbeqP0H4aeGiMuiGRGnDb8Fiz4KTi9f1KamtYJEu3BqWXJWtEzVr7/euX6OaXAGVtIA/j+eX5WGr8wO38BQim1sKh8NbETxilR2djgPsPpK5k8zghl+hjFiU5NEEb2jTYjxtDh8+ZcA01nv6uRBhgR9Uz5UQoczbWs7FF0cXwKWAqgByLnMcgzT4GI5EHTxaPU4qSc5KBzMilR4eo4plRXndFlrnLVvfflDWlyQUnDdHBSkR4LDTsVGrNNLUMX4xCHWbVPzAwRnEyKtCtB6+uC51rS6PQ9kT5oxV2OWHWzXja9BY+AlKYDlt5joxjVG4/Ki0B7GETMXblK6Dg547K+1ET7iIiz+gxDGlRvQeqBs5MTTkbGt7tv0YUO1lr8+uLXOt3hFDQgzLQQyvc243Ni1AUtBggL/hAYmHvJ9jxoUaPwSROgH6DAUfvGw1WI4qTIIFPqFnbdDm1ocdFc4Iv1F0IlLfYDagciJD9rps9YsOAz4HSCOTOgKpgz+v2k93+IzlVogMhqiSnqc39GRc3Teah8j4w8o6fq5MRMcSMzLfXYrHNGCh9vvTaM+T7OyVl0iAOsEyc5NiLKxlrExEoqr0s/Kz9fMhqBwt/X6e9j5gJ8YorwS8dSAD0QHPvRtY2jfmOMBlyxk1WOU4G5NofdBk5yuAA44qx9DQCz7h1vWhVjnxySNJdnXER6IxeHP9ruciPS6VK+/7BgcWVh74042Vkv9VDlwi5dhHT6Ux5Ex7d7Kp2DBU8TMQvFk2GnRMoJVVXBW4/a1djHPUwy8M6jjz3u+jux7jUWG79BO7RYu7Vwvo2YiZAO5I3XCe66Ws8yTc7qM3jnVdMXx39gityuPE12rbXayS+1cgsWfAjUCXg7TYCAqQudY1Zq5h+sASoPYCegcQHNdFgMAdAw4Ta1eN++x213C2cdNtVG9sZRd2rzGL+QiiDgwqhhKYQWfE6oK2JB5ZoFuGOuaym1LqWRAb+mrJ/RZMTDT2ZPRQH1IdnD+Bf6fckkNU/Q6y00QMhyVksQhhFNTWiE5Y2cObvQoTLVFJ8CI4Y6xWc7lVJw3QEja2iUPHjrZ+Y8hP6u7Nw8i1KOp4ClAHog1A0tm6nLlgYtgMpRvjNOg0vLlF+irKRVPzR2FCorEyDS105pPJr8WxyeyiKJ3ytfvN/VK60cT79H/nhfRzS71vzh7yuRs0zD3hzeiNPW+D78fmvtUgAteFRwGkvr6rLLZmGxG3ZSnCTJczDZIGSZ0DAcdVWtsKk26EKHQzygGzrUtlaRd+UryRNKA7zxuGgusPIrMVKwDTZ+gxfrFwgpyPMjTRss8jxYOUJC8Uw2CwVuwR8EdoqnR3FBzR4dmsoA0x/D6QFu9rUkhz7S32YU0zTuTWNhUztZI03VaLC3Nt8slC3BSejCAljw2CglC/c0PphMcWbFD6ZzWDlB4VooHTvV2TdPmqISZYFCF1E2pTkNUire+PaknDk7TYl4dmMR00XZk/jZkCfzLf6cntkKDXvJisgpa1O7/J2cFk6qAUrSyF77NdZ+/aD/X34uLAXQA8ExfmlFzfEkuwAxRb1JaX87u6GKYqRccKVVb3kzlxoe0gzKzUIdRor30i6HmRdQei0GOAwHfL//fqYvml50WkDe+CkwFVCrx4/R1/j6BgZXxysMcZgH3dHlCv8fe+8SI8vSbgetiMjMqn7sfR7399W1AcsIXQ/M1GLCBGYXCYGEEMIjmMDIQgjJyJaQBwwYMPcEmSlCFgNgYMkjRkhI9tS2LFtGXFu+3PP/5+xXd1dVZkZ8DCLWF19k1d67z+ne/nfjWK2j3Y+qrKw6GRnfY6311QSoV/06vgQi6lpMKVU6qOR1e1gPupGt66pi0/24x5pWLOuiVTYfshnCMWYd0OhH3I63aoGq+oiyIcYUIU6wH/a4GW6wxKwtIv+c6y4hz06Bg+p/OPC4o+NT4D2aFEugvR9b85rHYktvsZjjDCeVFcBAiF1/Bnjee9X7XA1X2iGlCYJEqfNWzFyt7fl3dDwVSn0ryYPtrFvt5baAvGXs8O+UAcxxViaOzlWkBhzneiImNTrfMUWkmJQ5pMU5ES2A8zyo9xEUnQ6NqMoesqQF0zhVA6qyBlFkCnRZFAju53s8LA8AUJk9rjJ3qD/ffn6EtQ6HAFfTFXbDDi8Bw2/7BF466NrmnVfh55pWjL7aDyo1zKO5cLf3dfKgIaYDVI5PDVAjwDMZPBMSOyuEOh1NQIw2aNsBelgesoMV8mySS3SH/ARUuo5pA0OquNC2UglJ2f50SUu2/5VMeYBHfh8O2tLt6PhS4AbBm3uSVCtvyNodUncGP2CJCwY/4PX+NQY/4H65x810g2/33+Ld8R0E2THuerjOtAFU3QN1PawKsuPz7f5bfHfzHX5z95vsyFNmnqwxT++mxalHTpxIK+gJUMfn4MwXoYFcqSrTlfQ5KHCch9W4Z3kHn8pohpCDMe889n6PNa55Ev0Sdb+jOY++VoTS6To6noptrGM7KjSiskk+14sWpGTjnEj6qFTaWHDZAZFdoa0cYds1abqqrurDlXK2KXLTIAsu63yAOraEnSIel3va3u/r+zcF7OACZsxN7LfEpdUMohpbcc7PmQucqxIMoFILm8/4K0ffUZ8A3vDVB95Va10GLAJRxw12Skh/s8J/XpgogjVeVNQPcICVpcAx8WD3yfJXuYDVoABQKgJgFmC50Dm0kYmJFeflN9fS6uywK3WXg5wlPvXpuVLh4LLl4oUKC6uFL0VA1/HyYK8tfs+uapSIhGxlKk5wWA9avNiFHW6n2/y7JLidbnEz3SAgu7+p9TXy+hn9WJ0Py72As4Gup2vcjrc4xqPqAq1RinhjDGJ46j0B6vgclJYy+KayrQ6jIk3x6jH4HAXOBnWS8vFZuBtkyNPufcB+t8/DsF3Asi54e3qL03yqWtCyh5RVpK/R2QAdXwJKfTZF40uGH9TYwNU5QEDbmWSHPyJqV9PGYFtNtep6OCgVxVBEYtbTwRQAilbukpGCGmuVeE3XIFJ2gIOrbsBG68O5dzRRYOFZ151UiviWMtewjcyX7di+lK5t31GfAF5smgChcpjHMFYnN2OVbe2x7UXC9iFQEiCEmjxZtzWpg0rV6cdUJprzQ5tsqcDUXKCW27oLO60OfsoFji4/nBKsnvVWRGjFgWaBj2HUycdRoiZb+rkgV8xfygLqeFmw+gJW71ZZM43HeYzI16cXj+iirqur4SoPi0uCYzxCILierjEOI+6X+1yEcMbyvRiJzOus1/wSs7Pcq90rfLP7RmcGzXHO1TxnOOXBNRuW6gY7Oj4BNc6Q9lphYrFi1QGlP9cF7tL1x4SG93sNpMoQRRr7BARMfsLb01v8cP8Dfn34NSDAh+VDnlxfgj0mUEA7r66j47lgTRB0H0B7jTcsmwuGB/kXdciwg8MpnpBidgHVjgwTCsuWQZUnaKcJmQIXEJq5igJRUywgv566zpU4kRo8jbfMUHo+bjtyhDHekhZ9v7oGRZTNgFQNuS5ppOx7Uh36z6mu/JbRd9QnwHZv1Pmm0FkGP1RqWllw6tVetEGW4+lQB8fBuLKpfWGhweimUCp5fP2mo8Pzs1qH/MdKVbAaIvrElyrHinMKHBe5Dq4zgjm19N4kdDwGBeRAHug6uKE5Zz22GRzb0fEloNVvUzTgHJOYImbMuB6u8+ySuGKJC8Yw4ma6ybq+EHCIeTjqVchc54flASm2M7q8zxvVw/KgHaTjesybXBG5rmnF6PLr0IWId2TSioA62LInQB2fA++59vqxxgRRorIUHottp96CxT3tLqEaLAwYdK1Nw6Qz5EgZWmXVLqi4Si1SJkHPezq+MCwLAIBer4pyTZ7WE94e3uJuvgNQC2lKA3MhW08bmlnjqrahl9muKh9jn09QTzeEQeM4OwtoGqam45qQVHPu4StFjwY6hQrHrhB1qPoZ8L0XJhJ8ZRjxnrG9dzCRs53ll9K17RqgJ4A3egY0IrljE8agVVud7wGTaDAb33RZlHYmm+y9XMjWbUO86biUYE65p6Wr0/i8u1ppINUAqM9LSCrullR5n1q5MB0k27YFMieVYm52m7QjxCp7XDG4bP+rizxBq95WMNt1QB1fCtTYsdAAZCH35Cftps5xxpxmxBSxItuM3kw3qguKMXcub/Y3msAA0IogO6+DH/JzXLbWXtOK4EKeLZRivleEgBXZ+n51VaDuxAG+ddrpCVDHY6D7hZmxw/uxOsD9DJrKp/j8vKaZZLG4Rj0q9xC6vnnncT1eY5UVbx7e6HXtxMFJLSCo1sIW6zo6ngHWbGZrekDYou4aV3w4fYCHxymeygPawoDtptDBU48pgGF0Aqj67ODqDEmuD+vuxi/VJrnawYkSMYW8by1xqUU9QZNIbdcPXxOAOpvCoZldp0mSIBvyaL28fk7bokhDW30h1Yu+oz4BWu0tN3FSAIaQEwmtCEOaC4e0tJTqRiQobcfScuXFe1pP6gqiPG5zAdrFoS1I11YYElLTqgVaJxT+bDtTl+BcduvZanWsUHAbpNlOFSlunFNBzYU1Z+CQr77pdTw3RESTdNJV1aLUUEOTy5qcmHKiM6/Z6Wo37LK5AaJq86ZxwrzOOsBRO65Fm8f/dmEHgegsoSVmnRESENdisyqVPuCRaUzsLPcEqOMxsAUwq1eAQAMxdoAee4+1hbQtSGu2iQ87muoOVe79KOY+SfKaihJxSjmgpPOpnVGkzIWOjidgG7BbXSUTb5tcWDiUxMZBZ11p7GRYLt55HX/Cn7Xo7OsxlQJXCuOMiYA69J4FZiYgTlxDQxvC0Fhbq0uby8dYpVpxU9saXND1xIK3cw5znLEPezXt4fuyjnI0W+D52/sG7zOqd/L+RRUt+o76BKgJAoIGUkmSbgg2UbBVBiY0FuzwbD3jeaECldag1bayIOgu5+Frq1NqJr99HfKslQtqNkwe/9Lm45yD866p+AHVOYWaHv18UAfDCkStTwGo0I9VCx5L50N0dHwBbNv45F6LSLYxTUn1QEkSTusJbx7e4MPyAQDU7ODd6R2GMGDyE1aXkyHO7Plw+oBTOiEgU+Ccc7ger/Hd/jtMYVJDBBFBdLnL5OFzlbAEqirMLXtnnwHU8VgwaLF6BuedVrNjiqrffAw+RYGzNrn87xiPOXl3ZWC2VNrNd1ffQSB4N7/D29NbLHFRu3i7h3L/+jmdqo6OnwPqXrhOaOhBdgC7KaR3agIEow0yjBd2dWz3taHWoSZhjNfUWMo5LLLUYnp5HcaOjJ0YF1oaHedr3Z/uM7OguI5CavGCCRQ7qyz+JUk6mHuVqr22Ugm6zm2L5hYsbNhi4ktAT4CeAKXAFQoYA3fbsQGqpoUXhfq8m0oCUKt33JwcslvH9nh8XW4SzTEsn7P8vF3YtnNkndy0AiI444kLpHaRvDFeQBHmlSnDuuka2gQ7QKMfdRHqgkx1UZG3+nMsWjs6HgulZaJ2WiXmxP2wHnBYDlglC0pDyLTWQzzgJNms4LRkm/hFFhzWA5a4YBd2WOOqNLjjclSr99vdLY7rUdfWbthpp/W05sq3JNHOT3Q18WfCw4ncpKd2dHwKDjn4GtzQCLGtPkev/UfeYz9FgVvi0gx7FBHEmKk58FkTyyHhSRKuwzWCD/j13a9xWk7a6VGWAu2wXTUUeinV5I6XAet0xiTGYqvdoTwgINQirzGWAvJ9PKaobm+2K6L7DWrMxMSEj+ExxjBWNoJU51ylyrHDW+LNJAnX0zX2YY85znh/fI+E4kJaWAwOTo0VgBojrjEnPJOfVPOqBQdX5xPp2Jby3DNdU2EsWZfhl4KeAD0BdEyjY9uSsqBMqV7lps9Nx15QuglRl0NRHbINLoDqoOOq73ujKyrXGnUHdpOylLSG2wpXXapcdQMBWpcfy+e0z2Vna9u1YQXkrMJubBq9r23WyU9a4SAE0mymHR1fAptSc8MAACAASURBVFplTkAKVTRK2sHgB0wud2qWNfO6r8IVjusRx3TMCU9a8TA/4Hq6BgQ6QPVuvsN+2GMXdvDe52q4sZSn2+Ec51xoQNTER1Km3zlfbO/LF+8pHR2PgYODD5U+yeIViuFHcj9v1MDHKHBMqgY/6NpZ44oVK6ah3N9j1QKxEPgwP2QTkfEKox+z7XzM+2eUqAwFJkMdHV8EJQZrhsXjQixUWDJ2NuN2/bC4wOd575tOCK9lsm3o3KY0Oecyda08z8ZAZAcR7DJxPY1+xHfX32EcRhzjsSZKobKFtgwCzqUDckGeMStp3yyu87Ws4dY2Nms0Q64WGl8CegL0BPCCYIuQnRbL2yfFxnmnXEwmNFubT+2wSBXmcVHo8YyznC5aCvrYHjUVBCYnaqkLY/+4pcCZLhCDQn2vTLhK5YMJnX4OcM3r8DmCMgiyuGI1/Fu4s01OhXu9A9TxzGDApkUBD6xr2/YH8obivMNVuMIUJkxhwtV0hTfHN3h7fKvDUd+d3mE37JAk4f3pPd6d3iEi4vXutW4kKaWG0knK0BIXBJ/noThx6vw4YGh44/y5U+A6HgMr6rbjGRwcXMr3/rhWrv9j8DEKHLs3LAAmSZhlzkXB4vimM+KKPuBhfUDwAd/ffI/r6TprPpF1C8qUYBcodQpcx9NxKWBnIdheWlvGC2MdDholZY20Tn0MC91o4yEAZ4mSZcVwyDXXUVNcpgFCOXdrlmA13xajH1XnOvoRTlwerl3iOrsPcZQJJMsRLLsIaJ3ituyDbUEdUmUQtujyEtAToCfAXiwANDCCdgarsNojGxjYhMQmDXycrRpwsVkNEHBuE20vOk1GSE8z1Q2gTg9uOkCbv31Uh2PflxO9eZBu8bGLnnNOGsqdr7xbPaY5T3XW6uh4JigFrlSxuGmR1jD6MVtgu1H/9np6rfN/TuupWvz6IXd8k6vB3zrDi8d+2Kt9veoZDH968AOO8YjRjziuRy1esFrn4BAQspA85HXSO0AdjwWDpDNDGpg5VT+jSvsxClyShIhK0V7Tqm6fwYVMb/ZGH1BekwMgd2GHEAIGDNrx4d7kxV9kIXR0/FLoNSz1Z8Yc2jUxHRn+G1Ns9NWUB1hqW0JS507vqiTAxlcWLIbbBKg5B7M+SWvlOTd6cRadJWuBVJdeCu2rrI0lt6DqrjmgGKhzhta0thrz8tr2XCwdjqBenegdoH8BYAVuvICtvqehirl60QPQC5GPBcrFLZVLSQMBZuDcOLRiwAN4ZAG1aysM+dTcWaWAGyH/xqQs+FCDsQvP0Wwf7UBWm5hpZ8csALZ7bfLVOM5J80LtZ9vR8YywdFRITs7poEOxKG/43GyuwlUWqHqvN3rSUNmpiTFqQDiGEQkpW5PCOP/Q+tQHnJYTxjBijrOuJe3+olbxuUZGP/7WPrOOlwNeMyPGi4FXkoQY68yQx+CjQVyZJq/OT8gmCx4eIQREF+GSy0NZHVQf8f70Hof1gOtwDUmCXdjpOlRtq+8aoI4vA6vDscVm7ZSi6LBNLKKuaqhUTnufTilTl/k8m8jwceVJWnyzv+d+MmJUHbQdosqER4tjVl6Bdu+KkhlHzudB3DbRqh8C1CyhYQ6JYF1X3ZcanZNJDJvP0yRhlmH0EtAToCdAAydkVycH17QLnXNNVUtEdAgosBFll8cnd84ttZW84IJWJGxSwo1Dkyq0DnCq8yl6If6d+hx9fUlNdeEMYhyqeGyzOZ5VC81C21YJzAGaxEg/246OZ4RNNJi8zOusHR1uXMEFrWQ777ALO5ziCad4wv18j3EYIbEGfKusWGSpg1P92KxDrmFuWFOYMKdsrT2nGUChupn5XA5O7U+394COjk/BuUypZLENQL62JRttJP8zO0A4dxMFjG2vubaXtOTgS2oFXQNDB3yYP2BeZ4x+xDiMuh6oIYopth3Rnvx0PDO2VH3LTDmLeQrVLfiQYxOpyQqTHAC4X+7xcHpQHYzS20Q3AgAbEwHzpYZa5TVszMgEBYBSSQkWnQWC9/P7nPD4gIBccF7SUiUapmDPztYlg6379R5vT2+bgt3HZvwoO6nYbF8qlHzN6LyKJ0CdPIqADQDGYdQLklaEkqTyKYuVogU3I8sdVZpOTM1GpptN4W/qAkJ1FeG5NTzUkhzZhIl6oiEMzd9Y0WjOUUT98nmNW5rdtqKorVbk9z64AWGo5g9KAbQ6I7PRdivsji8FrrcUk3Kkg8+ubxFRK3ccfLof95ne6gatjN0td9iPewxhwKvhFYBKjaCTj+3GWlvRKUx5ArdzWkUvJ1YHHDsHhFrZ6xS4jseA1529XpQWXYpx2gEytrUfw5njkwEHP45uVM3oKquaeCjFxjAdfnz4Ue/7+2EPCKoOaF0bh1HVQbyQanLHy4FS7k1Hg50Vxi1wxdwArUzAxiYODh/mD7if73GMx8aYyppM2cSAib3V3nBUiHdeLestZVvp1M4MMnU1Bl3iUmndqZo2aPHZ+2ZdrWmtiZrRrStzgXthSb5ocLWN2fRzYDxH/d4LKVz0suIToPqecgGqZeCGLymQxnGDf9OEosBySoEaUNmMfwhDM8iO1T5tU6KdGszjayvWO6XPWe4r0HaArGsPwQGudLHbJkC8cThfKXSs7E1+0tcDyqBHVl6MtmhL4evoeC7Yqjc7QSc56frSLiry2qMpAWdWvT+91+JAcAHvlnc4xRPCENTBao2r0jtTSkpnYPeTHU4mUovkIJKzvBzyPWRyU/69gwpVOzoeAwY/ZCOQ8syEwn7/ueTCUqm3oE4zhGqCsMZVzQ9YDXc+39fvlru8FwwTTusp7wne6RiJFDM9j0EU59G9lGCq4+vE9hpn7EM3t22n1DJzNJbzJYlx9bp3Lg8SPSwHdVGb19zRt3uK1dDwd0CNp4BcTGCsZ4sT4s47QM6dzxk6xjxu4Xq4xpqyocjghkZCwQK1d77ONip/456FQguXlHV49h7C92y/599oYf/SihY9AXoCOETLIbttWJ5+U10o+h9uTNqZ2dDBuMBspi2QhlZHQWl5QlPJ2CYQtq3JRInH5+9IgaP+AICK5mwCxIoItU36u3IeQOaEa8JV3jcX4xjGhupmK+Q8huWz9gSo47lhKQUikit2KNoEqetRjQucZLqbCI7rEYf1gDnOOK5HjGHEYT5ULV1Mul4omLUccBWdlgoi16Dt/iQk1Ut45/W8bGe3o+NT4HVigyug0D9d0b+VOSaPSSx4P79EgWMHyM5uSy41QxdVLyoJD6cHDG7A97vvMQ5jtQymiZAsldkgde/s6HgObLUsQI2FAKieE0DtlpbOh71WSfd0cDgtJ0CAb/ffQkRwiicthFuNM49nLaWtUckScwJkNeIsyG0d2qzOnN0ozqRjMYKdH2q8+Xh9f6Z471ATqjWujWEJUDXf/AzPGExiiu0bdtDXjp4APQFJkoqWl7RocrOdZcOFxCquZtDeDMGCEZIZ0fSWf01NADcwm/Bsqwx2kdNqNyCcJV5sj7L1qoshtU5sSs8zNxKgdnO4aAJqkmZ1D5YmZ63At9bX1qO+o+M5wQCLrm1JEkIIKnANPmBOM5JLmNyEINlJZ00rXu9e5+p1zINRxzAixpgNEJC0CwQA3+2/w9VwlTvDpdpIrVFMMXeYgs8VQ1+KByL5jhygxQqHXCHvGqCOx4K0SRvQsZPIa08tpj8TqHyKAseEfwiD3u/XdW0KWAz45jTjN4ffYJU8I2gXdvDB5z2xXNoJeTYXgzPuHS+lmtzxMmDp/0CZY8h14No4hwkM47zBDZUCJ8ApnTCFCaMf894RcweocZQzzBdrRmALW6SQslBtOykqMaBOyCRXMUVNnnbDTmUXnB/JoptlCOlngLYI7V3WsosT3a/YkbIFky1raZu4nRkufMXou+ovhN0YlN72Eb9054wfu11clzYfh0Z/s02AtJ2ZqgWiJk9mj9J5J5vXUC4pLiQw5WcKwqlr4mO3+qSIqD97eP3ZgvNQNAEyG6PqIlLLG+0doI4vAe0wBq9VMnZZBj/oz+RR++AxjAOOpyN2YYfb8RZ/8uZPYh/2ueDhAqYwYRgG3TAoHN0NOwBQ6+w1rarNWNNaXejWWTcYnSJuqAekT/QEqOMxYEAz+lGtePVvheJiKdSfwycpcGXfY6DFTk8IRhAtQIq5UBhTxBxnrLLi1fQKa1oxuhE+FRZFMRNhoWxb1OvoeA5YWYCXNtbYFndVH1Q6+rzWU0o4xROiRB16PfmpznVDNZzSJKLAMl3I3FmlzuvhXC01QDBhOulvpO4J8gBhD4/Rj9lp2Oei3RAGLTDbYdyaWJXOrR2zMscZrI+LK269/rxzZj8rPtd+Xi8FfVd9Ar6/+h6Tn3TmxxAGrSBYi0ImO6r/ce0iI6wrSPP7TZbOQEuNDorBAS/w7aZFKoETpzaJgOm4+HZ4KpOprQaIHSoKxi2dDcDFYV7kgQcfWltwlJtKclVAZ2gTPQHq+FIgtSCmqjcILmRxuHeVtunGPLRUFlyP1xjDiN24w6v9K5ziCXOc4XyuCgqyuHyOOaEZ/Yj7+R5vjm9y0BdzF0knbhfHqxXZNtiuXxGBD15FudtKXUfHp+CQ50fZpNned+3e9LlK7acocEzqbQefDqXNLBFXO//Uy16NuTt6NV3pzKA1rhpcMpl6bKLW0fFYbLsUvLYDQnutmVuuUuAKUyC5pN39MYxq/Y5iHqDrRdp4T6li5mWCz66j1OQwdlK3Xl8lB6q3Ke+BLCHGV5byxviQelbGfZcMILgH8Xhq9V1mDvH+8VETBBY7Ultc/9rRE6BfCFZ5mW17+CqUQ+WWNgJoV7PkrRU2AO2E6CIzXFFiHMbmbzwGjLMaYQ0Z+LoWlte59Xcf/HDuxMZDl4SLx+B757nYbtRpPelQLtLk9DWRbb+3m7CdQtzR8VxQWmbKzj6sYCfJVbqIWCvW3mHnd7k6l9Y83LTQCaYw4d3hHaaQjQpGP0JSvu4XyQ46HJSakHIClLJNfvBBZ0UIctCnRiaibiDaleUG5PutuuMRsEW0ZgwCqu6UNJ1HaYA+QYFbU03eOV8oStZ7svCVJA84TSmvsSlMOix8SQsmP+Fqd6WPsd2plxJEdXzd+FjAbg2YLDPFxiOrrA2VTV1qU8QqWffNmEfnHKJqnG2yZWcskg3E+I6vAxSGQilaWy03z4GUPe+9Fgw4ow6A7hVMjMhKaGJNVD2S1Q0uaTlbe02caf7Vz6sU9zUO7RS4DOfcHzjn/oFz7h855/7yRx7zHznn/p5z7u865/6nL3k+XwIJSZ2fkNpsXwXSpc34ORpLw9kW0yo1/5vUWrtUsZuMvFQb6A2/TTj0nKMRe5e/bQMsViXq6UizYFmNgKuOJ2oX6epz5jRnvYQf600nv2jT6bE3nkvUvY6Op0IpNR5aYdPOi+QChHceK7Il6TiMWf8jK3Zhh/vlHvOSB8uFEHA9XqvF6IIsCJ/jjDnO2A/7vOklkwBxxlCxIJ3jnC3i/VBnqsDrDAcAmlhtZ291dHwMLIRZdyvVgUq19n2UBujC/kFQ9woa65Rjkubpxde1VYKqh+UhDwqWhON6hEi2hWchMaaYCxGGYfBSgqmOrxvbTgxQuyRMFhpILShY1gppZwLRa1nNrYqEQQu8Ur9vjrth9aiBjjOxlLT6mpgKm6ZQ3+xQbup8YoxN14azgBgnioh2aWx8yJ+XuDQF+MENzfvfFsrrhwtd5y+JrfDFdlXnXADw1wD8OwD+HIC/4Jz7c5vH/D6AvwLg3xSRfx3Af/mlzudLQES0DUqNi3ZTShvRXizKk4Tg0oYiImoZaluO28Xi4BARtXKtf6OX+yapUAocuaAbfqvlldrX2XZhdCELdKHzObpIJeprxJQF4kMYGlcsqyfSZMlWJlgx6TS4jmeE3uwT1AKVSY/ytbkZSRZ33813mNcZV+NVfr4vSYoL2Ic9Bp+v7RizsHxe5+zIM+y0W3u/3OeNpRgnnGJ2DqJpgt0AuU7h6mbbXeA6HgtWnr33OgARqAnMKqvSbR6TXFi9whbUG/A4ZDyMflS6Z5SID6cPuDvd6fp6NeW5WXfHO8xpxuSm3PH0uRIeY9TX3u6hHR1PBYP0LcVf1wKLYs5c/37jWLiWGVhhrDqhMgxUaWUlkdDB8lIpZJYl45GLboz16IAYJe9DZALYc2lo3BCMbswmVsXAgN2c3bDLBXrDBhJnOlTmXKln1/NF7WxpcmUK7lsbbJ7jr65/hW/33z7v/7QvhC9ZVvw3APwjEfnHIjID+J8B/Pubx/xnAP6aiLwBABH54QuezxfBEvNCYFt/2wFiBcw5p8LmbTCjrUVnuKHu3IUNqC5wduOyz2Piwq6O7Q7xwk+u8r+bRYd6HNptW8MEvjd1KimP9/C18mGStVVWHYLacElptmBnm5QKgu2UbW9QHR1PAY1D2AGKKepa0G5QWbfeZSOCu9NdFpm6Otl7CEOu/LmEXdhhF3Z5Pfhsrb3GFd/tv8N3u+8w+AEfTh/qIGSfh6lyA06S6XbLuiidlF0qWhlbu9SOjs/BI1+rjQlCcRWElOQ/Pc5d7ZMUuBJYUd/D63kMo9JuUkr46fgT3i/vkVLCPuxxNV7h9fQaD/EBd6e7rFdCteM9xIOuw573dzw3zq571w6Oz78qcVxqi7Vk4JziCQ45prOGBFvZQUpJExgAqoezr+WdV5MsPZ9UmTLWMdej0qFVDx7rOBYW9lhs3od9pd6ZMQ+WgqfnVp6vMabIWRdZv99IK6x73a/vf423x7c/73/Kbwlfclf9lwD8E/PzPy2/s/izAP6sc+7/dM79X865P/iC5/NFwOCI7Ujb7lzTqlk5BGc0lrMqnLTGBZJqZm3BQVZ2ITnnqp0o264mw9fHlYucr8E2qFYVyksxWbNJmF0wVuvUvB/UY3JDpFbibH4QDMe1bMzlhfRvHR3PBbV/N4kONygd2miqYFFi1vTEHOx5nzs/QxgwYIATh2nImobr8RpeMoXgfrnHFCbsxz2uhivczXd6zMEP2T2ocLcdavFBOeDIM4CCC2q/+pJoBR2/XXCfCUMNXrhXiJPGAvsxFLiPdR+XtGTuP6vRUuzdxasQ3HuP03rCEpfs+jaMuBquNFCkjkJt6F3IFO3CMugUuI7nRFMQ3rqauZro2G4JsOmAujx4lEVvDrhmPAWPc020+Z6dIBu7MYnJh3eNoy6PxQKzTVjoKDoO7QxKFvh2w071p0CNsdR4yrBxLNWNn41N3mj2ZWE7QmQsvKT1+iUToEt3ze0nMwD4fQD/FoC/AOCvO+fOemfOuf/cOfd3nHN/59e//vWzn+gvhSBb6e7CrnEy4984ZBSSnUGUY1pu7vZCBtqLTpCdRraCMn2dZBam4VhbYVsj6Cv/N4ILjb1o8OFMS0Q3EqB2uOxGaKcckzvrXd707IZKV59d2FXTBNQKu1L9LN0PretIR8dzQkTyrBExFMtCeUgpc57FSRa3iiDFhDAGvD+9R3ABV9MVXo+v8/R6s0F4eExDTvT/2Yd/hlM86SZ0P9/juB7zOkGecbXGYvlbbE/Vcr50QQNC8xodHY8Fq7F2LENKKe/2AixYHj1fx9rkbrGmVTUQpKs5OIzjqDpTZUKI4LScMLoR1+O17gExZppPQE58mJzNca5UpI6OJ+DiNVSurabr/hEw3rIGI/M66/1eafslWbJdo5hiMyORj7c65+Db2Yykm1Hzs+1MWa1SkqSUNw+v9G4mcVdDpm6rrXzZ5+xsIR6X59YU50o8dilJsvDOq7nPS8KX3Fn/KYB/xfz8LwP4Zxce87+JyCIi/zeAf4CcEDUQkf9BRP68iPz5P/En/sQXO+GfC5GcAIWQk4itY4cN9DUPMRk8gGZh2KqA1e1cuqjIDz0T15WL2uqN+BopZbqNzt1B5afyX8shBzY0PFcTMHvu2y4Q3x/Fd6S62XMCcPHGo1UU9A5Qx/NCaQW+Xlusyp3mE+6X+7x+Yt4s3p7eYsWKfdjj/fwe+7BXCtwUJq1iT37KlXUIXk+vcVgOeFgecFpP2SAhLTgsBww+U0HnOGeHOG4y3qm2CL5q9wYMZx3Xjo7PgdeKpRhTu7mlNX8uwbD3YwsehxQgq3nlTDhS4MiSmNOcO6N0VAxBg7fgQi2guVx5f6xRQ0fH52Dvn7yn6jooDB3ttJvEe1tAtp0UFslYtNJCMkQpnVoEzwdrXl/Px3RiRUTXBSUGg89GBOzi6kyfQt1jB0rNC2LSx+yGXZPocGg3UM0UlHlg5hVxr7TxZ9PNurAmSdne0gm/ZnzJBOhvA/h959y/6pybAPzHAP73zWP+VwD/NgA4536FTIn7x1/wnJ4Va1oBAXbDTpMJS1eh8xOAJpMXV6cDO1QxHCt3/B0pcE0HyHR2yJG2r03xnE3EAGiFwM5o0IStJDbbGwHdfOwxdKFLK4ZzzsEUMerGV+wZuZht5Z1JFlu820GqPQHqeE7Y9rwgrxNa+c5p1orbaT2pliemiOvpWh2v5jirocEUJpzWU6bwGAed3xx+g9/c/wZLyvODbqdbfTwDRw5dFVeKELEWT5gUsaq2LZp0dHwKWkjbXDK8/tOaGgObT+FjFLiYojoYsvtD3Y8tdFHHya7OYT3gYX3QDpU6W4WghblmUHfvAnU8I6zeeisPAGpRgGuIa2Zb9E2SVGOnjBpn2DG2sG0ocBBowmQZQByMzfOz5h9WO22L08rmScUEoZwvCwk05rLvkftOQGg+A/v+qUtlHMi4j+YkFtQ0WaOGl7Rev1gCJCIrgL8I4G8B+PsA/oaI/F3n3H/rnPv3ysP+FoAfnXN/D8D/AeAviciPX+qcnhtLyvSwrcgN2FDgXEsx22JbbaDGp9HmGLDCBpjjupxI6MJz7bGJhupmKhWkI1g3OM4ysc9lcKYXu+RpyqxQ8JhAmRNRdBOWysPKNzc4e4qWAtgrfx3PiWb4owBxjSr0ZGJyN9/huB6RUtLhpez0eOdxWA84xiOCC7gdb2sFrhwjlK8/fP+H2eUtRSxxwcPyoK5Yp+WUbVSdqGgcqHxzuDxbiLq+Rsze0fEZMEAaMDSBG7uMCbVw9rl77McocGQGTMOkwdkpnQBAdTxO8oR7doru5jtMfsKH0wcEH/S6ZleVa4mjJWyVvqPjuUGzKBaUbQGbiZC1jG6SIMgZowXYaLjLl9V+87GWSsbOC+//mshIbOMmMnQ258HEi3Pk+DzGXfa92o6RLUafGVyxE4vaAVaq30c6x3a9vpSC3fD5h/xyiMjfBPA3N7/7q+Z7AfBflf9eHOZ1hiDrBU44nbl/sBPj4KrLGiqtQDcgthhd7fiwenapkufgmoUJ1GoAAE28mtaqk3z80iaNMcIPNXFTMwRjf00nOGuH7V1eaAmpsXIEWhFhQp6UzGn29jXYSmX3yT7XVlz65tfxnLCan4iYqXCuzuqKEvGwPuB+ucc3u2+q+1u5VrmmB5cTmf24xxQmtfxd44pXu1eZ5rbOSJJwM93gsByyBsjloXQP64OuzyB5ftiSFt2IWR20wtqXQino+O2DNBlrg63dFKlUNdsR/RhELsxHAZQZMPpRHaNo9KFVdOcwpzx0NfiAUzzBB4/jesxrIh5xWA8QZBopX09SdVDthbCO54S9lmynB2gpcERTQLDHkFqoLg9okpqzpIg6U6O52SZLGiuWYjJZAc3cRaBJiBotq6vrBw46kHjwg57TirU5xrbDy6TP0thIvbtkgsDz5xykxxirfE3o6tonYE2r8qy3rdIosTpsuOoJ/6lOENeM8rWRzjpANkNvtEVoKwWWAtc4fTjXLCb+3tpn8/VGP+r7tI/l8bbtUuuBzwSOs1AgxhlF9KTz+adzTul2SFdHx1PBa4zdnoQiuvaiFDiKssVlys7g8pwfOhlOfsLt7lbXCmkGV/4qa33WA6YwYRd2uB1uMboR31x9Uy1LU+4AscI3jEMVwDo0RQXtHr+QalrH1wF7r9fgprAQmKw8lQKngyD9qIWBeZ3zQFNDm04pF+MGN8DD42a4wY8PP+KPP/xx7kYVpsMYRqzIQ4dRtEpOehGs4+m4FG+Rbgm0MZHGaKj0S5rcaIJkirbWvIBaNibt/LcxfGLcZd3nUGM6Pj7G2CQ81j3Odm8oU7DSi1lmnU+nJg+o1DrGh5c6V0AuDtJx7rAc8Ob45vzz2yaE5jg23vza0ROgJ2COs7YZ7QUI1CCLjk4AWjEZEwizgCyPlBUwWgvax3h4pc9Y2gwrEzZTl/qiqgO61Pq0+gMGXfSAP62Z2qBaPmeSKqm0NSsAJH1o53d67prY8XNxeYp4cqmpHGjloW9+Hc8IDeZc3gjUflqcznWghekUJizrogJUbkLOOUx+wiqrHgsOuN5dwzuPt6e3Gmiukg1SbqYbzCl3i1dZcR/v1T6Y3VQUXR1QB61yPoqlMnR0fA7OZZqypU5qFVqquYAtWH0MtphmwSRnCIM6TK2y1ll3wWknVJDZB9M44Xa8xYfTB5ziCYss6n44uKFxNNU5Qi9MU9DxdWJrOkCDDkvpsl2MraTBgrpMoMYymjwV7Sbn8QB1jo/tZto1Ze//yjZAapg4jNnU7a28DxbgTumkSQ3ZBruwy2Yjhcnj4LCuq7ILyHzYxoAsvifJOm6k7AZ8ydyAMR+1STbufQnoCdAvBP9Hc0quhXdeRaHBZXcOVhP0MTAdoe0NvlSgWT3bZti6wFKraWCXiboG/RsPK+2MHqCK8awLHJ8TfMj0PiZAMFWOkqxRvOdc8a4vL0d/erZfc2zplR63RdMOltYmsqPjOWDt35mg8GfOTDguR0zDhJ3fYcGStTilu+mdx8PygDWtWOKimx0NQ/bDHh+OHwBAXd4GP+SEqayH98f3eDg9YDfscIiH3GVNhjNerv2AoBXyl7KZdHwd4J5kqWscgg3kCu9j6G8AmmDQgvTswQ/aAaJRCPct57IGiL9zxk707AAAIABJREFUcAghYE4zTvGE43LEcT2q8xVQ9lVXNUq9CNbxnNgyX4CNvsdoX/iziFSL65LMMy5THVH5YqGZz9vGOltjBKBqoi+tMxpXNd0a48RmZ2155BjutJxwM95o8ZxMoSQJx3gEAC3AXYqx7GBjAJoI8V7AeNPCFsOtZOJrR0+AfiG88/i9V7+H3bCDlzqZl7ATeYMLtVODVlja6IZQf68mCJtEQFANDuy8H16YMcWGtmDpZlwMfIw958YcweiSdsMOx3hUSoLleDctXVbDy/dRYp6nEuqArmbhlg3yEmeWx+ibX8dzgq6JrDS75DTgIp2VM3qYvN/sbnIgVoSja1oxxxnvju/y1Owy24ddo/vlXs0PWMFm0eDD6QN+ePgBHj4nWHHJIvLNpuwlb2pc1w2VqaPjM+CeQAozwa49h2h/rrtitQlbLHHRvS0hMxHWuKrRB6vZy5qTokXySITgAk5L7rYOYcAc51zJ9nkdLHGBpE0HqBfCOp4RTP4ZbzGWOWPxGNtpoFJKWZSyCbpaSDs0MZvV0Nnkx2qAVlmr/pMF7mTiR/N8ux/wedfDNeZ1BhyygY/k4fMslAcXtAtEc5HRjXr+VhsLqfTANeXixW7Y6Vw7+xlaNJomdArcvzDQBWOuB49yAcNcwIZPmp9YnrahftkODwRnFDiguvxsqws26Qmh5aLaKoVAGl0PX9MmXHzcftgDyDQ4e4EDRqfjynkaXi31E84bYZxJ3Ph8vg/bHoZDkxx1dDwH2K1MKQtM1WREKtVnjTnBYTK0D/vGkdE7n8WlKeLudKdVcEmC3bjDkha8P73H/XKvNtreeYzDiD9894c4LkfcXN3gtJ6QUtmogm8t4F1dG1yTvQvU8Vho8izmmikUG3F10OHn7q/bIYkWNAihXiEuUWf/CLKuDpK7TQ4O96d7LHHBh9MH3C/3+NX1rzAgG4eIK/QjqS5VAgFSodr1faDjC4CJDPU9QGXTOHHnMVt+QNXQSE76GQeRqsZEyMY51PDY39kuk+q5XesCx7V8Fsc5pzHcftzn4kFacmECDruwq86kPugxDvGQX997LYq/PbzFu9M7Pf5hPeDN4Q3mNOMqXOFquEKUiON6vHgvaAqLuKy5+lrRE6AnQIdF+bZKy4uX33MAohVhA5fpBVaj8LHqm+qHLH9zq+3ZJCv8mQtNIM0gLLsg7XGVYxpPF7VO24tdkAXlS8z6Ca2elNdnxdD+jgt/a/bQO0Adz4lmc3JJr0PO2yKdYPQjRjdijSv20z7TCuIJk5sQELAPe3jncT/fq0YnIeFmuMH1cA0Pjx/ufsAhHrDKivfH97g73eGfvPsnedMVh0WW3D2GR1pTs9a98xjCUDnh/Tbd8TPA5McPvrGaTkiZbmkKY+pidQFbloDFGtdaWUbCggUpJoxuzAUxCVjikosAMeLN8Q2GMOCP7v8Ic5zx3f47TMOEWWY1T3Auzxqx5jo8946OX4qtDEAZLKgdlUu0fJUEOGnuwexerrKqzIEdy/IAiPmy2jabP/DxazR60vJ7Sihs/HRmZlWYOlOYMPgBx/WYCxOhdS4lxS+l7Mw7+UlnzAG5yKDMIedwXDJN7ipcYT/ssRt2GP2Id6d32gm6ROWjLv0l0bb7zvpEXExiSDMrFwqFoYBJRMq/bLPmg9WOjFYKcO6G1nRb2LY0w1WZ3OQ/V4oZExirNdiel7XhJvbDHqf1pN0e3kB+OvyEP777Y/xw94N2wE7rSec8XI1XVbCH2mLW4Y7mbmDPs6HidXQ8ExhUse1vE/41rpiXOdM2h1Eft/O7rP2ZH+C9x+3uFiKC/bjHh9MHJEmY1+wgtws7wEGpPfM647AcskNWnPFufoclLbn7IwkhBNXOSawbZgihqUraCd0dHZ8D77lW26AjEorzIQO+S4Efse3UW8xpViF1TBEpJnUtZWV6lVVZEHenuxx8lYJaTFGHDR+WrIXz8FiRg0F2jnRV9L2g4wm4pNO21xWpblsNEP9mY5IoETu/y8m9RIxhVImAII82aChwJRZjV2i7njhaQSlwNMEqJiNATagsBY6jE4IL2A97TWIGN+T5i4X2puZXEJziKRemvW9iLv3XAaeUH3M73ea9xzt8s/sGzjncz/f6XgiBKSByztgLQU+AnoBtd4UXEBMRBvy0srY3cZvZWx93XuC00b6oASqP3bptNBaNPCfrrCame4TaxtVFl5IOU7WL/nq8hkBwXI7qSHVYDjrpnq3XKBHvTu8whhGvpldnA2KVg264rfy9z1P69Fz7MNSO5wbpDVxCCUk3BnZs926v2omIbIzgnMP9co8xjJkS6oHr4RorVrw5vsEiCw5LphZww+Pmc7/c4xiPuv5WWXE332EMY56RhVp9ZLWeAyy5FnUD7eh4BHj/PEtcCk1lkaUGbJ+4v16q8gLQmVl2vgidPPXaLRSdNa46A2h0I+6P9zqIdcCAmLJ9Nt0WVxTKW6p7ZGcCdDw3SIcmbNFXkxfjdqv65fK73bBTF0N1WSNt3+lBG90ONTdaZKYBD2Iz7kT3JNQOEM9LNdtGy+2dx37YY3CD7l0cQA+XEywfPJa0qNbVvierA5KUu8LBhzrAtRg7TGFSV8dL0FhWLtNmv0b0BOiZYBMO64RhRXS8WPVi215IUqlsdOC4NISOyQk1DJbCw86T5Y1y4ViLRbZGbRLXdGHMuY1hxBSmXM1OEad4wimecD1e49XuFcYw4hRP+vdX06vq5mac6Zjg0TlFE7JNJaL5PD+y2Do6fi5iinlDQNSuT3Km+OCddnAsvYCPnfyU5wFJLgoE5ErfGMZsfCD5+Puwx/dX3+fjSe6KTn7C1XiFX13/Kg9IHW7U6REJ1TlHCqU25OcOZVb1S6EUdPz2QX7/4Ib2PsrEf026R3wqufhYByhJUm0bjxFj1ECLnVZBnqXFpCuWr9vpVosLAsEpnbLbos8UuOSSjniwlKWOjqdCOyloLaCtE6F5cIZD1SWzAzTsdG0NfsiJTenUs7DM4zPGYVeHiYVl/qgttRk6ahOereQBgM7/oS71erzGftg3HRkgr9er8SonVSnmocOumh3wtSBQ7bpNgKglZEJl53wpNc8wev5/ZYPtnPuLzrnv/nmczEvDJUEbUDNh1df480qW7QptW5BcAHYxEdqxKbxSIFcldIGWX2rrVOqxdbGXhcDkSnmwJXtv7A7LMdgFen96jw/HD/DO42a8gYPDzXijQeBu2GEXdvVGIy3lz3aWmi4PqXxG7Lf9zDo6ngLOW5Ak2gV1Ul196JAzuQku5TUxuOxqtciijjgUu95Ot/hm/w1uh1s4l2eeODjA58Rp8hN2wy5X3JzD691rfLv/FjfjDV7tXmVBbamca8HMG5e6UqW7VATp6PgcPtY5jIhNcexj+JgJQtMBKnpSmhXQ8nqNKw7zAckljBi1Wk2HqjWtmiwdlyN2ww4QYJFFjwmgJz8dXwTba/oSHV+NoQwdOUq+jnfBJEBuUMYPDQH42O3xeTwL60ZHNo4tIAO1AMb4ycOrCynX8O3+FsFlp1IvXveNJAlX4UqL7zx3q4GF1S2lwmJAaNYiO75znM8/TyY8Hq2hz1eOx3SAfg/A33bO/Q3n3B+4l5La/XOCdlAslQtt4E5dj3VXU0qYpbCxLVnobewYYWMQQKhbjqudpjMTBJOpa2UumQVuaA5cvOwqWeyHPX7n+nfwanqF2+kWr3evawIFh2/33+LV7pXyRu1NZPs52RlEPEebGDEhs+ff0fFU2K5nkqS6Ba5bDoaMEvFh/ZDpBA5Y5jwDYU0rbqfbfCwkpcQFH7RD6sThtOaK9jhkq9HXu9dZGO4DjutRixVAFeXaYkcoX5yHYrUcHR2fA7n4dkadJhFSDUBsEHQJ23u4/r5cs8GXQdYp28g7yfa6EXkm0JKypfU4jaqPADKjwMNjRP79kvK8rcENiGvU4I6GDd0Ku+MpuBg7GQ2oNTqwRlVbLTKNBJxzSo2G5OvZdpY4+1FjsY1plNLdyq/XuOooFVsMT0iNltv+fCmOsrQ2UmCpt4MDroYrpJSUJmd16ErHk6ivw3hSO1vFBZUaPwvGuPbnl4DPJkAi8t8A+H0A/yOA/xTAP3TO/XfOuX/tC5/bVw+7QWiSwxs2NoGNO+eYXjoeLxxWo7cJhNUARYmNjse2NblQ7AbXJEmuVjjsxbt9Pfv94AdcjVcYw1g7Os60kqW+N3XI2y7+QsGzYj5LF7SPA3oHqOP5IJuv1a1aYGDnhmYiMUW1wj5KdsX5cPqgCdAqZVZQEa/ejrc4piMWWfCwPCgn+3a8xc1wg9GPuApXuJ/vG2e3KBFrNJb0petkJ35fEqF3dHwOltKj9/hSXGOy/7kOkA2q7O85X4R7HumfrFhHiRiQhwP7VKk0rFh773E9XSO5hMN8wP1yr/O4SMmxyU/vAnU8BWcFp5JANIG6bB7vasJC8NoMLmiBjF1PfW75Ugocdd1lto9A8Ob4pkmwaDbAc+DxmmHG1gWuFC+4/wDGwKqYJ9jkycFlycL+VXaJK8+365/Oc9SmaoGDHSpqn9LSfLa8T1hq4UvBo3ZWyZ/S/1v+WwF8B+B/cc7991/w3L56NAYDqNxH3rS5eVgepxW7aQvSJDVaFTD8TvtaBD3erfDOo3q7N5sWjRE2XRUrqGsSqc37s6+p3RmHSsFDTcC4MarV9abDZbtUNrD72GC+vvF1PBco/AZKRS3lQFBpC5KNCJzLNqfX47VuKh4ed8sdbsYbeO+xrAsEgmmYECXi9fQaAHBaTrif73GKJ8xxxpIW3C3ZAet+ucfd6U6tg1kUEV83ZRFR+1+grpneeO94LFj9bYIncx+NkvU6n9MAbRkKBBMouzed4im/NjxWWbOuDdkha5EcMDk4naE1+Qk3U6ZQP8SHOmIBDhILI8Cda0M7Op4FjJN8Lf5aE6mt7IBg9yP4gJvxRmUAtngdfFA9th5balI0rzOO67FxS2RhQOfRpVXNB3gOW0ocZQw21uQcLY5msefB5+oQetJgUYt+CQkulG6P3xTXRTD6URM5/czMv5CXpQEaPvcA59x/AeA/AfAbAH8dwF8SkcU55wH8QwD/9Zc9xa8XW8oWLxgG80pF8OeW1FtfeaAuEmbnvKi5wOzj+XxSDyBQ5x3bxbH0Mmbqq+SFZylw7AYNbjjbGLduQLZ1DOQL/pLttlL4DGwSpp+BtLQ3Jn5R4ouqJnR83bDCagiy9bSrE8HhoQ444gRe8iZAbc8SS9ITJqySNQ9Xw1UO6Mas+flx+RE/PPyA766+w+hHLMjBX5SIh/kBf3z3x3VuhNR5DzbgG8IA+Hw/2AayHR2PBedIaVU5lus/ifL0P2eCcKn7SB2E1RjEGJXmJqmsq5it3slmIOsgIWHwA26GGzjvMM9zLR4iIfncYaJL3ec6VR0dPweCaghiYy2l7hf9pT7GdHHUntoPmIZJtdGW3cM1oxS1Esfxcewizeusz+FMRlsct8Vznrdl7VBXx3Mkk8HGVtahju9Jo0zD2tH9jQmPVDaEpCrdIH3O6oDUBMGda9a/dnw2AQLwKwD/gYj8P/aXIpKcc//ulzmtl4MzsWapJCt30rUucPx3Sw0D6kUPQAdrbTtAfB3SG9a06iY2+EEX8PZ51qWD/FPtAMEkNsaEoaHBbaqBXKzW1Q6o71spcKajpBugccGzyZ09D5tcdXQ8B+z8H3KquWEwKaL72rLkQb5znFXXQ0er2/FWN4vdmGf/xBTx3dV3OcFBwKvdK+zCDm+Ob7RSNw0TDocDvt19q0WIlBKSK5udZPMD7bSGvDYsBaOj43Owjp9NR9/uVenz3RUWzLaw80ZIU4uIqqNY4oJ5mfGwPuBX46+wSk6AxjACAhznI346/IRpmOCTxzEecxENIe87qTic+ho0dnQ8NzTJMIVYXu52nwBMjGZiLUKLyKWzYovYCqPjXmItivGYdvRCcEEpqmcJkB2MipI4maQlpdQ8jsW27XsGoK9BsFPrJdPxQgoaK3KfHMMI59wZDY5/twnVS8BnEyAR+auf+Nvff97TeVngBa4T3I0BgqUIWNqbbbduRXZApeCscW094G0HqCxaTvoFqXPuvP14lnSR11qer7xNEwxeAp9vH2M5nz6UaceoF7+tHNhz1/daOOQptQP0zpK1jo5nQEKxnC4tfDqwMVkn9SC5hDnNuA23SJLw7dW3OKU8CHjwmRonSXBcj5h8Huz47vgO1+EawQU8xAcEH/Cnv/nTuJ6u8fb4Fu/n90qZ4LmISA4O4XISVK75wQ1K1eN5dXT8HAgEo6taTYFohzFK1AKb1S5cOsala4/0nMEPyiyIMZsXiBOsWHGKJyyyYBomLGnJ4nHJ+0x0EYf1kAsO3mGOc+4gedfofyRJ7speoEZ3dDwWTSGX35d/WJBt5AE0qZHW4ZddFztja5sgMWlxvuhITaJkqaeqm8M5g8a5wtJxeS8AzjXVlrp2qYDM8wsu6FBhmovwNVjwJrVuiUt+b8bOW2nZJm5lYZCvaV/fe98kXF87+s76DGDGD1Suph2ixUpcStUq0W4slvrFDpKKSs1FCLR6oeACFqltS7ZRLS/TVvHsNHCgUuBshflS4mEvcHrBM2nSJMrQFTyqRbetfHCx2MoKZ69ccn57aYK6jq8bSs2h3XvK1210dVOY46yDIil0vRquMIUpu1e5LN523uWp2m7ItB1kus/gs5PVPuyxG3f4navfyRbBSXA1XalFMCvnSVIO9KR2fYcwZPpBoRRtbVM7Oj4F7hkhhEZPRjhx1Qjhcx2gC1x+a3jA63hNa6ZtwiGuucDgksPox3y9i2CJeV1JLIlYcada0qKCbl7zOkbiE0W5jo7HYhvXqAamdC3Y/dkWeM903qgGUoznGpOOchwP3zwWyNf7EhcEl11DySJIknRsiRYKCtXuzARhw4yx9DwyEWznaAhDTp6KzMBS/HQsRDn3eZ3zbDtIcwzGZ4wbRz9qF4ufk33sSypW9J31CbD6GZuk2G4KuzXOOc3+LWwGbTNt2i1uk5f64q37yOcoY858XWpRnr0X1Mq45WCHEOoGVZIn0hdUX4G6KLYVRA6PtLxRPefNutnOV+ro+KVodATlpk8jAm6AKSYd9DtgwG7cYT/tMQ2Tzgs6rsdsjuA8jssRQxgw+Ukra2MYVV9xf7rPlbW0aDD3ze6bTO2RbKudkBMgUkcBNDalLKB0dPwsSL5X2/u8FpQcsK5rE+BdPIRc7gDpkO5Cv4lS6G/JayEhImI/7vHN/pusc3MRp3TSYM/B4e3xbU6MyuyfELL1uyRR/ScDxJ4EdTwnbBHYFl8BQ9sXnBWqY4rNkNHyhHxMSY12kwkSjykQLCknQLuwU8MCS3PmmpNUpA4bN18Wre3atUYF+bRr4qSzFm2M6c35uWrgsKQlJ0ylQG8pqCykkAaXkD5qh/2SYra+sz4Vcq6z2c4Aon968/uSUXNRHNdstRt80KTACqCbi6pojMYwqm87FxEHqAJVL6QXOfVFxT6bx7XtTZt0tW9TGl65TaRsF4mUPDsQzD6fHSG7oW07U/bxvQPU8VzQ3mMRd6aUq9Q6/8rn7wdkgevteIvJZwrPYTnAOYf75R77YY/RjZjXOYthw6QV7mmccDVcYY4z7pY7nJYTYswBY5SI/bTXSdqsPiafkx9+TX7Km2+xK7U0io6Oz4H36LPOoa+V3wXtwNFL+KgJQkmAqDklBQ4emriwgzqFvH4cskHP6PLE+iEMeRBqSqr3AQCJ2Z5egzOnq/b5PqCOf2Fh5ySqfbOTxixEtl8iTYdFO0CohVst6MJl/QzOnXBXWfOw+LDTezq7QMoSKl1XJkrKlHEX2ACuJhw8fxYTLAWOxlzee+36qClD2YdiysO+R59jSkiVdNg4D8hDviHZCKHpkDnTKXshcVtPgJ4A/k8Ovs5DaDonTrQdauloDHwOywEigvfH93hzeNMkBeRCc2E0eqFCkxvcoMEVgCqkRk3GbHvWdmfILW0qa1I3T8sNt9WGZliYocBpAmQ84+2eZSsh5ZuL9Ap7Pi/NUaTj64UGUQIgGlqnNzfsclM/xVO+6Uum8DhxWJE1eQ/Lgw45PcQDvPe4mq7yMZCyCFwWLTJQLOqd11lA3mVnOZ4PX8vyroE614FVwI6Ox8I5p3pSoBSUilsoUnFx8h8PVLR4dqEYRu0CgyzOsfLIlWtSPqkRmuOMIEELC79787sQEZ13tcQ8MHVwQy0OlMTKauE6Op4TWyYMNTEal7gaD3G/oGbTGkjZRIlJgNLNYJKCkuxP45QTIJfXDosFSktzUDdfW1i2hWaNx7xXShuwkVOgzoOkSUJjaoAaD2riZIa0ql02qtabsSPX7cfsrl9K3NYToOeAqxm1nXjNi0YTJHNRzOuM+/keb45vlE+5SrWwbqwLcV6ps1OBY4y6mC/xts+SD6CdNeLaKoK1bNweh8/TqfWcR2SSraY6Ys6dNw5WIex7ATa6Izl3mOvo+KXQjovL1xsFqbbAECXimI6YwoTduIP43O4fw6h28wzQdmGH03rCzXCD373+3boRiuSA0AGvd6/xe7e/h++vv8fVeAXnHP7Uqz+lHaI1rdn8I67NJjaEXFmnPq67wHX8HDQaIFKjyzXP7r2ab3wsAUKlRG/B+z33gIioha9V1mwb7xx2ww4Olfo9jROCD7jd3TZFMg5WHd3YFAWAXESkrqGj45fAamcIdUBzAEOVj81c3HZ67Byd/Gvzb4mfmvk85YvFsF3Y6b7DgdpqoFX0Okx2tvGf6onM8HjGbixciwiGIRe4LyYojPHM++SIB2vHbdf+9j5gjRD4OmQ7kbb6EtB31ifAUt8A1CGfrv07tTDaISpc0SRJnUK04mUydZ3jYI6lSYmrgdIpnpQyANeel02krE5oS4FrWqk4d97h9wGhaigknS2kpqqNczqdXdCck2S7WNvHdupDx3PAJuHU6OiGZTQ5SMD1cF0TEoEKuenUdlgPuJluMKcZMUXVBKVY5mylFe8P7/GwPKh5ArVvwQdcDVcYwqBUA27Q0UXtFAFQM5GuAer4ubhU9KL19SJLdl3bFOUsLg2rJrQ6Xfa0lJIO7ubx+fd5nbMJgivzs9KKnd8BAOY0a3HwsByU7r2mVQsNFIR3dDwHtgM8Udg0wAU6qLk3K/NF6qBTq122CYvKDkyXRiA4rXlY8BQmAFXDTc1O4/BWisv2d/l0a0w0uOGy45pAO6fBB12j/Nv2OEkS5jhnExLUIrgW7pMoG4Gf3eCHbF6y1W+/sHCt76xPwHb+DbmW283HmiRYDqqDw/dX3+O7q+8AlI3FzAyiCO2SGQApBDFGfJg/4P38HnEpVYGPtSWZnKTLJghswdpqNv/GGwEX1HYhWeqcdz7fWDan0dDyys2EHNzmHAt6B6jjOcGNgLNGkuSJ2dyEIqKKP5l4TGHK80qKTfsQBhyWA26GG6xpxXE9IviglbPBD6qDmGPWCHnnMQ4j4IC7+Q77ca/3ghCCzkmRlNcYNUVwtXjS0fFYqAOUH/Q+T2oN7+O0sm5mlRhsi3sWnGvFPY1DgQefHadijBokUfcQfFBtGwDV2t2MNxAplvJh0oALgK6HboPd8dzQ+z18Yx6g/4qJRcz3ukcwxrNsmVRivVK4thQ7Gig4V+ZhIdPT1pTXjvdek32yZJxzmsgou8ZQ4LTgzSI2be1d1e/YgrNNeti9dcgjV7im+Vgbk8HQAnlfUA3Tdh6Q0Zm/BPSd9QnQC09qonNWYSi/5yKy/GbvvHJBBz9kTqWviRKP27RbpV7I3vncQi1tz4f4cNaapbYBzlgfom33ni2kC5VB7QDRBtu1dDu7QSm1wtWfzR+bx6nhg/fNIt1WUTo6ngIm3Va/xqKFE5er1iknP5ZK6nzesKZhQkwRa8wB3ev9aw3cBj/oAEhr6EEha3ABYxhxO97q/BN2j2ylnWuagatHncfQ0fFzYK1xL4H0lZ/bASJVlMWrJjlxOSBaZa2BpUN2VQwDrqZMAz3EAz7MH7Abd7ierpGQ3RV9qLbaAkF0UQPHvg90PAcudnmKCQI1ctYVjpQ3uHa+4xnzhXQ618ZoVkd3SidMYdJuisaLgmYuI0cj2MGqVssNVBbPtlBhWUf6b4n/tsVlPpYDvr3zzWdh36edZQlUp9J5nZvX/5hk42tF31mfEda1jNzn03qqF5c1Miiwk4WZNETE2gEy2h7CtlbXmKvH18M1lrjklqjUDlOTmNDGccMt1YSnPJTJiL6e+X7wQ11Q1rDAdq6McM52kiwNz1a3GYjaFitgLBz75tfxRNjEhB0fEdFhi6w6Ozi8P77Hj4cfs62vCG7GG/hUhqSWmSe3Ux6SejffqSmCDf7opuO9z7anfoc/8+2fQUq5M5RSUioezRNY9aN9MU1GPtbR7ei4BAZNox/bqq6Ua710QhnUXcJHEyDkBIidzSQJaU16PFup9i7vT2taERBw5a+wyoof7n/Ab+5/g+N61EDqGI+ZXg2opqhJsvoe0PEM2LJaAJzFMryGeR1rZ6gkOSxQWbaMjdFoM22LypCcLNB8Cshri2ZXLCrb4ah27fE4jLOixOoSZ+jaHLCtCUlJ5lRnDTkrWp/Wk9L6bJGerr/bWJC/b3RArr4n+zl/7egJ0BOgE+TZvXCV3uWQLXPfHN80vvG8wPQCLxxUmgnQ/x2oSYx1FCl/UCyywHuPMeSp33Ocm7+fLWwnZ8fQ1yoVQyZETdLFDpCv1oxWKKe3DKkJlfXY3woRG5vsbUJl6HX2tTs6fim2Bh2qOyvJDylCTjIl4BRPOMQDgCwQvY/3au+bJGEf9mqLPYUJox9xt9xBRPA717+jNLaYIr6/+h7Xu+u8+bmqwZAoSDHBSy2OBB/gpSZDwKaD2tHxCPC+a6kwrC675DTw+ti91RbyLERy8qQUOIgO4/bJIyLmhKe4Ws1pVgOR3bTDEhe0Ltz8AAAgAElEQVQc52MuBKQ5096cy5XkUkGPMepMLt2LPkLV6+j4HGwXZoshDPkeTOozTNxVrj3+nh37wQ9tUarEL/b19PsS98wpu35Ow6R/syYi7PZAoHvM1gUOqMVhOsfp+yvrXcegbJg2tgi9ZdcssmA/7PODY32OtdxuivCFzTT6sVLgSueMn8VLkS70BOgJEMgZzUstQr0R97tKY2N73yYEIqKcyia5MK1SS2tjt0YFdC5n73SrIrZtWqX2mE6MpcABqEO80HacLM1PIHXSsdTXIi51q85ezzwvIWn1z1ZorCNeR8dTwHWVUk1iIDnhoCMWAB2OyurcT4ef8t/NdO4kCcMwILiAh+VB3a4elgfswg77cZ+r2MXdiqLXRTIljtc+Ha6A2j32zmebUe/hpXZqOzoeCwZvtnvIez4r10sqc4A+Uqm1WgELXtPWPZEDHclYoBbCw2NZF51/NfkJa1xxv97jfr3HvMwa4JHm5iQ7Y4k3Jjt4Oa5SHV83bDyy7WxspQM2VqG7b2N2YB7PxIVFB963V1nx9vgW74/vm8IZTQ60GG6cPlUXZNYeu02WEkrNndUAMWmxoxNIX7PHpKmDFjRKAR4eSvNrLLcv3CvIWrJaJ3FSzcBeAHoC9ARYzQwvUPs/XoVgYhactBUJXsCaAHFDKQJtoHXssK1bDpgLyNW24Kuozp5jwx2NG3GdOa5zrnEy2b5XoAy/S+fdKN4gOCiMN41LnxVBwSAr5VvYakdHx1OgfGyfNxCuO2p3nDjAQ5Od/biHE4c/uvujPOA0TDjGPKw4ScLgBoxhxGE9YAoT5jTnDW7Y1/tAoT0En5Me0lWDC7nTA4+TnPKMoTLPYfBDdalzrTtQR8djYCkqtovO5IQmCJ9KLLaFMvt7rU47r2uJVeeUUh7sWwKtD/MHpJhwE25wSiec4gm/fvg1nGSqZ5SImKKuHw4jTimpWQ9/7uh4KrQQRoqlr7Gb7eQo9UtM99QUhS2rZUv7t3hzeIM5zridbvHN7hsMoVLggg+6fvQ1nVSLa+PeqwUJk1wEH87WKTu723Vr6X4ErfHhyrkU6qmaMJh4jSwne2xboLZJ0H7Ya9Hva0dPgJ4Trm4cAGo3xnSJxNXKFqtozYVedAl2MW1NELjgbNIgkBx8OYfDfKiPFWNs4MzPZoHooi1ZvrZdpfJGieDzhGMmPJe84klvswvokubIig3PaH54eXzSjq8XOpy4rB92aByczu3x8JAoyof2Idv4jn7E4AeclhMe5gf8cP8D7uY7eOfxMD9oJS+4gGnKIlfqheY4Yxd2OMYjjusxV8OHfe7whDw4cvRjvi8ULRBcreBRI9HR8XPA+6kOvC7BHDVATIA+RYG7ZL5Bh0NqgKJkylvM04UREeFS2Wu85CKdr7q24APeHN4AAnwzfYOb4QYCwbIuavvO1yANlIYlHR1PhU0kIFW7DLR0T9uZJ+w12BSJS4G7KWYXSv8aV7zavcLVeNXIAjR22uiPIKUbClEaKdBS4Pj37fq08aJ9L9rd4bnSpc4UQHifsFo+PQT3RrQ0Os46sjGjiOB2usX1eP2Y/x2/dfQE6AmwThzaCaIzmlSLUU2KzKIA6oVEKl1DWZN2iu+2q8Pj7sKuiqeLbzttdZvjl+OsUqrNzHkuCOY40duCiUszGdk8RJOfVA0NbFt3S/lrFtMmuYMVD6J3gDqeDu10lirWgkU3kRWrtvMjonZjd36nk7rHMGKRbHIwxxmneIJzDqd0wpIWTEPW/LiU1wjpr3Oa8Wr3CkCuBsYU8f3197ger7H3ewzDgAFDU1VX2oUpjnR0PBa8boILjTmNvY9yD2rE4AYfTYAK/YadSZp58DXXlOlrASEbh8RML/U+G4N48bif77Gf9hjDmAMlyWwGOlDRSGTBcraXdnQ8F8gA0DjGnf9dYRIVXuu6ngrjRbsxqFrwhKRFLBsnArVIwVhK5yIywTFmVYzxrHFCcKEZbswulU2OGnoaYzpn9EdFZxdcnkmUkNRcgfFeoyMv8RnPl5+D6pA2MefXjp4APQHWjc0mJfy30d+YiyNJFZHaRCS4oC4ejQjadoDMxUWbXavtGfzQ6IB4YRJWPNe8Fxh6XmkLW3ocqxx28drH8Lx1gQCtEM8Kul39me3WZsGUb63BQkfHU9DQQCVBVqlricUxw5MOLujE7iUu2IVdrnSnLFh9WB5y4BYXzHHGGEZdA3RKFBEsccHgB9yOt/jp8JNWAWOKWGXF5Ca44HQu0eSnOqdL6ryFjo6fA9UEWCepwgDwyEl/lPjRe6sdcWDBzhF1pxGxDlWFQNaWcTCnWc9hF3ZY1gXvTu/0up7CBOdzIcFJ3r9ijNUZVKp2r6Pjl8AWX3kdsVvD5FrjEtQiLVCLwoDR+Ng5QIbNYl07uZeI1C4s/96eHJrXESdaAFBjBHM+PA8Aec8xY1dsd8lCkzUTazKxYXyoMeym8J5PMSdj20K0te1moeWlFSp6AvRE2O4Ms3MULumW9mWNELQyZzo+allYbv5bBx8ei/+KSB6qVaoTCam1JiyQVCsCUSIGNzQJlVaavaHCfaYDpNxQVL95TfCS4dQC7awI834cHHxou0TNZ9s1QB3PBEsHFcnOVVxzrGBTv8bhqIssuJqu8BCzuQEtrI/xqLqew3LAj/c/Yud2agwiIsqt5rTsq/EKd8td42ylm684/W8MI1asWqXrNtgdPxea+JhCU/2jCYgKLt1fP0eBUw1QjOoE5ZLD6td6fy+OiqxsT8MEH6qA3Pt8bXvJnSKBIISgBbG0Vqp13wM6nhPsLDYaSyP0F1cYLto0aZ3UPnZPduKaZCFKHjDKYoMmOibB4p6gFteFfrdlyTD+4rEstU27TmV+kFLSUKlqtqixTV5UQ5Si7n9c/3pscz5Ajf20A2TiwpeCXl58AhqrUNsCLRsM7Q23FyldpxrtjbmgdQqw6QDZDcBLriDT+Q2SF6yDy5XquGpClA9fL1xamKq+Z+PKpu4kkCZJ4nnQBlv96zfg8zSp2lJ4XPsY4HKyZV3gugao46mw7ovq5uZqlZnmCA6ZxrMf9tgNO3WuGocRy2HB/XIPgajI86fDT/jx+CNmmaso1deO7JryHJRd2OFuvsM3u290I+N5IdXZJ4MfaoXOycVubUfHp+DMl9U4cI8SSLZhT+393cLefy1Iz2EHJyIq7XnFWhOekrif0knHNHiXtXGTn+DF46fDTzitp7wOUw3GdL6KEx3b0FkAHc8JvZ7ceXfR0vs1fjEGCZbNA7QFBNLWotTYj7O48svVeIhUUkG5zsvx17RWmtlGj022j86WNEmVZcxYAyp2t+z3nOHFmV6MsSKiOvLyvTImtAkiPzsW8fhYG1e+BPQO0BPR0MvKLBG9ACX7zDOwUs6nVM2P3ted6aKU6rDmDSY5YSbORUKnH/I5Rz/mDc4YJGjnqVgA2wXZvBdsuKkb7qcN3C6BFQW2enkMfT/nL6ivFyXWqsvmnHr1r+OpUCpNsblepdBEU7vhIQEhZfqbc9kNbpUVO7fDIgvmNet/lrjgGPM8E0jeRAc/qKvPKqsGnEvMbo0xRrw/vdeNIqFM/A5e1xe1REAWplLX19HxWDAYCi6cJdACgQu566lBzwUHzk9pgAA0rqU8lnZ2SgWa87YcMrsgIOAQD7ierjEOIz7MH5QiFyVqwVBiLVKUk+4JUMezoKFCoxbAmFDYvzEmA9okya6pj5kkRIkXJQxbWr+DU0c6Fg3WWOZoXTg2u0u2k6TFZFcLFBbK/klRLbGZ1MUUlc4K5GI06XxKv0Or37bviYmUnusL26q+aALknPsD59w/cM79I+fcX/7E4/5D55w45/78lzyf54byHXm9lZYpuZwODoMb6gWL2s7XIahAk51TSKqJ1CazZ/JEmhkrCHyNKUw1QZKW+pOQfd4DwhkFDtjM+NnO8pGWWsEukNX2eNT2bCOeaxpAbUeIr2XFuvbf7STijo5fgqbraKgNMFTViGIJOgR477HzO7zavQI50EtasiNVqXinlLs912Mecqrr0DssackucnHWIXg30w0Oy0EHrcJB78C8xskX98iD+XoHqOOXgEWsLVXHiYNL1bwAOKfAWS3cFqS78bqkRbXzdQijD9XNbU2r7oOHeMC70zvcjDcYwpDdSgUYkEcrSKxVaIeapImTrgHq+MWw8QPjHf7OFoOpk9nqbRjP8fl8TqPxLsn/4LI7olLIpKWQXaKJeXi8O73LjxWn+9D2vLlXxRTzOjbvozxI5/BQzmDZOP8fe+/SI8m2Xoet/YiIzKxHd5/X5RVJkRpoQhAGBFwIHnqggTWhphLgmQGNBA/siQEDGsgzaeCRBtYvEGSPCIOGBoY9lCECNgzIgiFCuIDIK+oenu7qemRmROyHB99e394RVYc8XXWa6BZjNQ66qyorMzLP3rG/x1rrSzmpwzA7SyEGLdwxtmS3h/OMqFUvqqbFtZP10NIDPyd8tATIGOMA/GMAfxPAbwH4O8aY33ricVcA/isA/+fHupaPhXZxAdABc3/88Me6mVqvdm4u2ogCTcCf6sYKOSyEdvyrFdaRMqeHVEl2KIwLuZkHZCr9DQA63z3Z4VGU16Mffbv5GEA+yS1HMyysFd8iL5KgNulqqwzta+vTmq0DtOHl4JpLWSbMc3o9AzdWnyOEs92ZDp3vZEJ2afOHFODgsO/2UrmGJDjvx/fYd3s4OExp0o6QgxONROkWfXH4AtZZnOIJ53DWGVjq+lYopjzIkEXoummANnwIeCZ1plP7aWAZwEREvb+v769abX4iAeJZxrOKZh5IjXFCCfrmNOMUTqIbSgkP0wPGMKKzHTrX4RzPkuR7mUFCUx/aXvMM3ZKfDS/FOjBvNS1qXtA8Zq13aWfdLIqyefX4UuimFpyJCOfCrbs6nZNY7OZ8gzGOqqtj8vTo+fF4hMi6WwMs7b31TMGqk2OqRokJzqLz25omNAXq9n7CTpAynBijfiZF64/ZAfrrAP4g5/xvc84TgH8K4G898bj/HsA/BHD+iNfyUcCFqP/DS0tR+Ze58WA30Ky97Zy0FQe2QGOMOqlXHrJc3C13kz/nodHZrlYJGkeQjKo9YrWaaEWAvI729fiadAthErSuMFI8x0PyKR7oggPb/L5WSVa/s7Zh3LDhOeB8A9IeGKRxX8II95o21r3r8dOrn+Kqv9J1GZPQNA/dQbV0Yxpxc7pB73vs+h3GeYSzDvfTvVDl8oz76R5znNHZDnu3x3E84hROWk3kHCHtGCPBZ7+gYGzY8KFoAxegVK9L9z/FWrVdU+D+tAQopErPYTEvpohs88JtyxqLcR6li4OMMY04hzOccTj0MiMkZjkracrT6ucysuqClL2wYcMLsSj65vwovniqk9EWi9fxS5sItdpt1eagJhxKtSs0NF3bKSHEgDnOkpQUHU6bVJFK2hostBIKLbCnvIj79HGotFZlPKRYba8pr8g1xlzHnWvWEN+PGjx8Zt0f4OMmQL8K4N81X/9h+Z7CGPPXAPx6zvl/+YjX8VHxVAAfc8QXwxfYdbvFBF2uD3I8F7Qc0/jAIz5pIKCLtNjkelcE087WjpNzSqNrhz8CUGHeulqgFDhrF18vNkVuNn+rTWq+3240b/1y4zyRwyyMEJ54TMsx3bDhJVgUKKzMGsk5iwFBjrC5UDGt1Qn1X+2/wuAGPMwPuDnfIKaIcZYqnXdehptOZzzMD/DW48pfIeaI6/4ap3DCu9M7vDu9w9vTW3GC83v0vscUp8X08ZbC6q1XnRJy1fht2PBDwXPDWfe9ek9WpIHa6V/8DE/TWUKqJgcZUhRIWdza2io36Z85ZXToMMcZb89v0fseX+y+kDlB5Xl61wNJ6HUmiyvcnOaqZ1jRkjZseC6YpCu1rZhFrd0210ZO2gFqJQkrQwDGQS1Lp2X/rAsKTKCsseoWilz3WKsdeorGZ9AMt286T2v2je7jJzpQ7EK1RXBnnc7kkrfWxHZpaY+vcgpT5Qqf03n1MROgpz4F/b9ojLEA/gcA/82f+UTG/F1jzO8bY37/22+//REv8WW4nW610wLUtiIysO/3WtEFli1SzhIBGtoYqh87KwFKE1tVHOYsompm89TRcCM442ReQ5PAGFOsDa0VWt730Aq0KtJ0jpQCt9r8ymttOLLUSLRViHZDtOI5AItKx1Nt00c81w0bnoFFNzMlpJB0/g+rYKTghCCd0svhEoMfMIYRd9MdxjjibrwTnV2q1b9TOAEALoYLpJzwev8azji8P79HykL9QZYCg7e+0gaaajkge8M70UN0VuYKfV8Au2HD90HPDVvWU3t/JR3aJJ0X90gDhMpIWIPsBVbOU06qd2XXBhnoTIdzOCPnjL7rEWPEeTrj1fAKQzeoecgYRwx2QHJJjXBY5KORyFPMgA0bnoNFTJKx6IgsZAGtLjsvYxDaSvNxLK5pXJPrvEUWcFlcaxFT1GsggydDHBo1ZNK8pCY9LHYvmDylEK001Cb61oGlRZe0SKoalpIWPvKqs1SeX+PU5vNauJmWx31O+JgJ0B8C+PXm618D8Ivm6ysAvw3g/zDG/BzAfwrgd58yQsg5/5Oc889yzj/7+uuvP+Il/3DEFHGcj3iYHh63Bk3WDshTgrmI+GjhcFYPrUKZGCy4no23PFAE00VnxGqDg9POEAWr3CQhBfjG+bx19OBG1AWel9xrVkToSsUNq12qVAR6Ua5tXSVpD9mFu8ifUS3YOkAbfgxQTE379nYwnMmyZ2MSWmnKCd557Ls9Bj8oZSHnjGM8ivYnTehdD2cdjvMR3nhc9pfIkOTFGov78V6oDWlWLri3Hs457OxucaCx4saOMfcVE6YNGz4E1tjF/DeC1e6UkrqT/lANEA0PKI4mrTrFajEPK/f3gKCDgwc7IGbR+PS2lyTKyvoe4whnHKYwqWFCQpJZWBaLAHDDhufgqeSZ50G7/hexSF6uOSb+TGzkITXxYSLE2VYcU9KyZZQa13SJGEPt/V6ocCkg5IDOdADqXtTZiljthVy7WjwnnKkF7jnK4OF18sLn5lmXU9bPxDu/oNm17KXW8a0tZK9dIz+XgsXHTID+JYC/aoz5K8aYHsDfBvC7/GHO+X3O+auc82/mnH8TwL8A8Ds559//iNf0o8FZh4vuQoSe80n0Bc1GctapxSCAxWAp0nBanQx/18FpV2mdHLDjEnIQp53yY3KoY5bX663MKBnjKNfTiOW4QTlsjte7qHA4aYFqK7fRKAFLG8i2km1oZ10Sv3aztO1U/bqpWiyupZlP0baBN2x4LtQBh7oFRCSTlG6WIc6JpJwNboAzDudwlm5q+d2H8QHfHr8VYXeUA+s8n+GcUwtr7vsxjUp1CzFgDCN622MMI7z1mMOsMxcSkjgIwS7W/aYB2vChaBNm0qqBhvZWtHAhB71nt/i+BEg1A9Y9YgIAWJ4XCZhnYSoMflCN3dANQkUtrxlSkP2Xqp02DBBmoXCz07olQBtegkdFZCxHk2ii3SQza/kB46S2qN12YFq0RlYZhWaHpdECRyR45zWmiqmYkzTuoHyOhd4a1YyhZRBpl6dc0DmcEVPEFKZa6DB1r0ZEKaTb+r3W/U27SabKPNrP07li3BWCXu/nhI92uuacA4C/B+CfA/jXAP5ZzvlfGWP+gTHmdz7W6/55Yud36GyH++l+QQlLOVUxs6sUOFbeWhc4rUK3ScQqAVrbYKeUhIZTFiNFqRrAFTepKYr9Lt2mcpbOVGuwQBhj9PsLSh9q1q/XxM3yRFUhZmnf2tXSal+vNYBQUwU0HadV+3bRmt6w4RnQtcwhi6i6NnY7eUCEHOCdVwv7OUgHZ84zet8DGTjOR+y7PXIuBQmIbbY1on3w1uvevx6uYa3Fu9M7OONwmk7SQTUJzjlNsBycvibnuKzdiTZs+CHgmcCBvcBSc2mywSmc9ExqQd3CuvOYsiT83nml0ujIhoZqzZ9NeQJsM6vOZAx2WFTSOQcIAGKo7lecpwVAA7sNG34MrDXOSI/NllSTbGrnxjm3kAi0yQmK9AGQ2IcdIDJYNLFqXoPdHg+Pzoljo9Li8pJBQ4v5tlu7MKtiMRlLmtscZ/39lrKmhedcOj6l2AAULXh5P/pZNZTv76PAGWOU6fC5wP/ZD3k+cs6/B+D3Vt/7+9/z2P/sY17Lx0DKCftuLwPfUtQFTurKol1avh9zFY3y+0yaSIlh9WDNGWXyE1PErtvp77ZGC/x3b3vMcVZ6jSYmjYtIe8AgC2c8x6ybT914VguflDcAC9cRbnygUjBaOo9WMTIWrWO+lr7PporQbrYtENzwXGQUykMyul8pTs3IQJS1HFPEaT7hPJ/Re6G4JSQZ3mg6XPVXeLV/hZt3N7garjA4offEHHXa/Wk+SUfISbJ01V9h1+3w7vQOGRmneNI976xDiEEri846RBOVt711gDY8F0+yCPgnZ4QQnqQYLwYbrr7PM433fAZWPPt4ppACZ7IkYXOWbucUJjVA8M4Dc5kDVJIpVpQ5c4uB2OYCt+HHBAthjHkA1G6H1mGrVrM1aVrIGpjUZCiN2dhKgdOYyGAha9DrKGcAZ75lU4oKdrl/Gdvx3wZGEzLk+liyD7hfpjRpUZ3vqX1tAFr4bil9dCzWzwCVrt0WyLV4jWq4dTfe4X66l87vJ47tdH0hWGE7B3HxzpAui7NOkwPV1pjK/WzFzW1yQEpCu/jbJGBKE4ByaJSkg6/BDhAAeCdVN1YAWO1w1mkFrj1U2ioCuzKql0i1IshOUWuTqO+j2DVyQ+pz51USZep7bt//moqx5phu2PBcZGTVKgA1+acQPNqoAV5KSatbbXeS6/+yu8S+2+PV7hWuhivs7R4hBXS2g3de5jnAYmd3kiR1Aw5dsf5NUR2uUkpw2Skd1Vsvh1wpRnBfbxqgDR8Kni9Paj7LPZhn1lMUuCcNELhmCwWOSYsGQiUIRAbSnGQfFFdFFLH1zXiDcxQ7bM7J8t5jzvNCSM3ZQWt69oYNL0ErU1DKJvJjxgrEXbd8oWcCsEwYFh0gSOfGwKhdfNth/V5NnbULd16OK+F1ACvmgrwBTcgWZlQsiJd4j45yIQU1V2BSR1fgVkMOU1k3j8a18DGoMSnPSF6zgcEUJ9Wff+rYEqAXIGcZRmpgRAeEZqiWMcozpcsHFyi1OECltQFYJEsLylfDT2VCQ42RUtvgVQNEqhtQnUZ4yFnYR5tdExluYiyTDvW3Lw9w1iGZ2h1icsSNBEAFgNwU+h6aTg5vPEy+2s9Vr23F3d2w4Tlou5nUP1hYrcqluc4JokU2Xdx61+M4HyVoLJ2hbDIO/oDBD7geroW7XfYjtT7GGFz0F7if7rVyHlJAiEH3o3FC7zHZaPKTs3Rh2T3eOp8bPhR6P3aPzxGusSlMWsxq0WpXF98v7AVvvZ5Trfsok5+YIqKR/UDND2wdFE56Z+c7DchIHSUzgpQfnm8bBW7Dc7FOoI0xSLE6nunP8+NirdLkmoSj3RtK+crCIODj5jSjd3IGzEm0cFzbvJ+TPsqiNLtFbZLR2nWzcN2+D3ax9H3lmijNSYZ979wOxhhMeVJ9T6sHomkCC+L8/bent7WAjkaXvUrOFjrtUljh733q2BKgF4BZd+96XeSsdLWcaH4N1E3VUuOA1eCp1lig6QJl1ASI+gIAte3aeMDz90h9086TcWpQ0FLg2tehQQMr022CxmRnQVNrNmbIUlFvrbnbxz7irZrHz9fiSc/9DRs+EGp+ULqa3CsxR6liu6xBV0DAoT/g5+9+jl/c/QIX/QXGeaycaeNlgKPz2Pkd3hzeYAwjTvGEkAKmJNo7NUMII07hhM51mNOMkAOO4xHneEaMEQFSpXPWVf416sG4YcOHgucM3aQAAKkWAqy1GPP4JAVOp8OvMKe5ngHl+TkcOMesQ4apR2XVOqaIGAtN1HZSnLNilU0qjzdeqKDFmSukUOniWxdowwuxDtqbHwCoupdW88LkSOcysgDsmtitofKTxsz137nq5MZCeAt1Q8y106/smiYxuxvvMIZxoe1ZmDfk5bWoC3CJFQ/dQcY8xFnjLdUlka1jsOhUhSQW9HxcmzitNeLW2DoOpuhjj9PxR/n/9rGxJUAvALPhwQ16wzYwugn488VcnVwDLX59Cie8O77Tx8YU64Ap1ISIgmvVGDUcaTUTyLVVyedaJDpP8ML5XuRBUP4nK2/a5UH9fb02vsdqW6IJ2VMVAu0Q2WVio1qj/HS1YesAbfgxwMLEnGZYK0OHY4w6m8sl6Qjt/R5vT2/x7vwOHl6SmpwRjQSHh+6Avd8DkANgShNCDLDWIsSgTovkX59mSYBO8wlI0OAzolJGWZgAoGYm3HMbNnwIGLC0zlMZGcaWICuJuQew0l+WQoGa9DSgbq7VpilLwCZ9DVaBkaAB0Xk+Y7AD3hzeaCWcBYS92wO2Fus0gcr1ObcEaMOPgXUcQpClwoKvsQ1rZVV81SH2qLQzJguMjUIK6sY7xWnB7iEYB+pg4ZJozGFWNkBMEQ/zgxiWNN1a6ovavb2IN8sZx4K3t15oabmOFtECfSl2JFNnCKkzr1nuv4VRRBPftfTV03zaKHB/UWBgNNOfQl3oKEL/pxZ+qwHKOeNhftCq8cJL3SzNADKEXuOs00OMwdFCyIbaneImaw+vlopXHrzoODE5YfLTVh0ALDpaC+5paeGubxjaDcMy+Wo1SepU17wesOoYbdjwTLAowC4QIKJUpELxpCmJk8Ps4A/IJuM8n2UmCWRvxCjr+9X+ldiXFuMCYwzupjvZl0Zoc6dwwhxnZGRMcQIyFoUSFcgW7YQzTg9dA6MW2Rs2fCg47oCDuImEpBXtGfNClwpUTdxTFDjO6aFegeYfOWVJdspeWlA8YXA33+F+vse+22Pv96ILglPnK557rTA9pqh7drv3b/gxYbDSWeeVwROqDo5dzRYLVoqy5z5INmgAACAASURBVKoUgP9mXKgdpIbKBkDcRbNZ/Mw5p+wEayzOUXR61BS1dL1ywQqOd+Dj5jjr2dTZblHMbveVPm+qxXbV362K8G0cSXCQKiBJ1EaB+wsCLg5nnQ6xIr+5rQy0CREHiHITneNZOjSmDrvKKSvFbW0mQHoCNwyzdAt5XeqOSHOgSw8X8GLyccPbbJMTbZOi0fk01AdujPbmod0rxDoor7SGWwrDYn4EmoSHgd+q2r2ZIGz4McABvRlZqDZlzUWU/WFKQaAss8v+UrVzIYi5SGc7hBwwzqNa+3K97t1edEJZDrar4QpznHEO5wUdISTpEu3cDn0nLnG0QnVWxOIW4gBJWsRTHdsNG/408B4Ou9KQNcUuVprZ9QGqVvQpCtz6ZyklPQfaajBnZLFKzYTperjGRX8BZ2VmVuc7pdHxvEkxKZuAxQODzQZ7w4+DllXSwhhTh4E2MY/8sMQrpiYMfC7QpbAZrL3Q9pS1a2FVWtBeC2lztKBW5k3Zj1MQ06ucqrkBr0njL8aCeck4muOsSZizTpM+1Y+X2GthZV0KHJwR1j5v+1kBNX7k3mWMy9jzc8DncZWfKLRVmgEYGTxqjRX6QJOha7cHWSvN8iOD43zUjDtl2SishC2qC6Z2gKgrahMXbiR2hbjpuJnYodEqBcV9qNk9XwtAnVnUHHLabbINpY/JUQnUuMkWnazmcFzoiVaUvHX3Z3FdmwZowwuw6AAVp0LuF+Vc54xzOiPlhEN3QEbGcT7COYed36mF/Cme4IzoFtgVOvQH7fS8P7/H3u/hrcfdeCd0ACMaijnK4OSUk1IkOFyyM50Ef4UG5Jzbkp8NzwLPhVYrmpBgktFAhV1JoBkQWexyn6LAhRQWlJmYI0IM+m8mMCEFjHlc0NgMZCDqVXeFnd/hwl/o+s8QXV1LB42obokwmw32hufjqdhB7dtRYxhgaWoASOLRMm0AOTcWiYFpOkCoA6wZM7Gjw+SK93RqcvSx1qgWidc3RUmA5jwrdU3jKLNkxjDOo9lOQtJCHffzHGf9ucly7by2loKqGiF+huV11s7BGVnlGq0V9udybm0J0AvQ8iK50L31sohsFdNxgavtYeP0FnPE4Af5uUmLBdgaI3BjxRzRmxI4lcnerGCT58nX4uJXQaoxC+1N6/pBtLxxVsfbn7VCPX3vqK3dNvtvE5/FY1dVmHZ41to0Aaic1Q0bnotWj8N1zXXJg6PVt1lrVVd31V/BQAK/Ocw4hRMMDG7ON5jjjJgjjvMRHh6X/aXq9HrX4/34XkXgc5RD7Ga80WHJ2Yk9Nw+p9oBh5XzTAG34UJB1QLo0INpOrdQaaCe05fgrzW0l2G6r0qyAk3LDKfdacCuz6hjEGQgFJ6esSdQxHhfDvI1kOYhGErCEpHRR5K0AtuFlWBRSDRZF3TaRAUrckhsaaMYiblnQ8ksRurXJXsSBLEY/YSuv8x6bUQcGBr3tMc6jdkcB6ba2FDg9v5prU8MCa9WenhTYzorjIjs7OrgU5vHzoupX29cyaOYJNWeSDjIuHeJW4vGpY0uAXgBuHCYqc5zR2U4XJgDNsLnp6HLDBAeQWUIJdf4ITQh0Q5KXmRPmOGtVrz24TDZaUePP+LpTnGoilc2ChsbHtrQ41S2tNDm6SVcdpDZISzEtAkkeXvoatl6ffDymtpCxvFG1j9l44BteAtJMWbVmokFOs9IekqzRh/CAznYY3CCBmpHD6JzOuDvfYZxHRBOV3vYwPWDKEzrX6RwwYwzend9hCpN2Rqc4Iaes88M4hdwZpxQHHswsYGzY8BwY84SOjJXtXOd8rClw39f9YdDEwDBmSexTTjoWYc7S7Uwxoe967Pu9sCCcw+10K1RQI4VBOsLFHOGNTKPnfshJqKrsVrXnzYYNLwHjL6BhvKxC4Vb7wzimNZNqRf98vIEUmEMWAwQOQ6V+R5MoUlCLJTxfm48d3AAY6GgVlTaU19VkqhQy9BpR4z4O1+ZeVhZSKcizeMEkjQmUxl/F0ludfJsCNz/DBeWufEYxRu1CfQ7YEqBnor0Z0wEKAAY7LFqmOecFZ1TpbMUpJCXp1DiIkCymuJz421QGeAi1gZEaCDSdF6UelOrEHKv7x1pTRCgVbSWq06Ss0QCFFDDGsb4f/uGNIS3pbvp6TRLT6qL4/vRQXgV9Wwdow0ug3c4oN3ZWmdV4g2LWcqAMZtCK29eXX6vtae/lUHs3vkPXdehNDwODMY6IiOoKN8UJO7fD4Aecwgk35xs9/MY4ovOd0t4GO2jBwXu/4GSrQciWBG34QNBSfaH5bApmtIDn/b2lwD1VvWVFubPdwiSHHSXOskomqTmCy07E1znVgawGSsHpfS/XR8etoskjsyFm6dYaazYK3IYfDVrUbeOPNl4pf3GuYbY1tlqzW3hr1uSh+V0tsiEuHD4BaPxHvSeK9jOlhMENyMg4xRNgpEDOZGrNuEGj6ePrda7TpIsJTmc7PasWbnKwi2I3rfKJNv7k++TXqiF6Iu7cEqC/AGBiMMUJU5Kgx3tfux/AgmMJVCrBzfkG3x2/W3jAtxzONrng64QkWT3bmZxpwk042AFAzdpZ/TvHs3ZpdDoxnnbXYTJDvcO6A/QwP+BuusMpnDCGsf1FqAaoOXCf+NCWr8du0aqysKDePZFMbdjwQ9HylzPqUEULqxQe5TM7h4M/4M3uDS77S1x0F3pQdhAaz/10jylMuJ/ukU3G3XwHk41oGwbRNhz6A765+AYhBNzP9zIDaJ5hYXFwB9nLJsM4owmQy5WK4OBURLthw7OQV/Ti8odGNXOeNWjSOW4MnFaY06zV5zYYyllGMzDpoW6UmgZ2970RemdnO3S2wxQnYSyU27q3XvQWsbpvpZSUHtpe44YNzwV11jHHxcy1R6J9U4P+1hltYfAELBIQkI6WGj02jK5pedoa7zB5YMHBwGDOM5yTe/8UJu0QkVa2novV0tQW51oxy2o7Q9745fdX2ymnrHPxjCmMIjKX2m4YH5+rjTYZTdnkRRHvU8fncZWfKA7dAZ3tcDfdobe9TIhHXthXc4O0HZLjfBSL3DRjTJJEkP6ircZVwM/OS4wR3vllJ6f8sdZicAPGMC742g/Tg/jBN8YJ/D1gyYfltbS81gwxUHiYHnA73mLndjq5+3a8xc35Rq9xQcszjyt3raapvX4mW622iJ/B1gHa8FKo61uOatXOJN8YUzV75aBx1mHndhjDiClOsiesTLunNsdZhxgjbs+3uOwvse/2Mvg0jjjPZ1hY3M/3uJ/usfM71UQc+oM6vjHY1IOsHCDOuoVF6oYNHwIH94hGqUWvwgZIYXmv5T34+yhwbVeJzxdy0POBQVVC1blyjzknWqTBD7jsL9UQpPMdbC4OprnqibLJmqBt9LcNL8G6ENsWl5mgA9COCveI0su4vrF0TNPfQe0Akf3DUSFrzbMW4xrXYDJvWORmRyikIMVu1MSNuqP2tYFKaeX3Qwqq/6F+1RijM+p0r7VyCAPcT/c4zkdhJDi5dyQkdbCjBqjthPG9tlKHLQH6jxzGGFz2l+htj+N8RO97DHaofOp1zGLKoo8BMUUc/EE5n6TJZZThVdZpIATUTJsdIG+FKpNT3cS8psEPSEiiNSgJxTmecTFcLFqTdHfj762TLp0rVP4LOeD9KO5W17treOtxjmfcjrc698HY2prlAcjNvdYR8ZqpU9JZSQaPAr6Ws7thw4dCg7siwk6xCsE5hwe58p571yPmiDnP8NZjipN0V4tw3BiDn178FPtuj4iIczzjp5c/xaE7yB7PQd0dDQzOs1jdk8rTux57v8dFd4He9AtrewA1yNzyng3PBOcAEVpwykLJsdZixowYq06Bwc33UeCccYuKd0hB9HSFCpdMqkY/JUDSOVdZzq3e9bjoL5BzxjmecfAHmQeUHZKRvRMR1X2rPZO2M2DDc9F2c4CVfhqmJhcNqM1Rk6tGnrBei3xeJvC0neZrtXuqNblSRg4TqDKTjuvfG7+gqy1kC3l5QLTJEVApfAA0oWkd6cqbr++77NPOdhqftvMl2zhsndi1lFrgiY7aJ4rP4yo/YcxJDpF9t1etAADkWDcaUIeH0s7QGKHMWGNlajYqhcwZpzoawkCodkxi1sNIAVl0F92FdmsA4BROyDnjoruoyUmzidcGA62TG2cWpZxwP97DGYc3uzdSyXODXpcxRqeK51ymjbMC8D1BnLG1DUw7RlZe2psT0CRHGzY8A1xnLAjEHAEL5UJz7gEsRAPUSRf17nyHzgldZ9/vF9akO7/DMRxxd77DFCbcjDfoXY/e9fDO42YU3U/npUN8M97gdrxVWoExBpfdpXR+U9ZDk1VDTu8Glt3SDRt+CFjNVmt1VMp2RobNMoR3ihO89dVxDY/5+61egcUqoM6tY9CXYqHRoVa2Savx3gudFMA4j5iS2MV3tlM6KACdhwJUS27dv1sXaMMLoYF8elykVje1lJaPbZITdv8XiUhDiUtZtJ0cDtraYAOVbZOQVNdDcB6QFsBNVjZOeaGlCUIBE6ics2p6+H1gqePRAa9FZ1feqMR5SHr+HbqDPj+dGPle+JyLPWlLoTEtnSI/dWwJ0AuQkXEOZ4QUVACtSYlZ3qy5eM7hjM51iDmqC84UJ6WnTWFSOk7rVGKMURvd1o1DOyvNn323V/F1TBF7t9cE4yl9jlLNymZTnmoJGh/mB8QccT1cKxXIGhnm+Hr3Wu23WUWJIfIDqmLDp2CaanepwD91jQvXlQ0bPhDqZgjpZIYUYLOs4ylNldddqA47t5P9M96IIDVnSfjLep6iuL0hA/fzPZClEML16uFxP8r3Xw2v4IzDL+9+iZvzDQ7dQV+/850KRznzR62vPyMawYZPD9RxtjPoMrJSyqyTIGiRAH1PByikwCfVs4Hfp2aAFBqlrJWkfsYshgdGOj/IZfCv8TjNJ1wNV3L22VoARJbzMyDUcw51bMOGDS+BFl5L8ZbUtrXTmY4rwRMUuHaESLPumWB465cFh4YRM8UJ395/KzQ16yslrTizkTZKpo++Fq+N8VRDhcuoltltYtMyb0iJo0NcO55FDRwKPZaUt7U0A/rSVZtuTB2NwuL51gH6jxwxRXx3/A7vx/fofa+DEp1xqjFoW4YcLDqFCYMbVFfQ2U7tEFUEZ5zSyQhuHPrGWyMCblLg2g3NpOQczmrMYJNd6JF0zlBrbZhrO5NVijnOuJ/use/22HeS5DFgPHQHnerNQ5BVhKc2QOto1VL3+Nraal1VF9a23Rs2fCg0BcoSWBlj4HIJDq0EbNwf+26Pu/MdkIGvL75WbR1pDTFFnOaT0kyvh2uc5/PiOU7hhAApjOy6Hf5k/BPcjqIVCiFolZBGIi2X2lo5QNf6oA0bfigYcHWme9RBNDDSAcpRCgDlsWMcn0y8mQC1Zw8giYx28FH2WBIdEN3bbJKu0b7fC7UUUZ3mshFmwq7b6WtxGCpysdRlZX1Fh9uw4TlYd3WeKgw/5YLGrokWFFpKP+nTgFKdaQzQdobej+9F9x1H1X93ttO4h0kEXX3ZRdJrb2hr5WK1IKEDvRnPrWKwtqjN2K9N5vi+dSgr7wM0QUDtXPH5WmhMWVwh17binyo+j6v8BMHFM/gBr4ZXkskX0TIHj3LxADWByTlj1+3EDtd16Fwng+NKRyjEUDU+Kze0kGQuAt3dcpY2acpJky/yTV/vXmPwA17vXtfgr2wyojUcAFYJihH6wrvTOwDAm90bAMDb41vxpzfAcTpijjMGO2hgCNTulw5yNbXqsgZ/vvgayw6Vini3LtCGZ4C0hpSKZS/3phHNnbUWxhUb9iRd2rvpDhfDBX5y+ROhjyLj4ESvEFPEHz/8sVTPi7vVlCacwgmneEJnO5zjGTlnXA1X6F2P43jE/XiPy/4SU5ags7MdpiS01t700uk0SbpTMJ/NMLkNnyYsrHQWG6eomKTSbJ1QnMc4KtXyPJ+/V/9TnmBhyjHHWZ7PpHrPN0kt3jOyzi/prVBDGXxdDpeSgMVJkiQUBkCqYxVykuttixcbNnwI1trjdUzFwJ6OcG38A1NpmKTsP4pPipZU3RSNxDy0f+fj5zgjxIBzOGOOwhZIMWmnqO3CdLZbFhna12r+bqltGTI3y8Etimm85pyzzI801dFRmUZFm07tOmNJLZaXBGmhATJmkbhZY/Xe0l7bp44tAXomaDiADOy7vR4MnBXCG3mbMU9pQkLCYAeEKMOyeFCwHTqneTE3aJ21twcQs/6MvBDEqcbI7USXlJuNTNvpJjGrb6r9p8EpSpX70B3Qu16q3mnCOYqo+xRPOM0n6X7B4i7ciYViNo9vFKt/cwMt6EelS1b3+6oDhO0A3PDhaKtwMUXkWAsBIQb47DHNEwBgzjPO0xkZGftuL4dK2UOdl8Gox3jEd6fvsOt2eDW8goV0bH55/KW8DhJCCJjCJEYprscUJ5zmkxYWOtfBOacUOGssPHytvjVuW5sGaMOHgpXcdh0BNbDj/XeOsyZASsVeQYXTptJmAAnqYLEIfJiw0DI4IcHBobe9sB3ijGQSrvtrnXeSTILPXvZDDvpcM2axii8V8Y0Ct+GlIFMm5FATbdSkaBEX5aY7VLo8bdIAQK3eUfQ5yIA3fjH3p+1ezmlWM6s51b3H7lLLGNKkIi2t6tfJBSlzZATRcGRdMGZHifucmr6EpLbgOoSYtFYspQjsdC102abeV3IWycTdePfS/1V/LtgSoGcipoj78R6DG/Bq90qDmM52OhOhFcuxM7RwAIHTCcFTEC42cq1StDd8irdp0Qss27l8DWCZMJBaFhH1Z62V45oCp1UFY3Ccj0JxczKw7na8lefNWQehks7wZv8GSFJFfOQ0ovukGjDw5sKqC+lzKoZtKHCt1eSGDR8KrSCbrHN/2sKCsUa7qBYWOy/aNgD4k9OfyByHUhXrTY/TdML9dA9vPa6HaxhrcN1dIyfRBFpYnOMZU55w6S9x2V/qAXc73iLkgJ3fiZ4oSOLlnVQCkeXf5IYDn081bcOnA5rdPDI0SI0pT8w4z2LAQ1fPpzpAMUU9Z3h+0BhBdQcAkKCGIjxXTC5W3M5osc9A9AhX/RV6L50h6+yi4wNUrQLNeLYO0IYfBaYmQsiNC1yu835YaGYXRzVAjaFIa3NNB1HaWLcmVZpwGRlEyrU8pxm96xfrmrEaLeznPC+um88H1PitlTTQuc0ZV/V+zWBtADIM1VidMxdjVOpdCAH30z1u51s13FIpApbjSFQbhOr6G3LQ+8XngC0BeiYY9DNQYheHCRBo7dwE8TFFXZjU+fC5Yo4qrF4nDgzgOFCOz7ewTmyc1/i3DvtqoJbXWM7c4c/49xhHpCSWvaxW0AjBWSeOdBm6WTvbYdfttMr+lK1kC3apDGS2CisR1ACtH9te54YNHwJNpjOWNLgkX3NP2ix2wH3f46q/whe7L/AwPugNPUPoq+d4xnkWfd2b4Q2ssRjDiEN/AIXcU5oQY5SZP8bh5nyDvd/jdryFhcXe72FglA7BIJF3ZGfdZ8Oj3vDpoeXxawGpWFUjAykmDVgyZEjin9YBYsGgHdpN2rO6ZrHQVqrgBgYBAZ0TJ7reSiEthqhBImcDrccjkLWw0Bdt9/8NLwTXUZu8tIVmmnkog6WJjdpkQpk3bZGqUEQ1AWkK03QQ5deMk1pNkbJgmkID9ymvHWgYATQlISU1zELby1FlFO37It2OWnLqj07hpLTVUzyJI2qWAkQ744dx4yNDhPKekasxypyaxO0TxnbCvgCd63RRppRwP91jjCNCEq6ndjkAtQPlQdL7HinL3IPe9kItm8/wXg6OnPLCqpCDs5xzi6SGgV1rfwhU0R4XLXncDm7R9lU3D9lN+hzkg7NFy0rfRXehWiNW0DOKcNtIB2uKk25ydnnWSR33MG8qa7e4ti29Hj62YcOHgMl+TOJYxbUXbNDOT0TUOSaDHTD4ATFF/NHdH4mF9XSLOc2Y4oT78R4xR3x98TVe719jDCPej+/F2Y1FjCTzFK6GK/zJUQwQ9n6Pu/EO+36v0741ATIeJhmlj7JA8rlU0jZ8WuD9vOXyUywNFOpOcR399uFbHMNRGQprxBT1Hs65Jdr9SU2BqpiJtLRu/g4MpCsaJ5zDGYMf0PtedEQxYnCDaIlQurRFUM1iIgBsFLgNLwW7OIzFgMpM0ViuaGHWDnEJtQC9SEYaXakyCazVfWONFa10cRK15U9KSZKQEkux4BVjXMwSUkOtsneVNZPyogOk8VIx0dHYjA50ZW+Ps+jPrZFE7WF+qGNaynVSsgGaRFATVRK5NXWwlWWM86jmPp86tgToBWgzbDpCWWMRYsC3D9/iYX7QoJ0JCOlhe79XT/V9t0dnZF4IqTrs7PB1SANwcI8qYQlp0dkBauuSm0qTh8ZBBKiVjdYGcQwjIiIGPwjPu1xDZzvVPvGAVW1RoTUYa1RYzu+3eGTta+phvUiAVg54cslbBXDDh6O1po+Iy8MLgEtOZpgkqED7sr/UPXXRX8DBIUSx0D6FE1JKGHxJlHLE3XSnHd1TPOEYhT5qjcUUJ1wNV/jq8iuEHHA9XCsvfM4zkKE0Ux68rKBv2PAckM/vnFtoShe8fRjVJOj51FLaUCvdLOZRA0TtWsihdlWzUJgXJggNFbxzHW7HW7yf3sMbGYpKt8TOdfUay36lNTA7tVsHaMOH4lHXBHUfaPdkHXugFmvbuKml8K/XIt0QaV9NzRx14CknjZ+89SqT6Lyse9LimPQYY9CZTvdAGw+uO0A6hBR1YOrahQ6os3nGNGoMR1MflWhA3H0NTGXy0N67YfW07CYd3VBYTm1X6lPHlgA9E2vntNN8AgDs3A4P8wOmMGk7MOesiU9K0t7c+d1ic10MMqiUnR8eOlzrMUZdZFz0bUWs9WPn1y0VL6L+mz/nILsWxor2xxsv7m7lQIw5one9vkdrrNqashJBkewYRhWuPtXZARqbRNN8v9yIWscWYOsAbXgZVAOU6n8wNahKrghIo6y7L4YvxL7a7XDZX+LgD7jeXaPzHeYwS9emOMZ9efgSXx++RkgBgxu0E/rd8TvcjDc4TkdcDVe4GC7w5e5LfHX4Cgd/0OvS4cbeyTXQip4zuT6Tg2TDpwdqF1q3KAZFDHrmPOPQHSQ4K4lNC37NJMZZ6Shx7pUOYGy6+CYb/ZtFOwMjxbuUcY4yC4+BIH/Gn3OMRIxRAzsGkRs2vATfpyUjM2cdryyGlZpVLLIya2IBmrrutXmBsw7X/TVe7V4p5a0zXdUjldeY84zOdjpcdI7zYkh2G7Jxb4cY6rUbPKLgsYtD2nVnOsCI9i8habJFOYN3XjvCIQfcjXe1EP3E57f4XOzno1vdEqAXgothSmJiMPhBE582MaLwekqTTIu3flHVaqt0zjp1eCPmPIPUmDYrf+TM0SQNi2ydj7H1QGQHqqXA5SQGB/tOhqeGXCeEs0q37/Z4vX8NjzJYqziqwIiFY0TDAW0THHxPN6ehw7XfX7dXtwrghuegNdRgtdrCYg6zan+QgWhFo3exu0DnOrw5vBHjA9dLwAaPh/CgyX7OWR0SQw7Yd3v0tscXuy/g4PDu+A738z0sLDpTLO9zWrg3UhzbGakO0uSE3aMNG54DUt46dEu73FT2QpLg5+APuBqu4K3XanCL9mtjqs40pIAUkxrXLDSfRrShLLA57+psO5sRQqh0HhRxtoHSkDKyzsHjLKAt+dnwo8FIwqC6nrx0SWTn5qkgvo3T2K1n3ML1zw6QFqhz1eD0rhdmTSkgdFZiKjrDMS501kkBAUnPCGqD1uwYJimtRqmdL6RMB0h3aQxCgWMhna51U5rQmU67WDFFXPgL9LbHw/ygbo8LClzOOizVwupMy88lVttO2BeAC32KE6YoA04P/UEEZk6y6ON81EoZA/3e9pp5t17xFJg665ZuVciYw6x8brY+WyEf7aRrIcHo7BNuHn5f6XIUtjUUuON8BAAc/AHkcccYVTRHqO02xaqmEdyW1vGadtduCrVTTdD3ANMEq6t7DzVNGzZ8KHg4xRwRENQ0hNTRbErV2WQ450TnVig8GRlfXXyllLgpTnBwOM9nGCN0gZ3foTOduFp1PXb9Dq92rxCyOOoM3SDBZi+PnfOMkAOOs8zRImcbGToDqB1It2HDh4LT3OGWQwmTkTU/Y5Y9UBKR6+Ear4ZXCxtqoBbJgMp2ACRg42NzloQlhogQgzjBpYBzPktRzNRqtoPDfbjHt8dv1YFLAzQjw1Fzkn0XEBZB33b/3/BjoGWhaHHAVk0LR5gAUMYO98HCkGlF2ddOj6mzt6hlY3KjdGwWd8vrMsmxRlwU21hLzbOavdCaYLWdXRbQra0JGHVKp3DC+9N7lSiwSP569xr7bi/JkBftEPXtxhpcdBcSjxksCun6ORQYa6p+6QkzlU8RWwL0TBhj8NXhKzjrZFhoBg79AZfdpWbV+26PMYyVclAWKoxUvRZ0N9QECKiVaiLksHD9IN8SkO4SzQpa60WgdHeyLEx+n8mTmjIwo88ZpyhzfdjtmaJQ+ZjU8ToBiGsVUDdmocI5K/Mc2uvgZ9ZWIxc/T1i8X9p3E1sCtOG5aCkGKZaCQEhquXueZa6VSaK96WynlThjDK77a6mQl+4mK17vz+8xxhG972GtxaE/4FcOvwJvPH5y8RM44/D29BaX/hIX3YXQH/pXMDC4G++0uNCh08MomaTdn8+FRrDh0wPp0FoY4/ezUKNNluLTFMWGffADvrn4BkD9HrCkALVV8TnKjB7SZij4ZoIVosyDc3Ai/oY4w41hxNvjW/ybt/8Gt+MtvPVKkbOwyLboXVNazBfaEqANPwaYuLQxT5vYt+J+LcyiJiyLESSmibFQi8yd6ySZT48pomq0UAoPOgeofN0Z6cL2Ts4UZIn9Wne4VqPEc4KW8Wqck2sx2VqLKU06g93qLgAAIABJREFUh3KMo2hMyR4qdPC28EazhznOi3Oo1egBEnu2FuEBlTL7OWBLgF6Ih/kB1lpcDVfojFhBf334WnmVGTIbhNxQ0m9629eDoumAmCyLj9U1Pka51NZo1bo1SVhb5jJDT6m6XKlYjUkQlh2gczyDIjhm8HOcq0V389zWWBWNayJlpJ3sjNOEK6daKWnbsWwz69/Ii67R2vBgS4A2PBfaAUoRc571UAhJJmezq2qd1Yn1OWe8Pb3F3XRX+c1Iqn3jDf4cztjZnWglMvBq9wrXu2tc9Bf4zde/icEN6Lsel8MljuGIv/TqLymt1CRZ/53ttOLGPaodoM/kINnwaUEDulY32tDUGHBNSZKdnLNqPGl8A0gHyBmnGlYdsVAE0jy/KKBOMWmVOKes1XNrpMsZIda/p1nsdkMSA4RkpRCYw3LwJM+WbQ7QhudgPeJDvtk4va0KsQzw2w7OepxJ+7z8N+cXAjU+ov6bCVB7P2+1Qjln3T/eiR1973qRSEBooDDNQOLG1Id7O+aoGlI6NbbJyu14C2/EBnucR92PCQkhBsxJdEfUbvNeEGKoxW1Ut7k1M0HlGPzsPpNja0uAXogxjGobaI1k7M46zGnG4AfpqhQdEFB5zp0TEdqUJq1Q0y6UDh5McFJOelCo0BR1SBeHOcI8zrw5kVs3Noy2M9cJBf3hGeBRMJeRtYqnaKl2TSs2m6xUhpDCYrDpohJZbgY6uwjLinfraNe+zoYNHwo9rGh8YEpCVIYD55jVga33vdqknuaTirK1kgfp7u78Dju/k6Gm/Q6x/Olch972CCngsr/Eb3/z2/jm4ht8c/ENpjhphS/EsJj5w0ogB9mtbe03bPgQ8N7aDkPV+2mCrv0Qw+J3vPWLGR7sALX3eAAasMUcdfSDsQYRsRbwrMzYioiwWSg5v/HqN/CXr/4ynHEY7CB6A1d1DyknORPL/gxJ9knLlNiw4blouzBqfW2WBQOgfs2ZOmop3brqmuXzMl7zRqQRPDeYbFhbi7js6rSOh2Tr5Czz5gAxv5riJMlLbiytUSUQ7MDmKMmHd17lBAkJD9MDYo64Gq5gYR/FnCEF0QUVS25+Bs44JJMW59CjBLGwJPiZacf4M9mq2wn7TMQU8Yu7X+AUTuitDAtl14ULm9Pcz+Gsi4baAmtFU0P7bG4MerPTrcrA6LA656q1NQWthB5ya+c0pEXVod3srYYIWWZC7PxON5WBOMIZGK0IAFATBphm3lCzIXnoavu00QC1m0Wtt+Ubi0OuFa7z/WwJ0IbnICOr8UDKpUKdsDhA6IpIO2rui852GMOI03yCMQa7bifzTkqVLOUyLDhmTEEGSe7cTm1Od36Hn1z8BN9cfIOr7koPvsNwQI6yx731aigCA+30qk5uw4YPBNe1WvJiSY3mlHhSlfnzznaL0QcUNRP8N0XcYxhFx1bOrRQlMGSwSO0CRdpv9m/wxf4LzGnGZX8pVW1YmGxgs1gHt4OxQw5CjzbbGIQNL0drVvBUd91kswjqVUOdqpMbUDpDxTyBuiFA9hfjvoSk0of1QPqUZKYQ91FEVDpbzBE7KzKEANHaWdhFMaKNh1iIoMEVXRgB6ebeT/fobY9Dd1BzAxY0rBXjgjnNct1Y0gJDrNILJlVA1RUqi6jEkIwFPxfmwpYAPRPOOoxhxHE6yuIuyQAM1A3DQBKeUziBIrh2iGhnu2oziiUPFbZWBegc1RtJQpg4cPFxQ5RfBlAXKAMuoCYV683Ngy6hetXzcaf5pO4lRDsNnEPx+N6B2gKmXTDB5wWaw4z7xCyrM+vAb8F93bDhA6BrLtU5QDPk4LFGeMspSnJ06A6LfTXGEd+dv8PN+QYhBbzZvQEArXrnLENMH+YHvD29BQyw63ZIKalOIuQgujgE/Z2d3eGczggIGPwAOCg91lij9IjP5SDZ8GlB758rVkDOGcmmBb2GTmuAzKOKOQpdtHSCGPS161EfE2SNUzOQTIJzTo1z+PpznDFGGY/grENCwpxmCcaSaFidc/DZI4W0OPdooNA6x23Y8BJoXJKxGDcCQFkstF/nv9uufBtHqQtc0dM46zQpmdOsX8vLlY5PirjeXWNKE+7Od5Lc2BpDsRDHfdiaX7VgpzelarZgndWCwd14BwuLy+GyMm4M9Dk5tkQZRsWExBoL66wmcDDQmJPJk34OTJqsWXwunwO2BOgF6J10figaZdDCVr4xRrs8aglaOkD8/YSEKdQhqt54rRawOjfFSY0OGJyxwgBAbQvbzUG+NnmjwLKCZmAWLnNTqvQ3daMzkrwNblgs6rZCzo3ebs7zdEZnOxzDEe/P7ysnHLWyAKBy0kvVe+Gssqr4bR2gDc9FRtZqst7A09J5kLMLvPH47vQdvjt+J7N9/IBzOON+vNcO0MEf8DA/YJxH3QOdl/WODAydzAM6hzMAoQt5K3MVqH3oXY/TdJIOku21GMEqnrW2Clo3bPhAaDUYYkNNMGChfXXKSavQQB11MKdZO0FkFyjNG2U+kIHOgUtIGiB5eARI1do7j96IoPvmfKPFwM52i7MQdikw57XGGKWynDYK3IaXo11bLTW0TVC0oJyrVofFYzUtKMmGjlfI0u1pB1iTgsZYSr9XDD4O/oCL7gLHeFT3RAeRQXSuU2rbHGt3pnV2a1lDIQd15nVwGkcdwxG7bgdnxIreO3EbHeOoVOsxjBpDskDPs7Dt+hBtHNbS8fi7O78T57jPAFsC9AI467D3e9xNdwCq8QD/ZsuynbTtrFOHDm4mpRxAqHEmF8Fqks0yBhGt7bqdZthMbpRixoJfrhQHFXoXT3l9DT5347BDDmiboOQkBg6DX+l/gIUN4xhG5CSan3M842a8wcP0gLvxDuf5rIkcX187TG1wZ6AHsj52RYEDtmGoGz4cPLx0CCTqcEXuI9IvD90Bt+dbvD29RYxRZjbkGe/H9+hNj9722Lkd5jjju/N3So2zxuI4HZFSwsGLFf4Upkq7K2v5NJ+U/nCcy+PL5G3eE7zxeuB9TtW0DZ8WeH9V5kApWiUkpZxRX0rQfneO84L+RuMQ8vxTlg4n59MZqWLBZFmzIQQJiKJQRX9y8RPs/V40cr7HF/svlC4EC7zqXgnLwAATprpfTRWBbwnQhg/FU4ySVnJA6tkazjrdFxkZN+PNYmRJSxNTLTaTnSaxbxOtVj+XjGjfdn4Hk40W0Y0VaYO14robUnjUcaH8oDXN4RmmcyKRtbNz6A56/tD9TQdwW4dzOCOmqEkXKXdkEbETzA4PtUj8bFpZA/XtjzTjnyi2BOiZ4GK7GC6U6tV2NggK6LiIvPHaMfFOLEDPUSrFrTkCA7OIiPvpXmlourGQ6yDVQp1pXX5IzVHxnl11UJgwlURGN0BzozinswaFLayRJC1EqWjfnG9wM97gbrxDThl7t5f3Vswg1FWo9c2HaJr4PTVL4IZanXVbArThuaBgVYeQ0mI+N26JEJdF7teQAu7ne5nnVShuvZf9Rxerm9ONJDRZHB/Z3eGU+1M4IeaIwclw5GmecI7lsPEdHuIDEhL2fr9w+CFlYkt+NjwXpOtwJolWj7OYfnCuSYSYGLQuVzRCUDeqcn5xFAIDQ1ayYevgU72PGwmSkkk6E+9yuJRiWoayCjh81Tuv9E+TjI5FoJlCS4/esOE50OQh12IztaBEW6ziv4/hiCnIrMeWxo9CnWtjEsZgU5g07mkddKm7Y7GL619lBKh0f+rn6LgoL5krc6dNwgoFzlrpugLS5QGAndtpt8o5h852yk7wxmNKMupEjRdKfEqTCN4raNBAthJQ3SQTEpJJdYbSZ3J0bQnQM2GNxZeHL3HVXanAmpm+d37RHmWXxFm3mAbPx9JqmrogtR5NYmt4DmdcdBe60PmcTIKASh8geD2cFcREh5U8PsZAnt8Yo1k7qQ7nIIPs1gkQdU130x2cFdH3H93+EVJOuOgv0Psev3r1q7garhBSwJyrqxCrhW3lQDUauekAPUGB4zVv2PAhyDmrPa+BiERDDuKaU0Sv2lm1Vip4pStK6sAUJBjkzJLzfMbN+UYPhN73mJIkON56DN2AUzghREmIdn6HUzzhdrzVhOk8yiE09LLvnBP6A/UUyI853xs2/BCo9XW2CzMNpaw0RbExjIt77eCE9hlS0PNI55TYTu/BYxzl+wlIISlVKMaolDUDg0N/kH1gO6V9tza7U5iqjrZ0pbKpg1BjiHVmyYYNL4Su9YbiprdZlSYXh8MwKj2Zjrga2xVdDAtsc5hxP9/j2/tv8e/v/z1ux1vRiK9ilxCDFrpoRT3H+VHhq+3G0lih7cC08aWOTYFZnF+d7TSR4c+983oN3ksCpJQ31Pe/HkDM4eGtFm/RAUqiXW+/96ljS4BeCC5gTgzOaAShJeFQt4+S4ABQ+hoXNg+hy+5SK9ApFwvDFHHRXyytodXRtBlgtVp0bQWh7QYpcknOogR6bIHye3Oa0ZnuUXL1MD9gjjM61+HN7g1+5fJXgAyt9KVchzkCjdVq4wanbnbWqFuQ0vKeOOe2BGjDc8HqFK2qqV8wzih9YA4yB4HB4r7bqzOOsw5v9m/wavdKaKjlAJzyhJijzALyQos7T2dxdkwZD/OD7t+d3+H9+B63463ObzjGo/C9jdwTaHVK5y7uxQ0bPhS6dgrTAKjUn5Y9kHJaDD4FgOvhWhMUFuxYlGupQXOclU5qvHRtjDEyDLUEcs66xXDHzsiskd73WjwY51Hnl9AshOcA9UUZeUGl3rDhuWBXo42n1hogxk7neMbgBlwNV4AFvn34Fv/h/j+ooQfPD2SZCYcs+4d76BiOj5g3IcvMuM52SqELOSxGISBXM4WQw+IsaCl3OmCVTCBjF3FfK2lo59iFLO5y3nhM86S0u9aMiyMZmPBoZwxLa2x2oxZUwPx5nFsfNQEyxvznxpj/zxjzB8aY//aJn//Xxpj/1xjz/xhj/jdjzG98zOv5GGC2TZODBYzogLwV4RnF0MjQzgyNDcYwShfGD3DWadvxdroFAOy8tCeZ8PCl1ICg6BBaihwPvpiibiblsWaooI5UhzY5Os8yFLVznYjqCijk7n2PfbeHMVLh+/LwpdKF1Pu+DN5idUI/FtOI5lLW6h6tWdXlbuUgB2wJ0IYPB2/O3Cus4iUkpJjUsZFaN2cdvjh8oZah53DGmKRAcfAHnMIJ3nl06DDOUiG86q+QTca78zvRzbkBU5jwfnyPmGWWw4W/wHE+6mEzhhEuO+y7vRxGENEpu06tOHfDhg8BzwhjjXYtgSYJau67U5we3Wu/2H+BV8MrDG7QvUMqD4tzU5y0Uu6Nl8THyFBUToT31sN7jznPwiQwUH3b+/G9BGi2zrKzToIwC6s6I0ASobUYe8OGDwHv++yAOrg6wLQxX6IEYY4zQgzYd3tYWFz4C2XJvD+/x/18D6DSwE7xhMEPeLV7BWcdrodrSehjWDBw2EliwgNAi9TI0LiJMd0c5Xzi91sKGt8L94aDW8SP/B0AWnSm6U6IEo9yGDK7RxxujCzFE405UzNAdpWMAdD7AB3hPgd8tATIGOMA/GMAfxPAbwH4O8aY31o97P8C8LOc838C4H8G8A8/1vV8LCgVzVShGufgsNJARzadeo2kE64BqQSQh+2tx96JJiDEgON8xL7bK5cbaGhkhW6wnhfCRIedG3rEt5uJmyIEMWjQ+T/lDwfdlSdU3I6SkO39vvkQaiJIkSyHf6E4+Mxp1o4T8Fg8x+/FVC1ZNwrchh8DDPjmOCtXes39ds5pgNe5Dq/6V7gerqXKnSJ62+M8n9Wx8NAdkCAVQmMNLodLpJTwMD9gSpN0bGFwP97jHM6Y04xvLr5RCpE3HscoFvqDHWTPuML9dq7up60DtOGZoC6UlGz9vrWIJuo9mLPoFr9rrLIO5jjrvCsAStee0iRUGlS9qYXVs0OZANlqITBDHBdP8wnvzu9U4N1WxWkcQhpdRtZi4oYNH4KWJqYwJWmhw5nBQtPCDtAYR3XyTUi46C7wZv8GX+6/xM7v8DA/4BzO4uQbJ6QohjbeeV2rO7dbmIwAUMonuzrGGO2kZiO0tFarNEcZUcLnZWenHWOiFLfiONdKHxYJkLULnavN0kFiR4xD7Pk5tQ54zBZU58OPk8kdxIL7cypUfMwO0F8H8Ac553+bc54A/FMAf6t9QM75f885H8uX/wLAr33E6/nRwWpCSxHjwmV1jdUyTudtOzHt7IUpTUq5oW3hKZ4whQmDHyofM9UJxKxik8fabnJWCbhROBWcm4ebgtk/qXmkTfAmQLoO39sYRlx2lxqgsf3L7lPK1V2LmqeYolS+m43Ba+ZnyIqlHsSruK91I9qw4YeiFbSGEGQWUDP3hC5ApGGqFX2Zl3AKJzE76S8whhE7v0Pv+1rkKIfDRXeBvd+Lnamx6H2v1thvT2+RcsLr/WvRA/U79K4XjrbrYJxReizF6+3E7w0bPhSqAbJ2MYSRBao2YKIe4PtALZzSt4sLHMc75JRFNzSf5XwzYmTATk5G1see5pM8HxzuxjsZk1CCPG/9QuyNLLoKJkJb8WvDS9BqjYE6WoNOavLD6mQ4x1kH1nM2DgDAAJfDJTrbic5nPuI0nZBNVq02573FHPHu/A53453OdVQL6oa+xs4pIJRoPZds3Q+d6bT4QKc5vgfGk5Qe0LCBdDo+R2967XKRCq7JC+xihAtjVRa2W3YRP0cWUbg/SefeKHDArwL4d83Xf1i+9334LwH8r0/9wBjzd40xv2+M+f1vv/32R7zEl4NtxbY61dK/uDjZEWk3IRdOZzrhkJYDhPOEyM1mMtGaByiNLVcNUOsCp3NFipscaRAhhYWY7hzOygttOzJ8nEEVn4ZUqn3O1w3B2Q9FKxFy0ISLphAJomV6d363/PDKRtTOWTMXCPlxsrPNAtrwocjNn4j4SDuXkYVeUybQe+vR+7oX2DG96q8wpxmH/iD6oCCuWHOWgXJ7v8fVcCUJku0x2EEr3vfjPQwMLvtLIAO97fW5eyvW2u3E8HZw3tYB2vBcMBjivV/XFIw6UVlYTGn63gQo57xwgAOgXfqQAsY81qGJhe0QQkC2sp9Ix+Hvvx/fw0A0QFOccJyPklChnJPFmYsapTnPes6Qsr1hw3PQMkt0eG9eslFCLvpQiNFNb6XYxQ4JYycDg9e71/DW4/34Huckj227pA/hQdfx3XSHGOUez/3kjFNZhIlG3d6889U+u1zfFCYtJvPsYqLCBCabrKNMpjgt4k2+bzrveusxxUnfG/ceNelznGth20jS9jDJ7Lu1NnWtASrf/CzwMROgpz6CJ++yxpj/AsDPAPyjp36ec/4nOeef5Zx/9vXXX/+Il/jjoM3SGcBbY2X4YsnqDUylAGBpt4giVB3DqAJoOuzQe51OJdoxMSI2izHqwCrdnE0iw3ZoRj2MWg0RNzk3PSuETNosrLZEpzjhfrpfVgRMdQzpbLeoDrKyR5vwKU14mB/kOWmCUKot5LH+aYfclgBteC5yzpjDjJCCBGSl9c/9aI0EXr3vMbhBK2ekRFwNV3DW4aq/Es0Oqm3pq/4Vdn6nnO/TfMK+26vI9WF6wOAG7fQyKYoxaieVBRItZtjNn2bDy2Fg4L3X4lI2RUOQrAZQMcfvNRiIOSp9rR2CGlPEeT4jxepKquJxiAB7DjN2boeUk9pevz2+xWV3KTPjQu0YqSa2nGX8mucJ6d4bNrwY5b4Oi5p0szDWxBdTmtDbvhaeyx/V4cDize4NDv6A1/1r7LqdFs9ux1vMcRan4J244bLQwLmO1lhJhmAXdDx2UUghzZBiA6ms3Le8Bp1plMVOnpTSVjMkb7vojkyVSaAYjZDGyqSJBXRjJRl6N77DaT7hFE9arGu1R1rob2aFfQ74mKfsHwL49ebrXwPwi/WDjDF/A8B/B+B3cs7jR7yeHx1tK5VdE36/c50aH/DgcNapWYKKyUoy0pterD9TwJxEd7Drdrq4FzqfDK0M0J3nUXuyVDV634vLVXF0oziOmypAptIjV+cgVgTWk4Dfnd/hOB9xP90L9a4IU0OUqsne75Wj+u4kbd/TLLNQetfjbrzDz9/9HFOadLOo8UERzeUkFXkmey22BGjDh4KdzpTFBQ6uTPG2WfdRzFJ5MxC+twq/k2jnxiSTss/hjL3f48LL7C9rCqW0rN2r/kqdg3TSfcrofKdUCu6t+/keMUfs3E6KHEY41nSGXA/P27DhQ0Emgc0NrYwmIEY6OyYXF8Q4P/kcaoBg6ywTuiqeg8yJ894DSc46Z5wWv7zxuN5dYwqiietdL65afsBFf4Gd28HDL4qBxhqdbM8CGot6PLs2bPihaGMI/Xdhzthci7vtPDgmEDHLIGxNeIqkQDtJpsZYne90nxjUsSdXw5U4HxqjA0djjkKjNlbNr1pTgfUQ0ZSSsgVyzpqAtIkPuzAsovH113Q1pajCaFyYTX3OznZVE1T+TGGChcWhO+h9otVytzQ81b5vCRD+JYC/aoz5K8aYHsDfBvC77QOMMX8NwP8ISX5++RGv5UdHzhnH+agDTmk9yM1Bh485zcqzHKxsJs5fUPeMYhrgjMPddIfb6VYGx/WXOM4ikWrbrwCUujPnudoXmmpiwC5Nb6UiQeGdJmRZKhw5Za1a8HpClM3vnNM5KXOc8fb0FtfDtQx5nE6agJFOsXM7HayndAtrcOEv4J3XwJJ6IGecigHbSgKrLRsFbsNLoZ1FOkpl0f0YGAQE0SqUA895J7N+nMPteIt34zs8zA8Yo8xT6GyHi/4CF/3FgkYwR+ksXQ1X6FwnXVKTMdgBIQcdosdigYXFL+9/iYyM3vWwWfaAg0zx5iEGbBS4Dc8Hk2gmL+y8k1IWYxliWopWT4GBTTvMkd2d83yGg8PO7HSMAwsNdKPqXIeQA66Ha8QUcZpPcr5Zj8532HU7eW1Tr1lZEkhiDoSGwrphwzPwlIbFwGhBujVi0qJurnsHSWKZ9nn4exwInCGxFCDMGm9keD2MGOuQDcNCQUbWEQosSphshKaGMpy7aLtDDjqUOKSgunNrrTIIYpJ9R80cLey5f2g1T5YBkyn93WJDT8MuAGoe1Dk5/0IOdawJanGcnVoymRi3fur4aAlQzjkA+HsA/jmAfw3gn+Wc/5Ux5h8YY36nPOwfAbgE8D8ZY/5vY8zvfs/TfZJ4f36vAtF2MBUz8ZijitbooqNTtItXOhOhjIw3uzfafnw9vBbKTJyq+C7Xli1F0jkLr1P1Ok2CZIzRx05p0uwekOrFFIQnSmqeOqFwrhGsdmk4GO/L/Ze4Gq7kJhGCvjcA0rFKkuB45/Fq9wpf7r/UZO6nVz/VykU7zbg1jkhIi65Tiy0B2vChIK2SLjspiwOczTLfwLhKJegg1TsU8TW7uuMkolXaZNMyfs4zUkza0Tx0B1wP12oxOngRhpMyxIpbQsL78T2QpGtKEwRCTRiwdYA2PB88Fxj0MAhKKSk7gRRPTo1fQyvWRdsAyO8d5yNmzEqTyVmee4qyF5xz2hlKWc4zah9e715rwe7N7o10TeeznGWos0+Y9LCwuA1C3fAStLFRq58B6iB5dbKNJaHpZN2nnGRtNnbWahhVXH1ppJNy0nhrcAMMDHZW3ODeT+/VLpruiju/U/MFGNQEqKGoMqZkzMdiBulm1Hp754Xal1Kd/VhiLGusUuQYhzEZm+Osrm/cf8ZIkZA6dbKatBNbtiMTKJ6jMUWcwunP8f/s8+H/7Ic8Hznn3wPwe6vv/f3m33/jY77+xwQ7MnOcH82oycjobS86nlyrA/tuj/fj+5osldgmpIA5zxjcgK/2XwlPNI4YwqAHA4DqGlI2QYYkS97VgImJjyZWSRbvFCcMbtDNEmLAGEfs+2Jn3VhUxyRdnZ3fwUxyuD3MD3DGicjb9TDWqJsWNwSttE/zSQI7Y7DrdjIMMkZ0OxmUOoVJHUv4WQKoN55iubimwLVt3w0bfgi0A5QkqefBRi2EsQYpVBecKU4Yw4hzPGPX7UTngIRjPOIYjridbqtFb9nDc5iVXkCbe++8dnrHOGr1jxW5h/OD0CdcD5usVhs5s0sToK0DtOGZoLsVK9dtlZvFpjnJAODvq9jSxXTRAcoRYxiRYpndYy0mTLqnACkwWFgkI4HY1e4K707vcNFf4Neufw2/uPsFBjfgi8MXeLN/g5+//TnmOCtFh7d+dqZYaGs1rhs2PAet85uup2K6RPp9yEGTAf2dwrRZs1R4FtAyewyjjE7wPQY/4G66k393A07hpB0cGhV0tlM2jYHRuYs8k2y2apbAeJL0NiZI3M/eStGB5xHPKj7GQwrzySSltzrrlIpH18iYo8oxGO/RnIGsp4V2m3uTTKTPZI9uStsXgBaiAND5Ti2pAWl5hhjUChuAUsDYyVE7aiO0M+eEM0oOKD3kNeinLiZL65OW2Ep9Wy06fq0DUXO1P32YH2CNxcEd9LF8jhDlNXeuDF8ttLXOddoK9UaG26Wc9DPY+Z3aeTMZosCPm6aznfBOSzUSQDV5AJ4eKFvATf+nWbZu2NCC1S9t1ZPb7Gr3cc6iM7BOKmSn+YRzPMNlGQrXWaG1hRiw93uhM+RZ9+w5nrWDyqpbZzvsuz0yxBo1poifv/u58qTP6azUiIxCB3UWcKUaqWY6n8dBsuHTAxPpVr+TU3Vr4oBqZ9z3JkDUuvH+DEDtrLMpleVsVQ/6/7P3ZrG6pWd54PMNa/jHPZ2hTg12sFGwQ5sQBjtEgSQyQQgCBkGFFqTVxE43TiCdkLRyE7UQ6r6glYvuqG0wxLjViEhIFo2dpssQ2oTBCISMkasaqlyu+cx7/Oc1fUNfvOt9/7VPnXINxzR1wnp8ccp1ztn/2rvWWt87PAM/Z0YTnQaRjEUGZoBluSS6T0u92cl2EGLATr4DbUhrZxMrm1eepHPByb/26HEvkAZGK3lv84aUm6NVQJvGAAAgAElEQVQmNNQAxU7GDbbMG44TERlDe65YbVH6Eo1vZFgM0HucadSrZkVDsdBICDYAqeu4DpM6R2/D7NG6IWqlJYCVv77zjrRMahszArTuie2XYpMDFbdmDgYGTdxKOTKTARFYlAsgAkM7lO9fHOJaiD4PXrTcuc0xSkZ/lv8Jv2zoG6B7ADveAG1ibjivAeLtCG9IhsnwnGc6/1nnKYw0Nal04CEGZDaTThx4eRYOf13OI+kWS91tFAvzeBNV+QrOUTHXvQP4gS58AQUlfNba1Sgb4qqyEDCxiXw9niJwMRdiEKtfKGp6WAORmlRWuucmBWrL/44qbr3rO81OH4ba4/WC708upprYbG1E2+A5FZTY9F7ML8JFh43b0Pq/bc7rpkZqUwwt0dyUUlg1K6SKeNm1a/O0Wt51YhKMkzGCCtjJdjCv53j69Gk5lJbVEnWoYQwdPlZbJCoRDRDnodwvk7Qebz6w49OdsQVdBye2wq19/bLARoB0ohzDAEDcPOtQyyDPWisFkIik22IwxEDmOPCoYoXc5MJGGCdjoQClms4F5dU5KjZbbscYRWvao8drRfd+kbohYmtABYjrJm8yurQ4NrLhhqlrg80GVkzV5CiQ2tdkoGAyyXDkEPqBHUBHet4Sk2Ccjs8ZU/HGlmllUFuKGWfTcb3FtRZ/DwHbuiuGuB18d/R9vG3qMiO0IjfegDa4WJPhAUDDizzJZTPGQcfy823fKXwdAUGG4PcD+gboHsBisRjbJOx2A8S8awDnHqiBHRAtAFtaHL/gm9BgaOmm4xt0YGmCzHlAQguIngId49Y6VEwS2tUsT/nYpSqzmVzruloj6vbr34VXXboSVltkmjZRPK3grp65pF0OOT/kwkntWIOz/S9iuxkL26wgPpD5e+HmiHu57sSvb4B6vF7wS16E3u39hkCHBByEk22NxWRATm6bcoPGNUhsgjQhK9RxQofVIBnQgea2DjpNaFD7mugCLTVinI3hGidJ4WfFGTKbYZpMMW/mRE9tp/OJTeRQtcqeC1fu0eONwCgDC0uastblkLVwPN12vtUAtPfvnbhzAxRiQOUqClqk6o/cRYOnZyF6qEjNj9ZazrHgg4Sd+uCxm5NtsFJ0v+cmlwbKYBvd0LhGwrZZ3N2jx+tFd5DE9YOKSnRnjNjarfOWRWstVTI/Q917kO9J553kLpauFBZMqlOpdTiCYZpNMU7HtAFtzyZuYPgMMCD2gbgGt4N2MbhqNzhi4hAVgicKHDvbdSUN3PBJNhDnL6ptvcnXGSM9s9ZaTNIJ/Vx4eKK3bsddJzihwLUByN2N8ZsZfQN0D+i6ZVhl5eEBINMCHzw9HCA9DNT2weMtCLumMW0MrcV1bomCxtNl2fAoyJYoxEDUmTs2JqIBUrS6zEwGayzW9RqragWD8xME7uKLpkDhCozSkTQxpS9F5A3QwZqbXLZJbMXNK2IRxLVrWhaN8+SPXU26Uxh+ebjo8EpnHDdAvR1qj9cKebnHgOiiWPTqqIUDzfzoVKeU32MSVLFC4QrkhvJ9htlQTEk4vDSqKO5XALBpNrLBrXyFvcEevWED0QhWboWddIfeFYEOmQvDC5hkE9HMsXaoN0Hoca/goRhv7QHI0Ckq2qiwK6hz7q5W2EwFkg0QaFjXeGr+OQ+Lh1oxRBGDI9LnjdIRmthIOj27wvF5p7QSLaqDk8aJLbpDDHK9/QaoxxtFd0sRIzFNWNuD1njJw8tQi+MImN7ZtcFmu2yuswJo66+UwqpaQSuNSTahLWj7ez56Mp4yFjvZzrae8dsGhZss1sJ1Hd+6tZ3YdrdxKmLEoLRsa7iO4pqKv0/RkreNENP3eJAdApmYHOQHyG1Oga3RUbAxjOiQELcUOL4OoM2fNH0D9J89urQyphm44ITvyUYFTSCjBKPN1pkDUfRBfDDwZJl/jx+oJmyzELoIPmydczp81O6alifeiUmQmxwnxQluF7dR+QrHm2PMqznOijPcXt/G4foQh+tDaJBTDz9w62aNxCTigqU1bYAQQWLYQBNFYww9ICqcc7vLTEYOQYFEf4hkE6mjluJUhY4NJbZc8u6B151C9ujxWiAucNHDKy9p25wDFGOEhYU2GlmS0fZFGRhFgaYREQeDA1weXYZRBpWvkNqUrONbC20WkvvoRdi6rtfINIle61gjT3LUTY3KVzT51gqjbIRhOhRKRmYzaX56ClyPewXTZBKTnGtgJLy0dW3jYvButJXGN+cc4HygIg6tbjVRiTRQLjp45aXp8t4jMQlGdiTTbz7TdvIdGoy1wvOhHYJNcJjS7UMnnyhuQ4l79LgXsBbawGzNn+J2k8GFfFdDIxqYDpUU6DB8WhObEAMW1YI0oHaw1fS0f48NoKy22zB7+HPGWDwI47OlSwkFcL4+aq+Ltz4San8HCwlobbvboUh3C+aiE8OERCfnNENMf+WtE/9dHhpGxC2jp2U3jfMxdrPdP9v/iF8m9A3QPYBtmfmGBoAmNtupWyuyc5GaIhakMuWLXXMaT2nAqTmfx8OFUBXIolRWju2DwtMycflRd6xnsXUnUUrh4ugiMpNhmk2xN9hDalJsmg1ccBilI5nKXZlcISFcO5XY1BtxK+HrsspCaSUCcKONNGJMXah9jXk5x7JewgdyDsos2UJ2D1v+eQEQYd/dJt89Ba7H60V3Pe8CFWnaEOfZwUljlKoUAz2QrKxRMgI0bT9dcDgYHoApq4lJyFkxktVp4xo5PGKMQACKppCiragLVA1lIxS+wLpao3ENhaDy5A2aTEciJIAY6DdAPd44uJEXinRLnwmq1TjAoAqV3IMcOspgC+yuiQIP7DgbDoq+joenMFTvKHwblCOX2QyDZIA61ES3g4HVFrv57jk9wiAhbYTzDtZaKSq7MRJA/+7vce8QEwS1NUE4x4bp3GLnrLJbW3kebAM4p1Fj46vSl8Kg4bqPmwiu5bobEjFc6Ljhih11u6E9Zz7QWYKGGITWxjk8vHmNaiuH4O8F2NZR3Ph5TxTw2PmffP/t9fMZylQ9Hvyv6hWO18dYN2tpBjOTnXONfDOjb4DuAd1cGr6pmO6mFFlQiztH66DBNrldG+smNGJlzcI6XrEmJqG8HcSXNQDM2WQzBhHmxe0mpSt4NYqMCnbSHWmELowu4NLoEqbZlHzrLQn3+EH3kYJNh3a4fYB4TdtOxOXBaNfBZVPicHOIdbOG82SlWLgCy3opP5/GN0ITZC7qndcOnNcAdf3re/R4LWANUBMogC74VhvXboOUIl60VVY0ehwKN0knMhHbG+wJ1ceAAlMla6HNzUpNCkRgVs2wqBYICBgkAxRNIYGQTdNg1szggkOe5Mh0JhtWa+nw6h6O/QaoxxsFF17S/PC7lF+pCpIzxwVUNw/IBaLF8eYfIH0oF5B1qMXlM4QgAcNGG9mKDpMhEpugaAo6U1QUqqnRRjang4TysHhDy9fJAYv0f2P/7u/xutCtH+SfwzbEVDYosWO8pKIEtHeL/26eFgAZ5IrzYaulc8FhmAylcZGhdpsvxwNkAKLzYQlFd+BltBH3N87q6W5++FfRY7c1I18b14fcrDAtlWuobt2mtUaiEtm8AhA6t9SV2NLnfPRY12usmzWggHW9lo0z14f3A/oG6B7QDSjllSYLSfkg0Eqj9KVwNhOdyJSZX+alK0Ubc25SByqqmti8bDrXfXj5zzN46yNmAswFbacJ0uC0DRjrkGblTGwQ+UbnJHvW/wCQQ9WorX88NzFBBXEUmqQT7OQ72B/sI7UpltUSx5tjNGjkoJX1c/vS4WLy3Lbrjp/5K6WW9+hxJ7hoakIDB0e5JJEmzCoqWdtbbaUBiYq2slZZpJZoOtN0CqutaIissbTFbN0LPbxkNSQqwbyaY9WssJPt4Kw6w7pZk619dFjXa7IHbvMVKl9hmAxli9zVbNwvB0mPNx+YQdANzpZzo9UCcVQD61crt22ASkfb/e67f9NsxD47RHKN4oEeRzuoQAVWalIM7ACpTkl32m6khulQXEOttjJlhgK5aYFMQBxoeMZGPWJk0qPH60S3RmJGDtgumg1nFFE+RYvTEflHbGlrdzrL8X2fmASLcoFzem5QvcSOiGUoz1Gcu/IGfj75WU1NSkM6KCQqkWFz90gQjXU7ULewW61S+5yzxhyAmFUhUj2otBIdnzFGTB26w+479UZsVrKu18hMhpEdkfObb6jW5c+4D3B/XOWbFLweFZpZu7Lkm4/XgDxpBsgFjf8cd9sh0NqQJwAydQjbw2dRLV72mfwgc26IPLBqq28QXimI69l9AETMB4VZOQMAHAwOtpQ01eZGIJCBQwt+wLTWYuHNEwfnHTJN26WBHUjOxKXhJewN9uhaA2RlKu4ncfuyYdxN8Mpc1R49Xgu61qbee6EJcEPkNT1/iU3ENjjGrbg7QSKTbL736lDLBJytUk+LU6zrNQpX4GB4gMY3uL26jb3BHlbVCjeWNzDJJvDRY1OTWQI3RCEETNIJTRi1Ep0c0G+Aerxx8AYo0Yk01zIlVgA0FWBBbYXUpSvl73M20CAZyL9b12uooISVAEAGDOw4qrSSGIfUkgHOrJrBaotBQg0RF4l8do2yEVKVnnPlYvthzihx0YkOokeP14s7DaK40dBKi7ESB6ACkJqqcc3LNkBcq3FYKBsmLGrS/4ySkdSEGq1rbjtM1kpL48+ZiBx9cE5WYcheHoCcWUxr6w4DrLISIM8W2ue+N++FKSTDj475gTRZLSWVa9MYqTnkDRCbeikoLKoFIsjIJ0toQzyrZlhVKxmc3A/oG6B7APM6+T82r/552sAvch+8rDyttuK0EWPrIhVJBNptpEIM5B6iEtHqMOUgRtqWIEA42Dw9ALbUuK4DFvvQZyaj6203Q3ztzjsMErqZu84e/LLo8sD5GsUdJG5dsBQUMpOJ8QM3XwqKHhaTYZgOsapXKJpCaH88cWHKA38vdz5IXdphjx6vBr7/QyD7XhOpYXFNe9B5Sq3PdS5Bxd57NI5S6a219EyoKCGou/kucpNTRpcnh51FscC6WeO4OJbshNPiVA6zTbMh2hwCTsoTRBWR2QxlU8Jog2k2Pc/V7vueHvcIo4xkk3Q3iWxQY6IR6gywzczi3y9cgdSk0jyVrkTpShhDm38fPRV2Lc2ZLbD5TEgMhV4vygVqX1MAcFPK+cLNWQiUX2KthVdeQsV99PDeC1uC9bI9erxR8OBYmDFxm40jmpt248H1GweVsoEH1zusy2EdDgCs6hUGyWAraWgHxew6ypRT/gxx+NVbAysGb4lCoK/f+EbYMfIstDlfTD/lpo0H0gpkPsVOjpwzxI2PUUbOx9zmYvgg18AZYBxL0jZ+q3qF3OYk6QgBmc6k9gO2A/s3O/oG6B7QnRwI97nNTeg+FEyVAbbp3Oz+UYcaUUXkaS4WhVpvG6TUpNJ8rKqV8Cx5o6NANzTTBNhZBArbDUskVzbWHbDRQFRbJzpZ8WK7im08hUYyRYjB3yu79bAtYuEKmuoZI1oJobMpCtUKCNjNdtH4RnjhbHMq0w9sV8J3pcD1Ntg9XiPEidFTgeY12Xc2gYxHHIgGYC2ZfLjoSLAdKCg40QkGZkBDimRIrliaqD2c/6OVhlMOQ0u/3zjKMuGJutEGFwYXMLADVK5CWZdCm+WA4UE6oOyJ9n9d3nWPHm8EYpCjyJZWQQnF2HsvG83GNedE1qzzKZoCQztE6UrcXt0WloCGRh0pB8hGiypURCVlZoJ3FDjsAzbVBteX11E2JZRSONoc4dryGmYF0a3ZZtcaoo52TXBCpDOydKWccXcLa+3R47VABsJh2/BDQehpSilxtOVNCv85rTthwJ0GgZsjALIFnaSTrZ4bkK/XZQjxUKJoCqmjutQxsdduGQuZzcRllAfozOjh66e/SJ/HdRJbaXe1PEZRQ+PCthF00VED1DKPuPbqUtm4lmP7fGYtsYZvlI4wzsY4GB5gN+9d4P5ioFOjWGUlOdsHL/qBrrgtgkSgPlCYaeUqGGWEx3mnEUBqKSE7NalsTCIinKOblxuRczqgTs/AeUGbZgOjDSbJZKuzaQ9EPlQSnYj2hwV9zNvuBjMqpWQ6IYK4Zo3a1xinY3HcYjoRX1uqU0n+TkyC0+KUqG+tDbAI9u5igc3giUWPHq8FvMUsHbm5JSpB1JT3oBSFx2nQIZKZDPNyThbtSgvtc5JNEBExSkbU4MQG45RS7Fnrw8+DhkYRCiQ2gYbGpiaXxePiGPNyDqvoMGscFZtWW+xmu8h0tp3Ms+1oT3/rcQ/gRjpVtMURlkA38wQRpS+l+U90grIpMStnCJFMPDbNBiyizm0uQY8aGsqQyU8dagQfxM0qNzkm+QRGm632M2yDUNfNmoqoJJNr4gm0Ukq+bogBzpGJkIvurmGtPXq8ErrbGqFsYhv4yVQz/mfWSaNjj+2CE3oaf02WDvA7W5qr1viGP5MHytx0MENIQ4srqdFGaqBu5k9X7zy0Q7KgD3T/86Y21dsak2tDsdhuazz5jPY4EdOT1u6adT/DdCiDbwY3ckaZc3lBLjj6uYE2amxZzxpyZjy92dE3QPeAoi6EYgNAXu4ApGnpTgsa3+BkcwIfPZY1HQqzYiY3ELC1hI4gUWqiKWU70UQn4M0QP4A8naC/TL90GwSttCR3j5KR+MtLkFcIcmPzdoo3MGLocEchpqDEIQQgrva6XkMpJZolfvGw/km87UG/DpIBNm5DQXegqQNbMfL1AHenwN35Pfbo8Urg57Nwhbgx8qEGzgHSlibQCblVLeslNf0wSG2KcTpG4xtphErX2pwqjaIqoMPWiMRqK/kSO9kOLo8vYyfbkYBhqy3GyZiytLTFOB0js5lsTbuUg34D1ONeoHW7TzT63HY/BNrqMyVmVa2QmQzreg2rLQ43hyiaAqNkhNzmqFyFgR3g4ugiNTRuCWA7jHLewXnKAMqSjIK3dYahHWKUjkgcXi9QN7VQ264vr6N0JVnBa4XgAkbZCADRgTgjLiKKTiL40Jsg9LgnxEj3Ed9bMUZxIuR7k+s2rltqV58Lp440oRbKvgxsA/37VFNuVnd7wvbU4rCmtDQz3eEENw4eXgKBZQOlDF0LSM7AjB6umQBi9aQmPccQ6uqXGMIwiJBGiCNa6lifi0/hpoqH1BJhwjrytoYMMSA3OZbVktzh7gP0DdAbRIgBJ8UJFsUCy3opa00uzPlB6jYXs3KG2lMY4qqmqTHfuDxx40MKoActS0izw7Q55ldzPgIixIoUsgDaUscUFEpHE+1xOpbpMlsjBtABZg09eF2OK7uE3Km74Q0Qf27pSmyaDYbJEIN0ICtaCQlrwUJBHzwGdkCTxJYyGGOENtu/x9/HnegboB6vB0zLKX25nbxFJ4eDV3TQJCYhMWnwcNEhTVJxeNsb7MFHL4YH82KOYTrEKKGVf5ZQgKmPHtNsKoMBayweGD+At++/HW/bfRveuvtWGN0KZU2CcTqGMgqpJZor05KYEtFvgHrcC1hvakENvkY73NJKzhKtNDkU2lxozKWjjVCe5OQ+CsrpiZEGXdG3+tbWNcvBCQ0uNfTcaK1hrZUARaabPjR+CJfHl+G9x7ycb4d7aEgHy2cXG/D4sJ16w981rLVHj9cCHh6zey4AqdtiJDlAiHdYUiucY8IIK4Xd0Nr70SgjWxGOMejWcolqDbGil7qJax9+z3ezgLq23DpqaYCa0KB0tKGNiEJDY+ZRCIFCutFayreOw2LswD+LuN0OsQwhM+055r00ZF3jBO+9xLt0a1W2y2eq+aya4Whz9Gf3H/LLiL4BeoNQUCSGTnIUrhBtgDRAwb9M4L+qV0hMgr18D+NsDG3ICerS8BIiKFSq+wC4SIGMERG1b0MXWztsduOIiC/jpooxQxuIVfkKqU7FCYSnAjFsu3eeEMpWSWmUTYlUp0hU8rLJm9WtQ4kCKl+hDjUym8kWJ6DT/LRiQwCyyRolI/jQ8rvbVbNFG8YV4vkXQQfcAPWTwB6vBUxraHxDL3urAA/KgmgLQa01hnYIrTWa2JB9e7oj2redbEc0P1ZbzOs5RnaEcTLGOB1jmk7lEDkYHsifa3yDnXyHQoYHU/zlg7+MzJLRwjgdIzEJUpWSALx9bpiO1zU16dHjjYDPHWOMTJb5/YoIaUwW1YI28G2gYjdBvvIVtKLGxgWHdbMmGo9WQMB2A+ScTJBjjFCGrHuVUlg1K8mZi4gYmiHWbo2by5tY1ktkNkPlKnqOWooNn511rMWFi0XkPXq8UYRI9U6iErF15gFv5SpAAYndBr6rqLZuaJ1QVP61cpUMxthUoNtccd3DjZbzjtwXPUWb5CaXLZLRRrY+PnjRXycmEeMrrTTWbo1lvaRNa2vc09308Aaqy6Tp0vf4VwVFMSZtzWeVRaYzGTig1UfJ96JBW6zozzVulask67GJ9D3tZr0G6D9r8A09TsbE9W82dBM0hWxo2PK68AXqpsZpcYrMZNgb7GFgBliWRCXgYohd1IBtAvYoIVoAu0gxJYAfXgX1MoMCAGJJGkMUPRJbGQq3tJ1CANimhXf83+tQSyr9neJTrVsr7XYaEENEopJzXvkxRrLkVpCJCeuijCIHoNKTILwBuW756MXqseuwx+Bmr98A9Xgt4AKtCm1gb6RNTVBtEFygTSaHoG6aDf3/ZIAYyPlNKYWdfAdGG4ySETbNBlbRpK/2NekX2tU/i1RTk8qheTA4wH6+j0k2QWISjNIR9gZ7SG2KUTIiHYTaTuy4EO03QD3uBVwwGXW+AfLRS9q9VRbrhuzbOfD00ugSVs0Kh+tDuODkDGpCQ3qg9nxrIom+i6ZADTorJMMkptCGNvvLeomDwQESnYhT4l6+J1TwzGYiqjagTC2x6vV+6zCn+hDsHvcGdjyTnBx2n23vZzaekq1H24gYvDwElTceMdImpokN0c9Up+lg8ytQk1T4Ahoay4pYQ4N0INuT1KbSjIVItDQVlJwjADDNpjjID3AwPMDF4UVyYWt1cuzK2L0GboK6WY3A1mm09KWwf7TSpDlvN0D877pBsVZbqU35z1S+oro3ROQmxzAd3jcupn0DdA8IMdAWp+VJr+oVKl9Rlw9IQT8rZ/Ti3xzLzR4QsGpWACgQMTc5uee0DQlT1IbJEFZZlK6kokoZ+ozWZY0nGECnu0drfQ2NKlCwXW5zeSistmJ9WnrawKSGpgbcQHE4qg+U+HunrSG7/nQ3UXmS0wEY4jkxHxdzEVE+h6frHCx5jpPqX50C1zvB9Xg1yNQ41KiatgFqxafRtexqTfdkalJy1uEw0zbDa5RS8ccBwqNkRAeUCvIcxUgUocRSgTdJJtjJdsgG2DVYNSsyS6hX2Mv30DgSgyc6IV1ROxDgyRpvgHr0uBewVtMos9WJAmJ+EFWUqfSqWUErjYvDi7gyuUL0zmSMBycPYpJNAFAGkPMOURFzoAo0Pa5DDXiIzXuIAXmaQ4NYBPNqjkk2wW6+C6MMlvUSD4wfwCgZ4aw8Q6qIOTFOxjIIMDAi9K59LU1bb4Pd4/Wg27DwvRkQYIwRWjNrWZiS1tXu+EjPirUvD0FlChz/eefbJl5vKXBC51dRjAxON6ekKU0ncl0xtgNkWKmrADp3EkvmVLWrqVZMaGvEttxsZc922ZklY5HGNyRvaKmwfE3tP8DAkANk3DZIuc0lMuLcz6INCBf2UVvP+eBR1AV88BimQ2JSdBzw3uzoG6B7AK/qOSSRV5Wypg/bzcnB8ABDO8RZcYZ1vcam3mBZLSUlOLPEv9y47YRNbLBNgsIVUFBCF+huZOQm7dxzHGbFFIbuFIG7eID0O1bZrU1iJ4G+aioxaDgrz8597/z1eOpQ+QqZyWSywJoIFvHxRoevJUQKV+WXiGiAENDE5ktS4Jjf2qPHlwIPAhrfoPa1DCyaSPbuKiioqCQvpQ70ZzjYTSmFcTqWr5eZDIlOyEnO04HV+EY2pQM7EM50alMMLU3CMpvhbHOGeTEnITe8bEuzJKNNbkvHs8puaQf3ySHS480JpRRNno2RXBIDI+wBLgaVJiOEc2JqRFwcXZStEEAZJy5QcG8IAb7xMiFOkxSJTSQ/KzUpUptiUS+goIj1kAxo0u7JRXGST8SCG4BY0XNwIz+/la8kHqG3we7xenAuWw0QowN+Du6kcnFOIjcEHPJuYM7dkwDOhaA670hq0G5x5DPb8sUHj1EyQqpTkjZkI9HVcQOT2lRce9khTumtMUIdaBCQ6ESuna+DjbFyk4thQRMa2vBou90AtwNpBMAYg43b0O+3NSFr+HjQwLokpel7YeMT1m37QFvcxCTIDUW5VK46F6j8ZkbfAN0jWCg2zaYYJSPZ0LS/KQ42ERFv2XkLUpvi0ugStNY4K87oxmrDq9gYgJ01ukneXGjllpqGZbWUpqU7seBrcsFhWS+BAKHxiC99K/oLgTjVmc3OmSYA9KLgXJ9ROkLtajSeKBCVq6jZa3MZ2Oyhu3plioXz7lwTo1QbltVxHal8RVOZlnsuh/BdKHB8/f0GqMerQcITAzVAfCBVDYU4QtM9ltuc6Dn1GgYGQzuEc3Rfs6UpQI3MIB3AGANtNRWW2hJ1taWWWm3FCCSzGXYHu7gwvABoSsr2igYGw2yI3OYSIGciTeLZsaunwPX4coCdN40yMHErhPbe04AqkNto5Yi5wFkjHFfAaHyDVUVbotrXqF1NNFJE0S9whhZvUI0ymFdzonnaDFZbpDoVCjdr57ioUyBDkKBI98ARDZWvJLulN0Ho8XrA+piu7TVAzwU3NwCdA1WoKHMx0nZEQtnbdztvgHj4KnlaymBWzRBjxOXR5fM1WfsK5+dinI2xm+2e2/744MVVjrV2LjjRkiaGrqn2tRjl1L4W117Oa0SkWk9kAu0mZ5gMSYrQMckCqP46KU6ooWkbL63INbJxZNfNOiBmU7DtNddqdTyT0lgAACAASURBVKixcisZ4Hc1t/cD+gboHrBpNnJT8c1j9JaixkGfLDbdH+7LxmeaTFH5astDBTVAAMgeur35laKtj4t0Uw0SSqNf1astXY2fss4NPitn1JwkKdHfOtNknhDUoRZHNgDnNEDOO7HOzm0u7iPzco5ZSSF2TaSA10Qn27TuEEWbxA9qV8/DVsHckGmliTLY8d1n//pXogGxk1yPHl8KfOCVrqSiDltaKAfTsX4nT3PhQxtFxRxTUxmJTmRYkOqUwunQblIbyhnKLTlnNaFB5Sqcbk5RNAUm6QS1q7EslpL7NUrJ4MTACC021/nWir7fAPW4RzDVkuky8i5W5M7GmogmNti4zfbcgpIGKMaIs/IMLpLLFQchukD5Isps39t8HmQmI5ObusTeYA872Q7G6ViCT1f1SiyyuZjzoZ1Ai9GWQhMasdQ9p4/o0eM1oLspkSK+HS656ETbU4caMUQJa2d6M9ciXRt5zjh0gQYGqU1RexpOT9PpuXe3xIG0RlNa6ZdtMZlSZpQRkxzWrjI7wWgj8gkFJXRpboBY881abwODOtSoQ41BMpC/w3S/OpCp1qpaYZSMiJ7X6uxSncJh28RwAyRNILZSi3W1RuMa0Ql6EHOpuzl+M6NvgN4gfPA4LU6lyQGogE9MIh3wrJphYAYiVOMbsWgKsghFlAkCQCvJ3OZoHFmL8oHFWUA8seCGhA8CCSltN0nswz7NpxjZkTQe/CJgJ7iyLs95yYsOB5CpOWcHhRiwqrc0CR+8NCFsDzkrZ2RqAMCBCsgmEMWB+aN8vXyYpSaVA5XX0iJ4bW0r70SXwtejxytBNkCOUulNNHBwZNiBROg/eZrLgTFKRmIpmpjk3IucOdJo3RX3BnsomxKZyYSeYLWFikQp4sP3aH0kFM861Eh1imk2la+ttJKtMW+P+g1Qjy8HuGhJdAJtt4VgVFGyOxxo2rypabu/aTZ0VrX3Hw/ThsmQNkXOoYoVPFq3Q9dIA8SBkVZblHUJD4+9fA9QwDSfSmzCrdUtMR9hRyyvtiwCpjqHGFDWpZwLXMT26PFa0G2AgHb7oVoNs6fNh1LUaHMD7r0XYwBuGiQjsZU4dC2kORsnT3Kplbrvbmbb8IaHzyXJYWxDubXW5JTYbpnqWIusgCnaPBNj7TVfB9t3C9VVky238/Tccr0VVZQBXW5zVL7CTr4juiL+rBgjClfIwLqr9Ubcxkss6gWMNhikA3lGtaLv435A3wC9QbBDyKyayfqTJ8NlU2JZLxFjxCSfyCRtVa/kxuLiv/Y10eCwpeOwuw4fXrKV4ZRiAKlNRZ/T3QD54LGqKdhuf7C/FQGq8xugGCMKX5yzxWYcrY9wc3kTACQ7iL48hYaxtXb3oVaK0r95TVy7mg63bmhW24glJpFJSG5zol2EWkS0fC2vdNCxhuhuzVGPHgy+38pQoo41lKFw3yaQTiEgQEcyMeHneWDpRW61PUcnYEzSCay2mJUzXBlfkcKRcyBSk8Irj0W9wCgZYXewi1W9wtXFVcyKGVJL2gijaNgRIgVS1pHMQHLTb4B6fPmQaNr8WGxzgFxwZGHdZq7xsGtdr3G0PoJSCtNsCoBYDoWjUNQYIzYV0T2ruoJ3NLxja18uEHnrxEO8nXxH6ELA1l6bhwalL1G7mmjRLXVOrLh9oO2qdzIo67f/PV4ruI4CIKJ9ZptEbEPknXcIKiDVqWT1cEQI08CMNkKpVlASrM21yDAZSv3TbbrudOxlHRyj8Y2wYTKbyTNau3o7cNPElIkhisSBB+usc+Xnjpu1oikQEDBKRmIuAkCMp1JLzRhbZ3Ozx4M+dl9MdDssbDVR1lBDVLuahiV2QMHF7XCCZRv3A/oG6B7Abh3Hm2OcFWdofIMsyXBWnqFylTQPuc2R2lRscmflDJWvhJpWNIU0CJkhuhvn/vCD0V39c2hVbnOa2vkKtatROEqxr1xFmxu1dZO6s6BqQoPGNRimw3NCwaIpZNI2TIbIkuzc6naYDGkS2OoorLKIKmJ/sE9Wwa0IXASFsWPbHSEUCZ5QML+18Y1MT3iKwNqpO3GnVqhHj7shxIDGNfDOU/HVcZGKmg5Do400PRzKyGLSzGYv09cN7ACDZIBlvcTl4WVYbbGoF3TPNxXyJMd+vg8NTe+BpsK6XuPa4hqGyRC76S72sj0opTCyIzSx2VI62wKw3wD1+HIhMfSuzZIMGmSCgAgETUVZRETd1NjUG6ybNc7KMxhlsGmIhj0v58hMhmEyxLpZo4pEH101KyhNNOcmNkCA0IG0oqFC7YjaNskmUgRabcU1tWxKQAGDZIA6EkU1Vem5UO8QAwpf0PCvjWbojRB6vFZwQQ5sTXGYqi8Ziq2+ho0CAMg54EHNkNZbO+jGN5JvldmMGo0QMMkmsiU5V2v5hnK2jN1+3XZwzTo83njymVM0BZrQILPkKsfDizrUopvjupBNEKy2kkGUmlQs6wcJmfOwOVfZlNRstRlCbN/dzdjKDLETNvVGjBG4RuVA1nk1R+MbTLOp0Mu9J3e6ruvkmxn3x1W+CaGUwv5gHw9PH8Y4GaNwBU7LU6zqFTw8hRtqCx0pE2SaTXFheAHjbEyNksooLEoB83IuAjKjjWTrMG+bNx4cmMUr2FEygo8ei2qBVU1Wuyz2Zvc4DrzqFlTOO2k+OPWYH9rCFUh0gmE6pLBWaArIMhkGdoBhQuJtaPJ/t7DyoK0bcrdrHBk2JCYRriwfgLy14VA8BYVMZfSwm4ysiL3brmzvsuXhF1o/CezxpRBjRBMbVKGSUDle87fSHSitMEpH5IbYTvkUiBbHh0AX1lgcDA7IEMRvZMMzL+dYuzV00NjJd3BhdAHreg2lFZrY4PLoMt558Z3YGeyIxbA1lqxLFdGIOD+Im/8ePe4V7ABllIHSRLOBAkJDA6nMEsWm9jRAW1QLFA39erw5BgDs5rvw0WPdrCVzhBsldsACQA0OrBRipSsxsZNzWlXOGplmU9EnHAwOoKPGulkjse3GytJ18+c2vtkONPrBV4/XiLtpgETH0podQEF0b1FtTRJiILc0Lua5DnPeiUZ6aIfYuA2Upq0pZ1V1XWyZ0s8NDrA182ADA44AYT124ShXh59PHh7ztoiDS3n7w8waZhOlNkXRUOZQYhKM0zHqUKN0JWlgY8vYAW2GcptLI8X67UQn0uQpbCUJVlls6g1ON6dk6JMMiTauNVx053Szb3b0DdAbRIgBt9e3oZXGIB3ITXK8PianKV9ts2/a8M/EJJikE+wP9vHQzkMY52MKA2WRdruJYYoaTwk0tIhEmbfN26KDwQEuDi5if7CP/cE+DgYHQq/h6+Tr4IeycIX4yTexEaoQb3+GyZA2UCo5l0vCWUKJTmgDFCikblbMMK/mpGNQ9PXn5Vw2WLWr5TNm5Uz899mhJbUpGUK0jZiHF7vFu4E3QP0ksMeXAhdMla+EflOHGtFHoQTkKodVxK8e2IFYUec2lyygLlj7M0yHtEHlgUAkutDGb3BlcgWTbCIC1d18F197+Wuxk+1gYAeYDCby+2x1z1NFppgCvQ12j3tHoqkoypJMzDZUbDVngYZho2xETIKmQuMbJCbBwJJl9SSbwGiDsimxqTfQUeOoOILzDvuDfaLCtPbxaIMSU012vrWvMcpGMllmJoFVNERQUNjP95GbHONsTMM7o5CqVKjfCgplU5J1fcsOuF8cpnr8+YLrCX6fdgNGuXbgBp6beA5GlU1NS4djbZvcg20DY61F2ZQYJSOhfZ2jwKmtE11EFPdcbop4OMxaIh5csxFWbul84jDWxjcyLOfviYO9u26+mc6wcRsYTXTScUq1Juv5FJTEn/CwWrZJrU5qlI6kudKK4iPYQvysPEPpSwzNcBueqqLUu/cL+gboDUI2FIgYJSPygXcV5tUcpStxuD7EbDMDFJDqVIJHE5Ngb7CHi6OLUJEcNzZuIw4fAK0ZU5OicAV9lt5S4Nb1WmhmSimyzbVW3KuGlrpxfhh4BcwPIW95hskQiU7IzrT9PjbNRpyu2B6bH0y2NwQ6KcIthSGzGSbJBJdGl3BpeAmpSbGqV1iUC+GrAsCyJgoga5TY5nScjdE4cpmL2AaSvSIFTvcUuB6vDm6mN/VGnG9UUFu3QhBVwGortNGAgGFKzwaH9nbBTj0ciCoUhXZKeH15XULttNY4XB9KIblxG6LDtp8ZAolwtaJDyMJK8CqAngLX456RGApXTHUKYwxNvIFzmrihHkJrjUW1wDgdY5yOsZvv4mBwIDlYq2aFJpA5z63FLURE7Ka7ON2cEv1Fa2p82uBGH9pUepvitDyVDU7RFPR3812he2qtyRI7KjIr0QYIgIpUNNa+xrpci+tWl6rTo8crgeuDbnh6iERr4xxDtm9nN8+IKEwAZt0YY0SP7QJZvYcQxP229CWm+fSccUc3QLQb65FqopPVvpacRqbAceBppjOsqzXVjq2+mnWpla/QLYlCDFTDhSAOcgCdHc472boqpTBJJ3DeYV2vaetklLg1DpPhVh/YXitrugtXkH19O6RrImkGWSfLEgfWRA3s4L5hMPQN0BsEp7eHGDBMhnDB4ZmTZ7Asl0gtWeQuqgUJq5OB0NcAYJJNMM2mNDFoJwSlK3FWnEneQW5yCT9lUSjzLrmAAraW0Lyl4ZtYxHTRCS8UoM/auA3GyRjGGDmYltUSALCT75AVqiuwk+9sXyJan8tgqF2NBg1G2QhWbwu3YTqUNOS1W2Ndr3FanMIHj3W1RgTZEucmh4VF4ckiWCuNylVC8dNKy8/ibuitsHu8Gvi5Yu0Cu+Cw/gEKNBk3xI/eH+6j8hX28j3asN7FypPtSsfpWKaLVltx4nn+7Hm8OHtR6LCLYoFFucBRcURJ3q15CU/ceIhRuUr0SGJc0m+AetwjrLaUV9VSyrhI44m3jx5Lt8TB8ACFK1DUBUpXSvwCY17OgQicbc5wUp4IS+C0OKVQX2VhE0tmCNCIihgK3ntkOhOaKetjR+mIzoh6jcpVGKQDsRpWkSbwxhAdtfIV0e9CEHF4jx6vBnHJbRkjXOvwPca/54OX3EUdtRiHcIZj97lpQrNtBEKDsi5JMmCGNNRq3XJFa9oyXwLozBkmQ6Gd8ddi/QxvSHObowgFbW+0ORfayo0G6/c4MFWDGidpPBSkfuKB8SChs6XyFYW2mlQchjlfkvXfANV8o2QkpgmFL8SNOLUpSldimA3lefSRmkUOeL0f0DdA94DdfBcAFSqbZoN5PSfTA7O11WUXEnEgaeGDR5IkGBjifHLDc7g+lAR63ojwA7yslnDByefyTSaiu7idcuQml4ePH0ygDdNqO/5EJXDRoWxKrOoVhulQuKClK7Gb7crX4E0OU/MW9YJcsmAQVZSHc5gMRbS3l+9hlIxwVBzhxuIGfGwtUUHXmRlqEvnw897LZ7c/2Fdsgvow1B6vhhApCG5Vryjk0ZN1ewwRDu6cKNwYcsIxMBLQ+EpONkwfFTfFukDd1ELdOS1OMbRDaGismhU5aTUF8iSnzRBIgMoGCAiUnj1IBkhsIs/qnQYMPXq8XiQmIXcolZzTCPjg4ZyTpmaaTzFOxzirzrCu1+foxaUrZZD10uwlyqNLB5g3c/joMTAksmZbYbb6NdogMQkujC4gMUS/SXQCayxqX+OB0QMS2G2UEXpc1BE2tbIB9cHjrDqTfD0P31th93hV3PkerVwlOThKK8mxYuqX0QbQkEa8aipxbjOKNka8bYmIlMXYOqYllsxGioaMqBbVAqUrt+Ghbe3ExliNb2iIHBqJLzGgZwAKsr1hJgGHlQKUE8lnU+Mpb44bD4kmaeuyLgWQLa45Pygzmdhms0SDt6yihbW5WHBzph2bBnEuJUc4hBCQ6UyG8fcD+hP2DUIpEk+zYwcXOBeHF6GUwnFxLDeVNBCxpZC1zUSqUgzTIdkb6oiBHci2ZCffIavp9iApm5Imxzqhrj1S8FW3SGKrRIBoac474W+yCQI7zo3SkaSEnxQn8NGTKQOAdUUr0v0hcbzZvQcAFtUCt1e3AQC72S7xtoMSl7jdfJdeFIGMGsbZGHVTY1ktqQDUxC8vXIFRNkLlKlq1aoU6kpCODzoJ77oLrLa9BqjHl0QItAHiwYHSStK9mXqmNU2r2VBklI6kuXmlBiS1Kayy2B/u4/L4MpRWWFQLCp5zNQwM8iTHJCUL/NrXyE0uGiMu9JrQQEML1XWUjs7d13dacPfo8XqR6pTcp2wi93TUNJGuAmX5rOoV6qbGxdFFbOoNbq9v0zkBKhbn5Ryzaoaj9RFm1Yxc5RRtdxKbUKadoqKSG5nc5GKyMEioYFo3a4zSEaqmwu3VbVyZXMHF4UUAEKp1YhKZ0HMR5pXHyfqEAlvb0Mf+3d/j1XBnA8R27wpKNvAAZIPBjQFHg1ShEi2a1rShaUIj8SOFK4TSPEqoFlxURPvnWu7a/JrkXFltMc7GEsIaQOdTCIEkDO3Gh6+L6XhMBGDTg02zEY137WuihCqQFCNsN7uc38NgRsEknWCckhlXalKhAUpdGdX270ePvcGehBcnJqFtcUOb4sxs60xmHqU67TdAfxFgtEEIAbNihipU2M12sTvYxTSbomgKrOs1UpNKCCivRYXK1lLlYqREXaYJrOs1bVTaDASjDZbVkqgBrcVgjORiIhqbNtyrifQZiUq2Qr22I3fBoQkNEks6H6No+n20PjpHY1s3a2hoTNKJrIytombp9uo2vnDyBaQmxf5gH6tqJd7wbNuYmhSVq1AFamQSm2CSTejwaotMvi60IWNWWazrNRKdiJscc27vhkQnwtHt0eNuqHyF0pVYlSu5j13cCkBDDBgnY4zsiF7aIDt3zkZ4pQaE8xoUFA7yAzw0fQgbt8H+YB/WWNxa30LtahyMDnBlfAVfsfsVyGyGm6ublA/WWqIyBW5ezZEYcl7sHlo8dOjR442CtTmZyWAVaYFUJO1PCCQIX1QLvDh7EdNsiqgiri2u4cmjJ3G8Psa1xTWsqhVONic4K8+wqBdU9IC0EAMzIBvhUBP/PxkQHa49c4Z2iFFCg66iLoSmc3t9G6ebU+wMdpCbXAZenL2VIBHrYQTgtDrFWXkm7lv9e7/Hq4HvEc54c8GhCrQt4fvTKENutq1zIVNGAaBpGnGrNTDnMhxX1QoAzmW6ueCoyU9GuDS+hN18lwYNjsxFjGopzjGec5Jj4x3RKgUyXoghyrXw+QWQ9pr1qdzUGWUwTIbnKHpa6bsOkHmjVfkKqU6RqAQqKjGEYKMR3ghlJsND04cwzaf0vCY5ltUSpSsxL+ZCj9Ogc5Gv+X5A3wDdAxbVArNyhtvFbQzsAHv5HqbZFANDae7cSGjQWrNyFRkllEQduDC4QF2/NSh9iXVFDdMkm9CKtVmh9BQC5+FlkraqVrT2bCcVq2oFDvVie2ul1Tn9DhsoKCjhfta+RuELnFVnQvsBqAFKTCLCOB/IirTylVyDVTTNOKvOcFaeIdGJmBcwb3RZLRFiwMjSVL32NY7XxxTwleQIoQ0eC5789F2BkaUJ4aJakDj8FQSvXBz2k8C/mGh8I1PqV0Lta1ybX8OsnpHoU3dE1hEICDgYHGDjNzL9uzC4sBXCqru/yIWuoy200Xhw9CA1L8piN9sV7cS6WsNog2k+ReEKzMoZiqZAalM5XEIIoolgu3kuBnsKXI97BRdnVtMWiN/9fH9ZS4XgC/MXJLPqaH2Ez974LD5/6/M42hzh6ZOn8dL8Jdxe3UbtaoztGFW13dIHkC4h0QlynWOSTaiyUKQpDTHgtDxFVMSIeMvOWzBMhri+uo4QA3YHu0JLSpIEqU7h4KT4DDGgaRocb46xalZYVkvMyzkW5eLc99rT4np0wboZHqSWrqRaw2T0/m9jNm5tbgnFU0OTNCA4ONBGY17OcVwc47mz5/DC2Qu4tbyFG6sbEl2QJ7SNOSvOwNlCnJlo1FZnzdsWqy1p2kADbjYMYdfDOtQYpSNs/IYG2e3gnGukOpBGetOQeVbpSuQ2xzAZigaJh3RdTY9RRuinHAieJRnShEJQB8lA6KXOO3oO22c8NVSn6Ug15rIhVkVAkEGKMWSdzfKL+wH9CfsG0fgGz5w8gxvLG1hXawo/1BrjZIwAyvA5LA6xKBfi875u1lt76EjUsyY0tOmpSzx+63E47/DI9BHs5rsomgIvnr0oZghWW6yqFa7Or6JoChxtjjCv5ri2uIZ5MZdU7u7GR14A3mFTb0SgZpTBsl6KII+LvbOCuNbjZIw8oVT6qqlwdX4V83KO3Oa4NLqEB6cP4sroCmKMeHH2Iq4vrsvmamiHOFwe4osnX6RpuiETh718D3mS46Q4oT+rNaCpiRkkA6zqFaDITvjm6ibONmc4Wh+haAqcFiQqrxw1R+w80oTm3Lq1aIq72qR+KevUGCm49Us1Uy44MbX4Uqh9jVurW1sdE3DOAIOv5V6sXPkaYoySwfSlULkKR+ujc59ZueplVJI7r/NOuOBwuD6UfBDJd3qdWNdrMd14JbBLziv9/aPNEU2k2/8m3BCVrpTvaV7O8czpM5hVM6ig4N32+60DBQ1fHF9EWVEGUGqIksruQK/UgHCzNLADZIYOkHEyxml5Kq6Pz509h8/d+hxurW6Jc9DADlC6Eptmg1urW1hVK9xe34aBkcNpnI6FftCjx70iMbTtT21KxjOWmvbaU4p7pjNkOsON1Q28MHsBJ+sTFE2BVbXC529/HkfLI3z+1ufxxO0n8MLsBQQfcFgcYtWsqGFPKbuNIxuMMRikA2zqDQVpm0xo3ZdHl7HxG2waCldUkRgFo2Qk93ums62WoS2qmtBgVa5QNAWuz6/jqcOn8PzseTx79ixm5YxoQfUGL8xewM3lTczL+Wt6L75WsEaE4YMXfUcXPngsq+VdP9cHohrGGMXoh8FurV3w1uDLdf2vBr6uV/o9Ht46/+rv/O47+NXQ+IYomO3Pgz/rzj/TvbbutTa+OfdZrFEGtg1QiAE3ljdwdX6VGg7v8cL8BTx7+iz+6MYf4frsOnz0KANprufVHM+dPIdb61v0rl7eQowRp5tT/Onhn+La4ho29QaLZoGjNZnbrGvKyBolxOKZlTMAkC1M6WlrY5RB6Uq8cPYCbixv4Kw8k8gRtsoumgLTdCrnw+HmELNyhlEyQuMahBAwL+eYV3PcWt0SE4NBSnryZbUUqUSqU8n3WlQL0ZovqyU2dWu1bXKUrhQ3Y+9p4L2oFlhWy20wfRtjUrgCtaO8yWk2hTVbQ65xOpaBy/2A++Mq34SIMeKZ02dQNiUOhgdY12uUvoSCwtAOsZfv4YnDJ6C9xuXpZezn+1j5FVbVCjpq/Mnxn1A+j6ebqgmN2FdjThzOsi5xbXkNh+tDbNwGG7eBa4hSZpUl156mwO31bayqFR6YPAAAmKZTeRHwjbuoF9gf7AMReGn2Ek6zUxytjmgTEwMev/04bq3pYUp1igvDCwiBtk2Hm0NUnl7IN5c3cbg+xIXBBQDEJ726vIpnz57F4foQX7n/lXDR4drqGrKkdSVRQFLSAzlMhuSSEhps6g0Ol4c4W5OzUGISVK7CrJzhyaMnpdC0xlIDVK0wSSa4Mr2CeTnHyeYEbzt4G043p9CKms9xNkZmM9FehBiwKKlhmuQTEp/7Rn5/US1k2m+1JdofaDLEJhQDO8Cm2WBRL5DoRCyQr0yuCGXJRRIUnxQncMHh2vwaLo8uQ2uNa4trMv05Xh/DKothOsTeYE/W8IlOhD9sjMFORm58lask2LbyFRbl4lwwIP/33h/sY17NMUzIl18phWuLa5imtH24Nr+G/eE+Hhg/gEQnOCvOcH1xHUopfOND34jbm9toHFEYJ9kEMbYiT6gtrdFTens304ndyw4GB3J4nGxO8NDkIewP9snZLKHCnxu/whUy7QoxyGT34cnD2BvsofIVri+u49nTZzFMhnh4+jDpZCIdrvN6jlEywiM7j+DW8hbpb3wtTjajbISLw4v4vau/hy+efhGNa4hu4GqZcBkYZCYTM4KDwQEenDwodIlhMnxFG2qe4imlcGFIgafTbIpVs6IiqF4i1SmON8eIIeJrs6/FQU75XDfXN6Giwll5Jg39IzuPAIr+O/L08H45QHq8uWG1xdAOKXIhTTF0Q5QN0ayP18fQRiNVVCT92rO/hkvDSzgpTnBhdAHLaolPP/dpFDWl0s/KGVKT0q9t1s8oGWFezbGu1mSoU5e4uriKSTrBw9OHcXN1E1FFXBxcpAl2XWBTb2joZQd4YfYCjtfHxDTwHhERIzuSzDutNWITcVwd45mTZzDNpjgpTnBWneGvXPwrtLUdXsDV2VWUoaSzd7CHYTLEQi0wzaYSzsjP1kvzl7CX74kmdl2v4aOXgQi/+32gVHsfaXBSNAU50UWHvXyPWBJ2iMIVuDC8gJfmL2FWzvDA+AGiP0UqVKfZFKt6hQDSMDFzJDOZaFFG6UjMi6y22LgNlhXFRjw0eUj+bqITaSAzm2E33yWXvNa4YppNJYaCm9zGNzgYHoijHrNMQgy4ubxJ1PmWSpVoMq3IDEVhlK7EqlkBkZghSinsZDvEJmmdAqcpFcFs9sKmSwYGTaSA89Sm2Ml2UDkKpR7YAY42RzJMGydj7OQ7sNpSce42lKfoKowzsmLPbY5MZyhDKQOoWyuiG0MBmcmkebowuiC1zzMnz+Da8hrOyjNxbzsrzrAo6Twfp2PMK2LlPHX0FCpfYdNscLQ8ggVZT7/n4fdg02xgjMHbx2/Hsl6i8hUO14coXIGT4gRv3X0rirpA4SlMfppNUTaU8bgoFxilI0zTKRblArNiBgOD0+oUMUZ85e5XwnmHF89exPNnz2NgB1jWS5xsTpCZDJt6Q/d9eYajzRHWzRq7g12i1mky8FnXa2FFXB5fBkB16o3FDczLOW6vb8vPdO7mNDxWVH/w+TpMhvDRl4WzcQAAIABJREFU48byBmbFDB70z6Urqb4NivLAWmMvpv1xzMQkm+BgeIBBMvhzeNu9fvSn7BtE0RS4NrtGnFJtMCtnWJQLnBQn2Ml3yO1MAYebQ5zUJ6h9jcP1obxkrLF4ZOcRVKHCjeUNXBlfwTAZ4qmjp1B6evmeFCf04tIKTUOBitZYFJsCs2qGg5yKztzmePbkWTw/ex5v3X0rFskC6c0Uzy+ex9ROMc2mWNZL7KQ7eOroKVxdXsVetoenT5+GVhqXxpdQuYomfCEgtSmOVke4vb6NLx5/EQCQpzmcdzgrznBrfYs4oE0pL+Ub8xtYVAtcX17H9dPr9MKPAUebIxyuDnGyOcGm2eCRnUeQ6QwPTB5AZjI8cfiEPHiVI1HuWXFGlsEmRR1qfOHwC8iTHPN6jhgjHtl5BJdGl3B7dRu/+9LvwiqL3/uV34OuNb71e78Vf/I7f4LVyQo3vnADD77rQWzcBi99/iVYbZHnOR79sUfx7//Xf4+6Jt66ShS+/8e+H5/48CfgGppwPfiuBwEAt564RSFkqcEP/rMfxC/+L78I51rbyTTD9/yT78Evf+iX4RpHDa2JeO8/ei9+9SO/itDQ2vttf+1tSG2KZz/3LDUtBviOD34HHvvIY0giHbAwwPf90+/DYx95DHVFWUmPvOsRGGNw7fFr5OaUWvzdD/xd/Mef/4+oyoqsOxONb/wH34jP/B+fgXIK1li84+vfgbIp8dITL9EaPjH4Ox/4O3jsZx6T8EOdanzV930VPv9Ln0d0EXmS4x1f/w447/DUHz0FABgNR3jfB9+HT37kk3A1TdmSNMF3/sh34hM//QlUVYVEJ/jqb/xqnJQnuPH4DWp20wTv/q/ejT/4hT9AdBGTbIJhPsQP/Hc/gJ/+qZ9GGlNoo/HIf/EISl/iyc8+CUQgz3P80D//IfzKh38Fiw256Gir8V0f/C78xkd/A01NlIPpcIoP/MsP4F986F+gqArUvsa73v0uvOc734NPffxTMMrg6T99Gle+/wqe+p2nsFwuob9Kw/2Wg/kWA/WsQrgRUF+p8enPfRp/+wf/NnSh8cv/7pfx5BNP4l/9T/8Kn/z1T+L9/+D9AIAf+7Efw0/8xE/gJ3/yJ/GhD30IP/vRn8W6XuP7f+j78TuP/Q5unt7E737md/HtP/7t+P3f+n3cvHETm5c2ePhrHsbOd+zgF3/mFwEALzz1Ah797x+FH3j85sd/E1/xV78C15+4jkd/+FF84qOfwOXRZfz1//GvUxN1usQH/+UH8XVf93UAgPe///342Mc+htVqhSeeeALf9E3fhPe///34+Mc/jkcffRQf//jH8aM/+qP/v74De/z548Mf/jAeffRRXLp0CQDwUz/1U/j93/99uT8A4F//t/8a106vYemWuPxfXsbmdzYov1AiPBxQ7pZQjUKsIk73TvG0ehr779hH8lKCk/IE+i0ap79xiun7prCwOPmVE+AAGI6H2Aw3OPqqI7zwBy8g3op44AcewJP/15O49PZLGGOMF/dexN9839/EZ//vz+K5J56DUQYf+pkP4cEHHsS/+Z//DcqyxB898Uf4nn/+PciTHJ/5Pz+D5WKJxjXAN9OG2c89yl8t0XxHQ++bzydIyxS/fvvX8YH/4QN46v95Cs/98XMoXAGbWvz9f/r38ckPfxLO0Xs8mojv/uB34+P/28fhG2qqvvrdXw0AeP6Pn6dcIVXjvf/ovfjDX/hD+Ia24CY1+Hs/8vfw2M8+Bnh6Z77lr74FjW9w9f+9CgsLlSh8yz/8Fnz6o59G9JGyxSzwQ//sh/DYzz2G9WaNVb3C2//a27GT7+DFz79IrAXV4Jt++Jvwnz76n6A9GT9kWYb3fuC9+A8f+Q9QngZe7/iGd8B7j6c/9zQVqzrib73/b+G3//ffxqbYAGjf0f/4ffjUz30KrqbBibUW3/Yj34Zf/ZlfRVnSwOpd734XMpvh8T98HEVdIB/k+O5/8t341Ec+hdi0brI24pv/4Tfjt37+txA96VS+5t1fg0EywON/+DiZB6QJvusffxd+6d/+EmU1QcEmFn/jv/4b+O2P/TaCI4rxO7/+nXTuPv4SZaelGb75h78Zv/Hzv0FnbAjIBzm+9QPfil/7uV8DPIn83/kN78SqXuHpzz1NN7gBvu2/+Tb85sd+E6GhJnCYD/G9P/q9ePwzjyNVKdVLqcd73vceCqDXCs457OQ70FFj1swwtmMsqgVCDHhp8ZJokRUUcpVj3axxWp3ixuIGxtkYRVXg2uoaltUSx5tjnK5PcVKeIPqIh6cPY+mWtAFJphQm2tR48exFnJVneGDyAJ49fRYPjB/A1cVVHK+OkdoUt1a3kCc5jtfHuL68LkyYSTrBH9/+Yzxx+ATp20Abo+Ap24ddQ0MIOFpTXXZ5fBmPTB7BWXEmjIXUpLi+vI51s8bYjvHU8VN4297bqDmOTgwgDteH5A6srAx1rbYwIKODOtYomgIn5QkACC32rDjDJJngtDglW/wAPHn0JFKTYlktMatn2M/38Zd2/xJd931A4VZ/lm4NSqlvB/BvARgAH40x/tQdv58B+AUAXw/gBMAPxBhf+FJf8xu+4RviZz/72T+bC34dcN7hxx/7cdxc3cSFwQUKldKZpA8/uPMgXpq9RNN612BkR7hd3sbETpDYBJfHl/HQ9CFkJsOzZ89iaIZ4bvYcxukYl0aXcLg6xNXVVVhl8dDoIbLptSlSk+L26jZijNjJdmQKJ4GLKaXM167GcXWMTUU80qACHhw9iGWzRGYyjLMxnjl+BnWosZvtCk1Pa41VtcL+YB8XRxdxbUnr3v+vvTePsuyq7jS/c+f7xpgjI5WZkshMCwRGLaYqwMuY0RYYZGNTCNoWYBA2IOOyXW7AVd1dyzaFh3aDG7ANxiDKVdhmaGxhwFRj5GWXQCCwkCyEEFKKnDNjjhdvuuPpP867NyPnyCkypLe/tbSUEe/Gi/Pi3OHss/f+/SpehdAJjbx1ZZTt9e0c7Rxl3/I+ZnuzZkenPVeWgKWkzNRm0Lk2mQbL7BxVPJMBqrk1FIpWv1W6Iq/0V0pN/Ilw4lhWTSnGwjFGKiNYWHRSYxKmM5PlmvunOfb+1V4AnJpD2pa+oGHErtpknTUlih5QVJoojIFc8f81vPDnX8hD//Mh9j+6H4BqrUqn3eGaa65haWmJ2dlZ00eX59RqNdpt0wA7PjHOwvxC+T5+xSfqHl++URup0V5ul183xhtc94rr+OeP/TOO65AmKc990XO588t3AvDu//JufvLVP8lLnvMSjh49Wv7cxMQE8/Pzx7335OQkc3NzbNmyhSNHjvCBD3xAgqAh4oMf/CC33nor1157LXfccQcf/ehHede73lW+vnPnTpaXl1lYOHaOWp5FHp+lJMoGistocL2omrFZ0B191mPXUh+ps7p8rNx1amqKN7zxDfzee36v/N7I+AiNZoN9e/aV35t++TTpU1MW/mgB2kAN1L9R6H849gvW9VmExyenONcmf2aS6R+dpu7XWemtEBPjWab0czVeLUVu5jpzZUa05tZKRbU8z9nW3IZlW3x39rtkWcZMfYa53hyj/mgp9qTRrPZXqXpVE7y6Pk2vSarTUqGt6InLMGuy8XDceNDlpkdnqb9EaIelQJZSipFwpDTkXu2bDNNIMGJ6gvwqSis6cQeAVKdESYTvmgxc4ASMVcboZT3yLOdI5wiLvUXGg3HGKmM0vSa2bdoeDq8eLlsZkiwx2UBypqvTHG4fpp/0mapNMVmdJM/MuvBQ5xD3H76fVBul307SMeILlk3NrTHbmSXXOVeOXsmOxg6evf3ZPHPbMzf4pDg1Sqlvaa2fccrXLlUApJSygYeAFwMHgLuB12itH1hzzFuBp2qtf0kpdRPw01rrV5/pfTdLALTcXeamT93EwdZBxoNx6qE5yQ+vHib0QnaO7ORQ5xD7l/fTjtuM+COlfrtruYyEI6WhVS/qYXs2KjcNcFO1KcgxAgXdpVI1zrZsKk6l9PppeA06aQdXuaaW2/WZ780bOVHlEjgBy71llpPlMi2dpAme5+Fhdk6KJr6m36Qe1DnaOlqqeBRZmFSneLZHp98hIytdvHtpD52Z+uWcnE5qUrBxEhPpCFe5oE22DGUUUwqdewuLOI3RuSbSESkphZFrYdxa1MQqBhr5GDOyiAgPzzTgkeO0HaKPReiFx0bjnbABrF2YnQWlVFlT7nouSZxg2zZZdvY3KAKj9eC6LkmSEDZCovYgg2dbNBoNlpdMzfj4+DgoWJhfwPM84vjMpo/FOItFcJEJEB7/zM7O8vznP58HHniAyclJ8jw/Ltg5L9YuLE+xyLyUHHcd1kxmPO/kx67lEDiz7okwrIyD9QYLasYDJyMr1wwAGaa80sUEJRlGaa1YR2g0Do4pucw1CQmBHTDqj5Yy8oV6nK1s453lN/AcIw7gOqY0PnCM/Pvh9mH6aZ+6W6cZNI3xr20ztzpnRA9cBw+PI90jWFhMVafYUt9SlqMdWj1UWprUvTqBG7DcXyZ0QmpBzfSVJjG1oMZ4ME6URjSDJu3ESFWTG7U4bWsafgNLm3XXSn+FVtyiYldAwWhllIpT4VDrEMvRMlXPCFhdO3EtjaDBnoU9xt8Sm3uO3oNv+0xXp7GVzXJsSmFty2auPUee5zQrTdIs5Ud2/Ai/++O/e6YZ2zAuVwD0bOA/a61/fPD1uwC01u9Zc8yXBsd8TSnlAEeASX2GQW2WAGjf/D5e+pcv5VD7EKEbMlGZYMwfM835A+nDTtwxQQLGZyTJklJvvXDj7qZdMp2VdbmtfouaWyP0TN9EP+mXAYTSilwZ5bRe1sPWthFcsNzS16SQmrYsI0bQSTpkuUn3FuonKMq658AO8F0fX/n0dZ84jUt/lELOtBt3jWGWtkyvizINb0mSkGB8GWIdozMTvOQ6p5MbxTkfn4yMHr3jgplCPShb7yr1bLSBDyIPSMEslF4PfBzorv/HRsdG+cvP/SWvvfG1LM4vHvfa2sXZiYyNGb+sleWV0753Y7TB7/zX3+E3b/5N2kvtk96zMWJKKZYXTSA0OTnJHXfcwfOe97yzLmonJye5//77JfgZQmZnZ3nKU57C3NwcYALoPM9ZWlra+MGcIWBqjjSxlHXcuE51Tfl1o6AYrQ4yqRXgdZzztSwMESHwNqB28d/aYSCPjVMq7SqtUJaxUrAtG98yfaSWstjW2EbFrtCO2rTSlhGPyCJqXo2qV6WX9kgzoy5X9JXFucmkVK0qlm0ZtVKdlz3MhXl8P+1T9+oordBKU3ErrEardDJjHzIZThrlYWVh2zaBZURPio1mGKzbdELFrhBnMb7r002MMEmmjZBJ0VcUuMa7biky/VJxGlPzaqW3ZapTKnbF9Dc75u+wEq3QiTv86I4f5SOv/MjFn5Dz4EwB0KXsAboC2L/m6wPAvzndMVrrVCm1AowDx9V6KKXeDLwZYMeOHZdqvOfEZGOS6fo0C70F6k6dqm1O3vFgnCzP2Nfax0q0QtWuEnohgR3gBm6pWraarBKogHpQx7M8ZjuzLHYXjXmj1aff69NJO+hcl3LRFbdCN+sSZREVp4KjHdppu6wPLdTilKXQqaav+qZsTVn4ymeqMUU7apsTuVIjwzTv60yzEC+gtDJCAZZPI2gcJwfZi3pggYtbNvz7rk/Wz8iVKVvDNmnknBxXDS6SQWbHxcXCKndeCplEFyN1WuzQCMLlJOfcS2qKzOWZsJVtpOY5tbDC6b4tCI8HTicoctJxA2GUtV/b2KRIWbOwMVhYxvdncE8v2gOKkrZMZ1QdYzpaeO70sh5aax5ZegRlKUIrZDwcJ9WmX7gdtVmJzAZZYagaZ7GxRNAu/bRPTxsbkEIwycbGcRyTyVEacohyUzmQZqkRWNAx7aSNrexSmc2zvDLocpV5b8cxPoudpIOVW+Z60mYsoR1S9ap0UtNykKVZuTle82vEOiZLMjzH+Du243Zpt9KhQ92vU9d1fN8v17ljlbHLOYXr5lIGQKe64524SljPMWitPwx8GEwG6MKHduF04y4j/ghPmXwKo6GpDy1cfHNyRoIRxn1Tf9lJjWxv1a+ye2S3aS5VRk99ub9Mxa0YT53uEg3XmE0tRous9FZKk6xYG+O6imW8eZphk7pXP6Yxb3n0E9M0rnNNq99CWYrACQicAKUUURqV/iV1v07Vr1J36ixHywS9gKpdZcfoDpZ6S+Qqp+Iab5Px6jir0Sqr8SpY0HAbxvshSemFvbIJrx21S4Uy27KN8Z3j0wya9BMjjRmnsQl49OAicwLTOG+ZC7UbdY9TJtFoQhUaoQBlbka5zklI0Gg8PHRbE30skuyPYOhh7hbnWAK3tLjEjT92I0lycgnc6bI/lmWxtHj23falxSVu+clbSJKExmiDTqtDlmXYtk2j0Sh3xsfGjXLe3NwcT3va09ZVAjc3N8fzn/98KYEbMooSuLm5uc1RAneGY4sSz+MOP+GasiyL/qqxD6g0K6ZxuxWTfTgz13IFyQIJJ9MDPgbOGxys2rHG+2JT1ceo0cYYEQAHp9zoCqwAW9soW1ELavTSXmmImuUZ5OYeGziB6cHJTEXNTG0GB4duZk5IpUygHuWRURHMjIH9jsYO5nvzxhNxoH63pbKFjIwkT0w1jDLrtLnuHJ7jEWcxY8EY9aBeWk94ljGejxPTD5TohOWuKUFTtslGxXlMaIWkpNjKNusrK2CsOkae5RzuHGaxt0icx6RZilaaqlUl1jGO67ClsoV+3C89ufIsp522cXCYHJksJcr7WR/f9lGWMsp/cc8oE8Yeo8GoEb1Q/uU4E86ZSxkAHQC2r/l6G3DoNMccGJTANYFFHgOEbsjVI1ejtGleW01WWe4v41oueZ6z7C0TuiEztRmSLOHbR76N53pYjsVkbZIt1S1U3AoPLT5ElmbsHt+NYznGF8Syudq+mrnuHJOVSWpujb2tvYRuaErXyKg7dXKVs7253XgkpD2aQZNdY7vop30eWniI+e48lmUxGoziOSZAakft0hxrtDLKdHUaZSl85dNOjHJblEYs9ZboZT0CJ2BrfStX1K9g/+p+8jxn5+hOtNb8095/QtmKJ448scxWddMutmWz0Fug1W/hOz5T1Snm2nOsxCv4js/s6iwWFs1Kk3bUxrM9pqpTZGQcXDlIP+sT2IHZaUhTOmmH6eo0Fa9CmpmvG0GD0ApZ6C6w7yv7OLBwALjEIggbXBMvnBtO1SHtDOY+AyuwyPuD3eSimdtSZTlAwa2/fiuf/5vPs+fhPSRJQq1eo73aPqsIwsTkBPNzx5LVlWqFbuf4FVq1WaWzYhpXkyShMd7gjb/0Rt777veWPT7Pfu6z+cLffQGA3/gPv8Ev/MIvcN1113HkyJHyfc4mgvDAAw+IEtyQ8alPfYoHHnjgnEQQ3MAl6Z/BX0aD5VjkqTE3xAJy8Bqe6Y1oH/+zyjZWDnDqkrbGaIPW0jHD0qmpKW655Rbe/e53l98bnxynVq+xd8/e8ntPfsWTmXnuDP/jHf+D/kofv+kz/mPjHPrbY0uIx50IwsV8vjzen1Unfr4F2LJvC1t+bAuu4+LiggV5ZipjVuIVPOVx1chVpElKrGI6ibEvqHpVfMdnumIqepIswXVcsiwry9MqToXDncNG/MCtUnFND00hmx7aIYET0Mk6ONphvj9PmqVMVafoJB26aZc4idlS20I9rFN1qriWy/7V/XTjLnW3jtfyyu/P1GeoeTXSJOVweJiaV8PzjY+QZVnU7Tp7lveQZilXjV5FI2wQqIAojeimXWbqM6bFIMtop2Zj+nrnerI840j7iJENd3wmqhMsd5eJsgjf8ZnvzhuLilyRW2ZjPckSlqNljraPMlY1Km9aa0aCEeZ78yx1lrhy7EoqboXF3iKL3UXqYf1ynRnnxKUMgO4GdiulrgYOAjcBrz3hmNsxFb5fA34W+MqZ+n82FQp2ju2kk3Zo+k0aWYMdzR1sbW7Ft0z02wga6NyUu03XpvEd37jFh0a737EdJqoT9NM+ru0y4o8YOe2ohWd77M53M1GZoBE0eGLnifiuT6/fYzFeZPfYbnJtskP7VvYR+iHP2fYcxivjpLmRq3548eGyp2emMUPDb/Do0qMc7Rw1jXiDhr6xcIxm0GS5v1yqmLT6LWO0mXXxlc9Vo0baMLRDdozsIHADMp2VHjFgzN5aUYvRcNRknuyA6do0iU44uHKQqlvFdVwenHuQ5e4yjuOwpb6FOIlpp22mK9Mc7R7FwmJ7czuPLj9q6m1RTFWnjvMkmKpNMV4ZN6ZlT9rDXVfcRR7lXPfi69hz1x5W5lbY9+A+nvzMJ1N1q9x/9/2sRqvYrs2Nb7uRz7z/M+hU4zs+laDCW9/xVt777vey2l/FxuaHn/XDOJbDA980mh2O53DLf7iFj/xfHyGOYqIsIvADXv3Lr+bTH/g0nb6pww2DkJt/7Wb++Hf/mDiJ8ZTHtc+8loyM733ze6b/y1G8/C0v5wt/+gU6fWOgFvgBN/ziDXzpw18ijsyu/+6n7UajeeSeR0jyhNAPefM73sxH/uAjJFFivGMqDV7+lpfz39/33+n3jSP0Nc+4Btuy+c43jNdUGIT83K/+HH/+B39OGhv35jAIed2vvY7/9r7/RrdndP2f/pynEzohX/vnr5m5DXxe+uaX8nd/+nfYufHQUI7iprffxBc+9IXSDX7303bTDJrc87V7iLIIHHj9r7ye2953G92oi4ODH/i8/C0v5xPv+wSWNv1pu67fRSft8PC/PGwUeqpjvOwtL+Ov/+ivcXGJ0xjbs7n539/Mbf/3beRpbvxxHHjN21/Dp9//abqRMXN8+nOfzste9TI+99efoxN3eOBfH+Dan7+WxW8t0u/2mb5+mns+eQ8/9eaf4sGvPsje7+1latsUWye28o7//R289W1v5eO3fZx7v30v73//+/n8336el77ipVS9Kr/y9l85Tgb7ox/9KEmWcONrbuSOz99Br9Pjzjvv5Lff99t8+XNf5uChg3z1619l1/W7eOErX8jXPvc1NJr77r2PN//HN/Oi617ExOgEL37hi/nGnd/g5jfdzG/+1m8yHo7zzne+E4B7772XW2+9VWSwhdNSzHchg12cOyfKYL/xTW9ktbvKSrLCC97+Avb+417uvetexneOYzUset0eKlKMTo3i2z6j14xy+DuHcZTDtuu28fVPfJ2X//LLsW2bL77/i0xsn8ANXHIvp7K7Qu87PVb3rnLDLTfwlY99hWc9/VnMLs2SOik//dqf5q7P3cUD95j76J/92Z8xNTVFrVZjfnGe737/u7znD9/Dcm+Zv7/97zk4f5ADKwfYfsN2qn6V137wtfzjn/wjL3jrC4j9mB9M/4CoFbGyb4VX/m+v5Ouf+zqP3vsotmWDDW/6jTfxmfd/hla3ZcSAXJdX3vpKPvWBT0FiPLx2Xb+LKI945F8eMc8v3+Mlb3oJf/MnfwMJpt/WUbzq1ldx+5/cThQbA9BCPvuhbz1kNhwrTd7yzrfw/ve8n3a3jWM5NKtN3vDrb+BDv/8h+n2jYPqkpz+JJE948F8eND23vs8Nv3gDX/zQF0t7Ac/3eM2vvIbb/vA24ijGtV1+6Ok/RDfpsueePeQ6pxbW+Jm3/Qyf+eBnzL1Xp1iOxQtveSF//6G/R6caz/aohTVu/rWbS6uHbtzlac9+Glpr/vUb/4rjmKb+V7ztFXzyjz6JnQ8qV+ycl/3Sy0oLB0tZXPusa3GVy/3fuJ9W1MJ2bW7+1Zv57Ac/SxRF5TPoxrfdyCfe9wnyJEcpxVOf9VQynZnfZzkoW/ETv/gTfOnDXyJLM7MJ5cKrfvlVfPYDn6Xb76KU4vp/ez2e5fHNr37TeOR5Nj9+y4/z5Y98mTwx/ny2a/PiW17Mff/zPkaDUWPC6yue+8rnMtebQ2eaHaM7jF+bcrCURStuYWPTDJss9ZfoxB1823jePXHyibT6Zs3V6reMxLOCdtw2G855xtb6VhZ6C6Xn0f7Wfmxls3N8J7vHd3NgxfgM7ajvoJW0sLXN/fP3l2prUWoU3ZajZeI0Zqo6hWu5TNen6cQd2lGbydoku8d3o1CsJsYDyrM8nrHjGTT9pimTS3scaR/BtYz63FK8xDXj1zASjDBZnWQ5Mpvwdb/OnqU9RGnEpDNp1Nq8mlkPOKHxt8oyHNsxnncoUPCdo99Bo6l5NaI04ormFWypbeH+o/dz96G7ma5M88SJJzLfmzc9QE6F6eo0O0Z2kGYpP1j5Aa7tsmt01wbfDc+PSy2D/VLgfRgdl49qrd+tlPot4Jta69uVUgHwF8D1mMzPTVrrPWd6z80igpBmKXcfvNukVG0Hx3ZQ2hiNLfWX2NbYZhTU8hRHOSz2F3EsB601rmX6XvI8Z7pmdh2Wo2UmwgmuaFwBwIHWARzllMZj7bjNI0uPGOlBZbOtsQ1LWbSTNoEdsLWxlapXZbm/bLTtB268c13jVDwSGmO2ftKnm3ZRKCbDydI4NNMZh1dNinSmNsOB1QO0ozaBE/DQwkM4lsNYOMa2xja2Nbex0F2gFbXwbR/HNuZly73l0jRu19gu00dkuazGq6Xeve/4HF49JrXYSTrGUDOJ2FLfwmJ/EVvZ7Gju4HD7MLvGduHbPo8uPWpUS4JRPNv0TPWSHhPVCWxlm5K7gYPyaDhKrnMOtA7QDJqMBCPl647loFA8uvwogRMwGo6WF/t8Z96YzQ4MSOt+3ZihalOyB7C1vpWRwBiQtZO2cVPWxjiz6hpZTKUUeZ6T5AmdpMPR9lE828hxLkVLJp2OoubVjJpK3+yubG1sZSwcK+XIkywxjuko9rf2G/PV2gyjoUkzd5KOCTgG52MratFNu4ROyPbGdipehaXekhHTSPtUnaqp6c1i9q7spepV2VrfSi/plQFrYbi3Eq3QS4zfVNM3KjatfotW3MICbt62AAAcnElEQVTCoubVSHJjctdLe2Vp5VR1imbQZKG7YOqQBzKjs91ZWv0Wo8EoM/UZU+6S9Dm4ehA0TFaNUeJcd45e0sOzPbbWt5ZlooXCTk7O0fZRY2Lq+Cz3l0vj0NAxtcwAh1cPs3dpL67t8u2j3ya0Q/pZn8nKJACdtEPdrTNZnWTX+C7GwjGW+kvYyma8Ml7WOSsUzaBpdvzWXv+D0oSRYKR87Uj7CHEWm4WQ32S5t8zR7lGmK9N00y7fnfsuV49czbVT15Lr3Kj1AHOdOfa39vOkiSc9ZgzkhMcOxbl67+F7eWTxESzLwnM8RrwRHl1+lH7a58rmlcbRXcNSvMQztjwDpRSHWofoJB0826PiVNBK00k7zFRnaEUt7jtyH4ETmPLusd3Uvboxzc4TFnuL7Gju4NrJa8vrci2tqMV8d740MH548WFa/RYHWwd5cP5Bdo/tZilawlUuV41cRS/r4dgOdadOI2wYc+9gjPFw3EgSD4y2HcuI91jKIs5i4iym6lXNAjIx75FlGbayUZYyyq2De4fG+Ja5lstCd4Fe2jP31biL53ilPcTR9tHyGVv36xxsHSxNO4vnvGM5xFnMSDCCZ3ks9hcZDUbxHd9YQEQt+pkZ02q8SsWpUPHMvURrsznn4LBnZQ9bqlvKe+5KtIJCMR6YHhONNgbTSc9sitoODd88BxWKftrn8Ophc2+yHcaCMfpZvzw3iufiaDB6bD0zMGJWmDKnJE+IUmOGnmPK4zXG+8iyLBZ7i4RuSM2rlX3Hnm3MOQtD1tVolZ1jO7Etm8XeovF5U1apVtsMmuaz5AlRYp6/o+EoC90F87cPxtjX2kc/7Zs+MQ1PGH0CtjIVJ1W3SpzHZQl+nA6yN4P783K0bJ7LWcK+lX00gyYzdeO/2EtN/81Cb4FeYsr6Xds1nmzJqtmQy2MmKsYAvhW3jPqb5bK9ub2cz2ItFaUR+1f2G7PscIIfrPyA7Y3tzNRmSLXxQTrUPmQClMpkaUS6rbmNbmrKyma7s1Tdqqm4QbPQWyBKjflqTo5v+axGq0agauDnGDgBda9Ozavx6NKjpl/crXD1yNWlKW4jML2ovbRnNt8t89nqXp3vL36fLbUtTFenzTlsm/PgaPsoaW68lbTWpXR4mqckuTn3LGUxEoyw0FvAs821shm4LCpwl4rNEgBprTm0egjf8c0DwK2y1F/i0Ooh4ixmPBwn13m5kKq4FSpuhcAJjGnbYCGuMf0uFbdSRugF/bTPYm+RqltlsbfIgdYB6n4dR5kmumbQNP44wUj5M8UCrDChijOTTSiyNEWWp8iq2JZ93OfK8gzbso1bcH8Fz/bKtHDVq5ZleUUjX65zfNtnqb/EwdZBrqhfQZRG7BrfVd40c53Tiozfz1g4hmOZG3TgGGnHTtxhtjNLw2+UY+0mXeIs5slTT8ZSFlme0Ut7ZHlGM2gClIp3vm0ybpnOyhv3+RClJngt/oYTlYny73ahRKnJlpQLXG3G69pu+TmKm8qpmOvMGdftwd/odGR5hqWs486jXJu+qbV/m1znZzQq09q4PFvKKt9Pa+O7lORJOR+O5dAMmseCtXU2O5+OKI2IM+MofTpybZpSlVLlZwOO+3yr0SpH28b5+s79d+I75hwpPotCEboho/4oV41dhUKVqjtVzzS4jgajdBMjOlL36uXumW3ZaK053D5c7qYFTsDh1cPMdeeYqc0wU5+hG3fZu7KX7c3tVJwK9xy5h6nqFNub24/7PHuX97Iar3LN+DVlUCQIF4sszzjaOcrDCw+zv7XfXF8Ded7D7cPYyjaLZWUWy7Zl84SRJ+A7Pov9Rebac7iWEb+Z784zEU5w5ciVeI7HvUfuZTU2m19XNa/CdVyzoeIGRp596lqumbjG9A9kEYETlBsyruWy0Fswmwx+kzv330kv7VFxKnzr8LfYWttKL+uxc3QndbdOnMfsHNtJnMW0ohZ1v84TRp5g7k3oS2K8mOucPM/pJEbRteJWyntwYSzp2i5xZiotFKpsEF/PePppv1wfrD3+TPfnwjfmQugmXXJtApkiYFjPs7PYDCyOLZ4T53PfyrUx9iz8C4vNvLFw7LjP3k26+LZf9lgv9kyXxHg4fk5/hyiNygqXYl2mMYFqmqdsqW2hl/RKsYKaWyvnvQgsCoNPW9nMdec4tHqIumeeVZayuHr06vL3teM2Dy08VPbj7Bo1m8JpntLqt1iOltFaM1mZpBN3ONo5WvotjgQjrEQr5fnnOV75O2xlDEu7SZf57jxJltD0m0xWJ0urkeJvq9Hl++U6P0msx1ZmYzjHrOMWe4vsHNt53IZfN+my3F8+brPvTBTn02YxQr1cKnCPa5RSZbamYCwco+k36aU9al7NpFkHZW813zgRJ7lZKI6H47i2e8YbXeAEVFwjZe07PpPVSWpejbpnmuOK7NBaTlywn/h1oULV8BsnBT9A+T3f8Y0f0eDfS/2l8oZQcSv4tk8rbjERTrASrZgdNLdayjB2k265A1Zo1Bc3kLVjGglGykxV6ISgMJmS/hINr1H+bYoU7lpce1DrO8BRF3Y6+47RuI+yCNdyT/n3uZD39lnTGDjwQoKTP8epmKxOruv3nGrMRRBz4vfORLEDduL3imwnQM0/Nh9FgHGh+I5/1vdaO/ZTfbbifSqe2VTY3txeKiTWvBq9rEeWGfPd8YrZqPBsDzLz0Apd88AIXVPXvdhbNAIgmMAqdMNSxv5g9yAj4Ug5jobXKAP+umcyTJ24Y/qPlDrpHE6yxATGTnjBixpBOBM1v4anPGJMiRUKttS2UPWq5HleLsaUMuUwoRsybU9Tc2v0U1Neu9JfYbYza8q3KxPsHt9Nnuc8svQIgRMwU5+hn/ZZipYInZCpqnmGrEQrdBOTne6n/XJhZivbbKgMNrKSLGFrfSsHVw8yVZlCo7mifgWe7XFg9UDZMF5s/BXXzGnVFS8QS1lYtkXTbtLk9M/atf8+l+fG6Ta9znR/vhj3ibUL2XO5dyuljnvOnuo5sV4sZTFRmSDNjSx0nVNveq0da/Ez58PaZ0vx/yPtI0bsYM37l/+2LFzbxbEcxivjJ83JeDhu+qrjthG10qb1oNiQtpVtepmTNkmWsHdlL+PJOLayzeay4xnj+aRNlEVYlvFG7CU9bMsubVTGwrFSCjvKIrLceDFOVaeoutVyEzLNUwInIHRDI1aQ9s1mx5rArWh7AHOeKhSH24eZ7cxiKcu0PSTGrzLXpoqlqPQJnfVVJzyWNvEkALrIrF2oV70qoRuWF45rueXOVXGSnG0hOhKMEDohaZ4aL6FB5ud8KW6e53qTVigyndHwG+UFZiubftYnyRMmK5PEWUyap2ytb6Wf9mlFLTpJp7yAT1feEzhBGTRVvEq5IzMSjpzy+EtJ8YAVHtsUN/ksz0xtdH+ZdmxEPgI7oBbUWIqWTIlf0KThNzi8epi6VzfCIMXCahAkZblRFGpFrbIsMic3nltYNP2mCWQtt/xdRSnfcrxsBEmURdU9vhSolxrpwuIBJQgXm+JctrCo+BWmG9O0+i1ynTNeGecJo08gz3OOdo4yUZkwz61BQF5k3x+YewBLWfzw1A9zoHWAqcoUjaDBSrTCWMX43xUlxcv9ZVpxi631rWV5cbEhVpTL2so2lQiD3zHfnWckGGE0MIqqgR3QDJuEbojnmHLYIsap+/WzZsKFxwa2ZV/Ujcb1Utxri2wJDCTX14zFUua+frrsom3ZTFQnTPsDpv2hl/ZIuyazlOYpY5Ux6lm9VIZb6C6UVUBFuWXTb6IChd/3iVMjzjASjGBh0U/7TFWnyjXJiWuoU5WWgnme1L16uTY7U1AyXZ0usza5NiWCc9258vWinO3xuEEnAdAlZu2F49ou45Xxc36Pk7IHF4FzKRVTSuE7fllOl+ZpWc5Q9I/U/BqNuFFe1A2/UZYUrQ0CTzcWz/boZ30qVEjyhC21LSdltwRhvRQp+Cgzzae2Mko+Ra20Z3uMx+M8uvIo7aRdyrJP16ZPeaMvHoxFKatv+0RZxGgwWmY9i13g0XCUalalFbXopT2iNKIVtZipzxz3ICp222zLNuo+EgAJl4Ai8NZoo0xan6Hm1sjyjNFglLFwjCRLiPO43OBai23ZzNRnONg6yJXNK9FK0/AaNIMmruXSCBpMVswmQ5RFzHfn6SW9cnd6rjuHYzmm1GfQT5TlWdlvURiCN4IGI8EIi91FPMdjujZd9veleUrDN7/nciyYhccntrKPBUBKlRtnYK6bs2UzAicwRvTKYjQ0WZql3pL5OhgtLUjA3O8Xe4tkOivLxh3LKUuuATzHoxE0yufMVG3qvJ8LRan32dZ6ru0SuqHZHHQCmn6TKDMb3Ost5XysIgHQkFGUCqy90NdDUbud65zVaBWNLrNCdedYDWymB82lypiBrZeqa/qLkszIrBY9F4Jwvni2V/Y0TFYny4ykUqpc6C31l4xQhNun6Z8sdrCWohbaUhZbaltKj62iJ6F42BU9SqPBqPHs8pt8b+F7J/VmdRKjACjlb8KlpuE38GwPz/KMjK9TQWtd9toVPalJnhBy8n274TeIq3Ep+BJnMavRKjW/Vpb8FP1yFpYJjPwGnaRDmqdlv0ZZAmpDJa0w15kre2CqbpWxYAytNTuaO6h6VdpxG9dyidKoNIgUhItFsbgv1kVrF/vrKau0lHVSefp0bbrsUV1LUU1Q0Ik75abZ2t97YhB2vhQB3HqeLUUgWAhKVayz9/o8HpAAaMgIXdPEfa4LrtAJWVWraG3KgNLcSCDCsTpmpRQW1nkt5oqF50q0wmRl8rSpXUFYL67l0seoHVW9ainaAccyROOVcdpR+5hq0mnO3UKNrmhoTbKk3B1sBk3mu/PMdedK5amCYre76laxlMVsZ7Ys+WzHbXzbLzcTBOFSoZQq+04BU9ZjWcfdu4tm/lPh2R6hE9JLe7iWy2J/EcuyjsvSjwQjuLZRYjvUOkQ/6xt/EfvUfX2jwSiz7iz9pE8zaJrrwrKwLZuG38CxHGpuDZQRjKnZtZPeQxAuhBMDjKIk82wiQefynqdj7Rpn7f3/YgX5a8WxzkYhajVsGwwSAA0ZhUTouaKUkQNe7C0SOAFZntHP+ni2d1w97fkSOAENr4Fru0xUJh7XaVdhY1jbmBw6IS1lPKqK0hwwQdJkdfKUTa5r6cQdIz1bGWe2M1t6dxW/p1CMKxSNirKdKIuMI3hzh5GhT/t04k6p/tjwGyz2Fi+aiIQgnA7HdspGZoU6rmwTzLXQTbqnVRkbDUcJEiOE4Lt+GciXP2+7jNgjrPRXGAvHSnnr0/WsKqWYrEzST/tlmTWYvr3p2jRj4Ri9pMdSfwk4vWCAIJwvZQZozfl+oQHQ+VCUqxXPhYvBuYy/CHwuREX3schwfVrhggicgJpXo+E38G2/9GcpqHm1k5zA14tt2aUE5GNJRUTYvBTnUVGOUJThrL3Je7ZnhAzOIgleyKc6lmNKcrLoONWi0A1PKfJxorJR1auitS4bawtZ2Yv10BOE06FQ+LZRR2xHJvu4duHn2V5Zsna6e3DgBKyolbK8s5/2TzrvM51R9arr8gEp5JcL/xigVAUrXgcuuiqnIMCx8+u4DIyySUk3vCy5bCG4DOd5qQw3ZM8hCYCEc2Kt+s6Jta8XskO3VppREC4GhdpU4X1wqkWd7/i0otZpd/zSPKUdt9HosmTBd3zzvfP04yh2+4DjSvIE4VJSyFtX3AqtqHXS9VBkg9qxMcBuRS1syy7NmIvyuFznjIVjxiA06Z4UABXCBevBsRy6umvc6JUq1RaL50FxTUr2R7gUnC4DtPb/GzmWC/UyPF8CJzin6/bxgtQZCZuCYgEopW/CxcR3/DPuahWLviiNTnotzVPmOnOlf0lxbLEY66f9Cx5fpo0HxbDtvAkbj61ssjwrFadOXOzYlk3dq9NLTdlZkaFsx21W41UybX7WtYzxb+iERFlUBvEFWb7+jGYxhmJMJ47NsRyaflN6QoVLwqnWG57t4VobX4VSbIxdjjWQbdk0g+bQifEMV7gnbFosZTEWjp1k3CoIF0Lh43A6CgnTXto7aSd7ub+MUoqpytRxGRrP9oyD9il+5lwpTPgkAyRcaooSt27SBTjlIq9Qhct0ZvxJlDquZHMtgROwGq/ST/uliE2URmj0usuYi0AnyY2oSJInx30fTu91IggXyokqcGDOt8txztnKJrfysx8oXDQkABI2DVLmIFxs1pabne71iluhHbfNzvUgEOnEHeIsZjQYPWVwErohnbhzwc2ykgESNopic6mXDMxITxN0F0FQwemuIdd2jRn2mgCoFbWwlb1u1/jivC8yP/20L/0+woZRnH+bIfPR8Btn3KwTLj5SbyQIwlBTCHkUO+O5zlmNV/Ft/7QZntAJ0ehSNetEcp3TilrMd+fL9z0VWZ6d5A8kCJeCwnBXoy9aiU/gBCbro40gQpIn1P31e7gVoiRpnpLlGXEWy0aYsGGcKgN0uSgEQYSNQwIgQRCGGtuy8W0jbBClESv9FXKdn1a+F8zut2u5tKIWs53Z4/ogtNbMd+dpx21ynbPcX+ZI+whLvaWy5K0gzVPJ/ggbRpEFulgLrcAJ0GhW41VW+is4lrPu7E9BEQAVPXUXWlYqCOvlbBUCwuMbCTcFQRh6RoIRFnoLLPQWAEovnzMxUZmgn/ZZ7i/Tilql8Vw36ZLmaemF0kt6RFlEL+mVizxLWYSuaSJfKyUvCJcS3/GNmelFshrwHb8sIQWYCCfOOZvpWA79tE836Z63T50gnC+SgR9e5E4jCMLQY1s24+E47bhN6IbrEuNQShG6IUmelLLYuc6Jsxjf9stSnsIjqO7VWY1XUSiiLCrlhtdKywvCpSRwAgInwLcvnvFu02+SZAm+45+XiM1aIYT1eAcJwsWk6lUlCz+kSAAkCILAMSnQc6Xu1YnSiDiLsZSF7/g0/ZPfx7bsMkuktSbKopPMKAXhUlKobV5MlFInecKdC4XPUDNoSv+PsOHUvNrlHoJwmZAASBAE4QI4nwWgUkoWe4KAyQDN1Gcu9zAEQRgyRARBEARBEARBEIShQQIgQRAEQRAEQRCGBgmABEEQBEEQBEEYGiQAEgRBEARBEARhaJAASBAEQRAEQRCEoUECIEEQBEEQBEEQhgYJgARBEARBEARBGBokABIEQRAEQRAEYWiQAEgQBEEQBEEQhKFBAiBBEARBEARBEIYGCYAEQRAEQRAEQRgaJAASBEEQBEEQBGFoUFrryz2Gc0IpNQfsvdzjWMMEMH+5ByEch8zJ5kTmZfMhc7I5kXnZfMicbD5kTjYnm2lertRaT57qhcdcALTZUEp9U2v9jMs9DuEYMiebE5mXzYfMyeZE5mXzIXOy+ZA52Zw8VuZFSuAEQRAEQRAEQRgaJAASBEEQBEEQBGFokADowvnw5R6AcBIyJ5sTmZfNh8zJ5kTmZfMhc7L5kDnZnDwm5kV6gARBEARBEARBGBokAyQIgiAIgiAIwtAgAZAgCIIgCIIgCEODBEDniFJqTCn1/ymlvj/4/+gpjvlflFJfU0p9Ryl1n1Lq1ZdjrI93lFI/oZT6nlLqYaXUO0/xuq+U+uvB619XSl218aMcLtYxJ7+mlHpgcF38g1LqyssxzmHjbPOy5rifVUpppdSmlzB9rLOeOVFK/bvB9fIdpdQnNnqMw8g67mE7lFJ3KKXuGdzHXno5xjlMKKU+qpSaVUrdf5rXlVLq/xnM2X1Kqadt9BiHjXXMyf86mIv7lFJfVUpdt9FjPBsSAJ077wT+QWu9G/iHwdcn0gVu1lo/GfgJ4H1KqZENHOPjHqWUDXwQuAG4FniNUuraEw57I7Cktd4FvBf4vY0d5XCxzjm5B3iG1vqpwKeB39/YUQ4f65wXlFJ14O3A1zd2hMPHeuZEKbUbeBfw3MGz5N9v+ECHjHVeK/8J+KTW+nrgJuCPN3aUQ8ltmLXU6bgB2D34783An2zAmIad2zjznDwKPG/wrP9tNqEwggRA586NwMcH//448FMnHqC1fkhr/f3Bvw8Bs8ApnWiF8+ZZwMNa6z1a6xj4K8zcrGXtXH0aeKFSSm3gGIeNs86J1voOrXV38OVdwLYNHuMwsp5rBcxD6veB/kYObkhZz5zcAnxQa70EoLWe3eAxDiPrmRcNNAb/bgKHNnB8Q4nW+p+AxTMcciPwX7XhLmBEKTWzMaMbTs42J1rrrxb3Ljbps14CoHNnWmt9GGDw/6kzHayUehbgAY9swNiGiSuA/Wu+PjD43imP0VqnwAowviGjG07WMydreSPwxUs6IgHWMS9KqeuB7Vrrv9vIgQ0x67lWfgj4IaXUnUqpu5RSZ9ptFS4O65mX/wz8nFLqAPAF4Jc3ZmjCGTjXZ4+wsWzKZ71zuQewGVFKfRnYcoqX/uM5vs8M8BfA67TW+cUYm1ByqkzOiZru6zlGuHis+++tlPo54BnA8y7piAQ4y7wopSxMiejrN2pAwrquFQdT0vNjmN3Tf1ZKPUVrvXyJxzbMrGdeXgPcprX+Q6XUs4G/GMyLPOMvH/Ks36QopZ6PCYB+5HKP5UQkADoFWusXne41pdRRpdSM1vrwIMA5ZVmCUqoBfB74T4OUrHBxOQBsX/P1Nk4uRSiOOaCUcjDlCmdKowsXxnrmBKXUizCbCc/TWkcbNLZh5mzzUgeeAvzjoEJ0C3C7UuoVWutvbtgoh4v13r/u0lonwKNKqe9hAqK7N2aIQ8l65uWNDHoftNZfU0oFwASnWQsIG8K6nj3CxqKUeirwEeAGrfXC5R7PiUgJ3LlzO/C6wb9fB/ztiQcopTzgs5ia1E9t4NiGibuB3Uqpqwd/75swc7OWtXP1s8BXtDj/XkrOOieDUqsPAa+QnoYN44zzorVe0VpPaK2v0lpfhanXluDn0rKe+9ffAM8HUEpNYEri9mzoKIeP9czLPuCFAEqpJwEBMLehoxRO5Hbg5oEa3L8FVopWBeHyoJTaAfy/wM9rrR+63OM5FZIBOnd+F/ikUuqNmBvhqwAGsrG/pLV+E/DvgB8FxpVSrx/83Ou11t++DON9XKK1TpVStwJfAmzgo1rr7yilfgv4ptb6duDPMeUJD2MyPzddvhE//lnnnPwBUAM+Ncg27NNav+KyDXoIWOe8CBvIOufkS8BLlFIPABnwG5txF/XxxDrn5deBP1NK/SqmzOr1srF2aVFK/SWmFHRi0Hv1fwIugNb6TzG9WC8FHsao8L7h8ox0eFjHnPwfmJ7rPx4861Ot9aayV1By3QqCIAiCIAiCMCxICZwgCIIgCIIgCEODBECCIAiCIAiCIAwNEgAJgiAIgiAIgjA0SAAkCIIgCIIgCMLQIAGQIAiCIAiCIAhDgwRAgiAIgiAIgiAMDRIACYIgCIIgCIIwNEgAJAiCIDwmUUo9Uyl1n1IqUEpVlVLfUUo95XKPSxAEQdjciBGqIAiC8JhFKfU7QACEwAGt9Xsu85AEQRCETY4EQIIgCMJjFqWUB9wN9IHnaK2zyzwkQRAEYZMjJXCCIAjCY5kxoAbUMZkgQRAEQTgjkgESBEEQHrMopW4H/gq4GpjRWt96mYckCIIgbHKcyz0AQRAEQTgflFI3A6nW+hNKKRv4qlLqBVrrr1zusQmCIAibF8kACYIgCIIgCIIwNEgPkCAIgiAIgiAIQ4MEQIIgCIIgCIIgDA0SAAmCIAiCIAiCMDRIACQIgiAIgiAIwtAgAZAgCIIgCIIgCEODBECCIAiCIAiCIAwNEgAJgiAIgiAIgjA0/P9Z680OqRGSRQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(2,1, figsize=(14,12))\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 10, include_likelihood=True)\n", + "for sample in samples:\n", + " axs[0].plot(Xnew, sample, 'go', alpha=0.2)\n", + "axs[0].plot(X, y, 'kx', mew=2)\n", + "axs[0].set_title(\"observable samples\")\n", + "\n", + "samples = sample_dgp(m_deep, Xnew, 100, include_likelihood=False)\n", + "for sample in samples:\n", + " axs[1].plot(Xnew, sample, 'g-', alpha=0.1)\n", + "axs[1].plot(X, y, 'kx', mew=2)\n", + "axs[1].set_title(\"latent samples\")\n", + "\n", + "[(ax.set_xlabel(\"x\"), ax.set_ylabel(\"y\")) for ax in axs];" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise\n", + "\n", + "Plot the different layers of the GP and comment on the warping. Can you explain why we are observing simulated discontinuities in the extrapolated regions? " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dgp_layers(m_deep, Xnew, training_points=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Looking at the warping, we can see that in the final layer before observation, we have essentially learned a sigmoid function which quite rapidly maps data to either 0 or 1 given the input. Observing the range of likely inputs from the preceding warping function, $f_2$, we can see simlar form where most of the data is warped to either approximately -1 or 1.5, which respectively map to 0 and 1 in $f_1$.\n", + ">\n", + "> Note that we may not have learned the optimal model, and you may want to adapt the model, in terms of, e.g. the number and dimension of hidden layers, and the kernels describing the underlying GPs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Wil Ward, based on documentation of PyDeepGP and talks by [Neil Lawrence](http://inverseprobability.com/). " + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From c26133dba812caaa92a6807456c7b9262850e652 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Mon, 9 Sep 2019 16:54:32 +0100 Subject: [PATCH 08/37] Rename .lab_2.ipynb to lab_2.ipynb --- 2019/{.lab_2.ipynb => lab_2.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename 2019/{.lab_2.ipynb => lab_2.ipynb} (100%) diff --git a/2019/.lab_2.ipynb b/2019/lab_2.ipynb similarity index 100% rename from 2019/.lab_2.ipynb rename to 2019/lab_2.ipynb From daa14a016973cfe6d6cd63a13bd8e8d65100d423 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Mon, 9 Sep 2019 16:54:51 +0100 Subject: [PATCH 09/37] Rename .lab_2_extra.ipynb to lab_2_extra.ipynb --- 2019/{.lab_2_extra.ipynb => lab_2_extra.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename 2019/{.lab_2_extra.ipynb => lab_2_extra.ipynb} (100%) diff --git a/2019/.lab_2_extra.ipynb b/2019/lab_2_extra.ipynb similarity index 100% rename from 2019/.lab_2_extra.ipynb rename to 2019/lab_2_extra.ipynb From f5d987e32f96ba9d2c6d4599d3cbcacb3782a8fd Mon Sep 17 00:00:00 2001 From: Wil Ward Date: Wed, 11 Sep 2019 09:23:54 +0100 Subject: [PATCH 10/37] added lab 3 --- 2019/.answers/lab_3.ipynb | 1168 +++++++++++++++++++++++++++++++++++++ 2019/lab_3.ipynb | 670 +++++++++++++++++++++ 2 files changed, 1838 insertions(+) create mode 100644 2019/.answers/lab_3.ipynb create mode 100644 2019/lab_3.ipynb diff --git a/2019/.answers/lab_3.ipynb b/2019/.answers/lab_3.ipynb new file mode 100644 index 0000000..c29db6e --- /dev/null +++ b/2019/.answers/lab_3.ipynb @@ -0,0 +1,1168 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 3: Global Optimization with Gaussian Processes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussian Process Summer School 2019" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The goal of this lab session is to illustrate the concepts seen during the tutorial in Gaussian processes for Global optimization. We will focus on two aspects of Bayesian Optimization (BO): (1) the choice of the model (2) the choice of the acquisition function.\n", + "\n", + "The technical material associated to the methods used in this lab can be found in the slides of the tutorial. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", + "\n", + "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline \n", + "import GPy\n", + "import GPyOpt\n", + "import numpy as np\n", + "from numpy.random import seed\n", + "seed(12345)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Remembering the basics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", + "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", + "\n", + "We assume that $f$ is a *black-box* from which only perturbed evaluations of the type $y_i = f(x_i) + \\epsilon_i$, with $\\epsilon_i \\sim\\mathcal{N}(0,\\sigma^2)$, are available. The goal is to find $x_M$ by minimizing the number of evaluations of $f$. To do this, we need to determine two crucial bits:\n", + "\n", + "1. A **Gaussian process** that will capture the our beliefs on $f$. \n", + "\n", + "2. An **acquisition function** that based on the model will be useful to determine where to collect new evaluations of f. \n", + "\n", + "Remember that every time a new data point is collected the model is updated and the acquisition function optimized again. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Running example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start with a one-dimensional example. Consider here the Forrester function \n", + "\n", + "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", + "\n", + "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", + "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", + "bounds = f_true.bounds # problem constrains (implemented by default)\n", + "f_objective = f_sim.f # objective function " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To plot the true $f$, simply write:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f_true.plot(bounds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.92961609],\n", + " [0.31637555],\n", + " [0.18391881],\n", + " [0.20456028],\n", + " [0.56772503],\n", + " [0.5955447 ],\n", + " [0.96451452],\n", + " [0.6531771 ]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n = 8\n", + "x = np.random.rand(n).reshape(n,1)\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9.99379804],\n", + " [ 0.30951655],\n", + " [-0.53213703],\n", + " [-0.92083089],\n", + " [ 0.70757395],\n", + " [ 0.04499155],\n", + " [14.12247715],\n", + " [-2.14113699]])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f_objective(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", + "* The function to optimize.\n", + "* The box constrains of the problem.\n", + "* The model, that is fixed by default to be a GP with a SE kernel.\n", + "* The acquisition function (and its parameters)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create an SE kernel as we do in GPy" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now we have all the elements to start optimizing $f$. We create the optimization problem instance. Note that you don't need to specify the evaluation budget of. This is because at this stage we are not running the optimization, we are just initializing the different elements of the BO algorithm. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Creation of the object that we will use to run BO.\n", + "seed(1234)\n", + "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", + " domain = bounds, # box-constrains of the problem\n", + " kernel = k, # kernel of the GP \n", + " acquisition_type='EI') # acquisition = Expected improvement" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "?GPyOpt.methods.BayesianOptimization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.19151945],\n", + " [0.62210877],\n", + " [0.43772774],\n", + " [0.78535858],\n", + " [0.77997581]])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myBopt.X" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.95287634],\n", + " [-1.19407487],\n", + " [ 0.29000479],\n", + " [-5.3506129 ],\n", + " [-5.22815975]])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myBopt.Y" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Run the optimization (may take a few senconds)\n", + "max_iter = 15 # evaluation budget\n", + "myBopt.run_optimization(max_iter) # run optimization " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "myBopt.plot_acquisition()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "myBopt.plot_convergence()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", + "\n", + "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: -2.215596090516634
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
rbf.variance 2.2938642476181945 +ve
rbf.lengthscale 0.11088635100243982 +ve
Gaussian_noise.variance0.0026639968440545531e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myBopt.model.model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", + "\n", + "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[8.56492259],\n", + " [3.15258865],\n", + " [5.64364388],\n", + " [6.70667823],\n", + " [4.78655946],\n", + " [5.46222156],\n", + " [8.2777045 ],\n", + " [2.81455086]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def g(x):\n", + " return x**2 + 10*np.sin(x)\n", + "\n", + "bounds_g = [{'name': 'var_1', 'type': 'continuous', 'domain': (-10,10)}] \n", + "\n", + "x = np.random.rand(n).reshape(n,1)\n", + "g(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "k_g = GPy.kern.Matern52(1)\n", + "\n", + "BO_g = GPyOpt.methods.BayesianOptimization(f = g, \n", + " domain = bounds_g, \n", + " kernel = k_g, \n", + " acquisition='EI',\n", + " acquisition_par = 0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) For stability reasons, constrain the noise of the model to be 10e-4. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "BO_g.model.noise_var = 0.0001" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Run the optimization for 10 iterations. Make and comment the convergence plots. Has the method converged? " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "BO_g.run_optimization(10)\n", + "BO_g.plot_acquisition()\n", + "BO_g.plot_convergence()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Acquisition functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "seed(1234)\n", + "n = 10\n", + "X = np.random.rand(n).reshape(n,1)\n", + "Y = f_objective(X)\n", + "m = GPy.models.GPRegression(X,Y)\n", + "m.optimize()\n", + "m.plot([0,1])\n", + "\n", + "## Now we pass this model into a GPyOpt Gaussian process model\n", + "\n", + "from GPyOpt.models import GPModel\n", + "model = GPModel(optimize_restarts=5,verbose=False)\n", + "model.model = m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We define the bounds of the input space to be between zero and one." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt import Design_space ## GPyOpt design space\n", + "\n", + "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionEI?" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionLCB?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", + "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", + "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", + "X_grid = np.linspace(0,1,200)[:, None]\n", + "plt.figure(figsize=(10,6))\n", + "plt.title('Acquisition functions',size=25)\n", + "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", + "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", + "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", + "plt.xlabel('x',size=15)\n", + "plt.ylabel('a(x)',size=15)\n", + "legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 0)\n", + "grid_par = np.array([0,0.5,1,2,3,5])\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "plt.title('Acquisition functions',size=15)\n", + "for param in grid_par:\n", + " acq_LCB = AcquisitionLCB(model,space,exploration_weight = param)\n", + " plt.plot(X_grid, -acq_LCB.acquisition_function(X_grid),label=str(param))\n", + "legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider the sixhumpcamel function defined as\n", + "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", + "\n", + "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", + "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt import Design_space ## GPyOpt design space\n", + "\n", + "bounds_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel().bounds\n", + "variables = [{'name': 'var_1', 'type': 'continuous', 'domain': bounds_shc[0]},\n", + " {'name': 'var_2', 'type': 'continuous', 'domain': bounds_shc[1]}]\n", + "\n", + "space = GPyOpt.Design_space(variables)\n", + "\n", + "\n", + "from GPyOpt.experiment_design.random_design import RandomDesign\n", + "seed(12345)\n", + "n_data = 3\n", + "sampler = RandomDesign(space)\n", + "X = sampler.get_samples(n_data)\n", + "Y = f_shc(X)\n", + "\n", + "BO_EI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='EI',jitter=0)\n", + "BO_LCB = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='LCB',acquisition_weight=2)\n", + "BO_MPI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='MPI',jitter=0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) In the three cases run the optimization for 30 iterations" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "max_iter = 30\n", + "BO_EI.run_optimization(max_iter)\n", + "BO_LCB.run_optimization(max_iter)\n", + "BO_MPI.run_optimization(max_iter)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "plt.title('Comparison of acquisition functions',size=15)\n", + "plt.plot(BO_EI.Y_best,label = 'EI')\n", + "plt.plot(BO_LCB.Y_best,label = 'LCB')\n", + "plt.plot(BO_MPI.Y_best,label = 'MPI')\n", + "legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Compare the models and the acquisition functions in the three cases (after the 30 iterations). What do you observe? " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 9.842461840558926
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
Mat52.variance 2.739129381272947 +ve
Mat52.lengthscale 1.0370016278363612 +ve
Gaussian_noise.variance0.0052689541438551771e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 1.3535506237840274
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
Mat52.variance 2.273080870245484 +ve
Mat52.lengthscale 1.0537165520056304 +ve
Gaussian_noise.variance0.00217940807403683041e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 6.836830524303437
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
Mat52.variance 2.4230073129206877 +ve
Mat52.lengthscale 0.9216333827190409 +ve
Gaussian_noise.variance0.0015763071150683931e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "BO_EI.plot_acquisition()\n", + "BO_LCB.plot_acquisition()\n", + "BO_MPI.plot_acquisition()\n", + "\n", + "display(BO_EI.model.model)\n", + "display(BO_LCB.model.model)\n", + "display(BO_MPI.model.model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Javier Gonzalez." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2019/lab_3.ipynb b/2019/lab_3.ipynb new file mode 100644 index 0000000..5d92e15 --- /dev/null +++ b/2019/lab_3.ipynb @@ -0,0 +1,670 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 3: Global Optimization with Gaussian Processes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussian Process Summer School 2019" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The goal of this lab session is to illustrate the concepts seen during the tutorial in Gaussian processes for Global optimization. We will focus on two aspects of Bayesian Optimization (BO): (1) the choice of the model (2) the choice of the acquisition function.\n", + "\n", + "The technical material associated to the methods used in this lab can be found in the slides of the tutorial. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", + "\n", + "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%pylab inline \n", + "import GPy\n", + "import GPyOpt\n", + "import numpy as np\n", + "from numpy.random import seed\n", + "seed(12345)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Remembering the basics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", + "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", + "\n", + "We assume that $f$ is a *black-box* from which only perturbed evaluations of the type $y_i = f(x_i) + \\epsilon_i$, with $\\epsilon_i \\sim\\mathcal{N}(0,\\sigma^2)$, are available. The goal is to find $x_M$ by minimizing the number of evaluations of $f$. To do this, we need to determine two crucial bits:\n", + "\n", + "1. A **Gaussian process** that will capture the our beliefs on $f$. \n", + "\n", + "2. An **acquisition function** that based on the model will be useful to determine where to collect new evaluations of f. \n", + "\n", + "Remember that every time a new data point is collected the model is updated and the acquisition function optimized again. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Running example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start with a one-dimensional example. Consider here the Forrester function \n", + "\n", + "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", + "\n", + "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", + "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", + "bounds = f_true.bounds # problem constrains (implemented by default)\n", + "f_objective = f_sim.f # objective function " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To plot the true $f$, simply write:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_true.plot(bounds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "n = 8\n", + "x = np.random.rand(n).reshape(n,1)\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_objective(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", + "* The function to optimize.\n", + "* The box constrains of the problem.\n", + "* The model, that is fixed by default to be a GP with a SE kernel.\n", + "* The acquisition function (and its parameters)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create an SE kernel as we do in GPy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now we have all the elements to start optimizing $f$. We create the optimization problem instance. Note that you don't need to specify the evaluation budget of. This is because at this stage we are not running the optimization, we are just initializing the different elements of the BO algorithm. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Creation of the object that we will use to run BO.\n", + "seed(1234)\n", + "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", + " domain = bounds, # box-constrains of the problem\n", + " kernel = k, # kernel of the GP \n", + " acquisition_type='EI') # acquisition = Expected improvement" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "?GPyOpt.methods.BayesianOptimization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.X" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.Y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run the optimization (may take a few senconds)\n", + "max_iter = 15 # evaluation budget\n", + "myBopt.run_optimization(max_iter) # run optimization " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.plot_acquisition()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.plot_convergence()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", + "\n", + "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.model.model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", + "\n", + "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) For stability reasons, constrain the noise of the model to be 10e-4. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Run the optimization for 10 iterations. Make and comment the convergence plots. Has the method converged? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Acquisition functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "seed(1234)\n", + "n = 10\n", + "X = np.random.rand(n).reshape(n,1)\n", + "Y = f_objective(X)\n", + "m = GPy.models.GPRegression(X,Y)\n", + "m.optimize()\n", + "m.plot([0,1])\n", + "\n", + "## Now we pass this model into a GPyOpt Gaussian process model\n", + "\n", + "from GPyOpt.models import GPModel\n", + "model = GPModel(optimize_restarts=5,verbose=False)\n", + "model.model = m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We define the bounds of the input space to be between zero and one." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt import Design_space ## GPyOpt design space\n", + "\n", + "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionEI?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionLCB?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", + "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", + "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", + "X_grid = np.linspace(0,1,200)[:, None]\n", + "plt.figure(figsize=(10,6))\n", + "plt.title('Acquisition functions',size=25)\n", + "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", + "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", + "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", + "plt.xlabel('x',size=15)\n", + "plt.ylabel('a(x)',size=15)\n", + "legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider the sixhumpcamel function defined as\n", + "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", + "\n", + "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", + "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) In the three cases run the optimization for 30 iterations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Compare the models and the acquisition functions in the three cases (after the 30 iterations). What do you observe? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Javier Gonzalez." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From d2412ea99dc9c86e7dcb979d98fd0b0ed2acf078 Mon Sep 17 00:00:00 2001 From: wilocw Date: Tue, 18 Aug 2020 11:04:35 +0100 Subject: [PATCH 11/37] .gitignore --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index e69de29..7c90af3 100644 --- a/.gitignore +++ b/.gitignore @@ -0,0 +1 @@ +*.ipynb_checkpoints/* From 310eafd3beaeac8987318454f37b878ec2c51167 Mon Sep 17 00:00:00 2001 From: wilocw Date: Tue, 18 Aug 2020 11:04:53 +0100 Subject: [PATCH 12/37] update to 2020 --- {2019 => 2020}/.answers/lab_1.ipynb | 0 {2019 => 2020}/.answers/lab_1_extra.ipynb | 0 {2019 => 2020}/.answers/lab_2.ipynb | 0 {2019 => 2020}/.answers/lab_2_extra.ipynb | 0 {2019 => 2020}/.answers/lab_3.ipynb | 0 .../.ipynb_checkpoints/lab_3-checkpoint.ipynb | 0 .../lab_3_answers[renameme]-checkpoint.ipynb | 1168 +++++++++++++++++ {2019 => 2020}/lab_1.ipynb | 0 {2019 => 2020}/lab_1_extra.ipynb | 0 {2019 => 2020}/lab_2.ipynb | 0 {2019 => 2020}/lab_2_extra.ipynb | 0 2020/lab_3.ipynb | 670 ++++++++++ 12 files changed, 1838 insertions(+) rename {2019 => 2020}/.answers/lab_1.ipynb (100%) rename {2019 => 2020}/.answers/lab_1_extra.ipynb (100%) rename {2019 => 2020}/.answers/lab_2.ipynb (100%) rename {2019 => 2020}/.answers/lab_2_extra.ipynb (100%) rename {2019 => 2020}/.answers/lab_3.ipynb (100%) rename 2019/lab_3.ipynb => 2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb (100%) create mode 100644 2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb rename {2019 => 2020}/lab_1.ipynb (100%) rename {2019 => 2020}/lab_1_extra.ipynb (100%) rename {2019 => 2020}/lab_2.ipynb (100%) rename {2019 => 2020}/lab_2_extra.ipynb (100%) create mode 100644 2020/lab_3.ipynb diff --git a/2019/.answers/lab_1.ipynb b/2020/.answers/lab_1.ipynb similarity index 100% rename from 2019/.answers/lab_1.ipynb rename to 2020/.answers/lab_1.ipynb diff --git a/2019/.answers/lab_1_extra.ipynb b/2020/.answers/lab_1_extra.ipynb similarity index 100% rename from 2019/.answers/lab_1_extra.ipynb rename to 2020/.answers/lab_1_extra.ipynb diff --git a/2019/.answers/lab_2.ipynb b/2020/.answers/lab_2.ipynb similarity index 100% rename from 2019/.answers/lab_2.ipynb rename to 2020/.answers/lab_2.ipynb diff --git a/2019/.answers/lab_2_extra.ipynb b/2020/.answers/lab_2_extra.ipynb similarity index 100% rename from 2019/.answers/lab_2_extra.ipynb rename to 2020/.answers/lab_2_extra.ipynb diff --git a/2019/.answers/lab_3.ipynb b/2020/.answers/lab_3.ipynb similarity index 100% rename from 2019/.answers/lab_3.ipynb rename to 2020/.answers/lab_3.ipynb diff --git a/2019/lab_3.ipynb b/2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb similarity index 100% rename from 2019/lab_3.ipynb rename to 2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb diff --git a/2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb b/2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb new file mode 100644 index 0000000..c29db6e --- /dev/null +++ b/2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb @@ -0,0 +1,1168 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 3: Global Optimization with Gaussian Processes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussian Process Summer School 2019" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The goal of this lab session is to illustrate the concepts seen during the tutorial in Gaussian processes for Global optimization. We will focus on two aspects of Bayesian Optimization (BO): (1) the choice of the model (2) the choice of the acquisition function.\n", + "\n", + "The technical material associated to the methods used in this lab can be found in the slides of the tutorial. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", + "\n", + "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline \n", + "import GPy\n", + "import GPyOpt\n", + "import numpy as np\n", + "from numpy.random import seed\n", + "seed(12345)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Remembering the basics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", + "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", + "\n", + "We assume that $f$ is a *black-box* from which only perturbed evaluations of the type $y_i = f(x_i) + \\epsilon_i$, with $\\epsilon_i \\sim\\mathcal{N}(0,\\sigma^2)$, are available. The goal is to find $x_M$ by minimizing the number of evaluations of $f$. To do this, we need to determine two crucial bits:\n", + "\n", + "1. A **Gaussian process** that will capture the our beliefs on $f$. \n", + "\n", + "2. An **acquisition function** that based on the model will be useful to determine where to collect new evaluations of f. \n", + "\n", + "Remember that every time a new data point is collected the model is updated and the acquisition function optimized again. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Running example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start with a one-dimensional example. Consider here the Forrester function \n", + "\n", + "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", + "\n", + "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", + "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", + "bounds = f_true.bounds # problem constrains (implemented by default)\n", + "f_objective = f_sim.f # objective function " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To plot the true $f$, simply write:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f_true.plot(bounds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.92961609],\n", + " [0.31637555],\n", + " [0.18391881],\n", + " [0.20456028],\n", + " [0.56772503],\n", + " [0.5955447 ],\n", + " [0.96451452],\n", + " [0.6531771 ]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n = 8\n", + "x = np.random.rand(n).reshape(n,1)\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9.99379804],\n", + " [ 0.30951655],\n", + " [-0.53213703],\n", + " [-0.92083089],\n", + " [ 0.70757395],\n", + " [ 0.04499155],\n", + " [14.12247715],\n", + " [-2.14113699]])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f_objective(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", + "* The function to optimize.\n", + "* The box constrains of the problem.\n", + "* The model, that is fixed by default to be a GP with a SE kernel.\n", + "* The acquisition function (and its parameters)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create an SE kernel as we do in GPy" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now we have all the elements to start optimizing $f$. We create the optimization problem instance. Note that you don't need to specify the evaluation budget of. This is because at this stage we are not running the optimization, we are just initializing the different elements of the BO algorithm. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Creation of the object that we will use to run BO.\n", + "seed(1234)\n", + "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", + " domain = bounds, # box-constrains of the problem\n", + " kernel = k, # kernel of the GP \n", + " acquisition_type='EI') # acquisition = Expected improvement" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "?GPyOpt.methods.BayesianOptimization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.19151945],\n", + " [0.62210877],\n", + " [0.43772774],\n", + " [0.78535858],\n", + " [0.77997581]])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myBopt.X" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.95287634],\n", + " [-1.19407487],\n", + " [ 0.29000479],\n", + " [-5.3506129 ],\n", + " [-5.22815975]])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myBopt.Y" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Run the optimization (may take a few senconds)\n", + "max_iter = 15 # evaluation budget\n", + "myBopt.run_optimization(max_iter) # run optimization " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "myBopt.plot_acquisition()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "myBopt.plot_convergence()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", + "\n", + "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: -2.215596090516634
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
rbf.variance 2.2938642476181945 +ve
rbf.lengthscale 0.11088635100243982 +ve
Gaussian_noise.variance0.0026639968440545531e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "myBopt.model.model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", + "\n", + "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[8.56492259],\n", + " [3.15258865],\n", + " [5.64364388],\n", + " [6.70667823],\n", + " [4.78655946],\n", + " [5.46222156],\n", + " [8.2777045 ],\n", + " [2.81455086]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def g(x):\n", + " return x**2 + 10*np.sin(x)\n", + "\n", + "bounds_g = [{'name': 'var_1', 'type': 'continuous', 'domain': (-10,10)}] \n", + "\n", + "x = np.random.rand(n).reshape(n,1)\n", + "g(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "k_g = GPy.kern.Matern52(1)\n", + "\n", + "BO_g = GPyOpt.methods.BayesianOptimization(f = g, \n", + " domain = bounds_g, \n", + " kernel = k_g, \n", + " acquisition='EI',\n", + " acquisition_par = 0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) For stability reasons, constrain the noise of the model to be 10e-4. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "BO_g.model.noise_var = 0.0001" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Run the optimization for 10 iterations. Make and comment the convergence plots. Has the method converged? " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "BO_g.run_optimization(10)\n", + "BO_g.plot_acquisition()\n", + "BO_g.plot_convergence()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Acquisition functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "seed(1234)\n", + "n = 10\n", + "X = np.random.rand(n).reshape(n,1)\n", + "Y = f_objective(X)\n", + "m = GPy.models.GPRegression(X,Y)\n", + "m.optimize()\n", + "m.plot([0,1])\n", + "\n", + "## Now we pass this model into a GPyOpt Gaussian process model\n", + "\n", + "from GPyOpt.models import GPModel\n", + "model = GPModel(optimize_restarts=5,verbose=False)\n", + "model.model = m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We define the bounds of the input space to be between zero and one." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt import Design_space ## GPyOpt design space\n", + "\n", + "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionEI?" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionLCB?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", + "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", + "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", + "X_grid = np.linspace(0,1,200)[:, None]\n", + "plt.figure(figsize=(10,6))\n", + "plt.title('Acquisition functions',size=25)\n", + "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", + "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", + "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", + "plt.xlabel('x',size=15)\n", + "plt.ylabel('a(x)',size=15)\n", + "legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 0)\n", + "grid_par = np.array([0,0.5,1,2,3,5])\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "plt.title('Acquisition functions',size=15)\n", + "for param in grid_par:\n", + " acq_LCB = AcquisitionLCB(model,space,exploration_weight = param)\n", + " plt.plot(X_grid, -acq_LCB.acquisition_function(X_grid),label=str(param))\n", + "legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider the sixhumpcamel function defined as\n", + "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", + "\n", + "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", + "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt import Design_space ## GPyOpt design space\n", + "\n", + "bounds_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel().bounds\n", + "variables = [{'name': 'var_1', 'type': 'continuous', 'domain': bounds_shc[0]},\n", + " {'name': 'var_2', 'type': 'continuous', 'domain': bounds_shc[1]}]\n", + "\n", + "space = GPyOpt.Design_space(variables)\n", + "\n", + "\n", + "from GPyOpt.experiment_design.random_design import RandomDesign\n", + "seed(12345)\n", + "n_data = 3\n", + "sampler = RandomDesign(space)\n", + "X = sampler.get_samples(n_data)\n", + "Y = f_shc(X)\n", + "\n", + "BO_EI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='EI',jitter=0)\n", + "BO_LCB = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='LCB',acquisition_weight=2)\n", + "BO_MPI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='MPI',jitter=0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) In the three cases run the optimization for 30 iterations" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "max_iter = 30\n", + "BO_EI.run_optimization(max_iter)\n", + "BO_LCB.run_optimization(max_iter)\n", + "BO_MPI.run_optimization(max_iter)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "plt.title('Comparison of acquisition functions',size=15)\n", + "plt.plot(BO_EI.Y_best,label = 'EI')\n", + "plt.plot(BO_LCB.Y_best,label = 'LCB')\n", + "plt.plot(BO_MPI.Y_best,label = 'MPI')\n", + "legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Compare the models and the acquisition functions in the three cases (after the 30 iterations). What do you observe? " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4wAAAFNCAYAAABL4eGaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9ebwk11nf/X2qqvveWbWNZFm7NLK1QIzBku1AMNgE2xgSCGGxCRiz5k0MAYITvCUQghdIgNcY3gAxe7zgGENMXoOtgIVtjCWN8YYlGUuyLckjSxqNpNnuvd1V58kfp6r61OlT1dV3m3vvnO/n05/urjq1dVefPr/zbKKqRCKRSCQSiUQikUgk4pOc7hOIRCKRSCQSiUQikcjWJArGSCQSiUQikUgkEokEiYIxEolEIpFIJBKJRCJBomCMRCKRSCQSiUQikUiQKBgjkUgkEolEIpFIJBIkCsZIJBKJRCKRSCQSiQSJgjGyIYjICRG56nSfRyQSiczL6eq/RORzIvKPN/u4kUhkfkTkUyLytTPaXFb2J2lHmw3pb0TkGhH5qIgcF5F/s9777zjuzGuObD+iYNzmlAOMpfLH+aCI/I6I7F3D/q4QERWRbC3npap7VfWetewjEonsbGL/FYlE1gsRuVlEHhWRhc04nqp+iarePKPNvWV/Ujjn+INem43qb/49cLOq7lPVX9mA/QPTE13+NUd2BlEw7gz+iaruBb4CuBF49ek6kbUO1Na6fSQS2XbE/isSiawJEbkC+GpAgX96Wk9m63A58KnTfRKRnUEUjDsIVf0C8GfAlwKIyEUi8i4ROSoid4nID1VtReTpInJIRI6VM/u/VK56f/n8WDnr/w/L9t8vIneUs3fvEZHLnX2piLxURD4DfMZZdnX5+iwR+X0ReVhEPi8irxaRpFz3EhH5axH5ZRE5CvyMf10i8jMi8j9F5H+UrhWfFJEni8grROQhEblPRJ7rtD9LRH5LRB4QkS+IyM9VrhEiclBE/lJEHhGRIyLyZhE529n2cyLyMhH5hIg8LiJ/KCKLa/5yIpFIJzu4/2o7V0Tke8p9PiIir1q3DzMSOfN4MfBh4HeB73VXiMguEfnF8rf2uIh8UER2lesav0HXWiYivysiP+fs52tF5H7nvds2+DsXx+tBRF6DFbW/WvZPv1q2mae/+aCI/NeyL/usiHxD6MMQkb8Enu0c68niWTer/TnvVUT+HxH5TLn/XxMRcdb/UNmPHheR20XkK0TkD4DLgD8tj/PvxfP0mNGX/4yIvL285uNi3Xxv6PulRzaPKBh3ECJyKfAC4KPlorcC9wMXAd8GvFZEvq5c9wbgDaq6HzgIvL1c/qzy+ezSpeBvRORbgFcC3wqcD3yg3LfLtwDPAK4PnNobgbOAq4CvwXbs3+esfwZwD3AB8JqWy/snwB8A55TX9x7s/Xsx8LPAbzhtfw/IgauBLweeC1SdpACvKz+T64BLmR7kfQfwfOBK4CnAS1rOKRKJrBM7uP8KnquIXA/8N+B7yms8D7gk9NlEIpGZvBh4c/l4nog8wVn3X4GnAV8JnIt11TTr/Bts65NqVPVV2P7nR8r+6UcC++nT33waOAD8AvBbrqhzjvUc71h/3/M6vgnr6fFl2LHQ8wBE5NuxY6UXA/uxVtxHVPV7gHspPUVU9RcC++zqyyn39TbgbOBdwK/2PNfIJhIF487gT0TkMeCDwF9hf4yXAv8I+ClVXVbVjwFvwnaMAGPgahE5oKonVPXDHfv/l8DrVPUOVc2B1wJPdWfpy/VHVXXJ3VCsZe87gVeo6nFV/Rzwi855ABxW1Teqau5v7/ABVX1Pefz/iR34vV5Vx9iO5goRObv8k/gG4MdV9aSqPgT8MvBCAFW9S1VvUtUVVX0Y+CVsp+zyK6p6WFWPAn8KPLXjs4lEImtjp/dfbef6bcD/VtX3q+oK8B8A0/1RRSIRHxH5R1j3y7er6keAu4HvKtclwPcDP6aqX1DVQlU/VP7m1vM3OE+f1HYdffqbz6vqfy/jA38PeCLwhKmdrZ7Xq+pjqnov8D4m458fBH5BVW9Ty12q+vke1zSrLwf4oKq+u7ymP8CK1cgWIwrGncG3qOrZqnq5qv7rctByEXBUVY877T6PtcgB/ADwZOBOEblNRL6pY/+XA28QkcfKgd1RrKXuYqfNfS3bHgCG5bFD59G1rcuDzusl4IgTUF0N0vaW5zoAHnDO9zews/+IyAUi8jaxrqrHgP9RnqPLF53Xp8r9RiKRjWGn919t53qRu62qngQembGvSCQyzfcC71XVI+X7tzBxSz0ALGJFpM96/gbn6ZPa6NPf1OMTVT1VvlzPMUrb+OdSwp/hLGb15aFjLkqMB99yxC9k53IYOFdE9jk/1MuALwCo6meAF5Wzb98KvENEzsMGjPvcB7xGVd/ccbzQdgBHsDNvlwO3++cxY9vVcB+wAhworQk+ryuP9xRVfaR0V4vuD5HI1mLH9F8d5/oA1i0eABHZjXWJi0QiPREbi/gdQCoilfBYAM4WkS8DPgksY91EP+5tPus3eBLY7by/sO08On7nU007LqdPf7MWel9PgPuwn2GIrmvq7Msj24doYdyhqOp9wIeA14nIoog8BTsD9mYAEfluETlfVQ3wWLlZATyMdclwawL9OvAKEfmSctuzSn/2PudRYH35XyMi+0o3sH+LteytO6r6APBe4BdFZL+IJGIT3VRup/uAE9ikGBcD/24jziMSiayendR/dZzrO4BvEpF/JCJDbCx2/E+ORObjW7C/p+ux7pNPxYrADwAvLn93vw38Upl8JRWRfyi29Mas3+DHgBeIyLkiciHw420n0fE793mQZv9UswnjpY8B3yoiu8Um2fmBObZ9E/AyEXmaWK523Pq7rqmzL49sH+Kf087mRcAV2BmePwZ+WlVvKtc9H/iUiJzABmu/sPQvP4VN3PDXpQvXM1X1j4GfB95WunH+HTZOsC8/ip3Zugcbp/QWbAe+UbwY69ZxO/Ao9k/hieW6/4RN3/848P8D79zA84hEIqtnp/Rfbef6KeCl5f4ewPZVbgbGfyEiMSV+JNLN9wK/o7b23xerB9Zz6F+Uro0vw1oab8O6pP88kMz6DWLj6T4OfA47Ef2HHecR/J0H2r0B+DaxWUhDtRE3crz0y8AIK/B+jzlEm6r+T2zf+hbgOPAn2ARCYD23Xl32uS8LbN7Vl0e2CaK6nt6AkUgkEolEIpHI9kNEPgf8oKr+n9N9LpHIViJaGCORSCQSiUQikUgkEuS0CkYR+W2xhdf/rmW9iMiviC30+QkR+Qpn3feKLS76GRH53tD2kUgkshpi3xSJRLYqsX+KRCKbzWl1SRWRZ2ETkPy+qn5pYP0LsP7cL8AWK32Dqj5DRM4FDgE3YLMzfQR4mqo+umknH4lEdiyxb4pEIluV2D9FIpHN5rRaGFX1/dgA5Da+GdshalkE9WwReSLwPOCmstDyo8BN2IDjSCQSWTOxb4pEIluV2D9FIpHNZqvHMF5Msyjy/eWytuWRSCSyGcS+KRKJbFVi/xSJnAGIyPNF5NOl+/nLA+svF5G/KF3TbxaRS5x1Py8if1c+vnPWsbL1Pvl1RgLLtGP59A5Efhj4YYDz4GlXlMsf2rufh/ftb9loHc6yjb4ewBrYtb+tTp6D7arl2lwnoXaqoHDeyjEOrBzH58hwH0cH+7xzc3Ycuq7K3VkCH5BUm0njfWO9OEeQybOKNN/76+vty2PIfOvts/2gLnjsGE94bPrzeOjcvRw9b6+9ArGfRfWclNunonY5SlK/hkS0PNRkXcKkLWWb6rUASbW8Ps1ynfPZ+rM/0nJjyoMF8qAtD/U54Ihq7zv4ec/erUeOmr7Na/72EyvvUdWdNJO9YX3TI9leHhnuh1TQBDSpnu3eNSnv2cS5d5Pyhy3lfSiKiJKUr937T6r7rf7pdXdK1W9UFQyCqt1CEbtM7d2pKhi1PzBV7MkpYKTsY5g8m+Z7MdUyLV+r7ZNMuTOjnFuc4Dxzaur8HpFdHE32gNsvtHbK2vxGqj7KD82wH2K5G6H8IOtldR8k0ug/NJn0Z34/4x526ixDfbbTL9vPrHxtzOzPJN3L0cFeNEnsfZKU553I1L3jPzf6Rf+j9D9WnX4tzrVMfe/ld13fA0YRo+Vrw7nj45xXnARi37RG1rV/Skmftpv963d2k4OEXtI4zdD4oYupMCsNr4oVAiJr4DiPHlHV8/u2X03/NKtvEpEU+DXg67GTP7eJyLtU9Xan2X/Fehv8nog8B1sC5XtE5BuxJeaeCiwAfyUif6aqx9qOt9UF4/3Apc77S7B1XO4HvtZbfnNoB6r6m8BvAtwgooeAk4MhL/vGb+fmJ30Jmga2CdhdQ8vqdYF9tCGhMq6UA6bAe7d99dpdVy1Lqu0NJEWzrRRK4r/P3f0oSaFIrnzlF+/gP3z8LewuRvVxTyVDXnvwm7n1rCfbBUUpVgq7U8mdk8/bfxBJCjccv5url77IXbsu5LZznoSRBE3LDzAtB6ZpgsnKP4lEMFmCVoPncrlJpV5mMurXxbBsl4JJgQRM9X5gnzW136cZlIPvVO2yTNFUIcUOwIeG53z8dt74/72NPSuTz+Pk4oCXv/Qb+dA/PMhiljNICgZpQZYYhknBMCnIyuf92TJZUrCQ5CwmYwZSsJCMAVgU+34xGbMo43J9Xq9bFNtuIIbFern9fAfln+Ci82e6KM0bcSDhmza9aYmFf30EOanc0PpthTly1HDLey6Z3dBj8MS7D8y90dZmQ/qmJRnwuou+gQ8/4Uspdmfk+wbkiwmjvUKxKOSLUFSPBTADpVhUGBhYNCSDgmxQMBgULAxyssSwOBgzSAp2Z2OGacEwyRmWHcKgfB4mefAiR8b+RYxNWr5PGZmMUZGSa8LJ8ZBxkbKSZ+RFwmicMR6nmHGCjlMYC4wTkrGQjCFdrp4hGUO2DOmyko4hWzKkIyU9VZAu5SQrY2SUIydXYGWFp5+8m596/CZ2MznXJTJet/hV3Lr7SqTqR7Lyby31OubC6Uxzuw8tChjb1zIecaM5zNU8xl3JeRzadTm6uMvuJ8tgYYBmCTrMMAsDSIRiIUUzwQwTTGr7oWLo9E3lKbj/Eabs55JiMmCVouy3G/2zko6UZGSQXElXCmRUkCytIMtjWBnx9GN/P/2ZyIDXX/BcbjnvWsyuBYrdGWYhJd+VYAYJ+S6hGEK+KJgBk8fQ6RdTrfvR6nVN4gy0jb0We95i/5PK18nYvk5G9rtOVyAdNb/v7JQhXcpJT+UkSys84+HbefmD/5td5LFvWhvr2j/tl3P1GcnXr/tJivMblUEWXA5MftOzyJv9mDq/eR23r4tE5uX/mLd/fp72q+mfevRNTwfuUtV7AETkbVh3dFcwXg/8RPn6fdj6mdXyv1LVHMhF5ONY9/S3tx1sq7ukvgt4cZnx65nA46r6APAe4Lkico6InAM8t1w2k5ODIZ+4+HLef/C6jTvrNeKLx2CbUF83Y7vQfqVozrLdcv413LH/Uk4lQwxWLN657xJuO2eGWMxNt1hUw2vufjMv//w7+e4H/4qX3/tOXvv3/4NETb0vnHNJ8uZ5SWEtD5J3zwpW7YLrfFHufYYS2PXNT7mGj119KScXhhQCJxeHfPLJl/DBpx3sPI+KFTP9R7diBr223SiK5yxSfPkQ3T2vKT3isO590xIZdy48kUP7pu+tJPB7n+oDiub3mRfN7j3XhFFRCr5SyUyEYFaLQ/+9Lxbdfc2DlOfnT3w12nT8vg8NL+XT6fkskWEoP6/0fA5lLR51RTERiW1isSRRw2tX/oKXr3yA7175KC9fupnXHPszkvGIEOL1de55J/mkHwp9b0k5QbceHBpeyqezC5qfyfBCDu2+clowYyfX1g2z/v3HoV1XcufwQpa2/Fz2lmfd+6eNxhV0U2IuD09oRSJnOH1czD8O/PPy9T8D9onIeeXybxCR3SJyAHg2zUmmKU5rrywib8XOdh0QkfuBnwYGAKr668C7sVm+7gJOAd9XrjsqIv8ZuK3c1c+qalcAOGDdUF/2jd/O+w9eh0nCWrnLkng66RpktW7TQyACtXURwEjCv3/aD/DMB+/k4PHD3L33iRza/yTU0C0W62OGT/DGE3dxzdJhdqu1mu02Y65d+gI3PvoZbjn3GqQoakujFAZNyy/CKEluMNl8X4wUdjbEJNPL3dl+Me0WYi2sdfPFP/V9PPuTn+b6zx/mM1dfwIduOAgpJBgKk9RWmjZy4xwggUGbmRkYa1ZbGTeMVFh56wXoX5ziwZc8cnieTRVlpfwOdzKb3Tc9Irt5/f6v4dA512JaLMPuhJAU1L23GMejsRCKJCFJlLR0OxgXafAeHZm0tjROls3+S/CFYlH+yAr/x+bQccv3xkjCq3Y/lxtG93KVOco9ybkcGl7W/nnVJzj74DeM7uUac6S21O0m59r8IW4Y3cetg4PWwpEX4PVDUhg0my2c/X7HXzcXaQqZgSLDDIa8av83cMP4Pg7mj3DP8AIO7bsaM7CTUlqeb+0quwXQFPC6EM0SSFNMlvHq8/4pTztxFw8ef2/sm1rY7P5pS5Dn7ZbGgKCMFsTIVkJRxjr3PXlARA4573+ztPxX9HExfxnwqyLyEuD9wBeAXFXfKyI3Ah8CHgb+BugcfJ5WwaiqL5qxXoGXtqz7beC35znew3v3c/OTvmSeTeyxtqiIrEicgaQ/LgwKxJZbonKHMpLw4QPX8uFzryHJFSkcQbgKsQhwcPlBFr0/8wUz5uDSF7mFayYLC61dU5NcJ66pzjmS2zhBezQhycGg4UGRYcqOLkX7dyqFWLdUdxdJwvu+4lpuvuHJDAYFWWpIZplztzqpkH/9Lu6HB073qWxFNrtvOpru4dY9B8ERP/WkiYP9jVIODWeTm4Q0MbWVMMvsfTsyWe2GWq3zReXYmegYmbDaGXvi0RhBTeA3O4NQP9UgTSHPMZJw68IV3JJb1x6ZJRZnUVo1DpqjLHr/lQvkXJUf4VaaFl8prAs7phkSlhQwp9F1XdBswK1yObftusoOqAfDmdtUbrGbSTDUI5PyPp/cJCYbcNuuq7j/eOyb2tjs/mmj0KKYdj/tWhctjZEziyOq2uWd3+Z6XqOqh4FvBRCRvcA/V9XHy3WvAV5TrnsL8Jmuk9niUiiyHgTd2Uz7IC3JTTkYcnDjbWaJxbyYety9+ARWpDnKXZEBd++6sN6fODOCrkitzmnWoLLVBWyWq27RMXjyci6ErCjjlsF0JNIbwYqi1FpadE6Luu+OCuF71XcldYXg2KSNh9/GjV0cFc02vvurmqT0SgiLx9qq1mfexRXOg/Y5ztqi0DWoDLijAtydnMuyN3+6QsY92YGZ+3TdUcMeHNW69tPqotU6WN4rZJkdWGdZfQ9pGfcNk4mH6v1W6a7869JUICuvo2/MWmRHEeMMI5G5uA14kohcKSJD4IVYd/QaETkgk5nVV1BOFolIWrqmIiJPAZ4CvLfrYLFXXiPzJLzZLEIDk7ZZftcddWrdVBxhuPOuxWLe3rkfWricOxefyLXLD7CgY1ZkwJ27LuLQrivtPnKDZol1TSX1rIzYLIU9sYM2abqehlxRk5b1BY2pFC0E0vWJOdpMxmpaE9+sFutWsc2tq1sSKQfKc8YFOl+Fmom9yxipQ9gKkzBIQy6p1soYck2dtJmIxTbyyiW16L7X1sMtdaO4LbmITycHuNYcYYGcFTLuzC7g0LAZ0iG5QdPU9lOOqBejdTZZMUqSC6ZMStnazzD/Z6JZYvujLEHyoimsKtHoUvabmvXrP2d607gJbxKdO47RpDYBjnsczcQ5zwTJk2D85Sxi3xSp8IWmL0Qjkc3Gusyv732oqrmI/Ag2DjkFfltVPyUiPwscUtV3YV3XXyciinVJrTwPBsAHykz7x4DvLhPgtBIF4zamMdhYo9tXm8VRCtNpXewUi07MgZGEV1/07dxw6rNcNX6YexafwKE9V9n4o9yUAyAzGYQVimCm3PIqMei6pbbNwEuB/Qk57xuDt474RUy7SMyLhKFnthwXKdksU2Yk0oZIbUnTVOaaIHGxlj2t7/u8SMgSU7uODtOCXBMo7OuKcDxj88cRSnLjWzFnicbTSouVUPMclYRXLnwdN5rDNj4ys8l0dMaES5Lr3G6olWicVyyaTEhGZZ9UxTEC9d94ltl7KEutlboUXZVY1ERqKyNMskWv16SndeWXehJDk9nuyCadzM1pmiKp1vGZkTMD3/VUx3kjY2qX22rb/tajTSSyHVDVd2Njlt1l/9F5/Q7gHYHtlrGZUnsTe+UdSqtFMe/+Ew+6o+JZF7vEoj8oc96bLOPWPQdtTFBpSRFjbK2wUjRWx1LnD6KyMrYlvxFDaxxjUjQT3/gisSEiC4EsLBJNIQ3POGMSSJsfZG6SVktNH5bNgMUknLRhWbO6tMZ6EGfitxgCZGnpSjgZ6JvUZrasSsSslVGRekJxEsvYFqfoWhddd1Q3ftEVjhpwj3X7nHkSd7Uhs1wW/QQZTj9UDxY9q4ORhFvSS7glvaTe/zyyXfJJ/LVPUjRdQfuKRZNCmtt7odrGWjjz0hpXlBMNE7FYuaNqNilP5B5bA/eSLxrdkhrzokn39ZlUSCn79LEVsiYTEpPAqLQy9g3S3SRE5PnAG7BTMW9S1dd7638Zm2UQYDdwgaqeXa67DHgTNtZIgReo6udE5OuA/4L9Nk4AL1HVuzbjerYbfUVjFIKRyMYRBeMWoLUMRFvNxp59YqdFcUZqdz/ZDTRTyfcSiz7V+jrj4PQfQMPKiJcxtQdi7L9vY9bfS3zTlbGwsa/T7Iq6rIO6FmN7G23UYvRZb7dUAyzPn+krMguROlMkMJXsqSLkMiiFoIGJjqKwCW+qxDc+lXh0ReNUm1IsdpXQqOIXjeueWIj9/RhpjRGua8j2vZ2yrFfG08mJrX2CRYtiIk4LY/usooA0s33VMO2dKXXV55AJMlLbD5YuoZqWAjJLbV/qiMXaupjYhDLuJFpnPeF53FHdZUY6rYmaWndpt9uoXVNTAbROfKOpYOXk/GxU39SnOLaq/oTT/keBL3d28fvAa1T1pjLpRPVJ/Tfgm1X1DhH518CrgZes+wVsQ3wrI0zEYFeSnLZ9RSKnGwXG2zxZ4hb2H4rMS7jmV/c2kmtnAhwKDVoX7esWsViY6YdL1bbcfiI+vWysLefUVWvRbePij5dd0d2wfnSMVNRzv/MTfUC7lWYz6DtYitbFLYhIOdCXRikEXWU2S981tDAJ49IyWCWugYkQrOou+g+3TR5QFHlHKY0QXZNdMzOlVnQkvlkT62CdaEswNg+aSme9xNoKXSVHylJPLEpj0s1mIp3eZ5tA9K2Kq8kSXu3D31Yblk4vvjIRtDz/1cQwbiB1cWxVHQFVcew2XgS8FUBErgcyVb0JQFVPqOqpsp0C+8vXZ+FlN4yE0aIIPiKRyMYSBeM2oKsGY5+wub4Dlsod1U92Ay3WxYpKAIbEYYW/rk00escCa2VMcq1rMk7aWStpm4D0l/W3zDoz8l0ZVFtYjWhc1n4uWMvlCGw8h7PcWE3jsdUQkUtF5H0icoeIfEpEfizQ5iwR+VMR+XjZ5vtOx7luGGIH0K5lqKKXaDThe7arNmJFl/Uw1LZyR3X3XQlUv6TGehO0LswhIDdqYNmWKbW3CC5pJINxJgw0Eeui7CaIKYWVLgyaYtGxUrvJbjQtXZzLZ7tsdYJwTThxk5rYc6murRLDq50o2SD6FMcGQEQuB64E/rJc9GTgMRF5p4h8VET+S2mxBPhB4N1lHcXvAV4/vcczg9DvMloGIzsJg7KsZq7HViMKxh1GuxurttZfDLc30xa+kHXRFYs+ocFZh2j0j9FlZQyR5NMDNP/zaLUs9hSGxms3bhmQ51sld/06o6osr+Ixgxz4SVW9Dngm8NJyZt7lpcDtqvpl2Kxfv1imkd4RKKV1pYw70+pRiwOnbWsBeAmW1whawh0rY/U+1KbLuljhi1LfEl+f31riGNe7zEI5GNU+bquBNnU/E4j3hipTanPZasObm/GHpTB3hFUtHNPJPeS6o5q0ozRHvd/m8xQhd9QZ6xr3bDItTjWhtnpqNUmSSCOOdx7W0DcdEJFDzuOHvV33KY5d8ULgHaq1u0cGfDW2ePaNwFVM3E5/AhvPeAnwO8AvzX3RkU6i6IxE1o8Yw7gD6RqMVe6nXfGLjfZF0W5dDIlFXyS67yd5/pu11Zx9a1ImvvFiGedBDI3sqH7iG79tNbBpLa2hNs5mo+hKdnMmoKoPgC3SrarHReQO7Az+7W4zYJ/YHNB7gaPAzhkNCMGBPkwG2fPOQbilNXzX0UGpXnJNyMoOo83S6Lqv+jVHXTHqusGqsQLW9jf9J2Q2knWxLuZFnZxrM9FMIAdBbYKYHK9/LBpisTHpULqj1hlRHfHmi7r6dVfCm2p54DvVVKe+az8jrEkBM4lUtC601jpdkJKuFOhwUyfc1lwc2+GFTNLWV9t+VFXvARCRPwGeKSLvAr5MVW8p2/0h8OerOfmdTCiWMRKJnB6ihXENbJkajKu0XLvxi0k+YydtsYsuswZk7vpKZM6wMtq2OuWWWrmhVm6pPlOz+euYpXGqlECLGl1LPGNfF9Xp7bZsLMesWXwAROQKbMKIW7xVvwpchx2ofRL4MdUt6LOxWgTMMJlyI6wsMGYDXPT6WA/9WEegdkd1RWiV8GY1LtxBZpUV2YKDSGmxNvalaUmsRJ5XCiOzEwqVa6pmibVKV26plVj0Jh26CGVIDb0GmknAWmIdXUtil7urSUux6FhBK9fUtqRPp4mZxbEBROQa4Bzgb7xtzxGR88v3z8FOhD0KnCUiTy6Xfz1wxwad/7ZgvZPWtG0X4x0jpwNVYXnOx1Zj6/3rnuH0FTOz4vHmjZ0B6vjFoDsqM6yLfifsunG57mRFMW1pdFLg+1ZGoJd7khTTJTX8ZYmZZE91rYmtpTWcWow6I2Pq2KTB4ugr5Yg/C/ijVaJwMOPLHGvCoOPGmJUpdT1RZK74SYdZs/iUGQT/CPhxVT3mrX4e8DHsgOsgcJOIfCDQbnsi5SC/dEOtLEPgCYmeU7q1CL8AACAASURBVHxqBNJJplSfsUlrKyN0i0Z3m/XAvd17eTpkaXtsdE/huBGDRCkKNEtWVYuxi1DGUVuv0FoZ7b92gsFMub3WYtGZeKhEpxu/2GZdDFoVK5fT0LpUbZ9ZZkttvSYnU6qmQPmshZ0UEWOtjORgFtJGTGhf1tA3de+3X3FssMlu3qY68cFX1UJEXgb8Rekd8RHgv5f7/CHgj0TEYAXk96/7ye8Q5rU0RlfUSGT9iYJxB7OGkoDAtDsq0LQEhsRiKCbILadRtQ+JQLfUhlOXsff5lvUY3cGbX3dxvciLhGGfjENVe3ewbTPIs3AGu6H6iMgAKxbfrKrvDDT5PuD15WDsLhH5LHAtcOsmnuaGoUJDLNYWF6/Qeuj1LCoLeJaY+nU1ueHXZQzhWxf9fU8lvFlP99M0nXgcpCnkOZKmVgAGBpC96rW1DSa7tiuKyaRWblonsbpqMfq4E1YVJp3025oKBiXJy4kDNCgam/ucTDpUFjzfHbXR3k1As879ZOWeOqsuo7Uygkn969s6zCqOXb7/mZZtbwKeElj+x8Afr99Z7mwqEThLOEaxGIlsDNEldYfQJg47S2b0JTdh6+JUu551GGEiMn3XVAJZWKHVLTVEV+Kb1tctpTXceBw/4Y2PP5heLWMN/yEutyyfbre9XG7KmfffAu5Q1bbED/cCX1e2fwJwDXDP5pzh5tAQix0D/VnGwCrpjF9aw49jrCyGbnIbF3e5a12s3FFDyXQqZtVe7ENQlK0i+U2rq9s61GlcD2y8oLds1ndcW6GT5sOzULvWxcbxknaBWMUvNs6hqx6ts87u13nfkvjGz9ZqMurz1Ewwwzg0ORPp4wmg4zwoCtuWb3UkTacekZ2HAmOVuR5bjS02jxfZKJJ8/oQ3U3RZF73Bl9vxNzpAx/20tjS6SXBcKyOz3VLFAIFZ/a7EN64Lqpj+bn4+xiSQbn4Y3bImLIphjDDYwGQ8IQyT0h7ryFdh08p/UkQ+Vi57JXAZgKr+OvCfgd8VkU9isxb+lKoeWe8TOW2UFkY3rssvLdA1yJ+XcWFdqF3X1LakN5VY7JoQmVgZnXvDSDPxzSb9VFwr49QAdIMGlFIYtOy3koKZLqpd32MfK6Pkpbv9VG3FpoW6mnSw+524o/rn0Rpz6GVA9V1WGxMDjluqppPvu7pvq8mC+j523FJBJue5yj5tg/qmyBZlNeJwq8UvtonD2osiEtlCRMG4zWjE/6yyziAEEt548YvS1lmFrITOsmA9pXJZ3Tm6otHftxvLmNPbLTUpFAPNmMUeAzcXKaQeELmvtRCkjGtUk0CHC19uEoZr8AX2M6Yu64BFme266scxLmvBomyPmUpV/SDh1PVum8PAczfnjDYfFaEYTmLOJslumpaYmfsx4H7tbqbUisI04xr9eEYXXyz6yW6KIqkT3jTOoce5rtVlvou5B1ttbvIueQ5ps5KL5GbdMnr62UT9WMaqb6tdU6GRJ7iKWawmHew+nbIsnvupLxJnZUUNra+zolaxjO46zxW1imOsllXZUiVV66WfUQvjyJlLL7fyHUB1jSEXWx3nUTRGthxRMEZakdxMu6NCawKKWZ1b44+gEoc9rIxznfOUiHYS3xhq175GOY01xDnmRcLAU+4jk65JNG4W2811dUcjjiDIJnFdobizPmghSGkd8l1Ts/J+rayMMH9Cm7xIpusvboHSGZ04Fok1u6MWBaTtf5+hJFx9qERjZWW0Yq6yMjZFIzARjkySI9WZR7Ow+2cobrEZH6ur9rqYvp5mHGPtlloJx/K9wSa+sdclc9UMjuw8zhjRWIrFWdcaheP2x3pAbO97OgrGHcaGuX35pTQ862Kn65czg9YpGt1l9XFNPSRSUgRDQlLORhsMydTArCvxTVum1Lptj1qMppBGGcmxmc5EOTJpMDNqF32tif33125lXK1YNEjvWMrIfNRFzOskIJNyGm7c2awYtD5UVkZXNLbRZl10UT9D5lYXjyH6WBk7kFzR4dqvu69ohKb7Zm1NrMRi5YLqTDp0uaO6ywDrYtphXZxs41gZAaXqK6Xue+vngFuqSYUErV1TYT7PkIrYN0W62EqiyxWIkqZTHlduLxKtjZGtQuxddyBrTnLTRt9ZeT+2oHpfCsfW2UPXykizxEYXYpiKepl3hr+1tMYayOewNPquqNAUkG2lNdw4xlB5jUoYVsIxWhW3JirugJ/JQB+m4s4a23X8PKrSGj65SeqMqZVoBKaEoxuz6FoTK+ti5Y7asGA6QrFr8spfN9OilCYN98u56bIuzjMQK8y094Ox4qgvrijz62tW8eW+aLTLZGJZDLhutlmog5MOAXfUPlZF8bOszpigdC2LlWisrIvVfW6TRlvXVNKNdVWObB92upVRBlktFmWQgTvWGWRWKJZvo2jc/ijCOFoYI2cUrjtqyLrYFYg+zqdFY8jKCHO7pUpu42CK1BuwOtZE93WwBmOIllqMhUnInIQ3hUmCcWAjk7Kwjv5Vy5qxKHmd+Kb/duvzR2MzfcXEEuuOQDGYvK0H+i1xZ30pioSkvC/r8hrefZs6LqrBfZTbtVkX63Mu17uJUKSYzpg6T6z1hrOGAZgU2mnllRlC0heL7rKk3HctGid7RQqtrdGucAxZqG2j5qRDlzsqlO0S13JZxnUHvn5JrACsrYwB2txSq2NXkQLFUOpY9EgE1k80bkWhVYvFhaEdA7luS4VBksSOl5aWp7bditcT2flEwbjJ+IkN+tKqDVqWJz2yEnYlvGmNX4T2QVafrGWOaGwlkBSnzpZauqW2iUnfsugmvmnLlFpvu0E1G1dM1ioal9WqhIF3U4w1YyAxkOeMQQKWJ2fQ77sNdgrHQhpxjzYpTULqCMXKygjTSXAau/LEYlspjVnxi5udKbXBemdGzYu5a8TOi0llWjQ67qlAQzhC2EJtXLdUAs/+feW6njqvQ2LRXVdbGnu6pdbPdWbUiaUxWWWWVEVYNnFIs9PYaZZGSdNJ7OIgs2OdhWHTwggwGlnhCLYPqyboS2sjROEY2Vxi77rDsaKwWVKjypDam7yYdkf1rYveoMx3+xJXAJaiccrKCGG31EC21CTXOo6x8P5M5h2UhkpriE7cXN34HDd+MS8Shn62yZZ4sBV/IGNHRywkfTKgdsc2znJLjWx9FM/i5Az6XctQaEKjK74sRF5Y67gvGlvbe2LRd0d14xfrDKl+TOPpoqtf6hhsaZ43+6yeiNFSLE1j/AkBF/fjN5M2iWPFNFNNp7OSVsdxLdTVOtcdtXlftbujznNvtVkZXcuibdd8rqhF4yqSBUV2NmsRjVtWVGUZDIdWLA4H6NCbJM9SGNn/fUkSXH+FqqRIl3B0P68t+xmcQdgY68HshluYKBgj/WnJjuoTykDYawC2SrfUULyim/imT6bUyb5krkGSX4txXKT1IHy1hOIZ59p+A0Wj7oBOb0tijYA1rljsijubhyrWME1MUDSG8N1Qu4Sln+imzUXRZ8OsjjMmsdYDKQo0S0hyXVWilmAG3GqZaXdRDW1qHCHmWqj9JEmudTGYHdVJdgOeddG/58rvuM3KWCe5ST1rYyDhWHnJkUiQqfJcPdtvRWorY5rAcIDZPcQMM6jHKYoMM5JRZl1TRyPHZm9x61DO+kyieIysB1EwziCGa3k4nU3Iutg1KGuIxllWRlpqNbYQSnwztb4z3qhbPG5mLcY2qsQ3q41jjGxhpGmBmoorm1OM2HhCgyRaCkVD4hVhd0XjLFxXVL9Mx+R4VYN+iW/WDS+pVmNZG22Dpp6ZUiU36CosHnN9jyHh6PRy7kfb5s48ZaEOZUttybg7NSERmqDw6i/6VkZXKFbH8vvamXHkPVFgHMryFNlRuIInJJS2uiCq3VCHQxgOrVhcHJDvzmq3coB0pUBHKUmWkJyy1+mLRmgKx17Hj8lzIqskCsZtiB8DuVWyyvWZwV+tq5dfXiM0LpBcwU1605Ipda7SGn1OLVCLcbX47qd9S224bql2u9lWxmXdoGy6kVXRsPa4roRu0psZCUum9mkm9Rgr3JjFSjS20RCKjih03VG1keSmtDg5u+yK2V7XBDgdA6e1WBe1KGzfs95xVJ5FeWp14bULWBxdajdX37LYcQ/NslLX1sWudqVobFgZPez9PEl+U+/ftTjGydnInGw34dMQuGmCLg4wiwPG+wYUiwnFwBGMiwnJyJBlQpok9ZDHFY1aFEiZUXXe89hun912R1UYxSypZybb/HvvpEp400rfwVfVIbUNtHwrY7WN55YqGVPlNaQo6zF6dc+SQufOlDrZZ2DQ0rMWo89ojpIaFWt1RZ3aXykIp0ttrF4oGo0uqRuBis1y6VpiYDLA9y1Cq6UobPIbXzRCM3uqn9ymEotV7GLwGgytOUGDlsb1mGNZTUKbeQZKbpKuopjL66ENP34xJBb95YnbD5npfdhGk+2m3Jk962Io2Y3rjtqW/AZAyvumYVV2LI2aqjO5Z/tMqdc5+1lnkRj7psh2obIy6jDDDBOKxYTxnoR80WljhGxZ0ExqV9Uu0QjzWRujaNwZiMjzgTdgb483qerrvfWXAb8HnF22ebmqvltEBsCbgK/AasHfV9XXdR3rtArGHhf6y8Czy7e7gQtU9exyXQF8slx3r6r+0w05x0BClJ2ImyG1XmZMOOGNS9lBdSaT8IRjq5XRz44ayJY6hdGpxDddmVJDhIXifLUYx4FMkyOTkvUUjWNNOzOltlkaXbdU38o4aRMtiaths/unZjzZ5Dk06If5+yVjhKR0UfVFI7RnQHXFYr3MsS6qSZrxi6bK4tncjy2xMcmYuln0TXTTizyHdLi2fTj4YjE0ieW3a/vajX/PePdNyLrYdQ/5mVHF699CwrHNyji5rrB4bG8fCbEdxk6RMJKmNiPqcIAZZuS7UsZ7Ekb7hHxx0q+LgWJBKAaCJsIQOyZL8sJmTzWmIRqBWjhWzGt5jGwcG5H/QURS4NeArwfuB24TkXep6u1Os1cDb1fV/yYi1wPvBq4Avh1YUNV/ICK7gdtF5K2q+rm24502wdjnQlX1J5z2Pwp8ubOLJVV96mad7+liMwZWSd5DUHgJb9ZtZqqtzIaXLXUWvkhsi51aVWmNNdRizMtRXFctxr5upzAdxzi1vkU0RuZj0/snmb7v2spnBF0Jk/bvXI1QeGU1XNEIBMtquC6olVhssy5uV8w4J5lV5qeNooA0s/GMwzkVjve9tgkk3yIH7RbJRjKbtvtmldZFXyy6SGLKuO5mPKNfYqOPUKzP6wyYpF0tcey0A8gyNEsww4R8V8JojzDaC/lu0Ko7UsiXYTCwGdHEZCQjgzjlznxLo48rIEPiMVoZtz1PB+5S1XsARORtwDcDrmBUYH/5+izgsLN8j4hkwC5gBBzrOtjptDD2uVCXFwE/vUnntu1YtbA0c4iLPh1LVxvH3dS3Mna6pfbET3zTJ1NqY9uO0hprpSqr4Vocx2XV6lBpDdc9dZag3MzkN4ow1jPCk33T+yf//gu5pc47kNZCEEcAVFZGmIhG6M5+6otFv5RGhRQyyZrpPZ8uumIXTTmAmhKNZf/T6glRhOvASmHQLJ2KpW49fkscamgSK9TOpzXudSob6vzWxXmQBJTpEhuulbHdedlv2x9bh/GMcEmNY6ftTFZmR00Sil0ZxWJCvhvG+yDfq5iB1kowXZYyEY6QFCnJaABGyUZlXUYnVGdWbcY2t9UoGrc1FwP3Oe/vB57htfkZ4L3lxNEe4B+Xy9+B7TcewHoh/ISqHu062Omcxwtd6MWhhiJyOXAl8JfO4kUROSQiHxaRb9m409y5JF1xin0IuaPOYlbHFNpXXpTuseXsWlFAEZZy0sda6rYPfAShQa67zDivfTe+cdv0f9XepKyYbEMHNuMZg7FILza1f9LSwmgGAXfCFksjdA/81S+JEbAShjKeuutCYrHev+OO2pbsBDYwU+oMd6upfsnpe4y3rf/+dNBqGUzmfHS4M09NSrSU0gCC1kVJtfGol1dtQvtItDyP6b45dK+bYXRJnUEcO+0ANEvQBPJFyHdZsZjvL9Czx3DOCD17zPicgtE5yugsGO0TRvtSzGKK2W0zrJJlk6yrJZKmnWU2fLfVyOagWCPBPA/gQPlbrR4/7O02NNjzO9oXAb+rqpcALwD+QEQS7MRTAVyE7SN+UkSu6rqG03nn9LnQihcC71BVV21cpqqHywv8SxH5pKrePXUQ+wH/MEC2/5y1nvOOQVoE10y6xOGcs1T1DH6bW2p1vJY4xj6Jb1zLoutu6mZKrfe3yrqM612LsT1e0S4PuaX6VsZZrqlRVM5kw/unRt901jktpQ2c1/XAWqesRlM4rtNAnS21sir6lsYufLEYsi42rss0n2EdXOt71oCFOSewNhG3PqK7DDw30VVO47bVWZyOaWy/fzTVhnXRF4s+kmqdJbd2TaW/lTEUFhDdUWey6WOnRXav9ZwjLlmGJqVL6qJQ7IJij2Gwf4U9u1dIE6UwwtLKkFG6wLjISMZCuiIMTqYkyxlJltaWShlk9gZw+r6u2ot+ZtVoZdyyHFHVGzrW3w9c6ry/hInLacUPAM8HUNW/EZFF4ADwXcCfq+oYeEhE/hq4Abin7WCns2vuc6EVLwTe6i5Q1cPl8z3AzTR99N12v6mqN6jqDdnuPWs95x3BZpXuM+M8PHPf0jFNdVh9B4kz3GpnXW9oMBta5pYP8K03Pn1q24XwLY9rcf8cI/Uj9H41VG5f8z62IRveP7l9U7pnT6tl0bcczcK39mmLW6gx0hmT6K73xWIw2U0hdcKbEBvV72ieNx5BOqyLpwPjTQRUz3O7HDv3SvW+3leHdXoqdtHHz4zaMWk2tS7U1rEyTiyfGr7PV/E5ABiEZR3O/diGbPrYacDCWs854qGZLaNRLECxqLA7Z//eZS7cd5zLz3qUy856jAvPPsaus5cYn1OQ74HxbmG8x1oZdZjVVsaatsn1gNXRtzR2WSUjW5bbgCeJyJUiMsT+3t/ltbkX+DoAEbkOWAQeLpc/Ryx7gGcCd3Yd7HQKxj4XiohcA5wD/I2z7BwRWShfHwC+inb//W3NPK45fQZk87psrpZEDc/Qw/wL/RQ3ju4l6fJZCzHnbJfvXttmQXWFYF+hSI9TCWWYHM1wT/UZd3zZbdm1lh1BudwxyooWxbnZ3P5J2gfNzSQl3bFnXagj/lyrYiUM/UeFb4H0BaiaaTfu6ncUypTahRi1GZs7JoHWOhPu9k3P0MN139QlJKeOmZdZCXt6aoS6glDdzWp538dUe2/Swd1/Z+ximewmZF3sEot125D7auWGGnJFdURj4xoC5x6ZIo6ddgKJoJkNQyh2Kbv2rnDxvse5fM+jXLHnEa7e9zAH9x/hwrOOMdi/wuhsw3gv5LuEYiHFDDMbS+1YGQErGjuEY+N9dE/dNFYzoTULVc2BHwHeA9yBzYb6KRH5WRGpsh//JPBDIvJx7OTRS1RVsYmz9gJ/h+1TfkdVP9F1vNN2t6hqLiLVhabAb1cXChxS1aoDfBHwtvICK64DfkNEqvQlr/fSyEY2kFkDtszk/Mr4PVzGMVKUZVLuHJ3Hq4bPwXjZFFoTS6yCrkypqyqtEaKjFuNaSmuE3FBDdRl9t9Tp/WxeApydzOnon2ZlynRdo4OZUkPbmsS6CpbJbyrXVJgIQTd7qksjXtH4ItGzLjr4CW/821GMU5S+XqbTy0L9TGVBnCd+2tlPZnJ+RW9q9k2cxyt4VrNvchNvVS7zeT5XMi63L2pv471Pw6/77idoaQy4os5jXXQRr32re3LfjKmJXeocodd9vdnMKmNRtvkObIIJBT6uqt9VLv8F4BuxfcFNwI+pqorIi4BXlu0PA9+tqkdmnUscO+0cNBH7mxwouxbGHFg8weW7HuFAdhyA4wuLDMRwcrTAQyeH5HsS8t1CsZigwxTNEjt+KgzkedPV1C9RVtLlfhpdU7cfqvpubKkMd9l/dF7fjp0Y8rc7gS2t0ZvTOr0w60LL9z8T2O5DwD/Y0JPbRDTZHDfRZLVxix3UA7ayk0nU8Cvj93AVj9c2rd0UXMcj3Gge4Jb04kl7d/DlxjG2xC2KMWheJhBrGbj5mVJDuKU1OnFrMTqlNealq7RGW6ZUV0C69RhD+CU2NlI0mg2oJbRV2cz+ySa9qe6v6UF4bYlZh3gvVzTC7BhGVxTUrqj1Oic7qpG5+rGksCJx1fHUc5Ko4Q3BvukIN/JFbuGiqW2mJrSKYnZtWH8fM76jNrE3z36msqC6bq6zJhd6Whd9sVgtq+6PKp5xVizjRCR6VmmzRgs60umlsVr6lLEQkScBrwC+SlUfFZELyuVfiR2sPaVs+kHga0Tkg1gBer2qHilF5Y9gBedM4thp+2Myp8zM0LCQ5Zw9WOLKhYc5P7XVDY6bRVbMgIf37eXosd3kezIb8zgQzDAhTax1kTSBcgjgxycCkz6rHK+5wjDYPhIJEMPLTwM72d3m6cVhrnQGZBULFFxZPLK6neZ57QJW0ZUp1cXVaKGBadAtdcag13XJ88sRdJUnWDEZKyZbdaZUX6iNO0ZWXe6p87TZDETkUhF5n4jcISKfEpEf62h7o4gUIvJtm3mOm8HEGqRTj2o9BARAWw3GyopT3pPNGFyZmbzGbaOFNF1RZ5TL8BPfbEY92SDObPmN5gEu49hU37SI4Wp9dNNOyQRiC0NisSumr9M11ROLjf351sWO+MNZYjG0ruG+2rCIa50xdXIuAXfUremSWpexUNURUJWxcPkh4NdU7Y2kqg+VyxUbMzQEFoAB8CBWLQu2Dppg66S1xSFGdiBV/evqt7iYjTkwOMH56TEuzo5xxeBxrhg8wpULD3PJrsfYv3eZYpehWAi4pYIVhWWZDRlk9aOBl021fj0IL4+sH0bnz/+w1dgaI8bIjuFZ5nOt0XILOpoZyzhv4hsJrO8VpxkqpxFa5uyqrabcvKU1ZuF2FKFOI2ThWw4kx1nWpPOxhciBn1TV67CB1y8Vkev9RuVM/89jXbF2FjI9cK5oxDPOuLVm1T30hV8lCkMPd5tJ+8QRoqHYRWkVh6sSjR3uUTPdUb1tD+pRshb/g6/h8wxNS5KuPjgxl5p1fAcdFmLfjdRdHhKIU+v8GFjHlbnL0tiVGdW+7xHD6LXxYxlrAqJxSjg6yzaJWanr+5SxeDLwZBH567JcRZ2VEHgfttbZA8B7VPWOMjPhvwI+iRWK1wO/te5XFtnyVOOOYVqwkIzZnyxzLspH/mLE29/4GJ//q/u4IHuMsxaXYNEKxrr8UpagWdL0ekiancyUcGwRjZHILGLEa2RdOcDy1LLK+ehF/D3Xj47yiuE/noplDOK7rbaQ5Lqq0hoVqymn4ccv+qy2tMZYUwZzjKzdWEbfNXUjqGbJ1hNVrQZTqOpxEbkDOyDzY2t+FPgj4MZ1PYEtgqZa3nehdc12MMNF0ZQD9bK8RhXLWK8vJm6Ewe2nEtt4scfurd3ijhpKfLMmT+mu2JoecTefMWdREJ4lvYIT/C/eyTebbyXfoL9Fk4aFZFfym7Z2jeXJ9OuQWGy06Wld9IWgH+/qujNX7qluqY0qlnHKNTVRMFKHYzTic1c5l7WGvmlW6vo+ZSwy4EnA12Kzln5ARL4Um77+unIZwE0i8ixsIpp/hc1Qeg/wRqxL68+t5gIi24g8t49AYq+BFCQm5zu/+yh/+9ERJ08pu3ad4NKnfIirX3cFMiwwCwNM6ZJKIlYgVm6plLHWlWg0zsRNKRp1XIb8eO6prmtqjGVcfzbKZX4z2VJmhsjq/yy3CkdkcWqZOI9/wBFuNA801q9L3bQZpTVChPRc0MpYdFhbqsMHXFHnLa3hWw7d91V5jWpZn6yp2xERuQI7iLrFW34x8M+AX9/8s9oEqiypQYvLpFkfsdiGmmRa+JUWR/8R3KaMVdTazVRmJr7ZFHoObG7jQpYCNsaqb0qBn+S22TuqBlr5WtRvk4YraUsG1Lqtb0n0rIqulS6YYdcRgbOsiy6h5EhtCZMa+wq5plKeR1Vuw3W9TbTdzfr00KeMxf3A/1LVsap+Fvg0VkD+M+DDqnqiTDLxZ1gviqcCqOrdZVKatwNfubGXEdlqJCO1E2pGGBW2WPtf37zMRz464sRJRRVOnVI+94ljnPjIXaSDApMyeYS8GXxrY8DiONXOXxeJBNjm8iSy1Xi/XNGZdCYBrtJHbWr70b181/gTPKO437qqrjHwuqu0xqwi4r1LbHTQVlpjVnmNsaasrMFq58cy9hWNqxGX1SzZvA9mu30hInuxFsQfV9Vj3ur/F/gprwD1DsIbPAfiGINisRpYd7nwBayFIfHYud5xQwVPEJbWxcodtfFb82IZ7bbtp7qRGEm4jQs721zLUYBG//T08X3zlwUq0dRJbOEu99xGJ+1bXnuxjFPvGyIzHPPauG98t88Z1sUuYeiuq7ZpK7NRn19AONaPllIcp5E+ZSz+BHg2UJWreDLWcngvNslNJiID4Guw6e+/AFwvIueX2399uTxyJlAYklFus0OPgVFCoQkrZsAdf5dz6lTz/h8tGY595mEGgwIdaOmSKmVpjsTGMWYZtduTLwY94eiLxpBranRXjfjE6YTI+pCmUBTcml7EZ4uzGpkIXQzwWTmL147fxzX6CIvkLJPx6fx8XrX7uZPQwpZMqbPwS2vMbh9yRw1YcFxftjlLa0A4U+qKsdfnl86AZkmNUHkN8DOpNstsVGIw5KJ6mqyQnW5f5WDqj4A3q+o7A01uAN5m80NwAHiBiOSq+icbcrabjdC0xBAuSREUiy3UbqkwEY3eQLxNNNY0rI3lqVbLeia+CTKP/srX5orqcjOX82zub42zvpNzSdQ0+6dxxqfHF/Dqc75prtNuIyQS21xRQ+6m7fuZForucmDKFbWPdbFLLLptKvfUma6pZuJ+3SYMVxPDqBuU+FRMMgAAIABJREFUwblnGYv3AM8Vkdux/xb/TlUfEZF3AM/Bxioq8Oeq+qcAIvKfgPeLyBj4PPCSdT/5yJZCi8K6f+Y5khvSsZLkICPhxMoCR8Z7ueS6veze/TgnT05+Awu7Es598rl8AWeyqPwbV8+CSJrY3A+hshqOq2rtglq6p0bX1I1lo/qnzSQKxsiakCxruJQaSfg3g+fxpvGfcCGjxsBMgc+zD1S4Rh9hd5kHejc51xYPc0P+BW4dXtl9vB6lNZrtJ6/dWoyh0hphoeiU1uhJYRIGLbUXK5EItNZnbItjrMprhGo2trEdXFTLLIG/Bdyhqr8UaqOqVzrtfxf43ztGLJZoWsrEQhoxXkF6uuw1RGO1bxd3YN4iALVhHfTEomNddNs04hYDsYyh9xtJlczmVnkin9W9XMWJqb7JAL/IjdxoHpjun/KHuGF0H7cODq7tPDq6rJAV0n1ubReI/wtaGz1X1JoesYt9cEWjS11mIyAaYXLvaIuQ3Qr0qHWmwL8tH26bAviXLfv8dXaqi32kG2PAGJKRki1DuiycWFrgsfEunvbVT+QpT32IT3x0zKklZdcu4cov28PFX3kxX3jA202WkIKtx5gnk9jESjRWeGU1SJKmaIxEerD1R5OR3mxWPcdZs055kvH9/BPeyJ9zJSep7HGfZS8/NvgGvsPcwSLNTmqBnIPmEW6lRTBWHV02GS1JUaCkds7XPT+vFmOST4Ri8HoCQjGUCMetxajO7HhhErIes/B98MXgLHHYZWXcCDZoluyrgO8BPikiHyuXvRK4DOqB1c5GmCQGCa2vspb2yVjpJWyaEo0uHVZC3wszJBab66f7nymR6K83zdI3G42RhB/R5/FG3suVHK8/60cZ8BK+iVGScVCPBvunq/Ij3Eo/wahOgptaJAaEX2t5DU8sdonEtnZBsei4okpC3YfNY11Myn2ZjrIsvpUxJBqhKRzrc4Kt5pIaiawbOs7RcY4sj0mXctKVjHRJWDk14PCps/ji3nP4j797Jfd84GHuvH3M5dftYvczr+GDx4fzHch1farEoyscXdFYLotWxkgXUTB6iAlYmbYA6yEGTSqkfUpOlCRquOHk3RxceoC7swMcGlw60yUrUcON5gGukiP8nj4VQblSjnE3Z9v4oSTjbj2XZbJ6Bh9ghYy7k/NWdV1SmIaQBGxpjUBWwobLqmFqEBf6/kXpjMsEG784dAZdVWmNeTKlrpgBC47racgtNWRl9EUjsOHCcT1R1Q8SzkTY1v4lG3c2p5FUEWSSTbIaNFcWx47tZrHKEDzAi1f0xKJvXWxsN0fcYqhGaivjHM1z29cUX+CgHuVuOZfbkifOzL6cqOFp8iB/rZfyN0CBcJecw21cWG97t4T7p3uyA/3PcQZtdRXddV0isG0fbpt6fSDONeSK6lsXfbGYePdgSDiGrIxtotE/D/ccu5LvtLETshBGziBGI5KRYXBCGRwXVk5kPHxyL39/8kL27Vvm0q8Z8qSvHXPcLHLH8n5O5UMKk8weBzoZUGsq8egKR0c0usuiQNwYdkL/FAXjNkTTjXfnStTwc/f9IdcuHWZBx6zIgDsHT+DVZ72gdVA2FftDxp2cyyt4Vr1NAtyWPJFPy3lcq4+wQM4KGXem53Mos6WttCiaAdeFobOGBeHSGi6zYhv7ltZwB/J+/KIxCXiDrNwkDFtcT13mLacxe3/d1kY/UU7kNCOl6x5JLRqB6TgvV5x1CMVZZWFmno4vAr0kNzAtCGclvqlo+zn0qp9a7UMNr135C64xRyZx0HIerxw8u7N/ep2+n2s52uif3sp1jW2C/VN2AYeGlwb3a3feP266sxxKi1hsE4ozxaQnFttcUWfhi0V/XUg0VlZGl4ZobEES01ruJRLZEeR5nfgmWzFkSwnZsZTHj+3m83vOYU+2Uk8EHzeLHBnv5bGVRYpxGvTkAOykeY4VgH7+h0pAusLREY0h19RoZYz4RMG4SkLJUk4nfUWkZoKMZv8Z33Dibq5dOswutZarXTrmS0eH+a6lv+Utu76CAmCQNTKb3igPTsX+XMdRbuSL3MJFJGVmLiMJrxw8u7REPsY9ybkcGl7WrzbjHLi1GF2C7qYzaBuA28FP9wc/qq2N0+3aEt+4ArL64+hrZZzsY/1FoVFZU0bXSBvNgbwgwTiveQb561Lawt+HJxb9eMXpc3BeN+KJw9fRVzTeaA5zjTnS6Guu14d5enGYD2eXhLfhi1zL0db+qWKqf8rO59Cuy9E5+ycnXLmuwRjMltoWu9hmMaSHUIRWsRhyRZ1lXZyFLxorQglwqmP6CZf8c4lEdiJu4pvk1IjB8QWGx1MGJ4SlR4fcv+tshknByXyBPdkKuUl5aGUfJ0cLFCspw3F3nxvET4DjJsapygTNcE2NrI2dMHY64wXj6RJ+m2ElbD12MvvYVy8/yII2BUiG4TtO/C3XrzzAq/Y9vxZ4VeKbgyYc+3OQxxoDMrCDslvSi7klvczuYz3E4iprMfrxjbMEpRaCtCTCyYuEQYs7VR7IeBESkQ0h2JIhNdh2jmQ4kS2GVAPliQVGmJSymBKOG0Vo/76VKFBaYyrxjfHE4jr3daG+ZojhXxYf4db0ouDk09U8uqr+SbIMJOnvM90Tv4SGXybDPoczn7rr6ve+VRHCYtFjlkDrsi620ZY1FZgSjv55rCbhDuyMAVnkzEDHOboyQkZjkuWChWOGlcdTil0pJ3fv4t70bE6Mh+wdjAB4fLTIYyd3wXKK5GX/mk+XEgviup3CdGKc6r3nmuoTrYyR6Jd2hqIBy5vLXYtPYEWaf74CDDBcO36QG8b3TW1zd2Jjf1xWyPhsel5tXWzQp87PnB3UhtZidF+rk9TCG2SPZ5Uq6KBtwFMlmlku149bsp8u66B3UprtnuJ5JyHYgbKkOlXwXBqWJV2Tq2lNIeFHhZHJozpHMy0Wp9xP29ylnPUVba6pSQ8r493JuYy8vy8BzmOJG80DwW3u4pxg/3Q3Z0+Ovc6Fq9uM/J0TUo5YbBORvlUx6ILaJhZb4gRD1sV5xKLfNlSfEawwDD3aziGyBZANnqg6E8lzWBmRnlgmO1mw8LgyOAbpIwMef2QvX3x8P/c+fjb3Pn42Dx/by+jUgGQpIV2GZAzSNkFe1Vx0ay/677OsWbexbCNO/1eFBck694mR7UsUjFuEtXgPzqgL375d1n7QQ3sPcueuixiTTCV8sRlNH53a5rbkIj6dHGCJDAMskXGnnMdtyRNXd4KbRF/x2EXhiUT/fR/8gOi+AdIh4dclHOcRlT5ante8j8gMxA6Su0TjmoRjmzCscAViQCQ2XVAnYrFu1+Ka6lsa7bHc7VYhfgcZh4aXcVR2T/VNAwxX6XTfBHAbF3In5zb6pzs41ybjWgd0Rpx11U8HE95MLdPm+pZYxoZQDLigzhKLa7Xq+XQJzK5jSKJIoqSpIU3Nqqyakch2QosCRiNkeUx2YszCMcPCozB8VEgeHXDqkd08/ugeHn90D0vHFuFERnZKSMaQjpV0rGAUMT0mV9ykgL5wTJOGy6oMstYa2NJnkj8SZDVjp61GnDo400kmRehdjCS8+tLv5Lse+gDf8egtDJxRXiNjYBnHKFmGyXNeufB13GgOc1X+CPfIOb0yF643foKbda3F2FJaI0TfTKmhOMaQW2pbLKPf3iVaEbcPdpBsKOp5vHBWSTfjaV0AvY22dV0lEQK3a7POYrPtlCtqKRJnldRYC0YSfmPwNF45+gALft8k57Ru8wqexY18kYM8VmdurhNybdBMetv/vh+/WL133VBnJb0JuZ/67WeJRZfVWhfb8LOmdonG6thJKRznRZHaAyOy/kSXxPXDjQ+UpWXSUwsMH08pBoIZJIAwHqcUi6VbdyEkK0K6BNkSpCMb7z3TG8MViu7rvGi6qqYJ4LmmQoxljDQ44wTjVktWsxUwmZCQIN6fQZFmvOWCr+b65S9w7fIDjWyph4aXBmMGbezPJdzC1rYq+vSuxdiBX1qjXu6oUjdmsRKKfhyjX16jiz6iMbL1EW/SZjKwLhOEVCLSKXxe0Soae8QjwmyBOFk2vU3I2hiiqz5jyLVKesTm3Jpewu1yfjOb6QyPBiMJt3DRVMxikFXMpndlYrbr++7Hed2V/RRmC0WnTahcxXpZFytCWVOBqXIb/vpq2zQ1pKsoqxHZeKJoXD90bJPLMBohJ5ZIhxnDhbTM9m49OYpFoSpknYxhcAKyZSVdNiSVhTE3tr/Mve/FEYjqeJNJXpYhq0SjH7NYZU2FGMsYaXDGCcbtRCgxztSyBGYWR+xLKiil3zpAbqyl8aJv54bjd3HV8kPck53LoYXLMYVBUhodR5X8xu4r7Y4/3GDXBjFNu2mSTyyLvUpsdNRinLe0houb+GYhULHcL69RvfeT37jvfdEI9BKOq7E+xln8jUGkGjjbH3SdMMTJLgk0Cp931lZsyW5aH28VItHfzheLrnXR3b5P3OJqaGQz1Uc7PRqSQYbpmCFfjXVRW1z6gyECLTUTYeJa6loXQ20m+5quq2jb9xeLs6yLayWUNbVr/8k6xC4apJ6Ei0S2OlW2VMY5UsYyDrKk/K1nJIWQL05++8kY0hUYnLLuqMmosOIv5JLaIhbd93aM54hGcmorY72fzOrVaGVcMzth7BR71x6EBMSZhJGEW3dfxa0LV9gFRUFDpXrlNWraRKMnFqXFX76T3NRZCzVt8bfPFWYk96EaoxO2KPapZ+eX1ujKlNrFlCgMWAz7WhGjK+p2Qx2rSikaSZzskiZQhmCGaKzwYhIb++ghEru2c8Wiv48uq6K/zWqFpMkG3FJczC1cvLodbBBdE1J+dtTpbacT3wCrtira5WGx2GZdnOWO6ruatu0jVGqj7ViVWEwTQxaT3mwp3Jw30cK0ftR1DgcZnEpIs4Rh2Xcko5TxXql//2KsK2q2pKRLhmRk6zgGrYvV/iuxmHi/VWPQLOkUjV0CMd4DZyZRMG5BNGkOpk5nCY4GVRpmaE+97FoZYSIOq85lHSyLYgzqdoCFQo/dupbFWe6ms8SjX1rDtzRWmVIHPUfCKyZrWBxdt1TfyujHMto29qdcWRoj2580nYhGoFn03BN6DbdUP9tpScg6OHnfPHYfC6QvFoMJbgL7a6vBeLrYuNhF/zvy18/a3vmcOkplgCcUnTZ23WyxOI9lrxZ2axCNbRlVK7E4K+47EtlJ6NIykiTIqYw0SRhSCsRxQjGoxizWspguGbJTOcmojDfMi6aV0ReH/vtqmS8a24hWxkhJFIynkS0jBPswqzaPY2WcEo3QTyiWA7fVZOKSwjSDukuSQilmWBlDtRib+3YGdwUT9zJtJgwqTDI1Mz4r8U1bHGNffKuk6566EdhaZ7HbWG9E8O6dpB5oVwN7LWRKNPa1Mna5koba+G2by6a3CZXWqNxRG/v1juF6Zbemia9I00YfVPczs9zfq2MF3FI3SixWtGWwDmZKrcpotLmirsGqCP3F4jzJbvqKxq7t69drFIuq/TNLR+bHFQvRwrQ+ND7DlZEtr0Q5/22UdCWlWJjc01Io2akcGRVIZV1syZLa5opa7yuvllfuqUQr4wayE8ZOZ7Cj5fanb+WGtdyjmiTTQqxN0Lk1fHq6ma7KHbWFPvXbZmVq3Khi47lJGJmUkUnJy+e2zsMd9FSupdWyygfedTn1/eLHmrXWaXTXd7WJbC6CnVTIyoQfVWmBRi27eesvmok1HWgviREom+G3dR9T29Tb9v/NzDU/EpgImqLnJJMrEDdaLFYYZ8JqSigm08ugwxWVZl3FRgbUVYjF00lILLrvI1uJWIdxo9CiQMc5urKCroyscDyxRHpimfTEmMHjIwbHxwyO2/IbyfKYZHlkxeJobCfRqkfbMQLx1q67qmblOK92TfXIsliXcYsiIs8XkU+LyF0i8vLA+l8WkY+Vj78XkcfK5c92ln9MRJZF5Fu6jhW/+R2KSavZACldMe3rKmRPRjPi8mpXBe+PO+CW2jbTFLQ0rpW86DeA7IEU1K6sM7Pn9iytkReJ/VGtIgbHL68xK1tqqPSGSxSEO4NW19RVEoo7bCub0djOj0n0rIru8inrZbFOCW8q9yiYjpuew9K41nOo8N1O21htrdxQbUVYnVXRrg+7gtaH2wQx6R/TFYtZYidMBmm0XGxFopVx46iypurJUxNLY27dRhtupcYgy+PSHTX/v+y9abR1SVkm+Lyx973fl5nKmAmSSZJJJuSECOiHuBwK1FLBXg2ukraA0hZaRF3SVmnrKhlaLadlaa/S6iWWoKJYdgmKQ6VV4FQytKVAfqUIQmbSmQkJSaI5gQPk9927d7z9I4b9RuyI2Huf6Z5z737W2uueEzv2cO45J0488bzv83bzsVQdWHEcp0JTa6QdqUWZjVllXA0YFJgergJEVAF4DYCvAnAXgJuI6EZm/qC/LvN3i/7/O4Cn2fa3AXiqbX8EgNsA/GHpevOMMoFtNbmJcxuz/SoaLIjdEUgF1WjoGqa0BjQYVa/EBoAwLDU3OYsMcEqkcZXqokfKon/AFbXfH0Gi+VCUU5y/CEw3vml0FYSlSrdURwxzjqkOufZVYh2D3gyAiDOqigpywALX1EQuo0dCXTR/kWyX+/zzzMc3SxTb/j6pRMbHuDFqaKwqIZkzveUTmM7QRrZx4JSaCkXtkcUJRNH0KZPFsRgKQS0hVhUlHFlcFDy7pM7YUXDbdjUPAeDgwKqG+2aeFBHGgCg2jZmbtRqAfdwAsApizs0ZcBFkJjw1GZoqp25zLuM24gsB3MbMdwAAEb0RwPMAfDDT/4UAfjDR/nwAb2Xmz5QutoW06ORiCkktFYNeC3KqXp3IO4xW8Kmue+SwRxZzq/4L5DOqgRpuUulQ0YS3BBLzrTi3K6X4HI5Qgc7rujfJkSGm5zM2zKnQVNc+xrp5bL8ZmwGBsVe1yQmzC02VE/5UPT0ASQI5RBZToaaBkY1OtMtjolDU0vdoyPCG2sUJg0dVrb1sj0RpQhb0y3TLLkiJ93sZskiKV0YWF0VV6SxZjPMW96p2tFnYjA2BKBmSuIjfwIw0fGhq24IfPOfDU3H+AHjwnCGRD57r2prGtAHFcFSgUxe5VsHm9jkV04emOliyWgpDnT8DR4rLAHxMPL/LtvVARFcAeDyAP0nsfgGAXx+62LwchxHhiDuCdZnosFIgmVgtw1IFgvCERKmNtSiKIzFGmY37e5VRuKNOcUoFjBFOCfvRxCh2S3WIVcZ4HxDWXlwXGZxX8deP2PQjVnTi2ow545uUEhjmKmb6Js1v0vfaP2/3V9ZlVFElnp7qOJR/XKlwtRvwY0w2imGDaqOuCVwPRzHE6uLgAl/FWbI4NfzUnzJDFtcRjpq6VkwWZbsji/tzSOqME4igrjVM6D1lTG0AG8bqyFxjzWrsU2o0eF+EpPqcReq32UONEY7ul9lwxHRWGRfGgnOni4norHj+OmZ+nXie+tHJDeQvAPBmZg4GVyJ6DIAnA/iDoZs5UoVxRLLmi4noXpGU+VKx75uJ6P+z2zdv9s63D2uLEoxXzyXpcytLOSI4NldoDSuWQ2Fuwf6ByXIRHH5fhwhiCXGo55DjX0wK59qLq8UmxyciU4IlpzIC6KmMo16DJJYJsphSEGOTm17YacIAx+2Tf3MIVP0hZ9Tc6xpby3XDq99cE7gi6Hp6tEcQjqpi8mcfJMgiVdwztUl9TmKVb90YSxaXDUV1YBAOdD1520Uc1dxpVpPWj0BpPH/eqI2HTX978JzpH5O2ktoYp+YkUnUCAxzfb1YZjwj3MfMZsb0u2n8XgMvF88cCuDtzrpyK+A0AfoeZB/OZjmy0HJOsafEmZn55dOwjYOJwz8Cw6f9hj/3kBm79RIBd+IkM76yrrl6PUxndKn5dQx0e4ExzF64+uAe31Y/E2b3LoRNK4yisQY1UTbl8RgyZv5gtrZFA0yrsT5wAxcqizEd05jcplTHOW0ypjSnM5LKMox6f+qUFVLoIeiqPMeoXEj7qEz2d6le+v3xeYrd/ilI5CnJMcJOioXI+Foo1nq4/gav5AdxOj8BN6jHQveKFqwdX6I0VjkhKQpkkl0JddM+BPlmUyBHFIWzC7EZCkkUHqS7Wk1fuTg6OZGwiCjwMZvOb9aL3/7Q5jj3Y94NhQ4WbBqj20ye15FBHkRCqsSRRqIxcA9S06VxGdO/5rDIeOW4C8EQiejyAj8OQwhfFnYjoWgAPB/DniXO8EMArxlzsKJfXpiZrSnwNgD9i5gfssX8E4NkYEYO7bRgKI03t77Up9OqbTYaiwPgGkUIXhKUmajIq1vjRT/1XXHf4tziFBudQ49b6UXjVQ55jSCOQJo5THQsnOKSSzmvzfr893VAtxhJip1QA0FqhAQaNbw6sqijJoiSPjhxOIY3A+gghM05KSOpGxycCB2F4Y5TqkltqytE0qTZGjqZjjW9S/dPuq104apy/6D7yi6arja0BqxThx8+9Ddfy/TjtxiZ6JF659+UbIY1AOeWBEwY1ErlbHCqVMVZNPIpQ1Lh9211RiejZAP49jK/2LzLzTyT6fAOAH4L52fkrZn6Rbf9mAK+23X6Umd9g218I4JW2/90AvpGZ7xtxO/Pc6QTAG+EMEDJy9WnlXEpreAt4dKGnMVl0bT3SeKCtQGA7OUf8vdrMqUo1uWckYerErvb3hpkbIno5TDhpBeD1zPwBIvphAGeZ+Ubb9YUA3sjMwWBPRFfCKJTvGHO9owxJHZus+fVE9D4iejMROel1dKLnOrGOfEGHVZvXuBAprgi6Mvk2/vmQaUNuv0vYqyqcOX8nrmvuwQVooABciAbXNffgzKF4m/bq/iawibCGMY6M2Qm0VHIiFUdn3CoPtUKrFQ5FuKmsxxhDtg3lIQb1GmcTm1Vjo+MTAYGqUimdrctIipMumL1zRnmKpi1NFn2YacHgZihU1Z1T/s3fW8LFc0Qd1SwKNWCfru/GtXw/LpRjE9+Pp+tPLH69BRAoigmnVN9HcW8BKlYXS2RxbOipUrxxZRFIq4sAAnVxkRxGZuBQV5O3IQhF7zkAbgDwQiK6IerzRJhV+i9h5icB+Fe23Sl6z4Ahej9IRA8nohqGgH45M38egPcBCNTAAo507jSHH24OkoClwlJlHz5sDFEcMg5TFG6wRFJRvzYjYMhiomTH/DnYDjDzW5j5Gma+mpl/zLb9gCCLYOYfYuZe6Dozf4SZL2NOuSD0cZSEcUyy5u8BuNIOqH8M4A0TjjUdiV5GRGeJ6GzzmU+btgWI3lFHyCxiyqOrjiQufN1eDmM6b/Hqw/twKgqBPoUGVzf3L3ztVWBoEjolDA/AZKdUicO2QlPok1PuHDE8n3BGjfMcd9EllYguJ6K3EdHNRPQBIvqXiT5ERP+3zdl5HxF9/rpvK9G20vFJjk3nP/UgAGB/DQ6RTl3M1UqMy1/kSGFqXzKXUZwnNrtRvdIbie/nmLzGAXdmSRqv1g/gdBRTdQoNrlomg2FFtWAdXP5i2MaBuhiTxThXcQxRdCRx00Rxl9VFCEWPmQ8AOEVP4lsBvMaFdjLzPbbdK3p2n1P0XKm9i4iIADwE+dyjGBufOx3oB03Io/hezW6pmwG3bbAF+yLS6NE0Jn2oYJijIxMcpz5yQBZFLqN0TM18DmbksUiO9bbhKAnjYLImM9/PzOft018A8AVjjxXneJ1LGK0vvGglN75NyPGPZUgiAKAin8foz5kq/GpXnm4/9Sicp5CAnEeNO/YfNerHJOgT5y+mCtIugTHkP+cgGYPbvtK4iPFNTBaHwj5LpBHoCGFuWxQa5BXSKdsAGgD/BzNfD+CLAHxnvIIPs7r/RLu9DMB/WPhFjMPaxyc5Np1++OlAVSmZ3ywDaWwDRIpjolRGiTwG5yvkQwImHHWhiIzU2FEaTxKk8Xb1CJyLsi/Oo8Yd9PAFbmg5BLUXxw4TUk3MKMsl59OjIokpjFUX9xNO0WvExY4Y2e1l0f4xqtw1AK4hov9ORO+yIazZY63BxHcAeD/M2HADgF8aeb8bnzvtqwtG3tqMdSMmjz5ktbGq4wjTG+1DVJV57MxvrMrISi2kMs4LB8cbR0kYfbImEe3DJGveKDtYu1eH5wK42T7+AwBfbUM7Hg7gqzHCEvakYJlwVl0TOEXQpNIYq4yVwtnTV+KW/c/Bg7QHDeBB2sMte4/G2X3z21QaSLL7VjT4DNV+C+4lV2ogKHAekXHuk/NmZHHrJkGoUmGpscoI9EnjkKvqtoKZP8HMf2Ef/wPM9zyekD0PwK+ywbsAPCwaH1aNIxmfYrMPF5a6KKS6GBvRpMhiLjQ1twXXichirC5KqAaBQ+pot1S5mJRSGYEeabxJXYpb1cV4ELUZm1DjFnokblLr/PjkkQxDlYjNboB+CQ1L/lKq4qoJotYUbGMQl4JJobQgEpcbGoMlFrOGnAjHqHI1zGLWs2DyhX6RiB6WO5aI9mAI49MAXAoTkjrKeAJHMTZRZKQ1E4OtwJScQacgOrLIFXlhwZFGF5oKIFQZHWaV8UTjyN7lkcma30VEz4VRIB4A8GJ77ANE9CMwAycA/LBL4l4VZB2+TYLVgKIl9o8yxBlzzYqgoUzB+8TEjWvl3VJ7NRktNCm8+pKvw5lzH8FV5+/BHXsX4+ypK6BFPL37kQlqDR3RD49qO5Mb1eaV2iwip9SS8Q0QTo5kWGqpDqN77ExtYgMcoKvP6OBIY1yrMca2kkubhP00AO+OduVW+deSiLbp8UmBsa8aHLSVVxoPhQuT+/zoMTlXiRDUYL8khQl3U3meqQjIItxj9uGp5poRGRoIG+dadbPuOD/HmTEUDBd4bx+vxFfi6fpuXKUfwB3qEbhJXQq9YEmPdSEup0EKSXVRkkWJVSqIJWIY75t63ZIz6hGoi2MwRpW7C8C7rHL4YSK6FYZA3gVDIuWxbwfwVABg5tv3W2wbAAAgAElEQVQBgIh+A0AvxyiFI5s7WaIgTU9ml8ztAAvTL5/HWKrfKCLQPGm0c0BdA0obAxxSyjqm2rqM7cHgvczmN2kw+qXTdg1HuizAzG8B8Jao7QfE41cgs+rGzK8H8Pq13uCOQVfjHQd1RYbvNJyfGFYERgVyX/5aAa7Mhiux4RxTKwXdAu+54Cq854KruoLZteqFSBRJ4hrKaQBmksqJmkPJvrKcRq60RgK6pWz0rAxTzeXsSLLY6Ap14c0skUZgjYSQadFBb6gALYjoswD8FoB/xcx/Hx0/pUDtSnAU49N+1aJpzGdlr2p74c1mcq7z70Fhoh/UWMwpjbG7auIjKL8PKfiP7QjCGX/E1VjjG1fORyCYqETlfHhvH+9uHot3V48V57B/p0xu5NiVGcdY2VqMlRlnXS552Mf+HWNeJMtoZMjZKtXERY7ZhnDXNWKMdf3vwiiLv0JEF8OEqN4B4HYAP27VPMAoeq8AcBrADUR0CTPfC1Mi42aMxMbHpiUzXGasDyxLbkRuqdRocKbKhhyTzDzHCgcHbReaqlXnmHqgbVhqDRx0xHEmiCcHs458gqBrZ2VPg26hXCmQWM1PqowJ0ugVADmhS5Th2DpojAvQbgmo7f9O91VF1gqYaOLgJv9ObRyjMpp9IWkEhusvHiHuY+YzuZ02ROu3APw/zPzbiS5TCtTuHGTEV00aB5bNOGVxVIhzwqlXhqP296XJ4mANxiGiCHiyWMpdHONYnIQfb7oasF7xKJDGLBLkcyxknjcrQw7zfUv7Bsy5ov1SXdwGsjaGNMrQ6qFw1EWMn5hpLUYRIxU9F+r5QZj4k+9j5vsBIKfoEdG/AfBOIjoEcCesCri1qEOiMGO7wIeNL8NBSgGnDFOkRgOCNHJFyQUs/xvhSqwdsJnrKVu3TXpYzGrzicRMGC2G1KN1YpFajD0UajGawWGYJJrz2MFCrPRzlVEZUyiRRqBMHKW6GK/ei31J850R6KsnedVRfh6ozYcnUyoUtSUAajD37CAiisA4lTFHGoHxxHFddRoXgXUJ/CUANzPzv8t0uxHAy23NsWcA+Dtm3mxdhDVjX7V+wrtftYHlf13pQG0kxT3DpRgptVCGouZKbCxt0irIooMMR43zF7v7W8LkZwRpTNVo9FiCNEJl8r4TGFVaw7mj9vIY+6GoMUkruaQO5RUuoi7Gx08hrzsSjgpglKLHAL7HbvGxSUWPmX8ewM+v/GbXAUosRkXK0qw0HR18zca27RyimwbYz//Oc1yTsWEAIj1J5jJqmxagawANMPA1nT8LfZgFrTkkdcaaUMpnHJurODZMNchjlKgIsBO/USojkCeNQJ445kJRV+yQWoLSXV5jCcRhLCS3BKr7E6WmVbDDaxKxU+CBrkapjECZNALrI4QaWMeg9yUAvgnA+4novbbtlQAeB/iJ1VsAfC2A2wB8BsBLVn0T2wCXxwgY58jDMR/IBHolNApczJHFKaGkQ3BkMThvAaNrMLqxJVYZgeVJ4zZgwOxGYgpZdPvHmNGkkDsuvqYkjW2rRtWDTGFbieOJR0JZmrHFaFpgv7YqoyrW3OaaPGlEY0xyZC5joDK63HH7WSBMM+CZsZuYCeMOIUcStTJkJ+g7UlV0g0RqQinDUlMq48KkESjnKq7RCEc1ISmUOYoxpLIY96OWwjAyJiyTUpdTE137GNIIoEccdwHM/KcYyJKxK/jfuZk72jwIjD3VmkWDTB5jpfIT/pyLb1xnNFYXc2Sx5CysCyV75HH9uo8c9TVEcbRDag4LkEYAfeK4jMo4AdlIlow6J8NRHQFTqt82BjnSmFMXhwim278oMYyxaDgqYEbfgwUXWGaMQKUGlaUZWwCXx1iI2GBfc1H8VmgG1wQ6YOg6ozK6eV7G/GYOSz3eOMqyGjuHRVwDtxXGlCEz8XP2yg7SUauwQgWgoBTuxg95SbXtldOIHWpbsuGo45GqU+hqMOZqMco6irG5zXm957cU5P5cnxlHB6cwy/IaMt9rysR8kDhKsqjNplr2eYe5OoyuT2rz58+Et7pw1IXyF529eyVWuR0ydVwDg63I+p3WZLA1Bd78ZmBYzZndrIqopTBFjZR9S6GtcVSFhFQVT80K485gLqmwHeC2TZM165YaG4o5suimH+45K+GcWlM351OqPwYLzDUZyzAuqWrStm3YvjvaMSxUjHpJDE0uik6edfn4OGRB5uZwMCmztXx8iEJiwhYPKmMGkFUMMgOKRc/Wv433i8dDrpGJyRFrNUgcD9sqOSCkwj2dKY4kkDFpTLmixuRwFQSRF691NmMi9ieaJwEZc5tEniIQkUUgIIrmebi5Y4Y2B39MQl3MQrMPex+FVZPGDU1yFinZlFIXV4EUwcuRRdYEXlCNzMHlLzrM4ahbjC1YZJkxDE8cE6U15NjjfpqNo7N1eK6NKY6fCyoKfSNkWOpck/FEYX5ntxBDtRiDvlGYai5ncShENbVf15S0ufe5jLnQVAkZmgr4CZlqDnHm/J24+vA+3O5qNtZ7/WMl6uHJnGrY3rdGO2HyV6rFWApbBdLGN0BXSiOVxxiHXTlSVUc5jO5vHJoKIAhPBcbXYIz7zzh6kK3DeKirII/RoVa655RKFYMz40TJ+TSV0yhrJcbnAMz4EI8ruXWA3DmkuijDUalhUKuDsYaGQkPluBKEwk8LT03eP2s8XX8CV+tP4Xb1CJytHrd4WqeabqbmDG9I6Z47qkRKXZRqdFySZSxi4pciiLItpX6WDHAqpQPDG4lFw1EBs5jVHEXx5JMAotF1+GYcLbzxTdN4p9Sx0BWgQCCwURmVSbVxJTbGhKXOSGM2vTnmIL3YSvCRIeOUWjK+cfUYe6YTikKlzprfBLmMKQzlM8JMyH70gd/DdQd/g1N8iPO0h1v2PwevvuTroCnxD19wVbPogqrR1WHL7M9O9GRpDYuc8c0YSLMb+VySQ4kSaQRmInicsIzxjYMji1IBlOpiTBY7kmnNrirqEcwUgQyuGdR5ZCwiGsnFq26RSixKrYg0SiMcxRo/3rwd1+r7cBoNzqHGrc0leNXe14JLA0YC8mvICeLocqBlLjRX3EvmlYRMJZxSgXSZCtc2hTiOIYsxWJO/x9joZorxjRwDxy56zTgCCLVpdsPcflCjQVqDUUE1GnrPDEROUQz6amdwaLwtdK0AzWGJjQk1GefPx/HCLtGhlWLbfo8WmeOPOYYLBhW5faWwVN/m+sShqRJBuJjyiuGZcx/BdQd/gwv4EArABXyI6w7+BmfOfSTsX8JQLqVFSantTXhLTpJx2GqKGzINljqQSIWlpgqyu1BUuS8OTz23oXxE5ulx+NsYi7+tcArLIuGoLjxakkKHICzVfc4jstjlNYY5hu65bPd9M5s8truHBXMXS5DjxBLhqS409en6blyr78OFaKAAXIgG17X34szhx9LXzCC30Fgcsyeqid3tLJ7HKMNRRymLLfltqO+iWDR/kdmY3kzdZkxHHIY4Y8vgFs8yTra5hXRXS9bnMzqVUfTnWiVrMs6fh+OPeSa35fCmCAO/a6k5eW7SkstjlMnOXd+++Y3LZcySxlQ+oz+HwtUH9+IUh6rYKT7EVQf3pW94SYy27I+Pi0liL58xQ7hbMuEbGbRaBTX2HGS4gnscG+DkSCPQEccx5HGTJHPGMIjGT5SdyuQm7amwVPfZDMlb91dFjyVRVA2ymzmGe6Syf/1uf1x3cSgcdRBxaHpMGn0O9fScxqv1AzgdBZCfQoOrm/tHT4jWUDs+izFkcRFCKQlgliRGbe4YRzyn1HWc8xa3HARDEjZY5mrGkkjkL6bAdbcBgizWzvhGefObbs5XFcfDOY+xDw3a+cWs+V0VkMXatxVj6y/m+nGVzmPkmgJi5W2VXYiCK7Eh6jImr5vKZ5ThYgBuP/1onP+HPVwgSON52sMd+xebJznVYADU6mwBbdUy2oSiGoetxrUYZWkN8zwqp9ECQDqH0Rjf9PMY96IJnFPgXEiWy1eMQ1XjfEbXBvTJxrrIIIOWDpGcUca+anGga9SkcYDKl9aoK71QXlrSxEmLWonClCYmdzFU031XdF02s4k5gMtdzGKK4U2cLx3nSk+p0+jur65xe/sInEONCwVpPI8at9ePHHVbpYgO30e8hf73ZoSRTS4cdRWQ6mJMFofALflcSxmeuggccZxdUmfMmA43pgWLYk1rxtUR5Yu4BqjpchlZmQgUpzL6sFQXjjWXWjlRmJeLjiFyebVZxTGa5BRVRt8nrTIGyCiNZy+4Erec+hw8SHvQAB60OYxnT1+51hXMseFww8pi6pjFQrJi8pVKik6V14hDV8/rOluGI4ep/WesH8sqLUEpDeGK6kppAH110UGa0qQ2c86ubmKsPMrzyLY4FFWqi+nXMDIcN6U0phabhpRGsRp+dv9xuFVdjAdRm7EJNW6pLsHZvcuDS6XKC3FinFwUzvCmRL6WCUXNoUQWWavelus7xTF1ofDrBBiEQ11N3mbMOLYo1GIEQlWxUxZDlTG1CBaEpVq3VIe5vMbxxTxjnIhtMcKRTqpjVMeU8U3KGbXn0CrMb2KV0RngZF1TgaTSqEnh1Y/+Zzjz4Edw1cG9uGP/Epy94Mq04Y2DnRwmcyWXxJALahI545sKMBV3Bg63k629hNkN0FcZY9dU1wfonFWBmQTuKlT0mUk5pRYREUWJVFiqck6lujOlkQ6mKWhIExz72E4sUjzX9fHqZXKhZXw4qh9nJBxpzKmNUmkEjNqYUhqtCY4mhVee+ko8Xd+Nq/QDuKO+BGcvuAIcOzijW1gz4VrTyOI6chmnohQyGoaa5sdct4+U9kpjrDJK8liqw+jGwtnwZhshPit1aHQyY/vAbQscNqD9vkuqnzf6uoviu666sV2qjN78xi4U0YEYX61bKu3V5hfCja17dbou5AlGuw3kYQnMs8sVYB2hrFNKawRIOKWmwlB13Z/kZcNS0ZXY8KQxhwmk8T0XXoX3XHhV4Vyr/3jm/qfUInBN7YWiJkglcZoackvQABQUtH0EDIelusmUI4kl0gigSBzXBWbMq/Jrwh61OB8NyftVu9D/O1VbVIajdspjmizG6h/X5PeliGP+PkKymFUXo3BUP15FamOSNAJ94jjkoBqFyQPwpJH39vHu5rF4z6kr7c2onnOpvJ9VIrVmNlQ+Y1k4QufUxSxZTEVR+FBUFZBGh7i8RqPVWpTRGRtAXZmJQ6GcwuyKuYXQelQ+oxMVWNnF8KZLP5LmN0m31JkXngjMhPGYI0U8kwSyIp/T1OsTl9gA8ipjcO0yaSxijY5bqgnzFHOISWJMIk1blNM4EY4M7NmwrDhvMYZUGOOyGzJMdYg8ptxYZ+w2UspiTBxVG+Yumr9hbUTXFsB+zFLEEeiHscvxJUdCU+rimHBUR9KyxFGSRsAQxwJpzOUzJrGGcWnMonOupqFDLUhlXK9zUQySRdcekUbzmNBiuKRGHX1o3XgWlwoadb8851fPmBFA1GI0eYzpscFNByRpJDB0BVBNoIPM+CPDUgvlNWYcj/Fpt/XRDWAhlW9BLFtaIx4LUudLuqPGOYyijyyx4XIZvbHMgGuqOVfmIybdDIcQ5yq5cy+xup/KZxwj0CU/Dy18SYOxONSqZ2Aiy0+4XEZH7GRuoww7zeUuNroqbjO2F5OKl7cxUet3ceqi3KdaoS4KsuhyFKmJtqjdnaO7Rj/fUfaRRHRIXRwL59rXGwfqKhwzKjGp8W1V0JbKZ9wV1BEpi59LxLmFOXXRk8WWgs8Y627rTtJ3T52K0iLZjC1A/JZGv+uzK+ZuoRQZ4qYHYX5j3y21m+/ZjoXyGnMe4/HATBh3AGNLawwhxRNiAilzcQIimanbk8WQCY5viwaYKURyHVjC4IYS1vO902uVVADkytNBRBKHSKN7vhnTG0Jrye6UbcbqMFSugFrKL3TpMDzV5xk2EVFstd/8/obD/g1bxbLbgP7zFFn06qKYuDh1cZFajUnymCONsRlOiTSucSLcG3tHRiqsIqSzmL8oyaJvQ698S9AWE80C5vFgxowNQNRiLC3IeYJYdXNM31Yyv3FhqQXMCwnrBxE9m4huJaLbiOj7M32+gYg+SEQfIKL/JNofR0R/SEQ32/1Xlq41v5s7iEVMbsbkMcqwVBnKWsxlXCY0VWIESVy14Q1pBHmLDkOlNXxbbqxkArdI5zFGq/+x+Y3LZYxDU1OlNlIlNWbTm90E2fDOU6rBgX0P96sWTWM+H5XSgQIdHJtdwOiURdJhOCqAQF0E4Imi2Sfy0OwqClfKED6x8kwNB4tMsVCUCnGNc6CTuYtAL39xLIKQVZnbmDPDSYWniomOJ5KeYE5buVuVz0EqvLOkJo5FKncxJosO8rPGPhTV5l7K8FTbr7VJ9VMEhkVLajBmMjpjRgCRu0jaLNKlRlU5l3HzS5fLqDXghxmZxyhX1+c8xkGsY3wiogrAawB8FYC7ANxERDcy8wdFnycCeAWAL2HmTxLRo8QpfhXAjzHzHxHRZ6EnmYSYR9cdRrKeF9B7V0eFoYrnQypjqsyG6TsyNHXKhCupSqY/trkajCWMjYRKh6ISaPH0RRxGg0cqvl2qiimlEVhMXZxxzDAhJNqFo8bqot/vlD+7qcZsXnWMSGAvfLUJQ1eDfpKQJtRFjzFksarCLUJSbRwqu5HDglEPcvV+25AqfRErhI4sUku9hQnZJpXGlMo4pcwGAJxaIIdxxnqxaoOnGesBt23RnVSWSBp1PltyIxuWKvMYZ2waXwjgNma+g5kPALwRwPOiPt8K4DXM/EkAYOZ7AICIbgBQM/Mf2fZ/ZObPlC42jwAnEL1QqBGfAp34sYhzGYN9Y0jjxJX6dSEVApcMRc06rBKSy3YJNK1KhqUeBsTQ7ItDU82+ri1HHIfI49h+KRiXVDV5mzGMZYuVu1BU+dkN8hel2mgvZUprdGGojshRo/0miaM5p+7lNibvR4ek1EGSRWp0PxR1iCxmCGKKPIa5NoI0pvIaRWiqUxWzuTcjSGavvu2WfA1S4agpdVGSRd8eb2J/HLIaY2h1fdkapDNmzEig1emorgK4MotdPDYVKZHHOOctrgQXE9FZsb0s2n8ZgI+J53fZNolrAFxDRP+diN5FRM8W7Z8iot8mor8kop+yimUW85JAhDElMjZVi3FsaQ0ZoqqVCalM7QP6oapjw1I9rGPqUGhqAFtqw5xThKcC+RBVt29DSJbNyISiApnPiCYQTOgBVUiGpcb5R45MufbDtsJe1fZCU1M1GoGOTMamEbPieLwQT7Z5KI8x4ZDa69OmcwpdiCi1rfk+N9qQLm1McnRNoFb7EFWu8+U1JFGMXVHHlNHoYewkRNZdBESt2MhF1YWoJsptJCc8I6MYVuErRROcUUsoETX5OZLKYJIsJk9uwlCdWzRrwPgrivpOGxrGmZEN256xHNi53ihVDD+cnTG3F2OMxdx8R877uDaRrVSTGRdy5TWGrn/CnVMXHJ/uY+Yzhf2pgTn+4agBPBHAswA8FsD/S0Sfa9u/DMDTAHwUwJsAvBjAL+UuNo+uK8I21hqOJy2lMNT4eSosNaUyptALTY33x7mIsdqYUB9Xnb84FkVVcUnkVMY4NLWkNMo+KdWxhCl9Z2wfxhiMSCjnhmrDUWXuYqAstq3duHss1EYZouqOlyGosg2AD2X1ZDEipcuQRa4ouQXH9ELlq1BtzJjgeNS12Re1c4a89swhFoCrZThUlmIKZFiofByri1myqKm/if25MVFey415u24vP2PGLqAXmqoZqtHBWO37qvCxUxlHI7OYNhvfrBV3AbhcPH8sgLsTff4zMx8y84cB3ApDIO8C8Jc2nLUB8LsAPr90sZkwbhmG1M1Fc2GGwlCDUhqSOKY+IVEu49TQ1CwWCFPNTdoWQY70F9sXII4uLNVBlthIhaZKxKQxVSJDksfStggYhKZVk7cZ60EpDDA2vEn3scQvIIu2NIZ47MNGXYgqEOQ1+vPFxDE20cnlLcZ1EAdWw3vEcGi/II29EFUgTRrHODZHIVtDIVzbmMsI2MUHMZYlyaLbp8VCmiOOsUlONC4OOfs67G3jyiuGnQiJ6MVEdC8RvdduL7XtTyWiP7fuhO8jon8ujvlKIvoL2/9PiegJm3xNM443AjVPL77w1OUwznmMW4ibADyRiB5PRPsAXgDgxqjP7wL4cgAgoothQlHvsMc+nIgusf2+AsAHUcA8kxuBTdZizKFvwZ7oUzC+kYi5goxeHK0yDpDGJJEbU58xgTD3cb0f2ezEujCPIR7OY2StoFvq116Uq/6SRLaupEaYz+gejyGOuwQiej0R3UNEf13o8yw7ufoAEb1jk/e3aUyqSydyF1N5jA4yf9GFo3p1EULta9uOwNnHJdJojtXJTfbJ5i2KiY1XMjFMGmOkxpyAOObUxjifcWARKo6c4EqBFS0XhjqypMay0EEIamKBL1Vf0fYLiGL83JLGwEVVq4VqMi6O9SxmCSfC5wC4AcALrWFEjDcx81Pt9ou27TMA/ldmfhKAZwP4GSJ6mN33HwD8C2Z+KoD/BODVy73+GTMScOU1tA7G1LWVPhXztTmPUYLQ6mnbEKwy+HIAfwDgZgC/wcwfIKIfJqLn2m5/AOB+IvoggLcB+D5mvp+ZWwDfC+C/EdH7YcJbf6F0vXk5YMcxJs+xVIYjVW4DGJHLOObeUqU2SvmMU869AHFULUNjRCJ3VwUjgPsfFFWCXB5jYkKotYJyuYtaYc8/rrCn2mQ+I9CRiVTpjR3GrwD4WRib5x7sJOvnADybmT8aWUMfO6QU4EWVWmd402vXMqxUd6piXBanVqYdFYC2I2aaAWVymXPOyWPJ4hRyGCxqRROS+Lm7VjDO2XzFIK8RMPmMstyGhCOTG8irpijPWYlcxlXUYJTghKspCUMb6LCmZxx2yhWHOf2tGf8g7pk1AZUJTXXlYUqv4/T2OaR6J0IAICLnRFhcjQcAZv6QeHw3Ed0D4BIAn4L5mXiI3f1Q9EPJdgYlV84ZWwbN47wx/Hc6n8foUVdGeWgPAJgwVAY6sjpjbWDmtwB4S9T2A+IxA/geu8XH/hGAzxt7rSNVGEeEeXyPLSb5PiL6b0R0hdjXivCPWII90SilNnEh3DRZfmMJlTE8Tz6fsaQ2rip3MQiTEy6ROaiCaYgsfL4I2sglNaUyxvmMMjw1pTZuKh+R2RDdqdvwefmdAB4odHkRgN9m5o/a/ves5hXlsY3j05TyBKnPaZy/CMBMICRxa9pg82RO5jW6NqE0pjbZZymy6JTBAllMgauqy6mO1UZE41LKOTW4BxEhsYI8xU0il7/YNZqJYEAIBVmUJTRCF95OfUSgXmJUuH6TcY/bcGjqKpwIAeDr7VjwZiK6PN5JRF8IYB/A7bbppQDeQkR3AfgmAD8x9oa3cWyasXugZlhpLE0tWKlAURwyBTvJiiMz0LTVpG3bcGQK45iCkwD+EsAZZv4MEX0HgJ8E4HIAHrShHDOQVxGlK2pJKZRuqSnVcVmVMYBQGbvz99XGlZHFjKuteY1UdPFLOaV2+4yWODYvibVxS5VqY05lTMEpjUDaHTUmjamwxh02urkGwB4RvR3AZwP498ycVCNXgW0en4ZIYyok1Rne+D4iHFWqi91Fws8hoSNX5nvTuY/6vMRYuZf5iilHVNkeOyUPKHmSLJaiDdz5XX/j/GrHN6k0untwzqnCLXWX83JyDqlFl92WAvKXJoryAOqURmfaZ8c41gpUtWhbBaVatFqNdnedCuaFC2Ovwonw9wD8OjOfJ6JvB/AGmJwgcwKixwD4jwC+mdkH/n43gK9l5ncT0fcB+HcwJLKIbR6bZmwpmgbU7I2K6JLRZQ4uf9FsDF0rqNgZtTBfo716VqGPAY5SYRwsOMnMbxOFJN8F4wC0FUiRp3Usii5VvmNkHmNOdYzriMm+S6uMqbqOVm3Mqo5ryl8cWmEbJMothXmM2qzGc0sAm786sdo+RWVMKY1Auh5jvG/TKmQGQ6v4Q6gBfAGA/wnA1wD4P4nompXfZYetHp+4FTlj9vOWy12Un2+Xv5iCVxdbbciSI0y2jhc1Osw3jMNXbb1Gv8nzuv7CETVLFkXboPnNwJgQmNwAgdoIIFQapXMqEJreyJXzARfoErbJ08WHo6bURbiFh5AsurxFmb/ocmeDY4Xbai6P8XB3Fq8GnQhtTtB5+/QXYMYqAAARPQTAfwXwamZ+l227BMBTmPndttubAHzxyPvZ6rFpxhahaXqGN8asLF8/F+jmfqX5Z8/4xmGHF9hmlHGUhHFsmIfDtwB4q3h+2k4830VEX7eOG9xWlBSt3D7OEMT8efrmN27wGB2OlTDAGSKNq0ZucpzqVyKGZlK0mnuKzW9ix1SgTxqBMDw1RxzHksJlCOSCxhL3MfMZsb1u4mXvAvD7zPxpZr4PwDsBPGWhFzAORz4+HSwZkhKHpIaPhTuqM7mRZNG3pUljrBKmiF1gYDNEFlvdUzVzSJbtcTk18eaOEZOaHGkE0CeNEnW1EEmciqnlUmLkcl1HOZW6BYiILIYEUYSnRqQxDk2VYaljnVK3EINOhFZBdHgujAEFbP/fAfCrzPybos8nATxULHp9lTtmBI52bBr5PZ2xZUgszDnSWJrbuLkj10Zo4LrsUA2gqDaeZGhNk7Ztw1EuBYwJ8zAdib4RwBkAzxTNj7NJ5FcB+BMiej8z35449mUAXgYA9UMePu7G2gFjky1Bycxm9DlEqKkMS3VIhSf4fbWCarSZmGljfKEaNgW9ox+VZGgqkAxPPUpQi3KI6hjjmwx0S1BQgalF03YhWu6xC01trTmEM8EB4I1wgE5trKMw1h0OOy3hPwP4WSKqYfKAngHgp9d4vbWPT3JseuhjLkjexCKkMZ272D2OFXXjmOoIXBOFptrHmVVjE+Jpwz0z3+NRZNFfT5HvYtkAACAASURBVGfzYLKTlJKJldyn2RvdeEMuEZ7K7jXUVReeuim0tBGn1Ck5sED4WUqpiAbcVyKi1+OMbwA7zinlx7FVgUGTX9+o8zI3ROScCCsAr3dOhADOMvONAL7LuhI2MLnYL7aHfwOAfwLgkUTk2l7MzO8lom8F8FtEpGEI5P828pY2Pnc6vf9Q07hEeYYZRwhhbuZqMeqGgD0ypLGibOoOYIhiL5J8jPFN04CqKizxMWNncZSEcUzBSRDRPwXwKgDPFCEfYOa77d87bF7T09Alk0P0ex2A1wHABY+5fOFf5NKXaVPI5RGm2rUyxi1APo8xaBd5i6nzcU2ghv2+nLuq7+9IY0VAHA8vXVOBcaRRhpVtoLSGBor6ezcBN/k7OXBL3i2VZO5iSwA6t0CXyziWNALoEUegTx5LSNV5HAJzvzTIKkBEvw7gWTChq3cB+EEAe+aa/PPMfDMR/T6A98G8Pb/IzNkSHCvA2scnOTZd9qSHZT9EY4uce4UnaIN3SJVhSDJ/0UMSt6S7nfm58C7AqOw40CJlQBMY3AAhEXVqZny9ui6SRgeOQuIBDDu12oUtOX4USaO7T6CXU+leb+6a24SYRLGmdDhqpC6myGK8QGkWLd0nAnCfDla2XbHPY3T3smqn101ghBPhKwC8InHcrwH4tcw5fwdGfZyKjc+dHnLRZZup+zJj58BKgZRC0opb5oLP2HkcJWH0YR4APg4T5vEi2YGIngbgtTBW+veI9ocD+IxNML8YwJfAJHUfCyyqHK5CcUyZ3yyiMqbvr1MZJ5HGDYSBpaA0MGauTq1Z3aaKzQTMTqcJSJJJ1mmVURrgSEjSCCBLHIHFSOA2gJlfOKLPTwH4qQ3cDrBl41OjFVqtoDWZCb9WfqKfrbsoPkqx4Y1/LMNRAR+G6laEh1ztqGVPGouIXVj9C4smE01TzIEJiGmUP52D268a7gimII5Z0ggERLELaV2MJJqFtunHaU2+tIYbC8ZgVQs7jjwC4WfKkMI+aeQKJiy1YvMZrczCWauM8c2MpbHxsYliAXNWGncPWne1GLUybvFtkuYlMcr4BjCLfTNH7GFdi+2bxJERxpFhHj8F4LMA/CYRAcBHmfm5AK4H8FobyqEA/ETkEDbDQSz8SEI5qChOUBk9abTohaYmVMYktiw8FQgn4suGKXNLQU1GqTKWQlOBcKIo1UYgVKBWHeZ1UrHL41OcbysXe4KogNj0wBrdyPAhbtsw/q3a7x63LVBVnjT27yNUFgOy6HIlxf5e7cOmTbqlZkv0ZFRJFx7fI44DpNHfs7zmgrbwm0pzWDh/MaMupsiii7YJyKN4bdQSWHEXltrSZtwSeKfzJEdjl8emGZsDH9pw0MPGKICn9pP9qDEph24aoaxIMAa6JiitTLSCVqBmtwnRjDKO1M5oRJjHP80c92cAnrzeuxvGNoSppjCkNI4JS+3OVQ49DWAnYeV7K6iMQKcmNnpQWfRqQ2ZwU43u3FxXAE+2J5ySWrM2SxUAkjk9ncooyWAuNDXuF6uNDmPDF5dByvH1OGIXx6d4kSd2SPX9RDioMbLRYcios0Dfi34iXC4MEIV2hqQxHjN6oa8xWXSP3Xd6KCw1586cgNxHre6iIAZIoyu5sSyyZX0KiiO3BFLlsVQuMo1B2ypfTqPkjuruTbZL0xv3HIiJY1dmyJNKG5Y6Y7U4irFpVL3UGVsNajRIa6iGoX2KQhdu7sapXETZaNQ1cHAQXtuW1phzGncXs//tijFmJVlpjWd+6GbccPfH8cFLL8M7rrkeekFXqRI5zOUxJs8z0vxmMJcxZ4AjVMZB0ghkyeImXAqH0M8jtROlRFhqarKkWwpURvc4Dk3NkUYAPeII9MnjjJOBXFhqySG1OzYmdod4+oN34gn6ftymHomz9RXgkguUIHnJhaVU3mJMFuN6hwNhqQ4pssiZ8FQXhuvGoymk0SNWFy1pzV0TMGPuoms4rAktFKqRpDClLqZMYHJlLmJFEUDCIXXgnv3vkQlfc2Gp0AqsGVqbsKxGKxy2FQ5UhQvrw1GvbwiM6aY+M2YcZ3DbguS4ur/X60PaOsQPGN8AME6pGqC6K5vTQ22Nb2an1B52fbF9JowbhtIav/zLr8VTPnYnTh8c4Nz+Pv7q8ivwkpd8W5Y0JsNDI6KYM8TpnSsTllq67hiVMQ5LTSITmpoljWsEaUOKtSV2JnKXwSXHxWXBFJjfpFTGEmkEkCWOwE7VNZuxINpW9WowxojJY8ohtWd4A0Cxxo/+/VtxbXMPTqPBOdS49eASvOqhXwtepLZWLm9R7OvlMEqV0aEy5jpc2bIWslyGJYsl0ib3k1jEikmjOV/fPTU4jysVNGLhSrUMvc7xBN0iU0wWJ+XKRJ+jXliqIIspwhiHowYq4wj314O2mmcixwCzarQbSDmlDoErmBrTMaxTqje+qSsgldc441jgxC4BHFXZjGd+6GY85WN34qKDA1QALjo4wFM+diee+aGxJZjKSL6ugXdZ8gw3IdKJH3BfzDWqy5g9byFcLOWquCmUyK+bbCvhLrn89ai3qi9XmtzjeJLn6jPKyeCh7k8M3bYJMMMarkzbZgzjvK5xXtc41BUOdI2GFQ51ZRSZVo1ST3oT+oyyGKAxRjdnPvNhXNvcgwvRQAG4EA2ua+/FmcOPJZ3uPOFMTRQlWfRtOizbYfMlOUcekSdm0uhGkkVjzJDeXF9TR0yBK9WdR1G+TmN8TyPGriGxPyD0kRPpVOTyFh1yeX1xOGqsLkpIspgika7N95nIHY5pKaDjAzd02Dxn93gmiTsCZ1KUqMWoWpvHuIa3kvZqoK4HzdNOAhaZO20btu+OjjluuPvjOB3Fdp8+OMD1d/dcsZMYmz+XIo4BMUycZ2xb/1qOZPat7nvITcJGrNivIhx1amy+0uGkaAyI7USsRV8B4pA8ukFBEkg5AcyRxpg4AiF5HLvN2H0ERdOj9u6xCEOVLsZiwnd1cx9OR/Z2p9Dg6ub+USGiqXMCSE5SUuY6UxEvRA1FB8TE0Z1jiDTKbVchFxtc/qJEELIcqYsxKZTHxPvd8f6vJl+yg1tTJ3FtYaMM6yA8bZuxHPhwtsTcNgTjqU8BcDlH2quMqd+M3DwnnD9SeW64yRq2MzaG+V2dgLGEoYQPXnoZzu2HblXn9vdx86WXLn/yBZCaBJXaYpVx/HWGVcZtyE8cQmpFPcj9KagEOZVRriS1CYIoSWOKOKbI44zjDdYwYamJMSn+0S+W1BC4vb4Y56LYwPOoccf+o4ZvyJXnyBG/WF10OGw6g50xiEhhF+0QKYiJzR8zkTQG1xuxUj4Uvr/o78iyRMvVXwxP2oWjBqQvSwbDzfeNHg+9xpQqepAKa5mxPUgt/MzYLUTlUFxtXrf59sL3Vy7M6Vr1yxrNuYvHFifynV13OGopHOcd11yPv7r8Cnx6fx8tgE/bHMZ3XHP9Wu4lxSWG1EffNuL3260y5VTGZI00QUjHksa4fZGQVsrUh1w73Cq7g1AZS6GpKdLo2uMJlySPU7bpIOh2+jZjOcQ1GFNIGd+MLqkB4Oz+5bi1fhQeRA0N4EHUuKV+FM7uX77QPWfzkp26GBHFnspYp8cG7UJKE2SxBEkcU8eEYa550rgMesZE0fOskYTAUGSA2z9EMONw1NQ9lchinNMYq4z+uXVjjT+3c4TD7mJWFXcQVmmUTqnmefdboDKh50PgWvnNY5G892ON3Z83ze/okphaWkMrhZe85NvwzA/djOvvvhs3X3rpUi6pQGdkUzS+Ma4u4XEpM51Cm6+7aB1Tp9+nCuz8s/0iE5xdUB5jEKNzS5WhHC11pjfysTXAca6p0gQHgDfCAQBljW4kaZxirz9j+8Do/zgctBUO2wrNwMQ655A6pqSGhCaFVz3kOTjz4J24Wt+P29UjcfaCK8C0Acfiw8aU8GiaZK3DHHGLid9QKpxqIZyeCaTZHiuNcOCdU6nRxUWtUjmPGNK2vgc9bA6zSrCG/8QFqqILJ00YJ40NyyeVX5SNQ0CNUVfnknq41GpuQkGdsSLMpVF2GXzYgE7th06pzvhmrzLjYgNwulTjjBkAThphpKMzu5HQSuFt1z0Jb7vuSdk+Q7UUS31cu9IaX/qRm3HD334ct1xyGf70cddDV6qX3Lxo/cVciQ3vmBqV2AiQKbPRnXu3SKKZSHXlNXqTP01mr2tngqvL6EhijjQCYc21mDi6/TlIMjlkkDHj6HGgK+McWUCQHybbB8trDLgdk8J79i7He3A5sGfNCurakLi6zuem+PqJw/mLTklUrHHm4KN4Aj5VLOERh8hLdRFIk8X4GDeWufJC/vgGo0hjD5l8SVnXLGzv//b4AvcxEoXutSaoBeoZJg1v5GdGhKPKe3VtybDUUrhaJY6p3Gu0n9c9Tt5Ts43FjGf0obUJLdfz4uROo2nNmLYPn8dI/i9MeY02HK+S88wFSmvMtRh3GyeLMJ4gKK3x2t95LZ78iTtx+vAA5/b28f5HX4HveN63IReJnKrV6Goyji3bMYSxKuOqMUYJVm1XZgPoRNmEONtDcSGixaDKOJY0AugRRyAkjzFWShK5n4s5YzU45KqYxyVLasRIEUVEbYMueHVtlzyG+lXhgo5U4OLahUCYv2jDotTBAX7sM3+Ia9t7uxIeh4/Cqy/5uvx3TVEYNqqoRxbzzqaOGLHv64ljgjS66wU1GhsdvO5kuH0CRWVxQchxIW7vtbXK5y8GYaGpz1Hb/5urxejIoYOPdMmNhS0Be/n7nDFjxmrhQoeprjvCD3TGN/vKLqZ1Y4FqhyM1dAX4dei5tMY4cD/CYtcwj9o7gqkTji/78M148ifuxEWHtnzH4QGe/Ld34kvvNOU7SgSnWLg1Y34ztsRGgEIu4yZhEr9XfNKWOrfU4FphLiOQJ2Ayp1FOsFI5jFqr5JY878D+GduDoZIaziE11R48H1AWe8dX1Th1ccHv7Znm47i2vTcs4dHcgzPn77TnVcH5SxEHKbKYLash3E5j1z//ODLB8e2LRD1kxpXYlRRAQOACI6wFFnwWyV90TruxcU1MFlXb5TqlDcC68NY4jFWOdTLUeiWGN3PJn/UhMXws63I8Y4OQJYusQhznMbryGu63Is5TXrTsBu3NutRxwTxa7iDGkMfr7vk4Th9G5TsOD3DtfWH5jlHkcML3fVKJjd6x4yafQb8lre7VinP3s7XMohIbfuLEfdMbOYmRic/xqrwjjiUFcSyJnLFdcDUYU8g5pObyzIZCywF0BgWyZlbKtECqi7nvq2yvqyTRfIK+P1nC46rD+3p95ffdhaNKddG0d2Y2ufIaMXEEDGmURjg559QAI8e0Uk3DMTCKYHgtSQTj8WAR1S4VZhqri7LdTxpFjmxSlYwV77YLXxsis+f03uTXMWMDiGowArP5za7Ch9nbPMYuLNX8VqykJqMc9+dajAaapm1bhnn2uCZMLVy8atzyqMtwbi8q37G3j1svvjQZbpBade/1iRxRF0VgFHGEtc1WpSqWrOR7KqPIOwvqMUauqXL1Wzpm5WooSvI4hkgO7S+Cafo2owgtQoJSakvJITX32VMtT/vhl0TRkUWpLkrX0oDEpWsUlhzzblOPTJfw2LvY940VvVSUgq5Csmj6pTd/XyNJY3DNCQtfQGYsSJH5JcegUk3VZP4i0OUdRfmLqTxFqR6qFkYx9ccL0qgTJNG1JxRwRxoPB3J1Z2wJeDa92XXwYdORfpvH6OsxBnV6zd+lSONcWuNYYn5XjwlciKkjde98wvV4/2OuwKf3bPmOvX28/3OuwJ9ecX3vmOT5RnwycmGpk0ps9F7HZiYQo1SX5HFpI4gkejXP5Hnyoak6E5oW2yyXJosOU4nkjKPDeV33VMUm9/7ahYdc4eXcjz013DegShHBqkqSRa5VFyYaEcXgeep7LNrO1pfh1uqSsITH3qNx9tQVwSH+fIn6i6mQ0lI0hCSOJdLozu8WtgLSWCCOpQlWjkDG+1PkaioCFVI8Zq2ydWJTZTXkX0cWzSJEtznS2A9Hjcii7kdPxMgp6qNhnaknbzMmYVYVjwlsaGoclgogUBrdlgKrrhZjsrTGjLWDiJ5NRLcS0W1E9P2J/S8monuJ6L12e6nY14r2G4euNQcXrwBTS2tsAlopvOz534Yv+/DNuO5v78Ytl1yKP3vc9dCJNYKSoU3nfLra8M2S+U3KNVXumwpqeSFVlNq+8c0Yl10zSeLIZYw6h1RNgIpKa1jX1NgEB4A3wgFC0qiEE2uONKaMMYaOmbEdSKovbd4ZNfcdVo3N0y3VIa0UgKisRZS3GJPFhWCNdfT+Pl6Fr8aZ5uOmhMf+Jfgfp6+Erm04oiCxQRmLmqJ8Q+qRxdK9ubEMAFRjy2oIR2hpgmPOJZ1Txy0yqQaQb51qw+dA+TeDNUCpurjWKbVtFaoJZXSc4U0Akbco76kXVqpDstir8wmGBkHBvEb/WVTwBjfUmsfOKdWF2TatwqnalI+5sD4MzrtceY0Za8ERmNXNWA24bUPjG2t6Q1qDtXG156rybqloCKg5G94/GnUNHBwM9zsJYKw8zJSIKgCvAfBVAO4CcBMR3cjMH4y6vomZX544xYPM/NSx15sJ446jVH5DK4V3XP0kvPNKU77Dc4cBcli83pI1GYdKbHT3kieNy0LZ+87BuYZNWQQIjB3kcZYA+qhM4ZjqSGSJNALw7qkAPHEE8uRRYuWkcHZJXTsO2n5ZDe+QKlA0vBkgkVnI0FFHFl3eYkQWU4s31LYRAVMm2DYx2fQlPPYe3xnsyOvG9Q8LNQ/HkEW5v1sE60ijRrfCzoqAGlmSPSZaQrUAtwyt+u9bbFnPFTZWi1HWWnR/Y7UzVhklWZRqg1lMM6QxdoP159mzvxmAd0rNhcvO2HIkSmrMhjfbCW5bU77isDHGM42sdauA/b2wvEbLoAZQiuACE0ivgDTOWCe+EMBtzHwHABDRGwE8D0BMGFeCWWKYiJW7aR4RStE/3nVwwqdjbFjqFPQKZk9RFye6QgLlUL7sMYVJeS+fJ1n/LMpnTDinxiGqKXc/l+eY2mZsP1yK0EEckho5pE41vBlEZcmgM6eRW11NIouynSuKym2oznEVMARxrzabRJS/6M6noxxDl7vIinpkkVV+6+6zUyXlhGhUaGoBpQW3ZI5f7vsZlcAY65Tq+i1CyFLE0Zysa1PSFVWEo7p82TgsNThPKpfRvka3QHJ+SbdU1tO3GdMxk8TdRBBO3LReaYwX8Umzz2V0ZjhTnbb9AuCcz7gMLiais2J7WbT/MgAfE8/vsm0xvp6I3kdEbyaiy0X7aXvedxHR1w3dzPxOrhFHbXwzBmMifxZxSx137WHzG64qv60TU3Iaky6Acn9s9GBLbHTP7d8RpFHmNcbkb6w1/EwmdwOx2Y1Uh1OGN0OhqJPhwkAtUQRSOYv2+yjyVeLclcHvamSAE5TvEPcR5y9ygbBJsuigq27z/QRx7JXhqCKiGJXaAAxpXIQ4psaKodIaAJJOqcBipTYAQZCE4U2/9E93b6rt1MWOEHK3yUW2xOcxlZvpxrRdCokfyhMS/Z5PRExEZ6L2xxHRPxLR94q27yaiDxDRXxPRrxPR6XW+hqXAPDukHheIsFQAIK17bqk+l7HwFqeUR1bKEMQ6/xtwkstsuDnd2A3Afcx8Rmyvi06Z+jGKJ7O/B+BKZv48AH8M4A1i3+OY+QyAFwH4GSK6unT/uzNibxC7nj7RTYjCv+OOGWFMs6Rb6tiC11NQCleTSIWYjcrN1Cakt7QIkFYQxGPpmJpLIk+U24jVxiHyuO5aY2Tz6KZsM8YjLqnRU4t0OY9RScWn5WACkIPPExRE0ZFFZ2bj1UNpatAzo+lIo1MZAwVT1HX0tR4lMvUX3fc7pS7GZDEmibItjp7gigIjHK6od2yJqKYgV+JdeHCvz4KLifKzEJPGoeclg5fU4oO8d0kWVQO/OdIYh6vKkhwBWUz8L5Y2u1kzRJ7QcwDcAOCFRHRDot9nA/guAO9OnOanAbxV9L3M9j3DzJ8Lk6jwgtXf/Woxk8TdRUoVdk6p0i3VzZF8PcZG9s+cfMAQLEUS5zIbK8FdAKRi+FgAQe08Zr6fmc/bp78A4AvEvrvt3zsAvB3A00oXmwnjjiIVLjpEDKfwhim/4VPdUiWWKrGxgZIcQe2xQp+UXX6sMnb986GpQEQaE2qjP3SCUrjtRauJ6PVEdA8R/XVm/7+wIRXvI6I/I6KnbPoeNwGpMvYcUiPy7QutjyQfcUiRJHUAQqXQuqTKEFS/z00O3Pc5ej7aJc+V7xAkUh6fCkfNQZLF7vWFm0OJNMo+OZUxBjU2ZKsX1pXoO6K0xpQFltaGLEtyKEmlM7zh6HNUuk7stEsRWQzqtVnS6BYp3OuJw1EN+cyTXaALx144LJXXtpjl84SY+QCAyxOK8SMAfhLAOdloQ73uAPCBqH8N4AIiqgFciGiit1WYq2ocGZYhVo4keqLfNL3yGtItNVYZJWnMkcWicDDXYlw3bgLwRCJ6PBHtwyw6BW6nRPQY8fS5AG627Q8nolP28cUAvgQDuY/bM2OcMYiVObEmJldD11y29uK2ohTONxTql5usD6mMHpnQVCBUFWO1cYg8rjX0lKlcaHbxArS/AuDZhf0fBvBMG1bxIwDi0IydBoMCpUU6pMaGNzkl27dLtXGsIODKaLgN/RBUAEGJnHiT+7lWwyqjvDYQlu8ohKPG6mJMFmOC2B3XtafytF0+Y7qm5LTvUPx/VwmiCERjgzTOSvRdNAy1hEGHXVHL05NFH47aEcf4s+fagOg1RuS12aJFqwIG84SI6GkALmfm/xK1XwTgXwP4N7KdmT8O4P8C8FEAnwDwd8z8h6u/9RViNrzZGFz0hSNYyWiMZZBwS4XmnsqYvLexuYxz7mIIXv1iFjM3AF4O4A9giOBvMPMHiOiHiei5ttt32dD3v4KJanixbb8ewFnb/jYAP5FwVw1wooKJx3zMdz0cdRGUnFZjuPIapVIc486TsalPOKauC7lyG6oFNPKlONz/Kv6suP9H4BTYinIaLXkXRN/uXFNtqQ2fzyjdU4GONArG2XPNLDgsbnu+IjO/k4iuLOz/M/H0XTChF8cSBxFZdOBItR7Kpe36DTgfS1fToK6iCAsdUUvV7VMNvOmUOUcLQgU09gviSnhIBO6s5XDU5LWj8PucC7Jq2Y93urJOpgoA+g7RugIUKFlmI4dUCQ2VcEoFEJTWiJ1TAZjxwi3YaQLZUjyuvMYiiB1Sw335hQdPENuuPpuGUxmtw6wi4wq7RyFZrMXrlS+vVb70RnO0dakuJqKz4vnrolyhYp4QESmYkNMXJ/r9GwA/zcz/SCS+u0QPh1EpHw/gUwB+k4i+kZl/beFXsQk0Dbht59DUNaJEDN2+RYm6L68Rn7fRIKWhFEHvo1MZQf57LqMtpPrYu0atAK1Ajb3HubTGWsHMbwHwlqjtB8TjVwB4ReK4PwPw5CnXOlGEEeh+lFOTrF0li1MIX/E8UcmMcdcOy2twTeV6b4p6DqZDk7BVYUy9zGIfbesxJvanrPKB9ISQXAWNDGk0/buSGwD6xNGdSGCo3EWJUO4YvgUiH+g4QZLFxpLF2PDGhaL655n8RYncd9KVr8kSRaBHFkv5wl3NQnM8Nd2N+hIbTdsnjVZdHApHTamLY8mi25cije7cGgzVOMU/+n4lxjZqde//Qa2xoqfWkChJIGWdwu63iMCOAEalNcz7rkd/d1046hg1cspvhlNMOzMMO5ms7MSyIf96VCt+k/bc5FOcLDLyOWwrTxwPdA1U53Fe742/ue4VFfM0C7jPGj/kMJQn9NkAPhfA2y0p/BwAN9oV/mcAeD4R/SSAhwHQRHQOwN8C+DAz3wsARPTbAL4YwHYSRj42vx1bjXWEbKbKazAAUtYNWymgVqYmIyqoRqOtKlDD4H0yi0PVOGWRawU6mK2Hs9jxf82JI4wOmyKHyZXjHYFcgZ+qJvbqNdamOOworFBlVI3ucigHkFMcAfhBs3eMUxWjSeGQyjiFNALoE0cgJI9Aj0DGWFn9xMUWJ4ZW8UeBiL4chjB+6UJ3saVgUFBSw+Uuynw0arvw3jH5i04VSkKRJ3S98jUDRDEXnkkNIyx0L85lVUZT4RSCNFqI8h1cUaBquuuVQuh7ZLGw6OP6KHBHGlEe41jRaJUxd924TiHgxkj72BHHNiSNEm2rUFV6IZWRtf3fR5+puBRGzjjJEWiXs4kGXoFwhJ7cOIZOsXRkkFwo/V53302rcGr7ZyE+TwjAx2HyhF7kdjLz3wG42D0norcD+F5mPgvgy0T7DwH4R2b+WSJ6BoAvIqILATwI4CsByPFx6zCriuvFFLJIVbV8OHAUlgoVhqUCNKkOo64J6iAak+oaaGd18bhg+4fqHcEY9WqT6AhbR1qpNeqY0rBS2cRzevI3ITeqgGxY6hgsmVOprCo6BjnSn2qPw8yAhMo4hjQCvRBVICR9PdUhJpDJF3NkK8VDq/iDIKLPA/CLAJ7DzPev5ra2Dy6X0ZFGbjvlpFcrLxNGWIL83kkVMOV+qkUdwiCPMC5Gr1nsF4TKElODiDQKdMpi58aaunZKXQzI4tAY7PZb4uhIozk3AIQqo4ZR0opRE7AKbg2gAVA5cilIfWKcSBHIZRC76QblOBZYLIrzYFWL0ODHvl4FM35Ra4t+ox+KShFRTN3vga5xEbZvcsnMDRG5PKEKwOtdnhCAs8x8Y/kMyXO+m4jeDOAvYD41f4kdy8ue8xePFlNIo1QZATv+WrXRq4z7tanJqAhQncqI2obmI4zImIQ5n/FYYCaMJxxeRVwgrHWRENbsueJV+w3mMgJmUhSb87lVtnhSp7Th2skQVLe6LomjhjmPnVSNIo1AT210SJFHfx9DoWtjSOUWgogeB+C3AXwTM3/oqO9nXXC5XM4MVJV66QAAIABJREFUJAgtTOQv5hBP9EvIEUWgryrmVpu9wuSJo4JGvyA0V+RJIwCjcLrrJ3ImpVNpyXgrJos5NdL/L8SCGVfm4UITocw12sr8/2U4qhxnkwtNVTduUNt99x1kHiOQKLeSQM8h1V0v55AqFh7C/hyQRTNWK08aqYIPS1UtA4qg41BU/zrs2CWiTg/aChfWhwCAw0VDchhjDbamn3ogTyhqf1am/Yei5z8I4AdXc4ebwUwS14OjcA/lwwZ0ar9r0Mb8hrUKVEY5CuXGSF0rqAOx09VizISn0l598hRrzo+7u4Ii7Seih6QKOdqV/qUxVAyXiE4R0Zvs/ndLUwwieoVtv5WIvmYV9zMG26QiprBs+OsyrqhxeY3e/kJ5jaNEalKTnTymzCIKNvmxQ2DcBnSiX1CjUTqoRpOgkovWiEKwy2FN1vVE9OsA/hzAtUR0FxF9CxF9OxF9u+3yAwAeCeDniOi9RHT2OI1PzF1JDeeQ2vocRuVdM2X+YimM0N9HadFFfg9FWQyn7HGlDGGzpI0Vdc8TGyByDe05dE1eZfS5kVEpD1nCI6cuOgKYUhdlpECqBqNEsF/18x1ZwZfZiMmxe/0xUuGp8v8uS070+hUUYdbwiwTyuzuUn1jcH7ntdvfbv49UHc+OLJrX7UhkYMGfUsDd+ROErt0Np9RJOE5jk0djJvgnbqK/ZhxpqYnYLdVursQGIELQR4JjNdGO46lajDN2C9l3kIi+AcDPALiHiPYAvJiZb7K7fwXA5y9zYVEM96tgkspvIqIbI1vXbwHwSWZ+AhG9AMC/BfDPbdHcFwB4EoBLAfwxEV3DzPPy14qxyjzGyViTykgNZ0ltCak8xpTZTU5l7C02SNfUWGkE+mqjvxFZGDxBGgsq48ryGFcMZn7hwP6XAnipe27Hp1twzMYnZ3ojDW8AJPMXi/ef+N4kwyoFKUqpihzlEQIF9c4FmjYppbFTMp3JDkEQSKAr35FRFyWBk6Go9uK9GowpODIjQ6tcaGpKZfRGOBPCUlkE3DoDnKBfwvjG3Ru7kPTI+IbUetwSckp1iuCaPMZQNdbmvwZSDKrs526PTGj0iFuOyeJhie3vCI7l3Gk2vdk4YoKVIuorD0t15jcJlVHmM5Zy44uoaxA6pXoluZgzNobS0t4rAXwBMz8VwEsA/Eci+md23ypmnWOK4T4PwBvs4zcD+EoyNmTPA/BGZj7PzB8GcJs934w1w03uFq2tHEPa9CfdF1NK5wLq5xTCOlQvLdeWq6lWVBnlir9QGntqo7zWQI3DFRSq3gUcq/FJgzxZ7BneJPIXPelI5C96BdIXXe6vEMvvnaujmFIVgY4sOnXOKIHh5va7/kNKI3tFsU8Wx6iL/t5tKGqpBqPs36vFuCJxS6qMjljK//lQfmnve7mG72mppIbvo4UTqg1r9uGoDRuyqLtNRa9VNYgUbvEZdZsNk42VUOkQfG4hl9ToOiO3NeBYjU0pzJP89YH26qQatw6FzpNQaX4jIFVGAEHt1VE4prmLC6vCPHHbMpQ+gTUzfwIAmPk91p3wvxDRY7Gal5IqhvuMXB+beP53MGFpl8HUYpPHXoYtxbqcUqeqfqswvln2HhbCGvMZY2fUlFNqTx3U/fIauZpqKZXRqYhxPiPQKY3mPG4yLRRHoGegkczbKTgoLksaj843J8CxHJ+ShjdAL39RPpbhqA5j8hdTizUytDR2Jy2FqXvS6GrzifqFOaUxOF4qi460DqiLcd6i+86l0gbCfOJuLLQ3Cw2hMpqe3vxmkegImcfIFfrfWaSVxqDERgIuj9G5pcZoI2V6CuLPlXwtTl30+4VRErUaXFcmAmPPfR7Z1H4dOcc1n/vDyfe8pTiWY9NMElePmHgMkcJlc/+yKiNglMb9vagmoxv/CBiKzFIE9/GeazEeT5To/9/LGHw7AD4LZoXqSSu4duqTFw+muT5jjjUnIHqZzXc6237m01ufg7gODJHVuI7ZIv+jTmUYOVGZmsfozrukO+pUxJPFXn27Nj/RSqmMXf5ZQml0bRySsp4y2CKtPErEKmRBkdxR7Pz4JMem858659tjw5tS/mIMl3dm+gzPTZ2qCHTKoCOLPUVRjdiE2ihJn7uWUxq92mi32GzH3U9JXXSQ4anxflaRwiie80C+Y3ffqbBvcxLVCJVN5PSZ5/08RiUV4QidMmz/tuTfe2C5cHKOPiu96Ai5X45bsZqg2Uwo29ZsNt/JKZAyj1FlPqMSbav8593h/KLhK2vKr14AOz82AeH4dKAfNB3n/MUjx6qVRj5sfH4qmtab3/hIAnltEY6ere0bLwjWxyt3cRl1cQvGpqVQogb/GtHgwsz/AODZAH5sBdceKoYb9CGiGsBDATww8lh3z69j5jPMfKa66CLTtiBp3GayuRYFcwly1ikV4blSNREHw1Id1kwW41IhKXIY7B9rdqPDtixpBHohqini2A9fy2w5HA/yuPPjkxyb9h96gXdIBULDGwDJ/MUx4aglBEQxCiOVqqIjg4AhbrkNgCeNXFFAGv01LGmUxNGFofqw2AnqYpC3qLq/JaIo+7pzOgMcRyLjsd69lhxiN9gghGuAuA/V00TG6TQO6Yyfp9Tp4LoDtTyDuouWGHdkke3W2lwn7Y+JX68MRSW3MNZSUgU9OAY5jDgGY5O95258otMruO0ZElPVxbHnGYJUiv3jAfMbY35lr2fHg1GopU30Fk+gZ4xC6R18A4Cvt4MNAICIHg3glwH8zyu4ti+GS0T7MInYcT2jGwF8s338fAB/wsxs219gncAeD+CJAN4z5eLbTP5WhVW9Rr2E8rhtkKQu51wY90s979vOZx73VIP4eUcaU2oj0CeO7rjBlaipRHIMWNzflG31OJbj06HI4woMbxB+duTjUjhqKn8xVhUBFMki0JHCVP6izGuW7qIxaXTnd9d2JLGXPykUTnfenLporhOSxd6+iFTGOY05JJXFgcgIpzICmQUnQexTzqT+eWExRxKttlV+S/eNme/Q/SO494D8SeW0bc0GdCpjnMc4MUewOQ4/MAbHcmxymENTV4+jcBD1anEj/jbNoMpYglz8TxFE+Tpn19TdQ2mE/gIAjwfwl0T0FUT0L2EGlj9HP15+Mpi5AeCK4d4M4DdcMVwieq7t9ksAHklEtwH4HgDfb4/9AIDfAPBBAL8P4DsXcUiNJw9DfWcYLKM8biumTGxKymMxDHWANMbnyhHHVA7hpJCGVZHHo8WxGp8YoUNq0vAmYXojUQpHTa0I58iiDEGNiaLpn9gi4ihDVAOlUXVKo9zc9SVZHKMuxmQQ6EhisG+AOEqVUSIVHZlTGqXKKMNSVTNufFmV8c0i+YslUKAgGqLochi9ygjzGUvlzAZlNTKQCyXA4mGpcRmPMdsacKzGJnvVORx1hRhSBamqeluwf0myFZP+2PwmRqwyDp4/U1oDgHFKPcpSIkeILTDkWgrZTx0zfxLAt9vB7o9hwha+iJnvWtXFh4rhMvM5AP9L5tgfw2rCO3qGCDPGQdfW1GFR4xtFydUrrhRStc1yKIaxLoAxRjgOSnfmN4HZjX08ZHgUFOoGvBmOeWw7yYmjMMeJwYlbnFp2Y1dwXMcnWWZAhhRKh8seaVwkHLVAFl27DzMVRNHBqX+OIHT7LGkE27FBPBdlN1K/PCmyOKQuumtLshjsE9/H5HMVPnd9NADnKcNqwPjG/b/j8hkN+zB6ahlKEdgWtXdjA7m/GeMbaikwsOKWQBV785tVwn1+nFodh+iTnTTK5wwAVe3DUqlR1kmRoFpGG6XMuVqMrM1r0ZrQtAqnjpHYcFzHphnrQUz+cmRqHSUokuY3MN9tKGF+I24xWSKshIFQ1Lm0xu4g+04S0cOI6LUwttDPhrFmfisRfcWmbm7TGJP7sgtYRz7juOsuvrKtC/lB60ZpMljMYxyZsxi0yfyzSGk07aHa2FsBL4R5SgVyrBq5CLZhFf84jk/SITUwvEmEpsrQQWemAnRlEHLhqMB4stgpjWYMdCY4Ms1MtrncP6c4xnmNcdmN3ibCUIP7VXl1MUUWxyiM7rwlhKGrMfFJLGjZMhNxWOoUG/rUwhtrZPMYF8GU7333uQqJIpoWaFpPImM7/u5a08eAg1XVbDoiHMexacZmMEZ5XBWSKmMuLBWdygj05zMBpNGZ9Kw4BuY3J1UZdSi9g38B4OdgQhYaAH9IRE8F8HNEdOdQoe1dx1SSuGukMi6t4QpZe1VsUdUQZlKnWmPBLEPhuDIr9bpWvr7PUYEyFtGqSYehAeHKmmqFypJRGf1x7v+qu/9rXILD2/1HaqPr4xCcOzXxS6iHMWlMKZE7iGM1Prli79IxkrXqkUQZmtrLs23TBLFkUBCTNEkWzfPIWKaklrdiHFEAbGkKAFBNpzQC6NRGgTh3Ut6H2d8ni/F95UhhXE5DjnP+/LArqMH3jYDM/y82upHtbWWIontfXXkNagEkSgy69zRVjieHlMrowlGTjqoFolhyTfUGPi5vsWlN6JpDbT6nqqmgtTPD4R4xHQqzOmgrHOgaF2Ex+33ixX+zVoxjNTZJzErQ8pCkI8jpm0hGli2x4eBVxrrumd/wvlkgciU2gusPfNe4VqAD26mugfZkl9UgXs/i+SZRIoz/JA6hYOb3AvhiIvrW9d7W+rCRuoFbjKD+2Kj+luRV5ZpuxXMs8D+fGpa6DoTELh+W6vsnJnxxaGqJNPavKVbqEuTRtEc3MYJEbkkdxWVxLMcnwBiZsKZe/iIQqtJxOOqQ2Q0QqotywSRF0iRZ7Ird578DypJB7Z8DgFsk6kij6ZMKRU8onIlcxeAYEco5tg5jTBpj6MrUZIxzfHUFVPH8zOUqirqEUARXm5AaBlWdmmtfvA9DjcNRATEeaEouALmw1HUgO8bHnyVnlIHaTyyB/uKEavspUSQU07ZVRlFfkXq6JTh2YxMfj9+M3UGsxjXryR91dRn9NeLw2EaD951Td5eXnZoL6VpBHZgBJCSLFeAeHxOnVNqrj1HZ2PEo5TBm4+2Z+RfWczubwUkkjVOJYvY8x/h/N5YgBiqilSVSKuMY0gh0fYC+2thds08e3bViDJLIJSabxNNC2taF4zY+MRvjj8DwBujlLwLpcNQpZjcSqXxBAD2iFhDF1G++7voocKc2mruwXTggjb3/gXBkjcliKRQVKJPF8BohaewdI75PujJ5jLoGqsLieC8cU5tyd9QweJ9s5Ib5nyhFRa8pmb9o7idNGv3rsSrjVKObXAmgsE9Krdaduti2fmJLbeemqNrOKbX155r2u3F4VHkVK8BxG5tmrB+BupgK3axrTxrXmfPHhw1IKWNSo5SJHtDahsMTVKOTpdE8FAFyMVDZEDbAnLOxyqh7LStSSWdsBrsfVLwgZqOb5eCUx6WRMb5ZJdwglyKBquWiamL6dEpLLizVYcjsJiaN8TljtdEhRx6BkEC6c8QYDGWdsVVgW7TdvVOyZl5gcCPURdJh7mK2sHKkLvb3Z8hiwvQGsKqU26eFQocuzNOQtH6IaowxJjfBvVZ9sjgUNitJo2uTrysOS50CajS4VlANQ0ODNPmwVAe1hPENawWKCsDmyKLMeVzFIk8w3rsJa9OYieCpPZvPqAHIJNf4HGTeg8w1DtrK5/Iudo/z2LYuzOGoyyMXjupRyvMTpHHVmBqWWlpQ1zVBHTBYKZAbAGJlsa5BOIGfqd2ufV0sq3EisIrcw13LX1wlVulPEBvfrNr9dBGEK/EZZc+NiYnFh6QBTsrsJgo7jI0iSnbLY8pprNKAZqo19LwoMwwG+dC8oKaepuB9Cz5PiRzGKci5kfbIooJX92LTG3ce3+77ujzcvhmOM8RJbZIsDqmLU8mi3D80ZmuhtJq/Q+Hobbc1nVGEK3I9qbxGwfjGP18RMRq6n96iQ9OGddtam88oJn5xOHSqBIwz7mJNaFuFRquliOKMGbuKozZSCUhbgpAGERSaJ/tPjDG+Oer/wRSc5PqRJ/eVCxznMMtNYer/8CiNb1KGEnLFrGR8E2OMyhiHpgZ9ovDT+N5yhjfx/7r/evIq5K4nXp8EOMObOHTQK4pROGpOXXR5wFyprKo4RBanmt4AzkurC1EN8xoBJExvAEwii/ExOeMbeX9uf690TdRnFXDmN8n7cPdQ9/dNMb5JISCTkVLdu48RSOaSN43Jf3IhqY0GtS1UUwVhqLK0xjzuzJhhMKQuxvt92KZVGY8yLDV5TBxx5h24j4/xzdKklhf3AdkWHL2Es0lQfjKxbSrhqn5cN/26limtsW2QA6D8oqdUw1hl9IpQShlC4rFUGLNKYl4lHFL1li2lMWO9YCY0Vl2UhjeAeE8TnyUfjurtzvtkMbhOotZhCjFZ5JiwpbaAbCJQG9kTQHcf4dgUl+6IyWLyf1aNJ4vyNchrpvrEj+WYFpNuR5QAS9xtIfuusL3uyLx1EA2OT4QZm+Psgy0JYcqVzfA2/LJv9DrjMW/ot+1AVzi/SOgKh2PkUZX8OZaYXW+WRopw+LYCWcy1rRp82IQkNPH7EZTXGYhoCZVFmcOwZZPtHQcRPZuIbiWi24jo+wv9nk9ETERnovbHEdE/EtH3Dl3rRL5zRce9if+RbSOa24JcXuBUQjkUlrpM2Goqx2swRCsxSHoymTk2OdFv+49dn1Soaok8jiGR4bFLkMd5UrY5yDDj+LNjVcZYXXQY6zA8ZDADhEQRSJPFoD0ih6kQ1bhuowx19fcgkAtFdfvk39I9xsck/ycLLCSHBMmQRhmWKuHU4dGIowVsbuKqwlIno23NxFKaVTQtpPENEP9PonNoo3xyS9Ca0LTKmD7NP6gzTjCmEsNVEcleWKqzNrZ5jG4zbfmwVG1dogNIgmjna0E5kR0M8dyWEFoiqgC8BsBzANwA4IVEdEOi32cD+C4A706c5qcBvHXM9U7s6FxciR5JHI/bb1tsob8KdDb+hU5igInzGJfCisx0UiSyRCxjlVE+zrkTDhFH2ZbLCyyRtDmfcLvBgHdIdYY3Ln/RQb5/jnCk1EVqNVTD2TqBQF9dHCKLQEQOq5C45RRHmduoKwrURrk/bAvzJkuhqKmSGrmxJqVGSgIaHCdCY0fD1Sm0oEb790DmMfpLtKFyDLjnLoRTqMzuM7FlEQIcvWYgXrhA8Hgef2acdDiCFKuLQ8TJ70/kAa6FwCSiB+I5VU5l1H7eJwbVlPHNlhCvTWENC+1fCOA2Zr6DmQ8AvBHA8xL9fgTATwI49/+z9+7R011lmeDz7nOqvo9EIsQECAFDCJckIIYxQE97AREdepwFuMbuBtoRunHhjWlnnO5GlGWrrTatM6Jr2mmglZGGcRSd5eqMQiMiiDMjl882BEPCJZFILhKCUSDk+36/OvudP/blvHufvc+l6lTV+X11nrXOqqpz9rnVZdd+9vu8zxtcD9GLANwO4OY+JzvPKM8wdBok9Bh8nBfoHGBNa5AyNlKz/SphRpbSn7sfdRxlHEIaU8RRaY3nfOJm/MB7fx/ffOvNKFa6k0B2RSFT+82YPoLP0UcWo+/RKiSLDinSGOYk5h1JGxLUiCQG7VIGNHG0UUhUZcRR5kx6soiQLCavK0EWfZtMdLHLHKetX2/0g3LwFEi5qnogpdnLUh1SJjBJY5geiKOMQ6OOvd1oIyt9xRrPPP4MXvrl/4xnnv0LKGeA47aLe4n7zT79ztGabmqzIdeMKWIQMVKquewILleSI/UAtAbFBVW7oKSUX8pTT67xzQSjoZcD+Ix4fadd50FETwfwWGb+3Wj9hQBeDeAn+55scne/a/SpT7gpOZxqSSmt0s6e2fbFfpJ2uVC9JXabIGUV3bauy5TC1WbsZXZj31cuDFn8lV9/I5521x04fXyEs8slPnL5Ffie7/pe6AS7D0xyWsxwckYfQzEPsraDyucw1oY3Mn+RxKREQ47qauCtaqLSkAYBQQ6eHJN31TrskyOYgythERvf6NhAQXxXY7KYiwSmSGoKsalUXLKmYS5VmfejsMSvrRajj/AKmRYXBaiqgoGSq8cId9+OJCb+hd17lutjZHkNrghU8HCyWPT7LRvZf91QscZPf+GdePLqXpzGCuceLHHrlz+KH7vqpdDiPZCTbqnJLmPIU99cpRWOqgJHusSFmJY5BhE9H8AvwdQM+RVmfl20/fsA/CBMQZYvAXglM3/MbnsagDcCuAjmjXwGM58lopcA+FEYgcHdAL6Lme/b0S3NmALi6GKOHCplSNsW6xZyVXkznbi8RnApK/blNYL9E6XWuLT/Z7HxzQnOY9wxsb2EiM6I129i5jfJy0ns4z8EIlIwktOXJ9r9JIDXM/OXiPr9d5zcT21NdBkdzJgxVIKaizIC7ZFGd9w44vhNn7gFT7vrDlx4fIQCwIVHR/jaO+/Asz9xS2euYlsUUp5jzi2cFvp6SpDIf3NyVBldBFBHviL5kJSguucuf9AcME8WO+WnfdpGMlQXcfQLIolqgiz6689ENLsQk81AniqOH0Rhh/xLruyPykYZnSzVfUaA+cxiEy2pPhgj0jho38x9A0g6615/7g48eXUvLsAKCsBDsMLV5+7B9V+8DQCCyb3GfSb60aoy5WSmip55Qr/OzF/DzNfBSL9+we5bAngbgO9j5qcAeA6AY7v+lwB8MzM/DcBNAF61i/uZsT805KibHGubxCU2skrkMeaQzWN0xjeJPMapo/Fet9XLbAMPXID7mPl6sbwpOuKdAB4rXj8GZvLJ4aEAngrgfUT0aQB/B8AN1vjmWQB+zq7/HwD8KBG19kHT7aW3iPOVNO7qHsaS4+qy/4FS5jbbrtPYJkut88bc63B7H9KYI47XfPYunD4OZ9hPHx/h6r+6O9h3sNnNhCVYXU5f1snrvUT0Z0R0ExH91/u4zm0icEiNDG/cIuWoofumlaJqzjtaWrCXg0ojmpxJVYL8Fc1Fbpf7xbJWuU0nljiK2Ja36F4Hj4lrS8poe6YadPWp3iF1pWuyuJIuqRVyRjCxFL4hU/V9SfTZ9CCHPAIByznoXnV8H04j7BxP8TGu+vJf+deB0U/GdKsNa9Vk5K1JUjvzhJj5C+Llhahn+b8NwE3M/BHb7vPMXMFEBgjAhWSm9y9CONCbcZ6gi9g1ootl2Vzkdtdmy+DjVTqP0SJlfCPVWEPyGE8SeZwYPgzgiUR0JREtAbwYwA1uIzP/LTNfwsyPY+bHAfgAgBcw8xlm/kax/hcB/Cwz/9u2kx0kYQTypHFs0jVFIjrWNW0rt3FU45sMPNFrMQbxbQcWRO8ijbloo7uuWx9xOc4ulsH6s4slbr300WlDm4FmNxsRxy0MynrO4L8WwNuZ+ekwneL/tuYdTBRxfhw1k+A1/HeqlkHWkStJFnOk0Y3DnRy1LbrYIHwt/WOSILZEGxv7ZCKGKYMa+Tpo39GvJXMdB5DJXpDSeWmAI/IYY+Obfse1g68tTfgMeQ9uO/UInI10tOdogdtPP9ITaACdeZtuYoQFIT7WBY5SxSv3i848IQAgoh8kottgIoz/1K5+EgAmoncR0X8mon8BAMx8DOD7AXwUhiheC+BXt3cLM6aCVCmNgCx27b9FcsVVlZa8yjzGIWaCoh7j+ZLHuDbWcJjvPCTzCkaZ8C4At8CMkW4mop8ioheMfQsHRRg5GpO1mT2Mcr7z+Lu/D8iI4rrRxRz562NzXztUhseKo4wBEqQxbht3EH/8+Gtw06OvwAOLJSoADyyWuOnRV+CPr7omuU8bgYyvPyaOE0Efpy+GmYUHgK/EeTgbHziktkBVQo4qootBVCuClBZKOSoQRhdTZBGIiFpHFC+1byra2LkkyGH8OkUWueDGIveV9xrcd9xf9+1i3PvtyGKlfZRRylIB0XfEEzgNiWraKVVikyjiYFKsyEwQlgXOnH4cPr54JB5ECQ3gQZS4dfkonLnw8abpKiSKqq28hkVVKaz2J0u9hIjOiOWV0fbWPCG/gvmXmfkqGCOJ19rVJYBvAPCP7ON3ENG3ENEChjA+HcCjYSSprxnndmZMERvVV0xFGbcITvyHDIGUpTbqMe74XkbHDqK7Q8DM72DmJzHzVcz8M3bdjzPzDYm2z2HmM4n1P8HM/3PXuaZ15zsAFxz88cYGCHW7fgx/holWpOSbOaSSo6Go18xVF1HcNDrZ19Amv7/57qhKRG80/ODTGeG4tkA4UKUKYCh873/7vfiGO27B1ffejVsf8Wj88eOvAUM1zDrkfhLSZKexTjf33wHakrdTM/jPivb/CQC/T0T/PYzk63nbutB9QOYw5gxvXP6ilKN6uJp/voi8eeRletZKylGBOrpYbw+fp6JzbZBGT+sgGUmMr7FBZtvKiAzo963hDIb0/16O6jrC0gyOqtrVhlYMLF3kzZZMWdSHcJ/1vhy45QRCYfmQLgBVEnCubqdJ4bUP+3Z83Zdux1X687hteSn+9CufDE31hVPDfj98vo3/VsLax72Pma9v2d6VJxTjNwD8O7HvHzkzGyJ6B4D/AsAXAICZb7Pr3w4gW3R7xslENmLWFl2Mxzg7MPxLYrUCFqU3vqGVBlvhU874BgjHd7okqCMGKwVSCn4GvVDAyhBmtn3mNg19xgAt6jIghyqhPci7HjJ4ANb7EzrE6GLufTzJUCtDiGMi6QhhimD2IY1AkzgCYgCvFN5/5VPw/iufYjc0r62PI6o8ZkxQ1/mstjQo6zOD/xIAv8bM/wsR/ZcA3kpET2Xelkhv93AOqRLJ/MWKA7MbF10kUc4hJRePDUykHBVIRPYiGWqXucwmkyzmmsW1xudMSFuDdhFZlK6o9TFNvy8nA2OX4hR0AZB25Ud6yrFWKzMoKhWoqvznakijHVAtqJHfJ9HllLpt6BJQx4kNZQlNCh+64Ep86PixwKIEUfMC40nBxnusTTSdK4LWhFWlcFwVWLHC0To5jNuDzxMCcBeMJP6lsgERPZEzaq2IAAAgAElEQVSZP2lffjsA9/xdAP4FEV0A4AjAs2FcC+8CcC0RXcrMnwPwrTCSshnnMSSBDEhHjiy6dZU2bTL5hLsCrTRI6exEZBJReQ1aCYJ8dGTyGLF5VHPqIJz88fFBEkYgTRqBzYnjIRLFGMkIIvZLKNVKDzLZWQe9SCOQJY5uP4f4u5T6/gXRyY7oY444TgB9ZvBfAeD5AMDMf0JEpwFcAuDenVzhlsGSMwvDGweXv+jkqGaddUbVHJDF1vMUFJTT0FGkMZCOZkhafSx7HTH50s3vnyNprg+Q+2Yjm2uQxcY1yuvQYb8v+yNHzOL1srSGed2iVJW1CIsCqKyrYOGiv2bWyHxOBFWZICZVQIJvtaMioOCgvMYY4AJAiiQC4KIwA75zsPb4NprtBsEr+x2MTH5CWe3JGzQx88q6B74LpqzGm12eEIAzVvr1KiJ6Hsy7dz+Al9l97yeiX4AhnQzgHcz8ewBARD8J4P1EdAzgDqSt72ecB8hGpKQss0095UjjjsDHK1Ni43hlIoOFApaL7v18/07QUNYYhweV13ClPWZMDwdLGIEmaQTaSU0sHcxtm2GgC4KqGFxSL3OZYN+SkkXHp4BclFFuA0LSCHQTRyBPHh26SGQqehhHUTaJnG8JnTP4AP4SwLcA+DUiugbAaQCf2+lVbhneIdWiLfldVYiiixyarKBo7ZNkJFGL3EK/vYOkBcfKnGfdyFgqb1KuD7flyWLquAFBjH87Klyni3Sd2px7qIeLAgjZGa00sFRejuqgKoZeuHxFQxypQINIQ5MnnruALuroIiuCLqmuQ9kjfzzu7x059ttt1HzUO+Lt9WnM/A4A74jW/bh4/kMt+74NprRGvP4NAN4w4mXOmBB6yVH7vI6jihHJGlvK2ajH6K+jApZytjGt6ojH0A1ZalkARzopS50i4s/xUOWowAESxnigMJQ0yuNsE3MO5e6hKoa20dFAfhrJUlPoIo3m+FGds4g4As0BauwD0Rll7JGzuFF+2RYGZT1n8P8nAP+eiP5HcxV4OXPf6oUnAPJOrEOqQyp/0dddtNFFVHUpB05E0lmRJYZxfax0dLHerz2iF8NJPvugLV8vRxZDMxwOtsX7yvOE25t9vtzXR0J7fs9ppevZfznwEbJUoDR5P6fMJrUCdPeEffhbrchIt8CtEckuM5yGuiaOKgbE3JzRo7CNi8IMKlvOEzvAJuvbVgTWytdirLTCUVXgSB/c0GTGeY6sHBWoJ2FShipOilqYfgSrlSFZwO6lnNYp1fQx7RNnPsp4VOVlqQ5Wlgpg0nmMHusY9mxxQmtXOMheeSzSOGNz6FIl6/nsErTiZIHq1n2iKCPQnzQCGeIINPRuqQhHG4lMkUdJHPvkbO0DPWbwPwbg63d9XbuEc0h130TpntnIX3QmNy662HbcKCLEBdm6h01JvtleE8cUQYvbOzjJJ1ATx0CGGslR269ZPO9JFnPHDeSvUZQxuP5NfxPOaKiqzGcoB4hVBYZ5rSpDFqXrch/ymMMmslT52TS2CbLIhbXFP4KJEJxrtk9BrcLo4rZrwc7/2TOmhlY5apnIY3TbAEALCee+onBad8phU6kA/reo7DRXUpaqTR5jhMnKUifmkLpr7CGVfhqIBwupWfN9udUdLLqkXiNjyODC540lBucqiAaFlvL1+nBAqqp6CaATS3w+HS4SKRmjfL3tAduM9SC/VfIzks9d/mIgR5XRxVUVFI3vAydHBcLoYlOiyo31KdfSmmS6khYR+Uzsn1oax1uTLOaQ7O+jqCYAH4FtRjE7onj2c/F5jBZOqtlwEc1E37aJhlFQLpdUlmRxkwy2oHjvummNfsrm6GbucYK1GGfM6I3eclSgKfFuK3S/a0iSqocNHEyfbX7fzr2elbJEWbw/+77HHpAOqYeM6X9SYyKuw9iTNM7E8XDRRq7ktj6k0WxrRjKy5NGhg0R2kUf5OnddQxCUfOi5zOgGawVZf0+SxqSbpnZuqZYs9jBF0KUgX6pJkhoksLDkT5C2dJsM2esgjsnIliSVGTlsjiz2qcHYtz+P/x/6qCS5qgAnqRKDLWkGI/P7GhM7un6s12eIo5SVauWXTdCMFLhaatSsq5YZQJmot27kMcb1Jj0qAmvytRiPp+WQOmPGxmjIUWOS1FabsK8xzg4QT0bG6jAuyS8Oviaj6D+4tMTR3g8tSv8eTD5HMI4MD8BJHzcdHhVqmVU1r9Pyrpk07h6b1lTcBG0yvz5ulDFp7EMcgZA8DiKRbv8EeWyLNs6YHmJXSSCdvxj8ecui8QlwSdn82wY5C8ghJ0lbbnHtmmUxODyGSpwvsS4+rzxm6pqS95cgjfJ1nLMZnyNs37NPkqRxVf8ASXw+vo+Y2O9QR5+dDgi5fSFzruTgKZKRkebefd/G4FBh0XeZMWNbaCU/ZRkSQF+PsQgXt839znYki8zlEuYULHFaD5fUiDI28uuj/mOO4k0be6FBRHQxEb2biD5pHx+eaHMdEf0JEd1MRDcR0T8U236NiP6CiG60y3WDLmAD0jgTx5OPNsKn2rYl+s9clDF1njbi2DZ4SZHIVimr208Qx7Zo4yAcwKBsL/2T+6r4CKMg9v6xzl+UclQjRV31znFx+YsNOWrR7Av95RUhKctFCkMCGUUV4/WZiGNK8hqTxdS2NqTqNA5xWB0DQ6TCfh8dPo6FFHGW0H6QJ9a5AWHhBrP9B66q4kY/QBVaazHOaGLvY6cZnWiToyYJZFmGZLGxPbFuyzJOmT/Ix83/lqF9mS9ppqgpSy1UtrzGeYU1xk5Tw7565R8B8B5mfiKA99jXMb4M4LuZ+Skw9dd+kYgeJrb/c2a+zi43Dr6CggPimCKNM3GcJhRrPOuvb8U/+sx78ay/vhVqhNrtbWU/0vlFadlpijTmiGP6uP07jk7y6Nq1RBtnJLGf/kmQRfcYk0aXvxjIUX100TZahR8s+/yRdJQxlbsYSFELNIhiCiny6I4fHrsZjczmMUYkVR5PniN1Ddk8zA5znK58SD+THks0YfqmZ577NF567kY848HboVbWfjSOvNk+QUWfbyu0lKD2aC+vOfq/C7ZJEi7eryCymLhXAFlZag5THQidIOx/7DRjEBrEJydpTBHDtuPuQLoZGM9EpDFV9owV+QWIooyRJNXLUoGaTNu86KnKUv117VkavC/s61N5IYDn2OdvAfA+AK+WDZj5E+L53UR0L4BLAfzNJidmAkh+zwv2A7Vkba42C3bxnZnlfcPAtnzFUCjW+Nc3/xqu/uKdOK2PcFYtcetDH4PXPOXlWC3GnZFKldFwJTbi7dJpMOWE6u41Pl78vckNxrvKaUjSmKr36EijVuZY2y4Lc8Kxh/7Jfi90/X1yj+6zlRFuP8ProoueLK6AYunbuahQKCtE0swlzGNMk0VzIR2/W03iuK5tTYZrt1SZyxfJmRJEUF5j3KZtAi9w7BsAVvZ90wQq2NclzEGxxk9/4Z148upenMYKZ8+V+Pi5j+G1F/zDqAZhWIuxXh+9Tv1OXWmNkWoycpHogwoEZTacW6ox+tHmtbPGXyFJGtWKod2kRtW8XzlpNmZtnAMgo3sbO83oRmvpjBiFCqOLFvGkDK20IZMr1AXv94W4FmMLWFFg7qVLBWhu1mTU9p4yUcZ9uqUmo5wH7JS6L5r8SGa+BwDs4yPaGhPRMwEsAdwmVv+MlVu8nohODTk5x//VLZFGs66H5KlFWrUrnI9/lnEe4zPu/wSu/uKduEAfQQG4QB/hmi/eiWfc/4n0AUZCnwFn3CaVf+hlhRmyPCQBOheFbEQdE9HGtWf6D0CSij31TyxIonyEII2+/iLgXTiNLLWfHDVdPiGMAmb3U1yTRRexiheE7ZpS1Zqo5qWsIRHchCzGbRrHttck34v4XPU2WUvMTTLWDa8/dweevLoXF2Bl+iascPXxZ3H9l+qvhZyVdxMAUgbvfzMZVUADQ51Uu8i+b2ce3D3HUVWPnnlVZPukIbUYZySx17HTjDXRRTJsdDFZQ7cR1RevJ57/x4qaUcZGLWAVmt9MFSMQxdn0JgMi+gMi+vPE8sKBx7kMwFsB/GNmL8R5DYCrATwDwMWIZtii/V9JRGeI6Ez1wJf8+nVI4zqzumMTyPNeCttRWuMJD9yD0zqcYTulj3DVA/esdbrUj7ItjxGIIj0JuWl4rLxxjSSPbSRSHrutQ0kRR4+MRPVQMYX+KeibvvCAWZchjc7wBoDPX5R5JNxCGp08yEXGZf5iLEcFmtFFTxaBhJQ/6hclebTEMSdTzZbP6MhlbJXHKg6XDBopCD37Vc71T4XCVcf34TTCz+AUH+Px5z4HACbndELouuf68wlJIxdFnceYQNd9+v5ry2VDTiqm0DfZ/X3/dNy38OYBIxVdTLqjxmY3FgExdHl+Oew6yiVLamTKa/j/maJe3HrXd+hSefMbL0t1EJNPU5alAjjYKOPW7pqZn5fbRkSfJaLLmPke26ndm2l3EYDfA/BaZv6AOLZjB+eI6H8H8M9aruNNAN4EAKeueCxLiWmXPBUYJlHtA/cn3Wf2ICWRPR+hS9WwZ87hUxdehrNqiQsEaTynlrjtwsu2cm1Z2WlGmuraAeGALCkZzZwvh1T+mfwe+e9W5dpH8lgNP0WktJGnHiqm0D8FfdOVj+G4X5EOqeY1e9JIFXea3cg/Y+9U12Zqo8IIW5IsIq24iNdRRXV/6qKNXpbIvo0kbs2+Nn+OJFFMQbGX+UopbKoPZyfXVv36XV0SCjF3ddupR+DsF0tcIEjjOVrg9lOXNi+rAvSi+xzbQHx/fnLASmA50afownQd8T2bgW96GEErDmqHpt5Sqghs6zFuWlqDeJqz8kMxhb7JtvX900V08ZjK4RlALUdtq0moFKA1uFSm90wZ71lSmnM13RirFbAoW8s2cSL1wb12YxDTl9RRxpMiS3XXACCIhh4i9nXnNwB4mX3+MgD/MW5AREsAvwPgPzDzb0XbLrOPBOBFAP58yMmDgUdLpNG0Te+/aQ7JeR8pHBFSlvrhhz8Jtz70MXhQLaEBPKiWuOWhj8EHL33yxudpM77p3DdB9HKygl6up5lztEUk4/Mlo43CEGedSCMhLN3Rdzlh2Gv/lCqr4T5rZ3jjUVVh7T8gGIBwoURkyMkKQ4LYqGOY6psiuSip/OKPk5KqIopkRsqOdJ3HpkzVoyOSKM+7DuJ6lUCCdNvBxJnTj8PHF4/EgyhN34QSty4eiTMPubLzPHkVAgWPu4K8RzcxJo1vuEhY5AcHSLznPrJ4GBOhW8Je+6YZa6BHNKr1t5SLNO6x4D1loowO0vjGqFk6ooyZmoxTwFiRTjehdZIlqfv6VF4H4O1E9AoAfwng7wMAEV0P4PuY+XsA/AMA3wTgq4jo5Xa/l1tXr/+DiC6FGb/eCOD7hl5A30ijaZv+gxsj2jjFL8U2sek9a1J4zVNejmfc/wlc9cA9uO3Cy/Dhhz8JmhKdZ4e8tQ2qYm8t3yfK6NoBzUhgKgqYPmf3dcWDVUka5TW6c0njDFW1RzdneOy+f7IfI0VOqfJ5nceo6/zFXHQx+g76wX4uwtgWXYyIokc8aeau3RFCGc3LRBtj85s29I4qpmAjjXH/04i2ib4+1bZ+LlxDjwCUBTQpvPZh346vO/tpXHX0Ody2vBR/+hVPSPdNFpv0hayjzyN3DoWGq6r7XNr+w3RBKCD7tNr4xsNNTrREH7LX5YijKK0BwJfWmJHE3sdOM5oYJEfNwRJASR6T5Sv2aXzTQRSBULbvjG+MQoHAyhpgZaOM9X/a1iOnm2CPZH2f2AthZObPA/iWxPozAL7HPn8bgLdl9n/u2icv4LUxfUij0hrPueVWXHvXXfjYZZfjj66+Glp8WfxAak3ieIikcR3okrxhhCaFD158NT548dV7vqomaQSaEtVgW+az7htxjkllmxOrI7exRNXLU2cksbf+KVFWw8HlzVI0MFes8XVf/gs8QX8et9GjcGb5hPqjFbO6QCgvlPmLqTxGe/CAFHpykiN4cn1FNXF0ElR5n4LA+eP3/W2kiGLumlr6ZUcOTR9OITnMTBLqEt4tVbqGEgCUJfRiiQ/pK/AhuhxYlKA+jM6ikZOs8wQ/gCPkG8LJUTmSz/v7LcmQY0XgogAVDLgBbUamRSsjoyZNZhKuotbootbr/Y/6853n/dpex04zxoF0Ry2LoLxEHGnkUhnSqBS4BMiVTCpUUp46JZjrrUmjWUegI64dU7UCawVo67ps74sWJVhMhk5BljoGTrqyYjpx312iJ2lUVOEtb/z3uO6OO3D66Ahnl0vceMUVePn3vDIgje44wO6lQ+vgpH9pY8ROqtuGjDICedLokCOP8TH7IB48p3IjcxFRF23cONJ4ng/K9olU3UXpkGq2GcMbdXyEn77/d30Zh3PnStx67ma89sIXBx+RLkLDG4eU9NM9xvULY7JILTpj1qomMJY4NqKNEiLHsBMxWewiSlItIvMZ28olJUpNhNtNtC1YVyqQ9QWhwsTl1nEtpApAJrcx7nfGRCrSCk+MHbFnQxqF/4kZ0Kb/UMzkRoZIVqH0ak6Qm3FS0fo7HyCtzMlSPWkETCTuqO6cYmK1UyRk57XyAsEjVgQN7h9lPDoy5jfuuBOIMnpp6oTksrvGYcVVJRvMWbSLMcRzPnYrrrvjDlx4dIQCwIVHR7jujjvw7E/cmj3FOvmNcz5jhIyUdNfEMLS773BDXYXuqUHbgW6obWjTuEvyKM+TymvsI3+dsWMkajA6SIdUh+vPfjoo4/AQrHD1uXvwdQ/+BbgoGr8X71pXIJJXhnJUc6JaiirJIintySIVHCz+WkUbl8Po8huD/jEuw9FmXJPa3refzdR0jJEsOaKc4x+FtSxTZSYK5fMZ/SCyKAabJLg8vyTcd2SEicm2EiIAsrmbPv/ITT5EbqmNvtL3e+25mnFpjRkzpo6YLGblqAPASgVLA6LY/T6QlMkKcOKyuDRkUhfwZTZacxkz5jd7xwGTReDQCCMQDjpaSCMTcO1dd+H0UagVP310hGvuvqtTKjSGMc6MboxBIoOB+QDjm6ShTQtxDPZNkMg+S+oa5HXEBjop0ijbzpgmZA3Gel3okHrVuXuTZRyuOvtZ/5oVmQiRMLyptzXlqG2mNzFRbFxzRB4bxBEITHH8enmsuCxGTn66g751UC1GN5gpS+RqE/KaA57Gb3fHKpZU7mYX3KCSElGIYNKrovFUOVznRZ7HNWJnnETIchoJOaqLLiYJIhDIVhvYIolxkb0+Eb5gQs2a3kjzGx919Pn0YZQxIMJl6c1vJlliI1NSqBXngenN4RFGIByIZEgjANz8mMtxdrkM1p1dLnHLoy+37btzTPoSx+ys9wQmVaYESRB3LkXNELYUHHHsQx6HXkOKQKaIo9xHXutGgyTOu7y2LTM64ExvAoLYXCdx2+ISnI2yCs7RArddeJmNAMWyefuomv1KUMA+ji5GZBEASHF2ce0kcQQQkMZktLGLCLZsd8eSS2Nfd28tSOZyNtpk+qBSRBV7FrQfDSnS1YOIhdLjcBIh5ZRq2imfx1gTZRtZFdEHFU2+tfYDidIaM2ZMGbnoosfA374ki0FJpNT66NgUKxu2gQ2kr54kdkQZ6z60hSDPCEBEzyeijxPRp4joRxLbv4+IPkpENxLR/0NE19r1z7TrbiSijxDRd3Sd6+A+EY5ns4EsaXzftVfjxsd9NR5YLlEBeGC5xI1XfDXed01ottKH1M3RxvGgS9oZWVQJeVWMrpkgSR43XRrnbiGOWyONM7aCNoLoP2MRsTlz6gp8vLi0LuNAC9x6+jKceegTfBvzx1ybywSy1A7TmxRZlKQQAIpC+6Xer0kcfbRRkL5GCQ5/UE4vEbLkUGxvgyPJLrKab4fGP6WzigcQlplwJD0mUy0DuSn8FnMEWUpxzT0m6le2lQQAfC1Gc8BacjtH+WacVLQRs03kqED9e2oUtnfI1G2cWhTOSPnrxZTWENHHkhpRxiCSKqKMDpOQpU4IRFQA+GUAfw/AtQBe4gihwK8z89cw83UAfg7AL9j1fw7gerv++QDeSEStX6JpfcN2hMDwwBkhJIxwtFL47h94JZ7zsVtx7Z1345bLH433XXs1tKJGFWJHGtv+/LrKcOzaMXXf9fG4ID8Q1qWC6tDGD8IGJTW6kHJBlaUstomYNLqZ/5xDqjS4cdcdu6fOmB7qXFMxGSAjNpWGJoUfu+DbcP3qLlyl/ha3P+RROPNV16AqC++QGkSJinZzGRnt44Ihv+GOLAIIyKGEXF9VyrdnTaCCwRWBlK5NcaSTqiiv0SVRHDL5lutz2/raXGkNV9w+5ZTqURZAVZrZeCdBExg60SXL4iSvtWdpDQ/33g10I5VGP1wSdEXG4TDjekpVBUZhvrPL5vYGRGkNrQmrar2OdFYzzNgHWslaHClLyFE545LqwEoBJUDC8GYvTqmrFbBcGCXBElnjm5SpniutgZKhNbwBTuCYuizNsXUJYOXfu72X2JAR3Q0in1von54J4FPMfDsAENFvAHghgI+5Bsz8BdH+QtiOnJm/LNafduvbcFiEUfxHDiGNf/jUa/GHT722tVZjfdzNSOPYmIoOmksalB8IRenizyOhtfTFioOZdFmTsfO4cb2znn1Ln88pdSxHICVxbCONG4NnorkdNM1MasfU6Hcg7MX1cokPLa/Eh4sCuPDCJHvQZRhZBMLIYkOOijC6mCOLKiPv1Jp8O0ccs6QRCJxUzTVu6Xef6bMdYnfUtr48cEqNy0wUCvKvNVXoPsj36fHb7CKOQxGW2xFO4aK0hnRKNfs03WED+JqMFVCUvv/OldaQTqlTBxE9H8AvwYwSfoWZXxdt/2GYshYrAJ8D8E+Y+Q677ecAfDtMnPrdAH6ImZmIXgLgR2He1LsBfBcz37ejW5qxJnpFuWI5qsxfzKCXS6qyE1RRZHFvTqkROJCuh9uoqkkjK0CDQaWZKAqijMuydl4uS5DWptex/3vnS4mNkXA5gM+I13cCeFbciIh+EMAPw9D854r1zwLwZgBXAPjvmLn1i3RwklRp1jBEngogcFA1bXNSqPZrmJw89QT8YU8Nfd1Ox0xubnVIFT/zWKIK1DNbbSY4+0SXDl+0+04iYluo+ryCG7SnSEpdWiPzwdmBiCEnxiE1ZXgTOKKm5KgtEk9HApXiLFmMt7t9fI5jLFEFGrmNY6NxPy3X7t+LqA93TqlB29JGcYVrqM/DKaw8dR1zhHWx4URkcnIr4ZTaML5pldv262icAY50Sp0Kesq+/gxG3vU0AL8NI/0CEf1dAF8P4GkAngrgGQCebaVfvwTgm+0+NwF41Q5uZ8YGSJFFGV0cRTKpKFwiBMTyBLl2ujQIk8MopKm5XEZ3byLKODXZ7Q5wCRGdEcsro+2pTr/xB8fMv8zMVwF4NYDXivUfZOanwPRLryGi020XM51eeYcYShpzZTdM21x+TYeUKEc2D/ITmT7iXEaHTUpkdKGLlDaMbkSe40kijT0HZCCihwL4pwA+uNsr3D3ieoytbV2+nC3r4AxvZJTc/VG75ynTm7booiSLQJi7mFpcW2X3lcTRXHPCECcijn3Io2y7DcIZlyDRhc3ly0ne7ftvBjz2eVEEDql9nUZjxMqUoUqVxgToEGmvajG+QXseI2lp1GX6odgpdRQwzOTn0KUbXvbFzEcAnOyrPjXze4XE6wMAHiOu6jTMzP4pmCqbn4UZ6BGAC4mIAFwEE2WcMUFQUQwmg33ITeN3k+kbpGzVQ5LFieb5sQqXer3JZ/QGOHEu49I6ydqobPxe7uIek+co2qXDrVinfwLuY+brxfKm6Kh3AniseP0YtPcjvwHgRY1LY74FwAMwk1pZHB49oXDAAnSTxrhNgzQCa0UbpxZpPG/yPxKdrl7nB94T69RXHFJCo3N7gji6/cYGAb2jpgMiqJ0DMot/BTNzf3bMe5oEnEvqwN8gBY6czc7Gz+Am8helHLWOrInvVYIsSvJXKN1YHGLi6NYBLaQRaPSjKULYRQ43JY19J+28kYMgTy6amzSscG17Yq0JHes2OjTa2JxASL8PORl/DKoYtNK9nVJJXLdzSp0QUrKvy1vavwLAOwGAmf8EwHsB3GOXdzHzLcx8DOD7AXwUZoB3LYBfHf/SZ2yCLqKYjC72yHeT5i6sMuY2/hiylI8zhElEOndFFFfhjzg1zmhOtNX/Pz7KaCOM1YKgl9Ssy3h6UUt5bVmSA40ytuHDAJ5IRFcS0RLAiwHcIBsQ0RPFy28H8Em7/kpnckNEVwB4MoBPt51sUr3yzjCENGYkqmORxj7YdWmNyeSobdG4JkY8OEvlW+aijMF+a9ZTXOuaE8TRX2tEGnNRxomgc0BGRE8H8Fhm/t1dXtguEUcV3WdVf5aR4YFEWdbF1IXhjU7klKTKaphj1qY3FDliKUEcY3IYHCJBHN3+8nUnadxwMi1LGhNRtiw5itcJCa8uQ/LkBjrmHOLNtSQyb2bRcSMR/G9cEEJeh1i6fTuIYpsUt94ninxGsmla8dSdUkeRfQEAEX0XgOsB/Lx9/QQA18DM/F8O4LlE9E1EtIAhjE8H8GgYSeprRrmbGRvBkcTRCFii/mISdrzjXOCzBlkpEx2LXZKpbHqEgHFZpuB5QBqFNFUvCHpZIKjLuFyEdRnl+XcdSd2wzAfBjCGHLF2wOYevAvAuALcAeDsz30xEP0VEL7DNXkVENxPRjTB5jC+z678BwEfs+t8B8ANdOdSHRdUD2z8GuDZiAMLkf2+EAyTNcICaNG5ihpMywdm1W2oOU7iGbaHvTHmMIQY4Q487BPIaUkY3gBmg6bLeLretDV6bbF5CRGfE6zcJeUXrgIyIFIDXA3j5Oic+b+H+MJ0cFQjyFx10AT81mDO9CeSoCKOLMVl0KDNuqatK+XaVVigKjapSUIq9IU7ODB/xnsoAACAASURBVAeAMcQBAlOcTdGnn43NX6RTKov/gOAYpYmIUQUh0axAdqbR5JCa59oSLSfB0j3/fakyboIemlrzMLcBXQCkQ9MbXRqnVMoYUFBV1Z8l0DC+aZ4kdEodCjcgWwP3MXNbTnQv2RcRPQ/AjwF4NjOfs6u/A8AHmPlLts07AfwdAA8CADPfZte/HUA2d3vGeBiLaOyCnOmSTJRemUmnwCXVSTan4XfTDtcNaDN2UbYfMT2lcU11Bjh6qaA0m75DK9BKhVFGe6i9OaZODMz8DgDviNb9uHj+Q5n93grgrUPOdXARRhlVlJFGtz4ZaQR2YoYzVTiCsG3JalI2OjTKuIOo5JqDksYxhswk5fZ3kNHGzrqQ+4kytmnxuwZkD4XR1r+PiD4NM+C64bw0vtHhY+dvzklSba0/l78IOLJCTZKYcehkG9mLo4v+VHZ9WegsWYy3u336RhrNuujYa0Ycx8hnTPXZMo8xkKUC3nQoMBsCdqqWGIpUDc582477cHI1QSKp0knFxglySu0j+3o6gDcCeAEz3ys2/SWsyY2NKj4bJhJwF4BriehS2+5b7foZW8KYUcNstMvKUdclk6moolyXK7+xLfLa97itDvgqem5TJOpJS0LDAGep6iijM8DZcZRxdmJt4rAijAgHJ1yRjzS69VzR4EgjYA6xbqRx16U2NsXE/9xHQ1xeQ8KRtT7RxqGEsK3zja8nvo44mriVKOP48AMymIHUiwG81G1k5r8FcIl7TUTvA/DPmPkMDhGFrXfgcmUKFchRARv5sn/AgMsZMc/jYvXOHbUtuijJIgCUHUVcV1qhLLSPNg6JNAKoS28E9z1exDGHuLSGX69spFYTilTOjqtNuGoO5nwh7iH5iyOX0RgKV3PSRVZliQ1dAJRySo2lqNH7VEvyyZT6idMANGwOo1ovh5G3I21l5hUROdlXAeDNTvYF4Awz3wAjQf0KAL9lPGzwl8z8AhjH1OfC5CoygP/EzP83ABDRTwJ4PxEdA7gDs4JiK9ibCUxPCeNQA5Ug0liWQKWBoyP7fEelJ+yPV60Yuk+dVdSma6qCIY0wkUZdAFi6/kSBtDYR1WUB1no6Uca4wxoKPvlj5wMjjIAqajmMH6AI0uiwTdK4D0wmL3Gb2MMs/hjRxiH1KWXbXK3ILtJo2q9fm3HsSHPPAdl5jzi6KB0cG98RX/NO++e1Y2WYv6ijKKNp25SjAmF0T0pRzSmbZFFKVGUphFJpTxrl9o1JIzAOcZR9egQnVXXkMUUiXR4jaeP2R0cMLhQ0dJM0qjofKVfUel2QneAcE22kOWynkLQZXVUgmO8jrTSUImjNSCnPpVMqVZnEwAmgh+zreZn9KgDfm9n2BgBvGPEyZ0TYBlkcK8oVOJ/GYxf3WtaijtuUBXAUTdLsscC9qhK9gZiwdPDEEYY0kmZoAFQaTkZLAlCYe1+WKFb2P04bckxaT6bu5KHhoAgjOf7XQho3yWkE+pHGPlHGqeQxtmFnkkZFYcc5EJs4pLZFGTfBEJLYdQx3fX3zKz2RnNAkQteALFr/nF1c0xTBpQKOxAobXXRyVFl/EWjmL+bdL1kY0IREsVC6QRZTpjcxeXRtJXFchzQC2B5xHIAg2iZ+Oz7iVop+3fVZgcOh7N8jyWoHHHHNXpveTILr/n9YtU8u6hJQx2KFzdukqn0AJ41vVGXmOZzxTQDhlDpjxiYYmyz2lmfKdrk6iW3RR0kMbT/ichl9dFGJyRoXeZsAaAVwFHHU0WQlYH77ujB/TdXC5DGy7X/MwtDLwkYwSyits1FGYIfyUWs818fw53zEQRFGoJ61niJp7IuTQCbbIK+fC+pHPLtI44RzhCS6iGLfzzXofAWpdaSxT5RxxoTgymq0fP4uosMFAaUK/zCdbbmov+jyF7WPJtq2NrLoyWMkRwUQSFElWZSkcFE0O7DjypzEyVDdfpuQxn3AEafgUXw2zgTGbDe/PxllBGpXUF3KHMfwnlIupL1R0cZusm3gwhBRXYQk0XzXepy3qgwJTZF9gcApdROiyNOaBJuxP+yKLAbnyZHDSIqek6DmXVHDsQ8rBXJkMXJIlZG3bctSSWswCqiVhl60v98NdYIKSSMroFoCToVAOjLAWZaGpJ3wKONJV/pNY1pix3Cz1iqqOWae9Cy5AYxihBPs09JmyoY5asTfbWs0MEcKt0wWN40G0or9ktyu66X3MaP28thOJtvXBGcQOLzekeowzgCCSafeEweyMLyqyx3k6i82TG4SctQiYWgjyeKiqJJkMd4mS2ykZKyp80i0GuFIbLmerXzPYoLnymt48xtBDp01viPxzjBmaGTRP+8YbOTKa2TXNySm+W26CKW0naoLa37j+yBrfGOcUk0flSup4ZxSZ8zYJ2hR+mVjdJXUWAMB8fS1ePcTA+r9f1WIxUYTXZ/qnnOJsDajNcDhZVk7w4q6jMB2pMcBTiA53QYOjjAqL7vaP2ncBwk86TMcDblGB1ncRI4qsQ5pbCOJQDeZ6lO/MUcaU5DEfiZx00Wy/E48QLcSVFnnz8lRXf6ilwJFUtRYlurcUQF411IZXSwzUcWFqhqLbCeJo0PsngrknVOBAaRxQ6Skuo0ahSrd3hNBJwd2JNEt4rNzn0lcUqNvXiNVRjWwUSROIDVJ2Sp9FWQ3Sxoj2ZZ/1LIvC3cJJph6RCVnzMhhCHmQpDBexjzPGNClNDVLkEWLrRa3r3Ro/jIgVShV8xWwpHFhJ6UWNVl0tRm9AU6ZdkzdZe1JAGub35BVQAxZpoaD7JVPCmnsZ3Pe3ea8Qw+iuA30IY1d0USgnSi2kUO5PT5efI1tUcYdl9OYMSZszhgXVJNFF12MymmY9mmimJOjOmfUGIXSngDG5FAiRRzd/o54StLYVW4jxjZII+f6eIhBjeynpfNsUUcNzey4II1lFPEVz83jONcfpEP0fXs2qOMY1PiUeZlyEGtJo3NtVIn+UFUYVYVAmNUPh44+JG6MyGHjPHFkb+ycQpX4ncURy8Q51yW1XfulcviMesCNO/L71nmK0WSmqg3aWBGqhekzq1OutnA6yjhjdziod5tEYqHLYdxFTuMQ7KrExhYn6yePTXL4NpGndkUTBx3Ltnf3IstluJzGLhOcdQZLtMa1zuiPIQoARxZ9dNEtXvoYRhmBOn+xcV6ls9HFmCw6LBOy1CObw+jaHesCi6LyuY0yn3FlSye4/MUcdp3PmHMJddtQmYFNUbF3S1Ure302nzEupu2ca+O+Z9sqkz4EsvV+VX3PEi73CEDTiMlhVZlc26oCa5U1vnHwTqnW+GbGjDGxi0jUrqJdjTzGQgErNPIYdwIdT2AzkBl3pHIZHSoAxbGJMAJGul5pAq1qAxzWGji9MKU3bC6jlIvuzPxmNcHw3w5wcPEpmVczSqQxg2DWeo18xkPGWDLSsY4zBroiiimolW4sqf37nKM+Zv9rnrFb9CWLdXF4509uJZBCjhrnL6ZMb6DYy1Gl2U0OjgQuiypJFlPbJMFsy2eU5+6KMu4CgfxUhY8NEi5zGt26IPLWHDylJq1yEcfW70Wq1q+ul/A43SQslt0G23pKVYNzrnTYR63qKER9XelcxhkzxsKYRK4zujgS+oxfcnmMUpa6LemsjDJSlVFVtU1EqbBv5QKoFvCqGJ/HuDQ1hvVSQbsI476ijBuScReF7btMDdMZUe8YfUijRxtpzEhTgzZIkMagXd+r7odBf7wjRhpneU8TOdlTjii2kUO5PT6WPB+QjoTOstSTBVVx8JlxSQ0nvUZ0MSqn4SQ/QJM0SjkqUBO1VHRRkkUAKEknF4eYULblM8pzj4ne8szc/gny5NdJWapyJJ28NNXLU8v68+DC5uWU9b7yWJtgbFVK7j8pJNIt51ytalkqHHEUryPjG7/eOqWu9dlxKOnvu8w4P5AjRmORRSqKPeQtih+cq+false44/IatNKB3FxVAFlO1aZaiF/LSU1dAHph8hmdNNUZ4EAR9LIEn174XEYAOzG/8bUtD9gA5+AIY1k0Z7dzpFESxHVJo0RAGlsdUaWFcv54Y2KfCbbbKPOQm53bZUmJPhE/hzaSmELcPhulHHtAxFZSNnCZ0Q6KPqbWSR9lTG7Y/oF6V86iJi0xSayjYdwgA7Ec1UFKUYGQLOYgieMykrHKY3VFGWPQnlQZoats+Kjl+1xQQBrN9nppSFEH9utJQjhircIh1yMNe7hI7CgHVKsqyGPMGd+QyGecMWMsbEoWHUncNVGUSI1lknmM9rco73nUKGOL2Us8dukaTwZuqbFr6qJ2Tq2WgF5a0riw0cZSBVHGvZjfrGl8c9JxYDmM5tGRxlWlfL2wXE5jkD+TyGn0WCefUdRn7FOXcZPajX3hjr/vP25dqkEEKt533xhKFrOIZQnRrL5aaX+/ce1FWZ9R1l90NRlnTBOthgGFMoNw+z3QkZGKlKO66JfZTz6v5aiUkKM2nFFV1SCLOUmqy2EsSWPFCsuiwlFVYKEqHNuQWlCjMZPLGNdlbEVGlimxSQRO5vjF9cNMPqObeSVocJ3PGB/HRhdDCWtLjnEVErm6TzE5Pn6brcdIFfVKl+iCqz3Z2qarFqPPJSptdLECJ2ZTVWXGXoH6QWPOYZwxCNsyd+nEHk1XkvUYyxI4OvKF7dfJ6fPRujYC5vKTbS1GwE34MIBojFIBuRR177ugw8k5vfBXYyaXlgRdKSNa0AxalVDa5jA6WeqW8hf5eDUO4eY6+npSsZeRNRFdTETvJqJP2seHZ9pVRHSjXW4Q668kog/a/X+TiJZ9z61aLN57RRrdNRTOdGSYc2qbNHWKmCU7w7ExWdRcL7ltXceQ2+fPcBD21T+ZkgLhOpk3xxFJDGr8lS6ySEmjG/c6F0kqCu3NbgAEUtS+ZNFty7VfqKpXlHGKSOU0AmGU0a8rQ7mmqYlJjUmaVPRyanDfmbj+ZIAejtVUsR3ohcY3iIiiMb5Z3/TmfFc/7HPsdNKQIzx7jRquKluAvtnfpZyE+8BHGzOy1NFzGWNJZjQm8Tl4VfvYI+5TvRpG5jfaiKOUpjqFjY8y2hIbLm9zzM/VEW5PvK3ZzqFiX6GYHwHwHmZ+IoD32NcpPMjM19nlBWL9vwHwerv//QBe0eekBDeTrj1xHEwahXZsCGk86diHZHWdSGHbPm1y1NEs7nuSxaQENUcSU8i0S5XRyF3fupMBB2Bdv5f+aQjigvCSULLLX4xtyyGe2/xFJ0fNRRcdYvK3VKvk4tBGMhdFlc1lBNqNd/qgNbrYQUScIVCuLqOUpcraiS6a6+WoTp4qIr9mv7pA9SiIoq+5SGovw5u4pEiiT5TXna3D6FBVZnBpHQVdHmNsfOMmSmbTm16YfN80BbSRxdEQ1z/skkRGJJFWJkJmCGR7n+fHNbk8xpQstWySp85yGRu8P874pjFWbBkDJGWpbpJqYUxw9MJIU9n2qdWpojbAKYvdmd8EUvsTNtM0EvZFGF8I4C32+VsAvKjvjkREAJ4L4LfX2V8OTsYgjQ5Z0pjYnstlDGec56jQUOxbijqELDawjiOW2CcXZZTmN3O0uDf21j91QRaFD9dRQ44KhFFGmXMdu6MCYZRPRhdTZDEHSRxTOY9x/caYnA42v4mI0KZGNzGkUZBc56HqKGOKNLoFyE9YtZHH1lI8cpt4H2JyOHb+Y+88cDmoSsjFpPGNX+eI44j5mecZJts3TR37zEPcBsEI8hjlY4I4BXmNI70PtNJ+USsOPRWsgiCcoO4+Jhc2h3FR9726MI6pbjHOqaacFC9LYLk8GfUYWURfZ5fUQXgkM98DAPbxEZl2p4noDBF9gIhcx/ZVAP6Gmd0v8E4Al/c5aZzDCGxOGjvLbYwgTU3N9O7KDCfGtqJF2cFUTxLY1W7bZjdDZKgNZDoG0wk3lz77ztgIe+mfuhBHdOLoYixHTRVHTvVRTo4KwDujxkiRxaWqgiVoH5HG+DnQLUMdwzk1G1kbSEjiiKMczASHFaQxXtx+unD70tr/wF0RQyft3HZNX/ed5HgQ6gbIlSm46PIYY+Ob+nrhjW/Wv5jhA7IpDso6MMm+aZ9oRNESkb7RyeIOCEofDwe2JDElS42jjF2ksdd75H7XGdMXl8cYy1LbFGqBS6p0S13YCbeFWKwBjiuzwaXyUcax5ajJaz1eNRygDwlb+9YT0R8AeFRi048NOMxXM/PdRPR4AH9IRB8F8IVEu2yvT0SvBPBKAFg+4iIslMaxLRwNGOMbpTS0KCbd2whnDROcJAaa35wPcOYRfdBmgDNGVHFT8r1RzmJiwNKVy6BWHJZX0Awo8gY4sfkNYDptmYO0tvENnx+Ryin0T7JvKh/28F6/B1bke21W1IguxnJU084+9pCjAs3oYkwWY3Lo4NYfJUJmzgTHYVFUOK7CdtIMZx10Gt10yVF7Go/547vzKUCDoGAGSLKofVAWZV1yGJndxNcBTeb/xprftKLPe6C73wsjtW0/F1eVsb8oCuDUopHHCMAOKMPx5wmVsY+GKfRN9jp8/3QaFww49bTQm0Q4stUVDRxKFivtpaK9YP/P+4JLBTrShjgd2XP1CGj2eV8621jjGdbK/LYrNsYui4w0Xqf7wWwZH23SnKmy0lTNIE3Qx4TinCmxQUcrUFmKfMYo73AiIOy3GsEY2BphZObn5bYR0WeJ6DJmvoeILgNwb+YYd9vH24nofQCeDuD/AvAwIirtTNljANzdch1vAvAmAPiKJz2KAXjSCNQufTFp7I2INAauqJI0uusR25mS6tYZCThi6AjXEKK4y1IabRiDLMp2cU2+Gf0xhf5J9k2nH/NYBvKDZS4IsETd5yqWlIhwRVHGRGQxdkcFEJjdpJAii7G81LmgLlWFI11gqVY40qV3SgXqKONxdOGD+10gID9juqL2hTckgiGIDdJYNQdHLro4FhoDsD6kcSD85MMmg51VBZxaBKuc8Y07rM95rrrJ6PmMKfRNdl/fP11EF59/H0iO+O0gekgrDS6NdJOXriNhO5Hb0XdZAy21EmRRmR4okKWuVqBFCedbylVlXh93s8nWfMxKG+ZgnVKTl1gBvDKXwwV8HmPfvs+XLlrYvtV1HZpQHBmJqjpVQB1p8LIEnT0293zuqN8JBsK9Z1SWZnZrzmHcKW4A8DL7/GUA/mPcgIgeTkSn7PNLAHw9gI8xMwN4L4DvbNs/BzcgWiiNRSRHlQ6qozmn+gN2XVhHXuTEsK8oky7VqGRxV9HFMclisr09XioSS9FxN5m9J2YrMRm2nDDsvn9qeYuCunclhY+2GHybHBUQpDHKr47lqAAa0cWYLC5U1SCL8fqlCqOSQLp+Y6HSJjubIEkW1yCQeVlvZuAj8hkB5ywaLg5t5TT6IrjPPhLbNd+D3Gt3P36Am4hGcFV5WSqqKm1844livd86hJ9Y1njsv5ww7G3sdBIQE51khEwUfN85tPYmUA7e+CYB+X+erS2dkqUmIpq9ymX0hSVMqTzGNllqq+ycwkWa3+hFrZ5xtRnNosz9b1GWGkQqD5QoOuyLML4OwLcS0ScBfKt9DSK6noh+xba5BsAZIvoITCf3Omb+mN32agA/TESfgtHl/2qfk7ocxsDcISKN8vkoJjgdBjhDMVX79TEwlUjgPpAji1TpYOmLEzgQmhL20j9JpKQrnhC6shp+wN4uRw2kqT3kqClIshiub/6BxqQRaOYvxiU2YuScUtlJVjPRxV5ksQe56tNHB/k2ERnMkcpg3QZuqa3S2Q3KUvRB70k2F8mQg0ubx+jgjG/866peZiSx975pShhMDrZIFIPIndNYr+usOTC3NnBLlVFGkcso0UYaexNKoSMnrb3Lu3RLzdUdlL9vLgBXulE6pkrSyMr8z1ULE110ZTaqUwV4WRjzGydLHXIP6yKTw9kKPvn51XuZZmHmzwP4lsT6MwC+xz7//wB8TWb/2wE8c51zuwLSjgxWWgUS1a3mMyZkPSlZ6lh5jIecBwJsP7qYw9DoYoos5sghVTpwyJylqeNjX/3TkN+8kTaG0cWUHNU85wZ5ieWo0uwmji7GZDEmifL1kQ2Hun7WbT8SYVIpUd0U2yCLredruWwnTYU2n4Wqmu870IwuykFRF5xcU7b1slSXy+jQZYzT8f/g8hlT0CWgjmt5dBbHKxN5XK0CSWpofEMzUeyJfY6dThoaZHKfTpp98xgTslTnTRCPI3RJDVmqkblWtpB9JM8sSy9NBdBbntoKL0tVJsqoCFAaXBSW8JCRpwpZat88xkDNYB/d/tUSUEe2RFFJUKUCudIaZWnUDEWxlTxGPl5tn5AOABE9H8AvwTCMX2Hm10Xbfximb1gB+ByAf8LMdxDRdQD+HYCLYJjJzzDzb7ada791CHYMV4dRzpJLiWosTd3UObVtljotW21pf1Cf1ObYBVkcg5APIYud2xMzUvE1bhx5ZCNxHbrM6IfcgNnX8ytCstiILgo3z/A5B+U0gFqOGpvdpJAjizGaZDKMMqZkqX3QmISLkDS46SCL2dpgqvk6VV6jsZ+LNLqUpIICchi8bul/nGxLOofGks267RqEuKPNOn0jt9W/dbLUVRUY3zg44xv/egPTG1UNX2YcAKZUdsHKUk39RR3WY8ygMekcTdQ4WSqAsCajjDJaSCJNi7KxdF976BLqJKlmexhlbJOlut+47NdSMn4u6wlQJ0+ty2soU2IjkqVuA3y8mp6RDlEB4JcB/D0A1wJ4CRFdGzX7MwDXM/PTYErq/Jxd/2UA383MTwHwfAC/SEQPazvfwdEQJ4OS+TapItI50jgUDWlqSqbU8v89Rh7jNmdtO8aPAToLPWMcWeq+Iou90CEz6Cs7le1i0tnHjnvGyUPqex2v4xbSmJOjAmiNLqbI4im1aiwOrp0kn11EU6KznIYzDcs1G7HuYNa9L85rFH2KJ40Z4livX+uSPCgiWfUFjK84cOVA5H34UiFFYrDq2sQyPDHgUlVtfAMIYqwTRHjPIKLnE9HHiehTRPQjie0/TEQfI6KbiOg9RHSF2PYyIvqkXV4m1r+EiD5q9/lPNt9wxppYp9bgYMLUgb3LUmVNxpQM1a5bJ8+vEY1crep7tG6pAIJcRidL9TUZ+wxNFAeLI42+NqPNa6yW8CU2AlnqmvfXG6vVepHZNSbbe+CZAD7FzLcz8xGA34Cp1Vqflvm9zPxl+/IDMGZXYOZPMPMn7fO7YQy0Lm072UERRpfDuCiqgDg65ExwgrqNa9RnzGHXpjZugOG5r32UFue7xDaI277zIDvlqMG2yIzmQGv7AL0GZKeI6Dft9g8S0eN2f5W7QVt0xdf1s9FFAFk5apI0RpCmM7noIlATvpgcSqRIo3ne3rG4ayiLdA3ILgTkIhVxSxCosKB0vz6jzfAmjkJ6MqgSy4agipLX34s0rkEm4/vNEd1s3xvVLpPGN/VBp5tCscksPhFdDOBfAngWzODuX1pTmhJGRvbNdp+bALxqF/dzcMgUss+RwzGIYxLy/70tyqgT9ZYz0CUBikwRe2l+k4gyeoxNqqyJTxxppCrKyYsnhvpK0C1pBCGoyVgtyBDJJUGXVBNmNf7AcmqRRYHLAXxGvO6qrfoKAO+MVxLRMwEsAdzWdrKDIowAAkc+SRqlNBXY0Dk1J01tiTLWJ3H7DLuvMVFLBdYjtJvKHtclfX32m3J0MYvM+zmUYI7lVhpEAnourcfrNyB7BYD7mfkJAF4P4N+McjNTAfefsPFlNQrqlKPKvsfJUangpBwVQDK6KMmiw4KqYHGIyWTDJEdEMLuMbxr3LWo0su+jOshiAn2JSVCKJJVzkyCQMWnMkStJ7ocg/o40XsekUb4HKeK8YSSvj2rEY7Xyxjf+/JoD45uNchm3J5dfexYfwH8F4N3M/NfMfD+Ad8PIv5wf5IVERDB5RNkSFzOaWJfw9CWD65LGnUUZE/nDyShjSpq6CWmUslRhaOWjjJbwqpUOzG9Um1tqwscjMMBRHMhS2U6+VQuy8lQhS7V5jFvNM9ydW+olRHRGLK+Mtqc64OSXhoi+C8D1AH4+Wn8ZgLcC+MfMWd0OgD2Z3uwLLofRkcaVVkEBaWdw40xwZG2wLhOcdeHqMs41GTfD5MlihF7RRUnw3PPoPhVrPOP+T+AJD9yDT170aHzokidDk3UKq3jvEdee8AMyACAiNyD7mGjzQgA/YZ//NoB/S0RkreIPAtJgJBVdzMlR2U9wdctRc4jJYgy37pgLnFIrnNNl0+wmer0WcgSnR4mJdSNYsQmZI3lunSR9saGDq8m4Kdy1J81uYIhfVrHSEWFtA6s0eTP9ijifHLyWJXDuHBRrXH/0l7jq+G9wGz8Sf7p8slekqRVD67CsxYSNb1Kz+M9qaS9n8ZMRAGY+JqLvB/BRAA8A+CSAHxztig8YAQka4A6aPNaaxjBZY5TY/GZVGSOaEojjN30N7RrmN7DPAeCo+UOP76mXOcxqBZRl+r60NnYqpTG+IaUNcdUMdczgkv3EsTo2/1U+KGHX51QbwWnAUCBw5SKMgFrAG79xqcx92zxGPndudOMbX49x3cmK4f9B9zHz9S3b7wTwWPE6WVuViJ4H4McAPJuZz4n1FwH4PQCvZeYPdF3MQRFGoJZHHekCpdKeNALw7qkN0ggknVMlulxTHTFsc0ydKvZhDMAF9YpU9iVE+yCLfXMJO8livN7es2KNn/3zt+DaL34GS17hiEp87KLH4tVPfwX0yRIP9BmQ+TbMvCKiv4Wxhb9vJ1e4I+QG5xrs84V1GUUXg7YZOWqCTKTkqLnoIpAmijEWVAWkUR77aAzmJOCjYy1ksTO6PSDC5smZI29F/jWreiCUNTJyUcYOAxzZtl5XE0Sq3Hns/4zevL/LEcWwjXVsLQmwQxAuFeic6Zt++oF34Rp9L5bQODpWuOXszXjtqReDq0UQOTFuqcZN0Z1yXXK/phX9JUR0Rrx+kL1G2wAAIABJREFUky1a7w+b2KdrFv/ZbfsS0QLA9wN4OoDbAfyvAF4D4KcHXvsM9COC60acNnYT1dpE+yzpMtLUVUMqSittRuQrFym0Xx3NyWgiALNeSyWEAkrYchZa5DKuAJRh3mFZ1hFCS4AkueokRSt7THsvtNLGpdUSSO+YemTdvFdWMVqZ+9FOlqoALGx/k+kT3WutASrqPEZdELSvy6hQiNxNKorNXWDlNVjnVfd8IvgwgCcS0ZUA7gLwYgAvlQ2I6OkA3gjg+cx8r1i/BPA7AP4DM/9Wn5OdqFHlplCQBaWtBMsNmIqmCc5CyFGH5DOODTcwkIPA4HW0/nyBy9cauq3Rdgrf8i3U1Hnm/R/H137h0zjNKygAp3mFr/3bT+NZ9906+rk82A3wBhfHbpNW9BmQ9R60nUQQ+g2SZYBO5snFeYqBHBXoLUdN4ZRaNWSnbaY3EkPMbiS0JlSVAieiY4FoJkMWe0mhW8hi4C6b2JaToQZkXZL2ImrTo69OXX/D9dhLc91jnc+Yu/9NIq1tIwYWA8xnrO7E0/Rf4bSdujoNjacd341nPHB7fR1Wria/In1l7CPjPma+XixvirYPncV/gZjFz+17HQAw821WJfF2AH93lLuZMQl0SlMdXC7jBpC5jP78MpdRIiFNdegdOUvVIbT34fIxpWOqOtIinxEmZ7lq9l8xTEkouygYaaowwDGk0U5eqe3mMW6MNcZOnYdkXsHkPr8LwC0A3s7MNxPRTxHRC2yznwfwFQB+i4huJKIb7Pp/AOCbALzcrr/RltrI4uAijIAhi0e68I8u0giEdRpdFNFFFl2NRgANaarE0ChjQ5ZaMFBR6+z0PrCNP3E3E9/aZgNZ5S7JYt/czc6E9q7j2Cjjsz9/M1TEmRQYz/7cR/H/XvbUXteyQ7RJK/oMyFybO61hxFcC+OvRr3ICoApJNzlHFl10EUjLUeWEkiunkUMsR42jizERzBFDt+2cLpNRxiGoqvBHyxU1ZP+5chJtfUlXNLGtr3V9seyvUtJU/9xFGDNRyaGQx61fd0cUYynr2mQxum+216MLwyF1SShc2bdC4RvPfqrBLRUY3/jFW/GBS65pDJBVZQIvEzW+WXsWH2Yg97NE9HD7+ttgIomnAVxLRJcy8+cAfCvMgG/GWBBkaF918wIJp4s0Aukoo9YmMiiijHFNRoegLuM6UUaIyKmINAItpDGWpbpcRhFlrKWpJpAi6zKqCuCV6buUYmhNwQRR/C8VT9ZxwWBNPsqoFwCfqw1wqlOFjTDWeYxe+jAiplaHkZnfAeAd0bofF8+fl9nvbQDeNuRcE6ThWwQxyijCKCONsXNqoXTDBEc+l45+WQOcGXvDJCKLHWjIUUcxpjkReYsSfkBmZRIvBnBD1OYGAM6S/jsB/OH5mL8Yul+2t03mfSRIY6qcRixHdUY0KbjooiSLp9WxXyRcm5R8dWlJaFuuZCsqSkcXM2SRKgqWMRFEc2MJsCTsqvk8dxyJoGRGi7GNvK84yhjvk3p/UsfvCz+BIeVydrDZ5912TqmxjHTdPEbakunNJrP4zPzXAP4VTB/3YQA/ZQ1w7gbwkwDeT0Q3wUQcf3b4Xc+Q6B0hc1GoeFkHq1VzEUiWo5CwjqmtEL8RbaOIOqp92hpljO9twwhccE8dBjhxlLE4dkZX0W+dE+lPJBbARxlBqOsyFsYtlRVMeQ1x/2MTOydFHVPqepIwHZq8Q5SqwkpEGN0jAG+C4yKNAFrzGQG0G+B0RRm3gClFJnVBo7lzDsEQsphz+pt6wfk/+qqn4Dmf/ygKMTenQfijS7cXXSSMX+fR5iS6AVkB4M1uQAbgDDPfAOBXAbyViD4FE1l88agXsW/0/Kq56GJKjhpHFgNC2SJHlQQuji7GZDEmiHLdWb1IXrOTpR6LHMaSNI5a7aLzoIQMdZ0yGX3hFSCZKKPLIXTXEecbBu0HjtMaJjqB0U10XlWvc+/BJqWb5L31+T/hUgE2yvj+C56EZz/4yUbf9Menr/JOqWpVBDmLqrL/oxM0vll3Ft9uezOANyfWvwHAG0a8zBkJNEhDG1lSKim3zOYx5twyXb6iRRCVc/mMMjIH1DmAPaOMgIg0dkUZgUFRxiyi+wqipu71yvI7pRtRxuKYwcr8xtUxQxdUl9hQsOY/zX7UrKyjjNXS3JuvybggcGnKaxRKAVs0vlkX2xg77RonIAYzHhRYRBSbkUaZzwiky20A7aU25PNeUUaf12LzFE9ccGhzjB0J7Hs8LqnVFn6QZfwe8KGHPxk3XfQ4nKMSDOAclfjIw67EBy+5OtleT9gxlZnfwcxPYuarmPln7Loft2QRzHyWmf8+Mz+BmZ/pHFXPJ7RLIps5u21yVLMP1+U0EjAKitDsJoU2sijhtstIZJuENRVpjM3EsqioQRZTkUTpvJlz4cwRlGREsGhub1vXx9imD+JrbKvDGEYnM5NhI5Fq951k6/zIBQFlgQ8/5Ep8dHEZzlnKeA4KN5WPwocfcmV4HVrm7IxySTMOAJ2RxETtxd4YK/8tijZ6whkTUmdE0xVl7IHOKKN7X+LajG5dH9h7Cu5HRhndvdgoIx1VdV1GqygIooxClmrSMVr6JqqjjDKXkeM8xk0+/xlZHNS7SvZ7WOcuhpFGAIFzalxuA0BrqQ0APsoY5DZGUcZemGgeI4DeuXr7QJ+B2RAiyCVNNtKoSeE117wM13/hU7jqgXvwqYsejQ9d/CRfVmPGyUSbK7GLLuYMSOLSGl1yVCA0u0lFF4GQLJ5KEMdzNrp4Wh37SKPLZdwUrJWXozYIoSCLfl2P/nJon+qVIe61yFGUs+EyohhH6PrmEQb7FM2oojy/uTY0HFKD6ONY5NBFtrX5L3NfAy7JRBZl2ZfFEj/2sP8GX/el2/H41edwu7oYZy58PJiUMceoOGkEpirrhLjORDxzU+I/47zHINnhmGYofWvxiahckP/mooyizIaMMvIyutaMW+qgKCNgzid+J20usC4y1yDoXfmMy6WRpioNlIBy5T6KMogyevMb55aaGGrJCU/Xz7GmwEyMlYky6lKZ+7bL2E6p7j1Zt6zGScdBEUYAokZYkzQCaDXBAdBLmiqRIonryFLjAcvU0Luu15YI2JCo4uBjZ665j2HPIKxBxDUpfPDiq/HBi6/uVbNpY3B6oDdjc0jXuL4ybhlZDKOLzd+Ek6M6SDmqM7uJcUqtROQwH2E8pY49aXT7rWN4EyM5wSaii0B7Lt6mJSZCYpaWpiYlqhnSGB9zCFISVLk+rsUo23ceO3M9nrAWzTayFqMrrcFF4Utr6MUSH7rgSnzwwcvMOUiBImmYdEqduPHNjBOIgEwOIYsZaeraaJNySgMcIdN35SliWapa6UT+Yk0adYl8XUbJnZwMtcd9JoljqjajI41Smoqylqaeq8CqAC0YqiIUx4YEu/8vquykkQJIEbhsGt/QyhxV26CpmcgybV09Rm98syWsJXE9D8ZOBxWKIPvn5mRSsTw1XNc0wTHP26WpANJlNqhFphrJUttwEoxc1sGmg7pe7SYgMe10SN0yNnGcnbFfSLmjk6PKbTV5tN8xJ0e1+YsOZaEbclQHGV0MpaXtclTZJiVdzcldFy3h1FRJDQkSEcdYrilNXgLJ00hjwFRpo5wMNV7v27f0W7WBjX1MmCEF95iVq7bfx6bqFWl4E0xYFao2wClLUGLwZnIZ0x/I1FQ1M2YEyEQXuar8ktunIeUM2lTeNGYoYhIJmCijLzXhUIZRTQDZMhuN48X3Je9JXnNCmuoNcDRQHDPUETejjDr67aeGSxT9Fy6cNNW6h0tJbllOytH0pOM8pR95uEFQijTGzqlAnc8IhKQw5ZoKpGsxpkhiGzk8xDxGYD3S2FeCuilZ7LP/UDK2bflUtoblwf3qTwB6ziPoKGIU5y3W60SkqYcc1ZndxIjJ34Kq5JKDJJ4L0cd2IS6tAVhyaKOLXQTKt09gKHEMHVFlbcvU9vS2FGmM983WTZT3FxHJeL84nzFumzruYETfuWDioqyJIpCQsgEmoiILhK/q+mzK5jKudW1sJuSGLjPOD2xTJthH1hiTqSRxjEmjWyfz/yx8PcOhUDS4LuMQNO4rJo3R/fjajCsNtWIU5yr/m1eV/c3LHEZG0Men+nFfLorqyTddAHqp7L2rBineO9bon6aGib2j20UcYYxJo3wem+CkSm0A60UZA7TUSEMbqTxMCbVH1wy9bzeBqOJOkchxSGFtteA8KNsa6qT/Ho0jo5u2chopxHJUBxldjKWoXcRQtnXHGoJVgiQCaJbTsCDrqAkgGFxI85u20hpjkMZUmy7Dm76ksYvoBYWvAzKZJo1txj9tSBFit16W1oiNb3wttJYZfuXI4oTz4mecMKSiZFsu5N4mUewkWDFclNHCRBzt/2hC0ignhlujjA7O/KbYzBymN2lcVaCjFdTRKhllVMeR+U3VkcfvDCKL5qIL1GMgEV081JzDsXFQhBGo5acp0hg7p5r2oSFE/VyvHWVsk6UeOrpIYF+iCIxPFk8i+ZyjiScX8k9Tfo5tbrd9ymnIia2lkN2nZKMpsniajv0ikTPJiZGTpybvJ3ZNdcWepclNxvgm7Yg6LmlMSVPl+mD/Iv08RjJ62iDGXe3TtSk3Qa4vCZQMdrAW1EIrigZpdKU1gnU2uqiqca97xmGiVYroJjPk0hdxncWe+WwpggUg7TJq11NHGYbapbh20dalCqKMHjFxHAEBGc6RRiFNVUerdJTxuFYW+DIbVV4lEhd6deNCVtb4Ju5/ZoyCgxpOKhvhy5FGuW0ZyafapKldUcYAJCVN/aSqbYOLsQhBc0CyvxnfFCkcQhSB3ZG7mZDNGAvOZhxIR4C8O6p7HkcZPVlpL6cBGIIo5ah+fRRddOsAJElial2ffMc26ETuopejBuuaZLFP2Yw42rhN0piTpnahL2lsy2fsSxrXIWeNHFoh+2c3QBN5jK3nj4xvsEmuqY1gDFpmHBb2WHKhIVvNSV1FiY21ZKnyHM451CElS0WTYA8xdolJI4CaNMbSVFtmQx278hou4piRpWZ+ot4xPDC+seRZOKVOCie8b5rYu7l9OHKYIo05E5yUNBVoGuDkooypiGOAhCw1lce4SRHmKaEvmatnjbZz/HWw6bGlMQSPoLF3x2hzSM1d87oGOFTpwcuM/pAOqcmBczbSE8kbVTp/MSVHdWY3EqfUcUAW2+C2t8lWh8I5pMZyVClFla9j8tTMaWwSR/98S6QxtS1en0OaBIbXO4Q0bhK1k/cQEMWC0sY3RRHIUqkoGjP9udIaM2aMir6kYQ0imSJVfLxqLMl92mScQGB+0xVp9MdORRndtpQsVb7uOvaA+wq2CWmqM8BRRxpqpc1k0RGjOAKgASVIo6qa/Vj6nt092NcKO3FKPUQcFGGMcxhj0gik8xlN21CamjPAAfJRxl3LUvsQrS4Pip4eFZNBX0JnZsjzy6TRcX2pPIbJ39OBg3hgXlkif9Fvs/mLEk6OKrFMuEDH0cUUTqtjv3S1Szmu9kHSITU2u9EhecyRohRx3BR9SGOwrqccNYUu0ijXpduHxDh+D+tjrN9HaFc4GzaiIfubVA03Aap00vhmxozRsWUCka1nGBGsZEROIjK/Mev6+QE0JoKl+U0sS+2Zx7jOfaWkqdIAB/73DpB20caQNAId/ZKq+17XB3Fs+DM7pY6GgyKMAISRQ5M05vIZc9JUYM0oY4csNcCEo4oDx4BbRV8n1L6EcC8Ea8vnHKWkBsPUixy6zOgH233kJmrWzV/0q2w5jViO6oidQyq6mCKJ8rWMQq4rS224o7rBQpyfmCCL7jG1yDbuGOaxO8ooTRWC9S2kUW5PrRuKOKKYc05N3avZ1szd7Io4xg68wf0LGbQ00OJChXmMRT1oC2Ald3HkROYxDgYjGJD2XWacXOycCKwS5Mi97uOkmiJXbr0kV0BgfhPIUjWbmosdcFFGf44tyjMlccySxtUKODoGHa18lLE4V5looy2x4ciiOkZDliqNzAJETqnm3p3SYUIUZ43+aWqY0Lu5fbivWY40ynXxeilNBcaJMgZQ/Unk+ZA3N6ZsdEyiGO/T53zhwHGPkTz55zCX1DhxiPMXcwP6RmmNKMIY5y/GclQHKUfNQZLFbJtE6Y0U5HmW0cTbKja3AbzhTSCrTMw2N4hhwvAmR6S60CCJEXHMGsG0SFNTx5VoI7xZKWqCNLrX9fP+fVPuunPXbgpmR3mMUpZaJORhsrTG7JQ64wSjD1lMteWqSkcZI/MboF2WGqfvhM6pCVlqJo9xU7SSxsg1NY4yFscclNWRstQsWYzPL5QOTmY7O6WOh4MbPvpZ8wRpzOUzxtLU2ACnb5QxRpY8JtAlY9o2EZiqa11fsrguNtp3ZEcyAEEUsit/Mfed0OWeie2MJmxXoFoGzY3C7wkpqiOKMn8xxlLkMDo5qjS7kdFFAA0DnFT9RdemK9exD1I1GKHDSKDPW8yQKN82IlbBY4fkqdVsLBlJ7JamrotUpDRHGhvt1ySNEikC7IxvUnmMTpYaRBkzcDK72PhmxowU+gz8k5HHEeWoQwxhkvvHBDOOxvn1w8+T/N+P3FKDx67jDSDDsn2yBqWUpkZRRlohML9RxwCt0Gl+488rDOG8JHXOYRwVB0UYnUtqjjTGz+Mi0/HruNB1W5QR6ClLlQOReUzfim2TxbZjDI6Q9qyP2CpLXeNexjYAIjCoqgYvM3pAyFGHmrDE9RclZDmNRaSaAPL1Ek/TcdItVWJTk5vjOFwaoWl4k24XRNiiJdieIY3roA9plNtSr2Mi2ZSStkdKm0Y+mfYjkEaJ1Mfmc4hSBNFFGaNIo+sbSORmuTzGoZj7psOFJ5ExQRhBhtlFmLL5fbbkRKMOY7RfknxWIXGUeYyN47SUu5Gy1GRJjTWNflJL0EbeW0qamogyFsd58xvA9luMevH32Zyk0yJnE0pNIrpIYJA1/em7TA0HRRiBZl0xSRpT+YzA8Cgj0CSPvWSpA7HRrPUOv4t9pZ1D0LXv2OY1ox5rZKfU8Nj9DW9meer0kCMwfoAekY2szDGRv+hQkk7KUWV0sa3GYoy4L3U4lch5jCfZJCohS2VJaiI5UhxdDAhiSsqZyPuLsW7dwjbSKNel2rehjQjmSGPDEbaFHDdyGnuQyFzk1OUxxvUYA1lqm7mGHQQ745sZMyaJnEFNhCxBbCFW7vieWDmIWoyOQPQyvon6HTfmcHmM69ZjbIusxveXJY2JKCNVzvSqNr9p1GTskXOthdphmzmbh4q9vKNEdDERvZuIPmkfH55o881EdKNYzhLRi+y2XyOivxDbrut1Xu+SmiaNQDOfMXZN7RNlVC2RxViiGpDHhHwsxvlSWmNd9DG32Ydhzah5jKn9o3UNotmRvzhLUPtjX/1THFXJ5XS1SVG78hdl7mAsR41xOuonAeA0HQWLP1bQ5jgy0FnTHUvUS2yQn4gsBttiqWYuGjeYHLJfwvXieS5nMTKQGQIVzLI3ibGDHGD5dS336OpRDsptlK6vidGD658bstTsNViyaI0+jOnN7JKaw776phk1UqQota3P/tl10vwGCEnkDjFUjgq0vz8AklFGdVRBHXFtfmPl6a4mozqWk4XtfZavxShLa0xBmjqb3qyNHwHwHmZ+IoD32NcBmPm9zHwdM18H4LkAvgzg90WTf+62M/ONfU/sZs5TpDGVzwiErqkOcZQRQDLKmDO/MSva8pWkTPX8JYlDooxjS1C5oGAZeuxt1ntEQeGSu6Yh71/kaLgWDsOJcPf9k89hdIP+fr/5MMIoZH2Z/EXA5jAm5Kip6GLtlBoSRId4XVepjS5oTc2SGtoNFurookOcw9cVlfPrM8YwOTRJYkgcm8Yw+Shjbp84EiiJYvw6JsSN/MUW0jwUbe6wcR6jLK/hkYky+siJj6DYXMYV1ndJ9YSz/3LCsLex04lGX8KwI2KRJVVxDUMgyGNsk6YC4ZjETFKRkGdmpKkJlVMvUtuC+P46o4wr81v05jfHwjU1UpA4tE2GpfrcubTG5tgXYXwhgLfY528B8KKO9t8J4J3M/OVNTuoijDnSaNaF+Yzx7HguytjIV2zLX0RTlno+RQ6HRrO6iNeQkhmd52ohiEPIY1/0Mb4ZKkvNtZfnapObmsHdoFMeGnbePxHSg/m2AW2j9qLbR5bZivIXS/EvuxQmX+3lMppEMWjbsR0YnuvIkWtqqpZgiix25S82THF6zGW09c0p0tjH7Kbr9xf8xWixoCaOKdI4NJ+xC7I0SEPm1moKpGpZKsQgNdN3SeObGa3Yy9hpRhPrRBfb2gevXUTRymD7TLx6h+K+k8hbckp1SN6fI41xlPGoglrprPmNL7Eh1BUOQX8WuIU3TbemkMt4krGvYeMjmfkeALCPj+ho/2IA/2e07meI6CYiej0Rnep74ri2mCSNOWkqMCzKOMj8Bk3yuInxzaZufPtCTArd676dX1+y2Pt6Mm1b6+B1/ZoiJ8F1IMmiP0bGUIfL9jzODr+RQ8Ze+icZXexScaZyF6XhTS5/ETBEUcpRc0htc7UYU5HEdQ1wqkRJDQDG8CYmiilpZoo8JfIb/XEyOTFrO4hmIo0popmq5xheQ7Qi/ggj4piLLDbubaQgf4MUR/UYZXkNKUsFUA9QM6TRGd+QNcGYkcTexk4ztoesdBNoylF9JD7/I2mMm9qMb/pc35rmUG6/xv3lchkj8xvZj5t1FPbpsRoFCYUDphJdZHPfQ5aJYWuEkYj+gIj+PLG8cOBxLgPwNQDeJVa/BsDVAJ4B4GIAr27Z/5VEdIaIzjxwv5kJz5FGIJSmmm1pA5w+UUag3fwmiZY8xmyuzHkULRpCEh26yOK6UcM+++SudXCUdSTzm63nLzIDKz18mRim0D/Jvmn14ANmnYgoxqTRy/8Sv/3Y8MY/jfIXZQ5jTo56WpTVcNHDFEkcEoXcBDURauYz5sxu+hjD/P/tnX+wLEd1379nZu99F7D5JYiR+SXKKMJCRezK41mAgRRCQbgcCC5wAIdAjE2lMOWAYxe4RKWCQ6WIsY2dAhO/MgQngEHCplCMQJawE5sqwFJR2NJDwjz08/GUh4T5ISTufTszJ39090xPT/dMz+zundnd86naundnZ2end3fO9ulzzvfUXqPnfKgpZsPtjyfxdrr8aSkdQ67d6o+FnN9A1DEiyuiLlHofb6Th1tNSa1HGNK1qimyMUmnBoLxQwjdDU0WZVW/HvreJMQXbpJ9f2qc5DgaMZOIM+M0NOU6LOlS1+3ZaqlPH6CpnrkNKte00BqOMWi01Pchr4jdlSmoBgE3Lnbh5WTGjpajkTh0iuoyIvkJEJ4mokaJORM8hoi8SUUZEL3Ue+zQRfZuI/izmtVb2bjLz85n5Is/tEwDOaGNmjNo3Wg71swA+zszl7ISZ72bFAYD/AeBYy3kcZ+ajzHz0Bx+50xBy8NXrAHXVVHPfdRIBf5QR6Ba/KWmpYxS6iXEWF8H3/L6iOqG0VDfK2OU0eqOLntfwTfSWUr84EjFCD9a+DyWirxPRu9uOOQX7ZNum2ZGHlJP5WI2YauLebNFDCSMJ1TA6dixUd2g7iyF8j+0l84bwTRdZniDXtzaaPRTbncM2YRhfelMXtebYjhPobamR8rCsD8tZrI0prxxIE21M3PEG3nafUzmUUr4+rRYygvvaUcYO7DrGKTF0UkZEP0ZEnyOiEzqq96+sxy7Rz/kSEX2WiJ4MTMM26X1L+7SDDQtEmt9S9zc3pITqbB8iBhOiNQpnXtvpx5g4bWiCx7brje05Q4Qjtcwx1o5rnGQryliqwRYcFL+pLX4VBBQUl8Ku61I3MR2ViFIA7wHwQgAXAngFEV3o7HYngNcA+LDnEO8E8KrY1xvL/b4KwKv1/68G8ImWfV8BJ6XCMpgElcN/U8yLJqaG0eM0tqWm+lT+fFFGwN9iw2x36apjnGJd49AVrVUol67aWYw9jlto3kpHP8aQ0xh0JlvSUf3HIS0/3XoaU6NT6MHiPwP4vwu+3ij2CdA/jkV3ewGvE5IYZ7GZEt9WvwjAG10E3CjivHbz7eM6iXb2RqxaKudUKaQWWhXPTUd1HCPbCYwRhoklSrzG4zS27R+L7Sza2I4jgKDT2BVljMUovPrUecv/W9JS1ePhKCPlrJQSl1DHuApBrgUnZQ8A+DfM/FQAlwH4XSJ6uH7svQB+TovTfBjAWyOGOJptWjtCTlGPyGKM0zQ0uhiF46gOEZGbgkJ6wyl2ooxKKTWrid8kOeriN1aUsSYI1vJTyXY/xrFZjUrqMQAnmflWZj4L4CNQdc7VyzLfzsx/B08zPWb+DID7Yocw1rv4DgCXEtFXAVyq74OIjhLRH5qdiOg8AI9HcwL4ISK6EcCNAB4F4O2xL2wmOj7J+LbUVPV45q1lBICdNPf2GEs8NY1ARB2jywSdxzFprSVcsnCNOWbs64ee48NXy8hp0rh1PWfoOQ6hb/PZJTSgjRJ6IKJ/CuCHUFcEHMKh2ycletP/Gnd7//kEb2x89YtHfFFCV/2UfPs4KaorTEs1eB3HonIUjQm2hWF8jlRfupy/of0Wu3AVU12l1L4N7vtGGb3ZCnajbKe9Rigt1TxWEhDcoIyn2I9x8KSMmf+emb+q/z8NFRF8tHkYwEP1/w8DcDriXEabO60LjXq1KbRU6CCYtmkoBjiK1jyhnoHUU2RvSQ5xTTnVjTKenasxWuI3yVkO1qOHhM0AVErNZjF9Cs7i6ngsgLus+6f0tpUwypXEzN8EcIln+w0AfsG6fzs8g2fm5w15XVsldZ9Veup+sVNOnPZ5B4CaSM2tX3zjIB44OX12hDFzhBtMlDHzpFhRUjRUABukAALXKac8WKBhE+hyFmNxJ0OrFFooZklVpJ5QUBa7+zh2WgmVxzY0J65hRdQprDxGUhN6IKKKLVN8AAAgAElEQVSG0AMRJQB+Gyq9omFb+jCKfWIrupgzOCVQwUgyQh5oa9CoNWsRvNl10ubNYlhMuqnPWSz3cWxp6Diu7YzCiiwGo4yWs9hcP1W+jC+abl/rPjswJDrIiX6uY5+VM2+J94RSRq1xJFYvwtJBtM7ZnF4BlTlTgNRYu84xrY7VrqQc50yacypSUt87+32dqRYpRU5IikTVKqYpGKi11OA0BeU5uEig+jEmU6vN8k3KfqLvQYjoGIBdAF/Tm34BwNVE9H0A3wVwcdcxxpo7bR2Ri5wrjS6a88gL/0x9Wosq0fA8U059lilbkCglU8p2KvGbI6n+LSQkc6DYqew9O8OOXgCczUA7+eo/sxDMjdTiCB5FRDdY948z83Hrvm8St7IvxvSXXpaMmdj4Jjp7NAcS4MDc1xMme7JjRx0zz0zErN77lP9UWmqCwnX2iFGTQ024VtjLBCl11CzqLLZOkuzWBJ7fC06pNpEpUipX+HlGpcqfPZGKoZhRrSZhCPbYfemoZarYeIttrYaPiK4D8BjP8y6PPP7rAVzNzHepbKv1wziLAEqnMRbXaQTqgjdA1X+xKx3VjhS6zuKOXsWaY3U5zVwk4ML/Swg0o4y2k+UScqTsCGDNeYwZllsb2iLC4LMFPmcsZC+Mcm65X7mYoI6d5H6ncdnXecOpzqvtRQokhY485srWUEGA/Xlo8RvKPSl+eQ6kVn/GgpEMWRAdNiEDDmFSplNB/xeAVzOz+UTfBOCnmPkLRPRrAH4HltMnrIAFxOWCtYZLgvO8vc4uy4FZAipMwGHANdJRErNqzBjNe0izmVWrWYnfUK5Eb4o5o9gBkjmVNeOUWAtfeeRcazYDDtTvGqXpeE5jf+5l5qMtj5+CyiQwPA5xmQqD2CqHkawaRttpBOpRxSPJHCgQFWUE6pHGuRsOgE5LRSDamLKq2RlIzErwVLAdrKHPD9FZZ9jzdyLk9LlOY+dxrP3boowxTmNXdLG2b0c7jcHRxeGTslbDx8zPDz1GRGeI6FwdXQwJPTwDwLOJ6PUAfgDALhF9j5nb6h0nSZJ315h61VHtY7SoLQPt6ahAM/K446Q77CAvnUbbjipncxdIgP3cH3Fsgz3OVxll9IjV+CJy5bFStd3nSFHutwmUU3vtuO99tRb4bLuxTNts25zqf/WaZmwJGEVSV5I12OO277dhzj/k9JrXYZMNo7+3VJg6aQaZtNQsV+I3OYFQjzKaMVFWIEn0+7/bfX5LZKWTMiJ6KIBPAngrM39eb3s0gH/CzF/Qu30UwKd7nbWwkZTOFADoSBzSBNg93IviUMgyNUZH/CY5m6PYobInY5Krh0MiZaHtfdNv15DrAZxPRE8C8HWoNjqvXNWLbfy76bJD9VQss7KuHssbqqm+Wkag6svoE74pnx+oXwRUWqpPNbVL+GZIbcy69mY0KBW+w3MW+zyv6Ijs9SFUm1hY4hEAGquEZvx90lF9+0+YTqEHZv45Zn4CM58H4FcB/M+1chYZZbE/YOrv/H38QttshVSDLXhj1y8CjqCNFV10U1FdZ9Hgbm+03WhJZfVRuM6iFryx8TVsNs6iW+fnc9bclhsxDl3VczDekewSLGuzyfZ4TF9OQKUs2zfvwlXhH7tvrDEtNrrO21VLLU+jTfymDb2IRgtmXCyZclJGRLtQk7KrYp6o9/84lD260nroWwAeRkT/WN+/FMDNSzzn7WNVtYoh5dRDoCua2daLcRBZ5q81XCKNViKO+A0VSgBL2WqrJ6MWvzECONF16YF66VFYch9GZs4AvAGqdc7NAK5g5hNE9BtE9CIAIKKnE9EpAC8D8AdEdMI8n4j+GsCVAC4holNE9IK219uqCKNhhzLMeVZPR21JTTXYYjehmhy7xUaoIXWScjMtFUuINvZMhRyDvlHGRYVbFnWK/Kvr3VHGeqQhLsqoHu8Yb2JPypqDa0tHXWPeAeAKInotlBrhywCAiI4C+HfMvPZpXMTKWSzTmiMWH2rfbUch1Sd4Y3AXwNoEbULOosFEGu0oY+g1fdkXBtdW2o5iqH7RRBdryqhOnZ+brplbqUxLX0jTkca+dri2byg1Vde31rcRChWra4wVaT3SORQ7ymjOtZbOayKQOQCjpupM4CrxG9N2RDXf5llSqgGWdYwzVcdIEb3WmieLet+6JcHMGRGZSVkK4P1mUgbgBma+ioieDuUYPgLAvyCit2ll1J8F8BwA5xDRa/QhX8PMXyKiXwTwJ0RUQDmQP7/0kxe6SZNB35tVOVPetFSryT0PDTQmhBWWt/WmEUnNC39a6i4jnUNFHI2DGCofKqrfgmKWrLBwYjow89UArna2/Ufr/+uhsiJ8z312n9faKocxsQoBjdMIIJiaau6bOKzPSXQVU13xm9q+egLndSTdOkagVfimi3VKVQ2xiBLpMqNnXRPAUC1jFAMFcIyz6IsuFgGVWFNvtJDzyHzoK66xQg/W9g8A+MDKT2zJ2N8byhjQwjdurYrb5698jv4O+ARv2uoXQ9jO4p4ny2I/Qshmh3IcoO5I7iY5zlrPbdjMmrOI2v+1lhqF6UloR8vsa4ka6Zp2Sqbt7PS2F24E0ZyznZ5aE7tR/7fZEfunxI4u2s6iGZ8tiuQ6jUir2sbSmTNnESl6EwunTloqmmmpqf7qFLO6+A3sCXeeg5DW01InxNBJGTN/EMAHA8f8OJSTKQhhnEgTZYXKUEsIxe5qFoJXVadZHt9xjHmeKfGbUFqqji6aGsaG2nNXtkiagHZm4IOD1QxoS1ifpLQl0ZCC96Smmvu++h7Tl9G02OjCpKUmnj6Mhs6WGgY3PXVNP70YR3AqzmLomH0FdjhtiQzGFqJ39XB0olIbko66HehL2+7BWLVP6Epv9D9uC97YuPWLbjpq00b6Jw9me1cUcii19FPn/0avxZxL58pO2TT7Vg5m83i++6343u8l2mZ74uM6i1W6LevxcW2sgBb/sdJu3WP3XUisLVCYKKLVk9GXlurryVgdL7zuT3m+tuqPwuHSaJ/RxQKCN4ZVO1L26ywjgsmzCKE7HV09rLHZNMbpSUtN58buWW028votllZRoVVjFtv73CbGVkUY3bYaodRUV/CmK8roEpOWCug6Rp9qKtBQSl03utI2Q6mpsSmoiziLXR9hqL94W6RxoSgj0B5pdBzFruhifd9wLeOgVLUVpX0J2lnMOC4d1f3srJYagFFkrth101A7WmYYJzDkLIao7OeDovZ301R9KflkOXk1Z8qKLprTtNM27egbjACOjjKGUiyDmBrFBSNffdJVXaGb0tnNGImOXBYw9Y2q/YqJLJooY572GKM5R/NdypsLUCHFVzct1awhqJ6MlviNk5Zaji/TI9FqqTTExoyQ/SAIK8WIwpTCN820f8pZ9R1cM2pRRlv8xklLNYuoVBASY2s8rZCo6N+XVujH1sUZzASprNGhrPGYfT+kImiwxW/U/90/dGlA8Mbgixi42aqbgBGzsW8xDE2pLGbdzmKf/ZYaZQSUY2gbfvd+6HmAs4IfEM9ZNB1VWCmUsarfimxc3lgE0HbDVkg1gjfmf7t+0U5H9UUXbWdxj7Lazb9PXTDM0GVDveR1tc+G02hWmQvUJxU5N6JvgJXu6RHNKe8vug5i7HaHQm0bZsJTCfNw6SyapvZA9X8ZbSwnV85xnEhsF/ZvD6dc3g9FGc1jZhtg7Lrf1hQzAhsb5lntL9VSpyV6I0yYVUWN7IhbQ6hlhW0ZvKIwhiyPEkNZR8px2mmpmf49zCy776ilxoqXCYuzVQ6j+flynUbArxjoYhRT7bTUPiQtqqnlOUauYDfUU7fkk2xzeNregyF9w33PaUtN7auYGnL+fI6iu39XdNGkhPmwJ3fCNCCuoip9oiumN1V5HO2szNKiEWU0KNvld+4Aj/opNe2cu82XluqqpgLNSKdN7rQdooDTaNKTjLNkUjLTs1XKpq0yaxwp+/k+tdW+2A5ViUflOuZaq0dO9V/L2S0dxYLrt4y9+wNopKVG9yxzsJ3Ghv2zbImpkbb37UpLZcummTYbkpYqLI1VKaeODBUqArcJ10ktLdVRS0XRTEu1VaBrImdmAdF5Tzg0zzpsTHZWn9vE2MyrqYUdKjDnpExLNU6jSU1FgZran1FMddNUo17LFcTx9GGs4RO+gfrBdtODpsZhKLQOcRaHOIru8905bt+xhhRT1fGTKGlsn7NY3m+JLra11ujq9eeH62IVwnJgLqMqhU5ppoRBKVAudbXVpKbsbePsCt64zqHPqVPbdfshj7NY7kMZ9nmGvSSLEsCJhQs0xuJOEEqlVF3jZztVgLomkly9L3a6JudVr0JznOjFNif65v5fs9EJgy2RG1t8xhWi8WE7u+W2ghtjpEK/Ti2iqNM9F0hLbaO2QGHG5IrflNs9PRl9EdgsV/L3lvjNgDMT2yRsDDzPoqOnVACILGeYEt60VKBMS00yRmFlkCRz0qJa9eNQgXr2SMHLbzkibJ/DCDSdRrWtUk0F/LWMLl0RxjYZeZskZaVo53MKF1BK3STGcBbt47R91LW2GYFaxi6nEQj3VAqmobZEFxvHSNudR2FkGOVqcZJV7R8auznpgDZ2Sw0AXsEbwF+/aNJRa8qotXT96ru5P/BLpBRTIy9KXb9tWmqo/81j9V1VGqOTxpvp689ypNhxFGlgpH2ogqe78NdwHBuTICv9VDuL9eiz+hwoUTWNeVr/7iSOc1weN/ePu21c5txd9e1SdTWvbFyRAigIlDLaEmrcOkZkOQhV9FEQBrMhDds5z0GzmUrTNM3tD/G1R8GMU0cYk6xAkSm11CTR6fYJ1cylK4LWhhFLOvTxbUCN9WZcVZEkgR40vomTyxGjJGilpS58PimXk7w+SDphxaqdxdDxFu7v6K3vSbw33/NKhcJAdLGt9yKnQ6OLwiqxoyoxaak+x9E4i24ttZvtYCKNRh3VxhW62XOWc/eoKLfZTuUOcq/a9DKwnUY7HbWMLhqHKuOag2Wna9r1j43jB8x5n+u8dLgWEMZxz8MWuqFcrbibW5nCXDqTVS2jnZbqq2Ms6z8DXzOT6lyvwebG49Vj1XZ14uG01Fodo488V2mpgrAslqCQepi0OTPDou8djFwXaeoXeV5XBy3Fbwo7HR+l4rW5AVbd9nr7ZJNm6yKMJo2qT5QRQGtT6j4kSVG+6W0KqmrnYUqpU+nBGNPgPvY43u0LOIttEcvQObuRxlDUMCbK6D4nBl/donk9+5xqz0lanMMhv6GMtV8lmySmrUZW6Mm0vwejl4RrqnF27eKMilrvRTsrIpSOClSOoOssBvd30lL36Gy0UipQ1S+yZRN9ojR2W4yynUQWiL7NAGQApfXoooudrmlH39gjYtMVXVxG+YA9NnXfRJ7rNUtJBhS6yyRmQJJTGV0sneMhEVSPDansnO4naaWilvtZ9YuhnowNk5OmgJkAGwcYGOZ0i20SNhE7VXMDMWmpZTQV0HWMO2V7jUIvgrHpyZgwipjfRpsNiTqPyeZ+Cz2Yr4vrNKptlePoq2X0MSTK2FnHqAlOPFKuNbZW+w5wEHVd5tTpq+rZ5SxGKZumJh1u+QXlQ5zGoMPcEl30HUPSUacLgcuoytAifVcwy40qGlzVUjsdta562m4g9qjAPielPW3dN5lHtSRy8fXZquoZrehiXlfWdB0pZU+hmsLrlKayJUSMU+VxYGwnnX1vla5jBCpbbmr9YvE5wybCwLOkdBp5lqr90qrFRnkaeRXt61WzadG0W9Y52nWMubVIVRBSx7axVcfIaQrKHQfPjHMqQhXCdmMtQIzRpzAEZQWwO/ZZrIBAe40kK0BFohcNle1OwOViuenRaGebTJI1V7jdOqvsplLtUOHIwTeNgkrbmjfSUlcCcbRS6qYzVBE1dKy+zqc/bTR8HkMVU0Pn5tvupqKGoottvReLFFt45U8ctiJKC7QVMC017CijT/CmUoqup6Oqba4CKjdu1b7hH0Cf0nQMvoWyUuGzTE3lWnTRRN/obK4nGFaLEp2uuUwafcACLU4MrlPat6ygHF9WgHTKZjWZqiZIlQNdqQq24Somt9nV0vZ4xlaLLpq/LWmpXawk7U5Ye0ZtvK4ZrbbPiZ6ba2RjxV2s9hpAJWqm7JvJOOHSWaS8ysYQVsNWRRgNZmW8vk1NoHwKqfvFctJRu6CU/cI3GiaA1ux6GJqWukyRm0V6D/rOv00EZ0hqaux5hsbdFl1s673YlRHtfzEe7wdzk2EuFSJjnAk10ddtHcxNY1r3GIVUG7tlUJtDZxzBnUDd9w4Y88iUICV208+GtkXhkry6/kx00XamgCr6Vou0Zf0dNZtSDTVw3VCiIo3LSUutR08BWM6i+UyqsVJeqNTPls+kj1KqV1TJErYxqamNx/KmfStSwM1+LmaEpEjU790sAWWWrD5mSjG1L2KbhA2F5xnoyK66PnYrW5pkjGJ3ecqonOejRVKNKizPM1CSAEesEGpRRRBZi990usniPC6drXIYyZn8+FJTAR1lPCRHUSmkFkiQoBgwyehq8XAY7S6WzVScRfsYbU5j7HvsOo1A/GdTix5GRBd9zxexpGlDWQGGirAx0ppoi03oGqAeDeNdYRqTjloXsWk/nu007mmbiQIAAfs9HUQfZYPmvLrZETPTSkNF2GxnqulIJTnBmPOhtX2LEtNOAwikwhdcjU87RWRJaCeJTrtNqrRUN220NXpYaxMS2sfvENrP4cKfluq21/BiIihZtnYiJcI0oA2u9VsETgmYTkZtg9g6RioFcAA4Ksvq98DTZ9eOwM5m47XeYZ5UWvMQtu7qMpMcX/2NL8oI1MVvyknRAr9neg0VQITwjWYqvRiXJWTTdvy+rNJZtI/VNu4YAZyu54Uer913nMVQdDEkdmPSUQdFF4XVkuVV7VZgdbQrFdttqbGbZNhJ8lLwxle/6NJURa1fR/vsLrw1Mzbs4+/ny114KxXzTNqu40z5HCnsVqlM2DE1ygj+Aoacplp00U7N1LbZRBlrjzvCZW3XvLtAYDvE6nXyqoYRqCLSZSSy/jmUznFk1LpzH6te3o4y2v0m3Z6MnAKc60W2uXlu4u/HmOdKCGeCTasF4bDx9mLMcmB3w6fuptbPqWMsMlI2PWtq2Eg66urZ8G+dH9dpBBCMMsaI36ycHr0Y2yYjy1ZP7epPWL1unJM5NCVzyLFCx2t13hr9E+PGH0pNbTsP7+t7Iovu8xs1j8sWu2EG1nyVbJJwVb8YqxBZtj5IGYmtjKr/nwW+zL76xVB00XUWzTbjNIZSU5WjuHpVhpoyqnamjCMF5KXqKmUMLDF1q/EZOWJk9gJfbGTRxbUTqmZTiUEA0HI6OiKtFxpUKmsVTfUeNzI11acIa3oxmuOU+5qMCctBDKXd8wzAWXM/Bbmhj6ERALFNwgZSi7rFPieh9XWgbOEbG9NSQ0MFN9SvTeuN6v6EFp6kD+N6QZ7JD9AUeVhW77Cl0JJmNrSB9BQZ6iyGFEG7jhWsB0w6HneO7Ub1Ys4hRvQh5jl9oos+sRtJUZ0QjM6oiv2Z+r6fqdUl3dd30Y4mmvpFk45qsKOLPmcx5rEQblsPF+5oIZSUqalVz8EqHbVypigrak5HWQOYV8Iw5WMx84lYO9tS42hsdazNri2w6QhqzZGyVATN2G3xGyN800ZIFKvtPBu9GFMuhW3qz6/sUJFSWUttJng1e9aIoGTjpY0Jm4NxsmLSmyeYAi31uGgK35RpqQzKKgfR3DdQzoOF44Qw07tKVoyZ6FQr6NYky1FMrZ4zL8UifGqpMyvla1mQEbRYI9prZFocqIGpo31V+tscwdD+3u2RNZYh1VQA0WqB7n5uKuqQ6GIh9YzTw6w+Zt2ThLbPzlZHBSqFVENNKTXQh9FXu7hHaXmrtpH1f4E9ypy2HFUE002F7UOowXzpHBlnKsu9jpQ6hull2P5ajfc28Th6h2iXyV1EKMeYlWN1G93bkckBnZ+aTmHi2hn2fgdLp9H6a6ulGszCR2HbvyEiN4IwhNmsciY3kLaes1PH1PjxPCujcZQVZR2jum8JgmUob0BV1y6shs29alowKVWuaIPdS6x0HHuK3+wGfqHnwe7pdZRSKgDuasWw3PTSw8DtbxjrKC4jFXVoWmaMoM0Q1dTycT1paqSpepzJkLMYHV1cCgxe87SKaWLXw/W7sClBrRWPcRpdhVSDv24x80YXbQexeizFPlfHdtNSd5DXRG/2aI655THY0c+dNMdBFv4Z8l17SWY5QgVXjqFxpMzP2iwBMFOCCUecY+SMYqffxMoXOST9XpvUVzs1lVOtWVr4ezByCiDCj645v6WzqN+AtK4kuEwa9dOOUFf1kVa1jK74jft8U8dYRRqTMj3VCFJwnvdtyV2eh9gmoRXbUZzN1j5FsI3eaakjvxch4ZtSFVbXMXKaqnE5cz17rNNsNbL+Ks5bFWEMDbYp8rD8lNSdJEeaFNhJCszSAon+myYFkpRB+u8irEtj9j49EZeRirro++JP3YpLTXVxI43lc2ZUu8U+L3Q+3vfCEbuRKOOEYCgnwGqhUHvY6XNX/m+lrCfW/7az6BO8MdE/o45qqPdYDH9BzGNDUlNDxKi81tJJ8ypVCVleOVIm+gaUkbeQ4mwb3uu4TDstSmfR3LepOZfOuHwpnD4ak73GGNX3xTiUQDP9Fmj2Ymw4gimX0cAydbYtWyRpSVl1ootuWqp6PW3ndBqgV9V5zSdWgiAsiawS+rIXxcooo75V99HYV1gOa+JiLA93olOfIGXYaQknuWmpo7FmqarL5jCdxbbjDElNBczkKW6i7e7bFV10z8GbOpa2T1SFEWD/NR2KDIc+v1lat19uLeMezWv1iz58TuBOqPlgAHPsUK/H3Yj0/YYqdE0q3YnI5kXdkQK8k4wYhtqM0mn02OeF7ZDtQNmRACuN2U2/HQq7zq59s/ax6xftNNXaooZjg+w6RnV8K9IoCEMZmmLqPm+DU1XXDkewplbHmFVOIhBOvXcXXoXF2Mqrw02pUtua0vB2WqpPLXWH8obLfdC3sK4nTABFzgfWMW3VZhWRQRd3Qt4WhfD3H7NSTp3U1FCrjeq1Sb9m8wP1OZQhZ7FeK+lzULG8pSETCROWT5YBR44EH/ZNyAEAuv+ewW6pEaLeh1Glo/qii7ajaP8/56JmR3fAABXYP4S1rJoKntVmAkCVzpimQJp4hV8W7UvrRhPdx7ilZ41PMbXNTjWEG/S1Vxtnub3+25NkaFVLBToWjnwRX7OtTLO1WmtYPRo5ddJSTcRR3y9SIJkRcAC/UuoQtVOxTQLQ7Ldg2HBncIiY3mRxlVK185hkjGJX2xi9q5mzua2WpgYz1r4P4yjLekT0MiI6QUQFER1t2e8yIvoKEZ0kordY259ERF8goq8S0UeJKEq/nZzKCF+UEQiL38RwJMmwm+SYDVEb2ABWGdED4qOLXedRBOr6zPZgZKfruC2/SaGIpIki2rfQc5vpZNV2V0XTnQy6YjfrksJMRI8komv19X4tET0isN9vartyMxH9NwrJIne/3uHbJyfCaEdcgtHzlGvRrDQtvC01jECXq5QKoJaOCtSji7FRxbr4TSV8ExLV8ZGm/b24mjOVZUutwak3smeVYupEDinl2q2Gfo57nIXQkyfOc2Ceqb9WGjPgcTADdGYY2M6i+Z7Z55+wP7XVTrf1pKUC1kJXQnXhmwkqVRpC17r1+BF9rZ/U1/55zuNPIKLvEdGvWtvepO3MTUT0x0S0F3Eeo8ydhOlS2L8VHsGbtXckC5M5YZxGU7bBtZRUQ2ORMEJIbp1ZxDYR0a/r7V8hohd0vdZYFvomAD8D4K9COxBRCuA9AF4I4EIAryCiC/XD/xXAu5j5fADfAvDamBelMzn2rjsAcg7W57gtNhZBKRTm5SRuUdomHIeRYpgUBZ516sv4tzdei2d9/ctIJtDjpq/CapszaEiKAj95pxrnMz3jDDlt5Wu0pYn2qN9097ePFdvOwzdWTtUYn/vVE3gccG70yQBgZhTzrPdtQd4C4DP6ev+Mvl+DiJ4J4FkAngbgIgBPB/Dcga936PbpkfwAjh3cgYT911QleAT9N2wLTBqqq5BqsOsXfbTVLpavoZ3JmH1tZ9VOUQ31iTT0dbAom+PYA7fhFfddj2P3nwy+l71wnURtyxsOorWtEYGMGEdrLaMTNUu4wLH5XXjlA1/Esf3bynG6+3W+plPPbGoZS2fRdRI929x01Gqb/zXtOsZy/1lSa62RcIFjB7dPxjZ1XOuG1wL4FjM/GcC7oGyAzbsAfMo65mMB/DKAo8x8EVS35ZdHDHOUudPaMuFFiGVQdDiDtgNZzJLO/adKrbwg0DJIOZCe52wwi9gmvd/LATwVwGUAfl8fL8goMXpmvhkI90XUHANwkplv1ft+BMCLiehmAM8D8Eq93x8B+E8A3tv1unQmx5HX34v0x3dx/4cfBST1JtS+tFQA2KGsTEst/0L9P8/jPLUdS4Ri3pKy5CXRaT8rWCgp0jjp9aQo8HufOY6L7r0De9lZ7M92ceKcJ+BNz34dilAKyED6RBd7PT/io0qKAu++5jiees8deFB2Ft+f7eLEo5+IX35+fZxueqov5TS0r9kf8KyGOY/bxyjHEUhF9e2rBlUXu0mKAsev+AM87fQduB74Ye8JTIsXA/hn+v8/AvB/ALzZ2YcB7AHYhcqR2wFwZsiLjWGfzuHv4y3fuRa3HJzA5T/ySuRorgy7bQsANVlPkqIzQufWXNsZFCYdNRRdPEL1vMYDnpf7zANOmauUarObZLgfVWBjlhQ4aD37DrIcSTbH27/7KVyQfQN7yHCwv4Nbvn8jLj//VQ2zWXv/2kxXhAhPNAnX0jg5J69KapEqFVEbO2UzmZ/F279zNS7I71Hj/P4MtzxwI976xJcj2x32c94m7lOdgxHVofrjVu9Mda/sW0cAAAoqSURBVBwG5VRFFwuVhsopyt8vZbfYEr7R36FZiiSh8nO8ejq2yXutA/iytc+Loa5zAPgYgHcTETEzE9G/BHArgPud484APIiI5gAeDOB014mMNXdae9rSUY1aapo0e+GuiZKqew23zetqysQ2WqV4KvA8AyUJcET9VlBWwPrZUHMqT0ZFkhX+TIuxAxy8EpXUwbZJb/8IMx8AuI2ITurjfS70YlNefnksgLus+6f0tnMAfJuZM2d7FHQ/Y/bFs5j9xX5tddzfe2zemZpq92OMxVZK7WIqvRifcfoWXHTvHXhwdhYJgAdnZ/HUb96Ji//fLUt9nVWlosa2lXjmqVvw1HvuwEP0OB+SncVF99yBi+9ujrNVDdU537aejmUEUf/fFoFsO25t1d4TSTWr/s++9WY87fQdeMjc96sxSX6Ime8GAP33H7k7MPPnAPwlgLv17RozuVoRS7dPD0KGpxzcjaP3fa3cFiusBKh2Gm5LDbs/rC14Y3AzKtyIoesshrbtEQVs6OF8x44e3IELsm/gwciQAHgQz/GU/btx9L6T0cdoU/+08UUXYx4DmpG3vmnhR8/ehQvye6pxmu/M/bf2O1B5Pl3nW+8H3Ng/4UaUsV30xmyvC9+Y7/nR/dvxFP05TojQte7dR1/73wFwDhE9BGpx6232zsz8dQC/BeBOKHv1HWb+8xWf70JzJ2E9KPucrmH5iRfLYTdRQ1/bDG/CythO4uoZbJsin1tjZRFGIroOwGM8D13OzJ+IOYRnG7dsD53H6wC8DlDv0FEAeIBx5jXfPH1KGep141EA7j3sF70bOPev3BXf7CzOfPb9Q97HUcYQwxng3M/6xnnd+3zjnOw42vgOcO7f6DHe3vO59+Fb11xXXPGoAS+7R0Q3WPePM/Nxc6fNXsQcnIieDOBHATxOb7qWiJ7DzN7UrSnYJ69t4jnO3Hnl6VN3Xim2qQc3Aed+0r1ueY4zt3309KnbProx9ik4zlMfO33qVM0+TXYMbdjju73nc1dlmxB3TYf2eRtUCuj37KigrsN+MYAnAfg2gCuJ6F8z8wenYJv0OZb2CcDBdcUVN0W89mqx5//9ZSbW75oooMb5QLll/cbQJDwGM9714II+Ow+0T6u0Tb3sAbBCh5GZn7/gIU4BeLx1/3FQKRv3Ang4Ec20t2y2h87jOIDjAEBEN9zLHCwUXweI6AaWMUyCTRiHY4w6YebLVnEebfaCiM4Q0bnMfDcRnQvgG57dXgLg88z8Pf2cTwG4GIFanynYJ7FN02QTxrEpY+iz/6psE8LXum+fU0Q0A/AwAP8A4CcAvJSIfhPAwwEURLQPlS5/GzPfAwBE9KcAngngg1OwTUDTPm3C90nGMD6bMAZgMvZpEdsU89waUw5UXw/gfK3qtQtVnHkVMzNU6tlL9X6vBhCz6iYIwnpyFdR1DoSv9zsBPJeIZkS0AyV4s8qUVLFPgrAdeK91Zx/bRr0UwF+w4tnMfB4znwfgdwH8F2Z+N5S9upiIHqzriS7B8uyV2CZB2A4G2ya9/eVaRfVJAM4H8DdtLzZWW42XENEpAM8A8EkiukZv/2Eiuhooc23fAOAaKEN6BTOf0Id4M4Bf0UWa5wB432GPQRCEQ+MdAC4loq8CuFTfBxEdJaI/1Pt8DMDXANwI4G8B/C0z/+8hLyb2SRAEQ+haJ6LfIKIX6d3eB1WzeBLAr8Cj5Owc8wtQNuuLUDYrgY7mtSG2SRAEwyK2SduEK6AEcj4N4JeYuVWVh5jbi943CSJ6nZP/u3bIGKbDJoxjE8awCWzC57AJYwA2YxwyBmGZbMJnIWOYBpswBmBzxtGHrXIYBUEQBEEQBEEQhHimXMMoCIIgCIIgCIIgjMjWOYxE9E4iuoWI/o6IPk5EDx/7nPpCRC8johNEVBDRWqlNEdFlRPQVIjpJRK11HlOEiN5PRN8govElxgdCRI8nor8kopv19+jfj31OgtimsVl32wSIfRJWwybYJkDs05iIbVp/ts5hBHAtgIuY+WkA/h7Ar498PkO4CcDPINAyYKoQUQrgPQBeCOBCAK8gogvHPavefADAquTbD4sMwH9g5h+Faj3xS2v4OWwiYptGYkNsEyD2SVgNm2CbALFPY/IBiG1aa7bOYWTmP9fKQgDweVSNvtcGZr6Zmb8y9nkM4BiAk8x8KzOfBfARqObFa4NuBP8PY5/HIjDz3cz8Rf3/fVDqWo8d96wEsU2jsva2CRD7JKyGTbBNgNinMRHbtP5sncPo8PMAPjX2SWwRjwVwl3X/FLboYpsiRHQegB8H8IVxz0RwENt0uIhtmiBinyaJ2KbDR+zTxNhG2zQb+wRWARFdB+AxnocuZ+ZP6H0uhwovf+gwzy2WmDGsIeTZJjK9I0FEPwDgTwC8kZm/O/b5bANimyaL2KaJIfbpcNkE2wSIfRJWz7bapo10GJn5+W2PE9GrAfw0gEt4on1FusawppwC8Hjr/uMAnB7pXLYaItqBMngfYuY/Hft8tgWxTZNFbNOEEPt0+GyCbQLEPgmrZZtt09alpBLRZQDeDOBFzPzA2OezZVwP4HwiehIR7QJ4OYCrRj6nrYOICMD7ANzMzL8z9vkICrFNoyK2aSKIfZoeYptGR+zTBNh227R1DiOAdwP4QQDXEtGXiOi/j31CfSGilxDRKQDPAPBJIrpm7HOKQRfNvwHANVDFwlcw84lxz6ofRPTHAD4H4AIiOkVErx37nAbwLACvAvA8fQ18iYh+auyTEsQ2jcUm2CZA7JOwMtbeNgFin8ZEbNP6QxPOLBAEQRAEQRAEQRBGZBsjjIIgCIIgCIIgCEIE4jAKgiAIgiAIgiAIXsRhFARBEARBEARBELyIwygIgiAIgiAIgiB4EYdREARBEARBEARB8CIOo7AyiOjxRHQbET1S33+Evv9EIvo0EX2biP5s7PMUBGG7ENskCMJUEfskTBFxGIWVwcx3AXgvgHfoTe8AcJyZ7wDwTqh+NoIgCIeK2CZBEKaK2CdhiojDKKyadwG4mIjeCOAnAfw2ADDzZwDcN+aJCYKw1YhtEgRhqoh9EibFbOwTEDYbZp4T0a8B+DSAf87MZ8c+J0EQBLFNgiBMFbFPwtSQCKNwGLwQwN0ALhr7RARBECzENgmCMFXEPgmTQRxGYaUQ0Y8BuBTAxQDeRETnjnxKgiAIYpsEQZgsYp+EqSEOo7AyiIigCrffyMx3QhVr/9a4ZyUIwrYjtkkQhKki9kmYIuIwCqvkFwHcyczX6vu/D+ApRPRcIvprAFcCuISIThHRC0Y7S0EQtg2xTYIgTBWxT8LkIGYe+xwEQRAEQRAEQRCECSIRRkEQBEEQBEEQBMGLOIyCIAiCIAiCIAiCF3EYBUEQBEEQBEEQBC/iMAqCIAiCIAiCIAhexGEUBEEQBEEQBEEQvIjDKAiCIAiCIAiCIHgRh1EQBEEQBEEQBEHwIg6jIAiCIAiCIAiC4OX/A5S7Ovo0L5q9AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 9.842461840558926
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
Mat52.variance 2.739129381272947 +ve
Mat52.lengthscale 1.0370016278363612 +ve
Gaussian_noise.variance0.0052689541438551771e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 1.3535506237840274
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
Mat52.variance 2.273080870245484 +ve
Mat52.lengthscale 1.0537165520056304 +ve
Gaussian_noise.variance0.00217940807403683041e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 6.836830524303437
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. value constraints priors
Mat52.variance 2.4230073129206877 +ve
Mat52.lengthscale 0.9216333827190409 +ve
Gaussian_noise.variance0.0015763071150683931e-09,1000000.0
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "BO_EI.plot_acquisition()\n", + "BO_LCB.plot_acquisition()\n", + "BO_MPI.plot_acquisition()\n", + "\n", + "display(BO_EI.model.model)\n", + "display(BO_LCB.model.model)\n", + "display(BO_MPI.model.model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Javier Gonzalez." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2019/lab_1.ipynb b/2020/lab_1.ipynb similarity index 100% rename from 2019/lab_1.ipynb rename to 2020/lab_1.ipynb diff --git a/2019/lab_1_extra.ipynb b/2020/lab_1_extra.ipynb similarity index 100% rename from 2019/lab_1_extra.ipynb rename to 2020/lab_1_extra.ipynb diff --git a/2019/lab_2.ipynb b/2020/lab_2.ipynb similarity index 100% rename from 2019/lab_2.ipynb rename to 2020/lab_2.ipynb diff --git a/2019/lab_2_extra.ipynb b/2020/lab_2_extra.ipynb similarity index 100% rename from 2019/lab_2_extra.ipynb rename to 2020/lab_2_extra.ipynb diff --git a/2020/lab_3.ipynb b/2020/lab_3.ipynb new file mode 100644 index 0000000..5d92e15 --- /dev/null +++ b/2020/lab_3.ipynb @@ -0,0 +1,670 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 3: Global Optimization with Gaussian Processes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gaussian Process Summer School 2019" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The goal of this lab session is to illustrate the concepts seen during the tutorial in Gaussian processes for Global optimization. We will focus on two aspects of Bayesian Optimization (BO): (1) the choice of the model (2) the choice of the acquisition function.\n", + "\n", + "The technical material associated to the methods used in this lab can be found in the slides of the tutorial. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Getting started" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", + "\n", + "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%pylab inline \n", + "import GPy\n", + "import GPyOpt\n", + "import numpy as np\n", + "from numpy.random import seed\n", + "seed(12345)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Remembering the basics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", + "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", + "\n", + "We assume that $f$ is a *black-box* from which only perturbed evaluations of the type $y_i = f(x_i) + \\epsilon_i$, with $\\epsilon_i \\sim\\mathcal{N}(0,\\sigma^2)$, are available. The goal is to find $x_M$ by minimizing the number of evaluations of $f$. To do this, we need to determine two crucial bits:\n", + "\n", + "1. A **Gaussian process** that will capture the our beliefs on $f$. \n", + "\n", + "2. An **acquisition function** that based on the model will be useful to determine where to collect new evaluations of f. \n", + "\n", + "Remember that every time a new data point is collected the model is updated and the acquisition function optimized again. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Running example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start with a one-dimensional example. Consider here the Forrester function \n", + "\n", + "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", + "\n", + "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", + "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", + "bounds = f_true.bounds # problem constrains (implemented by default)\n", + "f_objective = f_sim.f # objective function " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To plot the true $f$, simply write:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_true.plot(bounds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "n = 8\n", + "x = np.random.rand(n).reshape(n,1)\n", + "x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f_objective(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", + "* The function to optimize.\n", + "* The box constrains of the problem.\n", + "* The model, that is fixed by default to be a GP with a SE kernel.\n", + "* The acquisition function (and its parameters)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create an SE kernel as we do in GPy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "k = GPy.kern.RBF(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now we have all the elements to start optimizing $f$. We create the optimization problem instance. Note that you don't need to specify the evaluation budget of. This is because at this stage we are not running the optimization, we are just initializing the different elements of the BO algorithm. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Creation of the object that we will use to run BO.\n", + "seed(1234)\n", + "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", + " domain = bounds, # box-constrains of the problem\n", + " kernel = k, # kernel of the GP \n", + " acquisition_type='EI') # acquisition = Expected improvement" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "?GPyOpt.methods.BayesianOptimization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.X" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.Y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run the optimization (may take a few senconds)\n", + "max_iter = 15 # evaluation budget\n", + "myBopt.run_optimization(max_iter) # run optimization " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.plot_acquisition()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.plot_convergence()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", + "\n", + "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "myBopt.model.model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", + "\n", + "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) For stability reasons, constrain the noise of the model to be 10e-4. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Run the optimization for 10 iterations. Make and comment the convergence plots. Has the method converged? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Acquisition functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "seed(1234)\n", + "n = 10\n", + "X = np.random.rand(n).reshape(n,1)\n", + "Y = f_objective(X)\n", + "m = GPy.models.GPRegression(X,Y)\n", + "m.optimize()\n", + "m.plot([0,1])\n", + "\n", + "## Now we pass this model into a GPyOpt Gaussian process model\n", + "\n", + "from GPyOpt.models import GPModel\n", + "model = GPModel(optimize_restarts=5,verbose=False)\n", + "model.model = m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We define the bounds of the input space to be between zero and one." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from GPyOpt import Design_space ## GPyOpt design space\n", + "\n", + "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionEI?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "AcquisitionLCB?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", + "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", + "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", + "X_grid = np.linspace(0,1,200)[:, None]\n", + "plt.figure(figsize=(10,6))\n", + "plt.title('Acquisition functions',size=25)\n", + "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", + "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", + "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", + "plt.xlabel('x',size=15)\n", + "plt.ylabel('a(x)',size=15)\n", + "legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider the sixhumpcamel function defined as\n", + "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", + "\n", + "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", + "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) In the three cases run the optimization for 30 iterations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(d) Compare the models and the acquisition functions in the three cases (after the 30 iterations). What do you observe? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "### Credit\n", + "\n", + "This notebook was written by Javier Gonzalez." + ] + } + ], + "metadata": { + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 8b97fe36ff702be43bd20ed29a3e91c958e158ad Mon Sep 17 00:00:00 2001 From: wilocw Date: Tue, 18 Aug 2020 11:05:26 +0100 Subject: [PATCH 13/37] rmv .ipynb_checkpoints --- .../.ipynb_checkpoints/lab_3-checkpoint.ipynb | 670 ---------- .../lab_3_answers[renameme]-checkpoint.ipynb | 1168 ----------------- 2 files changed, 1838 deletions(-) delete mode 100644 2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb delete mode 100644 2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb diff --git a/2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb b/2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb deleted file mode 100644 index 5d92e15..0000000 --- a/2020/.ipynb_checkpoints/lab_3-checkpoint.ipynb +++ /dev/null @@ -1,670 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 3: Global Optimization with Gaussian Processes" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gaussian Process Summer School 2019" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The goal of this lab session is to illustrate the concepts seen during the tutorial in Gaussian processes for Global optimization. We will focus on two aspects of Bayesian Optimization (BO): (1) the choice of the model (2) the choice of the acquisition function.\n", - "\n", - "The technical material associated to the methods used in this lab can be found in the slides of the tutorial. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Getting started" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", - "\n", - "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%pylab inline \n", - "import GPy\n", - "import GPyOpt\n", - "import numpy as np\n", - "from numpy.random import seed\n", - "seed(12345)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Remembering the basics" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", - "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", - "\n", - "We assume that $f$ is a *black-box* from which only perturbed evaluations of the type $y_i = f(x_i) + \\epsilon_i$, with $\\epsilon_i \\sim\\mathcal{N}(0,\\sigma^2)$, are available. The goal is to find $x_M$ by minimizing the number of evaluations of $f$. To do this, we need to determine two crucial bits:\n", - "\n", - "1. A **Gaussian process** that will capture the our beliefs on $f$. \n", - "\n", - "2. An **acquisition function** that based on the model will be useful to determine where to collect new evaluations of f. \n", - "\n", - "Remember that every time a new data point is collected the model is updated and the acquisition function optimized again. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Running example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start with a one-dimensional example. Consider here the Forrester function \n", - "\n", - "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", - "\n", - "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", - "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", - "bounds = f_true.bounds # problem constrains (implemented by default)\n", - "f_objective = f_sim.f # objective function " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To plot the true $f$, simply write:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f_true.plot(bounds)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "n = 8\n", - "x = np.random.rand(n).reshape(n,1)\n", - "x" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f_objective(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", - "* The function to optimize.\n", - "* The box constrains of the problem.\n", - "* The model, that is fixed by default to be a GP with a SE kernel.\n", - "* The acquisition function (and its parameters)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create an SE kernel as we do in GPy" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "k = GPy.kern.RBF(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And now we have all the elements to start optimizing $f$. We create the optimization problem instance. Note that you don't need to specify the evaluation budget of. This is because at this stage we are not running the optimization, we are just initializing the different elements of the BO algorithm. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Creation of the object that we will use to run BO.\n", - "seed(1234)\n", - "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", - " domain = bounds, # box-constrains of the problem\n", - " kernel = k, # kernel of the GP \n", - " acquisition_type='EI') # acquisition = Expected improvement" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "?GPyOpt.methods.BayesianOptimization" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "myBopt.X" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "myBopt.Y" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Run the optimization (may take a few senconds)\n", - "max_iter = 15 # evaluation budget\n", - "myBopt.run_optimization(max_iter) # run optimization " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "myBopt.plot_acquisition()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "myBopt.plot_convergence()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", - "\n", - "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "myBopt.model.model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", - "\n", - "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(c) For stability reasons, constrain the noise of the model to be 10e-4. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(d) Run the optimization for 10 iterations. Make and comment the convergence plots. Has the method converged? " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Acquisition functions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "seed(1234)\n", - "n = 10\n", - "X = np.random.rand(n).reshape(n,1)\n", - "Y = f_objective(X)\n", - "m = GPy.models.GPRegression(X,Y)\n", - "m.optimize()\n", - "m.plot([0,1])\n", - "\n", - "## Now we pass this model into a GPyOpt Gaussian process model\n", - "\n", - "from GPyOpt.models import GPModel\n", - "model = GPModel(optimize_restarts=5,verbose=False)\n", - "model.model = m" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We define the bounds of the input space to be between zero and one." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt import Design_space ## GPyOpt design space\n", - "\n", - "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "AcquisitionEI?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "AcquisitionLCB?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", - "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", - "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", - "X_grid = np.linspace(0,1,200)[:, None]\n", - "plt.figure(figsize=(10,6))\n", - "plt.title('Acquisition functions',size=25)\n", - "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", - "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", - "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", - "plt.xlabel('x',size=15)\n", - "plt.ylabel('a(x)',size=15)\n", - "legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Consider the sixhumpcamel function defined as\n", - "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", - "\n", - "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", - "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(b) In the three cases run the optimization for 30 iterations" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(d) Compare the models and the acquisition functions in the three cases (after the 30 iterations). What do you observe? " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "### Credit\n", - "\n", - "This notebook was written by Javier Gonzalez." - ] - } - ], - "metadata": { - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb b/2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb deleted file mode 100644 index c29db6e..0000000 --- a/2020/.ipynb_checkpoints/lab_3_answers[renameme]-checkpoint.ipynb +++ /dev/null @@ -1,1168 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 3: Global Optimization with Gaussian Processes" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gaussian Process Summer School 2019" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The goal of this lab session is to illustrate the concepts seen during the tutorial in Gaussian processes for Global optimization. We will focus on two aspects of Bayesian Optimization (BO): (1) the choice of the model (2) the choice of the acquisition function.\n", - "\n", - "The technical material associated to the methods used in this lab can be found in the slides of the tutorial. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Getting started" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", - "\n", - "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - } - ], - "source": [ - "%pylab inline \n", - "import GPy\n", - "import GPyOpt\n", - "import numpy as np\n", - "from numpy.random import seed\n", - "seed(12345)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Remembering the basics" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", - "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", - "\n", - "We assume that $f$ is a *black-box* from which only perturbed evaluations of the type $y_i = f(x_i) + \\epsilon_i$, with $\\epsilon_i \\sim\\mathcal{N}(0,\\sigma^2)$, are available. The goal is to find $x_M$ by minimizing the number of evaluations of $f$. To do this, we need to determine two crucial bits:\n", - "\n", - "1. A **Gaussian process** that will capture the our beliefs on $f$. \n", - "\n", - "2. An **acquisition function** that based on the model will be useful to determine where to collect new evaluations of f. \n", - "\n", - "Remember that every time a new data point is collected the model is updated and the acquisition function optimized again. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Running example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We start with a one-dimensional example. Consider here the Forrester function \n", - "\n", - "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", - "\n", - "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", - "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", - "bounds = f_true.bounds # problem constrains (implemented by default)\n", - "f_objective = f_sim.f # objective function " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To plot the true $f$, simply write:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f_true.plot(bounds)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.92961609],\n", - " [0.31637555],\n", - " [0.18391881],\n", - " [0.20456028],\n", - " [0.56772503],\n", - " [0.5955447 ],\n", - " [0.96451452],\n", - " [0.6531771 ]])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "n = 8\n", - "x = np.random.rand(n).reshape(n,1)\n", - "x" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 9.99379804],\n", - " [ 0.30951655],\n", - " [-0.53213703],\n", - " [-0.92083089],\n", - " [ 0.70757395],\n", - " [ 0.04499155],\n", - " [14.12247715],\n", - " [-2.14113699]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f_objective(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", - "* The function to optimize.\n", - "* The box constrains of the problem.\n", - "* The model, that is fixed by default to be a GP with a SE kernel.\n", - "* The acquisition function (and its parameters)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create an SE kernel as we do in GPy" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "k = GPy.kern.RBF(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And now we have all the elements to start optimizing $f$. We create the optimization problem instance. Note that you don't need to specify the evaluation budget of. This is because at this stage we are not running the optimization, we are just initializing the different elements of the BO algorithm. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Creation of the object that we will use to run BO.\n", - "seed(1234)\n", - "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", - " domain = bounds, # box-constrains of the problem\n", - " kernel = k, # kernel of the GP \n", - " acquisition_type='EI') # acquisition = Expected improvement" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "?GPyOpt.methods.BayesianOptimization" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.19151945],\n", - " [0.62210877],\n", - " [0.43772774],\n", - " [0.78535858],\n", - " [0.77997581]])" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "myBopt.X" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[-0.95287634],\n", - " [-1.19407487],\n", - " [ 0.29000479],\n", - " [-5.3506129 ],\n", - " [-5.22815975]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "myBopt.Y" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Run the optimization (may take a few senconds)\n", - "max_iter = 15 # evaluation budget\n", - "myBopt.run_optimization(max_iter) # run optimization " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "myBopt.plot_acquisition()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "myBopt.plot_convergence()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", - "\n", - "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: -2.215596090516634
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
rbf.variance 2.2938642476181945 +ve
rbf.lengthscale 0.11088635100243982 +ve
Gaussian_noise.variance0.0026639968440545531e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "myBopt.model.model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", - "\n", - "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[8.56492259],\n", - " [3.15258865],\n", - " [5.64364388],\n", - " [6.70667823],\n", - " [4.78655946],\n", - " [5.46222156],\n", - " [8.2777045 ],\n", - " [2.81455086]])" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def g(x):\n", - " return x**2 + 10*np.sin(x)\n", - "\n", - "bounds_g = [{'name': 'var_1', 'type': 'continuous', 'domain': (-10,10)}] \n", - "\n", - "x = np.random.rand(n).reshape(n,1)\n", - "g(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "k_g = GPy.kern.Matern52(1)\n", - "\n", - "BO_g = GPyOpt.methods.BayesianOptimization(f = g, \n", - " domain = bounds_g, \n", - " kernel = k_g, \n", - " acquisition='EI',\n", - " acquisition_par = 0.1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(c) For stability reasons, constrain the noise of the model to be 10e-4. " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "BO_g.model.noise_var = 0.0001" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(d) Run the optimization for 10 iterations. Make and comment the convergence plots. Has the method converged? " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "BO_g.run_optimization(10)\n", - "BO_g.plot_acquisition()\n", - "BO_g.plot_convergence()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Acquisition functions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "seed(1234)\n", - "n = 10\n", - "X = np.random.rand(n).reshape(n,1)\n", - "Y = f_objective(X)\n", - "m = GPy.models.GPRegression(X,Y)\n", - "m.optimize()\n", - "m.plot([0,1])\n", - "\n", - "## Now we pass this model into a GPyOpt Gaussian process model\n", - "\n", - "from GPyOpt.models import GPModel\n", - "model = GPModel(optimize_restarts=5,verbose=False)\n", - "model.model = m" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We define the bounds of the input space to be between zero and one." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt import Design_space ## GPyOpt design space\n", - "\n", - "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "AcquisitionEI?" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "AcquisitionLCB?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", - "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", - "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", - "X_grid = np.linspace(0,1,200)[:, None]\n", - "plt.figure(figsize=(10,6))\n", - "plt.title('Acquisition functions',size=25)\n", - "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", - "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", - "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", - "plt.xlabel('x',size=15)\n", - "plt.ylabel('a(x)',size=15)\n", - "legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 0)\n", - "grid_par = np.array([0,0.5,1,2,3,5])\n", - "\n", - "plt.figure(figsize=(10,6))\n", - "plt.title('Acquisition functions',size=15)\n", - "for param in grid_par:\n", - " acq_LCB = AcquisitionLCB(model,space,exploration_weight = param)\n", - " plt.plot(X_grid, -acq_LCB.acquisition_function(X_grid),label=str(param))\n", - "legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Consider the sixhumpcamel function defined as\n", - "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", - "\n", - "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", - "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt import Design_space ## GPyOpt design space\n", - "\n", - "bounds_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel().bounds\n", - "variables = [{'name': 'var_1', 'type': 'continuous', 'domain': bounds_shc[0]},\n", - " {'name': 'var_2', 'type': 'continuous', 'domain': bounds_shc[1]}]\n", - "\n", - "space = GPyOpt.Design_space(variables)\n", - "\n", - "\n", - "from GPyOpt.experiment_design.random_design import RandomDesign\n", - "seed(12345)\n", - "n_data = 3\n", - "sampler = RandomDesign(space)\n", - "X = sampler.get_samples(n_data)\n", - "Y = f_shc(X)\n", - "\n", - "BO_EI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='EI',jitter=0)\n", - "BO_LCB = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='LCB',acquisition_weight=2)\n", - "BO_MPI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='MPI',jitter=0)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(b) In the three cases run the optimization for 30 iterations" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "max_iter = 30\n", - "BO_EI.run_optimization(max_iter)\n", - "BO_LCB.run_optimization(max_iter)\n", - "BO_MPI.run_optimization(max_iter)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,6))\n", - "plt.title('Comparison of acquisition functions',size=15)\n", - "plt.plot(BO_EI.Y_best,label = 'EI')\n", - "plt.plot(BO_LCB.Y_best,label = 'LCB')\n", - "plt.plot(BO_MPI.Y_best,label = 'MPI')\n", - "legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(d) Compare the models and the acquisition functions in the three cases (after the 30 iterations). What do you observe? " - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: 9.842461840558926
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
Mat52.variance 2.739129381272947 +ve
Mat52.lengthscale 1.0370016278363612 +ve
Gaussian_noise.variance0.0052689541438551771e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: 1.3535506237840274
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
Mat52.variance 2.273080870245484 +ve
Mat52.lengthscale 1.0537165520056304 +ve
Gaussian_noise.variance0.00217940807403683041e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: 6.836830524303437
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
Mat52.variance 2.4230073129206877 +ve
Mat52.lengthscale 0.9216333827190409 +ve
Gaussian_noise.variance0.0015763071150683931e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "BO_EI.plot_acquisition()\n", - "BO_LCB.plot_acquisition()\n", - "BO_MPI.plot_acquisition()\n", - "\n", - "display(BO_EI.model.model)\n", - "display(BO_LCB.model.model)\n", - "display(BO_MPI.model.model)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "### Credit\n", - "\n", - "This notebook was written by Javier Gonzalez." - ] - } - ], - "metadata": { - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 18a35a5174e5ad64e991b302b95054f11afe607c Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Tue, 18 Aug 2020 11:10:05 +0100 Subject: [PATCH 14/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3dadb53..1b53779 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,6 @@ This repository contains the labs for the summer school, to be used with Binder. -For more information, please check the [Getting Started](https://gpss.cc/gpss19/getting_started) page on +For more information, please check the [Getting Started](https://gpss.cc/gpss20/getting_started) page on this year's GPSS page. From a76297b3416b150e95f4426cc594aecdb04c2602 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Sat, 12 Sep 2020 12:37:55 +0100 Subject: [PATCH 15/37] updated 2020 labs and hidden labs --- 2020/.answers/lab_1.ipynb | 492 ++++++++++-------- 2020/.answers/lab_1_extra.ipynb | 58 +-- 2020/.answers/lab_2.ipynb | 259 +++++---- 2020/.answers/lab_2_extra.ipynb | 99 ++-- 2020/.answers/lab_3.ipynb | 223 ++------ 2020/{lab_2.ipynb => .lab_2.ipynb} | 38 +- .../{lab_2_extra.ipynb => .lab_2_extra.ipynb} | 38 +- 2020/{lab_3.ipynb => .lab_3.ipynb} | 14 +- 2020/lab_1.ipynb | 73 ++- 2020/lab_1_extra.ipynb | 12 +- 10 files changed, 636 insertions(+), 670 deletions(-) rename 2020/{lab_2.ipynb => .lab_2.ipynb} (97%) rename 2020/{lab_2_extra.ipynb => .lab_2_extra.ipynb} (96%) rename 2020/{lab_3.ipynb => .lab_3.ipynb} (95%) diff --git a/2020/.answers/lab_1.ipynb b/2020/.answers/lab_1.ipynb index 468c1a7..fa1b5bb 100644 --- a/2020/.answers/lab_1.ipynb +++ b/2020/.answers/lab_1.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1: Gaussian Process Regression\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "\n", "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", "\n", @@ -97,7 +97,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -139,7 +139,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -205,7 +205,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -274,7 +274,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -348,7 +348,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -409,7 +409,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -500,9 +500,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " > Thinking about the sum of two kernels in terms of the sum of two normal distributions. If we consider two independent kernels, $k_1$ and $k_2$, and corresponding covariance matrices over some (joint) sample space: $\\mathbf{A} = k_2(\\mathbf{x},\\mathbf{x}^\\text{T})$ and $\\mathbf{B} = k_2(\\mathbf{x},\\mathbf{x}^\\text{T})$, then the sum of two corresponding normal distributions with zero mean and covariance defined by the respective matrices, $\\mathcal{N}(0, \\mathbf{A}) + \\mathcal{N}(0, \\mathbf{B}) = \\mathcal{N}(0, \\mathbf{A}+\\mathbf{B})$. From this we can infer that since the RHS of the equality is a valid distribution, $\\mathbf{A}+\\mathbf{B}$ must be postive semi-definite, and so $(x,x') \\mapsto k_1(x,x') + k_2(x,x')$ results in positive semi-definite matrices regardless of $x$ and $x'$.\n", - " >\n", - " > The equality holds only when $k_1$ and $k_2$ (and therefore $\\mathbf{A}$ and $\\mathbf{B}$) are independent . From a modelling perspective, this means we can use summative covariance functions to describe different, independent features in the modelled system. For example, we might want to separate some seasonality from an overall increasing trend. The sum of two kernels would allow use to do that. This is the motivation used in Section 7, using the Mauna Loa example." + "> Thinking about the sum of two kernels in terms of the sum of two normal distributions. If we consider two independent kernels, k1 and k2, and corresponding covariance matrices over some (joint) sample space: A=k2(x,xT) and B=k2(x,xT), then the sum of two corresponding normal distributions with zero mean and covariance defined by the respective matrices, N(0,A)+N(0,B)=N(0,A+B). From this we can infer that since the RHS of the equality is a valid distribution, A+B must be postive semi-definite, and so (x,x′)↦k1(x,x′)+k2(x,x′) results in positive semi-definite matrices regardless of x and x′.\n", + "\n", + "> The equality holds only when k1 and k2 (and therefore A and B) are independent . From a modelling perspective, this means we can use summative covariance functions to describe different, independent features in the modelled system. For example, we might want to separate some seasonality from an overall increasing trend. The sum of two kernels would allow use to do that. This is the motivation used in Section 7, using the Mauna Loa example." ] }, { @@ -517,7 +517,7 @@ "metadata": {}, "source": [ "> The product of two kernels is semi-positive definite, since the product of two semi-positive definite matrices is semi-positive definite.\n", - ">\n", + "\n", "> In terms of modelling, this is less interpretable than in the additive case. In multidimensional input regression, for example, the product of kernels defined over different input variables can be used to combine information. The product of kernels might be considered similar to an AND operator, since the value of the kernel product will have high value if and only if the consitutient kernels both have high values. When modelling a stochastic process that is the product of two Gaussian process, the modelled function in general will not be Gaussian, but the Gaussian process with the covariance of products of the individual GP kernels exists." ] }, @@ -562,7 +562,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -596,7 +596,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -661,7 +661,7 @@ "" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -689,7 +689,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -758,7 +758,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -770,7 +770,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -782,7 +782,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -794,7 +794,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -806,7 +806,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -818,7 +818,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -830,7 +830,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABAUAAAGrCAYAAAC41y5NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd3xb1d3/30dbXnJsJ85ybCchOyGLEPZICGEmgZbSUkbpU+geQFvawkN3H35d0EWhUJ6y1xPCSMImQCB77+U4dhIn3pKHrHl+f1zJlm3pSrblRLbPm1deUaSrc8/96Fyh8z3fz/cIKSUKhUKhUCgUCoVCoVAoBh6G090BhUKhUCgUCoVCoVAoFKcHFRRQKBQKhUKhUCgUCoVigKKCAgqFQqFQKBQKhUKhUAxQVFBAoVAoFAqFQqFQKBSKAYoKCigUCoVCoVAoFAqFQjFAUUEBhUKhUCgUCoVCoVAoBigqKKBQKDohhLhJCPFON9/7cyHEM6HHo4QQjUIIY3J7qFAoFAqFQqFQKJKBCgooFP0IIUSpEMIdmoifFEI8KYTI6Go7UspnpZQLetofKWWZlDJDShnoaVsKhUKhUCgUCoUi+aiggELR/7hGSpkBzATOAu7rypuFEKZe6ZVCoVAoFAqFQqFIOVRQQKHop0gpjwErgSlCCIcQ4gkhRIUQ4pgQ4tfhlH4hxG1CiE+FEH8WQtQCPw89tzrclhDiXCHEBiGEM/T3uRGvFQshPhJCNAgh3gXyIl4rEkLIcKBBCJETyl44LoSoE0IsO1V6KBQKhUKhUCgUis6ooIBC0U8RQhQAVwJbgP8AfmAsMANYAPxXxOFnAyXAEOA3HdrJAZYDfwFygT8By4UQuaFDngM2oQUDfgXcqtOtp4E0YHLoXH/u9gUqFAqFQqFQKBSKHqPShBWK/scyIYQfcKJN5h8H9gPZUko30CSE+DNwB/Bo6D3HpZR/DT32CyEi27sKOCClfDr07+eFEN8FrhFCfIBmUZgvpfQAHwsh3ojWKSHEMOAKIFdKWRd6+qMkXK9CoVAoFAqFQqHoJioooFD0PxZLKd8L/0MIMQcwAxURk30DUB7xnsjHHRkOHOnw3BFgROi1OillU4fXCqK0UwDURgQEFAqFQqFQKBQKxWlGBQUUiv5POeAB8qSU/hjHSJ33HwcKOzw3CngLqAAGCSHSIwIDo2K0Vw7kCCGypZT1CfdeoVAoFAqFQqFQ9BqqpoBC0c+RUlYA7wB/FEJkCSEMQogxQoiLEmxiBTBOCPElIYRJCPEFYBLwppTyCLAR+IUQwiKEOB+4RqcfK4F/CCEGCSHMQogLe3yBCoVCoVAoFAqFotuooIBCMTC4BbAAu4E64BVgWCJvlFLWAFcDdwM1wI+Aq6WU1aFDvoRWqLAWeAB4Sqe5mwEfsBeoBL7f1QtRKBQKhUKhUCgUyUNIqZc1rFAoFAqFQqFQKBQKhaK/ojIFFAqFQqFQKBQKhUKhGKCooIBCoVAoFAqFQqFQKBQphBDi30KISiHEzhivCyHEX4QQB4UQ24UQMyNeu1UIcSD059Z451JBAYVCoVAoFAqFQqFQKFKL/wUW6rx+BXBG6M8dwCMAQogctDpfZwNzgAeEEIP0TqSCAgqFQqFQKBQKhUKhUKQQUsqP0Qp5x2IR8JTUWAtkCyGGAZcD70opa6WUdcC76AcXMCWr071BXl6eLCoqOt3dUCgUCoUipdi0aVO1lHLw6e6HQqFQKBQDhcsvSZc1tYGktbdpu2cX0BLx1GNSyse60MQIoDzi30dDz8V6PiYpHRQoKipi48aNp7sbCoVCoVCkFEKII6e7DwqFQqFQDCRqagOsf3tU0tozDjvQIqWc3YMmRJTnpM7zMVH2AYVCoVAoFAqFQqFQKHSQQDCJ/yWBo0BBxL9HAsd1no+JCgooFAqFQqFQKBQKhULRt3gduCW0C8FcwCmlrADeBhYIIQaFCgwuCD0Xk5S2DygUCoVCoVAoFAqFQnH6kQRkUlb4E0II8TxwMZAnhDiKtqOAGUBK+U9gBXAlcBBoBr4Seq1WCPErYEOoqV9KKfUKFqqggEKhUCgUCoVCoVAoFHpo9gFda35yzyflF+O8LoFvxXjt38C/Ez2Xsg8oFAqFQqFQKBQKhUIxQFGZAgqFQqFQKBQKhUKhUMQhSQUCUw4VFFAoFAqFQqGIQV6OURYWmAHtx2AglDrqlwKv1H5GeaUJT1B77Ama8AWM2jEBAwS0pEwRaPsT/rchIEOPJSIYSkkNBCH8OBiEkH9VBmOkrAqBEAIMoR2ohAGMoURQg0CGHkujIKh1C2nU/gDac8ZQP4wSk1E7n8UQwGL0YxU+7d/CjyXUeZMAY2jHK0PEzlfhytwAASnxhRJSvdKER7bp443QKBAwgF+00whABMEQfuxv00cEpKZLWJ8IrbRM2mgSCRChfhoMbVoZDG36GATSKKLqIyM1MklMoY5ZjQEsBr/2WPha9bGIAKbwKRAdNNLaCSAJSFo18khNl7BG4fHkDxgIhsYQAdFh/LQ9Fu3GUhACEWMorJeU+hppDzSNwlqFNTEYkMb2GkUbTxglhtAYMhmDWMP6GPwRWvkxh8aJMTSWRIRG4fTsIBJ/qLteacQbOolHmtu0Chjxhzoi/QICbWPJ0OF+a9UoKBGB6GOIkD66OnUYQ2G9pFEgQ89LU8T9ZmjTRxoBk9a20RjEbAyNGYMfq8GPVWgaWdppJDCExknkPnNBZMT3Ea36aPeb9p3lDZjwBo3adxEgA20addSnbTxF6iO17yTQvouCEfrE0sggtO+hVn1CvTYa2vQxCoJR7rfWxxFjKKyRNaRRWB9LSCuTkBHfR9p5N2/3VEspB0ftYA+QSAIxrruvo4ICCoVCoVAoFDEoLDCzIbQvdZAgzUEvAE7poyqg/fAu9+dQ6s0DoMQ9mNKmXACONjiod6YDEKi3YHIasTi1di0usDq1H5dWVwCzU5t8mxo8GBpatIOa3chmNwDS40F6tXPLQKBdH4XRjLBofTHY7WC3aS+k2wlmaI99WVZ8WaGJlMOAx6H9iPZmgdcRmqg6ApizPQDkZjVRkFlPcXo1AEW2aoosVQCMMDrJD/1QzzSYsQtra1/CQYHGoIf6oPaj/WTARpk/B4DDniGUuPM40qT9+7grC1d9mnZdTgsWp/aj3uwEq0tr0+oMYnFq5zM3+DC5tD6KphYI69PsRrZ4kH5fZ42EAYNZu3ZhsSDC+thtyHTt3MFMK74sa0gTIx5HKKDhEO00Cmb7sTq0z2dwViOFmXWaPvYaxtgqASgw1zDCpHV+sBEyhEW7DmFu7ZJP+mmUXmpDE/YT/jRKfXmtGh12a2OotCGHk65MAJpddoRTuw5LvaHDWAoFc1wBzC4vxtAYEo0t0NysaeJuQXo07YI+f2vAKawRgMFsQlg1HYTdBmmhzybDRiDThi/L0lmjLPA6tGa82UGkQ/vc07Lc5Gc1aPpk1lJsrwGg2FpJkVkbV0NNzeQYDK0amUXb1MQjfTRKbcxXBeCYPwuAcl8uh1qGaPq4cznSMEg7xpWBx6l9toZ6ExanwBIaQxan7KCRpoOhwYNo0vTB3YJ0a7pJr1fTCNrpJIxGhMmMsIU0SrNDml07LN2GPzSGfJlmvI5QEMNhwKN1HZ8DvA6tPeHwkpWtnXt4lovC9FpG26tbNRpl0urC5RtbyDZoumQYrK0TXwC31K6jIejjZCjQdizgoNSrzYdLW/I43JRHeUM2ADWudHz1Wh+NTiMWpwhpEvF95AxidmnXbnZ5MDSGvo+a3BDSJ+h2I72hey10z7VqZDAiLNrnKaxWTSOANDvBTO3z8Wda8Tm0+8GTZezwfaQd7ncEMGZ7yXY0ATAy00lRujaGRturKLJoWhWYahls1PrgCN1jjhHlR1B0CRUUUCgUCoVCoYhB5H7SBgykGSzhF8AY/jGsW9QZgHrAjwUwRjwbXvcztjs2/OPMQPuVwVa83naT3sgf5UHaF4wKPzYTiSniFdF6Fi9GfGgThprYlwIWgNCMFF9rU3bRNmHJMFgj3tBCIhq5AC+WDj3v+Lj9VYT1adWppe31Vo1ksHWCF9mSiHifgUiNIvuufQoWVyg4gAkP2sSmKu4VAbjA6G1rOTRpMQsTGUCGEW3ia2oGqnVbOgk0o02wvO0+w45XZsGXZdGCA0TRKHR0u0lvaOIb9Pk7aRT+2wgYG1oIZNqg9XPqeG5DqG9aX0/qXhFANZiaqaVFCw7QFhiIDKJoGrrithb+TDzY8GLC6yA08RUd+ql9xmai3QntryoygBIeU7LRhzCZW98X/jv2xKrzZ+XF0umKjjTlUJje8V6pJXJgh+8tA4a2gJwBIPw94Gz/8QDF6dUcbtKCTuF724cVb+t3T8e7oe1KzBHPRl5BZBJ95HeQDATA66UjkZ9AZ50i+9H2nB8L9Z2OjUZIM6NP/7AkcCoLDZ5KVFBAoVAoFAqFQqHQwZvVO+2GV8KTjdnVO+0GQiu9ySbHED3w01PCK+HJJhwQSDadAwLJIRwQSDbhbIFkE84WSDUktFo2+hsqKKBQKBQKhUIRgwCy1TKQZrC0roSnGSxtS2VGH13LFoDOGQPGTsd3XM9vRwcrQcdsAei8stc5WyD8SttaZ3jl0Ic1gWwB0DIGfK1NhVcuDRiiZAtAPJ3CK6daxkBi2QLQeZW3U8ZAAivh7bMqOmcLhI8Mr4R7sCWeLQCdMgbC2QLaKcLZAqCXMRBeeW/G3tqP6Dq1LRVHWwuOPLKdlSBOVkX7URo7WwC0bIZwZoN+xkB127UbvK2amIUpSrYAJJoxEM4WaH8FHftqbbcSnkhWRTtrSsQ4izxDohkD4cyY+FcUvm/aZwyEv4/swhrRtI/WTJ4OGQOR1EBrZlDnnJLOa/qRWRWtV2K3E3SHLDwdswWgU8ZA9FyESLR+WFzhQJyx9TuzSxkDii6jggIKhUKhUCgUMfBLgVOGfuwGabUPdNdKEP5h21esBLqBAUg5K4FuYAB6YCWIplHPrQThVPkM0AIDkHQrQZhkWAlEczOkpSUcHEjUSlDqQ6szYGpu1SEpVgIHeJzh4EC0SS90x0qgFxgI/90dK4GrPq21zkB0umclKLJUtdYZiKRvWAlChVsTthIAlCd8ZFdR9gGFQqFQKBQKhUIxcAkVHkw24cKDySZceLCvoB8Q6D7RAgJJwd0S/5huEC48mGpIULsPKBQKhUKhUAw0vNLUussARl/rkliqWQn0sgWg88peolaCxAsPQtesBIllC0DXrATRVsJT2UrQsfCgdopkWAliZwtA960EHQsPRjtHKlkJOhYebOt9D60EHQoPAkmxEsTPf4BuWQl0bATQAytBuh2a3PGzBaBLVgKrS9uVIFrhQUjUSqDoCioooAAg4A/ibvDi8wSwZZixpZvb9qxVdIlgIEhjvYegX2Kxm7BnKi27SzAoaaxrIRiQmK1G0rIsSstuEgxKmp0e/N4gZpvSsicEAkHcLh8+jx9rmhl7hlnbl1nRL/FKE+Wh7fSgts0mkGpWgijbFSbDSpBwjQHoopUgsRoD0DUrQcI1BqCLVoKOgYH2Rw5IK0FEW9HO0f1dCULXmwQrQWFmHUcaBrXWGABS20rgtOF1BLsQHEjMSpBvrNW2LIxTY0A7untWglZdItpMjpVAdPh3V60EySUY/5A+iQoKDGDcjV72rzvJoS2VVJY2EPC3DXOL3cTI8YMYPWMwY2cNwWjqnaqw/QV3g5f9609yaHMllWUNBHzttRwxLpsxM4cwduYQjGalpR4tjT72rTuhjcsj7bW0ppkYNsbB2Nn5jJkxGJOl82qaoo2WJh/71p7g8LYqKg45CQbaUt6saSaGjnEw7qx8Rk9XWsbD0+xj75oTHN5exYlDrk7fl8PHhsblzMGYzEpLhUKhSAWONAzqlXZbAydJxuvonSnnyUDv/H/J0Ng79gGfo3d2d+gpEql2H9BDCPFv4GqgUko5JcrrAngYuBJoBm6TUm5OxrkVXaelyceWd46w7YOjBHxB8goymHLRCAYNTcNsNeJu9FF7vImyXTWUbK3is6UHOeuqYiadPxyDWg1rh6fZx6a3jrBj1VH83iC5IzOYcqGmpclipKWpTcvD26pZs/Qgs64oYvKFI5SWHfC6/WxcWcqOj47h9wTIHREal/lpmMwGPO4ANccaKdtVQ+mOGj5bamHWwiKmXDgcg1EFWiLxtvjZtLKU7avCWqYz7ZKROIZo97in2U/N0QbK99Tx7o7d2LMsnHVlEZMuGI5RadkOb4ufzW8dYdsH5do9HhqX2flpWGzaPV5zrInyPbWUPrmbT18xc9ZVxUy+QI3L/oInaKLUG7mdV8R+2APCStC+8CAMTCtB58KD4XP30ErQIVsAkmUlSCxbALpmJYil0UCzEkTTKDlWgvaFB+OTqJWgfeFBPbpkJciyYnZ5ulZ4EOJaCUwNHvyZ4XutY+FB7TllJUguycoU+F/gb8BTMV6/Ajgj9Ods4JHQ34pTTMmWKlY9txd3o49xc/KZuaCQ3BEZUY+VQUn5nlo2vXWEj57bx55Pj3PZ7ZPJzu+dIjN9jUNbKvn4+f00N3gZd1Y+My/X0VJKju6pY+PKUj5+YT9711Qw77ZJ5AxLP8W9Tk1Ktlbx0fP7aHZ5OWN2PrMW6o/Lo/vr2Li8lE9e3M++tRXMu3USOcOVlgCHt1Wx6rl9NDu9nHFWPjMWjGJwQWbUYyO1/PiF/ez5rILLbp/EoKFKS4DS7dV8+MxebVyelc+My0YxeJS+lptWaFruWn2cBV+drO7xfoAnaKLEHa1I10CxEnRju0KIayXoznaFcPqsBPo1BtqfpWtWgtjbFUL3rQT62xVCd60E8ewWqWwlCJNsK0Gi2xWG/9YLDGheeu1x4tsVQjwrgd1oxS09dGW7QuialSDaSOt3VgIJgf6ZKJCcoICU8mMhRJHOIYuAp6SUElgrhMgWQgyTUlYk4/yK+Ph9AT55YT+7P60gryCDa74zPeaP2zDCIBg1OZeCSTkc3FjJRy/s46XfbWD+rZMYPaOXqpj2Afy+AKtfOsCuT46TV5DBVd+axpDCLN33CCEomJTDyImDOLDxJJ+8eIBX/mcj829TWq5++SC7Pj5GXkEGV35jGvlFcbQ0CAom5DBy/CAObqrk4xf28/KDG7nsK5MYPX3gahnwBfnk5QNtWn59GvnFiWt5aHMVHz23j5d+s4H5t09izIwhp6jnqUfAH2T1SwfY+fExckeExmUXtCzZWsWqZ/fx8u82MO/WSYydNXC1VCgUCkXiePT/V9NttIBA8jG7esdGEcxMzV0jJKqmQE8ZQfsNI4+GnusUFBBC3AHcATBq1KikdcDnDVC2q2ZA/tBtcnpY/vftVJU1MHNhIXOuKe5SirAQgjPOymfoGAdvPbaTlY/t4JKbJjDp/OG92OvUpNnlZfnft1F5pIGZl49izrWju6zluLOGMnxsNisf3cnKR3dw8U3jmXzBiF7sdWrS7PKy4pHtnDzsYsZlozh70egu1a4QQnDG7HyGj81mxSPbWfnoDi78wjimXjyyF3udmjQ5Pbz16A5OlHRfy7GzhjBsrIOV/9zBW4/t5PzPn8GZlxb0Yq9Tk2aXl5X/3MGJEifTLxvF3GtHd6kOiBCCMTOGMHS0g7cf28nbj++k2XUG0y4ZeFr2F3wBI6VNuTFeTR0rQVRDWlKsBNFWwntuJehceBBS2UrQufAgpLKVoDuFByEBK0ECdovuWAn0swUg1awE8ewW3bcSRNOo51aCjoUHNXpuJfA4LFid2jV3LDwYftwdK4Gh2Q1p9hjZAuGj2p5TVoKec6qCAtH+XxU1+UJK+RjwGMDs2bOTlqCx7b0y1r1+mEtunsCk8wbOZLbuRBNv/HUb7kYfV3x9ao9WUjNzbCy+awZvPbqDD5/ZSzAomXLhwJnM1p9s5vW/bMXd4O2xlhmDbCy5ewZvPbqTVc/uQwYlUy4aOJNZZ1Uzr/1Z03LhnVN6FKxLz7ay5O6ZvP34Lj5+YT/CIAbUuHRVu3ntoS00O71c/rUpPVqVTndYWfyDGbz7792sfukARpNh4Gn58FaanR4W/Ndkzpid3+220h1Wrv3edN55YhefvHiA4WdkkzdSPztLkZr4AwaONjjiHNUVK0FigQHompVAr8YA9MRKEHu7Qui+lUC/xgB030oQOzAA3bcSJL5dYfuznC4rgf52hR0fd8FKoLNdYfg93bESJFxjAFLCSpCI3aI7VgKLM4DXYaSzRsmzErQ13TesBNEnq7GtBL2LIBA9BNvnOVVVkI4CkcskI4Hjp+jcAMxYUEjBpBxWPbOXw9sSi9n2depPNvPqn7bg9wZYcteMmJNYzdWRGGaLkSu/MY3CKbl8/Pw+Dm/X97b1FzQtN2ta3j0ztpbBxJOKTGYjV9w5laKpuXz0wv6BNS7/sBmfJ8CSe2YmJXvHZDGy8I4pmpbP7ePQlsok9DT1qT/ZzNI/bMbT7GfxXTOTkqZushhZ8LXJmpbP7+PgpoGhpbPKzdLfb8LT5GPR92f0KCAQxmQxsvDOqVz7vekqIKBQKBSKuGgBgeRj6KUpn9XZOwZ7kWbvlXZ7igSCMnl/UolTlSnwOvBtIcQLaAUGnae6noDRZGDhHVN47c9bePffu/ncvbP7dQEoV422eoiULL5rZtRr9ZSUUPn/fk/jp5+SNnMmOTd/mcz58+O2bTQZuPxrU1j2p82886+dfO7e2TGLwvUHGutaWPbnLQQDksU/mBH1Wt07dlDz2L9oWLUK+9Sp5N15BxkXXRS3baPZwIKvTWHZHzfzzhO7uP5Hs/r15KGp3sNrD20hGJQsviu6li179lD5xz/RsmMHpqFDyf/ZT0mfMydu20aTgcvvmMKyP23hvSd34xhs799aOj28/petBANBltw9M6qW3vJyjv/4XnzHjmHIyGDo/feRPndu3LaNRk3L1x/ayvv/2U12/gDQ8uEt+P2xtfRVVHD8Jz+lZfduLKNGkffNb5B56aVx2zYYBAUTc+Iep0hhAgbqnYn8XkjQSpBg4UHompVAt/AgpJ6VoEPhQVBWgjZS10rQsfAgJMdKkHjhQeialSCxbAHompVAr/AgpJ6VoFO2QGuTPbMSeLMEFle4sfbZAtGuIFErgfR4EFZrAoUHIVrGgKLrJGtLwueBi4E8IcRR4AFC40FK+U9gBdp2hAfRtiT8SjLO21UsNhNXfH0aL/12PW89uoPP3Tsbi+1UxUVOHT5PgBWP7MDbEmDJ3TOiBgRa9u+n9PM3IMxmshcvonn9Bo5+57sM/38P4rjmmrjnMFuNXPnNabz0mw28HQoM9Fctl/9jO94WP9fdE3viVXb7VxEmE45F19L82RrK7/w6w37za7Kvvz7uOcwWTcuXf7uBt/+1i8//pH9q6W3x8+bft9HS7Oe6WJPYo0cp+9odAGRcNp/mNWspu+VW8n/6U3JuuTnuOUxmI1d8fSov/24jK/+5gy/cN6dfaunzBHjzb5otaEmM4Irn4EHKvnI70usl47L5uDdtpuz2rzLkRz8k97bb4p7DZDZy+R1TePm3G1j5zx3c8LM5WO39T0u/L8Dyv2+nucHH4u/HDlSFtcy88grcW7dy9NvfYej99zHoi188Db1WnEpEAAL1XfGrxrESdKPGAJw+K4H+doXaWbpnJUh0u0LompUgscAAdM1KEGvSO9CsBNEmvcmxErSvMRDZ7+gkaCVIsMYAdM1KoLddYfj57lgJTC4P/qzIcRRure1xd6wE9UE/2QZTjO0KITlWgs7T92RYCaKbFCLpaCXoXfqrfSBZuw/o/ioK7TrwrWScq6dkDLKy4KuTef3hrXz6ykEu+fKE092lpCKl5IOn91BzrJGrv31m1NU96fdT8bP7MKSlUbxsGeb8IQRbWii/8+sc//G9GLOzybjggrjnSndYuez2Sbz28FY+eekA826Z2BuXdNqQUvLh03uoOdrIld+cFlXLoNfLse//AISg6OWXsYwcgfT5KP/6N6h44OeYhg4l47zz4p5L03Iyyx7a0i+1BPj4+f2tWkbb+SLo8VB+x51In4+i557FOmYMQbebY/f8kJMPPoh1wviEMgbSHdo9vuxPm1n90gEu7Y9avrif6qONXPXN6DtfyECAo9/7PhLJqKefwjZuHMGmJo7fey+VD/4/bBMmkj43/q6w6Q4rC++cytI/bGb1i/uZd9uk3ric08rHL+ynqqyBK78ZfYcBGQxS8fOfg9lE0fPPYS0u1sblXXdz4he/xDx8eEJZQYq+iwhAWpkRr0ObmNfUWzBmaz9ajzY4GJmp/ZAucQ9mtF2b6pX7ocCkBQecAR8OYW7NGsgw2AgShCA4TOCUWnCgwFRLuV/LKhltr2rdBnFkppOjDQ7qAZkdDlBo/bE4Ibwe68kyYnWFJh6ZVkwN2t7hIs0OzW7tWqxWpMfTKTgQ+aM84PUhLGbtx7u7BUOTDdLtmAGzy4MvywqYsDrB49CmRBaXwJulrR4GnWkEHAFqgBpXOrlZTQAcbsqjOF2byJUymCJLFSOMWnCgAR+ZBnOnrIEMg5XGoAdoId94nJMBbcJWbK3ksEezSxWm13KkKZSNk92Mqz4N6dSCAz4HmJ2gFUQztBZE82WaMTf4tB/B6TZEU4s2rUmzI5vd0ALCZEb6fa1ZA0GvF4TWO+n1IiwW7T3uFrDbMADWBg/BTCtgxeIK4M3SvOEWJ3gdoYmT04zXIfFg46jTRpUjg8FZjZou7lyK7Nq0q9yXS4G5BnBRhZfBEbPqcHBgkDDhk34weMmxtFAbDALVFJmrKbbmtWpUlFlLaUOONsnOgmaXFhzwZoOlPjQZzzKEVnzBm2XH0jqWbBgbwvqkIZqbke4W3QKE+PwYzKEphrsFYbdpk97GFmSG9hmaXeDL0mafVid4XAa8oa34qLfgzQ7SjJ3DLjtpWdr4LW3IoShTCxAd9gyh2FoJVHMCGBoODkgvGcLSmjVgFWY80gdGL4ONLqpCl1VgrqHcpxUQLbLXUOoOFRPNaqTKlYEHGy3ZYKjXggORK+LaWDJicQW04ECmFUODR9PIbgO3Nus3WixIr7dTcEAGAgijEVpAtngQNm1FXHQorhE7+ogAACAASURBVGdu8OHLNLdp5NBUNzu1se3FgtNpQTi0+/m4K4vhWdqHWOLOY7Rdu9/K/DDK1LnOQMesgUwDNAS14MAIu5NjAa2WSpGtmtKWPE23zHrKG7K14EA2+OqtUbMGIgsQkmXF7NK+j0i3Q5Nbe2y3E3S7W/sU/h7SzRqI0MjU4MGfqfVf28qx94MDkv4bFDhVNQVSipETcpg+fxS7Vx+nfE/86HNfYt/aExzcWMncRaMpnBy9WnLtf56iZccO8u/7GeZ87X8YBpuNgkf+gXXMaCoeeIBgU1NC5xs5IYdZlxey97MKynbFXR/oUxzYcJIDGyuZc81oiqbmRT2m7ulnaNm1i+G/+y2WkVpBNmE2M+Lhh7AWF3P8x/cSaGxM6Hwjxg9i1kJNy9Id/atWw/71J9i37gSzryqOqaVz2Wt4S0oY8f8exDpmDAAGu53hD/4PllGjOPaDuwjUJ7ZON/yMbGZeXsiezyoo2dq/ajXsW3eCvZ9VMGthYUwtXW++iffQIYb+7D5s48YBYEhPZ/iDD2IpLOT4j3+Mv64uofMNHe3QxuXaE/1Oy/3rT7Dn0wpmXVFI8bQYWr7xBi3btjPk7ruxFhcD2rgc8fBDWM8YS8V/P0DAldh6jaLv4o2oMxgOCACtAQGgNSAAoYBACIdov9YejFgj0wICGuGAANAaEADaFTkMZyxAOCDQRmtAAO3HcivNET+6PW3Pt1u5jEBYIvpr1wICYXwRK5jhCQoQmsyF+uhoazccEABaAwJAREBAI9PQXqMwWkBAIxwQAFonu0BbQAAiAgIa5giNWicoaJOtMKKpbaIkmztPUNoObLteYYlYSrW39SuY2aaPFhAIPXaIiMdtRmKro6U1IAC0BgSAUEBAo2NAIIxPtm0HVxtR06jUl9dOo9KGNo2aXW2fZzggALQGBLTHbZ+hsSFiWTsUEAjTOtntQGtAgNAkOUQ4IABtAQHQxlLkGPJmt11LOCAAtAYEgFBAQGNoq40CMkT7ZW5PxD1WFTHkwwEBoC0gAFS52rLFtICARqQ+VmewnUaGyPstQh8ZueIt265JGNs+UGGLyApIsyPTIzTKbPusI+83X8T3UTggALQGBIDWgABoAYF8Y+fCgx3RAgIa4YAA0BoQAChvyG7rR70Vo7PtWjpqFMbsitCnqe3zjBYQCNNOI2t7jcL4I+43T5ayDfSU/pcLmiBzri2mdEc1Hzy9hy/+99n9IsW4qd7D6pcPMGysg5kLCqMeI71eap54gvTzzyfryivbvWZIS2PoL37BkS/dRNXf/k7+j3+U0HnPuqq4dV/uG/+7f6RrN9a18PEL+xk62sHMhTG0DASoe/ZZ0ubMIXPevHavGTMyGPbb31B6wxeo/scj5P/ohwmdV9Oymo+e38eIcYMwW/v+l1yT08NHz+1j2BgHs6+IrWXNE09gmzqV9AsvbPeaMSODEQ/9mcNLrqP6kUfI/8lPEjrvWdcUU7qjhk9e3M/ICYP6xbhsdnn55MX9DBvjYM7VxVGPkT4fVX/7O9ZJE8lccFm71wxpaQz/4x8o/cKNVD30MMN+8fOEzjv7yiJKd2jjsr9o6W708slLB8gvzmLONaOjHhP0eqn845+wTZuG49pr271msFgY9tvfUXrjjVT+/vcM+9WvTkW3FacBEYicgHd166vOVoKeblcIsawEsbcrDB/RjtNtJdDZrlB72D0rQXdqDEACVoIE/PPdsRIkXGMAUsJKEM8/330rQeztCiP7HZ3YVoLubFcIp89KoF9jINxa2+PErQSxtyuEHlgJOmQLaPTcSqC3XWH4vbGtBL1LUPbPTIG+/8uum5jMRi758gSW/mEzW94p4+xro/8o7Et88uJ+/L4gl948EWGIPmAbPlxFoLaWnJu/jBCdj0mbOZPsG26g9qmnyL7h860rY3oYzYZWLTeuKOXc68b2+FpON58tPYTfF2TebRMxxNCy8cMP8R0/zpB7fxz1dfvUqTiuv07T8nPXYx0df4wZTQYuvmk8r/5hM+vfPMx51/d9Lde8egi/P8ilt07EYIz+o6zhnXfwlZUx5OGHo45L2/jxZF9/PbXPPc+gL34RS1FR3PMajQYu+tJ4lv5+ExuWl/YTLQ/iawlw8ZcnxNTStWIFvvJyRv7zEYSh8zH2yZMZdMMN1L34IrlfuS0xLU2alv/3YP/R8rNXDuJt9nPJlyfEvsdXrcJfWcmwX/8qupZTp5Bz883UPvUUOV/5SkL3uKLvIQLtV8Ait75KODAAUQsQdt6uMOJ4HaIVIGxL3U1yAUK3G4Pd3toGJKcAYWlLHkW26qjbFUL3CxAOz3Jx3JUVY7vCjo/bX0WiBQjjTXq7UoDQV59BMNuf9AKEQ01lnPCnxWyp2wUIM2yIxpakFyCMtFtEtpyqBQi9DiOW1sr77bcrbDsq8ko04hYgbHYj0uxRtyvs3Frb43gFCNvsFnG2K2xtsusFCBPdrjDaFXR3u0I4tZNZZR/opwwbm824OflseacMV7U7/htSmBMlTg5tqWLWwkKy82P/T6D+lVcw5eeTfv75MY8Z/N3vIMxmah59LOHzDxubzYS5Q9n2QXnf1/KwkwMbTjJ9fgHZQ2JrWfv0M5iGDdOtQD7kBz/AYLFQ/fd/JHz+4WOzmXjuMLZ/UI6zqjn+G1KYE4ed7Ft7gunzRulr+eyzmAtHkTl/XsxjBn/3OxjMZir//FDC5x82xsHE84ax7f1y6k4kZolJVSoOOdm75gTTLyvQ3TnFuXw55hEjdH3ued/4OsJiofLhhxM+/9BiTcvt75dTW9G3tTxZ6mLv2hNMXzBKd+cU5+uvYxycR/q558Y8JveOryFsNqr/9vfe6KqiH9IaCEgyll5ysYQDAsmmyNY7Nrnjrs61QZJBLLtFTwlmR0/B7yl6AYGeIBpb4h/UDby9lP4dzqZINpY+thVfpN0imdS4+u9ObgONAZspEOacJWMo2VrFZ0sPsvCOqae7O91CSslnSw9iz7Iwff6omMf5jh+nafVqbUJgjP3la8rLY9AXvkDtM8+Q981vYBkVu81I5i4ew8HNlXy29BAL75jS5etIBaSUfPaKpuXMy6OnugN4jx6jed06Bn//+whT7NvIlJtL9hdvpPbJ/2Xw976bsJZnLxrNgY0nWfNqSZ/VEuCz/ztImsPCrBi2AQB/dTXuTZvJ+9a39Mfl4MEMuuVmah59DM/hwwllsQDMXTSGgxsrWfdaCQvv7Jv3OMD6N0qwZ1mYfWXs6/bX1dH02Rpyb7s1asZFGNPgweTcdis1j/yTlm98o7XuQDzOWTyGQ5sqWbvsEFd+Y1qXryFVWP96CbZ0M7NiWIMAAvX1NH70MTlf+pL+PZ6TQ87NN1Pz2GPk3nkntvGJaanoOxgCMmIv7vZbX3XLSqC3XSGknJUg8e0Kw68oK0FXrATd2q4Q4lsJEtyuELpmJdDbrhB6YiWIvV0hdN9KoJ8tAN23EsTerjD87ECwEkQWHuy4XWHblZwuK0HykQgC/XRNfcAHBTIG2Zh+2Sg2Li+lqqwhalX0VKdsVy0VB51ceOM4XQ+6c/lykBLHdfG3ycv56u3UPf881Y89xvBf/zqhfqRnW5l5eSHr3zjMyVIX+UW9E63vTY7uraPikJOLvjRe1zfduGoVAFkLL4/bZs6tt1L39DPUPP4Ew375i4T6ke6wMuOyUWxYXsqJEidDRzvivynFOH6gnoqDTi74wjhdLRs++ACk1M0SCJNz883U/vtJap/834S1TMuyMGPBKNa/cbjPallxsJ6je+s473Njde/xxvffB7+fzCuuiNtmzi23UPvk/1L7n/8w/De/Sagf9kxNy3Wv910tjx+sp2x3LedcN0Z3XLreegt8PhyLro15TJjcr9xG3dNPU/vvJxj+4IPJ7K4iBRABGVHEr2N1625YCfS2Kww93z0rQWLbFWrn656VINqP+O5aCcobsinI7KBaEqwEo+3VlLjbFw5NhpVAYEW2aAXTOm5X2LGlrlgJ2nZu6Mp2haGr0rESZBihUYaDA/pZGV2xEviyLJhdnad9kUd3x0pgbGghkGlDLzjQHStBLS3kGAzRtyuEblsJtN0/Om7FBz21EshGH8Jkbn1f+O+eWgmONOVQmN7x+yS5VgL97QrDjfV9K0F/rSnQP0MdXWT6vAKsaSbWv1FyurvSLba8W0bGICuTzh+ue1zTJ6uxjh/fWiVfD/OQITiuW4Lr9Tfw1ya+Q8OZ8wqwpZvZ8ObhhN+TSmx9twx7loWJ5wzTPa7xo4+wFBUl5McOa+l89VX8VYlXb59+2SjsmWbW91EtN71Vij3TzMTz9LVseO89zCNHYh0/Pm6bptxcTctly7qk5ZnzCrBnmln72qGE35NKbFihaTn5Av1717XyLcyjRmGbFH/rQNOgQTiWLNbu8S5oOe3SNi213Wb7FhtXlGLPsjD14pG6x7lWvoVl7BisE+NvaWnMzsZx/fU4V6zEV9k7KZoKRX+jU0AgSXQMCCSLcEAg2Xh7af2kUXaePCUDs6t32tUCAsknJ0o9mGSgBQSSTzggkGw6BwSSw+GmXrrfvL74B50GwjUFkvUnlRjwmQIA1jQzMxaMYu2ykj63+lV9tJFj++o4Z8kYjKbYX3yBxiaaN28m97ZbE2vY00DO0EPUe73U33sVeXfdDxOujPs2i83E9MsKNC0POxla3Le0LNtdy9mLRmM0x9Yy2NRE89q1DPrSlxJruMVFTtFJ6n0+6u+7nrzvfA+mxM/WsNhMTJ8/ijWvHupz47KqvIGyXZqWZkvsle1AYyPNa9Yy6KabdNPdW2k4Qe4ZTuq9HuruXczgu+6BSYshznstNhMzLy/k01cOUnHIybAxfUfL6qONlO+u5ZwlY3SzBAIuF01r15J7++2Ja1lYQb3PR+09VzDkvt/B2PkJaTnriiJWv3SA4wfqGTFuUFcv6bRRd6KJ8t21nH2t/rgMut24N29m0M03J6Zli5OcIXup8/mov2chg+9/EM64LP77FH0CEZSYnZE/UCNXwNqeS9xKELvwYPhxd6wEHQsPtvWxZ1aCToUH6byyp6wEPbEStC88CMmxEnQsPKiRDCtBh8KDJMdKEH1Hguh96JKVIOHCg9AVK0HHwoOd+zowrARFtup2WxYCybES2O2tWxZ2yhYAXSuBonuooECIqRePZOu75Wx66whXfbPveGW3f1iOyWyImyXQvH4d+P26BQZbcR6FZ67HWn2AtOIx1G12kvvcFxHz7oML74k7aQhruXF5KVd/+8yuXM5pZdt7ZZisRqZcqL8a27R2LdLnI+OSi+M32lgF/7oEq/Mo6WPGUbexityXbkc4j8F534379ikXjWDLO2VsXNG3tNz50TFMFgNTL4qj5SefIH2+hKwDtLjg35djqS8nfexY6rfUkvfibYj592vjMg6TLxjBpreOsGll39Jy1yfHMJoMTDovzj2+cSMEAmRceEH8Rj2N8OznsFTtJ2NcEfXbGxj81OcQF90F8x+I+/bJ5w9n08pSNr99pE8FBXZ8dAyDScT/vty0GenzkX7OOfEbddfDM9dhqdhOxhmjqdveQO5Tn8NwwXdhgdqmsF8QCGJqiLZKnFpWAv0aA5BqVgLdwAAkfVeCMN21EugGBqAHVoJoGvXcStCd7QohvpXA4zCE9qDvvF0h6E969QIoorkZ0tISDg4kaiUo9UGRuTrqdoXQAyuBAzxOG/G2K4SuWQn0AgPhv7tjJXDVp5GVrVe8uv9YCXoXQUD2z9BD/7yqbmCxmZh68QhKt1f3mcraLU0+9q87yfhzhmFL1083alq9GpGWhn3mzPgNr/ihFhi4eSk5P3wQf6OkwXgpfPhr2P5i3LdbbCbOnDeSIztrqDnWmOjlnFY8bj8HN1Uyfk5+XC0bV63CkJFBWiJavnUvNJ6E299i0N3/g78JGgwXwbv3w8Z/x327xWbizPkFHNlZQ/XRhkQv57TibfFzYMNJxs7Ox5oWZ1yuW4chPR379On6jUoJb/4A6svhtjcZdPeD+JvRxuUHv4KNT8btl9lq5Mx5mpZVZX1Hy33rTjBm1mBsGfpaNq9bj7BasU2LE9SUEpZ+DU7ughufY9A9fyDghgbzAlj9J9jybNx+mSyalmW7avuWlmsqGDtzCGlZ+tXfm9Z8BmYzabMSuMeX3gEV2+GGpxh0758JtECjZSF89peEtFQoFIq+hBYQ6AXSeme3hCJz7+xy4XH2jt2ht9APCHSfUu/gXmkXd+/sctFTJBDEkLQ/qYTKFIhg6sUj2fJOGVveLWPeLfF9pKebgxtPEvAHmRxn1Qug8ZPVpM+Zg8ESZyukQx/CvhUw7wEYfTEZhQFMQ4dSf2wwWXPPheX3QMHZkKNf+X3KhSPZtPIIW98v7xNaHtpUid8XZMK5+v53gKa160ibezYinpb734Gdr8DFP4VRc8kYEcA8fDh1pblkXXoJvH0fjLkUBhXpNjPlwhFsWlnKtvfKmXdbfK/46ebgpkp8nkDclW0A96ZN2GfM0K3uDsCeNzQtL7kPCs8lY2RIy5Issi6brwVfii+E3DG6zUy9eCSb3z7C1vfKuOz2yV25rNPCwY2V+FoCTIlTSwCgacN67NOnY7Ba9Q88+L52jy/4NZwxn/TRIS0PpZF16UXwxvdgxCwYMkG3mSkXjWTzW0fY/M4RLv+v1N8h48CGk3hbAnFrCQA0rVlD2vTpGOL9SD2yBg68DfN/AROuJD0YxDR8GPWlGWRdeCEsvwuGnQlDU18fhQ5BiaFB+4Ha+Zuq/1sJ9LIFoPPKXqJWgo6FB6PSLStBYtkC0DUrQbSV8FS2EnQsPKidIhlWgs47EkDPrQQdCw9GO0cqWQk6Fh5s630PrQQdCg8CSbESJLZjadetBCPsTo4FYlsyu20lSLdDkzt+tgBEzRhQdB0VFIjAnmlh4rnD2LX6OHMXjSbdEefH9Wlm37oT5AxPJ68g9j7boG2f5ysvJ+eWW/QbDAbg7Z9B9iiY+00AhNGIY9Eiav71L3w/fAbzK4vg9e/ArW/o2ghsGeY+peXeNRUMGpoWd8cEf1UVvvJyBt14o36DUsJ7D0DeODj/B0BIy+uvo/pvf8d379OYjy6C174dX8t0MxPPHc6uT44xd8mYlNdyz6fHGTQ0jaGj42hZV4fnwEGyrroqfqOf/RVyRsMFdwGaltk33EDVQw/h/dHTWMoWaxOwm5fpamm1m5h07nB2rDrKudeNJT07xbX87Dg5w9MZGqcGQqC+Hs+eveR959vxG/30IcgaAXPuBMJafp6qhx7G8+NnsVYsgZU/gltei6/lBSPY9n45jXUtZAxK7VWT/etPkp2fRn5xAuMyES2lhA9+DRn5MOcOAITBQPaS66j+xz/w/eRFzEsXw4p74Csr49quFClMMAjNmrc19tZX/dhKoLNdYbhb3bESJFxjALpoJUisxgB0zUqQcI0B6KKVIPZ2hZDaVoI2kmwliGgr2jm6YiU47M6l2B4eYe23K4TuWwkKM+s40jAoxnaF4StJISuB04bXEexCcCB1rAStukS0mYiVoLdItQKBySK18hZSgGmXFhAMSHavPn66u6JLfWUzJ0pcjD97aNxCWO5tWwHip8KWfgKVu7TVWHPbD/zsJYshGMT10SaYd7923P634/bxzPkFBIOSnR8di39Bp5H6k81UHHIy4ZxhcbVs3rIFAPvMGfqNHt0AlbvhnG+Dqe2b0rFoMUiJc9UGWPBLTcs9b8Tt47RLRxIMSnasOhr/gk4j4XE58dzh8cfl5s0ApM2apd/osc1wdL02iTW0/URwLNEKDDrfX6P54EtWwc7/i9vHqZeMJCglOz9O7XHpqnFzosTFuDn58cflpk0gJelz5ug3enSTNubmfrP9uLzuOjAaca78EC69Dw5/BLuXxe3j1ItGgEz9e7yhtoXjB+sT03Ldek3LuXHqCRz5FI6shgvuBktbRoFjyRKQkvp3PoFLfwZla2D3a8m4DIVCoVB0kbaAQHI50tA79XRaAydJxuvoHdvHyUDsor09wdCYovYBqdUUSNafVGLgZAoc+gDW/wtueBqMsS87Oz+Ngkk57Pr4GDMXFmI0ptYHFmb/uhMgYNyc/LjHurdtQ9hsWMeN0z9w6/NgdcCk9vtyW4qKsM+cSf3SV8m57VXE2ke0VfCx83W1dAxOo3ByLrtXH2f2VUWpq+WGkyBg/NlD4x7r3rIVYbFgmxwn9XzTf8CS0WmXAcvIEaTNmYPz1WXkfu1NxNp/aquNE65qN+HtSPaQNIqm5rF79XHOuqpYd6eJ08mhzdp2bGNnD4l7bPPGTQizOb4Hfv1jmpbT2+/2YM7PJ/2cc3C+9hp531yJ2PgkrPqdthuB7ri0UzQ1j50fH2PWFYWYzL3zP7SecnBTSMtZ8e/x5vUJ1hNY81ewOWBW+11IzEOGkH7+eTjfeJPB33sHsek/8O4DMOFqMMauZZCVZ6doWh67Qvd4ymq5sRIknDE7we9LiwX71Dgp/1ue1b4vZ7bX0jJyBGnnzMW59FXyvrYcsf5xePe/YdzCdsFWRR9CBpGhTAH9/bCVlaBrVoL2hQdhYFoJOhceDJ+7h1aCDtkCkCwrQWLZAtA1K0EsjQaalSCaRsmxErQvPBifxKwEmQZoCIZ2JYjjqu2SlSDLitnl6VrhQVBWgh4wcIIC3mbNR7trKUy7QffQqReNYMUjOzi8tZqxs+JPbk4HBzdVMmJcdkIpu+5t27BPmaLv2/Y0wp7XYernwWzv9HL2dUuouO9+Wnbuxj7/AXjpFq3o4IybdM895cIRLP/H9pTWsmRLFcPGOBJKJXdv3oxtyhT92gwtTm3FetoNYO1s7XAsXkzFT3+Ke9sO0i75Kbx8K2x/CaZ/UffcUy7SCmGWbK1KaHJzOji4qZL84iwyc+KPy+ZNm7BNm6bvgXfXaVrOvBVsndO+HYsXcfxHP8a9ZStpl/wEXvwy7Hg5rpbTLhlJ6fZqDm2uSigYdDo4uLGSIYWZOAZ3vh870rxpM/Zp0/THpbcJ9r0FM74M1sxOLzuuvZbjd99D88ZNpF96Hzz/hdA9/mXdc0+9ZCSHt1VzcGMlE86JX5PjdLB/wwmGFGaSnR+/kJV7x3ZskyYhzDqFHX0tsPdNmHht1Il+9nXXc/yHP6R50xbSL/+NZm1xlkPeGT25DEUSEULcA/weGCyl1M2hlkGJ9LTtPhA94TUSZSUIo28laF9jAJJjJejOdoVw+qwE+jUG2p+la1aC2NsVQvetBPrbFUJ3rQTx7BbJ3pUgmVaCMMmwEgi7Delu6aRRT60EVhd4srTHiW9XCF2zErTfrjAa3bESRBtpcYMDvUhQ2Qf6OOOvhMET4ZM/av5AHQqn5pGZY2Pnx6mZql13oom6E82MmRF/kh30evHs3oN9epwt2Pa8Ab7mTquxYTIXXoGw26l/dZn2Q3joVFj957hajpqSm9Ja1lc2U3OsMTEtW1pw795NWjzrwK5l4Hd3Wo0Nk7lgAcJux/nqq5qWw86Ejx7UajroMGpiDpm5NnZ9kpqp2s6qZqrLGxkzMwEt3W5adu+Obx048B4EvHBm9BoOmfPnI9LSqH/tNW1Ve+g0+Oh/IKCffjdy/CCyBttT1iZUX9lMVVkDYxMI/gS9Xlr27cM2bar+gQff08Zlh0ygMJnz5mFIT8f52usw7nJtXH78h4S0zM5PS1ktw+PyjLPiayn9flp27U5MS48LplwX9eXMy+ZjyMykfun/wZhL4FsbVEAghRBCFACXAWWnuy8KhUIRieylqvse/XI63cYto23X2nPMrt6xUfQUCQQwJO1PKjFwMgUMBs37ufS/YN9ymHiNzqGCSecPY93rh3FWuRNaqTuVHN6mRTeLpuXFPdazezfS58N2ZpygwI6XtCr4BWdHfdmYkU7WgstwrVhB/k/uxXD+D+CV2xPT8oLhrHuthPqTzQmt1J1KSrZqsfbi6fG1bNm1C3w+7DPiBAX2vw2OUTA8eg0HTcsFuFauJP9nP8Vwwd1a5sWeN2Dy4pjNCoNg8gXDWbushLoTTQwamh63z6eSQ5s1LcfMjL89TcueveD3Yz8zTrr7vuWQPiSmloa0NLIWLKBh5VsE77sPw0U/hhdv0rJeYkzYQNNy0nnDUlbLki2alolk13j2H9DG5ZQ46e67X4e0XBh1btSXDTYbmQsv17T87/s1LV/4kpapceYXYjYrhGDiecNYs/RQSmoZ/r4sPjP+uPQcOoR0u7FPjTMud76iaVl8UdSXDTYbWVdfhXPpqwTuvx9jZufMDMVp5c/Aj4CEiz3IGPthd8dKkHC2AKSElSDqmlhSrATRVsJ7biXoXHgQUtlK0LnwIKSylaA7hQchAStBAnaL7lgJ9LMFINWsBPHsFt23EkTTqOdWgu4UHoT4VgKPw9K6/WXHwoPhx7GyBRTdY+AEBQAmL4FVv4XVD+lOZAHGzx3GujcOs3dNBWdfO/oUdTAxDm+rYvCozIRStN3btgFg1wsKeJuh9FOY8zXdCtmOJdfhfO11Gt57H8cVi2BQMXzyJ22FVud9E88ZxvrXS9i7toK5i/S3jDvVlGzRtMzKjR/4cW8NaTl9euyD/B6t4N2ZN8bRcjHO116j4f33cVxxtVZZ/9OHYdIifS3PHc761w+z57MKzr1ubNw+n0pKtlYxpDAxLVt27wbQr83g92qZAlOWaEG9GDgWL8a5bFlIyyu0cbn2Ed2gAMCEc4ax/vXD7F59nPM+l1qruKU7qskryEjoHm/ZtQsA21Sd1W2/RwtWTVmiX2/h2kU4/28pDe9/gOOqKyFvPKz9h2aF0RmXE+YOY92yEnZ/WsF516fWuCzdUU3O8PSEgrvu7dsB9OsJeJs1G8b0L+nXp7nueuqffwHX8hUMujF2UEVxahFCXAsck1Ju0ys6KYS4A7gDwEZaTL9qd6wEidcYgK5ZCRILDEDXrAR6hzPI/gAAIABJREFUNQagJ1aC2NsVQvetBPo1BqD7VoLYgQHovpUgWoJ5KlsJ9Lcr7Pi4C1YCne0Kw+/pjpUg4RoDkBpWgvQ0RFOzrt2iO1YCizOA12Gks0ZJtBK0Np0aVoLeQaRcgcBk0T+vKhZGE5z9DTi2UavCrUNmjo1RE3PYu6aCYFCeog7Gp8np4cRhF6MTWNkGLShgHj4c8xCdFccjn0LAA2Mu1W0rbc5ZmEeM0NLejSY477twfDOUrdV9X3q2lYJJuexbeyLltDx52MXo6fFXEAFa9u7FNHQoptzc2Acd+RR8TXDGAt220ubMwTR8GM5Xl2kFBs/9jqZl6Wr992VZGDUll/3rUktLd4OXk6WuhLJXQAsKGHNyMOXrpHQfWQ3eBs36o0PanLMwDRuGc9lrmpZnf13breDoRt33pTusFE3LY9/6kwQDvVOVtzu0NPk4cchJ0dQEtdy5E6PDgXnEiNgHlazStJy4SLettLNma+Py9dB2hGffCRVboXyd/vuyLJqWaysIpJiWxw84Ex+X23dgyMrCXFgY+6CyNZoNI864tE2ZjGX0aFxvvtmVLiuSgBDiPSHEzih/FgE/A/47XhtSyseklLOllLPNxK83o1AoFMlANDXHP6gbaAGB5GPopamk1Zk6v3EjkUAQQ9L+pBIDK1MAtAJk7/8S1j8KIx/TPXTCucN45/FdHN1by6hJOhPBU0jp9mqQiaXCArh37cIWL6340AdgskFh9LTiMMJgIOvqq6l5/HH8dXWYpn0B3vu5pmWh/vZdE84ZyjuP7+LY3joKJuUk1PfepmyXtlpQNC2xz7Zlz25sEyboH3TgXTBaofhC3cOEwYBj0SJqHn0MX2Ul5jO/qO1CsO6fUHyB7nsnzB1K6fbqlBqXZbtrQULhlAS13L1bK+amtz3c3hVgssPoi3XbEgYDjmuvpeZf/9K0nHETfPgbLVvgc0/ovnf83KGUbK2ifE9dwn3vbcp21SAlFE5NrD/uXTuxTZmir+WhDzQt44wtYTDguPoaap54An91NaYzb4T3f6FpOWqu7nsnnjtM03JXbcKT8N6mbHcNMigpTrA/7h07sE+dqq/l4Y/AYI77nSeEIOvqq6j+69/wVVRgHpaaRRj7I1LK+dGeF0JMBYqBcJbASGCzEGKOlPJEQm3H2A+7a1aCbhQehPhWggQLD0LXrAS6hQch9awEHQoPgrIStJG6VoKOhQchOVaCxAsPQtesBIllC0DXrASd74T2Rw4UK4E3S2BxhRtrny0Q7Qo6LUf0EzeBEGIh8DDakH9cSvk/HV4vBP4NDEb7cL4spTwaei0A7AgdWialjF5UKsTACwpYM7WK+RuegMt+BZmxVypHnzkYi93E/nUnU2rylTHISs7w+L7dYFMTvrJyHIv0Vwc5+L4WEIiy60BHsq5YSM2jj9Lw7rsMuuEGmHGzNpF1HYes4THfV3xmHtY0E3vWVKROUGB3DWkOC7kjOu8Q0JFgSwveksNkLdDPAODAO9rEyxK/doLjqquoeeSfNLz7Ljk33QQzb9EsBPXlkF0Q831FUzUt9645kTLj8sjOGuyZZgYXxPdOBz0ePAcPknGhfuCEkg+14EoC41ILsDyKa8UKcm+7TRuX6x8F5y/BEXsFvXBKLtZ0E/vWnUiZoEDpDk3L/ML4VYGCHg+e/QfI+OpX4zS6GkadDab4K56ORddS89hjuJYvJ+fWW7VxueYf4DwKjpEx31cwOQdbhpl960+kTFCgdLum5ZCiBLRsacFz4AAZF0evE9BKySoomAOW+N/Bjquuovovf8W1YiW5X709wV4regsp5Q6gNW1OCFEKzI63+0BH60zKWgm6UWMATp+VQH+7Qu0s3bMSJLpdIXTNSpBYYAC6ZiWINekdaFaCaJPe5FgJ2tcYiOx3dBK0EiRYYwC6aCWI2IovkZ0bErUSmFwe/FkdfwMk10rQcbtCjWRYCTqHXONaCXoxKBCQp2b3ASGEEfg7WmHco8AGIcTrUsrdEYf9AXhKSvkfIcSlwO+Am0OvuaWUOp7n9gyYoEDQ7ca9bRvpc+fCnDu0ieymJ+Hie2O+x2g2MGbmYA5urMTnDWC2nN49uIOBIEf31jF25mD9lawQLfv3g5T6q9vOo1C9D2beHPuYCKzjx2MpKsK1cqUWFDjrv2DN32Hjk3Dpz2K+z2Q2MnbWEPatO4HPE8BsPf1alu+upXh6Ylp69u+HYBCrnpb1ZVBzUNMkAaxjx2IZO4aGlW9pQYHZt2tBgU1PwrzY2a1Gs4Gxs/PZt6YCb4sfi+303sbBoKRsdw3FU/MQhkS0PAB+v349gYaTmpYzb0moD9bRxVgnTqTh7Xe0oMDZd8C6R2DD4zD/gZjvM5oMnDErn72pomUgSNmuGoqnJajlvn2allN0tGyqgZM74dL7E+qDdcwYbJMn43zjTS0oMOcO7R7f8DjM/3nM9xmNBsbOGsKezyrwuv1Y7KdXSxmUlO+ppXByLoZEtDxwEAIBbJMmxT6ouRYqtsPFP0moD5bCQmxTpuBavlwFBfowQggM9jSk19dp6yvpdiOM2v/PpMeDsFq1n7DNbkizaz/GGzz4M8M/xo1YneBxaGPS4jTidWgT85p6C8ZsbaJxtMHByEzth3SJezCj7dpUr9wPBSYtOOAM+HAIc2vWQIbBRpAgBMFhAqfUggMFplrK/VowfrS9ihK3lmk4MtPJ0QYH9YDMhkC9FhzwOsDiBBB4HCasWUasrtDEI9OK6f+zd97xcVV32v/e6dJIM7K6q0ZyL5I7tgGbbptAgNDJJgtsejabN2/ebLLZZJPddBLCJlkgyaYAaUsSsptCWUoAg8G9ylWy1SWr9zb1vn+c6XPv1dyZkW1gHj7+aJh7ztw7j865uud3fs/zGwkuWHJzYHxCcGS1irKNccGBaL78Hi+SxSwe3icmMYzZwJ6DGTAPu/E6rIApyI9YElmGJTwOsXsYGMrF7/TTB/QN2ylyjAHQOFZMpV0s5JoowWXpYbZRBAdG8JJvMCdkDeQZrIwG3MAkZcYOuvxiwVZp7abRLeJGFfZ+mseCmxgF4wwP5iIPieCA1wnmIRCGaIawIZo334x5xCseru02pLFJsazJzUEen4BJkExmZJ83nDUQ8HhAElcnezxIFovoMzEJOTYMgHXETSDfClixDPvxOIQ23DIEHmdw4TRkxuOUcWOjbchGjzOPEseo4GWiCFeOWHa1eouYa+4DhunBQ0nU41goODBDMuGVfWDwUGiZpD8QAHpxmXuptBaHOXLl99M0UigW2Q4YHxbBAU8BWAaDi3GHIbjjCx5HDpbwWLJhHAnxk4s0Ph4uxQfKBoR4fRjMwb8tE5NIOTax6B2dRM4Tv0PzMHgdYvVpHQL3sAFPsBQfgxY8BQHGyaFxOIdchxi/TSOFuPJFgKjRXUqltRvopRMoDwUHZA95kiWcNWCVzLhlLxg9lBiH6Ql+rbnmPlq9YpPBldNH00Rww8ExSs9wHm5sTBaAYVAEB6J3xCNjKWhAmG/FMOIOlyokWJnAaLEgezwJwQHZ7xf3o0mQJ91INnE/kqLuRwDmES/efHOEI6dg3TwkxrYHC0NDFiSnmM8dww5mOcQvsWGimKocMd9afDDPpBwciM4ayDfASEAEB2bnDNHudwp+bL00TYpNhLn5g7SOFIjgQAF4B62KWQPRBoTRARTsOTA2EQkUjDEtkJHOZ9WAS4Azsiw3AEiS9CRwMxAdFFgG/N/g61eAP6Z6sotLzDCN6P/lr2i57368nZ1QNB8WXAf7fy7MzDSwaH0ZXrdfpO1fYHQ1jeCZ8DE3yd1h9+nTANpBgbOviJ/zr0nqMyVJIv/67Yzv2Yuvrw8KK0X5sgOPCTMzDSxcX4bPE7gouOxuHsE97mNeklkLkydPAWgvGELeChWXJX0djm3bGT9wAG93NxTMg0XXw4EnpuRy8SVl+LyBsLP6hUR30zDuMR/zkpUOhIzxlmtw2fyG+FlxedLX4di2lYlDh8Qcn+GCJTeIcenR1uct3liOzxsIO/5fSPS0jIpxuVwflzlaAZbmoE+FS1s6EA3H9duZPHYMT1u7GJdLboADj0/N5YZy/N5AuKrHhURv2yiTo96kM5PcdcH75eLF6o2aXgfkKSUt0XDceAOTJ07gbmhIuk8W5weyLLumzBIItfUobzuFAgIgFsZh5EYynCIBAYFQQADA44y8HwoIAOGAABAOCEAwIBCEU4rdaw9EJdCKgIBAKCAAhAMCIAIPIYiAgIAlcmqsQ3IkIIAIcIQRDAiACIiEX6vUCZcsUdebIwICIXijdjBDCxQguJgLXqMz8rmhgAAQDggAUQEBgXxDLEchiICAQCggAIQXu0AkIABRAQEBcwxHEd7NIxHepbHIQkmO5ireCE2KfF/JErWVmhO5rkDUGBIBgeDrmLEU0WBbnZPhgAAQDggAwYCAQHxAIASvHCkH1x9VerrJWxzDUdNIhKPx4cjvMxQQAMIBAfE68js0jkRtawcDAiGEF7txCAcECC6SgwgFBCASEAAxlqLHkKcg8l1CAQEgHBAAggEBgXJT5G9enhS7ze2OmmM9UUM+FBAAIgEBoGc4kpUqAgIC0fxYhwIxHBmi51sUPzHVUOTId4q5H9li70eyPYqj/MjvOnq+eaPuR6GAABAOCADhgACIgECZMdF4MB4iICAQCggA4YAAQOtIQeQ6Bq0YhyLfJZ6jEMzDUfyMRX6fbzEUS5K0P+rfh6OOzQZao/6/LfheNI4AtwVfvwfIlyQpNPBswc/cLUmSenmzIN4xmQL5115Lz0MPMfLiSxS+/33CjOzXt8GJP0HNHar9Zi2aQa7TQv2+LhYmUTN8OtFyog9JgjlLZiTVfvLUKQwOByYtLWvLbsiZAaVLk74Ox/brw2nvM+6+W+wk/urWIJd3qvabuaAAu9NC3b6upGqGTyeajwku5y5NMihw6iSG/HxtM7eWXWDJhzKNBVocHNu30fvIIxEJwSUfEmX4jv9RswxceZWTvBlWzuzvYvGG8qTPNx1oOdEPerg8cUKYuWlx2fwmmO0wc4rScFHI37qNnu99n5EXXqTwb98PGz8uyjwe/S2su1+1X1mlg/xCG2cOdrNk04XVfbfXDQAwa1HBFC0FJuvqMOTna8/xxtcFl7OVyzoqIX/rVrof/C4jL75I0f33CYPWk38RpUvX3qfar6zSgaPYRt3ezgvOZcsJ8eCb9P3y9GmknBzMc9WlOzS8Kua4Di6dN96Idf4CLPPmJd0ni4sMBilmQRufLQDolBKolyuE1KUE6ZYrBDUpgXq5wvhvAVx4KYFGuULxMjUpQSoeA5CElCAJ/XwqUoKkPQbgopASTKWfT11KoKSfT19KkEq5QtAnJYgvVwiJPCUrJdD2GAh9WuR1slICrWwBSENKEJctEPkmU0sJphuBzFYf6JVleZ3KMaU0x3gHxs8AD0uSdB/wGtAOhKJq82RZ7pAkqQp4WZKkWlmWz6pdyDsmKGCtqhSp2i++KIIC86+GwvlCd6wRFDAYJBauK6P21Tbc416sucpR5/OB1hP9lLoc2OzJXYP75Clsixdrp8e37oG5GxI0k1qwLlooXLWf+18RFKi6CooWwJ4fawYFDAaJBUEuJ8e8SX+P6UDryX7KKnVweeIktiVLtLls2S20xobkpRHWhQuxzJ/PyP8+L4ICVVdC0ULY+5/ateENEgvWlnL0lQvPZUfdACVz85O+hslTp7AtXarNZfObgktj8t/LWlWJdeFChl94XgQF5m2CshUiI2jtfapjXJIkqlaXULuj7YKnvbfXDTCjPBe7Mzm3c3d9PdaFC7W5bNopTAJ1cGmZN0/IMV54QQQFKi6F8mrY85+w5l5NLhesLePQiy0XfFy2nhygaE5e8lyerhNcapS/pHmXbi5NxcXkbU4+4yWLixCSAUOOWEColb7SY0BoHvLidZpR8hiAzBgQJpYrjGqvASUDwkjqboYNCCcmwrzGLnqjz6DfgLBpshiXrVexXCGkbkA4yzFMx7BDpVxh/OvYb5GsAeFUi149BoTewTwCBb6MGxCWm1ro9Kn7JqVsQJhnQxqdzLgBYbTcIvqTL1YDQo/TiCXsvB9XrhCSCqAoBgfGJ5BycxTLFSZ+WuS1PgNCjXKF4Y/Ub0CYbLnC+G8wHZDhfMoH2oDonYo5QEfM9chyB3ArgCRJecBtsiwPRR1DluUGSZJeBVYDqkGBd4x8ACD/uusY378fX38/GAxih7ttH3Qc0uy3YG0pAb9MU+2UNjfThskxL91Nw0mnu8uBAJP19doa+LE+6KsXQQEdkCQJx/btjO/bh6+nJ8Jl+35o1y71uHB9GQG/TOORC5de7Jn00d08wuzFye0gyn4/k3V1WJdqcDkxAN0nxEJUJxzbtolx2dMjFluXfCjI5UHNfgvWCS4vZKq2z+uns2E46Z1tORDAc+YM1oUL1RuN90P3cXAlL8MIIX/bNiYOHBRyDEkSwYDOo6Lcowbmrykl4JNpqr1wcgy/P8C5M0PMXpTkuJRl3HX1WBdpcDnWBz0nU+LSsfU6IcfoCnK57gPi99K2T7Nf1eoS5IB8QWVCXo+fc2cHk85ekWUZ9+nT2BYvUm80OQQ9p0SwKoss0oAICGQe4UBAhmFJbkWgG6GAQKbhsk3PvadjeGrD0lSgJrdIF4EC5RT8dKEVEEgH0ujk1I1SQLTcIpMIZVNkGpZpKsUn5U7PfIuWW2QSfcNTm/m+A7APWChJUqUkSRbgbuDP0Q0kSSqWpLAG6fOISgRIkjRDkkQ0RpKkYuAyYr0IEvCOyRQAcFx3HX0//BGjL79Mwe23w8q7RUm9A4/DrNWq/cpcDnKdFhoP91ywVO2O+kFkGeYsSe4h19vSgjw+jm2Jhj429HCvMygAQnPc++ijDL/4IoXvfS+svAde+jexKzt7rWq/0op88gttNBzuZeml6tUKphPnzgwhB+SkgwLe1lbkiQlsizWCAq17xc8pypQpIX/7tkQu//oVYew2+1HVfqUV+TiKbZw50M2yyy4Ml10Nw/h9gaQXst6OcwTGx7EuWKDeKAVvhhAc27bS+/DDjLz0kuCy5k548UvCCFNjXJZXOrA7LZw91MOiSy7MHO9pHsHr9ic9Ln1dXQSGh7UDLKEgXQpzPH/rVnq+/wNGXgpKW6pvhxe+KLjUWBiXVuSTN8PK2UM9F0xC0FE/SMAnMy/JoICvpwf/4CDWRRr3y/aDgAxz1LL8snjbwmgI67vjS19dVFICrXKFcNFJCZIvVxg6kpUS6JESpFSuEKaWEiRZrhD0SQm0yhVCOlIC9XKFkLqUQDtbAFKXEqiXKwy9ezFJCaKNB7XKFYI+KUG08WB8ucLIN1GWEkwnZKTzVn1AlmWfJEmfAJ5HDOmfy7J8XJKkrwD7ZVn+M3Al8E1JkmSEfODvg92XAj+WJCmk2PpWXNWCBLyjggLWpUsxz5nD8IsviqBATgGsuBVqn4KtXxPlChUgGSSqVpZwavc5fB4/pgtQhaCjbhCj2UBZEqW1ACZPCdMsq+ZCdg8YTJoBETVYFy6MOOe/971gc0D1bYLLbd8Am1OxnyRJVK4q5vhrHRfM7b399AAGo0R5lfI1xsN9VmTaWBdqLWR3gcEMs5LXGodgXSjkGCP/+3yEy5o74fBvYNvXheeDAkTaeylHX27FPeHDegHS3tvrBpAkmLUgSS7P1ANo72637Q2OS/1cWhYsEFw+/0KQS6dYzNY+JbhUG5cGiapVJZx889wFq44R9hNYmFzWhbtecGlbpLG73b5fmFjNTLoiTRjW+fOFtOX5F0RQwJoP1XfAkf+C7d+YYlyWXNg5fmoAg0liZrLj8nQdAFYtLtv2AZJmcCmLtykMUowpXkLpK/RJCZItVwg6pQRa5QpDF5ySlCC5coXifMlLCWSfF8lkVvQYgNSlBK0jBczNj2MtA1KCqpxeGiZiy61mQkogYUWeFIZp8eUK4z9Jj5QgUrlBT7nC4LfSkBLkGWFU9kzpMQD6pARehwXzcOKyL7p1KlIC48gk/nwbWsGBVKQE/UxSaDAolyuElKUEovpHfCk+SFdKII+K+QaxHL0VpATa5QpDH3b+njUC5zHRXpblZ4Fn4977UtTrp4CnFPq9CVTrOdc7Sj4gSRL5113H2Ju78I+MiDfX3geeUbFo0EDVqhJ8noAwVbsAaK8foLzKidGc3K/MXV8PBgPWBfPVG7XuhfIasKSWCubYfn0k7R0El95xqP29Zr+qlSX4faIk4IVAe90AZZWOpEtMuuvPAGCp0uCyZQ/MXJkSl0KOsS2RS98kHJ2Ky2ICfpmWYxdG2tJeN0jx3PykvTY8ZwSXmpkC7QeFWaPZpt5GBWEu9+0T1TEA1t4vxuXR32n2rVpTis8boPkCclk4y06uI7kUYHddcCGrlSnQth9KloI1T72NBhzbtkYkVyAMG32TU3I5f7WY4xeMy/pBylyOpAO4ocoD2sGqfVCyRDWwlEUWWehDaIGSaSQEBDKE+IBAphAKCGQanulRO4iAwDTAPDw9nysCAplHoZb/TBoQAYHMY7rmW4V9ep7lG8emZ75loY53VKYACF+B/sceY/TVHTjffSPMWQ+ly4WEQMOhfNbiAqy5JhoP91C1qkS13XRgcsxLb9sol9xYmXQfd8NZzHPmYLCp3Az9XpFarOEkPhXyr72G3ocfZvS11yi47Taxs1teDfsfF/pjFTOymQucWO0mGo70MH9NqWKb6YJ7wkdPywhrr3cl3+fsWUyzZmLMU9E3Bfxw7gisfl/K15W/bTu9j/6Qkb/+VZg3zlwpMjgOPC48BlS4LKtykpNvpvFIz3mv6ODz+OlsHKLmKg239ji46+sxlZVhdKg8rQQCwuOj+vaUryt/2zbB5Ut/ZcZddwqn+JkrRdr7+g+qcjlrgeCy4VA3C9ae33Ep/AQGWaoj3d5dV4+ptBRjgUpmgSyLOb7sppSvK3/r1iCXLzHjzjsj43L/Y8JHRIXL8vkFgsvDPee9aotnMjjHt1ck3Wfy9GlMZWWYZqhIN2RZBAWW3Jihq8zirQTZaCCQF5EPhJCqlCAx4TWEdKUE6saDodepSAnijQcj15ielCDBeJBEfrNSgnSkBLHGg5AZKUG88aBAJqQEccaDZEZKoFyRQPkadEkJkjYeBD1SgnjjwcRrvbikBB3DjpiShRGkJyVw2XpjShYCuqUE0wFZBn9mqw9cNHjHBQVyVq3EWFLMyIsviqBAyIzsuX8UixGVVHqj0UBFdRGNtb0E/AEMxvM3IDrqB0Emad02gOfMWazzNXa2u0+CbyItfax18WJMM2cy+uqrIigQ4vKZ/yeM3VTSbA1GA5XVxTQe7cXvD2A8j1yeC3ozJKvbBnCfOYN1vsbOdm89eMdSkmGEYF20EPPcuYy+8qoICoBweX/6U2Jhp/J7MhgkXDXFnD3Qjd8XwGg6f1x2Ng4T8MnMTtJkEETWhWaWQP9ZcA+nJB0IwbpoEZaKCkaef14EBUBkCzz9KbGwU9HDG4wGKleWUL+vC5/Xj8l8/iQE3U0j+DwBXeNysr5OO929vwEmB2F2enPcPG8eIy+8KIICILj8yyeF/GjeRsV+BoN0wbg8d1Z4hiRrfgnBOa6VcdF3VpiJzlmfgSvM4q0G2SjhdSSm7hL1Wo+UYOqE14tLSqDtMQCZkBKEkAkpwZT5SRmuShBCqlICzcAApCElUOIofSlBKuUKYWopgdtpCNagTyxXCNqLXq0AijQ+Drm5SQcHkpUSNHnBZe5VLFcIaUgJnOAesjFVuULQJyXQCgyEfr59pATTCYmA8p3tLY+3Z6hDA5LBQP611zL6+usEJibEmzV3gilH7MpqoGpVCe4xn1ikn0fo9ROQfT48TU1Y51epNzp3WPxMQWscgiRJ5F15BaNvvEnAHUx/q74DzLlTclm5qgT3+Pnnsr1OaI3LK5Pk0u/H09CgHWAJVa9IIygguLySsd27I+Oy+nZRX/7AY5p9K1eW4Jn0hzXp5wvtp4WfwMwFSVYe8Ptxnz07tXQA0tJtS5JE3tVXM7ZvH4GxMfFm9e1gyRM73BqYv7oEr9t/3qUtYT+BZKs4+P0i8DeVdADS5tKx9TrGdu/GPxR8iF5xG1jyp+SyKshl28nzOy476vR5hsiBAJ7GKe6X7UEus0GBLLLIIotpgQgITANyp6dagss8PVUu3EPTI3eYLjgKxqdulAKaPOc3KzuLd2CmAIgqBIP/9SSjO3fiuO66pA0H5y0rwmQ20HC4N+kqAJmAXj8BT2srsterrYHvOCwe7As1HoSTQP6VVzL4X08yvnefqMVtc4pFQ+0fYOvXhWmeAuYuK8RkNtB4qIe555PLukHKK51Ja429bW3Ibre2yWDHQbHgLNZYoCWBvCuuYOCXv2Rs927yr7oqaOx2u/Bo0DBvnLtkBiaLgcYjvcxbVpTWNehBe90AJfPykzY4DHOppdtuPyACISUaLvBJIO+KK+h/7DHGdu0i/9prBZch80YNk7zZi2dgzTVx9lAPlSvP3x+k9tMDFM22k5OXnJ+At60N2ePR9gxp3y+4LF2a1rXlXX0NfT/9GWNvvonj+uuFP0HNnXDoV7D9m5CrPH/nLJ6BJcfE2cM9uGrOnzawvU74CSTrGeI7dw55YgJLpca9sOOwCHamOS6zeGsiYASvQ7sedlZKoF9KoJUtAIn8JisliDceVERKUoLksgVAn5RAaSf8YpYSxBsPilNkQkqQWJEA0pcSxBsPKp3jYpISxBsPRq4+TSlBnPEgkBEpwdCQBck5lR+EfinB7Jwh2v3qwX1tKcH0QSYrH9CEJEnbge8j5ttPZVn+Vtzx+4DvAO3Btx6WZfmnmTh3Kshdvx5DXh6jO3aIoACIlNjDvxaBARVvAbPVyNxlhTQe6WHzXQuRVPS0mUQqfgKehgYA7QVDxyGhD07TKCV340a/P0p2AAAgAElEQVSknBxGX3lFBAVAcHnol3DsKVj3d4r9zBbBZcORXjbfvei8cOke99LTOsL6G3R4M4QqD0yVKTBzJRjSS5HOvWQ9Um4uozt2iKAACDnGwSdEYGD9BxX7mSxG5i0rovFIL1vOE5dej5+upmFW6vETSMZksONgZrhcuyY8x/OvvVa8ufZ+UTLzyG9h40cV+xlNBlzVxTTV9hIIyBgM08+l3xug8+wQyy5PvqykOzjHLVVau9uZ4TJnZQ1Gp5PRHa+JoACIe+T+n8GRJ2HTxxX7GU0GXDVFNB7pwe9ffF5kQp5JH93NI6zZNi/pPu6GRoApMquOCL+UNLnM4q0J2QhuZ+LyPSslSFNKoFGuMHRZqUgJkvYYAJ1SguQ8BkCflCBpjwHQKSVQL1cIF7eUIIL0pQSy241ktaqUK4w9hx4pQeNEEZU5oREWW64QUpcSVOQP0DwyQ6VcYejbZ6UEoCUlmF7436aJ9ml/K0mSjMAjwPXAMuAeSZKWKTT9rSzLq4L/LlhAAEAym7Ffeiljr+9ElmXx5px1QcPBqVNiRwfcdDePnIcrTc1PwH12igWD3wtdx2FW6tKBEAxWK/ZNmxh99dUIl7PXQFm1SC8OvaeAqlUljA266Wk531zq08ADWNSCAn4vdNamJR0IwWCxYL90E6Ov7ohwOWu1qBCx/3FNLitXFp9XLjsbhgj49Oq2RYBlSi5np+4nEIJkNmO/7DJGd7wW4XJmjUil3/9zTS4rqotwj/noahhSbZNJdDUP4/MG9HmGhBaylSoBroA/Y3NcMhqxX345ozt3IgeCy53yauFVcGDqOe4e89F59vxw2Rn0E9DH5RTjMhCAzqMiwJJFFllkkcVbCpLVOnWjFBAJCGQWzSPJ//3Sg3DgJMPwOKdH9tHlzwbhzzcykSlwCXBGluUGAEmSngRuBk5k4LOnDXlbNjPywgu46+qxLV4kTPLW3Q/PfkbTcNBVXYxkkGg83JO0xj8ddNQNYtLhJwDgOXsGU3k5xjyVMmTdJ8HvzshCFiDvqisZffnlWC7X3hvhUmWR56ouRpKg4XAPpRXTz2X76aA3Q5J+AgDuEJf5ypISek6JEm0Z4jL/yisZfemvuOvqsC1eHGXe+GlN88YQl41Hes8Llx11g0gGiVlJ+gkAeBobhVu+2rjsOZ1RLvO2bGHk+edxnzqFbWkwhX7t/fDnT0DLLqi4VLHfvOVFGAwSTbW9SfslpIP20wMgJe8nAOBubMBYVKReeaC3XhiJltdk5Brztmxm+JlnmDxxkpwVy8Wba+8TXDa/Ca7LFPvNXVqIwSTRVNuna6GeKtrrBjEYkvcTABFENTqdGNUqD/Q3iLK12aDAOxYiU0B5Tz8lKYEnMdU2KyXIpJQg1ngQ3plSgkTjwdC505QSxGULQKakBMllC4A+KYEaR+80KYESR5mQEpiHDHiderMFYk+oJCXIN8BIIFiVYAplZaKUYPogIxGQ355Gg5kICswGWqP+vw3YoNDuNkmStgB1wP+VZblVoQ2SJH0Y+DDAvHnJp4DqhX3zZgDGXn9NLGRBmOS98C9ih/sm5YWJzW5m5nwnTbV9bLxFI6U8Q2ivH6B8fvJ+AiAecq1aacUZMBmMRt4VVwAw+uqrES5r7hRcHnhcNShgyzMzc0EBjUd62XjzeeKyyqHLCd0zFZchk8EMcWnfsgWA0VdeFUEBCI7LL8KBJ1SDAhEue9hwU3o+Eckg5CdgSdJPAERQwKK2sw1iNxYyupAFGN2xIxIUWHErPP/PcPAXqkEBa46JmQsLaKrtY9N7NKQOGUJ73SBFs/Ow2ZOvIexpaFTPEoAIlzMzw6X98stBkhh9bUckKBDi8sBjqkEBi83E7EUzaDray2W3TT+XHfUDlLocmK065nhDA5b589VlN+H7ZTYo8E5FwBhd8115+a5HSqDlMRDqm5USpCMliPUYgMxICVIpVwgXTkqg7TEQexZ9UgL1coWQupRAu1whpColmEpukemqBOlKCebbujk7GVsWORNSAinHhjwxmcBRJqUE8eUKtaFHShBbrlAJ0VKC6UZWPqAOpSep+HzSvwAuWZZrgJeAJ9Q+TJbl/5RleZ0sy+tKSqbP6MtcVoZ10SJGX3s98mZOQdAk7ylwq6dhu6qL6WsfZbhvYtquDyJ+AnrS3eVAAHdDAxZNP4HMmAyGYC4txbZiBaOvvBJ5M2w4OAWXNcX0d4ydRy6T362UZTmJhewxYTKYSS6XL2d0x47ImzZHxAhTg8vKlcX0tY8x3Du9XHo9froah/WNS1nG3dSEpdKl3qizVpi5FWUmQGQqKRHjcsdrkTctdjEuj/8RJtX/bLmqi8S4nGYu/d4AnQ1DzNG5iz7luDx3BIxWKNYoWagDpqIibNXVjMVzWXMnnPizKNenAld1EYNd4wx2TY9DcQhet5/uphFdGRcg/Bmm9BMwWqBkSZpXmEUWWWSRRRbaiA8IZAryxOTUjVKAe5qSUydk9/R8cBaqyESmQBsQ7TY2B+iIbiDLcnSA9ifAAxk4b9rI27KZvsefwD86GklpXvO3cPhXYtGw5v2K/Vw1Rbz532doru2j+so503Z9IQ38LB0LBl9XF/L4+BSZAkfEDmKaJoPRyLvySnofeQRffz+mwqAb+dr7BJca5o2u6iLe/MP541JPUMDX00NgfFx78dV1HEqXZZ7LRx/FNzCAKZTSvPZ+4fauxWVNMW88dYam2j5qrpo+LjvPDhHwy8xenDyX/oEBAkND2rvb545C2fKMmrnlbdlC749+FMvl6veL3e1jf9AYl+eHy66mIfzegK6FrG9gAP/AgLbJ4LkjULYMjMlnH0yFvC1bxByP4fJ9sO+ngksVI0xXdTGv/7ae5mN9FJRNT2koCI7LgKwrWOUbGMDf369deeDcETEuM8hlFm8xGGU8ztBeR3zq7sUjJUg6WwAuCimBYm5ORqQESjvh6UsJEo0H4WKWEiQaD8LFLCVIxXgQkpASJCG3SEVKoJ0tABeblGAquUWqUgLrULQRayrGg7EnDEkJUjEehCnmdwYgA4Fs9QFV7AMWSpJUiagucDfw3ugGkiTNlGX5XPB/bwJOZuC8acO+eYsotbVrV6QKwdxLoGihWICpBAUKynJxluTQVNs7rQvZ9roBoYHXoRH3NDUBYHGpGZAFoPuECH5kEHlXXUnvww8z+tprFNxyi3hzzjqxu3b416qLr4KyXBwlOTQfm+agQF3QT0CPN0NjEwAWl0u5gSxDVy0svzX9C4xC3pVX0PvII4y9/jrOm24Sb85eC2UrRCUCNS5Lcykoy6W5tndaF7LtdQNIBomZ85PXbXsahTGeaoBFlkWmQPVtmbjEMPKuvILeRx9lbOdOnO9+t3hz9hoRyDn0S81xeT64bDs9KPwEFurzZgCwVmlxeRSW3ZKJSwwjb8tmeh9+mLGdb+B8943izZmrxLg89CvVoICjOIfCWXYaj/ay8prkq1XoRWhc6vETCHOplikgyyIosDyzXGbx1oJklPE7xQNzYukr/VKCZMsVhvomKyVI3mMA9EkJkgsMgD4pgZbHAKQjJVAvVwipSwm0PQYgdSmBemAAUpcSKI3Si1lKoF2uMP61DimBRrnCUJ9UpARJewyALinBbNMw7T71Z9WUpQT2XKSxcU25xUUrJQh/dHJSAoAzSZ03FUj4z0OFgwuBtEMdsiz7gE8AzyMW+7+TZfm4JElfkSQpuKLhk5IkHZck6QjwSeC+dM+bCeSuWY3BbmcsWkIgSbD6b6B1N/QqDylJknDVFNN2egDP5PS4eYLQGs/U6ScQDgpUupQbDDSCd1zsfGUQtqVLMRYVMfbmm5E3JQlW/Q207RMmcgqQJAnXiiLaTg/g9fgV22QCwk8gNS6tlS7lBsPtMDkE5SvSvr5o2JYvx1hczOirr0belCSxK9txCLrUPTwrqotoq5vmcXl6kNKKfCy25GOK4RJ6akGBwWZwDwlX+wzCtmIFxsLCWAlBiMv2Axecy466AYrn6PUTmKK6yGCLGJcZ1sCHuXwtnsv3i3HZeUy1r6u6iHP1g7gnpvd+qXdcTsnlUBtMDmZ8XGaRRRZZZJGFErQCAulAGpseCZ/HOT3Gfob0l6hZ6EQmMgWQZflZ4Nm4974U9frzwOczca5MQpQm3MTo668jy3LEaGrlPfDXr4rU92v/VbGvq6aYI39tpe3UAFWrMu99MDnmpa99lA3v1ki3VoCnqQkpJwdTqYomqSv44J7hoIBkMGDfuJGxXbtiuay5C176V5EtcN1XFPu6qos5+kob7acGcNUUZ/S6IOIncMmNOrlsbESyWjHNnKncoOu4+FmW2aCAZDCQd/nlosxjIIAUkiaEDAcP/xq2fV2xr6u6mCMvTd+4FLrtYVZdp88E1NPYhGSxYJ41S7lBZ634WZ7ZhaxkMJC3ebPg0udDMgVveTV3wYtfFjvc27+h2He6ufR5/XQ2DLPiytm6+rkbGqfgMmQyOB1cXi7KPPr9SMbgg0DNnfDiv4hxuf2bin0rqos5+HwLrSf6WbA283pJz6RPjMutOsdlUxOS2azOZXiOZ4MC72SYjAHMBULfmlgP+2KSEqRgPAhTSwmSNB4EfVICTeNBuPikBHHGg5CVEkRw8UoJ4o0HITNSguSNB0GflGDqvfVUpASJMyG2ZapSAvOIF2++2h3vwkkJ9iR1Tv3IygfexrBv3szIiy/hrq/HtihoypVfDguuhSNPwlVfBGMiTTMXOLHkmGg62jstC4aOOv0aeECYublc6k7aXcdBMkDJ0gxcZSzsl25i+Jln8Jw5g3XhQvFmfhks3Cq4vPpLilzOWliAyWqkqbZ3WoICqfgJgFgwWCoqIovyeIQWsqXL0rzCRNg3bWToj38U5fSWBT/fXgyLtsPR34lglYLGeeYCJxabkeba6RmXqei2IWiMV1ERWUjG49xRMS5LMz8u867YwtCf/sTkiRPk1ATd+O3FsPh6OPqk4NKU+JclxGXTNHHZ1TCM3xfQbzLY0KDNZecxQJqecbl5C0N/+jOTtbXkrApW3MgthMXvEnP82n9T5LK8yonVLu6X0xEUOBccl7q5bG7GPG+eOpfhIGrmuczirQOLwU+RYwxQKn2lX0qgGRiAi09KkILHAFw4KYF2uUJxltSkBMmWKwR9UoLkAgOgT0qgtuh9p0kJlBa9mZESxHoMRF+3MpKTEuSZYFROPjiQtJTAYcU87I6bCbHf6mKVEsSXKxRIXkqQaWTlA29T5AVLwI29vjP2wOr3wcg5OPuyYj+j0cC85YU0HetDDsQXW0gf7XUDmCwGSnVo4CG4kHVVqDfoPAaF88GSecMv+6ZNALESAhByjNEuOPtXxX5Gs4F5SwtpPtaHLGeey1T8BCAJh/eu41BQIaoDZBi5G4Nc7tode2DV38BYN5x5SbGf0Whg7rIiMS6ngcu2ugFRB16HnwAkU46wVnh5TMO4zN0gKqQmcLn6/TDeB3XPKfYTc7yI5trpmeNtdQNIEszU4ScAoTnuUm/QdUxUcJiOOX7ZpSBJjO58I/bA6vfDRL8qlwaDRMWKIpqP9RGYjvvl6QEMRonyBTrHZTJcznCBNT+t68vi7YG5+ZEldihzAIgyIQS3M/Kw6HVEHpkDebaYzzLk5IRfSyZl+ZAcFRyQxyOVUAwjkQdm85A3po8l6qnbNBRZ1gwO2cOvm8aKIq89kUB8jz9yHeOB2MBE2GcAKDFGzumyRBZ2LntkeV3gHAu/9jkjiwtP3J9LrzNyzkB+hCMpN4ofi/ITf0xwYCK2UoxhNIqj4YhsyToU+V1ZhqJ+V4ORxXHrSOSe3DQZu1HR5Y9wGu2OHp3qXGCI/N7nmSLBgaqcCFezHLHLI48zEiqKdnOPTs32OaIW8NH82CLvxwc4w4s8Yt3no1PJzcOR72EdilxH9FgyDMYu/5pHIgHYaLf86NR3sbBNRJ4U+X2Wm2JT2itzImOozBGptiQ7I9/DE3WbjxjcgdcR+Vw5br5J1ijupKiljxz5vrI7yu1+PHJdxqj5ZhmOlblahiKvpaEIR13Dkb8ZjRNR880bGU/9gci5vXLk+43KnhiOZpsiv4j5tu7w64r8SNUfqzNyjdH3I0/U/cg87MYbNYZke+QZQcqJ8GUwKy/1YwKY47HzzRQ1hixDEY6sUWPIMhThfXgwcu7mscLw60Z37KbBYCDCSyAqnBrOHADKjJHzuSzJ5bVkoYx3fKaAubwc68KFjO58naIP/F3kwKLtkFskJASLtir2dVUXc2Z/N93NI5RVZnZh2F43IPwETMnHbWSPB29bO453vUu9UdcxYbQ2DTDPmoXF5WLszV0U3ntv5MDCbYLLQ7+CRdsU+1ZUF9FwuIe+9jGK5+QptkkVwk/AoctPQPZ68bS1kb99u3qjrmMZlw6EYC4rxTJ/PmO7dsWOy4XXgb1EpGovvl6xr6u6iLMHu+ltHaVkXmYXMx11A5S69Om2w1xuU/7dAyLAMveSDFxhIkxFRVgXLWJs9y6KP/LhyIEF10D+LDEul92s2NdVU8yZA930tI5QqsPwMxl01A1SMi8fa44OLn0+weV116o36jouqotMA0wzZmBbtozx3bvhE38fOTD/qqm5rC6mbk8XXY3Dukwqk0H76QHKKh2YLclrG+VAAE9zC/bNW9QbdR2ftjmexVsHFqMvHBAocoyFd5b9Tn94x1ksdsUDuFioiHntdURcwLGLhVx4P9aiEgyIkhLELlQmIrkII1ELuWE/0XukYqEirss/GJEStI1E5l3DRCT7qdVXSGhne0iOSAkCBGKMB52SOZxRMDdmsRt5EJ+TH1klGQs84YyF2IVcbJK2L98aeRjNzYnsRFpjF7tK2QKyxxtZKgQXveGd8ITFrjgiFrviLMahKCnBcCRw0jgWWbw1eUpijAdHAt6YLTUlKUGZMSIlqLRGLeTsEd4cBeMxxoNetcVufmScyHZbhJ9cjcBS1E54dHCJicnIDvqIOzw2oxe7liGZyFiKkhIMxUoJmqIWu63eyOseP+FsAbfsVZQSFBoM4XR6lzk2Y8CVH+Eo1zERkRIURH6HYr6FXhsJbRX7822RkZWbG7sTbjbFBEmUpARyFD/S6GT4s8zDnvA5oscSgGUwSkowHJESNI0oL3Y7fbnh7z4qR6QEEGs8WGKE0N76XHMkWOKKCpyUOEbDv5NAgS98HYn3IwhlhQTyrZGrz4kaTxZL5H3JoCglkCdj70cSYkyCkBGEv0cUR+Yhwq/loYiUoGM48kzVMBGZby3B+5GYQzAacMfMrVBAIN9gJpS9M9sYkRK4bOoZKJmALEtZ+cDbGfZLNzHw5G8JuN0YQn+ETBahO977ExjrA3tRQr+K5UVIEjTV9mY0KDAx6qGvfYwF68p09fO0tYPfj1Vt52tyWBi6qVRVCMEX8DHoHqTIVqQuQ1CB/dJNDP7xT8heL5I5eHMzWaDmbtj7n+pcrhDvNdX2ZjQokLKfQGsb+P3qho3eCeg7A8vfo/k5ATlA/2Q/M6wzMOostWffuJHB//5vAh4PhtBOidEsxuWeH6tyOW95EQTHZSaDAkK3PaJbt+1tbwefD0uFSgbL5BAMtcC6+zQ/xx/wM+odJceUg8WoL1fMvmlj4hw3GGHlXfDGD2C0G/IS09rnLS8Uc/xob0aDAj6Pn87GIWqu0ufG7+3o0ObSPSrMRFe9V/l4qJnfjdfvxWqyYjboK7WXu3ED/b/4JYGJichup8EozrnzIRg+B45EH455ywoxGCSaanszGhRwT/joaRlh7fUuXf18584hezzqmVVJznG3382EdwKn1an7fpnFWwNWyUulPfFB8+KTEqiXK4TUpQTplisENSmBernC+G8BXHgpgUa5QvEyNSlBKh4DkISUIAn9fCpSgqQ9BuCikBJMpZ9PXUqgpJ9PX0qQSrlC0CcliC9XCIk8JSslkMYnIDcn41KCFl8o0+bikxL4s0GBty9yN2yg/4lfMHH4CPYNUbuVq/4Gdj8Ktb+HjR9N6GfLM1M+30lTbS8bblJxr04BHXXiz+gcHXXgIbocoUu5QXfQaV1l5+t0/2m+d/B7HOg6wIRvgnxzPlvmbuFTaz5Fub08qWvI3bSJgd/8FxNHj5K7dm3kwOq/gd2PqHJpd1opmZdPc20f63Q+3Gsh4iegP0UbwKqW8t5zSvxBUTFsrB+o53sHv8eec3tw+904LA4um30Zn1rzKWblqZiaxcF+6SYGfv1rJg4fxn5J1LhceQ/seliVy1yHhTKXg6baPtbfoC8YooXOVHXbLS0A6ouvLu1xebLvJD+p/Qkvt7yMX/ZjN9u5Zt41fKj6Q7icrqSuIXfjRjHHDx3CvnFj5EDNXbDz3+HYH2DjxxL65eRZKK9y0lTbxyXvztwcP9cwRMCXgjdDczOAelCgO1jtVWVcHu89zmPHH+OvLX/FF/BhNVq5vvJ67l9+P1UFyX0/+8aN9P/s54wfPEjeZZdFDqy8B15/EI49BZf+Q0I/a66ZmQudNB3tZdMt85M6VzI4Vz+ILMNsvffLMJcu5QZTzPHT/af50ZEf8UbHG0z4JrAarVxXcR0fXflRKhwaEq4s3nKwSD7V3afQIlKXAWGeLZzeHl6kRH1mqgaE5iFvMB0/0WMAMmNAmFiuMKq9BpQMCD0OKbhrn2EDwqiAZeyiN/oM+g0ImyaLxThQKFcIqRsQznIM0zHsUClXGP869lska0A41aJXjwGhdzCPQIEv4waE5aYWsYuugpQNCPNsSKOTmoveVAwILcP+YJbCW8OA0OM0BrNAIKFcIckFUKYyIEw2MAB6DQg1yhWGPzLKgDCLlPD2DHXoRO66dWAwML4nzquyfIVwna79nWpfV3Uxva2jjPRPqrbRi/a6QUwWAyUV+nZ5w0EBtQVD2DQrcfH12LHHuPvpuznee5z3LHgPn1v/Oba6tvJS80u8+3/ezXONylrheNgvuQQMBsbe3BV7oGy5qGl+5DeqfSuqi+hsHGJiVFmHlgo66oWfQCreDKDBZac6l7868Stu/8vtHOo+xB2L7uBz6z/HNfOuYUfrDt7zp/fwl7N/SeoactevF+Nyd5wWvnyFcJY//CvVvq7qIrqbhhkfzhyX7XWDQret10+gpRUAy1yVXXGNihi/O/077n7mbnZ37OaeJffwj+v+ka0VW3m55WXufPpOnml4JqlryF2/HoxGxuK5LF0K5TXCJE8FFdVF9LSMMDboVm2jFx11g0gGiVkL9AarxELWrBoUCLnlJ3L5VN1TvO+597H73G7uXHQnn1n3GW6supHnm57nrqfv4vmm55O6htw1a8BkYnx33P2yeAHMXgtHf6va11VdTH/HGMO9E6pt9KKtbgCjyUB5lb457g4HUdXul+rVRZ489STvfea9HOg6wE3zb+If1/0jN8+/mZeaX+KWP93Csw3PJvTJIosQovXumUS0Pj+TiPYTyCQsya0IdCParyGTmK605Og06kwiZgGXQQQKpqe0rFZAIB1I0zTfREAg8whlU2QalqHM+/lArIwlk4iW3VxMkIEAUsb+XUzIZgoARocD2/LljO3ZQwlxO1w1d8CLX4K+s8K8Kw6ummJ2/c9Zmo/1sWKLvtJiamivG2DmggKMRn0xG09TE8YZMzAWqCw0uo6DzQnOOTFvP3H8CR468BDXVVzHv2z8F2bYIjtuH675MJ9//fP80+v/hF/2c2PVjZrXYHQ6sa1YwdiuXZT8wydiD9bcBc9/HnrqoGRRQl9XdTH7n2mi5Xg/izckl5kwFdrrhJ+Ayazv5u1pbcHgdGpzac6FGbE78Y8de4yHDjzE1XOv5t8u/TcKbJH+H135Ub6w8wt8YecXMEpG3lWl4f1AcFxWr2Bs125KPvnJ2IOr/gae+2xQ85y4AKyoLmbPnxtpPtbL0kuTy0yYCu11A5S5HJitOrlsaUbKzcVYrFJZovuEGJeO2Pnz09qf8v2D32fz7M08sOUB8i2RINnHV32cz7722fC4vGn+TZrXYMzLI2fFCsZ37YZPxR1ceTc8/8/QcxpKFif0dVUXs/uPDTTV9rJ8c4bm+OkBSublY9HhJwBid9uQm4upRKUaQtdxsOSDM1bi8cTxJ3hw/4NcNvsyvr3l2zgskYfQT6z+BJ9+9dN8ZsdnGHIPcefiOzWvwWC3k7NyZWKABcQcf+6zIvtDwbHfVV3MG0+doflYH9VXzknsnwLaT6c2x73NzVOUbw3NcVfM2785+Ru+ufebbJ69ma9d/jUKbRHd6MdWfYzP7PgMn3v9c4x6R6fkMou3BiySf0oDKz1SgpTKFcKFkxJolSuEi05KkHy5wtCRrJRAj5QgpXKFMLWUIMlyhaBPSqBVrhDSkRKolyuE1KUE2tkCkLqUIL4eA2RCSiBPupFs1pgzZEJK0DBRHGXOqV6uEJSkBNMJKSsfeLvDvuES+p74BYHxcQy5UdHKFbeLeua1v4cr/ymh34zyXBwlOTQd7c1IUGB82EN/xxiLLtHnJwCREnqq6Awa40XpXp9vep4H9z/I1oqtfHvLtxN077PyZvHDa3/IP7z8D3xh5xeYZZ/FmjJto0L7pk30/fSn+EdHMeZF+QOsuA1e+ILg8uovJPQrnZdPjsNCc21vRoICqfoJAHibW7DM09DOdx0TJd+iyhW+2voqDx14iO2u7Xxj8zcStNohLj/20sf4ws4vUJRTxIaZGzSvw75Rhcvlt8L/fh5qn1IMChTPycNeYKW5ti8jQQHPpI/u5hHW6PQTAPC2tGKZO1e7TGbcuHy97XW+f/D7XF95Pd+4/BuYDLG3qnJ7OT/b+jM+9tLH+PKbX6Y8t5xLZmobFeZu2kjfT5TG5e3wwhfFDvc1X0roVzjLTn6hjabavowEBTwTPjobh1Pi0tPcjLmiYgouY8flzvadPHTgIdU5XpxTzE+3/pT/88r/4Zt7vsn8gvmsLVsb/8kxsCBMDW4AACAASURBVG/YQO+PfoR/eBijI2qXKzwufwdl/5rQr6Asl4KyXJqO9mYkKJDOHHeHSo6qcdlZKzJJovja0bqDB/Y9wJVzr+R7V35PkcsfX/dj/t+r/4+v7/k6lc5K1pev131tWVxcMElBIyvQ1KumIiVQWs6kKiVItlwh6JQSaJUrDF1wClICnzO6QoKyejsVKYHs8yKZzIoeA5C6lKB1pCCmAgWQESlBVU5vjNEakBEpgYQ1bAwXX64w/pP0SAkswxIeh95yhcFvpSElyDMGKxZM4TEA+qQEXocF83BiqC66dSpSAuPIJP58G1rBgVSkBP1MUmgwKJYrBFKWEnicoYobiR4DkBkpQTRHF1ZKkEUqyFIXRO6GjeD1Mn7wUOwB52xwXS4WDAol3iRJwlVdRNupAbzu9FO1OurFH5zZOnXbAJ7WViwVKguNQEDsyEYtIHvGe/jKrq9QU1zDtzZ/S9UIL9ecyw+u/gGz7LP4/OufZ8QzotguBPumTeD3M753X+yB/DKovEIsGJS4DJYtaznRT8AfSDiuF+fOpOYnAEEu1dLdZVkEBcojacU94z186Y0vsaRwCV+//Ouq5m02k43/uPo/mOuYyxff+GISXG4UXO6L4zKvRDi+1z6lOi4rqgWXfl/6XLbXDSIHZOYsLZy6cRw8LRoBlkBA7CqXRnaVO8c6+eed/8yiGYv4yqVfSQgIhGA2mnnoqoeYlz+Pz772WYbc2joy+0aNcVl1FRz9nbieOETmeD8+T/pzvL0+DS6bm9UDf6FxGTfHP/vaZ1lQsICvXvZV1TluMVp4YMsDzMmfw6df/TT9k9oP9rkbN0AgwPj+/bEH8kpEVYejv1fkEoQco61uAM9k+imoHXWhOa7/fultalb3X5HlhMoD/ZP9fPGNL7J4xmIe2PyAKpdWo5UHtjzAvPx5fO61z9E7Mb1OyFlk8VZFdMnETEKtxGO6SAgIZAjxAYFMIcYpPoOILyuZKaiVMEwX5gzKKKPhz7dN3SgFFBqmZ2kWXYIzk5iu+RZdqeNiggwEZClj/y4mZDMFgshds1roZPfsIe/yy2IP1twJf/4HaD8IcxJ30Fw1xRx9uY22U/1UrlRJ600S7XUDmK1G3X4CAbcbX2cnZrXF12AzeEbDCwZZlvnK7q/g9rv52uVfw2zUntR2s51vbfkW9z53L9/e922+etlXVdvmrFmNZLMxtmsX+VdfFXuw+g7408ehbT/MTdxBc60o4tSb5+hsGGLWQv0P+tFoPTmAKQU/AdnrxdvRgePGG5QbjJyDiYGYBcNXdn+FCd8ED2x+YEpn/DxLHl+77Gu8/7n389393+VfL/1X1bY5q1cjWa2M795N/lUKXP7PR6B1L8xLzDhwVRdz4vUOOuoHmZvCAjQarSf6MVkMzKzS5ycg+/14W1sTx0EIQy3gGYlZyH5737eZ9E3y3Su+i82k/UfXYXHwrc3f4p5n7uF7B7/Hlzd9WbVtzupVSFYrY7sVxuXKu+G/PwQtb4ogYBwqaoqp3dFOe91guFJGqmg72Y/JnAKXXi/e9nYc1yuXomS4XVRyiOLywf0PhrnMNWvrNR0WBw9d+RB3/uVOvn/w+/zbpf+m2jZnVYjL3eRffXXswZq74A8fUOWysrqYIy+10nZqgKpV6d0v2+rEHC9LYY5rlhwd6YSJ/pg5/p1932HUO8o3Lv/GlFzazXYevOJB3vvMe/nu/u/yzc3f1HV9WVxcMCJF1cIemtLdemopQZzxIJmREiTWO4h8g0iryHvJSwnUjQdDr1OREsQbD0auMT0pQYLxIIn8ZqUE6UgJYo0HITNSgnjjQYFMSAnijAfJjJRAuSKB8jXokhIkbTwIeqQE8caDideampRA9vuRjEZF40FIXUrQMexglkPp+yUhJZhm+N+me+rZoEAQBrudnJoaxuLNBgGW3gTPfEbscCsEBWYtKMBiM9J0tDftoEDbqdT8BLxtbSDL6juyYTO3agDe6HiDV1tf5dNrP02lM7nU25UlK/nb5X/LY8ce471L3svSoqWK7QwWC7lr1yYa5AEsfTc882khIVAICsxdWojBKNF0tC/toEDLiT5mLZqhX2vc0SHKEc5V4bIz1hhv77m9vNr6Kp9a86mkHdxrSmq4d/m9PHbsMW5deCs1Jcp15Q1WK7lr1yQaNwIsuQFMNsGlQlBgzuIZGE0Gmmv70g8KnOxn1sIZGM36xqWvqwvZ68WsxmVc5YF9nft4sflF/n7V3yddWWBp0VLev+z9PH78cW6afxOrS1crtjNYreSsWS18BeKx5AYw20VGkMJCdvaiAkwWA021vWkHBQSXBbq59LQFy2SqGonGGuPt69zHs43P8pGajyTN5cIZC3nfsvfx+PHHuXXhrawsWanYTszxNYlmgwCL3wWWPFUuyxc4seSYaDram3ZQoP30AOXznbq5DM9x1ftlrGHjnnN7eLrhaT5S8xEWzFiQ1DkWFy7m3uX38pPan3DPkntU53gWFz8MSMGa2JBs6SttKUHi8j0TUgJtjwG42KQE2h4DkAkpQQiZkBJoBgYg41UJQkhVSqAZGICUpQTWIXA7DcRylL6UIJVyhTC1lMDtNGAdCqBUrhC0F71aARRpfBxyc5MODiQrJWjygsvcq1iuENKQEjjBPWRjqnKFkIaUIC4wEPp5vqUEWaSGdwxzDUMN/PDID5EVUq1DsG/cwOSxY/hH4lK6cwpg0TZRtsyfmPJqNBmYu6yIpmN9yIHU3T2HeiYY7Bpn3vJU0opbAKZ4yJWgdAkBOcAPDv6A2Xmzed/S9+k6zwerP4jT6uTfD/y7Zrvc9etx19fjGxiIPWBzwKLtcPy/Fbm05JiYtbCAxqPppdwO9Uww1D2RGpehEnpqUowot/yAHODB/Q8y0z6T9y3Tx+VHaj7CDOsM/uPQf2i2y920SXDZG8eJNR8WXw/H/wf8icYqZquR2Ytn0FSbHpfDfcFxuWw6uAwuvkqXEpADfHvft5lpn8l9y+/TdZ6PrfwYpTml/ODgDzTb2TeqcGmxw7Kb4PifwJvoVGwyG5m7tJCm2l7Ne8hUGB1wM9A5zpwlqUkHQMstPzguS5ciyzLf2fcdZufN5oPVH9R1no+u/CilOaV8e++3Nb9r7sZNuOvq8PXFPSpbckXwT4VLo9HAvOWFad8vx4bc9HeM6S5FCFEVMaac48uQZZkfHPwBM+0z+VDNh3Sd5wPVH6A4p5gH9j2Q1rjJIosssrhYIAICbx2IgMA0IHd6qiW4zNMjOXMPTY/cYbrgKBifutEFgEzmpANZ+cAFwv7O/Tx6+FHWl61nXfk6xTa5l2yAR3/I+P79ianaNXfCyT9Dw6uw8NqEvpU1RZw92E1P6wilFakJrlqOi4friuX6dyK9rWLxpSof6KwV1RMsdl5o+l9O9p/kG5d/Y0rZQDwcFgcfrv4w39n/HXZ17GLTrE2K7XIvEVkA4/v347juutiD1XfAiT+qclm1qoTXnqyj/9wYhTPtuq4vhNYTgst0FrJm1RJ6x4W7u83JC40RLq1GfSlLdrOdD1R/gAf3P8i+zn2qhmT2Sy6hBxjffwDH9m2xB6vvEEGBhh2KXLqqi3jtyT76O8YonJUal20nRWAnlWyDqYNVx4S7uzWPl5tf4lT/Kb61+VtTygbikWvO5e+q/45v7f2WNpebNtLz7zC2Zw/OG+LkIdV3wJH/grN/FZkDcXDVFNN4pJf+jjGKZuclHE8GrSfFrtCcJSlo4FuSCPwViHH5WusOTvaf5GuXfU03l3aznY+s/Ahf3f1V9nbuVTXDtG/cIMbl3r2JkoYQl/XPw7KbE/q6qos5s7+b7pYR3an/IaRzv/SE7peqGSzHwTEHcmbwettrHO09ypc3fTmlOf7J1Z/k63u+Tv1gPYtmJFZdyeKtAdV62ClJCdSNB8OniHqdlRLEYiopgVa2ACTym6yUIN54UBEpSQmSyxYAfVICpZ3wi1lKEG88KE6RCSlBYkUCSF9KEG88qHSOi0lKEG88GLn66alKQFSfVKQEQ0MWJOdUfhDKUoLpRuBtuqf+jgkK3DT/Jh4+9DCPH39cNSiQs3oVksXC+J69iUGBhVtF2bTa3ykuvuatKEKSoPFob8pBgebjfThKcigo0x999LS0YsjL0y6hN7MGWZb58ZEfs6BgAe+q1C6Jp4a7l9zN48cf54njT6gGBXJWrBBa+H37EoMCC6/T5DIUFGg41E3hTP2u4gAtJ/rJL7SlxKW3pUWUKlMt+yZMBmVZ5ufHfk6ls5IbqlT8B6bAXYvv4hcnfsGjhx/lse2PKbaxLVuGlJMjAizxQYEF1wa5/L0ml2cPdVM4K3Uu7U4LM2amwGVrC5LZjKlMpZpG0MxNlmV+Vvsz5ubPZbtLRec9BW5beBs/rf0pPzryI9WggG3ZMgx2O+P79iUGBSq3QE6hCLIoBAVCsoGGwz0pBwWaa3vJdVoonqO/v6elFUNuLsYilUVwFJc/PvpjZufNnrLspRpuXnAzPzzyQ35S+xPVoIBt2TIMeXmM7dqdGBSouhLsJXDsvxWDAhXLxf2yqbY35aBAc20fdqeF4rn6ufQ2tyDZbJhKNeZ42XJkWebRw48yO282Ny9I/B7J4OYFN7Np1ibK7Zkps5rF+Ud0jkdi6atUpARKS66slCB0/rSlBBrlCkOXlYqUIGmPAdApJUjOYwD0SQmS9hgAnVIC9XKFcPFJCYTrfvw3S19KILvdSNbYUnyZkBI0ThRRmRMaYbHlCiF1KUFF/gDNIzNUyhWGvn16UgKtwEDo5/mQEmSRGt6eoQ4F2Ew27llyDzvadtAw2KDYxmC1krN6tbKvgMkqvAVOPauYEpuTZ6G8yklz7ZR/KhTh8/ppPzWQ0q4XRBzeFctruUdhoBHKVrCrYxdnBs9w/4r7Vd2zp4LFaOHuJXfzRscbnB08q9hGsljIWbUq0Z0cBJfLboGTT4MnMT3IXmClvMrB2UPJ/TmJh98XoO30APOWF6qXG9OAR6uEnncSeuuhbDl7Ovdwsv8k9y67F4OU2lSymWy8b+n72N+1n7qBOsU2ktlM7motLm+GU+pczpzv5OzBFLn0Bmg50RcMeqXAZXML5rlzhQlNPLwT0H82zOWxvmNpjUubycZ9y+9jb+dejvcdV2wjmUzkrFmjzKXRDEtvhNPPiWuLg91pZeYCJ2cPdqd0fYLLflw1xUiGFLhsbVEvRxg1Lnef201tby0fqP6AahWMqWA1Wrl32b3sObeH2p5axTaSyUTu+vWMK90vDUYhIah/QXFc2vLMlM930ng4tTRJvy9Ay8l+KlIdl60ac9znht46KFvOvs59HO87zgerP5gylwbJkA0IZJFFFllcIFi0CxOlDMk6PTvSkYBAZtE8kp5PlxrCgZMMw+OcJtlHmpBl8MtSxv5dTHjHZAoA3LXkLn527Gf84sQvVB3f7Rs30PP9H+AbGMA0I24CLbsFDv0SGl4RWu44uGqK2fU/Zxnum8BRlKPr2jrqB/F5Aylp4EHsbluXKhv/0R0xc/vlyV9SZCtKeTc2hNsX3c5/Hv1Pfn3y13xpU2JtdxC+Ar2PPJJYyxxgxW1w8Ak485LQcsehanUpb/7hDMO9EziK9XHZXjeAd9KfsiGcp6UFa5XKrnrPKZD9ULacx48/TpGtiBvn35jSeUJ4z4L38MjhR3jy1JOqXOasW0fvfzyMf2gIozPOtb76Djj4C6h7TvAah/lrStn5+3oGu8Z1Z06EuEzVEE6zHGHPKRF5L1vO48cepzinmJvmJ44FPbh14a08cvgRfn/69yy/dLlim9x16+j5939XnuPL3yO4PPOSWNTGYcHaUl7/bX1K0pb2elG2tLI6tfJT3uYWrItU0s97T4fH5W9O/oZCWyE3z09tZzuEOxbfwY+O/ognTz9JdUm1Ypvc9esZfeUVvN3dmEtLYw8uuwX2/1wEBpbfktA3HS7PnRkUczxFLj0tzVgqXMoHe+sg4BNcnvoNBdYCbqxKb45n8dZGIPgfKNXD1i8lSDQeDH1YmlICT2KqbVZKkEkpQazxILwzpQTxxoORc6cpJYjLFoBMSQnUOEpPSqDG0TtNSmC0WJA9HmXjQUhZSmAeMuB16s0WiDvhNOFi8wLIFN5RQYFCWyE3VN3As43P8tn1n1UsK5W7XqQdTxw8SP4118QerLoCbAVw/I+KQYH5a0rZ9T9nqd/XxdrtLl3X1nC4F5PFkJJpluzz4WlvJ3/bNuUGnWKnr8HuZGf7Tv5+1d9PWTZvKhTaCrmx6kb+cvYvfGrtp3BYElOAc9evB1lm/MCBRDlGxWWQWwQn/qQcFFhVwpt/OMOZg92s2apirKaCs4d6MFmNKWng5UAAb2sreVdcodwgaIzXaC/kjfY3+MSqT+jWGcejwFbA9ZXX83TD0+pcrlsnuDx4UJnLvDLBpUJQoGp1CTt/X8/ZQ936x+WRXkxWY0oaeFmW8bS2krvhEuUGQS5b7YW80fEGH1/18bS5zLfks921nWcbn+Uz6z5DniUxtTx3vZAPTRw4QP61cZILV5SEQCEoMH91Ka//rp6zB7spvEGfHKPpaB8msyE1Lv1+McevvUa5QZDL9vxSduzfwQerP5j2HLeb7byr8l385exf+KdL/ol8S2KZ1ND9UlGOUXGZkBCc+KNiUGD+mlJ2/q6e+v1dbHh3clU7Qmg61ofBJKXGZSCAt7WNvM1blBsEuexwlPHKoVe4f/n9un0Zsnh7wS/LjAZEzfeE0lcpSAm0yxVCqlICLY+BUN+slCAdKUGsxwBkRkqQSrlCuHBSAm2Pgdiz6JMSqJcrhNSlBNrlCiFVKcFUcotUpQRdw/mUOeIMz4F0pQTzbd2cnYwN3mdaSpCsx0DoZ6rlCrUx9dzJQhnvGPlACLcsuIUJ3wQvNL+geNxWUyO08Hv3JR40moXW+PRzIsU0Ds6SHMqrHNTv0473xSPgD9BwqBtXdTFmi/7UaW9nJ/h8WOapGeMdA6uT33W8htlg5o5Fd+g+hxLuWHQHk/5JXmhS5jJnZQ2S2cz4PqVUbRMsuRHqnleUYzhLciirdHB6d6cu1+5AQKbxcA+uFUWYUuDS19WF7PFom7mZcvhDz15MkonbFiUuwlPB3UvuZsI3wdNnn1Y8nlMT5FIp7d1gFOOy/kXFVO38QhtllQ7q9+lLe5cDMo1HeqhYXqi7rCOAv7cXeXwcyzyNEnqmHJ7q2YdRMnLrglt1n0MJdy6+kwnfBM80PKN43Bb2u1AZl8tugtP/qywhCMoxzhzQyaUs03i0hzlLC1Mbl52doFna8TiYbPy+ey+SJHHn4jt1n0MJty28jUn/JM81Pqd43LZ0SdijIQFGkwis1D2vLG1xWpm1aAZn9nfrmuOyLNNwqIc5i2ZgsemPa/t6epDdbvX7ZWctGK082b0XEL4fWWSRRRZZZHE+oBwQSB/xAYFMQZ6Ynp15d2p2Q9MOUX3AkLF/FxPeUZkCAKtKVlHhqOBPZ/7ELQsSd68MFgs5K1cqL75ApMQe/rVwe1+0NeHwokvKee3JOvraR5M2I+uoH2RixMuCtalNWG/YLV99weApW8bTjc9w9byrKcpJr856CMuKlv1/9t48uq37vvb9HIwEOM/zTHEQJVIDqcmWNXmQlMFxmzZjk7ZJ0+TevPfW6np9b3W4vW+1t01ym9yV+DZD06QZnTpNbCdybFm2JVGyLckiJUuk5pEESIqzxJkECJz3x8GMcwAQOKBgCXstLdP8Ab9z+OXvHOK3z3fvTXVmNS/ffJmP1n80aFyTkkJKa4v8hgGkzdfZnyjKMRq3FHHsP64x1j9DfnnwU0o5DN2UalmzPtp2d1dUmSLB0oOtsIkDN19mZ/lO8kzRtS8Hojm3mfrsel69/SqfbPpk0LgmJYWUlhblddn0YalV++Zh2SfcDZuldTlqmSa/IrJajvRNMzdpo7o1ylpaw9XyAvaCRn5z87fsKNtBYaqCGeEy0ZzbTFNOEy9cf4GPNQZv6DQGA6ZQtWx+Bs78WCJZZLpYVrUVcvz5a4z1T5NXFmEte6eZmVikfZndBW54ahkiQs+W38CLN15iZ9lO1TTsq3NX05DdwAvXX5AlGgSdDtPGDfIEC3glBDfekDUcXNVWQMdzVxmzzkS8LodvTzE9vsCmD0VZS1e0o+L9cqgHe0Ejv711gJ1lOylOK47qOEk8OLCj4Z7Tq5v1zcOORkoQbDwIiSwliLhbABJCSiDb2KuKlEDuSXjsUoJg40FIZClBsPEgJLKUINB40P883YhCShCB3CIaKUH4x4qJJSUQTCngIgbk5BbRSgmMk77xl8s1HgTojfiVy4VD/i7zvsdDRwoIgsDTtU/z7HvPYp22Up4evGExt7Ux9r3v4ZieRpse8EG1ZgcYM6WWWBlSoHaD1F587fQQW5+pi+icbpwZQWfUxqSBB4UNg9MJwxc50riLyekB1Z7GglTLD9V8iGffe5aBmQFK00qDXmNua2P8336AY2YWbVqAbrjaJce49FtZUqCurZC3/vM6V08NRUwK3Dw7ilaniaGWrg2D3NNtUYShCxyp3cTd2UuqdQm4sb96P988+82Q63L8hz/EOTuLJjWgllWPgikbLh2QJQVWtRfyzq9vcPnEnYg3X9c6h9DohOhrGSqOUBRh+CKHq9uYmLus2pNtkNblB2o+wNe7vk7fVB+VGcG/S3N7G2Pf+1ccMzNo0wLIu8pHJWnLxZfkSQFXLS+9Nchjn2iI6JyunrqDVqehdkN0xJ+nlnIxmaIIQz0cq27n7twlWYIuWgiCwDOrnuGrp7/Kjbs3qMsOvqeZ29sZPf6/WBofRxeYjFD5CJjzJMmVDClQu6GA47+8xpWTy1iXp4fR6jXURElW2UMRLKIIwxd4q6adidlLPLPqmaiOkcSDBZuoY9jhlpD4R18lkpQg0rhC93sjlRJE7jEAy5MSREYMwPKkBKE8BiAWKYFyXCFELyUI7TEA0UsJlIkBiF5KILdKE1lKEDquMPDrZUgJQsQVut8TjZRgfjIdMXMpvMcALEtKUKqbYmBJ+fH7gyklUB8iD66nQGL1LawQPlQrbZpevfWq7Lh5Uzs4ncy/917woM4obWCv/A6Wgpl4c4aByuYcLp8cwrEU3jnT6XBy871RqlvyomorBunptmAwoAs0+gK41wu2GV4SJylOLWZLyZaojqEEdxSfUtu7ub0dHA75WrrlGFdela1lSqqeqpY8rp0ewuEIX0uH3cn1rmEq1+RG1VYMYLdYQa9HXyzzpHVmGOYneIlpilOL2VosH8cYLfZVS8TIa7dfkx03t7XB0hLz588HD7pree01WWlLSqqe6nV5XOscwmGPrJZX3x2iZl0+KanRua7bLH2g1aIvKQkenBmGuXFeEeYpMBcoRltGi6eqJH+NkLVUusa1Oqnz4tpr8s75qXpq1udz9fQwdpsj+P0BcCw5udY1TPW6PIymKNel1QJ6PboimXU5PQRz4xzQzJFvymdbybaojqGEp6qeQkDgjb43ZMdTfXwFghBGQpCSqqd2fQFXTg1hXwxfS6fDyY0zw1StzcMQZS1tFivodOiLZToAXLX8rTBPbkouj5Y+GtUxkkgiiSSSSCIaiJnxcfMPRQjEAmE2+G+7GrBlRrcnSiJ6PHSdAgBFqUW05rdy2HKYP2/986BxU2sr6PXMdXaS9piMGVXzR6D7ebh9XDYbfu3OMnr/93lunBmhYXPoNt5b58ZYmLFT3x5967TN0oe+ohxBI8PxDF1gSKvl5Ewff97651FH5ymhJK2EjYUbOXj7oGwtzevXg04n1XK7zAfs1U9Lcozbx2DVE0HDTduKufXeKDfPjFC/KXQtb54bYX7aTvN2mU1ohLBZLBhKS+Uj9IYuMK7RcGq2n8+t/XzU0XlKKEkrYUPBBl659QqfX/v5oLg00/r1oNEw19VF6jaZjV/T0/DezxWlLU1bi7nRNcKtc6OsCrPebp0fZXF2iaZt0bdO2y1W9MXFCAaZR2VDPUxqNLw9Z+VTTZ9WfV0WpRaxvmA9r/W+Jn+Nr1vnWpddpG3fHjxB8zNw5keKzvnNj5ZwvXOYm2dHaNwSukZ9F8ZZnF0K+7pQsFmsIdZlD+MaDW/PWvij1Z9VfV3mmfLYULiB1/te50vrvhQ0ntLcjGA2M3e6k4y9Mqkm7loqSAjW7Cjleucw1zuHWf1o6GvXeuUu89N26jfFeL8sKUHQyfz5G5au8eOzfXx69WfQaR7KP5FJBGBR1GFZchvX+udhPxxSgiiMByG8lCBC40FYnpQgpPEgJJ6UIMB4EJJSAi8SV0oQaDwI6kgJAo0HQ2M5UoLwz9ajkhKkG9FML0aU3LAcKYF+2o49XemOt1wpgZoQEs4LQC08tJ94Hq94nG+c+YZs27vGZMK0Zo2yTrZmFxjSJQmBDClQ3pRDVqGZ7iNW6jcVhszR7j5iJSPfFHWLNkibL0MIP4HX01IREeMWq/V4xeN8rfNrWKYsVGT4n4fGbMbU3KzsK1CzE4wZkoRAhhSobM4lu8jMe29YWNUeupYXjw+SkZcSVeqAGzarBX0IP4HXU804ET1P9dXGvup9/OO7/8ityVvUZtX6jWnTUklZvTrEutwh1fLyb2VJgbKmHDLzTZx9vY+6toKQtbz8ziBpOUbKG2OoZag4wqFu3kg1sSQ62F+zP+pjhMJTVU/x1dNf5ea9m0G11JjNpDSvZu7MGfk3V7kkBFd+J0sKlNRnkVlgoqdjgIbNRWFracowUN4UfUawzWpFr+gn0MPBtFSWRGfMkY5KeLLySb5y+ivcuneLmiz/pABBr8e8fr3yNR5GQlBcm0lOSSoXjg/Q9Ehx6PvlYSumDAOVzTHeLxXXZQ+vpZlZEp0xRzom8eBg0anj9qJvJ15w9FUiSAlCEgOQeFKCKDwG4P5JCULHFUpHiU5KEGlcISxPShAZMQDLkxIo9ix0FAAAIABJREFUbXofNimB3KZXDSmBYVKDLXOZcYUQVkqQpoMZMXJyIBopQSTJDQ+ClMD5gHoKPJhURwTYUyFFex3uOyw7bm5rY/7CBZxzMm0x+hSvhMBhDxoWNAItu8oY6Ztm6JbyUh3pm+LOzUladpYhaKJbYO7Yt1Bmbq9lZtOU0ySrrVYDuyp2AXDUelR23LypXarlfLCbOzoj1O8NWct1j1cwZp1h4OpdxXMYH5xh8Po9mreXxlRLe59F2S3/TjevZeZQl1XHquxVUR0jHHaW7wSgw9ohO25ua2P+/HmcMk9+vLV8FRzB7WcajcCGvZWMWWewXFT+YDE+OIP1yl2athZHXUuQSAHFjexQD69m5lKVUUVTTlPUxwiFJyufREBQTBoxt7Wx0N2Nc0HGOVejhfp9cO11+XUpCKx/ooKR3in6Lih/9Bu1TtPbM86a7SVotNHdbkVRxG6xKBN/Qz287LrG5TT/auDxSon8VJIQmNvbWbx+naW7MteoVudNx5CRtgiCwNqdZYxaprFeVl6Xo9ZpLJcmaN1dhlYffS0lskr5fvlqZg4N2Q1xq2US71/cmvcay3o7B/AzIXT6bM09nQNAodZfHlOV4t24lKd7t9j6LO81Ysv0pnIsZnrvxfYM70dmZ5p/XKbGZPJ8LejkpV+iz98Pcc77d1kz7b0X6if973sGn48yuknvtubepNffpnfWS9b12ry1GnV4z2PO6f+3y+MzAORrvcesMnjrU5XqvcdmZc56vl7K9NbUFtAZbc/0HtOZ7q2RYPapj1wXGwHkQMDnFs2MT42mvL9346T3d2WY9Pld3fOuAet0lufr3gV/k+Jhh7em86J3DWh8PqZn+XQuVei898oak7dWJRn+nzltmd716Ovm7tuavZThs4H3rU+K9/uBXWqeTR7+7vO+reT6Ke/PYZz0nofvWtLc89/+9U17yXNft3zf1ndpYxuMNMH7+yzS+X92rzZ515Cvu79vq74t0/t6r8Ed2DO884oB15tg9Kmdb8ej6P15xUWfv3s+ewqtz/VmmPJZy5lgmPS+RZj01mh4yuu9c3ve53qze9fThNN7bLvo/flmRJtfjUp13l9EbYo3Uaky3ft33JjpPUff+5Et0/+zod1nDYmp3rh3weStl0Yvv9X3IzDn/K83nc8aMkx6a2T0WUOGSW/dp+4FR80nETkeWlKgPKOchuwGDlsUSIFN7ZJ++9w5+QmaPgTzd8FyUna4YUsRpnQ9J164geiUj9s694YFfYo2phbtpdFRxPl59ApPvvpHuunRiuytlmnrVQmlaaU0ZDdwxHJEdtzc3g52u7wWHqSnh/N3ofct2eH6zYWYMgx0vtKrGF12+uXb6AyamGrpuHsX5+ys4obhzvB5zuqJW5cASG3vTTlNyqRAexuizcZCT4/8BKs/DPMT0Pe27HDD5iLSso2cOahcy1O/uYXBqGXtrrJofgQAHPfu4ZycVNzIDg9306WXzBVDPRmOBfnmfNbkreGtfvl1Zd7Yhmi3M9/dLT9B435YnIRe+Vo2bismIy+F0y/fVqxl1yu9GEw6WvcobEIjgGNiIuS6tAz3cEnn9feIBwrMBawvWB/6fgnKiQ6NHwDbNNyW/100bZVqeeLFmzgV7pfvvW5Bb9TSvD3Y0DRSOO7dwzk9rZg80D/cTbcuvtd4Eu8/2Jw6DyFwe7HAQwgMO1I8hMCMc1GWEEjX6D2EQKl2kirDqIcQqE4d8xACuRmzHkLAkenwfAC3ZXgJgcVMjYcQsGcYvYRAqglMKR5CQDDoZQkB0eHwEALi4qL3A/jcvIcQ0E0veggB45QD46To2cQZJr2EgOOewUMI9E9negiBW/P5HkLAupTjIQQmRbuHEHDi9DMezBT0HkKgXDfhIQRqTKMeQqAsfdJDCGizbB5CwJbpJQQWMwUWM7QeQmAp3eglBMwmDyEgGI0eQiBws+veoIg2u5cQmF+A2XkPIaCfWvQQAsZJp4cQMEx5CQHtpNZDCIxPpXoIgduzeR5CoNeWz4Aj00MITDvtsoRAmsboIQQKtQseQqDaOOIhBCpTJzyEQEbWHEKmzUMI2DO9hMBipsZDCNjT9R5CQExN8RACgtnkIQQEnd6/Rj5PwkWbzUsIzC94CAHN9KKHEDBMOTyEgMFvLQkeQmBxMoXRqTQPIdA7n+shBKz2XA8hMOrwEgKLoncjqRd0ns1ujkbjIQSq9GNUG0c8hEBV+oSHEDBnzHsIAVuW00MISNebqz09Q+shBBzpKV5CwGxGMKV4CAGNXidLCDjtSx5CQJxf8BACwsyChxDQT9k8hIBx0ulaQ64a3dN4CIG5KZOHEOidzvEQArcXCzyEwNCS2UMIzIg2P0LAKOg9NcrXegmBcv24hxCoMo17CIH8jBkPIeDMWvK7H9l87ke2DO/acKYbvYSAKcVDCAgGg5cQ8KmT6HB4r7cF//uRMOtDvk3bPYSAcdLpIQT0k15CQJw0eAiBwakMBqfil2coiuAQBdX+JRIeWvkAwJ7KPXz33HcZnx8Piukzrd8QWr9duxu0RumpbHWw74AhRcfWZ2o58tMrXD09FKQntl6a4HrXCBv3VUZtmAU+TtpypMDCFIccd4Fsj/FavLC7Yjf/2v2vCrV0aeE7u0jdImN0WLcH9GaplrW7g4Z1ei2bPljNsV9c5fKJO6x+xF93bL08wa33Rtn84RpM6SH6M8PAE1UmV8vFGQ7ZRoEs9lbFj2ABqVvge+e/x8TCBDkp/u37pg0bAJjr7MK8cWPwm2tdtbx0QJJmBECr07BxbyXH/uMaV08N0bjVf10O3rhHb/cYm5+uwZQWQy1DObwvzvCabQSR7Lhvvh4re4zvnPsOY/NjQfGR5o0bQBCka3zTpuA31+wCnQmuvAK1u4KGtVoNbfurOfLTy1zvHA7yvBi1THPr3ChtH6jCaI7OrBG86SJ6ueQB2yyv2UeArLhf44+VPca3zn6L0blR8s3+zv+mNWsQUlKY6+wk44lgGRDVO0CfCldfkZVcafUatjxdy+s/vMi1d4PX5dDtSW6cGaF1d1nUxpcQJnnAPu+qZWaSFEjCD3aHlr5ZJSlVFFKCMLfWxJMSKMcVQvRSgljjCkFJSqAcVxj4UwD3X0oQIq5Q+jI6KUE0HgMQgZQgAv18NFKCiD0GICGkBOH089FLCeT087FLCaKJK4TwUoLFTI2L+AmOK4TgOkUqJRDm5sFsSkgpwUp6CgiCsBf4FtJy+YEoil8NGK8E/h3IR7opfFoUxX7X2GeBv3W99H+IoviTUMd6qEkB94bhxOAJTyKBGx799mkFnawxTdp0XX0F9n4FZJ52Nm4p5uJbg5x44QbFtVlk5rsMThaWOPrcFbIKzbTtr4rpZwgZ+zZyiddSU2lJq5CNC1QTu8p38d3z3+V4//GgGC9tejopjY3KTxH1JmkDdu012P/PsrV0G7u98+sblDflkJ4j3aAW55d465fXyMhLYd0T0T+NhTAEy/BFXk0zsya1PMg3QW3sLN/Jd89/l7f63+LpOn9dsy47G+OqVa5aBhvoYTBD3eNw9VX4wDdka7l6eynXu0Y4/vw1imozySqQ2NWFGTsdz13FnGGgdXdstfTEZIaoZXNqGVWZVTEdJxweK3uMb5/7Nm8PvM1H6vy9AbSZmRjr65lXWpcGs0RYXX1VcV02bC7k4lsDdDx3lbyydHJKpCdnCzN2Xvu3C5hUqKV3Iysjaxm+xGtpZtanVVKUGtqIM1ZsL93Ot85+i7cH3g66xgWDAdO6dcp+F/oUVy0Pwv5vgIwpal1bAecOW3n7V9fJr0gnt1SyTFqcX+KNH14kLcuo3v1SjmAZucRBs4l1aRWUpEVvVprEgweHQxPBk6fIDQgLtRPS02G1DQjTUjxPsz2bFJ85ozUg1E/aXU/fgz0GQB0DwuC4Qp/Xh4CcAaEtQ3A9kVbZgHB+3tONERxX6D7C8g0IexfypO4RmbhCiN6AsCRjisGpDIW4wsCv/X+KSA0Iw216l2NAaL+XhjNrSXUDwiKdhaEl5bbyqA0I01IQZhZUNyA0TDlcT+DfjwaEkcUVwvIMCCMlBsB3rb//IQiCFvg28ATQD3QKgnBAFMVLPi/7OvBTURR/IgjCbuArwB8JgpAD/HegDSlJ8YzrvYpa7IdWPgDQlNNETkoOJwZPyI6b29uZ7+7GuRisgwWk9uJ7Fhi5JDssaAR2fboRp1Pkxa+fwXppguHbU7z0jbNMTyyw648a0eljcwq3WS2KsW+9fce5YjTE/ck2QGNOI/mm/BC1bGP+3Dk/LaMfGvbBpBWGL8gO+9byha91Ybk0znDvFC99/QyTI/Ps+ERD7LXss4AgoC8Lbpvv7TvGZaMhrjIMN5pymigwF3Cs/5jsuLm9jfmzZxGXFGJrGvbD9B24Iy990WgEHv+T1Wi0Ai8/e46+C+MM3Z7kwLPnmBqd54nPNaM3xlZLe4in2719x7hkNLJvBdZlU04TBaYCjvcflx03t7Uxd+48oj3YNwCQajk1oFxLrYa9X1iLzqjlle+cp7d7jKHbk7z6vW5m7i6w/4trY3qyDa4IPYV1ebOvg+sGA0+tQC3rs+spMBXw1oCCHKO9jcUrV3BMTsqO0/gB17qUiYFE8hZ46vPN6PQaXn72HL09Ywz3TvHKt88zPbHIE59rjqnjAlz3S+TX5e2+41wzGthbGWzSmUQSasJXP64mfPXuasJXn68mfP0E1IQhTo8Kff0a1ISvv4SaiFcLtd8GTkU4s+ITxReKEIgFQpyuN9+WfDXh7qZQG4ZJeclfrPD1/0gkiAg4RfX+hcEm4IYoirdEUbQBzwOBLsirAbe286jP+FPAG6IoTriIgDeAkB8WH+pOAY2gYWvJVk4MnsApOoNi0cztbUz86EcsdHdLuvhA1O8D/i+p7b2wWfYYuaVpPPMXGzjw7DkOPCttLFLS9Oz/UgsldVmy71kO7H0WKfZNH/xH+7U7byOIIk82/kHMxwkHQRDYWrKVY/3HcDgdQbFoprY2Jn7yU+YvXMS8YX3wBPVPAYL0JLForewxsgrN/P5fbuTgv/bw8rOSP4E+RcsHv9xK+eroXfLdsFkt6IqL0MiYDx0cPI4giuxt/MOYjxMOgiCwvXQ7r/e+LltLc1sbd3/xHyxcvoxprUytVj0p6bauHoQSmVoD6TkpfPDLrRz+yWV+9y9SLTVagX1fXEtZQ/Qu+W7Y+izoCgvRpKQEjR0cfEuqZdPHYj5OOAiCwPay7RzqPYTdYUev9b9OzO1t3H3uOamWLS3BE9TvlWp55RXFWqZlG9n/xbUc+sEFXvmO5E+g02vY85kmimoyZd+zHNgsfeiK5Nfl64Pua3xl1uWjZY/yRu8b2J129JrAWraDKDJ35gzpu4NlQNK61Er3y1IZ6QuQkWfiQ//nOn77zfd45dtSLY1mHbs/00hxbey1tFusiuvy8KBEduxpiH8tk3ifYUmI0MAqUilBZHGFsDwpQVRxhXD/pASh4goh4aQEkccVukeSUoLlSAmiiiuE8FKCCOMKYXlSglBxhRCLlEA5rhCilxKE7haAaKUE3s4c/1SCWKUE4sIiQopRNq4wGOHXtJpQOX0gTxAE3zbL74ui+H3X16WA1WesH9gc8P7zwO8jSQyeAdIFQchVeG/ItvGHmhQAeKTkEV659QqXJy7TnOu/sTdv3OjRHMuSAumFUNomSQh2/KXiMXJL0/jE321m6NYkc1M2KtfkkpppVHz9ciAlD8i3sx+as7CeFArj3FbsxraSbRy4eYArE1dozpOpJZIRmSwpkFYAZW3SRnbH/6N4jLyyNP7wr9rouziORqOhoDKdjDx12ESl5AFRFDk4Z2WDxrRitdxSvIUXrr/AxfGLtOT7b1ZNG9sAyVdAlhRIzYWyTVItd/214jGKajL5+N9u4lrnMAaTlqKaTHXXpVyLNnBozspGzcqty0dLH+WF6y/QM9bDhsINfmOeddnZJU8KpOZCxTZpI7v7b4PHXSiqyeTT/7CVW++N4rA7qVmXH5NXiC+kyFH5Wh6es7COFPJTC2TH1cb20u28eP1Fzo+cp62ozW/M1NqKYDAwd7pTnhQw50DlNkmOsee/KR4jtzSNz/zTNgau3WNqdJ5V7YUxd1u4YbNYlGs508ta9BSlR29WmsSDCcEhGVlBpHrVMFKCQI8BUF1KIPcROVopQaRxhbA8KcEorsQBubhC9wlHISVYyvRNSFCOK5SOF7mUQFyyI+j0sh4DEL2UwDqd5ZdAAagiJagxjfklZgCqSAkEjIgLLgO9gLjCwJmWIyUwTAmSkd2y4gpdP1UIKUGa1mVQGMZjAJYnJbBnGNBPBVN1vq+ORkqgnV7AkZ5CKHIgGinBBAvkaDSycYWASlICf2IA1JESLD+u8H2FMVEU2xTG5G5Pga0Z/zfwL4Ig/DFwHBgAliJ8rx/etxVUC1tLtgJwYiC47d2tOVbM3wZJQjD4HkwNhjxOSqqeqrV5rH6kRLWNF0ht2noZV/Lr41e5ITjYm14r8674YEuxZCIoJyHQ5eRgqKtlritELev3wuBZmLoT8jhGs5769iLqNhaoRgiA8kb2xsQVbmuc7MtoUO1Y4bCpWDK+O3XnVNCYvrAAfWWFskcDSHKMoW6YHAh5HK1eSmyoXV+g6rq0Wfpk4whvT9zgpsbB4+nxiXSUQ3tROwIC7955N2hMl5+PoaoqdC0b98PIRZi4HfI4Wq2GVW2FNG4tVo0QANe6lKmlddLCVWGJPenVqh0rHLYUb0EraGWvcY3RiKmlJfT9smG/JLeauBXyODq9lsrmXNbujM1YMBA2q0XWSPTO9CAXBDt7UuMT25pEEkkEwzeCUE34RiaqCaWIx1gRRAiohEBCQC24CQG1ERgrqRaUIgxjhX4qPvM60oM72dRAjoyXjxrwjeBUE/G63mKFCCspH+gHfDcmZYDfhlMUxUFRFH9PFMX1wN+4vjcZyXsD8dB3CuSZ8mjKaeKdwXf4s5Y/Cxo3t7dz74UXEO122RZ9Gj4Ah/9eeirb/rkVOGMvHJOTOCYnZZ9uv3H1VwiiyBNlwa7p8UKuKZfGnEZODJ6Qr2VbG1Mv/w5xaQlBJ7P0GvbDkX+A64dg4x/H/4R94JiZwTExIbv5OnJFquXuyj0rdj45KTk05TRxcvAkX2j5QtC4ub2d6TfeRHQ6EeRu9A374M3/Lpk3rvC6dM7O4hgdk12Xh6/+CoA95Su3LjONmTTlNnHqzim+tO5LQeOmto1harkfDv219IR7639dgTP2wjEzi2N8XDZC74i7lmU7Vux80gxpNOc1c3rotOy4edMmxr73PRzT02jT04Nf0LgfDv2V1Hmx7ctxPlt/OOfmXOtSppbXXgBgT8mjK3pOSbw/IDi80Vc2DMvoFgA5KUGg8aAENaQEAcaDBD/njEZKEGg86EWsUgJl40H319FICQKNB73nGJuUIMh4kOD6JqUEsUgJ/I0HQR0pQaDxoAQ1pAQBxoOoIyWQTySQP4dlSQkiNh6E5UgJFrJwxUvKGQ9CtFIC0eGQ4jBljAfh/nYMrGD6QCewShCEaqQOgI8Dn/R9gSAIecCEKIpO4K+QkggADgH/JAiCWxP8pGtcEQ89KQCwuXgzz11+joWlBVJ0/gydub2duz//OQsXL2Jaty74zfkNkFMjbRhWePNls7jd8oOfbh/u72D94iJ55YHSk/hia8lWfnbxZ8zZ5zDr/TWY5vZ27j3/SxauXMW0RsaDoaAJsiokgmWFSQGvMV7whuHwwFu0LNrIL5eJpowjthRv4WeXFWrZ1sbkr19g8fp1UhpkOhjy6iG7+r6QVbb+fkB+XR7p76B5cZGiikdW9Jw2F2/mZ5fC1fIGKQ31wW/OqYaCZslXYIVJAXt/iGvceoTGRRtl5Su7kd1UtIkfX/gxs/ZZUvWpfmPmTe3wne8wf/YsaTtkyIrsKqmWV1eeFPDEZMrU8s2+N6iz2aiqCI6XTSIJwSllYktYbvRVsJQgZFwhxCAlCN6+qyElCO0xAKqkEgTEFUrHi05KENpjANSQErihhpQgJDEAqqcSuBGtlEAwm8CdKR9IDEDUUgLjJCxmavCvUexSgmjiCiG8lMAbxRccVwihN72hCBRhbg7M5ojJgUilBL12qNKPycYVglpSAjkKCGKWEgQQA+7/PuibWFEUlwRB+DLSBl8L/LsoihcFQfh7oEsUxQPATuArgiCISPKB/+p674QgCP+ARCwA/L0oiiFvDA+9fACk9mK70073aHfQmLlN0hzPKrXECoL0JPH2cVicjudpBsFm6QOCN7LWaSvX5ofZPbcI+Y0rek6bizazJC5xbiTYrd3c5tLCK0kI3LW81QG2OfnXxAmeCL2AToHBmUEuzw+xe2EJcutW9Jy2FG9hybnEmeEzQWPmNsnjQjECzndd2mbjeZpBsPW51mXAE9nh2WF65gbZM2+TSIsVxJYiqZZnR84GjXlrGUYmZDkFc+E/aKkJd4ReoFv+2PwY52Ys7J5fWPFrfFPRJpbEJc4OB9fS1NoKen0EtTwJs2E/CqsKmwLxN7EwwdnpXh6fnYfC1St6TkkkkUQS7zu4CQGVIREC7x9IhEAcYI5PWkKVPj4pF4uT8ZE7JCxUlA5EIB9AFMVXRVGsF0WxVhTFf3R97+9chACiKP5aFMVVrtd8XhTFRZ/3/rsoinWufz8KdyxVSBZBEPYiuR5qgR+IovjVgHEj8FNgIxLR/TFRFHvVOLYaWF+wHo2goXO406PldkOXm4uhtlbSHP9ZcEs8IG2+Tv4L3DgMzR+Rf00c4MkvL/ePKjtiOQLAblMZ6Fc20mNdwTq0gpau4S62lfo/WdcXFqKvkLTwuX/8x/IT1O+Fd78nEQON++N+vm64uy70Zf6bL3ct96RWgCY+OkUlrC9cj06jo3Ook+1l2/3GDGWl6EqKmevsJOfTn5KfoGEvnPo23DwKTR9cgTOW4FmXAaTAEaurlqZS0K6sVmx94Xr0Gj2n75zm0VL/J+v60hJ0xWFqWb8Pjv8zXH8DWuOfmuCG3RWhF1RLyxFEYI+hCPQr+wd5XcE69Bq97LrUmEyY1q5VJlFBul8e/2e48Qa0fjzOZ+uFuxsosFOgw9qBE5E9ulwwpMq9NYmHHBoHGP0emsUmJQgyHvRMGauUQNl40HvW3q+TUgJ/hJMShOoWgOD6RiolCDQelEVUUoLIugVgeVICuSfhiSwlCDQelA6hhpTA33jQjVilBIHGg3LHSCgpQcYMo1NpCsaDgecaeyoBPu8JLyVQHyKqpw8kDGKuoyAIWuDbwBNIpgadgiAcEEXxks/LPgfcFUWxThCEjwNfA1buk3UYpBvSacpponNI/oOsua2NqVde8epbAlG+GUzZkn57BUkBm8WKLj8fTQCreMRyhHq7g/Ji+Qi1eCJVn8rq3NV0Dcs/wTa3tTFz5IiyfrvyETBmSO3FK0oK9KHNy0Ob5r8pOGw5TJ3dQWXRBoV3xg8mnYm1eWs5MxLcKQBSLWffOYEoigiCzA2qYisYMyUJwQqSArY+C9rs7CBN+eG+w1QtOakplJHhxBkmnYnW/FbeHQo2GxQEAXN7mFqWrIe0Qrh2cEVJAZvFKl9Ly2EqHCKrCmQSE+IMk85ES36LbC1BkgmN/+AHOGdn0aTKbLKL10FakXSNryApYOuzoM3KQpvpH234Zt+blDpEGu7Dukzi/QFhSfR5KhjYuptIUgK5LVdSSuA+fsxSghBxhe7TikZKELHHACxTShCZxwAsT0oQsccALFNKoBxXCNFLCWZEG2mCQXUpgS0TDJOBP1nsUgJxcRHB6B/Fp4aU4PZ8LtUm9wrzjysEdaQEgXGFEmKXEoQiBtz/fdClBCsBNXp1NgE3RFG8JYqiDXgeeDrgNU8DP3F9/WtgjyD7yfv+ob2one7RbhaWFoLGzO3tOGdmWLhyRf7NWp2UwX39dXA65F8TB8g5vI/Pj/PeyHvsmZlRzFWPN9oK2+gZ62F+KbjFzNzWhuPePWw3b8q/WWeAuj1w7RA449SaJQO52Le7C3c5O3yW3TMzUCQT/bcC2FCwgUtjl5izB8spzO3tOMbHsd1WcMXX6mHVE5Jx4wrW0maxBD3ZnlycpGu4k8dnpqFo5TeyABsLN3Jl4gqz9mA5haeWtxRc8TUaqH9K6gZaio/jsBwkt3z/dTllm+L0nXfZMz2NUHx/arm5aDOXxy8zZQv+oGBubweHg7mz78m/WaORulhuHIal+LhYy8FmsQTdL6dt05y6c4rHZ6YRSlee+EsiiSSSSCK+SBPCtN1ECcNk+NdEA8GoXhKUL7yEgLrom84O/6Io4CFOEhArKR9YSahBrJQCVp//7wcC3e08r3GZJkwCuchQc4IgfAH4AkCFjEt0vNBe1M6PL/6Y86Pn2Vzsf/rmdncufCemZhmDPJDa3rt/Cf2dULEl3qcLSBvZ1Ef8DduO9R9DRGT33Bzch04BgLaiNn508Ud0j3Yr17KrC+MqhVi6hv1w8SUpnrBMKbpTXdgsFlI3+5+r1FbsdNXy/m1kf3jhh3SPdXsiH91IbXdp4U93YqypkZ+gYR9c+DUMnIHy9nifLiC1aZs2bvT73rH+YzhEJ3tm5+8bKbChcAPObifnR84HSVs8tezsxFirEONZvw/O/hT63oHalUlPsPX1ebw43DhmPcaS6GDP3Nx9I/42Fm5ERKR7tDtIjmFevw60WuY6O0nbrmCC2LAfzvwYet+WSMAVgM3Sh3mjfy3f6n8Lu9PO47P3r5ZJJD4Ep4hh0pfwl2vdXY6UwL9bQJoldilBsPGge7IYpQS2YCI0KSVQU0rgbzwID6eUINB40HvsGKUEAcaDoJaUQKlGsUkJlGqUqFKCKtM4vfO5gJzxoPvsly8l0BoMiDabvPEg3DcpgTuS8EGEGrWTq4wYxWukb4ri94HvA7S1tcm+Jh5YX7DKtdMMAAAgAElEQVQeAYGzw2eDNrIeLXxnCC183R7Q6KRW7RUgBZzz8yyNjATpYw9bDlOqNdOwJEKhAoERZ7g9GrqGu4JrWVaGrrCQuc4usj/xCfkJ6h4HQSvVcgVIAefCAktDQ0FPZI9YjlCsNbPa7oSC+2NAtq5gHRpBw5nhM0GkgL6yEm1+HnOdnWR/XKGlvW6Pq5avrggp4LTZsN+5Q2YAoXe47zCFWjPNNvt9W5et+a1oBS1nRs4E+11UVqLLz2fudCfZH1doaa/ZCboUSSa0AqSAc3GRpTtDQdGORyxHyNeaWLtoh+LWuJ+HHNbkrUEraDk3ci6IFNCkppKypjm02WD1Y6AzSdf4CpAC3lr6r8s3LW+SpzXRch9rmUTiQ3CI6KftMiPRSgmU4woheilB6LhCiFZKEMpjwP3epJQgFimBv8cAqCMliCauEO6flCC0x4D/UZYnJVCOK4TopQSh4wohWimB02YDQSNbI/dccscIJyUYnkqnMEPOED3xpQSRegz4/jeJ5UMN+UA/4LubKgMGlV4jCIIOyCSSO9MKIt2QTl12HedHz8uOm9vamO/qQlRqw07JhMptUtv7CsAdr+Xr8D5rn+XU4Cl2OQwIBU0rbkDmRrohnYbsBlnXfEEQMLe1MdfVhSgqcD7mHEkPf/VgnM9Ugt0ToefdfM3Z5zgxeILdTiNCXv2KGza64a6lnNO7IAiktreHrqUp27UuX4vzmUqwW60gin4pDvNL895a5jdASsaKnEsgUvWpNOQo19Lc3s5cZ6dyLQ1miRi4ehCUXqMi7P39srV8Z/AddjtT0OQ3gDE9xAzxg1lvpj67nnOjwSkjIHVezF+4gHNewaVab4La3dK6vE+1XFha4O2Bt9ktmtDk1d+3WiaRRBJJJJGEB0J8UhjkCYHYcXOhIC7zivPBcu5EQVI+oIxOYJUgCNXAAPBx4JMBrzkAfBY4CXwUOCIqfvK+f2jNb+XQ7UM4RSeagIvS3N7O5IsvKmeZg9RefOiv4G6vlMcdR8g5vL898DY2p409E5NQszeuxw+H9QXreenGSyw5l9Bp/JeZuV0ybrRbLBgqK+UnaNgHr/8N3O2DbIXXqAR38oBv18U7g++4ajkF1U/E9fjhsLFwI7+69ivsDjv6ANd+c3s7U68exG61Bj0F9aBhHxz66xVZl+4IPd/f64mBEyw4FtgzcReqn4zr8cNhQ8EGfnXtV9gcNgxa/8du5k3tTL36Kva+PgxVVfIT1O+VNrIjl+MeX+eOdvSr5eAJ5pfm2XP3HlSuTNu9ElrzWzlw84D8Nb5pE+M/+CHz586RunWr/AQNe+HqKzB8Ie6eHXLr8uTgSamW96agfEdcj5/E+xxOJ7opJf+LxJESBBsPQiJLCSLuFoCEkBLIfnxXRUog9yQ8dilBsPEgJLKUINh4EBJZShBoPOh/nm5EISWIQG4RjZQgtIwAopUSlOvHsdpzg2aLVUogmFLARQzIyS3CdQzECyKJt5lXCzGTAi6PgC8Dh5DW6b+LonhREIS/B7pcOYo/BH4mCMINpLvRyllOLwOt+a38+tqvuXXvFnXZ/pn0ZrfmuKtTmRRo2CuRAldfgy1fjOu5ej7k+mwEj1iOkG3IYP2kBUrur5N2a34rv7jyC67fvU5TbpPfmLeWXeFJgasHV6CW0ubLt+visOUwWfp0qZalG5XeuiLYULiBn1/+OVcmrrA233/z5Nabz3V2KpMC9XslUmBF1mXwRvaw5TCZ+nQ2JkAtNxZu5OeXf86l8UusK/C/RtzrcrazMzQpAFIKQdxJAflrPEOfRts9C2y7v8Z46wrW8fzV57lx7waNOY1+Y6YNG0CjYa6zU5kUqN8LCNI1Hm9SwBJ8jb9peZN0fRrtdy/B5qSfQBIh4HQizEqfOpU/ND24UoJI4wrd741UShC5xwAsT0oQGTEAy5MShPIYgFikBMpxhRC9lCC0xwBELyVQJgYgeimB3CpNZClB6LjCwK+jlBKESW5YjpRgfjIdMXMpvMcAvO+lBElEB1V6VERRfFUUxXpRFGtFUfxH1/f+zkUIIIrigiiKfyCKYp0oiptEUVSw+L6/WJcvbRLkJATeLHP5qD0Acmogr17aMMQZNqsFTWamJ17L7rDzVv9b7EyvkW4SZStjKqeE1gJJnytXS0NNDdrs7NC1zK2F3FUrU8u+XjSZmeiyJQdVu8POcetxdqTXSrf5+1zLljzJmK97rDtozFBXJ9XydAj9dm4t5DWsaC21WVkA2J12Ovo72JFRI9XyPpMC6wukzd97I8HO+IaaGrS5uaG18BnFkiHd1fjLMWyWvqBaHrUeZWdGnfRBqeT+kwIA50aCJQTatDRSVq8OvS7TCiTPkBWQCdktFjQZGf7r0trBrsx6Vy2TpEASSSSRRBIJAFFBphzrtJnxcfMfWIqPJFSYDU7dShQ4EVT7l0hIxjr6oDKjkixjFudHz/P79b/vN+bJMj9xUjnLHKSnX6e+CwtTcdVO2/ssfhF6nUOdTNun2W3XgD4VCu6PmZsbJakl5Kbk0j3azccb/RtDfH0FQqJh34rU0tbX5/dk213LPQ4t6M33zWTQjcLUQopSizg/cp5PNX3KbyzyWu6Fk9+BhUnJ/yJOCKxl11AX07Zp9iwZJJO++2Qy6EauKZeytDK6R4MJFk8tO7vCXOP7oOMrMDMKaflxO1e7Qi13O1NAo4eiNXE7diQoSS0h35TPudFzQdc4SJ0Xd597DufiIhqliKX6vXDkH2DqjkS4xAm2Pikm0/07fW/4PaZsU+x2GiWD2PsUOZrE+wROEeYkf4zQedhJKcHypARRGA9CeClBhMaDsDwpQUjjQUg8KUGA8SAkpQReJK6UILBbANSREgQaD4ZG5FKCfO0Uo2HS2KOSEqQb0UwvRpTcsKIdA2IyfeChgCAItOS3KJpnmdvamDrwMrbbvRhrquUnadgHJ56Fm0eg+SNxO1dbXx+mdd7258OWw5h0JraM9kHpBtDe31+tIAi05rcqGze2tzH9xhvY79xBX6ywGfDU8jA0PxO3c7X1+UeVuWu5ddQiPUG8z7UEqVtArlMAfGo5OIi+pER+gob98M63pGz4Nb8Xt/O09/nHEbpruW28X3J3D/BEuB9oyW+ha1ieRDG3tzN96BD2gQEMZWXyEzTshY5/guuHYP2n43aetj4LpvXeJ9hHrUdJ0aawbWJAIld08ckyjhSCILCuYJ1spwBItZz40Y+YP3ee1M2b5Cdp2C+RAtdeg7Y/idu52iwWTGu9G/+j1qMYNAa2jlmldWkwx+3YSTwAcDoRfUiB8NFXD5aUICQxAIknJYjCYwDun5QgdFyhdJTopASRxhXC8qQEkREDsDwpgdKm92GTEmiNRsTFRdm4wsCZliMlMExqsGUuM64QEkJKEIncwo8YSCIqxMfi8n2MdfnruD15m8nFyaAxs0+WuSLKNkmO73F0e3fabNgHBz26Z6fo5Kj1KI8WbyVlqGdFYvwiQWtBK5ZpCxMLwX9sPFr4ruCEAg/KNoEpJ67txZ6oMtcT2aBa3ud2dzda8lsYmBlgbD74j1Jk67IdzLlxr6X9zh2PBl4URY5aj7KteAspd7oTqpYjcyMMzQ4FjXlqGartvagFMkrjW0tXtKNvLTusHWwp3oyp/+yKxJ5Ggtb8VgZmBhidC/74ZW7bCIIQel0WNEFWRVzvl6LNhn1gAH2l/7rcUrwJ88B7UL45zAxJPEgQBOGfBUG4IghCtyAILwmCkHW/zymJJJJIwg1xUcnUNDbY4tQkOiMGdwypAb2iuev9hUgyfeChQWu+pIXvHu1me9l2vzFDVRXavDzmurrI/tgfyk+g1UHdE3D9dXA6QBPsZBsr7BaLFK9VJW1ke8Z6GJ0fZXdaNTiXpM10AsCthe8Z7WFHgLu3saEBTVoac11dZH7og/ITaHWw6knpiaxjKS5P7D21dJECF8cuMjo/yq70WnDY7rufgBu+63J3xW6/MWN9PZqMDKmWTz8tP4FGK7VqX/kdOOxxeWLviSN0rcvLE5cZmRthV9WHYWk+Ycgqj0fDaDdFqUV+Y8ZVdWgzM5nr7CTr9xS6UwRBquX5/wD7QlyiP+39/eB0emp57e417sze4YsVe6VaJggp4PYVOD96nscrH/cb02ZkYGxsDE0KCILULXDmx2Cbi8sTe/vgoFRLV+TojXs3GJgZ4HNlT0i1LE+M+2USK4Y3gL9ymSR/Dfgr4P8N9QZRFBEXvB9QfZ9aPQxSgkDjQVBLSiAE/L86UoJg40Gf14fA/ZISBBsPuo8Qq5TA33gQ1JESBBsPBn7t/1NEKiUI9yQ8KSVIfClBpN0CEImUIDLjQQghJYgTEm0zrxaSpEAA1uStQSNoOD96PogUcPsKuLPMFTXHDXuh5z+hvzMuH949Du+uToGjlqPoBB3bF1w3tQTZyDbnNaMTdJwfPR9ECghaLaaNGyLTwnc/D9Z3oeoR1c/RW0tpw3DUehStoOWxRdeNOEE2so05jeg0OllSQNBqMW/YEPrpNkhyjHPPgeUUVG8P/dooYLO43PJdBEuHtQONoGH7vGtdVmxT/ZjRoCGnAb1GT89YD09W+UckChoNJtc1HnqSfdD1Q+h9C1apH1npWZeuToGj1qMICDy26PpjV54YpEBTThMGjYFzI+eCSAGQpC33fvmfOG02NAaFXUvDPnj3e3CrAxr3q36O3nUp1bLD2gHATrsrFTdBSNQkVgaiKL7u87+nkGKSw7/PvakLiL6KRkoQOTHgf8CwUoIQxAAkopRAOa4QopcSxBpXCEpSAuW4wsCfArj/UoIQcYXSl9FJCaLxGIAIpAQRbHqjkRJETAxAQkgJwm16o5cSyBGVsUsJQsUVhkI4KcFipgbjpBO5uEIIrpMfgZJEVEiSAgEw683UZ9cr+wq0tzN98LXQmuO6xyXzqqsH40MK9PYC3s3Xsf5jbCjcQObgeSmHPo7mZ8uBSWeiPqde1tQNJAnB6LHjLI2Po8sNzjgFoHaPZKp27WB8SQGfWq4rWEdm/xmplhkKGv0VRoouhcbsxhC+Au3MdHRgHxlBX1AgP0nNLtAapHUZD1Kg17+WHdYO1uWvI2fwnKuW8TOSWw4MWgNNuU2K6zK1vZ2ZNw+H9ruo2i4Zel49GBdSwO7ayOp9atmS30Le4HnIqkyoWjbnNYe8X9796c9Y6OnBvFFBPlKxDYwZcPXV+JACAdGOR61HWZu3lvw7FyCzHDJLVT9mEu8b/CnwS7kBQRC+AHwBIAVz2EzsZXUNTKZgy3Sq3jVQqJ1g2KFVv2sgLQXNTEBeuM+c0XYN6Cft2DP1vF+6BmwZAoYp7/+7EXPXwPw8GpPJMweo0zXQu5BHVcqY6l0DJRlTDE5lvG+6Buz30nBmLaneNVCkszC0pNzdFnXXQFoKwsyC6l0DhikHtgxt0Hk8kF0DIPX5xwEiidf2rxaSngIyaM1vpWe0B4czuAXFo4UP9VQ2JRMqt8G1Q3E5P1tvL9qcHLQZGVinrdy4d4OdZTvAchIqFDLB7xNa8lroGZOvZapbv30mhK9ASgZUPRq3CDhbbx/a7Gy0GRkMzAxw7e41dpXtgL4TUKk+CRELWvJbuDB2gSVncKyMeVMEvgLGNKjeIW2+RPXvlra+PrSumMyh2SEuT1z2rstEq2VeCxfHL2J32oPGIvJo0KdA7S5JCx+nWroj9IZnh7k4fpGdZTvB8m7CSAfcWJe/jkvjl1h0BOv/PPfLULXUGSQi9dohcKrP8NssFjRmM9rcXEbnRukZ62FX+S6wnk5KBx5QCILwpiAIF2T+Pe3zmr8BloDn5OYQRfH7oii2iaLYpkddU09bZnyeZA071JcrAh5CQG1IhID68BABKsMQGYuzbLgJAbVRlaL8NDsWDE7FJw0qXm3fzqz4RPGFIgRigRCn600iBNSHu5tCbRgm47SrVwGiKKj2L5GQ7BSQQWt+K7+8+ktu3LtBQ06D35ixrg5tVhZzXV3KmmOQNMeH/hru9kpPSVWErbfPIx04Zj0GwE5zKcyNS08wEwitBa08f/V52VqmrF6NYDIx19lFxpNPKsyApDk++JcwdgPy6lQ9P98IPU9bsbkC5icSbyOb38IvrvyCm/duBteyqQmN2Sz5CnzgA8qTNOyDV/4Cxq5BfoPy66KAra8PvUuG4VmXaVXSukw0siq/hZ9f/jnX715nda5/5KSxoQFNejpznZ1kfvjDypM07JM8Goa6JQd7FeEboXesX6rlrow6mB1JOFKgtaCVH138EZfHL3s8BtzQZWdjrK+XSNQvflF5koZ9cPFFGDyrumTHZulDX1npV8udmfUwNZA0GXxAIYpisJbFB4IgfBb4ILBHFJfH6oXqGIhcShCNx4D/AeWlBJF5DMDypARRxRXC/ZMShIorhISTEkQeV+geSUoJliMliMpjAMJLCSL0GIDlSQlCeQxALFICZY8BiEFKINpIEwyqSwm8nTn+qQSRSAkASEyfwoRGkhSQwbp8r3lW4OZL0GgwtW0Mrzl2kwJXD8KWL6l6frbeXlIffRSAjv4OajNrKR+5IQ1WParqsWKF2yBPtpYGA6Z1rcydPh16koa9Eilw7SDk/R+qnp+tt5fUrdKG9Zj1GFUZVVSO3ZIG4yBXiAUt+ZJBnmwtdTpMGzZEti5f+QupW0BtUsDS53kyfLT/KJUZlVSP90qDlYnhJ+CGu5bdo91BpICg1WLeuDG8R8OqpwBB6mJRmxTwidA7aj1KeXo5NRNWaTBB/ATccF/j50bOBZECIHVe3HvxRUS7HUGv8GSw7nEQtNK6VJkUsPdZMDZIa/2o9SilaaXUjfVKg9WPqXqsJBIfgiDsRTIW3CGK4ly417veA4Lro2Zg9FWMUoLI4wohrJQg0GMAVJcSyG1nopUSGKYXcKYHGrXGLiUYBfJd5EBQXKH7hKOQEixlgm4ykLyIXUogLtkRdHpZjwGIXkpgnc6iPD2gaipICWpMY9yaz/P7nhpSAgGjx9AzMK4wcKblSAkMUwK2jOXGFbp+qhBSgjSty3k/jMcALE9KYM8woJ8Kpup8Xx2NlEA7vYAjPYV4GhDGGlcISlICf2IAQksJXBPFDU75q/t9j6R8QAZl6WXkpORwfvS87Hhqezt2qxX7UHCkmQe5tZDfBJd/p+q5OWdnWRodxVBVxbRtmjNDZyQTv9vHpWiv7EpVjxcrytLC1HLzFhavXmVpPATHnVUBBc1w5VVVz805N8fSyAiGaqmWncOdUltx79uQUSZptxMI4Wppbm/HduNm6FpmlkLxOtXj9DzRjhWVzNpnOX3ntNTu3ncSUgsgp0bV48WKktQSclJy6BnrkR03t7dj6+vDPjKiPElavmTqeVXddemO0DNUVTJnn+PdO++ys3wnwu1jkJoP+Y2qHi9W5JnyKE0rDVlLcX6e+QsXlCcx50jEkcrrUlxawjYwgKGigjn7HKcGT7GrfBfC7ePSukywWiaxIvgXIB14QxCEc4IgfO9+n9DDimBCQB3ka4NlYWrASwioC0EXHxlFECGgEgIJAbXgm/ChJmzxUTvEMYovPvM64nS95Wjis5U0TCbmxlsUk5GEDxUEQaAlv0XRiMzk0cmGiNMDaPoQvPV1mB2DVHVuor7GeO8MvMOSuMSu0h3w5regIUTb+H1CuFqmbt3C6Ddh7t13ydgfwmSs6YNw7H/CzAikKRjpLRO+bvnvDL7DknNJ0sAf/Q7U7galdIn7hLC13LKZUSKoZcN+6PiKqrX0jXY8MXgCu9POzvIdcOzfpO6V91ktfT0aQssx9sLhv4epO6qZ/9kGBsDpRF9R4anlrrKd0PF9qNkJcfoDHAvW5K2hZ1SJFPDeL83r1ytPUr8XXv8bVSVX9qEhsNsxVFZwcvAkNqeNXeU74dgPpC6BBFuXScQfoiguX4MmCGj00sclxeirZUkJ5Fp3Y5cSRBNXCJFICZTjCt1fRyMlCM47cCNWKYGy8aD762ikBJHGFcLypASh4grdXyelBLFICfyNB0EdKUE0cYUQiZQgsrhCWJ6UINK4QlielGAIKHJJCUIbD8JypAQLWaC55+4pCTQehLBSgumwh0oiAElSQAEteS10WDuYXJwk05jpN5bS2OjVHIckBT4Ix/+n9CRxw2dUOS8PKVBdxVHrv5NtzGatqIX5u3FxlFcDrfmtdFg7uLdwj6yULL+xlOZmNGlpzJ48FYYU+DAc+xpceQXa/kSV8/J1yz9m/RlZxixaMcLsaMLJMNxw11J2XXpqeTI8wdLxT5Ievu1PVTkv32jHDuvzZBozWec0wMwQ1O1R5RhqI2Qtm5qka/zUu2FIgf0SKXDtoGq1dCcPGCoqOWr9NRmGDNaLrnVZs1OVY6iNtXlrOdR7iLH5MfJM/gSoLjcXQ22tJG35wp8pT9KwTyIFrr4GW0L4DywD7nWpr6jgqPUA6YZ01gtmyZuhZkeYdyeRhAsaDYLB3Ybu37qbSFKCkHGFEIOUIHj7roaUILTHAKiSShAQVygdLzopQWiPAVBDSuCGGlKCoXtG9Fkhnr5HKSWo0E1gWcpRnDZaKYFgNsHcvPdQLsQqJTBOwmKmBv8axS4liCauEMJLCbxRfMFxhRBMDkQqJRDm5sBsjpgciEpKEBBXCGpJCeQoIFCSEsQbiWYQqBYS75FTgmBtvqTnvTh2MWjMkwvf1RV6kqIWqfX98suqnZc7jlBTVsLbA2+zvWw72ttvSYMJupFtyZP02xfGg9uHBZ0O86ZNzJ46FXqSwmbIrla3lq4Ng6a8lOP9x3ms7DG0Nw9Lg7WJuZF111KuVVvQ6TBv3szsyTC1LFgNObVw6YBq5+WOfdOUlUi1LH0M3e0OabB2t2rHURNr86RrXLGWmzYxe/Jk6EnyG121/K1q5+Vel1qfdanrPS4N1uxS7Thqwl3LC2PyEgFzexvzZ84gLoVwgc6thbwGuPqKauflJli05WWeWur7TkiDST+BJJJI4gFGSEIgBoQiBGKCmxBQGRIh8P6BRAjEAeb4pCVU6eOTcrE4GR+5Q+xQTzqQlA+8T9Cc24yAQM9YD9tKg03SzO1tzBw7xtLoKLr8fPlJBAEaPwSd/wYLU1K8Xoyw9fahKyri/PQVpmxTkga+41vSRi+zLOb544HmPFctR3t4tDSYuEjdsoWZI0ew9Q9gKFPIDBcESY5x6jswfw9MWfKvWwZsfX1o8/M4P3uNKdsUO8p2QMezkn9BgmaXN+c1oxE0dI92K9fy8GFsViuG8nL5SQQBVj8N73wL5iYkPXeMsPX1oc3K4oKtl3uL99hZvhOO/Yu0LjNKYp4/HliTtwYBQbmWW7dGVsvmj8Db34TZcUjNjfm8bH0WNGlpXHBYvLV8+/uQV5+w67IptwmtoKVnrEc63wCY29u59/wvWbh82WOgKD/Rh+Dt/6Wa5MrWZ0FISeESg9xdvCud28mfSH4hKqfCJPEAQyMgmLwfUOVadxNBShBkPOiZMlYpgbLxoNxPkJQS+COclCBUtwAE1zdSKUGg8aAsopIShK9RNFICuSfhiSwlCDQelA6hhpQgOJEAYpcSBBoPyh0jGinB7cUCqo0jyBkPQgxSgowZRqfSFIwHA8/VKHs/SmJ5SJICCkg3pFOdWa1snrVFcqyfPXkydGxZ80fg1LclCUHrx2M+L1tvL4aqKjqsHeg1erblNEPfCdj65ZjnjhdS9anUZtXSPabsKwAwd+okho9+VHmi1U/DiWclM7J1n4j5vNxxhMesx9Br9DyS1wKWU7D1v8Q8d7yQqk+lJrNGuZbbvOtScSMLsPrD0ubr6quw/tMxn5e7lu51+Uj+erCchE1fiHnueCFVn0pddp2yR4O7lidOYvhYqFp+BN76Blx5GTb+ccznZbNIcYQd/cfQaXQ8UrBRusZV+D3FCyadiVXZq0L4Crg8Gk53hiYFmp+RfFguH1BFjmHr68NQXs6rA8fRaXQ8WrARbv0JrPtkzHMn8RBBowEXKRCqdffBlRLIbbmSUgL38WOWEoSIK3SfVjRSgog9BmCZUoLIPAZgeVKCiD0GYFlSAv0U2DOMPt/1f2W0UoIZVxSf2lICWyYYJgN/stilBOLiIoLR6Fcj9aUEAXGFqCMlCIwrlKAsJYg3kvKBhxBr8tbQM9aDXIxxyuomtFlZzL5zIvQkZe2QWQEXXlDlnGy9vRgqK+iwdrCpeBNmyylwLkkmXQmMtXlruTB2QbaWhro6tPl54dveSzaoW8u+Ppdu+yibijaRau0Cpx3qnlBl/nihJb9FuZY1NegKCpgLJ8coXidJWy7+RpVzsvX1ufwEOqRaDp4Dhy1hpQNutOS1KF7jhupqdIWF4SUERWuldAWVJAS2vj707mu8aBNp/WfAPgernlRl/nhhTd4aLoxfwCkGtz7qCwowVFWFj8wsbIbcVXDxJVXOyXb7Nobqas81nmZ11bIhhOdGEkkkkUQSDwy8hIC6SBPCtN1ECcNk+NdEA8EYnzpUm8JSTlGhbzo7LvPGCpFk+sBDiZa8Fg7cPMDg7CClaf5tu4JGg3nrFmZPnEAURSnHWA6CAGuegZPfjrlVe+nuXRyTk0wXZWCZtvBHq/8ILr8OpmyJfEhgrM1fy0s3XqJ/up/yDP+nroIgkLp5C7OnToWupUYDa34PTvzvmNuLHTMzOMbGmClKxzJt4dOrPw3X3wBDOlQkVg58INbmreXF6y9imbZQmeEfmygIAqlbtzBz/C1EpxNByaleEKBZnVo6FxZYGhpitiCD3qlePtX0KcnE0JAGlY9EPe9KYE3eGl64/gLWaSsVGRV+Y1IttzLT0RG+lqs/IskxYpQQiHY79oEBnHu20jvVyyebPin5aBjSE14D35LXwq+v/Zq+qT6qM6uDxs3t7Uy99hqiw4GgVYj2EgRvt0CM6Rii3Y6tvx/nzi30Th3hE42fkDpjDOkJ67+SRGJC1GoQU3K9GccAACAASURBVCU9biStu+GkBJF2C8BypQT+3QLSLLFLCYKNB92TxSglsAVHryWlBGpKCfyNB+HhlBIEGg96jx2jlCDAeBDUkhIo1Sg2KYFSjWKVEvRO51CVHrgOYpcSVJnG6Z2XPk8FGw+6z15eSpBEdEiSAiGwJn8NIBmRBZICAKnbtjF98DVsN25gXLUqxES/L20YLh+Iqb3Y7jIgu2iSLr6dpY/Bgb+BusdBm9i/SrdBXvdYdxApAJKEYOp3v2Px+nVS6uuVJ1r7B/DON+HSb6D981Gfj9vM7bJZ+hixs+RRePm/SU752pVoPooeblO37tHuIFIAwLx1K5O/PcDitWukNIbIYW/5Q6mWF1+CTSFc4cPAHe14OVWq5Y6SR6R1Wf8U6BPVKEaCp5Zj3UGkAEgSgsnf/IbFK1dIWb06xEQfleQYF1+MrZbWfnA4uJYqZensLN0OB/4W6p8EXWL/oVuTJ90vL4xdkCcFNrVz71e/YuHKFUzNzcoTNT8jpbZc+m2MtbTC0hI3MqQPJttLHoVX/j/pGk/wWiaRWBA1As5098Yostbd6D0G3LN5v45cSqAcVwjRSwlCxxVCtFKCUB4D7vcmpQSxSAn8PQZAHSlBNHGFcP+kBNrZOcRUs4LHgP9RliMlGFiCUp36qQSLmSBMRk4ORColcNpsIGhka+SeS+4Y708pQRwhgkxz6QOBpHwgBOqz6zFoDIo62bRtkgHh7IkwEoKiFsitg55fx3Q+7o3sceE6jTmNFI3dgLkxKcorwVGbVYtJZ1L0aEjd4vYViCCFIL8RemKTELhTHN4SbtKY00jx2E0p8m3N78U070qgLqsudC23erXwIVHYDIVroPuXMZ2Pe12+I9yiIbuB4rFb0rpc/ZGY5l0JuNelomu+a12GlRAUNkPhWjj/HzGdj+32LQBOGfqpy6qjeLxPqmXTh2KadyVQk1mDWWdW9Gjw9RUIiYImaV3GXMvbAJzSW6nKqKJ8ehRmhqExRMRkEkkkkUQSDxTcXT5qo1QXWQ/PciERAvGYOD5bvsKM6bjMe3Mh+k7BeMOJoNq/REJiP16+z9Br9DTlNiluGPSlpRgqK5k5cYKcz35WeSJBgJaPw9H/AXd7o3a9XuztBa2WY84r/GnZF6D7P6UW7frEJwV0Gh1NOU2KBIu+tBR9RQWzJ0+R85nPKE8kCNJT2SOx1dK9kT3GVT5b9gW48KJUywTXbQNoNVqac5uVa1lYiKGmhtlTJ8n90z8JPdnaP4A3/ztM3JJ08VHATbAcF27wibLPSU949WapgyXB4VmXCgSLvqAA46o6Zk+cJPdznws9WevH4PW/hbHrkBeicygEFm9JpMAR4SofLfuMJMPQGhPe5wJc6/L/Z++846Oo8///nC3Z7GbTNwVIgJDQk5AgJUBCRxBRsCFYDwui51nuq+d559XfFfWKeued9WyoqKgIoiLSUgi995YE0ivpZVPm98ewkLI7W2M2YZ+PB49sMp985jNvZjY773m/Xm/DaMvvl+HheEVFUbd9O8HLfmJ5IkGQjAC//xWUnIRQmWoXGUyx3MxJboxYInmRKNS94rz04F6ISuGyLrlzP2xHpASOGA9Cz0kJuhoPmlbvnlICm6sFwC2kBGZvC1wiJTD3JNx5KUFX40FwZylBZ+NBCfeVEnQ2Huy4ThMOSAlskFs4IiXIrtai85NrJ+mYlCBSXU5uc1c5pn1SAg/24EkKWCHOEMfnpz+nua0ZtaJrWbnPlMlUfrUW0WhE8JL5q5qwFLb+GQ5+DDN+5dBams+fxxgaQLOiihn9JsOGF2HEAvDqniyoq4kPieejEx/R3NqM2kyJvk9SEtXffIPY0oKgkjk145fAlj/DgQ9h5nMOraX5/Hlagv1pVNUxtf9k2Ph3yXxMrXVovh+buJA4Vh5fSVNrExpl11Jon6QkKtessX5ext0Km34Phz5x+Lw0nsuiJciPWk09Kf0nw+Z/S8mVXnJexhniWHVylcXzUjdpEpWfraatqQmFnFFP3G3ww2+lygsHz0tjVjatwf7UeNWREj4Ztt4j3cRq9NZ/2Q2INcSy8vhKjK1GvJRdzzuf5GQqP/uMtsZGFN4y0pK422Djb+DQxzDnjw6txZidQ2uQH1Ve9ST3mwTblsHweS5pwenh6kJUgtHP9HG5Y+srj5QAHJUS2Nqu0PS7tkoJbPcYAPukBLYlBsA+KYGcxwA4IyWw3K4QHJcSyHsMgONSAsuJAXBcSmDuLHW1lKBzu0JwQkrgV0Nxta+FdoWdXzsoJbDSuaH3Swm6DxFP94GrljhDHI2tjZy9eNbsdp/JkxHr66k/eFB+Iv8IyYn9wEfQ1io/1gJNOTmUBCsJ9g5mZPkFaKqC+NscmqsniDPE0dzWzKmLp8xu95k8mba6OhoOmy8/vkxApHSjdOAjaG1xaC1NOTmUGtQEaAIYXVkCDRd7hXTARLwhnpa2Fk5WnDS73WfyJMSGBuux9I+QYrn/A8djee4cZaEafL18iasqgboSyUejlxAXEoexzcjpi6fNbveZNAmxsZGGA1aucd/wK9e4o7HMkmLpo/YhobpMKndPvNOhuXoCa+elPnkKYlMT9Xv3yU+kD5USS4c+dTiWxqwsKkK80aq0jKupkuRBYzytCD148ODBg/tSXO3bPROb6Qzkkmn9HfsbbY38Fr9umdd5XNd5wNN9oJcRFyIZkR0pO8LI4JFdtusmTgSlkrrMTHwmTJCfLPFO+Pw+yNommV3ZgSiKGLNzOBkvMmXAfBRHVoNPCERNt2uenqS9QZ7JlKw9PpMngVJJbXo6urFj5Se75l749C44u0l6+mcHoihiPHuOU6PbmNx/Dsr9H4DO4Pbt89pjiuWR0iOMCRnTZbtuwgQpltu3oxs3Tn6ycffBJ0vh9AYYucCudYiiiDEri1OjRSb3n4Fq3wfgE9orfC5MXI5l2RFGG7oa4OnGS7Gs27EDn6SJ8pONuw8+uUNyuR91o13rkGKZzamRbUzql4L64MdSLHuBpMWE6bo+UnaE+JD4Ltt148cjqNXUZWSgT7bSmSLxLjj9nfTPAU+FpuxszgxrZWJ4El5HPgNdsEc64MEhRCU0+Zvvh+2QlKBTtYDpq0dK4CopgQPGg2BdSmCj8SDYJyWQNR4E95MSdDIeBI+U4AruKyXoXC0ALpISVHphDGizoVoA7JEShCirKbXyDNWylMCDI3iSAlaI0EcQqAnkSNkRFg9f3GW70tcXbVycZOr2xBPykw2/Xrr53PWG3UmBlpJSxIYGzvsrmB04Ejb/Fyb/zO27DrQn3Cccg9ZgUb+t9PNDO2YMdekZ8Pjj8pMNmyfdMO171+6kQEtxMW11dZwNUDAjcBRsfROmPNGrHMnDfMII1YVyuMx8JYBdsRx6Lfj2h73v2J0UaB/L5MDRsO1/UizdvINDe/r59CPIO4gjZUdYwpIu25V6HymW27fDk1au8WHzwD8S9rxld1KgtayMtpoazvgrSA6Oh7T/g0k/7VWxDPcJJ1QbavEaV+h0aMddQ932DOAZ+cmGzQP/gdL7pZ1JgZaLF2mrquKMn4KUkETIfEZK2Ki6p6+0h75NmxKM/uZbX3mkBI5LCWQTA+B+UgIHPAag56QE8u0Kpb04JiWwtV0h2CclsC0xAPZJCSzd9LqrlCBKW072pVZ8XdsVtl9f59fyUgKlRoPY1GS2XWHnmRyVEnRuV2ieH0NK0L14ug9cpQiCQKwh1qJ5Fkhl741Hj9JaVWVxDCC1Z5vwIJz5HkrNl9BbounsGQDyDQom5R4GBJiw3K45ehpBEIgzxMnGUp+STOPRo7SUW/nzpFRLH/JPb3AglucAyDcITCm4VOY87j675nAH4g3xFs0GAfRTU2yMpUqqvDi3RTLJs4Omc1Is84IhuSRbeqe8RsZ00w0RBEGKpYUbWQCf5Ck0HjtmPZYKJYxbBtlp9p+XWZJbfkEwJJeeB7EVEu+2aw53wNr7pT45maYzZ2kuKpKfSKmCCQ9ATjoUWZ7PHMZLJoP5wZBcfA5ajTDOilGkBw8ePHjw0MOYEgKuRmxq6pZ5jf7dMi21YteKIXdBFAWX/XMnes9j5h4kLiSOjPwMao216L26Gn75TJlM2X//S92OnfjNmys/2fgHIOMl2PEfuPFfNq/BeFbyNPAbNgL/A5/AqIWSHryXER8Sz9bcrVQ1VeGv6fpO4pOcQukr/6IuMxP/G6w8HZywHLa/Atv/BYv+Y/MajFnSjax+6HACD30qGQwGRNp1HO5AXEgcmy5soqKxgiDvruZpPskplL78CnXbt+N/o5Wn1uPuh4yXpXNz0X9tXoPxnHTzpYuOwbD/Q6k828GOED1JrCGWbXnbqDHW4OvVVc+nnzqNsn/9m7qMDPwXLpSfbOy9kPqi/eflpXaEmqgowva+Jz0pDxlmz2G4BXEhcWzJ3SJ7jfO3v1O3fTsBt1jxnki8G7b+FXa+ZlcsTZ0HVIMG0n//x9I13gtj6cE9kIwGTd917odtv5RArlrA9PVqkBJ0Nh4EV0kJhE7fu0ZK0NV4sN14GXpKStDVeNC0B2elBB2NB8E1UoKuxoOdX3c8ClulBNaehHukBK6TEthuPAj2dSWwrVoArlQMeLAfT1LABuIMcYiIHC8/zoR+XX0DtPHxKHx9qc1It54U8DHAmCVwcBVMfxb8+tm0hqqTx6jWwli9r2QwmPSwI4fS45g0x0fLjjJlQFdNsffoUSiDgqhNT7eeFPAJhrF3w953Yeavwa+/TWuoPnVciqVOB/XlMOlRu4/DHTBp4Y+WHWVqxNQu271HjUQZHExtWrr1pIA+RHrCvesNmPYMBA6yaQ21Z05Sp4EEvV6K5TQrJeFuiimWx8qPkdQvqcv2DrG0lhTwMcA1y2D3m5DycwiOtmkNtadP0uAF8QH+kH0RUp6y+zjcgfbnpblrXDNsKKrQUGozMqwnBXRBl67xd2Dq/9ncNrPu1Eka1RBrMEBuBUyxIqHx4EEOpYjR31Qvaqn1lR1SApl2hZ33YI+UwPbEQMcdWpUSWFHduJ+UwHK7QnBcSuBsu0KwJCWw3K6w81EAPS8lkGlXKL10TErgiMcA2CAlsOGm1xEpgc2JAXBJVwJnpQTWPE8clRJoqtp7rpgSlc5LCeTaFcph2/+L44hi3+0+4EkK2MBlg7yyw2aTAoJajc+UKdSlpiGKIoJg5WSZ8oTkUL71z7DwVZvWcPHEYXJDIPnkVskQL9KKqaGbEhsci4DA4bLDZm8YBIUCn+Qp1GVsR2xrQ1BYUbhMelS6YUh9AW54xaY1VJw8TJ4BUs5mwNC5MGiSI4fS44wOHo1CUHC49LDZpICgUKBPnkJtahpiayuCsusHjw5M/hnseRsy/mlzLMtPHiI/GFKydkpVApHjHTmUHsdkMHik9IjZpIAUy2Rqt22zLZbJT0h+F2l/h5tes2kNZScPURAEKTl7IWpq741l8Gj5a1wQ8JkyhZotW2yLZcr/wf6VsPUvcMvbNq2h7Ng+8gyQnLMbIpNgYNf/Uw8ebEVQibQFSB+Wu7a+cqOqgSpvjP5tLq8aCFNWUNyqdH3VgN4bRW1jhyNxRdWAuqqZZn81vaVqwOgn4FV95XsTTlcNNDSg0GovzwGuqRrIaTQw2LvM5VUD/f2qKaj26zVVA82VetoCWlxeNRCuukBRi+WWzg5XDei9EWobr4qqAQDz/aRcg7t1DXAVHk8BG/DX+DPQd6AV/fZUWkpLaTpxwvqEQVFS6fuBD6H4mNXhoiiizMmn1KBiZF0lXPtne5bvVui99AzxH2LFVyCF1ooKGo8dtz5h4CAplvveh8JDVoeLoogiO49Sg4rRNRdh1m/tWb5boVPriAmIkdfCp0yltbKSxmPWzzP8+ktPuPd/AAVW2u9dQszJo8SgJK66DKb/ytalux3+Gn8G+w2WjaV+2lRaq6qst3kEqT3h+Afg8CdQaMN4QDyXQ2GokjEXi2DGc7Yu3e2w5Rr3SZ5CW1UVjUdt8ArwDYekFXDkcyiy/P/THvHceQpCFIy9WARz/2Lr0j14+FG4/CHcxRj9u6flWHGrlcSdg5gSAq5GSgi4nsuJABfjZds9jt2YEgKuZrC35afZzlBQ3T0t6Dok3lyIKVHoauQSAs4gdNP1ZvTrnvcHUzWFhx8PT8RtJC4kjj2Feyxu16ckA1Cblob3qFHWJ5z6FBz8EL79Bdy7TjIos0BTYQFejS3ofFtQJN4NYTbM78bEhcSRmptqsarCZ8oUEATqMtLRxnVtXdiFac/A4c+kWC77DmSqC5rLStHUN+Pt24Ii4Q4It2F+NybOEMfG8xtpE9tQCF2P22fKZBAEatPS0cZ3bRHXhRm/gmNrYP2T8MAm2fOyuaICbU0TXr4tqBLvhohrnDmUHifWEMvOwp2Wz8vJk0GhoC49HV1iovUJU/4PDn8K6x6FB7bIdgpprqhAW9WIyq8V9TU/gYFWWh+6ObGGWNLz0+VjKQjUZmSgHdO1pWYXpjwuJavWPiqdlzIdGZrLy/GubkTl34o68a5ef1566HlUilY0/tIH6q6tr+yXEpgr3XWNlMARj4GOOzQvJbDNYwDskxI41K4Qek5KINeuENxOSmB7u0LTFo+UwB4pgUMeA2BdSmCjxwDYJyWQ8xgAx6UE6mpo9rNc2eGwlEA0ohe8HJYSbJfd6hx9tfuAJylgI3GGOL7J+oaiuiLCfcK7bFeFhOAdG0vttlQMK1ZYn1AXJD3BWvtTSP8nTHva4tBTO7/GCxgYpIbZv3f4GNyFOEMcX539irzaPCJ9uxr8qYKC8B49mtr0DAwP2+CdoA2Q4rLuUUj/O0z7hcWhp3d/ixKIDPTqE08Q40Pi+eLMF5yvPk+Uf1SX7arAQLzj46hLTyfk0Z9an1AbIMXlywdg+8vSja0Fzu5aD0D/YDXM7b3VKybiDHGsz1pPcX2x2WtcGRCAdswYatPSCXnsMesT6oJg/t9h9b1SLKda9gg4t+sbAPoHCX3iGo8PiWftubXk1+YT4dvVEFUVGIh3bCx1aemE/NSW8zIQFrwMn90NaX+TklcWyN6zAYD+AcCs3zt4BB48XEGjbCXErxYw1/rKOSmBre0KTV9d364QrEoJOnsMgEukBM1+KtTVLWY9BsBxKYFXTSNtvp3NxpyXEpQCIZeSA13aFZoW7ICUoMUfVFWdkxfOSwnElmYEldqsxwA4LiXIrQkg0rdT1FwgJRiiLSOrwdDhZ66QEghoEBsl5/3O7Qo7z2SPlMCrWsDoZ2+7wktHJSMl0CsvOe9b8RgA+6QEzX5eqKu7puraj3ZXKYEz7Qq7gx/TU0AQhHnAK0jhflsUxec7bR8IvA8EXBrzS1EUvxUEYTBwAjC1wtopiqLsDapHPmAj7c2zLKGfOpWGQ4douXjRtkkT7oS4xbDtL3D6e/NjjHXkbJZ0tGMWPy/daPRyTLGUk2P4pCTTcPCg9TaPJhLvgvjbJd3xqe/MjzHWk7VB8nAYc9PvpBvgXs7lWMqVvadMpeHwYdvPy7hbIfYW2PxHOPaV+THNjWStl7pnjFn0LHh3U0+aH5ExIdIT64OllqUTl9s8ltlYPjl6EYy+Cbb8SSp/N0drM+e+uRTLhc9JN8C9HJOhqLwcY5p0Xlpr82hi1I0wZqmUFDj6hfkxLU2c+/bfAIy56beSgaYHDx7cEnV195Rfd00IuIYQZbP1QQ5wJSHgWgRV98gouiQEXETnhICrMCUEXI2xe9QO3daKT13dPfO2dtP1FmTNU6yHEHFdO0JryQVBEJTAf4DrgFHAUkEQOpeLPwd8JopiIrAEaN9C7JwoigmX/ll9Yu2pFLCREUEjUClUHC47zOxBs82O0U+fJrUmzNiO/w0LrE8qCLDgn1B6ElYthev/IbUzM10IF8/D58uoK6qlzkdJUKIVB/leQkxgDN5Kb46UHWH+kPlmx+hTUih/7XXqduzAb94865MKgvQksfQkfHoXzP0rTHhQ+jlA+TlY+yi1hTXU6VSMmHibC4+o5xjiPwSdSsfh0sPcGG3+/NCnJFP26qvUbc/Ef8H11icVBFj4X6jKgy8fhJpCmPDQlfOyIgvWPkpNUQ11PipGTLrLhUfUcwwLGoa30ptDJYeYN9j8OeczdSqlr/xLcs5ftMi2iRe9BrUlsOYhaLgI4+67IsuovABfPEhNYbV0Xk7uG7EcGjgUb6U3h0sPc13UdWbH6GdMp+zVV6lNTSPg5ptsm3j+3y/F7AGor5A8MEyyjOoC+OxeKgsvUu+tZMSkO110NB6udrwULQzyvZJUbd/6yhEpgbXSXcelBOZKd52XEjjSrhBskRJYbldoeu2IlKBrvwMTzkoJLBsPml47IiWwtV0h2CclkGtXaHrtkRI4IyXoaDwIrpESONKuEGyREtjWrhDskxKoahsR9abEgOVqAbBPSlAEhF+SEsgbD0JPVQz8CEwAzoqimAUgCMInwEKgvemaCJhSVP5AgaM7cyopIAhCEPApMBjIARaLotjlcaQgCK2A6ZHRBVEUe93drZfSixGBIzhcatk0zDs2Vmqnl5pqW1IAQOMLy76Fz+6B9U9A5r9h8BSoK4PT31Ou9kJfEUjzYNva7fUG1Ao1I4NHyj5F1MbHo/T3p3brVtuSAgBeOrhnnXTz9d3TsPsNGJws3ZCd+YEKtQa/Mj+aogdY7xDRS1AqlMQaYq2flwEB1KWn2ZYUAFB7w9JPYM0K2PBLqe3jwIlQUwzZqVSpNOjL9TRG9e8zsVQr1Iw2jOZQqWXDSu+RI1EaDNSlpdueFFBrpVh+dg98+5TU4SFiHNSWQnYqNUo1PhV+NEb161OxjDXEcrDEctWF96hRqMLCqN261fakgEYPd66GT+6UYrnrdYicCA2VcGYjtSovtBcDaBwc3mdi6aHn0QjNDNZ2vR1yVEpgS+muO0kJZNsVghNSgq63766QEsh7DIBLuhJ0alco7c8xKYG8xwC4QkpgwhVSgqJKDeoAmafvDkoJBqoquNBiuRrWUSmBoNNCfcOVXV3CWSnBlVZ87WPkvJTAkXaFYF1K0OSvQFPVhrl2hSD/ftTjUoJO7QqhZ6UELrYUMAiCsLfd92+KovjmpdcDgNx22/KAzqZTvwc2CoLwM8AHaP/kOkoQhANIwXlOFMV0uYU4W5vxS2CzKIpDgc2XvjdHQ7vyhV6XEDCREJrAsbJjNLeZLyETFAr0KcnUpafb53aq8YU7VsPNb4FPiCQlKDkBSQ+TOf+vDCoF/zgbjM16EXGGOE6Un6C51UIsVSr006dRuy0VscWOEkNtACxZBQv/A/4RkmleRRZccy+Z8/9KZCkE9MFYnrl4hsYW886yglKJT0qK1JrQnljqguCOT6WqAb/+cHwtVJ6HMUvZcf1fiSwV8R9tg0lcLyIhJIET5Scsx9LUmnD7dvuucW8/uHsN3PoO6ILh9EYoOwVj72HH9X8lokzEb2TvNr3sTGJoIicrTtLQ0mB2uyAI6GdMp3b7dtqa7Cjv9PKBu76ExSulWGZtkzqPTFjOrhteJKJURD+id5uxevDgwYO7IpsQcAK5hIBT1Jv/G+QsUkKg9yAlBLoBXfd0Sxis7p4uF04j4mr5QJkoiuPa/Xuz3d7M5f065ySWAu+JohgBzAdWCoKgAAqBgZdkBT8HPhYEQVb04qx8YCEw/dLr94FtwDNOzum2JIQm8OGJDzlZfpK4kDizY/TTplG1dh0Nhw/b5lBuQqmC+MXSv3YcWbWCmBboNzbZmaW7HWNCxvDB8Q84UXGC+BDzrvj6mbOoWruO+n378Zk4wfbJFQrJYyCxYyn20U8eIboV+iV27Z3em4kLiaNFbOFExQkSQ82fc76zZlH99dc0HDiAbvx42ycXBEi8U/rXjsOfPcagVghPmOzM0t2OMSFjaBFbOFZ+jGvCzLvW66dPo+qrr2jYv9/+WMbeIv1rx8E1P+eGZggd07dimRCaQIvYwtGyo4wPNx8n3xkzqPzkU+p370afkmL75AqF5DEwqmOOed+6p7mhCULik5xZugcPHfASWon2LjG7zREpgZzxILiflKCL8eDlKZ2VEph/pu+RErRfn2mN9ksJ5KoFoGt8bZUSdDYeNItDUgLrMXJESmDuSbg7Swk6Gw9Ku3CFlKBrRwJwgZSgoRFB621XtQBYlxJkN4USpSnBnPEgXDVSgjygvSN7BF3lAfcD8wBEUdwhCII3YBBFsQRouvTzfYIgnAOGAXuxgLNJgTBRFAsv7bBQEIRQC+O8L5VGtADPi6Jowb0MBEFYDiwHGDhwoJPLcy2mG679JfstJgV8pkwBpZLa1FT7kgJmaG1r5eKhfQBobWlz2IswxfJAyQHLSYHkKQheXtRu2WxfUsAMbWIb5Yek60A7sm/F0mSQd7j0sMWkgE9yMoKXFzWbNtt3I2uGNrGNksO7gT4Yy1AplodKD1lMCvgkp1yK5SanYymKIoWHdgKgGz7CqbncDdN5eaj0kMWkgC4pCUGrpXbrVvuSAmYQRZGi/VITIp+4vlXB4qFn8RJaiVTLG2LaIyWQa1do+vnVISUwFyOPlMC0f6elBDLtCk3LckRKYLPHANgpJbDNYwDslBL4aVBVN1n3GAC7pARSKz5Nu592HOmolKD2Uis+V0sJjP7gVdX5yFwrJTB/lrpCStCpXSHWpATdzI/XknAPMFQQhCggH8lI8I5OYy4As4D3BEEYCXgDpYIghAAVoii2CoIwBBgKZMntzGrtiyAImwRBOGrm30I7DmqgKIrjLh3Iy4IgRFsaKIrim6YSipAQ93KODtWFMkA/QFYnq/T3R5uYQO3WbU7v72j5UcLy6mjTqPGKinJ6PnciRBdCpG8k+4v3Wxyj8PFBNymJms1bEJ1sCnq07Cgh+bW0eanwGjzYqbncDYPWQKRvJPuK91kco9T74DNpEjWbNzsdy5MVJwnKr0ZUKtAMGeLUXO5GPUxiBAAAIABJREFUkHcQA30Hyl/jplj+sMnpWJ66eIrgC5WICgWaoUOdmsvd8Nf4M8R/CAdKDlgco9Bo8Jk8mZqt25yO5ZnKMxjOV0rn5bBhTs3lwYMHDx76Bqrq7pE7XEkIuBa9YKXsxkG8bGzmZS+CpnviEGXGx8Vd+LG6D4ii2AI8CnyP1F7wM1EUjwmC8EdBEEylkv8HPCgIwiFgFfATUfpANRU4fOnnnwMrRFGUzbhZrRQQRdG81T4gCEKxIAj9LlUJ9APM1teJolhw6WuWIAjbgETgnLV9uyOJoYnsKNiBKIoWjax8Z86i5MUXMebl4RXRtUe3raTnpRNVDJoRIxCU3dOypidJDE0kPS/daiyLUtNoOn0G7+GOf9BPz09ncAlohg5FUPW9phtjQ8eSmpdKm9iGQjCf69PPnkVtaipNp0/jPXy4w/vKyM9gUDGohgxG8OqeP149SWJootVY+s6ZLcXyxAm8najiycjPILoQVDFDUGi1Ds/jriSEJrD5wmb5WM6cQe3mzTSdOoX3CMerJdLz0okqAtXQaBTd9CHFw9WJSoABKuvP1m2XEnQ0Huw8qv1Ie6QEtlYLgL1Sgo7VAtIszksJuhoPmiZzUkpg7Pqk0CMlcKWUoKPxIFydUoLOxoNX9u2klKCT8SC4SkpgKUZOSgmaW1CoVZd/z/TVWSlBTk0Qg307nwc2Sgn6EKIofgt82+lnv233+jjQRRctiuIXgIX+zeZx9u5oHXAv8Pylr2s7DxAEIRCoF0WxSRAEA9LCX3Ryvz1GYmgi67PWk1eTR6RfpNkxvrOlpEDt5s0E3Xuvw/tKv5DKsyUC+pS+ZUBm4pqwa1h3bh051TlE+ZuvhNDPmA6/g9otm51LCuSm8XSpEp/xfTeWa8+tJbsqm+gA84U4vjNmUCQI1Gza5FxSIC+dx4sU6OclODyHO2OKZVZlFjGBMWbH6GfOBMXvpFg6kRRIz03jsWIFvtf3zVgmhCTw5Zkv5WM5bRoIAjVbtjiZFEjjZ8UKfK/3SAc8uBYFAiGXP+HalhzoCSmBvMeAabYrr22XElhuVwiOSwnk2xWCo1ICOY8B0+96pATOSAk6egyAa6QEjrQrBOtSAqO/Eq+q1stHAF1veh2REijr6hF9dBY8BjruxR4pQX7LpSSki7sSNPmDUGV7cqBPSAm6CScLG90WZ60znwfmCIJwBphz6XsEQRgnCMLbl8aMBPZeKl/YiuQpcNzsbL2A9r4ClvAaOBDNsGHUbNrs8H5K60upyDqBpqnNqZsOd6a9r4Al1KGheI+Jp2bzFof3U9ZQRnH2MXR1LWhG9i3dtomxYWMBZCUEKoMBbWIiNZsdPy+rmqooOn0IXX0r2jF98+ZrXNg4wEosg4LQjR3r1DVe1VRF4Rkplt5x5j1KejvjwqVY7i226GuDymDAOz7OKclVVVMVeWcOSrEc3TcTfx48ePDgwX5MCQFXI/p0j+u+LVVJjiAlBLpj4u7pwhDmV9Mt8zqLyI8nH/ixceoMEUWxHMncoPPP9wIPXHqdCfSZT7zRAdEEaALYU7SHhTGWbRV8Z8+i7PU3aKmoQBVkf5uVjPwMooqkVFRfTQoM9htMoCaQfcX7uHnozRbH+c6cRelLL9FcXIw6LMzu/WTkZzA8T4qlLqFvPpEd6DsQg9bAvuJ9LB6+2OI431mzKPnb32jOz0c9YIDd+9lRsIPofOkPrHaMeYPI3k6EbwShulD2Fu/l9hG3Wxynnz2LkudfwHjhAl4OmKJmFmQyJF/KuGv7aFIgQh9BuE84e4v3smTEEovjfGfMpPTll2kuLkEdZsmv1jKZBZkMLpRi6T16tMPr9eDBHAqEKzpfG/thy0sJOlYLgGukBI4YD0LPSQm6Gg+aVu+eUgKbqwXALaQEZm83XCIlMPck3HkpQVfjQXBnKUFn40EJ95USdDYe7LhOEw5ICWyQWzgiJciu1qLzk2snaVlK4MExPJGzE4WgYFzYOPYU7ZEdp581i7L/vkbt1q0E3HKL7FhzpOWlkVCiRdC0oIkxX3bb2xEEgWvCrpF9IgvgO2smpS+9RO2WLQQuXWr3ftLz0hlT7I2gE/usAZkgCIwNHStbwQJSLEv+9jdqNm8h6J677d7PtrxtxBZ7IWiFPn9e7i3aK+93MXsOJc+/QM0Pmwi+/z6797MtdxujSzQI3mKfjuW4sHFkFmTKx3LObEpffpmajRsJuvsus2PkSM1LZVSpBlTNaJyQGXnwYAlHW1+ZlxJYbldo+qlHSgCOSglsbVdo+l1bpQS2ewyAfVIC2xIDYJ+UQM5jAJyRElhuVwiOSwnkPQbAcSmB5cQAOC4lsL1dYce9WJMSnGsMbdcCtWO7QnBCSuBXQ3G1r4V2hZ1fOyYlsNa54ceSEnQrIuBmT/hdRffUfPRxxoePp6CugLyaPItjvEeNQh0ZSfV3G+yev7m1mR2FOxhT6IV2zJg+aeZmYkK/CeTX5pNbk2txjFd0NOpBAx0q1W5uayazIJP4Ig3a+DF90mTQxDVh11BUVyR7XnoNHoxXTLRDEoKWthbS89KJL9GijY3t07EcFzaO0oZSLtRcsDjGK2IAmpEjqdm0ye75W9payMjPIL5ch/fIkQjqvmmQA9L7ZUVjBdlV2RbHaKKj0QyNofp7+98vW9taycjPIKFMj/ewYSj68PulBw8ePHjo21xJCLiW4mrfbpn3svGgq6f1b+mWeV2BKLrunzvRdz/VdyMTwicAsKdoDxG+5rsLCIKA37x5lL/zDi0XL6IKDLR5/n0l+2itrSXwQhu6+eZ7pfcVJoZPBGB34W4ifc0bNwqCgN+1c6VY2inHOFhykOa6GgJzRbTz+6Z0wMTEflIsdxXusnheAvjOmk3522/bfV4eKDlAQ30VwXmgndM3/QRMmHwF9hbtZZDfIIvjfGfPouzV/9BSWorKjhaqB0sOUttYheGCAu2SvikdMDE+bDwg+QoMCbDcwtJ37jzK/vMfmktKUIfaLiE4XHaYurpKwrIVaG+f5/R6PXjojNiuKXXXigFHpASWjQfBCSlBp2oB01ePlMBVUgIHjAfBupTARuNBsE9KIGs8CO4nJehkPAgeKcEVrkIpQaUXxoA2G6oFoLOUwINjeJICDhAdEE2QdxC7i3Zz09CbLI7zu24e5W+9Rc3GHwi83bLOuzNpeWmMKlQhtDWhHdu3kwJR/lGEaEPYVbiLW4ZZlln4XT//Uiw3ErjEsja5M+n56QwvUiC0NaNLTHTFkt2WIf5DCNWGsqNwh3wsr5tH+RtvULNhg11yjNTcVGJKlAgtxj5rMmjCdF7uLNwpG0vf2XMo+/er1GzaZFcs0/LSGFasRNFkRNvHz0uTR8Puot2yfhd+8+ZS9uqr1Gz8gaC77rR5/tTcVIYXSbH0mTDBFUv24KEDrYg0i9JTqy6trxyQEsi3KwSPlMA5KYFsYgDcT0rggMcA9JyUQL5dobQXx6QEtrYrBPukBLYlBsA+KYGlm15npQTnawIZ5HvRwhHhsJQgSltOdkMwYK5dYfv1dX5th5Sgc7vCTjM5KiXo3K7QPO2kBN2Nmz3hdxUe+YADCILA+PDx7C7ajShT+6EZORKvQYOo3vCdXfOn56UzoyIMFAq0fdQYz4QgCEzoN4FdRbvkYzl8OF7R0VSv/8au+dPz0ple2Q+gz9/ICoJAUv8kdhXuok2mnEszfDheMdFU2RnL1LxUZldKFQje8X3TZNCEIAhM6j+JHYU7aG2z7FysGTYUr+hoqr5eb9f82/K2cW2pdF7qJk50aq3ujiAITAyfyO7C3fLnZUyMJCH4zr73y9S8VGZWhIMgoBs3ztnlevDgwYMHDz2G+YSA85gSAq5GbGrqlnmN/t0yrQtwXeeBPtV94GpmQvgEvs/5nuyqbIslsYIg4Dv/OsrfeNPmktgL1RfIqc5hVP4AvEeORKn3cfXS3Y6J4RP5JusbzlaeZWjgULNjBEHAb/51lL36H5qLilCHh1udt7C2kLOVZ4ktGIhXdDRKf7d9h3EZSf2SWHduHacqTjEyeKTZMYIg4L/gBsnt3cYuBNlV2eRU55CQHYlm6FC7yrt7K5P6T2LduXWcrDjJaIN5R3tBEPC/8UZKX3oJY24uXpHmJTDtuVB9geyqbOLPS54E9kg4eitTBkzh66yvOVF+wmIsAfyuX0Dpyy/bHMuC2gLOVp4lPjcCzbBhKAMCXLlsDx4AaBWhVrTSD9sOKUFX40FwhZRArlrA9PVqkBJ0Nh4EV0kJhE7fu0ZK0NV4sN14GXpKStDVeNC0B2elBB2NB8E1UoKuxoOdX3c8ClulBNaehF8tUgJB643Y0GjWeBAclxJ4VYPRT3ptu/EgyJotepDFkxRwkOQByYBUni6nk/W/8UbKX3ud6nXrCH7gAavzpueno2wV8T1ThG6J5XZofQmTFn5HwQ6LSQEAv/nzKfv3q1R/8w3B999vdd60vDS8mkUCjufhs/jqiuXOwp0WkwIAfguup/Tll6n65lsMyx+0Om9qbioao4jviTx87rLfHb43ktQvCZDa3cndyPrfsIDSl16i6uuvCXnkEavzms5Lv1MFV00sJ/WfhIBARn6GfCwX3kjpK69Q9dVaQn72qNV50/LSULaK+J8qRLfYdomWBw/20IyCirZLt0adWl85IiWQb1cIDksJZNoVdt6DPVIC2xMDHXdoVUpgxRPU/aQEltsVguNSAmfbFYIlKYHldoWdjwLoeSmBTLtC6aVjUgJHPAbABimBDTe9jkgJbE4MgEu6ErhSSmDO88Q1UgJTotJWKQHAOasjHKaPygc8SQEH6a/vT0xADOn56dw7+l6L4zRRUWjHjqXyyzUE3X+/xZZcJlJzU5lZGgZNBeiSkly9bLekv74/0f7RpOWncc/oeyyO00RFoU1MpPLzLwi67z6rsdx8YTMzSkOgqQj9tGmuXrZbEqoLJSYghsyCTJbFLrM4zisiAm1iIlVffUXwgw9YjeXW3K1cWzEAmi/gkzzF1ct2SwxaAyOCRpBZkMmD8ZYTJ+r+/dGNH0/1uq8xPPyw1Vhuy9vG9Ivh0JyPz6Sr4xoP8g5iVPAothds56ExD1kcp+7XD13SRKrWrsXw00cQFPIKt9S8VCZXhUJTIboJ4129bA8eAGgSVRS16KRvOrW+cqRqYJDvRc7XBPaeqoEqb4z+bS6vGghTVlDcqnR91YDeG0VtY4cjcUXVgLqqmWZ/Nb2lasDoJ+BVfeV7E05XDTQ0oNBqL88BrqkayGk0MNi7zOVVA/39qimo9us1VQPNlXraAlpcXjUQrrpw5X3MDK42IHRl1UD71/ZVDXQDIm5X9u8qPJ4CTpAyIIV9xfuoa66THRdwy80Ys7JoOHhQdlxVUxV7ivYw94I/gk6Hz6RJrlyuWzM1cir7ivZRa6yVHRdw220Ys7Np2LtXdpwplnPyAhF0uqvqhiF5QDJ7i/faFsusLOr37JEdV9lYycHSg0wr8Efw9r6qdNuT+k/iYOlBq9e4/6KFGHNyaNi3T3ZcrbGWfUX7mFFiAJUK3TV920i0PZP7T+ZQ6SGqmqpkxwUsWkRzXp7VWNY310vvlwUGUCqvqvPSQ+/mfE33SIYufwh3MUb/7mk5Vtza9Um2KzAlBFyNlBBwPZcTAS7Gy7Ysjt2YEgKuZrB395R9F1T7dcu8HRJvLqQtoHuuY7mEgDMI3XS9Gf265/3Bg2U8lQJOkBKRwrvH3mVX4S5mDpxpcZzv3HkU/enPVH7xhawD/tbcrbS2NRN5sAh9cjIKb2+ra2hsbuV/Gdl8dSCf2qYWhof78ux1Ixke3k39SLuJaRHTePfou2QWZHLt4GstjvObN5fiv/yFys8/Rzfe8o1+Wl4aLW3NRB4pwWfyJJt6l9c2tfDxrvOs2p1La5vIwCAdv75+JCP7dc8flO5iRuQM3jv2HhkFGcwbbLlFm9918yh+/nkqP/lU1rU9PT+dNrGNyONl6CaMR6HRWBxroqaxmZU7z/PVgXyqGpqJ7e/PT2fGMHZg79LPpwxI4d2j75KRn8HcwXMtjvO77jqKX3iRio8+kr053V6wnZa2ZqIOl6JLSEDhY90zpLG5lddTz7HlZAnny+uZEhPM3UmDmRTdPaZB3UXygGTeOvIWOwt3ysbSd84cFP/vT1xc9Yn8NZ6fRlNLIzH7ivFJSrLJm6GppZU3UrPYdKKY3Ip6xg8O4qFpQ7hmkO1tTj1cfRjbVOQ0Gy5917H1lTtJCcyV7rpGSuCIx0DHHZqXEtjmMQD2SQkcalcIPSclkGtXCG4nJbC9XaFpi0dKYI+UwCGPAbAuJbDRYwDslBL4eqOsabTerhDskhKoq6HZz3Jlh31SAhfjkQ946ExCaAI+ah/S8tJkkwJKvQ/+CxZQtW4doU8+iSrY/If5Tec3kVQRjFBegu+c2Vb3n11Wxz3v7CK3ooHJ0cHERfiz+UQJ172Sxt9vG8PNYy33qnc3xoSMwc/Lj9S8VNmkgEKnw++GBVR9uYbQX/7S4o3ApvObSKgJQigpxXf6dKv7z62o5+7/7SKnvJ6kIUGE+3mTcbacha9u50+LYlk83rrpmbswJmQMgZpAtuVuk00KKLRa/Bct5OKqTwgrL7d4Xm7N3UpsTQBCbiH6uy1LEkzkVtRz//t7OF1cy/jBgYzu70/muTKWvLmTv90az8IE68aG7kJiaCKBmkA2X9gseyOr0OkIuOUWKlaupLm4GHVYmNlx3+d8T8JFPxTnC/Bbttzq/rPL6nj4w32cLKph/OBAZo0MJe10GRuPFfPvpYlcF9fP4WP7sYkPicdf48/W3K3WY3nrrVSsXElo4VOo+5k/xo05G0m86I+ioAS/R35mdf/ZZXWsWLmPU8U1TIgKYuaIMDafLGbj8WJeWZLQq85LDz8uTW0qspvam6u2a33lpJTAhKulBLa2KzR9dX27QrAmJdAqNTSITdjTrhCsSwma/VSoq1vMegyA41ICr5pG2nw7P6xxXkpQCoRcSg50aVdoWrADUoIWf1BVdU5eOC8lEFuaEVRqsx4D4LiUILcmgEjfTlFzgZRgiLaMrAZDh5+5QkogoEFslJz3O7cr7DyTPVICr2oBo5/5doXyyEsJ9MpLhqlWPAbAcSmBrOcJ9CEpgUc+4KETaoWaKf2nsC13m2zbMoCgZcsQjUYufvSR2e21xloyCzJZkB8KKhX6qVNl58spq2Ppmzupa2rl4wcn8vGDSfxzcQLbnprOhKggnv3yCMcK5Mt03QmVQkXygGQy8jOsx/LOOxGbmqj44AOz2+ub68ksyOSW81JbRx8rscwqreXW1zO5WN/MqgeT+GT5JF5eksj3T6QwPiqQX605wtH83hNLpULJ1IippOWl0dzWLDs28PbbobmZix+vMru9vrme9Lx0lp42gFqN34LrZefLrajnpv9up6iqkY8emMjqFZN56fYENjw+lYSIAJ749CB7c6x/qHEXVAoV0yOnk56XTnOrlVguXQKtrVR++qnZ7aZY3pYViqBW43ed5YQNQEFlA7e/sYPi6kbeXTae1Ssm88/FCWx9ahpjIgN4dNUB0s/Y9lHBHVApVMyMnElqbirG1q4fvNsTeNddIIoW3y9Nsbw5NxxUKnxnyydRC6sauOvtXZTWNvHOT8bx2UOT+MfiMWT+ciYTooJ4evVhdpyz2k3bgwcPLkRKCLgedXX3lF93TQi4hhCl/N8WR7mSEHAtgqp7ZBRdEgIuonNCwFWYEgKuxthNxammDiquRl3dPfO2dtP15sEynkoBJ5k7eC4bz29kb/Hey87v5tAMiUI/ayYVH31M8P33dykbTs1LRTQaidmZh8+kSbLt8+qaWlj23h6aWlpZtTyJEeFX3kECfbx49Y6xLPhXBg9/uJ/vn5iK1qt36HJmDJzBt9nfsr9kP+PDLZcNa2Ji8L32Wi6u/JDgZctQ+nV8B92Su4XWxgaGpeXgO2umbPu8emMLKz7cR3OryGcPTeoguwjWa/jPHWOZ+3IaT356kK9/loy3upfEMnIGa8+t5UDxASb0sywN0ERHo589i4r33yfo7ru6tHTbkruF1qYGYnbm4Tt7Fqogy2XWDcZWlq/ch7GljS8enszQsCuxDPTx4t1l47n2pTR+veYo6x9LRq3sHTnJWQNnsebsGnYV7brcdcQcXgMHop8xg4qPPibo3nu7XMPbcrdhbG4gZm8h+unTZa/x2qYW7ntvDw3GVj5/eHKH89LXW837903gxlcz+N3aY2x4Yipeqt4RyzmD5rDm7Bp2Fu5kaoTlZJ1XxAB858zh4merCV6xAqVe32F7Rn4GTS0NDN0vyYPkWhHWG1u4953dVDU088nyJGIHXIm7zkvFW3eP4+bXtvPzzw6y9anpveYa9/Dj0dSmstDj272kBNZKdx2XEpgr3XVeSuBIu0KwRUpguV2h6bUjUoKu/Q5MOCslsGw8aHrtiJTA1naFYJ+UQK5doem1R0rgjJTAyXaFYFZK4Ei7QrAuJTD6afGqls4NOeNBsE9KoKptRNSbEgOWqwWgB6QEHvmAB3OkRKSgVWnZkLNBNikAYHjgAXI2baZi5UoMK1Z02PZ11tfceNoXobyS4PvkS7T/3/rj5JTXserBjgmBy/vRa/jH4jHc+fYuPtuby72TB9t9XD3BtIhpaFVavsn6RjYpAGBY8RA1GzdS8eGHXdrArc9az4KzfgjVFwm8+27ZeX679hhnSmr54L4JZn0YAnRevHjrGO59ZzfvbM/mkekx9h9YDzCp/6TL56VcUgAg5Gc/I3vTZsrffY/QJ5/osO277O+Yk+OPUF1B4G23yc7z3FdHOVlUzbs/Gd8hIWDCR6PijwtHc//7e3krPavXxDKpfxI6lY7NFzbLJgUAQh5/jOxFN1H25puEPf10h20bcjYwI9cf4WIF/gtvlJ3nz98c53RxDe8uM39e6jUqnrt+JPe9t5cPd57nvuQo+w+sB0jql4Sv2peNORtlkwIAwQ8+SM3331P22mtdYvl9zvfMyvJBUVSG/9MLZed54buTnC6uZeX9EzokBEz469T8v4Wx3PH2Lj7edaHXxNLDj0dLq4KcGksJUfeREthSuutOUgLZdoXghJSg6+27K6QE8h4D4JKuBJ3aFUr7c1BK4F9HZZWPBY8BcIWUwIQrpARFlRrUATJP3x2UEgxUVXChxfIDDUelBIJOC/UNV3Z1CWelBJoqaPLvmOpzhZTAkXaF0DulBN1OH00K9I7HS26MVqVleuR0Np3fZLVUW5uQgO+111L239cw5uRc/nlJfQm78jK5cUcb3nFxsq0IN58o5pM9uTw8LZqkIZaNxiZHBzNuUCBvpJ7D2NI9zsGuRqvSMmvgLH44/4PV8mLvUaPQz55F+Vtv05SdffnnZQ1l7MrfwYL9CjTDh8salW07VcLn+/J4dEYMKUNDLI6bNiyE5BgD72fm9JpY6tQ6Zg2cxYacDdZjOXw4fvOvo2LlSox5eZd/XtlYya4L27lpj4A6IkL2vMw8W8YX+/P46fQYpg+3XJkxa2QYs0aE8mZaFo3N3ePc62o0Sg3TIqbZdl4OH47/okVcXPkhzfn5l39e1VTFjgvp3LG1FXVkpKw8aMe5clbtzuWBlCFMG2b5vJwxPJSUoQZe3nSamsbuKT91NWqlmhkDZ7Ald4tVOYY2djT+t9xMxQcracq6co1XNVWRlrOFO1JFNEOH4jfPsgxj+9ky3t9xnmVTBste45NjDEyODua/285Sb+ye0mMPHjx4+DGprLJuZOtOyCYEnEAuIeAUpoSAi5ESAr0HTVU3fS7WdU+3BA+W8VQKuIB5g+fxXfZ37CqULy8GCHvu19Tt2EHhb3/HwP+9jaBW823Wt8zd04qupBrDb5db7HNubGnj/60/ztBQPU/MHia7H0EQ+OnMGJa9u4e1B/O5bVzvMMqbHzWf9VnrycjPkDVvBAj/zW/IunEhBc/8ksEff4SgUvF9zvfcuL0F3wvlBL/wtGws/7j+OFEGHx6daf2J9f0pUSx7dw/fHilkUWLvMCS7IfoG1metJzUvlTmD5siODfn5z6nN2E7+Y48zaNXHKDQaNuRsYEFmM/455YS+/LLFnvFNLa08t/YoA4N0tsUyOYrNb5fwzeFCbrmmd5hhLopZxHc531k1yQMIeexnVG/YQN4TTzLo/fdQ6HSsz1rPtbuM+BY2Evb68wgWumE0tbTy7JeHGRSs40kbrvEn5wzj5v9msv5wIUsnDHT4+H5M5g6ey7pz60jNS2X2IHkvgNAnn6Tm+40UPvccA99+C4VOxzdZ35BywIi+uJGQ372AoDRf7t/S2sZvvjpKlMGHX8wdYXVdT80dzs3/zWTV7lzu91QLeGhHW6uC4mprHX3skRLYVi0A9kkJ5IwHwf2kBJ2NB69M6ayUwPwzfY+UoP36TGu0X0ogVy0AXeNrq5Sgs/GgWRySEliPkSNSAnNPwt1ZStDZeFDahfNSAqOfol37y47VAuCElKChEUHrbVe1ANBufd2ECIh902jQkxRwAckDkgnQBPDF6S+sJgXUoaGE/fKXFP7611x44EHCfvUrile+x72b29DPnIl+puUb4ZU7z5NTXs+7y8bbpCGePiyEkf38eC8zp9ckBZL6JxGoCWR91nqrSQF1WBj9fv878p/8ObkPrSDkF0+Tt/IdFqe34XfDDfjdaLlE+/3MHLJK63j3J+PRqKxriKcNDSE6xIf/ZWSzMKG/xWSDOzExfCKh2lDWnVtnNSngFRFB/+efJ++RR8h/7HEMTzxO9gevc+v2NvxuWIDfPMs3wit3nCertI73lo23SY89KTqYISE+fLjrfK9JCkzsN5Fwn3DWnF1jNSmg7tePAf/4B3mPPkreE08Q8uST5L3/FrdniOhnzpTthvHpnlxyyut5b9l4m7xAEiMDGBqq57O9ub0mKTCl/xTCdGGsPr3aalJAZTDQ749/IP9Le4fjAAAgAElEQVSpp8ld8TBhv3qW/A/+x30/tKEbNw79jOkWf/ezvXlkldXx1j3jbIrl2IGBxEf48+X+PE9SwENHWgXqq23Rq9ooJbDRYwDskxLItSs0/fzqkBJYblcIV6eUQL5dIdglJZBpV2haliNSAps9BsAuKUGAooXKthZsTQ7YLCXw06CqbrLuMQB2SQmkVnyadj/tONJRKUGtaEQvePVKKYH5s1Q+OdCdiB75gAdLeCm9uGnoTWzN3UpRXZHV8QG33Ey/5/9Kw/79ZC9cyI1ri6lJiGbAS/+0+DS2urGZf20+Q8pQA9NlSorbIwgCt4wdwLGCarLL6uw6pp5CrVBzQ/QNbL1gWyz9rruO8N/9lvr9+8lZuIgbvyygKXoA/f74B4s37nVNLfxn21mmDgthxgjLpe7tUSgEfjIliiP5VZworLHrmHoKpULJ9UOuJyMvg9J66386fGfOIOzZX1K3axc5N93MojXFGIcMIPy55yz+ToOxlddTs0iOMcjKBtojCAJ3ThzEgQuVvaZDhlKhZGH0QjLzM206L31nziD8N89Rl7GdnJtu5savimmMHUK/P/ze4u80GFv595azTIgKkpUNtEcQBBaPi+TAhUrOFPee8/KWobeQWZBJXk2e1fF+8+fT/4UXqN+7l+xFN7FgTQF1CTFEvP6axWu8wdjKy5tOM25QILNH2nZeAixKkN4ve0ssPXjw4MGDPFJCwPWoqrtH7nAlIeBa9IKVshsH8eqmj3GCpnvi4MEynkoBF7F42GLeO/oeq0+v5meJ1ntmByxahHb0aN7+4jmONGXxj6c+RCFzAazadYGqhmZ+MXeEXU+p58f140/fnOCbwwU8OnOozb/XkywdsZQPT3zIJyc/4YlrnrA6PnDpUnySk/ng7SdI1+Xy2mNfotBaNhpZtfsClfXNPD7LvnhcFxvO79Ye5ftjRYzq3009Y1zMbcNu4/3j7/PRiY9simXQvffit2ABH73yENu8z/PqU2tRelnWJX68+wJltU08NmusXeu6dWwEz393gnUHCxjd37ILvzuxMGYhbxx+w+ZrPHDpUnznzGHlW4+zq/44f//NJ6i89BbHf7jzPKU1Tby6NNGua3xR4gBe2HCSz/bm8uvrR9n8ez3JTUNv4vXDr/PFmS94fOzjVsf737AAbVws7371O44VH+aPv3kfpc5yLD/adZ6Smib+c+dYu2J5w5j+/PnbE3x1MJ+nbZAceLg6EFpBqLKnH3ZPSQk6Gg92HtV+pD1SAlurBcBeKUHHagFpFuelBF2NB02TOSklMHb1lPFICVwpJehoPAhXp5Sgs/HglX07KSXoZDwIrpESGAPAq9J0RJarBcBOKUFzCwq16vLvmb7aVi3QzfTRSgFPUsBFRPhGMDViKp+f/pzl8cvRKK1nuErCvHmj3wnuj7sfHx/LLbWMLW28uz2HydHBxEXYdwPVP0DLNYMCWX+4sNckBSJ8I5gZOZPVp1fz0JiH0KqsO4mWB6p4Nfoc94y+B53W8g17U0srb6dnkzQkiGsGBdq1LoNew7hBQXx/rIgn58jrvd2FSL9IZg+czWenPuOBuAfQy9yUmij3buHloedYPGwxPjIJgaaWVl5PPcekIcFMiLLPyMdfpyZpSDCbThTz7PyRdv1uTxHpK8Vy1YlV/GT0T/D1sqYxhhJvI/8acJxbh90qG/vm1jb+l5HN5OhgJsoYiJojxFfD9OEhfHukiF/NH9krpC3hPuFMi5jG6tOruT/2fpvOyzKDF68HHWbJ5CUE6Cyfby2t0vvlhKggxg+277wM8dUwJcbAVwcK+L85w1Eo3D+WHrofofXKh17bW19ZlhI40q4Qek5KIO8xYJrtymvbpQSW2xWC41IC+XaF4KiUQM5jwPS7HimBM1KCjh4D4BopgZ9CS9vl/1Hb2hWCdSmB0V+JV1Xr5SMAG9oVglUpgbKuHtFHZ8FjoONe7JES5LfAAFXv70pgn5Sgm+ijngIe+YALuWfUPVQ0VrDqxCqbxn9w/AOUCiVLRyyVHbfuUAFF1Y0snzrEoXVdH9ePk0U1nC2pdej3e4K7R91NtbGaL05/YdP4/x39HwBLhi+RHbfuoBTLn85wrB3etaPDOFlUw/ny3iHHAFgWu4ya5ho+P/25TePfOPwGAPeMvkd23IajRZTWNLFierRD65o5IpRzpXXk9BJpC8Dy+OXUNNew6qRt1/j/jvwPBLg/7n7ZcT8cL6aoupH7pjimZZ8xIpT8ygbOlfaea/yhMQ9R1VTFyhMrbRr//rH3Abh39L2y4344Xkx+ZYPDsbxxTH/yKxs4VmDb804PHjx48OC+tNE97vimhICrEX26x3V/gKp7/qaZqqhcP7HnFvXHxlMp4EIm9JvAlAFTePPIm9w09Cb8NZaf6mdVZfH56c9ZGLOQUJ285vW9zGyGh/narDPuzPy4fvxx/XF+OF5MTKj1J3LuQGJoIkn9knjt0GssGLKAAG/LlRSmWN467Fb66/vLzrtq9wViQvUkxxgcWtfc0eH86ZsTfH+siOVTHbsZ/rGJNcQyMXwi7xx9h0Uxi2RjeaH6AmvOrOG24bcxQC/fZeGjXRcYFKwjxcFYzh4Zxh++Ps7mkyW9xthtZPBIpkZM5YPjH7BkxBL8vCxXpRTVFfHl2S+5OeZmwn3CZed9PzOHiECtzR4XnTH5OWw7VUpMqPUKBndgdPBoZg2cxQfHPuCOEXfIvl8W1hby5ZkvuX7I9VZj+c72bCKDtMwZFebQuqYOk87n9LOldldmeeibKFrb62Y79sN2RErQxXgQXCQl6FgtAK6REjhiPAg9JyXoajxoWr17SglsrhYAt5ASmH1G6hIpgbkn4c5LCTobD0q4r5Sgs/GghBtLCfygvlprV7UA2PB+ZIPcwnK1QPcieOQDHmzhybFPctvXt/H6odd5ZsIzZseIoshfd/0VrVrLY2Mfk53veEE1R/Or+f0NoxwuCw7392ZYmJ7Mc2U87OBT3R8bQRB4Zvwz3Pr1rbx68FWeS7JsdvfS3pfwVnnzSMIjsnOeLq5h/4VKnrve8RLryCAdo/r5sel4Sa9JCgD8YsIvuP3r2/nnvn/yxyl/NDtGFEVe2vcSKoWK5fHLZec7U1zD7uwKnr1uhMMl1pFBOoaF6dl8orjXJAUAfprwU+745g5e3P0if0r+k9kxoijy551/RoHCapXAyaJqdl2KpdLBWA4I0DI0VM+2U6U8kOJYRVFP8EjCI2y5sIWX9r3E7yf/3uwYURT5064/IQgCDyc8LDvf6eIa9uRc5LnrRzocy1Bfb0aE+5JxpoxHpjtWUeShbyG00q7lFrRvfeWIlEDeYwAclxJ09hgAj5TAdVICW9sVmn7XVimB7R4DYJ+UwLbEANgnJZDzGABnpASW2xWC41ICeY8BcFxKYDkxAE5ICdq14usYI+ekBOcaQ4n2Lml3RLhcStC5XWHX145JCax1bvhRkwMifdZTwFOb4WKGBw3ntmG38eGJD9mWu83smLXn1rKzcCePJjxKkLe85vWL/XmolQI3Jsg/tbXG5GgDe3MuYmzpnjKq7iAmMIbbh9/O6tOrSctLMzvm89Ofsy1vGw/GPWg1lp/uyUWtFLgp0blYJg81cDC3ksbm7ikd6w6GBQ7j7tF3s+bsGjLzM82OWX16NZsubOKhMQ9h0Mo//f9o1wW8lApudbKl4MwRYezOrqC6sdn6YDdhVPAo7ou9j7Xn1lo8L9ecXcO2vG08PvZxq9Urq/dK1/hiJ9uGTh8ewu7sCuqausdpuTsYFjiMZbHL+OLMF2zM2Wh2zIacDaTlpfFowqNWq1fWHMhHqRBY5OQ1njJUer9sMPaea9yDBw8ePPR+BK13t8x7JSHgWoqru6k6Uew99yt9BU+lQDfw9PinOVJ2hGfTn+Wdue8wMviKkVp6Xjp/yPwDE8InsHj4Ytl5mlvb+OpAPrNGhBHk41zmK2lIMO9l5nAor9Ju862e5PGxj3Og5ABPpT7Fe/PeY1TwFXf1PUV7+PPOPzOl/xSrOmNjSxtf7s/j2lHhBOuda3MyMSqIN9Oy2H/hIpOjHSud7wlWxK8gPS+dJ7Y9wZtz3iQhNOHytj1Fe3hh9wtM6T+F+2Lvk52npbWN9YcLmDMqzOlYpgw18HrqOfafv2hzS0N3YMWYFWzN3cozac/w75n/Zlz4uMvbMvMzeX7384wPH89do+6Snae1TWT94QKmDQsl0MlrfPrwUN5Kz2bHuXJmO1g63xM8mvgouwt38/vM3xOsDeaasGsub8vMz+Q3239DnCGOO0feKTtPW5vI2gP5TB1qwODkeZk8NIS30rPZnVPhsGzLQ99BaBXRVJkvgnZIStDJeBBcJSWwbDwITkgJOlULmL56pASukhI4YDwI1qUENhoPgn1SAlnjQXA/KUEn40HwSAmu4LyUYLBvBTk1QQ4bD0J3SAm6E6HPGg16kgLdgLfKm5dnvMxd397Fnd/eyf1x9xMbHMuOwh2sPrWaoYFDeWXGK6gU8uHfdqqU8jqj009jAZKGBCEIkHm2vFclBXRqHa/OepU7v72Tu7+9m3tH30usIZZ9xfv46MRHRPpG8uK0F63Gcvu5Mi7WN3PzWOeeIAKMGyzFcnd2Ra9KCujUOt6c8yY/2fATlv+wnCUjljA2dCz7i/fz/vH3Geg7kL+k/AWFFXOX3dkVlNUaWRDfz+k1JUQGoFQI7M3pXUkBL6UXr81+jeU/LGfFphXcOfJOxoaOZV/JPj449gFDAobwfMrzNsWyuLqJX18vX01gC+MGB+KlUrAru3clBdQKNX+f/nce+uEhHtj4AMtGLyMhNIG9RXv58MSHDPEfwquzXkWpkP+Tvyu7goKqRp65zvlWghMGB/H/2XvX4DjW877z9859BsAMBheCJAASJA/PXUdH0tGRLcmWLFm2LHvtTVKpslO7lexmS7VbtndXlQ+blF22K5cq7a7XLsfxbqzETrSbi5OK41i1UmzJcWStJB8dXSydC88hzyEJkgBIgCAwFwBzn3c/9DQw156evky/PehfFYqDQU93z8O3Z/p93uf//GPhEP/fjYdBUiAA0ZDECu1VI/0mvSNICUzbFcIoUgJju0IIpAT2pASGiQFQT0pgoccAeCclMLYr1I5iTUpg1q4QRpMSmEsMwIhSggFWfHalBHeKWS7O7A94RzgiJei2K+w8v+7HI0gJuu0Ku/Y0WErgEhMqHwiSAi5xfvo8v/+Tv8/fe+nv8Y+/948BiIgIP3HlJ/jUez5lyoLrP752n0wyyoeesH9TOpuK8cz5NF+/ucv/9MP+sCbUOZM6w7/4sX/Br3/n1/knr/6T4+f/ytW/wqfe8ynDZm86f/TqA6bjET541f4kPpOM8vS5NN+4NfzLQzUWU4v8zo/+Dr/6rV/ls69/ln/22j8D4Ccu/wS/+H2/yFR0sAWhzv/76n1SsbAjk/ipeIRnz6f55rr/Ynl26iyf/fhn+aWv/xKfff2z/O5rv4tA8NELH+Xvf/Dvm4rl5763RTIa5oefsh/LeCTMc8sZvn2n35e+2ixPL/Ovfvxf8Ytf/cXjazwiIvzQhR/il7//lw2bEOr84Xc3mY5H+JGnjRsRmiEZC/PCWpav3xx62xkQEBAQEOAYekLAafonBOxzuzSajbJZZKXiyn4DBhMkBVwkm8jyax/+NXaOdnhw+IAzqTNDO2fr1BtN/tMbO3z0yTNEw860fnj/lQX++dfWKdcaJKLjK7RxgqWpJT79A5/mZ5//WYrVIrPx2aFabZ16o8mX3tjmI0+eIR5x5n2/79I8//Ibd6jUG47tc1ycnTrLr37oV9k62GLnaIfVmVXmk+Y+1OuNJn/02gM+8uQZkjFn3vcLa3P8i5fuUK03iUX81eYkm8jymx/5TfbKe7y1/xZPzT9lKkkFmjzoP752n489vUQq5sxH8XsuZvlnX1v35bhMx9L8w4/8Q/KVPNf3rnNl9orpcdloSr50bZuPPuXcuHzPxSz/55dvUqo2HNtngD8RzSbRgr6KNsgPexQpQWfjQXBGStDbeBCckBIYVQvo/54GKUF340FwSkogun53RkrQ23iwbXsDvJIS9DYe1I9gV0rQ2XgQnJES9DYe7H7c+S7MSgmGrYSrJiW4FN/hdqVzYcMJKYFIJpClct/Gg2AsJXCdoFIgwCpnUmeG2g528/L6HvlSzbKtVj9euJjlM1+5xetbed5z0T8SgnZWZ0Zvxvby+h57h1U+/qz9FUSd912e43e/dptXNvK+kmO0c376vOnEis5Lt7RYOiEd0HnvWpbf+eptXtvK8+4LWcf2O07mEnO879z7RnrNt9b3yR3V+MQ7nBuX77qQ5be/covXNgu856I/Y5mJZ3jx3Isjvea793I8Oqzy0aec+7x8fnWWRlPy6maeFy/58xoPcIiGJFxsu3s3SAyAd1ICY7vC7nMdQUpgYFfYfYRRpATmEwOdBxwqJRjSnkU9KcFgu0KwLiWwa1cIg6QEg+0Ku98F4L2UwMCuUHtoTUpgpccAmJASmJj0WpESmE4MgHJSgn49T4wSKK4TJAUCxsmXrm0Ti4T4QQf1rO9c1fzpv3fPv0kBK/zxaw+IR0J82AEZho6eCPjm+p5vkwJW+E9vbhOPhPjQ487p//Wx+K31Pd8mBazw5Rs7RMOCDzzmXF+Kd1/UrvHv3Nn3bVLACn/65jbhkOBDV527xp9vfV7+xd39IClw2mk2EQfanftg6yvzVQO3S/NcSurTGOeqBi7O7HOnmPVP1UA+QTXTdLxqYCm8x3Yj7HzVwHSCUGscOFk1EM3XqGWi+KVqoJoWLYtOh6sGSiVCyeTxPsCZqoH18gJriV3HqwbOpwtsFdK+qRqo5aZpztbH1oBQx+kGhGaqBgKsEcRQQaSUfPH1bX7gsQWm4s7lbZbSCZbScV7ZMPf1Min86fUdfuDqgmMl2gBzUzFW55K8tpkfvvEE8ZUbD3nx0pyj5dSLM3EuL0zx8m3/aeHt8OU3H/LetTlmEtHhG5vkzEyCC3MpvnP3dMXyP72xw3vXsmRSzsVyfjrOhbkU3713uj4vA9znJCHgLHeK7iQCj2/CHaaaccdybLvhjtxHTwg4jZYQcJ7jRIDDxMxlcUZGTwg4zVpi8ITVDlsFc1LBUelIvDlIc9ad6/hBPeXKfoVL15ttJJr7gFM/ChFUCijI2zsHbOZK/OwPPeb4vt+5Msv3Nk7PRPbOo0Pu7ZX47z542fF9v2M5w6unKCmwsX/EzYeH/MyLFxzf9/Ors3ztpjtf3CqymStxfbvIL7znqeEbj8i7L8zytZuPkFIihFpfOG6wsX/Emw+K/MInnI/l86uzvHzbf00wAxym2YQjbUWst3h68qUE/Up3nZESWOkx0HnA/lICcz0GYDQpgSW7QvBOSmBkVwjKSQnM2xXqfwmkBKNICSz1GIChUoK5WJm9ZhPHpQQzCcLF8nC7QhhYVeEWIpAPBIwLveP1DzjQKb+bd67O8sVr2+RLNTJJd7LTKvHVt7UPKSdcB7p5x/IsX3j1AbmjKrMpdzLyKvGVG1os3bBoe/p8mn//F5s8LFZYnLHnMe8Hvnx9B4AfetL5WL77Ypb/8N0ttvJllmfdWXlRif98Xbu9+YgDDg7dPL86y+e+t8WDfJmzmYTj+w/wCVIiS9rd+mDrq9PRgNCsXaH+r1FiIF6ASlp7bN6uEIZJCZLhOCVZYRS7QhguJailI0QL9b49BsC6lCBWLNOc6f58sS8leAgstpIDPXaF+glbkBLUMxDJdycv7EsJZL2GiET79hgA61KCe8VZVme6ouaAlOBycpdbpc57SyekBII4sqx13u+xK+za0yhSglhBUE33tys0ZhQpgfHijlUpgWHPE+iREgRYI5APKMjXb+6ykk2yOud8Sc5zK5q116unpFrgq2/tci6T4PLCcHu4UXnHshbL1zZdqqVTjK/ceMi5TILHzgy30xyVZ1uxfH3rdIzLP7v+kOXZJFcWnY/lM+e1WF7bOh3j8qVbjzibducaf9cFra/Ad++dLjnGaUAI8XEhxHUhxNtCiL/t9fmcRiruVF+3EgLOEy24M9noTQg4w2K4NnwjC5wkBJxFRNxZqOpJCDhEd0LAKfSEgNNUXbreDmRvwssJThxfFEQ6+KMQtioFhBB/FfgV4CngRSnltwZs93HgN9ASPv9USvlpO8edZBpNyUu39vjRZ5zrot3Oc8utZoMbOVdWz1Wi0ZR8/eYjfuTpJVfKqJ9d1j5hX9mc/FjWG02+dnOXH3/HOVdi+fR5LZavbxX48BPOr/iqRLMp+cbtPT7+zFlXYvnk2RmE0JICTrqXqIiUkm/cesQHH1twbVxGQoJXNvJ8/FnnHDcCvEUIEQZ+C/gYsAF8UwjxOSnltX7bSyk7PLPbV62sSAmMqwVANSnBsNJd61KCfjGyLyWwYlcIZqQEg+0K9cdWpAS9fgc6dqUEgxsP6o+tSAnM2hXCaFICI7tC/XEgJbAjJehsPAjOSAmyIkJN1kdqPAjDpQTVdJJYQRsbRo0HoVdKEGANu/KB14C/DPz2oA1G/fI97bxxv0C+VOP9V9yZZGZSUdbmU3zvFDTPem0zT75Uc23CPpuKcWEudSqaDb5xv0ixXOf9DnbKbyediHJhLnUqKgXe2jkgX6rxXpc62k/FI1yan+La/cmP5c2HB+weVPm+y/Ou7D8eCXNlcZrrD4qu7D/AM14E3pZS3gIQQvwe8FPAwPuSYaW7o0gJTPcYACWkBGZKd510JbArJTC0KwQbUoLe6bsTUgLjHgNgVUqwXl1gLbZLP7tC7XgWpQSZQ3L5qQE9BsAJKYGOE1KCB7k40VmD1XeLUoILkT3u1gd/j1uVEohUEo5KJ4dqYVdKEM9DJdOZ6nNcSmDSrhBclhIEWMKWfEBK+YaU8vqQzY6/fKWUVUD/8g3ow9dbzdbef8Wdm1yAZ5YzvPFg8kuL//yW9vXuVoIFTk+zwW+uazcJ711zz+bu2eU0r5+CkveXb2vj8n0u2tw9dT7NtfuTH8uXbmnj0q2kAMCT52Z44xTE8pSxDNxr+32j9VxAwMSgJQScJ5d3XqrlJoYJARsYJQRsoScEHEZLCPiHeF7dyb2Qzv2oxDgaDfb78n3foI2FEJ8EPglw4YLzXc5V589vPuLK4hRn0u41tXpiaYbPv3Kfg0qdaQctD1Xj23f2ubQw5WrjumeXM3z+1fsT32zw23f2WZ5Nci7jXuO6Z85n+MKrDyiUa6QdtOlTjZfX9zmbTrCSdS+WT59L8/lX7k98LPV+Ahfn3bFEAnjybJo//O4W+aOao5aHAZ7Sb8Gy4/as/V4kQcpU6a7zjQdhNCmBuWoBGE1KYNR4ENSTEnQ3HjzZpV0pQf81/UBK0H5++jmOLiUwqhaA3vialRJ0Nx7siyUpwfAYWZES9FsJ94uUoLfxIFiVElTToTb7y85qARjyeQTu6vXHaCU4TIIvhLgAfBaYbW3zt6WUX2j97e8AfxNoAP+jlPKPjY41dEYohPgT4GyfP/2ClPIPh7+d4V++HX+Q8jPAZwBeeOEFxXIo7iKl5Dt3c3ziHf3C7RxPnJ0B4MZ2kXdfcG/l10uklHznzj4fesL57u7tPHVOj+UBL7q48uslUkq+ub7H97tYvQLwTKuvwLWtgqsrv14ipeTl249436V5V+0Cnz6nxfLN+8WJHpcv3drjg4+5G0v9Gn/zQYH3Tei4PIVsAKttv68AW+0btN+LpMXcyb2IidLd4cmBzh4D4JCUwGSPARhNSmBkV6g/fzqkBIPtCkFtKcEJzkoJjO0KYSQpgYFdoX5alqQE+QjVjBzeYwBGkhLMhurkmnXMJgdMSwnScSKFyvAeAzCSlCBagFo63vZs55ZOSAm67QoBT6QEALhTIDJWTErwfxH4t1LK/0sI8TTwBWCt9fingWeA88CfCCEel1I2GMDQWhIp5Q9LKZ/t82MmIQAmvnwDNG7vHpIv1XjXqrsT9Sf1pMAE62Tv7h3x6LDKey66G8vHl7RYXt+e3Fhu7JfYKVZ4Yc3dyaXeNX+SJQR3947YLlRc6yeg8/RxgmVypS13947YPXA/lk/pCZYJ/rw8hXwTuCqEuCSEiKHdOH3O43MKCAhwgWrGnfVFLSHgPJGCO7PZk4SAs0wLd6pkY6revjjpPDB8aJqR4EtA95bIcDLH/ing96SUFSnlbeDt1v4GMo7a8eMvX2AT7cv3r43huL7jL+5qOdfnWzZYbrGaTZGKhSf6JvfbdzQLMbcrIc5lEszEI7w1wUmBcfQTAFiciTM3FePtnUmOpTYuX3Q5wXKmFctJ7ivw3Vaz1OdX3f28PDMTJ5uK8uYp6MNyWpBS1oUQPwf8MdqC0+9KKV8ftL0QAkRrDaXLD/t0SAk6Gw92b9W+5ShSArPVAjCqlKCzWkDbi30pQW/jQX1nNqUE1V7rtUBK4KSUoLPxIJxOKUF348GTY9uTEjykymLrv7in8SBYlhJUZyGW66yu0hguJWi9CfdwNs+0IIRod+/7TKtSDcxJ8H8F+KIQ4ueBKeCH2177UtdrDXvn2LUk/EvAbwKLwOeFEN+VUv6oEOI8mu7hE6N++Z5m/uLePjPxCI+54F3eTigkuLo0M9Edtb9zd5/peOR4Jd8thBBcXZrs7uTfurPPTCLC42fcjSXAY2emeWv7wPXjeMUrGzmm4xGunnH3GhdC8NS5Gd64P7nj8nv38iSiobFc40+dS3NtgmN5GmlpLr9gamMhCEW126Vu6ytrUoJ+k177UgIrdoXgnZTAuMeAvreTx+alBIPtCsG6lMDYrhCsSgmMegzorw2kBNalBFrXfW3EmbYrhKFSgnQoSfP4f9ScXSEMlxJUM2Fi+cbxO4A+k14LUoLw4RFyKjWgx0DnUSZCSuBiHt/hBoG7UsoXBh2qz3PdR/8Z4J9LKf8PIcT3A/+PEOJZk78l/MkAACAASURBVK/twK77wB9IKVeklHEp5ZKU8kdbz29JKT/Rtt0XpJSPSymvSCn/gZ1jTjLfvZfjnauzhELuN7B4cmmG69tFpJzMtg3fvpPjXRdmCY8hlk+cneHGBMfyL+7meH5M4/LqmemJjuX3NvI8u5weUyxnuPnwgGZzUmOZ49nzGaJh9zsqP3k2zY0HRRoTGsuAgICASUVLCDhPE3e64+sJAaeRU+405F2OuDP7FvnJbYQ+AmYk+H8T+LcAUso/BxLAgsnXdhBEXBFK1QZv3C/yP3zoyliO98TZGf7Nt+7x8KDCmRn3nA684LBS5/qDAh/7yNWxHO/xpRn+9cv32D2ouup04AXlWoO3tot85MnLYzne40szFMp1HhYrrjpweEG13uSN+wX+xvvXxnK8x85Mc1RtcL9QZnnWPacDL6g1mry2mee/+r6LYznek+dmKNUa3Ns7Ym3BX3ZcAQ4QCiHieulwlx+2QlKCnsaD4JCUoLNaAJyRElhpPAjeSQl6Gw/qZ6+mlMB0tQAoISXoO3V3RErQbyXcvpSgu/GghrpSgu7Ggxr2pQT3avOsRh/Rr1oAbEgJ0nBUSI5ULQADxpHTjG99wIwE/y7wUeCfCyGeQksKPETrk/OvhBC/htZo8CrwstHBgqSAIry6mafRlLzL5X4COifNBg8mLilw7X6BpoR3rmTGcjy9fPnGdnHikgLXHxSpNyXPnh9PLPWy+rd2DiYuKXBju0i13uQdy+OJ5WOtWL69czBxSYHrD4pU6k3e6XI/AR09ljcfHgRJgdNIKIRInnwe9Zv0jiYlGJwYAOtSAuMeA2BdStDdYwACKYFzUgKzdoX6a81KCcz3GIDRpATmEgMwmpTAqMcA2JESDLYrBOtSAuMeA2BVSlBJh4j3Gdi2pQSlMiKZMGFX2HmU0aQEg+0KwbqUoNuusPdxb3LAVcaUFBgkwRdC/F3gW1LKzwF/C/gnQohPtc7sb0it3PZ1IcS/Ba4BdeBnjZwHwKZ8IMA5XtnQPkLHdZP7+NnJ7Zr/+qb2wf3MmCay7UmBSePVViyfHddEdkm7rZ3kWD43pmSVPpGdxCaY32t9Xj6/Mp7PyysLJ0mBgICAgIAAt+iXEHCC9sSmk1xJ7Liy3+2C+32s/EA/Cb6U8pdaCQGklNeklB+QUr5TSvm8lPKLba/9B63XPSGl/I/DjhVUCijCta0CZ9MJFqbHs9I8PxUjk4xyawJvcl/fKjA3FWPJJfuVbhamY2RT0YmcyL6+lSeTjLKSHc9K8+J0nNlUlLd2Jm9cvrKhxfLCnDu6vm7mp7RxOYkT2e/dy5FNRVmdG8+4zKSiLEzHeXsCx2WACcICUtp1a7QS7rmUoKvxIDglJRjceBBsSAm6qgX0fwMpgVNSAguNB2G4lMBk40EYTUpg2HgQ1JMSdDUehNMpJVgvzbOW7I6cfSnB2swe68U5S40H3URIxxsNKkOQFFCEa/cLPHVufFkxIQSXF6cmcsLw+laBZ86nNRupMaA5EMxwYwK75r+6mecdy5nxxvLMNG9PYCxf2cjx3Mp4Y/nYmemJnMi+vlXg2TGOS4Ari1PcfHg4tuMFqIMMhZDT2iqbmUnv0C7gHXt3UEpg2q4QRpESGNsVQiAlsCclMEwMgHpSAgs9BsA7KYGxXaF2FGtSArN2hTCKlKCagVhefxeDEwMwopSgVj92Uek3SlWWEnTbFXaeX/fjMSQH5PjuPcZJIB9QgEq9wds7Bzx9Pj3W415ZnObWhN3kVutN3topehLL27uTF8vrD4o8szzeWD52ZoYbO5PlQFCpN7j+oDg2GYbOJCYFao0mb20f8PS5MV/jrVhO0rgMCAgICFCLk4SAs+gJAae5OLPvyn5vl+Zd2W/AYIJKAQV4a/uAelPy9LnxThguL07x7769QbFcYyYRHf4CH3Bju0itIcfWT0Dn8sIUe4dVckdVZlPjKWFyGz2W42qMp/P40jT/+uXaRLk56Nf4Mx4kq/aPajw6qDA/JmmS29zePaTaaPLkGCurAB5bnCZfqrF3WJ2YWAaYQ4YFjVZD3r5+2IwmJei/PuqElKCz8SA4IyXobTyovxN7UgKjagH939MgJehuPAhOSQlE1+/OSAl6Gw+2bW+AV1KC3saD+hHsSgk6Gw+CM1KC7saDvY8734VZKcGwRqhWpQQPC9Mspo0WH6xJCS7Fd7hdOdOxJ/NSApeZ0LWBICmgANfua19j45QPAFxuNc+69fBwbA0O3ebalhbLcU++LrU6kt/aPeTdFyYjKfDamBs26uixvL17ODFJgesPtH4TuuvHuHiszc1hUiaybxx/Xo6/UgA0N4dJiWWAOWRYUEv3t76yIiWw0mMAvJMSGNsVdp/rCFICA7vC7iOMIiUwnxjoPOBQKcGQr3b1pASD7QrBupTArl0hDJISDLYr7H4XgPdSAgO7Qu2hNSmBlR4DYEJKYKLnyeRJCdwh6CkQ4Bpv3C+QioW5OD9eq6vHzugT2YOJSQq8vpUnFQtzacyxvLzYmsg+POTdF7JjPbZbXN8ukoyGuTimxng6erJqffeQFy/NjfXYbnF9u0gsEmJtzOPyassZ4+2dA77v8mSU4r35oEg0LI7Hybi40rrGbz485H0TEssAc8gwVNP6hKUzOWClakBWKoh43PGqgduleS4dN/xyrmrg4sw+d4pZ/1QN5BNUM03HqwaWwntsN8LOVw1MJwgdlDveiRNVA9F8jVomil+qBqppQaxw8ruO7aqBUolQMnm8D3CmamC9vMBaYtfxqoHz6QJbhbQvqwaGY78BoY5x1UCAFYKkgAJc2yrw5NkZwqHxNq64MDdFOCQmqq/AtftaLENjjuXqXIpwSExUX4Eb20UeX5oeeyzPzyaIhgW3JiiWbz4o8tjiNJHweL+0zqUTxCMh1icplvcLXFmcJhYZbyzPZ5IkoqGJbM4aMF5E3J1Kk0s9HcCd4U7RnUT3ceLEYaqZ5vCNLLDdcMcBXU8IOI2WEHCe40SAw8RcsuLTEwJOs5YYPGG1w1bBnSq4jsSbgzRn3bmOH9THuyA1EkGlQIAbSCm5dr/AT77z/NiPHYuEWM0mJyYpIKXkxvYBn3jHubEfOxoOcWEuxa3dyZkwXH9wwIefWBz7cSOtWE7SRPb6gwIfuLIw9uOGQoK1+SnWH01OLN98UPSk6iEU0qoTJq1xY8BwmmGoZPp3t7YiJRhUunvapAT9YuSMlMBKj4HOA/aXEpjrMQCjSQks2RWCd1ICI7tCUE5KYN6uUP9LICUYSUqQj1LNyNGqBWColGAuVmav2cSelMAFAkvCALfYypcplus8OWZ9rM6VxemJWfl6eFAhX6rx+NJ4y4p1Li9MTUyCZe+wyu5BhSeWxquB17m0MDUxVRe5oyrbhQpPjLmfgM7aQmpiJrK5oyr38+Wx91/Rubw4xaub+eEbBkwUmnxA/21wcsCslGBY6e5paUAokglkqdwTI7tSgngBKmntsXm7QhgmJUiG45RkhVHsCmG4lKCWjhAt1Pv2GADrUoJYsUyz1SDzBPtSgofAYis50GNXqJ+wBSlBPQORfHfywr6UQNZriEi0b48BsC4luFecZXWmK2oOSAkuJ3e5VepcRHBCSiCII8sVoI9dIYM/j0aREpjvMQCjSQmMqzJ6pQQBVggEGB6j36w/fsajieyiNvlqNv2f9nqr5W1/9Yx3E9n1R5MRyxvbWmO8xz2ayE5SLN9sNRn0Likwxb29Eo0JiOUb9/WGjd4kUdfmp9jYL1FruFOeHBBwmpAld8rmKy59PGgJAeeJFtwpv+5NCDjDYrg2fCMLnCQEnEVE3JFR9CQEHKI7IeAUekLAaaouXW8HsjfhpQzSwR+FCNIpHvNWa/J11aMV2cuL01TqTTZzJVbH3FDOafRYelUpcGlxinKtyf1CmeVZdzRs40JPCnhVKbC2MEWlPhmxPHEe8GYie2l+imqjydYEXOP6uBy3i4POxfkUjaZkc7/E2sJ4m0YGeIcMQ7XDhMWmlMBE6a4VKYFxtQCoJiUYJrewLiXoFyP7UgIrdoVgRkow2K5Qf2xFStDrd6BjV0owuPGg/tiKlMCsXSGMJiUwsivUHwdSAutSglgeqhntKJYaD0JfKUFWRKjJ+kiNB+GkYsBVFJvMO0WQFPCYmw8PmJuKMTfljY2d3ln+7t6R/ycMOwdkklHPbOz0bui3Hx76fiJ7Y7vITCLCUtqbWB7bEk5ALN98UCSTjHoWS93VZP3Roe+v8bd3DphJRDy7xvVEwPqjwyApcJoIS6qzg6YTOiNICQzsCvXXWJESmO4xAEpICczILZx0JbArJTC0KwQbUoLe6bsjUoKjEiKVHNBjAKxKCdarC6zFdulnV6idq0UpQeaQXH5qQI8BcEJKoOOElOBBLk501mD13aKU4EJkj7v1wc5LVqUEIpWEo9LJoVo4KyWwYlcIQ6UEJu0KYdjnX4ARgXzAY97aPjj2EveCi60b2zuPjoZsqT5vbx9w9cw0Qoy3W76Obks4Cc0Gbzw44ImlGc9ieZwUmIAGeW9tF5WI5SQ0brz5UPu89CqWF+e1pMokfF4GBARMNiLlUtf9mDtd93N5fyVaDRMCNjBKCNhCTwg4TGcT1tOBkM79qERQKeAhUkre2jngx58bf7d8nbPpBLFwiDt7/p4wSCm5sVPkx571LpZnZuIkoiHu+nzCIKXk+nbR03G5NJMgGQ1zewIaN97aPeRHn1ny7PhL6bgWy11/j0vQKgV+8PHxO2LoLE7HScXCE+XmEDCcULiJzGgraL1+2KNLCbobD4IzUgLzjQdhNCmBuWoBGE1K0LsG27mlalKC7saDJ7u0KyXo7xsQSAnaz08/x9GlBEbVAtAbX7NSgu7Gg32xJCUYHiMrUoJ+lTlOSAlihQbVdJh+jQfBGSlBb+NBGFYx8IapYwa0EyQFPGT3oEq+VOOqh5UC4ZBgZS7JHZ9PGHYPquSOvHMeABBCcGEuxZ09f8dSd3HwclyGQoKL8ylu+7zqYv+wyt5hlSuL3o7Li/Mp7vh8Ilso19gpVjytrNJiORVUCpwyIuEmqbS2yjbY+sq8lKDfpNcZKUFnjwFwSEpgsscAjCYlMLIr1J8/HVKCwXaF4IyUwNiuEJxwJXBSSmBsVwijSAkEIN2QEuQjVDNyeI8BGElKMBuqk2vWMZscMC0lSMeJFCrDewyADSlBP7mFfSlBt10hYEpKEDAap6/mQyF05wEvb3JB66jt94nsccNGj5wHdC7MTfm+UkC3VfRyIguTMS51KYkuLfGKSwtTvpdi3Gx9Xno/LlNBpUBAQECAT5B9bBudoJpxp/ZbSwg4T6Tgjtyh5lK/pGnhTa81UwTuAwFO8/aOKhPZFC/deoSU0jOtrl3eak0YrnpYKQCa5vhrb+/6OpZ6UsDriezqXJI/vb5DsykJhfwZy5s7iiRYFqb4kze2qTeaRML+zAXfbI1Lr5OoF+e1WDaakrBPx2XAaMRDdZbS2vd1rx92ICXoxryUoLPxYPdW7VuOIiUwWy0Ao0oJOqsFtL3YlxL0Nh7Ud2ZTStBnMhxICZyUEnQ2HoTTKSWIFys0Z+L0bzyobWlFSvCQKout/+KexoMwkpTAURTsBeAUQVLAQ97eOWA67l2Hd521+RRH1Qa7B1XPunrb5fbuIdPxCGc8Pv8LcylKtQYPixXOpN3xCHabWw8PiEdCnM942/V/dS5Ftd7k4UGFJZ/G8ubDA2LhECtZb7v+r82nqDUk9/Nl3zoQvL2jxXI16+241GM5CRaPAeaIh+qszZzcnLdbX1mREgyb9FqXEvSb9NqXElixKwTvpATGPQb0vZ08Ni8lGGxXCNalBMZ2hWBVSmDUY0B/7WmQEohUEqk32euyKwTrUoJ4HirHVnwm7QphqJQgHUrSPP4fNWdXCMOlBNVMmFi+cfwOoPfzyL6UoDsx0LllICVQG38uGU0Ibz884IqHnbR1dMuyuz5uNnh795C1hZTnsbygdyf3cdn77d1DLi1Meb46r0+47vk4ljcfauPS6xXl1ewkxPKAtYWU55UO7RaPAQEBAQFqI13ruu/O93qzI8XjHHpCwGnklDvJ8eWIuRoeTwjkAwFOc/vhId93ed7r0zieyK7vHvGeiy5ZobjM7d1D3rk66/VpcLE1kb376Ij3rvkzlrd2D3nqnLeSFmibyO4f8YJfY/nwgMeXFIjl3Eks/crNnQOeOOt9LNcWWp+Xj474gasen0zAWIiF6lxK9q7/WZUSmFkJV0lK0NN4EBySEnRWC4AzUgIrjQfBOylBb+NB/ezVlBKYrhYAJaQEfafujkgJ+q2E25cSdDce1FBXSiBKZUgmBjQe1I89upTgXm2e1egj+lULgMdSAsUm804RJAU8olxrsJUvs7bgvS/rSjZJSPh3dbtSb7Cxf8R/+a5lr0+FlWzK17Gs1pvc3TviE+846/WpsNIqE7/7yJ0sv9vUGlosf0yBWJ7LJAiHBBv7/oxltd7kzt4Rn3iHdzaZOkszCWKREBs+vcYDRicu6lyK7/T9mxUpgVGPAbAjJRicGADrUgLjHgNgXUow2K5QfzaQEoBVKYFZu0L9tWalBOZ7DMBoUgJziQEYTUpg1GMA7EgJBtsVgjNSgt7EAFiVElTSIeJ9BraTUoLOGDkpJRhsVwj9pAQBVgiSAh6hW1qpkBSIR8KcyyR9a1l2b++IpoTLCsQyFglxLpPkrk9jeXfviEZTcnnB22ZuAIlomDMzcd+ubt95dES9KT1vMggQCYc4l0n4Vj5wb781Lj1ufgkQCglWZpO+HZcBAQEBAepyXG3iMP0SAk4gku70fLqS6J+I9RpB0GgwwGF0//VL897f5AItH3N/3uTq3fIvKZAUAK3ZoF8rBW7vquE8oHNhLuXbieyth7odofdJAdDkGPd8WimgJywvKvJ5uZxN+rbqImB0ojRZixqXpE60lKCr8SA4JSUY3HgQbEgJuqoF9H8DKYFTUgILjQdhuJTAZONBGE1K0G89vwPVpARd1QKgtpRAVquIWGxA40GwKiVYL82z1iPbMiklcJsgKRDgJLd39UoBNbpXr2ZT/Ol1NbNyw9AbfqlQdQFaguVL14bfbqnI8URWgUoB0LTwL98e/uWnInqCRZVk1Uo2yZ/dMNfvVzXWW5+XqsRydS7Fa6/e9/o0AsZEWMBZE3pV81ICc3aFMJqUwGxiAEaUEpi2K4RRpATGdoUQSAnsSQkMEwOgnpTAQo8B8E5KYGxXqB3FipRgu9FkKdw47jGg7dW+lKCagVhefxeDEwNgXUrQb5R6IiUIsETgPuAR67uHLEzHmElEh288BlaySR4WK5Rr7nQndZPbu4fMT8XIJNWI5YX5FI8OqxxU6l6fysjcetiKZUqNWK5mk9zPl6jW3enG6yZ39o7IpqLKjMvVuRQ7Pr3G1x8dMpOIkFVkXK5kk+wf1Xx5jQcEBAQEqMtS2J3v6JOEgLOEou6sL1+c2Xdlv7aRmnzAqR+VCCoFPOL2o0PWFCmFBViZ01YMNnMlJTTQo3Dr4aEyK4iglbwDbOwf8eTZtMdnMxq6HaEqrMylaErYypWUqQQxy51Hh8qUuwOstq7xjf0Sj53x1zW+/uiItfkpzy1HdXRnDD9e4wGjE0YwF2rdUJvww/ZKStB/fdQJKUFn40FwRkrQ23hQfyf2pARG1QL6v6dBStDdeBCckhKIrt+dkRL0Nh5s294Ar6QEvY0H9SPYlRIMbjwI1qUE3Y0Hex93vguzUoJmtQoiNPDzyKqU4GFhmsX0gfG7GiAlcB3FJvNOESQFPGJ995AffHzR69M4ZqXNx9xvSYHbu4d8SMFYbuyVfDdhuLN3yAcfUyeW7baEfksKrO8e8cJa1uvTOKY9lr5LCuwe8txKxuvTOEZ3xvDjNR4wOgLBtGjdUJu0vjKWEgxODGjHsyYlsNJjALyTEhjbFXaf6whSAgO7wu4jjCIlMJ8Y6DzgUCmBQWIAVJQSDLYrBOtSArt2hTBISjDYrrD7XQDeSwkM7Aq1h9akBFZ6DMBoUoJBPU/GLSUIsEaQFPCAw0qdnWJFrRXZ7Mkqop/QY6nShPEklv5qkFeuNdguVLg4r0afC9CkGAD39vw1Liv1BvfzJS7Or3h9KsesHlew+CuW1XqTjf0jfur5816fyjGrbdVAAaeDwdZXo1cNaNpecLpqQFYqiHjc8aqB26V5Lh03/HKuauDizD53iln/VA3kE1QzTcerBpbCe2w3ws5XDUwnCB2UO96JE1UD0XyNWiaKX6oGqmlBrHDyu47tqoFSiVAyebwPcKZqYL28wFpi1/GqgfPpAluF9KmoGnCdoFIgwCmOG+MpVFq8NJMgGvafj/mxtaNCsZyfipGIhnwXy7utLv8qJQXOprVx6Tf7t439Ek0JawrFcnE6TiwSYsNnbg6bOS2WKkkx5qdiJKNh37o5BHhLLD98GyuIuDtWZpd6OoA7w52iO5VUx4kTh6lm3Olts93oXcl2Aj0h4DRaQsB5jhMBDhNzyYpPTwg4zVrCONFola2CO1VtHYk34VzfgubsyXVsnBAYP6r1AnCKICngAeuKOQ8AhEKC5dmk71a+VJzICqHH0l8TBj3BovdEUIFwSHB+Nuk7W8ITCz11YhkKCVZmk75LsKzv6klUdWIphGAl67/PywBrNNuWhXqsryxJCcz1GIDRpASDSndPm5SgX4yckRJY6THQecD+UgJzPQZgNCmBJbtC8E5KYGRXCMpJCczbFep/mUwpgYhEkfVaX7tC2l6n/2taSpCPUs3IvnaFhu9qnBUDE4atpIAQ4q8CvwI8BbwopfzWgO3WgSLQAOpSyhfsHNfvrCvmua2zkk35biJ7d0+L5apCE1loxTLnrwmDal7wOqvZlA+TAnqySq1YrsylfCfFUM1yVGclm/RdLAOs0URSkdoNeY/1lQUpgbFdIViVEgwr3bUqJdguzLCULvZ5R/akBFcSO9wsn+l4zgkpgUgmkKVyT4zsSgniBaiktcfm7QphmJQgGY5TkhVGsSuE4VKCWjpCtFDv22MArEsJYsUyzZlE11/tSwkeAout5ECPXaF+whakBPUMRPLdyQv7UgJZryEi0b49BsC6lOBecZbVma6oOSAluJzc5VZpoeM5p6UERnaF+musSAnM9xgAs1elLSa0UsBuncdrwF8GvmJi2x+SUj5/2hMCoDXzW5iOMR1Xq1BDW/ny103u3b0jMkl1bN90/BrLmbg6tm86q3Mp35Vp33l0xFQszPyUO+WQVlnN+q9S4M6jI6bjEfViOZcKKgUC1MLB0t12+icE7NOdEHAKWXKnbL7iUk9RLSHgPNGCOzKK3oSAMyyGa8M3ssBJQsBZRMSde6WehIBDdCcEnEKW3Rm/VVV7+EqHfxTC1qxUSvkGoIxNlF+4t3903KFeJVaySXYPKpSqDZIxdz5EnebuXkmpEm2dlWyKXMvHXLXkzyDuPDriwnxKuet5dS7J3mGVw0qdKd/EUrMjVC+W2rgslmvMJNRK/gxi/dEhF+bUG5cr2SSFcp18qaZcUjLAWeoSDmR/6ysrUgIrdoVgQkpgonTXipTAWEYAqkkJhsktrEsJ+sXIvpTAil0hmJESDLYr1B9bkRL0+h3o2JUSDG48qD+2IiUwa1cIo0kJjOwK9cenQUogUknkUalv40GwLiWI5aGa0Y7S3XjQHFumtwzQGNcdtgS+KISQwG9LKT8zaEMhxCeBTwJcuHBhTKc3Xu7uHfGuVXWsynT0RMVm7ojHzsx4fDbmuPvokGeW1bEq09EdCDb3Szxx1iex3DviqXPqnWu7lZ5f7N/uPDriSYVjubFf4qlz/pjI3t074okllWN5RCap3mdQgHNUZZiH+jyyy/rKipTA2K6w+/EIUgIDu0L9NVakBKZ7DIAjrgQ6VqUEZuQWTroS2JUSGNoVgmUpQSUTJp6XdCcHbEsJjkqIVHJAjwGwKiVYry6wFtuln12hdq4WpQSZQ3L5qQE9BsAJKYGOE1KCB7k40VmD1XeLUoILkT3u1ucG7tYRKYGBXWH3nkaTElixK3SPSW00OLTWTAjxJ0KI1/r8/NQIx/mAlPLdwI8BPyuE+MFBG0opPyOlfEFK+cLiojp+6U5RazTZypWVauamszqnffH7pVS70ZRs7JeUjKXfbAm1WB5xYU4t3Tac9Ivwi3670ZTcUzSW+rj0S4+GZlOysVdSrmcInCRR/TIuAwICThdaQsB5RMqlrvsxd7ru5/LqfRcbYZgQsIFRQsAWR+58B1Yy7sihHOG0ygeklD9s9yBSyq3WvztCiD8AXsRcH4KJ436uTKMpFZ3I+svHfCtXot6UXAxiaZutXIlaQyopxVhtTWTv+mQiez+vxVLFa/w4weKTcblTrFBtNJVMCuhJVL8k/gKsU5VhNut6lVKhp1oA1JASdDceBGekBN2NB40ZRUpgrloARpMS9K7Bdm6pmpSgu/HgyS7tSgn6+wYEUoL289PPcXQpgVG1APTG16yUoLvxYF8sSQmGx8iSlGAqgTgs9208CNalBLFCg2o6TL/GgzCqlCDADK7LB4QQU0BISllsPf4R4O+6fVxV0Sc2Kt7kLk7HiYVDvrnJ1Vc7VZx8LUzHiEf8E8tja0cFYzk3FWMqFvbN6ra+cqziuMymov6KZev60RNDKpFJRpmOR3yT+AuwTkVGuVebb3um1/pKBSlBv0mvM1KCzh4D7efdH5NSApM9BmA0KYGRXaH+/OmQEgy2KwRnpATGdoXghCuBXSnB2tQj1g+169fYrhBGkRIIQLohJchHqGbk8B4DMJKUYDZUJ9esYzY5YEVKYJgYABtSgn5yC++kBKdWPmCEEOIvCSE2gO8HPi+E+OPW8+eFEF9obbYEfFUI8T3gZeDzUso/snNcP6NPvi4ouCIbCgmWfdQ1X+UEy4mPub9iqeK4FEL4qtP78UR2Tr2JrO9iliLE0gAAIABJREFU6Ytr3B+xDAgICDiN6AkBp5F9bBudoJpxZ8apJQScJ1JwR+5QS8eHb+QVp1U+YISU8g+AP+jz/BbwidbjW8A77Rxnkri7d0Q0LDibdsfSxS5+msje2TsiEhKcn1Vv8gWahMAvsbzXiuW5jLqx9Mvq9sbeEUIQxNIB9GTVssLXuF9iGWCdajMywD4vkBIY45WUoLPxYPdW7VuOIiUwWy0Ao0oJOqsFtL3YlxJ0Nx482ZlNKUGfyXAgJXBSStDZeBDUlhLUZqJEi7X+jQf1w7UYRUoQL1ZozsTp33hQ2zKQEjiLP/y9JgjdjjAcUsteS2clm+SLrw//qleBu3tHrGSTSsfylQ13/GadZmO/xPlZdWO5Opfk6zd3kVIqZ03Xzb39EufSCWIRNZvk+CqWeyXOphMkompapK7OJflzn8QywDqVRpj10qDVRnWkBMMmvdalBP0mvfalBFbsCsE7KYFxjwF9byePzUsJBtsVgnUpgbFdIViVEhj1GNBfq5KUYC22y3p1oWdvdqUEx1Z80GNXCNalBPE8VI6t+EzaFcJQKUE6lKR5/D9qzq4QRpMS9EvVdRwOq1KC7sRA55ZjlRKMeYVfCPFx4DfQBuQ/lVJ+uuvvvw78UOvXFHBGSjnb+lsDeLX1t7tSyp80OlaQFBgz9/aOlCyF1VnJpnh0WOWoWicVU3t4bPgglvtHNQ4qdabjasdSS1apuRoLmv3bUbXBo8MqC9MKl5ShXeMrio/Lo2qD/aMac1NDlpw85t7+kZIyDJ2VbIpDn8QyICAg4DTSLyHgBNK1rvvuJJibHSke54jlG8M3soCcUvM+qifh4eaxhAgDvwV8DNgAvimE+JyU8pq+jZTyU23b/zzwrrZdlKSUz5s9ntozlQnk7t4Rz62o62mtTww390tcVdAbvJ17+yV+9Lw/YvnEWbVjubFf4iNP9CuPVYP2WKqeFNjYL/GBx9y5CXGC1TZbQtUnsvf2jvj+y+7oQZ2g3XpU9VgGWKfeDHOnmB2y1ShSAmPrNatSAjMr4SpJCXoaD4JDUoLOagFwRkpgpfEgeCcl6G08qJ+9mlIC09UCoISUoO/E0BEpQb+VcPtSgu7Ggxr2pQSVTIh4vjPh4ISUQJTKkEwMaDzYemMDpAQTxIvA2y0pPkKI3wN+Crg2YPufAX7Z6sGCpMAYKZRr5I5qrGbVzH5Bp5WeykmBw0qdvcOq0qvb7RMGlZMC5VqDh8WK4rHUxuVmrsQ7V2c9PpvBVOoNtotlpVe3T2wJj5SP5YNCWelqoNW2z8vnVtSNZYA9ZF3wsDA9fEOzUgKTPQZgNCmBUY8BsCMlGJwYAOtSAuMeA2BdSjDYrlB/NpASgFUpgVm7Qv21ZqUE5nsMwGhSAnOJARhNSmDUYwCsSwmiBailu1MPzkoJehMDoLKUoDNGw6UEruOsfGBBCPGttt8/I6X8TOvxMnCv7W8bwPv67UQIcRG4BPxp29OJ1r7rwKellP/B6ESCpMAY2WhZla0onBRYbZvIqsxmToulyhOG9gSLyujnt6LwRHbZL+Nyv4SUKJ34O04K7Kk9LrdyZS2WKl/jcydVFwEBAQEBAXbREgLOc1xt4jBxc2UwIyOS6q74O2xJuCulfGHQofo8N+joPw38Oyllu57jgpRySwhxGfhTIcSrUsqbg04kSAqMka3WRHZZ4RXZhek4sUjIBxNZ7SZc5dXthekY8UjoOIGhKhvHXvDqTr4yySgz8Qibio/Le/vqJ6um4xEyySibObUnssd2hApf4+lElEwyqvznZYBNGoJKfpQmVkOkBCYbD8KESwm6Gg+CU1KCwY0HwYaUoKtaQP83kBI4JSWw0HgQhksJuhoPGjGKlKC78WAPqkkJuqoFwBkpQS0D0Xz3u+l8F1akBLJaRcRiAxoPgpGUYILYAFbbfl8BtgZs+9PAz7Y/0XIDREp5SwjxZbR+A0FSQAX0yaGq9loAoZBgZTZ57LWuKser2wpPGIQQLPvAx/zevvoVLKAl01RPsBxPZBWuugDtulE/waLHUu1xuZJV//MywB6iAaHcqNZXg6UEVuwKwYyUwJxdIYwmJTCbGIARpQSm7QphFCmBsV0hBFICe1ICw8QAqCclsNBjALyTEsQPyjSn9VXyfqkHa1KC7UaTpXDjuMeAtlenpQSDEwNgXUrQb5QaSwlcZnzuA98ErgohLgGbaBP/v9a9kRDiCSAL/Hnbc1ngSEpZEUIsAB8A/jejgwVJgTGymSsRi4SYV7wh1cpcSvmVr439EvFIiEXFm86tZP0QyyNi4RBnZlSPZVL5WN5rxXJpRt2yN9ASk7d3D70+DUM290tEQoKltNqxXMkmuflQ7VgGBAQEBPiDk4SAsyyF3XEJiOX7JwLsEooqPEUdU1JASlkXQvwc8Mdo2ajflVK+LoT4u8C3pJSfa236M8DvSSnbz+wp4LeFEHru6dPtrgX9UDjik8fmfonl2SQhRb3gdVaySV7bzA/f0EM29o9YziaV9wb3RSz3Sixn1R+Xy7NJvnFrePbaS/wSy5Vsiq++vYuUUtlraCtX4mwmQVjxWC7PpvjKDbVjGWCPUANieat+2L1Sgp7Gg6C0lKD/+qgTUoLOxoPgjJSgt/Gg/k7sSQmMqgX0f0+DlKC78SA4JSUQXb87IyXobTzYtr0BXkkJuhsPnhzBrpRgcONBsC4lqGVA5ntdCfoxipSgWa2CCA38PDKWEkwOUsovAF/oeu6Xun7/lT6v+zrwjlGOFSQFxshmrqS0dEBnJZtk77DKYaXOVFzNIbKxX1K+3B38EssjpWUYOivZFMVKnXypRiYZHf4CD9jIlXwRy+VskqNqg/2jmrJWen75vFzOJinV1I5lgD1EA2LHs7dO6ysrUgJju0KwLiUYnBjQztyalMBKjwHwTkpgbFfYfa4jSAkM7Aq7jzCKlMB8YqDzgEOlBEM+jtSTEgy2KwTrUgK7doUwSEow2K6w+10AlqQEvYkB/S8WpAQGdoXaQyekBOYSAzCalGBQz5PBUgIXkY43GlQGNWcpE8pmTm0veB39RnwzV+JxRW0JN/ZLPLuc8fo0htJupadyLH/kvPqxbHcgyCTVPN/N/RJPPeWja3y/pOxEdnO/xPddnvf6NIaiJ4FUjmWAPUQDYnn9LrDT+spK1cCBrDItYo5XDVQzEOtp+GW/akBWKoh43PGqgduleS4l9WmMc1UDF2f2uVPM+qdqIJ+gmmk6XjWwFN5juxF2vmpgOkHooNzxTpyoGojma9QyUfxSNVBNi1ay0OGqgVKJUDJ5vA9wpmpgvbzAWmL3lFUNuMSEJgUmq8ZCYXQveJWdB3Tab3JV5LBSZ++w6osV2RXFrfSOqnUe+SSW7RNZFSnXGuweVDjvg9Xt42tcUQeCeqPJg0LZF5+XJ0lUNWMZoB7Twp3kUcwlpZqIu3OTfZIQcJY7xawr+z1OnDhMNdMcvpEFthu9K9lOoCcEnEZLCDjPcSLAYWIuWfHpCQGnWUsYJxqtslVIHz/WEgLO0JF4E2pNV4V07kclgkqBMXE/r32I+mPCoK1ubyja6V3vQO8X+QCo6wm/6QMXB52TiayasdSvcT+UvJ8kq9SM5YNCmaYMYhmgBqIhiefblb/tpbsWpARGdoVgQ0pgrscAjCYlGFS6e9qkBP1i5IyUwEqPgc4D9pcSmOsxAKNJCSzZFYJ3UgIju0JQTkpg3q5Q/4u3UoKLU3vcOZwDeu0KO99BL0ZSAhGJIuu1vnaFtL1O/7d/VUXAKARJgTGhT778cJO7OB0nFg4puyKrr7qr7F+uszAVJxYJKTuR9YNNps7cVIxEVN1xudWKpR8Sf5lklOl4RNmJrP5/7JdYTsXCyl7jAfYRTUms0N65u1/p7ihSgsF2hWBdSlDJgMg734BwWOmuVSnBdmGGpXSxzzuyJyW4ktjhZrlTxuWElEAkE8hSuSdGdqUE8QJU0tpj83aFMExKkAzHKckKo9gVwnApQS0dIVqo9+0xANalBLFimWaPc499KcFDYLGVHOixK9RP2IKUoJ6BSL47eWFfSiDrNUQk2rfHAFiXEtwrzrI60xU1F6UEvXaF3Y8734WRlMDIrlB/Tb80n2sotsLvFEFSYExs5fyzIhsKCc7NJpS9ydUnMn4oLQ6FBMuz6nrCb/poIiuEFkvVJ7J+uMZVj+VW3j/XuBCC5ay613jA6UFLCLixY3dus/snBOzTnRBwCllyp2y+kh6+jRW0hIDzRAvuyCh6EwLOsBiuDd/IAicJAWcREXfWunsSAg5xq7Tgyn5l2Z3x6wSqlf07RZAUGBMbuRJCwNmM2p7bOtqEQU2N7OZ+iVgkxMLUmDqN2mQlm1RWirGVKxH2gRe8zko2pWyyarN1jfsllsvZpLqx1CsFMuonBQClEywB9hGNJtGCfoPabX2ljpTAil0hmJASmCjdtSIlMJYRgGpSgmFyC+tSgn4xsi8lsGJXCGakBIPtCvXHVqQEvX4HOnalBIMbD+qPrUgJzNoVwmhSAiO7Qv2xSlKCS/Edbld6E3F2pQQilUQelfo2HgTjz6MAawRJgTGxuV9iaSZBNKxWs4xBLM8m+bMb5m5rxs1mrsT5TEJ5L3id5dkkb7yx4/Vp9GUrV+ZsWn0veJ3lbJJXN13qpmWTzZx2jcci/rjGV7JJvrU+/ObHCzZzJeanYiRj7qzEOM1yNsl37rqzChOgAM0moaKWFOi1vlJHSmBsV9j9eAQpgYFdof4aK1IC0z0GwBFXAh2rUgIzcgsnXQmclBKc7Nq+lKCSCRPPS7qTA7alBEclRCo5oMcAWJUSrFcXWIvt0s+uUDtXi1KCzCG5/NSAHgPghJRAxwkpwYNcnOisweq7ylICA7vC7j25fjcrmVj5gD/uXieAzdyRL0phdZazSXaKFSr1xvCNx8xmruSvWM4m2T2oUK4pGMt9/8Vy77DKUdWd8kU7bOVKnJ/1R5UAaLEslOsUyu6UVtphM+cP5wGd5dkU+VKNg4p64zIgIOB0EnLpFj+ed2dGJFIudd2PudN1P5efcmW/bmGYELDB3fqcK/vlSOHqO+ngj0IElQJjYitX5vnVWa9PwzR647n7uTJrC2p98G3lSvzg1UWvT8M0y21d868sTg/Zerxs5kq8eMmlD3QXaLfLvLo04/HZdLKZK/Hcin+ucd29Y3O/RPqcWv16N/ePuHpGrf9fI5bbxuUTZ/1z3gEmaUrEoVbGPtgPe3KlBN2NB8EZKUF340FjRpESmKsWgNGkBL1rsJ1bqiYl6KkWON6lXSlBf9+AQErQfn76OY4uJTCqFoDe+JqVEnQ3HuyLBSnBUniL7YbxgoglKcFUAnFY7tt4EIylBAHWCJICY6DZlNzPl/jx5855fSqmOZ4w5EpKJQWq9SY7xYqvVhHbJ18qJQWOveB90GRQ59j+LadWUqDZlNzPlfn4sz6qFGiz0nvqnEudriwgpWQzV+LDT7jTLMwN9GtoM3cUJAUmkWYTWk3meq2vJl9K0G/S64yUoLPHQPt598eklMBkjwEYTUpgZFeoP6+qlKDXrhCsSwkG2xWCM1ICY7tCGEVKsH44z9pU91TYvpRgbeoR64fzwDC7QhhFSiAA6YaUIB+hmpHDewyAclICw8QADPw8cgNB0GgwwAY7xQq1hvRFh3ed9hVZlXiQLyOlP7rl67RXCqjETrFCo+mvcbk8qyVYVGvqtntQodposuKrWOrXuFoNRfePapRrTV8mq1T7vAwICAg47fQmBJxBTwg4jexj2+gE1Yw7M9lc0x3ZXKSgrvuAamX/ThEkBcbAZk676fbThOFsJkFIoJwDgT6x9tOEYWkmTjgk1I2lj6ouzszEiYaFcpOvDR9ZO+osTMeIR0LKJauOnQd8FMvF6TixcEhZl5EAm0h5bEfXXTwdSAlOk5Sgs/Fg91btW44iJTBbLQCjSgkMGg8e73J0KUF348GTndmUEvSZDAdSAielBJ2NB8EZKcF0KM5Bs8Io1QLaeRhLCWozUaLFWv/Gg2AoJQiwRpAUGAObOW3k+mnyFQ2HWEonlLvJ9WNSIBIOcTadUG4iu3UcS/+UvIdCgvOz6lnpbfkwwSKEYDmrnpXecRLVR7EMhQTnZtW7xgP6I4RYBf5v4Cza/fVnpJS/MWh7KWXH6l2/4ulRpASmEwOghJRg2KTXupSg36TXvpTAil0heCclMO4xoO/t5LF5KcFgu0KwLiUwtisEq1ICox4D+mutSAly+SlmM4eD35RFKcFabJf16kLP3uxKCY6t+KDHrhCsSwnieahktBFn2q4QRpQSdNoVGjGKlKBfqq7jcHRKCdxGyMksFQiSAmNAv1H000QWtPNV7SZXn3ydzfhnIgvaBEe1ieyGD1dkQfeEV6zqwqexXMmmlBuXehLVf7FU7xoPGEgd+FtSyu8IIWaAbwshviSlvOb1iQUEBDiLcULAOv0SAk4gXeq6ryUEnKeJO5PwWF49xy5ASdcApwiSAmNgM3fEbCrKVNxf4V7OJvn2nX2vT6ODrVyJxZk4iag//Mt1lrNJXrrpjq7NKlu5EtlUlFTMZ+NyNsmf3TC31jYutnIlZhIR0gm1uvgPY3k2yWub+eEbjpHN/RLJaJhsyn+x/PJ1tcZlQH+klPeB+63HRSHEG8AyMDApMGwlfBQpgfnGgzCalMDYes2qlMDMSrhKUoKexoPgkJSgs1oAnJESWGk8CN5JCXobD+pnr6aUYLiMAFSSEvSdujsiJehXvWRfSmC38aB2Hr1SgkomRDzfmXAwLSUIsIS/ZgM+ZXO/xPmMv1a9QFv5+vwr92k0JeGQOxnGUdnMlXy3gghaP4kHhTK1RpNoWA3jFN/GMptip1ihUm8Qj6iRHNrMlXxXCQTaNb53WOWoWlcmObSVK7GcTSKEGp85ZlmeVW9cBgxHCLEGvAv4RtfznwQ+CZAgZWrSa1ZKYKnHAAyXEpjsMQCjSQmMegyAHSnB4MQAWJcSGPcYAOtSgsF2hfqzgZQArEoJzNoV6q81KyUw32MARpMSmEsMwIhSgpkEoWK5NzlgU0oQLUAt3Z16cFZK0JsYAC+kBIBWD+YSk+o+oMbsZMLZypV9pTXWWZ5NUW9KtgvdV5p3aJMvf0kHQKsUaErNPUEVtnw6kdWvpa2cOrHczPnL2lFn5TiW6pS9+zVZpY/L+wqNywBjhBDTwO8D/7OUsmNeJaX8jJTyBSnlC9GOCX5AQECAe4SK7nyHaAkB5zmuNnGYuLkyGG+QDv4ohBpLQxOM7rn9/VfcsS5xk3YrPRVu0qWUbOVKfPRJ//iX66xkT6z0VudSHp9Na1zul3j/FXc0cW5yYqVX4tLClMdno7G5f8R717Jen8bI6LG8t1/isTMzHp+NxmauxLPLGa9PY2T0WG7sl1hTZFwGDEYIEUVLCPxLKeW/N/1CEyvhw6UEnY0HwSEpgcnGgzDhUoKuxoPglJRgcONBsCEl6KoW0P8NpAROSQk6Gw8Ox6SUoKvxoBGjSAm6Gw/2oJiUoEiNmVDUcSlBLQPRfPe76XwXhlKCwIRgZIKkgMsUSnUOKnVfddLWObnJPeK9a3Menw3sHVYp15pKJChG5Xgiq8iKbKFU57Da8OW4PPaEz6nRbLBYrlEo1305LvVklSoNRUvVBnuH1WBcBriK0LQpvwO8IaX8NRPbI8LajXu39ZU1KYFNu0LoKyWwYlcIZqQE5uwKYTQpgdnEAIwoJTBtVwijSAmM7QohkBLYkxIYJgZAPSmBhR4DMFxKUMtEieZrQ+0KYTQpQfygTHNar7Ttl3qwLyXotis8wa6UYHBiAPpICdoP6QKBfCDAEhutG0Q/ThjaV2RVQC8X92OZ9rmW5EGVrvl+HpdnMwlCAmWs9Pw8Ls/MxImGhTKx1JNm530oEdLHpSqflwGGfAD4r4GPCCG+2/r5hNcnFRAQEBDN14ZvZIGThICzLIXdaewXyys8RQ3kAwFW8KsdIUAyFmZ+KqbM6vamjyey8UiYMzNxZSYMfp7IRsMhzqbV8YTfyvnTjhAgFBKcn1XHSk8/j+VZ7yU2oxINh1hKJ9hQJJYBg5FSfpUBlbl9CYUQkZNV5nY/bGtSgn6lu/alBD2NB0FpKUH/VmtOSAk6Gw+CM1KC3saD+juxJyUwqhbQ/z0NUoLuxoPglJRAdP3ujJSgt/Fg2/YGeCUl6G48eHIEe1KCzQYsh1uuBF2NB8G6lKCWAZnvdSXoR18pgbn/4IA2gqSAy+gTBj82GgTtvNVZRfTvRBbU8jHf3PdvggW0sndVJl/6efix5B2062lTkQoW339eziaVSVYFOEhIIBKtG9tu6yuFpATGdoVgXUowODEA1qUEVnoMgHdSAmO7wu5zHUFKYGBX2H2EUaQE5hMDnQccKiUwSAyAilKCwXaFYF1KYNeuEAZJCQbbFXa/C8CSlKA3MaD/xa6UoNOuUHvohJTAXGIABiRPnEROrnwgSAq4zGauRDwSYn5qyKeooqxkk7z5oOj1aQBa1UUqFmbWZ/7lOsvZFK9sqJG63MqXiUVCLEz7c1wuZ5O8fHv4F8o42MqViIYFi9P+7FC+PJvkz26Ym4K4zeZ+iXBIsDTj01hmk3z7zr7XpxHgNKEQItWWqOrniT1C1YBmDeZ81cCBrDItYo5XDVQzEOtp+GW/akBWKoh43PGqgduleS4l9WmMc1UDF2f2uVPM+qdqIJ+gmmk6XjWwFN5juxF2vmpgOkHooNzxTpyoGojma9QyUfxSNVBNC2IF7fdKOky80Oh4P5arBkolQknt2g4dlmAqObFVA64zoUkBhQUbk4HuX+43z20dfeVLSu+vgK2WC4KfY7mVK9Fseh/LSRiXDwpl6o3m8I1dZnO/xLlMklDIn7FcyabYKVao1N3RBY7CZq7E2XSCSNifX03Ls0ke5Ms0FLjGA9TlJCHgLNPCnSRvLD98GyuIuDtxOEkIOMudojsOM8eJE4epZtz5ftxu9K5kO4GeEHAaLSHgPMeJAIeJtWVx9ISAE+gJAQCmnKvGW0ucJBq1hIAzbBXSx4+1hECA29hKqAgh/nfgvwCqwE3gv5FS9iTchBAfB34DLQ32T6WUn7ZzXD+xuV/ybSksaDe5lXqT3YMqix6v3m3lS76VDoC2ilhrSHaKFc5mvG2ktrlf8mUzN52VbJJGU/KgUD7uoO8VWrLKv7HUP5+2cmXPLR43JyCW9aZku1D2rTQnoA+hELQqBfpaXzGalMDYrlDb0pKUwMiuEGxICcz1GIDRpASDYnTapAT9YuSMlMBKj4HOA/aXEpjrMQCjSQks2RWCd1ICI7tCUE5KYN6uUP+LOSnB7cMFLk21Pk+67Ar1XVmRElyc2uPOoeZ81m1X2PkOxosgkA8M4kvA35FS1oUQ/yvwd4D/pX0DIUQY+C3gY8AG8E0hxOeklNdsHtsXbObKPHUuPXxDRVnWLctyJc+TApv7JZ457z//cp12yzKvkwJbuRIffmLR03Owgz6R3dgveZ4U2MyVeP+VBU/PwQ7H43K/5H1SYL/Ee9fcWY0bByttn5dBUmBykGGBnNI+s3usryxICYx7DHQeZRQpwWYdliPONyCsZEDknW9A2KxWQYT6xkjfV79jDJMSbBdmWEr3kz3akxJcSexws3ym4zknpAQimUCWyj0xsisliBegktYem7crhGFSgmQ4TklWGMWuEIZLCWrpCNFCvW+PAbAuJYgVyzRnuu+57EsJHgKLreRAj12hfsIWpAT1DETy3ckL+w0IZb2GiET79hgA5xsQdtsVgjNSgl67wu7HY0CB6mk3sBVFKeUXpZR63dNLwEqfzV4E3pZS3pJSVoHfA37KznH9QrnWYPeg4u/VbUVsCcu1Bo8Oqyz7eBVxZfZkIusllXqDnWLF15MWVcZlrdFku1D29bg8jmXO22aD9UaTB4Wy7yurwPtxGXA6WY6Ym/KNipYQcGPH7tzI908I2Kc7IeAUsuRO2XzFpfUoLSHgPNGCOzKK3oSAMyyG3bEOPEkIOEu7g4qTrM640yvrVsm/iy1+xclP+v8W+Dd9nl8G7rX9vgG8b9BOhBCfBD4JcOHCBQdPb/z4vZM2nJy71xOGzQmKpddJgQd5f7s4wIlrgtduDg/yZZrS3+PybCZBSHg/LneKFRpNORnJKkWcMQKcQYYE9VYfgL7WVzCSlMDYrlD/izpSAit2hWBCSmBCbmFFSmAsIwDVpATD5BbWpQT9YmRfSmDFrhDMSAkG2xXqj61ICXr9DnTsSgkGNx7UH1uREpi1K4TRpARGdoX6YytSgkeFKebTh71vxqaU4FJ8h9uV3kScClKCUysfEEL8CXC2z59+QUr5h61tfgGoA/+y3y76PDcwnFLKzwCfAXjhhRd8HfZNH/uX62SSUWYSEc9Xvo694DP+jWUqFiGbino+YdD/L/2cFEhEwyzOxNnw2EpvawKu8Wg4xLmM91Z6x4k/H8cyGQszPxXzPMES4CwyIqjNnNwu95v2AaalBObtCjuPMporQaddIViXEhjbFXY/HkFKYGBXqL/GipTAdI8BcMSVQMeqlMCM3MKKlCCWb1DNhOmNkXNSgpNd25cSVDJh4nlJd3LAtpTgqIRIJQf0GACrUoL16gJrsV362RVq52pRSpA5JJefGtBjAJyQEugEUgILSCbWfWBoUkBK+cNGfxdC/HXgJ4CPyv4t6jeA1bbfV4CtUU7Sr2xNwE0utBwIPJ7ITkLVBWiaY2UmXz6PpQrjchImsqCdv9cTWf26WPH7uMwmPU9WBQQEBGgJAecJuTTp0hICztNhJ+ogWkLAeXJ5b3v7jEp01h05yd36nCv7DRiMXfeBj6M1FvyQlHLQXdA3gatCiEvAJvDTwF+zc1y/sLlfIiTwvKmcXVayakwYQgKW0v6O5fJskrcfHnh6DvpEdhLG5WubLnllmWQSKgVAi+U3bg/PzLvJJFRWgXaNX992R9Ncka4iAAAgAElEQVQc4A3NcP8JViAlsCcl6G48CM5ICbobDxozipTAXLUAjCYl6F2D7dxSNSlBT7XA8S7tSgn6+wYEUoL289PPcXQpgVG1APTG16yUoJlP0cg0TFQLwChSgqXwFtsN4/vUwVICdxHeu2G7gt2eAv8I7dvrSy2/85eklP+9EOI8mvXgJ1rOBD8H/DHaKP5dKeXrNo/rCzZanttRn3pu6yzPJvnGLa8nDGWWJiGW2SRfvrGDlJLWNTN2tnIlzszEiUfcWUUYF8vZJF98fZtmUxIKeRPLzVyJhekYiaj/Y3n/uyVqjaZn19hmrkQ2FSUVc6mp2ZhYnk3yn697e40HOIsMQSXT/7qwIiUYNOk9bVKCfpNeZ6QEnT0G2s+7PyalBCZ7DMBoUgIju0L9eSddCdof25US9NoVgnUpwWC7QrAuJZDVKiIWO96z/lq7UoL1w3nWprqnwvalBGtTj1g/nAeG2RXCKFICAUiXpQSGiQHwQErgEqdVPmCElPKxAc9vAZ9o+/0LwBfsHMuPaF7w/l71Am3CUKzUyZdqZJLudC8dxmbuaDJiOZukXGuyd1hlftobi8dJsUtbmU1SbTR5eFDxrIJkMzcZfvTLs0maUmucuDrnjcXjJH1elmtNHh1WWfDoGg8ICAgI0NATAk7TmxBwBj0h4DSyj22jE1Qz7syQc0133CgCBuPvJRnF2cqXePcF/3pu6yzPtry390seJgVKvGvV/7E89oTPlTxLCmzlyjx9ziWvojGie8Jv7Je8SwrsH/H40ownx3YSPZabuZJnSYGtXIlLC/7SUvaj3ZYwSApMBjLcbu82uGLArJRg2Ep4ICU4bVKCzsaD3Vu1bzmKlMBstQCMKiUwaDx4vMvRpQTdjQdPdmZTStBnMhxICZyTEsQKgmp61MaDMExKMB2Kc9CsMEq1ALRXDLjHqXUfCLBGoym5nyuz/NxkrHyBNmF4+vz4J5N6LH9ikmK5X+K5ldmxH7/ZlGzmSnzs6aWxH9tp2sfley6OP2EkpRbLDz/hjnf1OPHaLlOP5Qev+t+XuH1cvnN1/Nd4gPPIMNQy7c/YlBKYmPRakRKYTgyAElKCYZNe61KCfpNe+1ICK3aF4J2UwLjHgL63k8fmpQSD7QrBupTA2K4QrEoJjHoM6K+1IiXI5aeYzfSx4jvGmpRgLbbLerX3u9CulECkksij1nd8l10hOCMl6LYrNGQkKUGnXaER5pJbNpBA3776/sffAm2F2SmWqTel7zu8Q9vqtkcdtY9jOQGlxSuzJ6vbXvDosEq13uS8z5sMwsmKrFed3vePapRrzYkYl+dntfHglTNGvlTjqNqYiFiutFVWBQQEBARMJsYJAev0Swg4wXFCwGEqGXd65zSZ0G5+ChNUCrjEJHjB68xPxUhEQ57Zvx3HcgISLOlkhOl4xLtYHtsRelMi7iRT8QjZVNSzyZd+3EnQwccjYc7MxD1LsGxM0Oel19d4gAtEJNXMoMLaPptjLCXobjzYvSerUgLzjQdhNCmBsfWaVSmBmZVwlaQEPY0HwSEpQWe1ADgjJbDSeBC8kxL0Nh7Uz15NKcFwGQGoJCXoO3V3QEoQz+uNWHsbD4J1KYGdxoNuE8gHAkZiY0I8twGEEJz30Mdcv7lemYAJgxDCU4vHEws9/1cKgJYo8jrBMgnXOKgRy0lI/AkhWPbw8zLAecLhJiKjTSZ6ra/UkRJY6jEAw6UEJnsMwGhSAqMeA2BHSjA4MQDWpQTGPQbAupRgsF2h/mwgJQCrUgKzdoX6a81KCcz3GIBRpASL4W0eNoz7d1mSEswkCBXLfXsMgFNSgk67QnBGStCbGIBhyYFXhh3TDhOaFAjkAy4xKZ7bOsuz3k0YNiaoUgC8jeXWcYLF/5UCgKeTr0m7xleyKc+rgSYnlknPqi4CAgICAvzLsISAVULF8vCNLFBLu7O+fFxtcsoRQnxcCHFdCPG2EOJv9/n7rwshvtv6uSGEyLX97a8LId5q/fz1YccKKgVcYmO/xPxUzPee2zor2STXtlxv39GXSfEv11nOJnl53Zvyp439ElOxMOnkhMRyNsVXbux64gm/lSuRjIbJprxx5HCa5dkkf/TafZpNSSg03lhu5kokoiHmp9zvGjwOVudSvHTrkSfjMsB5ouEG6VktyTPYD3sEKUF3tQA4JCXobDwIDkkJTDYehAmXEnQ1HgSnpASDGw+CDSlBV7WA/m8gJXBKStDZeHA4JqUEXY0HjRhFStDdeLAHi1KCaKFCLR2nX+NBsC4lKFJjJhRVTkogGJ98QAgRBn4L+BiwAXxTCPE5KeU1fRsp5afatv954F2tx3PALwMvoNU2fLv12v1Bx5uMmYGCbOZKE7OyDdqE4dFhlVK1QTLWq1lyk839yYtlsVynUK6RTox3QrnVGpeTMlFZySYp1RrsH9WYG/OEUh+XkxTLWkOyU6xwdsyNKDf2j1jJpiYmlhfmUhxWG+wdVj2zHg1wjliozvn0ydSo0/pKJSmBTbtC6CslsGJXCGakBObsCmE0KYHZxACMKCUwbVf4/7f35sGNpOeZ5+8DQIAkSILFoy4WWayqrur7LrVaarlbat23dXhtKeTxWOFRONbe9YTXMw5ZO16HvB7L4xivHWPvyL221vI1steHJMuSWrdtWd3qS32o764qVhVZVWTxAkgCBAjg2z8SSeJGIvElCCLfX0RFgaxkZuKtBIjvzfd5HmhGSlA/rhBEStCalKBuYwA6TkrQT5hkPtOUxwA0lhJsxXroiW81jCuEVqQE1VoPrUsJyuMKd3CeSmAMrduZPnAX8IrW+iyAUupzwHuB52ps/yGsRgDAW4Gva62XCz/7deBtwP+odTCRD3jE3EqyK0yzbOzs8t0YiZ1bTXVVLbcz4Xdh7H1uNdU1I9pQHKW3O9el1NIM3fYanyq8X14UXwFBEAShCZL5ygkGE/TEtxpv5IL8gDc3EQ4Ec4036g7GlFKPFf35WNG/TQAXi76eLXyvAqXUUeAY8K1mf9ZGJgU8wM7cfkMX5Jfb2B9yLywnOXlgsG3H1Vozt5Li3pPjbTum12znmK+kuP7QUFuPfanLstPtheTcSopbjrT3ec2uJLnlSKzxhnsE28hzbjXF6TYfe3Ylxa1t/v/zkqnRnffL27ro9eZXIoEsR6OVd6LcSgnqTgtAC1KCaqO7rUsJKowHoaOlBNWt1kxICUqNB8GMlKDSeNB+Jq1JCepNC9h/+0FKUG48CKakBKrsazNSgnLjwZLt67BbUoLARgqifTWMB+3jNy8lmMvBRLCQSlBmPAi7KyUwLB9Y1FrX+thV7b+n1tF/AvgbrbX9H9fMzwLSFPCEpY2MlV/eRSPvdlPg/FJ77yKuJLdIbeW6qpb2Qrbdd2STmSwrya2uuiM7aU9dtNkgbyNdqGU3XZfbkwLtreV6Ostql9XSvi4vLovZYDcQUVmO91VfALuREtSLK4TOkxLUjysE91KC2o0BcC8lcOMxALsnJagfV1h+rk1ICerEFZYfoRkpgfPGQOkBG0oJGigAO09KUDuuENxLCVqNK4RaUoLacYXlzwJwJSWobAzY/9KqlKA0rtB6uItSgvalD8wCk0VfHwEu1dj2J4CfK/vZ15f97HfqHUyaAh4wtx1H2B0O7wAj0TDRcJALbf6QO9dF+eU2YwNh+nqCbR8t7qaYTBs7E77dC9mdOMLueY33h0OMRMPtr2UXvl/2hYOMD0a40OYmquANYZXlWGSh7jZNTQ0MRQgl0sanBnoSFAy/irdufWpgXWcYUGHjUwOZGITj5c+s9akBnU6jIhHjUwPnUqMc67OXMeamBo4OrnB+bd/emRqI95KJ5Y1PDRwILjOfC5qfGhjoJbC+WfJMTEwN9MS32Ir14OXUwECglzx5I1MDmSFFOGF9nR4KEknkSp5Pd00NdA2PAieVUseAOayF/4fLN1JKXQvsAx4q+vaDwH9WSu0rfP0W4OP1DiZNAQ/YztzuooWsUoqp0Wjb73zNrVrH66aFrFKKyZG+tjdY7MmEblp87VYm/E4tu+e6BOv5tHvqwn6Nd9P7JVjTVe1+jQt7g1Ai7cl+dxoCZhlQ3pi4huONt3GDinhTh52GgFnOr+1rvJELthsnhsnE8o03csF8zhsTa7shYBqrIWCebfkAWA0BQ4SLujh2Q8AEgb6i391Rc7/Hp3t3Go1WQ6BzaFf6gNY6q5T6eawFfhD4jNb6WaXUJ4HHtNZfLGz6IeBzWu84IGqtl5VSv47VWAD4pG06WAtpCniAvWDopnFYgKmRPs5c3WjrMWe7cFIArAVDuxssdi0nu+y6nBxpfyZ8N05dgPU6e3F+ra3H7Nrrcl8fj87UTP4R9hA95JkKNb47t9tSgvpxhdaWrqQE9eIKoQUpgTOPAWhOSlCrRn6TElSrkRkpgRuPgdIDVpcSOPMYgOakBK7iCmH3pAT14gqh46QEucwWKtxjXEpwbmOMY9HC+0lZXKG9q9pSAg/RQL59+gGt9ZeBL5d971fLvv61Gj/7GeAzTo8lTQEPmFtJMRgJEevrjvxym6mRfr7z4tW25pjPraboDwcZ7pIseJsj+/p56Ex7c8xnV1KEQwHGuiwibXJkd2oZCQUY77JaTgz38e0XF9pay7mVFOFg912XUyP9fPGpS2SyecIhCfrZywSV4kDQuV61GSmB47hCaBzFt5FER/treAyUHqUZKcFcFiZC5g0I0zFQcfMGhPlMBlSgao3sfVU7RiMpwXxikAND1ZqmrUkJTvQucGaz1JjahJRA9fWiU5sVNWpVShBJQHrIeuw8rhAaSQn6ghFSOk0zcYXQWEqwNRSiJ5Gt6jEA7qUE4bVN8oPlzvutSwmuAuOF5kB5XOH2CbuQEmRjEIqXNy/MGhDWjyu0j9CalKA8rhDqSQmEZpBPKh4wV8iC7zamRqOks3murnsz+liNuRUrqqxb8sttinPM28XsSpIjw31ta+i0i92q5cS+7rsuj+zrY3Mrz+J6O2tpvV9223U5OdJPXluJH4LQDnTUG2nYRMjZkq9ZrIaAFzv25qNt9YZA65Q3BEyhU96Mzac9Ck2yGgLm6Ul4I6OobAiYYTy41XgjF+w0BMyiQt7ctJscdNZG2RW0wT8dhEwKeMDsSqrrxoqhNIHgwJA3b4bldG2DpSjHfLRNd0gvLqc4MtI9fgI2xXGZ7arl3Eqqq7wZbCa3r8sk44PtqeXsaqrr5EFQel1Oj0V3+WyEVggQYDhgf1xyFn21G1KC+nGF9r90jpTATVwhOJASOJBbuJES1JcRQKdJCRrJLdxLCarVqHUpgZu4QnAiJagdV2g/diMlqMw7sGlVSlDbeNB+7EZK4DSuEJqTEtQzHrQfu5ESLCWijA5VkSw7kBJ4Tbs8BdqNNAU8YG41xauPjez2aRin+EPuXW16fnOrqa7M+Z4caX+O+exKkpuPxNpyrHZSfF3ePuWNYVM5syspbjjcfbU8Olqo5VKSO9pUy7mVJG+6/kBbjtVOpkZ3rkthb6Oo5W7tVkpQuzFgH8+NlMB5XGHpUZpLJSiNKwT3UoL6cYXlj5uQEtSJK7R/xo2UwLHHABhJJbBxLSWI9qM2knXlFm6kBOF4jkwsSGWNzEkJdnbdupQgHQsSiWvKmwMtSwmSKVR/Xw2PAXArJZjJjDEdXqRaXKF1ri6lBLENVuPRGh4D0E1SAsEd0hQwTDy1xdpmtivvbk8M9xFQ7fuQu9GF+eU2kyPWc2qX2eB6OstKcqsrJ1jsO/btin9LZrIsbWS6u5Ztui43t3Isrme6clLgwGAv4WCg7YaigiAIAGrDm/ceqyFgHq/u8FoNAfOofm9+b1kNAfOsxvfWxFrPcPukyk2ju3NUQJoChpnbdsvvvtHicCjAoVgfF5bak0DQjdGONv3hEGMD4bYtGLoxC96mLxxk/2CkbQvZuS5NHgDo7QlycKiX821qsGynOIx0Xy0DAcWRkT4utjkZQ/CG2nnYIiWAzpISlBsPghkpQbnxYH2akRI4mxaA5qQElfdgS7fsNClBxbTA9i5blRJUzw0QKUHx+dnn2DlSgny8n1ws52BaAMqlBF4j8gHBEdsL2S5cMEB7s7e7efEFloSgXQsGO7Kv22LfbNp5Xc52cYMF2huXudP4695ainxg75MvcoOqjL5yIyVw1hiA5qQEtRa9fpMSVFv0mpESlHoMFJ93dRxKCRx6DEBzUoJ6cYX2902mEhQ/blVKUBlXCG6lBJkYhOP2/3Tl8t2tlEBnMqiwdSL14wqhGSnBzMYo09HypXDrUoLp6BIzG6NAo7hC6DQpQd3GAFRKCQRXSPqAYeYKi69uXcgeHe3nwnJ73LRnZcFgDHuRJwvZ1un6BstoP+eX2zMNNNvl75dTI/1tk7UIgiAIlVgNAfPYDQHTVDYEzGA3BEyjq8Q2miAT69Db8SaTBzrsKcqkgGHmVlP09gQYjXrzZrHbTI70s7ieZiOdJRrx9vKZW0nRE1Tsb5MLeruZ3NfPl56+TDaXJxT0tj83u5IiEgowNtC91+XfPzlHOpsjEvJG72gzu5oiHAow1qakg3YzNdLPfCLN5laO3h5vazm3kiIUUG1LM2k3k/v6SWxmiSe3iPV7E9skeE8OvR2XVjsP27mUoNJ4sPzxDs1ICRrdCRcpgd+kBGXGg1SvETQnJXA6LQDNSgnqGA9u77J5KUG58eDOzlqUElRZDPtRSqAiEXQ63XBaACrrW09KEE4oMkPNGg/CzsSANyhAiaeA4ITZlRSHh7svv9xmqiiy7LqDHoXVFphbTXEo1n355TZTI/3k8pq51RRHR701gLFjMrv5utTaWmQeHx9o/AMtMLuS4shw916XdgLBxeUkJw8Menqs2ZUUh4Z7CXZpLYtTRm7u7760Cr+Q1bCWrx595UZK4MZjABxICRwset1ICRw3BqAjpASNFr3upQTVFr2tSwncxBXC7kkJ6nsM2HvbeexcSlA7rhBakBIMw9ZqhOpxheBWSlDPY8D+WTdSgtV4lOFYvWk9d1KC6fAiM5mxir0ZlRKUeQyAGSlBeVxhXbavh9lGW7on33iTvYjIBwwz16WZ2zbFkWVeM7eS9EUt22HqNrua7FrpALQ3/m12JdW1niFQupD1mrnVFEe6VB4EpXGZgiAIQvvZWt1bU331GwLuqdYQMIFOeiMpTse682ZBJyOTAoaZW0lx42Fv76DvJu38kDu3muJHTo57fpzdYnrMmg44v7QBePs8Ly6nuG1y2NNj7CZtvS5XktxwwwHPj7NbHG1jLWdXkl39GrejR6UpsLfJ6CDzOftuWWkedidJCcqNB8v35FZK4Nx4EJqTEtSPXnMrJXByJ7yTpAQVxoNgSEpQOi0AZqQEbowHYfekBOXGgztn35lSgsYyAugkKYHq74PyxoABKUEkDumY/X5UajwIDaQEHiPyAaEhqUyukF/evXe+Yn09DPaGPP+Qm8nmWVhLd/WkwP7BCH09QWY8nhRIbG4RT2119XW5fzBCb0+AmUVva5nK5Fhc7+7X+Eg0TDQc9HyCJZ3NsbCW7lqTQYDB3h5GomFpCuxxMjrEXM6Wf5RGX/lBSuDKYwAaSwkcegxAc1KCeh4D0IqUoHZjANxLCep7DIB7KUHtuEL7u36TElTGFYJbKYHTuEL7Zx1LCeJ9ZGM5580Bh1KC8eA8V3P1vW06V0pQGlcIDqUEXtCBBoGmEPmAQeZWrV9w3byQVUq1xTX/0moKrbvXlRysWh4d7S9MCnhHt0c7glXL6dGo97Vc7W63fCi8xkejnqc5XF7dROvufr+EQvSoNAUEQRAEB2RjucYbuaBRQ8AtgbXNxhu5YGtI7lu3G6m4Qez88m7WG4OlhX/hypqnx7CbDvZYeLcyPRrllavrnh5jdrsp0P21fGnB2+ty1gcNFrAkBF7Xcm7VH9fl1Eg/T110ds9H6EzSuoeZTEHmUp6H3UlSgvJpATAkJSg1HgRDUgKHxoPQ5VKCMuNBMCUlqG08CC1ICcqmBey/RUpgSkpQajzYGIdSgjLjwXo0JSUYjBBaS1efFgDXUoKeRJqtoQjVjAdhN6UEGkQ+sLeZT2zyzGycN16/3zMHdvtDrh/ufH3juQVyee2Za/jFQn65bSDXrRwd6+dbL3hbSzsLfrLLF7LTY1G++cK8pxGPvmmwtKWW3T91ATA10sdXnmlP9KjgDZlciJnNIpOukugrP0gJWowrhKpSAjdxheBESuAsrhCakxI4bQxAk1ICx3GF0IyUoH5cIYiUoDUpQd3GALiWEoQTkBmyvnYeVwiNpAT9hEnmM015DEBzUoJA2RbbtCwlqCZU2D0pgerOnoB/5ANffuYyP/Onj7G0UdnBM8WF5SThYKBrM7dtpkb6yeTyzCe8GRmColoOdnctp0ejZHJ5rnhYy4vLKfp6goxEG4T67nGmR/vZymkux72r5exKinAwwPjA3nIzbpZjY1YtL616V8u5lRQBBQdj3f0anxrpJ5v39roUBEEQuoOMR17lybw365+e+FbjjVyQH+juzwadiG8mBY4VnN7PLW4w5tEH+ovLSY7s6+vazG2boyNWLS8sJzns0VSEXctuzYK3sWMJZxY3PJswmV2xaunVhEynMF30Gp/0SHYyu5JkwgfX5bEx637VuaUNz6Z1ZldSHBzqpafL756/4br9/N3//FrGB7u7kdTNZPJBzm1UifPqMClB3WkBaEFKUG10t3UpQYXxIHS0lKD6/VETUoJS40EwIyWoNB60n0lrUoJ60wL2336QEpQbD4IpKUGZ8SBmpATlxoMl29ehkZQgPRQkkrCuibrGg9CUlCCwkYJoXw3jQfv4uyQlEPnA3ua4/SH36gavmh7x5BgXlpNdP+4ORfFvS0nuPj7qyTEuLCc9W9h1EtOj1kJ2ZmmDe67xJkN2diXV9SPasFNLLyMeZ1dSXS8PApge22lW3XfKm1peXEl2vQwDYP9gL/u7fOKp28nmAlxcqxHp6kpK4KwxAM1JCerFFULnSQnqxxWCeylB7cYAuJcSuPEYgN2TEtSPKyw/1yakBHXiCsuP0IyUwHljoPSADaUEDYYkO09KUDuuENxLCVqNK4TdkxJUNgbsf6kuJfAUDSrfeLO9SEtNAaXUbwPvBjLAGeCntdYV16tSagZYA3JAVmt9upXjumFiXx89QcXZRW/cybXWnF9KcsfUPk/230kcHu71tJZgjbzfPtn9tTw41Es4FPA0/m12Jcnp6e6v5YEhK+LxnIexhLMrKd50/X7P9t8pjA9EiIaDnPPwNX5+Kcm9HjUcBMEkOqdYSkTrb9TE1MBwIMtqPovxqYGhCKFE2vjUQE+CguFX8datTw2s6wwDKmx8aiATg3C8/Jm1PjWg02lUJGJ8auBcapRjffb9TXNTA0cHVzi/tm/vTA3Ee8nE8iSAxGo/Q8P1fpc7nxo4EFxmPheEMEyHr+6YhhbhampgoJfAunUOgb5eSG0amRroiW+xFesBgkTikI6ZNyAcCPSSJ9+1UwOCO1qd2/w6cJPW+hbgJeDjdbZ9g9b6tt1oCAAEA4qjo1HOLXrj9B5PbbG2me16t3yAUDDA1Ei/d7VMbhFPbfmiloGA4uhIv2eLr3hqi8Rm1heTAnbE44xHsYSbWzkW19O+mBRQSjE9FvXsukxlciyspTnqg9e4IJRjNQTME0qkPdnvTkPALAPKG5+bcLzxNm5QEW/qsNMQMMv5NW9uBmw3TgyTie0sqes3BJpjPrezSKzWEHCL3RAAIGXOM8ZqCFjsNARaZ1s+AFZDwBDhor6U3RAwQaCv6LNWtMM+d2lt7k8H0dKkgNb6a0VfPgx8sLXT8ZZjHn7Ite/0+mEhC3B8fICzV72ppZ084Af5AFha+BmPrssdh3ef1NLDWEI7a94PEiGw3i+fmfPm0/UFn9VS2OPkFFurDvSqXSolqB9XaG3pSkpQL64QWpASOPMYgOakBLVq5DcpQbUamZESuPEYKD1gdSmBM48BaE5K4CquEHZPSlAvrhBcSwl2JnOqxBXiXkqQy2yhwj2upASe01lreWOY9BT4KPBXNf5NA19TSmngD7XWD9TaiVLqY8DHAKampgyeHhwfi/JPL131JP7Nbx9yj49H+acXva3l5EiHdQY9wq6lF5FlOxF6/qill1F6M4XGn+1d0O0cG4vylR9eYSuXN24GeL4wzXHUJ7UU9jaBHATjTURfNZASuIkrhMZSgkwsSDheOrprQkoQ3Eiio/01PAZKj9KMlGAuCxMh8waE6RiouHkDwnwmAypQtUb2vqodo5GUYD4xyIGhas3s1qQEJ3oXOLNZKnczISVQfb3o1GZFjVqVEkQSkB6yHjuPK4RGUoK+YISUTtNMXCE0lhJsDYXoSWSregyAewPC8Nom+QofmtYNCK8C44XmQHlc4fYJtywlqO0xYB3PnZSgWn3rSwkENzT8pKeU+oZS6odV/ry3aJtPAFngL2rs5h6t9R3A24GfU0rdW+t4WusHtNantdanx8fN6k2PjUXJZPNcWk0Z3S8UNQV8cnf7+JgVpTe3Yr6WF5f9NSlwYnyATC6/vYA3iV1Lv0wK2FF6cx68xu2FrF+aAtOjUXJ5vX0NmcR+vxT5gCCYw24ImEZHvXmdToScLfmaxWoIeLFjs81Rm+oNgdYpbwiYQhsclS8m7VEUn9UQME9PwhsZRWVDwAzjQW+iA0NxbzT8KtTTeKNdQmlt7E8n0fCdU2v9pnr/rpT6KeBdwBu1rv7stNaXCn8vKKX+HrgL+OfmT7c1jnkYWXZhKcnYQIT+sD8CHY6PW8NsZxbXjU9HXFhOsq+/h6Hezn1DMMmJceu6PLu4vh2rZ4qZpQ2GekPs6/dLLa3r8uzVDeN3oWeWNoj19RDzSS2LIx7t17spzi8lGewNMeyTWgp7G5WDcLzJ6Ks6UoJW4wqt82iflKB+XKH9L50jJXATVwgOpPOPSyEAACAASURBVAQO5BZupAT1ZQTQaVKCRnIL91KCajVqXUrgJq4QnEgJascV2o/dSAkq8w5sWpUS1DYetB+7kRLoYcitVkslaE1KUM940H5cW0rgMR22mDdFq+kDbwN+GbhPa131dpJSKgoEtNZrhcdvAT7ZynHdcmx850OuadfrC8tJpnwy7g7WpABYi683XGt2336JI7Sx4zLPLGxw/3Vm9z2zmOTYWBSl/DFOZTcFXllY5w3Xmb1Lcn4pybRP5EGw8xr3wofl/HKSo6P9vrkuhb2NyhWbaZVGX7mREtT3GAD3UoLajQHrzN1JCZzHFZYepblUgtK4QnAvJagfV1j+uAkpQZ24Qvtn3EgJHHsMQFNSgolQgrls7dvvrqUE0X7URrKu3MKNlCAcz5GJBamskTkpwc6uW5cSpGNBInFNeXOgZSlBMoXq76vhMQBupQQzmTGmw4tUiyu0ztWElMBZXKF1PC+lBIIbWm2n/D4wCHxdKfWkUurTAEqpw0qpLxe2OQB8Vyn1FPAI8I9a66+2eFxXjA9EGIiEPPmQe2E56St97Eg0zFBvyJMEgpmlDd+MaAPsi4YZiYY561Et/XRd7ouGGY2GOXNVatkq9nXpRS0vLG1wdMQ/tRQEQWg39RoCraA2vIn9tRoC5gm0vNSpjtUQMI/q9+YGo9UQMM9q3Ge/yzVWd8LUnw6i1fSBa2p8/xLwjsLjs8CtrRzHFEopjo1FOWu4KZDJ5rkcT/nq7rZSypMEgnQ2x9xKivfdfsTofjud42NRznhQy0urKd5/h79qeWJ8wPhCNpO1/DPed9uE0f12OteMD/DyvNlaZgv+GW+/+ZDR/QqCVwRyxQuA0jxsV1KCMuNBECnBDp0rJSg3HgQzUoJy48H6NCMlaHxv3Y2UoHImpHTLTpMSVEwLbO+yVSlB9dwAv0kJjgzGmV2L1TAetM+x3VIC71B0nheAKXw3Y3FiPMqjMytG93lxJUle+8806/h4lO+9YjZf9+KyVcvjhrX1nc6J8QG++ULjjwPNcHE5RV7jq5F3gBP7ozz4rNlazq1atZzy0aQAwIn9A3zlh5fRWhsb9b8c3ySb1757vxT2LiqnicSLP4oWL3rdSAmcxhVCc1ICZ40BaE5KUGvR6zcpQbVFrxkpQanHQPF5V8ehlMChxwA0KSUYitCTSJe9EkqflRspQSiRJjtUfB3Ze9t57EZKsJrPMhwI1YgrBLdSAiuKz/6frly+u5US6EwGFbZOpH5cITQjJZjZGGU6Wv4uZVZKUB5XuMNuSQmEZmiDG0NncfLAIHOrKdbT5lxD7bvlx8f9tWA4PhblSmKTDYO1PLdYiH3zWVPg+HiUxfUM8aQ5d9iZwkSM32p5YnyA5Y0MyxuVkT9umdlOHvDXQvbk/gFWk1ssGazl+SV/xbcKgiB0Ez0Jb9z8KxsCZhgOeHP/0zYfNY3dEDBNZUPADDMbo57sV1eJbewYtDb3p4Pw3aTAyf22qds6t04OG9mnrau3DeP8wjV2La+uc8sRs7U85rc7skVpDndM7TOyT3sh67taFl2XI9ERI/s8X2iw+MlTAHZe468srDM2YOYDm31d+q2Wwt5F5fJF8WPlQ69upASlxoNgRkpQaTxY/niHZqQEje6Ei5TAb1KCMuNBqtcImpMS1F6QtColqGM8uL3L5qUE5caDOztrUUpQZTHcyVKC431XOZsqNW83ISVQkQg6nW44LQBO3vEM02GLeVP4rylwYBCAl+bXjDUFzl7dYDQa9k1Umc2pQi1fvLJmsCmQZMSHtbSnTM4smG0KDPkw9u2a8Z3G36umzTQFZpaSRMNBxga86eB3KnZT4OWFde4+buZuwNmrG/T1BDk05E0WsyAYJ6/L7o5WG3ptQkpQJ67QeuhOSuDGYwAcSAkcLHrdSAkcNwagI6QEjRa97qUE1Ra9rUsJ3MQVQnNSgvK4QqjfQHHvMWDvbeexUynBhSxMhSqbAy1LCYZhazVC9bjC0mfSjJSgnseA/bNupASr8SjDsXreVR0sJSjzGID6UgLBHb5rCkzu6yMcCvDKgjnzrLOLGxzz2Yg2WHf6wqEALxus5bnFdd+NaANMjfQTDpq9Lv0WR2hzeLiPSChg1Gzw/NIGU6P+q+WhWC/RcJAzRt8v1zk2FiUQ8FctBUEQhPZjNQTMs7XqjdzBK+o3BNwzkxnzZL86mfJkvy1jpw90Ib5rCoSCAY6PRQ0vZDd4w7XjjTfsMoIBxYnxAV6aXzO2z5nFJPdc480bTCcTCgY4sX+AF03WcmnD2NTBXiIYsJIxTDZYzlzd4OYjMWP72ysopTix33Qt17lt0n/XpbCHyeUJrFt3GSvzsLtfSlBuPFi+J7dSAufGg9CclKB+9JpbKYGTO+GdJCWoMB4EQ1KCMuNBzEgJyo0Hq9M5UoJy48Gds+9MKUFjGQG4kRJMhpa5mK09lelWSqD6+6C8MdCklMArJH2gizh5YJAnL5pJIFjb3OLqWppjPvMTsDl1YIDHDKU5JDNZriQ2OTbmv0kBgGsPDPDIOTMdbb/GEdqc3D/A4+fNXJebWzkuriR53+3+iiO0uWZ8gO+dMWNQtLmVY3Ylxft9Fjkq7HF0HjasD6eV0VciJYDSBZ1TKYErjwFoLCVw6DEAzUkJ6nkMQCtSgtqNAXAvJajvMQDupQS14wrt73aqlKA8rhDMSAkq4wqh46QE8T6ysZzz5sAelhII7vClBOPk/gFmV1IkM6275p9b9GfygM2pQprD2mbrrvkzheQB3zZYDg5yKb5JPNV6Lc8v+TPa0ebag9Z1mTBwXZ5b3EDrHQNDv3HNgQGuJDaN1HJmyd+1FARBEIR6FC9wTZKN5Rpv5IKrOW98qwJrm4032i0kfaB7OLl/AK0tw6ubJlobCd6OI/Tp4ss2G3zZgEHeduybTycFrjtYqOX8GqdbNMh7ed4a9z55wJ+Lr+sP7Zhgtmo2aI/O2waGfuPU/oI565XWr0u/v18Ke5S8htTOB9TqedhdLCUonxYAQ1KCUuNBMCQlcGg8CF0uJSgzHgRTUoLaxoPQgpSgbFrA/lukBKakBKXGg41xJiWIhSCuK1MJqtGUlGAwQmgtXX1aAOpKCbyl8xbzpvBnU6CwUHppfq31psDiBgHl38ztU4Vavjy/1nJTwF58+dG0EYrSHEw0BRbWUGon6tBvXHtwCIAXDDQFzlxdRyn/TgNdf9iq5fMGmgK2YaFfaynsTbTW5FM78gEbkRK0KiVoMa4QqkoJ3MQVghMpgbO4QmhOSuC0MQBNSgkcxxVCM1KC+nGFIFKCFqUEfX3b7zcVjQFwLSUIJyAzZH3tPK4QmpMSOGsMQHNSgkDZFts0kBIIzeHLpoDtmv/CldZN3c5eXefIvn4ioUqzDD8wua+f3p4AL823bkT20vwakyN99Id9eVkyMdxHNBzkJQPX5csL60yN9NPb48/r8nCsl8HeEC9ecXbPoB6vLKxzZF+fr2s51Bvi+cut1/Ls4gYTw/59jQudhVIqCDwGzGmt37Xb5yMIgmA3BExjNQTMk8xXTjCYoCfeoYt7jUwKdBM9wQDXHhjkuUtmFgx+vusVCCiu2W8mgeDl+fXtUWU/opTi1MFBIwkEr8yvc9LHum2lFNcdHOSFywZqubDuW+kAFGp5aIgXTDQFrvr7/VLoOH4BeB6o/3FZa3TG+oBanoftRkrQ0Lazw6QEdacFoAUpQbUatS4lqDAehI6WElS/P2pCSlBqPAhmpASVxoP2M2lNSlBvWsD+2w9SgnrGg9CKlKDMeBAzUoKBQC958k0ZD0JjKUF6KEgkkSt5Pk6lBJ7TpW6GvmwKANxwaIivPz+P1tp19vhWLs+Zq+vc58M4wmKuPzjEt15YaLmWZxfXuf/6/YbPbm9x7YFBHnz2Sku1zBZq+frr/H1dXndwiM//YK6lWubymnOLG7zOhzGZxdxwaIi/fuwi+bwmEHBXS601Z65u8ME7JXlA2H2UUkeAdwK/Afxio+0bRV81IyVw7jEAzUkJnDUGoDkpQb24Qug8KUH9uEJwLyWo3RgA91ICNx4DsHtSgvpxheXn2oSUoE5cYfkRmpESOG8MlB6woZSgTmMAzEgJ6jYGoEkpQe24QjAkJSiLK2yE11KCbkAp9Tbg97CK8Uda609V2eZ/An4Na47hKa31hwvfzwHPFDa7oLV+T71j+bcpcHiIv3rsIvOJNAdjva72MbO4wVZObxvE+ZWbJmL8f4/PciWxyaFYn6t92LU85VNjPJtrDw7yuUcvsrCW5sCQu+vy/HKSrZzmpI+nLsCq5Vo6y9xqiiP73Hl+zK2kSGfzXOPjqQuwjBuTGSua8eiouzv9VxKbrKeznJBJAaEz+F3gPwJV3yiVUh8DPgbQy877R3lzwNXUQDxEJqaNTw0MB7Ks5rMYnxoYihBKpI1PDfQkYGvI/NTAus4woMLGpwYyMQjHy59Z61MDOp1GRSLGpwbOpUY51mdfYeamBo4OrnB+bZ/1fxKDdNy8AaHRqYF4L5lYngSQWO1naDhZ6wdpZmrgQHCZ+VwQwjAdvspMpvJGjKupgYFeAuvWOQT6eiG1aWRqoCe+xVasBwgSiUM6Zt6AsFOmBgpPyDNUm+QDBYnbHwBvBmaBR5VSX9RaP1e0zUng48A9WusVpVTx3dWU1vo2p8fzZSQhwI0F86znLscbbFkb25Pg2gMeCXX2CHYtn51zP15sexL4fSF742HL+PKHc+6vy+3kAZ8vZO1m3YsteDScuWrV0u8RetcfKpgNtiAhsKUc1x3y9/ulsPsopd4FLGitH6+1jdb6Aa31aa316Z6Su9qtk4l584HSagiYJ5RIe7LfnYaAWQZUg1u4Lgm7/7VcFxXxpg47DQGznF/bMZVOx93dvKjGduPEMJnYzpK6fkOgOeZzO4vXag0Bt9gNAaAk9aRVrIaAxU5DoHW2zQbBaggYIlz0ccNuCHQM7YskvAt4RWt9VmudAT4HvLdsm38H/IHWesU6Nb3g9mn5dlLA/mD63KUE9193wNU+XryyRjCgOLHf33e+rj80hFLww0tx3nSDu1q+NL9GQOH7O7I3HrZq+cxcnDde766WryxYiy+/L2SvLTQFnruUcF1L29/B7w2WUwcGCSh47vIab7vpkKt9PFdoKFzr88kqoSO4B3iPUuodQC8wpJT6c631R5z8cOtSAjdxhdBtUoL6cYXWlq6kBPXiCqEFKYEzjwFoTkrQalwhdIeUoFqNzEgJ3HgMlB6wupTAmccANCclcBVXCLsmJYjntoipnqpxhdZu3UkJdiZzqsQV0kBKYO1orzCmlHqs6OsHtNYPFB5PABeL/m0WeHXZz58CUEr9K1ahfk1r/dXCv/UW9p0FPqW1/ny9E/FtU2AgEmJ6tH/7g6obXriyxrGxqG+TB2yikRDHxqI824Jx40vzaxwdjfrW4d0mGglxfCza0qTAKwvrTAz3MRDx7csbgMHeHo6PR3lq1n0tn7uU4HCsl+F+b+487RV6e4IcG4u2NilwZY0j+/oY6u1pvLEgeIjW+uNY45YopV4P/FK9hoAKKFTA+t1UK/qqOSmBi7hCaCglGAr0Fd2pcxZXCI2lBJlYkHC8dHTXhJQguJFER/treAyUHqUZKcFcFiZC5g0I0zFQcfMGhPlMBlSgao3sfVU7RiMpwXxikAND1SblWpMSnOhd4Mxmqf+TCQNC1deLTm1W1KhVKUEkAekh67HzuEJoJCXoC0ZI6TTNxBVCYynB1lCInkS2elwh7g0Iw2ub5AfLJzvMGhDWjyss2r4O1aUEtT0GrONVaQyYGwopRQN5o9Nei1rr0zX+rVq/o/zgIeAk8HrgCPAvSqmbtNarwJTW+pJS6jjwLaXUM1rrM7VOxLfyAbB8BVpJIHhpfk3uehW46XCs5Vr6/W6szc0TMZ5poSnw/OU1Tvrcm8Hm1iPDPDPn7FdbNZ67nOCGgqTD79x4ONZSs+r5ywmuOyjSAUHwCpOju8XYDQHT6Kg7r5dGTIRaT0qphtUQ8GLH3nwUr94QaJ3yhoAptMFR+WLSHv3asRoC5ulJeHOLu7IhYIbxoDfRgaF4p94kNCgdaCwfmAUmi74+Alyqss0XtNZbWutzwItYTQK01pcKf58FvgPcXu9gvr6VeMOhIb78zBXWNrcYbPLu1UY6y4XlJD8mTtqANfb+xacusbKRYV+0ubuq6WyOmaUk77jZ3Vhyt3HTRIzPP3mJhbVN9jf5Jp7K5Hh5YY233OhuXL7buOVIjL//wRzzic2mjRtTmRxnr67LdVngtslhvvjUJVe13Nwq1PKmgx6dnSC4Q2v9HawPS7VRAVS48HutLPrKnZSg2p3w1qUErcYVWufRPilB/bhC+186R0rgJq4QHEgJHMgt3EgJ6ssIoNOkBI3kFu6lBNVq1LqUwE1cITiREtSOK7Qfu5ESVOYd2LQmJbiYhcnQclXjQfuxGymBHobcarVUAodSgpWGh9kLPAqcVEodA+aAnwA+XLbN54EPAX+ilBrDkhOcVUrtA5Ja63Th+/cA/6XewXzdFLjlyDAAT12M87qTzUWOvVTQGp+SSQFgxyDv2UuJpmv54pU1cnktdxEL3DyxYzZ4/3XNLb5euJIgr63GgmA1BQCeurjKW25sbkFq1/IGMcYD4NZJ6/3yyYurvLXJWr48v05ei8mgsEcJBErN4KpEXzUnJagdVwjupQT1PQbAvZSgdmMA3EsJnMcVlh6luVSC0rhCcC8lqB9XWP64CSlBnbhC+2fcSAlS8UF0LNvYYwCakhJMhBLMZWu/l7uWEkT7URvJunILN1KCcDxHJhakskbmpAQ7u25dSpCOBYnENeXNgZalBMkUqr+vhscAGJES1IsrtE/YlZTAWVyhdbw20Kb0Aa11Vin188CDWE/4M1rrZ5VSnwQe01p/sfBvb1FKPQfkgP+gtV5SSr0W+EOllP0r6VPFqQXV8LV84LapYZSCJy40306yHc39Hkdoc9OE9QviqdnmR7WfLmi+7QWc37lxImaZDc42PwJpj3dLU8DihkMxggG1fY01g+03Yqdr+J0bDw/RE1Q8ebH517jtRSDvl4IgCO1Bx7wZQ6/XEGgFteGNCNxqCJgn4NESymoImEf1u4sMb8R0uL4nh1tW4x1s4t4++QBa6y9rrU9prU9orX+j8L1fLTQE0Ba/qLW+QWt9s9b6c4Xvf6/w9a2Fv/+40bF8PSkw1NvDyf0DrpoCT82uMtQbYtJl/nm3Mdwf5sR4lMfPN1/Lp2dXGYmGObLPmzesvcZAwWzQjRb+h3MJ9vX3cDjmjXZsr9EXDnLqwKCrZtWzlxIM9obkuizQ2xPk+kNDPHnBRVPgSoK+niBHRzv4l7wg1CKgqn+g7jQpQZnxIIiUYIfOlRKUGw+CGSlBufFgfZqREjS+YeFGSlD5SijdstOkBBXTAtu7bFVKUD03oFOlBGdT4xzvs//HS40Hwb2U4MhgnNm1WA3jQfscq0sJBHf4vna3T+7jq89eIZ/XBALOczt/cGGVWyeHm/qZbuf00RFXtXx6Ns7NEzGUklra3D61j28+P4/Wuqm6PDMX5yapZQm3Honx1WevNF3L5y4luOHQkNSyiNsmh/m7J+bI5TXBJl7jz84lOHVwsKmfEYSOIRiAQlOg4gp2ISWoH1doHcWdlMBpXCE0JyVw1hiA5qQEtRa9fpMSVFv0mpESlHoMFJ93dZxJCQZCsK6dNwccSwmGIvQk0mWvhNJn5UZKEEqkyQ4VX0f23nYeu5ESrOazDAdCNeIKwa2UwIris/+nK5fvbqUEOpPZ9kapH1cInSYlKI8r3KH6q8FTzKcPdAy+lg8A3HF0mHhqi7OLG45/ZiOd5aX5NW6f2ufhme097pzeRzy1xStX1x3/TDJj1fJWkQ6UcNf0CCvJLV5ZcF7LdDbHS/NrIh0o49bJYVaTW5xr4jWey2teuJLY9soQLG49Msx6OsuZJl7jW7k8T82ucsfUsIdnJgiCILQDqyFgnp6EN27+lQ0BMwwHvLmvajUEzLNtlmqY6WjDtqUrZjZGPdlv6+idqR4TfzoI308K3FFY2P/gwgrXOIzEe3o2Tl7D7ZPyIbeYV02PAPDYzAqnDjjTDj97yTJzs00fBYu7jlm1/P65ZU46rOWLV9bI5vW2UaFg8epCLR8+u8zxcWev8ecvJ9jcyovPRRm3FRb2P7jg/DX+3KUE6Wye00dHvDw1QfAMHVDbcV5V87ChKSlBpfEgmJESlBoPghkpQaXxYPnj0mfhVErQ6E64SAn8JiUoMx6keo2gOSlB7YVOq1KCOsaD27tsXkpQbjy4s7MWpQTlxoOYkRLMrsU4MljNt6k1KcHxvqucTY2XfK9ZKYHQHL5vCpwYH2CoN8QTF1b5sdOTjX8Ato22bpWmQAnTo/2MRsM8dn6ZD796ytHPiMlgdY6O9rN/MMIj55b5yN1HHf2MXcub5O52CcfGohwYivDQ2SXH1+WjM9Yvp1cdk4VsMcfHoowNhHn47DI//ipntbR9Ru44Ku+Xwt5EBxXZQeuDftXoK5vdlhLUiSu0HrqTErjxGAAHUgIHi143UgLHjQHoCClBo0WveylBtUVv61ICN3GF0JyUoDyuEOo3UOo2BpIp6O9z3BxwKiW4kIWpUGVzoGUpwTBsrUaoHlcIbqUE9TwG7J8VKYFD2pQ+0G583xQIBBR3HN3H9886H3/5wYUVpkf7GYl6M4qzV1FKcefRfU2ZDT49u8rBoV72N5l73u0opbjr2AiPnFt2rIV/+OwSB4YiTI6IMV4xSinuPj7K984sOa7lozPLTAz3MTEstSxGKcVrT4zx3VcWHdfy8fMrTAz3cSgmtRQEQRDajEeu+1ZDwDxbq97IHbxiOOZcmtkMM5nm4s3bRhd7Cvi+KQDwIyfH+fUXn+PicpLJkfppAlprnry4ymtPdKrWZXd51fQIX3tunsvxVMNFgNaaR84tyx3EGrz62AhfevoysyspR9flw2eXeN01Y2KMV4XXHB/lC09e4szVjYYyIfu6/JGT43W38yuvu2aMLz51iZcX1htKCLTWPHZ+mVcfk/dLYe+SDyq2Yjt3R6vdzy+hgZSg2p09P0oJyo0Hy/fkVkrg3HgQmpMS1I9ecyslcHInvJOkBOXGg9YTMSElKDMexIyUoNx4sDqdIyUoNx7cOfvOlBIsrYYJDjfymWheSjAZWuZitva0Zn0pgeAGaQoA950a59eBf3rpasNR7YvLKRbW0mIyWIN7T43zG19+nu+8eJUP3VV/vPjM1XUuxzf5X66RxVc17NH1h84uNWwKvLywzuJ6htdIs6oqdl0eOrvUsClwbnGDxfXMtq+DUMo9J63u/XdfXmzYFLgU32Q+kebOo/J+KexddBDSQ9Wjr9xICZzHFdr/IlKCZqQErjwGoLGUwKHHADQnJajnMQCtSAlqNwbAvZSgvscAuJcS1I4rtL/bspSg8Ni0lKA8rhDcSwkmB1e5uDZcI67QfiYiJYB6UgKP6VL5gO/TBwBOjEeZGO7jn19q/Ovj2y8uANbiV6jk1IEBJob7+ObzCw23/eeXrF80P3KyQ0eEdplT+wc5MBThWw5q+dAZ6+Pha09ILasxNdLPoVgvD59pLBN65FzBT2BamgLVmBju49hYlH99pf5dM4DHCt4M0hQQBEEQhMZcXPNmerZ4WsAk2Viu8UYuuJrrabzRbqG1uT8dhEwKYOlk7z01zj88dYmtXJ6eYO1eybdfXGB6tJ9jY9E2nuHeQSnF/dft528en2VzK0dvT+3O3XdfWWR6tL/hXXC/Eggo3nzDAf728bmGtXzozBITw31Syxoopbj35Dj/+MzlhrV8ZGaZ0WiYE+PyGq/FPdeM8vdPzDV8v/zm8wuMRsNcf2iojWcnCGbRQUjHqptYiZSg+MzLH5c+i4q7vOXTAmBISlBqPAiGpAQOjQehy6UEZcaDYEpKUNt4EFqQEpRNC9h/i5TAjJQgHA+SiTU5LQANpQSxEMR1ZSpBNWpLCYRmkKZAgftOjfE/HrnA4+dXuPt49RHsVCbHQ2ecO5j7lfuv38+fPXyeh88u8fpr91fdJpPN8/DZJT5wx5E2n93e4q03HuTPH77Av7y8yJtvOFB1m3xe8/C5Jd50ffV/Fyzeecsh/uqxi3VruZXL8+0XFrj31Lh4M9ThvlP7+fOHL/DdVxZ5Q53X+LdfWOAdNx8iGJBaCnsXHYTMdl+revRVM1KCenGF9mORErQiJWgxrhCqSgncxBWCEymBs7hCaE5K4LQxAE1KCRzHFUIzUoL6cYXgFynBdO8iM5ulU59GpAR9feRTKaBKYwCMSAnK4wrr04yUwFljAIqbA17ReXf4TSHygQKvvWaMcCjAPz59ueY2D51dJJ3N1/wQLFi85vgofT1BvvVC7bH3Jy6skMzkeJ1IB+ry6mOjDPaG+NqzV2pu8/1zy6wmt0SG0YDXnBhluL+Hf3z6Us1tvndmiZXkFu+8+VAbz2zvcd+pcYb7e/j8D+ZqbvPw2SXW0lnecqM0qwRBEATBCeUNAVPYDQHTZDwaBEzmG5kX7hIayOfN/ekgZFKgwFBvD2+/6SCff3KOT7zz+qrjxd9+4Sp9PUFefVy0xvXo7Qly36lxvvT0ZX7lHdVr+Q9PXSISCogxXgPCoQD3X7efbzw/TzaXJ1RlVPtvn5hlIBLiLTcc3IUz3Dv0BAO87caD/MNTl2pKCL701CUGIyHuu1Y8Q+oRDgV4x82H+LsnZllPZxmIVP4qefDZK/SHg9xzjTSrhL2NDkImVvydzpQSNHRM6TApQd1pAWhBSlCtRq1LCSqMB6GjpQTVr1ITUoJS40EwIyWoNB60n0lrUoJ60wL2336QEtQzHgT3UoJIvFJeZUJKMBDoJU++KeNBcDqlIFSj5aaAUurXgfdi/bctAP9Wa11xK04p9VPA/1748v/UWn+21WOb8Zn4qwAAEbhJREFU5sdfNckXnrzEV394hR+9faLk35KZLP/w9CVef+04kZDoVRrxkbuP8tVnr/CPT1/mA3eWSgTW01k+/4M53nXLYYZ6O9hIpEN49y2H+cKTl/jyD6/wnlsPl/xbMpPlK89c5p23HKIvLNdlI955yyE+9+hFvv3CAm8vmwbIZPM8+OwV3nzjAXmNO+B9t0/wl9+/wNeevcL7y2RAubzm68/N8/prx+v6NwjCniCYLzLTKo++al5KUK8xAJXLEKdSAuceA9CclMBZYwCakxLUiyuEzpMS1I8rBPdSgtqNAXAvJXDjMQC7JyWoH1dYfq5NSAnqxBWWH6EZKYHzxkDpARtKCRpMv5uQEtRtDEDnSQnK4gp3nS6VD5iYFPhtrfV/AlBK/a/ArwI/W7yBUmoE+D+A01iDF48rpb6otV4xcHxj3H1slKmRfj736IWKpsDfPD7LanKLj77u2C6d3d7inmtGOTEe5U8fmqloCnz+B3NsZHJ85G7xZnDC/dft5/h4lE9/5wzvvuVQidb9qz+8wkYmJ94MDnnN8VEmhvv47/90hrfddLCklt96YYHEZpZ333K4zh4Emzun9nFkXx+fe+Qi77t9oqSWX3r6Egtraaml0BWEgvntHO7K6KvmpwYUoL2YGoiHyMS08amB4UCW1XwW41MDQxFCibTxqYGeBGwNmZ8aWNcZBlTY+NRAJgbhuHWu6ViASDyPiakBnU6jIhHrmSeT0N9vZGrgXGqUY33WFTazBdM9ZgwIjw6ucH5tn/V/EoN03LwBodGpgXgvmVieBJBY7WdoOFnrB2lmauBAcJn5XBDCMB2+ykymcnLR1dTAQC+BdescAn29kNrs6qmBJxwd0yVd2hRo2VNAa138Co9iLfrLeSvwda31cqER8HXgba0e2zSBgOLHXzXJw2eXefjszq/UXF7zR/9yjtunhjkt0VqOUErxU6+d5qnZOI+f33nhaq35i+9f4IZDQ9w26U3sSrcRCCh+9t4TPHc5wT+/vPOBI5vL8//+6wyTI30Sn+eQUDDAL7zpJE/Pxnnw2Z2POplsnt9+8AWOjvaLz4VDAgHFx+49ziMzyzxY5HmRzeX53W+8zHUHB3nrjSJpEYRydJUP2ybIxLz5oGo1BMwTSqQ92e9OQ8AsA8obA7NwfOex1RAwg4oU1aHfXDKR3RCAQkPAEOfXdj5fp+O9xva73TgxTCa2839VvyHQHPO5ndZNtYaAW+yGAACpzdobNslWbKfxs9MQaJ1ts0GwGgIdg4a8wT8dhBFPAaXUbwD/Bqvt/IYqm0wAF4u+ni18r9q+PgZ8DGBqqv13kn/6nmn++rGL/Ie/eYqv/MK9DERC/OlDM1xYTvIr77hOHMmb4P13HOG/fesVfvGvn+KLP/c6Yv09/N/fOcPzlxP8lw/eIrVsgvfefpjf+fpL/OaXn+e2I8PbtXxmLs5/+9DtBMTd3THvv32CT//TGf7r117k3lNj9IdDfPZ7M5y5usEf/9TpuhF7QikfvmuKv/z+BX79S89z36n99IWD/M3js5xb3OCBn7xTrkuhK+gJ5hiObQD1oq86QUpQ6jEA/pQS1I8rtLZ0JSWoF1cILUgJnHkMQHNSglo18puUoFqNzEgJ3HgMlB6wupTAmccANCclcBVXCA2lBKG1NNlB+7UWLNvK+p4bKUE8t0VM9VSNK7R22yFSgi7CUVNAKfUNoNotn09orb+gtf4E8Aml1MeBn8eSCpTsosrPVm2PaK0fAB4AOH36dNtbKP3hEP/1x27lx/7wIf7tZx7hxsNDfPah89x3apw3i5FbUwxEQnz6I3fwEw88zEc/+yi3TQ7zx989x3tvO8yP3Snj7s0QCQX5rQ/ewr/77GN85I+/z2tOjPKZQi3ffauMaDdDKBjg42+/no/92WO87w++xz3XjPGXj5znDdeO80aJdWyKUDDAr73nRn7igYf5wH//HncdG+HPHj7P7VPDNWMfBWGvEQlkOTK4czu3NPqqeSmB6u9DJwtO4GVxheBeSrAzuttEXCE0lBIMBfqK7tQ5iyuExlKCTCxIOJ7bfgZgxoAwuJFER/treAyUHqUZKcFcFiZC5g0I0zFQcfMGhPlMBlSgao3sfVU7RiMpwXxikANDa1WeUWsGhCd6FzizWZruZcKAUPX1olObFTVqVUoQSUB6yHrsPK4QGkkJ+oIRUjpNtbjCajiVEmwNhehJZKvHFWLegLC8MQDupQT14wqLtm8HGrTupMkFczi6Jaa1fpPW+qYqf75QtulfAh+osotZYLLo6yNA7VywXeb09AiffM+NXI5v8tmHzvOOmw/y//yb05K17YI7j47wm++/hRcuJ/jj757jNcdH+a0PyJSAG+47Nc6nf/IOXpxf40/+dYa7jo3wyffctNuntSd58w0H+NOP3sXC2iaffWiGN99wkE994JbdPq09yd3HR/n9D99OYnOLP/neDD962wSf/ehd8hoXhBpsNwQMY3J0txivRnfthoBpdNTcqHwxEyFnS75msRoCXuzYm6m36g2B1ilvCJhCGxyVLybtURSf1RAwT0/CGxlFftCc1KOY8eBW4412C5EPVEcpdVJr/XLhy/cAL1TZ7EHgPyulbMHQW4CPt3psL/nJ10zzkbuPcnU9zfhARD7gtsAH7zzCB+88wlYuTyigpJYtcP91B/jBf3ozPcEA4ZCMubfCj5wc519++X7SWzlGB7zRoPqFd91ymDffcIDzS0lOHRjc7dMRBKNEAlmmo5X3291KCar+BjQiJah2J7x1KUGrcYXWebRPSlBuPGjRuVICN3GF4EBK4EBu4UZKUF9GAJ0mJWgkt3AvJahWo9alBG7iCsGJlKB2XKH92I2UIJBMQX9fjWkBe6ud7zmVElzMwmRouarxoP1YpARmMdGe/JRS6lqs/5rzFJIHlFKngZ/VWv+M1nq5EF34aOFnPqm17vj/PaUU+z3qgPkR0WqbIVolE15wx0AkxIDU0wiRUFAaAkJXElZZjvdVXy66kRLU8xiAVqQEteMKwb2UoL7HALiXEtRuDIB7KUG1AXPTUoLyuEJwLyWoH1dY/tillKBBckMzUoJUfBAdyzb2GICmpAQToQRz2dq3311LCaL9qI1k3Rq5kRKE4zkysSCVNTInJdjZdetSgnQsSCSuKW8OmJQSOI0rhCalBPXiCu0TbqeUoEvTB1r+NKy1riYXQGv9GPAzRV9/BvhMq8cTBEEQBEEQBKEOHumedcybMfR6DYFWUBvmkgGKsRoC5gnUaJa1itUQMI/q7/Nkv9Nhc8kWRtEa8t3pKSC3yARBEARBEGoQVtmGH1CbkRJUu59fQqdJCcqMB0GkBDt0rpSgfFoAzEgJyo0H69OMlKDxvXU3UoLKV0Lplp0mJaiYFtjeZatSgvLcAItWpQQ6nUZFIg6MB6F8YqCelOBsarxoQqvUeBAaSQkEN0hTQBAEQRAEoQYhpS1tawN2W0pQP67QOoo7KYHTuEJoTkrgrDEAzUkJai16/SYlqLboNSElCMcDZGJNxhVCQynBQAjWtfPmgGMpwVCEnkS67JVQ+qzcSAlCiTTZoXI/otalBKv5LMOBUI24QnArJcjEIBy3/6crl+8mpATV2w7FtElK4DUiHxAEQRAEQRAEwa9kYt7s12oImKcn4Y2bf2VDwAzDAW+WZlZDwDwq3GBswSXVzF07BS3yAUEQBEEQBH8RRBXFYzmbGNgNKUGl8aB9hFalBKXGg2BGSlBpPFj+uPRZOJUSNLoTLlICv0kJyowHqV4jaE5KUHsB1aqUoI7x4PYum5cSlBsP7uysNSmBTqVQwdIrxoSUYHYtxpHBOJU4kBIIrpCmgCAIgiAIQg0CBIjZixaH0Vf1pQS14wrtLUrYbSlBnbhC66E7KYEbjwFwICVwsOh1IyVw3BiAjpASNFr0upcSVFv0ti4lcBNXCI2lBOlYgEg8T7W4QqjfQKnbGKgZxVe8t53HTqUEF7IwFapsDrQsJRiGrdUI1eMKoZukBN6iRT4gCIIgCIIgCIKwV7AaAh7gkev+lAP/EjdsrXojd/CK4djGbp9CdTSQl6aAIAiCIAiCr3ji6fRibOLi+cp/udj+k9lhjK3CbdctwNDn51eA75vZVYEZo3trCs0Y6UKN0sCamd2+BPyrmV0VOGN0b02hGQMWSWPVCJy64tXl+dZ3UcQlo3tzwRhZFrGTGDepbpfvgqfN7KbArNG9NUlpjZLAipkdP+H+R4+aOQP/IE0BQRAEQRCEGmitx3f7HMpRSj2mtT692+fRyUiNGiM1aozUqDG+q5EWo0FBEARBEARBEARB8B0a0F0qH/DajUEQBEEQBEEQBEEQhA5FJgUEQRAEQRD2Fg/s9gnsAaRGjZEaNUZq1Bj/1EhrkQ8IgiAIgiAIu4/W2j8fwl0iNWqM1KgxUqPG+K1GIh8QBEEQBEEQBEEQBKGrkEkBQRAEQRAEQRAEQWhEl8oHlNadOwKhlLoKVMkG7nqs3FjBBFJLc0gtzSG1NIdfa3m0E6PyhPajlPol4LeBca21H18LNVFK/TbwbiADnAF+WmttKGV+b6OUehvwe0AQ+COt9ad2+ZQ6CqXUJPCnwEEgDzygtf693T2rzkMpFQQeA+a01u/a7fPxGqXUV7E+d5hiUWv9NoP7c01HNwX8iu/yPj1EamkOqaU5pJbmkFoKfqawcPkj4DrgTmkKlKKUegvwLa11Vin1WwBa61/e5dPadQoLuZeANwOzwKPAh7TWz+3qiXUQSqlDwCGt9RNKqUHgceBHpUalKKV+ETgNDPmhKdDNiKeAIAiCIAjC3uT/Av4jVny2UIbW+mta62zhy4eBI7t5Ph3EXcArWuuzWusM8Dngvbt8Th2F1vqy1vqJwuM14HlgYnfPqrNQSh0B3onVmBT2ONIUEARBEARB2GMopd6DNbL71G6fyx7ho8BXdvskOoQJ4GLR17PIgrcmSqlp4Hbg+7t7Jh3H72I1JbtTZO8zxGiwM/FVtIfHSC3NIbU0h9TSHFJLoWtRSn0DS9NczieAXwHe0t4z6jzq1Uhr/YXCNp8AssBftPPcOhhV5XsybVIFpdQA8LfAv9daJ3b7fDoFpdS7gAWt9eNKqdfv9vkIrSOeAoIgCIIgCHsIpdTNwDeBZOFbR4BLwF1a6yu7dmIdiFLqp4CfBd6otU422t4PKKVeA/ya1vqtha8/DqC1/s1dPbEOQynVA3wJeFBr/Tu7fT6dhFLqN4GfxGq29QJDwN9prT+yqycmuEaaAoIgCIIgCHsYpdQMcFqMBkspOOz/DnCf1vrqbp9Pp6CUCmEZDb4RmMMyGvyw1vrZXT2xDkIppYDPAsta63+/2+fTyRQmBX5JjAb3NuIpIAiCIAiCIHQjvw8MAl9XSj2plPr0bp9QJ1AwX/x54EEsA72/loZABfdg3Qm/v3DtPKmUesdun5QgeIVMCnQ4kj/cOpJT3BqSZWwGyTw2j9/ykQVBEARBELxAJgU6mMIi4s3Ahd0+lz3O14GbtNa3YI3LfXyXz2fPUFh0/QHwduAG4ENKqRt296z2LFngf9NaXw/cDfyc1LJlfgHrLpcgCIIgCILgEmkKdDaSP2wAySluCckyNoRkHptF8pEFQRAEQRDMIE2BDkXyhz1DcoqbQ7KMPUAyj40g+ciCIAiCIAgGCO32CfgZyR82h+QUe4ZkGRtGMo9bR/KRBUEQBEEQzCFNgV1Ea/2mat8v5A8fA56yElE4AjyhlJL84RrUqqVNIaf4XVg5xbKodc4sMFn0tZ2FLbigkHn8t8BfaK3/brfPZw9zD/CeghN0LzCklPpzyUcWBEEQBEFoHkkf2ANI/nBrSE6xeyTL2BySeewNko8sCIIgCILQGuIpIPgBySl2iWQZG0UyjwVBEARBEISOQyYFBEEQBEEQBEEQBMGnyKSAIAiCIAiCIAiCIPgUaQoIgiAIgiAIgiAIgk+RpoAgCIIgCIIgCIIg+BRpCgiCIAiCIAiCIAiCT5GmgCAIgiAIgiAIgiD4FGkKCIIgCIIgCIIgCIJPkaaAIAiCIAiCIAiCIPiU/x8WddCfNV7T/wAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -842,7 +842,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -854,7 +854,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -866,7 +866,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -878,7 +878,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -890,7 +890,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -902,7 +902,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/YAAAGrCAYAAABqlwxUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd5xc533f+88zZXvDNiwWvRCgWEUSIlUsiVQXJbnnusSyLDvWdazcXCdynNhJrlNsX7fIieKi6Fq2ItuxZcu2YnVSsimaJikRpFhBAgRAALvYhu29zMxz/zhzZmZnZ86eOdN3v+/Xa7lnZ8458ywJLvY3z/d5fsZai4iIiIiIiIjUp1C1ByAiIiIiIiIiwamwFxEREREREaljKuxFRERERERE6pgKexEREREREZE6psJeREREREREpI6psBcRERERERGpYyrsReqAMeYfG2MeCHjtfzDG/HHy+JAxZtEYEy7tCEVEREREpFpU2IuUiTHmsjFmJVlIjxtj/tAY0xbkXtbaP7HWvqPYMVlrr1pr26y18WLvlY8x5seMMfHk9z1vjHnGGPPejOePGGNs8nn3383vGmOiGedk/rtzPwbLNWYRERERkXqmwl6kvN5nrW0D7gReA/y7Qm9gjImUfFTl91jy++4Cfhf4M2NMV9Y5XclzbgVeB3w46/n3Jd+EcD9Gyj9sEREREZH6o8JepAKstdeALwO3ABhjOo0xnzTGjBpjrhljfsmNxydnvP/BGPNbxphp4D8kH3vEvZ8x5vXGmCeMMXPJz6/PeO6oMeYbxpgFY8yDQG/Gc+5seST5dXcySTBijJkxxnwu1/iNMb9njPlsxte/Zoz5ujHGbPN9J4A/AlqBG/KcMwE8CNzk+S9RRERERERyUmEvUgHGmIPA/cC3kw/9TyAGnADuAN4B/JOMS+4BLgH9wC9n3asb+CLwMaAH+CjwRWNMT/KU/wU8iVPQ/2fgAx5D+yOgBbg5+Vq/lee8jwC3Jd9geCPwE8AHrLV2m+87DHwQ2ACu5DlnEHgn8LjXvUREREREJLd6jPiK1JPPGWNiwBxOMf4rxpi9wLtxougrwJIx5reADwH/I3ndiLX2vyePY1kT4+8BXrbW/lHy6z81xvxz4H3GmL/Fify/zVq7BjxsjPl8roEZY/Ylx9FjrZ1JPvyNXOdaa5eNMT8CfAVYAP4va+2wx/f9WmPMLM5MfQz4keTMfKbJ5PfVCTwGfDbrefffHcBD1trv9ng9EREREZFdSzP2IuX13dbaLmvtYWvtTycL+cNAFBg1xswmC+D/gTNj7hryuOcgW2e/rwD7k8/NWGuXsp7L5SAwnVHUe7LWfgsnRWCAP9/m9MettV3AHuBvgDfmOKc3eU4L8A84bxpkcv/ddamoFxERERHJT4W9SOUNAWskC9vkR4e19uaMc7wi7iM4bw5kOgRcA0aBPcaY1qzn8o2jO8emdjkZYz4MNCZf/+f8XGOtXQR+Gni/MeaOPOesAJ8CXmeM6c11joiIiIiI5KfCXqTCrLWjwAPAfzHGdBhjQsaY48aYN/u8xZeAk8aYHzbGRIwxP4Cz8dwXrLVXgDPAfzTGNBhjvgN4n8c4vgz8rjFmjzEmaox5U65zjTEngV8CfgR4P/BzxphX+/x+p4DfB/6fPPduTN5zDJjyc08REREREUlTYS9SHT8KNABngRmc9eX7/FyYLJTfi7Oh3RTO7Pl7rbWTyVN+GGfzvWngF4FPe9zu/Tgb270ETAA/k31Ccgf9PwZ+zVr7jLX2ZeAXgD9KFuV+/FfgfmPMbRmPzRpjFoFxnHZ337ndZnwiIiIiIrKV0e/RIiIiIiIiIvVLM/YiIiIiIiIidUyFvYiIiIiIiEgFGGP+wBgzYYx5Ps/zxhjzMWPMBWPMs8aYO/3cV4W9iIiIiIiISGV8CniXx/PvBm5IfnwI+D0/N1VhLyIiIiIiIlIB1tqHcTa5zue7gE9bx+NAlzFm2022I6UaYCF6e3vtkSNHqvHSIiIiNevJJ5+ctNb2VXscIiIiu8k772u1U9PxktzryWfXXgBWMx76hLX2EwXcYj8wlPH1cPKxUa+LqlLYHzlyhDNnzlTjpUVERGqWMeZKtccgIiKy20xNx/nWVw+V5F7hfS+vWmtPF3ELk+OxbVvZVaWwFxEREREREakFFkiQqPYwXMPAwYyvDwAj212kNfYiIiIiIiIiteFvgB9N7o7/WmDOWusZwwfN2IuIiIiIiMiuZonbyszYG2P+FLgX6DXGDAO/CEQBrLUfB74E3A9cAJaBD/q5rwp7ERERERER2bWcKP62y9hL81rW/tA2z1vgw4XeV1F8ERERERERkTqmGXsRERERERHZ1Wpo87xAVNiLiIjIrtTbHbaHD0aIJ+OXGxbWrPOr0aqNspZwjtcTEWJxJ+QYtyFsArDJbkQ24ziTyYh0mvTXxoAxW+OeFgMWbCJ5rwSQPDYJ5yP7mET6ZUzCppohGUtGYyS76ZMfxmacbAGbeQ/32G5+Drv5NeymL3Ieesl7mq1MVFZEas8CM5PW2r5y3Ntiidf5zxcV9iIiIrIrHT4Y4YmvHmbDxgCYt2uMxJwC/uJGLxfWBgC4tNLL0NIeACaW2phfaWJj1fkVKrEeho3kysZ4RoFvgFDyl8SIhYhTjYejCcKRuHMcThAKpX+RjMdDxJKvH1uLwEoYgNBymMiic+/IMkSXSR1HVpzrI6uW8LrzGqF1SyjmHJuYTRb9yTcWEmwujjPff7Dpot3Ek8eJRPo4Hsesx1PHxGIQS34di0HceU0bj6dfIx7HJhKp+6Yksn6BzrNplc0+L8/5Oc+r0EZYIlIZX7OfvVLtMdQyFfYiIiKyK8WxbNgYUeP8OtQBEFlLPjvpee08TQBsQEZ4M5Qu7i2pGXdiyeeA+JY7JYvxkCUczixEY85lyTNihJNfZacDMr92t05KpI5DJCCWnuW3IYtxx2Vt+nIL1pjUHW3YvXsImxyjIYxtSD6+vuUbcb9R5/p48jsNh9MvkUiki/uQ2Vzcm5B70ubvLmRyF+0mtOlcEzLJy23ec0REvFRq87xyUWEvIiIiIiIiu5aF1LKseqXCXkRERHalDevE7zuSX0dNJHXszNx7z9qDM3O/kTxOzr07X8RNOuaeMKSm3wnlmLV3rs41a+/+M5F6JMzWWXvYOnOfSB27s/bgzNzbkBvLN+kZdEN6+bwx6Vn2sDNrD2BJYJLJAduQb9beGWXq+ngcwuH0S2TG8kPufgLes+w5Z+Pdc50nNp27ZdY+6xwRkZ1Ihb2IiIjsSms24qypT8bvO6DqsXx3zX2pY/khd2QljuV7Ffep64PE8nMU4orli0g5KYovIiIiIiIiUqcsaFd8ERERkXq0aqNc3OglNSMfqYVYfv7N9Nx/Bovlb95MD0oTy/feTM8ZZaBYvsdmes7DAWP5mrUXkR1Khb2I7EoTC6vE4pbetkYaIqHtLxCRHWctEUm1tHNM7uBYftaa++TrFxvL97vmPnV9tWP5WnMvInnU+08FFfYisuuMza1y328+xMpGnNaGMF/7yJvZ19lc7WGJiIiISBVYrHbFFxGpN//j4YusxxP8m3ffyK9++SX+99Mj/NSbj1d7WCJSYeuJCJdWerMe3amx/Pw97iF4LN9/j3tnlL5j+T573DsPK5YvIqLCXkR2lYmFVf7XN6/yPXfs56fefJyvvjCmwl5kl4rFQwwt7cnz7HaxfH/FPRQWy/dqhQe1F8sP0govdb1XLN9nKzznYf+xfLXCE5GcLMTre8IeLSwVkV3lDx65zEY8wYfvOwHAd90+yIuj85wfX6jyyERERESkGizOW56l+KgWzdiLyK7ypedGufdUP0d7WwF4z22D/KcvnOVvnh7hZ995qsqjE5FKitsQE0ttHmd4xPJ9bqYHhcby82+mB8XE8vP3uHceCRbL9+pxD0XE8r0204PAsXz1uBeRnUqFvYjsGpcnl7g6vcw/eePR1GN97Y287ngPX3txXIW9yC5jEzC/0uTjzK2x/CBr7sFHLN9zzT3UWizfqxUeBI/le7bCA8XyRaTEDPGc+5TUD0XxRWTX+Mb56wC86Ya+TY/fur+Li9cX2YjrFzoRERGR3cbivHdYio9q0Yy9iOwaD5+/zuGeFo4kY/iuG/rb2Ihbrkwtc6LfK5YrIjuKNWysRlKz6d42x/KD9LgHH7F8nz3uoTZi+V497p3jYLF83z3unZM2f3desXyvHvc5zhERqRcq7EVkV1iPJXjs0hTfd+eBLc+d3NsOwIWJBRX2IruJhcR6OFVo+y7wS9AKD/LE8n23woPCYvlerfCSrx8klu/RCg+KiOV7tcKD4LF8v63wss4RkZ2v3qP4KuxFpKImF9f4zBND/MBrDtLb1lix1z1zZZrl9ThvOtm35bnj/c4M/vnxRd51S8WGJCLVZg1shEhshCCaYAOYWm0j2uQUmRNLbfS3LgJwaaWXY81u0T7JCBsMRhJbCvyOKMxbp8A/Hp3k4kYvAMeaJ7m04hz3ty4ysdTmFPhNMTZWI7ln7+PGqWxjQCwMEUsciG+ECEedK5waOLFl9j4SWScWC6Vm79dbILTsFPixFogsO+fFWkz6uClMZNXZGzrRECa0bgmRwGIwMevM3ocBa9Oz9/la4UWc5w0hbAhIOAW+bQ5DPO4U+GHn2BlwGGJxcs7eJ8/zLPDLtalejnuKyM5jqf/CXmvsRaSifukLZ/mNr57jbR/9Bg+8MFax133y8gwA9xzr3vJcS0OEg93NvDyxWLHxiEgNiaYLN7eoB1JFPZBR1DsGIxnXmPQ8iVPUO9yiHkgV9cCmnfg3VrPmWOIZv1hm/o4ZSRec4Yzxbp6pT4vFNv+K5xT1yVstk/t4Nf0aofX0sYllFLvW5wLSzPMSGWOMx3MfxzZnEmy+8zbdt8jFrH4KdhX1IlInNGMvIhXz/LU5Pvf0CN97537OjszzC3/9PG971V5CofK/Q/rM8BzH+lrpaIrmfP6G/nZeVi97kd0nbnDnORJQQCzfoxVe8vFgsXyvVnjO80Fi+d5r7iFwLN+jFR4Ej+V7tsIDxfJFpOQStr5n7FXYi0jF/NpXXqKrJcovvu9mvnZ2nI/8xTOcHZ3nlv2dZX/tZ4dnecOJ3rzP39DfxiMvTxKLJ4iEFWYS2VVSs+SpEpYNCltzD5RkUz3PVngQeFO9YK3w3Cvyb6rn1QrPvWOgTfUiQCyWsxUeaFM9ESktRfFFRHwaml7m71+e5ENvOkZnczS11t1tQVdOY3OrTCyscfuB/G8g3LC3nfV4givTy3nPERGRConFtj8ngJw97kVEdgDN2ItIRTyULODfdfMAAH3tjdyyv4OHzk3w4ftOlPW1nxmeBeC2g115z7khuRv+y+OLHO/Tzvgiu4LZvLN7LcTyPVvhQRGxfL+t8KCQWL5XKzyovVi+38303HMVyxfZHSyGeJ3PeauwF5GK+Ma5CQ52N3M0o4f8m0/28fFvXGJuZYPO5txr30vhmaFZIiHDTfs68p7jtrm7eF0b6InsKiGbjrm7O9E7T1Qllu/ZCs8dYw3F8j1b4SXHW3yv+6xWeFCSWH7O2XvF8kV2rXpfY1/fb0uISF1Yi8V59OIU957sx5j0D817T/UTT1j+4cL2M1nFeHZ4jlMD7TRFw3nPaW2M0NUSZXRupaxjEREREZHa4q6xL8VHtWjGXkTK7szlGZbX47w5q4f8HQe7aIiE+PbVGe6/dV9ZXttay7PDs7zntsFtzx3oaGJsbrUs4xCRGmRw2silprAzIu87LJafPWvv/rPoWH7WZnrOsWL5IiKVpsJeRMruG+ev0xAO8brjPZsej4RDHOtt5dL1pbK99rXZFeZXY9yyP38M37Wvs4lRFfYiu4exEEnHy51Kd2fG8r1a4UHwWL5nKzwIHMv3Ku5T1weJ5ftthZfjfMXyRXYyQ9zWd5hdhb2IlN1jF6e441AXrY1bf+Qc72vjhZG5sr32y+POmvmTe9u3PXegs4nnrpVvLCIiIiJSeyyQqPNV6irsRaSsltZinB2d56fvPZ7z+eN9rXz5+VHWYnEaI/nXwAd1fnwBgJP9Pgr7jmYmF9fLNhYRqS3GQDiayJjhDvmO5fuetYcaieXn30zP/WewWH7+HvfOcbBYvvdmes4oA8Xyg/S4zzo/Zyxfs/YiUmUq7EWkrJ4emiWesNx1eE/O54/3t5GwcGVq2deseqHOjy/S395IZ8v2u+7v63R+UZ+YX+Ngd0vJxyIitcUYSziSLoGdI3+xfP9r7mFnx/Lzt8KD4LF8v2vuU9dXO5avNfcida+aG9+VQn3nDUSk5j1xeRpj4M58hX2yZ/zFifK0mXt5YsH3GwYDycJe6+xFREREdg9rnTX2pfiolqJn7I0xB4FPAwM4b9t+wlr734q9r4jsDE9emeHU3nY6mnLPmLt97cvRPz6RsLw8vsgP3n3Q1/luYT82r8JeZLfYPGuN71h+oM30YAfG8vP3uIfgsXz/Pe6dUfqO5fvsce88rFi+iNSPUkTxY8BHrLVPGWPagSeNMQ9aa8+W4N4iUsdi8QRPXZnhe+88kPec1sYIg51NXCzDzvjXZldY2YgXPGM/pl72InXJGPOzwG8Afdba7atkSMbStxZi28fyg7TCg+1j+f6Keygslu/VCg9qL5YfpBVe6nqvWL7PVnjOw/5j+WqFJ1L/EnUexS+6sLfWjgKjyeMFY8yLwH5Ahb3ILvfS2AJL63FOH8kdw3cd728ry4x9auO8vW2+zm9vjNDaEFYUX6QOJROEbweuVnssIiJSXywQr/NV6iXdPM8YcwS4A/hmjuc+BHwI4NChQ6V8WRGpUWcuTwPk3TjPdbyvjb84M4S1FmNK927p+WSruxM+dsQHMMYw0NnEmAp7kXr0W8DPAf/b7wU2OTvjzlpnz9x7xvKL7XEPuWP5PjfTg0Jj+fk304NiYvn5e9w7jwSL5Xv1uIciYvlem+lB4Fi+etyLSLWVrLA3xrQBfwn8jLV2Pvt5a+0ngE8AnD59OkeuSUR2mievzrKvs4kDe7x3mD/e18rSepzx+bVUHL4UXh5fYKCjic7m7XfEdw10NmmNvUidMcZ8J3DNWvvMdm8OZk40RHo7icdDqYK2oFi+Rys8CB7LD7LmHnzE8j3X3Dujr6VYvlcrPAgey/dshQeK5YvsWqaqG9+VQkkKe2NMFKeo/xNr7V+V4p4iUv+evDyddzf8TAeSreWuzS6XtLC/NLnEsb7Wgq4Z6Gjm0Yu+luaKSAUZY76Gs1Fvtn8L/ALwDj/3yZxoaDq+XxMNIiLivAe626P4xnlr/JPAi9bajxY/JBHZCUZmVxiZW+UnfRT2g53NyWtWuetw6cZwZWqJd9+6r6Br9nU2MbGwRiyeIBKu7x/wIjuJtfZtuR43xtwKHAXc2foDwFPGmLuttWOe90wYYrH0/+fhcMJ/LN+jxz0Ej+UH6XEPPmL5PnvcQ23E8r163DvHwWL5vnvcOydt/u68YvlePe5znCMiUmqlmLF/A/B+4DljzNPJx37BWvulEtxbROrUmSszAJw+3L3tufu63P7xpduNfm55g5nlDY70eC8DyDbQ2UQ8YZlcXC9pekBEysNa+xzQ735tjLkMnPa1K34CYmsRMnLq/mP5Hq3wkrcOFMsvthUe5Inl+26F54zefyzfqxVe8vWDxPI9WuFBEbF8r1Z4EDyW77cVXtY5IlI74la74j9C7p/qIrKLPXVlhuZomFft237juo6mKG2NEUZmS7e2/cq00z7vcE9hUfy+9kYAri+Udr2/iNSghIGVMLGVMDTHgRixWIhIJLFl9j4cThCPZ8x0R4DYNpvqbYQgmmADmFptI9rknDyx1EZ/q7O556WVXo41u0X7JCNsMBhJbCnwO6Iwb50C/3h0kosbvQAca57k0opz3N+6yMRSm1PgN8XYWI3knr2PG+c3txgQC0PEEgfiGyHCUecKpwZObJm9j0TWicVCqdn79RYILTsFfqwFIsvOebEWkz5uChNZdd4oSTSECa1bQiSwGEzMOrP3YcDa9Ox9vlZ4Eed5QwgbAhJOgW+bwxCPOwV+2Dl2BhyGmPPfdsvsffI8zwK/XJvq5biniFSPxWhXfBGRXM5cmebVB7t8x9n3dTaVdMb+8pTzG+WRAgv73jYn2zm1tLbNmSJSi6y1Rwq+qDk9bx2J5C623KI+JSPCn4q5Z4um7+UW9UCqqAcyinrHYMbru7F8cIt6h1vUA6miHpw3DFwbq1m/4sUzxpg53Ei64AxnjHfzTH1a5tIFcIv65K2WyX28mn6N0Hr62MQyil2bVSDnk3leImOM8Xju49jmTILNd96m+xa59YKfgl1FvYiUmAp7ESm5pbUYL44u8NP3Hvd9zb6u5pL2j78y6czYH+ouLIrf3erM2E8t5s11isgOYRJOYZpeN57+J3jH8j1b4UERsXyPVnjJx4PF8r1a4TnPB4nle6+5h8CxfI9WeBA8lu/ZCg8UyxfZxRLaFV9EZLOnh2aJJ+y2/eszDXY2cXZkS6fMwC5PLTPQ0URzQ3j7kzP0JGfsp5dU2IvsdCYBkUWTauHmrBt3bS7wvTfVy2qFB6XZVC+rFZ57HGRTPc9WeO7YA2yqF6wVnnuF16Z6xin2vWL5QTbViwCxWM5WeKBN9UR2Kwt1H8Wv79GLSE06c3kGY/DV6s61r7OZycU11mK554wKdWVqicMFbpwH0N4YIRo2TCqKLyJSNaZctW4stv05AeTscS8iUkGasReRknvy6gyn9rbT0RT1fY27M/743BqHAhTk2S5PLfPWG/u3PzGLMYae1kamFcUX2fFMwl0L7sykxti5sXzPVnjueAPF8v22woNCYvlerfCg9mL5fjfTc89VLF+ktliMdsUXEckUT1i+fWWG9716sKDr3F7212ZXii7sl9ZiTC6ucbg32H26WxuYUhRfZMczCYgub3qkgFi+Rys895IaiuV7tsJzx1hDsXzPVnjJ8Rbf6z6rFR6UJJafc/ZesXyRmpeo8zB7fY9eRGrO+fEFFtZinC4ghg+l7WV/JeCO+K6eNhX2IiIiIlI/NGMvIiV15soMAKcPdxd0nTtjX4qd8a9MBdsR39XT2sAryV31RWQHS2xuy+bwF8v33kwPdkssP3vW3v1n0bH8LZvpKZYvIuVjLcS1K76ISNpTV2boa2/kYHdzQdc1N4TpaokyMlv8jP3QjPObetBIf09bo3bFF9kFjIXIirMDe45nPWP5XmvuYffE8r1a4UHwWL5nKzwIHMv3Ku5T1weJ5ftthZfjfMXyRWqBIZHz74L6Ud9vS4hIzTlzZZq7Du3BmMJ/OO7rLE0v+2szK7Q3RQravC9TT1sDy+txVtZLs0O/iIiIiEg5acZeREpmYn6VoekVPvC6I4GuH+xsYqQUhf3sCvu7CksMZOppdXZbmlpa40BD8Tv0i0htMglLZDVzRjX3jHIlY/m+Z+2hRmL5+TfTc/8ZLJbv1eM+eCzfezM9Z5SBYvlBetxnnZ8zlq9Ze5GKsCiKLyKS4q6vv6vAjfNc/R2NPDM8V/Q4hmdWOLCnmMK+EYCpxXUO7FFhL7JjWQivp4tIh99Yvr9WeFBYLN//mnvY2bH8/K3wIHgs3++a+9T11Y7la829SMXE6zzMXt+jF5GacubyDI2REDcPdga6vq+tkamlNWLx4n6BKXbGvrvNmdLROnsRERERqQeasReRknny6gy3H+iiIRLsPcO+jiasdQrq/g4/s1Vbza9usLAaY7CIwr43OWM/ubi2zZkiUs+MhdB65iy718z95li+d497CBrLD7SZHuzAWH7+HvcQPJbvv8e9M0rfsXyfPe6dhxXLF6k1FkPC1vfmeSrsRaQkVtbjvHBtjp9807HA9+hrcwrqiYW1wIW9u6v+/iKi+JqxF9klLIRimVF8/7F8rzX3UEwsP0grPNg+lu+vuIfCYvlerfCg9mL5QVrhpa73iuX7bIXnPOw/lq9WeCKVoyi+iAjwzPAssYTldMD19QB97U5hf30h+Ez5tZlkYV/EjH1rQ5jGSIgpFfYiIiIiUgc0Yy8iJfHs8CwArz7YFfge/aUo7EswY2+Moae1galFFfYiO5vFxGxGAH7z7HDa1hllrx73UEQsv9ge95A7lu9zMz0oNJaffzM9KCaWn7/HvfNIsFi+V497KCKW77WZHgSO5avHvUhlWCChXfFFROCFkXn2dTbRk4zTB5GasS9ibfu1mRUaIqHUOvmgepIb+YnIzmYSNlUghjZF8beL5ftrhQcFxvI9WuFB8Fh+kDX34COW77nm3hl9LcXyvVrhQfBYvmcrPFAsX6TmGeI5l1/Vj/p+W0JEasYLI/PcPNix/YkemqJhOpoiTMwH72U/nNwRPxQq7odzt2bsRURERKROaMZeRIq2sh7n0vVF7r9loOh79bU3Fj1jX8z6eld3awOXJheLvo+I1DALWJua7SVG9WP5Hj3uIXgsP0iPe/ARy/fZ4x5qI5bv1ePeOQ4Wy/fd4945afN35xXL9+pxn+McEQlGUXwREeClsXkSFm4K2L8+U197Y9Fr7N9yqr/ocXQ2R5ld2tj+RBGpa5sLQaofy/doheeOJEgsv9hWeJAnlu+7FZ4zev+xfK9WeMnXDxLL92iFB0XE8r1a4UHwWL7fVnhZ54hI4RTFF5Fd74WReYCio/gA/e1NTAQs7Ndica4vrBW1cZ5rT0sDC2sxNuL6RUlkNzCJzON00eS0w3OE1zf/PIgs5z4OLYdTx7G19BxKPJ7+tSs9gw/hSFYZHMks2jIej6e/SKynX2N+JV3gDy2lO5NcWNucopq36Z+t7gw+wGAk/X2daBxLHR9snUkddzSnl0iFGnKX7c7AMgYcS3+/8Vh6vImMczIL/Ehj+o0QgFhb+t/DRkvG483p6+MN6ddIRNLHNmM51pZJuIwhujP4ADac57ghPXYikdzHABn3MiEfv2Kb3OcYn0vJ/J4nIruDZuxFpGgvjMzT0RThQAkK6mJm7MfnnOv2dfqZxfLW1RIFYH5lo6gNAUWkxtnNs7pugZ+5W35oPT3LHll1i03nmmhmcb+YjuWzEk7NQsdimwu4XLPW4Whi82Z6Ibu5SHaL+qn7b9EAACAASURBVI2MWP5qJDWbPrHUljr10kpv6vjiRi+Zm+lt2Fg6lm8aU48fj6Zn7o81p4/7W9NLkqJNsVRagGgyxZCzx306YRDfyCju45mz7OnvPxLJiEo0xzdtphfLLOhbIJWOaMpIMTSkj20kIzlgTCqNgTGbN9Mjo6g3JhXLJ5SO5RNOx/LdGXlnwBnH4VDeHvep14T8sfwseYv1PLF8r3NExD9rjaL4IiJnR+e5abADY4qfPehrb2R5Pc7SWozWxsJ+RI3OOa3u9nUW/waDW9jPLKuwF9nxbHpNdrVj+Z6t8KCIWL5HK7zk48Fi+V6t8Jzng8Tyvdfck/VYAbF8j1Z4EDyW79kKDxTLF6kDcRX2IrKbxROWl0bn+ZHXHi7J/dxe9hMLaxwtsLAfS+6mP1CCGfvOZqewn1vRzvgiO5oloyVaevbeKQSTj+fcVM+ruHceK35TvaxWeO54A2yqd2FtIBmz39oKzz0OtKleQzy5LCDf7H36+yhoU73GGLG1SIGt8Nx7em2qZ5z/rjla4bl3DLSpXgSIxfLO3mtTPRHJZIx5F/DfgDDw+9baX816vhP4Y+AQzk+Y37TW/qHXPev7bQkRqbqh6WXWYglO7W0vyf1SvewDxPFH50pX2O9pcX6Dm13WBnoiUv8y186XUuZa/1LK3JuglEy5at1YbPtzAsjZ415ESs7JT5mSfGzHGBMGfgd4N3AT8EPGmJuyTvswcNZaeztwL/BfjDENeNCMvYgUxW0Jd6yvtST3K6awH5tbpb0pQluBM/25uFF8FfYiu0DmsnnfsXx/rfBgZ8fyPVvhueMNFMv32woPts7c54/le7XCg9qL5XvO2jtPbDpXsXyRoEwlo/h3AxestZcAjDF/BnwXcDbjHAu0G2edaxswTeZfHjmosBeRoly6vgTA8b62bc70p789uRHUwuo2Z241OrdSko3zALqanTdFZ5YVxRfZyYy16U3UCorl+11z7zzmP5bv0QrPvaSUve6LjOV7tsJzx1hkLH9rKzwIGsv3bIWXHG/xve6zWuFBSWL5OWfvFcsXqUW9xpgzGV9/wlr7iYyv9wNDGV8PA/dk3eO3gb8BRoB24Aes9f4fWYW9iBTl4vVF9rRE2dPqmQ7yras5SiRkAkfxB0qwcR5Ae1OEkIG5Fc3Yi4iIiOxkFkjYkrWQnLTWnvZ4PtcLZb9z907gaeAtwHHgQWPM31tr5/PdVIW9iBTl4vWlks3WA4RCht62xkC97EfnVnnVQMf2J/ocR2dzVFF8kR3MWOvMzCe/tiYjQr5NLH/rZnruMRk3YMvX28XyvTfTS77GLojlb9lMjxLF8rdspqdYvog44pXbfm4YOJjx9QGcmflMHwR+1VprgQvGmFeAG4Fv5bupCnsRKcql60u85ca+kt6zv6PwXvbrsQSTi2sl2TjP1dXSoCi+yA5n4jYjbo3/WH6gVnjOY16xfK8197B7YvlerfAgeCzfsxUeBI7lexX3qeuDxPL9tsLLcb5i+SI16wngBmPMUeAa8IPAD2edcxV4K/D3xpi9wCngktdNVdiLSGBzKxtMLq5xrIQz9gB9bY2pHe79mlhYxVoY7CplYR9VFF9ERERkh7OYUkbxvV/L2pgx5p8BX8Vpd/cH1toXjDE/lXz+48B/Bj5ljHkO573Bf22t9Xx3VYW9iAR26bqzI34po/jgzNg/MzxX0DVjqVZ3pVljD856/8lFzdiL7FgWSCTSEeswvmP53j3u3WMybsCWrysZy/c9aw81Esv36HFPMbF8rx73wWP53pvpOaMMFMsP0uM+6/ycsXzN2otskahgJ3hr7ZeAL2U99vGM4xHgHYXcU4W9iATm7ohfqlZ3rr62RqaX1ognLOGQv3dP3Rn+Uu2KD04U/0LyzQsR2YGsdaL4qVh1yHcs37sVHgSP5ftrhQeFxfL9r7mHnR3Lz98KD4LH8v2uuU9dX+1Yvtbci+w4KuxFJLCL1xeJhAyHultKet++9kYSFqaW1lLt77aTnrEvXWHf2RxldklRfBEREZGdzFqIVyiKXy4q7EUksFcmlzjU00I0XNroUp/by37ef2E/OrdKa0OY9sbS/Vjb09LAwlqMjXii5N+jiNQAC8Tj6dlW/MfyvXvcQ9BYvnePewgayw+0mR7swFh+/h73EDyW77/HvTNK37F8nz3unYcVyxcpRqXW2JeLCnsRCezq9DKHSzxbD86MPcD1Rf8744/NrzDQ2YQxpfuh3NUSBWB+ZYOetsaS3VdEaoXFrMfThRhh/7F8j1Z4EDyW77XmHoqJ5QdphQfbx/L9FfdQWCzfqxUe1F4sP0grvNT1XrF8n63wnIf9x/LVCk9k51FhLyKBDU0vc+ehPSW/b79b2BfQ8m50bpV9Jdw4D9KF/cyyCnsRERGRncrZFb++05kq7EUkkLmVDeZXYxzsLm0xDRkz9oUU9rOrfMcNvSUdR1eLM403t6Kd8UV2JGudKH7yf3HbgP9YvlePewgcy/fqcQ9FxPKL7XEPuWP5PjfTg0Jj+fk304NiYvn5e9w7jwSL5Xv1uIciYvlem+lB4Fi+etyLbBXPmaaqHyrsRSSQ4ZllAA7uKX0Uvykapr0p4ruwj8UTTCyslnRHfHDa3QHMLmsDPZEdyQKxdNFs1vEfy/doheccEzCW768VHhQYy/dohQfBY/lB1tyDj1i+55p7Z/S1FMv3aoUHwWP5nq3wQLF8kRKx1P8a+/rOG4hI1QxNrwBwoAyFPTiz9n4L++uLayRsaXfEh81RfBERERGRWqUZexEJJDVjX4YoPjjr7CcWVn2dW44e9gBdzc7U3eyyovgiO5K1ENs8H+w3lu/V4x5qMJbv0eMegsfyg/S4Bx+xfJ897qE2YvlePe6d42CxfN897p2TNn93XrF8rx73Oc4R2fm0xl5EdqnhmRXaGiN0JuPqpdbX3sRzw7O+zk31sO8o7ZsM7U0RQsbZT0BEdiK7KYqfabtYvlcrPKjBWL5HKzx3JEFi+cW2woM8sXzfrfCc0fuP5Xu1wku+fpBYvkcrPCgilu/VCg+Cx/L9tsLLOkdkJ0vU+Rr7+n5bQkSqZmh6mQN7mkvaXi5TX5v/KH65ZuxDIUNnc1Rr7EV2qsxaJ7PA37TuPl1KmnhWcWRzrGHOYhKZx+nzQ7H0E+H1zYVTZDn3cWg5nDqOraXnZuLx9K9z6Rl8CEeyyuBIZtGW8Xg8/UViPf0a8yvpn6lDS+kOKBfWBjbddt6mf1a7M/gAg5H093WicSx1fLB1JnXc0ZxOZoUacpftzsAyBhxLf7/xWHq8iYxzMgv8SOPmN29ibel/DxsZq8lizenr4w3p10hE0sc2ZDKOs8aYMUSb8XejDec5bkiPnUgk9zFAxr1MyMev7ib3OSbk7+9rv+eJSG3RjL2IBDI0s8zhntay3b+/o5Gl9ThLazFaG71/VI3NrdAYCaXWxJdSV0sDM4rii+xc8Yzp9MxYfsZu+cTjqdlWEonNm+lZu20s3zlOnh+zqVng0Hp6lj2ymjntD9HM4n4xHctnJZyahY7FNhdwuWatw9HE5s30QnZzkewW9RsZsfzVSGo2fWKpLXXqpZV055GLG71kbqa3YWPpWL5pTD1+PJqeuT/WnD7ub11MHUebYqm0ANFkiiFnj/t0wiC+kVHcxzNn2dPffySS8d+2Ob5pM71YZkHfAql0RFNGiqEhfWwjGckBk05jYMzmzfTIKOqNSf05IZSO5RNOx/LdGXlnwBnH4VDeHvep14T8sfwseYv1PLF8r3NEdiJrIV7nm+epsBeRgllrGZpe4Q0nStteLlNfsm/8xMIaR7cp7EfnVhnsKk96oKslqii+yA5m45kNjvzH8j1b4Tkn1lQs37MVHhQRy/dohZd8PFgs36sVnvN8kFi+95p7sh4rIJbv0QoPgsfyPVvhgWL5IiWkNfYisutML62zshEvS6s7l7vD/djcKkd7vZMBY3OrDHSUNobv6mqOMrmoGXuRHclasDY1K+qWzrlkb6rn2QoPithUz6u4dx4LsqleOBInHgvnboXnjjfApnoX1gaSMfutrfDc40Cb6jXEk8sC8s3ep7+PgjbVa4wRW4sU2ArPvafXpnrG+e+aoxWee8dAm+pFgFgs7+y9NtUTEVd9vy0hIlUxNOO0ujvYXb7Cfm+yUB+f335n/NG50vewdymKLyI7QeZa9FLKXDtfSplr/Uspc2+CUjLlqnXzbO5YrJw97kV2MYshYUvzUS2asReRgrmt7g7sKU+rO8iYsd+msI8nLOPzqyXvYe/qaokyp83zRHaujIhzIbF8r1Z4UEws318rPGeEOzeW79kKzx1voFi+31Z4sHXmPn8s36sVHtReLN9z1t55YtO5iuXLblDvu+KrsBcpt2/9f7AyC2/+V9UeScmMzjrF9mBX+Qr7tsYI7Y2RVCu7fKYW14glbPlm7JsbWFiLsRFPEA0r5CSys1hsIuNXuXDYdyzfqxWee32wWL7fNffOY/5j+R6t8NxLStnrvshYvmcrPHeMRcbyt7bCg6CxfM9WeMnxFt/rPqsVHpQklp9z9l6xfJG6o8JepJzOfQW+9LPO8YHTcPy+6o6nREbmVmhpCNPRVN4fIXs7m7Yt7N1WdwOd5XmTwd1pf25lg97khn4iIiIisnNYqGqMvhRU2IuUy9w1+NxPwcCtsL4EX/wI/NNHIVqemeVKGkuuaS9XD3vXQEfTtlH8cvWwd7mF/eyyCnuRHcnaVJTZgO9YfvZmelCaWP7WzfTcYzJuwJavt4vlZ2+m59ptsfwtm+lRolj+ls30FMsXqTfaFV9Ecnv2z2BlBn7iazB3Ff7oe+CpT8M9H6r2yIrmbFZXvhi+a29HExcvev/id23W2civnJvnAcytaAM9kR3HrU+SxVdNxPIDtcJzHvOK5XutuYfdE8v3aoUHwWP5nq3wIHAs36u4T10fJJbvtxVejvMVyxepTfX9toRILXvlYdh7C/SegONvgc5DcPXRao+qJMbmyrdZXaZ9nU1MLKwR99i9d3hmmZaGMN2tDWUZQ1dzesZe6pjN/2dIREREdrkS7YivXfFFdpqNVbj6OJz+8fRj+++Ea09Wb0wlEosnmFgoX3u5THs7m4gnLJOLa6n2d9mGZ1Y4uKelbMsC3Cj+jAr7+jR8Bj7/M9DcBT/2hWqPRmpRIiOyXAOxfO8e9+4xGTdgy9eVjOX7nrWHGonle/S4p5hYvleP++CxfO/N9JxRBorlB+lxn3V+zli+Zu2lTjlZJq2xxxjzB8B7gQlr7S2luKdIXRt+AmKrcPRN6cf23wVnPwdLk9DaW72xFen64hoJS0Vm7AeSxfzY3Grewn5oermsbffcKP6setnXn6uPwx+8C8JRiK/D+FnYe1O1RyW1KJERWa5yLN+7FR4Ej+X7a4UHhcXy/a+5h50dy8/fCg+Cx/L9rrlPXV/tWL7W3ItUTami+J8C3lWie4nUv1cedv5yO/z69GP773I+X3uqOmMqkZHZ8m5WlylV2OfZQM9ay7WZlbIW9u2NEULG2RVf6sz5r0AoDP/0MTBhePYz1R6RiIiI1ChF8QFr7cPGmCOluJfIjvDKwzB4BzR1ph/bd7tT7F97Ek6+o3pjK9JYahf68m+e56YC8rW8m1+JsbAW48CelrKNIRQydDZHmdGMff0ZPgMDtzn7XJx4Kzz3F/DWX4SQtpeRPAqK5eeftYfgsXzvHvcQNJbv3eMegsbyA22mBzswlp+/xz0Ej+X773HvjNJ3LN9nj3vnYcXyZedTu7sCGGM+BHwI4NChQ5V6WZHK21iBa2fgdf9s8+ONbdB3Y92vsx+dK+8u9Jl6WhuIhk3eGfuhmWUADnaX902GPS0N2jyv3sRjTjrmjh9xvr79B+GzPw6X/x6Ovbm6Y5PaYhPpQgV8x/K91txDEbF8j1Z4EDyW77XmHoqJ5QdphQfbx/L9FfdQWCzfqxUe1F4sP0grvNT1XrF8n63wnIf9x/LVCk+keio2bWGt/YS19rS19nRfX1+lXlak8iZfhkTMmaHP5m6gV8c7dI/NrdIUDdGZ3C2+nEIhQ397E+N5ZuyHk4V9OWfsATpboori15vrL8LGEhx4jfP1qfsh0gQvP1DdcYmIiEhNUhRfdpREwmIMZdthfFeYPO987ju19bnBO+HbfwyzV2HP4cqOq0RG550e9pX6MzLQ2ZR3xn54xkkPlHONPTgt7yYXFcWvK8NPOJ8PnHY+R5ud9pMjT1dvTFK73BnF7Jl7j1i+3830oMBYvleP++RLBYnle/W4d76lgLH8YnvcQ+5Yvs/N9KDQWH7+zfSgmFh+/h73ziPBYvlePe6hiFi+12Z6EDiWrx73Uq8s1S3KS0GFvaTE4gk++KkneHl8kQ+/5QQ/9JqDRMJai1qw6+ecv8R6Tmx9rvcG5/PMKxUr7MfmVtnTGqUxEt7+ZJ/3G8izQ305DHY18/TQTM7nhmdWaGuMlD090NXSwMsTi2V9DSmx4TPQ0gt7jqQfG3w1PPMZSCS0zl5yKySW77MVHhQYy/doheccEzCW768VHhQYy/dohQfBY/lB1tyDj1i+55p7Z/S1FMv3aoUHwWP5nq3wQLF8kTpUkt9sjDF/CjwGnDLGDBtjfqIU95XK+uiD5/n7lyfpaI7w7z/3PL/xwLlqD8mX4ZllLk8uVXsYaddfgj1HIdK49Tm3yJi5XJGhPDs8yxt//W955289zEPnJkpyz9HZlYqsr3cd7W3l2swKa7Gtv4INzzit7sqdHuhqiTKnNfb1ZfgJJ4af+Wdj36thfQGmL1VvXCIiIlKTEpiSfFRLqXbF/6FS3Eeq55uXpvjdhy7yQ3cf4le+5xY+8hfP8If/cJn3v/Zw2dcvB7W6Eee/PHCOTz16GWvhp+87wT+77wQNkSrPxE2ezx3DB+jYD6FoRQr7pbUY//efPU1PayOhkOGDn3qCB//FmzjR3x74nvGEZXxhrSI97F3H+1pJWLgytczJvZvHPjS9wsHu8v/57GpuYGEtxkY8QVQpltq3vuz8f3jL929+fPDVzueRbzs75cuul3O3E5+x/CA97mH7WL5Xj3uowVi+R497CB7LD9LjHnzE8n32uIfaiOV79bh3joPF8n33uHdO2vzdecXyvXrc5zhHpGZY7YovO8Tnnh6hrTHCL77vJowx/Ow7TvHFZ0f56APn+egPvLraw8vpN756jk8+8gr/x+kDrMcSfOzrL7O2Eefn739V9QYV34Cpi3Dq3bmfD4Wh61BFCvvf+Oo5Lk8t8ac/+VqO9rZyz698na++MF5UYT+5uEY8YdnXVf5Wd65jvW0AXLq+uKmwt9YyPLPM6473lH0MXS1O1H9uZYPethxJDKktc8PO5+6jmx/vuxHCjTD6NNz2jyo/LqlJNmFTBUjWE56xfO9WeBA0lu/VCg9qMJbv0QrPHUmQWH6xrfAgTyzfdys8Z/T+Y/lerfCSrx8klu/RCg+KiOV7tcKD4LF8v63wss4RkeJp6kmw1vJ3L03wxht6aYo6P+gHu5r54BuO8lffvsal67W3tvjCxCL/89HL/NDdh/j177+d//qDd/C9d+7nDx+9nGrHVhXTr0BiA3rzzNiDE8cvc2G/vB7jL84M8b13HOC1x3rY29HE7Qc6eeDseFH3HXV72Fdwjf3RvlYALl7fvNxiYmGNpfU4R3oqMGOfLOxn1cu+PsxedT53Htz8eDgKA9pAbycyxvyGMeYlY8yzxpi/NsZ0VXtMIiJSP9w+9toVX+ra2dF5xuZXue/G/k2Pf/ANR/jEwxf5y6eG+VfvvLFKo8vtl754luaGMD/7jpOpx/7F207y+WdG+NjXX+b//d7bqjOwyeS+BPmi+OAU9iNPlXUYX35ujKX1OD/wmnRh8/ab9vKbD5xnfH6VvQEL87HkmyaVjOK3NUbob2/kUlZhf3ZkHoCbBjvLPoauFmd6TS3v6sRcsrDvOrT1ucE7tIHezvQg8PPW2pgx5teAnwf+td+L3dnELTP3XrF8jx73EDyW79njHoqI5efvcQ/FxPK9etw7zweK5Xv2uE+es42csXyPHvfp7ymTv1i+/8303Hv6jOV79Lh3joPF8j173INi+bIrKYovde9vX3Q2Vbvv1ObCfm9HE2+8oY+/fuoaH3n7KUK5oopVcGFigYfOXefn3nWKnoxY9MHuFv7xPYf5o8ev8M/fegP7OisXF0+5/pLzufdk/nP2HIGVGViZhebyTCp99slhDnW38Joje1KPvePmAX7zgfM8eHacH3ltsB35UzP2FSzsAY71tXJpcnNy5OyoU9jfuC/40gK/uprdGXsV9nVh9iqEItA+sPW5fa+GJ37f6UzRc7zyY5OysNY+kPHl48D35zvX8z6FxPI9WuFB8Fi+Zys890VqKJbv2QoPiojle7TCSz4eLJbv1QrPeT5ILN97zT1sLfB9xvI9WuFB8Fi+Zys8UCxfpA6psBf+9twEtx/opK9969rh77vrAP/8T7/NY5emeMOJ3iqMbqsvPDuKMfB9dx7Y8tyPvu4wn3r0Ml9+bowf/46jOa4us+vnnfhvY1v+c9yd8WevlKWwH5pe5rFLU/zLt5/ctFv8Df1tHO5p4WsvBi/sx+ZWaQiH6G5tKNVwfTnW18YXnx3FWpv6ns6OzHOou4WOpvK2uoN0FH9GhX3atafg8d+Fsefgx74EreXf68C32SHoPODsaZFt783O54mzKux3rh8HPpPvSWPMh4APATSxdSmP79l7r1Z4EHz2Ph7Hhk3JZ+/D6xBvKP3sfTgSJx4Ll3z2/sLaACcaxyj57H1DnMR6mJLP3jfGiK1FyjB7b5z/rqWevY8AMc3ei7h2Qh975RB3ufnVDZ4emuXerNl61ztu2kt7U4S/fHK4wiPLzVrLF54d5e4j3Tnj5Mf62rhxoJ0vPz9ahdHhrJ3P3rArW5lb3v3VU9cwBr73zv2bHjfG8NqjPTw3PBf43iNzqwx0NpW9vVy2Y72tzK1sML2U/u3k7Og8N+3r8LiqdNwovtbYJ60vwafeAy9+3kmpXHmk2iPabG5o6/p6V98pwMD42YoOSYpnjPmaMeb5HB/flXHOv8Upjf4k332stZ+w1p621p6OUnubYdpweX6+pov6Et83luMNtBJwivrSc4r60outlWeuzJSr1o3lfqOpWDl73IvUCWtNST6qRTP2u9zZkXmshVcfyj1z3BQNc/8t+/jic6OsxeI0RsrzF6Jf58cXuTCxyAe+6+a859x/6z5+62vFrSUPbG4Ijr/V+5w9ydny6VdK/vKJhOWzTw3x+uM9OdsUnhpo5zNnhphcXAu0u/vYXGV72LuO9yV3xp9coqetkcW1GJenlvieO/Zvc2VptDdGCBmtsU+5/hJsLMP3fRI+90+dnvE3fdf211XK7FU4/pbczzW0Om+uTaiwrzfW2rd5PW+M+QDwXuCt1lr/1UV2zD71cHVi+V6t8KCYWL6/VnjOCHduLN+zFZ473kCxfL+t8GDrzH3+WL5XKzyovVi+56y988SmcxXLFykdFfa7nLsB2c2D+Wc+33nLXj5zZojHLk7lndmvlC88O0LIwLtu2Zf3nPtvHeCjD57nqy+M8aOvO1K5wcXWYWHMiQB7aeqE5u6yzNg/cXmaoekV/uXbc6/xPzXgrEc/N7ZA74nCC/vRuVVOH96z/Ykldiy5M/6l64u85kg358acN6S8/tyWUihk6GyOao29y53tHrwD9t0Ow2eqO55MsTXn/8NcG+e59t4MEy9WbkxSdsaYd+Fslvdma+1ywTfItUke28TyPVrhOacEi+V7tcJzrw8Wy/e75t55zH8s36MVnntJDW2q59kKzx1jkbH8ra3wIGgs37MVXnK8xW+ql9UKD0oSy885e69YvtSwRM6fh/VDUfxd7uzoPL1tjfS35/8L9fXHe2ltCPPVF4prlVYK3zh/ndOHu3PuB+A60d/ODf1tfOX58sT48pq/BljoyhMBzlSmlneffXKYtsYI77w5x6ZhkOoDf25soeB7JxKW8flVBqqwKeGBPS10tUR55MIUkLkjfmUKe3Di+LOasXdMvAiRZufP8YG7YeTbzhtbtWBuGLD5o/gA/a+CqQvOmwCyU/w20A48aIx52hjz8WoPSERE6oe1ancnde6FkfltZz2bomHuPdXPg2fH+eXvvqVqu+Mvr8d4YWSen3rzsW3PffPJPj79+BVWN+I0RSu0fGBuyPnsVVC49hyG0WdL+vJLazG++Nwo77ttkJaG3P9r97Y10N3awPnxwgv7qaV1NuK2KlH8cMjwnbcP8pknhphb2eDZ4Tn2tEQZqOBSC2fGvkaK12qbeMFZqx4Kw4HT8PjvwPjzsP/Oao8s/f+h1xts/a8CG4fJl52+9lL3rLUnSnOjAmL5Xq3wnEEFiuV7tcKD4LF871Z4qVFu+Xq7WL53K7zka+yCWL5XKzznOGAs36sVnnu5Yvkiggr7XW09luDCxAL3nurb9tx33LyXLz43yreHZrjrcHcFRrfVM0NzxBOW0z5e/55jPfz+I6/wzNAs9xyr0G7dc8kNBreL4gN07IfzX03G6UrzRsmXnx9jeT3O95/O//rGGE7ubeNcgMJ+LNnqrpI97DN9350H+PRjV/jY11/mfz89wntv31fRTfz2tESZXFRhDzgz9ieSy50P3u18Hj5TG4X9rFvYe0Tx+29yPk+cVWEvW4v2nRrLD9QKz3nMK5bvteYedk8s36sVHgSP5Xu2woPAsXyv4j51fZBYvt9WeDnOVyxfqq2aG9+VgqL4u9j58QU24tbXOuX7buwnEjI8cLZ6cfwnr0wDcEeujf7GnoeHfhWmLgJw95FujIFvvjJduQG6BYWvwn7Q2XxsdbZkL//ZJ4c43NOy7Rr4U3vbOT+2QCF7SwGMzK0Ale9h77rtQCcn+tv45COv0NIY5hfuf1VFX9+J4quwZ2kKFsfTxXHHfmjfB8PfHUSFGQAAIABJREFUqu64XLNXnV8EOzw2Vuw5AaGoNtATERGRpNLE8BXFl6o4O5pcp+yjZVhHU5TXHOnmG+eu8/PvrmxB5Xryygw39LelWo+lfPXfwmO/7Rxf+Qf4wOfpbIly40AH33xlCrihMgOcG4K2vRDxsSldx6DzeX4EmovfjG5oepnHL03zkaze9bmcHGhnaT3OtdmVnDvn5+PO2O+rwhp7cNIG33/XAX71yy/x795zU6Bd/YtR8c3zrp+H9r3OZou1xC2G+5M/B4yBwTth9JnqjSnT3BC0D0I4mv+ccBR6T2oDPUnJORu/w2L5Xj3u08dk3IAtX1cylu971h5qJJbv0eOeYmL5Xj3ug8fyvTfTc0YZKJYfpMd91vk5Y/matRfZlgr7XezsyDwtDWGO9LT6Ov++G/v4lS+9xMjsCoNdlS3uEgnLk1dmuP/WrN3wV+fgid+HV30n7L0FHvoVuPh3cPw+7jnazZ89cZX1WIKGSAXCKV69s7O1ZxT2e/O37vPrL58adnrX37V9WuBUcgO98+MLBRX2o3OrRMOGntaG7U8ukx97/RFODbRz78ntl4+UWldLlIXVGLF4gki4zH+elqfh429w3vS5/zfhpu8s7+sVwi3sM//cdh+Fi18v6dKSwOZHoCN/14yU/lfVTspAakYhsXzfrfCgJmL53q3wIHgs318rPCgslu9/zT3s7Fh+/lZ4EDyW73fNfer6asfyteZeKkBRfKlbL43Nc2qg3fdmePclW909dO56OYeV08Xri8yvxrgrO2b+wl9DbBW+42ecj86D8PX/CNZyz9FuVjcSPHdtrjKDnB3ytyM+ZMzYXyv6ZeMJy58/McQbjvey38cbLidTLe8WC3qdsbkV9nY0VW3zRHA2crzvVH9F19a79iSTIhXpZX/5EYivQ7gR/vxHnU3easXEWecNh7a96ce6Djv/Hy5V/mfDFosTm8eWT/+rnNj+WuH7TYiIiMjOYtGu+FLHLl5fKmjm80R/G/u7mvm7cxP88D0eG1OVwbevOmvR78wu7J/+X9B3oxMFNgbe+BH4ws/AyLe5+6gzo/jE5emtbwiUmrXO5nk33u/v/PYBwMD8aNEv/XcvTTAyt8q/f+9Nvs7vaIrS09rA1emlgl5ndG61auvra0FXixPtnl3ZoKdEywCstU6SMfvNklcehmgr/PBn4Pde5ywx6a3QkpLtzFyB7uObZ+bdjepmr0Jbf3XG5Voch8Ov3/48d4+A6+ecnf1l98qaZfcby/fcTM95Iv1YQbH8/LP2EDyW793jHoLG8r173EPQWH6gzfRgB8by8/e4h+CxfP897p1R+o7l++xx7zysWL5IKamw36XmVze4vrDG8f4239cYY7jvxj7+6qlrrMXiNEYq1EYOODe+QFM0tHnZwOQFGPomvP0/pYuMG9/rFPaX/o6eN97JgT3NPDdcgRn7pesQX4NOn294hKPOrGIJZuz/5JtX6G9v5G03+ZilTDrY3cKVqeWCXmdsfpXbDuTYuHCX6GxOFvYlWmefSFj+zz9+kuGZFf74J+7e/GbBK9+Aw69zZpWbu2HoCbjrx0ryukVbur51x/lUYX+lukVybB1Wpv3P2AOMv6DCXnIW49WK5XutuYciYvkerfAgeCzfa809FBPLD9IKD7aP5fsr7qGwWL5XKzyovVh+kFZ4qeu9Yvk+W+E5D/uP5asVnpSdTb8vVq8Uxd+lLl13ZmuP9/kv7AHuPdnP8nqcJy/PlGNYeZ0fX+CG/nbCmb88nfuS8/mW708/1tYHe2911tkDt+7vrEwU30/v7Gwdg8564CIMTS/z0Pnr/OBrDhItYN334Z4Wrk77L+yttZqxT0XxS7Mz/u994yIPnh3n/PgC7//kt9IR//lRmDwPR9/svGF18G7nDaxasTgBrVlJH/fP/ezVyo8nk7sUwE9qoOuwk4rQBnoiIiICJDAl+agWzdjvUhcnnPXVx/r8bZzneu3xHiIhwyMXJnn9id5yDC2nc2MLvPGGrGJi6Juw5wh0ZrW1On4vPP5xWF/ilv2dfPn5MeaWN+hs8dglu1iFtLpzdQym2vMF9enHLhMyhh+8u7ClEYe7W/j8MyO+NxacXlpnPZbY3YV9csZ+Zqn4GfsXRub46IPnee9t+/hHpw/y4596gt996ILTceKVh52Tjr7J+XzgNXD+K86Gei3dRb92URJxWJ7cWjg3tjvJgpkr1RmXazHZjtPPjH0oBP03quWdbFYDsXy/m+lBgbH8rM30oDSxfK8e9863FDCWX2yPe8gdy/e5mR4UGsvPv5keFBPLz561d+9ZXCzfq8c9FBHL99pMDwLH8tXjXmR7Kux3qUuTi0RChkPd/ndFB2hrjHDHoS4euTDJz5VpbNlmltaZWFjj1EBGusBaGPoWHH/L1guO3QeP/ne48ii37n814BRSZX0jYiG5Vt6rd3a2jv3wyt8Hf8nVDf7sW0O859Z9BXcpONjdQsLCyOwKR3q3f3NnNNXqbvcW9u7mebMl2DzvS885f15++btvpbMlyptu6OULz4zyb951I+byw9DUBQO3OScfvMf5PHwGTr6j6NcuyvK080tUa44Z8a5D1Z+xL6SwByeOf/6B8o1H6pPfWL7fVni5zveK5ftshQcFxvI9WuE5xwSM5W9ec58ebZGxfI9WeBA8lh9kzT34iOV7rrl3Rl9LsfzsNffOU8XH8j1b4YFi+VKzLNoVX+rUxYklDvW0FBTfdr3hRC/PXZtjZqk0keTtnB93dq0+mWzTBsDMZViacGLK2Q6/3tlN/OLfcct+pwd42eP4C2MQbiisJ33HIKzNBd6V+zNPDLGwFuMn33is4GsPJ/cquOIzju/2sB+oUg/7WtDeFMEYmFsu/s/945emue1AZypF8t7bBrk2u8LTQ7NO//qBW50ZZYD9d4IJ10Ycf2nC+dyWY9PNWirs2/0W9jc539PS9r/ci4iIyE5Wmh3xtSu+VNzF64sFr693vfGGXv7r117m0YtTvOc2H/2ii+QW9qcGMgr7oWT/aXc2M1O0GQ7dA5cfpvtdDezvai5/Yb847swSFtKGzZ3dnx+Fvnbvc7NsxBP8wSOvcM/Rbm490FnQtUAqqeF3nf3ovGbsQyFDZ3O06Bn75fUYzwzN8pNvSr8h8/ab99LwVyG+8Owod8xegRsyZuYbWmHgltroub6YLOzzzdi//ABV7WWfGp/Pbh/uBnoTL8LRN5ZnTFK/tovle2ymt+m8zPtln58jlp+9mR6UJpbv1eMeajCW79HjHoLH8oP0uAcfsXyfPe6hNmL5Xj3uneNgsfwtm+lBaWL5Xj3uc5wjshupsN+FYvEEV6aWeeur/O+inun2A120N0Z45ML1ihT258YXaG+KMNCR8Rf40DehoT39i3m2/afh0Y/Bxiq37O/g+UrM2PuN/7oye9n3nSzo0r9+6hojc6v88vfcWthrJvW3N9IYCXF1yl/Lu7G5FcIhQ2+J2rzVq67mKDNF7op/5vIMsYTltcd6Uo91NEV508k+vvbMZf79xjjsObz5ooHbnHX21ea1OZ3by35xwv+MeaktjjupmYjPP6duy7uJsyrsJbcqxPK9W+FB0Fj+ljX37ovUaizfoxWeO5IgsfxiW+FBnli+71Z4zuj9x/JzdyRICxjL92iFB0XE8r1a4UHwWL7fVnhZ54gUQrviS90ZnllhPZ4oeOM8VyQc4p5jPTx6carEI8vt/Ngip/a2YzJnAYe+5bSoCuVpubfvdkjEYOIst+7v5PLUMvOrpWlTltPCWLI3fQFShX1hO+PH4gl+56EL3Lq/k3tP+ZyZzBIKmYJa3o3OrrK3vXFzV4JdqKulgdkio/iPX5oiEjKcPrx52cb9tw4QXXS7KxzZfFHPCaeoXq1AhwcvqRnxHPtVZPayrxY3OeNX217n49qT5RuTiIiI1AVrTUk+qkUz9rvQxevOjvhBo/gA9xzt5msvjjMxv0p/R/ni2dZazo0vbE4GrC3CxAvwpn+V/8J9tzufR5/hpsH7ATg/tsDpI2XaVXxxDI68obBr2pPfU4GF/d88M8KVqWU+8f67Nr/ZUaDD3f5b3o3OrbKvwA36dqKulihTi8UX9rcd6KS1cfOP33uO9fB5k5wRz56x7znufJ666Ky5r5alCWcviaaurc9l9rI/+JrKjsu1OOGv1Z3LGGc5Ty3sXyC1LUcs32+Pe+fhAmL5Hj3uIXgs37PHPRQRy889o1x8LN+rx73zfKBYvmeP++Q528gZy/focZ/+njL5i+X730zPvafPWH7WZnruHYuN5Xv2uAfF8kXKSIX9LpTuYR9sxh7gNUedAvlbl6d5722DJRlXLlNL68ytbHAi802IibPOD+x9r85/4Z4j0NQJo89wwxt+AIDz44vlKexja7AyA20FzthHm6Cl14ni+7QRT/Cxr7/MjQPtvP2m4uLOh3paeOzSFNbabd8gGJtf5abBDs9z6sa5rzgztDe+x3kDqIA3R/a0NKTeGAtidSPOs8Nz/JMcGx4OdjZxc/OM89tfV3Zhf8L5XO3CfvG6s34917+zWpmxP1DgmwoH74EX/wYWxqu3hEDqQ1Yx7rcVnnuu71i+Rys8CB7L92yF575IDcXyPVvhQRGxfI9WeMnHg8XyvVrhOc8HieV7r7mHrQW+z1i+Rys8CB7Lz15zn3oJxfKlxllb/7viq7DfhS5eX6SntYGuZPuuIG4e7KA5GuaJV8pb2F9JrgE/0pvRlm/sWefzgMf6cmOcom30GfZ3NdPSEE5twldyhe7EnaljsKAZ+z8/M8TlqWU++YHTRc3Wg7OB3vJ6nKmldc+189ZaRudWeOuNBcyE1qrlafjrDzmR9od/Hd75K/C6D/u+fE9LQ1F97K9MLRNLWF61b+tmicYY7mifY3W2gabsWec9RwED0xcDv3ZJLE3k35iusQ0aOwtOoJSMtU5xXuheF+4GnEPfhJu+s/Tjkp2n3LP3Xq3wIPjsfTyODZuSz96H1yHeUPrZ+3AkTjwWLvns/YX/n733jm/krvP/nyPJki25W/Z63cv23Wy2JZtNIwmEhFCS0Akh1OOodxxwHHfHfeF3d1wH7uCAUC6UUAKkQICEkBAS0jfZ3STbi9e9d8uyLavM74+PRpJVRqPRSLZ35/l4KJKlmdFI1jp6f96v9+vlq2WdYwjDu/f2IKFFK4Z37x0BAj5bDrr3kvi9Gt29twEBs3tvsjpZTkd7IzBn7M9DsnHEVyiwWtjdXMH+rkmDzio5ygx4U2WMumDosJAClzWo77z2Qhg+ikUOsL6mOHeFvUfJzs6wYw8ZFfbzi0H+55HT7Gmu4BoDiuzmKrFYkm7Ofnrez4I/RO254Ij/5JdhYQbe/RtofQU88SVY1GYgCFDpKmDWF8AXSN53SUe6MZj2gnF6QtUMe3xLHygohPJGGD+j63kNI53UvbQOPIP5O59YfB4IzGcmxQdYu13EY5pyfJNzHNmamy+s0aLe4OMGUnjoZIko6o1HFPXGE/Dlpgcn5arWDSRfaMqWpBn3JiYmSzA79uchZ0e9Wcu4AS5qqeS//3CK6Xk/ZUUFBpxZIt3jc2IMtjJmvnvosOjWp+tYr90BQR+MnmDDmhL+eHI0J+fIbPhLgt6Ofa+2GLPvP93FiMfH/96yK+tuPUQj73on5tgdZ+QWy+C0EnW3ymfsp3rhuW/Dhe8QDuhWO9zxajjwA9j3EU2HqHCJNsXUnJ81pZl/iesYEYV9KuPKmuAQz8g1dHRP8poL4hInKtuXv7D3jgqH/lSUrl2+jr1i7JfpApvNIcYbzMLeJBPSReEl2SZ22+WQ5atF4UE2snxtUXjiDM9dWb5qFJ5yvrpk+Vqj8CCxc59alq8WhQcrT5av2rUXDyzZ1pTlm+hhtbvim4X9ecakd5Fx72LWHXuAi1orkGU42D3J1TmSaXePe6krK8JhCxdRwQAMH4U970+/szKDP/AiG9Zcxi8O9DHpXYwUZ4bhCRf2ejv28xPgXxBd2RRMz/u5/fEOrt5YzcWtxvgENFQ4kaT0HfvB6XmA1d+xP3KPWOi56rPi56a90Hw5PP01uOgDYEv/uagMj69MeBdZo8M0smN0NjwakuRPryxT5O1lQLqU7mSFfdU6ePnnLFtOfCgkCvtilSSGkjqRCb8cKCMxmXbsARovhme+Af55KFjlC1gm+UNrFF7cNsp24u4ksnyVKDyxiT5ZvloUnrK/Plm+1pl7cZ92Wb5KFJ6yywoy1VONwlPOMUtZfmIUHuiV5atG4YXPN3tTvbgoPDBElp+0e2/K8k0MYLXP2JtS/POMs2NhKXCNfuM8hZ2NFVgtEge6cyfH756Yi3SWATFjHFhQn69XqGwDWxGMnmD9GrGQkRM5vmcIJGvyCLB0lNaHj6He5fz2nzqYnvfz6es26jjB5BQWWKktLaR7Ql2K3j8lOvZ15au8sO96Aqo3LXWcv/Tj4r3veFTTIRRfikmvPmf8jlEv7TUpFtXmJ5F8HkJlTRzoSfJvqmod+KbBm757lBMWpkSEpEtNir9WFNjB3EgxVYkU9pkrZxYbLoWQH/nMHww+KRMTExMTE5PVgIwxUXdm3J1J3ugIO+K3uTPs2IdCMHAQaraAXRTaRXYr62uKOTKQu2ztnvG5pWMDQ4fFtZbC3mIRxdDYKTbsFWZlp0Zm2dtWZexJzg6JLqFFx3xdbJZ9ZaJTOsCox8cdT3bxuu1r2VpXlsWJJtJY6aQ3TeRd78QcdpuFNSWruLAP+qH7Gdhxy9L7268Rhm/H74eN16c9TGVY7TE5l7mBXigk0zE6y9taGpNvMNUNQGF1GyfPeAiFZCyx3bxI5N0Z9a55rvCGR1nUOuIla0U3ZHYYyurzc14KESl+ZoX99LyfP3+smK/JZfgfv4O6za/LwcmZnNMYLctXi8ID3bJ8tSg80C/LV4/Ci5xlws/pZPnqUXjh5zgPZPlqUXjitk5ZvloUnrK7Kcs3MVlVmIX9eUbH6Cx2q4WGigzkpsd+Bb//nIixqr0Abvl5pCDdVl/GYydHNEWmZYpnwc+4d5HmqljjvJfFbLR7g7aDuNfDwEHWlhVS4rBxaigXHXsdTtwKSsdeZS756388w2IwxKdebVy3XqG50snjp9S9B3rG52isKFpaZK42+g+C3wutVy6932YXBf3JB0Txb1X3iqhwiccn5jLv2A/NLDC3GEw9BjMpCvvyunXMHfPTOzm39LMfW9g378v4+bNGKZxTueJDdKHKM7gMhf0wWGxQlNovIp5QSOZd//ccxwdneMR5NW8Z+jUzowOUVucu6cPkHOV8luXrisIT96nJ8tVm7uH8keWrReGBflm+ahQe6JblqxX3kf31yPK1RuEl2d6U5ZtoZZWP2JtS/PONjhEvzVVObFaNv/q5CfjVx8BeAq/6Akx0wndfJfKsgW11pYzNLjI841M9jB6U2W/FvR0QHfvqTZrmoQGxADDZjRTwsX5NjpzxZ4egRMd8PYgOJ6TMsu+dmOPHz3Xz1j0NtLqzH5+Ip6nSyYjHx/xiapf3hHGI1UjnnwAJWi5PfGzzG2B+ErqeTHuYiiyk+Okc8ZXFnboWsWh1fDDus1rWJArX5Yq88yod8TQde1geA73ZYTEmYNH+v7WTwx5e7pvm/71uC3tu/Bg2gjx53zeWbiTLYlTjF++Fn94Cv/00DL5s8MmbmJiYmJiYLCvhHHtTim+yajg7NsuGmsQM7ZQ89T8iRupN34U1W6DtKvjutfDw/4Obv8kFDUIafqR/2nBztZ4JJeouXFTKsvhCvSG9ZDqCez0gw0QH62qKc+OM7xmCul369nUUQ2Hq7O//ffQMkiTxF69cn8UJpqYpvGjSOznHhjWJnwtZlumdmOPiFu1d0BVJ15+gdhs4kxgPrnslFLiEHL/9atXDFFgtlBTamNBT2I+k8bfwDICtkPbGeiTpKCeHPFy/LWbByGqD8qZIZz/vhBfz1GfsYzr2+WZ2OGPjvKc7xgG4ZvMa6stb6PntZnb1/5jFkfdir2mH0ZNiYbNvPzjdQplz9o/w/Hdg3bVwxSeh+dJcvBqT1cp5KMtXy7iP3ibmACT8nE9ZvuauPawQWb5Kxj3ZyPLVMu71y/LVzfTEWeqS5evJuI/bPqks3+zam5xDmIX9ecRiIETP+BzXb9XYXfYMwXPfgu1vFUU9QN1OuOwvRP73zneyue4SLBIc7p/mVQZE6MWS0LGfHYa5MW3z9QqKZH/sFK3u7fz8hT48C35KCg2K5wsGhJmZ3o49CDl+ksJ+bNbHfYf6eetFDcZFzS1MQ2AxMqOtSL17xpMX9pNzfmZ9AZqqjFcL5I3AoogUTJWkUFAE66+F47+BG/4rrVdCpcvOpA4pfseol5JCG9XFjuQbzAxAyVqcjgKaK52cHJ5J3KaiBSa7Mn5uQ/COCJNINam70w2WguXr2JdkJqF/pmOc5ion9eXi39fA5f/Kht/fCndcB3XboPspsLvg9V+FC98uovHmp0Rh/+w34XuvgSv/Gq75XC5ekclqJUtZvuYoPFgRsnz1KDzQL8vXFoUHmcnytc/cw7kty08dhQf6ZflaZ+4j+y+3LN+cuTeJZZVr8U0p/iojGJL57hNnefDwIAv+1PLpZHSMzhIIyWys1dixP3QnBObhFX+z9P4rPg3lzfDg3+C0WWivLuZoDgz0eia8VLns0SI8E+M8hap14nrsdETK3jWmbhaXEXNjgKwvYkuhtC6pFP+u/T0sBkO859IW/ceOxTsOt18B//eqiGu5ooboTmGgl6CaWI2MnxZJCvUqqootbxCFq4Ys8wqnXZd5Xte4l1a3K7UXxcxgpOO9sbaEE8n8IJazsJ8dEfP1alJ3i0XI8ZelYz8CJdoXF4Mhmec6x9kXY6Z5wZ4reGfgC0xJpWLBbs/74aP7Yfe7RVEPUFQuivlPHIHX/KcY5TAxMTExMTFZ9eRTii9J0vWSJJ2UJOmMJEmfTbHNVZIkvShJ0lFJkh5Pd0yzY7+KkGWZf/rNMb7/dBcA7mIHv/zopTRUaCu6jg2IDuDWutI0Wyo73A8NF0VNuxTsTrj67+C+P4fTD7Gtfi1PdxgfwdU1NheRigPCOA+EpFordqeYTR47RdsmUdifHZuNjBBkTcRQLMvCXlm0COMPhvjRsz1csd7NukxGJ1IR9MMv3h1xXufEb2DrTVQ4Cyhx2FI6458Thf3wMXFdsyX1NutfDVaH+MynkVZXOAsYm828Y98/Oc+mtSq/S8+A+PcGbKwt5eFjwyz4gxQWxCgIKlpgfkIoLwqNTUhIS7oMe4XStfnv2IeC4fPTXtgfHZjGsxBgX3u0sHc5bFS1buedM1/h4Q+/Qv0Adifs/aDeMzY5H9Apy1c10xMPRO/LSJafumsP+mX56hn3oFeWr55xD3pl+brM9OAclOWnzrgH/bJ87Rn34iw1y/I1ZtyLu01ZvsnKRpIkK/B14FqgD3hekqT7ZVk+FrNNOfAN4HpZlnskSUpbbJgd+1XED5/p5vtPd/G+y1r53nsvwusL8E+/OZZ+xzDHBmcoLLDQqiXqbrJLFNKpulHb3iTmff/0X2yrK2V4xseox1gDvZ6JOZor44zzypszL2jc62HsFE2VTiQJOsfUc9szQouhWDpK68UCQSD6f75Hjg0zNLPAu/e1ZHd+CofvFjnuN35DvIfPfhMASZJorHTSPZ78PVEK/sZKg0YBloORo0Ie7lbxKXCUiFn747+OfnlJQYXLnvGMfSgk0zc1H5F8JyDLomMfNp/bVFtCSIbTw7NxT94irpejaz87om0Bazk69nPj4gtZBoX9M+H5+n1x8ZdXbazm9MgsfZMGKntMzl/kUEKxkFB0JNkm6Xax28cSkqNFjyxHC/xgUFxkWRRNwZC4BAIQCIYvgch20mIwejsoi5jbUEjcDh9Xiv37qNxUHgvF3paRAuJiCYSwLMpYFmWsiyFsC7K4zMvY5sA2BwXha9sc2GYlLHNWmBeXgM9GIGAhELAQDEa/tirFrdUawmoLYi0IYS0IgS0ENllcLGEJuVI9BiXwW8BvIbRoxb9gw79gY2a+kBFvMSPeYnq9FZydd3N23s0ZXy0dfjcdfjcDAQszso8Z2YdfDlAg2USBLzmos4VoLxijvWCMdY4h2orGaCsao9E1SY1rlhrXLKVFCxQUBigoDGCxB6EgJC7WuPc0JIULfAkCFoL+8CVgJRgU70EoFC3YrdYQNlv44ghAURCKgoScQQLFsrg4wR++BJwQKJIIFIpL0G4hZJfExWZBtkniYpFAEhfZQuQ2sOQ9lSVJLPhIErJVEsoti0XctlrFWIjdGrmNzQY2a/hiA6sFrBYkqzX6HFYrksWCZLFEn9MiRRexFJJ4VYi7U3RM47ZP2E6ypDymyfmBLBtz0cDFwBlZls/KsrwI3AXcGLfNLcC9siz3iHOTR9Id1Pz0rhLmF4N85ZFTXLHezedeu5mrN9bw8Veu46Gjw/zxZNrfMyA69htrS7FqiS07/mtxvSVFYW8tgMs+Af0vcDGi23zaQMd5XyDIwPR8XNTd4cxk+AruDTB2mkKrRH15kbGFfcRQLItc8dI6QBbu+mHuPdRPTYmDqzdlsWAQS+9zYkHkwnfA3g9B77PQfwCAVreLsynek57xOdzFDpz2VSzuGT4mPgNpouzY/HqY6RPReCpUOjOfsR/z+lgMhFIX9nMTEPRFpPibwuMyJ4bi5uwrWsX1chT23lFtn/PSOrFIofH/bIbgCf/byWCB7UD3JG1uFzWlSzt2V20Ux0gXA2liYmJiYmJy7iBjqBTfLUnSCzGXeIlfPdAb83Nf+L5YNgAVkiQ9JknSAUmSbkv3Glbxt/Xzi/sO9TM15+fj16yP5Il/4PI27j7Qx78+cJyrNlSr5sjLssyxwRluuGCttic8dj/Ubo92CJOx453w2L+yvusnwG2cGZ3l0nVu7S9Khb7JeWQ5xjjPNwv62Q7NAAAgAElEQVTjHXDBWzM/mHs9+OfAMyCK2NGV1rEPG37NDEB5E1Nzizx2coR372vRtgijhf4XhHO/xQI7b4VHPg/HfgX1u9lYW8IDRwaZWwwkFPDdE96lcYOrkeGj2nLfN75GdPaP3AMNu1NuVuGyM7cYTJTJq9A/OQ+QemzGE5auhzv2zVUu7FYLZ0biO/bN4jrfhb0si469Fil+yVrwe8W4QFF57s8NoiMxGXTsz455WVeTqF5qr3ZRU+Lg+c4J3rm32agzNDnfWQGyfK1mepChLD/OTA+MkeWrZdyLl6RTlp9txj0kl+VrNNODTGX5qc30IBtZfryZnnLM7GT5ahn3kIUsX81MD3TL8s2Me5McMSbL8h6Vx5N9wY/viNiA3cArgSLgGUmSnpVl+VSqg5qF/SpAlmXueKqTbfWlXBQTO2a3WfjwK9r567tf5rnOCS6Jk5TGMjC9wPS8ny1a5us9QyLe6eo0Ts8FhbDjnTie/hptjpsSi5AsUKThkaJy5Bgg6+vYVypdzm7aq8u5+0AfsiyrLoRoZnYEbEVg1zDekIrS8AJd2EDvgcND+IMyN+6IX7jTyeKc6Fpf8Unxc2EprNkKA4cAYdQmy3BqeJYdjUsLsd6JeS5uTRIRt1qYnxJd+DVb029bVCGK+5fvgld9AWz2pJtVusJZ9nOLmtMK+qdEYV9fkWL7mbB0PfxZsFokmqqcieqSwjIoqsx/Ye+bEYoCLVL82Mi7vBX2w+Ja4wJbMCTTMz7HNUkUMZIksaupgkO9U0aeoYlJ0mI8qVu+1ii8ZNurueVrjMKDDN3yVaLwxO3o02Tmlr905j56tlm65atE4YF+t3w9M/egwS1fdeZenP1KcsuPn7kXD2Xvlq8ahQeGuOUnFPdgFvjnEzKQvwz6PqAx5ucGIN6gqA+xQOAFvJIk/Qm4EEhZ2JtS/FXAE6fHODMyy/sua00oRl9/YR1lRQXc+Wy36jEU47wtauZdCqceEtebbki/7e73IMlBPuB60uDCXjFtC0vxB18S13oK+/Jw122qm1a3i1lfgNFZg/wAFEOxbBYJwl1axXDsVy/201btYlu9RpPDdAy+CHIQ6mMWDut2wsBLEAqxuVY8z4nBpbLvBb8Yh2hczcZ5I8fFdY2Gwh5g121iXvvUgyk3qXCGC3uvdmd8pWOfurAPpyKURhU1LVWuyL+DpSfQkv/CXhk50VI4x32e84JS2Gs0sRycnmcxGKIlRYzjzqZyusfnGDfq74SJiYmJiYnJiiePM/bPA+slSWqVJMkOvB24P26bXwFXSJJkkyTJCewFjqsd1OzYrwLueKqT6hIHr92eKKMvLLDylt0NfP/pLkY8C9SUJF9pPj44gyQJt+20nPodlDWqu4grVLZC+yu5ofshvjZsXOxT9/gcLrsVd3G4ZdB/UMz3ljVkfrCyBkCCqR5a664FoHPUm/K9ygithmJqFJZBgQtmBhiYmue5zgk+ee0GYxQFAH0viOv6GHl53S544Q6YOEtDZTtOuzUhXu344AyyrHExaKUyclRcr9HwWQZov0ZkoR+8E7bEe5gIYjv2CfS9IPwprvosFESL+P6peUoKbZQWppjz9wwC0hIpeUuVkydOjxIKyZHxG0AU9mG1Rd5QRk40zdiH/07l00BvdkSoZhzalDPKgkmLO/mi1a5moYw61DPFq7Zol/ebmGginSxfJeN+yXaxx4vfPoksP7KXwbJ8tYx7WIGyfJWMe9Avy9eTcQ8aZPkaM+5hZcjy1TLuxW19svzIz0bL8tUy7pNsY2JiBLIsByRJ+hjwEGAF7pBl+agkSR8KP367LMvHJUn6HfAy4h/kd2VZPqJ2XLOwX+GcGZnlsZOjfPLaDThsyed533lJM999spOf7e/l469M7vzd2dPNRRVzFDvS/Mr983D2MTE/r7Ww3P0eyjvexfrFA8wsXJO6eMmAnok5mqpiMr/7D4jCVE+xa3OILuJkN63bRYeuc8zLXpXRBc14R0U6QDZIUthwbID7XxJdzjdcWJf9uSn0HxDnGDsfXbdTXA8cwuJeF85NX9qxfyksRb6wMU9y6lwwfAwcZdFxh3RYrLDjFnjyy6IrnsRjosIpPt8JzviP/wc89q/iC0BROVz+V5GH+ibn1WMpZwZENzzG4K/F7cIXCDE0s0BdrOleRQscvx+CAbDm6U/4bAZeEpGOfT4L++GMfC6UEYdUHfsL6suwWSQO9U6ahb1JblgGWb56FB7oleUnzNwrT7JSZfkqUXjKmeiR5WcbhQcpZPkJM/fisexl+cm+Txkgy4+buQeDZPlqUXigX5avNQovbhuTc5Q8+v7KsvwA8EDcfbfH/fyfwH9qPaYpxV9GHj81yrVffpwP3XmA3x1J/iX4+093YrdZuGVv6uKx1e3iivVufrK/h0Aw8Y/O4tBx/rbrA/xk/sPwyP8nivdUdD4hjOY2Xq/9hWy4Dr+9jJutxsnxu8a90ai7hRkYOyW6zHqpaIapHurKi7DbLMY548+OZOeIrxAu7H/14gA7GstpcScvOHTRf2CpDB+gehPYCiOd3021JZwY8iDH6Ide7pumusRBbakByoblYuSY6NZnsiB00fuFid6f/ivpwxXJOvZ9B+CPX4QtN0H7K+GJrwin+zD9kypRdyC626VLF3Naw5+BrvjPamUrhAJR+X4+8CrpDxqK54Ii4QPgyacUfwSKazVv3j3uxWGzpPxsFxZY2VJXysFuc87exMTExMTk/MAYR3w5f3P6CZiF/TIxNL3AJ+46xKwvwOH+aT70o4PcfaBvyTZ9k3PcfaCPm3bU4S52qB7v1kuaGZxe4NETcdF3E51I37sBiRCjDdeJTuRvP5X6QKceFLLwliu0vxibg4X1b+A6ywt0DWiL3lMjGJLpm5iPGucNvgjIS6XkmVLeDFPdWC0SLVXOlPFuGREKwtxYdo74CqX1+Kf6OD44w007DOzWz0/CdC/U7Vh6v9UmUg8GRLTbptpSpub8jHiiM8Uv9U1xYUOZcSMB+UaWRcdey0hJLKV1sOe98OJPYOJswsPlRQVIEozNxhT2z34dHKXwhq/Cdf8Ci57IwoAsy/RPzdOQar4eRMe+ZOnvXVnc6RyP+6wuR5a9dxSQwKlR5aJE3uWL2aEMO/ZzNFc5l444xLGzsZyX+qYIpsoSNzExgiwy7pMagiXbXkPGfSTnPhCIybkPRHLupcVozr0UlCM592kz7sPPK4WI5NxLoWjOvSUQiuTcWxdD0Zz7NBn3Ss59wGeL5NwrGe8guvaRnHtbMJJznzbjPpxzH1q0RnLuZ+YLIzn3vd6KSM79GV9tJOc+Xca9knO/zjEUyblvdE1Gcu5LixYiOfcWezCac58m4z6Scx+wRnLuQyEpknNvtYaiOfeOQCTnPm3GfVE04z6Sc2+zRHPuLdGce9lCNOcelryn8Rn3Ss595HY44z6Sc2+zxeTc2yI592kz7iF5xn0SxYtkkZIrXpJk3CfNuTcxWcGYUvxlQJZlPvGzQ/gCIe7+8KXUlxfx/h88z2fufgmbReKmnfXIsszf3PMyVkni49ckl9fH8spNNawtK+TOZ7t59daYztX+byMterg18O/ce+u74cl/gSe+BNveCOtetfQg/nkR9bXxeiFfzwDnRe/EevROCk79Fi7ZmNG+8QzNLLAYDEUz7JVc8fosOvblTXD45xD00+p2GaMsmJsQX6CynbEHKK3DOjtMgUXmtdsNLOyVwrRqXeJj9bvg4A8hFGRjODf9+OAMa0oLmVnwc3bMy01GOfMvB9N94JvWPl8fy+V/BQe+D4/9O7zxW0seslktVDrtjCnGalO9cPSXsO8j4CiBmk1iPv/wz+G6LzIzH2DWF1Dv2M8MQPOlS+5aW1qIw2ZJ7NgvKexfkflr08PsiCjqtUr/S9bmv2Pfrl0y3z3ujSgiUrGzqYIfPNPNySGPtjQRExO9xMnytUbhKdtqluWrROGBflm+ahSe8iQrSJavGoUHWcjyVaLwwvfrk+WrReGJx/XI8tVn7om7LwNZvkoUHuiX5cfP3EeewpTlmxjJKl/LNwv7ZeBw/zTPnp3gC6/fQnu1MHv6zm17eN/3n+cTP3uR40MzzMwHeOrMOF+8eZsmV3Kb1cI7Lm7iyw+f4sTQDJtqS0VH+ci9PGfdRU3bNlwOG1z5GWHu9etPwEeeEYWIwtFfiuzp3e/N+DVZmy9h0LKGtoHfAJ/MeP9Yusfiou76D4hixplF7FpFs/gjPN1Hq7uYR0+MEAiGsFmzWH2NZNgnSvHnF4MUFlg0d7vl0josBHlNi4XqkswWVVSZ6BTXlW2Jj63dAf7bYfwMm2pbAWEWdtXGGo70TSPLsH01z9ePHBPXa7Zlvm9JLez9EDz136J733TJkoerSxyMKeqG/eHC/+I/j27QeiUcvQ8mO+lbEF3ulI74i3OwMBWdTQ9jsUg0VznpHItzxi+tB4st/x37TJQppWujSRa5ZnFOxPFpPL9QSKZ7InnUXSy7msIGer2TZmFvkh+SmOolFPeg31RPLQoP9JvqBYPIVil5FB7oNtWzLkLQrrzW5IWnHlM9qy0outuR58IQU70zvlrWOYZIFoWn3NZlqmcPElq0kjQKL/JydZjqOQIEfLYMo/CUY6qZ6kkRdUZ8FJ5yRF2mejYgEEgahQemqZ6JAcgsq4zeCExNyTLw4JEhrOHOvILTbuMH77uY125fy7ceP8tdz/fwuu1rueVi7cZs77qkmZJCG//+4AlxR88zMDvET+cu5uqN4S+xBYVw49dFN/ORLyw9wAt3QNV6aLk88xclSRwqfzWbFg5lLcHtnlCi7sKF/cCh7GT4EDW4m+qmrdqFPyhHssV1oxiKxXTsA8EQtz/ewYX/+Hs+9KMDzC0m/2IUz5kFUTjc3J7dKSWgFPZJTOCoDisrRk9S7rSzr62Kew72EQrJvNQ3DcD2+jKDTyiPDIcd8Ws269v/FZ8R6RC/+SsILo22qy5xiMhEnwcO/AC23gzlMXGkjXvFdc9z9IWj7lJK8T1LM+xjaa5y0R0vxbdYxed5slPXy9JFpl4SJXVi4SuQsv1iHJH3T5vSZWB6nsVAjCIoBY2VRVS57BzqMefsTUzUkK25+SIcLeoNPm4guRFxtoii3nhEUW88AV9uentSrmrdgLbvU5mSdKTFxGSVYnbs84wsy/zuyBD72qooD+dhKzhsVv73HTv57PWbqC5xUFiQ2R/zCpedj169jn978ATPdIyz7/g9LEqF/CG0k0/HdqcaL4ZLPgzPfgO2vhFaLhNd8b798Oov6nOeB/qb3oB14k6CL/8C6+V/oesYIKKoCqyScAKf7hMz4pd8RPfxgJgs+x7a3NsBODvmTfvlXhVvYrb33957mF8c6GNPcwUPHxvmrd96hp99cJ9QS6jwUK+V9cAl1QbnZk+cFQVjQZKi0r1BXI+dBOCWvU18/KeHeOzUCL8/NkRzlTNiFLcqGTkmCvNCnYsTdhe85j/grneIzv2Vfx15yF3sEAaMB+8U3eJ9H126b/UmMXPf+xz9FaLbn1KKr+S9lybGWba6XTx+KlnkXWueO/Yj0HCR9u2V1zI7lH1qRDqU968k8f1LRrqoOwVJktjZVMHBnsmsTs/EJCPSReEl2SZ22+WQ5atF4UE2snxtUXjiDM9dWb5qFJ5yvrpk+Vqj8CCxc59alq8WhQcrT5av2rUXDyzZ1pTln+Os8nUes7DPMyeHPXSOeXn/5a1JH5ckSZP0PhXvubSFHzzdxafueoGHQ/fyh8BO3n/1tkSX9Ws+BycfEEXLvo8L8y9XjYj60klZw2YOHVzH1hfvyqqw75nw0ljhxGqRoONRcWf71bqPB4jiVrKKyLsNYVOyUS9XZ2MHMDssrsOdzFGPj/sO9fOuS5r5xxu38vCxYT545wH+5w+n+bsbUneN/cEQ95wO8TGgaG44ixNKwsRZUQQmw1EMpQ0wdhqA67bWUuWy85c/fRGPL8CX3nKhseeSb4aPZm6cF8+mG8Ti12P/JjwpwjGB1SUOJjxzyM99E6np0kT/B4tVFMK9++mX5ikssFCZapFE6TiXJHacW6pcLAZCDEzHxeVVtESMD/PC7GhmXhLKa5kZzH1hn2HHvm9SFPaNavGDYXY2lfPI8WGm5hYTFmJNTHKG1ii8uG2U7cTdSWT5KlF4YhN9sny1KDxlf32yfK0z9+I+7bJ8lSg8ZRcjs+6zlOWrRuEp55ilLD8xCg/0yvJVo/DC55t91n1cFB4YIstP2r03ZfnnGaYU3yQDfndkCEmCV2/NTTZyYYGVb79rD7uco7iCU/S5r+Cvrt2QuKHdBbfeCzVb4Y//DIXl8P6Hsppjb6lycV/wMuxjR6MyaB10jc3RpMzXdzwqioTqTbqPBwjTr7J6mOqh0mWntNCWfeTd7AhY7ZGO8N0H+giEZN59aQuSJPHqrbW8bU8jdzzZyalhT8rDPHZylM75QoIWu/ERZhNnRTxaKqo3wKjo2NttFt68pwGPL8C79zXzpt0N+p4zFBL+DstJYFFEJOoxzovntV8Sizf3flBELwLVxQ5ukh9FmupJ7NYrNO6FkWOMj41SX16U2m9BpWPfWCm6/IqcP0JFi0g8mM+DTHzRC35vUi+JlCivJR8Gehl27IemxZfpNRpiHKNz9qYc38TExMTExGRlY3bs88zjp0bZ2VhOTUnussEvaCjjq1eG4Ndw25tvFp3vZFS1w3t+C6d/L7qLLo1RViloqXLy6+A+Pm//Mdbn/w9e9+XEjUIhePSf4NTvRAf9ik8Kh/4wsizTMzHHRS0Vojjs+CNsep3u8YAlhCPvJEmitbo4+8LeG+5iShKhkMxP9/ewt7WSdTXFkU3+5jWbeOjYEJ/75RF+9sFLkhZ333niLHVlRVic9dEixQh8s0JCncw4T8G9QcjJQyGwWPjo1etoqXLxpl06ivqAD576Khz4nlgget9DYgFpORg/LbLea7ZmfyxnJdx8O/zoTfDjN8Ot99Ae7OA22w+Za7gc58Ybku/XeDEgUzr+IvUV+1Iff2ZAyPZjjSzDKPL9/mSFPcBUNxTl2OAwiZdEWmI79rnGMwj2YijUZnA3NLNAlcuO3ZZ+XXt7QxkWSZhKRnxKTEzyhdGy/GRdfgNk+Qlmehgjy48304veJuYAJPycTpYfb6ancL7J8hPM9DBIlp9gpmfK8k1WEaYU30QrC/4gR/qned9lKh1Ug7AMHgJHKcVr03S6LRYRb2cA1SUOfPYKXqx6LbsP3QlXfnqpPDYYgPs/Bi/9VLiGz47CPR8Qxd+G6wCY8C4y6wuI2feBF4VbeLYyfIWyBuh6EoA2t4vnzo5nd7zZkUgX89mz4/RMzPGpVy9VR1S67PzN9Zv423sPc9+hft4YVzAf6J5kf+cE//C6LUinDS7sFXO1dIW93yuUAuWNlBYW8I4MDBuX8PTXhPqj+TLofhp+/Zfwxu8YsyiTKcOKI74BHXuAtqvgzXfAL94LX9rMK4IBhilh8NKvsNuSokBs2ANIrJ09QqDtmtTH9gyk7DbXhQv7gXijR6Wwn+iEtTkemVC8JDIxz3NWgtWRv469xm49wMjMgqZuPYDLYWNjbSmHzDl7k+XifJbl64rCE/epyfLVZu7h/JHlq0XhgX5ZvmoUHuiW5asV95H99cjytUbhJdnelOWfg6zywt6U4ueRowPT+IMyO8PyzpwycEh84U9VdOQASZJornLxM8dbxB+1p74afVCW4befFEX91Z+D2+6H9/8eai+An98Go6eAqCN+c5UTOv4ASNBmUGFfWie6e6EQrW4XA9MLzC9mIRn3jkS6mE+eGcNqkbh2S+KIxdv2NLKjsZx/eeA40/NL3dVvf7yDcmcBb7+oUZyfkVJ8JcNerbBXnPHDBnq6CQZEqkLbVfDeB+Cav4fDv4AXf5LdcfUychQsBSLlwSi23Ai33g3b34pnw828b/EzDAaKU2/vKCFU0UJToCtNhv1gUhk+iNEad7E9McFhSZZ9jplNHeuYEkkSrykvHfuhlO9fMoZmFlhTqj1S8qKWCg50T7IYML+omZiYmJiYmKxcDKn6JEm6XpKkk5IknZEk6bNGHPNc5GC3mNPc1Zxj6WzAB0NHEg298kBLlZMXZkpg+9uFJLvzCSHz/tN/wsEfwBWfglf8tfjiX1gKt/wcbIXwm0+ALEeivZorHKIwrN+d9YhAhJK1Qp7tHaWtWkjEu+KjxDJhdjRS7BzsmWTL2lKc9kQRjMUi8c83bWPCu8hf3nUoUiDcc6CPh48N855LW4RrfunayMKDIUQKexWFiFsp7E9n91ynHhSLEhf9mfj58k9B3S7403+Iol+NxbnoarpRDB8TagSbwYZn7dfA675M8LX/zQm5KZpln4K5sg1skPpTR92B+J0nMc5TqC8vSizsC0vBWZWfwt6rQ4oP4jV58iTFV3n/4hmeWaC2TPso1GXr3MwtBs2uvcnyEtcBlENyYkcxRZcwaedRDiVuH7tdWJYvh0IQDIq/0bIsOqLBkLgEAhAIhq8DEAwiLYoLwSBSUEYKyhAKRW/LMlL4Ip6HaIcs/BxKBroUCl8CMpZASFwWZayLIayLIWwLMrb58GUOCsIX2xzYZiVssxKWOSvMi0vAZyMQsBAMiguIrr0iS7faguJSEAKbcpHBEr7ENqmDEvgt4LcQWrTiX7AxM1/IzHwhI95ier0V9HorODvv5oyvljO+Wjr8bgYCFgYCFmZkH345gF8OCFm+5KBUclBnC9FeMEZ7wRjrHEO0FY3R6Jqk0TVJjWuW0qIFSosWKCgMYLEHsdiDUBACqywuse9pSIKAcrEQ9IcvASvBoIVQSCIU7qJbrSGs1hA2WwibI4DNEYCiICGnuASKZQJOCDjBH74OOCFQJBEoFJeg3ULILhGyWQjZLMg2CdkiLkgSsgVkC0tVfLHCE0lshySJCEWLBSwWcdtqRbaLC1Yr2GzhS8xtqwXJakWyWsVxrGJbyWKJHFf80qWoNB9Ehz3JOItkkZKnTCTZPmG7JMczWQXIgCwZc1kmspbiS5JkBb4OXAv0Ac9LknS/LMvHsj32ucbBnkkaKopyOl8PCOO6kF8UVnmmucrFI8eHCb7/77D2PQ8/vDGauX3BW+Caf1i6Q8kauPYf4dd/AYd+RPfEXiQJmoYfEeZnb/6ecSen5ITP9NPqFoHxnWNeNq/VNpu7hFAoMmMfCIZ4qXeat+5JPZe+rb6ML958AX9772E+8MMX2NFQxjce6+CydVV85Kp10fMLLsLceGbd0VRMdAr5dJLZ7QguNxRVRAz0dLP/O8Jhf0N4rMNiEaMYd90CR++D7W9Jvt+ZR+Bnt0FVm/hshEcysmb4KDSrzLVnSYXTjtUiiSx7FcZcbbRKDzNTkuJ/8qFguOOsUthXFHFiKIn5YkVLnjr2OqT4IF5T3/PGn08soZAo7DV27BcDIcZmFzVL8QH2tVdhkeCpM2PsbTNokdHERA9ZyvI1R+HBipDlq0fhgX5ZvrYoPMhMlq995h7ObVl+6ig80C/L1zpzH9l/uWX55sz9qsToPlO+MWJJ6WLgjCzLZ2VZXgTuAm404LjnFLIsc7BnMuKynFOUGKxwNFc+aXU78QdlBkIV8IFHYNNrRWfxjd+Fm7+VfN5657ug6VJ48DPQd4C6Ejv2p74kOq5bDPwoKV/+ZwZoCefX6zbQm58EOQjFNZwY8jDvD7KrWf13+46Lm/j867fw9JkxvvroGbbUlfLNW3dHTbyU4s4oOf5kZ1SynQpJEu/z2Cn9zzM7Ap2Pw67bRPqAwobXQPVmePLLyVUIx34FP3mbWPjxzcJP3grdz+g/D4X5KZjpyz7qTgWLRcJdbGc0Tce+19aCTQrRJKeYNZ8dEZ8jlcK0rqyIgal55Pj/21S0RFUZucQ7IlIzMlU/lDeKz3IuExLmxoQKR2PHXlmIqc2gsC8tLODCxnKePJPe3MrExMTExMTEZLkwwjyvHuiN+bkP2Bu/kSRJHwQ+CNDUlONc4xXIwPQCwzM+djXlWIYPYr7eWZX7/OgkNIcL5u7xORor3fC2O9PvZLHAW74P/3ct7+v+DDfY6mHkuDBes1jT7q4ZpWPvGcTlsFFbWsjZUZ2FfUSeXB2R6GpZtHnvZa3cekkzgaCMw2bBEttBUQp7zyCwQ995xTLVq20cw70BTj6o/3m6nxLX61659H6LRYxe3PsBOCJm0yNMdMJ9HxaLT7feI+bh//sCeOK/oPke/ecC4rMDsMYAR3wVqkscaQv7k6FGrgCqvB3A7sQNFHM5NSl+RREL/hDj3kXcxTGz4VXrhBoi4AOb9pnxjJkdgWIdjvBljaLo9gyJqMlcoBIVmIyh6QVAW9RdLJevc/ONxzqYWfBTWliQ0b4mJoaj0y1f1UxPPBC9LyO3/NRde0C3W756xj3odctXz7iH+M69Vrd8XWZ6sELc8lNn3Cv/1e6WnzrjHvS75WvPuBdnqdktX2PGvbhbp1u+2bVfPazyjr0RhX2yf90Jb4ssy98Gvg2wZ8+eVf62ZU6k+EvT1TWE4WPClG4Z3MgjnfBxL5evd2vfsWQNvOs+PF+7Hqc1BFd8Dra9ydiTc7pFARnuiLe6XXSOzeo7VsRQrIaDx6ZwFzvU56hjKLBaKEi2XhEzKpA1oRBM98HWm9JvW70RDt0JcxPCzTxTup+GAldyd/Ztb4Jnvw4Pf16oN+wu0cH95UfEos2bvweFZWLbfR+BP/yjSEOoy2JhY+SouM5hxx7AXexgbDbltwoAjviqCWDFNno8+QYaCtPYyLuEwl4OCTm+YoKYC5RYx0xRFhane3NX2Csz/Bo79sMz+gr7y9a5+dqjZ3ju7ERSg0wTk7yzgmT50SMZLMtXicID/bJ8tSg8yEaWrycKD9LL8rUV95CZLF8tCg9WnixfTxReZH81Wb7GKDxxt3ZZvhmFt0pZxvl4IzBCit8HNLAQk3cAACAASURBVMb83ADkIeNodXGkf4YCq8SmWh3z3Jkgy8IIzb0h/bY5oKbEQWGBhW4dEvfZ4mYuW/hvfrX3J3DlXxvbrQfRQS6JOnW3Vrv0S/EjEWA14RGL8qQZ9RnhqgaLzZjIu9kh4bNQ1ph+24iBnk45ftdTIrPdmqSTabHA9f8mOtOPfEFI7n/1Ueh5Gl7z70KurXDRB8BRBk9+Rd95KAwfE8cpS+15YATVxek79j1TfgZtDVEVQTyKa3xp6sI3ZeRdpfCJYPyMpvPVjXdUn+eD8tmb7jP2fGLR2bHPxDwPYGdTOcUOGw8ezoMZoImJiYmJiYmJDozo2D8PrJckqRXoB94O3GLAcc8pjg/OsK6mJDpPnStmh2HRY2zMVwZYLBItVS66xucy3rczLItvDzvW54SYSLk2t4vJOT+T3kUqXBnOD4c79uNSGd3jHfqz32OxWMMLDwYU9lM94rq8Of221eFFoNGT0HRJZs8zNyE65NtuTr1N0yVi/n7/t+HADyDog6v+Fi58x9LtCstgxzvghe+Bz6Nu+qfGyDGRX59jxUp1iYOxWR+hkLx0pCKG/ql5xpztNI6k8BL1DAgViTO1ukVRgiQ441eFYwzHOzI+94yY1duxDxf2ymcxF3gGRSdE4/kNexawWy1UODOT0ztsVm7cUcfdB/r4/Ou3Upbh/iYmOWMFyPK1mulBhrL8ODM9MEaWr5ZxL16STll+thn3kFyWr9FMDzKV5ac204NsZPnxXXvlmNnJ8tUy7iELWb6amR7oluWbGferE2mVa8qzLuxlWQ5IkvQx4CHACtwhy/LRrM/sHOPY4AxXZCJN14vSdXUvT2EPIoO+Q8fs+tmwLL7VrZINni2la2Hw5fDzuMLP62V3poW9dwQsNg6GFfmGmSIalWU/Fba9KNfQsS9rFJGDejr2PWGzu+bL1bd7/Vdhy03CPX/bG5fO28ey+fXw3O1w5g/axgjikWXRsb/gzZnvmyHuYgeBkMzUvJ/KJJ8fXyDIiMfHXO0G6HlUqBUccZ/tmUEoqRXKhhSUFRXgslvpm4wr7IsqhJdGLjv2/gXwTevr2NtdUFQppPi5YmYQitcsNW1UYXh6gZpShy51zTsubuLHz/Xwyxf7efelLRnvb2KSM7TK8pNEcBkiy0+YuQdDZPlxM/dglCx/6cx99GyzlOXHzdwrZ5KtLF/PzD1okOWrztyLs19Jsvz4mXvxUPay/ISZezBl+ecrsfGbqxRD2seyLD8gy/IGWZbbZVn+ohHHPJcY9fgY9fjYoidWLVOUPPJlLOxbqlz0jM8RTPYHT4Wzo14kSSwM5IzSetHlk2XaqkWRpUuOPzsKrmoO9k5js0hsbygz6PzqDOrYd4trLVJ8i1UoPPQU9l1PiUWBdCZ9kiTM9W65K3VRD9B4iShWT/wm83MB4RLvmxYeEzlGmdNW5N3x9E7MI8tgrQ2b+CXr2k92pjW5lCSJ+oqiRCk+iDn7XHbsY0ZOdFHeGF1kygXTvapjDPEMzSxk5Igfy7b6Mi6oL+On+3sSEwpMTExMTExMTJYZI6T4Jmk4PjgDkL/CvsCl2UwqFzRXuVgMhhiaWYgYf2mhc8xLfXkRhUmd5QyiZC3452BhioaKMmwWSZ+BnndEFPbdk2ypKzXunEvr4dRD4dXqLKTk071C3m3XuEhSvQH6Xsj8efr2Q90u41zZrTYRk3f81xBYzDxiTXkNjRcbcz4qKBL5vsk5ttQl/tvuHhcLRsUtO2E/MPTy0vOSZRg9AdvSqwvqyosSpfggCvuOR3Wdvya8UZNIXZQ15lZRMNkJjQkhLCkZnvEl/V1p5Za9TfztvYd54PAQr92uba7fxCRvpJPlq5jpLdku9njx2yeR5ceb6YExsny1jHtYgbJ8lYx70C/L15NxDxpk+Roz7mFlyPLVMu7FbX2y/AQzPTBGlq+WcZ9kG5OVgLTqzfPMwj4PKIX95nwU9uOnoapdVdqba1rcopjsDhfqWjk7NhvpoueMSFb8IAVrKmiqdOrs2I8QclXz8qlp3naRhq54JucXXnigKAt5/1RPZnGH7o1w5F7wz0OBxt9ZMABDR2DPe/WdYyo2vRZe/BF0PZEYoZeOvufBXgzVm4w9pyQ0VorPeW+8RD6M4jNR17RB5MCHR0AizA7DwrSmc11bVsiR/unEByrb4MUfJ5f5G8Fslh37skbo+GP2C1XJCCwKY77tb9e0uSzLDM8scM0mna8FePPuBu7a38Pf//IwF7VUUKOz+29ikjOWQZavHoUHemX5CTP3ypOsVFm+ShSeciZ6ZPnZRuFBClm+5ig8cfbaZfnJEwmi6JTlq0ThQRayfLUoPNAvy9cahRe3jckys8oFectX/Z1HHBucYW1ZYeYGbXpYRkd8hdjIO63IskznqJc2dw6N8yAmUk7I3VvdLs6M6OnYjzJtqWDeH2RnU7mB56csPGQpx5/q1TZfr1C9AZCjoxxaGDsFgXlYm0U0XTLarwZbEZx8MPN9+54XYwFGJyokocIpZt97J5IbRXaPeylx2MS/+7XbRcc+ltET4lpDVN2a0kLGZhdZDMT9z79qnbieOJvp6Wsj0rHXMWMP4jPo98L8pHHnpDDdK74MVbRo2ty7GGRuMUhNiX51SYHVwpfftoMFf5BP/OxFfIHkX4FNTExMTExMTPKN2bHPA8cHZ/Ijw/fPi07tjuUNJagtLcRus9CdgTP+iMeHdzFIWy4d8SEai+URhfPG2hIePzXKYiCkPbFAlsE7Sr9fdEgNM86DpQsPa7bqO4Ysi6Jn4/Xa91EWg8ZOiSJUC4Mvietk+fXZUFAEba+AMw9n1uldnIPhI3DZXxp7PimQJInGSqdKYT9Hs9spjNpqtwvjwKA/Ggs4elJca+jYK/P8I54FGipixiuqYiLvtP7eMiGc/pBVxx7E3yVnpTHnpDDZKa4rWzVtrkQTVmdR2AO0VxfzzzddwKd/8RIf/fFBvvHO3blPOzExyZQksnytGffi7gxk+SoZ96Bflq+acQ9ZyPKTd5Szl+WrZdyLx3XJ8lUz7sPbpCGpLF8l4z76mmLRJsvXbqanHFOjLD/OTE85YrayfNWMezBl+ecbq7xjbxb2OWbBH6Rj1Murt9Tm/skmzgJytIu3TFgsEs2VTroykLifDbvot+a6Y19cC0iRjvjG2hICIZmO0VntoxILUxBc5Iy3iOoSR2TW2hAiHfssnPG9oxBYgLIMpPhV60CyRrvIWhh8EQqcuTFqXH8tnPqdKFi1Hn/wJQgFoOEi488nBQ0VTnomkn/Ou8e9bK0PmyrWbhcxf2OnRRQfiPe6sFzT/Lpi+DY841ta2FcqkXc5mmP3joKjFAp0Ss4V1ch0H9QZrOyYCBf2Gjv2RhX2ICT584sB/uFXR/nPh07w96/dkvUxTUwMJ64Y1xqFp2yrWZavEoUH+mX5qlF4ypOsIFm+ahQeZCHLV4nCC9+vT5avFoUnHtcjy1efuYfEAl+jLF8lCg/0y/LjZ+4jT2HK8s9PzMLeRI3Tw7MEQ3JWhk2aWQFRdwotbldGHXsl6i7nM/Y2O7iqI4WzUsyfHPJoL+zDc8eHpx3sairXFZ2VkuJaUWBn4yQeybDPQIpvc4jifjhF3noyBl8S7vO5kL2vu1Zcn/699s9z3/Piun6P8eeTgqZKJ0+dGUOW5SWfA38wRN/kfNRgTemmD70cU9ifFN16DZ+fNZHCPs6B3+4SXXE9iQZamB0BVxYxncriUi4i7ya7RCJDsbZF07FZ4wp7gHfta6G40MaV63WOKZiY5Itcd+/VovBAf/c+GES2SoZ3762LELQb37232oIEA1bDu/dnfLWscwxhePfeHiS0aMXw7r0jQMBny0H3XhK/V6O79zYgYHbvTc4NTP1gjjk2KAyv8mKcp3SwKttz/1xpaKly0jXuJaQx8q5z1EthgYW1+TCjKq0T+dcIhUCBVeL40Iz2/cNzxydni4yV4YNwhS9vjMqM9aAU9lqi7mJZswVGjmrbNhQUZnBGz9crVDSLovf077Xv0/sclDfrnwfXQWNlEfP+IOPepd8WBqbmCYRkmsN+E1StF0VorIHe6Imwt0F6astUovWqN2amtMiEmYGM4uQScFaCvST6t8lIJrtEt16jUajSsXcXG5TgANy8s4EqA49nYmISRbbmxp06WtQbfNxAbrxdRFFvPKKoN56ALzc9QylXtW4g+UJTtiTNuDdZ2cgIV3wjLsuE2bHPMccHPTjtVporc5jNrjDZJbrRuXDHzpDmKhe+QIhhzwJry9JL1c+OeWmpcmFJJv0zmtI6mOwGhBnWupoSTg55tO8fnjsek8vY1WxwYQ9CXp2NGdpkl7iuaM5sv5qtcPQ+bQ7r42eEKZrR8/WxrHsVPPct8HnAUaK+rX9BuK9f+LbcnU8SGsOy+N6JuSUFo+KIrxhJYrUJz4TBF8XP3jGYG9fs3l/hLMButTDsSVLYuzdC11MQChmfhjHdB61X6N9fkqCqDSY6jDsnhYlOzTJ8EIW91SJR4cyDiamJyUojXRRekm1it10OWb5aFB5kI8vXFoUnzvDcleWrRuEp56tLlq81Cg8SO/epZflqUXiw8mT5ql178cCSbU1Z/spAWuXrMWZhn2OODc6wqbYkPwXrZJfoWK4AlIKma2xOU2F/csjD7lwUyckorYOeZyI/bqot4dmz49r3Dxf2E1I5Fygz1EZS2QaHf6F//8kukWGfrhiORzHrGzkOjWnm1BXjPKPnpmPZeAM887+ia7/tTerbdj0hFho23pC780lCbOTdzhj1hpJh31IVs6DXdhU8+RVRLCuLLxoc8UEY9dWUOhhO2rHfINIJpnsyKnTTEvQLk8lMlR/xVLbDwCFjzklBlsV72Hql5l1GPT6qXHas+fhbbGKyEtEahRe3jbKduDuJLF8lCk9sok+WrxaFp+yvT5avdeZe3Kddlq8ShafssoJM9VSj8JRzzFKWnxiFB3pl+apReOHzzd5ULy4KDwyR5Sft3puyfJMcYErxc4gsy8IRPx/z9RCVpq4AIln2GiLvPAt++qfm2VibYSGql9I6Eb+1KLqqG2tLGJxeYHrOn2bHMJ5BAtioW1tPYUEOpGwVrSLffG5C3/5T3fo+B8rstxY5/sCLQlru1laY6qLpEjE/ffS+9Nue+K3Ir8+g0DMCxTgx3hm/e3yOogLr0nnuXbeJ/0Ef+hEcvBOsDqjVrnioLS1kKH7GHqK/A8Vl3yg8g+J8yxqyO05Vu/hMBlK2STJndkQs5Gh0xAcxY2/UfL3JykWSpOslSTopSdIZSZI+u9znY2JiYmKyipANuiwTZsc+h/RNzuNZCORnvj7oF53AC96S++fSwNqyIuxWi6Ys+1PDQga/KV+FfUnYed4zCFXtkec9MTTD3raqtLuHZgYZkcvZ0Zx+W10oTucTnfoiwia7oH535vuVNYl56GENhf3gS7Bmm5CY5wqLFbbcCAd/oC7HD4WEg377NcIEMI+4HDaqXHb6JpcW9mdGZmlxu5YaK1a0iHN89hti4eaKT2XkB7CmrJBjA0m8IKpjCvsN1+l4FSlQDByzLewr28UCwVS3ccaekXGTFs27jM76DJ2vN1l5SJJkBb4OXAv0Ac9LknS/LMsZuIKeBxgty1eLwgPdsny1KDzQL8tXj8KLnGXCz+lk+epReOHnOA9k+WpReOK2Tlm+WhSesrspyzc5zzEL+xxybFB8Cc9Lhv10H8jBFdOxt1okGiuL6B5L74x/IjzfvmFNHjv2IIzBqtrZVCt+P8cHtRX2cxP9DMnluZmvh2gXcuIsNGRYoAcDoiBLJ11PhsUCNZvTO+OHQqKwz8c8+9abYf+34OTvYHuKRavBQ2KRJs8yfIWGSie9E/ORn0MhmUM9k1FH/Fh2vxc6HhVKhMs/mdHzrCkp5I8zIwkO/DgrhbfGmMEd++k+cV2eQWxiMpT4zfEO4wp7Jd5PWQTTwKjHl7+/MSbLxcXAGVmWzwJIknQXcCNgFvbxnM+yfF1ReOI+NVm+2sw9nD+yfLUoPNAvy1eNwgPdsny14j6yvx5ZvtYovCTbm7J8E72YUvwccnxwBkkiPxJzHR2sXNNS5aJLQ8f+5JCHYofN2Dx4NWILe2BNqYM1pQ4O9Exp2t0/NcCwXJE7TwDld6jHGX8mywUexRlfVtERTXbCoie3xnkKjXuFwuLI3am32f8dsBUZ263OgPU1xRwdmI4kQJwemWVmIcDu5iRqi42vgfXXweu+nLHJZW2Zg7nFIB5fki+/7o0wanDknRJRl40rPggpPhhroDd8VIyCVGiT4suybErxzw/qgdhsxb7wfSYmJiYmJmmRZGMuy4XZsc8hxwZmaHW7cNrz8DavxMLe7eLpjvHEDmMcJ4c8bFhTbGwevBol4U6qRxT2kiRxUUslz3dOpD1XAPv8CL7CTdSX52ghoqBIFFN6nPGz/Rys2QYHvi8WPcpSfB9WjNByFXUXi8UCO98Jf/ovYepXs3np45Nd8PLPYe+f6xtbMIB9bVXcfaCP40MzbK0r44Vu4Y2wJ9nCj7UA3vlzXc8TybKfXqC0sGDpg9Ub4fDd4Y6FQf+OpnvBWQX2LBM9nJVQWC469kYxfBhqtmgeBZme9+MPyqYU/9wn2Yc/4SuWJEkfBD4IUEgeEmtWMuehLF8t4z56m5gDkPBzPmX5mrv2sEJk+SoZ92Qjy1fLuNcvy1c30xNnqUuWryfjPm77pLJ8s2ufW5Yxqs4IzMI+hxwfmmF7Q3l+nmyyCywF0W70CqClysm8P8iIxxcpSuKRZZmTwx5es602fyfmKAZHWaRjD7C3tZLfvDxI3+R8xOk8Gb75WVyhWYrXZDl3nI6KVp2FfXd4/xZ9z1u3U1z3v5C6sB98Eax2zVFtWXPJR+DZ2+Gxf4O3/mDpY0/9j5jFv/Tj+TmXJFy2zg3A02fG2VpXxoGuSdzFdpqrjC0YapXCfsbH+nhJefVG8E2DZwhKk4wA6GG6L3tHfIWqduM69rIMQ4dh8+s176Jk2Jsd+3OePiD2Q9sADMRvJMvyt4FvA5RKlas83MgAspTla47CgxUhy1ePwgP9snxtUXiQmSxf+8w9nNuy/NRReKBflq915j6y/3LL8s2ZexMVTCl+jphZ8NM7MZ+f+XoQxlTlTaLIWSE0RyLvUsvxRzw+pub8bMz37Gtp3ZLC/qJW0e19rlPdif7ISSF3rm3QPturi8pWYZ6XKZNdYLHpl0/Xbhdu7b37U28z+JKIxrPlKQ/cWQmXfAiO/TIaswfQ+YRwl99xy7IuaNWWFdJe7eKpDvFl6UDPJLubKwxXoCiLY0md8RUlg5ZEA61M92VvnKdQ2W5cx35mQKRarLlA8y6Rwt7s2J/rPA+slySpVZIkO/B24P5lPicTExMTk9WAUY74phT/3OPEoDCEy1thv4Ki7hRa3aKw7x6fS2lKpxjnbazN0/ukEFfYb6gpoayogOc7J3jz7tTFzIlTp9gNtLW15/b8KtvAO6LuBp+MyS7RZdW7wGOzi659qsJelkVxvfVmfcfXy76Pwgt3wJ1vhDd9FwI+uPfPxPv0ys/n91yScNk6N3cf6GNgap7u8Tlu3dts+HPUlikd+ySF/Zpt4nroCKx7VfZPJsvChLHt6uyPBaJjf/gX4F+AAi1dJxWGj4jr2m2adxmdNTv25wOyLAckSfoY8BBgBe6QZdnA1a5zHJ2yfFUzPfFA9L6MZPmpu/agX5avnnEPemX56hn3oFeWr8tMD85BWX7qjHvQL8vXnnEvzlKzLF9jxr2425TlrxhWuYbLLOxzxLGBaYD8ZtjX7crPc2lkbVkhBVZJNfLuSL94nzavzXfHfu2SWDeLRWJPcwXPd6l37Pt6RBfdWZljKb5iODZ2Guoz+L0ascDTeDE8d7sonuPj40ZPiKi2+j3ZPUemFFXA+x6CH78F7rxJ3FdaD++6d9lm62O5tN3ND5/p5kM/OgDA7hbjjRULC6yUFNoYSVbYOyuhtCFa9GbL/KTIiS83Soq/DpCFHH/N1uyONXRYXGdwHLNjf/4gy/IDwAPLfR6rlhUky1ebuYcsZPkqUXigX5avNnMP2cjy9UThQXpZvrbiHjKT5atF4cHKk+XricKL7K8my9cYhSfu1i7LN6PwcstyGt8ZgSnFzxHHBz1UuuzU5KNDND8lvoivsI69zWqhscJJt0phf7B7kvZqF+XOPMm6FUrrYXYYgv7IXRe3VnJ2zMvg9HzSXfqn5vFN9YsfSnLsCVCzRVyPnshsP0MK+70QXFwqe1fo/JO4br0yu+fQg3s9/Nmj8Pr/gVvvgY88Y5xUPEv2tVXhsFnoGvPyqWs3sLMxN94aNSUORjy+5A/WbhMdeyNQHPGNen+Vz3O6KEUtDB+B8mYoLNO8y+isD7vVQmmRuZZtYmJiYmJicm5ifsvJEccGZ9iytjQ/Tu9TWRqm5ZBWt4szI7NJH5NlmYM9k7xq85o8nxVhZ3xZFPfh4uXVW2v51wdPcN+hfj5y1bqEXX62v4cappCtDqSiHEXdKVS0iln34QxUpPNTMD9hTMceoPe56G2Fzj+JoqrCeKm5JpyVsPs9y/PcKpQ5C3j4r15BZbGdYkfu/qzWlBRGus8JrNkGpx82Ru4+ZXBh714vzD2HjwBvye5YQ0egVvt8PYiOfXWJI3/JGyYmq50VIMvXaqYHGcry48z0wBhZvlrGvXhJOmX52WbcQ3JZvkYzPchUlp/aTA+ykeXHd+2VY2Yny1fLuIcsZPlqZnqgW5ZvZtznmFXesTcL+xwQCIY4Oezh3fvyVPyswKg7he0N5Tx6cgTPgp+SuIiuzjEvk3N+duUqD14NxVxuZjBSvLS6XVzcUskvXujjw69oX1IEBIIhfvZCL18pm0MqWINhkWKpsNqE0/nIce37KN39bN3qi2vEZ6n3OSDGbT4UhK4nYPMbsjv+OUqTwS74yagpdXCoZyr5g7XbQA7C6PFouoFeho8AElStz+44CtYC8bnMZKEqGT6PkPNf8OaMdhubXcRdnGdVkInJakerLF9rFF6y7dVk+Rqj8CBDWb5KFJ64jU5Z/tKZ++jZZinLV4nCA/2yfD0z96BBlq86cy/OfiXJ8uNn7sVD2cvyVaPwwJTlr1RWeWFvSvFzwNkxL4uBUH7n62H5uqgq7GwqR5bhpd7phMcOhguU3ctS2IcjwWb6l9z91osa6Rzzsj/OHf8PJ0YYnvGx0eUNd/vzQM2WzAp7ZdsaA2LoWq6AjsfAHzOWMHRYzNcvhwzfBBAz4iOeBWQ5yf95FJd4I+T4fS+IQrzQwL9ha7ZmX9j37hdfWuKVJGlQOvYmJiYmJiYmJucqZsc+BxwbmAFgcz4d8YsqMpo5zRc7msqRJDjUM8nl691LHjvYM0lJoY111cX5PzGlY+8ZXHL3DRfU8oX7j/Kj53oiTv6+QJD/ffQMtaWFVAYnoGRzfs6xZjO8fJfwT9Ai/R89AQVOKGvK/rm3vxUO3Qknfhvtjirz9S1XZH98E13UlDpY8Ifw+AKUxilgqGyFAlf2BnqyDP0HYNMN2R0nnjVbxed5bkK/4WHPs6Ir0XBRRruNenzsaFx5fx9NTFYF6WT5KmZ6S7aLPV789klk+Xoy7iG9LF8t4x5WoCxfJeMe9Mvy9WTcgwZZvsaMe1gZsny1jHtxW58sP8FMD4yR5atl3CfZxkQ7krz6zfPMwj4HvNg7hdNuzV/BugKj7hRKCwtYV13MwZ7JhMcOdk+yo7EcSzK5Xq4pqgBbYULH3mm38a59zXzzsQ4uaqngtn0t/NNvjnG4f5rbb92F9OthWHdNfs5Rcf0eOQHN+9JvP3JcyPctBghxmi8XLusv3SUKe1kWOfLujVG1g0neqSkRX95GPb7Ewt5ihTVboq7xepnsFF4N9buzO048yud5+Ci06lwc6nkGardnFAEZDMlMeH2mI76JSTYsgyxfPQoP9Mry1aLwYAXK8lWi8JQz0SPLzzYKD1LI8jVH4Ymz1y7LV4vCCz+/Hlm+ShQeZCHLV4vCA/2yfK1ReHHbmGhEXt1ePKYUPwcc7Jlke0MZNmue3t4VXNgD7Gqq4FDv1BL58IR3kVPDnuWR4YOYkS9ZuyTLXuFT127gVZtr+ML9R7ns3x7lR8/28MEr27h+Qyn4pqE4T2Z/NWFlwIhG+fLoCag2SE1gscCFb4OOP4BnGI7/WnRxL/2YMcc30YWSsjEyk8JAr24XDBxakvaQMX0iss/wSMPYwl4PgUUxItCkYZErhgnvIiEZ3KYU38TExMTExOQcxuzYG8yCP8ixgRk+eGVbfp4wFISpHthyY36eTwc7m8r52Qu9dI55aQurGH778gAhGa7bmuPYODVK64V53v/f3p3Hx3UV5v//HI0syYu8S5b3PYsTJ/ESZ4UQCGSFEJaylC0UArRQaGmhNP2W76+UtkALNBCg+VJKKUtYQlkCZCEJkH13Ei9JvMSWbMuWvEjyosUand8fd8aSpZkzd+7cmXtn5nm/Xn5Jmrkzcywnts6c55xnlNpEDV9522o+++tNHOtPcvrsyVx/0SI48KJ3wdQQou5+x1c/2d8++2MHvRP+w9hfn3bWW+H+f4OfvBcO7/H2XJ/99vCeX/LWPDk1sT+cocsevGTHY//hVRXOCzgx3/2Et6UjXVEXlkmzYMKM4FsF2p+BwV5/6ZUR1GEvEqIMsXy/HffezXnE8h0d9xA8lu/suIcCYvnZO+6hkFi+q+Peuz9QLN/ZcZ+6JoeMsXxHx/3w72kkf7F8/4fppZ/TZyzf0XHvfR4slu/suAfF8uNKUXwZ6dld3QwOWVYvKNFKdM9uGBqM9Yr9qtT34omdh05M7H+2fg+nzmos3TkEmUye7R3GlcH4ugT/+PpRlVpdrd7HUk3sjfFW7f10f584ET/E/f9Np8DVX4R7P+Pt83/r973T+iUyTZOGo/gZLbjQ+7jzoQImJu7tvAAAIABJREFU9k/C7HPC/7M2xlu1D7pVoPVh72OeK/adR1ITe63Yi4Rj1GTcbxVe+lrfsXxHFR4Ej+U7q/DSLxKjWL6zCg8KiOU7qvBStweL5buq8Lz7g8Ty3XvuYewE32cs31GFB8Fj+c4qPFAsP6a0x15Okt5LvmrB1NK8YIyr7tKWN09iwfQJ/PdDO3jzmnm0HezlyZ2H+MQVp0Y7sMlzvMPzrMVXfV3XTu9jqSb24EWrn/y2F0OuddR1hXki/kjn/gmc+UZvMrbo4nCfW/I2eXwtdbU1dGSb2DfOgulLvEnwRX+e/wt07/ZWxs/7QGEDzWbOanj4q17bwrjx+T1254MwfalXx5iH/anv1Uyt2IuEq9ir964qPAi+ep9MYhMm9NX7xAAk68JfvU/UJkkOJkJfvd/a38Ky+r2Evnpfl2RoIEHoq/f1gwz21xZh9d54f65hr97XAoNavZfS0h57H9q7e7n6pvv5599sZmDQ/T/F062HWDhjAjNK9UNkGUzsa2oMH3nlMjbu6eGuTfu49XFv5fvac+ZGO7DGOZAcgGMH/F3f3QaJOpiY38SiIAsv8OLHe591X9f5PNRNginzwx/D+KneYWd+3vyQojLG0NxYn33FHrxV+9aHYcjxd1XvIXjoq/Cfl8PtfwkHtnnX//xPoWYcrH1v+IMHmH+elzDasz6/xw0OwI4HYMkr8n5JrdiLyEg2UZx/y4Yn9SE/72Ai90UBeJP68HmT+vAN9hdnLdIUa647mPmNpkJl7LiX8NiQfkVEK/Y59A4kueE7T7Jl3xE27unhke0H+cH7z2NC3dhvnbWWp1q7uHjZzAzPVCSHdoBJeCeYx9h1q+bytd9t4y9+uJ5jA0kuO72ZuVPzXLEL2+Q53see3TDRx59ZV6s3cQ7j1Hm/0rHjXNHq9me8PdGafFe85sb67HvswXszaP13Yf8LwwcwjnS8F/7rau9QxuYzvFrDJ/7TS6J0tcI1X/JW/Ysh3T/f9mh+e+V3PQ4DR2DZq/J+yc7D/UyoSzCxXv/ciYQuVxVehmtGXhtFLN9VhQeFxPL9VeF5I6zcWL6zCi893kCxfL9VeDB25T57LN9VhQfxi+U7V+29O066VrH8PKjurvL90683s2FPN//vnWs5djzJn//gaf7rwR382aXLxlz74r4jdB7u59xFATuagzi0A6bOj/3e59pEDZ+84jQ+8ZNn+MQVp/K+i0t0uKBLusu+px1mn537+q7W0sbwwYsdT1/qjlb3H0mdWP+R0o5NItHUWM/2zqPZL0i/GbTjgcwT+9980pvUv+1WOPVKOLwXnv0hbP0tLHoZrLm+OAMH7w206Uuznm2R1bZ7vTcwF+Vfk7f/SL9W60WKyW8V3qhr0td5N2eI5Tuq8LxLgsXyXVV46ccHi+X73XPv3eY/lu+owks/JEaH6jmr8NJjLDCWP7YKD4LG8p1VeKnxFn6o3qgqPAgllp9x9V6x/KoW79lgxI4nh/jZ+t1cd85cLlvhVZz9/Ond/Mfvt/GO8xYyZcLJPdJ3bNiLMXDZihJGtQ9uj3UMf6Qrzmzh8jNmYeKyqpzuYx/VZZ9VVxucekXxxpPNwgvg+V95UelMaYG2R7x4c4BJj5Sf5sYGHtl+MPsF05fAjOXw7I9g3ftPvm/zL+Gp/4aL/9Kb1AM0tsBFH/V+lcL8dbDlbv9nW4A3sZ+/DhryP2yz83C/9teLiIhIblqxr1yPbj/I4b5BrjhzuJLtry4/latuup9v/GEbn7zi5IPKfrOhnbULp9Hc6Odd0RBYCwe2w8o3leb1QhCbST149Vsm4R2gl8vxXjjaUfoVe/D2TD/9Xdj/YubD8V6639sXveD80o9NSq65sZ7u3uP0Dyapr82wl9EYWPMeuOtGrzM+3R/ff8RbrZ+1Ei69saRjPsn8dfDMD+DQS/4i/8cOwp6n4dK/DfRynYf7WZpq4xCRIgo7lu+qwoPAsXxXFR4Ej+W7q/BOjHLM17li+e4qvNRrVEEs31WF530eMJbvqsJLP1yx/OqhiX3lunvTXhrG1fCy5U0nbjt99mRed/Yc/uvBl7j+wkU0T/b+gtyx/yjP7z3M310dYt1YLscOQH83zFhautesJDUJb3Lfsyf3td27vI9TopjYpybsO+7PPLHfcT/MXQN1E0s7LolEusu+83A/86ZNyHzR2W+De/4/r1Hhqi94t/3+c1465c3fjnbrzvzzvI+tj/qa2O9/5k5mYvnPPYtY1Xoo7yrRziP9nL9kRpCRiki+qjmWH6gKz7vNFct37bmH6onlu6rwIHgs31mFB4Fj+a7J/YnHB4nl+63Cy3C9YvmVT6fiZ2Gt5e5N+7h4WRPj605eFfvLV5/CYNJy071bTtx250bvdNHLz2ihZA5s8z5O18Q+sMlz/E3so6i6S5u+BGaeAs/9eOx9fT3eCeOLFcOvFun94lkr7wAmzoAV18IzP4TOF2H9972auVXvGD7ALipNp8H4afDSH3xd3vbIbRywk/m3TRO5/r8ep+945jWdTAYGh+g6dlxRfBEREcnJ2HB+RUUr9lls3NPDnu4+PnbZKWPuWzhjIm9dN59bH2vj+osWM7Gulm8+8BJnz5/K/OlZVtCK4WBqYq8V++CmzPM62nPp8ir6IpnYG+NNyO7+e+h8AZpOHb5vxwNgk9pfX0XSW306ehwTe4AL/xxevAu+foF3BsOSS+HKz5dghDnUJGDpq2Dr3dnPjUg51HOUJV0PsWX6Jdxy1Xm84z8f5e5N+3jt2XN8vdSBo6q6E4lEFcbyXR33w58z4gkY83UpY/m+V+0hJrF8R8c9hcTyXR33wWP57sP0vFEGiuUH6bgfdX3GWL5W7SuCJvZZPLjV+4vqFac1Zbz/z1+5nJ8/vYfrbn6Q5skNHOsf5PNvPKuUQ/RW7E0NTF1Y2tetJNOXwPO3Q3LQHU/uaoOaWu+gsSic/Ta45x+8arLX/OPw7Q/fDJNatL++ijQ3pqP4jso7gNlnwUeehHs/403sr/4ijCvR+R+5LH8NbPgJtD/tbSPJ4v57f8nrzFFa1l3HnKUzmDt1PD96os33xL7zsCb2IpEpMJbvuwoPYhHLd1fhQfBYvr8qPMgvlu9/zz1Udiw/exUeBI/l+91zf+LxUcfytee+IiiKn8X6ti7mTx+f9SC85skN/OIjF3PKrEa2dR7hi285h1NbGks7yIPbvBXk2rrSvm4lmbHUm/R0t7qv62r1VvdrMhxWVgqTmuGUK+CZW72D/AB2PAg7H4CLPwa1mrhUixmT6qkxw5NWp0lN8Lqb4PVfi8+kHmDZZYDxTsfPYmjI0vvc7QwwjnlrrqamxvDGNfN4YOt+dnf1+noZTexFRETENxvSr4hoxT6L9W1drM3RR7945kR++IEL2H+kn1mTI/ih+cA27a8vVPrwroPb3Qd5Hdji7wTvYjrvA17t3Y+vh9d9Be77LExshtXvjnZcUlKJGsOMSfXuPfZxN3EGzFsLW+6CV/xNxku27DvM+ccfZX/LBcxJHQz55jXzuOmeLfxi/R4+9Ircf/ftS21XaNbEXiQ6AWP5zsP0vDuGb8srlp991R6Cx/LdHfcQNJbv7riHoLH8QIfpQQXG8rN33EPwWL7/jntvlL5j+T477r2bFcvPS8T748OgiX0G+3r6aO/u45z5U3Nem6gx0UzqrfUmo4pgFyb9xsiB7bAsyzVDQ94BZGvfW7JhZbT45XD1v8KvPg7/uhywcPW/QV0Jz3WQWGgq94k9eHH8+/4JDu+Dxllj7t62/ndcVdPBwZXDE//50yewtGkij+84yIfIPbHf09VLosZoYi8StRjF8l177qGAWL6jCg+Cx/Jde+6hkFh+kCo8yB3L9ze5h/xi+a4qPIhfLD9IFd6Jx7ti+T6r8Lyb/cfyVYVXGTSxz2B9WxcA58yfEvFIHI50wMARrdgXalIz1E3y3iTJpmsHDPZmrportXPf533sfAFWvdPbRy1Vp3lyPR259tjH3RnXeamT9d+Fl318zN2TN99KL/VMO/fNJ92+ZuE07tq0D2stxmT6YXjYnu5eZjXWU5vQrjMRERHJQSv2leeZti5qawxnzInxxD49EdWJ+IUxBqYvHm4YyKTjee9j0+mlGVMu6cm9VK3mxno2t/dEPYzCzFzutTk8+W246GMnnV9h+49wTs+9PDvlUs5rmHzSw9YsnMaPntjF9v1HWdo0yfkSe7p6mT11fDFGLyJBxCCW7/cwPcgzlu/quE+9VJBYvqvj3vstBYzlF9pxD5lj+T4P04N8Y/nZD9ODQmL52TvuvVuCxfJdHfdQQCzfdZgeBI7lq+M+RRP7yrO+rYvTZ0+mYVxEB6X5cWCr9zHqfd+VYPpS2Lch+/2dm72PI2vmRCLU3NjA/iMDJIcsiUwR1QJs2N3NI9sP0DuQ5AOXLKWutoir3ef+Cfz4PbD1HjjlNSdu7nzsRzTTS8/pbxvzkDULpwHw5M5DOSf27d19nDUv95YqESkhv7F8v1V4ma53xfJ9VuFBnrF8RxWe9zkBY/n+qvAgz1i+owoPgsfyg+y5Bx+xfOeee2/0cYrlu6rwIHgs31mFB4rlVznlE0cZGrI8u6vb1/76SHVsgtrxMG1R1CMpf9OXwKEdXuVdJh3Pw+S5MGrlUCQqTY31JIcsB49m/akgkLaDx7j25gf5x19t5t/ufpGb79sa6vOPcerV3gGQj9w8vApxvI/6R25i29Bslq5+1ZiHLJk5ickNtTy185DzqYeGLO1dfcyZEqM2ABEREYklg3d4Xhi/oqIV+1FeOnCUI/2DrJwX4xg+wL6N3gpyVPVrlWRk5V2mBETnZmiKwf56kZT0YXAdh/tCrXL77qM7Abjn45dw0z1buPm+rVy5soXTWoK9qdV5uJ83fv0hxiUML1vexN9cedrJSajaOm9//R2fhIe/Chd+BO77LFOOvsTfjvt7vpphRb6mxrB64TSezDGxP3B0gIHkEHMUxReJp1yxfMdheiddN/L5Rl+fIZYfpOMecsfyXR33EMNYvqPjHoLH8oN03IOPWL7PjnuIRyzf1XHvfR4slu+749676OTfnSuW7+q4z3BNxVIUv7Js2N0NwMq5MZ/Yd2yC5ZdHPYrK4Kq8G0rC/i2w+JLSj0ski+bJ6Yl9P2eE9Jx9x5P88PE2XrNiFkubJvHp157BA1v28/c/28iPPnhB3s9nreVvbnuWvT19XLh0Bt9+aActUxr44CWjzgU57wOw80G4+9Ne/d2OB/h54jWw5NKsh+OtWTCN373QSfex40yZMC7jNe3dXtf9bK3Yi8RXBLF8dxUeBI3lu6rwIIaxfEcVXnokQWL5hVbhQZZYvu8qPG/0/mP5riq81OsHieU7qvCggFi+qwoPgsfy/VbhjbpG4kVR/FE27emhrraGZc3uvZuROtIJRzth1oqoR1IZTlTeZThA79AOGOzTir3ESnOj98NPZ4iVd794Zg9dx47zrgsWATB9Yh0fvGQpj+04yJZ9h/N+vh890cY9z3fwN1ecxrevX8crT2vm5vu2cmj09gFj4Nqb4ZQr4HgfvSvewo1H/4hVC7Jvhzondd9zqTdiM9nT5U3stWIvIiIiOYUUw1cUP0Y27OnmtJZGxsW5Hqljo/exWRP7UExq9vb57n5q7H0dm7yPzTE5EV8ETsTvw5zY//KZPSxpmsj5S6afuO261XP53B3P86Mn2rjxav9/3wwNWW6+bxurF0zlPRcuAuBTV57G5V/+Azfdu4VPv3ZUzqBhMrzt+wD8fkM7R5586sQheZmcmWoseW53Nxcvn5nxmj1dXh2gJvYiZSBDLN9vx713cx6xfEfHPQSP5Ts77qGAWH72jnsoJJbv6rj37g8Uy3d23KeuySFjLN/RcT/8exrJXyzf/2F66ef0Gct3dNx7nweL5Ts77kGx/EIpil85rLVs2N3DVStnRz0Ut32pyeassEK4Vc4YWHA+tD489r6dD0OiXt9riZWGcQkaG2rp6Amny95a79DQq1a2nBR/nzmpnstOn8VPn9rNX19+mu8T8h/bcZDWg8f4i1cvpyb1Q8HyWY1ct2oeP3y8jb96zalMrM/8z8+TOw9RV1vjrBudNrGOedPGs2GPe8W+YVwN07JE9UUkZkZNxv1W4aWv9R3Ld1ThQfBYvrMKL/0iMYrlO6vwoIBYvqMKL3V7sFi+qwrPuz9ILN+95x7GTvB9xvIdVXgQPJbvrMIDxfLLiDHmCuDfgQTwTWvtv2S57lzgEeAt1tqfuJ5TE/sRdnf10t17nDPmxPz0846NMGGmt9Is4VhwAWz+BfTsgclzhm/ffp836R+nVT+Jl+bGejpCWrFvO+j93XdmhrNF3nLufO7YuJd7n9/HFWf6e9Pzx0/sYlJ9LVeccfL1b103n9ue2sUdG/byxjXzMj72yZ2HOHvelJxvIqycO+XEmSiZtHf3MWfK+Kz79EUkpoq9eu+qwoPgq/fJJDZhQl+9TwxAsi781ftEbZLkYCL01fut/S0sq99L6Kv3dUmGBhKEvnpfP8hgf20RVu+N9+ca9up9LTCo1fuiKdGKvTEmAdwMvBrYBTxujPmFtXZThus+B9zp53ljnDcvvQ27ewAy/nAbK/s2aX992Bac731sfWT4tsN7vSj+0kujGZOIQ3NjQ2hR/PRe9bPmjt3X/rLlM5k5qZ5fPLPH13Md7R/kNxvaueas2YyvO7m1Y+3CaSycMYHbntqV8bF9x5Ns2N3DakcMP+3MuVPYeeAY3b3HM96/u6tXMXwRKRmbKM6biMOT+pCfd7A4rUrepD583qQ+fIP9xVnjNMWa6w5mqWYuUMaO+ypUwj3264Ct1trt1toB4Fbg2gzXfQS4Dejw86RasR9h055uEjWG01oaox5KdkND0Pk8rH531COpLC0rYdwEb2J/5hu827b/zvu4RBN7iZ/myfU83doVynM9u7uLukQNp7SMPTS0NlHDlWe28OMn2zg2MMiEOvc/G3ds2MuxgWTGFXljDG9YNY8v3/Miu7t6mTtq4r1xTzcDySFWL/A3sU8/5sKlY/fZt3f38vLlTTmfR0RiKFcVXoZrRl4bRSzfVYUHhcTy/VXheSOs3Fi+swovPd5AsXy/VXiMus0dy3dV4UH8YvnOVXvvjpOuVSw/p5nGmCdGfH2LtfaWEV/PBdpGfL0LOG/kExhj5gLXAa8EzvXzoprYj/Dc7m6WNU06uWc5bjo3w/FjMPvsqEdSWRLjYN5aaBuxYr/tPpgwA1rOim5cIlk0Taqn43Af1tqC4+Ybdndz2uxG6msz/9131crZ/M8jO7n3+Q6uOWtOxmvSfrOhnTlTGlibZdX9Davn8qXfvsj/PrWLD79y+Un3/f7F/dQYOHfR9IyPHSldSbph99iJfd/xJB2H+7ViL1LO/FbhjbomfZ13c4ZYvqMKz7skWCzfVYWXfnywWL7fPffebf5j+Y4qvPRDYnSonrMKLz3GAmP5Y6vwIGgs31mFlxpvoFh+be2IVftRVXgQSiw/4+p9tcTywwsu7LfWrnXcn+l/4NGv/mXgk9bapN+f8xTFT7HW8nRbF+fMz16xFAs7H/I+Lsy/V1pyWHAB7H0Ojh6A5KC3Yr/4EqjR/yYSP82T6+k7PsTh/sJieemD81Y6tiCtWzydmZPq+fVz7c7nOtx3nD9s2c/lZ7ZkfbNh/vQJnLd4Orc9tRtrT/437O5N+1izcBrTJ9blHPf0iXXMnTqe51JbqEbasu8I1sKpcU5fiYiI5KtIUXzBm1aH9Su3XcD8EV/PA0bveVwL3GqM2QG8CfiaMeb1rifVin3K9v1H6Tp23FmxFAutD0PjHJi6MOqRVJ4Vr4f7vwi3f9Trtj+yF1a+KepRiWSU7rLv6OlnckPwk993HjjG4b5B58Q+UWN8xfHvfb6DgcGhnM0ib1wzj0/85Fmeau068Xdu28FjbG7v4W+vOs332FfOncIzbWO3I2xq984MOH12zA9CFZHcwo7lu6rwIHAs31WFB8Fj+e4qvBOjHPN1rli+uwov9RpVEMt3VeF5nweM5buq8NIPVyy/mj0OLDfGLAZ2A28F3j7yAmvt4vTnxphvA7dba3/metKCJvbGmDcD/xc4HVhnrX3C/Yj4enLnIQBWL4zxir21Xv3agvNBJz2Hb9YKeNXfw93/x/t6zfVw2tXRjkkki+YRXfbLmsfujfdr4x5/h4Zec5YXx79r4z5ev2puxmvu2LCXpsZ61uTYI3/Vytl8+ucbue2pXScm9r/dvA+AV69o8T32tYumccfGvezr6WPW5OEfKje3H2ZCXYKF0yf4fi4RibFqjuUHqsLzbnPF8l177qF6YvmuKjwIHst3VuFB4Fi+a3J/4vFBYvl+q/AyXF9JsXyfB98VzFo7aIz5MN5p9wngW9bajcaYD6bu/0aQ5y00Y7wBeAPwhwKfJ3JPtx5iyvhxLJkZ/AfkouvaCYf3wMILox5J5brgw3DaNV4s/4qMdZIisdA82ZvYdxwurMt+x4GjACxtcv/dd+6i6cydOj7rifZH+gf53QudXH7GrBPd9dlMqq/lijNb+OUzezg24P0wcvemfSxrnsTimRN9j33dYm8v/mMvHTzp9k3tPZzW0phzHCIiIiInlC6Kj7X219baU6y1S621n03d9o1Mk3pr7XtyddhDgSv21trNQEX0BD+58xCrFkyN9w+C6Sq2BdpfXzQ1NfCW73qfV8B/11K5miZ5KxaFVt7tPHCUpsb6MdV0o9XUGN6wei4337d1zAo5wO3P7KH3eJI3rM7cTz/aO85fyM/W7+YTP3mWK8+czSPbD/Cnr1iW19hXzJ7MxLoEj710kNee7R3qZ61lc3sPrzvbfcifiJShKozluzruhz9nxBMw5utSxvJ9r9pDTGL5jo57Conluzrug8fynR33qVEGiuUH6bgfdX3GWH4ZrtqXs5LtsTfG3ADcALBgwYJSvSyDySFufbyNcQnDW87N/LrdvcfZ0nEk52nPkdv5ENRPgWZ12BeVJvRSBiaPr6WutoaOAif2rQeP+Y6sX7dqLl+5dys/X7+bG16+9KT7bn28jVNmTWKVzwNI1yycxicuP43P3fE8tz/bztqF0/jQK5bmfuAItYkaVi+cdtKK/e6uXg73DWp/vUilKjCW77sKD2IRy3dX4UHwWL6/KjzIL5bvf889VHYsP3sVHgSP5fvdc3/i8VHH8stsz32povjFknNib4z5LZBp0+ON1tqf+32hVHffLQBr164tybdt16FjvP87T7K53dtDeqQ/yZ9cvHjMdevburCWeB+clzwOL/walrxcp7SLCMYYmhvrC16xbz1wjPOXzvB17ZKmSaxaMJUfPNbG9RctZlzC+7vo+b09rG/r4v9csyKvBNcHL1lC26Fj7D7Uy81/vJqJ9fm/13ze4un8610v0nVsgKkT6tiUOjNgxRxN7EVERCQPlT6xt9ZeVoqBFMNX7tnKS/uPcPPbV3P7s3v4zO2bmD2lYcyJzXdt3EvDuJp4V91tvQeOdsLZb4t6JCISE82N9QXtse8fTNLe08eCPA6Z+9NXLOP933mCHzzWyrsuWATAfz+0k7pEDddlOVQvG2MM/3TdyrweM9q6xd6bEo/vOMSrV8xic/thjIHTVHUnUtkCxvKdh+l5dwzfllcsP/uqPQSP5bs77iFoLN/dcQ9BY/mBDtODCozlZ++4h+CxfGfH/Rh5xPJ9dtx7NyuWH1cVW3d38OgAP1u/mzesnsfVZ83m1StmsevrD/GZ2zdx6anNJ/aT9g8muf3Zdi4/oyXQalHJPPMDmDADlr066pGISEw0NdazvfNo4MfvOtSLtbBwhv+J/WWnN3PBkhl86e4XufbsuTz60gF+8Fgr77lwka/++bCdNW8KE+sS/PiJNi47vZnfv9jB4pkTs1byiUgFiVEs37XnHgqI5Tuq8CB4LN+15x4KieUHqcKD3LF8f5N7yC+W76rCg/jF8oNU4Z14vCuW77MKz7vZfyy/rKrw8jj4Lq4KynQbY64zxuwCLgB+ZYy5M5xhFe7Wx1vpHxziPRcuAqCutob/c80K2rv7uOUP209cd9/znXT3Hs97pamkeg95Mfwz3wS1pf/BWUTiqbmxoaA99q0HjgHktWJvjOHGq0+nq/c4F3/+Xj72w/WcNW8Kn8qjfz5MDeMSfOgVS7lr0z5u/NkGnmrt4gMvXxLJWERERKQ8mRB/RaXQU/H/F/jfkMYSmuSQ5X8e3slFy2Zw6og45rrF07lqZQvf+P02rlzZwimzGvnfp3cxc1I9Fy+bGeGIc7j/i5AcgHMUwxeRYc2N9XT3HqfveJKGce5T7TPZmaq6WzDdf8UceJ3333/f+fz0qV1s7TzCTW9dRX1t/q8flve9bAnff7SV7z/ayqoFU3nzmvmRjUVEIhCDWL7fw/Qgz1j+qMP0IJxYvqvj3vstBYzlF9pxD5lj+T4P04N8Y/nZD9ODQmL5o1ft089ZWCzf1XEPBcTyXYfpQeBYfiV13JeDiswqPr7jIO3dfdx49elj7vu7q1fw+I4Hec+3HuONa+Zxz+YO3nXBImoTER9Id7wPfvPX0NXmRe7XXg8LL4JNP4eHboI174E5q6Ido4jESrrLfv+RfuZN87/qntZ6sJcJdQlmTso/CXTB0hlc4PPQvWJrGJfg765ZwY3/+xyfufbMeNeWikhx+I3l+63Cy3S9K5bvswoP8ozlO6rwvM8JGMs/ec/98GgLjOU7qvAgeCw/yJ578BHLd+6590Yfp1j+6D333l2Fx/KdVXhQPbH8Mo/iV+TE/s6Ne6mrreHSU5vH3Ddn6ni+ff25/NE3HuYr927l6pWz+fNX5dedXBR/+Dw89R2Yuwb2PgcbfgK1DTDYB3PXwpWfj3qEIhIzTY3exL7jcNCJ/VEWTJ+Q10n2cXXVytlcfkYLCU3qRUREJICKr7srN9Za7tq4j5cvn5n1MLwz5kzgYcr6AAAgAElEQVThRx+8gJ7ewXisOO1ZDw98Gc75Y3j91+B4r3dY3oFt0NgCZ78dauujHqWIxExzo7ci0dETbJ/9zgPHWDwzvxh+nGlSLyI5Y/mOw/ROum7k842+PkMsf/RhehBOLN/VcQ8xjOU7Ou4heCw/SMc9+Ijl++y4h3jE8l0d997nwWL5Yw7Tg3Bi+a6O+wzXSGEqbmK/cU8Pu7t6+ehly53XnTFnSolG5MO9n4GJM+Hyz3pfjxsPa98b7ZhEJPaaUyv2nQEq76y1tB48xiWnNIU9LBGRaEUQy3dX4UHQWP6YPffpF4lrLN9RhZceSZBYfqFVeJAllu+7Cs8bvf9YfuZGgmEBY/mOKjwoIJbvqsKD4LF8v1V4o66JTJmv2Ee8sTx8d27cS42By06fFfVQ/DneCy/dD2e+EcZPi3o0IlJGZkyqJ1Fj2Bdgxf7A0QH6B4eYN218EUYmIiIiUmZsSL8iUlEr9kNDlp+v38P5S2ZE0qccSOsjkOyHJZdGPRIRKTOJGkNzYz17e/JfsW/v8h4ze6om9iJSoTLE8v123Hs35xHLd3TcQ/BYvrPjHgqI5WdeUS48lu/quPfuDxTLd3bcp67JIWMs39FxP/x7GslfLN//YXrp5/QZyx91mF76GQuN5Ts77kGx/DJRURP7h7cfoPXgMT7+mlOiHop/2++DmnGw8MKoRyIiZahlSgN7u/Of2O/p7gVgzhRN7EWkgo2ajPutwktf6zuW76jCg+CxfGcVXvpFYhTLd1bhQQGxfEcVXur2YLF8VxWed3+QWL57zz2MneD7jOU7qvAgeCzfWYUH1RHLtzo8L1ZufbyNKePHcfkZLVEPxb9t98H8dVA/KeqRiEgZmj2lgRf2Hs77ce1d3sR+9lQ/qyUiImWu2Kv3rio8CL56n0xiEyb01fvEACTrwl+9T9QmSQ4mQl+939rfwrL6vYS+el+XZGggQeir9/WDDPbXFmH13nh/rmGv3tcCg1q91x77mDh4dIA7N+zlulVzaRiXyP2AODi6H/Y+qxi+iAQ2a3ID7d19WJvfv0bt3X3U1dYwo1y2LYmIVCGbKE7bx/CkPuTnHSzOz+DepD583qQ+fIP9xVk7NcWa6w5mfqOpUBk77mPM2HB+RaXsV+z7jif5wWOt/MfvtzM4NMTb1i2Iekj+7bjf+7hUE3sRCWb2lAaODSQ53D/I5IZxvh+3p7uP2VMaKqLDXkTEl1xVeBmuGXltFLF8VxUeFBLL91eF542wcmP5ziq89HgDxfL9VuEx6jZ3LN9VhQfxi+U7V+29O066Njax/DJV9hP7I/2DfO6O5zl73lS+9JZzOLWlMeoh+df+LNTUQstZUY9ERMpUS2qP/N7uvrwm9u1dvcyeohi+iFQZv1V4o65JX+fdnCGW76jC8y4JFst3VeGlHx8slu93z713m/9YvqMKL/2QGB2q56zCS4+xwFj+2Co8CB7LN5ghm7kKLzXeQLH82toRq/ajqvAglFh+xtX7uMXyyytgMEbZT+xnTqrn7r+4hPnTJ0Q9lPx1bIIZy6FWUVgRCSY9OW/v7uOUWf7f2Gzv7uO8xdOLNSwREREJmSlWtL1IUfxyo8PzYqAsJ/UA+zbB/HOjHoWIlLGWyd7Efm/qlHs/kkOWvT19OjhPRKpX2LF8VxUeBI7lu6rwIHgs312Fd2KUY77OFct3V+GlXqMKYvmuKjzv84CxfFcVXvrhFR3LzzZWgQqZ2Jelvh7oboU17456JCJSxmadmNj357hyWOfhfpJDltmquhORalbNsfxAVXjeba5YvmvPPVRPLN9VhQfBY/nOKjwIHMt3Te5PPD5ILN9vFV6G67O+EVAslrJ/40AT+6h0Pu99bF4R7ThEpKzV1dYwc1I9e3v8r9if6LDXir2IiIiIRxN7CWTfRu/jLE3sRaQws6d4lXd+tXf1pR6nFXsRkWqM5bs67oc/Z8QTMObrUsbyfa/aQ0xi+Y6OewqJ5bs67oPH8p0d96lRBorlB+m4H3V91hV+GUMT+6h0bIa6STCljOr5RCSWWqY00HbwmO/r29Mr9prYi4h4Cozl+67Cg1jE8t1VeBA8lu+vCg/yi+X733MPlR3Lz16FB8Fj+X733J94fESx/Az/GYXGUP6H541961FKo2MTNJ0GNfojEJHC5Ltiv6erjwl1CSaP13u7IiIiIsDwPvtCf0VEP9VFwVovin/6NVGPREQqQMuUBrp7j3NsYJAJdbn/Wm/v9jrsjcm0AiMiUsUCxvKdh+l5dwzfllcsP/uqPQSP5bs77iFoLN/dcQ9BY/mBDtODCozluzrug8fynR33Y+QRy/fZce/dnDuWL26a2Efh6H7oPQhNp0c9EhGpACO77Jc2Tcp5/Z7uPuZMVQxfKosxZj7wHaAF76feW6y1/x7tqKQsxSiW79pzDwXE8h1VeBA8lu/acw+FxPKDVOFB7li+v8k95BfLd1XhQfxi+UGq8E483hXL91mF593sL5ZfTMZGuNweAuXAo3Bgq/dx5inRjkNEKsK8aRMA2HXI38n47V29J94MEKkgg8DHrbWnA+cDf2aM0Qm1IiKSW1gxfEXxq8yBLd7HGUujHYeIVIR507zV912Hch+gNzA4ROeRfp2ILxXHWtsOtKc+P2yM2QzMBTZFOjApXzGI5fs9TA/yjOW7Ou5TLxUklu/quPd+SwFj+YV23EPmWL7Pw/Qg31h+9sP0oJBYfvaOe++WYLF8V8c9FBDLdx2mB/nH8sVJE/soHNgKiTqYqhPxRaRwsxobGJcwtB3MvWK/r6cPa9VhL5XNGLMIWAU8muG+G4AbABqYUNJxSRnyG8v3W4WX6XpXLN9nFR7kGct3VOF5nxMwlu+vCg/yjOU7qvAgeCw/yJ578BHLd+6590Yfp1i+qwoPgsfynVV4kH8sv8jK/VR8TeyjcGAbTF8CNYnc14qI5FBTY5g7dbyvFfv06fktWrGXCmWMmQTcBnzMWtsz+n5r7S3ALQCTzfQy/zFORERCU+b/ImhiH4X9W2Dm8qhHISIVZN60Cb722A932GvFXiqPMWYc3qT+e9ban0Y9HqkguWL5jsP0Trpu5PONvj5DLD9Ixz3kjuW7Ou4hhrF8R8c9BI/lB+m4Bx+xfJ8d9xCPWL6r4977PFgs33fHvXfRyb+7bLF8yUoT+1IbSsLB7XDqFVGPREQqyPzp47l7076c1+3p8lbsZ+tUfKkwxutv/E9gs7X2i1GPRypQBLF8dxUeBI3lu6rwIIaxfEcVXnokQWL5hVbhQZZYvu8qPG/0/mP5riq81OsHieU7qvCggFi+qwoPYhfLL/covk4iKLWuVhg6DjOWRT0SEakg86ZNYP+RAXoHMv/YkNbe3UtjQy2T6vW+rlSci4B3Aq80xqxP/boq6kGJiEiZ0Kn4kpd01d0MRfFFJDwjT8ZfPqsx63V7uvqYo/31UoGstQ+QeTlLJFwZYvl+O+69m/OI5Ts67iF4LN/ZcQ8FxPKzd9xDIbF8V8e9d3+gWL6z4z51TQ4ZY/mOjvvh39NI/mL5/g/TSz+nz1i+o+Pe+zxYLN/ZcQ95x/LFTRP7UjsxsdeKvYiEZ2SXvWti397dy2ydiC8iUphRk3G/VXjpa33H8h1VeBA8lu+swku/SIxi+c4qPCgglu+owkvdHiyW76rC8+4PEst377mHsRN8n7F8RxUeBI/lO6vwIO9YflHZ8o/ia2Jfage2Qv0UmDgz6pGISAWZ77PLvr27j7PmTS3FkEREKl+xV+9dVXgQfPU+mcQmTOir94kBSNaFv3qfqE2SHEyEvnq/tb+FZfV7CX31vi7J0ECC0Ffv6wcZ7K8twuq98f5cw169rwUGw129L6oyn9hrj32p7d8CM5aCyfSXnYhIME2N9dTX1tDmOBm/73iSg0cHdCK+iEiVs4ni/Bw6PKkP+XkHi1MR7U3qw+dN6sM32F+cNVlTrLnzYOY3mqQ4tGJfap0vwNJXRj0KEakwxhjmTnN32ac77HUivohIiHJV4WW4ZuS1UcTyXVV4UEgs318VnjfCyo3lO6vw0uMNFMv3W4UHY1fus8fyXVV4UB2xfIOi+JKP3i44sheaTo16JCJSgeZNm0DrQcfEvksd9iIiReG3Cm/UNenrvJszxPIdVXjeJcFi+a4qvPTjg8Xy/e65927zH8t3VOGlHxKjQ/WcVXjpMQaI5ScSQySTNWSuwoPgsXyDGbKZq/BS4w0Uy6+tHbFqP6oKD/KP5RebLe+ZvaL4pbT/Re9j02nRjkNEKtKSmRPZ3nkUm+Ufpl3pib1W7EVERMqON6kPnylWT7yi+CWlFftS6nze+9h0SrTjEJGKtKx5EscGkuzp7mNuhsn7jv1Hqa0xJ6rxREQkZGHH8l1VeBA4lu+qwoPgsXx3Fd6JUY75Olcs312Fl3qNKojlu6rwvM8DxvJdVXjph8chll9kiuKLf50vQG0DTF0Y9UhEpAIta54EwNaOIxkn9i/tP8qCGROoTSisJSJSNNUcyw9Uhefd5orlu/bcQ/XE8l1VeBA8lu+swoPAsXzX5P7E4/ON5ReLRafiSx46X4CZy6GmOCdlikh1Wz5iYp/JS/uPsmTmxFIOSURERERKQCv2pdT5Aiw4L+pRiEiFmjGpnmkTxrG14/CY+4aGLC/tP8rLls+MYGQiIlWoCmP5ro774c8Z8QSM+bqUsXzfq/YQk1i+o+OeQmL5ro774LF8Z8d9apR5xfKLrGi1fyWiiX2p9B+B7laY+a6oRyIiFWxZ86SMK/btPX30Dw6xeOakCEYlIlKlCozl+67Cg1jE8t1VeBA8lu+vCg/yi+X733MPlR3Lz16FB8Fj+X733J94fK5YfrEpii++HNjifVTVnYgUUbaJ/UudRwFYrCi+iIiISMXRin2pdGz2PmpiLyJFtKy5kUPH2jhwpJ8Zk+pP3P7Sfm+yv6RJE3sRkZILGMt3Hqbn3TF8W16x/Oyr9hA8lu/uuIegsXx3xz0EjeUHOkwPKjCW7+q4Dx7Ld3bcj+Ejll9kOhVf/Gl7FOqnwIxlUY9ERCpY+mT8LR1HTprYb99/lAl1CZob67M9VEREiilGsXzXnnsoIJbvqMKD4LF81557KCSWH6QKD3LH8v1N7iG/WL6rCg/iF8sPUoV34vEZYvlFZSld5L9IFMUvldZHYf46nYgvIkU1cmI/0kv7j7J45kSMKck/jyIiIiJSQlqxL4VjB6FzM6x8U9QjEZEKN2dKA9Mn1vF06yHeef7CE7e/tP8oK+dOiXBkIiICxCKW7/cwPcgzlu/quE+9VJBYvqvj3vstBYzlF9pxD5lj+T4P04N8Y/nZD9ODQmL52TvuvVuCxfJdHfeQfyy/2BTFl9zaHvM+Ljg/2nGISMUzxnDB0hk8uHU/1lqMMRztH6Tt4DGuPXtO1MMTERHwH8v3W4WX6XpXLN9nFR7kGct3VOF5nxMwlu+vCg/yjOU7qvAgeCw/yJ578BHLd+6590Yfp1i+qwoPAsTyi63MJ/aK4pdC68NQMw7mrI56JCJSBS5eNpN9Pf1s6/Ti+Pdv2c+QhfOXzoh4ZCIiIiJSDFqxL9SBbfDiHTBnFcw7FxLjxl7T+gjMOQfqJpR+fCJSdS5eNhOAB7bsZ1lzI/ds3kdjQy3nLpoe8chEROQkuWL5jsP0Trpu5PONvj5DLD9Ixz3kjuW7Ou4hhrF8R8c9BI/lB+m4Bx+xfJ8d9xCPWL6r4977PL9YfjEZFMWvXtbC7/4ZHvgSJFP/JTavgHf+DBpnDV/X1w17noZ1749mnCJSdeZPn8CC6RN4YOsB3nXBIu57oYNLT21mXEIhLRGR2Ikglu+uwoOgsXxXFR7EMJbvqMJLjyRILL/QKjzIEsv3XYXnjd5/LN9VhZd6/SCxfEcVHuQfyy8qa3UqftV64lvw+8/B6a+DDz8B190Ch3bCt6+C7t3D1z30VUj2w1l/FN1YRaTqXLRsJo9uP8BD2w6w/8gArzq9OeohiYiIiEiRaMU+iM4X4c4bYekr4Q3/D2pqYOZymLYIvvcm+K8r4d2/hHET4OGbYcXrYfbZUY9aRKrIlWe28IPHWnnntx4lUWN4xSma2IuIxFqGWL7fjnvv5jxi+Y6Oewgey3d23EMBsfzsHfdQSCzf1XHv3R8olu/suE9dk0PGWL6j43749zSSv1i+/8P00s/pM5bv6Lj3Ps83ll9ciuJXo1/9JYxrgGu/5k3q0xacB+/6GfzPdXDLJVA/GQZ74dIboxuriFSll5/SxG0fupCv/24bc6Y2MGVChvM/REQkXkZNxv1W4aWv9R3Ld1ThQfBYvrMKL/0iMYrlO6vwoIBYvqMKL3V7sFi+qwrPuz9ILN+95x7GTvB9xvIdVXgQNJZfRJrYV5m2x2HH/XD5P8Hk2WPvn7sG3vMrb+99bxesfS80nVL6cYpI1VuzcBrffPfaqIchIiL5KvbqvasKD4Kv3ieT2IQJffU+MQDJuvBX7xO1SZKDidBX77f2t7Csfi+hr97XJRkaSBD66n39IIP9tUVYvTfen2sZrt6XI03s8/Xgl6FhKqx+d/ZrWlbCm75VujGJiIiIiETMJopzfvnwpD7k5x1M5L4oAG9SHz5vUh++wf7iTAnNUO5r4kRR/GrS+SI8/yt4+V9D/aSoRyMiIiIilSpXFV6Ga0ZeG0Us31WFB4XE8v1V4XkjrNxYvrMKLz3eQLF8v1V4MHblPnss31WFBzGL5VuGkyxlShP7fDz131BTC+tuiHokIiIiIlLp/FbhjbomfZ13c4ZYvqMKz7skWCzfVYWXfnywWL7fPffebf5j+Y4qvPRD4nSo3njo6W3IXIWXHmOAWH4iMUQyWUPmKjwIHss3mCGbuQovNd58Yvnipom9X0NJeO7HsPw1MKkp6tGIiIiIiEgV6en18wZC/rxJffhMua2Al9lwRytoYm+M+QLwWmAA2AZcb63tCmNgsfPS7+HIPjj7LVGPRERERESqSdixfFcVHgSO5buq8CB4LN9dhXdilGO+zhXLd1fhpV6jCmL5rio87/OAsXxXFV764XnE8out2vfY3w18ylo7aIz5HPAp4JOFDyuGnv0R1E+B5ZdHPRIRERERqTbVHMsPVIXn3eaK5bv23EO8Y/ljq/BSYw0Qy3dV4UHwWL6zCg/yjuWLW0G5C2vtXdba9J/5I8C8wocUQwNHYdMv4Ixrvf56ERERERERqRzWhvMrImHusX8v8MNsdxpjbgBuAFiwYEGIL1sCz/8ajh+FsxTDFxEREZEIVWEs39VxP/w5I56AMV+XMpbve9UeYhLLd3TcU0gs39Vxn38sv9gqPopvjPkt0JLhrhuttT9PXXMj3h/X97I9j7X2FuAWgLVr15bXt+3ZH8KU+bDgwqhHIiIiIiLVrsBYvu8qPIhFLN9dhQfBY/n+qvAgv1i+/z33UNmx/OxVeJB/LL+SGGOuAP4dSADftNb+y6j7/5jhLe5HgA9Za59xPWfOib219rIcg3o3cA3wKmsjzB4Uy5EO2HYvXPRRqCnNu0UiIiIiIiJSIpaSnYpvjEkANwOvBnYBjxtjfmGt3TTispeAS6y1h4wxV+ItkJ/net5CT8W/Au+dhEustccKea7Y2vBTsEnF8EVEREQkXgLG8p2H6Xl3DN+WVyw/+6o9BI/luzvuIWgs391xD0Fj+YEO04MKjOW7Ou7zj+UXkwFM6dao1wFbrbXbAYwxtwLXAicm9tbah0Zc7+ssu0L32H8VqAfuNl5c4hFr7QcLfM54eeb70HIWNJ8W9UhERERERE4Wo1i+a889FBDLd1ThQfBYvmvPPRQSyw9ShQe5Y/n+JveQXyzfVYUH8YnlF114h+/PNMY8MeLrW1Lb0tPmAm0jvt6FezX+T4Df5HrRgib21tplhTy+5PZtBJOA6Uugti739XvWQ/szcNW/Fn9sIiIiIiIiUu72W2vXOu7P9E5FxriAMeZSvIn9xbleNMxT8eNt73PwHy/33oEcPw3e/UtoWel+zNP/A7UNsPJNpRmjiIiIiEgQMYjl+z1MD/KM5bs67lMvFSSW7+q4935LAWP5hXbcQ+ZYvs/D9CDfWH72w/SgkFh+9o5775b8YvnFVsIo/i5g/oiv5wF7xozHmLOAbwJXWmsP5HrS6pnY3/1pqJ8Ml/8T3PuP8IO3ww2/g4kzMl8/cAye/TGsuNZ7I0BEREREJM78xvL9VuFlut4Vy/dZhQd5xvIdVXje5wSM5furwoM8Y/mOKjwIHssPsucefMTynXvuvdHHIpZfTCU8PA94HFhujFkM7AbeCrx95AXGmAXAT4F3Wmtf9POk1XHM+7Z7Yds98PK/hlV/DG/9LhzZB7e9F4aybKZ49ofQ3w2r3lnasYqIiIiIiEhFstYOAh8G7gQ2Az+y1m40xnzQGJM+r+7vgRnA14wx60ft2c+oOlbsH7zJ66Ff937v67lr4KrPwy8/Co/cDBd+5OTr+4/A7/4Z5q2DRTm3M4iIiIiIxEeuWL7jML2Trhv5fKOvzxDLD9JxD7lj+a6Oe4hhLN/RcQ/BY/lBOu7BRyzfZ8c9RBzLLypbotdJvZq1vwZ+Peq2b4z4/H3A+/J5zsqf2CcHoe0xb6W+tn749tXvhi13wz3/AAsvgrmrh+976Cveiv5bvgulOoVRRERERCQsEcTy3VV4EDSW76rCgxjG8h1VeOmRBInlF1qFB1li+b6r8LzR+4/lu6rwUq+fTyy/yEzp5vVFUflR/H3PwfGjsOD8k283Bl57E0yaBf/zetj1pHf75l/Cg1+GFa+H+etKP14RERERERGRPFT+in3rI97H+eePvW/iDHjPr+A7r4NvXQ4zlkHn5lRU/wulHaeIiIiISNgyxPL9dtx7N+cRy3d03EPwWL6z4x4KiOVn77iHQmL5ro577/5AsXxnx33qmhwyxvIdHffDv6eR/MXy/R+ml35Odyy/6EoYxS+GKpjYPwxTFsCUuZnvn7YQrr8DHv06dGyGpZfCqz4N4/z8DyYiIiIiEnOjJuN+q/DS1/qO5Tuq8CB4LN9ZhZd+kRjF8p1VeFBALN9RhZe6PVgs31WF590fJJbv3nMP+cbyi8qW6HWKqLIn9tZC66Ow+OXu6ybPhlf/Q2nGJCIiIiIShWKv3ruq8CD46n0yiU2Y0FfvEwOQrAt/9T5RmyQ5mAh99X5rfwvL6vcS+up9XZKhgQShr97XDzLYXxva6r24VfbE/tAOOLJ37P56EREREREpCzZRnMPThif1IT/vYCL3RQF4k/rweZP68A32l9lUU1H8GNv1uPdx/nnRjkNEREREJA5yVeFluGbktVHE8l1VeFBILN9fFZ43wsqN5Tur8NLjDRTL91uFB75i+cVW3vP6Cp/Ydz4PNbXQdGrUIxERERERiQe/VXijrklf592cIZbvqMLzLgkWy3dV4aUfHyyW73fPvXeb/1i+owov/ZAAsfy2o9OYP/HQqGcOIZY/Hnp6GzJX4aXHGCCWn0gMkUzWkLkKD/KN5YtbZU/s978I0xZDYlzUIxEREREREQls7KQ+HD29xTk03JvUlw+jKH6M7d8KM5dHPQoRERERkfgJO5bvqsKDwLF8VxUeBI/lu6vwToxyzNe5YvnuKrzUa1RBLN9Vhed9nm8sv8g0sY+poSQc3AanvCbqkYiIiIiIxFM1x/IDVeF5t7li+a499xDvrvuxVXipsQaI5buq8CBILF9cKndi37UTkgMwQyv2IiIiIiIikkXm92DKSuVO7Pdv9T7OPCXacYiIiIiIxF0VxvJdHffDnzPiCRjzdSlj+b5X7SEmsXxHxz1BYvnFY7DaYx9b+1/0PmqPvYiIiIhIbgXG8n1X4UEsYvnuKjwIHsv3V4UH+cXy/e+5h8qN5Us2lTuxP7AFxk+HCdOjHomIiIiIiIjEmVbsY2r/FsXwRURERETyFTCW7zxMz7tj+La8YvnZV+0heCzf3XEPQWP57o57CBrLD3SYHlRQLL/INLGPqf1bdCK+iIiIiEgQMYrlu/bcQwGxfEcVHgSP5bv23EMhsfwgVXiQO5bvb3IP+cXyXVV4EDSWL9lU5sS+rweOduhEfBEREREREXHTqfgxdWiH93H64kiHISIiIiJS1mIQy/d7mB7kGct3ddynXipILN/Vce/9lgLG8gvtuIfMsXyfh+lBvrH87IfpQfxi+ToVP47SE/tpi6IchYiIiIhI+fMby/dbhZfpelcs32cVHuQZy3dU4XmfEzCW768KD/KM5Tuq8CB4LD/InnvwEct37rn3Rp9fLF9cKntiP3VhpMMQERERERGRMqAV+xjq2gkNU2H81KhHIiIiIiJSGXLF8h2H6Z103cjnG319hlh+kI57yB3Ld3XcQwxj+Y6Oewgeyw/ScQ8+Yvk+O+7BXyy/uKwm9rF0aIdi+CIiIiIiYYsglu+uwoOgsXxXFR7EMJbvqMJLjyRILL/QKjzIEsv3XYXnjT5XLF/cxv4fVwkO7YBpiuGLiIhUG2NMwhjztDHm9qjHIiIiZcLivaETxq+IVN6K/dAQdLXCaVdHPRIREREpvY8Cm2F44UlEiiBDLN9vx713cx6xfEfHPQSP5Ts77qGAWH72jnsoJJbv6rj37g8Uy3d23KeuySFjLN/RcT/8exrJHcsvOtXdxczhdkgOKIovIiJSZYwx84Crgc8CfxnxcEQq36jJuN8qvPS1vmP5jio8CB7Ld1bhpV8kRrF8ZxUeFBDLd1ThpW4PFst3VeF59+cXyxeXypvYd+30PupEfBERkWrzZeATQGO2C4wxNwA3ADQwoUTDEqlwxV69d1XhQfDV+2QSmzChr94nBiBZF/7qfaI2SXIwEfrq/db+FpbV7yX01fu6JEMDCcJdvS+ecu+xr7w99uqwFxERqTrGmGuADmvtk67rrLW3WGvXWmvXjqO+RKMTkTiyiUyT7sINT+pDft7B4vS5e5P68HmT+jKiPfYxc2iH99ZMBz4AAAzPSURBVO7elPlRj0RERERK5yLgdcaYq4AGYLIx5rvW2ndEPC6R6pCrCi/DNSOvjSKW76rCg0Ji+f6q8LwRVm4s31mFlx5vHrF8cavAif1OmDwXauuiHomIiIiUiLX2U8CnAIwxrwD+SpN6kRLzW4U36pr0dd7NGWL5jio875JgsXxXFV768cFi+X733Hu3+Y3l19QkGRo6+TnCiOW3HZ3G/ImHRo0rhFj+eOjpbchchZceYx6x/KKyDP+3VaYqcGK/QzF8ERERERGpKKMn9WEZO6kPR0+vn1P54yLaGH0YKnNiv/yyqEchIiIiEbHW/g74XcTDEKleYcfyXVV4EDiW76rCg+CxfHcV3olRjvk6VyzfXYWXeo2KjuWLS2VN7I/3wpG9MHVR1CMREREREale1RzLD1SF593miuW79txDvLvux1bhpcaadyy/iLRiHyNdrd5HRfFFRERERETEL03sY0RVdyIiIiIi8VGFsXxXx/3w54x4AsZ8XcpYvu9Ve1AsP8YqbGK/0/s4bWG04xAREREREU+BsXzfVXgQi1i+uwoPgsfy/VXhQX6xfP977iHKWH5R6VT8mDm0A8ZNgIlNUY9EREREREREyoIdfnOpTFXexH7aIjCZ3vUSEREREZHIBIzlOw/T8+4Yvi2vWH72VXsIHst3d9xD0Fi+q+M+9Zs/6dF+Y/mBDtODCGL54lJZE/uunTBVMXwRERERkViKUSzfteceCojlO6rwIHgs37XnHgqJ5QepwoPcsXx/k3vwGcsvNh2eFxPWeiv2i14W9UhERERERESkXGiPfYwcOwgDR3QivoiIiIhI3MUglu/3MD3IM5bv6rhPvVSQWL6r4977LQWM5RfacQ+ZY/k+D9MDn7F8caqcif2JqjtF8UVEREREYs9vLN9vFV6m612xfJ9VeJBnLN9Rhed9TsBYvr8qPMgzlu+owoPgsfwge+7BEcsvNkXxY+LQS95H7bEXERERERGRfGhiHxP7XwSTgOlLoh6JiIiIiIj4lSuW7zhM76TrRj7f6OszxPKDdNxD7li+q+MeYhjLd3TcQ/BYfpCOe3DE8sWpcib2+zbCjKUwzs9/dCIiIiIiEhsRxPLdVXgQNJbvqsKDGMbyHVV46ZEEieUXWoUHo2P5xWS1Yh8bHZuh5cyoRyEiIiIiIiLlxAJDpXkLoVgqY2J/vBcOboez/ijqkYiIiIiISFAZYvl+O+69m/OI5Ts67iF4LN/ZcQ8FxPKzd9xDIbF8V8e9d3+gWL6z4z51TQ4jY/niVhkT+84XAAvNp0c9EhERERERKcSoybjfKrz0tb5j+Y4qPAgey3dW4aVfJEaxfGcVHhQQy3dU4aVuzyeWX3SK4sdAxybvY/OKaMchIiIiIiLhKPbqvasKD4Kv3ieT2IQJffU+MQDJuvBX7xO1SZKDidBX77f2t7Csfi9hrd4XnSb2MdCxCRL1MG1x1CMREREREZEqZhPF6V0fntSH/LyDiaI8rzepLxd2+I2eMlUhE/vN0HQqJCrjtyMiIiIiIuSuwstwzchro4jlu6rwoJBYvr8qPG+ElRnLl+wKmgkbYz4DXIv359oBvMdauyeMgeWlYzMselnJX1ZERERERIrMbxXeqGvS13k3lzKWn8TWJTJW4aUfHySWXzMIQ7XpCb5rcu/d5jeWX1OTZGjo5OcII5bfdnQa8yceGjWumMbyLVg7lPu6GCs0z/EFa+1Z1tpzgNuBvw9hTPnp7YKe3To4T0RERERE/Muwyh8GW1ecaLs3qS/C8w4VZ+vA2El9zA3ZcH5FpKAVe2ttz4gvJzIc0iidcRPgvXfC5Dklf2kRERERESmRsGP5rio8CBzLd1XhQfBYvrsK78Qox3ydK5bvrsJLvYZi+bFX8KZ0Y8xngXcB3cCljutuAG4AWLBgQaEvO6y2DhacH97ziYiIiIhIPBUrlj96cg+hxPJHV+F5nweM5QeqwvNuc8XyXXvuIf5d96Ep81Pxc+Y5jDG/NcZsyPDrWgBr7Y3W2vnA94APZ3sea+0t1tq11tq1TU1N4f0ORERERERERIKyFoaGwvkVkZwr9tbay3w+1/eBXwGfLmhEIiIiIiIiLlUYy3d13A9/zognYMzXpYzl+161B8XyQ1DoqfjLrbVbUl++Dni+8CGJiIiIiIjkUGAs33cVHsQilu+uwoPgsXx/VXiQXyzf/5578BfLL7Iyj+IXusf+X4wxp+L9qe8EPlj4kERERERERERKx0YYow9DoafivzGsgYiIiIiIiOQtYCzfd8c95BnLd3XcB4/luzruPcFi+a6O+9Rv/qRH+43lBzpMD7LH8sWp4FPxRUREREREIhWjWL5rzz0UEMt3VOFB8Fi+a889FBLLD1KFB9li+cVlqz6KLyIiIiIiIlK+LMNv3JQpTexFRESkKh3m0P7f2p/sjHocI8xExz/nou9RbtX9PRo9N8u8bbq6v0f+xe37tDDqAcSZJvYiIiJSlay1TVGPYSRjzBPW2rVRjyPO9D3KTd+j3PQ98qfqvk+2ig/PExERERERESlnluHDFMtVTe5LRERERERERCSutGIvIiIiEg+3RD2AMqDvUW76HuWm75E/1fN9srbso/hasRcRERGJAWtt9fwQHZC+R7npe5Sbvkf+VNv3yQ7ZUH75YYy5whjzgjFmqzHmbzLcb4wxN6Xuf9YYszrXc2piLyIiIiIiIlICxpgEcDNwJbACeJsxZsWoy64Elqd+3QB8PdfzamIvIiIiIiIi1c0OhfMrt3XAVmvtdmvtAHArcO2oa64FvmM9jwBTjTGzXU8ayR77J598cr8xJk69saUSty7IcqbvZXj0vQyPvpfhqdbvpTp6BQBjzF8BXwCarLXV+P9CVsaYLwCvBQaAbcD11tquaEcVD8aYK4B/BxLAN621/xLxkGLFGDMf+A7Qgtdwf4u19t+jHVU8pVaVnwB2W2uviXo8xXaYQ3f+1v5kZkhP12CMeWLE17eM2tYwF2gb8fUu4LxRz5HpmrlAe7YXjWRiH7fe2FKpui7IItL3Mjz6XoZH38vw6Hsp1Sw1+Xg10Br1WGLqbuBT1tpBY8zngE8Bn4x4TJEbEe99Nd4k4HFjzC+stZuiHVmsDAIft9Y+ZYxpBJ40xtyt71FGHwU2A5OjHkgpWGuvKOHLmUxDCHDNSRTFFxEREYmXLwGfIMcPcdXKWnuXtXYw9eUjwLwoxxMjfuK9Vc1a226tfSr1+WG8ievcaEcVP8aYecDVwDejHkuF2gXMH/H1PGBPgGtOoom9iIiISEwYY16HF319JuqxlIn3Ar+JehAxkS26KxkYYxYBq4BHox1JLH0Z783F8u5/i6/HgeXGmMXGmDrgrcAvRl3zC+BdqdPxzwe6rbVZY/igHvtSq6rKiCLT9zI8+l6GR9/L8Oh7KRXLGPNbvD2+o90I/C3wmtKOKH5c3yNr7c9T19yIF63+XinHFmN5R3erlTFmEnAb8DFrbU/U44kTY8w1QIe19kljzCuiHk8lSm0j+jBwJ955GN+y1m40xnwwdf83gF8DVwFbgWPA9bme11ir/99FREREomaMWQncg/dDHAxHL9dZa/dGNrAYMsa8G/gg8Cpr7bFc11cDY8wFwP+11l6e+vpTANbaf450YDFjjBkH3A7caa39YtTjiRtjzD8D78R706wBb4/9T62174h0YJKTJvYiIiIiMWSM2QGs1an4J0ud/P5F4BJrbWfU44kLY0wt8CLwKmA3Xtz37dbajZEOLEaMMQb4b+CgtfZjUY8n7lIr9n9VDafiVwLtsRcRERGRcvJVoBG42xiz3hjzjagHFAepAwXT8d7NwI80qR/jIrzV6Fem/ttZb4y5KupBiYRBK/YRUT9t4dRjWzj13YZDvbjhqrbuXBEREZFCacU+AuqnDc3dwJnW2rPwomefing8ZWVE3+2VwArgbcaYFdGOqmyle3FPB84H/kzfy4Kku3NFRERExAdN7KOhftoQqMe2YOq7DYl6ccOj7lwRERGR/GliX2Lqpy0a9djmT323RaBe3IKpO1dEREQkT+qxLwL104ZHPbZFpb7bkKkXtzDqzhUREREJRhP7IrDWXpbp9lQ/7WLgGa9tg3nAU8YY9dNmke17mZbqsb0Gr8dWk9L87ALmj/g63ZcsAaR6cW8Dvmet/WnU4ylTFwGvS51Q3ABMNsZ8V925IiIiIm46FT9C6qctjHpsC6O+2/CoFzd86s4VERER8U977KWcqce2AOq7DZV6cUVEREQkMlqxFxERERERESljWrEXERERERERKWOa2IuIiIiIiIiUMU3sRURERERERMqYJvYiIiIiIiIiZUwTexEREREREZEypom9iIiIiIiISBnTxF5ERERERESkjP3/Un9iBhljVvIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -914,7 +914,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -991,7 +991,36 @@ "\n", "Can you identify the covariance function used to generate the following samples?\n", "\n", - "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)" + "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)\n", + "\n", + "Options: _Periodic * Matern 5/2; Matern 3/2 + Bias; Brownian * RBF; Linear * Cosine; RBF; Exponential_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below is a utility function you may find helpful to plot kernel samples, e.g. `plot_K_samples(GPy.kern.RBF(1))`" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_K_samples(kernel, N=2):\n", + " X = np.linspace(0, 5., 250)[:, None]\n", + " # Zero mean\n", + " mu = np.zeros((250)) \n", + " # Get the covariance matrix\n", + " C = kernel.K(X)\n", + "\n", + " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", + " Z = np.random.multivariate_normal(mu, C, N)\n", + "\n", + " for j in range(N): # Loop through samples\n", + " plt.plot(X[:],Z[j,:])" ] }, { @@ -1028,20 +1057,18 @@ "for i in range(2):\n", " for j in range(3):\n", " k = ks[i*3+j]\n", - " Z = np.random.multivariate_normal(np.zeros((1000)), k.K(X, X), 2)\n", - " for z in Z:\n", - " axs[i,j].plot(X, z)\n", - " axs[i,j].set_title(labels[ i*3+j])\n", - " axs[i,j].tick_params(\n", - " axis=\"both\",\n", - " which=\"both\",\n", - " bottom=False,\n", - " left=False,\n", - " labelleft=False,\n", - " labelbottom=False\n", - " )\n", - " axs[i,j].axis(\"tight\")\n", - "\n", + " plt.sca(axs[i,j])\n", + " plot_K_samples(k)\n", + " axs[i,j].set_title(labels[ i*3+j])\n", + " axs[i,j].tick_params(\n", + " axis=\"both\",\n", + " which=\"both\",\n", + " bottom=False,\n", + " left=False,\n", + " labelleft=False,\n", + " labelbottom=False\n", + " )\n", + " axs[i,j].axis(\"tight\")\n", "```" ] }, @@ -1072,12 +1099,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1120,7 +1147,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1144,7 +1171,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1175,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1201,12 +1228,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1234,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1250,7 +1277,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 13.521088418410823
\n", + "Objective: 13.594138608353866
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -1270,10 +1297,10 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1292,12 +1319,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1361,7 +1388,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1377,7 +1404,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 9.423230603061137
\n", + "Objective: 9.557553407117284
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -1397,7 +1424,7 @@ "" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1405,7 +1432,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1441,12 +1468,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABCgAAAGFCAYAAAA/0sJrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeZhkaV3g++97Yt+X3LfKzFp7tZuuFgpQaKARQVwGZcQBHdwQWbxzhQH1OiozeL3jjLuIAwxyUQQZ5zoqj3hB6QbbpoGu6ra7q6u7llwq94yMfd/OO3+cyOzIrMitKjMjl9/neeLJjDgnzvmdN06c5RfvorTWCCGEEEIIIYQQQrST0e4AhBBCCCGEEEIIISRBIYQQQgghhBBCiLaTBIUQQgghhBBCCCHaThIUQgghhBBCCCGEaDtJUAghhBBCCCGEEKLtJEEhhBBCCCGEEEKItpMEhRBCCCGEEEIIIdpOEhRCCCGEEEIIIYRoO0lQCLEFSqkJpdSDO7zMM0qpJ5RSWaXUz+3ksm/WbmznfqOUuqiUeqDdcaxn7X6xk/FuZZ9TSnUppb6slEoqpf77TqxXCCEAlFKfUkp9uN1xbIdS6sNKqSWl1PwOL/etSqkv7eQyxf6xX/f13dqfb5ZS6teUUn/W7jgOGqVUTil1vN1x7BZJUAjRPh8AHtZaB7TWv7/XKz+IyYidiFlrfafW+uEdCgml1FuUUt9QSuWVUouN/9+llFJN80wopYqNE8qCUupPlFL+dRa5ar9ojncHtn8r+9wvAle01hGt9U/ewrqEEKKtlFIPKKWmb+H9Q8D7gDu01r07FxlorT+jtf6unVymuDUH8bpoO3Zzf97i+m/p+7jFddyvlPpC40eWlFLqWaXUryulIo3pb1dK1RvXYxml1JNKqTfuZkxr4htRSmmllP1WlqO19mutx3Yqrv1GEhRCtM8wcLHVhFs9cIkb3WqZtnq/Uup9wO8B/wXoBXqAdwIvB5xrZv9erbUfuA/4duCX11nVuvvFDtjKsh8E/scurV8IIQ6SYSCutV5sdyCH0VG91mnjdm+4Px/0z0Mp9TLgYeCfgdu01mHgu4EacE/TrF9vXI+Fgf8OfF4pFd3jcG/KblzL7ktaa3nIY98/gA8CM0AWeB54TeP1XwCuNV5/FvhXTe+ZAP498BSQxzoI9QBfbMz/D0Bkzfy/2FhOEvgTwN007cGmefuB/wnEgHHg5zaLdc32fAWoAyUgB5xurOODjXjLgB24Hetgm8K6sfy+NcvZ1jY2ve9PARMoNtb/gablvb+xvDTwF8tlsNl2t1jHRuW52XbdUIYbxLzRZ9GqTFc+yy2W76r3N00LNcr8B7ew/67df/4L8IVt7BcPrrf9LZbRcptaLXvN+5yNz1w3pj/d7u+9POQhj517tDquNl5/MfD1xjFjDvhDwNn0Pg28C7jSeO9/Ak403pMBPr88P/AAMA38ErDUOH69tWlZnwI+3PT8jcCTjXU/CnzbOrEr4HeAxcZx6ingrsY0F/BfgevAAvDHgAfwNY6XZuOYlgP6Wyw7BHwa6xwyiZU8NhrH3eb3f6rFe5e3932N2OaAH99s2Y1pbwce2Wj7sJLZC6w+9/wg8OQ65fQp4I+wrgFyWDdqvcDvYp2HnwNe1DT/RufPdfeLTT6Ph4GfalrOynY27U/vxtqfxhuv3QZ8GUhg7Zv/epe26dew9tdPY+3LF4H7G9NuOMcCbuDPgHijHL4F9KxT9i8CLjSW+xfA52js6037yQeB+ca6IsAXGnEmG/8PNuZ/FU3nYKxruW82PX8E+IHG/xNscN3W9J4b9mdgpPF5/CTW9+drjXm/r1E2qcbneXvTcia4uevOlt/HjT6TzT7PFut4BPiDTY6Db2f1/uhrlMH968z7z8AfNMr2OZqu6Rux/Q3WfnsV+Ok135/HsY6RC8BvN16/zgvXWTngpY3XfwK41NgX/n9geJPvjAZObvE4889Y39cETcff/fxoewDykMdmD+AMMEXjwqJxQD3R+P/NjQOEAfxw42DZ15g2ATzWOHAOYJ1IL2CdRFxYN2y/2rSeCeAZYAiINr7QH26atnxTawDngV/Buqk7DowBr9so1hbb9TCrT+ITWBdqQ1gXV47GAe+XGut5NdbB+8ya92x5G9esf2Wb1rz2zUaZRhsHy3dutt0bLP+G8txsuzb5vFfFvFlMa8u0eRnbKN9V72+atpyVt7fa/vXKurGsi8B/2sZ+8WCr7W/x3s3KdtWyW7z/DmCh3d95echDHjv72OS4ehY4h5XAHWkc9/9d03s11kV4ELgTK1n7j43jbQgrCf1vG/M+0Dgu/jbWOeiVWOfl5WPQp3jhvHof1jnrJYAN+LeNY5yrRfyvaxzrw1g3x7fzwrn+dxvxRYEA8LfAbzTFM71J2Xwa+OvGe0eAy8BPbuX9Tdv7HxvH3zcABRo3aJss++28kKDYaPueBV7ftM6/At63TjyfwkoMncW6uf4K1k3djzXK+MPAQ415Nzt/rrtfbBLvw2yeoPhy4/NaTiRNAT/eWNd9jW24cxe26dewkvRvaLz3N4DHmmKbYPU1xs9g7U/exvxngWCLcndi3Rj+n4394IeAKqsTFDXgP2N9LzxAB1ayyYu1f/wP4H815ndj3cx3NspkHphtzOdpTOtoirnldds6++t00/ORxufx6cbn4MH6YSQPvLaxLR/Auq5wNq3vZq87V61/s89ks89zzXJ8WD/CPLDJ9/3tvPC9swP/B9Z1UmideWtNn+sPYyUqoo3pX8VKnrmBe7ESBMuJ368DP9r43w+cW1PmzUnHH2iU8e2NmH4ZeHS970zTa8sJis2OMzXgvY1lezYqn/3yaHsA8pDHZg/gZOMA+CDg2GTeJ4Hvb/w/wepfbv4n8NGm5++lcTJomv+dTc/fAFxrmrZ8k/gS4Pqa9f4iVg2B7cT6MDfeiP5E0/PvxDopGU2vfRb4tTXv2fI2rln/yjatee1tTc9/E/jjzbZ7g+XfUJ6bbddGZbg25s1iWlumzcvYRvn+xDrb9zZgfs1rj2L94lAEXrFmObnGtEmsE1rLk8Q6+8VWExSble2qZbd4/78BvnQz31N5yEMe+/ex0XG1xbz/DvirpucaeHnT8/PAB5ue/xbwu43/H8C6GPY1Tf888B8a/3+KF27aPsqaRC3Wr+evbBHTq7Euus+tOb4prJupE02vvZQXfmV8gI0TDDashMsdTa/9DFZfPVt5/wON433zzcZiI87Nlv12XrhRarl9jWkfBD7T+D+KlQDpWyeeTwEfb3r+XuBS0/O7gVTj/+2e01f2i03iXXWeoXWC4tVNz38Y+Kc1y/hvNG5yd3KbsG6G/6Fp2h1Asen5BKuvMX6CDWr2NM33CqwEgmp67VFWJygqtKjZ0DT/vUCy6fk/AW9qlPGXsL5H341Vu+KpNTG3vG5bZ39tlaA43vTafwA+3/TcwKp59UDT+m72unPV+jf7TDb7PNe8PtjYltvWlEUK6xjxy037Y63x+hJWsqXldVVj3rWf6zeBH8X6sakOBJqm/QaNmlbA14APAZ1rlrlc5s3HjC/SSCg0lXmBRi0K1nxnml47ydaOM9dbbd9+fkgfFGLf01pfxTox/hqwqJT6nFKqH0Ap9WONDm5SSqkUVpXIzqa3LzT9X2zxfG1HhVNN/09iZaTXGgb6l9fZWO8vYVX7WzfWLWpefz8wpbU218Q0sOY9293GzTT37Fxoev+6273BslqV54bbtc0y3EpMU63fuuXyXe/9caCzuT2f1vpl2mrzGOfGPn5+QGsd1loPa63fpbUurrPcW7HVbVrPvcC/7HhUQoi22uQ8errRqdy8UioD/N+sPo/C9s4zSa11vun5RufS9605fg+1mldr/RWsJgYfARaUUh9TSgWBLqxfoM83LePvG69vRScv/PrdHO9Wj5lgtemvNT1fPm9uedkbbB9YTQy+t9Gx8r/Gupmf2yCerX5WG54/N9ovNol3K5rPq8PAS9bE8VasZhw7uk0Na69x3Bu0y/9TrOr2n1NKzSqlflMp5WgxXz8woxt3hA2Ta+aJaa1Ly0+UUl6l1H9TSk02yvdrQFgpZWvM8lWsG/pXNP5/GKtG0isbz5utd922VWuvPVdib1xPTLF6v93t687lz2Q7151JrOYjfU2xf6BxTfZXWLUHlj3WuB7r1Fqf01r/wwaxtfpcl69lE1rr7Jppy+X0k1i1UZ5TSn1rk444h4Hfa9rGBFbytbnM17sW3cpxZr337luSoBAHgtb6z7XW34H1JdbAf1ZKDQMfB96DVdUtjNWkQK2/pE0NNf1/DCtzutYU1q8z4aZHQGv9hvVi3cb6mw+Cs8CQUqr5e3oMK5O9E/Tms6yy4Xavo1V5brpdG5Th2pi3EtN627nV8l3v/V/Hylp//zrTd8Nmn9mt7jP3IAkKIQ6lDY6rH8VqW31Kax3EugG4lfNoRCnla3q+0bn019ccv71a68+uE//va63PYjUzOY3VDn4J64bozqZlhLTVAR5sfsxcwqqKP7wm3p04z25r2etsH1rrGazzzb/C+uX2T3cgNtj8/LnhfrFevFi/Vnub1tNqtIjmz2UK+OqaOPxa65/dhW3azKr9RWtd1Vp/SGt9B/AyrD5TfqzF++aAgebRu7A+63WXjdVvyRngJY3yfUXj9eVlrE1QfJX1ExS3au2158o+29imIXbmO7Fr152NpOg3sGqd7KRWn+vytWxUKRVYM22mEc8VrfWPAN1Yx9q/bBwXW5XBFPAza7bTo7V+tGme9cpuK8eZ7ZZ720mCQux7SqkzSqlXK6VcWO3UiljVqpa/6LHGfD+OVYPiVrxbKTXY6M33l7A6G1rrm0BGKfVBpZRHKWVTSt2llPr2DWK9Gd/AOtF/QCnlUEo9AHwvVsdLO2EBqz3fVq273Ru8p1V5brhdm5Th2phvJqZlt1S+WusUVvW9P1JK/ZBSyq+UMpRS92Ltm7ths8/sVvcZSVAIcQhtclwNYHXkllNK3QbczI3hWh9SSjmVUt+JdVPXamSgjwPvVEq9RFl8SqnvWXPBvxz/tzfmc2Ad40pAvfHr7seB31FKdTfmHVBKva7x1gWgQykVahWk1rqOVXX+15VSgcYPHz+PVWvhlmxn2ettX9Msn8bqC+BurF+Dd8Jm589194tN4n0SeFOjhsBJrF+SN/IF4LRS6kcb5y1HY/m378I2bWbVOVYp9Sql1N2NWg0ZrBvBVtd0X8dqNvBzSim7UupNWJ0kbiSA9T1MNa6RfnXN9EexEhgvxuog8yKN2iZYtS12y+eB71FKvabx+b4P68eYRzd+25Zs+H1sYbuf5weAn1BK/ULT8WAQGL2FmLuxPleHUurNWP1E/J3WegqrTH5DKeVWSn0b1r7+mcZ636aU6moco1KNZdWx7llMVl/L/THwi0qpOxvvDTXWtandPIa1kyQoxEHgAv4frCzhPNbB4pe01s9itX39OtZB726sjhhvxZ9jtfUbazw+vHaGxsHge7Gqw4834voEVmdhLWO9mUC01hWsnpRf31jeHwE/prV+7maW18JvAL+srCpl799CPBtt93puKM8tbNdGZbgq5puMaXl7brl8tda/iXUi+ABWu+MFrLazH2RnTuZrbfiZ3co2KaV6sXoV36n9Swixf2x0XH0/Vv8zWayb/VaJ+e2Yx6puPYt1sf7OVscgrfXjwE9jNRVIYnUS9/Z1lhlsxJbEqr4cxxq5A6zj7VXgMWVVlf8HrBs7Guv9LDDWOG62amryXqyb7DGsUQD+HPjktrZ4fVtd9kbbB1ZSYhirD4j8jW/fvi2cPzfaLzaK93ew+ltYAP5fGjdsG8SRBb4LeAvWPjPPC51J7vQ2bWbtObYX+Eus5MQlrJoLN9z4Nc69b8Laf5NY/Wr8f5us63exOqVc7gfh79csM4/V+eTFxvLBut6d1Ls47K3W+nmsPrb+oBHb92INk17Z8I1bW/ZWvo/N82/r89RaP4LVP8orgMvqhSZfDze252Z8AzjVWPevAz+ktY43pv0IVp8Ss1jf0V/VWn+5Me27gYtKqRzWcPRv0VqXtNaFxnL+uVEG57TWf4W1z3+ucQx7Bus6bqt28xjWFmp1sxohji6l1ARWx04btUUTWyTlKYQQR0uj1tafaa0H2x3LYaOUuoZVDVzOqULsAaXU27GuY7+j3bEcNVKDQgghhBBCiH1KKfWDWE1av9LuWIQQYret12utEEIIIYQQoo2UUg9jDb34o3r1CE1CCHEoSRMPIYQQQgghhBBCtJ008RBCCCGEEEIIIUTbSYJCCCGEEEIIIYQQbXco+6Do7OzUIyMj7Q5DCCGE2FfOnz+/pLXuanccR4FciwghhBCtbXQ9cigTFCMjIzz++OPtDkMIIYTYV5RSk+2O4aiQaxEhhBCitY2uR6SJhxBCCCGEEEIIIdpOEhRCCCGEEEIIIYRoO0lQCCGEEEIIIYQQou0kQSGEEEIIIYQQQoi2kwSFEEIIIYQQQggh2k4SFEIIIYQQQgghhGg7SVAIIYQQQgghhBCi7SRBIYQQQgghhBBCiLZra4JCKfVJpdSiUuqZdaY/oJRKK6WebDx+Za9jFEIIIYQQQgghxO6zt3n9nwL+EPj0BvP8k9b6jXsTjhBCCCGEEEIIIdqhrTUotNZfAxLtjEEIIYQQQghxsJyfTPKRh65yfjLZ7lCEEDuo3TUotuKlSql/AWaB92utL7Y7ICEOsnwlj82w4bK5UEq1OxwhhBBCiG05P5nkrZ94jErNxGk3+MxPnePscKTdYQkhdsB+T1BcAIa11jml1BuA/wWcajWjUuodwDsAjh07tncRCnFAlGolrqevky1nV15z2V24bC66fd2E3KE2RieEEEKIg+r8ZJLHxuKcO97B2eHIDc932mNjcSo1E1NDtWby2FhcEhRCHBL7OkGhtc40/f93Sqk/Ukp1aq2XWsz7MeBjAPfff7/ewzCF2Ne01szn5pnLzWEog6HQEHbDTqlWolwrk6/muZq4ylBoiG5fd7vDFUIIIcQBsrY2w6+88U7+4xcu7mrthnPHO3DaDao1E4fd4Nzxjh1dvhCiffZ1gkIp1QssaK21UurFWH1mxNsclhD7WqVeQWuNRlOulRlPjlPXdaKeKIPBQRw2x6r5TW0ynhxnKj1FuVZmMDgoTT+EEEIIsSVrazN88Zm5Xa/dcHY4wmd+6tyu1tIQQrRHWxMUSqnPAg8AnUqpaeBXAQeA1vqPgR8CflYpVQOKwFu01lI7QogW6madseQYmbJV8UhrzURqgqpZ5d7eexkJj7RMPBjK4HjkODPZGRZyC1TqFUYjoxiqrX3oCiGEEOIAWFub4fV39fGticSu1244OxyRxIQQh1BbExRa6x/ZZPofYg1D2lZaa/lFWexrlXqFK/ErlOtl+gP9OG1OZnOzRD1RuvxdFKoFnll8hoAzQK6ao27W0WiW830+p48ubxeDwUGmM9NcS1zjVEfL7l6EEEIIIVa0qs1wpjcgtRuEEDdlXzfx2A9i+RhTmSnu7b1XflEW+1K+YvUhodGcip4i4AqQLWep1Cqc7DhJj6+Hy/HLXFy8SF3XORU9RW+gF4VCKYXWmlQpxVhyDIfNgdPmJFFMEMvH6PJ1tXvzhBBCCLHPra3NILUbhBA3SxIUm3DYHGitKVaL+Jy+docjxCrpUnolsXAyehK33U3NrDGeGsdtd+MwHDyz+AxKKc72n6VQLVAza7hsLnr8PSvLGQwOkilniBVipEtpFvILVOtVgq4gLrurjVsohBBCiKNgt0f+EEIcDJKg2ITH7gGgWJMEhdhfmhMRpzpOYTesr/NkapKaWcPj9DCbnSXiiTAUHFpJto0lx5jJzuBz+vA7/QAopQi5Q4TcIUq1EjbDxqXYJWyGjZcOvbSdmymEEEKIQ27tSCC7MfKHEOJgkDYLm3DZXdgMG4Vqod2hCLHKXHaOullnJDyykpyIF+Iki0lqZo1MOUO3r5vjkeMrI3copRgJj+C0ORlLjpGv5JnLzjGTmWExv0iqlKJu1rmj8w5ORE9wLXGNC7MXkL5phRBCCLFb1o4E8tiYDNonxFElNSi2wGP3UKwW2x2GECtKtRKxgtVHhMdh1fLRWjOdmWapuESXt4uB4AC9/t4b3quUIuwO862Zb3EtcY2h4BCGYfAXf/IXPPjGB4l2RrEbdgLVAOf/+jzqBxROm5M7uu+QfliEEEIIsePWjgSyWyN/CCH2P0lQbIHH4SFRTLQ7DCFWTGemMZRBf6B/5bVkKcl4cpyIJ8JIeIQO740n92w5y1hyjJpZo9PbSaFaoNvXzd9+5m/5zf/rN/nbP/tb/vrv/5pYPsabfuBNjF0e42frP4vnLR78Lj8j4ZE93EohhBBCHAab9S/RaiQQIcTRJAmKLfDYPdTNOpV6BafN2e5wxBGXKWdIl9IMBgdXmnYAXFy8SMWscHvX7auSE5V6BVObJIoJJlOTuGwuTnWcIugKMp4cJ1aI8frvez13/NEdPPvss7z8/pcDEIvFOHH6BA98zwNky1kmU5O47e6WtTKEEEIIIVrZav8SMvKHEAIkQbEly1Xoi9WiJChEW2mtmUpP4bK76PZ1r7w+l53jevo6ZzrOrLxeqpWYSk+RKWdYKi4Ry8XwOr0MBgeZzc5iKIPh8DDJUpKULcU//uM/8m3f9m3EYjEAurq6eORrj1Bz13jk+iNcT1/H5/DhsXsIuUNt2X4hhBBCHCzr9S8htSWEEK1IgmILmkfyCCE3ZqJ9lgpLlGolTkRPoJQCoG7WeXz2cdx2N/f03oOpTeaycyzkF1AoNBqHcnBn950Mh4ap6RrjyXHGk+MopbArO/O5ea6Wr1I366vWZyiDwdAgd/XcxYXZC8xkZzCUwe1dt68k7oQQQggh1rO2f4mI1ykjdggh1iU93m2BzbDhtDmlo0zRVlprZrOzBFwBwu7wyuuXli6RLqW5r+8+yvUyFxcvMp+bJ+qJEnaHUSjOdJ7hRX0vwml3EsvHMJSBoQxK1ZKVpCjZ+fdv/fck4gmiHVEiHRFisRgPvOoBFhcXuaPrDgaCA5RqJRbzi1xN3JjMEEIIIcTRcH4yyUceusr5yeSm8y73L/Hz33WGz/zUOZKFypZG7NjOOoQQh4fUoNgir8MrQ42KtkqX09TMGj2+npXX4oU41xLX6PX30uPv4XL8MnbDzpnOM9TNOlcTV+nyWSN6LOQWmMnO4LQ5GY2M8qK+F6G1ZjI9yRf//Itcv3qdU7ed4pGvPkK8EOeNr3sjl569xCf/7JP8ws//Anf33M2FuQsorbievk7IHeJY6FgbS0QIIYQQe22rfUo0W9u/xGYjdtzMOoQQh4MkKLbI4/CQLqcxtSlDLYq2WCos4bA5CLqCACsJiJpZ43THacaSYygUpztOA/Bs4lm8Di99/j7GkmMki0nC7jAj4RFshm1luSciJ3jnu95JoVrgNW98Db6wj+7ubr768Ff5+J9+nNe+5bVciV9hNDJKf6CfVClFrpzjSvwKUU8Uv9PflvIQQgghxN5r1afEdpIHWxmx41bXIYQ4uOROe4s8dg9aa0q1UrtDEUdQtV4lU87Q4elY6XtiLjfHYn6RPn8fuWqOSr3CiegJHIaDseQYAAOBAZ6PP0+qlGIwOMiJ6IlVyQkApRTHI8f5uff+HFV3lacXnwZgsG+QD33gQxwLHSNTzjCVnqLX34vX7qXb3028GOdK/Apa670tDCGEEEK0zXKfEjbFujUgNnN2OMK7X3Vy3aTDTqxDCHEwSQ2KLWoeycPr8LY5GnHUJIoJtNYrw4dW6hXmc/MYykCjKVaLjEZG8Tv9TGemyVfyHAsd43rmOnWzzumO0xvWdDCUwemO06RKKa4lrtHt7aYv0EemnCFbyVKoFogVYoyGR3HYHNgM20rNjB5fD/3B/r0qCiGEEEK00VZqQByEdQgh9idJUGyRy+bCUAbFmnSUKfbeUmEJv9OP2+4GYCYzQ66SQ6EwtUlfoI+oJ0q6lGYht0Cnt5NEMUGlXllJTpjaJF6IEy/G0VqjlMJQBgpFwBWgy9vF2b6zPL/0PH956S/5jqHvwGV34bK76PJ1kU6k+dbMt/A5fRiGwd3dd5MoJngm9gxRb3QlNiGEEEIcbmv7lNiLdZyfTErCQogjQBIUW6SUwm13y0geYs/lK3lKtRLD4WEACtUCiWICU5vkqjlOd56mP9CPqU2up6/jcXiom3VylRyjkVFcNhczmRmWCkvUzBpehxeHzYHWGlOb1HSNmcwM46lxipUivf5eEsUEqXKKBwcexGlzAnAycpInF55kNjtLvBDn8tJlRsOjXIxd5Lml57i39952FpMQQgghDinpNFOIo0MSFNvgdXhJlVLtDkMcMUuFJQxlEHFbJ+LpzDQaTbqUJuR6YSSNhdwClXqFoD1IspSkP9BP3azz9OLTaK0Ju8P0+HtWNfUwtUmikOBy4jKXYpfIVrJ0uDvwOrxMpiaZzcwyEhkBwG6zc2/vvbjtbqs2RjFOxBMh7A5zOX6ZweAgnd7OPS8fIYS4VUqpTwJvBBa11ne1mK6A3wPeABSAt2utL+xtlEIcXdJpphBHhyQotsHj8LBUWKJar+KwOdodjjgCTG2SLCWJeCLYDBvpUppsOYvWmnwlzz299+C0OVf1SZEpZ1b6qlgeDnQoOITL7lpZbs2ssZhfZD47z5XEFRKFBB6Hh8HAIIlSgsX8ItfT11ksLPKdQ9/JiegJjoWOYTfsnIyeJFPOMK/nKdVL+Jw+5rJzPLXwFK8aedVKJ55CCHGAfAr4Q+DT60x/PXCq8XgJ8NHGXyHEHljuNHOjoUmFEIeDJCi2wWNvdJRZK0qCQuyJVClF3azT4bFOxDPZGVx2F+OJcfwuPyPhEev1zAwVs4KBQcAVwMBgNjtLh7eD4dDwStKgbtaZzkwTL8Yp1UpcjV+1+qnoPE2H16o54XV4WSos8ZWxr3A5fpkn56xmHQPBAV488GJ8Th/DoWHms/M4DAcdng5mMjNciV/hts7b6A9Ih5lCiINFa/01pdTIBrN8P/BpbQ1b9JhSKqyU6tNaz+1JgELsof3Y14N0minE0SEJim1oHskj6Aq2OUTYl10AACAASURBVBpxFCwVlnDZXQRcATLlDMVqEafNSbqc5v6B+zGUQa6Ss/qkME3sNusrHSvE6PZ1MxQaWllWoVpgLDlGsVqkZtaYzkxjM2yc6z/HqeipVTUsBoOD9Pp6+ZvLf0OxUiTiiTCfm+cLl7/A2b6zHI8ep8ffw0xmhts7bufO7jv58rUvc372PL2nezGUjGAshDhUBoCppufTjddWJSiUUu8A3gFw7NixPQtOiJ2yn/t62IuOOYUQ7Sd3EdtgN+w4bA4ZyUPsiUq9QracXak9sZBbwFAG87l5PA4PJyInAJhKT1GsFbEbdkxM8pU8/YH+VcmJpcISzy09R76Sp1avsZBbwGP38OrRV3NX912rkhPLegO9vHzo5dgMG8liknMD5wi6gjw2/RgPTTzEqegp6mad5xPPc6bjDCeiJ3h+6XkmU5N7U0BCCLF3WrVd0ze8oPXHtNb3a63v7+rq2oOwhNhZrfp6EEKIvSQJim3y2D0ykofYE+lSGoCIJ0KpViJTzqC1JlFMcDJ6EofNQbwQJ1POYGqTullHaUWvv5e+QB9g9WExkZpgMjVJ3awDkCqn6PJ1cW7w3Mp86zkRPcG9vfeSrWR5dulZXnv8tdzbdy/z2XmeXHiS/kA/Y8kxqvUqLx18KTbDxtcmv4apzd0tHCGE2FvTwFDT80Fgtk2xCLFrlvt6sCkOXF8P5yeTfOShq5yfTLY7FCHELZAmHtvkcXhYzC+itZbOAMWuSpfTOG1O3HY3k6lJTG2Sr+bxOrwMBgfRWjObnSVXyeF3+tFo/C7/Sh8QWmvGkmOkS2kMZaC1plwv0+HtYCQ8Qpdv81/33HY3g6FBUqUUS4Ulnpx/krP9Z3HZXHxj+huEPWFMbfL04tO8dOilvKjvRTwy+QhPLzzNPb337HYRCSHEXvkb4D1Kqc9hdY6Zlv4nxGF0UPt62M9NU4QQ2yMJim3yOrwrN3puu7vd4YhDytSm1bzD20HNrJEoJtBYI3d0+bqIeCLEi3ESxQQ2w0bFrOB3+BkNj6KUQmvNRGqCVDGFUgpTW/1TePHS7e+m29e95Vj6/H3EC3Eq9QrXktfo8nVxquMUlXqFJ+aeIFPOMJYc467uu3j50Mu5uHiRr4x/hds7b8dpd+5iKQkhxM5QSn0WeADoVEpNA78KOAC01n8M/B3WEKNXsYYZ/fH2RCrE7juIfT3c7DCk+7FDUCGOOklQbNPySB6FakESFGLX5Co5TG0ScoWI5WPUzBra1Git6fH1oFDMZedIl9KE3CE8Ng/HQsdW+pK4nr5OopigruvYlZ2wO0ymnCHoDjIUHNpk7au57C46vZ0Ua0UShQSXli7hdXi5s/tOqmaVb0x9g7HkGJdil3jx4It58PiDfP7i5/mnyX/iNSdesxvFI4QQO0pr/SObTNfAu/coHCHENt3MMKRS60KI/Un6oNgmt92NUopSrdTuUMQhttwsw+/0EyvEMLVJxawQcocIu8MkS0kWcgsrw91GvVE6vNbJeDozzVJhyao1Ydjp9fdSqBawG3aOR47fVNOkXn8vXoeXqCdKuVbmWuIa+Uqee3ru4b7++yhWizw6/SiFaoEznWc4FjrG+fnzlGvlHS0XIYQQQoi1lpum/Px3ndlyokE6BBVif5IExTYppXDZXNJRpthV6XKagCtAqpSiWq+i0dR1HZ/TR9AVZCYzQ7qcRqOJeqIMh4YBa6SPhdwCGo2hDLp93eQqOWpmjRPRE9iNm6s05bK76PB04LQ56fH1kCgmmEhNoNGc7T/L3T13cy1+jafmnwLgFcOvoFwr8/Wpr+9YmQghhBBCrOfscIR3v+rklmtBHOQOQYU4zCRBcRM8Do8MNSp2TalWolwrE3KFWMwvUqlXcBgOnDYnAWeATDnDbHYWQxkEnUEGg4PYDBv5Sp6Z7IzVgSuKqCeKUopcJcdweBivw3tLcfX6e7HbrKF2fU4f8WJ8JY7XnXwdAXeAL419iWw5y2hklIHAAI/PPU6lVtmhkhFCCCGE2Bk3U+tCbExGUhE7QRIUN8Fj91CulWUoRbErlocXtRt2CtXCyutOw0nIHWI6M026nMZhOOj0dRLxRKibdcaSY5RqJTSaoCtI2B1mIbdAt6+bqCd6y3Et16LQaALOANV6lYXcArlKjqgnyiuHX0ksH+PhiYcBePmxl1OsFvnW7Ldued1CCCGEaI/DfNO53VoXYn3LfXr81pee562feOxQ7i9ib0iC4iZ4HFZHmdLMQ+yGdDmNx+EhW8lSrpWxKRsuuwulFArFVHrKqiHhjTIYHARgIjVBvpJHofA7/QwGB5lMT64MSbpT+gJ9GMrAbrMTcAYo1opMpCYwtcm39387x0LHeHzmccaT45zuOE2vv5dvzX5LalEIIYQQB9BRu+k8zMmY3SZ9eoidIgmKm7A8koc08xA7rW7WyVVyBJ1BEsUEVbOK0+7Epmx4HB7mc/OkSim8Di/dvm78Tj+L+cWVeT0OD6PhUSbTkwA33Snmepw2Jx0ea+hTl92FXdkpVUvMZGYIe8KcGzxHXdd5aOIhCtUCLxt6GdlylgtzF3YsBiGEEELsjaN003nUkjE7Tfr0EDtFEhQ3wWV3YShDalCIHZcpZ9Bao9ErI8VE3VGKtSIOw8FEagKlFB3eDgYCAxSqBaYz0xSqBbwOL6PhUZaKS+QreYZDwyvDju6kvkAfADbDhsPmwFAGi/lFa53hYU5GTzKfnefJ+Sc53XGaLl+X1KIQQgghDqCjdNN5lJIxu0H69BA7RRIUN8ltd8tQo2LHpctpbIaNUq1EvpLH5/DhsDnQWpOr5EiWkgScAfr8fbjtbsaT42TLWdx290riYCG3QJevi4hnd04MTpuTLm8XlXoFt90NCmzKxlRmig5PB6c7TuNz+nh64WkSxQTnBs+RLqX5l4V/2ZV4hBBCCLE7DvpN53aabBylZMxukT49xE64uTEHBR6Hh0w50+4wxCGTLqXx2r1kK1kAgu7gSseX87l56madbn83fYE+FvILpEoplFJEPBE6PZ1cWrqEx+HZ0X4nWun197JUWMJQBlprHHYHxWqRfDVP2BNmKDTERGqCZxaf4SUDL6HD28GFuQvc13cfNsO2q7EJIYQQYuecHY4cyBvO5SYblZqJ025smmBZTsY8Nhbn3PGOA7nNQhwGUoPiJnnsHqr1KjWz1u5QxCGRr+SpmTVMbZKr5PDYPXR4OkiX09TqNRZyCwRdQfoD/QDMZGbIlDOE3WFGw6NMpK3OKo9HjmOo3f1qO2wOun3dFKoFfE4f5XoZt8PNbHaWoDNIh7eDTm8n46lxFvIL3NNzD/FCnCvxK7salxBCCCEE3FyTDakBIET7SYLiJslIHmKnLdeaqJgVKvUKXqcXu2GnVq+xWFikalbpDfTS4+thKj3FQn6BiDvCaHiUeDFOtpxlKDRkNbvYAz3+HmyGDa01CoVd2TG1SaleIuAMEPFEME2TK/ErDIeH8Tq9XJi/gNZ6T+ITQgghxNElTTaEOJjamqBQSn1SKbWolHpmnelKKfX7SqmrSqmnlFL37XWM65GRPMROy5azKBSlWskaRtQTJVPOkKlkyJQyeB1eBgID5Kt5prPT2JWdwdAghjKYzc5azTy8nXsWr92w0+ProVAt4Hf6rdFHXEHSpTQ2ZcPv9NPl6yJWiBHLxzgZOclsZpaZzMyexSiEEEKIo6lV/xkyjKgQ+1+7a1B8CvjuDaa/HjjVeLwD+OgexLQlDpsDu2GXGhRiRyx3glk1q2QrWfxO/0rzjngxTr6WZzA4aDWbSI6TKCToD/TT4+thLDmGw3AwHBre87i7fd1WLQ+zht2wUzfrOG1OirUiXruXkCuE0+ZkOjPNQHAAE5OnFp7a8ziFEEII0dphvmlvbrIhw4gKcTC0NUGhtf4akNhglu8HPq0tjwFhpVTf3kS3OY/DIzUoxI4oVAvUzTqVeoW6Wcfv9GMzbKRLadLFNE6bk75AH+lSmqnMFF2+Lo5HjzOVmaJqVjkeOd6Wzidtho1ef+/qWhTuIDZlI1/N47Q7CbqCK6OS9Pv7uZa8RrwgQ3cJIYQQ7XaUbtplGFEhDoZ216DYzAAw1fR8uvHaDZRS71BKPa6UejwWi+1JcDLUqNgp2UqWfDWPRuM0nHR6O8mUM0xnpinVSgwGBom4I1yOX0ahOBE5QaFaIFlM0h/ox+f0tS32Ll8XTpuTUq2E0+YkX8kTdAUp18porQl7wnicHuLFOH3+Poq1Ipdil9oWrxBCCCEsR+mmXfqkEOJg2O8JCtXitZY97GmtP6a1vl9rfX9XV9cuh2Xx2D0rv3oLcStylRzleplStUTAFSDqiZIoJpjPzeOyu+j195Iup5nPzTMcHibsDjOVniLgCtDj62lr7IYyGAwOUqqVcNvdFKtFvA7vSo0KAK/di1IKE5OIO8KV+JWVaUIIIYRoj6N0096qTwohxP5jb3cAm5gGhpqeDwKzbYrlBs0jeThtzjZHIw4qrTWZUoa6WUejCbvD2A07Y8kxStUSI5ERwu4wT8w/Qdgd5lT0FBOpCQxlMBoeRalWeby9FfFE8Of9FKoFXDYXqVKK/kA/F+YuEHKF8Dl9aK3JVrKE3CGmM9NcTVzl3t572x26EEIIcWQt37Q/Nhbn3PGOQ3/TfnY4cui3UYiDbr/XoPgb4Mcao3mcA9Ja67m9DKBm1siUMy2nyUgeYicUqgWy1Sx1s47X7qXD20G+mmcyNYlhMxgIDLBUXCJbznJn953Ei3EK1QIj4REcNke7w18xGBykZtZw2BxU6hUcNgdBV5BYIYaBgdvhxm7Ycdlc2JSNq/Gr0smsEEII0WbNHUkKIUS7tXuY0c8CXwfOKKWmlVI/qZR6p1LqnY1Z/g4YA64CHwfetdcxxgtxrsSvUK1Xb5hmM2zWiAVykyVuQa6SI1fOUTNrBN1BQq4Qs5lZFvOLdHu7CbqCXI5fpj/QT9AZZCG3QLevm5A71O7QV/E5fSvJFbfDTbwQZzQ8SracpWyWsRt2Ip4Ipmnic/iYz88zk5UhR7ejVCsxnZnmqYWneG7pOZYKS9TNervDEkIIcYAc5lE7dpqUlRB7r61NPLTWP7LJdA28e4/Cacnr8AJWLYlWv1bLSB7iVmXKGUq1Ei67iw5PB0opno09S9WsMhweZiYzQ92sc1fXXUymJ/E4PAwEW/YV23b9gX6SxSQGBhqNzbDhd/mJ5WIMhYZw2B24HW7cVTeZSobx5DjDoeF9VRNkP0oUE8TyMXKVHEopQq4QpVqJydQkU2qKiCdCj69npdmZEEII0cryqB2VmonTbkhfDBuQshKiPfZ7E4+2a+5nouV0u4dSrYSVSxFie7TWxAoxqmYVr91LxBOhUqtwNXEVv8OPy+ZiNjvLqegp0pU0pjYZDY9iqP351XXanC8MO+rwkyqlGAwOkqvkKFQLKKXo8nbhtFt9tszl5ljIL7Q56v2lVCuxVFiiXCsDMJ2ZZjw5TtWsMhAc4O7uuzkRPcGd3XdyW+dtdHg7SJVSPB9/fuU9QgghRCtHadSOW3XUykpqi4j9Yr93ktl2dsOOw+agUC20nO62u9FaU66XcdvdexydOOiKtSLJYpK6WSfsDhNwBnh28VmSpSR3dd3FVGYKp81Jf6Cf+dw8Q6Ghff8reY+/x7rBrlvNOgxl4LQ7iRVieOwe/E4/YVeYmBEjVUoxlZ6iz9+HzbC1O/S2qZk1EsUE8UJ81bEmVUpRqVc4HjnOmc4zN7zP5/Thc/ro8fVwaekS15LXuK3ztn2bwBJblylnmM/NMxIekU6YhRA7ZnnUjmrNPPSjdtyqo1RWW6ktcn4yeWQ6UxXtJQmKLfA6vOs242iuYSEJCrFd2XKWTDmD2+6m09eJUoqLsYvUzBpep5dMKcM9ffewmF8k5A7R7etud8ibMpTBsdAxriau4ra7KdVKdHm7mM3OkilnCLqDRL1RfFkf89l5YvkYS4UlevztHS61XWazs8zn5tFa43V4GQoNEXAGuBy/TLqUxuVwkavkmMnMrNu0x2V3cTxynCvxK0ymJhmNjO7xVoidlq/kyZaz2A05TQshds5RG7XjVhylsmpVW6R5e6W5i9hLcuWzBR67h0w5g9b6hiEd3XY3SimKtSIR5Isqtmcht0CxWqTb103EHSFfyTOWGCPijpAoJIh4IhjKQCvNcGi43eFuWcgdIuKJkCqlVmohOQwHyVKSkDtEh6eDDm8Hi4VFFvILzOfm6fZ174shU/eK1prr6essFZaIeqL0+ntXEp4zmRlqZo37B+6nP9DPTGaG+dw8hjLoC/S1XF7QFWQgOMBMZgavw3tkEz6HRaFawG13S20YIcSOk6E2t+6olNVmtUU2S2AIsZMkQbEFHocHrTWlWumG6vWGMnDZXDKSh9g2rTXzuXnquk7UE8Xv9PPE/BOkyla/DRpNp7eTcq3MyejJA9eR5FBwiEw5g6lN3DY3LruLUq1EvBCn199Lr7+X8eQ4qVKKZDFJopigw3t4q08201oznhonWUzSF+ijP9C/Mi2WjzGfm6fT28mx0DEAhsPDaDSz2Vlshm3dmjS9/l7ylTzTmWm8Di8BV2BPtkfsvEK1gN/pb3cYQgghDqm1TTY2qi1ylJq7iPaTBMUWLI/kUagWWrb/9zg86/ZRIcR6irUi8WLcat7h7USjeTb2LHVdx9QmAVcAh81Bl69r3w0puhUOm4PB4CCTqUkMw8Bhc1CqlUiVUqRKKTq8HfT5+7gcv7xSk+IoJCjqZp1ryWtky1kGg4OrajosDyMadAUZDq+uMTMcGqZu1plKT2Eog05vZ8vlj4RHeG7pOcZT49zVfZf8An8A1cwalXpl5dwjhBBC7KT1mmysVyviKDV3Ee0nV65b4LK5VppxtOKxeyjXypja3OPIxEEWy8dIl9N0ebuIeCLE8jGm09MYWDfzyx0gDgYH2x3qTev0dhJwBTC1SdAZpFavobGaNgSdQQZDg9gMG7OZWbLlLOlSut0h7yqtNdeS18hVcoyER1YlJ7TWjCfHMZTBSHjkhvcqpTgeOU7QFWQyNUmqlGq5Dpth41joGNV6lXjhcPc4flgtJ7wlQSGEEGI33MwIJWeHI7z7VSclOSF2nSQotkAphcfuWX+o0U2GIhWilbnsHOVamR5/D36nn2uJaywWFnHanfgcPsKuMCPhkQP/C/hwaBhDGXgdXpx2J1prkqUk2UqWDm8HXd4u8tU8iWKC+dx8u8PdVbNZKxEzHBq+obbIXG6OQrXAcHh43eY8SilORE/gsruYSk+tmxQNuAL4nD4W8gsyBPIBtJyg2O8j9gghhDiYlpts2BTSZEPsO9LEY4s8Ds+6v+567I0ERa2Iz+nby7DEATaTnVlpwlGpV7gSv0KhWiDqjhJwBRgKDR2KNuguu4vB4CBT6Sn8Dj8L+QVcdhfPLT3Hy4ZexnB4mOncNHPZObp93eQr+UP5PUqX0it9S6xNTuQqOeayc3R4Owi7w6umVetV5nJzlGolqvUqlXqFbCXLUn6JsDvMUGio5fp6/b1cS1wjWUoS9UR3bbvEzitUCzhtThnBQwghxK6QJhtiPzvYP83uIa/DS82sUa1Xb5jmsrswlCE1KMSW5St5FvOLdHg6iLgjzGZnuZa6BkDQbY3GsN6QkgdRt6+bkDtE0B0EZfXDEC/EKVQL9AZ6CTlDJEtJMqXMoaxFUalXmEhN4HF4bkgo1M06E6kJXHYXQ8HV03KVHJeWLhEvxDG1icfhodPbyYnICWw2G49OPUosH2u5zrA7jNvuZiG3sGvbJXZHsVqU5h1CCCF21U402Tg/meQjD13l/GRyByMTR50kKLaouZZEy+kOz7rThFhrLmtV5+/z9+Fz+riWuMZCdgE0DAQGuKPrjgPftGOtkfAIAVcAl92F1ppyvczFxYv0B/oZDg9btQKKS6RKKUq1UrvD3THLfUuY2uR45PgNn+tMdoZyrcxIeASbYVt5fSG3wOX4ZQxlcFvnbdzWeRvHI8cZCg0xEBzggeEHsBt2vjnzTSZSE9TN+g3r7vH3UKgWyJQzu76dYmfUzTqlWkkSFEIIsU/JTblluaPN3/rS87z1E48d+fIQO+dw3QHtouW2wOuN1rFRHxVCNPvIRz7CxfGLVM0qI+ERxqfH+dhHP0a+mifqiXK64/ShaNqxlt2wWx1D+nrI1/IYymAqM4VpmvQH+nHb3CwVlihWi4eqFsVMdmalU0y33b1qWr6SJ5aP0e3rXvnMTW1yLXGN8dQ4NsNG1B0lXoyTq+RWvTfkDnG27yx2w85cdo6rias3rLvD04HD5jhU5XnYLSe6JUEhhBD7j9yUv+BmOtoUYiskQbFFdsOO0+ZcNwnhtrupmTVqZm2PIxMHyUc+8hHe85738K4ffhe2vI1atsZrH3wtn/+vn+e5Lz7HaHiUO7ruaHeYuyboCnIqegqvw4vNsJEoJrgYu8hoZJRObyfpcppcJUeimKBSr7Q73FuWq+RYyC3Q5bNGammmtWYyPYnD5qA/0L/y+uOzj/PNmW+SKWWo1WvM5eZYzC/y/NLzXE1cXXUMGggO0O3rxmFzkKvkWCosrVqHUooeXw/ZclaGQj4gZAQPIYTYv+Sm/AXS0abYLZKg2IaNmnHISB5iK9785jdz2+23MTs2y4f/zYc5d/Yc156/RmgoxB2vuIOXHnvpqmr+h9FgcJCBwADVehW/w88zi89gUzaGQkNWB5CNm+nF/GK7Q70lWmsmU5M4bc6WQ8XGCjGK1SJDwSFshg2tNd+c/iaXly4zGh7lvv77ONN5hnt67+He3nsZCA6Qq+R4NvYs48lxqvUqDpuDXn8vCoVSipnMzA1J0k5vJzbDJrUoDohCtYDD5lh3JBchhBDtIzflL1juaPPnv+sMn/mpc9LRptgx0kX4NnjsHjLlDFprlFI3TAOrem7AFWhHeOIA6O7u5hN/+Qle9/LXkUlY/QJ4w15e+Suv5MzIGc50nGlzhLtPKcV9ffexmF+kpErEM3EuzF7gZPQkF2MXWcwvEvFGiOVj9Pp7D+xIBssjb5zqOHVDvxOVeoWZzAwhd4iIJ0K1XuXC3AWuxK9wquMULxl8yQ3L6/X30uXtYj43z2J+kUK1wG2dt9Hj7yFWiKFQVM0q05lpRsIjK++zGbaV91WCFZw2525vurgFhWph5XwihBBif2k1+sX5yeSRHQ3j7HDkyG2z2H1Sg2IbvA4vWuuWtSgcNgd2wy41KMSmJtOTq56b2sRlc3G2/+yR+dU04olwMnoSv9OPy+HiYuwiBgbd3m5y1RzVenVlpJODaLkfjQ5vB0FX8Ibp05lpAIaCQxSrRZ6Yf4Kx5BinOk7x4oEXr7tcm2FjIDjAyehJyvUy46lxFIpuXzeVeoWwK0y8cGN/FZ3eTgCSxaPbVvYgMLUpHWQKIcQ+1zz6xWHuk0I6AxXtIgmKbdisGYeM5CE2MzU7xfvf9n7yqTydXZ34wj5K6RIPfegheuhpd3h7ajg8TNQTZTA0SKKU4MLcBU53nKZu1kmX0pTrZRbziweuX5flviVsytayaUe6lCZZTK7UDnlu6TmmMlOciJ7gvr77bqidZWqTfCVPuVZGaw1AwBVgKDhEupRmJjtDh6cDpRQOmwOnzclkanJlXrCGQvY6vCRLcpGxn5VqJbTWkqAQQogD4rD2SXGYEy9i/5MExTa4bC4MZazfD4WM5CE28ZnPfYa5sTmGTw7z2X/4LG/+gzcTGYqwNLnEI3//SLvD21NRT5SIJ0Kfv49ubzfXktdIl9P4nX6WikvYDTu5cu7A1aKIFWLkK3mGQkM3NE8xtclUZgq33U2vv5fr6etcz1yn19fLnV134rA5qJt14oU419PXeTb2LE/MPcFzS8/xzOIzXJi7wNMLT3M5fhmALm8XC7kFMuUMIVeIRDHBUHCIUq3EQn5h1bojngj5Sv5QdD56WEkHmUKI3SC/hO+ew9onxWFNvIiD4WA27m4TpRQeh2f9oUYdHkxtUq6VcdldexydOAhe88Ov4fumvo8P/PQHeCL7BM6Qk7f99tvgIrz3Pe9td3h7ym7YCbvDGBiMRka5GLvIRGoCn9NHLB+jWq9SUzUW84v0+HoOROehzX1LRD3RG6bPZeco18qc7jhNophgLDmG2+bmZPQkHoeH+dw8C7kFamYNm2HD5/ARDoTxOrzUzTrleplKvUKxWuR6+vpKfxKT6Ul6fD2kSik0mrA7zFx2ji5v10q5RdwRZjIzJItJevxHq7bOQVGoFrAZNjl/CCF2zPIv4ZWaidNuSGeGO6xVnxSHwXLipVozbynxcpT75xA3TxIU2+Sxe0iVUutOA6ujTLnAFGuZ2mQsOcZr3vIagh1BJqYmcNldHIse480Pvrnd4bVFp7eTZDHJaHiUbDnLfG4eh/HCkJlDoSGy5SwL+YVVQ3HuV9fT1wE4Fjp2w7RitchCfoEObwcOm4NLS5fIVXKcip5Ca83TC09TM2sEXUH6An34nf4N15UupZnOTFM36yzkraSG2+ZmqbBEf6CfVClFspRc6X+iuZmHJCj2p0K1ILUnhBA7qtUv4XKjuLMOY0eRO5F4keSYuFnSxGObPA4PNbNGtV5tOQ1kqFHRWqacYam4RKe3k4uLFylWi0TdUbr93UQ8R/OAHXQFcdqcKKU4Hj1Or7+XqlmlXC8zlhzDYThW+qKom/V2h7uhVClFupSmP9DfcqSM6+nr2JSNgcAA48lxFnILRD1RyvUyM9kZvA4vt3XexqmOU/+bvTuPkTO/7zv//j1nVT11V3f1QTab55Azo2s0Y2EU24AlLeRYgaLdbLwrS9mFjQi2FfmPwEg2CRYIkAQBNkGcjRPPruIVvOsYBqy1rXhtZAIJTixDtjKRZsaSrTlJNtn3Ud11Vz313PtHTdc0yeY5JKuP7wsghuynSP6mL9bzre/3872lOLE3T2JXIVXgqcmnpdvrwgAAIABJREFUOFs+SyVT4fLOZQbhgLbXxtAMUsawWLGXjHkcXEmS4AauFCiEEA/VUR1BEI/e3jDQByFjIuJBSQfFfdp98tgP+hT0wg3XNKVhG7YEZYp9bXW36Hk95vPzvLr+KmkrTdpMM5efu+ur5UfZRGaCtc4aBbvA6eJpdE1no7vBYnNxtAmj7bUPdBdFFEcstZZIm2mqTvWW69v9bbp+l/niPJu9TdY6a8RJjB/5aErjXPncvts++kGfze4mjUEDhRp1ZvX8HqV0iWKqSMpI8cz0M9TdOpfrl5nLz7HdHxbCVtoruIE7Kp7KmMfBNQgHxEksK0aFEA/VUR1BEAffwxoTEcePFCju094xjgKFfa9LB4XYz2JzuNmh1q/hRi45M0fezjObm0VTx7eZabdAoSkNUzd5cuJJmoMm31r6Ft9d+y6fOPMJgjg40FkU6911gijgXOncLVs4wjhktb1K1sqStbK8vf02S80l8qk8c4U5zhTP3LJetjlostndpOt30TWdicwEHa/DWnuNulsnSAIUitnsLDk7B8CUM0Vr0BrmWpjDosVqZ3U0KgMy5nGQSUCmEOJROYojCOLODkL2gxTHxIOSAsV90jUdS7fuGJTZ8lokSXLLjYo4vrzQY727jqEb1Ho1LM0iZaaopCujG8zjytRNCqkC/aA/LAAq+KETP8TV+lVW26sstZYop8u0vNaB7KLY7XKYdCZxLOeW6yvtFaIk4lThFNcb13l1/VXydp5nZ55lvjiPUookSQjiAD/0uVK/wo67QyVd4WT+JI7psNhaZBAOqGarPF19mmKqyPXmdZqDJlkrSyFVYL2zTt7Os9ZZ4+2dt5kvzFNMFam7dU7kT4yKYKX0sIvCj/x9R1HEeLihi6Y0UkZq3EcRQghxiB2k7AcpjokHcXxftn0PMmbmtl0SaSM9nCWWMQ+xx05/h7bXput1GUQDMmYGUzOZzc+Ss453gQKG6zKDKMAyLNzA5WT+JD904oeIk5iv/j9fZWV9hY3OcMPFyvoKL7zwwriPDAxzA5ZaS5i6yYnciVuuNwdNdvo7TDlT9IM+f7L8Jyil+JFTP8Lp0mmiJOJa4xp/tvFnfG/9e3zj6jf4wdYPCOOQhITmoMkb228QJRFnSmd4f/X9zORmSJtpLk5cZDo7Tdfv4gYu58vnmcnNkNJTbHY3+e7qdymny4RxeEOwbyk1fKLQcGXd3EHSD/qkzbQUtoUQQrwnkv0gDjspUDyAtJkezQvvdw2G88RC7FrtrNLyWrihSylVwo98JpwJMmZm31fdj5u8ncc2bIIoQNd0Ol6HD898mK1vbvHiL7/IP/mb/4T1jXVefvtlPv6xj/MLv/ALB6JIUevX6Pk9TuZP3jJ6EkQBi81FMmaGUqrEN69/k4bb4KMnP8rZ8ll2+ju8tvUajUGDvJ3HizwqmQofO/MxfuTUjxAlES+vvcxSa4msmaVgF264edXUcD3rifwJ6m6dzd4mH5j6ACcLJ0mShCv1KzQHTSzduiEsc3fMo+7WH9v7SdydG7iSPyGEEEfAK4sNXvijK7yyOJ4XAiQYVRx2MuLxAHZnhN3AveXm0tZtlFLDDgt5rikYvsq+3l1nu79NIVXA1m1SRoqJ9ARZK3us8yd2KaWoOlWWW8vkrByNQYP3V9/PX/vv/xr/9ff+K2sLa/zD/+EfkpDQbXS59OQlfvInx7ua1Qs9VturFFIFyunyLdcXW4tEScRkZpKX119mpb3C+6rv43zlPJd3LtP22jiWQzVTZaWzQs7Oca50jpydY7W9ikLxwakPkjbTNL0mQT3gQuXCLZ8v09lpNKWx3FrmX/36v+Jzn/0c9WKd7298nz9940+5/CeX+fTnP40XeqOQzXK6zEp75Ya3ifEJooAwDkcFbiGEEIfTQRivOMjZDwchG0McfHJn9AD2BmXeTClFykjdNqNCHD8dv8N6ex0/8inaRTpBh4yRoZQuyXjHHpV0BU1pxElMkiTU3TqfeP8n+On//adxig6dRoduo0uulOMffOUf4BTH23my2FpEKcWpwqlbrtV6NVqDFqVUiaXWEovNRapOlScnnuR68zpdvzsKyFzprKBQXKxcJGfnWGmvsNHdYCIzwdPVpzlXPsfp4mm6fpeFxsK+K0cnM5P83m/8Hn/vF/8eP/7f/DgX7AuovuLvfP7v8I/+l3/EV//vr7LjvtviWUwVAWh5rUf3DhL3bPffEumgGB+l1F9WSr2llLqilPr7+1z/MaVUSyn1vXd+/MNxnFMIcbAdlPGK97oi9FHYLd780jfe4vNfeWlsHSbi4JMCxQOwDRtNabctQmTMjGRQiJHV9irXW9cxNZOqU6Xv95nJzWDp1rEPyNxrd1tFP+xj6za1fo25whznSuduuSnvel1eXnuZWq82lrPWejU6XoeT+ZO3BE0OwgEr7RUs3aLttUcrQueL87S9NkmScGniEpV0hSv1K8RJzPnyedJmmlqvNgrc3A3QhGHHw6nCKVqDFoutxVvOo5TiC3/jC5x94iyvv/46n/xLn+Rf//S/ZuPaBqfOn+Jjf+VjbPe3R+9H27CxDZu213707yxxV7uZRtJBMR5KKR14AfgJ4Cngp5RST+3z0G8lSfKhd37848d6SCHEoXCQxyvGPXpyUIo34uCTAsUDultQ5m7LrhArrRV23B3K6TJu4GIb9qgt3zElf2KvSWeSJEnQNA0v9Li+cp1/+cV/Sb/VJ1vKUq6U6TQ6/NMv/FOWVoedCVfrVx/r15of+ay0V8jbeSYyEzdcS5KEa41rhHGIH/nESUzX75I209i6TUzMhcoFUkaKq42reJHHudK54fafQYul1hKFVIG5/Nwtf++kM8lsbpad/g7LreVbrs+fmOdrL36NUqVErVajXW+TLWb5u//272LmTfpBn17QGz0+b+fp+t19OzLE4+WGLqZuYmgydTkmHwGuJEmykCSJD/wW8Jkxn0kIcQjtjlf84icvjnV7xs0OQvfCQS7eiINFChQPKG2mb9slsZtRIWMeIoojXqu9hqY0qk6VxqBBwS6QtbI4liOJ/TdJGSkKqQJBFGBqJr/xW7/B1beucuLsCb74a1/kV1/8Vc4+cZa1hTX+6MU/wtItWl6L12uv0xo8nnGFxeawg2G+OH/LtWvNa7S9NkE8DPtUKJpeE8d00JTG+fJ5MmaG683rdLwOp4unydk5+kGfhcYCGTPD2dLZ235ezORmqDpVtnpbbPW2brk+lZ1C8e7vVUoRJzEdr8Nmd/OG91HOyhHF0Q1FCzEeoxW7YlxOAHurfivvvO1mH1VKfV8p9R+VUk8/nqMJIQ6bcYxX3K074iB0LxzU4o04eOTlmgeUMTPUerV9Q+Z223TdwCVv58dxPHFAbHQ3WGwt4pgOjuVQ69d4uvo0QRwwaU2O+3gHUtWpcnlwGcd0+Kt/469SsAuc/5HzXAuusaPv8Ov//tf53d/9XZ761FNcblzmx079GJv9Ta7UrzDpTHIid+KWjRoPS61Xo+21OVU4dctox3Jrme3eNl7kkbNyzOXn+MOrf0gQBkw6k5wtnSVrZVnrrFF368zmZimny/iRz5X6FQzN4Hz5/F1DU+cKcwzCAavtVUqpEqZuArC1tcUnPv4J6jt1SpUSmtLY2d7hn/3sP+Nf/Oa/IEpHrHfXOZEf3nftfm9qe22yVvYRvLfEvUiShEE4oOAUxn2U42y/iuDNrUWvAvNJknSVUp8Cfg+4cMsfpNTPAj8LcOrUrfk0QgjxsN1LMOdu90IQxmPtXnh2viSFCXFX0kHxgO4UlGloBqZuSg6F4Pub36frdZnLzdH22piayVxh2L4v+RP7y9t5UkaKKInQNZ3P/E+f4YPnPsh0dpo4iVlP1vn5L/48Z0tn6Xk9vrP2Hc4UzzCVnaLWq/Fa7TUa7sNvXez5PZbby+TtPJPOjcWlze4mm91N3NAla2U5WzrL2ztvU+vXOFM6w5nSGQqpAs1Bk/XOOpVMhZncDEmSsNBYGOVQ7BYb7uZU4RQJCSvtldHbfvu3f5vXX3+dp556iq9/++t89T9/lfMXz7O2sMa3v/5tBuGA5dYyfuQDw8wPx3Ikh2LMBuGAJEkkf2K8VoC9c1UngbW9D0iSpJ0kSfedn78ImEqpG2e8htd+NUmS55IkeW5yUorQQohH7166I6R7QRwm0kHxgPZ2Sewm4u+VMTMy4iF4Ze0VbMMmn8qz1duinCmPMkokf+L2qk6VpdYSeTtPc9DkdPE0hVQBUzPp+B3WOmsUU0V0pbPWXeOVtVd47sRzlNNlFpuLLDQWKLjDLIeHsUYzjEMWGguYmsmZ0pkbrtXdOivtlVFxYr4wTy/o8XrtdbJWlguVC5TTZQbhgOvN6ziWM9r8sdxepuf3OFc+d183qLs5JuuddSYyE+TsHF/60pcA+Mmf/ElypRyv117nd/7D7/DLv/bLfOpznyKIAlY7q2x2N0dFsrydZ6O7QRRHj6zrRNyZbPA4EL4LXFBKnQFWgc8Cn9v7AKXUNLCZJEmilPoIwxd4JOFNCDF299odId0L4rCQAsUD0pR2x3WiaSM9SuyXnIHjaa29xlpnjdncLINoQJREnC2exYs8yZ+4i0qmwnp3nSAO0JRG1+8ynZ1mobHAZGaS9e46GTND1soyl59jvbvOa1uvcWniEpcmLlHr11htr/J67XWqTpXp7PQD34DvBl8GccCliUs3BBlu97dZai0xCAekjTQzuRnSZpqXV1+m43f44bkf5mT+JFEccbV+FYXibOnscPyiv0OtV2PKmcLSLbb72/T8Hv2gjxd5w04szcTUTSzdopQq4VjvFrWms9PDwMz2Mk9OPIlSalSkgGGHjqd7/M2f+5sstZZ4ovIEVxpXWGgsvNvFY+VYT9bp+J19C63i0XMDd7SeWoxHkiShUuoXgK8DOvBrSZK8ppT6+Xeufxn468AXlVIh4AKfTSRhVghxAOx2R7y0sMPzZytShBCHnhQo3oO0mb59gcJMj2aLpXX3ePrT5T8FYNqZpuN3ADhXPjfKHxC3pymNKWeKlfYKGTPDjrtDNVNlsbVIxsoQE7Pd36aYKpIyUpzIn2Crt4WmNM6WzlJ1qhRTRdY6a2x0N6j1a8xkZ5h0Ju+a8XCz9e46ba/NfHF+FIAbxRFLrSXqbp0oiTB1k0qmwpQzxetbr/NW/S1O5E7w/qn3oylttLHjQvkClm7hBi7Xm9fxI5/GoMFmbxMYjl1kzAxlq0wUR/iRTz/o0xw02exu4lgOU84UxVQRTWnMFea4Wr/KVm+LqezUDeeuOlWu1q8y4UwMN4tEIaVUiYXGAs+ffB7bsMlaWTSl0fbaUqAYEzd0SRkpKViO2TtjGy/e9LYv7/n5rwC/8rjPJcSDeGWxITerx4x0R4ijZKwFCqXUXwZ+meErFl9JkuR/u+n6jwH/H3DtnTd97SDtHs+YGRpuY9/26L2bPKRAcfxEccRfbP4FJbtE2kyz1l1jKjtFxsxQd+uSP3EPJp1JNnubRHEEQJiElFNl2l6bmewMS60l/MgniALydh49rRNEAVfqVzhVOMWkM8np4ulRoWOlvcJWb4uqU6WSqdzTSsfdzIiJzMRopWg/6HOtcW0YbGgXaHmt0WjH1cZV3th5g7Se5rnZ50gZKdY76zQHTeYKc8OuhtDjv6z8F3b6O5wqnMLUTWZzs2St7G3HUaI4YsfdYau3xUJjAUu3OJk/SSldopAqsN5dp5wu35BhUbALWLpFkiRkrSx1t86pwin+fPPPud68zsWJiyilyNk5yaEYIzdwJaRUCPHQ3EtgohAHhRTTxH7GFpKplNKBF4CfAJ4Cfkop9dQ+D/1WkiQfeufHgSlOwJ2DMm3dRlOaBGUeU9ea19jp7zBbmKU1aKFQzBfm8SMfTWmSP3EPNKUxnZ3GizxMzaThNka/1pTGXH6OMA7pBl3aXhtLt7AMi4yZYam1xGp7FRh2M12oXOCJyhNYusVKe4W/2PwLrjev3zEnpjVojVZ/zhXm6Ad9llvLvLn9JlESjbImbMPmXPkcy+1l1rvrtAYtzpSHwZitQYu1zhrldJmqU2Wnv8M3rn6D9c46Fycu8nT1aS5NXKKSqdwxK0PXdKpOlacnn+Zc+RyGZrDQWGC1vcpcfo44iVntrN7we5RSTDqT9PweU9kpml6TqlMFBZfrl4mTGBjmUHihNwrPFI9PGIf4kT8qaAshxHt1ENZJikfvbmtFD4PdYtovfeMtPv+Vlw71/4t4uMbZQfER4EqSJAsASqnfAj4DvD7GM92XvUGZN78CtjtTLEGZx9Ora6+i6zpFuzjatPDkxJN0/A5ZKyvt3PdoIjPBRneDOIlHP/JWnobbYL44T5zEREnE9eZ1TN0c3ehVMhU2uht4kcfp4mk0pZGzc1y0L+IGLrV+jZ3+Djv9HUzdJGtlyVpZHNPB1E12+jssNBewdZu8nefN7TdHWQGlVInZ3CxX6ldISLhQvkCtV2Ort0XDbZBP5fnwzIcZhAOuNa+RMTPM5Ga4Ur/C1cZV/MjnR+d/dBSUeT+UUhRTRQp2gaXWEhvdDdzQpZwqj0aH9q4/nchMsNZZI22mh++rOGLGmWG1s8p2f5uqUyVnDbt52l571CUiHg83eCcgU7rshBAPyUFZJykenaPSJbNfMe0w/n+Ih2+ca0ZPAMt7fr3yzttu9lGl1PeVUv9RKfX07f4wpdTPKqVeVkq9XKvVHvZZ92XpFoZm3LYIkTEzoyeg4vjo+T3eqr9F0S5iaiZdv0slU6GSqeAGrox33IfdLoowDjF1k37Qp5Qu0fE7KBRZOzvMoMid4HrzOhra6OvxZP4kDbfBG7U3bvg6TJtpThVO8YGpDzBfnCdn5YYrRN/pjvjW4rf4Twv/iY3OBnEcs9HdQFPa6PecLp5mqbWEF3mcK52j63dZ66zhRz5+5HOmcIaCXRiFYhZSBd7cfpONzgYaGs/MPPNAxYmbncifYDo7Ta1XY727Tt/vs9XbuuExhmZQTpeHW2Msh5pbY744T8/vsdhYHK23NHVTxjzGQDZ4CCEeNlknefA87G6Ho9Ils1tM0xVSTBM3GGcHxX4vId+ciP0qMJ8kSVcp9Sng94AL+/1hSZL8KvCrAM8999xjS9ZOm+nbjnGkzTTb/W2CKLhhNlwcbQuNBZpuk/Ol8zS9JhHRaBwBGL1iLe7NbhfFbtdJEAcYmsFWf4snJ57kSv0KJ/In6PgdXt9+ndPF09R6wxvxJypPsNBY4M3tNzlVOEUl8+4/frqm35AtEUQB1xrXaA6aPDHxBOfL5zE0A1u3bxi/WGot8ZV/+xV+5nM/QxAHLLYWaew0+IOv/QE//rkf51z5HNea13BDl7SRZr2zjm0M/4xSusTp4un7fh8kSUIv6NHxOnT8Dj2/NxrR2F0fWuvVWO2s8tGTH6WcKeOYw00xu6MlaSNNe9DmdOE0jumw3FnmgneBYqpI3s7TGrTew0dJPAg3cIfbWuTfByHEQySBiQfHft0OwHvKXTgqXTKyfUTczjgLFCvA3J5fnwTW9j4gSZL2np+/qJT6P5RSE0mSbD+mM95V2hgWIfZbJ7o3KLOgF8ZxPPGYJUnCm7U30ZRGPp1nrb2GhsaTk0/S9btoSpN58/ukKW0Uipm1sviRT8pM0XAb9IM+09lpNrobPDf7HK+uv8p6d52UnmIQDvjQ9Id4avIprjWvcb15nY7fYS4/d0uobdfvstxaph/0mS/Oj1aB3myzu8kLL7zAP/9f/zn//jf+PS989QVSeoqf++s/x8LbC2SsDB/4Wx9gu7dNnMQoFNPZ4RYXQzM4Vz53X1tEOl6HHXeHhtsYFSTSZpqJzAS2Mcy50ZTG+cp5Xl17lYXGAm9sv8FEZgJLtzhTOjMcXbEcmoMmXuQBw6JPrTccc9ktUOz0d+gHffn8fIzc0JXxDiGEOMJu7nb43VdX+NqrK+9pPOMo3dhLMU3sZ5wFiu8CF5RSZ4BV4LPA5/Y+QCk1DWwmSZIopT7CcCTlQPUxZcwMcRLjRd4te+z3hmgWkALFcVDr1VhqLZG381jKouk2qTgVZnOzXG9el/yJBzSRmWCzt4kf+aSNNM1BkyAO2Oxu8nT1aRqDBrV+jWdnn+XN2psEccB6d53uUpdnZp7hXOkcm71N1jvDEMvZ3CwTmQn8yGe1s0rDbWDqJmdKZyiny/ueoe7WWWmv8Jn/7jN87d99jctvXuanPvFTAOxs73D6wmk+/d9+moXGAr2gx0xuhtPF07S9Nj2/x9nS2Vu+R+zHj3y2+9vs9HfwIx9d0ymnyxRSBbJW9rbbR9Kn0gRxQBiHnC6eZr27zts7bzObm6XqVNnubWNqJmudNU4VTrHSXmG9s87p4ukbciikQPF4JEmCG7iS+yGEEEfYzd0OCh5K7oLc2IujbGwFiiRJQqXULwBfZ7hm9NeSJHlNKfXz71z/MvDXgS8qpULABT6bJMljG9+4F3uDMm+++dA1HUu3JIfiGLnauErH71DODOf+B9GA08XTWLrFIBzcMGIg7p1SilOFU1zeuUzGzJAyUoRxSGPQYLu/zeniad7afgsv9DhZOEndrVPNVHl9+3X+87X/zFx+jqnsFAW7wHJ7mSv1KyilqKQr5O08s7lZprJTt+1uaHttrjWuEScxmVKGL//2l/nsJz7Ldm3YzFWsFPk3v/Vv6Nk9em6P8+XznK+cp+N1qPVqTGWnKKXv/ESi7bXZ6m2NRi3ydp4T+RMUU8V76roopUs8NfkU3139Lpu9TZ6ceJLF1iKr7dVR+KemNNpem1OFU2StLJu9TRqDBhOZCVJGiq7fvc+PjHhQfuQTJ7F0UIh7Juv4hDh8bu52APjdV1fuezxDvv7FcTLODgqSJHkRePGmt315z89/BfiVx32u+5E20iilRuF9N8uYGdnkcUz4kT8MatSGa0QbXgOF4onyE3T8DjC86RQPJm/nKafLNAYNinaRWq+GoRls9japOlWqTpWt3hZz+Tl6fg+lFJ9+4tP8xdZf0HAbNNwGhmZQyVTIWlkabgMv8lBKESUR/aA/ym3Yq+E2+M7qd+gFPU7mT2JqJufL51E3xeistdco22XeV30fFyoX6PpdllpLFFIFTuT2y/8drpnc6e9Q69fwQg9TN5nJzYxGNO7XxYmLLDYX+cHWDziRO8HZ0llqVo3l9jLb/W0MzWAQDoiTmFK6RHPQpO7WmchMDN8nA1nx9bjs/rsgHSviXhyV1H4hjqObux3udzxDvv7FcTPWAsVRoJQibaRvW4RIm8N29DiJ72v2XBw+y+1l6v06KT1Fzsqx3F4mn8ozV5ijOWiia7qk9b9HJ/MnaXnDDoOcPdy+0fN7bPY2OZk/iRu6rHRWmM3NstZZY7O3ybOzz3KlfmWYL1GYH3WxJEnCdn+b5qDJVm+Lze4mhmZg6RYJyXB0K/S4XL+MQvHBqQ8yk5th0Brw8U9+nFqtRqkyfILQ2Gnwj7/wj/naf/gaFycu4oYuC40FMmaGs6WztxQ9en6PWr9G3a2TJAlZK8tsaZZSqvSeR4A+PPthvnntm/z55p/z0bmPMulM4lgOba/N9cZwzGirt8VEeoJ6vz4cJSn6ZK0s2/1t3EByER6H3XDlexn7EULW8QlxdNzveIZ8/YvjRu6YH4I7dUns3pAOwsHjPJIYg2v1a3iRh2VYaEqj5/U4VThF3s7T8TvkrJzkT7xHpm5yIneCMA6ZcqYYRAO2+9tsdjeJkohzpXPYus1md5NyqkzdrbPV2+JC+QJZK8v15nWWWktEcYRSiklnkguVC3xw6oOcLZ2lkCpg6ia2bmNoBrVejYn0BJ+68CkuTV6ikCrwO7/zO7z++uucfeIsv//Hv8/f/vW/zcyZGVavrvLdP/wuQRxwpX4FQzM4Xz4/KkyGcchWb4s3am/w5vabNNzhaMVTk09xceIi5XT5oXx+VNKV4SaTfo2V9gow/B71vsn3oZRix92h7bdHeRYtr0XdrZO1sgAy5vGY7I4FSuFa3AtZxyfE8SVf/+K4kQ6KhyBjZtjub+NH/i1t2Xs3eUgr79HV8Tps9bYwNRMUeJHHIBrw1MRTBHGAF3pUneq4j3kkTDqT7Lg7DIIBM9kZFpuL5KwcG90NTuZPcr58nje336QX9Cimiqx31kfFgtX26ijn4VThFIXUMLxW13RK6dJoTMsNXC7XLzOTm+FC5cINX7tf+LkvsNxa5mN/5WN8v/d9zLzJH3z9D3jpGy/xc1/8Od7eeZs4iblYuTgsAAxa7Lg7NAdNkiQhY2Y4VThFOV2+ZZvIw6CUYq4wR61fY62zRiVdIWfnmHAmOFs6y3dWv0O9X6fqVMlaWXp+j7pbZzo7jambdP0uk87kQz+XuJEbuvJvgrhnRym1Xwhxf+TrXxw3UqB4CPYWIW4uUOyuApSgzKNtub1ML+ihNEXOzLHZ3SRrZzldPE3HG+ZP7G5KEO/dfGGeN7bfoOpUqfWHGQtZK8uUM4Vt2JwtneVy/TKmZpK38yy3ljE0g7nCHOV0mcXWIlfqVyilS8zmZm9os+8HfS7vXEYpxcWJizdcS5KE683rfOJ//ASLrUW6fpdPX/w076u+jw+c/QBv77yNG7hUnSqbvU2agyZRHGFoBpOZSSqZymO5Ka1kKkw6kzQGDZZaSzw1+RRKKZ6ceJI3tt9gvbPOidwJMmaGttem43VwA5eslZUOisdgd3yokpZXwcS9k9R+IY6Pm0Mx5etfHCdSoHgI0ua7QZnFVHHf6xKUeXQlScJScwmFwos8ppwp3q6/zbQzzaQzyfXmdQzNkLn+hyhtppnNzbLaXmU6O81iY5HrzetUs9Xh2kw7x3xhnuvN69iGjaVbo49D3s7z5MSTbHQ3WO+u03AbZK0slUwFUzO51ryGrnSeqDyBbdg3/L0b3Q3eqL3BVm+LOIn50VM/yqXKJRpug+9vfp/WoEUlXWFkog+qAAAgAElEQVSrt4Wu6RRTRUqpEnk7/1jHewzNoJQqMQgGuIHLZm+T6ew0xXSR86XzfG/jeyw0F5jLz6EHOl2/y467MwoP3a8bTDw8uyN/8j1BCCHEzSQUUxx3UqC4B0mS3PHmQlMaKSN12yJExsxQd+uP6nhizDpeh/qgjqEZkIChDLp+l78095dQSg3zJ2zpnnjYprPTDMIBg/aAYrpIc9Dke+vfo5QqUUgVhgUH3WShsUAcx8RJzNX6Vc6UzlBMFUfbMnbcHbZ727yy9go77g4Fu8DFiYu0vBapKIWpmSQkbPe2+frVr1Pr15jJzlCwCyQkvLL+CteawxWkF8oXRutMH3dR4mYTmQmagyaa0ljvrFNOl7F0i5P5kyy1l+h6XXp+D4A4jqm7dc6VzgHDHIpyujy2sx91ux11EpAphBDiZhKKKY47KVDcRa1XY7WzygemPnDHMLOMmaE1aN32Wq1XYxAO5AnpEbTUXsILPaIkIqWnaHttLN3ifOU8g3BAEAWyXvQRmS/M40c+tX6NcqpMJ+jwhwt/yMfPfJxSeti5cGniElfrV+n5PQb+gKv1q0xlpziRO4GpmxTsAg23gWM6OJZDMVWk63dv+Hpe76zzzevfxI99PlD9AI7pEBNj6RY7/R1O5E7wwakPkk8dnI9z3s5j6iaGZuCFHsutZc6Vz1HOlIfdFeGAWr/GlDNFmIQMwgFRHKFruhQoHjE3dFFKYev23R8shBDiWNkNxQzCWEIxxbEkBYq7sA2bKI7o+t073mRmzAw7/R2CKMDUzRuuOaYDDGfbpUBxtCRJwlJrCVMz6bgdCqkCtV6NnJ3jXOkcDbcBSP7Eo6KU4mzpLA23wUJjgacnn+atnbf41tK3+ND0hziZP0nKSHFp4hLXmtdouk0agwYNt8FOf4dSqsS2u42udJ6uPj0KyQTwQ58dd4e3tt/izzb+jHK6zKcufIqqU2WxtYht2CRJwlxhjvPl87eMg4ybUoqJzATrnXWqTpWt3hYdr0MxVcQxHfJWnp7fo+23KaVK9PweTa+JYzqSQ/GIuYFL2kjLVh8hhBC3kFBMcdxJgeIuslYWpRRtr33XAgUMixAFvXDDtZSRGmVUyKuSR0vba9McNEkZKdzIZc6e483tN7k0cQlDM+j4HSzdOnA3r0eJoRl8cPqDrHZWudq4yoemPsTl+mWu1K/QHAxvuFNGinK6jKmZ9IIeVxtX+c7qdyjYBS5NXOL9U+/H1E3cwMUNXVqDFm2vzVZ3ix/UfsB0dprPXPwM1WyVby9/m/XOOqeLp5nJzTCTnTmwN5qVdIX1zjq6pmPqJuvddZ6oPMF0bpptdxvbsOl4HRzTwTZsWoMWE5kJ1jpro24K8fC5oStdVUIIIW5LQjHFcSYFirvQlIZjOqNNDLezW6DoBb3R6sJdSikyZkaCMo+gxdbiKJHf0izCKCSMQ86UzgDDfIqbPx/Ew5cyUnz05Ef548U/ZqG5QDldJkoiTM1kEA5oeS2SJAEgZ+d4ZvoZuuUuK50V1rvrbPQ2KKaKFFNFUkaKIAro+l223W1O5k7y4dkPE8QB3176NguNBc5XzvPU5FMHPuTQNmxydo66W2fKmWKlvULP7zHlTPEar5GzcrS9Nt2gS87OMQgH6GpYlOj6XfncfQSiOCKIAummE0IIMXLz1g4hjjMpUNyDvJ1nrbNGGIfDIMR9SFDm8ZMkCSvtFUzNpOE2sHSL9qBN2khzvnQeN3AJ41DGOx6TmdwMz0w/w5vbb47WZ5bSJS5NXEJT2jAPJA5wTGfUGRDFEc1Bk83eJjv9HdzAZau3xSAc0Bg0yBgZKvnKcF1oErHj7nC2fJaPzH4ETbt9Js1BMpGZ4FrjGikjhaEZrHfXmS/M45gOg2hA3s7TGXSYdWbpBT3CJEQpJQWKR8QNhwGZaeNgF7eEEEI8HrK1Q4gbHY5n2GO2u4HhXroo7lSgiOJotF5OHH6tQWs0QtDxOxTtItuDbSqZCtVslbbXBpANHo/R6eJpThVOYekWGTPDD7Z+wLcWv0XLa5E20+Tt/A1jC7qmU06XOZk/yUxuBk3TRmG40840lyYucaF8gTOlM1TSFU7kT/DM9DOHpjgBUEwV0TWdxqDBVHaK1qBFEAeUM2XiJGbSmSSIA2pujSiOaHttMmZGcigekd0NHge9+0YIIcTjsd/WDiGOM+mguAeO6aApjY7fuSFE75bHWQ51ty5BmcfEYmsREgiiAADLsHADl/Pl86P8iZSRwtKtMZ/0+LANm6nsFOuddS5WLlKwC7y18xZrl9c4XzrPXGEOpRRxEpMkCWEc0vJaBFGArumcyJ+gPWhjaMZoHSm8W4yayc0cuhtLTWmU02V2+js8Pfk0G90N1jvrzGRnuNa4RsbMYOvD/IliqkjP71HJVKi79buuWBb3zw1ddE2X7wtCiIdCRgMOP9nacSP5nBZSoLgHSilydu6ecyhuF5SpKU2CMo+IOIlZbi2TMlK0vBambhLG4WirRJIkdLwOlczx/kdmHKaz0+z0d2h6TZ6ZeYYnJp7gz9b/jOX2MvVBnWKqiKmZKKXQlEbWzGLaJn7kj0JNz5fP41jDomIURyy1lkgZKWayM2P+v3swlXSFWq9Gx+9Qdaqsd9Y5mT+JpVsMggGldInt3jZu4OJb/qiA0wt6ZK3suI9/pMi6aSHEwyKjAUeDbO14l3xOC5ARj3uWs4YBcn7k3/YxuzPF+415KKVIm2l6fu+RnVE8Ps1Bk5bXwrGc0ZhH22vjmA6zueEsf5zEktQ/BprSmCvM4QYutX6NrJXlh0/9MM/OPks5VUZXOrqm45gOxVSRfthnu79NP+hTdao8OfnkqDgBsNpZxY98ThdPH9puAscabumou3WqThVNaXT9LlkrSz/sU7SLmLpJx+vgRR5hHALImMcjsLtiVAgh3isZDTg6np0v8aWPnT/2N+PyOS1AOiju2e6N5p1eFdc1XYIyj4mV9spoVCCIAjJmhlqvRiVTIWfnaA6aw84bCcgci2KqOAq3zdt5UkaK08XTTGYm6Qd93NClH/RpDppkrSwThQkKduGWAkTH61Dr1ZjKTt1QtDiMSqkSm71NAKpOlY3uBgW7QMfvYOomKSPFIBzghR79oI+t21KgeMiCKCCMw0M3JiQOJmmDFjIaII4a+ZwWIAWKu9rb5rybK3Cntv07hcs5pkOtV5MW30Nud3uHYzo03WEhQqGIiJjJzpA20ix5SzdsixCP33xxnje33+Ttnbe5NHEJS7dwLOeeCw1u4LLQWMA2bGZzs4/4tI9eOV1mo7tBw21Qdaps9jYxNRM/9DF0A13T0ZRG22tTSVcwTEM6vh4y2eAhHhZpgxYgowHi6JHPaQEy4nFXG90N3tp+Cz/yydm50WaG28mYGfzIH7VI33wN9h8BEYdHx+vQGrRIG2magyZpM00QBRjKYDY3S5RE9PyejHeMmaVbXChfIE5i3t55exRmei/6QZ+3d95GUxoXyhdGmz0Os7SZJm2mqbt1TN2klCoRE2MbNm7gDgNdDQsv8hhEA6I4IoxDvNAb99GPjN0tTtJBId4raYMWu2Q0QBw18jktDv+z7keskqmglKLWq5GzcgRRcMdVoXcqQuwNyhSH12pnlTiJiZIINxze2CUqIWWmqGQqozBVKVCMX9pMc6F8gSAKuFy/TBRHd/09Pb83Kk48UXkC27Afw0kfj3K6TNfv4kc+E5kJDM1AUxq9oEfKSGFqJnEcjx4D0Auki+JhcQMXQzMwNGleFO/Nbhu0rpA2aCGEEEeKFCjuwtItCnaB7f72KM3+Tts87lSgkKDMo2GlvULGytDxOiQk6ErHCz2mMsOcgrbXRtf00eeCGC/HcjhXPscgHHClfuWOBcau3+Vy/TKGZnBx4uKRKk7AMIcCoO7Wydm50RrcftAnbaTRlDYKy1QogiiQ71cPkRu60j0hHordNuhf/ORFGe8QQhxpryw2eOGPrvDKYmPcRxGPibyMcw+qTpXmoEk/6GPpFm2vzaQzue9jdU3HNuzbPqnPmBl2+tKKeVj1gz51t04hVaDRb2Dq5qhIUUgVyFpZllvL5O38od34cBTl7Txnime41rzGa1uvkbWyVDIVyukyXujRHDRpDBq4gYtt2DxReQJLt8Z97IfONmwcy6Hu1pnOTjPpTLLR3aDWq6FQeKE3XDna38aPpYPiYXMDl4nMxLiPIY6IZ+dLUpgQQhxpkrdzPEmB4h7svtK41dsabWhIkuS2N6CO6dDx9++ycEyHWiJBmYfVemedIAqIk5iO3xm2xesmCsVEZoIwDvEjnxl7ZtxHFTcppUtkrSx1t852f5vF5iJLrSWSJAEga2WZK8xRTpePdAt+OV1mubXMIBxQSVfI23nCOGQQDTB1E0uz0JVOa9AariEN+sRJfCRyOMbJj3ziJJYOCiHEeyLbW8Rxsl/ejnzeH31H91n4Q1Z1qiy1lshaWaJ4mD1wuxb+3ZsgP/JveRV27wiIFCgOn5X2CmkjPdrUkiQJpmZi6zaFVGEUoirrRQ8mUzeZyk4xlZ2i63dpDprYuk0xVcTUzXEf77EopUost5apu3Vmc7NMOpPomk7La5EyUviRT8bK0Bq0cCxn+P0ucA/9mtVxc4PhBg/5vi+EeFDyarI4bmTt6PEkL4ndo3K6jK7po/n1O23z2H0iv9+60d2gTJnrPny80KPWq5E20/ihDwkYmkEcx+TtPFkrS9trYxv2kcsuOIqyVpaT+ZNMOpPHpjgBwyJN3s5Td+sATGYmqWQqbPe2SetpOkGHaqaKH/vEcYwbuDLm8RDIilEhxHsl21vEcSN5O8eTFCjuka7pVNIVOn4HUzfvWKDYDZvbrwixG5QpmzwOn63eFoNwMBzvCDqkzBS2YWPoBo7pDEd7vA4FuzDuowpxR6V0CS/06Pk9HMvhRO4EvaBHohLCKCRjZlAo2n6bIA72LbaK++MGLpZuoWv6uI8ihDikZHuLOI5k7ejxIyMe92HSmWSrt0UYh3T97m3nspVSOJZz2yf1u0GZd8qxEAfPcnsZ27BxA5c4iomJSWfSGMogb+dHM+ayXlQcdKVUiSW1RGPQwLEc5gvz6Jo+2lDkRR55O0/H65AxM9Lx9RDIBg8hxHu1+2qyZFAIIY4y6aC4DykjRc7O4YUecRzf8VVFx3RwQ5c4ife9FifxHdcdioMljEM2uhvDAkXoopTCNEws3cIyLHJ2jrbXRik1WkcrxEGlazp5O0/DHa7sqmQqVDIVNnubpK00Ha8zCs90A5dBOCCIgjGf+vBKkkSCkYUQD4W8miyEOOqkQHGfqk4VQzPoBb07jnlkrSxJkuw7yrF7Aytt04fHdn+bvj/8WLqBi6EMMmYGQxnYuj3Kn3BMR1q4xaFQSpXwI5+e30PXdM4UzwxDQzWbulun6lQBiOKIftCXHIr3wIs8kiSR/AkhhBBCiLuQAsV9KtgFUkYKN3QfOCjTNuxRkUMcDiutFUzdxIs8YmKCJCClpzA0g6yVxdZt+kFfxjvEoVFMFVFK0RgMuyjOl85DAj2/RxiHoIbjaF7kDQsUMubxwHY3eMiIhxBCCCHEnUmB4j4ppag6VRSKhtu4bduzoRmkjNRtuySyVlY6KA6JOIlZ665haAau72JoBqjhx1DTNGzDxos8AAopCcgUh8PNYx7T2WmyqSwtv4VSip7fI2/nCaJg2GkhBdUHtjvOJyMeQgghhBB3JgWKBzCRmSBn56i79bt2UdzuVceslcULPZnrPgRagxYdr4NC0Qt6KKXIW3lsw0ahRuMdlm6RMTPjPq4Q92zvmIemaZwunKber2NoBm2vTdbOopTCDVxagxZJkoz7yIeSG7rYhr1vqLIQQgghhHiXPFt6ALqmM5efoxf0qLv12z4ua2UJ4xAv9G65tjsCIq9KHnxrnTVIwI99YBiYmTbTpIwUpm6SMTO0vbZ0T4hD5+YxjwvlCwRxQBAFtAYtinYRQxlESUTP70mw7wNyA1fyJ4QQQggh7oEUKB5Q1amSNtIsthZv+xjHvH0ORcbMoJSSMY9DYLWziqY0BsEAS7eIk5iclSOIAjJGhiRJiJOYgi0FCnG43DzmMV+cx9Ztun6XQTggTmIcyxmtVpaC6v1LkgQv8u57vKM1aPHa1mv7FriFEEKI4+qVxQYv/NEVXllsjPso4hGRAsUDsg2b2dwstV7ttmMcaTONrun7PqnXlIZj3n4ERBwM/aA/vHlTw26X3Y+bYzpomoamaQRxgKY0cnZu3McV4r7tHfPImBmmslO0vBZxEuMGLlkri6mbNAdNKag+gEE4GG7wuM+AzLbXxo98LN16RCcTQgghDpdXFht8/isv8UvfeIvPf+UlKVIcUVKgeA/Ols4SxRFLraXbPsYxnds+qXcsh17Qk7nuA2yjuzHc3JHEAERJRMbMkDJS6ErHMR06Xoe8nZf5cnEo7R3zUEpxpnSGIA7wQ5+u3yVjZtCVziAa0HSb4z7uoeOG72zwuM8Rj5bXImfnUEo9imMJIYQQh85LCzv4YUycQBDGvLSwM+4jiUdgrHdUSqm/rJR6Syl1RSn19/e5rpRS//qd63+ulPrwOM55O5VMhXwqz/Xm9ds+JmtlcQOXKI72vZYkCf2g/whPKd6LlfYKSZLghi45O0cYh+TtPAkJmtLQNR0/8immiuM+qhAP5JYxj8I8pmbS8Tv0gh6WbuFYDlEcUXfr+34vE7fnBi5Kqfsa8fBCDy/0ZG2xEEIIscfzZytYhoauwDQ0nj9bGfeRxCMwtgKFUkoHXgB+AngK+Cml1FM3PewngAvv/PhZ4P98rIe8B6cLp4fbPAb7b/O4UxjmnTIqxPgFUUCtVxu1umtopM306KbB0IzRzZoEZIrDbO+Yx0RmgrydZxAOhttrlCJtpNGVTtNrSkH1Pg3CAbZu31cnxO52KClQCCGEEO96dr7Eb37heX7xkxf5zS88z7PzpXEfSTwC4+yg+AhwJUmShSRJfOC3gM/c9JjPAP8uGXoJKCqlZh73Qe/kZOEkmtJYaC7se323CLFf1oSpm9iGLQWKA2q7v03X746KEJrSSOnDzR2a0lBKEUQBjuVgaMaYTyvEg9s75pExM8xkZwjjkJbXGo01ZcwM2/1tCcq8T27oPlD+hKVb9x2sKYQQQhx1z86X+NLHzktx4ggbZ4HiBLC859cr77ztfh8zVgW7QDldZr2zjhu4t1zXNZ20mb5tESJrZeUJ/wG10l7Bj/zhCIddJEoiCqkCiuEroZZu4UWejHeIQ2/vmIdSitn87DB3IhzQD/pYujUaV5McinsXJzFe6N1X/kSSJHT8jnRPPGaHfeRUCCGEOCrGWaDYr9/15rTIe3nM8IFK/axS6mWl1Mu1Wu09H+5e6ZrOXGGOftBns7e572OyVpau3903DNMxHYIokFVyB0ycxKx31wmjkEE0IGNlUChy1nBTx96PpawXFUfB3jGPKWcKx3ToB31agxYJySgzZ6u/Ne6jHhqDcABwX50QvaBHFEcyNvYYHZWRUyGEEOIoGGeBYgWY2/Prk8DaAzwGgCRJfjVJkueSJHlucnLyoR70birpCikjxWZ3kyAKbrmet/PESbxvp0TWygKSQ3HQtL02jUGDIA4wlDFcL2o56JqOrukopYjiCEu37rt9W4iDaO+Yx0RmgnKmTBiH7LjDhGxLt7ANm63eFn7kj/m0h8NuV939fI9oe22UercYKh6LIzFyKoQQQhwF4yxQfBe4oJQ6o5SygM8Cv3/TY34f+J/faa18HmglSbL+uA96N4XUcMyj43XY6t366mLOGq6Kaw1at1xLGSl0TZcxjwNmpb1C3+/jxz5ZK4tSiqyVxVDvZk1EcSTjHeLI2DvmkTEzlNKl4fctd/h9a3fMo+E29s3UEbdyw+EGD1u37/n3tAYtHHNYDBWPzZEYOQV4ZbHBC390hVcWG+M+ihBCCPFAxlagSJIkBH4B+DrwBvD/JknymlLq55VSP//Ow14EFoArwP8F/K2xHPYuUkaKnJ1D0zRq/dota/h0TccxnVEy+15KKRzTkQ6KA2ats8YgHBAnMcVUkSiORoWKJEmG/yWRNmxxpOyOefSDPlWnim3Y9MIeXuihazqFVIHWoEXH64z7qIfCIByQMlL3vMEjjEP6QV/yJx6/hzZyOq5xUxgWJz7/lZf4pW+8xee/8pIUKYQQQhxK4+ygIEmSF5MkeSJJknNJkvzTd9725SRJvvzOz5MkSb70zvX3J0ny8jjPeycFu4Bt2ARRwHZ/+5breTtPP+gTxuEt13bD524ubIjxcAOXze4mXuiNRjh218UamkGcxERxhKEZ0oYtjpS9Yx7T2WkyRoYojqj360RJRNbMkpBQ6z/eG6/Dyg3c+wrIlPWiY/PQRk7HOW760sIOfhgTJxCEMS8t7DzWv188GtIVI4Q4bsZaoDhKCqkCKT2FpjS2elu3BGLuPuHcr4tCcigOlrXuGq1BizAOh2Md7xQilFJoSiNOYsI4HLXAC3FU7B3zKKVLTGQmiJKIncEOSZKQMlNYusVKe2Xf0F/xriiO8CP/vvMnDM0gY2Ye4cnEPo7EyOnzZytYhoauwDQ0nj9bGfeRxHskXTFCiOPIuPtDxL3IWTk0pWHqJl7o0Rg0KKfLo+sZM4OhGbS99g1vB3AsB01ptL22jAwcAKvtVdqDNrqmU0qV0NSwjmdqJkqp4dpAM00pJfuXxdFTSpWGeTnJsPBqKIPOoEMUR+iaTtbKUuvXGIQDCYi9gwfZ4NH22uTsnBQ+H7MkSUKl1O7IqQ782u7I6TvXv8xw5PRTDEdO+8DPjOu8t/PsfInf/MLzvLSww/NnKzw7L/9GHXb7dcXIx1UIcdRJgeIhUUqNxjjSZpqN7sYNhQilFDk7t28HhaY0slaWji9z3eMWxiHLzWXcyKVklqhmqiRq+EqxoRmEUUgYh5i6Oep8EeIo2R3zaHpNJjOT2LqNF3m0vBZVp0opVWKhuUDX70qB4g7c8J0NHvc44uEGLkEUyNriMUmS5EWGRYi9b/vynp8nwJce97nu17PzJbmBPUJ2u2KCMJauGCHEsSEjHncRxdG+2zf2U0gV8COfgl3ADVyag+YN1/N2niAKRqvnbr62+wRVjE+tV2Orv0UYh+TtPKZhkjbSxEmMbdj4sU9MTCkl4x3iaNI1nYJdoOEOcygs3RqFN/qRTyldwg99aj3JobgTN3DRlIZt3NsGD8mfEELcbLcr5hc/eZHf/MLzUnwSQhwLUqC4i63eFlfqV1hoLNy1eLD7ytfuk9L1zo3jqXfKobjTNfH4LLeW2exukrWyTGYnsXSLQTjA1m0Uio7XwTGdW8Z0hDhKSunhNo/dzR2aptEcNAnjEMdysHSLpfbSuI95oO1u8LhXba9N2kxj6uYjPJUQ4rB5dr7Elz72/7N3p7GR5ed9779nq1OnTu0LizubbJK9zCJlRk5Gkhc5snwtI4kQBXKcmxjxtQXlGrYjOxdBlHuDINCb6E3gwMEI17pGglxDlmPEFmzYvooieeRYsUYjzWikmelpNptLcysWa69T26mz3RfVLA272U32aLh09/8zIHphsfgnOVNz6qnn+T3zojghCMJjQxQojjAaHWU8Nk69V+eN0huHbujYpykaES1Cw24wGh2l43QOFBxCSoiwGj60CLF/YSoKFGcnCAJuVm/ScTvEQjFGIiMosjLY2KEMpqH6Xp+IFhlu9RCER1FCTyBJEn23TzKcBMD2bFr9FrIkEwvFKFgF/MA/45OeX123e+wRmCAIaPVbYiuQ8I4TGyAEQRCEh40oUBxBkiTGYmNczV0lokW4Vb/FUnmJvtc/9PaJcIJ2v01CTxBSQod2UVh969AL+1jo8IwK4XQ07AYrtRU0SSMTyZA20rieS0Aw/NkEBKJ7Qnjk7Y95NPtNxqJjKNKgUNe0m0hIpCIpar0aHadz1kc9lzzfw/GcY+dPtPot/MAnposChfDOERsgBEEQhIeRKFAcU1gNs5hZ5ELyAl23y5ulNw8tJuyPeTTtJvlonla/dWB9aCKcGL5adqe4Hh/Oegunb6O+wa61SzwcZ8QcwdRMem4PTdaG3S2mZpIyRJul8OhLG2kczyESiiBLMoqs0PN62K5NJpyh0+9QaokcisPsB2Qed8RjPyBZdFAI76TDNkAIgiAIwnknChQPKBPJcCV7BVVWWa4sU2wVD7zfDJloikbDbpCNZFFl9UAXRTQURZIkkUNxDr28+zK2Z5MxMozHxvECj47TGTzJCAY/l1Q4RUSLnPVRBeHEJcIJZEnGCzxioRiO5yAFg8eupJFEkRWRQ3EP+0HIxx3xsGwLM2SiyMpJHkt4zOxvgFAkxAYIQRAE4aFxzwKFJEm/c/vXT57ecR4OuqpzOXuZlJFiq7nFWm3twMhGMpwcbv7IR/M07SbtfhtgOL99WBFCUzQMzcCyxbrR09bpd1gqLaHJGmOxMaYSU4ORjiAgqkep9QatsVkze8YnFYTTIUvyMCwzGU6CNMhgsWxrmLez1dg662OeS123iyIrhJTQkbf1fI+20xbdE/chrkfeHrEBQhAEQXgY3a+D4llJkmaAX5AkKSVJUvqtb6d1wPNKkRXmUnNMxCeodqvcqNzA9V0AUuEUfuDT6DXIRXIossJua3f4sfsrRW3Xvut+75dRIZycpfIS5U6ZnJkbrlZsO20UWUFXdMqdMnE9LvInhMdK2kgjIRELxXA9F0VWaDktHM8hF8lR6pTEauRDdJ3uA+VPBEEg1oven7geeZvEBghBEAThYXO/AsX/DXwJuAy8fMfbt0/+aA+H0egoF9MX6TpdrpevY7s20VAUTdGodqsoskLezFPv1YfZEvtPcivdu+dB43r8nhkVwsn5xvY36LpdphPTLGYWadpNWnYLUxts66j1aoyYIw+0NlAQHnaxUAxVVjE0A8/3kJFxfIee2yNrZmn1WxbrhhsAACAASURBVFS71bM+5rnzIBs8mnYTWZLFZqD7E9cjgiAIgvCYuGeBIgiC3wyC4ArwH4MgmAuCYPYtb3OneMZzLxlOsphZxPM9rpev03E6pMIpGnYDz/cYMUdQZZXt5jYwGOWI63EqnbsLFPfLqBBORrPX5Eb5BqZmMh4fJxvJ0ug16Ht9onqUSreCIimMxcbO+qiCcKokSSJtpPEDHzNk4vgOuqpTapdIhQevyG42Ns/4lOeL4zl4vvdAAZlmyESWRCTUvYjrkdMj1pIKgiAIZ+3IK6IgCH7pNA7ysDNDJpeyl1BkhRuVG8iSTBAENOwGiqwwGh0dvCp/uzMiE8kM57nfSpZkoqGoKFCcohe3XqTWrTGZmGQ+PY8f+NR7dSRJwlANdqwdUkZKjHcIj6W0kSashgkpIWzPRkamaTeJaBF0RWfb2j7rI54r+xs8jjPi4fouXacrxjuOSVyPnCyxllQQBEE4D8RLNu+gsBrmUuYSYTVMsV2k43SG7c85M4emaMMuimR4kIJ/rzGPrtM9s9luz/cod8oslZf4XvF73KjcYKu5RbVbPTQ342Fm2RbfLX4XL/CYTc4yl5obFpJMzcQLPCzbYiYxI17hFB5LZsjEDJkYikHP6w3zWfpen3QkzY61QxAEZ33Mc+NBNnjsF6JFQKZwWu7skHjrn8Va0rNxv5+JIAjC40g96wM8ajRFYzGzyEpthV1rl57bYzY5iyIrjEXH2Ghs0LSbxPU4qXCKarfKdGL6wJPfuB5nm22adpNM5PTWgrX6Lfbae9R7dYIgIKyGh8WSvfbe8EnIaHSU8dg4kiSd2tlOylptjbX6GolwgkvZS6iySsNu0HbaTMYmKbaK6IrOeGz8rI8qCGcmbaSJhCL0rf7wv/tat0YukuNa6RodpyMyFG7rul00RUOVj/7fq2VbKLIiVhcLp2K/Q6Lv+oRUmX/9t57g03/yxoE/h1QZx/XFWtJTctTPRGxfEQThcSQKFCdAkRUW0gv0vT6vFl7lWukaT+WfIhvJUmwX2W5uE8/FyUQylDtlat3agUJERIsQUkLUerVTK1CUO2U2GhsokkIukiMTyRy4aA6CgJ7bY6+9x25rF6tvMZeaO9YavfOq1q3xZvlNLNviXfl3cTlzmSAIqHVrEEBMj7FUXWIiOnHswDtBeBSljTSJcIKAgL7XH262GY+N4/gOBavAfGb+rI95LjzIBg+rbxELxR6JYq9w/t3ZIfH/vV448Odap8/nP/4cL65WeG4uI54Yn4KjfiYvrlbEz0EQhMeO6Fk/QqvfYqW68sAtzJIk8UTuCfLRPDerN1mvrwMwFh2j43SodWtEQ1F0VT90zCNlpGjaTTzfeye+jPvaam6xUl2h5/aI6/HBKsHb6fz77cqSJGFoBjPJGWZTs/TcHtdK16j36id+vpMQBAHb1jZLlSWkQOKZsWeIh+O0nTa1Xo2IFhmM2bgOc2mRwSY83gzNIG2kUSWVntMjrIWp2TUS4QSyJIugzNv2C7nHKWjaro3t2sR0Md4hnI7n5jKEVBlFAk2V+fCTYwf+vF+UEGtJT89xfiaCIAiPG9FBcQTHc6j36mxb20zGJx/oYyVJ4mruKq/vvU6xVcTxHGaTs4TVMDvWDslwkoyRYcfaoe/1D3QjpMIpiq0i9V79xLooPN/jteJr3GrcQlVU8pE8TbuJ23UP3C5tpJmMT6Ip2vDPpmayWltlpbrCTHKGbCR7Imc8KaVOiUq7QsEqkDNzXMldAaDRawwzJ4rtIoZmMBodPePTCsLZG4+NY2gGNbtGNpKl3Cnjei6xUIztlgjKBOh7ffzAP9YGD6s/CEgWAZnCaXl2JnVXh8Sl0ZjomDhD4mciCIJwN1GgOELKSJHr5yi2isRCMRLhxAN/fDaSJRaKYfUtblRvMGKOsNHYoNwpk4kMChSVTuXAGkszZKKrOtVu9UQKFJZt8cL6CzR7TSYSEyymF8lGsuiqThAEeIGH67tUu1V2W7vUe3XGY+OMmCNIkoSu6lzOXuZm9SYbjQ3CaphoKPqOn/MkuL5LwSqwWlul7bR539T7hgWWcqc8XKn4RvkNLmUuiXBMQWBQmMxEMoMtRbKMLMnsdfbIm3m2rC0830ORlbM+5pl6kA0elm2hKdqx15EKwjvh2ZnUgSe9d/5ZOH3iZyIIgnCQeOZ1hJ7bQ5VVIlqE9fo6fa//QB8f0SLoqg4SzKfnsV2b3dbuYKOHtY0sycT02OFjHuEUVt/C9d1D7vntK7aKfG39a3SdLj8888N8YOYDTMQnBudk0PmhyiphNcx4bJwnck8Q02NsNbd4s/zm8HsgSRJzqTl0RWeluvLA35uzcqt+i7bTZrOxiaEYPJ1/Gk3RsF2bcqc8XPMa+AFzKTHeIQgwCACeic9ge4PRBEM1KLcHRdau0x1ktzzmHmSDx37+hCAIgiAIgvB9okBxBMu2KFgFRswR/MBnrbb2wHkUGSODZVvois6l7CUCAjpOh4bdYMfaIWNksF2bRq9x4OPSRvr7oY13CIIA13dxPAfbtem5PXpuDz/w73kO13e5Wb3Jd3e/ix/4vG/qfVxIXjgyoE1XdebT81xMX6Tv9VmuLA+LJoqscDF9kYCAlerKfT//eVDpVKj36rT7bUrdEheSF5hJzgDQsBs07AZpIz0cwUkb6TM+sSCcH3PpOXR50NllqINxj1goRkDARmPjrI935rpuF13Vj+y66rk9HM8R+ROCIAiCIAh3ECMeR0gbabaaW7T6LWaSM6zV1tixdpiITxz7PrKRLIVWgVKnxGR8ksvZy6xUV1itrfJm6U1+ZPpH0FWdreYWcT0+LBgYmkFYDbPX3kORFbpOd1iIsD37noUSTdEIKSF0RSeux0mEEziew83qTWq9GpIk8VT+KaYSUw/0vUiGk8yn51muLLNcWWYxs4giK4TVMLPJ2WEY6HntOuh7fTabmwQE7LZ2cXyHxewiCX0wtlNql3C9QeGl0Wvw3NRzZ3lcQTh38maelJGi3C4zGh2l2CkSEBBSQmw2Nnlm/JmzPuKZOu4GD8se5E+IDgpBEARBEISDRIHiCIqskDbSVLtVJuOTZCNZdlu7xPTYscPNNEUjGU4O1/KFlBCXspdQZZVv73ybv9r8K54df5bV2ip77T2ykSwNexDWWGwX2Wnu0Oq30BQNXdEJq2ES4QQhJYSEhCzJSJJEEAxWAO6/WX2LardKx+lQ6VYwVAMzZDIRn+BC8sLb+n5EQ1HmUnOs1FZYqa0wn55HlmQS4QST8Um2mlsUtSL5aP5t3f9JCYKAtdraoOPEs4eZIldzV5EkCc/32LF2MEMmhVYBM2Qyk5g562MLwrkiyzJTiSm+ufVN5Nv/1Ho1MkaGQqtw1sc7U0EQYHs2KePo2XGrbw2KyLfH6gRBEARBEIQBUaA4hpyZo9wpU+1WmUpM0XbarNXWuJK7cmDzxv2MmCPUujWq3SrZSBZZklnILND3+nyn8B2u7V0jIOCb299k1BxFkRUUWWHUHMX1XfLRPDOJmSPHMe60Y+3wWvE1CKDSrVC360zFpwbdF3fcVaPXOLBNxPM9vMBDUzRUWUWTNTRFIxFOcCF5gbXaGmu1NeZSc0iSRD6ap9VvDccjztPF9157D8u28AIPy7boOB3yZp7Z5CwATbtJo9cgGopS7VV5cuTJ4dYSQRC+bz41z7e2v0WtV8PQDIqtIiPmCNdK1wYdBMfIX3gU9dweQRAcb4OHbT1w4LIgCIIgCMLjQBQojiGiRYhoEUqdEjkzx1xqjuvl66zWVrmUuXSsokE0FMXQDErt0oGVnNOJaZYry3x96+vkIjm8wCMXyXE1exVTMwf3LYHt2g9cnCh3yhSsAjPJGUJKiIJVIBqKUu6UqffqjEZHyUay1Ht1NhubbFvbdJwOfa9PEARIkkRYDTNijhDRIsAgGNPUTOJ6nEwkQ6VTodAqMB4bH349b5TeYKOxwUJm4YHOe1La/Tbb1jZ9r4+qDP6V77gdnhp5irA2eDJRbBfpe/3BDLmiDwsXgiAcNBmfJKEnho+HVs9iKj6F4zvsWDtcTF886yOeieNu8Og6XVzfFeMdgiAIgiAIhxAFimPKmbnB9od+GzNkciF5gZXqCpvNTaYT08e7j0iOjcYGjV4D27MptUv03B4j0ZFhMcALPPbae/iBPyxIpI00283tA90NR9lubrPb2iURTpCNZFmprjCTnGEyPkm73x52VpS7ZVRJBWkQ5jmbmkWVVaTb/zTtJl23S1gNk4vkcHyHpt1kx9oBBp0Je+09dEUnE8mgKRoTsQk2GhtUu9UzD5nsOB2Wq4NQT0VRkJDYbe0SkkO8a+xdAPiBz2ZjEz/wsT2bueScCK8ThHtIGSnSkTSldglN0rA9G1UZPGZsNDYe3wKF0x0+jt+P1b+dPyEeYwRBEARBEO4iChTHtB+WWeqUMEMmyXCSfDRPsVUkGooe64l4XI9T6VTYbe0yGh0dFjpSRort5jZ77T2ioSiv7r7KC2sv8KMzP0rKSJEKD95f69aOzHbY3zRS79XJRrJMxCa4Vr42XBkKYIbMQSdFt8x2c5tkOMkPjf8Ql3OX7yqA7Gcz7LX32G3vMpOYYSI+geu7NHoNYqEY39n9Dl9d+ypP558mb+bJRrJUuhU2G5vE9TiqfDb/mvXcHsuVZXzfH46oeL7HVmOLkegIFxIXgMF4R7VbxQ1cDNngQurCmZxXEB4GkiQxFZ+iYBXoul0USaHjdIjpsWHh8nG0X8g9qtPNsi10VT92sVkQBHj5Vo0XVys8N5fh2Zmjc14EQRCEh5coUByTLMmkjTSVToWp+BSKrDARm6Ddb3OrfgtDNe45e933+uy2dil3yji+gxd4zKfnD8wgT8QnaNpNbM/muYnneGnnJb65/U3mUnNMJ6aJhqKUOiVGzJF7XgD3vT4r1RU6ToepxBQj5ghrtTVc32U+Oz9cfbdr7fL1ja9jqAYfvfxRul6XrtNlx9phOjF9YEWeIitMJaZIG2luNW5xs3pzeN+ZSGb49u2db7PZ2KTdb6MpGvFQHMu22Gpuve1Azh+E7drcqNzAC7wDnSjfLX6XntfjyZEnkeXB13mrcYt6r46pmYOvy8ic+nkF4WGSN/Poik7H6aAqKrvtXXKRHIV2YTge9rjpOl2ioeh9bxMEAVbfIhUWT7AE4bhevlXjH/72i/Rdn5Aq8/mPPyeKFIIgCI+w+y9rFw7IRrL4gU+lWwEGryTOpeZQZIWV2gqu7x64veM5bDQ2eH3vdcqdMhkjww9P/zATsQk6TufAbWVJZjY1i+u7+Pi8Z/w9qJLKUnmJ14qv4fgOnX6Heq9+6NmadpPr5evYns18ev5AKOdYdGyYIbFj7fDC+gtoisYHLnyA2fQsV7JXGI+NU+lUuF6+ftfXAYOuiyvZKyTDSTYbm+y194bvy0QyXM1dJRVOkTfzhNUwlW6FWq/GtdI1Kp3KD/R9f1B9r89ydXmYpQEwn56n1W9xs3ITUzP5a6N/DRh0iKxWV3E8B0MzmEnOoMjKqZ5XEB42OTNHNpLF8z36Xp9ev4ehGnT7Xaqd6lkf79Ttfx+OCgjtul083xPjHYLwAF5crdB3ffwAHNfnxdXTvaYQBEEQTpcoUDyAiBbBDJmU2qXh32mKxsXURfpen9XaKkEQ4PouW82tYWEiG8ny1MhTzCRnSIQTxPU4pU5p+OT5rfc/Fh2j2q2SDCd5evRp8tE8DbtBs9dko7nBd3e/i+M5w49p9VsslZdYriwjSzKXMpdIhBPD4khEizAaHQVgvbbO19a/hqmZfGjuQ8MODkmSGIuNsZBZwHZtlspLBz7Hvv2CzGFFion4BIZmUOvVuJi6yJXcFS6mLtLqt/jztT9ntbpKu99+R38eh6l2q1wrXaPn9oBB4Wc+PY8iK5TbZaq96vDnAIMMjY3GBmbIJG/myUVyJ35GQXjYZSNZDM3ACBn03T49t0dIDREQsN5YP+vjnbr9x5sj8yfs2/kTIiBTEI7tubkMIVVGkUBTZZ6be3i6HF++VeP5F27y8q3aWR9FEAThoSFGPB5QNpLlVv0Wlm0NXwUzQyYziRlWa6u8XHgZVVbxfI9MJMNYdOyudZv5aJ7lyvJwZOOtRqOj1Ht1NhobXM1dxcgarNZW6bpdIlqE1/Zeo2E3mIxPois6tmejKRrTiWmykeywtXqjsYEXeMymZpEkiZ3mDt/c/iYJPcEH5z546IV0XI+zkFlgubLMUmWJxcziXXPS+0WK1doqm41NJCRyZg5ZkrmQvMD18nW2rW2mE9NcTF8krsf51s63WG+sU+vViIaijJgjJMPJd7QN3PO9YTCnruggQUDAfHqemB5jvb7ORnMDGZl3j757+HGv771Oq99iPj1P1sw+tisSBeFBGJpBNBQlIMBSLNpOG8/3CCkhtq1tnuXZsz7iqTruBg+rbxFWw2KFsSA8gGdnUnz+4889dBkUYjRFEATh7REFigeUNtLsWDsUWoUDbbqSJFHv1Sm2iixkF3h65Ol7PtmN63Hiepwda4e0kT4QIilJErOpWd4svclKbYXFzCKXs5dZq6+hyRrldpliq0ir30KWZCbjkyzEFw484a91a9R7dSbiE4TVMLVujVeLrxJWw3zgwgfu+ypfNBRlMbPIcnWZpfKgSPHWAovt2vTcHqZmst3c5i9v/SUT8QlSRgoJiY7T4bXiawRBQCaSIW2kWUgv0LSbjMUG3SGrtVUUWSFtpMkYGcyQ+bZ/HkEQUOvV2G5u4/gOES0yfDVzvzjheA7FdpHd1i5JIzncMtBzery6+yqxUIycmRuGiAqCcLR0JD18LKh0K1iORTwUZ6f5+AVldpwOiqzcVYx+qyAIaPVbZ77ZSBAeRs/OpB74yf1ZB2seNpoiChSCIAhHEwWKByRLMnkzz1Zzi1a/RRAEbDW36DgdJmIT5MwcfuAfmuPwVpPxSa6VrlGwCkwlpg68L6yGmU3NslJdYa22xlxqjsvZywCMx8bZam5xMXUR27Op9+psN7fZbm4T02MYqsFWc4uEniBv5ocjID23x7tH332sYoAZMgdFisoy18vXmYxP0nEG+Rd9rz+8XVyP03E77Fg7hJQQhmaQCqcotAp8e+fbw3BMCYlyp0xcj/NE7gmsvkWlU6HSqVBqlwirYeJ6nJgeIxaKHSsDout0KXfKg+0bvosiKYSUEB2nM9yOsl+IKbaLlNtlOk6HZ8aeGf79t3e+TavfYnFskYyRIa7Hj/y8giAM5IwcG/UNxmJjrNXXqHVqxMODwmvX6T5W3Uhdp3tk90TH6QzyJ8R4hyCcuMO6F4BTLVjsj6Y4rv/QjaYIgiCcJVGgeBtyZo6Nxgbf2PwGaSNNSAlxIXmBTCSD53ssVZaG3Q/74ZR3MjSDbCQ7HPO485W3ZDjJVGKKzcYmW82tYREjZ+bYbe3SsBvMpmYZi43Rc3tUu1XqvTrfKXwHq28xl5rjtb3X2GnuULfrjJqjjJqjx/4aFUkhokV4pfAKNyo3mE3OkjJSjMXGMFSDsBpGkRVc3+XN0pt84T9+gV/++V9mYmyCsdgY31z6Jn/y+T/hE//7J2jaTQqtAi9tv0Sr32IsNsZ0YprpxDS1Xo1at0a5Ux5mWkS0CCElhKZow/Wgru/S9/rYnj341bWRJIloKIoiKVi2heM5TMYnD2w6+c3/8Jtc/tHLVKliqAbZIMvzzz/Px//Jx3ll9xVCSojpxPRdRSJBEO4vZw7yWtLhNGE1TLlbJhfJ4XgOO9bOsFPpcdB1u0d2Rlj9Qf7EUZs+BEH4wd3ZvfAHr2zxh69sneq4xcM6miIIj6Kz7qgSHowoUDwgx3MotArUe3VKnRJzqTlmU7PD1ZyKrDCfnh8GV17OXr5n2+94bJxqtzroiDjkYn7EHMF2bfbae+iqzog5giqrw8LGhDdBSAkRVsOMx8aJaBGsvsWivkhYDfO94veod+t4gUfP6/Fm+U2AA0/8ZUk+8NZxOpQ7ZZp2EwmJbCRLvVen7bQZjY5iu4MCQcNuIDEoAnzx//0i//b//Lf83n/6Pf70y3+KKqv86s/+Kqs3VonrcT75q59kKjHFi1svstfeww98dlu7ZCNZ8maebCRLEAS0nTaWbdHqt7A9m1a/daATRVM0QkqIiBYhokXwfA+rbxEEAdFQlJnkzIHxleeff55P/tNPMj0/za88/yvoqs7P/92f59q1a9yq30J/TudK7gr5aP6urA1BEO4vGopiaAYeHvlonqXSEtx+gXCzufnYFCj6Xh/P947On7BF/oQgnJY7uxckOJNxi7czmiIIwjtL5ME8fM6kQCFJUhr4L8AFYB34mSAI7oo4liRpHbAAD3CDIHjP6Z3yIMdz2G3tUuoMNngsZhZJG2n8wB8WJ/aFlBALmQWWykvcqNzgcvbyoRelmqIxGh1lx9o5ELr5VpPxSfpen83GJqqskjbS5KN5Sp0SxVZx+Mr/fkhkLBTjUuYSq7VVJuOTTMYnCYJBWGTf6+P4Do7n4Pru4Pe+gx/4tPotdlu7tPttFEkhaSRJGSlUSUWSJLaaW1h9i/HY+F3bR977v7yXmf9nhrXlNd777HuRJZlapcbE3AQjPzTCdwrfGRRAkIdfp+d4FKwCb8pvMmKOMB4bx9AMEuEEaSNNQEAQBMP1fW7gYrs2XbeLZVuDsQ5ZIRfJDTcK3OkjH/0I/+43/x1rN9b49M9+GlVWqVfqLF5eZPK5SSpShYXMwnDLiSAIx6erOgk9QctuMZsc5OY07AYhOcR2c/usj3dq9ldG36tbDr6fP5GJiBZvQTgNd3YvAPzBK1ti3EIQHkMiD+bhc1YdFJ8CvhoEwWckSfrU7T//i3vc9seDICif3tEOurMwkTEyjEZH0VWdsBoeZlHc2bYbVsMsZBa4UbnBjcoNLmUvHQjD3JeP5il3ymw1t7iSu3LX+/dDM5cry6zV1ui5PcZj46SNNKVOiUwkQ0SLsNHYwPVd5tPzVLoV6r060VCUVr91YK3mnWzXZtvaxnZtZpODkZFsJHug6OJ4Diu1FW7Vb+F4zrC1GwYX3qMXRvnyf/8y73vP+6iUB/vJs7ksn/+jz+NGXNJGGk3RSIaTtJ025U6ZmcQMmqJR6VR4fe91Xt97fRiaea8MClmSMTSDZDhJTI+RDCfvKg69lR/x+Tf/6d/wq3/7V2lWm8Nz/cYXfoPXWq8xHh5nPj1/3/sQBOHecpEcS5UlZpOzRENRtppbjERG2Gvv4fruoY95j5quc3uDx30yN9pOGz/wRf6EIBzTO9GOfWf3ghi3EITHk8iDefic1dXjR4AP3P79fwa+xr0LFGeq2q0OCgFvKUzs28+DKFgFFjILd31sRItwMXWR5eoyy5VlFjILd12wy5LMRHyCtdoaBavAWGzsrvuRJZmFzAIbjQ0KVoGu02UyPknTbrJeXydv5ql2q4zHxlEkhc3GJtFQFMd3MDSDjHH3f4ie71FoFdhr7yEhMRYbI2/mUWQFP/CHm0Cs/iDbAQatzOv1dbzAI6EPCh4BAfVenWqjih/4Bz7HYnaRPfawPZvZ1CwAKSPFSnWF8dg4OTOH53u0nTbbzW1KnRK2b5PTc+TMHIqsICEhSzIhJXTfhPw79b0+G40NFEmBtzR8eL5HsVXE9V2ujlwlZYiLFEF4uzKRDE7JIayGyUayFJoFXMOl43SodCrko/mzPuKJ67pddFW/b6HTsgf5E4d1yQmCcNBJtWOLcQtBeDyJPJiHz1kVKPJBEBQAgiAoSJI0co/bBcCXJUkKgN8KguBz97pDSZI+AXwCYHp6+h07aM7MkQwnD31yLEsy+Wie7eb2oV0UMLggvZi6yGptlaXyEguZhbvyDtJGmqbdZMfaQVf1Q8PWZEnmQvICES3CVnMLu2Yzao6yWltlq7HFdHKavJnnRvUGkiQR02PDwsl+YOS+/dwLx3PIRrKMx8aRJZmG3aDWrdG0m/iBjyqrxPU4ZsgkokV49+i7Wa4u03W6XExfHOY9FHYL/KOf/UfUKjXSmTRu4FIulfmxD/wYf/hnf0g73KbSqZCJZIbdDzvWzmCE5PbniOfizDgzbDe3adpN3JbLZHzynp0fRylYBW7cusGnf/HTNGtNUpnBg1GtUuNf/ty/5J/91j/j2bFn39Z9C4IwEA1FMTWTjtthJjHDVmML27NxPIdta/uxKFB0nM59xzsAWv0WhmY8cEdJEAR3PX4LwqPuOO3YIvBOEIQHIQqUD5cT622XJOkrkiS9fsjbRx7gbt4fBMEzwIeBX5Yk6UfvdcMgCD4XBMF7giB4Ty6Xu9fNHpgsyfd95X7EHEFTNDYbm3dlM+xLhBMsZBZwfIfr5ev03N5dt5lJzBANRVmvr9Put+/7+fbzJLasLdbqa+y0dhiJjFBsF2n320wnpmn0GhiacWB1ZtfpslReYq22RkgJcSl7iUQ4wWZzk+8Vv8dabY220yYbybKYWeTp/NPMpmYZMUcG2zJkhbnUHLIks1JdwfM9AP7wD/6Q629e5+rVq7x57U1eeuUlpuanWF5a5nd+73do2k02GhvD20/Fp3B9l4JVOPC1RbQIC5kF5tPzSEisVFe4UbkxbKE+Ltu1Wamt8K2vfItby7eYmJvgv37tv/KFr36ByYuTFNeLtF9tH/mkQhCE+9sPrK1364zGRjFUA8/z6DpdNhubZ328E+cHPrZr3zcgcz9/4rjjHZ7vUe1WWa2t8r3i94aPm4LwKHv5Vo3nX7jJy7dqw3ZsReLQduz9Dot/9+Ul/uFvv8jLt+6KMBME4THy1scP4dFwYh0UQRD8xL3eJ0lSUZKksdvdE2PA3j3uY+f2r3uSJH0R+OvA/ziRA79NsiQznZhmpbrCbmv30BENGLzSeClzieXqMtfL11lIL2CGzOH7JUniYvoi18vXuVm9yZXclUM3Szz//PN87GMf42ruKq8VX6NSrvBXX/or6tp6gAAAIABJREFUkv9bkoyRYTw2jq7odJwO04lBJ4nru+xYO5TaJVzfJRaKoUgKy5XlYadEJpIhbaSHXSC2a9O0m9iejR/4eL6HF3gEQYCu6Gw0N2g7bRbSC/zCJ36BIAj4mZ/5GUZGRhhhhK985St87nc+x0d+7iMEQcCNyg10Vedq7iqGZpAzc5Q6JXJm7sDmDRgUdOJ6nFKnRMEqcK10jUxkMGJz520Ps1Zbo9Qu8fF/8nGsvsV7f/K9RFNRWnaLX/oPv8TGNzb4V//Hvzr2z1gQhMPtZ8vsWDuMREfIRDI0+016Xo/d1u6hIcKPkgfKnzhivKNpN9lt7dLqtwiCYPi99QMfhcNzeQThNJx0t8JhIx33a8cWgXeCIOwTGzoeTWc14vHHwD8GPnP71z+68waSJJmAHASBdfv3Pwl8+lRPeUzJ8GDjRaFVIGWk7vkk2tCMYZHiRuUGE/EJRszvT7eossp8en5YpLiUuXQgMPL555/nV37lV/jsZz/Ln335z6hVa/z7X/r3rCyt0HE6fOjvfwhd1blZvYnt2aTDadbr6+xYOzi+Qyw0CJbsul0CArKRLIlwgogaoeW0qHVrbDW36Drdu/IkJEkariLdf0XvRvkGtV6NrJHlfX/vfZSlMp16B1MzmZ6Y5tf+6a9RbBXJRXJ0nA7fKXwHCYmFzMJwxepmY/PQ/A5JkhgxR8gYGQqtAqV2iUqnQtpIMxYbu+f3uNKpcLN6k4yRodqpcvmnLrM4sYiMTLlbZmp8in/w6/9ArPoThHdIJpJho7GBoRpE9Sgdp4MiKRRaBVr91oEurkfNcTZ47OdPHDYCuK/ULrHZ3CSkhMibeZLh5IECtiCcldO4+D+s4PDLPz5/z88jAu8EQdgnCpaPprMqUHwG+H1Jkn4R2AA+BiBJ0jjw20EQ/DSQB754e/5WBX43CIIvndF5jzQVn8KyLdbr61zKXLrn3LCu6lzOXma9vs5mY5Om3RxutIDB9o/9YM03Sm8wFZ8aBjl+7GMf47Of/SzXrl3jmXc9Q0BArVJj8fIiH/17HyWVSBEEAV23i+d7fLvwbfzAJxlOshAfdGxEQ1Fiegw/8Kn36hSsAm2nTRAEyJKMGTKHazvDapiwGkaRlLu+Hj/wWa4sU+6UyUayqLJK1+3StJtUOoNNHqqsUrfr1O0678q/i1eLr3K9fB3HdwYbQ6JjbDW3aPQa98yaUGSFyfgko9FRiq0ie+09qt0qcT1OMpwkEU4MO00cz+F7xe9hezZjsTH+dPlPkZGJh+O0+i00WSMXzz0Wc/GCcFoiWgRN0Wg7bcZiY5Q7ZaJ6lN3WLnutvUe6QNF1uyiycmi32z6rbxHRIofmTwRBwLa1TbFVJBFODEfoBOG8OI2L/wctOJxl4J3IvhCE80UULB9NZ1KgCIKgAnzwkL/fAX769u9XgXed8tHeNk3RmEpMDcYLOqUDnRF32u+UKLVLbDW3uFa6xkxyhmQ4CQyCNS9lLrHR2GC1tkqim2A6Mc3IyAh//ud/ztUnr1ItVwHI5XJ89vc/y/T4NLIk89L2SxRbRd4z/h4ykQwT8YnhE4Se26PWrXGzenPYmhzRIuTNPHE9TjQUPXYg2/5mEdd3adgNrmSvDIsstmtj9S0s28ILPG5Wb/LVta+Sj+aRkNhr79F3+4zFxtAVna3mFnE9ft/PrcoqE/EJ8tH8sEix0diAxuBrMEMmS6UlXtl9hbSRZre1S71b5ycu/gTTiWkKVoFmv8lEfEJkTwjCO8jUTEzNxLItJmITvFZ8jWQ4yWZ9k2ula8xn5s/6iCem63Tvmz/hBz6tfuvQ/x/4gc9abY16r86IOcJkfFIEYgrnzmlc/L+dgsNJBN4dVXwQreSCcP6IDR2Ppkd/Sf0pShtpqt0q281tEnriyLWYOTNHTI+xWltlpbpCTI8xFh0jpscwQyaXs5fZa++xY+3wxt4bpIwUS7tLB8YvXN9lr73HiDuC4zs0+000RcPQjGEBoWAVqPVqw6JENBRlKjFFMpy87yt/R5ElmbnUHNfL11mrr7GQHmwM0VUdXdXJRrLMMstcco6XCy/T6rewPZtOu0PX6bJtbWOGTMJKmEKrwHhs/MjPqcoq47FxxmPj9Nwe9V6dRq/B68XXeWH9BcJqmNnULFvNLZ4efZqfuvhTrDfWqffqpMIp8qbonhCEd9J+UGbTbpIzc0S0CIqkoCka18vX+Tv8nbM+4onput1Dty7ta/cH3Wl3jncEQcDN6k0s22IqMXXfgrYgnKXTuvg/64T94xQfRCu5IJxPZ/34IbzzRIHiHTadmOZa6RqrtVUWM4sHMiQOE1bDXMleYa+9R7Fd5EblBmbIZDQ6SkJPkI/mSRkptppbvLz8Mp/82U9Sr9RJZVLDEY9P/dyn+N0//l3S2TRP5Z4arvH8k6U/IRqKEg/HSegJphJTpMKpB8pfcDwHx3dwfRfHc/ACD4lBHoUiK8iSzGh0lB1rhx1rh4n4xF33kTSSPDf5HEuVJXzfp2E30FWdIAjYaGxQ6VZYri7zQ+M/RM7MYYZMdEVHldV7vqLoeA5dp0vf69NzeyxVlhiNjfLRyx8lForxpZtf4t1j72avs0etW0NVVNJG+m2vLRUE4XCKrBDX41S7VYIgIBfJsW1tkzbS7LX32G5uH/q48LCzXRvP9+6fP9Ef5E/cucGj2C5i2RYzyRmykeyJnlMQflCPw8X/cYoP70Q3iRgREQRBOJooULzDQkqI2eQsK7UVblZvspBZOHKmWJIk8tE8OTNHpVOh2C6yUl1BkRVMzSSmx9AVnRf/24tsr25z+cpl/uBP/4AblRv8+v/666wvr/MXf/YX/I2/+zcod8pcTF0kGooOtm4wWH2qq/qwFfnOZH3Hc+h7fWzPxnZtem5v+HZnWOa97LX32GhscNm+zGR88q5xETNkMpucZbW2iqEahJQQC5kFnhx5kld3X+W14mu8tPMST+WeQpbl4fdFkzU0RUNCwgu84UYR13eHt1kqLxFWw3x4/sPMJGd4Ye0FNEUjG8my3dxGkzVMzRSvUgrCCTFDJoqk4PgO+WieHWuHuB5nszkY8xiLjT1y2Qpd9/YGj/uMeFj2IH/irYXqjtNhx9ohZaSOLE486ltQBOG8OE7x4QftJhEjIoIgCMcjChQnIBFODJ+M36zeZD49f6yLTFmSyZk5spEsDbtB025i2RZv7L3BbmuX5z76HP9c+ud86G9/iE1vk5bW4je+8Bt84799gw/+/Q9yq36LudQcC5kFoqEoiqzQ7repdCtUu9VheCUMntgrkjJcHfpWISVEWA2TjWQJq2E0RUOVVTRZQ5EVgiDAD3z8wMf1XXpuj7SR5vW91/nu7ndp2A0M1SARTpAKp4jpMWRJJmWkmPQm2WxsUuqUUBWVJ0ee5Mcu/BiZSIbv7X6PltPiyZEnAeh7fRx/UDwB0GV9uElEV3UiaoSXdl7C8z3eP/V+LqQusNXcotAqsJBeoGAVCKthXN8lrIbJRERwjiCcBFMzCakhek6PjJFBkzUCAjRZY9fapdgq3nMF88PqqBWjfuDTdtoHCqP7uROqrA7XQN9Lo9dgo7HBQmbhWOuVBeGsPApdAcctPvwg3SRiREQQBOF4RIHihKSMFBeCC6zX11mtrXIxdfHYAWiSJA02VOgJtppbtJwWl8OXmYhN8CO/9iP03B7Xy9dZzC6ymFnkp971U1Q6FVRZ5an8UwdyJcyQiRkymYxP0rSbwzENz/fwAg9FGiTQ77/pqv7Ar9jF9Bg5M8dYbIxrpWu4vktMj1Hv1al0KiiyQtpIkzEy5KN5FFnB9mxWqiuYmslCZoGn80/j+R7Xy9cxNIOLqYuMx8bv+T2zXZuvrX+NUrvEM2PPcHXk6nCLh6EaaMqgmGJoBrVuTaTjC8IJ2g+q7fQ7GJpBRI8Q9AIUScHqW+y2dslEMj9Q5s1503E693283M+feOt4x3Zzm57bYyGzcOhWj31BELDV3BoUY5X7ZxkJwll6lLoCTnqURWwbEITT8SgUTR93okBxgjKRDH7gs9HYYKW2wlR86sjgzH2e77FaW6VpN5mITTARmxg+WV+rrZGL5Hhi5InhBX+9Vyemx+75BECW5OGWkJMSVsPMpeYG4ymSwrvy78LqW1Q6FSqdCqV2CUMzyBgZFjOLtJ02rxReIa7HyUfzPJV/Ctd3KXfL3KrfotQpMZ2Yvitgrtlr8vXNr1Pv1Xnv1Hu5mL4IwM3qTTYbm4zHxgkIGIuOsdncJBvJEtNjhx1ZEIR3QESLoMkasiTj+i5ZI0un30GRFfr+ICdmq7nFXGrurI/6jum63SPzJyRJGj5+Ne3mINDYHDly9WqpU6Ln9phPz4vNHsK589aLf9EVcHxi24AgnLxHqWj6OBMFihOWM3MAbDW3eKP0BiPmCGPRsXuGZ3q+R7Vbpdgu0vf6d4Wotfotqt0qY7GxYTGi63Tpub1zkbGQDCcZi41RsApEtAg5M0dcj+P5HrVejXKnzFZzC4CMkWG7uc1X177Kj878KOOx8cE4TE0mpITwfI+l8hIpI0UukqPv9dlqbrFeX6fn9nj/1PuZSc4AUOlU+Iv1v8ALPGZTg80htxq3UGWVyfjkWX5LBOGRJ0kShmrQcTqDrRVaFEMxUGSFWrdGWA1T69Zoma27Co4PIz/wsV2bjHHvV0Dfmj/hBz7r9XXCavjIwFDXd4cZHiLU9+RJkpQG/gtwAVgHfiYIgtoht1sHLMAD3CAI3nN6pzw/7rz4/9d/6wnRFfAAHofAUUE4S6Jo+mgQBYpTkDNzJMNJtq1tiq0ilU6FEXMEXdVRJAVVVvEDn0q3Qq1bww98IlqExcziXRfzm41NNEVjNDo6/Ltab3AtlTLOx3+AY9ExOk6HzeYmhmYM8zCykSzZSBbbtan1alS7VS4kL/BK4RW+8NoXWMwsMpucJaSE2GvvkY1kkSSJN0tv8pfdv6TRayAjMxmf5JnRZ4iGohSsAj23x//c+J/U7Tofnv8wT+SeYK+9R8fpMJeaO3KTiiAIPzgzZFK360iSRFgNE1JDRENRKu0KAQEhJcRmY5PL2csPfVfAcfMn9tcal9olHM9hLnv0qNmOtYMf+IyYI+y198gYGfEYdrI+BXw1CILPSJL0qdt//hf3uO2PB0FQPr2jnT93XvzXOn3RFSAIwrkhRqkeDaJAcUo0ReNC8gIj5ghbzS12rJ27biNLMmkjTc7MHdo6XOlU6DgdZlOzBy5yq90qcT1+35nm0yRJErPJWd4sv8lqbZUr2SsHVpvqqs5odJTR6ChzqTlmkjO8vP0yBatAw24QUkJUu1VeKbxCPponqkVRUBg1R0mEEySNJM1+k2a/CQy+/obd4LmJ53gq/xR9r8+OtTMI6TwnRRtBeNSZmklIDuEHPqqiElJDxPQYW40ttpvbvH/q/azV1yh3ysPOsodVx+kA3HPEo9VvDfIn9Bh+4LPb2iWux4/sHuk6XUrtEiPmyPe3fYRTKIgCxQn6CPCB27//z8DXuHeB4rF32MX/g3YFiPlwQRBOihilejScj2e0j5H9zgjXd3F9d7gyM2AQpna/0Y9taxszZJI20sO/7zgdbNc+0FFxHiiywsXURa6Xr7NSW2EhvXDo17afW5ExMqzUVvADfxgKt9nYpO20GY+PMxmfZDQ6iiIptJ02fuATUkIUW0Va/RYziRmeGHmCntvjZvUmkiQdmZIvCMI7xwyZAKiySs/tEVEjpPQUSLDR3OBvqn+TmB5j29omEU481IGZXbeLIiv3/Bos+/v5E3vtPVzfPdYWk63mFoqsMBYbY7myTDQUPVDcFU5EPgiCAkAQBAVJku41KxkAX5YkKQB+KwiCzx12I0mSPgF8AmB6+tH7f9CjtGpTFEoE4dEkRqkefqJAcUZUWX2gjofd1i6O53AxdfHA39e6teHWj/PG0AxmU4N1q6u11fsGviXCCS4kL7BWWyOiRZhNzfLEyBPcqNyg63QxNXP4/YqGogRBwHp9nb32Hn2/z4XUBVRZZam8hCqrXMpceqifAAnCwyashlFlFUmSBkVGadBVYYZMbtVu0eg1mEnMcK10jY3GBvPp+bM+8tvWcTpHBmSamkkQBBRbxWN1TzR6g9XSU4kpPN+j43REfs47RJKkrwCHVfH/rwe4m/cHQbBzu4Dx3yVJuh4Ewf+480a3CxefA3jPe94T3Pn+R8GjsGrzPBVKBEEQhIPE3sWHgO3aFNtFMpHM8FXKfbVejVgodm7GO+6UDCeZSczQtJus1dcIgntfr6WNNNOJaeq9Oq/vvU6lU+Fi6iJhNcxqbZXr5eu0+i38wOdm9SaVTgUv8MgYGUzNZLW2iqEZXM5evudsuCAIJ8cMmUhIqIqKJmsoikIukqPaq7LX2UNXdSbiEzR6DSqdylkf920JguC+BQrP92j328T0GKVOCdd3GY+NH3mfm81NwmqYXCR37nKFHnZBEPxEEARPHvL2R0BRkqQxgNu/7t3jPnZu/7oHfBH466d1/ofNy7dqPP/CTV6+dVfW6HBERJE40/nwwwolgiAIwvlwPp/VCgdsNbeQkJiIHUx/P6/jHXfKRDK4vjtoX5aU4eaNw+TMHGE1zI61w0Zjg93WLnkzjyZrrDfWuV6+jiqr6IqOJEm07BZZM0sQBKSMFBeSF44MoRME4WREQ1EavQYRLUJIDtG0m0zHp7levs5yeZmn808zYo5Q69bYbG4S1+MP3QhD1+0SBME9CxRW3wIG3SNr9TUS4cRdheU7lTolbNcedpnVujXMkCm6wE7HHwP/GPjM7V//6M4bSJJkAnIQBNbt3/8k8OlTPeVD4qjOhPMyHy6C9ARBEM4vUaA455p2k3qvzkR84q4L+Wq3em7HO+6Uj+bxAo+CVUCRlfu2Lsf0GJf0SzTtJjvWDpvNTWDQjaHJGq1+i77Xp96rD9e2xvTYuVizKgiPs/0xBlVW0RRtEPwbSaMrOiv1lWFnwYXkBa6VrnGrceuhG/XYD8g0tcOLDpZtIUsy7X4bz/eO7J64c61o3+uL8Y7T9Rng9yVJ+kVgA/gYgCRJ48BvB0Hw00Ae+OLtEUUV+N0gCL50Ruc9144zwnEe5sPPS6FEEARBuJsoUJxjQRCw2dhEV/Xhurq3qnVr52p7x1HGY+O4vkuxVcR2bS4kL9x3fV5cjxPX47T77eHqQlmS6Tpd3ii9wWxqlsvZy6JjQhDOiYgWQZIkZEkmokUICHA8h/HYOBv1Deq9OjE9Nhz12GxsUulUyEQenlcvO04HRVbQVf3Q91t9C0M12OvskQwn75tVAVCwCni+NyxI1LqDtviHofD8KAiCoAJ88JC/3wF++vbvV4F3nfLRHkqHdSac1zDK81AoEQRBEO72cDyzfUzttffoub1DwyXb/TZ9r3/kq3PnzXRimrAaZqu5xfXydeZSc0fmRby1Pbrdb7NWX0OVVS6mLorihCCcI/uFCdd3iekxFEkZZjBsNjdZKi8xlZgCODDqEQ1F7/mE/7y5X/6E4zl0nS66quP53pHjdz23R6lTIhvJDh8Ha70aES3y0Hw/BOGt7uxMAEQYpSAIgvBAxLO7c8r1XQqtwrDt90613vnd3nGUEXOExcwiXuBxvXydard65McEQcCOtcNSZYkgCJhPz4sLeEE4h6KhKG1nMMoRVsO0+i3GY+Noksa10jU83xvedjY1C3BkgO55cVRA5n7+RNfpYobMI7MntpvbSEjDQnPf69Put0U4pvBQe3YmxS//+DzPzqREGKUgCILwwESB4pzabm7jB/7w1cY71Xt14nr8viMS51k0FOVK9gqGZrBWW+P1vdeHq1Tfav8JwfXydQpWgVQ4xdXc1SNX9gmCcDb21wCHlBDRUBTXd1FllYSRoNguUmwXh7cNKSFmEjO0+20KrcIZnvp4em7v/gGZtsX/z969B9ed3nWefz+/c7/fdHS3JMtu2+3udDLpJjRhd4ZmQkhSDEy4FDApshU2ZCiSra3K/AG7qQIKdmfZGaiCgWxB6KKmdie7gQKyMJsMCSkC2QzxkjiT9MW3tmXJut/O/X579g9Zit2WbMmWdI6kz6tK1dbR7zznq6fln5/z1fN8v/V2HYMhHUw/dKxivUiulmMoMrRVXyhXywE63iHHR6907RARkaNDRzx6ULlRZq2yxkB4AL/b/8DXa60a9VZ927oUR4nH5eF86jyZaoa1yhrzhXnmC/NEfBFg47eJjXYDay1ux81kYlK/WRTpcZvJQ2stUV+Utm1TaVUYj45zdf0qU5mp+46mJQIJUvUUi8VFIt7I1t//XrRZIPNhOygarQbBQPCR96q5whxel/e+4r7ZapaAJ7DtfV/kKDrKxSgfp3ZGr9bbEBF5XN24rylB0WOstUznpvG6vAyFh7a9Jl/LA2x79OOoMcaQCqZIBVPUW3XWKmvk63lcxkXIEyLhT+B1eTc6eByxdoQiJ5HbceN3+yk3ywyEB3BWHJqtJlH/RkvR6+vX+e7R777v7/NYbGyrvszF9MWeLfxbbpZxOa5tEwibxzNatkUqkHpofZz1yjqVZoXTidNb1zXbza3jMCLHyVEsRvmodqn79RwRkV7Wrfuajnj0mMXSIrVWjbHY2I7HN/L1PAFPAK/Le8jRHazNyv4X0xc533ee04nTjERHSIfSSk6IHCEhb4hyo0wykCQRSFBoFAh4AsR9cVbLq0znpu+73jEOpxOnaXVazORmuhP0LlSaFQLu7Yv6FuoFcvUcAXeAdGjn4x0d22GhuEDQEyQZSG49nq1tdO/QLjGR7nuc2hmqtyEix0237mtKUPSQarPKUmmJZCC54+6IdqdNqVHSGWUR6Vn31p5IBpJ88TNfpJgpEvfHaXaa/Jdb/4Xf/b3fve85QU+QkcgIuVqO1fJqlyLfmbV2q/jldgq1AsVakXQo/dAjGivlFRrtxlZb0U2ZakbHO0R6xOPUzlC9DRE5brp1X+vNfbQnkLWWmfwMLuPasTAmbOyesNYS8x394x0icjxt1qEoNUp8+U++zJ/+5p/ytc9+jX/1+/+Kdr3Nx3/248xPzeMYh49+9KNbzxsID1BsFLdajz6qBfFhqrVqdGxnx/oTi6VFvC7vQ4tjtjotlkpLxP3x+2pt1Fo1yo3yA0kLEemO3dbOePPZ7KNab0NEZDvduq8pQdEjViurlBtlTidOP/T8db6Wx+24d1wki4h0m9/tx+24KTVKfOgDH+JTv/8p5m/N86s/+at0Oh1KuRKnz53mx378xx547kR8giurV5jKTvF0+umH1nI4TA8rkFlr1VitrJLwJx66u22huEDHdhiJjtz3+Fplbasej4js3UEUcXtU7YydzmYrMSEix0k37mu9sfI74eqtOvOFeaK+6H1nkt/MWku+nifmj2GMOcQIRUT2JuwNU2qUGBse4zf/w28SiocoZAqUciUiiQj/5v/4NzjhB/8JcjtuTsdPU2vVmM3PdiHy7VWaFRzj4HP5HvjaWmWNUr3EWGxsx3tzrVVjrbJGX7DvvmMc1lrWK+vEfLGeLQ4q0ss2EwW/9cXrfODlS1yeyR7K66rmhIjIwVCCoss6tsNUdgpjDOPx8YdeW26WaXfaOt4hIj0v5A1Rb9VpdVoMRx/sTFFtbdTcsdY+8LWIL8JQZIi1yhqZauYwwn2kSrNC0BPcNgFxJ3cHj8vzwM6Ie80XNo60vLlLR76ep9Vp0Rfs23YuROThupUoUM0JEZGDoV/XdNmd/B0qzQpnk2cf2ZUjX8tjjCHqix5SdCIij2ezDsXtudv8/E/8POVcmXAijGMcCpkCn/jgJ/jDP/tDhiPD9AX7Hnj+UHiIYr3InfwdQp4QPveDOxcOi7WWSrOybZzWWuaL8wyEB3a8h5caJXK1HCPREdyOm2a7Sb6ep9Ks8Mb6GxTqBQwGy0aCwhiDwWCM4WL64rHr2CSynzYTBc1W51ATBao5ISJyMJSg6KK1yhrrlXWGIkM7du24V66WI+KN7Nh+VESkV4Q8IRzj8Md/8sdcu3qNkTMjfPC3PshEfIJf+9lfY/bWLF/6j19i5CMjpAKpB3YmGGM4nTjNldUrTOemOZc617WjbQ8rkLlcWqbeqjMWHdvx+XOFOSyWdqfNtbVrlBtlYGMHXbaWZTA8SDqUxu24sVistVv/dRnd70UeppuJAtWcEBHZf0pQ7EKtVdv31m/lRpk7+TtEfVGGwkOPvL7eqlNr1UiHdq4QLyLSK4wxhL1h3v/B95MIJDj9ztN8Pf91/HE/v/7vf52/+fzf8JMf+knqrTqrlVX6Q/0PjOF1eTkVPcV0bprl8jKD4cEufCffKZC5XYvR2cIsjuPs2IFjvjDP9fXrhD1hDIaQN8RIdISYL0ahXsAxDs/0P6P2oiJPQIkCEZHjQzUoHmGptMTV1avka/l9G7PVaTGVncLjeDidOL2r3wrm6xuvr/oTInJURH1Raq0aP/fzP8dbz7wVv8dPtpollU7xAz/1AxQbRSLeCIvFRdqd9rZjpIIp4v44C8UFqs3qIX8HG3YqkGmtZa4wR3+oH6/7/mMYtVaNqcwUX73zVVqdFhf6LvDcwHNc6LvAYHiQgCfAenWdkDek5ISIiIjIXUpQPMJmxfVb2Vtkq09eGbrRbnB97TqtToszyTO7rtqer+Xxu/1dPYctIrIXm/VyivUicX+cwdAguWqOZqdJyBMiU82QCCRodVoslhZ3HGc8Po7bcXM7d7srhSR3KpCZqWYoN8qcip7aesxay2JxcatVatQX5aWJlxiJjuBxebauKzfKVJvVbetaiIiIiJxUSlA8gttxcy51jpAnxFR2ivXK41eHrjarXFu7RrPT5Gzy7LbnmbfTsR2KjeKu6lSIiPSKgCeAx+WhUC8Q9AQ5FT2FxbJaWSXkCVFr1Sg3y6SCKVbKK9Rb9W3HcTtuxmPjVJtVFooLh/o9WGspN8vbHu+4k7+Dy3ExEtkKXLF3AAAgAElEQVTo3tFoN7ixfoOF4gJhb5h4IM7Z5Nlt20evV9dxjEPCr23pIiIiIpuUoNgFl+PiqdRTRHwRpnPTrJZX9zxGsV7k+vp1AM6nzhPxRfb0XGutuneIyJET9UU3ulQYw6nYKYKeIJlqBpfjwu24mc3PMhIZwWCYL87vOE7MH6Mv2MdSaYlSo3Ro8VeaFay1W11JNrU7bRaKCyQCCULeENlqliurV6g0K0zEJzZ2XGC2rU3R6rRYr6yTCCRU9FhERETkHkpQ7JJjHM4mzxLzx7iTv8OtzK1dnYfu2A4r5RXeyLyBx/Fwoe8CAU9gT6+9WUjtzQtkEZFeF/FGaHVaVJoVor4ow5Fhas0a+Vp+ow5DZZ16u85AeIBsNbvV4WI7o9FRvC4vd/J3Du2ox2YyJOS5fwdFrpajWC8yGhllobjAVHYKn8vHxfRFwt4wK+UV+oJ9297v1yprdGyHgdDAoXwPIiIiIkeFEhR74BiHM4kzDEeGKTaKXFm9wu3s7W23JTfbTeYL87y6/Cqz+VnC3jDn+84/Vj/7fD1PxBfBMfrfJSJHy+bOr0K9QMQXYSQ6gttxM1+cJ+FPUG1VWS5tdOjwuDzMFmZ3HMvluBiLjVFtVlkuLx9K/OVmGZ/bd1/9CICF4gLGGJqdJkulJfqCfVzou4DP7WO+OI/BMBwZfmA8ay0r5RWivuiek9UiIiIix11X2owaY34C+FXgaeAd1tpv7HDde4DfAVzAy9ba3zi0IHdgjGEoMkQ6lGa5tMxKeYVsLYvbceMyLhzjYIzZ2hYc98cZCA889u6HeqtOvVXftgWfiEiv87g8BDwBCvUCg+FBYr4YUf/GsY96u07EG2EmP8NEfIKRyAjTuWnWKms7Fo+M+WPE/XEWi4skA8nHSvruRalRIuK9/0jeZgK61ChRb9UZi49tJSPKjTLZapahyNADSQ3YqD3RbDeZiE8caNwiIiIiR1G3fiX/GvCjwFd2usAY4wI+CbwXuAj8tDHm4uGE92hux81IdIRn+59lMDy49dswj8uDYxzSwTTP9j/LmeSZJzqaUagXAFR/QkSOrKgvSqlRomM7xANxEv4E1lrWqxt1GHLVHNlallQwRcQXYa4wR6Pd2HG8U7GNrhl38ncONO5Gu0Gz3XzgHr5SXuFm5iY+t48zyTP37ZSYLczicXkYDA9uO+ZyaZmgJ6h7uoiIiMg2upKgsNZetdZef8Rl7wBuWmunrLUN4DPAjxx8dHvjcXkYjgwzEZ9gMjHJ2eRZzqXOcSp2al9aghbqBXxuH363fx+iFRE5fFFfFGvt1m6EmD+20Wa0nMHj8tCyra3uHOOxcay1D00+eF1ehiPD5Gt5crXcgcW9WX/i3gRFu9Pmm4vfpNqq8rbBt5EOpbe+tllDYzgyvO2RvHwtT61VYyCs2hMiIiIi2+nlogYjwL2HkefuPnZiWGsp1Av6TZuIHGlhbxhjzNb9rC/Qh9/jp9KskK1mt45s1Fo1fG7fVvIhU83sOGZ/qJ+AJ8BsfpZ2p30gcZcaJRzjbCWIO7bDldUrLJWWOJs8y1hsbOtaay3zxXkCngCpQGrb8ZbLy3hdXrUWFREREdnBgSUojDFfMsa8ts3HbndBmG0e27FsuzHmI8aYbxhjvrG6uvc2oL1oc0u0EhQicpQ5xiHijWztCIv5Y7gdN363n2w1S8gdotgoslZZAzaSDyFviNn8LK1Oa9sxjTGMx8ZptBsslhYPJO5yo0zIG8IYQ8d2uJm5yUJpYasbyb07K1bKK9RbdUajoxjz4D9flWaFYr1If6h/26+LiIiIyAEmKKy177LWPrvNx1/scog54NQ9n48CCw95vU9Za1+w1r6QTqd3uuxIKdQLGGMeKNAmInLURHwRqs0qzXaTiC9CwB3A7bhxjEOhUcBgWCguYK3dSj60bZvZ/M5dPULeEKlgipXyykNrVjyOju1QaVYIe8NYa5nKTlGsF4l6N+oNpYKprWMcrU6LxdIiUV90x4TycmkZl+PasfiniIiIiPT2EY+vA08ZY04bY7zATwF/2eWYDlWhXiDsDeNyXN0ORUTkidzbbjTqi5IIbBxzCHgCGAytTov1yjr5en7r8aHwEJlqhmw1u+O4w5FhDIb5wvy+xltulAEIeULczt0mX8szGB7EWovf7Sfmi21du1hcpN1pMxod3XasarNKppohHUzrfi4iIiI96/JMlk9++SaXZ3Zeex20riQojDHvN8bMAd8DfM4Y84W7jw8bYz4PYK1tAR8DvgBcBf7EWvt6N+Lthma7SaVZ0fEOETkWgp4gbsdNvp4n4o2QDCRp2RaNdoOQL4TH8bBaXmW9sr71nMHwICFviJn8DPVWfdtxvS4v/aF+MtUMlWZl3+LdLJCZrWbJVrOMRkdxjEOxUSTqixL3xwGotWqsVlZJh9IEPIFtx5ovzuNyXCqOKSIi0gN64U14L7o8k+UDL1/it754nQ+8fKlr89OtLh6ftdaOWmt91toBa+0P3n18wVr7vnuu+7y19py19oy19n/uRqzdovaiInLcxP1x8rU8LsdF3B/H5biotqoE3UH6Q/2UmiXmCnNbyQhjDJOJSQCmslNYu30ZosHwIG7Hva+7KMrNMqVmifXqOgPhAQbCA2RrWTq2Q8wXw+PyADCbn8Uxzn2tRu9VqBfI1/IMhYdwO+59i09ERET2rlfehPeiS1PrNFodOhaarQ6XptYf/aQD0MtHPE60Qr2Ax+Uh6Al2OxQRkX2RDCTp2A75Wp6oL0rEE6HZalJtVpmITxD2hLmdu31f0Uuvy8tEfIJKs8JcYW7bcV2Oi8HwIIV6YSu5+6Tm8nMUa0WSgSSj0VFqrRrFehG3497aPZGv5SnUCzsmH6y1zBXmtnZ5iIiISHf1ypvwXvTiZAqv28FlwON2eHFy+65kB00Jih6l9qIictyEvWE8Lg+ZaoaIL0IqmKLVaZGpZbBYzqbOUmqUuLZ6jVqrtvW8uD9Of6iflfIKuVpu27H7Q/14Xd592UWxUl5hvjhPOpRmIj4BbBz1KDVKRH1RYv7YVvLB7/bvmHzIVDNUm9UdO3uIiIjI4eqVN+G96PnxBJ/+8It8/N3n+fSHX+T58e60Rdd+0x5UbpRpdVpKUIjIsWKMIeFPsFZZ41T0FBFfBLfbTaleIlfL8Uz6GZZLy0znpvnm4jd556l3bj13NDpKqVFiOjfNxfRFvC7vA2OPREe4nb1NppohGUg+VozlRpnXVl7D5/LxbP+zW4mFTHUjiRL0BAl6giyXlqm1apxNnt02+dCxHeaL84S8oa2CoCIiItJdm2/CL02t8+JkqmtvwnvV8+OJrs+JdlD0INWfEJHjKhFI0LEdSs0SyUASj/HQsR0y1Qx+t59zqXMkA0mmMlPcWL+x9bx761HczNyk3Wk/MHYykCToCW61K92rWqvGzcxNmu0mE4kJQt4QsNGFo9Ks4OAQ88fuaysa88e2HWu5tEyz3dyxs4eIiIh0x/PjCT760tmuvxGX7SlB0YMK9QIhb0gF1UTk2Al7w3hdXjLVDDF/jJA3hMGQq+co1Av0h/qZSEwQ8UW4snqF6dw0HdsBwOf2MZmYpNaqcTt3e9skxHBkmHqrTqaa2VNcjXaDN9bfwBhDf6h/q84EQLaWpdKsEPKGiPvjzBfm6dgOp2KndhxrqbRE3B8n7A3vKQ4RERGRk0wJih7T7rS3zjmLiBxHiUCCQr1A2Bsm5A3hOA7lRplsNUsqmMLr8jIUGSLgDjCXn+PV5VdZKi3R7rSJ+qKcip4iX8szX3yw3kTMHyPgCbBUWtp1PK1OizfW36Bt24zHxunYDhFvZOvr2epG9w6vy4vBsFZZoz/Uj9/t33a8mdwMgHZPiIiIiOyREhQ9Rsc7ROS4SwaSWGtptBvE/DFcxoXBMFecw2BIBVI4xiEVSBHyhgh5Q8wX5nl15VXmC/MEPAGSgSTLpWXWKmsPjD8UHqLWqpGtPrp1WLvT5mbmJvV2nTOJM7Q6LeA79+BKs0KtVcMxDlFflNnCLF6Xd8e2oqvlVQr1AqPRUXxu3xPMkoiIiMjJozMEPaZQL+ByXIQ8oW6HIiJyIIKeID63j2w1y0BwgOnsNF6Xl1wtR6lR2urY4XV7abQbJANJhiPDLJWWtj6stSyWFpnJz3A6cfq+HQ/YjU4ca5U1zqXO4RiHgCeA3+0n4A7gcXmAjeTEG5k3qDQrTCYmifgi3M7exuPyEPAEgI3dE7V2Db/HT71Vp9qqciZ5Bsc8mN+vtWrMFeaI+qKkQ+lDmUsRERGR40QJih6z2V5ULelE5DhLBpIsFhcZj4/jc/twcCg2iqxV1jidOE3MH6PcKBPyhJjJzXCh7wKTiUma0SbVVpVaq0YqmOLq2lWmMlNMxCcIeoIAWCwxX4y5whzLpWUCnsB9Oy08Lg8xX4x8LU/LtphMTG7VnCjUC/cVvsxUM9iOxWIpN8skA8n76lNsstYynZvGGLPVmlRERERE9kYJih5SbVZptBsM+Ya6HYqIyIFK+BMsFhdpd9qEPCHKjTIex8NsYZbTidOkg2nytTyD4UEa5Qa3sre40HcBj8uDx+XZOIIR2qjzcH39Oq1Oi4n4xNbOB2str628hsfl4ULfBVqdFtVmlWqrSraa5R/m/4FGp8Fb+t+y1bK00qzc1+K53CjTaDcwxlCoF0iH0jsWxlwqLVFulJlMTG7t0BARERGRvVENih6i+hMiclIEPAECngC5Wo7B8CD1dp2wN8xyaXmrNoXP7SNby3ImcYZGu8Ht7IOdOzwuD+dS53AZFzfWb1Br1YCNtqSD4UHKjTLFehG34ybiixD3x2l1WozFxvhHg/+IdqfN1dWr3MnfIV/LA2wdF8nWNo53bNagGI4MbyUz7lVulFksLZIMJEkE1LJMRERE5HEpQdFDCvUCAU9g2wWwiMhxkwqkKDVKhL1h2rZN2Bum3qozm58FoD/UT7lRxmIZi41RqBdYKC48MI7X5eWp1FMYY7ixfoN6qw5AX7APj8vDYmkRgFwtx5XVKzQ7TS6mL3IxfZHnBp5jIDzAanmVby1/C7fj3toBka1mababG107wv30h/ofeO1Ge2N3h8fx7Li7QkRERER2RwmKHtGxHYqNonZPiMiJkQ6lcTkuaq0aIU9oI0nhC3MjcwP4ToJhvjBPX7CPvmAfS6UlFouLD+yk8Lv9PJV8io7tbO2kMMYwEBogX8tzbfUatzK38Ll8PN33NBHfxi4Jl+NiNDrKRHyCbDXLcmmZYr1IqVGi0W6wUl7B7/ZzNnn2gdpAmx1AOrbDU6mncDs6NSkiIiLyJJSg6BHFehFrrRIUInJiOMahP9RPpVkh6AmSrWY5FT3FenmdTDWzdayi1CiRq+UYi42RCCRYKC5wde0q5Ub5vvECngDnUufo2A7X165TaVbwuXzcKdzhRuYGA+EBLvRd2Lb9p9txMxGfIOaPcWP9Brcyt1gqLlFtVTmXOrdVgHOTtZap7BS1Vo3JxCR+t/9A50pERETkJFCCokcU6gUc4xD2hrsdiojIoekP9eMYB4/LQ7VVJR3c2FVxY31jF0UqkCLgCTBXmANgMjHJmeQZ2p0219aucSd/h2qzSqvTwlpL0BPkdOI065V1Pv/G53ll+RUi3ggxf4z+UP+OHZIK9QIBd4C3D72dqC/KqyuvMpWbIuqNci517oHrZwuzFOoFxmJjSiyLiIiI7BPtR+0R+XqeiC+CY5QzEpGTw+246Qv2UW6Uads22VqWkegI84X5rZ0VI5ERbmZuslpZpT/UT9wfJ+KNsFBcYKW8wmp5dWs8l+Pa6AziDVFtVWnbNs8NPMd8YZ7V8ioj0ZFt4yjUC4S9YTwuD/2hfjKVDGuVNd556p24HNd91y4WF1ktrzIYHqQv2Heg8yMiIiIH6/JMlktT67w4meL5cRW77jYlKHpAvVWn3qpvW4BNROS4GwgPsFJeod1us1ha5Ln+55grzDGdm+Zi+iIxf4yoL8picZFUIIXLceFyXJyKnSIdSm/toNj8cDtuUsEUjnG4mbnJfGGeZqfJamWVocjQA4ngRrtBrVXbSjbczNzE6/IyFhuj0qxQbVa32pfOF+ZZKi2RCqZ2THaIiIjI0XB5JssHXr5Eo9XB63b49IdfVJKiy/Tr+h6Qr2+0ttM2YRE5ibwuL6lgCq/by2p5lbA3TDKQZDY/S7VZBWAkOkKr09rqyLHJ7/aTCCRIh9IMRYY4FTvFUGQIr8uL23FzLnWOVDBFs91kOjvNcmn5gde/t8VzoVbgjfU3iPqivG3obUR9Ud7IvEGj3WA2P8tSaYl0KM1EfOJA58RaS7FePNDXEBEROekuTa3TaHXoWGi2OlyaWu92SCeeEhQ9IF/L43f7VWRNRE6swfAg/aF+ctUcy+VlRqOjlBollkpLAAQ9QVLBFCvlla02orvhGIeJ+AQX+i7Qps3X5r5GpVkB4JOf/CQrKysU6gU8Lg+rq6v8yr/9FQCGIkP0h/o5lzpHu9Pm76b/jqXSEgPhAcZiY/s/AffIVrNcWb3CjfUbWwkaORjGmJ8wxrxujOkYY154yHXvMcZcN8bcNMb80mHGKCIiB+fFyRRet4PLgMft8OJkqtshnXhKUHRZu9Om2CgS88e6HYqISNf43X5Ox0/T6DSYyk6RDqYJeoIslZa23qQPR4YxGG7nbtOxnT2Nnw6lecfwO2i2m3x9/uv869/613zsYx/jpZdeYmZ+hmquyvd///fz27/82/znP//PRLwRkoEkXpcXg2G5tIwxhtHo6EF8+8BGsvrq6lWmslPARkHQzaMlcmBeA34U+MpOFxhjXMAngfcCF4GfNsZcPJzwRETkID0/nuDTH36Rj7/7/Ik83nF5Jssnv3yTyzPZboeyRTUouqxQL2CtJeZTgkJETrbR2CgDoQFeW32Nd556J8lgknKjzO3cbS70XcDr8nI6cZpbmVvcyd/Z8zGL0ego51LnyFQzfNcPfBdnzp/hypUr/Nj3/RgA2fUsE09N8AM/9AP43D7cjptra9fo0OGZ/mfo2A6FemFfjuPVW3Xq7TqFeoG18hpr1bWtWhejkVHSoTRux03HdlQ8+QBZa68CO3Z3uesdwE1r7dTdaz8D/Ahw5cADFBGRA/f8eOK+xMRJKZrZq/U3lKDosnw9j8txqb2oiJx4fref54ee50+v/imvLL1CKpTCwaHarDJXmGMsNkbcH2c4MsxCcYGAO8BAeGDX4xtjGIoM0bEdTvWf4o/+7I/44X/8w2TXN35rkOxL8nt//HsEYgGqzSp/P/v3dDodhiPDBDwBbmVv8bXZr3EudQ6f24fH8eB23HhcG/91O25cxvXAm11rLZVmhUK9wHplnWwtS6lRotwoU2vVgI36F4lAgqAnSLlZppwrA/CWgbfgdXn3aYblMY0As/d8Pgd8d5diERGRA9Srb9oPwnb1N3rhe1WCoousteRreWK+2KN+eyMiciI83f80qZkUr6y8wnvOvoeyKRPzx1gtrxL1RYn74wxFhqg0K8wV5gh4Anva0dAX7GOxuEitXeNs8ux9R0Wa7SaXFy4Tr8eJ+WOEvWFGoiM0Og1ajRYRb4Sp7BSvrLzCaGTnox4ux0Wn06HUKG18NEt0Oh1anRYet4eAO0DIE6I/2U9/sJ+B0ABe93eSEO1Om2anSbPdxON4Hm8iZYsx5kvA4DZf+oS19i92M8Q2j9kdXusjwEcAxsYOtlaJiIjsv1590/44HrUTZLP+RrPV6an6G0pQdFG5WabVaan+hIjIPd4+9Hb+9vbfslxaxuW48Dpegp4gM7kZgung1lGPa2vXmMpOcaHvwq6LDLsdN8lAklduvsIv/OQvUMwWiSajGAz5TJ7f+YXf4V/+7r/kmWee4WL/ReL++H11IE4nTjObn2U0OkoykKTVaVFr1Sg1ShTqBQr1AsVqkVpzY2eE1+VlJDJC2Bsm4U8Q8UUIeAL4XL4dE9ObbVRVOHl/WGvf9YRDzAGn7vl8FFjY4bU+BXwK4IUXXtg2iSEiIr2rV9+079VudoJs1t/oteMsSlB0Ub6Wxxij+hMiIvc4kzjDa8uvsVBaoC/Yx3p1nfOp81xfv850bpqnkk/hGIcziTNcW7vGtbVrjEZH6Qv2PXRcay25Wo7F4iJ/8B/+gNlbs4ycGeELf/0FprPTfPjHP8zS7SXq366T/K4kC8UFFooLuB03frcfYwyOccjX88zNzzEeGwc2djxsCnvDDIYHCXvDRHwRJRmOh68DTxljTgPzwE8B/6K7IYmIyEHo1Tfte7XbnSBvrr/RC5Sg6KJ8PU/YG8bluLodiohIz0gFU/QF+6i367iMizv5O/SH+hmLjTGdm2Y6N814fByf28eFvgvM5GeYyc2QqWYYj208fq9Wp8VaZY07+TuslFYot8r885/558R9cX7uZ34OG7QUigV+6Q9/ibWvr/Hrv/TrWGu3dkaUm2Ua7QYd26HdaZMMJMnWsqyWVznfdx6fy4fP7SPkCeFx6UjGUWKMeT/wu0Aa+Jwx5lvW2h80xgwDL1tr32etbRljPgZ8AXABf2Stfb2LYYuIyAHqxTfte3WUd4IoQdEl9VadarN6oC3rRESOIsc4jMZGuZm5yVBkiJXyCpfmLvGuyXcxEh1hvjBPpVnhTPIMfrefc6lzrFXWmCvMcWX1CqlgCq/LS61VI1/Ls15dJ1vNYjD0Bft4tv9Z1qprrP+zdaq+KsVGkYgvwtCZId72vW8DNgpqBjwBAp4AadIPxDgaHd04cuIJPnLnhvQua+1ngc9u8/gC8L57Pv888PlDDE1EROSxHeWdIEpQdEm+ngcg7o93ORIRkd4zFh3j+tp1Gq0GL46+yFfvfJVvLn6Ts8mzjMXGWCgucHX1KhPxCRKBBH3BPiLeCDczN7m2do1sNUuz3cRxHGK+GBPxCUajo3hdXtar60xnp3EbN3F/nL5gH8ulZVKB1K6P3PUF+8hUM8wV5oj5Yto5ISIiIj3lqO4EUYKiS/K1PH63/4GtyCIiAslgkogvwmxxlvN95znfd571yjor5RUA2rbNWmWN+cI8IW9oq5imx+UhFUgxHhsn5o8RdAept+vUWjWWSku0Oi06tkPEH+GfJP4JLdtiNj+Lx+VhIDywp45K47FxXl99ndnCLJOJyYOaChEREZETQwmKLmh32hQbRfpD/d0ORUSkJ7kdNyOREaayU2SqGQbDgzTbzY3ClAaqzSoxX4w7hTtka1lcxoXP5SPij5DwJWjbNsulZVqdFrBxZCPuj5MMJKk2qzjG4VzqHF+b+xpzhTkupi/u+aiGz+1jODLMfGGeXCCnHXEiIiLS0x7VerQXKEHRBYV6AWutFrMiIg8xGh1lKjvFTG6Gtw6+lYXiAoVG4b7dCuf7zgMbdX0K9QL5ep5Wp4XH8RD2hrc6cMR8sa2CxPOFecLeMGFvmHKjTL6WZzgyjGOcPcc4EBogU81wJ3+HiDeiosciIiLSk3bTerQXKEHRBdlaFrfjJuQJdTsUEZGelQgk6A/1s1ReYrw2vlUrohFt4HV577vW5/aRdqdJhx4saHmvSrNCrVVjLDZGppqh0qgQ8UXwuR7vuJ0xhon4BFdXrzJfnGcsNvZY44iIiIgcpN22Hu22vf+6SJ5Iu9MmX8uTCCT2dNZZROSk8bq8nIqdotaqMV+cJx1MY4xhrjD32GMuFBdwOS6SgSTX16/jdXu5kLpAppp57DGDniAD4QFWy6uUGqXHHkdERETkoGy2HnUZerr1qBIUhyxXy9GxHZKBZLdDERHpef2hfpL+5Nab/6HwENlqlmw1u+exivUi+VqeofAQ+XqemdwMp2KnON93nkqzQrlRfuw4hyPDeF1eZnIzWGsfexwRERGRg7DZevTj7z7fs8c7QAmKQ5epZvC6vIS94W6HIiLS88LeMP3hfirNCoulRQZCAwQ9Qe7k72wVwNytucIcXpeXdCjNt5e+jWMcnut/jmQgictxsVpZfew4HeMwFhvb6hYiIiIi0mueH0/w0ZfO9mxyApSgOFStTotio6jdEyIie9Af6ifijZCpZsjWskzEJ2jbNnfyd3Y9RqaaodKsMBwZZq280Z70XOocQW9w68hHpprZc9LjXjF/jGQgyWJpkVqr9tjjiIiIiLzZ5Zksn/zyTS7P7H0X6VHSlQSFMeYnjDGvG2M6xpgXHnLdtDHmVWPMt4wx3zjMGA9CtprFWqsEhYjIHiQDSRKBBNVmlcXSIn63f09HPay1LBQXCHgCJANJvrX8LXxuH8/0P7N1TX+oH2sta5W1J4r1VOwULuNiJjfzROOIiIiIbNrswPFbX7zOB16+xOWZ7LFNWHSri8drwI8Cf7CLa1+y1j7ZirFHZKoZAp4AAU+g26GIiBwZjnHoC/aRq+UoNUosl5cZDA+Sq+U22nv6Iridnf85W62sUm/VmUxMcnXtKqvlVd42+Lb7OoH43X4ivgir5VUGQgOPXcTY7bgZjY4ynZtmpbxCf6j/scYRERER2fTmDhx/9s05/vybcz3fMvRxdGUHhbX2qrX2ejdeu1sa7QalRomE/3j84IiIHKZ0KE3YG6bT6TBfmL/vqMcb62/seKSi3WmzWFwk4AmwVFriZuYmQ5EhzibPPnBtf6ifRrtBvp5/olhTwRQxf4y5whzVZvWJxhIRERF5cwcOAw+0DD0uOyp6vQaFBb5ojLlsjPnIwy40xnzEGPMNY8w3Vlcfv9DZQdlsYafjHSIie+d1eYn74wQ9QULeENO5aZqdJmcSZ2i0G1xdvcpKeeW+57Q7bW7nblNulinVS6xWVon5YlxMX8Tn9j3wGjFfDK/L+8A4j2M8No7LuLidu62uHiIiIvJE3tyB40ffPnpfwiIR9D5wBOSoOrAjHsaYLwGD23zpE9bav9jlMN9rrV0wxvQDf22MuWat/cp2F1prPwV8CuCFF17oudVgppoh5A1tuygWEfpMwZ4AABLeSURBVJFH6w/1k6vliHqjdGyHW5lbnO87z8X0RWbyM8zmZ8nX8gyGByk3ytzI3KDcKONz+0j4E1gsEV+EgdDAtuMbY+gL9rFQXKDWquF3+x87Vo/Lw0R8gpuZm8wX5xmNjj72WCIiIiLPjyfuO8bx6Q+/yKWpdV6cTD1wBOTS1PqRPfJxYAkKa+279mGMhbv/XTHGfBZ4B7BtgqKX1Vo1qs0qp2Knuh2KiMiRFfFFiPvjLJWXmIxPMluY5WbmJqfjpzkdP02mmmGuMMe3lr7FXGEOi2UsOkY6lMYxDsVGkYn4xEPrS6RDaRZLi6yUVxiLjT1RvDF/jHQozXJpmagvStQXfaLxRERERDa9OWHhdTs0Wx08bocXJ1NdjOzJdKtI5iMZY0KAY60t3v3zu4Ff63JYj2XzeIfqT4iIPJmJ+ARXVq8wW5jldOI0tzK3uLF+A9g4BuJxebBYzqXO8XTf0wS9QYr1IjfWbzAYHiToCT50fLfjJhlIsl5ZZzgy/NDim7sxGh2lWC8ynZvmYvriE48nIiIi8mabR0A2d1Qc1d0T0L02o+83xswB3wN8zhjzhbuPDxtjPn/3sgHgq8aYbwP/AHzOWvtX3Yj3SXRsh9XyKjF/DI/L0+1wRESONJfjYjIxSbPTZKm0xDP9z3AmeYaR6AgRXwSXcTEaHeVtg28j6A3SsR1m8jP43D6GIkO7eo2B0AAd23nilqOw0YHkdOI0rU6LqewUHdt54jFFRESku3qxIOXz4wk++tLZI52cgC7toLDWfhb47DaPLwDvu/vnKeCthxzavluvrNPqtHY88ywiInsT8oYYjY4ym59lvbLOQHj7+2uj3eB29jb1Vp3zfedxzO5y8gFPgKgvykp55Ylajm4KeoJMxCe4nb3NVHaKM4kzTzymiIiIdMflmSwfePnSsWzx2Qt6vYvHkWatZbm8TNATJOKLdDscEZFjoz/UTyKQYL44T6aaeWBnwlpljddXXqfaqjIRnyDsDe9p/IHwAM12c+uI3pNKBpKMxcbI1/JM56bV2UNEROSIePNuie0KUsr+0WHYA5Sv56m36kwmJrsdiojIsTMeG6farHI7extjDBFvhJg/RqFeIF/LE/FFmIhP4HV59zx21BfF7/azXF4mFdyfQlPpUJq2bTNfmMfluJ64CKeIiIgcrO12S7w4mTo2BSl7kRIUB2iptITP7SPuj3c7FBGRY8fluLiYvkipUSJfz5Ov5ZnNz+IYh1OxU/SH+p9o/IHwADO5GYr14r7tghsMD9LutFkqLWGtZSQ6osKZIiIiPWq73RIffenssSlI2Yu0KjogpUaJcqPMWGxMZ41FRA6IMYaIL0LEF2E0Okq9Vccxzr4UJU4GkswX5lkuL+/rMb2R6AiwkcTO1rIMR4ZJB9P3/VtRqBeYzc9yJnkGv9u/b68tIiIiu7fTbok3t/h8Updnskp43KUExQFZLi3jdtz7tjVYREQezef27dtYjnHoD/WzUFyg1qrta6JgJDpCMpBkrjDHbH6WlfIK6WCaju3Qtm2mMlMU6gXOp87v22uKiIjI3hxG+04V3byfEhQHoNaqkavlGIoM7bpqvIiI9J50KM1SaYnl0jLj8fF9HTvgCfBU6inytTxzhTnmCnMAtG2bheICA+EBOqgtqYiISDft926JN9vuGIkSFLKvlkvLW795ExGRo2tzJ9xaZY3B8OC+7tDYFPPHiPqitG0bl3GxWFrEZVy8ZeAtj1XgU0RERI4OFd28nxIU+6xQL7BWWaM/1K/CZyIix8BQeIj1yjqLpUUm4hMH8hrGGNzGjbWWtcoaMX9MyQkREZEj4klqSBzGMZKjRO+g91Gz3eR29jYBT2CrCJqIiBxtHpeHdCjNcmmZwfDggRatzNVyNNtN0rH0gb2GiIiI7J/9qCFx0MdIjhIVSNgn1lpu527TsR0mE5OqPSEicowMhgdxjMNCceFAX2e1sorX5SXqix7o64iIiMj+2K6GhDw+vYveJ4ulRYr1ImOxMbWEExE5ZtyOm4HwANlqlkqzciCvUWvVKNaLpENptacWERE5IjZrSLgMqiGxD3TE4xGK9SLzxXnGYmMEPcEdr1ksLpIKptRWVETkmBoIDbBSXmGhuMDZ5Nl9H3+1vIoxhr5g376PLSIiIgdDNST2lxIUj9C2beqtOldXr5IOpRmODG8Vv6y36qxX11kpr+B3+xmLjXU5WhEROSgux8VgeJD5wjzlRpmQN7RvY3dsh/XqOgl/QgWWRUREjhjVkNg/WgU9QtwfJ9IfYbG0yEp5hUw1w0BogFKjRKFeADZaxJ2KnlLdCRGRY64/1M9yaZn54jznUuf2bdxMNUO70yYdUnFMERERObmUoNgFl+NiNDpKKpBitjDLQnEBr8vLcGSYVDClVnAiIieEYxyGI8Pcyd9hrbK2L8cx2p02C8UFQt4QYW94H6IUEREROZqUoNiDgCfAudQ56q06XpdXRcxERE6gdChNtpZlNj9LxBvB5/Y90XjzxXma7eaB1LUQEREROUp0JuEx+Nw+JSdERE6wifgExhimc9NYax97nHKjzGp5lf5Q/46FmEVEROTkuTyT5ZNfvsnlmWy3QzlU2kEhIiKyR16Xl1PRU0znplkprzAQHtjzGNZaZvIzeFwehiPDBxCliIiIHEWXZ7J84OVLNFodvG6HT3/4xRNThFM7KERERB5DKpgi7o8zX5yn2qzu+fkr5RWqzSpjsTFcjusAIhQREZFueNLdD5em1mm0OnQsNFsdLk2t73OEvUs7KERERB7TeHycK6tXuJ27zfnU+V0nGhrtBgvFBWL+GHF//ICjFBERkcOyH7sfXpxM4XU7NFsdPG6HFydTBxRt79EOChERkcfkdtyMx8aptWpcX79OvVV/5HOa7SZT2SkAxmJjBx2iiIiIHKL92P3w/HiCT3/4RT7+7vMn6ngHaAeFiIjIE4n5YzyVfIpb2VtcW7vGZGKSiC+y7bXFepHbudu0O20m4hNqUy0iInLM7Nfuh+fHEycqMbFJCQoREZEnFPFFeLrvaW5mbvJG5g1ORU+RCqZwzMZGRWsti6VFFouL+N1+nup7ioAn0OWoRUREZL9t7n64NLXOi5Mpnh9PcHkm+9DP5TuUoBAREdkHPrePC30XuJ27zZ38He7k7+AYB7ez8U9to90gFUwxFhvbSlyIiIjI8XPv7oc316T45R96hl/7f14/kR06dkMJChERkX3iclycSZwhW8vSaDdodVq0Oi3anTbDkWFSwZNT5EpEREQerEnxn15bfKBGhRIU36EEhYiIyD4yxpAMJLsdhoiIiPSAN9ekeO+zQ3x9OnMiO3TshhIUIiIiIiIiIgdgu5oU5wcjqkGxAyUoRERERERERA7ImztynNQOHbuhKl0iIiIiIiIi0nVKUIiIiIiIiIhI1ylBISIiIieSMeYnjDGvG2M6xpgXHnLdtDHmVWPMt4wx3zjMGEVERE4S1aAQERGRk+o14EeBP9jFtS9Za9cOOB4REZETTQkKEREROZGstVdhozWsiIiIdJ+OeIiIiIg8nAW+aIy5bIz5yE4XGWM+Yoz5hjHmG6urq4cYnoiIyPGgHRQiIiJybBljvgQMbvOlT1hr/2KXw3yvtXbBGNMP/LUx5pq19itvvsha+yngUwAvvPCCfeygRURETqiuJCiMMf8W+GdAA7gFfMham9vmuvcAvwO4gJettb9xqIGKiIjIkWatfdc+jLFw978rxpjPAu8AHkhQiIiIyJPp1hGPvwaetdY+B9wA/oc3X2CMcQGfBN4LXAR+2hhz8VCjFBERkRPNGBMyxkQ2/wy8m43imiIiIrLPupKgsNZ+0VrbuvvpJWB0m8veAdy01k5ZaxvAZ4AfOawYRURE5HgzxrzfGDMHfA/wOWPMF+4+PmyM+fzdywaArxpjvg38A/A5a+1fdSdiERGR460XalD8LPDH2zw+Asze8/kc8N2HEpGIiIgce9bazwKf3ebxBeB9d/88Bbz1kEMTERE5kQ4sQbGbolTGmE8ALeDT2w2xzWM7Fpy6W1V7s7J2yRhzfW8RH5o+QH3Ud0/ztXuaq73RfO2e5mpvenm+xrsdwElx+fLlNWPMTLfjeIhe/jntRZqv3dNc7Z7mam80X7vX63O143rkwBIUjypKZYz5b4AfAv6ptXa7xMMccOqez0eBhYe83lbl7F5mjPmGtfaFbsdxVGi+dk9ztTear93TXO2N5ksArLXpbsfwMPo53RvN1+5prnZPc7U3mq/dO8pz1ZUaFHe7c/wi8MPW2soOl30deMoYc9oY4wV+CvjLw4pRRERERERERA5Pt7p4/B4QYaOX+LeMMb8P9xelultE82PAF4CrwJ9Ya1/vUrwiIiIiIiIicoC6UiTTWnt2h8e3ilLd/fzzwOe3u/YI6/ljKD1G87V7mqu90XztnuZqbzRfchTo53RvNF+7p7naPc3V3mi+du/IzpXZvvyDiIiIiIiIiMjh6dYRDxERERERERGRLUpQHBBjzHuMMdeNMTeNMb+0zdeNMebf3f36K8aYt3cjzl6wi7n6wN05esUY8/fGmBPdj/5R83XPdd9ljGkbY378MOPrJbuZK2PM992thfO6MebvDjvGXrKLv4sxY8x/NMZ8++58fagbcfYCY8wfGWNWjDGv7fB13eOlJ2g9sntaj+yN1iO7p/XI3mg9sjvHdi1irdXHPn8ALuAWMAl4gW8DF990zfuA/wQY4EXg/+t23D08V+8EEnf//N6TOle7na97rvsbNmq4/Hi34+7VuQLiwBVg7O7n/d2Ou8fn638E/te7f04DGcDb7di7NF//GHg78NoOX9c9Xh9d/9B6ZN/nSuuRPczXPddpPaL1yH7Pl9Yj9viuRbSD4mC8A7hprZ2y1jaAzwA/8qZrfgT43+2GS0DcGDN02IH2gEfOlbX276212bufXgJGDznGXrKbny2A/w74M2DlMIPrMbuZq38B/Lm19g6AtVbz9fD5skDEGGOAMBsLgtbhhtkbrLVfYeP734nu8dILtB7ZPa1H9kbrkd3TemRvtB7ZpeO6FlGC4mCMALP3fD5397G9XnMS7HUe/ls2MoEn1SPnyxgzArwf+P1DjKsX7eZn6xyQMMb8rTHmsjHmg4cWXe/ZzXz9HvA0sAC8Cvz31trO4YR35OgeL71A65Hd03pkb7Qe2T2tR/ZG65H9cyTv711pM3oCmG0ee3O7lN1ccxLseh6MMS+xsSD4rw40ot62m/n6beAXrbXtjcTyibWbuXIDzwP/FAgAXzPGXLLW3jjo4HrQbubrB4FvAd8PnAH+2hjz/1prCwcd3BGke7z0Aq1Hdk/rkb3RemT3tB7ZG61H9s+RvL8rQXEw5oBT93w+ykaGb6/XnAS7mgdjzHPAy8B7rbXrhxRbL9rNfL0AfObuYqAPeJ8xpmWt/b8PJ8Sesdu/h2vW2jJQNsZ8BXgrcBIXBLuZrw8Bv2E3DjbeNMbcBi4A/3A4IR4pusdLL9B6ZPe0HtkbrUd2T+uRvdF6ZP8cyfu7jngcjK8DTxljThtjvMBPAX/5pmv+Evjg3eqqLwJ5a+3iYQfaAx45V8aYMeDPgZ85oZnkez1yvqy1p621E9baCeBPgV84gYsB2N3fw78A/mtjjNsYEwS+G7h6yHH2it3M1x02fruDMWYAOA9MHWqUR4fu8dILtB7ZPa1H9kbrkd3TemRvtB7ZP0fy/q4dFAfAWtsyxnwM+AIblWj/yFr7ujHm5+9+/ffZqGb8PuAmUGEjE3ji7HKufhlIAf/b3Sx8y1r7Qrdi7qZdzpewu7my1l41xvwV8ArQAV621m7bqum42+XP1q8D/94Y8yob2wZ/0Vq71rWgu8gY838B3wf0GWPmgF8BPKB7vPQOrUd2T+uRvdF6ZPe0HtkbrUd277iuRczGzhgRERERERERke7REQ8RERERERER6TolKERERERERESk65SgEBEREREREZGuU4JCRERERERERLpOCQoRERERERER6TolKERERERERESk65SgEBEREREREZGuU4JCRPadMea7jDGvGGP8xpiQMeZ1Y8yz3Y5LRERETg6tR0SOHmOt7XYMInIMGWP+J8APBIA5a+3/0uWQRERE5ITRekTkaFGCQkQOhDHGC3wdqAHvtNa2uxySiIiInDBaj4gcLTriISIHJQmEgQgbv7kQEREROWxaj4gcIdpBISIHwhjzl8BngNPAkLX2Y10OSURERE4YrUdEjhZ3twMQkePHGPNBoGWt/T+NMS7g740x32+t/ZtuxyYiIiIng9YjIkePdlCIiIiIiIiISNepBoWIiIiIiIiIdJ0SFCIiIiIiIiLSdUpQiIiIiIiIiEjXKUEhIiIiIiIiIl2nBIWIiIiIiIiIdJ0SFCIiIiIiIiLSdUpQiIiIiIiIiEjXKUHx/7cHhwQAAAAAgv6/doYFAAAAAHYBUnerwzFr9lMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1496,7 +1523,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1512,7 +1539,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 8.67269989097597
\n", + "Objective: 8.96760069000433
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -1526,16 +1553,16 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.7095339864975491 +ve
rbf.lengthscale 0.10888996175214595 +ve
Gaussian_noise.variance5.539512723356558e-09 +ve
rbf.variance 0.689157032819064 +ve
rbf.lengthscale 0.10464013007154263 +ve
Gaussian_noise.variance2.970755146031203e-07 +ve
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1554,22 +1581,22 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1603,7 +1630,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1626,7 +1653,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 8.705963798294754
\n", + "Objective: 9.020103897932405
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", @@ -1640,16 +1667,16 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.7026408590043611 +ve
rbf.lengthscale 0.11245661515115553 +ve
rbf.variance 0.6872899297013433 +ve
rbf.lengthscale 0.10724149036113065 +ve
Gaussian_noise.variance 0.01 fixed +ve
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1676,12 +1703,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1733,22 +1760,22 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1803,7 +1830,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1841,12 +1868,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1886,7 +1913,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1905,7 +1932,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1921,7 +1948,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 612.8931626031546
\n", + "Objective: 612.8931624338097
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -1935,16 +1962,16 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
rbf.variance 121434.14429420912 +ve
rbf.lengthscale 101.51015235706501 +ve
Gaussian_noise.variance 4.578068531409753 +ve
rbf.variance 121454.35322493398 +ve
rbf.lengthscale 101.50286832187984 +ve
Gaussian_noise.variance 4.57811570031246 +ve
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1960,12 +1987,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1995,7 +2022,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -2026,15 +2053,15 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 10.0 +ve fixed
rbf.lengthscale 9.792209508640323e-105 +ve
rbf.lengthscale 9.721141853908108e-105 +ve
Gaussian_noise.variance 1e-05 +ve fixed
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -2062,12 +2089,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2107,14 +2134,27 @@ "\n", "### Exercise 6\n", "\n", - "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?\n", - "\n", - "```python\n", - "k_L = GPy.kern.Linear(1, variances=[1.])\n", - "```\n", - "\n", - "(b) How might we encode this trend in the mean estimate of the GP ?\n", - "\n", + "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`k_L = GPy.kern.Linear(1, variances=[1.])`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) How might we encode this trend in the mean estimate of the GP ?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "> Use a mapping function to represent the linear trend. We can hard code the parameters (gradient and intercept), or give them priors." ] }, @@ -2127,7 +2167,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -2143,7 +2183,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 7695.687492021736
\n", + "Objective: 7695.687490786751
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -2163,7 +2203,7 @@ "" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2171,7 +2211,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAHgCAYAAABn17aGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzde3Bcd33//+eRVndpV1fLWjmObcWxpZUT+YIdciFODJQkQA1faiBcktKGhqb1t5dfSjLzg5Dw7QyZMKVfl0sKUy6hpcSFIeRH3DYTwCYZTIKduKCV7NhOHNtaea2Ltau7tNL5/XH2WKvV3rQrWVrp9ZjxyNo9Onuc9JuvX7w/n9fHME0TERERERGR5SZnoR9ARERERERkISgMiYiIiIjIsqQwJCIiIiIiy5LCkIiIiIiILEsKQyIiIiIisiwpDImIiIiIyLLkWOgHyER1dbW5Zs2ahX4MERERERFZpI4ePdptmmZNrPeyOgytWbOGI0eOLPRjiIiIiIjIImUYxlvx3tMyORERERERWZYUhkREREREZFlSGBIRERERkWUpq/cMxTI+Ps758+cZGRlZ6EeRFBQWFrJq1Sry8vIW+lFEREREZJlZcmHo/PnzlJWVsWbNGgzDWOjHkQRM06Snp4fz58+zdu3ahX4cEREREVlmltwyuZGREaqqqhSEsoBhGFRVVWmKJyIiIiILYsmFIUBBKIvo35WIiIiILJQlGYYWmt/v5+6772bdunVs3bqVt7/97fzkJz8B4ODBg7hcLjZv3kxjYyOPPvpozHs8+OCDeDweHnzwQZ588kmeeuopAL773e/i8/mu2J9FRERERGSpWnJ7hhaaaZrs3r2be+65hx/84AcAvPXWWzz77LOXr7nlllv42c9+xuDgIC0tLbz3ve9l69at0+7zz//8z3R1dVFQUDDt9e9+97s0Nzfjdrvn/w8jIiIiIrKEKQzNsV/84hfk5+dz//33X37t6quv5i//8i9nXFtSUsLWrVs5ffr0tDD0/ve/n8HBQXbs2MHDDz9Me3s7paWlrFmzhiNHjvCxj32MoqIiDh8+TFFR0RX5c4mIiIiILDVLOgw9+v95afMF5/SeTW4nj7zPE/d9r9fLli1bUrpXT08Pv/nNb/jc5z437fVnn32W0tJSjh07BsAXvvAFAD70oQ/x1a9+lS9/+cts27YtvT+AiIiIiIgASzwMLQYPPPAAL730Evn5+fz2t78F4MUXX2Tz5s3k5OTw0EMP4fHED1ciIiIiIjI/lnQYSjTBmS8ej4cf//jHl7//2te+Rnd397RJjr1nSEREREREFo7a5ObY7bffzsjICN/4xjcuvzY0NDRn9y8rK6O/v3/O7iciIiIislwpDM0xwzB45plnOHToEGvXrmX79u3cc889PP7443Ny/3vvvZf777+flpYWhoeH5+SeIiIiIiLLkWGa5kI/Q9q2bdtmHjlyZNpr7e3tNDY2LtATSTr070xERERE5othGEdN04zZPqbJkIiIiIiIZM7vh2PHrK9ZYkkXKIiIiIiIyBXg98PXvgahEDgc8MADUFu70E+VlCZDIiIiIiKSmc5OKwitWWN97exc6CdKiSZDIiIiIiKSmbo6ayLk9cLwsPX7LKDJkIiIiIiIZKa2FvbssYJQURHs358Ve4cUhkREREREJDN+vzUVKioCjydrlsopDM2xvr4+vv71r6f1s3feeSd9fX0Jr/n85z/PCy+8kNb9M5XKZx88eJBf//rXV+iJRERERGTB2eUJv/41vPaaFYocDmvp3CKXHYv5sogdhv78z/98xnsTExPk5ubG/dkDBw4kvf9jjz2W0fNlIpXPPnjwIKWlpdx4441X4IlEREREZMHZ5Qkej/X9jTfCzp1qk8sWc1mJ/tBDD3H69GlaWlp48MEHOXjwILfddht33303mzZtAmD37t1s3boVj8fDN7/5zcs/u2bNGrq7uzlz5gyNjY3cd999eDwe3v3udzM8PAzAvffey49+9KPL1z/yyCNs2bKFTZs2cfz4cQC6urp417vexZYtW/izP/szrr76arq7u2c8a2lpKX/7t3/Lli1b2LVrF11dXQAcO3aMG264geuuu44PfOADXLp0KaXPPnPmDE8++SRf+cpXaGlp4cUXX+Q//uM/aG5u5vrrr+cd73hH5v+ARURERGRxscsTzpwBlytrghAoDF2e6u3fb33NNBB96UtfoqGhgWPHjvHEE08A8Morr/D3f//3tLW1AfDtb3+bo0ePcuTIEfbt20dPT8+M+5w8eZIHHngAr9dLeXk5P/7xj2N+XnV1Na+++iqf+cxn+PKXvwzAo48+yu23386rr77KBz7wAc6ePRvzZwcHB9myZQuvvvoqt956K48++igAn/zkJ3n88cf53e9+x6ZNmy6/nuyz16xZw/33389f//Vfc+zYMW655RYee+wx/vu//5v/+Z//4dlnn53dP0wRERERWfxqa61zhfbsyZrzhWzLPgxdiUr07du3s3bt2svf79u3j+uvv54bbriBc+fOcfLkyRk/s3btWlpaWgDYunUrZ86ciXnvD37wgzOueemll/jIRz4CwHve8x4qKipi/mxOTg4f/vCHAfj4xz/OSy+9RCAQoK+vj1tvvRWAe+65h1/96lcpf3a0m266iXvvvZdvfetbTExMxLxGRERERLKY32/9JbquLquCEGjP0LSp3nzt8yopKbn8+4MHD/LCCy9w+PBhiouL2blzJyMjIzN+pqCg4PLvc3NzLy+Ti3ddbm4uoVAIANM003pOwzBmdX2sz4725JNP8vLLL/Pcc8/R0tLCsWPHqKqqSuv5RERERGSRaW2FffusFjmXy5oMQdaEo2U/GZrrqV5ZWRn9/f1x3w8EAlRUVFBcXMzx48f5zW9+k9kHxnDzzTezf/9+AJ5//vnLe36iTU5OXt4D9IMf/ICbb74Zl8tFRUUFL774IgDf//73L0+JUhH95z99+jQ7duzgscceo7q6mnPnzqX7xxIRERGRxcTvt4JQayucPg2BgPX7udyDMs+W/WQIrAA0V6G1qqqKm266iebmZu644w7uuuuuae+/5z3v4cknn+S6665jw4YN3HDDDXPzwREeeeQRPvrRj/L0009z6623UldXR1lZ2YzrSkpK8Hq9bN26FZfLxdNPPw3A9773Pe6//36GhoZYt24d3/nOd1L+7Pe973186EMf4qc//Sn/9E//xFe+8hVOnjyJaZrs2rWL66+/fs7+nCIiIiIyj5Itf+vstCZClZXQ2wtut/W6vQflzBnrmkU8HTLSXVK1GGzbts08cuTItNfa29tpbGxcoCdaHEZHR8nNzcXhcHD48GE+85nPcOzYsRnXlZaWMjAwsABPOJ3+nYmIiIgsMnbLWChk7SWJtYTKviYQgOFh2LsXamqS/9wVZhjGUdM0t8V6T5OhJejs2bPs2bOHyclJ8vPz+da3vrXQjyQiIiIi2cRuGaushPZ2a/lbrFBjb6dobp56/4EHsmbPkMLQErR+/Xpee+21pNcthqmQiIiIiCxCdXUwMgLPPGN9f+DA9MATPTlqbp762bncgzLPln2BgoiIiIiIxLBhA6xeDbt3Q0HB9DNorsT5NFeAJkMiIiIiIjIlci/Q+fPWPiCXa/oZNFfifJorQGFIRERERGS5SOWAVHvq4/FY3994I+zcOf16+3yaLNkbFI/CkIiIiIjIcpBKQxxY73V3w+CgNRGKDkK2LNobFI/2DM2xvr4+vv71r6f98//4j//I0NDQnDzLk08+yVNPPZXwmmPHjnHgwIE5+TwRERERWcRS2efj91sHphYVWXXZe/bEDjx+Pxw7tugPVU1GYWiOLaYwdP/99/PJT34y4TUKQyIiIiLLhD3x+e1vra+OGIvEIpfIVVdbv49mT5j277e+ZnEgUhiCOU22Dz30EKdPn6alpYUHH3wQgCeeeIK3ve1tXHfddTzyyCMADA4Octddd3H99dfT3NzM008/zb59+/D5fNx2223cdtttM+69Zs0aPvvZz7J9+3a2b9/OqVOnAHjrrbfYtWsX1113Hbt27eLs2bMAfOELX+DLX/4yADt37rz8s9deey0vvvgiY2NjfP7zn+fpp5+mpaWFp59+mkOHDtHS0kJLSwubN2+mv78/438mIiIiIrLA7ImPacLRo9bX/ftn/v03VjFC9N+Vl0iTHGjPUOprJ1P0pS99idbWVo4dOwbA888/z8mTJ3nllVcwTZP3v//9/OpXv6Krqwu3281zzz0HQCAQwOVy8Q//8A/88pe/pLq6Oub9nU4nr7zyCk899RR/9Vd/xc9+9jP+4i/+gk9+8pPcc889fPvb32bv3r08Y3fCRwiFQrzyyiscOHCARx99lBdeeIHHHnuMI0eO8NWvfhWA973vfXzta1/jpptuYmBggMLCwrT/WYiIiIjIImEHmJUrobDQ+moHmei/+0YepAoz/668RJrkQJOheU+2zz//PM8//zybN29my5YtHD9+nJMnT7Jp0yZeeOEFPvvZz/Liiy/icrlSut9HP/rRy18PHz4MwOHDh7n77rsB+MQnPsFLL70U82c/+MEPArB161bOnDkT85qbbrqJv/mbv2Hfvn309fXhiDU+FREREZHsYgeYYHD618ggYw8Jfv5zOHTIei3W35XtJrk9ezIeJCw0/U13npOtaZo8/PDD/Nmf/dmM944ePcqBAwd4+OGHefe7383nP//5pPczDCPm7+NdE6mgoACA3NxcQrHWf2It87vrrrs4cOAAN9xwAy+88AIbN25M+lwiIiIisohFVmHfd58VbKIrsVtboaMDGhuht3eqNjvWsrksr9S2KQzNcUd6WVnZtH02f/AHf8DnPvc5Pvaxj1FaWkpHRwd5eXmEQiEqKyv5+Mc/TmlpKd/97nen/Xy8ZXJPP/00Dz30EE8//TRvf/vbAbjxxhv54Q9/yCc+8Qn+7d/+jZtvvjnt5z19+jSbNm1i06ZNHD58mOPHjysMiYiIiCxWswkmiaqw/X547jk4ccL6tWPH1D0j/64Mc7rFZKEpDMGcdqRXVVVx00030dzczB133METTzxBe3v75eBSWlrKv/7rv3Lq1CkefPBBcnJyyMvL4xvf+AYAn/70p7njjjuoq6vjl7/85Yz7j46OsmPHDiYnJ/n3f/93APbt28enPvUpnnjiCWpqavjOd76T8vPedtttfOlLX6KlpYWHH36Yl156iV/+8pfk5ubS1NTEHXfcMQf/VERERERkzrW2wr59Vg22y5VZMOnstPYS7d4N7e1w551T94r8u/KxY1PL5s6cib3nKIsYpmku9DOkbdu2beaRI0emvdbe3k5jY+MCPdH8WrNmDUeOHIk7NcpWS/nfmYiIiMi88Pvhc5+zAlFlJTQ0wB//MbS0xL8+coIU6/tUJj5zXD52JRiGcdQ0zW2x3tNkSEREREQk23R2WhOhykq4cAEKCmKfGwQzA8yePVatdmSggektctEBJzI8zeEWk4WmMJRF4jXAiYiIiMgyU1dnLY2rqwOfzwpF+/dDTc3MgBLZCHfmDHi9079vbbXa4+xwZFdq22JNg+JNoLKMqrVFRERERLKNXWzwznfCLbfA294W/5gYhwO6u60Q5HCAxzO9IQ4SHzWzhA5ZjbYkJ0Omacatl5bFJZv3rImIiIgsqNpa2LnTCjnxjomxSxZME4aHrVrt5mZrghTZEHfoUPx7RNZrj4xAT481LcryJXKwBAsU3nzzTcrKyqiqqlIgWuRM06Snp4f+/n7Wrl270I8jIiIikp3i1WvPpmQhWUW332/d58CBqf1JWVCeAMusQGHVqlWcP3+erq6uhX4USUFhYSGrVq1a6McQERERyV7xjomJLFno7QW3e+bUJ9k9It9vbYW+vumHsmZBGEpkyYWhvLw8TRlEREREROyShYYGKwjt3Zt+eIl3KGuWW3JhSEREREREmCpZiLf8zV4a53BYxQiJqrITHcqaxRSGRERERESyTbI9PrZ4y9/suuxAAF57DTZvtqZI8fYB2SUKvb1QXz+zfjtLKQyJiIiIiGSTWOf+xAs88QKTXZftdE7/Gm8fULIpU5ZSGBIRERERySbRh6ja5/5EBpVkgcme9AQC1tdgcOoQ13iSlSxkIYUhEREREZHFJNkSOPsQ1cFBK8A4HDODT6zAFHmvyEnPffcl3zO0RCkMiYiIiIgsFskmOn4/7N9vVWbbh6iGQjODT+RBqbEOUoUlOemZLYUhEREREZHFItlEx37f47Hetyc6sYLPrbdaX5ubE4eeVMsYliCFIRERERGRxSJ6CVz0RCdW8IkuN4Dp06VEzW+trbBvnzVpStQmt0QpDImIiIiILAaxlsBFB5N4rW6RS96OHUs8XYr8vH37rEBUWWkdzhrv2iUqZ6EfQEREREREmFoCd9VVMDFhhZVYamuhpSV+aEllv5D9eUVFVhDq7bUCWKI2uSVIkyERERERkcWgrg5GRuCZZ6zvDxyYud8nlf09qZ4JVFdnLY1raAC3G/buXVZTIVAYEhERERFZHGpr4a67rLN/GhutaU3ksrVUmuYiA1CyYLNED1KdDYUhEREREZHForkZ6uutIBS9xC1R01yyoBTPMq/XVhgSEREREZlPs6muTjStSdQ0l6ySW2JSGBIRERERmS+zqa6ODE0tLTPfS9Q0F1maMDICPT3WzygQJaQwJCIiIiIyHyKrq0tKoKbG+n28muvIZW579kwdqFpbG/uw1Uj2RKm11Spe+PnP4dChZXdu0GypWltEREREZD7Y1dUlJdDeDm1tVlCJVZkducwtELBC1P79VkDy+1Ory7ZDT1+fVZcdCln3lbg0GRIRERERmQ92dXVNDXR1wR/+IYyPx97PExl2hoetEBW5/6elJXnzm98Pzz0HJ05Yv3bsWHbnBs3WvIchwzBygSNAh2ma7zUMYy3wQ6ASeBX4hGmaY4ZhFABPAVuBHuDDpmmeme/nExERERGZF9FL18bHE0917LDjcFhToegpULLmt85OKCyE3butSdSdd2qJXBJXYjL0v4F2wBn+/nHgK6Zp/tAwjCeBPwG+Ef56yTTNawzD+Ej4ug9fgecTEREREZkfdoBpbk4+1Yl8v6Zm+vepNNLZ06XeXqueu7l5fv9sS4Bhmub83dwwVgHfA/4e+BvgfUAXsNI0zZBhGG8HvmCa5h8YhvHf4d8fNgzDAVwAaswED7ht2zbzyJEj8/b8IiIiIiLzLlnj3GzOEJpNjfcyYRjGUdM0t8V6b74LFP4R+DtgMvx9FdBnmqZdf3EeqA//vh44BxB+PxC+XkRERERk8fD74dix2EUIs70usnHu9GmrPCG69CCyXCFZKUJtrbW/SEEoJfO2TM4wjPcCF03TPGoYxk775RiXmim8F3nfTwOfBli9evUcPKmIiIiISIpSndKkep3dOFdZaS1vc7tn7ilKpUlO0jKfe4ZuAt5vGMadQCHWnqF/BMoNw3CEpz+rAF/4+vPAVcD58DI5F9AbfVPTNL8JfBOsZXLz+PwiIiIiItNFTmnsprd4ISf6Ovv1yCVsduNcQ4MVhPbunXm/yHIFLX+bU/MWhkzTfBh4GCA8Gfp/TNP8mGEY/wF8CKtR7h7gp+EfeTb8/eHw+79ItF9IREREROSKS3VKE32dwxF/UnTrrdbX5uaZe4UiA5BC0JxbiHOGPgv80DCM/wO8BvxL+PV/Ab5vGMYprInQRxbg2URERERE4ousy07lOjvMxJsURQakyPa32ZQmSNquSBgyTfMgcDD8+zeA7TGuGQH+6Eo8j4iIiIhIWvz+qXODCgrg0KH4QSV6mhM9UUq05C7yPa8XDh6EnTsViObYQkyGRERERESyjz2t6eiAEyesw017e+PvG4oUb99PvCV39jI7rxdee816zevVhGiOKQyJiIiIiKTCntY0NlphqL3dOtw0et+QPT2C6fuAoidFiYoR7PcOHrS+93gSFzZIWhSGRERERERSYU9renth+3a4667YpQePPw6vvGJ9v2MH/N3fxQ8wiYoRamutEPTzn1tTIZdLtdpzTGFIRERERCRVkc1vMFWEELnXJxCAsjLr+76++NOc6La4WO/v32+dQzQ8DPfdp6nQHFMYEhERERFJJrrdrbbWCirRbW/2uUEnTlg/V14+fZpjByCHI/bPR7KX5dlL5EKhK/bHXS4UhkREREREkk1pWlut4oTGRmuZnNcbvwnurrvgxhuhomL6MrrIQNXdbU18Eu0FSvVMI0mbwpCIiIiILG/JzvTx++G556xpz4kT1j4gj8cKRJFBJdl9IuuyBwetpW+Jgk6iggWZEwpDIiIiIrK8JTrvx36/sNCq0m5vhzvvtCY+NTXTg8qxY4nvEznpcbmsPUChUOKgk6hgQTKmMCQiIiIiy5vDYS1bGxyM3dgW2SJXXz9VnhAdVJIta4uc9DgcyYOQzDuFIRERERFZviIb23p64JZbZl6T6nK1VK6zX0u0nE6umJyFfgARERERkQVjL5G76iprovOf/2kFFb8/vfvV1kJLS+JwE7ksLxSaqueWK06TIRERERFZvuylbe3t1vd2W1zkfp9ExQjJWuhiSbYsT64YhSERERERWb7spW2trXDggBWEovf7xCtYiA5Je/Yk3wekg1QXFYUhEREREVne7CKE5ubYU554xQiRIcnrhX37oLo68T4gHaS6qCgMiYiIiIhA/BrreMUIkSFpeNia9sSr1bbpINVFRWFIRERERJaeVPfyRF8X6+fi3Su6Knv//uQhRwepLioKQyIiIiKytCQqPEh03Z49VqCJ/DlIfK/IaVL0Iazx6CDVRUPV2iIiIiKytNj7cioroaPDKkeIpbXVer+y0rre651ZeZ1qDXY6rXKy4DQZEhEREZGlpa4ORkbgmWes7w8csMoRIkOK3w/PPQcnTli/duywSg283plL3ZLt8WlttcoTioqsqmwdopo1FIZEREREZOnZsAEuXIAtW2aeGwTW94WFsHu3dcbQnXdagSnWUrdEe3z8fisItbZaE6aGhvjlCbLoKAyJiIiISHZIZSmavQ8oEIDz561wE+tg08iDT+vrrSAEM/fzJPvMzk5rIlRZaYUut1sNcVlEYUhEREREFr9USxEiz/EBuPFG2LlzZsBJ5eDTVD6zrs4KWw0NVhDau1dToSyiMCQiIiIii59ddtDYGHvZmy1y4uNyWaHILj2wr0928Kk9DerpmSpPiHd2kKqys5rCkIiIiIgsbpFlB7//vbUfyBHjr7HRE58PfGBmVXZtbeKDTyOnQSMjYBipnR2kEJSVFIZEREREZHGzyw527YJnn4WJCSvk1NRMDyHR0yO/P/5k59Zbra/RLXORVdpnzlifWVWlqc8SpTAkIiIiIoubPck5fx5KSmI3xKValR29D8guToj+LPtnosOSLCkKQyIiIiKyuNn7clpbrTODentnLltLtSr72LHE+4C0B2hZURgSERERkcXNLjRobrZ+xQoqqVZlJ9ovZIssWoj8XpYchSERERERWbxi1Vu3tMy8JpWqbEht8hN5VtHwsFWXHb2cTpaEnIV+ABERERGRuCILDUKhqWlNrGs8HqiunlmVHa221gpU8QJTZ6cVhE6ftpbm7dtnBSRZchSGRERERGTxSmVZWyrXzPYzh4etvUmVldbEKVYIk6ynZXIiIiIisjDsvUDJigqia7Cjfy7Z0rfI6yH5Z9bWWkvj9u2zgpDLlXnAkkVJYUhERERErrxYe4FihZjoGux4Pxfv4NNYh6gWFMT/TFtzM3zxi2qVW+K0TE5ERERErjz7gNTKyuR7gSL3C8V6ze+3KrNj7euJvD4QgL6+xPuPIiXbWyRZT5MhEREREbmyIg9I/f3vYcMGa1ITLd5eoMjXHI7EE6bIe7hc1mRorvYWSdZTGBIRERGRK8s+IHXXLnj2WZiYsKqxa2pSOwA18rXIyU+iQ1RbW6e+D4W09E0AhSERERERudLsA1IHBqCkBLZssZrbooMMxN4LFP1aKk1yhw5NPzdIQUhQGBIRERGRuZJKO1zkAalDQ1ZRQW9v7CCTbttctMhzg3p7rZa4L35RgUgUhkRERERkDqTSDgfTD0g9c8ZaKldVNTPwJLuf328tfTtwYKodrrk59rPFOzdIYWjZU5uciIiIiGQuVstbLNGlCM3NU3t/ItvgEt3PDko/+AG8/HLiRjqYOjeouRkaGnRukFymyZCIiIiIZM4OOV6vNYWJ1Q4HM0sRIPYEKF6THEwFpcZGq5GuvR3q6xMHHJ0bJDEoDImIiIhI5mprYc8eaz9OUVHsdrjIa+3Xjx2L3QYXr0kOpoJSby9s3w533RV/v1C8zxVBYUhERERE5kooBNXV8WuuYWYpQrwJUKLyhOi67FSCkEgMCkMiIiIiMjfsyuzBwdj7cuKVIkRPgFItYzh0yLrm0KH414gkoAIFEREREclcZGX28LC1ZC46nLS2QkfHzMKD2lpoaZm6PpUyhnj3kgUzMWly0t/Pr091L/SjpEyTIRERERGJza6vhuRL0aIrs0Ohmfd67jmr8ODECdixI37hQaLyhNneS+Zd98AoXl+Q9s4gw2MT1JcXLfQjpUxhSERERERm8vvh8cfhlVes73fsgL/7u/iBKDLAjIxAT491j8hpT2Eh7N5ttb/deWf8eyUqT5jtvWRejIYmeP3CAK2+ABcCIwv9OGlTGBIRERGRmTo7IRCAsjIYHYXTp60pUaLQceutcOkSHD4MP//59L08kQ1w9fUzD0iNLEywPz9eBXaye8m8ME2T85eG8fqCnLrYz/iEudCPlDGFIRERERGZqa7OKkH4/e/hwgVYuRIOHIi9XK61dapSe3jY+rphQ+pV2ZGFCSMjYBhQUBC/PCHZ5Ejm1MBoiDZfEK8vQN/Q+EI/zpxSGBIRERGRmWpr4bOftULNoUOwZYs1iYmuy25thUcegbNnpyZAw8Ozq8qOLEx4+WXrtR074tdz28+nEDRvJiZN3uwewOsLcqZ7iEkz+6dAsSgMiYiIiEhstbXWvpyODisIRZcZ+P3WROitt6wldQBuN+zda4WbVKuyI/cbuVzWZCheeYLMq56BUVp9QY53Bhkam0jrHqZpEpqYxCm4JN8AACAASURBVJG7+IurFYZERERElpNEE5pYEi1J6+y0lsStXGl9v3q1FYSi9/BETn5iTXuiP8P+GS2BuyLsMgSvL0BnBmUIg6Mhjl/o59/9/QyPT3DvTWvn8Cnnh8KQiIiIyHKR6mGm0eItSbP3FTU0TE2EYpUZJKvKtj8DpkJQS8us/mgye+cvDeH1BTnpT78MYXLS5EzvIG2+IG92DzJpwtVVxdRXFM/x084PhSERERGR5cI+qLSxMfb+n0jRE6RYE6VUiwxSuc4OaoGAtecoXrCSjAyMhmjvDOLtCHApgzKES0NjtIXPFhocm6AoL5fNV1XQ5Hayqd7Fu5qyY6KnMCQiIiKyHMzmoNLoCdKePbB/f+yJUipFBqkszbOrvE+ftoLavn3wxS9qmdwcsMoQBvH6AhmVIYxPTHLyorWcztc3gmHAmqoSPG4na6pKyM0x5vjJ55/CkIiIiMhyEHlQ6auvwrXXxr82eoLk9cbe85Mo5NjvORzxg1Qku4WutxcqK629SIkmV5JUz8Ao3vD0JpMyBH9wFK8vwOv+AcYmJikvyuOmhio21jkpLcjuOJHdTy8iIiIiqbH37Zw7B+fPQ1ubFXiiw0msCZLHYwWiyD0/ifYfRb7X3W0FG48neVX23r1T5xW5XGqSS8NoaIKT/qnpTbqGxqwyBK8vSO/gGI4cg/W1pXjqXLjLCzGM7JsCxaIwJCIiIrIc2Pt2Dh60vo8XTiInSO3tcOed1t6dmprpU6Bjx+I3xEW2xw0Oxj53KJbmZmtpnJrkZq2jbxhvR4CTFwcYC02mdY/JSZO3eofw+gKXyxBWOgvZtXEF62tLKXDkzvFTLzyFIREREZHlorYWdu6cOeWJZE+Qenuhvn6qxCB6b1Cihjj7Pa/XCkJ33w3l5akFHB2mmrJBuwwhPL1JV9/QGG2dQdo6gwyOWmUILVeV01TnpKq0YA6fePExzCw+TXbbtm3mkSNHFvoxRERERLJLsr0+ra3W75ubEweTRPdpbbWWvJmmdYiq2uHmxOSkyRtzVIZw6uIAXl+Qjr5hDKxKbI/bxdrq9MsQHDkGm1dXcPP66rR+fj4YhnHUNM1tsd7TZEhERERkOYgOLonqre19QMnCS6IpTihk7f1RO9yc6B0cw+sLWFXWoxmWIXQGeP2CVYbgKsrjxoYqGjMsQ1jhLMDjdrFxZRmFedmznE5hSERERCTbJauujlV2ADN/JnKvT6Kyg1Q+U+1wGRsLTfK6v3/OyhDafEF67DKEFaV43JmVIRTm5bJxZRket5MVzsK0n28hKQyJiIiIZLNUlqNFV2W3tsKhQzOb4BLtA4qUqEnOpna4tPn6hmnNtAzBNDnbM4TXF+SN7oHLZQi3b1zBtRmUIRgGXFVRjKfeyTU1pThyc9K6z2KhMCQiIiKSrfx+K2y8+qp1YGl5+czlaLGqsiH2BMhunEt2dlBPT2oTJLXDpWyuyhACw+Ph5XT9DIyGKMrL5fpV5TS5nVRnUIZQVujA43bR5HbiKspL+z6LjcKQiIiISLbq7LSmLvYStJUrZy5Hi1eVfejQzAlQsmIFexo0MmKNCFKpy1Y7XFyTkyZv9gzi9QV5s2sw7TKEUEQZwvmIMoR3XFvNuurSjMoQGlaU4nE7WV1ZvGTOFoqkMCQiIiKSrerqrOVnGzda5/ls3DhzOZrDYR18Ojg4VZUdawKUbOlb9H6iXbugqkoTnzRcGhzD6wvS3hlkYDSU1j1M0+Ri/yheX5AT/n7GQlYZwtvXVdFYV0ZZYfrTm5qyAjxuJ411zqwqQ0iHwpCIiIhItooMNQ6HFVYiw4nfD/v3W9Oi4WG4776p96InNsnKEyL3E42MTL2mIJSSsdAkJy/24+2wqqzTNTw2wfELQbydQXoGrDKEa8LTm/ryorSnNwV5OWxcWUaz25W1ZQjpUBgSERERyWaJlqHZAcfjsUJMKMEUIll5gh28XnwRfvpTePZZa6ldrPIEuawzMExrR5DXw9ObdEyaJud6w2UIXYNMmCa1zgJu37CCa1dmVoawqqKY5iVShpAOhSERERGRxSZZbXW866K/T7UdDpKXJ9ief946O+jSJWhoUF12DENjU2UIPQOZlSG0+YK0hZfTFeblsGmVC88clCE0uZ146ly4ipdOGUI65i0MGYZRCPwKKAh/zo9M03zEMIxdwBNADjAA3Gua5inDMAqAp4CtQA/wYdM0z8zX84mIiIgsSnZVtl1HHW/yEr3HZ88ea0lc9J6fVNrhIg9iTRRs7MKGykqrotvtVl122OSkyZmeQVp9Qc50DzIxmUEZQle4DOGStZzu6qpi3rG+mrU1JThy0pve5OYYNNRYy+murlqaZQjpmM/J0Chwu2maA4Zh5AEvGYbxn8A3gD80TbPdMIw/B/5f4F7gT4BLpmleYxjGR4DHgQ/P4/OJiIiILC52VXZrqxU4Ek1eovf4eL0z9/zY1yVrh7PDVPSeo2h2YUNDgxWE9u5d9lOhS4NjtHUGafNlXobQFi5DGA1N4ix0zEkZQrVdhrDSSVH+0i5DSMe8hSHTNE2syQ9AXviXGf7lDL/uAnzh3/8h8IXw738EfNUwDCN8HxEREZGlbzaTl+glcB6PFYjs7x2O1NvhvF4rhFVXxz9EFVJfSrfEjU9M8rq/H68vSMelDMoQxic4caEfry9A98AYuXYZQp2TVRWZlyF43C5ql1EZQjrmdc+QYRi5wFHgGuBrpmm+bBjGnwIHDMMYBoLADeHL64FzAKZphgzDCABVQPd8PqOIiIjIohE5eSkvh3e/O/H1t95qfbXrsmtqpoLKbNrhhoetEJbsEFVY1ucGdQaG8XZMVVmnwzRNzkaVIawoK+C2DTVsqC2jIM0qa7sMweN2cs2KUvKWYRlCOuY1DJmmOQG0GIZRDvzEMIxm4K+BO8PB6EHgH4A/BWJF3xlTIcMwPg18GmD16tXz9uwiIiIiV5w9eWlthQMH4NVX4Xe/mzmpiV7i1tw89fOR16XSDmfXcu/fn1rRwjJjlSH00xae3qQrODyOt9M6W6h/JEShI4dN9S6a3E5qyjIsQ6hz4nGrDCEdV6RNzjTNPsMwDgJ3ANebpvly+K2ngf8K//48cBVw3jAMB9YSut4Y9/om8E2Abdu2aQmdiIiILC21tVZAKSiIP6lJNvWx75NsSZsdnvz+mVOmZWxy0uSt3iFaOwK8mWEZwumuQbydAc71WsvpVlcWc/M11azLsAxhXU0JHreLNSpDyMh8tsnVAOPhIFQEvBOrFMFlGMa1pmm+DrwLaA//yLPAPcBh4EPAL7RfSERERJYVu93N3vMTb1KTamV2Kkvaotvr7CnTMtQ3NIbXNzW9SdfF/hG8viAnLkyVIdywtpJGtxNnJmUIpfl46l0qQ5hD8zkZqgO+F943lAPsN03zZ4Zh3Af82DCMSeAS8Knw9f8CfN8wjFNYE6GPzOOziYiIiCwus2l3SzT1SfWMIvvaVNvrlqjxiUlO+gfw+gJ09A2T7v8UP3K5DCFI18CoVYZQU0qT28lVGZYhbKi1yhBWulSGMNfms03ud8DmGK//BPhJjNdHgD+ar+cRERERWWgJc0r00rdQCFpaZnej2dZlL+Nzgy4ERvD6Ahy/kFkZwrlLw3h9AU53WcvpVpQVsPPaGjasLKMwzTIEgFUVRXjcLtbXqgxhPl2RPUMiIiIiy110TpnRXp3q0rdEN5ptXfYyOzdoeGyC9gtBvB2ZlyG0dQZpCy+nK3Dk0Oy2SgwyLUNorHPicTspL85P+z6SOoUhERERkSsgWeeBn1q6bn2AOjqpak6wxC3RjWZbl70Mzg0yTZO3eoZo9QWsKusMyhDe6B7E6wtytncIsMoQbmqopqGmBEea05vcHIO11SU017u4urKYnByVIVxJCkMiIiIi88zvh54eGB2NPfiZGvbU4nDU8kAzxI0lDgd0d8PgoDXVibxROnXZS/TcoMDQOF5f4PL0Jl1d/aOXl9ONhiYpK3SwY20lTXVOnEWZlSE0uV001pVRnK+/ki8U/ZMXERERmUeRq9pME3btmtleHXfYE703yO+3Ak5RkTX5ue++2NMe+7XIQ1iXYOCJNj4xyamLA3h9Qc5fGsqsDMHfT5svyMV+qwyhIVxlnUkZQr4jXIZQ76TOVZTew8mcUhgSERERmUfRQaeqKvbWnRnbhWLtDbJv5vFMlSzEM5tWuSznD47Q2hHghL+f0fHMyhDafEFOdQ0wMWlSUzo3ZQj1FUU0qwxhUVIYEhEREZlHqfQixNy6cyzGuGguShaWiMtlCL4g3f2jad8nODJOu88qQwiGyxA8bqvEYEVZ+lXWpQVTZQgVJSpDWKwUhkRERETmUaodBTO27sQKPqnerLUVOjqgsdGqzF4iZwfZZQheX5DT4elNOkKTk7zRNUibL8hb4TKEqyqKuHGOyhA8bidrqkpUhpAFFIZERERE5llaHQXxgk+ym/n98NxzcOKE9WvHjqw/OygwNI63M0CbL/MyhDZfkOMXgoyEJiktcLB9bSWeDMsQqkrz8bidNNY5VYaQZfRvS0RERGQBJdzaE3l+kC3ZVKizEwoLYfduaG+HO+/MyqlQaGKSU10DtHZkVoYwGi5D8NplCIbBuhprenNVZTE5GZQhXFtbhsftxF2uMoRspTAkIiIiskCSbu2JvGBkBAwDCgoS7wOyl9f19kJ9vVVdl0UuBkdotausMyhDOH9pGG9nkFMXreV01aX53BouQyjKpAyhvIgmt5Nra8vId6gMIdspDImIiIikKVlhW7L3kx3EOu2Cl1+2XtuxI/4hqpCVB6mOjE/Q3mmVIXRlUIbQPzJOe2c/bZ1BAsPj5DtyaKqzyxAK0q7ELinIpanOpTKEJUhhSERERCQNyaY6qRS6JS2Hi7zA5bImQ8ma5CArDlI1TZOzveEyhIsDhDIoQ3izaxBvZ5CzPUOYwKqKIm5YV8k1NaVplyHkGAZrw8vp1qoMYclSGBIRERGZJb8fDh6EQGDqyJ/oQU3SqQ8pDHGiL7BvnCUTn1gCw+O02VXWw+Np36d7YBSvXYYwbpUhvG1NJU1uJ64MyhAqS6bKEEoK9FflpU7/hkVERERmwZ74BALw2mvWay7XzEFNqkcCJR3iRF+QhSEoNDHJ6a5BWjsCnMukDCE0wesXBvB2BvAHR8kxoKGmlCa3k9UZliGsX1FKc71LZQjLjMKQiIiIyCzYEx+Px/r+xhth5840pj6zlWwD0iJ0MTgSnt70MzI+kdY9TNOko28Yr88qQwhNmlSV5vOO9dVsXOmkKF9lCJI+hSERERGRWYjexhMrCNliTX3SyjStrbBvHxQVWR8ar0luERgZn+D4hX68vgAXg+mXIQyMhGi7EKTNFy5DyM2hsc5Jk9tJbYZlCI11TjxuF5UqQ1j2FIZEREREZiGTiU8qpQoxf2jfPisQVVZCQ0P8JrkFYpom53qHafUFMipDmJg0eaN7gDZfkLfsMoTyIm5YW0nDilLyMihDWFNdTHO9S2UIMo3CkIiIiMgsJdvnE2/6k0qpwgydndZEqLLSOjvI7U7cJHcFBUfG8XZkXobQc7kMoZ/h8QlKCxxsW1NBU52T8uL0pzeVJfk0uZ00qQxB4tD/VYiIiIjMoUTTn1RLFaapq7OWxjU0WEFo794FnQrZZQheX4CzvRmWIfitKdCF4Ag5BqyrLsXjdrK6KvMyBE+9i3qVIUgSCkMiIiKy7NmTHIfDCjHpHqIKiac/kUvsHA7rq/16XIvkENWL/eEyhM7MyhB8fSN4fQFO2mUIJfncsr6ajSvLKM5P/6+m7vJCPG4X62tLKXCkX6ogy4vCkIiIiCxr0VXZmzfH7ihIdb9PsumP/TOz2ju0QIeojoxPcOJCP62ZliGMhmjvDOKNKEPYuLIMj9tFrTP9MoTifLsMwUlVaUHazyfLl8KQiIiILGv2JMfpnP41nUNUIbVBTlp7h64Q0zQ5f2mY1o7A5SrrdExMmrzZbS2ns8sQ6suL2LG2kmvmoAzB43aytrqUXJUhSAYUhkRERGRZsyc5gYD1NRjM7BBVSD7ISWvv0DwLjozT5puqsk5X7+AYXl+A9k6rDKEkP5etV1fgcWdWhlBRnIen3kVjnZNSlSHIHDHMdHe9LQLbtm0zjxw5stCPISIiIlluLvcMzfYzF/IM1YlJk9NdA1PTmzT/WjgWmuR1fz/eiDKEtdUleNwurq4sTrvKOi/XYH1tGR63k1UVxek9nCx7hmEcNU1zW6z3FKtFRERk2Ut1S06869IJNgu0DQiArv5RvL6AVWU9lkEZQiBchuC3ltNVzlEZQp3LKkO4dqXKEGR+KQyJiIjIkpTqtGcuPmfWB6kuALsMwesL4g+OpH2fQbsMoTNI39BUGUKT28lKZ6HKECSrKAyJiIjIkpNqQ5x9bSbL1bKhDMHrs8oQxifSL0M40zOI1xfkTM8gpmlVWb9tTSXrMyxDuLrKKkNYV6MyBLnyFIZERERkyUm1IS7VqU6iwLQYyxD6w2UI3jkoQ2jzBWm/EGRoLFyGsLqCJreTigzKEMqL8/C4XTS5VYYgC0v/1yciIiJZYTYTnFQb4lKZ6iQLTIvkTFQmJk3e6BqgdS7KEC720+YL0hmYKkNocjtZU1mSURnCNSvsMoSitJfTicwlhSERERFZ9Ga7LycyoNx3X/w9Q6lMdVIJTHYZgt8Px45d2VDUPTBKa0fmZQidgRG8viAnL/YzPmFSUZzHzddYZQglGUxvVroK8bidbFhZpjIEWXQUhkRERGTRiwwkXi8cPAg7dyYPRMkCSSpTnVSXwV3JIoXR0FQZwoVAhmUIF6yzhS4NjZOXa3BtuMo6kzKEovxcNq4sw+N2UVOmMgRZvBSGREREZNGzA4nXaxUigPX7uQgcyUJTqsvg5rtIYaoMIcip8PQmHROTJm+FyxDeDJch1LkKeWdjBetXlJHvSK8MwTBgTVWJyhAkqygMiYiIyKJnB5KDB63vPZ4r29yWypRpvooUBkZD4TKEAH1D6ZchXBocw9sZpL3TKkMozs9ly+oKPHVOKkrSL0NwFeXhcTtpcjspK8xL+z4iC0FhSERERLJCba21NM7rTRw4Ui1aSHRduoeozlWRwsSkyZvdA1aVdfcQk2m2IYyFJjl50VpO1xkYwTBgbXh6c3VVSdrTG6sMoRSP26UyBMlqCkMiIiKSNZIFjtlUZce7LpO9P6lMkBLpGRil1RfkeHh6kw7TNLkQtMoQXvdPlSHcdE0VjSudGZUh1DoLaa53cm1tGYV5KkOQ7KcwJCIiIota9JQmUeBIdd9Oouuu9CGqo6EJXr8wgNcXoDPDMoTjF6xK7N6hMfJyDdaHq6zrXCpDEIlFYUhEREQWXLxlabOd0qS6byfRdVfqENXzl4asKmt/+mUIk5MmZ3oHafMFebN7kMlwGcKuxhVcm2EZwtVVxXjcLhpUhiBLmMKQiIiILBi/H1pb4cABKCiYGXhmO6VJdd9Oouvm8xBVuwyhzRfgUiZlCENjtPmsMoTBsQmK8nLZfFUFTW4nlRmWITSFyxCcKkOQZUBhSERERBaEPfXp6IATJ2D3bujtnR540pnSpLpvJ9F1c3mI6lyVIYxPTHLyorWcztc3Mq3Kek0GZQiOHKsMobleZQiy/CgMiYiIyIKwpz6NjVYYam+H+vrpgWc2U5pkDXCzbYjL9BDVnoFRvL6pKut02GUIbb4gr/sHGJuYpLw4j5saqmisy7wMweN2smGlyhBk+VIYEhERkQVhT316e2H7drjrLmhunhk4Upn0JAsu6QSbdIoURkMTnPRPTW/SNTQW4nhnP97OIL2DYzhyDNbXWlXW7gzKEArzctlYZ5UqrCgrTPv5RJYKhSERERFZEHO5NydZcEkn2MxmiV5H3zCtHQFOXRxgLDSZ1p9hctLkrd4hvL7A5TKElc5Cdm1cwfraUgoc6U1vDANWVxbTXO9iXXUJjtz0ShVEliKFIREREVkwmZ7LY0sWXNLde5QorA2OhmjrDOLtyKwMoW9ozFpOdyHI4KhVhtByVTlNdU6qStOvsnYW5dFU58RTrzIEkXgMM81NfIvBtm3bzCNHjiz0Y4iIiMg8SGePTyp7hhwOa0qUzjRqctLkje5BvL5AxmUIpy5apQodfcMYTFVZr63OvAzB43ZxVaXKEEQADMM4aprmtljvaTIkIiIii04qe3xmcxgrTL2XTilC7+AYXl/AqrIeTb8MwR8cxesLXC5DcBXlcWO4DKE0gzKEFc4CPG4XG1WGIDIrCkMiIiKy6CTb45Nu09ts9g6NhSZ53d8/N2UIF/pp8wXpscsQwtMbd3mGZQgry/DUqwxBJF0KQyIiIjJnZru0LZ5ke3zSKURI5b5glSF4OwKczKQMwTQ52zOE1xfkje6By2UIt29cwbVzUIbgcbtoqFEZgkimFIZERERkTsxmWhMvNEW+nqi8IJ1CBIhfijA4GqK9M4jXZ1VZp6tvaIy2ziDtnf0MjIYoysvl+nAZQnWGZQiNdWV43C5cRSpDEJkrCkMiIiIyJ1Kd1sQLTbFeb2mJ/VmZ1HLbe4smJ01Odw3i9QV5s2swozKE0+EyhPMRZQjvuLaaddWlGZUhNKwoxeN2srqyWGUIIvNAYUhERETmROS0ZmQEenqsgBMdVOKFptkufUu3lvvS4Bitc1GG0D9Kmy/IiQv9l8sQ3t5QRePKMsoyqLKuKSvA43bSWOdUGYLIPFMYEhERkTlhT2taW+HAAfj5z+HQoZnL5eItcUt36Vsq+5TsMoS2cJV1uobHJjh+IYi3M0jPwFhElbWT+vL0q6wL8nLYuLKMZreLFU6VIYhcKQpDIiIiklSqxQj2hKegIP6EJ94St3SWviXbp+TrG8brC/K6vz+zMoTeIdp8QU53WWUItc4Cbt+wgmtXZlaGcFVFMZ56J9fUlKoMQWQBKAyJiIhIQrOtsU5lwhNvidtsl77FWlpXVjFVhtAzkH4ZQmB4nDZfkLbOIAOjIQrzcrhuVTked2ZlCGWFDprcTjx1LlzFKkMQWUgKQyIiIpJQayt0dEBjI/T2praXJ91yA1uqkyg7eL35psnA+Bi/673Er17sZ2IyvTKE0MQkp7rCZQiXrOV0V1cV84711aytKcGRk970JjfHoKHGWk53dZXKEEQWC4UhERERicvvh+eegxMnrF87dqS2lyfehCeVkDObSVR+6Rjb7ujnSNswNWWj9EzMvhDBNE0u9o/i9QU5EV5O5yx08PZ1VTTWZVaGUG2XIax0UpSvMgSRxUZhSEREROLq7ITCQti9G9rb4c475z/kJGuVG5+wyhC8viAd4elNxerZ/9mGxyc4caEfry9A98AYuXYZQp2TVRWZlyF43C5qVYYgsqjFDUOGYXzfNM1PGIbxv03T/L9X8qFERERkcbCXofX2Qn09NDfPvGauQk70Z0bvOeoMDOPtmJrepGPSNDnXO4TXF+SNrkEmTJMVZQXctqGGDbVlFKRZZW0YsKqiGI/byTUrSslTGYJIVkg0GdpqGMbVwKcMw3gKmPY/j5im2TuvTyYiIiILLpX9P5mGnESf6aoKcX6kn+cPW9ObdAWHx/F2BmnvDNI/EqLQkcOmehdNbic1ZRmWIdQ58bhVhiCSjRKFoSeB/wLWAUeZHobM8OsiIiKSZewlbQ6HFWLihZzIpW8tLfHvl07ISbScbnLSZCh3iHNGgF+9PphRGcLprkG8vgDnwsvpVlcWc/M11azLsAxhXU0JzW6XyhBEspxhmon/A2MYxjdM0/zMFXqeWdm2bZt55MiRhX4MERGRrGEvaQsE4LXXYPNmcLlmLm2bbZ12qu1vifQNjeH1TU1v0nUxOIK3M8iJC/2MhssQmuqcNLqdODMpQyjNx1PvUhmCSJYxDOOoaZrbYr2XtEBhsQYhERERmT17SZvTOf1r9NK2VJe+2WZ7PpBtfGKSk/4BvL4AHX3DJPnfaOMauVyGEKRrYNQqQ6gppcnt5KoMyxA21FplCCtdKkMQWWrUJiciIrKM2EvaAgHrazBoTYail7aluvQtXRcCI3h9AY5fSL8MwTRNzvYO0dYZ5HSXtZxuRVkBO8NlCIUZlCHUlxfhcbtYX6syBJGlLOkyucVMy+RERERmL509Q4nqshNdE/m+s2KCts4gbb7MyxDaOoO0hZfTFTimqqznogyhye2kvDg/7fuIyOKS0TI5ERERWVpSXdKW7Lpk+4qs9026g+P0jozQ/M5uSlzp7QWyyxDaOoOc7R0CrDKEmxqqaagpwZHm9CY3x2BtdQnN9S6uriwmJ0dlCCLLicKQiIiIpCXRvqLA0Dj/+fIAR96E0qoxegMO+rpzZx2GuvpHLy+nGw1NUlboYMfaSprqnDiLMitDaHK7aKwrozhffx0SWa70//pFREQkZZHL3qL3FVWvmKTNN1WGEBzJJWSW0+t3kJMLzsrUgtDlMoTOIF39VhlCQ00JHrcrozKEfEe4DKHeSZ2rKK17iMjSoj1DIiIiWW4uaq1T/ZzoZXEArSdHuWQGuTgRYHR8ehlC/6Vcgr0OnJUhyiom4t7bNE3OXRrG6wtcLkOoKS3A43ayYWX6ZQgA9RVFNKsMQWTZ0p4hERGRJSoyoIyMwF13QXNz+oUIiUQuizt1epJfvDpAqOIS3cOjcX+mrGKCsooJ+i/l0nG6YEYoCo6M0+6zyhCC4TIEj9uJx+1kRVn6VdalBQ6awvdRGYKIxKMwJCIiksXsgFJZCc88Y1Vm19dndohqvNC0cqXJwNg4L7wySnB0jNL+Psoc8ac9tv5Lubz0bDmTE5CTCze8t5euUBCvb6oM4aqKIm6cozIEj9vJmqoSlSGISFLzFoYMwygEfgUUhD/nR6ZpPmJYC33/D/BHwATwDdM094Vf/7/AncAQcK9pmq/O1/OJiIgsBfa+nfZ26/vGRujtTf8Q1VihqbBsHK8vQFtnkOrtJvkpebV6EwAAIABJREFULHuLFOx1MDkBea5hTr9p8voLfqgOUFrgYPvaSjwZliFUlebjcTtprHOqDEFEZmU+/4sxCtxumuaAYRh5wEuGYfwn0AhcBWw0TXPSMIwV4evvANaHf+0AvhH+KiIiInHU1lqBpbUVDhywglCsQ1JTPUTVDk1XrZ7kWNsYT/08QN6KAPYW47IKUg5BAKPjE5wf6aHNH2LwjElOjsl1V+WweYObqyqLycmgDOHa2jKaVYYgIhmYtzBkWs0MA+Fv88K/TOAzwN2maU6Gr7sYvuYPgafCP/cbwzDKDcOoM02zc76eUUREZCmwzwNqbo6/J8gOTcn2DDlKRzjXF+LVt8aYNEzqHQM4Ztm1ZJom5y8N4+0McurigFWGsL2frYVVbFqfT82K6vT+oEB9eRGeeifrV5SR71AZgohkZl5nyYZh5AJHgWuAr5mm+bJhGA3Ahw3D+ADQBew1TfMkUA+ci/jx8+HXFIZERGTZmk3pQbJDUuO9PzI+QXuntYenq3+U9TtzqU2yFC5WS1z/yDjtnf20dQYJDI+T78ihqc4uQyhIuxK7pCCXpjoXHreTihKVIYjI3JnXMGSa5gTQYhhGOfATwzCasfYQjZimuc0wjA8C3wZuAWL9F3LG/xZlGMangU8DrF69et6eXUREZD6kGm78/qmlbwUFyUsPZss0Tc72DtHaEeSNrgFCk1P/X67dABdPZCECOZOsutHHm0O9vNVjlSGsqijihnWVXFNTmnYZQo5hsLbGKkNYqzIEEZknV2SXoWmafYZhHATegzXx+XH4rZ8A3wn//jzWXiLbKsAX417fBL4J1jlD8/TIIiIic2o24cYuMejogBMnYPfu2KUI6QgMh8sQfEH6R6xDUFM9C8gW7HUwMDzBUH6Qs2egLT9I5eoxtq+ppMntxJVBGUJlyVQZQkmByhBEZH7NZ5tcDTAeDkJFwDuBx4FngNuxJkK3Aq+Hf+RZ4C8Mw/ghVnFCQPuFRERkKZhtuLFLDBobrevb26267OjSg1SnTB2+SX7bNkzPZID+nAEiz1uPrr2++f19cQPRaGiCExf6+Z+zI7xxYSVM5lBZ5mDXjnI2rluRURnC+hWlNNe7cJerDEFErpz5/J9c6oDvhfcN5QD7TdP8mWEYLwH/ZhjGX2MVLPxp+PoDWLXap7Cqtf94Hp9NREQkY6mGkVTDjc1ufuvthe3bYx+kmsq5QReDI7z4u37+5Vu5jI2Z5OQWcPP7h6cfehquva6sDdHrdxDsdUx73zRNOvqG8fqsMoTQpElVaT7v+l/91OZVsKJ2grKKgnT+8VFfXkST28m1tSpDEJGFMZ9tcr8DNsd4vQ+4K8brJvDAfD2PiIjIXJrNIaaphJtIqTS/xTs3yC5DaOsMcjE4SsfpAsbGSuOGHWdliJxc6PU7yMm1vgcYGAnRFr5PYHic/NwcGuucNLmd1F4uQwjN+p9bSUEujXVOPG4XlSpDEJEFpsW4IiIiaYgMI14vHDwIO3fGDi6p1lpH/0yi66afG2QyUTDMgd8HOH1xehlCvLBjK6uY4Ob39xHsdWAySeupUc6N9HJhLIAJrCov4oa1lTSsKCUvgzKENdXFeNwu1lWrDEFEFg+FIRERkTTYYcTrhddes17zeuNPiJKFm9mqrYVPfGqcX/9+kB4zwK/Oj8a8LjLsxCtIGMsbwntpmN8eqGA8lE9+3kpueG8BWzYUUV6c/vSmsiSfJreTJpUhiMgipf8yiYiIpMGe9hw8aH3v8UxfrjZfQhOTnO4axOsLcLZ3CLNw5tkU0e1wsaqyR0MTvO4fwOsL4A+OMn7RSVl+Pus2GDBYwgZnHuXFsQNWInYZgqfeRb3KEERkkVMYEhERSVNtrbU0zuu1l6vFL0VIVbxShov9I3h9QY539jMyntoZQNHtcKZp4usbwesLcNIuQyjJ55b11axqLufof5UyOUjM5XTJuMsL8bhdKkMQkayiMCQiIpKBZPuBUm2cs6+NLGX4k09P0Gf20+oLcDGY2pQmVjucUTRK+4UgXt9UGcLGlWV43C5qnXYZAkmX00UrzrfLEJxUlabXKCcispAUhkRERDIUbz/QbBrnwApN4+MmrpoxXmsb4+vP9bJyXewQFO+gVLswoeeCg8DoKL/2naPzjFWGUF9exI61lVwTpwwh1nK6aCpDEJGlRGFIRERknsSrv44lODKOb6wf7wWDoTOT5OSCpyL2UrVES+HG8oZwNPdw8vQ4oZohnMYE29ZU0FTnzKgMoaI4D0+9i8Y6J6UqQxCRJUL/NRMREQmzl7Q5HFaISbUGO57p9dcz9xNNTJqc7rJKDN7qGcI0YdsdsSc+kaKXwnVfNHhrKIDXF+RCcIQcA9ZtLMHjrubqyuK0pzf5jhyuWVFKs8oQRGSJUhgSERFhaklbIGBVZW/eDC5X8qVticTbT9TVP0qrL8CJC/0Mj00PPKksVXNWhsjJMXnrLegZGuDUyTegaJTKcBnCxpVlFOc76L+US+ebqe8BstW5wmUIK0spcOTO+s8tIpItFIZERESYWtLmdE7/Gmtp22xKEez9RCPjE/zPuX68viD+4Ejazzk4GuJ4oJcO9zkudedSuHqM5oYCmtw1rHQWXi5DSLSULhaVIYjIcqQwJCIiS1qqwcVe0hYIWF+DQWsyFL20bTalCKZpcv7SMF5fgFMXBxifMON+frxCBLCW07W9McrvXh/j4sQlcorHcFcVcuOmUtavqIlZhhCrVS76vlNlCE7WVpeSqzIEEVlmFIZERGTJilz6NjwMe/dCc3PsayOXtN13X/w9Q6mUIvSPjOP1BWkLV1knE2+K0zs4htcX4PcnR+l6ZRUOo5ga5wru+PAgV7kTL1+zW+V6/Y4Z5waVF+fhcbtocqsMQUSWN/0XUERElqzOTisInT4Nvf8/e3ce3Hia3/f9/eAkbhK8muj77iZ6Znpmend259rxzurY3Wg2kuyxLMuSLVtyqtYuORUncSqpciqOK5HtyqF4HUXxUVIsW9oosr2yJcuKlNnVntqZnZ7ZBvu+ppvgfeAHkMT9yx8AukESAAGQbLLJz6uK1WwQ/BHs37KnP/t9ns8zD7/0S/B3/k7rZW8XL7a+ZrNShFLZ5s5MhivVMgRrvjbpcTZcnlY/Caqf4sxMOPnetRWm3FNMpCplCANmmMhAiOPHDAvTbhwrNtD63KFQX2nVuUHRgTKnhsJcOBjmUJ+//T9EEZE9TGFIRET2rJGRykRofh6iUfD51k9yOj0LaG0pgjOQ453rKa7VlSFstF9n7cefe81iqVDgbiLPQjZHYGiCgUGbV09VyhDKy16+Pu1hYZp1U55WQn0lTh9zcyE2oDIEEZEGFIZERGTPGh6uLI37pV+qBKFGe4A6OQuopre/xFQhzR/dt5hMrS9D2Gi/Tu3jgf4ct+6UuX95kuWRDKa3hxeOuXnh3NCqMgS8q6c8GzXD+erKEAZUhiAi0pTCkIiI7GkXLlSWxjUrUdjoLKAa27Z5//oK37qyRIo0vkjz6Uyr/Tqlss2CneLWrM3CvSLGUeZUX5HXzvZyeiiEx7W+DAEeV26nF5yM3/auC0UOYzjaXylDODGoMgQRkXYY227ebLPbXbp0yX733Xd3+mWIiMhTrlXjXDpb4OpEmm9eSfO7vxlsu6p6bTvcwlKexITF1QmL5XwJT97H4Z4oz53xcvhge8vXGi2/OxRzEI+FGY2FCfW4N/PHICKyJxlj3rNt+1Kjj2kyJCIiT5VacHG5mje+dap2FlBNqWxzdzbDlXGL+3PLlG2b8XHvhlXVawOQN1Tg5nSaxG2LiVQWY+B4f4B4LMzR/kDH05va8rrBkSJ22s/Hh2P80Ct1y+lERKQjCkMiIvLUqK/Kfv99eP75yj6gjUoP2jWbyZFIWlyrTm/qtVr6BqunNkuFAoGL97i/Mk+hZNPnd/PKqX7OHwgT2ESV9ckjTjLDfsIeLz0jDp4/B8pBIiLdUxgSEZGnRq3sIBxe/Wuj0oN2D1vNFUvcmMyQSKaYaFCGULO2qnrtVGhqEsbns1iuRawZL5HeAheeCRGPhRmJNJ/etDpsFSplCOcOhIjHIgyGvEy92N73JSIiG1MYEhGRp0at7CCVqvxqWY0b4tqpy364sMwff5Dhgxsr+HsbB5G1QaX2VlMu29ybW2JswuLW/QKp1FECHj8nhjx8/tMH6B9svS+3WQW3MVTLECKcXFOGsHZJn4iIdE9hSEREnhr1Z/z83M813zPUrC47kysylrRIJFM8GC9Xg0iwrbOA6j++sJwnkXxchuBzO7l0LsyRF0o4s17C0Syhvo0LitZWcJeXenj5Uo/KEEREnhCFIREReaq0Mxmpr8t2OG2yriX+zeUU92YrZQgA1nzrQoS1QWV+xsGDlQUSEymSi5UyhGPVMoRjdWUI6YUi1nzlP68bnQcUjhZxucBk/Fw45OU/+WyUAwe0CUhE5ElRGBIRkT1neBj+3F/M8c3vLzFftvjWRH7dczYqRAhHizgcNh99BHPLGW7fuI3ty9Hrd/PKyX7Oj6wvQ2g1TVr3GsM9fPpcmJ95OcTCrFN7gEREdoDCkIiI7Bm5YombUxmujFfLEPyr/0O3dg9Qs0KE5XyRm9YCE4ceMjftwHM4x/kTHuKxQWItyhDWTpPWTpt63E7OjVRKFYZCPY8eP3poy/8oRESkDQpDIiLyVGjVDje+uMKV8RS3pjPki+WGn99salMLK+Wyzf35ZRLJFHdnlyjbcCDSw8fPhxnxHCBreQjbRYxpvvSt0bTJGDgS9XPhYIQTAwFcTseW/ZmIiMjmKAyJiMiOaucQ1UbtcMHeImMTFonxFAvLhUfPbVZV3Wxqs1grQ5i0WMpVyhAuHu5ldCRMf9Db0dK3+mlTLAYvX+hlNBYmrDIEEZFdSWFIRER2TLuHqNba4Y4csfngap5/8U4KR3/qURlCTavgUj+1sU2ZycIC33pvnvHFFQyVKus3zkQ4PhBYVWW90dK3ei6H4WPnK5XYh6O+psvpRERkd1AYEhGRHdPuIao94TxJq8D738hRsm1GTJqQvb66ulVwCfYWOfPGFB/cyDKeW+D2eJaIz83L1TKEoLfxfxI3KloAGAp7iccinDsQosft3Jo/HBER2XYKQyIismNaHaKaL5a5MZUmkaxUWZ943clAg+Vv9RoFl+V8kWuTacaSFnNLeVwuw9mDQeIjA8R6m5ch1DQrWuhxOzl3IET84OoyBBEReXoYu8H/s/a0uHTpkv3uu+/u9MsQEZFNWLtnCP8K04UUN1uUIdRbu0coveBkcc6JZdLcW5rnzmymUoYQrhxmemY4iNfV3fSmVoYQj0U4OagyBBGRp4Ex5j3bti81+pgmQyIisqOGhytL2K5OWCSSFvMz688EambtHqFnfmCaj1ZmuTqZJpMr4nM7ea5ahjAQ9K76vEYlC82EfW5GR8KMxsJEfCpDEBHZKxSGRERky7XTEFcu29ydW+LKeIp7s8vryhDaYc27KBRtir4M9+7ZXHlnFu+wxdF+P6+fGeDEQHBVGQK0fzCqy2E4ORTkgsoQRET2LIUhERHZUhs1xM0v5UkkU1ydqFRZd8O2babSOT6Ym+eD8X5KRUOPx/DyBT/Pn4kSalFlvVE73GDISzwW5vxIWGUIIiJ7nMKQiIhsqUYNcbl8mT/+YIly3yLjiytdX3slX+LapEViwmIuk8flMDz3gzaHvFFOHXUSjoY2vEajkgWv28H5A2HisTBDYZUhiIjsFwpDIiKypeob4koUuXIvR9ZkCSwuEjKdT4JS8w5u3C3yIDfPeHaBsg3DYS+fPjvEmQOPyxDSC4bx294N9wHV2uHS8y7OnXDzyrODnBoMqgxBRGQfUhgSEZEtFeor8upbab6TWOFT8TzlsmkYUDYqMUitFPjetRW+9W97yRdcuFyDfOxzLl4851tVhlC7Vjv7gABCPS5eejFMPBZRGYKIyD6nMCQiIptWK0NIJC3uzixRtm2CMQg2eX6z8FIslbk1kyGRtHi4sEJ+KkyPa4D4KYNjOcCFPg8Dwdy66220D8jpMJwcDBKPhTna71cZgoiIAApDIiLShmbtcAtLeRJJi6sTFplcse3rrQ0vdz8qMTs1zfWpNPlimXCPi0+e6OfwaC+X/0OI8go4XJX9PY002gcEMBDyciEW5tyBMD6PyhBERGQ1hSEREWlpbTvcs8+VKbnyPP/Dcyw5lrq6ZjhapGzKXL1ZZHY5w/X79/GECpwaCnLMFyVYDhLpLRHqKxF8a3HDM4Fq+4CseRcDQ2U+PhokHoswrDIEERFpQWFIRERaqrXDOTwFZq0ytxczFIoQuFvk4MnOrlW2bR7ML5NIWtweKFDwejlwwObimQhnh0PkM56Gy+c2OhjVGBg96SX+WphTQ0HcKkMQEZE2KAyJiEhTy/ki08UMiUmYXyiTLfWQyRh8AbvpkrVGUisFxiYsxpKV5XQ9LgfPnwkzGgszGHpchjC7wd6ftUI9LkZHqmUIfpUhiIhIZxSGRERklXLZ5l6tDGF2iVLZ5sUfrjS/OT5rNW2Hg9UNcb5wgVszGcaSFg8WKmcLHY36eXHoAFETpm+gTCi0+hrN9v7UczoMJwYDXIhFVIYgIiKbojAkIrLP1coR/JE8M6VKGUI6uzqEtLNUrdYQl14uMreco3TuHqWeLOEeF584HuV8LIxZ6eHrX+llvEkFdv3en7WBayDoIX4wwnmVIYiIyBZRGBIR2cceJsv83b9fYHIxy1KhyKtvpTYMPY1kCyW+O5bn+w8c5H1pSpaf865ePvG8k8N9vkfTm/HxjZfB1Qcvr9vB2eEQ8ViEAxGVIYiIyNZSGBIR2YcmU1mujKf4w2/kuDkZIDpcpNzGHp16tm3z0fwyYxMWt2eWyKfdGOcJDjr7GTjm4Y2Pm3XXamcZnDFwsNfHsLsXXzHAkaiD4ciWfNsiIiKrKAyJiOwTK/lStcQgxWwmD4Av4mwZTur3ANWCjVUrQ6gup/O6HFyIVUoMel4Da75IOJptGKpaLYML9bg4PxImHguTS3v40pcqLXYuF3zxi5VzjURERLaSwpCIyB5S2/9TOxTVtm3uzS2TSKa4M1MpQ6jXKpzU9gCVS4ApE3s5yd3lOR7MV8oQjkT9vHpqgBMDAVyPqqwb7y1aG6pqz6mVIcRjEY5G/TgcleV0l29UgtCxY3DvXuV7UhgSEZGtpjAkIrJH1A5HLRahZJd47QuLTBZS68oQ1mpWjmDNu8gsl1jypnhw3zDmteg/WuCl41FGR8KEfY+rrBtNkOo/tvbsoOOHnYzGIoyONC5DGBmpTITu3av8OjLS3Z+JiIhIKwpDIiJ7xEcPy0wt5iG4zO17NqXLGQ6ebByEWoWXbKHE9ck0l+9nuTd1AGwH0aCLz3yij3PHh9ZVWTcKO/XXtKpnBw3GSpD28/LIIT7zSS+tDA9XlsbVT7lERES2msKQiMhTbsqqlCF89/4yd+fDlGdoWk4AjcNLsLfIg4UVEskUt6vL6QaDXn7oT2cYcvUyOFwi1OdpeD1rg4NSzxx3sXQ9SMTjxnPAwTNn2vu+hocVgkREZHspDImIPIVW8iWuTlokkhaz6RwA3hBN9//Uqw8vE+OGb3yYYcI1iVUtQ4jHKiUGQ6FalfX6UFU/WWrUEBf0uhiNhRkdCdMX8DB1UVMeERHZfRSGRER2sfpChKEhm/tzyySSFrdnMuvKEKC9w1H9vXkWszmuf5Annc8TOjDNsUNuXj45wMnBShlCesHJ+O329wC9+tYimQUXF057efWZYY71Bx6VIYCmPCIisjspDImI7FK1QoRMtsjCco5nfmAW4891fb2ZdI6xpMW1SYulQy48QwFeP+XhxbOxdWUI7ewBqi2LMys+PvdGD+dHwvg9rf+zsrbtTkREZCcpDImI7ELFUplvfLjMlQclXL1Z5udc9E/AwZPtfX5tGZs3lCOZXySRtJhO53Aaw8nBAKMXwhyO+nGsKUOAjfcAhaNF3G5wLgd49oiHn//h/raCTX3bnc4OEhGR3UBhSERkF5mysiSSKa5NppldMGQKvZQnGx+I2ow17+D3vuxnKlVgMWsIPp9ieBg+dWaQg95e8mkvYUcRh2m8nK7RHqCag30+4vEwP/tqiNlpR0cTnokJnR0kIiK7i8KQiMgOyxZKXJ2olCHMpB8vgwv1tVeIUJPOFhibsHjvezbTySF6+rIMOCK8evQozzxrk1l0tVz+9vjrrj6IdeSA4fxIlHisUoZQcyjW2feps4NERGS3URgSEdkBtm3z0fwyV8Yt7sxkKDYoQ4CNCxGK5TJ3Z5ZIJC3uzy8DMDQQJjTsp7enF5fLcPxIHmNKLZe/rT13KBItc/Gsm3isn+NryhC6pbODRERkt1EYEhF5glIrBRLJFGNJi3S2vWVvjcxmciSqZQjZQpmegp8zPYd49qyXgyMO0s+uYM0XVk2Umi1/qy9MCPQ4+eIXbV55JkTAu/F/IjotRFCrnIiI7CYKQyIi26xYKnNrJkNi3OLBwjLWfG0KY2+49K1erlji+mSasQmLKSuHw8DJwSDH/FHu/fEI5bLhw/sQri5/W3vttcvfah9fSbnp93t5ftTD4rSHIRcEvBu/HhUiiIjI005hSERkm0xb2er0Jk228Hg5Wjv7dmrL1kJ9BSyTIZG0uDldOVuoP+jh9dMDnDsQxudxMn7bi102Tdvf6tWHpIO9PkZjYSKjIf7PBw4Wpzvby6NCBBERedopDImIbKFaGcLYhMW0tf5MoI1qq6EShP7ot0NMp/LMLRfxPDuD2+HgUM8Iz53xcvywE1NXid2q/W2tgNfJ+ZEw8ViEaF0ZQjd7eVSIICIiTzuFIRGRTbJtmwfzK1xJprg93bwMAVoHl1LZ5s5shu+8W+bWfRtXZBm/I8Sz/sNkH/RjbAfXx2FwzTSp2fK3GocxHBvwc+FgpGkZQjd7eVSIICIiTzuFIRGRLqVWCowlK1Mga6XQ1uc0Ci6zmRxj1eV0K4USPQ4/B/uG6feH8Q04OdK/zM2PHC2nSY32CEUDHuKxMOdHwm2VIXRDhQgiIvI0UxgSEelAsVTm9swSiWSKj+aXsZsPgdapr68eOLrMjakMiVupR2UIJwaDxEfCHOn3s/RSAWvefjQ5uv2hv+E0aW0ltsfl4PRQkPjBCAd7fY+e127rW6ftcCIiIk8zhSERkTZMp7MkxleXIdSsDSSNpBecfP3fRFhcLjK/DMVzd8GXoz/g4bXTA5w7EMLvefxX8tpJT6NlcPVlDJGAk7/+1xy8fCGIx+VY9bXbbX1TO5yIiOw3CkMiIk1kC5Uq6yvJVMMyBGivHS6TLfLNK1kuf2QoBTLYaT9xb5SXL7kYDntXlSE002gZXN7yMBzs4flRD7OTbnoBT4O/1dttfVM7nIiI7DcKQyIidWplCIlkilsblCFA83a4Utnm7mxlOd39uWWKSx68nhD97kH6j7n41CUDZUjeWT9RajVpqpUhxGMR/BcC/PJHhtnJ1m1u7ba+qR1ORET2G2N3suB9l7l06ZL97rvv7vTLEJE9wMpWyhASyfbLEGD9ZGj0zWnur8xzbaJShhDwOhkdCTM6EsaZ8z0KOUDDiVKzSVOf3038YITzI2GCdWUIW70XSHuGRERkrzHGvGfb9qVGH9u2yZAxpgf4GuCtfp3fsm37b9d9/H8D/pJt28Hq773ArwEvAnPAn7Vt+952vT4RkVLZ5vZMhivjnZch1IT6Snzsc3MkbuV5kF3gX1+3cBg4PhAgHotwNOp/XGXtf7zUbfy2t+FEqX7SlJpxM+CM8IWPBVaVIdTbqM2tPtxcvLjx96N2OBER2U+2c5lcDvi0bdsZY4wb+Lox5vds2/62MeYS0Lvm+X8ZWLBt+5Qx5ieAXwT+7Da+PhHZp2bSORLJVKXKOt+48GAjtm1z816RD29mGc8vgC9HNODhtdj6MoRGmp03FI4WifidREoBTh338OOvOhhe+7dlm1SIICIi0tq2hSG7sv4uU/2tu/pmG2OcwN8HfhL40bpP+QLw31bf/y3gHxpjjP00r+MTkV2jVoaQSFpMWdmur5PJFbk6YfHBjSzj34zhsL30hwf4wT+d4eQRV1tlCLD+vKHhYTg/0kf8k2GKn/JuyVI1FSKIiIi0tq0FCtXg8x5wCviSbdvfMcb8AvAV27Yn1vyj4SDwAMC27aIxJgX0A7NrrvnzwM8DHDlyZDtfvog85Wzb5uHC4zKEQqm7/2+lVLa5N7dEImlxb24J24ZIboBj0RAnj0NqxoOvCMY0bpxrJhIt89wZF/FYlOMDQZy15XTBjUNLO3t7VIggIiLS2raGIdu2S8BFY0wv8K+MMa8DfwZ4o8HTG/3fqev+5WLb9q8AvwKVAoWte7Uislek68oQUh2UIaw1v5QnkUxxtVaG4HHy4pE+RmNhXDkfX5/3kJrh0TK3Zi1wax/v9buJxyKMxlaXIbSr3eVvw8OVj6kQQUREpLEnUq1t2/aiMeYd4E9RmRLdqk6F/MaYW7ZtnwIeAoeBh8YYFxAB5p/E6xORp1+pbHNnJsOVapV1twts88UyN6bTXL6eZWIC3KEsp472MBoLcywaWFWGUL/MDVq3w5myYSDi5m/+DSfPn/Vv6nvtZPmbChFERESa2842uUGgUA1CPuAzwC/atn2g7jmZahAC+ArwM8C3gD8N/JH2C4nIRmYzOa6Mb74MIZnKMpa0uDmdJmu5KXz/BP3+HoZWPHzqVWvdeT+w+iDUZu1w7ryfI30Bnh/1MP7AgVnZ1LcLaPmbiIjIVtnOydAI8KvVfUMO4Mu2bf/bFs//J8D/ZYy5RWUi9BPb+NpE5CmWLZS4MVUpQ5hMdV+GsFQtQ0hMWCwuF3A7DWeGQwz0DjE+21sNNo5HwaaV+nY4r8fwyrMBXnv2AKUlL1+6AeMPNg4u7Z7xo+VvIiIiW0OHrorIU2GryxBGGXkNAAAgAElEQVTGkhZ3q2UIsUhlGdzpoRC5tJuJex6ufieAy2OvWvLWisMYIgTpM2E+NuonNvJ4G2Q7IafdfUA6FFVERKQzO3LoqojIVqiVIYxVpzfd+mi8xIc3cjzIzpP3rOD3OHnhSB/xkTB9AU/la1X395RLlfaW088vM3Is3zII9frdjI6EGY2FCfW4Gz6nnX077ewD0rlBIiIiW0thSER2nVoZQiJpcX9umXKXE+x8sczN6TTvX89y+6vD2OUgfcFe3vwxi/MnvI+rrKusedeqfT+BcLlhEFpJuYgQ5pMX/Dx/1tf22UKttLMPSOcGiYiIbC2FIRHZNWYzORJJi6sT1qbKECZSWRLVMoRCycabinIw4ufUCQdLc176jMHpWH8mUP2+n0Z12aePuTngjvAHXw2RKTv41x/CwS2azrSzD0jFCSIiIltLYUhEdlSuWOLGZKUSe7NlCNcm0ySSKRaqZQinh0LEY2GC5QDf+B0fS3OPzwRqJNS3vi772/+ujz6fFyJePv0pFxMTQLm96Uyn+3s2Wk6n4gQREZGtpTAkIjviwfwyiaTFrer0phupOQfX7hR4mJsnmV+kbMNIpIfPnO/j9FAIj8tRfWZ5VchptQco1FciHC1xtN+PY76PlZif48fNo+DT7nSmk/09nYQmnRskIiKydRSGROSJyeSKlTKE6vSmWwvLed67tsKf/Lte8gU3btcQL33ewwvnfESrZQg19cvcDp5cvzSuXsTnJh57XIYwNQXvfXV18Gl3OtPu/h6VIoiIiOwchSER2Valss3d2UoZwr3ZzZUh3JrOkEimSKay5KfD+N1uLpwxODJBzvd6iAZWh536drhaRTawakLkdhpODQWJxyIc6ltdhtAs+LQznWl3gqRSBBERkZ2jMCQi22KurgxheRNlCJNWpQzhxlRlOV2v380rJ/s5HO/je78forwEDlfjfUBr2+Em7nm4/aGfcglCfid//YuGl58J0uN2Nn0N3SxLqy17e/vtStBpNUFSKYKIiMjOURgSkS1TK0NIJFNMbKIMYTlf5NpEmkTSYn45j8thOD1cmd7EIj2Ppjcb7QNa2w7ncToZDPbw/KiH+Uk3UQfUjgbaqsNMO132plIEERGRnaMwJCKbNr64wpXxFLemM+SL5a6uUS7b3J9fJpFMcXd26VEZwpvnhjgzXF+G8Fior7RhGcJrX1jEXwzyyWcCHI328X/8soP5ydVTmK3ct9PNsjeVIoiIiOwMhSER6UomV+TqhEVifPNlCGNJi6uTFku5Ej63k4uHexkdCdMf9HZ93XBdGUK4Nv6h8RRmK/ftaNmbiIjI00NhSETaVi7b3JldIpFMbaoMoVAqc3M6w1jSYnxxBQMc7ffzxpkIxwcCOB1mw2s04nI8LkM4HF1dhlDTaArTSV32RsvZtOxNRETk6aEwJCIbml/Kc2U8xbXq9KYbtm0zZeVIJFPcmMqQL5WJ+Ny8fLKf8yNhgt72/zqqr8sGcOV8vBQP8EpdGUKnZ/dsFGA6WUqnZW8iIiJPB4UhEWkoXyxzYypdqbJe3GQZwmSasaTF3FJdGcJIhFhvz6rpTX3IabYXqFaX7bANIbeX/pCHaMjNV2/ChYPQM9zdHqCNAowqsEVERPYehSERWWV8cYXEeIqbmylDsG3uzy0zlrS4M5uhbMOBcKUM4fRwEK9rfZV1ozOB1gYiYyBQCnKiP8hz5928+10HhWU49szqgLIdwUV7gURERPYehSERYalWhpC0mF/Kd32dxeU8YxMWVyfSZHJFfG4nzx3uJd5GGcLaM4GsedejMBT2uRkdqZQhZC03X7oKDz6CSKQSkNYGlO0ILtoLJCIisvcoDInsU1tZhnBrOkNiTRnC62cGODEQbLsMYe2ZQH0DJc4eCHFhTRlCxLc6lMD6gLIdwWWrziESERGR3cPYXf4DaDe4dOmS/e677+70yxB5qswv5UkkU1yd2GQZQrpahjD5uAxhNBbm/IEQoboq606kF5w4sz5eivt59dnQozKE7dROyNnKc4hERETkyTLGvGfb9qVGH9NkSGQfqJUh1Kqsu7WSL3Ft0iIxYTGXyddVWYc52Nu4yrqdUoRc2k2/ifADL/i5cKqn69fXqXZDjsoTRERE9iaFIZE9LLm4QiJpcWMqvakyhI/ml0kkLe7MVMoQhsNePn12iDMHGpchQCUETdzzcPU7AVwee10pgjFwuM/PsCfCv/9qAKvs4MH7MPgEpy7thhyVJ4iIiOxNCkMie0ytDGGsOr3pVmqlwFiycp1MrkiP28Gzh3qJx8IMbFCGUGuGS806mX7g4ZlXMiynKxOi2IhhNBYmHosQ8bm5fBnK5dWBBJ7M/px2Q47KE0RERPYmhSGRPaBctrk7t0QiaXF3ZqnrMoRirQxhwuLhQmU53dF+P6+fHuD4YICVlBtrykW60HzJGzxuhhs+XGD6gYeZB16OHXXwE58a4MVz/lXL6dYGEper+dK1rS4x6CTk6CBVERGRvUdhSOQptrCUJ5G0uFqd3nTDtm2m0zkSSYvr1eV04R4XnzzRz/mRx2UI7ZwDVFNrhiPv4ZWXDT/540FefN7ZMEysDSTNlq61u7+n3cBU/7yLFzv+YxMREZE9QGFI5ClTKFXKEBJJi/GFTZQhFEpcn0yTSKaYmgJ7uYfTx3p5/hkfh/rWlyHUnwM0cd/NrQ98nHpuZV0g8rodPPdskB97IUAx09PWFGft1KXR0rV29vd0EpjUDiciIiIKQyJPiYnUClfGN1+G8OBRGcISJdumz4SI3j9BtMeL+7qD3rOLGLN+4lOb9kzcdzN+q9L4Nnnfy6tvLRKOljjU5yceC3NqKIjb6ej6+2y2dK2d/T3tFiKoHU5ERERAYUhkV1vOV8oQEsktLkNwOXjmYITRWJj8dJjL93xEh4vMTzmw5l0Nl7+F+kq8+tYitz7wATBytEBmzsORnig/+nKQiL/zs4WaLWlrtD+nnf097RYiqB1OREREQGFIZNcpl23u1coQZpcolTdRhjCTIZGsK0OI+nnt9AAnBgO4HA7SC04WLAfFvGF+yoXDWZkANRPqK3Hm+SyFuRBRgpw77uazLxki/sfP6WTPTqdL1VqVGNS+7ttvV67Z6uurHU5ERERAYUhk11hcrpQhjCW7L0MAmLayj8oQctUyhE+ciHJ+JEy45/H0pr4QwQZOP7/MyLF801KEgZCXeCzM+QNhrNecDYNEJwFnK5eqbXWwEhERkf1BYUhkBxVKZW5OZbiSTG2qDCFbKHFtMs1Y0mImk8PpMJwaDDIaC3O4QRkCrC5EmJ9yEQiXG5YhnB0OceFghOFwz6PHfU2CRCcBZyuXqmkPkIiIiHRDYUhkB0ymslwZTz2qsu6Gbdt8NL/MWNLidrUMYSjk5Y2zg5wdDtHjdrb8/FohwtrlccbAwV4f8ViE08OVMoSpKbh8Z+MlZZ0EnK1cqqY9QCIiItINY3d5OONucOnSJfvdd9/d6Zch0pZKGUKasWSK2U2UIVgrBcYmKmUI6WwRr8vBuQMh4rEIgyFvR9dKLzix5l2Eo0ViI4bRkTCjsTC9fs+j53S6BG2rD0Zt1059XREREdndjDHv2bZ9qdHHNBkS2Ublss39+WUSyVSlynoTZQi3Z5ZITKR4MF9ZTnck6ufVUwOcGAjg6rLKure/zAvn3MRjAxyN+nE41i+n63QJ2nbsxWkn6GgPkIiIiHRKYUhkG6SWCySSqUfTm25Np7OMJS2uTVbKEEI9Ll46HmV0JEzY13mVdc1A0MNoLMLoSBifp/Vyuq1agtbt5EYHpIqIiMh2URgS2SKFUplb0xmujKcYX1yh2xWo2UKJ65NpEhMWM+lKGcLJwQDxWKRpGUK9+qVv9YUIHlelDCF+MIwj62NiAqyeShlCK53s7WkWeDYTaFSOICIiIttFYUhkkyZTWRLJShlCrtB9GcKDhRUSyVSlDKFsMxj08saZQc4e2LgMoaa+LtvhhFffWuTcCQ8X1pQhNAsmnRyCular624m0KgcQURERLaLwpBIF1byJa5OWiSSFrPpXNfXsbIFxpKryxDisTDxWJihUM/GF1h7vWpd9sjBMtkZP4dWjvCpw+5VwaNZMOlmelMfnloFns0EGh2QKiIiIttFYUikTbZtc39umSubLUMol7kzs0QiafHR/DIAh6M+Xjk5wMnB7ssQnA7Ds2e85G4FMXkPl+8aPvge3Lu9Otg0CyadTm/Whqe3324eeLoNNPVh6+LFzv9MRERERFpRGBLZwFaVIcykc5XldJNpsl2UITTbC9Qf9BCPRTg/EsLvcfFDcXjnncp5QfH4+mDTLJg0CkmtSg/WhqdisXXg6bTtTcUJIiIist0UhkQaKJbK3JzOkEhaPFxY7roMIVcocW0qzVjSYjqdw2kqZQijsTCHo34cG5Qh1KzdC/SnftTi0nk/Fw6GGYn4Vj13eBjeeAMSiebL0hoFk7UhCVqHkUbhqd29Re1MiFScICIiIttNYUikzpRVKUO4Nrm5MoSHCyskkha3ZjKUyjYDQQ+fqpYh+NxO0gtOJu6sn/I0U9sLdOK4wc74+cyxPj422nw5XbfL0urDzOXLrcNIN1+jk2mPihNERERkuykMyb6XLZS4OmFxZZNlCOlsgbEJi7GkhZUt4nE5iI+EGY2FGQp5H1ViN2p8axWIykteDvkirAwEieDC1QtHDm38ejZ7CGk7YaTTr9HJtEfFCSIiIrLdFIZkX7Jtm4/ml7kybnFnJkNxE2UId6tlCPerZQiH+nx88mQ/pwaDDcsQalMef7DM1AM3E/c8hPpWVj3HYQzHBwMccEX4nd/wUyoZvG548024cKFxMGhn+VknB59uRxjpdNqz2UAnIiIi0orCkOwrqZVqGUJyc2UIs5kciaTFtUmLbKFM0Ovi48eijMbCRDYoQwhHixTyhu9/MwDA1e8EGDmWJ9RXIhrwEI+FOT8SJuB1cfkylEqPJyn9/c2D0EbLzzpZotZpi1u7IUvTHhEREdlNFIZkzyuWytyayZAYt3iwyTKE61NpEtUyBIeBk4NB4h2WIYT6Soy+tER2ycnwkRy5JRdDzl7e+pifWO/qMoR2JyntLD9rd4lapy1unT5f0x4RERHZLRSGZM+atrJc2aIyhLEJi5vTlTKE/qCH108PcO5AGJ/HCTyuvXY4bMpls2ExwsixPIcOQdQbZmjIw4++6mC4d/VzatOWt9+uBI1Wk5R2QtNWBqvNPF9ERERkt1AYkj2lVoaQSFrMbLIM4epEmrEJi9RKAY/TwehImPiaMgR4XIiwsmQYv9XDwVNZfAG7YTFCwOvk/EiY+MsRCp/yNF0u1s20ZaPlZ+0uUet0X49a30RERORppTAkTz3btnkwv8KVZIrb092XIZTKNndmMiQmLD6aW8amUobwieNRTg4FcTcoQ4DHhQg+v41d/bVcqjwe6ivhMIZjA34uHIxwvD+Aw1ENUoHmgaSbaUuz5Wdr9/NsdXGC9gGJiIjI00phSJ5aqZUCY0mLsQkLa6XQ9XVmMznGkhbXJtOsFEoEvS4uHetjdCRMr9+z4eeHo0UcTlhZMhgnrCwbfAGbI4cML58eeFSGAO0XDXQybWl1zU4nTDWd7uvRPiARERF5GikMyVOlVoYwlrT4aH4TZQjFEjcmMyQmUkxZlTKEE4NB4iNhjvS3X4YAlUKEV99axJp34fmP0hzuDfDJZwJcPNO/6nmdBJN2py0bXVP7eURERESaUxiSp8J0OktivDK9yRaaFxO0Yts244srJJIWt6rL6foDHl47PcC5AyH8nu5/HM4edxN/JcKZ4RAeV+PldJ0Gk3aWvW10Te3nEREREWlOYUh2rWyhxPXJNFeSKaat7ssQMtkiY5MWY8nHZQjnRkLERyIMh1eXIaxVa4lr1A4X8Do5dyDMhYMRooGNl9O1G0w6Wfb29tutr6n9PCIiIiLNKQzJrlIrQ0gkU4+mN90olW3uzi6RSKa4Xy1DONjr46XjUU61KEOoSS84mbjn4ep3Arg8Ng4nvPrWIpFomWMDfuKxCCcG6soQ2tBOMOl02Vux2F6LXO1z638vIiIist8pDMmuYGUrZQiJ5ObKEOYyORITFtcmKmUIAa+zozIEeFyVnZp1Mv3AwzOvZChn3ZwMDvCF1wIEvd3/2DRa+rbZZW8blRd0W6IgIiIistcpDMmOKZbK3Jld4sp4atNlCDenMiSSFpNWFoeB4wMB4rEIR6P+R9ObVkve6tWqsmPHCmSmfQRWopw+7uIzL0LQu/q57bbDNfMklr2pREFERESkMYUheeKm01kSycr0ZjNlCMnFLImJFDenKsvpoi3KEGrTnnIJCnnD6EtLjBzLNwxFp446yQwHCPd4OP6Gg89/Hi5c2FxtdbPQ1O2yt07CjEoURERERBpTGJInolaGkEhaTFnZrq+TyRW5OlEpQ5ibNThWfJw5FuWFc/6WZQi1aY8/WOb73wyQXXISGSjy6luLhPpK+D1Ozo+EicfC9Ae9TL2w8fSl3YlLq9DUzbK3TqlEQURERKQxhSHZNrZt83DhcRlCodR9GcK9uSUSSYt7c0vYNgw4wwx+dJKIz0P+fQeWZ4lAk0kPPD4YdeqBG4DhIzlW0i5Cdogfec7H8YEgzroyhHYCSauJS7v7gDYTVDpZoqdDUUVERETWUxiSLVcrQ6hVWXdrfilPIpniaq0MwePkxSN9jMbCLE+EuHzHW5309Kyb9KxVOxh14p6HO98L0e8KMnzcy0++4WR4qLvX1yzIdLMPqNOgolIEERERkc1TGJItUSrb3J7JPK6y7rIMIV8sc2MqzdiExUTqcRnCaCzMsejjKmtXg0nPcrpSkNAoDLmdhpfiAeI/EMad97c8x6eTKU2jINPNPqBOv7ZKEUREREQ2T2FINmUmnSORTHFtMs1KfhNlCKksieTjMoQ+v5tXT1XKEAINqqzrJz1XvxNgOe3E4awsh6s3EukhHotw5kAQr8v56PFuzvhZ+9xmweVJ1F+rFEFERERk8xSGpGPZQokbU5UyhMlU92UIS9UyhMSExeJyAbfTcPZAiHgszIFwT9MyhJpQX4lQ3wojx/KrKrN9dWUIA2u7sFvYikIEeDL11ypFEBEREdk8hSFpy1aXIYwlLe5WyxBikR4une/j9FAIj8vR8TVDfSUi0TJH+/3EY2FODK4uQ2h3+Vm705Z2gsuTqL9WKYKIiIjI5igMSUvpWhlCdXoD7R9eWm9+Kc9Y0uLqpMVyvlJl/cKRPuIjYfoCnsdfr8Nr9/rdxGMRzo+ECPW41328k+VnraYt9YFqO5aoadIjIiIi8uQpDMk6pbLNnZkMiaTF/bllynVtCPWHlzqcNG1vg0oZws3pynK6h8kypaUeThwO8eazPo72B1ZNb9Zeu9XBqG6n4dRQZTndoT5fy+V0nSx9qwWRixfXf2xtoGo3uKj+WkRERGT3UhiSR2YzORJJi6sTVtMyhNrhpdHhIvNTrnXtbbZtM5HKkkha3JxOUyjZBMsBeu+eJer34r3tYDC+iNOx/vobHYx6INJDPBam14SYn3HiKcAG24ramuJsND1qFKguXtw4uKj+WkRERGR3Uxja53LFEtcn2y9DqB1eOj/lWtXetpQrcm0yTSKZYqFahnC6Or0pz0b44IGvGqAcTeuvGx2Mml92EfP08YVPBBgMeTsOGO0sP9toetTtsjjVX4uIiIjsbgpD+9SD+WUSSYtb1elNZa+Od8O9OrVKa2veRbC3wEzR4p0PHpchjER6+MyaMoS0XWoYoJpde/Keh4cfRoj5IgwMe/iRTxoGQ5XndBIwWi19q7dR2Ol2P4/qr0VERER2N4WhfSSTKzKWtEgkU4/KEKCzfUAARc8Kd22Lq2OVMgSf28kLh/sYjYWJ1pUh1NQHqFZhK+Jz8/LJMKNvhVlOuRuGj3YDRjsTpPqwtFHY6WY/j0oRRERERHY3haE9qvYP/aFhm2VnpQzh3uzqMoSajfYBweMyhLGkRTKVxRg41h8gHgtzrEEZwlqVM4HWh6BKGUKQeCyyqgwh1NM8lLQTMDaaIDUKS62mR91SKYKIiIjI7rVtYcgY0wN8DfBWv85v2bb9t40xvw5cAgrAnwB/1bbtgqn8K/h/BT4HLAN/0bbt723X69vLpqbgH/zPRSYXc8yv5Hjp8wstJz3N9gHZts2kVSlDuDFVWU7X63fzysl+zo+ECXi7/5/PcLhShnD2QIget5OpKfjgg821rnVSf93tfp5O2uFEREREZHfbzslQDvi0bdsZY4wb+Lox5veAXwd+qvqcfwH8FeB/Bz4LnK6+vVR97KVtfH1PnY3+IZ4rlrgxmeHfvbPM+/c9RIeL5FKNJz311i5jcwZyfO9+pVRhfjmPy2E4PVyZ3sQiPS2rrFvpcTs5NxLiQizCYMi76vvabOtap/XX3eznUTuciIiIyN6ybWHItm0byFR/666+2bZt/27tOcaYPwEOVX/7BeDXqp/3bWNMrzFmxLbtie16jU+TVv8QH19c4cp4ilvTGfLFMnmPE4fTs2FhQb1ApMhMKcVXH1jcnV2iXC1DePPcEGeGK2UI6QUnyTuP9/20c0CqMXC03088FuHEQACX07HuOVvRutZp/XU3+3nUDiciIiKyt2zrniFjjBN4DzgFfMm27e/UfcwN/AXgF6oPHQQe1H36w+pjq8KQMebngZ8HOHLkyLa99t1m7T/Eb98v8tGKRWK8UmVdr93CAoAHyRIfXs/xIDtPzrOCO+fjWM9Bnj3r5egh56PnrS1ZuPh6mstfCzUsXUgvOCkv9fDxuI9Xnw0R7nG3/N62onWtm2t0up9H7XAiIiIie8u2hiHbtkvARWNML/CvjDEXbNu+Uv3wPwK+Ztv2H1d/32jt1brd/rZt/wrwKwCXLl1a3wawR42MgMNp834iz/xKjj+6P0sg1Xzi06ywAKBQKnNzOsP711e49c4wdjlIb7CXT765zNz3h7DLhrEHEK0LOGtLFibve9aVLvT1l+l3hrn33T78Ljffvmt48SiEe1p/b+1OaVotE9xMc1u7+4DUDiciIiKytzyRNjnbtheNMe8APwxcMcb8bWAQ+Kt1T3sIHK77/SEg+SRe3243v5TneipF5IUlslOGkWiRQG/zaU8jtm0zZeVIJFPcmMqQL5XxLEY5GPFz6oSDpTkvnrQHu2watsqtLVk4cDTP5H0v81MuQn4nn/14L688E+RawskVd+dLyTaa0rSzX6eb5rZuDnFVCBIRERHZG7azTW4QKFSDkA/4DPCLxpi/AvwQ8KZt2+W6T/kK8NeMMb9BpTghtZ/3C+WLZW5MpUkkUyQXswC4gnAw2Nl1lvNFrk1WKrHnlurKEEYihOwA3/gdH0tzrAs4jfYanXx2GYCRY3kGh+Cl0TJ9Jkz8lPdRQNhoKdnaKUyrqUz9x7Zrv472AYmIiIjsX9s5GRoBfrW6b8gBfNm27X9rjCkC94FvVVvJftu27f8O+F0qtdq3qFRr/6VtfG271vjiConxFDerZQidSi84WZx1YjnS3F2a49b9AoV0DyMjPbx5rpfTw0G8rtpeoPK6vUXB3vV7jer3C0VDbn7qsw5eGvU3LENotZRs7RTm7bfhy19uPJVp9Nzt2K+jfUAiIiIi+9d2tsl9CDzf4PGGX7PaIvfF7Xo9u1Ft8hGOFpkvW5Uq66X8hp/XrMXtYbLE7/1mD9PpPMWyl764E9/DExzy9RAoODl6cRGva/XyurV7ixrtNSot9TAS8vFC3MNU0kWgBC4nTTVbSrZ2CpNINJ/KrH1usbg9+3W0D0hERERk/3oie4ZkvYkJm7/7D/JMLuZI5wq8UldW0MraVreXPj/PVCFFImlx97qbpQU3w7EiwWKE8/1BptLe6h4gVu0B2qgW2+UwnBwKciEWwfOMj3901zCV3Nz0ZO0UJh6vBKJGU5lGE5t29+t0ejCq9gGJiIiI7E8KQ0/Y/FKeRDLFf/halmtJP9HhIqXljQ9Gram1ujnDK9y+W+b6H05hBlJEfG5euhBhYSWMyzhx+ODg8TQzD9bvAVobqOprsQdDXi4cjHDuQIge9+Pxz1ZMTxpNYQYHG1+324mNDkYVERERkXYpDG2xRlOJWhnCWNJifHEFAHfIicPpb+tg1NoUxxPMcX95lsREkeV7Nk6nzXNHnbxw9iAHe30YY0gfTm+4B2htTXbW8vDas17isTBDTXqwt2p6svY6ra7bzddUIYKIiIiItEthaAutnUr8+E+tMF20uDGVXleG0O7BqKl5B7/7m35mrDwLKxB6YZ6Rl5c47I1y4bSHgcH+ddfdaA9QOFrE6YRiqoczIz188XN9HIytL0PYLTpZ9qZCBBERERFpl8LQFpqYgJVsCXdvlvevF1j+oxQHT+aaPr/VwaiplQKJZIrvvQ+zE0P4olmGnBFeP36M+DPrz5rdaA/Qo6/Z4+KlF8P8uY+HWVp0b2lpQKd7ddq9ZqfnAKkQQURERETaoTC0RWYzOT6cX+DDpJvSA1oufWsWXIqlMremMySSFg+ry+lGhiP0HfAT8fbhdMGRQ3mgtO56zfYAweMyhHgszJGon2qleVvaDTidhpZ2r9vNsjcVIoiIiIhIOxSGtsj4wgpzJYtX3mo9oVkbXF75kQVmM3k+uJHjYW6eck+WcI+LT57o53BPL+VlH45DecrlQtNrrt0DVCtjGAxV9gGdOxDG52nRhd1EJwGnk9DSyXW17E1EREREtovC0BZrtfQNHgeX4ECeW3fK/Pq/X2T6RhhsD/2hKD/0Y2nOHneTWXS1nPbUC0eLOJwwP+XC44FPXPDz+rPDTcsQ2jE1Be+8A6lUpQK7VcCZmoK5Ocjl2gstnQQnLXsTERERke2iMPQElW2bFBZ35mzm7xXBUWZ42HCkN8CpEw6sWQ8hG4zJNZ32NBKOlnj7p3P0O8J8fNTfsgyhneVptclNKgXvvxeVGTgAAAt2SURBVF95LBJpHHDqpzy2DW++CRcutA4tnU57tOxNRERERLaDwtAWmZsxjN/2NlzKllopMJa0+PBmtlKRfXSR5wdCPHvaS3+wl69/pQdrdvU+o/ppT7P9R6EeF6OxMPGRCBG/e8PX2O7ytNrkJh6v/P7ll+GNN1o/tzbl6e9vb0+Ppj0iIiIistMUhrbA1BT85q95uD0VfLSkzRcucGumWoawsEJpyYNj7BQHAj1EQy5ef96qhqbGFdvNqredDsPJwUoZwtH+zsoQ2l2eVj+5iUSaB6G1z+1kT4+mPSIiIiKy0xSGtsDEBJSKhr7hAg8/MvzhexaT7klyxTLhHhefOBGld2WIW7Ph6rI3x6plb832GdU/PlAtQzjfZRkCtB9cOpncaMojIiIiIk8rhaEtEOgtcGcuzdXkMivFIpHDcxwP9HIoFOX0MSfhaJn0AtzZYNnbWl63g7PDIS4cjDDcpAyhk7N9Og057QYbTXlERERE5GmkMLQFbF+WmwOX6e8PET/l4eTgEd79vX4mSzD9/cdNcI2Wva1lDARKAaImwktn/BzaoAyh3Yrq+tB08eJWfNciIiIiIk83haEtcGY4xC//XJwbUxkAxm97GzbBtardDvW4GB0JM+AM88//mYe7Rfjg61tztk+nB6KKiIiIiOwHCkNb5FCf/1EYaqcJDiplCCcGA8RjEY5G/TgchsuX2z+Dx+WC2VlYWmpefQ2dnesjIiIiIrJfKAxtg42WxA0EPYzGIoyOrC5D6OTw0qkp+PKXweeDlRX4uZ/b+sY3EREREZG9TGFom6xdEudxOTh3IEQ8FuFAZH0ZQqeHl9afBXTvXuX9ZtT4JiIiIiKynsLQNjvU52PY3YuvGOBI1MFwpPHzOj28tNNpjxrfRERERERWUxjaBkGvi9FYmHgsTC7taau8oJtwo2mPiIiIiEj3FIa2iNNhODUUJB4Lc6w/gMNhALh8o73ygm7CjaY9IiIiIiLdUxjaIhcORrhwcP0auE4mPgo3IiIiIiJPjsLQNtNyNhERERGR3Ulh6AnQxEdEREREZPdx7PQLEBERERER2QkKQyIiIiIisi8pDImIiIiIyL6kMCQiIiIiIvuSwpCIiIiIiOxLCkMiIiIiIrIvKQyJiIiIiMi+pDAkIiIiIiL7ksKQiIiIiIjsSwpDIiIiIiKyLykMiYiIiIjIvqQwJCIiIiIi+5LCkIiIiIiI7EsKQyIiIiIisi8pDImIiIiIyL6kMCQiIiIiIvuSwpCIiIiIiOxLxrbtnX4NXTPGzAD3d/p1bKMBYHanX4RsGd3PvUX3c2/R/dw7dC/3Ft3PvWWn7udR27YHG33gqQ5De50x5l3bti/t9OuQraH7ubfofu4tup97h+7l3qL7ubfsxvupZXIiIiIiIrIvKQyJiIiIiMi+pDC0u/3KTr8A2VK6n3uL7ufeovu5d+he7i26n3vLrruf2jMkIiIiIiL7kiZDIiIiIiKyLykMPWHGmH9qjJk2xlype+w5Y8y3jDHfN8b8jjEmXPexZ6sfS1Q/3lN9/MXq728ZY37JGGN24vvZ7zq5n8aYP2+MuVz3VjbGXKx+TPdzh3V4L93GmF+tPn7VGPNf1X3ODxtjrlfv5d/aie9FOr6fHmPMP6s+/oEx5o26z9HP5i5gjDlsjPn/qj9vCWPML1Qfjxpj/sAYc7P6a1/1cVO9X7eMMR8aY16ou9bPVJ9/0xjzMzv1Pe1XXdzLc9Wf25wx5m+uuZb+vt1hXdzPP1/9mfzQGPNNY8xzddfamftp27benuAb8DrwAnCl7rHvAp+qvv+zwN+pvu8CPgSeq/6+H3BW3/8T4JOAAX4P+OxOf2/78a2T+7nm854B7tT9XvfzKbqXwE8Cv1F93w/cA44BTuA2cALwAB8Aozv9ve3Htw7v5xeBf1Z9fwh4D3BUf6+fzV3wBowAL1TfDwE3gFHg7wF/q/r43wJ+sfr+56r3ywCfAL5TfTwK3Kn+2ld9v2+nv7/99NbFvRwCPgb8XeBv1l1Hf9/ugrcu7ufLtZ854LN1P5s7dj81GXrCbNv+GjC/5uGzwNeq7/8B8OPV938Q+NC27Q+qnztn23bJGDMChG3b/pZd+V/QrwH/8fa/elmrw/tZ788B/xJA93N36PBe2kDAGOMCfEAesICPA7ds275j23Ye+A3gC9v92mW9Du/nKPCH1c+bBhaBS/rZ3D1s256wbft71ffTwFXgIJWfr1+tPu1XeXx/vgD8ml3xbaC3ej9/CPgD27bnbdteoPK/gx9+gt/KvtfpvbRte9q27e8ChTWX0t+3u0AX9/Ob1Z89gG8Dh6rv79j9VBjaHa4Ab1Xf/zPA4er7ZwDbGPP7xpjvGWP+i+rjB4GHdZ//sPqY7A7N7me9P0s1DKH7uZs1u5e/BSwBE8BHwD+wbXueyn17UPf5upe7S7P7+QHwBWOMyxhzHHix+jH9bO5CxphjwPPAd4Bh27YnoPKPMipTBGj+s6if0V2kzXvZjO7lLtPF/fzLVCa4sIP3U2Fod/hZ4IvGmPeojBjz1cddwKvAn6/++qPGmDepjP3XUi3g7tHsfgJgjHkJWLZtu7aXQfdz92p2Lz8OlIAYcBz4z4wxJ9C93O2a3c9/SuU/vO8C/wvwTaCI7ueuY4wJAv8P8Dds27ZaPbXBY3aLx+UJ6+BeNr1Eg8d0L3dIp/fTGPOnqISh/7L2UIOnPZH76XoSX0Ras237GpUlcRhjzgCfr37oIfBV27Znqx/7XSpr4P85j8eKVN9PPrEXLC21uJ81P8HjqRBU7rPu5y7U4l7+JPDvbdsuANPGmG8Al6j8v1r1k0Ddy12k2f20bbsI/Ke15xljvgncBBbQz+auYYxxU/nH1q/btv3b1YenjDEjtm1PVJfBTVcff0jjn8WHwBtrHn9nO1+3rNfhvWym2T2WJ6zT+2mMeRb4x1T2YM5VH96x+6nJ0C5gjBmq/uoA/hvgl6sf+n3gWWOMv7o34VPAWHXcmDbGfKLabPTTwL/ZgZcuDbS4n7XH/gyVtbDAo/Gx7ucu1OJefgR8utpYFaCyQfsalQ36p40xx40xHirB9ytP/pVLI83uZ/Xv2ED1/R8AirZt6+/aXaT65/9PgKu2bf9PdR/6ClBrhPsZHt+frwA/Xf0Z/QSQqt7P3wd+0BjTV223+sHqY/KEdHEvm9Hft7tAp/fTGHME+G3gL9i2faPu+Tt3P59ES4PeVrVu/Esq+wwKVFLwXwZ+gUr7xg3gf6R6GG71+T8FJKisdf97dY9fqj52G/iH9Z+jt119P98Avt3gOrqfT9G9BILA/1392RwD/vO663yu+vzbwH+909/Xfn3r8H4eA65T2fj7/wJH666jn81d8EZlqbhNpWH1cvXtc1RaVv+QyiTvD4Fo9fkG+FL1vn0fuFR3rZ8FblXf/tJOf2/77a2Le3mg+jNsUSk3eUil2ER/3+6Cty7u5z+mMnWvPffdumvtyP2s/YdARERERERkX9EyORERERER2ZcUhkREREREZF9SGBIRERERkX1JYUhERERERPYlhSEREREREdmXFIZERERERGRfUhgSEREREZF9SWFIRESeesaYjxljPjTG9BhjAsaYhDHmwk6/LhER2d106KqIiOwJxpj/HugBfMBD27b/hx1+SSIissspDImIyJ5gjPEA3wWywMu2bZd2+CWJiMgup2VyIiKyV0SBIBCiMiESERFpSZMhERHZE4wxXwF+AzgOjNi2/dd2+CWJiMgu59rpFyAiIrJZxpifBoq2bf8LY4wT+KYx5tO2bf/RTr82ERHZvTQZEhERERGRfUl7hkREREREZF9SGBIRERERkX1JYUhERERERPYlhSERERH5/9uvAwEAAAAAQf7Wg1wWASzJEAAAsCRDAADAkgwBAABLMgQAACwFysTGaiUmRdEAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -2196,12 +2236,12 @@ "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", "\n", - "display(m1)" + "display(m1)\n" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -2217,7 +2257,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 1992761.8864227736
\n", + "Objective: 119244925.15659449
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", @@ -2230,16 +2270,16 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
GP_regression. valueconstraintspriors
mapping.linmap.A [0.22979167]
mapping.constmap.C 360.0
rbf.variance 1.0 +ve
rbf.lengthscale 1.0 +ve
Gaussian_noise.variance 1.0 +ve
\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
mapping.linmap.A [-1.86020051]
mapping.constmap.C 360.0
rbf.variance 1.0 +ve
rbf.lengthscale 1.0 +ve
Gaussian_noise.variance 1.0 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2247,7 +2287,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAHgCAYAAACvu1xQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdfXRc1X3v/893njSjh5FkSbZly8Y2MamxARsbQpLCTQoJ5KGB9JJ7adKGrOaGkkV7+2u70iYrbZP2Ln7rpu1d+f3SJlBu00XIKr+UhMtDU5I0hAVJG0JqihtjDMHYYGQbW7L1/Dwz+/fHOSON5JE0kmbmjGber7W0NDqzz5k9Mtj7M9+99zHnnAAAAAAAhQsF3QEAAAAAWG0IUgAAAACwRAQpAAAAAFgighQAAAAALBFBCgAAAACWiCAFAAAAAEsUCboDQWlvb3dbtmwJuhsAAAAAKtSzzz7b65zryPdczQapLVu2aP/+/UF3AwAAAECFMrPX5nuOqX0AAAAAsEQEKQAAAABYIoIUAAAAACwRQQoAAAAAloggBQAAAABLVLFBysxeNbODZnbAzPb7x9aY2ffN7GX/e2tO+8+Y2REze8nMrg+u5wAAAACqXcUGKd87nXO7nXP7/J8/LekHzrntkn7g/ywzu1jSLZJ2SrpB0lfMLBxEhwEAAABUv0oPUnPdKOlr/uOvSbop5/g3nHMTzrljko5IujKA/gEAAACoAZUcpJykfzazZ83sNv/YOufcKUnyv6/1j2+U9HrOud3+MQAAAAAoukjQHVjA251zJ81sraTvm9mLC7S1PMfceY28QHabJG3evLk4vQQAAABQcyq2IuWcO+l/PyPpIXlT9U6bWack+d/P+M27JW3KOb1L0sk817zHObfPObevo6OjlN0HAAAAUMUqMkiZWYOZNWUfS3q3pOclPSrpVr/ZrZIe8R8/KukWM6szs62Stkv6aXl7DQAAAKBWVOrUvnWSHjIzyevj/c6575rZv0l6wMw+Lum4pA9JknPukJk9IOkFSSlJdzjn0sF0HQAAAEC1q8gg5Zw7KumyPMfPSrp2nnPulHRnibsGAAAAAJU5tQ8AAAAAKhlBCgAAAACWqCKn9gEAAAAoodOnpeefl/r6pNZWadcuad26xdtmzT0nX5tc2fbSwu3yXbtCEaQAAACAUiskjMzXLl/7+dr198+Eo5aW/H3p75e++13plVeks2eltjbpwgulG244/5zctmfOSKmUFA57fbjwQultb/PaPPec1N090yZXtv3GjZLZ/O2ybbu6pKuvlv7gDyo6TBGkAAAAELxsMJBWXh2Zr12u1taZQLJQdaQYjh+XHnvMe61z584PI9kAky+0ZM0NLz/+8fntMhlpdHTmnIYGL7jMlclIzkmxmHfd06e9cPPUU1IoNH9byXvsnHdO9n055z2XTHrXy/6clW3/2mvez/H4zPG5QiEpGvV+F6dOEaQAAACwMqdPe+PKzs55xpZzg8N806MKnYLV0yP96796A+P5KhvF0t8vPfKIdOyYN4hebnWkkECS1dTkhYx4fCbclEImI42MeKEhEpHq62eHkdwAky+0ZOW2f+IJr/3cdum09zgc9h6nUt5rzhWJeO99akoaH599rbm/h9y2ktc2lfJeJxSa+cpkpIkJ789vbhjLtm9s9H4eG5u5Vr7f19SU9+fY2VnY7zggBCkAALAqZYNFJOKN0/IFjLltFmq7lPa57U6f9o6tWzf7nGJ+P33a++A/lfLGoB/+sDfOzLap6z+tNX/7BbUc+hfVnTnhDVrnhgtp8YCRDSXt7V71YGDACwH19fkrG8UyNeW9seyg/fjxpVdHCg0kmYwXHoaHvceNjd7gP191pBjSae89RaPe+5yc9PqVDRe5ASZfaMnKbR+Pe9ed2y4c9s7PZLzv2evNZTZ/dWtu+9y2c4Pqiy9Kr77qvV5Dg3TFFdJNN80fgI8f937evDl/UM5aJWukzJXqP5oKt2/fPrd///6guwEAqFGLVhfytF0sBCyl/XICw0KD/ex5+dqXImjkBovnnpP27PHGkO973+zZWk8/PdPmzW+WXnrp/LbzXXO+9rntnnnGG0NK3lj2kku8c7LnFut7V5d05IjU3Oy9r0xG2rt3pk362QP6xMRfqXPwRXWlX1PEpfMPyOcGjHxByswLGZOTUl2dN2CPxfJXNoolG26cmx1u5utf7vvK957ytcuaG9qyFZR81ZFivrdEwluL9IlPeEGi0OpaVqHrmgpZIyUVtt4qX9us7DnHjnnnbd3qrWtabEqmtCpCUpaZPeuc25fvOSpSAICKspTQsFjbQkPAYgN2qTQhoK7OG1/lDtDnvtZigWGpASOV8sZZ99/vjT1zB+sLBYbcYDH3e/a8t73t/OBy8GBpgkZXl/fh9hVXeK8XCkk//an0xhvS0aPea2Y/+H/722fG43PbdnfPf8352ue2Gxubma00PDxzTrG/r1snvfCCN95OJr3/bnLbnA51KtXYLDs3pXTKKaI81Q5p4YpHtp1z3rS3oaGZdvNVNoolHPYqGnOn2y2lOpJbUcnXLqvQaYTF1N/vBdK3v31m5zpJ+uVfLmy9V772xazarFu39Oss9ZzlvEaFI0gBQABKOd0o+4Hf3EH2QhWD5XzPTl2f7/VKVWXIvlYhbQsJAQt9L3UIuPZa6Yc/nD34n/taCwWG3BBQSMDItn/2We93FY/PHpAvFBgWGuRnzzt6VOrtnd2+VEFj3Tqvb6dPnx94Dx3yXrOx0RtvZttI57d99dX5rzlf+9x2icRM1kgkZs4p9vdMRnrLW7x9BOJx7886t81Q/Tp9781/qAu3v083vaNPdcoTLqSFA4Y0ewrW1JRX9Xjve70KSjkUsgFEvgCx3EAiBVsdIYysagQpANNKMdVoKYFhsQF+7jmFtl2oXTnWNeR7rUKnDy1nutE3v+mNDSYnZw/GF6oYLCcIZK83Opr/9UpZZZC849u2LRwYCg0BC30vdQj4j/+Y+e8iO/if+1oLBYbcELCU9qGQNxgfG5v5nS4WGBYa5GfPu+wy6Qc/mN2+VEEjk5GuvDJ/cM6+ppkXPj70ofn/n1romvO1z/fa2d9bKf8uyX54Mf/ffevU2blOrdm/W/OFC2nxSkYlhIzcqk0hCCQIAEGqRixngFxI21Jfu5BzSjFQX8qaAKk4n+4vd1BezGsWe6rRUgLDfFON5jvngQe8NdD5wkAhoaFUlYZCqhpzA4C0cKVhKdONXnjB+wDZudmD8YUqBsv5nkxKJ0960/SbmqTBweIEjUKqDJL3WosFhkJDwELfSx0Ccv8bne+1FgoMSw0Y2Xb19d5/X2azNy1YLDAs9vfH1NT8QST7Z1PsYJH9e37XLu/r1ClvCUr2NfPlgLltF/u3I1/7ua9dTgWP/5cbFggZQEEIUhVgoSAgFWd+/1IHyHPbLvXa+dplF/0Wcu3cQPPlL3vH8p2z0NSdhQYIyx18z20/Pj57mkUpBuGreapRoQFgoalGc88ZGPDaJRLeYD7fYLyQ0FCudQ35XqvQ6UPZayxlutGRI96ygmh09mB8oYrBcr4PDnqL3qNR74PrqaniBI1CqgyS93ixwFBoCAjig4vcv+euvvr8wf980zKlhUPAUtvPDQ2LBYb55J43XxAph9zx/2KvSQEDwEoRpAKWDQpzP1nPDurNFh/Ql2KAnNs23xz8ha49t3124J9d9Pue9yx87T17vAHaHXd4/yinUtKaNdLDDxc2UB8d9XbjHBuT9u+f2dVosWk+S/3EPhTydmtyLv/C33INyot17VJMNVpKYJhvqtHcc3bskF5/feYWFPkG44WEhnKta8j3WoVOH8peYynTjX7xF70PA7LLDAqtGCw3CEjFXSO1WAiYGzQWCwxLqX7Pp9QhYCmD/3znFLs9RQwAKAxBKmDZoDD3k/XstBlJ2rCh/APk3Lb55uAvpX124J9d9LvYtbO/i+wnm5GIdPhw/nPyDdRzdxnNDTeLTfNZ6if2p097wTB3K9r52hbz+2qaarSUwDDfVKO555w75/3OswPlfJ/IFxoaglojNd8Av9jTjeZrW4xwkavUg+dSVhkAAFguglTAskFhYGD2ADQ7bcbMe1zuAXJu26Vee76Bf3bR73XXLXzt7HvPDvbuuMP7xLvQgfrctTYLtV3O4DtfGMh3c8RyDsqLde1STDUqRmCYe85iQaDQtuVc17CaKw0AAOB83JC3ApR6jVTu4DT3tRYbIC9lw4XF2s9d9LuU3dkK+T2tpG2+80qx0QYAAABWl4VuyEuQAgAAAIA8FgpSoXwHAQAAAADzI0gBAAAAwBIRpAAAAABgiQhSAAAAALBEBCkAAAAAWCLuIwUAAFAhnHN6/PAZHT41qIGxKX34LZt1YUdj0N0CkAdBCgAAoAKMT6X16Qd/pocPnJQkhUx6+LkT+tYn36at7Q0B9w7AXEztAwAACNjwREo33/VjPXzgpH7n2u168X/coO/9X9conXG65Z6ndXpwPOguApiDIAUAABCgyVRGn/jafr1walB3/9pe/e67LlI8Gtb2dU36+0+8Rb1Dk/q7fz0WdDcBzEGQAgAACEgm4/R7DxzQ00fP6s9vvkw37Fo/6/mdG5r1zl/o0Lf2d2sqnQmolwDyIUgBAAAE5M7HDuvbPzulP7j+zbp5b1feNv9l3yadHZnUUy/1lLl3ABZCkAIAAAjAXU8e0Vf/5Zg++tYL9Ml3XDhvu3f+wlqtaYjpgf2vl7F3ABZDkAIAACgj55y++P2f6wvffUnv2bVen/vlnTKzedtHwyHdvLdLP3jxjHqHJ8rYUwALYfvzVejImWHd++NX9cbAmN7x5rV69851WtsUD7pbAABUBOec0hmnVGbu94zS/uPc4xNTGY1OpjQ6ldbYZFqjk2mNTaY0NJ7S0ERKIxMp/1hak6mMmhIRrW2q05a2Bl24tlE7NyRVHytsSDU8kdKf/eMhPbC/W7+yZ6P+/OZLFQ7NH6KyPnDZBt3zw6P64c979CuX558CCKC8CFKrzF898bL+1z//XJGQqbUhpscPn9Gd/3RYn33fDn34ys0KFfCXMQCg8jjnlHFSxjm5ud/lf8/M/jnjnOQ0fV72HOektHOzQkPGzQSHzJzn0s4p4weLjP9zvnMz0+2ldCajtN+fdMZpKj0TUqb8wJLJeO1Sc14rnc59DSmVyUy//kzAmX3erGvMvd6cfmdccf9sYuGQ4rGQEpGwYpGQRifTGhibUsp/oZBJF3Y06oqta3TFllbt2dSqC9rqZ1WZBsen9N3n39Bffu8l9QxN6Dev2aY/vOEXCv53e0dnUvWxsA683k+QAioEQWoV+Vl3v/6f77+s63eu050fvERtDTH9/PSwPvfo8/qjh5/XYwdP6a9+dY/aGuuC7ioA5JXJOPUOT6hneELD4ykNT3hfk6mMnCT5A2Cn80fCJpt7INtY6WxISHuD7+zAP5X2BvhT6Yz3ODtAT2efnxmsp/zBffY6aecfyxMs5g7icwNHbgiaDkDOe09eyJkZ6Oe2qwYhk0JmCoVMYTOFTAqHbPpY9ufw9M+mSCjbXoqEQgqHvefromE1hEyRUEiRkCkSNkXCIUVD/nf/50jIFA6Z/33Oz/61Zn6e2967fjRsqo9FlIiFVe9/eY8jSkTDeStG6YzTyf4xvfTGkJ57vU8/Pdanh/69W/c/c1yS1FAX1vpkXE3xqAbGpvT6uVGlMk4XdjTorl/bq70XtC7pdxsOmS7ratGzr/UV5c8KwMqZc9Xy1/fS7Nu3z+3fvz/obhRsMpXR+770I/WNTuoHv/8ONSei088553T/T4/r848eUksipq/82uW6YsuaAHsLVC7nnIYmUuobmdTYVFrjUxlNTKU1kcrMGvBmMtlP+OdUCpT9eaaNczltlXNOZnaFIfvc9DnZSoCbmYqUWx3IuOwn/9nX89rmDtrzVRvO+5Q+c34fs4P3WDik9saY1ibjWtdUp45kXJ3JuNY3x7UuGVdbQ2xJlW7nnPpGp9TdN6rXz43p+LkRHe0d0fGzozrRP6Yzg+OaTJf/353cAX04NPMVyXmcHdSH8wzIQ7MG3v7z4dnPRXKuHwp5sS8bKMwPGOGQ99hkM6HDJNnMz9nzLPfnnGvYPOeF/OuaSWamcEgKh0J+kPDaRMJzfgc5/c3t/0y4mf37mvv78wKRF4BC/uvWsnTG6eenh/Tc8X4dPNGv7r4xDY2n1Fof04UdDXrfpZ3avall2b+nv/jei/qbp47q4OevVyIWLnLvAeRjZs865/ble46K1Cpx39Ov6uUzw/rfH903K0RJ3j9cH3nLBbqsq0W3f/1Z/de/eVq3XbNNv/uui1QXWflftM45TaQyGplIaWQirZFJb774yGRa6UzG+5TY/4e8sS6iNQ0xbWiJF+W1V2J8Kq1jvSN67eyo+kYnNTKR8gYI/ieSsXBIjfGImuoiaoxH1Oh/b6qLKh4NLfoPnXPnz7/PnYOf/SQ7d25+JiN/4OxmBueZnIH0rKk9uYP5meMzA3s3fT2X5/l0Zk7bnAH89MA8z/O5g/+8A/ecaTyTqYym0k6T/uNUOqPJ6U/+/U/90zNTfSIhUzwaVjzqfeLb1hDTumRcnc1xdTR539c3x7WhOaFkIrKswUYqndGpgXEdPzeq186O6tWzIzraM6zXz42pd3hi1nScSpIdhOZ+9wbH3sA4Oxg3mxmYh0M57WZ9yq9ZwSC3OmA51zSTxqcyOtY7on8/3q/BsanzKiORkKmtMaa1/p9PcyKqhrqInLwpWVPpjHqHvArT2eFJnR2Z0PjU7HvdNNVFtKE1oYs7k3rPrvXatKZea5vq1BSPTv9/Fwt7ex9ZzmA8909/br/mfggYCYUWCD1W8wN8lEc4ZNrRmdSOzqSkzUW//p5NrUplnA6eGNCVW/nAFAgaQWqVePDfT+jSrma96+J187bZtbFZ3/3da/Snjx7S3U8d1cMHTur3rrtIN+7ZsGCocc6pd3hSr/QM62jPiI6cGdKx3lGdGRrX2eFJnRud1GRqaTcBDJnU2RzXns2tetuF7bp2x1qtS5Z2QwznvH9cHjt4Sj98uVcvnhpc9jz5kEmRcP5NLTM5IaQaZAfXJp030J7vU/DsJ9uRUEix7HQbf6pNcyzqPw4pljv9JmyaSmemF3KPTKR0rHdEz77Wp8Hx1Hn9ikdDWttUp/XJhDa2JtTZHFdDnTfgnkzPVJHGptLqGZrQif4xnRoY19nhiVl/NpGQaX1zXF2tCe3ckNTaZJ3aG+vUWh9TfcwLdXWRkGKR0EwVYc7vIBSaqQzkCzmzz8vTJqS8180GpEpZ25hKZ3R2ZFJvDIzr1MC4Tg+O60T/mE70jenUwJheODWokYmUxqcysyoszYmo2hpi2rkhqc6WuDavaVBXa0KbWuvVtSahZDy6+IsDWNTuzS2SpOeO9xGkgArA1L5V4NXeEb3jL5/UH71vh/7b1dsKOudHL/fo/37ssA6fGlI8GtJbt7Xr4g1N6misU9pJQ+NTeuXMsI70DOv42VGNTKanz42FQ+psjmttsk7rknGtT8a1pjGmxrqI6mMRNcTCaqiLqD4WViQcksuZ7jQ0nlLv8KReOzuiF04O6t+P96lvdEom6dKuZn3kLRfo/Zd1Fry7USEGxqb0wL8d170/fk0n+scUDpl2bkjqF9/Url/oTGprW4PaGmNqqItML2ZOZTKamMpMr8/IrtXI7s40ODalqbTz1mlk/xfxx7rRnDn2YfPm4Oedm+/P6c89HvKn2GSrCucNvEM2K6zMHcx7lYg81YpQnmtlrx/Kcy3/nEr5lH4ylVHv8IRODYz7g/gxve5PDXtjYEynByfUNzp5XniNhU3RSEhNdVF1tnhhaXNrvTa31WvTmnpd0Nag9cl4QTtiAcBqcPWfP6GdnUnd/et5ZxoBKDKm9q1y/3TwlCTpPZd0FnzO1ds79Nh/b9ePXu7VY8+f0pMv9eipn5+ZNRDtaKzTlvZ63bhno7avbdS2jkZta2/QxpZE0T4hd87p5TPD+s7BU/o/z53QHzz4M33+Hw/ppj0b9WtvuUAXb0gu+9ovnx7SV//lmB567oQmUhnt3tSi37l2u67fuV7N9XwCvprEIiFtaEloQ0ti3jbZKaZT6YzqImFFw5UTBAGgXPZubtW/vnJWzjn+DgQCRpBaBf7xP05q96YWbVxgkJmPmemaizp0zUUdkrx1Ln2jk4qGQqqvCys6z9S1YjIzXbSuSReta9J/v3a79r/Wp68//Zq+uf913f/McV2ysVm/flXhVaqpdEZPvHhGf/cvx/TMsXOKhk2/fNkG/cbbt2rXxuaSvx8Ex2xmfRUA1Ko9m1v18IGTOjkwvuRxAYDiIkhVuGO9I3rxjSH90ft2rPha4ZCpPcCt0c1MV2xZoyu2rFH/6E49+Gy3vvb0a9NVqvdd0qlrLurQjs6mWZ+yOedVn556uUffOXhKA2MptTfG9KnrL9ItV2xmu3cAQM3Y6c/k+PkbQwQpIGAEqQr3g8OnJS1tWt9q0FIf08ev3qbf+MWt2v9an+778av69s9O6ZvPds97TiIa0tXbO/Rfr9ikay7qKEtFDQCASrK1vUGSdLR3RO8MuC9ArSNIVbiDJwa0Phmv2k+dcqtUqXRGB08M6Pi50fPadbUmdGlXC+EJAFDT1jTElIxH9GrvSNBdAWpe1QQpM7tB0v8rKSzpb51z/zPgLhXFoROD02X8ahcJh7Rnc6v2bF7a3d4BAKgVZqYL2hp0tHc46K4ANa8qPt43s7CkL0t6j6SLJf2qmV0cbK9WbmwyraO9w9rJJgoAAMB3YUeDjvVQkQKCVhVBStKVko4454465yYlfUPSjQH3acVeOj2kjJMu7qyNihQAAFjc1vZGnRoc1/hUevHGAEqmWoLURkmv5/zc7R9b1Q6dHJCkmpnaBwAAFrelvV7OSa+dPX9NMYDyqZYgle+OdO68Rma3mdl+M9vf09NThm6tzAsnB5WMR9TVWp0bTQAAgKXb1t4oybtFCoDgVEuQ6pa0KefnLkkn5zZyzt3jnNvnnNvX0dFRts4t1/MnBrSjM8mdywEAwLQt7fWSCFJA0KolSP2bpO1mttXMYpJukfRowH1akXTG6aXTQ9rFRhMAACBHUzyq9saYjrFzHxCoqtj+3DmXMrPfkvQ9eduf/51z7lDA3VqRY73DGp/KsNEEAAA4z9b2BipSQMCqIkhJknPuMUmPBd2PYjl0clCStHMjQQoAAMy2tb1BT7x4JuhuADWtWqb2VZ0XTg4qFgnpwo7GoLsCAAAqzNb2RvUOT2pofCrorgA1iyBVoZ4/OaDtaxsVDfNHBAAAZrugzdtw4vg5tkAHgsIovQI55/TCyUHt2sBGEwAA4HydzXFJ0unB8YB7AtQuglQFemNwXH2jU6yPAgAAeXU2e/eYPDVAkAKCQpCqQIdPeRtNsGMfAADIp6OpTuGQ6Q2CFBAYglQFeu2sN995a3tDwD0BAACVKBwydTTWUZECAkSQqkAn+sYUj4a0piEWdFcAAECFWt8c18n+saC7AdQsglQFOjkwpg0tCZlZ0F0BAAAVakNLnIoUECCCVAXqPjemrpZE0N0AAAAVbH0yodOD43LOBd0VoCYRpCrQif4xbWwlSAEAgPl1Nsc1OpnW4Hgq6K4ANYkgVWHGp9I6OzKpjVSkAADAAjpbvHtJsXMfEAyCVIXJLhqlIgUAABaSvSnvqQE2nACCQJCqMCf8ILWhmSAFAADmt94fK1CRAoJBkKowJ/qoSAEAgMWtbaqTmdi5DwgIQarCnOwfU8ik9cl40F0BAAAVLBoOqb2xjooUEBCCVIXp7h/TumRckTB/NAAAYGGdyThrpICAMFqvMCf6xtixDwAAFKSzJa6TVKSAQBCkKsyJ/jF1sT4KAAAUoLM5wdQ+ICAEqQqSzji9MTCuDVSkAABAAdY3xzU8kdLwBDflBcqNIFVBzgyNK5Vx7NgHAAAK0tFYJ0nqHZoIuCdA7SFIVZDpm/FSkQIAAAVob/KD1DBBCig3glQF6e4jSAEAgMK1N8YkSb3DkwH3BKg9BKkKcqKfm/ECAIDCtTdSkQKCQpCqICf7x9RSH1V9LBJ0VwAAwCqwpsGrSJ2lIgWUHUGqgpzoG9OGZqpRAACgMNFwSC2JKBUpIAAEqQrS3cc9pAAAwNK0NcYIUkAACFIVwjmnE/1jrI8CAABL0t5YR5ACAkCQqhCDYymNTqbZsQ8AACxJe1Mdu/YBASBIVYju/lFJbH0OAACWpqOxTmepSAFlR5CqEGcGvb8A1zXHA+4JAABYTdoaYhocT2kilQ66K0BNIUhViB7/k6QO/34QAAAAhWhv8sYO50aY3geUE0GqQvQM+UGqiSAFAAAK1+bfS6p3iCAFlBNBqkL0Dk+osS6ieDQcdFcAAMAqkq1I9Y6wTgooJ4JUhegZmqAaBQAAlqy9wQ9SQwQpoJwIUhWiZ2hC7Y2xoLsBAABWmfYmf2ofW6ADZUWQqhA9wxNa28SOfQAAYGnqYxHVx8JsgQ6UGUGqQvQytQ8AACzTmoaYeglSQFkRpCrARCqtwfEUU/sAAMCytDfWMbUPKDOCVAXI/sVHRQoAACyHF6SoSAHlRJCqANl7SLVzM14AALAMHU0xnaUiBZQVQaoC9HIzXgAAsALtjXU6NzqpTMYF3RWgZhCkKkDPMBUpAACwfC31MaUzTkPjqaC7AtQMglQFyFak2thsAgAALMOahqgk6dwo0/uAcqm4IGVmnzezE2Z2wP96b85znzGzI2b2kpldn3N8r5kd9J/7kplZML1fnp7hCbUkoqqLhIPuCgAAWIVa6r0PY/sIUkDZVFyQ8n3RObfb/3pMkszsYkm3SNop6QZJXzGzbPK4S9Jtkrb7XzcE0Odl6xmaoBoFAACWrdUPUv0EKaBsKjVI5XOjpG845yacc8ckHZF0pZl1Sko65552zjlJ90m6KciOLlXP0ITWNsWD7gYAAFilWuu9qX19I1MB9wSoHZUapH7LzH5mZn9nZq3+sY2SXs9p0+0f2+g/nnt81egZnlA7O/YBAIBlYmofUH6BBCkze9zMns/zdaO8aXoXStot6ZSk/5U9Lc+l3ALH8wMhdtMAACAASURBVL3ubWa238z29/T0FOGdFEfv8IQ62LEPAAAsUzIeUThkBCmgjCJBvKhz7rpC2pnZ/5b0bf/Hbkmbcp7uknTSP96V53i+171H0j2StG/fvoq40cLoZEojE2m1N7FGCgAALI+ZqSURVd8oU/uAcqm4qX3+mqesD0p63n/8qKRbzKzOzLbK21Tip865U5KGzOwqf7e+j0p6pKydXoHeIe+TIypSAABgJVrqo2w2AZRRIBWpRfy5me2WNz3vVUm/KUnOuUNm9oCkFySlJN3hnEv753xS0r2SEpK+43+tCmbSDTvX68K1jUF3BQAArGKtDTGdHSZIAeVScUHKOffrCzx3p6Q78xzfL2lXKftVKpvW1OvuX98bdDcAAMAqt6Y+ptfOjgbdDaBmVNzUPgAAACxda32MqX1AGRGkAAAAqkBLQ1TnRifl3VYTQKkRpAAAAKpAa31MU2mn0cn04o0BrBhBCgAAoAqs4aa8QFkRpAAAAKpAS31UktTPvaSAsiBIAQAAVIHWBq8idW6EihRQDgQpAACAKtDqV6SY2geUB0EKAACgCrT4a6SY2geUB0EKAACgCrQkqEgB5USQAgAAqAKRcEjJeER9rJECyoIgBQAAUCVa6mPqY2ofUBYEKQAAgCrRWh9lah9QJgQpAACAKrGmIcbUPqBMCFIAAABVopWpfUDZEKQAAACqREt9TP1M7QPKgiAFAABQJZoTUY1MpjWVzgTdFaDqEaQAAACqREu9dy+pwTGm9wGlRpACAACoEs3+TXkHCFJAyRGkAAAAqkQ2SPUTpICSI0gBAABUiSQVKaBsCFIAAABVgjVSQPkQpAAAAKrE9NQ+7iUFlBxBCgAAoEqw2QRQPgQpAACAKhENh9QQC1ORAsqAIAUAAFBFkokoFSmgDAhSAAAAVaSZIAWUBUEKAACgirTUR9U/Ohl0N4CqR5ACAACoIlSkgPIgSAEAAFSR5kSU+0gBZUCQAgAAqCIt9TH1E6SAkiNIAQAAVJHmRFQTqYzGp9JBdwWoagQpAACAKpL0b8rL9D6gtAhSAAAAVaTFD1JM7wNKiyAFAABQRZr9IMXOfUBpEaQAAACqyHSQGiVIAaVEkAIAAKgiLfVM7QPKgSAFAABQRZjaB5QHQQoAAKCKNMWzU/smA+4JUN0IUgAAAFUkHDIl4xEqUkCJEaQAAACqTHMiSpACSowgBQAAUGWSiSibTQAlRpACAACoMi31UbY/B0qMIAUAAFBlWhIxKlJAiQUSpMzsQ2Z2yMwyZrZvznOfMbMjZvaSmV2fc3yvmR30n/uSmZl/vM7M/sE//oyZbSnvuwEAAKgsyURUgwQpoKSCqkg9L+lXJP0w96CZXSzpFkk7Jd0g6StmFvafvkvSbZK2+183+Mc/LqnPOfcmSV+U9IWS9x4AAKCCJRMRDY5PyTkXdFeAqhVIkHLOHXbOvZTnqRslfcM5N+GcOybpiKQrzaxTUtI597Tz/ka4T9JNOed8zX/8LUnXZqtVAAAAtag5EdVU2ml8KhN0V4CqVWlrpDZKej3n527/2Eb/8dzjs85xzqUkDUhqy3dxM7vNzPab2f6enp4idx0AAKAyJP2b8g6OM70PKJWSBSkze9zMns/zdeNCp+U55hY4vtA55x907h7n3D7n3L6Ojo6F3wAAAMAq1ZzwghT3kgJKJ1KqCzvnrlvGad2SNuX83CXppH+8K8/x3HO6zSwiqVnSuWW8NgAAQFVI+kGKDSeA0qm0qX2PSrrF34lvq7xNJX7qnDslacjMrvLXP31U0iM559zqP75Z0hOOlZUAAKCGUZECSq9kFamFmNkHJf2VpA5J/2RmB5xz1zvnDpnZA5JekJSSdIdzLu2f9klJ90pKSPqO/yVJX5X0dTM7Iq8SdUv53gkAAEDlSca9IR5rpIDSCSRIOecekvTQPM/dKenOPMf3S9qV5/i4pA8Vu48AAACr1XRFapQgBZRKpU3tAwAAwAolp6f2pQLuCVC9CFIAAABVJhoOqT4WZmofUEIEKQAAgCqUTETZbAIoIYIUAABAFUrGI2x/DpQQQQoAAKAKNVORAkqKIAUAAFCFmhNRKlJACRGkAAAAqlAyEdUAm00AJUOQAgAAqELJeFSDbH8OlAxBCgAAoAo1J6IankgpnXFBdwWoSgQpAACAKpS9Ke8Q0/uAkiBIAQAAVKFmP0ixcx9QGgQpAACAKpSMRySJdVJAiRCkAAAAqhAVKaC0CFIAAABVKLtGapA1UkBJEKQAAACqEBUpoLQIUgAAAFVouiJFkAJKgiAFAABQhRpiYYVDRkUKKBGCFAAAQBUyMyXjEdZIASVCkAIAAKhSyURUA2x/DpQEQQoAAKBKJeNR1kgBJUKQAgAAqFLNiShrpIASIUgBAABUqeYEFSmgVAhSAAAAVSpJRQooGYIUAABAlUomvF37nHNBdwWoOgQpAACAKtWciGoq7TQ+lQm6K0DVIUgBAABUqWQ8KkncSwooAYIUAABAlWpOeEGKdVJA8RGkAAAAqlTSD1Ls3AcUH0EKAACgSlGRAkqHIAUAAFClskGKNVJA8RGkAAAAqlQyHpEkDYwSpIBiI0gBAABUqek1UuOpgHsCVB+CFAAAQJWKhkOqj4VZIwWUAEEKAACgiiUTUXbtA0qAIAUAAFDFkvEIFSmgBAhSAAAAVaw5EWXXPqAECFIAAABVLJmIUpECSoAgBQAAUMWaE1ENjrFrH1BsBCkAAIAqloxTkQJKgSAFAABQxZoTUQ1PpJTOuKC7AlQVghQAAEAVy96Ud4gNJ4CiIkgBAABUsWY/SLFOCiiuQIKUmX3IzA6ZWcbM9uUc32JmY2Z2wP+6O+e5vWZ20MyOmNmXzMz843Vm9g/+8WfMbEv53xEAAEBlSsYjksQ6KaDIgqpIPS/pVyT9MM9zrzjndvtft+ccv0vSbZK2+183+Mc/LqnPOfcmSV+U9IXSdRsAAGB1yVakCFJAcc0bpMzs6/733yn2izrnDjvnXiq0vZl1Sko65552zjlJ90m6yX/6Rklf8x9/S9K12WoVAABArcuukeKmvEBxLVSR2mtmF0j6DTNrNbM1uV8l7NNWM3vOzJ4ys6v9Yxsldee06faPZZ97XZKccylJA5LaStg/AACAVYOKFFAakQWeu1vSdyVtk/SspNwqj/OPz8vMHpe0Ps9Tn3XOPTLPaackbXbOnTWzvZIeNrOdc147tw9a5Lm5fbpN3vRAbd68eaHuAwAAVIXpihRBCiiqeYOUc+5Lkr5kZnc55z651As7565bxjkTkib8x8+a2SuSLpJXgerKadol6aT/uFvSJkndZhaR1Czp3DzXv0fSPZK0b98+bqYAAACqXkMsrHDIqEgBRbboZhPLCVHLZWYdZhb2H2+Tt6nEUefcKUlDZnaVv/7po5KyVa1HJd3qP75Z0hP+OioAAICaZ2ZKxiOskQKKLKjtzz9oZt2S3irpn8zse/5T10j6mZn9h7yNI253zmWrS5+U9LeSjkh6RdJ3/ONfldRmZkck/Z6kT5fpbQAAAKwKyURUA9xHCiiqhdZIlYxz7iFJD+U5/qCkB+c5Z7+kXXmOj0v6ULH7CAAAUC2S8ShrpIAiC+o+UgAAACiTZCLCGimgyAhSAAAAVa45QUUKKDaCFAAAQJVrTsSoSAFFRpACAACocs2JqAbHp8TGxkDxEKQAAACqXDIR0VTaaXwqE3RXgKpBkAIAAKhyzYmoJHEvKaCICFIAAABVLhn3ghTrpIDiIUgBAABUuemKFEEKKBqCFAAAQJVLJqhIAcVGkAIAAKhyrJECio8gBQAAUOWS8YgkaWCUIAUUC0EKAACgyiWnK1KpgHsCVA+CFAAAQJWLhkOqj4VZIwUUEUEKAACgBiQTUXbtA4qIIAUAAFADkvEIFSmgiAhSAAAANaA5EWXXPqCICFIAAAA1oCke1cAYm00AxUKQAgAAqAEtrJECioogBQAAUAOSiShrpIAiIkgBAADUgOZEVMMTKaUzLuiuAFWBIAUAAFADsjflHWLDCaAoCFIAAAA1oNkPUoNsOAEUBUEKAACgBiTjEUlinRRQJAQpAACAGjBdkWJqH1AUBCkAAIAakF0jRUUKKA6CFAAAQA2YWSNFkAKKgSAFAABQA6hIAcVFkAIAAKgBDbGwwiFjjRRQJAQpAACAGmBmSsYjVKSAIiFIAQAA1IhkIsp9pIAiIUgBAADUiOZ4lIoUUCQEKQAAgBqRTERZIwUUCUEKAACgRjQnohoYJUgBxUCQAgAAqBFUpIDiIUgBAADUiOaEt0bKORd0V4BVjyAFAABQI5KJiKbSTuNTmaC7Aqx6BCkAAIAa0ZyIShLT+4AiIEgBAADUiGTcC1JsgQ6sHEEKAACgRkxXpAhSwIoRpAAAAGpEMkFFCigWghQAAECNYI0UUDwEKQAAgBqRjEckiZvyAkVAkAIAAKgRyemKVCrgngCrXyBBysz+wsxeNLOfmdlDZtaS89xnzOyImb1kZtfnHN9rZgf9575kZuYfrzOzf/CPP2NmW8r/jgAAACpfNBxSfSzMGimgCIKqSH1f0i7n3KWSfi7pM5JkZhdLukXSTkk3SPqKmYX9c+6SdJuk7f7XDf7xj0vqc869SdIXJX2hXG8CAABgtUkmouzaBxRBIEHKOffPzrlsTfknkrr8xzdK+oZzbsI5d0zSEUlXmlmnpKRz7mnnnJN0n6Sbcs75mv/4W5KuzVarAAAAMFsyHqEiBRRBJayR+g1J3/Efb5T0es5z3f6xjf7jucdnneOHswFJbSXsLwAAwKrVnIiyax9QBJFSXdjMHpe0Ps9Tn3XOPeK3+ayklKS/z56Wp71b4PhC5+Tr023ypgdq8+bN8/YdAACgWiXjUZ0cGAu6G8CqV7Ig5Zy7bqHnzexWSe+XdK0/XU/yKk2bcpp1STrpH+/Kczz3nG4zi0hqlnRunj7dI+keSdq3b1/esAUAAFDNmuujevGNoaC7Aax6Qe3ad4OkP5T0AefcaM5Tj0q6xd+Jb6u8TSV+6pw7JWnIzK7y1z99VNIjOefc6j++WdITOcEMAAAAOZLxKGukgCIoWUVqEX8tqU7S9/19IX7inLvdOXfIzB6Q9IK8KX93OOfS/jmflHSvpIS8NVXZdVVflfR1MzsirxJ1S9neBQAAwCrTnIhqeCKldMYpHGJ/LmC5AglS/lbl8z13p6Q78xzfL2lXnuPjkj5U1A4CAABUqexNeYfGp9RSHwu4N8DqVQm79gEAAKBMmv0gNTiWWqQlgIUQpAAAAGpIMu5NSGKdFLAyBCkAAIAaMl2R4l5SwIoQpAAAAGpIc70XpKhIAStDkAIAAKghyXh2jRRBClgJghQAAEANyU7toyIFrAxBCgAAoIbUx8IKh4w1UsAKEaQAAABqiJkpGY+of5QgBawEQQoAAKDGtNTH1M/UPmBFCFIAAAA1prU+qv6RyaC7AaxqBCkAAIAas6YhpnOjBClgJQhSAAAANaalPqY+1kgBK0KQAgAAqDGt9VH1U5ECVoQgBQAAUGNa6mMan8pofCoddFeAVYsgBQAAUGNa62OSpD6qUsCyEaQAAABqTGt9VJLUN8I6KWC5CFIAAAA1psWvSLFOClg+ghQAAECNaW3wK1Ls3AcsG0EKAACgxrBGClg5ghQAAECNafHXSDG1D1g+ghQAAECNqYuE1RAL6xybTQDLRpACAACoQS31MSpSwAoQpAAAAGpQS32UNVLAChCkAAAAalBrfYxd+4AVIEgBAADUoNaGGBUpYAUIUgAAADWotT6qfipSwLIRpAAAAGpQS31Mg+NTSmdc0F0BViWCFAAAQA1qrY/KOWlgjKoUsBwEKQAAgBrUWh+TJNZJActEkAIAAKhBLfVRSVLfCEEKWA6CFAAAQA1a05CtSDG1D1gOghQAAEANYmofsDIEKQAAgBqUndrXT5ACloUgBQAAUIMa6yKKhk3nRpjaBywHQQoAAKAGmZnW1Md0bmQi6K4AqxJBCgAAoEataYzp7DBT+4DlIEgBAADUqLaGOvVSkQKWhSAFAABQo9qpSAHLRpACAACoUW2NdTrHDXmBZSFIAQAA1Ki2xphGJ9Mam0wH3RVg1SFIAQAA1Ki2Bu+mvGdZJwUsGUEKAACgRrU11EkS66SAZSBIAQAA1Ki2Rq8ixTopYOkCCVJm9hdm9qKZ/czMHjKzFv/4FjMbM7MD/tfdOefsNbODZnbEzL5kZuYfrzOzf/CPP2NmW4J4TwAAAKtNtiLVO8zUPmCpgqpIfV/SLufcpZJ+LukzOc+94pzb7X/dnnP8Lkm3Sdruf93gH/+4pD7n3JskfVHSF0reewAAgCqQrUidpSIFLFkgQco598/OuZT/408kdS3U3sw6JSWdc08755yk+yTd5D99o6Sv+Y+/JenabLUKAAAA86uPhRWPhnSWihSwZJWwRuo3JH0n5+etZvacmT1lZlf7xzZK6s5p0+0fyz73uiT54WxAUltpuwwAALD6mZnaGuqoSAHLECnVhc3scUnr8zz1WefcI36bz0pKSfp7/7lTkjY7586a2V5JD5vZTkn5Kkwu+1ILPDe3T7fJmx6ozZs3F/pWAAAAqtaahhi79gHLULIg5Zy7bqHnzexWSe+XdK0/XU/OuQlJE/7jZ83sFUkXyatA5U7/65J00n/cLWmTpG4zi0hqlnRunj7dI+keSdq3b1/esAUAAFBL2htjOjPE1D5gqYLate8GSX8o6QPOudGc4x1mFvYfb5O3qcRR59wpSUNmdpW//umjkh7xT3tU0q3+45slPZENZgAAAFhYW2Md258Dy1CyitQi/lpSnaTv+/tC/MTfoe8aSX9mZilJaUm3O+ey1aVPSrpXUkLemqrsuqqvSvq6mR2RV4m6pVxvAgAAYLVra4zp7MiknHNivy6gcIEEKX+r8nzHH5T04DzP7Ze0K8/xcUkfKmoHAQAAakRbQ0yTqYyGJ1JqikeD7g6walTCrn0AAAAISPamvEzvA5aGIAUAAFDDsjfl7WXnPmBJCFIAAAA1LFuR4qa8wNIQpAAAAGpYtiLFTXmBpSFIAQAA1LDpqX3cSwpYEoIUAABADauLhNVSH9XpofGguwKsKgQpAACAGre2qU5nBqlIAUtBkAIAAKhx65JxnR6kIgUsBUEKAACgxq1tius0FSlgSQhSAAAANW5dsk69wxPKZFzQXQFWDYIUAABAjVvbVKdUxuncKFugA4UiSAEAANS4dcm4JLHhBLAEBCkAAIAat9YPUmyBDhSOIAUAAFDj1jbVSZJ6qEgBBSNIAQAA1Li1SS9IsQU6UDiCFAAAQI2ri4TVkogytQ9YAoIUAAAAtDZZx2YTwBIQpAAAAODflJeKFFAoghQAAAC0LhnXmSEqUkChCFIAAADQ2mSdeoYmlMm4oLsCrAoEKQAAAGhdU51SGae+0cmguwKsCgQpAAAAzNyUlw0ngIIQpAAAAKB12XtJsQU6UBCCFAAAALS2ya9IDRCkgEIQpAAAAKD1zXGFTDrRPxZ0V4BVgSAFAAAARcMhrW2K60QfQQooBEEKAAAAkqSu1oS6CVJAQQhSAAAAkOQFqRP9o0F3A1gVCFIAAACQJG1sTeiNwQml0pmguwJUPIIUAAAAJEkbW+qVzjidHuJeUsBiCFIAAACQ5FWkJLHhBFAAghQAAAAkSRtb/CDFOilgUQQpAAAASMoJUlSkgEURpAAAACBJSsTCWtMQ46a8QAEIUgAAAJi2oSXOvaSAAhCkAAAAMK2rtZ4gBRSAIAUAAIBpXS0Jnewfk3Mu6K4AFY0gBQAAgGkbWxOaSGXUOzwZdFeAikaQAgAAwLSu1npJYsMJYBEEKQAAAEzr8m/K+/o57iUFLIQgBQAAgGlb2hokSUd7RgLuCVDZCFIAAACYloiFtaE5rqO9w0F3BahoBCkAAADMsrWjQa+cIUgBCwkkSJnZ/zCzn5nZATP7ZzPbkPPcZ8zsiJm9ZGbX5xzfa2YH/ee+ZGbmH68zs3/wjz9jZlvK/44AAACqx5s6GnW0d4Qt0IEFBFWR+gvn3KXOud2Svi3pTyTJzC6WdIuknZJukPQVMwv759wl6TZJ2/2vG/zjH5fU55x7k6QvSvpC2d4FAABAFdrW0ajRybTODE0E3RWgYgUSpJxzgzk/NkjKftxxo6RvOOcmnHPHJB2RdKWZdUpKOueedt5HI/dJuinnnK/5j78l6dpstQoAAABLt62DDSeAxQS2RsrM7jSz1yV9RH5FStJGSa/nNOv2j230H889Pusc51xK0oCkttL1HAAAoLpt62iUJDacABZQsiBlZo+b2fN5vm6UJOfcZ51zmyT9vaTfyp6W51JugeMLnZOvT7eZ2X4z29/T07O0NwQAAFAjOpNxxaMhKlLAAiKlurBz7roCm94v6Z8kfU5epWlTznNdkk76x7vyHFfOOd1mFpHULOncPH26R9I9krRv3z5WTwIAAOQRCpm2tDXoaA8VKWA+Qe3atz3nxw9IetF//KikW/yd+LbK21Tip865U5KGzOwqf/3TRyU9knPOrf7jmyU94dhiBgAAYEUu7GjUK1SkgHmVrCK1iP9pZm+WlJH0mqTbJck5d8jMHpD0gqSUpDucc2n/nE9KuldSQtJ3/C9J+qqkr5vZEXmVqFvK9SYAAACq1baOBn3n+VOaSKVVFwkvfgJQYwIJUs65/7zAc3dKujPP8f2SduU5Pi7pQ0XtIAAAQI3b1tGgjJOOnx3V9nVNQXcHqDiB7doHAACAyrV9rReeXjo9FHBPgMpEkAIAAMB5tq9rVCRkOnxqcPHGQA0iSAEAAOA8dZGwtrY36NBJghSQT1CbTVSkqakpdXd3a3x8POiuoADxeFxdXV2KRqNBdwUAgKq0c0NSTx89G3Q3gIpEkMrR3d2tpqYmbdmyRd4u66hUzjmdPXtW3d3d2rp1a9DdAQCgKu3oTOrhAyfVNzKp1oZY0N0BKgpT+3KMj4+rra2NELUKmJna2tqoHgIAUEI7NzRLkp4/ORBwT4DKQ5CagxC1evBnBQBAaV3S5QWp/3i9P+CeAJWHIFVhTp8+rQ9/+MPatm2b9u7dq7e+9a166KGHJElPPvmkmpubtWfPHu3YsUN/+qd/mvcan/rUp7Rz50596lOf0t1336377rtPknTvvffq5MmTZXsvAABgdWtORLW1vUEHCFLAeVgjVUGcc7rpppt066236v7775ckvfbaa3r00Uen21x99dX69re/rZGREe3evVvvf//7tXfv3lnX+Zu/+Rv19PSorq5u1vF7771Xu3bt0oYNG0r/ZgAAQFXYs6lFT73cI+ccs0GAHASpCvLEE08oFovp9ttvnz52wQUX6Ld/+7fPa9vQ0KC9e/fqlVdemRWkPvCBD2hkZERvectb9JnPfEaHDx9WY2OjtmzZov379+sjH/mIEomEnn76aSUSibK8LwAAsHpdtqlF/+e5Ezo5MK6NLYwdgCyC1Dz+9B8P6YUi3zfh4g1Jfe6Xd877/KFDh3T55ZcXdK2zZ8/qJz/5if74j/941vFHH31UjY2NOnDggCTp85//vCTp5ptv1l//9V/rL//yL7Vv377lvQEAAFBz9l7QKkna/+o5bdy9MeDeAJWDNVIV7I477tBll12mK664YvrYj370I+3Zs0fvfve79elPf1o7d84fzAAAAFZqR2dSjXURPXPsXNBdASoKFal5LFQ5KpWdO3fqwQcfnP75y1/+snp7e2dVkLJrpAAAAMohHDLt29Kqn7zCjXmBXFSkKsgv/dIvaXx8XHfdddf0sdHR0aJdv6mpSUNDQ0W7HgAAqA1XbWvT0d4RnRni/o1AFkGqgpiZHn74YT311FPaunWrrrzySt166636whe+UJTrf+xjH9Ptt9+u3bt3a2xsrCjXBAAA1e8X39QuSfqXl3sD7glQOcw5F3QfArFv3z63f//+WccOHz6sHTt2BNQjLAd/ZgAAlF4m43TFnY/r7W9q05d+tbCNsYBqYGbPOufy7tRGRQoAAAALCoVM/+miDj31816lM7X5ITwwF0EKAAAAi/qlHWs1MDalf3uV3fsAiSAFAACAArzzzWsVj4T02MFTQXcFqAgEKQAAACyqoS6id7x5rR47eIrpfYAIUgAAACjQjbs3qHd4Uj98uSforgCBI0gBAACgINfuWKfW+qj+v2eOB90VIHAEqQrS39+vr3zlK8s6973vfa/6+/sXbPMnf/Inevzxx5d1/ZUq5LWffPJJ/fjHPy5TjwAAwFLFIiH9l32b9IPDZ3Sin3tSorYRpCrIQkEqnU4veO5jjz2mlpaWBdv82Z/9ma677rpl928lCnltghQAAJXvo2/bIpn0tz88GnRXgEARpFbo9GnpwAHv+0p9+tOf1iuvvKLdu3frU5/6lJ588km9853v1Ic//GFdcsklkqSbbrpJe/fu1c6dO3XPPfdMn7tlyxb19vbq1Vdf1Y4dO/SJT3xCO3fu1Lvf/W6NjXmfGH3sYx/Tt771ren2n/vc53T55Zfrkksu0YsvvihJ6unp0bve9S5dfvnl+s3f/E1dcMEF6u09/y7mjY2N+v3f/31dfvnluvbaa9XT482VPnDggK666ipdeuml+uAHP6i+vr6CXvvVV1/V3XffrS9+8YvavXu3fvSjH+mb3/ymdu3apcsuu0zXXHPNyn/BAABgxTa2JHTj7g26/6fHdXpwPOjuAIEhSK3A6dPSl78sPfCA932lYer/b+/+o6Mq7zyOv78zE4iBgAjIhqKbtJVWm0CAiGhQQNoK9airbRWtha6eQ0GsVbcpZLuKUD2LhePh5Ghlq8X6C8WzVmsVSspKhdRYGuKgIOwmaSM/K0oLAsqPyTz7x70ThjBBJgHuJHxe58yZe5/73DvP5BNCvnnuvTNnzhy+8IUvEI1GmTt3LgCrV6/mgQce4L333gNg4cKFrFmzhpqaGioqKti5c+dRB1RprQAAEsRJREFUx6mrq2PatGmsX7+eM888kxdffDHl6/Xp04fa2lqmTp3KvHnzAJg1axaXX345tbW1XHvttWzalPoc6H379jF06FBqa2sZNWoUs2bNAmDixIk8+OCDvPPOOxQVFTW3f9Zr5+fnM2XKFO666y6i0SiXXnops2fPZtmyZaxdu5ZXXnklvS+miIiInDR3jh1I3Dl+9ruNQQ9FJDAqpNph+3aIxSA/33vefhI+VmH48OEUFBQ0r1dUVDB48GBGjBjB5s2bqaurO2qfgoICiouLARg2bBiNjY0pj33dddcd1aeqqooJEyYAMG7cOHr16pVy31AoxA033ADAzTffTFVVFbt372bXrl2MGjUKgEmTJrFy5crjfu2WSktL+d73vsdjjz32mac2ioiIyKlzbu8c/rW0gBdrt/Jm/dFnroicDlRItUNeHkQi0NjoPeflnfjX6NatW/PyH/7wB5YvX051dTVr165lyJAh7N9/9JR6165dm5fD4TCxWCzlsRP9kvs417bPhTCztPqneu2WFixYwP3338/mzZspLi5OOfsmIiIiwbjrqwM596wc7nohykd7DwQ9HJFTToVUO/TrB9OmwfXXe8/9+rXveLm5uezZs6fV7bt376ZXr17k5OSwceNG3nrrrfa9YAojR47khRdeAKCysrL5GqeW4vF48zVPixYtYuTIkfTs2ZNevXqxatUqAJ5++unm2anj0fL9NzQ0cNFFFzF79mz69OnD5s2b2/q2RERE5AQ7o0uYR24ayj8+OcQtv/ozew+k/sOoSGelQqqd+vWD4uL2F1EAvXv3prS0lMLCQsrKyo7aPm7cOGKxGIMGDeKee+5hxIgR7X/RFmbOnEllZSVDhw5l6dKl5OXlkZube1S/bt26sX79eoYNG8brr7/OvffeC8CTTz5JWVkZgwYNIhqNNrcfj6uuuoqXXnqp+WYTZWVlFBUVUVhYyGWXXcbgwYNP2PsUERGR9isa0JOKCcWs27qbCf9VzQ7dfEJOI9bWU7k6upKSEldTU3NE24YNGzj//PMDGlFmOHDgAOFwmEgkQnV1NVOnTiUajR7Vr3v37uzduzeAER5JmYmIiARv2fq/8cPn3qZLJETZuC9z0/BzCYfSO+1fJBOZ2RrnXEmqbZFTPRjJbJs2beL6668nHo/TpUsXHnvssaCHJCIiIhnuiq/8E7/9wUjKf/0u97y8jkdX1HPDhecwrjCP887uTkhFlXRCmpFKotmNjkeZiYiIZA7nHMvW/43Hq/5KTaN3nXX3rhG+eHZ38vvkkN+7G2d160KP7CxysyPkZmfRNRIiKxyiS8TICoeaH13CIbL8tkjI0r6xlciJoBkpERERETnpzIxxhXmMK8xj265PebNhJ2/9ZSd1H+yhqu4jfvP2Ntr6J/yQQThkhM0Ih/3nkPeIhEJJy0YkfHg5HAoRCfvtoVDz9ohfoCUKNa9PiKyw3xb29s0Kea+XOFZW0rEjodARrxUJhZL6esc5PI5jryfGk1hX4Zj5VEiJiIiIyAnX/8wz+NawAXxr2IDmtgOxJj7+NMbH+w+xZ3+MvftjHGxq4mDMcagpzqGmOAdj/nOT3xaLE4s7muKH+8TijliTIxb3+sWa4jT5bYficWJNfv94nKYmx4FDcT6Je/0Tx0r0b4o7mpy/HveOE49DLB4nHuCJW0cUjqGjH4niMd3Csbl4DB8uBLscZ+GYaj2SVDhGWqynU0h2xMJRhZSIiIiInBJdI2H65obpm9v1sztnANdcYHmPpqbDxdahlutNRxZjyete0XfkeuK4TfF4Ut8j1xNF46GmeHPheMgvHGMpCkevLd6mwjHRFpTmwjFk3Db6i9wx9rzAxnK8VEiJiIiIiKRglpjNCXokp0Zy4ZgovBLFVqzF+rEKx1Trh4vJ1gvHRJFZNKBn0F+K46JCKoPs2rWLRYsWcdttt7Vp//nz5zN58mRycnLaPZYFCxaQk5PDxIkTW+0TjUbZtm0b3/jGN9r9eiIiIiISrNOtcGwvfSBvBtm1axc///nP27z//Pnz+eSTT07IWKZMmXLMIgq8QmrJkiUn5PVERERERDoSFVLt9cEHEI16z+00Y8YMGhoaKC4upqysDIC5c+dy4YUXMmjQIGbOnAnAvn37uPLKKxk8eDCFhYUsXryYiooKtm3bxpgxYxgzZsxRx87Pz2f69OkMHz6c4cOHU19fD8D777/P2LFjGTRoEGPHjmXTpk0A3HfffcybNw+A0aNHN+87cOBAVq1axcGDB7n33ntZvHgxxcXFLF68mDfeeIPi4mKKi4sZMmQIe/bsaffXREREREQkE+nUvvb44AN45BGIxSASgWnToF+/Nh9uzpw5rFu3jmg0CkBlZSV1dXWsXr0a5xxXX301K1eu5MMPP6R///689tprAOzevZuePXvy0EMPsWLFCvr06ZPy+D169GD16tU89dRT3Hnnnbz66qvcfvvtTJw4kUmTJrFw4ULuuOMOXn755aP2jcVirF69miVLljBr1iyWL1/O7Nmzqamp4eGHHwbgqquu4pFHHqG0tJS9e/eSnZ3d5q+FiIiIiEgm04xUe2zf7hVR+fne8/btJ/TwlZWVVFZWMmTIEIYOHcrGjRupq6ujqKiI5cuXM336dFatWkXPnsd3Qd6NN97Y/FxdXQ1AdXU1N910EwDf/e53qaqqSrnvddddB8CwYcNobGxM2ae0tJS7776biooKdu3aRSSiOl1EREREOicVUu2Rl+fNRDU2es95eSf08M45ysvLiUajRKNR6uvrufXWWxk4cCBr1qyhqKiI8vJyZs+efVzHS74/f2v36m+tvWtX7zal4XCYWCyWss+MGTN4/PHH+fTTTxkxYgQbN248rnGJiIiIiHQ0gRRSZvZTM3vHzKJmVmlm/f32fDP71G+PmtmCpH2Gmdm7ZlZvZhXm/8ZvZl3NbLHf/iczyz9lb6RfP+90vuuvb/dpfQC5ublHXFd0xRVXsHDhQvbu3QvA1q1b2bFjB9u2bSMnJ4ebb76ZH/3oR9TW1qbcv6XFixc3P1988cUAXHLJJTz//PMAPPvss4wcObLN421oaKCoqIjp06dTUlKiQkpEREREOq2gzr2a65y7B8DM7gDuBab42xqcc8Up9nkUmAy8BSwBxgFLgVuBfzjnvmhmE4AHgRtO8vgP69ev3QVUQu/evSktLaWwsJDx48czd+5cNmzY0Fz0dO/enWeeeYb6+nrKysoIhUJkZWXx6KOPAjB58mTGjx9PXl4eK1asOOr4Bw4c4KKLLiIej/Pcc88BUFFRwS233MLcuXPp27cvTzzxxHGPd8yYMcyZM4fi4mLKy8upqqpixYoVhMNhLrjgAsaPH38CvioiIiIiIpnHnAvuE4wBzKwcONc5N9WfTXrVOVfYok8esMI592V//UZgtHPu+2a2DLjPOVdtZhHgb0Bf9xlvrKSkxNXU1BzRtmHDBs4///wT9dYySn5+PjU1Na3eiKKj6syZiYiIiEiwzGyNc64k1bbArpEyswfMbDPwHbwZqYQCM3vbzN4ws0v9ts8BW5L6bPHbEts2AzjnYsBuoPdJHbyIiIiIiJzWTlohZWbLzWxdisc1AM65nzjnzgGeBW73d9uONzs1BLgbWGRmPYBUd0BIzDgda1vLMU02sxozq/nwww/b8/Y6nMbGxk43GyUiIiIiEpSTdo2Uc+6rx9l1EfAaMNM5dwA44O+/xswagIF4M1ADkvYZAGzzl7cA5wBb/FP7egJ/b2VMvwB+Ad6pfWm9IREREREREV9Qd+07L2n1amCj397XzML+8ueB84C/OOe2A3vMbIR/t76JwG/8/V8BJvnL3wJe/6zro44l6GvG5PgpKxEREREJSlB37ZtjZl8C4sD7HL5j32XAbDOLAU3AFOdcYnZpKvAr4Ay8u/Ut9dt/CTxtZvV4M1ET2jqo7Oxsdu7cSe/evVv9PCXJDM45du7cSXZ2dtBDEREREZHTUOB37QtKqrv2HTp0iC1btrB///6ARiXpyM7OZsCAAWRlZQU9FBERERHphI51176gZqQyUlZWFgUFBUEPQ0REREREMlxgtz8XERERERHpqFRIiYiIiIiIpEmFlIiIiIiISJpO25tNmNmHeHcM7Kz6AB8FPQg5YZRn56I8Oxfl2Xkoy85FeXYuQeX5z865vqk2nLaFVGdnZjWt3WFEOh7l2bkoz85FeXYeyrJzUZ6dSybmqVP7RERERERE0qRCSkREREREJE0qpDqvXwQ9ADmhlGfnojw7F+XZeSjLzkV5di4Zl6eukRIREREREUmTZqRERERERETSpEKqAzGzhWa2w8zWJbUNNrNqM3vXzH5rZj2Stg3yt633t2f77cP89XozqzAzC+L9nM7SydLMvmNm0aRH3MyK/W3KMgOkmWeWmT3pt28ws/KkfZRnBkgzzy5m9oTfvtbMRiftozwDZmbnmNkK/9/aejP7od9+lpn93szq/OdeSfuU+5n9r5ldkdSuPAOWbp5m1tvvv9fMHm5xLOUZsDbk+TUzW+PntsbMLk86VjB5Ouf06CAP4DJgKLAuqe3PwCh/+Rbgp/5yBHgHGOyv9wbC/vJq4GLAgKXA+KDf2+n2SCfLFvsVAX9JWleWGfBI89/mTcDz/nIO0AjkK8/MeaSZ5zTgCX/5bGANEFKemfEA8oCh/nIu8H/ABcDPgBl++wzgQX/5AmAt0BUoABr0f2fmPNqQZzdgJDAFeLjFsZRnx8tzCNDfXy4Etgadp2akOhDn3Erg7y2avwSs9Jd/D3zTX/468I5zbq2/707nXJOZ5QE9nHPVzvvOewr4l5M/ekmWZpbJbgSeA1CWmSPNPB3QzcwiwBnAQeBj5Zk50szzAuB//P12ALuAEuWZGZxz251ztf7yHmAD8DngGuBJv9uTHM7mGrw/dBxwzv0VqAeGK8/MkG6ezrl9zrkqYH/ycZRnZmhDnm8757b57euBbDPrGmSeKqQ6vnXA1f7yt4Fz/OWBgDOzZWZWa2Y/9ts/B2xJ2n+L3ybBay3LZDfgF1Ioy0zXWp7/DewDtgObgHnOub+jPDNda3muBa4xs4iZFQDD/G3KM8OYWT7eX7T/BPRzzm0H75c5vNlE8DLanLRbIjflmWGOM8/WKM8M04Y8vwm87Zw7QIB5qpDq+G4BppnZGrxp0YN+ewRvOvs7/vO1ZjYWb8qzJd26MTO0liUAZnYR8IlzLnHdhrLMbK3lORxoAvrjnTr0b2b2eZRnpmstz4V4/2nXAPOBN4EYyjOjmFl34EXgTufcx8fqmqLNHaNdApBGnq0eIkWb8gxIunma2VeAB4HvJ5pSdDsleUZOxYvIyeOc24h3Gh9mNhC40t+0BXjDOfeRv20J3jn/zwADkg4xANiGBO4YWSZM4PBsFHgZK8sMdYw8bwJ+55w7BOwwsz8CJcAqlGfGai1P51wMuCvRz8zeBOqAf6A8M4KZZeH9kvasc+7XfvMHZpbnnNvunxa0w2/fwpFnAyRy08/bDJFmnq1Rnhki3TzNbADwEjDROdfgNweWp2akOjgzO9t/DgH/ASzwNy0DBplZjn8txijgPX+KdI+ZjfDvaDIR+E0AQ5cWjpFlou3bwPOJNmWZ2Y6R5ybgcvN0A0YAG5VnZmstT/9nbDd/+WtAzDmnn7UZwv/a/xLY4Jx7KGnTK8Akf3kSh7N5BZjgX3dRAJwHrFaemaENeaakPDNDunma2ZnAa0C5c+6Pic5B5qkP5O1AzOw5YDTQB/gAmAl0x7trFMCv8b65nN//ZqAcb3pziXPux357CfArvAvdlwI/cPpGOKXakOVoYI5zbkSL4yjLDJBOnv4pDE/g3aTA8O74Ntc/jvLMAGnmmY/3h6s4sBW41Tn3vn8c5RkwMxuJN9v7Ll5GAP+Odx3GC8C5eH/c+LZ/rSJm9hO8UzljeKcaLfXblWfA2phnI9AD6IJ3M5ivO+feU57BSzdPM/sPvN9r65IO83Xn3I6g8lQhJSIiIiIikiad2iciIiIiIpImFVIiIiIiIiJpUiElIiIiIiKSJhVSIiIiIiIiaVIhJSIiIiIikiYVUiIiIiIiImlSISUiIiIiIpImFVIiInJaM7MLzewdM8s2s25mtt7MCoMel4iIZDZ9IK+IiJz2zOx+IBs4A9jinPvPgIckIiIZToWUiIic9sysC/BnYD9wiXOuKeAhiYhIhtOpfSIiInAW0B3IxZuZEhEROSbNSImIyGnPzF4BngcKgDzn3O0BD0lERDJcJOgBiIiIBMnMJgIx59wiMwsDb5rZ5c6514Mem4iIZC7NSImIiIiIiKRJ10iJiIiIiIikSYWUiIiIiIhImlRIiYiIiIiIpEmFlIiIiIiISJpUSImIiIiIiKRJhZSIiIiIiEiaVEiJiIiIiIikSYWUiIiIiIhImv4fEvIlzNrOczMAAAAASUVORK5CYII=\n", "text/plain": [ "

" ] @@ -2293,7 +2333,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -2309,7 +2349,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 703.7817554201195
\n", + "Objective: 682.7198149344285
\n", "Number of Parameters: 6
\n", "Number of Optimization Parameters: 6
\n", "Updates: True
\n", @@ -2323,25 +2363,25 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
sum.bias.variance 10397.676820576964 +ve
sum.linear.variances 3386.9285705284083 +ve
sum.std_periodic.variance 32284.72703568913 +ve
sum.std_periodic.period 0.999654883846766 +ve
sum.std_periodic.lengthscale334.35737031159005 +ve
Gaussian_noise.variance 5.114270306406496 +ve
sum.bias.variance 12640.701178507017 +ve
sum.linear.variances 22580.635492954258 +ve
sum.std_periodic.variance 223378.24689384297 +ve
sum.std_periodic.period 1.0017637057736752 +ve
sum.std_periodic.lengthscale1620.4840143551353 +ve
Gaussian_noise.variance 5.4953305161588135 +ve
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAHjCAYAAADhQ8QoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdaXRc5Znu/f+uKs3zZI0eZWzLkm15wAYMscGBYAhTOm0SMpBOvySkOU2P6cB6V5KGrLyLHHolfdydhJOc7kwdGpzkBAg4CRgw2MF4FraEZ1uSNbg0z1JJVbXfD1sl1SjLtkqWrOu3lpdcu57atW3ywXfu57luwzRNREREREREZhrb1X4AERERERGRq0HFkIiIiIiIzEgqhkREREREZEZSMSQiIiIiIjOSiiEREREREZmRVAyJiIiIiMiMFPViyDAMu2EYhw3DeHX49bOGYRw3DOOIYRi/NQwj3W/tk4ZhnDYM44RhGB+L9rOJiIiIiMjMNRmdob8Bjvm9fgMoM01zOXASeBLAMIylwKeAUuBO4AeGYdgn4flERERERGQGimoxZBhGEXA38H9810zTfN00Tffwy/eBouHf3we8YJqmyzTNc8BpYG00n09ERERERGYuR5Tv/6/APwEpEd7/IvDi8O8LsYojn7rhawEMw/gS8CWApKSk1UuWLJmwhxURERERkWvPwYMHW0zTzAm+HrViyDCMjwNNpmkeNAxjY5j3/1/ADfzSdynMbcyQC6b5I+BHAGvWrDEPHDgwYc8sIiIiIiLXHsMwasJdj2ZnaD1wr2EYdwHxQKphGP9lmuZnDcN4GPg4sMk0TV/BUwfM9vt8EdAQxecTEREREZEZLGpnhkzTfNI0zSLTNOdhBSO8NVwI3Ql8DbjXNM0+v4+8AnzKMIw4wzDmA9cB+6L1fCIiIiIiMrNF+8xQOP8OxAFvGIYB8L5pmo+aplllGMY24EOs7XOPmabpuQrPJyIiIiIiM8CkFEOmae4Edg7/fuEY674NfPtKvmtoaIi6ujoGBgau5DYySeLj4ykqKiImJuZqP4qIiIiIzDBXozMUVXV1daSkpDBv3jyGO08yRZmmSWtrK3V1dcyfP/9qP46IiIiIzDCTMXR1Ug0MDJCVlaVCaBowDIOsrCx18URERETkqrjmiiFAhdA0ov9WIiIiInK1XJPFkIiIiIiIyMWoGIoCp9PJQw89xIIFC1i9ejU33ngjv/3tbwHYuXMnaWlprFy5kpKSEp566qmw9/jqV79KaWkpX/3qV3nuuef4+c9/DsBPf/pTGho0fklERERE5EpdcwEKV5tpmtx///08/PDDPP/88wDU1NTwyiuvjKy55ZZbePXVV+nt7aW8vJyPf/zjrF69OuA+//t//2+am5uJi4sLuP7Tn/6UsrIyCgoKov+HERERERG5hl3TxdBTv6viw4auCb3n0oJUvnlPacT333rrLWJjY3n00UdHrs2dO5e//uu/DlmblJTE6tWrOXPmTEAxdO+999Lb28u6det48sknOXbsGMnJycybN48DBw7wmc98hoSEBPbs2UNCQsKE/vlERERERGYKbZObYFVVVaxatWpca1tbW3n//fcpLQ0srl555RUSEhKoqKjgwQcfHLn+yU9+kjVr1vDLX/6SiooKFUIiIiIiIlfgmu4MjdXBmSyPPfYYu3fvJjY2lv379wOwa9cuVq5cic1m44knnggphkREREREJPqu6WLoaigtLeU3v/nNyOvvf//7tLS0sGbNmpFrvjNDIiIiIiJy9Wib3AS77bbbGBgY4Ic//OHItb6+vgm7f0pKCt3d3RN2PxERERGRmUrF0AQzDIOXXnqJd955h/nz57N27VoefvhhvvOd70zI/b/whS/w6KOPUl5eTn9//4TcU0RERERkJjJM07zaz3DZ1qxZYx44cCDg2rFjxygpKblKTySXQ//NRERERK4BTic0NkJ+PuTmXu2nCWAYxkHTNNcEX9eZIRERERERuTJOJ3z/++B2g8MBjz025QqicLRNTkRERERErkxjo1UIZWZCfT1UVl7tJxoXFUMiIiIiInJl8vNhYABeeglOnIDt261u0RSnbXIiIiIiInJlcnPh7ruhsxNKSqCtzeoWTfGtcuoMiYiIiIjIlfF1gdLTrULI4bC6RVOcOkMiIiIiInL5/MMTTBM2bYKysinfFQJ1hiZcR0cHP/jBDy7rs3fddRcdHR1jrvnGN77Bjh07Luv+V2o8371z507ee++9SXoiEREREbnqfOEJ8+ZBfDxkZU2LQgjUGQImNhLdVwz91V/9Vch7Ho8Hu90e8bPbt2+/6P2ffvrpK3q+KzGe7965cyfJycncdNNNk/BEIiIiInLV5edb2+Kqq6fN9jifGd8Z8nX1tm2zfl5p6MUTTzzBmTNnKC8v56tf/So7d+7k1ltv5aGHHmLZsmUA3H///axevZrS0lJ+9KMfjXx23rx5tLS0UF1dTUlJCY888gilpaXccccd9Pf3A/CFL3yBX//61yPrv/nNb7Jq1SqWLVvG8ePHAWhubub2229n1apVfPnLX2bu3Lm0tLSEPGtycjL/8A//wKpVq9i0aRPNzc0AVFRUcMMNN7B8+XIeeOAB2tvbx/Xd1dXVPPfcc3zve9+jvLycXbt28atf/YqysjJWrFjBRz7ykSv7yxURERGRqWnDBmt73DSZL+Qz44sh/66e2229vhLPPPMMxcXFVFRU8OyzzwKwb98+vv3tb/Phhx8C8J//+Z8cPHiQAwcOsHXrVlpbW0Puc+rUKR577DGqqqpIT0/nN7/5Tdjvy87O5tChQ3zlK1/hX/7lXwB46qmnuO222zh06BAPPPAAtbW1YT/b29vLqlWrOHToEBs2bOCpp54C4POf/zzf+c53OHLkCMuWLRu5frHvnjdvHo8++ih/93d/R0VFBbfccgtPP/00f/zjH/nggw945ZVXLu0vU0RERESmtspK+PrX4ZVX4J13rGtOJ1RUTIto7RlfDE1GV2/t2rXMnz9/5PXWrVtZsWIFN9xwA+fPn+fUqVMhn5k/fz7l5eUArF69murq6rD3/sQnPhGyZvfu3XzqU58C4M477yQjIyPsZ202Gw8++CAAn/3sZ9m9ezednZ10dHSwYcMGAB5++GHefffdcX93sPXr1/OFL3yBH//4x3g8nrBrRERERGQacjph61arIDpzxorVrqyc2G1XUTbjzwzl5lrdvIk6MxROUlLSyO937tzJjh072LNnD4mJiWzcuJGBgYGQz8TFxY383m63j2yTi7TObrfjdrsBME3zsp7TMIxLWh/uu4M999xz7N27l9dee43y8nIqKirIysq6rOcTERERkUk21uH6xkZISIDMTCtOu6DAuu7bdlVdPeVnDc34zhBY/33Kyyfmv1NKSgrd3d0R3+/s7CQjI4PExESOHz/O+++/f+VfGuTmm29m27ZtALz++usjZ36Ceb3ekTNAzz//PDfffDNpaWlkZGSwa9cuAH7xi1+MdInGI/jPf+bMGdatW8fTTz9NdnY258+fv9w/loiIiIhMposdrs/Ph7Q0KC62orQff9z6OY3CFGZ8Z2iiZWVlsX79esrKyti8eTN33313wPt33nknzz33HMuXL2fx4sXccMMNE/4M3/zmN/n0pz/Niy++yIYNG8jPzyclJSVkXVJSElVVVaxevZq0tDRefPFFAH72s5/x6KOP0tfXx4IFC/jJT34y7u++5557+OQnP8nLL7/Mv/3bv/G9732PU6dOYZommzZtYsWKFRP25xQRERGRKGpstLa+paZaP8N1eXz/p7n/XKFob7uaQMblbqmaCtasWWMeOHAg4NqxY8coKSm5Sk80NbhcLux2Ow6Hgz179vCVr3yFioqKkHXJycn09PRchScMpP9mIiIiIlNQZSX81V9Z294cDvjBD6yiBwIHrTocUz5FzjCMg6Zprgm+rs7QNai2tpYtW7bg9XqJjY3lxz/+8dV+JBERERGZbpxOKCqyihyv1yp8fPwjmafB2aBIVAxdg6677joOHz580XVToSskIiIiIlOQ0wmvvQa1tdavdesCz/9M40Gr/lQMiYiIiIjMFGOlw/lrbIT4eLj/fjh2DO66K3D9ZEQyTwIVQyIiIiIiM8GlnPNxOKClBXp7obBw9KyQv9zcaVsE+ShaW0RERERkJqishPp6ay6Q2211dcJxOq047YQE6O+HLVtCix6nEyoqpvxQ1YtRZ0hERERE5FrnOwN04gQcPQqLF1vdn3B84QilpdaZIKfTeu3bDjfNkuTGos7QBOvo6OAHP/jBZX/+X//1X+nr65uQZ3nuuef4+c9/PuaaiooKtm/fPiHfJyIiIiJTlO8M0KZNMDQEHo/V/QnX2fEPRxgYgO3bAwev+ifJjdVhmgZUDMGEtvmmUjH06KOP8vnPf37MNSqGRERERGYAX4FTVwdJSbBq1diFzIYNVuF0990QFxdY+FwjSXKgbXIT3uZ74oknOHPmDOXl5dx+++08++yzPPvss2zbtg2Xy8UDDzzAU089RW9vL1u2bKGurg6Px8PXv/51nE4nDQ0N3HrrrWRnZ/P2228H3HvevHk8+OCDI9eff/55Fi5cSE1NDV/84hdpbm4mJyeHn/zkJ8yZM4d//ud/Jjk5mX/8x39k48aNrFu3jrfffpuOjg7+4z/+g3Xr1vGNb3yD/v5+du/ezZNPPkleXh5/8zd/A4BhGLz77rukpKRc/t+viIiIiFx9vvS3ykqr09PWFr6QqayErVut80JpadZ5oXCFz4YN1s+ysmm7RQ5UDE34wKhnnnmGyspKKioqAHj99dc5deoU+/btwzRN7r33Xt59912am5spKCjgtddeA6Czs5O0tDS++93v8vbbb5OdnR32/qmpqezbt4+f//zn/O3f/i2vvvoq/+N//A8+//nP8/DDD/Of//mfPP7447z00kshn3W73ezbt4/t27fz1FNPsWPHDp5++mkOHDjAv//7vwNwzz338P3vf5/169fT09NDfHz8Zf9diIiIiEiUjTcqG0bT38rKwn/G6bQKocpKK2ShuNj6d7J/hDYENhLCpcxNI9omF+U23+uvv87rr7/OypUrWbVqFcePH+fUqVMsW7aMHTt28LWvfY1du3aRlpY2rvt9+tOfHvm5Z88eAPbs2cNDDz0EwOc+9zl2794d9rOf+MQnAFi9ejXV1dVh16xfv56///u/Z+vWrXR0dOCIdLBORERERK6uykr4+tfhJz8ZPc8zHrm5UF4eWjw1NlodocxMq3PU3z9aMPnWX0PnhUCdoagPjDJNkyeffJIvf/nLIe8dPHiQ7du38+STT3LHHXfwjW9846L3Mwwj7O8jrfEXFxcHgN1ux+12h13zxBNPcPfdd7N9+3ZuuOEGduzYwZIlSy76XCIiIiIyicJ1ccba4RTcQQrXUcrPt7bGFRdDQQE8/vjoe771Dsc1c14IVAxZJnBgVEpKCt3d3SOvP/axj/H1r3+dz3zmMyQnJ1NfX09MTAxut5vMzEw++9nPkpyczE9/+tOAz0faJvfiiy/yxBNP8OKLL3LjjTcCcNNNN/HCCy/wuc99jl/+8pfcfPPNl/28Z86cYdmyZSxbtow9e/Zw/PhxFUMiIiIiU41/F+fCBSvkINKOnuAz8lu2WOlw4c7MhzsLFO7z/lHb05iKoQmWlZXF+vXrKSsrY/PmzTz77LMcO3ZspHBJTk7mv/7rvzh9+jRf/epXsdlsxMTE8MMf/hCAL33pS2zevJn8/PyQAAUAl8vFunXr8Hq9/Pd//zcAW7du5Ytf/CLPPvvsSIDCeN16660888wzlJeX8+STT7J7927efvtt7HY7S5cuZfPmzRPwtyIiIiIiE8rXxcnPh4YGqyjatg1yckILFN+w1ZISa/tbVVXomXmIfBYo+Iy9221tm7sGGKZpXu1nuGxr1qwxDxw4EHDt2LFjlJSUXKUniq558+Zx4MCBiF2j6epa/m8mIiIiEjVOJ+zcCe+9NzogdcuWwEKlshKeeQZOnoTYWFi3Dv7iL0I7Q42N1jVfweN/n2tgyKphGAdN01wTfF2dIRERERGR6Sg3FzZutDo94c7w+M4VnT1rdZFycuCuu6yuT05O6JmhSGeB/M/YOxyjnaRpVhCFo2JoGomUACciIiIiM9RYYWDB6XDz549ufws+M3+xUDHf62neIQp2TRZDpmlGTFSTqWU6b9MUERERmRIihYGNlQ53KffxCT57dIXzOaeCa64Yio+Pp7W1laysLBVEU5xpmrS2tmqwq4iIiEg0XKzb4x+vDWOPmnE64bXX4MQJ69e6ddM+VhuuwWKoqKiIuro6mpubr/ajyDjEx8dTVFR0tR9DREREZHoJNyconEjdHv9QhIEBMIzReO5w298aGyE+Hu6/H44ds84eTfOuEFyDxVBMTAzz58+/2o8hIiIiIhIdE5Hu5h+XvXevdW3dutGo7eD75edb39XWBoWFgdHb09g1VwyJiIiIiFzTguf++NLdgjtFY3WPfMVNdbV1rsgwwifJ+Vxsy900pWJIRERERGQqudgWOIcDWlqgt9cqZByO0E4RjN09Ci5u4OKFzsUCFqYhFUMiIiIiIlPFxbbAOZ3WcNSEBOjvh0cesdaG6xQFXwsXlx1cIM0wtqv9ACIiIiIiMsx/C5zbPVrYBL9fWgrZ2dbv/be8+ba5+bpHVVWRt775OJ1QUWH9nGHUGRIRERERmSqCt8AFFzHhCp9wW96Cu0eRuj6VlbB1q7U2Le2aGKR6KVQMiYiIiIhMBeG2wIXb2hYuyMB/y1tFxWj3qLra+n2k79u61SqIMjOt4azXwCDVS6FtciIiIiIiU4H/FriEBGuLW/DWtfHMFwrXPYr0fQkJViHU1mYVYNfAINVLoc6QiIiIiMhU4Ctiqqrg8GHrWlXV6Na18c4XGm8Mdn6+tTWuuBgKCuDxx2dUVwhUDImIiIiITA2+ImbnTuu1b5ubb+tauPlCwUlz/gXQxQqba3R20KVQMSQiIiIiEk3j2drmk5sLGzdaHaHgbW75+eBywd69kJ4euKVtvF2jcN83A4sgHxVDIiIiIiLRcilFin/RFKljY5qBP338u0ZVVVZ3aePGGV3ojIeKIRERERGRaKmshPp6KCqCujrrdbgCJVzRlJ8/OmfIt00uPh6WLAndJnex80YSloohEREREZFocDrhtdfg6FF44w3Iy4Pt26GsLLRACT4PVFkJ77wTWhxFSonznf956SVobobZs62EuBkWlX2pVAyJiIiIiESDr5Ozfj289Zb1My4ufIESXOhAaFhCefnFAw9OnIDaWuvXunUzLir7UqkYEhERERGJBl+B4/VaEdZeb+S5P8HJbmB1hoK7QGMFHviKr/vvh2PH4K671BW6iKgXQ4Zh2IEDQL1pmh83DCMTeBGYB1QDW0zTbB9e+yTwl4AHeNw0zT9G+/lERERERKLCv8B55BGr0xOpoxMucS64C3SxVDpf8dXWBoWF1nY8GZNhBidRTPQXGMbfA2uA1OFi6H8CbaZpPmMYxhNAhmmaXzMMYynw38BaoADYASwyTdMT6d5r1qwxDxw4ENXnFxERERGJqspK2LoVEhKsDlK40IPxptJdSoz3DGIYxkHTNNcEX7dF+UuLgLuB/+N3+T7gZ8O//xlwv9/1F0zTdJmmeQ44jVUYiYiIiIhMLU4nVFRYP690zdatVkF05gx0do4myPnzD1hwu8OvAasAKi9XITRO0d4m96/APwEpftdyTdNsBDBNs9EwjFnD1wuB9/3W1Q1fC2AYxpeALwHMmTMnGs8sIiIiIhLZeLo04+3kNDZaHaHMTGt7W0FB+DNFYyXJyWWLWjFkGMbHgSbTNA8ahrFxPB8Jcy1kD59pmj8CfgTWNrkrekgRERERkUsVHIMdLh0u3Brfdf8tbPn51ta44mKrEHr88fBFU3DAgjo/EyKanaH1wL2GYdwFxAOphmH8F+A0DCN/uCuUDzQNr68DZvt9vghoiOLziYiIiIhcuvF0aYLXOByRO0UbNlg/w80fCj4DpCJoQkWtGDJN80ngSYDhztA/mqb5WcMwngUeBp4Z/vny8EdeAZ43DOO7WAEK1wH7ovV8IiIiIiKXbcMGaG+HjIzw7wd3ciJ1ivwLpOD0t/FutZsiTjq7ef9sK8uL0imfnX61H2dcrsacoWeAbYZh/CVQC/w5gGmaVYZhbAM+BNzAY2MlyYmIiIiITDpfgdLZCYcPw8qV1jygcIVKcCcnuJt0se12/u9XVcHOnbBx45QsiJq7Xfz+6AW8psnbx5tYXpiGzRbuFMzUMinFkGmaO4Gdw79vBTZFWPdt4NuT8UwiIiIiIpfMV6Ckpgb+DC5kwm1vC3fmZ6ztdr6tdlVVVuEF1u+nYIfo3ZPNeKM8sicarkZnSERERERkevIVKJ2d1s+uLisAwb+QiTQ3KLhTdLFQBN/7L70Ezc0we7aVOBcusOEqaujop7at72o/xmVRMSQiIiIicil8gQePPBI6Q8h/blBmppUSN1bxMp5QhBMnoLbW+rVu3ZSL1T5Y0361H+GyqRgSERERERmP4ECDLVus80Ju9+i5oYvNDfLfPgcXj8pubIT4eLj/fjh2DO66a9K6Qp39Q2w/2kis3cbmZXkkxoaWDu29g5xp7pmU54kGFUMiIiIiIuNRWQn19VBSYhU6VVWhAQgOB/T3WwVO8Nwg/2JqYAAMA+Lixk6K823La2uDwsLQxLkoMU2T7UcbudA5AMDLFQ1sWTMbe1AowqHadqbhUaERtqv9ACIiIiIiV53TCRUVodve/N9/7TVry9pLL4HLBaWlobOEtm2zOkOGYRVC/sWLfzpcZyd0dFi/9wUwhOM7N7Rly6QGJxxr7B4phAAudA6w61RzwJr23kGqGrom5XmiRZ0hEREREZnZxjPPJ9x2tbIyyMkJnSVUWmoVSG534D38B7GmpVkF01iDW30mediqaZrsr24LuX64toPc1HhK8lPxeE3ePtGExzuN20KoGBIRERGRmS54+1u4wINI29UuNkvIn396nMMx2oUqK5tS6XBnW3pp6x0M+94fqy5Q09pLV7+b+o7+SX6yiadiSERERERmLv/tb0ePwuLFVqES7GIx2JeyBgI7UZN0DsjrNXnzeBOnmrq5dfEsSvJTw647WB05Hc40rS101wqdGRIRERGRmcu3/W3TJhgaAo/HOvcTLjL7YslvYL1XXj72Gl8nKjNz7PNCE+xIfSeV9Z24hrz8seoCta2hs4EaO/uviY7PeKkzJCIiIiIzl2/7W10dJCXBqlWhW+UudqbIVyg5HNaasQom/07UiROTNjdoYMjDnjOtI69NE/5Q1chn1s0lKW60JNh1qiXqzzKVqBgSERERkZnLt7WtshK2b7cKoeDzPv4pcL4I7eBCqbMTDh+GlSutcIRIyW9XaW7QkbpOBoY8Add6XR5eO9rI/eWFxDpsHK3rpL595nSFQMWQiIiIiMx0vhCEsrLwW+H8U+AiFUqpqYE/w4Uw+N9rAucGmaaJYRgR33d7vFScD38OqL69nxf215KZFMvppuk7PPVyqRgSERERkZkr3Fkg3xke/2JmwwbrZ3Dym6+46ey0fnZ1WZ2hSFvfxhOycAlON3Xzh8oL5KUlcM+KfOIc9pA1xy900+vyhPm0pbVnkNae8Olx1zoVQyIiIiJy7RlP4EHwWaAtW6zwBP+zQTB28pt/cfPIIxc/M+T7zARsjeseGOKPVU6GPCbn2/r4Q+UF7isvDFhjmiaHaiOnw00Ur2my50wr51p7KUxL4NENC0iInfqlhtLkREREROTa4ityfvIT+PrXrfNA4QSnulVVjZ4N8m118z8vFCn5zZcgV1Z28SS5CfTemVYG3d6R12ebezlYE1j4VDV0TUrXZ9epFg7UtBNrt3GkvpMv/vQA3mkwkFXFkIiIiIhcWxobrW1rZ85YBc/WreGjsn2pbi+9BC4XlJaGng0a67yQ/73efNP6Ffw9UdI1MMTxMPN+/nS6heqWXgA6+gZ570z00+Gau118cL6DssJUtqyZzZ2ledy7ogCbLfI5pqli6veuREREREQuhS8q2+m0ujQJCaGBBuFS3crKICcndHvdWGd8nE74zndg3z7r9bp18E//dEXdIbfH6vY47JH7FodrO/CaoZ0Xj9fk5YoG5mYl4uwaoG8w8lmhibLnbCuxDhvri7MBWJyXwoPXz476904EFUMiIiIiMj2M9xzQtm3W1rdz56y14QINHA5oaYHe3sBUt+DzPBf7Tl8XKiXFet3RETlJbhy6B4b47eF6uvqHuGtZPgtykkPWDAx5qKzvjHgPr2lybrg7FG2tPS7OtfSybn4m8TGh4Q1TnYohEREREZn6Ljb41Md3xuf66yExEW66CTZuDC1wtm2zOkb9/VbwQbh7jec7fcXWiRPW6/T0Kxqi+tbxppEzPq8daeRTa+eQkxIXsOZIXWfAWaFoqW7p5d1TzcTYbWxcnEN+WkLImkO1HdhtBsuL0qL+PNGgYkhEREREpj5f2EFJiTWjZ6w5Pi4X7N1rFSalpaFR2b6CqbTUOgvkdgfew9cNam2NPGzVJzcXvva10ZCG4OjtS3C+rY+zzaMdHbfXZPvRRj69dg6xDmvLXN+gmwM1bZd1/0vR2NnPK0cayEiMZWDIw28O1fPJ1UXkpcaPrOl1uTlxoZulBakkToPkuHCm51OLiIiIyMzhH3Zw9CgsXmx1aiLxnaXp6bES5eLiAjs7Y4Ui+HeDBgbAMMYOT4AJi8reXx1a5LT1DvLHqgtsLsvDZhi8eawJ11B0u0KmabLzRDOJsXa2rCnC4zV5Yf95fn+0kYfWziFueDvcwZp2PKbJqjnpUX2eaFIxJCIiIiJTmy/sYNMmeOUV8HisbW45OaFFSGWldYanpMQKRujosEINgjs7kYao+kdpV1db35mVdcUDUrsHhkiOc2AY4RPWmrtd1LT2hX3vdFMPv3i/BrvNmJSY7NPNPTR1u/jY0tyRIa6by/L49cE63jjm5O5l+bT3DfFBXQelBamkJ8ZG/ZmiRcWQiIiIiExtvk5OXR0kJcGqVeG3yvl3kE6csAqdpKTAzk7wOaDgIarBXT7dgmcAACAASURBVKMr2Pbm8+YxJ0fqOlmQk8Tdy/LDpsQFzwcK1tE3dEXPMF6maXKopoO0hBgW5aWMXM9PS2D9wmx2nWrht4frae8bIsZu46birEl5rmhRMSQiIiIiU1turrXFrbIStm+3CqFw29Z8XaFNm6zC6c//3Cpm/NPgKirGPgfk+66LpdaN0+mmbo7UWclvZ5utQILblgTes2tgiJPO0JlBE63H5eYPlRdo7XGxJC+VW67LDpkF1NAxwIWuATYuzsEW1MVaOTsdAzhQ006cw8a9K4qm7Vkhn+n99CIiIiJy7fMFGpSVhRY3/mv8u0Lr1o12dfzXjWeIqm99ZaX16zK7Q16vybsnA4eefnC+k6KMRBbljnZd/nSqBY83dGbQRPJ4TV6qsCK752YmUVHXwaDHy+1LA/9ch2rbSYixszQ/NeQehmGwck4GK+dkRPVZJ5OKIRERERGZusLFW5eXh64LN0Q1XAEzns7PBA1SPdnUTWd/6Pa2Nz50khznoCA9geMXujh+IfpdoSN1HbT2DHL3snwWzkrmvTMt7K9upzAjYaTwaeoe4OzwzKCYMQa+XktUDImIiIjI1BUcaDBWpLbDYW2h8x+iGs7F0t/GMUi1a2CIGJuNhNjIg0YjnQMadHv59cE6MpNiaelxRX6OCeL2eNlf3c6czESKc5IAuGFBFo0dA7x9vIlZKXFkJsbyzslmEmLsrJw9fdPhLpWKIRERERG5Onzb38Y6m+NwQEsL9PZaw019IQjBnxur4+O/Hi7+nRcZpHqupZfXjjRgGAb3lRdQlJEYcovzbX00dUUudDxek+buiSmETNOMmFIHcKyxm/4hD9fPyxhZZzMM7izL4/l9tfz6YB1ZSbE0dA7w0ZJZI9HZM4GKIRERERGZfOG2vwUXJ06nFaGdkAD9/fDII9b1SJ8L1/EJNzcoeO5QsDEGqbrcHnZ86GTIYwImrx5p5DPr5pASHxNwi3Azgyaa1zR573Qrh8+3k5oQw11l+eSkxAWsMU2TQ7Xt5KbGUZieEPBeUpyDLWtm88aHTroHhti4KIfSgrSoP/dUMjM2A4qIiIjI1OK//c3ttl5HWlNaCtnZo+vCfc7ptJLinM7I39PZaW15G+s7fXJzrVS6TZsCCqaDNe30uNwjr/sHPfy+8gJevwCE6pbeiDODJtKhmnYO1razMCcZt8fkN4fqQs4onW3ppaN/iFVzMsJ2j9ISYvjk6iL+Yv18Vsyg7XE+KoZEREREZPL5tr/t32/9dITZsBQu+S3cNV/3Z9s266d/QeS/Pi3N2vI2VpLcGAbdXj443xlyvb69nx3HnHi8Jp39Q7x5vOmS7ns5ugeG2HuujeKcJDYvy+eTq4sA2H60EbfXC1ido73n2kiNd7AwJznqz+SwGSzISSIuZvqUGNomJyIiIiKTy7f9zTTh4EFYvdp6nZMzvpk/wdfGmh3kP6PI99rtDjkzNOj20tY7SG5qXMTzN1UNnQwMeSK810V1ay9DHpNBt/cK/4Iu7mBNO17T5CPX5QBWh+f2pbm8eqSRXSdb2Lg4h8r6Tpq7XdxZmhcyT2ii2QyD+1cWMjszkZYeF2McYZpSVAyJiIiIyOSqrIT6ekhNteKw8/JGt60Fn+EJdw7ocmYHvfOOtU2uvx8efzzg8wNDHl7cf5623kFK8lP4WGleSEHk9Zocqu0Y84/V6wpfKF0qt9eLgYE9QgHTP+ShqqGLxXkppCaMnlUqzklm5Zx0Dtd20Nzj4kLnALMzEliUG/2u0PLZaczOtIIkspPjLrJ66lAxJCIiIiIT52IJcf7DUQcHwWaDrq7RpLhLuZe/DRusn+EGpPqiss+csaK3t26Fb31rZN17Z1po6x0ErOS1zKQ41s7PDLjFCWc3XWFmBk206pZe/lB1gUG3l9VzM7ipOCukMDta14nba7IqzPDTWxZmkxhj54Szm8V5Kdy2ZNaYSXMTIdZh48YFWVH9jmhRMSQiIiIiE2M8CXHBw1E3b4aFC8PHYY91L1+h5HBYW+x868LNF8rPtzpCbW2QmWml0w13oTr6BjlSF3gOaM+ZVgrS40cis90eL++daZ2ov6WIOvoGefVoIxmJMWQmxXKgph2bYXBj8Wih4fZ4qTjfwdysxLAdGMMwWDMvkzXzMkPei5bSglTip2kc9/Q53SQiIiIiU9t4EuKCh6Pecot1rbExMPhgrHv5ByZs3Wp1fcb6ztxca2tcWRkUFwd0oQ7WtGOagcu9psn2o400dQ1gmiY7jjknpSv07qkW7IbBfeWF3FmaR0l+Cvuq26hp7R1Zc6Suk/4hD6vDdIWiYU5mIvlp8RHftxkGKyfpWaJBnSERERERmRi+QqeqyurEhEuICw5FgPAdoLHOAfkXSr291neFWXe+rY+MpFiS44Y7Rt/6VsC2u75BNx82dIX9o/S6PLyw/zx2mzEpgQhNXQOca+nlpuIs63mBWxfPoqnLxR+rnHzq+tkYBuytbmNuVuLI+ZxoKp+dzq1LZuH1mrxxzBn272pRbjJpCTFhPj09qBgSERERkYmRmwtbtljdmoSE8AlxweeAxkqCi3QOKDgu+5FHQhLi3jnZzKGadhJj7XxiVZE1jDQoeKHifAdub1BbyI/Ha+IZ4/3xMk2T3kEPSbH2iOd3Dta2E2u3sbxodOhpjN3G5rI8th2o44X9562ENpORBLloSol3sH5hNgA2m8GmJbNo6XHR1OUaWWMYsHre9O0KgYohEREREZkoTqfVFUpIsAalBhc34c4BjTU3KNI5IP/uksMRUgjVd/RzuLYdgL5BD68eaeChdXOIc4yeaxkY8oScFYqGXpebV480cqFrgPSEGO4rLyA9MTZgTVf/EKeaelg5Oz3gGQGykuN48PrZ7DrVjGnCjcVZZCYFfj4a1s3PItYxeqLGYbdx97J8frm3dqRTVlaQxqyUyFvopgOdGRIRERGRK+crYN57Dw4ftoqi4O1tvkjtzMzAKO3HHrM6Sr4tcuM5e5Sba91/61b4yU8Chq3+6XRLwDmgjr4h3jwWOAj1QHU7/YMTE4UdiWma/PHDC7T0uLhhfiYDbg+/OVRPf9CsosPnOzCwtqWFk5kUy33lhdy/spDc1OgXH0lxdkryU0KupyfGcl95ASnxDmZnJnLzddlRf5ZoU2dIRERERCIbb7y1r4ApLbVe33QTbNwY2BXyRWqfOAHr1o0WSpczN8jptAqhykqruCouhsZGGuJSqW/vD1l+4kI3yXEObl6YzdmWHg7WtF/WX8elON3Uw/m2fjYuymHF7HTmZSfxqwN1vF51gXtXFGAYBl0DQxyt72RxXgop8dE/e5ORGENRRiLHL3Qx5Am/BXBFUToOe/ieSVFGIv/PLQui+YiTSsWQiIiIiIRXWTl6/ictLXxUtk/wOZ7S0tGOjq/b4x+pfdddke8VHLIwvK6lx0Wvy83crCTrvYQEqxBqa4OCAsjPH7PIOVjTTsX5jgk5B3Qxpmmyr7qNzMRYlg2fA8pNjeeW67LZebKZ/dXtrJmXwbsnmwG4YRLm9KQlxPCptXOIj7GztCCV/3uoLqQginXYWBGhQ3UtUjEkIiIiIqH8Oy9JSVYQQmXl2N0hX+BBbm7g7B//s0G+SO3gc0D+HSgIKYTqO/r5vwfrrGGjczPYkJ9vFV3FxVYh9PjjdKRkcOZo9Zh/rIkqhDr7h4ixGyTGhv/ndG1bHy09g3y0ZBY2v9CE5UVpNHT2s+dsK1UNnXQNuLllYTapk9AV2rA4Z2QeUEF6AhsWzWLHMWfAmmWFadN2ZtDlUDEkIiIiIqF8nZekJKuT09wM27eHJrtBaAdpw4bQhLjy8rDdHiAwMGFgwIopi4sbKaQ8ObN485hzJPntUE07s8ryKAm6376qCyEzgyaaaZrsPt3CodoOAG4qzuL6MANOD9V2kBRrZ3Fe4NkbwzD4WGkeWcntNHb0s3puBsuLot+JKUiPpzgnOeDasqI06jv6ONbYDUBirJ218ydvWOtUoGJIREREREL5Oi85OVYhdN99MDQUmA4HViH0zW9Cba11vbjYuh4uIS7S2SP/wIS9e61r69aNFFLH3PG09gwGfOSt403krp1DZrl1r+ZuFx82hp8ZNJGOX+jmUG0HZQWpuNxe3jvTSrzDPrIVzvcstW19rC/OwmELPXtjMwzWhimgomn13PDf99ES6++vsXOAj5XmzaiuEKgYEhEREZFwfOd2KiutjtDQUGiYgW8rXU0NdA7HVBcUWN2jsrKLD1b1CT5vZBgjhZSZl8fBs6HngAbdXl6uqOeeFQXE2Gy8eqQh6l2hQbeXXadayEuN57YlszCBwYoG3jnVTF5avDXLCHjvTAuxDhvLCtPGvuEEcNgMlhWl4ewaoKFjIOyajMQYinOSwn/ebuPOsjABFTOEiiERERGRmWa8CXG+lDf/wsZ/vW8rXV6e9XrOHHj88dE1vp8RBqu63B5OOXuYm5VJiv+WN9+98/M5a0uirTd8x6ejb4hf7Km5or+KS1HZ0En/kId7VuRjGAYGcEdpLs/vq2X70Ub+fE0Rde39VLf2ccvCbOImocty9/J8FuQk4/Ga/O6DBs619IasWTU3I+Kw15lOxZCIiIjITHIpCXE+wdHXPmFCDEKCEXzrgrbNebwm2w7U0dLtIiXewZbrZ5MKowVReTkABw+cv9I/8bj0DbrpGnCTkxyH3RZaOHi8JodrOyhIjyc/LWHkemKsg82l+fy2op6f7alhyOMlLzWe5bOj3xValJvCguFzQHabwZ1lefzX+zV0D7hH1qTEO1ianxr1Z5muVAyJiIiIzBQRZvOELXSCu0fhukkRIrBDhFm3/2wrLd0uALoH3Lz59hHue+9lbF2d0N8Pjz/O+YIFYWcGTbSa1l62V15g0O0lKymW+1cWkhwX+M/kU03d9Ljc3LokJ+TzhRkJPLhmNodr24mPsbNuQWbYs0ITyTDgxuLAOO74GDt3Lcvn1wfrRlLzbrkuJ+LMIFExJCIiIjJz+M/muXBhNLEtmH+6m8MBW7aERmX7F0SRiqDguOxhA0OekHlAvTV1NNQ0UtTWCG1tmFu3cuCBL4MjMI1tovUPevhD1QVS4h2UF6Xz7qlmXqqo51NrZo8UEaZpcrCmnczEWOZnhT97k5MSxx2leVF9Vn8LcpLJTIoNuV6QnsA9KwrYfbqFRbOSQ9LsJJCKIREREZGZwretLT8fGhqsomjbNisxLjghrr4eSkqsuUBVVWHP/Ix59miMuOxj9zzEoDuwW9GbmUNrSxcpF5pIys2mvt+kt6YOikui+ley52wrg24vf7Yqj+zkOJLjHbxc0cA7J5vZNJy0dtLZQ0vPIHcszZ2UszeLclNITXBwuDbygNjVczMifn5+dhLzs8MXbRJIPTMRERGRmcK3Xe2jH4VbboHrr7eKlcbG0TVOJ7z2Gpw4AS+9BC4XlJaGj8r+/vetYur737deA8cvdHG2uScwLruzEzo6YN48vENDnD1yOuTR+jKy+eD+z1GTN58j8dk0mLH0ZoZuSZtIvS43HzZ0sbQglexkKwluXlYSa+ZmUNnQxdH6TnpcbnafbiE7OXZSuixL8lK4e3k+t1yXw8eX5xOu9ipIj6cwPSH0Dblk6gyJiIiIzCS5ubBxo9Xt8S9ufBobIT4e7r/fGrZ6111WKEJOTmAXKExC3N5eB++daQXgtox4VoSJy24Z8NKSEn7mTev8Rez5wt+Q1NZMb2YOfRnZl/3H9HhN6tr7SE+MJS0hJuyaD+o68Jgmq+YEdlluXJBFU7eLt4434bAZGIaV2maLclco1mHjI4tGC8AFOcmsnZ/J3rNtAevWzc8K/qhcJhVDIiIiIjPNWMEHvuS3tjYoLBxNhws+GxSUENeRmsXec6P/aH+7w0b2Q39BYf1ZaLfOB3nS0nlzIJW++PSIj9aXkX1FRRBA/5CHlyvqcXZZAQ23LZ4VMBQVrJlBR+o6Kc5JIiMx8OyNzWZw74oCDte20z3gZmlBKrmp8Vf0TONRPjudpKDghhvmZ1Hf3k/dcJDE/Owk5mkL3IRRMSQiIiIyUwSf8YkUfLBhg/WzrGzcCXHvN5t4vKPJb6YJbx9vZsvbvyP24AEAWkpW0HX7ZyDKdcWuk800d7v4aMksTjf18NaJJpLi7CMx1ABVDZ243N6IZ2/sNoM188J3sKLBYTMonx1aJNpsBvesKGDniSaGPCa3L71IDLpcEhVDIiIiItPdeIaohkuIc7sDPxO8JtzMoDDf2ZWWyYmj1aFrLjRSc7aR2QlJuL0mzXVOktqar7jzM5bGzn6OXejm+nkZlBaksTg3hW0H63j9QycPrYsjNT4Gl9vD/up2ijISAmYGRUtGYgzlczI41tjFhc6BsGuW5KeGdIV84mPs3FmWH/Y9uTIqhkRERESmM98QVdO0zuVEGnzqnxB3/rz1mezswKhs/9CD4XNATQlpnG3pZVlh2ug/1oOKpso7H8Rrhp7L6c3MoTM2kYSzpwGTgSWFUQ9FOFDdTrzDxvXDXR2H3cZdZXn8977zbD/ayH3lhew61Uz/kIebF0avKPOJj7Gz5frZJMZaw09/c6gupCAyjLHT4SR6VAyJiIiITFe+IaqHDlmJbenp1utvfSuwQ+SfEHfiBMyfb8VqB0dlB50Dak/N4sX953F7TU46u9kyO5b4liZobR0pmtxnz3G+6gzMWxLyeH0Z2Rx88BGyqk8BJq3zFl1RV6ihox+X28vsjISwg0Tbewc529LL2nmZxPi9n54Yy+1Lc/l9ZSM/3nUW04S18zMn5RzQ+oVZJMZa/+SOddi4a1k+v9xbg2vIO7JmcW5K2JlBEn0qhkRERESmK98Q1YQE6/d5eaO/9y+GghPiNm+GI0fCp8n5nRd64/wg7uE5N/3nG6j56a9YnJUwOjeoupqG3iE60iIXOBMRiADwp9MtHBge1JqbGsf95YXEx9gD1hyqbcduM1gxOy3k8wtnJbNlzWxOOXvISo5lySTEZKfEOygrCHyWtIQY7liax+8+aACsAmn9ddHvUEl4KoZEREREpivfENUlS6C31/rpG6rqz+GAlhZrTWGhNWPollsCzxkFbX2rL1xAffvQyC2S2prp6OqnZt4c5tIMmzbRk5zKjjoPfanRDRqobevjQE07S/NTmZ2RwI5jTbx2tJEHVhaOxF33utwcu9BNSX7KSCcmWG5q/KR0g3xWzc3AZguN4144K5m7l+dT1dDJ2vlZpMaHj/6W6FMxJCIiIjJd+Se6ORyhgQhgFTnbtlkdo/5+eOSR0feDu0d+54WOHz4J2fNH3u7NzMFrt+M8coK4JBuOHhdvD0BnlAsh0zR550Qz6Qkx3Lo4B4fdhsc02XGsif3n2li3wJq58/7ZVkzTZM3c6CfAOWwGNy3MwjXkZV91G6YZuiYuxhbSFfK3KDeFRbnR707J2FQMiYiIiExXwSlyvtcwWuj4ipzSUqiuxtXvYv+pFvLT4yn2i5r2Py/U64HT9sB/qPdlZHPk3s9QcPQAye+9ycBPX6AoKYW2ez8T1XS4cy29tPUNcmdp3sg5oaX5qdS197P3XBtZyXHYbQZVDV2smJ0eccDqRLqtZBalw4VOakIMb3zoDFmzvDCdWEfouSaZWlQMiYiIiEw1lxuVvW3b6GtfQpxfkWM6HPyhzeBsRxuGAR8rzaMkP9W6n1+XaV+nnb7BuLBfO+fgn0hrPE9cTyedBXOuKCq7q3+I2rY+CtITIgYIHKhpJzXewXWzRgs3wzC4dfEs2noHee2oVfzNSonjhgXR7woVpieMFEIAZYVp1Hf082FD18i1uBib0uGmiagVQ4ZhxAPvAnHD3/Nr0zS/aRhGOfAc1rgtN/BXpmnuG/7Mk8BfAh7gcdM0/xit5xMRERGZknxR2QkJ1vkfX1ETLDgGu6oqJBZ7ZLDqcJFznCTONlt7ukwT3vtTFfkFdtKL546sbUvO4MieGiB071dSWzPuuDgGUlKJ7+6i1+W67Kjs+vZ+XvmggUGPF8OAzaV5XBe0bayho5/GzgE2LMoJOXsT67Dx52uKqKzvwjRNSvJTiXMEBipEw7owBddtS2bR1DVAS88gADcsyCIhNvrPIlcump0hF3CbaZo9hmHEALsNw/g98DTwlGmavzcM4y7gfwIbDcNYCnwKKAUKgB2GYSwyTdMTxWcUERERmTp8UdmVlVb0dXFxaDKcT1AMNqWlVkEUnBA33GXy5uax50w/YIUiJLa3sPSVX1Jrh+TZmTg+9SDm0BD72gy8ZmLYx+vNzGEwKYWOgjk4XC4+uP9zl9UVGvJ4eeOYk4RYOw+UFfLuyWb+UHWB1ISYgICDAzXWzKDSgtSw93HYbJTPTr/k779cOSlxzM1KCrkeY7fxydWz2X26hYzEGFbNUVdouohaMWSapgn0DL+MGf5lDv/y/S86DWgY/v19wAumabqAc4ZhnAbWAnui9YwiIiIiU4ovKjszEy5cgLg4q7CJxC8Gm9xcyMmJmBDXOuBh6Ib7YLh4SWprxubx0JRdSOzpsxQ++11a4lNI63WTGOEckO/cUFJbM72ZOZe9Pa7ifAed/UP82apC8lLjuXdFAc/vq2X70UY+vXYO8TF26jv6OdfSy40LsgJmBkVLSX4KC2cls+dsGy3drrBrxtr6lhBr5/alEbY0ypQV1f9lGYZhNwyjAmgC3jBNcy/wt8CzhmGcB/4FeHJ4eSFw3u/jdcPXgu/5JcMwDhiGcaC5uTmajy8iIiIyuXxR2fn54PVaRdG2bVZR489X5Lz5JrzzDpX1nbxzspmBzGwoLw8NT5g3D2dbD0lto/928qXDpTjrcXX1carLzZmEbGweT8C6YH0Z2TQXl1x2IeT2eKk438GczESKMqwOVHyMnc1lefS43Pyh6gJtvYO8ecxJUqydlXOi3/mZnZnInWX5LJyVwp+vLiI9MTSEISXewWKlv11zoloMmabpMU2zHCgC1hqGUQZ8Bfg70zRnA38H/Mfw8tAQ9jCbVU3T/JFpmmtM01yTk3N5e1RFREREpiTf+Z6PftSaA3T99VYx40uI8/Ercprae6jYd4xDNe28XFGP2+MdXTe8la7z+Gm63QSc7/F1eU5t2MyJ2z6Ow+Uis+YUXrv9ss8Bub1ejtR1cOJCN26vN+ya4xe66Rv0hHRZ8tMS2Lh4FrVtffzi/Rq6BtxsLsuPelfIZhjctmTWyOv4GDt3LcvHHnRG6YYFWWFnBsn0NilpcqZpdhiGsRO4E3gY+Jvht34F/J/h39cBs/0+VsToFjoRERGRa58vRS7S+R+f4SJn6Mw5qjsHR4qXho4Bdp9uYePi4X/cDxdX7+84RHVMWkg3py8jm4SONpa89SqYXuwuF6c2b7msro/b4+VXB+toGt5iNqcxkXuW54/EYYM1M+hQbTs5yXHMzkgIuceywjRmpcTR2DlAUUYC2cnhE+0m0nW5ySFJdrmp8WxYlMNbx5sAyEuLj3huSaa3aKbJ5QBDw4VQAvBR4DtYBc4GYCdwG3Bq+COvAM8bhvFdrACF64B90Xo+ERERkSklXFR2uCGqMFLkVO37kMP9cQHFy4kPTjO/7hRzyxZCbi7HzQQ+nFUc9isT21tY8dIvyKo+xUBKKp0Fc7B5Ly+76v1zbTR1u9hclseg28ubx5t460QTdyzNG1lzprmX9r4h7izNwzDCd1lyU+MDQhSibU2Ec0ArZltzgho7+7lxQXbE55XpLZqdoXzgZ4Zh2LG2420zTfNVwzA6gP9lGIYDGAC+BGCaZpVhGNuAD7Eitx9TkpyIiIhcS8YcHxQcle12W+d/Itxo6Hw9FUOJ9GWM/mM+sb2F5a/8kiavh5jsFLrvfYCKs80kpocPO5ioqOyugSEO17azND+VRcPnarpdbvadaxuZy+P1mrx3xkpb858ZFC2ZSbFsWJRDQ4c1nDWcOZmJzBqj8CrJTx2dwyTXpGimyR0BVoa5vhtYHeEz3wa+Ha1nEhEREblaghs/IeOD/KKyuz2wp93gupZe5mcnhb1RS2sPiztdHPFLfvMlxHXmFmKrOUXMd/8X89My8NrtAet8Jioqu6K2A5PAGTzr5mfS0NHPzhPNJMTYqW3ro71viI8vz4/62RuHzeC+8gLSE2OZl52EzWaw50xryDoNRpVJOTMkIiIiMpM5nbBzJ3R2WseB/GeijsjNpXnLY9RXnGfXoInbncDxDxq4r7wgcLZNYyPeoSHOJmXjaKslqa15pIDxT4hzuFy44+Lozi0kxVkfsM5nPFHZ51p6ae52sSAnKewZnoEhD5UNnSzKTSE1fjSFzWYY3Fmax/89XM/vjlgBEOWz01kQXNxFwep5GaQnjp4DWjc/k/r2fmrb+kauFWYkMG8SnkWmNhVDIiIiIlHk6wh1dsLhw9Y1X3p2yLptuZxoSKR9YJCb7+0gFyf7f3uc7DtWkTRneOKIw0F7bSMJffW4klLCJsQltTXjtdm57t3fk+KsHzMhri8jO2I3aO+5Vt4/a20x21fdxr0rCpiTGTiQ9Wh9J0Mek9VhBo0mxTn49PWzOdXUQ2KsnTmZiVE/exPrsIUMPTUMg83L8nh+by3dA25i7AYbFymVWFQMiYiIiESV7yhQaan1+qabYOPG0DNDjY3Q0+/GTOnD2+vAW93O8iO/xObxUP3+myz51hPYbQaDz79Ag4uIyW/+xU1/euZlD0ht6hpg77k2FuUmc/PCbF6uaOC1o408tHYOaQlWB2jQ7eVwrTUzKCclfPKbw26b1HM3pQWpxMfYQ64nxjr41No5HKppZ3520phnhWTmiP44XxEREZEZzO8oEGlp4Qsh37qmngHaLjiw2SGfRmweD925hfT0DvDmWxWc+eAUJxvacRYVM5CWMWbyW2J7y2UXQgDvnWkl3mHn1sWzSImP4d4VBRjA9qONI7OMDp9vp3/Iww1+Z4WixWEzuH1pLp+MMBQVrK15K8N0qHyS4xx8BWYBpgAAIABJREFUZFEOs4O6WzJzqTMkIiIiEkW5ufCXX/Jw6Hg/yRlusnPSCDdrPiFtiCWbmshrsZOa6Qay8B6xj2xzOxeTyrkOWO7molvfss6dpPylX+COi8OVlBI2PGEszd0uatr6uKk4a6TLkpoQwx1Lc/ndkUbe+NDJwlnJ7D/XTnFOEvlpoTODJtq6BVmUFaYB8Geri3h+by39g4HF4HW5ySNdK5HxUDEkIiIiEmVne1qpNjugDYzjLj66NLQ1dLC6naQ0N0lpbgD6CB9ucLHAg3Czg/zDE9r7Bjla10lmUiwl+anYwyS7HaxtJ8ZusGy4+PBZkJPM+uIs/nSmlZNNPWQmxfLRkjBtrgmWnhgTkPyWGh/D7Utz+d0HDZimdc1uM7hxQVbUn0WuLSqGRERERKKorXeQI3WdI6+P1neSkxLHitnpI9d6XW4q6ztDPhscbjCerW9jzQ5q6XHx4v7zeLwmJlDb1sedZXnY/EINuvqHOOnsprwoPezZmzXzMpmblUT3wBBFGYnEOqJ/6mLN3MyQoq04J5nr52Wyb3iG0Jq5GWQkxYb7uEhEKoZEREREomjXqWa8vvbFsLdPNGEzDJYVpTEw5OHXu5upORVLaqablIzArV++AsiXDmfzeCLODYLIs4O8pskbHzqJsdv4/I2zOensYffpFtLPtnJT8eh9DtS0YwDlc9JD7u2TkxIXMTBhoiXF2SnJTwn73vqF2WQmxeL2mCwrSgu7RmQsKoZERERELpPTaaXA5eeHD0WoONnPrvfdpGbaA4oc04Qdx5y09Lg4fKKfP/wqGa8nFpsdbr63Y2RtYnsLy1+xEuXiO9vxxMXRNve6iHODIPLsoNNNPTR1u/hYaS4p8da2s7beQfZXt1OYnsDcrCQ6+gapauiktCAtYGZQtJTkp3DDgiyO1HVysKY97JoVRek47JG7T5OZVCfXHhVDIiIiIpfh/cpefvwjgyRHDOnJMTz2WGBB5HTC//cvQ7R1J4cUOT4V5ztoaIzD64HMXDdtTgddbY6RdUltzSOJco6BPmJcrouGJ0Do9jrTNDlY0056YgyLcke7LBsX5+DsGuAPVRe4dfEs9le34bDZWDc/+ulw2Slx3L40D7vN4COLchjyeAO2E4I1M2h5UeQOlciVUjEkIiIicomOnhrgh//dydnz8cwp7sExkEljoyOgGKo85aKteyhskeMvNdONzQ5tTitS20qSs/Rm5uC1W4lyg0kpVG3egs3rCej4DHm8HKxpZ2DIw7LCNLKSQ7evnW/vp6nbxaYlswLOB8XYbdy9PJ+XKxr4feUFbAbcu6KApLjo/xNx46KcgHNAGxbl0NA5QEu3a+TaqjkZJMSGnlsSmSgqhkREREQugdMJ//wdF02t8dSfjgcG6MvoISsnFf8RjvWD7djsMWGLHH8pGR5uvreDrjZHyJmhSFvefLymyW8P19PYOYDdZnDsQjd/tqqQWSmBA0UP1rSTGGtnSV7o2ZuMxFg+s24ODR39ZCXFkRwf/X8eFqTHh8z6cdhtfHxZPi/sP8/AkIf/n737Co7rzBI8/7/pvYNJJDxA70nRiSLlpZItqdTV6tZUdUfHzMZMxMS6l42NmKd96oh93YnY6InemJ6dnZ6q6nJSSaVSqUpelKH3HiQBJFzCpPfm3n0AM4lEZgJJEpRozi+CwcDNL797kQ8EDs93zml1mqs6yAlxN0gwJIQQQghxC749myKWKhLomw9uBjZmWb0tw1fjcX7U3oXFqOfYSISwGufAa/q6QU4iUn29/Kee8pE3W2SWtqsXqoKik8Eok7Esz2/w0+218qtjY7x3apKf7OmtZFQmYxlGb8wMalR7Y9Tr6Guxr+THtKSdffWP4XntJn76aC9D00nW+Z3fSac68XCTYEgIIYQQokmqqjGcnkWndxAOGbDaNVZvy+D0lpiMlfjl0SBuq5FrMymAukFOIqLn4Lse1BINa4kWqzdENebycWQ4TF+LjQ0BJ4qi8OrWAL86OsaH56d4fVsnAF8PzWE16tn2HdTeeGxGXt3aSb6k8v7pCVK52u/LazOyqq1x4OWyGHmkVzJC4rshwZAQQgghBDCdyHJ1OoVOgT0DPhSldhjplekkqiXHgdeKdTM+c8k8c8n8kveJhw0NGybU02iI6jdJA9mCyp7+m8/qd1l4Ym0rn16a4ZOL0+h1CmPRDE+va7vrWRZFgRc3d1Rabv9oRxf/cjhIUa1uK/5In7fuZyvE90GCISGEEEI89FRV48NzoUrxvqrBvlUtVWs0TePw8PyAz6WOtUHtMbiFlmqYUL7P5VCSK9MJenw2ns1O1wxRTXhaOX4xQsBtodNjrXr/li438UyRY6Pzrao3d7nY0nX3Z/BsCLgIuG8+S7vTwhNr2/jk4nTlmtdmZHOnzAMS9w4JhoQQQgjx0Ds7EeP6aJF42IzLV+TQ9TnanGZWtzsqa67Npqo6nTWy3DG4pRomAJwZj/HppRmsRj1XZ1KoTh2rbdVDVE8VLMSzUZ5cW9teW1EUDqxpZWOnC4X5o2t3OxOjKLC7v7YOaFuPh6l4lvMTcfQ6hWc3+NHpJCsk7h0SDAkhhBDioZYrlvjwSLQSwBTyChv3pkhGp/mrxzXW+p1MRDN8cmF6yYxPWTPH4MqZpUREz/hVc2W/eKbAl1dm6fPZeG17J18PzfHFaATv7lfZbcmT8rWR9LRw+NAoPpuJgdbGtTc+u2nFPiNFmR8U28hgm6Ph/V7Y1MFAqx2nxVCVORLiXiDBkBBCCCEeaidGo4RCCmoJbA6VM1/byab0XD1dRNOm2b0hyaWpJLGwrqnGB8sdgyurl0E6MhVCA57dMD8PaP/qFmZTOX4fymDbNUC7y8KFiRjhVJ6XN3d8Jxmf5zf6Wd3u4MvLs5wZj9Vdt1wL7IWDXoW4l0i/QiGEEEI8kEqqxtdDs3x8IcRMg+Nt+aLKyWC0EsCEgkYA/L051BLE5gxcmEygalpVxkctzWeA6ikfg9v+ZHLJTnGL95uchPOTcTYGXDgt88+hKAovbOrAatLz3ulJToxG+OzSDAG3peoI392yrcfDpk43ZoOeZze0M1inC1ynx0KXRzI+4v4kwZAQQgghHkgnRiMcuh7m9FiM905NkC3UBiVnxqNk8qVKAPPIMwn61mdJJ/Q1WZ1mMz4wHxB1rcpVAqFEtsDlUIIToxHimULd/a6n59CAXYuyLFajnh9uDaBT4IsrszjMBl7ZErjrWSGzUcdjC5pIKIrCDzZ24Fw0lHX/6tbFbxXiviHH5IQQQgjxwEnlihy6Hq58HcsUeP/0JD/a0YX+RgF/saRyfCRaWTNfx5Mh0J+vWxe0XOODRjKFEj87NEq2qALzg1Lf2tOL00tlP6Mjy6/Oz7K+w4nLaqzZo91l4W8f7SOWKeC1m9B9B62pt3V7MBv0VdesJj2vbA3w2+Pj5Isq23s8dHttd/1ZhLhbJBgSQgghxAPn66tzzM0oxMNmdDoNVVVIRHIoyjivbA2gqvDHc5Mkc7XZnaXaZjd6banGCoeuzZErqryxowudAu+cnOAPZyZ5Y3tXZb+vhuYoqhq7+2o7spUZ9DpaHOZb/CTqM+oVCqXGHREMOoXtPfWHtAbcVv5mbx+zqRyDSzRwEOJ+IMGQEEIIIR4o0XSeQ+dSHHzXQyalMD5koWt1Fqtdg9eipPNj5Ipq5bhaMx3ilrJUK+1wKs/p8Ribu9z0+uYzKM+ub+dP50N8eH6KH2zsIJ4pcHosxpp2B94V7ADXyLoOJ89v9DOdyPHOifkMT701dnPjXxPdNiNuW20GS4j7jQRDQgghhLhvnJ+IMxZJ47GZ2DNQP4tydDhCdE6PWgKrTUO78Xe56cGM92YzheVmAi1c1yhgWqqV9ldDsxh1Oh4dvPmsGwIuUvkiXw3NEc+MMZvMYdAp7G3w/awkp8XAsxvaMep1dHmsvLo1wNsnxqvaZusUhV11ZgYJ8SCSYEgIIYQQ94V4tsA7X88SntXj8qWwmfRs7nJXrUnmilyYjOPy6dDpIZNSUPSQSStY7VpN04NmZgLVC5isrgJXZ1IksgV0RQs6vaOmscJ0Isu12RT7Bluwmap/5drV58Ni0PPJxWm6vFZe2NiBw3L3fy3bt6qlqg6or8XOrj4fR4Zv1ldtCDhXdEaREPcyCYaEEEIIcV9495swn73jrgQlet0cvudMdC5o63xsJEJR1aqaHeheiqOqSt2sTjMd4uoFTN9MjHNhKlFZ89hujU6zD51Oq7TcPjoWwaTXsa3bXbMnwOYuNwOtdmwm/V3vDAfgshrZ0OGquf7YqhbmUjmuzaTw2ow8vqbtrj+LEPcKCYaEEEIIcc8bi6Q5eSmLWnJgc6iEgkbGrhl5+8Q4L28J0N9i4/D1MCdGI5X3LNUIYeGa5TrELQ6YssYUF4YTbO/x8Oigjw/OTPHt1AQvDpoY+rwDtQS5UpFhf569G92Yjfo6d563VF3OrTDoFHQ6pW79T9mOXg86XW3QpdMpvLatk2A4Q5vTjNXU+HmFeNBIMCSEEEKIe943V+dw+YoU8gpnvp7vYHbhkJ1Af553T04QcFsYj2Zua+/lgqaFAZPTW+CP1yaxGvU8OujDbNDz4uYOfnEkyB8ORwikW+nsVjlyNgdOCzt663dkW0kOs4G/3NmN02Lgg7NTDE0na9aYjTo2d9bPUMH8DKHeFmmRLR4+MnRVCCGEEN+bSCrP709P8O6pCWI3urstNhnLMBbJ4PSW2Lg3RXtPgS37kxhM80fSVE27rUAoEdEzftVMIrJ8JqQ8RDVUjDEZy/LYgtobi1HPj7Z3YnUXuDQT5+CJDPFcnkc32Wpqhe6GZze047WbMOh1vLwlgN9lqVmzvceDySC/9gmxmGSGhBBCCPG9+fzyDNdnUwAksgX+elcPBn31L+2HFwxPDfTncbcWSSf0DWt8mmmVXa8pwmwpznQiS0nV2NrlQcuYq/bRNI3D18N4bEY2dlbX3nhsJn76lJ9fGSaIzxl4baeLjaucd/rxLKvba2WwzVH5Wq9TeGlzBz87PFo5Mmcx6tnZ573rzyLE/UiCISGEEEJ8L67NJCuBEMB0PMdHF0K8sKmj0lBgOpGtWrNcjU+zrbIXN0W4dL3IV5GJyutXhou0jG5A0XRVwdJsMs/zG/zo6jQ8sJsN/O3THWiaVhPQ3S312ot77SZe3hLg/dMTlFR4YZO/qoOcEOImCYaEEEII8Z1TVY0vLs9Uvi5ncxKRNEV1khc3dRBK5Pj9qQk0rTbb0yjj00yrbKhuiqDoNM5EpnBZDPx0bx/j0Qy//lOS2HSaXZvNREJGYnN6jkTDOC0G1nU0zvjodQqwMp3hPDYj0XT9o4MAbU4zfS32uq8NtNr52339oCHDUYVYggRDQgghhPjOXZxKEEkXSET0TA6buHDIjsGkodMDRImkRomkC5RUrelsDzTXKhuqM0zjuTBXJpO8vLoDk0HHQKudvZtVPr2c4+QFHf2t82smY1meWtt2I+C5u57f6Gdzl5vRuTS/OzlOUdVq1jzSu/TRN7dVgiAhliPBkBBCCCFW1EfnQ8QyBfpb7XVrVTRN4+hIuBLkxGb1TAdNbNmfJJ2YzwDNenOV9c1me6C5VtkL11pcBd7/KkSnx8Lq9pu1N49vcZArRDl2Msw1g4GLVyMM9NjY1Fk7p2elrfU7K8Nke1tsPLOhnT+dC1Wt8diMS2aohBDNkWBICCGEECvm0lSCM+MxAIKRNF6bsarAH+DqTJK5ZJ542IxaAn9PgemgidCoGXdrsSab02y2Z+FRuq5VOSKpPN9cTZAtlOjyWgmYPDVB0tnxGJlCiVdXBaoGnyqKwqODLQS/MhMcydLp8/PMgRwGfeM5PitBpygcWN1adW1Tp5tgOM2FyZtDXh8dbPlOMlRCPOgkGBJCCCHEisgXVb68crMOSNPgj+emeGt3Lz67CYCSqnH4+vxg1HKQk07q6F2fZePeFIH+fE02p5lsz+KjdI++GuZ3lyaIZwoY9AonLmcIjAVwWcyVo3Y2d5Hjo1G6PFY6PdaaPeNhA36HlXWDBqLTRpIRFbcvV7NuJa31O+rW+Dy7wU88W2Q8kmFjp4sNgbufoRLiYSDBkBBCCCFWxNGRMIlsddYmV1D5lyNBXt0aoM1p5venJwnFs8CtH2lb6vXFR+mOns8Syxf40fZOujxW/uvvowyF0jy2XSMbsRAPGxjJhEnmijy3ob3unuVgLTptXDIjtVIUBXbX6Q4HYNTreHNnN+FUvhJYCiHunARDQgghhLhj2UKJE6PRhq+9fWIcm0lfEywtF+Q0a+FRupKmcjE2zUCPvdJt7aU9Hv7LKY1DZ7KsDxgomNIcuham3Wmm12eru+etBGvL6fHZeGJtK3aTgXdOjjMdr80wDbY5aHWYG+6hKAotS7wuhLh1EgwJIYQQYkkXp+IcH4liMuh4ZUsAq6l2Zs3psVhlyGc9JVWrCYSasdQA1cWvlQOX03NTkMzy+Jq+ytrOgI6f/usi730bZlRTGf4KbG4jz+xvraoVWmwlgjWdovDUurZKoPPDbZ384vAoqVz1vnsbZIWEEHePBENCCCGEaChbKPH5pRnS+flf3D84O8kbO7qqAohiSeVkMLLi966pA3olzOXELIlskVLSTP7sALoFQ1Gd3hI6W46ro3Ns7HThtVUfJ+vv0fNjQwv//F+MGNDR6XdgK8WBO89MLWVTp6sq4+OyGPnhtk5+e3y8EkAOttnxuyx39TmEELW+m/HIQgghhLgvfXNtrhIIAYzMpTk4NFu15mQwWslyJCJ6xq+aSURqs0e3amEdkFqCb8+m+fZamOHZFGeGclyZTOH1F1BL82sBToxGUVWNnQ1m8GhpK5s6POzbZkOv6Crvu1tMBh2PrW6puR5wW3lzZzc2k55tPW5e2RK4q88hhKhPMkNCCCGEqCucynM6GKu5fnQ4QiZf4tkNfo4Oh/nm2hxQm8lZajhqMxbWARW0EsPJGdb1O3hpc4AjF1L84VKeMxf19LYacfmKZAslTo9HWet34rHVbzLQbJvulbK1243NVP/XrXaXhX+9fwCTQf5vWojviwRDQgghhKjryHAYVdPqvnZuIs5oOF1VB3Qrw1Eb1QI1qgM6FBrHmMtzYPV8BmX3BjuzL0c4OxTCstGK2engw3MhCiWNXf31s0Kwck0RDDqFH+/sxmc3MTSd5M/nQ3XXPNIgQ1UmgZAQ3y8JhoQQQoiHTCZf4tfHx9A0jUd6vWzuctesiWcLXJpK1Hn3TYsbIlRlcvIKqbiORERft/FBvQxSo+spXYrgcIRHB3w4LTdn8PxglweDY5rTkyEufTVDvqjyxJrWJTuywco0RdjR663MJtrc5WYmkeNksLqb3uYuN3az/KolxL1M/jtCCCGEeMh8NTTLbCLHXDLPpxenmYpla9YcG4lQUutnhRopZ13W7EijAFdO2Dj4rqemfmhhBmk2nueDwxHePz3JuaF8VY1QuZ7nyHAYs0HHjkVZFr1O4bkN7Wxv9aPOunl+oK9mzd1gM+nZPVB9nyfXtrGq3VH52mTQsXOJDJUQ4t4gwZAQQgjxEJmKZTk7cbMOqKhq/P70BIlsoXItms5zbry2VqgZTm8Ju0vFYNJqgpqycgZpfEzh2lyCOTXOZCzDt1PjZIrFqnqeuWSOa7Mptvd46h4pS0YNpE8O0Bdbx/CXgRVp3LCcfataMBuq76PTKby6JcDGThftLjM/3duLa0EWSwhxb5LcrRBCCPEQ+fzyNIvLgBLZIr84HOTVbQE0Dd49NUGhVJsVWmrmz0LLNSlwekvs/2GEd7+J4OuO83fPBtApCj8/PMqc8TzP9vXi75hf9+G5CEa9wrYeT9173UqdUrP0OqVhVsxpMbCps/ZYIcwHRD/Y6EfV5vcQQtz7JBgSQgghHhLBcJqJaO2ROIBkrsivj46hKNQEQomInslhExcO2TGYtGU7xTXTpGC2FGfOMs3ja1or3dZe3drJL48G+Tp6ldf7uzg1luLSVILtvR6sxvoZn5XsDrdvVQu7+rwUVY2fHx4lmi7UrNnZ510y0FEUBb3EQULcNyQYEkIIIR4AH50PcW02ic9u5vXtnRj1tUfKjo6El9yjWCcbUm5qEJvVMx00sWV/knRCv2wGplGTgkRET2xOz2fDCbx2I9u6b2Z82pzzz/7705P8vx9Pko+b6e9x8+hA7ZyehfdZie5wbquRXX1eDHodBj38cFsn/3IkWBmKCvO1QvWaTQgh7l9SMySEEELc58ajGc5OxEjlSgTDaT65OF2zZjqRZXg2fct7l4+h+XvmsyShUXPdDEx52GpwosT7ZyZ558Q4H10IUSipVWsOvuvhsz+aCR4MsNnXXpNl6fbaeHl1P/kzA7gm+7FfXU8usXTtjdNbomtV7o6Oxz2+phXDggCy1WHmpc0dGBY836ODLXWDTCHE/UsyQ0IIIcR9TFU1PrlYXQd0fiJOm9NcmXFTUjW+Gpq9rf3Lx9DSSR2967Ns3Jsi0J+vmQ1Ubol9cbqEcXOBdj+MTKQpqhovbPSjKEolsAorUUw6M206D5Cvuac+a2Oj33GjDkhZkTqgpXR6LKzxO2uuD7Y5eOORLv54doon17bVXSOEuL9JMCSEEELcx85NxJlN5Gquf35phlimwL7BFt4/Pclo+NazQtDcMbRykJO3JkikVZ5u6eDJ3SYOXw/zzbU5OlwWtvd4cPmKJPJ5wiEjA21mPK3165dWsg5IUebbXOeLak3jiLK9SxzD6/ba+Df7B9BJQwQhHkgSDAkhhBD3KE3TUJTGv4SrqrZkHdDJ0SjnJ+JVdS9wsyucTqehqkrDIGdh97iuVbUBV5nLV0RTVM5fKWK3KmxfZwFUdvd7CcWzfH55BlXT6PHaiPWP0tpi4rWn23F6G3RsW6E6oFaHiZ/s7UOvUzh0bY6vr87VrGl3melvtS+5jwRCQjy4JBgSQggh7kHBcJrfHh/HbNTx/EY/q9ocNWuuTCfrdjxbqF4gdPBdD5mUwviQha7VWax2raY73MKjb810j3PtHMVkTvPGfh9u33yNj6IovLi5gz+dC/HllVl0CtgcBt7Y34LXufRA10YNGG7FE2vbKjVJewZ8TCdyDE0nq9bs6ffd0T2EEPc3qQIUQggh7jElVePTS9OomkYmX+LDc1NE07W1Nct1h6unfKTNatPQbvxdbzBqeZ3XX+DadJpffTHLr44FGZlL1exZLKlcjM6wZkOR1X3VzQ6Meh0vb+lgz4CPHp+Nt3b30O603PJz36rBNjt9LTczPoqi8MKmDrq81sq1Lq+V1e21QaYQ4uEhwZAQQghxjzk2EmEueTP4yRVU3js9SSZ/M1NyZizGdLzx0bVGyvU4mbSCcuPvenU55XWXh1RmUxnMrjyJbJE/nJkisigwO3YxTWzMzgZPW839EhE9E9csbPa286PtXdjNd/9Qik5ReGJN7bOYDDr+YkcXa/1Otvd4+PEj3UseQxRCPPgUrVE14X1g165d2tGjR7/vxxBCCCFWTCZf4p++ul5zvA3AZTXyw60BRsNpvrxye93hoPmaoZlp+Nln07S2afzkqXYS2SI/PzKKzWTgr3f1YDLoiM3p+Id/AL2iZ3OXkwOvxyp73cpRu2bpdQpmg46SppEr1H5GAOs6nLy8JXBH9xFCPFgURTmmadquxdelZkgIIYT4juSLKgadsmRB/slgtG4gBBDPFPj54SDqHf5HZrP1OGcj0ygtMX6wqxdFUXBZjby0OcA7J8b5zfExXtzcwQeHsmTzHh7ZpENNVbfBLh+1m2+RbViRFtl/ubObTo+VeLbAzw6NVmXLynZLHZAQoklyTE4IIYT4DhRLKj87NMJ//OQKb58Yo97JjEJJ5dRYdMl97jQQalY8W+DseIzNXW7anObK9V6fjWf6epi6bua/fDRJqBihv82CPuWoOW63ki2yAdZ3OOn0zNf8uCxGXtkSQLfomNtgm73qeYUQYimSGRJCCCG+A0dHIkRudH4bnk3z9dU59q9urVpzdjxWN9PRjIVtsJfLvlwJJfj2WhhFgYDbwtPr2muyVSdG54OyXf3emvsEv+qiO93BeCzF828m6X08Rzxcqrn3SrXIhvl6nwNrqj+vHp+N5za289H5+WYTVpOefasazwwSQojFJBgSQggh7rJoOs+R69Wd344Mh2l1mFnX4QQgkspzdDhyW/s3W5uTiOiZDsGHV6O4fBpOi5GzE3HMRj0HFgRmmXyJs+Mx1nU4cVmqu8OVj75192rYQi486HB6c0u23XZ6SyQiesavmm87KNrR48G56FkANnW6sZsMHL4e5oXNHbittWuEEKIRCYaEEEKIu+zrq3MU1erjbZoGH5ydZCaRY43fwTsnxknfZlZoYW3O5IiRoVNWVm/L1J0bdDWUYi7dw2v/tkRvl55PLk5zbCSC32VmTft8YPbtuRTpSSfrFmVi4PaOvi0VrCnK/JE3nUIlc7aYyaBjR6+37msA/a32ZQenCiFEPXctGFIUxQJ8AZhv3OfXmqb9Hzde+5+B/wkoAu9rmva/37j+H4D/ASgB/4umaR/erecTQggh7lRJ1UjlizhMhoZNEaLpPFdCybqvadp8hujoSJg7KQUqByiTI0bGh+Zn+EyNmKuCjnjYQDxdJKqP0uH0os+qQI4n1rYyk8jxx7NT5NapJKN6vvidC6+1jfMfO/AtyjLdztG3pRopbO5089xGPwCfXAxxKhiref+mThdWk/72PyAhhGjgbmaGcsAzmqYlFUUxAgcVRfkAsAKvA1s1TcspitIOoCjKRuAtYBPQCXykKMpaTdPurO2MEEIIcZccuj7HoWth9DqFN3d1E3Bba9YcG4ks2/TgTnsilAOUoVPz9w/0FWqCDpevyGQsDVkbXX0WXL44AAadjte3d/LB2Sk+vjhNPuTCbfHxyEYTsRnqdoBrthtdWaNsktmoq6oKKBY8AAAgAElEQVSbenJtO7OJPOPRTOWaXqews69xVkgIIe7EXQuGtPk2OeX/CjPe+KMB/x74PzVNy91YN31jzevAL25cv64oyhCwB/jmbj2jEEIIcbvCC2p8SqrG+6cn+enevqoMRipX5PxE/K4/SypX5L0ro8SzOuLRPoqKA6et+ghbxpBC3Rhij9fPvs1KVTBjMep5fVsnh4bDZHwGsnkHsZn6w1hvR6Ns0qODLVWfl16n8MrWAO+cHGc6nkNRYN+qlrq1QkIIsRIaBkOKovw3TdP+VlGU/1XTtP/rdjZXFEUPHANWA/+3pmmHFEVZCzyuKMrfA1ngf9M07QjQBXy74O1jN64t3vPfAf8OoLe393YeSwghhLhjH18IUVpQB5TIFnn/zCQ/3BbAbNBTUjU+uhCqqRW6Vc10iftyaJZwMs+6XifXGGU6aeLJA604vTeP7h0bjmB1FXnyUSNmY+0+Op3CvsH5TmyJ/lhTx+BupYPd4myS22pke7enZp3dbODNnT386fwUa/1O1vqdS+4rhBB3YqnM0E5FUfqAf6Moyv8HVB2G1jQtXP9tVWtKwHZFUTzA24qibL5xTy/wKLAb+KWiKIOL9y9vUWfPfwT+EWDXrl3fzbAFIYQQYoHh2RRjkUzN9WA4zc8PjfLi5gDfXJtleDZds6bZACIR0TM5bOLCITsGk9awS9xYJM2lqQR7+n3sW9XCTE+OXx4N8uV4jjfau9DrFCKpPFemkzzS58VsXL72ppljcEs1RXBZjViNehLZQsOmEDv7vA3rrEwGHa9u7Vz2OYUQ4k4tFQz9J+CPwCDz2Z2F/2JpN643RdO0qKIonwEvMp/x+e2NY3SHFUVRgdYb13sWvK0bmGj2HkIIIcRKCKfymAw67CY9ilL/l/Ujw43/PzCSLvDzw6M115sNbsprD77rITarZzpoYsv+JOmEvqZ+R1U1/nQshjHmZb27FdBoc5p5dn07H54P8faJcfYO+PjD4QhqzM2aTfVn8NxKhqesUVMEm0nPT/f2YjHqmUnMB2b5olr1XrtZz6ZOV1P3EUKIu0nX6AVN0/6jpmkbgH/SNG1Q07SBBX+WDYQURWm7kRFCURQr8BxwEXgHeObG9bWACZgF3gXeUhTFrCjKALAGOHyH358QQgjRtLlkjn/+doT/54trfHhuqu6aqVi2khUqz85JRJbOtpSDm+OfOBm5aMHmLKGW5gOKesqBRntPHoDQqLlu/c6pK1mCBwM4Jwf49n1f5TnWB1y8sMnPVDzLrw7OMHekm67wWo5/2FrzrOVnO/m5g4Pvepb9XsoaNUXYv7oVy43sU5vTzHMb/DXvfaTXi0Hf8FcQIYT4zizbQEHTtH9/m3sHgP96o25IB/xS07TfK4piAv5JUZSzQB74uxtZonOKovwSOM98y+3/UTrJCSGE+K5omsbHF6crdUAXJhN0eqxsXVTXUs4KNTvoFG4GN/6eAtNBE6FRM+7WYsPmBC5fkeFwktnhAjpHksCaNPsPWHB6b2ZYNE3j6IU0Zp2TVQMKkVB157f1HS68NhMHvy2i+N0EujTCodrucEu1vV5KvaYIHW5LTcZnXYeTZK7Il1dm0DTo9tZ+pkII8X25m93kTgM76lzPA3/T4D1/D/z93XomIYQQopFzE3HGF9UBfX5pBrfVSF/L/EDPs+Mxrs7MN0ptZtBpWTmLkk7q6F2fZePeFIH+fMOgI6zGya2dZY3Bi9mVYywX5Vqqje2+m0HESDhNQpek09dLJGSsmznyuyz8YLeeg5N6wiHqrrmdIapli2uLDqxurXu0cGefF7fVyGg4xZNr29E3qBUSQojv2t2cMySEEELcF0qqxrfX5mquF1WNt0+Ms2fAh81k4LNL05WZQM0MOi27lUGlxZLKp5dmaGmFv3rUgV5x8t7pAl9emaHNaabLY0VVNQ5fD+P2qby2P0MqWmy473L3Xvi6TqdVju4tXGc16WlzmMmXVKZi2brPHXBb6PHZGn5fq9sdrG53NHxdCCG+DxIMCSGEeKAlsgVSuRIem7FSy7LYxak4iWz9jIimwaFrtQ0Tmhl0unh9M8fPjo9GiWUKvLGjC4Nuvq7mhY1+fn4kyDsnxnlqXRtXZ1JMxrI8u74dT4uKpyW35J7L3bv8WqNjf0+va2ddx3yL6/dOTTA0nazZY/eAb9nvTQgh7jVSvSiEEOKBpWkaH5yd4ueHR/nPB68TSeXrrjk+Ermt/Z3eEqu3ZbDataaOmeWLKqrWeCpEoaRy5HyK1pwfr3Jzvo7ZqOfNnd34XRY+ujDN9dkUT61rY3OXu+FezTZ3KFt47G9hc4dur7USCAH8YJMfn91U9d5Wh4nBVntT9xFCiHuJZIaEEEI8sM6O36wDyhdVfn9mkrd292Bc0Mns+myK2WRtkNSsZo7AJSJ6Ll4t8OVEEIM9j9tm5IdbO2uCiiPnU8we6aHV7+bgjKEqO2M3G3hjRxfHRiM3go/GR85upblDWb3aIZ2i8PT69qp1ZoOe17d38s6JcSLpAlaTnuc2+hu2IRdCiHuZZIaEEEI8kNL5IgeHZquuzSZyfHhuikJpvitbNJ3nk4vTd3wvp7dE16pcw0Do83dcfPQHI/kzg2zx+ckVVN4/M1k1f6ekapy4nMNuMtLbS93W23qdwp5+H4OtjiUzP42yPMt9Dwdei7L9yWQleFofcNLqMNes9dhMvLWnl02dLv7V7l4CbmszH5MQQtxzJDMkhBDigXR8JEq2UBucXAkliaRGeWx1K59cmCaZa7572u2Ihw2Mh7OU7ClWWdtZ6zKwqs/AOyfG+fhiiBc3daAoCucmYuSMKbq8lmWP3C2X+WmmQ9xAqx1FgYlotvI5LawtUhTY1edt+H1ZjHp+sKnjTj4aIYT43kkwJIQQ4r6iaRpXZ1K4rUZaHaa6x7NyxRKnx6MN95hN5nn35ETN9UREX+mqpqrKsp3fmmLLMJXQ0WL14LEbcflSOL029q1q4eurc+SKE/T5bHx5ZZa+LivPH0iRiOSXvPdys4GWO7rX32rjRzu6AAiG0/z2+HhNLdNgm4OWOlkhIYR4kEgwJIQQ4r5ybiLOn8+HANjV7+XxNW01a86MxcgV1JrrSylnWzIphfEhC12rs1jt2pL1NrliiUJRw2bWo2tQM3MpNot7V5YXVw3g77i5164+L2aDjs8vzzAyl6avxcYrWwIY9Sou39Ld4ZrJ/JTvs7hVtl6n8NTam3VAPT4bB9a08MXl6iOFu/sbZ4WEEOJBIcGQEEKI+0YqV+SLKzOVr4+NRAi4rVXza0qqxonRm1mhcrZnuSxPOdtitWloN/4u19ssfl8ioic8o+PD6+NkDGkUBXb3+9g32FLzvOcn42xZ5WT1huo9FEVha7eHdpeFYDjNGmcr08PGJZswLPw+mmnaUO8o3c4+L95FjRt29vnIFlQOXw+jKPDYqlapAxJCPBQkGBJCCHHf+PzyTFXGR9PgT+ensJm66LwxjPQPZyYrdUALA4JCXmHj3hSB/nzd4KGcbcmkFBQ9ZNIKVrtWk3Up7zk6m2Yq0cVTb8RJKEkOXw/Tajexxn+zDfXJYBRV1di5RO1Nh8uCvWRfsgaoUWDTTHC38ChdS1vjZ9m/upUWx3yQtL7D1XBfIYR4kEgwJIQQ4r4wl8xxOZSouZ4rqPzq6Bh7B33MJnNVA0HLAYHNoXLmazvZlB53a7FusBEPG9j+RAJVVdC9FG9YMxQPG0imS8wqEVptHlY7zHQMOPn1sTH+fCGEz26ixWEmlilw/GIGv8GPPmcF260FLgvvu9zrAO0uMy12M/FMgfFopu5Rum3dnoaDZ0GCICHEw0eCISGEEN+7sUiafFGlw23BZqr/o+nYSIRG80pVTeObq3M118sBQShoBMDfmyOd0FcFE7c6k8flKzIWS6FlbfT2WXH54uh1Ci9v6eDnh4P88ugY+1a1cOhcitjxXgJ+NwdD+oYBmMtXXLYGaLnXjXqFV7d04rYZKakavzk2xjiZqqN03haVHb2eht+XEEI8jCQYEkII8b1K5Yq8d2qSbKGEw2zgp4/21gREiWyBi1O1WaHllGtrJodNXDhkJ53Q1wQTC7Muc1MGRoIqA7YiNpO+bqe6pC6JtnGaR30d7N2kVAIcp8XIW3t6+MOZST6/PIMS97CuzU1Xt0Y4xLIB2FI1QMvVCO3q9+G2zQd8ep3Cy1sD/OzQCCw4Srex043dLD/2hRBiIflXUQghxPfq00vTlTk3yVyRP5yZ4sePdFUFIsdHo5TUBmmhZczX1mQI9OfrBhMLsy4T8RSXh4fRz+RxW428ubO7KoBIRPR8+k0Bk17HE48aMRmqgxKXxcibO3s4Ox6jRe/kzJ/1hEMsGYCVj701Gtpa/X3Uvu6xGWvmATnMBn60o4t3T06QyBbp8dnYv7r1lj87IYR40EkwJIQQ4ntzbSbJlVCy6lownObjC9M8vb4dvU7h/EScE6ORO75Xo2CinHUZCapcHhlmXZ+JgMfFN1fn+ODsFH+xowudTiER0fPnXzu4HNTo8vrJPZbHVGc/vU5hW8/8cTR3g2xOM62xG1ncVW7PgA+DXlezrt1p4Sd7ezkZjLJ3oAW9rn7rbyGEeJhJMCSEEOJ7c+h6uO71M+MxpuJZNgScHLwyV1UrdDcGo9o9Rc4OBbG7Szy7oR2LUY/NqOfD8yEODs3y+JpWorN6RucymD0Z2hxu4mG1bsvthYHKcgHYUq2xTQYdW7rc5Ioql0MJ8kW15njdi28ml2x6YDMZeGyVZISEEKIRCYaEEEKsuHS+yMWpBH6XhS5P/Xk1wXCaqVi24R4ziRwzierho7czGLUZFycThOI5Xtjkr3RbWx9wMRnPciIYJZ4tkE8YiWXb6Lb4MJt0DVtuN9uIYbnW2HsGfOzu9wHQ67PxhzOTNcfrOoxeyfgIIcQdkGBICCHEivvs0gyXbjQ8eGpdGzt6a2fbHBu59aNvtzoYNR42UDClsboLeGxGzIbattKapnF0JEybw8y6BTOCAJ5a24bbYuSrq7OoGjz/Ywt9NjMuX22g00z763rqDYVtcZh4ZMFntq7DyWQsQyKSqByvM5kUHt/maLStEEKIJkgwJIQQYkUNTScrgRDAl1dm6XBbCLhvZoim41muz6Zuee9bHYyaTJc4H8rhfGQMvT3Pk2vb2N7jqVp3bijP7IzCK3u8Nd3jklED/mIHr6x2othyDLTageps1eJnu5U6oEbZpKfXtddkfJ5Y03bjuGCUXNzEW0+20dNVWyskhBCieRIMCSGEWDHFkspnl6arrpVUjfdPT/Latk7aXRZimQLvnpq4rf0X1tosNxi1VIIJdQ49RvZ1dBEyhvjiygxtTjNdHut8IPI7N+cmEhTVATr2A6iVPaoDFQcHXosCSx97W64OaLF62aQNgyZ6fLaatTqdwtPr2+lwW/C7LPjspmY/NiGEEA3IfykJIYRYMecn4ySytRmRRLbIL44E+Xpolt8cG6u7pllOb4muVTkCA/mG7ahdviKzqQyRkJH+Nhub15h5aUsHLouRD85MEs8WiIcNzCQKZM0J/A4ryaixao+FgUr5KF6zzwYwftVMIlJ9LG9Tp4u9A75KHVW9bNKuG3VCjWwIuCQQEkKIFSKZISGEEE05GYxi1Cv0t9jrDu/UNG3JOqCSqjXsHrfSTI48iYFhVg+6eG0fOL0qoOeVLQF+fWyMnx8aZZWzletzbuwmJ+0BEy5fdTOH221/3ejoW5vTzHMb/Oh0CrliiV8cDgL5qmzSQK/hxlE8IYQQ3wUJhoQQQizr+myKTy/OH39rcZh4a3cvJkP14YKh6STRdOGuP0sqV2QylsVrM+Kxmep2Uzs9HkO1ZvnBnjZczptH39qcZl5d28+Hh2OcjkVZ+3SWxwLd+NriNRmm2zn2BvWPvrl8JZ5Z347uxrOaDXpe3RrgF0eCVV3l9vS33+7HIoQQ4jZIMCSEEGJJuWKJjy+EKl/PJfN8cjHEi5sDlWslVePI8J0PRq3XWW3ha9E5PZ8Fpwir8w0aWhwm/mpnT1VgViypnAxG6fXZaHdaavY4++cW/MU2rLk8LzyWwtfaOIArByqJiJ7xq+amgqJ6GaWNARedi1qMtzjM/GhHF++fniCVK7F/dSvrOpwNdhVCCHE3SDAkhBBiSd9eC9fU+FyYTOC0GNk32IKiwIfnpgjFG88MWk4iomdy2MSFQ3YMJq1mTk/56NlEJMtYtIPnfmzH6S3x2aUZProQ4qXNHZVOcCcuZYgG7Rx4tLaddzlr09pRQhcyk4kVoLV+d7iFz3ar84MWZpTcPpU9A/XrgLo8Vn6yt4/xSEYCISGE+B5IMCSEEKKhbKHE2fFY3dcOXw8zMpfGazNWtdK+VeVgIzarZzpoYsv+JOmEvmpOTzxsIJMrMa2FcZqd9Flb6O7Oky+qfHV1jvbRCDt7vUxOafz5N04MiofhvJNub6wqcLmdOqCl5ge1Oc1s7nITzxQ4MRpFne99XXX0bY3ficfWuOGBw2yQQEgIIb4nEgwJIcRDTNM04tkibqux7usng1HyRbXuawChePaOMkJwM9jw9xSYDpoIjZpxtxarAhWXr8hkPEMhYWVDrw13y3zwtbPPy1Q8y1dDc0zHcwxfNlIqtbNri5FCTKkZfHo7dUCNAihFgec2+Olwzx/Fs5sNfHF5pub9u/pqM1RCCCHuDRIMCSHEQyiazvPZpRkmY1myhRKvbg2wxl+dnSiWVE4Fo3f9WZzeAuF0jmhaIbAmzbbHMgT681WBimbNUlg3wXZ7G0/vUCqvKYrC493dGKNpzg+HMFqKbOh0Uog1zvwszNo093z1A6ht3Z5KIATzgdlkLMOVULJybbDNTrvLUrOnEEKIe4MEQ0II8RD69lqY67Opytd/Oh+izWmuOs51MhglnW8+aLhd11NhZnqvU0paMDiybOv04fRWB2YnR6Po7HmeesyI03LzmRIRPV+/50Eteekr+dnzShj3Y8mmMj9LNWtYbHEAZTXp2beqpWbdC5s6MOqnOT8Rp9tr5aUFTSaEEELceyQYEkKIh0wsXaip8ckXVd49NcHLWwK0OsxcCSU4ODR72/coBxo6nYaqKg0Djni2wFdXZxnssbJ7wMVXQ3k+uhCi1WGuDBbNFkqcnYixzu/EZWk8GDUcMqBkbDg76w9iXfx8t9IUYbFt3R4sRn3NdaNexwubOljVZqevxY5RL7PNhRDiXibBkBBCPGSODIcrhf4LzSXz/PzQKJu6XJwdj1NnSVPKgUYmpTA+ZKFrdRarXasJODRN45Mbs4ueWd+Oy2rk5c0BfnZ4lPfPTPLjR7qwGPV8emmaQknjkd7a2pvbHYzaqCmCosw/S1HVuDSVYCpWWw9l1Cts7/Esuf/qdmmIIIQQ9wMJhoQQ4gGhaRong1FmEjme2+CvDPhcKJYpcH4y3nCPoqpxKli/e1yzyoGG1aah3fhbLVHTzGAskmFkLs3ja1px3Wjg4LAYeGlzB787NcE/fzuK32VmeC7N/lUttDnNNfe63cGojYKobd0etnbPBzrr/E7++6ERUrnqPTd1ubGaarNCQggh7j8SDAkhxAPi3VMTXJuZrwPKl1Re2hxAvygg+ubqLCX1NlM+TXL5iiTzeaIxKGgmMikFq0OrydocG41gNerZ2uWuut7js/HW7h7+eG6K4bk021v9BEptJCL1g53bGYxaL4hyWgw8tvpmHZDdbOClzQF+e3y8kkkzGXR1M1RCCCHuTxIMCSHEAyAYTlcCIYAroSRmwzTPb/RXrk3Hs1y8g3lATbNmme4eJusyQZ9K3G7hmcdacHpvtuieSeQYmUuzo62D0LC1JoBpdZh5a1cPI+Mqlz/1c3KZ2p7bqQFa3BThwJpWzIbqjE+Pz8br2zv547kpVE3jL3Z0N2xDLoQQ4v4jlZ1CCPEAOHQ9XHPt7HiMYyMRAFRV44srs7ddB1RWzr4kIvWPiZXrgHT2HH/7ipvnHrMQs81yOhyqWndsNIKSMRM71svJzx0cfNdTs6dBr8NSsFdqe8pH7epZWAO01LpG3FYjaxvU+fS32vnp3l7e3NlT1UpbCCHE/U8yQ0IIcZ+biGYIhtN1Xzt4ZZZLUwnmkjmKd3A8LhHRMzls4sIhOwaT1jD7cimUYHguzRNrWulwW+hwW4hlCpwYjdJqN7Ox08WVUILLUwn6bV3oNF1NE4OFmm2QsNS6TZ0uBtvsTMVyHBmuDRphfkZQvRqrMqfFiFPiICGEeOBIMCSEEPew8WiGr4ZmeWptW8Phnd9em2v4flXTCMVrO6LdivIRtNisnumgiS37k6QT+prgRVU1vrk6R7vTzLYF3dYOrGllNpnnzxdCXJlOMBpOE3BbONBv51CwNoBZPP+nmQYJjdY5LQaeXNeG2aBndbuTkqZx/Ea2rMxm0rOp03VHn5EQQoj7kwRDQghxj7owGefDc1NoGvzm+Dh/8UgX/kUB0chcipG5+lmhlRIPG8jlVdK2BOm8j7FrBlo7ahsiDM0kiWeLPLG2DZ1yM8ti0Ol4Y0cXh6+HOTIcpt1l5rXtnZgNWk0A06j2p5kucfXWPbWuvaoO6PHVrYRiWcajmcq1PQM+DDIPSAghHkryr78QQtyDylmWco1PtlDi7RPjxNKFyhpN0/jyyu0PRm2W01tgNJJidLJIxjPDRNslBh6frJkZdGwkgl21Y475aup/9DqFfata+LvH+vnxI92VAMXpLdG16uaQ1Dut/Vmor8XG6nZH1TWdTuG17Z2s9c/XB+1b1cIO6Q4nhBAPLckMCSHEPejiVIJYplB1LZMv8btT4/zVrh7MBh1nxmPMJHJ3/VmmCjGK68M85vWzbsDI58EEX47H6OnqxW6e/zESjGSYnNJoHV3DqaClYU1RuRPb4qNwZbc7RLWe3f2+utctRj2vbA2wI+qh02O97f2FEELc/yQYEkKIe4ymaQ0L/eeSef752xFyRZV8Ua275lY1CkwAMoUSn12aoTNg4LmdZnQ6hZc9Af7lSJAPzk7x6tYAxZLGxxdCmPIOvFbzkg0Ryvdr1Aa7mRohp8XAy1sCxDIFjgyHmUvma9Z0uC30+GxLft8SCAkhhJBjckII8R1K5or84cwkn1wMoTXoc31xKkE4VfsLflkiW1zRQOjgu56G7a1PBaNkCiWeXe+vdFtrdZh5dkM7E7EM/3xohN+cGCNbUHl5jxeDQVk2q7PcUbjy0Tmgbhvvp9a10+mxsiHg4tWtnZgMtT/KdvXJ0TchhBDLk8yQEEJ8R7KFEv/tmxGyhZvZjmfW+6vWFEsqX19t3B1upcXm9GSyJfxdKtFpY1U2p1BSOTUWZbDVTpvTXPW+9R0uvDYTfzofIpYp8Mb2Lrq8Btqa6PzWzFG4RtmjNX5HVR2Qz27i+Y1+3j89WbnW6bHU1AoJIYQQ9UgwJIQQ35Hjo5GqQOhUMIbVaGDfqpab18ZixBfVCt2KpY68LXQllOD8ZJzguMrcZA/BiIm1HYaqwOTcRJxsQWW9u43xq+aaPf0uCz/Z00uuWMJmmv9x0qjz2622y16YPSofufO0qDyxtq1m7Vq/E902+PP5abw2Iz/a0YWiNJ4ZJIQQQpRJMCSEEN+BbKHEyWC05vq31+bw2U2s63Ayl2w8FLQZS9XiLBTPFvjjuSkcZgPrB23k28KcGyrg2mLD6Z3vslZSNU6MRmjRuRj6vKPhnnqdgs1kWDIIu5122fWyR2v9TlwWY931q9udtLssmPS6qlbaQgghxFIkGBJCiBWgadqS2YhTwSi5Qv06nz+dm+LTS9Nk8svP0llKvWxKvYDj2EiEUsrE/o5BAh3gWF9EtUxyfGaKwKzCQIudjy+EiGeL7HO3MbPMnssFYc081wubOnBZDVybSXFsJFKTPXL5SuzqX7oOqFGgJIQQQjQiwZAQQtyBkqpxfDTC2fEYr2/vwmc31azJFkocH63NCpUVVY3iHQZC0FwtTipX5NSVLKbLa7ky4+DqjeDl+Q1+fnV8jPdOTdLuNDOdyPHooI8NHiNz55bec7lgZ7nnWuN3sLHTBUC310YyV+TSVKIqezTQaqfVUV23JIQQQtwpCYaEEOIO/Pl8iAuTcQB+c2yMv9zZjXdRQHRkOFxVK3S3WFwF9JuuEprQeGG3G6e3tsvasdEIhYSZXqe1Knjp8pZ4a1cPh66HOTYSYXuPhz39PhSlfn3PwmNxywU7S9UIWYx6nl7XXrX+uQ1+ZhK5Skc9k0FXVVclhBBCrBQJhoQQ4jZF03kuTSUqXydzRd4+Mc5be3oqDQUS2QKn6tQK3YpmmiLMJXO8d3qSWKaAwanw4fUYf+HpwmW9eXQsni1weizG+kEvhot6wiGqgheDXsf+1a3s6vdiNuir7ltudV1+nsXH4padDXQjy5OI6KuaMezu91YGt5aZDDr+alcPf74QIhhO86MdXbQ7LXf0GQohhBD1SDAkhBC36dD1MOqiWUGxTIH3Tk3w40e6SeVLHLwyS6FUf55QM5ptivDl0Cy5Qom/fKQbvU7h7ZPj/Ob4GH+9+2Zg9u2Nlt1PbnOhrG0cvJQDoUb3rXcsrmtVbsmGCPW+l6ffiLOl2113rdWk57VtncQyBdxWqQUSQghxd8jQVSGEqENVlw5gYukCFycTdV+biGb5xy+v8U8Hr3M5VH9Ns5YbUAowFc8yMpfmkT4vXV4rHW4LP+jvIxy08fbXc5RUjZlEjgtTCda720iMz8/gWSqAWeq+zdQmrWp38G+fGOS17Z04LYa6e/oN7mU7v0kgJIQQ4m6SzJAQQixybSbJl1dmWd3uYP/q1rprvrk2V5MVWqhR57hb1UzgceR6GLNBx7ZuDzCfgbn8WQvtcS9DFxP859w4eVMGQ9ZC9lQ/JzXdklmm5e673Jwgs1HHM+vbcZgNONocWIx6fn10rGpPgwGe2uFakc9ICCGEuF0SDAkhxALBcJrfnZwA4PD1MN8fHbIAACAASURBVDpFqSnen03muDgVv+vPomkaE7koE51BBu2t7NpgrQk8ZhI5rs2meHTAh8kwn+wvZ2BWD+ooluwYig7WD5rwpNsIhnQNu77dymDUpeYEPbGmDceCOqAuj5UDa1r44vJsZc9nHnEy2Cs/goQQQny/5CeREEIs8O21uZqv7WY9W29kXQC+GppliaTQilA1jfdPT3JtNoXZpON0ZgRPopUd3upZO19fncVs0DHoaKk0JliYgenwGjjwmO9m84KT9bM9tzMYtfy+hQFTi8PEps7ajM/OPh82k4FPL03z9A4bj6/xrcwHJYQQQtwBCYaEEOKGYDjNWCRTc/3TizO4rUbanGaGppNcm0nd0X2a6Q43NJ2cz/gM+tjZ6+WP56b44sosRr2OzV3uyvMOz6XZ2d7B0Q9alu3utlS2p5nBqDpFqToaWC+Aen6jt+Hw2Q0BF30ttkpDByGEEOL7Jj+RhBAPjUJJxahv3Dfm0PVw3euqpvG7kxOomnbHGaFmusNpmsbh62GcqoOuUoBMvMRLmwO8d2qCTy9N47Ya6fJaOTg0i9NioNfs40yT3d0aZXuWq00yGXT8zaN9lFSNk8EIp4KxmgCqmDSzIbB0HZAEQkIIIe4l8lNJCPHAi6TyfHFlhrlknjd3deO01HYoC4bTBMPphnuUluku16xmMjBXZ1JMT0NbcA2nguab2Z7uLn4zPMdvv57F6MhTKGn8YKMfr0VdtsnCcparETqwurXS2e2pte3MJfMkfPmq++7fYkevq58VEkIIIe5FEgwJIR5oqqrx9olxYpkCAL85Nsabu3pqBn0eHJr9Tp6nYE5zaVqlNAnrA46awEXTNA4Ph7EWHHgt5krQNDls4uppG205D+OxNINPhVjVZ2B1mwNFWTqQaVajrFG318rWBfOAdDqFl7YEiKRHKvdd3afn6R2dt3VfIYQQ4vsiwZAQ4oF2YSpeCYQAIukC75wc582dPZXua0PTCaZi2bv+LOcmYnx8eRrzVgvZuIm5NhWDvR24OWvnynSSmUSOA5tamT50M+sCoJYg0KVhNjjZ4lPoas9V3tdMs4PbdWBNa00dkMNs4F/t6eWjCyGSuRJv7gxUPk8hhBDifiHBkBDigaWq87U3i03Hc3xwdpIXN3cwFsnw5ZU7zwot1xQhX1T5/GQCV7GVVx71ktaneO/0JO+cHOcvd3Zj1OsoqRpfX52j1WFixzorKf/NbA/A1dO2mqNwzTRjuJV1i9euHzQRcFvrrnNajLyxo5t8UZVASAghxH1JgiEhxH0rWyhhMeobvn5xKkE0Xaj72rWZFP/w2dUVaZHdTFOEwxdSzBzuZr3fzdEPDBx4Tc/LWzTeOzXJh+emeHlLgJPBKLFMgde3daJTlJpsz+KjcM3ct9HzuXwlWuzzgU6b08zBoVnyRbVm7Yv/wbLs9y+BkBBCiPuVBENCiPtOvqhy+HqYk8EI+1a1srPPW7OmpGo1M4MWW6lZQcs1RSiUVI5fyOI0tdDbC+HQ/HsGVzl4fE0rX16Z5T99fpVCSaPba8WnczJ+1ViTxVkcHDXTjKHRur2b7LywqaOyxmbS8/vTk1VrsxEzxrxtZT4kIYQQ4h4kwZAQ4r5zdCTMkeH5429fXJ7BqFeqhqICnBmPVdUK3S3ZQokz4SmOB330Jh20u2u7uZ0Zj1G0pOn2WaqOuSUietrzfra36skbMwQ8FjqMbr56z7tstgeWb4fdaJ27pcie/kDVmjV+Jzt6MyQiCXR6iM0Y2dRto7NTusMJIYR4cEkwJIS4r2QLJU4Go1XXPrk4jd1sYFWbA/j/2bvT4MjvO7/v73/fQB9AN87GPYO574vDUxTFQxQp8VgdK+1uXBvbsZwqOX6QpOKo7IorD7YSlyvOk2xcke115Iq0kpa7XFESSYkURYnXcIZzz3BOzOC+gW50Nxp9//OgAQz6wgBDYDjH51XF4nT3r//9R4Ni8aPv7/v95SsxR68vXxVaC9FEmp8cG2AulSX48Bzjk1Z2H/Di9d+opiQzWY71TtPV5uSZL8wW9ADd2I7mXQw9Qz3OFVV74ObjsCutO7itGr/bUbLuia2N1HucVNlD7PQ3cXC7g6amNfiiRERE7lDrFoYMw3ABfwCc85/zimma/3rJ6/8j8G+BBtM0J+ef+z7wj4Es8M9N0/z1et2fiNydTvSHSKZzBc+ZJrxxdoRvHGwjmzM5MzjDbHJ9Jqstdaw3RCKd5dsPtBNwO3jt9DDvDw1RWxdk43wwO9EXJpHO8eimery+G9vcKoWelVZ7FhRvnbNbDTxOG6H5XqmlwxBau5MYBjzQFah4vV2tNWx70YttmcNpRURE7hXrWRlKAk+aphkzDMMOvG8YxhumaR4xDKMdeAboX1hsGMYO4DvATqAFeNswjC2maa7/f9GIyB0hmzNJZ3MVhyKUqwotSGdNfnJ0YD1vr0A0kebT4QjdnjoyEzUkshle3NvCK8cHefP8KN862I7FyIe3LU0emnyFgwgqhZ6VVnvKafVX8eUdTbjsVl49OcSV3nTJ4IQHtlfT4HUuex0FIRERuV+sWxgyTdMEYvMP7fN/LbQr/5/A/wT8fMlbXgJ+YppmErhuGMZV4DDw0Xrdo4jcOS6ORvjg6hQOq8E3D7ZT5SgNRMf7SqtC6yWbMzEMsBjle2aO94XIzNpJXd/IKcO6GDZe2NvCT48N8NfH+jFNsFoMHt5YV/L+5ULPSs4MKh6V7bBZeHFvy2KQ/PqBVv6PS+MF1adYyMYjm+o/w7ciIiJyb1nXniHDMKzAcWAT8JemaX5sGMaLwJBpmqeLDvFrBY4seTw4/1zxNb8LfBego6NjvW5dRG6jcDzFr8+NkZsf7/bqySG+cbAVp+1GIJpNZipWhdZSzjT5dDjChz1T1FbbeXlfa8no6Fgiw7nhCB2uZuyGdTFsjPQ6cPtsPNXVweXIBE1eF131biwJF0MjtxZ6yik3KvupAzUFFTWnzcp3vtjAh29HFqtPD+92U1Nlv/UvR0RE5B6zrmFofovbPsMwaoFXDcPYA/xL4Mtllpf7v19LBt+apvkD4AcAhw4dWqPBuCLyefr4+vRiEAIYiyT41ZkRXt7XisWS/1fD0evTpDLrXxV649woV8dj+A0vfVcM/iY6wbe+0FAQiI5cnwITHtpVzenh/Fa3dMrgwsdubA4Ti9XDYy86VnUW0GoUj8qem7FzoKN0vPjGDhv/27+q5s1jM2zqsvLcA6VrRERE7me3ZZqcaZphwzDeJb8VbgOwUBVqA04YhnGYfCWofcnb2oDh23F/IvL5CcdTXByJljzfNxXn7QtjHOj0c3U8xtmhmXW/l9GZBFfHY+wONJI8vQEjmubqpSivWsf51mMNWCwG07MpPh2OsLe9lpagBe/8VrfZiIUrJ6tLBiKs9Cyg5bTUuhgOJxYfF/cbPbizuuy2QoDdm13s3nzzg1NFRETuR+s5Ta4BSM8HoSrgaeDfmKbZuGRNL3DINM1JwzBeA35sGMa/Iz9AYTNwdL3uT0TWXzSRptphw2qpfFbNkWtTBVWhpc4PRzg/HFmv2yvx8fUpXHYLG6vrOZ8z2LTRQjbnoX9wjHcvT/DghgDvXZnAbrXwQFe+yrKw1S0astJzprpkIMJqpsMV9wG5nVae2t5Ed4OH0wNhfndpHNMs7Deqb8zx7CFtGRYREbkV61kZCgI/nO8bsgA/M03zl5UWm6Z53jCMnwGfAhnge5okJ3L3SqSz/M0ng6SyOQ51+jlUZpxz/1ScC2WqQuvBNE1SmRzOCpPqxiIJeqfi7G9oJhW3kUkZTI/ZaKq10bbNxdmh8cXq1KPddVQ7Cv/1WWkgwkqnw5XbTvfMo/WLZyftbc8fKvvOxfGC0PTkfn/FqpCIiIgsbz2nyZ0B9t9kTVfR478A/mK97klEbp93Lo4zM5c/6+a9K5P4quxsafIuvp7O5nj7wthtuZeh8By/OxlhdBSefaCG3ZtKt40duTaFNeEicryDqGnBBDbvjxPsSuGp9eHtzWA1DNoD1TR6nSVVHKg8EGElgxKKt9NlZ13sCPoK1uxtr+XaQIZ//0ODXBZcToN/9FjtrX8xIiIi97nb0jMkIveXK2NRLo0WVnze+nSMRq+T2moHAB/2TC2GpfV0dTzGa0emSJzuwmpYefVSFus/SLCj+8ZZO0PhOXqn4mz3tZMesywGErcvNx9iDB7ccGM89noMRSjeTvfEPs/i8IiluqrqqHfPEmzNkQpXMTluoa3lM320iIjIfUsn64nImjvaO13yXCqT42efDHBqIMxQeI5T/bdhTHbO5MOeSTxZD7ta/Dy8pwqXzcYbx8KMzuQHEpimyQdXJ3E7rBzaXlXS3xMNWRnqyVeCFiyt4uSy+cer4a+2E3A7Cp5b2E6374sxvvKtGI/v9ZV9b0uLwaYmD86ED7/HTjC4yi9FREREFqkyJCIrls2ZhOIp6j3Oimv6p+KMR5JlX5tNZvndxXEMAyrMTFhTl8aihOJpvrTLzdCHBtFJB9tbbIwGsrx2epg/2t/KUHiOkZkET25tJFBvFvT3AGUrQCsdilBuK92DGwMc7gqQzOR45fgg07OpxfUL2+me2dFUcehEUxN873swMgLBYP6xiIiI3BqFIRFZsfeuTHCyP0xrbRXP7W7G6yo9wPN4f2lVqNhaBaGxUZNU1EltfWlPTjZn8vH1aRq8TnZvcrKh/kbISTvq+dknA/z4aD8ADR4nO1rylZil/T1DPc6yY7FXMhSh3Fa6bRsdPNJdD4DNauGbB9v46bEBBodzi9fa0G4t6RUq1tSkECQiIrIWFIZEZEWujsc4Ob+1bSg8xxtnR/nmwbaCvpbRmQS9k/F1v5doIs3vT0c5/kYArwO2tvh4/KVIQSi5MBJhZi7NU13tDF9z4QtkaO1eqFg5eHlfK9cnZ2kPVBGsqSpbiVmuAnSzoQjlzhd66Km6gjVup42HW1r4H/5DjFQqH5qe/b6rbK+QiIiIrD2FIRG5qVSmdPLbUHiOD3umeGxzvtIxl8ryq7Mjt+VefnJsgMigG3+Vk4hthiujsHvSuhhOMrkcR3unqbP4GHivhb6csVidAearMFYe7l7+MNKVjsUupzhIbe6y0lFXXbIuGXGyIWBgr0kQn3bgTOuAVBERkdtFYUhEburc8AxzqdIgcKx3mul4ioc2BHjvyiSR2zAd7vRgmHgqy4sPB7ia8jAastEfneX09BTtZgDDMDg/HCGayPBobQNjOWOxOjPS66DnTHXZKXDl+ntgZWOxHTYLnXXVXBmLFVxr3+NRcjkDXyDDs4eay743GIQ6r4NMyoGvFg1EEBERuY0UhkTucyMzc9R7nNit5YdL5nLm4va4cnrGY/SMx9br9gokM1mO94XYUO9mc5ed5pp81eZKNMLpqWk+vg6ttVUc652mpdbFlg02Js7dqM4AZXuAPsuo7DZ/FV/Zle+fOnp9mjePhUqutX2jg656d9n3ayCCiIjI50dhSOQ+NjIzx998MojdauHRTXXsaSs9wPPyePS2VHwgvwUumcmWHcwAcLI/TDKT46GNAeBG1abF9JL6NM7H1/PDG+xWg8c21eOryZVMh+s5U13SA1Suv2clYchiGDy9vWnxfg9vCPDpWYNcNldwrceerV/2OhqIICIi8vlQGBK5TyXSWV4/O0o2Z5LNZfndxQkCbgdt/ht9LdmcybHe0LrfSyab49RgmOO9IdI5k5f3tRTcx8L9nuwP093gptFb2FdjGAZPbW+izuOkttpOR6B6sdJVvM2tXA/QSkdlQ+F2usM7qvEXnRf03IN+fvN6lPGxfGVozxYnwZqqz/T9iIiIyPpQGBK5T31wtbDHJ2eavHF2lD97qINqR/5fDe9eGmcyWv7MoLX0/tVJTg/O0FlXTXQuw2unh/n6/jaaa26EnuN9IVLZHA9trCvp71l4vCVQf0s9QCsdlLB0O53VCn98yFuypqkJ/u3/4ub1o2m6O6w8tKtmLb4iERERWQcKQyL3oXgqw6fDkZLnY8kMPzrSz4FOPzaLwZnBmXW/l2gizbmhCDtbfDzY3MLoKLw7MMDPTw3xxw+04692EE9lOD0YZkuTB2e6uqAnZ9/jUU79wVvQowPlD0tdTnFI2tzkYSySLAiMS7fTEasmEXGUuxStLRb+ycuBNfh2REREZD0pDIncY2biaeLpzLJbs071h8nkyp98Gktm+MPlifW6vRKf9IYwMdlR27AYYBpML8PBc/z81DBPb2/k9MAMmazJQxvqiIwW9veM9jlK+n2g/KCElXDaLby4N79Nbyae5m+ODxBN5LfNLWynC43b2d9ZpclvIiIidzmFIZF7SCab45dnhxmPJGmtreLFfS247NaCNelsjtO3oeIDMBVL4nXZcdjKT6qLJtKcH46wI+jDjFcVBJhHW9p4P3SVvz0xhAEc7PTjdzuwFfX3NHemGO1zlvT7rLQHqNi+ttrFfqWaajvfPNjGT48NEE9lF7fTNdtreekRm4YeiIiI3OUUhkTuIe9emmA8ku/xGQrP8faFMb62p6VgzYm+EIn0yg8PvVXXJmL84swIDquFbc1eHumuw1kUzN67MgnAA10BjERhyNnYaaWhq5VQPMWGevdiH1O5/h5PbWm/z0oPS13aW1TXYHKg01/wem21gxf2tvCf3x4hNGmlriHHnz1fg9u5lt+WiIiIfB4UhkTuEcPhOc4OFVZ8rozFOD0QZm97fmT2wHScI9em1/1eYokMb10Yo97joMHj5NzwDNFkhhf2BDEMA8iHpSvjMR7eWIeRcJUcUur1Z/FSRUtt6Xa/4v6eSkMRbrY1rvh8of/un1FSSQOwJqsY+aiV2UQWvA5ij9lwqyokIiJy11MYErlHHO8rPwL7d5fG6Z2aZVdrDW9/OkbOLN8rtFZM0+TX5/Mju5/fHcRf7cBrenj/zCx1lhiP7vaSzGR559I49R4HW3z1t3zg6WrUexw0+lwFgyOWDkSYmbDTYC0/+W1kBHxOJ3u2Qm9v/rG2yImIiNz9FIZE7nCmaXJhJMrGBnfZqgVAaDZFz0Sswvvh2sQs1yZm1/M2F/VNxRkMz/Hk1kZsySouX3Iw9nEdjnCUty+nSGUjpB1x4sksL+xpYXbCXnYAwkq2uK3UQxvreHBDAIvFwGmzcLI/P3Fu6flCHfUuNnSU/36DQbDZ8kHIZkODE0RERO4RCkMid7hP+kK8f2USh83CMzua2NJUerbNif4Q61zwAWBkJMfEuIWudgu+QK7smuP9ITxOG+1Vft5/rZaZSSvjAw52PJzhQq/BJ5/O4WiKcqCjliafi2i2sFfIYjErVooqnR20nJoq+2IQAnhiayOpTI7zw5HF/qNUxME/fc5fsdrT1ATf+16+IhQMqiokIiJyr1AYErmDDUzH+fDqFACpTI63Ph2jzu2gznOje38qlix7ZtBamxyHH/4nG4kUuF0Gz387yc7uwikCY5EEg6E5HttUz2w4X/Fpak8zPuBgatDF5mYb2x6rYyJrZ39Hvo+peCDC0q1rS8diF/f3LLedbmloembHjSC04OntTQwM5bhwLY0vkOEbX/bQ3lp+4t2CpiaFIBERkXuNwpDIHco0Td65OF7Q45PK5Hj97AjfOdyB3Wohlcnxq7MjFc8MWst7eftElGSqls3dBn1XbLz2Zhr3iza62m9sLTvRF8JhtbCr1Ucqmq/4xGMWOrYl2PHgLMGuFF6/jQ0UHkhaPOyg3FjsSiGp2NLQVOWy8N98wVeyZmLCoOcPzUxMJ8h4bAQft6/VVyUiIiJ3EYUhkTvUtclZpmdTJc9PxlL8vx/0sre9lslYkqlY6ZrVutn2s/PDEYZTYdrrmqmarcYdcxIZzvGT/5Ljn3w3R12DybWJGJfHYxzs9OO0WXGWGYG9EuVGZ0Nhf4/FCvWNOR7cGODs4Azx1I1rLw1NNdkaxscMWop6fEZGgJyFR/dV09sLo6PQ3Hyr356IiIjcrRSGRD4HvZOzWC0G7YHqimsqTYcDiCUzfHB1ck3u5Wbbz7I5k4+vT9PeYuPZxxL0nMlvJ3M12Dh6NsnffzjFI4dtvHtpgkavk4c23Kj63Gy8daUQVmlU9kJI2tRp5b9+ugOX3crmRi+vHB9cPDtpITTFp51s7XSWHXaggQgiIiICCkMit91ULMmvzo6QyuTorKvmpX2tWIt6WkZm5hgKza37vYSnLHz0vkEsCm0bym8/uzwWJZbM8NS2RnyBHJv2zjHa5yQXraa7ycqsM85vPp2jym7la3uC2KyWFQ06WE0P0IKFkPT8gbbFyXoNXid/tL+VV44PMD1pWTyv6NHuBh7aZZTt89FABBEREQGFIZHbKpXJ8csz+SAE+THU712Z4ImtjYtrcjmT966sTdVnOdGQlZ/80M7weJbMBIyEM3S3WhZ7dCDfK3S8P0Sd20FnXb6KVbyNrcrXwqWxKA1eJ16XfcUhZ6U9QMVa/VV01BVW1JprXBxqbOFf/1WCbBa81Vb++xerlw05GoggIiIiCkMit9HpwXBJH9DJ/jCttVVsnh+Z/dG1qdtSFTp/NcVo2KSzO0fMPUesZhzLzjRev39xTd9UnKlYikdbWxm+5lqs9BRuY7Ows+XGYaUrDTnFPUBLQ9hyHtpQV/Z5V8bNhjob7R0m0UkHo6OG+oBERERkWQpDIrdJNmdyav6wz2K/OjtC5/AM7f5qjvVOr/u9zCYzHBsfwVPVRZOljpYOsO/Kcj48SfeYjS1NXubSWd65NE5VpprxI22M5YwVbWdbacgprjD5Alm2NfswDCqOCi9XFVoQDEJjjZPZKXDY1QckIiIiN6cwJLIG5lJZzgyG2dteu9jLUuzCSIRYsnwwME3onYzTOxlfz9tcdHIgjOlK8O0/T2GZi+ELZKiu8TF9IsJbn44xFUsxGkkQT2b5QnMrg0PGirezVZoGV2mt15/FYhh8+4EOmmtcmKZJLmdycTS6uG6hB+lLT9ZXvJb6gERERGS1FIZEPqNczuT1syP0T8f5pC/EC3taSqoXpmlyor/ydLi1NDAdJ2eadASqMQyj5PVkJsvZwRk2NXpob7ECyflXDL66O8i7lyY4Ol+dempbI53VVoZPrW47W6UpcpUGK2xt9tBc48rfhWHw7M5mkpkc1ydnF3uQfE47fzdcRfB7lYOO+oBERERkNRSGRD6jD3om6Z/OV3RSmRxvnBvhzx7qxOO88T+vM4Mza3Ie0M2MzMzxtx9MkI66qG+M8OWDtbT6qwrWnB+KkMrmONDpL3m/22njq3uCTMWSTMdTbG70Ard2XlCxSoMVLIbB4aI+IIvF4PndQV45PshQj4mZM3hobxXTo/nKjwKPiIiIrAXL530DInezaCLNyaI+oHgqy5vnRsnmTADGown+cHli3e9lLp3ltY+mSZzeQMNEN2NH2vj7DyeJJtKLazK5HCcH8gMb3Fk3Qz1OoqEb2/qiIStDPU4c6er5IJTn9Wdp7U7eNAgtvH/pNRcsHayQy+YfQ74qFHA7StY7bBZe2tfCiw8HeGBjLdOjdp0JJCIiImtKlSGRz+Bkf3gx9Cw1MB3nP753jd2tNVwei5Ips2atvXNxnFjIxsY6L+0d4Lzqo7/Pz88/muZPv9iIxWLw+8sTxJIZHmlpLanSAKs+92fptrdy7//iPh/ZXI4LI9GygxUcNgsPd1fuA3I7bTy+18vWZvUCiYiIyNpTGBKp4Oj1aRq9Trrq3WVfT6SznB2aqfj+eCrLx9fXfzIc5A9yvToe48D2JhKnbYz0GUz2uahvaaXn9zP8mDG62q2cG4pwsNOPz/SWjL8GVnXuT/G2t+498YL3u7MeHt9cj2EYHOwI8KOjfSXb7R7ubqCmyl7xM8bGboSgffvW/GsTERGR+5zCkEgZZwdn+OBq/uDTzU0evro7WDKM4NzQzOLhqesplshweTxKq6OWzKyrbN/Oif4wNovBQzvcZDrDXD2d7xMKdoL1qofw1CTHcyHa/FU8srGO2Zny46+Ln6s08ABKzxNa+n6nw+CPHq1b/M5qqu18eUcTv0iPLF4nWONif3ttxZ97bAz+8i8hkwGbLT8pTlUhERERWUsKQyJFxiIJfndpfPHxlbEYJ2pCHOwMLD43M5fmWO/6T4fLZHP84swwI6MmsRMBGjwWuupreOylmcVQMZvMcGk0ys4WH1UOKziybNo7x2ifk+kxG021Nl7+UiPTpovW2iosFqPi+Oulz8Hy2+aKt70Fu1IEu1JEpm08+0ANGzsK//WyqdHLI90p3joxQ2TKyrPPNJWddrdgZCQfhLq6oLdXgxNERERk7SkMiRT5qGeqpA/o/StTNHpdtAeqyeVM3jw3QiJ9a1PVoPKI6WK/vzzBeDTJ/vpOzlc7mTJC2KaNgi1sJ/pD5EyT/R03qiylYSdHLZ6Ca5cbf730uaEe57Lb5ioFqoZG+OJeX9mfp8tdR/R4LZF4hp8MOZet9gSD+YpQby8anCAiIiLrQmFIZInJWJLrk7Mlz+dMk1eOD9IeqMbtsDIcTtzyZyzttUmnDHY8OEuwK1USTK5NxDg3HGGXv5FWo4YZXzW5GRieizNrSQN2BkNxTvaH2Rb0UltdOJGt0lk/K1Vu4EGjz8n+dj9nh8IMhxNlP2NPWw0OW/lBlSMjYDWsHNhpvWm1R4eoioiIyHpTGJL7xsB0nOuTszzQFchvJyvjeN/yW98G5s8T+iwWem2qPTnOfugmMWulpj5TsA3NNE2O9YaozrpJntnAlZwBGDz1pMlH4WF+2zfHWMbHxdEotdV2ntjSuOJq00rXFVd+6hpMnt8VxO92sKPFx2/Oj3J+OFLwHpvFYN8yfUCrrfboEFURERFZTwpDcl+YmUvzq7MjzKXyE+C+daiNRq+rYE00kebSaHTd78XrTzMWmyM94gRMmjqSxKPWgm1owzMJRiMJ9rg7ieeMxa1qtQH45s56PuyZ4mR/6+rqHQAAIABJREFUGKvF4Ov7W0lG7Ssai13p4NNy6xZCUGt3EoAntzXjX3Ie0Je2NTIWSTAZSy2uf+qAD7ez8r9WVO0RERGRO4nCkNzzcjmTX5weZi6V/4/+VCbH62dG+NMHOwu2c71zcbzsmUFr7XJkknBXlNSEFzPdzORkNZ7qGxPdAE70hXDZLezd6uTjq4Vb1bzVDp7fHSQylyaTMwm4HQz12FY0Frt4Aly5deUCU3enje3Bwj4gu9XC87uD/Pj3Y7z/mpsal4OPhr0c6Fw+5KjaIyIiIncKhSG5510ZjzERTRY8F4qnefvCGF/e0YTNauFEf4hrE6W9Qiu1UBmxWExyOaPiFrSB6Tgf9kyxbYOH7sN2fnfqGhOzLr70hXq8/vyaiWiSa5Oz7KlrYm7Gwb7Ho2Wv6VtyPk+5/p5yVrKuXGA6+Li/7PXqPE4ea2nnfF2KPdvsDA5o6puIiIjcPRSG5J5XqQ/o0miUvqk4mxo9XBiJlF2zEguVlLlZg6GrLlo3JahymyVb0DLZHG+eH8XvdvD09iYcNgu+h228cnyQI6MpvtoQJJ01efPcKI5UFbETnZzCsux2tgWVJrst3N/S55euqwnk+MquIKORBOeHZ0imcyWBqSUIWxq9FT+7pcWgscbJ4ICmvomIiMjdRWFI7lqpTI63Ph1jZ4uPrnp32TUD03HGIpUnvyXSWc4NzXym+1iopFRVm5jzf89lKdmCdmEkSjyV5bldzYvb84I1VTzSXc/7Vyf5m+ODOGwWQvEUjzZtYnTEctNtb1C+v2fpa+V6hBbPFdpcz9ZmL1ubvWxr9vLTYwMlgemJ/QEslsrnAakPSERERO5WCkNyVzJNkzfPj9IzHuPyWJR9HbV8aWtjybpP+qbX/V58gQzRVIqp6Rw5w8lc3KDKbRZsQcuZJif6Q/gNL0zVEuVGIDnQUYvNYnByIMzITIKHNgTY4rcxfvbm295uNhBhuR6hDfVuDnTc2P7W5HPxhc31vHtpYjEwNflc7Gmtuel3oD4gERERuRspDMld6XhfiJ7x2OLjU/1hWmqq2Np8YzvXxdEIvZOffRT2zaQdc4y3XSfpc2LpNqlqquGxvZ6CUHJtYpapSYOmwU2c7nUWBBfDMNjbXsvuthqmYinqPQ4MY2Xb3m42EGG5HqFHNtVhGIUVn/0dfqKJDKcGwjhsFr62N4jNWv7MIBEREZG7ncKQ3HXS2RyflOkDevvCGP5qO40+FzPxNL+9ML4mn7fcuTzJTJZfnhnG5cvxzccaODM4w6WxQToTTewgP30tlzM51juNK+2mxumsGFwshkGD17n4uNyBpsWVoH2PR5cdiFCpl6gjUF0yWnzB41sa2NdRy1wqi89lL7tGRERE5F6gMCR3nfPDkcUx2UulMjl+9HE/TT4XWdMklcl9ps+JhqyM9Dq48LEbm8Msuw3tSM804bk0X9/fSkttFc01LmaTGX53cZwmr5M6j5Mj16cYjyZ5fFcDo0dWtvWtUvgqrgTlckZJ2NnXUUu7v5oTfSGGwnOLoSoasjLU48QXyHDoQPnpcAt8LruCkIiIiNzzFIbkjnL0+jTxVIaHNtbhsltLXs/lTE5UmA63YLmBCSu1UIGZmbQyPuBg96OxkoNR59JZzg3PsK3ZS5u/GshXd57d1cyPP+7nZ8cH2Vjv5uJolJ0tPvZvrSLauPzWN4vF5NQfvBV7gMpte1taQQrWuHh8cwNWi0F3g5tXTw7RNxUvqCh5q6z80y+WHzghIiIicj9RGJI7xuWxKB/2TGKa+T//yeEOvEXVicvjUWbm0rd0/eUqLsXGxwx6xmZpqAcG6hnrd1JTnymo5pwdnCEZtdNaHyQasixe0+O08Y0DrRztnebyWJQ6t4MvbmkAbr71bXbGis2ZI9iZLruVbrkR2g6bhef3BLHOT34zDIOv7GrmR0f6GZq2kstCfXOGJkuNzgISERERQWFI7hAz8TS/OT+KaeYfzyazvHF2lG8ebFsc6xxPZfjD5Ylbuv7SwJFOGex4cJZgV6psKMrlTI6NDzEVb2Ky14KzZpytj5ps2ppbXJ/J5vjkQhzLhU30TvroP1FYxanzOHluV5C5VBarxSARsTO+gq1vyYRBJmlZditduUAFsLPFV7K1rdph46t7giSiE5yxgidTQ43fprOARERERFAYkjvE8f5p0lmz4Lmh8By/vzLBY5vqsVstvPXpGLPJyoeJLmchcFR7cpz90E1i1kpNfabsYaYf9Ewylo7w1W97SEedHJ/o46LFZHdNG5CfrHZmaIbZsJ02T9WyZwFVOaw3HX+9dOtbldtk33NhcjljRT/XAothcKCzfB9QS20V/+z5dh7fnMCMu3QWkIiIiMg8hSH53M2lsnw6HCn72qn+MJ8OR2jyuRiYvjEmezWVHrgROMYG8pWTpo5kSQ8QwHg0wYn+MHtaazi0Ld9X0zjh55dnRvjgyhRf3NrAeDTBh1en2NBRgztlY3rMKKnirGb89XJb3wBqquy8tK+FCyNRTg+GFwdDLP2MB7ZXLzvwwDAM9m6pqvi6iIiIyP1IYUg+d6cGwiVVoaVSmVxBEILVVXrgRuBYmA4Xj1rLbkM73hfCYbXwyKa6xee6Gzzsa6/l1ECYkcgciXSOKoeVrx4OkNk5UxJiVjv+euH+yt23zWLw1T1B6jxOHtvspNVfxc9PDRGZvvEZVit8/YAGIoiIiIislsKQrDvTNDkzOEMml+NgZ6DgtWQmy+nB8KqvudJKz1IXwhNEXGkOvdQA8aqSKkxkLs2V8RjbaxqY7KsueP2xTfXUVNk5OzhDNJHmj/a3UuWwgqM0xKxk/HUlxVv/Ht1cT5PvxnlAG+rdHOz08/Or8cXPcCY8ZGLlzwwSERERkcoUhmRdzcylefvTMfqn41gMg0avi/ZA9eLrv7s4UfbMoJtZaaVnwbmhGT66NgXAhZEIj3bX0+ov7LE5ORAmN+sgfr2LU4a1oL/HajHY117L3rYaUpkcqZiDoZ7y4eZm468rKa4oPfONKHtaa0rWPdpdz9joJOc+gMyMi61t1RqIICIiInILFIZk3ZwZDPPelcnFHpecafLmuVFe2t9Co9fF5bEoF0bK9wqtRD5gzBHsSi1bdbnSm+bNjxK0t9bw3GE/v780wXtXJ6nzOOisy28vm5lLc25ohlZnEzbDWrG/xzAMUjHHsgMRbtYDlL8Oi5PzFhRXlJrttdislpL3WiwG3/xCAwc6M4yPGWzoMDQQQUREROQWKAzJLRkbg5ERKk4me/PcaNmgE0tm+NGRfgJuB7Op0irOaibELViu6hKZtvDqj11kMy1UJ3wYuyN8ZVczPz02wK/Pj/Gnhzuoclh549wIVovBo7vdnB5Zvr/nZgMRbnZPhgFf29OCzWLw8fUphsP5Q2KXVpTsdnh8n3fZn3tjh42NHSv5hkRERESkHIUhWZWZeJp3T8/wo//soMvvxuW08r3vFQai8WiiJAgVh5zp2VTJtVc7IW4lLl/PEE/Y2L3NhiVhWQwuz+8O8tdH+/kvR3qpczsZiyR5or0NM17FvsejJaOtl95/uW1wq/FAV4BNjR4A2vxV/PSTAcYjyYKK0iO7q+lss97yzy0iIiIiN6cwJKvyzqUxPjidZTpqUFMfpi7tZ2TEUhCGPr42XfCem52zs2A1E+KiISs9fRnOhcY5sLWKbUEvFsMouebV2Qkc9mYccx4sthvBJeB28MeH2jk1EObKeJStvnqGP2pjsMw9lrv/Wx2I0Fzj4pHuG5PqbFYLX90d5Ecf95PK5A917Wq38rUH6ipeU0RERETWhsKQrNjAdJzeyTi+QH64wPXrEKuZpanJA+SDyEQ0Sc9ErOB9K9lWBiufEBcNWfnt33k5NxAhRzPj0V5ON4d5eX8rVfYb1ZTxaIKxdIQvvFTNRrejJLg0eJ08s6OJp7Y3Mtzj5HSFeyx3/63dyVUPRHjsxTAv7PVjFIW22moHX9sT5A9XJpmJp3h+dxCHrbRXSERERETWlsKQrIhpmrx3ZRIoHRBweipGc3MzE9Ekb10YKxkMsNJtZSudEDc9YeHySAxbTYJN1Y0Em1o5GevlN+dHeXFvC4ZhYJomvzsZITfpY/tuL/WNyYo/m8UwqKnLVrzHld6/1WKQzd344YtDFHEX3Q2esu/trHPzD+rcRBLpZQ9PFREREZG1ozAkwM0HIvRMxBiLJBYfLx0QcGEkymQsxWQsWRKEFtaudFvZSibEDSWnmct42WSvw+2ysmeLE0+snncvT3C8L8TBTj8fnotx8Z1GOmrdHHvDVXGr3dLPqHSPK7n/LU1entzWyMn+EMf7QmRyZkmI+sJeT0lVqJiCkIiIiMjtozB0D7tZwIF8xeeNYyH+6gdWaquctPhdJQMRAI4U9QEVm4hWrrzA8tPVVrM+mzO5GJlk0xNxnmh34gvE8fqz7KmtYTA0xwc9U1wcjTJ63UWtq46tm62Exii71a5cH1Ole1zutXqPg2d2NOGwWXhkUz2+KjtvfTpWEKKCzfCFPe0r/vlFREREZP2tWxgyDMMF/AFwzn/OK6Zp/mvDMP4t8AKQAnqAf2iaZnj+Pd8H/jGQBf65aZq/Xq/7u9eNjcFf/iVkMmCzUTbgAFwai/LOiSjhWQ9Wb4KpqIWREUfB2p6J2E3DzmcVDVmZnrBwdGwIrz/HI911+KpKqyRXxqNEExme2OOmteHGPRmGwSMtLVTHkgzNhfDXZ2lMuAmNWcpubVtpH1O5+1xaITIMeK6ox2dXaw0D03Eujkbx+rP4Alm+caCt7JlBIiIiIvL5Wc/KUBJ40jTNmGEYduB9wzDeAN4Cvm+aZsYwjH8DfB/4F4Zh7AC+A+wEWoC3DcPYYprmrc9VvsespNKzYGQkH4S6uqC3N/+4+D3ZnMmHV6fwBXJYrDA1aiPqiGLzugHX4rri6XBrLRqy8v7Pa7gyNktorpGaQ/1cnejj6W2NbAv6FteZpsnxvhCBagcb6t0l1zjyq3ylp84a5LEXw3AoUnFr262Mxy5XTdq7xUW9x1my9qntTditFi6ORjjYGaA9UH2L346IiIiIrJd1C0OmaZrAwlgx+/xfpmmav1my7Ajwzfk/vwT8xDTNJHDdMIyrwGHgo/W6x7vJSis9C4LB/Lre3vzfg8HSNWcGwwwO54hM2wrO1nl/MExTYxtel433rkwW9AoVV0Zu5ZDUYpFpG4PTCSK2GVpr6nh84wbOzPXx9sVx6jxOGrz5sLHQm/T09saS3pvVTnxbSR+Qw2Yhlckt+xkHO/1lr++wWXh6RxOPba7HqclwIiIiInekde0ZMgzDChwHNgF/aZrmx0VL/hHw0/k/t5IPRwsG558rvuZ3ge8CdHR0rPUt37FWUulZqqkpH5gqVZLS2Ry/PTFTUukAuHrBxn+eHsEXyDKXqtxns+/xKKf+4C3pu1ltQLK5E4xELNRW1dDa5CQYTNDmbubHR/t5/dwI3z7UTiKd5d3L4zRYffjiDURDhT08t1LpWa4PqNph5U8e7GAmnl4MhMWfsanTSpt/+YqPy66DU0VERETuVOsahua3uO0zDKMWeNUwjF2maZ4DMAzjXwIZ4Efzy8uN2SqZTWaa5g+AHwAcOnSozOyye9NKKj0Lrk3EODs0QzKT4+V9rWXPrDk7NMPoqFFQ6RjpddBzproo3Nx4T3FlZLTPUVIpAVZ0wOpSPbNTeA7M8szGDbS1zsyvt/HcziB/e3KQ//j+dVx2C9lZJ9WjWzlzzVpy7dVMrCtWHN4shsHzu4P4XHZ8LjtfP9DKjz7uB9IFn/HlQzfZqygiIiIid7Tbsn9nfkDCu8BXAAzD+HPga8CfzW+ng3wlaOm4rTZg+Hbc391godLzx3+8/Ba5ZCbLW5+OcW1ilqHQHG+eH8UsmnedyeY43hsqqXQAi+Eml2Ux3CwoXt/cmSqpxiwNTOWuUSyVyXFmcIYtXXa278oVhJhWfxUvbN5Aey6IGXfxQGMLdsNa8dpef3ZFh6EutVDtOvV7D++/Vks0ZOVAZ21Bj4/LbuX53c1YLcbiZzyyy8PGCmcGiYiIiMjdYT2nyTUAadM0w4ZhVAFPA//GMIyvAP8C+KJpmvElb3kN+LFhGP+O/ACFzcDR9bq/u1FT080HJxzvDTE2BpFpJ75AhlOhOcauh3jx4cDie88PR4glM3j9FFQ6AHrOVJfdarZQPVnaW+T1Z/HUllZjigNSJpvjyPVpQrMpHmttJT7jWFz/yYVZokMetnUFSn6WaMjKxXfqsGWhzQqdm6OEVrkV7maKq12xkI39HaV9QMGaKp7fHeTo9WmyuRxf3NrwmT9bRERERD5f67lNLgj8cL5vyAL8zDTNX84PRnACb803wR8xTfO/NU3zvGEYPwM+Jb997nv3+iS51UyHW4lYMsO7pyKL29TSKQMDsDlM3n8rxv/+r9yMZWb44Ork4nuK+2bKbTWrdCZPufcXb1eLWWK8enSMUDxNdtbBwNsOOv0eLFbY+lCI373qw2ULcCXto6loS11xUMnljFveCgdgtRjYrRYS6cq9Rge3VeFxlv+fxaZGD5saPaSzOewaky0iIiJy11vPaXJngP1lnt+0zHv+AviL9bqnO8lqp8MVv7dciDp2fZrpSetigOi76AQMOtsTDI3Bv38jjL89XvG6UH6owGrP5PH6s1T50hy5Ps2JvhAel40/2t/KmdPwyUyapmAUV8LL2x8lyGRd7N3tIBkqPRi13FCElRzeWmmAw5PbGtnU6OFEX4ijvdOYZmF4q6nL8PTBtmWvDSgIiYiIiNwj1nWAglS2mulws8kM71wcZzyaZGdtA6//zFMSomaTGc4NzeALWBYDhMudw+BGmLB5bhxSupqJb6ud1BaZS/PzU8NMx1PsavHNj5e24ttj4dIRC2cvZnDYp7FvnqKzvptkyFX2urcyFKFSFWtfey27WmsAeGRTPYZhcOTa1OLneP1ZtjZ7qStzZpCIiIiI3JsUhtbYSre+rWY63BtHQxw5n8YXyHH1wjTxWRc7t9oKQtQnfSEyObMkQACr2vZWztJrztlinJoMM9KT4HBXgK6iw08BPrw2RSSR5uV9LXTW3Xi9ti7HP/wnJueuJBnNhPHXWXiwOUE0lK0YdlZSCVqqXBWrJWjw+JbCHp+HNgYYCs8xMJ2vlHldNp7c1rjizxERERGRu5/C0Bpazda3m50DtODitRT/4f+xkM16Fs/26ZmKYL3qw+OyEQxCPJXh7GB48T3l+niWWu22t4VrJO1x/vbjfiyGgdNu4fVzI3zrYPvioagAoXiKy6NRDnT4C4LQgkC9yeP1DmAheOTwBZIl64qttJJVroq1vyOA1VI4ud0wDJ7f3czH16e5PBrlud1BnQkkIiIicp9RGFpDt3Iw6s36hN48FiabtRYMETj8fIhMLM5/9aVGss4srxwfI501P1NgWIkPe6aw2yz8+cOdmCb85NgAr50e5tuH2vG4bERDVt4+lsRMOTnQWbuia67EcpUsf7WdUDy9uLa4MlbfaLKr1Vf2utUOG1/a2sgTWxqYH+YhIiIiIvcRhaE1tNKtbyvdSjcWSRAxolistSVDBPDH+W3fAMmeLKa5uq1vq+nFWQhYs5YY1ydneaS7jmpH/h+bF/e28MrxQf725CBf2dDJO69WcWnEJOhvIPtoGhw3v+5KeoEqVbI6AtX80f5WhsJz/O7SOFOx1OLPt3DNPa0BnLblKz4KQiIiIiL3J4WhNbSSrW8LW+muj88SSaZ44U/meH53kPExo+Q9v/4kXPZsnwVLR0TfysS3lUxlWwhYF8eyuPdXsa/9RsWnwevkpX0t/P2pIf769xOER6z4GpI0uWqITJsVr7/anqVylazaajtf3RPEYjFoD1Tz0r5WfvRxH8l0bvF9VQ4r+zvWrkIlIiIiIvcWhaE1drOtbyMjEI6lSbpizM7YOH4qy7uvztLh9xT0GZ3vSfKjv7KTzdpvOTCUU1yRiSUynB2aYSg8h9tp5cs7mrFaDKIhK1dPVzE3a+CojxHtzXHA11gyVrqltoqX9rby+nuzOOxemi0BnA5z2a13txLciitZX9raXNDjU1Nl58s7mvnF6eHF557e3oS7wplBIiIiIiL6L8XbLBiEocgsM7P50AIwGk7S3m6QibkX+4zeOR4hm7V8psBQrLgi8+gLIV7vGWY8kiTgdjAUnsNpm+BQYzMf/KKWuVmDoatO4mMxHHbYt9UJmCXX9eGhLdTGXJ1BJmlh3+NrE9yKf76Fa9Z7nWWn2G1q9PD87iBnh2YIuO1savTc9LoiIiIicv9SGFojK+kDGhuDj8/P0n04vLjtDaDnTDXHziboqDeoqXPwyzPjhJgr6RW6mZttfSuuyJzvSTEWSfLU9kZ2tdTw/tVJjveFyE3WkMv6CXamic1liDomefJL4K8rHy4WrhvsTC8OebjZfVYKbl6XjWzOJJ6q/HMc7PBXfG1rs5etzd5lP19EREREBBSG1kThSG2T733PKAlE+TUmp/rSJLLegm1vN4JBmNevmqQyObx+Vn3g6M0srcgYFpPz4XECXgc7mvPT1h7trmMmnuZM7yiBWT/JQQdjySiBHWEObW9Z0XU/S3Bz2Cy8vL8Vj9PGkWtTnOwPl77PZVPYEREREZE1oTC0BkZGIJbIEDLCDPdaePRSFc82VZWsmZhJ4fIniRdte1saDFJLcsRKDxxd6WS2pRWZ4eQ0V0ZmebI7P4QA8lPVvrKrmaw5wlUuMDXrwtma5OmDAWxFvUKVrnurwc0w4PndQeo9+TOLntjaSCqT4/xwpGDdw911JWcGiYiIiIjcCoWhNRAMgtUCA30GFqvJmakxHk60MjdjX9w6FwzCaGyOaPzm1ZPVjJ0u7gN65Gshrs1O0T8dJxxP88yOJlpqqwqu2bwhwa8/GqfZ52JDUe+N1ZI/jPS3tnEMw+SR7hY8KxhCsNLgVsmWJm/JvXxpWyNjkQST8yOzNzd52NlSc8ufISIiIiKylMLQGmhqgn/03Sz/6TcxfIEMNk+W/++dUYY/bCWXs2CzmXzlj2fZ/+zUTUPOasdOF/cBnbiU4MzcJP5qO5mcyS/PjPC1zV2c/k3d4jXrD/cTTWR4cmtj2TN2bBYLz+5sXrPvZyUOdpb2AdmtFl7a38rpgTBDoTme3n6TE2pFRERERFZBYWiNNDZCa3dy8fG1/hzXhqI0t+W4ds0k/n6U1u6bV09WM3Y6GrIyG7GQSRlMj9kwjRwXZ8ZpaXTxzQNthONpfvrJAL88EqI5VUdDS46pURuffJqgsd1JZ131mn4Ht6o9UE2Tz1X2NZ/Lzhc2N9zmOxIRERGR+0HlRhD5THyBDLF0hstXc+RY/tydBcXh5mbnBb3/Wi1XTlZjApv3x/Hs7yPlmOOxTfUYhoHf7eD53UHithiXJiOMDlkYmJllzh7jwQ2BslWh9WKzGBW325WrComIiIiIrDdVhtbJaocKLN0etxBugl2piu8rriBZq1J8OjrOpgYPwZobwxs6AtW8+HAdr3Gdq1En1uYEe7eU9gqtp2CNiy/vbCaTzfHTYwNkcjfOKuoIVN/WexERERERWaAwtI6WDhW42VCE4nDj9uUW1/VOzXJuaIaJaJKuejdPbGkoGWfdG58mnTV5uLuu5Nob6z28/IjBqYEwD3Q20uqvKlmzHmwWg4e66zjY4V+cWPf4lgbeuTgOgMtu5cs71QckIiIiIp8PhaHbYCVDESqd1TObzPD62REcNgv+agdnBmdwO2wc3hBYrDw5vEn+5tMJNjd6CLgdZe+hq85NV93tq8A0+Vw8u7OJuvlR2Qv2ttfislu5NBZlW7MXr8t+2+5JRERERGQphaHbYCVDESptqzt6fZpMzuRP9rdRW23nN5+O8dG1KWqr7Wxp8uL1Z/no2hTprMnhDYHb8vPYLPl+pIlosuLrL+wNVgw6W5u9OjhVRERERD53CkO3QaWqT7His3pC8RTnhmfY1VKDf77i89S2RiJzad48PwqAacLJ/hDdDe7FA0vX0+7WGp7Y2oDNauGNsyNcHI2WrNnZ6lPFR0RERETueApDt8Fqhyks+KhnCqvF4MElFR+b1cJL+1r5+akh3jiXD0RNPieP34bx0w6bhUc21WGz5ocQPrOjiUgizXA4sbjGajE41HV7KlQiIiIiIp+FwtBtsrTqE0tmeP/KJGORBCbwwp5gSW/N9GyKK+MxDnX6cReNpHbY8oHo95cnqPc42Ntei+U2jMk+2Omn2nHjXhaC2SvHBxe3zO1uq8GnqpCIiIiI3AV0ztDn4L3LE1ydiFHncZDO5vjFmRHmUoXVoqO909gsBvs7astew2Gz8MyOJvZ3+G9LEHI7rRzoKD0PyGW38o0DbWyod/Pc7ma+tLVx3e9FRERERGQtKAzdZqMzCS6PxzjY4edre1p4YU8LsWSGX50dIZPNAfleocujUfa01RRUYtaLxTBornFR5bBWXHOw04/DVv4flyqHlZf3t7Kt2bdetygiIiIisuYUhm4j0zR578oE1Q4rBzvzVZbmGhfPbG9iKDzHz08PMzqT4I1zo1gsRtlKzFrzOG380y9u5E8Od/Di3hZsltIqU7XDyp628hUqEREREZG7lcLQGjNNs+JrvVNxhmcSPLShrqDKsrXZy7M7mhgKzfHTTwaIJTI8t6u5pFdoPTy4MYDLnq8ItdRW8fSO0kNQD3T6sVv1j4qIiIiI3Fs0QGENmKbJ9//uLJ/0hphJpNnfXsujm+pL1hy9Po3PZWNHS+l2sm1BH3abhYHpOIc3BG7L9riA28GulpqC57YHfSTSWd69NAGA12Vjr6pCIiIiInIPUhhaA4ZhEE1k8LvteKtsfNIXwl/tKAg9A6E5RiMJntzaiLXMVjSA7gYP3Q2e23XbPNJdh6XMvezv8GMCs8kMDxZVsURERERE7hUKQ2vk//rT/fyXj/rI5Uz+/tQQ71wcx++2E6wLuRTbAAAL6klEQVSpWqwKuZ1Wtrd41/1eDCNf9XHZrAyF58quqfc62dRYOXjdjn4lEREREZHPk8LQGrNYDJ7bHeSnxwb45ZkRGr1ORmYSJDM5Ht9cj82y/lWWr+4OsrnJSy5n8urJIfqn4yVrHtwQwLgNI7lFRERERO5U2v+0DqrsVl7YE8Q0YWYuzaZGD8/ubGJf+/r33rTUutjclK8+WSwGX90TJOB2FKyp8zjYvExVSERERETkfqDK0Dqp8zj57uMbb/vnPra5oeCxy27l6wdaeeX4IOF4GpvF4NFN9aoKiYiIiMh9T2HoHrKxwU1rbVXJ816XnW8ebOPDnikOdwXwF1WKRERERETuRwpDd4naajtNPhfXJ2dJZXJl1zy8sa7i+70uO8/ubF6v2xMRERERuesoDN0FNja4eWlfKwA9EzF+cXqY4rNdN9S7afS5Poe7ExERERG5O2mAwh3OYhg8tuQA1+4GT8HjBQ9uDNzO2xIRERERuespDN3hdrb4qPM4C5471BXgwQ2BgjXBmtJeIRERERERqUzb5O5gNovBQ93l+4Ae2VSPw2ahttqx7OGpIiIiIiJSnsLQ58TjtNFc4yKRzjIYmiu7ZldbDR5n5V/RoS5tjRMRERERuVUKQ58Du9XgO4fb8brspLM5fvbJAOORZMEaq8XgUKf/c7pDEREREZF7n3qGPgf7O/x4XXYA7FYLL+5tKakA7Qj6FteIiIiIiMjaUxi6zaodVg51FVZ8vC473zjYthiI6jwODms6nIiIiIjIutI2udvsgQ0BnDZryfMBt4NvHWrj4miUQ51+bFblVBERERGR9aT/4l4jNouFjQ1u9nfUYrUYZde4nVZ2t9ZUvEZttYOHNtYpCImIiIiI3AaqDK2Rmmo7L+1rBaDO7eTtC2Mlaw50+LEr6IiIiIiI3BH0X+brYHdbDXvbCytALruVPW21n9MdiYiIiIhIMVWG1skXtzQyFUsxl87SUlPF5iYPDpuyp4iIiIjInUJhaJ1YLQbfOtT+ed+GiIiIiIhUoFKFiIiIiIjclxSGRERERETkvqQwJCIiIiIi9yWFIRERERERuS8pDImIiIiIyH1JYUhERERERO5LCkMiIiIiInJfUhgSEREREZH7ksKQiIiIiIjclxSGRERERETkvqQwJCIiIiIi9yWFIRERERERuS8pDImIiIiIyH1JYUhERERERO5LCkMiIiIiInJfWrcwZBiGyzCMo4ZhnDYM47xhGP/r/PMBwzDeMgzjyvzf/Uve833DMK4ahnHJMIxn1+veRERERERE1rMylASeNE1zL7AP+IphGA8B/zPwW9M0NwO/nX+MYRg7gO8AO4GvAP+3YRjWdbw/ERERERG5j61bGDLzYvMP7fN/mcBLwA/nn/8h8PL8n18CfmKaZtI0zevAVeDwet2fiIiIiIjc39a1Z8gwDKthGKeAceAt0zQ/BppM0xwBmP974/zyVmBgydsH558TERERERFZc7b1vLhpmllgn2EYtcCrhmHsWma5Ue4SJYsM47vAd+cfxgzDuPTZ7/SOVg9Mft43IWtCv8t7i36f9xb9Pu8t+n3eW/T7vHd8nr/LznJPrmsYWmCaZtgwjHfJ9wKNGYYRNE1zxDCMIPmqEeQrQe1L3tYGDJe51g+AH6zzLd8xDMP4xDTNQ5/3fchnp9/lvUW/z3uLfp/3Fv0+7y36fd477sTf5XpOk2uYrwhhGEYV8DRwEXgN+PP5ZX8O/Hz+z68B3zEMw2kYxgZgM3B0ve5PRERERETub+tZGQoCP5yfCGcBfmaa5i8Nw/gI+JlhGP8Y6Ae+BWCa5nnD+P/bu/tQvcs6juPvj06bbkpNWKiTtiCDZZq6zCJSJhYVtEIk05hgfxQssIjCUf+VlBIRsT/6J2VROXqkRQ9iK7KcpU23tQenrqSWo5EW6sKHrW9//K7Dbtc5B+9TZ/dv536/4OJc9/f3wO/ss/ucc93X7yHfBnYBh4A17TQ7SZIkSfq/m7XBUFVtBy6cpP4EcMUU29wM3Dxbx3ScGptTAseAWc4t5jm3mOfcYp5zi3nOHb3LMlX/dY8CSZIkSZrzZvXW2pIkSZLUVw6GJEmSJI0lB0PHWJLbkhxIsmOgdkGSe5P8IcmPkpw+sOz8tmxnWz6/1S9urx9N8pUkkz2nSbNsmDyTXJdk60D7d5I3tGXm2QND5nlSkvWtvjvJ2oFtzHPEhszy5CS3t/q2JJcPbGOWPZDknCS/bO+1nUlubPVFSe5K8kj7+oqBbda23PYkecdA3UxHbNg8k5zR1n8mybqj9mWeIzSDLK9MsqVltiXJyoF9jSbLqrIdwwa8DbgI2DFQux+4rPVvAD7b+vOA7cAF7fUZwImtfx/wZrqH1f4UeOeov7dxbMPkedR2rwf+OPDaPHvQhnx/XgtsaP1TgceApebZjzZklmuA21t/MbAFOMEs+9Po7lB7UeufBjwMLAduBW5q9ZuAW1p/ObANeBmwDNjr78/+tBnkuQB4K/ARYN1R+zLP4yvLC4GzWv884K+jztKZoWOsqu4Gnjyq/Frg7ta/C7iq9d8ObK+qbW3bJ6rqcLqH1Z5eVfdW97/n68B7Z//odbQh8xz0AeAOAPPsjyHzLGBBknnAKcDzwFPm2Q9DZrkc2NS2OwD8E1hhlv1RVfur6oHWfxrYDZwNrALWt9XWcySfVXQfVjxXVX8CHgUuMdN+GDbPqjpYVb8Bnh3cj3mO3gyyfLCqHm/1ncD8dM8YHVmWDob6YQfwnta/Gjin9c8FKsmdSR5I8qlWPxvYN7D9vlZTP0yV56D30wZDmGffTZXnd4GDwH66Z6Z9saqexDz7bKostwGrksxL99Dvi9sys+yhJEvpPl3+HfDKqtoP3R9ldDN70OX0l4HNJrIz0555iXlOxTx7ZAZZXgU8WFXPMcIsHQz1ww3AmiRb6KYYn2/1eXTTwte1r+9LcgXd9OHRvEd6f0yVJwBJ3gT8q6omrmUwz36bKs9LgMPAWXSn4Xwiyasxzz6bKsvb6H7x/h74MrCZ7uHfZtkzSRYC3wM+VlVPTbfqJLWapq4RGCLPKXcxSc08R2DYLJO8DrgF+PBEaZLVjkmWs/bQVb10VfUQ3SlxJDkXeHdbtA/4VVX9vS37Cd058N8AlgzsYgnwOOqFafKccA1HZoWgy9k8e2qaPK8FflZVLwAHktwDrAB+jXn20lRZVtUh4OMT6yXZDDwC/AOz7I0kJ9H9sfXNqvp+K/8tyZlVtb+dZnOg1ffx4ln5iez8edsTQ+Y5FfPsgWGzTLIE+AGwuqr2tvLIsnRmqAeSLG5fTwA+A3y1LboTOD/Jqe26hMuAXW268ekkl7Y7bawGfjiCQ9ckpslzonY1sGGiZp79Nk2efwZWprMAuBR4yDz7a6os28/YBa1/JXCoqvxZ2yPt3/9rwO6q+tLAoo3A9a1/PUfy2Qhc065FWAa8BrjPTPthBnlOyjxHb9gsk7wc+DGwtqrumVh5pFkei7s02F5014076K4xeIFuFPwh4Ea6u288DHwByMD6H6S7wGwHcOtAfUWr7QXWDW5j63WelwO/nWQ/5tmDNkyewELgO+39uQv4pHn2pw2Z5VJgD92Fvz8HXmWW/Wp0p4oX3R1Wt7b2Lrq7rG6im8nbBCwa2ObTLbc9DNyVykxH32aY52N0N0V5pr2nl5vn6NuwWdJ9EHVwYN2twOJRZjnxi0CSJEmSxoqnyUmSJEkaSw6GJEmSJI0lB0OSJEmSxpKDIUmSJEljycGQJEmSpLHkYEiSJEnSWHIwJEmSJGksORiSJB33krwxyfYk85MsSLIzyXmjPi5JUr/50FVJ0pyQ5HPAfOAUYF9VfX7EhyRJ6jkHQ5KkOSHJycD9wLPAW6rq8IgPSZLUc54mJ0maKxYBC4HT6GaIJEmaljNDkqQ5IclGYAOwDDizqj464kOSJPXcvFEfgCRJ/6skq4FDVfWtJCcCm5OsrKpfjPrYJEn95cyQJEmSpLHkNUOSJEmSxpKDIUmSJEljycGQJEmSpLHkYEiSJEnSWHIwJEmSJGksORiSJEmSNJYcDEmSJEkaS/8BmCohCzIqVCgAAAAASUVORK5CYII=\n", "text/plain": [ "

" ] @@ -2393,7 +2433,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -2420,10 +2460,10 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 38, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -2444,12 +2484,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2489,18 +2529,18 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimization restart 1/5, f = 149.49341133875777\n", - "Optimization restart 2/5, f = 610.145209004253\n", - "Optimization restart 3/5, f = 517.2231928940254\n", - "Optimization restart 4/5, f = 521.1495942069332\n", - "Optimization restart 5/5, f = 157.5793234599414\n" + "Optimization restart 1/5, f = 149.51571338301787\n", + "Optimization restart 2/5, f = 150.4761783543114\n", + "Optimization restart 3/5, f = 150.00186943192347\n", + "Warning - optimization restart 4/5 failed\n", + "Optimization restart 5/5, f = 562.3250918011256\n" ] }, { @@ -2516,7 +2556,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 149.49341133875777
\n", + "Objective: 149.51571338301787
\n", "Number of Parameters: 10
\n", "Number of Optimization Parameters: 10
\n", "Updates: True
\n", @@ -2530,29 +2570,29 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
sum.Exponential.variance 17.936499824222047 +ve
sum.Exponential.lengthscale 47.10301925304437 +ve
sum.bias.variance 10000.041069563844 +ve
sum.linear.variances 0.04372530791386011 +ve
sum.mul.std_periodic.variance 92.91673596479316 +ve
sum.mul.std_periodic.period 0.9991928629232049 +ve
sum.mul.std_periodic.lengthscale 3.6988409181211988 +ve
sum.mul.rbf.variance 92.91673596254108 +ve
sum.mul.rbf.lengthscale 143.56771681920722 +ve
Gaussian_noise.variance 6.645775516597188e-43 +ve
sum.Exponential.variance 15.52015544352878 +ve
sum.Exponential.lengthscale 40.766387745942964 +ve
sum.bias.variance 10000.03939265543 +ve
sum.linear.variances 0.044636686990898955 +ve
sum.mul.std_periodic.variance 94.3624439328578 +ve
sum.mul.std_periodic.period 0.9991913229115648 +ve
sum.mul.std_periodic.lengthscale 3.719185079482308 +ve
sum.mul.rbf.variance 94.36244392641164 +ve
sum.mul.rbf.lengthscale 143.86334479468425 +ve
Gaussian_noise.variance 7.819957485109511e-31 +ve
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 40, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -2593,12 +2633,12 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2680,39 +2720,39 @@ "metadata": {}, "source": [ "> How clear the differing effects of the kernels are is dependent on the random seed, and the number of optimisation restarts of the hyperparameters. However something that can be observed is that trying to embed the linear trend in the covariance function with a nonlinear periodic function is largely redundant as the periodic*rbf kernel is clearly capturing most of the upward trend. We might play around with smoother non-linear kernels, for example adding a higher order Matern than exponential (3/2 or 5/2). We can also make use of kernels not shown in this lab, such as the periodic Matern kernels.\n", - ">\n", + "> \n", "> Another option is to embed our linear trend in the mean function of our GP prior. While this is not especially common in machine learning, if we have reliable prior assumptions of the model, we can embed this explicitly. Putting a prior over the parameters of the linear mean function would keep the Bayesian approach to learning the model, but would allow us to fit periodicity to the data independent(ish) of the linear mapping." ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimization restart 1/20, f = 368.54580389670633\n", - "Optimization restart 2/20, f = 142.89556915664892\n", - "Optimization restart 3/20, f = 583.9150596946627\n", - "Optimization restart 4/20, f = 354.2131443134545\n", - "Optimization restart 5/20, f = 156.3345015245431\n", - "Optimization restart 6/20, f = 171.4447572581057\n", - "Optimization restart 7/20, f = 629.764260387552\n", - "Optimization restart 8/20, f = 149.03779403163233\n", - "Optimization restart 9/20, f = 619.8062633723202\n", - "Optimization restart 10/20, f = 633.7410439292254\n", - "Optimization restart 11/20, f = 201.75335122528176\n", - "Optimization restart 12/20, f = 527.8424379418116\n", - "Optimization restart 13/20, f = 207.325121527968\n", - "Optimization restart 14/20, f = 514.078825045191\n", - "Optimization restart 15/20, f = 291.32329435849755\n", - "Optimization restart 16/20, f = 620.7848810973366\n", - "Optimization restart 17/20, f = 513.66872839669\n", - "Optimization restart 18/20, f = 500.4185525845786\n", - "Optimization restart 19/20, f = 140.93454043417375\n", - "Optimization restart 20/20, f = 576.5665286475988\n" + "Optimization restart 1/20, f = 369.1196777505205\n", + "Optimization restart 2/20, f = 381.53460594001774\n", + "Optimization restart 3/20, f = 516.7345971681672\n", + "Optimization restart 4/20, f = 381.44614028076836\n", + "Optimization restart 5/20, f = 143.09734063735957\n", + "Optimization restart 6/20, f = 568.7757227849445\n", + "Optimization restart 7/20, f = 217.7136073353485\n", + "Optimization restart 8/20, f = 522.8442814060571\n", + "Optimization restart 9/20, f = 579.5596831704509\n", + "Optimization restart 10/20, f = 618.8006564614818\n", + "Optimization restart 11/20, f = 148.23213260386134\n", + "Optimization restart 12/20, f = 156.4948046567687\n", + "Optimization restart 13/20, f = 224.9880232760791\n", + "Optimization restart 14/20, f = 617.4312032567407\n", + "Optimization restart 15/20, f = 568.2620981015084\n", + "Optimization restart 16/20, f = 277.9951974793873\n", + "Optimization restart 17/20, f = 152.32712862969987\n", + "Optimization restart 18/20, f = 508.7074529599607\n", + "Optimization restart 19/20, f = 147.21858265315646\n", + "Optimization restart 20/20, f = 168.42500124095292\n" ] }, { @@ -2728,7 +2768,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 140.93454043417375
\n", + "Objective: 143.09734063735957
\n", "Number of Parameters: 10
\n", "Number of Optimization Parameters: 10
\n", "Updates: True
\n", @@ -2741,21 +2781,21 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
GP_regression. valueconstraints priors
mapping.linmap.A [1.28349838] +ve Ga(4.5, 1.5)
mapping.constmap.C -2182.04222877059 N(-2e+03, 1e+03)
sum.Exponential.variance 1.161770921910261 +ve
sum.Exponential.lengthscale 7.13778299069871 +ve
sum.mul.std_periodic.variance 15.940556069926759 +ve
sum.mul.std_periodic.period 0.9991518861471624 +ve
sum.mul.std_periodic.lengthscale1.9114080643322096 +ve
sum.mul.rbf.variance 12.396630432956968 +ve
sum.mul.rbf.lengthscale 53.205116668683814 +ve
Gaussian_noise.variance 0.0368205781668653 +ve
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraints priors
mapping.linmap.A [1.15040735] +ve Ga(4.5, 1.5)
mapping.constmap.C -1934.9049448191204 N(-2e+03, 1e+03)
sum.Exponential.variance 13.628152304744033 +ve
sum.Exponential.lengthscale 35.95000390120305 +ve
sum.mul.std_periodic.variance 0.9461074631848999 +ve
sum.mul.std_periodic.period 0.9995588887292354 +ve
sum.mul.std_periodic.lengthscale 0.7345770661308892 +ve
sum.mul.rbf.variance 10.015190957144998 +ve
sum.mul.rbf.lengthscale 270.99562715347037 +ve
Gaussian_noise.variance 3.8525637528673606e-51 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2763,7 +2803,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -2821,12 +2861,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2877,7 +2917,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -2893,7 +2933,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -2909,7 +2949,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 5.090540477545748
\n", + "Objective: 1.0292894606720857
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", @@ -2923,22 +2963,22 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.2302563761896681 +ve
rbf.lengthscale 1.3036698189812201 +ve
rbf.variance 0.2651748320881954 +ve
rbf.lengthscale 1.4146938638203939 +ve
Gaussian_noise.variance 0.05 +ve fixed
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -3021,7 +3061,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -3037,7 +3077,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 7.681762961305894
\n", + "Objective: 3.478091959126772
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 4
\n", "Updates: True
\n", @@ -3050,25 +3090,25 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
GP_regression. valueconstraintspriors
mul.rbf.variance 0.4583735728075391 +ve
mul.rbf.lengthscale 1.283642817320827 +ve
mul.Mat32.variance 0.45837357280753904 +ve
mul.Mat32.lengthscale 1.5304496023211007 +ve
Gaussian_noise.variance 0.05 +ve fixed
\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
mul.rbf.variance 0.5068488442970726 +ve
mul.rbf.lengthscale 1.337612004762553 +ve
mul.Mat32.variance 0.5068488442970723 +ve
mul.Mat32.lengthscale 1.9249866269733409 +ve
Gaussian_noise.variance 0.05 +ve fixed
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -3161,6 +3201,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -3176,7 +3220,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/.answers/lab_1_extra.ipynb b/2020/.answers/lab_1_extra.ipynb index 5dfebd4..e1c8ee4 100644 --- a/2020/.answers/lab_1_extra.ipynb +++ b/2020/.answers/lab_1_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1 Extra: Uncertainty Propagation\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "\n", "This lab is an extension on the work introduced in Lab 1 of the summer school. It is more advanced, and you should make sure you've completed Lab 1 before attempting. It is designed to demonstrate the advantage of using models when we have only a small number of observations of a latent function $f$.\n", "\n", @@ -61,7 +61,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -126,7 +126,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 65.96007391289652
\n", + "Objective: 62.726762374749384
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", @@ -140,15 +140,15 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
mul.rbf.variance 15308.189387215683 +ve
mul.rbf.lengthscale 23.192541106085837 +ve
mul.rbf_1.variance 15308.190782336731 +ve
mul.rbf_1.lengthscale 146.98147501349206 +ve
mul.rbf.variance 25190.840554324997 +ve
mul.rbf.lengthscale 25.19403117797324 +ve
mul.rbf_1.variance 25190.83973412162 +ve
mul.rbf_1.lengthscale 194.9106075789971 +ve
Gaussian_noise.variance5.562684646268137e-309 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -156,7 +156,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAHSCAYAAAAUvDo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3dfbRldX3n+fe36t7ioaooCgi2At1oYog2QTAVG9uJMaCGEAdj0pmRZZQZNUx6qY2Ojkoz0WQlnWWL0djLWboIoLGlyepWmKQNBhjHhOW00CmxwMLCh7ZVClAEyqIKkLpV9Z0/zjnWqVPn3POw9+9xf15r1ap7zz1n79/Ze5+9P+f7++29zd0RERERKd2a1A0QERERaYNCjYiIiFRBoUZERESqoFAjIiIiVVCoERERkSoo1IiIiEgVlmLObJ0d7cesWR9zlrA26lvsWVobbVa+1oqb9sGWp+stL+62puctfmVo9T2uafcyDrY23GUh1q45GGzakyytjT/PEu0/EOY78YGDi03XD8yxXzk423PtwPjHn3pg58Pu/lOzzzCel/7K0f7Io+1vw9vuXrnZ3S9ofcIti3rEP2bNes49+tdjzpI1J54QdX4DvnljlPmsbD4m7PQ3LQeZ7lOb2k0i+za2G5T2tbT6Vja0Mx2A/ce1t6M6sGHC3npByxv2tTq9YZs2Phls2qs5ef3eJPMtwUOPt7hhD9m9Z7H92credXM9f+3e6fufpccmh6tv/v7//t25ZhjRI48e5Aufe1rr0918ys6TWp9oAOp+KtzyrrA7/OXdK0Gme9Tudg+q6/bkeRHJ5RaPi6vtZOc1y059Hit71819YJnV7j3HLHywa+KhxzcEO3iXKuQyySnQSLkUamSqUMGmbW0Gm3V7WptUZ4INzH+AmUeKYAOHDuRdDjih33+qdTtJm58ziUtrLhDb1eJRcYrQ1ZpQ2q7WgILNvBRs5tO1cBPj/TZZp6rSyCiFmkqoGyoMBZvFhA42uYSbGgNOzPeWY6BRlaZsCU4N6g7btSfagOEYlnevBBk4fNTuA60OHF63x1sdOLxuT3sDh5f3tjd4eOmxNa0NHh7s8NscQDw46IQaRDw4IKYaSDwwevAvcYBx7HDWNJSGDM1SNkXSipTaDRVC2wOHu1CxgfKqNpC+S2pUKVWcVO1Msb7arNK0+fmV9qlSI3MppVoDqtgsau3eta2f8r2yd13Q075zqdqMGhcYUlVycghZbQQajaOR1SjUBBa7C2p515PBr13T5WDTJgWb9uUabobFCDo5BJhRKQLNPFSlqYNCTYViBJtQcg82bVZroJvBBsJerA96B9Ccg82oHENIm1IFGlVpukdjaiKIeXp3LCGvXdOlM6Kge2NsIM5AzxzOkpL8xjyNoypNPRRqKhVj0HApF+WDvAcOg4JNSAo3abS53FWlkVkp1ERSY7UGyrp+Te7Bpk0lBRuFm/q0uZxDBxpdl6YuWpsVK/0U764Fm7bL26UEG4h73REFm3DaDo65XI9GXU/lUKipXOndUAo2zYQINqV3R4GqNiG0vTwX3R5Upek2rdGIau2CgrLG14CCTVM1dEfBoXCjgNNMiYFmVqrSlEWhpgPUDRWHgk17UnQ7KNzML8Qyi7XuVaWpk9ZqZKmqNeqGOlLb1Zq2KdjErdoMKNxMF2oZNVnfqtIIKNRIy7oebHI+1RvKCzaQbrCows2Rcl0m826DqtK0y8xOM7MvmNkOM7vHzC7rP362md1uZtvMbKuZvWDkdf/YzPaa2TsmTPdKM7vXzO42sxvN7PhpbdGaTaDmag0o2CjYtC/lWTAadxMnzORyptOAqjRz2Q+83d2fA5wLvMnMngu8H/hDdz8beE//92EfAj63ynRvBc5097OAbwCXT2uIQo0ICjZtCHlmFKTrjhrWtXAT6/3G7HZSlaZ97v6gu9/Z/3kPsAM4BXDguP7TNgEPDF5jZr8BfBu4Z5Xp3uLu+/u/3g6cOq0tWruJqFqzuFADhxVs2lFz1Wag9upNzPeW2zgaacbMTgfOAe4A3gpcaWb3AR+gX2kxs/XAu4A/nGPSr2f1qg6gG1p2UqwbXoa6mzeEufEltH9X75xvgAnt3wRzIMTNMIfFujHmLIYP/iXdRHNU7ICWIpzOGuRL7nr6sRvf3B8k7J1kZluHfr/K3a8afoKZbQA+A7zV3R8zsz8G3ubunzGz/wm4BngpvTDzIXffazZ9f2tmV9Dr4rpu2nMVaiSoEoNN20oINkDr4SZ0sIHegTGHYDMwGgxyDzmpKk1tBBp1O0X3sLtvmfRHM1umF2iuc/cb+g9fAlzW//k/AVf3f/5nwL8ws/cDxwMHzezH7v6RMdO9BHgFcL67Ty2nT13LZnatmT1kZtvH/O0dZuZmdtK06ciRUl6Mr/Rr1wyUMHC4N812pxfim2SJ42wgj7E2kwx3U+XSVZW6PSkCzTxKrtKkYr1yyzXADnf/4NCfHgB+uf/zecA3Adz9l9z9dHc/Hfgz4E8mBJoL6HVTXeTuT8zSllkqNZ8APgJ8cmRmpwEvA743y4wkPzV0Q0GYik3b3VC9aeZdsYFyu6Mgry6pScYFiZDVnFyC1ECqQKMqTXAvAl4LfNXMtvUf+9fA7wIfNrMl4MfApdMmZGZXAx9z9630ssdRwK39bqrb3f33Vnv91FDj7rf1B/6M+hDwTuCvpk1DJrNde/DNLR7pMhU62ISgYNOuGMEG8uuSmia34BFKqmraPIFmlipN21XXGrj7F4FJO8tfmPLaPxj5/Y1DP//MvG1ZKL6a2UXA/e5+1yKvl3zE7IbSGVGDabY7vVK6oiDe2So5d0l1UVvrQmc7yTRz77nM7FjgCnoX0pnl+Zf2ryS4dZ8/Ne/sOiH1jS41vmZ1CjbtijHOZkDhJr2UgUZVmu5ZZK/108AzgbvM7Dv0LoZzp5n9o3FPdver3H2Lu29ZZ0ct3lKpQui7eZcUbNpWUrCBuN+6FW7ia3OZq0Ijs5p7j+XuX3X3k4dGLu8Enu/u32+9dR3SpWpNqcGmbSG+9SnYrE7BJo42l/Oi20jbVRopwyyndF8PfAk4w8x2mtkbwjerHWtOPCF1E4qiYLO6ErqhoMxgo6pNPXJYtiG2V3U9lWGWs58unvL301trTcflcCZUrNO8QWdEHZpmu2dEQbizoqD9i/QNxDo7aqCEU8BLEiLMxAi7qtLURSfvS7VKGl9TSsUG6uqOAlVu2pBToFGVptsUajKTemwNqBtqFgo29XRHDSjczC/UMou1/lWlqY9CjYylYDOdgk3Y3UeqM14UbqYLuYyarHdVaUShJkM5VGtiU7AZnmbrkyw62KQONwo4hwu5PGIGGlVp6lRtqNGZT83Fviifgs3wNFufZLHBBtJfp0ThJvwySL2OpQ7VhprS5VKtqeVqw6Ep2NQfbKCb1ZsY77fpug1VpVHXU3kUajLWxWBTarUGFGyWHltTdXfUqNrDTaz3FzvQSN20NUh2Sg42IZQUbKA7VZuBmqo3sd9LivWoKk3dqgw1NY2n6WK1BsoNNqHuEaVgc6ScqjYDw6GglJCTqr1trDtVaWSUtgiZmYLNbBRsemIdcHILNsNyDTmp25Qq0KhKU7+pt0mQ9HK4fcJAzNsoxHDU7gM8tan9g2KI2yn0phvmlgrQ/m0VoHfgCXVbhWGDg2TM2ywsYlyICH2bhpzCFOQfaKRs1YWamrqeJM79oRRsekLcLwrC3zNqWCnhZtgsoWNc8MktrMwi56qa1KGqUFNzoOlytabEG18OKNgcEqtqA/FvjhlaiQFmVFuBJnSVpvSup32+xLf3/VSAKX83wDTbpzE1shCNr5ldSWNsoI5xNpDnQOKuShlopFuq2UJqrtIM5HIm1ICCzewUbA6JfWBSuEkr9bJvu0oT6rMs7agm1HRFbsEmNgWbcdMNMtngwSZFuJF42g6TGhwss6gi1HShSpOrGm+joGBzSOiDgqo2dWp7GcfYTkofSyM9xYeaLgaa3Ko1tXVDgYLNsNqCDSjchJRLoAmx3arrKX/FhxrJg4LNfBRsDpeiOwoUbtoUYlnG2iZUpalH0aGmi1WagdyqNSko2EyabpDJRhmfkOrsFoWbZkIsuybbgqo03VVsqOlyoBnILdikGF+jYDNpukEmy/LeOrujBhRu5pPj8pp3+1SVpi5FhhoFmnzVGmxKFHJnXWt31ECOB+vchFw+uh6NLKqoLWfNiSco0IzIrVoDOiNqXiHL2iUHG0h/cFO4OVLoZRKz22nWz4e6nspRRKhRmFmdgo26oVafdrBJdyLYwKEDeZcDToz3n8O6lrJlvQUpzMg8FGxWm3awSUcLNrkc8LoWbmK936brV1UagUxDjcLM/FSt6c9TwWaVaQebdLQrt+YSbKD+6k3M9xY70Ei9stlDDIKMwsziFGz681SwWWXawSYdNdjkFG6gnoCT4n2kWJeq0tRrKdWMFV66Y3nXk6xsPibuPHevsLJpOeg8jtp9gKc2hdn5r9vj7NtogaYN+zYGmfRPgs3KhjDTH7b02Br2H3cw/IzmNBwIDmwIF37bkjKItRFoVKWRYZFvvLKkakxgOVZrQBWbRZRasYFuV22GDVc+cqvipG5TqkCj69LULd+9gSxMwWZongo2q0w72KSBuN+gcw42w0ZDTqxQkWq+k5SwvtT1VKZk3U8iNVFX1HjLe+N0RcGhA2WOXVKrmRYwpnVhpQ4o82or0KhKI+PkH5dlIarWDM2zgisOq2IzuxKqAPMYV2XJpeIyr5SBZh6q0szHzE4zsy+Y2Q4zu8fMLus//gdmdr+Zbev/u7D/+MvM7Mtm9tX+/+etMu23mNnX+9N9/7S2qFJTMdu1B98c8Gv4gjRweDGlV2xAVZsuSx02VaUJaj/wdne/08w2Al82s1v7f/uQu39g5PkPA/+juz9gZmcCNwOnjE7UzH4FeCVwlrs/ZWYnT2tIXV9p5Aiq2AzNs/DxNVB2xQbSVG1SH0yl3UCjbqf8uPuD7n5n/+c9wA7GhJSh53/F3R/o/3oPcLSZHTXmqf8SeJ+7P9V/3UPT2qJPuySjYLMYBZv5KdikkzrQzEtdT82Y2enAOcAd/YfebGZ3m9m1ZrZ5zEt+C/jKILiM+Fngl8zsDjP7ezP7xWnzV/dTB+TaDQXqilpUyV1REHcA8YC6pOLLIdB0rUrz44PLfOupp4WY9ElmtnXo96vc/arhJ5jZBuAzwFvd/TEz+yjwR4D3//9T4PVDz/+nwL8FXj5hnkvAZuBc4BeB/2hmz3L3iclToaYjcg42KSjYTJt27/+axtkMKNyEV2plTFWaVT3s7lsm/dHMlukFmuvc/QYAd//B0N//HPjs0O+nAjcCr3P3/zZhsjuBG/oh5r+a2UHgJOCHk9pR5pYnC9H4mpH5qitqhukHnTyQ7oqwGm8TRohlmlOVJvRnukRmZsA1wA53/+DQ408fetqrgO39x48H/ga43N3/v1Um/X8D5/Vf87PAOnqDjCfSJ1qykCrYxKBgM13KS90r3LQj1HKMtW2oStPIi4DXAueNnL79/v5p23cDvwK8rf/8NwM/A/z+0PNPBjCzq81sUBG6FniWmW0H/hK4ZLWuJ1D3U+fk3A1V6/gaKLsrqjf9OsfZDMv1XlIlCBUKmwSaro2lScndvwiM2wHdNOH5fwz88YS/vXHo533A78zTFn096aBcu6Gg3jOiQBWbWSzvVdWmNDUEmlk/O+p6yp8+vR2lYDMyTwWbGacfdPI/kfrOywo302kZSY60RUqWFGwWp2DTnsGBWwfvQ2IsD1VpZFH6pHZYztUaULBpoqZgk0O4AVUmYr3/XNa3lKm7n1AB8g82KSjYzDr9oJM/TE4Hui6Gm1jvt+l6DlWlkXJ065MpY+UcbGq+hg3UEWy6WLWBbnRNxXx/Oa3bUep6Kke9n0aZi4LNmPkq2Mwxj+Cz+IkcD341BZwU76WNdaoqjYBCjRSi9mATmoJNPCUGnBLbPCzktqcqTVnK3IIliJyrNaCrDjdVY7DJOdzA4WEhx8CQQ7tyX4dSlqlbc/924Q/1L1M8eOxKM7u3fzvxG/v3cZAKKNiMmWcl3VBQX7CBsg6KKUPO6LxThxlI0+3Ue426nmo1y1b9CeCCkcduBc5097OAbwCXt9wuSUjBZsw8FWzmnEfwWRymhKrNOOOCRhuBI8cAMypVoJmHup7KM/XeT+5+m5mdPvLYLUO/3g78i3abJanlfI8o0H2imgp9r6jePMLfL2pU6vtHtSnHINKG1OFTVZq6tfGpeT3wuRamI5lRxWbMPFWxmXMeqtrIIW2uF1VpZJxGocbMrgD2A9et8pxLzWyrmW3dd7DegZ61yj3YpKBgs8h8oszmMAo2eckh0KhKU7+FQ42ZXQK8AniNu0/cUtz9Knff4u5b1q2J210g9av9VG8Fm2ZUtcmD1oHEslCoMbMLgHcBF7n7E+02SXKTe7VGwaa5moMNKNyk1PZyj1GlUddTuWY5pft64EvAGWa208zeAHwE2AjcambbzOxjgdspiSnYTJivgs0C84kym7EUbOLKJdBId8xy9tPFYx6+JkBbJHM6I2rCfHVW1ALz6f0f++woOHSgreUsqVzlFCA1lqY7poYakWEKNhPmq2Cz4LzSBBtQuAkpRKCJNTi49K6nfb7Ed588MXUzkqnzQggSlLqiJsy3sq6oLnRHgcbbtCnUsky9jUg5FGpkIQo2E+ZbUbCBboyzGVC4aSbHZde1Ko0o1EgDCjYT5qtgs+B88gk3Mp+QyyyHbULKoVAjjSjYpFVbsOnNK9qsJlLVZjahl1OTbSFUlSbWlxZZjEKNVK/m2ymAgk1Ig4O2As7hYiyTXLYBKYtCjTSWe7UmFQWbpvPK68CmcNMTYxk0Xe8aS9NdCjXSityDTe3ja6DOYNObX9TZTdXVcNPV9z1MXU/5U6iR1ijYTJivgk0L84s6u5l05SAf+33GrtJIXRRqpFUKNhPmq2DTwvzyDje1BZwU7ynF+lXXU10UaqR1CjYT5qtg09I8o89yZqUHnJTtb2O9htwe1fVUBoUaCULBZsJ8FWxammf0Wc6tpICTup2pAo2qNPVRqJFgFGwmzLfSYKPuqMmGA04uISeX9pSwDlWlKYdCjQSlYDNhvhUGG1DVZlaxQ87o/FIHmYG21p2qNDKgu3RLcLqz94T5RrqzN8S5u/dAzLt8H5pn7/9Ud/xuapaQMXo38VyCyaJKDKOSv7iVmqU4O1XJjyo2E+arik3L800y2yhyrLQsqs31FLpKo66nskTvfvLNG7P+1i7hKNhMmK+CTcvzTTJbmVHqQCN1SzamRsGmmxRsJsxXwabl+Src5EjrREJLOlBYVZtuUrCZMF8FmwDz1oE0F22vh0W3K3U91S2Ls58UbLpHwWbCfCsONqnDjaSTS6CRMMzsNDP7gpntMLN7zOyy/uNXmtm9Zna3md1oZsf3Hz+x//y9ZvaRVab72/3pHTSzLbO0JYtQAwo2XaRgM2G+lQYbUNVG0tJp3MHsB97u7s8BzgXeZGbPBW4FznT3s4BvAJf3n/9j4PeBd0yZ7nbgN4HbZm1INqEG1B3VRbkHm1QUbELOP+nsOyVEkIy1/ajraXbu/qC739n/eQ+wAzjF3W9x9/39p90OnNp/zuPu/kV64Wa16e5w96/P05asQs2Agk235BxsUlVrQMEm7PwVbkILsXybbDeq0jR2kpltHfp36bgnmdnpwDnAHSN/ej3wubBNzPjie755Y9YHO2lXzhfoS3VxPqj3An2Q5iJ9R7ah93+pF+3LVemBseQqzb6Da7nvieNDTPphd191XIuZbQA+A7zV3R8bevwKel1U14Vo2LAsKzUDuR7kJIycQ6wqNmGkHkB8qB3lH4hzEHI5qkqTNzNbphdornP3G4YevwR4BfAadw/+Yc861IDG2XSNgs2EeVccbCB9d9SAgs3itOy6y8wMuAbY4e4fHHr8AuBdwEXu/kSMtmQfagYUbLpDwWbCvBVsolDVZn6hl1fMKk3JXU8JvQh4LXCemW3r/7sQ+AiwEbi1/9jHBi8ws+8AHwT+FzPb2T9bCjO7enD6tpm9ysx2Ai8E/sbMbp7WkGzH1IyjcTbdoTE26cUeYwN5jLMZ0Hib2eQcaCSO/plM4z64N63ymtMnPP7GoZ9vBG6cpy3FVGoGcj3QSftyDrBduIYNdLtiM6DKzXgxlkvTbUFVmu4pLtSAgk2XKNiMmW9Hgo3CTZ60HCRnRYYaULDpEgWbMfNNEGxUtekZHNS7dmCP/Z5jV2mkDsWGGlCw6RIFmzHzTVAqV7A5XFfCTez3mGKdq+upDkWHGlCw6RIFmzHz7VCwKSHc1BZwUrynNtZzyG005RmQMl3xoQYUbLpEwWbMfDsSbCDvqs1ADeEm1XtItX5VpalHFaEGFGy6RMFmzHwVbLJTWvWmtPZOorE03VZNqAEFmy5RsBkz344Fm1LCDRweGHIKDTm1qYT1qa6n/FUVakDBpksUbMbMt0PBBso4EI6TKuTkG67aWY+LbIvqeqpLdaEGFGy6RMFmzHwVbIozGjbaCB1tTy+UlIFG6lPUbRLmoVsqdIduqTBmvrtXWNm0HHWeKW6rMDA4MOZyi4W25BpE2pI6kM7zBUBdT2WoslIzkOuBTtqXc4BVxSae1AdJmV2b6yr1dif5qDrUgIJNlyjYjJmvgo1kKId1pLE0dao+1Ei3KNiMmW+iYJN6nE0OB045UtvrJcZ2pq6ncnQi1Kha0y0KNmPmm+hbqao2ElLq7Uvy04lQAwo2XZNzsEmly8FG4SYPuawHdT3VqzOhBhRsuibXYJOylN3VYAP5HFC7qsRuJ1DXU2k6FWqkexRsxsy748FG4Sa+nJa5qjR1q/Y6NZPo+jXdk+t1bFJdwwbSXMcG0l7LZti6PV7dNW1yFSLQ5BCQc7X/wBoeenxD6mYk08lKTY4HOAkr1yCrik06qtqEFWr5xtx+1PVUnk6GGlCw6SIFmzHz7niwAYWbEHJdnup6qt/UUGNm15rZQ2a2feixE8zsVjP7Zv//zWGbGYaCTfco2IyZd8Jgo3BTn5DLMKftRfI0S6XmE8AFI4+9G/i8uz8b+Hz/96l8rfqwJT0FmzHzTvgNNrcDlYLN4nJedvNu4+p6KtPUUOPutwGPjjz8SuAv+j//BfAbs84w1cDISVSt6SYFmzHzVrD5CVVt5hNjeeW2jUieFh1T8zR3fxCg///J87xYwUZyoGAzZt4KNodRuJkuxvJpum1oLE13BB8obGaXmtlWM9u6b+Xx0LMTmYuCzZh5K9gcQeFmvFqXibqeyrVoqPmBmT0doP//Q5Oe6O5XufsWd9+ybnn9Tx5XtUZyoWAzZt6Jg43CTd5iLgdVaWQei4aavwYu6f98CfBXi0xEwUZyYbv2ZBluuhpsIN+qDXQ73MR83zlvA5KnWU7pvh74EnCGme00szcA7wNeZmbfBF7W/30huQUb6TYFm5F5K9isqkvhpsT3usj2q66nsk29TYK7XzzhT+e31YiVzcdksyHpNgqS420VunhLhYFcbq2wmuGDfW23X0gVZHIPtJKnbK4onFPFJrcDmsSXY7BNXbFJPc6mFCVWNMZJ+T7aWN+q0nRTNqEG8go2Igo2Y+avAcQzG4SC0gJO6jaXtI4lP1mFGsgn2KhaI6BgM3b+Gmczt9wDTu7tm1fqbVTSyS7UgIKN5EXBZsz8FWwWNhwgUoaIHNowKuV6Tf2ZknZMHSgsIho8PHb+GQwgBrIfRDzNaKgINdA4p/AyTluBJnXglrSyDTW5nBGls6FkQMFmzPwTBxso4+yoeeQePmqUw7FG2pFl99NALt1QIgM5BtzUO+QcvhmX3B0lZa2/HPcBOTCza83sITPbPvTY2WZ2u5lt698u6QX9x9eZ2cfN7KtmdpeZvWTCNP/AzO7vv36bmV04rR1ZhxrII9jk9u1c0spxp6ZgU9aBUQ5pc73lsB122CeAC0Yeez/wh+5+NvCe/u8Avwvg7j9P7wK+f2pmk/LIh9z97P6/m6Y1IvtQAwo2kh8FmzHzz+CAUtpp312Xw7pK/bmphbvfBjw6+jBwXP/nTcAD/Z+fC3y+/7qHgB8BW9poRxGhRiRHCjZj5p9BsIE8DpayurbXUYxtL8fPfObeClxpZvcBHwAu7z9+F/BKM1sys2cCvwCcNmEabzazu/vdW5unzbCYUKNqjeQox52cgk2Pqjb5KjHQCCf1x8UM/l06w2v+JfA2dz8NeBtwTf/xa4GdwFbgz4D/Auwf8/qPAj8NnA08CPzptBlme/bTOLmcESUyTGdFjZl/BmdFDdR2dlTpcgqaNR5PDhxcw+49QT77D7v7vF1ElwCX9X/+T8DVAO6+n17IAcDM/gvwzdEXu/sPhp7z58Bnp82wmErNQOqKTW4HL8mDKjZj5p/Rt+ecDqRdFmI9xNrOcvyMF+AB4Jf7P59HP7iY2bFmtr7/88uA/e7+tdEXm9nTh359FbB99DmjiqrUiORMFZsx88+sYgPlX6xP2pE69NfGzK4HXkKvm2on8F56Zzl92MyWgB8Dgy6rk4GbzewgcD/w2qHpXA18zN23Au83s7PpDTj+DvC/TWtHkaEmdTeULsgnkyjYjJl/RsEG1B2VSslVGpnO3S+e8KdfGPPc7wBnTJjOG4d+fu2456ymuO6ngdTdUCKT5Bh4U38rze3go0HEcWlZSyzFhhpIG2xy+zYueVGwGTP/zIIN6GAbQ6hl3GR7mvezkOPnWcYrOtSkpmAjq8lxR5hDsMkt3KhqE46Wq8RWfKhRN5TkTMFmQhsyCzagcNOm0Msyx+1H8lB8qAF1Q0neFGwmtCHTA5OCTTOhl1/T7UZdT3WrItSI5C7HHaOCzWSq2ixGy0xSqybUqFojucsx2OQg12ADOkjPI8ayil2lkfJEDTW+1oJOX+NrJHe5BZtcdvK5BxuFm9XVunxy+7zKdNVUalJTtUZmlduOUsFmNgo348VaJrlvH5KH6KEm9JVFVa2REijYjFfCgUvhpqe05ZDLNi5hJanU1BpsVK2ReSjYjJfjtWzGKe2g3pYU7zvF9pDb51Nmk6z7Kad7wYikktuOM5dgA2VUbaBb4SbF+1A+5u4AACAASURBVGxjO8hpu5awko6pCRlsVK2RUijYTFZKsIG6w03N703qUvVAYY2vkVIo2ExWUrCBQwGghhCQ+n2oSiPzSh5qauyGUrVGFqFgM1lpwWYgdShoInW7U67z3D6LMrvkoQbq7IYSqYGCTTtKqd6U0k6RSbIINTVStUYWkeM3RAWbduUWHHJrD7S3nnPadiWOpdQNGFjZtBxsh7Wy+Rht3AkcfOTRmZ635sQTArekLLZrT3aheHnXk9lUPQf7iRq6rkeDxFOb1iabdy5SB9ccv1jI7LIJNVBfsPHNGzv7AZk10Iw+VwGnR8FmuuXdK1UEm2HjgkbToJNreAlNX2S7KatQA2GDjYQ3T5iZ9vquBxwFm+lqDDajuhRKtO9vzg8YK3vXpW5GMp0aU5PTzrhGTQPNuOm1Pc3S5Fjpy+0bsA6EdWhzPS66jeb4eZP5ZBlqajobKrdv2qGEDB9dDzc57mhzDDYKNyKSZaiBOgYBdkWswNHlcKNgMxsFmzJpvUlbsg01Iala054UIaOr4UbBZjY6QJal7fWlrqduyzrUqFojq+liuMlxx6tgIyK5yDrUQLhgo2pNc7kEiq6FGwWb2WicTf5yqdJIPbIPNSKz6lK4UbCZnYJNnnJaLzl+nmQxRYQaVWvyk3N4yLltbcpxR6xgI7MIsT5y3fYkriJCDdQTbCSOrlRtFGxmp+6oPGgdSEjFhJpa1FStKYGCTRq5BhvQQTWlUMu+yfY27+enC/uUkhUValStkUV0oWqjYDMfBRuROhUVakCneeeg1IBQartnpWAzH3VHxZVjlUbqU1yoCSVmtUZdUOnUXrVRsJmfgk14uS7jHD8v0kyRoUbVGmlKwSauEoJNrgfe0tW0XGveb9SiUagxs7eZ2T1mtt3Mrjezo1d7/sG11mR2hwkRbFSt6Zaad1C5BpsSwo20J/TyzH17kvgWDjVmdgrwr4At7n4msBZ49bTXPbVp7aKzFGldzd1ROQYbyP9ApKpNO3Jfhrl+PqSZpt1PS8AxZrYEHAs80LxJs1O1RtqiYBNX7sEG8j8o5yzGsithG5L4Fg417n4/8AHge8CDwG53v2WW1+ZerdEp3t2kYBNXCQclVW3mV+vyqnX/0BYzu9bMHjKz7UOP/YGZ3W9m2/r/Luw//pqhx7aZ2UEzO3vMNJ9nZl8ys6+a2X82s+OmtaNJ99Nm4JXAM4FnAOvN7HfGPO9SM9tqZlv3P/X4Tx5vK9ho0LC0qdbuKAWbZmo9ULct1nJqut3k+nko3CeAC8Y8/iF3P7v/7yYAd79u8BjwWuA77r5tzGuvBt7t7j8P3Aj8H9Ma0aT76aXAf3f3H7r7CnAD8M9Hn+TuV7n7FnffsnTU+gazm6zkbih1QeVJwSaekoKNws14Wjbi7rcBi+w4Lwaun/C3M4Db+j/fCvzWtIk1CTXfA841s2PNzIDzgR3zTCD3bijpNgWbeEoJNqAD+KjYy6KkbUUAeLOZ3d3vnto85u//M5NDzXbgov7Pvw2cNm1mTcbU3AF8GrgT+Gp/WlfNO52cu6FUrZFau6NyVNrBSsGmzGWwSLAvah9w0Fi7d23r/4CTBkNJ+v8unaE1HwV+Gjib3tjbPx3+o5n9M+AJd98+5rUArwfeZGZfBjYC+6bNcGmGRk3k7u8F3ttkGiIlOPjIo6w58YTUzWiF7dqTbZBe3vVkUQP1Bwf1Lo7tSxFoSgu+lXnY3bfM8wJ3/8HgZzP7c+CzI095NZOrNLj7vcDL+6//WeDXp80ziysKq1ojJSjq29oUuXZDQZkHri51SXXpvUozZvb0oV9fRa87afC3NfS6lP5yldefPPTc/xP42LR5ZhFqIO9gE0Ou35zlcAo2cZQYbKD+A37K95Zqm6jpMx+SmV0PfAk4w8x2mtkbgPf3T8e+G/gV4G1DL3kxsNPdvz0ynavNbFARutjMvgHcS+86eB+f1o5G3U9dsbL5mGJ3stI+dUXFUVpX1LDauqVqCWo5B/nSufvFYx6+ZpXn/x1w7pjH3zj084eBD8/TjmwqNaBqTa4HFzlSTQOIc97Rl/5loobKTQ7tL307kHiyCjWQ72nepX5jlLAUbMKr4YA2CDc5BIRZ5dLettZ/ztu4tCe7UNOWUqs1Uh4Fm/BqCDYDOQecnNuWQi2f7S7JMtR0uVqjLqgy1bLzU7CJK5cAkUs7RtW4ziWsLENNW1StkZgUbMKr9SA3XCGJdv+kDlVlct6mpV3ZhppcBw2rWiOrUbAJr9ZgM2w05DQNHm1PL4YurGdpX9andD+1aS1H7T6Quhkic6nllO/cT/eGbg3gLyGItCWHQFPLF5SuybZS06YSqzVStlpO+c65YgN5HPwkb7lvw9Ku7ENNroOGQ8v1GzJQRRUiFgWb8BRs6qL1KU1kH2qgnWCjao2komATng6EMk7u2620r4hQ01U5V2tkPgo24SnYlE/rUJoqJtSoWiOlU7AJTwdFaUMNn9WuihpqvJvDY0R+QjvL8BRsytT2ess9gEsYxVRqoJvVGnVB1af0YFPCwULBpixaX9KW6KFm30Zr9Pocg43IvBRswlve9aQOliIdk6RS0zTY5EbVGlmEgk0cCjZ5C7F+mmybpX8uu66o7qcBVWvS07Vq2lH6DlTBRprQepG2JQs1tVVrRBalYBOHDqAi9Ut676d9G411e3yh17ZxX6iVTcut3U9lZfMxQXeavnljMQcPmV/p94vK+T5Rw5Z3PalLMWQi1P6y611PdgCWHiuyE6YV3X3nIpkpfYdaSuhWxSY9rQMJJXmoadINldvYGn0DlKYUbOLQmVHpaLlLSMlDTVNduuFlCeV9aU7BJh4dYOtS0rYnYWQRalIPGla1ZjEljwHJnYJNPAo28eS8rEv/zElPFqEG0ndDlULVmu4ofSerYCPDQi/jkrY3CSebUJOaqjWSIwWbeDTOJhwtV4klq1Cjao3IkUoPNqXRAVikXFmFmtRKqdaoC6p7Sg42JVVrBhRs2hNjWTbdxkr+fMnhsgs1qtaURYOF4yl5x1tqsFG4aUbLT2LLLtRA2rOhVK2RnCnYxKcD82JiLbdStysJI8tQ04SqNVI7BZv4FGzmo+UlqWQbalJ2Q+kO3pI7BZv41B01m9KWUcmfJTlStqGmFuqCklBK3hmXGmygvIN2TLGXTcnbkYSRdahRtaYMGiycjoJNGqraHEnLQ3KQdaiB9LdQaIMuxichKdikowN5T4rlUPq2I2FEDTUeeQxvF6o16oISULBJqetVm5Lf+yKfm5sf/2SAlkhbsq/UgKo1IrNQsEmr5IP7orr4niVv0UPNvsiFBVVrRMpQS7DpyoE+5fusYVuRMIqo1EAd1ZqaabBwHkqu1kA9B6uaw03N700WZ2bXmtlDZrZ96LErzexeM7vbzG40s+OH/naWmX3JzO4xs6+a2dFjpvlH/dduM7NbzOwZ09qRJNR0tVqjLiiJofRgU5PaDv45vJ+2gq8+J637BHDByGO3Ame6+1nAN4DLAcxsCfgU8Hvu/k+BlwArY6Z5pbuf5e5nA58F3jOtEckqNYsEG1VrJlMXlAwreYddS7VmoJbKRg3vQcJx99uAR0ceu8Xd9/d/vR04tf/zy4G73f2u/vMecfcDY6b52NCv6wGf1o5iup+aUrVGukbBJi+lhptS2x2Cznxq5PXA5/o//yzgZnazmd1pZu+c9CIz+zdmdh/wGmao1Cy10tQF7dsI6+bcd+3baKzbMzWsSQJrTjyh6ANpjQ4+8mix451s154qK5DDASH3Lzm5hZkaw27b7CAs7w0y6ZPMbOvQ71e5+1UztcnsCmA/cF3/oSXgfwB+EXgC+LyZfdndPz/6Wne/ArjCzC4H3gy8d7V5FVmpWbQbqvZqTY0HAGmu5KBZ+0Es1ypIru1qS8mfiYQedvctQ/9mDTSXAK8AXuPug4rETuDv3f1hd38CuAl4/pRJ/Qfgt6bNL3moiT1oWKSLSt6J1x5sII8QMWhD6nZM0oXtoDZmdgHwLuCifngZuBk4y8yO7Q8a/mXga2Ne/+yhXy8C7p02z+ShBuIOGq69WiMyiYJN/oaDRaxwkXOQkXKY2fXAl4AzzGynmb0B+AiwEbi1f1r2xwDcfRfwQeAfgG3Ane7+N/3pXG1mW/qTfZ+ZbTezu+kNLr5sWjuSjqmR9vnmjZ05AEi31DrGZjWhxt8oxMxPg4RX5+4Xj3n4mlWe/yl6p3WPPv7GoZ+ndjeNahRq+hfSuRo4k96pVq939y8tMq2Yg4af2rSWo3YfcfbYzFY2LbO8e9wp9aLBwnkreeAwdDPYDEwLIqOhp6bg0uYXNe2f6ta0++nDwN+6+88BzwN2NG9Sd2jAsKRQ+k5dlcjxUnRdieRm4VBjZscBL6ZfXnL3fe7+oyaNKWlsjUjJFGykFFrXMo8mlZpnAT8EPm5mX+kP7lnfUruypwHDUjoFGxGpTZNQs0TvvPKPuvs5wOPAu0efZGaXmtlWM9t64InHp05U1Zp2pOyCKnnMRtco2EjO2l6/pW/vMl2TULMT2Onud/R//zRjLp7j7lcNLtaz9tjZCjmlXLumrWqNSEql7+gVbCQ0nflUjoVDjbt/H7jPzM7oP3Q+Yy6eE0vJ1Rp1QYk0o2BTH61TWUTTs5/eAlzXvzDO2cCfNG9Sj6o1zeksKJlV6dUaERFoGGrcfVu/a+ksd/+N/lUCk1G1Jh8aV1Oe0oONvtnXI8S6LH37ltlEvU2Czzm3mIOGm1C1RmpR+o5fwUak27K491MOVK0R6VGwkZS0/qSJ6KFmZcN8z1e1RiQ+BRupSZPtWWc+lUWVmiE5VGtCSNUFpXE1kpKCTXm0zqSpJKFG1ZpVpqEuKMlE6dUa0EFSpGuSVWrmDTax1FqtEVmEgo2IlKSY7qdSqjVtCFGt0VlQsigFG4kh1DqqYfuV2SUNNTG6oRbRpFqjAcOH07iaOtRwYFCwEalfMZWaRalac4iqNdJ1CjZ5ynW96Myn8iylbsDKBljeO/vz922EdRG2/6c2reWo3QcWeu3KpmWWd6+03CKRtA4+8mgVlTfbtUcBX6plB+IcI3NVfaUGyq3W1KKGA6H01NANBflWBroo5LqoZXuV2WURajS2ZsI01AUlGarlQKFgI1KfLEINhD/FW9UakfYo2EgbtPylbdmEmnmpWiMibdCBNQ0tdwkhq1Cjak0cKbqgNK6mPrVUa0AH2Bo13T515lOZsgo18yqhWiNSMwUbWYSWtYSSXaiprVqjLiipnYKNiOQiu1AzL1VrFqMuKGmTgo3MSstXQsoy1KhaM2YaqtaIRKMDb9lqCtkynyxDzbxiVWtqo2vWSJtqO5Ao2LRPy1RCixpqfI4enByrNalP7xbJnYKNTKJlKTFEr9TsP+5gkOl2oVpTQxeUxtXUT8FGSqfTucuVdfeTqjXhqQtKZDoFm2ZiLr/aQrXMJ0moUbVmcTVUa6R+NR5YFGxE8pd1pQbqq9aIuqC6QsFGQMtM4koWauap1swTbHKv1uR4ere6oERmp4O0SL6yr9TEoGqNSBg1VmtAwWZWWk4SW9JQo2pNPlStkVAUbLopxfKpdVuT2alS00DKak3pA4Y1rqZbaj3YKNiMp+XSPWZ2mZltN7N7zOytI397h5m5mZ005nVnmNm2oX+Pjb5+HslDTS7VmhJvnSAi6ekAXhddo2Z+ZnYm8LvAC4DnAa8ws2f3/3Ya8DLge+Ne6+5fd/ez3f1s4BeAJ4AbF21L8lAji9OAYSlJrdUa6AUbhZseLYdOeg5wu7s/4e77gb8HXtX/24eAdwI+w3TOB/6bu3930YZkEWpKrtZowPDi1AXVPTUHG9ABPeX7r33bysBJZrZ16N+lQ3/bDrzYzE40s2OBC4HTzOwi4H53v2vGebwauL5JI5eavLhN+487yNJjWWSsaFY2LbO8eyV1M0SkRbZrTyernl0PdLmwA7BuzyxFkbk97O5bxv3B3XeY2b8FbgX2AncB+4ErgJfPMnEzWwdcBFzepJFFpghVaw5RF5SUpgvfqHWAl65x92vc/fnu/mLgUeA7wDOBu8zsO8CpwJ1m9o8mTOLXgDvd/QdN2pFVqAl1+4ScacCwdJGCTV269F5lPDM7uf//PwZ+E/iku5/s7qe7++nATuD57v79CZO4mIZdT5BZqJmHqjWHlHx6t8bVdFdXgk3tB/wc3l8XtqUCfMbMvgb8Z+BN7r5r0hPN7BlmdtPQ78fSO0PqhqaNyGZMzYDG1qTnmzdmsaMSqUWt42xq20/odO7FufsvTfn76UM/P0BvMPHg9yeAE9toR9HpQdUakbJ16Rt2bQFAJEdxQ82a2UZkd3FsTVMlDxhWF1S3dS3Y1BBuankfUp+iKzVQT7VGA4ZFuqPkQJBb27sUimW66KHmwIYDMz1P1Zr5lTxgWLqtiwem3MLBLEpss3RL8ZUayK9as6jcqjXqgpKYuhpsSgkKpbRTui1JqKm9WqMBwyIyj9wDQ+7tExmoolIDqtb85PUaMCwF62K1ZiDXqk2ObRpoc3vR6dx1SBZqVK0RkXG6HGwgr3CTSztEZlVNpQbCVmtKogHDIuVLGW5yClYi80gaakqq1nT59G51QUlsXa/WDIsZMBRmpHRVVWpA1RqRWijYHC5k4FCYkVokDzWq1oyX24BhEcnDIIC0EURKDjMKvTJO4xtamtlaYCtwv7u/YpFpHNhwgLV72xtYu7IBlvfO9tx9G2FdmZ/pqGLe5HLNiSdohyVA78ClLsnVDX8ux3UVlxpaRBbRxl26LwN2AMe1MK1V5XAH730bjXV7ZruHVVNN7969svkYlnc92WKLRCRnCjDSdY0SgpmdCvw6cHXThszaDTWrnMbW1HJ6d8wBwyIDqtqJyKyalj3+DHgnEG3AS6lja2Q+6nKQYQo2Mqzt7UEX3qvHwqHGzF4BPOTuX57yvEvNbKuZbT2w9/FVp5myWhOaBgyLiIiE1aRS8yLgIjP7DvCXwHlm9qnRJ7n7Ve6+xd23rN2wvsHsDglRrcn51gk5UReUpKJqjYhMs/BAYXe/HLgcwMxeArzD3X+naYNSngkV2lOb1nLU7vmrUV0dMKyzoGSUzoYSWd2aA77QcaYWUU8lsrXtnTWUQ7VGRERE8tFKqHH3v1v0GjXjlDK2Rl1QIvGpetdtWv+ymugXfVnesK+1aZVYrdGA4fmoq0FERGaV/DYJk6hakzdVayQlfVsXkXGShBpVa1StERERaVuySs0swabtak0oXa3WxKIuKBlH1RoRGZVt99M8Zq3W1HDrhKbVmjapC0pSU7DpFq1vmSZpqFG1Jj51QYmIHKJbJNSlikoNdKta00XqgpJJ9O1dRAaSh5qaqjWx5DRgWF1QIiKSi+Shpk0hqjXzKKULSqQ2qtaICGQSanKu1uTaBdXFAcPqghIRkdVkEWrapGrNbDRgWGqjak3dtH5lFtmEGlVrZBaq1shqdOAT6bZsQk2bulKt0YBhERGRQ7IKNV2u1ohIO1StEemurEJNm0qr1tRwPygNGBYRkZSihpq1a6YHDVVrRKQpVWtEuqnaSg2kr9bMq4bTu0VE2qaQmj8zO97MPm1m95rZDjN7oZn9kZndbWbbzOwWM3vGmNedZmZf6L/mHjO7rEk7ooeaTRufnPqcWqo1XTy9W11QkgsdCEWi+jDwt+7+c8DzgB3Ale5+lrufDXwWeM+Y1+0H3u7uzwHOBd5kZs9dtBFJKjWzBJu2zFqtyYVO7xYRkZKY2XHAi4FrANx9n7v/yN0fG3raesBHX+vuD7r7nf2f99ALQ6cs2pZsu59iV2tyGTC8KA0YFjmSqjUirTnJzLYO/bt06G/PAn4IfNzMvmJmV5vZegAz+zdmdh/wGsZXan7CzE4HzgHuWLSRS4u+sKlNG59k9544V7Xdf9xBlh5rL7/t2wjr9rQ2uSM8tWktR+3WTTxFRGQ+dsBZ3r0SYtIPu/uWCX9bAp4PvMXd7zCzDwPvBn7f3a8ArjCzy4E3A+8d226zDcBngLeOVHjmkm2lBlStmZcGDIscSdUameTmxz+Zugm12AnsdPdBheXT9ELOsP8A/Na4F5vZMr1Ac52739CkIUlDTcyxNW2r8fRudUGJSG4USvPn7t8H7jOzM/oPnQ98zcyePfS0i4B7R19rZkZvLM4Od/9g07ZkXamB9qo1qU/vjnUxPhE5kg6MIsG9BbjOzO4Gzgb+BHifmW3vP/Zy4DIAM3uGmd3Uf92LgNcC5/VP/d5mZhcu2ohkY2oGYo6taVvosTWLWNm03Kg/dWXzMSzvKreCJiIi8bn7NmB0zM3Y7iZ3fwC4sP/zF4HWxmhkX6mBeqo18yq9WqMuKBERiSmLUNOVsTUaMCySjrqgROqXRaiZxSzVmlmoWjOdBgyLiEiJsgk1bVRrUt06YR6q1oiko2pNWbS+ZF7ZhJpZ5Fqt0endq4tVrRERkW7LKtSoWjNe6QOGY1EXlMxC3/5F6hU11CytbX5zydjVmlnlWK1RF5SIiHRJVpUayK9aowHD7dCAYcmJqjUidYoeak5ev7fxNGqo1mjAsIiISLuyq9SAqjU5UbVGRERKkSTUtFGtaUtJ1RoNGBZpj7qgROqTZaUGpldr2rp1wqxKrtaoC0pERLogWajJqVqTUgnVGnVBiUhsqqTJIrKt1EC8ak0XLsanao3IkXTgFKlL0lCjas1iVK2Zjao1IiLdknWlZhY1VGt0erdIOqrWiNQjeaiZVq1p4/RuaUeb1ZpYVK0REemO5KGmDbGrNbPS6d2T6SaXIiLStqXUDYBeteahxyf362za+CS79+RTJVjZAMuFDgda2bTM8u6V1M0QycrBRx5VVU+qYAec5V3d7eGoolID3bx1ggYMz0YHKxGRbsgm1MQYW6OL8fVowLCIiNQoaqhZt6a9UDFOrtWakEqv1sSiao1Mo7OgRMqXTaUG6q3W5Hh6dy40YFhERNoSPdScduyPgk6/rWpN7dQFJSIitVk41JjZaWb2BTPbYWb3mNllbTQol2qNBgyvTgOGRUQkN00qNfuBt7v7c4BzgTeZ2XNneWFN1RoNGBaph8bViJRt4VDj7g+6+539n/cAO4BT2miUqjWq1oSiao2IDPzq+telboK0rJUxNWZ2OnAOcMesr1G1Jg+q1ohIblQxk0U1DjVmtgH4DPBWd39szN8vNbOtZrb1x7t+PPN0a63WzEPVmjBUrRERqVOjUGNmy/QCzXXufsO457j7Ve6+xd23HL356MP+FrpaE1OI07tFJD5VCUTK1eTsJwOuAXa4+wfba9IhTas1ud7oMjdd7IJStUZEpD5NKjUvAl4LnGdm2/r/Lpx3IqrWTHuuuqBERERmsfBdut39i0Dwy982vYP38oZ9rOxdF6JpVeni3bvXnHiCuhpERCqSxW0SUldrdHp3c6rWSE0UdkXKlEWomSbG2Jq26PTusmhsjYhIPYoINTHkXq2Zl6o1IlIqfdmQRUUNNets/8S/TeuCmlatmab0ak3X7t4dk3agIiKLM7Ojzey/mtld/XtB/mH/8d/u/37QzLas8vrjzezTZnZv/36SL1y0LdVUarpwMb4YutgFJSIijTwFnOfuzwPOBi4ws3OB7cBvArdNef2Hgb91958DnkfvtksLiR5q/skxj0z8WxerNRowPFnMLihVa0REFuM9gwP0cv+fu/sOd//6aq81s+OAF9O77h3uvs/dFz57qJpKDaha0xZVa0REZB5mttbMtgEPAbe6+6z3gnwW8EPg42b2FTO72szWL9qOJKGmSbWmKVVrwiu1WiMyTKd1ixzmpMF9HPv/Lh3+o7sfcPezgVOBF5jZmTNOdwl4PvBRdz8HeBx496KNXPjie6k0vRjfLA5sOMDavfHDgKSli/GJdM+vrn8dNz/+ydTNaM/+A9iuPSGm/LC7TxzsO+DuPzKzvwMuoDemZpqdwM6hys6naRBqknU/pazWtKGk07sXkVMXlKo1IiL5MrOfMrPj+z8fA7wUuHeW17r794H7zOyM/kPnA19btC1Fjqnp+sX4utYFFZMGDIuIzO3pwBfM7G7gH+iNqfmsmb3KzHYCLwT+xsxuBjCzZ5jZTUOvfwtwXf/1ZwN/smhDsu1+Ou3YH3HfE8cnm/8sXVD7jzvI0mNF5sKZdPF+UKBuKBGRebj73cA5Yx6/EbhxzOMPABcO/b4NmNq1NYukR+TVuqCmqbFaowHDk6kLSkREpsm6zJB6bI1O785rbE1M6oYSESlP8lCjas3hVK2ZTNUaERFZTfJQM42qNempWiMiIiXIItR0pVozq5DVmhRUrRERkRiyCDXTlFCtmUWI07vnlaILqmSq1oikEfOz96vrXxdtXhJW1FBz9JrJpweHrNZM00a1Rl1Q8ahaIyIi4xRRqYFm1Zo2bnTZFg0YLo+qNSIiZYgean7mqB9M/FvKas00GjCsao2IiOStmEoNhK3W6PTu8FStERGRkJKEmlDVmtBUrcmLqjUiIjKsqErNNCWd3h2iWhND0y4oVWtEZFb6zMm8koWaRas1JZzenapaU0IXlIhIjnRadx2qqtRAWdWaUuVUrYndBaVvjiIi+Uoaamqu1syiqwOGS6dgIyKSp+oqNaCL8cWg07tFRCQ3yUNNimqNLsZ3OJ3ePT9Va0RE8pM81ISii/GFp2qNiISmLxAyj6XUDYBeteZbTz1t7N/+yTGP8N0nTxz7t9OO/RH3PXH8QvPctPFJdu+ZXC1Y3rCPlb3rFpr2vFY2wPIMGWzfRli3J3x7YlnZfAzLu/Kpms1rzYkncPCRR1M3QwLRwbR7fnX967j58U+mbkYzB/Z3er9UbaUGul2tKaELqm0pqjU68ImI5CNqqFln+1ufZi23TihVTqd3i4hIt2VTqan5Rpez6OqA4bapWiNSH33GZFbRQ82z1v2w9WnmXq3RgGEREZHwsqnUQLk3umxLV6s1bXdBqVojItJNSUJNFvel9gAABqRJREFUiGrNakLfOiHnAcOxqFqjYFMTrcvu0j2gypZVpQbKvXVCW3Ko1qRQQ7VGRMJR0JRZJAs1uVVrmqqpWrNoF5SqNdrxioiklF2lBvK8dYJO7w5P1RoREWkiaahRtWa8HLqgaji9OxVVa0RE0siyUgOq1pQqt4vxparWKNiUS+tONFi4XMlDTRerNbNQtUZE5HAKnDJN8lCzmlqrNaUMGF6UqjU92gGLiMSVdajpOlVryqdgUxatL5GyZRFqVuuCWq1as5rVqjW6GF94qtaIiEhsUUPN0eatTq8Lt06Q8unbv0h7Yn2eNFi4TFlUaiBMtWY1OQwY1undq6upWqNgkz+tI5HyRQ81z15q5+yggZIHDNdOVxgWEZGYGoUaM7vAzL5uZt8ys3c3bYxO7x6vy9WatqlaI1I+fZbyMy0PWM+/6//9bjN7foh2LBxqzGwt8H8BvwY8F7jYzJ47y2sXqdbo9O4y5TZgODXtjPOk9SKyuBnzwK8Bz+7/uxT4aIi2NKnUvAD4lrt/2933AX8JvLJpg2qr1rRF1Zr2pD4TSgdQkTJosPDMZskDrwQ+6T23A8eb2dPbbkiTUHMKcN/Q7zv7jwWTY7VmGp3erWqNiEjlZskDUTLDUoPXjvuaf8Q522Z2Kb1SE8Dezafs/Pr0SX+3QbOOcBLwcJsTzJTeZ130PmN6Ivgc8nif4VX3Ps3+/biHz4jdjlk9dvDRm2954t+fFGDSR5vZ1qHfr3L3q/o/z5IHZsoMTTUJNTuB04Z+PxV4YPRJ/Td91ejjsZjZVnffkmr+seh91kXvsy56n3UZObhnxd0vSDDbWfLATJmhqSbdT/8APNvMnmlm64BXA3/dTrNERESkELPkgb8GXtc/C+pcYLe7P9h2Qxau1Lj7fjN7M3AzsBa41t3vaa1lIiIikr1JecDMfq//948BNwEXAt+i1+H7v4ZoS5PuJ9z9JnoNzVmyrq/I9D7rovdZF73PunTlfc5sXB7oh5nBzw68KXQ7rDcfERERkbJlc+8nERERkSY6FWrM7B1m5mYW4nS35MzsSjO7t38J6hvN7PjUbWpL27fkyJGZnWZmXzCzHWZ2j5ldlrpNIZnZWjP7ipl9NnVbQjGz483s0/3P5Q4ze2HqNoVgZm/rb7Pbzex6Mzs6dZvaYmbXmtlDZrZ96LETzOxWM/tm///NKdsoh3Qm1JjZacDLgO+lbktAtwJnuvtZwDeAyxO3pxVNbslRmP3A2939OcC5wJsqfZ8DlwE7UjcisA8Df+vuPwc8jwrfr5mdAvwrYIu7n0lvoOir07aqVZ8ARk+TfjfweXd/NvD5/u+Sgc6EGuBDwDsJcLGfXLj7Le6+v//r7fSuA1CDILfkyI27P+jud/Z/3kPvABj0Kt2pmNmpwK8DV6duSyhmdhzwYuAaAHff5+6LX948b0vAMWa2BBxLgOuPpOLutwGPjjz8SuAv+j//BfAbURslE3Ui1JjZRcD97n5X6rZE9Hrgc6kb0ZLot+RIzcxOB84B7kjbkmD+jN6XjJrvEfIs4IfAx/vdbFeb2frUjWqbu98PfIBeFfxBetcfuSVtq4J72uAaK/3/T07cHumrJtSY2f/T788d/fdK4ArgPanb2IYp73PwnCvodWVcl66lrYpyee1cmNkG4DPAW939sdTtaZuZvQJ4yN2/nLotgS0Bzwc+6u7nAI9TYTdFfzzJK4FnAs8A1pvZ76RtlXRVo+vU5MTdXzrucTP7eXoftrvMDHpdMnea2Qvc/fsRm9iKSe9zwMwuAV4BnO/1nK8f5fLaOTCzZXqB5jp3vyF1ewJ5EXCRmV0IHA0cZ2afcvfaDoQ7gZ3uPqi2fZoKQw3wUuC/u/sPAczsBuCfA59K2qqwfmBmT3f3B/t3mn4odYOkp5pKzSTu/lV3P9ndT3f30+ntaJ5fYqCZxswuAN4FXOTu4W/RF08nbslhvdR9DbDD3T+Yuj2huPvl7n5q//P4auD/rTDQ0N/H3Gdmg5sfng98LWGTQvkecK6ZHdvfhs+nwgHRI/4auKT/8yXAXyVsiwypplIjAHwEOAq4tV+Vut3dfy9tk5rr0C05XgS8FviqmW3rP/av+1fqlDK9BbiuH8a/TaBLw6fk7neY2aeBO+l1e3+Fiq64a2bXAy8BTjKzncB7gfcB/9HM3kAv1P12uhbKMF1RWERERKpQffeTiIiIdINCjYiIiFRBoUZERESqoFAjIiIiVVCoERERkSoo1IiIiEgVFGpERESkCgo1IiIiUoX/H9vNT4j5qxsiAAAAAElFTkSuQmCC\n", "text/plain": [ "

" ] @@ -190,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -206,7 +206,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 96.75313670643321
\n", + "Objective: 96.75313668967566
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -220,13 +220,13 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 672398.7240957518 +ve
rbf.lengthscale 12.427228702547053 +ve
rbf.variance 672387.7248609178 +ve
rbf.lengthscale 12.427199409335204 +ve
Gaussian_noise.variance5.562684646268137e-309 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -234,7 +234,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAHSCAYAAAAUvDo/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3df7RlZX3n+fe36t4LRdWlKCDYCnTQxBBtgoWp2NhOjAG1CXEwJpMZWcYwo4ZJL7XR0VFpJpqspLNsMRp7OUsXATS2NJluhElaMcA4JiynhU6JBYKFP9pWKUBLoCxuAXJvVX3nj3MOHA7n3PNr7/18n2d/XmvVqnvPPWc/z9lnn7M/5/s8e29zd0RERERytyF1B0RERESqoFAjIiIiRVCoERERkSIo1IiIiEgRFGpERESkCAo1IiIiUoSFJhtbsiN904bNTTbZsbHRp9mxsLGxpnyjZbn8wxUv1yte5VUtzyv86lDpc9xQ3ekcbGN9p4bYuOFwbctez8LGNO1GdPBQvd9/Dx2effl+aMrPkcOT398ODb/98fv2PODuPzVdw814+a8e6Q8+VP22u+uOtRvc/ZzKF1yxRvf2mzZs5swjf73JJgHYcNyxjbfp25Yba2tt26b629i6WMtyH99abRJZXa4uKK1W+BKubaluWQePruYD69CWEZ/YM1rcslrp8vptXX6stmWPc8LmA8naTm3vIxVuuCPsX5n982vtwNLUj9l4YLLPnIWHRwetb/3B//a9qRtuyIMPHeaLn39G5cvdduKe4ytfaA00/FQT27fSWFuL+9J94EeztFJdxWCpwpdwMeB+cdIP90mtHViaaSczif0rm+ba+c1j7yNbnvjXFk0936Zf06q3eYmn+FCTokpTosX9a7Us94j91VYLqhYx2Kz3DXJadXzI1xVsoPmd4KDSw02Tz2/e17LO7azK95g0S69cIXKu1lQdbKqs1nSWV+niKqFgk1Zp1Zumn0uKQKMqTTskmEEruVrcv1bb3JqqLa14pfNrqrJ4oLr5NQsPb6hsfs3GAxsrn2OzdmCptnk2vZ1iyrk2Pf1hIKf5N6kCWfRAoypN3vTq1ajJeTWgas2gNsyvaXPFBmJUbfpFr+Ck7l+010vKo0qNTCWnak3VllaqOyJKFZvqRKra9BsMDimqOJHCVRWBRlUaGUehRqZWV7A5Yv+hyg/xrnoYSsFmNnUHG+jsNKMFm36jAkZVYSdSgBmUKtBI+yjUFGZx32ONnLemLjkEm6gUbOIHm2Eih5F5pR5uqqNKE/H0DPIk1dpq1vS8mqbUdYg36DDvKHKcYwNpz2kjT6ryNdDRTjIphZoC5TxhuC6RD/OOOnEY6gs2CjdlSx1opqUqTTmKDjVtPvFeE8Emt2qNgs1s6vrG29QcCQWbZkUINKrStFfRoUbqp2BT3bIUbOqjqk39ql7HTW0bqtKURaGmAanm1WgYKj8KNvVSuKlH1et0nm1CVZp2U6iRualaU+niFGwaoGBTnUjrctrtU+elKY9e0cI1Va1RsKl0cZXKKdioapOPutZfxPPRaOgpHwo1DSn10O6cRQ42VX+I5hJsIE3VRuFmOnWtryaHnVSlKZNe1RZQtaY5CjbVSPFtXeFmvDrXUcQKDahKk5tiQ02bD+dOKbdgU3W1pmptDzYKNzHUvU7mfZ1VpUnLzE42sy+a2W4zu8vMLurevt3MbjGzXWa208xeNPC4f2xmB8zsnSOWe6mZ3W1md5jZdWZ2zLi+6JVtUMohqFKOhMoh2ESeOAx5BRtI9w2+tyNvc8Bp4vk3HWimoSrNxA4C73D35wFnAm82s+cDHwD+yN23A+/t/t7vw8Dn11nuTcBp7n468E3g4nEdUaiRytVZramLgs18Nh7YWNxwVL+2hZumnm+KQKMqTfXc/X53v6378wqwGzgRcODo7t22Avf1HmNmvwF8B7hrneXe6O4Hu7/eApw0ri96dVukyWpNbsNQoGBThRKHo/qVXr1p8rmlfi3HUZVmNmZ2CnAGcCvwNuBSM7sH+CDdSouZbQbeDfzRFIt+A+tXdQBdpbtxtm8F37acuhvZq+Nq3nVYWoHVCl/uxQOwVuFFnau8sndPHVf47tfE1b4n0dv553ZV8GGaDmlVBBpVaYb7iRvfOljLZ+PxZraz7/fL3P2y/juY2RbgM8Db3P1hM/sT4O3u/hkz+x+BK4CX0wkzH3b3A2Y2tmEzu4TOENdV4+6rUNMyi/seY21bMx9gi/vXWNu6WNvy6wg2SyvO6vL4N9l0y6w22OSgLcEGnh4Icgk5qapNOQQaVWmGesDdd4z6o5kt0gk0V7n7td2bLwAu6v78H4HLuz//U+B/MLMPAMcAh83sJ+7+0SHLvQB4FXC2u48tp499lc3sSjPba2Z3DvnbO83Mzez4cctpko58Wl8pw1B10RFR1WhiAnHEIYzIQ1Sp+xbx9ZL5WafccgWw290/1Pen+4Bf6f58FvAtAHf/ZXc/xd1PAf4c+NMRgeYcOsNU57n7o5P0ZZJKzSeBjwKfGmjsZOAVwPcnaUiepCGo6tQ1DFV1xaaNw1BQf8UGYlVtBg0LD01WciIFq6oCjYadQnoJ8Hrga2a2q3vbvwJ+D/iImS0APwEuHLcgM7sc+Li776STPY4AbuoOU93i7r+/3uPHhhp3v7k78WfQh4F3AX89bhkSj4ahxmtjsAGym2MDT+4wo4abfqOCxqxhJ1JwGSVloJmWhp6m5+5fAkZ9WP7imMf+4cDvb+r7+Wen7ctMc2rM7DzgXne/fZJJPiK5BpuqRQ82kOfk4Z7IVZtxcggns0gdaFSlaZepX20zOwq4hM6JdCa5/4XdMwnuXPXHp21uarnMp4lwLahSTshXpzrm10Q/1BvqO9y7iW/aUefatFHq12Ha7VhVmvzN8sn1M8CzgdvN7Lt0ToZzm5n9o2F3dvfL3H2Hu+9YsiNm76nUoqRJw7mcv6azzGqXl0uwgWaGEEDhJqWq131T24zkb+pPLXf/mruf0DdzeQ/wQnf/QeW9k+Io2NRHwWY4BZtmVb2+mxp2mvT9U/UXEqnWJId0Xw18GTjVzPaY2Rvr79Zschl66okwBAXND0Mp2PSWV+niAAWbUVS1aUaUQDMtDTuVY5Kjn84f8/dTKuuNJNPk0VBNaOvEYchn8jA8udNqYhIx5HWUVG4iBZq6griqNPFpWnhiUao1TcvxpHyQx/wayKtiA83PmVDVpjp1VMGaDDSq0pSlmFCT29BTRBqGmoyCTT1SBBuFm/m0af2pSpOHYkKN5EnBpn+ZlS+yFiUFG1C4mUWd60xVGplHEaEm9ypNpCGoEs9d0+ZgU9eHdt3BRuEmprrXUdRDt3P5wiGFhBqpVmnDUHVSsKlPqh2cws1wda+TeV9vVWkECgg1uVdpeiJVa6C8YFNXtaYuCjYdKb+598JN2wNOE+ug6UAj5dKWIGHkGmxyODEf5B1sUg9LtDHcNPWcU7y207wXNPSUl6xDTSlVmp62V2uakFOwyeWIKGjmm3LqYAPtqN40+fyqeE1VpZF+2hpkXaUNQ4GCjYJNNUoKOCmeS6pAoypN2RRqJBwFm8FlVr7IWoNNG4ajBuUacFL1WRUaqUu2W0VpQ0890YagIM0wlI6IGlxm5Yus9eiPtlVt+kUOOP19S9W/lK+bqjTlyzLUlBpoIisx2NR5RJSCTXPBJmq4gaeHiKaDRIQQ06+q10pVGhll7AUtpXm2bwXfVvFVDmWoOi98ubTirC5bxcvM4wKYPXVdCHPQxgMbG7so5rxGhYtZL7IZIaxMInWgaUuVZtUX+M7qT9Ww5O/VsMzqZRdqVKVJJ8WVvBf3r7G2dbHWNnK5onePgs1wTV/xu2q5hJNZpK6m6UR77ZFVDa9NgSbi3BoocxgK8po43Flu9cvMfSiqJ/UOVJ6qytejie0o5yqNZBRq2hRoolOwmY6CTUcTR0b1RJ9r0xYRAo2qNO2SRahpa6CJWq1JRUdEDVtu9ctcPFBW1UbhpnlVr/emthlVafIXPtS0NdD0RA02JZ5tGPI7Iqqz3FoWW0ywAQ1JNanqdT3PtqIqTfuEDjVtDzTRaRhqego2T0oRbBRu6hVp/U677apKU4awoUaB5klRqzWgYDMLBZsnpTjfiMJN9epapxHPR5PLBWzbKtwWs+G4YxVoZCwFm1HLrWWxxUwg7qdwU4261mGTw06q0pQjVKhRmBlN1Zoh7SrYjFhuLYutfX5Cqm/lCjezqXO9RazQgKo0OQix5ag6kz8Fm3YoNdiAws006lxP824DqtK0W9JQozAzncjVGij3iKg65VatgWaCjcJNTHWvm6YDjZQnySeHwszsFGyGtJl5tUbBZrjUQxAKN09qYl2keL2neY9o6CkPDR9TuaAwI7VQsBm13FoWC7Qj2MCTO/Q2BpycnreqNAJB5tTIdFStGdGugs2I5dayWKC5YBMh3EBeO/l5NP08Uww7qUpTphifFFIcBZvZKNiMFiXYQLnVmxTPKdLrKvnT1pSp6NUaULCZVa7Bpi3DUYNyDzgp+1/F66kqjfSL9wkhE1OwWaddBZsRy61lsU9o23DUoFwCToR+pgo0UraYnwxSlJIP9Vawebo2DkcN0x8cUoecSH2pKpTOup2pSlO22J8KMlYO1ZpUmqjWgILNME0Gm+jhpmcwWNQZMCKFmH65vFYyHTM72cy+aGa7zewuM7uoe/sfmtm9Zrar++/c7u2vMLOvmNnXuv+ftc6y32pm3+gu9wPj+rJQ3dOSVGzfCr5tOXU31rW47zHWtm1qvt39a6xtXWy83SotrTiry1bDcmG1xs1m8QCsbalv+f0WHt7AwaMPN9NYxSKFjjpVGWiaqNLIVA4C73D328xsGfiKmd3U/duH3f2DA/d/APjv3f0+MzsNuAE4cXChZvarwKuB0939cTM7YVxHFJsLkUPFRvNrZldnxaaEI6Mgr6pN2+QYaDT0NDl3v9/db+v+vALsZkhI6bv/V939vu6vdwFHmtkRQ+76L4D3u/vj3cftHdcXfQJIoxRsZlfnh2wJR0b1KNjEotejXczsFOAM4NbuTW8xszvM7Eoz2zbkIb8FfLUXXAb8HPDLZnarmf29mf3SuPY1/FSQHIahoOyhqCP2H+LxrfUNJ9Q1FNVZdlnDUUC2Q1KlqDrQqEoz3k8OL/Ltx59Rx6KPN7Odfb9f5u6X9d/BzLYAnwHe5u4Pm9nHgD8GvPv/nwFv6Lv/PwH+DfDKEW0uANuAM4FfAv6DmT3H3Ue+QAo1hVGwGdOugs2YZZcTbEDhJqUogUYq84C77xj1RzNbpBNornL3awHc/Yd9f/8L4LN9v58EXAf8rrv/1xGL3QNc2w0x/8XMDgPHAz8a1Q/VBSUZDUXNLtehKEizc9J8m+bUsa7n2WbaVKVJxcwMuALY7e4f6rv9mX13ew1wZ/f2Y4DPARe7+/+3zqL/b+Cs7mN+DliiM8l4JL3LC5TDpOE2ULAZLdW3bgWbekVbvzraqTEvAV4PnDVw+PYHuodt3wH8KvD27v3fAvws8Ad99z8BwMwuN7NeRehK4DlmdifwV8AF6w09gYafiqVhqDHtNnSot4aiRusFmyaHo0BDUnWpK9A0GYBVpZmNu38JGPZBdP2I+/8J8Ccj/vamvp9Xgd+Zpi+xYrVUKpeKTcnDUFB/xaZOTXzTTVm1iVZZyFGd67HJYScpg97RhVOwGdNuAcGm7m+XJQcbULiZR53rreltQlWaMuid3AIKNmPaVbCZYPm1Lh5If3SLws3k6l5X824LqtK0l97BEoqCzexKCTYKN3E1sW5SBJpp3js5Dye3gd65LZFLtQYUbOZRQrCB9MEGFG76NbUuIrzukje9Y1tEwWaCdhsKNnUqKdhE2Mn1duhtDTg5PW9VaSSfrVUqoWAzQbs6Od8Ey29X1aanTeGm6eca6XWWfLXj3SlPoWAzQbsKNhO2UXsTQLwdXqnVm1TPq4rXV1UaAYWa1lKwmaBdBZsJ26i9CSDOcNSgEgJOyv6nCjRSprFbcfdy4Xu7pynu3Xapmd3dvZz4dd3rOEhmcgo2qSjYTNpG7U08IWKw6ckp4EToa8rXUlWaMk2yNX8SOGfgtpuA09z9dOCbwMUV90sakkuwSVWtaUoTwaaUCcQQt2rTrz80RAg50fpT1eunKo30G7tlu/vNwEMDt93o7ge7v94CnFRD36QhCjZj2i3gUO+ekoINxA82/QZDRd3hIlqI6Zc60OjsweWq4oKWbwD+rwqWIwnpAphj2i3kAphQ70UwO8uv90KYg1JdGLMq0QJH3VIHmmlp6Ckvc72bzOwS4CBw1Tr3udDMdprZztXDZQ8hSDNUsZlfSYd89+RUtWmjKEOGqtKUbeZQY2YXAK8CXufuI7cSd7/M3Xe4+46lDc1/w5bJ5TIMBQo2VShtAjHE2XHKU1X9mqhKI6PMFGrM7Bzg3cB57v5otV2SlBRsJmhXwWbKNmpv4mkUbOKIFGhUpSnfJId0Xw18GTjVzPaY2RuBjwLLwE1mtsvMPl5zP6VBCjYTtKtgM2UbtTfxNKrapBdp/U+7natKk6exE4Xd/fwhN19RQ18kkFwmDoMmD1eh7snDnTaanUDck/tE4lzVEWh0+LaMU8XRT1IoBZsJ2lWwmbKNzv+pwo2CTTOiBZo2DTut+gLfe+y41N1Ipl3HEsrUNBQ1QbsaipqhnUaaeRoNSdWrrvXb9Paioad8KdTIWAo2E7SrYDNDO400M5TCTfWirs82VWlEoUYmpGAzQbsKNjO000gzIyncVKPOddj0sJOqNHlTqJGJKdhM0K6CzQztKNzkqu71lnq7kPwo1MhUFGwmaFfBZsa2GmtqJIWbyTSxnubdHlSlaSeFGpmags0E7SrYzNhWY02tS+FmtCbWS5TtQPKjUCMzsX0r2YQbBZv5tTHYgMJNv6bWRRWvv6o07aVQI3NRsBnTroLNjG0p3ESR23PX0U7tplAjc1OwGdNuYcGmrVUbeHIHn9NOflYpnmeq11tVmnIo1EglFGzGtFtQsIH2Dkf1KzXcpHpeqYadptXUe1lmo1AjlVGwGdOugs0cbcUPNzkHnNTPIeVrqypNWRRqpFIKNmPaVbCZs71Gm5tafzjIIeRE6GdVr6mqNAIKNVKDXIJN6UoONtHDTU+0gBMtdKUONKrSlKfZULNQ71WGJY4cgk3p1RooN9h02my8ybkMBoq6g0WTbc0iu9dPVZosLDTdoG9bBvLY6cl8bN/KE693VIv7HmNt26bm292/xtrWxUbaOmL/IR7fWv8XiqUVZ3XZam/nqW12/l+NvZmta9KwsbZluvtHVmWgUZVG+iUbfoq+s5Nq5BBeVbGpTqpzhOT2rX8WEasts4gQaKRcSefU+LZlhZsWULBZp91Cg02q4ag2hJucRXl9pn0vaOgpHyEmCivclC+Hyyoo2FRLVRvpV/XroiqNDBMi1PQo3JRPwWZEuwo2FbercBNJpECjKk31zOxkM/uime02s7vM7KLu7Zea2d1mdoeZXWdmx3RvP657/wNm9tF1lvvb3eUdNrMdk/QlVKjpUbApm4LNiHYVbGpoO1nT0qXXoBUOAu9w9+cBZwJvNrPnAzcBp7n76cA3gYu79/8J8AfAO8cs907gN4GbJ+1IyFADqtqUTsFmRLsKNjW0rR1rCnWtd1Vp4nH3+939tu7PK8Bu4ER3v9HdD3bvdgtwUvc+j7j7l+iEm/WWu9vdvzFNX8KGmh4Fm3Ip2IxoV8GmpvYVbppS13pOvQ213PFmtrPv34XD7mRmpwBnALcO/OkNwOfr7WKC89TMwrcth98Bymyin8tG57GpVm+n1PT5bJ7ah7zPaxNd1EDTlvPSrB7eyD2PHlPHoh9w93XntZjZFuAzwNvc/eG+2y+hM0R1VR0d6xe+UtOj4ahyRQ+sqthUL/U3blVtqhd5nc6yfWvoaTpmtkgn0Fzl7tf23X4B8Crgde5e+xs/m1DTo2BTJgWbEe0q2NTch7g74pzUvQ4jbCsympkZcAWw290/1Hf7OcC7gfPc/dEm+pJdqAEFm1Ip2IxoV8Gmdgo3s4seaFSlacRLgNcDZ5nZru6/c4GPAsvATd3bPt57gJl9F/gQ8D+b2Z7u0VKY2eW9w7fN7DVmtgd4MfA5M7thXEeymFMzjObZlKn3mkYNrm2ZYwO0ap5NTwnXkmpKEyEwSuiV9XWPZBr2Br5+ncecMuL2N/X9fB1w3TR9ybJS0xN1xyfzixxY21CxgfZWbUCVm3FyWTdtmRwsT8o61ICCTckUbIa0q2DTKIWbp2pyfaTaFjT0lLfsQw0o2JRMwWZIuwo2jWt7uGn6+VexDahK005FhBpQsCmZgs2QdlsQbCKHm7YEnBTPNeXrripN/ooJNaBgUzIFmyHtFh5sIGbVpqfkcJPquVX1eqtK015FhRpQsCmZgs2QdhVskiupepPyeaQONKrSlKG4UAMKNiVTsBnSbkuCTfRwA3kGnBz7LDJKkaEGFGxKpmAzpN0WBBuIX7XpFzksROubqjRSlWJDDSjYlMz2rYQNNwo29cop2PT0h4g0k2/jBZmeHF9PiSvbMwpPSmceLlvUq3y34czD0OwVvvtFOgvxrEaFi3nPZhwttKynykDTVJUm1ZcWmUzxoQYUbEqnYDPQboJgA81dVqHf0opnHWyGySmUzCNCoJHyFD381C/iTk+qEzW0tmUoCtIOR2kIIy9RXi9VacrTmlADCjalU7AZaLdFwQbi7ChlfVW/TqrSSL9WhRopn4LNQLstDDYKN3FFCjQ64qlMrQs1qtaUT8FmoN2WBRtQ1Sai3F8TDT3loXWhBhRs2kDBZqDdlgab3HekpajjdVCVRoZpZagBBZs2ULAZaLeFwQbyrxDkLlqgmYWqNPlobaiRdoh6kj4Fm2apatO8qOtcVZqyteI8NaPo/DXtEfFcNm05jw2kPZdNvxJO2peDOsNMhJAc2cFDG9j7yJbU3Uim9ZWaaDs6qU/EANumig3E2SFFrCCUorRAo6GnvLQ+1Ei7KNj0tbt/rbXDURB3eCRn0denhp7KNzbUmNmVZrbXzO7su+1YM7vJzL7V/X9bvd2sl6o17aJgM9B2i4MNKNxUoYl1OO82M8t2ripNfiap1HwSOGfgtvcAX3D35wJf6P6eNQWbdlGwGWi75cEGFG5m1cQ6i7atSFxjQ4273ww8NHDzq4G/7P78l8BvVNwvkdop2Ay0nSjYRNthKdxMLpf1pGGn9ph1Ts0z3P1+gO7/J0zyIN8Y+4gDVWvaR8FmoO2WTyDul8sOO4Umg1+qbUNDT3mqfaKwmV1oZjvNbOfq2iNJDmGdhoJN+yjYDLStYPOE3s5bAaej6XVRxTahKk27zBpqfmhmzwTo/r931B3d/TJ33+HuO5YWNwOEDzbSPgo2A20r2DxN28NN08895bagKk2+Zg01fwNc0P35AuCvp11A5GCjak07RTz7cFuDjcJNHDk/X1Vp2meSQ7qvBr4MnGpme8zsjcD7gVeY2beAV3R/n1rkYCPtpWDT13bCnULkYAN57+wnkfL5RX/tJa6xl0lw9/NH/OnsKjqwtm1TyFKfLqHQbtEuq5DqkgqQ5rIKPUfsP5T80grj9O/4S7j8QuqgVlWgmTWQR9wfyeRCnFE4asUm0k5Nmhct1KpiE1+uE4uj9Dun11piChFqIG6wkXZTsOlrO3GwyW2HFyUorCdS/6p8fVWlaa8woQZiBhtVa0TBpq/txBMvcws2Pf0BJ2WIiNIPkbqECjUQM9iIKNj0ta1gM7fBcFFHwGiijapEqNJIGcZOFE4h2uRhTRoW0OThp7SdcPIwPLkTjD6JeBqRQ0edooTUSPscmV24Sk2PKjYSUbRw2+aKDcTZIcpsqn79ImyTklbYUAOxgk2kb+iSloJNX9sBdiIKNnmKFGhUpZmfmV1pZnvN7M6+27ab2S1mtqt7uaQXdW9fMrNPmNnXzOx2M3vZiGX+oZnd2338LjM7d1w/QoeaaBRspEfBpq/tIMFG4SYfeq2K9EngnIHbPgD8kbtvB97b/R3g9wDc/RfonMD3z8xsVB75sLtv7/67flwnwoeaSNUakX4KNn1tBwg2oJ1lDup4jVSlSc/dbwYeGrwZOLr781bgvu7Pzwe+0H3cXuDHwI4q+hE+1ECsYKNqjfRTsOlre/9aiHCjYBOXXpvWeRtwqZndA3wQuLh7++3Aq81swcyeDfwicPKIZbzFzO7oDm9tG9dgFqEGYgUbkX4KNgPtBwk22oHGUtfr0XSVJtr7vUHHd+fF9P5dOMFj/gXwdnc/GXg7cEX39iuBPcBO4M+B/wwcHPL4jwE/A2wH7gf+bFyDIQ/pHiXKod46xFsG6XDvgfYTH/Ldk8O1o9ogYqAp1aHDG9i/Ust7/wF3n3aI6ALgou7P/xG4HMDdD9IJOQCY2X8GvjX4YHf/Yd99/gL47LgGs6nUiEQXLeim/gIQZYejqk1aJa37aO/xDNwH/Er357PoBhczO8rMNnd/fgVw0N2/PvhgM3tm36+vAe4cvM+grCo1oGqNxKaKzUD7QSo2oKpNCnUGmnlDc4T9SEnM7GrgZXSGqfYA76NzlNNHzGwB+AnQG7I6AbjBzA4D9wKv71vO5cDH3X0n8AEz205nwvF3gf91XD+yCzUQJ9iIDKNgM9B+sGADZZ2JOKqSKjQynrufP+JPvzjkvt8FTh2xnDf1/fz6YfdZT7bDTxEmDkfacUks0ap4qb8ERBmK6tEOt151r98UVZpo72kZLttQIxJdtA9BBZun0lybekQPNFK2rEONqjUSnYLNQPsBd0gKN9XIZT2mfg9IvbIONRAj2Iisx/athAo3qT/Uo5ykb1AuO+WImlpvqbabSO9fWV/2oUYkF5E+GFMHG4hZtQHNt5mW1pdEUkSoSV2t0RCUTErBZqAPgYONdtbjNbmOqthWImzzUq8iQg2kDzYik1KwGehD0GADCjejNL1eUm4jkd6vMl4xoSY1VWtkGpE+KBVsxlO46ch5PUTYzqV+RYUaVWskJwo2A30IHmwg7536vFI97xy2C4mjqFADaYONqjUyLQWbgT5ksgNrU7hJ+Vyr2h5m3bYjvT9lMo2GGt9oTXKFUacAACAASURBVDYnkoVIH5xRgk1u4abUgJPyeeWyDUgsjVdqmrgGjKo1MRx+8KGn/JPRFGyeLredWinhprSgpipNuyS5oOXa1sXaP7B00cs01gsv6/1tw3HH1tGdrES6EGbqi2A+0Y9AF8OcVH8YyOnCmZFCTG6BVuJIdpXuJoJNKr5tuXUpf95KTP/j2xxwFGyG9CPDYNMTPeBECjI9Ve4X9MW2fZKFmiaoWlO/OoaV2h5wFGyG9CPjYNMzGCBShpyIYQbiVGja9qW0JEmPfip5fk2UnVKdmpgn09b5OJE+VKN8MchpAvEkmpq70t9OSXNlxomy3UqzkldqSh6GKlnTQaPXXpsqN6rYDFdC1WbQuKCxXlWnlJCi/YBUIXmogfqDjYahytG2cKNgM1yJwWY9pQSXUar+/J/n8z5SlVSmV9zJ90ZJ8WEcZWdUtQjDQW0dlkot0pcDfbMXkUEhKjWgYSiZTRsqN5GqNRCvYgPNzM+TekSq0pTADxlrB5ZSdyOZUJWauj+YVK2ZX9TqSNR+VSVaSTzajkNfiPIU7XWL9j6T6YUKNaBvXDK70oekon3gKtjIPOp4vaJtk9K8cKGmblHK5jnKJTCUHG4UbNanYJOHiK9TtPeWzCZkqCltGKq0IahcKNg0I2KwibjTlA69NlKnkKEGNAwl1Si1aqNgM552nvHU+ZpE3AaleWFDTd1UrWkXBZv6RdypKNjEETnQRHsvyexChxpVa+IoIRSUWLWJ9mEcNdgo3Ii0Q+hQA/UGG1Vr2knBpl4Rgw2oapNS5CqNlCV8qAFVbKR6pVVtFGwmo6pN86Kv72jvHZlPFqGmTjrEu90UbOoTNdhA/B1tKepez5G3MUkjm1BTyjCUhqDiUbCpT+Sdjqo29cph3UZ7v8j8sgk1oGEoqU9Jw1HRPqgjBxvIY+ebmybWafTtStLIKtTUSdWa0UrZ2U+ilOeqYDMdVW2q0Yb1WMpnRKmyCzWq1kjdSvnQUrCZXuk75Do1ue6q2JaivT+kGnOFGjN7u5ndZWZ3mtnVZnZkVR1bT13BRpOGpUfBph65BBuFm+lofUkUM4caMzsR+JfADnc/DdgIvLaqjpUutyGoNiplno2CzWy0o55M0+sp5fZTwudB6eYdfloANpnZAnAUcN/8XZqMqjXSlBI+yBRsZqOqzfpyDTTR3g9SnZlDjbvfC3wQ+D5wP7Df3W9c7zGHN9qszQ2V+/waVWvyoWBTvcV9jyncZEzrQ/qZ2ZVmttfM7uy77Q/N7F4z29X9d2739tf13bbLzA6b2fYhy3yBmX3ZzL5mZv/JzI4e1495hp+2Aa8Gng08C9hsZr8z5H4XmtlOM9t58PFHeHzrxlmbbIyqNTKMgk09cgk2oHAD6dZBTttJS30SOGfI7R929+3df9cDuPtVvduA1wPfdfddQx57OfAed/8F4Drgfx/XiXmGn14O/Dd3/5G7rwHXAv9s8E7ufpm773D3HQtHbJ6jueFUrZEmKdjUI7cdVlvDTQnPedbtv4T3fp3c/WZglpV0PnD1iL+dCtzc/fkm4LfGLWyeUPN94EwzO8rMDDgb2D3JA1WtkZyVMoE4mtyCDZSxk59E6hCX47YhT3iLmd3RHZ7aNuTv/xOjQ82dwHndn38bOHlcY/PMqbkVuAa4Dfhad1mXTfr4KoNN7tUayVPOwSZitQby3Hn1dvilBpySnlfU7b5Sh42NBzZW/g84vjeVpPvvwgl68zHgZ4DtdObe/ln/H83snwKPuvudQx4L8AbgzWb2FWAZWB3X4MIEnRrJ3d8HvG/Wxz++dSNH7D80TxeesLZ1sfI339q2TY18yPq25Xa82Qp0+MGH2HDcsam7MRPbtxJy+HNx32PZVkp7n0ElfNGKEmYiBN2cv8BU6AF33zHNA9z9h72fzewvgM8O3OW1jK7S4O53A6/sPv7ngF8f12Z2ZxSW5uW6025Kzh94UcN0hB3ZPHKu3ETqe+7bQduZ2TP7fn0NneGk3t820BlS+qt1Hn9C333/D+Dj49pMHmqiD0Pl+o1RmqVgU70SdmiRAsJ6Sh9Cg7jbeSnM7Grgy8CpZrbHzN4IfKB7OPYdwK8Cb+97yEuBPe7+nYHlXG5mvYrQ+Wb2TeBuOufB+8S4fsw1/FQVDUNpCKoEGoqqXs5DUf0GP5OiDE9FDjElhNo2cffzh9x8xTr3/zvgzCG3v6nv548AH5mmH8krNSIlUcWmeiXu3FJWRnKoylT9ms+zbef8nm6jMKFGw1A6Z00pcv4QVLBpXn/IqCNs1LlskWhCDD/1VDkMJZKShqKqV8pQ1CTaHD5KDrBSvzCVmqrlWq2RcqhiUz3t8GRaGnpql3ChJoezDdcp4jdkmV3OH4oKNtI0vbYyr3ChBqoLNqrWSAQ5X1ZBwUaaUsdrGnX7lfqEDDVVinLo5DRUrSlTrsEmqsV9jynciMhThA01kYeh2lityXXSazQ5Bpvo33YVbPIX8TXM8b0qgUMNxB6GEplVjh+WCjZSl7peu+jbrNQjdKiJrO5qjYagyqZgUz0FGxEJH2pUrZFSKdhUT8EmL1GrNDm+N6UjfKiB9gYbVWvKl+OHp4KNVEGvk9Qhi1ATVRsnDIuAgo3MR6+P1CWbUNPWak0kOgKqHjlWayCPYKOdZ/tE3y6lXtmEGoh5mLcmDEsVFGzqo2ATS/TXI9f3onQ0Gmo8SCZRtUYiyvXDVMFGJlX365DDtij1arxSs7pscz1e1RopWa7BJgcKNmlp/UsTshp+qpKqNRJVjsEml2/I2rHKenJ878lTLaRodHXZWFrxmR//+NaNHLH/UIU9mt/atk36wJTKHH7woewmZtu+lSyqir33qY5ebE4Tn425BOu62SFYeLi19Yp0lZoIw1A5VWui7Cxy29HmLMdvjTntWPQlpBlaz9Kk9sa5Guibn1RNwaZe2uHWq6n1m9M2J/VKGmpUrREZT8GmXgo29chtveb4PpOnS16pmTfYVKHKYFNntSbKEJQ0L8cP3NyCTW474ciaXJc5bWdSv+ShZl4RD/EWqYOCTf0UbOandSgphQg1pQ1DlV6t0WThdBRs6qedcvvk+L6S4UKEGogxDCWSA30A10/DUbNpep3lFpilfmFCzbzaVK0RyU2uOx8Fm8lpXUkEoUKNqjWTiTAEJWnlWK3JOdhoh72+FOsn1+1J6hUq1MB8wUbVGmkTBZtmKdgMl/t6yfF9JKOFCzXzasvRUKmrNZosHEOOH8i5B5vcd+JVSrUuct6GpF4hQ03qYSidkE9yomDTvLYHG4U7iSpkqJlXpGqNhqCkCQo2zWvrTr2k553j+0bWFzbUqFozXuohKIklxw/oEoJNSTv5cSI819y3GalX2FAD6ScNV6XUao3m1UgVSthJtSHclP78pAyhQ01qqtZIbnKs1pSkxHAT6TmVEIClXuFDjao1ItPJMdiUtrOKFATmUcJzGCXH94mMFz7UQNpgk0O1RmRQjh/YpQUbyDcURAxlJW4fUr1GQ43HKZwkUVe1JuUQlObVxKVgE0MvIEQLCcPk0k+Jx8yuNLO9ZnZn322XmtndZnaHmV1nZsf0/e10M/uymd1lZl8zsyOHLPOPu4/dZWY3mtmzxvWj8UrN6oz7X1VrRKanYBNL1NAQtV+SlU8C5wzcdhNwmrufDnwTuBjAzBaATwO/7+7/BHgZsDZkmZe6++nuvh34LPDecZ3IYvipJJpbIzJeycEG4lRvIvRhElVvDzmG/ejc/WbgoYHbbnT3g91fbwFO6v78SuAOd7+9e78H3f3QkGU+3PfrZsDH9SNJqFG1pno6CkpGyfUDvPRg05MiWOQSZiK64ZFPpe5Crt4AfL77888BbmY3mNltZvauUQ8ys39tZvcAr2OCSs1CJV2dweoyLM3wmbW6bCytjA1r0qANxx2b7Y6zLQ4/+FCW859s30prAvuwkFFVZTfnANOWcFsVOwyLB2pZ9PFmtrPv98vc/bKJ+mR2CXAQuKp70wLw3wG/BDwKfMHMvuLuXxh8rLtfAlxiZhcDbwHet15byUJNCo9v3cgR+59W4ZrY2tZFFvcPG/abcjnbNtXyIePblvUBICPlGmzabNTnxLiwk3OIkbAecPcd0z7IzC4AXgWc7e69isQe4O/d/YHufa4HXgg8LdT0+ffA5xgTapLOqUkxDCUieVFQf7r+OTnD/pWijtdeVeXmmNk5wLuB89z90b4/3QCcbmZHdScN/wrw9SGPf27fr+cBd49rM/lE4VmDzayizK0pbcKwKgB5yPUDXcFGJDYzuxr4MnCqme0xszcCHwWWgZu6h2V/HMDd9wEfAv4B2AXc5u6f6y7ncjPrVYTeb2Z3mtkddCYXXzSuH9kOP2luzXAagpJxch2GatP8GokZZDVJeDR3P3/IzVesc/9P0zmse/D2N/X9/FvT9mOuSo2ZHWNm13RPrrPbzF48y3JUrRFplio20ka5bvcyuXmHnz4C/K27/zzwAmD3/F2aXCnXhRJJIdcPeAWb8uk1llnNHGrM7GjgpXTLS+6+6u4/nnV5uU0ajlytSVWiz3FIQ/KknZ6IDDNPpeY5wI+AT5jZV7uTezbP05nchqFEcpdrtQYUbEql11XmMU+oWaBzXPnH3P0M4BHgPYN3MrMLzWynme089OgjczQ3Wu7VmjpoQqVMSsFG2mDe7VyThPMwT6jZA+xx91u7v19DJ+Q8hbtf5u473H3HxqPGF3LaWK0pacKwhqDylHOwkXIopMq8Zg417v4D4B4zO7V709kMOXlOU1StEWkn7QhFpGfeo5/eClzVPTHOduBP5++SqjVV0RCUTCPnao2CTf70GkoV5jr5nrvvAqa+FsQkZrngZaoT8lV1TSiR1HI9MR/o5HwyWs6BXaaT/DIJVZt1GErVmurkulOUjpx3APq2L9JuoUNN08NQ89DcGpEYFGzyE/0105FP+Wg01HhDralaIzKfnKs1EH8nKc3JfVuW6TReqVnbMt39Va2Zn4agZBa57wwUbPKg10mqFHr4qWeWYJNztUZEqqEdZmx6faRqSULNtNWanFRRrSllwrDkL/dqjYi0SxaVGlC1RiSV3IONqgExNfG65L7tyvSShRpVa8Yso4AJw5pXU47cdw4KNjIrHfmUl6SVmiYmData8yQNQUmbKdjEoddC6jLXGYVTmOVMw7la27aJxX2Ppe6GCJD32YZ7dNZhKZ0das8+cpjkc2qaGIZKUa2Jenh303LfCcpT5T4MBaoSpNbU+i9hW5XpJQ81s2hyGKo0+pYqomAjUqoQoSbypOHU1ZoSJgxLWUr5Bqxg0zytc6lbiFADsScNl6bpao2GoMqjYCNtoCOf8hMm1ESmao1IuRRsmtHkei4ldMv0QoUaVWtE8lHSjkPBRqQMoUJNZKVVazQEJVVQsJFJaN1KU8KFGlVrRCQV7Xyrp3UqTQoXaqCZYDOL1NWaqunwbqlCSdUa0E44d6VtjzKdkKGmCTlWa3KfMKwhqHJpRyLDKCBK08KGGlVrRCQV7YxFh3PnqdFQ48GuEalqjYagpDqlVWsUbOaj9ScpNF6pOXj04YnvW2K1pu00BFU2BRsBrTdJJ+zwU1Oartbo8G6RvGgHnY/SQrVML0moUbVGpFwl7lgUbCandSUpZVGpqfuClzlWa3KmISjJkXbW42kdSWrJQs001ZpptaFaoyEoiazEag10dtracQ+n9SIRJK3U1DkMNS1Va0SqVWqwAe3AIyp5e5PJZTH8NAtVa6bXZLVGQ1CSOwWbJ5W2LnSOmumZ2UVmdqeZ3WVmbxv42zvNzM3s+CGPO9XMdvX9e3jw8dNIHmoiTRpWtUakWqV/ey5tZy4yCzM7Dfg94EXAC4BXmdlzu387GXgF8P1hj3X3b7j7dnffDvwi8Chw3ax9SR5qSlBStUZEptP2YNP25y8APA+4xd0fdfeDwN8Dr+n+7cPAuwCfYDlnA//V3b83a0dChBpVa+LQEJRUrfRqDbR3xx7lebdhGwvgeDPb2ffvwr6/3Qm81MyOM7OjgHOBk83sPOBed799wjZeC1w9TycX5nlwKmtbYPFA6l481eNbN3LE/kOpuyES0uEHHyo+xNq+lVYdRRgl0MhT2SFYWpmkKDK1B9x9x7A/uPtuM/s3wE3AAeB24CBwCfDKSRZuZkvAecDF83QyRKUGYh3inds1oTQEJRJDW3b0bXmeMjl3v8LdX+juLwUeAr4LPBu43cy+C5wE3GZm/2jEIn4NuM3dfzhPP8KEGoh1iHeTNAQlbdCWIQLt8KWNzOyE7v//GPhN4FPufoK7n+LupwB7gBe6+w9GLOJ85hx6gmChpk5NVGs0YVhkfQo2+Yv23NqyTWXgM2b2deA/AW92932j7mhmzzKz6/t+P4rOEVLXztuJcHNqDh59mIWHJ8taEefWzGpt6yKL+9dSd+MJvm053IeXSE5675+S5tm04TNB56iZjbv/8pi/n9L38310JhP3fn8UOK6KfrSmUgOq1kSlIah2ads361KCQCnPQ8oWMtRobk0MJX3DFEkp90CQe/+lPZoNNRtqOcxsKqVXa3Klak27tK1aA/kGg8j9buN2JOtrvFJzaMtk53JRtWbGx2c6BCXSBrld5TunvopA0OGnnrrOXaNqzeQ0BCV1afO37BzCQg59FBmUJNRMWq2ZRknVmnnlWq3REJS0SeSqTdR+iYwTulID7azWaMKwtEWbqzU9kQJE5KAlMolkoUbVmnqpWiO5ULCJESZStz8tbTcyTNJKTepJw6rWiEgkKcJNhEAVhU68l7/ww08Sg4agpE761v1UTQUNhRkpTfJQo2rNaG09vFtDUCIdvXBTdfhQdUZKFe7aTxKXrgcldTr84EMKtOvof+9NWznV+1baYu5QY2YbgZ3Ave7+qlmWcWjLITYeGF/NqOtil6vLsDTFe3512VhaaebsyPNe6HJt2yYW9z1WYY9EJLW2hxQNV8ooVQw/XQTsrmA5E6nrEO+6lXIyvqboG3s7aWclIvOYK9SY2UnArwOXz9uR1Id4NzG3pgSaMCwiIlHNW6n5c+BdQKPlk7ZVa9o6YVjaSdUaEZnVzKHGzF4F7HX3r4y534VmttPMdh468Mi6y1S1Jg9NVWs0BCUiItOYp1LzEuA8M/su8FfAWWb26cE7uftl7r7D3Xds3LJ57ELrOMQ7ElVrRMZTtUZG0bYh65n56Cd3vxi4GMDMXga8091/p6J+VarOI6GkXhuOO1YfYiIiE9pwyDlif/WjHrlo9OR7tnGyw6Bzqta09WR8mjAsdVOYlSbpEgllqCTUuPvfTXqOmsUtq1U0ObU659aIiIhIeskvkzCKqjXSownD7aVqjYhMI0moUbVmdhqCEhERGS5spQbKr9bI5FStaS9Va6RH24KMkyzUqFqjCcMiIiJVCl2pAVVrRETf0EVkMklDjao16ao1VdIZhkVEJILwlRpQtaYOOsOw5EbVGhEZJ3mombRaU/V1oUqo1rSRqjUiIjJK8lAD1Q5DtalaownD0jaq1rSXXnuZRIhQMylVa0RERGSUMKFG1ZrZtLFaoyGodtM3dhEZJUyomVTKao2IiIjEFSrURK/WRB2CinR4d1NUrWk3VWtEZJhQoWZSuVRr2nh4tyYMi4hIKo2Gmo0bxldPVK3RhGERkX6qzMmksqzUgKo1gzRhWNpGOzqpyg2PfCp1F6QijYearcuPjb2PqjWq1oiISD7M7Bgzu8bM7jaz3Wb2YjP7YzO7w8x2mdmNZvasIY872cy+2H3MXWZ20Tz9yLZSA6rWDNKEYWkbVWtEwvgI8Lfu/vPAC4DdwKXufrq7bwc+C7x3yOMOAu9w9+cBZwJvNrPnz9qJJKFG1ZqYchyCEhGRtMzsaOClwBUA7r7q7j9294f77rYZ8MHHuvv97n5b9+cVOmHoxFn7knWlBsqt1ujwbpHJqFoj0ojjzWxn378L+/72HOBHwCfM7KtmdrmZbQYws39tZvcAr2N4peYJZnYKcAZw66ydXJj1gfPauvwY+1fWrwwsblll7cBSJe0dPPowCw9Xm+FWl2FppdJFJre2bROL+8ZX0ibh25axffWvoA3HHasdm4gIYIecxf1rdSz6AXffMeJvC8ALgbe6+61m9hHgPcAfuPslwCVmdjHwFuB9Q/tttgX4DPC2gQrPVJJWaqoahqq6WhOFJgyLSNvpC0sW9gB73L1XYbmGTsjp9++B3xr2YDNbpBNornL3a+fpSPbDT9OYdG5NXRe61IRhkXpoxyeSjrv/ALjHzE7t3nQ28HUze27f3c4D7h58rJkZnbk4u939Q/P2JXmoUbVmfSmqNTlOGNZRUCIiSb0VuMrM7gC2A38KvN/M7uze9krgIgAze5aZXd993EuA1wNndQ/93mVm587aiWRzalKZdG7N2hZYPFB9+6vLxtLK0yaAV25t62Jd46oiIR1+8CGFW5FE3H0XMDjnZuhwk7vfB5zb/flLQGXDGMkrNZB/tUaHd69P1RoREWlCiFDTtDrm1kxDh3eLiIhUL0yoUbUmniqrNU1RtabdNGFYpN3ChJqmtaVaE4XOMCwi01JIlWmFCjWq1lSvjUNQqta0m3aEIu3VaKhZ2Fj9NZjmkbpaMy0d3i0iIjJaqEoNtKtao5PxiYiIVKfxUHPC5hpO/jKH3Ko1KeRYrdEQVLtpCEqkncJVakDVmvXkPmFYRESkLklCjao1zWvjEJSqNSIi7RKyUgP5V2umkUO1JschKGk3DUGJtE+yUJNrtWZSOrxbRESkWWErNRCzWhNlCCr3ak1TNAQlkidV2mQWSUNNtGpN1SIe3h2FhqCkCdoxirRL8krNuGDTZLVGE4bLpGqNiEg7JA81pSvt8G5NGBYRkahChBpVa5qlao20iYagRNojRKiRJ7WtWiMiIlKVhdQd6Dlh8wH2PjK6/LF1+TH2r6y/M13cssragaW5+3Lw6MMsPDw+761tgcUJ5jqvLsPSytzdqtTa1kUW96+l7ga+bRnbF2zliIhkyg45i/vGj26UqnWVmhxOxjctXTphMhqCai8NQYm0Q6hQU8XcmqqkPBlfDod3a8KwiIhE02ioWdpQf5WkrSfjm4UmDIuISEkar9ScfNSP1/27qjW9+7ZrwrCqNVI3DUGJlC/U8FNVVK2ZnKo1IiJSiplDjZmdbGZfNLPdZnaXmV006WNzqtZUrbRqjYhI7v755t9N3QWpyDyVmoPAO9z9ecCZwJvN7PnVdGt+OhlfM3IdglK1RiQuDRXKrGYONe5+v7vf1v15BdgNnDjp49tcrYmmjUNQ0k7aWYqUrZI5NWZ2CnAGcGsVy6tK1GpNaUNQuVZrRESkLHOHGjPbAnwGeJu7Pzzk7xea2U4z2/mTfT95yt9UrYmjjdUaDUGJiJRlrlBjZot0As1V7n7tsPu4+2XuvsPddxy57ch5mptJ09WaSZVWrREREUltnqOfDLgC2O3uH5p1OaVVazRheH6aMCx10rwakXLNU6l5CfB64Cwz29X9d25F/arUJNWaSVRdrYmmjUNQIiJSjnmOfvqSu5u7n+7u27v/rp9lWRGqNSlOxlfaEJSqNSIiklKRZxQepqpqTelUrRERkVyFCTXjqjXjNFWt0eHdIvnTvBqRMoUJNeOMG4KSGDQEJSIiqTQaapbs4Lp/r7taU8Lh3U3QEJSIiEzKzI40s/9iZrd3rwX5R93bf7v7+2Ez27HO448xs2vM7O7u9SRfPGtfsqnUQH7VmjoO785hCErVGhGRVnkcOMvdXwBsB84xszOBO4HfBG4e8/iPAH/r7j8PvIDOZZdm0nio+elND67793mrNeNErdZEo2qNlE7zakSq4R29qsNi95+7+253/8Z6jzWzo4GX0jnvHe6+6u4zB4GsKjVQ7sn4NGE4BlVrRESmZ2YbzWwXsBe4yd0nvRbkc4AfAZ8ws6+a2eVmtnnWfiQJNTlUa2Q+uQ5BiUg7/fPNv5u6C9Ed37uOY/ffhf1/dPdD7r4dOAl4kZmdNuFyF4AXAh9z9zOAR4D3zNrJhVkfmNIJmw+w95HRJZCty4+xf2W+neqhLYfYeGD9CsfBow+z8HB1uXB1GZZWJr2vsbTilbU9zNrWRRb3r9XaRkQbjjtWQxMikqeDh7B9E+5IpvOAu4+c7Nvj7j82s78DzqEzp2acPcCevsrONcwRapINP42r1tStyWpNhOtBacKwiIjUwcx+ysyO6f68CXg5cPckj3X3HwD3mNmp3ZvOBr4+a1/CzqnJ5dIJmjBcJs2taQdV5EQq8Uzgi2Z2B/APdObUfNbMXmNme4AXA58zsxsAzOxZZtZ/WaW3Ald1H78d+NNZO5J0+OmnNz3I9x47Lln7i1tWWTuw1Ehba1tgcYIj0uscgnp860aO2F/dNa6a5tuW6yqriojIjNz9DuCMIbdfB1w35Pb7gHP7ft8FjB3amkTYSg2oWlOCKoegmqZqjYhIXpKHmtRza5oU4fDuWbR1CEpERPKSPNSMU3e1pm2Hd2vCsIiIlCpEqIlerdEQVHurNRqCKp8mC4uUI0SoGWfeas04EQ/v1hmGR1O1RkREhgkTauqs1mjCcHqaMCwiInVrNNQcuWH2s9OWdOmECNWaWbR1CEpE2kGXSshfmEoNzFet0eHd09GE4emoWiMiEl/joeZnj/jhzI+tu1oj46laIyIiUYWq1EDaak3bhqA0YXg6qtaIiMSWJNTkXK0paQgqhZwnDEu5dFh3LPoCIbMKV6kBVWsGTVOtaYKGoEREJKJkoWaeak1qkas1OQxBacKwiIjUIWSlZpySTsYnIiIi1Ugaatar1kQ/GV9Vcp0wHGkIStUaERGBTCs1oAnDudOEYRGJSCfgy1vyUFNXtUYThusXqVrTNFVrRETiSR5q5qFqzWg5TBiuki5yKSIiC6k7AJ1qzbcff8bQv/30pgf53mPHzbTcEzYfYO8jo8sgW5cfY//K6GGQxS2r1n9C9QAABy5JREFUrB1YmqltGW9t2yYW98WZ3zStDccdq/ObFOTwgw+pAif5O3Sw1Z9LWVdqII9qzSQiTBieRaQhKFVrRETaLYtQU+fcmibkMmE493PWpKBv9iIicTQaapbs4Mi/pToZnyYMzy9StUZERNori0oNrF+tyWEIShOGm5FiCErVGhGRGBoPNc9Z+tHIv9VVrcnp8O42yn0ISkSql/LLgs5Vk69sKjXj5FCtmYSGoOanao2ISDslCTWzVmtSThiuolqjIajRVK0REZF5FVOpgfmqNTleD0piUbVGRCStZKEmx2rNOE1PGNY5a0bTOWtERNqnqErNvDRh+EkagpqNqjUiIukkDTXrVWvWk/vh3ZPQhOH5qVojItIuYSs1JR/erQnDo5VQrRGR/Omw7jyFDTXzSF2tkXbTEFS+2nwhQJESJA81mjA8moag5qchKJF86QuCTCt5qKlLnYd35zxhWENQzdCHsYhI80KEmhTVmlzonDXzU7VGRKQdQoSaFHIZgpqUzlkTj6o1IiLNajTUHGk+8m91VGs0BFUNDUGJiEgO5go1ZnaOmX3DzL5tZu+pqlNNiVCtmUSuE4YjSTUEpWqNSL50WPfkxuUB6/i33b/fYWYvrKMfM4caM9sI/J/ArwHPB843s+ePe9xzF0bv6Gc9Gd96oldrSj5njYagRETKN2Ee+DXgud1/FwIfq6Mv81RqXgR8292/4+6rwF8Br66mW0/X9gnDbVT1EJSqNSL50fsnC5PkgVcDn/KOW4BjzOyZVXdknlBzInBP3+97urdlRUNQIiIic5kkDzSSGRbmeOyw8YunzQQ2swvplJoADmw7cc831l/s9+bo0lDHAw9UvdCA9DzLoueZyqO1LDXe86xHcc/T7N8Nu/nUpvsxqYcPP3TDjY/+u+NrWPSRZraz7/fL3P2y7s+T5IGJMsO85gk1e4CT+34/Cbhv8E7dJ33Z4O1NMbOd7r4jVftN0fMsi55nWfQ8yzKwcw/F3c9J0OwkeWCizDCveYaf/gF4rpk928yWgNcCf1NNt0RERCQTk+SBvwF+t3sU1JnAfne/v+qOzFypcfeDZvYW4AZgI3Clu99VWc9EREQkvFF5wMx+v/v3jwPXA+cC36YzyPu/1NGXeYafcPfr6XQ0smRDXw3T8yyLnmdZ9DzL0pbnObFheaAbZno/O/DmuvthnXZERERE8tbaaz+JiIhIWVoVaszsnWbmZlbH4W7JmdmlZnZ39xTU15nZMan7VJXcL8kxCTM72cy+aGa7zewuM7sodZ/qZGYbzeyrZvbZ1H2pi5kdY2bXdN+Xu83sxan7VAcze3t3m73TzK42syNT96kqZnalme01szv7bjvWzG4ys291/9+Wso/ypNaEGjM7GXgF8P3UfanRTcBp7n468E3g4sT9qcSsl+TI0EHgHe7+POBM4M2FPs+ei4DdqTtRs48Af+vuPw+8gAKfr5mdCPxLYIe7n0Znouhr0/aqUp8EBg+Tfg/wBXd/LvCF7u8SQGtCDfBh4F3UcLKfKNz9Rnc/2P31FjrnAShBo5fkSMXd73f327o/r9DZAWZ3lu5JmNlJwK8Dl6fuS13M7GjgpcAVAO6+6u6zX4wutgVgk5ktAEdRw/lHUnH3m4GHBm5+NfCX3Z//EviNRjslI7Ui1JjZecC97n576r406A3A51N3oiJFXJJjGmZ2CnAGcGvantTmz+l8yUhzRddmPAf4EfCJ7jDb5Wa2OXWnqubu9wIfpFMFv5/O+UduTNur2j2jd46V7v8nJO6PdBUTaszs/+mO5w7+ezVwCfDe1H2swpjn2bvPJXSGMq5K19NKNXJ67SjMbAvwGeBt7v5w6v5UzcxeBex196+k7kvNFoAXAh9z9zOARyhwmKI7n+TVwLOBZwGbzex30vZK2mqu89RE4u4vH3a7mf0CnTfb7WYGnSGZ28zsRe7+gwa7WIlRz7PHzC4AXgWc7eUcr9/I6bUjMLNFOoHmKne/NnV/avIS4DwzOxc4EjjazD7t7qXtCPcAe9y9V227hgJDDfBy4L+5+48AzOxa4J8Bn07aq3r90Mye6e73d680vTd1h6SjmErNKO7+NXc/wd1PcfdT6HzQvDDHQDOOmZ0DvBs4z93ruSxfGq24JId1UvcVwG53/1Dq/tTF3S9295O678fXAv9vgYGG7mfMPWbWu/jh2cDXE3apLt8HzjSzo7rb8NkUOCF6wN8AF3R/vgD464R9kT7FVGoEgI8CRwA3datSt7j776ft0vxadEmOlwCvB75mZru6t/2r7pk6JU9vBa7qhvHvUNOp4VNy91vN7BrgNjrD3l+loDPumtnVwMuA481sD/A+4P3AfzCzN9IJdb+drofST2cUFhERkSIUP/wkIiIi7aBQIyIiIkVQqBEREZEiKNSIiIhIERRqREREpAgKNSIiIlIEhRoREREpgkKNiIiIFOH/B296+Ov/06EcAAAAAElFTkSuQmCC\n", "text/plain": [ "

" ] @@ -288,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -297,7 +297,7 @@ "67.43511010158977" ] }, - "execution_count": 10, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -315,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -334,16 +334,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "57.91347373791677" + "57.916463190460206" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -362,15 +362,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "57.46735137768728\n", - "58.35959609814626\n" + "57.3815044511795\n", + "58.4514219297409\n" ] } ], @@ -400,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -409,7 +409,7 @@ "0.05" ] }, - "execution_count": 22, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -427,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -486,7 +486,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/.answers/lab_2.ipynb b/2020/.answers/lab_2.ipynb index 8a97fe1..81b3967 100644 --- a/2020/.answers/lab_2.ipynb +++ b/2020/.answers/lab_2.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", "\n", "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." @@ -147,12 +147,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -185,7 +185,7 @@ "source": [ "Notice that there is what looks like an outlier in 1904, which may make it difficult to fit a Gaussian likelhood to the data.\n", "\n", - "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in, `GPy`, had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", + "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in `GPy` had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", "\n", "The likelihood functions can be found in `GPy.likelihoods`, and we will use `likelihoods.Gaussian()` here, with the variance set to $1.0$. The inference methods for a GP can be found in `GPy.inference.latent_function_inference`, from which we will use `ExactGaussianInference()`, which exploit the properties of tractability we gain from having Gaussian assumptions." ] @@ -210,7 +210,7 @@ "\n", "

\n", "Model: gp
\n", - "Objective: 6.947137912284164
\n", + "Objective: 6.947137912155966
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -223,14 +223,14 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", + "
gp. valueconstraintspriors
rbf.variance 25.40000214088447 +ve
rbf.lengthscale 152.04581232450155 +ve
Gaussian_noise.variance0.048506421148043564 +ve
\n", + "\n", + "\n", + "\n", "
gp. valueconstraintspriors
rbf.variance 25.399458856653396 +ve
rbf.lengthscale 152.0451327599257 +ve
Gaussian_noise.variance0.04850644102720907 +ve
" ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -272,7 +272,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -331,7 +331,7 @@ "\n", "

\n", "Model: gp
\n", - "Objective: 1.366445276980354
\n", + "Objective: -0.20189790546437436
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", @@ -344,16 +344,16 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
gp. valueconstraintspriors
sum.rbf.variance 0.1725802577588516 +ve
sum.rbf.lengthscale 15.380598913108656 +ve
sum.bias.variance 5.194619629353206 +ve
Student_T.t_scale2 0.008609000727088723 +ve
Student_T.deg_free 3.4069744645813627 +ve
\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
gp. valueconstraintspriors
sum.rbf.variance 0.31992617301609255 +ve
sum.rbf.lengthscale 23.232527523507 +ve
sum.bias.variance 5.871676625045135 +ve
Student_T.t_scale2 0.00579242124546821 +ve
Student_T.deg_free 1.7650167149296074 +ve
" ], "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -404,7 +404,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -453,7 +453,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing that will contain 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", + "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", "\n", "We could also also obtain the variance (in the usual way) and plot it as an alternative representation of the uncertainty in our fit." ] @@ -487,10 +487,10 @@ "text": [ " | | quantiles (%) \n", "year_|_mean__|__2.5____50____97.5_\n", - "2016 | 3.066 | 2.732 3.095 3.445\n", - "2020 | 3.119 | 2.714 3.124 3.512\n", - "2024 | 3.188 | 2.659 3.164 3.799\n", - "2028 | 3.263 | 2.660 3.254 3.945\n" + "2016 | 3.026 | 2.577 3.027 3.662\n", + "2020 | 3.022 | 2.585 3.019 3.507\n", + "2024 | 3.036 | 2.559 3.032 3.525\n", + "2028 | 3.066 | 2.401 3.058 3.610\n" ] } ], @@ -512,7 +512,7 @@ "---\n", "## 3. Classification with Gaussian Processes\n", "\n", - "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process regression to a classification problem.\n", + "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process priors to a classification problem.\n", "\n", "There are different approximation techniques we could use. In the previous example, we used the Laplace approximation, but other alternatives include expectation propagation (EP) and stoachastic variational inference (SVI). Note that `GPy` has a `GPClassification` model that contains sensible defaults, much like the `GPRegression` model used in Lab 1. However, we will construct our GP and manually set the likelihood and approximate inference methods." ] @@ -545,7 +545,7 @@ "f_true = np.random.multivariate_normal(np.zeros(1000), k.K(Xnew,Xnew))\n", "\n", "## Random sample space over [0, 1]\n", - "ix = np.sort(np.random.randint(0, 999, 50))\n", + "ix = np.sort(np.random.randint(0, 999, 200))\n", "X, f = Xnew[ix], f_true[ix]" ] }, @@ -599,7 +599,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -665,7 +665,7 @@ "\n", "

\n", "Model: gp
\n", - "Objective: 30.657139565004968
\n", + "Objective: 105.72663286622492
\n", "Number of Parameters: 2
\n", "Number of Optimization Parameters: 2
\n", "Updates: True
\n", @@ -679,12 +679,12 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", + "\n", + "\n", "
gp. valueconstraintspriors
rbf.variance 0.8042104667532698 +ve
rbf.lengthscale0.06259557067130864 +ve
rbf.variance 1.5571454099330917 +ve
rbf.lengthscale0.21042056990967556 +ve
" ], "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -721,7 +721,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -794,7 +794,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -849,16 +849,48 @@ "\n", "(a) Fit a Gaussian process to the observation data for the 2-D classification example, using a Bernoulli likelihood. Try and recover the probability surface for the Bernoulli distribution over input space `Xnew2`.\n", "\n", - "_Remember from Lab 1 that we need to reshape our output into a grid the same shape as our inputs: e.g._ `mean2.reshape(Xi.shape)`\n", - "\n", - "(b) Find a decision boundary and plot it over the input space `Xnew2` along with the samples. What do you think of the decision boundary? Does it capture the rules of the classifier?\n", + "_Remember from Lab 1 that we need to reshape our output into a grid the same shape as our inputs: e.g._ `mean2.reshape(Xi.shape)`" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T # Change our input grid to list of coordinates\n", "\n", + "# Put your answer here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(b) Find a decision boundary and plot it over the input space `Xnew2` along with the samples. What do you think of the decision boundary? Does it capture the rules of the classifier?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "(c) As mentioned before, the mean of a Bernoulli distribution is $p$. The variance is defined by $p(1-p)$. Plot the variance of your GP likelihood fit and comment on how it might reflect the uncertainty in the predicted classifier." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "scrolled": false }, @@ -866,7 +898,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "feca86a70c9c4402b33ea9ffc1f0b6b8", + "model_id": "c5b6269a880b4b348cf4320a32a6d52d", "version_major": 2, "version_minor": 0 }, @@ -879,7 +911,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -891,6 +923,8 @@ } ], "source": [ + "Xnew2 = np.vstack((Xi.ravel(), Xj.ravel())).T\n", + "\n", "# 2D isotropic RBF will do (see Lab 1)\n", "k = GPy.kern.RBF(2, active_dims=[0, 1])\n", "\n", @@ -954,9 +988,9 @@ "metadata": {}, "source": [ "> Note that our latent function f is not really possible to be replicated, because the classifier does not discriminate the nature of postive or negative f. The key thing we would like to approximate is a decision boundary in classifier space. The shape of the mean likelihood well approximates the properties of the classifier.\n", - ">\n", + "> \n", "> It is clear that the decision boundary defined by the median is a pretty good fit for the classifier, though we might use other quantiles to bound our confidence in the decision.\n", - ">\n", + "> \n", "> The variance generally corroborates our interpretation, with the greatest uncertainty appearing along the decision boundary and along the edges of the plots where there is less information. We were to extrapolate the classifier beyound the bounds of the input space, we would find the variance explodes, as in the case with standard regression." ] }, @@ -985,7 +1019,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "scrolled": true }, @@ -1013,14 +1047,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1120,14 +1154,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1171,7 +1205,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "scrolled": true }, @@ -1179,7 +1213,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "83fed375b4ee40ac85143c304f2cccbc", + "model_id": "faafd390e3d64099b7895c8bc7cec5ba", "version_major": 2, "version_minor": 0 }, @@ -1203,7 +1237,7 @@ "\n", "

\n", "Model: sparse gp
\n", - "Objective: 5374.374362107151
\n", + "Objective: 5374.374362107171
\n", "Number of Parameters: 24
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -1216,19 +1250,19 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
sparse_gp. valueconstraintspriors
inducing inputs (20, 1) fixed
sum.rbf.variance 1.5853152829041486 +ve
sum.rbf.lengthscale 0.057943535082237894 +ve
sum.white.variance 1e-06 +ve fixed
Gaussian_noise.variance 0.48919547954686915 +ve
\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
sparse_gp. valueconstraintspriors
inducing inputs (20, 1) fixed
sum.rbf.variance 1.58531528289464 +ve
sum.rbf.lengthscale 0.05794353508203197 +ve
sum.white.variance 1e-06 +ve fixed
Gaussian_noise.variance 0.4891954795468102 +ve
" ], "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1268,14 +1302,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1333,12 +1367,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" + "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` (`m.Z.unfix()`), changing the number of inducing points `M`, and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "scrolled": false }, @@ -1346,7 +1380,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e8fa604f67714183b6b25fe08907a131", + "model_id": "48aec77bc9464fdead8a52a0cf3d30ee", "version_major": 2, "version_minor": 0 }, @@ -1360,16 +1394,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "M = 20\n", + "M = 50\n", "\n", "Z = np.linspace(0., 1., M)[:, None]\n", "\n", @@ -1383,15 +1417,16 @@ " likelihood = GPy.likelihoods.Gaussian()\n", ")\n", "\n", + "m.Z.unfix()\n", "m.kern.white.variance = 1.e-6\n", "m.kern.white.fix()\n", "\n", - "m.optimize(max_iters=10000, messages=1)\n" + "m.optimize(max_iters=10000, messages=1)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1400,13 +1435,13 @@ "Text(0.5, 1.0, 'Samples from posterior of sparse GP fit of latent function')" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1475,14 +1510,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1537,7 +1572,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "scrolled": true }, @@ -1586,7 +1621,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "scrolled": true }, @@ -1604,7 +1639,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "scrolled": true }, @@ -1640,15 +1675,15 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { - "scrolled": false + "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6f86316a1625453896f832ac2be7a413", + "model_id": "7c8a5aaf0f9c4d21bb3d628cd9580b20", "version_major": 2, "version_minor": 0 }, @@ -1672,7 +1707,7 @@ "\n", "

\n", "Model: SVGP
\n", - "Objective: 1698.928458320907
\n", + "Objective: 1729.6607971913322
\n", "Number of Parameters: 64
\n", "Number of Optimization Parameters: 47
\n", "Updates: True
\n", @@ -1685,17 +1720,17 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
SVGP. valueconstraintspriors
inducing inputs (8, 2) fixed
sum.rbf.variance 0.3945072019947738 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (36, 1)
q_u_mean (8, 1)
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
SVGP. valueconstraintspriors
inducing inputs (8, 2) fixed
sum.rbf.variance 0.37686257928372835 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (36, 1)
q_u_mean (8, 1)
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1729,7 +1764,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": { "scrolled": true }, @@ -1753,7 +1788,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": { "scrolled": true }, @@ -1798,14 +1833,14 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -1833,7 +1868,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": { "scrolled": true }, @@ -1870,18 +1905,18 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6f86316a1625453896f832ac2be7a413", + "model_id": "7c8a5aaf0f9c4d21bb3d628cd9580b20", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, max=1.0), Label(value='obj : '), Label(value='1698.928458320907')))" + "HBox(children=(FloatProgress(value=1.0, max=1.0), Label(value='obj : '), Label(value='1729.6607971913322')))" ] }, "metadata": {}, @@ -1900,7 +1935,7 @@ "\n", "

\n", "Model: SVGP
\n", - "Objective: 1151.8026530793013
\n", + "Objective: 1189.134453098378
\n", "Number of Parameters: 118
\n", "Number of Optimization Parameters: 117
\n", "Updates: True
\n", @@ -1913,17 +1948,17 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
SVGP. valueconstraintspriors
inducing inputs (12, 2)
sum.rbf.variance 1.8090957497474045 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (78, 1)
q_u_mean (12, 1)
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", "
SVGP. valueconstraintspriors
inducing inputs (12, 2)
sum.rbf.variance 1.74221177767981 +ve
sum.rbf.lengthscale (2,) +ve
sum.white.variance 1e-06 +ve fixed
q_u_chol (78, 1)
q_u_mean (12, 1)
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1946,12 +1981,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAGFCAYAAAB5dEmAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9eZwlyVXf+z253K32qt7Xme4ZjWaX0IY2kBCLJCOEjc1qAQLMamOexTNGz8+IzcY8Gz/5AU/IbBYggzCGJ8Qm8YwQsiw0EmhGsy/dM93V3bV0Vddy19zCf+StupHZdW/fqq69z7c/9enIjMjMyMi8mXEyfueEGGNQFEVRFEVRFEVRFGV7cHa6AoqiKIqiKIqiKIpyK6GGuKIoiqIoiqIoiqJsI2qIK4qiKIqiKIqiKMo2ooa4oiiKoiiKoiiKomwjaogriqIoiqIoiqIoyjaihriiKIqiKIqiKIqibCNqiG8xIvJaEXlGRKoi8rU7XZ+bQUQ+LiLf1U5/u4h80sqrisiZPrb7FhH5qJVnROSODdTl10Xkp9rp14vIU1be8yLy5evd5wbq8B4R+c2tPs5uR0T+RES+bZuOteVtLiK3te9Lb4v2/24R+WVr+e+KyMX2b+ilIvKYiLxhK46tKIqirA8ROdV+Prs7XZd+EJGyiPyhiCyKyO+uc9sN9cn63He+/5fpH29nX0JRdgt7zhBvG1mBiBzIrf98+wFy287UrCs/Afy8MWbQGPMH+cz2+TTaD6JrIvJHInJyB+p5U7TP71wf5X7LGPOVm3zsvzLG3LWZ+1TWZi1D2BjzFmPMf96CY71BRCY3e787jTHmXxtjvsta9e+Af9z+Df2tMeZeY8zHd6h6iqIoexYR+TMR+Yk11r9dRKY28oHVGHOh/XyON6eWW87fBw4DE8aYf7DTlVlhjf5fpn+8VX0JRdnN7DlDvM154JtWFkTkfqC8c9XpyWngsRuUeZsxZhA4CkwD/89GDrRVI3jKzbPZ10av9b6in2fEDdF7QlEUhV8H3iEiklv/DuC3jDHRena2R5+rp4Gn13uuO4C++5Rbnr1qiP8G8K3W8rcBH7ALiEhRRP6diFwQkWkReZ+IlNt5YyLyERGZbY9Cf0RETljbflxEflJE/oeILIvIR/Mj8Llj/SMReVZE5kXkwyJyrL3+OeAM8IftEe9ir5MyxjSB/wrc0+d5vEFEJkXkR0RkCvg1a927RGRGRK6IyDut/Y2IyAfa5/6CiPxLEXHaeZnRzvVIdPuVM0lO0p7Le11bovvG9vKLReRj7XZ9SkS+vst2a42cvkREHmlLs35HREpW+TWvVzvvNSLyUHu7h0TkNVbe7SLyl+174mNAr3viumvTXv/VbfXGgoh8SkQesLZ5XkR+VEQeb9+Xv7ZS7w3u70dE5FK7vk+JyJva6x0R+Rci8pyIzInIh0RkvJ23cs2/rX3PXRWR/6Od92bg3cA3tO/nh9vrr3NZaN+z10TkvIi8JdeGn2jX6c9F5BdkDam5iAwAfwIcax+ral2nQvseXpZUxv1ya7tjIvJ77fv7vIj8YI9rVBaRf9/+HSy2633dBz0ReaeIPNE+3jkR+R4r74Ckz4+F9v30V9L5PXVr//eIyG9K+tuuAi7wsKTPi4xrRZ/X6jtF5ALw37udq6Ioyi3CHwDjwOtXVojIGPDVtPuJIvJ3RORvRWRJ0j7He6yy1z1XJdcXusE74UZ9sK7vHRH54vZ7fEFEHpYeLkoicnf73bvQfg9+TXv9jwP/is57+jvX2NaV1EXqufY5fE7WUGLeoJ1K7ffYXLsOD4nI4Xbet7fbZbn9Hv4Wa/0n2+nr+sdi9SXaZb6j3c7XJFU6nLbyjIj8gIg8AzzTrZ0UZbezVw3xTwPD7QeRC3wDkO/M/1vgRcBLgDuA46QPJ0jP+9dIv8adAhrAz+e2/2bgncAhoAD88FoVEZEvA/4N8PWkI9ovAL8NYIw5C1ygPeJtjGn1OikRqbTP5dN9ngfAEdKXzmngu611I+2y3wn8QvtFBOlo+wjpA/BLST9ovJMdRkS+CvgvwNcZY/5CUkPsY8AHSa/BNwG/KCL39rnLrwfeDNwOPAB8e/s4Xa9X28D5I+A/AhPAzwF/JCIT7X1+EPgcqQH+k6QfgHqRuTYi8kXArwLf097/LwEfluwHmm8Bvgo4S3rd/+VG9icidwH/GHiFMWaovc/n2/v5QeBrSa//MeAa8Au5ur8OuAt4E/CvRORuY8yfAv8a+J32/fxgl/N+FfBUu51+FvgVkdXRiQ8Cn2nX9z2koxTXYYypAW8BLrePNWiMudzO/hrSazYKfJj2b7dtAP8h8DDpvf8m4Ifa99Za/DvgZcBrSNv1nwPJGuVmSDtxw6S/lf/QbnuAdwGTwEFSKeC7AXOD9l85x1ZbCQPwYPt5kaefa/WlwN3tYyiKotyyGGMawIfIDtZ8PfCkMebh9nKtnT8K/B3g++T6GD69nqu93gnQuw+25ntHRI6T9j9+qr3+h4HfE5GD+YOLiE/6rvsoaf/onwC/JSJ3GWN+jOx7+lfWqP8/I+1TvbV9Dt8B1Nco16udvq19jidJ3+ffCzTafbf/CLyl/e57DfD5/I5v1D9uH+fdwN8jfb/+FWkf0eZrSfsb96AoexVjzJ76I+3MfjmpgfJvSI2tjwEeYIDbACF9gJy1tns1cL7LPl8CXLOWPw78S2v5+4E/7bLtrwA/ay0PAiFwm13fG5xPFVgAIuAycH87r+d5AG8AAqBk5b+B9MOCZ62bAb6YdOStBdxj5X0P8PF2+j3Ab1p5t7Xb1LPa5bva6W8HPmmVNcAdXc7xRtv9KKlBfL+1/huAv8rt55eAH2unfx34KeucJ3Nt+g+t5Z8F3nej60VqFH4md8z/2a7zqfb1GbDyPmi3V267ta7N/wv8ZK7cU8CXWvX+XivvrcBzG9kf6UebGdLfip8r8wTwJmv5aLsNPOuan7DyPwN841r3SJfr+6yVV2nv74jVhhUr/zdv0IaTuXXvAf7cWr4HaLTTrwIu5Mr/KPBra+zbIf2dPLhG3kobeF3q9QfAP22nfwL4/8jd+zdo/0wbkvvtYD0z+rxWZ9aqp/7pn/7p3634R/oheREot5f/B/C/9Sj/fwP/oZ2+7rm6znfCG+jeB+v13vkR4Ddy6/4M+LY1yr4emAIca91/Ad7TTmfeMWts/xTw9i55vfpydjt9B/Ap4IFcmQHS/uzXrbS/lfftZPt/q++69vLH6fQl/gT4TivPIf1YcNqq55ft9L2mf/p3s397dUQcUnn6N5P+sD+QyztIagB8ri2ZWQD+tL0eEamIyC+1pUFLwCeAUclGxJyy0nVSg20tjpEakQAYY6rAHOmX0H75WmPMKFAkHUX7SxE5cqPzaDNrUkm7zZzJ+gat1P8A6ej+C1beC+us61bwQ8CHjDFfsNadBl61ct7tc/8WUoOuH7pdv17XK5PX5gUr75pJR2rtvF7kr81p4F25czrZ3vcKF3P7t/P63p8x5lnSdn0PMCMivy0dafdp4PetbZ4AYtIR3RX6vf/XYnVbY8zKV/bB9rnMW+vy57vu/bfrVmpLBk+TStnt9ng32fNa4QBQAp670cFE5C0i8mlJpecLpB9IVtwS/i/gWeCjbSnevwC4Qfuvh36u1UbaUFEUZV9ijPkkMAu8XdLZXF5B+uEcABF5lYj8haQuTIuko7l5V7Ouz9UbvBOgdx+s23vnNPAPcu+v15F+fM1zDLhojLEVXOvpy53sUocMN2in3yD9UPDbInJZRH5WRPx2H+kb2mWvSBqA+MV91svmNPBeqy3mSQen7HPUd5+y59mzhrgx5gXSoG1vBf5bLvsq6VfHe40xo+2/EdORgb6LVHb7KmPMMPAl7fX54B79cJn0gZHuIJXlTACX1rsjY0xsjPlvpB3t1/VxHpB+FeyXq6SjaaetdaesutZIDf8V+jV6b5Z/AHytiPyQte4i8JfWeY+aVL70fTd5rF7XK5PXZqV9rgBj7fJ2Xi/y1+Yi8NO5c6oYY2y5le2ndapdpw3tzxjzQWPM69rnZEjdHFa2e0tuu5Ixpp97dj33W54rwHjbBWOFXjMErPdYF0nVIvZ5DRlj3rpG2atAk9QFoCttt4HfI5UTHm5/MPtj2s8KY8yyMeZdxpgzwNuAfyZtX/Ae7b/ec7rRtbqZa6IoirIf+QCprPodwEeNMdNW3gdJ3ZpOGmNGgPdxff9vzefqjd4JN6DXe+ci6Yi4/awfMMb8zBplLwMn2+5YK9h9uRtxsUsd8nRtJ2NMaIz5cWPMPaTy86+m7Q5gjPkzY8xXkH5EeBL4T33WK1/H78m1R9kY8ymrjL77lD3PnjXE23wnqTTFHqWk/ZXwP5H67RwCEJHjlq/oEKmBu9D2C/6xm6jDB4F3ishL2g/ofw38tTHm+fXuSFLeDowBT/RxHuvCpFNvfAj4aREZage++Gd0/Os/D3yJpHNmjpDKereDy6T+vD8oIt/fXvcR4EUi8g4R8dt/rxCRu2/yWL2u1x+3j/nNIuKJyDeQSp8/0v7w81ngx0WkICKvIzW81sN/Ar63/ZVZRGRA0mAoQ1aZHxCRE+378t3A72xkfyJyl4h8Wfscm6T3+8rUK+8jvQdOA4jIwfZ91w/TwG25DkBfWG34nnYbvprebTgNTLTvxX74DLAkaZC0sqQBae4TkVesUZeE1L/+5yQN8OaKyKvl+oCKBVKlyiwQSRp4bnX6FUmD5d0hIgIskbZxfIP2Xw83c60URVFuVT5A6hr0j4D8lFhDpOqspoi8klRd2S893wm9uMF75zeBt4nIV7XXlyQN/HZijV39NenAyT9v943eQPou/e0+z+GXgZ8UkTvbfYcHpBMLx6ZrO4nIG0XkfkmVpEukgzyxiBwWka9pD1q0SF0vN/ru+1FpxwWSNNDwrpmKTVE2iz1tiBtjnjPGfLZL9o+QSkY/Lan8/M9JR8Eh9XMpk36d/DSp3Hujdfj/gf+T9AvpFdKvjN+4zt38oaTRk5eAnyb1CVqZ0qHXeWyEf0L6AD8HfJLUMP3V9rl8jNTwe4Q0KNlHbuI468IYc4HUGP8REfkuY8wy6cvtG0kN9SnSEcWekef7OE7X62WMmSP9qvsuUrn6Pwe+2hhztb35N5P6Ic+TfrzJu0Tc6NifJe0U/Dxp0K1naQeRs/ggaQCWc+2/n9rg/orAz5De41OkAV3e3c57L+lX7o+KyDLpb+BVfZ7G77b/nxORv+lzG5tvIY1zMEd6br9D+rK+DmPMk6R+b+cklaf1lHa3PzS9jTTmw3nSc/9l0oAya/HDwBeAh0iv6b8l90xs34c/SPoB6xrpPfBhq8idpL/JKmk8gV806Rzgvdp/PdzMtVIURbklaX9c/xSpz/KHc9nfD/xE+5n6r0if7/3u90bvhBux5nvHGHMReDvpe2KWdET4f2eNfroxJiANWvoW0nfMLwLf2n5n9sPPtev/UdJ+56+w9hTAvdrpCOksP0ukLlN/SfoxwSHtQ11un9+XtvezLowxv0/aNr/d7vs+Snq+irKvEGNU2aEouwEReZ40UMmf73RdtgsR+R3SaLY3o0pRFEVRFEVRlD3Fnh4RVxRlb9F2Lzgr6fzYbyYdAfiDna6XoiiKoiiKomwnO26It/1gPiMiD4vIYyLy4ztdJ0VRtowjpFOUVEnnGv0+Y8zf7miNlB1HRH5VRGZE5NEu+SIi/1FEnhWRR8Sas1dEnheRL4jI50Wkm6uSotwQ7Y8oiqIo28mOS9PbQY4GjDFVEfFJ/Zb/qTHm0ztaMUVRFGVbEJEvIf048wFjzH1r5L+VNL7FW0l95N9rjHlVO+954OVWLAdF2RDaH1EURVG2kx0fETcp1fai3/5Tx3VFUZRbBGPMJ0gD+3Tj7aRGumkbRaMistb8uoqyYbQ/oiiKomwnO26IA7Snavg8MAN8zBjz1ztdJ0VRFGXXcJw0ivAKk+11kBpKHxWRz4nId297zZR9hfZHFEVRlO3C2+kKwOq0Qy8RkVHg90XkPmNMxlew3cH6bgApFF7mHz60AzVVlO1HYoM/HxAPFXCGI8ZLdRwSZpZHiM2u+Ja2Jm5xI1OHKt2IW27P/ODi5FVjzMGtOPZXvemYmZtbc5a5vvjcw/OPkc6nvsL7jTHvX8cuZI11KyOVrzXGXBaRQ8DHROTJ9gi7oqyb9fZHBiryshffUdjeOu7DI+0/1npk7Ry7qzYppstSr7vO9F3OSht7G+lermu6+zZ2y/asj7m5KyDS328xfxTpUit7/fXbdNtf7szFLpct+cgj4db1R944YObmN96//NwjrT8zxrx5E6t0U+wKQ3wFY8yCiHwceDPpnIF23vuB9wMUT500x3/4h7a/goqyzTjVkBO/cYlrX3uKoa+Y5etf9FkqbsBvPfRanPnd+TFq8PbFna7Cvqd6/vqp0c//0x9+YauON7d4jM9+fuNx0ESkaYx5+U1UYRI4aS2fIJ2nFmPMyv8zIvL7wCsBNcSVm6Lf/sjLHyyZz/zZqW2tW0KyLceJzfYcZz/iyu76SO7sDgFsBvs+tu+1JGfwZct18kK6bxNa5YLMNlmDMbE2C6w2Cq1BjjjXdpk8K53kysXWsW520MSV7r9F1zp3J/dsKEjHYHUsY961yvm5fdv78zPbZNvYt5rSzbXr8RNXtq4/Mh9zM89c9+gzBzaxOjfNjv8yReRg+8szIlIGvhx4cmdrpSg7j4QJJ379IouvP0XhjdcyRvgLu9AIH7x9UY3wbWKlrW+h9v4w8K3t6OlfDCwaY66IyICIDAGIyADwleSMJkXpF+2PKIqi7G4M6ceZjf7bbeyGEfGjwH8WEZf0w8CHjDEf2eE6KcqOU7hcxxkYpnlMeODgLCN+kw8/+tJdZ4TfQsbgrmQ/tL+I/BfgDcABEZkEfow0UBbGmPcBf0waMf1ZoA68s73pYVL5MKTvsw8aY/50Wyuv7Ce0P6IoirKrMftKrbPjhrgx5hHgpTtdj73O0HPbK25YPrt/fgR7iWu1wZ2uwir7wQBUdgfGmG+6Qb4BfmCN9eeAB7eqXsqtxU73RzZ7tGYzO6t56e9+wNlCz+nNNhR2m9R9I+Tv725y9Hy50Cpny9G7yc/Tcp1r2zSutU1eZu5a5Xxrf9Y2uLltOqZTbPl+2+shK2mPb9JH3M35iNvScseSlttSdMhK1QsSraZ9q5xPdht7H5lyOQl7wdh16F3/zSQdEd8/z6MdN8SVtdluw3q9bEb91Jjfm6gBriiKoiiKouwEu1FivlHUEN9BdruxvdWs5/xvOaM9MYx8ao7a2WM4JxrcPToFQCPc3ui8NmqAK4qiKIqiKMrmoIb4NnCrG9ybQb9tuC8M9sRw6EMXMMePUn1zyNe9/CFur8zxiXN3Mb08uiNVUiNcURRlY9zs6M1GZc4bkW9u5UhTbNaujys7NbnW9vTNNkMCb98De0mm3i0yeppnRTM3HQl02FOa3tmmadaWn6fLHfOmmVhpS36eX86kk046Lzm3y9nS9qSH7D2+yXvg+ojldjT0ZM310F2OXpLQWh9ltik5Vh5rb5Pu287L7mMrMZiuz5K9iBrim4wa3TtLt/bfMwb6ihF+7CjVN0d83csf4uzAVT5x7i7+4qn7tr06aoAriqIoiqIouwX1EVdWUcN7b5C/TrvVMB/661mKhQkuv8rlqx54RI1wRVEURVEURSEN1harIX7roob3/sC+jrvJKPeutUjKI5iiYchvEhvZdiNcDXBFUZT1sVFJdz+y835Hf/qtQy9Z582ONG2kgxzmNnE3OZp5N2l4nIsWnanDTcrlHUv2vtE27Vrv3D2z26Tq3eTo+XboJkdv5c6vaWw5umOlO9LvWpKNn1M3BSuvaG2TK5esXa5lSdPruX3bsvXIjq6edJemJ5aMPi9h74YtOXekuzTddzrlvJw03ZaZF620LSW316d5neUBp7XmvtJywZr7U9aHGuI3QA3v/c9uNcoh+/DeDtQIVxRFURRFUXYrKk3f56jxfeuycu13yiB3WwnJoOB4Bk+2rw5qgCuKoiiKoii7GUNvVc9eQw3xNmp8KzZDzznbbowP/s0c5WCE6dc6vO7BxzlTmeXc/KGtP+4+NsK/8tRTfZf96IW7trAmiqIoiqIoys2yu7SrN8ctbYir8a30YjuN8cG/mWPsGZfptw3ymtc/zusPPsPk0jgf+tyrt/a4e9gIX4+RvZn7U4NdUZQVDDf2ze7lB95NYtlrn91Gg3rJNXv5bnfbbiOjTht5Y+Z7YuGapXrTy6e7n+nD8n7pSZdz73sqsj4VbU6PKdTs69LruDs9tVn+Xu3mF277hAO0LB/9prVNM+eSV7emH6tZU4fZPt3LSSmzTTavvJquxtlyy9Zyw/IFr0addCvJTV8Wd+oQWHlRzkfcXo769Au3sf3Cndxv1LP8wgtOpx0LbtZXu+DYvuCddNnt/MoqTpDZpuIGa+ZVLH/x/PJALm8rMRgN1raXUeNbWQ/bIVWvPDzP+NMOU28b4tWvf2zVCP/Nv349Ybx1P9G9YoRvtsF9s3SrjxroiqIoiqIoSr/cMoa4GuDKzbCVo+MTfzVP9bVn8G+r8ZKxSRablVvaCN9thne/5OuthrmiKIqiKMomYiDePwPi+9sQV+Nb2Uy2yhiXBIwIIiAYriyPbpkRvlsN8L1qfPdCDXNFuRUwN5yCrJdkPDvVU3+S826yzOvKWfvrVUN7f906uP2++eINTD3m9ikz7dWj67WPbtOh2fvLy+FtqbstC+8libWPY0vbe8rZe0jY+50CLVO/LjL1vHy8lyR+veTv/25y9FZuujhbjl5POudQM9n+jy07X7LSC3HFKlPObLMYd5YXo065pSgnYY86Evaqla5HHfl5M8rWJ7D6Z0FkT1/mZsol1jmZzPRl/f1GMtJ0J9vGnmtf5065gpeVphctqXrJSlc8ayozN3v3D3gdmfmg15GmD7rNTDl7ecjJ5m0lqTvQ/mFfGuJqgCvK9ew2I3w/Gt+9sM9XjXJFURRFUZT1Ihv64Ldb2VeGuBrgylazE9HUN4PdYoTfasZ3N9QoVxRFURRFWR8GSFSavrtQA1zZTvaaMb7TRrga371ZaR81yBVl75KXDneLep6Xn9vb2bLnzPrrtrH210NWni1nS2NzdbJkyt1GmvJy2q0ckeomM7eluteVM13WA46sndev1N2WnPfaJulTzp6RyvcyKLrI1jdTVr5R7Ps7f+93k6M3cxJ2W46+ZDpRyhfirMx8IelIyxctOfp8NGilB7LbhJY03UovBTlpetg5bt1KN0NLfh5mTaUosiT/sZWOctfF/s0kXdbnse9x6bIeENe6j62062Xl/561XPA76ZIlYS/7uajplmx90Mob8rPy8yGvszziNVA2xp42xNUAV5Te7KQRrgb4+tBRckVRFEVRlN6oNH2HcVtqhCs7y6aNikcJkghxAQp+gO/EN96mT3bKCFcD/ObRUXJFURRFUZQsBjXEFUXZDKKEYx94geXXnoLXLvH3X/Q3VNyQRy+dXPeuTOQQzg1jAh8phIy+bHILKtwbNcA3HzXIFWV3Y4CI6z+gZiOWry0/vy7P2ibsU3IeGlsCne2chmZtyXlostGd40zUbTvSdnfJul2uF0lG1t2fY6drSbKzUvKkv3J5Cbu5cbnCdVHFre17yNldW31sHdY+VzsCO2SvuS1hvy66uy23t/ZxvduDY6W2zkDJRvhP1lwPEFrL3SKjQ1aOPm9JzhfirMx8NhpaTV+10nOBJU0PK5ltFlqWNN2So1dbxUy5RqsTHT1sdUyiJOz8RkyYrbeEjpW27u/c+dnNkvEy6Ne/2brZ8j83Y8nRYzvtZXce+J3lhiVNrxY6ad/PyvXLxY40vVKwpOmFbNsNW9vV/GzeVtNv5Pm9gBriirJBbmpUvG2EN+8/QfSVdb7xJZ/haGmJjzz2Eh6fWp8hbiKH5oXDiBcjAkmrQP2ZY1TuvIzjb94IezfUAN961CBXFEVRFEXZX6ghrijbjTEc/cDztO45SePLW/xDywj/3IWz695dODe8aoQDDByvYhIIpkcpnZjb5Mp3UAN8+1GDXFEURVGUWxWVpivKPiSJHYLFYZLIx/FCCiNLOO6NR7s3MiruVkPKNZ+Fkz7Hj1zhWGmJT52/c0NGOJDK0dvPpMqxKgDiQGJJrjYbNcJ3FjXIFUVRFEW51TBIZqaHvY4a4sotTxI71Kc60u44LFCfOkzlyHRfxvi6MbAyL8WKAT2zPLLh3UkhJGkVGDhe7RwiAacS9thqY6gBvrtQg1xRdhaDITbmuimcbF/wMONPS49yWOnOiE+Q63Tavt+2v3eQ8/22fbztvJBsudB0uoKxkbXX5+oQd/HRTPrsIOf9vW1cy3fbtco5uem8CtJxvbL3V5AoU863ytn+3r5Vzs/t2/Yr97v4ogP4mWnO1vYlz2/jdvGbT3K+5E5myrlO2pf+2tj243b73KZfki73N0DL2D7ia09RBlm/8Lm44/s9HWb7Q9Ph8Gr6quUXPtfq+JLPNbM+4kvNjv9yvdk5btjImj1Jq/NbkGYn7QSyZhrAsbpWdnzd3G2X8Qvv20fcntnOTmd/shgrOIGdl+TGXxLLRzwpdApGhc76qJh1YWwVOjuplTptVy1m/cCXi61OXiF7bbea/eQjvn8+KSjKBgkWs9JuERAvJlgc7r1hm/VE8DeRQ2t2nKXmcVrzo5mAIBvFn1iidLDJyrvPJJBEHoXDCze9bxs1wncvem0URVEURdnvrEjTN/q329ARceWWJ4k60u4VRNL1m8lKUDW31QKEuFVg8amTRLd99qb2K15C5bbLBNOjJC0fpxJSOjyzaYHa1MhTFEVRFEVRlM1FDXHllsfxQuKwkDHGjQHX71/a3Y+veD6omgg4fsTs5NGNVHuVlfnCtyIwmxrhiqIo3TGk0zXlpemhNRVZkJmWrPsUY3Y6sOTjzSTbVbOl5U1jTb9ksuWalk7Vlqa3TPYjc2BtZ0vd7XSSmz8pzsimrWnO+pzWzJ56LC85z04xZkvEsx+X7eVCRmbevVxJgjXX95Kz+9jluu/blrDb06HlWyQjZ+8y/Vm6P9YmJwXPljwgQKgAACAASURBVNu6qcy6TVkW5twMmtb9vmzdgwtxOVOumxz9SpCVpl9pdpav2nL0eie9VM9OwdVqdI6bWHJ0p5G9Gr617HaU1jid2ySzHsCxbhX7tnG2VZreSduPh9yjgsS6OZKiNU2hpSSPS9k2SYrW86VkPRtKuedLqdPGjfLWxSS6Hun7ObMXUEN8jzL2VHDjQmtw7a7t9ePYCxRGlqhPHYa2kWwMmMilcGBpU4+zGlQtFhrhGK35MRozLepHB9iFapk9YYS/Y+xTW36M37j2mi0/hqIoiqIoitIbQ/+xKPYCaojvMjZqYG/2/m8lg91xEypHplejprt+SOFAf1HT14MUQuJaiXB2jDi5BkaIGwWmLxwnOVbNlDWRQzg3nBrvhRB/Ygnxrq/Pymj4ZrMbjfDtMLrXc1w10BVFURRFUbaX3ejrvVHUEN8httrgvlm61W+/GuiOm1Aav7ngZjeSp/sTS7QuHgJJOiPvicfBY1M8N3NqtVzS9Kg9egaTCE4hwh2uEdfKlE5NZ4zxrTDCd5MBvlOGd7/k66eGuaLcehjSKNG2/ByyEvRu8nOApiULt2Xm2fXZ924t6UQvtuXnzZzkvJ50tmvZ5XKhlVvJ2tL0KLFl6tl6R1a5bhHUe2FHRndyWt2sHL2T9pysLLxoaYFLVijrvDS9aOWVJFxzm6JkXdFKXbbJS9hLGUn82lHYCyYvZ7fOz47i3kOznGmjXAR0x773bMk/Nx8M1pagd4uUHubu/aZ1rywnHcn4QpKNbD4bdaTpthz9UnM0U26q3ilny9Grtc7vIKplfyNS65y7X+/Ux2tkiuFay7YEPZMOcvenHTU9MmuuBxDL1yAjU+8hTc/I0R07nf2NmYwc3ZKc56OmF7rI0TPS9Oy+45L12y47a6YBmoH1fNiEwMP9YoxK05V1stuN7vWw1rnsV+N8sxEvwT+wSNys0AoHiWoVnPIU4hjioACFdCS8+ugZSJzUWA99wulx/MPzhHPDmx4J3WY3GOG73fjuhV13NcoVRVEURVGUXqghvgXsJ8O7H9Q47590zu8iBW8ef7CACX0mnz6DVCLAI5wbBiOZwHHiJcRLA5ko6Js9Gr6TRvheNr67oUa5oiiKoijK5pOoNF3Jc6sZ3zfCbo/dZpQnsbPqD+54IYWRzfMHv5E8XSCjS0qTZiUHE/g4hYiklZ1SLQk8pNB/FPf1sFNG+H40wNdi5TzVIFcURVEURdk46TziKk2/5VHDu3/ybbWThnkSO9SnDq9OIxaHBepTh6kcmd704GxrYWKX0qGruE4CYnBKASdedJ7nL9wJpCPm7nCNZHoc43R8ycUx+BObG8UddsYIv1UM8Dw6Sq4o+4/EGJrGEOb8pJvGnmJsbT9wgJrl/237ftettL0+zetsU487edU4W65hOYI2LL/wVpybhshyLA0sv3A7HSU5H3Fr2fTwEbdHrmw/Z7F9xHNOs55j+YXbvtZu1te6YPmMFyx/8bKb/WhddoM182w/8IqT7adUnFZf5ezp0Lr5lZdy/ue+5XddolPvJDcNmO2TnZmiLDd9WWZw0PKdtdt1sz14Y6tuzZyPuH1PL1k+4vPRYKbcTDC8mp5uddIzjWy5qzXLL7zamQItXu7ct04te4ZetdMoXt1an/MRt5e9ptVerbXTAG5o3ceh5ZMfZ8uJvZzkB2DWJvNTskZjrvcRt6Yls9OF3DSD1o0T29OXWY+KqJzzEbfzWmKls20cB5b/eLidhrH6iN/SqAF+82zHaHm3Ue9g8fq5vPFigsXhmw7WtkKvUXEphBjHoexfozjuUzlyDcdNcAsB4OFPLBHXyviH54mXBkgCDxzDwH3nVgO1bVWk9K3mVjXA10JHyRVFURRFUW5t1BDvAzW+t46tMMp7jXonUVbyDakxnkT+2jvbZPyJJcKZCVY+IJsEotBn4NA8zFQQL6F0appwbhjHi5FCiDdSJVocxMymU5klJ6oZf/GNsl2j4WqAd0cNckVRFEVRlP7QecRvEdT43n5W2vxmDfJeo96OFxKHhYwxbgy4/tb4X+cRL6F0/Eo6DYsY3EqLM/c/weNPviRTZiU6uokcmhcOA2Z1hHyhOcTwK5/Cq2TrnIQuwfQoScvHKYYUDi90Ndi3wwhXA7x/1CBXlL1JglAzbkZ+Dln5eDf5eVqus7wcd2S89rRP1aiU2WYp6shzq5b8vB7l9m19YLbTeWl6K7SmL7Pk6HHc6exGcbbjm1ga2ow0vYfsNoO1SV6a7tjSdHftNGSl6gWvI/EuutkpxiqeJS33LCm5JVMfdLN9vgGvI0235ehDbjO7b6e1ZtqWqQ9Y6yErVQ+tqchK+anR6JxfnJm+LNfIllTdtTo3ttQ9P8WcI+s3ZOz9Zacvy+7bvveXk869Oh8PZMrNhZ3lq81O2p6iDHJy9KXOfewuW1OUVbN18Jc7aVua7tdzbhDWstey2rFpSc6D7H3nBJ3rInEnT6KcEjK2py9bv+ujcaxrlLtcxu2cu/EsNxE/9zu1pOqxnS5Zv+1mdpvQkqrbnhg5rwyiyJKtR9s3fRlsbMrE3Yoa4jnUAN95bnaUvNeod2lijvDyBCeaV6jEAXW3wGTpKP6B7v7XXhxxfHGOUhTS9HwujUwQub1/OrY83UQO4dwwJkhHtEv+VQaKs5QPFxk8OYtXyL587fLRUhkpRERXxxAvoXyojomFpYdexOhrnlw1tJPQpf7MMRwvQhxI6gXqzxyjcufl64zxzTbC49BlcfIgYbOIX2oxcmKWbz/0V5t6jFuFd4x9So1xRVEURVGUNTDIvgrWtn/O5CYZeypQI3wXspHr4nghJv/B2KTrCwS8gocYMcs4JIyYZV7BQxRY+xheHHHv1AUGwhYOhoGwxb1TF/DiaM3yeVZGtJNWARCSVoHmpaMkZu2vh/nyca1M67lj2UjrDpAIwfTo6rpgenTVCF8p43hRpsxWEIcuU4/eQVCrgHF4k/ssD77QIAy2R+q/H3nH2KdUTaAoiqIoirIGiXE2/LfbuOVHxNX43husZ5S8MLJEfeowtOXpxoCJXAoHlji+OEdUcPCLVVZMxcg4HF+c44Xxw9ft6/jiHKHnYdpD7EaE0PO6lodOoDh3xmdpuIhTDrIyeTemEYxft52JHOpPnSCul3EKEd5IDacQESYOVMt4g03Ca0MkgYs70CKud2SIScsnrzQTJ11vs9mj4YuTB3H9EHEMbx1+BAC/EDB58QS3nz2/qce61bjV5Ooi8mbgvaQBfn/ZGPMzufwx4FeBs0AT+A5jzKP9bKsoW0WMsJwUrpOc29JyW55ry88BFuNKJ21JzpcsOfpyTppeDTvHWgo66UaYfTc2LMl5y/o4GkU5+aq1nNgS09iSn8dZmZnEXeTo/UrT7So42Y2MtSyulefmJOyeJVu3lF+el1WBlSzVWdGSsFf8Tr9i0M/2BQf9jpx8wJKtD/tZafqgJVW307acvZ6TptsSdlu2PiDZOoSZyOvWx38n53KWiY5uSaot+W5e/m/LzJ2bHJMLctvbbhq2TH0xqmTKXQs6EvT5ZievWs/+lqJaZ39e1ZKjL3fOz8+JGv1aJ12oWdHna1mJuFfvtKXb7KSdVqe9pZVtb4msPFuOHufk57Yc3Yqafl3U+8zOHStp/cbyMk9Ltm486zfrZwd5jLXsFjvtGDet9Tlpur0cWpHR3TDn3mB5R0q0f6Ti283u+zSwTegI+N7lRtfOcRMqR6Zx/QAwuH6wOj1ZKQpXjeoVjAilaG0f8YFWk8NL1zg9P82RxXncOO5ZfiVQXBy2R7TrZcLpcYzV0RGB2GQ7TEno0rxwmLhWRhCSlk8wNY472MBxDUnLJ5wbJmm6ELk4xSatK2MkYfowdYph5tluIofm1AjBzAjNyYnVcptN2CxmjHAAxzE0G+UeWynr4VYYHRcRF/gF4C3APcA3icg9uWLvBj5vjHkA+FZSw7vfbRVFURRF2eOszCO+0b/dxi03Iq7G9/6hV3A3x03WnI6s6fkMhK2MMS7G0PSv34cXR5xcnMVPEhLHoRIFnJ2d4anCGa65ozS90dVp0VawA8X5ccQdwfOUGgnNwGHq9ACh66XB4SQArHliZ8YRL8YpRJgw9XE3TkJcK1M8c4n6Y7chpRCnGOIOLyLGoXhwjmB6lNKJOQqHF1Z9xEkcGs8fxIhQPj276i/+9jf9xc0095r4pRZvcp/NrEsSYWCw0WULZSPstO/4UnCBP538ga08xCuBZ40x5wBE5LeBtwOPW2XuAf4NgDHmSRG5TUQOA2f62FZRFEVRlD2OQTRY215EDfD9y3qirV8ameDeqQurcnMxBj+KuDh2gub8aGbe8eOLc1wenuDM/DRGhMS41BaHOBA3eejQnYRzDmFtgIFjV3DchCR2aMyNY2KPgjS5r/UFAtdl2RthsBbw4NQUnz98ljh2KRfmWeLoar3iII3k7o3UCC4dIG4UIPaIvZDSqSYD95/HL4MJPcSPKEwsI16yKj13/JjKnZcJpkdpXDiAM9SiMLGM05boOV7E4uRBxm+f6hxzjSBr7jqnRfv++/6QRx9+EL8Q4DiGJBHCoMCJk5Pr2o9yY/a4VP2AiHzWWn6/Meb91vJx4KK1PAm8KrePh4G/B3xSRF4JnAZO9LmtomwJsXGZiwcz8nPIStBt+fl8lI0IvRB2tlu00kuBtX2QlabXAytSerOTDoNsly62ZKUm6KiiJMhJTC1ZqS0/teWmeTW0pWzOBvHuJU3v0nfOu23aIVSMJUdPcj1W43XygkIn3fKz0t9GwZIfW+mCJVkvF7Mqt7I1k8pQoSMfH/azMvMhS6o+5Nky9U65ETtsNzDkdNwEmlY6zEdkl84+YlvenldAi3VxrIjzjjXg4OYaP87I1jcSQd1K54yiwJKm2y4btVxU/6rlSlFrddJBI+tS59Q7N4RXs+To1U4ZW4oOUFxOrHKWC0MteyO7jc494DQ611wCS34e5BSQljSdyNpfPjK6vWwHLsoHMbLJS9BXK+p2LSe2NN3L/kjE7yxLq1POKVrR51vZbRzLpcWJjJXO3idizaSQD+S/1ej0ZXuI/WSAlx+9tGn7atx3fNP2tVu4kUGexA7VxQN81jnIyfplhsrzBAWPi2MnWJo9ft284wX3IpHn8dzEEQ5VF5FrJRbDCa6UxwmdIiaC1mIRr9SgOL6Q+qUbAeNwfHmeajCOP7aMN75E3ChQrw5ztFXj0tGc/1Pg0bw2SOtKGhndJA5I2p8RP8YIuOUWhYPNjB+4ScCxpjBz/JjSibnUXzz3Ynz1sRcIm53jrgRZW/HvDmoVph69gyP3Pdu3Mb5iGN734MNMXjxBs1FmYLDBiZOT+IXtmQ7uVmQnRseHC6d484lfuIk9/OJVY8zLexRYq/eRf7X/DPBeEfk88AXgb4Goz20VRVEURdnjGAPxLgy6tlH2rSG+Fw3wzTS0b+ZYe91IX8sgX/HdFi8mceG5ymlMdIbKyHTXeccby8PclTyHn8QErsdz3E5YKVL1Bjrl3IR4foBj1UsUWs/RcEo823oxflUIzADRVZ9iuERwKILBiGEJmIyOs9g8iYkTktDl3BfuplipQ+ISzg1gWgX8iSUQKByZBydBgCTyAEO0METS8kAMw6+8PviaUwxJ6oWc0S4UBjpf1O0gawDiGFw/vG7UvBu237JfCDUw2zaz01L1LWASOGktnwAu2wWMMUvAOwFERIDz7b/KjbZVFEVRFEXZbexLQ3wvGOHbaXSvl25122sGum2QdzO2g8XhNecdLyQRI/Umg06DyPUoRwF3L52jbgZ5bugkt1cnmawcBgMPLj2NGQ4x4jIY1nnZ4uMUWyHDUYOW63HVGwIvxDEJ1UIJSi4SNYimDzB74Qhy4Gledsc5Li4eYP6p29KPBYFH6fQM0vY/N7FL6bZJlh56ESSCUwjxx5ZpPn/kurnCK+NXmXjOp5I0aRYKTI5NEIc+IydmV8usBFmzEcdkRs27cSsED9sL7DNj/CHgThG5HbgEfCPwzXYBERkF6saYAPgu4BPGmCURueG2iqIoiqLsB4Skm5/LHmRfGeK72QDfzYZ3v+TPYa8Y5mNPBSwvwdLp7HoRVn3C47CQMcaPVWdolTyeGzrKweoilbDFAWeWp+MxjDgMxTUeXHiaqilxtHSJUi2kbsrMxIe5vTVJrVCk4gaUXMN4bZ7nzh3FnGlyceQgxhXm3jjK+ENV5suH+PTLQl594Bxv/6KH+N2FQRr1CiIGDIRzQySBhzvQIJwZpXR0PjfSnRBMj1I4vEAwPYpbEx648hzJeIuoOshAK+aBmWc5/iVTYLld+aUWQa2SMcbzo+ZroUb47mK/GOPGmEhE/jHwZ6RTkP2qMeYxEfnedv77gLuBD4hITBqI7Tt7bbsT56HcekQ4zMeDLMS5qZksX/BroeUjHuR8xIOOX/i1ViddbXU+itp+4ABho9N1Syy/T2lm/UgdyxfcbVk+wbmukj0NUSZtucJKzv3VdkvO5PXpI57xnsqpTBP7Hed1CuZ9xBPfyrPeb0kh2w6JNW1TVOhUNip10rYfOYBf6pz8ctGaLq6Ym+as0PHft/3HRwqdgKXVOPuBe8Tr5I24nXTLZH2jbV/ykM45hblpzoYcy7c86dTbtfzF8z7itl94r6nM7OVsuj/seZtbuQtYjzrn17L8kk0re/28pnUfW3FgrWbMTFEG2WnK/KrVJvWs25xT77SlNK28wGrjKOeuZ/uIW1OWmThXzvYFz/uP94M1Rdn105dZPuK2/7iTuzKWz7j4nfaWMLbS2ftOrHNyIstfPM75n2d+99snFTeoNH1TEZGTwAeAI6TxH95vjHnvevezG43w/WB898I+v91olCeJQ7M+Qpz4BM0yA+cCamc6DyxjwPVDKoPzjJ8TKjRougUmBw5RakV4E3Vi1+XK4AEOTDVolZN0zkmJcZOEI80rvKL6BeYOlZiVQ3iLPi+tPsvcwCg0Cjzm38FJ5xxFAiqtFp86cpbQTX9yzcNDTN9VZuRjhsfn7yF5o8NrjzzL3/uST/C7f/KVhK4hmBoHN4HEwakEXPufdzD60guZYCziQFwvrkZMP311mlZcJpkaonRqFvESvvjQeRqXizzr3rEamG3w8DyzT42sytNNIteNmit7g31kjP8x8Me5de+z0v8TuLPfbRVlvWxWf0RRFEXZOnbjNGQbZccNcdJgO+8yxvyNiAwBnxORjxlj+pp6ZrcZ4Pvd+O7GbhstjyKPuZk7UmPbiXD9BsHiGPc89jgV02Tm+CDn47P4IxF3zcyRDAZEjQG8KOLBpadoHkxnHExil+bcOH44mRqsQyFeknB3/CTj7jVkoIm3NMQJmePioIdUEwZnY66Nl0g84XxyJyYB16vjXS4QnkxIQofWpYMUz8xS9RsUPlni8StfzMQDAa8/+TB/9+if81+f+wrqcxOIm1A4PpN+y/YCqk8fwx9urEZOx0mIlsv4Q3XEgXIYgCOIxJjZCkedSSZqdaanx4hfXoSCQ1CrMPvUCAfvOk91epywWaQwcOOo6Toavnt5x9in+Pc7XQlF2fvcVH9EURRFUdbDjhvixpgrwJV2ellEniCdjuaGL77dYoTfqsZ3L1baZCcM8iRxmJs+S2IcHIE4LiChx8v4DGGriBRg7JmEE4WHmPGGaCYlzMIgpYl5xE0QY/AQTlybRZaKlJvTDLTqTIRVnh49yaHw87RKHhWvytXmQYpJQuwI48EicanIYLjEZPxF+EmTY8E0xTCg7gru0iLxtGG5NcyloxGReNQKxzkSXebBqzUWz40w7Rxh0G3ywKULPDxeIRCfaPYASbMIOEQtB3+wSdLyaTx/kMKxa3iDjVW5esMvMNhq4iUJZy7M4BwNaTYG8STk7PlLnDt7jNhzcf2Q6vR4X4HZFEVRbgU20h+JjMtsNMTVcCiz3pagz1np+WZ2mrOlVkfaXG10JMxBvSMXNY2cJLTZGQ3yG510bvarzLI1m1ZGfg7gBnaePV2RtT73jVbiTrm+pel2MXuKsvz0Zc7acvTEy8pzs3L0TjrOTZwSF8VKdw4clyx5djErh26VOwcOS510o5TdedVarloS9mrUWT/sZ6efq/mW24FvTUXnZffddDsnGFgNlp/mLLZl505Hr+2YKFPKxrG2yaR7TGVml/Otcn7Ob8HN+zF0wVj+CYk9FVaUk9FnXCys4zQ7N5vXyNXBWs5MUVbP2g3SsJZbVjrs/EhMmPvBWNJtLDm6ycvPM9L0DUzk4fTwg7al6rY0PTfNmdiy+sy0a9HaZQDHltjbbhXXncLOmJAGuW7KvL3MjhviNiJyG/BS4K/XyPtu4LsB/KGxXWGEqwF+YzZTvu4lEUfq1ygmAS2nwFRljMi5/hZu1kcwOKvPMBE4Hl6mZQbwKw1cJ0Iqhth43P3sJOfOHAFJCKsDFEaWcZKEu+amuTQ6wb2Xp/HjmMONeRa9AU7UZonEwQsSGDRcLYxjisJYcxkvibhQOokXCidq07x46RkaiU9RWvjVhKTR4NHSIdxKxKGrs3y28CDGGA6HNVoUwWnieTGLV8Y4Hl7m/heeZqp0gHOVkzzTPEM8FDFw9zTiGQg8ZKiFN1xP5xNvR0m/NDHB/ReeZ2JxmbgkOKSdtoXjQxhxODizyNSx8b4Ds62go+GKotxK9NsfGT1aymcriqIoW4hK07cAERkEfg/4ofY0NRmMMe8H3g8wNHJix+aIVeN749yMUe4lES9enCQUFyPCQNTkxYuTPDly4jpjPE58XDcijv3V77cV0yLGp+QsE7c/sRsRDMLgpRAjQu1Yuv7w8gL1YpGxRo2ZoTHGa8tMOROEjk+CMNJaZqlc5urYIN5iRGCKLBQHGWjVOF29SLQ0xCmmifE5ElzDNQlz5WFYHuC+J2b47MkRlg95HL86z9PhcQpJTIKLSRzmnz/Esckp3MUWzXCAqtvkFYuPMWqafK54F4VDSzie9QU2diken1/1EQ89j0dO3MbrFx5Hxho0Sj5TRwqEzQKNa4MEUz6LTDBwYJHyyPIGrqKiKMr+Zj39kZP3jeic9YqiKNuEIRsEcK+zKwxxEfFJX3q/ZYz5bztdn7VQA3xzWa90/Uj92qoRDqkRHeJypH6NycGDmbKuE+IXq0S1AyCpaKsuRYZMlUKpStAcTI10Y5gsHWIoaRDgMzzdJBwzDAQtzk0c5sTiHDIQ4y8kGNfBNQlTAweY90c45l3kxGKNF0YOksy73LF4gaZfpMkgiMOB6BpRUmRaDnMgvsZwWGepXMIELqNzTeacE/gLBcyIYfHgIGNLIa3YEJ3zKdSESiFiyXGIqgPEns+YLHBb8QkWrF+sScCphDh+zPBtFzj0RExx2dAaEqa/SKgFwxy4VuVk4xLnHrkfM+7QGiwR1ErU5ka5922f2JRrqSiKsl9Yb38kNC5TwSizrcHM+qtNW47eiZq+1MiOoDfqHTlyXLciFNc7ElOvnu102tGiM1Gke0jTvVbne4Hbyn47cANLjm5J0yWy1se56S6tPLEluP1+lrAjqLs5ybm1bOfZUdLT5U67ZOTnPaTpUWnt9XE5u++obO3bStuSdcjJ1sudA9dKdjp7YeqFjuS8EVtpPydNt6JcN62I6vno6rG7tkw3xvZHyKpIHaxI4pbM2e0RNd215eiWIVSSrHR7wIrqXnE6dSjavg6Qzg6zRjp/D9lKd9tFIuM6Eebu6ZYVFbxpybBb2Tpk5OhWpHQTWOeUi4aeiY5uy9RNd0m+2Yg03Z6ZoIdM3dh1cHM+JLZUPbZmWLBl9Cb327aW+zV3jWynOSlZd4w9zo5/UhARAX4FeMIY83M7XZ885UcvqRG+hfTbvsUkWDXCVzAiFJP0wZkkDvXqGMtLh0gSwSQe5YGruG6IwXClcIADI8/jElMoVSER/CTkQuUojw6coeoM4pVquJMuFxpHSRyHwPVwJMaMNnEICRyPgrQ45l1kbnCIaqFEgZij/kWeOXCCS0OHcZ2E0qFrNN0yQ0GdUbNM7Dn4cQyRQ6M1ih8YhqMlWkWH+NoQz7z4doqlGeSRYZo1F9cNKJqIZjxBEjskrRLlUo3yslC9MJyeewJJ5FE4vIAXxtz//EXGh2aonLjK+NAMB5cWuffpSU5dnmPwmYQXOU9x19VzzA8PURhocuiuF6hOjwPghjEHzi9x9IlrHDi/hBtmH+QqS1cU5VZgt/dHFEVRlP3FjhviwGuBdwBfJiKfb/+9dacrpQb49nKj9m45hexXd9Kvdi2nQJI4LC8eJYoKYISkHcHFcwNKlUWGR6YYPf48z04co+aVMI7BHV6kXvA405jkZHSZpUMR50aPMjl4kEuDB5g432R2YBgvjlkulxj2FimVF7i/+iRGDE5seLhyL08kd3OpdoaR2ZCwUSbwHByJqQ4U05H5uMV8PAaS4DSFWcaJXIeiCblye4Xi2UvEJcMn73s1S55ANeaKN8D54cM4rsOI38Qt10mGQholn7hWSo9fCajceRnHjzk+fY3Q81YD3BhHGK02GK63MI6QhB6ObyiMNzhbegaAxUsHuXruONTh5KPzFGshjjEUayEnH52/zhhXFEW5BdiV/RFFURQlZUWavtG/3caOS9ONMZ+E3aMxUON7Z+kmWZ+qjKU+4qTydDEG38RMVcZo1kcQiVaDSKb/xywuHMXzQjyvSaG0TOR5XKgcJqoO8OLlScSN8Cs1hok5uhyv+ptHjsfjQ6cYeSbkmeVDnCxepJY08JqGeTnAwLUQh5BDo4s8Hx5koeow0gowvsuMOczp5SmiyOep0mlO1OY4LDM8W7iNGRmnEgW8MDHKs/5tyKUKcaGCO1zFDBieetkp5h4a4Gsa84zVF5kYXqZRGuBKq8SFgQlmRoY5M3eFiUvncM40mQ6HOTy9xIuemaZZHWaqcoCkbPDHlzl8dYnYcbg6PswVGeRsaQGTQOVhh/C+EgiYWIg/sQlCgwAAIABJREFUPkHr2ALOytzkjhD6DmOTNa7ePrx9F15RFGWH2W39EUVRFOV69pM0fccN8d2EGuG7h7xBHjkeT46c6ERNd4urUdPjxEckDeh2rDlLIYq5sniWWqEIAwlBMMD0pXs5ePQJGrWD3Na8SICPSYSwWqYyeBWEVX/zICgwe+EeosUFXhY/QtkzPFV6ELdc55XB3zLjHCSIixybu8aR1heY8cZxMBQaMeGAywuloxytzlFxAj4x8nJCp4BvQjwn4vHxYzgzwvGheSbLBfw5oVk9gDe+RGlwgQdKjzHpHGbOP8D98XOMNa7xx2Nv5Lyc4t6LT5GMt3AxDC81eMUj53nyxDFqMwcZjBrcuXiFZw4dpVk9CNE5AscnvDaIaXosL40S1Es0kkGqV0cpDdcZOz1F5UKD+tQIJ7xJ/FZMWHRZOlTGb+qIuKIoyo0IE5crzeGMTzjAfL3jF75Y70xZFtSy/r3UOt0wr9YZrfHqYq3PbmL7iPt1ewqnrGrMs6Z3cpvWdE5B1pfVsZYltNKRlc75ydrTl2V8TE0PX1hZu/NsnNwole0j7jlWOjs1k+0jnhRsf/Hs/uzlqGT5i5ftdK4Kti95xdq+nNu3ldcKOvWLrHQryHa1G6XOPVC308Wsj3jDmp+tYc3P1vKy91BgrKnWrHTsVumGa/luu9Y0Z05OKFu0/MLtvKLlE1yRrN/1kNPxiR+yAhUMeK1MuYrX8cN2XdsRvGu1M9i+43bMAsjfx1b9wpyPuD1NWZfpvUzu3s9OWWbf+31O29anv7jtF256dclsX/tcHYxZO5ZDZv11FVw777rLYq0wvaZa22SMkV05sr1R1BBHDfDdjG2QR453XWA2SIOzETjcWztHID7LtYMMJ0scDmZ5qnyC0PHBDZmdehFDw7MMRHUOB9compCW+Mw7gzgDNYpJQBR5zJy7n7tr5zkUzxMkRfzlAmdbk7SqHjNjBxkNqsz7LkeWFpnyDnGIBT4zdD/Hm1NEYmjJAIuHK0y3jhK3g614ScSdy+e5LbjCleJBzi5P8tJLzzLtT3D1dp8lU8Sdc0nKS8TJIZ4/OEbTHeXQyCythQpHG1cJ4gpOnGAi4cBClWaxwNgLhqvDFe44fxnHJBSDgMeOn2LKHKZUNVBOOwNJ4BHOVJg8exQvCTk+O8XR4hSjC8tMzC9QuD0CRyjUI449eY3Fg2mvJCy5yIDBFPbP10dFURRFURRlbxJvsSEuIm8G3gu4wC8bY34ml/8twI+0F6vA9xljHu5n2zy3tCGuBvj2khiXejRObAq4ElDx5nEk7iu/V5T1UmWR8SUIxMeIEMc+Bg/j1zgWTPNC6QSOQBCU8U3EyeYMnolJHIdy0uJ0tcZMqUS9MMDi/HFOxFcIpUiRCByHlpTwwogJc5VatcDV4REqzYC6lKj7Ja66B6g5Azzt30HdKfLM8G28rPAZ3IEG8bJL1ChzqLZI4BepJA3ubj2HMXAynOKQN8P85REeO3mMu+MnaQYexapQHmxgxsoUygHHW7PMNSo4wy38sSrR4gDJbBFjHO55fIqh+DzNYWFpcJChZpPjC3P89/FX88b4M4wvLhHOjVIbGmB6bIKZsTG+qPkIoevRnBukGMxycH6e6mmXxBGcxDB2qUZ9qLDqM15+OKDxYOGmjXEJDP7FCKdhSMpCeNJTA19RFEVRFEXZFYiIC/wC8BXAJPCQiHzYGPO4Vew88KXGmGsi8hbS6Sxf1ee2GW5ZQ1yN8O0lMS6LwSmE1Jc7SkosBqcYKVzAkZgoKTDduBdjBM8JKTpLLCaDq/krrGWQO07CeOUKUXOAOPHwvCbiGYwrlE2rfXzwCg2ONWe5UjrI7Y1LJEnCSFilbBpMLMT80alXES2VGJBFIinTlAKVpMG8N8pgWAViXBNhGtDwSlw6eIAoLrDUHCCqDiBehL/kwIShGowyPnSZVjBOEnsUpYW4CeVaRHPE4UBjkcgpIAGERY/brsxysLxMI5mgHixxcDkmSZZYCA9z5wPPE14+TasGca0MRgjmh/mS2b/BNF0aXoXiPJyuz/A/XvxiLo1O8Jrzj3Hh1BEWFw5TcCGuOzz7otsoP53QPFOiVSsTz7k05CoL9xQZqDWpjRYp1yJmbx/GXZFOOYIpgH8xIjibk1SuAwkM5YcDTCHdp3stpvyFgOC0RzzsqFGuKMqeJEwcpupDXGtUMuuXqh1tc1TryIqlmpVX+8uWHN2SoPtWOi9N9+uJlbbk542sftW1XIwy0zkFuWmkrOCcdjozNVOU08aaLtMf9TtNkyVllbxk3Z5yKZP+X+y9Waxl15nf91tr7enMd55vzawSKYrU1JJlt4RO4rg9IEg7QGADQZyH9EMegrzkPUCQ5wB5SgzD8EsMxHGAdGDEnbTa3Y1uh+5uSS2qRIoskjXfW3Xn4Yx7WFMeTtW9+1zWLRUpUiKp/QMOsPY877O/9f2/75v0gvnwdJqPTj9nXXRGwh6XJOPJabtcluys5FzXS7L1chWwSXU1Ni+toyiVQytOx6d6cn+MOR0uSiWlcjv5SZ6Z0+E8LrXDMyXUvHpm25a0w+65MbWnByXlZCkyWVouLMnRy+2WnPw2mPKnZcDmVe+kvRj2JuZ7FE+dtLeT1kk7jSdL/LnSdXbly/ScQyrLsCfCKNyZ+7hcxqt0v0+WKDtTvuwcOfrHKlH2HF5cwl7eh8n7WHCOjN6dL6OfOK2lZ1OcCSGRpWGlfnlScc/Pu59/Yb4F3Pbe3wUQQvwL4D8GToxp7325nNBfAGsvuuxZvjgi+xekyob+q2FkZk6McBg/2wLDyMzgvGI3/TLOK4SQGB8ztEvgHSMz88z1nb2GRRBQS7o0GofMzt/Ho8A5UhHjPDgbMr/0PrF15CLkA3mF9iBH5AofW6R1/LX7d7nY2yZ3AYHM2RczLNstVtwjUhGxG02RqCE7wRRZGrOS7rJqtujWE5AGJTS6bVGh5a67gtvpIIICvEdLRaQd+RQUgzZBAd4JUt0kO55laXTA9v4l6mpIttZh5tERixtdlnfu8ObON1j7+iFrtQPMQZ3Re2vM7I3wfZixx6wfbbMy2MdliunBgLnugHiqz2jYZmt6ljuzq9xrrbKQ7TM/+4ijRwvYIiCqZwSLGd29RYbthP3LLYZTMU4KdOnDBSmQ6S/2BxNumBMjHO1JbhuEdoTbFjVw1G4WiOKT/ROrqKioqKioqKj4IiGwXn7s3wuwCmyUhjefjDuP/xL4fz7msr9eHvHKAP/VYX30oTwtQozHj8wMDnHSQS4AjyV3baSc7LmfkK+/OZav519ZmsiqrpRhbu4OeXeaD6ILRNGQzswjgsAgWj303hyz+T570QxBmHFhOCRwhsXwmN8x/5p7xXVyEVKTGXtylhnfZa71kIfhKr8X/iO+dXwLF++z3M84UlNcVPvcW/CE0nHLfwu8wsbww+LrXBzt0mwcsskczVGP6T2HVLtYIYhSwUFjChWOMFnCcDTHu+0Zrh7fY6qZERxZhsMLxHGP3it1svlZan3L1GCD1aNj6oXFBZJQOJyGqW5OJ+8znHVoKVm+dUzscnIZsWkucbgX82pji3b+CNnWmEuavqzTerjPcXcKMJhQUMssvYVW+aTjmr9Yn51M/YkHJNyx+BCQEpE9GS8c9TdS7HxQydYrKioqKioqKio+xLh82S/0fTgnhPhRafifeO//SWn4WSt/pqdICPHvMTbEf/OjLvuUXxtDvDLCf7UoUWBcMmGMew+BLJ7EhGusi0895oBxIUqcSpyMi8aecwRKjOXr2jXpvPWQ/CtLJ1nVI2Po2hk2Z5ZJgiOSevekPNcDcZEb0SYdfwQCFrND5tMjhjLhgt4iJ0DGsKPnSazlsJMzaqd8kL1Goyv4D/o/ZE/Ocrf4NrejLq/5myx39xDG8/bsFa5zh+Ggw321xihv8X5SQw6u8k19k1v6NVblI75s3sWHnr1mBxkWKO/Zckusuw3Mfsg8Aw6CefysQe4WXHpwwNt/MU/7uuG7V3/Mm+F1wn2HRZHnLaiPaOohUVHw8t2Ug0tXqEuDmtmiOG4TGsdXxY9Jw4RhMM9Sskurc0C4ZdlenMJEAqsVncddDteb1AYa97RXxHm+f/Aq33v5/edeX12EbG6skaU1klrK2vomYXQqcXM1gRo4kAKRPzG+ncfXJUJ74tsGF4HveKIHmvqPckavR+grYWWQV1RUfGYxTnEwatAfTMppzeBUrqv6JUlvf/J9FvZL7bI0feBL4ydlpOVhlZ52VqvRZMe1zE/fwRNy9LOZoyeyRZ8jyT0rZXXlDMwvli26jBDP6dwty1zLHw3B5CerKGVRF6VpIpqUSsuSbF0lpaziaWl8bVI+rrLTfdAl+bksJq+fOf1EQZiSjLckR7d6cpmiNJ+zpe2YMxL20j4Vrtw+K00vraM0XzmzdFmyDpOy9TKSSe29OiNVf0pZmh6LyfPdkaf3zVJweoMfRwcT8+3UTkukbtdOO/+79ckU9rZ2un4Xl85d+TSoyXPsz8nQ/6HQifLwxP1eur/PLvOicvSP8Vy8MKXnp7wPZZk6TGZbF+VboKy2l2ek96X7dSJs5Iz8XJSGZT55f33G2ffef/M50zeB9dLwGvD47ExCiNeAfwr8He/9wUdZtsyvhTS9MsJ/9dSDw3ECtSfvC+/BE1APDlGiIJY9vDid7jwI4akHh0+GFTvpl7FeIZBYFzO0yzgH+9k1ih9DftNxP1nmTf9N7kUXMCLEmIh+dxn3JG4mp8Y7rSscB028lzTTlKiA1fSQROdIPHP2mEvBA7qzIcFUny2WWTpOib2m7VNi47mR3+ZKtknPzXBQm2atv8uXj+6hhiENPeJro3epRQPygzkuDx6xNNrnW9mbLA0PeS++zN3mCvtxm8OwxVAGXOYBAYb59AiVC5ayXYJMsL2wjCy6XL61y9HtkMdHK1ycOWDUSlB2/J6f7fYIjCEMDHkcsHRvhLKOYHqIauQE0wPmgj38bE6yMmTwTUHRCLFCcPnONrsLs3TXm3SX6sSZZfPLM+SNECcEeSNk49WZ5xrDugh5++brDActvFcMBy3evvk6ujj989TrAaIYX1gfCzAOocEsKoIdi1ceAkH8vkZmHgJI7uhPVLIuCk90R5O8XRDd0ZUUvqKioqKioqLic4ZFfuzfC/BD4CUhxGUhRAT8Q+BflWcQQlwA/k/gP/fev/9Rlj3LF9ojXhngnx2ksHSihyey8kCeZkWvB4do16ShtshdG+tDlPAs1H52kqhtZGbwviRfF+C95UhfJVGHxGqEcQmjv5qBax6j2zgXIKUhjAeYQYMr8i5+1GfgWvy5+ibXevt8M70FApSzKCuJA8MIqLmCEM3s8JCkm2CzhCMVMxDjZGlTvo/QjqO4wWKxQyrr5Ecd5lsHPIqXyJVg5eiQB7bJ3x39ARfdY3IV0Y0azOWWvVqTd6Nr4/rj2vA4XsYMm3xP/gUj0SB1dUa2zkJzg6SekWxqHvmLvD+3zjfD93glvIeJFPO9A2wAh7U2u/Esx8NZ1AeahfyY3WsSFg4ZjdqYnuRib4sHC0Ogzv7cFHP7x1gpMS7kir1H+MDgBFzu5fQWGuhEcbTWwIbP7+nc3FgjjAqkHBu2UnpikXH0xgwX5jdOpObp69E4VnzWU3+ocVOSYMciexbhBU7wRLI+vshC84kkioNnJIsbOIJPKBt8RUVFRUVFRUXFp49H/KLS9Oev33sjhPivgT9gXILsn3nvfyaE+K+eTP/HwH8HzAL/8xPVgPHef/O8ZZ+3vS+sIV4Z4Z89pLA0w71njn9qpCtpPlS6zHnFQC+S2Q6FbRCqAik0+PHDqIKxdGocc67Ib3VIgmPc2jTWhoh+hxvcImpnmMgy2p3nst6nr2rsqgXW9RZaBaQiol6krNg9toMZXtu5Q2pb1NwR2oe05ZA/jr7HJbdB6HM8gmJUI/SCx8EsQhgaA4XKJW4qoFFk/L38j5lmAKElpmBFDNiNO7Rdnxv7D1DCct3dppfOcSe8zJ1wna8Xb5GLmJf0+9wcXkd1RnywfoWrjz6glWbMTG2zVV/i5fAurVqPnmkx7M3QFo79dkiARTzscDAzTyfYIo73iOYypPNcPMipbRi4WEelHteEL/M2rgDpPDMbAxCC976bIK1j/e1DNl49TZj3rBJkWVo7McIBpHbM3D7GhQFijgmjV68H1A4d6Tdiwj2HSB3q2JO+FhBuu9NMuk9k62cTxX3cEmgTyeLGNx0+8p+IkV9RUVFRUVFRUfHLwX3Kgm7v/e8Dv39m3D8utX8X+N0XXfZ5fCEN8coI/+LwtOyZcQrj6ozMLMbUCMUQ7yWtaIekVB7D+BjnBQIIN4/Qa9Os6seksk4o+uRZExkUpKNZlsw+P63dwIWOKXvMK/kdrA0IrYEsouFy9n2HKd9FE5EozQ17lx/L11DaEYmcQb3OO+IaNZ8TSoON4YJ7SO0wxwswMYx0wgwO5zx1O+ByOiAVkijf4H5zGTNK6Jg+v2n+AhVovIBZc0TsR3yrf5Pvt7/NzuU6a3M9rv/kXY7EAlvxFPW1eV5/+xiZS5o+5Vg1We/t8nBhhsQ7zFGLOtuoVsaoFrO8e0SaxLhQcLHYIPSO/ekmDkAIGkcZTo0zprd2U45XGuhQMr055H8N/zr/qPHGM73KtdaQQd45McYbOyOMUiT10fiilIxe4MnyEr02fpEWFxzhpsFHYpy8jbE3XC+qiURxv4hXu5ws7nTkL54NvqKi4tcb6wT9QYLpRxPjVf9USRT1SiWg+hOzTQxHA/fMdjCYjOEMRqdxuzItxYHnZ+J5y8NFKZjZnIkRf5GyTX7yXenPK3/kX+ydem4ML2fKJJXLl5VyxgCI8rRyvHg42bk6ETOen7ZFdtqW+eQySpfix0vx3kpPGgBFabhUaXUi7NbYyWVM6RQZV44XnzwnzpVjv0tl0s6UqCrHj+elwOncl8LDzsaIl+LHy22nJm9QR3bSnilfllKMsjxjFDXF6bOwpE5jzrNwMka8m5yW/DtsNk7ax+lkjPju4HR9pnd6TKZWKjEXT567MCzFUJfixz9V/dunGRP+vG2dEy8+niSeOW2i5NmZ8mwTceGl8nofKmFozil7+CnjPdhP0SP+y+YLFyNeGeGfP06N7QSQJzXGn2ZIFxgEksx28ATjcmCuhnG1D733lMiRwp18CwQbRyTWICOL85Jhf44ib+GkwiN4JFfYieZo+IzHcpFcRhyYaWJj2XTrGBUzEC0UjtQ2WdM7vGTu8566xk+ir7AbzfFYraKMI9CaeORJioLIG6S1rJp9bOzZjaaYlkeoXCKUIdIF0/KAVbYYqh7/o/k3eLtDOx1gnKRNFyUdkRxyo38HJMTSYtYV88NHzOwes/1wnre/dA0ZwVA1ED5Aec31o03+bPFrNHcKrvzskIvv9whHho2VWfIkxEvBe/0l7nx7gc7jlOH+FL3HcxQ7ddCC4UxCkD85sVIQPqlF+2yvMlzhPrqIcE8+KETqsHnAmnlEdFsTbhpE5ok/GMdnh48t6NKfRSwpLobkV0Ow4BJBdj0ENf7u0uvBc7f/1MB/7j1WE89M0uJqH/1lXsWaV1RUVFRUVFRU/KJ8oTzilRH++eRZNcbx5iSeXAhI7RQOsD7E+QAlNPVwj8I3SE2bRng8zsIuLI3oLoVv4nyIkprwcJOwpchGLbRJ8F4SqJy78iJtPWBPzbHLHIEEJyVv+a9xyW3QIKNmNH3R5JAGORFCGbqyw244x/1gnfVsm8Tm/H/2e1wS92j7EbkL2VWzrAUPqckRM6LPVD7gWLUQDUfb56z0uhwGbVbyI/43vcH79pB/ieJ/oI1WIZmKKGRCXDvmS/l9Lh4+ZjndIzcJx4szzD7scrG2hQ49G7PL6FGIHgky0WQznOPVRxtEYU632UCpkAvvjuhdSNlYn8VJQZqErEd9bvvrSOcIMfRVi12/QIs9dKDoPZ7DpgF6Cqy2/P7Oa/xHrZuTF08KIqN59fWbpazpA67fu4c6cLhYYlvQetOQfjmCSCIHlqTrxsZ2ODaQXVtSXA0proTnSs+f59X+eZJ1vR4Q3Czw0WnG9rKR/6JUseYVFRUVFRUVFb86Ps0Y8V82XxhDvDLCP3889Xh3izWUMCSqhxBjT+zTGuNKFGSmSU8vk+kOTiYocryQOK+Q0jIWGzkCWbBQ+xl9vUqNY4QYS7vuumt848Gb7HVuEAQZJq8TU7DZXKDfu0F7kLKhetSTHvuijc5jDsUsy/4xKQ28V+RE9GjxgbrMQ7WONCEjOcUtO4tHYIkIvCBUKUpaVJBxHLR5Vb/F1LBHp3FAK82pM2JDrLPlE5b0Pkcq44/MDh74Pvv8NyS0SAiko8ER/WGNouH53taPeVN9nV694LXeezglsU4x0z/ALsS80XiNxwezvD76GaujfYR27Kw1yToKoWIA4kPDdGtAt11nb2aGhz+7wLWLXZpZilEBcsGx8nCffKvB/fkLiNAROs2D1irF2wnzre7Yq1w2hp9Ix8NIc2X9LuFdTfu9EeGBxc4qFI7oocW2xvHeZlERdx1e+bGn3HvCh4b8Ugjao6+E58Zsl0ugoT3hjkWkDtOS1HoO3xDnGsc+EifJ4mQ63uePU6u8ijWvqKiYwArMIJyQosMZOXqvNP6MND3ql+TovVN5ZzA0pfak5FyMTiXaIi/JtfNJ6Tb6dDlflNZxRorqz5Ogl1VEz5HdPreE0wsgznSw+smJp+2zHbFlaXq59Jc+c7506d1cquYh9ankWZyR6wsTl9olOfuZEmNlObooGQfClf8nJ3ebkhSc0jJnT2M+cSlO57NnpOllabmZkLCf7qs+s0zmni1b/3CZs26pnT2z3ZGTpfvKpc3apfGrKpuYL4u2Ttr9xqkcvasnpemD7PRaZMPT/QuGp8cUDiaPLyo9j6pUvk6cKYH3oXvqBfhF7/dPnHNk6uNJ58jRS/eDEGfCTs4JTxH2rDS9XPbwl/f9M07W9sURdH8hDPHKCP/88VSOLjBIYdAuxvglmsE24om0PJAFieryePR1Ap/h5RzegpV1Yg4x1GiLDQKZ04lO74Gnid+Mq5HaGZLgkPfEOvG+IHaSfNXznrvOcW8JoQwP24t0TcylbAslLUvsc+BnCMnp06bFkG2WOKbN43AJYSAVCdZESFEgkCilKUzADXGHuhxivWDJPaIpBzglaAwNNTdiq7lEltVoBkeo3PLP7B7+yWeHw/NPOea/FS1wEg8ktmCztoRMJR+sLbM83OPe0jyrg20OwwZaCtyM5GrwPtHREr2wiVea+WifhSjlreQaxoXMBwdcSB+BhLsX5rFSkvQsb9llfqP1gMYgZdBKuHt9hcFem05yTJ5EbCzM4wJJVGSMNqf4q+OL/LWFO+jlYEI6/tRTHOyOlQ12VhEcOvScxIfgWhJhwIeC/HpI8MgQv6shAb0YoApP482C/NCRfjN+poF84tUWjuS2wSuPsAI1cqh9R3YjHAfbnGMc+0j8wsZyFWteUVFRUVFRUfGrw3660f6/VD73hnhlhH8+KcvRE9Vj4Jfx3pDZNok6PqkxPjIz1NUBMjLkxRSFa6BEhheSkAFxmBLJdGLdT7OzD/Q89WAfIcAQcBw16BcrhDsZ6XSLKBoBgp1am+lel3f9l1h2OxRxSMMY/lh8l2nf5RXeQePpqibOCBIx4sf6dUToEFiEdIR+xFp0j1lxgA0E82aXK/4ug7BOr9bgvlvm9VGPpcE+gyDDeMX7qs0fmJuYJ4a4Bn6PIf+Z9cwrKGiyW2uxH0/xMFrFSag3+wxcg4MkQYhp7i/P8UqyyWzviHQ9wSxCfS/ncT5Dsu+4Vjxitz7LtlvmjrxMNjJ0H8e4hmFKjYi15qfHq7w2/ZjQGB6uL9EXU9TUkCjXzO92OZxpcvHBDiaQ7F1pwwDiDzSj1yP0yyE+EkR3ND56UnIslgjvMPMSn0h0TSIzi0+eeKdDARLsnMR15Ilh6yNPcGTP9S4/9WrX30hxIfi6wiwqwgdmbHjvWPRa8PQm+FSM4wmv/MnI04RyFRUVFRUVFRUVFS/C59oQr4zwzxdPpejWR6RmmkT1AYcUjmawRWbbWB8QyOykfJn1EUrmJHSZju+Tyg6GJnhHM9qmFTwmOGOIP0vyDuC9Qrs6qW3jdyRywRIEBUaGvNO8zIzJ0TaiCC9zL14jyzp8W/wlb5jfYIk9am7IZTXg9/TvYFRAFHXBj5PHXVMfkImQW+IlltxjFvFopRioBjXVZzotOJYtmj7DaUHNZfxzv/0hxZpF8D+R87v+y0RotMzZEYv8q/Z/yEvdR6SqwYX+fWzUonbUY9cu0RWKUERQs4zCJnvXZrjyxj5BnjHoBQS55LLZ4c8Wvs4PghsIY7iRvcXAhKjCs5TtsZgfolXAkj/kJfUAYyOmegPCXPP6Xw25c2UF1TLYQPJ/TX2Dv7d2c5yZ/onUO9zU2IUAHwvstEBuAAEI7TFzAjUSmHn59AIhB+NY7mDPIQqPjwR2ViI0zzWgfSSw8wFurjQuEYiRR0zq+D4V4/iTijWvqKj4guAEahAQDs5kbT5Hjh53J9/6Yf9U7hkOTiXVqn8qM5fZGcl5WpL4luTo/owkG30qHZ2Um5755/FlyeovR44+ubLnebfK2u8z7/TyMZVk6hPZ1AFfOl5RzvxcyvwuzpwTWVb7luX6/nxVlZfqnPFnVVTnTDtzfK70iV6+sqOz6y/tXlm2Xs6mXrjJ/6jUnsryy5nWRy6emC/zp/Npf3TaVsPSfk5+g7XF6TrKMvXZMxJ2wtMj0TwobXNyXwelEIJbpez2eSm7epCeef4mJOyny8vRmWcpL22rfN9MPC98fjj7zJ59Zl5kmYkb1D+7fWZYnFdF4VPAU8WIfyaojPBfDmXj+Wx974+yXKK69PXqiRfceUG3WCGUIzwKJTSJ7BGq0UStcSUKYtlj6Jc/J9kLAAAgAElEQVSJxACjYjDjd0ssu7gnnvOn2zOuxsjMkqjDE8l74VZwXlK4NpEcIH1I7trEuz2urd7DHTYZ0uIu61B3RGEOWvCV4MckwTHKxGylCxgbI6xjPdjgtriG9wlJ3MPqkNjkuFBClLLt5wgZQm5JdE7iHCoa0SvaSOXZEfMcuWnu2newZ0xxi+UnZDx0a8wEB7w3tci/jH6Hbn+GveIyvzWAi+YI3fFsL8xx7d5ttIt4s7lCz7QJti15Laa+bLm4n9HqFvTIuLVwgf1WByNqhMEx4UFA2Bry0v4mJpLc6c7ypbnH/I292zz48iyzfyQIhKUIFBwErG/32PibTZxRyMAiLNR+WpDfCEEKhIX4VkF+NUR1HXpdoQ4dXoALBb3fSgh3HWApLoWkr4S0/yRF5B45GNce9w9h9I3oJJP5eQnYyl5poT0YT3RPY2YU4kKAPyOZ/zh1x8/jk4o1r6ioqKioqKio+KhUMeK/cmSqofWr3osvPuU4biE4KSvWiR4+1xh/1nK7xRo1dXjSOZeoAb3iAoVIqId9tIvJ3Sqr0Y9O1vHUsM7sDDW5Q0EbYTxCetrR45PEbuPtrZPbOpmdwXmJ9jWawRbGN8h1jaGZx/kQLyStYIuaf8xVc8xodwYVGhpuyNfdz7gZvIyo59isTWQKrAyxNiSMcoSWpLpF4i0iEjgn8F4iQotVjtmpDbzwDIezbPtlpklRusuhXqClUpKoz27SolskuH7Ad8V/zzvyVUTgyIoGy/4xM9ERMTk/8jH9dsQPim9QmBBvFFp4HvuL/L9yhQv6Djc6NzleatDb7JBPtah7T25aLPojfGJIOxFH61McuoRgW9KsDbmwvU3roE/HWBbmD9EiJJwZu27u+TpLyvHqG5uM5hLSbhu902I2OyBfHDH9WKIft5hb2uSt7gpfu/DgRKKtlwNUTxPsW7LrIdGGRhlPsRYg7Ni7YFYDcB7V95hkXAO0+VYOQuDDcSmy6K6m/9uN52Ynf+qVxljqP8oRxuMDge0Iotua9LWI4uVxr/mnkeHcR2OD/kQNcFcjAGGYMPY/6U6AioqKioqKiopfd1wVI17x68DzyoqVvdZlnFfsZ9cobINA6pNM6A5B7trU5DHeS3p6FSk0hWsgDAjhiOUxIzNNM9wvGfKemjpkZGcQWFrRI2pBD/nECPce9rOr5LZzkpwNHMZlKFIgp1tcJ7XTRHKExLJnXuEGb5O7GJ8WuCBAKktQG3DJ3ONueokoGqCVINIKJQucV1inkFgGooVzkihKkYEmDHKOagmvRAcMig7eQlq0uRNdoSuafG34NsOiRhT0ma5t4Z3jdrTObf8SH3AdbSK0jfhAvcRVf5uG6mManu3GLCtH+zQYMrQd7ok1RmEDZYbcyW7QrB3T7OwzrfvUj/vc018C4Hp2QKs+Ih/FLMnHtC80+OA44ivvb/LmyxHeQz+o85vv7JGtWSIxRCtJP6lxc/8lvtW9R04dBDTnetgCFvaOmOoO2EyWcR80WOru8UFrjearFtmyzHcOsQ0xVioJwAuG30kI9xxyYIlvG/LLAcGhQ4wc8ZEl6Dn0vCLoAXhcLClWAoKdcSfP87KT51cDZv+XHmpgcQ1FflkhtSC/Fjwx6k/j1j/pDOcTnQQWGm9p8J78SxHCeoKbBdnLIcm7+hPvBKioqPhsISwEA0F4Jht6eKrcnciMXpaiw3Pk6KP8dKZ0Mts0RUmOXs6Gfibzty9J08+Vn/+8aefxHNn6R8Wf7dc/V057ZkY/mavjdLYz85Ulx2UJbekYxBnZ7XlvaSXOysxPh31Qape2eUYVTjkxeXmaV2cyXpcGXWl9+jl/If6c7OqFnZTNZ/Z0w6k9/T8c2Elp+shFz2wPw1OZeuZ7E8sslbKjT8vT9cVi8n93QdVLQ6UHqH5nYj49c7qv5f2+Uyycjs8n91tlJWl6WsqUn03OJ/PT50eUnqVymMfZrP7l++4zl0H9OUxkUH92FMWTGc85prPjf0XH7j3YL5A0/Yvj26/4xHlaw7vM07Jiz+KpJ7xwDYSQGB8zMEt4L1FCY1yI95KBWUK7Gh6JI8b5hFiNgJCuvshAz090AEjpaAT7COFohMcnRvjT/RmYRXI7jSNECocnIHNTHBWXye0UUhrA44gpXBvnJaFVaFknUpp2/oha4xiHoilHhGHB4uotDqdrRCJHAEXWQjhPK+ryUC0jvMeZgH53iX53kcKHvNW4Rk+0cCKgR5sfRl/lJl/nn9f/AT8NvkLoHC5t4K2kZTPmxB6hL/BIPAEeuNda5WbwKh/kN/jK6D3a9JBe0DAjvl68xYP8CqG3oBVp2mRlt0srHrHVuQELMa1ZTdLR+JEi1AVFZrl4Z5Ovhu/j5hzFMAarUI2CURjTHgzGHxxOUuxOMRANNvJZbBbQ35kF45k6GpLFEYfZDIs7h1y+v81uvkyx22L53x3QeKfg8d11/FAijMfWBMXlAGI5jtsOJF5A/QcZcuQQUhBtW8Jtg5sPKK6HFNcj7KJEFeMY8Z9XM7zxZym+AXY5xDcF0ZbFCwj23EmM+aeV4bxcwizcsfgIfCzGHQhy7Nmv/TB7RifAeNnzEIUnuqNJ3i6I7mhE8fn5g6+oqKioqKioqPhoVIZ4xbkoUTwzN4MSxTPnf+pBV0Lj/dMeZUtm28SyhxCeoZ4iM3VyW2eoZ4nEECEshW2CgICUkZk7McK9l6RmiqGZJ7dtrJMn4wZ6npGewtgaHkfhGjgfoH0dY0NS0yY1M2jbIFYp1oVoH46Nd9p4K3Heo32COhgRBgUm9tTqxwjp0SLk7dqX6Ik2IswZqho34y/h1LinuTAxeI+QluFwgaP+Kg+SZd4LrhDHI65l97hi7hL7nDW1OU68Ih2uSFgNN7jgHvJd+28JfU4QpngfEKQe5yXr+Tb9/gwi0pgswpgInSd8e/hXDNMmM+ziC4EWir6rsy4fsq43eSm/zSCs8+jCND7NkX3Bo3lJLehx6dXHLM4eYDLB7MGQnZlpMpWQC4XbbNPYtXR2c24trjHaEUwVh8gDwdFMgzyvMWg1yeOEo2QaImjZIZvDecLUMPX4iOztGohxRvWTTOgK1JYhebcg2LPjeqrOY6cVRBJ5+MRz4TxYgWtKXG0cB07uCDcN0R1NuGkgd7iaINwwCAsuUeMbUgoIIDgae9ufxpi7mvhwj63zJ9OfxYsYw2UDX+RP2lIgsifzSoHqfbROgKdedjVwCA9q4KjdLCpjvKKioqKioqKihPPyY/8+a3z29qjiM0M9OBx7ap/YAt6DJyBRXQZ6nm6xykDP457orJ560BPVw4vgxBg3LkQIyXxyi5GdJ7Md8BLjQvp6icy0GZkOzofUgh7+6baeeM+Nj/FeEokhPb3Ocb7GwMwx0rMMzBJ4SM0M7onGS5GR2lmkt4QqJxAZAkcgU6RwGBewKWbphPsIH5DpFtYFUEhum5eot/bJRi2MjnEBPIhWuTu9yEZjASMDpDIEYUGihrwa/YTfCP6Sa/Y2pl/DjmJeT29RtyMiZZhRB/xt/YcEsuCo2WA/mqEuUoSHtXCTV/27/EPzf/Cqe4d6dIjVMWEumPGHyJrGFwkOQWAsr/j3meMQ5wP2slUaNuOo3sK6aCytT3I6soetCYKGZuvKIv2+Rz6K8McpSavLV1busrK8TVTkeCvR/SbNO5LZgwGzwx7T3SFyP+ZnK5cYrkVEA4NRAe+sXkVZizIeGXmUd/STBrmM6O4kBNbRm+sgDcT3NQws4e2C+r/LqP00J9jWCAvRfY1IPcV6QPpKhHBjuZRLJHpxbJjLnoORo/aWRg4swoMcWGrvGMyiQqYeX5fYaQEGMA517AgfFKh9i1kc34/jZG2cGuM/J8P5ixrDZQPfx0/azp+UZ8N5bFsgnnYk3B53JIjcndsJUPayAy/kQa+oqKioqKio+HXCI3D+4/8+a1Qx4hXnIoWlEz08yX4eyA9nPy8ncFOiwLjkTDmykEgN6UQPGeg58J5IjkBIMtuhsDWsD4jVkMw0qStJI9jD+jqZaQIW/LiMhxSaQkcM7SL14IBAaiI54EivYl2AJcAR4ZwgZESiujTDHbRJGNom1gcokRKgkMrwrlrngnyINW16vslRmhCvHjIazIyl6NKBl9RbB6RZEyksTmqECIjJ+CY3kckQGVhk5rg+egyNlMvNt9H9aXrpNPvxFFE0ZEoeUihojHKsEEjpWM8ec1vWkKHmFd5mln1+Er+Ci8AYT7PIsS7EqJCVYAutJamrEzjPSrjF5XST5KDHe/UriKbBDGp07IBIp2yaC1ziAetLB8iHKe9efYmtty8yoy1THYVPE+YOtglbmgEdbBQx0+2jcAwWa2jT4Ed1xde+eo9RO0IcOmbSYzrhMSPbICOilWcEaPIo5CfJCtdq2wDoFUXrT1PCjbHh7gF5DL7u0MsK25botQD1nmb4rXjsGe9ZokeW/ndiRCBIHmq8GsfcBbsGEOglQbhpcLVxKbS46yiWJMk7BmEtLgnIXotI3tWkr4/DJ2xrnMAt2LeYOUlx7dlhFXCeMfzhmPJyCTO9qEjec+A95rI6Mfaz12M6/3eKq42l+WJgSfYcx//Js7f/acnoKyoqPl2Eg2A0/pUJh77ULsWIDyc719TwBeLC89J4JuPCJ0qWnSnBNVGy7EXjwD/B2O+PzXn7cCZ2fCLmVZaPb3I+UYot9xPjz193OS5PlGK3ZXBmH8LStKjUjkvtM1XlpBHPnCbP9Ls6W9oHfbo+ryavnylOA37L2QTKMeL6zDkpSrHWI1OKETeTMdQ9c1py7ChqnLSP7Wl893HYmFhmGByctFeD02QJc3Iydr9ZKmdWjhcPxWBiPtW8xbMoH999uzAxTZSOSRVBqT1ZQi0qTk+6KMeFl54d/9zY6OeU1/ssPEslPhTrfu6M58x33vhfAV+kZG2VR7ziuUhhaYZ7dKJHNMM9Mtv5UAI3wTiBW6K6jMwcfT1/IkevqS6J6tItVng8+irOBxSuRW7rBCoFEWBcjUAactPkIL9BPTiiEz0E4RE4pNCAwBGifZsAjRCKWA0AgRcxDoUXEokBoYiDPoYGw2KK3DcwLhjXe8URyAGJ7FMQ8C6v8iiOOaorWrVN2p09vJNYJ5DSjGXqyiNQxPUenc4OQZhxiXuQZDgfMujPU+g6Xjj+/fwNxKhFrdZjvvGYl/0trAgoEofPY6QGGVpaRY/MJfTCBotih5e4zbJ8yDU+AC/Zb7dohMdYo5CFoC6GhMqyyzxf5l0aJmNgp2gWGRcGO7hBRFhL2aitYPMay8eHNHXGvpzhaGGF4zuz/PS97/BO7yLBjmG/tkaUhkQHjundjNnikJrRHEQzzG7nbMTL3J1Z5Q+vXuZa/yErV+6y9aUZijhgcbhHWDi22vM01AgrJfHIMNvaR2jG0uxjP365CAmBxKwofCjxUiAcCOexocdLgRcePaPofy+BpgLtiR5ZwgNL7abGTinsgkJm0PrDlODQEm5a8osKWYCdExSrIb2/U8M31Un29afe7WDg8Q1BMAD5HMn3ixrDT0uY2abER4Lh1yLSr0SoXUOwZTEtgdq1pK8EuESidi3Bkcd0INh8tof748joKyoqKioqKip+nXhaR7zyiFf8WnJeAjftErRrUlOH5K6NcSEjP0ss+xgXM7TLGJvgRDKuC27m8V7ikAhh0T4mlAbvxUlWdiU01kfktjOWnYsmhXvSa2rAOEUkU6QoUFISy2xck9xppCjQrsZBdh0pNYnqI4QhlCnCa5AhkeijbY2+WWPk5knUEbV7O2RLUwRhMQ5wFh6dN8al0qwirh0xM7NBRw/QpoazId6DsyEr8RapreOVxRQNpDKI0BJFIwbFNLu1DpHLmXY94jDjTb7OUrFPFA+JvEbknkv5JlvTc6j6kJ8UrzGfH6OcZz+fo8c0S3KXwkV46RnqBveji0yLY17u3WU7avN+5yI6C7nkN2j2c7aOlrm1eBG9ErPwYJu7xddQV49wyzU6RyP8bgNfS6EJrmHGXgXp8E6SXNhj/qDP99s3+M7wPqvDWwgR0G0lhCYlb0/xk+nrtFo9mp0ebx6v85XvPKbxgwxigQnUOG7bgixA1z3CeeSBpbZh0BcUdnVc9zu+pclnx0Z48r7GG486cgjtiDYExWpAtKmxdUGw79BrimDTYFoSsxRgZuQ4I/tjO5aI5w5CQbhpx0b/nMKHEO459IoivKshFBOlxcr1yU9w41rhZ/GROPGSi8JT+1GOsCC0J7mjkceO/FqIGnrsnBwb9MZTv1mgr4Qfypxe9rIjxc+V0VdUVFRUVFRUVHy+qb7yKj4ST+XnZWPce9CuTiRHCAk1eQzASE+hXYIRCcIbkqDPyCRolxCKPj29hhKGJOgRihznIwLVZaAXsL5GKDIyP8OgWAIhiEUX62KsV8jAou0UIzNHJIaEwhCpIQKwSnGUXSGgj5R2nLGdOnWxTyAKvFBIhozcAtYFGF/He8nDwd/gQvMNhDAo5YmTIUXWwLvWiXfco1CBI5o+xh3X0U6ipCeKUtryiEdimUahsYFHSIHAEzvP96e/yrLb52e8xIVii9viCsvsI7Vh1e6xKZeJwhSrG/zt4t/w+0e/TU7IRn2ZIopQh1f5L/gXXHL3SanzgbvCUDWYS/cYdhpIYannBX9/70+5naxxu3aVw+EcNTQiDfCjOmpBoHZG9DfmCaNjHjQvcGH4iEGzQeraxPURi4Md7qwtkawcIqWl1RsRFZZ8QzKbDykChc8SaGk69QFH0038YUR3voavCf718DX+U/0DdEdQv6VRXYcPJK4Gwa7HTgXYdYk3Yxle/L4mvx7imoJwy4zl4CHYeYW4p/E1CQHEdwp8LLALASLz+FiiL4fIXYsaOZpvFGPJ+pxCHDtqPynIvh4jC4+wHvnAoC8G4+Rqmaf1ZxlmVeFrEj0/NuKzl0OCQ/eRjeHwriZ+cCprF5kn3LfIkcPNqAnD3jXFM8unPfWyn9Qdb8qq7nhFxecA4SBIIRxNKlrKcvRgeCpfVaNJnbIclZKfliXo55Uo44wcvVSy7IXLkn3GJLMvzHP2e1KOfrYe2ql0e0KmXv6QOVP6rSxHn5hmJt/dohQOUCrogrQl2fxZL9x5kQFnx/tz2m5yfb4kYbfm2UJXd2YZHZyek1SXpOnBpDT9OD+Vch+WpOl7UfOkvRu3J5bZi1ulZfZP2pdKknWAlZJsfVrWTtqzclLq/nqUnrTD1tun7ZKW//ti8uTd9YsnbeFK5cvsZHiYMKfbCsvXrFzm7mw5vHNCO/zZ+cpS9V/WM3du6b8XX0bI0nD5GTnrhSs9I17+cgXWn8Wkax+XyhCv+EjUg0O6xQXwY3n60wRukUw/9Iw6xi+/cW3pJ1m0EWRmCiEMxgXUgh6ByE8Swjkn6OtlnA8IpEZS4BBkus2AaSQGJxK6eYtYDRB4CpFQD44Y6imcT3BAXe1gfA3pDcbFhDLDihjpHcYrlJBIb4Dxn4zxNUyhuHP8WzRbx8T1AZEfktT7eARGJ8T1AUXWwNqIx8k8X6ptUNT6aBeBE+i8zkN7CSfhonxI3VtMpHhbvsr+cI09f4EgsrxVS1n121xIt6iJjAduHYsiJsfXhlzhmG+O3uTHrVeJp3u4bo3fVn/JkW2zRI0Ox3zb/4g3/DcY0OJG/xZzcp+9fJqHcp2OHdJK79NzHRbtLrVuys/4ElneRExLHhyv8+qDHj9cfYnptX3WW5sc9BvsjDo8bs9w75UWSX3EsB5x3KnznR/fpT3M2LZTzOSaJMuJTEGWxORhyLaaZ/YHIYNXBLVmxp+0bvB3//ynUDhsWyKHDnXoMcuK/Ioaf5Q8eYf60BPsWMxyQHRb44On8nBPsarwSiL9uFZvcSkECT4RCO0JHmjqP8xRfYdvCcxsQHRf4yXYmid5Ox9nMpfgE4nbMdiLIc2/yPAhSAvqviZ5x5NdCwhbH88Yju9/OLbcLCnitwuymScfO84jNJjLwYek7qLwp9usCfLrH/aYV1RUVFRUVFT82vMZlZh/XCpDvGIC59VJcjYlCurBIVKc9vI9K4FbPThkZGZOPOXeSzLbJjVtlNBEcsTQzCHEOL2ClBnWJbSibYyrU9gYKSEQQ0Z2gUawDUIx0FMcFZcQeITw5GYKITx4jyNAeUOijjA+4jC/RKyGJGpAbpvkvk0kewRixMAtMNLTYASJOqSmjvA4rEgwvgZ4jIsxhOAkcESRNtFpg3rzgKRxhDU1hHBEyZBhv0YuFO9NL7MwPMJ2W9ia4c+Sb3DxeJfMtNhuThGFESKPuR1ew6PI0iZ2FBInQ3azixRRg79l/whlxhL9uhwSe4dOBEv5Dq8VinvM8zX7FnkwrjX+Ple5Ku9hteRv2T9FC8ksh+QqYiXfx4eKbTnPun5EbByP1AqdosdL0R3+d/cPeDv9MnYmID0WKN/ijb+5wm+SceHGY2xhGc0vML3gqb26z1/113np3g6B84TWUcs02SCk5TSFCJHGUew00DMRR0mHcDRi4+AlrsXv8EG4xHWzhSg8XoBZVOQvhQgl8QqCDYM04CKBnwW/okhfiwi2zNgrXZeMvlMjvmewyiNbY+NcaIFpC+p/klL/cQbSgxOIXVD7MLqhiPYtdkYSvmMwc4Jg12PmPPE9N/Z+7xjsdED0qMDMjD3u4SOLzAuKK+GHvNVwaiyrnkMeW1xj3MFgpxTBthl77ksd7T4QFBdDXCIQBfi6xCwqvGIi7vtppvanhrwaOIKbBenrUWWMV1RUVFRUVFSU8HyxkrVVhnjFCc4rusWFZ2ZEP2uMN8O9iWXrwSFH+SVGuk1XX8bbce2yQOQM/TyB1GibgPA01RG5bRLLHiM3h/MQSk1hY5R0JKrHUC9gXIL3EuMCCtfEEiC9w6FQaLRrAo5AZON4chtjVYpHYp1EE2Ncg8J2sEgkfmx4i2MK00b7OlKCcRHWx4RigBCeXneNWuOIOOqDAO9iWp0tiqyFMRFhNMDakGHe5p3iAmoqJXjSAXGreYmr4btgLQfFIg/VOoUNcTak1uiSDmbJRi2ksDyI1tkxC0hg1h6T2hrNpMehnGVGHuALydT+EVfTTaQQ9N0UB2qGh2qZa/YOLXeIkTFWKZQfqw3WzSO8h3vhJdoMyEct3lNLvJNcJcsjtK4R0ef27HW+e/R9zM0pfvD3O7hmSqPQNF8d8dcv/Tmd+oj5bo9MSR7Nt1nc66KsQwdwkDdxWjAwTVwM9TSlxoi4n7KzUpDvtThcb/Lg1iwXmkfYuQDbeRKfve5QA4EajmO4VeqQjx16NaB4OaK4Ek4YpvlFRfLTAjP1RD7+SkjjhznJewUyGwstZOZxETjpSO6BnQbV9+hVNb5+iUUeOopVRfxOgV4OCPcd2KfeeIXUHt2YlI2feKp7juiBxiwqkjsWeaiJH1jySwo7HeJaguSdAjOlxv0CAbhEUKwqgp7HNcWJEX5W6v7/s/dmsbJl533f71vDHmo64z3nzt23p8tmd5MtskmJYjQ5piBZMWIZebCTIEHgIPCDkQFwgOQ1D4ECKoLjJIDjBIoQwJKRh8iWRFmSNdLiIHPsJps9T3c+98ynqnbtYQ152Oeeqjrdt0VR4tSs/8O93669Vp21d+2qvb+1/t///25K7c0lM7dS/l6nqovIzwD/Cy2P9P+KMf7Cqf3/LfAfHW8a4HHgTIxxT0TeBIa0nFQXY3zmOzbwBX6wEVtqujnFdDGTKRVVT2aUmct6rh3VDM28emc6+hwVHe5LR38bNXZunN+ndPRvFrPH9y7q1bMUdplVww6nzs/svln6+WkF7fsNZ6Yk6TSLNup3joM53W7mb83G6t1U72dKoWYo6zHouWbez5yHmfebyPxEtNFTqvqhmdLHd2aU0u+mvbk+t9OlaZwvn8R3Zl4HeCi5exI/bA9O4nN6Xtl8MENb/2AyLd/oytdO4s75+e/V75gnTuIX9PnpDjntXDI9vtmjmD0Lb7vrFlOqPGV1eu8U97nu3q3dt4R3oaPPKaWLeufXT4vUzjkGzFw3ev4awsxcsOa9QxX/TmNx5hY4QeFW76uI/s0gRMVhfQkfNFUcEEKKiBAiNCFFpCHX+2hVM0hvMfYbaBxawKojEl2ynLxJEzutAFrUCIEyLLVJM75NskkJWHxUlH6ZiVslonGklG4JrWqMDjS+R+V7RDxGNeTqACWBcbOK1q3JR+1sS0uPiiosIQSI4Kqc0dE5JuNlYgzUZZ+sc0iMBpuUxJCijCNicFWXsuyRZ3sMzr/FW/klvqaf4lp+AbJIXfUJUaM0dAe7WFuT5gUxCXz2zPtwWqGdZ6JSbpt1LlZ3aKwhs2OeKl5m0++S6zFL2R6PyKtoU1Mlhn27xJHq06gEIpSk2MaT+RrnU+7oTe6mq3zVPs14uE7fDOmdv4XtlPhU82cPfIzxTYN8MeMPqgf45StP8+vVo/zySz/Kl7cfYHXX0h10iIcZ28t9xnnCZCD4aNinzyt7l9lx6+xONlCl0Bx2OHdtl8YneKUoBykv2nMAmG1PVO3Kc0wj9YOWkApEoXrQ4FdbBfJZRXJcxG4FJh9Oad6fMvlwSv4Nh97zRCvEroAWQkeQOqKGoOpAMAoZx5YWP2nt00QpBEi2AjKJ6K3WcgwNet8TRWjOTWnjs57iyR2PaiLdz1fY6w67G0+E3+zthnj87Gv224djcYHkmsMvK6pH29t58mpDSOVtK933U2rXR+Gb8jR/r0BENPC/Az8LvB/4uyLy/tk2McZPxhifjjE+Dfz3wJ/EGPdmmvzU8f5FEr7AAgsssMAC71EsVNMXeM9glopeuJVWXZyZ2V9pldLfqf0sdb1wqzQhI1UTqqjxMeDJKL3C6iFWxiR6gpaKyvc5qi4SQ8SJJYqm9KtkegcXOseU96pNspslrExAwMecdm7S0ZACgYQJAgz9JpYKBCz1ce06aBqsaUhkhIsdIBfqNX0AACAASURBVOLo0pFDUn2EDylEByREPKVZQ7l29UHrmrrqcrB3mTQ/YlIM0KamqbpEAnW5DBIQBGsnTKoVst4QrUuM1dRVD+8tPihCSJmMFXl+SJqO0LZBKUehlvj05gf44M4b9MuCpeGIF5PH0LrhbLhFk2S8oS7wRPEKN+JFnGjWmj1sUnGdi6SmxAXNRrNDg+FF8wjaBZRx3Oxtcp2LEBpMCWVq0CZQlxqdNsQ+PN9/mr3nIknuCG8qFBCC4l8MfpaPP/0NHn/4Fp2vw2vuQc7mt+iOS3ZWl7iTnKEqEm7uXuTc8gHRCnt2Cb+b0BncxRaeo9WM1VtjXopnORtG7F1aoXdnSHqpwuCpH7TtSrEVZEYL554iefJaQ33FTBPVVOFWFclrx8m1j+36pxFCVxN1JKSasCKUm5b8GzU7Nxx/7/XA//khy4UXXEuL31b4NTA7Eb/SzlSPfziFY9q41JHOZyaY/UDMFTIOYBTmoL0uxAFatX/fCvlLzcmKfUiEqBXuqsIeRJqLQnPZQojt5MGpFe37KbWrAz8v9HYfT/P3ED4KvBpjfB1ARP458O8D37hP+78L/Np3aGwLLLDAAgsssMD3AO7Zl71XsEjEf4ARoma/epDKd4hYap9T+wGD5CZKAjEqJm4AEtFSk+lDhs2Fd6Su+5gQsYh4ymb5JH8IJPjQweoKRcXYb9A0KXXo0vicIIqu3YfoGTdnEXE0vkff3iIiRFGgwIYKR4eIoLiniappK4dbakdAcCGnaBRWleR6SKM9KnqiGIgBUQEbGiKClZLMHqHwjOo1GrtEiAFDIASNiME1GdrW+CalAepqAOJx9XHNeFJRV72W8ROFquziXYZzKUp5imIFiDSuB4wpGTBYvsmkXEGrsrVuU5bPZh/hqfAy2t9Ca4cONUkNd/IeE5fzeZ4hp6ZPwVi6/H/L/y4/Nf4cD7m3uOvX2WaD9bjLvvT5avoUkzSjqgy+J8gkkuiCF9RTuFIhEhHjiV6Rro0YXTzD0lfeYCncBmDSbLB0uc/nkqvIk5HVjxxivyF8tbnairOl6yTB8eEvvcWl0U2Go4yvPPQUV/w1HKB95O6VAZef22H74oD9/U1uJJ7HD27iqoStNzc5+xN3MNbduxDf0SLsbavFTcTe9sQEohOib2mCgQjS1mQf/bWM3lca/BmFlJFPXvd8fh9+6es1v3TFELqCOYpMnrBI43BdoXw6heNabrepyZ+tWys0JUgRsLc9zYYiiqDqQLQKqTwxUxAi9pYn9gS/rpEYSV5raeWNmad+nRZpg/vblvllPU8de5f3+E7g5uQu/92z//jb+ScuANdntm8AP/xODUWkA/wM8A9mXo7A74lIBP6PGOM//XYNdIEFFlhggQUW+O5hkYgv8J7AqFln7M6gjhNro2rGzQZaxvTsAcPmLBGhb27jQsbd+iK53iNKm6CHaBEatKyjpUZoiBGE1oe6TU49ohy53iZi6ehtdt0jiHisGdOELuNmCSUQfVvepCnYrR4jlT1yc0TlOtRxgNAAGk8CeATBY9BAwh41y4QIWgRDgRdNyhENXSQ2JNrhg2BNQapHuNAhjSNEPGZpGcMe3reCc2laEIIQEEQUWje4JqVpMoIXlLSJU1O3lHvXWGwyaWntTQIIzmVIDHiftavuEsnyQ5wzdPMd6ianrjqAJ1jHc9nj9CYFa2GX0iS8ml5GSg1ROGSV580lJAbGieFOeYXf7yl+6jBhNYzxSvOSPMJt2eAr6VMkyYQHww064zFHTvPy+QtE73CHfSIQSclXd0kHI0Qrjj76EPXaEvXhgD1ZZ/D1HXr/JvBZ3od53PMTDz7PXtHj9ckGtvE8euc2r61ewg48fpJgblZsfWiJs2qL0qaMH10iGTeMd5a4eLCPCpG70mfpasn69T3uXl/j/ENbJ4mn29QkrzXv6utttzzujCDBEMtITCF93RG1UP5QwujjGXYrMPpYitkJbFXwq9sQgH92F/7hw8JmENAQE8Xkwxn6rqO+aE4U0pPXG8xdh9kJJ/7jzYbCbAXcKiR3wPfBDsGtg94JNJsKSkHXkWhATQLZ10rMOUtz2RA76l39yN9Jqd1ed9+0p/n3CdZF5Isz2//0VLL8TnfV+806/E3gM6do6R+PMd4SkQ3gX4vIizHGT/8lx7zAAn8uJIAu41xNOIAuZ3RVZurApZq3yZqzKbuPLdlsjTL8BazI3ut14d8kZs+XzJa53seG6m2YrffWp6zDZiycgp2xEUunscvm+7iZEmg3LX/Gd059ztnMdjqNlZnXApCZ+nGRdz6m0/Zls4Xrc2Xvp7rPVkDPliIP9XQ8e6Yz12drxr7sRjatC7/eXZlrdy1fO4lv5XdO4vclt+faPWSnNmez1mZPJNMxLKnn5/qs6tFJ/Fv26ZP4C8nluXYHdvoBeDutF+/b6cGmp+qfZX+2bnpm3+l68dnvsNz/O/uu9ePfBN42aT+/853bzdR7izmVCtqZ7cS+8+tAnNkXk+9cOhn53qSYf6tYJOI/QDhNKx81GydJOICSSNfexcUupfdoKcjNEerYHDMgTPwynhw5ti8LMeWweYBz+Vep9ICjJqFj7lL4DbxXaB0xUnDkLtG3twkxpWfuULpVQNH4DpVfQWgwukbh8LIMrqJUZ0jiPtbUlE3EEGmO9RJBo2hrtKGmoYehhOM18klYxTIioLAypI4DvIeO3edc5zlq3+egukQQjb0QWXK3qas+PhQYWyNAXfawtiZJD6mrHjYbQdNFlKecDAhRUAqUanAuRZsaJGCSCeXRMsV4BSUBbRqMRGxSkOZHNFWXvHcHU9U4nzAerVIUy0hU/EH8KT4cv0KsAt18l8vlLq7JuCnn8Y2QSeCt+DDOG7YnF/ntXp8z6pBOrJlIxjV1ngaLc4o3svPYpKBqcsww0IxSgtGtMnxaUe6sk5/ZQ6LDTVImd9dRSU0/ONYu1Ky9sIf+Xc9n6/dxuL7Gh9VrPOyH7Iw0L1y4RH3Q45Fbd6BTY1RFfuuAzpkJ1x9ZoXnAYCaOH/qj26RVQ52m7Kz3GN3K2Hh4BNsKkzaAUF3Q5M/VhK7MKYfP+nqLh+StBjWOlA8ZBLDbmvqiJaRQfjjDD1T74GIEDiK/sB9OiiwC8IvXHJ98PKE+a1BlII4i1YOWMFAnAmr5l2rMkUfGkfSNhpCCXzGE5Nh+LAW1G6jPKMxugBqaywYzah9mzC2PFBF70yFR6P/WmOHf6IBR9/Ujv0fFn8X9Vsr/PE/zbxcu5Bv8wgf/y2+5///Ef7Xz59Ru3wAuzWxfBG7dp+3f4RQtPcZ46/j/uyLy67RU90UivsACCyywwAILfM9ikYj/gOC0InrtO+xVD5KoCq0arCpoQocQDVaNSfXh2zSktDSM6vXjxN0g4kjUCMOE0i+xlFxnVJ9h6M6hKUFZDAUTt4qVMUPOH7+uiChq3yNEi1KOGAWRSIzmWM2zD6GmCGeIBARFhaHt6YhoAgZFhSfDYQkEhJpwPLuomZAlI3T0CJPWuswcYcSh9T617eEu9NHaEcsuJhZYFSAKxlQkyRAUNE2XJBuhJZLmBwRnEQmMR6s0jUEpjTUl3hvGRxtt4iQBpTwhGMRpjClQEijGS/T6O2gdkGxMM+xQTvrtKno0NBG+Yp/mwfAqxVGXo0GPYrxCKC2juMo3knUal+MDNJJhTM21vE9ZDHB1itIepKGfjHgq+yI5FWPT5eujZ4gxkpSeOlVINERqDl65QrpyiOlMQEdMA0/tvkGtLPWjHbqv7fH0v9zl8x99nPxnhjycb5P+5ip3yozszIQXiwe4cHSXR6pXSQrPy/Yi7saYx794l6WtgphGRkkPBFYPxxz0u3yleJC8LDj/kVughOxagz4MVO9L2kl6JUQJ5F8oCcsafddjtj0hEdyKQgWQBooPJpgdT9SCH7T2YPZag9kL7L7Z8P8+77inbVZH+Ge3Iv/10zB42KB3PLGjcRfMSeLvMzC7HlUHzN1AyKQVXRt6otEUH02xtwJ+I2Kvt6rpUoOqW/V1ajCHDjUBd8mCUSS3HNlXKg7+k8FfSPH8fivl72HV9C8Aj4rIFeAmbbL9H55uJCJLwE8A//HMa11AxRiHx/FPA//Dd2TUCyywwAILLLDAdxQL+7IFvu8wq4geomLsz5GqMZVfwTJi1Jwl03sIikTGFG6dXO+h1ZRCY2XExF8lM0dIFEq/zChusJ69TO27NKFHL9liEteIoRVXK/wmAaGT70MMFG6TDlsoKYG8pYVLK67mfAYx0tA9rvvuEIhEFK08lyHQIAia5jhB9zhaEba2ftzgMGTsHU84ZHR0g5GSRJVYNaJwSxhVkV4t0XUkBEOeN6SpIeseEKNidHiG2nVbazQ7wVUd6qhBIksrNygnS9RlH5EK0IhElHBsbzYBr0mzEXXToa4S8Alds0dVd/FuTDEGosI5jTEVTdUhAjapcBhedE9isxGrS5ajcJ7DepMQE9zEoiSiTI1WE0ajNYx1xABRAt5rUqn5kH+WvtlH2wpTOD4cv8qX9IepNdhQEw4VwbSTHqYzgSiIwMXiLqXrEEVh7njK9Dxwkw+++Dyff+BR1JOeZz78EktvrvG1vXNkV3ZJt/dQN+BgkGHOH5L4QPlpxfnVkuH7LPolg8VRJQlllrK0W9B8qORTow/yc4PnkAZiKpgtT3PRQBPJXnUEC/W6QdUREWFy1dD9Ut3WhSuhc7vGn00orxrMXcfSvxxRb2qSvcg//pPqbazMAPziq45f2GiYPGlprlg4phLGJNL5UoXbVOTPeVARNYJowdyF8snW2iz2FWoEoSvY7QBVRBTEXLBbDVJHQlfhV46t09Ytotpjq9+BVn5ikfYOFmXvtFL+XkWM0YnIPwB+l9a+7JdjjM+LyN8/3v9Pjpv+PPB7McbxTPdN4Nfl3gwh/GqM8Xe+c6Nf4AcZEsFUEV3Nc3pVNaUPSz1DUX0XK7JZCvqcFdnpH7M5W6Rvkqb+g4TT5+Fd7J3uCzXTZ4a6e5qC67PpdtOd0n3r3jRRaPpzXWgGM3F/Zqy9+bIFnU23rZ1eD1rPH5+aoT3PUnZnLcpmYwDvZmzO3Mw+P5/gxJltmaG3z5Lj61N2ahMz5d4fJFPa+lY+fyLe7E4deV7vr5/Eb/TOzLX7QH7tJH4i2TqJL5t0Jp5/77/RvXESnzWH0zh7eq7dH3YfO4n3u1MavetMRYr7ncFcnzyf3pf13nQMMhzNtYszdoSzJSinS03kft/nbxL3sygD5svbZm3J7PQY3kZNn6Wjz8b5vK1cnLn2fec7+KwSFzXiC3wfwsfk5DtY+gESHbkdEiQlhARFgw+WXrJDbg8gwtito6RuRdhoCDFhNX2N0q0w8esoacjMEYfVRfa5TEfv47A4pxmHTbw3IEKqRxTNGfr2Dh2zjY+tP/hyep3Kd6lDj8KtE48NNTU1FT3AAUJE4LgivCWoexwGwxt4/j6K/5vAhePSprZdyYDoU7rqDogQo2HsNlhOrzFymzQXV4gTgyiHTSuWVm4CMDpaY2/vCkKgN9jGmIKdO1eJRLSO2GRMMVzDe40oT5pOa4JCbG2yYjCk+QF13UdwGK3I8yOUaejYXcqyh2ksWV7gmxTvUoytUNoTvKFpcpxXqCZhUqwSooZoiEEToibEiHIp0WucNygVSLMhx3pxXOENnBbqJsdNlgk+oY4pF9xt3rAPEbwhIpiDGq0d41ubBGdbm7m9mmAatPFkZ3aIziAPpNjtPQZ/uskX3CNcWNvm4+FZ3v/Is/zWwTNc5jp6tWJ4bhXR7YSICGzd6tP7QMNyOWFU9PDOYFVJb3XC6xfaG+2njj7A30q/jBQRGQXsDYe95hAf8Jfu+XlDVJHel2uaTYXZjyR3HLGKjH+0pal3v9iWE5ghNBuKL90K1KeexeoAXxhC+T6LblrFgekXBMx1h3Gg9j2iji3XbJt0SxDS657yMUX6Zk3MFHIYiAPBZ0J13mJfc0ShFXGT9j39oI3VJL4t6XabmuyF5sRH/N7K/GmLsx8UxBh/G/jtU6/9k1PbvwL8yqnXXgc++G0e3gILLLDAAgss8F3GQjV9ge9LaKlxITteEbeItGvIfXOLsVujCl1cGJCGQ0JUKAkELJq6FfeKisKtkOojytAHGiKGcbOBokIRGLNG6dcgtEl7jAofDYoGpWDs1uiZu2hKvE4QAkvJTQq3jqbmiPPUvoNSkSQUeDIgoI5J5wqP597so+D4R8C/JfKLwD9CiAT0sRhZIBCZ+DUiCUYmpPqA7ZUnCMGS+VF7LnzCZJxjbUGnt89kvEqajo7F4wxHw4soUxP88Up31JSTPqI8Ni3bOnG5p2+iMLYgzw+Pk3+LEDC9GqVqkqQiSKuk7lwKCFXVa9V+junsddNt1dR9h6bJ2N15EGPGGFsRg6CDIUbBNwlRa4gB11hcs0qaTTCmIfcVVT0gHlls2s7QRgFdGoqmj9E13muqmKF1hblV0dEjlkaOs+yQ2pqt7jLl9hnyjTu4cUp9/izy1iEf+s0Rzz3yOLzP8In+p/l7/o8Y7/cZDzo8RMFbMacWQ2M0w17G9d11Hr90m+5hQVY66szw0kc30TOzvr/ReZqf3/kSdq9dEVdlQGowhxHXRGImmNvHvt+Jwm2CVIGYCHbvONsOEQJkL9WEjvD7fytjctUS++3kjviIO2daC7Ebjjjy2NkV+OdrVBWRIqAPPfauJ4ZIWNG4sxpixHcE+1aDlBE1dqjdgGy3ojy+J4x+NKXzQoPUgZgY/EAgQHNWEw3kz9Zt0u0he6sh+W1Hc1lTX7Kt7P9736JsgQUWWGCBBRZY4C+FRSK+wPcdOmaPw/oyRIeSBhdSRDSJPmCnfAyJHqsqfMjZLp+gq2/jo0Fre0L/Fjy171P5JZrQQYtDURGVRakRdeghsaYKqyip8bFLQFHFZdJwgJOMYbNB12xzJnuZsdskYsnMIXXokukjnLcQDUo8MZa0dHRBEwio41VxjfAWkV/jWBMb4R8CF45bheNk3KCkpvYZXiXoTUdTaPrLWyfsABFQyjMpVlAqEFEnTB4RaJoMQUiy4riWXWNUjZKG7tI2w/2LLSVeebQt0BJIshKta7J8yNHBJk3dIesckaRjDnYfaBP6YKiqHkIky8dAYHS0AdEfr5CXeN/WzwffIUYI0SDaE1xCa90WUdodW63F42NSFCrH+orGGYzRrQ98AJ82xBoq18PYgiw7RBrNw+VbPBO+wr5bZVs2eJRXWG+2eGVwHmqD8TWv5WfZ6NeUN8akr2ieXzmPz36CVTtibX2f/lFB10cerhSvpzDqJJRpwvVzqxzuZ2TS8OTlO7zwk+fxVnHp63s0VoESghL+TXgMf0bx4+rlVnStI0Qi2bMVoaewNxzu/DHtL7QCZn5VI1U8UXnNvlYTu0LstHXf/c9V7PxnfURkTrDUbWrS3UCy2yBVRO959IGnftTS+VKFaiLKt6KyMow05wNSaprzmvyLFTGJmJ2INPG4SknIXvA0lxOKJy3Ziw6agEwUzQWNP2Pa6zEBykjv31YQYyv2FgLJNU99VhN7bZ37d8uibIEFFvgWEFqdCOVO0YWbGWr67D43r3g9R1OdpaPPTFaepqt+K/TVBd4Bs7Rde1o5ekYROp/SlH0vnWtWL0/7latTWnA5FQSnWpv/vNzylHKeDqasuk5ez7XrzTDuUj3to04po88mJZWfjqdqpnFRJ3N9qjjdN0tNj6eo6VJN96kZOrvMxPf1twCimZ7Hws6PochnaOvdKbX8tcH6XLsXls6dxE8vTWnqz+RvnMRPJIdzfc7q3kn849n0PF5e/5O5do/mU6r7by594CR+aXX6N6uV+XH3Vqbv3b09vR7SnXyunTosTmKZlNMd1fznHGfKUyTM/B7E2d+A+5edyGwZhZxKUGfV0WdizExsT038p9PjjdnM9yCbPw+zdPSmu0gnv1Usztx7CKdV0TtmDyXtjV2JZym5RuFWyThgFDZQsWRnchUINGEJJUNc7CKU3C2fYCm5QeFyap9iVCAz+2xPHkNiwKqKJlpEUoQRRbNCE7qI+NZCTHHshw1NsASlabwlao+SGiWBvr3NxA2YuBVqnyF4ElVRBXOcTico6pZyjWqpx7Q/ZjX/M9Nf/wB8EuGXjivFA4aGRA2RKDRZjk4K6rKDTqq3GyUJQMQHi9YO7+1JExEheI0WR5q2ZakxgtI1WsHS6jWaqosPBhFY23gVpQJlsYQPlpW1azRNF61rqkkf0Q3iE/L+LvWkhw8a11iUErSpMbaiLnNEIkkywdUZLkSyfNROhNQ9ghdEt7TyEA2gQQJNk6P0kLf0JT7s9xDlWt/0OCHNGp5v3k+qx2i9hwIsjqflec7INi4m9FXBMq9w3Z5jLb3Nptvm5eRBjh5LKYsOGQc0D/Tobd1Gnk/52tEj6I4jXT4ir2uucpPHszs8nNZ89uw5nrt8kadeuYFtHAeDnP/1oZ/kxzvtjfP6k6us3BhjS0/TNexe7tLfqfjT8aN8fP0V9G4g2XbERAgDRVhXyCSgbzvQUF3UmGEk9lqldbXfXue+r8BH9FEEF8i/UjH5aNYm7EqQJmJuOuzNhugjxoO906D3WisyQsStaqLRyMTj1xQx0VSXDbGnqC9q7GHArQVUpVFVm2DHHFQRkApGP5Zi7wT0vkMOFU1f0JN2wqD7ZxXiQ/sFcZHOVxvKJxLMruAVpC96ig+lLLDAAgsssMACCywwj4V92QLfkwhRs189SO07BCyKhsoPWEnfnEvGe3b7uM44ofYdXMyofZ9ApPBL4AQBlDhKtwSiaUKGjw4fDKk6QkQo3TIxaKIE9t2DaKlI9ZjK5SgtQMBQgFaYOD5enfaAZuJXOWoaeuY2EcWoOdPWjaPx0dDQBTwpQwJQMcAyweBoyIFt4J8D92YVayK/iua/QXHsi04AsahBRUaFaEcICZ1kl2K0Sqe3h5ZWAs45g9ETymKA94L3Bq1dm/jbMaVfxtp2ZjNGCEHTG+zT6e1TFkto49GqIescoo7F7Tq9/fZzCYpiBJNihclkQJ4etWyEGEEi1aSHKBgMbkIUqipHHa/SKwXaVuAt6eEhRo5IQ8YRF8G3dOuWAeCOvUMVwRu8sXw9eZir2dfQwTLyfba6K4ipyEMgSyc0VcqV5ho1hkxqolaIOIJTrIddtupNCI43N85zZv057G5KXC1J3ITq4SXS1/fpPd/H9xLq5WXe7Jxha7DB7avXeP/Z2zz1kVtc/vI+zQVNVEJRpFx98w5/aB/BWc1PX36JnSutAIpuPBe+sY9yHrTis3uPsHJ7xAe714ipEDqK8Udzep+eEGLEb9h29clDddmgHOQOyicS1DCS3G69xatHU8yOJ/t6jarA90APQR85iK2miR56pBFUcJjXIfYFotCcV+iRwm0q3JrGXdQ0lyzNiqL/uRJjBS8K7wNqGAl9jRoFqkcT3BWLbhr82XbGObvmkAaQ2H7u93xHpRVk08NITGIrfiPybosLCyywwAILLLDAAj/QiItEfIHvNYyaMxRuHRF/rBOVUrgOVo0ZJHfm2hZutV0xtzWHdYFnGR+y1tZL1RT1EhCxeoKOnihC5To0KmEpuYmPFqcSlFQcNecRfFvijEMpg2UPqx3gqP0yPhg87eo5ESrfxfmMoTpDpof4mCIEqrBCFVsFdI7/7dldTFOBGKrYOxZr+yRwmqbjUfyPCJ8EFKoTiCpSVwOyzgFaebSZYHWNpCW+sei0guiJMcUkJSIwHq4TgiK4FB8sSgJr668BQgwGpR1pXtHp7aNUOEm43wkhKIaH5xBxZPmIGBWuyeh0d3F1DjEg2pOmrbq6Mo7qqI8xBWAJIaKHNQP9Jl4ndPUePuYINcPm/LGHukbRIB4UNXiFr8Cbhutr5xgPV1EmYGLNpOzTVF3qakSvt0/uRjRxQBFyujLE+wxtS7q6RqucofQ527yF/vKA4XrOtfQ8T+xdpyal2ehgbw7p3Rjx6v4ASbY4THr8Tu9jfC3b4xOf+jq9csLG+W3Wz2/BcuSP7zzCha193rq4zu9du8pPX34JgJUbY/YvdNh8Y4hT7cp1BL5aXuG1D27wM6tfx95wVA9bzGFoBdF6muqKInYUk4ctaseTv1KjCmguGPxyuzJuhhEXI36gMNsevRcIuRD6gmoiei8AEQkKPa7xjSIuK8wQygctod9S1N2Kau3E+kL6hkPKBl22PuKhIzQbCt9XxJ7CbLUib/doj9JAfVHT/VxJsIJu2tVxaaB6JEGNAuF4wqG5olHuPhfUAgss8D0HAZQHaU7dk+5HRz9FMZ1VR5+jn8b7xKexUEp/O04pR8+qSs/Sc2fVoiU9xUTqTmnGfmlKoS7X5um5483p+002p6+XG9PP1a6Xs104vzRV1z7bHZ7EZ9J51e2umVKqrUzfLzB/fIWfUoSHzYxieT09hr2yM9fnSKbtxrPq6vWpczdDVVfVfeJT96yZoc6VhYVZajQQZ+jRs+rzd7vz6tzbS1Pa+qurU87/11cvnMQfXXpjrs+P5K+dxFftdICP2t5cu83BKyfxU9lUaf1Ty1P9zz/YfGyuz/bZlZO4uDa9Hrp35ine+d3pOU8OpnR0PZq/HqSckY69j7q6vAs1ff7NTiWo91H/n6Wmx3Q+FZx1Bggz1HTfmW/nOtP3aLrfgjPBXwIL+7IFvucwm4TDMdtaPIVbZ5DcmaOtT9wKmR4CAa0qQkxREonHNy8vllQN0VIhAjaURKXQUpLoIYfVJYRIogtSPwKxWBmBRHr6BnXoE0IDkhKj4GKKo4vEljSeyAGjeBYrQ4qw3q6so49HrVDIcZ23wYWMTjJi4vp01Q4Tv0bNF5iuht9DQ8OzdJjAIBJcjncdtK5REtG6wSY1Jq3pdPepq9YbfHS0jtYVVdlvV1jrnPHRGmk6YrCyRZoNidFgbbuqf3rl+x5CUCd0dK0akmzIMrDoAAAAIABJREFU4d4FmqaD1o4kG5HmI5zLaOqcvDPEB4MyjmK8DFGjVUN/+TZ1sYSYErM/ItETxn6diGonVezrWDVs+QbNBpYGQdFgCWQQBR8h8V38tT1yuUsImsJvoNcc0U6YFMt4bymTm+TJIXfdOu9zO8S8wOiKQnI6ZsRbvXWMOIiBwa0Je9sP8+WHBlyutjBHsN25wNYDHULeriLrgzHqd1NeevQS3UyTJDX6jZr+2R1+5mN/yk+efRW/rXiLtv7r965dBeA/LT+PTzRbDw/o351gqkA5SKi6Bm8Unzr6AD9ffgkM1JdMK7B2jHv11JOPZaS3A75uEKXBB/R2oPxA6+ctDvyKJiwp1FFAHbUCeVJH9G7ELUOwCXrbo4eByaOa5iENQageMEyeSYmJ0DxkKZ5JER/Iv9EQu4LPFCSgykCzLCR3wrT2MERiR0GqqB60SIjoVx2hI9SXDaoK+HVN8ZG0tVILraL6AgsssMACCyywwALvbSwS8fcI4r1/5N62ULoeIl2O6k2a0ENLfayaLgybs/TtHbR4OmaHyg/aZEqXdO1dfMggalJ9RFRgYoGVI5RApncRpSiaVZDWX1zrBsOEVI9wddbWVkdQFFSsEbGAJhIJcbUVJcPQUbuEGKnCAJFw7BjeAILCgRhSdYhXBiSifUXG74KKGKkIQaHE40OCSzOqELG+wZgC7wPeWyaTHktLR4h4fGOJEfLOfrsCrH3rG360QV31UKrGWof3Oa7JyPIhStUoFen07r7juZ9d+RaBus7Y372M6AYt4L2lGK3T6e3Q7e9Ql532WHRFMVomSSoEoalTymJAlh6xOnyRmAp3Jh8C3xBUwmF1gd3qfWymX6Kjj/DB0sRlfGjPluARAkJg4lfwFWx2XmyFzWJCtbeMlYKO2meilnhu9BF+PP9j6B5yyw44U+2TRcfN/govh8epXEoy7JB29jnYudiqs798jtftKs0Fh0kr6nEXqQJpf0Rp16nsgP6Lu4w2lunFMSEsUd82/Kvso/zNZz7Djz/4Kq/bM1wvprPaf7z/CH9t8DLeKA7OdwFQdYfVm8WJMNsf1VfJhzUfunJ95sRHwrE3d+gpDv52h8FvjDDbgbCsqc8ayNQ0GQakaPuYg7aG29xyrdp+sNQPKfzjCfiAKiJMIm5d4WYEeGIiTH4kQ6pAyBR6GPBLmuaywa0rkq1ATEDKYzO9BppNDSFSPWoxw8jwgsFuB9QoYK/B6JnkJAmXGppLi5/lBRZYYIEFFlhggdOICx/xv3qIyC8D/x5wN8b45Hd7PN8POC3MlutdjsIDqOhAhHGzTowwSG4xajbwsUPf3gECuTli2HSZuAGZPmBcr5PqIbk5bJO4ZkDUBUqVtCm9I9dHrKZv0LM73J08xqg5iyelo3co3BmakCJ0GNerRNF07V1q16Xw5wgYOKZRA8ea5oInxfkEF1uatosGLSU+ZhhGaHE4L4xlnY65Sx06WGVbWzXx1D6nJsfGCXQVNNLW2Aao3AClI1nngOATyrJP1x4g2jEebtBfvomIQ2tHMV7C+wRRHuczjG1QOFyTUJddss4QH+5vJ1UWSydJOEBTdVG6wbsEZdrJD8RTlz3S7Ihub4+sc0hVdFqvcQlEb0AFtHaUZY+96hEkBgxHVGoNQ0WQFLxnt34/iYwRSdCxpGaViAKEgMdKO0lRhwFH9TmUgigadU+BMzrioYLoeN4/wOW1uzR1yo46w2vhUTrJLnWZQ1AURcbRwVmQgIhiMukgZZ+lrdtMNlpRuXQwQpkGipzY10zsgN03Rlz016mjgZuRMlniT5av8sTP3eJv58/yG288SXhDkVUNTiuee/M8kyzhh8+/BSGiI7zwU+cZbE2wpWfnoQHd/YpPjT8ASvi53rPIOCJpJPt6TciF5pLh8D/on9iE2VseNfKIbz27oRVDC12hWdWYuw4sRKWIISIN+AsK1WiaNaietK2/dxXn/L1jIvhzluLs26+JOlOEXMifq9u/c8W0Wno1NI9bGsBed8Tjdu5nNWbLt97iPUVzyfxAeogvsMD3AhbPIgsssMAC3/tY1Ij/1eNXgP8N+H++y+P4vkCImsP6MkKb/LmQ4WNCrndpQsbEr7Y0clPSMQeM3RointIPyM3BiWJ56fvkeo/l7BqFWz4mhjsG6S1CsMde3G2in6pDCrfGfnWZotmkDjlGJkzCGkrVEDWVy/GkrCQ3GLlz1D47UTuP86R5ADyGKgzI9LC1GKOLjjW57NCQ4aMhkCDhiFr6uJBhVI2VA46aC3gSbKdEqVbZvK217hJjghJHxxzwQHWT5ewuRczZ0x1sUpPbu2zsj1iyBxTkfHXy71DXHZolRYzgkkjSLylUghtkhMGIy9UtLu7coVIJdzorODX96vhg58pyQjBtzbypiVEDHhHw3hCjIcl2GR6ew/mMvHPIcLhKcCla1zifEQO4YJi4VYiKEIWg25V8rTwu5CjlMTLBmkhd92jIibRmb0bVND4lIAzrcyhp8CQYRcsKUJbgQeuGmozrBytUvkPRrKDXhCzu41w7SVIWXbR22GRCMV4heIPWNaPRKnocsLaklj6iHATQKuDzjMMnN/mcX+VieZukd8iZV67zxUee5GuvX+LvPPRn/Od7n+EPwlVuxxXS2hOJVInms1sPUqaW93/kLt5qdq5Mk13d+BOl9X9R/hC9UcVf736jTZZH4SRZnnwwaZPds5C8FXAX22RXioBXoPYC+ihQPpTAAwFdRFQRcX0hDDShDmBkSi9/B3/vkLd/c87+JrS16PXDlvohi73u2gQ7bycCZrerx+xJwl33vrO1VQsssMB98Sv8RZ9FYkR8RE5Zit3Phuh0jfjcvriQavy2YLZmXE9jyWdqkbvzNdRutXsSF2en9eOji/N1zuPz09ifn9b+ntuY2mm9b2VrtguPdLan7ezBSbysx3PtMjWtHdYzujhlnK9TP/LT49hxg5P4dr10Et9Mluf63FTTfT5M72NFM38/imrmeGfazQwNM5nrgp6pHJSZ+vFTrmvM5lLBzjwbJvPn2HWn2/vb08/iM6vTY33xzMZcny+vPXAS/9jyyyfxD+fzteSPzNir/djM5XDVfuYk/nj/ldku/O7mdI7uM5evnMR3byzNtctuT987357G2f68zVlyOC2qN8X0hOnqPhaIMK9B8W7Q0/MazQy7b+Z7EE6db5/OaAZk09jl89eGmymjazrfycR4oZr+V44Y46dF5MHv9ji+X1C4VQRHRDFxA0K0CA0ds0tuDoi1QYsj00ct3VsafEjxTH8IhEDfbtGz2ywltxjWm+xWD1O6PvgMJQGrCnJzSIye/foxOnqLobtACIo6LKFVieAwqhUUiSIQJ4zDGjEoXOzhj8nm7Wp4PPnrkKAYIgh17KHE0WUbF3MmcQ3LCBHByJCaZZJwBICSCWVcpmdv0PRXAYV3Fu8sZbWEMSXOGXpJwTPhOcgqbF7R54CHwhE3dY8f3X+OUaeD68K46vPU0lf4fP0xvO+gtMfkRWuDJoFOHPKJt75APjigXjZsdwecj3d4/uxl+q+2P4RaNTiXnCTjSjmcTzCmoWO3OXM0IvEOl0DRrxiVa+1qvHLYdIweL+OjUJYDvDcoCbS/d4o6dtHiCHh8sITgMKa92buY0Ljs2OLN4EjwGCa+BygsBSCM43p79v2YzNQUzQqJKkjkiNqnjN0aMUZ8SMkObjM8XCWuWVzVoa5ztPGt0n5QaN0Q0EyGK2jrSIKmc/cArQLjtYSoHNElgFDrhFfTK2S9fW7+FyMu/do1DvQlPvP+R1nfGPKTZ1/ld174APvdlDJLcUbz2oOt2s1bt9s68p++/NJcAu61EKyw/uYQCZF/lT5FOL65/Fzv2ZNk+V7CXD9q6f/+pKWnJ4IuInbXUz9gQYFMFC4LqCy2DwwhokaR6vFTq91K5vy9m0sG82xNTFrq/GlaeUzkZAxSx5NVepRg9j3Z1yrqByxhsFgFX2CB7xUsnkUWWGCBBb73sVgRX+DbinfzAwfwMWltv9w5JLrjuu+UobvIhc6XgHaV/F5imOkjhuEcOk6YuGVcsESEgb3NYX0BwVGHHlocSkVcyGhCAqKx0eFCjpYJhV9v68gVaCp8zFo6uzhq3yFRY2rXofIDREDh8UQgA2ZkNFFAwNEl4aBdASYhUR7DBBUbPDngsBgab2nkLLneIzM1dWoIZkA3PaAJlqpc5WH3Bj1VUEbNq/ExHghvIPkEMZEYFCqrKc7AJyaf5WC1T6In2KOcH5l8la1sjTRWfNr+JAxKlHHEKGR6zCe2Pk+SNPhJTsaERye3GSUpy8WIN89scnNpjZoJ5gsdOGYo2HRMddQjYcKjh1s0WkhsxYPqNZI3hS/Kh7ieL2GyCW6co3WF98u4JkXrQJIVlPvL7URH6BKioEXaCZWYYcKQMg6OpzWERE9wvlVT92Tcm/RQCBUDFAGhBjS1ywCh8RZYIQRNFN0q3+Mo/XI7ebPt0IyIekDtLQpPt7+PqxPGxQoiHmtKQrCUxYDl1RssDQvKYpnw6DZh3I47W56w9MhrmB3DwY9dYvlPrhO3c/71Dz/JJx58np974quM6naGO2j447Wr/NnuFe4xJ/7wtUd44pWbnL14gAqRy1/bp7NfI0RcougdVty6ukIwik+NPkgYC3/94RdOrjSz5amvGFCCveGIHSF0/3/23uxXkuy+7/ycJZbc8+5L3Vt7dfXCXtgLd1KrJVsajQRZAuzBzNPAxmCAeZj5B+bdNvwyTzIwwAzsgWB7LAmmLMlaKIkixaVJ9r5Ud9e+3D1v7hnLWeYhsm5mVlc3SQ3ZFMn8AoU6efOcyIiTJyLjF7/v9/uT6EOLWdf4wBEcOHwEPio+00VFYD1TcH5Kjw5jrfg48666Dtm22GaR9X4wsA5um0I3bkHfyonfyXGlwsk3O6NnaO9/V/zb488A/+HvPH6OOeaYY4455phjjo8WPzaBuBDinwP/HCBWte/S+8cXD6Odd7LTNMJbJ8G4EhmDfPEkCAdAgPQZh8lFQjliaJaIVQspIDF1nJekbglMEb4ltsHArFIPdsB7BmalqKntYjJXBxzGReQ2JnF1Ijkis1FhjOaLTF9qS0ifgfBYHyJwZK4ISJ0PcGP/c8UQQxEAFmZiBRXZAxkxEkGohjgnyX1lHMBLhA9JfYSUHuck3kQsRznn3OuMTMheuIhINZ9UX2GgFnBesyC7/GzlT+nnNZzQqHOHmDzACs05uUtkM4wLieSI9eEemQlZUl1s6S6fjf+cb+tnyGVAbfsOp4+OCLK00BDniqRTZdNeJ46hvei4cLTDk/du8Ob6NjeeNQz6i1SvgtYZpcoRW/0jMhWgybkwvIMRFXJlOJ/dpmISXs0fQ6iMLCtjnUIIix5rym0tRvaGVII9hmYZ7wxaGULfx3qNFCm5qxKqBCkckeiCb5AjisWAI6dJocVPkVggI6OGoo9E43xO5ktI7/CEhSme1ygsuY8RZJTdISNTx6TAmKkXR32kKj6pFHfRYYLJI0rlLpWVa+h+xmi4QH9TES50kKpgDvg4oP35bbb/+FUSv8if8QTPn7pOIF0R+JY9n1u5RiAsXzm8CAhO7R2Ta83X98+xda/FY+17WCUIRwbhNPHAMKqHHG3XwHnyih4HpQX+2eivJmXE0iJ7bZeLgBnnUce+oIoahV1RIAVmTVD+doZZkfiSJF+RCC/eZ6LmQ3GSGXeLCvEARf5+YC1HHmEheidHHVtQIDMI383Jt3ShZ5+ivX8/mD7WOeaY46PB9P1IVGoiPIgPY4q6OeX8h44p+rl4oEyWCCfXVjlNQa9P7iXNan16CP3tCU+5e3qy7cEZO9OvcXpCQX92bVL+6oX6jZP2o9G9mTGn1KRkWW2K7Rs9UHZNzUj5phhZD5Ss600tr5adULen6ejvBeszY0oq52G4Z2fnLkunXk+XgfsAmjqAmqKq63Syc+8rc/YB54XTsw+l7RQTf5oCnR9M3mjvL00P4a9XJt/nm6uTunLfWj070+8LjQlt/YV4YgZ7Wk2+/18rD2fGvBB96aT97eby5DO3H5vp9/WDCT3+7t6k5Jk4mC2VF7Um6zPsTtp6Sqmgk9m5UtnktbBT7Q+51Pip789N3c582Hy7qQSBma0qx9RSw8wqO36o8MzN2n4k8N7/G+DfADTCtZ/YX7X7tPP7AbYQgDcMzSLVoNAVlXWLdnbu5Je/WJQBEOCdJFJDSqpFz6yS2iaCrKgt7mIQkLsS3ktyFzE0GR6NRTA0K4QyQeBwXpPY4iJufTR2Jy9MzLpmA+M10nsG+VJRtiw4JLXlQs+MwKMQOCLaJNQRGAISHOE4V5th0WO375zUllDC45BYFMXSdAgE3lnCwPK0fxNjNDrIqDnDerZLhyojW0VoCFUfKR3dqMpSdECvFhLgCBePEMpTOk7oRzHSO5rDAVaDkI7I5NiaQ1QTLutXuL1UXFgrckCqQ0p5Rt6vspofkVAiSFMWdwStTYlXknOtfWppwhvrDvOCJmk1qbyb0QxbCGC526c3WkQoR6ncpRwMSO0Wy90+t0sbOK8IgyFOaaxX+DxAqoTUVghR1IJ7hGrIyDTJbBmEQAjQMsX6ACdAKoc0BjG2wmNs3lYgJEfjSLjPRIjoIpzHEQCWku7hvSKxdRQDlIRYF+smUCMSWyXZzVAyo7p5TG4iTBahdVbIGKIRUdxFyhxrS0Rxj/gYOvWA4e4a5fU9pHL4OOCtX3qcT//JtzniFH928UmkcgTG8Paja/za1qt8cvkmAF85vEic5ic/HuuHHa6kayAEF2t7SOexSlDfHXJ0qkqQO3a3Jro+gN/PniUa5CAFvxF9BzF0eAnJpQC0QA9zZA+yxyRogWpZKn+dYpYkKtTY3BOkjv4vlh+asb6f7f5uevLwZo4Pxno5KcAXWnG9Z8m39Azt/XvBPACfY44fHabvR2rNrZ/Y+5E55phjjr938D9Zdho/NoH4TwusD2eMv6AIxq0PZyjrWvSwLgIh0SLHkWN9gBLjR5OicA73WKSUdNPNooa37JH7MqEsgrLM1Qhll36+hbURQoMWKUMXkZgGqakQqj7W14hFh4wa1gkEGiGGeBFSlseEcjAO3hUSQcQxZ7lDiYQhEdc4j0VQE102/T4RjhTBHTYZUsMREvkWF7k7fk9yjYvkCHwQcob3yESEDhI8iqjcw3rHdrrLLc6gdIqtgrEh4GmJBerhITbX+Dyk1DhAuT5XB6tceuUGDdMrSo2ZCuAp7UU8ru4xFBGyWqFtThHYFscbAWVhEdIR+BycpM6Ad5qncSMIqkMCZ8m15lTniJuLazgT0DsnOGhXaVyRBLaLFSHOQjaq4Co5SuRUbY8su0Ac9kiTBlLnWAtCZaSjGpIE5xW5LZPbEkO7hCQjUiOMi3AuBFFosnMqOCI8bmyON/1kXQIeSwlJ8TDFoUhZQDPEU8L4EOsCPJBTJxBHpLaBICd3FQKRokRCRbfI90pInxOv5SAExoQkxxWs0YBHSYsOcsK4T+Nmjvc5vaiJlA6bhZhRzF88t8bjf/sKtX1BGpe4V1kguBfwn+zz/OPnX+STyzdZYkScpET9nIwAKceZCO95Pdmk3SjzSXEdjyCtBOxuVbDB7NP87lqJx/7qGOEcXw4uUeqkeK3Yu9jgHzZfI7ilyDYEPpQI4ym9mRd671Tgy5Jg35CvKkovJgw/W3pfMC5HftawDQo9edcRXs0LczYNsu0hBh8IxMiCE9hNVZQ5e4D2/kGYB99zzDHHHHPMMcdPOxzzjPgPFEKI3wV+FlgWQtwB/nfv/f/5o92rjxb3g+yhWQAvKOnCaA2KJz9SWI7Ts6S2XNTk9pbcV2no20jp6GUruDHduJ+vkLkS1msy16Ak2kWmzkiGbgUth2TjOuFSZkiR471CKUPuQhJXI7F1HB7vNUqkhGqEc4qRqROojFgdkvuQULaQ0iCkoyyOSVwNYXOe5yVyFDkVGnT5vPhLXvZP8Zi/Rk6Ix1FCssoeL8unyF3Ex3kTCyhhKHvP87rDy8FTGJlRtx1CnYG0hMEIJRxSZ0RRH62GrKVtwo5haCscxHUGzRLXq49yTl2jlFnSdImbSxUee+WQt556Avo3qKcDPNBiGScq5HWHqBk2q5LdYIVrozX+4St/S+4iatUezsKiPaYXl1jI+hzLKsJ7Mh3ghaCSJpxp7SE6HQZUuGu3qS3dIdvVaG+L7DI51/0GeLCxI/BDRqMGuY3wViKVLTLi0lDe6JIfxOQuxrgSBkFAAKKgoxs01gd4JB41lgJMO9RDIQfIEVgcCo9EkSOlIHUhgoiAPs4pjI8QGBQ5mS3jCZEiI1QJihFWBIRyMGZd9Ig7fRJbo1c7Sxi3MHkZ7z2508TlNnm2ggoSrAkYfXmJUu2IXqOBLg/oUuXlT4SU3j6irm4g5R4RFjXc5j/xAr/x3Lc5u3iEqjqWX+shQ0/+iODw2xUsivZKHScl38rO8Nqjp7hwrv2+c0rlls0rbY43y9QOE/TIkkcBu480AMHv2eeoXEpZvdHjU+F7qCNX0NSFxMdFthsFwbGHwFF6iJb7oe7pqSO8Y8jPTcqfuciDFuRLkmDHYzYlSArt+IfUDp8H33PM8dHh/8+9iJ8XP/joMU1Hn6ZNB7PXU1macqluTpyts40Jfbl3dpZ32zk/2V52YeKG/vGzd2b6/cLSxJPkk+VrJ+3zesLDropZl/NAVPlBYnnKUX1zinK+pnZP2itTdHiAhprQrfWUB5F5YCHfyyYPt20yeU8Ppub7geykNJM/qClquh7NUurlNL36Q+Qbfsr5e9rRe9q1Ozuc3e9sfzLnx7srJ+0/WZ91Nv/O2vZJ+5OrN0/aX2i8fdJ+7n3Sgsl6+tXyZG18Kv7KTL+3G9+efM7W2Um7e2am3zvtyf7tH0/kErY7OQY5mE0yqNHkeD/IpR4ekMxMT/HUdD147Zqmrfupto1mvyMXTl776Ht0cf8BwDM3a/uBw3v/T3/U+/CjxLQuPFY9evkGJi9TCfZJTRVDCcWAzNXQ43rVRcbTMLI1nNVFkG5qlIIW9XAfY8uM7DKaUREAigFWLmCtx9sSWho8IL0gMVUi2UEIz8CsktgyBoXCFcE4ugjMnUQpg5YZSqYkeRMvDMJZQtHHEKIwXBRXcDgcJZTPUTLFSsEvqy9y6Fbomk2UNIAgtWVOu9t4FBkaLTJidUxWqYMxXBTvcC08jRMpke/iREgYDQjChLZo0q1U+PjxGwx1hdxWqLoe6+kOfxD9HMNhmXfrGlUeItfucP6rb/L1X3qSzYV9XjPrbLcO8EgCmxJFfUrVLte2V3ByxAX1EuGVOm9Hp9j+2z7GJjRKKddWl2kep8Qm5fSwz0GpxHvyPP5AsDXaY2dT4asGcai53LnDq/oJDpoHfLz/FjZV3ItPYz1EpLypL5P0qmRJmUCnGB/ibIBzHh0OsXmZQCYEKqObloEAyMhsBeckBokjIGCIokPC0phqPn1VzRHkeDQCO5YCOITI8TCWB0TFw57Ccx2PJKMKCJQXlEUbBFTkMbkrAZJuvk3qOmiRsjx4HdMvk64uoKTFekmWVrA2QCQxw8EyzkoGgwXC4xFel+DSEVnegI9LsqBBvNgG76l9+Rb1P17j98wnKK8OQYBWlp/P3uIz56+ymvf42855cIpMK3aWa9w8tczVWxMN2C+dvgLAwp0BeSBBCtqblfsnG3msOTw3vgG73mXvHHzp8DFWuj1KOiUPJEHHkZUDnglvIzKHLz1cy33ini4K0zcxcugDx+ipYIaubs4GBHcs2SOa7EJAsGOQA086LnXmQzEPuueY40eMn/Z7kTnmmGOOOT5a/L0IxH/aMa0LL8qK7TDMmxwl56joA6p6j6PkLNaX0cEh4BECFJZ+vlnowwV4oRiaFYyvUVb7CAxIiQciNcS4CCtqSGEIVQchirrZ+EIHbFyJsm6R2gbSFwG4JCNzdRzFE6iyOMK6kIFfRZCRmhglHANWCOgTqw4VhiiR410KwiAkRPTZzvapqpxjLPtuASMiAtmn7B3eCySeSPYxlSpaZwSlhEgesSOr3M62WOdFguoeo1VN4iDujOiHJd6qXGA1bxEnfQa2wmvmMhs3d7hVX0QeD/A4Vq+1OPyNTTZ+5j2e6ORU4iHawiPfvEF9d8Ti6j6jLc3Tm7fxWlLeTej8fIWX3r3M0WCRcy/2EHSx3Tr7KM6lx+ThkP5uE1nusbaScLuxQd6KiJda6EaP4zubLPoRb1Uvc+fMIlujfZaPjsl0wJ1mDdsXCDxSAgi8CNDhkDwrgddkWYguh7g+JzXeAZwTOIpMeEBGrDukZhHFCIEY+9Pf19g7CpuXEFB4PAkVQquR44c0jMvL5QQYSkDxRL3Yu4B+vkKkOji7gJMC6YvAHhZIcIBEiJxw/5hI9ekunCNLC/34oL+GdRKJwLqAJA2IZRf5zjK1xl3sU+DMOLAVgt4XTlP78i0W/3iV0anC3CQH/uD0Z9j9QpOfe+xtLrxzzMtvn8VtWDobFUJnMFMGM3966zIAl2/s8Jm1G7MnmxQEyeTp//FWhWo7pb1eOI3E3YiV233SWCOE4OX+Fk5J3iuv4foSNxDsLC7MbDLczPlnL/4lwoIvS+wiRDct6SMSP66N+ofpM4glR2JDgsSSbyiO71PpBxT/5phjjjnmmGOOOeb4EMzriM/xA8a0Ltx5SWLrJK6JwFHW92uBg8OS2iqR6pPaKompk9g6Vb2P8CVi3SezMYkpgV9Eyww9Doqt05R1i7LaR0qHljlaphgXkdkSmasAgsxV8d4iCAoNhlDcN2SUZGhhSH2MdxIIEAgi1R3vvwAJUnSRNkRIg/BQV/c4kx2R+RjhBIvqHgumy7tyG4Rj6EMQsLS6h8lLGCsIdEqlckhWElRMmzSp8a2VR7mg3yPOM2wz597pmLU3PDb2HB7UWFWOMIRNsc+crB+SAAAgAElEQVRh0CSO71HyKXls2X2+ydYvvsVvnnsJnym+9p1nML2Qpf4+2XrKUbAGOx59x7O7XafWTqjVEn5Vf423nt+kbyoE10PO2iFfW3mCdmmBRtsgcxhWVmnduod9QkLgSI/rDPfXIPCU0hSpLcPhEtdrmpvNNc75N4nliAoxw/4i+CFpViYIBkjhkGGX3JQR0mGsBm9RIkP4EI9BSQ8uQxAUD1RQeCyWEmJsdSdJ8IgxHT0YZ8VjoGAiODwSTUALR4kRJYrLgR1vT+DQwAglILcVchzCZliWUDLFM8J7S9ueQkpLWbfwXlA5uskgX2FUX8VaBcKPLeQ0JldkwhHFPYwJqV/P0TojXR2fDONgvPrV2yx9p6B8eQlme5mv8zh8AX7mY+/wqSevnpw/idX8h1vPcpAWWW6dW07tHbOx1+bWboP9pTrPb92+f4KRVyaXPRsobn9skYU7AzrrJXTmeOuz62y+0ybuZqAl155bKWqVPzD2Pup7I/5g6bmTDHizPyBMcrKrwUwmPqmEk0z8HHPMMcccc8wxxxzfN+ZmbXP8QKFEhnHxTG1w50Mkhr5Zp6p3iVWbfr6JBYZmGbBYH4H3ZK6JEBneSYyrFC7qIqSub9M3GyiXIWVGLNt4oSirI5Qs9BzWa271P4EWGUIUJcsQIW5cxsp5jUegyKgER3gkkeyQuTrGhoSqRz26S+6qJLaJ9n1ey57nE/LbCAxSWVZtGy0yrshznPX3wDu87rHtb7DHBrt6iWAj5wLvYEttvJB4J6lHbb7DU4y2AdfHZQF7wQLPp6+xPNjnQmS5UX2C+PqAi9Vj+o0YayKaYsDHzLf4mzNP4Zs5lcaAzy0e8InVV6hey/ijbzzNPROgreHLlQtc2N3DSIUXAukd+YHk6toan/jP77K+3OaZ2i1uXFhit7xAXwU0V29xb3mB/Z0V+kGJa81NLr+iWXvlDv1HVhi0NnBeooSjXwKblFClIS4PKC21OF4NKb1cIk1q6KCgXyMcQkicA6U9UnmsUzjK0DDo3gjvPIYIJS1CeqTIQEhyWyIQObkvIfBjnXeCEobclzAE48z3ANC4gnuAxWBYImSIJhvnzxVF5rxYHw6N9+ZkG5YyWhgcmtTWcL4wggvdkL5bpc8qse4Qyw5Bu0ck2/Qra6RJURddCoF1CpOXQFm818TlA8pXis87vhyCEPQ/d5r+1DkSvtdi7Ytdvs7j7DzboB4VQXqgLJ9feZff3v4O//H2sxz3Kzzx7l1yrTlcrHHxxj61fsK32MZKSWAMb1w6xc/z3sm2baBOAuSdywss3Blw+ynF0q0Brc0yLlTg/ENd2YEiwz6lT+yulli7mqFH48z7h4ydY445fvzhJTzUZfU+1JRcSMoP7vfgNuaYxQPlvWZ04eGUnrb6wLV2acJiSrYmGuHOhanyV5dn7+wXLh+etH9t+/WT9j+qvTrT77FgwrCqyonO3E3dXndcMjOmYyf1vQZ+wubKHxDrqilRb1lOPqf2wDKpyYlcqiQmNaVO60m7KUczY+pyomePH6w/NoXMTI5jf6qUmR1M5s59SCQh84frxQHUFDtN5lMa4w8r9zddgiuYzFccz2qo8+rkdXw0GZMezOr1W1P68S9O6cdfXD990n5h5dbMmM/VJyXPno3vnrS31GxZss/Gk/17PpokD3aqb8z0u7oyKTN3Jd04ab87mkju7oxmmXh7w4nPQC+ZfO4onT0+m0/mwdmphfMhUyzklHZ/akkqPVu6L5p6HQaz793kh4u5RnyOHyjKukUnO83IVBHegAAhPKHsA57E1inpNrkrMTJNlDRIDLE6RosY42LwkqFdKijewoJ3JHYFzZDclYlkH+slwit6bhPrJcE4I16SbYSwjOwS1mkE2VhJrNAiw3lPJDo4r1AiwxIRiAEqyCmpNqlt4nwI3mGoYWTEN/k0j4hXaMoWxkrelB9DyCF3VZ0V2yYUBukzrgd1xBo4KXgteJSL+m0Ck9MabHKFcxzWlxAmxY7KNON9/vHdP8XaDCcEQT7i87e+RCu4SH4+49LWHUKb0zwcYM4Zfr2xR2u5gfewFh9y5kuH/F78LFlTsOKOuHBzjxvbK9zZrLJy1KOcZFSGKaNI82Q+YI1jrnTXeMztcYk9NhfbHJyrcSHYp3WmQr+yyLunznAhOOKN+hqPHxvWX7nBwVLCsVkEq3h76Ry6NEQqgyolSJ0z3F1jtGWpXR+QpmXyrKB2O1cwI6q1AxCWfncNwiHOBeT1iLAz4Gn1Taqix0DUOQpCjrLtsb47J7ZgUQgUjgA5nuMizx0RMMTicYRYNBKHJCejhCc8MXkrgvD71PbihsIhCcf14L2XCJEVpdMQaBIyX0Fah8BgbIAMM0JdMCVkxxK4DrZcIQz6eCRx+RABVGp7JMMG1gUomdN4q4OUrgjIp5BdXIRxMH73+DS34uKHwmvPwfNVfvP8S/z29nf40u8/TrfVJD41wErFe2dXWT3ssnTc4/r2CnfX1jCBOqGvw0RTDg8PyoPEklf0Q13ZAfJYnZRIA3BasneuTqmX44T40LFzzDHHHHPMMcccc/x0Yh6I/z2AFJZGeIvUPobHoUTOYniVgV0Db7AECBzV4IBADvAESJETyT7dfINOdobcKbQYYYiLUltyyCBbxAlBSfVwbsTAn6KsDsh8EfAPXQ1JSqR7ZLZCSR1jdMjQLCMYIUVhzKZlhnMQqiHeK3JbIqdJLA7JXVxoykVKRR+TuRJKCaTPuCHPoMQqLXHMojggVEOkyrjri6x/f72BrQe4vqZcPiQo97nhNxj0VrHPdzCjAHssyHbXqKzv8/zha9g7DhfVWHbHVNpDkmpI48xN4o0SZ5bvksUKV1GspH3UriUWOe1ak4XoiG8enOV4o3iK6KVgUIrY2G/jEGzdO+LC7UO6lYhhJeTO+hJ5qMmV5PXRBheb+3ABgtChhCOqGQa/MCK6ItiQRzxrr/K1588RDRZY2e+w4Ib81+AfoO5m6FVBXg8pu5wz3R3i3JKokLtnVqndPEAHCVlSxvmQUtwmrvRIRxXK1UPyvEREztnsJk93X6ZtlxmEOZEYsmkSvq2qKJEydOsEcodOfh6PRZGDA0OMg/G/CgI/DrgtjgMc/yOS30FwGl/Y9wGK4nGpwBHiiJEkZMQIHDka4QqndhAkKGKG4/JiCuMDhm6JhrpNTpNIHeNpEoz2iU2f0tk+UgjiSotBbw0xNiA0JqTX2aDW2GHhSmEDOh2QnwTjv38bXx4/AQ41u+1T/N4vwG9eeIn//om/xZvpDBNwochYfWPbcPve4vvOv+mgHCaB+XRQ/mE43qqw/XrrxBgO51Eern5qbR58zzHHHHPMMcccc/yA4P08Iz7HDwFSWKrBHsbFJ+y0qthhZOpI4dEyoa7vMTSLM32a4V2UGHGcXsChCH0bIUMyWyXxDaTPyaRDWFdkML1AyxQtQTqLI0IwQIocIQRSeMrqECktgcwxXqFIEConVn3a2TkiPUTSIbF1vA9wQCgNqasRyhE1dcDILZDZmKZqsecWWHFHZKZGbit47wmaEffKSwRBwtLKe1gTgvC016qoM8co7VBhD5Vbzhy0KN/oc3n3Bp2tOqtZG1exjCoBopTxWX2D649v8x25za0g4hO3b9DqNhnJEketCqWky0Fni0E8SxtqV2N+5cuvopxg+bBLFmrqo4TjpARCcW+1wWJnyL2VBe6KRdjz3F1r8salUxih6H+jgTeSZ3fu8YsrR3z6kXf5SukS965vYI+qNIK7tMwlam/2OZ29wyfjv6E7WGavsoT2liePrvLamQtUbneoVNtUqockwwa5iRDCYrOISIx4zr3Ksm8hlgNOda4ggFt6kcyVuSxe4svpb2FcgBNNBBmGEpZC569IMVSRMNaL3z/lE+BfAF8D/hWSf42bcVsvlOaMvdUdIRAQsY+nWbAlyDFoIMAS4V1QGAQiSE2NVnaJrco3UGwivSWjUsgV7gypB3dIzmygwuRkLRf/G5Jhg3L1GOB9AXl2cZHWehU5LP7uU6j8fs71vWf4vz+/yq8v/g3VdDRbTsx5XE3waH0PLSxfvPvUA8c6iw8KzD8I0zrz75Y9n2OOOX6y4IXAKTFTYgnA6+nSWh9MTRdKPfQ9P80JfaA+lJATGm/h13Ly4vvZ9R8PTJcoU7PXVBFOKNmyNqHq+tXZB67Ds5MHqq1HJre9/ScmdZ8+/ejVmTH/3erXT9qfiVsn7QVZnunXdxNK7hv5pCTY29mEVnw9vTQzZiebUKB7ZkJnz93s8ZWm6lI1gwm1fCtszfQ7H+2ftC/oyXtbejI/dVmaGfNIMKGjl+WNk7Zkdg2ZKer8N/PJ3HVHk7/r4ex+B1Olzfz0b/EDwt5pOrpMJ3W3RD5Lc8Y9fF2rKSmHfuD3NuhO9jVqT9rZ8WzYE7cm6yuZKnl2tLN60v7ienNmzNfXJuXHPr4yoaZ/qj67hp6JJ5T2M3pyDGd1babf2SmK92fiyTZatUlpvF07e/+6ayZres9M1tOBmd32cT6RafSntjGyk7VhHlh3H1SjWz7AZ9dTcolIztZNe+WhW/jBYW7WNscPBfcp6viJg3pJ92mEtwq6+UP6gKMatGmEXyGzJXaGz+EsJK6JsSFChFT8ETllApmS2gbOJwxNUOjQRYaxIV44IpkSyg65qFJWLYTwxOQYH1EPdgAY2R54Se5jGGdWsQEGjZSO3AUoWUK4jEi64sKrMt6S2yxlCeW6IQ8Ed8I1bCJYql8vtmIDWpUmMs/QcQbeo3PHI7d3SeuOM28f0KiOeGL4Hp3tGi5WxM0BFTkkr4UMbwq6eZlnxHVQnmrY5nhTsz7cJWrnREnKV5975GSulbE889YdBnHMQm+Idh6dGnZWG2hjKQ9TasOU3eU6wyggznLa9RJXzq5zau+YOM1JokPubi0gZZuXesv8owsv86srR7wYfBzwpMcl1pM9TncOOLtzhW4vphxVuNC+w9XmFpnSnOrvc/3MJot3BkjpiMsd8s4GUTzEmj6b3SP6pskpuQPKk/oqipzT4joHUYNk9CihGuJYYGQqOOQ44I7GP6hqTCxPxiXJHEVwvQf8LgUR/d8T8L+g2MQSYggpTN3uX5wdhXe5xFIjpI9FE4gM72s48kJLjgUCtBgBmtSWaCUXCOUQQ4mq3kfiyWyVvjhF/dYdlLSkFyYaLSHAuskPxH1MB+SuOv5nJcPdNdQTIxa+esSh2+Z3Fv8JL/AN8rjQ/AvvCYzlrUsb/MzGm3xi8Sa/svQGf3T0xIcG49N4MDC/jw+itM8xxxxzzDHHHHPM8cPB3Kxtjh8K7lPUh2YR60O0zCjr1kkQ/mAf40pkrkQghxRa8kW06DES6zgn0MqgMIz8IgEDnIPcxVgfI7EgwLiQkVskFkf4ICQUXQSS1MZkvk4k2oAnVzHGl6gH9+hmmySmhkMRyz5KGTKqaNfHiaIudkadhr6OV1BSLfaTj3FQq6KkoVI+QKSSC7zLwtEhR8tN2isBUnryfgWx51i5dYXNPKGSwGf9TWwzZLShOTPYJz/qcHShQTnsE2SWP1t5ivy6Ry7kBCOLF5ApxeWr9zBac7BQZX9zmQt3Dlh8fkSlnbFwp89SNmC4EVGJU+LYohPDUluRBpowN3RqMcO1BfZWGgTGcOXsOpdv7JJrjZeCyjDjiXfv0i9HdMuaL+09ws+vvcvPffzrdO4sUElz3JJlZzXCvRhy9u0Drm1KBnKdlWGLneoKsc3wRjF6ZkT5PUiGDYQweCTGhETOgPJ00wWqDMlqFcJuFzJH22ywb7bH/ucjFKbQcKPHZcuAscrbURoH5m78zr+Ckz6OnP8Dyb9EkKNwWMonY8EhUQgSQGDRaGGRIqckDjG+TOqrgEKRI4BQ9onkiL5Zo6wPWYrfw7gyzmsCkRCKHsZHSD8kunoAQHphBe9Bqw82jpkOyLNOHaEtvhbSfXKRha/ukm8scks+zgV5lchlpDJkp7xC44bmL8zT8Gn4xMpNlioDWoMig6JKkye53gtePj7FzeHydz1fv5cA/aPAB+3HHHPMMcccc8wxx08a5tT0OX5oKCjqB9+1T1m3OErOM8iXMT5GkZG7Cqmvg7dUghbGl5BYjA0QchykeY8lHOt5BdYXNCuhJI3wTmG8ZizGV6iofXJXQYuMkVlBMSSRTSLZZigWkF5iCbBeI0kYuaIeeigzQrqM7AKhzGmFjyIaFmEgy2Jka5lPB38DoWNQqVL1PZ7pHvNK4xH0aEhw4Nh/7jJrx1f52J0rBUV7dchm0KVna5CmZLs5b8VneH37NJW9BKkFqtnBZYKNvQ5btWN8UzJciFjLe+xv1MDDqS8d01uJEdaSx5KVax1sIMkDSWMvI1I5g3qJYU3zpL+He0xzbViYfJ3aOybXGuUcK4c9osyQBYphGBIYw8Gozu/feYaSyFh+e8TRWpX/pvQSTwWH3Lm0QMvXWX+nze4GLA81JZvRLsXUV2KckhxfDtEvFvXBh/1lpMoZUSZKMq5nl3k6+A5OCHwz5PBoC6Mq3JUbKJ/Td6sEsk/qKnCS6bVYAgJGZERjerpHcA/P/wPcp71lOP49iv8Vx9Y4U5wjx0Qkj8KRElGYsSlp0GKEIwAkgRjibUF9V0IUdnBySDlokdsI6yNyV8Z7jRCGSPXxKEI5KqjyY3ZH+N4BHk348VmK08OwcCWj1wV8TvdsgKuGdD++THijzdBZrlcFEBXPEfptXJqz8ofL/AVPYz8lebS+y2qz877tRtJwrnrIF+8+ydX+6vve/14wD4znmOOnCAJcILDhA47XU1RZH07aIntAsqKnXtupW7IpOq54gHI+Q0dnisb7gKv4jy1Vfeo4ZDCZExHN0nNFY8JCsusTOnr30qxreuuxKXftp49P2v/zhRdP2r9Vf3lmzDR9uD81319NZuf0K8OPnbS/1T570n6vtXTS7nVnaeF2NHVM5kOYWeHks6YfGNdqsw7o55oTOvrTjTsn7efK10/az0Sz95UbajJH5/SEbh+UPtjveprO/GI2aafJ7Hzr4SRImqGpDz4keDJT8/oANV3kU/cEH5AKFQ9UHJBT55XqT9Hoe7OMu6g9eR23Jt9LejQZM9qfNY/tLE9YfP91bUJb//rqmZl+jy1PJAPPNSbz+vQDc3w+aJ+01+RkH06p2lR7Zgh5MKkrk/rJ+L6fvX/qTU1r10+OY+gm7YGfPb7cT1H5p6QJzn9vLEKA3/mee84xD8Q/IjivTjLdSrw/0/39bqednuI4vUSgeig8PbtMZstIkQMB3ju0GJLayli/64lVC+erha7bK0LZQ2CJdJHpFEBmQ3JfJZAJWuYoOT7ZvUHJHO8CMh+Pa5aXyV0Fh8YQIoVHCU+gE4SzDMwie3oZmRhKQY9z9gb1oMOSPaSlalByaDMkaS8yGEQsXTXEtk/l6X024x2eSm+wrfcZLUY0ZcbSUYdRAsSe7oajE4cMRMSm2SdqDLjU2Kc5HLJ555jy9Yz+YsioFqCM4fTrRzghwAuSWsD2G336CyFpOSDuptS7OcOqRhlHFit6KyWuPr/KsBFz+ZkjLnPERnZMFOfYvwDpPWmoaVdLPHp9hz/77BOstbrYNOc4LNG5HDPcrfOne0/yy9uvsn2uRTzKuOeXOP/2Lu2VMtVFyf7iGk8e3OCN9dMYpelfAPVqFSEsUsBhvcTZnRQrHe8GFzmtrhJkgutyizfc0xgCchcjSbFUkWRY9Nh4rTBdSymNM+QGhcLwL5lkw09WFo5/jeBfEJOQUz3pDQaLxgA1eYQlKDjkXiIpsteN8DbdbBvhcwKV4xH08g1C2WaUL4MXRHqI9wGDfJmqvoeWI8q69X4GyJvFeTH62CmckzOu6nG5cFUHUDIvapHfKPahezZk9NgqKsgYLr5fny1e3WXlD+GvzFN8dfPSQysFVUoJv33p2/zaqdf4jy99kit7p6iee3/APsccc8wxxxxzzDHHRwuPmGfE5/j+4Lyik51GMHaHdjGd7PSM9vv73U4vP4X3kNlGYbQ2drxObYNasE9mS4xsEykcoehiXURil0hdFU+Ex2KdJlAjsjyiGrYYmiWcj7E+QpMyMsvEqoMQHoQiUm0Wo1vsDB8jdwLvJXiHcpYzXKPCkMwrrmbnSKlCWGi/I+t50lyFKEMJTzNss5of8s7eNqPRMtrnnJb3eIT3eHvhPBe613hOvMHGwg4iVVS7fZyUDLKQkIBBLPFa8vnaG5y5cA9xDkrdDOlgcWfAqBESjgxh31BtJUXMKUFJgdWSzStteosR5W5OZ71EWlZYnRAmhuvPrXK0XaO9WcFpWdSIvj//geDc3xwgqw6k5L32MqcGx1w9vcpaq8vNrQmd+cydQxrLbQKRcuNrKzz+yG3WLnbxzrHvlzm+VeGdxyqgNcJ7TnWOuLm4Rtjocry8QXUvL6QDUvNa+RHOiRsYIXg3PstbPMVxvEkw6BLrIcY7jK/ivRkH5IWBWkFFT4vAGTe22ciBbzLJht9HhuebKPKxlhxCugXjgagol0cbKyOkh9REaHKc0kTimFgPEP46PbNFIAdIacltTCffItY9UlvHElJS7cLxEn3yMOqDGCDRa7t0stMoOtiLKzOu6vf19L3OBozPq9r1HO815oXuQ7c3emodXt1l9Q8dw7NVHuZHMqxU+d3sBf7pEy/y2x//Bl+5epnOaNacJ1oevW/c3VGT42xeJ3yOOeaYY4455pjjh4mfIIn4PBD/KDA0iydBOIzdob1haBa/Kw39g7bjvC4MVr0j90UAIIUjkt0imyo9ipSyPCanCuR0zRZFQFaUqBr5GOVGKGnxPsL5nMTWyFwVIXLKvsemP6Qh2qRC0dKq0PAKQ0m3sa6E8vAsL5ETss4+ERmPcZ3/In+FRARIKbjkrrDmdojViFRoEhsh+xmb8T63ozKfS19i2R3gao5H43e5sHOPflDlWr7FcukA0pi4m+BiQa8ZstAYkJ2RHK5VUbmntxSz8W6H8nGCSgwmVHRXSoXxVyCpHiaYUKJzz2AxQhpPPLT0lyLyUJFWAlqn64yqmv1LU+6YzpNXJqeId6Aye+KGe7FxgDSO8orhZjqhoQHsLdZ54dXrJFHI3vkq0WtrPF+9hno05/VPnOaNN86x9OUOrWd6KNdAHMUMzQpS58QrBwyCBYKrMd4LrPK8mT9OoFOUsfRGi+A9YkFjOiFaZAifjF3ShzgiLAKHpLDRS/AINBmGMo4vozA4iox2QIZDjQ3XHAKBwKBFBl7iyJE4nAgwRuMpSpeFqkUsWxhRZpA3i4y2PMASMcrrGBcgsCjhEMJgXEwuAhrhPaQwdLNTJx4HgUzexxKZXu/3deTJ+ZUTV3UpHbXGzknGXKucuHyAfG+S7X+wHvnoqXX8m/vU/vo64gGKmw1BOcVxeprf5QX+yRMv8jMX3/6ezs3MKf7fWx9nJ2l+985zzDHHHHPMMcccc3z/mJcvm+P7hfXh+2iwQhR//7tup6Rb9PJNlHBFeSan8UJQDtrUw13a6Sbe1zA+IrMhfbsJCJTw4C0OWWQ0iViPv0U7O0s3vYwWQyrqGGtKXPI3Cjp3IIm4xd3ev2O5/L9R1gc4QhJbYzvfw+F5kpfJKJHqCsoYfsX9Ef/Z/rc4Ep61r2EjhbTQqLQIDw0yttgg5At8AxUZynbEgV/m4ugGIrD0OiHteoXyvZydZsT5/DaVWkqjouk8GlI9SpDWk1QV0cDQbwYs3egSDC0Ld3ocnq4zWoiQSU65nXFwrkanGVE7GBH3DEPvyVdi0npIUtI0dwcs3O1jQkX7VAUnBUHuOFgrsXy9S9TP2Xr9EKsEC/d6OK1IqwGHZ2rI3PPc5Tuc3zjmzRdXidOclaMO/ThiZb/Pxq0BQxHzFfsxnt6/yi+WXsc+LXnPbnP5z3forTo6kcK5EiO/gM4sp7uHVJoDsp0Fbqp1Ut/A+gyblgszNxGRZyVMKUINhigJwg+RymJNSiAMwju8KIzTsnFGWpMgsWP7tbyoEy4U3isMAQIQFA9xcl8lRyERSAzWazLqSHJCEqwL6fstqvo2WrnCrd8volxC7soYAiSW1CREQYLAE6oUTwDe0s1PkdkYR0RF7ZDaOgvRjZNg/GHnTXztAHDwbPFaSndS6uxheFg98uTxVZLHH67/Fpml+ec36HCa/yv/LOvL7Yf2m9knnfPLm2/yW9sv8W+/+TnutAtmxJzSPsccP/nwAmwkcNGsftJG07rwKU1w+MDvvp3Sgk+XabKTh5L+gYeGYloXzpQW3T7AsBN/j0ubfVhZsilduCxPMZIWGjP90u2Fk/bx5Yl+/Pip2Xl47ql3T9r/08ZfnrS/EKdTvWZ13F+fKqf1XzrPn7S/tPvITL+de5N90HuT7zaa+umoDZmBmvpYMfW1PBhbuClvAVOaaJmH9dl9fWlpMi9vrk3Kpr2ytnXS/sLiuzNjfqYyecj82JSfwekHSmv9bHmiZ56uNJJM6cVfSrdmxqSjyf7p0bRefPYcccMpL4Cp8n8PPiSfKV9mpjTQbqrfg2Ombh6EnqwnNZplA8rB1Hv9yRoKO1Pa8QdKniVT+vF0f9IvWVqY6feN5YmHwUsrp07a20uPzfR7vLF30v5YZaLxfzTaOWlv6v7MmBU52YeSmOxDVcYz/danTi03JUm0U1ry1CczY/KpfvnUdePBK4idykvbjzpF/ROUEp8H4h8BlMhOan87L0lsHesDQjnAeXUSeDiv6GartNLzZLZBqLosRleph4XhQ2qrZLaCljn18B6ZbZJbTSDzgnLuQ7TMSUwVLRIsEYYSUhShlUchPEhytMzRYkCsjnGUMT5CM6CkO2SuxgXxHpn3KCFRIuUt+yfs2h3K6b9jpf4/0DcblFWbpfCQtbxD5kNE1RGYhMxWUd5yTlzHR5beIKaSDcA5dLePLZVo1+o0hjnlcEhChT27SWANIxERmy7SeUxaI+3qPboAACAASURBVNkKiDNLf6FKQoX8csra7Q5WCnRuyMMq0TBnYWdIVlaUB4bhQkzzMOHmeoWFw4SFR7qsdvqQeGxNoDKDPBT0L0cgJfpe4SD/5fOXWb7VJxrk3HpqmYPzdTavtLEC1q53Kbcztt48RniPDRWDZkzz3oDD03W6ayW2X29xqtzi5vUFXnjpGlYqds06ejSgyZChibmzt86TN9/j1x/5Fnvt97i2dIbzb/V5aanJLwQv8dVTT3LpYIdm2iPWI5K4xXqyw6sLF+iNVhGqR5qtEOoR1oWYrIR1glh1yV25mGOZFqwHKclsRGZrKEakFHp+icOhKU5/h/BFQC7GIbhmAKjCfA0Q/H/svVmQJdl53/c7Sy53rb26uqp6m+6eaWAGAwKzAOAGUgQpkAIXy6JEy1Q4HH6wIqyw/e4Xh1+sCDnCZoSloBg0rHCEJEqkJYqWSXBxSCIIYhkMBrN0D2amp/elqmu9e27nfH7I6rp5axb0DGYGGOj+X+pk5TmZeTPz3szvfP/v/y/IiIHyJcMTkAJIAyND+vkqs9FNBm6FwltENxHUoXd54mex/h5OAu6NzrMYXaZmC4ZuFoNDKc/IzeOoEeg+7XDzDd+b+xABqzNqL5UZ8tFj44fb2+F+QA5vzJJXIaFh/3Onmf2za/TSk9w91nrLvvfhA/jdT9f41fPP8nee/gv+5bc+xUZ3DrkdvWn/xsk3UucLMWR++nM8xRRTTDHFFFNM8f2EUurzwG9QznT+toj8/SPrLwD/J2Va6H8Qkf+lsu4a0KNU0ixE5EneBtM3vw8A972/vfcM3PEDlWhDoJLDWnGAneQhtpJHyF0DrT1Z1iJ1s6TuNawusCohVXPkXlNInYX4Et28rMlNdavMIB7MWYkoMl9DsBTEKAocAYIhwIGUdGQRTSAJH+ESoVaMXMh1AmLJsdoT6h6BfZXXR5cAuJ69xKzvUDeaXjbPfr7IqeAeS3qXmh+S6pitaIE9v0St1sH2c+7qVR7Tl7C1PqblGdUdy/0ByUxM0quB82zrOVbdBrfzFU62u8zpIYthl16txlzRZfPxWbxSnL9yAx16BosxygnL13ukDcuoHaG950R4B4k0rgntuYRoO8fcg2IRTE+IX3W4WU3/52IohOhKTr6kIdD8RP9VdOqRDSEPAvKu5d/aj9PeThBgdicpa/wjg6BYut5j81ybjYdnmL01YOZWn9Mv7vB07zWMFjY35zi/c5F7M20i56lnKYjiFXuCJ75yGZZDwq0dvt16hLNbd7myvMLfeP3f0zcNRjZGeZip7bMYbjPIQi6GLUQUzdYWg/4xELA2Q7U9fhBSD7bwPsJITlq0KXwZdGsK0JbIZ5ziNjEpI5pc4wQ54UEJfXYQPOcopXFicBgUBRBRKrHfn73WB+UNDkedoYSo5DhR0Cf3x8i8QVMcqBaAwjMsZkuHc5WhlaObnyLUg0qQbdEUDIolmsH2oT3fsFggNrsY7Sdqy++j9tLtw/Z7FZQfBuN/coU53uhp/ob+cch27xi/yxP86vln+fWn/vKBjqMK5xX/z8VP8vyt09NM+hRTTDHFFFNMMcVb4P2kpiulDPAPgZ8FbgHPKKX+QEQuVbrtAv8t8CtvsZmfFpHtB9nfNBD/AHDf+3s7OYeSDKtzYtNFKY+IZ1iUthu9fPlAHboMppX2OB+wm55hNrxNPdinqe4eZtQFy6nmV9lNz5QBl7pvSRbSzVfRSiiw+AIUOfrwcpc0Y6NS5oI7POqu0fFLBLaPLVp8TF6jKzVqposn5JnhpUMWiCDs9f9fnjS/wrnsRfYayzyRPkdXZvBKUysSztVf40/CdYptGDWaNMMeF+unODX7Kq3mgFk/wKVNMtFsNFqs72+yUgzp2YjT0Q1aK132GjNgDU4b7q7M0WwNKIxie26W/lpAfT9hOBPxxO517HWHb2nScwHJYojZ94hS6J6jmAWVCXoIaiC4OkgE9maBErBbjuCWI7lgsTseu+tAK2gagp2Uv37sOVwMQea5wiL9xZhgWJA0I1wAWw+10YWwdnGbtZf30CJEo4LWbkJz5OhLwFK3izeGODfcWlykMUq4NjqO2bbU4pRH+jfoh3VaGwPi+oDXg/Mk7TKb6tHkKmBJ7XA6uYlOLEXsuN1O2do7iaAJwyHRbAfZcBiVExpB65xeukbACDQ01Q4f4SZD2giaGbZ5gl2+yeMoMgSNQhAUStxBPlshRChSymAcSoUzOfhrDmrKNY6YXt4kVAlGaUTAiTmoRQ8ISUpBN1I62RoKYcgsNd1D6YLYdECBiK4IGwo1s8vQzVNX2xiVIeK4N/oIAjTsFs1g+5BRcj8of9CAHN46KJfQsPfXzqGS726lNjyWs/p7t9hjnd/xT/Ox4zd5cJOPEqcb2/zSY88C8PzV0+9w9BRTTPF9g4YiVph08luvK3R0nVfo50c4nBN09Aq9duI1M5vctuR5ZXtvQzmv0EonLc/eBu+Gwn7UNm1ilXrTflU6uoqP2JK1modtvzzW3eifmWQoVW3J5Ed6h+3/+sLXJvr9FzNja7IVM972a/mYkvt73U9OjPn9G48ftreujq3R6rcmafSL98bXLN4bU+KD/rhtkiN2XFWrrurtoCeDC1+xxCtq4/1m7cljSOYqVlsb43P03PExrf/6yUna9I3V8Wf6xdnnDttPhpNipFULrb9SsUPLF8f7HBaTE9YvZ6uHbZOElfYRi79kvA2dVso30nyi38RZqdLRq6UY/m3u28r3haNlEBU7QZOM++nB+DMdtTwL98efKd+uWJ5tTW47na1Q2OfG993VhUlh19cXxuUEX1546LBdtaU737w3Mebh2sZh+1QwjvdWbG+i34Ien5emGh9rVGkfpbM/KPwbyOofHN7Cxe69wtPAZRG5AqCU+h3gl4HDQFxE7gH3lFJ/7Xvd2TQQ/4CglSMyfSIzWSx0v1ZcxJAUC+TSQiNYdfCAUIbcNxi6eTwBWpVBvFYeL9DL18h8A6XK3KeXgNQ1CdWQIQsYMkQbxBfAfmltJWXmcya8xbrfokDRijboZusUBxlAq3IUEY5r3HTfwB/UpHk8N7Ln+fmFJ9DhcR51V7lqTvOU+xbdvEm3Wed1OcO57otcfPgUflX4RPYKmQ4Jj3mUqrO0c4dvnzzOnd1jPDK4yp3mEj8ZfAMfCZ1mk5dXz9PQQ64unKBQIbPr9xi6gPWrmwyXQj7FJWRZYbc9EgNeSu/q6wXZSYtrafITBr3tiXZ9KTjWAHtPUA4kdTQ2HL6uyixw7qk/J3jjsQPwRmFvFWSnLXo3x6Rg9zwfcXeQQCErmmfjU+SRQeeexn5KmDiQ8oHR6OaYTHDiieuOZr/PjpS1QiJgR579ZoPFrQG2JaymO2xqaFpF1oPT7auYIsWajGxYYydf4HRxl421OdTtmNgJP6q+SsEL1IsRUe64kp9guKh5deMChRicxDTsXUSFhLrHet6hQOEPq8A1OZ6HuMoVTmBxPMQrNBgxIuR1zpETHPQNKNk5B/Lz5R19sGxRZOTUcICTiEj6GF1gJMUTENAjtEMCPUQU5EVpdydiSRUEfkihogPBteGEsKHWnobaRquM3DcZFosoVZ7r/ewMuW9O1JXDuwvI4U3qyZVCat89I17rBnR+bJX5L91i16/zZycXeaeReGu9w6997JlxMH7r9DvbwBRTTDHFFFNMMcUPOYTvOSO+qJT6ZmX5t0TktyrLa8DNyvIt4FPvYPsC/IlSSoB/fGTbb8A0EP8A8VY1r1o5BsUygkdEKHxARgOrR+BzUL6czTaawsfs5MuEugNoWsEmRuU4H6EUZC4mKZplPbo3CJbcWZQuqcJNs0MuAQ27i9aeOXWXzM2B99TsLqOiTSaziBcu2mOk+T9D3jDrJfxl8nV+qvkL2H7Gw+o1Xm+fIPIZQ0Ie7VzkhaULnH/s2zTma/R9m9NcIduJubtxmo1knb22R6/1eL2/zGf7z7Pj57DLCXc+02Tm9YRcDIvDfUYPK+I84QtXvondL5h5ZBdzy2F7UMwoUJCdLIXqlPeogSc7azGbHr1XoIee7LTFbnjEgu47dCpIw2D6oPdzfEtDkhP0KfVa6ga743BzBrPtyNc1ohSiPNHVgvSU4YniGsm65cv+EYJhQTzIqfdywlGBKIVBEZLgiybdmQYhBb0iZmYwZG+mjtfQ0hl611KPM+K8YBAGbEULPNS/QtHO6NZnMYOCTya3eWaxVE0/fuo6s9ccH9+/yHV/GlUEeNGc5wpfyj7Hp9Vf8qL5CB23gGCxBzoEtQPl9IDSMx40CkebHQyrfIIXydAYSuL50zzLN/gREloIIWWpi6K0P7OH9wEk+INRCocmIaFO6DMC+jgctaBLpLsUxHgfYU1WZoGURkTjsDgpafCx6b+psOGgWAJRKOXK2XEFWgpSV39L94F3Q1uHySw5vH1N+X34Rsj+Z1dZ+OMbzK0u8IYP8V3QP9Pmd+Qpfu3xZ/iVjz3Ljz30Ku4dPGiSPOR/fEd7nGKKKaaYYooppviPDtvfpW77zV6+3kkO/sdE5I5Sahn4U6XUd0Tkz9+q8zQQ/wBxv1a8rBHnsOYVMmKzSyNokLk2IzeDUh4vdQwJdbNHYDJEFIlbxIsjkzkivcfArVA39xhIA6RAJCD3bbRKaAZbJK6J+CbaJ1zQL9PwIwZS406xTGYCunqByJdWVpEd0QzvUbge+26R436fi/IywiStyuG5k91B24w6GURCrkIyF1Ef9RishMwvbvFXetss9nf58vIFnrnxMKFN6A4WIHfU04xHnn6R/ZvHSENDtxYTnxuhakKwkhAlKcfWbnBybsDcV3rUh0NarT7RcxlqKOBK3Xe3aBg9FoIGPRSKmsJ2PPkxjbWWLNAE9xwSg28q7LZC5VLGk/ogP9zz2B0QDcW8RuoKk4C9kyMhqMRQLEH8MqQnLWhFMSPEl3J+4uFXUEP4tlln2LI0d0d4oxm0DDZVEGRsLK2gU4VEQqve5TvpMU7e2eXOzCIXbt+mr2oEjRGD5gzrnTvsNZus7N6jv+RwaoVeaIiaXX68dx2tPKvhNr7T5AKvcjU+jVOGLA95VC5xafYcp/vXuBp6RsUsipxCYkZK0aDA2hTvQwqJQIQeC5zmBo4CRxOHRiOMiDjNbS6zfmB/V8q23b8Dxu2QMjPuD+rCAyISrBkSqCE1NaIZbJD4Y4jTRLZPUjRQKOrhFt4HiGhiMwBl0CrFH6ilV4UNCx9jdY6q/BYqBULwQO4D7zZLDg8u9OYbIbs/c4Lw2v4bVV8rSJbfuK79zS1GnOB3eIpf+OiLNMxRn/e3h6gfIgnRKab4EEE05A3QxeS7m3IVGravMGuOfFVNlY5encCrqj6/2ezkfVRVpI9Qm6s0XjVBUz9yEBN09El67QPhbRTQMZV1FcV41RjTpmVuknI+Wh0v758bj9l/9Iga+sfHSuD/zer/d9j+yXiyX9+Pj+mf9saU7C/e/MXD9tVXjk+MaV4Zjzl+e3x+apvpRL+gM6a362HldzuptIsjJU5v9XwwR6hUFbXvMKyoeNcnn0P19pjan2yN1w0q6t69vUmL1T/ojs//vQrlf3/xmxP9PlsbT3JXaeqfq18e73N5kjk2ysfL19KVw7ZOJ+8NW6Gjm2x8jnU2uT2VVa6nrpzL6mU+ek7fqmSjOOIsUFTOeTq+ZlWldTWaPJ4qbd10x+c73J/sF7fGy3lrvL1kdvI6ZzPjbQznxvfncxWXgBfmJ99dFmbHKuon2mOJ/jONnYl+p6Px9TsRjqnuS2YsGrugJxXZW5XDq6vxNavS2aFMv9yHeZvylPccwhstBt5b3AJOVJbXgTsPOlhE7hz8vaeU+teUVPdpIP6DgPu14sNiHidh6btsd+nlKxjtmQlvUniDIDhqWD2kabeITRejMjLfAgqsLohMD6NSCh+R+SZNW9aOZ94S6j0CW6BwOBURF3v8CN/BeU3KLCE5D/u7vOzXuVU7ziPFLRJiWsHrZEWdUIRYbbDnl/i0/Z+xPuPx1sv0g4gQx6q+Qa3IeSUM6TcNwdDiRxHtdA+3qFhqbfGJ6GXyBctFvcInnrvMjw9eZFcv0pHX2QrW0e0RM6+OeFS+xky/Q3S2yytzpwDYm23xS70XmV/YBQdNV9Y5200Bq1Ba0AmwXZBeCAm2HChF/8kQnQjFuQC75VHbHpULrgZ216NSITttMHdBH7yIqBTsoHyP8AZM11PECtfSRNccyUcCskcC7LYjO1PS3lUuKKPIY49JhGJe89Sd6xhybs0tEvYLdAb9uYit87MUVhguhoxaATaLObW3wY3hGvG+4qX109R6GSKa0+oqtdUR12rL3BnN0LrmuLS2gDEnePLORXqtiHaRsNLdRVSfvq/R9n32zCxea+akg5OAYMGRbtcpJKTwDQI9ohc5zvjX6BZLpLpFUDg0cIc5HuFKmT0/8BYXYsDQoI9GEzLAE1NWjpdBtyOk/PkQyumk7CAzLqUIoA8xtsdCfJV+sUTdbDJgmbSI8VgMKWnRpm53MDor72dSSiq8fYOwYagGDPIlaraDOgg6SzZJjlEPHrS+2yz5fXxXobc4IL2w9I63e+e/XGD1n1xnxAl+d//TmJr77oOqcAD/9h3vd4oppphiiimmmOLDhPe5RvwZ4LxS6gxwG/g14G8/yEClVAPQItI7aP8c8D+93ZhpIP4BQyv3Bhrtfcq6Vp6a7VGzryGAVeXMayERgsGoBKcCvLfkKqIW7FBIg8J7atZTM/u0wjqgQTyDYgnnLA9xjQxNQR2Fp6CGI2TFd9hyc7xkAk7JNbr5Mn1pEeiCSDK8WFwtZpUt+kWLDIP1IzbsGmdmLnL6zsvUU8sebRa4y3C2wWywT0MgnM250Znn+L1dFjZv05dZ1unSa9YRXuZqdoJ2OmDm+B5ZYFnf7hB8+3UWH07oNZrMLncQEeKLGa5Z1oOX4t0aP6vI22XmO34xIztpKeYVtZcL0guW6HJRUpf7gul60JA+FBC/muMbGvewIroimM28jCNtmRBQAfiwFKSTXHBNwYVCeCkj3CxQSpEd0+SrAX5OE9yhzKyHmvSMpbFVcCraQWrwtdWHaOynOA1pK+Duw7M4q9GZ41jaYekntrnz5TWu6OOcbN7jbO86PdEEGD62e5Xbdp6vzD5JfF0zWvYoJyzsJRRaUxAy63pERUZWNNmN51F4OjKDwtH3LQaNNdT+EFEG50O6HOflIOOkvUWjSNmSFa5yHk9pnVX3GQ7BU0eToNDs0ySnRsAQQ86M3SDxcyjyg2DZUlA7EAIsyKkDBpRDUGS+zl56itS3yU2PQKXkNNA4MmnjM0UmNeaC6zgVoZRjK3mYmtkndS2cD1FaqJk9YtslkxqjYoZasA8CHkvN7E2oqL8TfC9ZcnjwTPmDoHnD0v3JM8z+6TWi3eO4+jvcXvH9E02ZYooppphiiimm+MDwPgbiIlIopf4e8MeUFKEvishFpdTfPVj/m0qpFeCbQBvwSqn/HvgosAj86wMWkwX+mYh86e32Nw3EfwBQpaxrlVP4CKUM8QF1pJevoMhJ3VxZS6tKe6jd9CFC3UNh8QKBTpgNr5O7GnvZQ1iVEpo+Lb9PWsxjyUAHiHcoPHVSRsUKrdomV9zDaJVgTMH5/Abp3CJWMvwgxhZCSkl9v7j0MCeKK6jNM5xr3ubS3HlWZItXzENcUK+jWtDSQ76TnaYrhsc3tmi7DNO0+CJg5GosjrZpZn1efuQc8Zrh2O4WK7U9jvU7+D3FmdFVRj8RgDdE1wrsdoHZ8fgFjcQWXxPMCIo1i8rBzxtUABJAcDlHagq7I2DB1zVmpyBAMfh4QLDpUNqQrTriXUAOas2DUsjNNw3EGmUhX7LYAZiNHD0C3xCiqx4faPyMRirfHtsTsjWD3RF0KjyZXeeZ2ZMEBdx6dA5nNcEw5+zX7+E1uJrFfvom+llHOuNJ0oBW4tjpNQkDRzNzPCWXuDR7BncrIJlV1IYF3iqKSJEnISkxTd1nJd1i38xyKfoIjbDDK/osNuyTtWaoj+5gdEHqmuwWa6S2TmEsPb9O4TRa5dzWizzqLzNk5sA7XBHT4zqPIUBOg4ABiZ/BkOBVRM10SF2Dut4l9U0S1zwY61HiCWyKF0M3W6dmd7EUpL6FF43ROYXXaOXR4kldg1zqKGYJ9RAnEd38JKHu0NTbeAKGbpl2sEmiB2gliIL2gWo6QD9fwkmIUSXLpCre9t3wvWbJ4T0Kyq1m/2dP0/raTcJB/obVrvbWQ330AdLCpphiikOIhqIByh+lSla+kxUq+VFGpdgKvdOOx2hbofEepepWKLQTitBHKdBVem5FVfpo6Yy8neL0/TH6yG9MlR5fVUAPjwhc1saKzDIzVo5OlsfK0b0Tk2M658bbrn9sPNH63539+kS//6z90mF7uaKG/mw2eR7+8b2fOWz/2aUL421/Z0zpPn518hw07ozVw+324LCtBpOCuyRjqrpklWtRVfR+0PTd0RKE6nkNKir83SMq3t3xw8F2xuc77Izp5+ER5e/+YDzmL4bnD9v75yYfNIPj3zhsf74x1q86acc09V9ovjwxJl8dH+u/qCiqb2aLE/1MXrnfK/e4yievRZCPz6Wqntfq/e3e+pkvb7NuYlyltENVKez5kedxhWKvR5XrMph89pvKOQ8rk+vR7mS/vPXmivjpTOX/M5PXZWd2fJ03Z8eK+C/OTpZYLLTH9+56c2yNul7fO2yvRXsTY1aDMdV9gsJuBhP9WpUygcb7yhQ/CvW+2pcBiMgfAn945H+/WWlvUFLWj6ILfPyd7GsaiP+AwKgR/XyZxLUpfEzD3rcj8NTtNrkPieiSuhkC3SH184g4cmmzEL4GFX/ljfxxItNBKUWatBnQJiLHqQiNx+oERDOgjtIeQdOwGzgirE4YzcxSd0OydI4gHpKNLE3psh/N4HPH3e4qsg7btUVuxCe5nJ3hycbXWNvaYCnZ40p4HPY9xDVW7Q5u3tAfzRAzYjYzRHmGjXKax/d4YnSd42u3MIFHjoGPFG5eEdwqaP9FivJSiqoVYK56iuUMAkW+bpBQUcxpJCzrvnXfQyFIaFHDAnvPgxZoGfIVjcwFpG2Ln1U0vpriFg0ecLMasyf4QNBDQbyQrQfkC4Zw26EL8Fowe55iWRPslDXnCoXKwVKg+h6749Ejwbc1euT5zPZVshXN9f150pmIky/sUASK1l6G2k+pNXP803fRNwK2kjZYTxLEdH2dtUGPOTvgbHCbb5x6lOBWQl5PmSsGbAdzbDcCFrJ9bssx9ooFrtZWyecGvKYfBnGEWYZp7GJSISLnFK8S5IrUKTbtHLHeYSTLKOVROuHZ/HGOMaDBgD4Bz/MpEloc8ANIaZN7R0BCoPrkRESmi5cIvEMhmAMhNwEyH2NVitEFse0BmqKIQCu8RNT0gEAP0ar0IheXoHRAZO+RuSaaBCcRmW8Qmx6CI3VN2uHGBKPEi6nYnUHhYzrZSWbCG+8oGL+P7zVLDt9jUG41vR8/9cDde2crLyJff+t+HwYopT4P/AblDPRvi8jff5M+PwX8b0BAKbjy2QcdO8UUU0wxxRRTTPGDhGkg/n3G/UBCxOOoE+gEq8vApl8cox3coB3eoZevUKOPyD32sxOog1rx0PRQCkZFk8R9hFawSWx2yXybYbFAbPfYYoaH/S16PgIlKBFCSbjIOWK9S+FjwiAlfiQhlIz54SYnbg/o+C6bdpmNxSaPp3e4XJzAb4e4h1PW6psYG3DObXLM71DEnqVoh/4oojYacrzdpagr9haatHtDVsI7bKslwnxEO+mybO6xtnWXZqtfzkIK+ODAo9oaGl8d4WNBZwZfd6heGVPrLjAnRJcL3KzgHo3QiQetUImgu47ekxHNmzloQSJN0VJIzSCRkM8a8ocCxEDRhPi1AokUxVmD6XukJfSejsk+GtH6Uh+7JWDK43OzmmLJwshRfzGj99M1iDVmqyC6nOMjkFqpsK4KwTcUCsXPhi/zlzfOEfUzfGhJ65blq130xhCTFozaESdnb6O2QA8UaRCxp5rMhlCsROjY0XdN9G1PvTaikSXs6Tpfav00e3qO2/Ul2vk+1+snCIMuZBnd7jJKKVQz4Ed2nueU36DBiNRpbrDMs8EFRs6hZYgTS6E0V2QdARwx/pD3M1ZI91hSQlKpYZwj9uXETyZtFCkKS6AGeB2Ah0JCYr2PkwBLQS4xOIWmoBXeJbJDMlfDS0BghED3UAheLLEdMipm8N5yUHpOoWpvoKEPi/kJuzOlACkmlNS9mENdhgfNmL8XWXJ4dwrs7wSt1384MuFKKQP8Q+BnKYVSnlFK/YGIXKr0mQX+EfB5EblxoEj6QGOnmGKKKaaYYoofEvwQ6dNOA/HvI7wYtpNzpK5V+iMjWJ0R6j5ae+rmLlo5tHIV6zNPoIcEOinFqsjpFyuAQzx0sxWGbpma3iE0fRTgzIBLfp2FzFHzQ4Y0ua2W0DYlVvukC3M0l/cIJePR/hUyFXCtfpzZ2i6PBC/wdfcUv2f+Kifu3cQva9onBjy0e4c4TYk2UhpZwuqNTe7NNkgDS3O1TzTfJc+axPdygiQjiUNm1S7Hi12COEEvCI1bCd4q5IpQLAfoGU2xpLF3c0zf4+cs2jlUCjQ1RRvsPY93Gt9UoIXoak7ysbC8kwshuxBSeyErgzetcQ1dBnFzuqSeLxqyswH5CYuftxTHUmqv5Jiex8eKvf+kgT9uqb2YkR8LsJ2M4FaOyiE7FeBmNSqCwUmLKsAFCrceoPc90XWHayiCXY9KPMWsxjc1KofPJt/hteQYqpPSvO6QxKKUYzHt0l2qYZxnLh7SH9So9TLaus/At5jTezx8ssZXnnqEk1HK4ErMaCbmRR7Dj2rcCk6giow78QqIojV7l1tXngAPXmlOjW7yGf0SA19DULRIeDp/mRv5GfaCAqNyUAZjPU25/amxQwAAIABJREFUR1IscI6XCXEMaXONM+SElCrpcvDX4jCMZBFNjiIjIEeUUEhEIAlOGcSX2e/COZyqYVRGLmUNeupagMEjhGq/rAcnLH3dVUHhA+p2G6NTwKNVTjO494YA2h0orFehFIdK6u9Fxvy9Csrhva0r/yHD08BlEbkCoJT6HeCXgWow/beBfyUiN6BUJH0HY6eYYooppphiig875Hv2Ef+BwjQQ/z6h8CH3Ro/SzxfJfBvnNUZrlNpn5Bapqe2JgCI2HTazdUQUhdTRpChtKNXCHN5rUt+iZjqEusewWAAUoemR+zra5tz2bfaLRxEC6mqLeXsNt9KkHu/R7RzndPwsmQoQpUhWhTt+kU0zg0324PYCLz96htULN/hPN1+gZ2dob9zgWHKPKCvIC81ar8P2IyksF8xsjYhqBdfOnGRhd4+127vM6g6qEPRyGc75UJUBsBICnzNajdFDQeWCt0DmIBWUgJsz6N2C/JiiOBHgYoUeCERCcNuRPhzgZw0qBzdvIFQoHKrrSR4JkbammFWYbUfrS4PytCHYXYcg5PMa31KEdz25K1AO3LxCDKWYmwHlPMHtnHzZ4I4HiFVkZwOCWwVu1lAMD7LnTpBYIzWFDxUSKfDw0eQ2g5tt0h1FczDCFo5CKRyKbMaStEKafkSyGRNlOdbssbM3T7015OdPfpWv/Z3jfOvLa6z/uxH79TZbzUVOuuvURwOek4/BJ/YoNhvUGh208Qx3l/jF7I+YoUOkczq+jiOkj+ZTPMernCGXOjW1S6BCQlXwhH6Jnl8kI6RNl6f4Js/wdCUYLyhnOdyB+nmOweIQYtPD+YxCQhDBqiGC4JXFOYtWYEjRqlRWz3yMiMUri1JgpMewWCwZHW6RyPRph7dReAR7WA9exXiCavw/EbC6DHgfJGP+TvBeUNfv48MUlF/p7vK3/vifvp+7WANuVpZvAZ860udhIFBK/XugBfyGiPxfDzh2iineF4iBrP0mtd+VelNvKu1g8rWrqu9go3FNqBmO60t1MlmjqrKKDVjF2knlR2rEqzXj1TrlIzXhb/lKW60LP2qtFYyPT2rj4yma8US3bGFch91fGX/2/snKYZ4fVYfws+fHNcf/1dKXD9tPhJO/kzuVuvx/tD8u1/zilR+d6Nd7YWzdtfTq+Dy0r42tx4LNSQsn1ekdtmU4Pj6fHXHpqNYpv51F3LuAqtxDUq0XP2oRl1Qs1EbjWuK4YqdmB42JIcFgfJ1MxZ7rYnpyot8XKzXe+fq4/ukXGlcO26ftpP3cF1rj2v3kxPia/6775ES//WJs1aUqNmK6mLzOuhifS1PVOqjWdx/VOXgr+7Kj9frVcdWy/okDeGt9BJVVrkU6eW+oSv246Vcsz+LJzxd0KvXj9YpNXbNqfzZ5zdOZ8TFl7fF+sooOA8DG7Fgn4O7MuJb8YvvYYXuxNVn7vdYY15KvxOMa8aO15MfsuN+Cnfz+wF3eV0wz4lN8L/Bi2Bw9SuEDEj9HVtTwEhJJl1zVsXpA4aMDe6aCbrZCNz+JkhSlwJIwdAvMmsv0inW8D8mkQdPeLQMaPLHtoMSxm50l0vskbo6Rn0OjMKpLFs+yZT5K290l1hAGQ/QwoHcmIMgGzKrvkHaWKPoh8ztw+TMj1i/c5deX/4hGkrM/CNk3Tdq2R811aNVHDMOYQDxmlJK0ArLYEqwNWI06hHikA2GYIXWFcmXdt5/R6H2Pzzz2riM7aVCJJ9hzRNccbk5RNA268Oi+UKxadM9TzBiyJYMuQLIym62HHhHBnQwYnY2IX82RE4I0y0x7/GKOmJKuHt7IMdsOnQj5qiXYdPh5TXivwO6DEoXteVxTka1Z1EhQCbhFXeaFC8E3yx9ClQpuQVNkpvQoR6NSj8rKevH8mMHezOllLTQFa90eAwkJnMMHhqWrA3onIzorTYpAs9zt0KXBXr1NWlMQ7TGr+vz83j2ef/gkvz/4ArXnPefVRfrZEkPV4vHsJeyrfb7yyAVMtyAg4ym+RYs+CkWkhxxXAzbcIihFjYSGpPwof85s0WOfOe64dUa+jjrwCRcUKQGnucprPEL5y3f/x19QFHgihBShTigDApPhC4M1I2p6HzGGNG/hiQj1NoHSpEUL8Zrcx0RBD0+AloxC6kgxwqqAlfpzaOUQ7NvSyatCh0qVz1ip6CV8t4z5u8V7mSWHD1dQ/i6xqJSqGtT+loj8VmX5zWKBo49aCzwB/AxQA76qlPraA46dYooppphiiil+KDDNiE/xPWBYzOO8IXELZeSgDMoX9IsVQt+hFhoivYeTECchmasDHiE4yAzepWZ26OQnQRRKFQQMSdw8dbVzQF9PEWAuus6wWCB3ZdYwrg85w01iP2JExFY6QxbUqDf26Z1yLN3cot3fgThA5DZpMcOtH1/k3Bee528+9R9YurTPzdfmWH4+pJ0nZAs11LDDSEJQQrgFzXzEYDbi4eYmeW2HIMgJjUObArRGnAJHmdEelAJpBIbwbo69W6AThzQNblljtj2uUeADTb6sy+DdCnbHM3o8KmnjSuPrivBqgU5KwTQOsupmXzBbOWZTQe6RusXueQgUpi/gheCOQyee2oseFwtmx5E/FKByRb5ukTrYzQJ3TOEXLWSO8HJB73MWlQtm12F3HcnZAAUEdx3BbSE7ZXAzmvBqjh56OssznHzhNqKEpksZmAi0xSto7qTsnmjR3MnJapZaLcWFnt3FkPooR/+Fx3zSc/Jzu5zobmO3hBuvnedE+xbOxDgJ8NtNPlv/Fr8/84us3hmRSMhNs86F7DKoAIdnxvQZuoibrPGr/t+QK83It1nRd/m0PMcf8Et0aaMpMykeS50+4Cl/+MYUdUHjybEYCqDvjhG6Dtbm1PQejjoNs4lCyF1G7psoNMYUeK/IpUHgcryyiEDIkNjuEpiMdrj5QNRxrRyt4Da76RlyXyfQQ+ajq4djv1vG/L3AfwxB+UPtef7FX/3P3/X4f8mvb4vIk2/T5RZworK8Dtx5kz7bIjIABkqpP6dUJ32QsVNMMcUUU0wxxRQ/UJgG4t8HOAnxRCgcRhcEDBjJPNpnGOMJ6FJIHatuIxg8M+XczwGtNnFtAELdoxns0C9WSIo6XiD1DWIzJDZduvkSXkJyV8e3a0SF5xPu2wxdHaU0bRmymt7m+fWTmIcydq5aTmSW3c8u4GOFEsHIiOYv3+ALJ16kcSVh549qaOcwUcqi3iV0ju2ZGZb291BOSpuq2HDabEGicQOP7QgSSpmKzDx2X3ANjXjBJIIPNRIKZssR9sDF4GNBYkt+1mO2PMUxg1uwRK/mgMe1DWa/QKwmecgQ33JIAEXTEmzk2C1PvmoIbxW4uiL9SITd99huUdLNjQKlUJkQ3MzQHrwGM/RoDwpHMa+xGwUSgsSQL1uUF9yCpX8hQPeF8EoOTsBBeDMHp8hXDVk9IL6eE9wscHOGdFXTuNXHhQY1KEAJdZ2xbwJskeEEWtsJ7c0hziiKumUp6lG7nZJrQxZYLro1zr2+xWfOPs8r33iMh5rPIvuKQTtmRy8jdUd2b55jdkTQTpG9gOf0x1lSuzQYYJRCEDbjJXwS4nWOo4YhJ6VFhz6f4Nt8TT2NkzLTXRDSpwVklELVVWgETY5Fk2EO/MfFGVJmEYROto4lwUmMF4PRRRkcSxujc0ZuFqMzIlsq+XeLNRrB8w9MHfdi6OVrhHpIZIY4r7k3epS63cHqEbHp0PPNt8yYv9d4L6nr8IMZlL9PeAY4r5Q6A9wGfo2yJryKfwP870opC4SU9PP/FfjOA4ydYor3BWKgmHGInaSv+nA8++cqX10XT/bLa+N+wahCU6/SWpMjtkjpeJJSZ1Wq7hHKeVGlTcubt2HSXq1Cw5Vg3PbRJDU2b46Pr2qzlCxMZqqGK+O2OzWmeD91+sZh+28tT1o+fK62c9iu6/Fn/1p6xJZs8/OH7f9w8ZHDduvFyWfV8cvjcbWbYwqt3hlTa6U/Sc/16diWrGpxddQK672goL8VpLKrKg1b1OQ9NEHRrpQnqIrtlj1SttCslDSYbExf1vlkWHCtWD1sf9GPKf/5ifE1/+utyxNjztpmZd23D9vpycnr8n8XP3LY7ruZ8TG4yXtNV75AUeV8W/c29/SEfVyVfn6kX2XcW9r4vZ39WZW2XhwpGVDj53fVfo7qvQXoYcUCLRqXctju+HNX7c8Aor03p62n7cl7I5ugsI+3kc6Mx99oT5Yt3JkZX4uZ1vg7u9yYpJ+v1Ma09dWowyQu8r7ih4jz9qEMxH3taEDw4YJRGVal5KpNoIakfgZLgraelt2gFnRomA1Gbp6a7WBUTiFRmY9U4CUoScLKHwTlvhS4IsZIStNu4AWSYgF9SmAQIV1Yy++SqgATFDhnySPFsKU5G19i73qBuDpf+cJZfvqxv2DRD0hjS2e9xufmrjH/woDnvrMGM5of619mMDfP7p0FFtMdZtIeXkGUF8ys9TCfTPG3DUhZv+3aCrupce1SGd0ljuimL5XIm4rimCHYcOVkQwHGA11FvgYEFvEpwW0HRpOdMPhWgHJACoOfirHbnuy0QnmIv52BVtgdh0l8WaPdNMSvZBQLGiWgex6dCmq/ILpaQAASa2zHoxwUixqxghoJtED1hfx0UArJ3XHonqf97xJ87pG2wq2G5E1N/GJW1reHEF8pH4DFeoBCaD6XEza6ONE4JQReQIRamBLPJNyamcV7T2FBKc2oERAlpYDbqBOy2WgTDB3f2DnDx47fwto6ppZy3ZyitTek2bjKjeEpOtKiOd+hmy/QiDMU8Gf6J3k8f4mT/hZ9Xefr8WN8LH4FGWq8tzTsNkM3yy05ywluEOkhxuzhXB3lLK9wlrbdoF8sASAY5L6UOSFlvXhwkCfXiMComCU2fXIfklOj8IZQJwR6dKBenqAIcYR4QrxkeEKsJCilHpg6Xq0B96IZuOMHk1UzxAg936QV3CZxMzgJsfqd+4y/G7zXATn8cAflIlIopf4e8MeUIgRfFJGLSqm/e7D+N0XkZaXUl4AXKCkavy0iLwG82djvyweZYooppphiiineX0wD8e8/Ro+tTVBCP0yo21262Tqx3iaXJgF9nImJzQ6BGdC0GyjlEV9O1sWmS79YQXAgoFWOSEguNYzOUQihGWF8QWQ6gLC7/JFSWittENX2SdImtdGQghCao1JMy+RECx0auzfoxmfY/XSdn/vlP+VHj1+bOF7zWsGXdj7K/GjIY4sbXB2cp7XUJZUmbgvW9reQmqO2XtBoDuGuwsVAYDC7Dl+3pKc1OhWCrQK3FDBqC2Y7RxmDGEV+wmA3FGrowIAEHrMDPvIE+0KxZPDzBpxgBjB8IqRY0BQtTe0rCfH1ApWDV4JygljQHcEfV5iBp2iAKoChI7rh0LsOnZWZblWA2fP42gHpeuTRGPILhuxMgN5ziBGilzLMwGMG4FoQbXjcsibPcnxT45bLWcnoWgGRAlGY/bJ+HOOINgvMrEMNodAa64R6PkQElmd6vNpY5d6Fedp3BszdHmAzh3aCDR0vzx6nsJpaJ+Naf4H22ZS5bMSM7NFhjmg3Zbl1l1drp+lnba6akzzBJYaqRd0MyCTkarDOa/EpWjJkcbhbzpx2enTydcqab88lzjAjHY75u+zrFn/ufwInoJyizi45dQRNQYjHUtI0DBwE5xkOTYghJ/MRRjmMShDVQClHqIfAkIHM472UrgCUAab3mjAcUviyLvxBUK0BT1wbdZD5dhIcCrMlbuZdCbPdx7uxP7uP95q2fh8/jEG5iPwh8IdH/vebR5b/AfAPHmTsFFNMMcUUU0zxQwbhjeqYH2J8aANxGL/YftgCcq0cy7WLbI4eJZQOOswPVdBLwTWPCDTsFk7qKAqadoNR0aZQNZrBPbxouvmpsaOUQLE2Q9weUrhFHtq/Rl1y+r7Oa/2PEsf7ZMdTZpI+x/Um7XgPlvt09z19WWT7kzM8+cSLnBulXNlf4hudk3gpKS3zl3s8vXyT2WLA6EYLQk9/sUnT9OnXI+ys0PIpi24bnQhuoFEJkBdk6wF+UaMTgX1Hthbg5zU+UAQ3DcG9HKkrXNvgGkKUO+w+6KHgYyHoeHwExRzlrIRRSOAJX80Y/o0m0e2CxvPpQSyosXsFet+Rr1jElGrlKvHYXDO8oKlvO/Ce4phFDzw6KT2/XeIxiUbagk6Fogm2B/nIkZwLiK4WmI4j2ClV3FUf1MgRXnaYjpAdM/gVCyLoFHzdoDKPOlD71KnCdAuKExY5LQTXHWqrgBRcU6OV4lx9k+f8KUQbEh9TGxUESUIQOZ66fZVrOwtsz7fp1UPuLta49tELPHL1Fm5Zsa2W6ezOUlvb4NuDj5EkLb5hPskJ2eA4G3RMg736CmhPoEe8Fi/x1P5rvKIfxeUBlpQGQ+7yEH1COqpFyICP65f5lsBQ5shVnUANKSTGCHhqlbtacZ+6Xob0rrQyM/t4CagFu+AhdXW0ykGE3DcwjIjsCKNSbJATqC65NB6IOu7FkLommW9gVI6TqKSfA1aVjITvVZjtvbA/u4/3I0sOb/Qqn2KKKT44KOuxcwlFNMnUc9H49aqo0M+L0eQLpB2Ol7N03DZjIWxMNkk3NVmFylpRlFZHRNNVNWtUpeDqyWOQypugq1Dqi3jczifZq2Sz43a6MP4trB2fpHg/vXrrsP35+RcP2z9TH1PTV8yk0vM9N/4g/7xz5rD9f1z9sYl+uy8uHraXxkLrtK9MqrCHdyq02c6YTusHw/H/i8mTV6WgT9DP5S3oy+8zxFfvAXd0ZWXVm9Po1ZHPpyvL9bzar3mk3/i+vuPGdQb/xH9m3OnU5OFUqerng/H2/ubMNyf65afHlOp/5T5+2O4dlF8eHpMb36Cq8lFVhUpujqqkV5ZV9d5/KzX1o5hwGXjr9KtU+x2lsFfFaarn/6jqfcWRQFWU11VFzd4OjpSn9MfLQW9MZw+7k79DWaeiqF6hraftyne7PRkKZpVSk532WF1/7yiFvTW+Tjcac0zx7vChDsTv44PKjn8vmbGjsDrjeP0FhsU8ha8xLBaIzT30QRBeirKVekP399kKNw732cnWaNpNdhY/iisi/n/23ixIluy87/udJbOy9t63u82dO/sCYIgBQAIkCBIiTVK2JUbYdNjhF9sRfFCEH+zQgx8c4TeFLFMOORx6kR0OhUIOyw8OhSSTokWQIkUSC4kZDIABZrl37tyl96W6a8/lnPP5IXu6qnvmDgacGSwz9X/oON11sjKrKrP6fPn9F2Mz6o0DwqjGJ913GUqrdKVOFT/DS3zz8hP0YuHL914gLI0hDsT5Dtcz+D9+6RP8wnMv8ht3vsX4RcNXx49y8OXmWSTCL119HYZCf6VK9XWN0gICisDzjdeoSEGll2IkQA7RfUeIBIkN4XHQA8EeO1QGxYYBB25RY2MgU5iRx9UUqgrpUxWiHVcaqnnINwxuUZdxYBrsSemMjlZl6XenIH08pnLHoVwoqecjiLY9xUOW6I2yWy31QO1bHqkq0scS7CBgxiDGI0aj04Boj0rBWQg1hW8JZJBft9Rfyog6ghkIoSLEnUDQgnYKJQ7dC4zaCrQiX9coDcluIGiIh4LqF6ihUDylqGwKKqbsom+AChq3bMAJz+3c5VvDJ4g5pj7oE5RmHOrUen2ePtniW1Zz59I1vIV7T2fk9gbzRyPSmmH/suH1e48hl4+pJELamed24zLN0KFSrVEfp8RRnyCKbrbOH9k1Im2Zp0PA0qHJdW7TD23GoYElI+aEL+ljvsKXKaQKuux7O4nRjAnETL5GAqVuXDA4NIILVTSO1LVQStDB46gQ6TEV3QVlCCiqpkesx2gVmI/v/MDr6q0COVIpOXO4oMnCPLE6QWtNYsrF1vs1Zvug48/gw+uSzzDDDDPMMMMMM3zUcdES4KcZH4lCHD787vg7dcaOs4eI9OAHRiw9CFr5s8V8K946K7gv6ljfacGfP7JAr3sJq3OiKEeA8XCBG+4WRRRhk4zxyTzjBU1OhfX+PsnOgHGesnFyiNVj9pqX+epnl/hi9Aq/+Iev0Imb3FFtlqTHb/yrHeRvOeqdjPpJxpVvHzFsx3QbixSZ4bP2NtkjEdm2RZSi3hvimwq7J+gs4GPN+DlLdBAo1gyuqjHDskB385b6NzP0OOA2ygI03vNkVw1aK7JHYnIPbtEQ3Smgqgj2NO6sBYJGmtD8gzGm40tN8ZzG7gkEhVRLV/Z4xyNSGsL5VKOaitFaROOFMcopJDrtJhQeMxTEKELN4NuCcmUGeHE9ov37YzCK0NYoCdhdX7qlc9pJyEFVhGjLMXouISTQ/r1xSY83ClyBHiiGzxuSOx4/r9FHIPXSGMe3ddm6iBXj/SpXakeELUdQijyJaYzHoBSuoVmcH/PS9es89PWUK694TmxgdbnL8qWcP8w+x0GyROv1EYPr+zRrY9CCDFNsmiOXh+gjR3ARWjkOZZ1XeYbn9MushV2+xJ+RETHkBPAImntcoi0pz/EKf6meK9PLQs6YBcrCGybZ4iUsQzwWIRBCHQhoPJqUnDoVMwI01jg0Q4zyWO1oxTtUdI/ITLoULsRvc0S3OmdQLJO6Rhl9RlY69qtjnNSZN3fOWCXv15jtw4o/ewsfVpd8hhlmmGGGGWaY4SOJWSH+k4vpBe17Kcrfa5f7YmcMNCO3hFE16tHJ+6Kswvmi/EE4t1jvnXJwp6jpCFRljCjFcM2SKpA0pkBY3Nvj6cYbqFaEdjWW6bHYfIP4wPL06A0OKnO82V0hOE201ONSo8/qP99h85kFrn/rCJ0XtPeGqOuw4YTNz6xRPx4z91qX6CRgrmaoHQhVwdcMfkFjjwU9EIpLhvyZCjKyxHue+FaOGQdcU6P7EJoK0w+YviY0NaYbEA2VN8t8cHMU0BUIdY2b00Q7gfTpCqbjie8VYBVuxaJT0IOAryrQYAqFTgXX0hRXLaofqN52aAGdCsGW76EavzUnIiyUWeC245FIlaZuPqCGAZUJKgvonqBCqS8PzZLqI0bhWhpfheRWQX7ZYA88SgLZtQrZZU3tpRzlAqZDaRDnNCQaN6+xAyHUIbUR2VzE1eyAo1qTSuGRIIgxjOci6gc5K6/NEUbHRHlKNmzy0vYlHvrMbZ5/+FUGg3mOfIP1zTvkz91lYyeiUenzsLrHbq1F363Q6IyIleKOvsK1fItH5A4LHDOmSoWch7nDIfN0mGeBY96QhxlT54a6zS25jojFMKSgBhSU1flbF0aGoQAKHDVAochRKAoapXbc11AqUDF9Ag1EclwY4SQi+AWa8Q5QFuFbo+fR5GgFmW+yNXqe9eq36BVXgYCiLPPB0Ip3EfaIdPqBGbP9KOLPYFaQzzDDDDPMMMMMM7wnzDTiPx34QV3yH0b/ebEzlvoWSnnkVBf7XiirPyy1/d0W5YKh3jwkT+uEYDHG4Z7K6fUNfhyTnbRAKXScE2/2aLUcx1cSnh7cZsUdE2qBBZ2zfvgSvh94YfEGogET2CClnQ+I04LrLx6hvQdrSVuaX8xeo/vZGrXvDzhemiN/xLCytUu87wge3PUYe+xRGkxX8HWofc8xzgS/YBj+XELr/xkSbEkfD22NGYJUFXbXky4a4mEguusAoVix5I/GmEOHaEoK+GcrECvMcQCtMN2Ayh3m2KOygKoZglWECmhKmjgo/JyhcqfANzXkgkpLfY+vl/ng2kMxpzE9wS2AHguhoXFLltrdjFBVhGWL2faYAfg2uJZGmhpCINry5I8rpGkILUVQCikE31bER4LECioGPQiIKjv8iKAV5Fcs8e0cFQfq20PSeszK4QkjlVDEBizUOikHzUs8tf8axgY2+6vkiWGvVWV/6xmeXrrFL3/+T/nWwTUGO4H/+N98lcFlyzhf43C+ylrnhHG1yc7cCgfdNUaDFjfkOxTKEonjmEUus4XBM0+PQ1apUrDDBgGFEUXuEmKbsWDuc1jcwBNTFuEFYLA4DGM8VdTp30CjtMOEjII6moKKylFKoSUlC00i38eqgkgP2Bs/Tc0e0s/XAXeWDqIVhOC42/88SjlAUzHDUs6BZ+xaNOPd92XMdhE126GbX/2pjT+bYYYZPlxY41md79OvVs79fVyfsGaKqSgyn57Xh+bZRLeppzXi+WSs3PlFp56Smyo/fZfwXQ50SmIcLgTPnItXq06exDcmO6rMpdObsDE/0V1/cmGyxvr8hSirzyQTjfhVO9GYFjJ5vy7Gkv3To18+G//+a0+djZPvVc/NW3l9ovdt3Jlo083+8bl50pvELsl48jrETeK93hZD9mPSgj8Q73I8D9SPn9O2X3h9U49Nx95VL8xTYaLxVlNMsD1ZORv/E/Wz57Yx1ybP95uNN8/GT0TnNca/NfeXZ+Ps4clJ+a/k6XPzBr45dTzThgYT/XJyIZZMPyiu76KO+0GRZe8WS3dOk//gaec2mY6cezct+XTMXDQ5P1V+/ua/yiafhUkn8/TogpZ8OLnOokE0NZ58D+WD8x4U0WDKt6I/PS85N6/bmjzfoHX+sQ8batYR/+nCg7rkP4z+82JnzEtUOpjrqQvlXSir77Xof68LcKMLJCiSWp/eQ6cXg8Bevcan7t+jn+Z4X6U4rmEWLPurNR5t3OGxYof6Uh9twfcr5BXF6/4y84MuyUYZPeWyCo1mD5sK0TglLhyPyx6SgB8Jc38+oF0dshLto5OAamnyhQh6gXjHlXeqfNmmt8cQKoLtKIrLEZU3PGZUGp5JQ6G7HrsfCAnoIpDcUah+KM01nML2A2HTUVyz+PnTzmusiO46zLjMCpedgN0pCB50XDqah5pB9TxyShfQg0DUC4gW7KZHp6UOXGoalXvQglsy2EOP7glIINuw6G4g2vFQCNoJYd5SXNOwHfArFmmb8ovcQagrzCAgFY1KA8EoohNP7cWc4oopo9HmIKzFJR1/t4BMiG45ooqyo8kQAAAgAElEQVTDJVBbHpLtN8sbCVpTK8bkWYSvBYrIsjm3zrN3b3FvdQPbMjTGY54Y3OF26xLZ8YDHlrd4evll0iPP7uMrzL8+pPrkq2yECi+Z5+nrFveXVhjrFm4vAQRBk6uIqni21SqJDNEUjEjYZA2PYPAMqBLpgkilpNIm4ZgxiwiWmJRI9RlJmzGLROTIqau6wWGlAC0QUgLm1HEl4FVCpMbU48NJOoB4Uj9H6tvkoUVF9zG6wOoRqV8g9wnzySbDYolhkVCPjlAEnKp+4AWyVp52fO+BspEPC7OCfIYZZphhhhlmmOGjjY9FIT6N6YXtqLdC5dbhuccfVExf7IxpCgrq1M2kYC89xByDYvltXe93Kvqzh+c5tnVqjeO37e8HIal12WpdQdkyf1ukzLtefOV1Xm88yro9RmeW/GrEy49d5pfM97F3DOFyQDIFReCEhJtLyxw2mvxMZ5P7soGOAu3FfezYlcFUIfBUb7tsbHYFa4Fdz+gTFZLvZJjjgG8otCiCF1SucOsav2TLx3tC8URUmpHFCnNUkG9oqjcdpu9L13IR7FDwNYU69EhFE5oWCkFqqtR454K97Rg/GWEOPRhBtAbvUVpTPGwRWzqTK6cQK4S6JuAxmUIXATUKRJsek4FUS3o6RwE3D6EHxnii/QAjj8QalQu+4zGHAomCXBHqQGYJDwVMT1CDgFjBzZdmcmosuCsGfTugR6d0dgcqFZQT9InAskcPBArQKeACQSuSLU9l21PMO0ZRlWJkiPJAXcbsN1p0LtWo50NyZUjSMQvxCSSK/WGNLxx+k7Tu2f1ujZ+vvcpVvcXXPvcId+Y3mPtmTqhbnhve5M3aJTara6TGUVQUd9Or/Lr8ARWdsuB7HMoCW2odJ4E+NXZYIVIjGnrAq1wHpc+uD0+Vik5BPFbnpSM6GsGf/hQESzg1dzMqQ1FQYYBCgQS0KmhWdjHKM3LzZK6GYMm8Jw91fNDk1InUiG66gSbHKF+mCkSHpK5BHqpUTYdGtH+uQP6gzBXfi2zkw0L15a1ZMT7DDDPMMMMMM8wAE1nuRwQfu0J8GkYXpA8vv13/aXO4c57OfrEzVo8OKMIIdWpYJVIW8G8t+t/qeu9f/jTN9g6jwdLbNA0K8Bc5Yj8A05nBNb+HdGqsn5zQyLrUbm7y6l9/nJPEom8tkIwCaWx5ZmkXV4vwaY/v9K9Si8eQeOLWmMZcIG4M+O5z12h3BqxsnlCLDxlWIlbv9Hiy2D074fVYcG0FRhFtO5SULuZmUNJEJBd0IegT8PPgmqUJme4HZNVidx3RPU9+yZCvC8nQIxqkZcrrqloWrKFadrGVUafSY4XpBHxLESKFOfH4hiZ/RtP4EwcCoaVBwGPLDrUHVwWtDe5SGZ9mRw7jQWqAB5UBltK0bRSQSKMG4bT77Qke4m1BJBAqFn9J4xONzEG0FQgtVR5/DH7Z4hOIdx3FJVu+lqJ0l3cNhZvTJK8XSCTYfcHuFKgxuCUNFYUdlTdndE+QyDPX75XHWYd8LqJdS3n98jqXXt/hTnKdxV4X6orVgyMeFUXLHPCn9mm8i9js1Vg5qfOs3aduBUliBtsxg8UuurjME5vbfD2/SqN5wnJ+QCUfMef6tDhhnkPuJWv8ofkSbqSommMcEYUteCK7Sc/Ps8klrnEfiyYNhk21jsMSiE6L7whQCBbBAxFGdYlMgdEDUj9H0+4QmwIfIAttGtEeQ7cGBBAoQg2rPE5V8SIEP4cLFq0i2vFrDP0KdbNP1fYRAlU7oBFNbqp9kLFjP27MuuMzzPCTi8Q4HmkfclI9T5vu5RNK6LiY/N8e5ef/52fFVMxZMaGBFm5CFxV/fu3wQH3kRWNJPaHQajtZucaV4ty8uSQ7G6/UJzTuK/VJk+Dx2t65bZ5J7p+Nn4hPzsbr5kLOGZPfN92EPv6V0SNn4/97+/lzW9x8bfJd13pt8p7M3TpPYa/d65+N1eHkGKQ/ODdPssnr+0mLJftAMHXs0zT16c9figvZdue2n6KpX3gomX5MmlOPTM7pHbV6bpt/rCbRZvrqZPu/0bhzbt6zce1s/J/Nf+1sXFw/T5X+12EiT+hPU+XDdKzZeWp0ZYpyrqfG6gItfPocOBdz9i509rfJGN4T/DsOAdRUnOC5eLXp/ZoLn99UHJoqpins5xuJNp/M09N09mzy/WTH50tBOyWfMameGp8/O/Kp7Yr0/Gf24ULNNOIfFSS1Lv1uqUM903+KJakdPHDRa3jLH9pgQk46auNDhNEFIShCiJj+n6nEkY7aGF3g3Hmdufca72L6rGB0QVLrovU7/zOYLsABcIFKlvL08DW8VtRvduh9fpmf2/g2V9sdbh5/mhFztCpHzB2O+MPoOY7Nk/xH6b9mfbzL3mKb+tMFPoy4V7nM7qU56mpA5ylI7kd8ofcKelnBm+UXjq+WtHWlFONHIuItVxbh/YAaCmLL60JFEG96lCrwbY1LAuZEqLyZkz0ckV8yKAO+rfELEUG/ZXSmsN2APnDgBQKESFAF6IEDbUifqCA1VWqJIlCiyDcsJi/N03ykStuuAYREk10zRHsev2LRI8EceszIoQaAhdAEqShMH3w7EG8JqhCkpglxILrlMQGKBPINhV81VG46fIsyhzwN6Fwoliy+BkjpbF79Zoo99oSaJns0JtswtP44w80rKvcCKEFJ6cBe2QmEWqkxl8igxx4z8IREo8cBlKJYDBTLMc+Ebe7nS9TafTqqwfrJAZWQEhRstdZY2e+z98SYwd15do5GXFf7PCodhqHCsDLi9s5Vdh5p4tKYK9kusR5zI3mV/bDIshyREmNtjjQyPme+wV+0Ps29o3U+qV6mX8wR6ZzFcMgX+Srf4VlyLIaE5+UFvhmeJwBCQumiHlHqxit4cozOmbO3GflV6mq/jC07XTzEalgauJERJEIwRDoHBVU1Jg8tECE2Y2LdIzIFVvZxUkExIjbDtxXYH0bs2I8bs4J8hhlmmGGGGWb42GPWEf9oQOtAs71zVkxbU5DUDh5YDL/T9tO08n5v5Z2jjkJEvXF4ruj3XjPsr1Bv7ZcFnIvpd9dptnfO9t9/RHOpe0TiClqdiK32Is5Y4rsntF485EroUQs5IYk5+cIK7c8e8Rt8l8h5uvZxtk5WGVHlJKrzOfV1KmS8sniDtWuH3Njdp39U5dVfuMTxo5pHN1+jEhXM7Y742fYtQm5Qzpeu4FkAL+VdQAuVOwUSld1pOxJwAV2osnB2uowM2yrwzRhRGpc4oqNA9VjILxmKq5bICyEBAuhCEKsZ37BUIoVyAWkqVNdh+4HsiiZ/MkZ7iPY9o+crRHuB/LpFNCTfyzEnnvjIg1b4qiK7btEoinVQGlQmmENB/KnpVwREGlUE1LD09lZpQHmQVIjGEGoQWgYTAsltx6imyhsOlVMX9kLKvPMA9lDInrSYMdijAj0GqZYdcTsQ3IrCHAi+oUEpQhSw49K0TY0D4kElHjenMaPyMV9X5NcilICrRxzfnae1UJD1C9r6gNAypCS0+z2atSEPzR8QvbhEPRpQHaccqCY1IAngq56skpBsCydtw2Jln2c6b7Coj2hGQ45DCxHLNXuT5Qz2K+s8pV/mk0sFe8ctclpA4IreJg+aVQ45oM4y92kw5mH553yHZ+mwzH2unHbIDQFBodHkiIowagTaYtSYxAwBR2JPyHyTxPRJ/TyxOsJJHRciwNKONylCHR8inFQJok6vIYuxlsRMOiFv0dG7+WW0ciSmh1Zhci1+QLFjP07M6OozzDDDDDPMMMPHFrNC/KcDIehzHet36jhfLKbfzz7ytIqJcszpPoJosnEDpQSjC+rNPfK0iQ8R3sXUW/tnc8sC3rG3ukSycIL1jqd371HYMqe7lhY8un/MK+M11HGLvf+wzVxvk5EIwcLiJw748pVXsTcD//brP8cLoyfwRQ1RsN4dMxcyjlcTnl67RTCa0UIVm3lWbx5z+fsdmp0xeTXiM+o2GoUEIdr0SCyIaOK7Bb6hcQ2I7xaAorhkcYsa01OozKNyQVqgCoWuKOyRJ182VHcCSpdZ4HYQiF7KGT9i0BainuCaijCniQ49bkGTPpVgDzyV7wHaQ2ww/VJD7jcs9qSMRNMdD+NQmrJVeOuuB3YbxBSEhkYiqBwKOCEsqNKhPbxFpS8LYdcEG4RQUWgnqAEoBxSUTvKiUCGQ3CwYfj5BFwq/YjA7Hn3iMUcet2aw+xrTcUildGw3BwHyArWkkUSDDrgNC0ZhjjxqxyMxYBXBCqYjuEwzaNVRrUCtyNBDodgwDDp1kuGY/kMt2vMpxfcENRQKrekslR3j9e0ORmk6aQIKMhNxz62x2MjJagnt6ITFkw5rt49YrR3RkhEZVRphxFzUJxsn5HkNF0WI06zLAYka0EgyjvMrjGQeS0AZz7LcYT60EISH2CRQnhPf4xmW6fAinyIjLn0GyLGmYOTnS6q+j4mtoqq6VMwAEUOkUiBQNfsoQBMIMkdFH5D6ZVJfB4lITIexWyCIJjY9GnaPIDHd/CrNaIt+cQmFwyhHESoMZJ2G3Smd1T+E2LEfF2bd8Rlm+MlAYgqeaOwwcOepsaMwuek3dFM0dX+emp5O/e5kQu90UxTj8C40TDu1pon1ec5rzU6+7+ai0dl4MRqem7cRT9ZAV6Kjyd9tbzI+b/ZOW09er2ZCWT4K55/7pax1Nv697i+ejf/w/mNn4+HNuXPbzL8xeb3t2xPabbLdPzdPHU2c26fp6NNUdPiI0tEfhPdAU4d3oaoP3y6hfAuVqU5TS00o4qLO3+De1hOq+rSjenT1/D7/g/pEAvqJeHKN/OeLXzs3r5DJyff/+SfPxn2ZUNvVhetK+4lUJJ5yVL9ITVdTtHW56Gb+w+KveD49yPVeTX+W/sJzTx/r1GPqogv81GPaTT23m9qmOJ/4oN3kvdT55L3Xhb4wT02Nf5TU9I8WPrKFeAiafncdpU41ou/Qcf6g92FszrBXdrmVgmF/CQTqzUOciyn6q2f777NypnE4cz0HcOUXxqXu0VkRLl6TdhaoHh7z88evcPsz6ywnjubjR1RDTiV2fH75Tazy/Nt7n+RQtQgVjzBG0gqJDAlBc31+l/WTA2JV0N5PkSBcevWErSfnaZ7kPB5uYwZC+pjFDinttrzBHDpCpHBLCp0q3KolOg6YoUesJiQBXRjCvBCaBpUHCApyiPbKPG6UIrR1GbuiAmYM2ZMxeSpEhx6yQHHZ4pYM0tCMb0TYrmDHgjkOSKwIFQ0adM8TZUJ+3WJSyD4RU/1eQdESku+XRmH6DYNfEVQqDJ6PiPYEPQ7IssYMAnZQaruLRYObF/QWhIaCjhClpzdHBFTqCQ2Da2nUKGC3PUQKeyuQ3HIoF8qiXSnqX08pVg14hVJCaBmUEeJ7ntHPaEIwaFVqx3XP45c1ohUqEwRDv15Fi8dXLHjhqNqgWe8SnGaHDaQmFHnE1aMtWq2czXwFLUJa1YDgDPgIGs4jTjOoVnGZ5m66zCIDVpoDfja8wMGlBQ42L6PnMh4d32NgarjUMBcdUYSEA7/KxrjDyNTxNiYeWx6t3eOVYZ1xqBKrnJoUHKFZ44ACQ0oDj2adLe7xMJfZ5DYPEzFG0KR+jkSfkIcaoixSWEYUDPMlYjNgOXmVcVghiAZlqZsdquaYzCd4Z0AUFdsF0WS+Qay7zFc2z7rdiKOTXSfWI5SCxPRwsoaII/UtqubkQ40d+3Fh1h2fYYYZZphhhhk+Vph1xH/ykY7aZwUyTDrO6aj9vjrg77YPYwL15j6+iAnBYu2YSjKcKvzL/WefHpJ2wBfR24zizGluYOIKklcOiPczUjdHrIbciLocP97kkae2eLK2Q3vUY2FjH1czFFj+aPsxOmqNImoRJyOybA5dG7FROSZgaZ6kRDdGVPuOoKFxlJLXLNWh59HqLuYQ3LwivucJNbBdyNeBxFBsKHRXCG2FJJbQ9ugRZFcNyavgM0eoGtycQvcUKi3p4HoM0tLoTkBVAtjyBcebJe1dKpr0mdLxXBJVOo2ngt1y6L7HLSpMrJAqmGOP2RFCRTP+dAQe4vsOlQkhUlRuB0wGipLerdMAIkSHluLhCN9Q1IcCaIo2FEsKcxiI9gNuTqGGghLBVcFkgIdQN7gVjTkJZJctxkGwgeprAVRgt6f4r970/G91zUYEphfKGLRNjxgIc4b8ikIFQ/9XI+ov5MR3CsxJKOPTLORXIg6SJeI7OdVOTl6PqHZSkpMe6hA61xehBc5UqO6MOPSLLNaOWEoG3DOL9Odj6v0R+XyTg6UGD337gLXikPndPsc25ciMIQ0sbx+yUhV4NGM7XqG/1WKvOiQqhFrkcIVhW6/iT2/+bHMV7TyX4rs4H7FR22NzsMaSHNNhGdBEFFgKdrmOR1EjR5PToosmAxSx6pbkdGkhgJUUpYRCSm1CBY/RgYbeJfUtiqDo5pfxYjjOH8JQUI8O0XhQBqUcRnu0CgTRpL5FkIjUN1is3AUCSgUatnw+Lxar0x9J7NiPA7NifIYZZphhhhlm+FhAmJm1/TTAh+iBeu0Pcx/GBIwdl7+IOu12T3O6LIkfl13ug0V0nBM3h6AD4gzxUg9EUN85wjQbDJ9fJD2ZZ210RK9VY/HxE5ZbY4Z5he/tPUl9dR4/1hx3axzYJrefvMK4vsLl/Q7VpQGLsefPop/h2f73WHI7aC3oIqA9iNZcXThGDzsoLwQDkhi8DUgOFIHovkJO/bdUEFSmcGsK2xdCoiFW5FcM1pT6cdMXimWDcqCHgWjXEwxk1yz2KKA7BQLkn4ihojFjj7njSZ+IKVYNyWuB0IJo0+EXNNG2kN3QmCGoLGBOAoNfq6K0Kl3InaCDoHMh3nFIrEs9uxLMGFxNEe8HskcVrb/ICXOqdHMXId4LpA9Z7L7Cnnj0SHDLBlX1qIPSzA2rsDuujL3GUqyVxm8SF+iR5u91Pd84Fv7+m57fuVGyB6Jx4JSpjdlzBBUx/ITGnAi+QkkpXy6d3ENToxz02w1acyNGK1UWXjuhdjBGrGZkEtZuHhA9XPDyyjNoX974Ofbz1NZGbIQT7g/mCFrz0rPX+ew3bpFcPcFtW5bTHvO9PnPVLqFQ7M+3qW4IT/W2qF/N+Lr9DPtb8yTK893kCpESgja03ZBdmcP7GCUFf2Z+nhXVoWq6FAuarx49z+d4iRYdRiRss0E4DS5LESwpA+pYHDW7TyENNHn5hihPEEushqeUNyHzLU7yy7TjTRLTI/MtuvlVtAr4UCULC6RhkYbdp2o7KCD3NVywjPwqShwo0Hj6xRrNaBeA1LdwIcLqlCCafrH2vmLMfpLxFlV9hhlm+NEiUQVPJdukF9YW+RSdNpNo6u/nl13TtHPPO9M7DedZfNHU91eiJ9Ttmj5PyW7p8dl4bmq8YM7Pm5tybW5M0YwrakL9DReOoRvSs/GtYvL6vj5+8ty8Pzp84mz83fsbZ2N7e0Idnrt7bhOa9yaU+mRnQjlXnd65eTKc0O0ln7wPFynGH3k6+oPwAJo6/BCO6tPbTC14k6mx6PMLYTGT8+GuXj8b/xPzc+fmJVf+3dn436tOTFSfi89T3YvFr56NXZhcV18Jj5+N+/58aoH2k+dQU9T06CI1/QEu5ecc1N/mkj71HO/xfHo3p/WLsoHJNu9MWYfzkgFhKgXhAjVdTe932j1+6vWZi9tMO8ZP+eqoCy9BTUlpftSF8cVj+WnGey7ElVK/AvwW8A9F5CWl1G+LyD/6IA5CKfVrwP9CWbH+7yLyd99tvk/U21zE5187r/18J5dyEbDmfGzH+8HFffQeik672uWx+CI6f7EIKOMZ7a6irCdZPCYb1BkfzVNb26O6dIjWnsrL99l6+DqXb+zA4gh3FBPdH3ClcUT9auAkq/GNzjVCVbAnS7x2Yx3a5T5UMUB68yS1GB1pjgVskbK/UeWoH3H9uwVRWjBqxVxvn2C3CkLVgFYoBDX2ZA9FVG45iDVS1YREqNx0uGVdarG9oAtFel0Tbzt8UzP+2RrxmzmSCe5ShMoFlQtuVVO547GFh4qCii4/5YrGtRVxv7SrVwKcFuyhqah8J0OnQvpQqamWCgRryK9aQkvT+GqKGQTEKEgFFYRQU6g8ILEp9TRGoTOP3nXEbxYltf50LaIGodSPb3pCDBJpRDyMBL9gyVchOvDYI4dvwvjZCmYocODJH7LoE83Bds4/u10uT/6vO56/fU1zKQ1QNaigIIJgNaIDtZdz8idioiNPaGvcSkS07csMdi+0jvucrDVZe+mAyiAnmNJIrpJlFPOaOHU8mt7kRLfpNOaI0oKFRw+JjjxJd8AL0cN88vuvssQh9a2iTPBOPLomLHQ7DEONtWNhO5lneWPAJ+SY7qUm348foXuzzWZtga9Vv4QEzc8Pv8ECfTJfYy9eJA8RI1UnsEE9T5Fqzivj6zyJoMtwMxyWiIIttUpN97mlLlGhj5eISA1Q2hNIMJIRVCnSFzRBQKiTuzoDvY5hzKCYP3XoL9kLIpogll6+xtjNEZs+ISju9j9PpIcktkfFjGnH2wzcKsNiHlEVRPxpJnmFPLRoRjuI6J/aGLMZZpihxE/SemSGGWaYYYYZ/qr4YTrifwv4L4D/Xim1AHzqgzgApZQB/iHwK8Am8JdKqX8pIt//YZ7nYmEe/JjRbov2Zvq2aLK/Kt7aR/CavNvCt2OykzniVg9tSzOos642MNpdBesn+3cGrR12OCTe7oFAlfKxEFKi3gGV3RzZWOfo14XPf2qfp462UX3FwC5j24EuVb7RuUZRVKiu7jOqTO482sJzae+QX3zoa+wfrfHG+DGKyLJyZZfly1v4bxuyRoSLDZ/ZexM18qiuEOYElEaF0qRMdwOhAQ5TOoPvC74OjDzqRGE0jJ6voEcBt6woLlvMiQdFWVh2PBgITYO7ahHJsUcB2ytdw8fPxBCB6QrpI2WnPLrncFXwi4bk+wV+0aA6gslLjbhbVGhR5BuGqBNKs7NIoYqA6XhUr8w4tx1BqoJOFXoYypuVMVR2PHogSEx5A2AAehBQ40BYNbg1Q6RAjODnTPn6qwY5dkhU3vVThcJ2HBKVhnW/czvw1s3G4OF/frngf3rCls7tNYVUNPhSD68IqJs5tlPeMDA9IdRLKrtoRave5Xjcon44JkpD6eLuFVZyilGErzsi5zGPOh67+QZ+CaLMY7xjMTvmV8Z/yV6nDUphs4K4EMZ1S+M4J4kcWZRQVDKunOzSIeF6POZzl18iW4HfvfIF9l5oE1f3GBZr/En2RT4dvo1bADPyUCTEJmXoE/KgMDbgWxGv9G6wzhEBOGaJDvOMpMoBCYWKSUwHEY1VKShL097iuLhB8AEndRJ9DFLFi2bs51GFIwsrZKFNrFOcJFiVgdVkroqXuLyOMFT0CZlvARrlNJFO0SrQjHbo5pewKsXqApGCoCKQskNesyc/9TFmM8www0/2emSGGWaYYYYPER/HjjhwICInwN9WSv1d4DMf0DF8FrglIrcBlFL/DPgbwPv6x6dNoLa2x7DaIrgIbQvi9hFd8/7Y+MHrs4620hC3euS9FpV2F1PJiJd6aFPSPGpre+Tdcv8mKoiXeribCY3XR7jV1jluiUqbNOJA9pCh92XH3/zsCzzR3GMnnmewkGCuBCp/VOFbR9cIFaG6uk9Mzs3VZaAswv/L3tcoWhq0Yn1xk6vFPe4/s4CPDCuvnzC3PWSwWOGX33gVFQR7LGQrCpymuKbxbYNb1NRezHDLlkrXYdIAicIcK0Rg+JkEnQbskcdXyiI82nLlmaTK4tqMAtkjEfGOQ3cpL5hEUzTArRp0AFLIL2tMBqGtcKuG+FCw30mRCugM7IHj1LsLNdIU1yzJbUfxkCV/PCa6V5SZ5bkQFjRaDGEsJSuh78GD1AClUKlQrBjsQeBUmgwuEOoaaRuwGtf26E4AF4g2BdPzhLrF1xTRnYL8RkR0rKh+fczBAP7pCN7iYeTA/3kA/+2nDKtGUCh8S2G6CrKA8qo0qjNg9xxohVtQRIeBUC9jzh4dvol1gWA1UeGwtQBpwGUeXGC0kuDjiGGzzrrbJNoN2H0HQaGU4mq/w2Z1jqIeoYaOysgTtMKkntpCRr9oYVOF6US8Xt+gHfd44gt3uE+NN+Y6XP4393hB/hr9Ssx329e5zptUjGIULK/oZ3mGV8AEBNBKKGp17o9jRtLi23wSCBgc4hUL0V3qZpdMmkgwVO1+WVgzQFQTjcNLgtVDDBFFSEj9EkaNqegTxsUigRiUgeDxYjEqIzIOkYCnSmxLenvFDnChQupbJOaEiulRs6Wb7qBYRkSThzrBl7SRxPQ+EjFmM8zwMcZP1XpkhhlmmGGGGd4JP0xV+rtvDUTkv1NK/dcf0DFcAu5P/b4JfO6DeGJtAsnCyQ+e+EMg77bKIvy0iNY2UJk/wUT52/Z1cf92r0/tTsb+F9dxS+FMUiECupLRXY2IGjm/+VxZhP/Fvev86ehh3qrY7dOeS3vHJFnBqBJxc3UZF5V6mf9Uvkn9YIwtBFfR9FeqeAU3vr5Hf6nK1Zf2cYnlF8Y3wQu+qVEDIT4MuJWAb0SkP1NBDKTjgD30CKXruE6FEAl+2aILIdQ1blWhB1J2wk+LcNFgDwvwisp3BV14kmNPvmKgYQgNjd3x+JaGBKI7BdIq6eKuLUhVEe05JFaI0ehhQI+F8VNxqWFPFPbAIxVFftkSvVEAgjTKbn62bqjteqSuKC5FRLsFKI3UDCjBHgi+CnoMflGjewq3VuZ66+MCPQLXUEQ7odTIOEWocRohFoFWiBFQ8HcyuCj5CQK/83rB379soRZQY0XQoGOFm9MoC/llQ3WzQAewe2U+OyOLbTviLY9b19idHG0oje1qEAfH8aUI8LQGJyzHh5hhgUkVUi+j3fBlZ/1K/5h780uYIqBzj6/FjFoWvKJZCF2V4IzhbmudrWh25xAAACAASURBVO6z/MKbL/FrzZf5M6r0H+7ype/9j3xF/3UO2GBzYYU0ruHjKrYvpEXCfLRP4WuIKEyUko6a9GlhVI5CCFiqpksQwzgsYUnJSXChcnpHRXDBEiQq33dbYMiomLT8LBEi5RgQ43yC0WXBrlDEKsMFi5CgwwiUQyvKGz3K4kKEGEvdHhCklIwoPEO3isZjdIEPFfphnbn4zQ/0e2GGGWb4keInZj1SUY6Ho8O3RYz5qTvtD9J+vxviKU2oviCITFSYGsvU+Px+KlP+NBU1We5FU9FTF1HIRC88HUV2353PL/tudvVs/I3+w2fjb+5fPTdvb3P+bFy9PzmGxubkuBtb5yWDye5kv+p4Elk2rQkHkHwiSXxgRFn5Bz72uPAePDDa7KK+fuo9ZjQ5p9WULjwxFzTidnJ+BTv5zG/a86ai/1h/4WwcX57oxf9a9byh8qfjybnnl/78bFxMaZT/2D92bpuen8TrqSm9eMPXz82LpmO8HnQOvU1D/QDt/dve4/fWtn3QvAdpxwFk6mM6L4F9Fy36uV/UO/8d0FOP2Wl974WJ094A8sN/xb0vfKw04kqpfwD8NyLyL6b/LiL/6wd0DO+k8H/bW6yU+m3gtwGi5vzbNvhRIbh3NoELLgIRTGd83hwBGF4JmG7BwisZu79ZZ231gEeWdtFakKDIRhXq8z2Cs7TrPR6pHPFi5/K5IhzARYa7l5fOPfevXn0NU3gu/26HYMqYsHjsWH/9BERIk4jhYkKUen5++Aa6X1LI7WHAjEKZ+e2F+osZUlXkj8QMvlxj9e+cYLKANC1SFOhUMb5kUQX4JY32EGKIXy+wXV/GlQWP6QsqC+gs4OsgFU1lN1CsakIDFGWn2ccGu+8IzhLqivh+gc5AjCLadkjVYLplaVZ9LWf4XAVlFQpIXs0pLlmIy0JUFSXlXZplh14PAiFRsGpRuuyGuzmNloDtCqEobwbIVQOmzDsXDdnDhuhN0FkgtDWSCvFdj68LKlfkj1XwbQPrlr+877iYSJ0D3zwI+KdBB40eeVShKOYVOhUkLnPOQ01DPxAPBNc2Zdb2ANRIiPu+zNqug04F5SC7BrXVIe2jAaOnI7LrhuYfKEzfE2KN6nhMLkguSAIb5oQ7qws0j1L2bjRQWjFIGyxv9mnEKYd2iWGSkOQpf37vKb6YvcYn5u8wrMZsNy7z5cN/x1fkS1ztvoHpW+Yqx3TMEi8Vn2Q+7aKjvNR3B0VkHQdunke5TV0G9GmyExYoVA2jMpxKqJojtAoM3TxFqCDKIKLxoUovq5XmbXpAbEa04l20KqiaY5yO8FJDSYEmpSApdePiyUMNqy0L0U3yECNoYm1pRqVp2d74aUQUeagjohBtqJjyn3tpRPLRcdycYYaPC34S1yPrl8zbNphhhhlmmOFDxMfMNX0A/Eul1H8iIiOl1K8C/4OIfOEHbfgesQlcmfr9MrB9cdKpEcs/AqitXvlQ7oW8pf2eUNknNPO3oG2BL95uAmdMxtzvv4GN61y8+T33Mvhahb1/f5knfvkWv7ryKt3tFdJxgrYFA+ZIdIpKhFBofu/Pv8RrSxodvfPdMFt4fku/SJR6ijcNugikNUucerQP1I8zmnsjgoHNZ0vq+qce2YJXBdMVlCs73aBwTbAHAXIh+VZGvqwxx5r+Fys0vpZjBoHQtLg5KV3F2yANTdqAxp+MsUe+LITnFcl3PMoKEmlCQ6OdICKIVkitjDSThkaUIGlA5yBZQNUNSsAeeEIs6EHp0GpOPGroEQvqsQiz51FjQQ0D0f2ivA6DnHX443sFUgMpFCjB9AO+qZCqxqQB3Q8oJ5BD0IpQ10S7Qn7FQKTQnYAWAQ3mqMwHV07AgR4Ioe0ZfyIm6Xq+tgyqoHRT1+V3Qvq4wS9ZfEOTz2nIBNvxKHeaUR7AbgeKywa7B+NVg+2VpnbRjifYslsvFqIeFMugvMKtR8SdQLGkMakQRDF62tL+I0d07AhVjeoGVIBgwc8rxlHCrc8tc/n7XY7X64R7EZ2FFtU0Y9X2qGw6Tmo1dvN5vh1f4xF1hO3WaMynWOf4peM/ZrXf525yia3sKssc8jft/8u/0L9OI81pMGSsIu7ra3wyfoU8L7vdDblFCH8PI/+AQi9CUHiJqdsDjMrxRES6z8Ct4iTCEaMI5KGB1Y6BWyFSY4xyNOM95it32R8/ybBYJgtCpMY4aZA7haiCzDeJzZBadETT7tHNy6+SqumQhRbex1hdULWHKBRGFSS29/+z9+YxtiX3fd/nV1XnnLv17f3167e/2TnDGQ5JcSSR1mJtlhUDTgDDcRQECGDkLweIEMCJASeB/wgCJ0gAI0gQJ0EUI7KUBIaRALYYC7YsiqJEakiRnH2ft79+vd++61mq6pc/Ts+7t9/wkcPRcDhD3u8/Xbe77rl1tr7nV/VdUOYPz3PM8THER+555Imn0h+htZk55phjjjk+THzPQlxV/zMR+XXgD0WkAEbA3/kAx/B14GERuQzcAv4G8Osf4PbfE05ovwVClTK+s0Hr9PaJYjxd7L/LhG20Jlz+8vOMP3ee4WX3rkIcIKbK4z/9Nr927kXGZcr/de2T9PMW5fYSsUhpn51GdLjSc/72FotLu+RZwq2N5bsU9Lta8KTWgmejio3XBlzJzrNxtc9a/xC7EkmqOo/7F8Kr5M2E8pzD9hXySHYjIihEaiOxY6q2Gyjt5yvKQ6W86CjPRtKtCk0EM4mYcSA2E2QcWPqDAqmU2BHctpLeqinh5kiRKhLWLAwD7kCpVizmMKJLIHkk3Y1oiJSPptixYgqPP2Vx2wG3FSgvJTRer0BBLWgqLP7ehMlnU8gs+SMp6RUPoZ5U8KccyV7ADiKxCaFrsCVUG+AOYx27olIXzKmhOmOxg0i1ZAjNejVfY+3M7k87kqsVdlg7uccGxAUDlWK3K+yBq3PLM4NxsdahC2gCMlB0U9BU8KcSQgvM6yX2IBJXbB2xVSh+pZ54EK+1IV0/oq7WiWtyPNFX1udl8pkUbRnifgQjxI4hdA0ysVRnLMmdAE6IbYFQywZCx3JhY498K+XKMxtMuimdYWRld4+08gTraK5GZHfI+vCAFy9fZvBqkwU/ZK3c53ZyinPmAJ+nPJhcZSc9TeUzxgJPhDf5fX6JNJtQlRkPyRvk0RBtE0LkGv+EHq+xrv8Ap3+XKBkhOI7iJRJzhIjgNT1edxISqY7ZXI4i1jnjuS4gBCKOpewG7WSP3HdZSIbHEYRjUpuhUQlYnMlxMkYESt9CgXbSo2VqWYiPGU48TVe/VgUr9/IZ5phjjo86PorPI4nAGQvvXjiffX1/iqmdWYQ3M207QzM39zxUJGLv+7f7YZZyPpyJHgM4iFNq+PYMpff1cjon8dLk3In3PNeb0ozf2pky9aqt1ol+ndvT8bXuTI9J+850PNne5MR7pD9DQS9motb8PTFb4fuPkZrj3ThBjb6H83si3msmIo7J9Boyhycntht2+rrrpteD2pP9XnTT6+v/cJ+/2042v3yi319sTKUKz2TT8VTr3znWDOCP4sPT8fl0pp2d6Neeoaa7mX2V+F3o+rP073j/6LdZ+v57pamf+JyZ98g9EXEnoulO0NRPHocTUX4z98+J7d1D8xUz879n5pxZd7Kfm5EkxORDXNxQfrzM2kTkF4H/gPoLbxP4m6r62gc1AFX1IvIfAr9HHRfym6r60ge1/feKe7XfIoALlEfdEzpvYyPx81tU+120TBBbcPmLL1I+vUnxSzmPnb/zHb8WF9KcL6y9xbhM+c2v/jyDvEXn8hHj2ER0WhQk3vPkzasUicMsQntc8sQbt3jp4bP8woNvsnalf7cIB4jRsbV/nrYNjFsNRqM2yXaLpTDk4ZUdqoHD3RKqSwmTxxx2wxAWS5rPFySjWFOmnRCdYHqBxsuK2Q8k1ytoG7RhkF6AIlKddZidiuzFQHYtQKmICGHZYPoKpo7qCm0D1IZl0SnaBBPA3KzzuGNXsBUkO4GwYtC01quPH7Qs3KpovFzWq+wrFrEG14ugkL7uKR8SWs8WVKs1DT1fc5hxxB5AtWpw+5FwzhKs4G5DWDZIpZgjxRRKdb6mo6sRGtcD5aapi9dlofVshSaKULvHS6A2lqsiftNh+oHW8wUKVBcNZmxRUcKixeQBirqY9ov1/idbsdazX0zAClIqYbGOhBs/k9D6ekG1qphePaFh95XQrWntoVszEOxQiSj54wmi9USBRIhLtnalD4I5jJAZtC0Ulx3VuYSYCo8kW1zprtM702ZpY5fDO11a+RgjQjYpqZYzmlsVK3sjxuNlFkZ7ZFVJ1W6wlB5y5DLKYZuN5BZ3OpuUvS7/cPjvsQo1uwHYAn7d/UuiRgqO2OH3AWWf32dZfwMnDiSlCpYyrtOxdyjiBnfZ4REMHhUlRsskLmEIiERG1TK7+SN07DYNe4gxAbAY63Eypl+dpWUPabgBkYShP02tzJzRT9o+Q93EH3+pqkLQFKMlR+XZH9lc8Tnm+FHEj8vzyBxzzDHHHN8FP06FOPB3gf9cVb8iIk8C/7eI/Meq+q8/qEGo6heBL35Q23tfYxjB4rPXMbMLZRYg0E1vneh7QqUthqOfOY//5TG//vSznGn07/sZvbzJb37159HNig61q7PJKuI45Z3J77P7+xQ2QbJ65kqN8JlzN3nCbLNHlyQPmKh074xJisDh0SqHKxkbOwcEaxkutlmfHLLSqWp6eB5pvF7h1wxuO1BeTKh+pkF63eMGEcWgVsnervuoh+xaifs2DH6+QVg2uHEEY4hLhsYVj9sKtZa752sqdbTEBYOixNUEiogdRLBKtWHqYqtQ1NX3Tmxb4iJIP2LyujCPbWhejZQXHO1v+7oY3o1oU5GSerXdK9lVT2hD1hNMqfgNR3HJ1e7q0eJXFdp18V1dcISGkNwOmEWFSpAYcfsRGXo0gARLuhXIlxL8iiG7Wt2dhVTqglMKSG55/BKEVl1Qy0gpH3IQBXezxG0HYsdADqEr0BTstQCpIZyz6PFMopQWuxMozzvsCMxBhT2KMInIqhAbwNExbT8FGUdoCem1er/llCUu1eZz6oTqjMF2DOIjMq6PcUwFkwfUCX/hwht85frDLN8ecG7vgIk26S90KduOhcOC4bkmplSGK5b1o4QrLLNQDvGrjvZ4wFvuQZqjAsXyXw7/I9Y5Sfg4B/yf/pf5G/ZLbMs/ujtLqyh5+J9omb9HKkNMUlKFjEhCjIKKgIIxFVY8PloqHFYC1oTaVT02OJxcImkNWMquU8YlRGoN/dgv0jADUlszSWrPtkAVGmT26O74jETadgt/bJVvJBA0vWvm5mNjnis+xxwfH/xYPI/MMcccc8xxf/xYmbWp6i/MtF8Qkb8M/FPg8/d/18cLo42ClX92g+GTlwitGSqJgk1K/HLzvu+NTpGf7PNvP/0sm1mfP3zzMW4crr6rX/P0iK3JIrp50h003egxfuMMxnnEQKMsicHRWKmNpX7q9FVASPK6SAhWOPtyj5BYMIIbwGZ5wJUHNlg8GnP2+g6Xl/c4Wl6mdW6M3Q1IVJrPV4w/myJOSK97/Dlbm6Rd8yS7tZbaDiI6AYpIbAvNb5X4Uw4cVGcTWi+UhNXaZdz2IyICRkl7gao2wWbyWFLndfcCyZ6iTrFHEd+t48UoImhtUubCOzTsiB3XNHTajrAWMaOaWq8T8Asgps4617TWZmMiZlKT+tKbnvEzDbK3KiRT4uI7ud9QPJLgT1VkVz3VmqX91QIkImqo1utJiGrdkFzz2FFdQCIQFuoINdMHW0G04EYQh3WmenqzNr2rTjvSGwFNIKw6bBFZ+uc5g2cSIoqJit0LhDVbu0oGZfjzDTQRqo6S3YHhZzIWvjyhWhOSPUHTCIUQloTsLU+R1nT34rQj2QrkDyaYI2XyqKNxxRPbiu0J1YLhaLTE3mCZpZ0jsscntJ7N+cWVl9k76JANKxpUuJZnfNQiRotvtvnG+UfwWIbDZVb8IVt0mbSX+IR9k9Uzt7hx7QFsz7PGu1UXhnpZ6kx4lm/y/6EcTyDhGcV/QRb/FtEu0LL7uCSn8E1yaRNiipXyWKtdO6Ob4/gzJzlRHdZ6VC1jv05qczruFpOwQqEdjASa9gBPzSiRY/d0I5GoKYNqHSsVmekjYljL3sRIYFit1w7vs8yXea74HHN8LPBRfB6xGBZN43t3PMZ7pZJ/N8QZ1k+h1Uz7JE12PMNZ3Z9xd969xzn6ajl1On89P323/cbw1N32W/c81/T2ps7YbnvGlXrn5Fibu9Mn5tbOdHzp/gy1uX+Smj5LR9cZOrTeSxF+H3TfOb4H7nX+nj3ks3TmmfMi5uT5s70pTbmZTK+76E4+S886qv9ZcvFuu2F/+kS/5NRX7rZ/tjG9Nn46m66cVaf+5MR7yjjd9p+Gqau/hOREP+On925rhppu431o6gCTWWr6tK33zuV/gHKJe6/1d1HV7/eZs6Zms67wYcY1/17JRzVzbsvpcTT5Sfq5naGju8mHbJv+I4TvO1RbVbeO6WE/NERvGe+s39dQ7R0MHvzeN4EZVpz7rVvs/8olJmuetFMg5vha9pbsodtIcv+Vsoat+Dcf/DabWZ9//tKn+eaN6Q3fuTxdmWP0nYt5kwRaD98+1oonhFbgkfxNPltdxxvDwDcJRqja9akSQ10AH99bNvFoaYjeciOc4ycPrtBrLdFZG4CBuGIJGSR3AunNgGYRmdRxXC5UhE1LshOwfa0d0ZfrTbsBhKDEU/UqsNv1SBHBWDQRRCEsmJouXEFMhPEnE8KGQ0pFG4J2FClq6rEbRmIj4k9ZjAczjJSnHZopftlheoG4YXAHkfzhlMarJTYGTAmhZZCJ4lfrqDOjEX/KoVaxhxEblMaLBeVDKeWKofVyRewI/rJDLYR1x2jZ4gaR4mGHGRjMSBEUUwFRsRNF26CHBrHULuw7HhEwhlpf7iDZD5gRaNuAgezlkrgAag3JbkSb9YRC6/mS/NMZ1YrDjgPJDU/+oCNsJpSXExrP5nS+UdYu7gbK00IyrH/avsOvG5I7AX/KgDGEJSE9iIw+aen84RhzVEfHhZbgKiFfshz0TnF0vgmNhOtPnWPtxT4bq7dpvlByKezQ63RIhiWd/QmC4WC5Q5EmrDxc8FzvHLeeavHA222Gy5Zbcgl5YsLFK9vk5xw7ay30le98Dwhwk9/h3VyhyND/7wh/G9V1ltJrOBNpJkMaOmESVhACgQRLDgjNY5q5oHht4WRQr3arYeQ3aLoeLXdIHpaoYgZERCpq+krAmkjb7lPELj4mTHSFjeZLd1e7g6b3yqFq3fk8V3yOOT52+Cg8j8wxxxxzzPEh40doDu77LsQBVHXyvXv94CATT/byLVTBa0Kncw1jAjFainyFGFOMKVl99uBYV3p/tPYNB794gcVf3ubfvfT7lHeWKCcN0mbO2tk7uPT+RgwAhoiTeLcIP1F8v0eYJNA4t4+rAn+l86esXB8QgiWdRDbePGL/fIc7jy7VfStl+6FFFnYmuCLizo65svcQq98oeejB2+yeWmNhd0D3bSjPO7gMnS9PiB1TG4T1A9krFZpBcjMQurU+3FU1A4BQu29LqUgjIsMIC/V7y1MWWyqkdRGO1LFe1XlL/nhG9UACCrEpSAQ78dgyolGww4gZ1lmD1dkEO1LiolBcSMmfSOj+szH2KKAiSAr5YynN53M01K7o6hS3F0EjoS2ERp3vTe5RZ0hueWLDUG5kDH65SeO5AnfDE7rC5HMNNBWSGx61ggTFr1m6/2KMxoAdCppCyAwuKnhFuxaagirEQmvTOCOIUdwYJk84YkPIdgqoLDKJkAZoJbVmvRcZbjhC1xA26r+HrmHyVErzj8as/pMxdhDQxOCCoh7wSrhs8WeE5FrtCl+dSYnLgl832K3I4pdyQteSXakw40BYcIw/k3I0XGF4vsHyjSHFUkrWyzEamGy1aR3sIyjLqwP2pUM2CbVzPbCzsYSK4cnVLV4oN7l5bonhxYjLd/jSzicJq79E97EBOx3uW4grcJUdAvfeaxVBv4XXlJbsU2lCFVMMFUEcRjxGAm3ZRpKSSbnKuFpDsShSF88WMjvCCExCBxtKWklJw/bxehqjHiORpj1g7NfqqDQTaZqpMVseFumYerXbSomPjXelHjgzN2+bY46PI37YzyNzzDHHHHN8yPhxL8R/2BDrMCs1ZcooVK5Do91jcriJZB5z7GY+iQ/QWd7CmPuvjB982rLwS7v89Ue+QduWvNjoUiUFIOzsbL6n8dwyC7zlVt9XEf4OfuXCa6xd6VM0HdsPL9HdmZAUgXEnYbiY1VR0oGpYTIj0zkypZb/a/wY7Gxv0WCLLck4vbBNawv7+KhtmGxlFxAr2tsceRUweaHy9ghTivkGzOtKLJphRrYmWEnRB0VZtbObXhOKso3HNI5OAX7aYUqlOWSaPJ8RlS7Vm8JuO5nMFyYFCVNzNgBkFQrOmlZuh4rZLxo82KC8nJHc8C1/2mDIeF84GnMEOPLEhhLP22O1d63x2L8RFS3In4leE2HRIVEwOOGi+VJD+bqS8YNGOIS4YGs+XhBWDeCjPWrLXKpKbHr9sSMeKlIFqxZIcBDSzmNwjewEzUqo1gzuqI8wo6zs/SD2hYSsLDUEmEW0KpjSEEGHi8QuO9IonfyyhvFRTodQrjVcq2s8WmIOAPVIwgbBar8LHSmGoSFJ/iF+ROp5sIGiwmLw+T41XK8w4YkZgBp5OXxmcLrmwu0WxkNZ0+FFFa7+g7Disrx3vRQUblbydUHQNZmC4tblG3spoDnOeSa/y7acXkMEKw53TJJUH9rFWWeu1uQo8yEl6egT2gb9n/hIm6l2qeWZKvmaf5pvZZ9j2BygpVbnIg/I2Vi3D0OWmPUepjmAapFphXSBhQhna9Sq5eBq2T9SUqHLs7VYfS5FIx90hD12COpzJadhD8tglhgQjFQ3bx0g8sdrdcgcclRdA/d3UA8XRcgfv+96dY4455phjjjnmmOMHD9EfM434RxGhA0efn41bMEjaJebVPStdFcNGl+z0/R+y108d8Ncf+QYtW/KPv/4Frh2cum/fWfx5iu5Z/MqFqeFrkoc6osrIiULbhum+Hp5rc/7Fg7vO6f9G5zkOhut0HhqxeWuH2BUmCw2yw4L2awXp0FM+nJJsBdJbFcntgFrFDCNiwB6rzRRwuxDboE0htus8b59EQtNCqZgSDn+tRbYdaLxaERYNkyfSuhgtYfKpFCmVxS+O0bEne6PCFBHJ689RL5SnDSQGaQjZNU+yVSFGqE4ZYkcwecSvCWYoFA8lhK4l2fZIFKRQNKP+mUQkdWgTZKwgQuPFEteri/BkX/AGGq/WmvRwWE8SZK+WECB0ap17NEp+wZFe9UgeEY3QgNAQYiYkO5HqjBCWE7I3SiQHf9EgUTCDgF+xZG94QkMI3YjsRWyAsArp1RK81syEhmB7gbhgyG4HbK+m3auA21VCp75wzVgZ/WxG01WYw4DZU8IS2IOA7UeyG6FmAxSChHrSRJPAqdd7TDoNYmrJegXNgxKNSqc3gUXF7SjaUdYWhty2izRHFbd+wrGW7/Othz/BY6M9Tp3a5q9WFbdfWGdneMCr65cIg8jprwwoV1r8z//+f8pv/KP/mtO8Y44Ge8B/3/3bXB5so2IwGhACk9igmwxZcEfsLJ9FdkqejK8SRHB2iNPImh7yvHmESKCiRdvtYfFkdsgkLGGZ4EwBeIrQpWEOKEObIbX+u2H7ZKZPpQ2q2KBXXiSRMcYoIWYMdZO23SK1M1pECSym1xn7FYKmODN3TZ9jjjneP4Q/n+57Vu9dzYhMT7TviT+b1X4PZrTf++GkBG43LNxt366W77avFusn+l0ZTfXfN/pLd9t7h1MdeDw4GfuUHUw/t7HPTPvkE3Jjf8oqTI6mzCMzmoklywtOYFazOqvPfb+a8JkouB+rmDP5gHW7s3roGR0x9uTnyEy0me1Ny4xZvThATBsz7emE+Z+4B070S82Mt8D6H99t/1Q2/f3PNk4SY8Lpqa68nIk2+2a4dHKsfjo+idOotdbMc7e5x5tA3uN1eCJWbGZB8P14G9xXE/69MPtZ9j6/13vGMxvj5qc7IfccBzMT/Wb8h1wZ6/s8Hh9BfCwL8W5zwq9+8nkANApZe0yVZ6i++5+OSGTzE1fuu63VdEjDVPz2eyjCP6jiG04W4O+galiyUXXSECPqXX04QEgsNz65wvLNEf9W+k2CE8KasvzqIUaVYjlDrWGy3MR0KuKCoA2huuhwtzwYSN/ydRVlDFJF3BCItUs3FjQTQIgtJdlTwmUBbyARkhxGP9OkuJyQXfW43YBmgl+zJDc8VMrgcylr/7is9dfGIBJhXBenMgHNqFfm+xETajd0KWKtOR9DbBtGl1N0oS6EA4KUESrF9CI0DBRK1eX4KajWrNdu6IHsdag2Fd9OaD5XIrlSnXbkpdb75pXsmicsGdJ+xOxWJLv1dISpIDrBjiJ+3ZIvK5oYJIfissUdaJ0JrgYZBmwBo0+nJDsV6bbiW1CcSXAHAXdUR6q1/zhn/FMNYtvQ/FaBDGpXdGKtT5bDesVf1y1VJmSvV1QrBmehfDDB9pX0jQp7EAhdsP168kEUYlJHrdlGBbFF1XIs3C6QKoIYbLdCKyABRiCZspn2eau9TnnUpusLfuLbL3NxeIPhZpN2r+BMVZIOd2kcQCuvmGiT67tnaRaB5/7WM/wvD5/lxT9+nOyPEnwn5TN7N5EkYAngBYfnUJY5CouMYwcV5Wx3D99L8JoSY0ZqB1SxzcPmZV7VJxAiRgytpIegdHSXoT+FqmBNhZMRnjYiHlWDJ+OoPINi6SY3yMMSlpzD8hKpHQAOQ+3UfqHz1RP3mZEwN2abY4455phjjjnmmOOHio9lIW5RuiZHo+BDwoULV9m/eZpi1KrdtY+hChb7ogAAIABJREFUUchaY5bN+L7bKoqEf/riM9+xCP8gC+938J0K8Hdw72o3UUmqyJ1z7Xf1/auL34K+0nizYuXSAZPnFrEmsLzdI1/MCJKw8GSfkFlMBZpAXDCY2x4xUlOp+7WZWrQgx4W4Nmsdd0wBJxAj7nZE3XGxnCkLO4HyssOfsjReq6AfiasWGUayVytiU8gfTQgNQ+P1EklBU0NYtXUGdsNg+pFkJyKmXnk3Q0+15qgu2NpgbkmwA8UcBSSPuL2A3Yv4DYNMIhKV9HagPGdRB1QRsx+JKxbxij0IdP+lB6dIIUisaFyr6H8+I70ZyK57/JnjfXjeI2VNpccIphCwYA4jcc1SnrYYBKwlLAckGiQq1YpFU8GfdRgViqWAPeTY+M3gE8huRuyoYviFjPR2IL3h8Wct7iDiDiMEjnPSoLiUEFbrSYCw4ZhcTnD7ETOuKB51ZC/XK+JSUp9Toaa0W6AlJOsTkrRB2U1Iy4KGmRCpDft8HnA7YIcR1HBmf0Dj1k2+9AtPs3p1xMIt4dyrt/EtQ1Et83jvJuXhDtfbZ5DU8Gj+FtftJiNp8HPxNe6sPsztR9dIXzRcbaxyxZ7lM0dv4K1lXze5o6fIQ5tXqwcJBw0ecTeQVcEeVKgKPjbIzACrlobdx8cEtKLUBVDB2ZzMHB7HlUVULB13iyJ2ycPxio1GMtvHmkgIGaWukJohk7CKo0Ako+F6DKqz83iyOeaYY4455phjjh8FzKnpP1wcTFr8zjc+j6QVyWof+cpF1Bvy6xuIC1Ptp7c0LmwjV596z9v+sIvve5FnlovP7ZKUkd1LC1z53AYhsdgq1Kvg8mek1yr8OYfbjZhKad8uyH5in/AVi6qjESeknz4k268oL1qK80mdc50IVEpUxe3VumcV0BagtSu4IOAEQVEfSbeBrkeNYeeNgr/5O2P+h3+nSedCB3fL1/TpSpGiYPKpjNgR0hsebVn8BcEPI3LHI16w/UBIhZAaqECJuH0QX6/epjseMwrkD6f4DUvjSoHvCnYA6mOdFV4AmaFaEzCQXA+EdYsphPJBi1SC24uYPEJa72dsQOw65NCz+HsT4pKB1CCl4rYVtQZ/VnA3fb3CnhqIdRZ6XDH15607TB4xsWYMFI+mNL5Z1HpuC35dsIcOmRxTpQKYKERX56R3vzimeCqtndWB/JGExssl7qCmnpebFm0JsVO7r7s7FdXZ2j3dHBrs0bHrdxNcCVHqCROSmrmXP2BJ9gILZ3uwZEirAh1HyssZbjcAtdxAPFSlw4bIqvQ5fXuPMzcPyKoKZ4TO4YjP9l7i7eIyHZuT4tnIt7manWMhPeC5tx/kmR3P591rvGADL68+xgtXn6HjCt5oPs4Z2aYRSrQUflf+Ep4Mg3Lkl2Hk6JzeotxqIRJp2kMG0iKRCicVZWyTyIRxXGJYrNFNbtN2e3VsnQrjsIHB07AjVGHk10ip6Wg+ZqgGAm0SChquT1SImiDM48nmmGOOHwyUml4e7qE8x5knxe9GMy9m3pfPUERHOuWR9sLJeLTeDIV213fvtreqpRP9bhXT17fG0/bWsHui30F/uj1/NKWgu5kYqkbvJBU06822p/uQHZ6c8Ez7UwqznaGjSzFjkHlvLNns61na7D30XJmhp+oMRV/u8QU6QQV+r3TtPy+F/YOmhX/AuC/V+T0fn5ljWt1jamyn51bGU8p40jsZf9VMp69DMo0Vi8nJ6/3L7qHpe+z0ekpWp5Flz2Qnt/1zjcF0eJtTOruPJ/fvhTCNTZOZe26Wpt68J75sdgvvlSB9P5r6Dxzvl9L+DmbOs4ST1e/sa/mQqelzjfgPGZIEsvMnH6rFRRoXtqn2u2iZYLKK5Ewfcd/9gv9BFN7v4PspwG0VuPjtPVauDyjbKWUHuvsF51464OYTK5x5rcevrL5IcrsufLM3fZ277QxqlOSgonmpgKR2964a9aqyVHWcVnXOYbYqFr4U0QwowBxT0n0Hwuk6sgyrKDUNXBTCopDcrA3e/tvDyNdG8D/+bs5/cT4l2fbQEIiQXq2wB5HyAYcWSliEzkseGUU0V9RFojGUD7naWM1HaFti7nF7ivhjZ/KGIKXS+lZdiIZli9+MtP8EtKnQEMqL9WVreoosVOSPJhhfa8fdXiB/1JG9WiE5xEbt0o6AGIv4ChlG/NmZbMuOYMeKpoLkxzR4I1RrDkSQIuJXDenVSGwdsxVQwrJBm3VBX11IKR4TOl+KJFc9kgIVGFe7sCdRkUQoHk7IXsnJtqF6MEE7oXYcVFMbyiWG8rwluRpQr5AJZhyRUvErBjcAfypie1qvphvq2LceFI84VE3thH85QaqISaUeMxBalsJn5JMmoNCCZ95+jX7eJjohOouLSiNMWPN7XG1eoGNzJmqwTU+16Lh0o8fbZ9dI3AIr+4HPlG/yv208Q3G7y+XWm5QmY5KmXEkfQmJAqvqL6ppc5PPpVyhGXTJ7gKiQULHtuiR6hACZOyIPS6RxhHNjEjMisRNSM2Rn8ig+NElchZUSI1VNPY/1Q6OVAqVLCI4ojonvgiiZ7c3jyeaYY4455phjjjl+VDAvxD+aEBdJN3rftc8PsvB+B99PAf4Olm+OaB4WhMRiotI+LLBlwI0r3Kji5x94o9ZCF3q3+Db9SOwaJEJ629ftYSQsW2LL4C8nRIHYMZiJkl7zTD5habylaBIIq4IZKa4H/pKlWIfkVkSC1tTwkeIOwIwDtx389mHtkv3bd5TfeDZn7XRNC09ueSQIpvSYYcA3hO63K2IqaCboooBahl/IECeoRmRkcf2I5JaQKyYIsQHqLGYSSW8F9IqQP5UyeTzFDlMar5fHod5ge7XbeXneoW1LuSSYXPFnHO62x68akq0Kfzqh2rTYoaKxoryY4rvgRoomQjhlMPtABOsicUWQUoiiaFPIL1nSO5HmcyWhDdUFVzu4H8WadWGU8pGkpri/4VFRiBEZHduZqeD6Hk0sth/xiSGsOEgiilA8YHE9xa8a7EBhFJBxZPKUI3YEtx1QVTQ1GKdU5wzulhJb1BFkTUGNYfJ0Sli0hBVDWDBUpy2tP81J7gRoGII2KK43MQ0ldw1MDnEMK+WEJBvQL1pMMiGIMFpKSSdj9paWWSyGhHabhh5x7jBCMzAsFugN1lhoGkwUfm3wB/zZ8pPcHGwySbuYRsAlOZfCDRbjiFFsc9Nt8kr2CJ8avshG5wAz2ufIWZ7gNQ7iBrfMOo3kkE5ywLBaBwxR6/zw3fwTTKol8rhCpkekpiKzh0RSUpmgCokpyMwhI9ZxjDEScDKmiguEuH3CsG2OOeaYY4455phjjo8h5q7pHy98GIX3O/h+CvBQWY5urlPlGUmj4PToiKSKmKis3BwSnQERfjq+DVdgdLGJBsUe1u7ZMTP4RcFOwN2uUFsXfpoJcdHgNyxq6yK8Ou9IbnhMpbieIXQDJBaiEBaB6LF9cHkgrBjMkeLGggyPddMB/v54arIYFf7BnxT8N59O60iyccSfcRAhu+pJMqE8ZZCGQW4H8scykNp1PX+ipp3b257WNwqqc4q2U2wv1BnkC0rrmxWxK4Rlg+sFun8wYfC5lNbXIkLA7ltCK2IHUC0I7kqBfzTFbQeqTYtfd1RrhuQgoiaSveUJi6AijD/piKsO2z82i6uU8qLDNWo3+XQ71kVu0+I7QudrJZOnUsIpC31P9/8dM37SkR5CuS6k1yF2DXak+KYSVhzVENwkIN5AETG54BeOj+cm9QRAYrDjSPFURrXrcTkk255ywxKWHbaAxr+aUFxy+FOO9I7H9iJECEuglSE2TG3Et2kRrc97dSkhfbMinLIUT2bYUY7kypFr41oRC1gXKHdTOoMBWkISAjEzdPyY3tk2aMRbw/i8MBissngw4InBNs+vbbJ9qkO+v0SjX9Lq5aymE9bdHocLizwTvkkYWry3NCko0pR2Z8ji4ZigQq6Wq+482+1FnuxcZ3N3wJXkNJ045IlwxCtykZImVWyCBiptgypFWKDUFoaaYl/GJs6M6bgtEjuqo8s4YuxXWElfo9QVICBYMtMnDyssZTc/8Pt9jjnmmCMQOYo51T1U5mpmyWYcp/TQXE9SaPszFNhZyvlBmDqWH/jOifdslYt329vFlGa+k5/stzOavu4Pp47qZf8kQ8j2p4+Cjf50rEl/2iftcwJZf7q/yWDKu02G1Yl+ZjRDU85n/nY/Z/R7MRuFI/fQbOU709H1HvqxzB7y90w5t9+7y734iNPR3wveszv3vediBrPSAimn51zGJ93x08PpMW656fbiDE0dYGCn98W/co/ebWczburJytdOvOfT6XQbf7ExTU4KZ75yot//OmPy/Iqen45VZ8ojPXlfNWf2/T3T1GeP671SjPu5qM9eq9/l2jpxzj7oa/C7nOc5Phj8SBbiH8Xi+x2Nd5IHiiTh5cOnoVmblZWjFreuP8CyeY71g/7dIvzpxjViKkRVOr83xB5BbAKJRULAVIbijME0DNUFS7IT8GcMOMFtefwpR1g2LHxxRO1TJZBE7JGgbUGtEG0kfRvoBbBg+xFNqCnqKZgDuJ3Bbx3UUeNQ//ztHvwnvcBaV2r69EAxIyUs1qvvrg+hKWhKTQW/nBCdUJ1zUMR6wqApJLu1Nr1aMXUc10gJy1BeTmtddBSk71n+f8YUlxzJLY+deJItYfIJR7pfZ323XqrIH3Fkr3rK8xZTwPgxS+erBbEp0EoY/WRKdi0w6Rpio175rhYt+VMJja/m2P2AejA9X2vdD00dK6aKTgKtlzzaUjrPecIyNHuG/GFH+pYnfzzBDpTRFxo0Vkp405PcqDAiqETMJKKJI1pIDpS4CpNHMsK6RSYQo6fadPh1W7MUDgLaktp9/SDWx+icwx5G3E6EENCmQQ2ETq0hT9+ImEFNoydAdsUTTlvsQWTYbdPKS0BJRp52NkS9MHFNFsOAc2GbvbiIt4pRYeuRJc7bK+RVm7hueO7nznI62+boxjrJToef2H0FKRz7ySpE+Cvl7zPWlN3WCtlRydPmRXqhSyVw0F3i1GifO/EUa8vXGUkHLw6/sczKzoA+pxiFJZaLwFbqsJQcVg/QTa4yiqcxRBITiBoxKM4MCWrAWDI7uKv9jir0q/OgHlVL0+2RmJyGPZobtc0xxxxzzDHHHHP8KGC+Iv7RwodZeL+D71f/PeuGXr29wMODa1x5eJNgLGKUgzMddq9tcHZ8wKcWjlfvqtroK7kZSW54JBHkECgDxYYlnoL0SmT8M020ZSgfUZLtgBlG7C2PveFZ/q2SsGLIH00pHnS0vlmCiVAYYteQvukRBVMcJ5q947CeHDt/n1H+q2vKvXPIEfj7h/DfLdQacVQhPXZj3w0QldgViEK6GzCTyPizGRSR5sue/HFH8Xi9op69GRCNVJsOt1ObstmjSP6Ao/WtCtsLqBX8hQQxgs8Vl0fcQKk2HG4vgK2Lf20ozRdK4qrFTITykQR3pGCUuGSpVHBHtb7bb1jCskX7ge4f5ZgqggoighuASiAuW9KtiNsJtc68MrU8wFhkHGm+7inOW2xfkaiEWGvN/YqQbBu0isTUEhYNbteDVzRVzMDAhiIl4Goq/uSptJ5RTRU5AH/aYg9CfT4yU0sSFExfiAs1s8CMIo1XSvyqRZdsXcCnBn9N2T5cx1cZLi2J5yzbT27Q6E/Y+OYezf0JmgnSCrhehVSwUh7RGyQcnutwtNHCAM10RLuXo5rT2cr57CsDlvdfpJAupbRojCuW43UyH/HOUbiMh7qvY0cVp+1thrFNw4zRjuFsvM4b9jxnii12ZLPWsy8uIEeeZtIjqTJCmdGlx4ARN8MmqoIRT2Z7RE0IZIgoTiradovE1JRzH1N65SV8zIikCCVFWKTl9nBmwhxzzDHHHHPMMcccPwKYF+I/fHzUi+9ZLN8cTSPJAF+lSCKs7xxx58wKADE1vPrAZf7a2T8kvCUgUD3ocHdCbVImBpXazdyMA64vFJ/NcPuB7K2K4rEUTQS/Ycm2PM3XKqSqC/Nk2+N2lfKsYfhTCa2vF9jDgPQDYRHcRNBQF4UCtQmYpb46Usuz3lPes0+lwtf3I+FBgwXEmnol1iuagdkNZFcEdYJfMhgPdqyYw0j+uEMzQ1iG9E5EF5SQOSRX7FGgvOgIi4aFPynRRDFeCamQ3gyEtuDGEb+ZYLcDdhCxw0g0grtTG9jZYYSWQTyQWPxyrFeNe5G4aFArlA8e05aGgY1/2IcEpDTYowqpar265CCVIDHi9gPacZgjT2wZ7H4AB7IXaPYi2RsVg59p1kX+oiF9LVKtGcwQqjMWdxiJDSG7UlFdToiZ4nYC6Vue8gHH5MkUFUiuVsSuIabURXhUaFpcL+KXlbBiGF1o1hFupdR9LGgDworBr1l0aDj8xgbVuqsZF5MGY1rkRZPuYEjvwSUWr41wo4qOH0FKnTXeFM5nR7zy8DkwwtLWGImRxlHBZ7+1R9lJqBqWwjvW5TZvL57DliOSg0jDjDCJ4+nkBQqT4MWxODwiS4cMwyLOjtleWGc8XqbllWShoCwaDKtFhkubtPf2uCTXmfhFCumSquGxcIMX7CMU1OZyVWySmgGpmdBxtxExtNwBUS3bkyew5AzDGVAP0iYxR+znj/BA9w/e1307xxxzzDHHHHPMMcdHC3ON+A8ZNvtwaabvtwB/B0keTuhDXFZRTRqkxVQ786udF2h3BozPN9Eli6aAEdIrFbanhFO1KZscQVyymABuL1CetmTXPaY/obqYQhlpvF2BKrYAtYIdKumrBTJ0xDVH+URG6Biy1wqSmwHfAecFgtaZ4mVdhFJFdNHwlUctsSWYIkIViQsWwaBEymWDX3agSmwbkjsegqBdh4wj9kAJapl8rkm1IaS3PHFoUTzNbxWgiuRSZ2onMH4iIbsRsP0Sd8dDImhiavO4PU9sOvBAHpE8kl33qAFdMiS7etftXcra4EyKCFX9On2zdmKvzk8v++aLJTKMSGrrfbcGl0fMEGJbkFEAA3YAMfeIp47I8xbQWh9/umYFtF4qKS44woqhWq8dzjURkq1AWKoN9jQVTBkxQ4G9Cm0aiFpT8fsRtbWWPyxZkusVZqCEVSWsWGLHgELoGpo3A/60EFcsVIrbVfKnam1Q784SxlaImNqELijhvLB+tIPtVrTeLKEZaA1HCKAqxCUhOsF3DV/wb/H2c+uMVjJEYf3akHa/oOwkNI8qOs2CraRLZzRi2F0gVIoZekbaoIgLdGSEsyOSrCQMM7QJpAk2OOKK585wlYV8hOYN7jROQWVZb+e83PsJoomE2MDKhFFc5HQ85BU5TyJD6qQaJbNHdNI7dJI9jASG1TqqQqBFwx5QxRZRLYqj4e6Qh0U6Zh5dNsccc3zw8Ap7IX4H7fc0Bmyg0zimQWie6Lc/owXfqxbutnfLaXunWDjxnr18qpndH7fvtoej7ES/ajjVgtvB9HsvG5zUfSbD79xOh9On3XRwkhfnRtPnMDeeanXt+KRGXMoZLfisNjbcX6stMzpXNTM68Hv6nXwWn+mnH8BT+n20sWLM/fvd+7fvsa36PTN/u59W+F7cu3/309jP9NPvpsN/r8drZj/edRzuh9lzXp5c0pHx9JpMZ6LNWunJ4xWTab9BMr3ef88+dred3CM/s8t/erf9VDq9D36puX9yeGenmvHf5C/cbb/CVC+ucrJUUjMdQ3PmOFh78n+ADGeO0Uxcn1b33CP3uxf0PeqzZ3Xh90b8zY5ppn2/39evv/P2ai+qmeHNdHuvQ53j3fj4O0v8APErF177cxfhAFXDnvgH2zl1iFaW4tiQ4lc7L1CVKefO30RTYfKplNA5Xl3WOv5KqWO9xGtd9DbA9CN2pFSnLWCQSSS5EVAUsnrl1xSKBMEqpNsBe+jBCsUnUorHG/izBjtUcAotqY2+DWhWf+lpBH/aEBcM5Yoldh0mClitC3IrxFSZfCqjvJyQX04IHTn+p2+IKwangrtT0Xqhwgwjpoy0v5bTfL3CHWm9En4QiJmQ7GpdNF+tC+woUGwKZqjYIyW74pk87o5z0ZWY1nFjyV4kZvVquOkHyBXfEVQU0bo416bBDiP2qC7YqZTsjQpddEil9XtLrVfCPcSWQZsW21PUgR3XK89mAlIEpIhUG4ZoDdo2GK+4iWJKxY5AqohYkFg7yzefr4ipYvcVm08z1JsvVVQbltA1+HMOKSC2hOLBFL8O7maEWDukx4aSHh8DGYE5jCQ3PX4VbK8evy8dw7PN2v0+M/QvdsCB60U2WzusbuzRXMnRTu0ngKsfdsKKJS5bkp2KR9tbCLBya0hzUFFmCaZQqknKvizSTGDs2+SaMcoyhq0Gb8ll9kOHSZKy0M7pL7cYNBepxg3uhA2+YZ+mPQxc2TjN7XiaoWuw7g8oE8Pb5jLFQocqtoFQf7GIIrGBasTZkoXkDiIRZ8YYmX5xBU1xpiKow4iS2RFN1yeRgsQUJ6LLolqG1TpH5VmG1TpR34chzxw/EIjIr4rIayLypoj8ne/S73MiEkTkr8387qqIvCAi3xaRb3w4I55jjjnmmGOOOeZ4//hYroj/IPFBFN734vBc+4RG3BjPqfNXuXQhZ+LbNJoTzp2/SUpJ8pbHTOrCTyZK/ukGzVcGGO9RY4m2LhTzx5PacK1ZT0NVFy3V/8/emwVZkt3nfb+zZeZda1+6uqv3ngXAzIDAAARIhrhTMukgKYcdoVBYEbKf9CA7/OYHv/nJjvCD/aAImuGQFCEFRYbDQZqSYG4iRYIEQABDzAA9w57umV6ru/aqu99czuKHrK6btzA9HICcAQHd76X+ee/JrMyTJ++9/3O+//dd0IS4ILqfgwzIQUCMA0EFnA5lkm0k+TkFJ8Jp0S1V+oYLgfDlijgGinWJQJJfUwgvCL6kuefXIkQe0HtlnbVLQB0FoseWgEDtWew5jT52EIdyps17krctw89FhESitx3mwIESiL5HewghED0qV8DdvMItlImsm5PoYcBHEiSEtEzIj3+5Tv0ti1A50YNAMGD2AsU5hT7wYAKCss5a7zhcS5LeMKghhLi8ljK5laRXBY2vnyR2J8m/MCcr4racQBFAsQiqoFxhd+CaJ7P1yoOSeFPWj0d3LBQOfejxcwo5KK3m5BiiPU9IyprvYErqe74hMXsOs+0QDtIbBrumiN7OUUOJ3QQXS8g9Qkh8ZDF7ntAS2AWJHHpkIRDjcvJDJZb+eovdzQaN3REqcxRGY9fLaw8NSb5uEBmgLMEK7HmFXRIEFTBbjlCXfLb/LtuDNl6A1RJxGDGYr9MaDsnHETXt6KgmxbLhN+Ofpb2fcvHgEC88+80Fau2UfZZJkiEP0jWO8kW+aV4m6Qx4vNSgOUrJxg3mQp9O3ELZnKzWpJl3cRh8iMiFIdGjclKonDGgk19E4shcm4X4PkrkxLLHgDU8Akk57yUlxLKHEuVMtA+Kbn4RgUUIsD6hm19kLnr41xZz80Exsou4EKFETl0fzQTivgMIIRTwz4CfBbaArwkhfjuE8NZ7tPtfgd99j8P8ZAjh4EM/2RlmmGGGGWaY4XuHGTX9Bw8fRgL+FM4oHn1i8VQ1/ec3vkWxqQkV+o3IA7U38gkl/d2iVMt2gfEVTeurOSLPscuawedjqClkv1wNDUIw+uHyVhbnNMWaov5GgczLZE30PSFRZBsCvygwux6MRWSBwd+JaXwFarcKfATFkijruTPINyUiE4SoTOJdLMuxLwXpSxokmIcW2XW4DYUoPMm7FjJHcCC6AowrFdKTgB5Adr1MVn1dIkYeOXD4lkRokP0yYXYtDV6idz1egsoEeuQoljT9vxNjup76WyeUdCEoNg16z+NrgdBQjC4ZghIIBfLIM/yRGva8Lmvoi4DedYihRw484+uG5pdSsssK3QHtLaEWSK8bdBrQ277kjVjQY8CXyvUyA5mDbZXe634M9opCHztCADEWiAB6rxRbkwEQoDrg5wJBeuyyRo4dOE3jqxnFSqnkHtYFqutRvYCvB0JNQ0sgLOQrEN8CqTxBSIQWpJ+IkT2HHJf9WvvcCP9AY5Wif6GJ94Iij7i+cgdxV+AWQHYlxaokGI1dKtkTYhjwC5LshiF6YFFHnvooQ7iAPvY4CUEF0lgT5wWuIXnePOLXLv4kKY7u4AI7myvc2vhZfqz7GpeOBqhNz5+MP0enO0fjoM+863KgFonrfYZLBbWDMagUmdWJ9QDvJaNkGT0coQM8EOeJRA8bDMNimUiOEHgcMYOiSeEjYjVg5BaZi+7TzS/jg0AIz7y5e1pHDjCyiwgsAcnYtvHBIChQYpmmOfiuE+kPM8H/24J7B8f8o3/xf3+Y/+KzwDshhLsAQohfB34JeOtMu/8O+H+Az3yYJzPDDB8UBZLHrkXfT1POO65iRWar9PNpK6TDYkJz3a9Q0A/Hlf1H9al9hqMJBd0OJzZNajDN8Ikr1Fg9nLxuhlPNMBUKuhlV4uGEeaRHZ6i/48m2rNiSiewM7bZ4BjX9/VChwwo9+ZkazliPiQpleYrW/T4WXFOU3Cpl/Cw9t0q91pX39JmfzZX3gq5SeivxGWp6+ICWUKJKJ6/Ewp6hMttKv1Zt4SqUZ3G2759RJnC2j6f69VkU9g9qcXWGgl21NlOjST9GnWmybt1Mtn0l7uuJdd/vqBen9qlS1dX8107jl6Lp5/Tv1iplaxWa+r/kR0/jN+VmdReCmowBryfPZvU8AXRlfIrBaBKfoeiHSj9U78v7lhNUIN5nrD2Tjq7fh5pefeZMZXyfaVcd70F/hNz0mY/4DxY+zAT8KarWZT+/9s1vS8IBzCN7moRDWactuw69ZZEe8usa1ZPII090r6A4J04sxgRuURLfs6RXNObA4dqK/KLHPAEs+KsRxarERxLT9QQTSvXtoSMaCNKXI3xLYY4cat8hR6WFmRh7QlMSPXC4hiS9ZjC90lIMSenzRDzXAAAgAElEQVRpPvTk5xRBCmQBGND7oVxt1SWlPggIsaJoA7FAHVrk0CMCFBsGOfKYHY9tCIp1DQTsosTWNdETT2hDsaApVhW1uw7XBlEERO6Jdhx2UYAOCEpLNCSgBfmGQgswW5Zou6ynLy5o7IrEZAG3opBpIL+iiR46inWB16U3N/OKsO2wKwKZS9SBB1VS1kUBoQauJZBjgV0qywLiuyXF3Lck0cASjESMHbpXMg2kAnx57gD6uMDVFXr/RGROaIpLhqAF6tAhnUdYiW2L8sM1eOo3HcVyKdyHAn0QgICfU+SXNMUFjfaWqy/f4V1zlXRco9EsGRfikSeVGrPvCVdPznvgShr+vMKulIwNdXI/hPAs10ccjRr4ACYtSJRAF4ab164zkg28FPyC+TK/oX+G0Ysd3rHX4dyA19JL1H7/EctuwCcXb/FNbjC0DcZdSyR7mNoIl8X4awfUdiyxS7kpXua8fkLoGXr1czwaLuOkRKEpfAMfNDZENMQBqW1jQ0LhI2p6QE0dkbpFFuM72JBg5Agj06mE2oWIgGRgz5U+5b6J85phsUoWP8LI8XeVSD9N8J9+/wkBBMvILp5aq83A8hnK+K+GEH61sn0eeFTZ3gJ+uHoAIcR54O8DP8W3J+IB+D0hRAD+zzPHnmGGGWaYYYYZflAwS8S///FRJOAwsS77uaWb0BIwCOg3csavRFPJuByHaVGERKD3HKofCHOl6JbIwS8pdB+oWUIs8XEAFEEEGn+e4ZYlYVGRzSvcSiku5puiLLu1nvRCjG+UK7WqE/C1gN4T6L4vV3Jzj48gNBUi9SRvZBAFglPonsDc9xTLAtXxBAG2KRFSEt8qQIKd18j9gFQe4U4mC2KJXQZz35bU571S6dwlEoqAHHtEVq7eh5pAjSA/JwkrChGKMqm+VM76y5FHHwX0QSmAll5WJHcs5AE/L5CHlqAN+ZIg+VaKPiwT7hALam854nfyUjX9ssYua+J7ltCSFBfAPCiQFkIOYegQ7kS0TYLSlAm+O6mdV4L8UoRfkOgDjwgevyjx8xIxLmvX8R7VK48RZFlfbpckcuSRg4BdV4Ra6Sbn5hShLZE9j12UxHsOMYLskgJT6gOYXU+Q5adPcU6i+iVdXvY9+fOaEItS4G0QcK8Irm7enRpjxaZGH3mKDQVSIzKP3rLklwxm1+JWNeahJUTlLKevgQiS5nrG0e0WhSvr4Z9sLrPou4xtC1VzdJtt2mPNV+1LmPUj5LHh2u09HrTXyPqGK+kTXgp3+Y0L/xmtuMvVwRvYsSSvB1xu6LZifBGIoyMep6tkqkWRx+h2iggad6CwHgpXI1IZmZ8vrc+CpmlKazIlPXVxgJYpi+bBez+LImdYLEJwpG759GZmrkYnu8hK7Q7gv+NE2oXo2yahhWCqNv37HVeWF/hX/81/9V3v/6//Ww5CCK++T5P3mk4/+1X7vwP/YwjBiW9fgfnREMITIcQq8PtCiFshhD/5rk94hhlmmGGGGWaY4UPGf3KJ+EeVgD/FPz76Ism4QNyDEAuKtTJprv/ZGLei8TVBsVn+VQM/sThbU+DKOucgBKp/sqpXl+gnBaEtsc3Sb9vs5/hE4NrgWhrz2CFCwG5oXF2AFkR3ctycIrtRJp9uWWH7ntrNAlF4Qk0iPaAlvinxbdB7EmKHGAtUCCT3PU57zJGgqHnsnCDaKRCUyuZEgAe7KlGpLP2yDzy+ASFSCOHK1fLCl1ZsmUeNQOaB7JpBpgGz57BzAqxA7way5yJ8IgktgXlo0fsOHNiWRB86ooNAfllQXIipvZmje57xp3W5Wt8N+FggRwFfgOo6mCtt1qSF+J4lu6IxMbS/kSPGDrthwAfUUQAhsIsBk4GvlcmwbwEW3JJCUFLBsxckTktU6lEHDmwgX5HEDwPBT8TvfCJxbUmgFKgTBcghFGuloroaBEIL4i2HW5W4JYlMA6Qn40J5UAq7oYkelefOmoHcl9TyQalyn90wqGx6wkfkAfPI4vWJLVpTYh478gsaoUtRv/hPRwQlSwFOIwg1WU6WhMDSRp+He2tI4fFKgYBF9uguJhx0LlKPh7x05Q7feP1lrnYfkxHDnOVBdpH7h9dZaXZ4Sb7LNy9fJn2ywJXH76IWn1CsKnbHG7z10hritiRKRoAgBI0QUE96pCt15I4gUuPSNzzAwC2TqB6FTxgUK0hRkKje+ya/dX1EJ79C7k4E4YCAIlY5IEhdm5ruAN9ZIq1EjvXJVDIeAmh51vRvhvfBFlDl/10Anpxp8yrw6ydJ+DLw80IIG0L4rRDCE4AQwp4Q4jcpqe6zRHyGDx150Dwqlqbo5zBNQa8qoB/mjal2VQr68XhCmx0MJ0rrbmSm9hEVCno0fG/6OUxT0Keo6aPpOS4zmlBg1bhCR6/Sz7NpdpCsUNCryugiP8MiqtJrq9TmD0oLr+DbJuCq29X4/ejjcYV2G1Uoxsl0H7tk8p6rT/a3yfS52drk/7rKV4arTIL7s7+0n8HiFWeYyLLCWFb5pO9UNn3/9DhU4mo5weS+yLGd2kemk+8nkVXuXzHdjqrCd/VeftAyg/ejrdvquJnEejhd3hBPUdMn98mrKk19bmqf/0997DQ2sjKO516bavdxM3n+qjR1df6Lp/G/Uj8ytc83zKXT2EWT83HJdAlJvTKGzNFkcMjBeKqdSLPJRqW/xfuVDDwDVccBYFoBvfqcVcs6zPTYD5Vrmn5Gpp9TF1Xvy0csmz5bEf/+w0edgP+jhS8h8kD9jbzsZSkQI0/ylgcCvibwy6XKt34jJ33RlDXhUbkyHhRkL8XwZo60ZeLqFiRm205EzjIgCtg1hdotMFsBvecRqlQSt8ceOS+xawofC9IXTv6HOTmfNGA3JOpYILuBIAR2sUwKKSSu5RGpINr3hKKsV/HzApGB3ikw2wIKkDYQnCeMA6EuCbFkfMOUVmWxoDhvcG2B3i2T7pAo8stgth16x2GXBPacKldvfUAfeOySYPgjCTL1pYq4BL1tkd3yw0jkAtUFoT2qrxmf06SZR+96kts5QZ3Q11XJBpAigADfLOuqAYKh7I9Ekj2nMQ8FcgBCCkIdXEMggsAKgVsrKe5BgVs5mSTxolw1tuBXJOnlmLl/O4Ra+aOnuFgKtfklX/LSJUBAjQLCge97ivMas+8QBdjVgFe6tPBaMAjAGYjeztGHBXhJfq2kj7umILpj8ctlyUC+qcsvZykQRUA/cYiRRwwc488kJH9ZlKUPofRzj26m5Bf1aXvZD2WNeaMU+ZMDh2tKfEtgtj1uHi6yzcGjOdrHPXxN0lgo2J+/AitjGskhe1//MTZqPerdIcW4hj+M0XMDQmQ5HLRYy4+4fvkxi/KIHvOs7O2SeYNvaLJug+K8QLw9j5QepYcUeZ1+Zw0dD2lsHsOOwgZDQCKDw/kaUh0BEudj+v4c89G9Zz6TUjja5iF79gUEASEssTomPfkB7ULly+c7SKTr+ohufhFCSU8PoRSWe1qbPsMHwteAG0KIK8Bj4B8A/7DaIIRw5WkshPiXwL8LIfyWEKIByBBC/yT+OeB//sjOfIYZZphhhhlm+EggmNWIf1/ho07AoUzCoaz79k1RrmpCWX/btwQfcEvR6WshKgXExq9EmEelarpvSrr/eYPGiqL+J2OEc5gnjmBOVnQHATUsKM4bKDzxTQvao0YeV5OoY0c0ysiuGYJJcG1J40s5xbqAemmnFiKBVQoxtIgG4ELpAR4r3IJADCW1b2UIT7mqagPRjisT1LGAzCNcWTNtW0BSWpkBxHdy5NAzfjEiv26ItkoqPdYR6oAvV1x94kvqNQK7qFBdj1sCt6yx5zXx7YIQPLU3CoQE1S1V4GUhkH2HUAIXefTjAnN4QveOZVlfPwxYVQrVqQOPzByy6xl/IkI/Dtg1iUhP7OBUWV8uvEeOBfrAofYFw88axLzGHHvsSlxOiCwK9KEnvaggkrgFid005T18OSJ5s/RHD3VN+pJA7zvsukaMArXX0rJuvykIEuK7FrumCDogDy1RWq6QF+ulDZywZeLu5hXpCzHRA0v81bRUyG8JfKO81qTroSFLWvs9WwrDnVibxbcL0pcjUJLkdlHW/zuIHlrih45Q2sCTXzSoXiBbFoTMkzxw2AVFsSgRPiAIzH+6T7gfGMQR/UaNreVVpPRsh3O8YN5CdSXzsscdfwHbdoTCoGoFeqnDg+M1rh0/YW15xD21ys7qHK23RxTGsfI45/FGTLqkSA4CedZGygykx1oDSMSSQxwCwRHrHPBIWZC6FtZHWJ8gSZHCP1NsrWn26Rfn8EEhT5JmozJC8EjKmejvNJGWwjEXPTwVe9Nyppr+nSKEYIUQ/5RSDV0B/zyE8KYQ4p+cvP8r77P7GvCbJ6tlGvi1EMLvfNjnPMMMM8wwwwwzfA8wS8T/9uN7mYA/hRwH7LmTZNIE8GB2TvynLxpEEQhGlJZm4zIxzq9NVuVEHnA1SfqpmPiNDOEDKIFdUURji+iCPHao/UBQHp0KRNeijSiP6wXxtsNtWPx8RLEhie4VZNcFoaXIbhiSt/Mymcs8dkUhB5aiLYm6Htm3BCUo1kWpEj72BA/YgBgGpBWEWEAiUAXYukCkAr8Adkkj+hZz6EkjSJ8zxO8UqOOAdODrEAqPawhcpNmTi8h3BY3DIQ05RMeW2pcDgUDjzYIgPHY9QjYd8Tb4mseLgE495nGZTA5/JKH2rsXr0jf8tlwj2SkYz0VEY0frYMy4Zdg5mqdzrsbKN3rcuLSHm5MUGwo58iR3PESiZB0Unmjb0/nlBvG9Uh1eGEl+XjFcUIxfLZVra2+crMCngZAIsudi9E6B6nt8XZFelYS2pPHVDLcgQEnECUMCHZBdT4gk6XO6LE9QpR1csalRe5Z8Q5bqlInAtwRuKFB9T35eE0SpyC4HHh8C9Xdy3JwkedsivMc2SjX7xtdz8kv6lA0RJCRvFvgFgUgpx8aWpVhXmD1BcSMivwbRwwLVD1BA+pKBmqK9lnL8oMFwPubcwR5//slX2HztgCE5835AQw35O8Mv8+fmBQ6KdfZrLWIz5uDzjtZbmlWvuLq8w56O2RFLNG+NWFq8z4Pss0iT04vnUH1FnECzccxgsEg2qiG1I14aow/HOCARHUJQ2CAofAMjhwztOnV9TOGb7ym2JoVjrfYme+OP4xEoWVCX+wQ0Rg4JqO8qkZbCzYTZ/poIIXwB+MKZ194zAQ8h/ONKfBd45UM9uRlmeAYyr7mXrXCYn6GmVyjoe+PJe510WrW5X6Gg58MKt3kw+Xmmh9N0Uz0RYMYM3vt1mKag66oa+nia5qrSisJ0hY5epZnL/CxludKuqtp9lrLsn0FHr16SPENNfxZt/QxlPVTotSF5Ns3cNibbRWtyvKw9OV42P02tzeeq8eQaXHu6H0xrwpxq1CcU42Y8eT3R01RrLd+bZpzZ6Z/kw3wyHvrjyThJh2fKpnqT64u6lbhTfX16l6QzOYeoN7lnpj99rnKcV+LKe1UKuz0zNtwHKEc4i8oYOqu8ryvq/7GqUP5VhcWmpsfGsVg4jf+9+PhpLM9mcHN/cRpWaeo/Uzs8jZONP57a5d/oz53GfxZfPY1dbfrZzhsTd4PG7mTcxUfT90/3JuNm6tqr5R/+fZ6r9+vjD0BNryqjw7NLNqrlGuX25Ng2mammf7f4gUvE/zYk4E/hawLhAtlzBv3Yktwu8Lpc7ZV5IH6rwM2V9bt2USJyMyWuZR5ZQkOQtyLwgvzFgHlSkHyzIFgPMqAfFegU3JwkWBBOlHVGoRRJC0agRgG9V/p2h0gQ3SnIr4PqlcrlbkGSvhSjDi3xHQ916D+fMPd7o9LqauxLy7G4TLx1z+MEuBWQuQQBgoDuOOyKYvxjtdLKwEZE9wr0sSf9ZEx8K0Mde0IiSoq6AWs03e48td5JMtsNDGSL5HBE0iuQfQ9Z4G6yht3XLO92QYHpeUxaIAOM6wqeKA6+1qa3EjNuxjQPUqLYctQ2ECTKpgwXYnrLNbwRnLvdZTwX8YcLH+d4rc6Lf/wEmyiaK2NqnQJtHKPlmF47YefJAv3zCQuM+Oxz76KGnlATmEdlsvyUyeANmCcO3fX4RtkvmABC4WPwCfiFqKT2dx0yp+xTAcX5spbdtSXRQ4+19qTPAS1wbQk+IDz4ZQUWimWJ2XZIW9agCVMm963X8nLiR0nsYkAfB+yix9wvk2o58JjHFjR4NHLsSW4W2CWJ6khCKxA99KQvROTPxRTXA2qnHD8y9eie5+h8g95Gg6X9I37i997giVlDDfY4OlpjuT+kn9T5zOgWX25KWrVt/vDqp7BGYi+nvPnWRV59+S2u13qEy7Brl0gedJBY5EZGMWwQ1oFjTRAptaTHOG0hhEfrDLHhENsFWqYkekjmW0hR/hqV5GS+TU11nim2pmXOev2bM9/vGWaYYYYZZphhhhmmIIT4e8D/QcnQ+79CCP/LmfdfAP4F8Cngfwoh/G8fdN+z+IFJxP82JeBPUWxq9FNvcC3ILyrEUKGOHeZBgT7wFOckbsXgW5LaGTX1qpJ6SARiFAhK4hsCfVAql4s0QCyQI6CA0CwTwFD4knI9X668R/cKQiTQR4FiSRBtO4IP+Jqk2NDojkd2AtkNU04UANl1g3lSYJ4E3By4pkJkAWdkabdVCHwTREpJNRcCn0jiN0vxK7siKTYNsu9PLMwkdkmg+gG94xHOUziDSQpCJHFakLcND8UK8W4OEmTmWTgaYFdjBo0GibCsHHcwWUHWihg1DbVejswzkuMx+5db9NbrDFYSFh/2Ublj/9o867c6JFGBTSRJp8BpyeHFFtIGhBQM5yPWb3VIF2L2r9dwSqJzh7QBk1pGczE7z83TfbtOYSSMSgV888Dz6BOL/NdrXyb5hid6UJR16VKB9YgB+HmPeVCuYMuRJ35sUSMIIiCzgBASUQjcPMRbHi885okoZ/2akvFVRZiTmCcO0S9rt4urmuSuBREmCvYjhdmyyLHDNQ2uAeYgUMwForul0J1fkIhRQB86Qk1SrHhCxEm9u0Jm5WQAlKyCp+NOmBO7s31wy4GXoy3efLRBHivOi0dcu/2QzuEKx+0jxu061imKo4hXX3yDr9WvcGH8mLfVDQ5eEnyi8TbferTOD51/zIvLj5hf2OO3Vn+a9tf2SI+apUAhkM5JRsUi9TwlSkYoWdBsHyClxSwNOT68RHI0JISnH2OKWB+X/uB/hdjabAV7hhlmmGGGGWaY4fsQH+KKuBBCAf8M+FlKIdmvCSF+O4TwVqXZEfDfA7/8Xew7hR+IRPxvYxIOZV3109VSk1t8LFGZx24o4ncsIgT0TmD4WQ2xJPhS2fopPb2qpG7XFPFtj9kpTpIoQXAK4UJpa6YCbkGhsoDMfekvvqRxjYDog8o8YlSuapvtcmWzWFYUFxR612I3NCYNyCKgbuVkL0bkVw3RlsPXPSHRpXd2U2JXFdEDC8cWECgZKFYV8sChjh1oWSawO4LsgmP06RjZKdXEUQrVzVFFACuQuWDgEvYb86RxhNYei8TuJjTqA4KFHbVEbddSX8zIRjV6I09LDRi1IuLMMm7HWCMwNrDwZEBvrYYXgu56Hd1POX/zgHhsyesReU3THqQcXmjghcBrwcrtPgf5KkkhSTPNxr0D8qZCWc/RRgPh4fhCg4WtYZmEP7WZk4LCSJYf9Hn99iaycCw0Rrya3sNsWUTqsfOS6KhUSvdSktwpAIFrCfR+QI5hfBXQnuROIESBsGwglO+lH9PUblnSTwrcqsK1IX7bgrbIjsXsndD7Nw36yKHGoazpdgHVFQQs8UG58m5XJNHOCbthTiGsJ3roGb0aIWQ5seNiUSq8Gol5YCkuaXxX8Ih1xH1Ns9tnvtFDGMfL5hFvDi4wdzxG54KwfMxq94B9vYBQnuKywB5ofmr5Jj90dIs/+ulr9JMadz83z1xc8PrhIj969YiFDcGaHrI3b1j84mNsbBi4TVweoZOUrA56TxPXRyT1DlKUVnut1jau2UTcKxBBEOtjCAEhHMNiHinCbLV7hhlmmGGGGWaY4QcJHy41/bPAOydlbwghfh34JeA0mQ4h7AF7Qohf+E73PYvv60T8b2sCXkW17ju5lRNqZU24b0tCQ5SJ8ZGnqMvTWvGnmKyol7Xk2SVF4z94yD1qIHHLCq80+sAiLRRzAgaAEow/FpFdM9TezBGpBVeKm0WPRUmHdxIfCcybBcXyyTnp0hbDtyR6xxLtedwciFEpKOeNpPP3y7q3VmeAfCwpsoi0npBspRhdYLqO0BQQaYS1JHcE6WWDNBBte8zjgv5ejbQdo4PHCYkZW+aPB1itSJMIP9DkRtOdq+OPFeeKYzpJi6Jbw0Rj5uSIYzNH1HW4usMrwUHWwAnJPbfC/r0Wj9cWOG7VePnhFrvkhIZg5aiPOIJjmbB7PM8RTQYmhq02As9Nc43Pv/EWchhhVj0715eIR2OizLL8oI8spr3epfW098YsbvWpH6YU9YhkZHk9usTaUZfacYp4BCuLfYoVjbKBYkWhMoEYOIoNw/hFjdnz6D1PkA6RUdbme4FoQ/KNjOyyRu975LHFtSl94A88IBHBI7xAHXr0fqmUHlYNahyAgBgDhFIwsK0pVkql/uBAKIlvULapB+yyYvipiNYX0/J+1xV+KNm9t066YYiUIyti7tpLXBIPCS3Hy6Mt3mmvUNsDITyi5lix++QqYuwjUmOYO0pZzQLR7zne+PQ5lpb7vP6Zy4yOlrm1dZH/8tqf8fc+/x/5gzd+mPufuMj8XxxTJDXy+hxSBlRthF+PMVmfPG0SJz1C0MwvbzHsr6Gfh/HbbUbFPAiIxBglCxK9Rz9f5zi/wpx5QNMczBLyGWaY4W8URdBspQvsp2dqxMeTGvHOaFI7Oj5T3+uHkxpMOZzUapr+5LvmbO33s6zIztqS6YotWdXW6qwVmcqqdeFVKyv3njEwXQdctbXyZ34hP8t2qVoXfqa+d8purFqvWjtjMVafbOftSbtsfrrmdbw46ct0ZfJ6vjapwZ1f7U/t88rShDH1cnvrNH4u2Z5qd9lMaomX5KTWt1WpZ485UwP/DBRM91VW6buOn1zDY9ueancnXz+Nbw7PT+Ljc6fx1t7C1D7sTmrOk71JP9YOpvu4djipc456FYux/jNqx5keQ0zpB5z1Zzvj+fl0fzvdTqST45nKWAmVevGgptOZUOn/fbV4Gn9Bfnyqnap6xrVfPw1fNJP++fFkemwkaxNrs5ZJT+M/qt2YatdpTWwLi9bk/Gr70+OhVqkZ15UafVW5bnHmmRVVLYbwPlnplC5Dpe90JT5TI+7iybavxLZ2xrqvXqkRr32ENeJ86DXi54FHle0t4Ic/rH2/bxPx74Ud2V8Hxaam/lrG08/joEtKtztf0r0pAma7tMd66i1eXVFXvVKULN+QNPcEeI/qClwLCOCS0tM6/bhCjgLjFyJIJAefipn/fwc0XstRvYAYB8yIkqZcg+xGBJ6yTnlT47sB1bEkNwv8XJmspa9ozBOLnZfUX8/BwfhSjaMnLeYed2lsD0kbEZmfo35+gOp4/IontDS2BqbreGN4mfl8wEo6oBZS6p2MPFa0xik93abZH+GBhlEMbAt3zhONAn5s2J9b4GG6jgmOnflLbPptlofHNPyQeleSNwJFTWGVII80x3MNdlfm2Nw+5Hi+yfECLPRG7ChJfZzRa9YIwLsXllm7ZdG+YPlhTmI7NHsF3VAnPNF03BzfXPkMohiQ5QUPrizyU+3bKB+YezJk9Z0+g2GL2q7ERwnz0YD+SsLG7Q7z20OslgQt2O/PkVnN8VqNFxs7FMsC2ZfkVzUogUsLRCogNoiBRR0FggiEmkQVjnhHlEk6EG1DviFRBx5qUKwozJ5DFAGfSASljkBxySALgbAOMSot13TmS8/3SJZU9gUJQuDrZTn78NUI3QnklzTqwFHMSXr3WzSGY9ShpXNtjqAEc/f6HMs5VuIDRBG4Ee/xpRsvsvqozzg2zHf7iOBxCAY0aLounfkm64x4+PWIaN2zkeY8/KEO8sIh//bBc/x4csBzqoN7PuKhXyf6skctHSPXC6QpMPUx2aiG3pJonZPU95HS02jtcrh7DXlREGwEWyOKENOMthnZVcAhgmdQrOJC/T0F3M7CBzWrH59hhhlmmGGGGWb4wcOyEOLrle1fDSH8amX7vWYVPmjq/x3v+32ZiLej9K9u9DeIv24SDic09Zcj4ncLRA75BY3ulqrgQQmStwtEEbALktrrGcm3MgY/U8c3Jfk1Q3QrRxYntl5zBeaJRw48YiQp1gSuZcgva/IbEcWKxC0oik1d2qEdBuTIo8ZAySZHDqD2rQK7pEk/HlFc1Ohdh1ee+IFFHTtCrCk2JZz4UptHliAKig1Jls2RjFLypQS7GCNzT9TLyfs14vWMYk3zF8klap0MuyPpXU1o7w0ZzBtkZqn3cmp9S97QaDUmPnQ4JGkzIszlPOpv8KS5Sl3mrLYGiHpEd67Bpt/DFBHd1iqJ2CEejlgxffJEs/dKm5fMFs83d3jy4iJyPcCbNcQA9JKjudBBag8cc/h8k/XoJn6vQX2nrItu76Ys6g7NPOWYNtfGhzTU23R9C5HnvPiZXc7fPKT9YExxoLh19zpXB4cMhwt0ai3W7T6JOQLr8JS+5eNWhI0VQUBrd8yft59HPjQIPOfjI5JBRryb4nBE8ylRBn5OnMyMeKQDcWDxscIvKkRWUH/dkl/VyCGIwiL6IFrg6gJzBG5BIQrwSUAfiFLtPJLov8xL4T3nS7VLAaNPGooNzfgzCXrXofdy3Lwiu2pI7ljMrkOnlmiU0zjI6F1sMDzfwAzHqCMHhQct+bz9S25ylVovp+uaRONARy+wMuyw11ohjCRjn3Ch1eGN8SU2Hx1zq3md+o0nWFXnd9/5OL/w8df5dHeAUIG76SWW3mgw+nwAACAASURBVNpD+CF2rlxpitp9/Cs59f3j0+cqT1vUGp3TSd9RtIh+2GFQrKNlVn4iCggYBPaZAm5P4YOim19EUHqCW5/QzS9+oAR+hhlmmGGGGWaYYYYPGX+9FfGDEMKr7/P+FrBZ2b4APPmAx/6O9/2+TMQ/KvxNJOBV5FcNqh9K8TYpsJlHb1kC4Oqg+qWaOLK0zmr9wZjez9cJkSC+bwkyQACZCkJdEIKALEBkGH4uwq8aigvlLVU9fyoUJ0NpPxU8YEBk5Yp8kCD7jvo3csyOpVjTRE8skkB+0UAU0I8tZsui+g6RgxqB2QcvRxRNg3KQtww+krhYobs5j2tz5LmmuTBmsBBhaxqvJU9eWOD8m0fozBMA6T0+UiTdnFQZOlGDgWow7DQItQiLJiwo/th/hqbosqp2sI8NQxUR1hzj9DymZ8nXBXlb444E8djx4NVV/rTzKu4r8yy5Y66n93CRYL+7yOLGNsSBt89v4IxEb8YsvOu52NkhszEEgc9KypPswaW3trmTa96+vs6dr1zhudE7nB/scXl/j0uDHvljAzha3R4369e48jhihQ7jVkzWjggikIwKMqNhL6LrVxAJpEJT+6JF1D2tlZzgBStvHyAXO0gnEFog+g57ThE/8bg5j5+TyJzSA95I8pVA608dovC4scbOlyr5bkmCkBSbGjvvMFsWNxco5hXRuKyndnOS9GMR+ZWI8atxWULRLGlGauAxDy1625IUOdYbzKggOU6RuWW00iAsC/LNiOhOTrTtsFpyo7fNllhm0GyRa81ov41WoPuBsY7pxAu00h6viPvc7bWJScl35/GZQa1lfOGtT/KLL7/Gz218hS+dO+DN+BU2bh0zZkCx0iRYRbTc43gxYuHtkhbnvDnDvLIUmwtk4xatw4cEBKltlrR5HIHwvivdI7t4moTDCasr/NUJ/AwzzPCfJnKveDya43DUmHq9O5pQW7PBe9uSwbQ1mR5UXFOq9PMhU5iyIhu+N/283K7Yj1Usys5akU3R0au04Cqt2J+hFX831FhRobZW6efmDK24QkF3jUnfFe1p2vR4cXKM8fLk/4w2zpzP+fFp+LHzE2r5jy/fPo1/pH5napfnzYR6vSDrPAvjyrUfVbpox03Op++nr68Ik21ZoaMncvq+zMvJOaxU2MPXdDbV7qdrj0/jrH3/NN5enSxavX55vboLf9T92Gn8pd3Lp/Hh1vxUu+Tx5FzrFQuu2v7k9bg7fd56MKFXy9HkGt63vKE6hs6MJ1GxR5Np5RmZoqZPL0SGSulDqNh27cilqXb/TnxicuwqTb31zdOwSlMH+HzFmq61/Ken8Wo0TWH//eYLp/FWe/J/syfT4zg7qPRlZ3KuUX9yPuqs5WA22RaVfnw/ynaoVgJUKP7eTPedjybvufjZFmVVOrqddm77cBH4sGvEvwbcEEJcAR4D/wD4hx/WvrNE/Bn4m07CYVq8TY5LcbXxyzHx7YLokSXU/KRmRktEEaj/2Ri3otFbBdGBR449+SWFeQTCgVsRZC9odBeGLylEEdDbFrXjSuXotiRIwIBvCeQwEOoQFARTfqGPrklU35O8lWPXFfnlCDn2ped3YTGHDmFB9srjqCHUfcYogK1r1Mhyv75GMS/ZHO6QJ4qipuis1rE1xbhlwHlsrHn0iSXmdkc09lN677bI0CxGQxSgZUBkksQVNG3GlbzL/bWLvDz6Bm+JC6SPanRVRFv1ecgqK0PLVxauM9fts3Z0wFgZxrbF3p1VXL3Bvdo57EDyeu15NpbukpDC0Rpf/NxFhr+9zPndYz6+d48Hh/PQKVjv9Xjg1qg5x3JxyNDX6Lo57t7f5C++8Apf37jO0bwi9lf4mbff5rnxFkoIxplBUrCkO3wrvcrBkuBa/pha26GONJnzNLYzbp/b5O6FC0gRaD3JeLgAroipjwcs0GVUl1w69DQvDAiRQI0F8WNfeq5L0Icem4BKFGLkqG173IJADjQhgfihY/SSQY2huKBwSxLzsCBEEGKB9J78YkRxThBihV2UyK6j+YcjQJBd1tgLGrPrSL6ZoXuB+WGHXmeOKM9xDUPUtYzrsBF2KFY19rzBndNkbyTommNtrsfWwiqHT9aYM0OyIiERI56wznm7zb6Zp17v0200eXnrPt+8dAkaBX4UIVczfvubn+YXX36Nz6+9i/6llNubF1j8gxFjabErTdLDJaQuOLzeQypP/FqBtdHpb70oGTDsLyNVRrqxiH2gCAHq5ohesYEip667hCDfc6XbhejbbDj/KgX2GWaYYYYZZphhhhk+GnyYNeIhBCuE+KfA71IWFP/zEMKbQoh/cvL+rwgh1oGvA23ACyH+B+BjIYTee+37fv9vloi/Bz6MJPwpquJtT+Frpf9zVbhC5B6168ua8WUQeSC+XRBOvMCLCwbddxTnNKGmKNYVAkhez4juFpjtUjQtX1Pk5xW1t8Jp5ULwIDzYc5Js0yCExM9JaAUwErskiR4E7CLox0BeCnqFGiBKv+sotxRKM1qpMegnpElENLS8/dNrkCi66wlZzTCcj0g6GWv3+zgl6G00+Nebn2e5C+GnBD9x903EuwXSQzscgZfsyTUWQkpPGFxw3Oy+wHPH91jIOggJUmsuH++zaLt0D5o4X2dkFkiLNjpYzoUhIRxRRCvsRFe4lG2R6VVYPGCrvkS0tc7L4/tYqdFpjWRgGY8WyIuM1DbB9Tj0iwTgbnGZ7bBJkbV4bn+fsbjENXeTQ7/IQZ7RbIyYdz2GISK2EJZriMsxahH6+4vkUnKUNNiYH/CN+qc4XqwjpSc7GoHSCDxBQ4shMsCOW2T+YUxrbUC0ZDG7GQzBntcQgRgq0guC6B2HbwgwGl/3+LoC7zF7juKCIb9Q1vUX5yTCKlAQ5hU4j5CS0UuGxldz9HZBftngliSNb3iyk3pzdeiJtiwhgnl5zNjEREMPNc3ayg7BgDpyBC2wq5rezhxRkiMLz7obcRAEdy5dprU9YlXvstQ/oG+ajEMNfyFn8UrOw2PD5mCHJ1djRnc2kNoiVzN+b+cFfmLhXf6Lz/4xf3j1OV5feJ76bxi8S3FrTVwRMdpZo76+y/iTY/TX6nCyii3w1OodlBpzfHCVcC6QRCPyh3WkgET1SF2buu6850q3EjnWJ1PJeAil9/gMM8wwwwwzzDDDDN9jfLgr4oQQvgB84cxrv1KJdyhp5x9o3/fDLBGv4MNMwN8PxaYm+VaGKDwgUPuO6IklX5UlZasIqD7YeYnqeGQRkFaQXY7IrmvyKxrR96iHBfGtHAyQSOTIk9wuGH7CkF001G8WhBh8Igi+pOvkV01pkQYEIZG5B63IN0vPaz9n8RFIB1gQPhAUEEGqITuER9eXOV5vsCiPOLjRprvRwGmJsp61d3sURvBvLn6W1YMeja2MTnuZ4ecUvzj4BlmIGO961o+PcKJGGiIimUMhKNIWy+/0YaiIbM6uXGIl65LmAUKDtn/MYjjmUC9wGJbJjSTYGI9hTJ3VdJ+H0TqRLxhQ43bxIs3kIT/Jf+RJtIAn4nG2zLV8i11XYy6rgfUsiAOO/CJdP8+70RrDXGOtJwojbscbfHowoj4ueNdc4kK8hYg8fdOk4xbxRczRwiqvNZdYS7vMhQFZrcZvmU9jjxuMH7ZZOr/DXNGjPezSdCM6rTp78SJuW3Eu22W/uUjH1bGdiOfW7yOEwzUkxAKUR3cCdkUhNIgiIGoaXxeIQqA6jvR5TXHZIPKAHCtcA2o3c/Shx7UFxYqg8bUMfWQJiUQVAbXlyC8oardyZBrw8xLflaBApY5aLUUNAyaSZFGMHHrCGOyqwjwsSPKUsU5wHc1xMce8sOwXgWa7y5cu/hA3th6ietBcPOLRxQWs0nxs/pC3WwppVkku7zD8y4u4fkLeSvnKZpurLuLnNt6id2ONt358heU/7TISA+xqE7Qj77ZJFjvYzxxSe72G8watCprtUsgNFFnaxnuNO9eisb+NIOBDORH2XivddX1EN78IoUzsQ4CApq6PPsqPhBlmmOH7BNZJDoYNusNpbmZeUUcX/clPLT2YVh42g0msn0FHr9LPz25X6ehqPE0RfhYdXZyhpk9R0Kfo6NX4rBr6M34Jn6UUVSnDVcXrCh09nFFDt81J3+ULk3i0Mq3uPNyYxOOLEzr0lUt7U+1+/txkQervNm+exs9VziEW0+ew4ya07t8fT9r9+fD6VLs3epPf4ve7E2Xybn8yHmw6fexgK4suVea+maZuR/XJNS23JgPi+tzBVLtPtR+cxp+rvXsaP1+5vl9uTNc3/FTtT07jv1ic6FZ9YeOTU+3+YOu50/jo/oS23tia3Iv67vSYrh1U6NXdSayG0xPazyyJOEtNd5Xtyj6q0nln2NUlE/Q0Vu8ZA2xXqOr/Xk5o6lTGVpWmDvCcnozJH4omx2vMfX2q3arpncb/ofHiaXxzfrpMoLs9KWuJjyYnHlVo6mY4fd664rCkikkspwXsn/mchsrCXziTCbpKZ/rK0HXxGWp6XHnvo6Sm/4Bhloif4HuVhEO5Sj74mTqt3xkR3y/wDYk98QT3hx69k6LGjlAXFIlCOggxuCb4einsNfrRGvO/1v//2XuvJ0uyO7/vc0ya68v7NtV2egbjMbBLYBfY3eAuJVFBF1SQkvjA4D/BF73rQU98EEOhkBRkSGQEFUHGah2Wu1gAs3BjgDHdPe2quryvunVdmmP0kDV17y3MDLHkAgMs7veh++S9J7PSnMyb3/P7fn8/7LxCH3hszaP3QCaO2p8nuDFJtqSx4wK94/Da4xoCdWQQTkLmC2m8E2AcwguSZwLUriFYlzjvkG0gg65Q2FiR1EOyCYm5luIuRdxdXkTafomvse0uGys1nJRMT3XY5BK5Dmm0NTee3+Vdc5Wn2w2+eviEHTtL6mKm0mPmkn22a5OcdhqUewmX3TalKEEiSKmhvWGWPQ7kPDXRQinJpG/zXnSbKXHCfr6IQ+JEzKTLSII6JTw+qJHpK+joiFkp2GKGOX9K6mYJ45QHE9e40VzjfnobVTEc5ZMs0eS96FXyQNIrj9NrzPG98Ct8efcNar2Eh/omP5yMyXtlujrgYXcJ/XaX+BiiyTa3FtZINmZI4oTAeDZWZmisnLBam6JGAvqU2eyAp82r6ABsWZKVQ8ZMk04YcNBp8MzcU8qije4YXE3SfjYkvpehDyw+lJhFCVqCcSSLEluWBE9yRMeBBZmdZUrXFtUFv28Itg2yBW5CYr3C1gXhQ0+4ZzHjEleVxcRP4vGxwlNYImyt+DHwiSNaN4iuJth3aHdIvjLP+rMziCNBNw64tb7F2jM15oI9WksBoTeEC556q0tzyVOdOuK1huSDfJ5kdY6g1iVsdPEOjh9f4v8JLP/w6g95rb6B+WzEQ3GZyW836VKQcWeKXwipHOmrnXPf+IfQOoP4FI8kzyJak5cRwlI/WCmO4SMi3VJYGuHaedZ0LUdZ00cYYYQRRhhhhBF+UfAzLl/2c8WIiPPpknCR+b5nvCFJbgZFXegTi1NQvp8hTy12TCM7DleC3ksR8tghE096PSC7FuBDcZbISyA6FtVxqJZDthyi47GyiIQTarpfDlGtosxV6b2c9q/HoBVqNycfV+RjEjelkSeWzldLeAHltzOizNCUEUFiMVphA8nurTFC4zlaKGOVJEpy8kDyxtZlvvTmAyo+o3MpZmoHFvwqJ1cb1BLBm3ef5x1RZeGtnD/Ml5lKelxmg8SWsE5y0h4H71GihyhL9uw4s9kJp7rOZHKMcSGanExG1Mwp2reYTQ55KG8TOosm5ynLhCLB5iGunBPHLcDRMjUa8ojlfJMkr2KFIEvKTKX7/JH6TcZkm+eSe6QuZtNO84J4l7at8m54C7ZKJHmdthqnFm5x2qpibIlYdtmtjLO6extxaHi5e490ZZptFzHX2GVmrMUfzXyBm/ur6CAjkRV+/8orfHn7R9w5XGdaHPDe5RtMH5wQyoxtMc/1g8dUgw5PwynqD8tcvbZF9mKAdGBmNfrQ4qVHdMHFxSRK9mKIm1I4KQifeKL3c2xNQARmPkDtGcJth+wKfADSgFwzhO2C1Avj8U4hU4WZVfgO2KpF7UK+GGArEtV1iFTSlA2Cd21ROs8LKtVTlnY3eff55xFbAvVCjk0CZg/3qKRdxm7tcToRUY40fq5KkDv2lib43MYR39Iz53l8CvuBobk1w78NXuHX2eXzk6u4FwX3T56l/sME0xEE14YT1hzfLmapPyTkcblJ83iRXncMqXJcWsGj6M0vIGoB8ZPDj4x0S2FHidlGGGGEEUYYYYQRfhExIuJ/ffBpk/DSWWZzpECdOmQOyS2NWFCM/b9dwCOELGTrHvIZjWoVtZ6T6wHZM32JTHJJMfbHaUHKd0F0DbJd1JomkuA9wZ7BjknsmES0C89wsGJJXlSkny+hDyzSCvJ6Qcr0gcNeCck68CSeZvbxKV4IumMRB1cbVE9SDpaq1A8SjhY165+Z4O4PZ1g+3qdZL3Nzao+lDxzxTpNy3iU/9rxz+xpvrS4iVgNq7z4hNxW2zCTbcpzrbpWuiZiyB5w2YpSS7KWLuCQktAJpwXqJlJ4Jd8y+m2QvmCXIDUvs8Bfu15hll22WWOUqV/1jxtUhD8UykT5CiZzN9DLz5oAmAWNpk8B6vIB9OcG4P2WrNMe2mWM+3+aWX6OTBLyjb1I7TPjver/H3fAGj6Yu023FXHbrbLQVj/UCT9IrKHuKFzHtrMTX/A9JVcC6u8SKv84dtpm6cURQEeiO4+bpPdbH53A+JALsfonNOOb5gw8IA0M7r5NPeGaSI/Ky5l7rKu01wUuldeK7GV4LBJBNKo6ScbZvzRIlKbN2Hy0N5EVJs9I7GT6S5DOSfDFAtlNEz6OPPF4W8naZOGxDYCYlqukxwhKcenwDnBSkL2qkLphyXtKcNscppz1sSSIsnKQNwrmUOMx4zt1j99emyB+H/Nr6O+xPhpSqbaJeQv29Fp1GVGSxX64X20sivrjwlO/tXOnfGxJcGtCzIX8qFnj1JGHpSNK6fsh6PkftjR6EDtPQmHYRHZc6J2yccny7yKoupSMIuuQ6wjtNpbaP8B6HwuYh4cuGVM5Req+fcXaEEUYYYYQRRhhhhF9Q/Oyzpv9c8StLxD9NAv4hgnVzTsIBfFni25Zgt5DBmjmJOoY89AgnMNMCYkk+WdQJB4jfy3AlUZSqWtKYCYXIPLYO8kTgyoJ8XkMsCNYNCAjXcvxGERFNb4b4EHTTow4zZNcjLIjUEd3N8RUQSN4oXWXBH9MdjxAeTCyZ3GzRrcfIGcfEeou3DxdZOZ5md6LO8tou16cPWPpOwuF2CZcITmWF4CBn11T56tGb7K9HTM5pTFOxU6liZUinPUY3abIelukGmrVOjRmxTSJD/th9nZrv8mLwNjeyp+wzAVJyZCfxSMARYPj34m8T+A4ayyNzlcRDaA9wXYn3gli0eM9d4kX3mMyMk8uck/EJJtMTer6C04VXy5qYrXiClh8j9wFzSZNEhizIXXa7U+yIOfaiaaJahq2XmBFtnvZmeK7zmJngkE3mEAnUkg7r3Tmod5l70iFREXPZAdPVJuO+xVZc5+BggnF3wpjr8E71BV48ehcZOw7rE7RllcppStzpMn93mz1Z52pwALnHVDRrvWVa10uUj1M6ssrjB+NcX/6A2rpBb+agBTJ3lO5afNJD73tEIPCRAOsJ9j2+Csm0xM1q9GZOuGGxs5qsoosxGinaL4eEu479nWkqQYq0Rb4CF0qC3NDrVoijLjKzVFtdGO8wlRxwY7LJ6toUVniC3NMsB5Tahqidc+m9I44qc/SyGl+Y65Nx70Ce+eNSqfhOusgrcYsXyxvol3I2J6uMfTNh214nrHqksgSVDqZXojy3e07GPYpSuXXx1gPhz3zk0PvMIsCIkI8wwgh/aVgnaXZLQ55w+Hhf+KAn/OJy0B4sS/bRJcoAdKdvlVHJYGmnYYPokAc3G7DX5Bc94gPL7mO8uhfLlw1Cyo9uf1K/oO95dfGwhzpv9JcHfeHtC6mR0uW+Kuqz19fO2/9w9vtD/b5W2j1vD5Yi27H9k/+N7vzQOr+3//Xz9lvrA394c9gMG+/1fbPRcf/zqfaAjz8ZZg3SfDSLcPqCV77UN+H2qrXz9hvjwx7jb88+d97+F0t9L/irS+vn7f926u2hdb5a6h/7r8f9/Xk+/M5Qv1cqq+ftfzf+6nn7rUa/VLIpD5f3stFAybMBv3F0ocSYGrgvZDowds3wWBOD43DALy4+xi8OEA6Z7wf80Bc84l7293VdTp23/0A8x8fhd6vvnrefCYKB9nAJw1r1/nl7Tp+ct79dvj3U782Bc7m5388zkB71nynB6QWPeKd/TGqgpJu64BEfdNUNVmcbKmV24Zb1A39qsPKeu1A8xkYf3f5ZQ3Cee/qvBX4lifgvAgkHkD0/lCndzCqipkP0HAhRSMlrguxqCMYTPsqJnqaIWYXeMug5ja9K8jFB6d0MjKf3mRB96PBagAHbkKgcbCiwZUFwfBZZv60RHvSuIbscEDxOCbcsZkriIkl5NyfYLJbfnLhO9SRFOkenERL1MsqnOSYoyO/lu0d8c+kWh6/UaJz2+Nw7K1xb2mX8gWXrdIbacYeeK5PLgENZp3pX8UrzRzx44Rrr/gpXTve5ebzCOlewqST3IV44jAsJy006psoDfZU/S7+KdYoH4ir/3P/PpHmJEzeJxxOS8TpfoE2du/4WAYZAtEHAkVbckPcQNsYqz9Mw5MXkKdv+Ej6wODvOxNEJIW2e9T9mNZlH6R4Ns4OOFc4obsgnTPpjjv04OrdQspTDLst2g14W0jp8horO+O/b/45DM8OkOOK0UsZWNK7tudZbpbJ3SlM3CFLBvN+lVO3CjOR5e8R+r4P3sKcn2JdjtEWNcXHI6c4UlblTfKyY2j1EH0uCRsqOapBUNFGgiNMetinwZ1nDdZBzerdBI2gVVoXMoU4ceEe46kGCxyMzj0iKfAMmhqDlSSc9vqzwOXgh6L0YFRnbnSfcsPgATBqQjjkqBx6nBeAJyymdpEyvHmJLuoiw24D4+RTxxHOjtMPD7gzHC2WkB6MFtYOE1lTMq9vvsnp8C1MWfHnO8p29azijiWf7CXeSPOatMOC3Zu7z9Widv5i6wY8ff5HKvYT8hTaYCunRBNHE0XkSt8MbMa21OvGKRklDGHeQ0hXe8Iu/VowI+QgjjDDCCCOMMMIIPz/8yhHxT4OED/rAnT6bzTGg9g2+JvFRMR3lA0F6o8iALlNPtqBQLVmQoJWccD1HeEG0afCHgrzryZY09R8b0isK2fZFpuwEkhdCXCQo3c1wVVnMCIYCU5PkVxR2RoNxhE8t4VaOPPUI6wg2i7JlqlPIlQ+fNIh0hswcaTmgephgSgHNSkTYM9R3e9wdn2Vtvsg8+ZkHG3y5/ZBGt8fBWzOExyn1docwd7RkmUTFjNsOJ0szBLnAmgibZ2Snjml9zIae44G6zakOuWrWmE26tCqKNLaMbTyl48a472/xb8zf4lXuEmLoUOcBN8mJOGIMicAiwZeoql1QGStikZwSteiQTj7Dvkto+B2whst+G4RBC8+mnOCWuMtTZjl0E0x3TgnJkFgCUq7zkHv6NniYtftYAW3TQOuMm+0NqmkX6Q+QwvLS6fvs6SlM3SObhu3OAh1VJaRDU41hsoDp7JDDsWmmfJMs17hUs6IEq2aRervFsltjN5ii7jrEskMWK1wWo7ylGY6xuT3PnZkNVGo5uVYn7BhsALali9nPSGArAqREbwOlYkpUJEAMPgYM6DYklwWqU2QvtVVJ8mwAWuCDYv4xuyKwJUG4ktGarWBizdS9Q8LTHFuXNKaPaE+WaM41qLVbzM5tIY3BxwLagttmjydPp2hPxzRnS4Rdw+xKizwQTF9bp70zRv1Jm+DZHt9V08iBDLIyykm6Id/Ye4bfmrnPLd9i5+oxu2qM6QcnNG91kKpC3qkgtcVZSXdnFhVltGeqVHYzTLtEqXKAEJK4/PEe8BEhH2GEEUYYYYQRRvgFxUia/suJT4uEn/vALVTezcF70mdCXE1SumtIntV4KYpM1h1P74WQfEkT38vJhaf0dkr81OAR2BmF3rfQ8riyJVoFXwZ15IsyZBLQgmDHgvKYySIDttCSfBZcCbwqMmzLLpiqQLU9AnBO4maLSQG9a9mWY/hAoKwHBWlFUzvytCdKRF2Dk7CXVHh0dQHtHbdWtvnq/kOiTNB5WKW1W2Lp+AgHVMIuG9EcDdOjVw5wZc/R4SKNrRAjQ/biKtYGrKtLCDKsF+zJedZP5yilLWrygC+qb/NN+7tIecgPojtMpAlt6hhCBI6YjO/wJRyKAMNtHjAlniJ8izV/lVB1OUmukNmYfXuJxI3xAvfJCTAy5IQqPSHZFg327WVClTBlWoDEEHJEjSl2KWVHcFKnwgFqLOA01iy1N5kSe8wE+9jsmI6vEvmMcXvCUXOSGbXHUWWMR9ElriQJ79o7vJa8w46d48SOsZDsMuETDpIp5uI99oNxsrbGqAgfgpEekwecVCskrTpj5WOMVIQHju8cv8xVvUvnszENf0p5q0s562LrwLQikAJTA9nKsa7w/ouOR0iBDUEYjwtANT02t9iaIF/S2DmN+FBS5zy2LsmuB7CUs/8nU1S7HXRiiPe6WBlRv3NENNGjutwieSHEbEiiN0GeWEgc4LlhdvmgucDUaotWo8SBnaKryrTjMtW5Y6Q0XA+OaSzv88drfflWOHtC9+ECCfCNvWd4odXm5tgupeljNmszjP2oTfNmB2wJqXOyZh2hLUJAPHlEElWwBsKDkPGpQq7XbY9jXYCSOXG5eS5V/xAfEnL4xSbl5/v5i7uLI4zw1xbeCbJOABfKC6lOX+85WJZMD1eR+lg5ejgobe4MS8kHy5SJQWl6ekHpXYeENgAAIABJREFUkw3KfQe2YS5UgbADy4My4I8rUfZJuFi+bBCDJZMGpOmmMvwqmjb63/WmBz6/NHx8L1/rS6//0ex3z9u/WToc6leWfen0DwfO0b86/I3z9h8+vjO0jnjQlxk3+qp3qtvD1yI67MvjVatf8kz0Bipy5Beui/0Ymb+6oBHWAyXeor4u2NWGdcDZeP/4OvP9/X77cv+YvndjeWidX7vZL3P2P8y83v88HtYf/91Kf9L60sIfn7f/7/gL5+0/iYel1q2g2t9XNVA67MLQiAbGyuAIkFw4X3l/fIpBi8Rg2S4+HuEnybAHS5upvsx8TfYH3h+L4bGh5vp/11b7pfHuBMP3y6Lq2wnKpf55nFbDdrnLUT9p7FvVy+ftRxN9qfxBszq0TrfVv05y4NkzKFMHkPlAqbzB235wVy+Wfhs8X4My9QvH58P+sgt/vsx4lDX9lxCflhx90AcebJ21EehdS76k6T2rkceWaM8jEosrKyqv93CxovtCgAgkeEE2p3BVRfjUILpF1DJMwVY9dkYjrcEsasyUQh86SBwig3Q5wNcktipRbYcrFzXE48cGmTn0gcNFZ/UBtUC2QTUde3kViecorJPs12jKGje3VjgcGydIMrKy5uCwTnM+ZrLZIo0Vz0W72LRC58hy2GpAO+LUV5GhI3SO6V6TliiTqgZ7q8vshFdZFNsYWwbryAKFx2NsmeXj++zJCTJquDwAbXFOsyyesBuEHCTL/Gtu8AXeoEGbEyb5Jr9BlzIhKa/xfSygRU7Zd3mRu7yZvUBGiXY+zQdM8nm+xxETnFJF24xYttiRU2Q+IvQOITTv8RyzHFKiyzEz/KFYZtZvIGRCHrTYbF3Fmpgb+n2k8py6GlfYpESXbRap2hYaw+PoMidiHBuFZCKEVsCOnGQ8azN+ckpTjkHUomJTrnfXmAoOcLFlb7zBil7ixWrK4VKF0ppHNSym1kBtaWJ6HFQm+P3wK/z9b/859dkToh3DVPWAaMViGgKvCqWE15BPCPQ+iDL4kiwypx877JRCNS1UFGZcYeY1Ho+PC0WGyArrRPg4J+5l3HrmPrvrM+y9MkkUVlg0W8g9Bx0QHYcPxXkiQdGxxI9ybFngU7jODisb06RPq9QnEnafmSbvRZw8WOBq7QHBmW/vd5bu8gfbzwIgA0v55hbZ7hhJGvCGm+Lrn7nH2M4U8hnHOnPU32rTfqZD2DglOZw8fx8UyhE2ih++ZNLDIbSa8whR1Ao3JqTVnKfW2P4JMv4hfhFJ+eA+jTDCCCOMMMIII/xKYETEf7nwaXrCB33gIh1ofxhpjCQysSA8vqoI101RtuvYoE4sZlGTz0hkqgjXLMKDjwR6z4E1+MUAsZdBLkmfU6AFZlyi9xxuQiEzT16XyBx6z4bETwyyZfEaSAsfsKsVRDxatxDAdq+Oq0iy0zKnYZVOq07J5hy5CfJAUN+TdIRnc3kCvOXK5hG3xC5CRKwF09QOuiTHFSpBm5aqUst7bAUNgtSxLRY5Sao8kjfp9Bp0fELNNQmU5WF+gywPCTklJyb1dbRIsVZxbK9R1gdM66esmi/StTN4HN/gtxE4BJ5LbFDGMMMmLWqAp5NNE8cn5F4wmXuOZYgkI6HK63yV3+IPmcDQos5TMU9IB+80uZI4rwmEYsMv4NF4QPuUD+RtdkSZHyev8ar/MVPuiK4pUSJF4nkil6m5DnVOeBJc5UfyRSSOm71HWBmxFSxwWzzGUmLXxYQWjmoNSjphTJ0y7Y4IRMxOfYK12jw6s7wVXeFFvcp2eYxwsUXlaYQbD9icnuWta7eYfNrknp3mhe//mPkbW6jQFzXj9xwu8AQnnuSKQp9KvLLoY4dIHerYk7wQIrse5zRmWuInFPLE4uoB+ZzCViVmVhHfy88nleJ2yp0PHpLPajwC1fHYKQVSoFuO0o8zei+GSAN2RtMdLyaIRMcSrVgmwoxtrzhtVJjdOWZ3bpzZnWNss4S80iFoOhp34ZXLHf6idZlw9gQZWOKlItLhcsU3H9/g60sf8GqrjZCeNTHD9cdvcnRb0LtWJX4cDwVnvAcV5OzOTmEnBI2nxedFH0PSbVCuDmTb+Rh8mqR8RL5HGGGEEUYYYYQR/nrgV4KIf5pwJXEmGS+yVItuEXHz5TN9jPNFPeiaRO9Y5LEl3HO4AAJtsDOSYN8VxN17bFUQHRhwHlcSuHIhPckbAnVoMPOaYM9iZjTgUbtnfy+A4MCSXtFE9xy+JMjGAuyzgnDLog4NLvLIXOC0YKs2Q3umgj/RHNeqTDePWZtfIBI5m7ln8rRLaALiOKfzNyIWj044uFej3YpZ7yxSIUUrT+QTPghvcKAm6Zkau36aREXsiHkSWyLPY27pB6xm09gzzZAgZIUrVOiR2AYAgWwhfcbT3kucyEtYNEWaMIEi42XukVLGo5jilCX2uMc1UqocJjeJ9AkV0SR3NzFUkGQgBN/iS7zk7+NFhhI5yio0gk0xQ8vO8Jr4IW0/gSFA4IhIeMh10rTCZb9BT1WY9I84ZIpZdthkiSl3gkUjledt8QqZjVA+5Z3oObpphZJq8T35OaTz/Dfy90mEZr17HV/xfKH8Q55yhUZyTGYjxtMTDoMxZNThyeYUYw3Dlr6CXQoJbc7DpSsI77gj7vL87gccmJgl5QABgURIS74ckrymiN9PYb9IVmZmNLZSTBTpQ4+tC7qvBKieRx45VO7xJYmclKQ3A/SuxYeFtEmv5cQPcsSJIXxskHkxOdn9fIQvn2X/Dws1iCsV2fmFLSLqahey69A6qTMxk7J3LDBScunpHr1yhE4VJxMVDlcuo2TO9G6Lz83t8BcPrxFf3cEc1XFpgIxy9OVDvtVc4jennvBf31zhR78+xnuvX2PuPxziv7jJydwNKjseIQoS7o0inOpHy0+vBtRXCwmcEGDdcMbanwYXifHPgpiPyPcII/wCwwGJQvWGNa+6N9AekKMHF6Xp3Y/Ojj4oRx+UogPIXl+6Kwbl6Bel6fnHSNMvZkB3/X3w3n3k5z+BAZn5kLL1E7Km+4Hv3KA0vTS8TtrobzGZ6e/D/OLRUL+/OfXeefurA9LfQSk6wA/S/jH9i53fPG9/5/2b5+363eHnf+NJX8db3uqet9XhhbT37f4F9Wlfju4Hzre3F6wAn3ReBzF4jgdk6ioclo+XSv3jjTf60vTael8afboxLGf/7pnaDOD+Z2bO2//02utD/f5erS9h/3LczzhfmfrWeTsQw8f3B/S33fF9SbVww/aNwSzeYkCuL35ifA58N5hxfnCd4TWGpeoDC+GFzO1+0C4xYA3wsj8eVtT00DrfkM/wUbDVe0PLzwZ928Jgtv5XonSo36Tqy9uXwr6t4v1KP1v/w8bM0Drr7bHz9nGnv+1ub3hsZOmAvWFIpj4YpfgkO8nA+dYXxq3qn38ZfEJVhZ8FRhHxXx582hnS80sa/eMMH3ryWUX8gQPvMcvqXPJrJxWy6wjXzLnPWxpfRL0RuIYgWLeoQ4s69dC1uDKYWY2PFa1XQ+SJI9i1ZMsBZlqhjiyy60muadACYQqvR/JCSPRgwLukBdmCovogg0Dy+s0bqNwRv+9JxwLWpi8x1m7TrtY4aEyyur7Ac91HHKuQifYxzeoY9XXBO1cucWincWtjdLTCBVW0henEQ9lQMV02WUJ7z7aaIyblPfcSRmnu5Te4yioROT1i3uE5KuqIF1zxA2AJCbwgt9M85iaeAIkjpUxAj8vskhKdlTCDHmUUhjmOWGORlAreSLqUsFSwCKCCpIuRZd51V7nMLg0O2beXacaWzEWkLuB1/zWW2KRKl4SIu3wOa0Ne4W0MEYltcCCmqfs23+U1xjkBHPPs8dAuY3SAdxAIwz1xi4Q6tqVwPsCXHC4Q3BF3CXuetB3wfT7Lc7X32a3MMBW1OOhWuLFwnyd7y2zcrPBOucbcVshxe5rTqyEVc8qtzadUqm3itYwgMKyuTnH16gHqxOFDSbBhUMce2QM3LQuTlAN1aBEWnPT4WIEuchpEDzKyRY3sOOK7GZXvZyTPaMy8JloxqGMLFqJVS3BksVWJV1D7M0v7K2XS5SIyLk+LCR95Ukw2mVmJTB0YgR/zdKbKXJk54e7GHGNHLY7Ha7QXAtyRQuqzUntpjpCez8895ds/eIF44bCoMd4NSU7nKN/c4vW4wT+Ye8zvlNZRgeXH3GTuPxzCFx/Rur5I6UmECnLCqVOkckidY/PwnIwD1Fbyj8yk/pfFJ5Hm/xRJHxHuEUYYYYQRRhhhhE+AH3nEf2nwaZNwAB8Kei+G51nTOy+H51nTnQYRgdqF6F6O1/5stk+ApYiGb+aoHUfpnbSQBccK1fN4LxCumAUMtxzZVUVnOSC7HlD7Rg8vPfmCItw5I+Q3NPliQHwvx44XUXblLGrNYcNiMiCfV5yOFbOpPV1Dn0CmNL1eSGuiwpPdRUy3zI6f5VpnnbAkCL3kYK9Oc1WxsnmTdlxlITgGn7PX+QxrcYvrySolbyiZjHeCG6QmoCVq+CTHIuhQ5xHXifQpuSlh0XRsgx/wCpfZokyXAz/HJjOkxBhXPpOjWzwQ0zuLjhd35hbzPMcJMQmgzj613Oc5UkoIBGAxPgSXgYJ1Mc1T5vBKUraHeCRCCFIf8pjls8i7IyPkBuv0qAMgiHjgX+Yl3mKGPQ7DiBM7yaadYYdLhGlGjuY99TJ5HlKrHpGmJUymkDblaWOOiVaTpKRRLudLyWNSEdG6ExCPCRayHfZPagSNhO/XvkKaV3gwk/D5cIP4YYn5tU2qLx3SkiXCxNJwR2AFG/fHuGF2cRJEVSKFQLizyR3vcaFA7zpcFVQmoGWI33eI3CJkkTG/8sOM9JoG6am8bnBlQXYrRBgINg2q5zC1YqwKAXQdpA4CAakj3DDkywHZnQC3DuG6xVQFdkpRmuuSr0RomXM0USfRAa1ynYmFDU7WZxDCI5wnK4dYo9i5e4XLSc7GwRjBRAupLVIbst0x5JLl326+wj9YfIvfXrgLv05Bxn/viJnWm3g8KoPe5Rq9l+YJG6d0d2bhLJmb99BciinPNSk/+tk9C0ZEe4QRRhhhhBFGGOG/ECMi/lcDIcTfB/4n4A7wOe/9G39V2/5FIOEfwoeiyDY9gMFs6mZB40oZqivwXuClx41JbF1S+nFWRC6lQGQgTw2yBz7zSG0xkwq1b9CBp/O7FQgEnS9GlO4bwqc5sucRmaPUcsiWw9ckIqOo/xwU0iB16khuh3w/u16wEiGIpjq0OlPc//IipTc0d9Yf447KIEB1FWPmFJ9H6GbO03SBSreN6SVs37hGu9XgSI3j4oCXDu+zxRJWKspBl+t2hUfc5B2zgCUCQiQpgUoLoisEJXFC4sYwwGOuoUSX1NeJ6HKFLcr0SCixwhVySvSIKHGAI8JQwhBwlzvUOcai6FJnlUUMIR4Kkk0hG1OkJLZBOdhF+OL7UzOP8hkg0NLincWhySjhCSjTxhMAEo/HoXmbV7jEKp6EjgxZVcs4CZmbwjiNNm3KJFTqbUR7gsQrrA0wzQpv1Z/hmlsjso5tpul2qnQfxpjlmOuXM4SLeTh7he7xJOXaCS8ePKSlAq4urzO7vsf0fzyhUT+mfdsy+cRSOshQ1nNAhTnbJJ/X+B5IBOrE4nOPqEh018IhuAhUF+ychqbHTijUqcdVJNGKwZUoiPsxBAcJ6a0AdWBASnxdggBvPC6EYNvSO6s5ni/pwpIhIb8Wkl/12EigWx4VGq4sP+Hee89wo3nKHy59hteqPwBp0VGO6URoZ9iZmOfw8SLpaRUd5zxXOeKdtSXiy/tIbbHdiGRjkm4a8H9uTPKPXvmzITJeXZk4v+dKWz3kDzbpfG6R8twuWbOOM8FQtPz4dsj4BxkjjDDCrxb+s99HvEAmEtUblnfq7kA7GWj3ht8gB5d1b6BkYzLQ7g2rdT5Wjp5deHYNytEHZLw/IZUezI5+URb8cRhIPz2UgPkTpOmDEmEf9BdMeXidrD7Qb7Iv4315amOo35fKfdn0oPT3YT4sH/9Xh187b79+/8Z5u/Fe/71s/IPhc1za6Ge2FofN/v50ukP9/MA59/nA+R6Q+PufVor+CRBy4Nr2kuHvuv19EgNS+ajZb08ejw2tE530JeNHrb70+n/pfX2oX+tOX/b+Pzb6VoCXwr4EPp/43tA6HduXwf9pdqu/21lpqJ/K+tdd5f1rIfPhMajMwLIdPJcfLVOHYam6HMzOLj5emu6CPiVyetBGMSzrf6z75yuUA/epuHDvVD44b94c8KrU5fB5uK77kv0xuX3eXtT9nDXL0dzQOiuV/j487fXfcw6S4ezqx2n/b/UGznGW94/V2OH7zw9I1cVA6FlcCEPrAWl6oIefKSv8bDGKiP/V4T3g7wD/66e8H//FGKoVXhLklzQ+/HjfxWA2dSSkd0L8Ro63RVIrVxfIVhFhFFbgywLZdsgW+LB4/EiKf3wk8AryawHRgxwiialAdOoQ3uMjiYs9tT/t4qoKO6EwYxJhIJtVBD2PalmiNENrSW88xJQlp79tCOMu5rOaxw8mmY2e4lsl5tnicXgNpTWzezuMqxYfuBtE7oDA57TqIZqEhZ192rZGLywxIw6IXIumXWbPTNBhkoAOkuJGzm0JpRIi2SGzJTyWQNgi8i8g9i1e5H4hM0dSpctneYsf8iorLDPDERkOsAgUCsc3+Ro5muKR7M7OWFFG68N72PgAUOS2jHUxmY9xRAQkKJWhfIZBoYTBeotF06VOnfbZNgSgsITc5xpP8yXAE8iEsmwSyxNSaiDBeYnZdpg4QigLTiMEiF7IqrxK11fohDWm7AFzzUO2n4ScpA3Gbx8TN2u0H15ikS6dcJI5v4fpaW5FqwQ+JXI97HoZ508QxoEtpgp2wnEWVo8LK8NcgEgFsudQewZMUUdcpSC6YMeAkkfkDpRCpiC8RzU9IgA3FSBPcsL7HtF1uLOSfOQU9cYVeA22KsmuFJYIAJF79K5FJB5Xgs6vlWBDsPLBNUpzCbws+FvqLf5g97M8G/+Iytwxm2vXOFqo0jyYREiLUJ5So4UQ8MLsBu8fTaHHWmT7DeL5I4SEbqvK//Fn/xX/5Dd+74yMe95bvky2N4bPAvYXGiz8SFM5I+PxxMlH3pvHtwuP1YiQjzDCrxT+2ryPjDDCCCOM8MuBT5WIe+/vAYhPqjv5n4GfdzR8qFa4LJKz6bOs0R9HxgezqQPkSxrV9Xjhya8GBOuGYNVgJhQojz6xoATEEuEdZkJipjQuluQziuxyQfw/TA4X7FnsTOHVxTiiRwbVKWbZfUUSbhrsmCDacPhA8O7xEoGyRF2DKSlO5ioc36gwl69z594WP5q5CZUM+UjTbVb4wN5G5SEPxU3G5BYN0+SJn+JH5We5nG1RX/OEfg9LFa88O2aRNmU23TwVuigcEBKKFqkvY4jo2QkieYKhVEjNhUKJBEPEdZ6QUjr3gXsUKWWussJDbvJ9XuE6q0RYulRYZZn8nHgLiqH+If32QITDIgiRGHp2BrBYYiSWlArShhRRb1A+Q5NjiVnlKq/xJinxeXQ9IuNdXjjLwaJIbDH7KUUhgTe+RCjaZLZOubNHK15A6Q42r5LnMd47pE54ElxjMjzmqV9CdTPcgWfGH7BSucWiaHJ7ZZMvJW/gYwvjKau9eb7M26g8pzleQzQlygtsJElihfSwlzeY7p5A4rE1T3jiIQEhQeTgYoEtC1TLYSsKAoHIHKrpcLog6mZJY0sQ7hey8+TZiPheRrBmSK9pXAVUs0gKGD7JEYlHSDBTimjF4M8mYoUVxO9kPO1cQuv8PHmPlJ7fmf0R/9HeYOIzO3D7BLURYLY0YSVh6dX7nDydwzvwXnKll/Fg4wrB7DE4CdIhJOQI/vVbv8E/+dIf8bWpB8ysl9CXtxHSs9UZ47vJbRbuc07GPwkjQj7CCL86+Fm9j4wwwggjjPBXjFFE/OcPIcQ/A/4ZQG2+/LH9Pg1J+lB0m+J/HxYR8ouS9A8xmE292IggvaIovZPjA0++HIDzROsGIzzBvgUFLgTRAR/KIooeghtXpDeKv5Nf0ug3UtS+RZ/Vc/Zdj2p5hPeIrii4qRYEew5vPZ2/UeaoV6VynKJTi+pZwnbO/AfHXH3jgDfNZYihQ4lZ1ea+fpb57JCjYBoXOrbsAuNij+82PoONLU/tEq/6h1itqIZ7pK06U+YQsimW/RN+zCsIcsCS+wqGEv6MFuduBkWOIsO5CCEDNDklMhyafmRb4JGU+VC2JnjENcyZZFwg0SQ4BI4Px4s9W7cg6AqLQOBRWBQSicRg0DhCHAqNwaIxRCgSJBk5ZX7Ia1xllTI9ujRY5XlyQoopgh4SQdeOEasOYNAyRwjomjECESFaCTauoXSCQpOmATYbx5mEN+svczV4RLXn6R2F/EnpJovzu3xh8x2+kL2Bshm1Toe5dItmrcJ2ucYlfwgScjROeJxS6NQRJg6vPGZWYyYl+hi8s0Ud8cJYj8iAGKSBfExg64pgz0LPoXKwswphQJ56sksaYUCoQsVhmhbhQGaC7IpCeEn8MMPWFXiIHueY2eIxI3LIlxTxE0N8mBPpDjKzTHxwTPNyDaTg78Zv8K2leQhgYnkHgKxTRkjP5PVNmtuTHD5cojTW5OWbD3jveI5kbZr48j5CF2S8263wb9Y+y/O9Nj4LESagEibcaeygX3L8RfUq8285gg82yG/3s5J+HEaEfIQRRhjE4PuIGh//lPdmhBFGGOFXCyNp+l8CQog/AeY+4qt/7r3/9z/tdrz3/xL4lwBzz038Ql2Ci9Ht4kNRfH4BH0rY1akjfGrIlhREsihjtmvpvhqCFAS7tr/NWJBe0wRbBXE0U5r0hkYdW8yYJF1U5Nf6hF8AZkahH3l87gn3LD534ARmVqKbHjMmwArshOI72S1Q0JoqIa1jfLNDp21QtkfUybizvsVBrUW7NUknm2Re7dGZbJBJRZZDclrmB/mL9F4eKyTzu5q39QvclA94KXufBbnJRnoJLyR1WiywhSAnQNCkzhpXSIlxCDQpoUywPkB4kCLHe0WHClW6WCQFoVYIPF3KaHI8AokjIAUE7ixWXZD3Qj+tAE+GIwIchhCFIadSnFdA4s5k/waJxxDhcYA787QHgCcn4CE3z872GaMFiqh6QdwM4GxApDpIX6xvXHD2vcP1HLKmwAmci1Am5bpcZTLZoTMWcTe6SXYSEe1nVEstIteCErycvY8xgtBnlDptgjRjL6rRqZXxQc742jGlVkq3EdOrSeJWxk7eoDHdI70RIHKPOjGoFLCFNQLvSa6FmGlFtJaTLypsQxG9lyDbHjNV+LYcivyKwpYVZlISHDrUrinUF7bI9i+MwJcETkKwYimtGMyUInk2KMa1c8ze36ddq4EuyvSU9xJ2XpymHHT5p0+/xf925SvYQNFY2mfnvRuoIEdpixSO+sIhUzc2aO+N8bzc4d3DObLDGtFsE+9AlnN6NuSb688ivKC7VXimvnrzfW5P7yKeMbwxO8HEH4zDT0nGYUTIRxjhlx0/i/eReOmSl4ksnqcDUIPFSRL/kW0AlQyUAEoH/KYD3m+RDZcv+1hfuBnu5z/GI/4TPvABj7j/GI/4T3i/B/sNqgj8hfeeweWBfn6gjJSJht+f8gGb6/hE3+f8SvXpUL9rA97anu9fgG/3rg/1+/P1vi+89Khf3qm+2j/fpc1hX7k46FuX/FCJsuELPei3H/KC+5/Sa/9Twg9acC+ykEE/+oBPXQyMDZkPe+BrA2NKmsZ5+9DVhvr97/KL5+3ynf72/vFAWbOXwmEq8bcn3jpv717qb+/dzuWhfqrbX08PlP+T6YWcSgOecTlwvoeqpl0cd2ag3+C2Lihe9EDJslAP+MUH28HwOt2g75t/EPTLioVq2CetBsK2rvzwvH0jGM4zMJjfYE71B39Z9H3lk3J1aJ1LQb/M2Xo0ed7eyodzAewNJFw4yft+8XbeP4bEDl8/M5D/wQ34xeWFcScHju/isb/FzxCeUUT8LwPv/W/+p3v91eDTStD2E9FtKOp8V4d/uIYk7FqQLymCDUN2JcDVJX5BE25Zooc5riSw4xJzKlEnnuROiGlYzITETShk6vA9SG9oxMADI1g3uIog+WyML+eEqzmu4pHCY53AjskiYh9APiXIFxR4j3Se6n7CzJMTvIduLcCkGnNPMZG3KfdyNqc9QgnKNccbcoq79hL6SHIteYiemeJqc4+tnWtFPNuVeSv/IifdRe6YhyyxhveSXSa5wUManPCIW9Tp8Cpv8QafJTuLPCfOncWsNcbWkOSsM89rvEmXCjm185reqzx7Jj4X5Gf50B0GDUg6eCqcmZjPSLxD0MMTnEe9i8dlQdMLGi7wgOPDh79EYnGE58v9R/uHJNwPLB9g+cfA/0XONFiFxOCRRKLNFb9FlVOOmGW9NYuLI2LV5hV3lxyNNwHVw4RXgnu8UXoBYy2VpxZKcLv7ACM1YZRRNl3iLGE1nqLtyrQeVgmupxzOVZjcbqMTQ68a0hmPaE/E3Ksv8lr4hN6zIfGKgF2DMICWkBdRczsh6ExGhS/cWdLnY1TH4rXAxRIfFRF0X/PoIwvOY6cUZk4TbBQ/7F6B3rEEqzmq53FlAVVB/CjHG49uOoK6pWXGKTW76MzS0YpgzzB7cx+vYHyjw8FyHRVY5j7ziObGNHkSIaVj6sYGSluqMyccPl7i+ckd3juexTtwRhPP7hVXKcpx3ZDyQpvuVpU/f/gc3gleXH7C7O2n/H+8/Jcm4zAi5COM8MuKn+f7yAgjjDDCCD8jjIj4CIMYrBWOFOf1wfNLw6f3ooTdR5J8OcBVJfklTe3dlHDLIBSo3KPXDDYAZT2i7Wh9JS5Sg/U8pqTJZws/L64vg/8wOu8lpM8GyI7FxZrwiYNIIRLwscdbQeerJdCC8APD2FaH2l5Cfb83weInAAAgAElEQVSHKQXMPT6lfJKwk9UY66ZknRybhrj/n733jpUsy+/7PifcUOHl9/p1jjPdk2c4s7NJXC6xgRS9Jqk1YcmETVsgYEI2BEOAbUCA/Y9hCCIFkg6yZQKyRVikJIoUtaR2TXJJMWgpbphZ7sz25O7pHF7oFyvecIL/uFXv3qoO2zObZhr1BQrvVNU5t27de0+9+zu/7+/7ndXcbB3gmwsH0W96Tnbe4tL8KUQ9p9ZxPJu8zJo5DCaiL0JqWU6cZ9xiH4HucdBsMMUuPRpIHBZNTsQxrnGeQl3TDDLGigyweBQ5GS/yAQ5wlpv81+zjF7jOB3CDgNgSAG6QvVZYcixTg7kaUQq2KTwRkCDxe4F4CQsDenuBIuPt9voMz6mr9CkE4Era+98HvgL8AvC/DmreLSF9nvZvIAe15k/xMh+lz9nkUYglVhoQHucF1tVRaocnF75Md2s/i91dnuu8wm5QJ9CWetjD1SQbZgZhJKmOWD9cp3cwxFwOiBavYCKBl4K0rmkt1ejOh2SLAXE/o/9IQC3z6B2HV9B/OgQBctdiZzWqZ/Ae0qOa6LpHbTuIJOEtS77kuWEUf/v3Ev7xswFzxzRkDq9BdDwqBdmxyNTjYoHedPjQFqJt1wzCeLLTkn1Lq6T9GCclsetzfP8lbFAscnxWfYN/zA8DoAK7R1MP4pSsW6weK21ZOHWd9uosP3DoMm/WIuLldWRQrMyGyzv0zh9EakP9YIfujSZ/9uaTLD10hedmrsGHKYPxc9fY+rFDTF24h+LvGIYBOUyC8gkmmGCCCSaYYIIJ3hm+3/ZlnwX+IbAE/H9CiJe99z/6brb1/bQrG/cKHwbW40Jt96KwB9cM5rAmvmj2xL31qiVsO9JHQ9AQ7ni8g+zRAF+lylRo8HvZeUuhVG1Bb1iy0yE+kIPXPJ0fjOl+rKCp7GzXmL/UIugb2vMxpq6JWxnqsmW2nmCFJGwJ9ic7uGNdfqf+aV5q/QBPmwtcnD6Cq0nqszvENyUHOrvEXrFWX0RlMR/M/5JtZgufNCQRXVJiZtkZ0MAdloAGXcpMc5FhtkQIEgK6ZDQxCC7yW1he5RK/TcATBAgyhlSeDIXDUsMPgvnbs9fBYPsxjgQF2AEpvehfpUQNg+9hcDbMfA+3N9z+kC4PsAr808F7vwb8XWAeh+IIa6TUaYpNzvhXSZkiJ+QUl5hNtng9eAIZ5ARhH2cipBM8sXKT8zOCDT+L2PTM5W1SIdB5Rl32sLMN3po6yNeeeRirJAdvbNBcbPD144+wFG+gMo/VsHOgwdrDM/zBdoMfX3yZ4EqOOaIxBzwukpglhYtA33QEKwZ9zRKs5cRK4uqF7z2Rw9QLC7T/46zhazcc/+Cw5+dPFtdqdlwTJx7vPSLz+JpAGIGZlshti97yyI5DeBA9S5SlhFPJYB8FaSekn0eFFkJT8jNzX+bXtj86Ml2qVHUhPVI6mktt9j/xNpdXHsLliuT6Ai4NkFFOfHwVszWNSwOap7bI+44vvP4sKrA8c7AajM8z//s33nEwPsQkSz7BBO9vvOv7EQ8y43ZqeuV5laausjFrpiodvWJZNkJHz8eo6VWacYV+7seo6SN09BEK9d2p6XfDbZZnFYrvCG19fFt3se6q2kPZsXsl2yj370Cztdd+OFwb6VcTpa3UBVNSy7/aGqWmd2+WdN+F1cr49fIkid1RarrvlbTgKh19/Dh8N+nod8XY59yVtl657lx79PtV/8s1KufPBTMj/W7F5fN/3nx+r33kZEmN/rH6KNX6w3H53sWlN/baN9qj297dLW23wk65D0FPjfRTSflcZpX3ZOU4mHsc+8o8EGNzRCYVa7MKuzQMK/Z60ej+2EopRT8s6d5v6n0j/WJVztNAVD931NzrZFCWPsxVrM2qNmeRGC0tmJGlvd6SKsdXKesAt8KSmr5py3mways0dROPjEl9eR+cuypNffTeqGrXNk5b/25C8GDViL/zO87vILz3n/PeH/beR9775XcbhL8XMPQKT54IyU4Fd1RLdzVx+z8lV9idyX5hM5Y8HOAigdx14MAuSNDgIokPQaYOvWJu34aG8ELO5uWcn/k7W7S+miB7DmE9MvGIBOy8xCwVpzy4aQjfyvjiNx8n6lpcILl1aoatY9MIL4g7OVYr6r2UsOMxWqJ6nsW1LT4+8yd8xn2BZ+xLnIxfZ/7YefCSfWaTXISE3mBNjFSeXWoc5gZSWKxTZIQoHLs0kYPgVWDpUaest4ZhBlsgyZjBoZFcx/KbFEHur2Nok+8JsRXBdVF/LSgu7Wq2u7rtITSjP92u8hiiOkXG96+aNR/2/XuV8Rb4ecQgY16nh0Wz6NukNPdI8AGeHRY4ml8kDLrkaYM8jzngbtHL6qTdWXIXc65xkh2a1LOEbZqsNebomCZLSzusL8yyMjfP9YUlvjD/LNaGtOdjdg7WaS/W0Kkt/OS3U77kH8YjyBcVLpCYAwpzLEAYCHYEassRbFhUAsGOI7rkUB2PqymkgfW25zcuWzzwW9/IuDGnSE8GJE9EpEc0Zk6RHg2wUxIXAwHoLY9vgptXZAcUetWBdagtjzQWteOQXUfttQzR9bexSYYYUtXDRg+EI2z02P/E26jA8skDb9M7fxDXCxFe4HohyeX9hMs71E+tEh/eZOrhbUDwu998npdvHuHJmZt85sMvsfVjgkgWwXj7lKN96t3dUG2fCfce43BO0uvM0W7to9eZw7nv68/vBBNMUMGDdD8ywQQTTPBAw38bj/cYHghq+vczG/5OcC8Ke3DNoDoOc0ijuh6RemTfIVOPvmmwR4MiMJ+WyI4vAvrhNnYdtXULAn7ld/q8eMnyj/5ll3/wRIDIPMnpEBF64rPZXtI3Pp9TO5dz4tga3bkaQWJp7uTsLtfY3Vejud7DepjqpXQaTZpZQpgbmq2EM5evUO/1QSre0geZ25znWj+ioVqkapYMjccj2oaerLPi5slxQMRljjBLl5Ro4ObtiMg5y1OUs8QAGkE2EEwLEWQY/jfKWeTw/DKeX2To5V38HSqjVzPX1YC5GmANpTSG7weVft/Kwqb6/nCfblBkw4fL0BnwT3H8d8A+etSYJkNjB1R3gSLBErLOHKfZxrclqp4jpaGR93jTPwZdhQ0ka2KZdm2WTTODM5r9ves05zvc3H+Yx+ZWeH1jP1cWl4hyw9qpaY6yw+xqD+89G0eaHH59CxsqkBK3INFXDW5JIgZiHMGGBeFRPQ+hxEmJ2howNLQE69Et+MUVu7ee5Cz8719M+J/+ZmPPIWDIyKi9nhOfTZBtB9KDl+QLEgS4OQ9GIo0hX9LkBzTCgtq2uKkiiA0v5PyX/T/jc9mzbB9uYINiUaVKVa9i69J+Hpe7vHzzKCIwhAttpDZka7PEh8tV4uaJXTqXZvjdbxar++OZ8RO/dAE/yDiYumb3E8chULd93rdCNRifecPQ3j2AEAYhwJiQ9u4BpmZWkPJ7lEWZYIIJJphgggkmeJ9D3AeL5/2CByIQf7/gXhT2MkiH9IQmuJgSXjJkiwLX0EQ3DO66ofeBkP7TBR0rumzAeMKrBjsnWE8F/+rLKd7Dv7jq+O8f8ixHgvqrKfmyxgtPsFPYmHkrsHNw4Nwu68ccyjriVkIeCbrzNdr7asxc69KaqrHY7lBL+sSBpSsjZMshnCbod3hi4W1ecB9kpttjN59lhh5r6hTGKLQ3rDPHcdniMqdBgJE1euIG1jY5zlU2WeYv+Ag5NYogulQf98iBwZgDVvD8BqNB7q/j+W/xHKIMjEPKYHyIYWBdDXgKVkFBjzd4NEUgbsfGVTHc7ngQPtxuNRs+hKOoFf8lLnOY51knRxGQYZEoBNc5iCDnmzxC5iKmerv0mzO8mD9HZA1OKBQ5IlR8OXiOY8FVnO1xQz2FPLTN8dUO+49u868PfoBMap64fI1zSZ1n1ztgPShJ1LdMbaa0lms4KfhS7QyfSl9FX8zxgUJtGNQtj68LROqwTYHqeNADmzNVWOjd1PDPbkE2OE2Zg3/1YsbP/TdTTMPIddx/LICepfGNFLOosU2BW1TgQCQevZqTHA/IzoQwpIQ5T3DFIBP29BT+I/WX/OGrT3Dtifm9YHwcNlesvn4KKR1Pzq9xdqO0NXPp7RaC9wrG4yOn9i7DcNcw/eeXaX3s+LsKxodYW17EzguECJi+nA9YnYakN0O9uf2utzvBBBN8n+EL60c5RlSTeXmjKLM7t4vnFdpsXqGmV6m245TzKrXc3qUNo3T0KqX6LnTxouNdFgbFGIOn+nTkc8ZEau92w1zVth37iXZROWZfraTg7lej9GooqbbXTKnOfW53aaRXuFn+dsfb5b6qdlJ26ifVIfgK/b9KP/fjx+57RUe/X1QV1Ku3M2NVU75b0snFZhkKNGqjJyOdbuy1ry+U1OvfnX12r/1I+IcjY07p8rx8rH5ur/3KvlFR1H+7UfZLd8oyg7A9eg3pirp6tXxjREH9NrbpnV0ChBkvD61cD5UyEd0r22FnrHQiqpRVxGW7F49aK78RLu+1R2nqY2UeXN1rHdPleZmTJWU8EqPnZVGV13RdlCd3VrZG+lVp6zu23F7bV9oVmjpA15XnIvfqjm1gIIBcQN127zvB/WLCjfwe424U9mGQ7iJBeMVgFzX9J0N0F8JVC9YjM0d00WL3KYKtgnYe3jCEq4bosuUffq639xvsPPzSOYOdloVn+EpG9LZBOFdEVsqjtzzNzYTZ1R43HlugOxvTvJUQdjLOp4uFTJq1yDAnCD14T94W2FaEWIFsscnN6CBRbvGJ5nX7NOc5jZMe1UvAW2LV5Q/lD9GiDtJghGHXLnOLOd7mUbaY4xleJaBHGSy7gZmYxiMQWDz/C3cKcj2/zNCerEQ1Ow4DIzGGGXdJexDipwhyPAHs2ZzB7Urow7HV1/3INov217jtvx0Z8AJgyanxIk/zFmcA6FHnDU5jUUDIeY5yXp7m6+7DvJo9w3lxnFj1i7QzglRoPJo/qH+Sr6hnaKsmW40pkmcN2YLkzMo1ZD3j2ocFP/SNN3FnLQvXO+Asy5fbdBYipm8lSOOY2khQu47gksGr4ij7BuhNiw8H5Qy5w+lCBV1tOjCOX9i+w1lw8I9+rUv8akZwMcfGoFcset3Q+0hM61N1uh+OcHODH3EP2UmNWdJkDwdlED6A3rAjooZIwY8svMrc9S53w+71JcJ6b+/m7qnFVdCWdGMKGeV3HNM8scudaOri09vw6R349A7tH83ofeAI039+GfLxf573D2eCvZLK1vGA1vGA9omA7SP1ew+cYIIJJphgggkmmKDAt0NLfw8m0t/3GfH3Cy19iKGPuOwXteFVUTcfCnwgSM8EhJcEIof8sEftOEghOxmAhOnPdVBdh10OkClgYftswm+9Yhkurmce/tl1x9/JYHlRErzt8NpBX4J3qL5H5pY6CVld025lrDw6y9KlDu2FmLwbcvXQIifWtqjNpBB7Wrsxoi2xucIshGQioJPOsdY5zFnxA1zUJ7jMMfb3b9GghVAdXpJPYLzmLfcEoW9zwq9S2ITpgVWYJkVynMuc5zHYUz8vFNNBosnJeIE7B7lfg4H12KioGhSXdzFG0qOwITM4FJIEQ3MQeg/HKcow81vN2GG/ksYu+Hd4HBH9geJ7YcFmqZOjAU9OjVd4hjd5lBNcZIo2Xea5xhIZAaHvYYnxCZhgmq+LpzgeXKEhEi5xhN14CisFi3kXEeZo4xFPJOyr7ZCuPcRpzvHIS6vMdBO6jToLYcLB8y1wDtU1XJk5TPM1g+6mnBdLPHRwHQSFrd2UwJuiLEK1HXZKQF0j2xbX8JgFzYsvGcYSOmQOzr6UIbqOxkUD3pM+EuIVyAQ6n6jR+FKf9IhCtRwi8agNS+eZkHDX4/VoqYZZlHcUNQy6dw+E8yRian9hZyZ1Qf9+cmGVs+sHCZd37jruTpnx00+s7+kNbeYNfrv2HD1xhOkvXebm3zxK89rtGfZvBalzbB7eZrergvyO9eQwEX6bYIIJJphgggkmGMeDJNb2vg/E308Y8RG3EF/ImPr9HtlxTfZQQHayYj8WCYTx2GWNXQafecJViwsh3PWYgxp5zRQCcAJ+8YpnXAjVefjlVzJ+/sMhyaOK8KYgWDEIKSBx6A1oNBPWT80S9A2LV9pce3yOvBawvVun2e7TFyFTKmFzp4HatJikRrIYoKSnqxqsdo6g+57r+iDeKXquyRtuGeFyNBnCOZTIEBi6Zh+xuIxQitxGDANoj6BOTqlcLoGYwmIMHJKAPyYn3BtTWI+NB0SlRdmQ5i4QCAwRHSQOIQWZi8moIckH2xhVax+lnlfrzKvZ7+Hrw/4OjyDE4hH4QTbfEO8tOxg0AonHY5Bc4QCGUzggJCmy0gRFtl4YfO7oq2nOB6cJdALCEc/scMJfRLYsfRtybe4A9ZspR6IWp2u79K/1md/pkEYhUZ7TuxlRr6cYoYjPSZYXWqwcXqS508NtNHntRMwZdYPwqsXMCLITAQhB9ognuGbxNYHzhUlcuGL5009E2IZAtT0i92T7CsV1KQR8qU9+VIMW6BsFlTK4boheE/Sfi3BA/fUctw+QAt1z6JW8qC0XAh8LzAGFnZfIdMxhwHn+g+Wz/D98/I5zK4hTvFUsnLpOZ30Wk4boMONTH/8LXgqadxwzRDUYX9udY6FZUCHjIOOx5Rv89BMv8C/4ID2OcPD/vcrN/+KdB+PhTIve6jJoixBFEO6NIlxs3XXM3QL0u+KL76z7BBNMMMEEE0wwwfsOk0B8gneDPR9xC/HrGcGKAQ3RNYNuOfSWI5+XqNSTLyuitwX0LOF1S3A1xzUl/dMB0YolupGTLQekJzUihxe6/vZMpYcXthxq3SK9RyQDX+eWgBxcXAQE89fbZA3N7nxMrZXTm41ZXZrh0OoWO/MxM/S50FhE7mrUruRqdJi1+hK7QZMkD/ij4FP0zBRa5UCIMyEehXcCKRxOBAQyQbuMLg0arodAIMkHtdmKHg3KmTUMiiMcBlcJgiUpQyV0SYIjpFRIr9LHh8ExgCNlmhob4B2RyMA7PBJHnTIjbihV1j0F3b3qKV6lqA8ty4YUeA8oMuqAp8Y2CkNCUYejMCjygaq7ReAIhEH4/iBgj1DkhLJHZpsYHxPINkqHOKexNiSQbbL1aV6fexxxOOfEzl/iXtrH19oLqOdf4lRjg7VrUzgvaTVjTlxr450j6ltUR9JvCLpTEYeurmHCkN25OtFuQugdZp/EzSqEBqeg/1yMjyQi99T/fUKwbjAHA2xTUPvLFDct8RqiS4ZozZEtSsKbhtq5nOSQKn5ZIgmhQKae2itZUZZxVBFdsKi2QRjwsUCvOXofCbHTck8tvXYXUUPuwk6v2prNHNzEO4HNA+aPrcLKQ99ybhY0dfjqpYdHXn/rwFU++/SLI8H4/l+9wdXPPI7zMc1VSzjTQqp710dJ5ajvXyPbncaZABXkhIvfetwEE0zw3oYY1IiL8RpxU21XasTHbJZE1VqpWsdt7tKGu9d+j1tr3a0u/B51zdUaaFFdDB0fU3F98BUbo9tqdas14pW2r256XH4jLLc3G5Q2YnU5um1XKZRaNQt77e3uaMlPxR0K3avsa3af1m/vtTrw+8Xd6sUBn1UYV5V6cbU5WoffvFnWC/evlgvQXzl4fK/95ZnjVHG4ubLXfqgSZXx4+sJIv7P7Du61NzYX99rhzigjLmyXF4jql22RlxsX9h7XXRX3qCWv6jLISr140But4jVxuX+mVWnXRi/knaisrz8XlvX1NTVaLjdaM36jbOpSt2BGRlRRrRlvVmvJ/WhYN1WxPZuV5UToufKcd9XomK4rkwBJ1cqMsRrxip2Z+x5XOj9IGfH3dY34+42WPsx2B2sW2XIQClASkYOPBGrbFkTnDFDQfSogfsOg1gyuLvHaM/2lFFv34AXBrZzmV1Oc83zpCcXWRyXrn4259rdqrP21kM2PBvz5o4r+wwq7pFGZRyYCuyRwUwpqkrwZkkyFSONp7iRE7ZzWvhqrSzNcOLqMk4J0XrN6YJYXlp/kdxof47cPfYqvLjzNN2Yf408OPM+y2eBp/01OZNeRmUXnvUEYnfGYeIPH3DkOmTUUjqtiPzWRIunhBkF4hOEyR8eO1tB6LKSI6oqstSNAYNHkAxG3IYZBMmOvyYHTd45hCuMbSJEiseRMjY3RjBaSVIPyYb9q9ry6ryFF0F7Up+fUSZmlCNIDLCGOAEWvEF4DUl9DyQxFgsQVCuo+RCqDJMe6OirtoZUB4TFmCu8h2NFcrx9kJ34cvdEmuiD42tlH2enHzD/VJ5gOkM7TqUXUkpztToxBsXJ4iUYvpTtV58bRRdJ6wNxqB7WRE1406FWDqyuSp0L0dQPOo9csZqmw17NNgb5hERpkx0FOkQm3jsYrOWrHg4f4Qk7t1XzvsPlY4iOB3rDEr+YEKwaZ+uIG1glkz2NrYk8zYaiXYJsSL8A2Jf2nQ3wo7jrn72Vr9iNH37rjmDthGJAP8erKUT73zedZCDv89BMv4D7RY+Po8yz89jYi97SXNb3VZZz91j+lUjni+R3q+24Rz+9MgvAxCCH+qhDiLSHE20KIv3uH939SCHFWCPGyEOLrQogfvN+xE0wwwQQTTDDBBO81vK8D8fcbhj7iIvXFarkonvtQgBSIrFhVHwYh0SVD79mA7NEIu6iRHYGdE6hcYBuiCIaEI7qeozYtKgXZdzTeyJEIsoc1+QmNEgqvIF/SRayYg69LzAKYUBEklrnrHRCgcwvOY7TirZP7ufDkMuvPTXN1/yJfnX6aF9STvOqe5LXGQ1yvL/OUfZU5tc1U8xaz6hYf4Bs05CZTbPEcLxG4gqg9RY/neQHjGrzsz9BiDougxRQv8hw50djRGmaZhwGvQgxE2RwMaN5u0M8wVEEva7eH7+VYajhCHAqPp+UOke/R2senQElrv101vZptr9akj/eTGGrYvWC+yLR7NJYmHoekC5jCS1rArL5IqPvkLsRaTSDToq5cSqTKwcvBEmCA1jk21LxUf5yVpTOIzQ7p+Rl+Nf8Eby4dYn6fYWdfBHg69ZDdZp3rDy3SmqoxvdPlxIWbHLm8jsoNCsOmnYFgoFMAEEmyYwG2KSHzuFlN+8MResehEo+d1uBA71jslERtAc5jlzSy7VHbhTJ/9FYOKdiFoubbIwhvmOIa9IUAnF63yMQRnS9WbUXmCS/kROeK5+npYETU8F4Y2potP3qF+ROrqKBcZf5OBeOfnrmK+Cst0seWWfrCKtI4+sdztmfuTX+f4N4QQijg/wR+DHgM+GkhxGNj3f4YeNp7/wzws8D//Q7GTjDBBBNMMMEEDwImYm0T3A/GhdnMskJvOXwAToNKHVhRBCrO42OBq4k9ZfX41Qw/o0AZvPGEFwEtEBpsHeyMxjUkwZUUN6UQVhCsOwgha0iCLY+bkYUFVSBwNXD1IqBxDQiuemxD4LUkDyVB6rh5usn8jR4ytOxO13jh+ZOEy5I/+P1P0puf4oRbZ797hfatOWq1XYJdT33/2+RpEykcaa/JI/lr9P0MfV8bVEsXwXJCjRNc4Jw/Q5cZcupYghHqeVnjDaUSukCQD+jdBosGDEo4pDdkxJTU9Gqd9zCTDo5gUJ1do7BFGwZOw5r0UrG93I/q9KjO3vEacjHW9hT2a2WGvNrfUQMUNXaJ9S5CWrwPqIsthLJkrkHq4mKUc8i+wQUBeIkkR8ic+i1LqxFzzjzMjbkm4Q70r6ZcPbbGsR9Y5fVrDXTHcWh9l7WFKXZqDX74tavozLE9N0Wz1WNus0tyVNFuzlCfzhDeU385Ibie0/1QRPp4Qe9THUdw1WPmJF4LRN8jugK56xFdh6uDndWD0+YxiwqZe2TiSu6A8+QHJHoNMB69XniLC1/UhkeXc7odR/xGvqeYrjoO/c1sLxs+xM/MfZlf2/7onabcPfEjR9/iD6+eua++w7rxIV5dKRgbzwY7/NWHX+OL8nESimD81n+4Hy8C2qccUxcma5vvEh8E3vbeXwQQQvwG8JPA68MO3vsqZ7Jay/Itx04wwXcTwo64IO29NoSs0GZvo9BWn4+072y/dNt7Vbr3eL8q7pOOfrfXxbiA5l039i7udMc3rcpt1GVJoY7HLNRs5Tv1KnTaNB+9ta0aZ8i7HeP7xfuVpj6GkXNbpeWP2biFO+leu3arPK4bK+Xi81cOnxoZ87Hapb32cV3ayj0dXxvp9/hCSWH/04Xy/222OaqPkrUqNln9ipVZVinRGLv2R2zzqtf3va7jyjZGyknG6j51Wj7X/XJ7wbjNWcUK7latPF4XwsWRfk1VHuOgUuMixWq5a6QjY+YqU6FKUw/E6LWvKnOmSltPK5/T86NlGYksJ0xeqSFJbrMvE5X29/Dexz9Y1PRJIP5dwogw2zCo2HIkjwboKYHcccgNjzmoimRn6rEH9F6NLICtC8JXk4Ke3vLY0Bc+h14hmorssKL2WorMgXwwIXKPmVeENyzeD7wQrcIFArOkcBrCdY/3nvyopi1rBJmju1CjN6XRxnPzWJNOK+bK4UXmgj63rh8goM/Tu6vEqs1GcIypvMWjmxfYqYfoWkLXheQmR0cZerdGjRRHiBQOJQ3GKhCCOn2cFyglUdYikDgSzF5GvKi9FoMgvPhWOQqFHGSqFRlSeoRLBvTyag23oFRXr17eavAZOSXtffijUq3zLvLtCovFARFlYF8NtEWl/7hauxh7UBkz/JYWS0jmp4j8NrmrYbxGKcu0WmE3OwrkZMwg7SYiAucduYtpxrfwHmSQkXVmMT6iGW7TSWM2zx9l5kNf4vXVJ9n5cIPpVp/F7Q5PnLsBhxLW/Az1XYuJwUa2EFbLHVfW5zmztYpqWcJQIHsOrwTJB2P0liuE2Y4HqBuG+ksZblpgFjXBDYdqO3zkwXjQkvSpAL2ZIzKJD4kvDDkAACAASURBVD16w2JnJPZAwM6Pa+b+dbdgc0iBmQEM5A9rai8muHk1Ylvmw2IxKzv1zpXKv13cKRhv+yU+dugiP3rqNb5IEYwvfn6VzZ+aA6B9qvhH/qAF5FdXtvmv/t5vfjc/4hBQvUu7DnxovJMQ4rPA3wf2AZ95J2MnmGCCCSaYYIIHAA9QIP5g3S2+h7AnzDYSVIBes2SPhOz+x012f7SOmVHYhqD3bETvA9Fe5k9kHhTUz+ZI5/BTEilBJIL0ocLmTG/nqE4huiZSh0gcpBa9ahCpRQxY0XrNDhK9HrsYsPlzU3T+So3kTEh7PmblzCy96YDGTk6tlXH5lTma3XJVNEtiDm1vkkmNFwJvNKqe06sHLPVb9HvzKJUS6IRavIPXfYyyRLJFKDto0UGrHOVzMgKE9KQ2xhAO/LwdmmGyqwjCxUDIzRHgiHHYQSa7ViidO0OfRXJqlXy0RZIhySkp6kMht+HfiNHl9yJ7XcChaFMXO6iBj/loID3EeI348LXhY0iLBzCD/Rp6mRsYyMQJKUlsnU6+H+cDEjdLbmNSP0NNb6KlJaCDJaaWrSFQhEEL4cFhMf0aMycuUZ9ZL2rMw5yFh6+zvbbE/ukdbizPIfGsLc3QqUe8GhyiPt9j+6MK9qeYqNilzcNNpjYTglWDSDwISXQhZ+bzPfSlnP7TYZENl+BnJJ0fqZGeDtEbDq8s5A69ZlEth50RxOdT7LSm/fEYWyvKIobXd346xNckdlHiZmTBmNi00PPE50152IaQRX36ON6tPsQ7oajD7TT1y7bBv339KaZVnx899Rr+Qz36Zw5x+l++wamfv8Cpn7/AsV96m6Te3gvKJwBgcVDXPXz83Nj7d0pT3Hbivfef894/Avw14H9+J2MnmGCCCSaYYIL3NwRFRvzdPt5reN9mxN/rQm1DYbbRF8ugwoeC7JGQ7JE7WxQF1wyq70keDQluWGTqyQ4HpB9S6B2HDT3BmiB5SKG3BaLr8EriQ4lqO8y8JjmtUa0BPb7jyI4F9D5SI3kyIl/W6G3L9lenqLVSmjsZ3ZkAE2kaScaRlW3eOnkAgDBOiJKcvqiT2QaIwhZsvT7PgdY6EkOaNomjLqHPuVKr08s9h+xNWmaJ3MdIb6irDhfUQabFCtvpcdyAsu7RGOqAQZKi8QO6+UC1bkDz9iSAJadGzjRDKrkfXMZFMC8G9eZDurulpJ4PUc1mVynpfQSaWLXpmaAyZjy7PcQwG14ViivtzhQtLPWBiRqDfVFAWtDxnaMQchPgangc1gcIZxEyJBBdlAxAOAKVML/vAiarY50mlIYjtVfpLwnErKX+1WuYdD+XW3M80pnms0+/yK+/+IO89vAhDq1t06lH1NOMzcMNnJKsn5zBA82NhMXLbWrbKbs2ZqqZQU0ggfBmTuOFlJ0zIfkBTbCeIVKHb2oQYOcUchf8vCSb88iWRW453KIk3yfJH4nIncdFxcJRdC5H3TL0H9EEaw6ZefQtj1kW6G2HjwXxWznJSU2w5RCpxweQfIez4e+Eog6jmXGhHStNyZ/fOMXHj53jJ55+kT86fpT1bxzeo6LKxHPg86us/Di0TxWqqe/3DPnRA3P8X//DX3/X43/lf/wbG977D9yjy3XgSOX5YeDm3Tp7778khDglhFh8p2MnmOA7iuG/krEbvJEbvmp7jAYuqqrNIwrjd6em+3u8N4L7oJzfL8bHCFmlx9+D7jtCEb7vT7uvXu4++40otI/cCtwn3b6KMXr8+5aqPqKoXq6Ai3xU0Vv2ytKAaLdUow+3Spry6zv7R8acn5/bax/V5fgjKhvp91SzVAh/aeHwXrs9OzfSr6qiHnQrCuppeW9wT9X08fequNs1UBk/7gRQpapXWOWo/kg3dK/cdtYp7/XXalMj/S4FJVW9SlOPKxRxxa2xHSz7zVTmYpWmDkO54uF7ZTsQ5XEM/Og5r1eujbwyafMx6f2scozep7PgPYH3993hexhDYbbRF4ta8fuB7HtEDm5akZ/QpI+F5KcCRCwxy4rux+t0n48xyxozozBLCjsrcNOK3iMR3Wdj9I6HUJA8F5GfDPDTGtEvxLBky6GvG26emcFpRWcuRAhBdzZEWcfNfbMcWtsGYOnwComqI7zDe12EsVYiGilvNE/QUXWSrMGtZJmv5B+h76dIfIOv2Q/Sl4LcBWy6Rb7mn0cHOzT0NpHcJiDBESPJCOgNaOo1DOEgcB3alHkUfTxBxfd7WEteKp3nNDEESDLYy0BXs9fDYz8u6JYR0AUCHJaumSelQRnAj9d5D1H1Hh/+kMm9cY4Y6FOYrAwtz3KgEC4rfiJTJB4pPApD5utkdhq8ILFTWC8R5Eif40yMlAYlM6K4jTVh4UcdKFrPLzP9tTX6L8zwxysP07Mh/9nz/57l6V2uHF7k8598hm494pWtwi5E5papzYStI010YtCJweuiBlz2PCKh8Pq+kjH/q22mv9hDtl1R7nAhR18y+AikFdimRAiBm9VIL/CxJL5sEKlDdj1qy6G2LeE1Q+1sRnTV4uuFkrpdUqAlsu9JHg8hdzS/miB7DmE9atcVQfm4Nx/f3mLct5MZF9pxRcR8I5/l0TNv8Z8+8xXmP7VC41PrND61jvz0Drc+s8yBz7cIVgq7kEl2/FviReBhIcQJIUQI/CfAv6l2EEI8JERx1ySEeJbCqmDzfsZOMMEEE0wwwQQPCLx/94/3GN63GfH3OvIjGn03L2RuF3LLj+gRQSpXE/gAzJwgvAboYSYdvJKYJQlGo7oeO69Quw4vPXjoPRWiW77QEVcCvMdFsghy/qhH9khYqKYvK2YuJmzPx/ibNTpBE9ODtw8u40JBnBbBpQ4NrQ/1WXpFI5AgDFJZRCviLY7Tz6cQzYx+dx/C5QRWI8iwUnNRHMcGIcaHeKCb7UerlFD1gYBQrGNpkNqBlDYKR4SoeIFL/CCoLWzI3N5lO8x2l1lpX4S1KFIsMaNCbMN2QJU6LvEYdCGERkiOwlP6Mt5dQX3oIz58X4489wRo+kAPSw0ANWABSDwCh5QeRQ9Qg91UOByJnUaS4NFIMvpunmh9FxZjZJjQ7ewjjDs0LmzRPeUh1uw+t4+pFzbJFxW/efgD/PXTX+enjrzMP7/yQTZo8oUffpofeOMK3nkWrnW5/MwiphZgtWR2LSFuJex26sw2+oWyv/DU3jYks4NguW0RLQ/GobctIpTQtwQrFh8V++9Dgc8sek0QvZySHQvwTUH8tsUH4COJ7Fnkti36KoHXkB3S+HrhZe56Di8LETdzoqC2f7/qxF2uyNZmcWmAjnLyvkPoIqgeCrh99ukX+dmHy0WBvg34wvSTXOIYBz6/xsqPQ36g8cDWj38n4L03Qoi/DXyRYuXrn3jvXxNC/K3B+78C/BTwnwshcooVrr/hvffAHcd+X77IBBNMMMEEE0zwXcV7kWL+bjEJxL9LGHoh7wXbTbkXbN9RyG1MHTo/otFrlqjlyY4Uauuy58j3BXQ+USO6YDAHFPmuR7UMCElySmPmFNKDWE3RqxYfgWtI3KKgdjYjXxIIKRA9R7QLG/ua9F9bon80AgXeC7o391M7vE4yrakNbMFcHc6dmeOJl94kN4dJdcD1mWXcVhNjakw1Vqk1NjFZHe8tiZsv/LpFzkx8nVZ2iMzVMS5G+oypcIN2rvBekVuJxKJwmEEGuphjDk2CxA5eZxCEG8oAvBok52gSwA0cxxNSpgbq5WIwrnrJF/3cIDjXJDgcjiH96k7Z9HGU9eUlP9EjSAd68REBOUokBDJFix7WBzgXokSPUGWDLHgIPkLRL76Xd4Q6YTa4SsfuQ/guSIhqHaTwOO/xThAEXVSgcSZATjncJwzLf7LCyvQhfq/+BD994uscqW+xkTZJ6iEvPnWS565dRRnL8sU2ncWY7kLMznLMUj8FHF4V59t7gZkToAeBo5LILEdtOlxTonoONytQV8HVLb6ucNoR3BJ0PxQirUC3HOGblnyfBCmxCxLVdQjhcXVJ3hQIK8gPD86L8eTHwvL5AHeqE/928a0o6i5X9M4fRGqDkOB6IcJoPJ2RYLyV1DgytzU4RJYPHr/ATxw7y7/5JLcF4/DgCrp9u/De/x7we2Ov/Uql/QvAL9zv2AkmmGCCCSaY4AHDkIj6gGASiH8XMbQhG2a/o3M5riYQub+DkNuoOrQPBf0PRJh5SXTZYGck2fGA7GThqdxvykIQ7nGB3JHYWYWbLrLc8dkMX5PkC55g3aH6lsBBviBwTV1+ZuDRb4UkMwGByzFCgwSpDKzXuPFwkznKohejNBfkCdaOTWPSaZzVBNJTb2ySZlNEcR8R9jBCoTDkvoFzCudjnAPrI5wvvl9db2CdJLEz1LWhmy/hfR+YHnyaQtEjFAnGR3gECjsIm+WAou4rD0tMi0Al5LaOw6KEJfQ9DFNYBAKDH9RpazI8ZqDRHg7E4QR+pFpjpLCv0h7Nggd0yAkZZsgLwTiHx+EoBMmkKETaPAFKWLwwSFEE75mJcMRYoKE6eO9BqKKYTWim9CrGFzXxUgz3SqLDDI8mnt8pd81IRD9D5tAzo/oDOrc89cZVzDclUoHODAvXOkQ9w/pDs0WplPOs1OY4cngTte1xU4MSi8G1qnaLlcjkkRDZcYQ3DWbJIvpgGwJXk/hZCG84Miz5QQXWobYFdhnQguywQrYcou/RHU92dFCrNPgcszQWoLpiIetOeLdWZkPcKxjP1mb3gnAoSgOlNsiaxOTl9XB1e4mr20t7z1+5eYSf/ci/u2cwDpOAfIIJHiTclqGp1pje703jSI34u7jT/E7QLu9W8zxeG/1t4q419MW7e62qLZId+36yUt8bibLONQpG7Zhs5V+hC8vteV3WyQo1as3kqxo/I999XFH0AUC1jHLM0k3k5ffVSfme7pTH5FarOTLmQra81/5IdGGvPSfjkX5n4lLK48Ts1l77G/OjNdTZdsmGyyqfq5LK+bNjtl13+Q63zZFqjbiUd359fEjlEFVtzlQ+mrBRSfnc9Mo96vaikX5rcXn85sKyPn5KlaLJsRit41ZsV56V782MTdNqzXi1XrzaronR/dGU8yeqfPl87Np3lUlsH6TI+HuMSSD+XcZI9ttCfCUnOpeTnQrIDmsIymD8jlm/oMgWVunrVVq7nZYkj5eZ9PBCjm8I+o+HTP9pH3NIghDILYPMBL1DlW1LgewK+ssxt/bNsLS+S5jmdOOYtxYPEgQbt+2O9SFSe8K4XXzeWg1rB4sHHvK0Bj7Bo7BOIaSnb2ZIbZNYdwhVG+tCumYJLYqssTGamtxkxx6lzCjnWOqk3qGw1GhhCfEoxECJ3KEHz4vsN0LhfICWGcYpnGcQXOeDH2WPJMOhUVg0KXYQKAsMOY1BIO4p6e6WYppYyrr0IdV9KAZXqKI7xCCUN4hB0C3IUCId3HQUeX9jIxwSqXr08hk8jkC0CDHgPd5r8A6pLYltEogeodrC+hi9lmIPNNBhD0lOltQIX4TOKQhnWsjKgoHLFSsXj7B54whJusDD5m1mW316tZB+FDBzy+IkhN0cqwQ3T89x6+Q0ynoWF3roazkycciMojRCCoRzeC2w+xRmn0J2HHJeI1uO5KGAYK1Y8hCpw09p1G7hFS4Ti0UVJRo5EEvygxJzQKNXDNH5nN7TIe1P1YjfyMvgf6yk43sJlwa33XsKWbzePLU5Ym1WxXZvin/ylY/fMRjfeaRdlIsA2YEaycnpSUA+wQQTTDDBBBNMcJ8QD5DszuTO77uMPRszC/G5HJl4fCwIrufE53LIB8H3mJDbMIBXnUJdOn4zY+ZzXcJXUupfT1Edh/CgOo7aN7M9MauhWnuw5UhPaGwoETsOuesxAcSvZqgVU3g+G4cMDeuLs1itWD04z9UTy1xaWsY2RhcFXK5Itmbp5/Oku028LS6d9HSKc4owbuN9EXznrkmo2jTCLawLyXwdMcj+apmjZUY3WyBzUzSDG2iV0HdzaHZR9FHkg7W1fFBb7dGyRyB6BCQEIicgYU7fYFZeRZMjKbZbBMAghSWQOTXVJqSHwqEwCCSR6KNEglI9BBZFf2CLVlVR9wi6CCyaXSApMvS0UfQGAXeGKkLrYiFg4EUuKIJOSZ85fYnp8CaB7OG9xVqJI0RhEYQolaOVQ4mUWtgG4TE+Ivf1ghruIpTIsT6grjeJ9TZh2MVbRZY3UUEGXmDzkN7qMm5wXpyVtM8dod9pkG/XcL0Qzs8QpJ7WVJ2ta3Ws8ASJRWaWZDrg+pPzuEEW4M9ap0keCnBTmvyQwsUSbx3ZjKL3TIgf/nIYMIuC7JEA1S3KJ7xwmHmJlwK9aTAxOClQazlqwyF6DjyYAxofCPKjAekjAQQC15T0nw6xTYkXYAfPq/oJ32ncTbhNRvltySHvitfhdmuzKobBeG4UP3HsLCc+eYVbn1lmenuGmfUmM+tN9v95xvRXSiXU9ik3EXWbYIIJJphgggkmuBf8t/F4j2GSEf8uYy8wvmnwAQX1dlERXjUY5QnWCvruuJBb/S/66G0HWiBbDl8ToKH5YlpkJOckwlAIWi0VNPX8iEbdMuhth77lsNMClXh8E3wi0X0HXiCcJ7ySkx4PuPzZKbKLMcrlCFnUHT+/sMIr0yWNxmSa9rkjuCwk0mvY7Aj9jTq1xS2Qjlp9hyDoYV2A84ukB5qo9RxQ1PQuPtdYNNaHONfDuQAvBJHuoETO/sabrHQkPbNv4AGeIwaCbflAFd34KQLZQwiQPgOhkSKnHrZQJqfvpsErlMgQwpHbQiAulF2mwzW6ZgHrwBHhfCGlNvQ5b+WHUAMFdwbU95A1IEDQQ6sU4TP6bhFBiqA+UGaHkA5SWfCuyBYPcvCaBEVGfaAS3xFdEjdPL58noEugU4yLMK6BogtSgYPcThV663oXQVFLrWWfmt5kOlyjZxZxOkPrPjpKUAPbCiEAbclaBbU/250mON5CyuJXR0hIa5pso8HJ9jrb0w0OyRaZMJhQ8eZHDhCnlqBvB4ru8EfmSX7oJ88RfzNF1T12WpM8HRG/maO2LcE1izkgUW1FdlwRnc/xMcWiz4xC5h4E6F2HWdCYfRLhBcGqwX4ra7/vgzDbOMLlnZEace/AGU28vL7Xp2ptNo47Zcbf3HcUMfDPUd06+/6sA1+5ResjJbV9kiGfYIL3H25z8KpQW+/l7nW3Me/OWmt8zLd51/kdpqPfFeO7acvvkbryNjUf66gq+zerenvt6Voy0u9W6bqFqVWo6bWK/VUw+j9H6MrtccXeyz+AzPTbrHarqJZYVGnYFduubn/02K1ks3vt3Yo11qExavoRXZbVnWqWDMw3ZpdH+mUz5fbTdrmvKq1S0+9+rUsl7trPV+dMpZ+vtsenQXWaVjYnxq4NUamQkHm5kbw/Gnq1kvK43KrQ1GeD8t5iaswbrUpVD0Sr/BxGKezVdOvdaOrjCES5f67CspRjWklV+8Bqv+8FJmJtE9w3XK0QYxOpBwfqlkWmDjMjcbGEzGPvIOSmtxxCCvSNgQf48WAvKJc5qK7D7NeF6NrbDn8S9JbDT0nkmkNYR3zW4hYEattj90nwCtFz+ECSnFCkpwLsjOLQmbcI/jJEtiVuypE/l/HaRlk3e+v6AYTOiyBYOGoLW6T9KfJOjXhhm5m5DeQgIJyaXufW6mmML+qihTd4JFr0cD7EEeKFJpa7SCw1tY31IcgAj0erDOs1yuU4FLHow5A67uuEog1CE6tbeDSB6hDIDtIYLEFhEGZDtLJkNsS4Gs3gFrHaZj19jJpoFRZgPiHzc9TlOoFIUdIOfkQlUuQoYZCihxcBgewWWWffJfVTaDLAYYixhCjfRwiPEDmRbpHbOpHeRcsE7xU7+XHqco1I90ltE0+E8TUcCuEtTkbFj4oQ/z97bxZjSZbe9/3OFhF3yT2rsqqzlq7url6mmzM9w+EsblKcIYbDkUmIBEGBlARZph4IAhb8YNiwDfvJTwbkFwEWTNCCaVgWRYq0xhoO6eFwG4kUh5xpztp7V09Vd2XtWbnfLZZz/BB5b5yIyszKysqszKqKH5DIuPdG3FjvvfGd7/99/zzQlwYt+wjhaKmbm8F4xnhwnfHgOr0T86yvHb/j7k4IsOlmmUByp6z66uwMP3T5vVx9ESi6EwEq1azONRhb7rMx02DQ8n5QrUMtWzqfbZbep/vxfOCHNIZAk05L9JIlOWkRVuESl1+rsUOsW3AOEVuQivhJgwsFciND38iKpmw71IHfjfutE4eta8WlyWievzrqmi6bCdHcTaQp/9reSzD+zPRN3OZ5u9kb49vtZzj+Ze4IxqEOyGtqampqampqSjiOpA3ZXqkD8QNmZGMmHOGlZLPcWODGBGrD0floUMr+DaXsrikRXZvX0wYCdduSHZOIxIEGMWwKIQVOWcILMYMXQ0QmyFoCuQR6JSOJco9xAZBC/HyA1bkcWKSgkozTby+RTEmYyWtyzdsWPf4MqclHG+N+VArqhLREE+uAI5peQd7yRsykZeb4Ba5ffBrnIMUgGBC7cSK5Rm7TZUFKIrUKCAbZBC11lb4YJ81yr3BHRkaApo8WMU4ocCkCS0NdJyVEiwGZ0xyL3mQsu8q17sv0shmckMgsxjoHTtNNJ8FaDBuwaRsmpETbHuvpCQK1kfdqVzEWCHWPOIsQwiEZYGQfh8DYAJvp3B5NpgjbyevARd7F3ag80DaiRyj7CJkSyj6hvE43m6KfTmBEj0EW5LXGVucBvEsJ9Do4h5IOIXpImdewD+w4iLy53RBrJXG/QZI0USoliDZwmWSw2ibthlzfeJF4tUU6WME5mJ++zWtvnKZxYoP3Tx1Dug4nFtd4rX+SuRc6rJxsMrnQoTflGLveRQ8saShZP97gD258mM89/WZx7kv9CQRuTOJCSbJphxe+FaPWLOmMQl1K8oC8C/pKRnDdsjotIXUElzOyMIPUIWKHUzD4XDngPwpIkxGdun1f7zEMxv/RJ/+cj04sFC9MwuQrPf6MH9o2GIeyB3kdlNfU1NTU1NTUPBrUgfgBM7Qxa65kIMBGkmxW4SSIgaMqCBpK2dM5RfiOxRkQA5ADi00k8WlNeDnFDZUs1uXBdyAQGYTvJDgD2UlDPwNzPSU1AiEhm8/X6yIxykBOLXRIjERax/j1LmaQkRjJ2fVF3nsylwcFUf/OWlkHylQkMAyDxDEaaonV+CwSS8ssMUgTEtcglGu0zS2syyXnDkmoVrFukunwAmvpKeKsQeoaRORZZSkSnNMoOUBKixWGhlykoTeYMAt58zWZ11HjLJkN6DKFpkeoNsgyQ99O01Q3cbKBZECcNjZrsRtEep0ka+Bc7oU9SMGhCFjH6JiGXqWfjZO4JlqmSBEjBPTsGEJaBBlOKCQxjibkDuGEsocUae4VbmMaaolArLPimiRWIYRF2h5GJ0yYK/TtGFPqFn07g3BiM9veRes+bXNr83Qr1ldPonRMPBgndYJ47Rjue5Jec4JweoXe9DjqYsCN6FnemrnBC9NX+bGn3+Qbq08yOJ1wJZ5m4YkZAD514hJYx6ClmLuwSmry5n5BL2XuwioffHhmdG6rtnt2TNJ4I6V/XqFXHKJn8+v9rCa6mOZqkA4I4cA6HI7JL3XpfSwgnpN5z4SuI34uIHlCEb2ZHHg9+E7czc5sJ3bKikMejP+zr32BQOXZdCUzfv6j3+BTMxfhFe4ajA+ps+Q1NUeM3DzjDofLkmDJn67KgEsSdk9C649+y/Ln3X9t3/NCD0qO7q+yshPOk6Z30qKjc9eWj51UxbYeV+uj6ROt9dJ8V8ePj6YH48UyzVbRTl02yrJp+p68PS00xsJWpM2+QGq7jvNHkVJ2xZdnVzuUbv177J8zm5Y7zq8kxaD6uvXerzwbM7I4Xk9FRcnXiYnTpfkuTTZG0/F6EbbovtcFPKm8ubfdytsnUe0K7z305eil7vqqfAz8jvqlz/kO3dV9mbpLy8e4PyiScSuD4jpcCguXlVum3Em+KePRtC9TV3Qp492ne6vV3snwpehVSp3WK98NZTl65fgfMI+SNL2+m3sAuECQndRs/EST+EmD1QLblAyeD0ofTsil7FiHM4LBs5ud1QcOBg6rQHUd6Ywimdc4AbYp6T+jyWYk+lpRhw6QHlckc4bklCKbUnn9cgLpMTmqSTf9DGkdc++tEnRThIOgn/Hiu1fRm5YPx05dw6VmpATpnrS4VBFMrJW33UrWV0+SpgFSONRm8zQje4R6nYZeYczcIJRrGNmhn46xkRwjsXl2eyK8xun2NznWeIemukWo1xg312mpRZzQKNGjqRdpqNsIoRk3V5HSEmdNNpLjSBz5l4FCM0AgyJxGSEEgV8lcSEvdRMmUzIWkTtNQayR2LG/lZkPSTJPaiJa+SSpCrM07oWc275yeWUhsc7Nhm827ewtBS14nI0QQk7oAIVLitE3mAnrJGFIkzEQ/QOuUprqKkgMCsYqUMBd9n1Zwm4ZcImaKhl5CiJTMKlLajJsPkJvFR910GiFSlLI024toFZMmhrjfJJxeQSrH4OlpVH+N8Qsb/MWrL3KhO83L597jZ3/sT7g2P4ZJ09HNxF9fPYtJLKvHmrlt2vDLzYFzDmcZyb7N5RSXWhrfGtD6Wo/mt2NSlTH21R7mBzHqtsVlDtVx2JYEJXAhZOMyV3bkBf6oJYu+7Rh8KCB5yuCMgFDignwdDys7NW8DcE4ySA2D1NCNI/71N1/hvdvH+NTMRT77yve5+TMR49ejUgO37Rg2dqubu9XU1NTU1NQ8VjxCzdoe2kD8fmtCHyQidqhbKeZiPjKVnNUkpzROUeqUDnlwLGJGwXh6UpEe1wyey7tKpzMyb86dWPSNjOD9hOBSSv8jIXLDH6LMbaM6nwxxoaT3nCGZVfSfM6RTapR5TCLF+PUumZLFSL2ATjNk/kbuU6iDlLkPXUC0Ylyk0K5H88QNpMqDD7yoeQAAIABJREFUgOXn8lHlfncCIVKEgPj0MdpmkUgtE9sGoVwlVBt0kwmW4qcZpE1WkzP00zF66SyDbIxuOguAEX0mw8s09VJeN65jpoN3CHQfLfpomdBUi6wl82wkx+hmM/SyGaRM0CpBCIuSuQWZdYpArzPTvARSbvZUdyg5INQDxsxVjOwgsCgZE+guE+ENWmaJk9HrWAy9tEHmDIHo4IRCiw4DN4UiQcsBLb0IUqJkjBFxLlFP2mQY+kmLjfQE1gY4B9PBe0RmgzGzxJi5ybHGmyQuwjpNoHtMmItkroEWCQ2zRlPfYCM9hXX5aGPmAqIf5IGalJaouU4UddA6Q6ri/A+emSazPaa/3+HV5WkWZzJePnaZT5y8xOvn5+k0A6yATjPg8kvTCCG4cX6SuJkP8MRNzY3zk6jMoZKM4L2E6NU+U/+ui76dIVNH+PaAiT/pI7oZ4fsZ4cUEaQXSOWQnD8qdEtiWpPPxCGFE3n1d5te1C/JrTvQ3t3s7C78HyHYd1HfL3YJxn8wq/vWrRTD+mXsMxofUAXlNTU1NTU3N44Agz4jv9e+oUUvTD5ihnNduNlFzGxnhqmXwjAYntvRHzsYEwaUEEFjl6P2QgXBzzCRxqKUB0fdi7LTCBQLVdURvJfQ+ZAg/SBFJXmOezCmEddiwUMZVr8HlUy3OfncRO5TeOIdOHTdnxokGCR90p4mt4mfOfZff+WnDSnicc3/8Jis/+gSuGZTeK7NmpAaSMgUcTbNG6DaIswadeJbEGhpqldX0KSQxgZFk1tB344yJq8RZE6O6hCIBBxmG1EYIaRlX1xDCEmdtbg+ewTlJQy+j6BHbJlrGWAb003EyJ1EytxZz1pAkIeNmAYfEWoFRHdr6BhkRkVgHJElmaOgNGnoZUGiVcKzxDr10EoXDSofKUjICrM0wKpfKJ1keqGvZx5gOkVwldSH9dApUxlRwEUHG7fhZ2uo6kVpBipR+OomUGQ25xFhwA+sCFvvPEqj1kZu5Q2Fkh246TdvcQomY1JYldEKmSDXAOU+N5WDjh8eY/bMLmG+2+MOpFzn10RXmG6ukRvH+qVl0kjF/Y5njF9YYW+zRGzOsPFFIobAOawSnX1viK+YlfvGDvwJr0TfBhQKkQK1aZMeRPCUR1tF4Lab7ckB6TKGWMpJpCVqC3VRyzApsW6EXM9S6xRmRqz6G69tjw7ajxN1k6j7DYPyXPv4f+fSmTP1ru5Sp19TUHA2cAqvufG6I3aYbM4DTnmxWbSMRrkjTS/J25XWOrjQwcv5jTyIsZHngztm7352KOyT120ibq1Jmf9vVLiW9vjQ9K+4z1lz5nsPnmCqk5Oda5b4e35oqpM6DyeL3M54sJMF6tfK72vMe+3Lm6rHy5OjOl2EfBZm68M95pbmr91h41xC6fE/qTPGaNdt0Eq8ckp4tjmvHFdPVztptTxI9b5aL6XZ5QHthsujCHq8V26N7xfbIdHtJvdPefHG1ztJfppi03jK+TB3A273S53zH1Gapu3r5XGRZsWA/Ld58PSmuweWkVVpmwuuiPiaL6UiWVYXGFe3tlStea+7w+dtJqu6zU+f1mt1TH8UDZuQjHkr6zxpsW2EDEOv2jnrYYdAuB4503pCeVJglV/rRNVdSzJUUmThsKElnFbYlUMtZnkE/ronP5Rl3YR3RGykuEkRvJ5jFjMbbufXU0Hs8M4qFl6aJQ4UVgrihufH0OJmU9EPDUtzidz/4KKFI+bvPvsrk526y/LlTTH3tKqIbl/ZVyWQkXw+iDUCRWUE/m6KbzmJkn6ZeoZ9N5g3PhCV1IVKCkV1SmgRynclgAYEAIZkMFmjpm4SyS1OvYESXW70XSLMAhGQtPsHi4EPYVDBIG2RWoEUPgUC6PpFewVro2ynGzHWmgg8YD64xE1wEzOiHU7hB3oROLAEOIVIcYESXieAK8+3v0DBdQrVKSy/T1CtolRDJpTyTrrqEaoO2vpXXsbuQSG+MOrIr6Wio2wzsGL1sGoFjMrpMJNexYhjI9wjVCkokgEOKhIZaRMtB3lkeNlUCenScnQMTDGi2l3GZzJ93YFNJezUmiG4jrcBZSebd+egk48V3r9Dqxnzj2ln6Y4b5t1eQ8WbBm3WYxOIsJCbPXH87OwNIkKCWLXIjV23kOnZQ66AWM8K3YwgFvY+GOCNxzmGbko2PB8ieQK9YbFMgBg65btGrDjGwJQu/w+R+s+Jw75nx33r1FS7cPsan7yMzXlNTU1NTU1PzSOPc/f0dMQ7/rvcRZ9h8DQAjRnZNTnBHU6pR0D6cXwpsW2CupSQnNWYhpf2XPeSaJZvWqG5GcDkhPaawkSR+QtP7SDDqai3XLb0Pacwtu1k7LnHSYW5ZkidUXo87DYtnx2isJ6OAC+swacqVubxZ27X+JP/yGz/KP/zEX/B3n32V37SfYMmeYuYrH7D0k2dwYb5PUXOV9dWTQIoUFvUsxG+2EG6AEg0CtUGcNbFO44QkI0C4XCyuRIZigHWaTjqNkWtEahUhBG1zk8S2ActGegIj10ldm342jiImkBsIBP1sAinSPChmmUzkdc9Ns0Tb3CJUHTJnaKqb9OwUDX2TxLXpJrMEqo+2MevZcUI6efbcKQLdxcgO1hkitQLO0stmCcQGSE3mFNZpQrGOQ6Flj410niRrEKguCEk3nd0MqPukLqCpF4uxFQHOpSS2yURwldX4FIFcR4rN7wyhCeUaSsSbl0TGRPABy7pFZg1aJbTH82BtMDugvzKJwBEdWyWaWkG+ubXp6fyNZRKtR01HskBx9blJWssDhHUIB7efHMP0slEWoz8WkGqJWgc6GUIKknmFXrTomyloidOg1ixyJcM+a1h7ORxdj7Yh6LYlwQcpIob+80EuE0pzm7PuK409NWo7qmUq95oZ/61tMuPhv7lEtul9m04ErL0yV8os1dTU1NTU1NQ8LhxFifleqQPxA2boI16Skm1KcH0rKNsQqDULunyDnZ7UBG/FRGsJaiXLvcZTkBsW2QdnQC1Z3AkI3k8YvFjYoUWvbdZE9LNScC8GrlSPmxnF5ZemmVroYPoZSUvz+vn5kX0ZwMqU4f/5zif4ez/8dV48cYV/f3oWe2Ka4PIKg2dmWX4uYOrtmLGJa/S7E5tB4oBQxXTdMZRMsQgC2UXKFGsFFoVzGQiJokfimhwzb6GkxTnIXAMjOrlfuOwAjsSGBLqHSw2hLNRHiW0wHlxBIDbtxAShvAzC0dDraDGgoVdG++MShRYJ2qVEapleOotDYrLcNzyxLWajtxgPbmCd4kbvRfppC+cEoVoizsYI1AqdeJZArhPpVVIbsh6fzJeXERZJU3ZxztFLJ2jpmMwGZKJJINdQwpLbhysC2UOKjLnG69zsvYhFoGRCKG8hhKSpl0bbLkVGs13IuIY0ji3ROLZ0x/MAOk2ZvNihuTzg7MYi7U4fq8paSicFzdWYG89MgBTofsbsBxsszTexgeLq81O8/ueneHFigeS4wbyfoJcs8ZwiWEhxkc0VGXMKTN46zwWiZM8XvRaTnDFU2Wpg6nFjGIz/vUowPv3nTxBsNj4VyynNf/U+1//B2ToYr6mpqampqXn8qAPxmt0y8hEP3CjbLGJI51TJCkptWIL3U5JTChcWFQNOQXpMIWOHWoRkTmMbiuBijFPgJhWyZ7HjAekpjbmcjgKf4SCAiwSia0frd015Rz1uZhSL58ZHj9MP7rQiuLmeZ/f8bG71wyClpdleLjqon2kiLlqES+in00R6mTF9leX+UygVo0SMZpWunWY6eI+BHScSeTf2TnoMI5o0zQrWSRyaMXONOGvTSWYR5M3L0kziEERBFyEsDb0KZAigl7VwThHposO7cxDIDoHs5jZk6WReF+5AmQFNnftvS2HZSI6xlpwBNyCUGyzF55GkTISXidMmkV6nqZdRcoBzkpXBPD07TctcJ87auUGbSEltiCWiqVfIrGGQjROqVYwcEMo19GaNj5YxJ5rfo5tOk7kAJWKaemnUNR2g99L8PV2DOkt5/r0rBI2U1Gpa3ZjT15a5cnySNMi/Av7q+pN8IX2NQVOXBm2W55tMX+2yeKZNGmnefOUEG6+HvDzzPi5RWC0wS1luyRcKsglJ8qQhmdfILRqg7zQwdZS4Hyszn3vJikNRM+4H43/WfhG7ac3i4pDpb85zog7Ga2qOBE6A1eAqd1NW+9Nevakuf9c55f/ee/Xepdrqao24Xz++Q322/9h/C1t+v2rN+JZUbc22qTEWlQHebWvdt7HFAvKGtJtsJIV92UrWKM1mPWumaVkc8PPR9dJ80zMbo+nV2aLutrfoWThVasSDQVGTKzJvg+wOx8qbz20tRtt8cZ/rx7exnNu2DhzKteBmm2nAhsXAeebdm/p10sjto6K+90HIKvsderXIx1Rxj3a6UU40vDNW9Eq5NVFcD3GvWL5ad+33IPA/cyqu1MpnfvH21jXwWSVJ4D/26+Z36hNxh1exP5+3CalfL54V+9fLyv0RurZ4vG6Lz8W47ZfmizxrJuNdlNL7kEXVbfO2R3nX1lGqCa8z4keEf7n8n/APp/7ysDdjR4Y+4qPMd1vmtmFbyNDjUwqzkJKcM/nzA0uwkEHqcC1J/KRGxo7sOMieRS1bbADxUwH9D+U2UH7X6eEgQHpMEl6wOGURmSDx7MvobL3d9xuIDDuoh40NhDR0bUSklsiygNi1mW5cwMgumQtIbJtp8x5GZWQ2ZMOdRNFDkpIR0ksnyZxBkhCpZQZ2ilAs08meILUah6IhF1kdnKBlbtPS+ReRdYq2vomRMc5BP5sksSGJbTFuLtNJZ4nUCp10BmsNCMu0/sHmHkhW4rNk1pC6Rr4tTjMZXCKxDZLNBnItcRMtB0hhSVyIkpZQ3KKlV2ioVQbZOM45QrXOmMlvDjbSE4RiFS0HRGoFh74j4z30Dd8PTm4sEesiwHZScPX4JE/cWuHyyRmcFHk/gW7K7TNtJq920ANLGkrWjze4fabFoGUw/YzeeMi7r5xg+QdNPi+/T/xiAJdS1EYGQtB/xpA8afLgunHnL086p2h8P84HhBoyvxa3aVr4qHC/wfiJT62RbP7Cd9KAP5l+kQbznPi/32flx3Kf92oDqJqampqampqamqPNo3v3e4SoynOhUjueOMyNDLFhkWsWp/OO47IPyZMafcsiNzLkQOQ+zV2LE5DMCeInQwabQXg1s+gPArjnBHIxRfZBL2bET94pD75fhvJ0KDqoCyzj5ipadOllk1gnORa8ScssI4Sll+bBceZCHFk+IOlSenaSQHYZpBNEeiXPfhPSyZ7gZOPbJNnHWEvPoEWPht5gkLXzAFtcwTqDRdPSt5gKL2Gd4mbvRTKnGNgpjFilb48RikVuD55FuAQhUwLRoZvN0RbX6CZTxNkYDkliW1inGGQNpHCbEneLEgmpC/OBAL2ESycZ01cZ2AkcIIXDyHU6yQka5hr9bJxIrdHW1+ln42ROo2X/joz3fhOlCWmlY2oSaC6fnKbTDIgGCf1mwNX5SU69uUxqcs1/0EuZu7DKBx+eYfHcOEE34YWvXUVYy4l3V5BjIK9lxE8ZzBUBCoJblvS0RV9K0KEkfDcmftIQP7VZLvFmQnJKoW9ZRNdiFiwbn2vuWZZ+VOvD75dhMP7zL3+Dp2duArlCwyjL7Mc6/DafoCHmOfHna4DDOcdbh7vJNTU1NTU1NTUHi+NO94KHmDoQPyRGEt0MoncSnHAEH2TYFrAhyRog4zxYT+YU0arFKYe5lWFDsE2BM3kmM39Dh+w4stARvRZjG3mWcTgIkHdkh3QzCy8HeYd2dTYjM3fK0O8XJRPSNMg9xZ+ZofXeLZp6iX42sSkdz8mcQQoQYgCoUTDugH6azzsK0RxI0SO2bVpmlSfEq6wlp+lnEyiZMmXeyxvACYuhg5EdpMjoptM09SK9bBLB8uj9O9kJGuo2SiRYIsDmzdjScXrZNIFcZy09hbNyc1AB1pInCNUqWiZEao315ARSDEb7IqRkOniPOGtvZt/HCNQGOEdKyEZ6grbOLcy07O9r5nvL8xAL+tpgbHf0XO9qm+aJdTrNkPdPzY6e/4tLGb/oXs0PzrAZunM4CyrJeOHPriLTDJREDyyXVmZ58uxt1KolOatRixkudZhLKbIHTjiIofmtAXrJkk5LEC4Pwvt5iUR6TKJvZMRHTJq+39xrVhzyYPx3vvXp0nOfPvc2n3/+NX7xY9/gt8WPsPbcNAAiA769X1tbU1Ozazal6VllbLskWfVUpbYy6OhbI4m4+C12gSf3ziq3ap6dlm9ZVr01La2pNF914Nf3WvPepWpZ5r+3L3UuTVe+yz0JtG/V5ltKVWW7whZPdD07pxXbLM03cIuj6YYo5jsflqXpz0wWdmZ/fbz4Hu7dLpYJ1svSXzUo1qXS4nhVLeJKxNs876p2cfv7e3eHtdzw+e3OESBMse8iKmT5rlmW/2etYr7E87xKvdlUUL6e9DaJBVu5Qo0otmnSs+A6GayU5jvRXh9NL08U5yXpeZ+dqn2Zd1H5pSF6UN4Gf1N9ubMvTbfVj5/3Gc5Cb76Ku54vTS9N7yDl90m962RQ2Yiut+K+8u3iyhvRdMVF2feuQ4U/Xb5+pF/q4F+7VWfCw5SqPzpx+BES/O+RhzUjlpzWiBjMtRRnQC/lF3t2TOMMmOsWFwr0jQyMoP+sQfQdVkJ8LmD9J5tsfKZJOiNRN1NsKPLu44O847XasLkV2oYleC+h/ac99M20+NKRAhfA1MI22vQtaJ5ev/tMm0TNVZwr22zlEuzFUj2MEgnWgRID2vo6WgxwztLWNwn1BsNP27CDeEOvkbkA5ySxm6SpV2jpZSK5QeJaBLJL29yiaVZwmzcXmcsHBKwrfM4FkNgo706OGq1bCLuZ9V4ksU2M7OCQ4MDIfm6FluaZbbA09SJtcxOwBLJDS11HiZSGXkHLAaFapalv44Te3JWMXjp+hxz9ILnWniZI09ENlnDDrvhTpfl0ZrlxfpK4qXEC4qbmxvlJVOaYWugg44yxpQGTVzu5L27meOfGHCJ2OAnZpKJ/XuMaAtfMfcaRApQgfHNA+097NL/eR61ZBCC7lvBCmjcp3AMP22f/XizNtuPrF5/jq2+9xOnGMr/40W/w0c++xUc/+xYvffbdfdjCmpqampqampqjjXB7/ztq1BnxQ2IoG2//aYqTAidzGfpwlHgUMPY3rxojyMYl6Qk9skADSM6YvOO0EbiWKNWcO2Fp/3GX5JxB9h0ic4TvJAye3ZSyS4Hp7K8keihPl9KWOqhnz00wdfFNAFbjM+BShIBQrjGw85vdwW1eM600E8EHbCSzbCTHcRiUTIjULQQWJWKkSEeZWyEyLBphyZ8nD9y1zEcClYhJbYQUCZkNRxlxI/tYB0Ymm03eVjaX62OdZD1+AiUskV4lzho4Z5gKLxHpFaRIUSJmXF8dycqtU6zGZ3DOIsRmhlwomvoWjhX62TjWGRCOieCDA5Wj+6RK8/2n5/lM+y1sAhthyOVKV3yAfmj4+s1zfPKJ94snrSNTghNvL3P6jds4KehNhsQtTWtlgEgsb946yXP6GslxSTah0VeLLv0izZ0BnAHZcbgI5OWU5Gx+rTuVW53tRNVdYKj0OGj2q2HbfvP1i/k2ff751zjdyDMHvdTwu4e5UTU1NTU1NTU1D4Ij6Ae+Vx6JQPxhaNrmUwosQkE2K3GRQHY3M4PWEZ9QqI7DjoNIHPpairmcYlsCsWFxbUk6p3AKbCgI302QfYcLcyk7RmBu2TwDLgUuFIiuy7PvN7I8mLeOJNp/WfqQYQf10ePNwHMi+GDUFdyoPvPBq/SzCTIXoGXRJbxtFslcE0EetBdZ9SUSG9HQy7lft+zQT3MJuJG90nwATb3EanyGUK7RcSdxLkUIxZi+ykZ2klDm8vDqci1zi0E2DmgitYJRA8b0FQLV3VJSPvT4Hu5bIDsY0UeIPAPc9AL9BxWED0m1ZuVci/XjDS4uH6dt7szOXpmb4sV3r+SZ880O+2EvJeyljC326E4ETCwOCG70WJ1rsHq8wcS1Lpc/MsMHrRnWZiL+ztVv4wSj607dtqDygafUCFTPAY7gnQTbzgeDBme371eQl1SU3QX0d2P+xdm/Bfvf5uDA2YtEfSu+fvE53rl5kmaQDzZZK4H/cN/vW1NTc4+IXJJalaX6ktVs4E0HZSGiDD0JeupJzjO/I3TlptOXj3s3pDs0Py7L2asdy0syNbamuozfKb3UddtsO5/zBn99ubCrajO9zel50vTVrCxNX7dF1/Tjqjjgp3VZvffh8YXR9FvHig7cG0uFKsxslHdcDwq5duSdlzsE0P5x8eXfsadTz8qqL+HJfd1Ota7bdVevdEkvSdP917wyARGUL1AReo8bxb7aVliaLxnzEj9tT5reLLY7ipLSMm1d7LsS2yvefGnzmNe5/4Qu35+cbBQd1a+OFe4+t3uebD6t3hB415dfeVEZxC+5u/inwu+6XvlM+B3j/WbmWfnQlR477X1OdfmcS+W9tsscg/U2MPF2MKnYN/hd6/t+B3WvPMVUzpF0/mvFe1e/Giz+5+KhF1iXEEJ8Afhn5Lv9L5xz/3PldbH5+n8KdIH/3Dn3rc3XLgHr5P4PqXPu4zut65EIxB8mqoGFHZM03kjpn1eEqxSdzc8q0hjsmCB6M8GFufTX3EzRK5b4jCZczohPaaQWiCzPeIuuI3ojIxuXBBcT7LiExOV15u9YnNnMsm/aqC2fbd11m3eiN+fu+Pj5TdtK8740T+O1K1t2BW/Luwe2fpBuZJ+2vsZA5lnmlr6RW47J7I4GaP77CHGFxDYJZA8te0yEWw8CAJxsfr/w9BYJoVy7w9N7q20e7ls1Q14N9PfCvVqX3QupUbx+fp4X5Y2Rn3waKXQ/oz8R0F6NWT0W0VhPCFdjEIIf/Mhxbp6fHL3H7018lL9z41uYGxlkDvN+BtqRnDLET2qyrqXxRgLWkc4EZBMQfJBix2NEyh0Z763cBb7c/yGmFjolu73HkdudcW7vvrKkpqampqampuah5yAl5kIIBfxz4CeBBeCbQogvOefe8Gb728D5zb9PAv/b5v8hn3XOa2KxA3Ug/oC5I7AIJb0PaeS6pf+cQa5kZJMKO17YnA2eM5irGW7MErcMejFDrTiSExJzKcG1JC4QiB444zDXUtSaQEiBiwTROwn9Zw39Z01ek64g27RRyzr3nhGXwuKEwylZGsHfDcNgfPfr2trKK8+Kt2molVKQu53keydLsK0GAWB3nt532/btBhIOm42LE1vWLKdG8Zv8CJ9/4W0ATr65jLKOaD3BCkHQT+lOBgwiTWcyJG6XR6GdFPz1xlPEk5qfeuc1hHNYLUmOS1QH9KIlm5HYpiI7JhE9h0gd4XsJyRkzynj3PhLgAlFyF/j9tQ/nK5Fg+od/DPfKfmXFa2pqampqamoeKxwH3aztE8AF59wPAIQQvwX8LOAH4j8L/F/OOQf8lRBiUghx0jl37V5X9shoCY564yYRO4L3EqLXYszVDJJyZ1I5yOu8kzOGwYsB8dOmFIiI/mZAogXpCU06LVE90MsWIQUydnkDrHWHCwSOTV/yaxlqKcUspKAgPa7Z+Inm6P3vhW4a0EkDXp5Y4JmPLHD7k01mvhWjlrt3X3ifGQa5WvYBi5b9A6m7HgbwE8EV2ubWPb///S5/2FgjmLuwStzQSOuIGxqVOtbmmlijWJuNSvOPX+/SHQtJm5o/eu4luj/WIJuVqFWHa+TdR62WpDMS25Rk4xLXFIihgGKziaC5nEuobCOXyI+CcDjwkoqampqampqampqjhyBvOrzXv10wD1z2Hi9sPrfbeRzwVSHE3wghfuVuK6sz4g+Akhw9EMiNjGjV0n9201v57YRsXIy6nfsZwaHNmYsEomtHtbtqw2LbIpeeb9b02oZDdyE9odE3M4TNu7OrxYzwQp4VT17YfQBebVaVOsVvf/AxfvH0t/i5J7/D//sTcJnTHPv9a6z+MGRTRf3WdvJ0uPes+HbslOV+FDlIWXqVr37wHJ8/8zbO5hZmViuWTrVpLfUR3ZR+Q3HpE3M88fYK1qspj7opt54aZ+pyB4Tgz/vPIo9ZGisDXpYL2LZk8FKAC/MxwOC9vLbMRd41KTcHoID/c+xHOf3+EphiHSaxXD91fyUVh02dFa+peTRwEmzosIPy76pfO5p632+yXE6L9GyXZOrXi3tqo4rwTG53M1kpMC3VL3uDwK5ae7wbT96KRVbJGsuvC6/UiLuoeGyDbWrEdxhXTbPixZVqjbi32ce954/J8hu+EBX3G8/PnBpNf2OueL9upzyorDwrObLCqyusHGMlvTrsbmHB5R8fl6alZciyraer7NJKzj/v5fPi9RkIKwXMnk2ZHS+m04lyLflgoni/eKx4PmsX19BYNPAXoa36o2nlpS5t9UL2MF7N87TaKL32RFTYmV1uFaVwnbFin3pJNa/oHX/vWvM2DSh/HrcrZ6/2MPBrxO0ONeI29CwDA69Hgy6vSHn18f60lrtTnGZeTjWufJis95p1nqWbdzllle8TK7Y+Z5mrXPvioc3lzgohXvUe/7pz7te9x1t92HZ0h6zM84pz7qoQ4jjwR0KIt5xz2zbxeaQC8aPWtG3YlC18N0FkjvSkJp1ThENP8BtZ/kXrHOnJzU+2FLggXy5+2pCc1ujvxqTHJOEFO6ohz1oCmQn6HzKEF1MQFrXsUNcT1BWInw3y95KQHlfYSIARpSB8LyqC5bjNb3z9x/nlT/97fu7J7/DFn4AFd4bjX77KyicE2WTj7m/C/gXjNQeLyhw3zk8yfrOHGWTcPjPG2vEGqVHETcPll6aZWuiMasoXXppG9zPSUBL0UhACKwTL822+OPsx0lOKxlpCYiQ/Pfn9vJt615Gey388fn/tw2Adg5ZhcXkcDHes4/qpFplGl3bCAAAgAElEQVSpM+I1NTU1NTU1NY8de3O9HbJ4lwZqC8Bp7/Ep4Opu53HODf/fFEJ8kVzqvm0g/tAOZ2zHUZGoD7PgasMi+w7Zz63DAAbPGmxbQexwCgbPB7md2BAvIzi0OUunFP3nDMmsovecIT2mGDyjcU3J4JxG3bCIfkYyn/s4m6spIt1sypZAclKP3vN+ud0Z5ze+/uMYkfHpkxdJz8f0XzhO61vXS/MtPxds8w41Rw2dZJxdWOS5965xdmERnWR89YPnSCKFlYKVJ1rcOjfOyhMtrBQjaXhmFIvnxrn2whSL58ZZPDuGSSzrsxE6dZBZVGZZm40wiWXx7BiXX5pm0DL83vpH+J3ZH+HLsy/z5c6HR0G4SSzLXsa7uo4HFYQfReuympqampqamprHmQOWpn8TOC+EOCeECIBfAr5UmedLwH8mcj4FrDrnrgkhWkKIMQAhRAv4PPDaTit7pDLiRwm/KdtW1mHJE4qsnY+DqI07ZWK2XYyRuEAQP12We4nY0Xh1gLmREFzJcMqRTWv6Hwow7ydErw0I34iJz2h6HwpAbdbb7gPtc6vcvjjBSr+ZW1Moh5PiDouOu1FnxXfPQcjShw3bdJLx4rtXSLTGSUGrG/Piu1d4/fw8y2danH5ticTIXUnDM6NGGexr5wXN5ZjOZMigbVj2Mtl+x/PbSfZYZrxreXpNzSOAABtasqhiKZV6cnRPmZym5d9hmXmyYk+GvduMjxTlQfwSyreyKiTQoiqH3s3NadVXSW9jWRaVB+BtWLyWeb09stCTyVbvRH3ZrKeh3cjK8vF1b8HEFQe5Icr3S0+bonmxb2W2MFd8/17pzpaWUbEn6/Y3UJVVf4EujrHypPeiVxwH0S9Lt/Gk6sK7b3I7ydR9dioT8KTy+BZlFWm6bReP04niuA4my8duMFmsK/Z+rkS70HTPNMr2HROqkOhHnmWW3CHkiDybrHFZ1o/PenZ0Jzwrs5W2J6lPy5+/hGL/nHd8skpppvIqKHcrTfcf28CTcYcVibf/OPIk50H5PIdBcYxCVUwHsphPy/IycpfdyjLvw7TddHW3M++9/TIYWW1V7pe47E94sTsOuFmbcy4VQvwT4A/Jaxz+D+fc60KIX918/deAPyC3LrtAbl/2y5uLzwFf3CwL0sBvOue+stP6HslA/ChI1P1uz1tZh8mOIwsdqucI3k+JTykI5chWLDl991Mzuu4HDqFF/kziUB0gkmQmryGPfpAyOKtJXnjwp3unWnGog/H94n7UB/M3lkdBOOSdzxOtmb+xTPa0umdp+DCDvVvudf6ampqampqamprHEbe7wcP7WYNzf0AebPvP/Zo37YD/YovlfgB85F7W9UgG4ofJsC7cLCSILJeEY0TJOsyGAtFxqIEDLUhOKcxCSnzWjGzL7tZQzVxOsS2BHTO5lL2bj0w13oix45L4jEF2LU4K7Dhk0/Keu6TfK9ke+2fVwfjOHHSTtmiQjILwIU4KokEyatpWB8o1NTU1NTU1NTU1+8cjG4gfRlbc746eHdeEb8WotYT+c2ZkHdb7SJDL1ltilDF3oSQ5Z7BteYcEfTv8jHs6pwg3M+5yw2HHc7P7/kfCUe25SHd6t4PlblnxmsOlHxpa3bgUjAvr6DfrGv+Dppan19Q85EgHUUaWVOTCngTdb5pddbAUnjT9Dg3sdvirUn7H7Mo2+J2/9Q6duv3s0naduneQpruguG9xjfI9jG0U8/ny/dRTStvKbY9TftfmYr3drPybtG49SbUr5MxtWZawz3mtsl9qFNL0y9NTo+m1XkX2nniDz955sap829z0OnIHYXG89UZxzyP65e0WA++CSAqJt9hteV+1BEFu3SndhcW0rfyep2PF48FEMV9vpnwNDopDRDJRXDdj48UxnY3K0vRpXXQ9j0oX/PYhh/TOc7NiLTCti/efCwuZ+kqr6HofZ2WV3qo3napiX21Q3j/rf279MhHvY+CqOSz/+vRXG1TOX+jJ0aNin6KwvH8Nk2w5HaliOpTlm3jjPQ68G3y1y5oW/2OeVSTnttTpfvuu95LDKyGsquQfZg61WZsQ4p8KId4SQnxPCPFFIcTk3ZfaPQ+6cVupLtwIBs8HZOMCfTMja8uRJZkfRI/wGrTthqG/MuT+44NnDTYSZGMCG+WPRw3grLujPvx+j0373OrdZ/K4m3T6QVpzPUw8iONyZW4Kk6aIzetJWIdJU67M5b/Aj2PTssdxn2tqHmcO+n6kpqampmafcG7vf0eMw+6a/kfAS865DwPvAP/9fq/gQQbj1QDbGUFyxpCc0sRPF/7dfhA9YotgeSeS0xoRUwTjmxn31V9okx7XhS/nPdSc7wUtMqRyWCOQsWP96b17CtTB+N643+70qVG8fn6eTjPACug0A14/P0/q1YHXgWlNTc0jzoHfj9TU1NTU3Ccub6y317+jxqFK051zX/Ue/hXwC4e1LfuBbYi8A7qf7a50QAdG3uAucKNO1PcaLA9tzczlFNnL1zGsLd/u+f3mvcU5PnHmB/zUi9/jK+sfZWb5BFNfvUb69NYB9W4k6nW9eMGDGJgYdk5PjeL9U7N3X+AxoB50qKl5/Njz/YhwqCgjzcq/sX63b19+fseN4B261yHefUNlFufJoZXXtVvqSud2rzuzSHxpejkRIOzd706drORttO/s4snPG+X7mLTpdTZvFstkkde1uTqWrLfOWg0q7dXXPGl61xVy6HZluQlZ6OCf8juotwuZ+u3Z8lLfS4uB6J4rGuA4VZE2ewPWkZdMCdaLbdUb5R1Ufa9rundeRFp10NnmvFTOhfPPhbc9WVRsQ9osy4jj8eLxYKJYvj9dXtVgyuuaPVncv822i+M9F66VlplU3dG08TTEcofW2sorfYgqH5JJVUjTZ00hTV8Ki/PSb5WvDed9rjY8KXliyvNZr9u686Z3kj47WbwotD9d3m4Tet3Qvc7orbB8H9wOiq76bV281tLF801ZXsbvRm88+b+qbLg6wPbivmy91EH9QXAEM9t75bAz4j7/GPj/DuKNH1RWvJql3i7AHgbLWVviBCXZ+r0wtDXrvxSMMu7DZnGyl2fY7zcI//yZt7d97S+65/j+9XlenlzgC5/6Nrd/WtNIJ9Dv3V8gXWfGj+Yx2M8AVSUZsxfXOPnmMrMX11DJLm1bHiA2UfQXZui+d4L+wgw2efQt1WpqaoADvB+pqampqakZcuCBuBDij4UQr23x97PePP8DkAL/aof3+RUhxKtCiFe7y4PtZtuWBxGM30uAvVUQfb8Mm8WpDYtwuT9547sxIi6PHO3XsXAIvvjtT46C8Z/61HdY/NuGRjxO81tXt1xmtzLqoxiIHkXuV5Z+GKgk4/RrS4SdBOkcYSfh9GtLRyIYHw422ETRffcJbDdAOIHtBvnjOhivqXloOYj7Ebve2W62mpqampqDwN3H3xHjwANx59znnHMvbfH37wCEEP8I+BngH2z6sm33Pr/unPu4c+7jzalwu9l25EEF4/sdYO8Wv1kc5P9dkD9/UAyD8feXZ3hp/ArN0xt0nm7RvLSx7TJ1ML4zR2W/dZJxdmGR5967xtmFRXSS7UtWfGqhQ2Jk6TpNjGRq4ejc0MY3JpE6RWx+QwoJUqfEN+r+TTU1DysHcT8ix/bo21lTU1NTsyeEc3v+O2ocao24EOILwH8L/Lhzrnu3+feDw7A1uxv7JSffj27se8EhuLIyzfzkMkKAFftnLfC41YwfpSD8xXevkGiNk4JWN+bFd6/w+vn5kbf4vaCSjKmFDqafMXVlg43jDTL/WpUC0z/cjLg/yGAHZhSEDxEyf76mpubRY6/3I1I6okZM747yXs++zPlKmh1+2706Wd9O0lVsybRXI279evGKNZOMi40SiTddqUUu3Zz602L7bfBrpW1Q7F/aKKuG0lbxOGl6x6RRzJNVcyum2D6/5jVx5ffuu+L7uOv8+crJh1AU851QRa3t82Gh3FueKA+o9LPi9vhtr964pxql+fwa8dSzZwta3nSnfF50r9geOSj2VaaV2v1smxupym+TVX69vWcR521P0iqfv6RdPI49B02/JhzAThcWWtOTxcfiiVZRF34yKLvoTMpivqhqe7cN0tupqHIDOSYKq7RjuqgRXw0L+7Jq/wDrnTMti2PcM+Xf8EHi9Tfw68X9Hg/VXfC2TynPokyX72ECUzz2bcn8mnCAce/xRNAr5vPqxZuqXCMeehZvkSimTcWrWHqWY369eDVUeOg4ggH1XjnsGvH/FRgD/kgI8R0hxK89iJU+aFuznditnHw37KYb+37v+042Zjt1UL8XSfVRCU4Pmnvdz90cwyy4+3W0lY/1/I3lURAO+U1hojXzN5aBe6sXr0rRhXXMXVhF+TeD1pFEhyf7ru6PDJM7eo84mz9fU1PzSHIo9yM1NTU1NY8vhxqIO+eecc6dds69vPn3qw9q3UclGN9POflum8UdBEmmUFienrrJ4LglOz5JeHFtx2XqYLzgqO1fNEhKGRnIg/FocO+BaFWKvnaiiXOOseubo+bWYRLL8qnDkXhuNagQzK1gUz0Kxp0Fm2qCuZUHvHWPD0KILwgh3hZCXBBC/HdbvP68EOLrQoiBEOK/rrx2SQjx/c0A6tUHt9U1jwqHeT9SU1NTU7NLHGDv4++IcajS9MNmGIwfplR9P+Xkd7MuO8jBh2++/zQ/NP8Bnz/5BvZvCV53zzD3pUXWz6+RnhzfdrndWJoNGQarj5pUfS9B+EE3aeuHhlY3LgXjwjr6zWK9u5Wom35Wusatltw4P0n7Vg8rBElLc/1Ui8yT+PlS9iRSLFde3y+2y+xLk9E8f5X4xiR2YJDNhGjuJtIcfkO5RxEhhAL+OfCTwALwTSHEl5xzb3izLQH/JfBz27zNZ51zi9u8VlNzICjpGIsGJSk6QN+TxvpCtZTK91hJjl487auwfbsygMwUM2qvjE0NyrkVlXjWSp40XVbty/zH/kveaqvS9JIcOvTk0GF5G3xJtD9dkqZHle3xbKCM2v47t28LmXHfO3gp5WWMd6vbFsVv2GlP5rwSle8r1icKa7TUe+9Lsuzv1Q2KHUk967Z0zZN+b5SPiSnUx6VzJiv5l22l6aJ6LorpzLsesmIXSscbIPHc2pLxYj12qjzYPjZVyMznxwoF5HxUDErPmbIyckwWUnLjbauq1nttg6mUb7Q86y7fGs23MqtK030CWVwP66ZcB9FNiushtZ69nt1eu+0ffuXJ3oPKtRoqz7LMFPvQNuV73jFTHK8xXUyPK0+mrvqlZVqykLNH28jUAQLP2kz6knr86YdLpy44mrXee+WxDsSHHGbd+G69x3fLsFlclYNWAHTiiN/4+mf45U9/jS/Mvw4/Th6M/94i67BjMH6vPEp140ctEz7kytxUqUZcWIdJU67MzZXm200wnkSKsJOUg3EpuPXUBIvn7rwuhlL2YRZ92FX98kvT+xqM301eL01GdOr2vq3vYWbh/UX+m1/5jYNcxSeAC865HwAIIX4L+FlgFIg7524CN4UQP32QG1JTU1NTU1NzhHmEAvHDrhE/MhyWVP0w5eT7xbBOfGPQ4De+/hnWBxFfmH+dJz59jcWfOM7kt5YQ3e2z3nvJ7vZemj+yQexu2ev2PwjLstQoXj8/T6cZYAV0mgGvn58n3SIQvltAu3yqhUls6RrfSYr+ILqq76cnes2umB3aPW3+/Url9Xngsvd4YfO53eKArwoh/maL966pqampqal5VHBu739HjIcn2nsAHIZU/W5y8v3gQQ4ybAwafOX1l/n7H/9LjrXWuTLmcGNN1NqAtLl9AHkvEnWfhzE7fhQHEDYuTtzReC81ivdPzd51WZ1kvP2XM3xm6sKWMvLMKC6/NF1IzbeQovtUpezAvnZVP0pB+FaN8o4ip87O8k9//Zf3vPz/8r//40Xn3Md3mGWrL7x7+cV8xTl3VQhxnLzZ1lvOuf9wb1tZU3PvKGmZauzcZH3gSUKzavpDep2a/U7k3t1ZVXWrfPmxL02vNHlVnkpVxp4EuipN9+smt+uaXu3UrbfehmoH9FKndG/sNS0aXmOjcuGmCYvveuPJilXlKyFxxYHpe1r+viv/Vnj9aksd1Kc9Se+Tpqx+6jSKHSl14Bblbf3AFJaWa14X716rWI+uSNPjnl9OUEzLyi2QyLa5D6w87ZcxeGr9ijS9fOyyprcfY4WEemyiV5rviYnivuB0a3k0PR8W0zNqvbRMy+vcbaqlGNsg8SXs5R2MPHn1mCy2b1oVNrlJsP16/GuoqcvS7W7qlTd4nfJtqbSkvD2+xNvvyO5L4AEiT5oeeR/Gli53Tfe7o/ty9DFPju7L/QGavjRdFMubalmGd+wCr0B6pyysfMik6g87dUZ8Cx50dvwgvccPI9MfZ3sb39lrpvdhyo7f73Y+iGz4vTC0OWt1Y75x7exIRq6S8o9BZhSL58a59sIUi+fGd5SYJ5Hasvv/fnRVP0pBeE2JBeC09/gUcHWbee/AOXd18/9N4IvkUveampqampqaR4m6WdvjwWE3ctsPb/Gj0hkeoDtvCXaR0NxrZhyOdjO3wxgoWH/asn+V+VtTtTn7q5vnENbx8sKVLeu/d8PyqVapRnwoZb9+H13V6wD8yPNN4LwQ4hxwBfgl4O/vZkEhRAuQzrn1zenPA//TgW1pTU1NTU1NzaHxKDVrqzPid+Ewgtn98Bbfr+3ebQCzk5/4kJ18xX3uN+t7lDLk+7ktRy0bDtvbnP3NpVN7fs+hlH3QMlghGLTMfTVqO6pB+MMiS38QOOdS4J8Afwi8Cfwb59zrQohfFUL8KoAQ4oQQYgH4r4D/UQixIIQYB+aAvxBCfBf4BvD7zrmvHM6e1NTU1NTU1BwodY3448WDzo5v7S2eZ8i36ohe5ShlwvfK/WTGhxxmhny/BwIeRBC+VZ343djJ5mwYAO/G4qzKUMq+V45q8F2zPc65PwD+oPLcr3nT18kl61XWgI8c7NbV1GyNFpbpcOca8XVZ3Pz1K+mPTHl1qaVaX7HlNIDySkyVV5Ot4kotq18jnnjf0TvUiHvlr/ilsdUacd/OrFSXXKkRT/06Zb9GvO2ttFGWywVBUVvbMMVOaLm9rC7xCqUTl1Ze82qWRXG8m169+AlVrtvtBzdH09bLWfn1wVCuOV4Ii8HV281iZ/vt8u932iu2Vfj2ZUn5/Al/d/2TUdmGku2d8azIAm++yjE2zWK7x1pF/fFcu1zvfbpZ2JSdjpZG0yd0ca8wKct15U3vejeeZZncZe6vWqPs14i3xNZWZn6/AAC8Q+7XSbcq57njXbADr6wyrV7w2+D3DKhen6HnR9fwasSblWYAbc+yzH/NrwsfU+VjXLIv82ryo4oHnvG2z8+Z+G6ED1+9+NEMqPdKHYjfA36Ae5BB+f14ix/1IHz9acvYe7v7gtuPYBzKQfFBBuVHJQv/INmNzdn9BOT3Sh2A19TU1NTU1NTUPAzUgfgeOcgs+V68xY9SAN5P8lHm82M3+N78GbpPjTP+zevcOtsudWHdDfsVjA+pBsv3G5g/iOD7KErShwxtzuZvLBMNEvrNgCtzc3e1OdvPoPxhDL5rWXpNTU1NTU1NzT3iqDPiNQUHkSVPTmv0d2Nc4EbNqrbzFj9KAfiQG+sT/MdLz/DKkxf4+Y+/yr91H2f8K3Mc+93L3PqF0/eUFYf9D8Z9jnoWe69B+G7r8feD3dqc+WwVPO8mOH8Yg+6amppHFy0yZoMNZMVay3+sPIujdVn+bu6p4js+8WTqmWfHZIPy72XmWV7tZH9VkqZ7ilWRViTQbuvpkmtTZQzdl9H7quCqNN230PIts2zTsyhrlC2lWmGxI770O6zIbpUnu828DUwq58Ju44ToW5m1RVlWfMKTAidmccvlASLvII+ZQkp8LSxKq263yo1G1/vFQYpjTw4dlwewnW9fVpKmVzbCO2nKFMck9CT+UVA+xhONYltnokLiPRetleY7HRU2ZadMIU0/pov5JmVZ7h3tQY7uYyrL+NLypne8x12xD1Zvv57S8v4FCXSzYtvL5Q3e528H+zLlW5mJ7a3D/OukKk33rcj86ZL8XFY+I55E338/X6aePy6uB+N/J+1gF6e2kaNXz+WhytaPYPfzvVIH4vvIfgXld/MWP4rBN+QN2/JMn+CP3/wwQB6M/8ir/FvKwfi9cpDB+FHlMDLhe6kT3y8elyC7zobX1NTU1NTU1OyNR6lr+kMZiK/F0d1nOmS2CpbvJTgfeouP3qtD/vcAub/AaDMYd/DKuQt89uU3+OrqR3niy9OM/fUt1j91/J6y4vB4BeNHWY5es3fqILympqampqampgYe0kAcHmwDqP3iqGayDw7BH7/1YT519j0mTB/XcNiWwSwO7r7oNjwOwfjDGITrJCvqxEPDlbmpLevEa2pqah4ltLDMmM4d3bT9x4HKvOmydHRNF6919f/f3v3HyFVddwD/nnnzZse7XnttYxt7gRCIy48khDgIDEmp04YfoSk0SlFSVSVqWkWRmiaVUjVpUUObFKVVpKpKVDVFDRJISaERiYqAtpSUkNIWYkqMgRiIQzD+hR2If+2ud+fHO/1jZv3Ouzsz+3b2zbx5b74fydLMznsz974Z794z99x7wt/9lVKYNl0fif4urZut14NKeFuq7q7pJm3dpqY7m4/bXdPbZHEv3DXd7tRtRpKRnboB1EfC+2p27i6Ohg0aXRH9mz4+EqYcryy2T88tmPzUumlQ1elDVU0avITX0qbajkh0OLzaLCGoF6fQjk0/XumF7Z7ww9T2n5VXRs45Vllx+vaJSpimPluLVsWp1cP22f6J+1kzb1rJfJ7KJq1/pR+9xhOlsH3rR8L+bfCjqekb/TBDboNJR19XCNPZ7S7pAODDXuN46cue2A9U9DHfPIdNtba7itfd1zFvZzkIr8OYk0Y/bcoORNPRzbXv0AcPdod4NzW91vIx93NclmrLx0ZlruUxjePMsgPzOiUnZ9umo5dMCrpvbrvvUaFD2vrAyNGMeObriA9LOmt2SeQPiNXtOuYsBqpxJdG35a4PX+qsbbFax1t/fABjMxUUFBibqeCtPz6AYrV9qZlhxNlwIiIiomVQAIF2/2/AZD4QBxiM90LS19STAIVCgMATFKpm45plBON5C8iz2p/Jw0dPly8DAC0IqsUiJg8fXeTM4cEgnIiIiGi5mnXEu/03YHIRiAMMxgdFq42+9h9fi/NGf4YrL3kRb2zzsGJuFcZ2JROkZTV4dWW5H+W56ukgfJ4WBOW5apsziIiIiIi6kKNAPLNrxFvJ4rrxYXDvU1film3fx/YNLwG/BDyJi7HxwRMAjmL6kjVLLmfmmg9is7p2PMkgPKmyZUvZPX12xMfYTCUSjEugmB3N7pcLSeJsOFF+eRJgbXEqUkoLiK4JtWW3SoXokp1yMXzspB+uV50qhbfnKtGhWmXElDkzJa+CavTvaGDLlJnbUnfKlwW2TBZac9YB24pOWjTrwP3ocVIy67PLrdeFrzKltABgwqwRX1UMb7tln0rmGrvX37Lly+oaHlcw65J9Z434qDknMK8beNH14nYdsF1/POGFa6jX+eORc45Ww3JmU6be23QtWvutErRes+wqmL7bz9cKL2z3ymL02q0y5dnWmjXwa4vRXYHXeSfDx0yfxiNrlN1yY+F9T5Y+tnPXJdtyZmWE/aua93/cWfsdXbtt2+qWDgvv2zXidkll0GGNeKRMYYffAbYNJWctuW1TZC25XTvulCXzzWu1K1HWeK3F14W75eK8yHGFlue4unmfqSGXV46z48uT9PWr1H3c/cTVOHRyAts3vIQrrt6Nw7+6CuueU4w+15gZTyKAzNqscl7S6w9sXAO/VoM0195IoPBrNRzYuCbllqWPQTgRERFRgnI0I57LQBxgMD5o5oPxE3MrsHXdqyidN4Opiyaw7tE3En2dLAS3WWgjED+IrPkent8yienREgIBpkdLeH7L5NDvms4gnIiIiChBOdusLVep6S6mqi9dL7/AqNR9HDy+Bmet+zlEFFqQSNmU5aaoW4Oart7LADyptPRu1HwPe886I7XXHzQMwomGQ1HqWFucXlC6aMSUIbKp6TZdGADK3ujp26Om3NSYKTc1XY3+3ThVDctczVbC29WaU+asZtJrzW11UtNVY6Smu1mppoRWoRi0vA0Avm9SpUdMOa2RMJV4zcipyDlrSmEK9Kpi+Niok37sO+m689xyU3WbZt62g1G2zNmoGSrX3RJqMmvOCftuS0+tNindAHC8GL7n00GYjj4TRN/nucCUsLOp0uqUmzLvRbsyWe61Gzel1sYL4TWecNpqU74nTBr3qElfHkH0c1dE6xJxcbnneLCp1+HrjkZSwaPvi2fKz/kafk5mJVoirqph/yqmDl/QVbujn30vkjJuShh2LHNmlhmg3vLnjfvmPW9ToqxxXOt0dC9mWblO0ktHV0DTG+8mLdeB+DwG5PEMQhZBksE4EA180wrKszD73c5S1opTA4NwIiIioh4ZwBTzbuU2Nb2VQQg0B1W/rk09KKBcqGLD6uOorFEUSmUUj84tfmIC5lPC+xUY9/O10pwNpxCDcCIiIiKKYyhmxC3Ojqfr8Z9cgC3rX8MHz92J+7YLjtQ3Y/LeAzjw4Q2orWmkaCU9K95KL2bKszzz3QlnxRfHAJxoOHkIMOFNL0iT9us2rbR1ujAArPDC+3bX7BPF8unbM370b8tMLUyvnRkxaeq1aNptpR6mCNfqBXM7mkocmF3TVVunrIpEZ6AKZhf1omfSbj0nRd83afkm9X5VyaSml6Lp0Gv9cOfu1SY13aZTA9FraVN3PSf9vF06emBSid10aHvfplqPOtfBszu3I+yT3eV6LIhONkwUwv7OaPiezwbO+2d28a5q++G6TYG26dGlDp87mzpvd3sfE+c4swv7mPloRA2/onwAABKhSURBVHdGj35mkk5ZjuzwLXY386DlbSD6GYjuoB49rmpS/qM7pSebmh5tQ/T/SLv22fRz9zPtm0vuofXO6I02tU5Hj/x8wTnxdkpPzfwa8ZwYukB8HgPyUD8zBY6cnMBdT16Nj17xfXzo/B/iPgBHMJlKMD5vsQDaBuqDGGz3YzacwXh7DMKJiIiI+oSp6fnx8KsXDHXKehp9f+3EGtz15NXwEOBD5/8Q5fccxbGrJzF5136gFgaVg5Ju3e+U9sQECq8mqPtA0a8v+BaWlo9BOBEREVEf5ah82dDOiLuGbYY87S8fXjuxBo++dDHef/EurFs1hX0T6+AVR+BN1VCfyFjAm6K2X1YEio33vIpTl56DuXfP4uaLfojV/iz++1D37ztnxUMMwIkIaKSfThRmIrsiA05acGB2Q3d2rx41O1HPeOHfvrFieNypejRlebo+0vKx2Xr71PRK4LX8ORBNRw9MKqrdnbvgpqbbdFqbml6IXodyMUzRHjU7xtv+TfjRXdNXF8PUbbvjuLvzd9mkUZcQ74vmaApzvBKbvnQYKtvLYqa2fDXvv0RT6m3696yGj1UK0fZUTfts2nQn8Xfqtu2zt6NjirLdHd2khZfNrvLFmNcxLjcd2qZO28+km4YdfQ6zq7/pn+/stl1v89zuzvtxuOnjhTap5QuPa/0c7dLPgegsqr0+/oIlFu1T0MNj2p9jpbdLer7xqjqGYYZ8UPo3W1084B6UWfFMaQbhwdmbMXV9FTdf9gO8efQNfG/Phdix9y3LemoGoLwGREREROlYxmw4Z8SzwwareZklH5QA3HX6u7eCoFUR036uF8+Sdl9SbPjWPmByE05eW8PN79pxOgh/7MdvTeR1h3VmnAE4ERERUYoUQJCfSTpGNzHMz5IPaiAbxyC2/ejMGADgFzfugXfxSRx/1wZs+M5BoL7wPxhnxmOqBRjfV8fUm0pYt/k4zht7Hc8cPCexIHzesAWlw9ZfIiIiooHEGfHhlbWZ8kEMwOftO3YGHtr9Dtxw0TP4yKU/wD24HMBZ2HT3Xhy65U2AF/2eiDPjoXZfTNhlfPPlZg4dm+hJG4ZhZpwBOBF14kExJlV4hegArxRZI1wxt0cix0XWiAfhcq2VplSX/TkAzJg14nNBseXtTo/Vguia3pot2xRzLXLRrAW363FHvGgZt1LBrhEP10bb/q10ypKNF8L7E2aN+KpCdC25XSPuR0p4xVM364ULMde/uutkR8wwOloeyqxLdspa+faamOOqTum4epv1+nF1KulmS2PZtci+sz7YlgvzI2WtbPmy9qXfkmCfz7Y10iVnbXtkDbVdd72gtF2o3mYNddxKWYUOb5Ftg3t1vDZrwdutA288tnhZMve8du9LpxJlcdeFJ/2eL2oAA+puMRBfhkENygc5+HbteKWxZnk+GL+XwfiiBik7YD5QzVtAzgCciIiIiHqJgXhCWgW//QrOsxR4t7LjlbfAkwDXXfgstv3CHjx66B3YvHcdVj7zc0xtPWPB8QzGB08eZscZfBMRERENMo2fppABDMR7qF2AvJwAPetBdzs7952L6y58FiNeFeoB6nuQ2fblSIY1GB+k2XBXVmfHGYATUbcKAEYL9QVlkWz5Kl/DoVZZoqnbszpnHgtTzm3K+mwQLUs264X358xjsxod0lVNOnpVvZa3gWjac2BSTOtqSx+1H/gWbXkop0xWuRCmj4+Y2zat3PYVAMa9MAXdlnsblehx9lraVOtShzTe5VqQgtsmVbrcofSUbWvVfG4C5xrXTeJ0vYu4o13KMxC9Jjb9fGFbW6ejJ3lN3ede8NSR/1u2DTbl3EmPb1M6rN4pNb3FZsEt2xNT9Fq2TjkHOpUVa51+vuCxjmXccpSOPk8B1cEdCy8VA/EU5DWYBvob1AxbMD7IQbiVhYCcwTcRERFRBnFGnChZ8/+lxooVyIoa6mNFlN6odDwHGJ5gPCtBuDVoATmDbyIiIqKM42ZtRMmaq5XwwpFNuHDDIVxz2bP47twlWP/gGqx6/DBOvGdjx3PzHoxnMQi3bADcz6CcgTcR9ZqIoiy6YFfqyE7NZkfnqkZT09ulrduU9UohOlSb1TAdvaqt08/d+5UOx9md0usx83Aju0BHdueO/r2yqek2bd2mpttjGo+FX8LbdPSxgpuabncmt7tSOztHx+hTAHfX7S7Sc9ukqbs7stvXsinVAdzU9PC+m7Yer20d0o/b7LS9cHfu1unoXpuU9X7yJfwcL3j/TKAWRD6rbmq6TW+P99mvm+fulBYeaU/M96LdOd2kn3d63bjp53Ffh7rHQJwGxree3oYPX/Y/uPyMV4B3A9+VS7D+AQBDHIxnPQh3tQqOkwjOGXQTERER5ZwqEORnbMxAnBKz3GAo0ALufeqq08F4dVsBj1XejjMfDBA89TqmLlu4g7qVt2A8b0F4OwyiiYiIiCiWHKWm5ydqoVyYD8ZPzJVx/vjrKJ45h1NnjWHVznizpifPD3IRwOahD0RERERESdIg6PrfoOGMOCUiyVnNQAs4OVeGN9L9f5gsz44zCCciyoYCBGUpLFgjbktU2VJmVWcta7v14+XI+m5n7TdalyKrO3Mrdv24fQ67JrzVead/rp1KHNnyUGEf7Hpx9zG7Rrxk1sO7Jd3s+vHounKnNJp5LVuyLO663aS1Xy/urj8P3wu7Ztld52yL1tWXOQMYd41x3LJW/VwvHFnPbMu9RfYFcMvKmWtp1+s7/XPX5cfhd/HxilvurX0ps6WvA1/43FwXPogYiFM2dPGHdT6gzUpAnlwAns4ghIiIiIiod5Sp6Wmrz3lcVzpAevFenKqWsNafxvmbD2P6XIGvoygdmO7qubIww5xUGyceO4JTF29A7U0VbF3/KoDGtSQiIiIiyjRFo454t/8GTKZnxAetTvEw6tUXIg88uxUfu/J7+MA5u/DAe4Gf6Lk484HDeO0GoDI5tuTnG9TZ8SS/JFjzyGtYMTeON24o4tqrduKdE/vx/OHNePbgOYm9BhERhQSNElRuWaSqSaH1TJKS7xxn09brkTR183Mny6kaKTdWaPlzAKirLY3VvkRZ9LilZ1QVYMs5uanpNn3YppKb0mNOyrlN1y9FUtvd9H/bBnvbLcFlS3X1ZwzQNk3dZT4nNmUdcMtuJdWy+ddaelmrVK4doin77dLUWz3L6Vumq276f5zSdp2WBSSxDCLOdWX6uaPje58tGbz6C039dDVnyHPm+Kkx3Pm/2zFX9fFr5+zC+b/8U/zsAxtx5kMnup4ZB8LN3NKeJU+6DWEQ7uPaq3Zi68Q+PH94M+57ehuUqepERERElHEKQAPt+t+gSTUQF5EvisguEdkpIg+LyOblPB8D8v7q9bWeD8YrtSJuOPs5lN51HMeuOhOb7zmYyPP3OyDv1ZcAI6+cxOp9Rbx+5SjecenL2DqxD7uPbGIQTpkiIteLyIsiskdEPtficRGRrzQf3yUiW+OeS7SYpMcjREREi0k7Nf3LqvpnACAinwLweQCfWO6TMmW99/r1hcfxU2N4au952L5lN0ZKNcyMCLxqssGlDYyTTl3vR6BfPFZBMOojKCvGS6cAAI/sfjuDcMoMEfEA/B2AawDsB7BDRO5X1R+Zw94PYEvz3xUA/h7AFTHPJVpM1+ORAmRB6qhNWa2bFGN3l2bf3K+a237knCibwm4neCpOWmqgtg3t/x7Y9Pagw07p7bhp+ZbdNd2mqdv08047ztselcRNObfnhPd8Z44prV3U53VM/e3QNJuoXl9mKm43KcvAYKct2z6516d9KncXqds9/vjETTu3hiYFvRXVXKWmpxqIq+oJc3cM6KKOQAcMyHuj31kH9aB/vzzaBc5xAvS0090tBuGUMZcD2KOqLwOAiNwD4CYANpi+CcDdqqoAnhCRCRHZBODcGOcSddTr8QgRESVjEFPMu5X2jDhE5HYAtwA4DuC9vXgNBuTJGOa0/0EKson6bf+LB/GZ997Wy5eYBLDPviQas96LHTMZ81yiRfVjPEJERMuUoxlx0R7XYhORRwCc2eKhW1X1X8xxfwKgrKotR3si8nEAH2/efRuA55Ju6wA4A8DraTeiB/LaLyC/fctrv4D89u0CVR3vxROLyL+hcd26VQYwa+7foap3mOe/GcB1qvp7zfu/DeByVf0Dc8yDAL6kqo83738XwB8DOG+xc4kAjkeWKK+/J/PaLyC/fWO/smeQxyOvq+r1SbVnuXo+I66q74t56DcBPAig5R++5qDtDgAQkadU9bJkWjg42K/syWvf8tovIL99E5GnevXcffijtR/A2eb+WQDcXRnbHVOKcS4RxyNLwH5lT177xn5lT8bHI32V9q7pW8zdGwG8kFZbiIgoNTsAbBGRN4tICcBHANzvHHM/gFuau6dvA3BcVQ/FPJeoI45HiIio39JeI/5XInIBGpuC7kUCO6YTEVG2qGpNRD4J4N/R2Cz4TlV9XkQ+0Xz8awAeAnADgD0AZgD8TqdzU+gGZRvHI0RE1Fdp75r+oS5PvWPxQzKJ/cqevPYtr/0C8tu3TPdLVR9CI9i2P/uaua0Afj/uuURLwfHIAuxX9uS1b+xX9uS5b4nq+WZtRERERERERBTKSXV3IiIiIiIiomzIZCAuIl8UkV0islNEHhaRzWm3KSki8mUReaHZv++IyETabUqCiNwsIs+LSCAimd8lUkSuF5EXRWSPiHwu7fYkRUTuFJEjIpKrcjwicraIPCoiu5ufw0+n3aYkiEhZRH4gIs80+/UXabeJaJhwPJI9HI9kA8cj2cLxSHcymZouIqtU9UTz9qcAXKyqudhYRUSuBfCfzQ2I/hoAVPWzKTdr2UTkIjQ2wfkHAH+kqj0rbdBrIuIBeAnANWiUVNoB4DdV9UepNiwBInI1gCkAd6vq29JuT1JEZBOATar6tIiMA/g/AL+e9fdMRATAmKpOiYgP4HEAn1bVJ1JuGtFQ4HgkezgeyQaOR7KF45HuZHJGfP6PXtMYgOx9m9CGqj6sqrXm3SfQqImbeaq6W1VfTLsdCbkcwB5VfVlVKwDuAXBTym1KhKp+H8DP025H0lT1kKo+3bx9EsBuAJPptmr5tGGqeddv/svN70OiQcfxSPZwPJINHI9kC8cj3clkIA4AInK7iOwD8FsAPp92e3rkYwD+Ne1G0AKTAPaZ+/uRg1+iw0JEzgXwTgBPptuSZIiIJyI7ARwB8B+qmot+EWUFxyOUIo5HMozjERrYQFxEHhGR51r8uwkAVPVWVT0bwDcAfDLd1i7NYn1rHnMrgBoa/cuEOP3KCWnxM37rlwEishLAfQD+0JnJyixVravqpWjMVl0uIrlJ4SMaBByPcDwywDgeySiORwhIuY54J6r6vpiHfhPAgwBu62FzErVY30TkowA+AOBXNEOL+JfwnmXdfgBnm/tnATiYUlsopuaapfsAfENVv512e5KmqsdE5HsArgeQq81tiNLE8QjHIwOM45EM4niE5g3sjHgnIrLF3L0RwAtptSVpInI9gM8CuFFVZ9JuD7W0A8AWEXmziJQAfATA/Sm3iTpobiLydQC7VfVv0m5PUkRk/fxOxiKyAsD7kKPfh0SDjuMRShnHIxnD8QhZWd01/T4AF6Cx6+VeAJ9Q1QPptioZIrIHwAiAN5o/eiIPO7CKyAcBfBXAegDHAOxU1evSbVX3ROQGAH8LwANwp6rennKTEiEi/wRgO4AzABwGcJuqfj3VRiVARN4D4L8APIvG7w0A+FNVfSi9Vi2fiFwC4C40PocFAP+sql9It1VEw4PjkezheCQbOB7JFo5HupPJQJyIiIiIiIgoqzKZmk5ERERERESUVQzEiYiIiIiIiPqIgTgRERERERFRHzEQJyIiIiIiIuojBuJEREREREREfcRAnIiIiIiIiKiPGIgTERERERER9REDcaIlEJFHReSa5u2/FJGvpN0mIiIiGi4cjxBlXzHtBhBlzG0AviAiGwC8E8CNKbeHiIiIhg/HI0QZJ6qadhuIMkVEHgOwEsB2VT0pIucBuBXAalX9jXRbR0RERMOA4xGibGNqOtESiMjbAWwCMKeqJwFAVV9W1d9Nt2VEREQ0LDgeIco+BuJEMYnIJgDfAHATgGkRuS7lJhEREdGQ4XiEKB8YiBPFICKjAL4N4DOquhvAFwH8eaqNIiIioqHC8QhRfnCNONEyicg6ALcDuAbAP6rql1JuEhEREQ0ZjkeIsoWBOBEREREREVEfMTWdiIiIiIiIqI8YiBMRERERERH1EQNxIiIiIiIioj5iIE5ERERERETURwzEiYiIiIiIiPqIgTgRERERERFRHzEQJyIiIiIiIuojBuJEREREREREfcRAnIiIiIiIiKiP/h9wOmjuTXfheAAAAABJRU5ErkJggg==\n", "text/plain": [ "

" ] @@ -1979,8 +2014,8 @@ "metadata": {}, "source": [ "> The number of inducing variables improves our overall fit, by allowing for a more expressive regression model -- this can be observed in the underlying decision surface compared with fewer, though we only added 4 more in the above example.\n", - ">\n", - "> The effect of minibatches is less obvious here, but a larger minibatch leads to slightly slower optimisation at each step, but for stochastic optimisers can provide more stability. This is a hyperparameter that often needs fine-tuning per problem, and depending on your optimiser, e.g. Adadelta, SGD or ADAM. " + "> \n", + "> The effect of minibatches is less obvious here, but a larger minibatch leads to slightly slower optimisation at each step, but for stochastic optimisers can provide more stability. This is a hyperparameter that often needs fine-tuning per problem, and depending on your optimiser, e.g. Adadelta, SGD or ADAM." ] }, { @@ -1995,6 +2030,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -2010,7 +2049,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/.answers/lab_2_extra.ipynb b/2020/.answers/lab_2_extra.ipynb index bac27aa..8fa9fe0 100644 --- a/2020/.answers/lab_2_extra.ipynb +++ b/2020/.answers/lab_2_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 2 Extra: Deep Gaussian Processes\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", "\n", "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", @@ -76,7 +76,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -125,7 +125,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 4.785438859622701
\n", + "Objective: 4.785438859622706
\n", "Number of Parameters: 4
\n", "Number of Optimization Parameters: 4
\n", "Updates: True
\n", @@ -138,15 +138,15 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "
GP_regression. valueconstraintspriors
constmap.C 3.58824154210636
rbf.variance 0.2796060152640814 +ve
rbf.lengthscale 20.797074162385726 +ve
Gaussian_noise.variance0.041906807526429966 +ve
\n", + "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
constmap.C 3.5882415421063447
rbf.variance 0.2796060152640827 +ve
rbf.lengthscale 20.79707416238612 +ve
Gaussian_noise.variance0.04190680752643053 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -214,7 +214,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -304,7 +304,7 @@ "\n", "

\n", "Model: deepgp
\n", - "Objective: 100.3523861268617
\n", + "Objective: 100.25867104021862
\n", "Number of Parameters: 260
\n", "Number of Optimization Parameters: 260
\n", "Updates: True
\n", @@ -333,7 +333,7 @@ "" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -389,7 +389,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "815bc725e8844635acb0f845302741c8", + "model_id": "534d737484434cf9832716681bb3116d", "version_major": 2, "version_minor": 0 }, @@ -419,7 +419,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0AAAAGDCAYAAAACgHBxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXyddZn//9eVpk26ZF+67wt0b2lpaVkERERBZBz4jigC+hsZFEQdRWHGUYZxHHUcZ7OAOs4AQlkKWEtFVKBAC03btE13umdPs+9Ls31+f9x36iEk6elycs5J3s/H4zxyzrm3697a+zqfzZxziIiIiIiIDAYx4Q5ARERERESkvygBEhERERGRQUMJkIiIiIiIDBpKgEREREREZNBQAiQiIiIiIoOGEiARERERERk0lACJSL8zs8vN7GAf06eYmTOz2BBsu891m9nfmdn/9LF8rpld08u0K82s8HzF2m3dzsxmhGLdQWz7WjNbG8R8PzWzu08zz1+YWYGZNZjZYjPbZ2ZXnkNsj5vZ9892+bPcZoOZTQtm+4HzDnThvEb7m5n93szu6IftTPKvoSFnsWzI/h0ViXZKgET6mf8A3Wxm9WZWY2bvmtndZhaW+9HMxprZL82s2P+P9pj/UHehP73rP9EG/5VrZg+cyzadcxudcxcExNBrUhHkPlxlZhvMrNbMcs8xth845/76XNYxAP0A+GEQ8/0r8PdmNqyPeX4C3OucG+Wc2+mcm+ucexPAzB4ys6fOPdzQ8mM/dr7njSZm9qaZDdr7xDn3MefcE/2wnXz/GuoIdhkz+4yZrQ5lXCLRTgmQSHh8wjmXAEzGe7D8NvCr/g7CzNKAd4ERwOVAAnAR8BbwkW6zJzvnRgG3At81s+v6M9bTaAT+F7g/3IEMJGY2xMwuBpKcc1mnm985VwK8B9zYx2yTgX3nKcR+NVh+SR8s+zmAfRx4JdxBiEQyJUAiYeScq3XOrQP+CrjDzOYBmFmcmf3EzPLNrNTMHjOz4V3LmdkNZpYTUIK0IGBarpk9aGb7zazazP7PzOJ7CeHrQB3wOefcUeepcc79n3Puv3uJeTPeA+y87tPM7Akz+4b/frxfcvRl//MMM6syz6mqYmb2a2AS8LJfwvStgFV+1j8GFWb2930cx63OuV8DZ/JLe4/r7l4KYWafM7M8M6vsHoOZDfdLy6rNbD9wcbfp48zsRTMrN7PjZnZft+08b2ZP+qWB+8xsaTCBm9n1ZrbTzOrMq072UMC035nZV7rNv9vMbvLfX2hmf/LPxUEz+38B8z1uZo+a2Stm1ghcBXwMLyHumsfM7N/NrMwvcdvddd363gSu7yHmODNrAIYAu8zsqP99rpld4yfUfwf8lX8d7Opl3xeb2Q7/mD0HxHeb3te98W0zK/KXPWhmH/a/H2Je1cej/rTtZjbRn+bM7B4zOwwcDvgusKpXun9M683sLTObHLDNU/P6x3eVf47qzWyLmU0PmPdaP65aM3vEX1ePpSz+9bPGzJ7y17XHzGaZd++X+dfFtQHzf97MDvjzHjOzvwmYdqWZFfrH5wTwf2aWYmbr/Wu32n8/wZ//n/F+MPmZf65+FhDaNWZ22F9mlZmZv0yMmX3HvHupzL/uk/xpXaXMd1gQ97t/HB/r45j/p7//df65vDxgWl/nutd7o4cYTpWAmdmdZrbJvH+zq8271z/Wx7K5Zna/efdOo5n9ysxGm1etrt7MXjOzlG7HJjZgu/9kZu/48/7RzNID1h2D9+PVqz1s9y/9bc8LWO/n/WNVbV5NhIv9uGq6nVeRgcU5p5deevXjC8gFrunh+3zgS/77/wDWAal4pTIvA//iT7sIKAOW4z1M3uGvMy5g/XuBif7y7wDf7yWWLOCh08Q7BXBALGDApUAT8OEe5v0C8LL//jPAUeC5gGm/9d9fCRT2dkwCtvlLYDiwEDgJzD5NrNcAuUHuT4/rBh4CnvLfzwEagCuAOOCnQHtXrHildxv94zzRP+6F/rQYYDvwXWAYMA0vQftowHZa8H6tHQL8C5DVR9wOmBFw/Ob721gAlAI3+dP+H7AlYLmFQKUfw0igAPi8fz4vAiqAuf68jwO1/jmOwUsu1gD3B6zvo/5+JfvXw2xgbMD0TwE7gtmP7uc+8Nj3suwwIA8vcR8K3Ay04V/f9HFvABf4+z4u4DqY7r+/H9jjz2P+MUsLiPdP/jke3sO5eByoD7hG/hPY1Mt5exyoApb5x/9p4Fl/WjrejxGf8qd91d+3v+7lWDyEd/181J//SeA48Pf+sfkicDxg/uuB6f7+fQjvHr4o4HpqB37k78NwIA34S7zS4QT/OlgbsL43u8fm7+t6/9qYBJQD1wXc/0fw7oNRwEvAr8/mfg/imN/mxx8LfAM4AcT3da45zb3RQwyn9h+40z9XX8S77r4EFAPWx/8BWcBoYDzeNbsDWOzvzxvA97r/+xuw3aPALP9YvQn8MGDdlwCbe/i3+/P+8Z/RbdpjePf5tXjX01ogMyCuD/X176leekXrK+wB6KXXYHvRewKUhffwYnhVuqYHTFuB/zADPAr8U7dlD3b9R+Wv/+6AaR8HjvYSy5Fu894I1PgPF3/0v+v6j7IGqAYOAPf1sr7p/nwx/n+sf8OfE4IngL/1319JcAnQhIDvtgKfPs2xPZMEqMd18/4E6Lv4D6j+55FAK39+YD+G/4Dnf74rYH+XA/ndtv0g8H8B23ktYNocoLmPuN+XOHSb9h/Av/vv4/Aesmf6n38CPOK//ytgY7dlf86fH7YeB57sNv1P3a6Rq4FDeA9aMT3E8hHgWLD7wZklQFfQ7cESrwpnVwLU670BzMB7oLsGGNrDPJ/sI96re9sH/5gFXiOjgA5gYi/z/k+3e/M9//3t+A+u/mfDeyDvKwH6U8DnT+Al60P8zwn+tpN7WX4t8NWA+7EVP0noZf5FQHXA5ze7x+Zv77KAz88DD/jvXwe+HDDtArykIZYzvN9Pd8x7mL8aWNjXueY090YP85/af7wE6EjAtBH+/ozpZdlc4LMBn18EHg34/BX8ZJOeE6DvBMz7ZeDVgM//BPxDt2W/Cezvdny7po0P+K4S+KtucX2tt2tCL72i+aUqcCKRYzzeg2sG3n+g2/1qCDV41Rky/PkmA9/omuZPnwiMC1hXQcD7vG7TAlUCY7s+OOfWOeeS8X5h796QPd05l+Kcm+2c+6+eVuacO4r3ELYIr4rMeqDYzC7Aewh9q6fl+nAi4H0T3oPO+RLMuscRcCydc414x6zH6XjHustkYFy38/R3eL/69hZDvAXR/sLMlpvX6UO5mdUCd+OVIOCcO4n34HmbXx3mVuDXATEt7xbTZ4ExAasP3B/wHh4TAo7BG8DPgFVAqZn9wswSA+ZPwEuCQ2EcUOSccwHfdT/mPd4bzrkjwNfwEocyM3vWzLrui4l4v6r3pvsx6XW6c64B7z7u7Z7r7brrfq054HQ9CpYGvG8GKtyfG8s3+39HAZjZx8wsy6/eVYOXfKUHLF/unGvp+mBmI8zs536VtTrgbSDZTt8bWV/7F3iu8vCSn77uh77u916PuZl9w7zqfrX+vibx533t7VwHc2/05VTszrkm/21f8Xc/d90/97VsX8epp/Y/9wOrnHM9XU/nEodI1FICJBIBzGtoPh7YhFftohmv6kWy/0pyXgcE4P3H/88B05KdcyOcc88ErHJiwPtJeL+a9+R14CY7vz3QvYVXNWmYc67I/3w7kALk9LKM6+X7cCsh4Fia2Qi86jI9Tsc71l0K8ErtAs9TgnPu4+chrtV4VSQnOueS8ErbLGD6E3gPbx8GmpzXbqsrpre6xTTKOfelgGW7n4vdeNVt/jyDc//lnFsCzPWnBXY+MRvosf1OEE53HZQA47valfi6H/Ne7w3n3Grn3GV4D7sOr8pX13LT6d3p4gq8RkbhVZfr7Z7rTQkwIWA9Fvj5XJhZHN6v+T8BRvs/crzC+6+Z7vv4DbxSmuXOuUS80jcCljnTe7YY77h3mYRX7a6059lPq8dj7rf3+TZeVdAUf19rA+Lu7VwHc29ENDMbg/eD1o5uk64FvmNmf9n/UYlEJiVAImFkZolmdgPwLF7Vnz3OuU68uvD/bmaZ/nzjzeyj/mK/BO72SwHMzEaa1yg+IWDV95jZBDNLxSt1eK6XEH6Kl5j82sym++tLwCvBOVtvAffi/WIMXpWNr+DV0e+tK9dSvLYBZ8W8BtbxeG0fzMzire+umIP1AnCDmV3mr+9h3v/v5vPAg+Y1GJ+At59dtgJ15jUsH25e4+t5frJ7rhKAKudci5ktw2tvdYqf8HQC/8afS3/AK5GbZV7HDkP918VmNruPbb2CV3oHeMm6f+0Nxauq2YJX/ajLh4Dfn+V+lQJT+kjIN+M9NN9nZrFm9im89jRder03zOwCM7vaTwZa8H5k6Ir7f4B/MrOZ/nILzOshMVgfD7hG/gmvDdbpSo26+x0w38xu8ksB7yH40ofTGYZXNbIcaDevgf61fS9CAt4xqvH/Hflet+lnes8+A3zdzKb6CcsP8NoHtp/BOgL1dswT8K6RciDWzL4LBJZQ9nauz+beiDQfx6sO1z053QdcB6wys756aBQZNJQAiYTHy2ZWj/er49/jJSKfD5j+bbz2OVl+9ZPX8H6NxTmXjdfY9md41ZOO4NVBD7Qa+CNeG5VjQI8DNTrnKvDacrTglT7V45XSJOA15D0bb/nLdyVAm/Cq9L3d6xJeBwDf8auefPMstnkF3sPaK3i/LDfj7f85cc7tw3sQXY33C30176+W9I94VXmO+9v7dcCyHXjtMhb50yvwHr6SzjUuvHr/D/vX0HfxErHunsTrKOFUj3bOuXq8B99P4/0if4I/N3zvkXNuB1BrZsv9rxLxEo1qvH2vxCtZwMzG4rVlOu2gqb1Y4/+tNLPuv2LjnGvF6yTgTn/7f4XXmL5rel/3RhxepxUVePudiffjAHj33/N457AOr0v6U70uBmE1XoJQBSzBK307I/69eAvwY7xjOgfIxusM4Jz45/0+vH2sxkuY151msf/AOwYVeO0Tu/cq9p/Azeb1HtZjldhu/hfv/ngb735o4f0/GJyp3o75H/AS8EN412cL76/C2OO5Ppt7IwL12v21c24XcAPwS+ujhzqRwcI++EOBiEQz8wYC/Wvn3GvhjkXCx8xuB+7yq3yd67quxWvAftNp5vs3vA43HjnXbQ52filYIV5j+Q3hjieSmNnjeJ2NfCfcsUQKv9TwBF7nObXhjkck0mmwMxGRAcZvq/Rl4LwkIs65PxJEiZpz7hvnY3uDlV/NdQteCeb9eO1WTjsArQheG6h/UPIjEhxVgRMRGUD8h+hyvDYaq8McjpyZFXg9lFXgVZ+8yTnX3PciIuCcK3POPRruOESiharAiYiIiIjIoKESIBERERERGTSUAImIiIiIyKARdZ0gpKenuylTpoQ7DBERERERiVDbt2+vcM5l9DQt6hKgKVOmkJ2dHe4wREREREQkQplZXm/TVAVOREREREQGDSVAIiIiIiIyaCgBEhERERGRQSPq2gCJiIiIiPSHtrY2CgsLaWlpCXco0ov4+HgmTJjA0KFDg15GCZCIiIiISA8KCwtJSEhgypQpmFm4w5FunHNUVlZSWFjI1KlTg15OVeBERERERHrQ0tJCWlqakp8IZWakpaWdcQmdEiARERERkV4o+YlsZ3N+QpoAmVmume0xsxwz+8DgPWZ2pZnV+tNzzOy7oYxHRERERCSalJaW8pnPfIZp06axZMkSVqxYwW9+8xsA3nzzTZKSkli8eDGzZ8/mH//xH3tcx/3338/cuXO5//77eeyxx3jyyScBePzxxykuLu63fYkU/dEG6CrnXEUf0zc6527ohzhERERERKKGc46bbrqJO+64g9WrVwOQl5fHunXrTs1z+eWXs379ehobG1m0aBE33HADS5Ysed96fv7zn1NeXk5cXNz7vn/88ceZN28e48aNC/3ORBB1giAiIiIiEoHeeOMNhg0bxt13333qu8mTJ/OVr3zlA/OOHDmSJUuWcPTo0fclQDfeeCONjY0sX76cBx98kAMHDjBq1CimTJlCdnY2n/3sZxk+fDibN29m+PDh/bJf4RbqBMgBfzQzB/zcOfeLHuZZYWa7gGLgm865fd1nMLO7gLsAJk2aFMp4RUREREQ+4B9f3sf+4rrzus454xL53ifm9jp93759XHTRRUGtq7KykqysLP7hH/7hfd+vW7eOUaNGkZOTA8BDDz0EwM0338zPfvYzfvKTn7B06dKz24EoFeoE6FLnXLGZZQJ/MrP3nHNvB0zfAUx2zjWY2ceBtcDM7ivxE6dfACxdutSFOGYRERERkYhzzz33sGnTJoYNG8a2bdsA2LhxI4sXLyYmJoYHHniAuXN7T6jEE9IEyDlX7P8tM7PfAMuAtwOm1wW8f8XMHjGz9NO0GYoYtc1txA+NIS52SLhDEREREZEQ6qukJlTmzp3Liy++eOrzqlWrqKioeF+JTVcbIAleyHqBM7ORZpbQ9R64FtjbbZ4x5vddZ2bL/HgqQxXT+VbV2MqzWwuobmwNdygiIiIiMsBcffXVtLS08Oijj576rqmp6bytPyEhgfr6+vO2vmgRym6wRwOb/PY9W4HfOedeNbO7zayrJdfNwF5/nv8CPu2ci6oqblWNrTyzLZ/jFY3hDkVEREREBhAzY+3atbz11ltMnTqVZcuWcccdd/CjH/3ovKz/zjvv5O6772bRokU0Nzefl3VGA4uyfIOlS5e67OwPDCkUFscrGlm7swgAM1g5PZ1lU1PDHJWIiIiInA8HDhxg9uzZ4Q5DTqOn82Rm251zPfbuENKBUAcT5+CdIxX8bncJre2d4Q5HRERERER6oAToPDtUWs9z2QXUNrWFOxQREREREelGCVAIVNSfZPXWfPIq1S5IRERERCSSKAEKkZa2DtbuLCY7tyrcoYiIiIiIiE8JUAh1OsfGwxW8sqeEtg61CxIRERERCTclQP3g4Il6nt2mdkEiIiIiIuGmBKifdLULytV4QSIiIiIDzqpVqygrKzv1uaysjFWrVoUxojN35ZVXEsrhZtatW8cPf/jDPufJzc1l9erVIYsBlAD1q5a2DtbmFLH1uNoFiYiIiAwUq1at4t577+Wqq66irKyMsrIyrrrqKu69996oS4JC6cYbb+SBBx7ocx4lQANQ13hB63cXa7wgERERkQHglltuYc6cOezfv5958+Yxb9489u/fz5w5c7jlllvOer2NjY1cf/31LFy4kHnz5vHcc88B8PDDD3PxxRczb9487rrrLpxzgFeC8/Wvf50rrriC2bNns23bNj71qU8xc+ZMvvOd7wBegnHhhRdyxx13sGDBAm6++Waampo+sO0//vGPrFixgosuuohbbrmFhoaGD8xz5ZVX8rWvfY2VK1cyb948tm7dCkBVVRU33XQTCxYs4JJLLmH37t0APP7449x7770A3Hnnndx3332sXLmSadOm8cILLwDwwAMPsHHjRhYtWsS///u/s2/fPpYtW8aiRYtYsGABhw8fPuvj2UUJUJgcLm3g2W35VDe2hjsUERERETkHmZmZbNiwgYyMDMrLyykvLycjI4MNGzaQmZl51ut99dVXGTduHLt27WLv3r1cd911ANx7771s27aNvXv30tzczPr1608tM2zYMN5++23uvvtuPvnJT7Jq1Sr27t3L448/TmVlJQAHDx7krrvuYvfu3SQmJvLII4+8b7sVFRV8//vf57XXXmPHjh0sXbqUn/70pz3G2NjYyLvvvssjjzzCF77wBQC+973vsXjxYnbv3s0PfvADbr/99h6XLSkpYdOmTaxfv/5UydAPf/hDLr/8cnJycvj617/OY489xle/+lVycnLIzs5mwoQJZ308uygBCqPKhlae2ZbP0fIPZtQiIiIiMrjNnz+f1157jW9/+9ts3LiRpKQkADZs2MDy5cuZP38+b7zxBvv27Tu1zI033nhq2blz5zJ27Fji4uKYNm0aBQUFAEycOJFLL70UgNtuu41Nmza9b7tZWVns37+fSy+9lEWLFvHEE0+Ql5fXY4y33norAFdccQV1dXXU1NSwadMmPve5zwFw9dVXU1lZSW1t7QeWvemmm4iJiWHOnDmUlpb2uP4VK1bwgx/8gB/96Efk5eUxfPjwoI9fb5QAhdnJtk5e3lXMu0crThVfioiIiEj06Grz01Xy01US1NUm6GzNmjWL7du3M3/+fB588EEefvhhWlpa+PKXv8wLL7zAnj17+OIXv0hLS8upZeLi4gCIiYk59b7rc3t7OwBm9r7tdP/snOMjH/kIOTk55OTksH//fn71q1/1GGNP6+rpmbb7fIGxdm2zJ5/5zGdYt24dw4cP56Mf/ShvvPFGj/OdCSVAEcA52HKsit/mFNPS1hHucERERETkDKxZs+ZUm5+9e/eyd+/eU22C1qxZc9brLS4uZsSIEdx2221885vfZMeOHaeSnfT0dBoaGk61nTkT+fn5bN68GYBnnnmGyy677H3TL7nkEt555x2OHDkCQFNTE4cOHepxXV3tkjZt2kRSUhJJSUlcccUVPP300wC8+eabpKenk5iYGFRsCQkJ1NfXn/p87Ngxpk2bxn333ceNN954qj3RuYg95zXIeXO8opFntuZzw4JxZCTEnX4BEREREQm7e+65B/A6Q+hq87NhwwbWrFlzatrZ2LNnD/fffz8xMTEMHTqURx99lOTkZL74xS8yf/58pkyZwsUXX3zG6509ezZPPPEEf/M3f8PMmTP50pe+9L7pGRkZPP7449x6662cPHkSgO9///vMmjXrA+tKSUlh5cqV1NXV8b//+78APPTQQ3z+859nwYIFjBgxgieeeCLo2BYsWEBsbCwLFy7kzjvvpKWlhaeeeoqhQ4cyZswYvvvd757x/nZn0VbtaunSpS6U/ZOfieMVjazdWXTe1zssNoYPz87kwjHBZcoiIiIicv4dOHCA2bNnhzuM8yo3N5cbbriBvXv3nvO6rrzySn7yk5+wdOnS8xDZ2evpPJnZdudcj4GpClwEam3v5Pd7TvDmwTI6O6MrQRURERERiWSqAhfBdubXUFZ/kuvnj2VknE6ViIiIiJybKVOmnJfSH/Da90QjlQBFuKLqZlZvyae4pjncoYiIiIiIRD0lQFGg4WQ7L2wvZGd+dbhDERERERlUoq29/GBzNudHCVCU6Oh0vHmwnN/vKaGtozPc4YiIiIgMePHx8VRWVioJilDOOSorK4mPjz+j5dSwJMq8d6KeisZWbpg/lpSRw8IdjoiIiMiANWHCBAoLCykvLw93KNKL+Ph4JkyYcEbLKAGKQhX1J3lmWz7XzhnDjMxR4Q5HREREZEAaOnQoU6dODXcYcp6pClyUOtnWyfrdxWw6XKGuskVEREREgqQEKIo5B9tyq3hpZxFNre3hDqdPq1atoqys7NTnsrIyVq1aFcaIRERERGQwUgI0ABRUNUV0V9mrVq3i3nvv5aqrrqKsrIyysjKuuuoq7r33XiVBIiIiItKvlAANEPUtkdtV9i233MKcOXPYv38/8+bNY968eezfv585c+Zwyy23hDs8ERERERlElAANIF1dZb+yp4TW9sjpKjszM5MNGzaQkZFBeXk55eXlZGRksGHDBjIzM8MdnoiIiIgMIkqABqCDJ+p5dls+lQ0nwx2KiIiIiEhEUQI0QFU2tPLstgIOnqgPdyin2vx0lfx0lQR1tQkSEREREekvSoAGsNb2Tl7ZU8KG98roCGNX2WvWrDnV5mfv3r3s3bv3VJugNWvWhC0uERERERl8NBDqIJBTUENpXQsfXzCWxPih/b79e+65B/A6Q+hq87NhwwbWrFlzapqIiIiISH8w56JrEM2lS5e67OzscIcBwPGKRtbuLAp3GEEbPmwI180dw5T0keEORUREREQkZMxsu3NuaU/TVAVuEGlu7WBtThHvHqkg2hJfEREREZHzQQnQIOMcbDlexYs7img82R7ucERERERE+pUSoEGqoKqJ1VvyKaxuCncoIiIiIiL9RgnQINZwsp0XtxexLbdKVeJEREREZFBQAjTIdTrHpsMVrNtVTEtbR7jDEREREREJKSVAAsCx8kaeysqjpLY53KGIiIiIiISMEiA5pb6lnTXZhezIrw53KCIiIiIiIaEESN6no9Px1sFyXlaVOBEREREZgJQASY+OlDWweks+pXUt4Q5FREREROS8UQIkvaptbuP5bQXkFNSEOxQRERERkfNCCZD0qb3TseG9MtbvLuZku6rEiYiIiEh0UwIkQTlc6lWJK1OVOBERERGJYkqAJGg1TW08pypxIiIiIhLFlADJGQmsEqde4kREREQk2igBkrPSVSVOvcSJiIiISDRRAiRnrbbZqxKngVNFREREJFooAZJz0jVw6joNnCoiIiIiUSCkCZCZ5ZrZHjPLMbPsHqabmf2XmR0xs91mdlEo45HQOVrWwFNZeRTXNIc7FBERERGRXvVHCdBVzrlFzrmlPUz7GDDTf90FPNoP8UiI1Le0sya7kK3Hq3DOhTscEREREZEPCHcVuE8CTzpPFpBsZmPDHJOcg07neOdIBWtzimhqbQ93OCIiIiIi7xPqBMgBfzSz7WZ2Vw/TxwMFAZ8L/e8kyuVWNPFUVh75lU3hDkVERERE5JRQJ0CXOucuwqvqdo+ZXdFtuvWwzAfqTpnZXWaWbWbZ5eXloYhTQqDxZAcv7SzknSMVdHaqSpyIiIiIhF9IEyDnXLH/twz4DbCs2yyFwMSAzxOA4h7W8wvn3FLn3NKMjIxQhSsh4BxsPV7FC9sLqWtpC3c4IiIiIjLIhSwBMrORZpbQ9R64FtjbbbZ1wO1+b3CXALXOuZJQxSThU1TTzNNZ+Rwpqw93KCIiIiIyiMWGcN2jgd+YWdd2VjvnXjWzuwGcc48BrwAfB44ATcDnQxiPhFlLWwcv7yph4cQmrpiZQeyQcPfBISIiIiKDTcgSIOfcMWBhD98/FvDeAfeEKgaJTLsKaimqaeHj88aQNiou3OGIiIiIyCCin+AlLCrqT/LM1nz2FNaGOxQRERERGUSUAEnYtHU4XvZ935gAACAASURBVDtQyu92l9DS1hHucERERERkEFACJGF3qLSep7fkU1zTHO5QRERERGSAUwIkEaGuuY012YVsOVaJ1zRMREREROT8UwIkEaPTOd49WskL2wup15hBIiIiIhICSoAk4hRWN/NUVj5HyhrCHYqIiIiIDDBKgCQieWMGFfP6gVLaOjrDHY6IiIiIDBBKgCSi7S6s5Zmt+ZTVt4Q7FBEREREZAJQAScSrbGjlua0FbM+rVgcJIiIiInJOlABJVGjvdLx9qJy1OUU0nmwPdzgiIiIiEqWUAElUya1o4qmsPI6Vq4MEERERETlzSoAk6jS1dvDbnGI2vFdGuzpIEBEREZEzoARIolZOQQ2rt+ZTXn8y3KGIiIiISJRQAiRRrbKhlWe35quDBBEREREJihIgiXpdHST8ZmcRDeogQURERET6oARIBoy8Sq+DhCNl9eEORUREREQiVGxfE80sHrgBuBwYBzQDe4HfOef2hT48kTPT3NrBy7tKmDe+iQ/NymBYrHJ8EREREfmzXhMgM3sIuBF4E9gClAHxwCzgh35y9A3n3O7QhylyZvYW1VJY3cR188YwNml4uMMRERERkQjRVwnQNufcQ71M+6mZZQKTzn9IIudHTVMbz28rZNnUVJZPTSUmxsIdkoiIiIiEWa/1g5xzvzOzIWb2r71ML3POZYcuNJFz1+kcWccqeT67gJqm1nCHIyIiIiJh1mcDCedcB7DEzPTTuUS1ktoWnt6Sz57C2nCHIiIiIiJh1GcnCL6dwG/NbA3Q2PWlc+6lkEUlEgKt7Z28dqCUYxUNfGTOaEYMC+byFxEREZGBJJgnwFSgErg64DsHKAGSqHSsvJGnsvL48OzRTM8YFe5wRERERKQfnTYBcs59vj8CEelPjSc7WJdTzLzxSeouW0RERGQQOe1Tn5nNMrPXzWyv/3mBmX0n9KGJhN7eolqe3pJHcU1zuEMRERERkX4QzM/evwQeBNoA/HF/Ph3KoET6U01TG2uyC3nnSAUdnS7c4YiIiIhICAWTAI1wzm3t9l17KIKJNn/Yd4Lmto5whyHnQadzbD1exbPb8qloOBnucEREREQkRIJJgCrMbDpexweY2c1ASUijigJFNc386x8O8sS7uezMr1bJwQBRVneSZ7bksz2vCud0TkVEREQGmmASoHuAnwMXmlkR8DXg7pBGFQXGJw/nl59bwujEeN4+XMHTW/I4XtGoh+YBoL3T8fahCl7YXkhtc1u4wxERERGR8yiYBMg5564BMoALnXOXBbncgDc1YxQ3LRrHjQvH4YB1u4pZm1OsKlQDRGF1M09l5bG3SIOnioiIiAwUwSQyLwI45xqdc/X+dy+ELqToYmZMTR/Jbcsnc8XMdErrWli9JZ833iujqVVNpaJda3snf9pfym9zimg8qfMpIiIiEu16HQfIzC4E5gJJZvapgEmJQHyoA4s2Q2KMxZNSuHBsIluOVbK7qJaDpfUsn5rKwgnJDImxcIco5+BYeSO/rs3j6gszmTU6IdzhiIiIiMhZ6msg1AuAG4Bk4BMB39cDXwxlUNFs+NAhXHlBJvPHJ7HxSAUbD1ewu7CWK2amMzV9JGZKhKJVc2sHv9tdwpExDVx9YSbxQ4eEOyQREREROUO9JkDOud8CvzWzFc65zf0Y04CQNiqOmxaNJ7eikY2HK3h5dwkTU4Zz+cwMMhLiwh2enIODJ+opqm7mmjmjmZo+MtzhiIiIiMgZCKYNUKWZvW5mewHMbIGZfSfEcQ0YU9JH8pnlk7hyVgbl9Sd5Zms+rx8oVfugKNdwsp21O4v40/5STrZrLCgRERGRaBFMAvRL4EGgDcA5txv4dCiDGmiGxBgLJyZzx8opLJyYzP6SOp54N4/tedW0d3aGOzw5B3uLankqK5+CqqZwhyIiIiIiQQgmARrhnNva7TsVX5yF+KFD+NCsDG5bPpnxKcPZdKSCp7LyOVLWoPGDolhdcxsv7ihkw3tltHUooRURERGJZMEkQBVmNh1wAGZ2M1AS0qgGuJSRw7hx4ThuWjSO2Bjjd3tKeGlHEeX1Gj8oWjkHOQU1PJWVR1FNc7jDEREREZFe9NULXJd7gF8AF5pZEXAcuC2kUQ0Sk9NGMjFlBHuLa9l8rJLVW/OZOy6RFdPSGBkXzKmRSFPT1Maa7AIWTUzm0hnpDB2iMYNFREREIslpn7Kdc8eAa8xsJBATMBiqnAcxMcaCCclcMDqBLblV7Cqo4VBpPRdPSWXxxGRi9QAddZyDnfk15FY0cu3cMYxLHh7ukERERETEd9oEyMySgduBKUBs1zg2zrn7QhrZIBM3dAhXzMxg/vgkNh2u4N2jlewtquWyGenMyByl8YOiUHVTG89nF3DRpBRWTk9TMisiIiISAYKpZ/UKkAXsAdTCO8RSRgzjEwvHkV/VxNuHy3ll7wnGJcdzxcwMRifGhzs8OUPOwfa8ao5XNHLt3NGMTVJpkIiIiEg4BZMAxTvn/jbkkcj7TEodwWeWTWJfcR2bj1by7LYC5oxNZOV0tQ+KRlWNrTy3TaVBIiIiIuEWzJP0r83si8B64FQ3Zc65qpBFJQDEmDF/fBKzRo9i2/FqdhZUc7isnqWTU7loktoHRZvA0qCPzBmttkEiIiIiYRDME3Qr8K/AZmC7/8oOZVDyfnGxQ7hsZjqfu2Qyk1JHsPlYJU9m5XGotF7jB0WhqsZWns8u4K1D5Ro3SERERKSfBVMC9LfADOdcRaiDkb4ljxjGDQvGUVjdxFuHyvn93hPkJMVzxawMxqh9UFRxDnbkVXO8vIFr5oxmQsqIcIckIiIiMigEUwK0D2gKdSASvAkpI7h12SQ+PDuTmqY2nttWwB/3naChpT3cockZqm5q44XthWw4WEZru0qDREREREItmBKgDiDHzDbw/jZA6gY7jGLMmDcuiZmZo8jOrWZnfg2HyxpYOiWFiyalaADOKOIc5OTXcLzcaxs0MVWlQSIiIiKhEkwCtNZ/SQSKix3CpTPSmTc+iU1HKsg6VsXeojoum5HOrNEaPyia1Da38eKOQuaPT+KymenExQ4Jd0giIiIiA85pEyDn3BNmNgyY5X910DnXFtqw5EwlDR/K9fPHUlTdzNuHy3l13wlyCuK5Yla6xp6JIs7B7sJajlc08uHZo5maPjLcIYmIiIgMKKetJ2VmVwKHgVXAI8AhM7si2A2Y2RAz22lm63tat5nVmlmO//ruGcQuPRifMpxPXzyRj8weTV1LG89nF/LqvhPUtyhnjSb1Le2s3VnEq3tLaG7tCHc4IiIiIgNGMFXg/g241jl3EMDMZgHPAEuC3MZXgQNAYi/TNzrnbghyXRIEM2POuERmZI4iO6+KHfk1HC1rYMnkFJZMVvugaHKgpJ68yiauujCTWaMTwh2OiIiISNQL5kl4aFfyA+CcOwQMDWblZjYBuB74n7MLT87FsNgYVk5P5/ZLJjMtfSRbjlfx5OY83iup0/hBUaSptYPf7S5h3a5iGk6qpz8RERGRcxFMApRtZr/yq6tdaWa/xBsMNRj/AXwL6Kt/3xVmtsvMfm9mc3uawczuMrNsM8suLy8PctMD26Z1T1NfXXnqc311JZvWPd3jvInDh/Kx+WO5ZckERgwbwh/2l/JcdgHFNc3ntF7pX0fLGnhycy57i2rDHYqIiIhI1AomAfoS3lhA9+FVZ9sP3H26hczsBqDMOddXsrQDmOycWwj8N730Nuec+4VzbqlzbmlGRkYQIQ9sm9Y9zUs/e5hHvnU79dWV1FdX8si3buelnz3cZ7IyLtlrH3TtnNE0nGxnzfZCfr+3hLrmtnNar/Sfk22d/Gl/KS9sL6SmqTXc4YiIiIhEHQtVVSgz+xfgc0A7EI/XBugl59xtfSyTCyx1zlX0Ns/SpUtddnb2eY727ByvaGTtzqJ+325XYlKad4RRSakANNRWMXryDL784ydJSEk77TraOjrJzqtme141AEsmpXBBUie/fPDOc1qv9J+hQ4wV09NYPDGFmBh1dy4iIiLSxcy2O+eW9jittwTIzPYAvWZHzrkFZxDAlcA3u3d2YGZjgFLnnDOzZcALeCVCvW5XCZCnvrqSf73rBhpqqwAYlZTK/b9Yf8ZJSl1LG+8eqeRgaT0jhw1hcWYMv/3Oree8Xuk/oxPjuWZOJpkJ8eEORURERCQi9JUA9dULXEh6ZjOzuwGcc48BNwNfMrN2oBn4dF/Jj5x/ifFDuW7eGBZOTOLtQxW8dfAELe19NdmSSFNa18IzWwpYMjmFS6alEqte/kRERER6FbIqcKGiEqDzUwWuJ3XVFfzn395GddFxYkYkMSTGaGuoURW4KJI8YijXzB7NxNQR4Q5FREREJGz6KgHq9adiM9vk/603s7qAV72Z1YUqWDm9XRtfpTTvCKMnz+D+X6zn/l+sZ/TkGZTmHWHXxlfPer27N/6B6qLjZE6azg0PPc24L6xiaPokSvOOsOPNV87jHkio1DS18cL2Qv647wQtbRpAVURERKS7XqvAOecu8/9q9MUIc9mNnwVg4eXXnSqV+fKPn2TXxldPTTsf611yYRsb0v+L3Rtf5VD6paQX1zJ7bCIxpgb3kW5fcR3HKxr50AUZXDimtzGIRURERAaf01aBM7P/zzn3q27f/dA590BII+uFqsD1vxO1Lbx9uJyS2hYyEuK4YmY6E1JUxSpaTE0fyVUXZpI0PKjxi0VERESi3llVgQtws5mdKlYws0eAzPMVnES+MUnx3LJkAtfNHUNzawcv7ihi/e5iav3xgySyHa9o5KmsPLbnVdPZGV1t/kRERETOt756gevyKWCdmXUCHwOqnHNfDm1YEmnMjAvGJDA9YyQ78mvIzqvi15vzWDQpmYunpBAXOyTcIUofWts7eftQOe+dqOOa2aMZnagus0VERGRw6qsThFQzSwWGA38NfAuoAx72v5dBKHZIDMumpnL7iinMGjOK7XnVPPFuHnuLaumMsh4FB6OyupM8u7WADQfLONmuThJERERk8OmrBGg73kCoFvD3ev/lgGkhj04i1qi4WK6dM4aFE5J5+1A5r79Xxq7CGq6YmaEumCNcp3Pk5NdwtKyBKy/IZEbmqHCHJCIiItJv+uoFbmp/BiLRaXRiPDcvmcCRsgY2HqngpZ1FTEsfyWUz00kZMSzc4Ukf6lvaeXlXMdMzR3HlBRkkxquTBBERERn4gmkDJNInM2Pm6ASmpo9kZ0EN23KreCorj0UTk1k2JZW4oWofFMmOljVQUNXEJdPSWDwxmZgYdXMuIiIiA5cSIDlvYofEcPGUVOaMTWTzsUp25NdwoKSeS6alMm9ckh6sI1hXJwkHSrxOEsYkqZMEERERGZj67AbbPBP7KxgZGEbGxXLN7NHcumwiqSOHseFgOau35pNf1RTu0OQ0yutP8uy2fN54r5SWNnWSICIiIgNPnwmQ80ZJXdtPscgAk5kQz19eNJ7r54+lraOT3+wsYt2uYqqbWsMdmvTBOdhVUMuTm3M5UFIX7nBEREREzqtgBkLNMrOLQx6JDEhmxozMUXxuxWQunZFGUXUzT2Xl8dbBcppbVcIQyRpPdvDq3hO8sL2QqkYlrSIiIjIwBNMG6CrgbjPLBRrxu8V2zi0IZWAysMTGxLB0ciqzxySSdbySXYU17D9Rx7IpqSyckETskGBycQmHgqomnsrKY+nkFJZNTdW5EhERkagWTAL0sZBHIYPGyLhYPnzhaBZNSGbTkQo2Halgd2ENK6enM2v0KMzUUUIk6uh0bDlexXsn6rnyggymZWjsIBEREYlOp/0p1zmXB0wErvbfNwWznEhf0kbF8clF4/mLxeOJix3Cq/tO8Fx2AUXVzeEOTfpQ29zGb3OKWbermNrmtnCHIyIiInLGTpvImNn3gG8DD/pfDQWeCmVQMnhMSh3Brcsm8pE5o2k82cELOwpZv1sdJUS6o2UN/HpzLluPV9HR6cIdjoiIiEjQgqkC9xfAYmAHgHOu2MwSQhqVDCpmxpyxiczMHMXO/Bqy86o4npXH/PFJLJ+axvBhGkg1ErV1ON45UsGBkjquuiCTSWkjwh2SiIiIyGkFkwC1OuecmTkAMxsZ4phkkBo6JIZlU1OZOy6RLcer2F1Yy4ET9eooIcJVNbby4o5CZo1O4IpZ6STEDw13SCIiIiK9CuaJ8nkz+zmQbGZfBF4DfhnasGQwGxkXy9UXZvLZ5ZMYlxTPpiMVPJmVx8ET9XhDU0kkOlRaz5Ob89iWq2pxIiIiErksmAdKM/sIcK3/8Y/OuT+FNKo+LF261GVnZ4dr8+9zvKKRtTuLwh3GgJdf1cSmwxWUN5xkdGIcl8/IYHzK8HCHJX1IHTlM1eJEREQkbMxsu3NuaU/Tgq1TtAfYCLztvxfpN+ooIfp0VYtbv7uYuhb1FiciIiKRI5he4P4a2Ap8CrgZyDKzL4Q6MJFAXR0l3L5iMiumpZHvD8755sEymls7wh2e9OJwaQNPvpvLlmOVtHd0hjscERERkaA6QbgfWOycqwQwszTgXeB/QxmYSE967CihpJ6Lp6awaEKyOkqIQG0djnePVrK/pI4PzdIgqiIiIhJewTwtFgL1AZ/rgYLQhCMSnPd1lJAczztHKnkyK4/3SurUUUKEqmnyBlFdu7OI6kZVXxQREZHwCKYEqAjYYma/BRzwSWCrmf0tgHPupyGMT6RPaaPi+OSi8RRUNbHxSAV/2F/KjvwaLp2RxuQ09dgeiY5XNJJf1cTiScksm5pKXKzGeRIREZH+E0wCdNR/dfmt/1eDoUrEmJg6glsvnsjB0no2H61kbU4xE1OHc9n0dDIT48MdnnTT0enIzq3mvZJ6Lp2RzuyxCZhZuMMSERGRQeC0CZBz7h/7IxCRc2VmXDgmkRmZo9hTWMvW3Cqe2VbArNGjWDk9naThGqAz0jScbOcP+06wp6iGD83KZEySklUREREJrWBKgESiSmxMDIsnpTBnXCLb86rZmV/DkbIGFkxIZtmUVIYPU5WrSFNc08Kz2/KZPTaRy2akMzJO/zSJiIhIaOgpQwasuNghrJyezoLxyWQdr2RXQQ37i+tYMjmFxZOSGaoe4yKKc7C/uI4jZQ0sm5rKRZNSGBKjanEiIiJyfukJUAa8UfGxXDN7NLddMpkJKcPZfKySJ97NZW9RLZ2d6jEu0rS2d7LpcAVPbs7laHlDuMMRERGRASaYgVB/bGaJZjbUzF43swozu60/ghMJxqZ1T1NfXXnqc311JZvWPf2B+VJHDuMTC8dx85IJJA4fyuvvlfHUljyOljeo6+wIVNPUxrqcYl7cXkh5/clwhyMiIiIDRDAlQNc65+qAG/DGBJqFNziqSNhtWvc0L/3sYR751u3UV1dSX13JI9+6nZd+9nCPSRDA+OTh3LJkAtfPHwvA+t0lrNleSHFNc3+GLkHKr2pi9ZZ8Xj9QSnNrR7jDERERkSgXTBugrq6zPg4845yrUne1EikWXn4d77y8mtK8I/zrXTcA0FBbxejJM1h4+XW9LmdmzMgcxbT0kewrqSPrWCVrthcyPWMkK6enkzpyWH/tggSh0zl2F9ZysLSe5VPTWDQxWe2DRERE5KwEUwL0spm9BywFXjezDKAltGGJBCchJY0v//hJRiWl0lBbRUNtFaOSUvnyj58kISXttMvHxBjzxydx58oprJiWRkFVM09l5fH6gVIaTrb3wx7ImTjZ1snbh8p5cnMuR8rqwx2OiIiIRKFgxgF6wMx+BNQ55zrMrAn4ZOhDE+k/Q4fEsGxqKvPGJ7LteDW7i2p470Q9iycls2RyCnGx6jo7ktQ0tfHyrhImpNTwoVkZGuxWREREghZMJwgjgHuAR/2vxuGVBomEXVebn66Sn66SoK42QWdqxLBYPnRBBp+7ZDLTMkayLbeaJ97NY2d+Ne0dnSHYAzkXhdXNrN6az6t7T1Df0hbucERERCQKBFMF7v+AVmCl/7kQ+H7IIhI5A7s2vkpp3hFGT57B/b9Yz/2/WM/oyTMozTvCro2vnvV6k0cM42PzxvLpiyeSPmoYbx+u4InNeewrVtfZkcY5OFBSxxPv5vLu0Qpa25WoioiISO/sdN3/mlm2c26pme10zi32v9vlnFvYLxF2s3TpUpednR2OTX/A8YpG1u4sCncYg96mdU+z8PLrTrX5qa+uZNfGV7nsxs+et23kVzXx7tEKSutOkjJiKCumpzEjYxTqECTyjIwbwopp6cwdl0iMOkoQEREZlMxsu3Oux1prwfQC12pmwwHnr2w6oEE5JGJ0T3QSUtLOa/IDMCl1BBNTJnK0vJHNRyt5Zc8JMhPiWDk9jUmpI5QIRZDGkx28dqCUnIJqLp+ZwZT0keEOSURERCJIMAnQQ8CrwEQzexq4FPh8KIMSiUSnus7OGMl7J+rJOlbJ2pxiJqQM59Lp6YxJUkP8SFLR0MpvdhYxKXUEl89KJzNB50dERESCqAIHYGZpwCWAAVnOuYpQB9YbVYGTSNHe2cneojq2Hq+iua2DaekjWTk9jbRRceEOTboxgwvHJLJyRhqJ8UNPv4CIiIhEtXOqAmdmrzvnPgz8rofvRAat2JgYFk1MZs7YRHIKatieV81TW/KZPSaBS6alkThcD9qRoqujhMOl9SyalMzFU1KJH6quzUVERAajXhMgM4sHRgDpZpaCV/oDkIjXFbaIAMNivTGE5k9IYntuNTmFNRwsrWf++CQunpLKyLhgappKf2jvdGTnVrOvuI6Lp6SyaGIyQ9RRgoiIyKDS15PZ3wBfw0t2dgR8XwesCmVQItFo+NAhXDYznUUTk9mSW8nuolr2Fdd5g6lOSiFOJQ4Ro7m1g7cPlZNTUMPK6WlcOCZBHVmIiIgMEsF0g/0V59x/91M8p6U2QBItappa2XyskkOlDcTFxnDR5BQWTUhmWGwww29Jf8pIiOPymelMTlOPcSIiIgPBuXaDXWtmt3f/0jn35DlHJjKAdQ2munTySTYfq2Tz0Upy8mtYOjmFBROSiB2iRChSlNef5KUdRUxMHcFlM9Sjn4iIyEAWTAJ0ccD7eODDeFXilACJBCEjIY4bF47jRG0Lm49VsvFIBTvyq7l4SipzxycSG6NEKFIUVDXxzNZ8Zo4excrp6aSOHBbukEREROQ8O20C5Jz7SuBnM0sCfh2yiEQGqDFJ8fzF4vEUVTez+Vglbx4qJzuvmuVTU5k9NlGN8SPI4dIGjpY1MmdcIpdMSyVBXWeLiIgMGGfz03MTMDPYmc1siJntNLP1PUwzM/svMztiZrvN7KKziEckqoxPGc5fXjSev1g8nlFxsbz+Xhm/zspjf0kdnZ2nH5dL+kenc+wtquXxd3J5+1A5za0d4Q5JREREzoNgxgF6Geh6KosB5gDPn8E2vgocwOs+u7uP4SVTM4HlwKP+X5EBzcyYlDqCiSnDya1sIutYJX/aX0p2bhXLp6Yxa/Qo9UoWIdo7HdvzqtlTVMuSySlcNClFHVmIiIhEsWDaAP0k4H07kOecKwxm5WY2Abge+Gfgb3uY5ZPAk87rii7LzJLNbKxzriSY9YtEOzNjavpIpqSN4Gh5I1nHKnl13wm25Q7jkmlpTM8YqUQoQrS2d7L5aCW7Cmq4eGoqC8arIwsREZFoFEwboLfOYf3/AXwLSOhl+nigIOBzof+dEiAZVMyMGZmjmJ4xkkOlDWw5Xsnv9pSQmRDHJdPSmJI2QolQhGhq7eCtg+XsyKtm+dQ05o5LJEbtt0RERKLGaX++NLNPmdlhM6s1szozqzezuiCWuwEoc85t72u2Hr77QCMIM7vLzLLNLLu8vPx0mxaJWmbGBWMSuG35ZD4yZzQtbR2s21XM89mF5FU2crpxu6T/1Le089qBUp7YnMuBkjqdGxERkSgRzECoR4BPOOcOnNGKzf4F+Bxetbl4vDZALznnbguY5+fAm865Z/zPB4Er+6oCp4FQZTDp6HQcKKljy/EqGk62MzYpnuVTU5mUqhKhSJM2ahgrpqUxI1Ptt0RERMKtr4FQg6nAXnqmyQ+Ac+5B59wE59wU4NPAG4HJj28dcLvfG9wlQK3a/4j82ZAYY974JO5YOZmrLsigvqWdtTleiVCuSoQiSmVDK+t3l/D0lnyOljeEOxwRERHpRTCdIGSb2XPAWuBk15fOuZfOZoNmdre//GPAK8DHgSN43Wt//mzWKTLQxcbEsGBCMnPGJXKguJ5teVX8NqeYMYleidBktRGKGOX1J1mXU8zoxHhWTE9javrIcIckIiIiAYKpAvd/PXztnHNfCE1IfYukKnB1LW1kHa3kaHkjLW0aI0T6T0enY39JHdtyq6hvaWd0YhzLp6qzhEg0LjmeS6alMTlNiZCIiEh/6asK3GkToEgTSQlQl45OR35VE4dK6zla3sDJts5whySDRFcboW25VdS1tJOZEMfyqalMTVf32ZFmfPJwLpmWxqS0EeEORUREZMA7qwTIzL7lnPuxmf03PfTM5py77/yGGZxITIACdXQ6cisbOVxaz9HyRlrblQxJ6HV0Og6cqGPbcSVCkW58ynBWTEtjYqoSIRERkVDpKwHqqw1QV8cHkZttRKAhMcb0jFFMzxhFW0cnuRWNHCytJ7eikbaO6CptG+w2rXuahZdfR0JKGgD11ZXs2vgql9342TBH9kFDYox545KYPSaR907UsS23mpd3l5DhJ0LTlAhFjKLq/7+9e4+S+7zrPP9+6n6v6m61pG7dLFmyLNuxHNvEQGISyCQTIAdmuOwAw4Yhu8cDmQzsOUvIsMPAkjnMQMIwOxsu2cAMJDvJzEIIGzuAQ042QJwLSRzHjnWxLNlqXfp+q/v99+wfv19Xt6SW1K2u6qrq+rzOqVO/en6/rn5aT6v79+3v83yfMp949gr7hqJ8+2FlhERERLabpsBtk1rD4cJcgZem80wslHD67N990Dzz5Mf45O+8jz2HjvKu938UgN/79x72AAAAIABJREFUxXcwM3GeH3r3r/RkELRW07G8NJ3nqxcXyZbr7EqEeOzwCHePKhDqNfsyUR47Mqw1QiIiIm20pTVAxphHgX8NHGJNxsha+2A7O7lR/RoArVWuNXl5Ns/Z6TyTy2UUC/We/NJCK+BJpIcBKGQXWwHRSlao1zmO5aWZPF99dZHlcp2ReIhH7xrint1JfD4FQr1kLB3hsSOqGiciItIOWw2AXgLeA3wLaC1osdZOtLOTG7UTAqC18pU6L027wdBcvnr7D5Btk19a4ANPvJ1CdhGARHqY93z4030T/KzlOJZzM3m+NrHEYrFGOhrk0UND3DuWJODbyHZgsl32pCK87vCwsnUiIiJbcKdrgFbMWWufbHOfxJOMBHn0rmEevWuY+UK1FQzlyvVud012EJ/PcO9YiuN7k1yYK/K1i4t87uwsf//qIg8fzPDAvjRBvwKhXjCTq/DU85Ps8tZvHdudUCAkIiLSRhvJAL0Z+HHgc7RhI9St2mkZoPVYa7m6XObsVJ5zs3mV1e6CnTIF7masdUu3f/XiIpPLFaJBPw8dzHByf5pwwN/t7skaw/EQ33bXMPfu1bRFERGRjdpqBuingXuBIKtT4CzQlQBoEBhj2D8UY/9QjDcdH+XV+SJnpt1Kck1HC4a2w/NfeJqZifPrFkHo1Upwm2GM4dBInEMjca4ulfnaxCJfvrDAsxNLnNyf5qEDGWKhjfx4kE5bLNb4zKlpvvLKAo/eNcR9YykCytaJiIjcsY1kgL5lrX3NNvXntgYhA3QzlXqTl6bznJnKMZWtdLs7O14/lcFuh9lcha9dXOL8XIGAz/DAvjQPH8yQjAS73TVZIxEO8PChDK/ZlyEUUCAkIiKynq0WQfgD4D9aa093onObNcgB0FpLxRpnpnKc0XohabPFYo2vX1zk7EweA9w3luKRQ0NkYqFud03WiAT9PHQgw0MHMkRDmrYoIiKy1lYDoDPA3cCruGuADGBVBrs3WGu5slTmzFSOl2cL1BpaLyTtkS3XeXZiiS8/9XFix1/PibsP8G2HhgjVCzs6E9ZvQgEf94+nePjQECll60RERICtrwF6W5v7I21kjOHAcIwDwzG++16H87MFzkzluLRY0v5CsiXpaJDQuc+y8Nnfp/atv+LcP/l1Tl+4zOKf/mtKMxNYa3n8B3+y290ceLWGw3OXlnnhSpbje5M8emiIkUS4290SERHpWTcNgIwxCWtt4Vb7/axc05muyWYF/T5OjKU4MZYiX6lzZspdL7RYrHW7a9KnTj7+Nr741MeZmTiP88f/kobjUM0vExw5yETqQcZmCxwZjeNTmeauazqW05M5zkzlOLwrzqN3DbMvE+12t0RERHrOTafAGWM+B3wT+BTwrLW26LUfAb4b+B+AP7DWfmKb+gpoCtydmFwuc3oyp5Lackeu3xA2nh7m+//3j3Fm2ZCrNMjEgjxycIh79yZVnazHjGciPHJIm6qKiMjguaMpcNbaNxtjvg/458DrjTFDQAN4CfgL4KestdOd6LC013gmyngmypuOj3J+rsDpSU2RkztngPvH07zuxDDn5wo8O7HE587O8uVXFjh5IMOD+9JEglqU3wsmlytMLk8yHA/xyCEFqSIiIrCBIgi9Rhmg9shV6pyZzHF6KsdySVXkZH0b2RB2pRDHsxNLTCyWCPoND4yneehgRovye0w87Ofk/gwP7lflOBER2dm2WgRBdqBUJMhjR0Z47MgIV5ZKnJrMcV5V5OQ6G9kQdm0hjrl8lW9cWuKbV5Z5/soy9+xJ8vDBIUaTWpTfC4rVJl+6sMDXLi5y33iKhw+qvLmIiAweZYCkpdZwODeT5/RkjqvL5W53R3rEnWwImyvXee7yMqcms9SblkMjMR45OMT+oajWovQQY+DIaIKHD2bYPxTrdndERETaZkv7APUaBUDbY6lY45RXUapQbXS7O9KnKvUmL1zN8s1Ly5TrTXYnwzxyaIijowl8PgVCvWRPKsLDhzLcszupsRERkb635QDIGPMG4Ji19o+MMaNAwlr7apv7uSEKgLaX41heXShyajLHxfkiTae/AmbpDY2mw5npPN+YWGK5XCcRDvDQgQz3j6dUMKHHJCPu2DygYhYiItLHthQAGWN+FXgUOG6tvccYMw78qbX29e3v6u0pAOqeUq3BmakcpyZzLBS0t5BsnmMtF+eLPHd5mStLZYJ+w4mxFA8dyDCktSg9Ze3YaGNVERHpN1sNgL4JvBb4hrX2tV7bC9baB9ve0w1QANQbJpfLnJrMcW4mr8IJckfm8lWeu7zEuekCTWs5vCvOaw9ktE6oxxgDB4djvPbgEHeNxDQ2IiLSF7ZaBa5mrbXGGOu9WbytvZO+tLK30BvvGeXcTJ5Tk1kmlyvd7pb0kdFkmLfet5fX393ghatZvnUlyyfnr7IrEeKhAxmO79GeNb3AWphYKDGxUGIoFuTkgQz3jacIBzQ9TkRE+tNGMkC/ABwD3gL8e+CdwMettR/sfPdupAxQ71ooVHlxMsfZqRylWrPb3ZE+02g6vDST57lLyywUa0SDfh7cn+Y1+9LEw6rY30tCAR/3jaU4eSDDcFxTF0VEpPe0owjCW4C34m4C/xlr7Wfb28WNUwDU+5qO5ZW5Ai9OZplYKNFnhQaly6y1XF4q89ylJS4ulPAbw/G9SR46kNF+Qj1mZXrcyQMZjuyKa3qciIj0jK2uAToMTFlrK97rKLDHWnux3R3dCAVA/SVXqXN60i2ckCvXu90d6TNLxRrPXV7mzFSOhmPZPxTltQczHB7RzXavSUWDPLg/zQPjaaIhTY8TEZHu2moA9HXgO621Ne91CPiitfbb2t7TDVAA1J+stVxaLPHi1RwX5goqpy2bUqk3efFqluevZClUG6SjQR7cl+Y+ldHuOQGf4dieBA/uzzCeiXa7OyIiMqC2XAXOWvvQdW3PW2tPtrGPG6YAqP+Va01OT+U4PZllXuW0ZROajuX8bIEXriwzma3g9xmO70lycn+a3alIt7sn1xlNhnlwf5p796YIBVTQQkREts9WA6DPAh+01j7pvf5B4OestW9ue083QAHQzjKVLfPiVZXTls2by1d54coyZ6fzNBzLWDrCg/vTHN2dIODTzXanPfPkxzj5+NtIDo0AkF9a4PkvPM0bfuCf3nBtKODjxFiS1+zTOi4REdkeWw2A7gY+BozjFkG4DLzDWnu+3R3dCAVAO1Ot4XBuJs+LV7NMZVVOWzauWnczii9cybJcrhMN+nlgX4rX7EuTjAS73b0d6ZknP8Ynf+d97Dl0lHe9/6MA/N4vvoOZifP80Lt/Zd0gaMV4JsID+9LcsydJUGXORUSkQ7ZcBc57k4R3fb6dndssBUA733yhyotXs5yZylOpq5y2bMzKOrMXrmR5db4IwJHROA/uz3BAm6u2VX5poRXwJNLDABSyi62AaCUrdCvhoI8Te1O8Zn+aXQllhUREpL3aUQb7+4H7gdYke2vt+9rWw01QADQ4Gk2HC3NFvnU1y5UlldOWjcuV63zrapYXJ7NU6g5DsSAP7s9wYiypDTzbJL+0wAeeeDuF7CIAifQw7/nwpzcU/FxvPBPh/nE3K6S1QiIi0g63CoBuu7ugMeZDQAz4buAPgR8BvtrWHoqsI+D3cXxvkuN7k2RLdV6czHJ6Mkeh2uh216THpaJBXn90F48dHubl2QLPX1nmb8/N8aUL89y7N8WDyjr0lMnlCpPLFf723BzH9yR5YF+avWkVtRARkc7YyBqgF6y1D655TgCftNa+dXu6eC1lgAab41guLhR5cTLHq3NFHKWF+tpmFtJv1UyuwvNXljk345ZhH0tHeM2+NMd2JwhoLcqmtGMK3O2MJsPcP57ixJhKnYuIyOZtKQMElL3nkjFmHFgADrercyKb4fMZjowmODKaoFBteJusZlkuaZPVfrOykP6LT338hoX0QNuDoD2pCG+9by+PH21yZirHtyaz/PXpGf723Bwn9qZ4YF+KEWWFNuT5LzzNzMT5dYsgtCuAnctX+ZuX5njm5XmOjCa4bzzFXSMxreUSEZEt20gG6N8AHwTeDPwuYIE/sNb+Sue7dyNlgOR61lquLJV58WqW87MFGtpktS9sRxbhVqy1XF0u8y3v+8axMJ52K5QpK3R725m9W5GMBDgxluK+sRRD8VDHPo+IiPS/tlSB894oDESstdl2dW6zFADJrVTqTc5Ou+W05/LVbndHbqOdC+m3olRrcGbK/b5ZLtcJB3ycGEvxwLiyQr1qPBPhvrE0x/YkNEVORERusNUiCBHgXcAbcLM/zxhjft9aq81apOdEgn4eOpDhoQMZZnIVTk1mOTudp1rXJquDZLPZiVgowCOHhnj4YMbNJk5meeHKMt+8vMx42q1QdmxPQvvW9JDVwgmz3D2a4MRYioPDMXw+TZETEZFb28gUuD8B8sB/9Zp+HBiy1v5oh/u2LmWAZLPqTYeXZwqcmsxyZal8+w+QbdGpKXBb2aRzrVZWyFtjFvL7uGdPgvvH0+xJhbUWpQclwgGO701y71iS3UlVkRMRGWRbLYJw3Fp7cs3rzxtjnm9P10Q6L+j3cd94ivvGUyyXapyazKmcdg/o1EL6k4+/jS8+9XFmJs7zgSfeDqwGVicff9uG32dtVmgyu5pNfHEyx0g8xH3jKe7dmyQW2siPUdkOhWqDZyeWeHZiiV3JMPeNJblnT5JkJNjtromISA/ZSAboj4EPWWu/4r1+DPgpa+27Ot+9GykDJO3gOJZXF4qc2kHltLuxKH2rOtXnTq0tqjaaXjYxx3Sugs/AkV1uhbJDIzF8ygr1HGNg/1CMe/cmObpb64VERAbFVjNAjwHvMMZc8l4fBM4YY74FWGvtg23qp8i28fkMd48muHs0QbHa4MxUjlOTORaLtW537Y5sd0npdrm+X8mhkZ7tK0A44OeBfWke2JdmoVDl1FSOs1N5zs8VSIQDnBhLcmIsxVBMFcp6hbVwebHE5cUSnz87y+HROPfuTXLXSFyV/kREBtRGMkCHbnXeWjvR1h7dhjJA0klXl8ucuprl5dkCtUb/FE7odknpXrLd/xZNx/LqfJFTk1kmFkpYYCwd4cTelCqU9bBQwMfR3QmO70mqeIKIyA7UtjLYvUABkGyHWsPh3EyeU5NZJpf7o+Bhr5SU7rZ2FUG42Xvfaspeodrgpek8Z6ZyLBRr+H2GI7vinBhLcUg32T0rFvJzbE+Ce/Yk2ZeJqsCFiMgOsNUpcCIDJxTwtaY6LRZr7gL4qbwKJ/SBlWBkbaDyrvd/dMtrizYyzTARXi2cMJuvcmYqx0szeV6eLRAL+Tm+N8mJvSlGk9pbqJeUak2ev5zl+ctZEuFAKxgaS0cUDImI7EDKAIlskONYLq4UTpgv0nR65/+OpsB13p3+Gze975szU+73jWNhVyLEibEUx/ckiYf1d6helYwEOLYnybHdCQVDIiJ9RlPgRNqsVGtwdjrPqckc8/lqt7vT0Wlfsmqr0wzL9SbnpvOcmc4xk6tigAPDMY7vTXL3aJxwQOuFelUyEuDo7gTH9iQZVzAkItLzNAVOpM1ioQAPHxzi4YNDzOYqnJrMcXY6T6Xe7Ep/OjXtS9orGvRz8kCGkwcyLBZrvDSd5+x0js+enuH/89YLHfcqlPm1Xqin5CsNnru0zHOXlkmEA9y9O86x3e6aIa3tEhHpL8oAibRJo+nwynyR05M5JhZKO2JvIVnVqWmG1lqmcxXOTud5eaZAud4kHPBxbHeCe/emGM8o29DLoiE/R3bFObo7wcHhmEpri4j0iK5kgIwxEeDvgLD3eT5hrf3V6655E/Ap4FWv6ZPW2vd1qk8inRTw+7hnj7vzfKHa4OxUjtNTORYK/bm3kFzr+S88zczE+XWnGW4l02aMYSwdZSwd5buOjXJ5scTZmTxnp/O8OJkjEQ5wfG+S43uS7EqEFAz1mHKtyalJdx+xUMDHXSNx7t4d566RuEqgi4j0qI5lgIz7WzpurS0YY4LAM8DPW2u/suaaNwG/YK19+0bfVxkg6TfT2Qqnp7K8NF3o2hQ5aY/blcFup3rT4cJcgZem80wslrAWMrEg9+xOcmxPgl0JVZLrZX6fYf9QlLtHExwZjZOMBLvdJRGRgdL1IgjGmBhuAPSz1tq/X9P+JhQAyYBoOpZX5gqcnspxcV5T5GTjyrUm5+cKnJvJc3WpjAWG4yHu2e2Wax6Kh7rdRbmN3akwR3YluHs0zu5UpNvdERHZ8boWABlj/MCzwFHgd621773u/JuAPwOuAJO4wdCpdd7nCeAJgIMHDz4yMTHRsT6LbIdSrcGZKXfDzLkeqCIn/aNYbXB+tsC52Xxrk95diRD3eOWaMzEFQ70uGQlweFecw7viHBiOEdS6IRGRtuuFDFAG+HPgX1prX1zTngIcb5rc9wH/yVp77FbvpQyQ7DRz3oaZZ6dzFKuaIicbV6g0eHk2z7mZAtM5NxjanQxzbHeCowqG+kLQbzgwHOOukTiHR+OkNFVORKQtuh4AeZ34VaBorf2tW1xzEXjUWjt/s2sUAMlO5TiWS4slzkzluDBXoN7UFDnZuFy5zsuz7jS5WS+ruCsR4uioGwwNx1VAoR/sSoS4a5dbRGE8E1U5dBGRO9SVAMgYMwrUrbXLxpgo8NfAb1prP73mmr3AjLXWGmNeB3wCOGRv0SkFQDIIqo0m52cLnJnKc2XJXQAvslG5cp3zcwXOzxaYyrqZoaFYkKO7ExwdTTCaDA9cMLSdBSzaJRTwcXA4xuFdcQ6OxJQdEhHZhG5thDoGfMRbB+QD/sRa+2ljzM8AWGs/BPwI8LPGmAZQBn7sVsGPyKAIB/zcP57m/vE0+Uqds9N5zk7lmFdJbdmAVDTY2qi3WG20gqGvTyzxtYtLpCIBNxjanWBvaufvM/TMkx/jk7/zPr741MdvKGEO9GwQVGs4nJ91xw5gJBHioDddbt9QVGuHRETukDZCFekjs/kKZ6fyvDSdp1BtdLs70mfKtSYX5t0b6suLJRwL8ZCfw6NxjuxKcGAouiM38uzUJrbdFPAZxjNRDo3EODgcG8isnojIrfTEGqB2UQAkAtZaLi+WOTOd4/xsgVrD6XaXpM9U601enS9yYb7IxEKRetMS9BsODcc5MupWKNtJG3nmlxb4wBNvp5BdBCCRHuY9H/50XwY/64mF/BwYdoOhA8Mx0lFNlxORwdatKXAi0iHGGA6OxDg4EuPN9zq8Ml/k7HSei/NFmk5//VFDuiMc9HPvWIp7x1I0HIcri2VemS/yynyB83MFjIF96ShHRuMcGU3ohrrHlWpNXpp2s8MA6WiwFQwdGI4SC+nXvYjICmWARHaQSr3JyzMFzk7nuLpcVvEE2TRrLTP5Kq/MFXhlrshC0V13NpIIccSrTrY3HcHXR9OtduIUuM0wBkbiIfYPucHQvkyMaGjnZPdERNajDJDIgIgE/bxmf5rX7E9TqDZafxGe8faIEbkdYwx7UxH2piJ85927yJbrXPCCoZUiCpGgj0MjcQ6PxDk0EmvrVLlOVGt7/gtPMzNxvhXwwGoRhF6vBNcO1sJ8ocZ8ocY3Ly+7AVEizP6hKAeGFBCJyOBRBkhkACwVa7w0k+fcTJ4FVZKTO1SpN7m0WOLV+SITCyXK9SYGGEtHuGuXu25oZAv7Da1Ua1svUPmhd//KlgKVfiyDvV2MgeF4iP1eMLRvKEoirL+Pikh/UxEEEWmZzVc4N+1umJkt17vdHelTjrXM5CpcnC/x6kKROW/z1UQ4wOFdce4aibF/KEYosPGqcoM+Va2XpKNBxjNR9mWijGcijCTC3e6SiMimKAASkXVNZyu8NJPn5Zk8+YrKasudK1QbXJwvcnGhyKXFEvWmxWdgPB3l4EiMQyMxRhO3L9W806u19atoyM9YOsJYOspYOsLedET7EIlIT9MaIBFZ117vRua7ju1iMlvh3Eye8zMF7TEkm5YIB3hgX5oH9qVpOA5TyxUmFktMLBT50oUFvnRhgWjQz6GRGIeG3QqGqkzWP8q1Jq/MFXllrgiA32fYlQgznnF/hoylo6oUKCJ9QxkgEbmGtZYrS2XOzxZ4eTZPsdrsdpekzxWrDS4tlphYKHFp0V07BDCaDLvB0HCMsXSEcm5JU+D6WDzsZ+9KhigVYXcqTDig4goi0h2aAicid0TBkLSbtZbZfJWJxRKXFkpMZcs41s0ocPppXvnUBxnZf4R3/4f/Gx+mbUUQZPutFFfY41UV3JuOsCsRdsdaRKTDFACJyJZZa7m6XObl2QIXZgtaMyRtUW00ubpU5vJSmcuLJS5+4ZPEjr+BWHqY/UNRdvkr5E5/gbf8yDvuuLqcrOp2NTy/zzCSCLEnGWFPKsKeVJgRBUUi0gEKgESkray1TGUrvDxb4PxsgZyqyUmbFKsNLi+VuLxY5vJSqRVox8N+DgzFODAcY38mSkrrTTatk2XGt2IlKNqdjLA7GWZ3KsxoIkxARRZEZAsUAIlIR83kKpz3gqHFovYZkvaw1pIt11vZoStL5db6oWQkwP5MlH1DbqnmdDSoDNFt9FOZcZ8xDMWDjCbCjCZXHyqcISIbpQBIRLbNQqHK+dkCF+aKzOQq3e6O7CDWWuYLNa4ul7m6VObq8mpAlAgH2DcUbQVFGQVE6+r3MuPxsJ9dCXfa3K5EiNFEmOF4SNkiEbmBymCLyLYZ8W5OHjsyQq5S54IXDF1dKuP02R9cpLcYY1qZgIcOZLDWslisccULiC4tlHhpOg9APOT3NvF0HyOJED4FRH2vWG1SrLoVBVf4jCETCzKSCDESdwOjkUSYTDSIT2uLRGQdygCJyLYo15q8Mu8GQ5cWitSb/fWzR3qftZalUp2rS2WuLJe4ulxuVS4M+X3sTUcYz0QYT0cHciPPfpoC1w5+n2EoFmQ47maJhuMhRhIhMtGgMkYiA0AZIBHpumjIz/3jae4fT1NvOlxaLPHKXJFX5wsqry1tYYxp3ei+Zn8aay35SoPJbJnJ5QqT2TJfeWXRuxZGE2E3Q5SOMJ6JEg/v7F+Jz3/haWYmzq9bBGE7K8Ftl6bjTpmcL1y7LtEYSEWCDMdDDMVDDMdCDMWDZGIhEjv8e0BEXMoAiUhXrVSUe3W+yCtzhRtuVkTaqVpvMpWttIKimVyFhuP+HkxGAox5+9XsTUd2ZCWybpfB7nWhgI9MLMhQLMRQLEQmFnQf0RDRkDZ1FeknKoIgIn0jW6rzynyBV+eLXFkq03T662eU9JemY5nLV5nMlpnOVpjOVVqlt30GRpNhxlJR9qTDjKWjpCIBFVcYUOGgj0zUDYpSETcwSkeDpKJBkuGA1huJ9BgFQCLSl6qNJpe9qXIXF4qaKifbolhtMJ2rMJWtMJOtMJOvtNasRYN+9qYj7EmG2e1t5KnSzOL3GRLhAKmoFxRF3ONUNEgyEiARUoAkst0UAIlI37PWMpuvtoKhmVyFPvvxJX3KcSwLxVorQzSdrbBYWp2qmYwE2J0MsycVaT1HgpouJat8xpCIBEhGAqQiAZKRIImw+zoRCZCKBPU9I9JmCoBEZMcp1RpcnC9xcaHIxEKJSl3ZIdk+tYbDXL7KTN5dRzSbq7JcrrfOp6PBVjA0mnRLMytTJLcS9Bvi4QCJlUck0HodD7tZpFjYP3DVC0XulKrAiciOEwsFuG88xX3jKRzHMp2rtIIhZYek00IBH/uG3E1XV1TrTWbzVWZyFWa855dnC63z8bCf0YS7j9FoIsyuZFgbtkpLvWlZLtVZLtVveV046CMeChAL+YmH3edYKEA87D7HQn6iIT+xoH/HFfEQaRcFQCLS93w+09rw8jvvdvccmlh0g6FLCyUK1Ua3uygDIBz0c2A4xoHhWKutXGsyV6gyX6gyl68yV6hyabHESm2PoN+wKxFmVyLcCo5GEiH9lV9uqlp3qNZrLBZvf20o4HMDoqAbFEWC7nHMO46stAd8rXNaqySDQFPgRGTHm8tXueQFRFeXyq2yxyJbdSdlpRuOw2Kxxly+yny+xlzBDYxqDQcAA2RiwVaWaDQRZjgRIhlWBTrpvFDAR9gLiCJBf+t4pd19+IkEfYQC7iPsXz2vAEp6habAichAG026f1l/5NAwjabD1eUylxZLXFosMZevarqc3JFnnvwYn/yd9/HFpz5+w8aiwE2DoIDPx+5khN3JSKttZdPWOS9TNF+oMp2rcG7NFLqgf3Wj15F4mBHvOKnS3NJGtYZDreG0ysFvVtBvCPrdwGjlOeR3j4N+Q9B7HfC5x0Gfj4D3MUG/IeD3EfQZ/D73OOAzBPyGgM+HX8FVz3AcS8OxONbS9I6xkI4Fu921DVEGSEQGWrnW5PKSO1Xu0mKJbPnW8+9FVuSXFloBTyI9DEAhu8ieQ0d51/s/2soKbUW13mS+UGOxWGOhWGWh6B6XaqtFPxQYyaDwGYPfB36fGxj5veDIZwwBn8HnM612nzGt691n97zb7rYZA37jthvArDm3ch7ArLnesKbdO+cerV57bcuNVu68V2/BLdZe225X2m5y7FiLxf3jieOdc6wbkKwer5y3OM61bU3v2FkTxFgLTe/YaT1D03Foeh+/cm698CEZCfA/P35k0+PaKaoCJyKyQdlyncuLJfexVNLeQ3JL+aUFPvDE2ylkFwFIpId5z4c/3Zbg51Yq9aYbDBXcwMgNkG4eGA3HQ2SiIYa8zTu1OF5E2q2fAiBNgRMRWSMdDZLel+aBfWkAFgpVriyVubxU4spSmXJNAZF0XyToZ18myr5M9Jr2tYHRStZoYqHEman8NdelIgEysRCZWJAh7zkTDZKKBLWGQ0R2PAVAIiK3MJIIM5IIc/JABmvdDTEvL5a4ulzm6lL5mr+4y2BZmQJXyC5eMwXu937xHW2bArdZNwuMqo1mq8TyUqnWej47VaHWdFrX+Yz7R4BWUBRzs0aZaIh42K+c4L62AAAUdklEQVQpdSKyIygAEhHZIGNWSxa/9uAQ4GaIri6XubLkBkQquT04nv/C08xMnG+t+YHVIgi3qwS33cIBP3tSfvakIte0W2sp15ssleosl2qt5+VSnYnFEs01FRP9PkMqEiAVDZKOuFPpUtEgqWiAdCRIOOjf7i9L2uROqhmK9DMFQCIiW7CSIXpwfwaAbKnOleUSk8sVri6VWLrNpobSv1ZuDtfeOL7r/R/tqxtHY4y3eWbghqyRYy2FSqOVMcpV6mTLdXLlBlPZSqts94pwwOcGRREvKPICpHQkSDIS0LqjHnWn1QxF+pmKIIiIdFCx2mAqW+bqcoWp5TKz+eo1f1UX6VeVepNcuU624gZF2bIbJOXKdXKVxg3f5/Gwn2Q4SCISIBkOXPccJBb249MUu23XyWqGyiwNFhVBEBERAOLhAEd3Jzm6OwlAvekwna0wla0wlS0zla2osILcoB9uHFc2ytztTat75smP8ebH30ZyaB/WWmZmZ/n65/+Su9/4w62gKF+ts1CocnG+eMOGxD7j/n9JhAMkvaAoEXGPV9qiQa1Darfk0Ajvev9Hb6hm2I7gR5kl6VUKgEREtlHQ7+PAcIwDw7FW21Kxdk1AtFCo4fRZdl7apx9vHNfr80d++Z3MTJwnEwvd0GdrLVVvs818tU6h0iBfaVCous8zuSoXKkWa9sYgKRYKEA/7iYcCxMMB4iE/8XCA2Jq2WNCvanZddvLxt/HFpz7OzMR5PvDE24HVzNLJx9/W5d7JoNMUOBGRHlNrOMzkKkznKkxn3YeKKwyO7dhgtd060WdrLaVasxUUFaruo1RtUKw1KVYbFGsNKnXnho81QDTkBkSrgZH3OuQnGvITDbrPkeBgT73r5Pdbt/bJku7QFDgREbljocCNWaJ8pc5MrsJMrsp0tsJMvkJ1nRs/6X+dmpLUSZ3oszHGzfCEA+xJ3fy6pmMp1hqUqk2KtYYbGK05LtWazOerlGpN1v7JN/+NTxM7/gb88QzRoJ9ALUfx7DMceeMPEw363UApuBosrQROOy1g6qdqhp3WD1NPpT0UAImI9IFkJEgyEmytJbLWslyqM5N3g6KZXIW5fPWGylwiO51bntutPncrjrWUa03K9SZffurjfP6zH6J56jN8189/kEqjzpf+4L0UZy5SazgkHv7+dTNLK8IBH5Ggv/UcCfqIBNzgKNw69hEO+om0rvHj38K0vE7dnHeqmmEv7pN1K/049VTunKbAiYjsENZalkpupmg2X2U2V2GuUFWmqM9oClznbaS/juPukVSuN1uBU7nWpFRvUq03qTQcKvUm1br7XGm4x7e6qwr6DeGAGySF/T5CAfcRDvi9Z9/qs3+1/fnP/D/85Yd/nT0Hj/KuD1x7c/5D7/6Vnrw5Xwko1sssbbXPnQgG++17uBdpCpyIiGw7YwzD8RDD8RAnxtw2ay3Zcp25fNV9FNznfEVrinpVP05J6mSfO3Gzu5Epez7f6hS8jbLWUms6VFaConqTamPl2KHScNtqDYdqw6FUczehdV83uVmF/GboBMGRg8xcOs/7fvp73bZSlsjuQ1xKP8invnmVkN9HMOAj6HeDp6DfEGy1Ga/NOx/wEfAZAn5DwOfbUmbqZjqVWepUpqYfp57KnVMAJCKygxljyMRCZGIhju1JttrLtaYXEFWYy9eYL1RZLNa0R1EP6McNVvvtZrdTjPEyPAE/6eitp+Rdz1pL03Gr49WaboC0EhjVGrvJHvkQT/3qT1DNLwMQTGR47c/8NiaaoVRrstysU2861BuWevPWmagb+w1BLxBygyI3ePKvCZKCPoPfO165JuD3AinvOOgz+Nc87n7jD1Eyhmqh6rZFUrz2H/4TyvUmfuNe4zNsqrS5qstJO2gKnIiIAOA4lsWSGwzN52ssFKvMF2rkK3X67FeF7BCdmpbUj5t/bqai2kowVWs61JuWWsNxgyPv9cpxw7E0mpaG43jP1x1ff81117frx4LfGHw+dz2Xe2xaxyvBlM+7xmcMjeIyX/utd1IvusFgKJHh9e/9Y6KpYfc6L6jyGbzXBrNy7LuuDfe5kl/kL3/jZ1mefJVIcgiASn6JoX1H+IFf+hCxzDDGu9YAGK55bYzxnt2vqXXOu46V627zb9GOf9PbvoddebJY67207mug1bYSI6ye965pnffexzsIB/385Lcf4pFDQ234KrZOU+BEROS2fD7DrkSYXYkw7F1trzaaLBZrLBRqLBRrLHjZIk2jk07r1LSkTk3Z61TGarMFBYzxMjd+3x19vo2w1uJY1g2Ymo7F8YKwpmNpeseOwzWvV9uvO157jXfsONBoWhzrUKs2WBt+NR3LVLaCr17EcVb75lj3Bv/6/aTWk//Gp1mefJXgyEF2/fi/A2Dmv/1vLF19hac+9UmSD7+9Y/+WO4m1tmcCoFtRACQiIrcUDvgZS0cZS0evaa/U3cBosVhjqVRrHWfLyhhJb+vUlL1OTc/qxXVhxhj8Bvw+P5tYJrVlbjD4szSK2WuCwaU//eVbBsZrg6KVwMjxAiuLxb7+3Xz18Aj3vf6txNLDWKD4yEc5/aW/5pHv/bFWxmO9rMnNXrcyKGteW26fBdqQ27yJ2cBnaWWzWD+D1cpamdX3a52/rs0AiXCAn37D4U1/Kd2gKXAiItJWjabDUqnOUqnGUis4cl+rTLdsRj9W5urU5p/ao8bVyepy/aiXvi9UBU5ERAZWwO9jNBlmNBm+4Vyx2mCpVGO5VGfZC5KWS27WqN7srz/ISef1YuajW67/WpNDIwP19a/oxyIhndJvRUJ6iTJAIiLSddZaCtUG2bIbGK19zpbrVOrNbndRuqSX/sJ9O/2YsZL+1Wvfb8oAiYiIbIIxhmQkSDISZP8662cr9SY5LxjKVbzncoNcpU5O2aMdrZ8yH8pYyXbS3kV3TgGQiIj0vEjQTyToZ3cqcsM5ay2lWpN8xQ2I8pXV4ChfaZCvNJRBkm2h6Vki/aFjU+CMMRHg74AwbqD1CWvtr153jQH+E/B9QAn4Z9bab9zqfTUFTkRENqvedLxgyA2KCtUGBe857x0rSBKRTujk3lCaAndz3ZoCVwW+x1pbMMYEgWeMMX9lrf3Kmmu+FzjmPR4Dft97FhERaZug38dwPMRwPHTTa+pNh2LVDYqK1SaFap1CtUnJayvVmhSqDVWyE5EN62ShAk25vHMdC4Csm1oqeC+D3uP6dNMPAh/1rv2KMSZjjBmz1k51ql8iIiLrCfp9ZGIhMrGbB0ngBkqlapNirUGp5gZLxVqDcq1JsdakXHODpVKtqWBJZMB1am8o0JTLrehoFThjjB94FjgK/K619r3Xnf808BvW2me8158D3mut/fp11z0BPAFw8ODBRyYmJjrWZxERkXZpNB1K9SYVLyAq173nWpNK3X1drnvHtSaVuoPTZ9VZReTWOrU3VK/RFDiPtbYJPGSMyQB/box5wFr74tq+rfdh67zPh4EPg7sGqCOdFRERabOA30fK7yMVCW7oemst1YZDte5QaXhBUcMNjKr1JpWGQ6XepLrmueo9K9skIrIx21IFzlq7bIz5G+BtwNoA6ApwYM3r/cDkdvRJRESk1xhjWhXv0mwsaFrhOJZa0w2eqs0m1brTeu0+N6k13UCp1nBWj5sO9ZXnplUgJdJGK4UKCtnFawoV/N4vvkPlqruoYwGQMWYUqHvBTxT4B8BvXnfZk8C7jTH/Hbf4QVbrf0RERDbP5zNEfG7wxCaDp7Wsta1gqN5wqDdXg6N60/EelobX3mhaGo5DreE+N7zrGo51H941dceh2XTbRAaFChX0pk5mgMaAj3jrgHzAn1hrP22M+RkAa+2HgL/ELYF9HrcM9k93sD8iIiJyG8YYwgE/4QDuRhZtZq0bBDW9AKm5Ehyted1w3LVQbgBlW8eOc+1z07rXN63b1rTu+zrW0nTcrJhj15x3LI4Fx665xju30i7STipU0Js6WgShE7QPkIiIiHSCtauBUNOx2DXBkmNXAyqL27563j0Ha1575+2a6x0HLCvt3PBerWsd93ltm7Xuxzpr2lhpc/CuWb2Wlc/DtZ9r5b5v5f1W+uK93Q3vvfY91r7G3qyPq/+W13+e1c9xXZtd//NIf1ERBBEREZE+Y4zBb8CPIejvdm9kbWDUes16AdR6QdaaYPCGYO7a9+EmQd7K57/+c6ycc9YJNNcGlev1cW0AuzZQvb59pV/OTfu+9vOsBtG0Psfqx61kNluB8JqP4Zrr1vZ/tS9rg3248T1Wvka/b73aZr1JAZCIiIiI9BxjDOaae+r+ucGW3ubrdgdERERERES2iwIgEREREREZGAqARERERERkYCgAEhERERGRgaEASEREREREBoYCIBERERERGRgKgEREREREZGAoABIRERERkYGhAEhERERERAaGAiARERERERkYCoBERERERGRgKAASEREREZGBoQBIREREREQGhgIgEREREREZGMZa2+0+bIoxZg6Y6HY/BsQuYL7bnZA7orHrXxq7/qWx618au/6lsetfnR67Q9ba0fVO9F0AJNvHGPN1a+2j3e6HbJ7Grn9p7PqXxq5/aez6l8auf3Vz7DQFTkREREREBoYCIBERERERGRgKgORWPtztDsgd09j1L41d/9LY9S+NXf/S2PWvro2d1gCJiIiIiMjAUAZIREREREQGhgKgAWOM+S/GmFljzItr2k4aY75sjPmWMeYpY0xqzblfMsacN8a8ZIz5h2vaH/GuP2+M+T+NMWa7v5ZBs5mxM8a8xRjzrNf+rDHme9Z8jMZuG232/5x3/qAxpmCM+YU1bRq3bXYHPy8f9M6d8s5HvHaN3Tbb5M/LoDHmI177GWPML635GI3dNjPGHDDGfN4bi1PGmJ/32oeNMZ81xrzsPQ+t+Rjdq/SAzY5dV+9VrLV6DNAD+C7gYeDFNW1fA97oHb8T+Lfe8X3A80AYOAxcAPzeua8C3wEY4K+A7+3217bTH5scu9cC497xA8DVNR+jsevRcVtz/s+APwV+QePWH2MHBIAXgJPe6xH9vOybsfsJ4L97xzHgInCXxq5rYzcGPOwdJ4Fz3v3I+4F/5bX/K+A3vWPdq/TI4w7Grmv3KsoADRhr7d8Bi9c1Hwf+zjv+LPDD3vEP4v5SqFprXwXOA68zxowBKWvtl637XfpR4B91vveDbTNjZ619zlo76bWfAiLGmLDGbvtt8v8cxph/BLyCO24rbRq3Ltjk2L0VeMFa+7z3sQvW2qbGrjs2OXYWiBtjAkAUqAE5jV13WGunrLXf8I7zwBlgH+49yUe8yz7C6ljoXqVHbHbsunmvogBIAF4EfsA7/lHggHe8D7i85rorXts+7/j6dtl+Nxu7tX4YeM5aW0Vj1yvWHTdjTBx4L/Br112vcesdN/s/dw9gjTGfMcZ8wxjzi167xq533GzsPgEUgSngEvBb1tpFNHZdZ4y5CzdL8PfAHmvtFLg32sBu7zLdq/SgDY7dWtt6r6IASMCdCvAvjDHP4qYsa177evMt7S3aZfvdbOwAMMbcD/wm8M9XmtZ5D43d9rvZuP0a8B+ttYXrrte49Y6bjV0AeAPwT73nf2yMeTMau15ys7F7HdAExnGnUP2vxpgjaOy6yhiTwJ0O/L9Ya3O3unSdNt2rdNEmxm7l+m2/Vwm0882kP1lrz+JO38AYcw/w/d6pK1ybUdgPTHrt+9dpl212i7HDGLMf+HPgHdbaC16zxq4H3GLcHgN+xBjzfiADOMaYCu4vEo1bD7jNz8u/tdbOe+f+EncNyn9FY9cTbjF2PwE8ba2tA7PGmC8CjwJfQGPXFcaYIO7PvY9Zaz/pNc8YY8astVPeFKlZr133Kj1kk2PXtXsVZYAEY8xu79kH/DLwIe/Uk8CPefMxDwPHgK966cu8Mebbvaoc7wA+1YWuD7ybjZ0xJgP8BfBL1tovrlyvsesNNxs3a+3j1tq7rLV3Af8H8O+stb+jcesdt/h5+RngQWNMzFtL8kbgtMaud9xi7C4B32NcceDbgbMau+7w/q3/M3DGWvvba049CfyUd/xTrI6F7lV6xGbHrpv3KgqABowx5r8BXwaOG2OuGGP+J+DHjTHngLO4EfYfAVhrTwF/ApwGngb+hbW26b3VzwJ/iLvY8AJuhQ7poM2MHfBu4Cjwb4wx3/QeK3NuNXbbaJPjdisat222yZ+XS8Bv41Ya+ybwDWvtX3hvpbHbZpv8f/e7QAJ3jdDXgD+y1r7gndPYbb/XA/8jblC68vvr+4DfAN5ijHkZeIv3WvcqvWVTY0cX71WMV2pORERERERkx1MGSEREREREBoYCIBERERERGRgKgEREREREZGAoABIRERERkYGhAEhERERERAaGAiARERERERkYCoBERGRgGGP83e6DiIh0lwIgERHpScaYf2uM+fk1r3/dGPNzxpj3GGO+Zox5wRjza2vO/7/GmGeNMaeMMU+saS8YY95njPl74Du2+csQEZEeowBIRER61X8GfgrAGOMDfgyYAY4BrwMeAh4xxnyXd/07rbWPAI8CP2eMGfHa48CL1trHrLXPbOcXICIivSfQ7Q6IiIisx1p70RizYIx5LbAHeA74NuCt3jFAAjcg+jvcoOcfe+0HvPYFoAn82Xb2XUREepcCIBER6WV/CPwzYC/wX4A3A//eWvt/rb3IGPMm4B8A32GtLRlj/gaIeKcr1trmdnVYRER6m6bAiYhIL/tz4G24mZ/PeI93GmMSAMaYfcaY3UAaWPKCn3uBb+9Wh0VEpLcpAyQiIj3LWlszxnweWPayOH9tjDkBfNkYA1AAfhJ4GvgZY8wLwEvAV7rVZxER6W3GWtvtPoiIiKzLK37wDeBHrbUvd7s/IiLS/zQFTkREepIx5j7gPPA5BT8iItIuygCJiIiIiMjAUAZIREREREQGhgIgEREREREZGAqARERERERkYCgAEhERERGRgaEASEREREREBoYCIBERERERGRj/P99PxuEoiPMdAAAAAElFTkSuQmCC\n", "text/plain": [ "

" ] @@ -513,7 +513,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -578,16 +578,9 @@ "scrolled": false }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "failed to sample\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -653,7 +646,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> Using the utility code, we can easily sample using a list of kernels. In the below example, we define a GP with three warping layers, each with an `RBF` kernel defined using different hyperparameter values. " + "> Using the utility code, we can easily sample using a list of kernels. In the below example, we define a GP with three warping layers, each with an RBF kernel defined using different hyperparameter values." ] }, { @@ -685,12 +678,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAFzCAYAAAAExSmcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXxU5bkH8N+ZfSYz2RdCwhJ2AsSwM4AQpKJSQVxwV9xbq63V3lrQutzSe6nLVWtta21VilpFRRR3BIxsg8huCDsEyL7Pvs97/5iFLJN9zsyZk+f7+fDRzEzOvElm5rzPeZ73eTnGGAghhBBCCCGEAJJYD4AQQgghhBBChIICJEIIIYQQQggJoACJEEIIIYQQQgIoQCKEEEIIIYSQAAqQCCGEEEIIISSAAiRCCCGEEEIICZDFegB8SE9PZ0OHDo31MAghhBBCCCECtXfv3nrGWEbb20UZIA0dOhR79uyJ9TAIIYQQQgghAsVx3Nlwt1OJHSGEEEIIIYQEUIBECCGEEEIIIQEUIBFCCCGEEEJIgCjXIBFCCCGEEBItbrcb5eXlcDgcsR4KCUOlUiE3Nxdyubxbj6cAiRBCCCGEkD4oLy+HTqfD0KFDwXFcrIdDWmCMoaGhAeXl5cjLy+vW91CJHSGEEEIIIX3gcDiQlpZGwZEAcRyHtLS0HmX3KEAihBBCCCGkjyg4Eq6e/m1iGiBxHPcGx3G1HMeVdHA/x3HcyxzHneQ47hDHcZOiPUZCCCGEEEKETqvVdnp/c3Mz/va3v/XpOVavXo3Kyso+HSMSVq9ejQcffJC348c6g7QawOWd3H8FgJGBf/cB+HsUxkQIIYQQQoioiClA4ltMAyTG2FYAjZ085CoAa5jfLgDJHMdlR2d0hBBCCCGExBeLxYL58+dj0qRJmDBhAj755BMAwPLly3Hq1CkUFhbit7/9LQDgueeew9SpU1FQUICnnnoKAFBWVoaxY8fi3nvvxbhx47BgwQLY7XZ8+OGH2LNnD2655RYUFhbCbre3et6XX34Z+fn5KCgowI033ggA2L17N2bOnImJEydi5syZOHbsGAB/oLVkyRIsWrQIeXl5eOWVV/DCCy9g4sSJmDFjBhob/eFBUVERfv3rX2PmzJkYP348du/e3e7nraurw7XXXoupU6di6tSp2LFjR59/h0LvYpcD4HyLr8sDt1W1fSDHcffBn2XC4MGDozI4Qoj4GQwGFBcXo6ioCHq9PtbDIYQQInD//elhlFaaInrM/IGJeGrRuG49VqVSYf369UhMTER9fT1mzJiBxYsX409/+hNKSkpw4MABAMDGjRtx4sQJ7N69G4wxLF68GFu3bsXgwYNx4sQJvPvuu/jnP/+J66+/HuvWrcOtt96KV155Bc8//zymTJnS7nn/9Kc/4cyZM1AqlWhubgYAjBkzBlu3boVMJsOmTZvw2GOPYd26dQCAkpIS7N+/Hw6HAyNGjMAzzzyD/fv34+GHH8aaNWvw61//GgBgtVqxc+dObN26FXfddRdKSlqvzHnooYfw8MMPY/bs2Th37hwuu+wyHDlypNe/a0D4AVK4FVUs3AMZY68BeA0ApkyZEvYxhBDSEwaDAfPnz4fL5YJCocDmzZspSCKEECJojDE89thj2Lp1KyQSCSoqKlBTU9PucRs3bsTGjRsxceJEAP7M04kTJzB48GDk5eWhsLAQADB58mSUlZV1+bwFBQW45ZZbsGTJEixZsgQAYDQasWzZMpw4cQIcx8HtdoceP2/ePOh0Ouh0OiQlJWHRokUAgAkTJuDQoUOhx910000AgDlz5sBkMoWCr6BNmzahtLQ09LXJZILZbIZOp+vOryssoQdI5QAGtfg6F4D4Cx8JIYJQXFwMl8sFr9cLl8uF4uJiCpAIIYR0qruZHr688847qKurw969eyGXyzF06NCwLa4ZY1ixYgV+9rOftbq9rKwMSqUy9LVUKm1XThfO559/jq1bt2LDhg1YuXIlDh8+jCeeeALz5s3D+vXrUVZWhqKiotDjWz6HRCIJfS2RSODxeEL3te1A1/Zrn88Hg8EAtVrd5Ri7K9ZNGrqyAcDtgW52MwAYGWPtyusIIYQPRUVFUCgUkEqlUCgUrT7YCSGEECEyGo3IzMyEXC7Ht99+i7NnzwIAdDodzGZz6HGXXXYZ3njjDVgsFgBARUUFamtrOz1222ME+Xw+nD9/HvPmzcOzzz6L5uZmWCwWGI1G5OTkAPCvO+qNtWvXAgC2b9+OpKQkJCUltbp/wYIFeOWVV0JfB0sI+yKmGSSO494FUAQgneO4cgBPAZADAGPsVQBfAFgI4CQAG4A7YzNSQkh/pNfrsXnzZlqDRAghJG7ccsstWLRoEaZMmYLCwkKMGTMGAJCWloZZs2Zh/PjxuOKKK/Dcc8/hyJEjoXObVqvF22+/DalU2uGx77jjDvz85z+HWq1ulbXxer249dZbYTQawRjDww8/jOTkZDz66KNYtmwZXnjhBVxyySW9+nlSUlIwc+ZMmEwmvPHGG+3uf/nll/HAAw+goKAAHo8Hc+bMwauvvtqr5wriGBPfcp0pU6awPXv2xHoYhBBCCCGkHzhy5AjGjh0b62GITlFRUYdNIXoq3N+I47i9jLF2Bxd6iR0hhBBCCCGERI3QmzSQHqKWxIQQ0jP0uUkIIcJUXFwck+elAElEqCUxIYT0DH1uEkIIaYtK7EQkXEtiQgghHaPPTUIIIW1RgCQifLUkNhgMWLVqFQwGQ0SORwghQkGt3AkhhLRFJXYiwkdLYio/IYSIGbVyJ4QQ0hYFSCKj1+sjeoIPV35CEwhCiJhE+nOTEEKEoqysDFdeeSVKSkpiOo4DBw6gsrISCxcuBABs2LABpaWlWL58eUzH1REqsSOdovITQgghhBAS5PF4evw9Bw4cwBdffBH6evHixYINjgAKkEgXguUnK1eupPI6QgiJIVoPSoi48PGefuGFFzB+/HiMHz8eL730EgB/QLNs2TIUFBTguuuug81mAwAsX74c+fn5KCgowH/9138BAOrq6nDttddi6tSpmDp1Knbs2AEAePrpp3HfffdhwYIFuP322zF9+nQcPnw49LxFRUXYu3cvdu/ejZkzZ2LixImYOXMmjh07BpfLhSeffBJr165FYWEh1q5di9WrV+PBBx8EAJw9exbz589HQUEB5s+fj3PnzgEA7rjjDvzqV7/CzJkzMWzYMHz44YcAgKqqKsyZMweFhYUYP348tm3bFrHfXwhjTHT/Jk+ezAghhBCx2LlzJ1Or1UwqlTK1Ws127twZ6yERQlooLS3t0eP5eE/v2bOHjR8/nlksFmY2m1l+fj7bt28fA8C2b9/OGGPszjvvZM899xxraGhgo0aNYj6fjzHGWFNTE2OMsZtuuolt27aNMcbY2bNn2ZgxYxhjjD311FNs0qRJzGazMcYYe+GFF9iTTz7JGGOssrKSjRw5kjHGmNFoZG63mzHG2DfffMOuueYaxhhjb775JnvggQdCY2359ZVXXslWr17NGGPs9ddfZ1dddRVjjLFly5ax6667jnm9Xnb48GE2fPhwxhhjzz//PPvjH//IGGPM4/Ewk8nUrd9PuL8RgD0sTCxBGSRCCCEkinpz1ZjakRMiLny8p7dv346rr74aCQkJ0Gq1uOaaa7Bt2zYMGjQIs2bNAgDceuut2L59OxITE6FSqXDPPffgo48+gkajAQBs2rQJDz74IAoLC7F48WKYTCaYzWYA/rI4tVoNALj++uvxwQcfAADef/99LF26FABgNBqxdOlSjB8/Hg8//HCrLFNHDAYDbr75ZgDAbbfdhu3bt4fuW7JkCSQSCfLz81FTUwMAmDp1Kt588008/fTT+PHHH6HT6fr8u2uLAqQ4t/9cE+5bswdLX92JF745DqPd3edjbj1eh5+/tRfX/X0n/l58Ch6vLwIj7b8YY3hlywk8+J99OFVnifVwSBhUunTB+UYbVnz0I774sSrWQ4mKzUdq8PXh6qg9X7Az6BNPPIH58+e3e8119FoU2npQxhie/KQEnx2qjOk4CIlXfLyn/QmR9jiOa/e1TCbD7t27ce211+Ljjz/G5ZdfDgDw+XwwGAw4cOAADhw4gIqKilAAkpCQEDpGTk4O0tLScOjQIaxduxY33ngjAOCJJ57AvHnzUFJSgk8//RQOh6PHP0fL8SqVynY/35w5c7B161bk5OTgtttuw5o1a3r8HF2hACmO7TrdgBte24V955rhY8DLm09g7nPf4quS3p3s7S4vfvfhIdz+xm7sO9cEt9eHZ746iuUf/Rjhkfcv6/dX4PmNx/HZoSrc/vpuWJ09X9xI+NPVhLW/efTDQ3h39zk88XEJnB5vrIfDK8YY7v73Hvzsrb1RC5I6u2rc2Wuxq/Wg0Q7yPzlQiTWGs3jwP/tRa+75BIiQ/o6PNd5z5szBxx9/DJvNBqvVivXr1+Piiy/GuXPnQp8N7777LmbPng2LxQKj0YiFCxfipZdewoEDBwAACxYswCuvvBI6ZvD2cG688UY8++yzMBqNmDBhAgB/BiknJwcAsHr16tBjdTpdKBPV1syZM/Hee+8BAN555x3Mnj2705/z7NmzyMzMxL333ou7774b+/bt6+I303MUIMUph9uL3354EDnJanzz8Bysu38mPvvlbAxJ1eDnb+/F/35xBO4eZH4++HwzCq6+H2s2bMQD84Zj++8uwScPzsaD80bgw73lKD5Wy+NPI27vfH8Oo7N0WHvfDFQ02/HmjjOxHhJpgUqXLjhcaYThdAPmjspAg9WFb0prYj0kXtWYnKH/336iPirP2dlV465ei3q9HitWrAgbHEU7yP9wb3no/787Vsf78xEiRh29p3tr0qRJuOOOOzBt2jRMnz4d99xzD1JSUjB27Fj8+9//RkFBARobG3H//ffDbDbjyiuvREFBAebOnYsXX3wRAPDyyy9jz549KCgoQH5+Pl599dUOn++6667De++9h+uvvz5026OPPooVK1Zg1qxZ8HovXGSbN28eSktLQ00aWnr55Zfx5ptvoqCgAG+99Rb+/Oc/d/pzFhcXo7CwEBMnTsS6devw0EMP9ebX1SnaBylOrd9fgfONdrx993SkJCgAAONzkvD+z/X442dH8NrW0zhwrhkv3liInGR1p8d6/q0NePSu68G8biiVCsy+fxYUMn/s/Mv5I/DJwQr8rfgUikZn8v5ziU2tyYG9Z5vwm0tHYfqwNMwbnYHVO8/iZ3OHQy6l6xNCEJywBjdDjnXpUix9d9w/0X3uugLMfvZb/FhuxJUFA2M8Kv78WGEEAChkEhw43xyV5wy3MW2j1YVD5c2wpI6CRCqHjwGcVIZD3hz896eHkaJRYEiaBiMytRidpYOszWdHtPerc3t92HeuCUXJTfjs603YnGHC0ik38fZ8hJDue+SRR/DII4+0uq20tLTd4zQaDXbv3t3u9vT09HYBDODvYtdWVlZWu5bfer0ex48fD329cuVKAEBqaip++OGHVo+94447AABDhw7Fli1b2h2/ZQYKACwW/zKFZcuWYdmyZe0eH0kUIMUZg8GA4uJibKhJxti88Zg1Iq3V/UqZFCuXjMfkISl4fP2PuPylrVh+xRjcMGVQu5NqvcWJVV8cxRv/WgfmdQPMB4/b3erkqpRJcfO0IXjmq6M4VWfB8Axt1H5WMTCcbgAAzBvjDy5vmT4E96zZg2+P1mLBuAGxHBoJCDdhjUfBz4a+/AyGUw0YnaVDZqIKIzK0OFIdvhxCLA5XGsFxwM3TBuPtXWfhcHuhkkt5f169Xo+sERPwyYFKPPnCdzhRG1ybqELmjX8EqkqROrwQ52S5KNlTDnOLslydUoYZw9Ow6KKBuHzcAChkkqgH+YcrTWg6U4J3P3gCLpcL/9rxHpbNHBq37x1CCGmLAqQ4EiyjcLpcYJwUy//yn3YL74KWTMzBxMHJ+O0Hh/D4+hL8vfgUfjohG8MztHB6vNh3rhlf/FgFH2O4ecnlePOHDzo8uV4zKQfPfHUUGw/X4P4iCpB64nClCQqZBKMH+Bc4Fo3OQIZOiff3lFOAJCB6vT6uJ3fBz4bge7g39exOjxc/lDXixqmDAQBjBuiw41R0ys5ipcbkQFqCEpOGpGD1zjKUNVgxZkAir89ZVm/FM18dxZcl1eA4YNrQVCy/YgwKcpMwKkuHVM1CSCStP9cdbi/ONthwtNqEXacbsfV4Hb4prUG6VoG7ZufhrlnTohrk/1hhhOPcj/B6/BfWvB4371krQgiJJgqQ4kiwjMLn9QIcg7eiBMC1HT5+SFoC1v5sBjYdqcXbu87i9e1n4PH5O4AkqeVYOiUXd87Kw/AMLW6dMbTDk2tWogr52YkoPlaL+4uG8/kjik5ppQmjs3ShcjqZVIJrJuXgX9vOoNbsQKZO1aPjRSJLQMQnEiVWB88b4XD7MHO4Pys9eoAOH+2vgNHmRpJGzsewY67R6kJqghx5af7OTGX1Nt4CJMYYXt9+Bs99fQwKqQS/vGQEbp0xBFmJXX8GqORSjB6gw+gBOlxVmAOfj2HriTqs3lmGZ786hvd2n8eLNxRixYrofCacqrUgeXghnD98AKfTBSaRQj/74qg8NyGERAMFSHEkWEbhcLrASWVYsnBBl9/DcRwuzc/CpflZKN62HV9u3IyL58zFT38yt1X2qasr6HNGZeBf207D5vJAo6CXTXcwxlBaZcKC/KxWt183KRf/+O40Pj9UhTtn5XX7eJHIEkQaBWzCEIkSq52n6iHhgOnD/AHSoFT/nhiVRrvIAyQFBqf5f9azDVZensfl8WH5ukP4aH8FLs3Pwv8sGY/MbgRGHZFIOBSNzkTR6EzsOFmP3607hOv/YcDTi8fhthlDIjjy8E7WWjBh0lT8597N+PNbH+M7cwZGTpjM+/MSInSMsQ4re0hsddQCvSO0SjyO6PV6bPxmEzKLbsMtf/hXjyakBoMBCy9bgP9btRLXX7UQu3bt6tFzTx2aAo+P4XClqafD7reMdjcarS6MyGxdljgyS4ex2YnYcLBn+4cIrdsatccWjr62izUYDHj9ry9ioPM8ktT+YCgr0b/3RLVJvC2cG6wupCUokaSWIzVBgTIeAiSvj+Hh9w/go/0VeOTSUXjttsl9Co7amjUiHV88dDGKRmXgiY9L8NdvT0bs2B05WWvBiAwt9Ho97v3lI1DmjEWd2dn1NxIiYiqVCg0NDT2eiBP+McbQ0NAAlar7n72UCogzacPGQzX1Olx92UU9+r6+luBcNCgZAHDgXDOmDk3t0XP3V+cb7QAuXIlvabysGv9a+xk+Hu7Cksvmtbqvo6yM0LqtRbtzFulcb9dRBQNdu8MJuVwBw9KLoNfrQ+WftSIOkJqsLqQk+APCIWkanKmPfID0x89L8fmhKjy2cAzum8NPiXKiSo5Xb5uM335wEM99fQxpCQrcOG0wL89ldrhRbXJgeODCT7rWH0jXU4BE+rnc3FyUl5ejro7a3guRSqVCbm5utx9PAVKcCbainTQ4pUff19fJdbpWidwUNQ6UR6cVrhicb7IBAAaltA6QDAYDXvntMjgcTlx/1fv47tstoYltZ2V0Quu2JrSAjfROcXExnE6Xf7G998Ji+8xgBskozomv18fQbHcjNcH/cw5J1eCHsqaIPsdXJdV4c0cZ7pg5lLfgKEguleC5pReh0ebG4x+XIC89IVQuGUmn6vxBZDAznqHz//7qLOJ8nRDSXXK5HHl53S+bJ8JGJXZx5kiVCVqlrN2kuyuR2LE5PzsRR6uoxK67zjcGAqTU1vtQFRcXw+3yT0jd7talcr3dKDIW+NgFnERfUVERpHI5wEmgbBHoKmVSpCYoUGMWZwap2eYCY0BaYB+53BQNqk0OeHqwwXZn6sxO/G7dIUzIScJjC8dG5JhdkUsl+OvNE5GbosYj7x+EyeGO+HOcDLQkDwZIaVr/748ySIQQMaEMUpw5WmXG6AG6dm1gu6OvrYxHZemw+WgtXB5faCNZ0rHzTTYka+TQqVovcA9mXoLdn4YVTG13X7xkZeK9PXakuDw+VBsdqDLaUW1yoMbkQL3FBavT4//n8sLu8oKBgQOH4BpejUKKRJUciWo5UjRy5KSoMShFg7z0BKQFSpf4ptfrMeOBl9B4cj/+uXxZq79nVqJKtCV2jVYXAIQ22s5NUcPrY6gyOsKWxfbUs18dhc3lwYs3FEb181KnkuPFGwqx9FUDVn5aiueW9qwcuysnay2QSzkMCfyOlDIpktRyyiARQkSFAqQ4whjDkWoTriqMzc72I7O08PoYztRbQ/v6kI5VNNmRm6Jud3sw8/L515vwxmk1zssGtbtPKGV0fRHtDnfRer4mqwv7zzfhwHkjTtSYcaLWgrJ6a6iFfpBCJoFOKUOCUgaNQgq1QgoJx/kXi54uQd3x/dDlFUAyYDRMdjesLm+r789NUaNwUDKmD0vDZflZEV3Y35LZ4UaFchB+8UAR9PrRre7LSlSixiTOiW8wQErV+AOkYFBU3mTvc4B04Hwz3t7wDQqkFag7lYIRmdF9H08anIJ7Lx6GV787hZunD8bEHpZkd+ZkrQV56QmtNh5P1yqoSQMhRFQoQIojNSYnzA4PRmfFJjgJllScqDVTgNQNNSYnspPCT2qDmZezr3+PDQcr8ZsFo0KtQcWQlYl2S3I+n8/kcGPHiXp8d7wOu8804nRgIb+EA4amJWBEphaXjcvCkLQEDEhUITtJhawkFXRKWdh2rwaDAfP/6+F2Y3W4vShvsuN8kw0nasw4cL4Ze8824bNDVXjykxJMHZqKO2YOxYL8rFaT0776oawRXh+DPsx6lVSNIlRSJTZWlwcAoFX5T4PBixnnm2zQo29rd5b//UPUvPd7bGYebHv/HzEpQX3wkhFYt68cT39aivX3z+xV1UE4Z+otGJnZ+vM/LUEZCjgJIUQMKECKI6fr/ROVYRnaLh7Jj+GB5z1dx89eIWJTZ3GiIDep08csKczBbz44iF2nG6EfHvkF1bES7Q53kX6+cw02fP5jFb49Vot9Z5vg8THoVDJMz0vFdVNyMWlwCgpyk3q1J1hHY1XJpRiRqcWITC3mjc4E4M8an6y14MuSany4txy/eGcfclPUePTyMVhUkB2R/TZ2nmyAQibBpCHtswxJGjmqjh3EqlXfx31Gsy2r05+x0yqlAIDsJDU4zp9B6ouD55vx/Y5tgM8Nr88Xsw6PWqUMv71sNB798BC+OVKDy8YN6PMxPV4fzjXasKDNsRLVMlQ2i7MUkxDSP1GAFEeCLWiHpifE5PlVcimyEpWh5gOkY14fQ4PFiUxd5+tIflqQjT98Vop3vj8rqgAp2mupIvF8Fc12fH6oEp8dqsKhciMAf2OS++YMQ9HoTEwcnAx5BDI3PRkrx3EYmaXDyCwdHpg3ApuP1ODPm0/gV+/ux5qdZXj2uoI+XzDZfrIekwenQCWXtruv6cxhnHlrOZ5gXsFsThwpVqc/gxQMchUyCbITVShv6tvn21+/PYm0kRPh/OGDmK8lvGZiDv767Un8ZcsJLMjP6nNAXdnsgNvLkJfW+hyUqJLjqMPcp2MTQoiQUIAUR8rqrVAGTuKxMjhVg3MUIHWpweqEj11ogdsRlVyK6ybnYo2hDHVmZ5ePjxfRXkvV2+drsrrw2Y9V+GR/Bfac9bd4LshNwmMLx+CnBQORk9x+DVmsxiqVcFgwbgDmj83Ch3vPY9WXR3HlX7Zj5VXjcc2knF5Nfs832nC02ozHO+iyVlG6B8zrgZfFLhPCl+CarwTlhdNgboqmRxmktuvezjfa8M2RGjx4/RWYeff0mK8llEkleKBoBB5ddwjFx+owb0xmn44XrGJoe5EuUS2HyR75jnmEEBIrFCDFkTP1VuSlJ0Sslrw3BqVqsOtUQ8yeP17UmpxwVhzBlrU7MAKLOp0g3Tx9MF7ffgZv7zqLhy8dFcVR8ivaa6m6+3wOtxdbjtZi/f4KFB+rhdvLMCpLi99eNhpXFmRjSBr/Gdq+/G6kEg43TB2MOaMy8Ov3DuA3HxzEgfPNeHrxOEh7+Nmw+UgNAOAn+Vlh75+in411r/8ZkkAGSehdFXviQgbpQuYsN0WNXae79/kWbt3bdlMKOPjf09lJowURTF49KQcvbTqOf20/3ecAqSxQxZDXNkBSyWBxeuDzsZienwghJFIoQIoj5xv73l2prwalaLDeVAGnxwulrH1JDvEr3rYdNe89jjU+L9a+9lKnpUnDM7S4ND8Lb+w4g7tm5yFJLQ/7ONL7TnU+H8MPZY1Yv78Cn/9YBbPDg0ydEnfMHIolE3OQn50YkfU80ZSdpMZ/7p2BZ746ite2nkaV0Y6Xb5rYo3VR3xypwfCMhHYT3qDpM2Yg68b/wbXZJtxy9RWCmPBHitXlgUImaVU2mZuiRrXJ0a2tDNquJdu85Vt8zKbhkjGZyE6KfOaxt+RSCW6ZMQTPfX0MJ2vNGJHZ+wY7ZQ02aJUypAf2PgrSqeTwMf/vtO22BoQQEo9oM5s4UmW0Y2By7MrrAH+JHWOgBbld2LFtK5jXA58v/Iavbf36JyNhdnjwxvYz0RlgGwaDAatWrYLBYIjJ83dH8Ir9E088gfnz53c5Vq+PYdfpBjy94TBmPbMFN7y2CxsOVuLSsVl46+5pMKyYj8d/mo9xA5N6HRx19nvj43fa9phSCYfHFo7FH64ahy1Ha3H767u7vTmo0e7G96cbcWl+x4v3kzUKKHPG4pq7HhBVcAT4M0haZetgMjdVAx8Dqo1df74F15JJpVIoFAokDClAvcWJm6cP5mvIvXbj1EFQSCVYYzjbp+OcDlQxtH2/JKr9v0eTw9On4xNCiFBQBilOWJ0emByemF+ZzA4EaFVGe4dXnQmQmz8FnFTW7dKkcQOTcPm4AfjnttO4bnJurzKFvc2uRLsld3fGE+7n6E6nukarC4ZTDdh6vA6bjtSgweqCQibBnJEZ+N3lY7BgXFavOs91NM6Ofm98/E47O+bt+qFIS1Dioff245Z/fo81d00LbYDakS9/rILHx3DZuPDldQCQHMhmNtvEt77E5vS2Kq8DLrT6Lm+yYXBa5+/BtmvJ1pxSIF3bhLmj+lbGxoc0rRJXFkvBrqkAACAASURBVGTjo30VWHHFWKgVvcv+l9VbcdGg5Ha3JwayRia7m5d1e4QQEm0UIMWJKqN/4XCsM0jBAK07V1j7s9S88ci5ZRXuH+XAvHnzujU5/v2VY3HZi3V4bP2PWHPXtB5lNbqakNeaHSirt6G8yYbyJjuqjA6YHW5YnR7s+WQN7A4nwHywO534+XNrMG2JHIkqOXQqGRLVcqQlKJCpUyIzUYlMnQoZOmXYrmd91dnP0bb729y5c3GuwYYD5c3+1spnGnC40gTGAJ1ShqIxmbh83AAUjc5AglIGg8GAP//fmogtmu8sYOOjzXlXx/xpQTbUCgl+/vY+3PjaLrx1zzRk6sJ/XjDG8J/d5zAqS4vCMBPeoGSNeAMkq8uDhDbB8qAUf1B0vpud7IJryUwONzZ/vgk3Txvc43Vg0XLD1EH4aH8FNpZW46rCnFb3defiisvjQ3mTDUvCbFSeqL4QIBFCiBhQgBQnqgIByYAYdrBr+fxVFCB1qtHqwsBRBXjssZ90+3tyUzRYvnAsnvi4BC9vPomHfjKy29/bdvL81kdf4AdbOg6VG1FSYUS1qfXfK12rgE4lR4JSiszREyGVyeHzuiGRypEyfCLON9pgdnhgsrthdoYvm0lUyZCZqEKGVokMnf9fujb4X4X/Nq0SiWo5lDJJtwK+tj/Hpi1bMGjMRag1O2HU5eFXz6+BYcc2yHLG4YFNFjRt+BYAoJRJcNGgZDz8k1GYNSIdF+UmtdpMlY+MTmftuvloc96dY14yJgur75iKe9bswfWvGvDOvTPCXtHfeaoBh8qNWLlkfKd/F51KDo4DmkU48bU6vUhQtg7yBySpIOnFXkgbD9fA5fFhcZjgQSimDk1FTrIa6/ZVtAqQuvveONdog48BeRntKweCGSQzldgRQkSCAqQ4URVY8zMwxuULaoUUyRo5ZZC60GRzI0XTeYlTOLdMG4z955rw4qbjUMkluG/OsG4FFmMnzfAHOQzwcTKsr06CatNxDEtPgH54GsbnJGFkpha5KWoMTFa3yf5cDMOSCR1eQfb6GBqtLtSaHag1O1FncqLO4kStKfC12YmD5c2oNztDrZPbkkk4JChl0Ab+qRVSSCUcOAASjgM4AAyorEsBk8gAH4OPk+FvR5V4/ZlvWxxJjbQxV2JYRgKmZmgxITcJF+UmY/QAXad7FPGR0emsXTcfbc67e8yZI9Lx1t3TcMebP/iDpHumt2rL7Pb68L9fHMGARBWWTs7t9DmlEg5ahQwWEU58ra72a5DkUgmyk9Q9DpA2HKzEoFQ1JnaSjYs1iYTDNZP8+yLVmBzIClzs6u57I7QPX5gujxfWIIkvkCaE9E8UIMWJSqMdHIfQSS2WBiSqKIPUhWabq1cBkkTC4ZlrC2B3ebHqy6PYdboBv5o/EoWDkkOBEmMMdRYnfjjThJ2n6rHzVAPO1NuQunQlFHVHMXfuXNx05U8wc3g6kjTd6yjVWdtpqYQLZYjGdXEcq9ODeosT9RZ/4FRnccFk95fyWZ0emAP/tbm8YAzwMRb6LycBRhVMRtbjr6Lu2D6MLJyOiyZPa1Xal5Os7nJtTTh8bVzb2e+Njzbn3T3m5CGpePfeGbjt9e+x9B8GrLxqPBJNp7Hl22Ic4wbhsCkVr946qVtlkglKGSxO8U18rU4PssKUIOamqHu0WazJ4YbhVD3umpUn+E6IV0/MwV+2nMQnBypw35zhALr/3uioxTeAUOc6KrEjhIgFBUhxoqrZgXStssvWs9GQnaRCtalnV1j7myabC6MH9K6drlwqwV9vnoTVO8vwfxuP4eq/7USKRo7cFA18jKG8yQ5jYCKSoJBi+rA03DZjCOaMmovhGe07TPVVT5o/JChlSFDK+riX0FQAd/Th+9uL9sa1QjA+Jwnv/0yPB/+zH3c+8zZq1/4ePo8bnFSGXzy7GpePz+7WcbSBPW7Exur0QqNsHyDmpmiw42R9t49TfKwObi/Dgk6aXQjFsAwtJg5Oxrq9Fbj3Yn92urvvjTMNVqRo5EgOc+EnWKrYUQaZEELiDQVIcaLK5EB2UuyzR4A/i1VSaYr1MASttyV2QRIJh7tm5+H6qYPw+aFKHDjfjMpmB6QSDoWDkjEsw7+4viA3qdPSsr4SWoe7voj2xrVCMDJLh89/NRu3/vJzvO91A8wHjnmR4yjr9jG0ShksTvFNfG1hmjQA/gxSjdnR7b3eNh6uRrpWgcJBKXwMM+KumZiDJz45jCNVZuQPTATQvffGmTprq1LNlhRSCWQSDjaX+AJpQkj/RAFSnKhqtmNYmMWxsZCaoECT1UW7pnfA52O9LrFrS6uU4Yapg3HD1NjsrcLH2h0SXTKpBA/dtgQbVv+lVyWGWqUMFhGuLbG52rf5BoBBgb3eqpodHQYEQU6PF8XH6nBlQbZgu9e1tXBCNp7+tBQbDlaGAqTuOFNvxczhaWHv4zgOGoUUVhEG0oSQ/in29VqkW6qMjpjvgRSUplXC42O0ILcDZocHPnahRXI8a7sZZqTW7pDoCpZRrVy5ssdZQH8GSVyZAcYYnB4flGHWYF3YC6nrMuJdpxthcXriorwuKE2rxOwR6fj0YCUYY936nmabC9UmR6dlwwlKGawie50QQvovyiDFAbPDDYvTI5gSu3StPzPSYHWFrUfv75rtLgCISAYp1vrj2h2x6m2JoVYlE11mwOnxAfC3h28rGCB1Zy+kjYeroVFIMXN4emQHyLPFFw3Ebz44iH3nmjF5SNelgUeqzACAMdkdZ5wSlDLYaA0SIUQkKECKA8GW2gMEEiClJSgBAA0WF4ZnxHgwAmSy+6+iJqnjP4ME9M+1O+QCrVIGs8iyxZ0FSAMSVZBJuC472fl8DN+U1mDOyAxeNk3m04JxWVCul+DTg5XdDJD8a07HZneSQVJIYaU1SIQQkaASuzhQZ3ECADLDtKSNhbRgBikwLtJasPQwUSQBEunfgiV23S3HigdOjz/TEa7ETiaVIDtZhXONnZfYHaowotbsjJvyOoPBgFWrVsFgMECnkuOSMZn47FAVPF5fl997tNqEtAQFMrTKDh+jUchgE1mmkRDSf1EGKQ40WPwlW8HAJNbSAvvQ1FtdMR6JMAX3AglunkhIPNOqZPAxwOH2QR2mqUE8crr9QYGqg20ThmdocarW0ukxvimthlTC4ZIxmREfX6SF60a56KKh+LKkGrtON2L2yM5LBI9UmTE2O7HTLQQSlFLaH48QIhqUQYoDwUxNWi82yORDcKNOyiCFF8ogqSiDROKfVukP9M0i2iw2VGLXQWncyEwtTtVZ4PV1nDXbeLgG04amxsU6zHDdKC8ZkwmtUoZPD1Z2+r0erw/Ha8wY08W+bhoFrUEihIgHBUhxoNHqgoSDYE7EcqkEyRo5GimDFFZwDRKV2HWsZbkPEbZggGRxiGd9icMdKLHrIIM0MksHp8eHc43h1yGV1VtxotaCS/Pjo7wuXDdKlVyKBflZ+LKkKlRyGM76r7agdtt74OpOdPocCUopdbEjhIgG1QDFgXqrf08dIe2zkZagCJX+kdaMdjcknH/RMmlPTJvP9gehAElEk9/OmjQAwKgsf7bkeI0ZeWH2QvqmtAYA4iZA6qgb5aLCgfhofwW2Hq8P+7MYDAbceu0iuFwu/HH3B7hkTMfvVcogEULEhDJIcaDB4hTM+qOgNK0S9VRiF5bJ4UaiWt5pvX5/Fq7chwiXRukP9MXU6jvUpEEW/iLG6CwdpBIOhyuMYe//prQGY7MTMShVw9sYI02v12PFihWtApzZI9KRopFjQwdldsXFxXC7XQDzwe3u/L0a7GInpmYehJD+iwKkONBodSFVIOuPgtISFGigEruwTHa3INcfCaWsjTafjS8ahT+DFCxLE4MLa5DCnwLVCilGZelwoLx9gFRrcmDP2ca4yR51Ri6VYOGEbGwqrYEtTIvuoqIicFI5OEnX79UEpQws0MyDEELiHZXYxYEGiwtjB3a8QV8spGkV2HWaMkjhmBwewXWwE1JZG20+G180gVJRMZVPXehi13EZ7EW5SfiypBqMsVbZ4E8OVMLHgKsKB/I+zmhYfNFAvPP9OXxVUo1rJuW2um/UhEnIvPGPmCKvwmP3XNfpe1XTohRTLN0OCSH9F2WQ4kCD1YV0wWWQlGiyubu1h0Z/I8QMktDK2sKV+xBhUsuDAZKY1iAF90Hq+BQ4aXAKjHY3jtdcaPfNGMO6feUoHJSM4Rla3scZDVOHpmJEphZv7DjTrjzu22N1UA4ci1V/eLLL96pGhK8TQkj/FdMAieO4yzmOO8Zx3EmO45aHuf8OjuPqOI47EPh3TyzGGUsujw9GuxupCR1v0BcL6YE1UU028bT+jRSTww2dSlgZJCprix9CKYUMCmYD7GIqsXN33qQBAC4e5d8bqPhYbei20ioTjlabce3k3I6+Le5IJBzunp2HkgoTvj/T2Oq+b0qrkZWoxLhuVDBoRPg6IYT0XzGbxXEcJwXwVwCXAigH8APHcRsYY6VtHrqWMfZg1AcoEE02YW0SG5QW2FG9wepEhk5YwVusWRwe6ASWQaKytvggpFLIoNDEV0wldl00aQCA7CQ1xgzQYe3nm9G4830UFRVhfYUGSpkEiwqyozXUqLh6Yg6e+/oYXv3uFGYMSwMA1Jmd2HK0FrfNGNqthjNqEZZiEkL6r1he5p4G4CRj7DQAcBz3HoCrALQNkPq1YCttoWwSGxRsGlFvdgEDYjwYgbE4PaHWyEKi1+tjPtkmnQtXChnrv1lwnY6YJr5dNWkIKlDU4PkXf4nvmBcKuQJpS1finusuF8yedJGikkvxsznDsOrLo9h4uBoLxg3Av7afhtvLcPP0wd06RrAU0yGi1wkhpP+KZYldDoDzLb4uD9zW1rUcxx3iOO5DjuMGdXQwjuPu4zhuD8dxe+rq6iI91phpsPobIQQzNkKREpggNNupk11LjDFYXV4kKGmRMuk5IZZCSiQcVHKJqEqnggFSZ00aAEBddwzM64HP64XD6YS38jB+MW94NIYYdXfOykN+diJ+8/5BPPVJCV7fdgZLJ+diRGb31lpRBokQIiaxDJDC5ezbbqDwKYChjLECAJsA/LujgzHGXmOMTWGMTcnIyIjgMGMrlEESWIldktpfQma00xqklhxuH7w+Bq1SWCV2JD4ESyFXrlwpiPK6IP8moOJZfO90e8FxgFzaeenY5QvmQ6lUAJwEnFSOp+5bikydKkqjjC6FTIJ/LZuCvIwE/NtwFtOHpeL3V+Z3+/tpDRIhRExiWQdUDqBlRigXQKvd6hhjDS2+/CeAZ6IwLkEJ7jUktBK7ZA0FSOFYnP5JpJYySKSXhFgKqZZLRZUZcHh8UMokXa6t0ev1+HbLFmze8i3mzp2Li2fPitIIY2NgshqfPDALZqcHOqWsR5tdq+QUIBFCxCOWAdIPAEZyHJcHoALAjQBubvkAjuOyGWNVgS8XAzgS3SHGXoPFCZmEE1zbaJVcCoVMAiN1sWvFGgiQEgS4BomQ3tIopOLaKNbt7bRBQ0tCDFj5xHG9O98ENxQWUzMPQkj/FbNZHGPMw3HcgwC+BiAF8AZj7DDHcX8AsIcxtgHArziOWwzAA6ARwB2xGm+sNFpdSElQQCLp/pW8aElWyymD1MaFDBIFSEQ8NApxZZCcgQwSiRw1ZZAIISIS01kcY+wLAF+0ue3JFv+/AsCKaI9LSJptbiSrhZU9CkpSy9FMGaRWKEAiYqQSWYmd0+MLlYSRyAgGnJRBIoSIAV1CEzij3R1a7yM0yRrKILVFJXZEjDQKqagmvk6PlzJIESaRcFDLpZRBIoSIAp0hBK7Z7kaSWlgNGoKSqMSuHQsFSESENAqZqCa+Drevyz2QSM+pRRZIE0L6LzpDCJzR5gq11BaaRAqQ2gkGSDoVBUhEPMQ28fVnkKjELtLE1u2QENJ/UYAkcIIusVMrKEBqg0rsiBj5J75i2geJmjTwQS2yboeEkP6LzhAC5vb6YHV5BZtBSlLLYXF64Pb6Yj0UwbA4/ZMDDS0AJyJCXexId9AaJEKIWNAZQsCC2RnBZpAC4zJRFinE6vRAq5QJsi07Ib2lVkjh9Pjg9bFYDyUinB4vdbHjgVohrkwjIaT/ogBJwIIttIWcQQJAZXYtWBweJChp4kXERaPwv6bFUj5FGSR++DNIVFFACIl/dIYQsGDgIdgAKZBBaqYAKcTi8tD6IyI6aoX/NS2WMjuHm5o08EEtl8JOGSRCiAhQgCRgRrsLAJCsEW6bb4AySC0FS+wIERN1oBxNLJ3snB5q880HjYLWIBFCxIHOEAIWNyV2NgqQgiwOCpCI+ARL7GxucWQHqIsdP1QKKewuKrEjhMQ/OkMIWKhJg0ADpGTKILVjcVKJHREftUI8GSTGGDVp4ImGSuwIISJBAZKABTNIiQINkBLVcjgrjuCD1/8Cg8EQ6+EIgtVFGSQiPhoRldh5fAw+Bsog8UAdKLFjTBzdDgkh/RedIQTMaHdDp5JBKtCW0Xt2f4+a936PL1a/hPnz51OQBMDq9FIXOyI6GhE1aQh24qMmDZGnkkvhY/41XoQQEs8oQBIwo90t2D2QAKC4uBjM6wbz+eByuVBcXBzrIcWcfw2ScP9mhPSGWuE/VdhEsAA/OHmnJg2RJ7Z28ISQ/ovOEALWbHMJtkEDABQVFUEik4OTSKFQKFBUVBTrIcWUy+ODy+uDljJIRGSCbb7FsL4kFCBRiV3EhbodUoBECIlzdIYQMKPdjWS1MFt8A4Ber8e8h1/GuEX3YvPmzdDr9bEeUkxZnf7JIzVpIGIjpjVIzsDknZo0RF6wmYcYSjEJIf0bzeQErNnuRnaSOtbD6NTw8ZMgHTCm3wdHgL+DHQBq0kBEJzTxFUFmgDJI/BHbflmEkP6LzhACZrK7kSTgNUgAkKiSw+SgNt8ABUhEvJQyCThOHBNfatLAHzWtQSKEiAQFSALFGEOzzS3oNUiAf7NY2gfJj0rsiFhxHAeNXCqK0inKIPFHQyV2hBAABoMBq1atiuvuxjSTEyibywuPjwl2k9igRLUcNpcXbq8Pcmn/nnBYKEAiIqZWyESx+J662PFHRU0aCOn3DAYD5s+fD5fLBYVCEbdr1OkMIVDNgayMkNt8AwhluEyURQoFSDoVBUhEfDQKqShK7JxUYscbTajbYfy/TgghvVNcXAyXywWv1xvXW8BQgCRQzTYXAAi+xC5R7T8hmhzx3/63r6jEjoiZRiGFTURtvlWUQYo4avNNCCkqKoJCoYBUGt9bwNBMTqCC63qSBNzmG7gQwNE6JMDi9E8KtAp6WxHxUYluDRJlkCKNutgRQvR6PTZv3ozi4mIUFRXFZXkdQAGSYBltwQBJ4BkkVXRL7AwGg2DfdBcySDTxIuKjUUhF0Z3sQhc7yiBFWrCLHWWQCOnf9Hq94OZoPUUBkkAZ42wNUjQySEJf+GdxeqCSSyDr580qiDhpFFJUGeM/U0wZJP7IpRykEo4ySISQuEczOYFqtsdJBinYpCEKeyEJfeGfxemhPZCIaKnkImnS4AlkkGgNUsRxHAe1SEoxCSH9G50hBMpod0Mu5UL7SghVNDNIQl/4Z3V6qEEDES1/k4b4n/g63bQPEp/UCimV2BFC4h7N5gTKv0msAhzHxXoonVLKJFBIJTDZ+e9u1XLh34xZs1HclIy/v7EbV07IxtIpuTH/XVkpg0RETBODfZA+PViJDQcrsXDCAFw9MTcix3R6fFDIJDH/vBArtTy6a9UaLE68tvU0DpY3Y1CKBnfNzsPY7MSoPT8hpGMerw97zzZh56kGnKg1o9Hqgt3tw8e/mCn4z2CazQmU0e5Cklr4fx6O45Colketi51er8eMGTNw+xu7sf3kaeQkq/HoukNosrnws7nDozKGjpgdlEEi4qWO8j5Ixcdq8av39oMD8E1pDVI0ChSNzuzzcR1uL2WPeBTNdvA1Jgeue3UnKpsdmJCThK9KqvHJgUr83/UXYdFFA6MyBkJIezaXB6t3luHfO8tQY3JCwgFD0hKQoVUiWS2H28ugkFGARHrBaHcjWSPsFt9BiWpZVDeK/aqkGttO1OPpRfm4XT8UD/xnH57feAwLJ2RjUKomauNoy+ryIFOnitnzE8IntVwKl9cHj9fHeyMSxhhe+OY4Bqdq8NkvZ+OKP2/Di5tORCRAcnp81KCBRyq5FPZAGSOfGGP4zfsHUW92Yd39M1E4KBnNNhfuW7MXj7x/AINSNSgclMz7OAghrX17tBaPr/8RlUYHZo9Ix5NXjsOcUenQqYS9pr4tuowmUP4Su/h4MSWp5VFp0hD0xo4zyEtPwK0zhkAi4fDUonFgDHh9+5mojSEcq9NLJXZEtILrIW1RKJ86XGnCoXIj7r14GHQqOW7XD8HB882obLb3+dhOD2WQ+KSWS2GPQgZp+8l6bD9Zj99dPjoUCCVrFPjnsilI1yrx6IcH4fHyH6gR0l8ZDAasWrUKBoMBAODzMTz71VHcufoH6FRyvP8zPd6+Zzp+WpAdd8ERQAGSYBntbiTHSYCUqIpeiV210YEfyppw9cSc0FXsAUkqLJyQjfX7K+CO4QmRSuyImAX3uHFEocxu85FacBxw+fgBAIC5o/yZo+0n6vt8bKfHRx3seKSJUpOG17efQVaiEjdNHwzgwmSt9MAePLUoH8drLPj4QCXv4yCkPwpuu/LEE09g/vz52LZ9B3774SH8rfgUbpo2CJ88OAvT8lJjPcw+obOEQBltbiQJfA+koCS1PGoldluO1gIAFk4Y0Or2nxZkw2h3Y/eZxqiMIxx/kwYq3SHiFMogRSFAKj5ei4LcZKRrlQCAUVlaZOiU2HkqAgGS2wcVldjxRhWFtWoNFie2najH1RNzoZRJ203WEk1nkJ+diH98dwqMMV7HQkh/1Hbbld///X2s21eORy4dhf+9egJU8vj/jKUASYA8Xh/MTk/clNglqmVRyyDtOduIdK0CwzO0rW6fMzIDKrkEm47URGUcbXm8PtjdXmiV8fE3I6Sn1PLoBEgujw+HK0yY0eLqI8dxGDcwEcdqLH0+vtPjpQwSjzRR2C9r05EaeH0Miy7KBtB+svbdd9/hjllDcaLWgu9jeNGMELFque2KRCbHcckg/PKSEfjV/JGC707XXXSWECCTw1+/HS8ldv41SJ6oXKnbe7YJk4ektHsDqhVSTByUgj1lTbyPIRyr0z8h0KqoxI6Ik1rhf23b3fyuLzleY4bL68P4nKRWt4/K0uFUnQVeX98+Z5xuH61B4lE09kHacbIBGTol8gPtvMPtkbeoYCC0ShnW76vgdSyE9EfBbVfufmg50q5fiRt+Oh+PXDoq1sOKKDpLCFCzzQUAcVNil6iSw+tjsPJ81bDR6sLZBhsmDU4Je//UoSk4XGmExRmdFrMtmZ3+DJqOAiQiUsESO7uL33V+P1YYAQAT2gRIIzO1cHl8ONdo69Px/U0a4r/8Q6jUcn43FGaMYeepBswcnha6UBacrK1cuRKbN2+GXq+HWiHFgvwsfFlSBZeHmjUQEmnDx0/E3pS5mDBxKlZdUyCazFEQBUgCFCxXS1bHR5vvYCkg3+uQTtSYAQBjOtgEcPLQVPgYcPB8M6/jCCcYlOmoSQMRqQsldvxegDhaZYJWKcOQtNYt+0dm6QD4M0x94W/zTac+vqgVUjg9Pvj6mOnryLlGG+otTkzPS2t1u16vx4oVK6DX60O3XTEhGyaHB3vOUpkdIZH29IbDMDk8eOXmSaEmPmJCZwkBag4EGolxUmIXHCff65BO1PrXH4zM1Ia9f/xAf+BUWmnidRzhWAJlkVRiR8QqeALku3zqdL0VwzIS2l2NHBLY46yiqW+tvp0enygWEAtVMJB2ePh5nQQzjAW5SV08EtAPT4NMwmHr8b439yCEXPD14Wp88WM1Hpo/EqMCF6/EhgIkAQpmYpLjpMQuWhmkk7UWJCikyE4KvxlrmlaJrEQljlRFP0AyBwMkyiARkYpWF7sz9VbkpSe0uz1ZI4dSJkG1ydGn4zvdtA8Sn/h+nZRUmCCXct2alGmVMkwekoKtx+t4GQsh/ZHD7cUfPi3FmAE63DdnWKyHwxs6SwhQs80faMRNFztVtDJIZozI1HZa5zo2OxGlsQiQgiV2lEEiIqWRB5o08BggOdxeVDTbwwZIHMchO0nV581iHbQPEq+C2Tm+XieHK40YPUAHRTeD3DmjMlBaZUKd2cnLeAjpb/69swwVzXY8eWU+5FLxfpaK9yeLY8EAKZ662AEXuu/x5WyDLezEqSV10yn88Mkb2LZ9B69jaStYYhePu0UT0h3RKLE712gDY+jwfZ6dpEa1MRIZJCqx40toQ2GeXicnaiwYnRV+HWo4c0ZmAAC2n6QsEiF91WR14ZVvT+KSMZmYOSI91sPhFQVIAtRkc0GnlEEWJ5F5otp/ZZnPDJLH60OV0YGcFHWHjzEYDHjjsbvQ+N1bWHDppTAYDLyNpy1LoIsdldgRsZJLOUglHK9NGs41+DvUDU7VhL0/O0mFqr4GSNSkgVd8lthZnB5UmxwYntn5hbKWxg1MhKz+BF56/rmonhMIEaOXt5yA1enBiivGxHoovKOzhAA121xIToifTEQwa8LnGqQasxNeH0NuSviJE+DfLNDjdgPMB5fbheLiYt7G05bZ4QHHXZgcECI2HMcFNgHlr2VypdEOZ8URfPjGK2EnswOSVKgxOXq9F5LH64PHx6hJA49CJXY8ZJBO1/kb9bTdKLwz33+/C2VrlmPru69g/vz5FCQR0ku1Jgfe2XUOSycPCnUVFTMKkASoyeZGiiY+WnwDgFTCQaeU8ZpBKg/sfZLbSQapqKgISqUC4CSQyuQoKiribTxtmR0eaJUy0e0DQEhL/k1A+csgGQwG1Lz3OJ7543+HncxmJarg8TE0Wl29Or7L6w/uKIPEHzWPa5BOhQKk7meQiouLgjFSaAAAIABJREFU4fMGLpy5onvhjBAx+ee20/AyhgfmjYj1UKKCzhIC1GxzITmOAiTA3+rb5OAxQAq09u0sgxTcLHDAJctw49P/bLUfBt8sTg/tgURET63gdxPQA7t3gnk98Hq9YSezqQn+z8UmW+8CJIfbHyB1d4E/6TmNItDMg4cM0pl6GyQcMDi1+wFSUVERFAr/hTOZPLoXzggRiyarC+98fw6LLxqIwWkdz8PEhGZ0AtRkc2NoF80IhCZRLee1xK4i0LmqoxbfQXq9HtOu9oFFuZucxeGhBg1E9NRyfgMk5aAJkMrkgM8DhULRbjKbFgiQGiwuIKvnxw82DlBTiR1v+MwgVTbbkalT9SjA1ev1+OzLjVj69L9w57U/jeqFM0LE4s0dZ2BzefGLouGxHkrUUIAkQE02V1yV2AFAkloGk52/0ptqkwOpCYpurR3ITVZHfS8ki9NDm8QS0dMopLx1JwMAZ+pwLH3yNRRIK1BUVNRuMpuq7WsGyT92WoPEn2AXOxsPr5PKZjsGJnd+kSycnxRdjCmLfWjW9Y8r34REks3lweqdZbhsXFa/WHsURHUGAuPx+mB2eOJmk9igRJWc1zVItSYnMnXKbj02J0WNimY7GOvdQu7eMDvc1MGOiJ5GIeMtg+T1MdSYHJg8dTpWrFgR9kr/qZJ9MBrex65dvVtob6cAiXehNt88vE6qjA4MTO54HWpnJg5Oxv5zTVE9LxAiBuv2VcDk8OC+Of0newRQgCQ4zYEgI/4ySPyuQao1O5CZ2L0rhznJajg9PtRbeneVuTfMlEEi/YCKxxK7JpsLPgZkdHAhxGAwYOnihWje9jb+9MtbetWNLLgGSUUbxfImWGIX6dcJYwwVzXbk9DJAmpCThCabu89t4gnpTxhjWL3jDApykzBpcHKshxNVdJYQmGabG86KI9j07j/iqh1pkpr/DFJWdzNIgRNocN1SNFgcHiRSgERETqOQws7TPkgNgQsaadrwF4eKi4vhcrkA5oPH7e5VNzJag8Q/qYSDQiaJeJOGBqsLLo+v1xmk/IH+zWVLK6Nbfk1IPNt2oh6n6qy4c9bQftellwIkgdm6fQdq3nsc//nbc3G1Z0OiWg6bywu3N/J7pPh8DHUWJzITu19iBwAVTVEMkJweKrEjoqdRSHnpTgYA9RYnACBdG/593rIbmVQm61U3MlqDFB1qeeTXqlV2s1FPR8YMSATHAaVRXp9KSDx7c8cZpGuVWDghO9ZDibqYBkgcx13OcdwxjuNOchy3PMz9So7j1gbu/57juKHRH2V0bd+2Fczrgc8Xvs2tUCWp+dsstsHqgtfHkNXdErtggNRsi/hYwvH6GGwuL7TK+Fo3RkhP8dnmu6sAKdjGP3/RvZj3yF961Y0sGNypaUNnXmkUUtginGkMBki9zSAlKGXIS0vA4UpjJIdFiGida7Dh22N1uGX6YChl/e8zM2YBEsdxUgB/BXAFgHwAN3Ecl9/mYXcDaGKMjQDwIoBnojvK6Bs2YSo4qQxSqTRsm1uhSlT7sycmR+TLb2rN/prx7jZpSFTJoVPJopZBsgR+ZlqDRMROLZfy0r4ZQGjNYHoHJXaAP0iafvXdkGeP6dVzhNYg9cOTfTSp5VLY3ZGtJqho9p8HersGCQDGDkykDBIh3fT+nvNwVR5B3fa1cVPNFEmxzCBNA3CSMXaaMeYC8B6Aq9o85ioA/w78/4cA5nMiL4LMHDEBWTf+D37/1NPYvHlz3OzZEMwg8bEOqdEaXJvQvQAJ8J9Eo7UGyez0/8y0USwRO41CCo+PweWJfCltvcUJuZQLfZZ0RKeSwdzLCzGhLnYKqi7nk0oe+bVqVc12qOXSPnV4zc9OxPlGO6/rZQkRA4/XhzfWf43atb/Hs//z33G15CNSYnmWyAFwvsXX5YHbwj6GMeYBYASQFpXRxUiTzY2EQfl46vePx01wBPizNgA/JXbBAKknnf1yktUoj1YGyemfCOgog0RETq3wv8b5yCLVm51IS1B2uRA4UdX7jplOWoMUFXysVas0+vdA6ss10mCjhqOURSKkU98dr0PVkb1gHg+83vha8hEpsQyQwn3Ktd2goDuP8T+Q4+7jOG4Px3F76urq+jy4WGm2uZCsUcRdtxA+M0hNgQApNaEHAVJK9DJIVGJH+gut0h9YWHjoZNdgdXXYwa6lYAapN/vZBAM76mLHL7Ui8qWYFc293wMpKD870MmOAiRCOvXeD+eRNXoylEpF3C35iJRYBkjlAAa1+DoXQGVHj+E4TgYgCUBjuIMxxl5jjE1hjE3JyMjgYbjR0WR1IyXONokF/F3sAPCyF1KjzQ2OQ5elNy3lJKthdniiUkoRLPehLnZE7HSBTLGFh7WG9RZnhw0aWkpUy0ONUXrK4fFCKuEgl1KJHZ/UPOyXVdVs73UHu6BMnRLJGjmOVZsjNCpCxKfW7MCWo7VYdvWl2Lx5M1auXBlXSz4iJZYzuh8AjOQ4Lg9ABYAbAdzc5jEbACwDYABwHYAtTOTbYDfZXH2qsY4VvjNIyWo5pJLuZ9WyA1caq42OHgVWvWGmEjvSTwQvAlickX+f15udGJmp6/JxwfeZ2eFBQg8vSthdPsoeRYFaEdk23z4fQ4PV1eEmwt3FcRxGZ+lwlAIkQjq0bm8FvD6GG6YMwrCMsf0uMAqK2WW0wJqiBwF8DeAIgPcZY4c5jvsDx3GLAw97HUAax3EnATwCoF0rcLEx2t1I7sFaG6FQyiRQSCX8NGmwuZDSg/I64MJeGdUm/ndNNweyZtTmm4idtkVwEkmMMdRbXZ12sAsKrXfsRbba7vZCJafsEd/8XewiFyA12fxbPXQnw9iVMQN0OF5jhs8n6muthPQKYwxrfziHaXmpGJahjfVwYiqml7wZY18A+KLNbU+2+H8HgKXRHlcsNVhduCg3OdbD6DGO45CSIA+tF4qkJqsLaT0MkAYE9kyqNvK/DqnZ5p+oxWPmj5CeCHZqjHSAZHZ64PL4ujUBvpBB+n/23jxMkrJK+74jMyJyqcqsfe99oTeaBrqhSdaCYhFBUBFEFEUd1/F1NmdGHJnPkXEaZ8aZV8eZV8F9XBDQQUfZC0q2ZGmgBXrfu7q69jX3yFi+PyIjq7oqK9fIiMiM87suL+nuqoynuyrrec5z3+c+hRdIiaREAQ0G4OGdGDv8FnbseBXd3d0l30CPR7QI+NILpHXtfkQFCScnY1jW5C359Qiimnj56ASOjUfx+Z61Zi/FdMgTZCFkWcFERECzr/IUJABorHGlE+f0ZCIiYFljYRtZW7pASui+nvlMRQW4OQcdvIiqR1OQtORGvRgLqe/TfEIa0v2OscLXEKMCyRBGDr2Joz/5Iu5SJPA8X3L/gvb9oU+BpNo49w3NUIFEEPN44NV++Fwsrj2zw+ylmA55DSyEZiNo0WETMIOmGj5906cnExGhoAQ7AOBZB5preQzNlF9BmowmC4ogJ4hKpVwhDYUoBH63NpS6cAUpnpSoB8kATu55DYqkXzzwaFgtkFp0uDzUCqQDw9SHRBBzmY4l8fu3BnHjOZ3w8PRzkgokC5GeJF9iI6pZNNbwGA/rWyApioLJInqQAKC9zo3B6fL3IE1FK7NvjCAKxcs5wTCzwSR6UYhCMNuDVJyCRAVS+Tln+4VgnKxu8cDpvVGHy8NaF4slDR4KaiCIefx21wASooxbz1tm9lIsAVnsLMSojjYCM2is4XW32IUTIpKSgsYiCpB2v9uQYbFTUTVljyCqHYeDQS3P6q4gjaUVpHzmIKnvtWJ6kOJJmdImDWDreReg7dav4YPLwrjp+mtK7kEaCyfAOhjsfmMnnn32DyX3Na1v91HUN0HM4/5X+7Gp048zu+rMXooloJ3CQoyFK7tAaq7lEU6ISIgSXKw+t7STEfUQVKyCtPP4pC7ryMZULIkz2uyd9kLYh1o3W1Rxko2xUAIMk98waDfnAOdkiupBigoi2vyV+fO1kvB7OLi6NuADn7wQW5c3lPx64+EE+IlDuOqqL0IQhJL7mta1+/DM/lFd9yqCqGTeHpjG7lMz+OqNm8xeimUgi52FGEv7rCtzA2+sUdetp4o0ERVSr124QtPud2MqmtR1HkcmpqIC6jxksSPsQa2L1T+kIZxAg5cHm8cAV4Zh4HNzRRVpobiYVqCI8lFKn1gmxsICpIHdEARBl76mde1+SLKCwyMRXdZHEJXOL1/th4t14MYtXWYvxTJQgWQhRsMJ8E5HenOpNLTbXz37kLTY8GJCENrrZofFlgtFUTAVTaKBIr4Jm1Dr1r9AGg8XFuXvd7NF9SCF4yJZ7AxAK0JndJqLNxZOYPXm88HzvC59TetTQQ37h2d0WR9BVDLxpISHdw3gnZs7UEdnmTS0U1iIkZkEWnwuMAxj9lKKQksY0hKH9EBTowpNsQNmh8UOTsexorlGtzXNJZwQIcoKzUAibIPPzWE6qm+v4Vg4UZC1uBgFSZYVhAUxPcuJKB9+j6Yg6VNIj4USCJy9DXf19qKvr6/kHqSVzTXgnAwFNRAEgEffHkQoLuL95y01eymWgnYKC3FqKobOerfZyyiaVp+69pEZ/RSbydRBrJgeJG0W0rCO65nPRAkKF0FUIg1eDsfG9LUmjYUT2FzAgGy/hy1YnYgIIhQFZLEzAL+OCpKiKBgLq/MBA4EtJQc+AADndGB1Sy0FNRAEgG/f/wgcb74KeagBWHWh2cuxDGSxsxBDM/G0LawSaU01P+s5nHUiIoB1MEXd+rbPUZDKxUgqebDVX7mFLUEUQmMNn7a+6kXhFjsOoQLVCe3ja8liV3bcnBM869ClB2kmLkKQZDTX6NubS0l2BAH86tGn8cy//R8ce+IHuPLKKxEMBs1ekmWgAskiKIqCwek4Ousq96DtYp1orOExHNJXQWqo4YuyHda6WPhcbFkVpJGZVIFUocEaBFEojV4eoVRapR7EkxJCCbGgcBqfmy348K31TVEPkjH43VxRSYPzGdfSXXUYEjuXde1+DE7HMR3VN5GRICqJe3/5v1AkEYos6zLUuZqgAskijEcECKKc7pupVNr8bgzrqNiMh4WiZiBpqMNiyzcLaSRVDFKBRNgFze46pdPBcna8QbkVJHW9tdSDZAh+T+FFbCb0HBI7l9mgBlKRCHuSECUc41bAyXG6DXWuJminsAiDU+pBu6O+ci12ANDud2FI5x6khiIivtPrqXOXNcVuJKQOMKQeJMIuNM1Jq2zTwVqqpV42FWCh8rk5RAUJSUkGl0c0ODBrsaMeJGNo8OpjxSzXfMB1WoE0NIPzVzbq+toEUQk8uWcYiaY1+OaPf4WZo2+WHH5SbVCBZBFOTkYBAF2VXiDVufHWwLRurzcREdIbWVHr8btxoIw3hFryoMNRmcmDBFEomoI0qVOSXfoAXIAKq6WkheJi3gmXWoFUqWMUKo2WWhcOj4ZLfp1yFUgddW743Cwl2RG25f5X+tFV78Gnb7kcTsd1Zi/HcpDFziLsHQrBwQBrWmvNXkpJdNZ5MBYWdBvOOhlNlqTOdNS5MRpKQJRkXdYzn927XsV08AFqbCRsQ3remU5BDcVY7DQVqJCob60HiUIajKHF59Jl5MNYKAGGKW7UQzYYhqGgBsK2HB+P4PlDY7j1vKVw0gVvRqhAsgj7BmewsrkGbs5p9lJKYnlq3tCJiWjJryXJCqaiQkkbY3udB7Ki72wmjWAwiCf/9XPY9/vvoaenh4okwhZo70e9kuyK6THRVKBCQgC0YoosdsbQ4nNhKposOcxjLKL2oZbjELeu3Yf9wyEoiqL7axOElbn/1X44HQxu3kazjxaDCiSLsHdoBus7/GYvo2SWN3oBQJc5KTOxJGSltJvD9jr10FWOqO+nn34Gspik9BfCVtR7ODiYWeWnVMbCCdS62IIuh4pRkN56/VVMv/QA/rjzlYLXSBSOFlyjFcDFMhYqbIhwIaxr9yMUF3GqjH2qBGE1BFHGgzv7ccX61vQ4FGIhVCBZgFA8if6JGDZWQYG0oklVkI6Pl64gTaR6HEoqkPxqT1c5ghrWn3sBGCcLB6W/EDaCdTrQ5ndjYEqfdMixsFCQvQ6Y7UHKNyUtGAziO397B6ae/SmuuopmfRiBFts+GiqtkB4LJ3SP+NZYPyeogSDsQu/eYYyFBdx2/jKzl2JpqECyAJoHen0JYQRWoc7Lod7L4dh46QqSZuEppQdJux0pR4HkX74Jbbd+DZ/5qy+ht7eX0l8I29BV78HApD4F0ng4gaYCFQJ/SkGayTPqu6+vD1IyCSik9hqFViCNlJhqqhbQ5VGQzmhT91wKaiDsxM9ePoHOOjcuPaPF7KVYGupWtQB7Uz+cN1SBggQAK5trcHCk9PSiCR0KpAYvB5516Bo9rnFoJAxX1wb801euTh/YCMIOdDV4sPPYpC6vNRZOYGWqdzFf0gVSLD8Fqbu7GwzLAZJIaq9BtPrUy6lhPRSkMhVIdR4OnXVuCmogbMPB4RCePzSGL1x9BoUz5IAUJAuwd3AGfjdb8UNiNTZ2+LF3cKbkxletQGos0H4zF4Zh0FHnLksP0qGRMFp9LiqOCNuxpMGDoZm4LumQxSgEWhJdvgpSIBDAho//Cy56/2dJ7TWIFp8LvNORHmFRDFFBRFSQ0FTCHpCLdZRkR9iIH754DDzrwAfIXpcTKpAswL7BGWzo8INhqqOa39ipNr6eLNGCo8UIN5UY79rmd2O4HAXSaLjiY9kJohi66r2QZKVkdUCUZExGhYItdk4Hg1oXm3dIgywriDesxrs+/FkqjgzC6WDQ1eDByYni94GxkLoHtJRJQQLUoIbDo2EkyzQKgiCswlRUwK9fP4l3n91Z8M9cO5KzQGIY5nMMwzQYsRg7IssK9g2FqsZeByAdNrFnsLTG14mIAC/vLDn6vKPOjcEZffolNBRFwZERKpAIe7K0UQ0/OVFiGMtEVICiAC1FKAR+N5t3zPdULAlRVtJ9MYQxLG30ljTyYbSIIcKFsr7dh6Sk4Mho6X2zBGFl7n+1H/GkjI9etNLspVQE+ShI7QBeZRjmAYZh3sFUi8xhEfono4gKEjZ0VH5Ag8b6dj8cDLDnVOkFkh7DAdv9bgxPJ3SddTESSiCUELG6hQokwn5oaZWlhrGMFzEDScPv4fJWkEZCqoKs9cUQxrC0wYP+Eix2WgJeeRUkLaiBkuyI6kWUZPzkxWO4YFVjVV3Il5OcBZKiKF8GsBbA9wHcAeAgwzD/xDDM6jKvzRbsHdQS7KrnG9bDO7GyuaZkBWk8IpRsrwPUJDtBktM9TXpwKBVCQQoSYUc66z3gnY6S551ps5SKsXv43GzeMd/pgzYpSIayrNGLqWgy76/TfLTvj3J+3Va31IJ1MNSHRFQ1T+4ZxqnpOD5G6lHe5NWDpKhX70Op/4kAGgA8xDDMP5dxbbZg7+AMHMxs3Gi1sLGzTgcFKaGLgqSFX+gZ1EAFEmFnnA4Gy5u8OKpTgVToHCRATbLL12I3MkMFkhksSw0O7y/SZqd9f+ixDywGzzqwqqWGCiSialEUBd999giWNXrRs6HN7OVUDPn0IH2eYZjXAPwzgBcAbFYU5TMAtgK4qczrq3r2Dc1gRXMNPHxpfTZWY2OHHwNTMUxHi7s5BICJsIDGmtIPNG3+VNysjlHfh0bC8LnY9LR4grAbK5prSi6Q0ha7It5HPjeLUCJPBSl10Kb3q7EsLbFAGg2pl2Scs7x5Uuva/TQLiahagkfGsat/Cp+6bBVFexdAPj91mgG8V1GUaxRFeVBRlCQAKIoiA7i+rKuzAXsHqyugQUNTVo6MFTcPSVEU1WKnQ7xrR53aUK63grS6tbZqkgcJolCWNXpxcjJWUm/faCgBnnXA5yp8JJ/fk7+CNBpKwMs7UVPEc4jimS2QigvJUWcglU890ljf7lMv9PKcq0UQlcR/PXMYrT4Xbjp3idlLqSjy6UH6e0VRji/yZ3v1X5J9CCdEnJiIYkN7ddnrAKQHPxZ7wxwVJCREWRdrRYvPBaeD0VVBOjwapoAGwta0+92IJaW8ZxFlYmgmjja/q6iLBr9bDWnIp0AbCSVIPTKBOg8Hv5stOsmumBlZxXDWkjoAwFsnp8v+LIIwkl39U3j+0Bg+ccmqkhOB7QbNQTKRo6lY0TWt1VcgLWv0Qji1F9//9r8hGAwW/PnpIbE6FEhOB4OWWpduClI8KWEklMDyJq8ur0cQlUirXz24jpRw8TA0HUe7v7hkOZ+bhawAEUHK+bGjoTj1H5nEsqbio75HQwlDvm5nLakHAOzqnyz7swjCSL799CHUeTjctp0GwxYKFUgmom0a1XjQfu3VlzF8/5fx6I+/iZ6enoKLJL2GxGq017kxpFOBpL1OZ71Hl9cjiEpEK2yGSiiQhmfi6R7BQvF7OADATB62KFVBoohvM1hS78WpqVIsduUvkOo8HFa11GBX/1TZn0UQRvHGiUk8tXcYn7hkJdmLi4AKJBPRCiTNp11N9PX1QRaTUGQZgiCgr6+voM+fiOibXtTud5d0kJvLqWl1s++sowMXYV9mw08SRX2+oigYmilNQQKAUB4Wv/GwPv2MROE01vKYjBY+YiGSEBEVJEMKJAA4e2k9dvVP6TovjyCMIhgMYseOHaddRv/L4/vRVMPTYNgioZLSRPono2iq4VFbhZV9d3c3WI6DmEyC53l0d3cX9PlaulWTDil2gKogPX9oTJfXOjWlFlodpCARNqbUdMiZmIh4UkZ7kRcNfndKQcoxY0dRFIQTYrqgIoylwcthMqr2ihXSa2bEDKS5nL20Hr9+fQADUzEsaai+S0uiegkGg+jp6YEgCOB5Hr29vZBb1uLFw+P4++s3knpUJKQgmUj/RBRLqlA9AoBAIIBP3fMjNFx6O5588ikEAoGCPj/dg6TTrW9HnRvhhIhQkQML5zKYsot0kIJE2BgP74TfzRZtXdUU3VItdrne0wlRhiQr8PJ0SDCDBi8PSVYKDvMoZUZWMZy9VOtDIpsdUVn09fVBEARIkgRBEPDMM8/gnx/bh846Nz54AfUeFQsVSCZycjKGJQ3Vq0Kct/0C+C+4Geu3bC34cyciAnjWgRqd5kNpt9R6JNmdmo6jsYanRBjC9jTXujBRhH0KmC2QilWQNEUoV9R3NBXiUI1KfSVQ71ULnKkCv09GQ1qBZIyCtL7dDzfnwM5jFNRAVBbd3d3geR5OpxM8z0Pp2IQ/npzGX129Di6WzinFQjuGiYxWefSsZo0YDSfQVOAmNx4R0FTD6zZnSOtzGJyOl5waOBqKV/XXjSDyxefh8uoBysRwSnkqtgcpX4tdJKGuz1tlw7grhcYa9es0GU1ieVP+nzeaslkb8bM2GAyir68Py5LNePkojW8gKotAIIDe3l709fXh/AsvxhefT+DspR6855wus5dW0VCBZBLxpIRwQjTsdswMtAJpZCaB9e2Ffe5ERNAtoAGYTZwrNk1pLpPRJBq81PBNEH43m1eKXCY0BUmLCy+UfEMaIoL65+TDNwdNQSo0qGF4Og4Ho19Qz2LM7d9wsByabrkbU9Ht6XUTRCUQCAQQCASw49G9GA0dwX0f3gaHgwbZlwJZ7ExCsw+0VHOBlPq7aX/XQhgrQnXKRme9B5yTwdGx4uZxzGUyqm/xRhCVit/D5VRwFmNoRrWqFmsBcXNO8KwjZ4GmKUhUIJmDdpk0GSmsQDo1HUOb3w3WWd5jytz+DVlMIn78LbxydKKszySIcnBgOIQfPH8U79u6JN1TRxQPFUgmkZ7zU8XRs3MtdoUyNB1HR5HWm0w4HQyWN9Xg6Fi45NeaiiZR7+V0WBVBVDZ+N5ezB2gxhqeLn4F02vNzWuzUHiS9+hmJwmjwzlrsCmFwKm5IEM78/g3fyi14mQokosKQZAV/89Cb8Lk53HnterOXUxXQlZpJPPvcC5gOPoCBCzhgw9VmL6cs1LhYuDkHxgsskJKSjNFwAm06b44rm2twdCxS0mvIsoKpqEAWO4IA4PewJSlI7UXa6zTqvRymchy8o4LWg0TbnRn43RwcTOEhDYPTMZzZVVemVc0yt3+ju7sb33qLQfDweNmfSxB68sMXjmJX/xS+eevZurpv7AwpSCYQDAbx1x97H6ae+yk+ddu7TxvsVW343YU3cY+GElAU/WO0VzXX4Nh4FJJc/CDAUFyErIAUJIKA+v4WRBnxpFTw5w7PxItOsNNo8HLpkQCLEU5Qip2ZOBwMal1sQfuAoigYnI6ne0fLTSAQwJ133olAIICL1jRhz+BMUdZwgjCDo2MR/OsT+9GzvhU3bOk0ezlVAxVIJtDX14dkUgAUGUlBQF9fn9lLKhvF9CgMlphutRgrm2sgiHJJQQ1aozEpSAQxdxZRYZcgMUHCWFhAV4kH4AYvn7+C5CKLnVnUuNj01yEfJiICEqJsyqy57nWtAIA/HBg1/NkEUSiCKOPzv3gDbs6Jr71ns27JvwQVSKbQ3d0NJ8sDjAM8z6O7u9vsJZUNNeWqsMPTcInzURZjZXMNAOBICTa7dIFUQwoSQfi1WUQFXoKcmFDDUpY11ZT0/MYaPuccptkeJFKQzMLLOxER8lcZT02pe0BHnfFzAjd1+tHqc+GZ/SOGP5sgCuUbT+zHWwPTuOe9Z+l+ZrI7VCCZQCAQwE13fQfLrv4oent7EQgEzF5S2bCUgtSiHsaOjhYf1KDdVlMELEHMmUVUYNT38XH1kmJ5o7ek59d7eUxGBCjK4rbZSEKEgwHcHG13ZuHlWUQT+V+UnZpWVf7OeuMPfAzDoHtdC549MApRkg1/PkHkyzP7R/DdZ4/gtu3L8I4zC5ylQuSEdgyTqF26CRuv/UhVF0eAlnJV2OFpeCYOF+vQvc+npdaFWhdbUlADWewIYha/R1OQClOJNQVpeVNpBVJjDQdRVhDOcviOCCJqeJasJyZSqII0mLJBm6EgAcDl61oRiovYeXzSlOcw2oFoAAAgAElEQVQTRC6OjUXwZ794Axs6/Ljruo1mL6cqoQLJJGbiybQ9pZpRU64KOzwNTqvN23ofaBiGwcrmmpIsdtpBzGeDrx1B5MLn1nqQCrsEOTYegd/NlqzEzs7YWfz50YRE/UcmU+NiESukQJqOg3c60GTSvLlLzmgBzzrw2NtDpjyfILIRToj45H/vhMPB4N7bt8JDIwzKAhVIJjETS6YbnKsZTUHKZoGZz9B0THd7HaCmB46/8Evs2vlK0a+hNaNTIhZBqMoAAEQLOPwCwPHxKJaX2H8EzBZI2fqQokmJIr5NRlWQCrHYxdFR74bDYY7qV+ticfm6Fjzy1iDkElJPCUJvZFnBFx74Iw6NhPHtD5yLpSXalInFoQLJJEJxMe3fr2b8HtUCEysgBnhIh/jf+QSDQfT09OClB/8Lu7/3BTzV91xRrxNJiGAdDFwsvXUIwsOpBVKhMd8nJqJYVqK9DgAaUgrDZJYCSRAl8E56v5qJl3cimijMYmdGgt1crjurEyOhBNnsCEvx9cf24bHdQ7jz2g24eG2z2cupamjXMImZWBJ1NlGQgPxjgBVFwfB0QvcCqa+vD4IgQJFlKJKIhx95sqjXCSdE1Lqpn4EggNnhq4UoSKIkY2AyVnJAA6Cm2AHAZJZZSAlRBk8XGqbi5dnCFKSpGDpN6j/S6FnfChfrwCNvDZq6DoLQ+MHzR/HdZ4/g9guW408uWWn2cqoe2jVMQJIVhBJiusG5mkk3cecZ1DARESBIsu4Wu+7ubvA8D6fTCcbJonXdOUW9TjghUlwwQaTQlNRC+ktOTcUhykrJAQ2AOigWQNZhsQIVSKZT43IiKkh5Wa1FScZwKGHYkNjFqHGxuGJ9Kx55a7Ck4eIEoQe/f3MQd/9+D67e2Iav3LCJLmkNgE56JhBOqSm2sNhpMcB5NnGXK+I7EAigt7cXzzzzDL570A20rivqdcJxkQIaCCKFw8HAwzkLstAen1BDUpY1lt6D5HdzcDDIOixWEGWyxJqMl2chyQoESYaLzd5QPhxKQJIVdDWYWyABwHVndeDRt4ew89gEtq9qMns5hE156cg4/uKXu3DusgZ86wPnwGlSb57doF3DBKZTaoodQhpqUulRkTz95+UaEguoRdKXvvQlbD73PBwcCRX1GhFBRA0FNBAEALW3b/qlB3Dgzdfy/pzZIbGlK0gOB4MGb/ZhsYJECpLZpMM88tgHBia1GUjmF0hXrG+Fm3Pgd2+SzY4whmAwiB07diAYDAIA9g+F8Imf7MTSRg++9+FtcHOUWGcUppz0GIZpBPBLACsAHANwi6IoCzohGYaRALyV+uUJRVFuMGqN5URTU+wQ8z3bo5Cf/3yojAWSxhmtPrxweKyozw0nJNTboLAliFxowSexeAI/e/bn+NRlq/Oa63ZiIgre6dBNJa73cll7kARRppAGk9FsyRFBTAdrLMap1AykLgsUSF6exSbnMH7wnw/i6uaP45KLLzJ7SUQVo/1MFQQBPM/jl795BP+0U4KHc+LHHzs/53uH0Bezdo0vAuhVFGUtgN7UrzMRUxTl7NT/qqI4Amb7cXw2sNhpN4d5K0jTcTgYdahruTij3YfhmQSms9hyFiMcT1LEN0FgNvgEigxJFNHX15fX5/VPRLGkwaObTaSxhs+RYkcKktloc6jyCfMYmNIUJHNT7AD1wPq7r38Gp3p/jKuuujJ9q08Q5UD7mSpJEgRBwF/+358jFBfxw4+ehyUNFOdtNGbtGjcC+HHqv38M4N0mrcMU7DRsNK0g5dmjMDQTR3OtC2wZb3zPaKsFABwowmYXSUhUIBEEZoNP4HDA4WTR3d2d1+edmIjqOrujwctnHRRLKXbmk1aQErmdBANTMTTW8JaYXdXX1wcpmQQUGYKQzPsSgCCKYW6YFBws4s3rce+Ht2JTZ53ZS7MlZu0abYqiDAJA6v9bF/k4N8MwOxmGeYlhmKxFFMMwn0x97M7R0VG916sr2i2aHXpZZr3n+Vrs9I/4ns/aVh8A4MBw4QVSOEE9SAQBzAafnHnDJ3HZX3wrL3sdAJwYj2KZ3gVSjh4kCmkwF09qH8gn7XBgMmYJ9QiYPbAyDvXAevEll5q9JKIKmN9npBEIBPDEk09h63s/jZb3/yP+6y9vxYWrS591tNjziOyU7aTHMMxTANoz/NHfFfAyyxRFOcUwzCoATzMM85aiKIczfaCiKPcCuBcAtm3bZulMTk1BquGrv9lOGySZ75yU4em4Ls3b2eiq98DLO3FwOFzQ58mygoigzkEiCELd0Lfe4MzaAzSX6WgSM3FR3wIpZbFTFCVj9G0iSYNizUYrUBOinPNj9+zaCWZoN4Lb2LyL7nKhXQLc98v/xaPjjZBa1pq6HqLymd9n1Nvbm/4+VxQFj4/6MbzqWnzt+o1415bOsj6PyE7Zdg1FUa5UFOXMDP/7DYBhhmE6ACD1/yOLvMap1P8fAdAHoLjhNRZDCyywgxLhcDDqFPU8QxoGp2O6R3xnWtPa1tqCFaRoUoKiALWu6i9sCSJfPJwz7wuQ/kk1wU5Pi11jDYekpKQvnuZDKXbmoyVvxXNYrV988UW89v/+Ejt/9R309PRY4sY7EAjg//3r3WhetZnS7IiSmd9nNNe2ee+zR/DfLx3Hpy5bhY9drM8g2GzPI7Jj1q7xWwAfSf33RwD8Zv4HMAzTwDCMK/XfzQAuArDHsBWWES2wwGOTuEa1QMp9gIoJEmbiYtktdgCwts2HgyOFKUiaTdAK3niCsAoePv85SOmIbx0LpHqvmuy02CwkdQ6SPX7WWpV8FaTHnnwaipSEIsuWOsy5WCeu2tSGx3cPISHmP/OLIOYzt8+I5/l07+ZTe4Zxz2P7cN1ZHfjba9aX/XlEbswqkO4BcBXDMAcBXJX6NRiG2cYwzPdSH7MBwE6GYf4I4BkA9yiKUiUFkggv74TDJsO+vDybV4GkRXy3lVlBAoCVzTUYDSXyahrWiCfVzd0uhS1B5IOXd+bVWwLMFkhLG/WLcG5MFUgTGWx+oiRDVkAKksnkqyCtO2c7GCcLhwUPc+86qxOhuIgXDhU3IoIggFnb5t133522u+0bmsGf3f8GNnfV4V/ft0XXs2Gm5xH5YcpVuKIo4wB6Mvz+TgB/kvrvFwFsNnhphhARJFvY6zS8vDOvQmRoOjUDyYACaXmqz+n4eBQbO/15fY52S+6xQe8YQeSLhytMQWqs4XUdcaDNBsk0LFaQ1EsNKpDMJV8FqW3NWWi79Wt4X+cMbnv3tZY6zF24pgle3omn943givVtZi+HqGACgUD6e3siIuDjP9qJGheLe2/fVpbzxdznEfljn1O6hYgkRFsENGh487TgDKeHxJZvBpLGiqYaAMCJiUjhBRIpSASRxsOziCWlRUMS5tKvc8Q3ADR41WJrKlOBlDqQU0iDueSrII2FE3B1bcAXv3iFJQbFzsXFOnHRmmY8s280r+91gsiFLCv4ywd2YTSUwAOfDhjSXkDkD+0aJhAV7BUV7eXZ/BQkAy12WlLesfFo3p+jbe4ujt42BKHh4ZxQlFkLajZOTcXQpXOEc6OmIGWYhZQukEhBMpV8FaSxcAIA0JT6mlqNy9e1YmAqhgMFJqASRCa+8+xh9O0fxV3Xb8DZS+vNXg4xD9o1TCCSkNKD8+xAviENQ9Nx1PBOvP3GzrJn9vvdHBpreBwvoEAiBYkgFuLmtMNv7vf4yEwCrT59CyS/m4ODQcao8QQVSJaAdTrAOpg8FCQBPhebVpysxuXrWwAAz+zPGLxLEHnzytEJfOOJA7j+rA586ILlZi+HyIB9TukWIiKI6VtPO1Djyi+kYTwigJ84hJ6evzEks7+r3oOBqVjeHx8XqAeJIOajHWZzqQNRQUQoIaLVr6+F1uFgUL/IsFhtTTQo1nxcrCMvBanZV36LdbF01HmwocOPvv0j+PRlq81eDlGhTEUFfP4Xb2BZoxc73ruZ7JoWhXYNE4gk7GWx8+SpIE1FBSROvG1YZn9nvRuDBRRImoLkpshggkijFR+51IGRGdU+1aazggSofUiZCiTqQbIObs6ZVw+SVe11GhetbsLrJ6YQT0oIBoNldzsQ1cdXfrsbY+EE/uMD5+gaWEPoC+0aJhAVJHuFNHD5DYqdjApYufk8wzL7O+o8ODUVg6IoeX18OubbRl87gsiFNmMolzqghbDorSABQIOXzxjzraXYUd+g+eSjII2HBTTXWldBAoALVjVBEGX85OEn0dPTg7vuussyQ20J6/PY20N4eNcpfO6KNTizq87s5RBZoF3DBMI2U5DcnDPnxggAk5Ek1p211bDM/q56DyKp4bT5kFaQLOqPJwgz0HqQcqkDw6GUguR3637zXuvObOOdVZDoPWs2eStItdZWkM5b2QgHA/zm0ScNczsQ1cFERMCXH34Lmzr9+NPL15i9HCIH9jmlWwRFURAVJHhtpEK4OQckWUFSksFlsbpMRQXUe3kEAmcbktnfkUrTGpyOoc6TW+aOU0gDQSwgXwVpJKUgHd+zCzded42ufYZe3on+iYUXHZRiZx34HAqSJCuYjCbRZHEFqc7DYVNnHaLyOvA8n/4+ttJQW8Ka/P1v3sZ0LImf/sn2rGchwhrQV8hgkpICSVbgtVGKXT4zMARRRkSQ0jNNjKAzNWfjVJ59SPGkBAcDcE5qqCQIjXSKXY6Y77GwAM7J4NXgc7rfvHt5FrFMCpKk/h4VSOaTS0Gaiakx7fV5XFaZzQWrGtHPLsUjjz9hiNuBqHz+cGAUv3tzEJ+/Yi3Wt+c3e5EwF/uc0i2CHW1arnSBJGOx/mxtyGO9gQ267al5S1rzeC5iggQP56TEGYKYg6Yg5bJPTUYENNbwuPzyy3W/ea/hnYhktdhRgWQ2uXqQplMFUj5qvtlsX9mE+547ipqlG3HnnRebvRzC4iRECV/57W6sbK7BJy9bZfZyiDyhAslgEja0abnzSLmajKqbo5EKkuZ1Hw3lWSAlJQpoIIh5uLj8hoBORAU0eHkEAgH09vair68P3d3duty8e11sxiAYmoNkHdycM30RlolKKpDOXqYO9XzjxCTOW9Fo8moIq/O9547i6FgEP/7Y+ekLJcL6UIFkMOlho7x9NmxXek5KtgJJ3TgbvcYpSC7WiXovh9FwfgVSPCnTDzeCmIe7QAUJAAKBgK6WpBreiaSkQBDl04qhpKQmVJKCZD55K0gGXpIVS3OtC0sbPXjjxJTZSyEszsnJKP7j6YN4x6Z2XHZGi9nLIQqAdg2DidlaQVp8c5yKmrM5ttS68laQ4qQgEcQC8laQIgIaymSh1Xo656tIyVTMN8eSLdZscqWZVpKCBADnLG2gAonIydd+vxcAcNe7Npq8EqJQqEAyGK2R2GWnAimPkIZQXN0c/QYPTWvx5V8gxZKSrQpbgsgHbVBsNoUYUC125VKItVTQ+VHfolYgkYJkOi7WkXUPqLgCaVk9hmbiGJzOf9g4YS9ePzGJR98ewqcvW42uVCgUUTnQrmEwtlSQuNwxwKHULCKf21jXZ4vPVYDFTkondhEEoeKeE8KyGKIkYzqWLJ+C5MqsIAkpix3noPet2VSbgnT2UrUPaRepSEQGFEXBPY/uQ3Mtj09cok8wg97z44jsUA+Swdhxlk4+gyS1AqnW4AG6hVjsYknJ8PURhNXR+nuyKUjTsSQUBWgsk4W2JqUgRRKLKEhksTOdXArSTCwJnnVUTMLrxk4/eKcDb/RP4drNHWYvh7AYfftH8crRCdx94ybU6HBuCAaD6Onp0XV+HJEdulYzmJigbth26mXJ54Y5nEjCwznBGmyFafa5EBUkRBILE7Dmo8V8EwQxi8PB5BwCmg5hKdMQUK0HKbJIDxJLCpLpuLjcIQ2Voh4BasjPunYfdp+aNnsphMWQZAVff2wfljd5cev5y3R5zb6+Pt3nxxHZoV3DYGxpscsj5SoUFw231wFIp2pNZomf1VAtdvb5uhFEvuRSB7QQlnINAa1xpXqQ5ilIaYsdDXc2Hd7phCSrg9IzUWkFEgBs6vRj96kZKErmvxNhTx5+YwD7hkL4wtXrdOt/7O7uBs/zcDqdus2PI7JDBZLB2HFQbNpil8WCE0qYUyA1pJrGJyPJnB8bT8q2KmwJIl9crLn9JYspSKIkg3UwNNzZAmjx68Ii3ycz8aQpe0ApbOr0YyqaxKnpuNlLISyCKMn41tMHsanTj+t0tF5q8+PuvvtustcZRGX9NKoC4oI2B8k+B20Xm9tiF4qLqDU4wQ4AGmvUZ07koSDRoFiCyIyby9FfoqVUlllBis1LsUtKMiXYWYS5BVKmn6NRofJ6PDd21gEAdg9MU0oZAQD43ZuDOD4exXc+tBUOh74XM3rPjyOyQzuHwaQVJBtNdnflFdKQhN9UBSm/AslFKXYEsYBcQ0BnYqqyU673uJdTXzecmN+DpJC9ziLkioOvxB7P9e0+MAywZ3DG7KUQFkCWFXz7mUNY1+bD1RvbzF4OUSJ02jOYWFIC73QYHkZgJi7WAYYBElkKpHBcNOX2UOtBmshRIMmyot58VtgGThBG4OacSGRRiGdSFjtfmVRiN595WC0pSNaBZ7MPFI4IYnqeVaVQ42KxsrkGu09RgUQAj749hEMjYXzuijW6q0eE8dDOYTAxwX6zdBiGyXnDbFZIg9/NwcHkDmnQ+qeoQCKIhajv7+wWOw/nTB+S9SYdNZ6cH/OtUIFkETQFSZAy7wMxQYKHryyLHQBs6qzDHiqQbI8sK/iPpw9iVUsN3kmx71UB7RwGkxDt2cfi5pw5LXblul3OhsPBoN7L5yyQtN4GO4VrEES+uNhcCpIIv6d8h9/FLmGSkgyWLHaWYLaIzfx9EhWk9DyrSmJjhx8DU7F0EAlhT3r3jWDfUAh/2r0GTgdDQ12rgMq7rqlwKtFnrQdu1rloSIMkK4iY2KDb4OVyptjFUwcvO37tCCIXbs6B8Sw21Zl4+SOcMxVIgiSnD+aEuWj9m5kUJFlWEBWkirPYAcAZbbUAgEMjIWxd3mjyagizuO/ZI+iq9+DGsztpqGuVQDuHwcRsOkvHzTkWjfmOpqJ5zSqQGmt4jEcSWT8mrSBV4AZOEOUmp4IUT8JfZoXYxTkX2PxESSEFySLwTvVnZ6aY77SFuQItdme0+QAA+4fCJq+EMIs/9k/hlWMT+OhFK8A6HTTUtUqgAslgYsnMEafVTjaLXczk6PM6D5dO2VqMuA3TBwkiX1xcjh6kmFi2iO/0GljHgiKNQhqsQ7Y5SNHUHqDFtVcSXfUeeHknDgyHzF4KYRLfe/4ofC4W7z9vKQAa6lotVN51TYUTFyS42crbBErFxToWtdhpm6NZ9gq/m8O+ePbNTSuQ7FjcEkQuslloAVVBWt1SU9Y1ZOxBkimkwSpki/mOJio3BMfhYLC2tRYHR6hAsiMDUzE88tYgPnbRinQftTbUta+vD93d3WSvq1CoQDKYWFJCi89l9jIMx5VFQTK9QPJw6RjixdDmV1XiBk4Q5Sa3glT+EBYXu9BilxRlmoNkEbIqSElVwfdWoMUOUG12z+wfNXsZhAn86IWjAIA7Llp52u/TUNfKh67WDCaWtGlIA+dMBx3MJ5baHM3yn/vdLEIJEbKsLPoxlGJHEIvj5pxZY/zDCRG1ZY7xV4u009cgymSxswp8lpjv9CVZBVrsALVAGgsn8ho4Xk3YPaktFE/i/lf68c7NHeiq95i9HEJnKvO6poJR5yBV5iZQCm7WgZEcCpJZEa9+DwdFAcKCuGgjuaYg2fFrRxC5UC20EhRFAcOcrtgIooykpJQ9hCVzip0CD08FkhVIx3xnUpBSFjtvhf58XZtKsjswHML2VU0mr8YYKKkN+PXrAwglRHz84pW5P5ioOGjnMJh4UrLlhp3thjlqckiDVhRls9lpzd/Ug0QQC3GxDsgKIGZQYSMJzT5V3veOarGb14MkyuDJYmcJtJjvjAWSUNkWu3XtapKdnYIa7J7UpigK/vul49iypA5nL603ezlEGbDfSd1k7Guxc2TpQTJ3c9QGWGZLsotRih1BLIqmrGZ6j4dTBVKNEQrSvOeLsgzWQe9ZK+DKEvOt/XytVItdu98Nn4vFgWH7RH3bPant5aMTODQSxocuWG72UogyUZnXNRWKoig2LpAsHNKgKUjxxRWkGKXYEcSizCaUyfDN+7OIQXPOXJxzweE7KSng6FLDEmQLaYgkzN0DSoVhGKxtq7WVgmT3pLb/fuk46jwc3rWl0+ylEGWCCiQDSYgyFMWew0bVAmmRkAazLXae3Ba72TlI9vvaEUQuXKn3RSb7VMRIBWlBgUQpdlYh+xyklIuAq9wjybp2Hx57eyhjH161YtektpGZOB5/ewh3XLiC+pKrGLpaM5C4jaOiXawDcVFt4p5PWkEy6d+lTiuQ4tktdi7WAYfDHhsfQRSC1l+S2WKn/l5tme1TaoE0L+ZbksGRxc4SOB0MWAeTMQ7e7EsyPVjb6sNkNImxcGUl2SmKgkhCxFRUyLg/Ewu5/9V+iLKCD5K9rqqp3OuaCkRTUOxYILk5JxRFjXh1zVNhooIE3ukAa1Icbz4hDXGbpg8SRD6kFaQMKrFxCpJzwfNFSQHH0qWGVeBZxyJzkCRwTiatMlUiWpLdoZFwRcw6PDkZxX3PHsGjbw9hJJQAADR4OVy+vhUfDqxIBw8Eg0Hb2ugyIUoyfv7yCVyythlDB9/E/ffRv021QgWSgdi5j0XrUYgnFxZIMUE09d9Em8+SrQcpnpRtWdgSRD64NQUpgzqQDmkocwhLpjlIgkQhDVaCZx2Z5yAlxIr/+bq6JVUgjYYRWN1k2cJCURR8//mj+JfH90MBcMW6VmxZWg/OyWDvYAiP7x7Cr18fwM1bl+Calhnc8M5rbB3lPZ+n9o5gaCaOW5fH0NNzC/3bVDFUIBmInYeNan9n1V5x+qyhqCCZNgMJUK0fPhebM8XOjoUtQeRDNgUpmjAopCF1+JZlJW2FTUpyRasS1YaaNJh5UGy5FcZy01HnRg3vxOGRsGVnBImSjC/9z1t4YOdJXLWxDV+5YdOCAadfTWzCfzx9CN977gj+548PIyEIkOdEeVvh72EmP3v5ODrr3Igce3lBzLnd/22qDdo5DCRm4x6kdIGUaXO0QPHh93CYzmKx03qQCIJYyOyMm4UKUkQwJsJZK9LmKhSipIClvkHLsKiCZIE9oFQYhsHq1locHg1bckaQoii46ze78cDOk/j8FWtw7+1bFxRHgGqF/eK16/HfH98OpnMjFAdr2yjv+fRPRPHcwTHcct5SXHHF5baOObcDlX1lU2Gkk9BsWSAt3sQdTYimDwj0udkcFrvK38AJolxo6Y6ZkirDCRGck1lgrdWb/n27MB38LZ573o+rLr8EiqJAlBVwJvU2EgvhnYv0ICXEio34nsualloEj4zjs6kZQZqCZIXD833PHcEvXjmBz3avxl9evS7nxwdWN+GRf/w4rgeD+Ik38V9/fbvtFZIHXzsJhgFu3rYUXfVn2Drm3A5QgWQg6aQeOxZIWQ5QUcH84sPv4XLGfNvx60YQ+ZBVQUqIZbdPBYNBfOPPPwRBEHDDdQ/i6d5ebD1vOwCQxc5C8KwzYxR8VJAqOuJbY3VrLX79xgA2n3uZpQ7Pb56cwj8/th/XntmOv74md3GksbbNh1//wx24+TtB3LefQ89l9g0rkmQFD+3sx8VrmtPKm11jzu0C7RwGMhvSYL9/du2HaqYm7lhSMv320O/mcsZ823VjIIhczPYYZlaQyh3Q0NfXBzGZBBQZyZSlKZmycpHFzjpkimIHUntAmS2YRqAFNRwZDSMQCODOO+80/QAdT0r48/t3ocXnwo73bi54RtOmzjr82y1bsKt/Cl/93Z4yrdL6vHBoDKem47hl21Kzl0IYhP1O6iYSI4tdZoudYIECycNmVZBiAilIBLEYWn9eIsP7O5IQyx7Q0N3dDZbjAMYBjlMtTaKkznQhi511WCzmO1ItFrvW2ahvq/C9547gyFgEX7/pLNR7+aJe4x1nduCTl67Cz18+gaf2DOu8wsrggZ39qPdyuHpTm9lLIQyCdg4DsXMPkiuLxU4tPsy1V6gKUvaYbzt+3QgiH9IFUsbDr4SaMqsDgUAA93z/QdRf8iHc98vfIBAIpMMAOCcpSFbBtUhIgxX2AD1Y3uQF62AsUyANTMXw7WcO4doz23HpGS0lvdZfXX0GNnb48be/ehNT0coahlsqkxEBT+wexrvP7ip7LyVhHahAMhCtB6kabsoKJbuCJJb9AJULv4dDOCFCljNPEo8npfTfgSCI00lbaDMpSEL5e5AA4Jxt56MucAs2bNkGAGmLHSlI1mHRkIZk+YtoI+CcDixv8lqmQPq/Tx6ArAB/d92Gkl/LxTrxjVu2YCqWxNcf26/D6iqHh3cNQJBkstfZDNo5DCRtsbPhDUS2A5QlQhrcLBQFCCUy9yHFKKSBIBaFdTBwMIspSOXvQQLmzGJK9bhoFjuWCiTLkGmYLwBEE+bvAXqxJhX1bTbHxiL49RsD+OD2ZVjS4NXlNTd0+PHRC1fg/ldP4PUTk7q8ptVRFAW/fLUfm7vqsLHTb/ZyCAOhncNAYoKqQjhs2DQ8m3J1+uYoyQoSomx6glGdRx1em6kPSVEUivkmiCwwjBrjvbjFzoACad7PGLLYWY9MCpIoyRAk8/cAvVjTWovj49G0gmkW//H0IXBOBp/pXq3r6/75VWegzefGl//nbUiLOC6qibcHZrBvKIRbti0xeymEwVCBZCB2ViEWU5CigqrYmG079LlTBVKGPiRBkiEr9uwdI4h8cXOOjApxOCGi1gD71GxQhHowFWX1/3lSkCxDppCGaOp7phosdoCaZCfKCo6PR0xbw/BMHL/ZNYAPnL8MrT53zo8PBoPYsWMHgsFgzo+tdbH48vUbsGdwBr96/aQey7U0D+zsh6vz4ogAACAASURBVIt14Iazu8xeCmEwtHMYiJ2T0BZr4k7PhjK5QDqx9w1MBx/Aiy8u3CDigrpmKpAIYnFcrDNdnGgoimLIHCTt+cCsxS4pksXOaqgq47xLsoQ19gC9sEKS3c9eOg5JUXDHhStyfmwwGERPTw/uuusu9PT05FUkXbe5A1uW1uPfnzyQ8VKkWognJTy8awDXntmedpkQ9oF2DgOJ2dimxTsdYJiFMcBRCwRXBINB/NmHb8LUcz/F/7n9PQs2CG12k12LW4LIBzfnWDDnLCHKEGXFoALp9EuYpEwWO6uRUUGyiItAL7RZSIdHzVGQ4kkJP3v5BHrWt2J5U03Oj+/r64MgCJAkCUJqhlguGIbB375jHQan4/hJ8FjJa7Yqj709hFBcpHAGm2JKgcQwzM0Mw+xmGEZmGGZblo97B8Mw+xmGOcQwzBeNXGM5iFkgjMAs1B4FB+ILNkfzC6S+vj4ISUEdMplMLtggNJWLUuwIYnEyKUiRVOhJuecgAQt7kJIipdhZDT5DzPfsHlAdPUg1LhaddW7DFSTNJveNn/4O4xEBH71oZV6f193dDZ7n4XQ6wfPqDLF8uHB1My49owX/+cxhTGeZIVjJPLCzH0sbPbhgVZPZSyFMwKyd420A7wXw7GIfwDCME8B/ArgWwEYAH2AYZqMxyysPdu5BAlSL2nwFKZZUD1AeEzdHbYMA4wDLcgs2CC190M5fO4LIhZpQdvr7O5LQ+ksMtNil3q9JGhRrOXinA0lJOW2cgvbztVoUJABY3VpraIE01yb39596P1qix3Hh6vwO9YFAAL29vbj77rvR29uLQCCQ93P/5pp1mI4l8ZMXjxW5cutycjKKFw+PY6t7DF//+j15WQ+J6sKUU6miKHsBVVXIwvkADimKciT1sfcDuBHAnrIvsEzEkpIhN6lWxc06FwyK1W4Pa0zcHAOBAB57/Am8+8v34WM3X79gg0gP+K2iDZwg9CbT+zsiaAqSgSEN8yx2LFnsLIOm8gmSDLdD/Z7QVMaqKpBaavHAzn4oipLrnKMLc21ykBWsSB477bnBYBB9fX3o7u7OWAAFAoGCCiONM7vqcMX6VvzghaP4+CUrq0YFBIBfvTaAxMBefPdbf4+kIIDn+YILSKKysfLVWheA/jm/Ppn6vYrFziENgLo5zu9RiFokpOGySy5GyyW3onn1mQv+zM7zqwgiXzIrSNrh17geJGGexY5S7KyD9rWYG9YTqzKLHaAGNUQFCYPTcUOep7kgGIcTjJPFn9x8ffrPiglhKIQ/vXwNJqNJ/PzlE7q+rpHMT/GTZQUPvd6P1shhJAvszyKqh7LtHAzDPMUwzNsZ/ndjvi+R4fcWDd1nGOaTDMPsZBhm5+joaHGLLjPxpFRVt2SF4s7QozDboGv+5uh3swjFFw6K1RQks4s4grAyLnbhENBwqkAywmLHMAz4OWsQZbLYWY35RSxgjT5UvdGCGoyy2QUCATz+xJPouOLDuOHO7+CaKy5N/1kxIQyFsHV5Ay5Y1Yj7njuy4IKkEshUQL56bAL9EzHcesM7iurPIqqDsu1aiqJcWeJLnAQwNzpkCYBTWZ53L4B7AWDbtm2WnF4WtXFIA5A55cpKm6PPzWUskGKpmG87q38EkQsX51wQ+av1IBllLVaLNK0HiSx2VoNnZy12GtolWTXtjXOjvi89o8WQZ4rNa8FtvQmfff/W035fU5eElE2sHIf8z12+Fh/6/sv41WsDuG37Mt1fv5xkKiDH13hR62LxZ7ddg+51vVntiUT1Yv61/eK8CmAtwzArAQwAuBXAbeYuqTRiScnWs3QypVxZZQ4SoB7iQhkGxf7xtVcwHfw1dnd7sO4dV5iwMoKwPpkUJK0HyaghoOqcnZTFLhXSQBY76zA/SAOovhQ7AGiu5VHn4XB41Lighl+9fhINXg7d61pP+30thKGch/yL1jRhy5I6fOcPh3HLtiUVNXtsfgG5/cKL8bneQbzrrE54ebbo/iyi8jEr5vs9DMOcBBAA8HuGYR5P/X4nwzCPAICiKCKAzwF4HMBeAA8oirLbjPXqRdzmKXbZepC8Fvh38blZhOcpSMFgEP/wmVsx9dxP8cH3Xk9JNgSxCG4uQ0iDZrEz6PDrYh3pSxhSkKxHZgWp+lJCGYbBGgOT7ELxJJ7YM4wbtnSm/43nEggEcOedd5btoM8wDD7TvQYnJqJ4cs9wWZ5RLuan+E3UrkRUkPC+bUvMXhphMmal2P0PgP/J8PunALxzzq8fAfCIgUsrG0lJRlJSqmoTKBQ358RYWDjt96KCBN7psMSNk8/N4thY9LTf6+vrQ1KbkZSS3+k2iSAWMtfeppFOqTTKYjcnKEKUaA6S1dDUvNN7kES4OQecjuoqZFe31ODpfSOGPOsPB0YhiDKuO6vTkOdl4qqNbVja6MEPXjiKazd3mLaOYpirEr3/u0GsaPJi2/IGk1dFmA3tHAYRo0b/jAeomCDCa5D9JhdqD9LpFrvu7m6wnDojiZo0CWJx5trbNMIJEZyTyXirXe41CNocJAdtc1Zh/jBfQC2iq8lep7GmtRZjYQFTUSH3B5fIU3uG0eDlsNXEQ73TweCOC1fi1WOTePPklGnrKIUT41G8fHQC79u6xJB4dsLa0M5hEHEL9dqYhTooduEcJCvY6wBVQZof0hAIBPDJHT9Aw6W30wwEgsiCm3NAEOXThoBGE6Jh6hFweh+UZrHjWDroWIVMClJMqM50Vy2oodx9SElJxtP7RnDF+jbTVbhbti1BrYvFD184Zuo6iuVXr58EwwDvOZfsdQQVSIaRVpAsUgyYgZtzLEi5slKyn8/NISyIpx3wAKB1zRZ0XvYBKo4IIgtaA/7c/pJwQjKs/0hdgyMdAEAWO+vBZ4j5jghidRZILT4A5Y/63nlsEjNxEVdtbCvrc/LB5+Zw87Yl+N2bpzAyY8wMKL2QZQUPvXYSF61uRle9x+zlEBaAdg6DoAIpswUnKoiWsVf4XCwUBQgLp6tIcdHe6YMEkQ9uzT41RyWOJETDEuwANWp8vsWOrbLelkpGK5DmW+w8FtkD9KSrwQOedZS9QHpyzzB41oFL1jaX9Tn5cseFKyDKCn760nGzl1IQLx0dx8BUDDdTOAORggokg7BSnLVZWF9BUjfp+Ul2cUFKH/4IgsiMpiDNTaqMCOZZ7ERJBudkqJfAQqRjvud8j8QECTUW2QP0xOlgsKq5BodHI2V7hqIoeHLvEC5a3WTo+ywby5tq0LO+DT97+cSC/d7KPPTaSfhcLK7e2G72UgiLQKc+g4hVYZRpobhZJ0RZSVtfAFVZs4q9wufmAGBBH1LM5vHsBJEPLnYRBcloi92cQbEsBTRYCldGi5119gC9KXfU98GRMPonYrjSAva6uXzs4hUYjwj47a5TZi8lL8IJEY++NYTrt3RY5sKWMB/aPQyCUuyyJRhZ499EU5DmJ9nFk9ZRuQjCqmg21LkKUlSQjLXYzRlGnZQUcDQDyVJoBVL8tJAGsSotdgCwuqUW/ZPRsikp2syhKzdYq0AKrGrC+nYffvjiMSiKkvsTTOaRNwcRS0p431ay1xGzUIFkENSDNHuAiiVPt1dYpgcpXSAtVJDcrH2/bgSRD5kUpLDRChJ3eoodBTRYC1dqD0gk5xXRVXoBtaa1FooCHB0rj83uqb3D2LKkDm1+d1lev1gYhsFHL1qBvYMzeOXohNnLyclDr53EquYanLuMZh8Rs9DuYRCaxc7Ozf7pG+bTNkfrJBhpBdLMPAUplpThtsgaCcKqzCrE8xUkc1LsqECyHlovZ3zeJVm1KvRa1Hc5bHYjoTh29U9ZTj3SuPHsLtR7OfzoxWNmLyUrx8YieOXYBG6i2UfEPGj3MAhNNbFKMWAG2t9dKxYBq4U0qD1I4cTpClIiKcFDIQ0EkZXZC5DTFSQjB0HPTcoUJYVmIFkM3ukAw8x+jyiKUrUx3wCwsrkGDFOeAunpvSNQFFiu/0jDzTlx63nL8MSeYQxMxcxezqLc/2o/HAxwE80+IuZBpz6DoBS7WXuhVixKsoKEKMPLVYDFzsbKH0HkQ9piNyckQRBl1Boc0iBI6rBaQZLBUUiDpWAYBm7WmVaQEqIMWYFlbNZ64+acWNrgxaEyDIt9au8wuuo9WN/u0/219eL2wHIoinUjvwVRxkOv9eOK9W1or7OWTZEwH9o9DEIrCuzcy5IukFLFYjQ1b8gqt4cezgmng1kQ0hATKMWOIHIxX0GKJlKquYEWO20NgiSrChJZ7CyHm3Okgzy0vcAqe0A5WNNai8M6K0gxQcJzB8dw1cY2S9vCuuo9uHpjO37xijUjv3v3DmMsLOC27UvNXgphQWj3MIhYUoKLdcBh46GFmnoWS0oIBoO4Z8c9SAzstYyqxjAMfG6WFCSCKIL5ClIkdQFSa6jFbrbHJSnJYCnFznK4OWe6iI5Y7JKsHKxprcWRsQgkWb80t+cPjSEhyrjKova6udxx0QpMRZP4za4Bs5eygJ+/cgIddW5cdkar2UshLEh16toWJG6hXhuz0P7+r7/6Mr78yfcjIQhQGCf6e9YCFyw3eXUqta7TCyRFURBJiKi1yBA+grAqs0NAU4ffhHb4NTbFTltDUiYFyYqoBdLpClK1xnwDwJqWWgiijJOTUSxvqinptYLBIPr6+rBbXgKfuxXnr2zUaZXlY/vKRqxv9+FHLx7HLduWWkbx6p+I4vlDY/j8FWvhtPHFNbE4tHsYRFSQ4LW5CqHZ1F5/6QUIggBZkqBIIg7setnklc3ic3OnWezSHnkDb8EJohKZn1AWSR1+jbxc0CzMiaSMpCjTHCQLog7zTdkwU98j1RrzDQCrW9Wi6HCJfUjBYBA9PT2466678POvfALrmMGKuACwQuR3MBjEjh07EAwG07/3y1f7wQC45Tyy1xGZsf67q0qIJSXbR0VrBdKas88Hz/NwOp1gnCy2X3iJySubZb7FTrsFN3KWC0FUIosrSAZa7LQiTZQo5tuizFWQNItdNbsr1rSoIQoHh0srkPr6+iAIAiRJgiIl4Rnbr8fyDMHMyO+5hWVPTw+CwSBEScYDO/vRva4VXfUew9dEVAZ06jOIeJIa/bVNcMm6s9Hb24sfPPg7/G60AedfcIHJK5vF72Zxaiqe/nUk1Whu5CwXgqhE5g+KTV8uGDoHaVZBEiSZ3rcWxM050t8jsyEN1ft1qvNyaPO7sH8oVNLrdHd3g+d5xBMC4HDiwze9U6cVlh8t8vveZw9jYCpmaFEyt7AUBAF9fX0I+VdiJJTAraQeEVmg6zWDiFGBlA46iAkSAoEA3n3H5+Dq2mCp/h6fm0MoMWux0244q9kCQhB64HAw4J2zCWXp947Bg2IBNSginpTStj/COrg5Z/p7xA4WOwDY1FmH3admSnqNQCCA3t5erHrHx3DlF76Nq7qt47zIh9sDap/xT186ntHyVi60wtLpdILneXR3d+Pnr5xAq8+FK9ZTOAOxONY5mVY5UUGyVCFgBpzTAc7JpCPPzbhhzsV8i106itxCayQIq+JiHXMUJE19Ne7wq13CJEQZCVGm9EkLMncOUtQGFjsA2NTpxx8OjKaK9uL/rh1rz4K4+UZ84PqNOq7OGLTI7+/96jH8w8++BEEQwPM8ent7EQgEyvZcrbDs6+tDd3c32tZsRt9v/oA/v3ItWLLgElmg7w6DiAkUFQ2ofUjarWE4YT11RkuxUxQ1kjWc0BrNrbNGgrAqrjnqgBn9e3NjvuNJydZz56yKm3PMzsqygcUOADZ2+CHJSsk2u6f2DgMArtxg/XjvTNxx0QqMHXgDicTplrdyEwgEcOeddyIQCOBHLx4D73Tgg9utkZxLWBcqkAwiIojwkQoBD7/w9tBKm6PPzUGSlTnDLq23RoKwKqcpSIIEhoGh1uK5Md/xpEwWOwsyN6QhaoNBsYBqsQNQss3uyT3DWN/uw9JGrx7LMpztKxux7pztgJM9zfJmFNOxJB567SSu39KBFp/LsOcSlQmd+gwiFBdR66Z/bg/nTFvswgkJvNMBnrXOIcaX+hqF4kl4eKcpUcUEUam4OMfsoNiECC/nNHQ4djrmO9WD5CLV3nKcXiCJcDCzyl+1srTRA5+bxe5T00W/xmREwM7jk/jMZat1XJmxMAyDv/jg9fjz8Sje0z6N29/7zrLa6+bz4M5+RAUJH7topWHPJCoXOvWVEW2o22WXXYZwXEwfvu2Mm3Omk4uigmhof0I+aF+jmbiIVr85UcUEUamo/SWafUo0vL9QU5BiQqoHqcoP3pWIi3MgPmcOkpdnLTM8tFwwDIONHf6SFKS+AyOQZAVXbaxMe53GjWd3YcfasyCtbEQgsM2w50qygh+9eAznrWjAmV11hj2XqFzoxF4mtOx9rRGx7qavota1zuxlmY6Xn6sgiZazrvndHACkh8WakcRFEJXKXAUpnJCML5BSCpL2/iUFyXq4WScEUYYsKwjHRduo82d21eGnLx0vej7XU3tG0OpzYXOFH+7dnBMf2r4c/9l3CIdGwljTWmvIc5/aO4yTkzF86Z0bDHkeUfnQ9VqZmJ+9Hz/xFlnsoPYgpRWkhPWS/WrTFju1MIomJDgdTNVbQAhCD9ys87Q5SEYrxNr7dDqmFkgUjGM95iYNhhP2cVacs6weCVHG3sHCVaR4UkLf/hH0bGgz1LJaLj560Qq4WAe+84fDhjxPURR89w+HU0l6la3AEcZBp74yMTd7n+N4uJdtht8mG0E2vDybTq+LCCK8FrPY1XlUBUk7YEUEEV7eWfUWEILQgwU9SAYrxPMLJLrYsB5acEY8KSGcsE9v7rnLGgAArx+fLPhzXzg0hogg4R1ntuu9LFNoqnXh1vOW4eE3BjAwFSv784JHxvH6iSl8+rJVFO1N5A19p5QJLXv/7rvvxnd/8bDlBqKaxdw5Q5GE9ewVDV4eADAVFQCkbsEtZgMkCKviYh1IpPpLZuJi2rJqFKzTAdbBkIJkYbR+zoggYsZGFrvOeg866tx47cRUwZ/72NtD8LlZBFY1lWFl5vCJS1cBAO579kjZn/Xtpw+hxefCzduWlv1ZRPVABVIZ0bL3V595LgBKQgPUHp90f09Cslz4Qb1XPdBNRNQ1hihcgyDyZm5C2XRUSCuyRuJiHXMKJNrirIYv3ecpIhxPGl5Em8m5yxoKVpCSkown9w7jqg1tlkp8LZWueg/ec04XfvHKCQxNx8v2nNeOT+DFw+P41KWr6MKEKIjqebdZGE0x8dloI1gMv5tFKCGqDboJ41OucsE5HfC5WUymFKTJqJBWlQiCyI6bnQ1hmY4l0xcORuLinLMFEg2KtRy+OX2eYQu6CMrJucsbMDAVw/BM/gXBK0cnMBVN4poqsdfN5fM9ayErCr7Ze7Bsz/hm7yE0eDnctn1Z2Z5BVCdUIBmAppiQEqEWiYqi2iumLFp8NNbw6QJpKppEnQmHPIKoRDQLbVKSEREkUxSkWheL8bD6/qUbY+vhm5MUarf5gOcuqwcA7DyWv4r06NuD8HBOXLq2pVzLMo2ljV584PxleGBnP46ORXR//ecPjuHZA6P4bPcayyXmEtaHCiQD0EIJ7HRTthh+j/pvMB4WEBEk1JtwgMpFg5fHRGS2QGqgAokg8qLeyyEqSBgLJ9K/Nhqfm8VoSH2+iyx2lkO7KJyOJREVJFtdHJ7ZVQefi8VzB0fz+nhZVvD47mFcvr4FHovZ0fXic1esAe904N+ePKDr68qygn96ZC+WNHjw4QuX6/rahD2g3cMANIudnW7KFkO7PeyfjAIA6muspyA1eLlZBSkmoN6CKhdBWBFNMToxHj3t10bic7MQJDUogix21kMriAZTfSd2ujjknA5cvLYZfzgwCkVRcn588Mg4RkMJvHNzhwGr05dgMIgdO3YgGAxm/bhWnxsfu3gF/vePp7Dz2IRuz3941wD2DM7gr69Zl56PRhCFQAWSAczEkvBwzqKGw1UbWkPuiYlUgWRFBamGx2QkiXhSQjwpm3ILThCVSF3qMuH4hJkF0uwzKaTBevhc6tdncFqNd7aTggQAl53RgsHpOA6OhDP++dzC4qHXTsLvZnHlhsqa3RMMBtHT04O77roLPT09OYukz3avQUedG19++G0kU5cbpRCKJ/HPj+3H5q46vOuszpJfj7AntHsYwGg4gRafy+xlWAJtM9QKJEv2IHnVHqSpqNo7Vu+x3hoJworUW0RB0qAeJOvh5tQo9lNTqoJkt/Ciy9apvUR9+0cW/Nn8wuLXjz2Nd23prLjv476+PgiCAEmSIAgC+vr6sn58jYvF//euTdg3FMKPXjhW8vO/8cQBDIfi+OqNm6pisC5hDlQgGcDITAKtVCABmD28nJxQbw+tqM401vKIClJ6gB31IBFEfmgF0bHxCBIDe/Hze7+Z8/ZYb+bGRtOgWOvBMAx8bhanUj9f7WSxA4COOg/Wtfnw9L6FBdLcwiIhCJg58kfctHWJCassje7ubvA8D6fTCZ7n0d3dnfNzrtnUhivWt+LfnzqA/tQFajHsPDaBHweP4cMXLMc5qeG8BFEMtHsYwEgoTgpSCr9nnsXOgsVHV70HALDn1DQAUIodQeSJ9n7e9dorGL7/7/Dv9/xjXhYbPZmrILkq7ObdLijDB/DG//4QiYG9pqiMZnPNpja8fHRiQdz33MICDhbrztmOc5bWm7TK4gkEAujt7cXdd9+N3t5eBAKBnJ/DMAy+euMmOBkGn7//jaKsdtPRJP7s/l1Y0uDBF65ZV8zSCSKNva5uDOaeR/ehfzKK0VACF69pNns5lkA7vBwfVyM9rRiAsKTBCwB4a0AtkMhiRxD5ob1XDr7xMhRJhKTIaYtNPockPTjdYkd3gFYjGAzirfu+AFlMgnGyGPjIediy9DKzl2UoN57ThW89fQgPvzGAT122Ov37WmHx/Qd/h9+PNuBvP3IDGKYyLWKBQKDg9/ySBi8+siaBr33v5/hs9Dju+8JteX+uJCv4qwd3YXgmjoc+c6HtrJuE/tDuUUZC8SSe2jOMmbiIVr/b7OVYAhfrRGMNj5m4CM7JoMaC0aVLGlQF6YVD4wCArtSvCYLIjs/NgmH+//buP8iuurzj+PvZ3WwiJEFCwhJ+JsVEE36U2DUk9Uc2SqmkFqbWKlCKWiz2D/uT0poq6oAzGe0wtU6xFTWDUimlTIEMWGNBdxTdSMJQqAnYUpJITCmhhrSUH0t2n/5xz8aQbnYvy+45Z/e+XzOZ3L337OYzmWfvvc99vud7oO2E02jrmPayltiMl5cusavf80ur6+3tZXD/i5CD5MB+/vm+71YdqXSnzpvJ8gVzuHHTTgYGX7qb3YoVK9i3+JdYuHQZ72ixDQb6+vr42AcvZN+9f8OX1r6fq67/h6a+LzO55s5t3P3wk3zsl5dy1iScuql+bJAm0OKuWbywvzEmnjfTJXZDXjNvJgBds2fU8tOxeTOn09nexo+ffo6u2dNbcgmINBZtbcHsGdOYfsISfvGPrntZS2zGy9Anx573WU89PT10TJsG0UZbxzRWr15ddaRK/OabFrBr73Pc/sCPX3L/xq3/yeYde/ntnlNbbufboXOwcnAQBgf4y6/ewfp7t4/4PQODycc3bOWG7+3gA29ayKUrF5QTVlNea/32lWzRsTMP3J432xfrIacW/y91PYGyrS0OTI0WHTur4jTS5LK4q/H7vXzFCtauXVtqcwRwRDGVPtHJby2tXLmSK//iq7z6zZdw1gevLb0+6uLcpcdx5olH8amvP3LgwspP7Huej97+L7zuuFlcvPzkihOW7+BzsGZM72TVqlVcfec2rrjlQZ4urk14sMd/8izvXX8fX+nbyeVv+Rn+dM2SClJrqvIcpAm0qOunb67fsGBOhUnqZWhZ3cJjjqg4yeH93ClHs/2p/+XoGl7IVqqzZScfzeYde5nWXs10eGhb326fc2vr188/h5t2zOCZFt1lsK+vj97eXt5zWjdX37efi7+wiXd3n8SX+3bwXP8An71oGR0tNj2Cn56D1dvbS09PD8vPXsFn7v5XPtf772zc+gTvOHM+px0/mxcHkvt37uUb256gs72Nde88g4tasKHUxLJBmkBzZ3Zy9sI5/MLSrpbbynQkq147jy/eu5231vjidx8+73U88sR/86uvP6HqKNKkcvHyk7mxbycXnFXN785bFs3lM+85izVnzK/k39folhw3m+OPmsHvnbOo6iilG7rWUX9/P52dnVx7w62s/7cX+eRdD7PgmCO48QNns7irdVcuHLq5wxXnvpY1Z8zni9/ZzoYHd3Pz5scBmHNkJ7+xYgGXvXnhgZ1npfEUmTn6UZNMd3d3btmypeoYGsFz/QO8qoYbNEiSNFHWrVvHVVddxcDAAO3t7VxzzTVc+cd/wp5nXqBr1gwvbDqCwcFkzzMv0NEWzDmys5bnMGvyiYj7M7P70Psda6gSNkeSpFYzdJ7N0ASpp6eHjvY25h/lFGQ0bW1BlzsCqyQ2SJIkSSU49DybVt2kQqo7GyRJkqSSjOUiqpLK1XrbpEiSJEnSYdggSZIkadLq6+tj3bp19PX1VR1FU4RL7CRJkjQpHbp1+j333OMSRr1iTpAkSZJUa4ebEvX29tLf38/AwAD9/f309vZWE1BTihMkSZIk1dZIU6Lhtk6XXikbJEmSJNXWcFOioQbJrdM1ESppkCLi14BPAEuA5Zm55TDH7QD+BxgA9g93pVtJkiRNXaNNidw6XeOtqgnSD4B3Ap9v4tjVmfnUBOeRJElSDTklUtkqaZAy82GAiKjin5ckSdIk4pRIZar7LnYJfCMi7o+Iy0c6MCIuj4gtEbFlz549JcWTJEmSNJVM2AQpIu4GjhvmoY9k5h1N/pg3ZubuiDgW+KeIeCQzvz3cgZl5PXA9QHd3d44ptCRJkqSWNmENUmaeMw4/Y3fx95MRcRuwHBi2QZIkSZKk3FYSMQAABa5JREFUV6q2S+wi4siImDV0GziXxuYOkiRJkjQhKmmQIuJXImIXsBK4KyI2FvcfHxFfKw7rAu6NiAeB+4C7MvPrVeSVJEmS1Bqq2sXuNuC2Ye7fDawpbj8G/GzJ0SRJkiS1sNousZMkSZKkstkgSZIkSVLBBkmSJEmSCjZIkiRJklSwQZIkSZKkQmRm1RnGXUTsAXZWnaMwF3iq6hCadKwbjYV1o7GwbjQW1o3Gom51c0pmzjv0zinZINVJRGzJzO6qc2hysW40FtaNxsK60VhYNxqLyVI3LrGTJEmSpIINkiRJkiQVbJAm3vVVB9CkZN1oLKwbjYV1o7GwbjQWk6JuPAdJkiRJkgpOkCRJkiSpYIM0TiLi7RHxw4h4NCI+PMzj0yPi74rHvx8RC8pPqbppom7+MCK2RcRDEXFPRJxSRU7Vy2h1c9Bx74qIjIja7xikiddM3UTEu4vnnK0RcVPZGVU/TbxOnRwR34qIB4rXqjVV5FR9RMT6iHgyIn5wmMcjIj5b1NRDEfH6sjOOxgZpHEREO3AdcB6wFLgoIpYecthlwN7MfA3w58Cnyk2pummybh4AujPzTOBW4NPlplTdNFk3RMQs4HeB75ebUHXUTN1ExCJgLfDGzDwN+P3Sg6pWmny++ShwS2YuAy4EPlduStXQDcDbR3j8PGBR8edy4K9KyPSy2CCNj+XAo5n5WGb2AzcDFxxyzAXAl4vbtwJvi4goMaPqZ9S6ycxvZeazxZebgBNLzqj6aeb5BuAaGg3182WGU201Uze/BVyXmXsBMvPJkjOqfpqpmwRmF7ePAnaXmE81lJnfBn4ywiEXAF/Jhk3AqyNifjnpmmODND5OAB4/6OtdxX3DHpOZ+4F9wDGlpFNdNVM3B7sM+McJTaTJYNS6iYhlwEmZeWeZwVRrzTzfLAYWR8R3I2JTRIz0CbBaQzN18wngkojYBXwN+J1yomkSe7nvf0rXUXWAKWK4SdCh2wM2c4xaS9M1ERGXAN3AqglNpMlgxLqJiDYay3jfV1YgTQrNPN900Fjy0kNjWv2diDg9M5+e4Gyqr2bq5iLghsy8NiJWAjcWdTM48fE0SdX+PbETpPGxCzjpoK9P5P+PmA8cExEdNMbQI40fNfU1UzdExDnAR4DzM/OFkrKpvkarm1nA6UBvROwAVgAb3Kih5TX7OnVHZr6YmduBH9JomNS6mqmby4BbADKzD5gBzC0lnSarpt7/VMkGaXxsBhZFxMKI6KRxkuKGQ47ZALy3uP0u4JvpRaha3ah1UyyV+jyN5sjzAQSj1E1m7svMuZm5IDMX0Dh37fzM3FJNXNVEM69TtwOrASJiLo0ld4+VmlJ100zd/Ah4G0BELKHRIO0pNaUmmw3ApcVudiuAfZn5H1WHOphL7MZBZu6PiA8BG4F2YH1mbo2Iq4EtmbkB+BKNsfOjNCZHF1aXWHXQZN38GTAT+PtiT48fZeb5lYVW5ZqsG+klmqybjcC5EbENGACuzMz/qi61qtZk3VwBfCEi/oDGMqn3+QFwa4uIv6WxVHducW7ax4FpAJn51zTOVVsDPAo8C7y/mqSHF9awJEmSJDW4xE6SJEmSCjZIkiRJklSwQZIkSZKkgg2SJEmSJBVskCRJkiSpYIMkSZIkSQUbJEmSJEkq2CBJkqasiHhDRDwUETMi4siI2BoRp1edS5JUX14oVpI0pUXEJ4EZwKuAXZm5ruJIkqQas0GSJE1pEdEJbAaeB34+MwcqjiRJqjGX2EmSpro5wExgFo1JkiRJh+UESZI0pUXEBuBmYCEwPzM/VHEkSVKNdVQdQJKkiRIRlwL7M/OmiGgHvhcRb83Mb1adTZJUT06QJEmSJKngOUiSJEmSVLBBkiRJkqSCDZIkSZIkFWyQJEmSJKlggyRJkiRJBRskSZIkSSrYIEmSJElSwQZJkiRJkgr/B9j9MJF8A2m9AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -716,13 +709,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1e832181e0784f63b7e5091e3a3e947c", + "model_id": "188e0a4906754024af1a95ea49a2c505", "version_major": 2, "version_minor": 0 }, @@ -749,17 +742,17 @@ " back_constraint = False\n", ")\n", "\n", - "optimise_dgp(m_deep)" + "optimise_dgp(m_deep)\n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAGDCAYAAAARVzCFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydeZwb1ZXvf1f7ru5W77v3fbexDTYYErZgDDiQhCVAZhIPCR5mMi8Q8l5CCEl4CZk3SwKEkEzGJKzDGuOENRiw2eIF23jBu9u9L2pJrX2r+/5Qq1F3q9RaqiR19/l+Pnxwq0pVV1JV3XPuOed3GOccBEEQBEEQBEEQBKAo9AAIgiAIgiAIgiCKBXKQCIIgCIIgCIIgBiEHiSAIgiAIgiAIYhBykAiCIAiCIAiCIAYhB4kgCIIgCIIgCGIQcpAIgiAIgiAIgiAGIQeJIAiCyDuMsS2MsZ8Uehy5wBibxRj7mDHmZozdwRh7hDH2g0KPiyAIgsgNVaEHQBAEQRDjlLsAvM05XzJyA2NsHYDHOef1eR8VQRAEkRMUQSIIgiCI7GgCcKjQgyAIgiCkhRwkgiAIQnYYY0sYY3sH09GeAaAbsX09Y2wfY8zJGHufMbYwYVstY+x5xlgvY+w0Y+yOhG33MsaeY4w9M3jsvYyxRSnGcQlj7ChjzMUYe5gx9g5j7OuD225ljL3HGPvV4PZPGWOfEznOWwAuBPAgY8zDGJsZTxtkjBkBvAKgdnCbhzFWm9MXSBAEQeQNcpAIgiAIWWGMaQC8BOCPAMoAPAvgiwnblwL4PYB/AGAD8BsAWxljWsaYAsDLAPYDqAPwOQD/zBi7NOEUVw0eswzAkwBeYoypk4yjHMBzAL43eJ6jAM4dsdtKAKcAlAP4IYAXGGNlI4/FOb8IwA4AmznnJs75sYRtXgCXA+gY3GbinHek810RBEEQhYccJIIgCEJuVgFQA/gPznmYc/4cgF0J278B4Dec848451HO+WMAgoPvWwGggnN+H+c8xDk/BeC3AL6S8P49nPPnOOdhAP+GWHRqVZJxfAHAIc75C5zzCIBfAugasU9PwjifQcyJuiLHz08QBEGMI0ikgSAIgpCbWgDtnHOe8FpLwr+bANzCGPvHhNc0g++LIpaq5kzYpkQsehOnNf4PzrnAGGsbfG+ycSTuywf3TSTZOCk9jiAIYhJBDhJBEAQhN50A6hhjLMH5aARwcvDfrQB+yjn/6cg3MsZWAzjNOZ+R4vgNCfsrANQDSJbS1jm4Lb4vS/x7kGTj3Jri3GLwsXchCIIgihFKsSMIgiDk5gMAEQB3MMZUjLGNAM5J2P5bALcxxlayGEbG2BWMMTOAvwEYYIx9lzGmZ4wpGWPzGWMrEt6/jDG2kTGmAvDPiKXnfZhkHH8GsIAxdvXgvrcDqB6xT+XgONWMsesAzAHwlyw+czcAG2PMmsV7CYIgiAJCDhJBEAQhK5zzEICNAG4F4ADwZQAvJGzfjVgd0oOD208M7gvOeRTAlQAWAzgNoA/A7wAkOh5/GjymA8BXAWwcrEcaOY4+ANcBeACAHcBcALsRc6jifARgxuB5fgrgWs65PYvP/CmApwCcGlTmozQ9giCIcQIbnmpNEARBEOMHxti9AKZzzm/K4r0KAG0AbuScb2eM3Qrg65zzNdKOkiAIghhPUASJIAiCmDQwxi5ljJUwxrQA/jcAhuTpeARBEMQkhRwkgiAIYjKxGjFxiD7EUveu5pz7CzskgiAIopigFDuCIAiCIAiCIIhBKIJEEARBEARBEAQxCDlIBEEQBEEQBEEQg0zIRrHl5eW8ubm50MMgCIIgCIIgCKJI2bNnTx/nvGLk6xPSQWpubsbu3bsLPQyCIAiCIAiCIIoUxlhLstcpxY4gCIIgCIIgCGIQcpAIgiAIgiAIgiAGIQeJIAiCIAiCIAhikAlZg0QQBEEQBEEQ+SAcDqOtrQ2BQKDQQyFE0Ol0qK+vh1qtTmt/cpAIgiAIgiAIIkva2tpgNpvR3NwMxlihh0OMgHMOu92OtrY2TJkyJa33UIodQRAEQRAEQWRJIBCAzWYj56hIYYzBZrNlFOEjB4kgCIIgCIIgcoCco+Im09+HHCSCIAiCIAiCGMd0d3fjhhtuwNSpU7Fs2TKsXr0aL774IgDg7bffhtVqxZIlSzBnzhz86Ec/SnqMO++8E/PmzcOdd96JRx55BH/4wx8AAFu2bEFHR0fePksxQDVIBEEQBEEQBDFO4Zzj6quvxi233IInn3wSANDS0oKtW7cO7bN27Vps27YNXq8Xixcvxvr167Fs2bJhx/nNb36D3t5eaLXaYa9v2bIF8+fPR21trfwfpkggB4kgCIIgCIIgxilvvfUWNBoNbrvttqHXmpqa8I//+I+j9jUajVi2bBlOnjw5zEHasGEDvF4vVq5cie9973s4cuQITCYTmpubsXv3btx4443Q6/X44IMPoNfr8/K5Cgk5SARBEARBEAQhAT96+RAOdwxIesy5tRb88Mp5otsPHTqEpUuXpnUsu92ODz/8ED/4wQ+Gvb5161aYTCbs27cPAHDvvfcCAK699lo8+OCD+Nd//VcsX748uw8wDiEHiSAIgiAIgiAmCLfffjt27twJjUaDXbt2AQB27NiBJUuWQKFQ4O6778a8eeIOF0EOEkEQBEEQBEFIQqpIj1zMmzcPzz///NDfDz30EPr6+oZFfOI1SIVG4ByKcaD4V1AVO8bY7xljPYyxgyLbGWPsl4yxE4yxA4yx9OKHBEEQBEEQBDEJuOiiixAIBPDrX/966DWfzyfZ8c1mM9xud87HEQSOSFSQYETyU2iZ7y0ALkux/XIAMwb/2wTg1yn2JZIQFTi8wQgc3hB63AF0uWL/dQ8E0OcJwuULIxCOgnNe6KESBEEQBEEQGcIYw0svvYR33nkHU6ZMwTnnnINbbrkFP//5zyU5/q233orbbrsNixcvht/vz/o4waiA8WJtskIbxoyxZgDbOOfzk2z7DYC3OedPDf59FMA6znlnqmMuX76c7969W4bRFg9RgaPfG4LLH4Y3GIE3FIEvGIUvHIUvGIEvFIU/HEUokp6nrmAMeo0CBo0KRq0SRo0KJq0KJl3s/zajFlaDWuZPNfEZCITh8oXhC0URjEQRjAgIRwVEBY6owMEBMMR+D5WCQalgUCkV0CgV0Khi/+nUChjUsd9JpSz0GkfxEokKCEUFhCKx/8ICRzgiICJwRAQBkWjsO49yDmHw+xc4wMEBDjz/+H/hoi9sQJmtEgoGuPr78NYrW3HD174BlUIBtTL226iVDFqVElq1Anq1EuoC/iaBcBS+UBSBcOy/UFRAOMIRFj67xoTBZ76Cxa4vtVIBrUoBo0YFi14Fq15NDQ9zRBA4QlEBwbCAYDSKYPizazGccE0GE/4d3xYZ/I0EYfB3UjAoGINaGf+tlNCqFNCqFdCpY//WqZXQq5UwaJQw6VTQqpQF/gYIYnJx5MgRzJkzp9DDKHpcvhB0GmXBnlHJfifG2B7O+Sj1iWKvQaoD0Jrwd9vgaykdpIlMz0AAH53ux5k+LyKCdM6twDm8wSi8wSh6RaKoZp0KSxpLsLSxlAyoDPCHovjotB3Hut3wBqOSHtuoVaLUoEG5WYsaqw51JXqYddI4su5AGHZPCA5fCO5ABN5gZMjpjhty8fUVxgCl4jODW6dWQqdSwKhVwahVwaxTwaJTw6LPzXgLRwV4AhF4gpHYmEKxf/uCsQUBfyiCQFhAIBzN6f7YufUJvPDgfXhiy+/wrQdijfIevutmdLecwPEeD9ZsuFH0vRqVAibtZ85GqUEDm1GLcrMGBk3uj1zOOZy+MLrdAfS5Q7B7g3D5wxjwhxGO5v5MMGiUmFtrwaqptoI6e4UmEhXQNRBAnye2EOUPxRzOyNC1H3Oo405nJMoRjgqD/xV24dGgUaLMqEGFWYtqqw7VFh1KDJox3xcVeOz+CkXgD0UREQRwDqiVCph1KpQZNZP6miAIIns45whGBegwPhZwit1BSmaFJ515GGObEEvDQ2Njo5xjKhiHOwbwxuHuoRXgfOMORPDusT50OANYv7CGnKQ06PeG8MLeNrgDEVmOH3Nq/Whz+LFv8DWbSYMmmxHNNgPqSvRpRZnixmCHM4AOpx9dAwH4Q9I6c3H0GuWQs2TUqmBQK6FRKYYML4HHDM1AWIA/FB1ygtyBiGxjGsmitZfhvZefRHfLCfxi03oAgMfVj6qm6Vi0NlVWMBCKCOiPhNDvDY3aZtQqUWHWosKkg82kgc2ogdWgFnUaw1EBTl8Ydm8Qve4gugeC6HEHEAzLl8PtC0Wx+4wDbQ4/rl1WP+kMYm8wgo9O23Gk0512BL7Y8IWi8IViz4U4WrUC5UYtLHo19BollIwhIsQWE9yBCAYCEXgCkZTzi1LB0GQzYNVUG6osunx8FIIgJgihqIDxVM1R7A5SG4CGhL/rAXQk25Fz/iiAR4FYip38Q8svnS5/QZ2jRE70eLD3rBPLmkoLPZSiJhIVsO1Ah2zOkRh2Twh2Twh7WxxQKRiqrTpUWXQoNWhg0MYMo3BUgCcYgcMXQs9AED3uIKISRiRT4Q9F4Q9F0S1tmwhJMZfa8K0H/oBfbFoPj6sfAGCyluFbD/wB5lJb1seNObQ+nOkbXjyrUcXT8xjAGKJRAf7BSFih6HIF8MFJO86fWVGwMeSbdqcfL+/vyJsjnk+CYQHtTj/andnXD0QFjlO9Xpzp8+Gi2ZVYUG+VcIQEQUxk5FzYk4Nid5C2AtjMGHsawEoArrHqjyYinHP89UhPUThHcT48Zcf8Ogvluqdgf5sTds/oKEI+iQgcbY7hK8lE8RGvQSk29rfGFkKM2mKfKnKnzxPESx+3F+XvUGwInOOvn3bDrFOhudxY6OEQBFHkcM4RHGfP1kLLfD8F4AMAsxhjbYyxv2eM3cYYu21wl78AOAXgBIDfAvhWgYZaUE72etHrDhZ6GMMIRQQckrhT9ERCEDj2tjgLPQwiS9wOOx6+62Z4XP0wWctgspbB4+rHw3fdDLfDXujh5Y2IwHGkc+Lf54LA8crBLnKOMoBz4M0j3eNGspcgiMIRifKiWuRPh4I6SJzz6znnNZxzNee8nnP+X5zzRzjnjwxu55zz2znn0zjnCzjnE1uaToQDbWMb2ju3PjHMcHM77Ni59Qk5h4WjXblr4k9UTtu98ATzm1pHSMf+Ha+iu+UEqpqm485Ht+HOR7ehqmk6ultOYP+OVws9vLxytHvi3ucPPfQQenp68Em7C33uYF6emxMJdyCCT9pdhR4GQRBFTiAy/tKWJ1f17TjEF4rgbH/qZl9xxa346nZ89fuFB++TdbLvcgUwEAjLdvzxzIkeT6GHQOTAmg03YuPme4ZqjuI1SRs335NSwW4i0usOwheaeM7+Qw89hM2bN+PCCy/EW/uO5+25OdEgB4kgMiO+MBOnp6cHDz30UAFHlDnr1q1DJu10AhnWH23duhU/+9nPUu5z5swZPPnkkxkdNxPIQSpyTvZ4x1T9WLT2sqHV7V9sWo9fbFo/tPo9luJWKtKJSp21S9epeaLAOceZPm+hh0HkyJoNNw4TZDCX2iadcwTEUqla+ydeDdt1112HuXPn4vDhw7jnq5dJ9tycbNg9IXS5AoUeBkGMCxIXZnp6etDT04MLL7wQmzdvHndOUrqEIkLG6XUbNmzA3XffnXIfcpAmOaftYxva8dXteJ1EvG4iF8WtdKNSbQ5ykEbS5wnBNwFVsIjJS4dr4jlIlZWV2L59O6ylNsmem5OVU70UMSeIdEhcmJk/fz7mz5+Pw4cPY+7cubjuuuuyPq7X68UVV1yBRYsWYf78+XjmmWcAAPfddx9WrFiB+fPnY9OmTeCDjsq6devw7W9/G+effz7mzJmDXbt2YePGjZgxYwa+//3vA4g5ILNnz8Ytt9yChQsX4tprr4XPN9rme/3117F69WosXboU1113HTye4c+DQDiKa664BD+4+ztYf/E6LF28CH/7298AAP39/bj66quxcOFCrFq1CgcOHAAAbNmyBZs3bwYA3Hrrrbjjjjtw7rnnYurUqXjuuecAAHfffTd27NiBxYsX49///d9x6NAhnHPOOVi8eDEWLlyI48ePZ/19AuQgFTWcc7QXSH0s3agUqaONpnMCGpPE5KZ3oLhEYqQiFBEQHWeFw8VIOgt5BEF8tjBTUVGB3t5e9Pb2oqKiAtu3b0dlZWXWx3311VdRW1uL/fv34+DBg7jsspidtnnzZuzatQsHDx6E3+/Htm3bht6j0Wjw7rvv4rbbbsNVV12Fhx56CAcPHsSWLVtgt8eyh44ePYpNmzbhwIEDsFgsePjhh4edt6+vDz/5yU/w5ptvYu/evVi+fDn+7d/+bWg753yo/sjn9WHbG2/jP3/1K/zd3/0dAOCHP/whlixZggMHDuD+++/HzTffnPTzdXZ2YufOndi2bdtQZOlnP/sZ1q5di3379uHb3/42HnnkEfzTP/0T9u3bh927d6O+vj7r7xMgB6mo6fUE0+qDIofiVrpRKXcgAi+JEQyjw0npJsTEotcTHFp5nCjEU1s8zsmtVCgFve705iqCIORhwYIFePPNN/Hd734XO3bsgNUa61G2fft2rFy5EgsWLMBbb72FQ4cODb1nw4YNQ++dN28eampqoNVqMXXqVLS2tgIAGhoacN555wEAbrrpJuzcuXPYeT/88EMcPnwY5513HhYvXozHHnsMLS0tQ9sDkc+aw15z7ZcAAGvXno+BgQE4nU7s3LkTX/3qVwEAF110Eex2O1yu0XWNV199NRQKBebOnYvu7u6k38Hq1atx//334+c//zlaWlqg1+sz/h4TIQepiEk3r7vQilvFJkFeaLoHyEEiJhahiACnb2IJsjz77LM4cezTcaFUWAiV0kzgHOikOiSCGJP4wkw8chSPJMVrkrJl5syZ2LNnDxYsWIDvfe97uO+++xAIBPCtb30Lzz33HD755BN84xvfQCDw2X2q1WoBAAqFYujf8b8jkdjCN2Ns2HlG/s05x8UXX4x9+/Zh3759OHz4MP7rv/5raPuwpttJjpVs4W3kORLHGj9nMm644QZs3boVer0el156Kd56662k+6ULOUhFTHeaaS1yKG5lEpXq9ZCDFCcSnXiGJEEAgN1b2KbHUnP77bfjhm/fW/RKhYVSKc2UTielFhPEWDz77LNDNUcHDx7EwYMHh2qSnn322ayP29HRAYPBgJtuugnf+c53sHfv3iFnqLy8HB6PZ6h2JxPOnj2LDz74AADw1FNPYc2aNcO2r1q1Cu+99x5OnDgBAPD5fDh27BgAIBwVEE7ok7b1hdj539u5E1arFVarFeeffz6eeCL2HHv77bdRXl4Oi8WS1tjMZjPc7s/aUJw6dQpTp07FHXfcgQ0bNgzVM2XLxG+PPo7JJBIxckLPVXErMSr1rQf+AAB4+K6bh1ZXE49NEaTPsHtD464ZGkGkg8s/sRwkly+M5ZdfP+w1uZUKd259AovWXjaUpux22Ieep2LbFq29DO+9/ORQPSgAeFz9Rae210WRc4IYk9tvvx1ATKwhXnO0fft2PPvss0PbsuGTTz7BnXfeCYVCAbVajV//+tcoKSnBN77xDSxYsADNzc1YsWJFxsedM2cOHnvsMfzDP/wDZsyYgW9+85vDtldUVGDLli24/vrrEQzGbMGf/OQnmDlz5qjyC2tJCdZfvA4+rwf//fvfAwDuvfdefO1rX8PChQthMBjw2GOPpT22hQsXQqVSYdGiRbj11lsRCATw+OOPQ61Wo7q6Gvfcc0/GnzcRNtHyygFg+fLlPBN99mIkKnA8+NaJghrbqSbzRMrNWnx1VVMhhlh0HOpw4fVDyfNjieIj3WucABbUWfH5uVWFHoZkHO4YwGuHuvJ2vngkKNmi06LzL8f+d19Jum3j5nuwaG1Mhtzj6gcAmKxluPPRbUWltmfUKrHp/GmFHgZBFIQjR45gzpw5hR6GpJw5cwbr16/HwYMHM35vOCqgPyHr4JorLsEPf/x/sXjpMpQY1NCqlFIONW2S/U6MsT2c8+Uj96UIUpHSXwSRiHSjUi5fCJzzpHmjkw27Z2Ktsk9k4gbrey8/OcooBUZf/5Mdh29iXdtdA/lNCUsVCbrkptvR1XI8qyhRsTj53mAU/lAUek1hDB+CIIoDzjncgfEv3kU1SEVKf57y/aUo/g1HOQYmwM0gBU4/1R+NF+RqsDxRcU2wazvfogKplEFrmmeIbgMgWg/65tOPFlV9Uh/VoxLEhKG5uTmr6JE/HB1WewQAL/75dSxeukyqoeUFcpCKFLt3+EQjh4qRlMW/zgm2upwtLvoexg1yNFieyHiCEUSFiZGSHYkK4ybam0qlFEBBnHyx+WiiCXkQBJEZ4agAzwRZMKcUuyIlMYIkVyqQlMW/Dl8YTZPcpuSck4IdkXfylWLFecxJsurVkh63ENi9obw7eyOVQQEMRYJu/j//gT/89J+Tbos/8xN/42898Ieh33jlpV8cVZ8kp5Ofaj6qL9XjP++7W5bzEkSxM9lLDaJCzAYq1mW0TDUXKIJUpCQa2nKlAkm5gj4wwdJvssEdjCAik9FV7H1QxiNyNFjON/mWgHYHJsZ9XgjlzVSRoNcffyhlL7s1G24c9kyWW20vFanmoyUXXF6QMRFEodHpdLDb7ROuoXa6CAKH01f42nkxOOew2+3Q6XRpv4ciSEVKYr5/3JHJdpUwHyvMAxPEcMoFl0zRo2IUEyiWwvBcyETKvljJtwT0RCi8BQrjIMWvJ7FI0M6tK0S3iZEqKiVXFCnVfMR16fUvIYiJRn19Pdra2tDb21vooeQdgXP4QlEIaS4QGzRKqJT5j8/odDrU19envT85SEWINxhBKCKMvaMInHN4ghF4g1F8uO1JvPvYz7H9xcex4XuPAAC2/t/b4Gg/hY6efhx77y/wuPqht5SCIfvJdcA/MQynXJDLSSy2PijF6LBlw1gG63gg34snE8ZBKpCYQCpl0Pj/OecIRzk0phIsu/wrCEUEqJUsaepOsTn5A/4IBIFDoZi8aUbE5EStVmPKlCmFHkbe8YeieG5PK/oyqOn84tJ6NNoMMo5KGshBKkJGKqGlu0rY7w1hf6sTJ3o98IWiAICoeQHUtkY42k/hj3ddBwAQfC6obY34tMsNZ/spqG2NsF1/PwAg/PT/RnfLCbzz2las/8rX0h4zRZDSMx6zaRS5ZsONORnBUlNsDlsuSN1geTyRjaPrCU6M+zxfKqFjIQgcrQ4f2p1+dLkCcPjC8IUiGLkQq2CASatChVmLKosOMypNKDFoCuLkjzUfuQPNsBrGf50aQRCpCUUEvPhxe0bO0XiCHKQiZGSq1lirhOddeQP2tDjwwSk7GGOYVm5EbYkeFr0aek0Dgksfw2//eSN8Aw4AgMFSiq//4jEYrGXYM6MWM1dfDJ2lDJ5ABC11D2HfO6/gZMUavHmkGxfOqoQyjdVAfyiKUESARjV5y9rGcpCSGaQP3flV9Jw9ifd27ED3/u34yzOPYfbf/wIWnRr7f/MvcHWeBoCicjxyjVoUK75QBE5fGO5ABBFBgMABrUoBg0aJMqMGBk3xPS4zSbGKChx9niDcgQgEzlG7ZB2qGjNzdD3BqPwfSma8wQj8ocJ+jkA4in2tThxoc8EfjkLBgHKTFg2lehi1KujUSjAGKBhDRBAQDAsY8IfR4wniZK8X75+0Y2q5EedNL8+7kz/WfDTw+UUFcZBCEQFvHulGi92HmVUmXDCzoiBpPAQxGeCc45WDnegeyG+7hHxSfDM+MSoak2qV8Lwrb8D2o734pN2FGZUmrJtVMcqQc0e1UCSkZygYg82ohdmsw+VfvnXYvrOqzbhw8XR8dLofe1ocCEUEXD6/Oi1lFncgDJtJm81HzomowNNy4uRmrAL2kZGXiMARcDugtjXCsPrLMHSegq+nBYd+tQkC54gORvpaNM1453/dlNc6g8lAVOBosXtxsteLNodvzF5eVr0ajWUGzKkxo9qiKwq1onRSrPo8QXx81onjPW6Eo8NDE5Zrfwznb7+ZtqPrC47/FLtCRo845zjS5cbO433wh6OYUm7EvFoLGssMUKdpzA8EwjjcMYCPzzrx5Edncf7Mciyos+btehwralWobILXDnXhRI8HAIYcz/ULawsyFoKY6Hx4qh+ner2FHoaskINUhCRThBNbJdzT4sAn7S4sayzFedNtoybJbIp41UoF1kwvh16txM4Tfahtc2FxQ8mY4/YGo7CZMvmkuXOq14NXDnah1KDBxqV10KkL18V9rAhSPPLyQELkRW0swTd+vgXTGmrhuXDhsKiMwVqGS773a3zw5p9hbzsFc3Uz/uU/noCCsYLWGRSiMFxKfKEI9rU6cbB9AP5wFFqVAvWleixqKEGpQQOLTgW1UgEFYwhEovAGI+jzhNDp8uNI5wA+aXfBZtJg9VQbppYbC+oopTJWV11xPd4+2oMDbS6olAwzq8xoLDOg1KABADh8Iew/HsTJaPqqQ94CR16koFC9evyhKF491IWz/T7UWHW4ZlYdKsyZLyhZdGqsmmrDwnorXj/cje1HezHgjyR9/stFqqhVIerUzvR5h5yjOMe7PTjcMYC5tSQcQRBS0u7046PT40PpNRfIQSpC0p1get1BvH+yD9MrTKKTYy5FvEsbS9Dm8OH9k32YUWmCUZv6cnHnuT4hbnCEIgK6BwJ4+2gvLptfndcxJOJJc3U9ktBhWqtSoMqcPBqhALCkoRSr7vhHPGHWwlG1DG+cDmD9wpqCigmMdU0ByKvCXbpCA6GIgF1n+rGv1YmIwDGtwoi5tRY0lRlFI5AmqFBu0qLJZgRQimAkiuM9HuxpcWDbgU402Qy4aHYlLLr0UorkUP9LZqwuvPhLeGZ3rHB2YZ0Vq6fZRi0e6CIevPjYdyH4XFAYrFAyNqaj6w+N/wiSQ2YHKdlvvPP1l9FZfwF8oSgunFUhScTHoFHhqkW12H60F3vOOqBUMKyeVvjFiUI4SGLG2nsn+jCzykSpdgQhEZGogDcOdaFI1bwlRXnvvfcWegyS8+ijj967adOmQg8ja/522o5AeGwVu9cOdyEYERyanpIAACAASURBVHD1kjrR9IzGWQthtJbhyq/fCXOpDVq9AYvWXoay6roxjTLGGKosOuxrdUIQgOZyY8r9qyw61JfmT5nkw1N2tPb7h/62e4OYXW0uSBQpEI7io1P9KfdxO+z45f+6Ce6+TmhMJdDrDfC4+nFk1zuYtvAc/O6ef4Cjux0maxk0Ov3QtqUXXI6V552PUqsZB9pdaLH7ML+5ElPnLMrTpxtOqmsKAF548D4c2fUOFq29DKGAHw/fdTN2v/EijNYyNM5aKOlY4nVdqc7HOceJXg9e3t+JM3YfZlSa8YUFNUMRI0UGhqpKoUClWYeFdVboNUoc7hzAofYBVFp0YzZQTWesUuDwhfD83nb4w1FcsaAGSxpLkxqIu954EbvfeBFVTdNx5T3/DXvjOrC2j2FvO4Wy6jqcPfoJSivroNXH7mm3w44PX3sBV118/rg2OD8+6xjWRkFKkv3G//7tG3H43ZehMFhwwxUXYVqFSbJID2MMzTYD3IEI9rU5UWbUFCTNORG9Rok5NfmL2vR5gnjvRHIHKRQVYNSqUG1Nv/cJQRDifHjajhM9uaXWza2xFJWQy49+9KPOe++999GRr1MEqQhJZwWuw+lHa78fa2fEUuFSkUsRb6lBg1lVZhzqdGHVtDJoVeLn8uZxdTkqcBzqGBj2GufA/jYXLphZkbdxxPGlkXq0791XYG87BW1FI+78zyehViqGIi+JjSLFIn2zqy3QqpTYdqADL+/vxDVL6gpWeyV2Tbkd9rwq3I2lqBeMRPHm4R6c6PWg3KTB5fPrUVuiz/m8CgXD4oYSNNsM2HagEy993I4LZlZgUYpU1Hyo/w34w3h+TxsEHpNSTZXClZieZyopQ6tPjc4v/RTrgocBQFTh7pdTynDXv/yTJOMtBHLWICX+xg9sWo9wVEDI44S+sgm33vgVVFqkN9QZY7hodiUcvhDeONyNCrN2KI2yEOQ7gvRppzvl9o/POrCoPn81WgQxURkIhLHnjKPQw8gb43cZcILiC0UQSaPZ1sdnndCqFFhQZ5V9TIsbShCOchztSj0R5XNiPGP3JlWiOt7tLkgna28a6XV1516Nsotvw3X3/BZl5RVDNUkbN9+DW77/H9i4+Z6h1KbEbYnOyJRyIy6eW4V2px87jhdfQ7r4uE3WMnhc/UN1SnI3rUx2Pr/SiKf+1opTfR6smV6O61c0SuIcJVJi0OBLyxswpdyIt4/1YneLeBRR7u8mGI7iT/s6EBY4Ni5Nr75lzYYbYS6NpeeunmZDRGuBedl6LFp7Gaqapg85c7/YtH7Igb/4iqtyHmuhCEeFtFNhU7Fz6xNwOz6LWrgdduzc+sTQb2ywlsHr6kfI44TGVIK7fvkkKiurcj6vGEoFwxfm10CpYHjzSHdBnoFxpPh+M+FkryfldqcvPCzTgCCI7Hj/RF9a9ulEgRykIsOThpPhC0Vwss+DebWWtJWPcqHSrEWZQYNj3aknonxOjGLqKe5ABF0FkJ1M57Pva3Wi9tyrsXhG09BrIxtFJhrKYpG+2dUWLGkswf42F453p3ZaJytHOgfwP3vaEBU4rl1Wj2VNpbI1r9SoFLhiQQ1mVpnw3gk7dp1JnWopB5xzvHGkG05/CFcurEF5FmlWNVY9qi06HO4YgKmkTNSZM5YUvs4lW5y+cM658/E0uofvuhluh31ItOSFB+/Djj89jiOdAwiGP1u80QwKfsiNSafC+TMq0OEMYH+bS/bziRGKCDk1Os8EhzeUVkTwUEfhvg+CmAj0eYL4dIxF8okGOUhFRjqG9tEuNziP5XHmA8YYZlaZ0O70p4yU+PLYI+VMn3gObIvdl7dxxEn8XpKtLr/x3GNodfgxv9YqiaG+Zlo5Ks1abD/aC18BCuc553D4Qjhj9+J0nxddAwFEBT5K4S5uYMeNSakZeT7j4Pme//EmVKoDuOGcRtRYpY0aJUOhYLh0bjVmVZvx/kl7UoNMzu/mk3YXTvZ6ce608pzqAOfWWGD3htDrDoruk046abHi9OWeXicWXSupnYJP0YDnf7wJUZ8Lhjxc/yOZU2NGk82A9070yVZnlQ7pRNSloNWR3rP+ZK8nb04bQUxEPjrVPymEGRIhB6nISMdBOtnrhc2U32LcKRUxgYaWfvEJyReK5iW1o98bSvk9taYYo1zExyO2uvzKo/fDvXcbZteYJTmfQsFwydwqhCICth/NX6pdMBLFR6ft2PL+Gfzhgxb8aV8Htu7vwDO7WvHIOyfx5NPPDKVi3fnoNtz56LYhYzKucJcNYilNiYp6X//359G86ddQ2xoRtp9FjX0f9Bp5BDuSjef9bU/i4jlVaCwz4K1Pe3B2xHWYONZMvxuxzw/E1CzfPd6HpjIDljaOLcefiumVMZ3+w6daRZ259s6unM5RSJwSOA2mkjLceO/voDOXDkXXFAYrTBt/DM+ZAwjbz6KqcTq+K+H1ny6MMXxudiUYA94+2lOwVLt8ZRO0OdJLnQtHOU6nWFQjCEKcfm8Ix3smV/QIIJGGomOsiSUYiaLT5cfSxtI8jShGhUkLg0aJlj6vaORK4Bz+cHRUo1qpaR9jUuxyBfLePDa+qi5WiK+rbELz8s+lLQedDjaTFiunluG1Zx9DvW4jFg2m7mUiHZ2J7PSJHg/e+rQH/nAUjWUGLG8qQ5lJA6WCwR0Io83hx1HFpSjzBDH93EvA9RZYdOqcJcnjTmcywYCNm+/Bxs33wDDrPLx83AeNzoK/u/+/0fvJO7LKiouNBwBKowJclgX484FOXLe8HtqwZ9jnF2uwmc35ooKAs1XnQ6tS4JJ5VTkXous1StRYddj37kuioiGvv/wSrjjn7pzOUyicvuwdpF53EPvbnDjZ44nVFyXI9asUDFcuqsX0KzfjvSllGf/GUmIe7JO043gfTvZ6h5zefJIvwZ6x5oJETvR4MKtamgUqgphM7D4z+aJHADlIRYd3jDS1NocfAgeabPmT0wZiK5MNZQa09vvAORc1xLzBPDhIztSTYkTg6HUH8yrtGk8piRdpJzZ8NVrLUPqln2LWlHrJzxvY9xf0v/EInt73FzT+8kmoFIphxnq2hnfieznn2HG8Dx+3OlFp1uKqxbWoGqHGVW3RYUalGWunl+Pjpluw60w/nvzoLD43pxIzKtNTTRRz1lKpv80/7xLs7hGwp20AdSV6XD6/GkatCrOm3DjmcbM1WFONJ+Dz4i+//3+oaJiGsi/9FM+/dxj9//N/0Nt6cth3GicdRclU5/PUrkC/O4RrltRJdt8124zonHcZrmwowfJ1Xxhl6F/6pVskOU8hyCbFLipwfHjKjj0tsV5DDfow9r3wAwg+F4zWMjDEfo8XfrIJ33rgDzmphkrF4voSHOkcwDvHetFYZoBGlTxZRI6+XMDY85gUuAPhjCJVZ+zevC+cEcR4xxOMTLraozjkIBUZY+Vun7F7oVayvNRVjKTOqsfRLjdc/jBKRGRkY/Uw8qb+9bjHFmHoGgjk1UHyh8UNguig6ktTmfRO7eILLse7W5+Ave0UHvjGeqiVirSlo9ORnRYEjtcOd+FYtweL60uwZkZ5SgNDpVRgRXMZZlSa8OqhLvzlky4saQhgzYzylIXqYzlrI51Ok7UMN/7od/jzCR/6PCGsaC7Fqim2UfVd6TqBmZDMCY4LGADAnr/+Cd0tJ+D97TcRiAgQfC5UNU7LWspb7HyX3vkw3mkNYXlTKRolvLZqS2L3TdPaa2Au/Sz6EDf0k6lHjhcyrcsROMfrh7pwrCcmirNmejl2v/I0nB2ns2q+nS8UCoYLZ1Xi2T1t+NvpfqyZUT5qHznujTj5qEHqzlCMJxQR0NrvG7OfH0EQn3Gg1Tlkw0w2yEEqMlKtiHHO0WL3oaHUUJBVsLjh1OEMiDpIcq8chiJCWqpFXa4A0CDrUIYRT7EbWYgPxJyOnqf/N3RrnwIgrdNmLrXhjv/3OH7y919A0ONEEEhbOjqVoW8utQ0pox3r9uC8aTYsby5Le1wlBg2uW9aAHcd78XGrEy5/GJfNrxZVXcy0R1BE4Hjx4w5oTCW4alGtqNGTj95DiST7ThUGK2b//b/CVJL+9zcWAoAdx/tQU1WJVVOlVZWrtuigYLH7fGr56PSsVIsBxUwkC4nvnSf6cKzHg/Om27C8Kfb7ZZsqmW9qS/SYV2vBx60OzK4xj1I2THVvTF/5ebxzrBet/T5EBY76Mj1WTbHBqE3PZMiHkEf3gLiQiBin7V5ykAgiTSJRAZ+0T14FSBJpKDJSrby5AxG4AxFJV4szocyogUapSLlyJ7eiWo87kFYubK8n88kzWwSBIzBoNCYrxNdWNCLUdxYHdrwm2xg0Msi9f3DKjk+73Fg9NTPnKI5SwbBuViUumFmB031ePLenTfT6TtUjCMCQ02m0lkFjKkHA7UDXU9/DlbOMKQ0eOXoPZapGp1YqcLLXi49OZyf/nUypz+fqR/sTd2NNnXrMxZJUAg/JUCkVqDTrYosMSQiMUwfJ6c9M4rvLFcDHZ51YUGcdco7ipCvJX2jOm14OjUqBtz7tgTBiFVjs3rjgn3+FF464caDNCZNOBZtJgyOdbjzx0VnY03yu+sPyR5BSKS2K0UJCDQSRNse6PeNatTRXyEEqIgSBp1ydjTsmVXlMHUuEMYYKsxY9BZQA7vOkV0Pg8IbyFhb2haNDhteaDTcOa/iqNFpR8eX7sfyG78hiQMWNZ6+rH1pzKRQGa9qywqkM/f3HWvDWC3/EDHMUK5pLh/ZPZViLsbihBOsX1qDfG8LTu1ozNmziTmd5wzRM/+YjqLz1QZirm+HvacGpv/014/HkSio1uo9ee37Udxp0O+B87vt4/+CpMZstp3O+Nd/dArUt5nSf2pX686fq2ZPqt6wwa9HrCSZVQRuvKXaZpNcJAsdbn/bAqFXivOnjt++TXq3EBTMr0OkK4MPTY8uMh6IC3j9pR22JHl9d1YSrF9dh/cJaXL+iAYwB2w50piWXnY8apL4sFsEcvjBcOQh1EMRkYn+bs9BDKCiUYldE+BMM7WR0u4NQMKDclDy9LR9UWrQ40OYSLXaV20FKdwUzKnD0e0OoMMsvhT4yapboCHW5AlAaS7Du/JtkOXei8Xzbzx/Ds3vacHLLnWnVQyS+d2QNwnMP/hjeT3fgk6NvYO2MPw7bNvIzpsPUChOuW1aPlw904n92t+LiuVWYWfWZopRYauLDd92Mbz7wGDqcfnSWLUZAZcJVq6tQufbJtFKaUh032yhSqhQrAKLfacXZj/CGuRRWvTqj+rjE83WGNPjUpcDnvvMQDO27chJ4SJViWGHW4pN2FwYCEVj1w5UXIwJHKCKIFv4XK5ko2J3q86LXE8Rl86qhVckjFZ8vZldb0Nrvx64zDpSbtEP3XeK9YbCWxRq8epwYeP4HuOg/HoclIY3aZtLi8vnVeH5vO/a0OLB6Wur7Rm4nOhCOwp1GU/VknO33YYHBKvGICGJi0TMQEM0imCyQg1REjCWN2jMQQLlJC5WicIZJpVmLqBBrEjoypx2QP7XCnmYECQDs3mBeHKRUxkA82ibXOEYa6xcv1WPAfz8q+j4e03hOZuj//f3/jS2PPwXT3LVweDvQffakZLU7lRYdvrKiAX/+pBOvHOzC2X4f1s4oh1alTOmsPfbE0xDmXIqGUj0umVcNk1YFwJSWk5bquLnUjIylVJbMeVp22Vfw9K6zePlAB768vAEWffqS72s23IhedxBv7m9FjVWHzy2ph3LZzDHfN1admRjx67VnIDDKQQKAQCQ67hykgQwiSPtbnTDrVJhRAIlsOVg3qwJOfwivHupCOCpgbo1l6N4oqZ2C0ut+CjDA9ez30d9+Cgd2vDbqGq8vNWBmpQl7zzqwpLEEOrW44xjviZer7LwY2USP4rT0e7GgnhwkgkjFZK49ikMOUhHhS5GWwDlHtzuImVWFnbBtxpjhZPeIOEghebuV93nTnxjTEXOQglRRs153EKUGtag4gRQkGjJNNiPmTm3ACVMp+r0hlBlTRxsT3ysIHDvawtAtugJXL6uH8Zw/ZmxYj4VRq8LGpXX48FQ/9rY4cLLXg6WNpVh48ZcAxBwLvaUU7U4/Zn3tFwi/9xo0Cy/HuVPLMb/OkrHBVYiC+lTO04ZFtfifPW14bm8bNi6pExU7GclAIIw/7W+HVqXEF+bXyC7SYhu8bsTuoUA4KmlPr3yQbopdnyeINqcf500frYo4XlErFbhqUR1ePtCBN4/0YF+rE7apn0Pt5X1QTDsXVVWVuGxeNdjqx1PeGyumlOFYjweHOgawrEm8F5/AOQJhQbZGzbk829scflmdN4IY74QiwqSV9k5kfC0BTnBSRZCc/jBCEQFV5sLUH8UpNajBID5BySnS4A1GEAyn74Dl0hQyE1LVjfW48xPFSmTtjHKolAxvfdqTtIZEjJ0n+nC234cLZ1fIKpGuUiiwZno5vryiAZVmHd4/acd/v38GB62r8D+HBvDrd07ipX0d6Aprse6ar+KW1c1YUG/N2qAppoJ6m0mLjUvqEI4IeG5vW1opo05fCM/taUM4wnHV4lqYdOmva2UqKBFHrVTAolOhX6RvUCb3YbGQbg+kQ+0DUCoY5tVOrCiDRqXANUvqcNHsSqiVCnS6/Ji+7lpctXoOrltWD4tePea9UW7SorZEh0MdrjGfLXLOBY4cnu3+UDSvIj4EMd441u1Oq9ZwokMRpCIiVSSiZ1DSdGSDznyjUipgNahhF4nkyJl77siwyWO+IkhinzkYicITjKAiSaRNToxaFdZML8dfP+3B3rPOlCu9cQ60OfFxqxOL6q2YV2uVpXZnJFUWHa5ZUgenL4TTfV44fWGEBQFGjQq1JXrUl+pljbwViiqLDl9cVo8XP27HM7tbsW5WJeZUm5M6gGf6vHj9cDc4ODYurUsatU1FLimGpUaNqCE63pTsOOcYSKNmhXOOk30eNJUZoE+RQjZeUTCGBXVWLKjL3vmbVWXG9qO9sHuTZxHE8YWikEvewpHjs72134/KAi82EkSxcrhjoNBDKArIQSoiUqZqeWICDWOlTOUDm1Ej6nxEBI5gJCpLYXOmESGnL5SXVAoxByluXJYW4DebV2tBi92H90/2ocaqQ22JeGPhM3Yv3j7Wi2abAefPqAAgX+1OMkoMGixpLPx1nU/KTVpcv6IRrx7qwhuHu/FJmwsL662oLdFDyRh6PUEcbHfhVJ8XNpMGX5hfk9W9n0uKYalBg3aHK+k9FBhnESR3MJKWqqXdG4I7EME5WcjaFys7tz4x7Pd3O+w53cPTK03YfrQXJ3s8KR0kOZ3oTBfLRtLm8KW1cEQQk41+bwjtTn+hh1EUkINURPhTpCQ4vCGUGDQZ1R6oFAwalQIcsYZf4ehwA4GxWCqNSsEg8FjEI52MrBKDBmf6fKLORyAkyOIgZTophqMcnmAEZplrJcRS7JyDTmRpmnUmUsIYw+fnVOKpXUFs3d+BLy6tT5rqd7rPiz9/0gmbUYPL59cM1VyMl2aY4xmTLlaPdaRzAB+d7sfrh7uHbdepFFg5pQzLm0qhyiGSNpaghBhlBg0iAoc7GBlVbxSIjK8IUrrSzqd6Y31ypkyQZqJxmff3Xn5y1EIHkLkaJQAYNCpUWbRo6fdhZYomxXI1FI4KHAP+3NL32hx+CAKfMDVmBCEVFD36DHKQiohUESSHb+yCeyCWZ760sRSzq80oMaiHOTCcc0QEDoFzKBkbZXQFI1G02H344KQ9ZXqaVadGlIs7H75wBFZI75Rkk3fu8ocL5iA5fGEwABZ9YW4zrVqJjUvq8OyeNjy/tw0XzqrEzCoTGGOICAJ2nXZgd0s/yk1aXLW4dpQqWbaGdSqkXs0e7yhYrNZlbo0F3e4g7J4gIgJHmUGDaquuoCmG8et2wB8e7SDlKcWuw+lHrzuIhTnUoAHpCzSc7vOiyqKFUZvfe5YxoLZEj4ZSA8pNGhi1qqHfPhwV4AlG0OsO4lSfF30Z9BHLVuYdSH2vNpYZsLvFkTJbQK6WDwP+MIRMOv4mIRQR0OsJFjxlnSCKCc45Pu0iBykOOUhFhNiEEhU4XP4wplWkVrCz6NXYuKRONKWLMQa1UtzI0KqUmFllRrPNiK37O9Da7xM5T9xwSu4gyVWHlEmjx8T31MucSSFmLDp8IVj06oLKslv0aly7rB6vHuzCq4e68NFpNSw6NXrcQfjDUcyuNmPdrIq89HqRYzV7osAYQ7VFh+oiMtji8t4D/ggw4h7KR4pdvzeEF/a2IRzlcPrDuGBmRdbHSic9NxiOomsggJVT8pteN7vajNXTbGMqGs6sMuO86eVosXvx1yM9aT0Ps5V5H+tebVxzDXadcaDTFUCzLXm0Ta4IUjbzQDLaHD5ykAgigbP9vqz7i01EyEEqIsQM7YFAGAJPXcuiVjJcvbhWknoXjUqB9Qtr8McPWuAJjr5Z4oaTyx9GXeno2ha5JsZM+pjEkWoyTYV4DVIIJYb0old1JXo0lxth0CjhD0fR2u/D2X5fWimPY2HVq3Hdsnoc6hzAyR4P/OEoGm0GzKuxoKHMkPsJ0iSX1Wwi/8QXP1yB0fdQPiJIH52yD6UF7zvrxLxaS8YiFXHSeQ50DcSaIqaq15MSjUqBS+dVYXqleeydE2iyGXHDykZs3dchW63AWPeq1qwDA1I6SIEiWihLRpvDj2VNkhyKICYElF43nIknETWOEYsgxRV7ylKsMK6eVg6bhGppOrUSa2eWJ91m1sWkvsUmKjmMJ18okpXsZDZOVSbwwX4fyV53+sJj1h9p1QpsWFyLL61owDlTyjC/zooVzWXYuLQeN61qQp0ExtrOrU/A6+rHgjorrl5Sh/UzjDCd/GtenSPgs9XsuNR0XCFPKlW8XKkwa7FyShmuXFSL689pxA0rG3H1kjqsnmZDpSW/SoRyoFYyLGqw4oqFNbhyUQ0WN5RAlaIGQ6lgMOtUSe+hoMwSsL5QBMd7PEN/C5xjb4sj6+M5/WPXL3a6AmBAXqJ4WrUCX1xan7FzFEenVuKqJbUoN6V+vmQr8z7WvapRKWAzadDpEnfQij2C1O70Z9QGgSAmMsFIFCd7PWPvOImgCFKREAhHRVWWhtTQRKIRFr0aixtKJB/TrCozPjhpH5WeEjeckq0sA/I0i822KDfXYt6xCEaEpPnwnmAEEYGL/mZAzGC9ZkkdaqzJnaBykxbXLqvHm0e6cSjLlR1KaxubxjIDVk+ziUYOppQbsWqqDe1OP9491osuVyDPI8yd2hIdLl9QM6yWaHqlGfNqLXjh43bRKKhFp05qkModQTrV6x31PDza5cYFWaaDppNi1+kKwGbSjKrFkxqlguHKhbU59xrTqpT4woIaPPnRWURE5g451SirrToc6/aIivUUu4MUDAvocVMdEkEAwIkezyghr8kORZCKhFR1Ow5fCAaNElqRvhyLG0oyUrdLF8YYFtYn75dh0atFozNyTIzZTooDIk6cVIwp8Z0ignTu9HJR5yiOQsFw8dwqzKhKXX8mxqK1l6GqafpQqswvNq0fMpjyndaW7Wq2XGhUClw2vxpfXFafVlpVXYkeX17egJVTyyCzcrykNNkM+OLS+lFCCwBQadHhC/NrRD+PRadKmmYrdwQp2UpmROA43p35Cmc60WfOObpcgTHvRylYN6tCsuitzaTFihQ1U2s23IiNm+8ZivzEI0MbN9+T0jlK516tMGkRigiiNQty1aJK+UxvcySvsyWIycaRTnehh1B0kINUJKRyKvq9IVFDW6VgmFdrkWtYmFVtSWo8WfXJV5YBeRykbCdFbzAKIY3+J9kiJnfsHJQkF6tBKjNqsLg+vagfYwyXzK3Oqg9OMaW1Ja5m3/noNtz56LYh523/jlfzOpZSgxo3nNOIOTWZ3TsKBcO508rx+TlVkjtJO7c+McxRdDvs2Ln1iZyOWW7SYP3C2pQy4Y02A2ZVJU/1MulU8AYjo6KkQRllvjnnaHMkT9063pP5JJ5O9MjuDSEUFVCTY1RnLGZWmbEwzfs+XZY1lcKsE08GWbPhxmH3ejpqlOncq/G2Ab2e5Kp6ckUZpcwKELvOCGIy4Q6EabEgCQVNsWOMXQbgPwEoAfyOc/6zEdvXAfgTgNODL73AOb8vr4PME6kkUZ2+MKZWJC+EbSo3Qidjx3eTVoVaq35UMbBFr4YvFEU4KoySIpajODfbWiKBx/q4xIUlpEZMzcsdiEDBICoXvKK5LKMeHBqVApfMq8Izu1olEW4oBMXSW6nSosXGJfXQa7K/b+bXWREROLZ/2iPJmORIhVQpGC5fUJNWytjKqTYc7XaPurZMWhUEHosGJF7LoYggWxPmXk9QNOLT1u9HKCJklAaXTv+0eNpkYtqb1JL0Jq0Kn5tTmdV7U6FWKrCiuQxvSXQtAundq3HBjF53MKnCajjKk84PuRCKCJI6XvE6JLmbiRNEMXO0a/SznyhgBIkxpgTwEIDLAcwFcD1jbG6SXXdwzhcP/jchnSNAfLUtHBXgD0dhETHwZ2aZepUJTbbR6SBWXVwCeLTjIkcEKRfpSbeMaXZiaSTuYARGrQqKJBOvXqPM6nerseoxrzZ5yqMYxZbWls1qtpSUmzT44tLcnKM4ixtKsKghs99DDDlSIVdMKUtb9a3MqEFD6ej73DToFLlHpNlxLl+aXadTvMYrInCc7fdmdLx0msTaPSGolQwlg8/ZuMMav0/i99ELD96XdVTvojmVsi1mzau1wCDBNZ3IWPeqWqmAVa+GPUXPPKmjSFI/y+N1SAQxmTnSSep1yShkit05AE5wzk9xzkMAngZwVQHHU1DEnIq4Y2BJEolgDKISq1LSlOQcQ1LfSSYseRyk7CdGOXX9xVLsPIEIzCLRo5lVppQpT6k4d5otZS+rkRRTWluhMetUuGZpvaRG6gUzK4dSjXJB6lRIi16N5U2ZNQCbVT06zc40mLrlsBqUCwAAIABJREFUSXIPyeUgxeW2xTjTl1kqSDoNpvu8QZQZNUORBKkd1lnV5jH72OWCSqnAApF6UTkpM2qGVFaTIXW/LDme5WL9/ghiMtDjDqDPM3aUfTJSSAepDkBrwt9tg6+NZDVjbD9j7BXG2Lz8DC3/iEYiBh2DZA1Zqyw6WdPr4lSataNSWoza2Hm9wdHjDoYFyeVTB3KKIMnoIIk6tuEh43IkM7KU9gViKXuZ1DBkW6Q90dCoFLhqcd1QREQqlAqGS+dVJ40UFpJzp9kydsKnVZhGfY7495VcqEGeGpPeMVb0WzI0aPvTSLGze0KwGT9zdKV0WHVqZU5NbtNlQZ0179dhmUEDpy+cVMkTkCOCJP2znOqQiMnMpyTOIEohHaRkT/KRT9m9AJo454sA/ArAS6IHY2wTY2w3Y2x3b2+vhMPMD2JRl7hjYNaPNuwa89THRqFgqByxSm7QxMbjTWI4CZxLurocCEez6oEUxxOUL8UumQHAOYcnGEnq1GrVipx7Gy1tKk3Zv2YkhU5rKwYumVslSaQnGRVmLZZlGK0ZiZSpkDaTBrOTRIPGQq9Rjur3pFcroWQsuYMkcXQAAKICR3+KiAQQS+tNFbVIhHMO1xgOki8UgT8chW2MnkLZsmZ6uWgtopSYdWo0l+e3t1mpUY0o56I1osWeYgfE6pDEWmwQxESGc46jXeQgiVFIB6kNQEPC3/UAOhJ34JwPcM49g//+CwA1Yyxp91LO+aOc8+Wc8+UVFfKv1klNqkgEY4BJM3qCzVfH92TnUioYDBplUgcJkFbiNZlxltn75VPcSpZC4gtFIXAkTbGrLzVkJM6QDJNWhRkiqmPEaJY1lcr+fZ0zpSyn6JSUqZDLm8qyLjqvLx1+nzPGoNco4QvlJ8XO7g2mZay2pqm4NBCIjNnbwz6YXmJLUImUymGtL9Vjfp18KqMjmZuhKmOuxNVVxaJ0Uqdbj6yFk4JQREjZ8JYgJipn+30521cTmUI6SLsAzGCMTWGMaQB8BcDWxB0YY9VscKZnjJ2D2HjzX1meB8QcioFABCatapRRzRhkl6RNpMoyevXdqE3eIwUQr83JhmT1D/l8fyqSObbxSTxZip1UUb8ljdI3Bp6I1JbosGZ60jUVSdGoFFg9LXvZdKlSIc06VdJaonSpTyLUYNAokz6f5EixGyt6FKe1Pz2DNp1IU1xkIFHQQgqHVa2M9TDLp0LalHIjtOr8TevxWlS3iPS21DVIcj3Lz1IdEjEJod5HqSmYzDfnPMIY2wzgNcRkvn/POT/EGLttcPsjAK4F8E3GWASAH8BXuNTFLUWCqEiDP5y0wWOpQZOX+qM4ydSwjBpl0hokoLgiSGJRLilIZgAM1Y0liSjUlkjj1FZZdKi0aNEzQApMYmjVClw2vybniF26zKu14OOzjqwLXkc6QtmkQi7KsWl0tWX09RmLII2+n6U2foEMHCSHLy155lQKa0P7eILQqRTDVOCkkKRfO6MCJSkaRcuBSqnA9AoTDnXkR5XKoFFCqWCifeqkTrHzJolkSkFrvw+YJsuhCaIoCUWEpA25ic8oaKNYzvlfOOczOefTOOc/HXztkUHnCJzzBznn8zjnizjnqzjn7xdyvHKSqgYpWRPAkTVBcmPVq0cJNZhSRZAkNJ5yLcz1hiKyNYtNZgDEVzlHRpDUSoZyo3S/2/wMJb8nG5+bXSVb/6tkMMawamp+m+8molKwnK8JvUY56nljEHGQcqkLFMPhTa/GxB+KpuWI9ok0MU3E7g3BZtKOcrZyqd2bXmnCoobCRHlziSBmCmMMFp1KVERH8hQ7mSJIXa6gbI1tCaIYOdnrkeUZPpEoqINExBAEnrTgOSpweIORpBGkkcXUcsMYQ/mIImajVgV/OJq0ZkDKiTHXCBDngEemlcdkqYTuYARKBYN+RISv0qyTNJoxq9qckVjDZGJOjTmvhmKc6ZUmlOd58SLOjCqzJP2dKkdEkQzq2H0+MngvS4pdGopzcdKpQ7Kn4UQ5fWGUGqRzpMtNGlwyr0qy42VKQ6khr9kFFp06LyINwUhuYj2pEDgnuW9iUnE4T1Hm8Qw5SEWAWL2ONxgBB5JGkCpM+as/ilM6Il0kXpSetIBbwolRiiJCOdLsBIEnnbA9g3VjI1ekpXZqdWolmsvl74M13jDrVFg3q7Ig52aM4ZzmsoKce6FEfXAqTCMVK5WIChyh6PBrXWpjNR3FuUTGMmg55+j3po4gBSNR+MNRWCVykEoNalyztB5aVf4clJEoFAzTKvL3XDDrVaKRHSmVDsXSuaXidF9mDYgJYrziDoTTFrqZzJCDVASICzTEeyCNdpDKzfnNbQeAUuPoCBKQfOKSMoIkhXKRHJNrMCIgWUWcWyQtMlkdV65kI+csFQrGUG3Vob5Un9cV61QwBlwyt7qg45lRacprah8Qi1pIpWo5Uu46HpUamWYntYqdNxQdU3EukXanP2XqrMMXHvN4rsHIhxS/V32pHl9a0SB5r61smF4pX1PakVh0avhFWjFIKdYjZy0pAJyxeyXv30cQxciRTndS24UYTuGf5AQCIoZGPHIysp+OXqMc6kOUT0ZGkOLNYpNFeKSsQZJiYpRjchVLH/GGIkl7HcnRh2dKuREalSLvucRzaixYM6N8yBiMChyHOwaw40SvLP1x0mVRfQkabfntBTMShYJhWVMp3vq0J2/nnCthPdrI+zwuXuAPRZEocie1g+QSSdMSIxgW0O0OoMaa3DHsHgiMfU5f7Jwl+uwXnKx6Nc6ZUoZ5tZa8KtalorHMkLfnQjwF3B0IwzZiEUjKFDu55Yi9wSi6B4KozqM6LEEUgsMdrkIPYVxAEaQiQCyCFI96xB2ROGXG/EePAIzK0zemaBYr1cQYFbgkinhyqB8lWx3lnMMXig5TxAJikQ05fjeVUoGpeU6zO39mBS6bXz1spVypYFhQb8WN5zRJWs+RCSUGNdbMkF/SOx3m1lokqQdKB6WCSdr/ptSgRqKdH1+MGRlBktr4dmaQXhenxS6eJpKOg+TMMoJk0CixuKEE1y6rx9fOa8b8OmvROEdA7LnQbMvPc8Ey2MQ8mVBDsS2UjcUpUvUiJjjtTj8cPukbLk9EyEEqAkQjEcEIVAoGjXL4z2QrkINUYtCMMJyUYCz5yp5UKXZSrRrKkWKXbPIPRQVEBT4qwmfVq6FWynO75bNp7MqpZVjWVCq63WpQ49rlDbDkOcWMMeCSedWyfceZolYqsLAuPyqDU8qNkjpjKqViWNT6sxS74fei1CINmUaQAKDFLl43klYEyR+GXq0cpdAphk6txOfnVOHra6fiwtmVaCgzFJVjlEi+0uziEaRkQg1RkTrNbMhHQ0uSPSYmOofaKXqULsVhTUxyUqVqGZMU+4+sBcoXSgUbFjVgjMGoUSWNzkgVQZJq1TCZkESuJDMQ46vsIyNII9OWpKTZZkjbwMuFJpsBq9OQsTZpVbhqcW1exhRnaWNp0rTGQrIwx55E6TK3VrroUZzEKGBcjXFkJFfqCNKASLPRVHS5gknv7XBUQHcaPcJcvjBK0ox4lhjUuGFlIxbUW/Pyu+ZKc7khL+OM90ISE2qQqg5JbpEGAOj7/+y9eZgkV3nm+8aSe2ZlZe1dvatb+9ISiE10YxjM0MaisWVjsGULGxiNEfIyz0Wyxx5zrzXMjC0xM8YWgqtrYxBuGcxmWgIEGGyPWuxgtYTUknpfa+mqrNy3WM79IyuyMyNObJmRGRnZ5/c8PHRXZ2WFKjPjnO987/e+pYbjLC4GI2jUZQVHltkhgFNYgTQEmMkQynXFIK8DgPEBn863o+8MJCL0sFiv5hO8KpD6cfpIe90qdXqB5JVLFo1ByGnCIo83XTPr+LR8KhnBv7tqME5yE4kwbtnhX/6QGcmIiCtm+3uKn4gI2N6H1749WkDgOURFvu8mDWZho1aohOD4BWMX6XyuSo0f0JOrSo7kdZEQj9tu2jRw841eiIgCtkz0fx5Py0LK9zkstl8hsXqOLBUH8nMYjEHz4mKRZR+5gBVIQ4CZHK3ckFtzPu0MOp29HW3jdPDAfhTXVhELCahKCoprqzh4YH/rcQ1Zhaz0/kH0qrCp9EViR+sgNa9XL7HrZwcJAHbM9LdAes2OSYNZiB1Xbxjru8sez3F487VzEIdEWqfnpi3mckQvuHJuzNNsLQ39QUgsLKCie78rKoHkwWdco9sQ0CPLxg2t1WyShqyoKNVlR0XP6y6f7ushR78YlMwuGRFND7O8Mm0ZxAwSALzECiTGiPIsk9e5Yjh3FZcYVjNICZ1lLMd5Y0nbLWMxEQcP7McXH7wPD917B/h6AcW1VTx07x344oP3dRRJZu58btCfWvfyPF5buNILJDOJXX9fs+1Tib7JaTLxEG7cNN7V977hqhlqF9Qrbt6WGWrXqdmxaF+lf9f2QV4HXBy814iHRapZilenkYQQlLoskE6tVlDUdS+cyEg0UwE7id1UKtK333O/2TGdBD+AGamERYHkVQfJq7XAjpVSAxeK9vJMBiNILOZrWHYgO2ZchBVIQwBtAWnIKiSFIKHbaCcjoq/697FoCLv27MXs1p1YOnUU3/nz38SRj/1HLJ06itmtO7Frz97WY71YGL3qIKmEeJrNBNAlRtoiHtPl8PRiI+yEiChg80R/NuK37JzquksRDQl9C22dSkXwagczUX5z45buiks7ZseifcnWAjoldkCz4KcGQns4gK92eYBBCPD0mVzr72eyFaphgB7NFEL/36rnFdsyQ2vEYEcsLGBTpv+zefGwgLLJIZQXTnYNWR2oNOjwQmFgP4vBGASHzubsH8TogBVIQwCtkND01voOkp/yOqC5mUhlJnHX/Y8gmZ5AvZSDWskjkZ7AXfc/glTm4obVC3tuL80VvB7yNZPYxUJCR0HBcUCSEhzrNTumvZfTTKUiuLxHmc4Vsyls99iKXOA5vPna2UAMy++cTlKDg3uln10NfZc6FhaoJ/hebVq7lddpHDqTw0qpDkUleOroisOfaV8gJSICrpjxL4zZC67o0uVyQzqKd7xiM37jNVux2WaWKRERTR3rvHA77IfJjhUvLhYtQ4gZjCBRach4aZFJR93CCqQhwGrYX18gjQ1go22F2UaftpR4sTCWPCxqvCjY2jHrIOnldYPq+l02nYTXB92v3Dbhyen5G66cQUjw7uJefdkkZlLDK61rh+c53LjZ2y6SyHO4so/zXfGw0CHNioYE1GXV0OXxyuq71wJJUgg+96Oz+LvvncJC3t7eW/uZPAfELSSgV8ym+jLjNUgun026vv9sysTwSy/fhPnxGKaSEezbNW8pE25l4lHusV50kGjP209KdRknLSzkGYwg8czZPGRW8LuGFUhDAK0ToUnL9BI7t4PyXpOMiK2Zo1I+i9hYBnw8jUo+i4fuvQPFtdXWY71YGCseDuZ67YJUN5lB0hdIdhIer0hGRMyNeVc0pGOhnrtHreeKh/CKbROePNfG8RhutshiGkau25j21Pb88tkkoqH+zXZxHNcxOxZdv3Z9h8C7jJvegwtrkuLKorlYl5GMiJYzOv0sQgdFNCS46uCmoiLeumu+I1MsLPJ47U7zEGbtntev0HAv1wGnsIF2xiggKyqeYfK6rmAFks9Iikqt7M0kdvrh6UETFnn89Kmvt2aO3vO/v4D5d38UExsvw9Kpozj05BOtx/Y686Oq3s4NeS3ToHb+GrLBwW6Qr5mXrlUv25rx9PT85m0TmOgxwysS4vHm6+YCd6ofDQme5hVdN4AQ2vbMM60Y0292vZpB6rWD1N3PlCwPnBIRwdMDBz9xKsfkOGDvdXPU4nvnTNI0AFpbp6iZeB50GQfdQQKAkytG8w8GI2gcXigOJENsFPF3t80wPV2r1BUIPIeI7tR5UN0IK259529CUQl27dkLEh2DkKjgzX/wEOovfQe7993eelyvJ4flhgwvjee8dkEyC4r1q4MENOeQnjzibAbDikiIxzUbvJ1xEXgOb7x6Bp//8dmuX9c3XjUbqCyadl62OYNnzuS7NiPQmEyGsSnT/3yb9sOZSKh5H9I7U3qXdzb4BbxYky0dBrdNJgJrzqBn22QCY7GQrXnFjZvHTd9bHMfhmg1j+N7xVcO/ad1GWpzCsCkJnKISgmfP5XHLDvPOGYMxzKgqwY9OZf2+jMDCOkg+Y7Z4lBoyEmHBsED3Y9jbLcmIiN37bkcqM4mYVgxE0x3FEdD7wuh1QePlJkxWmi6D7TTkZjdQXyANUhaZSYQxlezdyOO6eW8lYRqbMnHcsKm77scNm9KBljyl4yFPgmNv6NJy3S3t84ZRsfme1stKh0li5waVEJTqsuX9dMtk/4vQQdGcg7P+3I3HQ5YyOsA8by0s8BB4jtpB8mJOzY8OEgA8d67AzBoYgeWFxSJylcHeW7WMTA19RmaQYAWSz5h3kOgZSH7PIAGd0puQwCMkcFQDhJ47SB6fGlYl756PlvFkFhLbzxwgGjt6lNnxHIddHpsKtLN757TrXKj58Wjf7MIHyc3bJnoy0uhHZ88MusRO30HyZuPqpRmLE8r1Znc6FTF/Hw6iSzdIrt84bji80eA44E3XzHbMHdGYSUWpRSXHcUisW33r8aSDNGAXO41SXcaxC/aZWgzGsKGohNrt7SftGZnFtVXTjMygwAoknzEtkCSjVCseFobC1lhfuMVCAnVWqNf5Ia87SF4+n5lBA2AMiR2ExXc7l/doS7x9OtFXGVtY5PGWGzZAdPheTsdCeOuu+aF47/fKdCrSkx17vzp7NBJthb4m9dXPk3jRQSKEeH4YYoc282TWQRqPhzoKxFEgLPKmcrFXbZ90XBCaWX6bhcV6YtLgUwcJAA6dZWYNjODxzNlcK+ttULRnZD5w56144M5bqRmZQYEVSD5jpuGvNhRD2Ki+MPELfQFglpFCKyLc0L7YetG2penju4XWQdI2AlGKzfcgmU5FMNmDzO6mPnaPNGZSUfz7a+dsuympqIjbXrbR0JULMq/ZMdlVF0ngOdzUp9BZGu2fc62DVDd0kHovkKqSAmXAMia7AmlDejTMGfRct3HMYORy1VwKr77MucOk2dxWPCxQ77ENWe1ZpjboArqdM9mKK3dEBsNvapKC758Y/OxRe0ZmKZ9FKZ9FkpKRGRRYgeQztC4LIU33tpjPG20z9JtVsw6SVzNIXrVtvXTEoxV/WtHUXtgKPGcodAdBt12kqWTYNhTSK66cS+FN15iHvU6lInj7zZt9D0f2mqlkBFfNuZfJXTs/NlCJbXuBJPAcQgJn6AZ40UEq+bD5La7PPJl1d+fS5uYNQYbjOLzl+g141fYJbMzE8Porp7H3ujlXZhRmxWMiIppGKfTqZOd1hp1bmOU3I0gcPLLi+2dmFGAFks/Q5Ac1WQUhxkJkeAokYweJ9mHstSDRFluv2raKSjyRewD04q/VQWqTQCUioi9OWFdv6K5AunHzYPOFrp1P4+03b8L8+MVNVyTE41XbJ/DOV2wOrGOdHa/dOelKKhcSOLxyuzc5Uk7RH9BERMGw0fWig+RlZ9cpxZqMiMgjItIPL0bF3puGwHO4ZecUfuXmzbhpS8b1/WkiEaa+dxNhEXVZhazQ7o3dv09qkuJ7yOXhhcLAu5wMRjecyVbw0/P+FPTtGZnJ9ESrk6TPyAwKrEDyGdrCoRUbwyqx019HPCSi2lBAdPbFikp6OmHWNk5etm290rLTTkTrkgoO6Ng8pHx6zcbjYdcyoVhYwFVdFla9sCEdwztesQV3vu4yvOuWbfjt1+3ALTunbAfGg0wqGnIla3rZ1szADVr0BzTREG+Q2DU8MGnwo4NUqsmm3SOe43qSqI46HMdhOhkxfD2uWX3T5NY9vE/8nD/SqDYUHGdmDYwhpyYp+Ppzi57Go7jh0JNPtA6v73n4cdzz8OOtw+32jMygMBw77ksYWkdDc+wZXomdsYOkEIKGohpOZKuS0vVQuZlcoxcqDbnnsFLAOIsBNF/LSIjvOJGND9jBrp1r59NYyNccP/6GTWlfi5JERETCuO8aWW7anMGRpZLta5SJh/DKbYPtHgHNTkM0JFzsjLb9WcOTDpIPG+BSXTa9n47HQyNdnHvBdCqCc7lqx9fi6wd6FUkxBMr20kHyy8FOz/MLBVw+G9yYAcZoo6oEX312wZfQbQ0t6mXXnr1Ijk+g0lDwmx/6BF763jcNMTBBgK0CPkMrkKpmbmhDUiBFQ0KHA5lWyNFkdr0YNWgbJy/btl7pcmkdpJqstPJiNMxsdQfBFXNJx8VpSOBw04DldZc6PM/h567fYDgIaUfgOey9bgNEnzbsHUYNomAwJ/FiBsmPAXyrAmmK0h1hdDKdMv6OtPdxzePIh2HoIAHAqdWKZxJtBsNLCCH4xvOLOLVa8ftScMtbfw3HSgL+9jsn8dcHT+AzPy3gxMxuvLBYMKiMhh1WIPkMNU9Hokvs/OxG6Im3Z6S0LIApcsEuF5SGrLY2X162bb1abOkdJBWRUOdHyk/3tYgoOM7MuX7TuOVGndEf0rEQ3nbjvOF9AzSlXm++dg5zPjqqtb8nIiHesEGUVUKdOXFDPzrFVigqQaWhmEqWvQhaHnVoEkTN6ZBu2BP8AklRCY4sMZkdY7ioywoee2YBhxeKfl8KJEXFV55ZwL++dAFj0RBef8U09lw+BVHg8fXnlvDPL14IVPDycLQkLmFoHRbTGaQhsjqOhQQU1j32L1oAe2fU0C6raG/bajNHd93/CA49+YTrtq1nBRKtg0RxHvT7NbtpyzieOZuHanFyExZ53LyVdY/8YkM6hne+Ygv+6fmllmwpHQvhjVfPYOtkwtdr01t912UVhJAOGWlDUXvqcA26g6TdW8w6SGz+yJ4MxVkyblkgBV9iBwBHlou4flPa78tgMEAIwZHlEp48stLai/mJrKr4x6fPYSFXw89cMY1dm9KtdeKmzeN46tgqfnxqDQ1ZxS+/fJPPV+uM4dlxX6KYSeyiIR58m4yN44wFk5/Ewhc3RFqBRHd2625h1Cey6wuhVGayK01rVfJmsaW9bnVZNWwc/O7KjMfDuGpDCs+fL5g+5uVbM0NjAHKpMpEI41desRn5qgRZUTGRCPvifqin/Z4TFXkoKoGsEoSEi9dWl1T04sReHrCLnWYKkTDpyNM2/4xOoiGhmXvUdp8Oizw4ji5j7sXm287l8OCB/R2HZ8W11a4Oz5xwdq2KmqS01jwGw0vO56p47nwBi4Ua6pICkecQj4gYi4pIRkIICRwUQlCoSjiTrfpicAMYP3OFtRX8wz98DuWdP4s3XztriLHgOA67d04hLPD47vFVfPp7p/Bfbr3Gj0t3BdsV+YisqJAU48l+RTKGxMbDQkfB5DcdG6d1eZDVPJVbKn364HvXQaKbNER1UimzTdgguWXHJI4ul6jzIhOJMOseDRHDZmseDQmGP9ckpcPEoFejBi/zyZygbSpoHSSe40Yud6tfZOJhVBoXjRo4rpn5Rj086kViZ/G9WkbeU489irvufwQA8NC9d2Dp1FEAxoO1XlFUglOrFVw5x8waGN4hKSq+dXiJKpNbq0g458M1mUH7zP3Ff/p15M6fwE3vFHDVG+80/d5XbMsgW2ngke+dwnv3XOarfNwJrEDyEdrMDtAsKvSzK37OstCIhdtnkC5unPR0qz3Xd5C8wjObb91/l0oI6rKKiKGw9f91S0VD2HP5FL51eLnj6yLPYe91c74ZADCGn/YCSZuTqssq2reHvRg11GXFE6MHN2gdK1qBlI6JpsHFjE4yibDBya4foeFVC4ndrj178dRjj7Yy8gCglM+6zshzw4mVMiuQGJ7RkFV86d/O4nzOueOsn+g/cwRAOZ9FbGYr9v3ibZbfy3EcfvaqGdy4JTP0xRHATBp8xax4qDboHaRhov36eJ5DWOCpBV+3BVK/OkheudgZ82Caf4+KepOG4Xjdbtg03hE0GhZ53LprHrMjHIjJ6J32jqjZQUgvGTd+pL2X6jJ4E8lyxoMIgEsFWrczFqKHhvdi0mAlwfQyI88pp1bLgXPjYgwvTzy3GJjiCDB+5sr5LPh4Gu+7/1NIZ6Zsv18UeFwZELt8/4+3L2HMFo2KJGNjONbxtWHoRLSj3/hHKQ5XQPfymWHuIDVk1ZDs3p4VoxEW+aHKU3ntzilcPpPEarmBLRNxNnfEsCVGldh1Hg70IrHr1+fc8mfWZSQiInXGa9gkjsPMWMx4/4iGBayW6oav91IguV1D+l26VBoKVkoNqtU5g+GGp8/kcGw5+M6IIZ5DOjZ6h0vDs3u7BKHJDlSVoCaphgJkGGZZ2tEPqdJCJAFvXOy8pC4rPdtM0h3s1jtIlA3lMDEzFsXVG8ZYccRwRIfETtQkdt6FxfarU2yFVQYSK5CcMxY16SDRJHZdvkckRbWUYLZn5CXSExAT4yjns/jz3/1VrK4sm35fr5xZ8z9vhhFsijUJTx1d8fsyXNP+mRMT4xDiadRLua5yKYcdViD5iFVBMfQSO0MHSaAWfN1KaPrlbEVI70PhVLc+WesgXfxIDZPrIIPRDTFqgeRdWKwfHSSrAokZNDjHTGJXk1RDrEBdUruSpdk52LUy8rbsxLW/8zA2vuejSM5tQ2XpFD73uc+7/nlOOZNlBRKjN546ujLw+Usv0D5zExsvw9xvPYi3/4/Pdp1LOeywY2QfsSyQKAXIMKHf/EdFnurF3/UMkosOkqIS8Bwc2yJbhUQ6wcqMQpvTADqt0BmMINJ+3wmtF0j6Rb2XGaRBZ9wQQlCuy9hmki/FOkjOiYcFiDzXITfW1q26pHasYZqJjdt1rGITy6C51E1e9zp840QNr9+1GZe99lEc+McvYGXLG3AmW8Hmibirn+mEhXzNkAfGYDhlpVTHC4v+B7t2w+59t4MQgtPpG1APpfDyK7fh6i5zKYcdtoPzEXpukFkHabhqWb2ddTQ37Xm/AAAgAElEQVQkULMuJIW4PiUhhDieFfrpuTw+9q/H8L8+8lc4v7jY+npxbRUHD+ynfk+vg+G0DaFm2hDp6CAN12vGYLglGmpm2wBNC+ywwBs6SL1J7AbbQWqsRyvQOkgcB4xF2WfWKRzHYUxXUGrrFt3Jzv1r7URJsHvf7XixwCMRFnDdxjRSmUm84473IhkR8YOTWdc/0wnVhoJsudGX52aMPj84kUWQfT627bkNK0oML9+agcBzXedSDjusQPIRqw6S/qRt2CR2UVFA++FZNCSYyijcStqqkgLFwZzQWqWBf35xGdKzX8O5r34UH/1AUwOraWS/+OB91CLJ7lTSDqvCNtLRQRqu14zBcAvHcR3v6bDIezuDNOAMJG3DTZvpTIRFZnnvEn0nXjs4ozvZuX+fODnMqjYUnM5WcPWGsZZFuyjwuGFTGoe/9TmcObfQeqzVwZlbFvLBcR5jDA/5ioQjS8E2Zvi3MznEQgKu3TBm/+AAw1YDH6F1XC4O+xs7NMMEz3MIt1laR0I8CMwDVN3gdP7ox6fWwHMcfu0dv4L0/HZUl0/hz//Dz+OBO29t6tJNsjB6dbKjmjTIKsIC35GhwmaQGKNApP1zLvJGiV0vIaBtJg0HD+zvGPL1cjOrYRUSm2LdI9fof4/aoZBXHSQnEsxjKyUQAlw+m+z4evEnjyP7zY/jb/7otxwdnLmFFUiMbnj6bM4woxck8lUJJ1bKuH5jeuQPlEb7v27IcSexG77Ndse8TcsCmNIVc1mQOFkUZUXFkaUSLp9NYnZ2Fnd/+BHw8TQqhTXbLIxeJXa0160uKR3yOmA4XzMGwy3t7+tmB0ln0qD00EFa/yxq6eyaE5LXm1kNqwJJLxdj2KMvKi0ldl3Mqjk5zDq9WkEyImI62Wm7/Yo3/DxiM1tRWDiBB+681fbgzC2LBVYgMdwhKSqeO5/3+zJ64tDZHHgOuH5T2u9L6TusQPIRs2F/kec6KvNhy9PR6LAAXt9E0exc3XZsnHSQTmcraChqK3AsLAgQHA7M9l4g0TtINOtzBiPotEvs6B2kXgqkZsGya8/elhNSPzazGlqBRDNpYR0k9xg6SBYFUjf3Xbu1gxCCs2tVbJ6IGQwTUplJ/Pwffgx8PN2XENlsqQGph8MBxqXHi4vFnu6XftOQVTx3voCdM0lTJ9BRYvh23ZcQZjNIQdlot8sAtW4STW7jdgbJSQfpdLYCkeewMRNrnTZL5Rz4eBrxsQxK+aypL3+vcw9mnb+oqJdFso8XI/hEbTpI3c4gNeSmYQJgTGf3ejOrUa7JiJgcONFyfRjWJHVFpSjwCAmcZzNIZZu1YLXcQFVSsClDd6ozcyv0ApUQXCgaQ3EZDDOeP1/w+xJ64oXFAhqyihs3j/t9KQOB7eB8hD6voxo21sM6y0ILRfXi5LDkIDzydLaCjZkYRJ5v+fJPb96B+Xd/FD//p49a+vJXe7QWNuv8BaWwZTDc0NlBEgwdpIbcXcZNr53cbig3zDOQ9Jt9hj0pyu8yGhJMwrTdv95275GldZnbhnTU8G/FtVV8+oPvgVrJQ0yMt4pvLwMtWYHEcEqu0sC5XNXvy+iJ584XMJUMY27M+HkbRViB5BOySUI4baM9rHk6sY4CaT1EknJK6DbrxE5iV5MUrFUkbByPAWjavN529wdx94c/jfTEFNbUGO66/xHcdvcHqdaTvZo0mJlr6GeQWIHEGAX0Jg11WekoiFRCuppDau8OtKezJ9MThs2sVwYOpbpsmoFG2+wzrInTCiTRJDS8G5tvm7XjQrGOkMBhnDI/ph2cpTZsw4Z3P4jf/9gBzwMtl1mBxHDI8wvB7h6tlOpYLtZx7Xz6ksn/YiuCT9BmdYDm5n9KN2w6rB2kCEViZ2Vd7pSyTQdJG45tP8XQCqH58QbO52pIXb/B1Je/1wJJf6pJCEFdVjpMKwAYJHcMRhBpL5DCIg+VNMOZReHiIlmX1Y5OkxPaP4faZnZ2607cdf8jAICH7r0DS6eO4osf/a849H++hqcee9TwbwBc5W+U6jImExHqv7EOknvioWbcQ3sDMRLiPTHrkRXVdl5juVjHdDJC3bDpQ2QLXBx3eRxoyTpIDKe8GNBgWI3nzxfAc2jNfV8KsBXBJ2gLyMED+1EKXY1NmU0Amqekh558Ajfe/f5BX54j2jskPN8MkaSdHLotSOwkdkvr9qozY8aNztxYFC8tlVC2OCluyCpkRe3aolIvjZQUApV0/j5CAjfyFpiMS4NIqNOkAWh+Btrf33VJBVyqLto3zNqGddeeva2ZI20zu2vPXiyeOtIycACAUj7r2sBBVQkqdYUqsRN5bmgPooYZfv331n6Pj4oCshVjiKrrgzKbdUMlBCulOq7dYO6mtXvf7ZAUFf908hjOrlWxbeeUp4GW2XIdhJBL5kSd0R2L+RpyFcnvy+gaRSV4YbGI7VOJSyrfke3gfEJfIGk2t6ce+QOgmu+wuf3KZz7pz0XaEKGYEtDkZ24LJDtJ3nKxjkw8RD2xnk41i6aVkvXJXrdGDYpKDNJI7bXsMK1gmy3GiKA3aQBgdLLrwsJZL5/ave/2DkMGLZ3dKwOHckMGgUlIbERkm9wu0cvsoiYdJLczSHYdp1xFgqQQTFMOytoJCTzmxqI4u1Zx9fOdICkk0BtfxmB4cSnY3aOTq2VUJQXXzI92MKweViD5hH6x2LVnL2a27IC0ehrf/NBvdNjc/vy+X/TpKq3RFyjRkGAirXA+g1STlJazlRkrpboh80JDkyfaSR+6HRCnW3w3v9b++2AFEmNU0Js0AMYuajdOdoM2adBmG2lSOiav656E7kQ5EhJQl4zGHa4Dwx3MHwHATMq6QAKATZk4lgv1rgp5O1bLTGbHMIcQgiMBL5AOLxQQDwvYNtE/V8hhhBVIPqGXoqUyk/j1+/4GfDyNerEz7HR+w5xPV2mN3m2vWSAZN0qSQhwvTHbzRw1ZRaEmY9KkQIqGBKSiIi7YdZC8LJDW/5tZB4kxiuhNGgBjx6ibbA+nn0E7AwenWIXEXgqZHv0iHtZ1kEQeCiGQ1c4CSVKIq9wguwJ6uViDwHPIxMO2z7UxEwMBsJDzPtz1QtEoJ2QwNBYLNRRrvTnn+oFmjNOQVZxcrWBLTMJ3Hn/U78saKL4WSBzH7eU47kWO445yHPeHlH/nOI77y/V/f4bjuJf5cZ39wCxslMawauONHSS6tAJwflpsN3+kndZNJc0XxYlE2Fb24NZZT4Omo6+3JHZGVz8GI+iExcFI7MxoN3C45+HHcc/Dj3flRmZVIJnNKzLs0UsWtftgr4Y99mtBAxPxMATeXho5NxYFB2Ch4H2BtEaZt2IwNI4slfy+BNdoIx8P3XsHDh8/g0ZxDT966PfxxQfv68o9NKj4tipwHCcA+CiANwE4C+CHHMcdIIQ83/awnwNw+fr/XgXgY+v/H3j0nZbi2io+83+/F2olj/hYBjzHtU5Jf+nb3wImt/h0peYYbK1FgTqDBDRPi8fpWX4d2C6KpeZiZNZBAoBMPIzzubzl8Gz3EjuKNfv6ZrHdxU7vaMdgBBV6B0k/h9c/iZ2VgYNbBzueox84JSlzSQxn6DtI2rpQk1SkdMYdtYbiOJDX7hArV5EcyeuAZmE/mQxjMe99gbRaZgUSw5yjy8ErkHbt2YunHnsUS6eO4tE//BWoKoFSybs2xgk6fh5zvxLAUULIcUJIA8BnALxN95i3AXiENPkegHGO4zYM+kL7gf4k7dCTTyB77jhCk1vwvr/8Uscp6RMH/tGnq7TGYGttoj0H7KVzGiWbVnSuKkHgOKQsZgbG4yFICrGU8HgrsTOaNOiLRwYjqPSrg+TmM2hm4OAGzdmSdmii3+QznKMvOKOtObXeDHus8vAUlaBQkxzJ6zTm0lEsFmpdhRpbkSs3PH9OxmiwXKghXw2eiYdmjJNIT0Aq5aBU8l0Z4wQdP1eFjQDOtP39LIzdIdpjNgJY0D8Zx3F3ArgTALZsGb5uix59gbR73+04k61gYeJGTE7PIBoSWqekv3P33T5dpTVhkQfPcVDXF4doiAdB83RZP4NjZ9mqYddBylUaGIuJ4C0cp7RFc63SMJXOeFkg1SUVAt9p681mkBijQljgW1k3YcGbDpKiEtdD+71Sqsums0ZsBql74mEziV1vkQ9Wh2qFmgRCmodhTtkwFsNPzxWQLTcsFQhukVWCfFXCuItijXFpcPRC8LpH7aiXeOHv5zE3bYerfzWcPKb5RUIeJoTcTAi5eXp6uueL6ze0zcHWPb8IMTHekrGkMpP4mV/49Y4T3GEjQjEmoP23Oe4g2RVIDhYibdG0mkPycgapJiuGmSO9BTqDEVQ4jkNovTDiOA4RkTeaNLjsIHX7+euFUs28QNJv8hnO0eeiXJTY9TaDZHWops39uCmQ5tJNvd9iH+aQskxmx6BwLIDyOuCiMU61sAYhnkaiS2OcoOPnLu4sgM1tf98E4HwXjwkkZm5o0ZDQIQEZ9mH/qGiUldHMJrwokAghyFckjMesF8VURITAc5bDs912kGhzEzVJMcgNaRlNDEZQiehkdgaJncsOUrefv24hhKBkER7NTBq6R98tj5pYwQPuZj8rFmuBdvjlpmvTzM7j+zKHtMaykBg61soNrJSCWThrxjjhqS14wx89gnu7NMYJOn6uCj8EcDnHcdsBnAPwTgC/pnvMAQB3cxz3GTTld3lCiEFeF0TMZllo1tnDTCQkAGguDjGrDpLDE2MrO8xyXYGsEttTQ47jMB4PWS5a3Zo0UDtIklFSyDpIjFEiIvIotv3ZmIPktoM02AKpIauQVULtIIk8N/T32WFG3337/lceBeGvRE3KAGieRmuGGk47hzVJMdiEt5OrSIiKvCuHV47jMJeO9sXJLl8N5kaY0T+OBVhet3vf7Vgp1nE8dT2u3bEZqUyiK2OcoONbgUQIkTmOuxvA1wEIAD5BCHmO47jfXv/3jwP4KoC3ADgKoALgt/y6Xq+pNiina5Jieho3rLQXAtq10iV29hsiSVEtC5fc+iKUtukgAUAmFrYM8Ks0FEuXOzPMgmL1XS224WKMEnqjBn0Hye0MktOOsldYWXzHWfeoJ0ICj5DAQVIIDh7Yjy999L8iPLUF+d//KxTXODx07x1YOnUUAHDZe+509Jx2749cpdHVzM/cWBTfP5FFXVY87fKvlVkHidFJEN3r2ond+BbEV8rYlGnaD3djjBN0fF0ZCCFfRbMIav/ax9v+TAC8f9DX1W9qkkIdfqtJClI6C9Rhd0NrX2S0a6XJbZxsiOzC1DRZhRPnovF4CMdXSlBVAp6Sk6ESgpqkGvTzdtAKuLqkIpJiHSTG6NLxORcFg9uk2w6Sm1kUL7DMQGLzRz0TC4uQqlKHPfC//tm78D2BRymfbdkDO+0cOplF3Tgec32dG9bnkJYKdWyZcJA74RCWhcRop1SX+zLrNihkVcXxlTJ2Ticd5YyNKmwX5wNmev2mVEs/7D/ci3fYYQepKimQbVLUizXrU7hcpWnxnbSw+NYYj4egEqBosdA6lf21U6XlIFGkkcNe2DIYbgjrspD0BZGkENvPdzu+dZAo9w63hyQMI5rUTbMHFhPjkEo5lPLZDnvgbgukgwf2t4bDZUVFbnUFF75/wPV1zo2tGzV4PIdUqsuu3v+M0ebYcglBNoA7k62iIavYOZP0+1J8he3ifMDs9LQmKcZMiSHfaLd3SnieQ1jgqSYNhNifCtp2kKr2Ft8aWifOquiqOJD9tUMIMWwMZaU52xAJmDSSwXBDWLCW2AF0cxYzup0B7BZN4kvrFiVYBlLPxMKd65TZHbrq8FCqXZJ98MB+fPHB+1oOWouLS1j6+z/CTz7zP3HwwH5X1xkJCcjEQ56f7hOCQObdMPrDkYDL644ulxAWeWyecN+lHSWGe/c9otAKJG2jbZhBGvJZFr2ULBriTfNN7Aqggk0HKV+VHM0fAcDY+kmxpemDyw5SVVIMp0LasHpUN6NBk/UxGEGlvSMaEXnUFWMgtJuix2kumleU6jKiIb4jq0yDWXz3jnawp9kDS+UchHgaSZ09sKQ4y78q1S+uBbv27G05aD1w56342O/9IqTV05jcdBl27dnr+lrnxqJYzPchMJYVSAw074Pn1qp+X0bXKCrBsQslXDaVgMhf2iXCpf1f7xO0jYRWNAWtQNJnNEVDQvcFUtW+wzTmsEDSZg2sii63WSw0eUiN8rqx+SPGqBHSdZAIgcFlzE3w66BzkKxCYplJQ+9oHXTNHjg1tw1b/sPHcA/FHtiJzK7U1kHSZHtasVUtrIGPp/Fb/+1vkcpMur7WuXQUVUmxXY/cwjpIDKDpXhfkgNWzaxXUZRWXX+LyOsBnk4ZLlapkvDFrLlBBCxzVz0hFQkYLYA07iV3BYoGpywrqsoqUg/kjABAFHvGwYGsb7gZ6BpL2urECiTG6dMwgCes5N5LaUTi5KZDcfvZ6xSoDiXWQekeTFGsuV8qWV+LpVSC+Pn/Ubg9crsuYSFgb7TiZUes2u6o1h1SoOT5wc0KeZSExABxZLto/aIg5ulxCSOA8NTEJKmwn5wM0i29tc2GcQRruxVtvRhAVrTpI9hI6MzTXrFTE+YKWioqWBZLbU2xqBtL6TJJeYsdgjBLtM0gtt0rdPJ5Tq29FdSaz8pJSzbyD5CZLh0Gn3ehi977bMT45DaD5HtHbAzuRNrevFZpsTzN8CCfHoVby+PgfvKtl3OCGyWQEAs95btTAOkiMakPBmWxw5HXt5icAkM+u4Edf+wy2TyWocuRLDfYb8AHaRttMYjfs3YiwQJPY0TdKVguIpKiWHaaCViA57CA1HxuyLMrcnmI7l9ixDRdjtNDnIAFAQ+fa5dS6283sn6SoPTveyYqKqqSY3jtYB6l3zFw86ZEP1u8TRSUd91pNtje7dSfuefhx3PB7f43YzNYO2Z4bBJ7DTCriuVEDK5AYR5dLUCwCjocJvflJcW0Vf/WB38DSEw+hduhrfl/eUMAkdj5A7UQEtEAydJBCPGoyPYTVagGxW1y0Qmcs6ryDNBYVcXKlbBoI634Gyfh4bQOgH2JnMEaJjg6SqHWQ9GGxzgokp+6RS4Uavvz0eVQlBa/YlsEtO6YcXm0nWhfZ7N4RZy52PaN37dTWsRolH8uu4C3V5A4zHK37tGvPXqQyk6iLBbzy7o9gcvknXQdXzqWjeOZsHopKPMt5KVSlrsLHGaPDi0vBkde1Z5Y9cOetAIBSPovQ1Ba8fu9bfb664YDt5HygZjnLYuzIDDP6bklUFECI8XQZaG5UVJPTlZyNfrtYk8FzQDzi/PeRioYgq8T0ZNutkxZ1BklWwHFGG2QGY5To6CCtv9f1Vt9edpBUQvBPh5fA88C2yTh+eHINJ1fLLq74IgWLwxWe44Y+SiEI6LOkLmbiuQ8Npxnr7N53O1KZSaiEoFSXMTU13XVxBDTnkBSVYKVU7/o59MgqGbg7I2N4KNVlnF2r+H0ZjtGbn5TyWQjxNF5990eQWZfIXuqwlcEHzCR2IYEz2CoOezfCaPNtvjAqKjGdCbJLIi+uu1A5yUDSSNlYfVcbiqt2OF1ipyIqCh2nhkxixxg1Qh0dpHWThi47SE4kc6dWK1gpNbBn5zRuvWEeY1ER3z222pU1s/b5T8WMnaJoiGcn/h6g7yBdlNgZ3xNW4d2ATTRDXYZK3CkJaPQrMNbKaIgx2ry4WAh0OCwAEACXTSX8voyhYbh33yOKmcRO3y0SeW7oB+WMM0jNv5ttlsykdKslmwKpKrXCX51iVyAB9s567bS/btpwY01SEAnxKK6ttkILWQeJMWrQZpD0Jg1Oc5CcfOYOLxQQDfHYOZOEwHN42dYMlot1XCi6P/Ev1CRwHJCkSOnY/JE3GKXWmsSOriSwwmpu1KrYdUMqKiIeFtgcEsMznj9f8PsSXGFmfvK1+9/XlfnJKMJ2cgNGNXFwqklK4BzsAIDnuU4L4FYHib5Zypp0ipx0kNwYNAAXTxmtspDcDIBrj+0YbsytQqgV8NC9d+CLD96Hgwf2D33Xj8FwS/tBSEjgwHHdS+zsZpAUleDkarlVHAHAVbMpCDyH5xfcb0IKNRmpiEgNb46x+SNPiIh8R3dfuwfS1oFyXbbsBBYsCijtXp7qMbuK47hmYKzHBRLrIF2aLOZrWLE55B022s1PPvDwY9j2Hz+GxOxWLJ8+1pX5ySjCVocBU5EUahu2JqlGg4aAaOPDAt/aLEVNBrg1VignwIQQZMvmNxdVberO3RZIEZGHyHMti3AabgokTWLXPty4+r/eAw6AVM5hdutO7NqzNzCvG4PhlPZDEI7jEBGMeWdOAkAB+xmkxXwNkkKwdeKi1CMSErB1Io7jK2X8zBXuBuGPfPvzmLzhZ1p/L66ttnJ5WAfJGziOQyTEt7qIPNc8OKMVSMr6rI6Z7bpVF6bVQepRYgcAs+kojq+UqeqNbrEq7hijy0/P5f2+BNe0m58UuTjqYgq3/cnDKL/wVE/zfaME28kNGDPntKqkBC4kVqN98xS16SCtlo0FUq4iGU6j2yk3mq5GbhdFjuOQiIiWGzKnEruGrLausX24US7nIJVzSK4HIqYykwbZIYMRdASeg9jWgYmEBEOB1JBVyBRzFj12n7nTaxVwADZnYh1f3z6VQLEmY9XiMEXPwQP7ceKxv8ILf/2BlpVte7eXZSB5h2EeVTQPDbeS0VkVSOW6jLDIeyJj1uaQljzsIrEO0qVHXVYC5V7XjmZ+cnS5BIHjcM1lm1lx1AbbyQ0YM50+7RQrCBI7ADqJnSatoC+MtM3NUtF6gWqdGnYhq0hGRMvcDadZSG4swSMBed0YDDeEdHNItEONigOZnV3XdjFfw2QybPgcbZtsdpROrjh3s7t+95sRmtyC0tJJPHDnrXjgzltbspJde/Ya3NcY3WNwNA1ZhYbT3wNNIx+LwPC6TJ0l64bZsQgAYMFDowa7MHTG6HF4oWh5wDvsEEJwZLmELZNxZjClgxVIA4YmQ1EJQV02SuyC0oloPzkUeR4hgaPmXwDN3KA1XZG0VLAevNZOnBNdFEiJiGB5Yl2qO1vQ2p+jfbiRj6cRSY2jlM+2AteC8roxGG7oyEISeINJA2Bv1KDqQkD1EEKwVKi1TvfbSUZFTKciOOHG7juWxuyv/ndEU5mWlW17t5d1kLyDFlHhNjS8mSVk/jPKdQWJqDevWUQUMJkIezqHVKxZz1cxRgtCCJ4+veb3ZfTEUqGOUl3Gzumk35cydLCd3IChbQ60sFH9Yh2UWRa93CEimp8cAsC5XLXj74v5qskjm2gnzkmXM0hAs6iyGgq2c1TSoCW7z2zZgfl3fxT77vt7zG7d2Up2D8rrxmC4Qd8ppsmn7OaQSg3ZcgOcq0qoyypmKQUSAGyfTGAhX6PaR9PQJE9mI0usg+Qdxkw83vSgTH9IppGzkaiVG951kABgdiyKpXzNs6KGZSFdWhy7UMaaTYbjsPPSchE8B+yYZvbeethObsBQw0bXF3vjDFIwFm+a1Xfd5OQQ6CyQapKCxbx9B0nguZYBhBuSYRGySqjBtYDzAqldFrR73+247e4P4tfv+xsIiXFkJqdw1/2P4La7P4jd+25nHSTGSKIPQ6ZK7GykqFaGKQBaNt4z6/InPZsnYiDEeMhixtLyEpb+/o9QLawhmZ5ohSJq3V7WQfIOw/oVEkzXAbNCKEuZUdUghKBcl7tSEpgxPx5FTVYtTYLcwmR2lw4/PJn1+xJ6ghCCI0slbJ1MsNEACmwnN2DMQmIB48xREE0aAGvtOdCcIVDXA1pPrVag2pzeldZDYrsJdNQWU7NZIzvL2YuP6/z+3ftuh5AYB9AMSUxlJlvDjUF53RgMN4TEzjBk2ubXTmJnZ9CwWmqA44CJeJj673PpKASew5k1ZwXSc099A9Lqacxu2Yl7Hn4c9zz8eEe3NyhznkHAOIPU7CDR7q95k1N3qzy8qqRAJd1Jrc3YlIkDcF5wO8HpoRsj2By/UPI8aHjQLORrKNVlXDHD5HU0mM33gKGdsNZMC6RgLN5GaYVgmncENGU4x1dK2DmTwtNn7PW75bqCRJdSmESk+X2luoyJhHHTJasEVUlB3Ea2QZtV0vT17a9bWOS7KuQYjGEnpO8gKSoI6bTctiuA7DaPK6U6xmMh04Bskecxn47i7FrF0TVP3PxWbC418N47fg2pzCQA4K77H2E2333AMIMkCiAEaCiqYY0o1WU0ZNVwuGbVydEOqczswbthLCoiGRFxbq2KGzaNe/KcrIM0+hBC8J1jwQ9TPbJcgsBz2M7kdVRYgTRgaJ2M2ojNIEVD9PyLdr51eBknVio4n7M/gSnVZcym6JIbOy52kMw3ZsWabFsg0TZ22hxE++vE5HWMUaW9QNK6pPrNr50rpN3mcbXcwIzNZ31TJo7vHl9FtaHYzhBlKw1c8YZfbhVHADq6vUxi5x36Iki7L9YlY4EENIvh+fFOK3erg7WLZj3evWYcx2F+PIpza1VDsd8thWqwO0g1ScFPTq/h2HIJlYaC2bEobtkxiRmTucBLkcMLxZYcOKg03euK2Mbc60xhu7kBY91BCmYOkv46Ne25lXSt0lAchau1dOddGDQAQCLspECyP/GjFUi1VjjuxZtLUIpaBsMtHSYN4sXNbzt2Ft5WHSZZUZGvStRObzub1vORzuasu0iKSlCoSsgk6PlpkRAPnmfdXq+gudgBMDVq0G8w18oNy9nVcg9uplZsHI+h3FAs85fcUAhwB+nochGf/M5JfP94FiulBioNBSdWyvjsD8/g2IWS35c3FDRkFU8dXfH7MnrmfK6Gcl3B5TMpvy9laGG7uQHS3OzTZ5B4zth9CEpVT+sgKYRAUnp3BmrIKmSVdO1cFBZ5hAXe8mQ77+DEj7bx0wrb9gKRdZAYo4repAGAwcmuF4mdtkEdj1sHQs+ORdVPrIcAACAASURBVBESOJy1mUPKVyWoBMiYzDOx7pG30KTWgHkmnr5AsrPbbnWQPHSxAy7OIdm9n5wSxBkkQggOHlnBY4cWqHOEskrwtWcXsFIKdtfEC757fNVxwPwwc2S52JTXTTF5nRlsNzdAmkOmxqKhJimIiIKhvR+UDpLRxc765NANvWQgaSQiAkoW7lp2J36VhgxZNb5udampoW8/hfYi4Z3BGEY6JXbNz7jeyc6ug1SwOKVvFUgx6w6SwHOYH4/hbNZ6Q7u2LtfKmHSkWIHkLYa4h5bEjr4O6APC7Qbey3UZsZAAweOuXyYeQjIi4nTW2VybHUErkBSV4KvPLto6skkKwTeeW7qkc56WCjU8fTrn92X0jLoeDrt9MsH2LBaw38wAMetiVCW6lj4oci1DB2l982Qll3CKViD1MpirZSGZYbVpA8ytiWuyYrAeZzcbxqgSEtpd7LQOUuc9TVaJ6fxhQ1Ytc5I06+e0TQcJaMrsspWG5eday9rJmDwfy0DyFv2BnnZQRnNuBZodpHbJuV2BUm4onho0aHAchy0TcZzO2juqOqEmKZBMYiWGjYas4h//7RxeWio6evxSoYbnzhf6fFXDiaoSfPP5JU/eI35zJltBpaHgilnmXmeF6W6O47hPr///7w3uckYbs4yQmqQa9NtAcORa+qLghW9/Dko519ooFddWcfDA/q6eu9RDSKxGMiJatsTtCiQzbXpNUgzOg0F5zRgMt+hd7ACjxA4wP0G369TmKhIiIu+os+NEFrVWkZAIC6ZSZWbx7S36A72oxXsEAAhpxjwAwGqpbptF1MxA6s9rtmUijrqsYrngjYQsCF2kuqzgS/921nXn7Psnsq2YjkuJH57MBt6YQePwYhERkWfudTZY7eZeznHcVgDv5jguw3HcRPv/BnWBo4RZB6kmKYZNgchzpla3w0Z7gXTwwH58+xN/hqW//yNkVy6guLaKh+69A1988L6uiiTtd9atzTdwsYNkJg2wG841L5BUozU723QxRhSaSQMtLNasEHJyEGE3f6Qxk4wgLPCWdt/ZcsN0/ghgEjuv0ReiosBD5DlLR9Onz+RACMEzZ+0Ne0oeh8S2s2WiWXCfypY9eb5ht/quywq+9JNzjlxk9RSqEl5adtZxGhWy5QZ+cGI4Q2EPHtiP4tpFy3G7A+mGrOLYcglXzKYg8sHYY/qF1d3m4wCeAHAZgB8DaBf+kvWvM1xg1sWoSgo2hDotNIMirwM6uya79uzFk1/ejwtnjuGz//kdEHkOpXwWs1t3Yteeva6fu1SXERX5norFZESESpoFDU1WIymkFUZLw7RAkhWM6TpbrIPEGFXClBkkWnfArBCyO4jIVRqYSzuzEuZ5DhszMdPAWFUlWCnVcf3GtOlzsA6Stwg8h5DAdZjzNEPDzeVmi/ka/uFHZ7BgM3+kqASVhtK3AikWFjCTiuDUagWv2j5p/w02DHMHSZPV2f3OrTh0Joer5sY8vKrh5luHl6hzyH5z8MB+fPHB+/DUY4/irvsfAQA8dO8dWDp1FABacQbtHFkuQlYJrt7A3OvsMN3NEUL+khByNYBPEEIuI4Rsb/sfK466gKaXJ4RQpVpBcbADOrXnqcwk3nf/p8DH06gV11DKZ5FMT+Cu+x/pyCJxSi8W3xpa98lKZrdmIe8wOxGvS6qhY8RmkBijSqjtvS3wHESeM8wgAeaFUK5iXiApKkGxJtsaNLSzKRNDvipRT+uzlQZklWBmzDxTiXWQvMfgZOcgE+98rga7sQ5Nnt6PGSSN7VMJLORrtkYjThjWAklVCb7y7PmuOkftnM/VLhlHu8MLBc8cDr1m1569mN26E0unjuKBO2/FA3feiqVTRy0PpF9YKGI8FsIcy7WyxXY3Rwh53yAu5FKgSLnxNhQVKjEu1kHaaHMc13G9godt21Jd7triW6MVFmvhZLdmEVCYp2zsLha2wcyuYjDc0m7SADTvUXSJHf1zZjVjUqhJILC3+G5ns8Uc0tK6ZfRsynwTEAuzz6rXGCMfBNsCyQktqXWfZpAAYOdMc2D9+IXeZXbDKrH7l5eWcXLFG7e+wwujb9YgKcOdeZTKTOKu+x9BMj2BUj5reyBdqEo4m6vi6g1jnoQijzpshRggNDc0TX4QDes7SMF6abTNkzZzpFbyCCfHWx/ch+69o0Mn65SyB7pz7dTR0vHK5HRbUQk1J6mhqCAwynSCVNgyGG4w5rTxriR2VocQWncpHXNeIE0lw4iKPHXIfCFfQ0TkLQsuJrHzHoOTnSi0ArV7QTvc6vWwTE/7/MZkIoyEUsaTX/67np93GHNynjufx6Ez9rNeTnlxsTjylt+HzuSGthvYDc+ey4MDcBWT1zmC7eYGCG2DroWyBbmDBFzcPB168gksnTqK6PRWvPL/+gTuefjxVgv40JNPuHpOdV133qusIr5+6mgVFmsmsVurNEyyq5qLvn5DwGaQGKOKIedGFKgFUq7SMGycGrLqyEnSTYHEcRy2TSVwcqVscNU6u1bFxvGY5Skpk9h5j8HJzoHEzgle5OHp0eY3tMO7Ui6LM3/3Bzj65b/Ev3zp0z0997BtqnOVBv7lxQuePmexJvc0xzTsSIqKH51a8/syLNEOpLXOkdWBtKISPHe+gO1TCYxFnd9nL2X6J+hldKCqhCrx0jIijFKtYC3eYVEAILWGAk+nb4AaTbdawIeefII6MGhFuSGDoHfducjziIZ4yw2amX2nmSyo3nrdgl3YMhhO0TsemUnsJIWsO9JdnCfKlhuWcybFugyB4xB36Va5YzqJFxaLOJurtpzIClUJ+aqEXZvMDRoA1kHqB8YZpKbEjhDSk6SnXJfBcd5mV+3asxdPPfZoa34DAEr5LEKTW5C8endPzz1sHaR/OrxM/az2ytHlEubHY54/7zDw03P51gH2sKIdSM9u3WkwadDvuY4ul1CVFFxvc19kXITt5gZEqSGDEKMl49rqBRR/8rjhNDNoErv2wmD3vtsxlplEbX2AO5WZdF0cAd7qzhNh67DYUl2m5lStlugFUquw1W0IQqyDxBhRQgKH9j1uU2JH30Cs6D432kyQGcWahGRUdL2J3jYZR1jk8XzbPMTRC6Xmv01ZZ3ywDpL30MJiVYIOZ7tuKNVlJMIieA/nJszmNy5/9wM4We7thL0hq550zrzgpaUizrjMOnLKsfXP2qhBCMGhMzm/L8OW3ftux213f7A1c6S9p2+7+4OGPdez5/JIx0LYun6QxLCH7eYGRKEqGVr6xbVVPPY/fhvZb34cT3/9sx2PD1ongia/6XWBaIXEeiCrSERES5MGgN5FMnPqac2OhYyn6gzGKMJxXMcBgNkMEmDsvNoVSFY2+1aIAo+r5lI4ulxCaT3r7MXFImZSEcsMpEiIB8+zIWWvMZo0NP/e61pQrit9NWho54rZJM7lqra29HbYBSMPAkUlOHikfyYDuYpkG/AbRE5nK6ZzycPG7n23dxgy0A6kV0p1nMtVcf3GNDNncAHbzQ2IQlWmWjLmz59AaGoLXvb6n+t4fOA6SAJNe95bS7/soe48ERYsZ5AAYImSor5oorGumUjsgva6MRhuaHeyM5tBAoCFfKez3LJNAn2pJiPZpZ3/TZvHQQjBU0dXcPRCCcvFOq6zyD8CjJ1fhjfQJHaAFwVSdwW0FWbzG0995HehlHM9u7TRTJkGzeGFQs+Fnh0nVkavi/TTc6Pl0PeT02sQeQ7XbLh0squ8gO3mBkShJlFb+uHkOLbd8ecYy0x1PD5onQiatEJRCWSl+yKpVJfBc3A9l0AjERFRaciWrjtn1zplCIWaZKolNyuQmEkDY5Rp7yCFRR6KSqBQAhTP5aqtz1q5LltmphDSDGpOdbkBHo+HcfO2CbywWMRXn13EZDKMa202Al7OsjAuYuggrRdMvTrZldcldl7SPr9xz8OPtwyFLpw5hsiZH+C58wXqe9spfhs1EELwo5PZvv+cU6v9ke/5RV1WcHyEpIOFmoQXF4u4bj7N7nsuYSYNA8LsZkkIvesQPJMGY4EENGd1Ul0WDaW6jHjY/VwCjUREhEqa0jizm8RCvgZVJS3pzfmceThcTVIRFngIbTKdkMAx2Q5jpNFL7IDmhiKu27zWJRVLhTrm0lGcWClbGjRUGgpUgq47SADw6u0TSEVFFKsybtoybvs5ZPNH/cF4UNa7xE5WVNRk1VMHOwAtGdKuPXtbEiXNUGj+NW/DY88s4PiFEi6f7c4S2W+jhuMr5YHIxM6tVSEp6sjM3x5bLkPuoTAeNn6y7sR309Zxn68keIzGOzoAFKoStaUvlXM49sl7DZaMQZNq6QukWFuB1C1eyioS60WR1aLVkFWcaesiHV02P0WqycaQ2KB1/RgMt4SpBRK9O/D0mRwIIXj2nHX2ihag3W0HCWjOR103n8Zrdkw6cqfTf3YZ3mB2UNZLgVRedxLzWmIHmM9vbJtKYCwq4ukeBvX97iA9c3YwJgOySiwPE4PGkeWi35fgGZWGjOfOF3DlXIpZe3cBWyUGRL4qUVv60emtqC6fMmQEBa1A0p8eaV2aXmwyux3c1nPwwH6g1tQUVxoyimurza9ReO5883E1SbGUDlQlhcnrGJccIfFiZ0bbDJvZB7+4WMQ//OiM6Ryfhjar0UsHyS3M4rs/GMKEWx2k3qTWgDdupk7hOQ67No3jfL5mGgFhR9FHk4ZCTRqo9O1MdjQKpIas4vQISQZ/cjoHWSW4eevEwH7mjVvGse/GecyPRwf2M/sFk9gNAEUlKNQkakt/82/8GcKnv29wHQmcxE63MMY96SAp2DrR21tUcw6c3rwfkbf9KVYuhPCZ//l+LJ06CgCG3/uRpRKOzhZx/ELZMjeiRiuQAvaaMRhu6ZTYNd/vZh0klRCcz9kHSWobyVRkcCecrEDqD/qgWJHnERK43jpIfQiJdcI182P47vFVPH0mhzddM+v6+/2U2L2wULSUtXrNmbXRKCpOZ0dHXleoSnj6TA5Xz6UwkTB39PSSV102gVt2NOfpN2fi+PT3TrVCwIMIO/IeAM1k+eaf21v6hBBI4RSu+ndvN3xP0ORaBoldjx2khqyioahIRHvbyGjOgRfOHMP5T7wfn//jd7a6eLv27DU8XiUEjx1aaHWSzKhJKpPYMS459CYNAEyzkJxSqssQeG6gsjc2g9QfIoLx9xoRhVYmXjd4GffghmhIwFUbUnhxqUjNyLOjVLM2BeonLy4O1oVtuVDv+T4wDJxcGY1CDwC+e7w5tvGaHZM2j/SGuXQUr95+8WeFRR6vu3zK4juGH7ajGwBmg5INWQUhdEeloG229ZLAiMiD45oD2N3g1aLY7hyoVvKoF9eQTE+0gtW6pSYphk1W0F4zBsMttBkkq06rE0q1ppR2kPkczM2pP+g7SECzGO1FYldeL6D9kJ3ftDkDRSVd2T7LKul6/euF1VLdENTcb1RCsOCgWzzsnFwt+30JnnAmW8ELi0XctHkcqQHNHr3uimmDOc7OmSTG48GdfWI7ugGQr9JvVpr8TL/RDglchztaENAXBxzHIRYSupbY+XVq6ARVJajLKmUGKVivGYPhlg6JXcjapMEpxbqM1ADnjwCWg9QvaHOYkRDfk8ROm0X1I+ByIhHG1sk4Dp3NdWX57YfMzspcqJ+cC7hRw1q54buxhhfIiopvv7CMdCyEV24fzOzR1sk4No7HDF/nOA5XBzh7iRVIA8DsNEc7VTPOsgTvZaFZfMbCQtcSO6905+3OgaHEOMTEOEr5LB669w6Dc6BTNLnIKLxuDIYb2oNitc1wzwVSrfsMpG6JhtlntR/wPEd1NO1tBklpuZD6wU2bx1FpKDiy5N7dzA+jhuMr/nRBzq0Fu0AalTmqJ4+uIFeV8IYrpwdmvW5lAnHVXHc2+cMAWyUGgJkLjlkHKWgGDQC9OBiGDlK7c+At934Sl7/v45jduhNLp44anAOdcrGw1c0gUfT3DMYoEVr/nB88sB+lXBZhkUdDUi2dIa1QCUG5IQ/UwQ5gM0j9RN9FioW6PygDvI17cMPBA/tRXFvFlok4JuJh/ODwCTz55b9z9RyD7kiU6zKWCv5I3ZYKtZ6C4f3Gbyc+7f2m0c099aWlIp45m8dNW8axdTLh9SVSmUyGsWUybvrv4/EwppKDMYnwmuHTL40YikqQLVtL7EZh2J8mrYiHBSwVurNILddlhEW+5xOQdufAp1dUnKnl8b77P4Vnnvy6wcHOKTWJdZAYlyZhgW85Qz712KPIvP1DKKw18NCHP2DqDGlFpa6AEH8G8Bn9ISzyQNttPxYWUJPVjhBupxBCUKrL2D41mM2eRvt7/K77H8GVaRVf+MsP4OnV0+A4zvF7fNAFkl0ocz+RVYKlYp0qtQoCfmY56d9vAPDQvXe4uqeeXavgG88vYUM6itfuGJw5wvUb07aP2TqZGPhcnBf4UiBxHDcB4LMAtgE4CeBXCCFrlMedBFAEoACQCSE3D+4qvSFbbphql2vrp2r6geGgZSABzUWR49Bxc+61g+TVpkm7uSSKa1BUgkgy03VxBLACiXHpIgocdu3Zi6ceexRLp45i9WO/jWMApHLO1BnSimJ93eJ7gCGGIYEbmPTkUsQqNNytZLqhqJBV4ngtmEyG8bItGXz32GpP8z/t7/EH7rwVBICUzyIxu83Ve3zQBdIgs49oLOSqgSyQcpWGr7bs+vcbAJTyWcf31JOrZXz12QWkYyG8ddf8wGbYRd7ZjNG2yQR+fMqwxR96/Fol/hDAtwghlwP41vrfzXgDIeTGIBZHgPWpRFVSwHPG7ktQN9o0q++GrEJW3bfdvSyQNBLh5vOVe3QW0iR2Bhc7tulijDghge9whpTLOUjlXNfOkK2Q2AF2kFj3qL/oD/hakQ9dHJaV683vcVJYcRxw6w3zuG5jGm+5YYPrn9VO+3u8lM+inM8inBzH1Dv+G8LJccfPM8gZJEKI73M0521CoYcVJ3lt/UT/fivls47uqbKi4rvHVnHg6fNIx0L4xZs2duxLvJDtWXHZdNLR/XTDeDRwxmOAfwXS2wB8av3PnwLwCz5dR9+xcnbRwkb17jxBnEEC6NpzAKg13BdI5brieXK69ny9nhTVTKWRwbsBMBhu8PoQoLj+WRykix0rkPqL/qAs7jATj7aZe2p9M+dkLdg5k2wFYm4cj2GrxVxEN4g8B0UleNGFWcMguxLLxXpPs15esJgPplHDwoCu265gadcaSSrB4cUCjiwVcSZbwUqpjlJNRr4q4XS2gqeOruCT3z2JH5zM4oq5FN7+8s0dB02abE8zpNIMq7744H2eFUlXbXBmwBASeMykIp78zEHi1wzSLCFkAQAIIQscx82YPI4A+AbHcQTA/0sIeXhgV+gRCxYnKlVKlg4wOh2k+HrHpioproawW4PbfeogVXpctEw7f8ykgTHihAS+wxkynByHopKWM6TbLlKpJkMccMYNM2joL2YHZVYdJKsZjIk3/TaSr3m/7c+9crZzs3bdxnTXkrP293gy3XToKuWzUD/7x3gm9WHcsMlZF6lUl7uaveqGs0PgwlauK8hXJKQDln1jtU/zCqv3eLVUxHe+/o8o57Pg482ZnnpxDV+4707M/up/h5Awvt84NO21916bwaaM8TCgV9meHdGQgG0ujCA2ZmID+T17Sd8KJI7j/gnAHOWf/tjF07yWEHJ+vYD6JsdxLxBC/o/Jz7sTwJ0AsGXLFtfX2y+sXF2q6x0kPUGcQQLMF8ZmCrnz04Nqozm47VSvfs38GJYLNdshwPj6KWTvEjsFEdHY+QtqYctgOCUkcB3OkK+46y9w6GwOjS//Py1nSDfzfVoG0iAzblgHqb/QpNaAdQfJbDM3tmE74lfutl0LQgKHbTojhx3TyabLYhc29O3vcf1m9uSPvoX8q69GOmZfBBDSfI87eWyv+O3CprFQqAaqQJIUFasDMBAwe49Pb96BZ87lkV84gfjMVvzyB/8/zKQieORP3o3l08dwTf15XLv77ahKCuqSCp5vzmzOpCKW9zJNtvfAnbeilM8CQNdSaBqXzyRdyebmxqI9/8xB07cCiRDys2b/xnHcEsdxG9a7RxsALJs8x/n1/1/mOO5LAF4JgFogrXeXHgaAm2++2ScfF3fUGioyCeONJKgbbdOF0aX23I3F98bxGN587RwuFOvY//1Tlg4+YYGHyHOtjKVuqUnqSHX+GAynhES+wxnySIEHnwXe+2d/i8Pf+aZr85NSzQeLb5aB1Ff090FtE1exWAfMNnOv+Z2P4HhZtDXVmEvHDI8ReA5bJ+M4suQ+OLX9Pa5tJu+6/xF871tfwfOZ1+DYhRJetiXj6LmKNanvBZKqkqEJal3I13DVXHDCQZeLdagDsP6jvcfj6Qlk3v4hkGgar5ufxhvf8rbW++39D3za9YHTILli1l2+0Vw6eAWSXyvFAQDvWv/zuwB8Wf8AjuMSHMeltD8D+PcAfjqwKxwAFUluydDaCeqwfzcnhzTcFEi7Njdbz9OpCLXN3A7HcUhERJQbvRVIFUk2OA8CrEBijD7avWn3vtuRyky2Nr9iojtnyH6YsdjBOkj9RT9Dy3McoiG+q/kYpxlIZs5pvdiDa+9xjVRmEm/65TswlQzj6LLzomsQTnYXSvWuOmX9YClgMqpFH6+3ISuQVYK337wJv3D7uw3vt16KI71MVDOA0GaSeiEWFrAp486tMBUNDXTW1Av82tH9GYA3cRx3BMCb1v8OjuPmOY776vpjZgEc5DjuEIAfAPgKIaS7ZM8hRFUJapLaGmBtRz/8HxT0J3jRdevvSp8KJIHnOhbAnTNJ2+dORISWM1K3VBsK9XULCcykgTHaGD7j6/eqWhcOZapKUK7LSEUGK8dhM0j9hSYRt4t8MNvM/fhj/wkhqWD7M802a5snvDVqAICd00ks5GuOlQiDKJCGpXsEABeKddNok2FkeUDBuvr3eCg5DrmcR/7z/wURyX2X0452meg9Dz+Oex5+HLNbd7ak0L2wYzrZ1VzddMCMGnwp5wghqwDeSPn6eQBvWf/zcQC7BnxpA0NbLKidiIAO++s7KBzHIRF237Ep1WTwHP13086GdLTjZ26fTOCfbZ47ERZxodhdeK1GpaEYro2jmDYwGKOGwHMQ1t28ACCiOVV2USCVGjIIButgB9jfVxi9Qeukx8OiZQfJauan+PxBYM/1pt/LceYbr7FoCOlYCPmqd3bbO2aS+N6JLI6vlB2FZBY8/Nlm+BlyqkdWCS4U64GRVC33uB9wSvt7/M33PIRvv7CMwhf+BKtnj/dFSmcmE/XiZzk5jKYxk4ri+IVyTz97kASr3zVCaF0VWiciEtAOUoRSILjp2Bw8sB+79uxFsdaUVZRzWcsPs/50MB0P2f68RETEydXuP6CKSlCXVcR1p9AhgR/ooDmD4ReicLFAaln5S11knWkZSIMukFgHqa/QDopiIQHZsvkgPG0z9777P4W/+utP45o3vt3y541FQ5ayyU2ZmKcF0mQijGRExOnViqMCSQtD7icLPuf46Fks1AJRIDVkFWuV/hs0ABff41ff8iZ84fkSNm6Yw3v+99/h2YNf79uckf55e5XtAc0DkC1ddmaD1kEK5k58BKisd1XiodGdQQKaMjknUoR2z/7VlWVE5JKtZ/8sxRVlQ9paF5sIC5AU0rVe26zzF1TnQQbDLe33J+1931UHycWsoZewGaT+Qjvgi4WtJXaAceZHiI8j+bJbbd8fM2PWm655k/mkbuE4DuS5J3Di7PnWcL9VAGeh2l+JXb4iDTRvyQl+zvW44UKpbmns5DW7992OwzkeVUnB66+cRnpiamhNGMzYPpXoOvTV7rM6bLAOkk+0OkiUALygdpBoBVIiIuLsmn37v90Cc+Uv3guB59Ao5Sw9+2cpH7a5dNRygFaziy03ZITFsO116am2On+dHx1m0MC4VGifQ9KKjZrsvkDSZjMGLbFjBVJ/MesgVSUFKiHgHXbaNWm2ncX3dNJ60+V1J+Pggf14/gt/gdDkFpy4/pOYSUZbckDAeGpfrPW3g3R+CMNZlwY019Mrvcrt3VKoSnj6dA5Xb0hRD3iDwGXT3Ruf2HV7hw22q/OJqoXEbpQ6SImIiLqsWuZBARctMBPpCSiVPBqlnKVnfyoqUh0Ap2wWS22xrXRp1KB1/vQdJDsbWgZjVGh/rws8h7DAO5bYtSfJl2oy+FoBP/zqZ/pynWYwiV1/oa0D2v3STafRaYdxImF90DWZCHt66Lhrz15Mb94BafU0/vr3fwkP3Hlra7aEdpgnKaS1bvSDYezWrFUaqHdxaDJoBl0g/fBU0977NZf1nkPkBzzHuQqHpTGZdH8w7RdsV+cTlYYCgeMMxZDIcxADutmmFQnJ9SLGqQTAabfbTMtq9+FLrC/U3UoSzArboBa1DIZb9G6NkRDvaOPbLqMtrq1idWUZC4/+Z0sZrdeIPMe6vX2GWiCF3Ec+aLOkCYrKoh27AonjOMykvDutT2UmcfeHPw0xkUa9uNZyJbMK4OynzG5hCAskQoDlwmCLj24YZIFUrEl4/nwB18yPIRUNTpBuOxszsZ47QHYd32GCrRQ+oWXp6Af7g7x404oEbXGzM2rQLDAr+Sz4eBqxsYylZ7/ZojgWDVmeFrZL7LpBCzvUmzQE+XVjMNxgyDsLCY4KpF179rZsZh+481Z878PvRu3CKUsZrdcwB7v+Exaa8Q7txLsIDS/VZHAwypnbEXgO43H7E2maHLtXnEoFAaDQJ5mdrKhYKQ1nIbI45DI7VSXIlgf3u/vJqRwA4OZtzgKGh5FecsU0gmTUwHZ1PlExydIJ8kabZlSQdFiQaBaY4/PbMf/uj+J9H/mSpWe/1anhVML8AxgReQg85zjDQk+r86f7bw3y68ZguEHfKW52kOwldpqMVsu4kcs5hJPjlifvXsMKpP7DcZzhPaIdTLnpTnaMlQAAIABJREFU3BdrEhIR0XIgPB0LORoY93LeQzvMa5Ry4ONpxG0O84D+WX0vD3Hm0LDPIeWqEiRlML+7uqzguYU8rpxNYSyg3SMAuMyDAsmu4ztMMJMGnzALG9WnkAcJsxkkwH5h1AZb1a2vwr+tEMzNzVp69k9aFEHj8ZBpcB7HcUhGxJbFsFuq6xlIo9T5YzDcoN/8xkQBxVp3J7GDdsZn80eDISLyHU6hTpUE7RRrsq2Bx3jc2WZzxsNTa+0wb3rzDkTe9qd49WUTePIjv9s6zKOtV/3qIA2jvE5jacgldoPsvD13vgBJIbhx8/jAfqbXZOIhZDwobiaTYSzlh/u9ocF2dT5BCxsFgm0XTSsSIiIP0WHHZve+2yGFU4iFBIgCb+nZn0mYL4x2kotUVESx6w6STC9s2QwS4xLBOIPkTGLXniQfT0+Aj6dRL+YsT969hhVIg0G/jkVEASGBc9VBKtQk29N2J/I6oNlp8uoQa/e+23Hb3R/E3R/+NMYnp5Ajcdx1/yO47e4Pmq5X/ZpBGuYuTaEq9dWcoldWBjR/pBKCQ2dymE9HMRNQ5zoA2OZB9who3gsG7VzaLWxX5wOEkPWNNiUDKcgFEqVI4DgOiYjoeGF0cmoYCwuWnbaMzali0sX16KlK9MI2FODXjcFwg/5zHg3xqEsqiE2gSHuS/Lse+Dzm3/1RTGy8zFRG2w+iTGI3EHrJxAOam8pS3X4tSMecdZA4jvN0OFzLbJpPx3A+X0VyfMIyz8bLoNp2htHBrp1h7iKtWAQXe8mJlTIKNTnQ3SPAm/kjDaedX78JRhk3YtRlFSqhW3wHuYMkCs35Hr0mOhERHEsrCjXJVqM6brMoOukgleqyq0wOjUpDwQTl+ZmLHeNSQX8YEAsJIGje16wcjrQN5K49e3GuHoKQGMe7PvQJnPrxtwcWlqg3V2H0BzO5tdODqUpdgUrsM7Ls1oJ2psciptLrbtmQjuLFpSKKNRljFtdSqP7/7d15mCT1eSf47y8y8r6Pyrqvvi+6W3TTSNAtCR0WkgBZyMiymEFj706vB7DXO7vC84xn5Xkky56F9czuDGrJSCNr0ANGwgYLJBmQ1sjikIyaoxF0003TV1V315l15H3+9o/MLKqrMjIiMiMiIzPfz/P4sejOqoquisr4vb/3/b1vHpzzdaXZzUjniroFXlqZXs5ourDWklEZpNcmFuF1iNjY4zHk6+nBamEY1HDgspa/B3qiVV0LpOrNQGrjAAmQ3jlU8mDknGM5U5DdFZTbfZD7e49dBOfqZyFxzlfOIK3V7j83QpRaewapmglPKWjhXN15r74f9Pb2GjpJnpo0GMNmWf99VpNBimfLC3+5dshqdqL1aC/cXxlCK9exrVDiDVctSDF7lzjAvCWAuUJJt3Nhq83Gs5hcSGP3kB+CgmYiUlbPjwPK5cpGjUYAgOGQq23HzzSj+/7FJlCdBVGrHr6dmzQAtTMp1QejXAlOPFNAscQRlMkA+Z31/95qEWoGnyvX41DfUQkoD/wrlDgFSKSrrT2DVP1dU9MZMpEpwCYKhv/e0BkkY0hlkJLZouxzAHj3zI6vTgaJMfkAajW5IeKNCHvssDCmaObPYkrbBbnZy+sA885CiiVzUHAbNu31yUWIAsOuAX/Dn2Pt/LjqWU4j58eNNjkctl1RiV0LVBfm7hoTwtt9oV3r+n0OKwoljlSuWPPfXLWQKtcEy+0KKqk79zmtkjvaXnv54+OZPPr8yg9NVluVe2qdHevC3RXSndbe69XfaSUZpKp4pgBvnfcCvTQ75JAoIzXyocg50vli3dlGQPm9GagfAHlkWoCvFfbYwBg0XRhbBFbuyhWXD1aW0nkMa/elTZudWS2RLSCeyZtuMKoRHewy+SLemopja5+3qfedPYduxAtPPrwyPw4AEksxQ+fHjXdpgESruhZYWWjXWCC08xkkoHaA5HWW/51yKe3FSj213Bkin1N+YVUviPI2mEGqtgavFeS1+8+NEKXWl9hVMkgqOlYtZ/J1z2zopV5mmWindgZJeavveKYAu0yGUe08GatFkK1OaETUZ8dsPCubGdN6FlI7lNgB5mzUMG9Ag4bjl5dRKHHsGWquOcPa+XGJpRg8/pBh8+MCLiv8bdJUQWu0qmuBRLYAUWA1F9XtvtCudf3+yoNMrtXpYioPq4XBLbOIUbKwqvfwrLYeV9vquxpQeWqUfbR75o8QpdY2abCLAgTWQAapBa1e5TIXRBtSZ1EBZRtTSlp8K9koWyvs0T5A6vU6kC2UZBsmLGoYIC2l8iul+mY3Y8JALpbUN2jjnOP1ySX0+x3o0XAGVyuMdWn2CKAAqSWS2QLcdrFmJ49OPINUTa/LZZAWUjkEnLa6HU4ExmqWuK1V7+HJGIPHoX5Y7EqA1IGlkYQotfYMEmMMLpuoeOZJtlBEtlAyfKK8wBgcVvo9NUKt50A1867krFpcQYvvRu4fPc4hRX3lzzkj0xWtWkKuBSUlfWZhxmudT+ibQTo/n8JSOt909gi4cn6cxx9aySQZNT9uJOzS/WuYFT0tWiCRLdRcZAPtv9Cudf02UYDTapEtMVhM5eU70DlERd1g5GqeG5mFlKiUfawtMQLoDBLpHrXudZfNorgrZDWTbHQGyWkT2qa9bLurFYi6bcoySJxzLKXkSzAbKdHUpVGDW1mjBi2bNFxugwYNVWYrscvki4ir3BxV69jkIlw2CzZFm2/tvXp+3Bcf+CG++MAP0Tu6yZD5cRaBYTjYvQES1Ru0QDJbRK+v9ht1u5fYSQV4fqe17gOiWOJYzuSxpbf+G0q9rkaryS2+vA4REzF1MzES2ULN8jqLwLqyBSbpTrU2CNx25RnZ6gF8ozNITiqvM0ytNt8WgcFls8hmkJLZIgolrmjgt1oRHUrsqo0aZmQyJblCaaV6pFnTbRQgpXNFLKXypjnHEtP5/NFiKodz8ykcGA+paiIiZfX8uOqZozvvfRDHnntK9xEJ/X5H22/aN6N7/+UtwisTwqXe3O1tXgIilUkJuq1YSEu/MS1n8uAcsodolXbDkXt4+hxWJLIFFEolRZ8PkM78dfMbCOk+tQIkl82iuEnDcqY1GSQaEmscqfdEj12U3b1/t5up/MBvtfxOqy7v1xGPHXMKyra0KLMrlbhsMGY2Ziqz0ztA+sHD3wZPLeKqwXJrby1mFlXnx1V5g2FD5sd1a3vvKlrZGSxbKKFY4pK7SO1+BskusQgJuGxIZovIFWoHJAtJZS2+lT4UHVZL3QdhtctdXKZxxGqSARJlj0gXsVoY1laquW0i0rkiSgp6KMcz+ZVsgpGog51xpCohfE4rluS6mVYqDWQzSA0ESIwxhNzaZ5EiHhvS+aJsdmwh2XyZ3Vwii3zRgCE+GjLTzCY9W3z/0+PfxbHv/xfMf/8/gKeWWjKzSEujXXz+CKASO8PVO+gvCkyTlGwrSWaQKg+7hVQOvb71s4equ29yDy81ZRU+hyi5q1cNkJbSeQQVPDCLlTlOlEEi3Y4xBqtFuGKzw2WzgKNc3y/XKW650sHO6PNAtQY8E33UK7U+O5sE51zy57+QykEUWN33ertVaHgzMeKxa75gr55tmktk65bQxTTIILXT+aMqM7Uk1zODZN18HazhESSnz7VsZpFWnDYLom3ega9ZtLIzWLLOkNh2L68DpB+MoUq5hFSJwVwiC59DlH3oqSmrqLfDuDpAUiJJLb4JWbG2k93KLCQFjRqW0/ItnPVALb6NI/We6HOUh8XWa9SwkMoh4LLWDaCbGTyqR6vvaoAkN19nQYPFuZmCDaWUzIkyil4d7IoljhOLAvb8/n9u2cwiLY2EXF3f1IZWdgarl0Fq9/I6QLq0IuCywcKYZEZnNpFVNC9ATVmFxy79EHXZLBAFpjhAqv9zo18j0l3WDYut/F4oafUdzxQUN1vREpXYGcdqEWpWQ1Q3purNxFtM5eXPojbR6KBHh052TpsFbptFtnxLi+yFmcrVlMoVSoYMZ5WTyRdVd69V6uR0HIlsAXs1aO1tBiOh7i6vAyhAMlx1h7XWMNROWGhL/RssAkPIY8NsjVkRuUIJi6m8ohas3jpBz1r1SjQYY/A7rZoESHQGiXSbtRmCavAhNyw2XywhnS82lQFolBbdw4hytbJIcpn7YoljKaNg3EMTP0s9MkiAskYNy5m85DlcJdK5ou5NBvRihsBOr+8d5xwvn1uAH0k8+Re/37KZRVrq9vNHAAVIhktkC3CIQs220J1cYgeUd+5qpdqnKyUDfTXOJq1mtTBV5wjkHqKNBEi1di474edGiBprM0jVGTdyneyqv2/+BmbYNKvWphTRT62NI5/DCoFJn8VR2s20mWDXZRPhtmt/L0Q8dsQSOZRK0qVknDe3SL+8pG40hV6ef+KhKxb8Sjq1TZugNFCv8rpT0wnEUjl4L7+M6QutmVmkpbDH1pJNLLOhLTWDJbMFuCXKS2rNjmg39coEo147jl9eRiJbuOKXr3rotM9fP0BS+1CUK8fzOa24EEvVPTBcFU8XYLWw2oNwO+DnRogaaxe/NlGATRTkWzhXFodBdwvOIFEGyVC13isFgSHgskmexVm5P3Ro8b1a2G1HMptq6nOsFfHYUOQcC6kcwnWqIeYSWdlnnRQzNGh4/omH8Nj9X8YLTz6MO+99EABw5J47MH3+NABItp82w9mp+aT2HeyKJY5fnJlHxGPDrbf/Hnp9jpbMLNISldeV0RPDYMsZ6QPKnVBiVy+D1B8oPxQuLqaxrW91gJRG0GWFQ2ZOidqyCrldQr/TikKlO51c8LWYzsHvrH1wmJo0kG5T6573ORTMuKlkkAJOfcqcpDBGc5CMJvU8C7lskmd1qiXYct1Mmy2XjHjtuBDTNkAKr3Syqx8gNXMW5+JC6zNIew7diBeefBjT50+r6tQ2F88hXyzVnKNmFD0ySG9cXMJSOo9b9gyAMbYuEDJqZpGWun3+URWt7AzEOcdyWvqAcieUalkEBlGiVXnEY4fNIuDi4rtv8oViCZMLaQwr2LFQGyDJnVdS08luOV2QLAvqhMCWEDVqLXK8DivicjNukjm47fVnlOnBYbVAaPMRCu1GsqOp24aldL7mkO7ZRBYBl/ww12bOIAHlbI/Wgu5y+aBclmKmwUxKoVgyRZmaNxjGnfc+qLpTW4lzzNQ4g2wkrc8gpXIF/OLMPIaCTox1yJkdUWAYCjpbfRmmQCs7A2UKJeSKJfgkF9qdscMpFegJjGEw6MSF+dTKOaSLi2kUShxjCnYs1O4aOiud6qQEKj+H6mBCKZyXDw5LBUiUQSLdZm2bb6Bc9rQsl0FS0KFMD3T+yHhSz7OwxwYOIFZjN382nkVUQbOeZgMkPTrZiYKAoMsm26hhNtFYy+up5QwKdc43tYOpFp6hSue072D3/NtzyBdLuGFrtGNaYvcHnC3N8pkJfRcMtCxzQLlTMhH1urpt6vFgOVPA9HJ5J+nUdAJWi7Idi0Ymp9c7d+B3WmERmOyOXzJbRLHEKUAipKJ2iZ0VuUIJ2YJ0J7vFyowbo1EHO+NJbZRVB4VPr8kmpHIFLGcKsuMeREFds55aQm4bBB0WtGGPdPlgVTZfqtvmXMqkCcrrgHJDhiP33NFQp7ZWnqGS+7modWY2gRNTcewbDcqWhLaTTsmEaYFWdgaqBkiSZ5A6oMQOAOx1av039rhhERhev7iIVK6AU9NxbO3zKtqxaGTX0FPnHJIgMIRcNtm65MV0+e87PbAlRKlamyDVg/NSi790rohMoaQqg2S3Cormo8mhAMl4don39PJAcGFdqVl18TwQqL9ZpsXPUrQIujQKiXjsiGcKdTcJAGA6rj5QMEuAdOy5pzB9vrFOba1s9a3lHKZ/fOxBPHX0FHo8dhwYDynq4tcuRihAWkFPDQNVy098TokzSB1SYlcvg2S3WrBnyI9XLixiIpYG58B7hoOKPm8jD0a5jwl7bLIPnthK563aCzvKIJFuU2tDo5oZWkznagY1CyllHcqqGAN+6+ohRDx2/O0rk00dUG+2JIuoJ7XhxxhDr8+By2sCpEuLaVgEhqivfkCs1c+yx2PX/NB+2GND/JUf4sKmz2Lz6CCAcsZlbRezy0sZbOn1Kv68+WIJlxf1D5A455hcSOOd2QSOPfM9+Hccgj/Ug409bow483jjhWdW/h2NdGqLZwqIZ/ItaSEd06iD3T89/l388BtfhTUygpvvexDppQVFXfzagdtu0aX8tF3RU8NAS+k87KIgGQh1SiZCLhN2YDyExVQe0/EMPrQ9qjg97bE1ECDJfEzEY8dbU3Fk8kXJLnoLqTysFiY5vb1TAltClKoZIFU600md6av+udISu81RL6KVcqxDmyN45KWJRi4VAGWQWqHe++JQ0IkX35kvj72o/GwuxFLo8zkgCvWfH1r9LHu85fd+LZ352WOI/eQb+Js3n8b/9l/KGYVai2e1Z3EuLqR1P390fj6J507PYT6RQ/LVH2Huma/D9dKT2HDHvfjpxCXMfe/fIzN7AcD6IEBNp7bLS5mWBEhz8eaD4WKJ43JkL6yREeTnLuCbf3QrAGVd/NrBSMjdMWeptEBPDQMt1znoD0C2zXW7kAsY7KIFN+8ZUP15GxnuJ5tBqgRn84kcBiXOQcWSOQRdNsk3jk4JbAlRquY8MFGA22ZZyRStFUvlIDDAr3BxtK3/3R32fr8TfX5HwyU6lEEyXr3M+mjIhRffmceFWArb+31YSucxl8jh0OaI7OfVasirFqWbax348Cfw08e+i8VLZ+u2wJ5ZzqJQLNUcGF/LeY1bkq8WS+bw3NuzODefgt9pxUe2RzG493b81cmfYPr8aZx74N+gyDkyywuwRUYwdPUNTX29S4tpVdkzrcw1mUHinOOZ41OYzjnw2T/9Jn7wH34HiaUYACjq4tcOxiPU3ns1WtkZaDktPQMJ6JyFth7/DofVovhhsprcwzRcafda780zlsxJltcB9UsKCelEUvd8wGWTzCDNxrMIe+yK2m3bRAGja1r/b+2rvah6/omHrjgcXus8AAVIxqv3HOjx2uGxizg5Xc7gVP//BgULNC0zSFrzBSPY9a//ElZ3oG4L7EKJq2pYcHY2ofm1FkscL52N4eF/voBLixkc2hTBv3jvCHYO+BEI91zRyju9vACXP4TxL9yLfzyfRSrXeDe4VjRqWM7kkc2vbyuvFOccz709h1PTCVy/MYwtUeMDPL0xBozS+aMr0MrOIJxzLGcKkuePAAqQ6qnXbKH+x9V/mHrs5QPDUrXo6Xy5NahUXa5NFGi+Cuk6UtmBoMuKWDK3ro0x5xyz8azi+vaBgGPdhsjmqGfd655/4iE8dv+XVzpoVTtsPXb/l68IkrTKOhDl6mWQGGPYOeDD+fkUJhdSeO3CIkZCLgQUnE+TK5tWymUTVxqLaCnotqGkoI33xIKyrNBCMocFmVEUas3Gs/je0Qn84sw8Nva48YXrRnH1aLBueaMA4KM7okjlinjmzemGWpUD5exZvth4sNKIuSbnL71yYRGvTixi71AAW/ylhrv4mVmfz9ExVUxa6YwVeRtI5sqtoqUySKLAGsqQmFG9LnaNanTX0CXzMGWM1W3NWp3sLrXbSNkj0o2kFr8Rrx3ZQmndvJFktoh0vqh4134wsH4n0+uwIrLm4/ccunGlg9Z9h2/CfYdvWumwVS1pEhijDFILyJVa7x7yw22z4O9euYhsoYj3bggp+rxa/iy1ziLFF+Zx9MgfoZhagltm8TwZU3YO6bSG2SPOOY6ei+GRX11AMlvAJ6/qx8ev6l/3nJRq5f3olw9jX1TA+VgKp6Ybu64S54Z3s5ObTVXPicvLeP70HLZEPXj/lghef+7phrv4mdkYldetQ08Ng8h1QuuUFt+APhmkRgMkJQ/TPp8DxyaWUCiV1u2gzVTasUYlHqSd9HMjRKlag2KBdwdwzsazVxzEnqp0LOuV6VBWNRBw1PzzsbDrit1gbzCMO+99EPcdvknyPIDHIdLB4xaQew64bCJuvXoIxy8tYyziQr9ffhYeoG02sNfnwJnZpGaf79hzT2Hp0llYwyP4/Fe/jaGga6VJQ61OdulcUXam06lpbRpJZPJFPP3mFM7Np7A56sEN26JwSmxmrm7lfee9DwJ4t9lE4fSLiPa/Hz9/exZjEVdDTYouLqYxHDKunGu2wQzS5EIKPz0xjeGgEx/d2QvGWFNd/MyMzh+tRwGSQaoBUlgiQOqk1KY+JXaN3aoOqwCLwFCs0wFoIODEKxcWMRvPrntITy9l4XOIkj+fTimLJEQNyQxSJUCaiWexoefdkrhLS+UWzkp27BkDot7aAdJIyIWj5xZUXaseZVREnpL3xpDbhoMKGjOspmVHwurQWq0cvOV25ApFvCZuR1r0wBsMSi6eS5zjzFwCOwf8kp9vPpHFzHLz7amX03n8/WsXsZwu4INbe7B70F9300AuCJhayuB7RydwbGIJB8aVZf5Wu2RAy/LVZhuYO7WczuPHv56C32nFJ3f3X7F52kwXPzNy2y2Sm8DdjFZ3BplPZmEXBbgkdos6aaGtx1ygRh+KjDHJ73lVX+UheXHNmzbnHBcX0xisM7iQWnyTbmSzCKi1vrKJAkJu20rGqOrSYhq9PrtsC2egPCdJ6j2k3++EZdWZP6lSoNUlTVLt+Ym+RIsAUePzmaLANN1MVJrRVONDt94BTyC8cq613uL5pEyb8TcuLTd9PUvpPL7/8gRSuSI+ffUg9gwFFGVUD95y+xWNJVb/O/r8DoxH3HjlwoLsUNxaLi9lUNK5bXlVrlDCYlrdGa4S53jqzSkUOcfNewY6/jk/Fqb23rV0zqrc5GLJHELueq2iO+cXUI9/i1smyKn7sTILJLddRNhjw/n5Kw/NxpI5pPNFyfbfQGcFtoQoxRirOQsJKM+4ubSYXsnapvNFzCxnMVTjXFEt9bJMNlG4YlG7uhRI6jxAK2aukDKtS5C1nmelV6OGiMeGeQVtpS/EUljO1F68ZwtFvHlpqanrSOUKePzViygUOT5z9VDdzT613jseQrZQwrEJ9deYK5Qw3UBWpxFziSzU9pN49cIiLi9lcMOWHsWDrdvZhh4qr6uFVncG4JwjlshJltcB5VKwTqHHuZxmHoxyGSSgvINyaTF9xW5YdfbEUFB6YUdnkEi3ktocGA66kC++exD77FwSHMofwnJleKsbOBy85XbceveXVs4cVc8k3Xr3l1Z2u+t1DiX60nqzTI9mG0rPPqkR9tgxn1jfzXEtzsuL8Vpen1xqqjV1iXP8wxtTSGQL+NTegZq/V0pa5EuJ+hwYDbtwbHIRhZL665xcMKbMbkbl+aPlTH6lu5/UaIFOIgoMIyEKkGqh1Z0BUrkiMoUSQnUCJD06v7WKQ48MUhMPxnoP1eoDYkPEjRIHfn36wsoD4u3pBHq89rrDfTsp80eIGlJlcMMhJ0SB4a2pcnnQW1PL8NhFxTXu9d4ngfUNHOqVAgGoO3uO6EvrDLtLh3btfX5tzyEB5fl6hRLHkoLSrjcuLq3LIiWzBbx0NtbUNbx0NobJhTRu2NpTMwhU2iK/nvcMB5DKFfF2Ax3tJhW2OW/WzLK6TNWL75QDxvdv6emKsrPhkEuXYxGdgLbWDLDSoKHODBA9gopWsYkCBMYUzYJQqpkSO6lW39UHxAtPPox/c+//gKeUxON/dg/SM+eRyBYwFboO122sPxmbSuxIt5IqsbOLFmzp9eLkdBw9XjsmYmlcvymseLFRL9MOlJuqMAbFZTMBFwVIrWL2EjsA6NchQIq4y8/6+WROdrZTrlDC029M4dPvGYRoEZAvlvDjX19GrtB49mgukcWvzsWwtc+LHf2+mq/Zc+hGvPDkwyst8gEgsRS7okW+nJGQCyGXDa9NLGJbn1dVQHFpMYNiiV9xplAP0yoySNPLGZycimP/aLBrNlY29qyfL0fKaHVngGqAVG9ntJNK7ABt/z0Oq6WpGVFSGaTVM1T+78M3451v/D7SM+fhHxjHUt8+2CwCrhqU7jAE6NOQgpB2UG8G2IHxEBhjePbkLPxOq+zvUZUosLoZW6D8fiAXRFUJjNEZpBbSeuNPjxK7qNeueTOJ6rNeagD5WpMLaTzyqwm8cHoOj7x0QVX52doyueWFOfzNX38TNlHABzZLZ0Gq5ajVxibVRierW+TLYYxh97AfM/Gs6lK2XKGEy0v6ltnliyXEVMxAOnpuATZRwP6xoI5XZR6M0fmjemh1Z4DZRBYOUaibBem0Ui0tOw15miyrkCrLWPuAyMQXILoD8N76FUzl7Lh+U1j239FpPzdClKq3OeB3WnHbviF8cEsPbts3pPj3JFinkc1qAwoPm3scou471ESa1hkkJedJ1RItgubtvm2iAJ9DlBxAXstsPIuXzsZUDTWtVSb3//7bf4mzT/43hM49KztjSQvber2wCAzHG+i4dyGmb5ndTDyruJJlIZXD6dkEdg/6YRctTZ3PahcDfqcuWdlO0ZIAiTF2G2PsTcZYiTG2v87rbmSMnWSMnWaM/Tsjr1FL08sZ9PocdR/8nZZB0rL0rNlfYLdEiV0tdlHAoc0R/ObeAeweCih6PSHdSC57GvHYsWc4oOr3V2nHKKUBklw2iuirHZo0AMrvJzUiHjvmk8qDnUasroK47/BNuPfwTVi4eAaOnlF87ObfrLvIV9IiXwm71YJNUQ/emo6jUFRXFnhhXt8AqdooRolXLyzCIjDsHQ5ocj6rHWyMUnldPa1a3b0B4FYAP5d6AWPMAuBrAD4OYAeA32GM7TDm8rSTK5Qwn8jJ7lB10qBYQNt/T9MBkkQGqdYDIrkUwz/+57sREpS9sXbaz40QpfQoL1V6XmhAYeexkJsCpFbSvEmDis0uNYbqjHJoVNhjw0Iq11CHN6XWVkEkl2IQXH587j9+C68/93TdRb6SFvlK7ez3IVco4fSsumZ5zz3lAAAgAElEQVQN08tZZPLq5ygpJVfCVw0gc4US3ppaxpirgFef/t66wPO+wzetfK+Uns8yO8aAzb0UINXTktwa5/wEALlSigMATnPOz1Re+wiATwE4rvsFamhqKQMO+YF0nbbQ1jIjpiYDVIvLJtY81L36AXHnvQ8CAI7cc8fKA0LJZGzKIJFuZW/iXKAUpQGS32WF1yEininUfV03zDAxs3bKIFkEtjK7Swthtx2cAwvJvGzrei0JjGEs4gKTacJQPWe0+n/fee+Dip99qw0FnfA5RLx5aRnb+mo3hailxDnOz6d0a6ddL4O0uknTh/7t/cgsL+DYg1/C/OQZAOXvxX2Hb0JiqdxNUO35LLPr8zm6phFFo8y8uhsEMLHqvycrf9ZWqrN05FL4nVdip2UGqbnPZZGYvq5khoqcTgtsCVFKjxlgch2/VlNSFhV2G7cwJetp+VyzCEy3MzVrBxBrIeypNmpQ17xAjdVVEE5fEILLj0JyEV+/5wsAINuEQa5FvlKMMewc8GNyIY1lBa3NVzs7l1T99ZRYzuTrbqCszhI9+u8/h6m/vgvzk2c6KktUz5YumPHULN1W5YyxnzLG3qjxf59S+ilq/Jnk9g5j7DBj7Chj7Ojs7GxjF62DC7Ekol571x3213LxpMWuoVSZXr0HhNwhTcYog0S6l82i/XtWQMWZoUEFAVLIQxmkVtJyA0mPBg2raT0sM+iywSIwzOoYIK2ugtj7R9/Cxt//BnpHNjZUJtesbZUF98npuKqPOzefREnDzF3VZKx+eV11Q9TlC6KQXEQhubQSQALQ5HyWWTEGbOmlAEmObiV2nPOPNPkpJgEMr/rvIQCX6ny9BwA8AAD79+/X/retAYlsARcXMtgzLN8qutM6LZnpDBJQnqM0p+L1q9Pva8vvgHJgZbUIEDrs50aIUlpnkGyioOp3Xe7ciMNq0a0kiyhjto2yesYiLvzyjHaLX4vAEPHYVLe/VqO6mTe2/0P4uxMJXLulHzvv+y6OPfcU9hy68YpFPoCVRb4epWI+pxX9fgdOTsVxzVhI8celc0VcWkpjKOjS9HouLiprIV6rrFKL8nszGwm56L1RATN/h34FYDNjbBzARQCfA/D51l6SOj87OYMi59gQqX8QztmBZVpazr/QJEBS+TmUDNGj8jrSzerNQWqEz6HudzTsscNttyCZrX3IO2rguQ9Sm9k2yurp9TrgtFmQzmnXNKDHa8fb0wlwzlUNUVXj4C23459OzkJgwFWDfrjtIg7ecjuef+Ihwxf5W/u8+NnJWcwlsoh4lP/+vTOb1DxAmlyo3yEvvjCPI1+8A9nEIqzuAOyicEUACWhzPsuM1JwT62atavP9acbYJID3AfgRY+zpyp8PMMZ+DACc8wKAuwE8DeAEgO9zzt9sxfU26pk3p+GyWdAf6K4OdoC2teealNipbPSgZIhep50bI0QNrTNIvgZaco+EpBdVUY3PlBD1tN0o0/c5KQgMY2FtF+lRjwPZQgnLMs1EmlEolnB8ahmbo94rgkgtztiqtTnqAWPAW1Pqyuzeno6DK5xXpMRSOo/FVP2zUMeeewrTF07DGh7Bb/3FI+u6+Gl1PstsbKKATdTeW5FWdbF7HMDjNf78EoBPrPrvHwP4sYGXpqnfOTACzjkEmZ0jp63zFtpaHaZ12iyalB/q8XDttHNjhKih9f3fyMyikZAbJy7XXoxpPfyTqFctH9eiO1yz3UyV2NjjkbyfGtFTCdJn4hndZnKdmUsiVyhhx8D6rMDaBb3ei3yXTcRoyIVT03FcvzGsOGsWzxRweSmj2TwqJfOVDt5yO96ZSWCh92pctXEEDqulo7JEUrb0enUZ0dCJ6Luko/dtDGPXYP3zR4C2u2xmoVXZoFZlFWo/j5IhepRBIt1M64dsIwvIsYgLUmswPYZ/EvW0ep/Uu8QOAMYiblgt2pXCRdw2MAbM6ngO6fjlZXjsIoZ1mOXUiK19XsQzBVxaVD6kFQDemlrW7BrOzivsjLfjYxgbGlip4umULFE9uwapvE4pWuGZgEPn7jytoFXZoLdFAZKSIXqdGNgSopTWHRwbCZBcNrFmIBRy2+gQsklo9Sww4udptQgYlzkzrIZoERBy69eoIZEt4MJ8Ctv7vbqdcVJrQ8QDUWCqu9mdmk5okmksFEuYiMlnkBaSOSym8xjv0bZ7oZn1eO3oVzhkm5i7SUPX6MQmDXZRgMAYSk3WFWuWQVIZhFZ3keod0tRjDgwh7cJq0a58CmjsDBJQPvdwceHKjlX1ziYRY2m1kWREBgkoZ0BOqVzc19PrdeDsXFKXRg1vTS2DA9jeb56sgE0UsKHHjben4/jAlh7FJfLpXBHvzCaabj99IZZCrlCSfd2Zyvyl8Uj3BEh7hwOtvoS2Qis8E+jEJg2MMU1KK7Q6O9TIw1XukGYnBraEqKFlmV2jU9239/sgrlmEbe6lQ8hmodVGklEZwfGIW9OBtP1+B9L5IhZVDlCVwznHiUtx9PsdCKoYsGyErX1eZAolnI+pGwL7+uRS019baXB7Zi6BHo+94fedduO0WbCVhsOqQgGSCXTqQluLh4zXrs2bl9UiaJ7x6cTAlhA1tCqzc9ksDQdbDqvligPqAZdV0RBZYgwt3idFgWkatNRjEdjK0FMt9PnLzUKmltSdyZEzvZxFLJXDDhNlj6pGQ244RAEnVXazm4ilMNfEYN1coYR3ZuWDsnS+iMuLma7KHu0e9MOq8WiGTkffLRPo1ABJi9IKLbvPab0DSQES6XZadbJrtLyu6r0bwivvFYc2R0xzHoNo83wzqryuaveQdqVIYbcNNouAyxoHSMcvL8MiMFNmS8vX5cWZ2aSicrfVjp5baPjrnpqOK/p65+aS4AA2dMn5I6uFYe8IldepRQGSCRi1M2Y0LZpPeFQOj6xH6zaxnfpzI0QprTqUNVvm4raL+O1rRvBb+4awKUplJGaixfuk0Q03Qm6bZufYGGPo9dtxeSkt/2KFCsUSTk3HsbHHbdpxE1t7vSiUOM7MJlR93MmpOBZTuYa+ptISvTNzSbhtlq4ZJr1z0A+XAW3yOw0FSCbQqQttlwY7h1qV2AHa70J2auaPEKW0yqL6nM3/bvqdVgxTcwbT0eJ9UsuNMqWuHg1q9rn6fU7MJ3KqsylSzs4lkS2UTFleVzUQcMDrEHFCZZldiXO8+M686q83EUthelk+S1colXBhPoXxiLsrMs1WC8M1Y6FWX0ZbogDJBDp1oe1qMvCzWrStO9d6F7JTf26EKKXVGaRuOSjdjbR4Dze6xA4AxsIuRDzaND/oDzjAAUwpWMArsTL7yMQbAoyVz3JNxFJIZguqPvbkVFxRq+7VfqEwqLq4kEauWOqa9t57h4M08qBBFCC1mN0qKG6D2W5qPRiff+KhlUGrQHkg6/NPPFTz47V+KGq5C8mY9nNgCGk32mWQKEDqVJpkkDQ8i6oUYwz7Ndp5H/A7ITCoXvTXkswWcD6WwtY+LwSTZ0C29/nAAdXNGgDgJ8enkS0UFb32rallXFxUVsJ4di4JUWAYCZo3uNSKy2bB/jHtMqHdhlZ4LaZFGZpZra15ff6Jh/DY/V/GkXvuQHxhHvGFeRy55w48dv+XawZJWu96aPmQtYsWCB0a2BKilFZnkLwtKKEixtAmQGpNAL2114uAq/mvbRMF9PkduNBggLR6Y/HkVByFxCJSr/6o6evSW9BtQ6/PjhNTy6o/dimdxzNvToPLzFJczuTxs5Ozij4n5xxn5pIYCbkgdkFHt+s3RaiZVBM6/w4xuU4+OLe2xG7PoRvRO7oJ0+dP477DN+G+wzdh+vxp9I5uwp5DN677eK/GZTdaPmSdNCSWEO262FGJXcfSZNxDiwJoQWA4MK5NFmkk6MJMPItMXllWpGr1xuLywhyOvX0e89//Ezz1zT+XrL4wk+19PswlcpiNq2/ffXomgaffnJYcRp3KFfCDVy8inav9PV1bsXL+4mVcevHvu6K993DIhZ0D5j2j1g5olddiWnR6M6u1D0ZvMIw7730QHn8IiaUYEksxePwh3Hnvg1cMZK3yafxQ1LJleKc21iBEDS12J51NzEAi5mcXhaZLwVrRpKFqe58Pfg1KQKvnhSYW1GWRVm8s3vuvb8Kb9x9Geua85Mai2Wzp9UJg5TK4Rpy4vIzvH524ogsg5+XueH/z0gTmErU73tWqWPnOn/weYj/5Bmb++QcNXUu7sFsFfHRHb1c0odBT56Yv2kRnl9g192/TPoMkQmAMJZmUvRLODs78EaKUFufwKHvU2RhjcNoEJLPqMifvfjzgaeH7bTWL9JPj0019nl6fAzaLgAvzKWxW0Yq+urF43+GbkFiKAQDcdTYWzcZps2As7C6fQzr+NPa+/+Mr1x1fmMex557CwVtur/s5ppYyeOSlCXgdIrwOEUvpvOz9tOfQjXjhyYdXKlYAILEUgzM6imtu+KQ2/zgTYgz4jR29mgT13Y627VrM1YLDp0ZxWi1X7BxWzxxVM0fVTFJ1h2ctrcsqGGOaZZHclEEiRJMMkhYtvom5NVNK7raJLT/vub3f13QjEYvAMBp24cxcsqFNutUf0W55gW39Xkz98gd4/GtfUXwGuZZ4poBLixlFwXatihXB5cfH7jnSFoFlo963IUyz4DRCAVKLaT281EwYY1dkkY4999TKmaMvPvBDfPGBH66UDhx77ql1H69H3blWjR+oxI4QbX4PKIPU+ZqpJjBDAw+LwLBPg7lIm6MepHJFXFLYcQ14d2MxWVngu3zBuhuLZrQh4kFo1wfg7h1VfAZZL+Phzj1/dM1YCNdu6Nzgz2gUILWYludizGh1q+6Dt9yOW+/+0kppQHWH59a7v1Qzxa51iR2gXS17JzfXIEQpLTqUUYvvztfM+2Urzx+ttnPA1/SGwFjEDVFgODWdUPwx1Y1FR88odv/hN3HPN+tvLJqRRWDYvXkEoc9+FW6FZ5CbtbZixeoOoJRawsN/+j+3TWCplEVg+NC2KA5ujrT6UjoKBUgt1ukL7bUB4MFbbr/izdAbDNcMjvQ6uK1V0NXs+SpCOoFFYE3/nmrdjIWYTzMbgWbJMFotAnYP+Zv+HOMRN07PJFCS6My21sFbbsf7v/DHiPz2V3Fgxzh8wUjdjUWz2jXgA+dAQeG/u1mrK1b+8MgP0P9798PbP4bpC+0TWCoxGnbh89eOYM9woNWX0nHoyaSDr33ta7jtttsQjUYB1D+I2MkldkDjJW16PRS1KtfQYueckE7gslmQK5Qa/ng6TNz5mtkINEOJXdXuoQCOnluQbDutxLY+L96eSeCd2QQ298qfFeGcI735IwgVSthSOVsitbFoZpZsHLHv/wmy8QW4/SEwYKVUUI8sUvX7s+fQjbiYsYK5ArjjK9/G5dd+ZtrvnU0UMBR0IuiywSYKKJU4MoUiktki0vkiCkUOgZUrc6JeOzZGPYh47K2+7I5lnneeDvG1r30Nd999N44cOYJnn30Wy5U07/T50wCw7hezk5s0AFeW2Kmh16JJq91qyiARUua0WrCIfMMfTyV2na+Z90sz3R8eu4hNUU+5I1uDxiJu+J1WvDqxqChAOjuXxEw8i49sj7a8WUUzjj33FFIz52ENj+Bzf/ZtjIRcK2sjJZ3sGlH9nKdfvwS33YINwwPYOGK+4Mhls+B9G8PY0e/rigG27YICJI3ddtttOHLkCI4fP45du3Yhky8ivhireRDRJgqwdvgvQ8MZJJ06W2lVYtdo4EdIp2nmXIbbbun490DSXKWEmTJIALBrwN9UgCQwhvcMB/CzU7O4vJRGv98p+dpCsYSfvz2HoMuKbX3tPfTz4C23o1TiOOHcibeWGHZuLJ9B1is4qsoXSzg/n8L2fp8p5wINBZ345O7+jj9u0Y7oyaSxaDSKZ599Fj09PZidnUV8UfogolYd1czMbBkkLR62VgvTpL0xIZ2gmXJTKq/rDp1wBqlqOORs+r7d3u+DQxTw4jvz4HVafh89v4CldB4f3BqFpY2zR1Xv/81/gf3bxjC5kMbMcsaQUsF3ZhMolDi2KsjWGW1Djxu3Xj1EwZFJUYDUQt2QhTDbGSSXTYTV0tyDht7MCHlXMxkksy1+iT4a7URntwqm24xijGF7f3PZHJso4L0bwphcSOMtiWzUhVgKL52LYUuvByMhV1Nfz0x2Dfpgswh45cKiIV/vrak4vA4RAwGHIV9PqYGAA5+8qr8jAt9ORQGSxmZmZnDDDTdgdnYWPT098Aakh6F2Qwap0VK5oMum8ZW8q9kyu274uRGiVDPnSyiD1B3sYmNdSc16f2zvbz4bcdWQHwMBB549OYOppcwVfzeXyOIf3riMoMuGD2/rbfprmYldtGDnoA+nZuJYzjR+dlGJVK6AC7EUtvZ6TVVe57GLuGn3AJ03Mjn66Wjs0UcfxfHjx7Fjxw688cYb+D//+h8kZxaYrbZaD3bRonoH0CIwXb83zT50uyHzR4hSTmvjvw9+lzkXwER7jWwsBZz6bZQ1I+CyodfXXEZCYAyf2NUPp9WCv3tlEi+djWEilsJLZ2P43q8mIAoCbt7dr8u4i1bbOxwAA/Dy+QVdv87JqTg4B7b2mae8jjHgYzv7aB3RBugnpLG77roLAFbafPuCccmDiN3yC+J1iMjki4pf73dade3W02yAZJbBhYSYQTMZVbNmCIj2PHYRsWRO1ceY+f7Y2ufB9HJG/oV1uO0iPrt/GD89MY1fnHm3wmQ84sYNW3t0GZZuBj6HFTv6fXjj4hL2jQR16VTIOcfrF5fQ53OYqhX2nuEARsKdUzLZyTpva8IE7rrrrpUZSID0zIJuKdVS++YX0HlXudkOeZ4Ob81OiBrNHMAP6FhKS8ylkY0lMwdIm3q0yUq47SI+tXcQ/+q6MXz6PYP43evGcMuegbYNjp5/4qErjhPEF+bx/BMPrXvdgfEQGBheOhfT5TomFtJYTOWxp8nhvlryOa24fmOk1ZdBFOqOFbpJdUOJHaB+9pCe548ADTJI9vZ8cBGih0Yz4VYL65pNItLY807vzbJm+F1WRH12zCxntfl8TqupA0Ilnn/iITx2/5fxwpMP4857HwQAyTmQXocVVw35cWxiEXuGAujxapvlOTaxCKfVgk1Rj6aftxk3bO3pyJLJTkU/qRbqlgBJ7Zt+yK1vgNRsOr9bfm6EKOGwWiA2UBLrp+xRV2mkY2FQ52dBszb2aLf4Vpp5MbM9h25cOXN93+GbcN/hmzB9/nTNOZAAcO14CA6rBT87NVO33blac4kszswlcdWg3zSNEDZGPdig4f1C9GeOO6cLWS2sa9pFq80IhT36PhQDThuaaWhjpsnuhJhBI1mkoImzA0R7ajfKbKJg+gyjVgFSNfNS7XYbX5jHkXvuwGP3f7mtgiRvsDz81eMvd+9NLEnPgQTKmyvXbQzj0mIGxy8va3Yd/3wmBptFwHtGApp9zmaIAsMHNve0+jKIShQgtUg3LbLVBkh6Z5CaefBaBAZ3E22NCelEq88hKd0J17uUlpiLz2lVlSVph/ujx2vXpKJAbealk+wc8GEw4MTPT81hOd182++Z5QxOzyawdzhgmhla+0aD1LGzDVGA1CLdNCDR5xQVD0PzOkTYRf3f1Bqt9fY6RFPNUyDEDKrn8tTshLfDApho57v//a9UZUnaJcO4ocfd9OdQm3kxq+rPtHr91X9PrTmQVYwx/MaOXiwcfRJP/vMJFEqllc+lNntWKnH8f2/NwGWz4GqTZI+8DhH7x0KtvgzSAHPnrztYs53U2gljDAGXFfMJ+RavWh/UlBJ02TC5kFb9cd0U2BKiVPX9bM+hG/HCkw+v7IQDQGIpVnMnPOim36Vu8tnPfhZ/8Zf/FZfOvS17bwBA2EStmesZC7txbGKp1ZdhCseee2ol87W2SUOtUSdVr//k+5h75utYevlHCLj+Gw5tjuDr93yhZnOHel6dWMRMPIuP7+qD3STZo+s3RagxQ5vqnlW6yXTbQjvisSsKkKLe5obvKRVq8JxTu3cZIkQP1ZbE1Z3w+w7fhMRSuX2v1E44ZZC6SzQaxVe/9Sj+4DMfkr03AP3PomplOOSCKDAUSo03GVibeQGwknlppyxSNZDZc+jGlWuWmgO52uqNlWf//A48LzBkE4uqSgzPzyfxwjtz2NjjxmaTdK4bCDiwvd/X6ssgDaKwtkW6bf6H0kFtUZ8xu4bhBs85mbntLCGtoraVv9chmuZ8ADGOmrI5Mw33rMdqETAUcip6rdQZrNWZly8+8EN88YEfrpxJOvbcU3pdui4O3nL7FQGd1BzI1VaXGJZSS8gmFmHzBPC//KfvKAoOLy6m8eM3phBy2/AbO/pMUQbPGHDD1qj8C4lpUYDUIt220FZaOtfrMyaD1Gj5RrcFtoQoUW06o/QMQrtkB4h2ZmZm8L//q88oOp9iE4W2ytaPheXPIdU7nwcAt979pZVsUTVguPXuLykuL+s0hRLHD167hEuL0qXwpRLHsYlFPP7KRbhsFtyyZ8A05Wy7h/yIGrSeIfqgErsWYAwItNGbvxaUBEh+p9Wwtq4euwi7VUA2X1L1ce1ycJgQI1VLhpWeQQi72yM7QLTz6KOP4p1Tbyk6nxI16CyqVsoB0mzd18idz1ubKVGSeekUUiWGb337/8B88s8xMtiPzVEPerx22EQB6VwRU8sZnLi8jIVUHiMhFz6+q880WWm33YLrNkZafRmkSRQgtYDHLppmeJlRPHYRXoeIeKYg+ZqBgLIyBa1EPHZcVNGoQWCMMkiE1GATBbjtFsVnENqlfIpo56677kK+WEK8fz88gfrnU/r87bXzHnTb4HdasVSnTbWa83ndpt7GSl/sVSR7evCzU+sD0H6/A5+4KoxNPR5TlNVVfXBr1DTBGmkcBUgtoPecH7MaDDjx1lRc8u+HgsYGSFGvugAp4LIqbldOSLcJumxIZtPrFru1dsKNOmtIzOWP/vAP8J0XzmIhVQ4kpLIkfW1YmjQWcVE3uwbJbaxwzhHPFjCfyCFfLMEuCoh47A0NqNbb5l4PtvR6W30ZRAPdlcYwiW4NkOQyRKNhl0FXUqa2Yx7tehMiTen7mtXCEKJMbNdScs603+BqAi3InUNqZEZQN6nX3IExBp/DivGIG1t6vRgNu00ZHHkdIj68rbfVl0E0QgFSC3TrQnssIv0AiXjtK62CjdKrchfbqBlNhLSjoMIAqcdrh0CZ2K4ld3A96DLuLKqWqu2+pXRSpzqynsAYbtzVB6eNSus6Rfu9C3WAbu3g5HdaEfHaMRfPrvu7rS1ISYfcNjisFmTyRUWvj3Tpz40QJZS2zjeqUyUxJ7lS6uGQsZUEWrFaBAwGnTg/n6r5943OCCLt4QNbezAUbM97l9RGGSSDMdbdHZy29a0PhBgDtvUbHyAxxjAQUL5Y6/e3X9kHIUZRWrI62IblU0Q7Ua+97i57vUoDs5O79kZmBJH6pGZLGWnfaBB7hwOGfk2iPwqQDBZ02UzTp78Vdg741pUhbOn1rrQJNprSznlBl5VS54TU4bRZVuYh1WN0t0piLowxjEhkiWyigNE2zSABwIY2Du7MTCoIqjdbyqggae9IAO/f0mPI1yLG6t6VeouoPffSaVw2EfvGgiv/bRMFXLexdS1OlT6M2/HQMCFGk3t/C3tspjxcTYy1pddT88839rjbegRGwGXr2iZMeqkXBGVSyZVzXPcdvgn3Hb5p5ZzXnkM36npdjAHXb4rghq1RXb8OaR16UhmMJisD7x0PI5Ut4uJiGh/Y0tPS2UJRnwMeu4hEVno+E2B8hz1C2tFgwIm3pxOSfy/X6Yt0h7GwG06bBenclec/93RAmdKGHjdiyVyrL6MpXocIn9MKUWBI54uIJXIolHhLrqXegN1rP/YZXPuxzxg+W8ptt+BjO/swSu9nHY0CJIMN0DkWCALDR3aYpxXmhh43Xp+Unl8hMEYLO0IUkCqdqhqnEiQCQLQI2DcaxPNvz6382XjE3RHnPDf2eHD03EKrL0MVp82CDRE3xiNuDAadcNmuXBrmiyW8M5vAr84t1GyypCe5AbtGtkhnDNg14MfBzREaBNsFKEAykE0UEKVW0aaztc9bN0AaCDjozZAQBcIeO7wOEfHM+oys1yEaPgyamNfVI0GcmU3g0mIGbrsFN2zrjFKlfr+yqoRWc1gt2BwtDzUdCjrrtt63WgRs6/Nha68Xr1xYxIun51qWUVpt7WwpACuzpbTOIo2GXTi4OaJ6fiJpXy0JkBhjtwH4jwC2AzjAOT8q8bpzAOIAigAKnPP9Rl2jHvr9Dpr/YUKDASdCbptkWcSOAZ/BV0RI+9rW58OvzsXW/fn2fh8Yo/c/UmYRGD5z9RDOzScxGHB1TBMcxhg2RT14bWKx1ZeyjigwbOjxYHt/ediqReV6hDGGfaNBDAQcePLYJSSzykZkNKNeELTvw59aOXN0570PAgCO3HPHymwpLToERrx2vH9zhMrpulCrMkhvALgVwF8peO0NnPM5+ZeZn1z5CWmN6pv+T45Pr/s7t92CLS2Y0URIu9o54MPL5xdQ4u/uMIsC64jzJURbokXApmjnvb9u6fOaKkBy2y14z0gQuwb8mgSi/X4nPrt/GH/78mTNbLGWVg/YXRsEOVxu3Hr3l3SZLWW1MLxvYwTvGQ7QxnaXakmAxDk/AaDrdhNpB8K8dvT78OrE4rr66mvHw7C2cVclQowWdNuwY8CHNy6+W7a6bywID3WvI11iwO+Az2nFcjrf0uuwiQIOjIewdzig+XMs4LLhtn3DePTlCV2DJLUDdrWYLRXx2vHJq/qpI2GXM/vKjwN4hjH2MmPscL0XMsYOM8aOMsaOzs7OGnR5ynkdInro/JFpCQLDJ6/qv2J3bVPUg91D/hZeFSHt6f1bIisDYbf1eXHteOta+RNiNMYYdvS3tjR7POLGHe8bxTVjId02+WsGhnQAAAnNSURBVPwuKz5z9RBcOpdHGjlgd2PUg89dM0zBEdEvg8QY+ymAvhp/9Sec8x8o/DTXc84vMcaiAH7CGHuLc/7zWi/knD8A4AEA2L9/f+tPD66xKVp77gMxj5DbhtuvHcHxS8tw20XsoDMThDTELlpw2/4hZPKljjlbQogaOwd9eOls7IpSUyMIjOHg5jD2jYYM+XpBtw2/+Z5B/O3Lk8gVSoZ8Tb3sGvTjI9uj9NwnAHQMkDjnH9Hgc1yq/P8ZxtjjAA4AqBkgmd1mOsfSFrwOK67dQLvdhDSLMUbBEelaPocVG3rcOD0jPRdMa3argE9e1W94OX+vz4Gbdw/g71+7iKIJuts1YveQHx/aRsEReZdpS+wYY27GmLf6vwH8BsrNHdpOwGXFgJ9aQxJCCCHdYv9Y0LCv5bGLuG3fcMvOOo+EXfj4rj4IbRhg7BjwUXBE1mlJgMQY+zRjbBLA+wD8iDH2dOXPBxhjP668rBfA84yxYwBeAvAjzvlTrbjeZlF7W0IIIaS79PudhgxHDrlt+O0Dwy0/57y514uP7uhFOy13NkU9+Oj2XlqjkXVa1cXucQCP1/jzSwA+UfnfZwDsMfjSNGcRGHYN0kF/QgghpNsc2hzBhVhKt9KzgYADt+wZNE05644BHxgDnnlz2vDzV2qNVrNe1Mab1GDaErtOsTHqofa2hBBCSBcKe+y4dlyfhglb+7z4zNVDpgmOqrb3+3Dznn7YRPMuMUdCLty8ZwAijfEgEujO0NnVw8bVIBNCCCHEXA6MhzTtZCsKDB/Y2oNPXNVv2gX+hh4PfvuaYYQ95muXvTHqwaf2DtCMQ1IX3R0687usrb4EQgghhLQIYwyfuKofOwaan400Gnbh9veO4uoR82++Rjx2fP7ACA6MhyCaoIxNYAzv3RDGzbvNG1gS86DaL0IIIYQQHVkEho/t7MOWXi9ePr+AyYUUlB7RcdstGI94cNWgH31t1hFXtAi4flMEu4f8ODaxhBOXl5HIFgy/jrGIC9dvjCDqa6/vH2kdCpAIIYQQQgwwHnFjPOJGJl/EzHIWS+k80vkiCsUSShwQWDmocFgFeOwiwm57R1SieB1WHNwcwfWbwphNZDG1lEEsmUMiW0A6V0S+yFEslb8HxRJHiXNwDhQ5R7HEwSv/XcUYIAgMFsZgERgYY7CwciD67vfPiqjXjrGwuyO+h8RYFCARQgghhBjIYbVgJOxq9WUYjjGGqNeBqJcyOcTcqAiTEEIIIYQQQiooQCKEEEIIIYSQCgqQCCGEEEIIIaSCAiRCCCGEEEIIqaAAiRBCCCGEEEIqKEAihBBCCCGEkAoKkAghhBBCCCGkggIkQgghhBBCCKmgAIkQQgghhBBCKihAIoQQQgghhJAKCpAIIYQQQgghpIICJEIIIYQQQgipoACJEEIIIYQQQiooQCKEEEIIIYSQCsY5b/U1aI4xNgvgfKuvoyICYK7VF0HaDt03pBF035BG0H1DGkH3DWmE2e6bUc55z9o/7MgAyUwYY0c55/tbfR2kvdB9QxpB9w1pBN03pBF035BGtMt9QyV2hBBCCCGEEFJBARIhhBBCCCGEVFCApL8HWn0BpC3RfUMaQfcNaQTdN6QRdN+QRrTFfUNnkAghhBBCCCGkgjJIhBBCCCGEEFJBAZJGGGM3MsZOMsZOM8b+XY2/Z4yx/1r5+9cZY1e34jqJuSi4b26v3C+vM8ZeZIztacV1EnORu29Wve4axliRMfZbRl4fMScl9w1j7IOMsdcYY28yxv7J6Gsk5qPgOeVnjD3JGDtWuW9+txXXScyDMfZtxtgMY+wNib83/ZqYAiQNMMYsAL4G4OMAdgD4HcbYjjUv+ziAzZX/Owzg64ZeJDEdhffNWQAf4JzvBvAVtEntLtGPwvum+rr/C8DTxl4hMSMl9w1jLADgCIBbOOc7Adxm+IUSU1H4fnMXgOOc8z0APgjgLxljNkMvlJjNdwDcWOfvTb8mpgBJGwcAnOacn+Gc5wA8AuBTa17zKQAP8rJfAggwxvqNvlBiKrL3Def8Rc75QuU/fwlgyOBrJOaj5P0GAP4AwN8BmDHy4ohpKblvPg/gMc75BQDgnNO9Q5TcNxyAlzHGAHgAxAAUjL1MYiac85+jfB9IMf2amAIkbQwCmFj135OVP1P7GtJd1N4T/xOAf9D1ikg7kL1vGGODAD4N4BsGXhcxNyXvN1sABBljP2OMvcwYu8OwqyNmpeS+uR/AdgCXAPwawP/KOS8Zc3mkTZl+TSy2+gI6BKvxZ2vbAyp5Dekuiu8JxtgNKAdIB3W9ItIOlNw3/w+AP+acF8ubuoQoum9EAPsAfBiAE8AvGGO/5Jyf0vviiGkpuW8+BuA1AB8CsBHATxhjz3HOl/W+ONK2TL8mpgBJG5MAhlf99xDKOylqX0O6i6J7gjG2G8C3AHyccz5v0LUR81Jy3+wH8EglOIoA+ARjrMA5/3tjLpGYkNLn1BznPAkgyRj7OYA9AChA6l5K7pvfBfCfeHluzGnG2FkA2wC8ZMwlkjZk+jUxldhp41cANjPGxisHEz8H4Ik1r3kCwB2Vzh3vBbDEOb9s9IUSU5G9bxhjIwAeA/AvaReXVMjeN5zzcc75GOd8DMDfAriTgqOup+Q59QMAhxhjImPMBeBaACcMvk5iLkrumwsoZx3BGOsFsBXAGUOvkrQb06+JKYOkAc55gTF2N8rdoiwAvs05f5Mx9vuVv/8GgB8D+ASA0wBSKO+4kC6m8L75EoAwgCOVbECBc76/VddMWk/hfUPIFZTcN5zzE4yxpwC8DqAE4Fuc85ptekl3UPh+8xUA32GM/Rrl0qk/5pzPteyiScsxxv4G5Y6GEcbYJIA/BWAF2mdNzMoZUUIIIYQQQgghVGJHCCGEEEIIIRUUIBFCCCGEEEJIBQVIhBBCCCGEEFJBARIhhBBCCCGEVFCARAghhBBCCCEVFCARQgghhBBCSAUFSIQQQgghhBBSQQESIYSQjsUYu4Yx9jpjzMEYczPG3mSM7Wr1dRFCCDEvGhRLCCGkozHG/gyAA4ATwCTn/C9afEmEEEJMjAIkQgghHY0xZgPwKwAZANdxzostviRCCCEmRiV2hBBCOl0IgAeAF+VMEiGEECKJMkiEEEI6GmPsCQCPABgH0M85v7vFl0QIIcTExFZfACGEEKIXxtgdAAqc84cZYxYALzLGPsQ5/8dWXxshhBBzogwSIYQQQgghhFTQGSRCCCGEEEIIqaAAiRBCCCGEEEIqKEAihBBCCCGEkAoKkAghhBBCCCGkggIkQgghhBBCCKmgAIkQQgghhBBCKihAIoQQQgghhJAKCpAIIYQQQgghpOL/B404/C1XaVyRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -771,7 +764,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAQSCAYAAACVVdrEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd3hc5Zk3/u+ZKk3RaNS7ZLnibjAlYAiBhNDiUJNsCCkEeEPZJLsbs5vNu+zvZTebAEk22VCyJEAoBpJQjQkGQ2imGPfeZXVN0fTezvP7Q5rxaOaMNOVM1f25rlxXkKXRozZz7nM3jjEGQgghhBBCCCGApNgHIIQQQgghhJBSQQESIYQQQgghhEyiAIkQQgghhBBCJlGARAghhBBCCCGTKEAihBBCCCGEkEkUIBFCCCGEEELIJAqQCCGEEEIIIWQSBUiEEEIqFsdxjRzHbeY4zsZx3KPFPg8hhJDSJyv2AQghhJA8+jGAY4yxLxT7IIQQQsoDZZAIIYRUss8D+EuxD0EIIaR8cIyxYp+BEEIIERXHcQoAZgA1ADwATjLGlhX3VIQQQsoBBUiEEEIqEsdxiwG8wxhrLvZZCCGElA/qQSKEEFKpVgLYAwAcxzUDeAlACEAEwA2MsbEino0QQkiJoh4kQgghlSoWIAEYB7CGMfZZAE8C+G7RTkUIIaSkUYBECCGkUq3AZIDEGIswxvjJt2sBHCjaqQghhJQ0CpAIIYRUqliABAAcx63kOG4rgDsB7CzaqQghhJQ0GtJACCGk4nAc1wJgAICGMRZK+LevALiIMfa9ohyOEEJISaMhDYQQQioOY8wAQBn9b47jlIyxwOR/OgB4i3IwQgghJY8CJEIIIbPB6RzH3YuJCXZ+ADcV+TyEEEJKFJXYEUIIIYQQQsgkGtJACCGEEEIIIZMoQCKEEEIIIYSQSRQgEUIIIYQQQsikihzS0NDQwHp6eop9DEIIIYQQQkiJ2rFjxzhjrDHx7WURIHEcVwvgDwCWAmAAbmKMfZzq/Xt6erB9+/ZCHY8QQgghhBBSZjiOGxB6e1kESAB+A2ATY+w6juMUAFTFPhAhhBBCCCGk8pR8gMRxXA2ACwB8GwAYY0EAwWKeiRBCCCGEEFKZymFIQy8AM4DHOY7bxXHcHziOUye+E8dxt3Ict53juO1ms7nwpySEEEIIIYSUvXIIkGQATgfwMGNsFQAPgH9JfCfG2COMsdWMsdWNjUm9VoQQQgghhBAyo3IIkIYBDDPGtk7+9/OYCJgIIYQQQgghRFQlHyAxxgwAhjiOWzj5posBHCzikQghhBBCCCEVquSHNEz6ewDrJyfY9QH4TpHPQwghhBBCCKlAZREgMcZ2A1hd7HMQQgghhBBCKlvJl9gRQgghhBBCSKFQgEQIIYQQQgghkyhAIoQQQgghhJBJZdGDRMQRCEdwzOiGOxBGk1aJOQ1qcBxX7GMRQgghhBBSMihAmiX6xz1444AB3mAk9rZWXRWuXNEGjZJ+DQghhBBCCAGoxG5W6DO78cru0SnBEQCMOfx4fvsQfAlvJ4QQQgghZLaiAKnCWT1BvL7fAJ4xwX+3eUN486ChwKcihBBCCCGkNFGAVMEYY3jzgAHBMD/t+/WZPThscBboVIQQQgghhJQuCpAq2IFRJ8Yc/rTed8uxcYQj0wdShBBCCCGEVDoKkCpUKMLj4xOWtN/f5Q9j34gjjycihBBCCCGk9FGAVKH2jTjgDoQz+pidg3bwvHCvEiGEkMIJRXiEKKtPCCFFQfOdKxDPM+wcsGX8cU5fCH3jHsxr0uThVIQQQmbi9Ifw7hEzTpo9AIDeRjUuWtQENa1jIISQgqEMUgU6bnbD5c8sexS1n8rsCCGkKMbdATz36SBOmNzgGQPPGI6b3Hhu2xCc/lCxj0cIIbMGBUgVaO9w9kHOgMULT4aleYQQQnLjDYbx8q4ReALJe+mcvhBe3TOKCJVAE0JIQVCAVGEc3hCGbd6sP55nDEeMLhFPRAghZCZvHDBMm/k3OQP4pC/9wTuEEEKyRwFShTk45kSKnbBpO0YBEiGEFMz+EQf6x2e+sbVjwAabJ1iAExFCyOxGAVKFOSpCcDPm8Gc8AY8QQkjm/KEIthwfT+t9IzzDhyfSe19CCCHZowCpgphcflhFuLvIGNBndotwIkIIIdP5pM8CXzC57yiV4yY3zK5AHk9ECCGEAqQKctwoXlBzctwj2mMRQghJ5vCGMh6qwxiwvd+apxMRQggBKECqKCdEzPoM23wI05LCgmGM4bDBib8dNuLgqJMW9hIyC3xy0pLVZLqjRjdcNPabEELyhgKkCuHwhjDuFq95NxjmMebwi/Z4JDXGGF7fb8Dr+wzYM+TAGwcMeHHXCIJhClAJqVR2bxCHx7LrGeUZy2mdAyGEkOlRgFQh+sbF7xkatGY/Lpyk79OTVhwxTL1QGrJ68dq+UbBcRxKSjIQiPA6OOvH2ISPePGDAniE7/KH0+0NKXYRnOGp04eCoEyHKEBfVpyet4HP4+z4w6qC9SIQQkieyYh+AiGPAIn4wM0QBUt7ZvUFsPSncT9A/7sW2fhvOmlNX4FPNTsdNbrxz2DRlguOBUSc+PDGOCxc0YXFbTRFPlzt/KIKXd43EMsO7hpS47owOKGXSIp9s9nH6QzhsyG3iqCcQQZ/ZjfnNWpFORQghJIoySBUgHOFzWg6bitEZoDKvPPukzzrtXeCtfRbae1IAHx4fx6t7RgXH2wdCPN44YMCWY+U7XpnnGTbsGZ1SNmtyBvDOYXMRTzV77RiwiZL9OTDqFOE0hBBCElGAVAHGHH6EIuKXWvCMYczhE/1xyQSnP5RUWpcozDO8f4wuYvPpnSMmfJoiixdvW78VH5+wFOBE4tt60ooRW/Lf8qExJwzUa1hQvmAEB0bE6R8asHhpZx0hhOQBBUgVIJ+9QiN2CpDyZf+wI60ehD6zJy8ZQjKxg2b3oD2j9xdjGXMh2TxBbJtmLPT2ARoZXUi7hmyi3dDiGcMRA2WRCCFEbBQgVYB89gqN2enucj4wxnBwLP0Lm4/KNHNRyo4YXFllhDYfNMLuLZ+yx/ePmact5zpuclMWokCCYR57hsSdPncoy0l4hBBCUqMAqcwFwzyMzvxtVTc4/bSTJw+GbT64/OlflI7YfJRFEpHZFcDmg4asPjYYnuhJKocJgyN2H/rM0y99ZgyUhSiQfSMO0aciml0BjLvz9xpACCGzEQVIZW7U7stpVOxMgmEe4x568RXbMVPmd32399vycJLZJxCO4LW9ozmVOY3a/dg1lH5pXrGkmyE7YhB/TQCZKhzhsXMgP3/DM/UyEkIIyQwFSGWuED1CRgcFSGKb6a6+kH6LBxa6U5yzdw6bYPOGcn6cj09Y4PLn/jj5Mmr3pV1+a3L5S/prqQQHx5x5K2WkAIkQQsRFAVKZK0SARJPsxGVy+jMqr4tiDNhdBlmLUnZozClaz0YwzOODEh79Pd1ghkSMTezdIvkR4VlakxKz5fCFaBohIYSIiAKkMhbhGYwFeFE0OumFV0z9OSz1PWxwid7DMFs4vCH87bBJ1Mc8YnCV5KRHizuAk+OZZSnzOQ1ztjsw6sjqpkgmjpTZdEVCCCllFCCVMZPLj3AaAxS2bFgPl+1UL4LLZsGWDevT/jxWTwihCC2MFUsuF6LBME/LIbPA8wxvHDDkZfHxe0fMJTewYdegHZkeacjmLbmvoxKEInxes0dRx4wu+vkRQohIKEAqY2NpZI+2bFiPFx+4Bw/d9U24bBa4bBY8dNc38eID96QdJPGMweyi3hcxhCI8RnPMOOwbttOFUIa29VvzlukxOv0ldffeGwzjUAYj5KN8wQjG3eUzvrxc7Bq05z17BAAuf7gks5mEEFKOKEAqY+nsKFpx/qVo7p4H48Bx3HfrlfjZzVfAOHAc+vZeLF1zSdqfy0QBkigMDv+0O2nSYfOGMGSlC6F0GRx+fNKX3zv4Hx235PxzFcveYUdamWUhuQbvZCp3IJxRL1iujhlpGiEhhIihbAIkjuOkHMft4jhuY7HPUioMafQGafX1uO2+J6DU6uFxWOF32SBR6aC++h68eMiNEVt6F0Qm6kMSxZBIu4z2jtCwhnQEwzxe3z+W11H4wEST/N7h4v9MIjzL6Rw0kEVc7x0x56WsM5VjJhftrSOEEBGUTYAE4AcADhX7EKXCEwjD6UtvLO8nfdYpPUTVcikuXdICKcfhj3/4XxzqG4r9W6r+JDONlxbFaBpZv3T0mT3w5GlkcCX522ET7CKM9E7HpyetBb0YFnLE4IInkP0QD7F+Pwlw3OTG0QKXXnoCEdFuwhBCyGxWFgESx3EdAK4A8Idin6VUpJM9AoCPD/Th7V/cAd7rgEZXB42uDh6HFa/+/HtoPrkJls0P44n/exNGxwzT9idZ3cGSKSEqVzzPRJsIGOEZDWuYwcFRZ1a9ONnyBiPYkadFoOnaNZTb53f4QvAFaUpirpz+EN46ZCzK56adSIQQkruyCJAA/BrAXQBS3p7lOO5WjuO2cxy33Ww2F+5kRZLOhbbZFcDbf30FIcsgmrvmYd0jG7HukY2xniSZVILGzrkIjg/iN7d/GfffeiWMA8fR3D0PK86/dMpjhXkGq4cauHMx7g6ImmHYP+KgYQ0pWNwBvHNE3JHe6dg5aIM3WJzM3pDVC5Mz90wvjfXPTTDMY+OesaIFmsfNboRp6ighhOSk5AMkjuOuBGBijO2Y7v0YY48wxlYzxlY3NjYW6HTFM9NFDGMMfztsQtPZX8aXbvu/uP3+J6HV10Orr8ft9z2Ja+68G5//2q248xdPoUqrR8hjh9thhUZXh9vvm3jfRONUZpeTdKYOZsLhC9HuGgHBMI/X9o0VpdwtGC7MSGchOwfFyV5RgJS9QDiCV3aPZPU9zHUdQ+wMIR59Ge7AIoQQMlXJB0gAzgOwluO4fgDPAbiI47ini3uk4pvpTvGhMRcMTj/On9+Az11945SAR6uvx5q1N8T+WybhYv9/unwEBUi5ETtAAoB9Iw7RHzNdPM9gcvoxaveV1PLatw4ZYSniuOq9ww440uwPFIvNE8x4MWwq1G+YHZPLjz9vG8JwmoNv4omxjiFeIUtLCSGkEsmKfYCZMMZ+DODHAMBx3IUAfsQY+0ZRD1VkTn8I3oTyjS0b1mPF+ZdCq68HzzN8tL8P7PAHWHTRnSkfJ/oi7HZYUaXVIxjh4XFY8dBd3xTMIlGAlBuTS/wA6YTJA3cgDI2ycH/KEZ5hx4ANOwdtsTIiCceht1GN8+Y1oE6tKNhZEm3rtxa9ByPCM3x8YhyXLm0t2OfcMWDLeDFsKrTzLDMGhx97h+04NObKelriivMvxYevPgPjwHHcf+uVAAC3w4qmrrlJ5c7p6B/3whsMQ6Uo+Zd4QggpSeWQQSIJErNHiXcf9xwfwLHH12Fw4wP48NVnUj7Ong82xXqO/vkPG7HojkdQ1dQN48Bx7PlgU9L7j7uoBylbgXAkLz1cPGM4UMAskicQxl+2D+HD4+NTeix4xnDc5Mb6Twawb7g4Wa0+sxsfHh8vyudOdNjgKthofE8gu8WwqTh8IQTCpZMRLDWhCI+jRhfeOGDAHz7ow7OfDuLAqDOnUfLR0meNrg5uhxVuhxUSlQ7Ktf8Pb/b58Pqf/phR+R3PGGWRCCEkB2V1e4kx9i6Ad4t8jKJLzEQk3n30hyMIexxo7koethAvWmYXzTydeZoMzq/8FKf5DkwpwYtyB8LwhyKokkvF/YJmAbMrINod/kT7Rhw4s6cOkrhSyXyIBke2acZmh3mGtw4Z4fCFsGZ+Q17PE8/k8uP1/Ya8fY8zxRjw/rFxXHdGR94/185BW9aLYYUwBoy7g2ivrRbtMSsBYww7B+349KQ1byWl8T9HuYTDys5abHvnBRg2PYTtm/6EH/5qorr8obu+CePAcQAQfK4GgP0jTpzRXZeXcxJCSKWjDFIZSiyBSbz7GPY4UKXVxwYzTGfN2hti77OwWQuFRo/qlZenfH8LTbLLiimPZUsufzjvTdnBMI+Xdo1MGxzF29ZvxXtHCzNN0ukPYcPu0aLvIEo0ZPXiuMmd18/hD0WwNw8ZOwuV004RjvDYsGcU7x815yU4ctks+PU/fgN+lw1ydS3UujoE3HZ8+tAP8ZW1l6K6qRu2kT7ce8sV004bjWf1BDFEQ1wIISQrFCCVoXR6BKRZZBOq5FL0NqpxxOBCmBe+2KQLp+yIMX55OnuG7Hl9/DcPGjLuTdk5YMMnfZaZ3zEH/lAEL+8agcsv/mhtMaaKfXDMnNeRy9v7bXkJDIs55KIUbTpgQJ85fzchPnn7NdhG+lDd1I1//v1G3BW3jmH44Hb84FdPQarSweu0zThtNN6uPD8vEEJIpaIAqcz4gpGki8H4YQsSlQ4KTW1s2EL8BV46FrfWwB/mMWARvvNIF07ZyfdksEGrN29DNHYO2nDMmF0m5OMTlrz1JAXCEby0ayQvv5NiTRWze0N5Wx7rDYaxZzg/F8A0kOWUvcP2rH//08EzBlvP59B4yW244/4nUdfQOGUdw5q1N6BaLoNClvnLdZ/ZDbuXnrMJISRTFCCVGaG7+NFhC7Vtc9B204P47n+/GLv7KDRsYTqddSooZZKUd0upxC5zEZ7BWoDActeg+BfLJpcfW47lNvjgb4dNOGEW9wIzGObxyu5RGPIwOh2Y6MuL/g3df+uVaZc1CdnWb4UjzdLETGzts+atrJCWQk/wBsP4IMff/3hCWcnnn3oUYw4/rrrhJrS1tsT+LbqOIRqc+5w2KDS1kKh0cKd5A4wxYFt/dgG60enH5oNGvL5vDMM2KtUjhMwuFCCVGbM7+YJwzdobcM2dd2PxLb+Erq4B87raptx9zIRUwqGnXo2T4x7BqUxWD91ZzpTFE0hrwlWuJV2Hx5zwBMQrNQtHeLyx34BIjgMAeMbw+r4xjNoz3w8jJBCO4OXdIxjJYt9MuoSmiqVb1pQoFJkYXCEmqyeYl96jKG8wMmVK4Wy19aR4QahQVvLBdTfik6fvh+TQG1jUohX8uPhpo99/6BV03vwQ1M09ad8AOzjqzCiLxBjDxycsePbTQewfceCwwYUXdozgmLG44/MJIaSQKEAqM+YUo7bPvPxrMASUmNekAcdxSctgM9HbqIYvFBG8O+8JREpqKWg5SKd3R4ySrjDPRM0ifdxnwbhIma9QhOGV3aM5l275ghG8uFO84EiMPqN0DFq92CtiOdw7h005jZVOh3WWl2Z5g2HsFzEIFcpKmgZPQF7fhSuvuhocJ9w3Gr0Bdvt9T6KtpQWrFnaj7iv/ictv/Ulaz/E8Y2lnwXie4c2DRnzSZ5kyEZJnE293+Qu7AJkQQoqFAqQyk6qX5eS4BxHGML9Jk/Pn6K5XQcIh5WQ0Kr/JTDpBxtLzLkFt2xwYB47jZzdfgfuyLOnaM2wXJYAdsftE753xhyJ4cedw1kGSzRPEn7YNilZWN11Q+tZzj8T6+jS6ulgmKZu+vqgPjo3DJsLfzqExJwYLMJ1MjLOWs73DDlHHpwtlJaUqHc79/v9gTkf7tB8bP210VWctZOpayJdflvbnPm5yzzhRkecZ3jhgwMFR4f1JwTCPD4/nd+gKIYSUCgqQykiEZykvWk6YPFArpWjVVeX8eZQyKdprq9FPAZIoZpr85/KH8OpRLzTX/AekKh38Lhs8DitUNfqMS7qCYT7nwCYY5vHmgfzsFPIEInh+x3DG5XZ9Zjee2zb9DqZMTddnBCD2/9c9shHr4qaKZdrXFxUM83ht3xhCOUy1cwfCePdIYcanz+Z+Q8YY9hdgATMDsKpTl9HHaKvkmN+sxYFRBwIZ3AzZfNCYshcuFOGxcd8YDhumL6M7YnDB4aMsEiGk8lGAVEZs3qBgP0iEZxi0ejGnXp2yTCNTnXUqWDxBeIPJPS0UIGVmuilr4cjEsAF3IIzLlragOm4JbyDMwxXI/GJk95Ad7hx6kT44ZoY9D0MFonzBCF7YMYw9Q3awGaIwfyiCvx024pXdo6KXdgrd0Vfr6vD5Hz0I+elXY9n1/4DP/vC3kGlqk6aKZcvsCmDzQeOMX7cQnp/o5crl+xAM8zhscOLgqHPGHqPZnEEatHpFHx0fP21UrauDVKUD73Xg2f93S8ZZyVWdtQhFGA5n0BfkD0Xwws7hpBs2Vk8Qf94+hBNp7OziGcOBAgSOhBBSbBQglZFUpUkGhx/BCI/uerVon6tDXw3Xzo041j8Se1u0P8M2y3sTMuEPRaYEK4k9L+/uPYH+D17EZ7sU2PCz78VKulQ1dYh4HXjgn74JuyWzjMFEKUx2k7dOmN15bf6PCvMMfztswp+3D2HA4kkKGDyBMLb1W/HER/3YM1S4CzJ/KIL3jpixf8QB//wvYKshgse2nMTWPgvUtXU5BUdRRwyurCajvXfMjOEceq/GHD48+Uk/3jhgxOZDRjz5cf+0mbzZ/Hd+aEz8gQTxwxa+8G9PofWmB9HQ0ZtVVrJJq0SDRpGyHC4Vhy+E9VsHsWn/GLb2WbBx7yie/mQgoz1tB8ecWQX4hBBSTmTFPgBJ33iKAQ39Fg8kHNBZVy3a5zr2zguwbv4dXti3Cb2/eQYA8NBd34Rx4Diq5RJ8eeW/i/a5Kll8UBvtefnw1Wdw+31PwuUPYfP9tyM0PohtgYHYxdPt9z0JAPjNP34D1pE+vPrKS7jxplsz+ryHxpxY0laDDr0q7Y9x+kPYfFDcaWszGbX78eLOEVQrpGjQKCGTcHD5Q7B4gnkp8YsXf0dfrq5FhDFEvA74Xr4bN//yKWhr62HxBPHpSSs+OWnFsN2HLy1vy2ofTaJoGeT58xvSyvp+dGIcu3MYwDHuDuDlXaOoVkhx7ektkEkleGO/AU8+9r/41te/htaWifHSLpsFez7YhDVrb4DTF0aEZ1ktnS5nEZ6JPpYeQCy4XnLeJfjzASfmdrXhol8+Hft+Z4LjOCxp0+G9o2aYXQE0apVpf2yEZzkFgC5/GKMOP9prxXu9IYSQUkMZpDJiSTFiu9/iQauuGkqZVPDfs7Hqs5dB1dwNt6E/qT9j0We+iHAOfRSzSXx5XWLPy//c8WWExgfR2DkX19zxb7FJVVp9PbT6evzgV09j0TU/gKPnoozv5jM20XOQ7ojiUITHxj1jRRvt7AtGMGT14uS4B+Pu/AdHwKk7+tVN3Wi96QFc/1/PoblrHizDfdj7wRvgOA4NGiUuX9aKz5/WhBG7D6/sGcmphyjejgEbXt07/fc8HOHx1kEjtvZZs/4877/8FF75+BDkUg7Xnd4BHXw4/u4LaB19D6ZND+Ohdd8SnJzIMzYr+00Grd687Zdas/YGnPTI4A/xOGtOXU7TRhe1aCGVcDgwWviSt5kGPhBCSLmjAKmMCE1D8wTCGHcH0V2ffqYgHVp9PS676+HYUsL4PTDq2jrYZ+GFUzbi+7USe16CbjsUmlrc+YunYhdK8QMZtPp63PCdWyGVcFmVzNm9obT27/A8w6b9Bhid+Vm6WqrOueLv0POlv0fTV/8La885DWcv7sXt9wv3GS1p0+GLi1swZvfjrSx7iIScMLnxxMf92DFgndLvFwzzODjqxFOfDGBfDj0fWzasx8sP/SeOPrYOazoUYD5HLAiShAOoae2Bx9iPe28RXoY7G8vs+vKQPYoKRyaGqHToq9Gqyy0DUyWXYm6jGocNroLfsDqZx+8RIYSUAiqxKxOBcERwB8XIZA9BZ524ARIAtEwzEc/uDaJBk35Zx2w10ySwmcqX1EoZVnXV4q0XnsRi/VfQ2zkxDji+FGo6RwwuqJUyfHZBo+C/hyM83jhgnHV3hBljeOuQCWzxF3HZ0hb0Nk6Mx5/ujv7CFi1c/hA+PGFB85Adp3fpRTmLLxjB+0fH8cGxcWiUMkg4Du5AOOcFvQDQs/oiyBv+iND4IJ6563oAgNthRXP3PJz9xWux/KIv475bvwSvcyJDlbgMN5/DOkrVyRTTO8VwYMwJbzCCS5fUifJ4S9p02PH6czjQeg1WLOgGkP5zQy5s3hAc3hB0KnnePgchhBQTZZDKhDVFT8awzQeFVIImkYMVl82C5++5FbzXAYWmNmkPjJjjlitZ/CSwxJ4XqUoHn9M2424d/56/wrr5d3jsX7+T1RLZnQM2vLZ3LGkiocnlx5+3D+NoBpOwKsW2fhuOGF34zNx6LGjWpv1xZ3TrMbdRjQ+Pj6e1ADgTjE30dzh8IVGCIwDYawHab/gZ1HGT+uKDoGq5DLJpgnSHb3ZlkMbdAdGn10VFeIYdAza06qrQoRenf2fggxdh3fw7/OU/bsl6wXTWn9uav0CSEEKKjQKkMpFqVPSIzYfW2ipIRG6k3vPBJhgHJ/ozln3/90l7YGjU98wSJ9hFe14aO+ei+TsP4Mr/b31au3XOuPBy1LTOgdc4gHtvuUKwFGomR40uPLblJDbsGcXbh4z487YhPLN1cNaV1QETfzOf9FmwsFmLM7szywJxHIeLFzVDKZNi80GjaIFMPphdARwzubGsTQehZ4foxXTQbYdEpUOVVp+0DHe2ZZAGLPlbwHvI4ITLH8ZZPXWirWNYecFl0Lb2wGscwH23CpdJ5ksuExUJIaTUUYldmRAa8e0JhGH1BnFaW/p3wNMVLc/wdZyJIw4JVJN3naOlG/ZZ2JuQqcT+jej3VDr3M/jUEMGKBd04Pe57mopWX487f/Ekfn7LlfA6J6afJZZCpSMUYWntOqlk/lAEmw4YUFMtx0WLmrK6UK1WSHHRoia8tm8Me4bsOD3DIKtQtp60QBpwYuuD/xbLHAGIBUFnXPzliYvprnnQXHsPOvUqHHr0R7GAfeLvfHYFSEPW/ARIEZ5h20krmrRKUftFtfp63PTTx/HbO6+CxyFcJpkvIxQgEUIqGGWQyoRQxibaf9RRK37/ETBxQd/T3ooIzzDuDkzpz6ASu5kJZf3WrL0BxqASepUctSpF2lOslDLptKVQZGaMMbx9yARvMIxLl7bkNK7b8MkraFMG8MlJCzyBcGxHWDEk7tZy2Sx48y9P4ITZA93YDpgGT6C5ex7WPbJxSia4SqWemJx4/5Po7WyDIajEbfc9MWVIhcsvTi9UOeB5FntOFXMkCDYAACAASURBVNthgxNOfxhn94qXPYqqUytRjKcGdyA8q5cJE0IqG2WQyoRQgDRq90Eu5dCUwQ6MTEUHNRgcfjTXnBra4AtG4A9FUCUXb7R4pRGaABaK8Bi2+7CsXZf24ySWQsmlXCwLUIg7xZVi/6gTx81urJnXgJaa1ANIZhLdZ9XYOReqq+7B27uOxTIvAPLaHJ/qLNHdWsCpfWX1l9yGm//+TsxpVGPF+ZfGfk9uF8ha9vidOGp0wyfVTHk7zxhc/hBqVYqCfU3FYnT58zLeO8IzbOu3oUmrxBwRl3kDp54bwh7HRJmkXFrQ54Yxhx96deX/bhBCZh/KIJUBfygi2DhscPrRpBW//yieRimDWiGFQaBXZTaOAM6EUFA7bPMhwjP0ZFBmE+1dau6eh7N/9Bg6b34YzV1zZ+xdIhO2bFiPweFRvH/UjK46FebXRHLK9kT3WZmHTsDw+B14/+ffKljfR6qzRHdrRXtQ5A1dWHnBpVArZYLj4xODuK7JKZhCPTizpcxOrJKxxIzerqP9GP7wpbxkj+L7GttuehAX/+TJtPoaxWJwUpkdIaQyUQapDAhdaIcjPMyuAFaJNGo4FY7j0FRTJTixy+YJ5bzLo5IJXVj2WzyQSTi0ZzDFKnoxu+L8S2Hlq/Dy7lFcsu4heI58WNBsRbwtG9ZPyUoUYrRwNqIZlqrGJ9DxjZ/j3DYtHr7rWzlle6L7rO6/9Uq4J/s+ZOpa3HbfEwXP5gmdRamtRePX/gufWdKb9uOolTI0aZUYsHhw1pypI6hny7JYMcrrEjN6YZ7HC/9xKwLmQYwsaETvl78hwklPiX9u2Nzvw4A3jNvuewJ7P3ijIH+LY47ZN+SFEDI7UAapDFg9waS7kv0jY3Ds2JhTqVC6GjVKWD1BhBKWEdpn2QjgTPA8E7ywHLb60K6vhkyS2Z9eNAvQVadCrUqOYy5pUYOjFx+4JzbtrJCjhTO14vxLoW3pgd88gJFHb8eDd16Vl2wPz1heJ6BlIhxh6KyrRl2GpU8d+moYXQGE+al/57MhQGKMYdSe+8V+YkbvvluvRMA8iPqOXqy84DIRTpos+tywqKUGDl8Ibk5dsOcGiztY8CW1hJDyVi7PGRQglYE/PPJw0gXp+ru/C+vm32Fgy4t5//yNWiUYkocOzJbSm2wI7bLxBSOweoNor80+68ZxHJa36zDm8MPkKs7d21RlXcUoMZuJKayE7rr/hEJTC5/TlrQHKBvx+6w0ujqodXXgvQ48++/fhcM6LvJXkNlZqrR6RLwOHHls3bS7tYS01FRNDGRxTf07nw0BktUThD8Uyflxohm96N64gMsOuboW3//l03nPLs5r1EAm4XDYULi9ZhMDfOhGGSEkPYFwRLBloxRRgFQGVlyQfEHqGD0JZWMXzvrcFWk9BscBK7tq8a1ze3DH5+bh+tUd6KxLrw8mOgQi8YKcAqTUrAL9WWOOiRKethwCJABY3FoDmYTD3mFHTo+TrcSLQDGCjlwITXHbsmE9XP4Q3jpoRINGAblUvKe6+J6wdY9sxF2PbIS+vRd+8yDe2PiyaJ8n07P86JFXMe97v0NVUzesw30Z96DEBrIkvHjNhgBJjOxRKvIcpiVmQiGToLdRjWNGV0EnD87GXWqEkOwMWrzgyyOBRD1I5SCiqEnqM5CqdDjrjt+kdUEqk3C4Ynkrehs1sbd16FW49vRqvHvEjN1D9mk/Xlslg1ImSepDoiENqQntiRq1+yHlODTnOHVQKZdiYYsWRwwurJnXMKsnCU43xW3XoA1szjmwvHg3PAJ7gLIN6OL7PqIf/4NfPYXHn34Ozt6LEIrwogZk6Z5lPFIFl0SN6+9+BJ7Dmfenaavk0ChlMDj8QOept8+GACl68yJX8Rk9iUoHhVQCbwGnyi1qqcFRoxv9Fg/mxj3f55NJoD+VEEKEnDB7sLi1ptjHSAtlkEpcMMzDHUieYMeAtC+0L13aMiU4iuI4DhcubMTcpulfSDmOQ6NWmfRCGAzz8AaTz0YmBlgkGrH70FSjhEyEi+cVHbUI8wyHxpw5P1amEsu6opmkaAloIaUq96tpnYNQ19los+7G+JDwHqBcpnwlToar0Tfgum98F55AZMYbDmKLnmXnoA0apQzL53Vn3YPSUlOVlEEKhnlRys9KWaYlH6myltGMnryhC2f96DH8yx/E+X1LV3edCtVyKQ6PFa7MTmiADyGEJOJ5hpPjnmIfI20UIJU4mzcIp3XqBWl1jR6814F3/vvOGS9IV3bVYn6zNuW/cxyHSxY3Q62cPgvRpFXC4g4mlW5QmZ2wxOxaKMLD5PLnXF4X1ahVolVXhb3DDjBW2EWeiSVmiUFHqovHfBAq96uu0UN37X9gydxOXHfjzRPLUCfv3kffP34Zqlja9dWY06DG9n4bfMHCBhRGpx/DNh9WddZCmsPY/xZdFRy+UNKNj0rOIvlDEcFJoalMN6TE5Quh6dLbMP/b92Pt2aehRt+Qt983IRIJh4XNWpwc9yBQoKDW4g6AnyXLhAkh2Rux+8rqZhsFSCXO4g4mXZBe/JOnIG/ogmWGPgNtlQxr5jXM+Dmq5FKcN8P7NWiUiLDkyWxUZicsMXA0uwLgGdCmE2/q4PIOHey+EAathZ2etmbtDbjmzrvxvXufQEihhVeqxi0/+yOuufNuACj6hLtgmIdOJcfnFjbFzjvTHiCxnDe3HqEIj0/7rXl5/FR2DtqgkEqwpD230oXoVEyjc2pWwFnBAZLJGUAm9xhSZS317b04rlmG5rO/jOvWLI6Vvubz903IwlYtIozhmMldkM8X5plgzyUhhMQ7XqDnJLFQD1KJs3mDST0Pzn4/Fn/3F5jr2T/tC++a+Q1p90Isbq3BzgFbyolE9ZMjgy3uwJTxwQ7KICURKouMlic2iTiWfV6TBu8fHcfeYQe669WiPe5MAuEI2GmX4E/7nfCFbAAmhoB0dl6IZfVAc/czsYtHYKLnJ18T7uLL/dS6OgTCPMIeOwzP/isCZzwFRYGHRtRrlFCfeAu7vKuxokOHWpUi7zuinL4QjpncWNVZC6Ust360Bs3E3/a4O4A5Dad+pyo5g5RpeZ3Q7im5uhbqq+9BQ2MjvrS8DZqq4r20NmuV0KvkOGxwYWm7riCfc9wdQIMmt95KQkjlYoxRgETEZZks/Yi/uDK7A+hpbcGaxStSflyDVomF05TWJeI4Dqt76rBpv0Hw3/XRAMkTxPy4t9sr+MIpW0IDGoxOP9QKKTRK8f7kZBIJlrTVYMeADU5/CDVVctEeO5Uxhw9/3WeAJxDGvCYN5jSoIZdKYHT6cWDUidesEZx+23/j/Z99K3bxmM8Jd7Hsatc8nHbzL3Dc5Ib3pbsxPnSiKItrt2xYjwPP/xryhi68W/8bXHxac2xoBJDdYtqZ7B6ygwOwsrM258dSyqXQVskw7k7IIPkr9+880wApEI7gmMmFQPjUKCaeMZw9pw6fWdIJSQ4ljmLgOA6LWmrwcZ8FTl8INdX5f15IXAFBCCHxhm0+wX76UkYBUomzJdTGewJheIMRNM4woOHMHj04LrMX6oXNWnx4fBwuf/IvsVwqga5aHgvYoqgHKZlQ0GhyBUTNHkUta9dhx4AN+0ccOHfuzOWUuRiweLBx7xjUShm+srozNhYamMhmndlTh49OjGPnkQEEw4WZ4xkNOCJdZ2G3BThvWS8Wn/90UYIjYCLL++GrExm0Lfd9G9tlEnidtrxl0AKhCPaPOjC/WQutSAFyg0aZdMHr9JXXC1u6HnzwQfg7zoRENRFcTpftC0V4fHrSip1HBjD89L8g5LFDoamFTMLB67Rhy/98H8tFuhFQr1Fg3uTwnOMmd8YByMIWLT7us+CI0YUze+pyPs9MEgNqQgiJd9RYuMExYqEepBIW4ZlgLwsANE5TzqCtkmFBU/rZoyiJhMOSttQlGfVqBayJy2J9dOcwUWJQGwzzsHqCsX1SYqqplmNOgxr7R5wI53G5gMHpx8a9Y6hVyXH9GR1TgqMohUyCM5qkcL/4bwh57JCpa6EuwIS7ujO/hN0W4LQWLc7qqSt4z0e8aPlVdHms12nLawZt55AdoQjDGV160R6zXq2AzRuc8vtUiRmkBx98EHfeeSfu/8ENM/bL2bxB/GnbELYP2KAc3IqQZRDNXfPwk0f/in/+/WuiTqo7u7cON57TjXPnNuDcuQ34xtndWNWVWXZQVy1Hm64Kh8dcBRniQstiCSGphCM8jhrLq7wOoACppNm9QfAJL26myTt1DVqF0IcAmMgqZFvmsaS9BqkST/UaBey+qZPsAiG+4BO7Sl1iBsnsjvYf5adGnx3cBLfdEqvvFWtqXHQancsfwobdo1CEXGgdeQ/qacoE93ywCfbRk6hr70XbTQ9g8Z2PoLlrbs4Xj6km4w1avXj7kBGdddW4+LTmjLOm+RJ/ikjc37CYE/78oQh2D9oxr1EzY0Y5Ew0aJXg2dVR9JQ5puP766zFv4aKkYQuJ2T5vMIyXdo3AG4zgqpVtuPW22ycmI94v/mTE8+ZNBEXxv8cSCYcLFzZhRWdm/USLWmpg9QYLsqfI5Q8VLGtMCCkvfeOesppeF0UldiVMaELcuCsAXbU8ZTO2hOOwJIfG3JoqOdprqzFsS16cWKdWTFw4eYNTGnLtviCqFeKMr64EiYMrTJM9Ds1a8UvstmxYj3cfvxfKxi7sqPkl2pXtovS8xBawbngGXd/8OfyuANwv3o1DQyegkElTPm78QJGRgBxvHDBi/nfux7nmXbmfRWAZbMNRM7rOvxpXLGvNaby1WJKHRkTgc9rw4LobsfrzV+Gvj/1S8OsApv9ZbdmwfspiWpfNgpdefB7Bnotwdq+4JVTRQQ0WdyAWeIUiDJ5AeNrguNw0NTXh10++hK9dcl7KfjmeMWzcOwZfMILrzuhA82SZbOLPSoys5YJmLc6ak/pn+dkFTRi1+9PeOzS/WYP3j5mxZ9iOSxa35HS2mTAGWD1BwcwyIWR22zfsKPYRskIZpBJmFVg2anIFpi2v665X5TwIYFGL8KjgevXE502sh6c+pKkSA1uzKwCVQpqXi8voyOGAeRC7fn0z7r3lCsG74Nk+rnHwOHb86rswPHZnbOHqTI8bHau9qKUGn13QiCG/AoGFX8i61CfVWGVFQxeall+Iq1a25zy9TSzxI/nvemQjbvn1S5DXd8E0eAIABL+Omb6nQnt3Hlx3I3b/6VeoPrpZ9OlhepUCUo5LKpuqxDK7mXpn9o84MObw4+JFTbHgKB80ShkuPq1p2veRSiZ21qWbJK2SS7G0TYcjBlfGPzvGGPotHmw+aMTr+8dwxDC1VE8oE/rAgw9k9DkIIZXP6gliyFbYVSRiKfkAieO4To7j3uE47hDHcQc4jvtBsc9UKFbP1BfvYJiHwxeatpxmUWvmvUeJ5japBV+E9Wo5OA5JSxUpQDolEI7Am1ByOO4JThvU5iJfPS9afT2++u+/h0SlA+91wO/K7nFXdtbizB49Dow68dGJ7HqQhJbBSlU6zP32ffjqBUtEnQyYq+iOqOj3aX53O87/4W9R/4XvYeWV30r6OtL5ngoFiKbBE5A3dOGytVeL/jVIJBz0ajnGE55/hIa3lDOTyYQff/e62M9Bk9Av5w9F8HGfBR211VjYkvvz6nQ+t6gxtjdpOk01VdP2iSY6vXuid2nngE3w34UCnXdfegqbDhjwyu5R9JndGLH7sOmAAZsPGcEYS7ko96c/WYcHH3ww7bMRQirfrkFbRnvmSknJB0gAwgD+iTF2GoBzANzBcdziIp+pIBIzSOYZ+o/kUg69DZqcP69KIUNbbXLJnEwiQW21HJaECycHDWqISSyv43kGqyeIek3qnjExxMezYjwXhSM83jlsghhFa5/prcfS9hpsH7BhR4oLNSDz/pwrlrWKNrlNTImLaS9eNR8NZ6/F5oPGpJ7CdAgFiBKVDhf94wPobG8V8+gxdSpF0o2PSutDevrZ5zDWf2oB97pHNk4ZtrBr0A5/iMcFCxrz2tvWVafCvAyG6pzdWwdZmuWk2io5Tmutwb4RR9KNLaFA54Ef3YgND/8ndrz+HM7prcPN5/fiu+fNwVk9dTg05sLOQXvKjG5n7wJcf/31GX3thJDK5Q6EcXDUWexjZK3kAyTG2BhjbOfk/3cBOASgvbinKozEUq3x6LJRjXCpR0+DGgqZOD/S3gbhxaP16uQRwJRBOsXmDU250Lf7Qgi6bDB+8kpePl98z4uqRg+JSgdPBlPjUgUlf9t9HIcfXYeI1yF4dz0THMfhcwubsKBJgy3Hx7F/JLkeOdVd6RcfuAdvPfdI7GuUqHSQqXWIeB146u7v5m0ynpiqFVJctKgJYwYjfvUPN6TMWGSCA3BGt3iT6xLp1Qo4fCGEI5U7ye7LX79pSrYvftjCOVf8HfaNONDboBZ1AEYijgPOX5DZeP6ayaAnXZ/prYdMKsG7R0xTyuQSA517b70S5qGJzOS1116H0L5N8Dqs4DgO5/TWobMqiDf+8gRYdY1gJvSffvM0mpqmLxMkhMwe205aEebLNH2EMgiQ4nEc1wNgFYCtAv92K8dx2zmO2242mwt9NNEJTQUyuQKolkuhVgqXYkT3ZoihJ0WAVKdJvnCiZbGn/OF/H55yoT80Mgbjs/+Kj566P61pZZkGuPE9L//8+9fwmXWPQ9HQldbUuOmCkvefuHdilHGKu+uZknAcLlnSgu56Fd4+bMKuwamZpFR3pZu754GBwThwHPL6Lqz4we+x7n9zO0sxzG/SosawHa6xftR39Gb0PY0PgpXaiSA44nXg0X/9Tt4CRL1qIuMZ/7ddabuQTM5AUrYvOmzhqMkNXyiCFSIs353OwmYtmrIY3nJGtz7tXqRdb/wJqxo4DNl82DfiiN0EScxMeidLV2/+2R9h2f/+lOcGt92KI4+tw/ibD+P5px4V/DwuX2TK6wIhZPayuAPYW6bDGaJKp3h/BhzHaQC8AOCHjLGknB1j7BEAjwDA6tWryzdknWQTGNAw7g6gQasQLPeQcBx66oWDmmw0aJTQVsmS+g7q1QowTGRKondWfcEI/KFIWjX0lW715y5H8+O/j13ohyI8Qm47mrvmTtuI36hV4otLWtCoVcLiDuDtwyaMCEwSTBQ/NU6rr8f5y9UY+Np/oXF85qlx8UtN77/1SgCYuAhv7ELvl/4e8y66EKs+e3nsAvL2+57MaQGrVMLhyuWt2LTfgPePjcPiCeLCBY2QSSWxi7X7b71yykSxG+95FB+PhVH3BS9WXnAZLl29ADKpJOezFMM3b/o/+K03BNWiNUB1DbRV8rS+jmgQ3NA5F+qr70FbbRX6/vjPscAqH98DvWqidDF+YmWlZZBMLn/Kf9s7bEedWoFOff6mc0o4Dmf3ZtcnqFcrMKdBjT6zZ9r3i94Eae6ahznfvhd/23UMrhfvhm2kD8DEc0D8GHqlTIKWmiq0pHhu0LT0wK6bjwfX3RjLHEX/7YF1N+La1X/DaXM6s/qaCCGVgTGGtw+ZsiopLyVlkUHiOE6OieBoPWPsxWKfpxCsCeV1jE30sjSohcs92mqrRA9QOutUSW+L3llOLP9zUBYJAMBV66bclQ247ZCpdbj9/qdSNuLrVXJcd0ZHLOCs1yhx7ekdmJMii5co/i54k7YKC+d0wDnnIrhmuKAV6m2Rq2vR8rWf4cpzFuGCq24UvLueC5lEgsuXtcYGNzz1yQAOG5yCd56DER5/2TEMo9OPq264CVeevQgyqUS0s0xHKZegWiHu35NCJsG3b/4/QJUOG/aMIhCKpPV1rFl7A7502/9F01f/C2pdHS4/cxFuv1+cvTup1KoUcO3ciLExY+xto2PGimrCTzUu2+4NwugMQHb4Tbjt1tjbxdovFrWgWYM6dfa9ics7Zs5uxU+j3PebWzD62J2wjfRB3dwNX/1C3Pv9v4PPaYNMrYNKVwev04aH7vomAAiW0X3np4/BO7AXpsETgtnl5577c9ZfDyGkMmw9acWIfeYbvKWu5DNI3ES65FEAhxhjvyr2eQrF5kkOQMI8S9ns39soXvYoqqtOldRgVxt3Zzme3RvK6xjccmEXGFgxXYM3xwGXLm1NCm6lEg6XLWvBs1sHYcuwx+v8eQ04Oe7BlmPjuGxZZk38EcZwVm9dVmU/6Yju8zl3bgM69Sq8tesonn/qZegWXwDDsz+Gz2GFTK0Dz4Cg247xP/0Et9//BFpbst/tlS6OA5a26bCyq3ZK1mTPkB27Bu1TFiRnq16jxOXLWrBhzyhe3DWCq1e1z3hjIxCOwNx5IXxOP65b3joxLl6ZXYDY06DCuXMbIJNw+OjEqeXCiT7967Owbv4dNu/dhFX/8wyAqTub7rjjjow/dynxBMIpp/IdM7nh2rkRA5t/h8EPX854Z1U6OA7T7jxKR0+9CjXV8mmHZwhlZpWaWrR+/efY+tF78BoHUNM6B//w309DwnGxr3HPB5sEM971GiXmXHANaqrk+M43/i4pu3z5V7+d09dECClvx00ufNJX+r3B6SiHDNJ5AG4EcBHHcbsn/3d5sQ+Vb4kThyyT/12fIoPUVSd+gNQhUF4il0qgUcqSBjPYBZbazjaBcAQGg2nKolCJSoeQ256yEX9RS03K5YpKmRSXLGlJu9cgqqZajtXdehw1uXHCLHwBDAgPeOC9Drz/33+fl96WxJ6nWs4H07M/gXXz7+B77/fwmQZQ1dSNs3/0OK75z2fR2DkXHmM/Tnz6tuhnSaRRynD96k58fnHzlL1CNVVynD+/EV87sxPaKnHuJ3XXq3HFslZY3EH8advQtLt4nL4QXto1AqPTj8uWtqJVl33J14JmLb68oh3NNVWo1yhx5fJWdNcnZ4mBicyDqqkbHmP/lJ6whYtOq4hJZaZplq0eM7ox58yLs9pZla7eRg3qcxz9z3EclrSlP6whSi6V4BvndOFf/vEHuObOu/FPv14PXV3DlCEVK86/NPbcED9Q5OG7voUOZRBs8RchVZ+6aRHNhAotNyeEzA4nxz14fZ+hbMd6Jyr5AIkxtoUxxjHGljPGVk7+76/FPle+Jb7QRCfHCZVkaJSyvExa0lbJYxmjeHq1PDmDRCV2cPhCU4YmfOdXz6Ptpgehb+8VbMTnOODsGe4it9VWY2kGe0+izuypQ5NWibcOGlOW2kXP2tg5F23ffQgLb/9fNHXNhXEwP8MPBAcxDE58r2778U9xzZ1348e/fRbXnrcE5y6dizt/8VRey8ii9Co5vnpWJ9oFRttHNdVU4StndqKmWpyx4r2NGly9qh3BCI/nPh3C+8fMU8pU/aEIdgzYsP7TQdg8IVyxrDWnISz1GgUuWdIMSdx4aI7j8PnFzZBLkyNwrb4ea374W0hVuiklVk88v7EiJpUZncL9R3ZvEGZ3AIt7O7PaWZWus3pyyx5FLW6rmfYGSvxNkMRAx+e0pRxSEf88llhG5z3yIQBgwJK8/FFouTkhpPIdNjjx6p7Rsp5al6jkS+xmo2CYTyr/sHgCqKmSCU45E+oVEkt7bXVStkivUuDw2MRm9Wj5WOL+n9nI7g1NGZowEpBDqq7Ft/7jUQzufCfpQn9Ogxr6NHoQzp1XjyNGV9JUw+lIJRwuXdqCZz8dxCu7R3Ht6R1JPTVr1t4AXzCMgZoVCCu1uHZ1J+RnPpW3xv9UgxiiF52JnzPffUbARLbt2jM60tqnVFMlx9Wr2vHctkEEQrlP62rXV+PrZ3XhoxMW7BqcKONTKaSQSrjY339nXTUuXtQMXQ6BGccBlyxugVya/NxRUyXH0nYddg3ak/5NVy1P2qnlrJBlsakySCfHJ4YezG3UAP787O/orFOlzBpnqqZKjg69CkNW4U318YFOYqngdH/nicNfgFNldOd96esY+fAk+sY9SePGKYNEyOyzvd+KLcfHKyZzFEUBUgkSepGxuIMpSzI66/I3aamtthoHEvqQ9CoFghEe3mBkoh8CNKQBOLUPKnpxYT0xDo4D2tta0dWRfCGytD29zJBKIcOqrlps7bPO/M5x9CoFvrS8Da/sGcULO4djU/KAiaEfJ8wenGw6HwwMV61on8hOqvMflJQKpVyCq1a2ZbRstk6twBeXtGDD7lFRzqBWyvCFxc04a04d+sxuWDxBhCMMdW0KdNerROnrW9qmm/aCfFWXHruH7FNe3Fw2C97+xR3gvQ5U1+gh5Ti4HVbc8rW1+PTD98s+i2RKkUEasHqhV8nB+Z1TMi8AYjurcs0indkj7v6q01q1KQOk6QKddIaDxIu/YTGnXo2jRjciPIM0LisZDPNwB8LQKOnSgpBKxxjDe0fNgjfYKkHJl9jNRon9RxGeweYNoj5FtiGfGaQ2gbIjvcCgBncgnFGGoxIl9mHZPCHoquVTLiCiqhVSzMlgLPvpXfqslgB31qnQbfgALrsFz24bxCu7R/D6tiP4zW8fwGv7xqBWSnH9GZ2i3dGeTqpyn2wWpeaK44DLlrZm1Qcyt1GDFZ3iDo3QVcvh2f1XnN0iw6VLW3DWnDqoIp6cp6YpZBJ8Zu70F/O66oksRLw9H2yCdaQP8vouXPvT52IlVgPHj+Avf/lLTmcqNm9QeEBDOMJjxOZDV51q2hKzXMpPm2qU6BZxHQMwsf9OJvAcE5WqjC4XPQ1qBCM8DI7kQDNxwFChhCI8thwbx5+3DeGTPosoQ1UIIcIYY3jrkKligyOAMkglKfEFxu4NgmcQDJB01XLUZHAHPFN6lRzVCil8wUjc2yaXSHpD6Ii7GerwhfK6dT4VqyeIarlU9LHMmUrsw7J6g6hTCQe185s0U/pBZlIll2J5hw7b+20zv3OcLRvW453Hf46mrrlYffuv0W824/jj6xAcH8TZuipcf+PNGZ0jF9mW++TD2XPq0x6jLuT8+Y3oH/eKljmNDrD48NVnRJ2atqKjNpblnU5iFmLN2hvA8zy2u3H7PQAAIABJREFUSxYhKNfGyiNPfPpW2U+wMzqFy+tGHX6EeYbuejXm5JB5mY5YvUfxlDIpehs1OGp0if7YqbRNDgsZdfjQnjDMx+4NoVP8L3NaPM+wYfcoBid/h0fsPozYfLhqVbvgDSpCSG7eOWLC/pHyXgQ7EwqQSlDiDqTYBDuBu92JL05i4zgOzTVK9I+funjSVskglXACo76DBQ+Q3jlswu4hO5RyCdauaEu6E15I8eN2eZ7B7g2mvAjPpuF+VZc+43HT8ctg3//ZtwAAQYcVzd3zcPnaawoWHAG5lfuIqbNOhXN6c7uCk0sluPi0Jry4c0SUM6Va2pvL1DSFTIIzutMr5+pt0EDCTV3sd8FVN+LYlpOxIFCrr8c5V349q7OUklQDGgYsHki4U9M7xe6Jq1Mrchq0MZ2FLYUNkKoVUtSpFBgV2HVSjD6k7QO2WHAUNWj14t0jJlx8WnPBz0NIJdvaZ8GeocoOjgAqsStJiRkkizsIDqdK2+JNN3lLLC01Uz8Hx3GoVcmT9vMUepLdgVEHdg9NpHcDIR6v7R2DPxSZ4aPyIxSZqL2PcvhD4Jnw1EGFTJJVIKdRyrCgObMLLKFlsGJO48pUPsp9MlGtkOLSpS3T7qZKV3e9GgtbtCKcKj8/p6XturSzqtUKKVprk8ssddXypOl6gXBx/sbEkipAGrb50KqrFhxmIYYze+pE+b0T0lOvhlJe2Jfz1toqjDn8YAmd2YUOkDyBMD49KVyiu3fYgf7JwRuEkNwdM7rwcYXsOZoJBUglZiLzMDXQsHgCqFXJIRN44S5IgCTQn6KvVgiUAhYuQAqGeXx4fHzK27zBSNEWlNm9oSlN7tHvjVCJXXe9Kuuyj1Vd4jZ4zzZfWNwsagP5+fMbBMdkF5tUwuH0rtqMPqZHoDcmMUACkHLBarkwCZTYhSI8zO4A2gSCRDHoVXIsEimYFiKTStDbkJ/sVCpttdUIhPmkntlC9yDtHLQhFEmdVX/niIn6kQgRgcUdwJsHjRU3rS4VCpBKjNMfSpojb3EHBTMRKoU0rTHRuWquSS6b06vlcPhDU154Crksdv+oA55A8p3s/SOOKf1SheLwTf3ao2WSenVy1q87h6W+zTVVaM1goEIpDUYotuUduonxzSLSVslxRnfuDRdi/5wWNGszms4HAF0Cw1501XJ4gxGEIqcGsDjLeGKlOxCekumNMjj8YOxUb43Yzplbn/dyVrGymelqm3weGk0Y1OD0h8EXKCAJRXjsH5l+HLvdG8Ke4cptJCekEIJhHq/tG5tVw7goQCoxiXfjwjwPhy+EenVykFKIyWPAxJhpbdXUu+56lQKMTb1YKtSob8YY9gwJv+CFIgwHxwpfG5uYPbN6glArpFDKkkuchC5EM7G8I/3MQL6mcZUbvUqOCxY05uWxz+jW55yVEvvndHp3ZtkjYOJGSGKZVnT/UvzfeTnvQjI4kntmgIlhAwAyuvmQrkatEgub8x+8dNWpCjqoRlctR7VcirGE72mEZ3CmWE4ttqNGV1pl1dtOWmfVhR0hYnv3iAkW9+zac0ZDGkpMYv22wxsCg3AmQmgEd7401VTB5XfH/js6yc7mDcayWO5AGKEIn7ca/qgRu2/acr4Do05R7upnIvE8Nk9IMLtXUy2HTqCXLBMLmjV4/5g0rUxZqQxGKCaphMNly1rz9nupkElwTm893jpkzPoxxPw5ddap0KTN/EKf4zi06apjy1KBUwGSwxeKDYlxFejiNx8MjhQT7Ox+1GsUUMrFDzA+u6Axb71H8aQSDvMaNdhXoMlSHMehqUYJs8DSXZs3hNoUEzzFdHgsvcEU3mAEe4ftWJ2HKYKEVLqjRlfSPszZgDJIJcbqSc5EAMLN/i0iLJFMV3PCdLrayYv8+MCAscL0Ic30omhxBwVftPMpfkAFYyzliO8OEaYOyqQSLE7YYD+dYg9GKLZzeutFWbg6nSVtNajX5HZBKNbPaVWGvUfxEjMo8QFSlNNXxhkkgQENPGMwOPx5Ka+b36zJ6566RIUus2vSKmH1BBGOTM3OFGJQgycQxpBNeEGukJ2DtqRzEkKm5w6E8fYhU7GPURQUIJWYxAbX6KQ4fcLFtoTj8n7RFy9xfHeVXIoqmQS2hN6bxF4csTHGcMLsnvH9jhVw5C0wtf/KG4wgGOYFM0hiDdVY1q5DAW5Kl73OOhXO7Mn/YAuJhMO5MyxkLYRalRy9Oex3SsxKV8klUEglUwOkMs0g8TwTnGBncQcRjPCiD2hQyiW4cGGTqI85kw59NdTKwpXZNWqU4NmpVRRRhehHPWF2Z9Qs7glEcHBs9t0FJyQXbx4wFG06cLFRgFRiEl9orJ4gtFWypPKgOo0CClnhfnxC+41qVYrk0rI8Z5BG7D540ygtSyeIEks4YcS3PRbU5m8su16tKOrOp3JQrZDii0uaC1LeBADzmrR56WHJxMrO2py+3uaaqimBN8dxSZPsynVIw7gnINiHEt3lI3YG6XMLm0SdmJgOjuMwvwD9TlFNkzfpEjP2Nk/+f0eyeY7fMWBLGktOCBG2Z8iOAUv6WdpKQwFSCfEGw0mRui1FqVZiyVu+aavkSQ3AtSp5UoCU7xK7PnN6Oy3G3cGCDY2w+6aO+LZPZtESa/CrRZ46uKxdJ9pjVRqOA764pCXjSW65Om9eQ0E/XzylXIIlbbn9TihkkqRy3sQAKXGqXbkwOIT3H406fFArpUmDaHKxrF2H0zIogxVTPseJJ6qpkkEhk8CUGCDlOYMUDPMYtgoP3JiO3Rsq6M0zQsqVwxvCloRVKrMNBUglJHGCHWMMVk9Q8KK6UBPs4jVqEvqQquVwB8JT6rrz/cLYb0l/6d9ABu+bC6EgUcIB2oS7x2JnF+Y1aaAq4NSqcrK6uw5zcig1y1ZnnQo9DcXJ7C1t04mSVU4s3dVVy+H0hafceS/HXUjRTFEig8OPVl21aJnGOQ1qXLSosKV18Vp11bEe0XzjOA5NmuRBDdGBPfkyZPMmrcNI144Bm8inIaSyMMbwxkHDrJ/8SAFSCUksS3AFwgjzTDiDVMD+o6iGpEENE+eKH1CQz9pzlz+U0ZjJQqWGE79muzcEXbU8ae+J2EM1pBIOi9uKc5e6lHXWqYraD3Te3IaC94dJOA4rcxjOEC/xuaWmWoYIY1PKSMuxzG7EnpxB8oUicPrDov1tLmrR4srlrXnfeTTzOQr3vNCoVcLsDoCPC6DzPbBnMIfn9lG7P2WwTAiZGGgyYqO/EQqQSojFk1jHLbxsVCrh0KApbIkdANQnZLKEJtl5AhEEwvlp6Ms04BmyeQuysDApg+QLCo64zUfWr1jDGhQyCZZ36HD5slasXdmG8+Y1CE5aLDRtlQyXL2sp6gVqU01VQfbexFvYokGNSOWEDZrkEjsAZT2owekPCQZ1psmhDU05lixrq2T44pIWXLasFbI8rzlIx+LWmoI9L9RrFIjwLKmkOZ83ywatud38oiwSIcIs7gA+Oj67lsinQnuQSkhieVqqEd/1GgWkRbgATBzUEAuQfMkZlOYa8Uu/hjMY6QoAgRAPszuQ92xb/M+NMQa7NyQ4QCEf56hVKdCpV+V8wZCJngYVvrC4ZUoD+txG4MwePfYOO/DBMTNCkcI3QsulHNauaINKUfyntXPnNuCYyY1IAQJ0ADi9W7xJfY1aJTgOsb66muiyWH98BqkwJXZmVwAufwjd9eqcnvNS9asYJ0vDsgmQ1EopuupUmNekwZwGTVGek1PRqeRor63GcAHuAkeXmFs9wSnTVvM1sMflDyWVo2fqhNkNW4rydUJmqwjP8MYBY9blq5Wm+Le6SExi+ZjVG4RSJkF1wvLCbJZAiqFerYjdldyyYT2CLjuq5VLYvSG4bBZs2bAeQP76kIayaMrNNKjKRvydU08wgjDPknoAalVyVOVhCSUALO8o3LCGFZ06XLWyXXA6F8dxWNFZi6+e2SVqw3s6okMZmopQeipEp5JjRac4JW8z6WnIbjFsKkqZdEo2KvqzdBY4g7Rz0Ib1Wwfwyu5RPPPp4JQSv0yl2pdjcvqhq5anvSBWLp0oZfz62V245fxeXLq0FfOatCUVHEXlOrAjXdEbeIkTWPP1OiBG0McYZZEISbS1zyK4CmG2ogCpRAT/f/bOPEyuskz793tq37fe1+whkIVAAIEEFUWCQESYQRBX1Iwi4zIOzOg4+A2jfp/guIMIDjMgYRxFloAQQGVJkDWQhCSQrdP7Wl37vpz3+6P6VKrOUuup6qrO+V3XXGN6qS66q855n+e5n/tOsYIDgDechNOkFSwPVysHqRS1ioHdoMGu7dvw8C9uxZ03fwomNoTp6WncefOn8PAvbsWu7duq7u6J4QknKjog1bqDmhRYfM852BnyC6RaFrVLW811KUhWd9tw4SnFbbNbLTpcfVZv3RbFAWDjspa62huXwjmLnTUrinM5e7H8+1a5+4ZqhoFZp84rimq9gzTmi+LFwzPZKZY7GMf2PeMVB32OSExYp4NxtFtLu5522vT45HsW4f0r2+bs0BuvKMplRbu5Lq8/rTrz+uBf92slsZP6W5bLwYlAVUW3gsJCYtwXxeuDStMgF6VAahC8kYQg9M4bSQgCYgGgrcQbei1wmnVYt2kz2vuXYWroKN7+2Rfw1o8/h6mho2jvX4Z1mzbXZDm30oXBMV+0prkX/L+bTyLYVyxHSi4YhmB1jS2/+5xGfKAMZy6rXoOrzuypS+F2ep8dGxY5a/5zykWvUeHcGptF9DqNsmVr5dLCkx5Z9eo8WV2tLfRfODQjuB5OBWJ4ZcBT9mPNhuKirnuRRArBWArtJTQvuh0GXHVmD2x1LPqrRa1icFqdTFxcZq2gQKqVxG5MJoOFNEvxxmD5rycFhYVGPJXGjv2TeUYrCkqB1DDw5XWxZBqRRFqwf0QI5sWggaPFpIXF4cINt90Ps82JRMiHdMQPk82JG267HxaHqybSijFfZV3DeJKFuwznu3IRGjQkoSIEZl5hUOup39oeW81kPhnjg/Kduax6Da48o0eQnyUnKzsseN+K1po9frWs7bYJ3B/lpFYFmJNn1GA1aPImSJFEumYWsIPusKTMY/eQF+5QXPRzko8nYe7CZfcUazhZ9GpcvrZLENbdDKzrtYOpw6TLacoUSLkHrGgiLcj1q5ZQPCVrA+7tUb8yRVI46Xnu3em65UY2E813xV+gCLtv4g52DqN2Xm/ULoniLHdK4w0nZJ/aVCOVq6Wlq1dEVmI1qAWHklpP/YxaNVbWICCSIQSXrOmsuMhxmrTYsq4LGpX8h7QlrSZcfFpHQ0udGIbgwlPaauIotrjFVJPpEXBi8Z7DqtcgFEvlmU7Uag9pz4hP8nMspXjh0ExZj3fcLZ6HNh3IFEjFprsfWNVe0yK/ltgMGqxoN1f8/UZtaQG6LlPGyY4vvZRbbi33tTzFUrx+XJkiKZy8HBj3452J4Hw/jYZEKZAaBI+Ug10dpVql4DBpEPTO4s6bP4WQ3wOj1QHGaEMk4MWdN38KQe8skmmKoIxduUAsWVUw5YS/hgWSyASJb/Ft0qnq4qx2Rp98TmYcZy12VH0I77IbsHl1p6yd7CWtJly2tqshl+P5dNsNsi/MM4Rg4/IWWR8zF6dJm/f3shrUoEDNs5CCsWRRO/9hT0Sy6OETTaQl5bnTwRjsRg10auniZ3GLaV4Ch+Xk7MXOsgt0o1aFS9d2YusFS/D5TUuw5fSugiHEnNJBqtEnF3LJ63J5e8xfU0tyBYVGZTYUx/NlNpxOJpQCqUHwhPgZSEmoGJK12OWYT3kdkCnY9u3ckd05+oe7HkfX9XfA2rkYU0NHsXfnDgCAR0ZZW7Vdw3GRgEi58PEsvv2RpMCgoV5/s1aLDotahPbildJu1eM9MhkALGsz48IydpiKPVazFEccm5a3yLqPtabHWtPXlYohsBlOPF/O1S7fyU5+adLhqWBJOvhdR2ZKyjg7Oh2SfLypQLzo/lGtd8jqgcusw6rO0neRWsxaXHtOH1a0W7LT2aWtZmxe3SH5PZJOdmF5i+iJGlzL0yzFziNu2R9XQaGRSaRY/PHtiZpJpRcCSoHUAKTSLPy8XBFPJAG7USPous/3BEmtYnDpNZ/BlTfeghtuux/OllZYHC5suOEnuPLGW7Bxy3UAhBOxaqi2QPJHkwjXSGfu5YXkill81/NvdpZMZgVqhuBDp7XLGri6pseGC1ZUN/VY023DpWs6m6o4AjKGDR9c1S6L1M6oVeG8pbWbHnHkZsRwjRp/jqyuFpr1I1Ohkr7OHUrg4ESg6NcdnPCLfjwcTyEUTxWUvvY5jTXPUKsX5y9rgU5T/HbfZtXhb87sFQ0dXtpqxgoJp0idWiXqZCfnfSCRYjETLG//rFSOTocwNFvaVFJBYSHwzMFJwe67HOzavg1B74mg2dwImGZDKZAaAG8kKehyesIJgbwOEKbczwdOkxYbt1wHiyPTXbUbNYiqTNniCBDu5lSDHBOgCb/8ncdIIpW3hMwF5vIldvx9jlrS4zCix1H9Xsq5S101mVCc2e/EBStayy4UGEKwaXkLPniqvEVbPVnUYsJ6GWSQ7z+lrS72zbmvW7NODQIgWEMnu1A8hckyMjj+esyNeEraBMAdikteOziDhkITpHW99csXqzVmnRrvX1l4gttp0+OqIqYq5y51Sb53OaOGXOS8D0wFYjV12frLu9NIVmgjr6DQTLw6MFtyM6occiNggt7Z7DoGFwHTbCgFUgMwG87viqXSLALRpCDlW69RwSLS2as3fGc9u0ELH++wxJdaVEo8lS7btUqMyRoUSIL9o7l/CyV29S1qz1tW3XSh227Amf3y7zNxnNnvwCWrO0s2brDo1bjyjO6GtPIul43LWtBdRQG7qtMi2cWXm1yDGBWTcWYM1HCCdHwmLLD2LkQ4ni5o+/1mgSDQ6blCTGq6a9KpsKSlcnODRmRVp1Vywry0zYwrz+gpWng7TVrJnSzXXIGUa9DjjyZLkkKWQi2aXLn4IknsOqpI7RQWNkemgnh5YLb4F1ZAbgTM7Vsvw+1bL8usY/Qtw+rzP5Rn8tMMKAVSA8Df1/FFk6AQGjQ0wvQIEGb82I0aRBLpvG6uXO5Fk/5YWYcmKWph1CB0sBNafDOECArKWtNtN2BpW2WHO62aqYsz3MoOCz5+Tn/BYkHNEJzR78Anz+1Hr1O+3ar5RMUQXL62q6IQ3RazFhee0l6DZyUO/31u1WvyiiK5TRqOVyBx2jPsE13cnw3FCzozTQfjcBg1ksYDK9otTTupLMTG5S344Kp2mHWZa5TdqMEHV7Xj8rWdBU0YcpHKXHOatEixNG83Lc1SQfOsUmpptsOxZ9iHgRn5O+sKCo3AmC+KHfsnZTlTicFFwJhsToT8HoT8HqhNNuiv+Dfct8eHXzx3FHe9cAyfvPdVRBPyRgDUgtpbaykURbjYOudgZ+IXSPO7f8QhmCDNHfb8kSTarJkOZDSRRjiegklX3UtMLoOF6WAcLEtlPfQIkuOjCdgM+XtjNoMa6nmwZX/v8lYMz4aRTJd3JbzwlLa6hWE6TVpcvaEXI54IDk0GMROKI5VmYdFr0Os04JQOa9Wvn0bEoFXhyjN68NDu0ZKLDItejS2nd5d8iJUDQYFkUGPEc+KQmkixiCRSsjg0sizFiKf8rDOWUjy5bwJXn9UL29zkNs1SPHNwqqAcayoYQ69Duug+paM+AavzwZoeG9b02JBIsRW9nha7TDBoVYIDDqd48IYT2b8FMCcXl6FJVOsJEseOA5O49qw+gYJDQaGZmQnGsX3POFI1nOKwLMW7k4G81QMCgtO6rLA5XaA0s5rQYtZBX8JO5HzT+M/wJGCWJyHjFlv5XeaGLZAMmX/zO4VyTJHk6homUqxssj8OvoWtL5IU/M2kcqNqjc2owXuWlOfAtabbVpbblVz0Oo344KntuPbsPnzy3EW4Yn03zux3LsjiiMNm0ODqDT0l5WPZjRr8zZk9eYfOemDQqvIkV1a9BqF4Cin2xJ6GXKGdE4FYxW5KoXgKv3t9BAfG/Rh0h/GHN0cLSmrD8RTC8bRkeLNFr0aHbWGYMxSi0mKbYQiWiMjsOMWDVGRFNXjDCcmOs9xL4fEki8f2jDVFh1tBoRTcoTgefnNUtuBmsffcM7+/D795fh8eunUr0hE/9BYHTDYnkmEfdv/y6zjFRnH2Yifet7IN37n8tIbOL+SQrUAihFxMCPkcIWQR7+PXy/UzFiKpNCsoLLzhJCx6tSAQ1tUgEju9RgVjziIvVxTwD0vV7g5RSrNdQzlugnLvIeU6wFBK5zKQeAXSPHYhz+x3lCxN63YY8H6ZbLgVSsOi1+BjG3qxYZFD1JWPkMzO0bVn9wmMP+qFI+f1zDnZ5WaSyVUgVTI9yiUUT+GZA1N45K0xydwjjqlg5jrQJuFQV6k89WRimcjvyKBVQa9mBI0jT7j6HVKp6VGtlsK9kSQe3TNW0AREQaEZmPTH8NDuUURkKvjF3nM//vp12HHP9zHw2M+RnB1Ge98yfPPXf8TNdz+R3UniImCaCVlatISQ7wPYCOBNAN8ihPyEUvrzuU/fCOBeOX7OQiSz1Mr7WERcktAoBRKQkVNEEpmDiEbFwKxTC8L2qrWQnAnFkUix2TfkS48/iBtuux8AcOfNn8LU0FEAyHPPK8RkIIY1kMeZKpVm8xbWQ/EU0iwVdPmd8/g3I4Tgw2s68L+vjxQ8yLZb9diyrrlyhRYKahWDTctbsb7PgUOTQUwHYmBppjBZ0WGZ96mx3ajNHk5tOVlInPxOLqOGagukcpgKxEEAtEr8bsWmIwr59DiMUDFEsHTtMGkF2UdyTO4nA+JF77pNm/HS4w9ml8IBIOT3oL1/GdZt2lzdz/TH8Nhb47hifX2lrQoKcnF0OoinD0zJmnXEf88l0yziIR+Mbf244Vvfw5FX/4R1mzZnXY5vuO1+7N25o+RzWiMh17v+cgAXUkq/BuBMAJcQQn489znl1FUA/s2DUgpvOCHQ/1v06oKJ7/VGYNRg0AgmYdVOkLhQQElnlDJvgpMyLvl6I8m8wjbrYMf7vdTboIGPUavGVWf2SBp8LG4x4aozu+tiG60gjVmnzrj7renEpWs7cd6ylnkvjoB8ma9lLjg2dwnfH63+8JtKszVxmZRiOhCD06QVPfRq1Qx6CuwmKWTQqhl02YUGKw6jVjBB8vKc7SpBaheVWwo35y2F23HGl34Mlan6ZtiYL4pH3xpTwjQVmoo0S7HriBtP7JM/CJZvxBAP+aA123HTzx9Ee3t7XgQM9/XNWBwB8hVIakppCgAopT5kCiYrIeT3AKo+IRJCNhNCDhFCjhJC/rnax2skcouIXdu3YWJyCimWwmnU5snIGuGwlIuDJyWzGzWCKcVslTdGbv9I7CZotjkzH7M7MRuK4y8P319UgjcbTsh2seBbs3PFYe6BkhChE+F8YNVrcM3ZfThvqQtOkxY6DYNuuwGbV3fgivXdDVV4KzQWua9ns04NhuS718khsZvwx2q6OJwLpRRTgbjk7lePw6BMUkukT0S+6zAJHU2TaYpAtPKg7kSKLapG4L98Doz58eCrw7LsP435onhsz5iSkaTQFEz6Y/jt68N4fdBTM7c6Cpr3ftCqGDALcBYi1xb0MULIeymlLwAApTQN4HOEkO8CuKqaByaEqADcAeAiAKMAXieEbKeUHqz2STcC3IWfk5E5ux+A8aO3Qp8y4s6bt2ZlZGf+/Y3z+TQF8B1+7EYtoskA4sk0dHPTiESKhT+arHh/YqyIg100mcJTu0dx+LmH4Hn2Lrz42IP4xk8yRZGYBI/STNigHJbRAmv2SAIqhsCSYyxg1WvmxcFODI2KwTlLXDinTOMGhZMbzoAFyFjWW/SaPGkpPwusEsRsumtFMJ5CNJlGu8T+0UKxk68HYoHUnLLAG06iw3ai8eIOxyt2xywUEBv0zuLOmz6JSMADldEGnVqFSMCDyCPfge7q72L7XgbXnt1bdRNo1BvFk29P4PK1XQvS/l2h+ZkOxPDGkBeHp4I1K4yAzHvuR1+7DomQDzqzHRoVg5Dfgztv/hRuuO3+vOlRsyPX6e1vAbzG/yCl9NsAerl/E0JOq+CxzwZwlFI6QClNAPgtgI9U+kQbDW6CxMnIPGMDGL/3y7j/pr/Jk5E10v4RIJ6FBABensxuJliZzC4UT2U71dziLTc54iZJP/2HT2JicgoXXrIFpvZFCEwcx//9/KUFJXiTAXmkPHxppC+ShM2gyXNmabS/mYJCufBNR6x6dd40IJZMV+32VcxUQU6m5t7/UgWS2FREQZx2q14Q9sxNzPkyu2r2UQvZe+/duQNTw8egcfXh+h/9Af90T2Yp3D16DH2+vRh96RHseP1wVslQjcPdwEwYLxyeqeh7FRTKIZFiEU2kEUumRcNVKaUIx1MY8UTw8rFZbHt1CNteHcahydoWRwCw4/FHEJgYhLljEb75n3/ETU1uxFAIWSZIlFLJOxyldCznn78BcEaZD98NYCTn36MAzinzMRqSWDKddYTiZGTf+9yHkQj5EAayMjKLwwWXqbEkdlzeD9fZsxs4J7sEOnIOHzPBOJa3W8p+/NxD096dO7IFD2fS8OOvXwff+HF0e/fgvMs+j9N+ug3f+9yliAW9APJ/d7nItevAt2b3RZPZ3wEHv4hUUGg29JqM1TdnD2s1aHDcnR/o6o0kYNBKB/4WgmWpbE2LUpgKxMEQ8dBto1bVcFLmRkbFELRb9RjNuVZbDRowRFggVbOPWijqYcMl12Dn4RmsPPcirFqS6cVyS+EA4Hn2Lvz1zSexrO1e9DmNFZn75LJnxIcOm35e4hAUFiaUUox6ozg6HcKYLwpfJCHIL1QxBGoVAUMIKAWSaVa0cKo1E/4opnrehyUfieGT114Dq6MFQHMbMRSi3kEjlcymxb5H8MoghGwI+d4UAAAgAElEQVQFsBUA+vr6Kvgx9UdsuiL2midk/pf9+agYAotenXWxshnErb6nK5wgjefIbrg3HeeMkmYp2q/9v7AffglXfeJzADLyH62KoJjSXY4CKZlm4c/polNK4Y8msciV331utL+ZgkIl2AyaEwWSPrNjkkqzWfmoN5IQXdgvBc6psl5MB2JoMeugZoTiiW4RyZhCYTpthrwCScUQ2Awawe4Pv6FUDoWu2QcnAjCuvxSb1p6453NL4UHvLF7a/iCmho/ivn+8Cjq1CmEZHO7+8u40umyGugVqKyxcBmZCeOmoG+4iE9Y0S+elIMolHE/hj/smYNKpcM3WL8GQY+zUzEYMhaj3gkQlf+FR5Mj0APQAGBc8MKV3U0o3UEo3tLa2Vvr86kpuV42TkaXCGUcQTkZ2582fAo36G9Jm1GE6cYNQqxhY9GqBk910sLKCZJS3l5DrjHJkOoiY2owt134WhJDs7y4S8EJjskNltGV/d7nGDcCcdC9W3d6EJ5zI08QH5yy++btWShK7wkIg17reKuJkV41RQz33jyilmAoWMmhQ5HXlIhao6zBqBa8JTziJVAUmB95wQjK/hVKKA2MBdFj1aBUJ/bU4XLjh9vthsDqQCvsRzjH3qWZPIpFi8ad3pir+fgWFWDKNJ9+ewGN7xosWR/NFbvZkmqV49OWDmH51Oy5b25VXHC1kGu/ULeR1AMsJIYsJIVoA1wDYPs/PSRZy3xicjEzj6sOWf3swT9f5zkvPzOOzlIZfENgNGkEWUjieLrsgiSbSBTuOB8YCsBs06J+b2ORK8D79Hw+h8/o74OheIqmJrXaKxJ/8ZS2+BRI7pcOo0PzkFUg5WUgc1TiF5U6K5QiDLoQvmkQixUruH3XZxT+uIE2nWIFkyhRIuU0kltKK8pAKFdAT/hg8kQRWdxeWu6ly9kLl6sEPeyI4PBWU6dEUTia84QR++1pmX6hR4YfBvrj3KPb96htwP/NLHHruofl+enVDNokdyWyn91BKRwp8WdlXSEppihByI4CnAagA3EspPVDh02wocg/aG7dcB38kgUPG1ejs7IDFYcrqOq+7fus8PktphEYNWtGbxpQ/lj1YlcKYLyq5aBiOpzDqi+Kcxc6sIUKuBM9kc2LXaBKLP/8faJ19S3TsO+GPYUUFe1EcQoOGzL9zF9r1GhWM2norWBUU5Cf3dW2dK5b8MXkLpGJh0ADywgeD3tmyNe9ZgwaL8FCvVTOSwbEK0ph0aph1aoTiJyaKDqMGaUoR4DmYzgTjksWpFIUMGg6MB6BVMZLX8lxzH4PVgXiKRVhGt61dR9xY2mpWbOEVSmY6EMPDb41VbWxTa3LDYP/fFy5FPMWCjfhlCWBuJmSbINGMTcyjRb7mPRU+9pOU0hWU0qWU0u9V9AQbDJalgilJ/wVXQmWyZ3dXOF2nq0GlWvyJid2oQTzFIprMf/OXu4Q94o1Ifu7IdAgABDdFToLHMAQr2y0YS2hx1iXXiD5GtYGxgglSNAk1Q2DOsfhWpkcKC4XcCZJJq4KKIQhG8yV2lejj/ZEkwvHMtaJQGHQsEs7rZnIH34d/cWtZE6YpfxxqhoheTztt+jwHSoXS4UsWs1bfgn3U8if3YxL3ApZSHHeHsbjVBI1ElEKusuCf7nkCq//+buhb+2Rz2/JHk9g/5q/6cRRODqaDMfzhzcYvjoD8MNhowAs24odJBnlqsyF3i/sVQshZlNLXZX7cBYcnkhCEI3rDiaz5QS6NuuwvZfXtiyRgsJ1YeJ4okmfEZ8QjXSAdngqixawt+DtZ2WHBnlEfjs2EcWqXUH4xHYjnLZmXi5jEzmbMt/hW9o8UFgpWQ2748Zw5S84EiaUUvkgCrjInMKO+E+9z7oZ8+9bLEPJ7AJxwogSA3X9+LFs8AUCogmX7cX8UHVa9aI5Np00xaKiUdqseAzMnnA25a583ksBimLIfnwqUZ9QQjqckc7YmfDFEk2ksaTGJfh4Qmvuct1oHz8e+j8WBfbItlL8+6MHqbpsyRVIoiDecwCNvjmXNbpqF3DDYk/EVLvcO0vuRKZKOEUL2EULeJoTsk/lnLAimRW4WnnACDmPGPjuXRi2QLHp13o3BMRcqyV/QnQrESl7QDcVTkpkZoXgKE/4YlrcVlse1W3UwaVUYnA2Lfj7F0ord9fzRpOAi54skFItvhQWLRafOuyZZ9Zq8HSSgMpndeImNE6544oxrQhUs2yfTLGZCcXRK7BmJ7dIolAbfIMGgUcGgUcHLe024g/GyJo3jBfaPBtwhMATZPVQpcs19lrWZ4WptRWzFRdlcpGoJxlINvUuiMP+E4yk8/NaYpNlIIxL0zuIn//CJTBisJd80jG98tZCRu0C6BMASABcCuBzAZXP/X4HHjIgJgTeSFBysTbpMDkkjwsxZunJYDRoQCAukFJtxjyqFIYmiBgCGZzMd58UFuoZApsvd7zJh2BMBK3FDLpStUQj+9IilFIFoSuhgp0jsFBYIDG+qbdWrs/ltHJU4MeW+B6XCoOW6IU/6Y6BUfFJEiLgbm0Jp8AukXdu3wcyG4JnbzeTMNlIisvJC5Eqtcw08KKU4dHwMqneegU5d+r2RIQRn9jkwHYznWZNXy1sjXtkeS2FhkUyzeGzPuKCh1Oi8+pc/wjs2AENbP/75noUdBlsIWQskSukQMpbcF87974jcP2OhMMXby0mlWQSiScG0yNlgAbF8che4VQyB1aCBLyo8LBWSzeUy6Jb+uiFPeC7Msfh0pt9lRDzFYkpC9z5WpuyPY5r3dwvGUkhTmvd7AIQOfwoKzYyV1wiJJtN5+UXlBoFmnCqFLp7t/ctw091P5N2QX336D1UXT9yyv9ikyG7QNGwTqhmw6k/8/jizjXfvvQkz0zOCfbHxMhxEuSKG76g1NjGJI/91E44+9rOyXQ5P6bDAqFVh95B8Rc10IF5w2qVwckIpxY79k4KzXqNDKYV/8YVo+dCXcMNt98HmbMlO8a+88ZYFmXckhazFCyHkOwD+CcA35z6kAfCAnD9jIUApFV30pxBKs5ymxp5E2PhGDQaNaC7KcAkFUpqlGPKIT5BYSjHsiaDfaSxpmbrPaQQBMDgr/nPHfdGKZBb8givrYJe3pwFBwaSg0MyIWn3n7CGVWyCN+fLflxu3XIcrb7wlK5vLvSHrjSbJ4qmUbuau7dswODYOl0kLvUYlsA9XpkfVw02ROLON0OQgBn71RdyWY7axbtNmTJRYSIRzpNZ8A487//6jSM4Oo6V3admOWmoVg9N77RjyRESD2itl36hi1qCQz66jbhydM5VqVMSiFf7nvl9j1BvFRz7+WXR3dWY/t1DDYAsh93TnowC2AAgDAKV0HEDlfsoLFE84IUiP5zT8/AlSo++yCLKQjJkCiV98TPpjRRcUR70RxJPiu0rTwThiSRZ9RTTnHHqNCh02vaRkL5pIV5TLwS0acxcWrhhUJ4LZQ5dZp5Z0VlJQaEZyCyTuf+fKRvxzGUOlIjbBzd0XAQCz3Yll770KXed9BFu+9G3R4qnYDZubPrx559fhZKKiDnjlWk8rCHGZTziv3nBbJpyVjQjDWUudIOXuj/J30GJBL1RGG278YWWOWmu7bdCoCHYPyzdFOjodRDzVPDsmCrVl/5gfbww2tvSSP5kNemfx8298Am88+EPoDj+DUzsL54udDMjtYpeglFJCCAUAQkjhZZGTFDHba26hlb+74mp0iZ3A6luLRDpj9Z2bA5RmKYZmI1jZIV0vH5mS7rZwE6g+Z+lp9z0OA94Y8iKRYqFVCwuWUW8ULWU4b/kiCUQT6bzMlvVf/DFILID7/uVrmBrOZLZc+5kvlPyYCgrNQO4OEve/Azl7SJRm9iq77aW5wY0WsPIHMpLjp/ZPYsCdOSjrXedhCTVku22ldjPXbdqMFx59ALOjA9j1g8/gFYYIHPCUCVL1tPDuU1JT/kA0Cf+c62chhiQm/xwqhoBU6Kul06iwutuGPSM+nLfElScfrZRkmuLIVAiru21VP5ZCczPoDuPP70zP99MoSm7W0e1bLwMFEPZ7oGvtw1V/87dK7AHknyD9jhDyKwB2QsgXAPwJwD0y/4ymR0yT6okkYNWrBdbTjgaX2Al2bwyc1bdQZndsRroASrM0m3Ekxrg3CpdJW1b4arfdAEqlDRmKHdL4cKnuuZKPP3/3kxj99Q2YGj4hI1EMGhQWGrmHSKNWBTVDBIvH/P08KWLJdFF50/OHZzDgDuP8pS58dH03TFo1tu8dx2QZOyzAXCH11Z+BMdoQC3oFDngqhigBsTLQYslMkLgJXcTvAWO0QWe2C/bFCuXcAZmMwNwCKdfAw2h1gDHakAj5qjLwWN9rBwHw1oivou8X4+BEQLbHUmhOJv0x/PHtCbAyuSTWEv5kNjz3nv30d/8Lra1t8/30GgK5TRp+COAhAH8AsBLALZTSn8v5MxYCYung3nBSkJ2jVTOw6Bv7sG3Va/Ksvk9kIQkLpIGZkKQMYWAmJCnBYynFhD+GrhK70xydNgMIkbYTHvWWt4fE5TnlXliSYR9SYX/eoUvZP1JYaNh4WUhWvSZvBwkoPecm876T/vyYN4oD4wGc2e/AhkVO9DmNuPKMbpi0Kuw4MJmXzVEKY76oIDqBw2nSVpyHpnACp0kLQvLNNk798t046xv3CvbFik2HxnzRvHtB7mN++P9sQ9f1d6C1d2lVjloWvQYr2y3YP+YXBJtXyrgvimCsudzKFOTDHYrj0T1jZUmNGw0NQ0pWAZwMyG3ScCOANyilN1FK/5FS+qycj78QSKRYuIP5uy+UUngjCTgFVtGNvX8EiFkAa8AQiDrZJdNUMjOiUCdvNpRAIs2iSyLDRAqtmkGbRZed/PCJJtJl5SGN8yZRUmc8xcFOYaFhmpsacVgM6jyJHQBMlmidX8zR8uWBWZh1apyz2Jn9mFGrxkWntsMfTeKVgdKnBh73DPb+6htIhX2iDngdyv6RLOjUKph16jyzjbb2NoQZs2BfbMgTLpiHxF9sz31MD2uAw9WCG3/4m6odtc7sdyDFUtkc7SjNBJkrnHzMBOP4w+5RRJss64ibzKqMNqhNdsSrnMwuNORunXUAeJ0Q8jtCyGaiiBgFTAVigvFrMJZCiqUiFt/NMYnInZgwTKa7LJWA/uaQVzC1GfFEMFYgl4KzUO2qIO2+227AZIGg2mLdTI5cVyXuwsKNpPUWR96hi7+XpaDQ7BCS3wixiYTFeiPJkg4IhRwtJ/0xjPmiOKPPLjA66XEYsbrbireGfSU7kL349ONIuofh7Fki6oDXZlXkdXLBGTVwZhsOoxa+aAImmzOvkIknWUl5M8tS0SJj45brYLY7MeGPodNukMVRy2XW4ZQOC/aM+BCKp4p/QwkU2qNVWJiM+aJ4aPdoUwXBAicms4a2fvR8/k585Y5HT8qso0LILbH7NoDlAP4TwGcAHCGEfJ8QslTOn9PMiE0zPFmDhuabIAGA3SDmZCfuEOeNJPOmRak0ixcOzxR8/HFfFGadOu+AVirddgPSBYJqB93SwbS55AYLchcWZ/cSdF1/Bz77oz9kLyz7du4QWJ8rKCwE+FlI8RSLOE+exJ+y8vFHk9nrnRj7x/1QMwSndok7KJ2/tAU6NYOdR2ZKkscaTv8w2i7+UtbxjO+ApzjYyQc/s89h0oKlgF9EdvaOxL7OgDssedAMxFKIJNKiWVaVcs5iJyileO24R5bHm/DHBNJThYXL/jE/Ht49WtShtxHZuOU6nHntN+C6+nv4wBnL0dPVeVJmHRVCbhc7zLnYTQKYBJAC4ADwECHkWUrpzXL/vGZDbFLCJY4LJ0jNUSDxHYnsRi3G5nKGxIaILx1xQ69WodthwAuHZwp2gymlGPNH0W03VOSqwjlUTfpjotraCX8M0UQaBm3hoMhc21nu4qFaei5em0yjq6MdN9x2P/bu3IHNV39a2WlQWJDk7kNac5zsWnNCVse8USxtNUs+xvECDYlUmsWRqRCWt5uhU4u/H/UaFc5Z4sILh2dw3B3GkgI/K5VmMTATxpmXXAu7s/XEf8fc9EHFkLJcLBUK4xJEVGReL95wQtDsOzqd2TnlB/TuKSC15sx2KlESSGE3anFalw0Hxv04o88uizz62HQI6/scMjy7+SOWTCMQTSJNKQwaFWwGjeJqlkMsmcbzh2YkC/1mYNgTwWzf+7GqzYzT5iy9T8aso0LIWiARQr4C4NMA3AB+DeAmSmmSEMIAOALgpC6QUmlW1FHNG05Ar2EEh3S+aUOjwr/52Q0aJNMU4UQaZp3wJZZiKZ4+MFnSYwdjKYTj6bINGjiMWjVsBo2k+xVLKQbcIZzWJW3PSikVTJo2brkOzx2ahlYVhFGrAtFlLizNMvVTUCgXa+6uoeFEWCwXEgoAQ0X2iwYKOFkOeyNIpFmsbC8cnbem24Z9oz7sPOJGv8uUZxKTy+Ds3ONJRAu4zFrJ71UoH6kMPzG5dTJN8eawF+ctbcl+bMQTKbifNuGLQaMigkKsGnZt34bTzvkg3p0keOHwDN7fr8O+nU9XdUg82oQFUiLFYnA2jOPuMEa9UYF8Vq9RYXmbGRsWOU76HdsjU0E8f2hGNlnmfBCIJvHU/gk4TFp8YFW7UvxKIPcEqQXAlZTSodwPUkpZQshlMv+spmPCH0MyLZSFeMJCgwZChBlDjQpfUja062GkTWvgiyRg1qkR9M5i784dFd10qtk/4uiw6iWNGoDMYm2hAmkyEBOVfXjCCThM+Z01xcFOYaHCl9gBGclcLrOhOELxlGhjJJpIY8Qj/T4cmAlDq2LQ4yicdaZiCC5Y3orH9o5j76gPZ0gcRg9NBmHQqNAj0VxpsyjyOjnhF0h6jQoGjQpeCbn1m0NerGi3oMWsQyyZxl/eLZwdM+GPocOqByNTUcvl2bU//iA2feVneOX4OPb99BZ4xwYAoOIiadwXE52ONRppluK4O4x3JwMYdIdFzyYcsWQab4/5cXAigPcsceGsRY6T7lA9E4zjhcMzRU1mGp1Ums1YkbPAZWs7RTMiFTLIWiBRSm8BAEJIGwB9zseHKaXvyPmzmhExQwBKKWbDCazgdU2tek3TSLUy4/eMi8+u7dvw/H/9ABpXHyaW3w0brLjz5k9haigTolruTWfMH4VWzWQXgCuhw6bHoakggrGkqG368GwU4XgKJpFDHQBJ5z1vJCEIrlUKJIWFSm6BpFcz0KgIgtH8LiqlGYnRul674PuPTAcl80FYSjEwE8aiFmNJU51FLSb0O4149bgHqzqsgul7IJbEMXcIp/faJQ/U7YpBg6zoNSoYtaq8ZpLTpM2GoPNJpike2j2K07qsOO4OF9xNS6RYuENxnLXIKfk15ZIblPnUrZ9APJVGKuxHW9/SbIhwJXCvZak9uvlmNhTHvjE/Dk0Gy3ZdS7MULx11YzoYwyWrO0+KCWwsmcZfj7nx9migIfONdm3fhnWbNsPicAFAwYY0pRR/emca08E4Ll/bqSheiiC3zfflhJAjAI4DeAHAIICn5PwZzczxWaH+PhxPI55iBbKBZtk/AjIdXa7wWLdpM9r7liE5O4w//Ms1uH3rZdkMi0puOuO+GDpteskck1LgrHwnJYIsWUolQ/7SEq5K8VQa4XhaMPmzGZrn76agUA65EjsuC0lsAV/K6nj/mLRef8IXQzSZxrICO0V8Ni1vQTLNiho27B7MWDef3iMs1DiUCZL8CGV20o6mQGaq+MagN+sQKsVkIAYKoLPMqIdC5ObZhf0epMJ+MEYbVn72hzDbqyvECu3azRej3ggefnMU9788hD3DvqosqY9MhfDEvnGwBezaFwJDs2H85uUh7B3xN2xx9PAvbs066HIOuw//4lbs2r5N8PV/PTaLQ1NBnLfUVXB/UyGD3COK7wJ4D4DDlNLFAD4A4CWZf0ZT4o8m4RYxI5gNZz7Gn5A0y/4RBycHtDhcuOH2+6E22ZEI+QTJ9eUQTabhCScq3j/iaLXooGKI5B4SAOwd8YlmcxyZDiIcF95IvOHMTZ9/IFAmSAoLFbNOndcxthqEYbFAxqlzNhQXfGxKokEBZBaGCQH6XIXldbm4zDqc1e/EO5NBHBg/UXxNBWJ4e9yPNV22vKlXLgwhaKliKq0gjqBAMmkRTaarDmPlrt2dNXYd1KgYHJ8N461habOIUhicLZz1VE8CsSS27x3H798YLTnWohQGZsJFHWibmdeOe/DIW2MNvWu0btPmrIPu7VsvK9iQ3jviwxtDXqzutmJDf3PtyM0XchdISUrpLACGEMJQSp8DcLrMP6Mpkeqqcp0zF88ilT+ZaHT4hYEck/eJub2h7ipdi15+4kE4SCR7kw16ZwXdlWAshf1j/ryPsSzF64PiIYJZa/acA0Ez7Y0pKJQLISRvt8iqVyMYTQmmN5QCrw96cv6dkeUUYtQXQZtFJ+leJ8U5S5zodxrx3KFpvDHkwdHpEB7fOw6zTo1zl0o3ZFxmbdNImJsJ/gJ/1qihgHyuFMb9UbhMWuhk3OvJDcrkQoTjQS+8v/82nt97FMcKGIoUI5FiC2b71Yuj00E88MoQjk3XJp9pz4gPB8eb18lNihcOz+Clo2404NAoj9wpaMjvkWxI7xv14fnDM1jSYsL7V7SddPtjlSL3HcJHCDEDeBHANkLIT5Gx+j7peXduj2XX9m15KcVjk5OI7X1SoKFvtkkE93y5m04i5ANjtMHES64vh3F/DAypbleAG0EfvvcmjE9Owe9xS46gXzrmzls6f3PYKzr1AzLW7CpCYMvZaTLr1MqhS2FBwzdqSKRZxFLCEOZ3JoI4OB4ApRQvH5steFhMpVlM+eOiNvzFYAjBJWs60Oc04qWjs/jj2xNgGIIt67oKLsm3WZT9o1ogJrEDIGnUUAqUUkz6Y7LmHwEn8uza+5flhQiHpwahGnoFO/ZPFpx6FkNMUl9Pdg958cS+CcST4iHpcvHcoWnJ3MNm5NWBWbw5JN4YbUb2jvjw3KEZLG4x4ZI1HbKZnJwMyH2a+wiAKICvA9gB4BiAy2X+GU3HmC8KdzAuqhd95edfxdSOOwWH9WbaQQJOONnxQ1Q/efvvK05nHvdF0W7VV1V0cCPo4OQgRn59Q8ERdDzJ4qHdo9g/5sdfj7rx0lHpgs4TTsBu1ORdbE52+1OFhQ8X1rxr+zao45mmTyCaFJ3KPn1gEnc+fwyvFgnhnArEkaa0ogIJAHRqFT5yejc+fnYfrlzfjU+d218036hNCYitCXzlg9WggYqQgntIxfCEE4inWHTKmH8EZAyDrrzxlmy3PTdE+PNbv4Tonj/ioV0H4J6Ti4q9xgtxvIoJVLXsHvLixcMzdZmAJFIsnjk4VVJwc6MzMBPCywPlNXLnE7EpKNeQ9nvd+O977sKf3zqCJS0mfHhNB6J+b1mv4XJwmrS46NR2XPeePmxe3SFwN25G5Haxy22Z3CfnYzczr88dEHJdc27fmnE9j/o9sHQsyjus6zSMpKNao8KZE3DOKcvO+SD+d38AUZU5G6JajoNdKs1iOhDH6SJuWOXA3fR+sPUyRPweRICCO1GBaBLPHpwq+riecCIv/wVQ5HUKCx+rXpNt9LT0LIX+in/D5KQWO26/QdSpMiEyXeIz6svsRcixa1gqioNdbbAa1FAzBKm5/RuGENiNmqokdhPc/pGMBg0c/HsSF5S5a/s2jD91J3RvPIHfMz/A5Ws7se07ny/LjdUbScIXSdS9cXZkKoidR+q7GzTmjWL/WABreqTjMhqdcDw1V+jNz88vx42OI3cKesNt9wNA1jX4ju99C+59L8DSsQgX/GQbon5vVY7ChVjXa8MFy1uzzew2ix6LXCb87o2Rgu6UjY4sp3BCSBCA2MuKAKCU0sb0u6wDh6eCWUcb7rB++9bLEPJniibGaMNl37wr77DejNaLduMJq++NW64DpRQ6dQiz4QTW9baV/WbkuspdMt0U5RyVptIsAtGkINCy2WSRCgrlYjWo8xo9zL1fxm9VDOJBb8VOlWO+KFrM2rrlxmQMGpQCqRaQuYLIneNKZzdqqjokTfhjMGhUJTWgdBoGLSYdpoPimYOlkvsaH7jri/gpgHTEX/Zr/Lg7jPV99bufe8OJeTvk7zrqxrI2s2BdoFl47tB0Vc5+1cA1nV56/EFBoQNIFzPcx7nCilKKzTffiR2PPwr9ivORcg/DN34c//F3GSFXyO+p+DotxablLdggYr9v0Kpw6dpOPPjqcMMYlpSLLOdGSqmFUmoV+T/LyVwcAcALh4p3cviOdc1YIGlUTN4CNyEELrNW4GZVKlywa7Vd5dwRtMZkh9pkq3gnisMXTYJCcbBTOPmw6jV5i8FsxI940FuxU2WapZjwxSqW11WC06yFRtkVrBn8iYnTpIU/mqz4kDThj6LTpi+6WL6oxYjrz1+Mq8/qxfUbF6PXWbojIp/c13g64kc64ofKaMNnvntvWa/xwTruIbEsxVP7J0ua2taCWDKNV5pInpbL0GwYR6ZqL4nk76Bzss1y3Oj4bNxyHcx2J4Y9Efx+9yieH06gb+NH8Yn3rcHXf7ytqIFDNUgVRxwtZh3W91WnAppPlLtEjcn1zufrRXUWB9iIHw/d+oW8N02z7R9x8DWnrWYd3KFERdrkcV/GtahYV9lu1OBDp7XjnMVO0dC63BH0Zf+2DR2fvQNtfUsr2oni4Lqh/L+TkoGksNCxigQtV8N0MIYUW/n+USW0KwYNNYXf4HMYtWBpRr5cLtFEGt5IEh1FDBqcJi0uXXPCmMOoVeOK07uKfl+5PPn2BGJlWJaPeqJIputTsOwe9lZlKiEH+0b9TSepopTixSOFXTbloFBm0d6dOwRudCabE3/3g/8WzeRiKUU4nsKgO4xdR924/5UhPPLWGIKxFC48pQ1Xb+iFq8ZT8rMWOQsWR7lfp1U3Z6nRXIsuTQ5fL/qXd6fwyi++iunhYzXEwIwAACAASURBVHlaU6epOScRdqMWozluVa0WHfaO+uGLJEvKdeI6KSa7ExP+GBaZUti1fZvkeNmkU+HqDb3ZfS2LXoM/vZO/P5Q7gvbDgDdnKC7/5q/gPfBixRpc7gbAnxgthKVEBYVCmPVqhHw5U1mzHSxLs1PZcruT3KS421HHAkkxaKgp/OsiVzB5Iomy8/0m/HNKgiIGDR9Y1SY4hKlVDD68phMPvDJU9lSF38wEMvKkd++9CU8YfoKrzju1JKvkFEsx4onUPJTTH03i1QaY3rBzlv6Xr+ua76dSMoenQpJutXIitoMe8nvQ3rcMrtUX4KWj7jxH0GgyjXt3DUJl8kHNEKhVBAQEFBTxFJuVUTIk8/7Y0O/AynZLdg9I6jVcyXWazykdFpy/rLTv12tUOK3LWnW22HygFEh1hK8XDTIhnPGlH6PTszfvsN6sbmj8GyOXVD8VjBW9MeZqcK++5W5EAx68cd+/wjt2HIC4Bvd9K9vyzCzW9NhweCqIYU9+GB73vfo0CwIgAGNVC4recAJWvTpPpmPWqZu2S6KgUCoqhuDdvz6TbfSce+NP8caQF4nt38lOZct5b415o3AYNTBq63crUgqk2iKQjM81/LzhBNAq/X1iS+o7tz8E1eIPFDTVWNxiQo9DXE5nM2hw7lJXSVL3XAotv7/712fwZk8XziwxbHNwNlzzAmnXEXdVO1dycnQ6hKlArCneZ5RSvHq8PoWl2A663uKA6+rv4an9k5j67beQCvugNdtBCBAP+hD4w7/ivV/7OdRmG1JpCorMYr9WzcCiV8Nu1KLTpheVDBd6DZd7nc6ly67HRae2l5WltK7HrhRICsXhXpSpNAtPOIEN/R04b+Pq7OcZQprWDY3/vF0mLVQMwXQwjlM6Cn9vbnfl7q9dhWSaBVtgKbbNqsMKnkkCAJy3zIXh18TTwjUqBi1mHSYC1QX4uUMJwZK3Tdk/UjhJ2PLxzyKWYrFu02ZMJrRQuSk+9n/uwdibz5d102UpxbgvhhXttT085qJiCFrMzdmAahYcvGuhTq2CWaeGu4D0qtCS+qLLk1BfeKPk9xYrVE7vsWP/mD8byl4K/GYmANxw2/3Y8+JT8C++EDt+fx/aP/4x9HR1AijsOHbcLX4/kosJf1QyiH6+ePnYLK5Y3z3fT6MoA+5wWa8LuUmkWeg0BIun92HUPSxazGhGXquomJF6DVdTHFn0aly2tqvs6BWHSYtuh6EhwpPLQWl5zxOz4QQozezp5GI1NG/YKL9IYBiCVrMO04Hi4+vcpdh40As24i+4ULi+V/ym2GkzFJTrdNj0mPLH83bDyiGVZuGNCAukZi1qFRTKxarXYOOW62BxuLLTgoTaWtJNN3dJ2R2KIxrwwLf78Zo+31xazLqmvb42C0atGjpN/u+4zaLDTIH7gNSSuqalD6ee/yHJ72sxa4uaMTAMwXlLW8r7jwCyr3EOi8OFTR/5BIxH/4TZZ36JX978aQS87rxdErGMmUA0mc1SqgWF8vrmi+PuMCb987sPVQr1DITNlbypjDaojDawET/Gt30LH7z0CslMLs52XszcoRhir+FKiyM1Q3DZ2q6KI2hO7Ww+vzblTjFPzMxpXvnZHc1q0AAAdhGTglaLDjPBuKwhcnqNqmDXeXWXdBZDp02PxNz0rhJmwwlQAC0WvoNd8/7dFBTKwZrTDOAaA95I8fcTf0n56NAYpv7nW3jp/ttrFl7Ip8OmGDTUA75RQ6tFB08kIWlYkNsg45bUDVYH2q/5Phb3Su+zrCrx0LWszYw2mbKvznr/pbB3LUZ0egg/+EJpjmNc1IfcjHgiGPHUdkJVKfWSrlXKTDCetzNdazjJm6alD2u+cg++/svtmabA8AnJm1gxU8jcoV7XTQB478rWqkxPlrWZRY20GhmlQJonpoNxaFWMYLG/mQ/aWnW+1TeQkcIl0ix8RRyMcrsrjNEGvcUhace9ot1csAu8vN0suQ/EvcEr7W7NzHUCBRMkRWKncJJg0Z94j6tVDKx6dUlBoPwpwWP/+nEkZ4dlz+UoRDPsRSwE+DK7trlG4EwZy/CcK3inxKGMEOCUMrrS5ywu7rhVChaHC1/90QNQm2yIBrwl2Scfn6lNgdTIttrH3eGaTs6qZd9ofXdirGdcCudFX8T6L/4I11ywBl2dHXlTIimqsQCXi1WdVqztqc6uW69Roa8K6/35QCmQ5omZYBytFp1g0c3ZxAUSIJTZdcwdSCZ8hQsSrrti61qMruvvwJd//kj2osC34xbbPcpFo2KwyGUS/ZzdoIFezWTT2cvFHYxDoxLuiSkSO4WTBb7Vt8OkhTdS3MKZPyVIzi0ky5nLUYzOIm5oCvLAb/Rxhj1SBRLfcYuTWs/877eQDvtFv6fLZhA05AqxtNUMl0z7ZwwhUDOlH58m/DHZQ0jHfNG6TkDKhVLgjUHPfD8NURIpFu9O1m9v6+h0CM8dmsHaD30Mf7PxtGwDtxTJm9h0Ve48o0I4TVpceEqbLI+1tMZmJXKjFEjzAEsp3KG4QF4HnHD8aVb40gqXSQu9msGor7AMYOOW63Dljbdg9Rf+A86WVnR3dYp2V4xaFXpKsAReLiHBI4Sgw6bHZIV5Ee5QAi6TsLBt5smfgkI5WHnNAKdRC2+ksrwzpgwnpGrRa1SCyYZCbeDfB0w6FQwaFaYlCqRcx62b7n4C/3j349C29CE+MyyZV7e0rbzDFiEEZ/SV5jxXCK6YiwW9UJtsJYWPs5TKLrNr1OIjl0OTIQRi5edf1ZrDU8G6BeqO+6LYcWASHVY9LlndUVZhPd+oGYIPr+mUzaF3SasJdbzkV03z/KUWEN5wAimWZmUHuTTzDhIglJoRQtDtMGC8yAQJAM697OOYTuqzY1ix7sriFlNJ9pJ9TqOk3rXTZoAnnEC8jMA/IGMJOhOKC/aPTDqVYvGtcNKQK7EDMtesFEvhL0NGq7c4wBhtiAW9BQ+WpVDqAnOnTV+WNa1C5fALUUII2qw6TAfF7wNcg4zriic1FrRd832c+4mbJDvsS1vFVQKFWNVpLWvqJEZuMfex//c7dHz2Dji7lxQNHz82E6rq5+YyE4xjoEayPTlhKW1Ie+eDE4GaPXbu9cgbSeCRlw8itvdJXL6uU9SOuxhi09ViBblcbFzeItrIrxSTTp2dJjcDyqluHuD2WPgvPL1GVdc8kFog1qHtthvgjyYRLNJJmgzEkEizBXWqi1tKuynqNSp02cUnTdweUrkyu0AshUSKFTgPiplTKCgsVDQqBiadKvtv7jo2U2TfIPdgec4/3ovlX/oV2vvEZbSlUs4Cs9Qui4L8iMUetFl0mA0nJDv3uUvqI94oVCY7Lv7bT4t+rcOoqWhqr2IITu+rbpcit5hbt7wPFocLKz53e9FdkqHZsKRJRbnsrqP7WrXsH/MjVmYzspb4o0mM+2ojTcy9Hk1PT+EPuw5i5Df/jPEn78CbO/63osfkT1dvuvsJyfUDOVnSasJ6GSaufBa1NM8eUkOfxgkhtwO4HEACwDEAn6WUNl47okxmgnGoGCKQITibXF4HiEvNuucKlTFfFKd0SP83Ds9GQAjQKyGhUzEEfa7S31z9LqOow0+nTQ+GZJ7PohILLuCEsQPfyUUxaFA42bDoNQjHM4cel0kLQgB3MIHlBaTq3OFx7aaL8bsDAfR1O/Dx26vL5ZBMpxdZYJZqmCjIj06tgkmnyr5GgMx94PVBLyYDsaLL2sOeCGwGjUDOydFfxnWbz5puG1477qlKYpX7el3bY8MrA2lcfNHVBb8nmaYYmg1jWVvhHdpiBGLJhss9KkQixeLAuB9n9stjklEt704EIKOpbh6516Mf/t0WsJQWzHMshVrkGRXDqFXholPba/LYi1wmpBok1LgYjT5BehbAakrpWgCHAXxznp+PLEwH49kQ1Vz4BVMzYjdoBBrTFosOWjVTdKH06EwIXTYDdBqV6Oc7rHro1OKfE6Nf4iasUTFot+oxVmYXaTIQg5ohaDHxHeya/++moFAOuUYNahUDp1FbdIIEZG72rM6KcDyNHruxqlwOoPQFZhVDqrKoVSgf/v2s02YAAYqGRaZZijFvtGARJXVtLwW9RoXTuuTLZDm10woC4OB4cdnWkanqZXZvDfuQZpvjgMmxZ8QPtkGe86EaFpcWhwtfvO0+aEx2pMK+onmOpSJnnlEpXHRqe83UTB1WvSAnrVFp6GdJKX2GUpqa++crAHrm8/nIAaUUM8H4gtw/AjKHJb7GmyEEvQ4DBmfDkovc7lAcnnBC0lwBQNFAQD6tFh0MWvGCqstuwFQgVpbkYdIfQ5tVB0ZQ2CoTJIWTC6sh/z3eMpd3Vgqjc42JQoHOctNu1VWk/1eoHH7jSKtm0GrRFW1MTc1JrXud0kqCHkd1Mp31fQ7ZDEIseg36XEYcnAgUDSAfcFcns4sl09g/Ju7q18gEoklZd7AqZSYYx2yosgzEUqCU4uWjs0jXakRVB9b22LCkhm5zDENEz7+NSDPdMa4H8JTUJwkhWwkhbxBC3piZmanj0yoPXzSJeIoVzeNYCAUSIP7fsaTVjHA8LelidGQqBAJgWYE3ZjnyOmDOIEJCVtNjN4Clpe8hpVgWM8F41rY8FzG9vYLCQoZv9d1q1iEUTyFawq7BiCcCo7a4o5xRq8Lm1R24+qxeSceyUheYe6s8UCuUj+g+qsOAyUAMKVa6SBiak0VL/c3arbqqTXFsBk3BsPFyOa3TilA8VTS0NZFiq3Kz2zfqr5v7mty8NTL/2xG1lia+uPconvvRjdnJUT0NFeTAYdRg0/LWmv+cZjHLmfcCiRDyJ0LIfpH/+0jO1/wLgBQAydhgSundlNINlNINra21/wNXitQeC7BwCiQxqeBilwkMEZcYUEpxeDqIbocBJgmHIY2KiBYnxZCyBO+060uSe3C4gwmkKRX9uykmDQonG/yA65a5fBl3kSkSpRSj3ih6HcaCN0mNiuCjZ3RjVacV3XYDLl/bKSqLKnWBudzps0L1SO2jplmKKb/06+TYTAidNj30ElLraqdHHBsWOWWzHF7caoJWzZQk33qnQge1VJrFnpHmMWfgM+aNSroY1otaFkh7R3zY+ewTmfDrvvoaKsgBQwguXt2hOPLmMO8mDZTSDxb6PCHk0wAuA/ABWknQRoMx6Y9Bq2IExZCaIYKubLPiECn0DFoV+l0mvDsVwHlLXXkytXFfDL5IEmf2SzumdNoMkrbdhZC6merUKrRZdRjxRnAuimuDudwkfpFm1qmVC4rCSQd/eZ5zspsOxgsWI55wApFEWlI+xbFhkTPPDpYQgg+sasdMKI7pwInDdSkLzBoVURzs5gGxhl+33QBCgCFPWFRi6QknMBtK4L0rpJucpeTglUKrRYfFLSZZ7LLVDIOlc4+VZmnBe9WgO4JwPCXZDJRi/3ggz/Si1uzavi3vfRX0zmbfV4U+V4i9I35cdOr8vBenA5lzhhzw//tfOTiAP/3xMaz70MdgX96K0997Sd0MFeTinCVOJUibR0Of7AghmwH8E4AtlNLCs+smYSIQQ7tNJ9A/201awW5LsyIlnTmtK7OcfZSnRX5z2Au9msHKdml3n0pvii1mreRC4CKXKZNwXoIsaNQbgVWvhoVXxCoOdgonI1a9Oq/7btSqYTNoitrnjsxNbAtJ3gxalWizRMUQfOjUDsG1s9gCc6/TCLWyf1R3bAaN4G+l16jQZTNIFiVH5jr8yyQklQwhsh7izllc+eI8n2XtZsRTbFGZHUtp2Tk8aZbWNRi2kH3+fd/9WsnW+nwOTQbmzfL7yLQ8O1D8383OfUfxyL//HTzP3gXb8T9j0xWfqKuhghx02w04e1FjuAw2Eo1+1/gFAAuAZwkhewghd833E6qGZJqFOxRHp1V4gXcuICc0sQkSkMkwshs1eO24J+vCM+aNYsAdxvo+R8El6kotegkh6JK4oS5yZaxih2cL39DSLMWIR9xVaSE4DyoolItaxcDEcznqcRgw5otKGrEAmf2jQvbNQGZJWOpa0GrRYW2vrazn2u+q3BJaoXJUDBGYeQCZgNfZcALecP6yPKUUR6ZD6LYbJMNc22TYP8qlw6bHkgoCZ8XocxqhVTElHcT3jfoLvk/4vD3mRzCWKv6FMrFu0+asNOz2rZfh9q2XZaWsH/rElyU/V8zKOpmmODA+PyYTR2SS1+X+br73uQ/jsVs+npXVrX/vh2X5GfVEp2Fw8eqOBdOgl5OGLpAopcsopb2U0tPn/u+L8/2cqmE6EAelC3v/CAAsOjU0KuGbjSEEm5a1YDacwAuHZzAViOHpg5Ow6tVYXyC8T8VUJ5GRKq7arDoYNCoMzhaWWHCuSmImEY4FkF2loFAJ/MNvt92AeIqFW8IlKpVmMeyJFLRvJgRY3V24ADp3iUtyP0Xs8ZbKdABWKB+x+9qKdgsIgWCKMuGPYTacKGieUIssq/OWtsiyi6RmGCxpNWH3U/8Dv8ed/XjQOyuYrASiSRwtcaKRSLF47Xh9F/z1Vgeu+c49MFodAvv8zkXLS7LWl2LvSHnFoRzMBOPwyiSvszhcuO7ffg21yY5EKGPlbbI5ccPt1Vl5zxcfOrVdsFOqkGHed5BOJsb8GXmJWIHkMi+cAokQAodJm7crwLGk1Ywz+ux4c9iHt8f80KsZXLG+u+D0qN2qq0oiI1VcMSQTPDs0GwFLqaTt65AnAgJxWZCSgaRwspKR1J1YuuZ2Ska9kexOUi5DnghSLJWUTwGZ91ixXUy9RoWzFzvw4mF3wa8DMjuDfFmsQv3IXB/zG1AmnRqLXSYcGA/grEXO7ERo95AXOjWDVZ3SGUXddvn3V1otOqzqtJaUY1SM6J4nMf30L/Hz/U/jqz96AABw582fwtTQUQD5AbOvDXqwrM1c1NHrjUFPzXeP4qk0Bt0RDHnCGPNGEYilkA77EMtxzEukWbhDMVikV4VLwh9NYnA2gsVVhP2WS6nFaDGSaRavD3rw2sHRvCKvWWcvp/fZqw4uXsg09ARpoTHqiaDFrIVBpPu5kCZIQGHJ4MZlLbhyfTcuXNmG687pF7U8z6XarmG7VS9Z/CxtMSGaTBcMsR2ejaDdKu6qtJCkkQoK5cAvZKx6Dax6tWTOzbHpEHRqRtJ6H8hMF0phXY+9oEyPY2WHcvOfT6Suj2ctciKaTGP3UMaVbWg2jAF3GGcUkVrXaon8/GUtskj33nfJ5dC29MEzNlBUfjYdiONwkeBYTziR/R3JTSrN4pFt9+KRlw7inp3HsePAJA4PjiG+7ymc3gKEH7kFbMQPvcUBrTkzLbnr5s/g4T+/gjtu+mRRa/1C7Butr+U3f++5EgZmQvjNK0N45cBxzP7u20g3qZU3R5ddjwvqYOndzCgFUp1IsSzG/TFRVzWGENgX2IhTag8JyEyYep1GrOmxwawvPsSs9qaoVTNosYg/n4mXH4UqHshar/LlEKFYCpOBGBaJyOtUDFFG0wonLWIFSo/DiFFvNLtjyJFmKQbcYSxpMUk6fDGEFJwu5aJWMTh/WWE5i4ohOKVDehqhUHukTGw6bHqs6rDg9UEPnjk4iaf2T8Jp1OKMAlJrm0FTtvNbqZh1apy7tHp5lN3Zivfc+FOojLaS5Gc7j8wgnhKfDqVZiqcPTCLFyitHmwnG8ed3pnD7T36Gnff9AK/e8VWssLD48DIjwg/fgsOP/BSDj98B79gA2vuX4Zu//iP+5T+fRFvfUiRnh/HmY/dgevgYWnuXVmxlfdwdhl8myVsxvOFE0fiBQgRiSWzfO47H901Aq2KwIrIf4anBotECjYxZp8ala7sqcgY+mVAkdnVi0h9DmqXoFXFjsxs1C85lySXjRKxQx7lUOm16geRv1/ZtePTO78LcsQjpq7+Hs9pVuOebn8mTQxyezix2rhDpRNsMGmWxUeGkRaw5sLTVhIMTAYx4IliUI6EZ8oQRT7GSga9A5j1q0Ja2WwQAp3RYsW/ELzmxWtlhKevxFOSnkHT8/ae0IU0p3p0IosOmx+bTOgreB7tqIK/L5fQeOw5PBksOD5eiz2XErhK/NhhL4dmDU7h0TadAavfnd6ayuYmVwtlRm+1OHHeH8fKBARx//c9wbLgcq8+/GHv3Pw3P2AB2/eDT2AUg5PegvX8Zrvzyv2Lp2rPyrKy/fPtvsHfnDvSefwX+57/vgXPNe0ENVlj1mrKtrCkF9o356hJKWun0aOdjD0C/4ny8McWCgmJDG4P0sZ244JrPwm7UFowWaGQ0KoLL13VJGqEonGBhncobmFFvFATih/2FJq8D5Ptvchg1shxyOkScAzk3mtDkIEZ+fQN++HeX58khdj72APYcGkK7VQeHUSuYLikW3wonMzaR13+fywitmsE7k/n7HG+P+mHSqrLOkWIsrsBM4cJVbVCLNCkYQrChQK6aQn0watWShhoaFYNLVnfi7y9chqs39BaVTNY6o4VhCC4+rbqgzKB3Fs/cfgPYiB86i70k+dWRqRB27J/M2l/Hkmk89fYEDlS5E8XZUf/sG5/A/7zwNh59+R3sv+cb8Dx7F071vYzL37MKX/3RA5JmC1L2+f0uEz77hS8irbPikbfGEE+mK7KyPjAeQCrNFv/CKqlk/+iFR3+DR+74dzx061bYmQiuWGnGrp99BY/e+e/YtX1b0WiBRoUQ4OLTOkT34BWEKAVSnRiZW1zWidws5Jy2NAp2o1aW8W2nTK5FYkYNFocr68bDRvyIBb0ZN5q5btAjd/w7Dt17E1ZYWdGsh4VY2CoolIpFpxa8x9UMg1M7rTg6HUIwlpHQTAViGJyNYHW3reA1oV9ExlqMFrMOG5e3CD6+ttcGl1loFKFQf5xFnD6LmRRw1CPs12HS4oOr2iv+/r07d2B6+BgMbf049ca7S5ZfvTsZxK93DuCBV4bw650DeHeydEvqXdu35RVfXCNv7aaLYe1cjNnRAbz1k8/Dfd/fIz4zjPb+ZdjwvursqNutemxZ24VANImnDkyCrcCVLppIF93BqpZALFn2FC6eSmPEtg4aVx+Ss8N45+dbcddXPlqylXkj876VbVhe4p6nglIg1YVoMo0Jf0zyALAQb+QqhsgyYZHKMCoXh0lbkjUwp/des/Fi6Fv7kZwdxiPfvlZ02VbJQFI4mSGEwCqyQ7i+1w5CCJ4/lNmv+Mu709BrmIJW/iadCq0VXgfX9zlwzhJn1qq5z2nEpmXCoklhfpDjOqlVM2ip031yZYcFZ1UYmrlxy3W48sZbcPHNd8LDGsEYbbjhtvtx5Y23FJ0wJNMUM8E4kunSi41Cga4P/vZ3sF7179CY7UjPNQBzJ0Tc11ZqttDtMOC9K1oxNBvBW8OVmS7U2qyh2PSIX1x6Z2dw912/hJcacN2t/1mxlXkjcv6yFpzeK30NVhCiFEh1YNAdBqUZi2sxFuokwmWq/oYmp+68w5b/fPg3CI3JjnjQix997Tr8+Z0ptHzsezBYHQhLXCAXkjW7gkIliNncWw0anLfUhQF3GHe9MIDpYPz/s3fnYXKVZd74v885ta+9Vu9b9oSQDiEgQoKAAhEjOCBuaNBx5FVAx5kRZmHGdy588dWgv2FmWDRzDTpxAo4grwTGgXFBTRCIYUgChC17Op30XlvXXvX8/qiF7k51d1V17fX9XFdftZ2qflI5XXXuc9/P/eDKlS3Qa2Y/QdHdYMo4k5DOxYub8JmLevDR8zvxR+d1VN2czkqWj89Jh1Vf1PmelyxpxIocOyBuuPYmrOzrAgAcG5ssaPnVbAu6mlp64Ou4ABf1NUA/y9/C/l3PpE765dps4NwOOxY3m/HC4TGMerNvhHDaFcCwe2HzrOYy1+KwM4NL98Qo/uGrn8bRnf+MjsHfFbUNeaFtXNqEC/tyC/prGb9FiuDwiBdmvYqWNGuDqIqo3gBpgV+MBq2a1/dmZjvxmV8Qd/7LUzA6euA6fRRv/P6/cdGiBqhzHLQxg0S1brYujuu66/HB1a1Y02nHDes6Zj05lJSuu2e2Gi16dDWY2DilzDTk4URZoecfzSREfD7SXE1F5tJk0cGi1+Do6NyLkC/U1DLxZKZDa6lDw433YOPSJuz6p6/MmiFKZruSJ/2Sr5VJtitJCIErVjig0yj45RtDOS0Au+9kYbJI3mBkzoYbM4PLb/3JZniHjsHW1of3brh0Qdm1cqEIgStXtWB9jhnRWscAqcCSq8cvakq/IFydSVu1rRbTlUTMVi+dTpvdsKCzyme/3vQv2ZlfEI1NDvzlPz+Cq77wN/iTLZ/Crn+c/cvFrFczKtkjqmbpGjUkLWux4vLljoyCn3SLMFN1yMdJrlJMKlcUgQ+d24ZFOTQPEUKgr8mME+M+RGKFb0QwVTQmsb63HsF3fj9vhigfzQZMOg02Lm3CkDuIg6ezbyzx1hkP/KH8L4T79pAHc8VrM4PLgGcCWnMd/uy+f8fhA3sWnF0rNZNOxfXrOrC6w17qoVQs9vkrsMMjkwhH5awfsvkoQytXTTMySMmU9vNPPYJbt24HMPsq40D+J+W2plmQdubvtNU3YdONN2P3zh2pD8iZY92/6xms+uwX8jo2okqUj/XbrAbNnIEWVTabQQOdRkEoknugUOgW37NRFYHNa9rx9IFBHBnJLhvU12TGq6dcODXhR88c3RsXYmqZuMlWj0AkhpjPhRf+6U9x673x761itKNe0WrFq6dceP7QGJY0W9I2o5pNJCbx2qAr53lfs5mrvG42Wo0CBSL1/lRqK+++JjM+sKqFrbwXiO9ege076YRFr0H3LGdIZwYR1cRu1E77YuzfuAnPP/VIKqUNvLvuQrrOMO156mCXZNSpsBu1cPnnX6Buvg9Izj8iyk+ZaWeateGoeggRLyPPdU0fu1ELk650hypqIpP0s32DODnuy/h5XfVGaBSBo6OTBQuQUmXi3Uvg+MQ9CEUlJh67C0MnDqU9mC/UfCghGGo1RAAAIABJREFUBC5b3oxH95zEi0fG8b7l2a1vtP+kE+d31+etPNblD8+7ntXU4FIx2aFVFfgSVSK3bt1etPcun+xGLTYsbcIydqrLC5bYFdDAhA9HRiexqs026x9+U5p5SdVCCDEtAExXLz1bZxhVEQUpq8gmKzVX+UE1tmYnypbNqIWywDLYjjqW11W7hXxeFqO993w0qoIP97dl9X2tURV0NZhwdHQyp7k5mUiWiV90+31wCzOuOn8Zbrv3R1nNI8oXh9WA1e02HDjlzOgk5FSeQCTnBV3Tma+8Dng3uDQ6erD0S9/HX257quLK6ID4PKPuBhOuObcNn724l8FRHjGDVEA/2TsAADin3TbrNk1VXGIHAM1WPQad2Z85dFj10BagE1WL3ZDVGhOzqdbGGkTZUBUBm1EDpy+7A6KpOphBqnoLWcoiX2vhLZReo+La/nY8uudExnNmFjWZcXR0EmOToYK1Ke+/6mP4txeOY6nDnOi8Zi5ZpuPCvga8ccaDl46O4apVrVk995UTE3k7uH8zg7lQG669CaPeII5YzsXFqxehrtFe0jI6vVZBm92AOpMOJq0KVRGIyfg89lA0hkhUIiYlhBDQaRRY9CoazXq02g2cD10gDJAKKBCOYlmLZdYVwnUaBTZjdf8XOKwGAC4AZ7fVBpBqfDAzi5Tv8rqkfJ2NLNaaHETlrt6kyzlAMury26mSylOua1wBQHsZZJCS7EYtrlrVgif3DWa0fW+iVfTR0cmCfWe8eGQckMCGMlj7y2rQYk2HHftOOrG+pyGrv+1BZwCDTv+Cv/uH3QGMekMZbRtadiXqgxGsaoufxC5FGd2iZjP6O+vQzQ6cZYcldgX0N9esxPXndcz6eJNFl9cubeXIMaUkIZt1FwoVIDVb9AvuGmjRa3jGhihhIQtCF+rvnMpLkzW3IFirirI7GbWo2ZJxZzCLXgOHVV+wdt+j3iDeOO3Gmk77rCdii219bz00qsCLR7Jvh733+MSCf//rg5l10jvt8uO0K4DzuutL0km40aLDjes7cd3aDvQ2mRkclaHqTl+UgbkCoOYqnn+U1GjRQ6MIRGIy484wQhRu4rZGVdBs1ec8YRjI/cueqBotJAPUUaLuZFRcJp0GFr0G3mAkq+e12o1leeC4cWkTjox44cug1K6vyYyXjo7DH4rCqMvvibXfHx6DVqPggjJaBNSk02BtVx3+cGwC45OhrD4fjox4MeYN5lySGY7GMi6hf+WEEzqNksoeFdOqdhuuWOEoyDQCyh/+75RQs6X6Dw5URUyb2JrJuguNFn1BMzQLbf5Qbmc0iUppIZ3smEGqHbmcECyn8rqpDFoVFy/OrKStL1Fmd2wsv1mkYXcAR0cncX5PPYxlVtGwtqsOqiLwcpYZISmBPxwbz/n3vj3kQSA8f9DqDcabQpzbbodOU9zD4A1Lm3D1Oa0MjioA/4dKqFYyEenWH5pLodv+ti9wVXYGSETvyrXlvVYViTmKVAtyCpDKOIA+p92WUXbEYdXDrFPzXma39/gEdKqC/s7yWwjUpNPgnHYb3jzjhjeQXdbwrTNejE9mNodopv0nXRlt98ZpN6QEVncUL3skBHDFCkfe13uiwmGAVAAPPPAAhoeHU7c9E2PYvXPHtG0UUX611YXSlmUZTXdDYdv+LjSDVAulkUSZMuk0OZUOOWyGktT+U2m02PTYvXMHPBPvzk1J992YpAiR9XdHMSmKwHsWzX+wK4RAb5MZx8d8iMZya/c9830bGDyN/3nmx1jTaYdeU17Zo6R13fWQAF45mV0WKSYlXjic/fylgQkfhtzzl85LKXFw0I2OOiPq8rCOW6bet6wZ/V11Rft9tHAMkPLsgQcewO23347LL78cw8PDcCc6tz1x/93TvgjqzdqaSbG2ZZGxUYRAR4HPGtqNWlgNuU2/0ygCDUX8UCWqBLn8TRT675zKy5OP/ABP3H83HrxzCzwTY6mupjO/G5OarLqyPfhPWuawwp5Bc4RFTWaEojGccvqz/h27d+44633b9lefxfgvvofggZ/nMuyisBu1WOaw4tVTrozK3qZ6Z9iD067s3qs9RzMrzRt0BeD0h7FqjuVX8u09ixpwXnd90X4f5UdtHKEX0Y033ohVq1bh4MGDWL16Nb7xuQ+mOrf1b9yU2s5RQ1mIbAKSVnth5x+9+3tyOzPZZNWX5aRholLKpcyunMunKP8+86lPoK033rX03ls2495bNqf9bkzqrC//BYQVRWBdz/wHvl0NJqiKyKnMrn/jplS313tv2Yytt2yG98wxWFp7ccHlH8pl2EVzfk89wlGJA6cyK31LkhL4zVsjGS+we8rpx/ExX0bbHhx0Q6cqWOqwZDWmXK1qt2U8X43KCwOkPHM4HHjuuefQ3NyMkZEReJzxNX9mrvPTXGO195nOK+ppNBd4JHG5HpzVUmBLlKmp5cKZlFEJkb81yagyOBwO/N9/fRwWewO8rvHUengzvxuTCj0XNV9WtdnmneivVRV01RtxdHQy44P+JGt9I27duj31vk26xqGY7Phf3/ph2vetnDRb9ehpNGH/SWfW5YVnXAHsO+mcdzspJXa9PZL2sZmfReOjI/jDzx/FshZLUSp4uhpM+MDKloL/HioMBkgl0mKrrQPtTM8GJjv+FFqu5T0tWTacIKoFyQxSunKgdGVUTQXuVEnlqSXDE4OKEBUTIOk0Cla2WefdbnGzBS5/GCOe4IJ/p6oI2IyVUep9XlcdfKEo3hnOrP32VM8fGsWod+73a/+AC6fTLNuR7rPogTs+g9H/fgj+/YUvTaw3abF5TRvnWVYwBkh5Njw8jMsvvxwjIyNobm6GtS5+1if5RwrEz57WWvem7sb5AySrQVO0DE2zRZ9Te08GSERnS2aQZpYDzVZG1VEhB7+UP8PDw/jKZ/4olTlKZkSmfjcmtdj0ZT//aKpMFo5d7LBAEcDbw96sXjt5ksHrGofeWg/FZEfY60z7vpWDmVmbesWPyKv/lVE2aKZwVOLp/YPwhdJ3wht2B2bNHqX7LJo4dRT65m5cevWHsx5LNow6FR85r4MngSocA6Q8e+yxx3Dw4EGsWrUKr732Gv7uB/+V+iPdv+sZAPF1Q4rde7/UbAbttPWQ0lncbJlzYd18UhSB9iw7JGlVgcYFLIpJVK0MWhU2o/ascqDZyqg6Of+o5jz22GN456030NqzBHdsexp3bHv6rO/GpGKVWueLw2qAY56qEKNWRVeDCe8MebIqs9u/65n4SYbuxej6kwdx4dcenvV9K7V0WZuH7rwZp37+AA795qdZN14AgAlfGI+/PACXLzzt/iF3AP/vlVOIzFK6l+6zSDHZccWfPwBbfeHmBGkUgQ/3txe1Qx4VRm6tvGhWt912G4B4swaHwwFbvQe3bt2O/bueSS2IWqtZiMVNZozOUV6wrHX+MoV86qw34dhoZhM7gfj/Gxs0EKXXYtPD7Q/Pu50QzCDVouR3o37pxfCIeAA087sxqbep/Bs0zLSyzYZhd/psRtLyFiv+++AQzrgDGXd3Tb436uL3Ys+ZKC4+pwMfnOV9K7X+jZvw/FOPpLI2AOB1jcPRvRjmVZfiqUd/gE9+/OOpkyWeibGM/h1j3hB+9OIxrGyLrz015A7irTMexLKczwUAfc2FC76FAK5e3coOnVWittIYRXLbbbfB4XCkblvrG6d9ACx0HZ5KtbRl9gDIbtQWfdX0riy7JLHrFtHsHFbDtHKg2cqoGs06mHQ8N1eLbrvtNpy7pDt1e+Z3IwCY9WrWi4uXg+UtVijzVEAsajZDowgcHHRn9doXbf4kDk7Eqx46601p37dyMFsG+bZ7fwTr4B/w5hP/iPu/9pmM2rzPFI5KHBhw4TdvjeCN0+55g6OZn0Vacx1iPhd+evctBStNvHy5A8vmOM6hysIAqQQq8cM/H5qt+lkXWT2301608rokhzW7ieLsukU0uxab/t1yoDnKqDoLvBA0lbfeeRrxLGoqXql1Ppn1mnkbS+g1Kpa2WPDWkAehSCzj135j0ANvMIILe+dfmLZcXbX5I9A2dmPk5OGM2rwv1NTPoq88+CTa/vh+WFt7MXSiMKWJly5r4kKwVYan8YpMo4hZg4RasLarDr84ODTtPp1Gwer2+Se55puiCHQ1GPHO0PyTZhUhWBZENIdWuwEbr4uf1e7fuClVRjOzjKqHAVJNa7EZYDVo4Amkn3i/vMil1vm0rMWKE+Nzl22f22HHG6c9eHvIk1Fzh2hMYu/xcbTY9Ogu87+dmVkbAKkM8q1bt+PC2+/Di/d+Dl5XfFHXudq8L1Ty86Z/4yac9GshTHXY8n8exul9v8lr9k0I4H3LmrkQbBViBqnIHDZ9Tbd9XNlmO2vl8XXd9TDqStPtpTfDycCOCuuqRFRseo2KRoseG669adoBz9RyIFURFbEAKBXWklkW6bQa5s/ClLMlDsu8ZXatNgMazTrsH3Bm1Kzh4KAb7kAEF/Y1lH1mbb4M8jntdmQ/ayh3yc+it4c9sBo0WNTVntfgSKsKXHNuG4OjKsUAqcgynZhZrVRF4MpVLdAkgsQ2uwEX9pWubKC3yYxMvnOyna9EVIs65ukM2VFnrLkOnnS2Ve22tPev7ih+qXU+GXXqvJUGQgis66nHqDeEo6OTc24bjETxwpExtNsN6KuAzn4brr0J19/+9VRWKDkn6frbv47+jZvw5D3/CzGfCxpz3Zxt3vMpEI7i5LgPSx35Ld2sN2nxsQu6OOeoirHErsg4jyW+uvTHL+jCGXcAK9tsJc2oWfQatNgMOJNmobmpKrGrElGxddWbsP+ka9bHC9lBiiqHw2pAR70Rpybebfus0yhY01n8Uut8W+Kw4OQ8ZXYrWqzYc3QcLx0dR1+TedYD9z1Hx+EPR3HdsvaiBI5mvYrOehMcVj2sBi1URSAQjmLIHcDhES8mg9F5X2NmhiaZQd69cweGThyCvb0P1uu/gevWtuPxb9ySyi4VqunEkdFJxOTcTaKyIQTQ31mHS5Y08WRPlWOAVGTshBbnsBngKJNmFUscljkDJINWRXuNZ/6IMtHVYIIixKwdphY3py+totpz8eJGPP7yAJK7ygW9DVXR3XBxsxnPvTn3NooicGFvA37xxhDeGvJgRevZGbVTE368csKJc9ptBV0apM6kxbIWK5Y4LHBY9WkDsdUddly23IHXTrnw/OFRBMOZN5hISgZAqy6+Cv/xmhuHPOqsbd7z6dCwF1aDBi15mPvdajfg8uWOmu1EXGsq/9OogtSZtDDr+ZaXm2UtVjx/aBSzlYMvbjZz/SOiDBi0KtrsBpxynr0gZJvdcNb8Q6pdnfUmbFzahN3vjGF5qwUX9FbHPA6rQYsWmwFD7rmrEla0WXHglBO/e3sUHXVGWA3v/m34QhE88/oZ2IxaXLq0Oe9jNGhVLG+1YGWbLeOyf1UR6O+qQ1+zGU/tH8Swe/Y1DWeTDIRWtkm8dsqNjUt7CxocBSNRnBjzYc0Cu+Ra9BpcsqQJK9usFV0CStmpiPygEOJrQggphCjc8sdFwOxRebIbtXNOHK/krkpExba0JX2WaEVb+nknVLvO72nAV96/BJtWt1XVgeeiDEpJFSFw9apWRGMSP9s3iF8+vh2eiTG4/GE88copeJ1jcJz8TV7LuBw2Pa4+pxVf2NiHK1a05DQn2mbQ4sbzuxbU1XVNZx2iUuK1LNeDytbR0UlEpZy1Kch8hADWdtdhy8U9WNVuq6p9lOZX9ukMIUQXgCsBnCj1WBaKqyuXrzWd9rR143ajtuxbqxKVk2UtVux6ZxTR2LspWZ1Gwco2nmigs1XjQeeiJjNeOHx244HdO3dMa4GvCXnQdeZ3eHXAhVf++yH8+v/9OxyfuAeqosDz07/DL08dgc2oXXCWpcmiw4alzeibZw2qTOk0Cq5b246f7B3AqCf7TFKDWYfuBhNeHXBhfXd9wSo0Dg17YdarOc39NupUfHB1K3oqoDkGFUYlZJD+AcCdQFG7QxYEO6GVryXNFtSbzi7/WdtdV5Vf4ESFYtZrzurs1N9Zxzb5VDMcibWeptq9cweeuP/uVNe25JpBv374W1jTqoe1tReBkeMY+sHtGP7h7Rg/dWTBi6gqQuCSJU246T09eQuOkvQaFdetbc95iY7+Tju8wQiOzNPJL1ehSAzHxnxY0px997o6kxafvKCbwVGNK+sASQhxLYBTUsr9GWx7ixBirxBi78jISBFGlx2rQQN7mgNwKg+KInDpsum13najFmsyWMiPiKa7eEljqjTIZtRifZXMLyHK1Mw19vo3bkqtCXTvLZtx7y2bU2sGXfqhj+Fr//gILPYGBL1OTCYWWl3IIqpGnYobzu/AhX0NBcvQ2AxaXH1Oa07P7W0yw2rQYP+AM8+jijs2NoloLPvyOqtBg4+e38njNSp9gCSE+KUQ4rU0P9cBuAvA1zN5HSnlNinleinl+ubm/E9qXCgujlj+FjVbcEFvfE0mvVbBh9a0QaOW/E+EqOLYDFpcv64Da7vqcMO6Dhi0zB5RbZnZ0j65JlBy/R9vHoKg2Zj1Km48v7Moxx19Teac2rMrQmBNpx0DE36MebMv05vPoWEvjFo1q7nfOo2Cj5zXMa1hBtWuks9BklJ+IN39QohzAfQB2J9Ij3YC+B8hxIVSyjNFHGJedDVw/lEl2LC0CavabTBq1ZxLB4govih2rS+MTbWrq94EjSIQic0/OyBZbpcMmgCkFlHNNoBKHuQ3Whbe1jpTG5c24+joJDyBSFbPO6fdjhePjGP/gAtXrHDkbTzhaAzHxiaxotUGJYvyuitWONBUxPeNylvZnh6XUr4qpXRIKXullL0ABgCsq8TgCIivD0KVocGsY3BEREQ502mUaZ3eZgZByUzSg3duwUvP/jRVbnfHtqdxx7anU+V4+3c9k/HvFAK4+pxWOKzFXadHp1Fw2fLsK3eMWhXLW6x484wbwcj8i9Bm6viYD+FoduV1S1vibc+JkkqeQaoFdSYtbEzZEhER1YzeJjOOj8W7o+7f9UwqCLp163YAwIN3bsHQ8UMwmMy4/vavT+twl8siqmu76nJuab1QSxxW9DS6Uv/eTPV32nHwtBtvnPZgbVddXsbyzpAHBq2ScefgeICXvwwWVYeKCZASWaSKxDbRREREtaWv0YzfIt40KhnoZBoEWesbswqOGsw6bFhS2qUiL13WjB0vnkBstlXX03DYDGizG7B/wIn+BS7oCsQXhz08Oolz2m1QM2xOcWFfAyz6ijkcpiIp2xK7atLTyACJiIioltSbdaib0g1tw7U3TZtPlG0QNJf3r3SUvKlQk0WPVe3Zl6mt6bTD6QvjRJq1CLP1zrAX0ZjEytbMxmE1aHBenjJXVF0YIBWYIgQ72BEREdWg3jyvP5TOilZr2RxnXLSoAZos24ovdVhh0qnYd3LhLb/fPO1BvUmLFltmzRbW9zaUPLCk8sS9osBa7Aa2uCUiIqpBfQVebFSjCGxYWtrSuqmsBi3OzbLtt6oImN75JQ6fGMSIJ97y2zMxht07d2T1Om5/GKecfqxotWVUqmfWq1idQ8aLagOLLgusl+V1RERENamz3gidRkEoEivI66/triu7dXsu6G3Aa6dcCEczm4u0e+cOvPzj70LX1I3fN/8jrljRkmpgASDjMsQ3z3gAxDNqmejvrGP2iGbFPaPAegp89oiIiIjKk0ZV0FlfmPXAdBoltbh5OTHrNVjdkXkWqX/jJrT0LEFo9AR2ffuz+PYtm1Md//o3bsroNWJS4rVBFzrrjbAZ5w8YNYrAmk7OPaLZMUAqMHsGf6hERERUnRY1Fab19nlddWVbwn9+T33GXeSs9Y24det2mO0NiPlc8CXWispmkdzkQrX9GQY9y1qtXO+Q5sQAiYiIiKhA+prNWGD36rPoNArW9dTn90XzyGrQZr3w6tS3KNuCxH0nnbDoNViUYVOMNVnOk6LawwCJiIiIqEAseg0cVkNeX/PcDnvZZo+Szu+pzygw9EyM4cE7t8DrGofZ3gDVZIfPNY4H79wCz8TYvM8fdgcwMOFHf6cdSgZZqyaLDm32wpQ9UvVggERERERUQIub8zcfWaOIss4eJTWYdVjcPH954f5dz6TmHN257Wlc8/c7oG3sxtDxQ9i/65k5n7t75w785sAhGDQKzu20Z9T9blU7s0c0P3axIyIiIiqgxQ4Lfn94/mxIJla02WDRV8bh27qeehwa9s65TbJLXf/GTbDWN+ISaz3e/uxW+N7cjfdu/tSsz9u9cweeuP9uaBu78eG/eQghj3Pe7neKEFjZllmXO6ptzCARERERFVCTRY9608KbNgkRL12rFB11RrTZ5y8v3HDtTamGDDqNgqvOXwZl9SbsOTo+63NWb7gKhuYehMdO4Nm7P4N7M+h+19NogklXGcEllRYDJCIiIqICW+JYeOair8mMBrMuD6MpnvO6sw/o+prMWNlmxZ5j47NmoF4bE2j6+D0w2uox6RqHN4PudyuYPaIMMUAiIiIiKrBlLQtv972+DNc9ms9ShwVWQ/ZZmyuWO9Bi0+PZ18/g+NjktMdeHXDh5RMTWNFqhZphi0CtKgrWcp2qDwMkIiIiogJz2AwLKrNrrzOgo67yuq8pikB/V/aLsmpUBR9e0w67SYuf7RvEs6+fwb6TTjy1fxC/fmsYbfogXt3256nMkcXeAO8c3e8WNVug0/CwlzLDPYWIiIioCJa3Zrc20FTn91Re9ihpdbsdWjX7xaDMeg0+dn4Xzuuuw+ERL3779ggGnX5ctKgBbaP7MHTiMFp6luCObU/jjm1Po6Vnyazd7/KRwaPawZlqREREREWwqs2Gl46OQcrsntdk0eW1VXixGXUqlrVY8fqgO+vn7vn5ozhv4yZsWLwY/nAUEZ8Tr+56Bhs/8mkIRaS63wHArVu3Y/+uZ87qYKfTKOhtrNz3j4qPARIRERFREdhNWnTUGTEw4c/qeRf0NUBkONemXK3trss6QEq28n7+qUdw69btAIDv3XnzrK28rfWNadt7L2oyQ6OyaIoyxwCJiIiIqEjWdNZlFSA1mHVY3lL53dccVgPa6wwYdAYyfk7/xk14/qlHMHT8EO69ZTMAwOsan7OVdzpLWV5HWWI4TURERFQkS7Ls6vbexY0Vnz1KyrZZg7W+Ebdu3Z5qwJBJK++ZtKpAD8vrKEsMkIiIiIiKRFUEzuvOLFBosxuwrAqyR0lLHVaY9WpRf2dvkxlaltdRlrjHEBERERXRuR118wYKQgCXLXcUaUTFoSoCq9vtGW/vmRjDg3duybiVdzpLHCyvo+wxQCIiIiIqIp1GwcWLm+bcZm1XHVrthiKNqHhWd9qhZFgyuH/XMxg6fijjVt4zaRSBviaW11H22KSBiIiIqMjOabfh7SEPjo/5znrMYdNjw5K5A6hKZTNo0ddsxuFh77zbJjvSZdLKO53uRhP0muKW9FF1YAaJiIiIqMiEEPjg6jY0WXTT7m+06PCRtR1V3Za6vzPzMrsN1940rSHDbK2801nczPI6yg0zSEREREQlYNSp+NgFXXj52ASGPAG02oxY11NX9VmP7gYT6k1aTPjCBfsdihAMkChnDJCIiIiISkSvUXFxlZbTzUYIgTVddfjtWyMF+x2d9UYYddUdaFLhVG/+loiIiIjK0qo2G7Rq4dZ34uKwtBAMkIiIiIioqAxaFctbbQV5bUUItvemBWGARERERERF19+VebOGbHTUG2HScRYJ5Y4BEhEREREVncNqQEe9Me+vu4zldbRADJCIiIiIqCTWdtXl9fVYXkf5wACJiIiIiEpiSbMFVkP+yuG6G1leRwvHAImIiIiISkJRRF6zSMtbCtP4gWoLAyQiIiIiKpnVHXboNAs/JNVpFJbXUV4wQCIiIiKikjFoVZzTvvDMzxKHJS+BFlHZ70VCiC8LId4SQrwuhNha6vEQERERUX6t66mHqixs4dh8BFlEAFDWs9iEEJcDuA7AGillUAjhKPWYiIiIiCi/bAYtlrdacXDQndPzG8w6dNab8jwqqlXlnkH6EoBvSSmDACClHC7xeIiIiIioAN7T1wBF5JZFWtNZmEVnqTaVe4C0DMBGIcRLQojfCiEumG1DIcQtQoi9Qoi9IyMjRRwiERERES1UnUmHlW3WrJ+n1ypYxfI6yqOSl9gJIX4JoDXNQ3chPr56ABcBuADAT4QQi6SUcubGUsptALYBwPr16896nIiIiIjK20WLG/HWGQ8iscwP5c7tsEOvUQs4Kqo1JQ+QpJQfmO0xIcSXADyRCIj2CCFiAJoAMEVEREREVGVsBi3W9dRjz9HxjLbXqgLn99QXeFRUa8q9xO5nAK4AACHEMgA6AKMlHRERERERFcyFfQ2wGbUZbbuuux4mXcnP91OVKfcA6WEAi4QQrwH4MYCb05XXEREREVF10KoKrlzZgvn6NVgNGqzvbSjOoKimlHXILaUMAfh0qcdBRERERMXT3WjChb0NeGmWUjshgKtWtXJhWCoI7lVEREREVHbeu7hx1sVfL13WjO5GrntEhVHWGSQiIiIiqk1CCFy5qgWNFj3+cGwc/lAUFr0Gly5rxvLW7NuBE2WKARIRERERlSUh4l3qzuuqgy8chVmnQuS4mCxRphggEREREVFZUxQBi56HrVQcnINERERERESUwACJiIiIiIgogQESERERERFRAgMkIiIiIiKiBAZIRERERERECQyQiIiIiIiIEhggERERERERJTBAIiIiIiIiSmCARERERERElMAAiYiIiIiIKIEBEhERERERUYKQUpZ6DHknhBgBcLzU40hoAjBa6kFQxeF+Q7ngfkO54H5DueB+Q7kot/2mR0rZPPPOqgyQyokQYq+Ucn2px0GVhfsN5YL7DeWC+w3lgvsN5aJS9huW2BERERERESUwQCIiIiIiIkpggFR420o9AKpI3G8oF9xvKBfe3c95AAAgAElEQVTcbygX3G8oFxWx33AOEhERERERUQIzSERERERERAkMkIiIiIiIiBIYIOWJEGKTEOItIcQhIcRfpXlcL4T4j8TjLwkheos/Sio3Gew3fy6EOCiEOCCE+JUQoqcU46TyMt9+M2W7jwohpBCi7FuqUuFlst8IIT6W+Mx5XQjxSLHHSOUng++pbiHEc0KIVxLfVdeUYpxUPoQQDwshhoUQr83yuBBC/FNinzoghFhX7DHOhwFSHgghVAAPAPgggFUAPimEWDVjs88DmJBSLgHwDwC+XdxRUrnJcL95BcB6KeUaAI8D2FrcUVK5yXC/gRDCCuArAF4q7gipHGWy3wghlgL4awCXSCnPAfDVog+UykqGnzd/C+AnUsrzAHwCwIPFHSWVoR8C2DTH4x8EsDTxcwuAh4owpqwwQMqPCwEcklIekVKGAPwYwHUztrkOwL8lrj8O4P1CCFHEMVL5mXe/kVI+J6X0JW6+CKCzyGOk8pPJ5w0AfAPxgDpQzMFR2cpkv/kCgAeklBMAIKUcLvIYqfxkst9IALbEdTuAwSKOj8qQlPJ3AMbn2OQ6ANtl3IsA6oQQbcUZXWYYIOVHB4CTU24PJO5Lu42UMgLABaCxKKOjcpXJfjPV5wH8V0FHRJVg3v1GCHEegC4p5dPFHBiVtUw+b5YBWCaEeF4I8aIQYq4zwFQbMtlv/h7Ap4UQAwB+DuDLxRkaVbBsj3+KTlPqAVSJdJmgmf3TM9mGakvG+4QQ4tMA1gN4X0FHRJVgzv1GCKEgXsb72WINiCpCJp83GsRLXi5DPFu9SwixWkrpLPDYqHxlst98EsAPpZTfFUK8F8CPEvtNrPDDowpV9sfEzCDlxwCArim3O3F2ijm1jRBCg3gaeq70I1W/TPYbCCE+AOAuANdKKYNFGhuVr/n2GyuA1QB+I4Q4BuAiADvZqKHmZfo99aSUMiylPArgLcQDJqpdmew3nwfwEwCQUr4AwACgqSijo0qV0fFPKTFAyo8/AFgqhOgTQugQn6S4c8Y2OwHcnLj+UQC/llylt9bNu98kSqW+j3hwxPkABMyz30gpXVLKJillr5SyF/G5a9dKKfeWZrhUJjL5nvoZgMsBQAjRhHjJ3ZGijpLKTSb7zQkA7wcAIcRKxAOkkaKOkirNTgBbEt3sLgLgklKeLvWgpmKJXR5IKSNCiNsBPAtABfCwlPJ1IcTdAPZKKXcC+FfE086HEM8cfaJ0I6ZykOF+cy8AC4DHEj09Tkgpry3ZoKnkMtxviKbJcL95FsBVQoiDAKIA7pBSjpVu1FRqGe43fwHgX4QQf4Z4mdRneQK4tgkhHkW8VLcpMTftfwPQAoCU8nuIz1W7BsAhAD4AnyvNSGcnuA8TERERERHFscSOiIiIiIgogQESERERERFRAgMkIiIiIiKiBAZIRERERERECQyQiIiIiIiIEhggERFRxRFC/L4Ar9krhPhUvl+XiIgqCwMkIiKqOFLKiwvwsr0AGCAREdU4BkhERFRxhBDexOVlQojfCCEeF0K8KYTYIRKrKgshjgkhvi2E2JP4WZK4/4dCiI/OfC0A3wKwUQixL7HoJRER1SAGSEREVOnOA/BVAKsALAJwyZTH3FLKCwHcD+C+eV7nrwDsklKulVL+Q0FGSkREZY8BEhERVbo9UsoBKWUMwD7ES+WSHp1y+d5iD4yIiCoPAyQiIqp0wSnXowA0U27LNNcjSHz/JcrxdAUdHRERVRQGSEREVM0+PuXyhcT1YwDOT1y/DoA2cd0DwFq0kRERUVnSzL8JERFRxdILIV5C/ITgJxP3/QuAJ4UQewD8CsBk4v4DACJCiP0Afsh5SEREtUlIKeffioiIqMIIIY4BWC+lHC31WIiIqHKwxI6IiIiIiCiBGSQiIiIiIqIEZpCIiIiIiIgSGCARERERERElMEAiIiIiIiJKYIBERERERESUwACJiIiIiIgogQESERERERFRAgMkIiIiIiKiBAZIRERERERECQyQiIiIiIiIEhggERFR1RJCNAshfiGEmBBC/Gupx0NEROVPU+oBEBERFdBfA3hHSnllqQdCRESVgRkkIiKqZh8A8FipB0FERJVDSClLPQYiIqK8EkLoAIwAsAGYBHBUSnluaUdFRESVgAESERFVJSHEKgDPSSlbSj0WIiKqHCyxIyKiarUWwH4AEEK8VwjxghDit0KIR4UQ2hKPjYiIyhQDJCIiqlapAAnAcQBXSCnfB+AIgOtKNioiIiprDJCIiKha9SMRIEkpB6WU/sT9EQCxko2KiIjKGgMkIiKqVqkAKUkI0QfggwCeLsmIiIio7DFAIiKiqiOEaAVQD+DNKffZAPwbgM9IKUOlGhsREZU3drEjIqKqJ4TQAHgSwHellL8u9XiIiKh8MYNERES14JMA3gPg60KI3wghPl7qARERUXliBomIiIiIiCiBGSQiIiIiIqIEBkhEREREREQJDJCIiIiIiIgSNKUeQCE0NTXJ3t7eUg+DiIiIiIjK1MsvvzwqpWyeeX9VBki9vb3Yu3dvqYdBRERERERlSghxPN39LLEjIiIiIiJKYIBERERERESUwACJiIiIiIgogQESERERERFRAgMkIiIiIiKiBAZIRERERERECQyQiIiIiIiIEhggERERERERJTBAIiIiIiIiSmCARERERERElKAp9QCIiIiIiEolFpOISomYlJASiMYkJJC6DQlIxK9LAFJKAIAQ4qzXEgCEAAQEhJK8LaAk7xOAkritKiLta1DpMUAiIiIiorIVisQQjEQRisQQisbil5EYgonb4UgMkZhEKBpDJCoRjsYQTlyPxOKPRWMSkWjiMhYPhqKxd4OiUkkGTPFgCVAT15P3KYqAKgQ0Svx28id5W6MKqIqSuq2dclujxrfTKErievxSm7yduK4oDNJmYoBEREREREURCEfhD0XhD0fhC8Wv+0IR+MNRBMLxQCiQuB4IRxGMxBCNlTCCKTApgWgiWCsVRcSDJZ2aDJwUaJXE5ZTAKvW4Er9fm7itVeMBmVZVEj9TgrHE7UrLlDFAIiIiIqIFCYSj8AQi8AYjmEz+hCLwBqOp275QdFogsHvnDvRv3ARrfSMAwDMxhv27nsGGa28q1T+jJsWkRCgiEYrECvY7NImA68P9beisNxXs9+QLAyQiIiIimpWUEp5gBC5fGO5AGG5/PBDyBMKpoCjbg+vdO3fgifvvxvNPPYJbt24HADx45xYMHT8EAAySqkwkJhGJRRErXAyWVwyQiIiIiGpcJBqDyx/GhC8Mpy8Elz+c+vEEInkvAevfuAnPP/UIho4fwr23bAYAeF3jaOlZgv6Nm/L6u4iyxQCJiIiIqEZ4AmGMT4YwPhmC0xfGhC+ECV8YnkC4qM0KrPWNuHXrdtx7y2Z4XeMAAIu9Abdu3Z4quSMqFQZIRERERFXGEwhjzBvC2GQQY954QDTuCyEYrpAaJ6ISYoBEREREVKHC0RjGvCGMeoMY8QYx6gli1BtCIBwt9dDm5JkYw4N3boHXNQ6LvQFAvMTuwTu3MItEJccAiYiIiKgCBCNRjHiCGHIHMeIJYNgTxMRkGLFSLuSTo/27nsHQ8UNo6VlyVpMGdrKjUmOARERERFRmItEYhjxBnHEFMOwOYMgdgNNf3HlChZQMgKa2+b516/a0wRHbgVOxMUAiIiIiKiEpJSZ8YZxxBXDG7ccZVxCj3mBVL5AKnN3K21rfmDY4YjtwKjYGSERERERFFInGcMYdwGlXAINOPwadgbKfM1QqbAdOpcAAiYiIiCgHDzzwAG688UY4HA4AwPDwMB577DHcdttt07YLhKMYmPBj0OnHaZcfQ+7qzw7lC9uBUykwQCIiIiLK0gMPPIDbb78dDz74IJ577jkAwOWXX46DBw8iHI1h8yc+h4EJHwYm/Bj1Bit27hDn/1AtUko9ACIiIqJKc+ONN2LVqlU4ePAgVq9ejZXnnIODBw+io28pPG3r8dT+QbxywokRT2UHR0/cfzcevHMLPBNjqdbcT9x/N3bv3FGUMcxsB26xN6TagXsmxooyBqo9DJCIiIiIshCLSYR1Vmz9wU9hq2/EyMgIxkdHYbE34JZv/RssddVR+tW/cRNaepak5v/ce8vmVGvuYs3/mdoO/I5tT+OObU+nxrR/1zNFGQPVHpbYEREREc3D6Qvh2JgPx8cmMTDhRygSg2diArEqnktUDvN/smkHTpQvzCARERERzRCOxnB0dBLPvTmMHzx/FD94/hiee3MYR0YmE8ERS78KaffOHan3MRkIJcv60rUDJ8onZpCIiIiIALh8YRwZ9eLo6CROTfgRmSM7NLX0a+b6PNWS3ZgZBAJIBYGFzCJx7SMqtYoJkIQQKoC9AE5JKTeXejxERERU2aSUOO0K4MjIJI6OejHqDWX83Foo/VpoEJhrB7xM1z5ihz0qFCErpLWKEOLPAawHYJsvQFq/fr3cu3dvcQZGREREFSMcjeH42CQOj0zi2OgkfCEu0DqXbIOQ5Pb7dz2DJ+6/G82dfbjgquvxnqtvSAVX19/+9XmDGM/E2Flzn+7Y9nRqHMksU7rgLZPXp9K4YV0nuhtNpR5GihDiZSnl+pn3V0QGSQjRCeBDAO4B8OclHg4RERFVkEA4iiMjkzg04sWJsUmEo5VxcrgczAw05pr/M7U0bstd96G5sw8jA0fx84e/i189+hCCfl/eOuBlmmUiykWlNGm4D8CdAGKzbSCEuEUIsVcIsXdkZKR4IyMiIqKy4w1GsO+kEz99eQDf/+0RPPv6GRwe9tZ8cDS1+QEQz9Tka02jqW3BH7pjCyZdE6nHgn5fxh3wMmmAkeywl3wsuW3y9Qv576TqV/YZJCHEZgDDUsqXhRCXzbadlHIbgG1AvMSuSMMjIiKiMuENRvDOkAfvDHkx6PJX7AKthVLo5gfp2oILIZDtdI58zH1ikwdaiLIPkABcAuBaIcQ1AAwAbEKIf5dSfrrE4yIiIqISY1CUuVKUpUkpYbbVQQgl4w54mTTAmKvD3pa77pu2wG0x/p1UXSqmSQMAJDJIX2OTBiIiotrlC0XwzpAXb53xVG1QlEuHtkyeM1/zg4VIBi1Dxw9BZzAhFPABAJo7e/HZr9+P7fd8NaMmClJKhKMSoUgMwUgUoWgM4ahEOBpDOBpDJCrx2i9+gj2PfAe2tl5c8qf/jGhM4vf/9BV4zxzD8j/6UzSteR/2fOePEZ50AgA05jr0/+m/QGOuh4Q8a58RInEJkbqtCAFFiV+qQqRuq0JAVQQ0igJVFdAo8R9VEdCoCrSqgE5VoE39CGg1CnRq/EdRxILf60rFJg1EREREeRKMRHFo2Iu3hzw4MeZHrEBRUTm0js6lRKwcyspmlsa99OxP8Ydnf4qRgWPY99Lz+PBffw9v/P5ZmNdegxcOj8EfjiIQjsIfjiIYjgdDwUgMoWhs/qC36zI0XOmFecUGvONWoAqB9k/9X3jf2AXj2mvg8Tkx8yUURUCnUSAEMDVEkVOuJK/HZDyIikQlorH4eGJSIiolYjGJSOInmvjJhlYV0GtU6DUKdBoFeo0Sv61VYNCqMGpVGBLXDVoVBo0Co06FTlUgRO0GV8VUURmkTDGDREREVPki0RiOjU3izTMeHB2ZnHPh1nwol9bRUzMxU8vHkuNKl+3J5DmeiTF850vXwTM+Mm0ba0MzvvbQk1llkWJSwheKwhuIwBtM/AQiOPjrx2BbuQERnS3+uHMMvrd2w7ru7OIfw5SAQK9RoE9eJgMHVU0FEKlMjKpAk7jUqgrUNNmYbN6/fATEUr4bLCUzXKFEtiuZ+QpFYwhHYvEAMHGZCggTtwPh+O3ZqIqASRd/v0w6FUadCpNOA5NOhVmngVmvwqzXwKzTQKcpzz5szCARERER5eCU0483T7vx9pAXgXDx1ikql9bR6ZodmKx10wKdmQfx6Z4zs2vcEw98A57xEahaHb50bzwA/P9uux6e8RE88cA3cPPf3pcKGEz2BngCYZwZGsaBXc+g85KPwO2PwB0IwxOIYDIUOSvLoyoC5tWboOg1qNOpaK8zwtRph2ndUpj1GhiT2RFdPBBSCpQNybTJQ76ybkKIRPAGGLTqgsYekxLBcCyVWQuEowiEY/CHo/CHovCFI/CFovCFohj1huAPRRFNk+zQqiIRNGlg0WtgMWhgTVxaEveZdCozUrNggEREREQl5/SF8MZpD94844bTFy7JGDIJMkolMOlJjSnX0rnrb/s7HHntD/CMj+KhO7ZAAoiGQzDaG7Hkui/jX7c9hNcfvw//+R8/hOPj34Tn1V/A++ovERk/hYYhD1r6L0Pw7eex7IqPpg6y4wfeWlj0Ghi000vAdu/cgXM2boK1vg5AIjvzq8KXK2bS5CH5eDkExFMpQsCYyA7VZ7C9lBLBSAyTwQgmQ1H4ghF4QxFMBhPXgxGcdvnhHY5gZgJWEYDVoIXVoIHVoIEtcd1m0MJmjP+fpsvQ1QIGSERERFQSwUgUb5/x4uBpFwadgVIPp2xM7dBmstYhMOlBLBbFd754HUwWKybdzrMO4ufq6vb5b/4AIa0V4z4NNtzxA/zy/3wmFWwpJjsaP/OP2Dscg6bzQhgdPfAPH8fpf/kCIkE/AKCxvRef++hm/Oib8SYLa7vrcXGZt9rOZIHbcg6IMyWESM1VmmvEMlkSOaUc0hOMwJPICJ4Y92EyOD1bK4B4wGTUwm6MB012Q/y63aSFQVO9c6IYIBEREVHRSCkxMOHH64NuHBr2lNXCrXMFGcU8aJ5ZIuZ1jeM7X7wOMhbFpNuZ9iA++ZzGzkW46o4HMT4Zwu/u+zKGjh/C93644905QH73tOYFOlXBdWvb0dHWCoNWhee9j04LGADA73Hie4n3JdPsSjlmZ2qZECI+P0mvQcss20RisXjgFIiXUrr9EbgCYbj9YRwdnYQvND2A0msU2I1a1Jm0qDPqUGfSpm4btZVdvscAiYiIiArO5Q/jjdNuHBx0w+UvTQndfBa6QGm+pCsRS2aOkrzBMIZHvBjxBDHqDWK06RI0XPlFGJdvwO8HI9CqKlZ+/jsIvP08ztv0CTSYddCHPfjR330VkUnntADw8W/cglu3bochTQAohIDPE/+92WRXKiE7Uy4BcbnQKArqTDrUmXRpHw9HY3D7w3Alfpy+MJz+MIbcQbwz5J0WeOs1CupNOtSbtKgzxy/rTToEI8WbU7gQDJCIiIioIKIxiSMjXrx6yoUT476yX68o07kr+ZaukxoQDzLcE6N44GtbMOl2Qm+pQ0zGD+L/4U8/hdabvg3VXAdzbBKRQ7/HlTdsQZNVjyaLHjaDJn4G//I1U37PzzB0YvYAsH/jpmkBg5SxaUFZtSmXgLhSaFUFjRY9Gi36sx6LxiTcgUTQ5AthwhfGhC+EkxN+vHHGk9ru0T0ncODvr4ZFX94hCNt8ExERUV5NTIbw2qALBwfdZ5Xl1KrZ2kkDmNZaPBCJ4vt33ozxU0ew5CNfgdsfxvCzD0Hb2I22T30TkTd/jcFfPAwA2PipL+OyD38c2/7qsxm3Ip+rrfXUNudb7roPP7z7dowMHAOA1MKvc7UanyqXVuWlUA7rXlW7UCSWCpp6Gk3462tWlnpIKbO1+WaARERERAsWicZwaMSLVwdcGJjwl3o4ebXQg+i51ld6301fwb7nnoJr8ChUkx0SQMzngraxGys+fy8629sw/oedWH/FNehpb4PfPYH7/+ImjAwcLUjgkfy37t/1DJ64/240d/bigqtuwHuuviGrNaHKZU0pKi+Vsg4SAyQiIiLKmdMXwoEBFw6edsNf4mxRIbIB+TjQn5pNMdrq42vdeJzQNXXD8YlvAgBOP3wboj4XAMBoq8dffO8pNDQ1z/p6M+f23LHt6bxnZfIRGDI7Q1NVSoBU3gWAREREVHZiMYkjo14cGCifuUWFaiu9kG5sgXAUg04/BiZiaPvkNzHyT1+A3z0BANCY7bjsz+5Hi12PwZf+C06tCm/ieaoQ0KpKTuPNp0xaZRfy+USlwgCJiIiIMuINRvDqgAuvD7rgCURKPZxpCtVWOptubO8GRH4MOP0Y8QQBAKoi0KAqUCIhxBLb6hSB/mYFP7z7ixgZOJp63eS4Z+ukxs5rRIVX+tMTREREVNZOjvvw9IFB/Ouuo3jxyFjZBUfAu4GMxd4Ar2s8FUBMDRp279yR6hAHxION3Tt35Pw7I9EYToz78PyhUTy65wS+/7sjeOrAaRw45YJeo+CivgZ8dF0nPr3GjpP//leIhPxQFBUA4PM48Z0vXpcKjpo7e3HHtqdxx7an0dKzJNVJbaapnddmbv/Ssz/N27+NqJYxg0RERERnCUdjePO0B/sGnBhNZEIqWS4leLt37sDiNRdi+z1fhdc1Dq3BCCTabH/7y59Ew7V/Cd/xA7CfvxmtdgMajj+Hi674EPq62qBRlcScmycAIBXUbLnrPjz4tU9j0u2EjEWhN5rw/k9+Ce+5+oaMWouna0V+/vuvw88f/i5e/tWTeM/VN2T0byOi2TFAIiIiohSXL4x9A068PuhCMByb/wllYr7Ss6klePfc/AFotDr4PE5YG5rQ2rsMu3fuwIZrbzqr/balvgneiVFoTXaEE00UFKMVvuHjiP7H3yLoGcfGJU1QvQqe+PF3MfjCk2mbOVx/+9dTpX5CvFvAo9UZpgVHQPZzdc656HLs+tn2vJcXEtUqBkhERESEk+M+/M+JCRwdnSyLpgvZymTRz1u3bsc9N38AoYAPoYAPWr0RnvFRfP+v/xjRcAiusRG89vwvMHTiEFZ88GZoLQ3wTowCAML+dxe7jCWuBz3xIGTdZdcAwJxzoKz1jXmZP5QuE7b9nq/CMz4CvdE07zwpIpofAyQiIqIaFYnG8OYZD145WflldOlKz9KVqmm0OoQCPgBAOOiHUBREwyEAwK9+/H1AxqCp78Chl36JiHccqs6AaCgAyBggBKZGj2Zb3bQgZL5mDpkEcfOZrRlFc2cvfG4ngn5f7m8iEQFggERERFRzvMEIDpx04tVTLvhKvHZRPs3VVjqZvfF5nDBZ6+DzugApIWNTyggTQZAm7EXA60JzZx8mXRPwhQKJx6en1qaWymUzvvmCuLmk66pnstYBEJh0OxfU2Y7rFhHFsYsdERFRjRjxBPHs62fw8O6jeOnoeFUFR/PZ97v/wtDxQ7C19aHn5q1QDNb0G0qJgNcFs60OgEwEVPZ49mgKs60uFYR4JsbOKp9LdtNLPp604dqbFjTfKJ1IOISRgaNpO9ul64SXTrJ0b+a/54n772Y3PKo5zCARERFVuWOjk/ifExM4PlZb5VcxKXHaGcDhES8ON12Chiu/CEPXuTj2k3sQ87thMNsQ9HkgpQSEAkCmskThUBAjA8cAAAG/76zsERQFzZ1904KQhZbPZWK2eUzWhiZsueu+nDNThVpHiqgSMUAiIiKqQtGYxBun3XjlxARGvaFSD6doYjGJkxM+HBr24vDIJPzhKFQh0NVgxAU3/TGGX3wSTw8fR0vPklR7bEWjRSwSBgAIRYWMRREK+GGpa0QsFoPPPQGhqNBotQgHA1C1Okw6x/G+6z8Hg8k8LQhZSPlcJuaax3T4wB609S4FkH1mKpsFcYmqHQMkIiKiKhIIR3FgwIV9JycwGayNErqpQdGhES8C4Ri0qkBfoxmLHRb0NJqg18QXaMX1W6DTqKlAxmAywzU2jF89+r3UOkWvv/gcXv7Vkxg6fgjX/PFf4FePPoSg34dwMAqLvQFfunc7Dh/Yc1YAMtccqHzJxzwmIpqbkJXYy3Me69evl3v37i31MIiIiIrGHQjjlRNOvHbKhVCkctYvylUsJjHg9OOdIU8qU6RVBfqazFjWYkVPgwkaNfOp1rM1KOjfuOmsrMod256uuqxKsnRv6PihaaV7yUxVtf17qTRuWNeJ7kZTqYeRIoR4WUq5fub9zCARERFVsFFvEHuPTeDtIQ+iseo76TmVlBJn3AG8dcaDt4e8GQdFmXRnS5f96d+4acHrFlWKfLQgJ6oWDJCIiIgq0MCED3uPxRd2rXaj3mAiKPLAHYhAVeJB0fIWK3ob584UpVtYNXngD5wdGE1VS0FDJZXuCQFoFAFVUaBRBIQAhBBQBCAAKIqAQPw+CcTbuccvIKdcj0mJmJSIxCRisfhlFRZWUQ5YYkdERFQhpJQ4MjqJvcfGMegMlHo4BeUJhPHWGQ/eHPJgzBuCEEB3vQnLW61Y1Gx+d07RfK8zpXRMZzBBo9XB53Gm5hulm0s0FdcGyg8hAINWhUGjwKBVodcqMGimX2pVBTpN4lKNX2pVAa1GSQREAhpFgaqI+X9hjmIxiaiUiEQlQtEYItEYwlGJcDSGUDSGcDSGcEQiGIkiEI4hGIkiGIkhEH730h+OIhiu/jLXXLDEjoiIiPIiFpN4a8iDvcfGq7ojXSgSw6ERL9487cbJCT8AoM1uwGXLmrG0xQKTbvbDlrkCmVu3bsc9N38AoYAPoYAPJmsdttx1H7bf89V5M0nFaLxQyQxaFRaDBha9CrNOA7NeA5NOhUkXvzTq1PilVoUQhQts8kVRBBQIaFXAiMyC8HSiMQlfKAJ/KApfKB40+UJRTAYjmAxG4ElcTgYjCEerL1lR6RggERERlalINIbXB914+fgEXP5wqYdTEDEpcXLchzfOeHB42ItITMJu1OI9fQ1Y0WpFnUk372vMV0bXv3ETNFodQoH4OlB+rwsPfu3TmHQ7uc7PHLSqgNWghc2ogc2gTV236DWw6rUw69WsGmHUElWJv3dWg3bebQPhKLzBCDyBCNz+MNyBMNz+CNyBMDyBcM10oywnDJCIiIjKTCgSw6unnHj5ePW26p7whXBw0I03z3jgDUag1yhY0WZFYN/PsfHqD8OWRUnbXIucLl5zIR68cwt8HidM1jr4vS5IKTHpdsJsq6u6ZgvZMupU1KtWZwEAACAASURBVBm1qDNpYTfqUGeKX7cZtDDreZhYDAatCoNWRZNFn/bxcDQGtz8Mpz8Mpy8Epy+MCV/8ujcY4bypAuCeT0REVCYC4Sj2nXTilRNOBMLVFxiFIjG8M+zBwUE3Bl0BCAA9jSZcurQJfU1mvPifj+I/H/4WXvvV41k1VJhrkdOpjRa23HVfKnMEAJFw9ZYrTqUIgTqTFg1m3bQfu1ELgzb3MjIqDq2qoNGiR2OaACoSjWHCF8b4ZAhjk0GMT4YwPhkPoqq9q2UhMUAiIiIqMV8ogv857sT+AWfVrWEkpcSgK4CDg2688/+zd+/Rcd/1nf+f37nPaO6ju3XxRXbiJI7jxORC4oUWKCYbkhK6XQqtoS0N1KS77BLCbtOlZ8OybW3Cwm4IEC4LLs622yW/xsnSsEBpiQ25OBfnfpEvsiXbsqS5z2ju398fsmT5Jsv2SDMjvR7n+MgeSTMfwYmslz+fz+t9LEWxbBL02LlxRYRLO/x4p+1SrN2wkZ889MBpO0G+cPN5H4OrVCb+d7zp1o+Qy2bIj2fZ9sVPT+0clYoF8uPZBVXZbRgQdNtp9jlp9jpp9joIeRwEPY45LTaQ2rFZLbT4nLT4nIBv6vFKxSSWnQhLI+k8I6k8o+kCyQV6VLfaFJBERERqJJ0v8exAjJcG4wvuovZ4ocxrR5O8MpQkmi1gtxqsavNxWYefjoDrjBf29zzxOKnoKBaLdWonyGKxkoqOznjMbrKpLp2I4nB5KOSyZFNx7v/Mh/nY5+/n2Z89MrULtVAqu512Cy3eiR+Mm4+/DTc5sOtOkDBRNjG567Sy7URwyhXLjKYnwtJIKs9wMsdYukBF5/ROooAkIiIyz1K5IrsPxHh5KEFpAR2DMU2Twdg4Lx9OsPdYhrJp0u538e7Vraxs9eGwzfzD+9oNG3ni7/+akcH9U49VKmVaupbNuIN06jG67937J4wM7mdk8AD//d/+NvnxLG29fVzzrtu47r0frPs5P6dyO6y0+py0+ly0+p20+pwE3PaGaIWT+uKyW+kKeegKnajaLpUrjKTzDCcnAtOxZI5oprioQ5MCkoiIyDxJ5oo8sz/Kq4eTCyoYZQslXj2S5OWhJInxIk6bhTVLAly+xH/Wi+dnd6b/XWb+3+rUIad33redLX90M5lknPx4duo+0qnH6OqxsttuNWj1uWgLuGj3u2gPuAi4z92EJnKhbFYLHQE3HQH31GOFUoXhZI6jyRyH4+McTeTIFhbevcizUUASERGZY4nx48HoSHLBXJw2TZPD8RwvDsWndouWBN1cvyxMX6v3guqf9zzxOCODBzAsVszKxA9jhsXKyOCBc+70nPo+w2iMo2ZBj53OoJuO44Go2evEovtCUmMOm4XusIfu8Imdpni2wJFEjiOJcYbiOcbS+QXboKeAJCIiMkcS40We3h/ltQUUjPKlMq8fSfHSUIKxTAHH8d2iNV0Bwk3nnlk0k4mShq+Tio7gDYSByZKGllmXNEy/jzT9OeqhjMFqMWjxOekMulkSdNERcKtKWxpG8Hjhx+oOPzBxn2koPs5QbJyh+DjHkvkFcyxP/1WKiIhU2UIMRiOpPC8OxnljeKKJrtXn5F2rW7mkzVe1YoCJkoaRiypSmH4fqdZlDDaLQXvAdfzOh5v2gEslCrJguOxWVrR4WdHiBSaO5R2OT4Slg9Esw8lcw+4wGWajrnwG69evN3fv3l3rZYiIyCKz0I7SlSsme0fS7BmMcziew2oxuKTNx5VdAdr8rjl5zZ07tk/dJYLZDYqdi+e4EKcGoo6A64KOGoosBLlimcHYOIeiWQ7FsoylC3zw6i56Ip5zf/I8MQzjWdM015/2uAKSiIjIxUnmijy9b+EEo0y+xMuHE7w0lCCTL+N32biyK8jlnX4NFp3GMKDV56In7KEn7KEzqEAkcjbpfAmbxair7yFnC0g6YiciInKB0vkST+8f4+WhhRGMjiZyvDAY563hFBUTesMefv3SAEsjTVhUKQ1MlCpMBqLusKeuftgTqWfeBrpv1zgrFRERqROZfIlnDkR5abDx5xhVKib9I2leOBTnSCKHw2rhyiVBruwKELrI0oWFwG416Ap5WNrcxNKIh6BH/5uILHQKSCIiIrM0XijzzIEoLw7GKZYbOxjlimVeHkqwZzBBOl8i4LbzjlUtrO7w4bQt7l2RcJOD3oiHZc1NLAm6dWxOZJFRQBIRETmHXLHMswMxXjgUp1Cq1Ho5FyWaKfDCoTivHZkYVtsVcvNrl7SwtHnxHqOzGAZLQm6WtzSxvLlJu0Qii1zdByTDMLqBbUA7UAEeNE3zq7VdlYiILAaFUoXnD8Z49mCMfLFxg5FpmgzFx3nuYJz9o5mpNrqruoO0+Jy1Xl5NuOxWljV7WNbspTeiu0QickLdBySgBHzGNM3nDMPwAc8ahvET0zRfrfXCRERkYSqVK+wZjLP7QIxsoVzr5VywcsXk7x/6DpnOtxEzPbjtVtZGoLLvl/z6r22q9fLmnc9lY0Wrl74WL0uCbiyWxbljJiIzq/uAZJrmEeDI8d+nDMN4DVgCKCCJiEhVlSsmLw8leHp/lHS+VOvlXLB8qczLQ0l+9vA2jv7DA7haevjNP3uQVa1evvkfPsbwQD8Om3Veh6bWSrjJQV+rl75W75zNbhKRhaXuA9J0hmEsBdYBT9V2JSIispCYpslrR1I8uW+MxHix1su5YOlciRcOxXlpKEGhXKH7ml+n8OLjRIf28djnPzzxMYkobb19rN2wscarnTstPier2nz0tXoJq4lPRM5TwwQkwzC8wA+BT5ummTzD++8A7gDo6emZ59WJiEij6j+W4pd7xxhLF2q9lAs2ls7z3ME4rx9NYpqwss3LNT0hWv0uUmt+wNY7biGdiALgDYTZvGUbvlCkxquurslQtLLVq3pyEbkoDRGQDMOwMxGOtpum+fCZPsY0zQeBBwHWr1/f2N2rIiIy5wbGMuzqH2M4mav1Ui6IaZocjud49mCM/aMZbBaDNUsCrOsJEXDba728edHsc7Kq1cuqNp9CkYhUTd0HJMMwDOA7wGumaX651usREZHGdjg+zq7+UQZj47Veyox27tjO2g0bp3Z6UrEx9jzxODe+/8PsH82weyDGkUQOt93K9cvCXNkVxO04uYktFRvjgbs3kU5E8QbCwMQRuwfu3tSwu0gBt51L231c0u4j4l2cDXwiMrfqPiABNwK/B7xkGMYLxx/7U9M0f1TDNYmISIMZTefZ1T/KvpFMrZdyTjt3bOfh++9l16MPsXnLNgAe+Owmhg/288z+KJYrNuJ32XjnqhYu6/RjP8sg0z1PPM7wQD9tvX0nnufuTQwP9LPniccbpqShyWllZZuPS9t9dATctV6OiCxwhmkuvNNo69evN3fv3l3rZYiISB1IjBf51d6xqfs5jWBy52d4oJ+mQJhyxSSXimGP9HDpH27lhiuWs6rVN6ua6rPtRNV7OHLYLKxo8XJZh5+ukCq5RaT6DMN41jTN9ac9roAkIiILUbZQ4ql9UV4aSlCuzP/fdRcbTMZGj/GlT9xKPhUDwNYUZNPWv+PyFd1MnD5feAwDesIeVnf4WdHixWE7886YiEg1nC0gNcIROxERkVnLl8o8OxDj+YNxCqVKTdZwxiNyx3eEgBlD0nixzAuH4jz7+iGK5RPrd9ks9EaaFmQ4avY5Wd3u49IOP16nfjQRkdrSdyEREVkQSuUKewYTPHMgynihXNO1rN2wkV2PPsTwQD9b77gFOPf8oUy+xPMH47w4FCeXjBH7u3uoZBMLplzhVC67lUvbfVze6adVA1xFpI4oIImISEMzTZNXjyT51d4xUrlSrZcDgC8UYfOWbbOaP5TMFXluIMbLh5NUKiar2n0YI7v48fBAw5crnMowoDfi4bKOACtamrCdpVxCRKSWFJBERKRh9R9L86u9o4w24JDXxHiR3QeivHpkYvb56g4/63tDBD0OuPyjNDltJ91h2rxlW8OGo4DbzuWdflZ3+vG7FseMJhFpXCppEBGRhjMUH2fnWyMcjtfnkNdUbIwv/fGtpKKjeHxBLBYL6USUpmCY6275PZzrP8hrR5NYMLi80881S0MLLjhYLQYrWrysWRKgO+xekHenRKSxqaRBREQaXqPMMnr4a18gFR0FwO31868/81/5xuc+RiYe5R9/8FUixwrcdOtHuKYnhNe1sP4qDnnsrOkKsLrDj8exsL42EVkctIMkIiJ1L5mbmGX02pHGmGWUio2x5RPvJxMfm3jAMJhcuLe1m0/dt522trYarrC6rBaDla1erlgSoDvsqfVyRERmRTtIIiLScHLFMk/vj7LnUJxSDWYZXShfKMId/+2H/I9P3Uopm5wKRx5/kM/+j79dEC10MHG3aE1XgMs7tVskIguHvpuJiEjdKZUrPH8ozjMHouSLtZlldKGimQJP7R/jtX2DVE7Z7loIt3AshsHSZg9ru4L0Rjy6WyQiC44CkoiI1A3TNHnlcJIn99VPZfdsxTIFntof5Y3hFEYuQex//0cq4ykADMPANE0yyTj3f+Yj3Hnf9obbRfI4rKxZEuCKrsCCK5QQEZlOAwhERKQu7BtJ84MnB/jJq8N1FY527thOKjY29eef/s2D/PRvHpz68+DhI3zrm1/nr58cYN9ommt6Q1yRf5XMsUMAtHQt465vPkpL11IARgb3s+eJx+f1a7gY7QEXG69o5+MblvP2vmaFIxFZ8LSDJCIiNXUkMc4Tb40yFBuf19fduWP7SXOGUrGx0+YM7dyxnYfvv5ddjz7E5i3beOrHP+RH370PgHyxjLnq13jiq39CcfQga3/bwr/a9IcTd3H6NuGwWcllM1z33g/iC0W4876HeOrHP8Tlaar7WUY2i8HKNh9XdQdpD7hqvRwRkXmlFjsREamJWKbArr2jvDWcnvfXngw+bb19bN6yDYAH7t7E8EA/t9/5+akAk4qNTT3uDYQxzQqZZBwAw+3DMCxUsglauldw55f+uuGOzZ3K57JxZVeQK5aodEFEFr6ztdgpIImIyLzKFko8uW+MlwaTp5UYzJdTgw9AOhGdCkzTg04qNsbWO24hnYgCYHH7MTExj98v8gbCfPbBxxo6HLUHXKzrCbKy1YfVotIFEVkcVPMtIiI1VShVeO5gjGcHYhRK89tMd+pxOoBr3nUbv/jh/5wKPt5A+LRwBDBeLFEon1iv1WJgs1iY3wOB1WcxDPpavazrCdIZdNd6OSIidUMBSURE5lSlYvLy4QRP7hsjky/P++ufeo8IThync7jOPtQ0Vyzzy5f38f+2bqaQjuPwBrEaMJ6KUwQ8viAWi4V0IsqX/vg27vr6Iw2xi+S0W1izJMDa7qAKF0REzkAtdiIiMmf6j6X46ycH+Nlrx2oSjgDWbthIW28fwwP9bL3jFrbecQvDA/1Y7Q4KuSzeQBhvIEw6EeWBuzcRHR3h6f1R/ucvD/DLnz5GYfQgzd0ruOc7P2LZ5VdPPe8Nt3yIP966DavdQSo6wsNf+0JNvr7ZCrjtvPOSFj5+03I2rGxROBIROQvdQRIRkao7HB/nibdGOBzP1XopwOn3iJxuD/nxLC1dS7nzvocAuP/f/w4jQwO0bdyMa+3NLG9u4vrlEd74+f+ZOp6Xio2x5RO3kIlHT7q75As3c9fXd9TlDlJn0MXVPSH6Wr0a6ioiMo3uIImIyJyLZgrs7B9l77H5b6Y7Hyf+bdCgYpq8cTRF4vjsJa/TxgfXd0/VW7dMq+T2hSLc/c3HTgpb3kC47sKRYUBfq5ere0K6XyQicp4UkERE5KJl8hPNdC8P1a6Z7mwmG+vSiZN3fax2ByOD+/kvf3AzJlDJJoh0LWfThz+Er0Fn/9gsBpd1+rmmN0TQ46j1ckREGpICkoiIXLBCqcLugSjPH4zPezPdbO154nGGB/qnKrxNTL7673+P2NA+DLuLcjYBTOwE/Zv7fjDjTtDZwtYDd286YwPefHHZraztCnBVT1Dzi0RELpK+i4qIyHmrVExeGkrw1P7aNNNNd2qFdyo2xp4nHp8a9jr5du2GjcRNN7v2jtL0gXtxvvYz4k//Pbni7O9JnRq24EQj3vTXnC9+t52re4Jc3hnAYVPvkohINSggiYjIeek/lmLnW6PEssVaL2XGCm84EY5WvvOD/GTvKIeiUbxOGxtWNfOPO54gl4qd107Q9LA1+TGbt2yb93DU7HWwfmmYS9p8WDTYVUSkqhSQRERkVobi4+yso2a6nTu2s+LKa6cqvP/q4zdTKhYo5LK09faxdsNGopkCv9o7Rv9IGrfdyoaVzVy5JMCT//d/MXzwwnaCTn2fLxSZt3DUGXSxfmmY5c1NaqQTEZkjCkgiIjKjemymm9w5auvtY9M9X+Frn/ldsqk4AA6Xh01f+A5PHS3x6uEBbFaD65aFWdcTxGmzAvWzEzRbS5s9rO8N0x0++2BbERGpDs1BEhGRM8rkS/xq7xivHK7fZrrhgX6a/EGyqQSTf5/ZPX46P/51rJ4ga7oCvG1pqCGLCyaruq9dGqbV35iteiIi9exsc5B0o1NERE5SKFX45d5RvvfLA7w0lKiLcLRzx3ZSsbGTHrvmXbfR5A+SScYnwpFhYHH7KGaTjP3ve7h9tZd3rGppuHBkMQxWd/jZdMNSbrmyU+FIRGSeNdbfGiIiMmcmm+me3DdGtlDbZrrpZipisNrtUx9ncfm45lNfYf/ffpHRQ3vZ98zP6KzD43JnMznDaH1vmIDHfu5PEBGROaEjdiIiwpvDKX7ZXx/NdKeafpxueuOcxWanUipi2F1Y7Q5K2eTUnaS9Lz5dl3eJzsRuNbhiSYD1S8N4nfp3SxGR+XK2I3b6TiwisogdimbZ2T/K0UR9NNNNN32+0eYt29jyRzeTTkQBsDjcVArjuFp6+ci936E77Obrd3+U4YH+hglHDpuFtV1Bru7VcFcRkXqi78giIovQaDrPrv5R9o1kar2UMzr1WF06ESWTSky937A5WPfeD9HRHOLyFd1AfbfQTeewWVjXHWRdTwi3w1rr5YiIyCl0xE5EZBFJ5Yr8au8Yrx1J1UX5wtlMP1bn9gUZTyfg+HodTX4KmSRWu4NyscDtd36+7kMRgNNu4aruIFf3hHDZFYxERGpNR+xERBaxXLHM7gMxXjgUo1iu32A0yReK8Ptf/C5f/uStjB+fbzTJZrFQslgpFwv4ws2s3bCxRqucHZfdyrqeIFd1BxWMREQagAKSiMgCVipX2DMY5+n9MXLF+mmmm0mhVOG5gzGefu0QpcqJMOdu8mOxWsgkTwyEvevrO6YGvdabyWA0fUCtiIjUPwUkEZEFyDRNXjuS4pd7R0nlSrVezqyUKyYvH07w1L4o6fgYsb/7MyrZxEnNdYblRNBwOOtzPpDTbuHqnpB2jEREGpQCkojIArN/NMPO/lFGU/laL2VWTNOk/1iaXXvHSIwXWRJ003XkFX46fIC23r6pkoYvf+p2ysUCTrcHu8NFOhHlgbs3sXnLtrrYRVIwEhFZGOY8IBmG8XnTNO+d69cREVnsjiTG2fnWKIOx8VovZdYGYxM148PJPJEmB7eu7WRpxINxzcfwu+1TNd97nnj8+J2jFu76+iPAiWGxtW6uc9otrOsOsa5HwUhEZCGY8xY7wzAOmqbZM6cvcgq12InIYhLNFNjVP0r/sXStlzJrkzXjB8ayeJ02blge4dIOHxbDOOvnTJ+LBBNNd7UMRw7bRCvdNb1qpRMRaURna7GrSkAyDCN5tncBbtM05/UonwKSiCwG6XyJJ/eO8crhZE0quy8ksKRyRX61b6Jm3Gmz8LalYdZ2BbBZLfO17Itmtxqs7Q6yvjesOUYiIg1srmu+48DbTNMcPsMLH6rSa4iICLWv7N65Yzu5bIYfffc+dj36EJvu+QqvPPlznv3ZIwwP9AOcFpLyxTLPDMR44VAcTLi6J8jbloYbaufFZjG4sjvI25aG8Dh0hVdEZKGq1nf4bUAvcFpAAh6q0muIiCxqxXKFFw7F2X2gdpXdO3ds5+H776WlaxktXUsZHujnvk/eRqUysZ623r6T5hKVKhVeHEzwzP4ouVKFS9t93LA8gt9tr8n6L4TVYnDFEj/XLovgdSoYiYgsdFX5Tm+a5p/N8L7PTf7eMIzLTdN8pRqvKSKyWFQqJq8cTvLkvjHS+dpWdq/dsJFdjz7E8EA/Tf4ghmFMhSO7082me76CLxTBNE1eeGuAn/7fR3BceTM9YQ839TXT4nPWdP3nw2IYrO7wcd3yCIEGCnQiInJx5vufwv4auPp8P8kwjI3AVwEr8G3TNP+y2gsTEak3pmny1rE0v+wfJZYt1no5APhCETZv2cbWO24hnYie9L5ifpzv3fsnfOA/fZun9o/x6rfuojh2kF9r9/P+d/1+jVZ8/gwDLmnzcf3yCKEmR62XIyIi82y+A9LZ64nO9gmGYQW+BrwHGASeMQxjh2mar1Z7cSIi9WJgLMOu/jGGk7laL+WMTLMy9XvDMHB5fIxnkowM7ufbn/4AhmFQziZo6+njnRtvreFKz8+KVi9vXxGh2ds4O10iIlJd8x2QLuQ28bVAv2ma+wAMw/gb4DZAAUlEFpwjiXF29Y9xKJqd19edbSNdKjbGA3dvIpOMA2BYrJiVMoYngNXmoZw4SmV8otjUGwizeWt9DHE9l56whxv7mmkPuGq9FBERqbFGuG26BJjehDcIXHfqBxmGcQdwB0BPz7yOXRIRuWij6Ty/3DvG3hrMMposXtj16ENs3rINODGEFU5upNvzxOMMD/RPlDG88/2Uu6/mF9+4h+zIQVZt/CgH/unvKOTmN9xdjI6Aixv7mukOe2q9FBERqRNVC0iGYRhAl2maM9V6Fy7kqc/w2Gk7UaZpPgg8CBNzkC7gdURE5l0iOzEX6PWjSWowygg4uXhh6x23AJBORE9rpIOJsFSpVLCteDsvRiFfrHDTv/3vWN76J17+58co5LJ4A+Gp53jg7k1s3lJ/u0jNPidvXxFhRYu31ksREZE6U7XJfObExNm/P8fHXH8BTz0IdE/7cxdw+AKeR0SkbqTzJf7x9WG+/6sDvHakduEIThQveANh0oko6UQUjy84FWxSsTF27tiOaZq8fiRJf8tNPHOsQnvAxYev7eH9160m4PdP7Sx99sHH+OyDj9HW28fwQD97nni8dl/cKYIeO+9b087vXtejcCQiImdU7SN2TxqG8TbTNJ+p4nM+A6w0DGMZMAR8CPhwFZ9fRGTejBfK7B6IsudQvCZDXmcrl0lNtdRNHrfbfSCKcflGWn1O3r26jZ5px9Imj+FNv8e0ecu2M95jqgWv08Z1y8Nc3hnAajnvviAREVlEDLOK/2xpGMarwCXAASDDxPE40zTNKy/yeW8GvsJEzfd3TdP84kwfv379enP37t0X85IiIlWVL5V5biDOcwdjFEqVc3/CPJosXhge6MfjC5LLpKhUyhgWK64mH+OpOPZID32/v4UNV67gkjYfE6eq65/LbmX90hBXdQexW6t2aEJERBYAwzCeNU1z/amPV3sH6X1Vfj4ATNP8EfCjuXhuEZG5VCxXeHEwzjMHYowXyrVezhlNL17YvGUb6USUL33yVsxKmfFUHKsnwG33fINrL1uGzdIYIcNuNVjXE+Ka3hAuu7XWyxERkQZS1YBkmuaAYRg3AStN0/yfhmG0ADrkLSKLTrli8tJQgmf2R0nnS7Vezkl27thOLpsB4Lr3fpC1Gzby+u6ddCy7hN3/9CPKvddhOL2Yx+u6XXYra5YEGyIcWS0GVyzxc92yCE3ORihqFRGRelPtI3Z/DqwHLjFNc5VhGJ3A35mmeWPVXmQWdMRORGqlUjF59UiSJ/eNkcrVVzCCE5XekyIdE2MRxo4cnHrM0hSikonRFAhjcKLRrh7b6CYZBqxq8/H2FRGCHketlyMiIg1gvo7YfQBYBzwHYJrmYcMwfFV+DRGRumOaJq8dSfHU/jHi2WKtlwOcefhrLpuhpWsZI4P7gZODEYDN46eUiU0FIjhR0lAvhQunWtrs4cYVzbT6NeRVREQuXrXPSxSO132bAIZhNFX5+UVE6oppmrw5nOKvnxzgx68cnbdwtHPHdlKxsak/T1ZxT3//w/ffywN3byIVG5sqYvjRd+/jbb9xOx5/8LTndDb5CYUnwtQ177oNXygyVQF++52fr7tw1B5w8VvXdPGBdV0KRyIiUjXV3kH634ZhfBMIGobxR8AfAN+q8muIiNScaZr0H0vz5P4oo6n8vL72ZPjZ9ehDp+3ywETl9kzDX9vWvJ3C35z+rTmfTTGSSdLW28d17/3g1OO+UKSuwlHIY+fGvmZWtumAgoiIVF9V7yABGIbxHuA3mKj4/rFpmj+p6gvMgu4gichc6j+W5sl9Y4zMczCaNL2W2xsIA2e+J5SKjbH1jlum5hl5AmHW/tF9PPPdP6MUHTrjcxsWC3d9YwcdS1fOzxdzHiZnGV3RGcCiWUYiInKR5uUOkmEYdwLbaxGKRETm2r6RNE/uizKczNV0HZPH3qaHH28gfM4ShVyxzBvP/NNJ4SjUuoT46BHMysRsJrNS4ZUnf15XAclpt7C+N8y6Hs0yEhGRuVftI3btwDOGYTwHfJeJHaT6HRUvIjIL+0bSPLU/ytFEbYPRpJ07trPiymtPeiyXTZFORKcC0pEDb/GNz32MdCKK1RPABCrZBNZ9O7n5Dz4DQH48y4tPPI5ZqeBwuQEo5MZ59mePcN17P1jzxjqbxeDK7iDXLg3jdmiWkYiIzI+q/lOcaZp/BqwEvgN8DHjLMIz/ahjGimq+jojIfNg3kuZ/PX2QR144XFfh6OH77+XLn7qddCKKxxfEMAxKxSJf+uRtHDnwFonoKP/jsx8lFRvF2hTi7Z/9Hp/+2iO09fYxcmgvLk8T7/7QHQQiLYwM7qett497vv8z7vn+z2jrIMnl6AAAIABJREFU7ZtqrKsVw4DVHX42vX0p71jVonAkIiLzqup3kAAMw1gL/D6wEfg5cD3wE9M07676i52B7iCJyMXYO5LmqTo4Sjdpel13KjbG1k+8n3R8DMNixeP1kUnGmbj2aWJzujGtDsrZBHZvmI/c+y2uvOIKYOJO0qlV3WeqAq9lnffSZg839jXT6lMrnYiIzK2z3UGq9qDYfwN8FBgFvg38vWmaRcMwLMBbpmnOy06SApKInC/TNNk3mqmrYAQndoymzyW6/zMfZmTwwNTHeANh3vfprfzwL+6kUhgHwO0P8blvPYY/1FyLZZ+3Nr+LDSub6Q57ar0UERFZJOZrUGwzcLtpmgPTHzRNs2IYxi1Vfi0RkYs2Wdf91P5ozVrpZnK2um7DYsWslAHIlyrsPJTDsDngeECyGgYG9d/0Fpys7G71Yhj1v14REVn45uqIXSswdT7CNM2DM3x41WkHSUTOxTRN3hhO8cz+KKPpQq2XM6NT67otFiuVShm7N0i5YlLJJrDY7FRKxRlrv+uJx2HluuUR1iwJYFVlt4iI1MB81Xy/H/gy0AkcA3qB14DLq/k6IiIXqlIxee1okmf2R4lli7VezqwV8ieO/VUqZWzBdnxr38sNN/8rfvGXHyMVG8UXbuaur+8ATgyOreV9ojNx2Cys6wlyTW8Ip03lCyIiUn+qfcTuvzBRyPBT0zTXGYbxa8DvVPk1RETOW6lc4dUjSXYfiJEYb5xglIqN8aU/vpVCLothsWA4m6iMpyinRon+8/dxrunlrm/s4OGvfYHbP/WfpnaLNm/ZVlfhyGIYXLHEz/XLIzQ5q/1Xj4iISPVU+2+pommaY4ZhWAzDsJim+XPDMP6qyq8hIjJrhVKFl4YSPDcQI50v1Xo55+35f/4RqegohtWOWS5iMwxMiwWzXMIXbplqoPvon33lpM/zhSJ1E476Wr3c2NdMuMlR66WIiIicU7UDUtwwDC/wC2C7YRjHgMb7iUREGl6uWOaFQ3FeOBRnvFCu9XLOW8U0ef1oiv6Wmwi/55MsXXMtr3/7M2STMQCcbg93ff2RurxfNGlJ0M1NK5vpDLprvRQREZFZq3ZAug3IAf8O+AgQAO6t8muIiJxVJl/i+YNx9gzGKZQqtV7OeTNNk70jGX61b4xopkCrz8mmP/wEIWOcN79zoszA7qjfOUHhJgc39jXT1+qt9VJERETOW1UDkmmamWl//H41n1tEZCbxbIFnB2K8ejhJqVL9ds75cCiaZdfeUYaTeUIeOzdf0U5fq5d0PMoDd28inYie1FL3wN2b6qqlrslp5frlEa7oDGBRM52IiDSoqgQkwzBSwJl+IjEA0zRNfzVeR0TkVMeSOXYPxHhrOE1lDsYWVMvOHdun7gvBRPnCZInC0WSOX+4d5VB0HK/TxrtXt7K63T8VMvY88TjDA/0nDYutp5Y6h83CNb0hru4J4bBZaroWERGRi1WVgGSapq8azyMiMluHolmeORBlYCxb66Wc084d23n4/nvZ9ehDpwWcl4cS5Fe9B7fdyoaVzVy5JIDNenLImAxA0wNWPbTUWS0Ga5YEuG55GI9DzXQiIrIwzMmg2FrToFiRhalSMekfSbP7QIzhZO7cn1AnUrGxqUDkDYSpANlEFHukhyW/+xdcu3oZ63qCDTUXaGWblxtXNBNSM52IiDSoeRkUKyIyF4rlCi8PJXj+YLyhZhhN8oUibN6yjS133EI6EQXA4gnwns9+jRuvWIHb0TjBaEnIzYaVzXQE1EwnIiILkwKSiNStbKHECwfj7BlMkCvWrqp7pvtDszFeLPPUgSjj074Gt93KdcsiDROO1EwnIiKLhQKSiNSdsXSe5w7Gef1I7RvpZro/BMwYkvKlMi8cjPP0awcY/MF/oJJN4AmEsVCfLXRn4nXauH55hMs7/WqmExGRRUEBSUTqxsBYhucOxhgYy1Iv1yPXbtjIrkcfYnign6133AJMhJu23j7Wbth4xs8plivsGYzz7IEYuVIF58EnKY4drNsWujNx2Cys7w1xdW8Iu1XNdCIisniopEFEaqpUrvD60RTPH4wxmi7UejlnlIqNsXXa/SFvIMxnH3zstJ2fUrnCy4eTPHMgSrZQpjfi4YblEdr8ros+pjdf1EwnIiKLhUoaRKSuZPIl9gzGeWkwQbZQu/tF57Jzx3YSY8eoVCpTjxXy4zz14x/y7g/dAUC5YvLqkSRP74+SzpfoCrr5l2sidAZPFBmcGoR8oUjdhaNVbT5u7IsQ9KiZTkREFi8FJBGZV0cTOZ4/GOOtY2nKNb5fBDMXMEzeP5rk8frJZtIUcuP86Lv3YZomne/4EE/vj5LMlWj3u/iNy9roDntq9eVckK6Qmw0rW2gPuGq9FBERkZpTQBKROVeumLx1LMULB+McSdTP/KJzFTCs3bCRH//gfjLxiaN12UyK6ZejnjsY49XXjtHqc/LOS1pZGvFgGGcvMqi3Y3bN3olmuuUtaqYTERGZpIAkInMmky/x0lCClwYTpPOlWi/nNOcqYPCFItz9zcf4L5veRTE/PhWOrG4fvmtvp+udv8P1yyMsb26aMRjBxbXhVZvPdaKZ7lzrFhERWWwUkESk6g5Fs7w4mGDvSH0cozubyQGupxYwnFq9bXc4JwLSJMPgtt/+CFf29cw6YFxIG161Oe0W3rY0zFXdQTXTiYiInIUCkohURaFU4bUjSV4cjNdtG935SsZG+W//9sNkU/HjjxiASTmb5Ed/8QmW37d91jOMZhvG5oLNYrC2O8i1y8K47I0xmFZERKRW9E+IInJRRlJ5fv76Mb71xD7+8fVjDRWOUrExHrh7E+lEFG8gjDcQnhjg+tlN7HlzgO9s+18kjg4AEGjv4a4HH6WlaykAI4P72fPE4zVc/bkZBqzu8PPRG5fyL1a1KByJiIjMgnaQROS8FcsV3hxO8fJQgsPx+ildOF97nnic4YH+qQGuJiZf/fe/x/DBfh595GF6bvoAPREPfluJ69/7W/hCEe687yGe+vEPcXmazuve0KlhDCaO2D1w96Y52UVa1tzEjX3NtPicVX1eERGRhU4BSURmbSyd58WhBK8dSZIvVs79CXVoepPcTbd+hFw2g4nJkYKDp/dHafrAvXj2/YpbPvT7rGzzYrnhD0/6fF8oMjX/6HycGsbgRElDNZvs2gMubuprbriqcRERkXqhgCQiM5rcLXplKMlQfPzcn1BnpgeiySa5nzz0de76+iNUTJNfPf4wscP7CR/K0nvT7dx87SWsev96LFVud5sMQNNrvjdv2Va1cBTy2Lmxr5mVbb6Lfi4REZHFzDDN+m2YulDr1683d+/eXetliDS0o4kcLw8leGM4RaFUv7tFsxn0Orlrk05E+fKnbqdcLGBzejCtdsrZBK6WXv71n3+LK1fOvpWuXnidNq5bHuaKzgAWS2OtXUREpJYMw3jWNM31pz6uHSQRmTJeKPPa0SSvDCUaomxhptlCe198ht/43U/R1tvH8EA/f/XxmykVC5SLBTAslPJZANz+EJ+7/yH8oeZafinnzWm3sL43zLoeVXaLiIhUkwKSyCJXqZjsH8vw6uEk+0czdT23aNLkrtH02UJf/Oi7cThdpBNRnJ4m9vziHzg68Bab7vkK9/+7aVXddic2u5NSNgmA1TAwaJydF1V2i4iIzC0dsRNZpI4lc7x6JMkbR1NkC+VaL2fWznRs7r5P3kalMvE1OFweCrksVruDcrGAw+OncDwMARPd16Z5UpPc5HPN9Tyii2ExDFZ3+Lh+RQS/y17r5YiIiDQ8HbETEdL5Em8cTfHqkSSjqXytl3NBpu8abb3jFkyzMhWOAGw2G/4lSxkdOgAYJ4Ujm8NFqZDDanfwx1u34Q2E56RJrtpWtHq5cUWEiFeV3SIiInOtrg+uG4ax1TCM1w3DeNEwjP/PMIxgrdck0mjypTIvDyX44bODfPuJffzizZGGDUcwUbO9ecu2qaGumeTE0TmHyw1ANp0knslhOD3AiR1yjy/Av7v//+ALN1MuFtj74tNTz3X7nZ+vy3C0JOTmX7+tm1vXdiociYiIzJN630H6CfAfTdMsGYbxV8B/BD5X4zWJ1L1yxWT/aIbXjybZP5Kh1AD3ii6GYbFw1ce38NxDf0kpOkQpfvSUDzDIphJs++Kn+eRffo+9Lz49FYgm5yHVk1a/kxtXNLO0uanWSxEREVl06jogmab5/6b98Ungt2q1FpF6V6mYHIpleXM4Tf+xNLli49wrOh+p2BgP3L2JdCKKxx8in8tRLozz/N9s5cZP/gVPffVOcpkTx+o8Xj/ZdBKr3XG83e7pugtEk0IeO2/va2Zlq7fh6sZFREQWiroOSKf4A+Bvz/ZOwzDuAO4A6Onpma81idRUpWIyGBvnzeEU/SNpxhuobOFCvfCLf2B4oB9Pay/h3/4idpuFsb/9U5JHDtB0dA+VcmnqY91Nfj715YfY9sVPMzzQz9p/8b66DEc+l43rlkW4vNOvWUYiIiI1VvMWO8Mwfgq0n+Fd95im+cjxj7kHWA/cbs5iwWqxk4WsUjEZio/z1rEU/cfSZPILPxTBxNf91rE0zw7E2PeLHxJZ8w6uXb2MK5b4KaTiPPXjH/Lszx5heKAfh8uDze4gm4rT1tvHpnu+Upc7R26HlfW9Ia7qDmLTLCMREZF5VbctdqZpvnum9xuG8VHgFuBdswlHIgtRqVzhYDRL/7E0+0Yzi2KnaFKxXOGVw0mePxgjmSsR8tj5wEf+gEvafdgsE6HCGYrg8jQxPNA/VdkN04fG1lc4ctgsrOsJck1vCKdNs4xERETqSc0D0kwMw9jIRCnDO0zTzNZ6PSLzqVCqcGAsQ/+xNPtHMxRKlVovaV5l8iVeHEzw4mCcXKlCZ8DFO1a1sKy56Yz3cyYD0NoNG6fmGW3esq2u6rttFoMru4NcuzSM26FgJCIiUo9qfsRuJoZh9ANOYOz4Q0+apvnJc32ejthJo0rmiuwfybBvNM1gdHzBt8+dyVg6z/OH4rx+NEW5YrKipYlrekN0BNy1XtoFsxgGl3f6uW55GJ+GvIqIiNSFuj1iNxPTNPtqvQaRuWSaJsPJPPtG0+wbyTDSwPOJLoZpmhyMZnn+YJyBaBabxeCyDj/reoKEPI5aL++CGQZc2u7j+uURgg38dYiIiCwmdR2QRBaiXLHMwFiWA2MZBsYyi6Zk4UxKlQpvHE3x/ME4Y5kCHoeVG5ZHWLMk0NBH0AwD+lq93LA8ogGvIiIiDUYBSWSOmabJ0WSOA6NZBsYyHE3mqOOTrfMiky/x0lCCl4YSZAtlIl4H71ndxqp271Txws4d20+6T5SKjdXVfaKzWd7SxA3LI7T6XbVeioiIiFwABSSRORDPFjgYzXIwmmUwNr6oWudmMpzM8cKhOG8Op6iYsDTi4aruID1hz0nFCzt3bOfh++9l16MPndZIB9RlSOoOe3j7igidwca9KyUiIiIKSCJVkcmXOBjNcuh4KErlSuf+pAZyMbs5lYrJ3pE0LxyKcziRw241WLMkwNrus98vWrthI7sefYjhgX623nELAOlElLbePtZu2Fi9L6wKlgTd3LAiQnfYU+uliIiISBUoIIlcgGSuyFBsfOJXfJxoplDrJV2UmQLQhe7mZAslXjmc5KWhBKlcCb/LxoaVzVze6T/n7B9fKMLmLdvYesctpBNRALyBMJu3bJtaY611BFzcsCJCb6Sp1ksRERGRKlJAEjkH0zSJZYscjo8zeDwQJceLtV5W1ZwrAJ3vbs7RRI49g3HeGk5TNk26Qu6p+UWWM8wvajRt/olgtKxZwUhERGQhqus5SBdKc5DkYuSKZYaTOQ7HcxxNjnM0kSdXXLh3iFKxsalA5A2EgRMBaHLHJhUbO20357MPPja1m1MqV3jzWJo9h+IcS+WxWw1Wd/i5ckngglrcZrOm+dbic3L98gh9rd55f20RERGpvoacgyQy10rlCiPpPMeSeYaTOY4mc0QzhQXVMneu+0MXc5wtni3w8lCSV44kyBUrhD0O3rmqhUs7fOc8RjeTPU88zvBA/1QgghO7WvPdZDcRjMKsaPGeVCQhIiIiC5MCkiwahVKF0XSeY6k8x5I5hlN5oukClYWUhk5RjTa4yd2cdCKKNxDGZGI356/+5HcI//YXsXmDLG9uYm1XkK6QuyohYnJd04Pd5i3b5jUcKRiJiIgsTgpIsuBUKiaxbIHRdIGxdJ6RdJ6xdIFkrrigdoZmYzb3h04NQJMf88Ddm6ZCyfBAPy3dK7j+T77KG8Mp9n/vc2SPDXDp6PP85nv/AK+z+t9KTg1CvlBkXsKRgpGIiMjipoA0x3b1j+JxWAl5HISaHPhdNv3QVSW5YplYtkAsUySWLRDNFIhnC8SzRUqVRZaEzmI2x+dmOs72wj//A503/iYrB+Pkuq5l108e45Ib3sNNX/gOsZd/wVXveB8v/Phv63Iu0flSMBIRERFQQJpzLw8lyE4bEmqzGASbHIQ8dkIeB36XHb/bdvytHatFP5hNMk2TVL5EIlskMV4kmSuSHJ/4fWK8SCa/cIsT5tOZjrP97n/+Nj/7hx28EXk7z714hKY176PpzZ9w6CffYN+bP2Xjlm30vuN9dT+8dTba/C6uOx6MRERERBSQ5lmpYjKayjOayp/2PsOAJoeNgNuOz2WjyTnxy+u00eS0Hn9rw2611GDl1ZUvlckVKqQLJdK5Eun8xK9MfuLPqeO/L2sn6KKc6/jcZCC66daPUCpXeONoipcPJxiMjWMs/XWW+l1c0elnaaSJzBW/xZEndzTE8NbZ6Ai4uG656rpFRETkZApIdcQ0mQoKM3HYLLjtVtwOKy67BZfNisthxWWbeMxuNXBYLThsFuzWiV8OqwW7zcBqMbAaE28v5BhRuWJSqlSOvzUplyfeFsoVCqUTv/Kl8sTbcoVcocx4sUy2UCZXLDNeKOsI3Dw5Vxvcje//MMOpPK8eTvLmcIp8qYLfZeOG5REu6/DjdZ34FtEIw1tnY0nQzXXLwxrwKiIiImekgNSAJkNI4iKHlRoGWA0Di8XAYhhYDDBhqsjAxDzxe9OkXGFBN74tRGdrg3vm5/8X99qb2f7UQcYyBawWg74WL6s7fPSEPQvyDk5P2MO1y8J0hz21XoqIiIjUMQWkRcw0oWSaoN2cBW0yJJUqFfaPZnjtSJ4DwRsw+0dp97v49UtbWdXqxWmfeW7RbI/r1ZvlLU1cuyxMR8Bd66WIiIhIA1BAElnATNPkcDzH60eTvHUsTb5Uoclh5eqeEJd1+Ak3OWb9XPU0vPVcDANWtvp427IQrT5XrZcjIiIiDUQBSWQBimUKvH40xetHkyRzJWwWg75WL5e2++gOe7BcwBG6ehjeei5Wi8Gl7T7WLw2fV/gTERERmaSAJLJApHMl3jyW4o2jKY6l8hhAd9jDDcsjLG/x4rBNtB/u3LH9pJCTio3NOuTUanjruditBlcsCXB1bwi/y17r5YiIiEgDU0ASaWDZQon+Y2neHE4zFB8HoNXnZENfM5e0+2hynvyf+M4d23n4/nvZ9ehDpx2Tg8abZeSyW1nbHWBddwi3Y+Y7VCIiIiKzoYAk0mDyxTJ7RzO8OZziYDSLaULY4+D65WFWtfkIec5+tGztho3sevShhp9l5HPZWNcTZM2S4NTOmIiIiEg1KCCJ1NBsj7vlimX2jqR561iaQ9EsFRP8LhvX9IRY1eaj2euYVTV3o88yingdXNMb4tJ2P1bLwqsiFxERkdpTQBKpkXMdd7vmfR9i70ia/uE0h2InQtFV3UFWtvpo8zurPq/oXIHtYu4vXYwlQTfXLA2xvLlpQc5oEhERkfqhgCRSI2c77hboXMah4JU898Q+TBMCbjvrekKsbPXS6ru4UDTTLKNr3nUbP/rufWcNbMC83l8yDFje4mV9b4jOoGYYiYiIyPxQQBKpEV8owh9v+T5b/ujEcTeLJ4Dv9i9QcvhZv6SJvlYvLd7q7RTNNMsIoK23b8b7SfNxf8luNbis08+67hAhVXWLiIjIPFNAEpln5YrJUHyc/aMZ3jowRK5UmXqf3Wrht9d30dXZMSevfa5ZRte994Mz3k+ay/tLTU4rV3YFWdsVVCOdiIiI1IwCkix683GvJlsocWAsy/7RDAfHshTKFRhPMPK3f0olm6ApEMZgYkdm+59/fE5LE+ptllHE6+DqnhCXtvuwWdVIJyIiIrWlgCSL2lzNBaqYJseSeQbGMhwYy3I0mQMmdklWtXlZ1tzEoV1P8sjwwBmPu81H8cGpZrqfNH19Z3v/+QQ6w4DeiId13SF6Ix4VL4iIiEjdUECSRa2ac4Ey+RIDY1kGxjIcjGanjs61+Z1cvzzMsuamk+4TLf/N38NqsZz1uNt8m+l+0p4nHgeY8f2zWbPdarC6w89V3UEiXufcfTEiIiIiF8gwTbPWa6i69evXm7t37671MgD45j/vJVso13oZMoNUbOy0ezWfffCxc+6IFMsVhuLjHIpmORjNMpouAOBxWOmNeOgNN9ET9pzxPk2t6rLPZa5qvn0uG2u7g6xZEsBl1/0iERERqT3DMJ41TXP9qY9rB0lklsoVk6PJHIeiWQ7FshxN5KiYYDUMOgIublwRoTfSdM6hrXN1rK8aznU/6XzvLy0JurmqJ0hfixeLBruKiIhIA1BAkkVtpns3n/yr75O1NjEYG2coPs7h+DjF8sSOa6vPybqeEN0hN51BN/bzKBeo5rG+emS3GlzS7mdtd4BWn6vWyxERERE5LwpIsqhNv3fzib/8HsdSeR76848zPNDP1777A5rW/UsAwh4Hl7b76Ql76Aq5L+qYmC8UmdO67Frxu+2s7QpweWdANd0iIiLSsBSQZNHK5Eu0X38ba4+lsPW9nR/sSVA2Tfwf/AKBA09y9Xs/RGfIxZKgG49D/6mcyWQb3ZolQZY3N+kYnYiIiDQ8/dQni0K5YjKaznM0keNIMseR+DjJXAkA64p30+Z1clXATWfQRWdwOS772+ZsLeeq026EXSS3w8plHX6u7AoQ9DhqvRwRERGRqlFAkgXHNE1i2SLDyRxHkzmGkzlGUwXKxxsbmxxWOoJu1na76Ay4afE5sc7jzse56rRr3WQ3k86gizVLgqxq82qoq4iIiCxICkjS0MoVk2imwEg6z0jqxK9CeWIGkd1q0OpzcVV3kDa/kza/C5/LVtPBpJMBqF7mH52Lw2ZhdYePK5aodEFEREQWPgUkaRjjhTJjmTxj6ROBaCxToFyZ2BmyWQyavU4uaffR7nfR5ncSanJgqWEYOpvzrcuuhY6AiyuWBLik3XdeLX0iIiIijUwBSepOrlgmli0wlikwli5MhaLpA3dddgstPidXdQVp9jlo9bkIeux1GYYaidNuYXW7nyuWBGjxOWu9HBEREZF5p4AkNVGpmCRzReLZItFsgVimQCxbJJY9OQjZLAbhJgdLI01EvA4iTQ6avU48DmtNj8ktJIYBXSEPl3f66Wv1ardIREREFjUFJJkz+VKZVK5EYrxIIlskPl6c+P14kVSuyPGTcQC4bBZCx4NQuMlByGMn3OQg4LbPKgjt3LH9pDs9qdhY3d7pqRc+l43LOvxc3hkg4LHXejkiIiIidUEBSS5IqVIhmy+TzpfI5EskcyVSuSKpXInk8bf5UuWkz3HaLATcdtp8Tla1eQm47QQ9DsIex0UNFt25YzsP338vux596LRWODj9vs9iZrMYLG/xcnmnn96IR7twIiIiIqdoiIBkGMZdwFagxTTN0VqvZ6EqV0zGi2XGC2WyhdK030/8yhQmwlAmX2a8WD7t8x1WCz63DZ/TRmfAjc9tw++y43fbCbrtuOwXHoJmsnbDRnY9+hDDA/1sveMWYGKuUFtvH2s3bJyT12w0nUEXqzv8rGrzzdn/DyIiIiILQd0HJMMwuoH3AAdrvZZ6VamYlCompUqFUtmkWK5QKFcolCoUyyaFcoViaeKxfKlCvlgmV6qQK5ZP/LlYmarGPpXFmBgM2uSYCDwdATdep40mp5Ump+344zacF/CDdzWOxvlCETZv2cbWO24hnYgC4A2EG2bo6lzxu+2sbvexusNPqEnDXEVERERmo+4DEvDfgLuBR2q9kPP1nx99hR0vHAbAYhgYxulvATDBPOVzTUwqFaiYJqY58Xbi18ROT3kyEFUm3j9bVsPAabfgsllx2i14nTYiTQ5cNisuuwW3w4rHYcNtt+JxWHE7rDhtljk5iqWjcdXntFvoa/GyusNPV8itI3QiIiIi56muA5JhGLcCQ6Zp7jnXD3qGYdwB3AHQ09MzD6s7tyVBNy0+J8VyZVrIAfP420rFhONflsGJr884/mebbSJEWY1pby0GFgNsFgs2i4HVYmCzGif+bDVwWC3YrRYcVgsOmwW71cBhm/iz1WLUzQ/N1Toal4qN8cDdm0gnongD4anneeDuTYtiF8lmMVja3MSl7T6WNTdhUwudiIiIyAWreUAyDOOnQPsZ3nUP8KfAb8zmeUzTfBB4EGD9+vXnsacydz6+YTnlinlSbbWcUK2jcXueeJzhgX7aevtO24laqE12hjERwFd3TFRz616RiIiISHXUPCCZpvnuMz1uGMYaYBkwuXvUBTxnGMa1pmkencclSp2bDEDT7zJt3rJtQYajjoCLVe0+VrZ68blUzS0iIiJSbYZ5PhdYasgwjAPA+tm02K1fv97cvXv33C9qFr75z3u1g3QWk0fjhgf6TzoaN7kTtNCPxs1Wm9/FqjYvK9t8BNwKRSIiIiLVYBjGs6Zprj/18ZrvIMnitRiPxs1Wq99JX4uXS9p9BD1qoBMRERGZLw0TkEzTXFrrNUh1LaajcediGNDud9HX6mVlq4+ARztFIiIiIrXQMAFJFqZTg5AvFFk04cgwoDPopq/VS1+rF7/uFImIiIjUnAKSyDyyWw26wx5WtHhZ3tKEx6FcOIMhAAAgAElEQVT/BEVERETqiX46E5ljboeVZc1NrGhpojfShF1zikRERETqlgKSyByIeB0sa25iWXMTnQE3Fkt9DOcVERERkZkpIIlUgc1isCTkZllzE8ubvSpZEBEREWlQCkgiF8jvtrM04qE30kRP2IPDpqNzIiIiIo1OAUlklmwWg66wm95IE0sjTYSbNJ9IREREZKFRQBI5C8OAZq+TnrCH/5+9Ow9v86rz/v8+Wm3JsiQvSZw4jrN0b5Mu6QZNBwqUtJQW6DAPDJ1SttCGZfrAULaH+T3DwAyklAGmFChQaCCFmWE6Q8qUAsP0gW5pm7Sk++Isju0kXiRblizLkqXz+0OyYie2oyR2ZDuf13X5inXft6SvEE300Tnne5pqfCwKV6rBgoiIiMgcp4AkMkqgwpUPRLX5UKQ23CIiIiInFn36kxOaz+OkMexjcU0ljWGfps2JiIiInOAUkOSEUuF20hiupDFcyeIaH7V+D8aoBbeIiIiI5CkgyZxW5XWxKFzJwlAli0KV1FUpEImIiIjIxBSQZE4J+9w0FMJQY7iSkE9T5kRERESkdApIMmu5HIZ51V4WhippCFayMFShpgoiIiIickz0aVJmjUCFi4ZgJQuCFTQEK5gX8OJS220RERERmUIKSDIjeVwO5ldXsKC6ohiI/F7931VEREREppc+cUrZuZ2G+oCXedUVzA/kA1HY51YzBRERERE57hSQ5LjyuBzUVXmYF6gohCIvdX4vDofCkIiIiIiUnwKSTJtKj5O6Ki/zCkGovspLjfYdEhEREZEZTAFJjpnDGEI+N/UBL3VV3sKfHgIV7nKXJiIiIiJyRBSQ5IgEKlzUVnmo9XuprfJQVxgVcqubnIiIiIjMAQpIMi6/10lNIQTV+j3U+PNhqMLtLHdpIiIiIiLTRgHpBGYMBCrc1PjdhH35UaGaQiBSEBIRERGRE5EC0gnA43IQ9nkI+9yEfPnRoHAhFGlqnIiIiIjIAQpIc4TLYQgWAlCoMh9+RkKQNlgVERERESmNPjnPIh6Xg+pKN8FKdzEEhXxugj43Aa9L7bNFRERERI6RAtIMYgxUeV1UV7gPBCFf/s9gpVsjQSIiIiIi00yfuI8zn8dJdaW7EILyYShY6S4cc+HSmiARERERkbJRQJpml5xUh8/jorrCRXWlW00RRERERERmMAWkaXbGwmC5SxARERERkRJpOENERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKRAAUlERERERKTAWGvLXcOUM8Z0A63lruM4qAN6yl2ETDm9r3OX3tu5S+/t3KX3dm7S+zp3Hcl7u8RaW3/wwTkZkE4Uxpit1trV5a5Dppbe17lL7+3cpfd27tJ7OzfpfZ27puK91RQ7ERERERGRAgUkERERERGRAgWk2e3Ochcg00Lv69yl93bu0ns7d+m9nZv0vs5dx/zeag2SiIiIiIhIgUaQREREREREChSQZjljzMeMMS8bY543xmwodz0ytYwxf2OMscaYunLXIlPDGHOrMeYlY8wzxpj/MMaEyl2THD1jzNrC38EtxpjPlLsemRrGmMXGmAeNMS8W/n3963LXJFPLGOM0xjxtjPlVuWuRqWOMCRljflH4d/ZFY8zFR/M4CkizmDHm9cA1wEpr7RnA18pckkwhY8xi4E3AnnLXIlPqd8CZ1tqVwCvAZ8tcjxwlY4wT+DZwBXA68G5jzOnlrUqmyDDwSWvtacBFwEf03s45fw28WO4iZMp9E3jAWnsqsIqjfI8VkGa3m4CvWGuHAKy1XWWuR6bWPwG3AFooOIdYa39rrR0u3NwCNJazHjkmFwAt1tqd1to08HPyX1rJLGet3Wetfarwe5z8h6xF5a1KpooxphF4C/CDctciU8cYUw1cCvwQwFqbttb2Hc1jKSDNbicDa4wxjxtj/mCMOb/cBcnUMMZcDXRYa7eXuxaZVu8Hfl3uIuSoLQLaRt1uRx+i5xxjTDNwDvB4eSuRKfQN8l9A5spdiEypZUA38KPC9MkfGGP8R/NArqmtS6aaMea/gQXjnPo8+fcvTH74/3zgX40xy6xaE84Kh3lvPwdcfnwrkqky2Xtrrf1l4ZrPk5/Gs+l41iZTyoxzTH//ziHGmCrg34GbrbX95a5Hjp0x5iqgy1q7zRjzunLXI1PKBZwLfMxa+7gx5pvAZ4AvHM0DyQxmrX3jROeMMTcB9xYC0RPGmBxQRz49yww30XtrjDkLWApsN8ZAfgrWU8aYC6y1+49jiXKUJvvvFsAY817gKuAN+kJjVmsHFo+63QjsLVMtMsWMMW7y4WiTtfbectcjU+a1wNXGmCuBCqDaGPNTa+11Za5Ljl070G6tHRnt/QX5gHTENMVudvtP4DIAY8zJgAfoKWtFcsystc9aa+dZa5uttc3k/4M/V+FobjDGrAU+DVxtrU2Wux45Jk8CJxljlhpjPMC7gM1lrkmmgMl/O/VD4EVr7dfLXY9MHWvtZ621jYV/X98F/I/C0dxQ+JzUZow5pXDoDcALR/NYGkGa3e4C7jLGPAekgffq22iRGe92wAv8rjBCuMVae2N5S5KjYa0dNsZ8FPgN4ATustY+X+ayZGq8Fvgr4FljzJ8Kxz5nrb2/jDWJyOF9DNhU+NJqJ/C+o3kQo8/TIiIiIiIieZpiJyIiIiIiUqCAJCIiIiIiUqCAJCIiIiIiUqCAJCIiIiIiUqCAJCIiIiIiUqCAJCIiIiIiUqCAJCIiM5oxJlGG5/QZY/7LGPOSMeZ5Y8xXjncNIiJSHgpIIiJywjJ5E/1b+DVr7anAOcBrjTFXHMfSRESkTBSQRERkVjDGVBljfm+MecoY86wx5prC8b83xvz1qOu+bIz5eOH3TxljnjTGPGOM+bvCsWZjzIvGmDuAp4DFBz+XtTZprX2w8Hu6cF3j9L9KEREpN2OtLXcNIiIiEzLGJKy1VcYYF+Cz1vYbY+qALcBJwBLgXmvtuYXRoFeBC4DzgD8HPgwYYDOwAdgD7AReY63dUsLzh8gHpDdaa3dO/SsUEZGZxFXuAkREREpkgH8wxlwK5IBFwHxr7W5jTMQYcw4wH3jaWhsxxlwOXA48Xbh/FflAtQdoLTEcuYCfAd9SOBIROTEoIImIyGzxHqAeOM9amzHG7AYqCud+ANwALADuKhwzwD9aa783+kGMMc3AQInPeSfwqrX2G8dSuIiIzB5agyQiIrNFEOgqhKPXk59aN+I/gLXA+cBvCsd+A7zfGFMFYIxZZIyZV+qTGWO+VHjOm6eieBERmR00giQiIrPFJuA+Y8xW4E/ASyMnrLVpY8yDQJ+1Nls49ltjzGnAY8YYgARwHZA93BMZYxqBzxee46nC/W+31v5gal+SiIjMNGrSICIis16hOcNTwDutta+Wux4REZm9NMVORERmNWPM6UAL8HuFIxEROVYaQRIRkROaMeZxwHvQ4b+y1j5bjnpERKS8FJBEREREREQKNMVORERERESkQAFJRERERESkQAFJRERERESkQAFJRERERESkQAFJRERERESkQAFJRERERESkQAFJRERERESkQAFJRETmLGNMvTHmd8aYXmPMD8tdj4iIzHyuchcgIiIyjT4LvGqtfVO5CxERkdlBI0giIjKXvRH4t3IXISIis4ex1pa7BhERkSlljPEA3UA1MADsstaeVd6qRERkNlBAEhGROckYczrwoLV2frlrERGR2UNT7EREZK46G9gOYIwJGmOeMMYkjDFnlrkuERGZwRSQRERkrioGJCAJvAX4RfnKERGR2UABSURE5qpVFAKStTZjre0ucz0iIjILKCCJiMhcVQxIIiIipVJAEhGROccYswAIAy+VuxYREZldtFGsiIjMOdba/YC33HWIiMjsoxEkERE5IRhj7gcuB75vjLmhzOWIiMgMpX2QRERERERECjSCJCIiIiIiUqCAJCIiIiIiUqCAJCIiIiIiUjAnu9jV1dXZ5ubmcpchIiIiIiIz1LZt23qstfUHH5+TAam5uZmtW7eWuwwREREREZmhjDGt4x3XFDsREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECBSQREREREZECV7kLEBERERGRuSWVyRIZSNM7kKY3mSY6kObCpbUsCFaUu7TDUkASEREREZGj0p/KEE2kiQzkQ1DvQJpoMs1gOnvItecsDpehwiNX1oBkjLkLuArostaeOc55A3wTuBJIAjdYa586vlWKiIiIiJzY+lMZIok0kcQQPYkDo0Lp4Vy5S5ty5R5B+jFwO7BxgvNXACcVfi4EvlP4U0REREREpthgOktPYojuxBCRRJqf/fhOTr7ocryB/OhPvDfC9oce4JKr31PmSqdPWQOStfaPxpjmSS65BthorbXAFmNMyBjTYK3dd1wKFBERERGZg7I5S3QgTU9i6MBPPE1iaLh4zcObN3Hv7V9k/pKNrN+QH8+445br6WxtAZizIancI0iHswhoG3W7vXDskIBkjFkHrANoamo6LsWJiIiIiMx0Q8NZehJpuvpTdMcPjA5lc3bS+61as5ZH7ruHztYWbl13FQCJWJT5S1awas3a41F6Wcz0gGTGOTbuO2mtvRO4E2D16tWTv9siIiIiInNQKpOlq3+IzniKrv4huuIpYoMZ7FF8Og6Ea1m/YSO3rruKRCwKQFWwhvUbNhII105x5TPHTA9I7cDiUbcbgb1lqkVEREREZMZIZbJ09qfoig/l/+wfIjaYKXdZRenhHP2pTP5ncJhIYogvvf2scpd1WDM9IG0GPmqM+Tn55gwxrT8SERERkRPNcDZHV3yI/f0pfvC973DKxW8i5w0ChzZOeHjzJlatWVsc5Tnaxgrx3gh33HI9iViUqmANkJ9id8ct17N+w0aqQjUkhoaJDWboS2aIDeZ/RgLRYGZsq2+vy8Hn3nIaPs/MjiDlbvP9M+B1QJ0xph34/wA3gLX2u8D95Ft8t5Bv8/2+8lQqIiIiInL89A6k2RdLsb9/kH2xVHHN0IHGCT8at3ECwL23f5FH7rvnmBsrbH/oATpbW6hfvJxrv3AnfYMZ/usfb6SztYXvb7wHz8orxqxjchiornBTXelmeb2X6ko31RVugpVuAhUu/uqiJTM+HAEYezQTEme41atX261bt5a7DBERERGRw0oP59gfS7EvNsj+/hT7YqlDNlodGRWCA4HHW+nD7akoNk44OBCNHvUZOT/R2qFczhIbzBzY8DWZ/9n1h3vxnvxanP5Q/sLBGLkdj3HS668lWJkPPyGfh1Clm6oKFw4zXguBvGvPbaSp1nes/3NNGWPMNmvt6kOOKyCJiIiIiBw//akM+/pS7O0bpKNvkEgiTW6Sz+QHRo3yIScRi/K1G6/B5vIhqipYw6fu/NWYKXUHN1YYOZ/LWfoGM0QSQ8UwNBKIRje1q/K6CPvdhH2ewk/+90CFCzNJCJrMbAlIM3+MS0RERERklrLW0pNIs7dvsBiI4qnhw99xlIPbbedyuWI4KkUmZ/l/r3QRNwNEB8a29w5Wuqnxe2iu81Pr91Djzwcij8txRDXOJRpBEhERERGZIrmcpTsxRHtvPgzt7Rs8ZLrc0Th4VAjAXx3CGAeJWJS6xct5y6e/Q/dAmv9320dIdrXi8OWbOOSSMbx1TZx90z+xcMF86qq81FZ5qPF5cDmPXxDSCJKIiIiIyByXy1m64kO09yZp602yty9FejhX0n2PpduccTg4/6PfIk4lz975SXradnDfL+/FAMmuVqoWNLP2ljuo9Xv5jy+vo2vPDhb1bueSNUfWye5EpIAkIiIiIlIiay3d8SHaegdp703S0TfIUGbiQDQSgrY/9ECxycL2hx4glRzg/rtum7TbnLWW3mSG3e17+eWXP0wiFsXhC2IzQ9hMikfv/D+sXHcbr//E7fS/8BB/9vbrqPF72HLKvDHB6yO3/uSo2nyfqDTFTkRERERkEn3JNHuiSfZEk7RFB0llDj9l7uHNm4ohKFBTTzzajT9Ui6+qmu72XfhDNQz0HWiiAPluczWLlvHaj3+LPnzs78+PRsWf+hXR332XynlL+LP/fTt1VR4e2LCenrYdvOOjfzujgo/H5cDnceL3uqjyuvB7XfgLt5tr/VR6nOUusUhd7ERERERESpBMD9MWHSyGov7BzGHvc/eXbuby6z5CQ/NJxa5znko/wdp5dLfvGnOtw+Ekl8tS07CEgXgfQ4lY/rgvyML3fxuXP0RtlYcF1RUsCFYwv7qCF3//b5x96RXHvPnrsTAm390uv7+Riypvfn+j/E/+9wr3zAlAh6M1SCIiIiIi48jmLHv78oFod2SA7vgQI2MIpawTuvtLN7P9j7/mucd+zye+fS8Lmk8GDOnBAaL72zHGMHpQIpfL4vQF8V5xC30//1zxuNvp4K0rF9K8uAH3Qc0T1lxz3ZjbgXDttIQjt9MQLOxrFDzop7rSjdNxdC2+ZxONIImIiIjICacvmaY1kg9E7b2D4zZWGBkJqm9cyvmXv4MzLno9P/7ix+hu38WV7/8kFT4/l1z9HvbtfpWvf+QdZDPp4h5Bh/uM7fZV46sOE9vfekQbuk4FY/LtvcM+DyHfgb2OQn43Ae/R73M022gESUREREROWMPZHO29g+yKDLC7Z4C+5MTT5kZGjVLJAQC623dx/1238esf/xM2lw9Sf7j3R8U1RK9961+y7uv/ync+/vZRwciAtxKGkoc8vsPhJJPsJ5bsp75xKR+9bRNwoEnDVE2dcxhDyJff56jW76GmKr/P0fFu7z3bKCCJiIiIyJwUG8ywu2eA3ZEB2qJJMtnxR3VGT6MbmS73u3vu4Mav/JjHfvVzers6AIrhyBgHA31RQguX0jvvXH706G4ibR0w5uFtMRyNTLFzuNyE6xuI7NtDoKaOeLSH8y9/R3G0aP2GjUcdjqq8LuoCHuqqvMV9jmr93hNiStxU0xQ7EREREZkTrLXsi6XY2T3Arp4EPYn0Ye9zYBpdM+dffi3333Vb8ZynopJ0KsVByQc40FChKlRLMLWfJ7+xjtxw5qD1RoY1b7+ei654J9/9zA3Eoz3FqXkjrb+PNAwZAzV+D/MCXuoDFcwL5APRTOoON1toip2IiIiIzDnp4RytkQF29uSnziXTh2/BDQe6zh2YRrebB+7+JhgH2PxIUTo1OOH93QauPXcRTYsa2Pjlb5EbzuB0e/jEt+8F4LabriGXzdIf6aKh+ST+5jubDwlEhwtHDmOoqfIwP+BlXnVFIRR5D2ngIFNLI0giIiIiMqskhobZ2Z1gR3eCtugg2dyRfZ4dmUbndHv48D/exc9u/TS9nR2HuZfh4JGk0Q0VRrf5Bti3+1V++9Nv897/842S6wr53CyormBeob33PIWhaaV9kERERERk1ooOpGnpyoeizv4Ux/IRdnTXOYyh1AerbVgMmDFriI52o1aPy0FDMB+EFgYrWRCsmFV7CM0FmmInIiIiIrPK/liqGIqiA4euJxpprrD9oQd4aevDvO7P38/+3a+was1a/vifP6GnY/eYEZzhbI6OvkF2p0Os+NDtvHzHhycNR5X+agYH+nG43OSGM1x4xV9w4ZuvZftDDxzxGqIav4eGYAUNwUoaQhXU+j0nTDvt2UYjSCIiIiIyI1hr2RtL8WpnnJauBPHUcPHcwRu2/vfP7+T+u24jUFNPPNo95nF81SGS/X0AnP7aN3PBB77I7kiStmiS4ZzF6TCEhzrZ9k8fGBOQ3J4KMulU8fYb3n0Tzz36OzpbW1h16RUlT5dzGMO8ai8LQ5UsClWwMFSJz6NxiZlGI0giIiIiMuPkcpb23kFauvOhaGDo0CYLI53mHrnvHtZv2AjAk7/NN0OIR7sPmSY3Eo6M00XvKVfz4MvdVFe4OH1hNc21ftz9HXzzYzceMnqUzWVZ8/b38sKWB4ns20Owtr6k1tsuh2FBsILGsI9Fofx0OY9La4dmKwUkERERETmuRkLRK51xdnQnJu089/DmTSxfeQHzl6ygs7WFr37wSoYzadKpJPWNSxmI9ZKM941zT8Oqj3+PM884g+ZaP2Gfuzil7e7v3kE2ky52nXvqwV/x4L/9kNxwhv5IFx//xs/HhKKDw9HoQNQYrqQhWKGNV+cQTbETERERkWln7YFQ1NI1fiiaaBrd/CUruP7z3+Dbn7yuGIbcFT7Wfu6HPPDVm8gMjBOQjOFT37uv2FXuYEfSdc5hDAuCXhbX+Fgc9ikQzRHqYiciIiIix9XImqJX9sd5tSs+4fS5VWvWcu+3/57tf/x1ccPWMy56PXfccj0DfVGgsK4oHitOizMVVTgrgwz3djBeC24Ap8vNJ+74jwlD0mTqAl4WhytpqvGxKFyJ16UOc3ONApKIiIiIHBdd/Sle7ozzSmeC/sHMuNfc/aWbGRyI88q2h8dttDASenzVYTLDw2SS8eJxpy9ANtkPgD9Uy0BfZMw9RzdpKLW5gt/rpKnGz5JaH001PvxerUSZ69SkQURERESmTe9Ampf2x3mlMz5uS27IjxalkgPsfuFpXtjyPwAY4xgnHMHIiJDjpDUMP/Pb4lFfIMhHbvspG798M52tLfzZO26gwucvqc33aC6HoSFUSXOtj6ZaH/VVXrXdFkAjSCIiIiJylJLpYV7eH+el/XH2x1KTXjvSiQ7AVxUkmYiV8AyG6nmL6O9qx1vpw+X2MNDfV1yTtOOZJ45ok9bqSjdL63w01/ppDPvUae4EpxEkERERETlmmWyOlq4EL+3vZ09kkFyJX7avWrOWh/7zJ3S37yoxHAFY+rvaqW9cykdv2wTAHbdcT2drS0nhyOkwLAxVFkNRbZW3xOeVE5kCkoiIiIhMylpLW3SQF/b1s6M7QXo4d9j7HNyRDmD1G9/Gg7/4EanEeG25D+VwuckNZzj/8ncUH+dw+xL5PE6a6/wsr/ezuMan5gpyxBSQRERERGRckcQQL+6L89L+fuKp4UmvHR2IRqbT/e6e7/CJO/6T9t5B/uX/fpBE526Mu6Lk588NZzj9ost447vWFY8FwrWHhKO6Kg/L6qtYWuenIVihtURyTBSQRERERKRoMJ3l5c44L+ztp7N/8nVFI0YC0SP33cP6DRtZtvICnC438Wg3X7z+DRiXl1wyhnG6sJnDP+bpF11Gd/suutt3cerqSw457zCGReFKltf7WVZfRbDSfcSvU2QiCkgiIiIiJ7hczrI7MsAL+/rZ2T1ANndkTbxWrVnLI5vvobO1hS9/4EqyOUt2OAPGgU2nsOkUngof6VQSAH+ohoG+KMbhwOby0/U8FZWkU4PFttzx3siYqXRup2FJrZ/l9VUsq/dT4dbUOZkeCkgiIiIiJ6joQJrn98Z4aV+cxNDkU+gm0pdM81Iv1P7Fl+m+Yx3pwvoirz+I02mK+xF5vBW88S9vAuDCN1/L9oceYPnKC3h+y4NU+PysWrN2TCAKhGt547XXs6zez4p5VTTV+HA71XVOpp8CkoiIiMgJZGg4y6udCZ7fG2Nv3/jT3Q5usHDwaE4yPcyrnYl8e+/CNLx5FU48Tgcjj5gZTDCUy1IVrAEgEYuy7fe/ZP2GjWPWETU0n1R83kuufg9+r5Pl9VWcNC9AY7gSh0PrieT4UkASEREROQHs7RvkuY4Yr3ZN3oXu4PVEcKC1dmd/CteZa9kTTZKz+eYIl6yoY6F3iI1fuJlUvJeqYA3poRTpVBKn28NNt26kKlhTfIzxOtAFKlwsn1fFSfOqWBSqVJMFKSsFJBEREZE5ajCd5YV9MZ7f208kkS7pPqvWrOWR+/LriW5ddxVZaxns78VT10Rr9UqCiTTnNIU5dUGAusK+Qg9v3kRnawvzl6wohqqv3XQ18WhPcb+ig9tzV3ldrJhfxcnzAyxU5zmZQYwtcXOv2WT16tV269at5S5DRERE5Liz1rInmuS5jvyeRRM1XHh48yZSyQEufPO1BMK1xHsjPP6bf6fC52fp6su4/WNvYyieXz/k9AW59LN3c/ZJS2gMjz/Cc7hpeVAIRfOqOGm+Roqk/Iwx26y1qw8+rhEkERERkTlgYGiY5/f281xHjNhgZtJrR6bRATz523u54W//mR/93Ufo6WgFIHRpK5nsgWBV4XbyupPnEQj7JnzMQ6bNFdYZVXqcnDQvP1I0UbgSmUkUkERERERmqZHRomc7YhO25x5vZCeVHKC+sZnu9t10t+/i1g+/FQqzijzhBoZfepBcMjamwcIdt1xfbLBwOB6Xg+X1VZyyIMCSGp8aLcisooAkIiIiMssk0/nRomfbJx8tmqzhwsq33UQk8lNyg/FiOKoMhHj9297N/T/6+pj1RJM1WBjhchia6/ycuiDA0jo/LrXklllKAUlERERklujoG+SZtj5e7Zp4bdFooxsubCg0XEj19+KubaK75kwcxjC6n53DwIVr/5wKf9WYUaeDGyyMMAYWhSo5raGaFfOqtHmrzAlq0iAiIiIygw0NZ3lxX5xn2/vomaQT3URNEpacdxnf/tjbihu4On1B3vDJb7Pth58nsje/5sgYw8hnwvrGpXz0tk2TTqWrq/JwakM1pywIUF3hnqqXKnJczcgmDcaYtcA3ASfwA2vtVw46fwNwK9BROHS7tfYHx7VIERERkTLoSQyxva2Pl/bHJ923CODuL93M9j/+ujiVLtYb4TufvoHBWITQpa0M58Y2XHB1PF0MR/WNS7nhb/+ZH3/xo8U1SeONFvm9Tk5dUM2pDQHmBSqm/gWLzBBlG0EyxjiBV4A3Ae3Ak8C7rbUvjLrmBmC1tfajR/LYGkESERGR2fQ37aIAACAASURBVCiXs7R0J/hTWx8dvYMl3WdknZHT7SGbSeP2VZMZTIDN4fKHqPRXE+/aM6bhwvwlKzjvDdcAjNvmeyQcuRyG5fOqOK2hWs0WZM6ZiSNIFwAt1tqdAMaYnwPXAC9Mei8RERGROSYxNMyz7TGe64iRGBo+ovue8drL+Z97f0Lf3l2AIZPsB8A4HPzZW9/F73/+3XEbLowOQpBvy/3Gd60DDqwrOmm+1hXJiaecAWkR0Dbqdjtw4TjXXWuMuZT8aNP/tta2jXMNxph1wDqApqamKS5VREREZOrt7RvkT219tJTYdGG0nsQQz3XEeHF/nKp3/D3xu9aTLYQjgEp/NZe+/XqCdfNKargQqHBxekM1py+sJuTzHPuLE5mlyhmQxhujPfhvhvuAn1lrh4wxNwJ3A5eN92DW2juBOyE/xW4qCxURERGZKsPZHC93xtneFqOzP3Vk983laOlK8Gx7jL2xFE6HYcW8KhrCg2xMDRSvM8aQjPeNu3fRyAaucGAK3ekN1Syp9WkTVxHKG5DagcWjbjcCe0dfYK2NjLr5feCrx6EuERERkSkXT2V4tj3Gsx0xkunsEd03Npjh2Y4YL+ztZzCTJVjpZs2KOk5rqGZ4oI+v3XQjNpfFOJz4qgIM9PfhdHsm3LtoXrWXMxYGOXVBQFPoRA5SzoD0JHCSMWYp+S517wL+cvQFxpgGa+2+ws2rgRePb4kiIiIix2ZkGt2rnQlyR9AcK2ctu3sGeKYjRmskiTGwrM7PWYuCNNUcGO15+IEHiEe7CdTUc+NXfkRVsKa4zmjVpVcUw5HX7eC0BdWcsahaXehEJlG2gGStHTbGfBT4Dfk233dZa583xnwR2Gqt3Qx83BhzNTAMRIEbylWviIiISKlyOcsrXXH+tKePfbEjm0Y3mMny/N4Yz7bH6E8N4/c6uXBpDWcuDFJVcehHt5EANNE6o0XhSs5aFGTFvCrcTsexvziROU4bxYqIiIhMkVQmyzPtMZ5p7yOeOrJudJ39Kba39/FKZ75hQ2OokpWNQZbVV+E8wvbaPo+T0xdWc+bCIGG/Gi6IjGcmtvkWERERmROiA2me3tPLi/v6yWRL//J5OJfj1c4Ez7TH2N+fwu00nN5QzarGILVV3iOqwRhYHPZxVmOQ5UcRqkQkTwFJRERE5CjtiSR5ak8vuyMDHMmknJF9j57tiDGYyRL2uXndyfWc2hDA6zqypgkjo0VnLQqqPbfIFFBAEhERETkC2Zzlpf39PL2nj+74UMn3s9ayvz9V3PcoZ2FpnZ9VjWObLpRqcY2PlRotEplyCkgiIiIiJRhZX7S9rY/EUOnri0am0f2prY+u+BAep4NVjSFWNh75iI/X7eD0hmpWNoao0doikWmhgCQiIiIyiVgyw1Ntvbywt5/0cK7k+yXT+Wl0zxT2PQr73LzulHpOW1CNx3Vk3eTmV1ewsjHIKQsC6kQnMs0UkERERETGsT+WYltrb2E63IEFRg9v3jSmpXa8NzJmM9bu+BB/auvj5f1xstaypNbHOYtDRzyNzuUwnLIgwKrFIeZXa98ikeNFAUlERESkwFrLzp4BtrX20tE7eMj5hzdv4t7bv8gj993D+g0bAYqbsvbEh8iedjntvYO4HIYzFlazavGRT4ULVrpZ2RjkzEVBKtxH1rBBRI6dApKIiIic8LI5y4v7+tnW2kt0ID3hdavWrOWR++6hs7WFW9ddhQUGYlG89U3sDJxFMJnhkhV1nLGw+ojCjTGwpNbHqsYQS+v8R9ywQUSmjgKSiIiInLBSmSzPdsT4057SGi8EwrWs37CRDeuuIhGLAuDwBTn9g1/jwtOXsaK+CscRdJQbabqwqjGkDV1FZggFJBERETnhJIaGeXpPL8+0x46o8UJXPMWWl7sYzGSLx7wuB9ecvYjqcKDkx6nxe1i1OMTpDUfesEFEppcCkoiIiJwwogNptrX28uK+frK50nZ2tdbSGkmybU8vre376Pr558glY/iCNTiARCzKd255L+s3bCw2bhiPMfl9j84+ioYNInL8KCCJiIjInLc/luLJ3VF2dCewpeUihnM5Xt4f5+k9fUQG0lR5XSyIPk17zx7mL1lxSJOG0Z3sRvO4HJyxsJqzF4eOeN8jETn+FJBERERkzmqNDPDk7l7aoslDzk3Urnv1Fe/i2Y78hrAD6Sx1VR4uP30+J88P4LxkHU01/jH3W79h47jhKFjp5uymEGcsrMbrUjc6kdnC2FK/RplFVq9ebbdu3VruMkRERKQMrLW0dCV4cncvnf2pca8Zadc9eiTo9r/5K7rbdlB3+U34z3kLTTU+zm068ulwjeFKzmkKs7xe3ehEZjJjzDZr7eqDj2sESUREROaEUlt1w9h23V/90FsYzlnSiT7cdU2cecmbufiMJuoD3pKf21nY1PWcphDzAtrUVWQ2U0ASERGRWS2TzfFcR4xtrb3EUwdadU80he6Sq99DVaiGt33ue9z1iWtJ9vcC4KkK8ddf/wkNCxaU/NyVHicrFwVZtTiE36uPVSJzgf5LFhERkVkplcmyva2PP7X1kUxnx5wbmUL3yH33HNJMobs/xdApb2Lvvk5yo5YaeJwOqrzukp67xu/hnKYQpzVU43aqTbfIXKKAJCIiIrPKYDrLU3t62d7ex1Bm/D2MRk+hu3XdVVhgIBbFW9/EruqVVPdGSdz7BbLJGFXBGiDfrvuOW66ftF13Y7iSc5eEWVan9UUic5UCkoiIiMwK8VSGba29PNcRI5OdvMlUIFzL+g0b2bDuKhKxKAAOX5DTPvA1Lj5jGfu3/JIX9u4qqV23wxhOml/FeUvCzK/W+iKRuU4BSURERGa0WDLDk7ujvHAEm7sm08M8uTtKKnNg6p3X5eBt5yyiOhzgpGuuwxgzabvukf2LzmkKE6wsbeqdiMx+avMtIiIiM1J0IM0Tu6K8vD8+Zq3QZPoHM/npd6/uYe+mz5KJ7MFXHcZhDIlYtDhiNNEUOoAqr4uzm0KctShIhVv7F4nMVWrzLSIiIrNCd3yIJ3ZFebUrzkgumqwjHeTD1NbWfJgC8Hc8SSayp6QpdCNqqzyc2xTmtIZqnA6tLxI5USkgiYiIyIzQ1Z9iy64oO7sTjB4wuvtLN7P9j78udqRLxKJ89zPvIx7tJj6YIXfam2npTuByGFY2hji3KUTgspt4uKF60il0IxaFKjmvWY0XRCRPU+xERESkrPbFBnl8Z5RdPQOHnBtp1+10e8hm0virQyQTcWwuiztQw/z3fovKYA2rGoOcvTiEz1Pad7/GwLL6KlYvCbMwVDnVL0lEZgFNsRMREZEZpaNvkMd3RmiNJCe8ZnS7bmMMA/19+RPGwaK//Ades3I5ZzUG8bpKWyvkdBhOXRBgdXMNNX7PVLwMEZljFJBERETkuGqLJnl8V5S26MTBaEQgXMtNG+7mKx+4klQiVjzu9Qe4/nVnEqqtKek5PS4HZy4K5qffVagjnYhMTAFJREREjou2aJLHdkbo6B0s6fpczvJKV5yHHn+e1ED8wAljGErE+N5nbjhsR7pKj5OzF4c4e3FIHelEpCQKSCIiIjKtWiMDPL4zSkdfacEom7O8tL+fJ3f3Eu3pZv/dnwGbwzicVPoDJON9ON2eSTvSVVe6ObcpxJmLgridjql+SSIyhykgiYiIyLRojQywZWeEvX2pkq4fzuV4cW+cra1R+lPD1Ae8LI0/S3siSqCmjhu/8mOqgjXFdt2rLr3ikHBUW+XhvCVhTltQjUOtukXkKCggiYiIyJTa3TPA47sODUYT7WV00VvezXN7+9nW2ktiaJgF1RW87pR5NNf6MBe8n/qA97DtuudXV3DB0jDL66vUqltEjonafIuIiMiU2N2THzHaF8sHo5FAtP2hB0glB7j/rtuKI0HPb3mQrf/9n3Tt2cH8teupWHUlC0MVXNBcQ1ONr+SQ0xiu5IKlNSyp9U/nSxOROUhtvkVERGRaHByM4MD+Rb+75w7i0R5qG5pwuNzEoz187cNvZeQLWndtE0tWX8YlZy2iMewr+TmX1fs5v7lGexiJyJRTQBIREZGjMtkao9H7FzkcTiL79hTPjYQjl6+aD37lx5y0ZFFJz2cMrJhXxQVLa5gXqJiaFyEichAFJBERETkipTRfCIRrWb9hI7euu4pELDruNRVuFwuqDx90HMZwyoIAFyzV5q4iMv3U91JERERKsieS5F+fbOPepzrY25fi4c2biPdGiufjvREe3rypeDs9nCWTyx3yOMYYfIEQiViUO265fsxjjOZ0GM5aFOSG1zSz9swFCkciclxoBElEREQmNd4GryNrjB657x7Wb9gIUGy/ncnmYOlF/GbDetLxPjAOsAeCkrUWfzCMPxgady8jl8NwZmOQ1UvCBCrcx++FioiggCQiIiIT6Ogb5LEdEdqiyTHHH968ieUrL2D+khV0traw4UNXMpxJMzSYpLphKc95Tif2u1+R7tmDP1THQF8P9Y1LSSb6GeiLEKipp7t9F1e+/5NU+PzFcORxOThrUZDzloTxe/URRUTKQ3/7iIiIyBj7Yvlg1BpJHnJuZORo/pIVXP/5b3DH31zHQH8fAMZdQfW1f8/SxQ1ceOl6Xj5lXrHN96o1awGKv48eNfK4HJy9OMS5TWEqPc7j90JFRMahfZBEREQEgP2xFFt2RtjVMwCMv7Hr47/5d7b9/pd0trbgC4RIJmIw0rLbV81Nt/+S5saFJT2f130gGFW4FYxE5PiaaB8kNWkQERE5wXXFU/zyTx387Ik9Y8LRvbd/sdhEId4b4Y5bruf+u27j7Ne9FY+/mmS8rxCODJWBEJlkP//ydx+asOnCiAq3k4uX1/L+1y7lNcvrFI5EZEYpa0Ayxqw1xrxsjGkxxnxmnPNeY8y/FM4/boxpPv5VioiIzE09iSF+9cxe7nl8Dzu7B8acW7VmbXGN0a3rruLWdVfR2dpCdcNSXvSeTCadLl7rCwT56G0/LV6//aEHxn2+So+T166o4/2XNHPRsloFIxGZkco2xc4Y4wReAd4EtANPAu+21r4w6pr1wEpr7Y3GmHcBb7fW/q/DPbam2ImIiEwsOpBmy84Ir3TGmexjQLw3MmYfI6cvyLx3/QP9/7WBgc5WPBU+XG4PyXhfcU3SjmeeGNORDsDncXLekjArG0N4XJq8IiIzw0RT7MrZpOECoMVauxPAGPNz4BrghVHXXAP838LvvwBuN8YYOxcXTomIiEyzWDLDYzsjvLw/Tq6Ef0oz2RyZ3IHrHMZwcupl/tDZyvwlKw5p731wOPJ5nKxuzgcjt1PBSERmh3IGpEVA26jb7cCFE11jrR02xsSAWqDn4AczxqwD1gE0NTVNR70iIiKzUn8qw+M7o7ywt7/kYPTEC7u47x9vJB3vxe0P4XYakv29vPTI/Vz5/k9y4ZuvLTZvWL9h45iudH7vgREjBSMRmW3KGZDMOMcO/lu7lGvyB629E7gT8lPsjq00ERGR2S8xNMyTu6I81xFjuDASNF5nupFwM5zN8UxHjK27e+l6fDPpnj3UNi7j47f9FDgwUlTh8xfvDxAI13LJ1e8pBKMaVjYGFYxEZNYqZ0BqBxaPut0I7J3gmnZjjAsIAtHjU56IiMjslEwPs3V3L8+095HJHvjOcKQz3SP33XPI9Lj23iTxZW8gmc6yuKaSqz50IzsL+xhNNFI0QsFIROaScjZpcJFv0vAGoIN8k4a/tNY+P+qajwBnjWrS8A5r7V8c7rHVpEFERE5EqUyWba29/Kmtj/Rw7pDzI626O1tbqArWYIGBWBRvfRP1/+sfaFrUwMXLalkUrizp+bTGSERmsxnXpKGwpuijwG8AJ3CXtfZ5Y8wXga3W2s3AD4GfGGNayI8cvatc9YqIiMxU6eEcT+/pZdueXoYy+WA00VS69Rs2smFUZzqHL8iZH7qNNStXsDhciTHjzW4fS8FIROayck6xw1p7P3D/Qcf+dtTvKeCdx7suERGR2SCTzfFMex9P7u5lMJ0tHp9sKl1bZ4RU5sC1XpeDt65aSHXYd9jnq/Q4Wa123SIyx5Vtit100hQ7ERGZy7I5y7MdMZ7cFSUxNHzI+YOn0gEkYlG8tY1kc5bh3g4qq8M4jSERixZbdo9uvDBaZWEfo1UKRiIyh0w0xU5/y4mIiMwSuZzluY4YP350Nw++1DVuOIJ8V7n1GzZSFawhEYuSiEVx+ILUnHM5w70dzG9awWe+/1986s5fMX/JCjpbW9j+0AOHPE6F28lrltfyvtc2c35zjcKRiJwQyjrFTkRERA7PWsvLnXG27IjQm8yUdH1bb5LUqEYNHqeDdR/6AM+e2njYznRet4NzFoc5pylEhds59S9IRGQG0xQ7ERGRGaylK8FjOyP0xIfGHJ+oCUPzmrfzh+0tPPO9T5KJ7KEiEMbpMAyUMJXO43JwzuIQ5y4JKxiJyJx31F3sjDFO4CvW2k9NS2UiIiJyiNbIAI/uiLA/ljrk3HhNGL71yeuItO+k5uUuPC4Hmcge5jetYP2tY5s0jLePkcflYFVjiPOWhKn0KBiJyIntsAHJWps1xpxnjDF2Lg43iYiIzCAdfYM80tJDR+/ghNesWrOWR+67h87WFr76obeQyVoyA3146pq47IqrueC0pWxZXnfYqXRup+GsxhDnN4fxeTTrXkQESpxiZ4y5DTgJ+DdgYOS4tfbe6Svt6GmKnYiIzDad/Ske3dHD7p5kSdfvad/Ltz/2djIDfQB4A2E+9b37qKmrP+x9XQ7DmY1Bzm+uocqrYCQiJ6Zj3Si2BogAl406ZoEZGZBERERmi0hiiEd3RGjpShSPTbS+6JKr30NfMs2WXVFe2NFBbtSXnG6HOeymrU6H4YyF1Zy/tIbqCvf0vCARkVmupIBkrX3fdBciIiJyIulLptmyM8JL++OM5JyHN28ilRzg/rtu45H77uH6z3+D57c8yLbf/5LO1hZe3t/PwIo3YpMxYv/+f8gmY2P2ObrjluvHbcLgMIZTGwJctLSWoE/BSERkMiUFJGPMycB3gPnW2jONMSuBq621X5rW6kREROaYeCrDE7uiPL+3n2zuwAjQSOOF+sal1Dc209nawm03XkMulwXAXddEouF8Vi0Kknv+MX61b3exKx2M34TBGDhlfoCLltUS9nuO+2sVEZmNSp1i933gU8D3AKy1zxhj7gEUkEREREqQTA/z5O5enmnrYzh36Prf0Y0X/NUhMKYYjkxlgEtv/mfWrFyenxp3yvV4XM4JmzAYAyvmVXHRslrqqrzH9XWKiMx2pQYkn7X2CWPM6GPjb98tIiIiRalMlqdae3m6rY/0qI1bDxYI17J+w0Y2rLuKgVh0zLlKj5tLT6onMGrd0MGtugPhWi65+j0sq/dz8bJa5lVXTO0LERE5QZQakHqMMcvJN2bAGPPnwL5pq0pERGSWy2Rz/Kmtj627e0llsoe9fjib45n2PgbTo75/NAZfVZDkJOuLRjTV+HjNiloagpVT9RJERE5IpQakjwB3AqcaYzqAXcB7Jr+LiIjIiSebszzT3seTu6MMDB0+GGVzluf2xnjsuZ3suvvT5Ab7ATAOJzaXxR8M4w+GJtzkdVGokouX17K4xjctr0dE5ERTakBqtda+0RjjBxzW2vh0FiUiIjLb5HKWF/b1s2VnhHjq8LPQcznLS/vjPL4rQn9qGEfLo2Qie5i/ZAXnveEazrjo9Wz88s10trZw5fs/SYXPPyYcza+u4DXLa2mu80/nyxIROeGUGpBajDG/AO6y1r44nQWJiIjMJtZaXulM8NiOHnqTmZKuf7UrwZadEXqTGeYFvFx26jyaLvsIjzSFJ2y8MKKuysPFy2tZMS8wba9JROREZqw9tJPOIRcZEwDeBbwPcAB3AT+31vZPb3lHZ/Xq1Xbr1q3lLkNEROa4Hd0JHtsRoTs+dNhrrbXsjiTz1yeGqPF7uHhZLcvr/RzUBGlcIZ+bi5fXcsr8QEnXi4jI5Iwx26y1qw8+XupGsXHyrb6/b4y5FPgZ8E+FUaW/t9a2TGm1IiIiM1hbNMkjLT3si6VKvv6xnRH2xVIEK928+fT5nLwggKOEoBOocHHRslpOb6jG4VAwEhGZbqVuFOsE3kJ+BKkZuA3YBKwB7gdOnqb6REREZox9sUEeaYnQFk2WdP3+WIpHd/TQ1jtIldfFZafO4/SGapwlBB2/18n5zTWsbAyVdL2IiEyNUtcgvQo8CNxqrX101PFfFEaURERE5qyueIrHdkTY2T0AwMObN41ZKxTvjYxZK9QdH2LLzgg7ewaodDtZc1IdKxcFcTkdh32uCreT85vDrFocwl3C9SIiMrVKDUgrrbWJ8U5Yaz8+hfWIiIjMGL0DaR7bGeGVzjgjS3Yf3ryJe2//Io/cdw/rN2wE4I5brqeztYVkepjsqZfzSmcCj8vBxctqOXtxCI/r8EHH43JwblOYc5eE8Lqc0/myRERkEqUGpGFjzEeAM4Di1tzW2vdPS1UiIiJlFBvM8PjOCC/ui5Mb1czo4c2bWL7yAuYvWUFnawtf/eCVDGfSpFNJqhY087z3dDzdA6xeEua8JWEq3IcPOm6nYdXiEKuX1FDpUTASESm3UgPST4CXgDcDXyS/SazafYuIyJwyMDTME7uiPNsRI5sb2+V1ZORo/pIVXP/5b/DtT15HMt4HgHFXUPvOL3P2yUtY3RzG7z38P69Oh+GsRUHOX1pDVQnXi4jI8VHq38grrLXvNMZcY6292xhzD/Cb6SxMRETkeBlMZ9naGmV7Wx+Z7PjbX6xas5ZH7ruHztYWvv0315FMxIrnXG4P7zy/kYUL6g/7XA5jOK0hwIXLaglWuqfsNYiIyNQodfXnyM53fcaYM4Eg+W52IiIis9bQcJbHdkS465FdbN3dSyZreXjzJuK9keI18d4ID2/eRCBcy4f+8cd4/EGS/X1gLRhDZSBEJtnPT77wgTH3O5gxcPL8AH918RIuP2OBwpGIyAxV6gjSncaYMPAFYDNQBfzttFUlIiIyjTLZHNvb+tja2stgOls8PlkDhrZokt7555FJH9gU1h8Isv5rP2Xjl2+ms7VlTCe70ZbV+7l4eS3zAhWHnBMRkZnFWDv+VILZbPXq1Xbr1q3lLkNERGaYbM7ybEeMJ3dFSQwNH3I+3hspBqKqYA0WGIhF8dY3UfPWTxP71QaSXa14K3243B4G+vuKa5J2PPPEIeFocY2P1yyvZWGo8ji9QhERKZUxZpu1dvXBxycdQTLGfGKy89barx9rYSIiItMtl7O8sK+fx3dF6R/MzxqfaC+j9Rs2smHdVSRiUQAcviBnfug2qvdt48GuVuYvWXHI6NLB4aghWMFrltfRVOs7zq9URESO1eGm2AWOSxUiIiLTwFrLy51xtuyI0JvMFI9PNpWuoyvK0PCBaXdel4O3rlpI9etWEvZ7xoSq9Rs2jplWVxfw8prltSyvrzqOr1JERKaSptiJiMic1NIV57EdEXoS6UPOHTyVDiARi+KtaySbswxHO6gIhHE5DIlYtDhqNBKMDhb2ubl4eR0nz6/CGDOtr0tERKbGRFPsSupiZ4zZYIypNsa4jTG/N8b0GGOum/oyRUREjs2ungHueXwP923fN244AgiEa1m/YSNVwRoSsSiJWBSHL0ho1ZsYjnYwv2kFn/3Bf/GpO39V3BR2+0MPHPo4FS7edPp8rr+4mVMWBBSORETmgFK72F1urb3FGPN2oB14J/Ag8NNpq0xEROQItEWTPLYjQkffYEnXdyVSDA3nirc9Tgc3fuiDPHva4kmn0QH4vU7Ob65hZWMIp0OhSERkLik1II1s1nAl8DNrbVTfkomIyEywt2+QR3dEaIsmgYmbL4wEnJ7EEH/Y3sITt99MZqAPb2Eq3UAsync//d5DptIFwrXF+1a4naxuDnP24hBuZ6lbCYqIyGxSakC6zxjzEjAIrDfG1AOp6StLRERkcl39KR7dEWFXz0Dx2GTNF5LpYbKnXs4rnQmST/+OTGQP85qW85FbfzLmuvH2MvK4HJzTFOLcpjAVbufxe5EiInLcldykobBRbL+1NmuM8QHV1tr901rdUVKTBhGRuas7PsRjOyPs6Eoccm6i5gtVC5oJv/NLeKryoz/nLQn//+3deXyc1X3v8c+ZfR+NdtmW5BWwATuAMYSELA03UEICSZreLCwNIW7ikoY2hNuW3r6aNGmpgV7aNBDSlCRQ82qaBgKkSUiam1yWlsVgMKvB2Ja8al9GM5r93D9mJEuWZI9syyPJ3/frNZmZZ555nvPkNXj0nXPO77D5Z/962J4mAJfDsKa5inMXV+P3KBiJiMwnUxVpKCsgGWN8wAbgnYAFngDustbOyl4kBSQRkfmnN5HhqR09vNER53BfXfG+Hm49ZB2j5uvu5G2ntLK2NUbQe+TBE06H4YyFEdYtqSFUxv4iIjL3HNVCsWPcC8SBb5SefwK4j2KxBhERkRnTn8zw1I5eth2IUyjjR73hbI5M/mDxBZfD8LtrF9HUWHfE9xoDpzVGePvSGqIB9xH3FxGR+afcGaanWms/Y639dem2HjhlJhsmIiInt8FUll++2sH3/6uN1/YPUrCW2zd8mO1bnx3dZ/vWZ7l9w4cBSGXz/N8tb/J3N1xJZqgfT6iKQLSazFA/9/7vzxDv65nyXMbAKQ1hrjq/lUvOaFQ4EhE5iZXbg7TFGHO+tfYpAGPMecCTM9csERE5WcVTWZ7d1cvLewfJFw72GN2+4cPs3f4qd954FRtuKxVWuPEqwPLVz3yQuqvvoOeZn5Dpbqe2eRlfuO3IxRcAltYFefvSGuojvhNyfSIiMrsddg6SMeYlinOO3MCpQHvpeSvwqrX2jKM6qTHVwA+AxcAu4HettX2T7JcHXio9bbfWfqic42sOkojI3JNI53hmVy8v7xkgV5j43bR967OjgehQ9Z+4hdPPPo/zl9awGmDNrwAAIABJREFU7df/fsTiCwDN1QEuWFbDgir/jFyPiIjMbkdVpMEY0zrmaQy4sPT4MaDfWtt2lI3ZCPRaa28xxvwJELPW/q9J9huy1oame3wFJBGRuSOZybF5Vx9b9/STzRe/k554eBOpZILzLv4o4VgN8b4enn70R8T7unn8we+Pe//qz93BJe97L43R8nqAmqI+LlhWS0tN4Lhfi4iIzB1HVaRhJAAZY74IXAc8ABiKBRr+iYNFG6brcuA9pcffB34DTAhIIiIyfw1n8jzX1seLe/rJ5IpFFUaC0U/vuR2Ap3/2Q972ng+w9fGf0bVn16THeefy2rLCUV3YywXLalhaN+3f3URE5CRSbpnvrcDbrbWJ0vMg8N/W2tVHdVJj+q21VWOe91lrY5PslwNeAHLALdbaH5dzfPUgiYjMXqlsMRi9sPtgMIKDi7zWLVpMIV+gZ397mUc0bLjtPpavPnfSV6uDHt6+rIYV9SGMMcfhCkREZD441jLfBsiPeZ4vbTvcCf8TaJzkpZvLPCdAi7V2nzFmKfB/jTEvWWvfmuJ864H1AC0tLdM4hYiInAipbJ7n2/vY0j4+GI1Yc+ElPPnI/XS0bScQrpp4AOMAW2AkEMHBIg0Pfeuv+dKdD47bPep3c/7SGk5rDONwKBiJiEh5yu1B+mPgGmDk2+cK4HvW2juO6qTGbAPeY63db4xpAn5jrT31CO/5HvATa+2/H+n46kESEZk9Utk8W9r72bK7j3R2YjAa69BFXscKRKqIVNfzkev/YrS3aPvWZyeEo7DPxbol1Zy+IIpTwUhERKZwTD1I1tq/M8b8BngnxZ6jT1trtxxDex6mGLhuKd0/NEmDY0DSWps2xtQC7wA2HsM5RUTkBJpOMAKw1rKrJ8FwNjv+BWPAWpKD/QQjMRqal46+tHz1uaPhKOh1snZxNasXRnE5y13mT0REZLxyh9hhrX0eeP44nfcW4N+MMZ+hWDr8YwDGmLXA56y11wErgbuNMQWKC9reYq199TidX0REZsjRBaMkj2/dziv/dCP5ZHzc6zWNiwBDz/52uvbsnFCy2+9xsrY1xprmKtwKRiIicozKDkjHk7W2B3jfJNs3U6yWh7X2v4AzT3DTRETkKKVzpWDU3k8qmx/32hMPb5qwNtELj/2Mlnd+mKd29HJgMEV262/I9rTT0LKccy66nPRwgq2P/5yuPbu49NovAeALBEfDkdft4OyWGGe1VOF1OU/sxYqIyLxVkYAkIiLzRyqb54XdE4PRSCh68fGf88A/fpXHf3wv577/o6y7+CP8w5euonfPDqrf6KLp7VfwvtPqWfneP+S/l9WOC1LvuuLqCT1GHpeDtzVXcU5rDJ9bwUhERI6vsoo0zDUq0iAiMvMOHUo3tpdopGR3uLqOz93yXb731etH1zFyePwUMsN461q44ua7Oee0xbgcRx4a53YaVi+q4tzF1fg9CkYiInJsjrXMt4iICHCwXPcLu/tH5xiNBKInH7mfDRvvZdnqdTjdHuK9XfzDF38X4/KMvr+QGcYXjnHTN+6nqrruiOdzOQxnLIqybnE1Qa++tkREZGbpm0ZERMqSyuZ5vq2PLbsnrmM0dg2jW9dfBkA+m8E4HKSHk0CSYhHU4qgFl8PgNIfvNXI6DKcviLBuSTVhn3sGrkhERGQiDbETEZHDGs7kea6tjxf3TL7A64hD1zByBSIULBSGB0f3CYSrcDgcDA300tC6nA0b7x2dbzTCYQwrm8Kct7SGqF/BSEREZsZUQ+xUD1VERCaVSOd47I0u7nlyJ8/u6j1sOBqRH/OjW254iMLwIB5/YHRbMBrj87feS0PrcjratvPi4z8ffa0YjCJcc0Er7z+9UeFIREQqQkPsRERknKF0js27enl57wDZfHmjDN5s28v3b/40w4N9OANRTD5DLj2M0+3hi3//b7zy1K959hcP0LVnJ29tfYYNG+8drU5nDJzaUOwxqg56jnwyERGRGaSAJCIiAAymsmze1csrewfJFcoLRnv7hnl6Zw+v/uqHJDvbiDYt4Q//7j5cDge3ff5DxHu7eWvrM1z08fWcd/FHx5XsvvDyT7GiPsx5S6upDXln8tJERETKpjlIIiInuf5khmd29vL6gTj5McFossVdRwLOnr4kT+/sZU/fMH63k7WtMeJbfsLZ77500v3HMgaW1YU4f2kNdWEFIxERqYyp5iApIImInKR6htI8s7OXNzqGKBzyXTBStnukkALAnTddTUfbdpZ86AsUVl5MwOPknNYYZy6M4naWN6V1WX2I85dWUx/2HffrERERmQ6tgyQiIgB0xlM8s7OX7Z1DTPUb2aFlu/PWMjzYh7umBdfyCzh/RS1nTCMYLa0L8valNdRHFIxERGR2U0ASETlJ7Osf5pmdvezsThxx33Cshs9v/D5/+9mDZbudgShX/PndnHvaYlzTCEbnL62hQcFIRETmCAUkEZF5rq0nwTOl+ULlsNaysyfBky/tJT2mtLfP7eSMBdGywtGS2mIwaowqGImIyNyigCQiMg9Za3mrK8Gzu3o5MJAq+z07uhM8vbOXAwc66PrBn1FIDhCMVmOAoYFe7rzp6kkXdx2hYCQiInOdApKIyDxSKFi2dcTZvKuX7qFMee+xlu2dQzyzq5eeoQxRv5uW/hfZ09U+aZGGySrTKRiJiMh8oYAkIjIP5PIFXtk3yHNtfQwMZ4HDl+kGyJfC1LO7eulPZokF3Fy8qoFTGsI4LriOxir/uPePXdx1xNK6IOctUTASEZH5QwFJRGQOS2XzbN0zwJb2PpKZ/Oj2kTLdTz5y/4QeoEKhQOzcD7F5Vy+DqRy1IQ+XntHI8voQxpjRYxzaSxSO1YxuU/EFERGZrxSQRETmoEQ6x5b2fl7c009mTCGFEYeW6YbiHKLogiW85j+D1OudNES8vPvUOpbUBMcFo8NRuW4REZnvFJBEROaQ/mSG59r6eHXfILnC1At9h2M1bNh4L7euH1+mO/yRv6Kmto5zF8doqQ6UFYyMgWV1Ic5bUq1gJCIi854CkojIHNAxmOLZXYdf3PVQw9kc2fzB3iWHMXxwzQJWtC4s6/3GwIr6MOuWVFMX9h5Ns0VEROac8lb6ExGRimjrSfDvz+3h/qfbebOjGI6eeHgT8b6e0X3ifT088fCmg89TWX7x3BvcfsOVpIf6cYeqCERiZBP9PPC19ePeOxmHMZzWGOaq81v5wOomhSMRETmpqAdJRGSWKRQsb3TGea6tj87B9LjXDld8IZnJYVZdwusHBhl47j/IdrdT27yML9x237j9JivTDaVg1BRm3eJqYkHPzF+oiIjILGRsuWM15pC1a9fazZs3V7oZIiLTkskVeHnfAM+39RFP5SbdJ97XMxp0QtFqoFh8IdiwmNjHvoYnHOP0BRHOaYmx9Zf/dtgy3yOcDsOqpgjnLq4mGnDP7EWKiIjMEsaY56y1aydsV0ASEamsoXSOF9r72bq3n3R2YkW6Q8X7esYVX3AEorR+9i7OPrWVtzVXEfSWNzjA7TScvjDK2tYYYZ+CkYiInFymCkgaYiciUiHdQ2meb+vj9QNx8oepSDeWtZZdPQlSY0p7u50OPnleMzW1tWUdw+NysHpRlLNbYmWHKRERkZOFvhlFRE6wtp4Ez7f3sas7WfZ7coUC2w7EeeqVnbxxz5fJJfrxhWM4HYbEQC/f+dNPs2HjvaPD6SbjcztZ01wMRj6383hcioiIyLyjgCQicgLkC5bXDwzyfHs/3fGDhReeeHgTr29+gg9c+8c0LV5BvK+Hx358H917d3HNn99BOpfn5b2DbNndRyKdp/Da42R72mloWc6GW8cXaZiq+ELQ6+SslhirF0XxuhSMREREDkdzkEREZlAqm2frngFe3N3PUHp84YWRinQATpeb37/lu/zg9j+lZ/9uABae/VsEfvtGMrkCi2J+1rYWF3d98pH7yyq+EPa5WLu4mtMXRHA7taqDiIjIWCrSICJyAvUmMmxp7+O1/YNk8+P/nX3i4U2sufASAP7hhv85GojGcbpouubvWbXqdM5ZHKMx4iv73LGAm7WLq1nZFMHpMMd0HSIiIvOVijSIiJwAI/OL2nqSTPb706HrGF37lbu4df0HgbE7G9590z28+7yzqAqUvx5RfcTLusXVLK8PYYyCkYiIyNFQQBIROUbZfLGAwpb2PrqHMofdd82Fl/DkI/fT0badjesvI5fPMz4cAQbWLakuOxwtivlZt6Sa1prgUV6BiIiIjNAQOxGRozSYyrJ19wAv7xtgOJMv+319PV3cuv6DpOJ9U+7jdLn54zsfpGnxiklfNwaW1AZZt6Sapqh/2m0XERE52U01xE6zdkVEpmlPX5KfbN3Hd5/YxbO7essOR0PpHE9u72bT0+1k8uMXhHW63Gy47V+oaWoGIJ/L8ot/+eaEYzgdhlULIlx5fiuXv22hwpGIiMhxpiF2IiJlyOULbOuI88LufjoH00d+wxhd8TRbdvex7UCc7FA/fT+8mUJygFC0mkw6RSaVpKqukYbmpfzhHT8YV+Z7hMfl4IyFUc5qqSLicx/vyxMREZESBSQRkcM42mF01lp29STZsruP3b3DuJ2GMxdGyb70X/yso42G1uVs2Dj5OkYf+PQNo8cJeJysaa7ibc1VWtxVRETkBFBAEhGZRHtPkhf29LOzK0FhzFzNkRLdU61BlM0XeG3/IC/s7qcvmSXkdXHBshrOXBgtBpxTr8HvcY07xoaN905Yxyjqd3N2a0xrGImIiJxgCkgiIiXpXJ7X9sfZuqefnkOq0T3x8CZSyQQ/ved2nnzkfq6++Q5eeerXPPerh+ho204qm8e35lJe3jtAOlegIeLlktMbWV4fmrAW0YQFXWM1o9saoz7OaY2xvC6EQ2sYiYiInHAKSCJy0uuKp9m6p5/XD8TJ5IrFE8b2FI2sXRSsqqZu0RI62rZz2+cuxxaKQ+6CDYt52bMSR1sfy+pDnNVcRVPUV/ZaRCMV6c5uidFcHZix6xQREZEjU0ASkZNSLl/gzc4htu7pZ19/atxrhy7mumz1OpxuD4n+XjLDw2DMaDhy+CPUf+KvWbOihbctqiLiL7+AgtNhOK0xzDmtMWpC3uN6fSIiInJ0FJBE5KQykMyydW8/r+wbnFB0YWQY3ennv5eG1uV0tG3na1e/D2MM+WwG43CSTQ+Pe4/H5eRT61qorq0ruw0+t5PVi6Ksaa4i5NU/wyIiIrNJRWb+GmM+Zox5xRhTMMZMWJxpzH6XGGO2GWO2G2P+5ES2UUTmj0LB8mZHnAee38N3/2snm3f1jYajJx7eRLyvZ7TX6Kf33M5dN13DR7/wlxjjIJseJpNK4vD4sB7fwYMaQyBSRSrexz/96e8R7+s5YjuqAm7ee1o91124hHcsr1U4EhERmYUq9e38MvAR4O6pdjDGOIFvAv8D2AM8a4x52Fr76olpoojMdQPDWV7eO8Ar+wZIpCeW6B47lO7qm++gpqmZnv27Gerv4c4brxy3byGTBorV7BwOJ4VCnmCkimAkNq5E92QWVBULLyyrC5U9L0lEREQqoyIByVr7GnCkPxTWAduttTtK+/4rcDmggCQiUyoULDu6h3hp7wBtPUnGVOgGxhdfWHPhJTz+4/voaNvOXV++GmsLkxzR4PR4yWdSON0e3vM713L2ey/j3q/fQEfbdi699kv4AsEJ4chhDCsaQpzdEqMx6pvkuCIiIjIbzebxHQuB3WOe7wHOm2pnY8x6YD1AS0vLzLZMRGadvkSGl/cN8Nr+wUl7i2Bi8YWiYoIaGuid9D3+cITrb9/Et/7k08R7u4jW1NO0eMWkaxdBcX7RmQujrGmOEvaVX7BBREREZgdjD/159Xgd2Jj/BBoneelma+1DpX1+A9xord08yfs/Blxsrb2u9PwqYJ219gtHOvfatWvt5s0TDiki80w2X+DNjiFe3jfA3r7hI+4f7+vhzpuupqNtO6FoNRZIDPSCccCkvUdFdYuW8Ht/8Q3e2vrMlMPoYgE3Z7XEWNkUwePSwq4iIiKznTHmOWvthHoIM9aDZK296BgPsQdoHvN8EbDvGI8pIvNAx2CKV/YN8PqBOOns1MHmUOFYDZ/f+H02fvaygz1GpXDk9gXIppIAOF1ufv+W7/LDO/6crj276Nqzc9JwZAy0VAc4qyXG4pqA5heJiIjMA7N5iN2zwApjzBJgL/Bx4JOVbZKIVEoyk+O1/XFe3T9Idzw97fdncgW2dcTZsm0vqdyYUGUL1C1awvW3b+LpR3/EYw98j6H+Hg7seoPrb7+fpx/90YQ5Rh6Xg5VNYd7WHKM66DkelyciIiKzREUCkjHmw8A3gDrgP4wxL1hrLzbGLAC+Y6291FqbM8ZcDzwKOIF7rLWvVKK9IlIZhYJlZ0+CV/YNsqs7Qb4w/SHBnYMpXto3wLYDcVKDfXT/4GYKyQGC0WoMI3OPise96OPrOe/ij46bW3TRx9ePHivqd7OmOcrpC6L43M7jcYkiIiIyy1Sqit2DwIOTbN8HXDrm+U+Bn57AponILNAVT/Pq/kG2HZi64MLhZHIF3uiI89LeATrjaZwOwykNIbIdj7Onq42G1uWjRRpG5iSNhKJwrGbCULqW6gBrmqtYVhfUMDoREZF5bjYPsRORk0gineP1A4O8uj9+VEPorLV0xtO8vG+ANw4MkckXqAl6ePcpdZzWGC72+Kz6NFG/Z7TMNzBlNTqPy8Gqpghrmqs0jE5EROQkMmNV7CpJVexE5oZcvsBbXQle2z9IW0+SwlH8e5TK5tl2IM7L+wboHsrgchhW1Ic4Y2GUpqhv2j0+1UEPa5qrWNkUxuvSMDoREZH56oRXsRMRmYy1lt29w7x2YJDtnUNkcuVXoRt7jL39w7yyb5A3O4fIFyz1YS/vPbWOUxvCeKc5P8hhDMvqg6xeWEVLTWDa7REREZH5QwFJRE6IjsEUrx+I88aBOEPp3FEdI57KjlayGxjO4nE5OL0pwukLItRHfNM+Xtjn4vQFUc5cFCXk1T+HIiIiooAkIjOoL5FhW0ecbQfi9CYyR3WMXL7Aju5iJbv23uI6RYuq/Jy3pJrl9SHczuktymoMNMcCrF4UZVldCIdDRRdERETkIAUkETmuBlNZ3jgQZ1tHnM7ByYstPPHwpnGFEuJ9PeMKJYwUXHh13yDbOuKkcwXCPhfrllSzqilC1O+edrv8HiermiKcuTBKTEUXREREZAoKSCJyzBLpHG90xHmjI87+gRSH1loYG4ieeHgTD/zjV/nl/Xdy410PAwdLbaeyeaLnXMbr++P0JjM4HYbldSFWLYjQHPMfVYnthTE/qxdFWV4XwjXN3iYRERE5+SggichRSaRzvNk5xJsdcfb2D48LRYcLRMtWr8Pp9hDv7ebr11yE2+sjMdBLoL6Vre6VON/qYUHUx/tOq2dFfWjaBRcAfG4nK5vCnLkwSk3IexyvWkREROY7BSQRKdtQOsf2ziHe6Iiz75BQNGIkED35yP1s2HjvhEDk8frIZzMYh4NMKkkmlcQRiNJ69d9y5vIWTmsMUxWY/hA4Y2BhlZ8zFkZZUa/eIhERETk6CkgiclgDw1ne6hpie+fQhFA02VyiVDJBQ+tyOtq2c+v6ywDIZzM4HM7RQOT0RyhgYTgOgNfl4H+e20ykdJzpCHqdrGqKcsbCyFEFKxEREZGxFJBEZIKeoTTbO4fY3jV02EILY3uK4OBcokuv/RKP/ei7DA30AuAJRsnbAiSLgSifGgJbIBitxgBDA73cddM1bNh472jYOhyHMSyuDXD6gihLa4OqRCciIiLHjQKSiGCt5cBgih1dCbZ3DpVVknvNhZfw5CP3j+spGhropaF1OUvOfhe/+uE9o/tmknGwBXzhGIVsutiL5Paw4dZ7CUWrR4PV2Ep2k6kOeli1IMLKpojWLRIREZEZYexkkwjmuLVr19rNmzdXuhkis1o2X6C9N8mOrgQ7u4dIpPPTPka8r4db11822lPkC8c49TO38ep9XyHb044rWAW5NLn0ME63hz/+5gOEotXc9vnLifd28ZHr/4J3fuhTE8p8j+VxOTilIczpCyIsqPIf83WLiIiIABhjnrPWrj10u36CFTmJJNI5dnYn2NGdoL0nQTZ/bD+QpHN5coWDx8jkC3S89CTZnnZqm5fxhdvuAxgNRG9tfYZ3fuhT3HjXQ+MCUThWMy4cGQOLYgFWNUVY0TD9xWBFREREjpZ6kETmMWstHYNpdnYn2NmdoDM+cY2iyRxuIdfhbJ63uoZ49a3dPHfXH5HtbscZiOJyGNJD/TS0LOeciy7nvIs/OuVCsFOJBdysWhDltKYwEd/0F4MVERERKZd6kEROEqlsnvbeJDu7E7T1JKY9dG6y4gvf/PJVdLa/xdbd/eRXvp+ChezWX5Htbqdm0VK+cPt9GMzoXCJfIDiu2MKhPURj+dxOTm0MsbIpQlNUQ+hERESkstSDJDLHjfQS7epJ0N6TZP9AisIx/Hcd7+s5GHTCMfIFSzbRj7umheWf3sjKpc2sqA9RH/by5CP3T9nTdDguh2FxbZCVTWGW1IZwqgqdiIiInGBT9SApIInMQUPpHG09Cdp6krT3JhnOTL/AwmT6khne6hzitZ27efHvP0shOQCAN1TFZ//+AZYsWoAxRxdmRhZyXdkUYXl9CJ/beVzaLCIiInI0NMROZA5L5/Ls7h1md2+S3X1JeoaOXIa7HCO9T291DbGjOzFa3jtmwO10MLICktvpoC7kO6pwVBv2srIxzCmNmlckIiIis58CksgslMsX2D+QYndvsYeoYzB9TMPmDj327r5hdpRCUTKTH+3dOWNBLQ3uNPf9xQ2k432EotVAcX2jO2+6uuyFXGMBN6c0hjm1IUxNyHtc2i0iIiJyIiggicwC2XyBAwMpdvcl2dM3TMdAalz57KkcrtrcWEPpHLu6E+wqDcvLFSxup2FxTZCltUEW1wZHh7w98fAmOtq209C6fLRIQzkLuYZ9Lk5pCHNqY5iGiO9Y/u8QERERqRgFJJEKSOfy7O9Psa9/mD19wxwYTJEvIxCNNVm1uZEgY61lxXt+h52lUNQZLw6WC3ldrGyKsLQuyKKYH5dj4vpCIwFobPDasPHeScNRyOtieUOIUxrCLIge3RA8ERERkdlERRpEToB4Ksu+UiDa2z9Mz1Cm7CFzU/USrbnwktFAFIpWY4HEQC+hhsU0fvJvyHrCGKAx6mNJbZAltUFqgp5jDjEKRSIiIjIfqEiDyAmSL1g64yn2D6Q4MFC8HxzOTvs4Tzy8iVQywU/vuZ0nH7mfq2++g1ee+jXP/eqhYi9RwfLR//1t/vmPPsLQQC8AjkCUhk/8NUuam1hSG6S1Joj/OFSLC/tcLKtXKBIREZH5TwFJ5BgNJLMcGEyxf2CYAwMpuuLpsuYPHc73v3YDLz72M+oWLaZu0RI62rZz2+9/kJEe32DDYl70rOTZF/aRzR88l8/l4Mq3txKN1R7T+QGqAm6W14dYUR+mIeJVKBIREZGTggKSyDQMDGfpHEzRMZimM168T2XLW4Oo3IIKTzy8iRcf+xlOt4euPbvwBMIAo+HI4Y+w8Mq/YVFVgC3f+iMKyYFx1ea+ddM1ZVebO1Rt2MvyuhDL60PUhVV9TkRERE4+CkgikygULL3JDN1DabrixVtnPH3UC7IerqACHCyMkMkVqD7jXYSbFhPfvwswZJLxccfyuV18cl0LWx9/lL69O6ZdbW4shzEsqPKxrD7EstoQ0YDWKRIREZGTm4o0yEkvkc7RM5ShJ1EMQt1DGXqGjn2Y3Fjxvp5xBRWg2NtT37KMK27+Nr0FX7G892CKggWb7GffP28glxw8eBBjCIajJAb7R0PRSLGGI/VKjeVxOWitCbC0NsTSuoPlvUVEREROJirSICe9eCpLfzJLT6IYgIr3mbKHyJXjcMPoNmy8l43rLxstqOAKVuG7/Cs8umMYhxmmIeLjnNYYC6v8OAcs/yeVGH9wawlEqghEYlP2EoVjNZOGo4jfzZLaAEtqQzTH/LicE8t7i4iIiIgCkswzqWyegeEsfckMvYkM/cni4/5klkyuMKPnnmwY3T/eeBVdu9/izY44Zun5DB8Sxs5YVMXylgUsiPrxuIqhJd7Xw21/di22kMc4nLg9HjKp4dE5SZde+yV8geBhe4kcxtAU9bGkrljeuzak+UQiIiIi5VBAkjklmy8QT+WIp7IMDE+8pbMzG4IO58x3XsxjP/4XOtq287XPXEqhYMknB3DXtNAXXUHvd2+ikBzAH4nhMIbEQC/P3XkD5228F48rOHqcFx//OfHeLsLVdXzulu8SilaPDs9b867f5qKPr5/0/AGPk9aaAItrg7RWB/F7NHROREREZLoUkGbYfU+14TSGkM9F2Osi5HMR8hZvYZ8Lv8eJ16U/ZK21DGfzJNJ5kpkciXSeoXSOoXS2FIiKt+M5HO5YDaVzdAwW1zo6MJDiwGAK3xVfxXHPH5Ad6gfAG45x3d9+j73P/5ofd7aVVVBh5PHYoXoj843G7ucwhsaol8U1QRbXBqkPqxS3iIiIyLFSQJphyXSOZCZPx+DU+7idBr/HRdDjxO9xEvS4CHiceN1OvC4HPrcTn7t4P/LcPYvnkOQLlkyuQCZXIJ3Pk8oUSOXyDGfypLJ5hrPF+1S2QCKTI5nOk8zkKczigiHpXJ7OwXQxEJXKfA+lcwA4DNSGvJyxIEqVcfNDt5Nk6X1uh6E+7GPZFVficJgjhp4RU80tivjdtFYHaKkJ0FIdUIEFERERkeNMVexm2N3/7y2SR1ka+nAcxuB2GTxOB+7Rm8HjcuB0GFwOg8MYXM7SvcOBw1F8n4HRngZjKD0vHrdgiyWuC7bYq1OwYLHkC8VbNl+8zxUK5EqPs4XCaCDK5ArHtfpbJaSy+dGy3p3xFJ2DafqHs6OvR/1uGiM+GqM+GiLzhcdpAAAMj0lEQVRe6kJeXE7HlJXqRnqNjmZdIq/bwaJYoBiKqgPEgp7jdp0iIiIiJzNVsZtnCtaSztqKzrmZzcpZlNVaSzydo7tU2rurtObRwJgwFPa5qA97WdkUoT7ipSHiwz9Fr82Lj/+cjrbtx7QukcthaKry0xzz01wdoDHiw+HQsDkRERGRE0UBSeakwwWgyarJffPLV9HZ/hb7+4epP+9yuobSdA+lSY+pbBf1u6kLezl9QYT6sJf6sG9ahQ7KnTs01sg8ouZYgObqAE1Rn0pwi4iIiFSQApLMOZMFoJGemny+QPPa36JqwX3FanLXXkrBHqwmt7tqDV37B6gJelnREKIu5KW2dBsps30sjrQukdNhaIh4WRQLsLDKT1OVT0U6RERERGYRBSSZc1ZfeDGPP7SJjrbt/M11H6BgLZmhfrx1LTznPI0X3kgS+shfMXjPH5BNHKwm98m/+meaFzQS9btPWLU3l8PQEPWxKOZnUVWApirfrC6wISIiInKyU0CSWSlfsKNrHfUns/SPrHWUzDKQyuK9/Cs47vkDUvE+AFzBKi74wj/Q0NhAdcCDLxvi7vucJErHczsMi2uChAMzW+TA73HSFPWxsMrPgio/DREfTs0hEhEREZkzKhKQjDEfA/4SWAmss9ZOWnLOGLMLiAN5IDdZlQmZm3KFAol0nngqy+BwjsFUlsHhLIOp4uOhVI6xtfBcDkM04CYWdLOkNogn5+Qhl4Ph0us+l4P3nFpPOFZdrCZ383UkBnrHVZO786arj7qa3GSMgVjAQ1PUR1PUz4IqH9VBj9YiEhEREZnDKtWD9DLwEeDuMvZ9r7W2e4bbI8eJtZZ0rkCitP5TIpNjKJVjKF1c6HXkfniSBV9DXhcRv4uFVX4iPjcRv4sqv4eqgJuAxzkaPIrltK9neLBv0gB0PKrJTcbrdoyW914Q9dMY9WkdIhEREZF5piIByVr7GqBf2ucAay25gh1d4HU4M/l9Il0MQ8lMnvwk6yB5XQ5CXhehUtnskcfFIOQm5HWVPRSt3AA0nWpyh3I6DLUhL43RYmnvxoh6h0REREROBrN9DpIFfmGMscDd1tpvV7pBc0XBWnJ5SzZfXLg1V7rP5Apk88UFXdP5AtlcgczI89Itlc2TzhZI5Yr3+SkWEzYGfC4nAY+TgNfJwoCfoMdFwOsk6HER9DoJeFyEvK7jUiFuRDkB6EjV5MZyGEN10E1duNg71BjxURf2au6QiIiIyEloxgKSMeY/gcZJXrrZWvtQmYd5h7V2nzGmHvilMeZ1a+1jU5xvPbAeoKWl5ajafLx9/T9e5aEX9gHFP8KNKd47zMHnML4nbeyf5JZi0MFCAYu1YG1xW8Fa8gVLoQD50uN8wRYf5+2UoWYyxoDH6cDrcuB1O/G6HFSHPPjGPPe5nfjdTvweJ4HSvdflqFiPynQC0FgOY6gJeYrrHEV8NESKJb5VWU5EREREYAYDkrX2ouNwjH2l+05jzIPAOmDSgFTqXfo2wNq1a8tPBzOoLuylKuAmkyuMCTaQK1hsKeSMsKX/sWNKExhjMBwMU6a0zekweBwOnKXHDocZfew0BqfT4HYa3A4HLqfB5XTgdhS3e5yO4s3lwF0KRU6HmZdDxzwuB3VhL3Uhb/E+7KUm6NFCrCIiIiIypVk7xM4YEwQc1tp46fH7ga9WuFnTsv5dy7AWkpmJBQnk+DEGqvxuasNeaoJe6sIe6kI+In7XvAx+IiIiIjJzKlXm+8PAN4A64D+MMS9Yay82xiwAvmOtvRRoAB4s/YHrAu631v68Eu2V2SPsc1Ed9FAT8lIb8lAb8lId9GiInIiIiIgcF5WqYvcg8OAk2/cBl5Ye7wDWnOCmySxgDIR9bqqDbmqC3lIg8lAd9OB1qay2iIiIiMycWTvETuY/t9NQFSgGn9jIfdBNLKAeIRERERGpDAUkmVFOhyHqd1MVKAafsfchr+YIiYiIiMjsooAkx8zjcoyGoKjfTZW/GIAifjcRn0KQiIiIiMwdCkhyRC6HIexzEQ24ifiKISjiL9373Pg9mhckIiIiIvODApLg9zgJeV2EfS4iPjcRv4uwrxh+wj4XAY9TvUAiIiIiclJQQJrHjAG/20nI5yLkHXPzuQh7i+En5HOpIIKIiIiISIkC0hw0EnwCXhchr5OApxh8AqWeoGDpFvK6cDrU8yMiIiIiUi4FpFnC6TD43U58HicBt5OApxiAAp7i46DHdXCb24lDwUdERERE5LhTQJphDREfxoDP7cTvduL3FO99Yx4HPE68Lofm+YiIiIiIVJgC0gy74qyFlW6CiIiIiIiUSbPzRUREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQREREREREShSQRERERERESoy1ttJtOO6MMV1AW6XbIRVTC3RXuhEyJ+izIuXSZ0XKpc+KlEuflcprtdbWHbpxXgYkObkZYzZba9dWuh0y++mzIuXSZ0XKpc+KlEufldlLQ+xERERERERKFJBERERERERKFJBkPvp2pRsgc4Y+K1IufVakXPqsSLn0WZmlNAdJRERERESkRD1IIiIiIiIiJQpIIiIiIiIiJQpIMq8ZY240xlhjTG2l2yKzkzHmVmPM68aYrcaYB40xVZVuk8wexphLjDHbjDHbjTF/Uun2yOxkjGk2xvzaGPOaMeYVY8wXK90mmd2MMU5jzBZjzE8q3RaZSAFJ5i1jTDPwP4D2SrdFZrVfAmdYa1cDbwB/WuH2yCxhjHEC3wR+G1gFfMIYs6qyrZJZKgd8yVq7Ejgf+AN9VuQIvgi8VulGyOQUkGQ++z/ATYAqkciUrLW/sNbmSk+fAhZVsj0yq6wDtltrd1hrM8C/ApdXuE0yC1lr91trny89jlP8w3dhZVsls5UxZhHwAeA7lW6LTE4BSeYlY8yHgL3W2hcr3RaZU64FflbpRsissRDYPeb5HvRHrxyBMWYxcBbwdGVbIrPYHRR/wC1UuiEyOVelGyBytIwx/wk0TvLSzcCfAe8/sS2S2epwnxVr7UOlfW6mOExm04lsm8xqZpJt6pGWKRljQsCPgBustYOVbo/MPsaYy4BOa+1zxpj3VLo9MjkFJJmzrLUXTbbdGHMmsAR40RgDxSFTzxtj1llrD5zAJsosMdVnZYQx5hrgMuB9VovDyUF7gOYxzxcB+yrUFpnljDFuiuFok7X2gUq3R2atdwAfMsZcCviAiDHmX6y1V1a4XTKGFoqVec8YswtYa63trnRbZPYxxlwC/B3wbmttV6XbI7OHMcZFsXDH+4C9wLPAJ621r1S0YTLrmOKvcd8Heq21N1S6PTI3lHqQbrTWXlbptsh4moMkIie7fwTCwC+NMS8YY75V6QbJ7FAq3nE98CjFSff/pnAkU3gHcBXwW6V/R14o9RCIyBykHiQREREREZES9SCJiIiIiIiUKCCJiIiIiIiUKCCJiIiIiIiUKCCJiIiIiIiUKCCJiIiIiIiUKCCJiIiIiIiUKCCJiMisZowZqtB5v26M2V2p84uISGUoIImIyEnLFE31XfgIsO5EtkdERCpPAUlEROYEY0zIGPMrY8zzxpiXjDGXl7b/lTHmi2P2+7ox5g9Lj79sjHnWGLPVGPOV0rbFxpjXjDF3As8DzZOdz1r7lLV2/8xfmYiIzCbGWlvpNoiIiEzJGDNkrQ0ZY1xAwFo7aIypBZ4CVgCtwAPW2rNLvUFvUuz5OQf4HeD3AQM8DGwE2oEdwAXW2qfKPf9MXJuIiMw+rko3QEREpEwG+GtjzLuAArAQaLDW7jLG9BhjzgIagC3W2h5jzPuB9wNbSu8PUQxU7UBbOeFIREROPgpIIiIyV3wKqAPOsdZmjTG7AF/pte8Avwc0AveUthngb6y1d489iDFmMZCY+eaKiMhcpDlIIiIyV0SBzlI4ei/FoXUjHgQuAc4FHi1texS41hgTAjDGLDTG1J/IBouIyNyjHiQREZkrNgGPGGM2Ay8Ar4+8YK3NGGN+DfRba/Olbb8wxqwE/tsYAzAEXAnkyzmZMWYj8EkgYIzZA3zHWvuXx/F6RERkFlKRBhERmfNKxRmeBz5mrX2z0u0REZG5S0PsRERkTjPGrAK2A79SOBIRkWOlHiQRETmpGWOeBryHbL7KWvtSJdojIiKVpYAkIiIiIiJSoiF2IiIiIiIiJQpIIiIiIiIiJQpIIiIiIiIiJQpIIiIiIiIiJf8fU5OVC1Ehg1oAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -803,12 +796,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -842,7 +835,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -858,7 +851,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 64.84350085460682
\n", + "Objective: 51.22564245343125
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -872,13 +865,13 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", "
GP_regression. valueconstraintspriors
rbf.variance 0.2491115161061674 +ve
rbf.lengthscale 0.2135121969510486 +ve
Gaussian_noise.variance0.07540321132246341 +ve
rbf.variance 0.2510890841156063 +ve
rbf.lengthscale 0.21060728554830824 +ve
Gaussian_noise.variance0.07030460599179973 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -893,12 +886,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -926,13 +919,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "468cf8e9a99847c0a846dc637d54161a", + "model_id": "2e1ad52c802146a8a2b03d38ccaa00df", "version_major": 2, "version_minor": 0 }, @@ -968,12 +961,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -998,12 +991,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1043,12 +1036,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1067,8 +1060,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> Looking at the warping, we can see that in the final layer before observation, we have essentially learned a sigmoid function which quite rapidly maps data to either 0 or 1 given the input. Observing the range of likely inputs from the preceding warping function, $f_2$, we can see simlar form where most of the data is warped to either approximately -1 or 1.5, which respectively map to 0 and 1 in $f_1$.\n", - ">\n", + "> Looking at the warping, we can see that in the final layer before observation, we have essentially learned a sigmoid function which quite rapidly maps data to either 0 or 1 given the input. Observing the range of likely inputs from the preceding warping function, f2, we can see simlar form where most of the data is warped to either approximately -1 or 1.5, which respectively map to 0 and 1 in f1.\n", + "\n", "> Note that we may not have learned the optimal model, and you may want to adapt the model, in terms of, e.g. the number and dimension of hidden layers, and the kernels describing the underlying GPs." ] }, @@ -1099,7 +1092,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/.answers/lab_3.ipynb b/2020/.answers/lab_3.ipynb index c29db6e..249b5f1 100644 --- a/2020/.answers/lab_3.ipynb +++ b/2020/.answers/lab_3.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Gaussian Process Summer School 2019" + "## Gaussian Process Summer School 2020" ] }, { @@ -135,7 +135,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -217,7 +217,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + "The bounds of the problem should be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" ] }, { @@ -366,7 +366,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -395,7 +395,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -414,9 +414,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the better the method. \n", "\n", - "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + "Noise variance of the GP is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" ] }, { @@ -437,7 +437,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: -2.215596090516634
\n", + "Objective: -2.215595518683344
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -450,14 +450,14 @@ ".tg .tg-center{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:center;}\n", ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", - "\n", - "\n", - "\n", - "\n", + "
GP_regression. value constraints priors
rbf.variance 2.2938642476181945 +ve
rbf.lengthscale 0.11088635100243982 +ve
Gaussian_noise.variance0.0026639968440545531e-09,1000000.0
\n", + "\n", + "\n", + "\n", "
GP_regression. value constraints priors
rbf.variance 2.2938619468750314 +ve
rbf.lengthscale 0.11088633298610727 +ve
Gaussian_noise.variance0.00266399824756187371e-09,1000000.0
" ], "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -570,7 +570,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -636,7 +636,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -738,7 +738,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -798,7 +798,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 27, @@ -807,7 +807,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -854,7 +854,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEWCAYAAACe8xtsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9e9gsV1kn+nur+tvZuRACRkJI4nAxCugjAQJBEQwEmCSAEeUwRIPKkZNBQUgOisicQQ/OnAcvGPTAEMItcYIwMYDkQAiBKAIqEAjbkJggMcPANpvEgJAL2Xt/3fWeP6pW9apV71rrXVXVX/f3df2ep/buXvfqr3v96r0uYmaMGDFixIgRKciWvYARI0aMGLH9MJLHiBEjRoxIxkgeI0aMGDEiGSN5jBgxYsSIZIzkMWLEiBEjkjGSx4gRI0aMSMZIHiMWCiL6BSK6umPf3yWiS4de004BEX2NiJ6x7HWMWE+M5DGiN4joJ4no74jou0T0bSL6WyJ6AgAw83uY+VnLXuOIESOGxWTZCxixvUFERwL4MIBfBXAZgF0AngLgwDLXNWLEiMVilDxG9MUPAQAzv5eZZ8x8HzNfzczXAwAR/TIRfaZ6/RNEdCcRnVC9fwwRfYeIHhkYfxcR/RkR3U1ENxLRyaaCiJiIftB6fzER/Zfq9alEtJeIXk1EdxDRPiL6GSI6k4j+qZKQXmv1/V0iupyI/kc113VE9BjfoojoR4jo49U4t5uxiOiJRPT31X3tI6I3E9EuZ82/RkRfreb5PSJ6RNXnLiK6zGn/HCLaU433d0T0Y+q/zIgRC8RIHiP64p8AzIjoEiI6g4ge4GvIzH8H4G0ALiGiQwH8dwD/FzPfHBj/pwG8D8BRAK4A8OaEtT0YwG4AxwF4HYC3AzgHwONRSkevI6KHW+3PAvAXAB4I4M8B/CURbbiDEtH9AHwCwFUAHgLgBwFcU1XPAJwP4GgAPw7gNAC/5gxxerWGJwF4NYCLAPwCgBMA/CiAs6t5HgfgXQD+I4DvQ/nZXUFEhyR8BiNGLAQjeYzoBWa+C8BPAmCUm/O/EtEVRHSMp8vvArg/gM8DuA3AWyJTfIaZr2TmGUqy8UoDAjYB/Fdm3kRJQEcD+BNmvpuZbwRwIwD7Sf6LzHx51f6PURLPk4RxnwPgm8z8RmbeX433OQBg5i8y82eZecrMX0O54f+U0//3mfmuag03ALiamW9l5u8C+CiAx1bt/g8Ab2Pmz1VS3SUo1YHSmkaM2FKM5DGiN5j5Jmb+ZWY+HuWT80MAvMnTdhPAxVW7N3KVmbPyyrqnuj5qdfmm9fp7AHYTkdZW962KdADgvur/2636+wAcYb3/hrXOAsDe6l5cnADgn6UJieiHiOjDRPRNIroLwP+DkrRsuGvwrenfAXhVpbL6DhF9p5pbWtOIEVuKkTxGDIpKBXUxSnJogYiOA/A7AN4N4I1GBVN5ZR1RXWcop/segMOs9w/uvPASJ1jrzAAcj1I6cvENAI/wjPFWADcDOJGZjwTwWgDUcT3fQCk5HWVdhzHzezuON2LEYBjJY0QvENEjiehVRHR89f4ElDr7zwptCSWxvBPArwDYB+D3eky/B8DPE1FORKejrR5KxeOJ6GcryeY8lCqi1n2g9C57MBGdR0SHENH9iOiUqu5+AO4CcE/lCPCrPdbzdgAvJaJTqMThRPTsyuYyYsRSMZLHiL64G8ApAD5HRPei3GxvAPAqoe0rABwD4D9X6qoXA3gxET2l49yvBPBcAN9BaXD+y47jGHwIwH8A8G8AXgTgZys1WwPMfDeAZ1ZzfxPAVwE8rar+DQA/j/JzeTuA/9F1Mcz8BZR2jzdXa7oFwC93HW/EiCFB42FQI0aUrroAfpCZz1n2WkaM2A4YJY8RI0aMGJGMpZIHEb2rCuC6wVNPRPSnRHQLEV1f+b2butOJ6CtV3Wu2btUjRowYsfWgMpfZl6ug0S8I9b9Z1e0hohuIaEZED6zqjqqCYG8mopuI6Md7r2eZaisieiqAewD8GTO3vHOI6EwAvw7gTJR69T9h5lOIKEcZnPZMlO6U1wI4m5n/ccsWP2LEiBFbCCL6GoCTmflORdvnAjifmZ9evb8EwKeZ+R1VBoPDmPk7fdazVMmDmT8F4NuBJmehJBZm5s8COIqIjgXwRAC3VIFVB1EGgJ21+BWPGDFixLbA2QDeC9T5556K0ssRzHywL3EAq58Y8ThYgVsopYzjPOWnQAARnQvgXACgjV2PP+SBDwIxAEb9P7hyxK/LLWnMFsxCQprryS949jNRu94qYrdOMQ93jSCwh5TuK3SvVh0JZeY1SVKt5/Ocj+P0iQjG4hwJaPxNxAns19RckvQ3NONZdeLflZy/HZn+Tpkp987XHrfu4dbV9WzfTt2G3HLrw29+dZufeewjlPrMZ0j/Aktj2WvI6vsoR8+I6z45FSAwMmLkKF9PqEBOBXIUyMHIiZCB8KXrD97JzN+fvEAL//5ph/Gd3y6i7a67/sCNAPZbRRcx80VOMwZwNRExyswDbj0AgIgOQ5kC5+VV0cMB/CuAd1f52r4I4JXMfG/SzThYdfKQvlkcKG8Xlh/wRQBw6INP4B885/9EtgnkB4HsICObATQD8gOMbMagWTlMNgNoWn0JZ/oNivP50ngyf13k7fqies3WX6Gw++d2uX+eZnl8jTQL1TXvNZvZdXa5tbFMhTLrtRnDfJ52fTYtxD7UKG/++Ow6TbkEnrSFbreM86xVbj73oirj+m9YledWG+vvW7/Om23Me/Oac4Azocx+n9nvuSyblJ9dWcdAznU9Va+RVd/nnJFVZVleNP7Ps/L/ST7/LBuvs/nrjVz+Im1kgS/YAmCvY1c1966qbFc2w65sikPyafl/de3ONnH//D4ckm3iqPx7OCq/F0dl38NR2QEclTHun23giId8/X/1Xdud3y7wuY8dH7+HY/95PzOfHGn2ZGa+jYgeBODjRHRzpb1x8VwAf8vMRqszAfA4AL/OzJ8joj8B8BoA/1l/J22sOnnshRX1i3nE7y5PeRRUlJug2Qhp1tz0AD9xZIHNyWwmpj3nVI/BE6o30ALzejNvgfkmU5flVK+R8/kGbDYVd5M3m1GIGFz4SNH97Q9FGr7P0pSnEIaXKGaKDyDPo0TDk6y1hhJZ9W9ZVzia3wxU/40zVH/Hafk0bP6mGebfA4Cqds7nXP0fp0NC43lqUr5mpxbzFuDGuOvrcHlItgkUwH7amF88xX7exCG8tQSoATPfVv1/BxF9EKX6XiKPF6JSWVXYC2Cvyb8G4HKU5NELq04eVwB4ORG9D6Va6rvMvI+I/hXAiUT0MAD/gvLD+nnNgCVZlK/nmxtqqUMiDt/TMTDftO02xSQLkki5UTRJxGwyZbs4idRzecgkBdKDoo8wgOElDR9pRAkjQhR2+4ZUIfXTEEqeWW3aJGL+1lm1TRdgiwSoVqcUFWGYNmi8byKzytghGM7M+5IiOAdoSjWBAE0xnVFKHSjm5JJCIpO8wHS2c8jmQLEBZMAhvIH9vAv7ebO6ZtjNeik2BAbjQDvONBlEdDiAjJnvrl4/C8DrhXb3R5lpoY5XYuZvEtE3iOiHmfkrKDM993YuWip5ENF7AZwK4Ggi2osy59EGADDzhQCuROlpdQvKPEYvruqmRPRyAB8DkAN4V5WhVD/3jFtSR1NF09zsfJuzRCamj0QiDSmkIpGGFKIgkXK89poNXBWXjZBGwZVaJCmjVb5g0ogRhlZVFWrHk6w5rkUkPMlafQ2JcPX3NX9zWwqpHxRsKaTaxjNwqW2vHgYMgczfm3lKSdkmkMAdoiFjTOavY1II4CeRLC8wK3YOYdjYX5TZ9g/QVJQ+VgzHAPhgmeEHEwB/zsxXEdFLgXq/BIDnoczS7Nozfh3AeypPq1tR7aV9sFTyYOazI/UM4GWeuitRkosaxHOVlSR1lO+5seH59PCNtVhPtQ2JwiERrRQChEmknMea3yELrcrZp+LqShple7+KSvosVaShIYxpBzXDJG+N5xIJWeV+AppLIfYDQ1lG9d+4pcbqQCAt6aOqN6vlnGtphCdc1ZXlmJEohSBj8IxAOaOYmRZhwsgzWQrZTtLJgaLc/g7JNkXpY5XAzLdCOI7AIg3z/mKU+ePcdnsAxGwqSVh1tdVC0VbHNDc8DXG4dWzZPmyVVooUYtZWE4VAImWfdDuHDz7VlFRvOxXM2/uljSFIo/X5h8hiOvXXAcBkIo8xyb1E4pKIsYm4UohPjZVCIICgrkogkKp0/tpRYyFn0Iy8UohEIlleoIiQgo9QVhW7svJ7cKDYEKWPIVCAV46IhsLakUfpXWU/Nc9tHUD1A/dsZrIBtYTxzGmoOxwppHCIxRCIWVdICinHruaazNduYHtpaeCSRX2PCtIw6y3be+od4pA+x2TSkAgjRhQSpD6TSXP8SVN1hdksaheR1FhaAgHmhvT5A0Q3Ainr2naQ0kYSIA33vUcSkYhkWeqtEGFNsgKbM78O92AleewvNkTpY0QYa0ceBrGnddeWESIOu94mEVcK0aqx7D6AoLJySMRu0wUuYbjjxVRUdpuQbSMqbWhJQ9r8e6itGmO6UklFIg11Vj4vs6WQObJ0AmkQRn8Vlo9ASszVWLUUks9VV7YqC2iSSJZzgziMi29MKjFtNe20cAnLEIlGdbYrm+HAbIJd2RQHiklD+kAO7OfW6cMjHKwteQDzTdN4WBmpQ7vpGTRtHkWQQICmGqt2sfWosQBAUmXZ6y/X0O3eXfhIo6yz+/e3bUjSRhJpdFFdTawPSlBbNfpZ0oittrKlEJ8ayyUQg620gUgEYttBgIDUUS9YJhGgTSQ2srz9O4kRRwqxuETkk3wmeYGpUH6wekoTpY9iA7vzYSQPBnBgIM+tVcN6kUdlMM8sLyuvF5WSOOzyOVHMpZAuBAJALYXM16D6BERIUkuKtGHuxy1zP8PO0kaMNFJUVz6VlT2ukUim02adIIUQ/HaQBoGY74BHAgGqh4OKMADzWdrvy/9tT7sUAqlGqQmkVmPFpBCgQSJAm0gA1IGHQBoRdEGItGZF1lBn2QRiAhgPVuosI30Aletufl+tuhoRxnqRRwRuEKCGOBrtLaIw/YckEAAtEgHS7R0GMdIwa5jfX3cXXDVxDEEaMRWWra6yx5FIxK6zCASYSyH2px+TQLwqLFDtEGHiQObSpxxIyFmTQIAmwbgEInli+QgEaNo+ahIBRCIB0CKTrUJIAjIwUfKblh/7rnyGg8UEB4sJDhQT7M42caCYG82HQMGM/Tv0zKS1Jo9a+rDccyVJJBh3AEdtlUgg83ZxAvH1dUnARyYhu0iINMya3LZbRhxD2zwkdZU9riNt1HW2Ud2VQvK5228qgQCW1FFNXUei5/73QLn5N97nAxAI0JJCgDlJ2NIIgAaRGFCu3zCl/hq4pGVIxKi0Ykb8g5ktfUxahvMRYawdeZjgwGCbaRH3CHLaA5bayiEQu51kRHe9sMq2YQIB0CIRgxTjuUSWW0UcKjVViiRigQOqLJo4X3tJXQW0yCKmxvKpsADnb9tQQzY9rHwGdNcDq5Y0CrSkkhQCKe+taekQpZAQiRhk8+9JV0JoQTlHyDPMJRCTC+tgkbekD6O6GhHH2pGHgW0s17VPU1s1iUI2ohtoCQRII5HgWj0E41NT2X1C6VrKMp3EUSOVOATSCJFFqC1JBvSAzSNIILAkD8cLy44DacT8TOaE0tX+YROIqePAa5tAXEN6SAop55NVVgDaG/0iIM0hGPVtVZZrvDfuuxv5DAdneZ1M0cCoroYAg7Cfwyq17YqdeVcd0Sc/VD1GQoxILFFgOUZYnWTaa9Zu2vmkDQ1x+MokBwO3Tq2qms7m5dNpkDh4Ok0iDhemP4dIy16XvU4XjkTl+y4044i48blnM244P5D7dxHez/vO37vJP430MS9rBpjStHpfNOvL+7LIYkaNOp5R4+oLdzzf1UBBNamYuqL+P0MxyzArMkxn1VVJIpuzHAeL8jowKyWP/cUG9vNkdNVVYG0lD0DevKUffDC/Uh7OgS5JGjH7R3uMuQQCtNVYdbuO5BdSU7nj9nLHdeq8xOGW1e/bxOGCN/VeMrTR3CB4Op1LIj4pxJVAJC+s3JFGFqy+kuwfouRRSxZ6CQRASwopx7Xq7M9wi4zmovQjpFrJarvI3PMKaEofAGrV1dAoAOzXnJOwDTFKHqlw1S6CGsZrG4kEGsbUQY22CfbhlHE0xNFsrysT7RwGGsnBIg5J2uDNzSTi8PWJSiF2mfM+JGHRrLBeu1kMmjalZrLOpo3Otdk1XheyVNKQQhIlELtNeW8kSiKuRNIF7lixy6AhjVRSiC2B2J5YovRhRaHXAYPFKHnEMJIH2hu1d5P3pQDXnCHhzplAFGX7uGE7Ba6aSppDo1abl+nUVTUkFZDCxjEEabjwkYi4LrfMRyDW65D6yhdPU7Ztvu+qvnLbuATSqrcIxFZjhUhkPkYaAfQhHrdvQ+opmuotW31lYKQPV3U1Qofxk4pAYygH0HDXNP1ixnMJPuN5OU5TfQXIhvQYhpJaQlKHWl1l0JE4RGgkGdfjqhrPVmW11FiuwTwE5/sA+NVXQPNvqzGeN/oKqqlW+Wyu4nK1KLWB3G5XqbDaY1JTVWVv2AnuuSJSCSS3JTbZrZhnhALNAMY6eDArsFnkrRMRjcvuEChA2J+a/mGbYJQ8PFCTxorMoSEESdqYr2VYqaNGSCoT4zV6EIdrXA/BtI2MKxrjteoryGTq/t0XJX245a6Kq1knSBFTarU3bUVJwUgjXa9UCCo0A55RwzPLqK8aKixHdbUou8dQIKKvEdGXiWgPEX1BqCci+lMiuoWIrieixzn1ORF9iYg+PMR6VveT2o4Qnjb7QiN9GPikkBixaDyr2n2Utg5FXWpSQy9xdIUjTbgSyLzdTIhOD0gkEekDQCt1SdMxwsll1pAk0qUPt23MgF6uqSmBAE0ppP7M+kodDmJqLFH6sQIba1SnJtouxUZ1NcnLrLvumet1vMcAKF11B7WfPI2Z7/TUnQHgxOo6BcBbq/8NXgngJgBHDrGQUfJYEcQM0ykwEkZI0lCP1cfWISHk7qqQOgYnDs8Y9jyi/SOSGkUVXBpIQtn0ZoNjRG+O00X68AXKugb0cn4nG4JwO11tF13tH2Lbeu2CDQTt9Cl25l1j99jmOAvAn3GJzwI4ioiOBQAiOh7AswG8Y6jJRvLwQIoQ34mQDPGDoYMjQTICxFFsTr2XZiwvgbT6Be7Tk/jRF/cBNDf91iFdHiN363Uhl7vwGc9b4wkEIpFI2W9xRnLffDUkAml4X7VVV3a+KzveY4txNBF9wbrOFdowgKuJ6Iue+uMAfMN6v7cqA4A3AXg1NCcaK7HsM8xPB/AnKM8hfwczv8Gp/00Av1C9nQB4FIDvZ+ZvE9HXANwNYAZgysyDHrG4ygiprnqPvQoqK63U4dnQveTgtMk2hK+/xiDuU1W5sSAWNHEfZbuQWtJVYzlxH0Jsh1Te+t+jvnLHMgTCE0sqclRZfeEjJAn2nK2YFEmFZWFWZHXMh8HBWT74jliwWm11p2IPezIz30ZEDwLwcSK6mZk/ZdVLXxwmoucAuIOZv0hEp+pWHsfSHq+JKAfwFpR6ukcDOJuIHm23YeY/ZOaTmPkkAL8N4G+Y+dtWk6dV9QsjjiQJZGB7hw+LIo6Fo8uBTYnQEEdKW7X0ISDVISKmurKRqo5MParYfppvSTvT9vcvJIkE5ymaV5e+KlTSh626MmqrzVluue2ao2lXzxzMzLdV/98B4IMAnug02QvgBOv98QBuA/BkAD9dPXC/D8DTiejSvutZpm7miQBuYeZbmfkgyps6K9D+bADvXcRC3AjvkCvtomCvodjGKrPOHmSpdguhfQpxBPt0OR9kgaorF11UV259639BfZVKIGaclGsIiAGNlvqqbfuYq66kEweH9LhiUJnyJHLFQESHE9H9zGsAzwJwg9PsCgC/WHldPQnAd5l5HzP/NjMfz8wPBfBCAH/FzOf0vbdl0quknztFakhEhwE4HcDLrWKj/2MAb2Pmi1IXwDkB5nClSYZ8NquT2onIc78ev4PUsS52lRaUm3OfnFUGxz78GDz//GfjtHOegkOP2I377tmPay79NC6/4CPYd+vtAAIqLLMOyftK8rwC9HEgAcS8rhptE1VXqvkFDy2p3PbEGhI+YnLhqs9asSiV+kqLFTeYHwPgg0QElPv2nzPzVUT0UgBg5gsBXAngTAC3APgegBcvckHLJA9RP+dp+1wAf+uorGL6v3KS0rB0LgBsHPGA4II4p7jOXyIQgThsYmi8TpRqumTM3YmIRZFLEsQTTj8Jr7vsfOQbE2zsKr/qhx95GM54yWl41i/9FF7/ggtw7VV75AE9JNAIHAyhh92j0cepCxFJDKFAQaC5Ac/7NO0GEoEA6E0iWsKQ+kjBjC54RmXKfKAmFGP3MEbzjXxWE8iqqa2Y+VYAjxHKL7ReM4CXRcb5JIBPDrGmZT76+vRzEl4IR2Wl0P+Zdhcx88nMfPLk0MPn5YrvhvmhtyQEmyy2yM5hoLV3dH2I2ilkdezDj8HrLjsfuw/fXROHwcauCXYfvhuvu+x8HPvwYwB0U3lp0NfuEYLPRTemunLbRT2tNK6zU0omANOnC3G449SvhazA7vrtfFeS2urAbDjiKCPMd0Wv7Yhlkse1AE4koocR0S6UBHGF24iI7g/gpwB8yCrT6P9EcE6NJ6fOkmqee4lDo45qSiPD2DuKfH5J7+V1DEsWq6KKe/75z0YeUEUBQL4xwc+dd+YWrag/+p1TP+A6QvYYixAam7pTnkw0s/i8IgZyBx7RxtJ+6cw8RWnD+BjKqMfLmPlGInqp0eNVeB6Aq5n5XqvsGACfIaJ/APB5AB9h5qsGXZ+jXtJuim67IVVWvo0+RhCmzVDoTRA9bQIanHbOU1oSh4uNXRM845yn9p9MYzS3oAkgBNKM5lpET9H0xIe4T+/a+btKFoYsXNKQyuy5AFn6kGDHexiPKzvD7ogwlqrYY+YrURp57LILnfcXA7jYKRP1f6kockI+K42TtrrANpoHDegOQsTh7aOUOkLEoUWRyxsST8gbLFhMMlXEe8rnpAVNJp2N5ocesXvQdklGcwkLSF1joDGat/vIMR9p86b30Yy5iPlpVqUpAVpG9OkswyRzYj4GsnkUTMsIONwSrIaOYQXAOaGYZEGdP08yLyHEiMKWOlJJxYcu0oSmj29uqTxJmgpttBFpRMw1ZcH1lrrvnv2qJWnbJaEj4YVIOuVc+kVBTJ44kDosppYK9RPL7Y/SWbftuuuebw4M66q7k7Fe5EHzJxWNx4rZGIOqKA+h+NRVGluHRl3VRw0l9V1I4GH1pL0MO8g1l34amwfDm/jmwSk+cWnLQW/HoUvwXf1asaH3JZAh+7fSqHhUV26eq0XBJEaMXdsR60UeFezN0/uUHVFB9ZFCUjA0cWjHiKnTQveYdP+SNKJRBUUklcsv+AhmEQ+q2eYU73/TlcE2BqLko1VZDYxlSiG+zbir1DCk5NIXm6sd57FyWEvyMDDuukXe3KTtjTPZyO2STA+pwyWOqOdUTq0rBHcsjfQRU+upoTSa2zEVKaqrfbfejte/4ALsv3d/SwLZPDjF/nv34/UvuKAOFAwFCSZjCxwCFoGtlCC6pEtRZ9xVGuilsz1WPFBwpbC25CEZ2ozdw9snIm0smjjEeSNEEasPEYhW+tAQbH3/PewemvY2CVx71R6ce9KrceXbP4F7v/s9FLMC9373e7jy7Z/AuSe92h8gmAqzjiVJIhKkzXlId92Ued36NJJpE4aPRFopVAq3Xv4NLDLWowDVZ6KHru2I7fmI1ANFDpCdlqTyuJJgPIg4z2CfW6EzePezc7hrludI09ua9m4gms8LKzROLJit9r4KpXQxmORtN1eprAP23Xo73vyKd+PNr3i3t40odQwtPWxxMOky4TuAKn2c8Pc7lDW3hSpVCc8IlIX7HCxy7MoWEzS6k7C2kgcwN5rLXkQm9YH+6Xret9/Haj/9i8ZthUoqOL7Qt2EHSpA+5u080fghDKG6ikgfQ0OVmmSHQ3dYUzgmY4g5OqNxPO1it0CuzjCPXdsRa00eNozdI6S6ipEC51lL4uijrvIRxxCIjeMjELdMRRau19WQqisPso2JikQ0bWK2llT48p5pswvoPAXT1+XDUEZt/Xz677jXgG9Ht49R5gvBWpEHV666bBmeQ6QvbZAuQXjLWvaPfsQRtltQ9Ardn29Oca4E6WNIr6tU6cPARyJBctEQmNK+sSrpWoBhswysKrRE56ZpH5GO7SkvDQTOAczadg/OCQXKyGqj33cjqENSyCKIw0VqZlXT3nXzdO0Xtv3DjjyX7By+zyaEuq2xaUwm7aA6qcwBbWw0M+1G+qhVWQ5xRKUOH9EMbDzvmkl3u2FoKSGUadfF5iwHBrZdF0zb1iAew+o8Fm0x2gdAUctlt9UnFkUuelwNSxwhSUIDqX9IAhHjTBISP9afh8ZgnCB9yP0X+ywUnN+sM9AmVQpZFUlh6BQkQ2Od1FJElBPRl4jow0LdWUR0PRHtqc5B/8mq/AQi+msiuomIbiSiVw6xlrWTPIzKKq+erouckEfyOtlP3eoEie6GPBBxBOd0/pqhLKxFTg0pJCSB+NrYZT7PtCCGlj6U/fzrSZQ6eqBhG2vEFaVvhFH71cCPiGoPpxH1SYID4pUoE8keKdRdA+AKZmYi+jEAlwF4JIApgFcx83VVNvIvEtHHmfkf+yxkbSUPoGn3MBuzbTgH5pt+yo+6L3G49g2ftMGT5pVa747rj7Zvt+lk+9CkK0mUPuTI7w7PRLHcWnZ9qkpqIDdd+2/okwb6SCurLmEsElKsx6qBiI4H8GwA75Dqmfme6kAoADgcKM++qo6iva56fTdK8jmu73pW/xMbElQ+hRmjOdD8wUiqLKBJIMEIa3fTn2SdiMNGiDRSESIRaX6t+irJ88pFSN3j2bDVBKIyfMvtVFJHZPxYzjMNdsrhXNsFm1VK9iUkRzy6UjWZ61yhzZsAvBqAV7QnoucR0c0APgLgfxfqHwrgsU7ADHEAACAASURBVAA+13fBa6e2smHOMJdUV26acjs1uSrjbcD20ZU4hnIHN+PYai1bjWWrpyQDeihI0FVf1e+doMGgkV0RIOimaxdVWMB8g7dVWYkZfKNSh0uAHTyxGg8ZAyWpXGdJQoNiRsgW/BmVBnPVD/dOZj7ZV0lEzwFwBzN/kYhO9bVj5g+iPOv8qQB+D8AzrDGOAPB+AOcx813KW/Bi7SQP+5Q9G0Z1ZQzndbkySM5u40obqcTRUidF1E6dXXUn7fHk9Qh9e6j15vM7cR8J0oeEoLRgJIyhjOqJ4wzlslt4/i5aopAk7labnks1kv1IXoPiyQB+moi+BuB9AJ5ORJf6GjPzpwA8goiOBgAi2kBJHO9h5g8MsaD1Io8K2mNozUYfUkXZZTFpQ0sczTW019XF48pHJFoCmbcPq+3KNs2o/CTPK+npXam+AvoZuWljo7vU4YNwrxpjedH4jqamoWmX+VPcpI0VM5a326eRyE4zxjNKySN2Rcdh/m1mPp6ZH4ryyO6/YuZz7DZE9INERNXrxwHYBeBbVdk7AdzEzH881L2tJXkY2E9hc4N5U/qQCATwE4ZpG5I2NMQhSRt93XSleaS5JAKR7B8a47kXmqhz38asIJBUEpHaJ6UicUhvCHvHVmIIKSEozaywFCIdCLVd4Bzb/XMAbiCiPQDeAuA/VAb0JwN4EUppZU91ndl37rWyeTCqJyGTuG02t3sA5QbatAOU+n5b1w+0EwvW40ee1LX2jZA00JxPLBbhRt5KQYP2/buuvGWZ333XdWuO2j4kdHTd9R1XawhBtIU4baQxW2uz19ITqadJ+jytourFAffFkFSg+S6a425H9AMzfxLAJ6vXF1rlvw/g94X2n0F1Au+QWCrlEtHpRPQVIrqFiF4j1J9KRN+12PJ12r4a2PaPpiqr7VXluqvGzs5IUVP5iEMO6OumT/b1C6mxpMSRrkSWtIYU190E9RUQlhKMJCJdYvsQcUjlvrmVJymukrHcJptUO8pQbXeS6opBOFhMotd2xNJWTUQ5StHqmQD2AriWiK4QAlc+zczP6djXmdSoqMq0BSZ1NFkBgxm4fvou05SwmK7Dh9jJfyE1VbNPmzRisOcJpVh3nwBdKUSSQMQAQcf7KiZ9qBBLz25LIE5bs+lLUogWvaLYAyorgz4Zl4c2li9aVRXqM0og2x/LlDyeCOAWZr6VmQ+i9CA4awv61pj/iKQN3x/v4EoVUpnpl0oc7cA9vwHUvVLqY1KIGHQo2D9a6/LEfnQKHPRJGhEjdte06WK/hHlDEG0gSzaWh/q02+wcaWDEMFgmeRwH4BvW+72Qox5/nIj+gYg+SkQ/ktgXRHSuCbyZ3XvvXH3j3LlRXRU5Ofrl+YYpnbrnkzRiEePzMSCWl/3kcbtGEftIpNmmvbaQAd3nUJCEkPHcm3gwTiBaEvG2TTlL3ZU6AqTYJQ173TdgN2u17fHr1towFjV+ClmtMrEVTDgwm0Sv7Yhlkof0zXe/BdcB+HfM/BgA/y+Av0zoWxYyX8TMJzPzyfnhhzfr8ra9w4ZP5+/bvOXNWbZvhD2cXBtMyNVStr+EU7i31R6uzaeuEwjEHqdsI3tfqaUPCalusZM8SCI2QUhl0bn6pCepED0PxnOGiiY4dIgkij6ykTbnrVB5bRUp5JlSpTqigWWSx14AJ1jvjwdwm92Ame9i5nuq11cC2KiCXqJ9RdB8o5Q2eUn68J02GFcL6aUNlzjceVzEyEHbNiSFyGQxgJRh5hpafSXVC1BJI1riiESUh0gyNRmiT40qzit+Z+T/u2CV3W5XDQzsWIP5MsnjWgAnEtHDiGgXysCXK+wGRPRgK+jliSjX+y1NXy2CvukCgURVBQJpaNRUGmlDSxjatUnzSAQS8sDqKn0E1xlTX2kIpIt0IPXTqM0qaIIgo55XifYO9vztpPFi/eUxF/v0vyrSx4h0LI3ymHlKRC8H8DEAOYB3MfONJuCl8l9+PoBfJaIpgPsAvLAKehH7quatfrsm3oNmVfwCmq8LVF5GleeRm/tJA603VSzi3ZvtVrk/up4tUrxKI4dV7nigWZ+DOw7NWIyH6RT7UeW9akDjaSXlrzJtgGierEbbRpnCZVebx0ogTZ+Lbmp8hzhf4mOhtv0ipI4+3lcuuaSsLxuJqReWKi9VqqgrnTI76OXNAN6s7aue1/qyNl+7Z1q0CQRon8Znw5cF11cfIg4x6LDDj9fuY/9I2/crE0jdXiDSoRBMnKh01fUGEnaSQtKCBH3qt5jKagik2ju2m9qJc962Bz4xEw6uyqleA2P7xuV3ADvfv1rlkrvqgvYPTLJTxBIQphrF53VC0GHAsC+N4YM7TlvN1mzbWrfHFtTXeN6AMrgOgF7NlILUIEElYkTiU1kNbe/QtC1f65/qecLeS4Mu6iuNSmvog7BGzLE9LTU9wDnAxfzJmrOmFAJYpwbmc/UVAFF1I86REPAXkzZS9di+unZaEb8UIkkgcrqSZgDhYOore53umedAW8KQJBCg24mCMeLoIHXEVFZd0dfeUfftm0U3QhCmnqb9pAdbAtkutpAChIOzUfLYcbCfyEJeTpr06L4T+7pKG741DR3jocmT5EogQ50rIiFodA6pjnw2C60komk7iLuupNZcrr1DnkMndWglC01bbbCiSuJIWNeIblgv8qDqy5fZG+K82qir3E28rJPP2NAf8dqcxxd5nkoads4q95IQCxSMJdpzCWTL1VepBGLaxa5Wn1zl7RXzsArd3xC2D22akoWkJumwQY+b+s7B2qmtbNiqK6CtxjF5rVzvI0A2movG8oBEE1NRyZ5X8r1IcNs281mV/0sGckmFpTGgx9RX/nUmqK+AuAoL0HlY+dBRqgDaKisJksoq1d6h/R5EbQmKx0fRNtKDBHjCXhXWsvJeTfLFBAoyYzSY7xS4T+au3ridYbfdriyPGMuFcbTShjYXVSpi6rmYBCIZ0FOQcua59ESvlkDc+hTEXHYTpA4XKSqrFPSxd0hj2GqhoYljyDFaY+7MPRoAQES7iejzVaqmG4no//a0O7XKQH4jEf2NVd47C7mLUfKoYjvcBw/beG4/fQPhJ6PYDzkkbaRIGik/lHacR7Pc56IrZtLNmwb0VOlDazxvwIr/UEsgpt4gJomEVF5Cm1DOKo1KLmq3WMD5HUOqrBaJoaWPFOP6Rj6s2MMgbA5jMD8A4OnMfE91pOxniOijzPxZ04CIjgLw3wCczsxfJ6IHVeU5umQhj2C9JA8qn3iM3QOwflDZ/Mlc2uylXFAxO0OqtGFDGi9mz/DB18dvvG+vuYv9oytE1Y/v6d6VQEK5qkKX2EfxbKWUOgxSVFYpSHHRreuFX3/0mNkBJYbQWKtOcFsNLnFP9XajutwP8OcBfICZv171uaMqHyQLuYv1Ig8H0R9XXT/fQDXqgFhW3ZjqyEcaPnDWvLztPGNL6w4RiPaHPUTqEtVxrkPHekgklCh1tMojKisJXe0dQwUNtr4ra2Ts3pV1PxOmI4422b+r61y3ARHl1RGzdwD4ODN/zmnyQwAeQESfJKIvEtEvVuXqLOQpWDO1FTckDLK0IyYtSf0eTUOxa0Q2yGbhH2uKmiq0sddlGgOn0Ma+V1dt5VMTSOWuAX0l1FfAcLEeEfuJShqCTITzOsmxIi2L7ryfvu2i4X7vSGGDXkXj+ZBgBjZ1bH4nM58cHotnAE6q1FMfJKIfZeYbrCYTAI8HcBqAQwH8PRF9FglZyFOw3pKHRSQS3CdtTWbaeuxI3EZI2hAlhIhUEYPU3zen9JQbSpWyqPiPmPoqKoEA+liPkMuucp0xxFRW4tg97R0+F92YyipF6vB9N/t+Z1OwSiS6aDDzd1CeYX66U7UXwFXMfC8z3wngUwAeg65ZyCNYL/IwcR6TdqCRZPsQ64XUIfM27fTnca8reNvW6xH+SlJK+FCKeN94EnGZ8d2ykP2jubbhM+/2IhAgPc5DGCsmdXjPLVGqrHwuujHE7FmpfVPQVRJu1C/B9kFbFKFuDOaxKwYi+v5K4gARHQrgGQBudpp9CMBTiGhCRIcBOAXATRgwC7mNNVNbtWGLxrbXkakz6iu3re4sjeb7kN5aIg0XqbpsV73mju+qslw1lvt5lHVtDzSN+ioVkvpKVGVJ5dI56KlQEodW6qjbR1RWEhZp79DAt7mnSBXu922R2KG2mWMBXFJ5TmUALmPmD9tZyJn5JiK6CsD1KLeudxi1Vtcs5CGsF3kQgJzBM2rYPVo2ACdo0HVltetcaHzupSf9+v0ApCHBDQo0c/kIxO7nCxJMnT/F9mEjZv8Q2/QJFgwRhwcxqUOby8rnoiu2HZAoYrEdrfYddBYhAgnZPrqiscZtkgvLB2a+HsBjhfILnfd/COAPhXads5D7sF7kIcBNjGhLGqZMegrX/MBSDeLSuerimhM2DYkMAIsMDVEW87GpFVUvOw/0NZ6370s2njfa2CQRIxCg/5keLnpIHS5SXHQXbe/wzis8xW91ptrYg8sq2zuYgWmxM60DO/OuAjBPWLbdw2trcH50XV117TGk964dIhRh3jXGI6RCM2tw1xaOHZDdd9N09fGncinQLmR78G7ovpiOSKxHitQRbVfbdvQuuvExdWXavotG0JV8Z6qbdizWjjwAv4huNlnZWDwvk4zSPkN1zJMqJm10IQwfUgjE7ZMcOzBQ4sTmmD0JxCAWHOgbJyJ1dFFZDWnv6IoUldWyzsdYZeliXbFeaivnd1qrYTJZLDY6WkmVY5CiWkolDe24IWhSkwBNNZZ9z6aPrbpLVV/1haS+akFQYQEQDezR+QIZft36rqorUfXU094RjjfSrau5nsVIAltpPF8+CNPZznxGX+pdxZJ1EdEvENH11fV3RPQYq+5rRPTlKgnYF9Rz5lwazev0JE3VlSt9tNKYRCQBn5tvX+LoKoH41FYxKcS3DrdO43W2JdIHEHSf1SJGHN5+gaDA5vhhF1157O7nd2gcMrQYT+UbYWNpkocyWdf/BPBTzPxvRHQGgItQ+i4bPK0KhukEnpQnkxmvKxeSkbx56mBkfGlDdmwb0faJT6AxwyJ57sesJzOSmMeALrnvNvp6pI+u555LxvOg+64jgZg2QFgK8ZJMQCUWTFPiIcQYYkSiVR92kVy2UjXkkz52WsQ5M0bJYwGIJuti5r9j5n+r3n4WZWRkDzCQVYkR3SDBUOCcYEwOziI96QtGcbdPbAy7vG+9b157vVJfe+0+43kIqdJHs6+8cWskENPOd/WBVupo9+tHFEMQgC8RoquyWjep42CxXhr9LljmVyI1WdevAPio9Z4BXF0lAGslETMgonNNsrHi7ntb9SFjNtBWX9ntpL4xacMeU5ozpPbqo7aSyqXXjbVl7XrtnOVYctbdVHTyeErMdiuio9ThgyHKmL1D7Bu5nUUEB44YEcIy6VWdrIuInoaSPH7SKn4yM99W5az/OBHdzMyfag3IfBFKdRd2P+I4ppzBm6iDBQnm6YtaYnTLUCyI2kG7QKJtI/ZenEOptnIN5aZMSo4oR5bL6iuf8Ty85rSkic2+svpKhKDCUiPVg8tum6Cy0pw+mVrva79I6cGWYGg2bLDfdgaDMBvjPAaHKlkXEf0YgHcAOIuZv2XKmfm26v87AHwQpRpMBTuvjS2e23mtXBddWwIJGigzuU0sylxLHEOorULrcNfbdcPxSR/p47SN52r1FVCSQIoUomjvW8siMKSxPFTe+B4kqqzaeeLaauHtgoEObloLLJM8osm6iOgHAHwAwIuY+Z+s8sOJ6H7mNYBnAbBTE8touerOPa0khDyS3DM0YgkM7TFDNoetUFuF1hBSu3kJNcH2kep51VhHn4A9DYkEbCWd5/W1FzM0b42xfEj0IYll2lF4q6QjBopZFr22I5amtmLmqZSsy070BeB1AL4PwH8jIgCYVjnvj0GZzx4o7+HPmfkqzbxZzpjNyicjW7y237sqnphKR4LG9XUItZUWKWqrmGdVypy251X3cdLUV0F1lk0Qs1mSlOG+F7P/esgvZO+Q0MVYnopFSwfub2ypmFEwv9V0lmGSrU3wySBYqkuBlKzLTvTFzC8B8BKh360o89T3X0M2F0jqDVZIFugSCOB3WW3N0YEkUrygfBBdIXMdgRi49h6t7UNce8cDo5pj6DLrRu0hQDJxdIEq+3JPY3lqu6Gw6qopKpYr3ex0rJU/GoGR5QVmyOpgQcyojvdw4W6U7uaqc03t974u7/AjcJMe2nOE4j18ZSnwxX10RUz6EPtoCCRlDQq7Swq6GMu3Guu4+R6c5djVR+S2wJXaaidiZ95VBA2DeSPCnMv/M70dxAeNEVwlgUQM9Kq1CGNo7k9yFrDLfbaP4FoS3XZjto/YJt51Y+/STxsI2AfSZzy66e58ENEJRPTXRHQTEd1IRK8U2tyfiP4/IvqHqs2Lrbrzq7IbiOi9RLS775rWkjwMauJQeKzEvKNCdZ2IJEAarkeVdIn9AgQSM5qnYMigQaltcLwBCKTvGL5EiHOS1ZHMkGS0EyQInyTslg99Lkg/EIpZ/FJgCuBVzPwoAE8C8DIierTT5mUA/pGZHwPgVABvJKJdRHQcgFcAOJmZfxSljfmFfe9sB3yl9CACsrxAlpeR5jbEcwta3kTt+i6usVE3XU90d4rHlXc9SgJxy7TSh28tZZtuP+oU6cO7BkUkuTbaXKuy0qZgB7p/NjGopEH7O7AD06LHjPbbIQ6Dmfcx83XV67tRHi/rBlUzgPtR6Ul0BIBvoyQdoDRRHEpEEwCHYTzDfAA46aht1ZWEhaqtPOqlPpKAhpxSDPaa+cr//T/Y1HTtyWsIbeieui59thLaA6Dqup5q163AsjPrKp/4twpHm0wY1RXKmvFQlKcKfs6pejOAR6Ekhi8DeCUzF8z8LwD+CMDXAewD8F1mvrrvgtfKYA4ngJ2MwTxnUBFOxuZ6JQGeNO7KH61W2hgKLSO5LzFdwHge87ySMNQxtvO1zA3njQSJjvE8ZCxPihZPPOgpFZKn1WjDaCP23THfw5UDQxtTcmcVhhAEER0B4P0AzmPmu5zqfw9gD4CnA3gEyswbn0appjoLwMMAfAfAXxDROcx8qf5G2lj+I9UWI88KZHnRMJoDns3bo6Kp65Vqq1TiCNtUWHXJff3zSuqr1B+jxnDeNeJcewa4jUVIDEN4WS0SK7mBJmC17BWrBSLaQEkc72HmDwhNXgzgA1ziFpRZyR8J4BkA/icz/yszb6IMvP6JvutZvW//FqNxitqEG6oruX3K2PEyvRdUWsoHX3uNxCOPV/6fkrZkyLM+NOMOnSqkCzloSW5RNo5VwsoECAawXdxoKzvGOwHcxMx/7Gn2dQCnVe2PAfDDAG6typ9ERIdV45yG0mbSC2ultiL3u5zxPPLU80X3nawHxJMQRstUtod+BkzTvxlN71e5uQGDMXXTMlRXjfkjsRxDx3posRVuu+sC7XfGVl3RtIrfSggUnFqG84ND6g49KvFEPBnAiwB8mYj2VGWvBfADAExw9e8BuJiIvowy9vm3qvOO7iSiywFch9KA/iVUyWL7YK3IAwAmeYFZUSDLM8zc9CTOH7llJxDea7As4nDH8hGIdPhTV2iIomvAoBRx7kIKHOxCIKEzyvsg6EigfehYEdUUVfZCX12wr/DnWLjKymTRBkCZvO7NFTU4MfNnIGcit9vchjLPn1T3OwB+Z8g1bQ+ZbYFoBAxmTdWVXV6/TvxuaT2qmu/DdosuMR5m3C7wueX2VV1pAwZjqqtl2x7C95iW02onYEh11cJODnQeFO3T/gaVOiqDeezajlgr8iDJ2wrhTZWFjVLrO9/FoypGGhrEDO7S3NL9pUpWYUO5ZhzZ7pEKMWHhwB5WyyasRcF9+o+509KMWld0jgVqEf2BhNtzg15l7MxfQACTvKg9rmKIkYrWuwroThx94jxSA8SGgiZgsPPYPTbtnbrh98UqnAsuqaz6rkurBtsuRvNVw/ipGd1n60Cb9utY5Lf3ab8HcfSF7CrskW4C6/SprmJz+7Cq3kbeIMIFH/q0VVgFohgCIUmnla7E85y4JeoilqWzVGltFbEzfhEDgXOu7R7eNomf2KKJgyfcO6VEH6Os5pxzjd0jOk+i3cO32e906WPVyUFrKA+pn9zNdrtuvtsdO/uX5IAIjQNfMuPGGlRPtU8bVBmKPYkN+xKHIQuXNKSy1HnNuvugq7QUi/cYEl1SlKwSuhBEHzvDUDaKvuOESKIrgdgpSqazrD6G9uBgx9FSGQYQu7YhtsevZWBM8rbNI3kTD+UVUubFSpkzRcLoSyDecfvaK1bI4yh0QuAqoaskYfp1IpotjPLWSh0qQ7zVpr7/KTXrPWoiOznieI65Dqv5i9lCNKQOk97DUV35zjrXnmMu9lUSR1e1lK9fSuR8KC0LEDurPLC2JRrNR8yR8rTeW2pQ9u9KHKnYru6xq4Tgr5CIjiSiRwjlPzbE5ER0OhF9hYhuIaLXCPVERH9a1V9PRI/T9tVA43HlosvG14c4+qIT8Qxg16nrtvAhTmv3cNuvitSxTHuFZu6uBOLrtwgJx0c0obUv1NtqHQ3mRPQCADcDeH91AtUTrOqL+05MRDmAtwA4A8CjAZwtHG5yBoATq+tcAG9N6NueE4yNXPiVeKJNAfvpW46PiKGru+wiz1VoepIt7/yGITyu+qYBWRXi6IKFxkt4NvbUOVOIY2ipQ1JdNTBM2pC1ReiX81oAj2fmk1Bma/zvRPSzVd0Qn/oTAdzCzLcy80EA70OZNtjGWQD+rMoS+VkARxHRscq+XphYDxuS0bzPBu6PA/G7BA8xr7gWra2kp5TQOR6lh8fVumCgI7UBDBA/oSAQKhZHHDRrX5p+EtgxmBsMGWVuPovQtR0RIo8JM+8DAGb+PICnAfhPRPQKAEPsbscB+Ib1fi/aJ2P52mj6AgCI6FxzwMrmd+9r1WcJT96u9JGaeVfzlB/b6H12lthZ510JyRfnkT7O+m78qUglCm170U1WMDLX7wNqJXfTG3ozDBGHptz0F8uFsY3qalpkK5vfatUQIo+7bHtHRSSnonzC/5EB5pa+He4O52uj6VsWMl/EzCcz88kb9z80uCDOuWE0n5eH+rQv79hCXy1i5GC3U40XUV3Fxol9Jl2wqoGDQyCrvZ8WpybUbqyDzplIFhqpwxf4pzkQKlhvk902tTOsEkJbxG/B2aSrs3NPB/BfB5h7L4ATrPfHo32urq+Npm8Lbkr2bgbzDgbongbyIQ3Y2xGLiPWwsciU7TSV/6ZdsgoDSsO2wk1X/QQ/oFG7D3Go5/DdlzC3UVkt9DhaLueOXdsRoW3mEgA/Vx2YDgDmgJF3A3juAHNfC+BEInoYEe0C8EIAVzhtrgDwi5XX1ZNQnr27T9lXxEY2wyQrMLGIIxgkOJHddIfGUMQR6qdRXaXeZ6qEn5IgcSuwjLM+mvMH6gIEM6Q0EU2fPsDm1jV3Vac4lZo8ZdWVD6sc60FEJxDRXxPRTZUD0yuFNo8kor8nogNE9BtO3VFEdDkR3VyN8eN91xTamh6P8szbLxHR06vFfh7A3wM4pe/EzDwF8HIAH0N5qtVlzHwjEb2UiF5aNbsS5UlYtwB4O4BfC/XttSDB48ofs9HNTjIvU/ZdsASxaELsqzpetOrZJo4YibhnhDTr2n/jVPVUSBIJShADeT/F5utKIL4na42B3CtFDGlwFlKzD0kcxLKBP2Tw92AK4FXM/CgATwLwMsHD9NsAXgHgj4T+fwLgKmZ+JIDHYJEnCTLzvwF4aUUan0CpFnoSM+/tO6k1x5UoCcIuu9B6zQBepu27lXAPV/K1aZcJ7Rbklmsf8jQiDpoWatfdlLZbgWwWJlv7lD2pLHSwU92+IgHN9zVobO9JHKFy88A1P91yfl80JWBSmkwZaCRDLWZZJzX2VqHSuBgHpruJ6CaUTkL/aLW5A8AdRPRsuy8RHQngqQB+uWp3EMDBvmsKxXkcRURvQ+mmezqAywF8lIie3nfSVULmUV+5Z5uXZc2+4ZTtPVOJLGhf8qcu6ZlccQHrHdI91YVP0uirxoqddBhD6ClU83m49o6+6U3EOp80odDhdyUOrYThJZfAvCsSbX608QqtrnN9DYnooQAeC+BzyrEfDuBfAbybiL5ERO8gosP7Ljj0k78OwFcBnMzMVzPzeSjP0P0vRPTevhMvA5njkOXGegBzjyst2nEb4VMAVWMOuBHvNON5CkKqpmUgxeMqRBRDxmnYY2mf/uv6RKNvH+LoAtf2IcEmjmKW1bEeQ7rrKiPM7zReodUlnjFOREcAeD+A85j5LuUSJgAeB+CtzPxYAPcC6JSVw0Zoa3kqM/9RZV8AADDzHmb+CQB/1XfiZUGMMO8JQxjLjNbeyfB5LHUfL2Lf8EklHcko5nHV12jeJ2/UIvpox+lDHMEgwdjph0J9I7tusZpPXES0gZI43sPMH0jouhfAXmY2ksrlKMmkF7yfUsi2wcxv7zvxMrGRzxreVqFAwdh541pobR2rKClsZX4qIM3YbLcd0nNKM1bD4L5Eo/m8f7NtSHWllT60c/vgMwh3JQ7/eM59FO1xaTa3xTTm3wZpSoiIALwTwE3M/McpfZn5mwC+QUQ/XBWdBstW0hXKxBAjeMIr44/tSjiLCnhaNYP7EAF2fQmGZkU04WI2LXpl/pWM2/XYEcN4n7HnbdrGc7MJax8kwjEm6cShJTDf/YkOATPyqqgH87jiwaS3J6M0G3yZiPZUZa8F8ANA6WhERA8G8AUARwIoiOg8AI+u1Fu/DuA9VWjDrSht2b0wkkcFyhmsfAIpvTj0Yw/pYSV7cMU9v7YDugbOaZFKHIvwqDKbP804Gs8SIoq5N5FuQxe9rYq2d9K8vex91U8K6XZkbOqc9WdT3V/oMyKLQIpZhlle2j0mgj10mWDmzwDhmlrdbQAAIABJREFUnIKVhHG8p24PgJOHXNMKKklWB1ttw4inBOlIOGv4Vx7KWJ5iHwmprhZl96jbFGY806f5f3M83zzu+wGjywckDk2shGQPKo3TlaHfmWuRHlfrmBhxLbBo3+6tshesorFe8hgawv22izvsoPYQBTF1ddnV2D26foZdPJn6EojvvIoYcfgIoUvKFV9dyFV3VY3mq4S1+oSIIhusHWUe2Yz7kEKnA5pWkBxs9DojO/DUrR9jkfmpunln9ZpTQRQtw7jHThCTPnzG83lZ+oFFoT4a4oj18c8b/1waaLjqUsNdd0QYa/0pTQSpgwSXW6P2Sd30U7Pmrhokj5VVgk+d40oGQ2zu7hg+6UOjunLjPTS2nhRngb4xIiEPKd/pd5qT8TRutVppQ5veo+VtZamuGliUx9Vw6UlWDiu4ZS0WuxYZtjwiCYs2kGtA06Jx9RnHRarqykhgKaqraCBfB+lDqpfH1h+j2sWjSuOS6ytX2VPqhyNBbTVKH1GMn1APbHX8w3ZGesxD1a96Wg8GyzWM1nqpQ6oLkUgf6aMLUmwcropGK330JRDNuqSNPJU4tE/o0r1p3IZ5RuBKbTUb0N5BGCWPHQWTlt1gEUbzdSEWaZPq584Z3nj75o4CwgRht9GU2wQSkj60qiuN11UX11W3XyqBpGxyofYxw3jIc0o7T+jebNVVjR3g5r4MrCV5rBtWzRVQ2gxSVVgq91WPZKGeo0fyxL7SR6YgCm9EeUD6UD29B9xHuz5FDyVthAgjqLaSPgvB7mHSlIxqqzjGT6gn1kXC6IqtFMljLrRdbBoqKSUifczbhaWPEPoeYxu1eSikhE7zeohIQxzu+1Rjv0ptJdg9iiGJYzSYjxgKizq7Ywh//LT2ujIb4pNwTzddtXqpb1qSDuPVKinl3K7qqovhPFX6iKqMOgaxhUgjpmbSSA3ZrHlJ84hjW6qreXn7uz+k3WOnYvyEImi57S5o898u2IqnJJ+x3LUfNNe1eN1ciED6Sh/BeVtE0dH5QGHzkN4DczLwkoIiYrqLqskt85GFRCRRyWrWVF3ZRvPBMEoeI9YFXb7I0mYR2xSlp+rUTbG31DGb+a/EOb3tldJHiuF83gdVn+Z7V/qQ+oReS+9b4ySk19BIE7H3PtKQ4LbzSR8NjEbzZCyFPIjogUT0cSL6avX/A4Q23gPfieh3iehfiGhPdZ25tXfQHZ3Pgg58uYN1rpFyaovrgfmcAME+T0dDua52mjtEHCFESEQaXyt9pMA1nKeGKUnqq5D3kvu+399dJ22E3nvVUpH8UBKhttdC9Vj2e2Bgu8cOxbI+odcAuIaZTwRwDeRTrWIHvl/AzCdVV++zzENneqwKfFG9y0IXb55UTyvNk7tv0xY3cCUpNNq78ynVV/MyWe02pNuuJiGi5u/lVe8oVCyxdl2kjUZ9TC3m1GkCKeefV/U7sjyuhoJrn5Gu7YhlkcdZAC6pXl8C4GfcBsy8j5mvq17fDcAc+L4joT8NTh/Vu2xEiUTYHF17R3tMs7F2eLJPIQ23n9M39bCoPugqfXRRX5n3KSShbe+b333fsl0kGu0lAmmt22ojaQNWUfIgoncR0R1EdEOk3ROIaEZEz3fK8+oM8w8PsZ5lfULHMPM+oCQJAA8KNfYc+P5yIrq++kBbai+r77nmUPkD/7a//8q3EVIIKWncDhLHop6u1FJHV+IIjOGbb1Wkj0bbiPpKo2JKgY9UNGoqad2+sX0Epk222PjuVwbzIdOzE0NUsXVMyX4xgNOD8xHlAH4fwMeE6leifAgfBAsjDyL6BBHdIFxnJY4jHfj+VgCPAHASgH0A3ujrz8wXmUPlD3nA7o53szMQs3d0UTlJGNpYHvKyUiFiAJcu7VgxAlm09NFXfZWqtgohprJKUVP5ggq1azBj2ON6iWbWnmsVwcyfAvDtSLNfR7lf3mEXEtHxAJ4N4B1DrWdhJwky8zN8dUR0OxEdy8z7iOhYODdqtRMPfGfm2602bwcwiBg2okSKsTzuaRNJNyIRSSSfVSxyfAiVkqkXTxKczYBcjg6VTh80Zeb0QHNMrXlPUwZPqHXKYDZjFDmBpgD3+KXSrHmyHtA8pdDU2+0B33Gu6XPHymLShvZBx70H+56lUxmpaJ+eWB5NO7zdQ4GjiegL1vuLmPmilAGI6DgAzwPwdABPcKrfBODVAO7Xa5UWlqW2ugLAL1WvfwnAh9wGoQPfK8IxeB6AoA5wGQhuuB6PqyGffhb9JNXXWB6yd2ghqocU6qrUFCVew3tkPE3sSVqq9W7SR2O+iD2gubZ0soj1TSGO1DVJEoU7pm89Xb0gNQip2aw132k0JNWVRBwV3gTgt5i58QkR0XMA3MHMX+x/N3Ms6wzzNwC4jIh+BcDXAfxvAEBEDwHwDmY+E54D3yvPqj8gopMAMICvAfiPW7z+bQcvYS3oCSukx2631auskvJVdTBy+yCeZ25JIHZ9ivQxrx9W+piP0z7r3CeBAG0pxJTZ6CKR9JU2UkjMlpzs+8lmgPsNKM84L89rp6LcUIDFHku7QJwM4H3lczeOBnAmEU0BnALgp6uQht0AjiSiS5n5nD6TLYU8mPlbAE4Tym8DcGb12nvgOzO/aKELTEDXJzPveNYPu88Ywfoea+5iK7GhTYAYeyKPSh0DEoc7RoMYIgRCswKcO0QSUV+FUJNJtSm6ZOPb/FMJBPDnbeuykTfvwWnjSBup/W1IRFjfj/C7MqormlXkXBnMKetoX1simPlh5jURXQzgw8z8lwD+EsBvV+WnAviNvsQBLE/y2LZIEW+lH7I9ziqlOvGJ+CG7RyyyvI+9Q4te9o2pYhectP+AohQSqDMEEupnIyZ9aAlE1PMHCARIIxEffOTSV9rQqDXd+3DvN8Nc+mChTY2hThbk4R4wiei9AE5FaR/ZC+B3AGwAADNfOMwseozksYLoI32Iro0dVFZDGEZ99Vp7h09llSJ1iMShIQ23rUMiDSLwGNCHNJ53hau+AvwEYrdvrLnn5ueLEPfNoSEN35oaKiqlOs6ormgKUIbKaL46D3YGzHx2Qttf9pR/EsAnh1jP6kXC7DB0Njh20LJo+gzxFBS3YaS07Z7jKmbIFpFCHJF+GsIKEV4KfBl3Y8bzZp21dvu1kNpjiLgcaRzXBddn5Pb2DxjM3XoxRUlRlofuHxjW5jFGmK8pFhnJHVOBdY2qTZkD0BPKkPaOIVRW834ebye3vCtx2P2dMVIkHjf2o2vgoA8hApmvwfNaiKvosrn5+sQOg3JJQUsaNOP6ksYOep4JxEUFxiSJSoxqqx5I2XS7HhqlUWHpI8nt1+0fiC++Q3ufKfYOX7+6LKKySnaf9RHHNBDCPfH8PKazhhorpsLS2Dpc76sQfLYPsa1g//CpsAD/963r03HqQVChjLjl+3geNKPm8907UD41z6wyyoSYjxFBjJJHhSUEBQFQSgaeFAax1AYL9V0PeMi02nrsHX1UVvPxFK67EnFMp2HisNtI7RQSSEh95UofdbvEtCUx9ZVUZ5eZ15IU0idWSBMhHpI22m3b0oV3bqutfe8SabkPVDQdNm8cjed5jOiLIb4gHfPhhMdMXNeQ9o5Gv4DKKlXqaMBHHKlQEIiEIdVXWkgE4taV9e662mOpz+wIfDelDTJk24hJG1r7QUh9J61/RBpG8lgBLEJCcMfUqqxa5RGdsRY+e4dGZeVDvTH71FXu5q6RNkKQ+k89cwtr6n0UrlL6kPron/D9f9fUxH4+0ugqbWjtLz71qZE+bMO5mdeef1C7B8/vI3RtR4zk0RFdJImtEk/7kJHGzpES3xFz0W3OHdJnxzfgKHFIMEZw3yX2SScQt34o43lMfdUYK8m20P37qiUNvxotThox9Y/dpxzPv1Z3/hE6jOSxIlh0bp2U8iHGjvezCEZQWcXO7ZCkDi98KieN95WvXSKBaEhPc1a7BhKBuHVSfWjTT7liY4aIS1JRxcYL1bsE5Uof9vzl8bTD2z12KkbySMAQG3zwiz/E+DH33w4/itBmJLVz28ZcdG3Ezvr2zu2TOjraKsQ+MWnGRyBOWWrsR6r0YSNkQDf1qRu0as0e0oipqbRtyzbcuuz2zfXI37uQK+9QGOM8RmwJeqmchL4pxkJXhI894fVFzLXXq+IJSR0h4tBKGyF0IZAlqq+kPm693aaxRo804YOvvY+g5q/baip3zHldmyiac3HrM3DVV5mzTtfmAWA0oCswxnkoMPQXiWbhuI8uea90wYDhw6BU8wxg74gnPRw+v1WnOA9AjvVwU5ZMp812ThwIgDr+Q5vfqgtC8R9SuhPz97HbAO30JHbbFGjSivhIw20bPOdeyDjsy//V6lsAkNK3DLUzDpjbatUwSh4DYsizxZMSMHpzVyn6KokxJb9QCmx7R0hl1Uvq6BrnYbeLqb88Y6Wor4aMPI9JIDEppI8qRaMKS5U2GmNNm5db5vazJRBb+nDnbthBFmiD3CkYyWMB0BCIamOP2S+mNNiXvK9RPdXekaqy8s5rNudU4uiCFAJZsvqqMYfnb+MSiI9EYmQSaicb0cO2jXmdY8eYyvfnwm4XdmNuq67K1yNxaDCqrTpA/iK6cRXlATOxcWJpS2xy4AmryaL9g9WprFLtHUMb+4LuuikeVj70ifOw+/vUVLYKa4vVV77U7UDzu9ZM19HM2uuqsprj69ci/0b8nlSSMbyuE7Mw+78n9T0Ln0M2AwowAAKszMLwZNztC4qsdTtjlDwGgO9JZegnmGWL0innlWvsHTGVVSy2I1nq2KJYD2kNW6G+ao6Nqo3fy2peLrlKp2+gfnfdcNxGTNqwETKWS23sz0GSrJoqrW73vVUgotOJ6CtEdAsRvUao/00i2lNdNxDRjIgeSEQnENFfE9FNRHQjEb1yiPWM5LFgxAhkEV/UkNTRKF+yvcOHzpHYqcSxwFgPaT6N5LRI+0fZzi6355UjnbvGd9jjNtfSHl9cp2C/aNk+IpHaPlWesX1Ia5iXDRhhPo1fMRBRDuAtAM4A8GgAZxPRoxtTMf8hM5/EzCehPDnwb5j52wCmAF7FzI8C8CQAL3P7dsFSyKNiw48T0Ver/x/gafc1IvpyxaRfSO2/joht6j7db+j/lDn72DtSVFai1OHDUC67ibEedV3A/jFU6hKgTSCS8bhsZ5e3x+ibLkPazGNxGz5pox2/EU7p0Z63+ZqcNdTkW1hEuJpuuk8EcAsz38rMBwG8D8BZgfZnA3gvADDzPma+rnp9N4CbABzXd0HLkjxeA+AaZj4RwDXVex+eVrHpyR37R1HM3GNDadCc/suQPrRzp483f51q74hFlTfbJm6qPqkjtLl3hVYdppx3KPWVjVQC8ZFIaibbWDLG9tx+NZVEGtLYoaSIZpym6tS/nlDZknEcgG9Y7/fCQwBEdBiA0wG8X6h7KIDHAvhc3wUtizzOAnBJ9foSAD+zxf0Hg3Zz3goCSZE6Up+uhrB3+GDbO4JkoZE6OhAHT6fBS0SIQLT2jx6G/y72j7Jduotu18R+qdKGbZ9wiUMaVybNgEvydD6nq7qalw1MHDy/n9CF8lzyL1jXuc5I0gbiY/bnAvjbSmU1H4DoCJSEch4z39X31pblbXUMM+8DSpGKiB7kaccAriYiBvA2Zr4osT+qP8K5AHDYMUcMdgOrhs5Bf5F+Q9s7YobaxjxalU7HJ38vMXjakRsw6HpT+Tyt3CBCYO5t5Xhfzc84L8C5/b555nkIdVvb28oKpHO9sICmd1UoWDAGnzSq9aaKkUbKOorGPc3vubUuEyRofaxLUF3d6WhXXOwFcIL1/ngAt3navhCVysqAiDZQEsd7mPkDfRZqsDDyIKJPAHiwUPWfEoZ5MjPfVpHDx4noZmb+VMo6KsK5CAAe+KjvX6rPXMx9V+O6mzqfvq38v7YfoLN3+McZ4E+TEOuhJQ6pD4WiyWOuulKZAy2BmPc0ZfCERBdcDYGU7dvfPfvv6SOSlHxnZt7mvcp1ocjzsp//+8ITyy03dz4LEDKY/8vTBLNZ+b9t9xjydzgQrgVwIhE9DMC/oCSIn3cbEdH9AfwUgHOsMgLwTgA3MfMfD7WghZEHMz/DV0dEtxPRsZXUcCyAOzxj3Fb9fwcRfRCl0ehTAFT9tyO6fHFVAYc9VFYp86jGUbroNuBTWYleVMMTh9s/mUASpI8ukAjEIIVAgP4xHvZY7jrm6w3UBYhDc869aWN/Hm48iz0XC0f5DvZd52HO62DmKRG9HMDHUEalvIuZbySil1b1F1ZNnwfgama+1+r+ZAAvAvBlItpTlb2Wma/ss6Zlqa2uAPBLAN5Q/f8htwERHQ4gY+a7q9fPAvB6bf91gd9FckCD/xbksyrb+2MholAawn3EwZub/nVtbIjjBAlEXGNFIIrgwVTpw4a0YYYIBICaRELwfRe10kY5hscrL5C230Yj4NEhVJoxMqAhfRiVlfk/ywBeTckD1WZ/pVN2ofP+YgAXO2WfgWwz6YVlGczfAOCZRPRVAM+s3oOIHkJE5sM5BsBniOgfAHwewEeY+apQ/+2AoVKXpLRbVP9+c+vsHSJCRBGQOiTi4M3NIHGE2rTGS0qR4khSHeDzvrLhc1sNPfnP+zav1HoxNkPhTdUytE/bBKN11Y0d5WvKF5kWfaemZF+K5MHM3wJwmlB+G4Azq9e3AnhMSv+dhJj6asiN3+e62NVYnnLkbDmmvYkoVFYGQhyFDz7iSAFvbrakkKAE0lN9FZM+JITsH4BfAjF1AETDcjlO9CNqjNNcl7+NVtrwenVV3wvbkaCRPbj6TOy5Czs9ifB5rqCr7sphjDBfYfhVUrF+gfPLAw+6XdJRGCzi6Sn5qdzztO8Sh0ba8EHqq5ZA3LKEmBNt7IeNUNxDXe7JG9UlH5Ov3yKII5sW9eUrkwIVW/EfloOICRAciUOHMTEigCwvUMy2TsmpSZo4b7vgxSjRZx2afFZDRFhvJVwppCWBSAjYRWLShwau9xXQdlk1cCUQQD4Tw4YrkcQIJqYa0xCHRBoauC7NrvTRXFfpbdVcm2qaOFhn5N+OGCWPEcnQSBma4EB/34Dh3PWyigQKSlKHCPvcDukSEJRABpQ+tJHnzT5xA3PIHiHBd+Rre+6tIY5obivBJmSkDzfq3KzDTlkyIoyRPARopYJVhD7iXTlex8hyLaJeWNoobMmmoSGOlEOhBKgJRFHmzd+lQBf1VVnXJpCuxO/r25c4XPVUUm6rwOdir82tH1TyEEhOE6G/6hjJw4dtTCA2VkXtpYksjx38pIIvBYmPOJLGlolGZT+JxaNEEJM+Gm0F76sUAin76ogk1M6X1FBcU4A4GvMpN9rQGL6suiueGHHlsFbkse7ng0k/Cr9vfv/5+hyCIz51a1RWWvQJFIz03WrpQ6u+ihGI7+/VJZV4SNporUVBHNITOk0L8fLNSTN2Po+56mpUVaVjrchjVbBd1WKpbrrqcfsayyMqq5Zk0Pc0QWGMZUofYlufk0JEAux76p3v3I1mG6tOSRyN8RyScGHXh4g1hKHIhND0AvNd2xEjefTEdiUCF0PltNLC94PZiijzEIrNaeMKz+cnkE7SR4WhpA9VVL+HQFJJxOumuwDi0EJS7Rnpw1Zd2XYP+3TBEWGsnavurnyGe62HxDwrUMwyZDljNh58v1Akuyz2OavcB8+Tvo8oTHm2kf5TEd13hSDBYNoSD9zAQRtS5t2Q+64v6LCX2jFmuE8kDvGhwmMj41x+JpY+l2zGmE3K3FbuOeaDYKDcVquIUfJQgJ1PqU/em50iqawygiorAVEJI9RG7QqcJn3USDhxMGQ8L/v6o/2H9PpZNHHQrAg6V9j1IceC+fhC2fbUJG0p1pI8NvLymzzJh/mGaAmhC3FwPr+2IwZ/6nKN5Sn2C6Gthjiibbt4bXnr0t10pbYaPbrv4Keu8BHQ0MSRvC4nCt1WXbnrHPwwqB2MtSQPYE4gMdgbPk/8P6wYMaQSh0QYGhJZW8lmiONlFdCQTZLto67rbjhv1CVIH4CfQFJJxEcascy4aXPI9jC/t1Xczde1ewwO9nuFSWveTlhb8rCRVRIIJWy80iYubdycc9KGriMI9XCNtq76reuYi0D0ibIDOcRUVilSR7RfVw+uDqorCSnSh4ZAgDiJ9AlyS5U6WkQQ2HSlfqkb9CpKH0R0OhF9hYhuIaLXCPVERH9a1V9PRI/T9u2CtTKYZ6T4kmdcxoPMqAwUTDSi93nyTyWFIb7g7jhDjbtdcezDj8Hzz382TjvnKTj0iN247579uObST+PyCz6CfbfePtxEkuG8risN55q8VsZwHkMoEy/gz4Fl+qYgdvLfEMQRQ+izy6YFCmSWA8HcaF56XFEr11UfDBH8SkQ5gLegPIJiL4BriegKZv5Hq9kZAE6srlMAvBXAKcq+yRglDw9cEjBP7bbqaqin9a42DV8fDYEtW9LYcigkgyecfhIu2vMHOOMlp+HwIw9DlmU4/MjDcMZLTsNFe/4ATzj9pLptTGrxqq56rtEg1XDe7h+2TXRF6pGxEvoSh9vWlj5CKrwVxxMB3MLMtzLzQQDvA3CW0+YsAH/GJT4L4KjqpFVN32SsHXnscr7dxmieDWQ8T0XfTXxRJOB7Ck2dN/S022y33K/isQ8/Bq+77HzsPnw3NnY1JYKNXRPsPnw3XnfZ+Tj24cf4B1HlyOrodVWhj+pKQyp9CERDHNp4Dgm+GKA+9gOzZtfjagWl7+MAfMN6v7cq07TR9E3G2pEHUBLIRjbDJNN90VpSyADSx5AeVCk2kpDdo+s8MaIZBMr4By1cyeH55z8beSSWI9+Y4OfOO3PQdaixgJiXIZ+8U4nDV+6TOlpeV1qbR8C5ILauIUDMWoP50UT0Bes61x1KGN5duK+Npm8y1pI8fMgkdY/tbeX5tFKIYKvcbofyukolG98pdAC85yksA27Q32nnPKUlcbjY2DXBM855av2+q8E9Bbrocp3XVajcRurRqENmGBgKMbWeNH+23AjzO5n5ZOu6yKnfC+AE6/3xAG5TttH0TcZSyIOIHkhEHyeir1b/P0Bo88NEtMe67iKi86q63yWif7HqVI+D5CHb3JJAKGcgK9uFNmDJbddHDFsRqxHz/vKtS/p/HXHoEbsHbaeCIt5jCIQ26pD0ESOFEMksWupIgSSJhNa0orgWwIlE9DAi2gXghQCucNpcAeAXK6+rJwH4LjPvU/ZNxrIkj9cAuIaZTwRwTfW+AWb+CjOfxMwnAXg8gO8B+KDV5AJTz8xXaifelTV/sD6bh+u2azZi+0ncF/dhk0WSB9WEVZe3v1b6ifzVQ0QDNNVUIZtGSApx00SIyIWF+DyUBLVW47zxyCl/992zP76ehHZbga2ID5AIIlUyaY3ZY93Be3ZUe5oAQ0Nyqx7nwcxTAC8H8DEANwG4jJlvJKKXEtFLq2ZXArgVwC0A3g7g10J9+97aslx1zwJwavX6EgCfBPBbgfanAfhnZv5fQ0y+K5/hYDHDRjHDtNBsYn6XXZ4waNpdHRMiA00fd+626y3DHBCV6oZb5GmbRGj80FjmuFX3dRCTvHJpnQySJfeaSz+NM15yWlB1tXlwik9c+qn6fZd8V6uI0BGtBinfA63U4e0fkDpacG1B1TG+fbGKKdqrh+QrnbILrdcM4GXavn2xLMnjmEqcQvX/gyLtXwjgvU7Zy6tAmHdJai8JPrWVLX24do+m6qctfQDpBKCRIlLGapV1CCIMqa4a0lYuv26vKzRnYuyM8gzvVNib/+UXfASziA1jtjnF+9806O9vcGzXaGVt7IYKFqFocoItlCiYy/XErm2IhZEHEX2CiG4QriT/4kpH99MA/sIqfiuARwA4CcA+AG8M9D/XeDDc950DOCSPP6Uau0dDdZU37SASgUikkKJ26gpp3OYm37Z9dFFdhVA01FquNBQwolt1trtuH8JoZbI1CKiu9t16O17/gguw/9792DzY/I5sHpxi/7378foXXFAHCopSR0Q11rv9QFiod1HEgyvVPTeIgTddmqIOFBwRx8K+vcz8DF8dEd1ORMcy874qiOWOwFBnALiOmevwXvs1Eb0dwIcD67gIwEUAcMyjH8hA6aq7K5thM5thM8sxnWV1anZxDEv10yjP4M2+2UkdpdwvQ3PaaixbjSTdg1m/Vt1kt2uWk/cHV+TU0CfzhLq7iMZUVabeAm1sBNOUZBuT2mvq2qv24NyTXo2fO+9MPOOcp9YR5p+49FN4/5uuHDbCPIaOrska0k2V/HYiaMZrll9jeCzr47sCwC8BeEP1/4cCbc+Go7IyxFO9fR6AGzST+tKTTPIC01lWG80LKzcB5Qw2m25l+2jYEarfamoK517xFlZfd94QgYTK7HKxj0WUTVJybSx6u0cxyeonUa/dI8/9T5hd7B5CW5tA9t16O978infjza94t3cIja2jYax315yAEBksSp23KvB5SQGISx0B24cm7cuQ2K6qxBiW9e17A4BnEtFXUeZbeQMAENFDiKhWKhPRYVX9B5z+f0BEXyai6wE8DcD52oldbyspPXuWc8NlF7BUP476qq7Pmleorg9xuBDn83qBCfYRk3Yl4mEVKjNwgwVtu4f7tLtou4etumpt5IK6KNuYREkh2CaggvKq0eq+a+wjvURs1+NfVwVLkTyY+VsoPajc8tsAnGm9/x6A7xPavajP/LuyKXblOQ4WM2wqwqMb0gfQkEAAeFVaqdAE9klzmflsKcSWQCT1VYr04fOUCqmuXHVVYw5HdWX35TyrvW1EzytX2vC9R7lpq/NKVbDJodic6jyqHHLwSh2BPt4yg4AHUSy1S8wtesjgzV5qyS2ANpHkYGDesuMCtho7W+51QGAckrU3E5OmJM+KyuOqCEsfQDPyPDntOotXl76NOkcK8aVRqY3+jvFc8rjypTYJeV016iZNA7rL1fbGxp7XZuPLk7s8AAAScklEQVRUSx+xmA+g3KgjEkEX4mjNa9dLEoa2rIJWjeWT7LrYO4p8fo0YYbBW5GFwSD6tjeYbmeJUQcvzykcgpk5zDQkfidSvLU+sYJS58E3wBwbK5e77mNdV09MqwevKbK5mY3bfWwiqrzx91JDm6yp1CNgKe0dI6pAIoy+RqIJD67UN4303YjFYq79IRrLkYds9jPQBWLaPCl4C6UoIpm+Xy4FLIj4pZC5d+KPj7f9brwPSR5MAmuO2iMTatBYtfagIJIVEPO3dsaNShzumr13g3iUVjP13KALSiI84tOTga+OOO6QUVKNjIOCWZ29mLtWpsWsbYq3Iw2BXNq3sHrM5cTgZdlsp2iv1lU0gIon0IIAkeMaRSKR+7SEQn/qq2ba79OEazn3pTQaXPgIEEiQRnz0iQDJq4pDKhTFTpY7UJ/MQcaRASyDx9Qy8FSnIJUUKGtHGWn16BMburO3zb6uujPQBoGn7AFoEAqTbO1xoVV1BtZeHROrXHQik2WZeVuRNklmq9NGDQICIiskmi5AnlUBEScTRmHNrpA5pY++lilL000pDZZniuwB0lz62kjQYpcE8dm1DrBV5GBySTRt2D2CuujLIJNddoEEgEon0JgIFvGM4JGLXpxBIs65d1hqvJZXQ4qSP2IbRgUBUdgoHPtJQqap8hFIhdK+mTvpsUjZoG0MYwiXy2RLpQ/o+KEhlDJTsj7WKsczAOCTbBHBoXWaSJALAZiZ/6YpZhixnFEDpsms8sApqEkjieedu5l4t3HlaLsNm3DohYuWeawU0GlfeuWvu3IW3btNw8fVFl/uDBIu8fDqpx5gABeYuvGX93LUzFjQoBhKGAgXtMseFF0DDjVciEDsyPUYwrVgOjcQhlIdUUlp1VYqdI0QcoQ3Wn1Gg6dZtu+7aLtmNv7WQocDnsi26b4fcmAOfXbttW3oe4cdakYdJjHhINsWByu5xsMjLVCWzHBt5O8vuPOq8LK9tHg6J2HWLRitdvEUSdZsZNUjEjYoPEUijjSGTWfN1TQxW1HmBcuMo29mxGy5pUEUqVX21odGMy00F5VnT5gdPsyZxmKhzL4GYDdolFSd9iUQijc9ZIZGIAYBDEIdCXSW55mpVVV5bhfrY4Hk7d+PvQiDzthZRWATiazMEFuqCbAzmOxBrp7baTVPszjYbqisADcP5/9/e2YXadl11/Df2Pjc5ooU03oeaWFrFotUiGkpMVWwhtMZQ1IopvmihxZqHgvVBjATEx1vjB4q2GlSoENSIRkpNm9wWxb6kNJYkTXrTJtGYXlMs1RrjQ8495+zhw5xzrbnmmutr77X2Xufu8YPNXh9zrTXW3Huv/x5jzI809wFl/iOMult5gC+0+mojLbvuKyKE0NIwWkEmyV/kLTIhrFwCPQ5jpeGrtrk+pg5fNeY/0m1xXiQJJ4VwU2dP8K7y6blHFI40XNXVp2OocOhS1v7HnTuuLYTVbW+3h9XPk6jW1dZbWm2RESbYu0dEnvYjlT8gItd1XfPqrc0MrqluNWEeWl2BS5yfW57WBGSRTBgVC0j60HYF+j30U+Lzpa/6zeTPG5ev5ESifMg6AhLvD8urqEwsKqtEYNL1XMfB8HDRpRT/nnUplR9+LQQxREBy2zuEpOlVIycaOxCOuN7KY9uFo0s0VkupvJrInadPDmTd5HlYbxKRtu3hOu775T22DtvPAJtOsHcReJOqfj/wZeDXuy64V2GrRRG2OubaxTmOFiccnR5UEucAx9HAiHHnwVU0eGKsu6tTmTxk1XT+Iv8RC1OUi9F0GJWlVsJYbSEsF3oqBSQNXcWhKqjuK9eHha/a8h/hQVLJf7SFsKA2ZElleyB+uPdp+dKYCG/Je6T71xSOmCGhqpxo5GgTiNz+dAiacF6J81qZEFZX/qMpfJULWfVp1pzW3/aa6eq2WlNtNMGeqj4c7XsE+NmuC+6VeAjKoRxzJOc4WhxztDjgyvKEK6sDnzh3v7C45dXJ6aLW+3xVGYF3UZtAym3P/whzZdchnD+bsM8k9DXOe4RtxZH+uDUEBNrzH25dWKHFuhMNRU5KAQn72/IfgwQEmvMgUH2QNwlJX9YQDRjH4xgqHPkQ0/oJ4vjYytD7sTgsw/7StjYBKe+hWUCge7Tavq23irr0YdShc9nMhMoEeyKyzgR7gfcCf911wb0SD4DDxTGv6DHX6kHhfYSRdq9pmFIsFpDTVSocVc8kMFQkap0SE9K5RtLzp95PU6uwUKLJCxkqIGE9CEi8f0XZ2qoQkKJ8KSBQFZhRBASavZBATkhCuTb6zqPeIiq55ri5lkFDhWOIt9EkGm2zQMZIUk3hfIvC02z2QtoEpDJQZksCvU1EmuowFdgi9Jrc82gCovQdnPO8iDward/r5yIqEJFPAa/JHHv3EJOiCfZqoSkRuRs4Ae7rOs9eicdClEO5wqGc4yW+icPI+wC4pqXJX+qBxCICdSEZ3faWc6feTywkORGpeSEZAXHIVgQkhLLWEZDi+kFAiAQy54VAtfVVIA4tDBqqJPOd6SMa0DtM1daPY6i3kROMvmLRdlwsJDkRWUdAgGwIy22vi0jWxoz4rhIRmQlfV9U3txWYcoI9f473AO8EbvXzobeyV+JR9DA/da2ujnBNMa+Jch+B49Nl0fO8i1RItkXwRuoiFgmJf49FJPxsSomoroMUeZAuAYFqGCsVEKj392jr/zFUQEIz3sLyxAsptuVEBPJCsg4dTXZzopFu7yMcQ7yNNtFoE4y+YazqDJHl9iAksYjEYtAkIMX+hhyIO3eziKSkwtGV5wl9PM5gshw2n2DvNlyO5K1+KoxO9ko8Fj7nkYaugML7ALji+3wMEZBtkxOsXBgtCEmXiKReSF8BSUkFpL5NygcIkWgMEBBHXUBqYSxoFxEYHrIK9AxdDRENaH/g9fU2horGujmPxnyHv0YsIqkXEudBcv1AmjoRNolIEznxDa2sVstqvqNy3GhhK22dBnlELgD3i8j7gBeAOwBE5AbgT1X1dr8eJtj7peT4PwSuBS6KCMAjqnpn2wX3TDxw4uFDVyFxDnAUjbYbh69iATk+XXKwWHGyKkNYuYR6zIn3DlqHfB9ImHO9jaakfk1EQijLb696IWUiPZGaQSGs+rYNBaQIa7Q/OHqJSKBJTPqQ8Vo2FQ23bTxvIxWNbPhqjQdm6U3WhSQWkS4vpPiMozBWuO80jOXO3Z00b/PaquXCPQTvo+fNz4gRJtj7rqHX3CvxcK2tXCfBQy29D4CjhX9Pwlfr0iYamwhJk1j1ERSHs6sQEf+e80LCcppIDwIS00dAwnWbBMRZV8+BuO3RQ5FqYrUtjAXNIlLsg43DVtm4+wDRiLf39TaGisYU/67Tzzy+Th8RafJC0jAWtItIs31V4Ui9jjhkVTlurJa8V3EP870Sj4UIh3Ja8z5YkA1fTUk6BHwfYo9nHXL9VCoikvFCKs15D6p74rGwYHgSPQhQUxI9WFmKTPlgWfkzxGGsmJyIlFf0JEJSKdfjH22NloEMa8sTikabl5ETjE1j/Gk/Hyg/y7KM1kRkiBcC9f4g5bXqud2uuowpBeRMN9XdOjsRDxG5A/hN4I3Azar6aEO524DfB5a4uN0Fv/16XDvk1wPPA+9W1W90Xhc4lFWR9wjeByuK8BUHrwCHG91fH9JRfLsIIbMxSEUktM7KeiHRcj2MlR7RcD36t8Jy5aXo0OmWw3ateCBuW38RCTmRYl/O2FP3ufTqI9AhFtn1NUbD7ZvX6OtlbDquVSDtxxFYZP9ERB7HweZeCJAVkpRUOFKvIw5ZVY4zAelkV57Hk8DPAH/SVEBElsAf4ZI7l4HPicjHVPWLlF3xL4jIXX69rTcl4P65Hoq40FXkfbCgCF9Bkv9YuE6EY7JOEv7c4pTjyb7RzaGsdi8kJzNV6t5GSXVblONYtudBnMVSi4/HYY0++ZDW8FZPeo3D1DQ/xcSi0SUYbQ/dpn/f1RGU68fHAgBVIamISPg7EotI5hzhz0IsIkWZgZ0A0yR5GCYntLIK+Y50vLZNUFVWxxa2Gg1VvQTgs/pN3Aw8q6r/6sv+Fa4L/hcZ3hW/4FpZlKEr732woghfvbI6V5mq1uVAhn3467TSynki8TAp0Cw6x6tl5fjYS2kLddVbbJUiEhLq4pd16Zbj1li5PEiuJVbN24hG601H4i3FoS4gYXscxoopvJAkHwJUOxfmmvfS09tooG3023T/WKLhyma2tYhGfvyo2qZGukQl1zEQys84zou0hbLSfiFxKCt3nbyt+VZp4frlcvmezk1jNDPnnMeNwFei9cvAD/nl3l3xReT9wPv96tH5G//jySmMHcB54Os7tgHmYcccbIB52DEHG2AedszBBoDv3vQEL/ONhz61uv98j6JzuN9BTCYebV3pVbWtA0txisy2wQND+S7+93qbHu3qxTk1c7BhLnbMwYa52DEHG+ZixxxsCHZseg5VvW0MW+bIZOLR1pW+J5eB10br3w686JeHdMU3DMMwRmas1sxT8DngDSLyHX4gr5/DdcGHsis+dHfFNwzDMEZmJ+IhIu8SkcvAW4B/EJGH/PYbRORBAFU9AT4APARcAu5X1af8KS4AbxeRZ3CtsS70vPS93UUmZw42wDzsmIMNMA875mADzMOOOdgA87FjlkiPwRMNwzAMo8Kcw1aGYRjGTDHxMAzDMAZzVYuHiNwjIk+LyBMi8oCIXNdQ7jYR+ZKIPOt7rI9pwx0i8pSIrESksfmhiDwvIl8QkcfGaCK4gR1T1sX1InJRRJ7x769uKDd6XXTdlzj+wO9/QkRuGuO6a9jxNhF5yd/7YyLyGxPY8Oci8jURyfZ52kZd9LBh8nrw13mtiPyjiFzyv49fzpTZynfjzKGqV+0LeAdw4Jc/BHwoU2YJPAd8J3AN8DjwvSPa8EZcZ6N/At7cUu554PyEddFpxxbq4reAu/zyXbnPY4q66HNfuGGrP4HrX3QL8NkJPoM+drwN+PhU3wN/jR8DbgKebNi/jbrosmHyevDX+TbgJr/8KuDLu/hunMXXVe15qOrD6lptATyC6yuSUgyDoqpXgDAMylg2XFLVL411vontmLQu/Lk+6pc/Cvz0iOduo899/RTwF+p4BLjO9yHath2To6r/DPx3S5HJ66KHDVtBVb+qqp/3yy/jWnbemBTbxnfjzHFVi0fCe3H/HlJyw6CkX55toMDDIvIvfkiVXTB1XVSGlQGahpUZuy763Nc2vgd9r/EWEXlcRD4hIt83sg19mMtvYqv1ICKvB34Q+Gyyay71MSvmPLZVL/oMgyIidwMnwH25U2S2DWq/PMJQLAA/oqov+nG6LorI0/7f2TbtmLQuBpxm47pIzcpsS+9rlOFwRrDj88DrVPX/ROR24O+BN4xsRxfbqIsutloPIvItwN8CH1TV/013Zw7Z+z4OZ148tGMYFBF5D/BO4Fb1AcyEtmFQRrGh5zle9O9fE5EHcCGOQQ/MEeyYtC5EpNewMmPURUKf+9r43sewI35wqeqDIvJhETmvqtscOG8bddHKNutBRM7hhOM+Vf27TJGd18ccuarDVuImk/o14CfVzd2bo20YlK0gIt8sIq8Ky7hE/y5G/526LjqHlZmoLvrc18eAX/Ata24BXgohthHptENEXiPi5ioQkZtxv9H/GtmOLrZRF61sqx78Nf4MuKSqv9tQbOf1MUt2nbGf8gU8i4tVPuZff+y33wA8GJW7HdfK4jlciGdMG96F++dyBPwn8FBqA671zeP+9dTYNvS1Ywt18a3Ap4Fn/Pv126qL3H0BdwJ3+mXBTT72HPAFWlrGTWzHB/x9P45r5PHDE9jwl8BXgWP/nXjftuuihw2T14O/zo/iQlBPRM+J23fx3ThrLxuexDAMwxjMVR22MgzDMKbBxMMwDMMYjImHYRiGMRgTD8MwDGMwJh6GYRjGYEw8jL3Bj6D6byJyvV9/tV9/nYh8UkT+R0Q+vms7DeMsYOJh7A2q+hXgI5TTFl8A7lXVfwfuAX5+V7YZxlnDxMPYN34PuEVEPojrIPY7AKr6aeDlXRpmGGeJMz+2lWEMQVWPReRXgU8C71A3NLphGAMxz8PYR34CNzTGm3ZtiGGcVUw8jL1CRH4AeDtuRrhfsUl9DGM9TDyMvcGPoPoR3JwNL+CS5L+9W6sM42xi4mHsE78IvKCqF/36h4HvEZG3ishngL8BbhWRyyLy4zuz0jDOADaqrmEYhjEY8zwMwzCMwZh4GIZhGIMx8TAMwzAGY+JhGIZhDMbEwzAMwxiMiYdhGIYxGBMPwzAMYzD/DwZ4Qpprk2TqAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -901,7 +901,7 @@ "\n", "BO_EI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='EI',jitter=0)\n", "BO_LCB = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='LCB',acquisition_weight=2)\n", - "BO_MPI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='MPI',jitter=0)\n" + "BO_MPI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='MPI',jitter=0)" ] }, { @@ -913,7 +913,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -932,22 +932,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,6))\n", "plt.title('Comparison of acquisition functions',size=15)\n", @@ -966,163 +953,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: 9.842461840558926
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
Mat52.variance 2.739129381272947 +ve
Mat52.lengthscale 1.0370016278363612 +ve
Gaussian_noise.variance0.0052689541438551771e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: 1.3535506237840274
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
Mat52.variance 2.273080870245484 +ve
Mat52.lengthscale 1.0537165520056304 +ve
Gaussian_noise.variance0.00217940807403683041e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: 6.836830524303437
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
Mat52.variance 2.4230073129206877 +ve
Mat52.lengthscale 0.9216333827190409 +ve
Gaussian_noise.variance0.0015763071150683931e-09,1000000.0
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "BO_EI.plot_acquisition()\n", "BO_LCB.plot_acquisition()\n", @@ -1145,6 +978,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -1160,7 +997,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/lab_2.ipynb b/2020/.lab_2.ipynb similarity index 97% rename from 2020/lab_2.ipynb rename to 2020/.lab_2.ipynb index 087afb8..17c81b8 100644 --- a/2020/lab_2.ipynb +++ b/2020/.lab_2.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", "\n", "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." @@ -131,7 +131,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [], "source": [ @@ -156,7 +156,7 @@ "source": [ "Notice that there is what looks like an outlier in 1904, which may make it difficult to fit a Gaussian likelhood to the data.\n", "\n", - "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in, `GPy`, had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", + "We will attempt to fit a Gaussian process regression model using a Gaussian likelihood. This is equivalent to the regressions we were performing yesterday, which assumed that we could perform exact Gaussian inference due to Gaussian likelihood. The model we used in `GPy` had all of these presets assumed: `models.GPRegression()`, however we will manually set the inference method and likelhood using the `core.GP()` class, which gives us more flexibility for customisation.\n", "\n", "The likelihood functions can be found in `GPy.likelihoods`, and we will use `likelihoods.Gaussian()` here, with the variance set to $1.0$. The inference methods for a GP can be found in `GPy.inference.latent_function_inference`, from which we will use `ExactGaussianInference()`, which exploit the properties of tractability we gain from having Gaussian assumptions." ] @@ -314,7 +314,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing that will contain 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", + "When building our confidence intervals in the likelihood, we can no longer rely on the properties of the Gaussian that allow us to build our intervals as a proportion of the standard deviation. Instead, we must obtain the quantiles from the inverse cumulative density function. To obtain the confidence interval, containing 95% of samples from our fit, we must evaluate our inverse CDF at 0.025 and 0.975 (e.g. 2.5% and 97.5% respectively). We also plot the median (i.e. the 50% quantile). `GPy` allows us to obtain the quantiles of the prediction likelihood directly, using `predict_quantiles()`.\n", "\n", "We could also also obtain the variance (in the usual way) and plot it as an alternative representation of the uncertainty in our fit." ] @@ -349,7 +349,7 @@ "---\n", "## 3. Classification with Gaussian Processes\n", "\n", - "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process regression to a classification problem.\n", + "A common type of problem with non-Gaussian likelihoods are classification problems. Indeed, if the input is some real number and the output is a binary integer or numeric value corresponding to a class, we can often consider these as regression problems with a Bernoulli or categorical likelihood. Using the tricks we have learned above, we should be able to apply Gaussian process priors to a classification problem.\n", "\n", "There are different approximation techniques we could use. In the previous example, we used the Laplace approximation, but other alternatives include expectation propagation (EP) and stoachastic variational inference (SVI). Note that `GPy` has a `GPClassification` model that contains sensible defaults, much like the `GPRegression` model used in Lab 1. However, we will construct our GP and manually set the likelihood and approximate inference methods." ] @@ -382,7 +382,7 @@ "f_true = np.random.multivariate_normal(np.zeros(1000), k.K(Xnew,Xnew))\n", "\n", "## Random sample space over [0, 1]\n", - "ix = np.sort(np.random.randint(0, 999, 50))\n", + "ix = np.sort(np.random.randint(0, 999, 200))\n", "X, f = Xnew[ix], f_true[ix]" ] }, @@ -650,7 +650,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [], "source": [] @@ -925,26 +925,24 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "raw", "metadata": { "scrolled": true }, - "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" + "(b) In the above example, we sampled the inducing variable locations uniformly. However, we can also optimise the inducing points during the fitting. Experiment with unfixing `Z` (`m.Z.unfix()`), changing the number of inducing points `M`, and see how this affects the fit. Why might this be a better or worse assumption, given the distribution of the data ?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [], "source": [] @@ -965,7 +963,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [], "source": [ @@ -1067,6 +1065,9 @@ }, "outputs": [], "source": [ + "## if you cannot run climin make sure that it is installed by uncommenting\n", + "# !pip install git+https://github.com/BRML/climin\n", + "\n", "from climin import Adadelta" ] }, @@ -1245,6 +1246,11 @@ "outputs": [], "source": [] }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -1257,6 +1263,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -1272,7 +1282,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/lab_2_extra.ipynb b/2020/.lab_2_extra.ipynb similarity index 96% rename from 2020/lab_2_extra.ipynb rename to 2020/.lab_2_extra.ipynb index 1e7c04b..8155026 100644 --- a/2020/lab_2_extra.ipynb +++ b/2020/.lab_2_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 2 Extra: Deep Gaussian Processes\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", "\n", "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", @@ -44,6 +44,8 @@ "import GPy\n", "\n", "# PyDeepGP: Deep Gaussian processes\n", + "## if you cannot run deepgp make sure that it is installed by uncommenting\n", + "# !pip install git+https://github.com/SheffieldML/PyDeepGP\n", "import deepgp" ] }, @@ -453,30 +455,11 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "def gp_prior_sample(x, kern=GPy.kern.RBF):\n", - " ''' '''\n", - " if not isinstance(kern, GPy.kern.Kern):\n", - " kern = kern(x.shape[1], ARD=True)\n", - " mu = np.zeros((x.shape[0]))\n", - " C = kern.K(x,x)\n", - " return np.random.multivariate_normal(mu, C, 1).T\n", - "\n", - "def deepgp_prior_sample(x, kernels=[GPy.kern.RBF]):\n", - " ''' Sample from hierarchical model: f = f1(f2(...fn(x)))\n", - " where fi ~ GP(0,Ki) and Ki = kernels[i].K\n", - " '''\n", - " z = x\n", - " for kern in reversed(kernels):\n", - " z = gp_prior_sample(z, kern=kern)\n", - " return z" - ] + "source": [] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "raw", "metadata": {}, - "outputs": [], "source": [] }, { @@ -630,6 +613,11 @@ "outputs": [], "source": [] }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -642,6 +630,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -657,7 +649,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/lab_3.ipynb b/2020/.lab_3.ipynb similarity index 95% rename from 2020/lab_3.ipynb rename to 2020/.lab_3.ipynb index 5d92e15..0bfd581 100644 --- a/2020/lab_3.ipynb +++ b/2020/.lab_3.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Gaussian Process Summer School 2019" + "## Gaussian Process Summer School 2020" ] }, { @@ -160,7 +160,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The bounds of the problem shoould be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + "The bounds of the problem should be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" ] }, { @@ -301,9 +301,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the best is the method. The last one shows the predicted sdev. at the next location. This plot is useful to study the exploration/exploitation that is carried out at each step of the optimization. See how the method converged after 10 iterations. You can also print the updated GP.\n", + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the better the method. \n", "\n", - "The noise variance is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + "Noise variance of the GP is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" ] }, { @@ -647,6 +647,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -662,7 +666,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/lab_1.ipynb b/2020/lab_1.ipynb index ce53287..da5d63f 100644 --- a/2020/lab_1.ipynb +++ b/2020/lab_1.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1: Gaussian Process Regression\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "\n", "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", "\n", @@ -588,7 +588,36 @@ "\n", "Can you identify the covariance function used to generate the following samples?\n", "\n", - "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)" + "![exercise_3](https://github.com/gpschool/labs/raw/2019/.resources/lab1_kernel_samples_example.png)\n", + "\n", + "Options: _Periodic * Matern 5/2; Matern 3/2 + Bias; Brownian * RBF; Linear * Cosine; RBF; Exponential_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below is a utility function you may find helpful to plot kernel samples, e.g. `plot_K_samples(GPy.kern.RBF(1))`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_K_samples(kernel, N=2):\n", + " X = np.linspace(0, 5., 250)[:, None]\n", + " # Zero mean\n", + " mu = np.zeros((250)) \n", + " # Get the covariance matrix\n", + " C = kernel.K(X)\n", + "\n", + " # Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", + " Z = np.random.multivariate_normal(mu, C, N)\n", + "\n", + " for j in range(N): # Loop through samples\n", + " plt.plot(X[:],Z[j,:])" ] }, { @@ -597,15 +626,15 @@ "source": [ "(a)\n", "\n", - "(b)\n", + "(b) \n", "\n", "(c)\n", "\n", - "(d)\n", + "(d) \n", "\n", "(e)\n", "\n", - "(f)" + "(f) " ] }, { @@ -1199,9 +1228,7 @@ "\n", "### Exercise 6\n", "\n", - "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?\n", - "\n", - "(b) How might we encode this trend in the mean estimate of the GP ?" + "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?" ] }, { @@ -1215,19 +1242,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " + "(b) How might we encode this trend in the mean estimate of the GP ?" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "raw", "metadata": {}, - "outputs": [], "source": [] }, { - "cell_type": "raw", + "cell_type": "markdown", "metadata": {}, + "source": [ + "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [] }, { @@ -1443,6 +1477,13 @@ "metadata": {}, "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -1683,6 +1724,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -1698,7 +1743,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/2020/lab_1_extra.ipynb b/2020/lab_1_extra.ipynb index 5568120..894e40a 100644 --- a/2020/lab_1_extra.ipynb +++ b/2020/lab_1_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1 Extra: Uncertainty Propagation\n", - "### Gaussian Process Summer School 2019\n", + "### Gaussian Process Summer School 2020\n", "\n", "This lab is an extension on the work introduced in Lab 1 of the summer school. It is more advanced, and you should make sure you've completed Lab 1 before attempting. It is designed to demonstrate the advantage of using models when we have only a small number of observations of a latent function $f$.\n", "\n", @@ -224,10 +224,8 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "raw", "metadata": {}, - "outputs": [], "source": [] }, { @@ -241,6 +239,10 @@ } ], "metadata": { + "@webio": { + "lastCommId": null, + "lastKernelId": null + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -256,7 +258,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.9" } }, "nbformat": 4, From 7196cd49417b7c22e0db1559603ee6feba567d2a Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Tue, 15 Sep 2020 09:44:37 +0100 Subject: [PATCH 16/37] Rename .lab_2.ipynb to lab_2.ipynb --- 2020/{.lab_2.ipynb => lab_2.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename 2020/{.lab_2.ipynb => lab_2.ipynb} (100%) diff --git a/2020/.lab_2.ipynb b/2020/lab_2.ipynb similarity index 100% rename from 2020/.lab_2.ipynb rename to 2020/lab_2.ipynb From a8546e76d99f484d48a31be2493cf60a4ab1180b Mon Sep 17 00:00:00 2001 From: wilocw Date: Tue, 15 Sep 2020 14:48:01 +0100 Subject: [PATCH 17/37] fixed confidence interval calculation --- 2020/.answers/lab_1_extra.ipynb | 40 ++++++++++++++++----------------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/2020/.answers/lab_1_extra.ipynb b/2020/.answers/lab_1_extra.ipynb index e1c8ee4..e673fde 100644 --- a/2020/.answers/lab_1_extra.ipynb +++ b/2020/.answers/lab_1_extra.ipynb @@ -61,7 +61,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -126,7 +126,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 62.726762374749384
\n", + "Objective: 65.96007391289652
\n", "Number of Parameters: 5
\n", "Number of Optimization Parameters: 5
\n", "Updates: True
\n", @@ -140,15 +140,15 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
mul.rbf.variance 25190.840554324997 +ve
mul.rbf.lengthscale 25.19403117797324 +ve
mul.rbf_1.variance 25190.83973412162 +ve
mul.rbf_1.lengthscale 194.9106075789971 +ve
mul.rbf.variance 15308.189387215683 +ve
mul.rbf.lengthscale 23.192541106085837 +ve
mul.rbf_1.variance 15308.190782336731 +ve
mul.rbf_1.lengthscale 146.98147501349206 +ve
Gaussian_noise.variance5.562684646268137e-309 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -156,7 +156,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -206,7 +206,7 @@ "\n", "

\n", "Model: GP regression
\n", - "Objective: 96.75313668967566
\n", + "Objective: 96.75313670643321
\n", "Number of Parameters: 3
\n", "Number of Optimization Parameters: 3
\n", "Updates: True
\n", @@ -220,13 +220,13 @@ ".tg .tg-right{font-family:\"Courier New\", Courier, monospace !important;font-weight:normal;text-align:right;}\n", "\n", "\n", - "\n", - "\n", + "\n", + "\n", "\n", "
GP_regression. valueconstraintspriors
rbf.variance 672387.7248609178 +ve
rbf.lengthscale 12.427199409335204 +ve
rbf.variance 672398.7240957518 +ve
rbf.lengthscale 12.427228702547053 +ve
Gaussian_noise.variance5.562684646268137e-309 +ve
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -234,7 +234,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -340,7 +340,7 @@ { "data": { "text/plain": [ - "57.916463190460206" + "57.91347373791677" ] }, "execution_count": 7, @@ -369,13 +369,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "57.3815044511795\n", - "58.4514219297409\n" + "56.97838025272408\n", + "58.848567223109455\n" ] } ], "source": [ - "lb, ub = mu - 1.96*np.diag(Cov), mu + 1.96*np.diag(Cov)\n", + "lb, ub = mu - 1.96*np.sqrt(np.diag(Cov)), mu + 1.96*np.sqrt(np.diag(Cov))\n", "\n", "print(np.mean(lb))\n", "print(np.mean(ub))" @@ -434,9 +434,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0165\n", + "0.016\n", "0.0167\n", - "0.017\n" + "0.0173\n" ] } ], @@ -486,7 +486,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.3" } }, "nbformat": 4, From cb7d551d7596719def35e344b0e68609eb30ab39 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Tue, 15 Sep 2020 15:51:03 +0100 Subject: [PATCH 18/37] Update lab_2.ipynb --- 2020/lab_2.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/2020/lab_2.ipynb b/2020/lab_2.ipynb index 17c81b8..298e1cd 100644 --- a/2020/lab_2.ipynb +++ b/2020/lab_2.ipynb @@ -101,7 +101,7 @@ "\n", "We assume $f \\sim \\mathcal{GP}(m(\\cdot), k(\\cdot,\\cdot))$ and $\\sigma^2$ is the variance of some additive observation noise $\\epsilon \\sim \\mathcal{N}(0, \\sigma^2)$. However, often this is not the best way to model a problem, for example in observation models with outliers, or classification problems. For this, we have to make approximations of the likelihood to fit into the GP regression model.\n", "\n", - "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschools/labs/raw/master/.resources/olympic_marathon_men):" + "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschool/labs/raw/2020/.resources/olympic_marathon_men):" ] }, { From 50585ee924be7ff5dd685c208a3dd5f969e8614f Mon Sep 17 00:00:00 2001 From: wilocw Date: Wed, 16 Sep 2020 08:35:09 +0100 Subject: [PATCH 19/37] updates for day 3 --- 2020/.answers/{lab_2_extra.ipynb => lab_3_extra.ipynb} | 4 ++-- 2020/{.lab_3.ipynb => lab_3.ipynb} | 0 2020/{.lab_2_extra.ipynb => lab_3_extra.ipynb} | 4 ++-- 3 files changed, 4 insertions(+), 4 deletions(-) rename 2020/.answers/{lab_2_extra.ipynb => lab_3_extra.ipynb} (99%) rename 2020/{.lab_3.ipynb => lab_3.ipynb} (100%) rename 2020/{.lab_2_extra.ipynb => lab_3_extra.ipynb} (99%) diff --git a/2020/.answers/lab_2_extra.ipynb b/2020/.answers/lab_3_extra.ipynb similarity index 99% rename from 2020/.answers/lab_2_extra.ipynb rename to 2020/.answers/lab_3_extra.ipynb index 8fa9fe0..1d1d82b 100644 --- a/2020/.answers/lab_2_extra.ipynb +++ b/2020/.answers/lab_3_extra.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Lab 2 Extra: Deep Gaussian Processes\n", + "# Lab 3 Extra: Deep Gaussian Processes\n", "### Gaussian Process Summer School 2020\n", "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", "\n", @@ -1092,7 +1092,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/2020/.lab_3.ipynb b/2020/lab_3.ipynb similarity index 100% rename from 2020/.lab_3.ipynb rename to 2020/lab_3.ipynb diff --git a/2020/.lab_2_extra.ipynb b/2020/lab_3_extra.ipynb similarity index 99% rename from 2020/.lab_2_extra.ipynb rename to 2020/lab_3_extra.ipynb index 8155026..47a1750 100644 --- a/2020/.lab_2_extra.ipynb +++ b/2020/lab_3_extra.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Lab 2 Extra: Deep Gaussian Processes\n", + "# Lab 3 Extra: Deep Gaussian Processes\n", "### Gaussian Process Summer School 2020\n", "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", "\n", @@ -649,7 +649,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.7.3" } }, "nbformat": 4, From ced6c479a93992f44e0a6417b6e0480a3b50f31d Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Wed, 16 Sep 2020 08:53:19 +0100 Subject: [PATCH 20/37] Update lab_3_extra.ipynb --- 2020/lab_3_extra.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/2020/lab_3_extra.ipynb b/2020/lab_3_extra.ipynb index 47a1750..3071522 100644 --- a/2020/lab_3_extra.ipynb +++ b/2020/lab_3_extra.ipynb @@ -19,7 +19,7 @@ "source": [ "## 1. Getting started\n", "\n", - "Make sure that you have the appropriate packages installed, including `PyDeepGP`: you can review the [Getting Started](https://gpss.cc/gpss19/getting_started/) page for detailed instructions.\n", + "Make sure that you have the appropriate packages installed, including `PyDeepGP`: you can review the [Getting Started](https://gpss.cc/gpss20/getting_started/) page for detailed instructions.\n", "\n", "First, we will setup the notebook with libraries we are going to use. As in previous labs, we will use `GPy`." ] From bcdf0fc9a024aff1adf8a7e1cc7babdc4f867362 Mon Sep 17 00:00:00 2001 From: wilocw Date: Wed, 28 Jul 2021 10:47:06 +0100 Subject: [PATCH 21/37] renamed directory for 2021 --- {2020 => 2021}/.answers/lab_1.ipynb | 0 {2020 => 2021}/.answers/lab_1_extra.ipynb | 0 {2020 => 2021}/.answers/lab_2.ipynb | 0 {2020 => 2021}/.answers/lab_3.ipynb | 0 {2020 => 2021}/.answers/lab_3_extra.ipynb | 0 {2020 => 2021}/lab_1.ipynb | 0 {2020 => 2021}/lab_1_extra.ipynb | 0 {2020 => 2021}/lab_2.ipynb | 0 {2020 => 2021}/lab_3.ipynb | 0 {2020 => 2021}/lab_3_extra.ipynb | 0 10 files changed, 0 insertions(+), 0 deletions(-) rename {2020 => 2021}/.answers/lab_1.ipynb (100%) rename {2020 => 2021}/.answers/lab_1_extra.ipynb (100%) rename {2020 => 2021}/.answers/lab_2.ipynb (100%) rename {2020 => 2021}/.answers/lab_3.ipynb (100%) rename {2020 => 2021}/.answers/lab_3_extra.ipynb (100%) rename {2020 => 2021}/lab_1.ipynb (100%) rename {2020 => 2021}/lab_1_extra.ipynb (100%) rename {2020 => 2021}/lab_2.ipynb (100%) rename {2020 => 2021}/lab_3.ipynb (100%) rename {2020 => 2021}/lab_3_extra.ipynb (100%) diff --git a/2020/.answers/lab_1.ipynb b/2021/.answers/lab_1.ipynb similarity index 100% rename from 2020/.answers/lab_1.ipynb rename to 2021/.answers/lab_1.ipynb diff --git a/2020/.answers/lab_1_extra.ipynb b/2021/.answers/lab_1_extra.ipynb similarity index 100% rename from 2020/.answers/lab_1_extra.ipynb rename to 2021/.answers/lab_1_extra.ipynb diff --git a/2020/.answers/lab_2.ipynb b/2021/.answers/lab_2.ipynb similarity index 100% rename from 2020/.answers/lab_2.ipynb rename to 2021/.answers/lab_2.ipynb diff --git a/2020/.answers/lab_3.ipynb b/2021/.answers/lab_3.ipynb similarity index 100% rename from 2020/.answers/lab_3.ipynb rename to 2021/.answers/lab_3.ipynb diff --git a/2020/.answers/lab_3_extra.ipynb b/2021/.answers/lab_3_extra.ipynb similarity index 100% rename from 2020/.answers/lab_3_extra.ipynb rename to 2021/.answers/lab_3_extra.ipynb diff --git a/2020/lab_1.ipynb b/2021/lab_1.ipynb similarity index 100% rename from 2020/lab_1.ipynb rename to 2021/lab_1.ipynb diff --git a/2020/lab_1_extra.ipynb b/2021/lab_1_extra.ipynb similarity index 100% rename from 2020/lab_1_extra.ipynb rename to 2021/lab_1_extra.ipynb diff --git a/2020/lab_2.ipynb b/2021/lab_2.ipynb similarity index 100% rename from 2020/lab_2.ipynb rename to 2021/lab_2.ipynb diff --git a/2020/lab_3.ipynb b/2021/lab_3.ipynb similarity index 100% rename from 2020/lab_3.ipynb rename to 2021/lab_3.ipynb diff --git a/2020/lab_3_extra.ipynb b/2021/lab_3_extra.ipynb similarity index 100% rename from 2020/lab_3_extra.ipynb rename to 2021/lab_3_extra.ipynb From 3f6b0e5a32d2c2ded64129e12ef7318a7b86f44c Mon Sep 17 00:00:00 2001 From: Magnus Ross Date: Tue, 17 Aug 2021 10:49:52 +0100 Subject: [PATCH 22/37] fix minor typos --- 2021/lab_1.ipynb | 22 ++++++++-------------- 2021/lab_1_extra.ipynb | 20 +++++++------------- 2021/lab_3.ipynb | 22 ++++++++-------------- 2021/lab_3_extra.ipynb | 20 +++++++------------- 4 files changed, 30 insertions(+), 54 deletions(-) diff --git a/2021/lab_1.ipynb b/2021/lab_1.ipynb index da5d63f..9b04ff2 100644 --- a/2021/lab_1.ipynb +++ b/2021/lab_1.ipynb @@ -1011,7 +1011,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using the prior knowledge of the noise in the data has given us a reasonably good approximation of the true function. The samples from the GP demonstrate provide fits to the observed data and roughly follow the shape of the true function $f$, particularly in the range for which we have samples.\n", + "Using the prior knowledge of the noise in the data has given us a reasonably good approximation of the true function. The samples from the GP demonstrate fits to the observed data and roughly follow the shape of the true function $f$, particularly in the range for which we have samples.\n", "\n", "### Exercise 5\n", "\n", @@ -1270,7 +1270,7 @@ "source": [ "### Periodicity\n", "\n", - "It's there is a seasonal trend over the year, and that a simple linear fit cannot capture this information. However, we can add this using our choice of kernel by adding a `StdPeriodic` kernel to our regression model. It's evident to the data that the period is yearly, so a period of $\\omega=1$ is a sensible choice for our initial parameter:" + "There is a seasonal trend over the year, and that a simple linear fit cannot capture this information. However, we can add this using our choice of kernel by adding a `StdPeriodic` kernel to our regression model. It's evident to the data that the period is yearly, so a period of $\\omega=1$ is a sensible choice for our initial parameter:" ] }, { @@ -1728,24 +1728,18 @@ "lastCommId": null, "lastKernelId": null }, + "interpreter": { + "hash": "9d80ddb44d6f5a348c9c8ed4aca494cb8cc19fd58753f7f1789cb69209b85e5d" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.8.10 64-bit ('ndlfm': conda)", "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": "3.7.9" + "version": "" } }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/2021/lab_1_extra.ipynb b/2021/lab_1_extra.ipynb index 894e40a..77da476 100644 --- a/2021/lab_1_extra.ipynb +++ b/2021/lab_1_extra.ipynb @@ -135,7 +135,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "However, we can do better by instead using Monte Carlo sampling of a Gaussian process. We define $10^5$ Monte Carlo samples over our function space:" + "However, we can do better by instead using Monte Carlo sampling of a Gaussian process. We define $10^4$ Monte Carlo samples over our function space:" ] }, { @@ -243,24 +243,18 @@ "lastCommId": null, "lastKernelId": null }, + "interpreter": { + "hash": "9d80ddb44d6f5a348c9c8ed4aca494cb8cc19fd58753f7f1789cb69209b85e5d" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.8.10 64-bit ('ndlfm': conda)", "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": "3.7.9" + "version": "" } }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/2021/lab_3.ipynb b/2021/lab_3.ipynb index 0bfd581..f680190 100644 --- a/2021/lab_3.ipynb +++ b/2021/lab_3.ipynb @@ -478,7 +478,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." + "Now we create thee objects, one for each acquisition. The jitter parameter, to balance exploration and exploitation, need to be specified." ] }, { @@ -528,7 +528,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" + "(a) According to the previous plot, what areas in the domain are worth exploring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" ] }, { @@ -651,24 +651,18 @@ "lastCommId": null, "lastKernelId": null }, + "interpreter": { + "hash": "9d80ddb44d6f5a348c9c8ed4aca494cb8cc19fd58753f7f1789cb69209b85e5d" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.8.10 64-bit ('ndlfm': conda)", "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": "3.7.9" + "version": "" } }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/2021/lab_3_extra.ipynb b/2021/lab_3_extra.ipynb index 3071522..5ddce8b 100644 --- a/2021/lab_3_extra.ipynb +++ b/2021/lab_3_extra.ipynb @@ -6,7 +6,7 @@ "source": [ "# Lab 3 Extra: Deep Gaussian Processes\n", "### Gaussian Process Summer School 2020\n", - "In this extra lab, we introduce practical use of _deep Gaussian processes_, expanding on the talk given this morning.\n", + "In this extra lab, we introduce practical use of *deep Gaussian processes*, expanding on the talk given this morning.\n", "\n", "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", "\n", @@ -634,24 +634,18 @@ "lastCommId": null, "lastKernelId": null }, + "interpreter": { + "hash": "9d80ddb44d6f5a348c9c8ed4aca494cb8cc19fd58753f7f1789cb69209b85e5d" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.8.10 64-bit ('ndlfm': conda)", "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": "3.7.3" + "version": "" } }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file From 9c07676eb94a44f0ecfe4ec369328f48abeef8d8 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Wed, 8 Sep 2021 12:47:01 +0100 Subject: [PATCH 23/37] Update lab_1.ipynb --- 2021/lab_1.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2021/lab_1.ipynb b/2021/lab_1.ipynb index 9b04ff2..9973e51 100644 --- a/2021/lab_1.ipynb +++ b/2021/lab_1.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1: Gaussian Process Regression\n", - "### Gaussian Process Summer School 2020\n", + "### Gaussian Process Summer School 2021\n", "\n", "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", "\n", @@ -1742,4 +1742,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From 7c3315fc8a4b19c432d702319a7f38dddf6f45c1 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Wed, 8 Sep 2021 12:47:33 +0100 Subject: [PATCH 24/37] Update lab_1_extra.ipynb --- 2021/lab_1_extra.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2021/lab_1_extra.ipynb b/2021/lab_1_extra.ipynb index 77da476..b3f78c6 100644 --- a/2021/lab_1_extra.ipynb +++ b/2021/lab_1_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1 Extra: Uncertainty Propagation\n", - "### Gaussian Process Summer School 2020\n", + "### Gaussian Process Summer School 2021\n", "\n", "This lab is an extension on the work introduced in Lab 1 of the summer school. It is more advanced, and you should make sure you've completed Lab 1 before attempting. It is designed to demonstrate the advantage of using models when we have only a small number of observations of a latent function $f$.\n", "\n", @@ -257,4 +257,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From 985cc24b1a278b1900ad82e867978e55e7ef4802 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Wed, 8 Sep 2021 12:48:53 +0100 Subject: [PATCH 25/37] Update lab_2.ipynb --- 2021/lab_2.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2021/lab_2.ipynb b/2021/lab_2.ipynb index 298e1cd..010ad40 100644 --- a/2021/lab_2.ipynb +++ b/2021/lab_2.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", - "### Gaussian Process Summer School 2020\n", + "### Gaussian Process Summer School 2021\n", "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", "\n", "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." @@ -101,7 +101,7 @@ "\n", "We assume $f \\sim \\mathcal{GP}(m(\\cdot), k(\\cdot,\\cdot))$ and $\\sigma^2$ is the variance of some additive observation noise $\\epsilon \\sim \\mathcal{N}(0, \\sigma^2)$. However, often this is not the best way to model a problem, for example in observation models with outliers, or classification problems. For this, we have to make approximations of the likelihood to fit into the GP regression model.\n", "\n", - "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschool/labs/raw/2020/.resources/olympic_marathon_men):" + "Consider the Olympic men's marathon data, which we will load from a local directory [[full download here]](https://github.com/gpschool/labs/raw/2021/.resources/olympic_marathon_men):" ] }, { From 9e20a53d3b0cf59bc37b4cc073ff912e8e8ce2dd Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Wed, 8 Sep 2021 12:49:17 +0100 Subject: [PATCH 26/37] Update lab_3.ipynb --- 2021/lab_3.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/2021/lab_3.ipynb b/2021/lab_3.ipynb index f680190..6f7b5b5 100644 --- a/2021/lab_3.ipynb +++ b/2021/lab_3.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Gaussian Process Summer School 2020" + "## Gaussian Process Summer School 2021" ] }, { @@ -665,4 +665,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From 25b04c437b568041230f29df6afc350270dca201 Mon Sep 17 00:00:00 2001 From: "Wil O. C. Ward" Date: Wed, 8 Sep 2021 12:49:48 +0100 Subject: [PATCH 27/37] Update lab_3_extra.ipynb --- 2021/lab_3_extra.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/2021/lab_3_extra.ipynb b/2021/lab_3_extra.ipynb index 5ddce8b..cd2f71c 100644 --- a/2021/lab_3_extra.ipynb +++ b/2021/lab_3_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 3 Extra: Deep Gaussian Processes\n", - "### Gaussian Process Summer School 2020\n", + "### Gaussian Process Summer School 2021\n", "In this extra lab, we introduce practical use of *deep Gaussian processes*, expanding on the talk given this morning.\n", "\n", "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", @@ -19,7 +19,7 @@ "source": [ "## 1. Getting started\n", "\n", - "Make sure that you have the appropriate packages installed, including `PyDeepGP`: you can review the [Getting Started](https://gpss.cc/gpss20/getting_started/) page for detailed instructions.\n", + "Make sure that you have the appropriate packages installed, including `PyDeepGP`: you can review the [Getting Started](https://gpss.cc/gpss21/getting_started/) page for detailed instructions.\n", "\n", "First, we will setup the notebook with libraries we are going to use. As in previous labs, we will use `GPy`." ] @@ -648,4 +648,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From b431d1be412369cc517ad7511985df06271f33ae Mon Sep 17 00:00:00 2001 From: Michael Smith Date: Fri, 2 Sep 2022 10:47:31 +0100 Subject: [PATCH 28/37] update to 2022 --- {2021/.answers => answers}/lab_1.ipynb | 0 {2021/.answers => answers}/lab_1_extra.ipynb | 0 {2021/.answers => answers}/lab_2.ipynb | 0 {2021/.answers => answers}/lab_3.ipynb | 0 {2021/.answers => answers}/lab_3_extra.ipynb | 0 2021/lab_1.ipynb => lab_1.ipynb | 0 2021/lab_1_extra.ipynb => lab_1_extra.ipynb | 0 2021/lab_2.ipynb => lab_2.ipynb | 0 2021/lab_3.ipynb => lab_3.ipynb | 0 2021/lab_3_extra.ipynb => lab_3_extra.ipynb | 0 10 files changed, 0 insertions(+), 0 deletions(-) rename {2021/.answers => answers}/lab_1.ipynb (100%) rename {2021/.answers => answers}/lab_1_extra.ipynb (100%) rename {2021/.answers => answers}/lab_2.ipynb (100%) rename {2021/.answers => answers}/lab_3.ipynb (100%) rename {2021/.answers => answers}/lab_3_extra.ipynb (100%) rename 2021/lab_1.ipynb => lab_1.ipynb (100%) rename 2021/lab_1_extra.ipynb => lab_1_extra.ipynb (100%) rename 2021/lab_2.ipynb => lab_2.ipynb (100%) rename 2021/lab_3.ipynb => lab_3.ipynb (100%) rename 2021/lab_3_extra.ipynb => lab_3_extra.ipynb (100%) diff --git a/2021/.answers/lab_1.ipynb b/answers/lab_1.ipynb similarity index 100% rename from 2021/.answers/lab_1.ipynb rename to answers/lab_1.ipynb diff --git a/2021/.answers/lab_1_extra.ipynb b/answers/lab_1_extra.ipynb similarity index 100% rename from 2021/.answers/lab_1_extra.ipynb rename to answers/lab_1_extra.ipynb diff --git a/2021/.answers/lab_2.ipynb b/answers/lab_2.ipynb similarity index 100% rename from 2021/.answers/lab_2.ipynb rename to answers/lab_2.ipynb diff --git a/2021/.answers/lab_3.ipynb b/answers/lab_3.ipynb similarity index 100% rename from 2021/.answers/lab_3.ipynb rename to answers/lab_3.ipynb diff --git a/2021/.answers/lab_3_extra.ipynb b/answers/lab_3_extra.ipynb similarity index 100% rename from 2021/.answers/lab_3_extra.ipynb rename to answers/lab_3_extra.ipynb diff --git a/2021/lab_1.ipynb b/lab_1.ipynb similarity index 100% rename from 2021/lab_1.ipynb rename to lab_1.ipynb diff --git a/2021/lab_1_extra.ipynb b/lab_1_extra.ipynb similarity index 100% rename from 2021/lab_1_extra.ipynb rename to lab_1_extra.ipynb diff --git a/2021/lab_2.ipynb b/lab_2.ipynb similarity index 100% rename from 2021/lab_2.ipynb rename to lab_2.ipynb diff --git a/2021/lab_3.ipynb b/lab_3.ipynb similarity index 100% rename from 2021/lab_3.ipynb rename to lab_3.ipynb diff --git a/2021/lab_3_extra.ipynb b/lab_3_extra.ipynb similarity index 100% rename from 2021/lab_3_extra.ipynb rename to lab_3_extra.ipynb From 5b6c5b56f09aee46e6ad7ff8fd811225769b027c Mon Sep 17 00:00:00 2001 From: Magnus Date: Mon, 5 Sep 2022 11:38:50 +0100 Subject: [PATCH 29/37] add new lab 3 notebooks --- answers/lab_3.ipynb | 988 +++++++++++++++++++++++++++++--------------- environment.yml | 5 +- lab_3.ipynb | 703 +++++++++++++++++++++++-------- 3 files changed, 1183 insertions(+), 513 deletions(-) diff --git a/answers/lab_3.ipynb b/answers/lab_3.ipynb index 249b5f1..7945874 100644 --- a/answers/lab_3.ipynb +++ b/answers/lab_3.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Gaussian Process Summer School 2020" + "## Gaussian Process Summer School 2021" ] }, { @@ -34,14 +34,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", + "In addition to GPy, this lab uses Emukit (https://emukit.github.io/), a Python package that is useful for solving, among other things, global optimization problems. Please be sure that it is correctly installed before starting.\n", "\n", "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." ] @@ -50,35 +43,194 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - } - ], + "outputs": [], "source": [ - "%pylab inline \n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + " \n", "import GPy\n", - "import GPyOpt\n", + "import emukit\n", "import numpy as np\n", "from numpy.random import seed\n", - "seed(12345)" + "seed(12345)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Remembering the basics" + "We will first define some utility functions for plotting. The next cell can be skimmed over as it contains no information relevent to learning about BO." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from emukit.core import ParameterSpace\n", + "from emukit.bayesian_optimization.loops import BayesianOptimizationLoop\n", + "\n", + "\n", + "def plot_acquisition(emukit_bo_loop: BayesianOptimizationLoop, space: ParameterSpace,\n", + " label_x: str=None, label_y: str=None):\n", + " \"\"\"\n", + " Plots the model and the acquisition function.\n", + " if self.input_dim = 1: Plots data, mean and variance in one plot and the acquisition function in another plot\n", + " if self.input_dim = 2: as before but it separates the mean and variance of the model in two different plots\n", + " :param label_x: Graph's x-axis label, if None it is renamed to 'x' (1D) or 'X1' (2D)\n", + " :param label_y: Graph's y-axis label, if None it is renamed to 'f(x)' (1D) or 'X2' (2D)\n", + " \"\"\"\n", + " return _plot_acquisition(space.get_bounds(),\n", + " emukit_bo_loop.loop_state.X.shape[1],\n", + " emukit_bo_loop.model,\n", + " emukit_bo_loop.model.X,\n", + " emukit_bo_loop.model.Y,\n", + " emukit_bo_loop.candidate_point_calculator.acquisition,\n", + " emukit_bo_loop.get_next_points(None),\n", + " label_x,\n", + " label_y)\n", + "\n", + "def _plot_acquisition(bounds, input_dim, model, Xdata, Ydata, acquisition_function, suggested_sample,\n", + " label_x=None, label_y=None, color_by_step=True):\n", + " '''\n", + " Plots of the model and the acquisition function in 1D and 2D examples.\n", + " '''\n", + "\n", + " if input_dim ==1:\n", + " # Plots for 1D input\n", + " if not label_x:\n", + " label_x = 'x'\n", + "\n", + " if not label_y:\n", + " label_y = 'f(x)'\n", + "\n", + " x_grid = np.arange(bounds[0][0], bounds[0][1], 0.001)\n", + " x_grid = x_grid.reshape(len(x_grid),1)\n", + " acq = acquisition_function.evaluate(x_grid)\n", + " acq_normalized = (acq - min(acq))/(max(acq) - min(acq))\n", + " m, v = model.predict(x_grid)\n", + "\n", + " upper_conf_bound = m[:, 0] + 1.96 * np.sqrt(v)[:, 0]\n", + " lower_conf_bound = m[:, 0] - 1.96 * np.sqrt(v)[:, 0]\n", + "\n", + " plt.fill_between(x_grid[:, 0], upper_conf_bound, lower_conf_bound, color='b', alpha=0.2)\n", + " plt.plot(x_grid, lower_conf_bound, 'k-', alpha=0.2)\n", + " plt.plot(x_grid, upper_conf_bound, 'k-', alpha=0.2)\n", + " plt.plot(x_grid, m, 'k-', lw=1, alpha=0.6)\n", + "\n", + " plt.plot(Xdata, Ydata, 'r.', markersize=10)\n", + " plt.axvline(x=suggested_sample[len(suggested_sample)-1], color='r')\n", + " factor = max(upper_conf_bound) - min(lower_conf_bound)\n", + "\n", + " plt.plot(x_grid, 0.2*factor*acq_normalized - abs(min(lower_conf_bound)) - 0.25*factor, 'r-',\n", + " lw=2, label='Acquisition')\n", + " plt.xlabel(label_x)\n", + " plt.ylabel(label_y)\n", + " plt.ylim(min(lower_conf_bound) - 0.25*factor, max(upper_conf_bound) + 0.05*factor)\n", + " plt.axvline(x=suggested_sample[len(suggested_sample)-1],color='r')\n", + " plt.legend(loc='upper left')\n", + "\n", + " elif input_dim == 2:\n", + "\n", + " if not label_x:\n", + " label_x = 'X1'\n", + "\n", + " if not label_y:\n", + " label_y = 'X2'\n", + "\n", + " n = Xdata.shape[0]\n", + " colors = np.linspace(0, 1, n)\n", + " cmap = plt.cm.Reds\n", + " norm = plt.Normalize(vmin=0, vmax=1)\n", + " points_var_color = lambda X: plt.scatter(\n", + " X[:,0], X[:,1], c=colors, label=u'Observations', cmap=cmap, norm=norm)\n", + " points_one_color = lambda X: plt.plot(\n", + " X[:,0], X[:,1], 'r.', markersize=10, label=u'Observations')\n", + " X1 = np.linspace(bounds[0][0], bounds[0][1], 200)\n", + " X2 = np.linspace(bounds[1][0], bounds[1][1], 200)\n", + " x1, x2 = np.meshgrid(X1, X2)\n", + " X = np.hstack((x1.reshape(200*200,1),x2.reshape(200*200,1)))\n", + " acq = acquisition_function.evaluate(X)\n", + " acq_normalized = (acq - min(acq))/(max(acq) - min(acq))\n", + " acq_normalized = acq_normalized.reshape((200,200))\n", + " m, v = model.predict(X)\n", + " plt.figure(figsize=(15,5))\n", + " plt.subplot(1, 3, 1)\n", + " plt.contourf(X1, X2, m.reshape(200,200),100)\n", + " plt.colorbar()\n", + " if color_by_step:\n", + " points_var_color(Xdata)\n", + " else:\n", + " points_one_color(Xdata)\n", + " plt.ylabel(label_y)\n", + " plt.title('Posterior mean')\n", + " plt.axis((bounds[0][0],bounds[0][1],bounds[1][0],bounds[1][1]))\n", + " ##\n", + " plt.subplot(1, 3, 2)\n", + " plt.contourf(X1, X2, np.sqrt(v.reshape(200,200)),100)\n", + " plt.colorbar()\n", + " if color_by_step:\n", + " points_var_color(Xdata)\n", + " else:\n", + " points_one_color(Xdata)\n", + " plt.xlabel(label_x)\n", + " plt.ylabel(label_y)\n", + " plt.title('Posterior sd.')\n", + " plt.axis((bounds[0][0],bounds[0][1],bounds[1][0],bounds[1][1]))\n", + " ##\n", + " plt.subplot(1, 3, 3)\n", + " plt.contourf(X1, X2, acq_normalized,100)\n", + " plt.colorbar()\n", + " plt.plot(suggested_sample[:,0],suggested_sample[:,1],'m.', markersize=10)\n", + " plt.xlabel(label_x)\n", + " plt.ylabel(label_y)\n", + " plt.title('Acquisition function')\n", + " plt.axis((bounds[0][0],bounds[0][1],bounds[1][0],bounds[1][1]))\n", + "\n", + " else:\n", + " raise ValueError(f'Cannot plot inputs higher than 2D, {input_dim} given')\n", + "\n", + "def plot_convergence(X, Y):\n", + " '''\n", + " Plots the convergence of standard Bayesian optimization algorithms.\n", + "\n", + " :param X: Locations of evaluated points\n", + " :param Y: Results of evaluations\n", + "\n", + " '''\n", + " n = X.shape[0]\n", + "\n", + " ## Distances between consecutive x's\n", + " aux = (X[1:n,:] - X[0:n-1,:])**2\n", + " distances = np.sqrt(aux.sum(axis=1))\n", + "\n", + " plt.figure(figsize=(10,5))\n", + " plt.subplot(1, 2, 1)\n", + " plt.plot(list(range(n-1)), distances, '-ro')\n", + " plt.xlabel('Iteration')\n", + " plt.ylabel('d(x[n], x[n-1])')\n", + " plt.title('Distance between consecutive x\\'s')\n", + "\n", + " # Best found value at each iteration\n", + " best_Y = np.minimum.accumulate(Y)\n", + "\n", + " plt.subplot(1, 2, 2)\n", + " plt.plot(list(range(n)), best_Y, '-o')\n", + " plt.title('Value of the best selected sample')\n", + " plt.xlabel('Iteration')\n", + " plt.ylabel('Best y')\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Remembering the basics\n", + "\n", "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", "\n", @@ -95,71 +247,72 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Running example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "### Running example\n", + "\n", "We start with a one-dimensional example. Consider here the Forrester function \n", "\n", - "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", + "$$ f(x) =(6x-2)^2 \\sin(12x-4) $$\n", "\n", - "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " + "defined on the interval $[0, 1]$.\n", + "\n", + "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of Emukit. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", - "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", - "bounds = f_true.bounds # problem constrains (implemented by default)\n", - "f_objective = f_sim.f # objective function " + "from emukit.test_functions import forrester_function\n", + "\n", + "f_true, bounds = forrester_function() # true function and parameter space\n", + "f_objective, _ = forrester_function(noise_standard_deviation=.25) # noisy version, will be used as noisy objective\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To plot the true $f$, simply write:" + "Let's plot the true $f$:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "f_true.plot(bounds)" + "x_plot = np.linspace(bounds.parameters[0].min, bounds.parameters[0].max, 200)[:, None]\n", + "y_plot = f_true(x_plot)\n", + "\n", + "plt.plot(x_plot, y_plot)\n", + "plt.xlabel(r\"$x$\")\n", + "plt.ylabel(r\"$f(x)$\")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" + "`f_objective` is the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -175,7 +328,7 @@ " [0.6531771 ]])" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -188,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -204,7 +357,7 @@ " [-2.14113699]])" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -217,23 +370,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The bounds of the problem should be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + "In Emukit the bounds of the problem are defined as a `ParameterSpace` object. For real valued parameters the upper and lower limits of the box in which the optimization will be performed shall be provided. In our example:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " + "from emukit.core import ParameterSpace, ContinuousParameter\n", + "\n", + "custom_bounds = ParameterSpace([\n", + " ContinuousParameter('var_1', 0.0, 1.0)\n", + "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", + "To use BO to solve this problem, we need to create an Emukit object in which we need to specify the following elements: \n", "* The function to optimize.\n", "* The box constrains of the problem.\n", "* The model, that is fixed by default to be a GP with a SE kernel.\n", @@ -249,11 +406,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "k = GPy.kern.RBF(1)" + "from emukit.model_wrappers.gpy_model_wrappers import GPyModelWrapper\n", + "\n", + "X_init = np.random.rand(3).reshape(3,1)\n", + "Y_init = f_objective(X_init)\n", + "\n", + "k = GPy.kern.RBF(1)\n", + "gpy_model = GPy.models.GPRegression(X_init, Y_init, k)\n", + "emukit_model = GPyModelWrapper(gpy_model)" ] }, { @@ -265,221 +429,268 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ + "from emukit.bayesian_optimization.loops import BayesianOptimizationLoop\n", + "\n", "# Creation of the object that we will use to run BO.\n", - "seed(1234)\n", - "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", - " domain = bounds, # box-constrains of the problem\n", - " kernel = k, # kernel of the GP \n", - " acquisition_type='EI') # acquisition = Expected improvement" + "myBopt = BayesianOptimizationLoop(space=bounds, model=emukit_model)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;31mInit signature:\u001b[0m\n", + "\u001b[0mBayesianOptimizationLoop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mspace\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameter_space\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mParameterSpace\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterfaces\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIModel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0macquisition\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquisition\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquisition\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAcquisition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mupdate_interval\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0macquisition_optimizer\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimization\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquisition_optimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAcquisitionOptimizerBase\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Generic outer loop that provides the framework for decision making parts of Emukit.\n", + "\n", + "The loop can be used in two modes:\n", + "\n", + "1. Emukit calculates the next point(s) to try and evaluates your function at these points until some stopping\n", + " criterion is met.\n", + "2. Emukit only calculates the next points(s) to try and you evaluate your function or perform the experiment.\n", + "\n", + "This object exposes the following events. See ``emukit.core.event_handler`` for details of how to subscribe:\n", + " - ``loop_start_event`` called at the start of the `run_loop` method\n", + " - ``iteration_end_event`` called at the end of each iteration\n", + "\u001b[0;31mInit docstring:\u001b[0m\n", + "Emukit class that implement a loop for building modular Bayesian optimization\n", + "\n", + ":param space: Input space where the optimization is carried out.\n", + ":param model: The model that approximates the underlying function\n", + ":param acquisition: The acquisition function that will be used to collect new points (default, EI). If batch\n", + " size is greater than one, this acquisition must output positive values only.\n", + ":param update_interval: Number of iterations between optimization of model hyper-parameters. Defaults to 1.\n", + ":param batch_size: How many points to evaluate in one iteration of the optimization loop. Defaults to 1.\n", + ":param acquisition_optimizer: Optimizer selecting next evaluation points\n", + " by maximizing acquisition.\n", + " Gradient based optimizer is used if None.\n", + " Defaults to None.\n", + "\u001b[0;31mFile:\u001b[0m ~/miniconda3/envs/gpss2022/lib/python3.9/site-packages/emukit/bayesian_optimization/loops/bayesian_optimization_loop.py\n", + "\u001b[0;31mType:\u001b[0m type\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + } + ], "source": [ - "?GPyOpt.methods.BayesianOptimization" + "?BayesianOptimizationLoop" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." + "You will find that the optimisation loop state is already initialized, although with just the random initial locations." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0.19151945],\n", - " [0.62210877],\n", - " [0.43772774],\n", - " [0.78535858],\n", - " [0.77997581]])" + "array([[0.46759901],\n", + " [0.32558468],\n", + " [0.43964461]])" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "myBopt.X" + "myBopt.loop_state.X" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[-0.95287634],\n", - " [-1.19407487],\n", - " [ 0.29000479],\n", - " [-5.3506129 ],\n", - " [-5.22815975]])" + "array([[0.91335901],\n", + " [0.16091135],\n", + " [0.38734197]])" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "myBopt.Y" + "myBopt.loop_state.Y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can run the optimisation loop itself for several iterations." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "# Run the optimization (may take a few senconds)\n", - "max_iter = 15 # evaluation budget\n", - "myBopt.run_optimization(max_iter) # run optimization " + "max_iter = 10\n", + "myBopt.run_loop(user_function=f_objective, stopping_condition=max_iter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." + "And that's it! We can re-inspect the loop state to see if it contains new data, and visualize the model and the acquisition function." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "array([[0.46759901],\n", + " [0.32558468],\n", + " [0.43964461],\n", + " [0.06846958],\n", + " [1. ],\n", + " [0. ],\n", + " [0.17209704],\n", + " [0.18813837],\n", + " [0.13191696],\n", + " [0.76643402],\n", + " [0.73489764],\n", + " [0.74491886],\n", + " [0.74531516]])" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "myBopt.plot_acquisition()" + "myBopt.loop_state.X" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 15, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.91335901],\n", + " [ 0.16091135],\n", + " [ 0.38734197],\n", + " [-0.01945318],\n", + " [15.86294966],\n", + " [ 3.24801321],\n", + " [-0.60465149],\n", + " [-0.51233215],\n", + " [-0.93618376],\n", + " [-5.69478129],\n", + " [-5.90275939],\n", + " [-5.89682697],\n", + " [-5.34498455]])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" + "myBopt.loop_state.Y" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "myBopt.plot_convergence()" + "plot_acquisition(myBopt, bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the better the method. \n", - "\n", - "Noise variance of the GP is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always make a plot to see how the optimization evolved." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "\n", - "\n", - "

\n", - "Model: GP regression
\n", - "Objective: -2.215595518683344
\n", - "Number of Parameters: 3
\n", - "Number of Optimization Parameters: 3
\n", - "Updates: True
\n", - "

\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
GP_regression. value constraints priors
rbf.variance 2.2938619468750314 +ve
rbf.lengthscale 0.11088633298610727 +ve
Gaussian_noise.variance0.00266399824756187371e-09,1000000.0
" - ], + "image/png": "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", "text/plain": [ - "" + "
" ] }, - "execution_count": 15, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "myBopt.model.model" + "plot_convergence(myBopt.loop_state.X, myBopt.loop_state.Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Exercise 1" + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the better the method. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Exercise 1\n", + "\n", "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", "\n", "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." @@ -487,23 +698,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[8.56492259],\n", - " [3.15258865],\n", - " [5.64364388],\n", - " [6.70667823],\n", - " [4.78655946],\n", - " [5.46222156],\n", - " [8.2777045 ],\n", - " [2.81455086]])" + "array([[8.94701871],\n", + " [7.35478289],\n", + " [8.8629034 ],\n", + " [8.12512458],\n", + " [6.0138235 ],\n", + " [3.9414941 ],\n", + " [7.55910992],\n", + " [1.5016547 ]])" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -512,7 +723,9 @@ "def g(x):\n", " return x**2 + 10*np.sin(x)\n", "\n", - "bounds_g = [{'name': 'var_1', 'type': 'continuous', 'domain': (-10,10)}] \n", + "space_g = ParameterSpace([\n", + " ContinuousParameter('var_1', -10.0, 10.0)\n", + "])\n", "\n", "x = np.random.rand(n).reshape(n,1)\n", "g(x)" @@ -522,22 +735,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " + "(b) Create an Emukit object for global optimization using a Matern52 kernel. " ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ + "from emukit.model_wrappers.gpy_model_wrappers import GPyModelWrapper\n", + "\n", + "X_init = np.random.rand(3).reshape(3, 1)\n", + "Y_init = g(X_init)\n", + "\n", "k_g = GPy.kern.Matern52(1)\n", + "gpy_model_g = GPy.models.GPRegression(X_init, Y_init, k_g)\n", + "emukit_model_g = GPyModelWrapper(gpy_model_g)\n", "\n", - "BO_g = GPyOpt.methods.BayesianOptimization(f = g, \n", - " domain = bounds_g, \n", - " kernel = k_g, \n", - " acquisition='EI',\n", - " acquisition_par = 0.1)" + "BO_g = BayesianOptimizationLoop(space_g, emukit_model_g)" ] }, { @@ -549,11 +765,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "BO_g.model.noise_var = 0.0001" + "gpy_model_g.noise_var = 0.0001" ] }, { @@ -565,85 +781,65 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " /Users/magnus/miniconda3/envs/gpss2022/lib/python3.9/site-packages/paramz/transformations.py:111: RuntimeWarning:overflow encountered in expm1\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "BO_g.run_optimization(10)\n", - "BO_g.plot_acquisition()\n", - "BO_g.plot_convergence()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Acquisition functions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " + "BO_g.run_loop(g, 10)\n", + "plot_acquisition(BO_g, space_g)\n", + "plot_convergence(BO_g.loop_state.X, BO_g.loop_state.Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." + "## 2. Acquisition functions\n", + "\n", + "In this section we are going to have a look to different acquisition functions. Emukit provides a variety of acquisition functions for Bayesian optimization, including the expected improvement ('EI') we already used, the probability of improvement ('PoI') and the lower confidence bound. Emukit uses EI by default, but any other acquisition functions can also be specified. In this section we will create these functions as separate objects and study their behavior." ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -658,9 +854,8 @@ "\n", "## Now we pass this model into a GPyOpt Gaussian process model\n", "\n", - "from GPyOpt.models import GPModel\n", - "model = GPModel(optimize_restarts=5,verbose=False)\n", - "model.model = m" + "from emukit.model_wrappers import GPyModelWrapper\n", + "model = GPyModelWrapper(m, n_restarts=5)" ] }, { @@ -672,29 +867,20 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "from GPyOpt import Design_space ## GPyOpt design space\n", - "\n", - "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" + "space = ParameterSpace([\n", + " ContinuousParameter('var_1', 0.0, 1.0)\n", + "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "AcquisitionEI?" + "Now let's import and create the acquisition function objects." ] }, { @@ -703,14 +889,7 @@ "metadata": {}, "outputs": [], "source": [ - "AcquisitionLCB?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we create thee objects, one for each acquisition. The gitter parameter, to balance exploration and exploitation, need to be specified." + "from emukit.bayesian_optimization.acquisitions import ExpectedImprovement, ProbabilityOfImprovement, NegativeLowerConfidenceBound" ] }, { @@ -719,16 +898,16 @@ "metadata": {}, "outputs": [], "source": [ - "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", - "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", - "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" + "acq_EI = ExpectedImprovement(model, jitter=0)\n", + "acq_NLCB = NegativeLowerConfidenceBound(model, beta=2.0)\n", + "acq_PI = ProbabilityOfImprovement(model, jitter=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " + "The objects `acq_EI`, `acq_NLCB`, `acq_PI` contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. In this plot, the larger is the value of the acquisition, the better is the point." ] }, { @@ -738,14 +917,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -753,27 +930,22 @@ "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", "X_grid = np.linspace(0,1,200)[:, None]\n", "plt.figure(figsize=(10,6))\n", - "plt.title('Acquisition functions',size=25)\n", - "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", - "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", - "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", - "plt.xlabel('x',size=15)\n", - "plt.ylabel('a(x)',size=15)\n", - "legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2" + "plt.title('Acquisition functions')\n", + "plt.plot(X_grid, 0.1*acq_NLCB.evaluate(X_grid), label='NLCB')\n", + "plt.plot(X_grid, acq_EI.evaluate(X_grid), label='EI')\n", + "plt.plot(X_grid, acq_PI.evaluate(X_grid), label='PI')\n", + "plt.xlabel('x')\n", + "plt.ylabel('$alpha(x)$')\n", + "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "(a) According to the previous plot, what areas in the domain are worth exoloring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" + "### Exercise 2\n", + "\n", + "(a) According to the previous plot, what areas in the domain are worth exploring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" ] }, { @@ -787,7 +959,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" + "(b) Now make a plot comparing the shape of the NLCB acquisition (of GP-UCB in the literature) with values different values of the beta parameter. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" ] }, { @@ -798,7 +970,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 27, @@ -807,74 +979,53 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 0)\n", - "grid_par = np.array([0,0.5,1,2,3,5])\n", + "beta_grid = np.array([0, 0.1, 0.25, 0.5, 1, 2, 5])\n", "\n", "plt.figure(figsize=(10,6))\n", - "plt.title('Acquisition functions',size=15)\n", - "for param in grid_par:\n", - " acq_LCB = AcquisitionLCB(model,space,exploration_weight = param)\n", - " plt.plot(X_grid, -acq_LCB.acquisition_function(X_grid),label=str(param))\n", - "legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3" + "plt.title('Acquisition functions', size=15)\n", + "for param in beta_grid:\n", + " acq_NLCB = NegativeLowerConfidenceBound(model, beta=param)\n", + " plt.plot(X_grid, acq_NLCB.evaluate(X_grid), label=str(param))\n", + "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Exercise 3\n", + "\n", "Consider the sixhumpcamel function defined as\n", "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", "\n", - "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." + "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in Emukit so, to load it simply run:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", - "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" + "from emukit.test_functions import sixhumpcamel_function\n", + "f_shc, space_shc = sixhumpcamel_function()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." + "(a) Create three objects to optimize this function using EI (with parameter equal to zero), NLCB (with parameter equal to 2) and PI (with parameter equal to zero). Use the same initial data in the three cases (hint: create a separate GPy model for each BO object and use the same X and Y)." ] }, { @@ -883,25 +1034,25 @@ "metadata": {}, "outputs": [], "source": [ - "from GPyOpt import Design_space ## GPyOpt design space\n", - "\n", - "bounds_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel().bounds\n", - "variables = [{'name': 'var_1', 'type': 'continuous', 'domain': bounds_shc[0]},\n", - " {'name': 'var_2', 'type': 'continuous', 'domain': bounds_shc[1]}]\n", "\n", - "space = GPyOpt.Design_space(variables)\n", + "from emukit.core.initial_designs import RandomDesign\n", "\n", - "\n", - "from GPyOpt.experiment_design.random_design import RandomDesign\n", - "seed(12345)\n", - "n_data = 3\n", - "sampler = RandomDesign(space)\n", + "n_data = 5\n", + "sampler = RandomDesign(space_shc)\n", "X = sampler.get_samples(n_data)\n", "Y = f_shc(X)\n", "\n", - "BO_EI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='EI',jitter=0)\n", - "BO_LCB = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='LCB',acquisition_weight=2)\n", - "BO_MPI = GPyOpt.methods.BayesianOptimization(f_shc,variables,X=X,Y=Y,acquisition='MPI',jitter=0)" + "model_ei = GPyModelWrapper(GPy.models.GPRegression(X, Y))\n", + "acq_ei = ExpectedImprovement(model_ei, jitter=0)\n", + "bo_ei = BayesianOptimizationLoop(space_shc, model_ei, acquisition=acq_ei)\n", + "\n", + "model_nlcb = GPyModelWrapper(GPy.models.GPRegression(X, Y))\n", + "acq_nlcb = NegativeLowerConfidenceBound(model_nlcb, beta=2.0)\n", + "bo_nlcb = BayesianOptimizationLoop(space_shc, model_nlcb, acquisition=acq_nlcb)\n", + "\n", + "model_pi = GPyModelWrapper(GPy.models.GPRegression(X, Y))\n", + "acq_pi = ProbabilityOfImprovement(model_pi, jitter=0)\n", + "bo_pi = BayesianOptimizationLoop(space_shc, model_pi, acquisition=acq_pi)" ] }, { @@ -913,35 +1064,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ + "\n", "max_iter = 30\n", - "BO_EI.run_optimization(max_iter)\n", - "BO_LCB.run_optimization(max_iter)\n", - "BO_MPI.run_optimization(max_iter)" + "bo_ei.run_loop(f_shc, max_iter)\n", + "bo_nlcb.run_loop(f_shc, max_iter)\n", + "bo_pi.run_loop(f_shc, max_iter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" + "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value. Which acquisition has the best performance in this example?" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAISCAYAAADoTN9NAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB/R0lEQVR4nO3deXiU1d3/8c89k8xkIStkISQQArJvFQRRVBCK4FK3KihVUKqtFVuXp1Xax63WUvtY11r9aV1bd61WrVVxQUURBEVBAZEtYQkQQhayJ3N+fwwzELKQhMzck5n367rmmsnMfc98k8loPpxzvscyxhgBAAAAQARz2F0AAAAAANiNYAQAAAAg4hGMAAAAAEQ8ghEAAACAiEcwAgAAABDxCEYAAAAAIh7BCAAAAEDEIxgBAAAAiHgEIwAAAAARj2AEQBUVFbrrrrs0adIkZWRkyOVyKSUlRePHj9dNN92k/Px8u0sMabm5ubIsy+4ybPHss89q9OjRiouLk2VZys3NtbukoFm0aJEsy9KcOXM6/By33HKLLMvSE088EZTzgqGhoUE33XST+vXrJ5fLdcQ/o1AQyZ9xIJJE2V0AAHt9+umnOvfcc1VYWKi4uDgde+yxysjIUGlpqT7//HN99tln+vOf/6w33nhDU6ZMsbtchJDPP/9cP/nJTxQTE6OpU6cqOTlZPXr0sLussDBx4kR9+OGH2rRpU5cLm/fee69uu+02ZWVl6ZxzzlFMTIwmTJhgd1kt2rx5s/r27auTTjpJixYtsrscADYiGAERbOXKlZo8ebKqq6t1/fXX68Ybb1R8fLz/cY/Ho1dffVW/+c1vtHXrVhsrDW3vvfee6urq7C4j6F5//XV5PB7df//9uvTSS+0uJ+jGjh2rNWvWKCkpqcPPMW/ePM2cOVM9e/YMynnB8Oqrr0qSPv74Y+Xl5dlbTCeJ1M84EGkIRkCEMsbooosuUnV1tW655RbdfPPNTY5xOBw655xzNHnyZBUUFNhQZdfQr18/u0uwhS8sh8sfv+0VFxenQYMGHdFz9OjRo0OjbB09LxjC8fciUj/jQKRhjREQod566y2tXr1a2dnZ+t3vftfqsUlJSRo2bFij+yorK3Xbbbdp2LBhio2NVVJSkk488UQ999xzzT7HwXP0H3jgAf95ffv21Z///GcZYyRJX3zxhc444wylpqaqW7duOvPMM7Vly5YmzzdnzhxZlqVFixbpv//9ryZMmKBu3bopJSVF55xzjtauXdvknOrqaj366KM688wzlZeXp9jYWCUnJ7da98Gv8/bbb2vSpElKTk6WZVkqKSlp8r0dbPXq1frJT36ivLw8xcTEKC0tTaNGjdLVV1+tHTt2NDn+zTff1A9/+EOlpKQoJiZGAwcO1A033OB/nYMdvMZk1apV+tGPfqSUlBTFx8frpJNO0qefftrs99OaPXv26Ne//rWOOuooxcTEKDU1VdOmTdM777zT6LgnnnhClmXp8ccflyRNmjRJlmW1ec3Lxx9/rHnz5mnEiBFKSUlRbGysBg0a1OL36rNmzRrNnTtXubm5crvdSk9P1/HHH68777xT9fX1jY4tKCjQRRddpLS0NMXFxWn06NH65z//qc2bN8uyLE2cOLHR8Qe/z81pbv1US2uMjDF6+umnNWHCBGVkZCgmJkY5OTmaMmWKHnjggUbHHrpWyFffhx9+KEnq27ev/2d78O9Ya2uM2vo+Hvq9NTQ06I477tCAAQPkdruVk5Oj66+/XjU1Nc2edyjfz3DTpk3+5/VdNm/e3OLP0cf3e3XLLbc0un/ixIn+53j11Vd17LHHKj4+XqmpqbrgggtaHM02xujZZ5/VD3/4Q3Xv3l0xMTHKzc3V+eefr/fee0+S9+fYt29fSdKHH37YqOaD39fW1hgtWbJEZ555ptLS0uR2u5Wbm6tf/OIX2r59e6vfY35+vi688EKlpaUpNjZWY8aM0euvv97sa3z66ac666yz1KdPH7ndbmVmZmrs2LG64YYbtG/fvmbPAdABBkBEuvLKK40kc80117T73LKyMjN69GgjyaSlpZkf//jHZvr06cbtdhtJ5pe//GWTc/r06WMkmauvvtrExsaaU0891Zx++ukmISHBSDI33XSTWbx4sYmLizNHH320Of/8803//v2NJNOvXz9TWVnZ6Plmz55tJJlf/OIXxrIsc8wxx5iZM2eaIUOGGEkmKSnJrFy5stE5a9asMZJMVlaWmTRpkpkxY4Y56aSTTHR0tJFkbr755iZ1+17nsssua/Q6xxxzjCkpKWn0vR1s+fLlJiYmxkgyI0aMMOeff745/fTT/fV98MEHjY7/4x//aCSZqKgoM3nyZDNjxgyTnZ1tJJkBAwaYwsLCRsfffPPNRpK58sorTVxcnBk+fLiZMWOGGTlypJFkYmJizKpVq9r6lpqtW7eavLw8I8n07t3bzJgxw5x88snG6XQaSeauu+7yH/vxxx+b2bNnm379+hlJ5pRTTjGzZ882s2fPNh9//PFhX2vcuHEmJibGjB071px77rnmtNNOMz179jSSzNChQ015eXmTc1544QX/79fgwYPNjBkzzLRp00xOTo6RZPbu3es/duPGjSYzM9NIMnl5eWbmzJnmhBNOMJZlmXnz5hlJ5qSTTmr0/L73+dD3xUeS6dOnT6P7PvjgAyPJzJ49u9H9//M//2MkGbfbbX74wx+aCy64wEyaNMmkpaU1eQ7f+/j4448bY4zZvXu3mT17tsnIyDCSzLnnnuv/2R78Ooee59Oe9/HQ7+3888833bp1M6effro5/fTTTVJSkpFkZs2a1ezP5FCPPPKImT17tomPj/f/XHyX3bt3t/hz9Hn88ceb/RyedNJJRpL59a9/bZxOp5k4caL58Y9/7H/vjzrqqCb/faivrzfnnXeekWRcLpeZNGmSmTlzpjn++ONNXFycOfPMM40xxrzyyivm3HPPNZJMRkZGo5ofeeQR//M19xk3xph//OMf/p/t8ccfb2bOnGkGDBjgf741a9Y0+z3Onj3bpKenm379+pkZM2aY8ePHG0nG4XCYt99+u9E5r732mnE4HMayLDNu3Dgzc+ZMM23aNP/nb9OmTW14dwC0BcEIiFDHH3+8kWT+8Y9/tPtc3x+XkyZNMmVlZf7716xZY9LT040k8/rrrzc6x/eHRVZWlvn+++8bneN2u01cXJzJzc01Dz74oP+xmpoac/LJJxtJ5rHHHmv0fL4/ZCWZhx9+2H+/x+Mx119/vZFkRo0a1eicoqIis3DhQuPxeBrdv3HjRpObm2scDkeTPzIOfp3nnnuu2Z9Hc380XXzxxUaSufPOO5scv2bNGrN9+3b/18uWLTMOh8N069bNfPbZZ/77q6ur/X/cnXvuuY2ew/eHsSRz7733Nnrs6quvNpLMRRdd1Gy9zTn99NONJHPhhReampoa//0ff/yxiYuLM06n03z55ZeNzjlcmGjJm2++6Q+VPtXV1ebyyy83ksytt97a6LHvvvvOxMTEmKioKPP00083eszj8Zi3337bVFdX+++bNm2akWQuvfRSU1dX57//tdde8/8RG6hgVFVVZdxut0lISDAbN25sdHxdXZ356KOPGt3XUsDxhYGW/uht6byOvI++36PBgwebHTt2+O/fuHGjSU5ONpIafWYPp6UQ4XutjgajuLg48+mnn/rvr6ioMMcdd5yRZB599NFG59x2221GkhkyZEiT96GkpMQsWrTI//WmTZua/Z043PeUn59vYmNjjdPpNP/+97/99zc0NPg/g2PGjGn2e5RkrrvuOtPQ0OB/7O677zaSzAknnNDonBNPPNFIMi+99FKTupYtW9bov8EAjgzBCIhQgwYNMpLMW2+91a7z9u3bZ2JjY43D4Wjyr6HGGHPfffcZSWbKlCmN7vf9YfH3v/+9yTlnn322kWQmTJjQ5LF///vfzf6rvO8P2eOOO67JObW1tf7RlraMYBjj/dduSea+++5r9nVOO+20Fs9t7o+m6dOnG0lNRq2a4wtR8+fPb/LYzp07/T/v/Px8//2+P4yPP/74JucUFRW1+gfooTZs2GAkmW7dupk9e/Y0efzaa681ksxPf/rTRvd3NBi1pLKy0kRFRZmjjz660f1XXHGFkWR+/vOfH/Y5fN9LYmJik/BljDEzZswIaDDauXNns6G8JZ0ZjDr6Pvr+UF+4cGGTc3z/CHJofa0JVDD63e9+1+Scl156qcl7UFNT4w90B/9DQ0s6GoxuuukmI8lccMEFTY6vrq42WVlZRpJZvHhxk++xb9++jYKrMd7gnJKSYqKjoxs9NnjwYCOp2d9nAJ2LNUYA2mXFihWqqqrS0Ucf3ezC84suukiS9Mknn8jj8TR5fOrUqU3u8y3Sbu2x5tbkSNLMmTOb3BcdHa0f//jHkrzrWQ61ePFi/eEPf9AVV1yhSy65RHPmzNGLL74oSVq/fn2zr/OjH/2o2ftbMnr0aEnSlVdeqUWLFjVZA3MwX42zZs1q8lh6erqmTp0qj8ejTz75pMnjzf3MunfvrtTU1BZ/ZodavHixJGnatGlKTU1t8rjvPW3uZ9lR27Zt00MPPaSrr75al156qebMmaMrrrhCLperyXvw7rvvSpJ+9rOfHfZ5D/5emusWd8EFF3RC9S1LT09Xdna2Vq5cqRtuuEEbN24M6Osd7Ejex+joaE2aNKnJ/QMGDJDU8ucvmJr7XW+uvuXLl6ukpEQjR47UuHHjAlZPa59bt9ut8847r9FxB5s4caJcLlej+6KiotS3b1/V1dVpz549/vt9/y256KKL9Pnnnzf731UAnYOudECE6t69uyRp9+7d7TrPt6C4pQXUycnJSkpKUmlpqfbu3et/HZ9evXo1Oadbt26HfaylBeB9+vRp9n5ffQcvgC4tLdU555yj999/v9lzJKm8vLzZ+3v37t3iOc359a9/rcWLF2vRokWaNGmSunXrpvHjx+u0007TnDlzGv3Rfrifqe/+bdu2NXksOzu72XMSEhJUXFzcplqP5PU74q677tINN9zQ5vbHvo6IbekM5vteDvd7EUhPPvmkZs6cqTvuuEN33HGH+vTpo5NOOkkzZ87U9OnTA/a6R/I+ZmZmyul0Nrk/ISFBUsufv2Bq7ne9ufra8/tyJAL1uZUafz9//OMftWrVKr3++ut6/fXXlZKSogkTJuhHP/qRfx8xAJ2DESMgQo0aNUqStwtcZ2tth3iHo+X/7LT2WGe4/vrr9f777/s3ciwqKlJ9fb2MMXr77bclyd8d71Dt/eMjMTFR77//vj7++GP95je/0ZAhQ/T+++/r6quv1sCBA1scmWpOR3+enaW112+vzz77TNddd53i4uL0xBNPaPPmzaqurpbxTu0OyX152vsv9CeffLK+//57Pf3007rooovk8Xj01FNP6dRTT/WPZNrB7t+jwznczzkUamyPzvp55+TkaPny5Xr77bd11VVXKScnR6+//rouu+wyjRgxotHoEoAj07X+KwOg05x22mmSpBdffLHVaV6HysrKkqRmW2hL3lGZkpISxcbGKiUl5cgLPYyW6vDd76tXkl555RU5nU699tprOumkk9S9e3f/v5IHYsqTZVmaMGGC7rjjDi1dulTbt2/XBRdcoJ07dzZqkX64n6mv1XFzI2qdIZiv/8orr0iSbr/9ds2ePdvffliSqqqqVFhY2OScnJwcSdKGDRsO+/y+YHW434tD+aY1Ndf6uCN7eCUmJurCCy/UU089pfz8fC1ZskTZ2dl6+eWX9eabb7b7+drC7t+jtoiOjm6xvXRn7ZXWnt+XIxHMn3dUVJSmTp2q++67T1999ZU2b96sk08+WevXr9cdd9xxxM8PwItgBESoadOmaejQodq6datuv/32Vo8tKyvTN998I8k73z02NlYrVqxodtTjn//8pyTp+OOPD8q/8L7wwgtN7quvr9fLL78sSZowYYL//r179yoxMVGJiYltep7Olp6e7t+jZfXq1f77TzjhBEnSs88+2+Sc3bt36+2335ZlWTr++OMDUpfvZ/TWW281u4+Q7z311Xkk9u7dK6n5qUQvvvhisyN2U6ZMkSQ9/PDDh33+g7+XsrKyJo+3tF+VL1B99913TR5buHDhYV/3cI499lj/Gp+D3/uW+IJae/7RIpjvY0f17NlTe/bsaXaUw7eW7EiNHj1aycnJ+uqrr7Rs2bLDHt+Rn7XU+ue2trbWv24xED/vPn366Prrr5fUtt8nAG1DMAIilGVZ+uc//6mYmBjdcsstmj9/vioqKhodY4zRa6+9pjFjxujzzz+XJMXHx+vSSy+Vx+PRlVde2eic7777Tn/4wx8kSb/85S+D8n0sXrxYjz32WKP7br75ZuXn52vEiBGN/igZMGCA9u7dq+eff77R8Xfffbc++OCDTq3roYce8m90eTDfaIHvX7Ulb4MGh8Oh++67T8uXL/ffX1tbq6uuukpVVVU655xzGp3TmfLy8nTaaaepvLxcv/rVrxqt/VmyZIkefPBBOZ1OXXnllUf8Wr7F8o8++mij1/n222/9f+gd6uqrr1ZMTIweeeSRJu+dMUYLFy70r8no16+fpk6dqrKyMl133XVqaGjwH/vmm2/6/1g91EknnSRJevDBBxv90b5y5UrddNNNbf7+8vPz9cQTT6iysrLR/dXV1f7fsba8j77RiHXr1rX5tYP5PnaU7+fs+++Ez5///Gd/84gj5Xa7dc0110iS5s6d22REp7S01L+BriT16NFD0dHR2rBhQ6Pfl8OZO3euYmNj9dxzz+k///mP/36Px6Pf/va32rZtm0aPHn3E/6Bx9913NzuS2tx/SwAcIRs74gEIAYsXL/ZvJhkXF2cmT55sLrzwQnPaaaf574+JiTHvvvuu/5yDN3hNT0835513njn11FP9G5q2tsFrc1pqWWxMy610fe2Vr7jiCmNZlhk7dqy54IILzNChQ/3tmr/44otG5/zzn//0tyY+4YQTzAUXXGCGDBliHA6Hueaaa1ptC95aS+rmvjffRqtDhgwx5557bpPNVw9u4WuMMbfffruRvBu8TpkyxcycObPRBpYtbfDaUhvl1n7ezdm6davp27evv53yzJkzzeTJk/37/vzlL39pck5H2nUXFRX5N1/t27evOf/8882UKVNMdHS0Oe+881qs+9lnn/VvxDtkyBAzc+ZMM3369GY3eN2wYYP/d7dfv35m5syZ5sQTTzSWZfk3Nj7098nj8fjbQqenp5uzzz7bnHDCCcblcvk3bG1Lu+4vv/zS/1k68cQTzYUXXmjOPPNMk5aW5t/X5uA9l1p6H19++WX/7/GPf/xjM3fuXDN37tzDnteR97G5782npRbarWntd2/16tUmNjbW39L83HPPNQMGDDCxsbHmF7/4RavtuptrXd7Sfx/q6urMWWedZSTvBq+TJ082F1xwgZkwYUKjDV59zjjjDCN5Nxi+6KKLzNy5cxvtndbS9/TUU0/5N1+dMGGCueCCC8zAgQON1PoGry39PJv7XpOSkozD4TA/+MEPzPnnn2/OO+88/yayqamp5rvvvmv2uQC0H8EIgCkvLzd33nmnOemkk0xaWpqJiooyycnJZty4cebmm282BQUFTc7Zt2+fufXWW82QIUP8G1pOmDDBPPPMM82+RqCC0QcffGBef/11M378eBMXF2eSkpLMmWeeab755ptmX+s///mPOfbYY01CQoJJTk42U6ZMMYsWLWr2j9xDX6clzX1vr732mrn00kvN0KFDTXJysomLizMDBgwwP/3pT83atWubfZ433njDTJ482SQlJRmXy2X69+9vfvOb35ji4uJ2/cxaqulwioqKzHXXXWf69etnXC6XSU5ONlOnTjVvv/12s8d3dB+jgoICc+GFF5pevXqZmJgYM3jwYPOnP/3J1NfXt1r3V199ZX7yk5+YXr16mejoaJOenm6OP/5485e//KXRRq7GGLN582Zz4YUXmu7du5uYmBgzatQo88QTT7S6Z01JSYn5+c9/bjIyMozb7TZDhw71bzjc1mBUVlZm/vKXv5hTTz3V5ObmmpiYGNO9e3czZswYc/fdd5uKiopGz9Ha+3j33Xf7P1++QN+W89r7PgYzGBljzJIlS8zEiRNNXFycSUxMNNOnTzcrV6487D5G7QlGxng3Wn3iiSfMiSeeaJKSkozb7Ta5ubnm/PPPb/I7u3PnTnPRRReZzMxMf4g8+H1t7Xv65JNPzBlnnGG6d+9uoqOjTe/evc0VV1xhtm7d2uTYjgSjp556ylx44YVm4MCBJiEhwSQkJJghQ4aYa6+9ttnXANBxljEttGACgBA2Z84cPfnkk/rggw80ceJEu8tBF7F582b17dvX35kQAAAf1hgBAAAAiHgEIwAAAAARj2AEAAAAIOKxxggAAABAxGPECAAAAEDEIxgBAAAAiHhRdhfQ2Twej7Zv366EhARZlmV3OQAAAABsYoxReXm5srKy5HC0PiYUdsFo+/btysnJsbsMAAAAACGioKBA2dnZrR4TdsEoISFBkvebT0xMtLkaAAAAAHYpKytTTk6OPyO0JuyCkW/6XGJiIsEIAAAAQJuW2NB8AQAAAEDEIxgBAAAAiHgEIwAAAAARL+zWGAEAAAChrKGhQXV1dXaXETZcLtdhW3G3BcEIAAAACAJjjAoLC1VSUmJ3KWHF4XCob9++crlcR/Q8BCMAAAAgCHyhKD09XXFxcW3qlIbWeTwebd++XTt27FDv3r2P6GdKMAIAAAACrKGhwR+Kunfvbnc5YSUtLU3bt29XfX29oqOjO/w8NF8AAAAAAsy3piguLs7mSsKPbwpdQ0PDET0PwQgAAAAIEqbPdb7O+pkSjAAAAABEPIIRAAAAgIhHMAIAAADQojlz5siyrCaXadOmSZJyc3N1zz332FtkJ6ArHQAAAIBWTZs2TY8//nij+9xut03VBAbBCAAAAECr3G63MjMz7S4joAhGAAAAQJAZY1RVd2TtpTsqNtpJd7xmEIwAAACAIKuqa9CQm9625bW//f0pinO1Lwa88cYb6tatW6P7fvvb3+q3v/1tZ5ZmK4IRAAAAgFZNmjRJDz74YKP7UlNTbaomMAhGAXTfi1fro70fdPrzdjNu3Xbmc8rJzOv05wYAAEDgxUY79e3vT7HttdsrPj5e/fv3D0A1oYNgFEBFldu1zu0JwDNX6al3f6/f/eSJADw3AAAAAs2yrHZPZ0Ng8W4E0LRRlyh78+JOfc4vdn6kT9wl+r5iTac+LwAAANCSmpoaFRYWNrovKipKPXr0sKmizkcwCqDjRk7XcSOnd+pzvvrB/9Mn+X/V+uh98jQ0yOFs/1AoAAAA0B5vvfWWevbs2ei+gQMHau3atTZV1PkcdheA9vnhuAvl9hiVOh36eOUbdpcDAACAMPfEE0/IGNPk4gtFmzdv1tVXX21vkZ2AYNTFxMcl6Ki6aEnSkrX/trkaAAAAIDwQjLqgvOi+kqTv9n1rcyUAAABAeCAYdUFH95kiSfo+ulyeBnt2TAYAAADCCcGoC5q6f53RXqdDn66yZ8dkAAAAIJwQjLqghPhk9du/zuiTb/9lczUAAABA10cw6qL6RedKktbv+8beQgAAAIAwQDDqokZlT5IkrXeWsc4IAAAAOEIEoy7qlPE/kctjVBzl0NJvFtpdDgAAANClEYy6qKRuqepXFyVJWvzNKzZXAwAAAHRtBKMurF9Ub0nSd+WrbK4EAAAA6NoIRl3YyP3rjL53lrLOCAAAAAExZ84cWZalP/3pT43uf/XVV2VZliRp0aJFsixLJSUlLT5PWVmZfve732nQoEGKiYlRZmampkyZon/9618yxkiSJk6cKMuy/JeMjAydd9552rJlS8C+Px+CURd2yrifKMoYFUU5tGLtIrvLAQAAQJiKiYnRHXfcob1793bo/JKSEh133HF66qmnNH/+fH3xxRf66KOPNGPGDP3mN79RaWmp/9jLLrtMO3bs0Pbt2/Xvf/9bBQUF+slPftJZ30qLCEZdWEpSmvrVOiVJH616yeZqAAAAEK6mTJmizMxMLViwoEPn//a3v9XmzZu1dOlSzZ49W0OGDNGAAQN02WWXaeXKlerWrZv/2Li4OGVmZqpnz5469thjNW/ePH3xxRed9a20KCrgr4CA6hfVW+u0WevKvra7FAAAALSVMVJdpT2vHR0n7Z8C11ZOp1N//OMfdeGFF+qXv/ylsrOz23yux+PRc889p1mzZikrK6vJ4weHokMVFxfrhRde0Lhx49pVb0cQjLq4kb1O1JuFm/W9s0SehgY5nE67SwIAAMDh1FVKf2waEoLit9slV3y7Tzv77LM1atQo3XzzzXr00UfbfF5RUZH27t2rQYMGten4v/3tb/r73/8uY4wqKys1YMAAvf322+2ut72YStfFnTLuIkUZo91RDq1ct9jucgAAABDG7rjjDj355JNas2ZNm8/xNVZoq1mzZmnlypX66quvtHjxYvXv319Tp05VeXl5e8ttF0aMurjuyZnKq3XqO7dHi1a9qKOHnGR3SQAAADic6DjvyI1dr91BJ554ok455RTNnz9fc+bMadM5aWlpSk5O1tq1a9t0fFJSkvr37y9J6t+/vx599FH17NlTzz//vH760592tPTDIhiFgTxntr5Tvr4rXWl3KQAAAGgLy+rQdLZQ8Kc//UmjRo3SwIED23S8w+HQzJkz9Y9//EM333xzk3VG+/btU0xMjKKimo8mzv1LRaqqqo6s8MPVGdBnR1CMzDpRkvS9o2PtEwEAAIC2Gj58uGbNmqX77ruvyWOrVq3SypUr/ZevvvpKknT77bcrJydH48aN01NPPaVvv/1W69ev12OPPaYf/OAH2rdvn/85KisrVVhYqMLCQn311Ve64oorFBMTo6lTpwb0+wpKMHrggQeUm5urmJgYjRs3TsuWLWvTec8995wsy9JZZ50V2AK7uB+O/YmcxmhnNOuMAAAAEHi///3v5fF4mtx/4okn6gc/+IH/Mnr0aElSamqqPvvsM/3kJz/RH/7wB/3gBz/QCSecoGeffVb/93//p6SkJP9zPPLII+rZs6d69uypSZMmqaioSG+++WabR6g6yjLtXQ3VTs8//7wuvvhiPfTQQxo3bpzuuecevfjii1q3bp3S09NbPG/z5s2aMGGC8vLylJqaqldffbVNr1dWVqakpCSVlpYqMTGxk76L0HfOwyO03m00N3aSrj6/aXoHAACAfaqrq7Vp0yb17dtXMTExdpcTVlr72bYnGwR8xOiuu+7SZZddpksuuURDhgzRQw89pLi4OD322GMtntPQ0KBZs2bp1ltvVV5eXqBLDAt5zl6SpHUlX9pcCQAAAND1BDQY1dbWasWKFZoyZcqBF3Q4NGXKFC1ZsqTF837/+98rPT1dc+fODWR5YWV45gRJ0gbWGQEAAADtFtBgVFRUpIaGBmVkZDS6PyMjQ4WFhc2es3jxYj366KN65JFH2vQaNTU1Kisra3SJRKeMu1gOY7Qj2tLq75faXQ4AAADQpYRUV7ry8nJddNFFeuSRR9SjR482nbNgwQIlJSX5Lzk5OQGuMjRl9shR3zrv2/nBl8/ZXA0AAADQtQR0H6MePXrI6XRq586dje7fuXOnMjMzmxy/YcMGbd68WWeccYb/Pl+3i6ioKK1bt079+vVrdM78+fN17bXX+r8uKyuL2HDUz8rSBm3Tmr1f2F0KAAAA0KUEdMTI5XJp9OjReu+99/z3eTwevffeexo/fnyT4wcNGtSk9/mPfvQjTZo0SStXrmw28LjdbiUmJja6RKphmcdLkjY49thcCQAAANC1BHTESJKuvfZazZ49W2PGjNHYsWN1zz33qKKiQpdccokk6eKLL1avXr20YMECxcTEaNiwYY3OT05OlqQm96OpH469SHe/+by2R1tas3GFBueNtrskAAAAoEsIeDCaMWOGdu/erZtuukmFhYUaNWqU3nrrLX9Dhvz8fDkcIbXUqcvKTs9V3zpLG13Se18+SzACAAAA2ijgwUiS5s2bp3nz5jX72KJFi1o994knnuj8gsJYntVTG7VDa4uX210KAAAA0GUwVBNmhmfsX2dkFdlcCQAAANB1EIzCzA+PuUiWMdoabem7LSvtLgcAAABd3Jw5c2RZlizLksvlUv/+/fX73/9e9fX1WrRokSzLUklJid1lHrGgTKVD8ORk5qlPnaXNLundFc9oQJ9RdpcEAACALm7atGl6/PHHVVNTozfffFNXXnmloqOjm+003VUxYhSG+lnePaLW7Pnc5koAAAAQDtxutzIzM9WnTx9dccUVmjJlil577TW7y+pUjBiFoSFpx+q9kle1QbvtLgUAAADNMMaoqr7KlteOjYqVZVlH9hyxsdqzJ7z2ziQYhaFTjrlI9y98VQUuS9/nr1b/3uwBBQAAEEqq6qs07plxtrz20guXKi46rkPnGmP03nvv6e2339ZVV13VyZXZi6l0YahP1gD1qfXefm/F0/YWAwAAgC7vjTfeULdu3RQTE6Pp06drxowZuuWWW+wuq1MxYhSm+ildW7RL3xYts7sUAAAAHCI2KlZLL1xq22u316RJk/Tggw/K5XIpKytLUVHhFyPC7zuCJGlI2ji9X/q6NmiX3aUAAADgEJZldXg6mx3i4+PVv39/u8sIKKbShakfjp4lSdrikjZtW2tzNQAAAEBoIxiFqbycoeq9f53RwuX/sLcYAAAAIMQxlS6M9VOa8rVb3+6yZ/4qAAAAur4nnniixccmTpwoY0zwigkgRozC2ODux0iSNminzZUAAAAAoY1gFMYm+9YZRRsV7FhvczUAAABA6CIYhbEBfUYou87IWJbe/vyfdpcDAAAAhCyCUZjrZ3pIkr7ZtcTmSgAAAIDQRTAKc751RhvNDpsrAQAAQLg0KgglnfUzJRiFuSk/uFCStCnaaOuuzfYWAwAAEKGio6MlSZWVlTZXEn5qa7171DidziN6Htp1h7mBfX+gXu8ZbYu29M7Sp3TpGTfZXRIAAEDEcTqdSk5O1q5duyRJcXFxsizL5qq6Po/Ho927dysuLk5RUUcWbQhGEaCf6a5tKtY3Oz+xuxQAAICIlZmZKUn+cITO4XA41Lt37yMOmgSjCDAo+Wh9VPmuNrDOCAAAwDaWZalnz55KT09XXV2d3eWEDZfLJYfjyFcIEYwiwKQfzNTDn7yrTdEebd+9RVlpfewuCQAAIGI5nc4jXg+DzkfzhQgwrP849awz8liWFi5jPyMAAADgUASjCNHfkypJWrVjsc2VAAAAAKGHYBQhBqb8QJK00bPN5koAAACA0EMwihCTRs6QJG10ebRzD+EIAAAAOBjBKEKMGHCcMuuMGixL7yz9h93lAAAAACGFYBRB+nlSJElf7/jY5koAAACA0EIwiiCDkkdJkjY2bLW3EAAAACDEEIwiyIkjzpckbXQ1aE9Joc3VAAAAAKGDYBRBjh50gtLrPaq3LL3NOiMAAADAj2AUYfo3eNcZrdz2oc2VAAAAAKGDYBRhBiaNkCRtrC+wuRIAAAAgdBCMIsyJw7zrjDa4GrS3dLfN1QAAAAChgWAUYY4edILSWGcEAAAANEIwijAOp1P9GpIkSV9tXWRvMQAAAECIIBhFoIGJ3nVGG+rzba4EAAAACA0Eowg0Yeg5kqTvXfUqKS+yuRoAAADAfgSjCDR2yGR1r/eozrL0zmfP2F0OAAAAYDuCUQRyOJ3qX58oSfpy6/s2VwMAAADYj2AUoQYkDJMkbazbYnMlAAAAgP0IRhHKt85oQ3SdSvcV21wNAAAAYC+CUYQ6dthUpdR7VOOwtHDps3aXAwAAANiKYBShHE6njmrYv84o/z2bqwEAAADsFZRg9MADDyg3N1cxMTEaN26cli1b1uKxjzzyiE444QSlpKQoJSVFU6ZMafV4dNxR3YZIkjbUbbK5EgAAAMBeAQ9Gzz//vK699lrdfPPN+uKLLzRy5Eidcsop2rVrV7PHL1q0SBdccIE++OADLVmyRDk5OZo6daq2bdsW6FIjzvGDzpQkfR9dp4rKcpurAQAAAOxjGWNMIF9g3LhxOuaYY/TXv/5VkuTxeJSTk6OrrrpKN9xww2HPb2hoUEpKiv7617/q4osvPuzxZWVlSkpKUmlpqRITE4+4/nDmaWjQSU+OUInTodt6z9NZk35md0kAAABAp2lPNgjoiFFtba1WrFihKVOmHHhBh0NTpkzRkiVL2vQclZWVqqurU2pqaqDKjFgOp1NH1XeTJC3f8o7N1QAAAAD2iQrkkxcVFamhoUEZGRmN7s/IyNDatWvb9BzXX3+9srKyGoWrg9XU1Kimpsb/dVlZWccLjkBHxQ/W5/Ur9H3tRm3a1rb3JJzEOWPlcro69TlNbKpkWZ36nAhdcS6nYqKddpcBAACOUECD0ZH605/+pOeee06LFi1STExMs8csWLBAt956a5ArCx/jB56pZ75ZoW/c9frRu+fZXU7QxXo8mlVWrktKy5To6ZxZpcs9AzSn9jfap7hOeT6EtniXUy/8fLyGZiXZXQoAADgCAZ1K16NHDzmdTu3cubPR/Tt37lRmZmar5955553605/+pHfeeUcjRoxo8bj58+ertLTUfykoKOiU2iPFhFGna0hNSOfjgKpyOPT35CRNz87So0kJquqEkZ4xju90f/T9cqqhEypEqKuobdANL69SQycFawAAYI+A/kXscrk0evRovffeezrrrLMkeZsvvPfee5o3b16L5/35z3/W7bffrrfffltjxoxp9TXcbrfcbndnlh1RoqKi9fzlX6q+vs7uUoLOGKMPt32o+1f+VRtLN+qe1BQ93WuALh9+uc7uf5aiHdHtf9LtK2U9eZom6St9P36xzLQ7Or9whIyifTWacteHWrWtVE98ullzJ/S1uyQAANBBAe9K9/zzz2v27Nn6f//v/2ns2LG655579MILL2jt2rXKyMjQxRdfrF69emnBggWSpDvuuEM33XSTnnnmGR1//PH+5+nWrZu6det22NejKx3aq8HToP9s+o8e+PIBba/YLknKScjRvFHzNK3vNDmsdg6sfvOq9OJs7+1T75TGXta5BSOkPLssX/P/tUpxLqfeueZEZacwhRIAgFARMl3pJGnGjBm68847ddNNN2nUqFFauXKl3nrrLX9Dhvz8fO3YscN//IMPPqja2lr9+Mc/Vs+ePf2XO++8M9ClIkI5HU79qN+P9PrZr+uGsTcoNSZVBeUFuv7j63X+6+fro60fqV3/fjD0LGnyTd7b/71e+v7dgNSN0DBjTI7G5qaqsrZBN/37m/b9rgAAgJAR8BGjYGPECEeqsq5S//j2H3rimye0r26fJOno9KP1q6N/paMzjm7bkxgjvfoL6atnJHeiNPcdKX1wAKuGnb7fVa5T712s2gaPHrjwaJ02oqfdJQEAAIXYiBHQ1cRFx+lnI3+m/57zX80ZOkdup1tf7PpCs9+arV+8+wutK153+CexLOmMe6Tex0k1ZdIz50sVRQGvHfbon56gKyb2kyTd/No3Kq2MvDV7AAB0dQQjoAXJMcm6bsx1+s/Z/9GPB/xYTsupj7d9rB+//mP95qPfKL8sv/UniHJLM/4ppfSVSvKl5y6U6qqDUzyC7heT+ikvLV5F+2r0p7cib08wAAC6OoIRcBgZ8Rm6efzNevXMVzUtd5ok6b+b/qszXz1Tty25Tbsqd7V8cnx36cIXJHeSVLBUeu0q7zQ7hB13lFMLzh4uyduQYdmmYpsrAgAA7UEwAtooNylX/3fS/+mF01/Q8b2OV72p1wvfvaDT/nWa7l5xt0prSps/MW2AdP6TkuWUVr0gfUQjkXA1Lq+7LhibI0ma/6+vVVPPXlYAAHQVBCOgnQZ3H6yHpjykx055TCPTRqq6oVqPrX5M01+erke+fkSVdZVNT+o3STrtL97bH/xBWv2v4BaNoLlh2mD16ObWht0VenDRBrvLAQAAbUQwAjromMxj9I/p/9D9J9+vo1KOUnldue778j5d+d6VzZ8w5hLp2P2PvXqFtHV58IpF0CTFReuWHw2RJP3tgw36fle5zRUBAIC2IBgBR8CyLE3MmagXT39Rf5zwRzksh5bvXK7dlbubP2HqbdKAaVJ9tfTsBd6mDAg7pw3vqUkD01Tb4NFv/7VaHg/rygAACHUEI6ATOB1OndHvDPVP7i9J+rro6+YPdDilc/8uZQyTKnZJz8yUahhRCDeWZem2s4YpNtqpZZuL9cLyArtLAgAAh0EwAjrRiLQRkqSvd7cQjCTJnSBd+LzULUPa9Y300lzJwyL9cJOdEqfrpg6QJP3xzTXaVU6rdgAAQhnBCOhEI3p4g9FXu79q/cCkbGnms1JUjLT+bemd/w1CdQi2OcflanivJJVV1+v3r39rdzkAAKAVBCOgE41MGylJ+qboG9V76ls/OHu0dPZD3tuf/U36/NEAV4dgi3I6tOCc4XI6LL3x9Q69v3an3SUBAIAWEIyATpSblKuE6ARVN1Rr/d71hz9h6NnSyftHi978tbTh/cAWiKAb1itJcyf0lSTd+Oo3qqg5TGAGAAC2IBgBnchhOTQ8bbikw6wzOtgJ/yONmCmZBumFOdLudYErELa4espRyk6J1baSKt218Du7ywEAAM0gGAGdzN+AoaXOdIeyLOlH90k5x0o1pdIz50sVewJYIYItzhWlP5w1TJL0+CebtGprqc0VAQCAQxGMgE7ma8DQ5hEjSYpySzOfllJypb2bpednSfU1AakP9pg4MF0/Gpklj5Fu+NfXqm/w2F0SAAA4CMEI6GTDe3in0m0u26yS6pK2nxjfQ7rwBcmdJOUvkV77pWTYGDSc3Hj6ECXFRuub7WV6/JPNdpcDAAAOQjACOllyTLJyE3MlSauKVrXv5LSB0vlPSJZT+vo56eO/dHp9sE9aglu/O3WwJOmuhd+poLjS5ooAAIAPwQgIgHavMzpYv5OlU//Pe/v926RvXunEymC388Zk69i8VFXVNeh/X10tw6ggAAAhIcruAoBwNKLHCL224bX2rTM62DFzpaL10tIHpVd+Lm3+RLL4d4xwYEn6f93r9O+t29Ww0WjTP3oor0c3u8tqP3c36bhfSrHJdlcCAECnIBgBAeAbMVq1e5U8xiNHR0LNKbdLxRul9W9Lnz/SyRXCTkmSLnbIO2a/cf+lK6qtkKbfYXcVAAB0CoIREABHpRyl2KhYldeVa3PpZuUl57X/SRxO6bzHpS+flip2dX6RsFWDx+jZZfkqrqzVkJ6JmjI4w+6S2q6yWFr+qPTFU9KJv5Hiu9tdEQAAR4xgBARAlCNKQ7sP1fKdy/XV7q86FowkyRUvjbu8c4tDSHBKGtS/WD9+aIlUID077ViN79dFAoYx0tbPpcKvpWUPS5Pm210RAABHjEULQIAcUQMGRIQxuamaNa63JOl3r6xSdV2DzRW1kWVJE67x3l72/7xT6gAA6OIIRkCA+INRRxswICL8ZtogpSe4tbGoQn/74Hu7y2m7IWdKKX2lqr3eKXUAAHRxBCMgQEb08Aaj70u+V0Ud/6KO5iXFRuvWHw2VJD344QZ9t7Pc5orayOGUjv+l9/aSB6SGOnvrAQDgCBGMgABJi0tTVnyWPMajb4q+sbschLBpwzI1ZXC66hqM5v9rlTyeLrK30cgLpfh0qbRAWv2y3dUAAHBECEZAALHOCG1hWZZ+f+YwxbucWrFlr55Zlm93SW0THSMde4X39uJ7JI/H1nIAADgSBCMggHzB6KvdX9lcCUJdVnKs/ueUgZKkO99Zp4auMmo05lLJlSDtXiOtf8fuagAA6DCCERBABzdgMKaL/KEL21x0bB+5nA6VVNZpe0mV3eW0TWyyNOYS7+3Fd9taCgAAR4JgBATQ4NTBinZEq7i6WNv2bbO7HIS4KKdDfbrHSZI27N5nczXtcOwvJKdLKvhM2rLE7moAAOgQghEQQC6nS4NTB0tiOh3aJi8tXpK0cXcX6mSY2FMaOdN7+5N7bC0FAICOIhgBAcZ+RmiPvLRukqSNRV1oxEiSjvuVJEv67i1p57d2VwMAQLsRjIAAIxihPfJ6dMERI0nq0V8afIb39if32lsLAAAdQDACAswXjNYWr1V1fbXN1SDU+UeMulowkqQJV3uvV78klXSRluMAAOxHMAICLCs+S91juqve1Gtt8Vq7y0GI67d/jVFhWbUqauptrqadeo2W+p4oeeqlJQ/YXQ0AAO1CMAICzLIs9jNCmyXHuZQa75IkbSrqiqNG13ivv3hKqiy2txYAANqBYAQEAeuM0B6+dUZdqmW3T94kKXOEVFcpLXvY7moAAGgzghEQBCPTRkqSvi4iGOHw+nXldUaWdWDUaOlDUm0X/B4AABGJYAQEwdDuQ+WwHCqsKNTOip12l4MQ59/LqCtOpZOkIWdKKX2lqr3SF/+wuxoAANqEYAQEQVx0nI5KPkqStKpolc3VINQd6EzXBafSSZLDKR13lff2kr9KDXX21gMAQBsQjIAgYZ0R2so3YrSpqELGGJur6aBRs6T4dKm0QFr9st3VAABwWAQjIEjoTIe26p0apyiHpcraBhWWddG9r6JjpGN/7r29+B7J47G1HAAADodgBASJLxh9u+db1XmYWoSWRTsd6p0aJ6mLNmDwGTNXciVIu9dI69+xuxoAAFpFMAKCJDcxVwmuBFU3VGv93vV2l4MQ52/A0FXXGUlSbLI05hLv7cV321oKAACHE5Rg9MADDyg3N1cxMTEaN26cli1b1urxL774ogYNGqSYmBgNHz5cb775ZjDKBALKYTk0ogfrjNA2vgYMG7ryiJEkHfsLyemSCj6TtiyxuxoAAFoU8GD0/PPP69prr9XNN9+sL774QiNHjtQpp5yiXbt2NXv8p59+qgsuuEBz587Vl19+qbPOOktnnXWWVq9eHehSgYCjAQPaqktv8nqwxJ7SyJne25/cY2spAAC0JuDB6K677tJll12mSy65REOGDNFDDz2kuLg4PfbYY80ef++992ratGn69a9/rcGDB+u2227T0Ucfrb/+9a+BLhUIOH8wYqNXHEZeV97k9VDH/UqSJX33lrTzW7urAQCgWQENRrW1tVqxYoWmTJly4AUdDk2ZMkVLljQ/pWLJkiWNjpekU045pcXjga5keI/hkqQtZVtUUl1ibzEIab41RttLq1Rd12BzNUeoR39p8Bne25/eZ28tAAC0IKDBqKioSA0NDcrIyGh0f0ZGhgoLC5s9p7CwsF3H19TUqKysrNEFCFVJ7iT1TeoriVEjtK57vEuJMVEyxrufUZc34Wrv9aoXpZICW0sBAKA5Xb4r3YIFC5SUlOS/5OTk2F0S0CoaMKAtLMsKr+l0vUZLfU+UPPXSkgfsrgYAgCYCGox69Oghp9OpnTt3Nrp/586dyszMbPaczMzMdh0/f/58lZaW+i8FBfxLJEIbDRjQVmHRsvtgx1/tvf7iSamy2NZSAAA4VECDkcvl0ujRo/Xee+/57/N4PHrvvfc0fvz4Zs8ZP358o+MlaeHChS0e73a7lZiY2OgChLKRaSMlSauKVsljPDZXg1DWzzdiFA5T6SSp38lS5giprlJa9rDd1QAA0EjAp9Jde+21euSRR/Tkk09qzZo1uuKKK1RRUaFLLvFu+nfxxRdr/vz5/uN/9atf6a233tJf/vIXrV27VrfccouWL1+uefPmBbpUICj6JfdTbFSs9tXt08aSjXaXgxDma9kdNiNGlnVgrdHSh6TaMAl8AICwEPBgNGPGDN1555266aabNGrUKK1cuVJvvfWWv8FCfn6+duzY4T/+uOOO0zPPPKOHH35YI0eO1EsvvaRXX31Vw4YNC3SpQFBEOaI0rIf395kGDGjNwWuMjDE2V9NJBp8ppfSVqvZKX/zD7moAAPCzTNj839arrKxMSUlJKi0tZVodQtY9K+7Ro6sf1blHnatbjrvF7nIQoqrrGjT4prdkjLTsd5OVnhBjd0md4/NHpf9cKyXlSL/8UnJG210RACBMtScbdPmudEBX5GvA8NXur2yuBKEsJtqp7JRYSWHSmc5n1CwpPl0qLZBWv2x3NQAASCIYAbbwBaMNJRu0rzZM1o8gIPJ6hFHLbp/oGOnYn3tvL75H8tCEBABgP4IRYIMesT3Uq1svGRmt3rPa7nIQwsKuZbfPmLmSK0HavUZa/47d1QAAQDAC7MJGr2iLvHBr2e0TmyyN8XYn1Sf32FkJAACSCEaAbdjoFW3RL9xadh/s2F9ITpeUv0TK/8zuagAAEY5gBNjk4GAUZs0h0Yl8I0YFe6tUWx9ma3ESe0ojZ3pvL77H1lIAACAYATYZlDpI0Y5o7a3Zq63lW+0uByEqI9GteJdTDR6j/OIwm04nScf9SpIlffdfaee3dlcDAIhgBCPAJi6nS4O7D5YkfVVE2240z7Is/6jRhnDqTOfTo780+Azv7U/vs7cWAEBEIxgBNqIBA9riQGe6MAxGkjThau/1qhelfbtsLQUAELkIRoCNRqaNlEQwQusO7GUUhg0YJKnXaCljuOSpl7Z8anc1AIAIRTACbORrwLCueJ2q66ttrgahyj9iFG4tuw/We5z3umCZvXUAACIWwQiwUc/4nuoR20P1pl5ritfYXQ5CVNhu8nqw7LHe660EIwCAPQhGgI0sy2KdEQ6r7/69jPZW1qm4otbmagIk5xjv9Y6vpDpGTwEAwUcwAmzmm0731W4606F5ca4oZSXFSArjUaOUvlJ8mtRQ6w1HAAAEGcEIsNnBG70CLfG17A7bznSWxXQ6AICtCEaAzYZ2HyqH5dDOyp0qrCi0uxyEKN86ow1FYTpiJB2YTkcDBgCADQhGgM3iouM0IGWAJGlV0Sqbq0GoyusR5nsZSVLOQZ3pjLG3FgBAxCEYASHAt5/RV7tYW4HmHZhKF8YjRlk/kBxR0r5CqbTA7moAABGGYASEAP86oyLWGaF5vql0+cWVqm/w2FxNgETHSpnDvbeZTgcACDKCERACfC27v93zreoa6myuBqEoKylWMdEO1TUYFeytsrucwMlho1cAgD0IRkAI6JPYR4muRNU01Oi7vd/ZXQ5CkMNhKbd7JGz0ur8BA53pAABBRjACQoBlWexnhMPqF+4tuyUpZ3/L7sJVUm2lvbUAACIKwQgIEawzwuH41hltDOeW3Uk5UkJPyVMvbf/S7moAABGEYASEiJE9vJ3p2OgVLfHvZRTOI0aWxXQ6AIAtCEZAiBiWNkySVFBeoOLqYpurQSjK6xEBU+mkA9PpCj63tw4AQEQhGAEhItGVqLykPEnSqt1s9IqmfCNGRftqVFYdxt0L/Z3plrLRKwAgaAhGQAihAQNakxATrbQEt6QwHzXqOVJyuqTKImnvJrurAQBECIIREEJowIDDyesRAS27o9zecCQxnQ4AEDQEIyCE+DZ6XV20Wg2eBpurQSjKi4SW3VLj6XQAAAQBwQgIIf2T+ys2KlYVdRXaWLrR7nIQgvpFQstuic50AICgIxgBIcTpcGp4j+GSaNuN5kXEJq/Sgc50O7+RasI8BAIAQgLBCAgxrDNCa3yd6TYVVcjjCeOObYlZ3s1ejUfatsLuagAAEYBgBIQY3zojRozQnOyUOLmcDtXUe7StpMrucgKL6XQAgCAiGAEhZniadyrdhpINKq8tt7kahBqnw1Kf7nGSpI1FETKdjs50AIAgIBgBIaZHbA/16tZLRkari1bbXQ5CkG86XVi37JYOBKOty9joFQAQcAQjIAT51xkxnQ7N8LXs3hDuwShjuBQVI1XtlfZ8b3c1AIAwRzACQtDINO/mljRgQHMObPIa5lPpolxS1g+8twtYZwQACCyCERCCDm7AYJhChENEzCav0kHrjNjoFQAQWAQjIAQNSh0kl8OlkpoS5Zfn210OQoxvk9fCsmpV1NTbXE2AZfvWGdGAAQAQWAQjIARFO6M1uPtgSawzQlPJcS6lxrskefczCmu+EaNda6TqUntrAQCENYIREKJ8DRi+2v2VzZUgFPnWGYV9A4Zu6VJKriQjbV1udzUAgDBGMAJCFJ3p0JoDLbvDfMRIYjodACAoCEZAiBqVNkqS9N3e71RVX2VvMQg5/gYM4T6VTjqoAQOd6QAAgUMwAkJURlyG0mPT1WAa9O2eb+0uByHmQMvuMJ9KJx200etyyeOxtxYAQNgKaDAqLi7WrFmzlJiYqOTkZM2dO1f79rX8P/Hi4mJdddVVGjhwoGJjY9W7d2/98pe/VGkpC24ReSzL8k+ne2bNM3ph3Qt6bcNrenvz2/qw4EN9tuMzrdy1Umv2rNHG0o3avm+79lTtUUVdheo9Yd6pDP4Ro01FFeHf0j19qBQdL9WUSkXr7K4GABCmogL55LNmzdKOHTu0cOFC1dXV6ZJLLtHll1+uZ555ptnjt2/fru3bt+vOO+/UkCFDtGXLFv385z/X9u3b9dJLLwWyVCAkjUofpXfz39U7W97RO1veade5UVaU3FFuuZ1uxThj5I7af+10Ky46TpnxmcqKz1JWtyz1jO+prG5ZSo9LV5QjoP9ZQCfpnRonp8NSZW2DCsuq1TMp1u6SAscZJfU6Wtr8sXc6XfpguysCAIShgP0FtGbNGr311lv6/PPPNWbMGEnS/fffr1NPPVV33nmnsrKympwzbNgwvfzyy/6v+/Xrp9tvv10/+clPVF9fr6go/mBDZDn7qLNVWFGoPVV7VN1QrZqGGlXXe68Pvl3dUK2a+hrVemr959abetXX1auiru1rUJyWU+lx6f6glNUtS1nxWerZraf/2u10B+JbRTu5ohzqnRqnTUUV2ri7IryDkeSdTucLRqNn210NACAMBSxpLFmyRMnJyf5QJElTpkyRw+HQ0qVLdfbZZ7fpeUpLS5WYmNhiKKqpqVFNTY3/67KysiMrHAghia5EXT/2+jYf7zEe1TTUqLahtklo8gWrmvoaldeVa0fFDu3Yt0Pb923X9ort2lGxQ/Weeu/9FTv0xa4vmn2N7jHd/aNMvbr18oem7rHd5XK65HZ6R6l8t11Ol6KsKFmW1Vk/FuyX1yN+fzDap+P797C7nMDyd6ajAQMAIDACFowKCwuVnp7e+MWiopSamqrCwsI2PUdRUZFuu+02XX755S0es2DBAt16661HVCsQLhyWQ7FRsYqNilWSO6ld53qMR0VVRdq+zxuStu3b5g1OFdv911X1VdpTvUd7qvdoVdGqdtXldroV7YhuFJoODVCHPpbsTlZGfIYy4zKVEZ+hjLgMJboSCVn75aXF67210oaIaNl9jPe66DupsliKS7W3HgBA2Gl3MLrhhht0xx13tHrMmjVrOlyQT1lZmU477TQNGTJEt9xyS4vHzZ8/X9dee22j83Jyco749YFI47AcSo9LV3pcukZpVJPHjTEqrSnV9ort3lGm/QHKd723Zq9qG2pV21CrmoYa1Xnq/Od6jEdV9VWq0pG3HY+NilVGnDck+cJSZnxmo6+T3ckREZ4iqmV3fHepe39pz/fe7nQDptpdEQAgzLQ7GF133XWaM2dOq8fk5eUpMzNTu3btanR/fX29iouLlZmZ2er55eXlmjZtmhISEvTKK68oOjq6xWPdbrfcbtY8AIFmWZaSY5KVHJOsId2HHPZ4j/H4Q1KTa8+BANXc477Lnqo92lm5Uzsrdmpn5U6V1JSoqr5Km8s2a3PZ5hZf2+VweUeafIFpf2hKj01XtDNaTssph+XwX3xfOy2nHI5Dvm7puEOO918c3seCIaJadkve6XR7vvdOpyMYAQA6mWUC1Od1zZo1GjJkiJYvX67Ro0dLkt555x1NmzZNW7dubbb5guQd8TnllFPkdrv15ptvKi4url2vW1ZWpqSkJP/aJADho7q+Wrsqd2ln5U4VVhQ2Ck2+r4uri+0uU5KaBKV2fd3GnRTqPB59u927rnJ4ryQ5wn2UrHK3VJIvuROk7gPadIplWf6fr2VZzYfbQ8Ovo/VQ3Nl6xPbQxUMvVrSj5X8EBAB0THuyQcCCkSRNnz5dO3fu1EMPPeRv1z1mzBh/u+5t27Zp8uTJeuqppzR27FiVlZVp6tSpqqys1CuvvKL4+Hj/c6WlpcnpPPz/kAhGQGSrbaj1hydfaPLd3l21W3WeOnmMRw2mQR7P/mtz4Np3ae7+Bs+B+4zCfO8gBNVdE+/SD/v80O4yACDstCcbBLT/9dNPP6158+Zp8uTJcjgcOvfcc3Xffff5H6+rq9O6detUWVkpSfriiy+0dOlSSVL//v0bPdemTZuUm5sbyHIBhAGX06XshGxlJ2QH9HWMMU3CU72n3v+1L0TVm3p/qPIfZ+r9oay5c9vz71V/+M+32lhUoV9M7KcxfcK8IYHxSC9dKtVVStP/LKXkHvYUf9hV0zDcJPge5rbvPe1Mn27/VGuK12hDyQaCEQDYLKDBKDU1tcXNXCUpNze30R8AEydODP8d3AGEBcuyFGXZv7fav1OTtH7zNrlrB+iknKPsLifweoyQNi6SauqlnJPsruaIdXN105riNdpStsXuUgAg4gVnhTAAICD6+TrTRULLbknKGee93vq5vXV0kj6JfSRJ+WX5NlcCACAYAUAX5utMtyESWnZLBzZ6LVhqbx2dpHdCb0nSlnJGjADAbgQjAOjC/HsZ7d4XGVORs71dTlW8UaoosreWTtA70RuMSmtKVVJdYm8xABDhCEYA0IX16R4ny5LKq+u1e1+N3eUEXmyKlDbIezsMptP5NiyWGDUCALsRjACgC4uJdio7JVZSBK0zyj7Gex0m0+lYZwQAoYFgBABdXF6PSGvA4Ftn1PVHjKQD0+k2l222txAAiHAEIwDo4vLSvA0YNu7eZ3MlQeLrTLf9C6mhzt5aOkFuYq4kRowAwG4EIwDo4vwNGCKlM133o6SYJO9GrztX213NEfN3pmMvIwCwFcEIALq4fj0ibMTI4TiobXfXn07nW2O0pWxLZHQWBIAQRTACgC7ON2JUsLdKtfUem6sJEt86o63L7K2jE2QnZMthOVRZX6k91XvsLgcAIhbBCAC6uIxEt+JdTjV4jPKLI2Q6XRh1pnM5XeoZ31MS0+kAwE4EIwDo4izLUt/9DRg2REpnul6jJcshleRL5TvtruaIHTydDgBgD4IRAISBiGvZHZMopQ/x3g6D6XQEIwCwH8EIAMJAxLXslsJqOh2bvAKA/QhGABAGIq5lt3RgP6Mw6Ezna9nNJq8AYB+CEQCEgbxIa9ktHehMt/1Lqb7W3lqOkG+T14LyAnlMhHQWBIAQQzACgDDgm0q3t7JOeyu6dkhos9Q8Ka671FAjFX5tdzVHpGe3noqyolTTUKNdlbvsLgcAIhLBCADCQJwrSj2TYiRJG4siZNTIsg7a6LVrN2CIckQpOyFbEtPpAMAuBCMACBN5kdayW5Jy9jdgCKPOdDRgAAB7EIwAIExEXMtuKWxGjCSpd6K3AQMtuwHAHgQjAAgTEdmyu9fRkuWUyrZJpdvsruaI9ElgLyMAsBPBCADCRL9IbNntipcyh3lvd/HpdH2SCEYAYCeCEQCECd+I0ZY9FapviKCWz2Eync43YrR131bVe+ptrgYAIg/BCADCRFZSrGKiHaprMNq6t8rucoLHv9Fr1w5GGfEZcjvdqvfUa8e+HXaXAwARh2AEAGHC4bCU233/OqNIadktHehMt+Mrqa7a3lqOgMNyKCchR5K0pZzpdAAQbAQjAAgj/nVGkdSZLrmPFJ8ueeqkHSvtruaI+Fp2s84IAIKPYAQAYSQi9zKyLCknPNYZ0bIbAOxDMAKAMHIgGEXQVDrpQDDq4p3pchNzJbHJKwDYgWAEAGEkIjd5lRp3pjPG3lqOQO8ERowAwC4EIwAII74Ro6J9NSqrrrO5miDKGiU5oqV9O6WSrjva4ltjtL1iu+oaIuj9A4AQQDACgDCSEBOttAS3pAgbNYqOlXqO8N7e+rm9tRyBHrE9FBcVJ4/xqGBfgd3lAEBEIRgBQJjJ67G/ZXekrTPyT6dbam8dR8CyLP+oEeuMACC4CEYAEGbyIrFlt0RnOgDAESEYAUCY6ZcWgZu8SgeCUeEqqbbrhkL2MgIAexCMACDM+BowRNyIUVK2lJAlmQZp+5d2V9NhTKUDAHsQjAAgzPhadm8qqpDH03VbV3dIGEyn87Xs3ly22d5CACDCEIwAIMxkp8Qq2mmppt6jbSVVdpcTXP6NXrtuZzrfJq87K3eqqj7C3j8AsBHBCADCTJTToT7dfeuMImw63cGd6broRq/JMclKdCVKkgrKadkNAMFCMAKAMBSxLbt7jpCcbqlyj1S80e5qOowGDAAQfAQjAAhDEduyO8otZY3y3u7C0+kIRgAQfAQjAAhDeZHasluSso/xXnfhjV59exnRmQ4AgodgBABhqF+ktuyWpJxx3uuCLjxilMCIEQAEG8EIAMKQr2X3jtJqVdbW21xNkPk60+36Rqopt7eWDuqTRDACgGAjGAFAGEqJdyklLlpSBI4aJWRKSb0l45G2rbC7mg7xjRjtqd6jfbUROB0SAGwQ0GBUXFysWbNmKTExUcnJyZo7d6727Wvbf+CNMZo+fbosy9Krr74ayDIBICz18zVgiLSW3dJBG712zel03VzdlBqTKknaUs6oEQAEQ1Qgn3zWrFnasWOHFi5cqLq6Ol1yySW6/PLL9cwzzxz23HvuuUeWZQWyPAAIa3lp8Vq+ZW/kteyWvMFo9UvSl/+Q9nxvdzUdkltXp2JJ+e/epKHRPdp3cp/jpNGzA1IXAISrgAWjNWvW6K233tLnn3+uMWPGSJLuv/9+nXrqqbrzzjuVlZXV4rkrV67UX/7yFy1fvlw9e/YMVIkAENYitmW3JPU53ntdssV76YJ690jVFwndtGXHMqmkrH0nf/28NPgMKS41MMUBQBgKWDBasmSJkpOT/aFIkqZMmSKHw6GlS5fq7LPPbva8yspKXXjhhXrggQeUmZl52NepqalRTU2N/+uysnb+zwMAwpR/k9dIbNmdOUya+Yy0Z4PdlXRYn+KVUvHn2tJ7jHTMpLaf+PFfpOoSae8mghEAtEPAglFhYaHS09Mbv1hUlFJTU1VYWNjieddcc42OO+44nXnmmW16nQULFujWW289oloBIBz5Row27a6QMSbypicPOs3uCo5Iny0LpUWfK98dJx3/y7afuPYN7x5Oe7dIvUYHrkAACDPtbr5www03yLKsVi9r167tUDGvvfaa3n//fd1zzz1tPmf+/PkqLS31XwoKCjr02gAQbnqnxsnpsFRR26CdZTWHPwEhpXeCd5PXdjdfSPZ2tOuqUwgBwC7tHjG67rrrNGfOnFaPycvLU2Zmpnbt2tXo/vr6ehUXF7c4Re7999/Xhg0blJyc3Oj+c889VyeccIIWLVrU5By32y23292ebwEAIoIryqHeqXHaVFShDbv3KTMpxu6S0A69E73BqLSmVCXVJUqOSW7biSn7g9FeghEAtEe7g1FaWprS0tIOe9z48eNVUlKiFStWaPRo71D++++/L4/Ho3HjxjV7zg033KCf/vSnje4bPny47r77bp1xxhntLRUAIl5ej3htKqrQxt37dHz/dnY2g61io2KVEZehnZU7taV8SzuCUa73mhEjAGiXgK0xGjx4sKZNm6bLLrtMDz30kOrq6jRv3jzNnDnT35Fu27Ztmjx5sp566imNHTtWmZmZzY4m9e7dW3379g1UqQAQtvLS4vXeWumdb3faXUpYcEc5dcqwTCXFRgfl9fok9tHOyp3KL8vXyLSRbTvJN5Vu7+aA1QUA4Sig+xg9/fTTmjdvniZPniyHw6Fzzz1X9913n//xuro6rVu3TpWVlYEsAwAi1lHpCZKkj9cX6eP1RTZXEx7W7SzXjacPCcpr9U7srWWFy7S5bHPbT/JNpSspkDwNksMZkNoAINwENBilpqa2uplrbm6ujDGtPsfhHgcAtOzUET319bYSFVfU2l1Kl7ejtFpf5pdoXWF50F4zNzFXkpRflt/2kxJ7SY4oyVMnle+QkrIDUxwAhJmABiMAgL26uaP0h7OG211GWFi6cY9mPPyZ8ouDN8vB35murB3rhRxObxjau9nbgIFgBABt0u523QAARKKc1DhJ0vaSKjV4gjOboU+id1rclrIt7ZtBQQMGAGg3ghEAAG2QkRijaKeleo/RjtKqoLxmdkK2HJZDlfWV2lO9p+0n0oABANqNYAQAQBs4HZayU7yjRgXFwQlGLqdLPeN7SmrndDr2MgKAdiMYAQDQRtkpsZKkgiCuMzp4Ol2b+UaMmEoHAG1GMAIAoI1864wK9oZ4AwbfGiNGjACgzQhGAAC0UY5/Kl3wglFuUq6kdrbs9gWj8h1SXXWn1wQA4YhgBABAG/X2jxgFZ42RdGDEqF2bvMZ1l6LjJRmptCAgdQFAuCEYAQDQRjmp3jVGwdzLyLfGqKC8QB7jadtJlkUDBgBoJ4IRAABt5JtKt7u8RtV1DUF5zaxuWYqyolTTUKNdlbvafqK/AcPmgNQFAOGGYAQAQBslx0WrmztKkrQ1SA0YohxRyk7IltTO6XSMGAFAuxCMAABoI8uyDnSmC9JeRpLUO9G7zqhDDRjY5BUA2oRgBABAO+Sk2LfOiL2MACBwCEYAALTDgRGjIAajhA4EI6bSAUC7EIwAAGgH34hRUDd5TezAJq++EaPqEqm6tPOLAoAwQzACAKAdencP/hqj3MRcSdLW8q2q99S37SR3Nymuh/c2o0YAcFgEIwAA2sHXsruguFLGmKC8ZkZ8htxOt+pNvXbs29H2E/3T6TYHpC4ACCcEIwAA2iF7fzAqr6lXaVVdUF7TYTmUk5AjSdpSTgMGAAgEghEAAO0Q63KqRze3pOBOp+tQZzoaMABAmxGMAABop96pXawBAyNGAHBYBCMAANrJ17I7qHsZ7W/Z3bFNXglGAHA4BCMAANrp4AYMweKbSre5bHPbT0o5aMQoSI0iAKCrIhgBANBOOf6pdMFfY7SjYofqGtrY9CEpR7IcUn21tG9nAKsDgK6PYAQAQDv5ptJtDeKIUY/YHoqLipPHeFSwr6BtJzmjpcRe3ttMpwOAVhGMAABoJ99Uuq17q+TxBGeKmmVZBzrTldKAAQA6G8EIAIB26pkUI6fDUm2DRzvLq4P2ur7OdPnlNGAAgM5GMAIAoJ2inA5lJcdICu5eRr0TOtCy27+X0ebOLwgAwgjBCACADuidGvzOdLlJuZLYywgAAoFgBABAB/jWGQVzL6MjGzEiGAFAawhGAAB0gK8zXcHe4O9ltLNyp6rq2ziFz7fGqGyr1NY23wAQgQhGAAB0QHaKdy+jrUFcY5TsTlaiK1GSlF/WxgYM3TKkqBjJeKTSNrb5BoAIRDACAKADetswYnRwy+42d6azLCnZOwWP6XQA0DKCEQAAHeCbSldYVq2a+oagva6vZTcNGACgcxGMAADogO7xLsVGO2WMtG1v8KbT+Td5pQEDAHQqghEAAB1gWZZyUr3rjAqCGYwS9k+la+saI+lAAwZGjACgRQQjAAA6yI69jDo0YpTMJq8AcDgEIwAAOig7JfjByLfGaE/1Hu2r3de2k5hKBwCHRTACAKCD7NjLKMGVoNSYVEnSlvI2Bh3fiFFlkVTTxjAFABGGYAQAQAfl7N/LqCCIexlJB6bTtXmdUWyyFJPkvV3SjrVJABBBCEYAAHRQ7+7eEaP8IE6lkw4Eo81lm9t+Eg0YAKBVBCMAADooZ/8ao9KqOpVV1wXtdds9YiTRgAEADoNgBABAB8W7o5Qa75IU5AYMCd4GDO1r2U0DBgBoDcEIAIAjYMc6ow5NpfONGDGVDgCaRTACAOAI5Niwl5GvZXdZbZlKqkvadlJKX+81I0YA0KyABaPi4mLNmjVLiYmJSk5O1ty5c7Vv3+FbhC5ZskQnn3yy4uPjlZiYqBNPPFFVVcHt9gMAQFvZ0bI7NipW6XHpktrRsjvloDVGxgSmMADowgIWjGbNmqVvvvlGCxcu1BtvvKGPPvpIl19+eavnLFmyRNOmTdPUqVO1bNkyff7555o3b54cDga2AAChKceGTV4lKTcxV5K0payNwSgpx3tdVyFV7glMUQDQhUUF4knXrFmjt956S59//rnGjBkjSbr//vt16qmn6s4771RWVlaz511zzTX65S9/qRtuuMF/38CBAwNRIgAAnSIndf8ao73Bnd3QO7G3lhUua3swio6REnpK5Tu80+niewS2QADoYgIyFLNkyRIlJyf7Q5EkTZkyRQ6HQ0uXLm32nF27dmnp0qVKT0/Xcccdp4yMDJ100klavHhxq69VU1OjsrKyRhcAAIKl90FrjEwQp6j1STiClt0lmzu/IADo4gISjAoLC5Went7ovqioKKWmpqqwsLDZczZu3ChJuuWWW3TZZZfprbfe0tFHH63Jkydr/fr1Lb7WggULlJSU5L/k5OR03jcCAMBhZCXHymFJNfUe7S6vCdrr+jrTtXnESDqwySsNGACgiXYFoxtuuEGWZbV6Wbt2bYcK8Xg8kqSf/exnuuSSS/SDH/xAd999twYOHKjHHnusxfPmz5+v0tJS/6WgoKBDrw8AQEdEOx3qmeSbThe8dUYHB6M2j1SlsMkrALSkXWuMrrvuOs2ZM6fVY/Ly8pSZmaldu3Y1ur++vl7FxcXKzMxs9ryePXtKkoYMGdLo/sGDBys/v+VpAm63W263uw3VAwAQGNkpsdpWUqWC4iqN7hOk10zIlsNyqLK+Unuq96hHbBvWDLGXEQC0qF3BKC0tTWlpaYc9bvz48SopKdGKFSs0evRoSdL7778vj8ejcePGNXtObm6usrKytG7dukb3f/fdd5o+fXp7ygQAIKh6p8Zp6aZi5QexM53L6VLP+J7atm+bNpdublsw8o8YEYwA4FABWWM0ePBgTZs2TZdddpmWLVumTz75RPPmzdPMmTP9Hem2bdumQYMGadmyZZIky7L061//Wvfdd59eeuklff/997rxxhu1du1azZ07NxBlAgDQKezY5FU6MJ0uv7yNDRh8I0alWyVPQ4CqAoCuKSDtuiXp6aef1rx58zR58mQ5HA6de+65uu+++/yP19XVad26daqsPPA/kauvvlrV1dW65pprVFxcrJEjR2rhwoXq169foMoEAOCIHWjZHdxg1Duhtz7Vp21vwJCYJTmiJU+dVLZdSqZhEQD4BCwYpaam6plnnmnx8dzc3GYXi95www2N9jECACDUHdjkNbh7GeUm5UpqR2c6h9Mbhoo3ehswEIwAwC8gU+kAAIgkvr2MdpRWqa7BE7zXTegtqZ0tu2nAAADNIhgBAHCE0hLcckc55DHS9pLgjRr51hgVlBfIY9oYyGjAAADNIhgBAHCELMtSdsr+dUZBnE6X1S1LUVaUahpqtLNiZ9tOYsQIAJpFMAIAoBP4O9MFsQFDlCNK2QnZkqQt5W0MOim53mtGjACgEYIRAACdwLfOKJh7GUlS70TvOqP8sja27PZPpdscmIIAoIsiGAEA0AkOdKazZy+jzWWb23ZCcq73el+hVBfcLnoAEMoIRgAAdIIDexkFN2z0Sdi/yWtbR4ziUiVXN+/tkoIAVQUAXQ/BCACATpC9f8Roq01T6drcstuyDqwzogEDAPgRjAAA6AS9u3uD0Z6KWlXU1AftdXMTcyVJW8u3qt7TxtdNZp0RAByKYAQAQCdIjIlWUmy0pOB2psuIz5Db6Va9qdeOfTvadhINGACgCYIRAACdxL/OKIh7GTksh3ISciS1o2U3exkBQBMEIwAAOondnenavM7IP2JEMAIAH4IRAACdxO69jNoejHK914wYAYAfwQgAgE6SvT8YbQ3iGiOpAy27k71BStWlUtXeAFUFAF0LwQgAgE6SkxL8NUbSgRGjNm/y6oqX4tO8t5lOBwCSCEYAAHSanP0jRgV7K2WMCdrr+lp276jYobqGuradRAMGAGiEYAQAQCfplRwry5Iqaxu0p6I2aK/bI7aH4qLi5DEeFewraNtJNGAAgEYIRgAAdJKYaKcyEmIkBbcznWVZBxowlNKAAQA6gmAEAEAn8u9ltDe464x8Lbvzy9vagIFNXgHgYAQjAAA6kX+dUbBbdie0t2U3U+kA4GAEIwAAOlGX2eTV33whX/J4AlQVAHQdBCMAADrRwZ3pgqndwSgpW7KcUkONtG9nACsDgK6BYAQAQCeyay8jXzDaWblTVfVteG1ntJTUy3ubdUYAQDACAKAz9e7uHTHaXlKl+obgTVFLdicrwZUgScova2cDBjrTAQDBCACAzpSRECOX06F6j9GO0uqgva5lWf6NXtvcmY4GDADgRzACAKATORyWevmm0wV5nZF/L6M2N2DI9V4zYgQABCMAADpb9v5gtDXY64wS2tmAwbfJKyNGAEAwAgCgs/W2uTNdm9cYpbDJKwD4RNldAAAA4cbXsjvfpr2M1pes1+OrHz/8CTXlUlKCpDLp679LDmeLh1qyOqlKRKqYqBgluhKV4EpQonv/tStRia5EuZwuu8sDCEYAAHQ2uzZ57Z3YWw7LofLact214q62nZSa4r3+8t7AFQYchtvpPhCaDg5P0QlKcCUoyZ3U+DFXolJjUpURn2F36QgjBCMAADpZTqqv+UJw1xgluBL0++N+r2WFy9p+0tr/SNWlUr9JUkLPZg8xxnRShYhURkZV9VUqry1XWW2Z/3pf7T4ZGdU01Gh31W7trtrdruf97bjf6oJBFwSoakQaghEAAJ3Mt8Zod3mNqmobFOtqeYpaZzuz/5k6s/+ZbT9hy3pp69vSsSdIYy4JXGFAMxo8Daqor1BZjTcsHRqcDr5dXlvuP25vzV4VVxfr4a8f1jlHnSO30233t4IwQDACAKCTJcVGK8EdpfKaem3dW6mjMhLsLqllNGCAjZwOp3+dUXvUNdTp1FdOVWFFoV7b8JrOG3BegCpEJKErHQAAncyyLGXb1Jmu3ZL3ByP2MkIXEu2M1uwhsyVJj69+XA2eBpsrQjggGAEAEAA5vk1eg7yXUbv5R4wIRuhazjnqHCW5k1RQXqCFWxbaXQ7CAMEIAIAA8O9lFOTOdO3m2+SVESN0MXHRcZo1aJYk6dHVj9IkBEeMYAQAQADYtZdRu/mm0lXu8e5rBHQhFwy6QLFRsVpbvFafbv/U7nLQxRGMAAAIALtadrdbTKIUu38vI6bToYtJjknWjwf8WJJ31Ag4EgQjAAACwLfJ69biytCf4kMDBnRhFw+5WFGOKH1e+Lm+2v2V3eWgCyMYAQAQANn7g1F5Tb1Kq+psruYwaMCALiwzPlOn550uSXps1WM2V4OujGAEAEAAxLqcSkvwbjoZ8uuMaMCALu6SoZfIkqX3C97XxpKNdpeDLopgBABAgHSZlt3JbPKKri0vOU8n9z5ZkvTYakaN0DEEIwAAAiSnq2zyylQ6hIFLh10qSfrPxv+osKLQ5mrQFQUsGBUXF2vWrFlKTExUcnKy5s6dq3379rV6TmFhoS666CJlZmYqPj5eRx99tF5++eVAlQgAQEB1mb2MknO91yVbpFBvFAG0YETaCI3NHKt6U68nv3nS7nLQBQUsGM2aNUvffPONFi5cqDfeeEMfffSRLr/88lbPufjii7Vu3Tq99tprWrVqlc455xydf/75+vLLLwNVJgAAAePrTBfya4yScyRZUl2lVFFkdzVAh80dNleS9PL6l1VSXWJvMehyAhKM1qxZo7feekt///vfNW7cOE2YMEH333+/nnvuOW3fvr3F8z799FNdddVVGjt2rPLy8vS///u/Sk5O1ooVKwJRJgAAAZW9fy+jraG+l1GUW0rM8t6mAQO6sPFZ4zU4dbCq6qv07Npn7S4HXUxAgtGSJUuUnJysMWPG+O+bMmWKHA6Hli5d2uJ5xx13nJ5//nkVFxfL4/HoueeeU3V1tSZOnBiIMgEACCjfiNG2vVXyeEJ8ihoNGBAGLMvSpcO9a42eXvu0KutCfLQWISUgwaiwsFDp6emN7ouKilJqaqoKC1teDPfCCy+orq5O3bt3l9vt1s9+9jO98sor6t+/f4vn1NTUqKysrNEFAIBQ0DMpRlEOS7UNHu0sr7a7nNalEIwQHn7Y+4fKSchRaU2p/rX+X3aXgy6kXcHohhtukGVZrV7Wrl3b4WJuvPFGlZSU6N1339Xy5ct17bXX6vzzz9eqVataPGfBggVKSkryX3Jycjr8+gAAdKYop0NZyd7pdPl7Qvxfrn0jRkylQxfndDh1ybBLJElPfvuk6hpCfINlhIyo9hx83XXXac6cOa0ek5eXp8zMTO3atavR/fX19SouLlZmZmaz523YsEF//etftXr1ag0dOlSSNHLkSH388cd64IEH9NBDDzV73vz583Xttdf6vy4rKyMcAQBCRk5qrPKLK1Wwt0rj7C6mNbTsRhj5Ub8f6W8r/6bCikK9uelNndn/TLtLQhfQrmCUlpamtLS0wx43fvx4lZSUaMWKFRo9erQk6f3335fH49G4cc3/b6Gy0vsvaQ5H40Esp9Mpj8fT4mu53W653e62fgsAAASVd53RntBv2Z2S671mxAhhwO1066IhF+nuFXfrsdWP6Yx+Z8hhsX0nWheQ35DBgwdr2rRpuuyyy7Rs2TJ98sknmjdvnmbOnKmsLG/Xm23btmnQoEFatmyZJGnQoEHq37+/fvazn2nZsmXasGGD/vKXv2jhwoU666yzAlEmAAAB12U2efVPpSuQGurtrQXoBOcPOF8J0QnaWLpRiwoW2V0OuoCAReenn35agwYN0uTJk3XqqadqwoQJevjhh/2P19XVad26df6RoujoaL355ptKS0vTGWecoREjRuipp57Sk08+qVNPPTVQZQIAEFA5XWWT14SektMlmQapbJvd1QBHrJurm2YMmiFJenTVozJsXozDaNdUuvZITU3VM8880+Ljubm5TX5BjzrqKL388suBKgkAgKDLSfE2XygoDvG9jBwOKSlHKt7gnU7nW3MEdGGzBs/SU988pa+Lvtbynct1TOYxdpeEEMZkSwAAAsg3YrSzvFo19Q02V3MYvnVGNGBAmOgR20NnH3W2JOnR1Y/aXA1CHcEIAIAA6h7vUpzLKWO8G72GNPYyQhiaPXS2HJZDn2z7RGuLO76tDMIfwQgAgACyLGt/ZzopP9TXGbGXEcJQTkKOTsk9RZL02KrHbK4GoYxgBABAgOWk7l9n1GVGjAhGCC9zh82VJL295W0VlBXYXA1CFcEIAIAAy94/YrSVESPAFgNTB2pCrwnyGI8e/+Zxu8tBiCIYAQAQYL27yl5GvuYL+3ZKtSFeK9BOvlGjV79/Vbsrd9tcDUIRwQgAgADzdaYL+TVGsSmSO9F7uyTf3lqATjY6Y7RGpo1UnadO/1zzT7vLQQgiGAEAEGD+NUahvpeRZTGdDmHLsiz/qNEL615QeW25zRUh1BCMAAAIMF9XutKqOpVV19lczWHQgAFh7KSck9QvqZ/21e3T8+uet7schBiCEQAAARbvjlL3eJckqSDUp9MxYoQw5rAcunT4pZKkf377T1XXV9tcEUIJwQgAgCDI9jVgCPVg5GvAwCavCFPT+05Xz/ie2lO9R69teM3uchBCCEYAAARBTkoXWWfEVDqEuWhHtGYPnS1Jenz146r31NtcEUIFwQgAgCDI6Sotuw+eSmeMvbUAAXLOUecoxZ2irfu2auGWhXaXgxBBMAIAIAh6d5WpdMm9vdc1ZVLVXntrAQIkNipWFw6+UJL06KpHZfhHAIhgBABAUPg604X8XkauOKlbhvc2DRgQxi4YdIFio2K1bu86fbL9E7vLQQggGAEAEAS+vYy27q0K/X+dTmadEcJfkjtJ5w04T5J31AggGAEAEARZybFyWFJNvUe7y2vsLqd1/gYMm20tAwi0i4ZcpChHlJbvXK6Vu1baXQ5sRjACACAIop0O9UzyjhqF/HQ69jJChMiMz9QZeWdIkh5b/ZjN1cBuBCMAAILEN50u5DvT0bIbEWTOsDmyZOmDgg+0oWSD3eXARgQjAACCxNeAIfT3Msr1XjNihAiQl5Snyb0nS2LUKNIRjAAACJKcLtOy2zeVLl/yeOytBQiCS4ddKkl6c+ObWr93vc3VwC4EIwAAgsS3l1HIrzFK7CVZTqmhVirfYXc1QMANTxuu43sdr3pTr58t/JkKygvsLgk2IBgBABAkB7fsDmnOKCkp23ub6XSIEHeccIf6J/fX7qrduvydy7WrcpfdJSHICEYAAASJb43RjtIq1TWE+BQ1GjAgwiS5k/TwDx9Wdrdsbd23VT9b+DOVVJfYXRaCiGAEAECQpCW45Y5yyGOk7SUhPmpEAwZEoLS4ND0y9RGlx6br+5LvdcW7V6iirsLushAkBCMAAILEsix/A4aQX2eUzCaviEzZCdl6eOrDSnYna/We1brq/atUXV9td1kIAoIRAABBlJOyfy+jrtKym6l0iED9kvvpoSkPKT46Xp8Xfq5ff/hr1Xnq7C4LAUYwAgAgiPwtu0N9k1d/y26CESLT0B5Ddf/J98vtdGvR1kX638X/K48J8bWBOCIEIwAAgujAJq8hHox8I0Zl26X6GltLAexyTOYxumviXYqyovTmpjd1+2e3yxhjd1kIEIIRAABB1GU2eY3vIUXHSTJS6Va7qwFsc2L2ifrjCX+UJUsvfPeC7v3iXrtLQoAQjAAACCLfXkYFob6XkWUd1IBhk721ADab3ne6bhx/oyTp0dWP6u+r/m5zRQgEghEAAEHkGzEqrqhVRU29zdUcBnsZAX7nDThP146+VpJ07xf36oV1L9hcETobwQgAgCBKjIlWUmy0JBowAF3NJcMu0WXDL5Mk/eGzP+g/G/9jc0XoTAQjAACCrLdvL6M9IR6MaNkNNHHVD67SzIEzZWT0u8W/06KCRXaXhE5CMAIAIMi6zDqjFEaMgENZlqX54+br9LzT1WAadN2i6/R54ed2l4VOQDACACDIukzLbn/zhc22lgGEGofl0G3H36ZJOZNU66nVvPfmaXXRarvLwhEiGAEAEGTZ+6fSbQ31NUa+EaOqvVJ1mb21ACEmyhGl/zvp/zQuc5wq6yv183d/ru/3fm93WTgCBCMAAILMv8Yo1EeM3AlSbKr3NtPpgCbcTrfuPflejegxQqU1pbp84eUqKC+wuyx0EMEIAIAgy0nZv8aouErGGJurOQwaMACtio+O19+m/E39k/trd9VuXfbOZdpVucvustABBCMAAIKsV0qsLEuqqmvQnopau8tpXQrrjIDDSXIn6eEfPqychBxt27dNl79zuUqqS+wuC+1EMAIAIMjcUU5lJMRI6kINGJhKB7QqLS5Nj0x9ROlx6dpQukE/f/fn2le7z+6y0A4EIwAAbNBl1hn5RoxW/0t68RLpvduklc9I+Z9J+3ZLoT4VEAiiXt166ZEfPqJkd7K+2fONrnr/KlXXV9tdFtooyu4CAACIRNmpsVq2Wdoa6nsZZY+VLIdUWSR986+mj7sSpO55Uqrv0s973b2fFJ8mWVbwawZslJecp4d++JDmvj1Xy3cu19n/Plu9uvVSgitBie5EJUTvv3YlKNF14DrRlei/3+102/1tRCSCEQAANugyexllDpN+9bVUuEoq3igVb/Be79kolRZIteXSjq+8l0O5EqTUvgeC0sHBqVs6oQlha2j3ofrryX/VFe9eoa37tmrrvq3tOt/lcDUbnnzXLqdLUY4oRTuiFeWIUpQV5b0+5BLtiG7xsShHlKKt6EZfOyyHohxRclpOOR1ORVlRsiLocxqwYHT77bfrP//5j1auXCmXy6WSkpLDnmOM0c0336xHHnlEJSUlOv744/Xggw/qqKOOClSZAADYImf/VLqCUN/LSJKSc7yXQ9XXeJsyFG+U9mxoHJxK9oemwq+9l0O5EqSMoVLmcKnnCO91+hApin8pR3gYkzlGb57zptYUr1F5bbnKasu81zVlKq8r998uqy3zP1ZeWy4jo1pPrYqqilRUVWT3tyGH5fAGpf1hyWk5G4Un39e+4w5+7E8n/Ek5Cc38tyNEBSwY1dbW6rzzztP48eP16KOPtumcP//5z7rvvvv05JNPqm/fvrrxxht1yimn6Ntvv1VMTEygSgUAIOi6zBqj1kS5pbSB3suh6mu8Lb79I0wHBafSrd7QVPCZ9+LjiJLSBnlDUuYIb2DKGCbFJgftWwI6U1pcmtLi0tp8vMd4VFFX0SRIHRqeaj21qvfUN7nUmbpm76/31KvOc9Bj5pCvPfUyan69oMd45DEe1alOamjf91/nqWvfCTazTIA3UHjiiSd09dVXH3bEyBijrKwsXXfddfqf//kfSVJpaakyMjL0xBNPaObMmW16vbKyMiUlJam0tFSJiYlHWj4AAAGxo7RK4xe8L6fD0rrbpinKGUH9kOprvCGpcJV3Cl7hKu+oUtXe5o9P7rN/VMl3GS4lZjEVD+hEHuNRg2lQg6dBDaZB9Z56/331nnr/Y/Wm3n9Mk68POf/YnscqLjrO1u+rPdkgZNYYbdq0SYWFhZoyZYr/vqSkJI0bN05LlixpczACAKAryEiIkcvpUG2DRztKq/1T6yJClFtKH+y9jDjfe58x3pEkX0jasX9dU2m+t1V4yRZpzesHniOu+4GQ1HOk9zq1n7dRRKhzdIEaEXEclkMOy6FoR7TdpdgmZIJRYWGhJCkjI6PR/RkZGf7HmlNTU6Oamhr/12VlZYEpEACATuRwWOqVEqtNRRU658FP5YqkEaNWxUgau/8iJbjLdZRnk44ymzTAs0kDzEb1NtsUVblH2viB99KFeGRpi6u/ijJPVMyQ6eo36kTFxbCuCggF7QpGN9xwg+64445Wj1mzZo0GDRp0REW1x4IFC3TrrbcG7fUAAOgsY/qkaFNRhXaX1xz+4IgVpbU6StKBRkxu1WqgVaAhji0aam3WUMdmDbIKFGeF/s/RIaO+tevVN3+9lP+o9v63mz53j9aenicpfugpGj6gn7KSY+0uE4hI7VpjtHv3bu3Zs6fVY/Ly8uRyufxft3WN0caNG9WvXz99+eWXGjVqlP/+k046SaNGjdK9997b7HnNjRjl5OSwxggAEPLqGzxaW1iuBg+bpB4xT4OctaV2V3FYDTUVKv32fcXnv6+j9n2uRFX4H/MYS1+bPH0ePUYlWSepx8BjNTq3uwb3TFQ0I4pAhwRsjVFaWprS0treWaM9+vbtq8zMTL333nv+YFRWVqalS5fqiiuuaPE8t9stt5shaABA1xPldGhYryS7ywgj3e0uoG2GDZf0K6mhXrvXLtber/6jhIIP1LNqvUZZGzSqYYNU8LyK8hP1oWeEnrSOVmnWBA3s20ej+6To6N4pSo5zHfZlALRPwNYY5efnq7i4WPn5+WpoaNDKlSslSf3791e3bt0kSYMGDdKCBQt09tlny7IsXX311frDH/6go446yt+uOysrS2eddVagygQAALCHM0ppQycqbehE79dl21Wz9h3tW/1fJWz7WD0aynSuc7HO1WI17LhfK7f31wcfjdJfPKNU22Ooju7TXaP7pGhor0S5o0J/RCnOFaXUeJdiop12lwI0K2DtuufMmaMnn3yyyf0ffPCBJk6c6H1xy9Ljjz+uOXPmSDqwwevDDz+skpISTZgwQX/72980YMCANr8u7boBAECX11An5X8ms36hate+JXfxukYP7zZJWtQwUos8o/SZZ7Cq1HVmz8REO5QSG63keJeSY11Kjo/2fh3nUnJstJLjo5Uc61JqvEtJsdFKiY9WbLRTlg5pz245JFcEdXNEh7QnGwR8H6NgIxgBAICwU7pVWr9Q+v5dmQ3vy6rrwhsDd6JqR5zKXOkqj+6h0uh0lUWnqcyVrrLodJVF91CZK12VzqQ273kV5XAoNT5aKfEudY93KTXerdT4aKXGu5UcGy2Hg72zuhqCEcEIAACEq/oaKX+JNyitXygVrTv8ORGsxkRrh0nVTqVoh0lVoem+/zpFhSZVO0x3FSlJHrU+HdFhSclx3pGs1P3B6UCAanzpHu9WSny03FFMG7QbwYhgBAAAIkVdtWQ8dlcREEZGFbUNKqmo1d6qOu2tqFVpZZ2KK2u1r7JacbVF6la7S91qdinh4Ova3epWu0vxdcVteh2PnKpwdVdFVLLqPZbqPUb1Ho8aPEb1HtPhzpFOy5IVpFEmc9BUw8a3m96n/bcP/q7MoVMVO0H3i55UTl7wtvFpTsC60gEAACDERMfYXUHAWJK6uaRu3aTsjjxBfY1UvkMq2yGVbZPKtu+/bNt//3apfIccpkEJtd5Q1awj6W0RVkMQ7bOltmtN+SQYAQAAIDxFuaWUXO+lJQ31UsUub3iqatsI0+F4PEaVdfUqr65XXX2gkpFpetuYpo8dcp/V7GOBkZHdN6DP39kIRgAAAIhczigpMct76SQOSd32X9B1hH7TewAAAAAIMIIRAAAAgIhHMAIAAAAQ8QhGAAAAACIewQgAAABAxCMYAQAAAIh4BCMAAAAAEY9gBAAAACDiEYwAAAAARDyCEQAAAICIRzACAAAAEPEIRgAAAAAiHsEIAAAAQMQjGAEAAACIeAQjAAAAABGPYAQAAAAg4hGMAAAAAES8KLsL6GzGGElSWVmZzZUAAAAAsJMvE/gyQmvCLhiVl5dLknJycmyuBAAAAEAoKC8vV1JSUqvHWKYt8akL8Xg82r59uxISEmRZlt3lqKysTDk5OSooKFBiYqLd5eAgvDehjfcndPHehDben9DG+xO6eG9CW0ffH2OMysvLlZWVJYej9VVEYTdi5HA4lJ2dbXcZTSQmJvIhC1G8N6GN9yd08d6ENt6f0Mb7E7p4b0JbR96fw40U+dB8AQAAAEDEIxgBAAAAiHgEowBzu926+eab5Xa77S4Fh+C9CW28P6GL9ya08f6ENt6f0MV7E9qC8f6EXfMFAAAAAGgvRowAAAAARDyCEQAAAICIRzACAAAAEPEIRgAAAAAiHsEogB544AHl5uYqJiZG48aN07Jly+wuCZJuueUWWZbV6DJo0CC7y4pYH330kc444wxlZWXJsiy9+uqrjR43xuimm25Sz549FRsbqylTpmj9+vX2FBthDvfezJkzp8lnadq0afYUG2EWLFigY445RgkJCUpPT9dZZ52ldevWNTqmurpaV155pbp3765u3brp3HPP1c6dO22qOLK05f2ZOHFik8/Pz3/+c5sqjiwPPvigRowY4d8odPz48frvf//rf5zPjn0O994E+nNDMAqQ559/Xtdee61uvvlmffHFFxo5cqROOeUU7dq1y+7SIGno0KHasWOH/7J48WK7S4pYFRUVGjlypB544IFmH//zn/+s++67Tw899JCWLl2q+Ph4nXLKKaqurg5ypZHncO+NJE2bNq3RZ+nZZ58NYoWR68MPP9SVV16pzz77TAsXLlRdXZ2mTp2qiooK/zHXXHONXn/9db344ov68MMPtX37dp1zzjk2Vh052vL+SNJll13W6PPz5z//2aaKI0t2drb+9Kc/acWKFVq+fLlOPvlknXnmmfrmm28k8dmx0+HeGynAnxuDgBg7dqy58sor/V83NDSYrKwss2DBAhurgjHG3HzzzWbkyJF2l4FmSDKvvPKK/2uPx2MyMzPN//3f//nvKykpMW632zz77LM2VBi5Dn1vjDFm9uzZ5swzz7SlHjS2a9cuI8l8+OGHxhjv5yQ6Otq8+OKL/mPWrFljJJklS5bYVWbEOvT9McaYk046yfzqV7+yryg0kpKSYv7+97/z2QlBvvfGmMB/bhgxCoDa2lqtWLFCU6ZM8d/ncDg0ZcoULVmyxMbK4LN+/XplZWUpLy9Ps2bNUn5+vt0loRmbNm1SYWFho89SUlKSxo0bx2cpRCxatEjp6ekaOHCgrrjiCu3Zs8fukiJSaWmpJCk1NVWStGLFCtXV1TX67AwaNEi9e/fms2ODQ98fn6efflo9evTQsGHDNH/+fFVWVtpRXkRraGjQc889p4qKCo0fP57PTgg59L3xCeTnJqrTngl+RUVFamhoUEZGRqP7MzIytHbtWpuqgs+4ceP0xBNPaODAgdqxY4duvfVWnXDCCVq9erUSEhLsLg8HKSwslKRmP0u+x2CfadOm6ZxzzlHfvn21YcMG/fa3v9X06dO1ZMkSOZ1Ou8uLGB6PR1dffbWOP/54DRs2TJL3s+NyuZScnNzoWD47wdfc+yNJF154ofr06aOsrCx9/fXXuv7667Vu3Tr961//srHayLFq1SqNHz9e1dXV6tatm1555RUNGTJEK1eu5LNjs5beGynwnxuCESLO9OnT/bdHjBihcePGqU+fPnrhhRc0d+5cGysDupaZM2f6bw8fPlwjRoxQv379tGjRIk2ePNnGyiLLlVdeqdWrV7NWMkS19P5cfvnl/tvDhw9Xz549NXnyZG3YsEH9+vULdpkRZ+DAgVq5cqVKS0v10ksvafbs2frwww/tLgtq+b0ZMmRIwD83TKULgB49esjpdDbpYLJz505lZmbaVBVakpycrAEDBuj777+3uxQcwvd54bPUNeTl5alHjx58loJo3rx5euONN/TBBx8oOzvbf39mZqZqa2tVUlLS6Hg+O8HV0vvTnHHjxkkSn58gcblc6t+/v0aPHq0FCxZo5MiRuvfee/nshICW3pvmdPbnhmAUAC6XS6NHj9Z7773nv8/j8ei9995rNEcSoWHfvn3asGGDevbsaXcpOETfvn2VmZnZ6LNUVlampUuX8lkKQVu3btWePXv4LAWBMUbz5s3TK6+8ovfff199+/Zt9Pjo0aMVHR3d6LOzbt065efn89kJgsO9P81ZuXKlJPH5sYnH41FNTQ2fnRDke2+a09mfG6bSBci1116r2bNna8yYMRo7dqzuueceVVRU6JJLLrG7tIj3P//zPzrjjDPUp08fbd++XTfffLOcTqcuuOACu0uLSPv27Wv0Lz2bNm3SypUrlZqaqt69e+vqq6/WH/7wBx111FHq27evbrzxRmVlZemss86yr+gI0dp7k5qaqltvvVXnnnuuMjMztWHDBv3mN79R//79dcopp9hYdWS48sor9cwzz+jf//63EhIS/GsfkpKSFBsbq6SkJM2dO1fXXnutUlNTlZiYqKuuukrjx4/Xsccea3P14e9w78+GDRv0zDPP6NRTT1X37t319ddf65prrtGJJ56oESNG2Fx9+Js/f76mT5+u3r17q7y8XM8884wWLVqkt99+m8+OzVp7b4LyuQlYvzuY+++/3/Tu3du4XC4zduxY89lnn9ldEowxM2bMMD179jQul8v06tXLzJgxw3z//fd2lxWxPvjgAyOpyWX27NnGGG/L7htvvNFkZGQYt9ttJk+ebNatW2dv0RGitfemsrLSTJ061aSlpZno6GjTp08fc9lll5nCwkK7y44Izb0vkszjjz/uP6aqqsr84he/MCkpKSYuLs6cffbZZseOHfYVHUEO9/7k5+ebE0880aSmphq322369+9vfv3rX5vS0lJ7C48Ql156qenTp49xuVwmLS3NTJ482bzzzjv+x/ns2Ke19yYYnxvLGGM6J2IBAAAAQNfEGiMAAAAAEY9gBAAAACDiEYwAAAAARDyCEQAAAICIRzACAAAAEPEIRgAAAAAiHsEIAAAAQMQjGAEAAACIeAQjAAAAABGPYAQAAAAg4hGMAAAAAEQ8ghEAAACAiPf/ASmZDyrQCvw7AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "bo_ei_best = np.minimum.accumulate(bo_ei.loop_state.Y)\n", + "bo_nlcb_best = np.minimum.accumulate(bo_nlcb.loop_state.Y)\n", + "bo_pi_best = np.minimum.accumulate(bo_pi.loop_state.Y)\n", + "\n", + "\n", "plt.figure(figsize=(10,6))\n", - "plt.title('Comparison of acquisition functions',size=15)\n", - "plt.plot(BO_EI.Y_best,label = 'EI')\n", - "plt.plot(BO_LCB.Y_best,label = 'LCB')\n", - "plt.plot(BO_MPI.Y_best,label = 'MPI')\n", - "legend();" + "plt.title('Comparison of acquisition functions', size=15)\n", + "plt.plot(bo_ei_best, label='EI')\n", + "plt.plot(bo_nlcb_best, label='NLCB')\n", + "plt.plot(bo_pi_best, label='PI')\n", + "plt.legend();\n", + "\n" ] }, { @@ -953,17 +1122,165 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 35.46595935729767
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 7.000810723107303 +ve
rbf.lengthscale 0.5989319985473173 +ve
Gaussian_noise.variance5.04722354143363e-08 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: 16.952289978982442
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 11.306537689994341 +ve
rbf.lengthscale 0.6670054870327963 +ve
Gaussian_noise.variance2.3262838359004527e-14 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "

\n", + "Model: GP regression
\n", + "Objective: -103.54000415054362
\n", + "Number of Parameters: 3
\n", + "Number of Optimization Parameters: 3
\n", + "Updates: True
\n", + "

\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
GP_regression. valueconstraintspriors
rbf.variance 6.152782301692156 +ve
rbf.lengthscale 0.589129404132994 +ve
Gaussian_noise.variance1.4160788501106164e-15 +ve
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABO4AAAHWCAYAAADAacbUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydeZgU1dn276rqnoVhX2TfBAVRBFfEFRMibrgkrjGBuOWN0URFzauJiiYmxDdqNJFIYkSJS3DDJWJExajhcwsgiRhFUBRBFkHWgZnprjrfH91VferUOVWnuqtneobnd111TXfVqaW7eurUuet+nsdgjDEQBEEQBEEQBEEQBEEQBFFRmC19AARBEARBEARBEARBEARBBCHhjiAIgiAIgiAIgiAIgiAqEBLuCIIgCIIgCIIgCIIgCKICIeGOIAiCIAiCIAiCIAiCICoQEu4IgiAIgiAIgiAIgiAIogIh4Y4gCIIgCIIgCIIgCIIgKhAS7giCIAiCIAiCIAiCIAiiAiHhjiAIgiAIgiAIgiAIgiAqEBLuCIIgCIIgCIIgCIIgCKICIeGOIErggQcegGEY+PTTT1v6UAiCIAii1fRLgwYNwve+972WPgyCIIiK4tNPP4VhGHjggQdirTdu3DiMGzdOq+33vvc9DBo0KPaxJcH69etxxhlnoFu3bjAMA3feeWeLHEcULfkdEYQMEu6IZsUdULhTTU0N9t57b1x22WVYv3594vvbuXMnbrrpJrz66quJb5sgCIJo/VC/RBAEsfvxhz/8AYZhYMyYMS19KGXhiy++wE033YQlS5a09KH4uPLKKzFv3jxcd911ePDBB3H88ce32LFU6ndEEDJSLX0AxO7Jz3/+cwwePBgNDQ1YsGAB7rnnHjz//PNYunQp2rVrl9h+du7ciZtvvhkAtJ9CxeG73/0uzjnnHFRXVye+bYIgCKL5oH6JIAhi9+Hhhx/GoEGD8M4772DFihUYOnRoSx8SAGDgwIHYtWsX0ul0rPVefPFF3/svvvgCN998MwYNGoTRo0f7lt17771wHKfUQy2KV155BaeeeiquvvrqFtk/T6V+RwQhgxx3RItwwgkn4Dvf+Q4uuugiPPDAA7jiiiuwcuVKPPPMMy19aFrU19cDACzLQk1NDQzDSGS7O3fuTGQ7BEEQRDyoX5JD/RJBEG2NlStX4o033sAdd9yBHj164OGHH27pQ/Jwnd+WZcVar6qqClVVVVpt0+l0iz3c2bBhAzp37twi+45DS35HBCGDhDuiIvja174GINeRAkA2m8UvfvELDBkyBNXV1Rg0aBB++tOforGx0bfewoULMWHCBHTv3h21tbUYPHgwLrjgAgC5HBE9evQAANx8881eGNRNN93krf/hhx/ijDPOQNeuXVFTU4ODDz4Yzz77rG8fbhjVa6+9hh/+8IfYY4890K9fP98yMZfQH/7wB+y7776orq5Gnz59cOmll2LLli2+NuPGjcN+++2HRYsW4eijj0a7du3w05/+VPkdfe9730P79u2xatUqnHzyyWjfvj369u2L6dOnAwDee+89fO1rX0NdXR0GDhyIRx55JLCNLVu24IorrkD//v1RXV2NoUOH4tZbbw08Ubrttttw+OGHo1u3bqitrcVBBx2EJ554IrA9wzBw2WWX4emnn8Z+++2H6upq7LvvvnjhhReUn4MgCKI1QP1SdL+0bt06nH/++ejXrx+qq6vRu3dvnHrqqb59M8Zwyy23oF+/fmjXrh2OPfZYvP/+++FfPkEQRBl5+OGH0aVLF5x00kk444wzlMLdli1bcOWVV2LQoEGorq5Gv379MGnSJGzcuNFrs3r1apx22mmoq6vDHnvs4YWCGobhS4mgyusp5qaT5bjTudby23n11VdxyCGHAADOP/98r69xtynL31ZfX4+rrrrKGyMMGzYMt912GxhjvnbF3vu7fRNjDNOnT/eOCQBuuukm6cMmWX82aNAgnHzyyViwYAEOPfRQ1NTUYM8998Rf/vKXwPph568SvyOCCINCZYmK4OOPPwYAdOvWDQBw0UUXYdasWTjjjDNw1VVX4e2338a0adPwwQcf4KmnngKQe2Jz3HHHoUePHrj22mvRuXNnfPrpp5gzZw4AoEePHrjnnntwySWX4PTTT8c3v/lNAMD+++8PAHj//fdxxBFHoG/fvrj22mtRV1eHxx57DKeddhqefPJJnH766b5j/OEPf4gePXrgxhtv9JwNMm666SbcfPPNGD9+PC655BIsW7YM99xzD/71r3/h//2//+ezvm/atAknnHACzjnnHHznO99Bz549Q78n27Zxwgkn4Oijj8b//d//4eGHH8Zll12Guro6/OxnP8N5552Hb37zm5gxYwYmTZqEsWPHYvDgwQByroljjjkGa9aswf/8z/9gwIABeOONN3Dddddh7dq1vuSwd911F0455RScd955aGpqwuzZs3HmmWfiueeew0knneQ7pgULFmDOnDn44Q9/iA4dOuB3v/sdvvWtb2HVqlXe+SQIgmhtUL8U3S9961vfwvvvv48f/ehHGDRoEDZs2ICXXnoJq1at8gY8N954I2655RaceOKJOPHEE7F48WIcd9xxaGpqinM6CIIgEuPhhx/GN7/5TVRVVeHcc8/1roeukAMAO3bswFFHHYUPPvgAF1xwAQ488EBs3LgRzz77LFavXo3u3btj165d+PrXv45Vq1bhxz/+Mfr06YMHH3wQr7zySqLHq3Ot5dlnn33w85//HDfeeCO+//3v46ijjgIAHH744dLtM8Zwyimn4B//+AcuvPBCjB49GvPmzcM111yDNWvW4Le//a2vfTH3/kcffTQefPBBfPe738U3vvENTJo0qejvY8WKFTjjjDNw4YUXYvLkyZg5cya+973v4aCDDsK+++4LIPr8VeJ3RBChMIJoRu6//34GgL388svsyy+/ZJ9//jmbPXs269atG6utrWWrV69mS5YsYQDYRRdd5Fv36quvZgDYK6+8whhj7KmnnmIA2L/+9S/l/r788ksGgE2dOjWw7Otf/zobOXIka2ho8OY5jsMOP/xwttdeewWO+cgjj2TZbFb6eVauXMkYY2zDhg2sqqqKHXfcccy2ba/d3XffzQCwmTNnevOOOeYYBoDNmDEj+otjjE2ePJkBYL/61a+8eZs3b2a1tbXMMAw2e/Zsb/6HH34Y+Ny/+MUvWF1dHfvoo49827322muZZVls1apV3rydO3f62jQ1NbH99tuPfe1rX/PNB8CqqqrYihUrvHn//ve/GQD2+9//XutzEQRBtCTULxXXL23evJkBYL/5zW+Ubdx9n3TSScxxHG/+T3/6UwaATZ48OXI/BEEQSbJw4UIGgL300kuMsdw1tl+/fuzyyy/3tbvxxhsZADZnzpzANtzr2Z133skAsMcee8xbVl9fz4YOHcoAsH/84x/e/IEDB0qveccccww75phjvPcrV65kANj999/PGNO71sq2869//cu3HZ7JkyezgQMHeu+ffvppBoDdcsstvnZnnHEGMwzDd59f6r0/AHbppZf65k2dOpXJZAmxP2Ms9z0CYK+//ro3b8OGDay6uppdddVV3jyd81ep3xFByKBQWaJFGD9+PHr06IH+/fvjnHPOQfv27fHUU0+hb9++eP755wEAU6ZM8a1z1VVXAQDmzp0LAF5+hOeeew6ZTCbW/r/66iu88sorOOuss7B9+3Zs3LgRGzduxKZNmzBhwgQsX74ca9as8a1z8cUXR+abePnll9HU1IQrrrgCpln497r44ovRsWNH79hdqqurcf7558c69osuush73blzZwwbNgx1dXU466yzvPnDhg1D586d8cknn3jzHn/8cRx11FHo0qWL93k3btyI8ePHw7ZtvP76617b2tpa7/XmzZuxdetWHHXUUVi8eHHgeMaPH48hQ4Z47/fff3907NjRt2+CIIhKh/qlHLr9Um1tLaqqqvDqq69i8+bNofv+0Y9+5AuDuuKKKyK3TxAEUQ4efvhh9OzZE8ceeyyAXFjj2WefjdmzZ8O2ba/dk08+iVGjRgWczu46APD888+jd+/eOOOMM7xl7dq1w/e///3EjlfnWlsqzz//PCzLwo9//GPf/KuuugqMMfz973/3zW/pe/8RI0Z4Djkg52YfNmyYb/865y8Ore07ItoeFCpLtAjTp0/H3nvvjVQqhZ49e2LYsGHegOKzzz6DaZqB6k69evVC586d8dlnnwEAjjnmGHzrW9/CzTffjN/+9rcYN24cTjvtNHz729+OTCa6YsUKMMZwww034IYbbpC22bBhA/r27eu9d0NOw3CPbdiwYb75VVVV2HPPPb3lLn379tVOJAsANTU1Xn4kl06dOqFfv36BTqhTp06+Dn758uX4z3/+E1jfZcOGDd7r5557DrfccguWLFniy98k6+gGDBgQmNelS5ey3VwQBEGUA+qXcuj2S9XV1bj11ltx1VVXoWfPnjjssMNw8sknY9KkSejVq5dv33vttZdv3R49eqBLly6R+yAIgkgS27Yxe/ZsHHvssV7+UgAYM2YMbr/9dsyfPx/HHXccgFy6hG9961uh2/vss88wdOjQwP2xeL0tBZ1rbal89tln6NOnDzp06OCbv88++3jLeVr63l9n/zrnLw6t7Tsi2h4k3BEtwqGHHoqDDz44tE3U0xDDMPDEE0/grbfewt/+9jfMmzcPF1xwAW6//Xa89dZbaN++vXJdtxjD1VdfjQkTJkjbiAM03oWWFHG3qXJWqOYzLlmq4zj4xje+gZ/85CfStnvvvTcA4J///CdOOeUUHH300fjDH/6A3r17I51O4/7775cWvNDZN0EQRKVD/VL8bV5xxRWYOHEinn76acybNw833HADpk2bhldeeQUHHHBA4sdGEARRCq+88grWrl2L2bNnY/bs2YHlDz/8sCfcJY2q/7BtO9I5XWnX2qTv/cO+m+bYfzloDcdItC5IuCMqjoEDB8JxHCxfvtx7igEA69evx5YtWzBw4EBf+8MOOwyHHXYYfvnLX+KRRx7Beeedh9mzZ+Oiiy5SdgR77rkngFyp7/Hjxyd67ACwbNkybx8A0NTUhJUrVya6r7gMGTIEO3bsiDyGJ598EjU1NZg3b57PIXL//feX+xAJgiAqEuqX1AwZMgRXXXUVrrrqKixfvhyjR4/G7bffjoceesjb9/Lly337/vLLL8l1QBBEs/Pwww9jjz32wPTp0wPL5syZg6eeegozZsxAbW0thgwZgqVLl4Zub+DAgVi6dCkYY75r+7JlywJtu3TpEqjkDeScWvz1UUXYtVZGnHDQgQMH4uWXX8b27dt9jrIPP/zQW15OXAf2li1bvJQTQNDFFged89eaviOCoBx3RMVx4oknAoCvyikA3HHHHQDgVTXdvHlz4KnF6NGjAcAL72zXrh0ABDrKPfbYA+PGjcMf//hHrF27NnAMX375ZVHHPn78eFRVVeF3v/ud79juu+8+bN26NVCRtTk566yz8Oabb2LevHmBZVu2bEE2mwWQe0JkGIbvKdenn36Kp59+urkOlSAIoqKgfinIzp070dDQ4Js3ZMgQdOjQwfus48ePRzqdxu9//3vfvsXvEQAymQw+/PBD6WcnCIIolV27dmHOnDk4+eSTccYZZwSmyy67DNu3b8ezzz4LIFfJ9d///rdXNZzHvZ6deOKJ+OKLL/DEE094y3bu3Ik//elPgXWGDBmCt956y1dR+7nnnsPnn38eetw611oZdXV1AIJ9jYwTTzwRtm3j7rvv9s3/7W9/C8MwcMIJJ0RuoxTcXHB8vu36+nrMmjWr6G3qnL/W9B0RBDnuiIpj1KhRmDx5Mv70pz9hy5YtOOaYY/DOO+9g1qxZOO2007xksrNmzcIf/vAHnH766RgyZAi2b9+Oe++9Fx07dvQGWbW1tRgxYgQeffRR7L333ujatSv2228/7Lfffpg+fTqOPPJIjBw5EhdffDH23HNPrF+/Hm+++SZWr16Nf//737GPvUePHrjuuutw88034/jjj8cpp5yCZcuW4Q9/+AMOOeQQfOc730n0u4rDNddcg2effRYnn3yyVzK9vr4e7733Hp544gl8+umn6N69O0466STccccdOP744/Htb38bGzZswPTp0zF06FD85z//abHjJwiCaCmoXwry0Ucf4etf/zrOOussjBgxAqlUCk899RTWr1+Pc845x9v31VdfjWnTpuHkk0/GiSeeiHfffRd///vf0b17d9/21qxZg3322QeTJ0/GAw88UNQxEQRBqHj22Wexfft2nHLKKdLlhx12GHr06IGHH34YZ599Nq655ho88cQTOPPMM3HBBRfgoIMOwldffYVnn30WM2bMwKhRo3DxxRfj7rvvxqRJk7Bo0SL07t0bDz74oPeAhueiiy7CE088geOPPx5nnXUWPv74Yzz00EO+AgYydK61MoYMGYLOnTtjxowZ6NChA+rq6jBmzBhpbtSJEyfi2GOPxc9+9jN8+umnGDVqFF588UU888wzuOKKKyKPsVSOO+44DBgwABdeeCGuueYaWJaFmTNnokePHli1alVR29Q5f63pOyKIYN1lgigjblnvf/3rX6HtMpkMu/nmm9ngwYNZOp1m/fv3Z9dddx1raGjw2ixevJide+65bMCAAay6uprtscce7OSTT2YLFy70beuNN95gBx10EKuqqmIA2NSpU71lH3/8MZs0aRLr1asXS6fTrG/fvuzkk09mTzzxhNYxy8qUM8bY3XffzYYPH87S6TTr2bMnu+SSS9jmzZt9bY455hi27777RnxjBSZPnszq6uoC81XbGThwIDvppJN887Zv386uu+46NnToUFZVVcW6d+/ODj/8cHbbbbexpqYmr919993H9tprL1ZdXc2GDx/O7r//fmmpdkhKurv7lpW8JwiCqDSoXyoQp1/auHEju/TSS9nw4cNZXV0d69SpExszZgx77LHHfO1s22Y333wz6927N6utrWXjxo1jS5cuDfQTK1euZACo7yAIoixMnDiR1dTUsPr6emWb733veyydTrONGzcyxhjbtGkTu+yyy1jfvn1ZVVUV69evH5s8ebK3nDHGPvvsM3bKKaewdu3ase7du7PLL7+cvfDCCwwA+8c//uHb/u2338769u3Lqqur2RFHHMEWLlzIjjnmGHbMMcd4bdxr4f33388Y07/WitthjLFnnnmGjRgxgqVSKd82J0+ezAYOHOhru337dnbllVeyPn36sHQ6zfbaay/2m9/8hjmO42tX6r2/av1FixaxMWPGsKqqKjZgwAB2xx13SPsz2fhG9fl1zl8lfkcEIcNgjDIkEgRBEARBEARBEESpvPrqqzj22GPxj3/8A+PGjWvpwyEIog1AOe4IgiAIgiAIgiAIgiAIogIh4Y4gCIIgCIIgCIIgCIIgKhAS7giCIAiCIAiCIAiCIAiiAmlVwt3rr7+OiRMnok+fPjAMA08//XTkOq+++ioOPPBAVFdXY+jQodJKZdOnT8egQYNQU1ODMWPG4J133kn+4AmCIIiKh/oZgiCIyiTu9XnBggU44ogj0K1bN9TW1mL48OH47W9/62tz0003wTAM3zR8+PAyfgrqZ3YHxo0bB8YY5bcjCCIxWpVwV19fj1GjRmH69Ola7VeuXImTTjoJxx57LJYsWYIrrrgCF110EebNm+e1efTRRzFlyhRMnToVixcvxqhRozBhwgRs2LChXB+DIAiCqFConyEIgqhM4l6f6+rqcNlll+H111/HBx98gOuvvx7XX389/vSnP/na7bvvvli7dq03LViwoByH70H9DEEQBBGXVltV1jAMPPXUUzjttNOUbf73f/8Xc+fOxdKlS71555xzDrZs2YIXXngBADBmzBgccsghuPvuuwEAjuOgf//++NGPfoRrr722rJ+BIAiCqFyonyEIgqhMdK7PMr75zW+irq4ODz74IICc4+7pp5/GkiVLkj9IDaifIQiCIHRItfQBlJM333wT48eP982bMGECrrjiCgBAU1MTFi1ahOuuu85bbpomxo8fjzfffFO53cbGRjQ2NnrvHcfBV199hW7dusEwjGQ/BEEQbR7GGLZv344+ffrANIs3Qjc0NKCpqSmx46qqqkJNTU1i22uLUD9DEERrIKl+Bki2r2GMBa5p1dXVqK6uTmT7PO+++y7eeOMN3HLLLb75y5cvR58+fVBTU4OxY8di2rRpGDBgQOL7LxbqZwiCaC1U4pimrYxn2rRwt27dOvTs2dM3r2fPnti2bRt27dqFzZs3w7ZtaZsPP/xQud1p06bh5ptvLssxEwSx+/L555+jX79+Ra3b0NCAwQPbY90GO7Hj6dWrF1auXNkmOrtyQf0MQRCtiVL6GSD5vqZ9+/bYsWOHb97UqVNx0003JbJ9AOjXrx++/PJLZLNZ3HTTTbjooou8ZWPGjMEDDzyAYcOGYe3atbj55ptx1FFHYenSpejQoUNix1AK1M8QBNHaqKQxTTHjmenTp+M3v/kN1q1bh1GjRuH3v/89Dj30UGnbTCaDadOmYdasWVizZg2GDRuGW2+9Fccff7zXZvv27bjhhhvw1FNPYcOGDTjggANw11134ZBDDtE+pjYt3JWL6667DlOmTPHeb926FQMGDMBnLz6KjnXt4DCGbz+2DOu2ZgAAhsNg2IBpA3AYzCxg2LkIZTP/ezRsBiNbiFo2HX8EM7+MpYJPwRzT8C1jloF2RhYPDViCalMdDb3NSeGM+gORsXKKuGMBzASYld+XmZuX22bhr/vabQMArMiHc0b+8Awn/9cO/vW+Jyf33m1r2u575mvHf8+5NrmdGFkG08l910f3asBVB25THlfWAeYvT+HP79Tk3rjHm413EWEp7stKmdz83GtmCX9TRuE1d175c8ys3GvHyp1rx/1PNg3f+fLWt3Jtf3ZgR3y9bw1Spvpk/eQ/m/Ha5iZvvdxx5P+6qwV+E0xoz/1e3Y+cbwOvbf6cuPPzPwTDZDDz80zLybfJ/bUMBwde/RBq1m2F6hMwAF88cBqsXrUAgCrTRpWVBQCkjSyqzSyq8j+UajObnzL55Y73utrIoMZ9jWzhtZH7bmqMLGqMbH5e1tt/Tf6HmzL8/3c13NPrqi/7ovPiY7332xoaMejau0saJDQ1NWHdBhsrFw1Exw6lpy/dtt3B4IM+Q1NTEwl3LUBUP8MYw59nfYAXX1sPpzoN5K8bucnIXxcKr10cS7a3HHx/5P41s06uf7IZDNuBYTtAlsGwbRhZB8hkcO0h67F/9wZYIT+7G97sjY+218GpToNVW2CWCafKhJPK/7UAJ23CSQFO2shfsww4afdaBjhC38SE65D42sWwg6/5fsSwAdPh+pf8MtNmMDPu95DrZ6wm5n0fVqNd+F4a7cJ3YjtAUyOQddCxKos/fj8Ny5JfsRzG8NU2hh9O3wHGAKSKvC3LZn1vmV340IYlfCncPgx+f8Xsm9svy78+7KCuuOqK/UJWcfDqP9fjT39Zmdtnysz9NS3AMrm+0fJ+17n3pvdb9v2mU9HXOzPfh/O/benv2XYAx0anjW+jw/YPYEB+/8QAbO42FvXdRoKlTLDqVP43bYFZBuzq3F/+d80sw/vdOvnXuc/i/ysSuCfK/zbd36nVyHy/TavRhtnkoJ2TxX1nZVCdzq2XRD8DJNvXuP3M559/jo4dO3rzk3bb/fOf/8SOHTvw1ltv4dprr8XQoUNx7rnnAgBOOOEEr93++++PMWPGYODAgXjsscdw4YUXJnoclYaqnzkSJyNlpFvwyAiCaK1kWQYL8FzFjGmKGc+4OUNnzJiBMWPG4M4778SECROwbNky7LHHHoH2119/PR566CHce++9GD58OObNm4fTTz8db7zxBg444AAAwEUXXYSlS5fiwQcfRJ8+ffDQQw9h/Pjx+O9//4u+fftqHVebFu569eqF9evX++atX78eHTt2RG1tLSzLgmVZ0ja9evVSbldl4e9Y1w517drh7ys2Y0OTBavKKghKAGDlBwBGTpwAANPM30iagGG4Yh7zlQ0xskx6pngBz+FuYt35TVYNnm8ciEmd1kDleJ+5axBYVTu49/WG5b+JZGZOo3Gs4M2ldNAUU7zjtQ2ZYOf+NYVBlifSWUHhzrAZTAYgnReBzNxfI8tgmvnvGgwLN1ZhayaL3nU2xPt+28lpdS8ub4cUy+/HFews7mTYChGPHyjlPyNLWbnX7s4Y/AMU5N4XxNeCeOfOcyzDJ866wh0Ab2AQOF9mbhBsAXhilYNT92oHywQs4UeRdRg+rs/ize0mrOqa/D7g/2tAPt/ihDpRzIsr3HmiHfOEO/evZTpY990jMOw3f4cMZgDbJuwNc3BXMOREu7RpI53/LqtME1WmiWozL7iZBqpNAzX5Y0wbtid01xgMNb7XTv615c0DLNQYGQBVnohXw/2o0yrxrv061K7ZjtT2rjBY4ceXRGhKxw5mIsIdoUdL9DPtamqxeUsj3nzjK6SsajCYYFY6d/2QCHeA2F8E92fa8Podw8gJAEgBJpzce4PBMBwYcADmwIANI5sFTBNzV3TDUf1yCdDFZwK2A7y/sRqfbO+ElGXBsdJgqbzIkcpPab9wZ1flrlmGZcBwhTsLMMot3Nnc5IojFmA15ftth8FizPs+TDgwmxzvezEaMzCYA8ABqlKAmcXOhka8vtTExENTMBX/3w/8fQcsVAEGABtAOuatWSYLGFWF78C2c525iyOIdyYn3HGv+fnacGEwLP/63UVbseUrB316t0NK6FxtmyGbdfDiK18hZVbl9mlaub9WXrizTK9PdIW8gnjnF+6clKlVZc1EXrhz+xnZ79k9d7DR0HF/dN2xAgbLBsQ7BgO21Q5NHUfk/v+swv+fk8oJdkbKAksZsKsMmKbh9c9u32zEEO6A4O/WFe5MO3d/YzWx3N9GBsu2YToOso1ZvPihiW8f4g9FTSoEMsm+pmPHjj7hLmkGDx4MABg5ciTWr1+Pm266yRPuRDp37oy9994bK1asKNvxxKW5+5mUkSbhjiCI4mGte0xzxx134OKLL8b5558PAJgxYwbmzp2LmTNnSnOGPvjgg/jZz36GE088EQBwySWX4OWXX8btt9+Ohx56CLt27cKTTz6JZ555BkcffTSAXH7Vv/3tb7jnnnsC6RtUtOnR3dixYzF//nzfvJdeegljx44FkIt3Puigg3xtHMfB/PnzvTZxeWnlFtzyz8+ly9wnvS6mQvPxrZNlWstMW95u1qZ+eHxbLzgMsBmQYQbs/OuZO/thdmPv/LFFH4sOhvpwQ9uK+xfFu7B2hiPfqeu2C8zPf28Zx8C1/+yIz7bm7pazDuBqczuagBvm1eKLrxQHb9tq0U6x3BP+OPee9Lgl55yfJy7nf1f+1wi8XrEti8v/31eoz7jfAUM2//19sC2D/3nnKzhQf//i9gp/y5MLxbGDl6hNRw3DJ98flxMlDMCxTM9ZuO1rQ/HlFUdEbrfR8Q9QG5xmvkE1GDYf+iIynTYCAJgR/psgKpeW6GfWra3Hdf/7T+xqsHPKGABknZxjiMN1ywFifxGcXML6HBUfbKrGr1/viMYswBiQsQuXuaUbqvCrN7sDSo9sOFF9QCmwIu6AwhyLTHS2AUAqhfv+4eDFd3PCvu0wZLIMjsOQtRlmPr8DLy5q8jnkkMkGt6Mio3ba6cz3kY2x3xBsm+FnNy7Cp59uz2/WQTb/g6jfmcGNv/w3Vn+xK++2s9ROPw0nXbmwU+2xvvsE2GZO1GAwwPK/4UyqI9b3PAks7T7gyj94cyMXWvC4Rf76DvD0IgaHMdiKe6XdDcdxfHndRHbs2IGPP/4YvXv3bsajCqcl+hmCIIi2xLZt23yTqh9wc4byeUWjcoY2NjYG3Hy1tbVehfJsNgvbtkPb6NCqHHc7duzwPQFbuXIllixZgq5du2LAgAG47rrrsGbNGvzlL38BAPzgBz/A3XffjZ/85Ce44IIL8Morr+Cxxx7D3LlzvW1MmTIFkydPxsEHH4xDDz0Ud955J+rr6z2FNQ7n/W0ZVu80Cw47CabivtgdLPECXDEDKBEGA9M3D8KT23thfPtN6JzO4EtWhXkNe2CDUZVzkjnMEz6A3MBI5VrQmW+waOedSuCTDcpE8U3WxrDVQqgYhgy4Dj0HG3dZuPTFThjVrQkH98kgBYblmyz8v49NZJv4c8FtXGcAxLeVDeayDpAyYWQdsJQJw7bBLMt7nztuB8wyfefHtJnPXWnahYGkmYUXMsvP968PvLOhCRP+vh7j+9ZieJc0mhyG179swKJ8aDdCzrHOuQ2s6+QHyLaRc9vl/xq2AWYxMNsouO40yNom1p08GluO3Qvd/rEMteu3gHWowtZxQ+EM6gjLzDkmeJrslBcuG0Wjk/bCZRuctBciy78Oo4FZXrhshhk+110DY57rjlU3YvPhc5HevAcaP0lugNDIMmgsRpEIbGf3FBMrvZ/55dQFeH/pNjArBdQEnRKG7cDtgVxXkmGznAsoy6SpFrx1heukGfKQQRQJ31zbHosftXDMgF0Y0MVBYxZ4a10dlm+tBWpybjAmETRkoY+loOqnSoFZBqDoj5ll+Pqk3PXc/904DPj93CY88XoDjtnPQscaYP2mDP7x7yZsrWdy4SqTjXbeaYp2Ydtm2aw/XDYOIULfV1814vKr3sbI/brg4IO6I5UysWLFNiz41yZkZdenvNtOh6R+K1E0VXXHmu7fRO3OT1Gd3QiYFhqqeqOh4yAgnXvY47nmU/7/OSBc5HXRcdsVA7OMnAMwm8J9CzJ4dmEGY4ZE919xSKKvidvPxL0+T58+HQMGDMDw4cMBAK+//jpuu+02/PjHP/a2cfXVV2PixIkYOHAgvvjiC0ydOhWWZSkdeUlQ6f0MQRBEJZBhNjKsND0kk+9n+vfv75uvyqW6cePG2DlDJ0yYgDvuuANHH300hgwZgvnz52POnDmw8/dlHTp0wNixY/GLX/wC++yzD3r27Im//vWvePPNNzF06FDtz9KqhLuFCxfi2GMLeaHcvAyTJ0/GAw88gLVr12LVqlXe8sGDB2Pu3Lm48sorcdddd6Ffv37485//jAkTJnhtzj77bHz55Ze48cYbsW7dOowePRovvPBC4GTp8Om2JqRS0bHTKoeUr42maMcPxFxRx53nDtYAYF22Bg9u7+cJO8wypAJNYPuu6OI7/ryIEzJAChN4RNEuytXlHgdPmEinEkdNmYCXZQAM/Gd9Gu99kRfMvAGp61QJEe1UA5eUEE6bF++MrF3IeSeId+JxhQ2wAfjOr/p14Rzxr5sywNzPd+G5L3blPqmZG+o7EedVh8Lvw/CF0EbCDKWi69imFy7rku1Yi/WnjkbKdJC2cuclnRfsmmwLVZbeILbRSXmhszo0sCrUGMVXOeLFOxhApusG1KfXFb09IlkqvZ95d9E6pKva+eYZWUfu9kJOfOMdQKpri8/Vq9FHyWhEGvM+MTxhyEilWtldhh5u/xqXtV85+Os/Ml6/4WSyMNOp3PtUCsy2/SGtKvFO4sjTFu2ag3TKO8b3lm7Ge0s3e/M9kdB12wmIfSH/vtyCnUx0RboKu+r2xC7smXufSsHLPeIKjTJBWvgf48NknQQ+h2MZsLjfIDPz93wpA45twuJ+Dyxl4st6C08vKnm3LU7c67PjOLjuuuuwcuVKpFIpDBkyBLfeeiv+53/+x2uzevVqnHvuudi0aRN69OiBI488Em+99RZ69OhRMZ+jufsZgiCItkY5c6nedddduPjiizF8+HAYhoEhQ4bg/PPPx8yZM702Dz74IC644AL07dsXlmXhwAMPxLnnnotFi/Q7Z4OxEmVMAtu2bUOnTp0w4oe/QipVw+VaQzD3mlCYwlc0IcJt54aEMiGJkCzXHZ8HLTcfviIG7k1k7nUhD1qhrT+XED/fXYf/K77WRZV7iP/r5rcL5LzjwmRl37FY+MMV7grrOLn3XtJquyDaufNUop1uSBEv4HEDMk+8Czytl+e68xWp4M6xeH6BQq67wnz4ilTw8915/Dnm2yn/RuS6SyLPnVigwrScvJsOSFkOUvn5PuHOtL02VZbtFaFwC1RUebntst7kvq/xClTYqDYz+dx18ObXcMUqargCFe4y//vCb0XMc8fjCnjbtzsYvs96bN26teg8P+516Itl/RIrTtFn2OqSjolIDvf8ju9xYS43WCrvuHPzgqVyecFYTSqQxN+RuIFUeP0Tl8zfTeQP5ERCozFTSORv27nrYTb3l3HXRqOmphAKWZXPwVedzwXGJ/HP5wJj+Vxgbo47N4E/swAnn8LNLVChynEnvo9Kw+D2Lcocd1zf4ib/N23AbHR8hTvMxmwuXJkvctDY6P9eMtmCwJbNFoQ7wF8wQiHChhEQ7tzzILjpvG1zgmDAcRfHgScWxYjoG3NirvuZ87+NQD67Qv8Yld9OF2VxCq7P9507/nfNwx+zZeYLw5jS37RYmIIX7vj8dmH3UeI9kqxAhdWUu+8xM47323QLp5iNWe//Ndu0Cy9/fGfJ1/Qk+xrqZyoL99yOM06nHHcEQRRFlmXwKnsqkTHNumUDEulneg1bpX08TU1NaNeuHZ544gmcdtpp3vzJkydjy5YteOaZZ5TrNjQ0YNOmTejTpw+uvfZaPPfcc3j//fd9berr67Ft2zb07t0bZ599Nnbs2OFzT4dROYk42hCiaKdq4yJ3gXHvHebL4ybmdIsTUhtmLComl5BMeCsGne9J1S5sv7Iw2dx8R3gfcfDFiHZiW77Kn5DvjhcPC23k59xUuGHCHCCyPIAyR6NO3sXmwpHkzbOdwiUry+W/y9jFWQTFXHc8Daz4m9YGbvSVCYktbmDMmwhCC1f4kLiVgLywZju+64EoWhSLkXWic3TmRZmiwy9V24157S83oggqCwMOnKd0yifKmXGLUKiOJcwJnlDeulIxUqmgaMfDVZPNLZffnoaJz25RljjOPOl54/FVhfeLdnyYrCy/XdRxhAnO8doYgb+FojR5QT9laociEwRBEEQl0MiyiUxxKCVnaE1NDfr27YtsNosnn3wSp556aqBNXV0devfujc2bN2PevHnSNiraYBBLy2HYkFZv5Z11/vbRgyhl4QUhL11hX/5wWXF//I0knwdNF50w2TjbUs2LGybLu+1kqMNkJYhuuzDRTnwaDwQHJPkwKG9bopsiHzLrP7Zgrjv3mN3z6g+T9p9LnXDZQlv1vGLPsxguG5XnLklsx/RcdyJNTspz3RWDbp47ETHXXTlpZHYiQuDumuOurSFe98X3Ytuw95GkcmGfAdGuCAdZHAJ5Vkvon9zrnnSZ6Q+RdVL+kEQlqRQMRLjRuH4iEDIbdry66RtEdHLo6ZA/5y78uQ/kzxNFO95t567jc6arRTDRbRcQUq3guTKzjm8+syShsS7ucWSz/uMVURyjeG+lCpPV+Z3yfbHqt+mkAKsptx8rm/u8Rt6Rh5QJBg2RMiZJ9DXUzxAEQRCVRlTO0EmTJqFv376YNm0aAODtt9/GmjVrMHr0aKxZswY33XQTHMfBT37yE2+b8+bNA2MMw4YNw4oVK3DNNddg+PDhsfKQ0uO3ZiRML3BdVCqXlQyfC08hQilz6IkDNNHFFyKcBbclf13qOmZImyiXnTIHXsCt6CheSzagI9q588VlEueduI8kXHeA/3fm+w596wcPO+w8B8LLmGJ+kdVlWch6ssqyujSFKNNhlWUbudeyirMNrEp4n87/TXHzyitWVBI33XQTDMPwTW4ycBnjxo0LtDcMAyeddJKv3QcffIBTTjkFnTp1Ql1dHQ455BBf3p/dkpSpdNuJyFx37nzZJGurd0wSB6CkYqhYfbPcxHXkydIHxCKOMBLhSNTJWVcxee0UnyVStHMJcdvp/FZUQnTcnHhSZ5rncM0frxCa7h6jz+3Gpy9JSURFMyjYxe0umCkRAbmUGt6xuN8tH4JMEARBEISSs88+G7fddhtuvPFGjB49GkuWLPHlDF21ahXWrl3rtW9oaMD111+PESNG4PTTT0ffvn2xYMECdO7c2WuzdetWXHrppRg+fDgmTZqEI488EvPmzUM6rR/hRY67ZiYgmCVQOba50HXoRbkdoopR6BSrAMJDkXPt1WGy/kTsvKNOGLBy+YgKbTQHS267FP/k3u+884pVJOC6y7WLV6RCdq7c81yO6oyRhBSo4MnappfjLuuYSOUddhnHQlqh2sapLKtLA0t5ee2iaE7XXUuw77774uWXX/bep0KEiTlz5qCpqVDgY9OmTRg1ahTOPPNMb97HH3+MI488EhdeeCFuvvlmdOzYEe+//36glPpuRyoFaOhqvmtG/logFqqQIYp2oa47V+Dgr6GK8y5z+8TJURaXJMJoxQIAQF6E4YsCCM4utzp4UfB9BMKdd1LRTuW2E7Yb2FYplWVdBOedb773WhDthEqyUW47WW67YgtWiOcNKdPf//PiHe+U50W7lF9wFI9LFhXhPwb/XyCXw5HHNY+LDnj3982s3OXA8t7nfp+5Ssju9+P+nzZPNV6CIAiCaO1cdtlluOyyy6TLXn31Vd/7Y445Bv/9739Dt3fWWWfhrLPOKumYSLhrAXTyiEW57fh27s2hK+LIwmV50c3MArzZSBRo+La6YZSyUCUgeJMZOP6I7yJOmKwKWZgsoOG2kw6MVC47eSJwbx2ZeCfBFesM2/YGMT6hjjvf7nl2CTvHMqLOs3dMCYZH68Jso1CwIo+ssmwYYZVlxUqy/PsMs5DO/zAbWNorPMG/DoMX8xqY5StU0ZbFu1QqhV69emm17dq1q+/97Nmz0a5dO59w97Of/Qwnnngi/u///s+bN2TIkGQOtrUTIbLIKlW76Ih3QHSYLMtXxPYfl+V/YMHlA+PXC91umSuHqnDMgkhSKtLqpByGZWm75WTiXSzRrjkJ+13KRLs8xbrtdH4rAYFO1kb4LXvvLTNXqIIT7YLbN4WcckZomGyYk1MU7dx5Or9LZhlwwALhsqan8puR3ydBEARBVBJZOIifoCi4jbYC9eIthC8sSRImG2zveFN5jyv57emIdrJKsqpjUobWZsMHm/ICDSFuO29+RF4iMRG4rD0v+LnLxZBZyf59gmLYQDAsdFYRLivdjkaRCt1w2cB79/Ddp/4aT/9lBSp4spphtGEhs3GRhc4C+sUswopVVCLbtm3zTY2NjdJ2y5cvR58+fbDnnnvivPPOixXSet999+Gcc85BXV0dgFwS2Llz52LvvffGhAkTsMcee2DMmDF4+umnk/hIrRvT4oQEye9a4ZjTCYWNHSLL46sUGu//LcF/z8SRPawQj1cqIFlm4PwYqZQ/r5z0QU+w/2C27ZtaFfzvQRTtSnTbxUVWXVkUs/jK7t4xuhMQ6rbzbTdfIVn22+AryXqV3jUEPbH6rBsu65vPhcu6FaULRTvolp8gCIIgWivUi5cJN4yzmCqdwXxz4kBMeB8lxmiKOsH1+H1otGnG8UTYZw5z4IlhsgDkYU1RIbIqgS5suWaIrex4wgpr8K+DVXj5c4/I14H9NsM5dYW9sDx3PLZihMNXllW1AXIFKnj4XHdKUS4kzx2f1066rmTkn2FG2QS8RuYkNgFA//790alTJ29yE7HyjBkzBg888ABeeOEF3HPPPVi5ciWOOuoobN++PfJ433nnHSxduhQXXXSRN2/Dhg3YsWMHfv3rX+P444/Hiy++iNNPPx3f/OY38dprryX3ZbVG3MF3ifmqzKwTmFSIfY5WrqwYifwrHR1hUSmKSHL9JY7Q1ziZLJxMCzvwRAFXIdrxueKSdttFtfUJbfk8cLn5gnjnHqcg2oluO8B11+kdm0q044U9b7umepm4X2blXH98Go241XZ1yDAnkYkgCIIgiGgoVDZhTInDTFXtVCe/ncplxecvErfJh8uGb1uoNqioVMuTVP4zHeGIFwtVFWhDhccs8xVx8C9TfK9hBSe81zEGRKrQWHd+SK47PlzWd4wh4bI8fLisLyzWt34wXNarAMvvsznDZSV57uKGyfI0ORaqFD8UMWTWvyyNaqGCbDHhsmG44l22gl14n3/+OTp27Oi9r66uDrQ54YQTvNf7778/xowZg4EDB+Kxxx7DhRdeGLr9++67DyNHjsShhx7qzXOc3Lk+9dRTceWVVwIARo8ejTfeeAMzZszAMcccU9Jnas2wlJn7B3X7Bq4fEK8ZYj8RVlGWJ3Y1WcvKXcvcPGchifzbCiwVHYIZRmi4bERKhRYlppvSX4QiKNoV2gXnqdx2gWIPKflvWnaP5VaX9a3PV5fN57pjlpX7f/Idj6UsQCIWpXDniWGyovDGi3aqghXu/Y8YNuu1535GTgows3zlXANO/hk9y1ZuP0MQBEEQRDjkuEuQ6OqrIWGc+RtMX6XYiLBYfrnKgRbmxgqjGKdg7piKbxMVJqusFBsxeDKyLF6YrMxt57WTzLMd/xS2ThGuO1W4bMCFp3BW6gwuZeekrOGyCcCHyWbD4ow4mmz1YFisMusiC4HVCZdtKxVmO3bs6Jtkwp1I586dsffee2PFihWh7err6zF79uyAuNe9e3ekUimMGDHCN3+fffahqrIuXPiei0oci3s9iNVWfICkITj5nU6tQ0zQyqdWxmIbSiRuu7hoFaYoIgRaR7SThcgyKyjeqUJkw34/ouPMt0wWwpoK/j/xEy8u8m47WVGKqByzcarKytr6xL98uKzKdSc7ToIgCIKodBqYk8jUVqBevJkRxRCVI6zsxyHc25cSLinLQaddGTamQFhsfrvcuhE55HTcdiIyoU4m4MnEO41cd7y46AuPFcOpNQXaKKej7ryS0chzJwuddTRy2mW4uLYmWz0aUgl1QK5AhQ664bK5Nq1XvIvLjh078PHHH6N3796h7R5//HE0NjbiO9/5jm9+VVUVDjnkECxbtsw3/6OPPsLAgQMTP97WBLOsoMAgGZAXW9m0aBeZKBoKRSlc2lKeLamYpyOOROW5A/Sc3ZVQkEIklSpMLlGinSREVi+8tXTRtyB0Ce4/8TwKop2Ll0NOoyiFym3nz1HnnwrH6V+Hny865J1ULtedT7xLGXCq2s7/HkEQBEHsblRoLEbbRs8BpTfokoXM8lVI+X2Wmt9EDKGMCpuMI/iIbruwMFk3f6CMqAqzOuHJAAoDIlWIrM75sR3/wDVm+BNfGdL3WjjnfLiseJ7jhst6+27mcFnDNsAs+blxbAOmYlkcigmZ5cNlG5w0akydMFm+Eq0/ZFasMlsOGhhDmpX+fTXE2MbVV1+NiRMnYuDAgfjiiy8wdepUWJaFc889FwAwadIk9O3bN5Af77777sNpp52Gbt26BbZ5zTXX4Oyzz8bRRx+NY489Fi+88AL+9re/BUqw73akDLAY/4Du9YK/NvBhdP628X43gcqyEsefKpm/jCiXEo/sGlVunBRgNYnzTFhCyCuzLHU6hlQKTFdwC+szJNsoW147Haed7Dj534MyB2BxIbK6oh1LGV6/71aYdcNlZRVnfb/pEIFcljOOd9uF3W8xKyjaqX7L7nzDKfS/jll46u6F0VoGTDA4AEzkKsya+dBYB7nP6CRsOkiir4nTzxAEQRDE7gwJdxVEWMEFXnBS5nMRctSp8p8FxB1BuOGFGZlIIxV6ihBz4jj5ZHpLYvntZGGyInFFO76tbMCStXODIVWuO/54FbnuAL9IKwq24kA9SrjVPddie4Pl09IlIOwx24ChIdLZjgkrn+wna5tI5fPfZWwLacsOtBFpclKoUuS2ixLoXGHObdfAqlBjNGnntXOdd+UW8JqT1atX49xzz8WmTZvQo0cPHHnkkXjrrbfQo0cPAMCqVatgmv7/g2XLlmHBggV48cUXpds8/fTTMWPGDEybNg0//vGPMWzYMDz55JM48sgjy/55WgNuDq5SCH3IEUfEs8zgdVHDWZdksvxmyb8ZA5Yy4X26bLYgfsV1ycnEu3I67eLm1lO1V4h2uiGyLrLwzrhOO168ky7PC3hurjv+gRl/fO4x8qGnKrddrq3abecuB/QEaGb6xTtxGwDgQC3eAQBzWkdYOkEQBEEQQUi4ayFUVUGBoNtOVlHUL9DIC1U0N3EGTsVUo5WHccoLf3jLdfLbQREmq5mPDoDnoJDlCupgNKFbTRb1toUvm6A3MOKKVPiPkxPqQoqJ6Ahu4mvZ8rB5UbguuoKgl3+v45RpoQIV/OsMs5DO/+h0i1K4hLnuCm0s7nXrHlDNnj07dLnMJTds2DCwCLfFBRdcgAsuuKCUQ2tz5K71/gT6uiThvHaT9wfgxTtZ8YE2AjMlLi2Jc8uHW7RDILRABY+GUGfZTejfPguHAWt2puEkdU1Rue10BDsgXLQLCZHVyUnnIuvrVA/2VK47Ubzjj1d2fNJtc247Vf/Lu+1y6/iXyXDvfVzxDii47qLun9xiFe7xEQRBEERroZEZSJd4P9PYysdYPCTclZlSqs4B6tBOWThs2DbctkF3nV5lWZVwk6TLQTdMVkap+e18iIOkELedGPLEC3h7VDfiO/3W4NAuW+B+xSvq22H2F33x713dtFx3bTpc1jaACHddlAOPd9tlHROpvMMu41hIK0ZuTXYKVVZxjpVoN55KpNNz4xGENmL1y5Cqrfz1Iq54p0rbwFfd9K6l0px28uOiRPkcCmFPh7Tp4KxBX2FC3y2oS+eulZsbTTz7aSf8bU03MBhykS1dwu1fgqJdKSGyKnHMXcZ3AVGuOx5flVnIRUXRbSf7n9Jx26nei8t48Q7g3ot59QTXXW5ePlSWolIJgiAIotVCd85lwM3B5t40qgonlKMwhStsaedyC0Gme7iimrrCa/R2i3Hb6exDJ79dUWGy3vJw0Y6nh1WPX+/zoU+0A4A92+3ET4cux2GdNoXvSzg2VZEK8b1upVkVpVaXLQqvAq2emKBToIJHt0AF/5qvGtsoqSDrVo9127lFKmRtCu/pOQlROswK5opTh9I3c4EKDt8xRuQGA4p3A7VExLn0+OM6GUsRzvJYBsNP9/8Cpw3c7Il2ANCl2sGkvTfjkuHrAZRwLmVuO1UuOzE0NoZoV0yIbJhop9tGFAZ9AqFlepPYxhXtCm2NgNtOJsS5bjsxRNZXnMLyT/x82bbEecz0V5n1jk/xf1cKTcxAY4lTUxtyQhAEQRBEOSHhLmHCBhGhAogruHHiUJT45hNs4uRdc48nRmXZ0OPQrBQbVm1WdNuVK79dbtsxwmQV4lxUcvHJA9einWVDvE92x6Y/6PsJ0oajrDCrS1hexJaoLusJed7f+Dfl8mqy4dvJcmJeJkSoa+IrzsbJhI+gEKduxwmALSDeZZmBTAJTlgZUFUluAJ4X74p0rRk2U4pzxYh2OiGxYjXOtoju55OlVCiGY3ptw8guuyDTPA0D+Hqf7di3865E9gUgugAFEBDsdEW7qBDZuKKdrK27jfDCEZKCE4Jox28v7FhUbjt3WW6bhb8qsY9vw68LFITAgPOOE+/cqbmLuRAEQRAEkRzUjSdImFDiIg6KknDGhWHGdFwV2spfx1lfnML2Eed4CvOihU1laK1umKwLHzYTIdp1TGVxSNdtytzspgHUpWwc2ukr5TZ4MZE/Vt9rQawNO9e8SMv/TvnvR+f3m9u2XjvZOsUIeSps0W4Q0aYpZISlct5lJCOpgssu2nXHtyu8T5H7jkgOTfFOmi4gL+DxU7EwTpCRFSBIkrCHQ8WsVwzKHGYxxVSjhO/ouD5bQ/10tgOM77O16O1HohEaC8QX7WQhsi5xRDsdpOG4EodaYDkXIitz24mFwUS3nTuP/xuGTLxTOvXyX70r3skcfARBEARR6SRhRMi0ISMCCXctgI5YpyvoFSv8BYSdmCGu4jrlCFfSyW+nCkP2b0fDjVhidUaWyXhTj+omqQOCJ8uAnqmd+Tch7r4iwmVF4g7GfaJtyFcnuuti7cPdbpiQJ7nQxg2TVdFky4U6nqhw2TB0hDlXwGtgKTSSkEdoUhAVuJBZ3n3XjLnjRGFOKlrtjrnswj6zym1XhAuvd7tMaF9jmUCfdvpFdUIRjy+uaKdJMVVkeaEtSuwLc92p5vGCYpxw0yi3ndtGbC+b+LaieOeYkm2YhbBZfiIIgiAIonWyG95RVy5RAlNUviJ3fWkV1RgCX1j4ZW659qbU25CEwuqGycqIaif9/ErXnRi+qnbbuWIdT31D9HdtAthpKwZqEhEx7NyL54v/rOL34s95B+lrGVrCLtPblpQQAU8eOlu4dPFhslluBJPhw2JDwmd5VCKei+iy8+ZLXHdhIbMEkRSqXHIy4qZUKCYFg0scwSbp3FuVgPTzqyq0Fkl9Nvx8OwzYkYlxm8eLc3GOVUe0K0OIrDJfYszfky/8VSECykJkw9x2ojjnhbRK8trJ3gc/k/yvuH33vU/cMwuvk6SBWYlMBEEQBEFEQ8JdC+ELawwRXnLvHU+4iZNsXCXWhYk5UW1D91fGUEuddQ2bhTvPJN+dL79dRAisTLSTsbYhjU93VIdWcGMA3t7SubBPSZ49ae496IfLiqjCZf3rc/sJCW+Ol+8uTgVLdduoPHe6qPLcxQmXdZEJcmEhs80h4CU1mKIBVWXiVbPMu+6A8PBM8bpXihgnQyZQaTnxykRzFquIdIKl8kUaLCv5yq4AXvuiPcIM1aYBLFjfsaR9AAh32ylyQhQj2gWKRUSIdmGIy2UhtiphToQ/rqhzrkOUCBdVoMIn0Eny3YnbAYKhtQRBEARBtC5IuGuFBAZiZc6TF0YcYS/O+mFusKh9xilMoSRKxFOIdvm94JFPe8AApOIdY8C8DT2wOSMReGKEywb2WmRF2VIclsXkKdQR8mQuOxl8DjtVgQrdPHdRNAq57UREF16ubXBgTu47oqXREe/ENr5+J6SqrUywyc2X327E/Zc0ucOQubRVtET12VJxMup+yMlk8fdVHVCfMcWC5wByRvE19Wn8vw3tvXml5NPzCNlGWKh0knntdB11qna8+BYm3jkpU3pcOm47XjgT3Xa57QX/qoS1sHBZwC/KqcQ7ynFHEARBtDbIiOCHhLsKR+Wwi+O803VhAfpJv1ViTrHJweMMwHLtWODYfcvjFKbgxTDR5VakO2XRVx3wu2V90GCbYCynvTksN/19Qw/MWtUvfAMaAqOvqnCEa9O3TCNcVnYedKrUGjE05ErNc8e/lolx4rIo151KvCMBjygGt7JlKa47oDzOu6jw2EDC/wTcSzKas0hFucN8nUw2IOC577c0pfCzd3pj3a7cNSbrFLqsFdtrMPXdfmiKKOJTUoVbzWIUxaD6bZTyfeuIxK5YJ4bPusdUanGMKBEO8Ie3iuuKf2WOOrHSLJ/3jiAIgiCI1gllRC8zYcUTyuGUM2xH6WzILWfaN76GHbyhlM2TrQf428UVgsTlShGu2MIUMYRPwB8mG+62K/D6hk54a2MHjO2+Hb3qstiRTeGtrzphs1Oba2A7uYFPNpsLRcragbxCRtYGy88zso43OOJfi5g28yWhNu3CgMXMAhFp3Pz7L+E3EPsBh20Alvx8MtuAoVgG5Nx2KSt3TrOOiVTelpNxLKTzP6Qm20KVlX/tWKiS/AAbnRSq84ow/zrDLKQNG41OGtWm+vw3OGnU5Jc3sCrUGE351ynUGEGl2cuZx1qhHYioGJhl5q79KTNeOoX89ZHvMxIX9CTXqbhJ/l3iXFfctpXqtDNSKa9fMSwLzLbz/YD8iZTKfbe6vgqXLeiHkV0bsE+XBtiOgf98VYuPd9Ylf9CKENko0S6pENlifjPMMqT3CSxlePdgqjaqYyrVbZfbhv8vIGnDvXcfdLm/af4vkH9tFl67ei2/SSfZf22CIAiCIJoREu7KhGn7RaXI4gluYQneRRVVjMIn5DDfjaXhMLCo0qaSYy7mabJqvaQHTKrtFVWYQiQiNDbW+pyDockx8dqGTrnjSLsOq2y4y8EV8nzzHG8gZNi2z9kSJtaGCbX8eeN/L7LzaTjBQUUcAc+wDbAQ4c2/jl5bxzZhWqWPRJqcFKpC7Ju8GOfNY2nUGBlvmfs+DJV4lzSNLIVUAtaKRkajvEqEWQaYYcCBCcu2Q0UHnjCxP2mxDkBFVJONdN61mZ+4gfe+qsV7X9V6c8ykDL0xHHnSfIcJhchKi1BI7nGiUj+ocLfv/i/JnKFuiGyxqHLWAdFuOE+Uc/TEO/d9hOGyJJLoa6ifIQiCIAg9Wv7Oug2iDjdtuVx0MnSPp9Q8dlHbFMNki8lvF+m8iypMwSNUk41024miX6kioEvMcFnxfbE57wptIpvEase3LTbPnaxARSl57nTCZb3tRaiUsoqzYqGKBpaShs4SRDH4xIUiQ2aLppmFuUC6hoj3zUlYYYNWSVRFWYXbrrB+9G9RBS+SefM0RTvVfDE/nbgvsa1KtOP3kYTbrrA9/7KwvHRiVVpp8QquDeW4IwiCIForWWYhU+KUbUOdXxu726x8AmKKbh62BPYXJzRX56k171Yoh7gXFyPLSitMoRLyQtdRiHSS+VLRz3W6aFaXDftdhJ0znfx04utit1NUnrswypjnTkaUgCcWqZAWpQgR73LzSMAjisOx5IKDLomKdyoCxSvK9/+alGvObE7jTyl55VqKyPyF6rx2xYTIhu4rIpogTrRB2D7FZW6IbDEoK8Sa8uWh60rEu8BkyieCIAiCIFon1I0nTLFhGi1NHAdWqc4GHZEvLL9dtLsuRLwLK0wRQUB4i3LWhSxnJazrYviqzfo/V5yCJJH7kXxFiVdx1KwiGwbvtstyDruMz2HHvebnRyT+c4U4Xdcdv05uvqSCMAoCHol4RFzEIhW+ZRFOp7jiXaz2ktxmpZKk+7dczryiQyjTyf/vm2XYpoyw86sbIisjzG2nK5yFtQtUqZU57xR59gCU7LaTiXbB44+3bljhCtl7giAIgiBaFzRabAHCRJW4hOUtCj+G4vLZlbpNUbQT3RK6g6oo8ansAqpuOKyQr45lMlyuOw1su+B0CMlzxxPId9ia8tzlC1TI2soKVMTJc2c7Jqy8rYYvTtFkp1BlBQtS8K9F3CIVYq67MPhiFQRRLMwyAMW/kVukQodi+w4fKTN2oZ+4yK47plPe3F1lJWUV5+5uCWTOQIl7spQqsqLbLgnRTrWfsId+brEKUcRzPCEsObcdIBftpJVkwwpUmBo57xRCXhI0sBSsEjdKhZkIgiAIFdTP+Gmtt74VSalP8kOdYrYdGerpri8buMURC+OETorCW7Ehs5H7kbq+EqooKxPhJPntkoYJufTCwmXDCHcYVm6eOx2SzHMXB1m4rCwklqdBCKGVrdPAqpTuu6TIOfjSCUz0XKdSkYXLFlWlNeuEh99HLA+QYK43w9bvt/h+KOz64uvbdpec+GUKy03CbRcWIpukaCdD9pAxTLTz5qWKd1eGhsNq/OuIufD4eTKBTsxtR447giAIgmi9kHBXAYgCkzhQ4gW7yDxt/HqarrO4oZOR29Os/ho1cNIpTFFsRdnIwhQC0vx0uiQg/qny3AV+KxWS504Ht0BFsQPoqDx3SYTLhhWpEHPd8YSJd7nlVc0i4hFtD17A4MNlS8EV6MRJC1fAiRDtdI7RzOYeKCR1rdIhye1FfsYQEc3wXGstJJiH7Tckv10pbjsRlWO/aKdbgmKfuC3dMFmtAhOBkFjmm2TrytZXiXZ83juCIAiCIFon1I23EHEKRQTWjSHeydePv++A6KYh7ohTsfuKopiKsiVRohCnLQLG3E8l5blzC1QkludOUqBCRjZG0Qqd6rLiPJXrTl5RNly8K7SrQiMJeEQMwgSichaCUFKiaGPYLNH0BoZdWVVn2wwav62k3XahuepSuUmXOAK3ym1XLFHFKXLzgkKdbD6f/06+HXl+OxLuCIIgCKL1QrFQbYBEchXlUeU88/YlyWkmy0EUhSy0SSoOaRamiBJCy1JRlsPJFJQwaWJwIdddANvJDYpk7dpQnjst8nnuZOjmucvaJlL5eRnbQtrKnV8+z52MJieFKo0cdxlmIW3YXq47Hj7fnZsDz50PIDIXHkHo4FiAFSLAs5TZPBVkQ/avQ5x8q/x1RMxzp7o2VQyWFSiGZKRSoekYzHTK17dUCgVxLrnYS5lQpmybkr+P+0DKseQPCgPFK0SXawy3nYjqXiky/yvXxnWrB3Lc5bfN58KL2m8pJJN7KNkQaIIgCKLt0MQspEvsZ5paZ91QKfT8rcIp1V0Xvf2282uOXfQj4rvVzW8nDqziDLSU+2ijee688NgYbWVE5bmToRMu6yLLcady3YWFzMrmNzjpyHx5pcBXqi11IioPXrRgKX9F2VDRI+v4p1aG6ppRjDgXFp5ferjsbnhb5Qp5Rbrt4oTIluJ600FVHKPY/UpDZQMhrizQXpz86/vdd+J+XEeeb7IAtIEcd6+//jomTpyIPn36wDAMPP3006Ht58yZg2984xvo0aMHOnbsiLFjx2LevHmBdtOnT8egQYNQU1ODMWPG4J133inTJyAIgiCI4tgN7zDbBrFy3ZUQlqu9jxjjQJ22YXmHwp6qhwtYmgcZVpWxSDFPXLeYnHmqPHeBdkWGnLVknrswZAUqXOLkuZOhCpd1kYXNumQkT4BkIbP8fN+8vIBXbiGPaHsE8m0Vk+euAkS8pPumuPky3WtViAk3GVqTmJdqOXUnKkQ2SjwrRlxzuwDHUhSsMDWF8QjEUFWVaBe6vk9UDIp3fDtpsYpW9DNUUV9fj1GjRmH69Ola7V9//XV84xvfwPPPP49Fixbh2GOPxcSJE/Huu+96bR599FFMmTIFU6dOxeLFizFq1ChMmDABGzZsKNfHIAiCIIjYkKWiBUkyp4/2PoUQSt8yRTilKswxVvij6niKrkIbItAl/L2GiWxh7jonk5WHzcYhKsQW4aHSps3gcOeUD0szs/EGOtIw6ZDfgMG0U9MVwtxCwmTBjELyPAE+XJYPk3UpNlzWxQ2bdf+64bC6IbOAP2yWIIqFWQbg5P/quoyjxDl3eYJVYV2ScKCJYbCl9D3NXU22pUOWi0a3SEaZ3HYiRTveTCPynkAq2ClEulKKUuS2qzhOze/BbZf7HyiEzophsnxbmUjYWjnhhBNwwgknaLe/8847fe9/9atf4ZlnnsHf/vY3HHDAAQCAO+64AxdffDHOP/98AMCMGTMwd+5czJw5E9dee21ix04QBEEQpdAGnr8RPM3irlOFLOk46RRtPOeDZkXasLa57Sl2JA6geAddAtVfi8ELlw1z+vEOyzC3Xcg2wsRO/rvkBzlxC4XI91vESiEuuzAHHk9UoQrdcNkw152MsKIUDSytDKkliLjoih7aNKMDTzdMX0yBwF9PXP3d5xYOC4PV/Gglh8uWIQdci+F+BksU6JL9bGFuu3KHx0aRZFEKICikyUJhwyrLiuvIClfwk9imEtm2bZtvamxsLMt+HMfB9u3b0bVrVwBAU1MTFi1ahPHjx3ttTNPE+PHj8eabb5blGAiCIAg9GvPjplKmxiLHXXFTKNx5550YNmwYamtr0b9/f1x55ZVoaGjwltu2jRtuuAGDBw9GbW0thgwZgl/84hdgTL9/JsddhSAT3ErJb2fYTqTTISwpuMzRECeJeBK0hCMxDjq57AKuOw0HnVabPHEKVPjXUxeriNxniQUqDNvQHkSEtXVsA6awTOamyzomUvl5GcdCWlAjmxwLVfl5TXYKVVa2ZNedWJRCLEjhinflcOA1sqqSE4bntlNJmf0JHicFWE251yxlBEQwZpmhIn4konhXghNPpy+SUUp/4yXnN4PzCscV8b4VmuQqhVLcdpUg2nnHmVCYbG5b0Q68sH5RLEzhruv+bvl1/W0K4mAC3YKPDEuhqcSNZvK2/P79+/vmT506FTfddFNJ25Zx2223YceOHTjrrLMAABs3boRt2+jZs6evXc+ePfHhhx8mvn+CIAii8nFTKMyYMQNjxozBnXfeiQkTJmDZsmXYY489Au0feeQRXHvttZg5cyYOP/xwfPTRR/je974HwzBwxx13AABuvfVW3HPPPZg1axb23XdfLFy4EOeffz46deqEH//4x1rH1eocd3HUz3HjxsEwjMB00kkneW3cL5Wfjj/++Ob4KFLihNTwwl5LheLEGexEDZyi9yUTN/WLMpRMwo68yDx3ZSxQ4VvWzAUqimkbN8+dzG2X4Rx2skIWUUUqdGjkHHai806Wx857GkTPUCqK1tbPlCoqRCIWtihzfjxl9XBJHk6Z685r4xQmFWXPb7cbIIbJxl6/3L/fhODDZAPLNMJkAbUDTvdhlujAUxWv4NsVQmYr92Ho559/jq1bt3rTddddl/g+HnnkEdx888147LHHpAOvlqC19TUEQRC7A3wKhREjRmDGjBlo164dZs6cKW3/xhtv4IgjjsC3v/1tDBo0CMcddxzOPfdc3zX9jTfewKmnnoqTTjoJgwYNwhlnnIHjjjsuVjGkViXcxU0gO2fOHKxdu9abli5dCsuycOaZZ/raHX/88b52f/3rX5vj47RZZIOkWMUr4gp6MQtSGDEFsRaHEwyTKFChW1iiuQtUaP1GQpLmaQt4iuqyhXnqIhWqCrN8oQqVeMe3JyqXSu9nvIG/okBFlAhi2HZgag54Mc5UXLsMhymLD8UtapREu9iVyt3tV1JOu3KmgNBwYra02y6uc1/8/1Edg5jfTr6t6IITymWScFf/unIBTyxKUXjPKro4RceOHX1TdXV1otufPXs2LrroIjz22GO+sNju3bvDsiysX7/e1379+vXo1atXoscgUul9DUEQRFtCNyVDMSkUDj/8cCxatMgT4T755BM8//zzOPHEE31t5s+fj48++ggA8O9//xsLFiyIlbe1grvxIHHVz65du6JXr17e9NJLL6Fdu3aBTq66utrXrkuXLokedxJ5wpIgbBCiHiwVOXBxwt0OUueEzDERo6Js0ZRZyNMJqS2VsIFiMedduR+Nc+RbVszPx3XXFZnnTuamk1WX5dvJ3HZNmjnuihHvSMCrXFpTPxPXqaQS6UoS8BISqcJzcKrz3CVJ3OubfBua34du8YcKJCy/nRgmG70tRRGIFv56yhkmG+a2Uwp1IQJecJ5/eaWLduXmr3/9K84//3z89a9/9bnTAKCqqgoHHXQQ5s+f781zHAfz58/H2LFjy3pcramvIQiCaAkyzEpkAnIpGTp16uRN06ZNk+4zLIXCunXrpOt8+9vfxs9//nMceeSRSKfTGDJkCMaNG4ef/vSnXptrr70W55xzDoYPH450Oo0DDjgAV1xxBc477zzt76PVdOVJJJC97777cM4556Curs43/9VXX8Uee+yBYcOG4ZJLLsGmTZtCt9PY2BhQbSuVYoQ3HaGxXAOnYgkTp4oZkLIIl0JJYpxk21oFKnzb2A0KVHjrhrns8u6NIsJlXWRFKuK47nzbV1goZAUpXAGPhLzKobX0M+UKLSxawCtRvIvj3g0Ll5W1D9teWJit7vH5t11kKGKp1cebCVX1ciA8TLYYt12lkUR+X148451wsuVh2xDbyYpZ+EJl3fYJF6goNWF4McWaduzYgSVLlmDJkiUAgJUrV2LJkiVYtWoVAOC6667DpEmTvPaPPPIIJk2ahNtvvx1jxozBunXrsG7dOmzdutVrM2XKFNx7772YNWsWPvjgA1xyySWor6/3qsyWg0rpa1rTeIYgCKIUypmS4dVXX8WvfvUr/OEPf8DixYsxZ84czJ07F7/4xS+8No899hgefvhhPPLII1i8eDFmzZqF2267DbNmzdLeT6sR7opRP3neeecdLF26FBdddJFv/vHHH4+//OUvmD9/Pm699Va89tprOOGEE2CHDF6mTZvmU2zFpLoyir6hLxNxjyfUVdXMIl5zfpeReejKhUw4DHHLqCg1t51y3QgXpXqf7t/4gzSdarLFhMu66LjuokJmeRpbqKKsKAiWMuly0003BfLqDB8+PHSdxx9/HMOHD0dNTQ1GjhyJ559/Xtn2Bz/4AQzDwJ133ql9TMXQGvoZURuOFBTyolocQS6J8FmVC1i87oRdo+I8NBDFO5ngF+caFZwf5lx2FDlYK+wJV7GEiXIhYp4TEUpbqW47FarQVll+O3X4bDL3LyoHnqwdgJxoV8E57nRZuHAhDjjgABxwwAEAcqLbAQccgBtvvBEAsHbtWk/EA4A//elPyGazuPTSS9G7d29vuvzyy702Z599Nm677TbceOONGD16NJYsWYIXXngh0A8kSaX0NcWMZwiCIFojuikZikmhcMMNN+C73/0uLrroIowcORKnn346fvWrX2HatGlwnNwN6jXXXOO57kaOHInvfve7uPLKK5XOPxkVenuUPPfddx9GjhyJQw891Df/nHPO8V6PHDkS+++/P4YMGYJXX30VX//616Xbuu666zBlyhTv/bZt23abzi6JyrI6edSKcXzFKkZRIQMqlsnASIcIJFkbSOl/4aGVZEusMqtTOTZOO75tnEqzYAZgMDDbgKFYJ6q6bFg7t8qsW2FWF7HKLFAQ76q5qrJ8xdm2xL777ouXX37Ze58KCQV84403cO6552LatGk4+eST8cgjj+C0007D4sWLsd9++/naPvXUU3jrrbfQp0+fsh17UjRnP8NXli0GXliTiS+u6BQWFukj68SuPqu67phZwEFwGV/RunDtUF9vwoS6YopSmNlc32TYDKadu6ZW2kO5ZiPUfRfvwUyluu1kAqJjGVoCHVAQ83QItJP1bZKHV7LKydJttQHRDsgVaGBM/VkeeOAB3/tXX31Va7uXXXYZLrvsshKOrHlJqq/ZncczBEEQMvgUCqeddhqAQgoFVT+xc+dOmKa/87Xy989un6Vq4wp7OrQax10pCWTr6+sxe/ZsXHjhhZH72XPPPdG9e3esWLFC2aa6ujqg2u7uJOW6K3U7qtBg7WThuqGqMUkyz51ucY2i8xO2QIEKbx3364/hyHNC2sYNly3FdefbhzCaU7nvmsOB11ykUilfXp3u3bsr29511104/vjjcc0112CfffbBL37xCxx44IG4++67fe3WrFmDH/3oR3j44YeRDhO4E6K19jMqQV6FeD00sk6IQy4B912M66rqusWnQ1BdW4oR4wouYP4Y4m8nUSol/52uaJtHJtipwmRbwm0XJbKWKwQ9WPXV/SuEsrqoHmJZrDDJ9iO68IS2Sbn9iNKplL6GxjOEDCPmtZ8gykUDq0pkiktUCoVJkyb5Qm0nTpyIe+65B7Nnz8bKlSvx0ksv4YYbbsDEiRM9AW/ixIn45S9/iblz5+LTTz/FU089hTvuuAOnn3669nFVyN1hNMWony6PP/44Ghsb8Z3vfCdyP6tXr8amTZvQu3fvJA7bg1nG7vtknkM54Io5NqyUgh8uPcxN2NNahe7mFjAAm5wu+NgegI1O12R2kM1KB3NG1vHcMvzrKJJwTupisNBisOHYBmAxLUeeY5swLfmIO2ubSAnLMo6FtGkn4rprdFKoNrOe6w6Az3mXa5P2Oe9cGlgajUV/QeVHzHlTXV0ttZcvX74cffr0QU1NDcaOHYtp06ZhwIAB0m2++eabvqf8ADBhwgQ8/fTT3nvHcfDd734X11xzDfbdd9/SP4gGraWfcSzAsnNOpdhpD8LyYyquIdruuwjXHe+wM7NOIJRS5sAzbcBBQeyIct2ZTi50MQwdga/YirIiSVaYrTN2Yk9rFfpa62HBxg7WDp/a/bDK7gPWTM9hZb8BWX67qDDZ+Pst/C50f/PFPrwqB9rFIXTFNbed7MEVv428045ZTOlQL5ZGloJZotJayX1fOWktfQ2xe2FYFox8zlUjnYLTIK+6SRBtnbPPPhtffvklbrzxRqxbtw6jR4/2pVBYtWqVzz13/fXXwzAMXH/99VizZg169OjhCXUuv//973HDDTfghz/8ITZs2IA+ffrgf/7nf7xUDzq0GuEOyKmfkydPxsEHH4xDDz0Ud955Z0D97Nu3byBW+L777sNpp52Gbt26+ebv2LEDN998M771rW+hV69e+Pjjj/GTn/wEQ4cOxYQJExI7bseqPKGJRxWuFBXyGCcksrjj4l9Xzg24yF7Wp9gn/TEcBrgRPz3MTehpbcL7maH42B7YsgeI3CDUUbgJzGw8l4PsvOv8FpL4vXjhsflwWRmugKcbLuvSZFuosuT/qE1OClVm1hPoxL88UeIdAKmAlxSNSMFkpV/aG5H7vYhhM1OnTsVNN93kmzdmzBg88MADGDZsGNauXYubb74ZRx11FJYuXYoOHToEtr1u3brI3D633norUqkUfvzjH5f8WeLQWvsZHXREJLeNSsDTDp2F/sMEI8tgwgg8TNAJ4S+0jRbvxH/9sMIXlUZXYwsOq3oXJhjM/LWvI+qxf2oZepsb8E5mNJwKCKIoJUxW1Q+VywmnIsmKsr7tStxvAYdcXMLW4UQ7ovJoy30N0fpwRTujuhpGrx7YdEh3dPisAeY//93Sh0YQLUJYCgUxDUMqlcLUqVMxdepU5fY6dOiAO++8s6R83a1KuIurfgLAsmXLsGDBArz44ouB7VmWhf/85z+YNWsWtmzZgj59+uC4447DL37xC2XCwrZOnIFScN1ooS/sffz9KcJiyxTuKqOLsRX7pD8GUBDt+Nf7pldgo9MFW5kQfqBw0CWFYTvKKn9h55h34hkO8wYwug69OAJerLx2Clwhz7ENmIptSd12toW0ZXuuOx7PbRfhugsT8UTxDoBUwAPKK+Ilweeff+4Ln5FdG0844QTv9f77748xY8Zg4MCBeOyxx7TCeUQWLVqEu+66C4sXL4ZhNO+gvdL7GZUAzywDUJhDpeGu/HVScq0o2n2nkeuOvwaF5rkTLpH8A4ioHHdxwmbVBSn0t1FOTDg4pOo/sOCA/3cwvAdFmzHU+gwf2YOb9bh0Hd66YbLSdRXht7L+3wwxR5fz4Z+sMEU5H2pqIYh2hsXA2kieu7ZCpfc1xO6J0b0rvjy8OzYd24hN62uw9wddkd34VUsfFkEQaGXCHRBP/QSAYcOGKRPZ1tbWYt68eUkeHrGbMTj1ORxmeA4IEYcZGGytxpLsiMhtsWwWRiqVG1CrqvjZdiHvEDdADnPChBWlKAU+ZK2k7QhCXinb1QmXDStSEcd1xxMl3gFB911h3TQancoNFyom703nzp2x9957K/Pq9OrVKzS3zz//+U9s2LDBF2pr2zauuuoq3Hnnnfj000/jfYiYtIZ+JifUFTkQFx9uuO+F606YYy62+y7kYYK/netEEgpTcAKd6hoRtzCOdL7w1VSCW763uQHVIQVtDCPXFy23B4LBhJPJwkwHb++YbevlLpI8VIoS6cLy2ynXiXDbleJ2SzJMVvXQilnhYdmumCeuI0X24ClMaFP1GWbQ1Zd0iCyRHK2hryF2PzLtDOzdbz0+Qk+gQ3uAhDuihaCUDH5aPq6CaHUUU5AgtLqf6MRTJSdPrr5DYnQ1tipFOwAwDYZu5pbiNp4t7gPHqa4bOz+WboXfJAa7bu4e23XY5JOcaxSucPJFKeyQUZVbpCIjLUjhL1bRZKfy76MLU/DzGoSiFBlmBQpXtEV27NiBjz/+WJlXZ+zYsZg/f75v3ksvvYSxY8cCAL773e/iP//5D5YsWeJNffr0wTXXXEMDEwHtUFI3TDbMkSxZFpoTT1W4glsnUAiDu+aYwjJZ3+JWcC20CRapiFNQR9U+bL2S3VolusA7m9vgRNx4VhsZ1KCEMsNxiBDxks5vVypSd54tufcIOc/MClaU1UX1ICr0AVWUO85k8sk7XkG0MxmMhB13jSydyEQQRAXhOLCrgQO6rEb/Xl8BZmVdzwlid6bVOe6I5ocPmdRqn78ZdsOYwtpEzYtyO8QRqZBgknAXB9HfS3uzAVXIIFsB/25h7jt/+BrnbolwsYSF0ZY1D2I+z52X9y4Ez20nCZt10XHdyZC57cKcd4A8fLY1c/XVV2PixIkYOHAgvvjiC0ydOhWWZeHcc88FEMzVc/nll+OYY47B7bffjpNOOgmzZ8/GwoUL8ac//QkA0K1bt0D+nnQ6jV69emHYsGHN++F2NySO3ySdd4X1/CGysmuTGC4b5roTr1mA/Nqj8y8nK0yR+IOjGA9mmEY/AwDdrO1YbdcUe0RFoeOiBOKHycZ128U5Py3tooxMEVGiwBbYPoXIEgShS2MTuqyw8fbGgVi1oif2/nRxSx8RQRB5Wl5JIFoNcYsStKQmEUvQK4H1Tg/UGasQloarnQkcUP05/uXsLV3OMhkY6ZCnzlkbSBWnfoWJrq2msqwmbp47N1w2NGw2Hy7r5rqTocp1pxMyK752nXcqAS/DkhOVG5w0jBJt5bnt6J+w1atX49xzz8WmTZvQo0cPHHnkkXjrrbfQo0cPAMFcPYcffjgeeeQRXH/99fjpT3+KvfbaC08//TT222+/ko97d4BZAEq9vopuOV58S0K840P58+uqwmUDIp4kXJa/Xsly3Ymv3fdhiG47PkxW+nDJYS1SKGmD0w1DU6tC26QAHF79CR7b2aN5DkqCNFxW8aBIpyiFiqhzwLv2xbaiaNdc/WCoWCepApvEfgyr4MIzylBVliCItgPL3xM4X21G+4XA5pkDMXzpFtgqZz1BNAMZZiFVogMko0gv0Boh4a5CYCkj7zgwtSr/7a5UWnXZlXY/7BkxoKqzDIxOfY6Fu/bSdk5EYWRtsLyYp1u5MUlKrSybZIGKKFwnXZjbzi1Soeu6U1WZBdTiHaAW8Fo7s2fPDl0uy9Vz5pln4swzz9TeR7nz2u0WuCGb0mIVdlnFO3/bglBnZh1faKVMSFFWPs+77uI4hAvbjG6joijHVgmDn41OF+xkNWhnNCjb1FkG2lm7MND6Cp/ZXYveVwBNR51IKfnpylVFtqWdduVE7EcNQcAzLQa6syQIIgxm27lp/Zfo+NiXJNoRRIVBgestSFT4aTHhR7sjsrCm5mInq4WNTtJlBoCuKROWYQBgGJLaXPbjCRN9w76nls4fWHC+5F007seIynPH9PPeuWTz+e+y+fx3bq47GapcdzyyfHeq1y4NTjqQ/44gdEiiIIwS2/YLTEnlvOPW46t+iw9iZE5p8dqkk35B12kna8tfJ0PzuWab031nYIPTF6orVXvTQLu8wHZQ7dridxPh7ObvSXgBt1xCW6nonh/dPLuVBrOYN/Hwee14VA50giAIHlfAIwiisiDHHdHs8AMl1cCoNaX+2oU6DElvxy6HoTF/w19tGmhnGjDzMbQGgBHpjViRLcEJkc1Kq/2p0K3iKMI7XvhQW92QorLmtYtAFS7rOunCULnuokJmecKcdwACobWueNdI4ymiCJwUYIXVI8g6MGzbL7bxN+N8njX+2sK77xTOO0BeaTTgvNN13cEsKlw2rMIsoB86K1aTFY9DhZl1ShfwMtFPTnawduiRNtHgMOxyGBiAlJHrZ9Lcd7Rn1fbSjqVEZIUpwvLbJRDV7xN3lcWtKuCeIrJfDAmT1XWmi6Kd67YrB0mkZYiTkoEgCIIgdmdIuEuQ5hYrKsWRV26hpiXDY410GiwTDGs00yk4+cHWx5k9sHfVerS3DLRXfA/tTBNVrAJGDnlUoWext6MYNFcqYpEKN9ddscjy3YWFyqoEvCRpZGkYrPRLe1sqn04g6J4TiyOEPRiQiHeAOnRWVbBC1l52LRIfEphZwEGweI4o3qlC+FXoFk/S+Xc1bOZzE5aEpHDFqmw3wDBQaxmoVfQzKQOoCaly3tzo5LcLLEvIvWdoOieTxK02y6zofjFOvxlbtJO8Ny0HDhWpIAiCIFoRSYxp2tJ4phUNuYlKIukb4UJy8Ba+sYztUGPo1qUW1SHl0k0A7S0LG+12JR1aKYQV6yiXMFou12RUuKzj/dU/l264bCavFtj5MNomWwiV1QiZDXvNz5PNJ4ikkIa0um47VUVTfr4YJqMQpVShs76wWaGNK3AFQmVtFrhWiX1CZKVxW+/a4wuXddxtq8Ue3b4pNEdtjEqyIj3bO6it7RDapqOVwqZm7Gd4R3dzhcuG9Vc658jIMt/kUuo9TdEPLyNEuaJEO5MX7EisIwiCIIi2AAl3LYTqSXTx20v2VJbrCXUSYk5zPD03tEJSGS4dvQU3HbUZwwd3Q63ERZA2DPRIp2EZBhY39Ur+QLN8vqjmsRXEPYeeKKs5fojKcxcXV8BzxTgvx52Q604XUbxr0hDsVEKdO59EPKJFyNq5yTevOPFOJljJxDuVsGUK801bLuwVXrvt8iGBwmbD3HQy0S5qPXH/oSRcYOqIvjvx+69vwKH7dUEnywqUODIBdE2lUGuaeLshoX5G5ejXuNdozpx3UW5I/n6hXNXmVe655orCkIl2otvOMFlkugiCIAiCICoXGi0mDDON2A4mZpnKEBtmWc0myBARpFK+Qe2EQTtx3OCdAIDe/Tti55Zd2L69EY2OAwagyjCQMkyYBjB3x2BsY9UtdOB+ctWL5QMrPmwtTqVG3fx3/LbEyrItmRsPyLnu0pYdmeuOR5bvrqVDZQkiFPcaxgt27mu3OAEfNqtRbdZFHgqrCJvlcnCK4bLiNcpwGMys4eVDc683qpDZwj5UX4K73cJrWfEeWV9u2noCUFL9dq+6LK46eDMMA2jfsRpDBnfFulVb0OAwOGCwYKDGNMBgYHlTZyxp6JHIfnnKVbVcfF5RjjBZb57inAV+awmlkWguxPBYnnK77SiEiSAIgiCaDxLuygCzAITcszuWEVrhk6XM8HAb6Oe3i6pcmxQtLbqU60m6GobT9t4BhwGmAZiWiSEje2L951vx1bodsPPnbwtq8fzWAfigqRvMpIqIigNpCWHiXJuEGYDBwGwDhsUii1To5rqLKlTBoyveufOA8gh4jQkkDM9tZzf6/exuiC47fn4C4h2gEHvyhSp4gU+nSEXY+8D+NfNuhol2/L+26l+0uXKvHj+4Pncc+Y/cc0AnVNemsOHzbWjclcu/6pgWXtneFwt29oFTTCBFjKJHcRELU5RyTxI3TLYSClI0KxFuuzCRjyAIgiAqjQyzYJUoMGRY2+n7SLirIFjKkApQcVx3lSzWBBJ+N/dNdcpMLISpU5WDPnX+EZ1pmeg9qAt6DeiMTJMNBwZeXtMRH3zZOZF9loM4Tjkdyi7g2gZgMc+l5wp1SSG67sIQq8zm5qnFOyAo1LnzG1s6tyPRppA6uGV9iOu+44UbXrwT1xfFO0DLfVes686E4atwreO6y7XNtVEJeOoKsvxrLixXVak0oj+JfACnkfNu/x6Nvq/YMAx02aM9OveoQzZjgzFgazaN117sE7mtcsCfM1lF2XIiE1V13HZexWL395J/0JV0f1huSIgjCIIgiN0HynFXJlQ3f0kIazpuOxa7yELloeN6aCnCbpcN00BVTQqpqsJ5MtMtp5GXq+BHuYpP+PYh5rkrAd1cd7qFKnj4YhWqnHfue8pnRzQ7rsjGC0Xia5mIpFNMIaSSqiHLwSnJdReWyy7svdtHiPnuvHaOfOLxcuR521B8FoXbK7bzTuV2jIlhGEhXpVBVnYJhNO8DO53Q2ZZ+iOj9NjjRLlf51/++zSBUjKWiFARBEATRtmj96k4FwyzDl8NFFt6jGzbCLMubWpLwxN3NdxyJInOXRLCtycQXO1II08RSJvD+xsrIa6dDkuJoqb8FoxihLoHqslGoqszmlumJd+48EvCI5iDg+tIRjnz570KKVXjzHa2qs6J4l5vnF/B4F5uRZf7iAg7zrlMq0SUsDUXctuI1MUzUU+WpDRM2dfj3hurQTWQd4N9ftp5+xiXJ/Hbuw6nQUNqIc9386TZKQ+W2U4XJpiwHlpVscYoMM5FhVokTDUMIgiAIQgfqMZsBZhmxwy/iJIMuV+LoJGnNgp+R5pLTeSFlBp7+pCNUuqvtABt3mXh7bY28QRlzCoURZ1ArXz+hA1EQ57fginusBDdeXNcdT1zxLkzAk7n4CKJUlCkW8mIcy2b94Zq+1yqRLuSfVCHgqUJGi3Xd8YKa6LrLzWOh1zpxuei2CwuTDRN4okJji+GFlXVggPIhkWkAz33cXmtbRgkP/sIeGvKiW7kKO4i/h7AHTTK3ne52vfl5kbhcrrwk3eQEQRAE0RbJjZPSJU5txyhR+YoPkRhOK6mUpiPelHwznYBz8aVV7fHCp7kBkzteYyw3wKrPmPj5G91hMyMyTNYnDFYIosulWCKrOnoD5Ri/TY22KtedGC4bBzFklkdHvAOax2mXjAuCnBBtHV6wU4p3qnlROVclAp4rasV13QHq65EqZLawHpNOvuNSfBReGIoSFX3IxLsSKsyu35nCbf/qCof5v9Ksk+tr/vBuZ3yytaqobRuyB0j8vIRSbpSzSqtO/+QXfR1vki2XvW+2fLzFFgSiMFmCIAiCaPO0HQmyFcIXo2CWmUvUrShQUYnIEjnLihPIBkayG+Fy5WLTJpXyDVCNVCoiebiBPy7tijfXtcPx/bdhYKcMGrIGFqxphxc/bYftTc3novIlgudeN8u+Nao4ur8Lg+ULwBZTxCJfmEKGV6QiX102DqoKs2GFKsQqswD8r4WCFQC8ohVAeavKErs3SlEpmw0Nk2XZbFDIURWqAApiVNhDEKH6rHtt8opVZB0YgLTCLP9Z3Hxp/gq0uXBLdx5frALQu774XXr+fYqIfVZUYYpQdHIHcrz5RS0ue7knTtxzBw7YoxGGAbz3ZTX+vrIOn21rmQc/Onl0xfuDcla5D4i42WD4bEAQzjqBghqqAhWGDUDxmzIc+e+t7MWaxP0JYbI8luXA3O3K7BIEQRBE24GEuwRJOtqNpczoqnTcTWdLJ4N24W9WKz0MVoplxshLZOA/G2vxn421cDLBwVhLFqWIQhwkVyphwqBbXTYMxzZgWgyObcK0HO+v7ZiwzPDzLIp3snV0xLvcspRPvAMKAl6Tk3yIHdH2CXOF+ZxfvOOLD4/lr1npVEG8y2aD4fyyefy2VQJeRPVZoODG4yvMmvCLKrygYjhMKgL52oSIJroVzqMeJqkLVoRU8C2StfUp3Pde55K24VHB/ZKMOGGyKnSEVre6bLkoRsjT6eOU63L57cpBk5OG4ZQmHDdR10cQBEEQWlAsVMLo3pS1dNhquQUbw26lop0Oivx0okhXyaJdayA0fDZsGdPPfRdVYZZHVWUWEEJlFWGzuWWpQPgsQbQIkgcNUlSFKkRs2z8FlvurycpCZnPzg2GLYmVQF1mhCl9YrS2fePztmW+74rZlbnileFeGfHctToiTW3SuNQdiUQqV204Mi5W58HTSb4TlTRR/V2L1Ym2KDZclCIIgiDZGNoHUP9nmtL6XGRpBlgFmGqE3gWI4LDMN35N9XwhtiOtOFQ4phrBUihOvNWOk02CZTGQ7LbGuGQtTGLajFdJUSYS6EnTCZUMQXXdhiCGzvsPIO+/ckFkg3HkHIOC+AxBw4CVBo5MGSnRB5LaTwMEQLU+Ee5jZdq5oQSYb7bqLtV+JEy8fOhsImUW0687IMpgwAq47MWQWUIc7ioSJdnyfLGvHo6woq0NeQGUl5MGrNCrhnkMl2vGvC2HXwZDZ4vZZeB1rnBDSr+W2q++6C8tvF+UwJwiCIAiicmldI/pWhOqmLczplrTAUs58Mq0NZc63FqruWmnELfahm7cw3jaL+72GrScWqZChct3xiFVmeXScd7l2wd+a68DLMPodEsUR93/XV5SiGLEobsin6MATnHe5bfoLVehWmHXFNZXzTnVNEpfF/Q5lYZfSB2yioBeSY7A1UqxzXzQdh20nbpisKkewXHDVy2foWycB7cvts5TbKoPrTszTShAEQRBE64JGi2XEsZBzCIAV/gr3Try7rrYmhW8cOQjHHD4Q7WqrsPKzzZj7wkf4YNmXgUGBKESV8oS7NeQ5SxKWsmBoDqCUBSqEQhZEeZHmuQtzKYQUqdBx3YmFKnhk+e50nHe5dkH3HUHEwXCgTpLvClpZiTgGANksDAM4+PDBmHDGAejZvws2f7kdL89ZgjdeWoZs3nUXQCxSUYwbz7YL7juuaIXouuP7tjDXnSpHpzg/Sq+Qht4KIZjuvlXrecSoKBte+Kg0kkzT0JyFjuKgCpPlkYXBegVPrGDBE74YSmGdZO6PIl1zCbruRKwy5bgjCIIgCKL5IOGuQujTqz1un/oN9OjWDowBpmlgz0FdMOHrQ/HE0+/jjzMXJrIfXYEv6UIbxRLXCeESuzpvyop0Q+iGy8bBSBdCGgMVHXcTwpPIxxusyMJl3XlukQoZrgjnCnY8OiGzQLh4B4AEPCIxisofmrWRTlv46e+/hcOO3RvZrI1UyoJtOzj02GH46D9r8NPJf8GOXbq57/LtZNct1TJevAP8IbOAl0MtF3pqBirMykJhxZBZsW0YMtFOJMyZJ3dxlehs4gQ9WcGjsqGqHixQqUIeEMxtF1iuCJUF1OGyZhawha+mWarFOgZghqRcCUkNwT+QKldhCgBocNJgJaZloJQMBEEQhArqZ/xU7h3YboBboMI0DPzquq+ha5daGIYBMx/imsrfRJ5x2r6YMH5oix1n0lR0xIY70NQJWy5GaGtBcS6WkFnKfsp9fiVhr9JwWaYeuDv5cFhHEhYbN2TW5gpZqMJmZe9z7VPelBSNTiqxiWgdRP5v58WgyZcfg0OPzvUlqbxQY+WvdUNG9MaUW08DENMNls0GJ9kyF1fYUoTMii5Bw2b+PGWSQhViyKy7TCxEIC5z8a0X4bYTw2Rl+e1afWEKVYXgCGRiaSmOft0wWR23XViobNQDQvm6oav423I/B3c9abis2I8JIbNx0km4FWV5KMcdQRAEQbReSLhLkEAonyaHjOqN/n06IqUQixyH4axv7qfeL+eiU+XJa+kqtiqSEnkqIRl2W0HtVkh6P/GWSfMBSQYyYdVkZbnuXPHOllSSlVWZLVW8kwl4BBEX9f+pULU1T227NE46+0CYij7CSpkYO344evXrXJiZZDhniHgHBI9XzHVnZoX3ngASFO9EgYcX8cLEoLDwS1m4pfc+SqgTxczmpMwPi3SFuSRz7srEVW+Z5Dz55zk+sVXX1V/sA8eyP8giCIIgCGK3gIS7hNEdk/NC0wEjeyEbcuNvmgYG9OuErl1qtY/DvUkOE7R2e/1A01XAh7Dyoa0A4g2KWmEobDkGHYrUc+Uh77qTiXkyt51YqIInKxH2dMU7lYBHIh6RFLKCCTx779sbNbXh4QaGaWD0YYMSPCoB3n3HCXU6rjvf+6w8r5mvEqyGPiYT7US0ix2I338plWbbAKVe2mIXTFK4IkXRTvaaX8+wmbY7PW7/qHLMlct1x1POkFmCIAiCIMoPCXdlgFnhT5fFJ9SmZYAh+kbRlGwzaadZJReqKDrfHS/QlSM/T5GCXEAEdEm4unBLIQ5qdAY52oMS3XBZjrAKs7ohs654l+GEOR3xDpCHyrrzScAjikElNvnIC2SmxrWdMQbTMgsPK0p92JC1C5NvPifecSGzcVx3spBZICjehU2ydXSKHfDH538fcpFrxRVlWZGhs0kSNwdhMB+hJKTZLoTTBpyYMte37DcRooepqsaK4bIBIsQ7lzB3eXPQEikZXn/9dUycOBF9+vSBYRh4+umnI9d59dVXceCBB6K6uhpDhw7FAw884Ft+0003wTAM3zR8+PBYx0UQBEEkD6X+8dM2FIIKhVm5p87MMuCk8n+F+1/HMvD+8o1IhySGdhyGLzfWY9NXO/3bF0Q7VZgsEYFqcBrn+4wa4LZCt11SlOraixTzYobLAgXxLsx1xxOW7w6IJ96RSEckiW4I34oP1iOTiSjAYxj477urSz8oqVgnzPOFzorVb/2uO1FYCQuZBTQFTUlblbOv6DDZqEIVzVl8IkGSvtco5qGcah2Z287gxWFu4peVclyGHcxjF3hwFWF4CywPEe/iuu7SFZ1YOB719fUYNWoUpk+frtV+5cqVOOmkk3DsscdiyZIluOKKK3DRRRdh3rx5vnb77rsv1q5d600LFiwox+ETBEEQRNHsvmpCBbFg4Wp8tWUXOnWo9hKFizz53Adg3D1kKU67SnbVtShuZdlUKpCHyEilvITtyuqykvW8+RFIK8oqBcXdV/gxnPBcktIqtMzw4nNllfgc24RpOd5fQF5l1n3tVpkF4Ks0m3Esb4AkVpsF4FWcBfzuu6qEB1WNTqpQXrOk7TRnTDOhi2kzQFmFOX/OXPGCEyW2b9qBfzz7Hr5+6v6wJM7jbNbGB0tW49OPNpS3wnXW9lcw5SrNumIKC7wvHC9f/dPIMrCU4VWZ5SuFuoKcyv0uinsyMZBHFX4Z2K5GYQqx+AcrtRJtKVTgQ6XQ71dyXRJDW2XhsbLz4lY1Dj0WhwHgqs/aDLbqN5U/jWEVZ8U+in8f6N9sA9Cpqh5RgdalLQh4J5xwAk444QTt9jNmzMDgwYNx++23AwD22WcfLFiwAL/97W8xYcIEr10qlUKvXr0SP16CIAiCSAqyaLUgrviWtR389PbX0NCYhc0NtNzXC95ehTnPfQCWMrwpsC1uYKMaqITmu6u8e/eiaVHnYSoVnCQow2SLJGrwUelIi1FEjTE0Q2NVxA2Z9c2TFKsA1M47ICfgiQ48ICfiZSQuP4JQEcjtpukMmjHtRXz8wTo4DoPj5PoXx2FwbAeb1m3HrVc/LV8xxBEeQBYSGqg2axfmA76QWSAfcirJcyctPCDkuws44hwmncRtu3jbiXDb+ZxaYfntmrsYRVLE6Ecdrv8pNX1HsSkxgqGxfFVg4VxJQp7d35csV2Sg2EnMdHFR/RvvoAt13ilCZtsC27Zt802NjY2JbPfNN9/E+PHjffMmTJiAN9980zdv+fLl6NOnD/bcc0+cd955WLVqVSL7JwiCIIrHdixkS5zsIiOdpk+fjkGDBqGmpgZjxozBO++8o2w7bty4QMoFwzBw0kkneW1kyw3DwG9+8xvtY6LRYoKEPWUNtvXfgC375CtccPVcPPa3D7D+yx3Yur0R7y/7Erfc/jpuuf11OEW4X9wb6EqtKMujE9qUpFOQxRmISkhaeAvFPdYKdEZUDHZEGBHjKi/HLFTBI8t3B4SLdzIBjyBKRaf4gsjOHY24+uz7MP3Gv+GTD9Zh25adWLNyI+6/bT4u/ea92LhuW3L57VzEiqrue1G8AwBbUpgiG6wCanphjvK8ZLKcZSqinHaAuvCHP5xXw83UgiKeoePUDjvnZX44FHbOdPLb5dqF5yCEKOBB4cSLUaAiCl8IrbAr1cMpHWGw2CIVSdKUQN6hpvxT4/79+6NTp07eNG3atESOcd26dejZs6dvXs+ePbFt2zbs2rULADBmzBg88MADeOGFF3DPPfdg5cqVOOqoo7B9+/ZEjoEgCIJoXTz66KOYMmUKpk6disWLF2PUqFGYMGECNmzYIG0/Z84cX7qFpUuXwrIsnHnmmV4bfvnatWsxc+ZMGIaBb33rW9rHRUpAwjALcABYIffwjuW/4XQsA6bN8OWmnbj3r0vw54ff9ZaF5V8p7LP4G+rmDptNKlKDWYbWwIylzEK4FfdaG8ssJE/nwmVbI0kXMmlOQsOJQvCFxnIhsy6ObcBUhM4C4SGzALTCZvntuPDiXVXYxYIgQpA70CSCBOeCa2rMYu5fF+G5h3JPDj1BJ624HSjlIYfqepnN5lMLcGGzXMgskBPCGOATjPhQWFnILAAvbNZtD8j7ubBiBGFuO+0wWV7IK7IwhZlOwSlTHrxSw6FbIuWG+4DP76ZTO+1yy/PnRNb3Zx1tQdKwGWDxD4iiH9aq2shSOgRCaPl+jg+ZFcJiZekfWiOff/45Onbs6L2vrq5utn3zobf7778/xowZg4EDB+Kxxx7DhRde2GzHQRAEQVQGd9xxBy6++GKcf/75AHJpF+bOnYuZM2fi2muvDbTv2rWr7/3s2bPRrl07n3AnpmN45plncOyxx2LPPffUPi4S7spE7mbNAMCA/D27kwJMqAUnljJyAxDTKOTnsUwt8c7bRkg129ZEs6VisSx5AnFVvjoOZa67CES3nm8ARQVG4sEPaHTzASE815342iUJ8Q6AT8ADciJeNkEXXpNjJRL73uTEFLmJZsGw4ctxV4ozSBTtAm67Ep3JIiybLeyDF+/4fdpOrufkBTsh150vl13+tUq8c9uEESbaydx2oWGylY5KoG3FyMJkZedIdEWKuRQB0ydImjbAX5rF955jTtJti6Jd8H1OqOPnFyvetQU6duzoE+6SolevXli/fr1v3vr169GxY0fU1tZK1+ncuTP23ntvrFixIvHjIQiCIFqGbdu2+d5XV1dLHxI1NTVh0aJFuO6667x5pmli/PjxgTQLKu677z6cc845qKurky5fv3495s6di1mzZsX4BBQq2yy4lWVl6Ligwhx1qmVR26XClgJFDlTjhsw2R4hta8p3J8/9U7r4zG/DFxrLZGGyBvc6PGTWFyqrGTabEf7ZZCG4bY1f//rXMAwDV1xxhbLNnDlzcPDBB6Nz586oq6vD6NGj8eCDD3rLM5kM/vd//xcjR45EXV0d+vTpg0mTJuGLL75ohk9Q2aiEKK2HPK5IFyXaydDI36nCdSuzbLbgXBbDaAVhRZXrzkUMmeVFTNOOfgAktlGJoDK3nTJMtoXz25ltTJgrNkwW0AxlDvl9yd5Lj8WBV1k2qqKsLAxWle8u0F5cFqOvFB8Y7S6MHTsW8+fP98176aWXMHbsWOU6O3bswMcff4zevXuX+/AIgiCIEBodq+SUDI35cZhuSoaNGzfCtm1pmoV169ZFHvM777yDpUuX4qKLLlK2mTVrFjp06IBvfvObMb4Ncty1KHy4pxsuK3Pd5dq6ToNglT2vjcRt5+a3c4W8tlhR1v3utEmZ8VwSEeGyxTrvmoMWLdSRADrhSMXCu+50Q2aB+M47QO2+A9regOpf//oX/vjHP2L//fcPbde1a1f87Gc/w/Dhw1FVVYXnnnsO559/PvbYYw9MmDABO3fuxOLFi3HDDTdg1KhR2Lx5My6//HKccsopWLhwYTN9msqF7x+Cub34MM0Q8ShM5OEfYqhEOg1nMhCsourOM/j1fZVm9V13bsiszHkH6Lu3edGuGLddZBoGTrgEAJQpBDZJWtNDIECRJy/reP8P/DliKTMXji3J/WdmHdiKnICi4zXe8eX6M9dJ50sBITjvAMRLD+EYYMilajHb8IPZHTt2+JxwK1euxJIlS9C1a1cMGDAA1113HdasWYO//OUvAIAf/OAHuPvuu/GTn/wEF1xwAV555RU89thjmDt3rreNq6++GhMnTsTAgQPxxRdfYOrUqbAsC+eee26zfz6CIAiiPDRXSob77rsPI0eOxKGHHqpsM3PmTJx33nmoqamJtW0S7hKEmfmbMo2BgpjnTr49I1C0oTmEmNbsxpN9Z82Bjngnc9sp8wzpulla2cCqFJR57hThsnx7Va67OCGzKvGOJ0q8A+AT8NztthUX3o4dO3Deeefh3nvvxS233BLadty4cb73l19+OWbNmoUFCxZgwoQJ6NSpE1566SVfm7vvvhuHHnooVq1ahQEDBiR9+K2OuCkFvAcPgmAXGiIbdS3SFO88MoX9+0NnuQ8TkusuJ5yZ3oMv5ss7VhDvAP28nmGiXZTbTopOoQoZFZ5DNUzIK/dDQZ38dt58RZET8b33ebJ5oZi7vzLsggCc2zcvBjPYmmlJoh4+qcS7wDK3z3P7OC5cVuzHHNuE1Qz5RpJIyxA3JcPChQtx7LHHeu+nTJkCAJg8eTIeeOABrF271lcRdvDgwZg7dy6uvPJK3HXXXejXrx/+/Oc/Y8KECV6b1atX49xzz8WmTZvQo0cPHHnkkXjrrbfQo0ePkj4bQRAEUTnopmTo3r07LMuSplkQ89SJ1NfXY/bs2fj5z3+ubPPPf/4Ty5Ytw6OPPqp34Bwk3JUBZsHLayciy3PnuuxK2id3E1lsEQLxxlt2s1ku91M54L9XZlnB/DYpC0ZY0nDFgFRVpCJMvNMKka0Qdxz/O2hN5zuKqCTevOtOR7xzEUW8MPEOCLrvKh3dnBAAcOmll+Kkk07C+PHjI4U7HsYYXnnlFSxbtgy33nqrst3WrVthGAY6d+6sve22hpHTrYLz3T5FVSBBtb1SRDu+He+cU11XM4LbzBUQ3Xx3PArXHUv5HXeAUKiCz38XIeCpChsoq8hKQpGVYbIuEYUpWMQ5KmeBCg/+nOtUn60gQkNZObedh3uOLK5wlZvrznZ8DjwjWyhIYWaF/HZOvOIUBZed33WXa1ekeCcs3x0YN24cGFN/3gceeEC6zrvvvhtsnGf27NlJHBpBEATRBqiqqsJBBx2E+fPn47TTTgMAOI6D+fPn47LLLgtd9/HHH0djYyO+853vKNvcd999OOiggzBq1KjYx1YZSkEMpk+fjkGDBqGmpgZjxozBO++8o2z7wAMPwDAM3yRaEhljuPHGG9G7d2/U1tZi/PjxWL58ecnHmctrlxPUmKXOc8fPE8NaAb1iE6o2juYT8ATy2Ldu3Bv1sDx3mqKakU77RDrxva+tzqBYkXOPJZw0vhLQcaoq4XP92LwDR/E/wOW6Y74cd/J8d7Lcd6p8d0Aw511GKD7h5r4T898lQem5IAoToJ8TYvbs2Vi8eLFyuYytW7eiffv2qKqqwkknnYTf//73+MY3viFt29DQgP/93//FueeeW5Yk5jyV3s/web90cnAB8K5vBvc3tmhnWckKO5ms/yFI1tbKdccLaDKxLVhZlEkn/z6C32NoJdmoMNlKcM+VWDk2iiiXXakuvDj57bSq/fLCqiIfpPb/E9R9lpjnTtmOz33n67fC8955OG0v9cnuRqX3NQRBEC1JhpmJTHGZMmUK7r33XsyaNQsffPABLrnkEtTX13tVZidNmuQrXuFy33334bTTTkO3bt2k2922bRsef/zx0Px3YbQq4e7RRx/FlClTMHXqVCxevBijRo3ChAkTsGHDBuU6HTt2xNq1a73ps88+8y3/v//7P/zud7/DjBkz8Pbbb6Ourg4TJkxAQ0NDuT9OaEiqrngnLpM5C8T8du5+22K+u+YiSnQLE+yKwt1fK3NDJI1vcKMZYaNTqEIl3snQKVYB+MU7AAHxzptfJgEvKT7//HNs3brVm2Qd1eeff47LL78cDz/8cKx8DR06dMCSJUvwr3/9C7/85S8xZcoUvPrqq4F2mUwGZ511FhhjuOeee0r5OJG0ln7GFzLoFWeIFiYA4foVJdq5Yp1lBefxRIlEnGtMdJmxbFYudEWEPIrCWph4p0LMi6YKkXXFwsiCB7J5Yn67mLS1ghPlwq0ma2SdYB5b9/9BFIUlrjzf78GWzy/My018gQpxuffaUc/LzReLTwSXee0j+ilGol7F01r6GoIgiN2Ns88+G7fddhtuvPFGjB49GkuWLMELL7zgFaxYtWoV1q5d61tn2bJlWLBgAS688ELldmfPng3GWNE5VFuVcHfHHXfg4osvxvnnn48RI0ZgxowZaNeuHWbOnKlcxzAM9OrVy5v4CiGMMdx55524/vrrceqpp2L//ffHX/7yF3zxxRd4+umnYx9fnLF3ICw15YpqiuqzphEU6TRzrMSlU5WBHrWGGyFStv20BLGTbfsGsP51tRxzCgLr8tsucruyJNv66+pUNy568wGMiDG16D7QQuG6KwWV6y5MvFNVmwXk7rtKx80J4U6yMNlFixZhw4YNOPDAA5FKpZBKpfDaa6/hd7/7HVKpFGxFOKBpmhg6dChGjx6Nq666CmeccUbAseeKdp999hleeumlsrvtKr2f0cnxpY2OaBdGEdccV7SrTjN071aFalHpKMJ1xyOKd7KCBar5omgn4ol2ModdnDDZIkJfd2fxLk5+O996tp07Z6JoZ9v5SV5oJIxisxy4/ZiOeKfq/5KouJ4kvHO8lGl3pdL7GoIgiN2Zyy67DJ999hkaGxvx9ttvY8yYMd6yV199NZCaYdiwYWCMKSOHAOD73/8+du7ciU6dOhV1TK1GuGtqasKiRYswfvx4b55pmhg/fjzefPNN5Xo7duzAwIED0b9/f5x66ql4//33vWUrV67EunXrfNvs1KkTxowZE7rNxsZGbNu2zTe5uAUqwhBDU1WiidQ9lxfwZGIa3143TJbnqL4p/HlCHead3hF/O6Ujnj+5A74/ohrVLfArSfJerqjKeG0wFLUt0hyuu7jinfg+65hKAa+1iXgqvv71r+O9997DkiVLvOnggw/GeeedhyVLlsDSFHgcx0FjY6P33hXtli9fjpdffllpPU+K1tLPyCrK+sJHRRHCvZ7xobFhol2ckFhLsn7I9bN/31pce+VwPD7rCMz6wyF49P4xuOp/BqNnVysR1x2gqgYrF+vc9jLRTnTb+bcXrFTqCUPFhsmWObS1mP2V8kCo3MQJa9U5N/y5LMa9GdhehMinEu9yy9QPr3xtnZzQx2yDQmdbEZXS14T1MwRBEERl0WqEu40bN8K2bd/TJQDo2bMn1q1bJ11n2LBhmDlzJp555hk89NBDcBwHhx9+OFavXg0A3npxtgkA06ZN8+V86t+/f6BNIa9deJ47XqCSue6KLTQRd/0zhlfh1mPqMKxL4YA6V5v43j7VuPuodi0i3pVCZPXdvJgXyBUXNZBJwHVXilNPF53z3uZDpUPcCc0t3gFB951LxraQTVDAy7AUmpzSpwzT/5126NAB++23n2+qq6tDt27dsN9++wEI5oOYNm0aXnrpJXzyySf44IMPcPvtt+PBBx/0ErpmMhmcccYZWLhwIR5++GHYto1169Zh3bp1aGpqSuz74mlN/YzK+SMN3+Txhclygp4qHN8y5ZOvjeL3y+8rncKQwXW489YDccRh3WHlrz/plImjD++Ou36xH/r34cKsJa673Pyg604l3qmKTKjahIl2sd12ZaASXHc6le2TePCmym8XbKfKVWcHBWxXtHP/iq47yPMnBrcdfkyGI89xJ7ruxG0ZTnjeO3GerI9jFebKI+RUSl+jM54hCIJoKZIY08QZz1Q6rUyOicfYsWMxadIkjB49GscccwzmzJmDHj164I9//GNJ273uuut8OZ8+//zzorajK5xoiTARbjtVfjsnBfRsZ+DHB9cCACzByWcZBkZ2tXDWkCqtY21ufLkASxE5w1wFUfnsYghx0raqgZCm6y/KUci7M4txYlYaoeFC4jKdQhUC5RbvVAJeW0fMB1FfX48f/vCH2HfffXHEEUfgySefxEMPPeQlbF2zZg2effZZrF69GqNHj0bv3r296Y033mipjxGgufsZWWGKohxBogsPEPLYSQQ6HnG5RpGfKy/ZC1VpA5aw3ZRlorbGwmWT++dEFUmIqZiLzBCchqrvwhXnZJNv+xLRToXUbefiiUN+h1ex+e0IPzLBuuCmlOS3s52cQKc4L4A8z11gH47wu7KZ1PEdcMcp3ovinUrA40Nnwxx6MuzdtK9pq5Sjr0lqPEMQBEGUn1YjQXbv3h2WZWH9+vW++evXr0evXr20tpFOp3HAAQdgxYoVAOCtt379evTu3du3zdGjRyu3U11dLc3zFCcHmJPyD8CYZcCwGVjKgJFlcCwDJjd4cOfLKNWVd/LQaoABCNnMmUOq8OByv8ultaUmYZYV7UbhSVnyHEWWGXxKn0pFDsz0qshK2jR3+FQFYtjq/y/DyYWo623HALNy/0fMNmDkX4MZ0Yn3kBPsTMsJvLYdE5aZe521TaSswu/DFe988/IDqpTZPE6dlkAsMiG+v+WWW3DLLbco1x80aBAYKzGHW0xaQz8DhAhLYQ4z2YMAmWinWUG7sF7weihipFIYOqAagwfWqTdjGdh3WEf0612N1V9y1133ms0fV9bxXNPS/eW/H92HYyrRLpbbLk7fUgJmOgUnZo48QyfcNSSfa5vBE+3s0Adjhs28346RZXAT/ppZQDRH82KaCYDXyvh+S9aHiX2X2IZfzvdd/GsAuRBZ7r1jGzCb4f4s44aSlLqN3ZBK6WvC+hmCIAiismg1d2dVVVU46KCDMH/+fG+e4ziYP38+xo4dq7UN27bx3nvveR3a4MGD0atXL982t23bhrffflt7myKOFS0ihIXL+ucHC1h4FWLzr0XRrpgw24GdzDDNDqZhoFc7EyXqg4nRIoKhhnhmpFJScU41H0C8AVKgimPL/ftW9L12iOtOpNQqs2HOuyj3HVBw4GWLKFVOJE9r6WeAQnJ+aUVZHtW1R5bPTrgesZSpnHy464muO+71gL610R8KQP8++XZZG7J8ZDquu0JbeU47fllc0S7UbadDSHXd5qI50jWUgs9VWmRhCgBBtx3gd96J4djFnlMJsnBY/i/vvIty3/m2y4XMGg68/s3Lc6eA3HeVRWvqawiCIIjKoLLv3gSmTJmCyZMn4+CDD8ahhx6KO++8E/X19Tj//PMB5HIo9e3b16tK+POf/xyHHXYYhg4dii1btuA3v/kNPvvsMy8UyzAMXHHFFbjllluw1157YfDgwbjhhhvQp08fnHbaaSUdqytsOHDVUQMAy723+XaGzx3Au+4ABJx3gFqQU1akjXAd7Moy7jjlZByGbCu875M5FVnKDB90pVLRycVDXCblHhQF8vK1UQKugpBlAded7Xcg6G6Xd97xjrycg8F9XXDaie955x2g575LmiY7BWaX/hvMNFPerkqj0vsZw2HexVpWmEILWT47TrTTKejjtgm/lhZcy7t26YlUu+ozueuveB21nVwv6h5b3nVnZJ3cNd12wCxT6rbTCSUOFe1UiG67JMJkdfqfYik2R14LPiRSEXZO5fnt+HBZ4fdlBx2chs28O2TTLjjtDLvgwFPvX+20Uy1zBbqCwy7/3ir0b27fFeZAd3FsE1axJXCJZqHS+xqCIIiWJutYMEp07GRbW4hgCK1KuDv77LPx5Zdf4sYbb8S6deswevRovPDCC14i1lWrVsE0CzdfmzdvxsUXX4x169ahS5cuOOigg/DGG29gxIgRXpuf/OQnqK+vx/e//31s2bIFRx55JF544QXU1NQE9p80fLisY6mTjcvEuyhk4p6Y387l1VWZXLisgqzD8I81WTRv0FoOXtjUXsc0AvlopKRMIOuApSwYWTs3iBUdEHy4rDig0ggRC0V028mSxsekqAq6uwOCkKcMmRUoh3jnzgPKK+ARxdEa+pmix+Nh+ewgv36IVUXFdAPegxD3euheR/nrZSqFJR/Wo7HRRnW1+tq2fUcWS5dtAyC0sW3f8Rq2La126op3uddMK1Q26NKT5a1LyG3XBnFasM8J5CkU89tJYNls6MM1I1v4DSn3awdDZr1ljj9c1tuuSrCThMcCfgFPJt4pcYIPrTKORX1NBdIa+hqCIAiicjBYcycRaoNs27YNnTp1wl7X/AppowamDa+qmGHnbvIMO+eUcN8DuQGDmS0MHPj5QDAcJEy8k4XVAn6RTlaYAgCMlIH7JrTHkM4mUkJxCocx2Ay44NV6fLjdf+NXjIAtDjgL4SIsME/8ntzX7jL+ezKF7yz3XTv+eVwC6kD4kyvOic4JwJ/nTuaEKEa8kw0MVMKd4I7xHHcp/2CbWVbhtXf+Ta84BUsZ3u+EpQxfwRJmGd7vgVkG91spFLfwXKRW4bX31yws881X/AV8kan++b7XgltS+M0FlotfqzjA4d6L6/rEO0O9zPS99p97/r0lyV+nGjwZjbvwnzNvw9atW9GxY0dpmyjc69CpL16AdF3pxWQy9U145riZJR0TkRzu+T3sxJ+jyqyB2ZgvstDkeEn5jcZM4drmhgnK0BDtZMIYjyjg+fYLBAsCZLM477ReOOfUPjAMuaB230OfYs4L63PCSirlL6BhWb5j9Y4vcB2UiY/+/anDZ7mKolEhsppuO0Bw3OmEymo47lR57nyVZ/N9h5fjLr/ME674QiK+0Gnhe07x793v2cj3G4X3uTaG9CGhr0hSyCNjsZosHyrr3RNkWf6+wJEWpvAcd7YDNDZ6vz/+PHi/sZpq7zM71WkgZcKpTnmfz662wFIG7CoDzMz1k24fySzAThu+/o1ZOeFO7BulfWCgPxPem8FlzCz0Xbn9sVw7i4GlHRgWg5F2YFoMVtpGdToLy3JQm84g1bgDC06ZXvI13b0WTXzxwpL7mkx9E/523H3Uz1QI7rkdZ5yOlJFu6cMhCKIVkmUZvMqeSmRMc/pL5yfSzzz1jfvbRD9D9pyEicrVK1uucgWE5a/j56lEO10cBkx5tR4fbs7dFWcdhozDwBjDrixwzZu7sGxLZT+tTbxaalReqKQpcX+yQTbzhb7Jcx+2IfdwbMQqs6p8dyKqSrPie9sxA3mFZHnuwuYThAwxvx2AYCVNFXw+O4loxywrUrTTbidcvx55Zh2efXE9GGOwbYZM1oFtMzgOw2NzVmHO39b41xeLA/HCmkI4NGwn4Jrj89nJRDtxndBiFDFRiXahVHgOulIRxTkVWs75MGTCqHgOpHkUg+ddKfY6/px0hfaF5b73tr9N6HtHsr4T7LsK6+fFU2459S0EQRAE0TZo23eHLQj/pJTPcyfeiMrCZX1574QcbVEClU+gCXHbiWxuYLjo5XqM7mHhyL5pVFnAR1tsvLgmiwbJTWlrEHxy+Y4cYV5EZdmocFnpOjFDZqMKUsjCZHWqAlYILVm4IjLXXUjIbABFvjtAP2wWkIfOAhQmS5QGHyaoHbopKULBO3Z9hIVAcvtzr6nKkFnAu6axbBZ/evAzPPPCOhx7WBd06ZTGxq8a8cprG7BxU6O/+qksz53qWCTHyofNhhEQ+SSiXWy3XRKUM9edbz/yC3ZY2gXdar1JETddBoBAn6yTZ9D9HSuXOwwILeWVQxUuW9hP/pgszfdemGwwXx5ggJmKVA+OQY/nCYIgiFZLk2OBlVq9vDWIFpqQcNeCyApTSJdJCixItxfDaacKVVnypY13vyoMPsQwyUqimPx33rruIFPMc6eDbEDlDhCjBLyoENkIVGGyzUXYta/Y62KXbVsxYMNaMMPAJ337YlvH9trrRub7AWKJd4F8d2US74DyCXhJdHJA2+ro2hKmDZ92oFWYIqIIhU+007mm8AUiIBHvfG3910sjlcL6Lxsxe87q3LquKBb1cILLc1coSJHPdScUqvD2ZfMCo3y+N08hfkaKdjKaQ3Brg+g48XTuhYKFKbJII4t+2fVIGzY2ZdpjE7oWQoZtW/lAzS0Ypossfx0vvAExBDtJgQrAdeEV+i3DARgMwGS5fspk+f5J+7AJgiAIgqhwSLhLEDe/iSxsQmzHV5fVKVIRJd6JN5Yyt538WNQ3pMxs3qfqYfDfUbPhS64uuO5UbgiVgKfh/JDuvwjihkqXiyixt27nTpz98gsY+ckKT4ewDQMLR4zA49/4BpqqqoLVYzWq6QVcd3GPu4ziHRDMfZe1TdgUzkTEwMvvGfXgQhTDihDtfEJYQJQz5eGkIa4777qZTgGZbLRg566jeT0UxTtvfojAGRR6/HntIo8NiJXbTpsQ152ZTinz3BVNK3F2R1WU9ZHJYoz9AQ7AcqRThWXr0BnzMwfhq1SPWPs2s+rCFHz/JLrufMKb1DkXLuC54h0/P4CkMAVBEARBEG0DGi2WATePHTO5ZMX5v6IY5kvezBULEJcBOUFGJsroCjVhIl1bMdeU8v14JDF4cfNHcXmkpIiD0SKrybYkxYhkVU1N+NETf8W+Kz/2BR5ZjOGQ//4Xlzz+OExHz4mmyvfjQ2wjvA/NdycgLtPNeeftWpL7jiB0kYp2fEJ+FWGiXcr0iXYsZXoTj3S+sC1vGX/dE65zntMpLVz/xPcyVAKcEDqsEz4caMdVJeUFoMgQ2XLSRvPdiQ/iEnkwJ3HaHZ1dgkPYh0jDL+jtga04w34NHZ3t0k2Fi4OFQhmmzZR57nJtudeOf764jjuPz4enzI2Xz3WXayP0V07zPLxrsq1EJoIgCIIgoqHRYwuiI5bJxDZXwFMKeRFuu7CKbi0VEtsc7r6iwkpVlV7FZeVEU0iUfT5fJT9VERSJeJx7rXuA8Rnz3/fQ86tNsCRFrU3GMGTNGoxcvrzo7RuyMXsp4h0LF/aixDsS8IgkMT1xSU+gihTtuGW610kt8Q7wX7+46qUB8U5HtOMwZK444btQCXjS+ZKcdvx+QkNky+G22w0ws4VJRMwHLEYiSCvKCnRytmOUvUKalc4EQxo2Dmn6b+RxqqIdosQ611ytEu/cZSoRT3ztCnbSfXr78n9a28k5uqlIBUEQBNHayDpmIlNboe18kgogjvNIFEVcMU103fHz9LYbLc4Us12eSnPnScXLECEwMLj08sUV8cFKEe9a0G3X3MnFRca8/5/Q5bZh4LD33pMuk1fwC34e1QBH2FHodkoR73Tcd4Ar4CV3PjKOiSbHKnnKtKGOri2hHSbrEkO0815bpnLikYl3qn37H4IoxLsy4Qp1SieermjnW0ddkEKnEEIsKsB1V8yDr2Jz0CayDdvG8MyncEKKSZhgGJb9DBZLrqiIrvOOrxjLt9Fy3Dl+150H95rZRqDPobylBEEQBNF6oZFZwrihsTK3kk64rNg+qk3YdnTv0WTt+GOspMIUzSY4qVxuMnGtmEFV1DqS5SphMVANsgzIfgO6vwtZu047doTW5rMYQ+ft8hCmkpCFwEaIdz5iiHe593ruO4KIgyxM1kMRSqoS7XiXnUycC2xHaBMIp9Vx3QFB8S6P9152jVTknAtz3YXChcaK25EKfGEhsiqxLsRtp5Xfr1xUgBhYburYLkTJfhYcVLOmwow4vx8BmUuOT2kqddZFiHj8tmTri/sFwlM9EARBEATROmn7d24tiGP5lVHZDRdfjMItwMBXS+WXu6KV+ARaJmapRL+wMNm2CLNMvaqLYYQkCI/Vhm8bmBdjAKdRUTZq8N3SbG3fHnUNu5TinW0Y2NKhAwDoVY5VtJMWqhCrzEZsK6xYhWw5X7Ai995fpMKdByAwnyCiMLMOYATDZKVCk+W/VshEO5eAm07Sr/grnxeurYEq3fkqs94xuNdg9zopFPsRxbtIbAewglVkPdzvQnWNlIXPqkS7UkJkiUTRqSgLwDtn9UZt6AMiALBhotGoitykaauLUgDy4hPu30ChCqH4BL8NF9W2+PX97QwwkzVrgYqMY5ZcwbwthTARBEEQyUL9jJ+280laGcw0fDdtXoisEDIrXdcyfJNI0bnzNNYrNdKinJEaqhxucdAKl1W10Rl8xm2TgCOjUqrM8ry97/6hyy3G8NbIkcrlUZWbfW2LyHcnEnAwlOi84+eTA4+Ii1b4oEq8jxDtVP2KbJnUeacIv/WuZWLIrPRBRvwnTNIKsK6jTpxC1o0U7eKEyGrkttN23bUih5yYjw4I5qwLI07bMD5MD4IZ4rlzYGBZaiBsI7yychSmxv+j6fjdd4A/NFZ00/EuvDDHHR8uq5UegiAIgiCIVgmNGBOEGeowWRdHsjxKzHKs4sNeo9x2rTXlSdzjdsUrpUtNmp+Jv5nXzEcXNhBVDbwSzG0XJdLxy/nvkP9tRH23SYROvz1iJNZ17QbbkAjPhoEV/frhvb32ir1drQqzLqVWmi1CvFOJdCxB8S6pSn9U7a8yiRsmG3Db+eYVwl7DBLvANrm2KnevL2TWbSMLmQUK10fxOpmSiH0JEyna8chEuyJCZAPHYFktGzaroDnSMJSTrWYHLLGGSqU7BwYySOFfVSO0tycTzFVFJVRimyvgiSIev74vTFYh3omFKvxhugbgGHBsA8wxqDAFQRAEQbQBqDcvE66A51i5UAaVoBfHdacj8OkdW4S4U6H57ZJEmocpSVQD0SIpqnBGApSr2m9TVRXuPvNcLN1zKPjxi20Y+NeIfTHjjDPgmOHnpmTXnYwyi3e5eeSyI0ojMkw2IkRWRKwsHTbJ1mPC/rQLVYRd12TLIoQkqesupK2WaKeZ1y6JENlKFO8qAdMnSsVz4/0zNRpvY280CTcz69EJj1d9DdvMDrG257oBDZsFnIWyPHWy1y68iCcT9FTinWofAJTucSpMQRAEQRCtm9YTe9HGyN1DGt5NIJ/Lzt/O8N2ouvdefFvV/Vic3HZJCHT8NuKIKknDUoZ+Lhzp+hYM11FhWYWBm5jHTsjTVBTi4DQqTFY18JbML5folhT1te1w/8TT0Xn7NgzYsBbMMPBJ377Y0a6upN+jKieedr47YZ64vWJy3gHw5b3LzQ/mviOIKAybQZq4KyqXZ0oU8wpOO5c4RZDcfsnto9ycd16+O8DLdcfP866pfL47wH8tjfGgQsxzZ9h2pFNMFPhiiXY6ee1iuO0Cx2ZZYCoBUuiDzHQKjmpfigdG0nyCFRSGy4fJJlGVFoaBdzAMi7MD0c/4CmnY2JTqhM2proCZ/9wxBVMzG35PxeejE+e7hPVxrnjnmMF8doFCFGa+b7O4PHcK7ITz/DTZFpwSndlZcnYTBEEQCqif8VM5d2ttASs/hg9pwizAgV94cxMP517nBkFuoQp+Hk90OGP0ACzuA9iw9i3lzJN9N94y04iXKyefWD0WpYh3JbjoZOFv5SbJB/a8UW1Lh47Y3LljaHvdAhVR7VtKvAOCRSty80zfX4LQwcjnajNsW99tB7VoF3B3Kx4QmNy+ZNdeXzGgsEIVongHxMsdGlF8Rybeqdx4kaIdT5lFO++YwsS7clPGwkaGw1rkgZKRSiGLGnya2SM/J1W4T+N+X6X0p6bNfHl2+aISuW0LxxRxet2iFoBfwBP7L59o5/YvjpFzf1f4wzuCIAiCIPSh0WIZcMNiZeGygbbcjZUrjIghs/w8vf2LgzD97RQTJhsVAtzSRFVYjRUuW2pF2LB1FK6HJMJknZiumvjbd7ed+KZDCRv8qPLdaRWrkMwrNWwWkIfOEkQcpFWyNd12QLho56RMpWgnW64S/kILVYj57sLcXiUU6nFDYcWQWF8b1YOaMhajIErHjPuAzSWdyk0uIX1rsf2kKi2DrLBE6Ha49iYXKpsrRiHkwbP9y3kc20zcaUcQBEEQRPNDjrsWwrFyqin/NFZ2Uyc67wB1+Ii0wqxCtOPdU6WILeUUalThw9Lj0AiPddu4YVs+J0igrSJcFgiGzALxnHc6QlwJT/6jhEp/W7mgpy3axhgPVJKY25zOOwBaobNJYTsmjAQGajTYq2BUbjsB0W0XJdrp4qRMTzwphMrGCJmVOe/CCLkeFpunNPDdxSxGUW7RLnHXXbryb/eSqiYr3XYq5Z0zQ5J7tpR8t2GhsXGddr5jsgrbMJ2c8066Dy5cliAIgiCItknl38m1InRumtw2/rwlwVx3fBgSL97ltqH3JDgqr10cigmTVImR8bejDodNnGLCZb11JbmaVG0C8zVOVsTAIqqibHPSnAMI1aApt0wdYttc4p20Dcov4BFtk4DjLqSSLAAgZfrei6KdKNhF9S+Ffkkt3vmQhczyiA9GZMt970sXlENFO81iFD7IaafE/V1474sMlxUfzIXeE1im9GGbNL+f254jzsMvHjdclu9bVKGyOog58UwHEP/bmeUX7XJ57gDDNIB0oZ1tm/xbgiAIgqh4bGbCiOMSUWyjrUDCXcIwC4ANQLhJc5B32DnB9qLrTke8i0IU7XTcdnHDZJMqaBFItqzhPlThWAbMhES+2K47bxn3xWTt+KG0EW47MXdVmFMgCTGvUkKhQ0W4VireATkBj0JoCW2yDAbybjtRtLN4gc7/D8GsoHgnC3uNwt8vmdKwRZnrzlsmuu6AwjWPv8bKroPlyL9Wal67Mop2UtddWN+j2EZrQHTblfywzhL6YZ5UKtcvp1IluduB3L2a7MGm2LcU8xBTfNDLv+eFQfeeyTCFvs7J9S1WXrFL2kWdcSywEpPfZqnaLUEQBEFoQcJdCyEWqVAVUihGvAsT7Yphd7ivkg0wIwkZQJkGw5hBNvbv48CAjf+uM/HGSgtZR3IuQtx2SeS3K2xLLt7uDiQi3kVsUyreAZGhswRRNhRuOyBctJMJ/rzjSSbeqUJm3ePgXXdS8Q4IF1Ekol0x4Y2J5rUTRDteZGsuwWxoHwtH75dGXY2BNZscvLLUxradzbLrohFdd2EhsrrpMiLxqhiH3/YWHXrthrRyRSqkfYtqffGhronAQ10g9wDYMQvtvXDakP0w2X0HQRAEQRCtChLuEkSn6qUYPpFbT+26y83zi3eAXMDTCY1tbredzD0XJ3edfJvRobNePruIyrLS8C1VuGxUSFee/p0d3HxiI/bowLxx38n7AV/VAze/UIOPN/JhbJr/gjEHE3FCkfjfTXS14liHUTEhs7nl8SrTBsQ7iZgXKd4Bsdx3SZCECwIgJ0SlYth2LmzAFbxs2yd4yYQHmdtO9j7MoesucwW8MPHOv15epAsT74DwAhvlEu3C8tpJ5umKdu77JMQ7Va676jRw7bdqMGZYCtn8d24awPnHAX98oRHPLyl511qYWSdWfkSXcuazC+DmoHX7W9dtlyeX/9GK3c/qoCpWobueK+AFxDthmbuOYQOGRWIdQRAEQbQ12k7Qb4XgVZM1uNdcdVkRRyKeuTdhfpEtWClWnOTH03Zv3uLoCl5S9vzgU3fQF+l4E4S3uiqGaac0oFtdblCSsgqRsp1qgV+e3IAu7Zh0XQDCALxlhZNi8hC1NFHhSLEqzQLBarOS9SOrzQIQK8667aRtCUIXVXEdiQjBLCMQIuvlu0sZ2mH1fDtV/1LIo+ded+XXW998y1RPYeslgUaIrEq0Y7adbBEJTa4+rQYH75XrI1KWgZRlwDQNpC0Dl51Ug7HDWvb2rpSHc4nmtOXFOv4vkOtvSwi/Vh1nMek6TJsFJiAvxjnyvs3tt2TVZAF/X5S16XafIAiCaF1kbCuRqa1APXkL4Yp5/HsZYeJd9D4EsU/DbRe2f9m6SdLSQpHWYFDmoOAEuOOGZ9GxRj4WsEygNg2cMCKj77SLeYyypNpOGxJvVcKbv01x22gJ8c5tS+4IQhcvt52GWORWkpWFyPKinbfMCp8K2w2Kd4Htyq47Qn5O9xh1YULobxyKdtuJCKJdS9C/u4EjRqRgKfpMx2E47yidgkfNczOblBAXeztif+2Jd3r9r5PK/e/oitp83xMl3slEOlUbgHPT5SeTE+34/Yf1RZmEXdS2YyYyxWX69OkYNGgQampqMGbMGLzzzjvKtplMBj//+c8xZMgQ1NTUYNSoUXjhhRdK2iZBEARBtAQk3CWIjqDlWMFcJGGuu+A+om8geWeFbB/h6+q1qyTK4irk8z+JgxuVeJdK4cghNsKOxjKBo4coFKIYYVViYQptt0yR31Vri5qsaPFOIeARhBaaop2ILyRWIdpFoSve+fcruO4U4l14kZ3iBbuiULntkhbt0qnCFIOxw1Oww/LCmQb27Glij46lHqA+rqgmVn9tMfiHWLxQ577Ou+34MFle6I5zD6VyF8pcdDKhjhfkxMndDt9WfM23zb03fH2U04bcdo8++iimTJmCqVOnYvHixRg1ahQmTJiADRs2SNtff/31+OMf/4jf//73+O9//4sf/OAHOP300/Huu+8WvU2CIAiCaAnaTm9eITCLhYbLBtsHX8tCZkXnnezGUjbPXV+5z2Zw2zWXGFhsBVWx+mIp1KYBI+IwatKSgY1YAZIXC4scsEZ9H7KBfDFUqqhXseIdQOIdUTrZrN8hphAheHwFKUJEO1UfI7ZVXWNE152OeOcul01lpRgRtFTRTibWhYh3Yq68mioDTEMfq6naPa8z/hBszmXHi3ZlIk71WFFwA3IioDvx2zNt5g+NdZeH5NDj+6OkK8q2FHfccQcuvvhinH/++RgxYgRmzJiBdu3aYebMmdL2Dz74IH7605/ixBNPxJ577olLLrkEJ554Im6//fait0kQBEEQLUHb6MlbIcz0C1oq8SOqTdgAS7ZOmIjWGt12MnRDQ6VJ3JW5mDRcdwA+3WxK61q42A7w6VeV/W+nXXhE+BjF/n7irqcTLltoW9y2khbvmtN9l00oH0Q2Rk6Ie+65B/vvvz86duyIjh07YuzYsfj73/8eus6WLVtw6aWXonfv3qiursbee++N559/3teGwpckOLZeSGcesX8IT6GgfiDkC7eViHeqkFklnHgX9+GJu45qiiQsTDbCbcfE6rOigBpFmLtO03m36ksHqYjvtzHDsGFrhbjfoB/myrfzxKsYLj7p+efnua+t+KJwUu5+UbATxTpxvhcemxfvPDFPEPKk+fBaSRqGbdu2+abGxsZAm6amJixatAjjx4/35pmmifHjx+PNN9+UbrexsRE1NTW+ebW1tViwYEHR2yQIgiCaByeBdAxOkQ+u4o5BdMY1a9aswXe+8x1069YNtbW1GDlyJBYuXKh9TJWtILQymMkihTFZkYow151IHHdTZIXQCsltVy68AaUpuj40b2SjbuolA4TnP6gKXc0yc23CtqMqSqFdUENyXot3IzbPOiJxXAulbqs5xDugbbvv+vXrh1//+tdYtGgRFi5ciK997Ws49dRT8f7770vbNzU14Rvf+AY+/fRTPPHEE1i2bBnuvfde9O3b12tD4UvJ4ubrAgrXA/c6H/bwh0cl3umsIy1UwTsAQ4S3uMJcki5qJaJYJ7yXVpTVEeY02vy/j4Aduxgche3Othnmv2ejIRO9u2LQFeFKKVBRFGIfaQnOO060c+Edqkkhc9KJ4a9AUKwzbBaY3Haqfaj6N77/cvJ9j51wyKztmMjapU2uE7B///7o1KmTN02bNi2wv40bN8K2bfTs2dM3v2fPnli3bp30GCdMmIA77rgDy5cvh+M4eOmllzBnzhysXbu26G0SBEEQbZu4YxCdcc3mzZtxxBFHIJ1O4+9//zv++9//4vbbb0eXLl20j6u4DPlEKMxigJvpzAaQv1cUb7Bcx5I737FyN2jMys1jpgHDYd57F3fApLop1nHvxVnWGqirTWPi1/fBicfsjS6d22Hjph147sUP8MKLH6KxMdoNwSwLRkT4E0tZMLJCG8vyhVotXWfh2ffTOGXfDBwGuBqaw3K/iPnLU3jn85R//TCkOaP8+e0K8/VuyksNba2EcGnDNvL/Z7rtw49BtT3DCToLpdgGYIl5i4LbZLYBQ3bcrVy8mzhxou/9L3/5S9xzzz146623sO+++wbaz5w5E1999RXeeOMNpNNpAMCgQYN8bfjwJQCYMWMG5s6di5kzZ+Laa68tzwdpDWSzgDsoDxH5Vbm6ZKKdb7lE+De4fGrMMjxBweuzUgaMLPOWOSkTZtbx3hf+mjBsByxlFopFpEyINuUkhDfxmu7bp+42xNx2joOjJo7GxO8diUEj+qBhZyNef3oxnr33NWxY/VXJx6xLxgZue6oBN5xdAxsMFncObYdh3RaGv7wawwXYTLi/hbDlSeGdb8v0OyxDKh3z/zOyfI1hmHawbw17aCQKdirc78y0c//2Jhgc+NOp+ApXmADS+ZVbidsOAD7//HN07FhIylhdXZ3Idu+66y5cfPHFGD58OAzDwJAhQ3D++edTGCxBEAShJO4YRGdcc+utt6J///64//77vXmDBw+OdVzkuGsBwlx3gflcvjtReIiq/CfbvrhdGZXotgu72e/WuRZ//vW38INvj8GAvl3QqUMNBg/ohh9dfCR+/3+no31dlXJd6b4UjhA9DPzprRrc9c8arNlaWHf9dgMz3qzBXf+sBULKV6jcdmGEuemiwoYdTkNsrlx1LaVRJeq8k7Ut1XlXoeiEMPHYto3Zs2ejvr4eY8eOlbZ59tlnMXbsWFx66aXo2bMn9ttvP/zqV7+CnRdaKHwphBDxyXUPifBuO0Au2jHTUPYL4jLZ9TiuqzdwnW3O4hNRSEJfTdPAT/7wXVx/3wXYb+wQdOrWHj37d8M3L/ka/vjG9Rh+8KDwbcYpQKHR9p3lNq55YBcWr8iC5Z13OxsZnn0ngyn37cS2Xfq7a05UIlWpol2oY84yCxPXVvX/4m0zRkXZOKhEOzMrn1z3nSk47PjqsjyGbXh9j9vfVHrlcjfNgjvJhLvu3bvDsiysX7/eN3/9+vXo1auXdLs9evTA008/jfr6enz22Wf48MMP0b59e+y5555Fb5MgCIJofeiOZ4oZg0SNa9w2Bx98MM4880zsscceOOCAA3DvvffG+gwVdKfc+snlrQuGy4pFKoLrSLZVhGtO1T5KtIvaZhKinUx01Nm+KCa5QhM/cPzZD8ahZ/f2ME0DZv6zmaYB0zAweGBX/Oh/jlIfV9wcNzJhLeAOMfDSR1W45Mk6fPvh9jjv4fa4+PH2mPtBFRgv2sVw2zVrRUUowm0rzJUZJ9ddYZ3itlkO8a5cAl6Wmcg6CUxMP4QJAN577z20b98e1dXV+MEPfoCnnnoKI0aMkLb95JNP8MQTT8C2bTz//PO44YYbcPvtt+OWW24BQOFLkUiEJZ1rBEsZStFOB5l4JytsAQRz3Ykhs9JjdgW8YibZ8cZ17omOao6Tv3ckjj39IACAxfUDVspCdU0aP//rD5GuLl8Qgyz09sPVDqbObsQ3f7EV3/71Vpz1q624d14TtrewaBeVk04U6WSiXSlhtipXOj8vUNVY07Gu+78iQxYaCxQEOiDnbuUnd7l/O8FCFXyeOw9BvGvtVFVV4aCDDsL8+fO9eY7jYP78+cqHRC41NTXo27cvstksnnzySZx66qklb5MgCIIoL4mMaWKOZ4oZg0SNa9w299xzD/baay/MmzcPl1xyCX784x9j1qxZ2t8HhcqWCT5cViUWuGFGhXVybVUhs2K76GOQzIsQ7Sq1QqiKfn074ZCR/ZTLLcvEsUcPxR///P+weUthNOOGdvEow2UloVySHeX++tY3sK1BccMsy+NUhNtOhcwlkFRibe1jaIbfUtyQ2dw6ub+q44sVNisJkdUNmwVCQmcrCN0QpmHDhmHJkiXYunUrnnjiCUyePBmvvfaaVLxzHAd77LEH/vSnP8GyLBx00EFYs2YNfvOb32Dq1Kll+yxtgmwWMMU8mcGweT7kL+x/n+8THMUdAS8ciP0REAyZjcINmQWKC2GV4oo0OtsSwyc1OP37R4OBwZA4pq2UhU7d2uOoiaPxyhMLgyJbHLcdv05GL9x1VxOwqykv8jTjM56o0FdAHkLqrlsWhP5aHhJrFdr65kdXUg5D9VndZTy8aOfNc2T9jtvOgAMGE0YuUt69P5R9t4qfdjZhAS/jWHBKvGm0Y64/ZcoUTJ48GQcffDAOPfRQ3Hnnnaivr/fCmSZNmoS+fft6A7K3334ba9aswejRo/8/e+ced0VV7//PzOznAshV5KYoggoi10AJrbQkIc2iY4WmUhyPHhV+WXS8UN5vZJlRaVIcvKWmp46WxwxEFMtCTZDURBQVUeThpoA8yPPsPTO/P2av2WvWrDWz5rb37OdZ79drYO+ZNZe9n9mzZj7r8/1+sWnTJlx99dWwLAuXXHKJ9DYVCoVCUf9klZIBkHuusSwLEydOxI033ggAGD9+PF555RUsXLgQ3/zmN6X2o4S7GuDmJSECApXrjhXlaPEOqNzE0TdrbHvhfmOMFNfKZSUrTo46rF9om4KhY/jh/fDsP97xPDAG7j/gYZKb647A5LzjLk9AmINE2jkTQcTLu5gbR7xz1gsW7wD4tpuVeJdnRwQJXQqjsbERhx12GABgwoQJ+Mc//oGf/exn+NWvfuVrO3DgQDQ0NMCgzucjjzwSLS0taG9vV+FLAdilEtAoCP8PSLLPc9uR64VIsCNYBb54R+e78+wrJNed08Yr3gFIT8CjhRuJ/KWBFEvouX83DDykb2CzUrGEo44Ziid/L18dLFeE9C1ayRKeW3rJglXQpYS8LOD166K/Oyva8dx2PLE77ufiF5bwina0YCf8PVm2K97B0KCbNkxdc8JlDcBmqslqJoCGcl/WAFimjpx35VLMmDED27Ztw5VXXomWlhaMGzcOS5YscZ0RGzduhE6p1/v27cPll1+Ot956C/vttx9OPvlk/OY3v0GvXr2kt6lQKBSK+kf2eSbOM0jYc01jYyMGDhzoMzMceeSR+N///V/pz6BCZdPEsD3hspX/veGyNKKQUdF8UQgjb9ueNhKhj3EEGnrftRD5TM4INbddyvsNdMfR1euC5gVtLyRM1g33IZVzA8J8wnL01OJBK23ihM0660XfbtKw2bjHWm9YliXMH3Hcccdh/fr1sKzKl/n6669j4MCBaGxsVOFLUSBhgWx1aoHbLqpoR7AK/LZsyGyU6w173bLLwqPsJEQoXsa75TGl3GEaLN6gUBy3XdYUqntMUcNePeGkEg5OEWwVYt9vxFPVOJ1q7CQclg2LJciIduz6rJhHct3x+iK60qy7POf57aIyZ84cvPPOO2hra8Nzzz2HSZMmuctWrFiBu+66y31//PHH49VXX8W+ffuwfft23HPPPRg0aFCkbSoUCoWiNpiWlsoUhTjPIGHPNaTNunXrPOu9/vrrOOSQQ6SPTQl3NYIVumgXj6hQRaVtxCTgMUW7sCq0UXLzZcWadZthhYh37e0l/Os1cV4sqYe5OA98RKxLoUJitZD9+5HzteLgyeZ4olAv4p1om2lRMvXUJlnmzZuHv/zlL9iwYQNefvllzJs3DytWrMCZZ54JwAlfmjdvntv+ggsuwAcffICLLroIr7/+Ov70pz/hxhtvxOzZs902c+fOxaJFi3D33Xdj7dq1uOCCC1T4Uhmbk+POXWZwxDrKbQeIRTsSKkhPwv2E9EOiXHe8441LoIjnEWWSXaD27NyLt199ny/Mkd01GHjxr69zc9F1RpIIbnFxzwNfCKxXwPOeG17xjq0my7s3khW7WXjhsWQ+LdrREAFPM+2y644W+GxfjrvKNv2/N9NSt/wKhUKhUIQR9gwS57nmu9/9Lp599lnceOONWL9+Pe6//378+te/9rQJI4dDwfXLjAYTj8HG3qCqoUyYLODNdeeGxnLy3dHrsaGz3H2JKgRKPFeEiXZh6/LEEJnwV17+pCC27GjFU8+9hROOORQG5wHQsiw8uvRVtLa2+/4qYXnuwnIvBYbMRiDIbcceWxR4FWWjuCrzIMZFRRTiGr5e8OflhbkmCZsVbbNe2bp1K2bOnInNmzejZ8+eGDNmDJYuXYrPf/7zAPzhS4MHD8bSpUvx3e9+F2PGjMGBBx6Iiy66CJdeeqnbRoUv8TlzWg+seKGErXvhOqcqDtzgB3NPZdkCf75oHSIW0GGzbMgsm7eVty02ZNaZXw6VjZh3zrPttHLlCfifW5/Apb+cyV1WKprY/v5OPLv0FXiqhid120XIc5d3gvK/se14RM6Jx8tNK3Cyy4bFJilMwTt+9l7Hddix9yUFzfn+QOY7701u7kAADdSMstPAMjU1Uq9QKBQKhQRR0zLIPNccffTRePjhhzFv3jxce+21OPTQQ7FgwQLX5CCDEu5S5LImC7ObizjjowY4/i4NQKVIBUxAY+7daDHL1vlOHp6w564f1X3HGz2uczHnR4v/igEH7IejDusP07RgGDpKpoWCoeOFNe/hV3c+m86OOA8CScW7sIIUWVaTjeMaqEYF4jSoVtGKNMS7jsDixYsDl69YscI3b/LkyXj22eDf5pw5czBnzpwkh9bhOPX4XjhjajPm3/shnn8blcIUBb9zyDY0oduObisDLbaxOe98bcuDImyuO9H2KvPCr3dB4p4vVx73mh0g8BUMYWXZJ3//Ag4ZPhCnX/R5lIomCg0GLMupE75rxx784PTbYZmWlONOY0JVgxyUCj488VczLe/fNyRkOshtR4fJpplOgg2RpZ12tGBXyQVZ/i1Rx6OXHNFOMwGt/L9uAOSsrlSc1WA32E4RJFrMSwnT1IEIzmzhNhQKhUKhyBlBzyBxn2u++MUv4otf/GLsY1LCXYroAAZqwO3dSvjK7gIQwXkX5LoTLY+KrGgnEi6iiDJxjzEOez8uYva1/4fjPzEE0z5zBPbv1RVbtn+EPy97Dc+t3gi7yD4wchJZCx7mZFwcccU7rmgnIdQJk8+XH8jjVJTNsgBFrcS8rNx3vvYJxTtnnx1DwFNkj6FrMAxg3lm9cd7Pd2Hbx143rjgkVfOFyLJt2esA634SFaOIgrdAhdfNJ7e+98cm69LzFSuQrSxLud7uvOH/8Pf/W41TZn0aQ0cdhI/37MNf//ginvj9Kuzds88r2gncdqxoR+bVi3inmVagwEoXqPAJTiGuO1/lVU64rZQAHFhcyivasSHhHldq6ECV3HVbdH7zwmPZtvR7p6Ks7ThdTadIhactVaDCHQQuF6cA0OFy3SkUCoWiY1MyDdg8e3kEzITr5wkl3KVMQQNGF2yML9hYw6v2agJgXXMc152MeAfIiWMiESIr0U6WsLCqKJimjaeefQtPPfuWe7Ovl294ya2qbBhuYBVCXvgNoot3YU473jH5txFemCIOMjkR64k4Ap5IvBM5+dIQ7xQKWXRNg63bmHZ0M37zl6I7n3UQsW47gC/aiQQKMp93nSauO1G4bJDrzu+Wii8I8sJsfa6roMEXXiXwQgFghDTNMGCbJta9tAnr/t+93raS8EQ7elmYeEeOIY+QyrKh7QTiXVr3AgRWvPOGxvrzLorcdu68iMVcePAKUtDhsZUceN7zlVTsBRzxzjacCrO2AdgmEfLgCnSVirKVeXmuXK5QKBQKhSKcuvOo33bbbRgyZAiam5sxadIkPP/888K2ixYtwqc//Wn07t0bvXv3xpQpU3ztv/Wtb0HTNM80bdq0RMdYsoFPNtigq8vyYAs8uIn+dX87to1oG7LLai3aJYF98BQ/dIodaIQ4VePE4TdyX5SwHZtQO4Uw2TjuuzQQnks1fHaIWtFVJIqLtpG0YEVa1KI4RUejHvoZQ9cwfmjBl9+Ol2CfdtuR9wQZt623ynk2569sUQzx+uHXz8A8oVEqrRYKlalMmNsuSLTLK8IBLFScYHEEV7byalqiXVCVYraNW105xG2X9HwPc9sBXmchLdqJhDzxNkWvlWiXV+qhr1EoFApFPqirJ7MHH3wQc+fOxVVXXYXVq1dj7NixmDp1KrZu3cptv2LFCpxxxhl46qmnsHLlSgwePBgnnXQSNm3a5Gk3bdo0bN682Z1++9vfJj7WoNskW/MLG2EVWoPEO7KcnURUS7SLGlorQvYG2pYQ6uIQRUCzC0aggBfVaZfkWKS2VwURL29EEfAyFe/Uw1Quqad+Blr5HAqp3Epg3UJBfYlvXY545w6i6H4RxLtNb4VZmWPlVbgNE/eE7mPRoEiIWzktsU12O0n3p4cUw6iWeCgSpbLCK76J/6Yi0U7WbSfapwxBbjvA+c6IQEdXmSWv9ZLlvC5/n5pll5cxIbJsuHF29VpQMrUUBog6bz9YV32NQqFQKGpOXQl3t9xyC84991zMmjULI0eOxMKFC9G1a1fccccd3Pb33XcfLrzwQowbNw4jRozAf//3f8OyLCxfvtzTrqmpCQMGDHCn3r17JzrOggb8o6TB1uFx3fEeiMJcd1HEuzAsI5polwV5ce/xbu69o/IhBxpWvbEs4LGT7PaSCnS8irLxtpPKZoTU8nyQFfCiindcRG078UNLXqmXfsa0bLz8juleq0RhsiK3ncX0LWxfxOuvZK8Hbj/GEUFY8S7J4AFvfc/3EOc6yrtOlwUxUeEJmdx2sUl7ezUgjniXRPDzOe8MnRse620TLs4lCZMVwX5OVrCj3xNhT+RQ1N2iFOR/6vgtDVYndlHnkXrpaxQKhaJWWBZgWVrCqdafIj3qphdvb2/HqlWrMGXKFHeeruuYMmUKVq5cKbWNvXv3olgsok+fPp75K1asQL9+/TB8+HBccMEF2LFjR+B22trasHv3bs9EKNnA6xYgNrs7sK47+iEpingX9UHKdxwB69daZKv1/mmyrO4auu8I+e2C3IbhibajHVfWol61ipukLd4JHQ5KvMs99dLPWLYN2wYeW90OIDhM1l2nIBbtgqjGdTgNAc/7niPeud8R5wNJVIIlsOJdWBXZqC436fY5DL1lQzrTQiYcl3cO0IId2ybIbVetohT0e16IrGZa5clbbZbkw9NLJNTY9hWl8PRDqihF7shLXxPUzygUCoUiX9SNcLd9+3aYpon+/ft75vfv3x8tLS1S27j00ksxaNAgT0c5bdo03HPPPVi+fDluuukmPP300/jCF74AMyC3y/z589GzZ093Gjx4MACn7sR2AOe3GeAFywa57nivZdsQAS9oCttmlGVRyJP4BghCXuKG1qYl5qWRy47zuYIIcw4EnhsBORjrFRn3Xb2Id6alwbT0FKbO97BXD/1MyXJEu5sf/hgtezRumKzIbcci+9vlusIF4bLibfALAbBt4oTI0utW3oe5ojnLaTGs/NoV0hq8+ezI5IFxx+Umr11S114MQc4nTkVw0Mm2jSL2Bol2Qbnt0ihKQRCFybrLPQ47WsizPCGz9Pa8op73f+d157uO1wN56WtE/YxCoVAo8kdO7iqz54c//CEeeOABrFixAs3Nze78008/3X09evRojBkzBsOGDcOKFStw4okncrc1b948zJ07132/e/duDB48GD+3gT+aGnbqgFYuSGFDA2AD0HwP/rYGT4VZXgVZUmWWXU6/jkOenXZZQCochrerVKJjq8uyVeoAhFcsDIOXQF1Y/CKewNcZ89jFRVQ1trKc//vgrcetNAuoyrIdmGr0M8tXfYwnX27Du7sM2E1OyUiRq4jAc9t5xTj/OrqEy4mHqLqs/5j02A4t+jNKubHItZt3vTZ0wEzBKVbDkFa9oQCrSFWkrbJgqJm2VD+jlezQgbJkIbKaezzsPPY9K9rJDuDF6U91QbHginOOLT5RznVH7kUKenme7v6+dFODaZD2gEa9dqvLUpu1TQ12yoMxpqUDVrKBRzPh+p2VtPoaUT+jUCgUivxRNz1m3759YRgGtmzZ4pm/ZcsWDBgwIHDdm2++GT/84Q/x+OOPY8yYMYFthw4dir59+2L9+vXCNk1NTejRo4dnAoC7bA27AstSOMi67nhVZsNyEMXZt+g4akVU91jNyTCMNjTXXgrIhrzmIaSuGsR13nHbRnXeKWpKPfQzi5e04t0PaHddeJgsQVa0I/Mtj0spcNNS+HOGpeA2FggzzmuRsy8kXFaUjzSCOJcHt11YGK+HAPenuz23eEKliAILL+TTuw2bK86J5rPInDMidyYvPBbwh8hm4bYjBIXPOpNXtEPJ8gwYuo48Kly2sqzyv6efUv1N7shLXyPqZxQKhSIPpBNBVDdyVyh180kaGxsxYcIETxJWkpR18uTJwvV+9KMf4brrrsOSJUswceLE0P2899572LFjBwYOHJjKcRPoIhX+Zf7XsuIdeS8jqoQJdjIPZrbOn8L2LSKrPGmVG/GgMDGZBwDvAQpdb7GSoMu77bxtJJ0BvOp4VXbf1auYF0e8i1RpFlAPUzmkLvqZsiBkF3SpMFnabee0rWxKpogNr40oXDYOVkFPLOD5w2Rlr5Eh+2XDZQG/eNdQyG+IbI4hQl2YYBfmqJT+W0sUn/AsS6GSbFy0kuU4QxnxjoTMsg49OuxWpxb5BDxFbqiLvkahUCgUuaJuhDsAmDt3LhYtWoS7774ba9euxQUXXIDW1lbMmjULADBz5kzMmzfPbX/TTTfhiiuuwB133IEhQ4agpaUFLS0t2LNnDwBgz549uPjii/Hss89iw4YNWL58Ob785S/jsMMOw9SpUyMfn6bbgGZDM2xHoCtPImHLNsrhstT7IILEO3d7gilwuxEEO5ljC91WhmJO3BtrWuSKXYgiynqpOE0ESeiTJHnnPqzE3lxdEyc3UOR1MhDvbFOHlcJkd9IKhHnvZwAAhg62mqxV0AOvf+wgSZzrRHgfJcg/VwgX1YiAJzvxj8+/H7eaKFOkwgN9LZUR3YhYl1F4bBzhT69x9VnZQgxZECjAMaKuKESWFaMr7cX7lcklzENUFVYz2ZBZ051o552b786s5M1jQ9tZwU7LIFRWkYy66GsUCoVCkRvqalh4xowZ2LZtG6688kq0tLRg3LhxWLJkiZvcdePGjdD1yg347bffjvb2dnz1q1/1bOeqq67C1VdfDcMw8NJLL+Huu+/Gzp07MWjQIJx00km47rrr0NTUlMlncB58vDnvRLnuyP8kVxAAX847ILtcd2R/0tvSA9xFGcHmU5JaR9c8SaIj75OX644gk/NOMocd7fYLEhPJw3LUirL1kPtOlFOuevsX57xLJd8doJx3OSP3/YxuVMJjBcn1w9x2nhBYwXlJX8stQ4uU8y7OdTkqRICJnyfPm8MUgBMuS+YVDKBkOkJeqQStUIBdEiQrowgU3dhlEturR/SS5RFXZXPgJYGcc+Q1D1nRjhci6xP0ONf+KOc7nd/OU5Si7LQj56ZWsjz9v2ZavkgAZ93KPaXmcd059zuZyKdWCmJgJxYTc9/XKBQKhSJX1JVwBwBz5szBnDlzuMtWrFjheb9hw4bAbXXp0gVLly5N6cj82IbtZrwjRSpYRw5bZIIV7cLEO9425I5Nok0Mw00S8U7mc7gPhAVxwue04T7gBSES7zLMhZcFccOYO5pDT4l3nY9c9zOG1zlWcZZpQvHeMqKJdmQZ71qetDCSs42KyJIUVsBjBRxHNHKS+/MGXfhFhwpcUS1MvBOKdkHz61y8ky5MEUO8i3qOhAl2QW2ibDerFB8srsOOnNsANACa4RR2sQ2tXJRCc4tSiIpTKPJJrvsahUKhqDG2qcFK+Ixkd6BnrPpSEnKObjhhsiRcNgiS8859r1UerETCB32zyD5wyYTFSofOSuSti0pSMSeNG2V+zreYlVpDcyPp/inC9kRFKWTz21W2I5v/J9JmY2HX6LpJ8vwkyfcTFAKbSrEKhUISu+CEyTr/V8Jk3eUCt51vOxKXProNG1ob9ZrMXrvSdmBFEmfCwmXdduUPSQlvPHFOKxSii3ayy3MKG9bpzKvc9/CckFGEuLSFXYBxn8YsSJG5aFd227lismkBJslxx+9syCAm6V/Yvk4zNcfZ1ondbQqFQqFQ1DtKuKsitu4X7ACvaBJUqAIIFu/o9aLmuQvbZhTSFv2qRSp57jIg7WNJs0JeNYgqtoUJdXFFvKj56yIXq1AoZKHcdnTYnyh8j3XbxRn4EZFEgBOtS1cFFU1R98EbpAmtLiuACHWBgh1Qn6IcR5CjEaaJ4CAS78JEuVqLdjRsGHpWaKbl/25NqxK6Tf4uVJEKkucOqERk+HLbqf5GoVAoFIoOQR3eVeYb3bBhAbBNQDMqoQ0AfOFwTiidN9edZpNl/JBZwB82CyS/Ocur2JZGWFbU/Ez84/CHywbmuouy7RjCXJhTMKozLyrVChWKQpzzhM4rKdeeHzYbJWQWCAmbTYhl6kAKhSWsTlqcIu+EFaWg3XaWZ9DHL9qJihwB1G8j49ylsQsKldejRR6roHNDZj3rkes2ldIgMFyWyXUnTT2KdhQkt5pmms45R74zXlsqDDZK6GxWsMVLeKJd8Pr+9aT3LchzF5RXl/td0AKqaQKG4fxNyv+jsfLjdbbt3OdYDeTv4A2bBTpWuJBCoVAoFJ2N+r6zzBm6Ifd0wwp2zjxxcYow8Q6IL+BlJR6EPeylIciFHkNBg1bi3ywnLVCRFjzRThQmy12fKUwRVCmS9xDCL1oRtD/5tmkSVKQijfMoioAXVbxTKFKloJXDZP1uO95v3OPiDhHtklDNvKM0rEDHE++kc+oZerDjTFa8iyradYBcdyLYQhVZwtuPSLTLXYhsGW+YrOk7LzTTLAuqTmELq0kvz68ME+sWYHnWQSZ5VNMYJFIDRAqFQqEQYVs6bCtZP5F0/TzRcT5JjrENGyhPfuHDn+sueFuV11zRRSI/HWmTF5ddHt1bgF9U4wlqWYfU0tvP2kWXd9gQ2CQ564L2kTYqZFaRJrbhzW3nS5wf4LarbENmP9Rr3budvAnU/u9AULnb8FbjdeYFhMsSAa5AtemgOeviwMtz58z3iqRxK/+KYP++VkEPFe087Y3g5eyybENkJQcQywJepeosKVzBFEEyva+zHiBVKBQKhUJRHXIi3XQMNMOCblhSRSpkc93x8tyFiXeAV5xjp1oR5WGPl2tGfj9RCzgkE8fiind5yqMXRt4e1LNE5mFHKMYJ1lPinSJN2DxvxG3HXjdtwx8iy+t3RPnt8vS7twviqrlAzJBbz8BIhOtxoeAX6Hjz0qIhwnarIBzyUkSECVBZiHciwQ7wnw9sXjvPsgC3nciVLlcQzBvCHkqJCY8tlZww7ZJZmUdBvvPK/9QyztcdNU+rQqFQKBSK/NB5hobzgmHDhua5qRLlugsKlWXDZgF+XpUkyIwyB+0z69xILKLcMjRB4bNJiJrvTvSQKBMmG7USLv/BgxNSl0gsjb1qbgkLfU0rZDbt34hlaqmERSUtv67IBtZt5wn/47jtAL5oJ5PfLm2iXn+5lcCpeey26JBYEjLLhsvahi50igGohMsahlcoIbnuaDqRuy4qvFx3RLzLOnRWJNrx2vBEu2AnHn8e/ZuRuRcJhD0/SbhsoeBUmDVN2OXbdxIiq5cAs9HpT9jcdpqZj9QgCoVCoVAo4qPuOjNEM2x/kQpfgQp/fi3NhKdQRVB79mYRSHbDGDUkJPENagpI5y+Ks21GkOMVqejIdERBLgpp5q0TCX2Act4p5BHltgty25H3vNd5RNb5TNrRAp5sf0Bf2wOv63T+OZ54lxb1kOeOU6BCMy1XTGbFOlGhiiwFvCDRLmmIbLC7LgPBu8TkuCuV3DBurWRBK3/vuglYDc7/9CFoZrZ9SxqDRGqASKFQKBQiVD/jpX5i9eoAQ7fLobJOuKy4oZPrjn6I976G77XooYt3I2kZ0QQ40j5uHpc0879EeaAUJZGuFTKhVnZBl3bbheW3C3PIxa3WqPAS9DCWVsisQiGLbWihue1EBSmc9WX24X9drTQL8dIVCHKZla+hrtDJuybywmVZVzPtrCtUR/XUErr5tAhFjtKEFU2DRFS9ZHmmpMiIdp7lEUJkayl226VSJWyWLl6BighKO+p46R40UwMs1f8oFAqFQlGvKOGuSmiGXSlSwSAU5TTvvCjiHeAV5IKmNAjKtZc2cQQpXrVVkfAV9uAYFM4aKMxlFB7EVpQNOv68iZ0dgajinUKRBDpEVuS2A5zrARsiGyW/ndSx5Mi5R1/3wvoIXrqBwCIVLFUS7/ICz41Ii0eBoceQL8DACnlJRD2RaMeGyHrWEZw3sr+PVMW9stPOLpWAYsn537Oc/53oPuFUOboVCoVCoegIqMf4DNANcpekwwJgmwCvXKzzUGW7D/62Qb/2hsyG5bnLOjdRWgSF+oaRZVhuaN6jqNuLKNLJ5LbLiryHzeUBNmR2VO8eOOvwwZhwQC+ULBtPbt6G+97ciE1790lsSxwyq1BEgYh2rNuOFyIbNb9dFqF/Yfntsqiczea68+7Pn5tUmK+UDWUNC5sViXtZhdqKiFLYIiV4IbKisNm0kNk2rw0ZzBKFyKbRP1oFQI8RBd17/644+dRxOPaEoWjq0oA31m7Dn/5vHV55YxcAIpjqzu+qkZzfzufQLcDK+f2gQqFQKBRB2LYGO6Fb3OZoMPWKEu5SpGBYsHULpiUWbWzDhnv6mN6HK9kHpqC2tRTw8pDvjiWNYhTch7uMc92Jw2mrY5LNk5MmLxDx7t+HH4J544ejZFko6M7fY0j3bph5+MG44G8v4q9bdvjW8W8rO/HOtjTYKYTkJu0oFdlAu+0C2+nyol0ULEPzuXrSIEy0431etr+hr/eiXHfc+QXd72ASFanwrBfjy8wyT14AcUJvtZLl74uoPHf0cjrXnfOeL94B8VzzesmKXEEWSKeKbByS3g+NOKofrr95GpqaCzDK32u/gT1w/EmH439++wruvO9l2CgwlWXLOR85+9UEA8hJSKOvUf2MQqFQKBRyqFDZKqAZNqDZzv8MMrnu2JDZoNf0vFo4qbLIk5f258jC1ZElaRyvyneXDp/s2xvzxg8HAFe0c15raNR13H7sePRpaqzV4Sk6ARVnndhtR6coiCraRbne0sJEHEeRDEEpHbiijGxhC9lwWZq0qshGFfyKOS9aUYZ1rYtCZDXTzrCgVLYhspaheaak8Pbd1FzA1Ted5BHtAKBQFi6/fsYofOq4we6AIv1d+nPb5T8SQ6FQKBQKRThKuEuZgmHB0K3wIhWcfHdBRSniiHdkftI8RkmpVlJzzz7rSKiKEyYbVphCkQ2zRhyCkiXILaRpaDB0zDj0QM98VahCkSZBoh1N0HtL90+8tvUQRh886EOcVd4iFZ42HBeXbx59jU5LvMsCmWNL+fi5YcX08gCBLg0BL2mIrGdeyD0VT6hj56Xxmznhs0PQvXuTR7SjMU0Lp31lhG8+LZ6r3HYKhUKhUHQslHCXIgUj5C6p7LpjQ+RErrsgMU70OuymkRXy4kzVopbiFOva4D7cZZSXLs0iFkEPtSocNjrH9O/jcdqx6AAmHdCnegek6HSIilEAFbedb+Cn/D9PpHPXDbjspHHdj5OyQPYa5asAGlpgKLi6rIsoNUGexbs04OR79aSGCBDreLliw8S5tBx4siGynnmSg3xx3XVxBhFHj+kPyxJ/H4ahY8SIvjCosG/a/coKdprlDBQpIU+hUCgUdYWlpTN1EJRwlyG0644XJsu67mzDph60xCGz9Dz2Ne992oRtv5aCUNR90zfy1cof59l/QvEv7bDfenDYpAEJH4oaRiT1bXMaVdV1Z2vpTZLMnz8fRx99NLp3745+/fph+vTpWLduXeh6CxYswPDhw9GlSxcMHjwY3/3ud7FvX6XAh2mauOKKK3DooYeiS5cuGDZsGK677jrYduct7kHn55IJkaVFuzBk2sjAExOiEvVaHqffiRQuy85PKt51oMq0rOtOJN7JCHhpk4bbLky0Sxoy6x4jyReoxd8e+5tTYbIKhUKhUHQMlHCXIgXNQsGw3HBZESLXnftaImRW1I5+n6UIk2T7WRyXzKh2Gvlo/PvN9uGLFuaChEV/uE7HGV1IE5FQJyvgPbflA2GoLABYAJ7b+mH8A6xTnn76acyePRvPPvssli1bhmKxiJNOOgmtra3Cde6//35cdtlluOqqq7B27VosXrwYDz74IL7//e+7bW666SbcfvvtuPXWW7F27VrcdNNN+NGPfoRf/OIX1fhYuSWsimyYaJeVg1oLcAlVA4/4UiAV2hOGywYN6HR0510QoSGy/OVhAl4U8Y7+W6bltosq2sUhTGR++ZWt0AMiDkzTwrrXtsNsczotneS6s7y57nz57tJ2HdTICXHbbbdhyJAhaG5uxqRJk/D8888L255wwgnQNM03nXLKKW6bb33rW77l06ZNi/WVKBQKhUKRFZ34rrO66IYNC4DNq+xl2G6FWduwXRcO/ZrG1gCNc2/Lq0ZL34TWcuTV1vn5VkTH3BlGibMQ/WQceHkS9URVV7PYj2y7oOO567WN+NxB/bjLLNtG0bTwu/WbIm27I+S6W7Jkief9XXfdhX79+mHVqlX4zGc+w13n73//O4477jh84xvfAAAMGTIEZ5xxBp577jlPmy9/+cvuQ9aQIUPw29/+NvBBraNjFQCNk9eODpEF+KKdqJARUPmNWDqgW+leh5NW9s4CUdXZQHgVZol4V6qPAhJR8VaONYX9Fq8CLVtp1rvMX3VWZlkU4rjt4kJXWxb9doh4qJm2UwFZcP6teGoDZv37OHTt2sDNc2cYOh7637XCY9FNG1ZD5bN3pHx3Dz74IObOnYuFCxdi0qRJWLBgAaZOnYp169ahXz9/3/zQQw+hvb3dfb9jxw6MHTsWX/va1zztpk2bhjvvvNN939TUlN2HUCgUCoUiBspxlxFskQoeNhsqK+m6A8AtVsF7zy5L22Uh2la1wmV5N+FpIZPnDkhXgEszv53CIar4ENT+2S0f4KbVrwOAx3lXsiwULQsXPrMGO9raRavXJbt37/ZMbW1toevs2rULANCnjzjf37HHHotVq1a5Itxbb72Fxx57DCeffLKnzfLly/H66853/s9//hPPPPMMvvCFLyT5SHUNcdoReHntWNEuSwe2SHxIEiYbhG1o7sQjUd/juvKYjdDiieh6Xyh0PgceGyLLceFpphXLfRc3bDZPbjvP75Rzangcg0bl3Nu3r4Srv/8E2tpMmNR3Vyo5P6r/ue+f+OtfNwKoOBuJOM5+bx1tEPSWW27Bueeei1mzZmHkyJFYuHAhunbtijvuuIPbvk+fPhgwYIA7LVu2DF27dvUJd01NTZ52vXv3rsbHUSgUCkUQNcxxF8Xdfdddd/mc283NzZ42abi7O9ldZrYUDBN2OUS2ZApGmQ0btgloBmDTTpsQ1x0ZwZVxqLEOCh5850/w5wvaVrVvDmO5JXJE1iG2Coe452WQ827x2g34x9YPcOYRB+MTB/SCadt4ctM23L/+Xbzb+nG8/aUYwmSbmvfakmA7ADB48GDP/KuuugpXX321cD3LsvCd73wHxx13HEaNGiVs941vfAPbt2/Hpz71Kdi2jVKphPPPP98TKnvZZZdh9+7dGDFiBAzDgGmauOGGG3DmmWcm+3B1jE2JcbKindR2RS6hiNd3n3CQotuOFVvC+gG7oEEr2W47q6C7YYWVbehCYcku6KFVU33kwIGnxe1fTFMsTJJtB7juAL7zzlkvnvtOBp7TPKnbLosQWe5+CjoM1sUJYO1rH+A/z/odvvDF4Tju+CFobDTwxqtb8KeHX8XLr+4AQhxhmuk4Zy3qfZ693bt37/a8b2pq8rne2tvbsWrVKsybN8+dp+s6pkyZgpUrV0rtZ/HixTj99NPRrVs3z/wVK1agX79+6N27Nz73uc/h+uuvx/777x/z0ygUCoWinonq7gaAHj16ePJ78/LVJnV3K+GuClQcdzosk33wsJ2bKSLUUSGlFbGOL97RIbM8sS7qA1eaYl4cLCMblwZ5eAubl2gfhuGtuhfSNtG+alhtt55Ieu4GiXcv7diNl1a+AkAc/srmsQzbZl5599130aNHD/d9WCcze/ZsvPLKK3jmmWcC261YsQI33ngjfvnLX2LSpElYv349LrroIlx33XW44oorAAD/8z//g/vuuw/3338/jjrqKKxZswbf+c53MGjQIHzzm99M/uHqECLO8YpRBIl2tsDMGzWETucIZXoVNCqRsBNnEIe3TqhIZ+iVaqu8kFmWhAKenaPQW5EYB8Bx3bEhsgHiHQCugMcT74IEPVmhL67bLg50uGwcyDloFxwxecfOdtz73y/gN7c+AxRLQEMBWqEANHuvweRcdv7XnL6vgV7ufZ8WaQwSRRkg2r59O0zTRP/+/T3z+/fvj9deey10X88//zxeeeUVLF682DN/2rRp+Ld/+zcceuihePPNN/H9738fX/jCF7By5UoYapBVoVAoOh20uxsAFi5ciD/96U+44447cNlll3HX0TQNAwYMCNwucXfHRQl3GVBgClOYvFJ9mi3tuguCzXcXx30XuH3J9XkiYRZCXFbiHiHIfZE17INO2hVjg8KKqyEGajaiFCpNtq+0cnPVodCWNj169PAId0HMmTMHjz76KP7yl7/goIMOCmx7xRVX4Oyzz8Z//Md/AABGjx6N1tZWnHfeefjBD34AXddx8cUX47LLLsPpp5/utnnnnXcwf/78TivcAV7Rjk2BwIp2IsGOwBssInnuksIOjtBiWZDwErk6OCPEyfYTXNGvoHtCQIWCnox4BzgCnkiEKxhAKaexjKYlLMzhc90JxDuAn/5B5L5L6rwLOm/SctuR31MUwTvUGUovL+i+80orFMBbWzNN2CG38fWS2y7qAFEcFi9ejNGjR+OYY47xzCf9C+D0MWPGjMGwYcOwYsUKnHjiiakfh0KhUCiqj4yzG4jv7t6zZw8OOeQQWJaFT3ziE7jxxhtx1FFHedokdXerhFop0qCbaDDEN+FOvjsbGltRViLXHXHvBOW7Y9dh5yURINLIkSTK4Se7/6yIIloF5aCTcdLFddsFVZStdzpaDh5CRyg6IYtt25gzZw4efvhhPPnkkzj00END19m7dy903XteE3eDbduBbayAyr4dHTo8lr0uRxXtCLLtgqArWvJEsySpDWTEHKEzi6kuy1+XU1U2TadNNXLf1Tq/nsCtKHIxBuW+S0rw3zreddnWmXsYPZ3fjbs99rjIOVkwgELZaQcI/87k90Xcr5rl7Vud9/ntk8gAEZl4D1N9+/aFYRjYsmWLZ/6WLVtCHQytra144IEHcM4554Qey9ChQ9G3b1+sX78+2odQKBQKRaoQZ3fSCXCc3T179nSn+fPnc/cZ5O5uaWnhrjN8+HDccccd+OMf/4h7770XlmXh2GOPxXvvvee2mTZtGu655x4sX74cN910E55++ml84QtfgCkZsQcox13mFKjCFBab907SdRcWMguEO+/o+e7uYwgmQeG3easGW4s8eEEhs2nntUvbkddRSPscDHPdRXXldUQX3+zZs3H//ffjj3/8I7p37+52bD179kSXLl0AADNnzsSBBx7odpSnnnoqbrnlFowfP94Nlb3iiitw6qmnugLeqaeeihtuuAEHH3wwjjrqKLz44ou45ZZb8O///u+1+aA5QDanncxASZIckPz58oUGgtxVupm8wJHIdcfLcycNHS4LyLvuskAmlLYhvVs8NvyVm+uO47wj6wJy7jv2vEjiwpMdlPOI3ynltotzP2Qb5VBZw3C+M8Pw/J01jminlSygMSwvYbTjyCuNjY2YMGECli9fjunTpwNwcqouX74cc+bMCVz3d7/7Hdra2nDWWWeF7ue9997Djh07MHDgwDQOW6FQKBQ5IEtn9+TJkzF58mT3/bHHHosjjzwSv/rVr3DdddcBSMfdrYS7DKBdd7wiFbphw4JXsAvKdRdEmHgHBAttQctl9hmGTMhSoBioax4nR7WJkwsvSr47Rbp0lAeUJGimloqzIso2br/9dgDACSec4Jl/55134lvf+hYAYOPGjR733OWXXw5N03D55Zdj06ZNOOCAA1yhjvCLX/wCV1xxBS688EJs3boVgwYNwn/+53/iyiuvjP/B6pwool2YQOzpP8p9jmdegsEYUZXLoPZJByOiDNZEyXMXmP+uluJdjRGKd4BQwItauIJGL1mwYqSUiBImyyOJs469ByJiogUbOikXwdFgSZ47j8OOiHgC151uAlaD8z/ZJZ3fLu2w2TT6mqjrz507F9/85jcxceJEHHPMMViwYAFaW1vdPETsABFh8eLFmD59ui8kac+ePbjmmmtw2mmnYcCAAXjzzTdxySWX4LDDDsPUqVMTfTaFQqFQ5AfZ1D9J3N2EhoYGjB8/PtC5Tbu7lXBXAwzdgqabKAruCEmRCtZ551Sajee6c9qIxTt2OY84Lry0KhBmQZBYmDR5tCy0eCcVQhsQgpv8WPLvzEvDhZbledcRXXJpQkJbg1ixYoXnfaFQwFVXXYWrrrpKuE737t2xYMECLFiwIOERdhx4Oe1kXHai63zca7boGhslB2nSnGZpEJTnjjsIw7ruAPliFQkLTtjVFgiZPHc84U1YZTaG+66yzejnhYwQF+dci5Ij0jkO8T2GVeAXcqEry3pEYoPJd1coOKGzDGKnKyqiXQfRlmfMmIFt27bhyiuvREtLC8aNG4clS5a4IU3sABEArFu3Ds888wwef/xx3/YMw8BLL72Eu+++Gzt37sSgQYNw0kkn4brrrsskz55CoVAo8k0SdzfBNE28/PLLOPnkk4Vt4ri7lXCXMXSoLFukwhHs4CapE7nuqiHe0e0A+bZZ3QzmQQAUEVp9kLRLEBobxXmSVmhPPVPrc0Uk7HWk6rKKfEBCZWVcdqJzjL3Ox73eaqbNFSJEbjueY6oaEOd0pukTlPPOvyCC+07WdRdGVHEuizDZOAgLVHiKgATkUC5ZsJr0coSCIx5aDc7nqXX/mDZz5swRPjyxA0SAk3tINLjUpUsXLF26NM3DUygUCkVK1MLZDUR3d1977bX45Cc/icMOOww7d+7Ej3/8Y7zzzjtuAb603N1KuMuABspyUOJUlHWcdzos6kQSue7CQmajindA+gKeQpEGccWsap2jSmxT5AFLB7QQ0U72PPVVIaf6myiVZcPSGdA55chrIuCl7bqjBZAoee7CKor7nVAdtECKaXrFIgZxuGuAw1wg4AWJd0nPCzckNWGYbFrIiMZOG/LaOUjPOclx2/Fw9uN8ft0C3C2o+zmFQqFQKEKJ6u7+8MMPce6556KlpQW9e/fGhAkT8Pe//x0jR44EkJ67Wwl3KdJomLB0y+esA8RFKsJcdwSR6y4InnjnbKu87xRcdbzl7Dz64Uk2d18calGMotoEJdtmXXrVfDiRFbU0G74qyEn3q2AwNd/1I/Z2FLlE1mWXdlGKIDTT9ohklSqX9SVwsY7qSDlLw1x3KYTLZkKpJK5Ky4TLAmLxDghw3wHc8NmgbdWaNKvGSu+TCJe0SEyg/04cd6JWsoFGurBH+X8ro77S0pwp6TYUCoVCocgZUdzdP/3pT/HTn/5UuK203N35vFvqIDQYJgq65RHtCLphQWdC6DQ2pK78XnTzSELwgh7UbE0slNB5koKQbRcV3jZrMRLOkka4TqT9hTy0RD2eWueMoon6sBClvRLtFJ0R2yiHy3JcdrzXom2wr2UEPxlki/nwBL2ohYCSEnitDBOTRNfllKuHpwGvGmnibQYIspppisXOGgm5vL91Wvc1cQQ+29BgGc6AG/c85J1/rmgXfuC8/jGrQVOFQqFQKBTZo4S7lGk0TBi65QmXpTF0yy1S4YGyxtmG7Yp2MJj54N9shj10BbmcooRVJVk/K3ihMDIkrWCoyAbNDBflaiXaBe1XCYmKakALdmyhClaw47Whl2UFz22nmXZAEv10Bbvoec7k2ufVGZY5grDgsFyvQgGPWU/znCccQbcKTvos8tsJ75k4znmroPvOQ9swnHPO0KUFYfa7cl13qn9SKBQKRb1hpTR1EDrpXWg2NAgSAhHXHd95Z3ucdh7XHS3auQ9rXvHO9gh74L5254WId2k+yFVDzIvycBYm0kUJQXXmqZ+OiLQeEIiAx5vqCVFIe719DkU+CBPsREId2468p/8HsgkPpMUE+nU1w2jJdTxVR3I1XHfFGoTWRiiyoZWseAJegHgXF5m/bS1c/fQ+wwYabUODbej8ewzDkDq3SMEY4rBTfY1CoVAoFPWPUh8ypEE30WDw75icUFnmRpV13RE4VSlpoop3Sdx3Wbnuoqyfh3BaRXx4eRcVKUJy3KUxKXJHmGDnaat7w2rpbYi2HQW95BSmIPnt6FBXIsrx3FLVzEUapb8QpSVIUiG8wxBSjIMIeGEhtB5CBT+584T9GwcVpqgrCrrXdUcov5Y5L2nRToXKKhQKhUJRvyjhLmUaddMNl+VRMCzfsqSuO3qefz7/OJO47+KIdFbGjg5FbVAj+QpFdQkNjxWJdcy8qBVoWWTCXoOEFzaclrwn4p8g24SHIKd0GFaAa9p1O3HaSLutsxT7AgpcaFnuV7KSbpCAJyPeBVX3pclrugtR2C3PEUjnueOFy3qgxLuw85D9/WTSV6sBIoVCoVAoqka9j0fmikbdBO8xhXbdlUzvzZZuWJ4qs3TZTU/lWMMGTM2tyspWmQ1C1EZUdTZsPdEydp7MsUUh7e3llbw+jMSFV3E27eqy1US2gq5CkRU8Z11QO891marsTV9To1xfw0Q1NgSWFfDSDFe1dQ2aVUMbr6FLC1p1hWnyxUfyWSWKJhHxjhWZRJVns6owm6eCTQQiOvPEbed4y9VlAfe+Uiv5K/wSKjkkK59VN21YDRp0y0nx0xnunxQKhULRcdBMTZhyKMo2OgrK+5QhUYtUyLjueITluyPvo+a9422nFiRxVeSdvOTKq+mDr0KhkMZ1XjPOOjb3nahIBb0NennauA46CdddLcmjqFMXmFYiB57HeVejSrP1BrlfCLpv0E1vf+4Wp1BfsUKhUCgUdU0k1eCXv/wlpkyZgq9//etYvny5Z9n27dsxdOjQVA+uHmnUTTdclkVUpMLJd0c9wITkumNDZmmCxDvhvJh579J42MtaGFQPZdnA06M9uXTUyL4iAaqvESMS63hteE48VryLeg3m/bZJfjvNtH2VZCuv+fOB8CIVXFcSNaDDG9yp6rVfwn2WFDtCwYhY8MJvZfZJBDwJIS+NAhRpkea9R1RRjJd7jw2X9RSpKOe6c9rJnWt5EMXzjupnFAqFQlFPSN9t/vznP8fFF1+MESNGoKmpCSeffDLmz5/vLjdNE++8804mB0lz2223YciQIWhubsakSZPw/PPPB7b/3e9+hxEjRqC5uRmjR4/GY4895llu2zauvPJKDBw4EF26dMGUKVPwxhtvxDq2RoOfd0ZUpCIL153zOrp4B8QT7+K2q/a2FPmjVkUqNNs/dSQ0K72pFuShr8lzPwOOe46dPPvmzE9VtAgpPqGZlivaBYl3onnC/VbZJUyHduYiz11eCRHxNI+w678v0kr+c6UjICqSYhuadAEVzzkYoTAF+39aqH4mObnuaxQKhaLW2ClNHQRp4e5Xv/oVFi1ahFtvvRW/+c1v8NRTT+GnP/0prrzyyiyPz8ODDz6IuXPn4qqrrsLq1asxduxYTJ06FVu3buW2//vf/44zzjgD55xzDl588UVMnz4d06dPxyuvvOK2+dGPfoSf//znWLhwIZ577jl069YNU6dOxb59+xIfr6hIBc91ByCx6y5r8Y7bPkIVWlUNNv+E3djHvcnOgwMvSKRLS7zLw+esd2rd1+S9nxGJdLZhcyd23cD3RBTU5cS9IPFMXLwiOP8dgEgFKtIiT+5sO6D4RNVJ4vQTCHhc8a4Kbryo9yBpiEr+tCXRzzPiunPWNyJVOSafQfVNXmrdzwD572sUCoVCkS+khbu3334bxx57rPv+2GOPxZNPPolf//rXmDdvXiYHx3LLLbfg3HPPxaxZszBy5EgsXLgQXbt2xR133MFt/7Of/QzTpk3DxRdfjCOPPBLXXXcdPvGJT+DWW28F4IxMLViwAJdffjm+/OUvY8yYMbjnnnvw/vvv4w9/+EPs4yThsiwNhokCR8hzQmWpG9kw151EyCxLGuJdtRxwSuCrPXrGI/WEarndZPbT0Zx39Uqt+5q89zMyAp2oPcAPkQ2rJC6LXrK44bFsjrOKA8/2rKvIKUnDdCPkw2OpdchnmHiXRNwThXiz4bIurNOzoEu5P7Pux+uRWvczQP77GoVCoVDkC2nhrm/fvnj33Xc980aNGoUnn3wSd955Jy655JLUD46mvb0dq1atwpQpU9x5uq5jypQpWLlyJXedlStXetoDwNSpU932b7/9NlpaWjxtevbsiUmTJgm3CQBtbW3YvXu3ZwKABq3EDZcVFakoGJbPkSflugtA5LpjlwXNA6KJd7xCGGGIqiAq6g/RwwA7X9guw+eyjhgK29GpZV9TD/0MgVeMQjRV1vGKd+xrFotZpnuENu8yr2Bne0Q7dz6nSEE1kanYbbP56nJSQMglSzde0LZN0zvFwfSeC3GptjtSJM4lEe3YPHeWEXx+ugJdyPlYyTUZ/9g6A+qZxiGsn1EoFApFfpC+I/3Upz6Fhx56yDd/5MiRWL58Of785z+nemAs27dvh2ma6N+/v2d+//790dLSwl2npaUlsD35P8o2AWD+/Pno2bOnOw0ePJjbLqxIBUtarrusxbusSNPRF+Tas3IUEtXRiDuin4W4FmebHUHk0yzNLZ+eaLJq8zupZV9TD/0MtxhFiPsuShqFOJDQVv98qp/zVRUVFbHIx48wcsXvKhSoyBWskCeafOtxQmdTDJeVrULP9lV6yHmXZW42kRDJdd0BjngncX7qZuVzcYI9EpNKX9MJ+xkgP32N7POMQqFQ1IJ67meyQPpO87LLLsOYMWO4y4466ig8+eSTuOKKK1I7sDwzb9487Nq1y53YUbtGo8QPlZUsUqEL3HVhrjvR8iTiHX978m0VtaMS7pqPB+Fq0hEEuM6K6mscRP2MrYeHyfKW8yrPpgHb1dFuOwCOGEMEmRLHhSd5feLmwrNsd4pCnvLZ1ZRSFWInA9x5ItddnqrPxiFMBKRhhUa6uqxnvhEeFisKN3dDZev7a00V1c84hD3PKBQKhSI/SN+6/+53v8PZZ58tXN6jRw/87W9/S+WgePTt2xeGYWDLli2e+Vu2bMGAAQO46wwYMCCwPfk/yjYBoKmpCT169PBMANCkl9DIiU+IUqSCrTLLVSAErjuaKEUjAudJPt8E7U8Jffkg7dCZOInjgxx5aYS1Vis0VuUKyo5a9jX10M/wqsiKJgIr3vGKVojy3EW5fnucc7RgR8PJdUfQPWG1Sn1HsQbxjlmE4rLuuypUjGVDUfOA5f7++DdWvEgB4rpz38cM3VZ9lhf1TOMg6mcUCoVCkT+k7wDuvvtuHHPMMZ7qRYRf/epXGDVqFAqF7O6UGhsbMWHCBCxfvtydZ1kWli9fjsmTJ3PXmTx5sqc9ACxbtsxtf+ihh2LAgAGeNrt378Zzzz0n3GakY45RpIKGFy4rdNVFDJmNAk+8iyMMAqIb0+jHJN6vclKEOViq6cCL87AQN8Q1tcqwSi+oKbXsa+qinzHs4ImCFvB4zjte9ViparKca0hQcQnNNN3JnecLneX/8KpZWTYKcQWUTg3HfVdNd13YuRTFKZcGtLjI3ruIXHeAc+7ZAYUpdLPsRjVtTx+sxLsK6plGoVAoFPWG9J3nK6+8glGjRmHixImYP38+LMvCxo0bMWXKFFxyySW4+eabM88JMXfuXCxatAh333031q5diwsuuACtra2YNWsWAGDmzJmealAXXXQRlixZgp/85Cd47bXXcPXVV+OFF17AnDlzAACapuE73/kOrr/+ejzyyCN4+eWXMXPmTAwaNAjTp0+PfZyNerIiFU6VWX6RisrGvK47mo6Q706RPXEfiHnhNlEeDmQeHmSFOFV8ouNR674m9/2MbjuTCI6Ixx/YCapEK3coRGxjK8nSbjuNFyoZItp1xvD+TItORCXqsZRK4kmEyZ4DyVSltAbtqi3eAfxwWc97ynXny3cngQqR9VPrfgaog75GoVAoagwvv2ycqaMgPZzUo0cP3HPPPTjttNPwn//5n3jwwQfx9ttv45hjjsFLL72EQw45JMvjBADMmDED27Ztw5VXXomWlhaMGzcOS5YscROxbty4Ebpeuak59thjcf/99+Pyyy/H97//fRx++OH4wx/+gFGjRrltLrnkErS2tuK8887Dzp078alPfQpLlixBc3NzrGNs0ktoY2I0iOuu3fQ+DRHXXcmsHLNuWLCo95phwzY1z2vbsKGZmvNgRv1v6+Enp7uu+94vpPDm8bflbSe7XhZYhfRDQTsLminrsonnjoy7HqBEuThoZjq/w1r9lmvd19RDPwMgWLwjiXiJOEf1D45gp2Xy9/ULcM5OiKvKLujQTBO2YXjnd7bCDhGxE4pasSiVgCDHkay4x27HNAFDrkPQTKvuzo0kwp9taLBgu4NqznvddbPahiblqOdVp9XM4EtGHNLoazprPwPUUV+jUCgUilyg2bYdqSvfsmULzjrrLCxfvhzdunXDo48+iuOPPz6r46sLdu/ejZ49e+I//3Ia0LUL2qwC2sviXbtZQLtlOJNpwLR0FMvxokXTQMnSUTJ1V7wzLR2WqbvinWVqrnAHu/LaFd+Y/2nhjhbo2JsjehlvuXCeHdxG5LyiX9NOL3K8bvJk09umklSZdnSwbcpV00rMe2Y5nTNJ58zz7oNxA3DyLaUR4sMLdfGPtlfa0CPzpJ1l+OeR0Xk2pw7RlP3Lvdsn733L3XaV42PbsK9570Xz8oKMwzSSY1VYOMb539q3D+/M+wF27doVO8cMuQ4Nuf4G6CncpFv79mHD5cmOKQmqr/FC/r4H/eIa6F34f1/2ug66khbVRziVtirrOPMAvVh5GCfvdQvQ2533RtEJvTPabeglQC9aTuXKNgt6yYLebnkcd5pp+q6T5JpnGwZAQv4M3eMqsgrl9wXvdcpZT95ZxfYFQOVarpm2K4iwzkFy/dfYohqMgObrA3i521jRjRW8SIEIar5NXpdz3HmEO5FgVhbHNFoUayjPo4UzVowrVPFCTPZNHyNVdIEIuijQ8/jnBgDP+eHO0719nbONyjnDpusI6oeiVqAXiXbC+x/q3oXcf2hmRbjTSrbvPGXPUTd81qgUtbCadJiNGmxdg9mkwWwESs0aivY+/Gvh9xNf09Psa1Q/ky/I3/YE7SsoaA21PhyFQlGHlOwiVtgPp/NMc0NK/cwPatfPpEmkoczf/va3GDlyJCzLcm3dJ510Er773e9i3759WR1jXcIrUgHww2XDilQE5roLKFQhCpnlEVdEkS1KkXT7bCiJIn9EzaWj8u0oRKi+Roxm2L6J4Ks0S4fV+tr5tx3LUVtiRC+eaGdarqgVNODhc+xlVKCiU4biiqhGZVmWMAGUQ9S/WRoOfN20pR10su14eX4B7z0O24bOdUeHzAa5Ef3uV6nD61SofkahUCgU9YS0cHfaaafh3HPPxdVXX43ly5dj+PDh+NGPfoSnnnoKjz32GMaOHYuVK1dmeax1QZNeQhOvsqxuotHg5LdjilQYuuUR7UJz3XHgVZn1tZEoVhGnymxaLirRza0iH0TNF1BvDw3VCNHNs+Owlqi+JgQixuneAR1WyPMJeGXC+gfp/HaW5I+EdqGxjrSS487TTCtQmIlXwZrnks6ZYBdVNEsjD16WufRKpn+q1r5jItM3EQEvaEoLm3HQe95LOgBF53lHyvOTFNXPKBQKRf6ho0CSTB0F6Rx3LS0tePHFF3H44Yd75h977LFYs2YNLrvsMhx//PFob29P/SDrBUew81rLSZGKdkaJIq67IpX3rmBYwnx3UXLd0dA57fw56dLLdxcFyxA/iNUyT14t0EqWL1xWK/Fz1IjQTTtySE9eSJL/TsHHCYNMfj6ksY04qL4mGE23K/0Bm7TKqvQRALz9BGnr9gdOrjvAhmbx/9a2AcAKvy5XQvkop3ip4rJzHVaGAZgWyN7sgFxnmmmrKuEBWMUS9Ibsql5GIkiALJn8cNwIue7SRDf9A4O16odIzjqSo9fWNVcQZ++TrEK0XHcAypVly32CgYgxNuGk0deofkahUCgUCjmk7/r++te/epKk0nTp0gU/+9nPcNppp6V2YPUOcd21s4UqDBPtcHLZ0QSJdrphwyI3N5otlYCLLlQRJN751pMQzmzN60jqbGJbZ4b3gEM/CNHL2baih6N6FO/q7XjrCdXXBENc2BrjmvYIeZZgkAcADBs2NI/7hrjwKn1Gsmu6Jxcc+7oGYk1nxy6VvHnu0kTGNUiLd75iFRZQDvmkC5dUmzz1Q7QwRwbx3PflZWHinW4CJkegVDiofkahUCgU9Yb0+Juog6P5zGc+k+hgOgrCUFmOzazBMLnhsoS4ue5kiRsyK9tedt283DDnHenwtJRgi4QkRbSdjvxAIfMbU1RQfU04umG7E8GT744KpfUIfCFlJWXSLIhwRQQ6XxkR7Uolb5gkKWAhQI+QBy8rwvKupVGcKDfEyXPHC4VNex8pIXvOVCukhpcKxOLoqkG57gA6351ypkZF9TMKhUKhqDdSNs53bnj57Rr1khsuSyNTsBK1jgAA3P9JREFUpEI3BA8GMXLdBRWqYIUFGRFNpuqmb50OJM5V86GNrXAbBfnKu+X/3cp2EsclcVhRHoI6Wh4ChSILdMNyJ+e9V8TzCXjleZ7rvGHD1sVFKgCq4rGngnSECz+5btGCXankceBppunLc1etAhUiklxv08DOYR44H4GhsSXvJGpTQ8JyJqaZFyc0goH5TVUqu7NpT/i57th2rOitl5zPq5u26l8VCoVCUV9YWjpTB0EJdxmStEgFjc5x7ci47kQOiqhVZjOrSlsHZ2DuEppLkKUrhXfzTz8IhT0cJF2uCCatRK7q75BTdBtaWZATiXgAfOIdUO4rOK67KBXIPYfCnCNkQMM3sBHVnSWxr6qRQ2edVcxA+JINeRW1Ewl1HuE2uz+iW9VY0pUuez4luTZGvYaKXHd0zlviugty2bnfRcbuVM1KZ1IoFAqFQhFOHcgm9UdQZVmWBt1EAyPkFQxWtOOEy4a57jhCX1DIngrnqx1x3Xv1IijyHl5kxLuOLBx1JPcpAMyfPx9HH300unfvjn79+mH69OlYt25d4Dr/+te/cNppp2HIkCHQNA0LFizgttu0aRPOOuss7L///ujSpQtGjx6NF154IYNPUR8YugVDt5wiFRwRz3ntF+/YnHgsXod2SgdbKnnFmpJZcd0lcLaFCRJxBIvEIkcNnHqpC3hhRSaEy0KOQ7Scdl8y/WA1XO1JxOCkAx+WJ6UI33XHEhYSS5/D9P2BVnbbKZFMoVAoFIr6RQl3KcMX7MThsixBol0k1x1FWiGzvvcB95AdTZioF7IQ84Ly3IkeBNLMideRBbyOwtNPP43Zs2fj2WefxbJly1AsFnHSSSehtbVVuM7evXsxdOhQ/PCHP8SAAQO4bT788EMcd9xxaGhowJ///Ge8+uqr+MlPfoLevXtn9VFyT6F8nSYCHgCfgOf8789x54bM6rYnXJbgu8bHEPPcwhR0UQqBGys0j1wKjqGaOfUA73eQJ4KENuKqY6c42xJtvwaIzqWanh8heEJiI7ruCNXOi6tQKBQKhSIbMioz1jlp0osAGqj3zg1tG1tZtnyn2E6V/CKuuxKVUMjQLbf6LF1lllQKDMWwgZB2aVaEFW2LN98yanfDrFcpuXkStJLtuVGvyTFErLJHV5eV2VaU7bPnjxKG88WSJUs87++66y7069cPq1atEib4Pvroo3H00UcDAC677DJum5tuugmDBw/GnXfe6c479NBDUzrq+oUM8JRM3RXvTEuHptuwLY0a8NFhmZrTZwDCPB+ZVQYvO+xI3jZ371RVUc00YRdqN4ZYrWIXkckiHDZtOKIdnaPPU8mWrSabI3j3IqK+LCtIlVir4OSls3XNFd3o+6WwarI0pLKsXnJ+4zpyeq4rFAqFQsFBM5PrBXaOB+iiohx3GcF13hklYbgsi6hIhcd1p3kdFXFcd752KbruOiqyITyaaVbcJxkTRYyULVARhFTxCjb/VYyQ2aBt5y0/G09M7Agh6Lt37/ZMbW1toevs2rULANCnT59E+37kkUcwceJEfO1rX0O/fv0wfvx4LFq0KNE26x3DsGCU+wS6oBEbQktgndoe1x0FOVdJXyFTHVwoboSFjbKCD+eaGlRZFhALbtKiRsRQTC0grFOaKhRlsKvl8gsR7Xjvw9ZPG/Y2LIpIq5viKS1kxMGkrrtMhek08qh2oAcqhUKhUCiyRAl3GSAKl/XNM0xfuGxB91aW5YXTAgjNV1TZgCg8xMLw117H8SuewbErn0XfbdvltpeQvDqlaLEqjaqCGls5Max9hAfBqKEvbGXZJISFy8Z5qMlKZOu0RRZSeJiiH6gGDx6Mnj17utP8+fMDd29ZFr7zne/guOOOw6hRoxJ9lLfeegu33347Dj/8cCxduhQXXHABvv3tb+Puu+9OtN16pkE30aCbgQIe4ITP0mGzGq8wRTlcNojY1+yyMNOruB0ji69hVPFVDGjfBNjlY2Cui1nnNCNpBDIRMmpcibbqSIh2YfNrRVrh12mJeLxcdyRIg851F5QTz3d8Jcv3ObUOVFX2tttuw5AhQ9Dc3IxJkybh+eefD2y/c+dOzJ49GwMHDkRTUxOOOOIIPPbYY4m2qVAoFApFtVHCXco060XP+0iFKiIUqXCJ4bo7eMN7+M5Pf4kzfvsQPvP033HiE09j9u3/jdN/+zs0trVFdt0pHA5t2oN/2/9dfK3POxjVbRcAWgxMdsccR0xM8wE17gOKjOsuaH5a5OmBpd5+P++++y527drlTvPmzQtsP3v2bLzyyit44IEHEu/bsix84hOfwI033ojx48fjvPPOw7nnnouFCxcm3na9QoQ5kYBHt6HFuyCC3Hb89powgT6hydqHz+1dji+UVmAM1mEU3sBnzZX4Yuuj6FX6wGnEXNc00yoLDIzoUPK6gyvt/eJEGlSjMIKHCOJWryYTJx+xDzNG78XxQ9rQGNfVG1dQiyDa+ZYnEPFk8rnJknbfmLYTjyWu684VqztQnrsHH3wQc+fOxVVXXYXVq1dj7NixmDp1KrZu3cpt397ejs9//vPYsGEDfv/732PdunVYtGgRDjzwwNjbVCgUCkV1SMOIEPcZMO6AzgMPPABN0zB9+nRhm/PPPz+wMJ8IJdylSAOTqT9JuGzUIhWBUO0P2LodM+96EPvtcZLGG5YFveyAOHz9Wzjjgd9XHBGS0OGyMuFVwu0Y3v+rnWMmLj2NdtxwyD/x82GrMbPf2ziz/zu4cegruO3wFzG4aa/bLouw2awqy5Ib/aCLHb0siutOiXf1RY8ePTxTU1OTsO2cOXPw6KOP4qmnnsJBBx2UeN8DBw7EyJEjPfOOPPJIbNy4MfG26xnaYUf6DpF4B5CKsxXXnRsuS8Fef9nXQfNYNNvCZz9ajgNMx8mtw3bza3Wz9+LEj55AV1NcuCQKRIThiTFRxRTfAEkSAS+l6z0JfdVh41tjP8KdX96O849pxRljPsbFn96Du7+8DZ855OPw7WTkfONut1jKTY4+zm0YALgCsewkta+Yf/I4rjsR7LHqgn66Xrnllltw7rnnYtasWRg5ciQWLlyIrl274o477uC2v+OOO/DBBx/gD3/4A4477jgMGTIExx9/PMaOHRt7mwqFQqHo2MQd0NmwYQP+67/+C5/+9KeFbR5++GE8++yzGDRoUOTjUsJdRrCiXZNeihQuS8M+gBHccNkIrrvj/vocdMt0xToa3bYx5J13ccg7G0Ndd1FJsn4tHUphwlhBs3D9IS/hqK5OTi9DcyYAGNT0MW4c+jJ6Fdor24vwMBdXlIuzXlDlWN/2Iz8MR2ubpcAW6Vg6jkkhc2zbxpw5c/Dwww/jySefTK2AxHHHHYd169Z55r3++us45JBDUtl+PUJXkyUCHuu+o8U7jQ2PpSlXl+XBc1qHhdUSDmp7B72tndxk+DpsFFDCER+/KrcxCZI6qMLWD8xvFzdMNmJ11Zmjd+MrI/bC0AFdA0g9jy4NNr73yd04emC4eJcYGfGPFuxE4p3EZ69lwRIeskJeVs471lUXxYGombZQwMwLMrlU29vbsWrVKkyZMsWdp+s6pkyZgpUrV3K3+8gjj2Dy5MmYPXs2+vfvj1GjRuHGG2+EWf5Nx9mmQqFQKDo2cQZ0TNPEmWeeiWuuuQZDhw7lttm0aRP+3//7f7jvvvvQ0NDAbRNEvu6MOgi8cFkeUcNlk7ruNMvG6JfWwggImzB1HaP+tTZ0c2mKabIPg2GhWdWAfWg7rvt2DGneC949tKEB+xklnLL/5ljbjkqSAhVy2/fPEwlhcV13ssuT0NGdd5qd3iTL7Nmzce+99+L+++9H9+7d0dLSgpaWFnz8cUVMmDlzpifMtr29HWvWrMGaNWvQ3t6OTZs2Yc2aNVi/fr3b5rvf/S6effZZ3HjjjVi/fj3uv/9+/PrXv8bs2bNT+a7qEVekYwQ8sgyAR7wDKiGzolx3lRBZb8gswYp4p3DIx28h6Gqmw8aQfW85x1btsFSK3FaUZejZZOJLh++BxulndM1JynD2qN0AK5SGud6iuPBkQmTjuuxSzhHIhoZmIVoFCXhxxLsg1x0LL1zWdwyCPHdpolnpTIBcLtXt27fDNE3079/fM79///5oaWnhHuNbb72F3//+9zBNE4899hiuuOIK/OQnP8H1118fe5sKhUKhqD9ki+3FHdC59tpr0a9fP5xzzjnc5ZZl4eyzz8bFF1+Mo446KtZnUMJdyjQwqoBsuKyhW6HhsjxCi1RQyw2zhEKI40uzbTR/vA9AeIXZpNRLKGwQx/fcgqB7YUMDPttrm2de3JBZOoyrmgUqZIWuoDCcOBVl672wBK+irOg3ZAe5ouqA22+/Hbt27cIJJ5yAgQMHutODDz7ottm4cSM2b66I2O+//z7Gjx+P8ePHY/Pmzbj55psxfvx4/Md//Ifb5uijj8bDDz+M3/72txg1ahSuu+46LFiwAGeeeWZVP1+eaCwP7rginUC8I/OCChzR56ioArLswIrnGO220JuLBrsY0iI9skopIIR3jU8QqvrJQfsQNG6la8CQniUcuF9Gtqokol15fmCorlG/t6IiAS+peEcjEy5LO/Do46mXPHdRc6nKYlkW+vXrh1//+teYMGECZsyYgR/84AedOk+qQqFQ1A12ShPki+3FGdB55plnsHjxYixatEj4UW666SYUCgV8+9vflvroPATjeYo4NOlFkK+UuO7aqCFTIuK1M8OojYaJdtN7N1bQLZQom4OhWzDL73XDgmUyN7qaDdia8zBmarANG5rpvdMvNRnY060r9mvdiyA+7NM75JP6sbWKQ8c26ltwiUJ3o8R129F0M2oXo6KZduSk3ppZ/htattDlSNqwr2l00/uQwWsnWpdtA6QrHMvsV0S9FZeoBrZEXswVK1Z43g8ZMkRqvS9+8Yv44he/GPfQOiSNhv8Ca1o6CoaFkqm74p1Z7icM3YIJHTosADpMum/QbYB6b+ve31yca/lHRg8cgC3cUFnAuYdqNfaT2laca1jQtgDHjSRsQ5Zx2qQWJhuR7o0WLBuB4h0A7NcYQ5wplYBCwK1g1PDYnKKXxA42uo0MvO3wzlO2D4yCbWjQTBtWoXJcZB7bJgzdBEwjG+dhWpAcqkH07dsXhmFgy5YtnvlbtmzBgAEDuOsMHDgQDQ0NMIzKH+LII49ES0sL2tvbY21ToVAoFPXHu+++6+lngnJ2R+Gjjz7C2WefjUWLFqFv377cNqtWrcLPfvYzrF69GhovfEKS+h3mzDGs6w4QOO90M5VwWWnXnabhH5PGwwo4YTTbxovjxrjvRS4MZ1nwbkVtapkvjyYNF8b77V0QtBnLBra0N/v3LXDdsQ+GMsfIaxPls7kPsxIP6KEhsCHPsXGcd3S7vArCSsxTVIsG3XL7Ddp9R0JnaecdGzJL8IXLuvlRK7NE127L0GAZjnhhGxrsggaroJdf67ANA2/ud6RQtCO80WV4lI/tIutkSlyYwp0fcUMZFCHa3GogLOWbbQNb9wZfiISut4jzg9xztmm6U97QS8FT1O2wpBGKKuO6A7zhsiLocNl6CQsPorGxERMmTMDy5cvdeZZlYfny5Zg8eTJ3neOOOw7r16+HZVV+36+//joGDhyIxsbGWNtUKBQKRf0hW2wv6oDOm2++iQ0bNuDUU09FoVBAoVDAPffcg0ceeQSFQgFvvvkm/vrXv2Lr1q04+OCD3TbvvPMOvve972HIkCHSn0EJdynTpPvDf0Thsixh4bKiIhUuoiIVFH8/fiK2H9DHJ96Rlk+fcBw+OEDsuOvMAgUvF9PSnQMRdP+sAVjyQX9xgxpQcZ1EWUduHoBIFWbDtiVqm4aAlxcRMEgcj4NmVb6jRFMHqEDYESFiHU+8I7BiHQmZZQtV0IM+dEgstzBFhGv/B40H4PVmR5hjz24LGrbr++PN5iPkN5ghsQWNKrntAOD597tgT7sGUbSjaQEvbG7Eh/sSdNClkn/iEBQimyexrhqhoTwBL02BTJTrLmp12azCZVPpayL+jObOnYtFixbh7rvvxtq1a3HBBRegtbUVs2bNAuDPpXrBBRfggw8+wEUXXYTXX38df/rTn3DjjTd68qSGbVOhUCgUnYeoAzojRozAyy+/7ObtXrNmDb70pS/hs5/9LNasWYPBgwfj7LPPxksvveRpM2jQIFx88cVYunSp9LGpUNkMSTtclodu2LBMCcul4YRDtTU34b//8yxMWfo0xq9+BQ3lm/APe/fEXz9zLF4cP8a3Ki/sNg71EELrySMn4Vpb+1E3PPFBP5zYe6svcbhpA+v2dscTH/KFO800YRvRHrQ004JdzgfEC2XVTRuWIKwsSthOULgsbztBoacyIbNh2xAdI9C5xWRF56NRL8GmXNntluH2H26IbDlslmBSqRWcQR8naNa2ymkVLCpUlnpPBLs4Iu6q/SbhI7srjmxbi65w8qYWYeDNwlC81DwWllZfP1ypIhoi4SpBfjsAKFoablvdC5dM+hCWBejUbYFpAftKGu54sXuifcQ7sGDRzjZNaBH7uDwQJnD5+sSAMNygfpdON0FjGeJBL154rFXQA8O/yXGg9vW9EjNjxgxs27YNV155JVpaWjBu3DgsWbLEzUW0ceNG6NQPZPDgwVi6dCm++93vYsyYMTjwwANx0UUX4dJLL5XepkKhUChqAxkgSrqNqMydOxff/OY3MXHiRBxzzDFYsGCBb5DowAMPxPz589Hc3IxRo0Z51u/VqxcAuPP3339/7L///p42DQ0NGDBgAIYPl49AUcJdijRplRx3DZqJIqMoNOklj4gHVFwT7cydXYNhokgJeSR3EcDPcUdy25FcdwSe6LavSzMenT4Vj3/hBOy/fSdKhQJ27N/HY7mQFdnodp0zz52GX2w6DO+1dcH0AzahV8F5kPnY1LH0wwG4t+VglAKyu/PEO61kwabiorSSLRUWI96HfI6ooIeMsBx1ntdWcFL7IPEO6JgCXt6PT1E/NOoltFsFX647VrwjGGURz2QHgkh+u/L/dH9B57qLRaGA17uOxBvaUOxX+hB6qYSPCj1gNTQDDZXwBDssBjQGtOghGoAJdEaVRRBhmCzPbRfFbVbitw0KQf3be11xTZuNs0fvwbA+TjvLBlZtbsSda7pj00eFzO/oAgtMBFEsAQ3RD86uYtGKKG400pYW8GjxTqbP5YWl0783It7RQp2ta77jDMpzp5k2dFiwoMMuyOXDqwfmzJmDOXPmcJexuVQBYPLkyXj22Wdjb1OhUCgUnYuog0TVQgl3GdCkF9FmNTDzOKKdUUK76Z1HwmGLFl+0Cy1SUcYV8niU3XftTU3YfGB/SomWc9blRZQLGpWuBuShzoaGh7YfhD9uH4SDm/fC0Gy8u68r2qqo1PDEPRnBjzxsBD1oBBWpkCWqSy9O8YhqrSND2uGvCgWB5FClxbt206gMApUHfOjUCqQ/oYtUWOV2Wrk/gGEDlli0s3RAMwDbJE48DbYOWIYNzdCc94YOraDDNnXXvWw3NOAjrQ9srQStUAguhJAhkQpT5JTVm5uwenMT+je3oXujha2tBnabjcErMaKZXSr/HZKScohsGgIu24/J9F1hgh1bDIJdVyTexSHo3oouUuG2L2jS+Wy1kq2S4ygUCoVCIUnUQSKau+66K3T7GzZsiHxMSrjLGF64LFB56PLMCwmXpQU8mqjhsnFIEi6bF6FPhMxIu8wDnQkdb++Tq5To2baE6y4KQeGylX2GOwJkw19lXXfVEu+A+nG3KYFPEZUG3YRGjVjQ4h1QyXlHD/4QF17JEzJru9Vl2fBY+ndkl8W6yNdwQ3dEurK7jCsWVdFRFYSoMIW7nL7+R3XbJQyT5bH5IwOb4fx99Qb/8ixCVKXddqRdjQRaFp54F0WsE80n/SfPfUfakjZs3xfUP9G/P9HgpG1osGALBy5dh17ZjafDgmkYqQ90ppFvNs/3hgqFQqFQ5Il83DV3IJq1SnEKUXVZUYVZFra6LA2vOIWbaFyiSAWEScnpG1Ph7j0kEUnIzSw5hnoRXKoNParuycMnGd6TVuXYqDfZbF4B3raDthn3waAzPwykUpgihQcyRXYQIc6pTO70J42G6SlYQSrN0rnu2CIVbEXyoAIVUfAMRBQMR8Rxp/L7HOQ+SyV0MKnbLANhr5p43Hayn6XA/9uH5Xy1Yg5maZbtmYTtTFv6nBC1i1L0SRZ6kC2K+91ToKKDhMkqFAqFovOgWelMHQUl3KVIM1VRNkp1WVa0S1xdNogEDh8ZUc+WvKcMeyjMu4AnzH1Uw+3xQmZkwmjIaRl0Y8972PHkkRK8liVsnTyLdzLnat7PZ0X9QPqLMPEuDLfvIJVm9cpAD2+wx3XfGYBlaLAMJ3zPNjTYBQ1WQS+/dm4r7ILuiHNErIuJbH5O93Ml/d0z+e0C3XZh1+2cinJRc9UFVZJ1yeizRv37x0Ek2Ommf2LXc19z+si4YpmovwgLwxWmuygfhxLvFAqFQqGoX5RwVyX4LjuekOd/ECjoXscEQfe85jsoCGGuOxHJXBfx1601snljxOtbvinONrIk6CaePKDwxK8sXHcy243jApNpXytnmQqTVcShUS+5E0+8c98zrrsG3YRhWEwfwvQbHAceEesiQZxRdChswai47eh9GAZQ0GEXdNiGnqpQE6UwReTrbVzRTlCYIq/ELkhBE6MwRbUIEux4sMt44l2arjs3KiHm70Imt6NCoVAoFIr8o4S7DKDDZQGvEw9IL1w2EC1YyGMRhcumTdQHQFGF0zwjegAMezAMc91FCZfVqYeJxgYdjQ26VLhsVq67tMQ72TYKRUeG9B+0eEfe8wZ/WGjXNi+lgm0EV4XmYVMFKpz35Yu3wYTKknmGLszjmZXLiidehOW3c5FtB+TPacdxyMkIctw2gqIUuqGjqWtIoQwaUQ68DKoMi2D7O5Fgp5VsnwgsEu/SIjwqwXG92gXnd8cLI2bP7bSPU6VkUCgUCoWieuR3GLROadaL2EdVlG3QTBSpOzBedVnAEe3aGZWqQTcjVZetdpEKNol5vd+AiR7gWMEtSGALFeciFp2I3r5SSfbznxqKGacchcOH7A8AWPvWdjyw5FU8+fwG33pB1fB4RSLoebyiE7z1ZIpViPYXp02ctmlQayddWg9D9f577qg4ol2Dpy8h4l27ZXCd3CwlU4em25XqsnqlT+BVlCUFKoIqyxrUbu2C7l673J6GXDdrkNsuqmDBDZOlqXIxCha9oQCLF64akaAKs7JOuyPGHoQZs0/A5KmjYBQM7GjZhf+762946L+fQdvH/pQhWSNXeCl4EAoITj1B+lhvkSZnv2lUYSeQ+yq2SIWtaxIFNizqf+KATeWwFAqFQqGoCqoIkhfluEuRJnhvdNk8d6Jw2UbDP592RABy4bKEWhWpcNtz7lnrOWxWFtlQq6B2aeXOm/OtSbh89mcw9ODe7rwjhvTBNRd+BuedNp4KhQ0Pl/UcX+jDQrTjTOq8k91f3i7atRb3FPVLs150+5Kmcsgs4Ih3svntCqLcqDp93bcjhcnSee6cnVAdilHOd+e68EhorCF0WMUtRCAL99onFOroPHeC77hUChftchgmyxPohKId47abNOVI/PSROfhkWbQDgD79e2DmxdPw49+fj2bKgcevKiwoUpHh3z5MtOO563zboNoIQ2qZ3LFBP00nZ6QWWg0eCM9zF4QKl1UoFAqFon5Rwl1GhIXLAiIhz/SFOsUOlw2izoSDvAt/UfMjxc1fJxMuO2H0IJx28kgAgKFXfuLk9dmnjsboww7wbTuoSEVYrru4IbPsuuz2O0LobN7PXUX9IRLvgEq+O1KoQlRhlgwO8fKjBgnLogIVleXecFmbzndXnlhhJkp+u6D0CXELU0hfj4NEu5xhRxgEskslzyRDU5cGXHbrN6DrGgpU8RFN06AbOg4bfRDO+PbnwjdkhN+GRg2dFg1IyYh2bHvexLaXGQgTwYp1QeJd/Dx3VqSKuQqFQqFQKPKHEu4ygBXpGjjKgnSOu4jVZfUQQS5ukYq45EW0qNxg2573kbfDeRiKL8IJQnOZfUTd/vSTRqAUkI+pZFqYfuJwan/puu587ROId7z1s2wTRl7OZ0XnpbHcv9DinTO/5OsveJAiFQCg6RxXdkCBiqDz3zIqwoJbXbbsqrMLurfaLCB027EioLNOigUrQsQLX5hsUG47GZed25bzt6mm4Jc0tJZZ//gvjUOX/Zqg6/zbSMPQccrZk2FUMWcdjUdgC6ga67YphbfnbpsXUhuxj2SxPL8BMi/6duIWxlIoFAqFQpE/lHCXMqzTjhcuyxXtIobL0kQJlw1DJlxWPF9qF6mTdiJzzw181pVdY1Wb5bvuCEcM3R+FABdDwdAx/JD9IxepiOu6476vkXiXxboKRTVp0CxPv8L2KSRkVuS6IxTcwZ7yPDpMloh1AXcIFUFP8+T0slxhTveIdwAj2pHtcISdrMNkCZ7rZ9i1mB20yaHLrlrHZJsmho4ciFIx+MLZvVdX9OnXvTJDlE+PK+AmPweCBLgg0c7TrmR5JmG7lPuQsLDZKHn0tJLluu7SRBWnUCgUCkWWaFY6U0dBCXcZIhsuy0smHhYuK8xRFIUah8smGUlOi6Qj42kIe7xtxHHdkc/S1h58J2zbNtra+Q94vLz2Ya47WfHOvw25fcluT2qfOXhIyDq/XVoPU3n4rhRimvSi26cQ8U6mMEVQuKzzxn9+uo473SlQwRukcVx2Fcedd6dl5115IvMq6yYPk2XxVQGNc60Wue2iCmQZ5LbTG2IkO0uhoAWhfV8Rmhb+N2vfx+yzkKzDT2OgTka0Y4U63nyN4+D3biP4OGRy2gHsAKnm5rkjlWVlUM47hUKhUCjqGyXcpQgtzMUNlwX8IbP1GC7LK1BR2b9gfs7PxrQKR2TN0ys3wAwI77JsGytWbQQQnJtH1nUXRFC+OyB/zruosOeyKjqhyJomrej2J7R457wvuSGzPNcdge5TNEqoY/PckQIVIug8d5X1qHBZOp8d/T8VNks7q7IOk5XFJ3LQ1/4ool3JlBbtZHPL1QSO4PfssldRaBCfHKZp4bUXN2LXR21Su7AjVhtO+7xgRTt6Pi+/HSveAdm77kQiXeB3UbJcNynPoa9QKBQKhaI+yLlUUp+Ehcs68/jhsqxoJxsuy6MW4bKB2025nQxZJmNOcwQ7qusuqEjFI0vXoq3dhGn5t2maFvZ+XMSjT74uPJY0XXe+daok3uUFlRNPkQXNlHgH+PPdiaDDZQ3Gte3pHzh9BZ3njpfvztYdEY+uLisS70jOu0oRC3+oLUtcZ3bYoITnuho2OCMjrhGxLkywS0GoC3PdRSlQIUTg0nv1hXfwyrNvwRR8TsPQ8cCtT/G3KQiZZUk7DQYQXIwC8It2LEKBjy1skdDNnzrKcadQKBQKRV2jhLuMYUU8QFSYIjxcloV23vHy3ElRZw6hKHldopDJSDQZ6aZGvAOPIaUb6+079uLSa5di794ibNtGybTcYhUftbZj7k3LsHP3Pv/+U3TdRcl3B6Qv3gUtz6Pwl3e3qSI/0A67Bs3k5rsTue4IpO/g5bljB2VsXXx+0nnunPb8UFki3nmKVDCiXRpuu1TTLpA+IVTMM+XFuhhoEZ1ooSQMl6XFwGtm3YE3XnoPAFAqmjBLJkzTglmycNsPHsazy9YCADSeUMf7XAG5DdPIexgWIku76IKKW7D9YtT3Ini/Ncv9fYSsy/zmNI/TrlxwJeX7HJV7SKFQKBRZolL/eKmbx8UPPvgAZ555Jnr06IFevXrhnHPOwZ49ewLb/7//9/8wfPhwdOnSBQcffDC+/e1vY9euXZ52mqb5pgceeCD2cQaFy4rmSVeYNfwPXiyyAl5W4bL83EeJN1sTgpwYgSKbSKiTFPA8+wl4aAwqUvGvdVsx49wHcfPCv+HJZ97C8mfewvzbn8HX5vwO697e4WnLE8iSuu587XIm3tWKaoTS6mZ6U2ejnvoZelCIDZkVwQuXFeW544l1ojx3dLgsEc9o152zru6ZnHle0S5tt500HueUZF67jIS6QCSdaqHIinch7XZ/0IrvnPwzXPKVW7Hk3pV4+o9r8JsfL8FZx9yA//vNcykcaPbwRDt6meg9ux4h7nXTE+mQ4p15RbQzAY7DUFEb6qWvUSgUCkV+SOkuMHvOPPNMbN68GcuWLUOxWMSsWbNw3nnn4f777+e2f//99/H+++/j5ptvxsiRI/HOO+/g/PPPx/vvv4/f//73nrZ33nknpk2b5r7v1atXJp+hQTNRZFSsJr2ENsv7Z2jUTbQzTyoNuomi4OnF0C2YlvdOTzdsWKYGzbBhm5oTLmtT70Ow9YqQYhs2NLMy6lstQaSa+yLwQmciISPMlSyhs0ArWdwKe7LLAUdMs3UN+9pKeOypN/DYU28AoPLllF0smmn7R+ml51Ue3Mn+2Pm66X3gppfx3jvb8j+0kAch3unP24ZCEZd66GeatCJI103EO7pfEYXMtptOGyLYlUwdhmGhZOpOnjuS79KwAZN2v9mwLQ225b8e2wZgWRqM8jXC1svXi/I1xoIOHfzQQ5FoV63cdlLuI9HASVLBLixMNsUiEoH7CAq1lTwG27bx4tPr8M+/v1mZWSj4nYJc1x2nmmxGFYXDQmRZvIKdc64QwZn0iWzfqJVs6fOWzl/HFcmpezDL0KCXj8cyAB0aLNjQS1qm6UAU2VEPfY1CoVAo8kVdCHdr167FkiVL8I9//AMTJ04EAPziF7/AySefjJtvvhmDBg3yrTNq1Cj87//+r/t+2LBhuOGGG3DWWWehVCqhQN1E9urVCwMGDEh8nE1aO4AuAJwHqn12Q2WZXkSbRb93bop9op1RQrvpnccKcwXdQqn8vlB+8AIct51lxrjpZR7UZKEFPe7ysl7YaYjiposg3mmmKUzcHfagwFvOm8eKbIDjumNOT087GdGMt13PsUiKd0HbCjoO0TLufmskAqow2XxQL/0MUBbvdGBfuU9p0EzXP7+P6mdoiNuOCHgFw0LRMlAwnP5FNyxYhgbbKl8bDLss1tEiXnmy4BHybAOA6VwvNKssKsAr3vEGAGREO/Y37xFKIooWQe097mZW1KOFtmq77BJim6Y43FYk3glEO1tQpMOTa48W6NhtcyrKhgl1WeS5I4jcdpX/mTyQlIBHn896yYIFfmVkXj8qCy3eOfvliecaQES9gg6DIzYTF6mWRxt6J6Se+hqFQqGoJWmkVOhIKRnq4pFx5cqV6NWrl9vBAcCUKVOg6zqee04+HGPXrl3o0aOHp4MDgNmzZ6Nv37445phjcMcdd8C2gx8G2trasHv3bs9Ew4YssXnuRCFNMnnuGkLy3gG1CZftTK4nbihVnPx0MXPaiUK52CIVLDrnoVU+r13weRE3ZFY4L+JXo55HFEmpl36mSav0E2zILJnH5rqjCQqXBSCd546Ey5L5RGCzdc0nYHiLVVQmsszZj1/0CBLtROtkShqiXdbVY6Nuv1jyTzXG5jjxkiDjtgsS7bSSxaTOCC5gEYV6HrhRuYfikae+Jux5RqFQKBT5oS4cdy0tLejXr59nXqFQQJ8+fdDS0iK1je3bt+O6667Deeed55l/7bXX4nOf+xy6du2Kxx9/HBdeeCH27NmDb3/728JtzZ8/H9dcc43Ufpv1oscBwQuXBeRDZmlot101w2VD15MIca1FGGxcQisNJkHgvIviugujWq67uCGzwuMWhM2KfhJR3HXVoFZidloJvzvSCJUM9dLPNGtF6LoBWEBb2dXtinc6PM5uAsmZSofLsv0F4PQZJrnO687vmb5Ou4476oGbDZclebRISB/giBtEoCPuJjqfnacwBQmzDRHt6PlxxRN2EMTznlz3g4QwdllYDrqsRbsMiVKhlnb4+QpTcL6juH1bEkQ56pxlZYea4PywC3q5Dd9lR2+fLagVtV8g92F0uCyLZQBG2KllWtDQyS7qOSVPfU2U5xmFQqFQ1JaajvVddtll3ESq9PTaa68l3s/u3btxyimnYOTIkbj66qs9y6644gocd9xxGD9+PC699FJccskl+PGPfxy4vXnz5mHXrl3u9O6777rLmrV26rXXCdEkKEwhXZxCIutxNarLJhEk2HXz6tQTutrSctslXN8z+i8oUpGl604mATf9wM+2lylWAfDFo7wWTQgrPMFbXs9ui3qhI/YzhCZNXJSC269Q1WWJy84o9xmaTl1HmHPVNmzutZvMI9VlSZEK4rqzDEeIYx12UUQ7et2aQrvtSiW+CEfmiyYBdsaCXhTRLRFpFc8QEOc8kOurvG47gOnrmcJSPkHPtKGXnHBwrWTnqo/SShZVIVkJd1lSj32NTD+jUCgUinxQU8fd9773PXzrW98KbDN06FAMGDAAW7du9cwvlUr44IMPQvM4fPTRR5g2bRq6d++Ohx9+GA0N/Pw/hEmTJuG6665DW1sbmpqauG2ampqEy0SwOe8AvssOSJbnLipcJ12EnHeyTrwwh51liG+wg5YlgSdsRSapaEdvh3He5dl159mOwHXHEqdYhYio+e7ylNNOUV06Yj/TzOS4a9aLcM00VK47VrxrL/+QGw3TzW8XJc8dEehso+wC0gGtfG23jIrrzoINozyGRZx3Wsmf444gymknK9TQrjvSX9gFTa7YEHsN54kbrGiniAYr6PH6Mab/y0KsZc8H3RP+ys9rB1bAA9xjDXPdRYXtD935nugH56dOClSQ35ldCHGeVku87cTUY18T53lGoVAoqoXKceelpsLdAQccgAMOOCC03eTJk7Fz506sWrUKEyZMAAA8+eSTsCwLkyZNEq63e/duTJ06FU1NTXjkkUfQ3Nwcuq81a9agd+/esTqyZq0EwLnzYkNkfW0Fyxv1kvtw5c4zTDfECXDy3BXNYMWBFKog4bIsccJlQ9vWSfgre/MuVV2wGkQU7+hltAinmVal+h1HSNNN21PRzlkneoXZqCGz7Dq85VkXq1B0PjpaP9PA9DN0yGwYjXrJFy7boJswTR2GbqFEflDlPHeaVakmzobHsu81qyIqGCaoa4DtCZsFKtdgduAgjmiXKaxIV8eiXWCRCol1IxNUsRbgVpQVYbGiXsKKwyKByxci6xatcD4/PXAmU+E9CjxHK3s/FRQuW1kvQMCz6uAGrY7paH2NQqFQKPJFXeS4O/LIIzFt2jSce+65WLhwIYrFIubMmYPTTz/drb60adMmnHjiibjnnntwzDHHYPfu3TjppJOwd+9e3HvvvZ6kqwcccAAMw8D//d//YcuWLfjkJz+J5uZmLFu2DDfeeCP+67/+K9HxNmvt2Gc3Vt5L5LkTVpll8tw16I5TghCW547A5rnjEuK0i5Lnzl0nYmVZWaEwTCSM49DjuTPo/Ha+MNkQt50mSGRucyrrebaZ4sOA93jScd3xBD3fvgLEO1/bDMQ7hSIq9dTPNJYLVNAubp7rjkAPBjUalT7F0J3+w/BUJxfnuSMVZdn3gCPkWfC67vQSI96R9SIKdiIXL+2als11J5UPr97dSaVStmGrPAGzvD+hOBjU75VJUwiThT0fRKIdeW0bRmr9dFiqBKl8wXr8HI9J0S1nSoKdk3HTalJPfY1CoVAo8kPdZFi67777MGLECJx44ok4+eST8alPfQq//vWv3eXFYhHr1q3D3r17AQCrV6/Gc889h5dffhmHHXYYBg4c6E4kh0NDQwNuu+02TJ48GePGjcOvfvUr3HLLLbjqqqtSO27ZPHc8eHnuaAqCO6bYee4ioBxNYrSSKRTtZJb727P5dPhioijXHY84ue54p6mnWp9kNdmo+fHceRFOa9nqtUlI+hvIKr9dWpX+on5ff/nLX3Dqqadi0KBB0DQNf/jDH6TX/dvf/oZCoYBx48YJ2/zwhz+Epmn4zne+E+3AIlAP/Uyz5v0hNutFNGn8PHcEtros3bcUqP6C5LnTDNuT587JccdUmi2f/2SsyM13V851ZxuaJ98dyXnHmyrbZRL565pQtCPL0yCwABG5VlNilV0q+aa4RF43gSAXxzmXJD+erzAFu+0Q8Sup6zKor+GFybowoh1dVdY9V8rzNLOc2y6BeBbUl9B5JGNjmqF5FhXVpR76GoVCoVDki7pw3AFAnz59cP/99wuXDxkyxFPy/IQTTggsgQ4A06ZNw7Rp01I7RsB5qNpnO18r67RLO88dDS/PHQmXDSOLPHd5DJsNCzEhiApTeBAWr4giyJl8951EyGwUPO63GK67NEJmWWQqzco679J03akw2/i0trZi7Nix+Pd//3f827/9m/R6O3fuxMyZM3HiiSdiy5Yt3Db/+Mc/8Ktf/QpjxoxJ63C51FM/Q2D7FLrCLOB1cdPVZUmeO4Inz105nNYJl7UBEjKrl13Rpjdcllzvbb3iuiNYBUAvac71wKg48AhRHHZVRSByiIQ2Mj9MrKo1SUJmhch+Zol2doQQWkD+2k8GtoLCZD0DYZRoV9mGVa4oy883q5csmBLfLZuqIim2oQFuVedUN63IiHrpaxQKhaKWaFZyPaEj5birG8ddvcOr/CeqBtgoqAZI02Dwz2KD48LTjYqLwnnBvA+hFpUv61E8iSLaha4TFoYb0XUXp8Isz61An5riByDqtWVz5/O2L+uSk600K3Ohz0pc9ucrqk0oUzX5whe+gOuvvx5f+cpXIq13/vnn4xvf+AYmT57MXb5nzx6ceeaZWLRoEXr37p3GodY1rOMOqLjueH0KqVxO9yukPyEuPPK/p/+gqsySohTue8pdJ3pNXHcAVWlWJznzvJVmK/sJdtjxCGsv69oKHLCJ4FSK4qDLuppsUmK77ej8dmGuu7RFxAhw+zBe9VizUpk1bGAvi7BV+rdnGZrv9yVNWsW0FAqFQqFQVB0l3KUI/UDVrLUHtm0QKAa8sFk2ZLaBeV9IMzQ2RGAIEyBkBDf64S4K1RbzAvPbsW1jiHah67IhsinddHNz+YVUXwx7GJHNKZiWeBeXvLlA6wGSS4dMbW1tqW37zjvvxFtvvRUYyjN79myccsopmDJlSmr77Qg0ayU0aiVfOoYgeOGyRKwzyv2IptvewR5awDNs3/Xb1p1wWc97jrhAjH9EnONNNFYheOLh7iutvoK5NssKbUnDZ1MhYP8ygpy0aEcJc1JOvrgFMjIqVsJPEWF6RTsCJd5ppumGy/rWl6lmXIZXlIIWwT3LAu7Y2XPe59AvmamHyhInRKJJaYkKhUKhUEihhLsqIJvnTka0Y0krzx1XkEtBpEvSPrdkMGody62XM9edKN8du9844p3vGFN03dWCLF2sqTxMUQ9UgwcPRs+ePd1p/vz5qRznG2+8gcsuuwz33nsvCgJXzgMPPIDVq1ents+OQJNArKNdd81aEQ2aiSbd78Kj+xTivCODP558d/T1n8pxR8JlAf8gjCs6cMQ7kvNOJLzJCHNse0JqobWyFcaLJe8kIEi8q7WwZ5smV5wTzU8EmxKCDYdlq8ZmXFFY9+WNLQtwbN9OzgfTrBQs4ZwjcSrT8/oAnogXBu+3kouKzAqFQqFQKFIl38lY6pR6ynPnVpsNIazaa1DF2bDKsnnMhxeFJG47dju+nHdMvrugXHf0Ml7eOm/b4Fx3oXntBFVmZfPdZVVpVlWZTZ93330XPXr0cN83NTUl3qZpmvjGN76Ba665BkcccYRwvxdddBGWLVuG5ubmxPvsqPAqzLKQQSFSXbZRL6G9nMeuQTdhWrrzv1tZtpznTrfLee5IiGvlt0iqy9qG81u0dGckkL2W24ZT7FY34an8KiPOheHkz4u2jmz1Wd96QUJbseQND5VdL2skqstGFukkP09auf4sVtQL6NfSwOO2A7wVhk1T6BiUqbYehKg/pH9zMvdJVkGHIfib1losVigUCoUiCpqV3JndkZzdSrirIqyIJ5oHlB+smCebRsN0H7YAJ89d0fTf7fHEPd2wYZlaRajTbEdR4xGhMEUQ9STIBYW2BIWoSol29E10SJhQVPFOlCTbs03TchN+8wpG6KbtJsuOU6hClijFKrjrS4p3occRoQBF0M+ks9CjRw+PcJcGH330EV544QW8+OKLmDNnDgDAsizYto1CoYDHH38cu3fvxtatW/GJT3zCXc80TfzlL3/Brbfeira2Nhg1zI9Va4jrjgwSydDoCnhOcYr28o/O0CuDPoZuoWQZ0A0bJukHdOe36/x2HCGP5L0jRSkAABaTjwsadNN2xTsA0JH8B8UT3my9UgCDLLcLWqSwRS6s2CFy2JH5AgFPmgAHX+7ghclKfn52ACpO8aWgPoPvwLa5r7mYVqXvJudAoeDOI2dx3KJRSbAMbwEY57fp9N1Z5NhTKBQKhUJRe1SobMrQIUxZ5rljSTXPXQhZJdrn3YRnHV7LhriE5pGLEiZLh9cEzWOPKaKDTyZklr8fOsw1+5BZAJkUq/AdV8TQ25qLy7aNfjt31fggqkuPHj3w8ssvY82aNe50/vnnY/jw4VizZg0mTZqEE0880ddm4sSJOPPMM7FmzZpOK9o1aya/QEU5TDZKuCzbr9B57ghuyCwTLgv483GRXHdsyCxpCzjX+aSuWHrwIA3nnoeg63M9iWp5gHbdRXTgpRnuKeoLpUQuWrjlOdYSpM6QzffrKQxD/fai/o66Ib38pEBKKRli9L+33XYbhgwZgubmZkyaNAnPP/+81HoPPPAANE3D9OnTPfO/9a1vQdM0z6SqsyoUCoUibyjHXZVgQ2Sb9CLaOE47Xthso15xRhAadBPFkLu2sDBZFm64a4j7jueqy5vTjluMgZPvzbNcInxIKLDJhB6RNqKwG9Z5FyFklru9ENedd98hYbYJQmb92/IuY513Mu64OK67tIkrZn/25bX46t//gZ47PsSnUzoW3ZQvFhKEHXEbe/bswfr16933b7/9NtasWYM+ffrg4IMPxrx587Bp0ybcc8890HUdo0aN8qzfr18/NDc3e+azbbp164b999/fN78zQ0S89hDnHdu3kHDZRsPpSwqG5f5vWrrTfxgabEsThstqlt91ZwEgRc9dsY5y3gFO+6iiA3tOxwl5TStMlg0v9RRlCAibrQkS4bKxSGGbrFvcZnPfVQE6v50bJkvcduTvTvr6glGZxzlWzbRTuasW3UPx77c0oFTuewXn9iDrQ0yzX8TALtvwyIfJj6+WPPjgg5g7dy4WLlyISZMmYcGCBZg6dSrWrVuHfv36CdfbsGED/uu//guf/jS/p502bRruvPNO930aKSEUCoVCoUgT5bhLkSZPVVnqNeN2EFUB5DnteBhMQQq6QAXPeRdWqEKTFB1qLY7UBVHzBUVpHxSyG7FQBW95FNdd1IffNItV5EkUlkEk6n317//ARX96AgM/7BhuuxdeeAHjx4/H+PHjAQBz587F+PHjceWVVwIANm/ejI0bN9byEDsUzRErygJOH9NI9TOkOAWpNtvAVJoFUKkqq9uU24fvvCP43pedd7T7TlQ5UwTPqcerWEu3rxa+PHEd3ZnHiHZsNVlhfrt6dMkS0a5U8lYZjlOQQsJZxxZ6iYNTDMb5cR5sbsMFxScxVPsg3sZyxi233IJzzz0Xs2bNwsiRI7Fw4UJ07doVd9xxh3Ad0zRx5pln4pprrsHQoUO5bZqamjBgwAB36t27d1YfQaFQKBSSEDNC0ikOUdzdDz30ECZOnIhevXqhW7duGDduHH7zm9942lx99dUYMWIEunXrht69e2PKlCl47rnnIh2TkmJygki0azTSewDQyw9brlAXVDEihoMorRDaPAmEntDZsJCYuJX4BOuFhcyGhvUGrUuHrPIciR7BL/jvKhMyG7R/Z73AXfjX94XgMseUY/HP1oH+O3fhzL88C6DjXIRPOOEE2Lbtm+666y4AwF133YUVK1YI17/66quxZs2awH2sWLECCxYsSO2Y65FGzUYz5wRuLAt5onBZmgbqB9LIiHUGNdDj6zMCwmXJPNvghMwalCOPEvDo9UUTS1xBji1yEBdRMYeqindR3W5pFSUI2w7PacjmbI0BL2w2c2GWFuoEn5v0wTJ9MTley9A89ziyYbJB7TwVlunvytBw2sfPQocFI+h+Lwfs3r3bM7W1+cN629vbsWrVKkyZMsWdp+s6pkyZgpUrVwq3fe2116Jfv34455xzhG1WrFiBfv36Yfjw4bjggguwY8eOZB9IoVAoFHULcXdfddVVWL16NcaOHYupU6di69at3PZ9+vTBD37wA6xcuRIvvfQSZs2ahVmzZmHp0qVumyOOOAK33norXn75ZTzzzDMYMmQITjrpJGzbtk36uDrKM2OuCMpzx7rvRPMAeJwR7jzD+3DQQL2n3XasKy9toop0JMG/bE6XvJNWJVkXQe47336YBwSPuy6m646Gdt3xBD2R6y5pvrug/fDWzZJq7GvKP1+FpXXyqheKVGjWitycd752etEzQETntyP9CulDCobl5rkjoh0t2Dmimu0R5GiBjhXv3OW6X8CzQnKZ8UQ8WrRhXXf0PNH7WLBCXKkULmRFFe+yFPvyUlGUDTFli1R48hfGrygrEvb00AE4y9sXl0qwy5Mr5kX8LmXOP9l7IjZ3JA37mQ8pbkU/+6PMbvTTzHE3ePBg9OzZ053mz5/v29/27dthmib69+/vmd+/f3+0tLRwj/GZZ57B4sWLsWjRIuHnmDZtGu655x4sX74cN910E55++ml84QtfgBl3MFahUCgUdU1Ud/cJJ5yAr3zlKzjyyCMxbNgwXHTRRRgzZgyeeeYZt803vvENTJkyBUOHDsVRRx2FW265Bbt378ZLL70kfVw5SsTS8WHz3AFOgYoi545NJtddXvLcBW8vWAjJIh9eY4OO3t0b8dHeIto+rtLDSlo3eKbpCycKy3cXFzrXXaS8dp78deFVZrPKd+d7z+S6k6lUWysGfbgTGvLtgFDkG+K6i1JVFnD6FlKxnOS5E+H0H4YTLmtq7v+kn7B17+9QlJeLLGPz4RGnrEi8Y8P36f7CMviuXlJd1n2fRmVZ3rHpGnr13Q/tbSXsaXUG32zT9IWN5ook+e7oyqodlCQu9qhEGbz05JU0vfNB8knq/vyN+5u7kx9olXj33Xc91cvTyDH30Ucf4eyzz8aiRYvQt29fYbvTTz/dfT169GiMGTMGw4YNw4oVK3DiiScmPg6FQqFQ1J7du719YlNTE7evIe7uefPmufNk3N0E27bx5JNPYt26dbjpppu4bdrb2/HrX/8aPXv2xNixY6U/Q8e9A6sRzVrJfZDyvNaL2McUo0haoIKmoFsoWc7TUMGwUGLEujABTzNs2BLinK37wxKrUaBC9JBGM7BPV8yaNhyfn3AgGgsGSqaFp1dtwt1/fA0bN38EgO8ik8LjYGMOREa0i/LQwxHvgqALVWim6Sb89synhLmwQhW6absP0t71gkU6UaEK3/HSD/rM/sPEuyREEQ2zprWpEZamQbfTFxTiVurjbUeRT5o0G202//fVrBUdL70F9392cKhRL7mDPo2G07c06CZMS3f+N3UYuoWSZUA3bJim5jjvTM0ZyLE0j5gA8H9DFgDd4rehBTzA368AFUGPFvB44l3cohNxaGwq4Gv/8UmcevYx6NW3GwDgtTXv4YGFf8OzT7zuF+9ki1V0tLx4ARVl2cJKUQotZQW3IBVx2pX/NjYC8vclwPe7KX8dMoETllEpBsOyT2tMdmBVpEePHh7hjkffvn1hGAa2bNnimb9lyxYMGDDA1/7NN9/Ehg0bcOqpp7rzLKvsKi4UsG7dOgwbNsy33tChQ9G3b1+sX79eCXcKhUJRS6zylHQbcJzdNFdddRWuvvpqX/Mgd/drr70m3M2uXbtw4IEHoq2tDYZh4Je//CU+//nPe9o8+uijOP3007F3714MHDgQy5YtCxxYYlHCXY3gue8AgWhnlNBueucZulP5Lyq6YcMqP4TZpubkuRM8ACZx2kUlitDHOioA4OAD9sOi//dpdG0uoGAQAVPH8RMOxLFjBuKim/6C9W8Fl1Nz89Wk5Z7jhdPQ8yI8AERx3cmId/x9VJbT4h0PketOpsqsb78h4p33sznLhn78AU764E30Ku3D1qZu+PP+h+H95h45qTAb3uaZIw/HSf98NfuDUXQ4mjkh1nR6Bl512QbNBHR4Bo8aqMGgRt1Eu2k4Yp2pwygP/mi6DZjlgR2qumzFaWcD0AJ/s6x4B/BdeuzvlhbyWAFP1F9YBW/YvsyAjwcSxinoAxoaDNxwx+k4asJg6FTI5+GjB+HqhTOw8Pql+MNdnOTFeao0G8d1FxAammuHoSw8p13JRHejiON7bsaBDa1osww8t2d/rG03nLx9psmtLMtiBXzVIsGOfk/Eu6B7JFJZFnAcppapQzNtvN51MNp2FtCEjiEKNzY2YsKECVi+fDmmT58OwBHili9fjjlz5vjajxgxAi+//LJn3uWXX46PPvoIP/vZz3wPcYT33nsPO3bswMCBA1P/DAqFQqGoDVk4u2m6d++ONWvWYM+ePVi+fDnmzp2LoUOH4oQTTnDbfPazn8WaNWuwfft2LFq0CF//+tfx3HPPBVZFp8nJnWTHgxbmmrV27LMrI5889x0gctpVwprceYbpCW9qMEwUOeFOccU9WXhhtdxQ29jblxfzLv3aWI9oRygYOjQA886ZgHN+8AR3XZELTypsRiTyyeTACXLhRQyZpQU6GUSuO564J3LdJRHv/GGufucfgV7PsC1c+vYzmLrzTZRQPiYA39r8T9zffxRuP2hieY5/Xf93ULtciy8fMhivHjgQw99vgZGB607ReaCd3aFty/lU29xQWbMSNms4qRcKhuX+b1p6aLgsIA6VdfPZoSLeBbn0PGGAHDeeZWg+8U4YMivrwivobtB62DX/i2dOwFETB0PXvddao3wtPe/7n8ffH1+HbVv2+FcOEu8C3HaiYhiJiOIAlx1sKn+2NBxpYekXkrqwQ8+LUgkndN+M/+j7OnTYzmC9DUzruxWvf9wdP9oxHnsCbp+j5OIL64No8c63ji/SQQOoz1bUC1jedQxO3rta+njyzty5c/HNb34TEydOxDHHHIMFCxagtbUVs2bNAgDMnDkTBx54IObPn4/m5maMGjXKs36vXr0AwJ2/Z88eXHPNNTjttNMwYMAAvPnmm7jkkktw2GGHYerUqVX9bAqFQqHIDhlnNxDd3U3QdR2HHXYYAGDcuHFYu3Yt5s+f7xHuunXrhsMOOwyHHXYYPvnJT+Lwww/H4sWLPWG5QdQ+PqEDwav0J72uoEBFVOgCFXHhFp5IqWJs2lgGMLhvN3xiWF+faEcwDB2HHtQTI4b2Trw/qaIUUZOAi9pHfGCrdqGKOAQVq6Bhl5H1Lnz/eXx+55sAgAJsFGDDKD92f2PLKzh9yyvckDuZfVYTW9Nww9dOxT+HHAQAMFWhCkVEmgTVZaXW9RSpqLwm1WYbmEqzvOqyAFWkgi1QwRSTIMUq6Dbsa3Z9GlrEEzmBabFHNAhA2jmTHjlE80tneQcGfNu2gGlfHy8W23gCXS1DZIMKbMgU34gCMxBl+94H/y2iiGFR4Im1Y5p34PwD1sGADV0DClrF4D6s+SN8r+8/AU6OUqkiFIKPGTTGSi/zFmmhC3nw1326yyg80TgKJjQE1IOKhWalM0VhxowZuPnmm3HllVdi3LhxWLNmDZYsWeKGNG3cuBGbN2+W3p5hGHjppZfwpS99CUcccQTOOeccTJgwAX/9619Td2MoFAqFIv/Q7m4CcXdPnjxZejuWZXErpEdtQ6McdxkgynPnvM9vgQrZPHc80sppFzm0CcCQft3l2h3YA+te/8B9HyZcuYhcGIKcOLEQhS8xzrtqF6rghcwmcd359hsh313P0j5M3/Fa4GjDWZtfxv/2G4l2Pf/hW63NTbh2xnQM2b4NY159HfifjalsV7PswIq9UbajyCfNmoZ9AqdmI6kwGyPPHYBI4bKA33XHQyu77ciVlHbf0ev6Eu9T8+j8qsR5x3PdseGyle1psKCHVxUVoDc3YMDgXoFtNB04+LCQXCV5zGWXVcXZQvLrcCoVgTlops2/BzBN/Fuft2HaAG/XhgYc2bwLRzTsxOsIDm1hBWTSl8Z1eovyCbPOO2d+ed+ahuVNY/AsDsXw1tcAvBtv5zlizpw53NBYAFixYkXgunfddZfnfZcuXbB06dKUjkyhUCgUaaKbtq9QWVTsGOtHcXcDwPz58zFx4kQMGzYMbW1teOyxx/Cb3/wGt99+OwCgtbUVN9xwA770pS9h4MCB2L59O2677TZs2rQJX/va16SPSwl3VSQvBSpInjuXiHnueAUqgnDDo0hKvZQLV3zcLvfQ8XFbxg9MSR9+UhDv0i5UQZNFyKxvHwHHMGnXJhRCKrH2NNtwVOs2vNizYmXOc3VZANjQvy/e6rEf8D8P1/pQFHVAg8aXrkmeO1HYrGyeOwBy4bKAW6SinLafLyqU0SixjoT/BVaJpkQ9nngni2UAOpJXlrVMG8X2EhoaxbdNlmXj473tAOqgwmwKdMTP100rYkTzrsA2JVvDxC5b8fo+uZw0AMdFSjvnBI46oHLu80Jm3fWpAhWWAWiGBpQcF6NW0IE2oFVrxvP6MAD8lCEKhUKhUCgcZsyYgW3btuHKK69ES0sLxo0b53N302lTWltbceGFF+K9995Dly5dMGLECNx7772YMWMGAMfd/dprr+Huu+/G9u3bsf/+++Poo4/GX//6Vxx11FHSx6WEuwwRFaAIW551gQpCEoedDGECXVoC3j/f/gC797ajR1dxBbW2dhMvvLxFuFwGqTDZpEgmDveJd6J2AvEufPt8111YgQtZgvLdeY6DWtZslcryQDBNVikXRSp45PGYFPVP2nnuAARWl7UBKdedz1HHiHeAN/k+uw7PkUfEO9Z157Tz5rVLq9qsVijALpXwt8fX4VPTRqAguPYWCgb+tlRccazTw4bDstVlPaGf/Itl1oMwjZI3JU1UO16/6vksgmMOEvPoeSJBnBWxbZ1/vtsFHVo7/xgUCoVCoVD4ieLuvv7663H99dcLt9Xc3IyHHnoo8TGpx8iUEeUcambumkQ57Zp4MT4SNBj8/RqiIdoQZPPccdtVmaJp4e7lrwuX27aN3y9bj9aPU3TcsWGyYW67kumdAttythWW786Txy78by7KdUeHR4Y5VOgHBG/uOmp+iT/fvy3qtSBE8+3mXqGinQ3gneaegW08+5J4rVDkmazy3AGAUc6ZqulMjjug4rqDN9edbaDyP5vPTvcuAxwBT+Q44uW7A6iiFwHiSJB7WJqC4RlI+d2ilbBtJycJS6lk4u3XtuD5p95Ivt96J4UCFVkjCsHdbTVijxl8/AZsvGvyE1yz2w0ttBHxLtzz+9Dp8NuQ890wUkmrQUNCmJJOCoVCoVDwqEUu1TyjhLuMaNbEQg4JafLNF4h5jRwxr1Eg1AH8AhV6CkUrZIkq5oXle5HJB3P/ijdxz7LXYVk2TNNCsWTBLAtSf3jqLSx+6F9Sx0KKOkhVlCUEiXYioS5MwJMQ74IcgNUqVJFEvAvKZegREMvt/tWlH95u6gVTIN+VoOG5Hgeipcmf8zBq3kSFoh5o0sTX2matiGa9iKby/zzovoXuU+gBH9KfuH2IbnuKVDhCHP84eOIdAF8xC8Ar4PGKVtD/8/ZDI0rUL41hcMWnt17bimsv/B327S3Ctm0U202Uis739vbaLfjB2ffAoq5dSSvCZlJRNgtE1XKBqoh4pOBI9PX8t8AmdDyx50CI9CTLBtpsHX/bN8jjtEuaiy/oPof+jYRvR4Nd0GAV9PJrdZuvUCgUCkVHIP/Doh0AmTCmrAtUyMINn5XMc5dm7ro4uYx+9eha/OFvGzBtwkHo17MLPti9D0+sfBfvb94DIFilFgp1vPkyD1OyYbWkHS/0ihc2G5TvrgaFKpISLWRWw40HfgYLNvwZTVbJk++uBA27Ck245aBKtZ+0wmWDUkDmEc1M53eoXIf5RlSgggwatTN9jjtgFJLnDoCb365IF6woh8taQKVIBeD2DXSuOwK5htvMb5wOeSXLebm82HBZ0fo0YeGxVkGHXimT4RxX+cjJa4gGMhoKeOEvb+GMyT/FCV88Cocd2R/tbSU8t3wdXnp2g9OmDtxmWaFJfHZWSEoqLHmqCTN/e1K0xC54cxyGnSMP7x6CMc07MKRxD2jjpmk758cvdxyFjwPSoJA+jRWQeU5U53j87QDv+R10f0UKVFgFwOCExNqGAc2wOvW5qVAoFApFvaN68RQpBLgfCEkLVIQeQ8QCFa5QVyfqRJg4uOXDj3HP0tddh5VmOg+XHsdYjGqZQncbzxkXJxdeyZQX7wK3U1+FKnzbDagyCwDru+yP84eeim9s/yem7HobDbaFj7UC/rz/Ybi3/xhsb+wm9z0pFHVMg6ajaPvFpbC8qm47vejpW4hgR4pTNOgmTEt389wBcKvLAqgUqQAc150rfdH/V/D8rhnxDajkviPL6fx3QeIdUMl157zmu2tJgQpn+/FC80ieOwBob7ew9HdrsBTw9gFKGEkMr29II6+qcH8F3Tdw12YXcM3743Dqfm/jpN5b0KNQgm0DL+3tjT/sPATrtP4A6a4p4VGUlw8Ad9CLddCxA008AQ/wCn0dKQRIoVAoFAqFGHWXmQHNmol95TurNAtUAH63XdICFUHYRiXpePJtwVNZNqhNXZOkgIWseBdWZZZCRrwLQ6ZQRVZVZj3HUX5gf6+pJ3504Gdw80HHoatVRKvRiJLEZ8l7dVmFQoYmzQA41ZWjFKgAKjnu2mkBz6j0L4buDPyQPHekuiyge4tUAD5HNo0rPggctTLuO1HfIFqvsjyZWOdSKFQEuoYCUCz5l6Us2gWGyUpWMLeKJehBYaxRqIEoGRZ+Gic81Sro0INSYRgGUCqhzS7g9x8eit9vOwhdrTa0G40oGY3O99AMT6ENXsit9zgjH6YQtrqsrcNx23EqyzohxE5lWdvUAT3dDjANd3fd3/MpFAqFIjNUP+NFJb+oIkkLVDQa8YorxC1Qwd9YtAIVsjmJ0iBOXqOwAgxVR9bZF5TvLkp+Pohz3YkKVWSRTNqbH496HeCOLOkGdheaYWq6uMiE4KuIW4iiI138FR2HuAUqAH8O1Ubqx0jnS6X7Ec2wPcUp6Fx3bKEKAN7Xov91b+47gqUHrwf43Uy2oSXPcwc4Io1oUIQaPMmj084qi4tWseS+ThPP5+dBf28hbcOEL4LMwEusXHMBAz82NLSaBRTJyRlSzZ0MZhHROOyY2byP3Dac3wUNff6nUpRFoVAoFApF7lDCXYYEFagQrpOgQAVdWZZXoEIWLYVKsXmoNpsJtGDGimlJ3HZxthPoyOBXmU2jUAVNWoUqpPdHbVcVnOCjm+lNio4BKVAhKozUoJsewY7uW+gqs5puewodaYbtXOt1/oAOLdg584L/B+TEO89+mLuYVFy1hs4Vm9wcbmUXW6h4lSOyEO/iYqfwvSUtBhEIK8Q2FJy/PZlfPn76c8gej6hSclgbmXyt7DHQBSpsw/C4BBUKhUKhUNQXqhevEqyIx3uAahC4JkQOvKiEVpYNytHHc9qlcPYkqSibhWsPoAStiM41IaWSeBKuw6tEG3weBFWZjYuM605GvKORqTIr67pLm7QddR1WwFbkBpnKsjQNmokmiQGiBt10XXaGYXkGg3TD9g/wMK47GtvwC3JRxTt2e7zlMn2C48bT3UqktqE7aQPK4oYwhYDAVRck3sUV9pJWkxWJdHkS7/KGT0wsOJWFtfJUme89D3iVZdn/AfhEbDrDCX0vxQrdvHPc0v3LvK81bl5AVWFWoVAoFIr6RfXiKdMgWaAiKY2MKtIgUEl4zjsi4OnlB680HHaENMS0vOUhkxLEohSvYJeL2siId1Vw3YnEuygkzTHlOQaB6y5quGw1SCtHpEIRlcYQx3ezXuQOCrFObjZcVqPddbrtdd0JQmYBefGODR0k74NcdwA/+b+zHUegs4yYRQ6YcFnWdQfwBbq8uvHqQbwLKvIgg8j9FpozL2i/zHnAE+xECM9NSeE5ygAmL0TcNvRUKs4rFAqFQlFNNCt59FBHKuKkevKMoHMOicKTaEQOCO6DVUgMWyHFnHZcx1DEPHdy+wlvk7Wgp0VxOcgkB5dMIB7YNqJ4FyQyyoh3UYjqupMJmRUJcWmRZvinynenyCtR0jQ06SVunjs2XNbwOO4sd+AnjKjinWeeQLzztefcyaSS587nwvKHUBI0w/BMcUnqtpOhHsS7tIh838CGk9IhsmwbTkVZsj9y7oVGFYQI0ry2ovn0Z7UMuK5St13KYrJ6oFIoFAqFonoo4a7KsAUqnHnRilSwyBSfSLVARWdF9EAVI6yVv50I4l0A9V6oQoY0ct2FCW91K8xZNjQz+YQqhigrag+b547MoykYFrdIRZDrDvCKd4CceMe29cwThAiS90kHeeyCzhFwOK47wCPeVYU4fQuHzMQ72UIdjAMsSs66TPPbAY5gyxYmKYfOsvnteIU1RAUiiKPUCrnzFoXI0q/ZbYQVqFBhsgqFQqFQ1DeqJ0+RZs1/sxTmfEi7smyDkY7akEX4rPt/R48eTPJgJSve1SBkNoysXXcyue7iVotVKDoKMg7vIFj3naFbvpQLpEhFmOuOzXfHVpp12gT/X9mW87/IdQeIQxLDYPPc+eDkOMtCvKuG246mqs67GhdGiBUmDZQFO+85QUQw93+S047ZhxUiMLOveXnrgopU8AU+foEK57N09JsvhUKhUCg6Lkq4ywBRnjvZ8KUklWVpgvLbCUmxQEWHTcxPi2Zhglrc7fO2E0G8q5dCFdUiLBxHiXyKzgCpLEsKVAj7GoPvvjM4/UeQ645A8t0B8cQ7XjhhlKqbbJ47tkBFILSQxwg4NXXeCYgqxiUW7zL+3EQMi+qiDM1nxxYn4cEKtgGVWcMKU3DXkbwDD3KkipazBSp4zkCFQqFQKPKMZtmpTB0F1ZPXkCiVZdMmDwUquGFRIXmL0sITBppW9VgZTMuZqoAoZDatQhWxjysl113ccNk4ImJYzRlVhEKRd5oCUjLw8twBjoAnCpclrjshVMgswfu6/H9E5x3gDxPktjGS5bnzhcsGVBZ1SSBiSbntUgqT7exwi1/QVYUNvSLY8nLcldsD4QJhmAs0TJSLA3vOV8TEdG+q0kjJkLRwlUKhUCgUnQUl3GVIUIGKqJVlZYpURKksGwXZAhVZ4ndXZCyUlEUsV/xK8lBFxDpasOPNk9lekpDZlEniusvyZj2p9q3cd4qOhmx/w8tzB1TCZXl9jG7YfNcdhSjfXZh459mGIIk/L1w2kQjCC5flue54IbOAI97lxH0nSxohs77vAZDPd5dX6L972W1nU+cHEcJkC1OQ3HR0kRa2HQl/5YXNuq91f567oAIVzvpqcEmhUCgUinpGCXc5Ikpl2TDSrCwrS9zQ2DRGmmtyUyoTjirjrgsS8OKIdxRZu+7oNnHJItcdb704y+NQa+FPL6U3KTonjXpJmIbBMCxfkQqWoJBZ97VAvPNux78ebzm7zagEhkyKXHcUXNGqE4p3aSLq0+P09d5cc5Lrk7+7YfirC0Oc344MKrL57cIiDHjvZdrYHqGOX6DCco9V3fIrFAqFQlGvqF48ZXgFKvxtkleWZV0RWVSW5YbPdtS8dWVCw2aFxSM486OGxCYR7zzbkVOOZMS7KCRx3cUViaKEy4bluVMoFF4adZMbLkugi1TQrjsWOmSWzXdH5rltA0JlaWFOJlzWdxyCPHfC9rSQF+C6AwLEu7QEvA4YJssKpUkG4LiVVGNszw2XZaHddpJhss5xhe1P5piC2wYVqHAFReW4UygUCkWdoZXSmToKSrjLCLpARdzKsiLCKssmJiyhF4NMgYqoeVyiJqLOHXHz2EUR74KWiwpVRBTlorru9BRCYGVcd+HbSHwYCkWHIGmVWQIdLssrUkHDFqog8PLd2ZxwP36yff5r3nsCnecuUnoFNlyW57qTFe+Aqrnv8uaaqwa2rrl/27C/Ma+yrMdtyQp2hl6ZfOvp1Gt+YQpefjtZ8S0qogIV3jbpinfK2a1QKBQKRfVQwl2Vka0sC8QLkQWABirEKUpl2WoWqLA5949JilpUHY8YlvKdp6x4F7eibYKQ2ShkmetOVKRCFp6BiLcd2XkKRbVos03mfbyHcbqyLF2gguS54xWroGGLVNCuOx+evHbefHcEmZBZdjnJF8YSN88dL1xW6LqjyVq8q5LbriMIf1EEWmm3Zfk9cdvRy0T57fz7qrhEbZ0V2Lyvg3LcucsC8tyxx6HcdgqFQqFQ1D9KuKsxIjeEyIUnqvwXB7aybBC1LFCRC6EuCmlUjZXdhmTIrCaTj0+CqK67KKKfTK670G0ooS21Sn+q2p+i0TA94bLS6RYEhSpk893Rr4Ocdixs0n8ZSLgsT9zwFakgsK47eh4CxLtODjcENcn2EhSp4laWJdslxSfKIp3ouNn8dt5l/NeiNqJ2UUJpCUREtHWNEhSDw8IVCoVCoVDkm7oR7j744AOceeaZ6NGjB3r16oVzzjkHe/bsCVznhBNOgKZpnun888/3tNm4cSNOOeUUdO3aFf369cPFF1+MUoqj20GVZUU0ZKA0JK0sK0vUAhV1IcpFqdQaIrjZpZJnirytqCGzFFkUqohCGq67ehfhOnqevdtuuw1DhgxBc3MzJk2ahOeff17Ylnd91jQNp5xyCgCgWCzi0ksvxejRo9GtWzcMGjQIM2fOxPvvv5/Z8ddLP1O0xSfSPrshdP0k4bN0uKzQdccSM2SWJkqS/iDYPHdCeGGTQMV1F0e8yzBktiO45dKCFvQqYavwzfOtR4XLsqIt7bazjYoIZnMKQrCFKQKPVSKNSJQ23PBcjrCoqC310tcoFApFLdEsO5Wpo1A3w8JnnnkmNm/ejGXLlqFYLGLWrFk477zzcP/99weud+655+Laa69133ft2tV9bZomTjnlFAwYMAB///vfsXnzZsycORMNDQ248cYbIx9jk+bc8DVrGvbZ4SdJs17EPiv8Icvdvl5CGxOH0aibaKfuEht0E8Xy+4JuocRm8I6IZtiwTeamz7ABZp6t106UsAy/04o3Lyo+lxq3SITcDZFIpCPzhQ4N0/Ln1ymVvNUNS6b34dGzvikO70oBzbLdhxWtZLsPCLppcx8gwtBLlRAfzbQDH6zpfXOXm/4HHc3yiwK8doroPPjgg5g7dy4WLlyISZMmYcGCBZg6dSrWrVuHfv36+do/9NBDaG+vFOrZsWMHxo4di6997WsAgL1792L16tW44oorMHbsWHz44Ye46KKL8KUvfQkvvPBCJp+hHvoZHvvyeALrNjQANgCN9BeGDRua21fYBvn92W4bMs+73Cvas/0Nu5zGMgAdGizY0Eta6A0cyV1GBi6IgKOVytdi3sBFwai4nwsFt1/QCgX/tb+hAEQR2fLy0M32O1Uk65y3Tj+jVwalCjpQssSOS3JclLjLF/Kotro3xDX6MXp/FwTReW8bGlAq96HlvjTIZRiHNB6IOtIDVRTqta9RKBQKRe2oC+Fu7dq1WLJkCf7xj39g4sSJAIBf/OIXOPnkk3HzzTdj0KBBwnW7du2KAQMGcJc9/vjjePXVV/HEE0+gf//+GDduHK677jpceumluPrqq9HY2Mhdr62tDW1tbe773bt3R/5MzVo79tn+7TfpRbRxxDyeaBcHQ7dgyoh5ms1PRFcFQh/CMnBdaVFcdaKwU4ETLdRZV24TSbwLIuABSyuZsInIV7Jcd4FWstxwIM00PQ+r7nxKmNNMy5OcOwjvehUxTjflH8jC2qYtvikxrwJ7fWtqakJTU5Ov3S233IJzzz0Xs2bNAgAsXLgQf/rTn3DHHXfgsssu87Xv06eP5/0DDzyArl27usJdz549sWzZMk+bW2+9Fccccww2btyIgw8+ONHnYqm3fkZmcIhH0IBR3LyqAGBChw4LKP9LD/jYhiPiwSJFBADAEes8ggQlyIkGg9j+wdIBXgSvZWjQYUu7dMl1yeMALgs4PgzDGRShRDoRXPEux1jFEvQqFdOoBXZB8zjIbUOTc30zbjtaoOPlt6MHrsJCYEU5HAlBIrVtABYAgwjcVnl7pnM8RrtzfFnXNFPIk6e+Jo3nGYVCoVBUh7oIlV25ciV69erldnAAMGXKFOi6jueeey5w3fvuuw99+/bFqFGjMG/ePOzdu9ez3dGjR6N///7uvKlTp2L37t3417/+Jdzm/Pnz0bNnT3caPHgwt12UyrJOG374kuhhqpFRsKTzD8Ukahgsu55MmIdvfl2coWKiPLAFhs+yomCUQhVRRMkYpFFh1hNGG/KVhT2Iy+a5iyoA84ot5zF0VzfTmwBg8ODBnuvd/Pnzfftsb2/HqlWrMGXKlMpx6DqmTJmClStXSh334sWLcfrpp6Nbt27CNrt27YKmaejVq1ek70SGeu1nCPtsvtgiEzoLJBPthOic0NmQkFnnNUJf896TeVH6DZETSVikImLILMBxVKcsjHWWMFleWKqwrUT+u8C/Owmb5VWb9bT3V7SVzcvoO59TuN8h22AHukJDwxVVI099TdR+RqFQKKpJms8zHYG6GFZtaWnxhVoVCgX06dMHLS0twvW+8Y1v4JBDDsGgQYPw0ksv4dJLL8W6devw0EMPudulOzgA7vug7c6bNw9z58513+/evTtxZxc1bDYKBcNCyfTeEeqGBcvUqf9tWKbGD40NghM2SxA554IcdbmA57CIQVyXRaD7jiZKyCxFWq67KIhcd6HrJQyXrQui/N5qwLvvvosePXq473luu+3bt8M0Te719LXXXgvdx/PPP49XXnkFixcvFrbZt28fLr30Upxxxhme40mLeulniraF5vKYm6iirEjEE5FW/6PpdiTXHRsy65svaMMuq+xDrm+xjXLoLDRuAR3boMIm4YTLaqYJu6B7cn/6EITMKmqLrKuO/N15f2fitiPQxR547jtnPrN9TphsUDVlej3ipBOHxgrut3RJR6GiauSpr8nieUahUCgU2VBT4e6yyy7DTTfdFNhm7dq1sbd/3nnnua9Hjx6NgQMH4sQTT8Sbb76JYcOGxd6uKFRMlmatJP1gJQqRbTRKaDfF22gwTBTN2sT60fmKAttpfBdTtH3VUAT0uNqYm/yED2xc8S5JyGwGue7ocFlRrrsw6BDYMJEuTrhs1JBXFSLrp0ePHpkIZTSLFy/G6NGjccwxx3CXF4tFfP3rX4dt27j99tsjbbuj9zNJ89uJ0jPQyFYu56ZhILnu6D6BGvDx5rcLznVH4F33w/oCV6wLyHMnHS5Lct3xQmaj5LsLQ6J9R3PbefLGpVxUgU61wYp5vveUeGczuezEQl1wfrtKu+DwWNvtE71taBGbhv2dWIYGg/Sn5Tx3FpR4lzX12NckfZ5RKBQKRfWoqXD3ve99D9/61rcC2wwdOhQDBgzA1q1bPfNLpRI++OADYa4HHpMmTQIArF+/HsOGDcOAAQN8VQ+3bNkCAJG2S9Ok6WhjKv41a2bgw1WzVuSGM0VxQTQaJtozEuqqWaAizohyR0VKvMu5644uUhHFdUcXqeAefwKBjVegIg2cfF3+hyPR/I5E3759YRiGe/0kbNmyJfRa2traigceeMCTcJuGiHbvvPMOnnzyycgiYkfsZ0T57WTDYmVooGIL2iPmV9WN9Fx3LLx+QJTnjrS3EBwq4QgbOvQS7bLzF6nwuO6CxDsZmCIVmmHAjpjWoCOIdrK5UmNtW+eLtEF57mi3pVew44XVUgJehPx2omWi9zKiNejfESfPnbMsXSFUM21oesLiFB3IDdgR+xqFQqFQ5IeaCncHHHAADjjggNB2kydPxs6dO7Fq1SpMmDABAPDkk0/Csiy345JhzZo1AICBAwe6273hhhuwdetW17a+bNky9OjRAyNHjoz4abyIKsuKRLooNOqlyA9SAD9kNg+IBLm4hSikk01HIWKuusDlRSeXodYQfh5Ihc0GVfurM9cdfx/Rw2WjFL5w9iF+wIojEnY2515jYyMmTJiA5cuXY/r06QAAy7KwfPlyzJkzJ3Dd3/3ud2hra8NZZ53lW0ZEuzfeeANPPfUU9t9//8jH1lH7GTpMlufgbo8YLksgue6i9DGGURG8TOiwLeb3GtN1BwSHy4rmkfUsaKG5NlkRx9km04eIilSwEPEuTdddDejoBSporEJFsCV/d3+otO4uJzkRRfn2ZPPbVdaVP9YgQdvSnQIV/PVUuGw16Kh9jULRGdAEz0dRB9QU6aKql3vJn4rD4cgjj8S0adNw7rnn4vnnn8ff/vY3zJkzB6effrpbfWnTpk0YMWKEO9r05ptv4rrrrsOqVauwYcMGPPLII5g5cyY+85nPYMyYMQCAk046CSNHjsTZZ5+Nf/7zn1i6dCkuv/xyzJ49u2rW8WadX5CiQWAt4yUQZ4tU0E6JQpKCFZw4Vq5zqEZuoprkNuNVlBVUk2Wxi0VXtKPf0/OkCNufqOpt4DqVbdK5fSJV2xVAPzjz8knRhD1cJEkwmqZbM8m2krpSQ7dv2qlNUZg7dy4WLVqEu+++G2vXrsUFF1yA1tZWt8rszJkzMW/ePN96ixcvxvTp032iXLFYxFe/+lW88MILuO+++2CaJlpaWtDS0oL29vb4X5CAeuln6AEhnpObJ+KJnNuifkZEo26i0TDRoJswdAsFw/L0Nyy64S9OYRs2QLl0AnN7hQgfonWlBBND44r77CCB13VleOexhSpoJJzPSegIbru4xOn7eYM/HvGN/bsbujuJ1rcMfn47NpcdKZhCQmTDqsxGWcZrxytQITrfFdWnXvoahaKzIBLtwpYpFNWmboZU77vvPsyZMwcnnngidF3Haaedhp///Ofu8mKxiHXr1rkVlhobG/HEE09gwYIFaG1txeDBg3Haaafh8ssvd9cxDAOPPvooLrjgAkyePBndunXDN7/5TWHIVrWQyTmUBEO3+LmIykQuUBEAcUMQF0XccNeahcmKhCuBa0LkpggT5+xiUejAixUyyx4rx3XnCZeVQBQuK3LdhW4vg3DZqE63IGdeVV1zOS9QIcOMGTOwbds2XHnllWhpacG4ceOwZMkSNzn2xo0boeve6866devwzDPP4PHHH/dtb9OmTXjkkUcAAOPGjfMse+qpp3DCCSek/hnquZ9JI0xWmFOVuPAk0jEYugUTOnQ4hY9ofH0Lk3IhKFxWJs9d0HyCVYAwzx3tvnK2RTmvyq47EjIrhBcyK3LdMeGydUmxBDQU5Isq1ZgwJz/PsU8XoSBuO9ZRTtpYTJ8mutUKrJZcXkd0/vv6Pc5gEJvnTpEv6rmvUSg6EjLCXJxUFgpFFuT/LqtMnz59cP/99wuXDxkyBDblRBg8eDCefvrp0O0ecsgheOyxx1I5Rh4Nmo1iOaSJLUrRrLVjn90ovS3RQ1VcRJVl0yCsQEVYyFNHymcn66gLCqGN/FAkmesuS2hxj851xyNpuGzgcXSysNVaMmfOHGFo7IoVK3zzhg8f7rlu07DX9GpQL/2MbJhsUjGPuOnaA36cBcOrGvDSMWiG7aTGp0NoddvzXjZc1lkuyHMHcb9hGXCqyHKcpHTuzco+qLxngiqj3Fx3NHTIbIp0ZrddVGTy3BHBthIqS+e8C+53bF1zB5jCctb515V77zn3edWU9eB7JyJWp53jTjcBXTwGLL2NqNx222348Y9/jJaWFowdOxa/+MUvhIWNHnroIdx4441Yv349isUiDj/8cHzve9/D2Wef7baxbRtXXXUVFi1ahJ07d+K4447D7bffjsMPPzzuxwqlXvoahaIjE8VNp8Q7RR6oi1DZzkSzFi1skg2TNZKExgbAhjs5O+PcDEc8o+yY95GiG2KRrhkkGmWJjGin2yYa7DZo5aIm0qGzbMisbO4kquPR6IdKiXBZz/yYo/hZhMvyHsyCHgjihqvyqiB3FIFZUV/QYbJEoJOpVi4Km2XTNjRy0jK4y6hwWRGabkM3LOhMP6EZti/lQpRw2TgifNA6YeGynqIEBRI2GRIyyxtkoeaJBmGyDMnRYKEB7dAhd8GqR3EwzrimSMxiq8eyue1EYbJOW/55ywuVZcNbg49Vbpm7zQ44YPXggw9i7ty5uOqqq7B69WqMHTsWU6dO9RV7IPTp0wc/+MEPsHLlSrz00kuYNWsWZs2ahaVLl7ptfvSjH+HnP/85Fi5ciOeeew7dunXD1KlTsW/fvmp9LIVCUWXY/lZrKPgmRe3RSnYqUxxuu+02DBkyBM3NzZg0aZKv+A/NokWL8OlPfxq9e/dG7969MWXKFE/7YrGISy+9FKNHj0a3bt0waNAgzJw5E++//36kY1LCXY1o1qLdFPNy24XRQGUqZl0R9UQWFUBTg05gHTHpeDd7F44s/QPHmY9hsvk4jjWXYJj5ChrsNq54FzmpuUeUy/YhjE7kHSUJaKhIV4Nnx3oX4tLq5OJ2dIpsaQ9x22VJo2H6BotYCoYlFvR4FSh9OfCiH5doHVsXD9rYut+BRMQZ+r37uhCxIyLiXJjzOeOHgwKKGKq/juMKT+O4hqfx6cKTGGW8iO7arugby2lhDatQEe2CxLsgx5nlirLBufAACMNkAY5rzuDfw0QtSiEDLyy3o+W1u+WWW3Duuedi1qxZGDlyJBYuXIiuXbvijjvu4LY/4YQT8JWvfAVHHnkkhg0bhosuughjxozBM888A8Bx2y1YsACXX345vvzlL2PMmDG455578P777+MPf/hDFT+ZQqGoFSKRjhXwVL67zkPUQaIVK1bgjDPOwFNPPYWVK1di8ODBOOmkk7Bp0yYAwN69e7F69WpcccUVWL16NR566CGsW7cOX/rSlyIdV54lkbqjSTPK//u/1mYJNUBUqEIk2jUaVbiJznmBCpq0w0CSEuSc62nvwHjzGeyPLSBHbcDEQHsDxpt/RaPNH+n1iXdxXXcUUV130bZdOS/CqjuGhczwRD7ezyrop1YrUS4obFyhiEqQ244NkyUOu7YIYbP8IkjiawspUmEIBohkilS48+j3HBGEJU6BCp64EyjGxHHd8UghB1wUJ1wB7fhE4XkM1t9BoTxYqGlAH20Hxhv/QB9te+LjySPs35fNu+oWkRBUPiduO9p1Z3GEWzpM1tmuXH67yn7Idtj5wa7UoEIXvG06grT/e8gTu3fv9kxtbW2+Nu3t7Vi1ahWmTJniztN1HVOmTMHKlStD92HbNpYvX45169bhM5/5DADg7bffRktLi2ebPXv2xKRJk6S2qVAo6g9agJNx1in3Xecj6iDRfffdhwsvvBDjxo3DiBEj8N///d+wLAvLly8H4PQry5Ytw9e//nUMHz4cn/zkJ3Hrrbdi1apV2Lhxo/RxKeEuQ5o1+ZukqCGyPBqNcFWiFs67StiGWLgJStTMUo0RZC2DvEQuto0R5mposKDD+53osNGIfRhq/St6tdkwaFEvQZ4GUbisJlldl12PuzxiRdM0SEPwowW6wO3VrwFWkROq6bYTuexkw2V98yXSLAT1F5U20eY7y/jVQT3vw1x3su67ANedVM7ShELfUH09mvEx2FsRXbOhwcaRxsvQEO9i1JFy/QSJc/R8UpSCDZN1lnlfR60c6yz3CnZcAS/CdrNOEaKZKTi7y3394MGD0bNnT3eaP3++b3/bt2+HaZpuwSNC//790dLSIjzOXbt2Yb/99kNjYyNOOeUU/OIXv8DnP/95AHDXi7pNhUJR/7BuOnbirqNcd3WLzAARkHyQCHAcdsViEX369BG22bVrFzRNQ69evaQ/g5KQa0CzVpROGt6sF7k5iRr1EtpTLFTBkkZlWVGBiiiFJ8IqwOWVINGtj70VTRDnTtFho6+9GQW7DaWiv1iFr1AFW2GWpkZFKrKuLssrZhG0z6ACFWGFMUSooheKWrDPNlBgXXUhbrskNOgmiswPhAh5oiqzZICIW72cKUoBILC6rDuPk5SfR1D/wutP2CqibGGCymvdNzhBKsxKFaog8KrOZlBd1kAJ/fXN0HmJOeE47xpQwgHaVmy1B6S672oizGtbiJdqga0sHBRC67YJqRBLC3ls6Cx5LSNUByEqUGEbgGRaw5ry7rvvokePHu77pqam1LbdvXt3rFmzBnv27MHy5csxd+5cDB06NJPK5AqFIt/whLcwkc42TWgNBdh1mPu13tHs5GYHchs0ePBgz/yrrroKV199ta990CDRa6+9JrXPSy+9FIMGDfKIfzT79u3DpZdeijPOOMPT94WhhLscIBLnkkA/bBV0CyXmAcrQLe5DVVBlWa6YxzxwAek8YEVdJ0jgo6vHJYK48DjhqNL550oldMVO2NCgQXxMOmx0wV58hCbYxSK30mzQPqScGqbphnVpJRM2EfhKluso0UqW6zLRTNMND4sCXV02jLgiWlbbU+KcIq+IRDsebRGEvLDq5Y2GKRTsSBVak1NZVjdsWIC/D+EJeQxhVchl4IuB3oqjor6CW2G2oHtSC4QiWWE2rcp1zdgHI6QjtmwN3bQ9EHVFVrEEvYOFCJG/JblnIH9z+m9MxDvWgcf2Y1YhPL+d+DiiHLMzCBp2b2UbADFQ2kalLamonOFYb2J69OgR+vDSt29fGIaBLVu2eOZv2bIFAwaIxWdd13HYYYcBAMaNG4e1a9di/vz5OOGEE9z1tmzZgoEDB3q2OW7cuJifRqFQ5B3itvOIduyzk+DZTlWYrU+yHCCi+eEPf4gHHngAK1asQHNzs295sVjE17/+ddi2jdtvvz3StlWobBVoEIx4h6/Hvyjw8w/Fu4CQMCZeOFMtqKVIokV5CAP8+eXKCN125Q7AggHhkxKF045PaK47z37TL1IRt7osnecujpgqm+dOalv5OOVTR7ds6GYKU4QiI4rq0RYSIivjtiNtiiEXXDavnSjPnaFbwjQMonBZgO8ySuI8EuUU44UMsiJGULgsweY4m2NVmC0jFS4bEzOg/3D3D1uqXR5ImsM2an43Ubg0CZP1583zOkbD8ts5x0TaRz/nWSefexwd+K6+sbEREyZMcHMGAXBzCE2ePFl6O5ZluSFShx56KAYMGODZ5u7du/Hcc89F2qZCocg/vkqydD8dUA2etFO57uobMkBEJpFwF3eQCABuvvlm/PCHP8Tjjz+OMWPG+JYT0e6dd97BsmXLIrntACXcVR3ZarJNgkIVNSHjAhW24H5alHQ5rF0uoQSzHegf0NCR9PahC1rRvTIvar67GlX/i1tdlr+t+OsnLUIRdX2Z9mzYeEcVDhXZExYiSxOlKEUQvMGhRsN0XXY8AvPfSeS5E86L4lbiri8uRMG+51YZjZrrjiVDwY6wD83YY3eDHXAZ1TRgu3VAujum+54aV6GN6jALqigrco1bjHgmykHnTgGnjKedb7u2px27Hnd7Gd/ha6adyhSFuXPnYtGiRbj77ruxdu1aXHDBBWhtbcWsWbMAADNnzsS8efPc9vPnz8eyZcvw1ltvYe3atfjJT36C3/zmNzjrrLOcz6Bp+M53voPrr78ejzzyCF5++WXMnDkTgwYNwvTp01P7rhQKRX4IqyLrqSZb4DjzFB2auINEP/rRj3DddddhyZIlmDhxom85Ee3eeOMNPPHEE9h///0jH5uSjmtMs9aOfXajdPuwMKYgCoaFEieEqRqQMCVR3rvs9qslEoAAJHr40GBjKLZgWPMOFGBji7UfXmnvjy0YhP54H7xvQgPwjn4EfBnFGXy57uIgES6bBmHhsmnluZM6loThr5otFpsViqzZZxfQDcGiHa+SbNrpGBp1E+2CHyCpLsvrbzTDdvzGIeGxUZENpw3Lm0qHy9L5zkhfEivXHclrFxQumzDP3QFGK0Y1bUU3rYjdViNeaeuPd8xhOKrwEv9z2sAO+wDsxX6x91nvsOGygD/HIdueuO3YMFmnvXf7xBXHIhLkeLDnsChclg6NpdexDM0pgmUmdy3mgRkzZmDbtm248sor0dLSgnHjxmHJkiVuLqKNGzdC1yvXndbWVlx44YV477330KVLF4wYMQL33nsvZsyY4ba55JJL0NraivPOOw87d+7Epz71KSxZsoQb4qRQKDoGGuOK54l5bl47KjctmafCZauDZtrQYkYu0tuIyty5c/HNb34TEydOxDHHHIMFCxb4BokOPPBAt5DSTTfdhCuvvBL3338/hgwZ4hY32m+//bDffvuhWCziq1/9KlavXo1HH30Upmm6bfr06YPGRjktSAl3KdOsGdhnm2jSdLTZ8Sw1UYpXAP4HKFH+uqhIF6jg5LkjRClQESvnHZOjKAnuQ1dKdNf24etNq9FX3wvT1gDYGAXg+Ka38H97h2O7aeIAbIFVlu9IzrsNOAJb9IP9xxeW6062SIVsDrwyojx39Pwo6KYdWO0uSV66uAUqorQJPQZTcx/GVI48RRbIiHbideX6FnqQiC1QIcpzR8Jl2WIWhKAcqtx8qVUY6KH7EFrUExWpcNeLm+suZXRYOLnbeoxu3gr6EI/r+h6e/3gQXtt3BIbpb0CDDbvc1+iajQ/s/bHWHBW6/TTz3MXtM9ImbEDPJ8hJ5GiNkt8uTnsZRAUqgHKfmqNAjiTMmTMHc+bM4S5bsWKF5/3111+P66+/PnB7mqbh2muvxbXXXpvWISoUipzBDXdlRTuduTBblqcohRLrOg9RB4luv/12tLe346tf/apnO6QAxqZNm/DII48AgC9/6lNPPSVdLEkJdzWkWSu5D2AyxHHbNRgmioJE4nGQFfNkC1QI15cYZQ4T+qpVkZbON0dCWnVYOL1pFXpqTvVYgxotKNgWpnd9Db9pHY+N1jD0w2YUUMQ+dMEWHIR2NEuLa4Guu4gCXRKiFKCoV7IQ4TQr/XAmrWQHFj6Jsh1F/iCOuzDRLiu3naiiedCAkabb0GHBEjm+JQpUEGQrzsoMDslUHk3NdcdSHsHXCgVfzlLPwwFThVZvKMCinHmf6/o2RjVtBQCw4yFHN7+PvdYheHbfp9Fffx9dtI9h2gVstfvjI7tn8AfPKfTAjMztEP03DhroExYmKfdrosEk2/DnUJQdNyUDPKEiX40iFhQKhaIjQoe9CkU7Ms8q9/W8ivCKDk2UQaINGzYEbmvIkCGwg3KXSFL7oc9ORLOEnay5CrntREnECXqC5OBRqZUbiZdkPE0ON7ahj/6xR7AjaJqTx+6YpnfRip54GyPwBkbjXRzmiHYEXvXasFx3QUUqqgT7QBvYNkQc4hejiFagQka8jSvwRs+Fpx66FMkJC48ViXZ0+7DCFFGIm+cOSFaMIgqsuBKY144zCJE41x0ZRCmk97130Yr4RHOLMKuCpgGf7PIeTDTgXetQvG6OxJvWEclEuw724EILcmGDT2yYLCvm8YpFsPntwkU6252C2/G3F5ZvT6FQKBTwGhuIaEeKVNDFKnTdF0bLrUirUFQBJdxlTHNInjJZeJVkAaDRYKr+GfJKAvtAFVhZNuMCFUHwRrrDQilrncvlcGMbgiJ4Dc3GEYXtgIQzqrvejr7Gx2hARvZByg2iifIvxSRKGHPiXIQxkHGFJi10oVCkSZER7fZZDdycdmSZ+zpmkQq6kqyoQAUPwxBXmiXwClQQqik6eFxcHuFDTsCrLGMqzEYlYkjqoQ07uYNDNM26iYMKu0O31ayZOKCwD13DLIgdBNHfkYh3dkELddt5t8e8DxDpaJd1UL47UUGKKGG2tu6I1mGFMeKgl6xUJoVCoagGXAGOFu1YOPOUWFddVD/jRYXK1gheHruoue3SQjcCQphSJCi01dYq2mCcXHc0MuFPWVOAyS08QWNoTsYh0WPXyOYPMa3HexjS1AoAaLN0PPtxf/z5o4PxcaGr2066SEXUPHdUgQpRnrsoJA2n5RWoCNxflfPLxd2fqi6riAot2hGCQmPZfoV227UlCKMVFahgc+JxiRAemzYyaRR4RSq8ee+ccNnA3Khh4bIJKUh2lA0BF5m+hX34Yp9NGN/tQxgaYNnAq3t74tEPB+G99m5pHWquYc8HWceluyxGvrogkY6dTzu1ZfIGWzoQYQxXoVAoOjShYht5HmKjsUgEUdl1ZwMdznWuqC+U464OEIXPNoaoU3T4UiEkXCkxgc4JuRtU/rpy8yrL8hGKuN3eL9BLZ9vAjlIXN1k4y6RuW3H+AetwcGOrO69Jt/Cprpvx3b4voasmGVKdcQcTt5iHHuKukw1dzTLENahNWIEj+sGq2o49zbJTmxT5gxXtgkJj6faEtEJkRU67MJcdEOy0SwOe+0kEPRgg67Dj9jPlgY3AQQ02XJYkxo6Zi3SbKSesbTO7cuf3b/gYlxy41hXtAEDXgCO77sL3Br2GoU0fxTquPCMqXiTC48Bk1k2S3y5rVJisQqFQ+NEMAygUvG47gF/cz9Crliv8/7f37mF2VGX+73dV7b7kQnenyaUJJCSAmMglaELaIF6AHBJQJOpB4WGGEDNhhiEoBnVgRgjeQAUxgjxGZriMR3NAeAZmBjU/MdzOSCAQbRUEJE4igdAhIeSe7r2rap0/alf1qqpVVasue+/a3e+Hp0jvqlW1177VqvWt932/BKFCQS4xiKIim2CpTrri0jIaVt8u4YW78nGF+nO/N46Mbf/8wBGwKoan0DgAjGIGPj1uMzi3J1EiOgPG64dw9ugt4QduUJ27opgZRAlORUh7lUVLUNQdkQRZaqyYMgvYgl2tRLsw4urZAfWtoSojPH1Rni7rrpOkvzq1UmWpsVndUz0RAiEThzeNsdhujA4ty2Bx4H/LXdhjtUu3f2b8X9GmmQFTC53ZEeF/O3ELAB4Yo/IkSU3UtIRFaosCrGpJjrD6dvbx5OvEenSyNNn4enbqJhYEQRBEAkqlIdHOX98uAn/aLUHUAxLu6kRLbB0aeQRVSwKlQVZ/qNbkUecuSTHlqO0qdWjqxT7ejl8NHA8AnkkV5/byutGB6R0c101/BddPfxkXdG/BxBbbgfbUMTugg4cWHNcZMK/tTegortqTp0GF/Pi1m/xHRtoVQPgjRjaD1Rp3g5Iad4BcsAPkop2YJhvnPBtlQKGyHYipoypQL8OKuAjtqJTJqKg7D86EIMe6OJo7YWD47/3vRoXr8J8STQ4c4i3YXerGl6e9iq8e8zL+4cjNeM+YfQA4xpcGcPyo/QHRzn0OBkxoGcS72odf1J0KcbUO/YSZUsjb1uv7Hf04K8zkuSwEQRANxy/WiemzpdKQSUWp5HWlpZp3tcXi+SzDBJKLa0A70zHAwycx7czAAM/21rdpBgaTFPyqUtItGAr17DSdw/JHBjFuF6OrE/5ad1wLj0xSrYsn1i3KRJwwZRj4PSZjj9WO97e9hqNLuwEAe602bOPjsGDyfmhshztpOrJ9AGd278Q926djkj4ACwxaRLJtu2ZirFbBHqvNfl2qde6aEGZypYlTVI05zYwXdlXaJH1egqgFg5Iad6pinXuMTLXtDJSF8adVN1E2o38ETOPgDappF4dYF1WsY+fgrHNq3Xm3aYEbFVzXwcJq2pVK0SUMWkpAggi3HeYY3L3nFMwbtRUntu1AiXGUuYY/V8Zj3oRBnNT2FjhsIa6nbQBzOvfg6d3j8Ow78c6ynAMTWwbx6oByd5oap9adNJouJFJf6uya4Ja4x4DCt19UJLbT1t+Ga77rJt1u40/pJQiCIGKIG68Jos4Mz5k+0Rh0DkjSAIGhgspZjSekx9ZYYetxbTG7seVgt21WYVRwWMnAN457BRq8abA6sydJn520GU/tGgem4DY7mEYtCjOoME03IoQZJngpPyWKWVw5PVlVpKs3quJcWDv/evu3UMzvLFFsBnkLWIRgF5cOKxPs4qLtsqJrFswExb9k6eRpCRtz4gwqorZLxT2JSUWkcUVJr56P7YkBK5XAU04Qdluj8MsDx+P/HDgOrczCINdw/TF/xuFtJhiDW0nVObXO63wHBw2FmyHMNkUaSfhFO086rZAmK6tvZ7dXex4lAwvhZqVoSuH5W4u/poq66UkQBDESCKS2atpQmmx1LjTOGIuT9h6Fzsoo7CkdxB8P24p3tHhXdoKoFyTc5UgbawFgCo81DPL4q6V2VsYAbw0eT6ukjooQJ0otuomKLxoiLPJO1WGW6RxcYXIVdsEoc0aLcpYNm0QlEQItnYWaIkRGSESgOtEyoMPiHOeNewsMPFC7DrAnSRYHxrZYoelLgJ0CtancqR61qeIgG7qvJU//ahJUBDdmJYuQcPeLCUBtlDjHTAssh1laPWpPEckZsFowCl7BTqV2nepYkiaSOwrVKG9VMjmOR4wBgPwmkBOlHRWJ56Gk2edNEcddNiFM18FDxiWtpRSoPWdBwwDX8K7R+zGlPTpMbk7HHuwtl9BRCh/DKhbDi4fCI/O4adppQhXDjhRsEsTPWfoZpkSmcYr17aL7FL4+7nQeyE7QgQJX0iAIgigcJ+09Cgt3nAwIgRO9u4/FLw//HV4Y9dfGdWyEoxk8MgNN9RjDheadkY9g2iRusmnr2znFxKNqD9XSATBLimGStEZZraJ64kywThi7N1KU0xkwvf0g/nSoU5qSb3E7euL/7J/qMcMIUAPRJa2DrPcYWU++knUNcpbNSp5RRcTIwhHtKlwPiHaDVot0CT1Wxmi7qLFHV6xp10iUXWOrRJlUeNdJBqgstXAS3HyZOWZfoOadCGNAV6uJ/2/fxNA2nAOP7ZmEQzkLuc2EW89QIWI8zJjC81jzpcY6phOJUmvV29YaqnFHEEQz4XGUFRhXHo2FO06GBgZN+I8BOOft96LLUHNwJ4haQ8JdQWlnEaJMwcjDoCL6+Fn3by6BhDHgnrePx58GugDYEXYGZ+AcKHMN9+6egU3l+PpEzU4DvFZqChlbEHkwKIh27joFgc6P39Qib1TMKqJI8nvJIw1Qpk85N4eiTCo861TdZWtcj5QBSven+w6Mw3/tOhJmtXazwZlbx/mJvRPxyDvx7ugjhXBn2mTGFM72vCmSoEcQBNFMnLRvCmSjJquOpicfnFbvLhGElJF7K7VBtDMTA8IVVlKjirSmFLkRlx8YUecuCjHVQyX9Va0NgwUeKwDJaxPpYEb+SssrB8ZicttAaNSdyYGXD4zFoTLHnTtnYHLLAcwatQttmoX+yij8tjwJ5ZAr9OFsUJGUqLp6SumzEW1k28Jr21EtOyJfKlyDzvWa1KoTx5aGjjNVwqJSs4rgUeNHVM3UTOmyMpw6d34SGlT4efXgGJwXMwzvM3S8VW7Hr8pH4Om94zFn7C6MK5Wxzyxh4/5uvGO2pX7+IiIakPgJ+1xl7TyPZamxNbgdnqZGnaUBOt0sIghihKPi+tppjIrZPjqv7tQV2WsPK79BNAeNvzIfAbQzhgHe+Ml7SbNgJCg0LXWWTYFz0ZnGoELWVmX/qIv0RvL4O+NxZvdOcG5H1vnRGfDYrgnu422VMdhWEUK0czSNaDSayYel010Sl9laCHvM4ErmJirHIYqJKNrV2lgiDXnXtWsErpOspL6qqrush6g6dykNKmR17gDgpQOHoX+wDRNaB6U3iSwOrNs1AWbVtmK/1YIn9k5Sft7hjijQ+W8A5WFMYbcNSZN1xgPJtZesNrD/+aOujYbjeEsQBJGVPaVDMdsP1qkn+REmWEbVzi0kThpA1mMME5r7ynqY0q4lS5Nt1Q3f4/r8ILPWvpMJFlHBfIDa3eyGp8b6Jl7ixGp7uR33bJsKDnhqEDl///TNI7FloDnv7BQdlcy9qDayCRFL+BOQHoNq3REJKFeFOjHVddAqhS4qJGlbb8Iijfy/JfGxumGRej/SpMs2qs4dB8MdW6fjgFmCxe16dcDQOPPH/R345c7mFOpq5SCf9boh6p6osqAnXhNRpDZBEERmRJGKm2ZgjgYAfzxsKwAG7rvpbT9m+MPoLbXtZM6oRBkSzUkxr9QJKWnSZFs0E5Uks5OUSO8EK6bNht0lThKZ57S3kKw2muMYWE/W7+nG1oFROKt7B04Yuw8MdnrsY7vGY/PAUHSdVTGg+Z36sjjEDjOYyQOTrSTRbp79UjrLEkS9GbBawK2WRKJcFsoFEPRqXR/Sja5TiNRWTpcVt0vKMaiS9u74m+V2XP+XGfjwuJ14f+c7GK2Z6C+34Yl3xuP5vV3gqPMNA9Oyow5TIjvf1wLZc6T9CTiOskDQmCJAWK3gDDd2kl5DJSUPB3NyLycIot7wigHW1uo+fqf1IH454Q84Z8fJ4B5LboZfHv477C4dAAqYxSVDRbRruqg7wqXxV+RE3YlLY9J0C5ZvO9M5eIMjg2QpSw5RdYnCiE1tcqimMeXJ64Oj8O9vTs18HF6pgLUUL1Uub+o1aZM/t5oYKLbz/u1Nh5XWyLMo6o5QY9AquUpCnCgncyBXfo6CIdMHauUM7YwnUYJcbLpsXJ27GowrfvabJfx8Zw9+vrOnps8zXAjWsFM7L6s4ysrW080igiCIBmFZ1TG4BMDACx2v4/VRu3Dy3inoNEZhT+kQ/tCxFbvZXoA0LqIgFO/qfATRzioY4C2x66Jo1YzcIiJkgp2UDAYVUTVaogwqIouJp7irHCn0qRYWH2FI3RGbgKRGE1mP2WiYaYEh+/eXIiGKi0xYK1sltPqEOn87FSEvTLSrR+R2HHHnea1GX1nnppEsQjsu2s6DrM5dRoOKsDp3eRKI/K7lcxkWLMWxRjPSR8MlJezGURLRLtPzpzCo8O9PEAQxUuEVAyxmLNvdchBPHf6Kd2WTRNoByVJkmyXqLo85zXCaz9BQ3iQkrXunQkm3v8h6htmOap07/0Wjc2GbtTB/mrmkrFYRQfipdXrecOSOO+7AtGnT0N7ejt7eXmzYsCGy/QMPPIAZM2agvb0dJ510En7xi194tnPOcf311+OII47AqFGjMH/+fLz66qu1fAmFx7lRU7ZKniVsnUhc7bsiRtr5CdS2a8D1WFz0b2ydOxnVEgjDxhm8Bq7sWcjDrMryRculFe0C1z1JU2gJgiAKAtP14VFTTRYBbxjhplIE0QBIuBtmtCYp8KaAluCiUSrC5XDRGXZxnOaudm6uahlq9dhwtGM/2rEPrMgx2E0aZVcr0hpU+KNMh6MoeP/992PFihVYuXIlfvvb32LWrFlYsGAB3nrrLWn7p59+GhdddBGWLl2K3/3ud1i0aBEWLVqEF154wW3zne98B7fddhtWr16NZ599FmPGjMGCBQswMDBQr5dVOMqWjrJVQsXSQ5ehtmoiXpiYlzaaW8lR1mLgJrN/GxYDTAZm2b8VZkabttQqRTYLiVL562BQ4dCCQxiFvdBRTv+cNSJt3b9GEuYoC9Q3qo3rvOFRdMy0wIyMC02KCaJp0drboI0dA/3wcSiN7wbQhMYIojhnGN5FbGNZ4DWObs+C7H1nLSXPQjQ/NCuvIy1JLSjzfO46Oc2mxVP3pQYBcVxnSpF2tU8H5ZiAv+IEPImZ7DeYyZ7GSXgck/FKYQQ8XqrPoJubiJqCqEl9Fu07jbPlcOHWW2/FsmXLsGTJErznPe/B6tWrMXr0aNx9993S9t///vexcOFCfOlLX8LMmTPx9a9/He973/vwgx/8AIAdbbdq1Sp85Stfwfnnn4+TTz4ZP/7xj7Ft2zY8/PDDdXxlxSIozuko+0KP/W3sdnIBr95YJlOul2oLeSHbQn5raX93jvDmvEVOfTN3veS0GJvSKUbeZRhb0kyExuJtHI9ncCJ7CjPYepyExzEdv0MbDqTuB0EQBEE4sLY2sO4uGMdOhnHskShNmQx98iRo7W2N7lo0hmGLcJZw40B2E0G2zjCaI8VUItT51zWdyEqQcFcr2lnyH0Pe6bBZUmBlqKbF2k+ej0gpjbZT/NZaJXvSVcvSTEnTmo7CSziKvYwWDLrrdGZiIrbgODwfyOOvde2i4YJMbEtqVhJFHiJcs0bd7d2717MMDg4G2pTLZWzcuBHz589312mahvnz52P9+vXS465fv97THgAWLFjgtt+8eTP6+/s9bTo7O9Hb2xt6zJGCI9aVJQKeuD6LgJdV5KtYOkxTg2FqMC0N3GJqNVQlRAl49UZ2A0iMtuOZo7GT469B14G3cByex2jscdcxBnRiB47HM4nEu6j6drW+6K+347sM1Z9BlBmF7JrFXZfiWqmo9VUJghg5MF0H6xgLo6cLW88ajTc+Mgbbz5mKnWdOAT/hOOidHY3uohSp6OZE15mWdxG3FRj/WDycouuYxcEsK+PS+GuJvCDhrgloCZmxpHUMVEHTY0Q/IXowaZ07J6U2TX0YFRHO0hOmLbnPLTl4jhOT0diNCWwrAHsSJcIYMAa7cThez+35ElHDCZjozFfk+oJJa2XlI+ZlP0bwmBaYaeaw2G/IlClT0NnZ6S433XRT4Dl37twJ0zQxadIkz/pJkyahv79f2s/+/v7I9s6/SY45EqhwPVDLTpYSm0XA868vgjEFEF3fLu19qrQvLReX65rUs7MwFXa6eXCc4dBh4ki8XIPnJfyIgl3Wer4EQRBFg3eMwdsnjcbg8QM4dMIA3jl9ADtOtbDzvYeBjRldmIguR6zzp7p6ou7CatwB0jRZ53EzRN+JDCdRbyRCnx6RK1LX2AiX2dB9kMxZFnAEIl67yIww9z9FDsfr4JyBRaRMj8dW7MTU1M+RiBwmjZ4i7KXGRp2ooJnpJ+pRiEbLouNskd1nVdm6dSs6OobunLa1FTwFYphTtkpoAVA2g1+sVt10RTfHYbZs6W7t04qlo8UXnpomss4vENaTgHgni7Y1ff/WqYyW6DDLS5pbw43rOphzcS9zls2RTuxACwuP3meMo4PvRAsGUEF75LHq6SabFhVn2TT3OMUbTnFYsoi6OrnNqlKT34DBAZ7xwKqOzARBFApXAKqeAuYe81ec2f0SNu6bhnWHZmHCxnHQ9uyFeeBg4zoZhWEMzYMsC9A0uXgnptM2Q/RdE4zbRHqKObseAbSz/H/8eRtTZCbHO8xRF7xWSqMKz/HrYMLQjgORoh1jQCsO1bwfWVF2SWwSooTeKFEg3XMFJ4NFSQEMo6Ojw7PIhLvx48dD13Vs377ds3779u3o6emRHrenpyeyvfNvkmOOBMqmbi+ydNnqNsAbURcXfaf83DUU6fzGFE56rExwUKl7lwf+OncyYuvcqRBWVzTFBXgbDoLHDL0qY00ziHZpGU5pMwRBEI2kNMDBDQ1/1/Mklna+gYvHr0f7sXthjG0FGxV9c6hRiFFybiSdZXlFOmcdvJF6RYuwSxPVKIp7RYmKJNQg4S5n2lhLo7sQSSkmn0iWIis6yyaqc5eQNAYVedzBDkvfTG3SEBLJZqAldkJl+oJg4yZPrCXh9y3Ja8qpsDoRT9HFuzhaW1sxe/ZsrFu3zl1nWRbWrVuHefPmSfeZN2+epz0APProo2776dOno6enx9Nm7969ePbZZ0OPORKoWFpAQPOLeH4BT2w3dBy1c0HN02SrjrJR2GKeb12KNFlNMbonLIKrIBnDkZhQGxP8Y41I5LgjG9/qLPL5hbeoiLoaVhQBkDyyrp4ps80+rhAEUVx4xQDbewCdfzmEsS+04sbN52LVO8fiuUPTMXCoFVarDmhaYYQhabpsNYLOs84R8PyinRBtV1R3WZn5hLM0K5mdy6vLcGH43lItCG1Mw2CGVII2rYJBK3gh3qYZGGy0Q6CQH8h0ruQUyDV7wuWkx8alvwLyFFmndkyWC1M7mkJza3nVmndwBLrYjvD+cLtN7iRIia2Xo2zRkaXUytJePWmxiumy9ve+dpM3ZlhgWdOXgMS/ixUrVmDx4sWYM2cO5s6di1WrVuHAgQNYsmQJAOCSSy7BkUce6dbI+/znP48Pf/jD+O53v4uPfvSjuO+++/D888/jzjvvtJ+fMVx11VX4xje+gXe9612YPn06rrvuOkyePBmLFi3K/PqalbKpw5KkyQJOqqy9rVUzUTZ1N302LHUWQCB91kFVtJOl7cbBTSaNQI3CL+DJ/vb/Wwt4iUUaJ3A95bhSKgGGAVYqgUel5FTbydiDiZiCPwGQ949zYBCjMYCx0u2NjLRjJs+ndmCVLKIds3iidNlc0ITPzCpuPViCIAgA4Hv3o/Q6MPnJcdg+eBTWLByFozvfgXmoZF/31qSOaz5w07QFrWrKbKQYZ8jr2RUt+k4kYFih64XuL6FG04TR7Nq1CxdffDE6OjrQ1dWFpUuXYv/+/aHtt2zZAsaYdHnggQfcdrLt9913Xz1ekod2Vq7r85V8kXV5OtBKRYkYoULcJw+Diuj9WUNMEvZgEg7xseCScELO7QiIHRnq23kcbpPUmGuCOzFZJ3MUeVB7PvOZz+CWW27B9ddfj1NOOQV9fX1Yu3atay7x2muv4c0333Tbn3baaVizZg3uvPNOzJo1Cw8++CAefvhhnHjiiW6bL3/5y7jyyitx2WWX4dRTT8X+/fuxdu1atLfXJv2iGcYZJ9XVvwD+SLuhdfZjb+qs6jEdAlF+KcQ6wBbssooSSaLt6lnfTkpY5HKNzrsGWvEWjpZGd3Nup8m+iXcBCPa3qOmxmivGhl9H+EW6MNEuLE026thJqEcdu7S1G1UjTtX7kYcJ0sgcnJthrCGIKLhpgg8Ogu/aDfbiJkx8/gDKjx+O3/35aIx5pQX6oFnYmnABY4mofvpEu6JG24mERdiJ66kWXnPSNJ/axRdfjDfffBOPPvooKpUKlixZgssuuwxr1qyRtp8yZYpnkggAd955J26++Wacc845nvX33HMPFi5c6D7u6urKvf9FpaRbMEy5yKPpFqyQbcrEGFPEkdSgQn4MBgscWnWiEhUp4VLSADG0VoxwiIh2iOwHNGzCHExHH8ZityvgMcZRxihsximoYFTi49YTsb6dijFFmKOspcvXi5PfWqelSSPoLK8TYJJ9k7SvddRdo1i+fDmWL18u3fbEE08E1l1wwQW44IILQo/HGMPXvvY1fO1rX8uri5E0wzhjWhqYrBp+lRZPpJ3uibwD4EbfiZF3SQgzs1CJzrOUUmK99e1kabJOW//f9Yi2ExHNKIrENhwPBo4J/K8AAA4GBg4LGl7nM7EbwRqRdRftDMsjauZB2gg75zNMGvGXWaTLMAbE1UvN8V4sUQOaYawhiDisgUE3kkv7/Z8xvvNE6IMtGLvNhL6/EqwZ12DcKDvZuoTzuqJFr5EQNzJoik/5pZdewtq1a/Hcc89hzpw5AIDbb78d5557Lm655RZMnjw5sI+u64EC5g899BA+/elPY+xYb4pIV1fXsCt23qqbbkREi2bWvk5RTojCHGd2+mGaY1gANFQFu4QX86IbYB5oLSVY1Ts0BtrwKnoxiu9BB3aCgeMA78Q+jIcsAiJAXmHnidJnmyYwF0D+Tq5xxwvbHr/f8BTvmpVmGWdMSwN8N1RKumWvDyFKvHO2R6FqShHWB26x8JtArlCXvM5dkmg7MdrII3AU69o7lLg0F3GcARjewAxsx3SMQz90lFHGaOzGJFjNcdkXK6KlSWWVRdsVUXglhjfNMtYQhApiJNqoV3cAmICWPWXo+wfADw00tnMR8Irhil0yQc9tJzOyKAiyPsfVs2u6lFnLyp46UTABOQtNMSNfv349urq63AEOAObPnw9N0/Dss88qHWPjxo3o6+vD0qVLA9uuuOIKjB8/HnPnzsXdd98NHuMgMDg4iL1793qW4U6oQQWTr49Kl3Uimpw2qiKLirNsXWvS+NJRkxhFHEIntuNY9OM47MMEKIl2WYmpX+epb9dkYl1RiBKaKV232DTTOONPZzVMzY2cdsQzT/qsL20WCDetSIJsP8PUULF0mNU+RQmKaVJmnSg893GDou2aAQNt2IGj0Y93YReODBXtlKPtClyvKA0k2hGNoEhjzUiczxC1gZsm+K7dGPWXt1F6aw+w70AhBaIwIY6bpnQJazucaGbzipFGU1yF9ff3Y+LEiZ51pVIJ3d3d6O/vVzrGXXfdhZkzZ+K0007zrP/a176GM888E6NHj8avfvUr/OM//iP279+Pz33uc6HHuummm/DVr341+QupIa26gbLZFB+nEqopsqIBQD7Pqwdrrug6EHGSji0k3khqNNFKmiZbdGTRcaoGFdmetwZRd4YF5GBOgTqZthSFZhlnKpYeiLiToWsWKpbups4C4ZF39t/B6Luge20+55MoYwpZmmye0XZpcdJiLT0YpWeVNGjVKO2ips+GUdS6dnkTVtsu0M4X6acZ4S7DRSLMtAWoX51HQo0ijTVFnM8QzYu1/4AnIohXjEKKXGKEnRh5F9q+YJF2yohzwKLOU4lENDSs5pprrgkttuosL7/8cubnOXToENasWSO9M3XdddfhAx/4AN773vfin/7pn/DlL38ZN998c+Txrr32WuzZs8ddtm7dmrmPMtpZRbq+LYtVmgKanvNVnqIwESZghAklKrXIVOElppYSquq6moNgFjehCo3wy9GYwiPQZbgjE1bfrhHklRqnIhYHJlDSWl3NI3A2I8NtnHEi2dwIO1ODaXqj7MRIN7FMQlzkndPGWcLw7J/UpCIkys6pbxeFarRdlGiXuEZqhhsQzVZmoJGkETuVxbg6pcgqZw/U8WvhfN/zNqYAYDuY57Ak5Y477sC0adPQ3t6O3t5ebNiwIbTtiy++iE996lOYNm0aGGNYtWpVoM0NN9wQGBNmzJiRuF/NONbUaz5DjAxcw4rqUmT80XTO4mkjW1dAIVKKfx46zCLm60HeY81TTz2F8847D5MnTwZjDA8//HDiPjX0U7z66qtx6aWXRrY55phj0NPTg7feesuz3jAM7Nq1S6mOw4MPPoiDBw/ikksuiW3b29uLr3/96xgcHERbW5u0TVtbW+i2EQnjdkE62OmyXEGI4Fr4XWAVAwpZ1ENauK6BhUQX8ZIOZmR/Im/9ofxhSU7IcW3rONlshLtvLRAj8YSfQ4L9h8f7UESG2zhjmAyISj+FXdfUEfacyDsAsYYVUeQRbScbG1Tq2/kRo+2SpMgWMo02pdnRSIEZ3DNOJDWQGMl17VRuHDUb999/P1asWIHVq1ejt7cXq1atwoIFC/DKK68EotgA4ODBgzjmmGNwwQUX4Atf+ELocU844QT8+te/dh+XUkxym3GsofkMkTeOYQXQRCKXQFR0XVFfjxMxqJry6tS5Yy2lwkcTMsMCy5hFFDbHj6IWY82BAwcwa9YsfPazn8UnP/nJxH0CGizcTZgwARMmTIhtN2/ePOzevRsbN27E7NmzAQCPPfYYLMtCb29v7P533XUXPv7xjys9V19fH8aNG0cDWZUwZ1kVgY7rPDgh87nMOm1CU2ElBhVpnGU9+5dY1bwCgKF+177hZLlbkqS+nWx7BjdZVerpKBuFzFk2S4ps0FE233RbIprhNs6YlgbNYmAaD9SPK+mWG31XC/FORIzIizM/skxN7igb4owpS5MNi7YL/J0gRTbLzR9eYmoO5U57WRmGBpMoTbbBd+tlpQuAaJOKtKJdUnGw0YR9/4cjt956K5YtW4YlS5YAAFavXo2f//znuPvuu3HNNdcE2p966qk49dRTAUC63aFUKmU2dBhuYw1BpKWoApcfp58qglezvCYA4eM13ShUphZjzTnnnBNwAU9KU8RNzpw5EwsXLsSyZcuwevVqVCoVLF++HBdeeKHrvvTGG2/grLPOwo9//GPMnTvX3XfTpk146qmn8Itf/CJw3P/+7//G9u3b8f73vx/t7e149NFHceONN+KLX/xi6r4Ocnl6axFo0U1UkqY1CWg6l0++VPAJdmlREe3si3judZYV/lW+217S7Hph7mPhhFfjk18udYfiJloJ0mSzkDVNtmgTKBXhLS7qrpbiHTNMMJ79AqNoIkOtaZpxpurQqmHo3CQT8YCgeAfAFetUxbtAKm3IGBLlKOuHmSyQMsuq7rJxaIKAF1XLK2uKLJEjphk73ohohgUrwfgjE+9Ub8iJ4m2gpmmMc23NzuMpTFv8NNv33W+KIIsEK5fL2LhxI6699lp3naZpmD9/PtavX5/p+V999VVMnjwZ7e3tmDdvHm666SZMnTo10zHDaJqxhiBGCKquskRzozLOALUda7LSNAVYfvrTn2LGjBk466yzcO655+L000/HnXfe6W6vVCp45ZVXcPDgQc9+d999N4466iicffbZgWO2tLTgjjvuwLx583DKKafgRz/6EW699VasXLmy5q+niOhx1b4VYRmK7XOPM61/W9R+Q86yeZBWtIpyls2zCHjq+nYZ02RVou1UKUKabNbJTVRB8Dyfh6gPzTDOONFr9r/2wi0GbjFXPDOqde/ESDjT0jxOsyL+mnfikgQVR1l/pDYzmTSlLyrazmnj+TdEtJMZW9htlF/WsKSRphRZbwrIbr4xi3sWlf3834Gs34lanufDRG0mSRv3U4v6dgBsA6M8FgBTpkxBZ2enu9x0002Bp9u5cydM08SkSZM86ydNmqRs6iCjt7cX9957L9auXYsf/vCH2Lx5Mz74wQ9i3759qY8ZRzOMNQQxkohzlSUahGHms0BtnAFqN9bkQVNE3AFAd3c31qxZE7p92rRpUsvzG2+8ETfeeKN0n4ULF2LhwoW59XFEExJiFJUu69S5k7YJHCcklbY6L8zzgjlRSpOuAaYld5ZNGZUnnVBFCG6x9e1SpMlmMaUQIxRUxTnVqLp6u/uFpWflAaXMFo9mGGesqiOrdx6vVf9vwYTm3oQxhTIHparpkOM0C8CNulMlSvBT67w/Ksq72RHpwtAsuVju7KMaZSd7ySOl7lkqJGOMai0dFZhppbr5k+w5okU7Wfu6R3vnEGkH+GpAVv8u+s2jrVu3oqOjw31cz9ROMXXp5JNPRm9vL44++mj87Gc/kxpA5EEzjDUEQRDDiUaOM3nRNMIdUTtKuuWmUyVB1YjCJSZdVhTnPH9L6twB+RpUuH0oaXKXM123030yUmuTCmVkk64EUYZpouVU02RVhTKVSVVcqpOnbYyQllRo82vZsv1JvCOSwi0GZjGIp0QLTikDzRXvAK9Y5xCVMgvATZv1443KU69v5/bbf+4XHoelycZF2wHJRLs040XT1EBNQCOj7RpBEtGuljdr3P5I6qiGEnHNFBfxHZVKXjQ6Ojo8EyoZ48ePh67r2L59u2f99u3bM9enE+nq6sLxxx+PTZs25XZMgiCIRhAwoBjBde5UxhmgfmNNGpomVZbIj5JCSqymy9toGdJg84LnmBI7dExNXYyKiWDLgsqESilNVhaFJ1mX1pTC20ZuShH1fuadJltvMwuVIvlpjpULlmmLzFkXq+AhGiMUXtFsEcwaWrjJ3PqjTuqsaWluyqyILGVWFOJkUXSJI+sEpMYUlijaeTeJKbIiTrSdmCIrE+2k+5rRYk1A2BmZ17RyGmhKESW4qUZIJo20k6EZ9nEanV4tZiaEps6G1H8cDrS2tmL27NlYt26du86yLKxbtw7z5s3L7Xn279+Pv/zlLzjiiCNyOyZBEERdEMZs1212hN2sy0q9xpo00CdZYwYzWhinoVUzPROxMFQj7cKcZQMIIUZiNJ5KKqyI2N6fIpvVUdY+RnWCCzVnWV7SwQz1J2UtLeCVqkmJ5M5GWNRdqGiXd5psnUwpRKKi7aIi5xplTJEoIiLqOApRd856glCBVVNlnTMW07kt3mEo8g6wI/NMyb05Wcqsnyihriypk+eIhH5CjSmkf6tHBIm/F79oJ6IitDQ8RbbOd76LHm0nS1FlBpfe7IlLZ1UR7URnYOc5xKg7f9Q2MwH4XMJT3wI3mZ2JkABbmE42LrKqcJ371ahlAsg4eCW8QbRixQosXrwYc+bMwdy5c7Fq1SocOHDAdf675JJLcOSRR7q1i8rlMv70pz+5f7/xxhvo6+vD2LFjcdxxxwEAvvjFL+K8887D0UcfjW3btmHlypXQdR0XXXRRttdGEARREPyRd0zXm6OGH7cAK+PolUKLqcVYs3//fk8k9+bNm9HX14fu7m5lM6RiX8ERmdE1K9TtLw9Sp8vmWOdO3O6KcYhwlk1ynqqRs6xfvMt1MpUmQkIi1oVF24WZUuQRbZdH5FxYNGbatNSkqVN5p9wShIdqlJ3zK3IFvOrf9tlKC42ajnOZzYKKMYXTb09RfVmtOyFNVoy2E+vahYl2qi+jnqJdU7o0NzDaTpUw8S7usxUFO3GdOD41pM5dCvy1HsOF7cZnTGTlM5/5DHbs2IHrr78e/f39OOWUU7B27Vq3iPhrr70GTRs692zbtg3vfe973ce33HILbrnlFnz4wx/GE088AQB4/fXXcdFFF+Htt9/GhAkTcPrpp+OZZ57BhAkT6vraCIIgiGJQi7Hm+eefxxlnnOG2WbFiBQBg8eLFuPfee5X6VfyrsiZlgDfhRXoBCKtzF7lPDQwqgIh6d36iDCoiUBLrfBOnPN1k40wpZKRxkk0bbRc4TgHOVqLoFvZ3YB+5bwtBpMNk3vpw1X85JOKdUO/OQYyyc6LuVMU7fyS3an07AN7C+1FRdypRchKhD6hvhJ1M+KkledwZT3SDqEaiHTMszzjjfxyH7EaKymfqSbON+Owc8S7qho1mcpghtVOLdGOmyDXtsrB8+XIsX75cus2ZIDmEmTyI3HfffXl1jSAIohBQemx28h5rPvKRj8S2iYNq3BGJiaxzJ7hIMKEdz1gbTyZ8cL12tc2kTqppXfRqNQHKK002QbRdGLWobVfLSIfG1ypq7PMTzQuzqhNyR8BzIvBM5ta+c2rehZU4CIuIA4LinGx9kpp3ltMvd4W8vp0nAi8i2k6saycKff7fNDO5dIkjrL7dcIhWUqYAkXaayk0z1WMpinaFo/q7iRLg/DXtNGnU3Qj7/hIEQRDEMKTxV2dEZlo1A+UihCMlxZcuKxJV5y5sXR7YwpJCpF1JByLq3nnq3KVFNdouYp+wdXlG20W5tiaJtksiwuYp6qlGzqU9JiCPuqtZZIZhAFoOB7aoQn8RYVWRzv7+cHBUSw9U02c5AKYJN00kte6iou6AcPFORlQpBr9wGFXfTvZ32Dox/U8m2KVFxZSiHqJ/bOR2ihINytF2DTajCNS3q64T01iTlC+IEu383xXnucNq6nn2tYbO35oFZPBvSY1KRJ1HwKNTOkEQBNFM5DGnGUbzmSZUe4haElYTL8qgInWdOx+qJhZ5i3a8xAADADQwU34lHGpQ4atzF5oum7P9tifaTjFltVbRdp59hcmOX7TLEm3XCF1aNKgImyhmFf2KlFZFNAfedFJbqnPFOwfBrMJJmfXH14u17mTiXRhOtJ2YJmuYmuexaWkBY4q4+nb++nVitJ27Xahr5xTcH3pfMqYfSE7PUaZFKiiVWhCpkVFFQ0U7w2iYGJhEtHPWyYRDANAM1hBxbqgf6uPnUBRqjaPsaEJFEARBEHWDhDsiFGU3WT8Z3WWj6tzlZlABwVk27uI2yqDCoVrnTiRT1F3WiY4sTbZKraLtkqTIZom2S0JUNGBaVMU2lag7px1BqOK4ytoMVbbj1XMaE9aKYp7/hkyUo2yYeBeXIusYUwSIqW/nT5MV8afIOus0V9DzOYcq6ADOjYC8IpDEtE5lAVGlZp3EfTyyH1lMj3IQ17hhxJdwEDEs6c0jFaJr0EXvG/UZiRF+GpjnOZjJAYVo78iapybzlg4Jc5aNuFZilvd34k+XddqI/dYMgGcUogmCIAiCaBwk3BGp0HQOK0mUXRiK6bKALXowyXWnpQ8FkzTMoEIF1ag7ycRHTJMNjbZTTJMd2pY82q4eKbJJ02BrJfqlIdZRNsyogsQ7QhG3xp39CGHiHao3TZJG3QHR4p2IimN5XH27MAFCs4Lnc6eunV+0SyrAqbTPGm0nPWbYWBJRdiEpuTqU541pKUWIhzrF+lJYld2DhWg7UbTz19GzFEREzRxKiw1EXNe4arQtYsek8AZ+MzXsEEEQBEEQdaPAV3hEMxGVLivdljBdNqzOHVC7iCWu62D+qAhdH4qUCKlzF+kuGyfexYh2SkSYUqhG24nrVFJc80qRleFPk62laUUaoqMrgttq7jJrWPnM1qxhaknY5LAKwDynBIl4p3E3NZUDbkRPWNSdaWnQNe/nHRVd50+TDcMKrWnnjbTzp8l6Xp2QIusV+eSinV9wyyPqdlgX9i9IeiwzrVCn8jAhT+m4iqKds84qaZmeb+i58hHy4urYyX43AcMKozZCNEEQBNE8sJYSeMJI/oZjWgDPOB8ZRvMZcpXNkUEenRZZqelsvWDIQuOg7i4bl4pYy7pgvMRCxKyQJ3UmKJJJh1R0C5vQKEx0QtOQco62c9fVOUW2aKKciCaJDJIhS/UjiLxwIu6cdDn7X+aNxrGYRyiLc5h1qKQMX5XtF1oT1RXrJBFVgjOmt5bfEKJDpiPaMYu7S/D5wreFEdY2lRFGDhHbXCWtNg15iXY1mgjIxLUkrrBJRDvZNmZwqSNrnJlKaH9CUlkDNzEVsxkC0XXCMYdqQcrfg1wwLPvmZaZl+EyoCIIgCKKWUMRdgxjgzffWp655F0dI9J1D0jp3aVAxqPCQ1WxCccIUGW0ni06IiLaTERdtJ91HMUU2j7p2jYi286Q/WflETQSeo9ZRd8SwhZmAVpbdvLDj65iOQNSdE3EX5TDrRN2JKbMyHJHOH73n1LeLNKaQiXVC1J34r/O3GG0XJtoNtRfcdGWplkLbsPOYX7STmhhIxCOvQBIxhojbamRGoUQD3WMBgJmm9GaR0r4xrq9RRhRR9QjF74w/6s7+Xqg7zcoeR5Kh9EiYkJineQtBEARBEI2FIu4KwgBvlaxTS5Es52C5WdKT3/XUfNFzzB9NJ0TdBbYBgYLMMoHEH6EXJXZwzb5I5rotCnHdnpwNPWawStV/q495iUXWY3NJWEBbjIxLnOoasl/WaDs3YjBjtF1YmyR17dK28ROM2Et8CADZheC4KDvZ8UOCUgkiEtesQTBtEM0bmMnsv4WoO26yRDVJwyLvUkXkWRIBzQz5V5I66yCKEE7qH7M4mDm0eJ9Dvt7dLkTipYnKS0Kg5EIEbpmFsCi2PMS+PIwocowCZArmHoHPNyTyLq1oJ64Li8gT07JVHVvFqNi0SKNTIy7ZAunm1e811bsjCIIYPjjjsCf9tZE3BIma03xhX0TTE+cum6TOnbPedofNsZPi8f0GFbI6d04EnsRdFkA2h1kZdYy2U0mRTVrXTiVFNgc9uqaoustGHqMWkXeGAWg53JOxaPAvImEppADAtGqdOx12BI8TdafZE3fLDJpUOGJcSbc8te78kXcy0S6qvh0gN6aQ1bcT/xXT/fy17Rx3TEeI8Igyvvck4AaK5DcHVKKUwkSexKZG9bjYrneUnWEOjUumGTkepSEubVZFtPNHaYqRdswMRvbJnGWZiZrcBg9zW45zlBUf5+WcTBAEQRB1xzCzD2TW8LlrVfCpcXMywIfPFyRpemyUSUUkknRZUahriDlFVcQSoyV4SQdTdACMNKmI2zcq2i6Fk6xKtF2cIUU969rJRLsi1L/TzPAUX7+QF/fYXc8p+o5Qx+sqG9wGsGphfG6LZbr9b5hJhR4RbR0WYSfuH9YmzJgi2F95BJ7HYdYMF+3Cbtg46/MQ8KKeRyRK6PMIeWK0Wsx4kktkW4PTYv0ww4otyeAIaI5hhLhO6TliRLuwiDtHvNNQNaowODQwyLxaZKmwedzQCcONpg3d7n889Fo1E+C517jL4SYR3SAiCILIHV4xwIrsMk+kglJl68AAb65Zud9dUETzTfL86bIBckiXlVFTcwpdU3NCTeqap5gymyq1NmW0XdoUWZFa17WTHUf1WFGoRmgmmSjFHmv4aPpEg9ArvhRZn8jl/MssAKadLuvcTIlKl3Wi5/y161QwfTd3khhTyNJkncdh6YiOEOH8hpnBA4uD2E7cP47QlE0jXPgpHKVS4US7KJTqyyodJ5loJz6vSqpu1uh+f9Rp+uMgcBxb6Bauu8hNliAIgiCGBSTc1ZDBrPbFw5g4d1lxe5I6d3b7dHXueIlFGi94otVEwcuNZgu6y/rr0rGWllBhLmxbLaPthtpkT5FNI9rlGUWXp5ibVmBTqm1H4h2RAWYJrqs+8U6MxhMdZsV/LTNoHpGkdp0j7PnTZKOMKewdnfRDeP4V/9as4DZ/tJ0j2gEIiHQiMgHPsz2mNp5InFATakzhT5eNMabIrb5dAwW7xFHmCVOK4wTTOOHN/1k5n5dMNPSnQUeJYBH3O1MR5b6s8vyakF2kmdXfQzOIzQRBEARBSGmeW7FEYdF07k2L8qfLCoW8kqbSqjrKunXukP0utrQf/jp3GVGOvlOZfEVE23HJNtVoO3ddHUW7ekXbZSEqXVaVWqZTEcMbR6TTTcD0rXfOj0xjdq1Qy1lnp8zy6r+APF3WMLVArTuRxNF4EmMK/2vx/+2KeEJtuzDRzm4vFyPcOmWCA6ksfTbqGIH+xtRUk+6jkuoaInYlSpNtgFDHTRPMGUcqBiCm5RjGUJ/Ev01LXqNVQExZ9afLittl+4k4wluYaBfc3wLXNU9KtbuPrK6dLj+X1+P8HiWAe9sJ6bI5XsMQBEEQxcIzJsu2h90ULDKWBXuGn/UYwwOKuKszA8LVnN81dsBSE3MGi161XxE3ks73b1i6rOxC2ImuqxW8pAUELo8YFjZZioi6UyWwX4pou6FtVbEuwpAiLkU2rYNs3qJdI0hWVyj6cdz6zJhWfkuN2LVrFy6++GJ0dHSgq6sLS5cuxf79+0Pbb9myBYwx6fLAAw8AAH7/+9/joosuwpQpUzBq1CjMnDkT3//+92v2GhoFMwGtXP1XEnkHDD0GEKgdquouqyLSRUXqqRhT2OuCfzvbnWg7P070kOgC6ixDxxra7hfckqQ6ytrK3Ec9olCUQJKgvp0STZYOK5LEbTe4Lw8sIlEilRtlZ1ieRdzmRxNE5DxRudEYGFNiHGWZ6f8+1ibSjhtGLgtBEARBEPE059XeCGJQUcxLS0m3Yp0B/agYVqQ2qRAQ3WVlTrNh0Xd5YAtXVvCCt6TJU3v87rI+khpVRIp2/uf1ExFt5yAzpBjaJk+RdYhykK2HaKca7RaZ9iyhtkXFQ4wpRmjk3cUXX4w333wTjz76KCqVCpYsWYLLLrsMa9askbafMmUK3nzzTc+6O++8EzfffDPOOeccAMDGjRsxceJE/OQnP8GUKVPw9NNP47LLLoOu61i+fHnNX1O98KbD2nffTCfSzgSYPhRl55pUAAF3Wd2nSPldZIFw8S7pmOHpv0y8kwh5YdF2YsqfTJxx1vkNDcTIO0AtcjYvp3KVaO3YNFk/GcW6qLvyQE6mGAmIM6zwR91FEVXXThTtovrgCl8J3mb79yb8nfKcLxPmmC/VXPw79OaQxQXB0crfnIIgCIIgiLpBwl3ODCdHWQcVoc6fLhsgLl1W4iobBtcBmIh14hTTZwEGgHtzy3xYOrPbCs6FnuP502V13Rs94UfXPFFLquJdbIRejtF2DmldZGsl2oURNtGuhfgVNcHyT/pVHGSjJnIjiZdeeglr167Fc889hzlz5gAAbr/9dpx77rm45ZZbMHny5MA+uq6jp6fHs+6hhx7Cpz/9aYwdOxYA8NnPftaz/ZhjjsH69evxH//xH8NKuNPL3D7fgkErA1YrwASxwE6VFQQEC3bdOV1wmYW9zhSC7v3psqr4jSkAuaOsXIwY+lsTogQ1SWqjTLSLSpOVuZE6N2LiUmelUXZhtfSy1rdTTZMV26UQ7eKEOln7XMQ7wxy6wWSakaZJ0n4IabEq4l0i0c7/GQljvHMDSzMsmNU+M5ODa9X0WZ1BMzlMjWW+AcMs7+91qP8s0C70GGb4WEK17QiCIIhmhBsGOEt/sxgAOB8+kd2UKkvUDKmLrI+ASYUkXVb1gtg1oNDC94kyqIg+tkK6rN+kAghEysWJctLtYSmyOUXbyVJkk9a1ixPtuM4SRdoVJUVWJI/aieGREdmPXSv27t3rWQYHBzMdb/369ejq6nJFOwCYP38+NE3Ds88+q3SMjRs3oq+vD0uXLo1st2fPHnR3d2fqb9FwUuE0kw/97YtYc6LyvNE51ejljJHQMkRjiribPE4fxb89j4U0WfuxPA1SFGX8qZL+FFpxHSBPnRWXQH8N+bHjX2cNVPkEoh3TdXdJg8p+HnEvQf2csCjEIbOI5GJTJtEubF3Kvtj7+R8HBW33sRBJm+g5AqYU3DWmYCb31IIkAY8gCGJ4Ue/oeKKxkHBXJypxVqhNhiaJyNDihDohRE5F1AOCwl6j6tzlCSuVgm6zknUAYot4AxDcbCVvgi/aTmZI4ZCkrl1S0c6PVUpe066e0XYqBF0qox/XC27mU3eIm/YkfMqUKejs7HSXm266KVP/+vv7MXHiRM+6UqmE7u5u9Pf3Kx3jrrvuwsyZM3HaaaeFtnn66adx//3347LLLsvU36Lhpow64p0TZRcSccNMplznzqlZF5UK62xTcaINc5T1/x22TeaK6Yh2cY6w0tp4Nar7lbW+nT9NNjTaTkG0yyrWyY6XlFo6y/prGYatk+EX7ZhpehZnGzNst1nZ9yXKWbaeJBlfhsTrAt8hIgiCIHKlKc0oiEgoVbZGDHL7AmmAR1/kDfCS73Fta9oVmph0WX+dO87gurrVAqU6d066rL+2nfjYlzLrEJsS6xfSZNF2kmO40XaRqbHBaDt3WzXarpainbRPKUS7MJLWt6sVjXIczJOtW7eio6PDfdzW1iZtd8011+Db3/525LFeeumlzP05dOgQ1qxZg+uuuy60zQsvvIDzzz8fK1euxNlnn535OYuEE0mjgdm17ZyoOx3ggkkF0+C6yzpE1bkzTc1Nl82FEEdZfz07/2N/mqzfFdMrzgX767iChrmSiqmX/rp30v5GRNuFRjCJkV9+QUkhTVZKXLR2TkJdGkKd7MKcZRMic5GNNp+QR9vZ/RgS7YL7mYGbW8zk0itlzYT7+/OUSZA8dggz3sqKmGbu72OUkJ0ZwwAypjBhGKUwEQRBNApeMcBaso+3RLGhT7UB+MW6OCoJZ/nlpCpHDQnUsxNq3TkEjCeqAh7Xhi56/UYUtTKmSFLnjpd0ML8roGNS4SdEvAtFRbTztI+IpPNF20UZUsSZURRNtMtbAIurVSfWIgLia91FrQOaQ8Dr6OjwCHdhXH311bj00ksj2xxzzDHo6enBW2+95VlvGAZ27doVqGMn48EHH8TBgwdxySWXSLf/6U9/wllnnYXLLrsMX/nKV2KP12wwi0Mvc5itdjSdBqfuVnUOLbn3E1XnDpq8rl3YusT4HGWd/oho/sdCmiwgF8+YaQVEMV7SBJFGUxbv7H19qYsJI/Iio5n822RjRFS0XcQFeD0Eu9zq3TmYljvGiWKZ36BCJtjF9jUQhRk0o3BEO/n3xwQH7Kq4vjp3jlgnf17kmsMiM6PwPJdkm+goK16/2GK3RRF3BEEQRHNBN4g8kHCXI4PcRGudso8Hk1T0T4GuWR5HQZlBhXxdjEmFQFrn2TDRzhFBhgwp/I9tgwr7MYMF7vkXiJ6scV2X1ywKM6nwR+GpindRol3Men+0nYohRVxdO9m6pKJdGsFOdlzvvpG7Zm5fD5ot+i6KCRMmYMKECbHt5s2bh927d2Pjxo2YPXs2AOCxxx6DZVno7e2N3f+uu+7Cxz/+celzvfjiizjzzDOxePFifPOb30z+IpoAvczBNA7NYOB6UEgQ3WWdiXzUd8y0NOiCciZzlw3dN0TIUzmvy1JlRUHPkyYrRNvZba1grTLPTRVHwAsX7wL9iRHqwqLtwtJkA2NFiPAVmVYaE5GXSLRribhmyDOdpmIEn0s0qFCAmVagdIOKiCerc+jtR0gkZFVIDAqHlrS8hGaEC3i1JlM91BzTwwmCIIgmxT8/JZoGqnE3TCibxdVgE5lU+P8Vt/n+HlpX6xp3LCiAySZ/fpMKcZ2DroXXrYva5h4vX0MK1bp29RbtLD29aFfvNNm4Wndh61S2DUdmzpyJhQsXYtmyZdiwYQN+85vfYPny5bjwwgtdR9k33ngDM2bMwIYNGzz7btq0CU899RT+7u/+LnDcF154AWeccQbOPvtsrFixAv39/ejv78eOHTvq8rrqhVvjznLqvMFjUhHtPJnMoMIwNc+Sve++qDZJXT4nYsj+O1hc3xXtnMXt7NBjr4DmFdhi01yl/U4geKRJkw2LtgOkN2hia9i1lIJLFArt4kRCf99DBckMkXtRn4NMtPNE24l17ZzPxbSGbqYJbUXRNbpmYtrX4fyreJPTZAGzmbg+OL8dN708QR1BgiAIYvjB4q4FiMJDn2ABGOCt3sdWc9e5i426E9Jl46LuotJlAfswrEY3kW0BSEy9qq6PS5cFvCmzsjsbKqYTzr7iMWXrA/vIDSkio+9i6tq57SJEuySusVHEZXrnKdL6U11lxKXLquwTtk7clhe8UgFn2cVLzis59EbOT3/6UyxfvhxnnXUWNE3Dpz71Kdx2223u9kqlgldeeQUHDx707Hf33XfjqKOOktate/DBB7Fjxw785Cc/wU9+8hN3/dFHH40tW7bU7LXUG2dCznS4UXfc5B7B2hXExKHEZICWz8kyypjCkjhn+uvY+ZEKeBZ3RXHNL4aF1Cnjum5vE8/RQs274PMmi+Ly11WLqrXnEpEmmybaLlRAy+uCvKWUbwReBJ4It+rnFmjj+4xkn1mkoBcWBekKdtV1uu5J4Y3sT8zNoXpEUsucmUVHWfk++d4l4qYJnnHw4nyE3bkiCIIgiJSQcFcDHGMKPwMZruSKKubJ0mVlpE2LDcN5K+OuGYPps3a6LKSptszTVpY6FZsum2f4sYpo54+2U3DAjUqRdZDVtUsi2tXKgCLuJ9QoUwoVARAYXqmxWeju7saaNWtCt0+bNg1cYuxz44034sYbb5Tuc8MNN+CGG27Iq4uFRTMssBKHZrJqfdCqQNaCQJ07+7Fd/45XRTvHoMIyGbQcvotpIvHCztuO8OBtK0bceUUYWRSRKN7Z7YbSLsPq3dn7yYU9ef8l0VdJ0mQlY4QnYi3ERbbmop3/eAkFPKlJRUKDCkfMk6XLum0UIu9khhTO8QOinfO3I9453w3DcoXfqKtl57yuWfmk0KpG4sUfZyhK1XHLJQiCIIhmgW4QeaFU2RriOMpWePAirF7usWKdunqixaXHSsLksqTL2uuHFkuPjoqydHuiZpWq/6qIRirpsp7tPrFN1eFHtW0KQwqVFNkwMwqRpKId11moaBeXFmvvXz/BS2V8UKkzFJ7ClKw/BCHi1nszePXv6vqYqDYVwmrWqaJyE8chqo+Oc+5QW8ekoipAOKKdaXnSHT1pjj6hIixlVtzuX7x9kv/oIwUiEZ9Y50bb+cWxJDd+VNJgcyTUOdaPiuBXA6OEgDGFiphqGEOLYFrhGliIYrHEJKWWZBkrRAHcn/5LEARBEAClzzYbJNwVlHoJeyJ+B0E/Wsj28PW+i+gQwS2uBl5cWiJnNa5xp2sBAUsU8dxoN2dSE+UAGyfIybbHpMgmMaQI7CtJkR06rryuXRrRToaKYGfvH98GqG20ncoESlbPn8Q7Im+0sukKS24qqcRlUvods3y/1xChLSoVVoZpabZDbQTSFFkr6Cjr2V6t0WXv76tRJkZNmWZ4jTIj3E0zTIyLahdV88zpn4uKmyxCatv5j+sXzaLq0ZVKiZZQ4i7oHdEuRGz0pAKHvHYgPoUzqUgW9nkPib2CaBfTNwfV70o9cGvkhXTJ7yjrQq6yBEEQIwYS5YYf9InmTFiabBxpUmFr7Sxbc4Rad6r469yFOczmAS8xwPBeBNvPKaTLljRvgXQVxIlSXOqQaoqshLhou6i6dklFu6SCnQpJxNhGpMiq1LoDwtNjne9t7qKzYQIsh3TtYRRaPpxgpuVG3VltWvX8xKCZHFYLg2bZ6f6A/R11JvfMKm6atmiwITcBqK7zmAoI4kupJNQqc1JgTXDAExntpMqKddKinGad7bH990fveRxLzVhTCuk24XyvItpFCnAxOPtKa+4lrHknTZfNgbh6hKHiXli0mWF4BTu/eOeM7bI6d9XfXB6wasp7WvzCd1hNRmZYgJXzOT2PsYbGGYIgCIJQgiLu6swAT39xXWShLq+oO9V0WftxdJ+cdFlP+qxuizxDj73pslxn4CUmNWYA/JF2KaPuRDKIdt620YYUYSmvIrUW7ZKkxOYt2tVLsJBF3QHR4rKsMD9BhGJwV7xz0mWHosDsJv5IHJXvVx6usSJuTVPRrELxHodjTOFJlxVTZB38EV/VyDtZLa8oA4kwcS7cjCK6jprdFzVTCu6P/vL3O0a0i42aS0CmY/n7XwkRKwFPbTnv5+l/v9W+MN606qCzsPtYFHzFvkki72Rp1jK00MhLpa5L9ksuCIrCt7vOEL6jBYoWJAiCIBpHs0Xh8YoJXjEyLsNnkkXCXQOJE/EGC2pIkSuKlrD+yCbZHWpR9MlbqJGly7qERWuoineB/XQl0S6JIYW7T0i0XZyDrKpoJ6tlV8sadrWKtAtzvgysk8yH0oh3BKGKKF55BYsEBxHSWuNSXBuN35TCFV+ciCl3CQpfzDRja905aIYVWPz9kPYvrSlFlLAVJp4JF9zKIptTMzVBndXAcVsiov9qQJiJQmQ0powwwcr97kg+g7zMpYqGaQ3f10YQBEEkRhzP6zG2E9kh4S5HxDRZvzGFiqNs1rp25YR1idIQFlnn2cY5xu8/iIn7DkCzLOWoO4dA1F1gu2RdjnPPFmZhUmsZh+kGeIlJxSEuOcEFou6AoHgXJ+Ap1sSTpcjKou00DRg/vhXdh5UiU2SHjhF0kE0i2vmJ+kpGiawtsNCDQ+hEObifxtylqCQV77qb6wYY0UCGDBrElDhhu6TeXZFQjboLIApwVeFltHkI4/k+tJqDQ0JMgqi7NAYDSq6lnn7LTSkYOLpHGTh8LA9NuvRcSPtEOyl+kU5aM1WhTdRzhNA1rh0Tuluh68xTsy+QfptRPIoyEJFF20XXz+PobhlEd8sgGMRacCERgQg/t9cLJfOkQGSovVN7iSLvCIIghj05ReETxYM+2RzpGvhnaKMfRkV/uWbPUeR0WXCOj72wCX/z3Is4+p19AICdY0bhZ+99N35yygkwJU6mIkznQ+lVIjp30624zj2pJI7ok8cktVM3sGTSdiwctwujNPuCt2/PaPw/r03AC7tHDz1nSXMv5sW/vX3Why7+SyVf7SJFgdV/4k2QIqu36fj0WRNx/ofGo2usLQhv6R/A//v4Dqz7wx7PIfwpsklFuzSCXRhjUcFSfTM+rm3DmOqH+gerE3eZ0/EMGx++YwR5Rl/K6tWp1rqTHeOsLuCyIxiOYhq6c+qjVTFgseyipsUpOqOI3Pa9M7D2se345W+22ZFhpoaREJztYpo4trQbnzjszzix/R0wBpS5hqcP9uChQ+/CboyV7sYMyz1PxtVLC+ybVOCTpclWxwCNcXzsPRV84n0WJhxmb+7freE/NnD8vI/LL7jjRLusF+nO/j5RjZVKQ8KbrNZdqYQPfKAHF/7NCTju3fYZbN/eMn7+X3/B/ff9GYNxOpFpeWsSSsY4ZlpSF/QkeNJkq6mxC6fsxifetQeTx9rjzI6DGv5zUyf++/XxaAZ5K8k1z9QJOv7mg2NwwjFdGL84vz7kMdbQOEMQBFFjtOoYagmjm39uSjQFTRNx981vfhOnnXYaRo8eja6uLqV9OOe4/vrrccQRR2DUqFGYP38+Xn31VU+bXbt24eKLL0ZHRwe6urqwdOlS7N+/P1Uf2/gJOHzwRrSZsyPbiZF1A7w1sm0lRnUohwh5ZTO7WqFH2f1J+Mcn+/Avv3oGU6qiHQAcfuAQ/uF/+vCtXzwJTThheKLuckyXHdom1LVTqHPX0VbB6umb8PHut13RDgBO6jiIm0/8Kz5w+N5AuqxnkuEKaCHve9KJVYRoF5ciq2vA15ZNx98u7HFFOwCYOrEN1140BZecNTGQIiuLvksj2oWlxaqkMI+BgTtLG/Fpbasr2gHACWwPVpX6cC7bFr5zBvJIbU2SMusc+28mAquO0/Du0eHtiPrSDONMz6TRuOrvT8Y/XDwjsC1NNBurnu9EV/GWhGFFuma5x8mKZsCt36cZTi2/ob6dWNqBfx63Ae+pinYA0MosfHD0Ntwwbj26rX2eqDsnXTaMOFHOm47sjbZLlCYLgBsVXHVmBcs+ZOFwQV+c2An849kalp/NgGrklxttFyXaJUh/VUI1lbbat0X/97vwla9/ENOP63K3HdbRigsumoFvfvt0tPq/kArurbWH4+9P2okr3rsLPWOG+nP4KAtLT3oHK07e5kbfxbndNgPvGs/wvWXj8P4TRkErcJR6Eu644w5MmzYN7e3t6O3txYYNGyLbP/DAA5gxYwba29tx0kkn4Re/+IVnu8o5PG+aYawhCKJ5cWvZacJcsfp3M9W546aZy5KGIo41TSPclctlXHDBBbj88suV9/nOd76D2267DatXr8azzz6LMWPGYMGCBRgYGHDbXHzxxXjxxRfx6KOP4pFHHsFTTz2Fyy67LFUfGTQADJ2DVwEpTSjSuMvWG1m67Iw338bFz71kbxfWs+rjD/3v61jw6ubYY4eaVPgIS5dNWytt2bh+TGwpwx+E4Ty++vg30SYImWEmFfZjScosoD7BUhHtPM/njbb7vz4wAe9792GBi3Tn8SXzJ+LoiW2RZhRpRbtA3xQ/D64xXFragqPZgdDP4FrtJRyGSvzBfM+fN0kEvTD9o6cV+NIU+4XpOUTHEfnQDOOM8zv+xIJpOOHYzlTHyIoo7JVCyifElUSQES12m9BNA5eN7YMGLj1PdGgVXDj2z5HP4YpuEkEu2FbhNcSlyQpi1dxpFs58twXGAPH0rFXPAeecomHWFAXRLjQNVk+2yPAd1/O8Qn8mThqNZf8wCwCg+yLidJ1hxsxunHf+sfLniMIIiqIqBIwsQvY/sfsQPjZ9LwD/ZwAwBnz4qAN4/8R90n2T0CgHZ80XQPGFj45GS8n+TIYD999/P1asWIGVK1fit7/9LWbNmoUFCxbgrbfekrZ/+umncdFFF2Hp0qX43e9+h0WLFmHRokV44YUX3DYq5/C8aYaxhiCIYYjWNNJPQynqWNM0n95Xv/pVfOELX8BJJ52k1J5zjlWrVuErX/kKzj//fJx88sn48Y9/jG3btuHhhx8GALz00ktYu3Yt/u3f/g29vb04/fTTcfvtt+O+++7Dtm3ponsYNOjowBiz161v55DFUbboLPr9qzAiBAiTAZ/6vXdClSjqLsJd1l6n1k8Zo5iJhYe9gzDvCY0Bo3ULHxxvX+zHRd15kIl3cfWJQvb3iHYRLrIf/+B48Kh63SbHx+aMC6xPK9rJouziBDuxTh3XGHRY+AR7PTAZd2AMKIFjIXsz/KCB16PcNBfCop1kYsQnJ3gqKhEFoVnGGQAwDAsf/eCR6XYOiY7TJSJcSbfcJfawsjYpBLwwZpW2o1MrIyxwSGccc9r6cRgbTHxsrzuvrH6aYrRdmHMpgI+eYAayaD3NTODcWZK++UU7kTghLoqwfaPEuyoLzpkOHjXQAPjY+ccMPYhwls2TOMFv4dTdkSarpgWcO+WdnHsVTlTmQBaYyfHuSRqmT9ShD5NIOwC49dZbsWzZMixZsgTvec97sHr1aowePRp33323tP33v/99LFy4EF/60pcwc+ZMfP3rX8f73vc+/OAHPwCgdg6vBc001hAE0aQoinTNFIFXL4o61gzbT2rz5s3o7+/H/Pnz3XWdnZ3o7e3F+vXrceGFF2L9+vXo6urCnDlz3Dbz58+Hpml49tln8YlPfEJ67MHBQQwODk0M9uyxa4bt3X8AAMBh4pA+EfurhYBtYwrLNa8Y4GZVxDMxyM1qlJ2JQTAMVB3+BjnDoMVQ4VbVXbaCQYtj0OJVE4oyypaFSvWYFdNCpaqeGJYGo5oqa1padV31sbNeyDs1Tfnf9v7yCz7uazfpzbdxKCZX/vDtu4DBQ7DEGnXi8atCp1Pnzq1lJ/zriCPMYmDmUBtmAjBt/Y9ZqG6r1hMzhXVW9bEJMIuDmcA4bQCDlUFETfUqFjC+tA8V3g5mWmAGFyI3LIAJdXSA6mNhYmL5Jimyc2mgjQ6YQ+8pZ0KKrOmsqwp3GPq3Y7SJ/QcPRbwa4PCxJozKgC1CVqpCXLXrTkazZ10JcIPdNOY+v6XD/dvtp2Sduy1kAtGFQVilAeyN6HOFM0zku2FaEyNfm6cfikTW5AsZ98KOH9ZefI6JYNh7cCjabu8h+25L3ERYBQMV5KEKGgmjG0cijRxnAGBiF4NRGYChazDLDCYYTM0+ZVqW/S83AcvksEwObnDwqskD0zi0VhNmhQOaZd9IqQpvWlVt1jUL4lndGU/sv3V3vDBNZm+zGKyybp/XLQaU7XWswoDqYpl2VBAvA7wC+/xTXWBy8AqHVrGqfTWrdfwMMNNAF97BbsOCHnOjp4vvxjumDkADZxo4dFv9N2GXPKj+SLnM1ShkGAsId8653uSucMfM6hhgCY6llgVYBrhhYNyYARyI+Vkd3gEY3LLFM6tsi2ZW1aRH/BuwxwIrpxo1GrxRaho8Yht3nke313f3tGDfwUNutKCMUWMYLFYBt4TBxdKEsW7oMwJgf04AnBxoZ1yDgdg6d6qfS3fbARw0oj+Eca37YJiD9nfHNGEZJViaBlPXwTmDyezFAoPZysC5PVRyzX4argEWd8pyVMcEt2yHk1VQfV8lIjqzhOsa2Nc5zIL9/TWq1zXl6s0i8fdT5mDV3w8MCxPGMOw9OPT55DnOAPmMNc44s3evd/Rva2tDW1ubZ125XMbGjRtx7bXXuus0TcP8+fOxfv166fHXr1+PFStWeNYtWLDAnSipnMOLQK3GmrBxxuA0/hNEs8CqWgDjFhjXAW6BWRbcyaZ4c84w7bFYBzi3J8XcNMG5veSBc/4oypwmyTgDFHusGbbCXX9/PwBg0qRJnvWTJk1yt/X392PiRK8IUCqV0N3d7baRcdNNN+GrX/1qYP3UD52XtdtNi/Irf/bFWnYjFb8D8HCjO5EjkxY0ugfpOLzRHagjnw5Z//bbb6OzM136Y2trK3p6evA//Y+k75iPnp4etLZG1+EcydA4U1/WAfiyUsvodNlG8e4fNroH+bHuup82ugupeF98xY4qa2vZjbrwPwC+em9wfZZxBsh/rBk7diymTJniWbdy5UrccMMNnnU7d+6EaZrS8+3LL8tN4fr7+2PPz866sDZFoFZjTdg48z94JJcbgARB1AHD929BKNKcRnWcAYo91jRUuLvmmmvw7W9/O7LNSy+9hBkzgkW4G8m1117rUVV3796No48+Gq+99lqmi6Hhwt69ezFlyhRs3boVHR0dje5Ow6H3Iwi9J1727NmDqVOnors7vbdse3s7Nm/ejHK5HN9YkdbWVrS3t+d2vEZA48zwhM4hQeg98ULvh5c8xhkg/7GGcw7mi9yURUEUnWYca2iciYfOI17o/fBC70eQIs5phss401Dh7uqrr8all14a2eaYY46J3B5GT08PAGD79u044ogj3PXbt2/HKaec4rbxFxk0DAO7du1y95cRFlrZ2dlJP1qBjo4Oej8E6P0IQu+JFy1j0dj29vamF9ryhsaZ4Q2dQ4LQe+KF3g8vWccZoDFjzfjx46HrOrZv3+5Zv3379tBzaU9PT2R7lXO4Ks041tA4ow6dR7zQ++GF3o8gzTqnKfJY01BzigkTJmDGjBmRS9o0renTp6Onpwfr1q1z1+3duxfPPvss5s2bBwCYN28edu/ejY0bN7ptHnvsMViWhd7e3mwvjiAIgmg4NM4QBEE0P62trZg9e7bnfGtZFtatW+eeb/3MmzfP0x4AHn30Ube9yjlcFRprCIIgmp8ijzVN4yr72muvoa+vD6+99hpM00RfXx/6+vqwf/9+t82MGTPw0EMPAQAYY7jqqqvwjW98A//1X/+FP/7xj7jkkkswefJkLFq0CAAwc+ZMLFy4EMuWLcOGDRvwm9/8BsuXL8eFF16IyZMnN+JlEgRBEA2CxhmCIIjismLFCvzrv/4r/v3f/x0vvfQSLr/8chw4cABLliwBAFxyySWeguKf//znsXbtWnz3u9/Fyy+/jBtuuAHPP/88li9fDkDtHF4LaKwhCIIoLoUda3iTsHjxYg67VKpnefzxx902APg999zjPrYsi1933XV80qRJvK2tjZ911ln8lVde8Rz37bff5hdddBEfO3Ys7+jo4EuWLOH79u1L1LeBgQG+cuVKPjAwkOUlDhvo/fBC70cQek+80PtRDGicaR7o/QhC74kXej+8DJf34/bbb+dTp07lra2tfO7cufyZZ55xt334wx/mixcv9rT/2c9+xo8//nje2trKTzjhBP7zn//cs13lHJ43RR1rhst3JE/oPfFC74cXej+CDJf3pIhjDeM8J194giAIgiAIgiAIgiAIgiByo2lSZQmCIAiCIAiCIAiCIAhiJEHCHUEQBEEQBEEQBEEQBEEUEBLuCIIgCIIgCIIgCIIgCKKAkHBHEARBEARBEARBEARBEAWEhLsc2bJlC5YuXYrp06dj1KhROPbYY7Fy5UqUy+VGd61hfPOb38Rpp52G0aNHo6urq9HdaQh33HEHpk2bhvb2dvT29mLDhg2N7lLDeOqpp3Deeedh8uTJYIzh4YcfbnSXGspNN92EU089FYcddhgmTpyIRYsW4ZVXXml0t4gCQ+OMnJE+1tA4MwSNM15onCHSQGNNkJE+zgA01ojQWDMEjTP1gYS7HHn55ZdhWRZ+9KMf4cUXX8T3vvc9rF69Gv/8z//c6K41jHK5jAsuuACXX355o7vSEO6//36sWLECK1euxG9/+1vMmjULCxYswFtvvdXorjWEAwcOYNasWbjjjjsa3ZVC8OSTT+KKK67AM888g0cffRSVSgVnn302Dhw40OiuEQWFxhk5I3msoXHGC40zXmicIdJAY02QkTzOADTW+KGxZggaZ+oD45zzRndiOHPzzTfjhz/8If73f/+30V1pKPfeey+uuuoq7N69u9FdqSu9vb049dRT8YMf/AAAYFkWpkyZgiuvvBLXXHNNg3vXWBhjeOihh7Bo0aJGd6Uw7NixAxMnTsSTTz6JD33oQ43uDtEk0DgzxEgca2icCYfGmSA0zhBpobHGZiSOMwCNNVHQWOOFxpnaQBF3NWbPnj3o7u5udDeIBlAul7Fx40bMnz/fXadpGubPn4/169c3sGdEUdmzZw8A0DmDSASNMyMXGmeIpNA4Q6SFxpqRC401RBJonKkNJNzVkE2bNuH222/H3//93ze6K0QD2LlzJ0zTxKRJkzzrJ02ahP7+/gb1iigqlmXhqquuwgc+8AGceOKJje4O0STQODOyoXGGSAKNM0RaaKwZ2dBYQ6hC40ztIOFOgWuuuQaMscjl5Zdf9uzzxhtvYOHChbjggguwbNmyBvW8NqR5PwiCiOaKK67ACy+8gPvuu6/RXSEaAI0zQWisIYh8oXGGoLHGC40zBJEvNM7UjlKjO9AMXH311bj00ksj2xxzzDHu39u2bcMZZ5yB0047DXfeeWeNe1d/kr4fI5Xx48dD13Vs377ds3779u3o6elpUK+IIrJ8+XI88sgjeOqpp3DUUUc1ujtEA6BxJgiNNfHQOEOoQuMMAdBY44fGGTVorCFUoHGmtpBwp8CECRMwYcIEpbZvvPEGzjjjDMyePRv33HMPNG34BTUmeT9GMq2trZg9ezbWrVvnFiu1LAvr1q3D8uXLG9s5ohBwznHllVfioYcewhNPPIHp06c3uktEg6BxJgiNNfHQOEPEQeMMIUJjjRcaZ9SgsYaIgsaZ+kDCXY688cYb+MhHPoKjjz4at9xyC3bs2OFuG6l3I1577TXs2rULr732GkzTRF9fHwDguOOOw9ixYxvbuTqwYsUKLF68GHPmzMHcuXOxatUqHDhwAEuWLGl01xrC/v37sWnTJvfx5s2b0dfXh+7ubkydOrWBPWsMV1xxBdasWYP//M//xGGHHebWCens7MSoUaMa3DuiiNA4I2ckjzU0znihccYLjTNEGmisCTKSxxmAxho/NNYMQeNMneBEbtxzzz0cgHQZqSxevFj6fjz++OON7lrduP322/nUqVN5a2srnzt3Ln/mmWca3aWG8fjjj0u/D4sXL2501xpC2PninnvuaXTXiIJC44yckT7W0DgzBI0zXmicIdJAY02QkT7OcE5jjQiNNUPQOFMfGOecZxX/CIIgCIIgCIIgCIIgCILIl+FXrIAgCIIgCIIgCIIgCIIghgEk3BEEQRAEQRAEQRAEQRBEASHhjiAIgiAIgiAIgiAIgiAKCAl3BEEQBEEQBEEQBEEQBFFASLgjCIIgCIIgCIIgCIIgiAJCwh1BEARBEARBEARBEARBFBAS7giCIAiCIAiCIAiCIAiigJBwRxAEQRAEQRAEQRAEQRAFhIQ7giAIgiAIgiAIgiAIgiggJNwRBEEQBEEUHNM0cdppp+GTn/ykZ/2ePXswZcoU/Mu//AsA4HOf+xxmz56NtrY2nHLKKQ3oKUEQBNGM0DhDEMWFhDuCIAiCIIiCo+s67r33XqxduxY//elP3fVXXnkluru7sXLlSnfdZz/7WXzmM59pRDcJgiCIJoXGGYIoLqVGd4AgCIIgCIKI5/jjj8e3vvUtXHnllTjzzDOxYcMG3HfffXjuuefQ2toKALjtttsAADt27MAf/vCHRnaXIAiCaDJonCGIYkLCHUEQBEEQRJNw5ZVX4qGHHsLf/u3f4o9//COuv/56zJo1q9HdIgiCIIYJNM4QRPEg4Y4gCIIgCKJJYIzhhz/8IWbOnImTTjoJ11xzTaO7RBAEQQwjaJwhiOJBNe4IgiAIgiCaiLvvvhujR4/G5s2b8frrrze6OwRBEMQwg8YZgigWJNwRBEEQBEE0CU8//TS+973v4ZFHHsHcuXOxdOlScM4b3S2CIAhimEDjDEEUDxLuCIIgCIIgmoCDBw/i0ksvxeWXX44zzjgDd911FzZs2IDVq1c3umsEQRDEMIDGGYIoJiTcEQRBEARBNAHXXnstOOf41re+BQCYNm0abrnlFnz5y1/Gli1bAACbNm1CX18f+vv7cejQIfT19aGvrw/lcrmBPScIgiCaARpnCKKYME5xrwRBEARBEIXmySefxFlnnYUnnngCp59+umfbggULYBgGfv3rX+OMM87Ak08+Gdh/8+bNmDZtWp16SxAEQTQbNM4QRHEh4Y4gCIIgCIIgCIIgCIIgCgilyhIEQRAEQRAEQRAEQRBEASHhjiAIgiAIgiAIgiAIgiAKCAl3BEEQBEEQBEEQBEEQBFFASLgjCIIgCIIgCIIgCIIgiAJCwh1BEARBEARBEARBEARBFBAS7giCIAiCIAiCIAiCIAiigJBwRxAEQRAEQRAEQRAEQRAFhIQ7giAIgiAIgiAIgiAIgiggJNwRBEEQBEEQBEEQBEEQRAEh4Y4gCIIgCIIgCIIgCIIgCggJdwRBEARBEARBEARBEARRQP5/KYPuLXuCT8oAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "BO_EI.plot_acquisition()\n", - "BO_LCB.plot_acquisition()\n", - "BO_MPI.plot_acquisition()\n", + "plot_acquisition(bo_ei, space_shc)\n", + "plot_acquisition(bo_nlcb, space_shc)\n", + "plot_acquisition(bo_pi, space_shc)\n", "\n", - "display(BO_EI.model.model)\n", - "display(BO_LCB.model.model)\n", - "display(BO_MPI.model.model)" + "display(model_ei.model)\n", + "display(model_nlcb.model)\n", + "display(model_pi.model)" ] }, { @@ -973,17 +1290,13 @@ "---\n", "### Credit\n", "\n", - "This notebook was written by Javier Gonzalez." + "This notebook was written by Andrei Paleyes, adopted from the earlier GPyOpt version written by Javier Gonzalez." ] } ], "metadata": { - "@webio": { - "lastCommId": null, - "lastKernelId": null - }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3.9.13 ('gpss2022')", "language": "python", "name": "python3" }, @@ -997,7 +1310,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.9.13" + }, + "vscode": { + "interpreter": { + "hash": "4bfe1e5dd9939245461467125fadee798eada0d20a3e82843b00f473a2da8c8c" + } } }, "nbformat": 4, diff --git a/environment.yml b/environment.yml index a3cce56..81450ac 100644 --- a/environment.yml +++ b/environment.yml @@ -10,8 +10,9 @@ dependencies: - six=1.12.0 - pip=19.1.1 - pip: - - gpy==1.9.8 - - gpyopt==1.2.5 + - GPy>=1.10.0 - paramz==0.9.5 + - emukit>=0.4.9 - "git+https://github.com/SheffieldML/PyDeepGP" - "git+https://github.com/BRML/climin" + diff --git a/lab_3.ipynb b/lab_3.ipynb index 6f7b5b5..ed14747 100644 --- a/lab_3.ipynb +++ b/lab_3.ipynb @@ -34,43 +34,203 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In addition to GPy, this lab uses GPyOpt (http://sheffieldml.github.io/GPy/), a satellite module of GPy useful to solve global optimization problems. Please be sure that it is correctly installed before starting by following the Getting Started page." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some of the options of GPyOpt depend on other external packages: DIRECT, cma, pyDOE. Please be sure that this are installed if you want to use all the options. With everything installed, you are ready to start. \n", + "In addition to GPy, this lab uses Emukit (https://emukit.github.io/), a Python package that is useful for solving, among other things, global optimization problems. Please be sure that it is correctly installed before starting.\n", "\n", "Now, just as in the previous lab, specify to include plots in the notebook and to import relevant libraries." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "%pylab inline \n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + " \n", "import GPy\n", - "import GPyOpt\n", "import numpy as np\n", "from numpy.random import seed\n", - "seed(12345)" + "seed(12345)\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Remembering the basics" + "We will first define some utility functions for plotting. The next cell can be skimmed over as it contains no information relevent to learning about BO." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from emukit.core import ParameterSpace\n", + "from emukit.bayesian_optimization.loops import BayesianOptimizationLoop\n", + "\n", + "\n", + "def plot_acquisition(emukit_bo_loop: BayesianOptimizationLoop, space: ParameterSpace,\n", + " label_x: str=None, label_y: str=None):\n", + " \"\"\"\n", + " Plots the model and the acquisition function.\n", + " if self.input_dim = 1: Plots data, mean and variance in one plot and the acquisition function in another plot\n", + " if self.input_dim = 2: as before but it separates the mean and variance of the model in two different plots\n", + " :param label_x: Graph's x-axis label, if None it is renamed to 'x' (1D) or 'X1' (2D)\n", + " :param label_y: Graph's y-axis label, if None it is renamed to 'f(x)' (1D) or 'X2' (2D)\n", + " \"\"\"\n", + " return _plot_acquisition(space.get_bounds(),\n", + " emukit_bo_loop.loop_state.X.shape[1],\n", + " emukit_bo_loop.model,\n", + " emukit_bo_loop.model.X,\n", + " emukit_bo_loop.model.Y,\n", + " emukit_bo_loop.candidate_point_calculator.acquisition,\n", + " emukit_bo_loop.get_next_points(None),\n", + " label_x,\n", + " label_y)\n", + "\n", + "def _plot_acquisition(bounds, input_dim, model, Xdata, Ydata, acquisition_function, suggested_sample,\n", + " label_x=None, label_y=None, color_by_step=True):\n", + " '''\n", + " Plots of the model and the acquisition function in 1D and 2D examples.\n", + " '''\n", + "\n", + " if input_dim ==1:\n", + " # Plots for 1D input\n", + " if not label_x:\n", + " label_x = 'x'\n", + "\n", + " if not label_y:\n", + " label_y = 'f(x)'\n", + "\n", + " x_grid = np.arange(bounds[0][0], bounds[0][1], 0.001)\n", + " x_grid = x_grid.reshape(len(x_grid),1)\n", + " acq = acquisition_function.evaluate(x_grid)\n", + " acq_normalized = (acq - min(acq))/(max(acq) - min(acq))\n", + " m, v = model.predict(x_grid)\n", + "\n", + " upper_conf_bound = m[:, 0] + 1.96 * np.sqrt(v)[:, 0]\n", + " lower_conf_bound = m[:, 0] - 1.96 * np.sqrt(v)[:, 0]\n", + "\n", + " plt.fill_between(x_grid[:, 0], upper_conf_bound, lower_conf_bound, color='b', alpha=0.2)\n", + " plt.plot(x_grid, lower_conf_bound, 'k-', alpha=0.2)\n", + " plt.plot(x_grid, upper_conf_bound, 'k-', alpha=0.2)\n", + " plt.plot(x_grid, m, 'k-', lw=1, alpha=0.6)\n", + "\n", + " plt.plot(Xdata, Ydata, 'r.', markersize=10)\n", + " plt.axvline(x=suggested_sample[len(suggested_sample)-1], color='r')\n", + " factor = max(upper_conf_bound) - min(lower_conf_bound)\n", + "\n", + " plt.plot(x_grid, 0.2*factor*acq_normalized - abs(min(lower_conf_bound)) - 0.25*factor, 'r-',\n", + " lw=2, label='Acquisition')\n", + " plt.xlabel(label_x)\n", + " plt.ylabel(label_y)\n", + " plt.ylim(min(lower_conf_bound) - 0.25*factor, max(upper_conf_bound) + 0.05*factor)\n", + " plt.axvline(x=suggested_sample[len(suggested_sample)-1],color='r')\n", + " plt.legend(loc='upper left')\n", + "\n", + " elif input_dim == 2:\n", + "\n", + " if not label_x:\n", + " label_x = 'X1'\n", + "\n", + " if not label_y:\n", + " label_y = 'X2'\n", + "\n", + " n = Xdata.shape[0]\n", + " colors = np.linspace(0, 1, n)\n", + " cmap = plt.cm.Reds\n", + " norm = plt.Normalize(vmin=0, vmax=1)\n", + " points_var_color = lambda X: plt.scatter(\n", + " X[:,0], X[:,1], c=colors, label=u'Observations', cmap=cmap, norm=norm)\n", + " points_one_color = lambda X: plt.plot(\n", + " X[:,0], X[:,1], 'r.', markersize=10, label=u'Observations')\n", + " X1 = np.linspace(bounds[0][0], bounds[0][1], 200)\n", + " X2 = np.linspace(bounds[1][0], bounds[1][1], 200)\n", + " x1, x2 = np.meshgrid(X1, X2)\n", + " X = np.hstack((x1.reshape(200*200,1),x2.reshape(200*200,1)))\n", + " acq = acquisition_function.evaluate(X)\n", + " acq_normalized = (acq - min(acq))/(max(acq) - min(acq))\n", + " acq_normalized = acq_normalized.reshape((200,200))\n", + " m, v = model.predict(X)\n", + " plt.figure(figsize=(15,5))\n", + " plt.subplot(1, 3, 1)\n", + " plt.contourf(X1, X2, m.reshape(200,200),100)\n", + " plt.colorbar()\n", + " if color_by_step:\n", + " points_var_color(Xdata)\n", + " else:\n", + " points_one_color(Xdata)\n", + " plt.ylabel(label_y)\n", + " plt.title('Posterior mean')\n", + " plt.axis((bounds[0][0],bounds[0][1],bounds[1][0],bounds[1][1]))\n", + " ##\n", + " plt.subplot(1, 3, 2)\n", + " plt.contourf(X1, X2, np.sqrt(v.reshape(200,200)),100)\n", + " plt.colorbar()\n", + " if color_by_step:\n", + " points_var_color(Xdata)\n", + " else:\n", + " points_one_color(Xdata)\n", + " plt.xlabel(label_x)\n", + " plt.ylabel(label_y)\n", + " plt.title('Posterior sd.')\n", + " plt.axis((bounds[0][0],bounds[0][1],bounds[1][0],bounds[1][1]))\n", + " ##\n", + " plt.subplot(1, 3, 3)\n", + " plt.contourf(X1, X2, acq_normalized,100)\n", + " plt.colorbar()\n", + " plt.plot(suggested_sample[:,0],suggested_sample[:,1],'m.', markersize=10)\n", + " plt.xlabel(label_x)\n", + " plt.ylabel(label_y)\n", + " plt.title('Acquisition function')\n", + " plt.axis((bounds[0][0],bounds[0][1],bounds[1][0],bounds[1][1]))\n", + "\n", + " else:\n", + " raise ValueError(f'Cannot plot inputs higher than 2D, {input_dim} given')\n", + "\n", + "def plot_convergence(X, Y):\n", + " '''\n", + " Plots the convergence of standard Bayesian optimization algorithms.\n", + "\n", + " :param X: Locations of evaluated points\n", + " :param Y: Results of evaluations\n", + "\n", + " '''\n", + " n = X.shape[0]\n", + "\n", + " ## Distances between consecutive x's\n", + " aux = (X[1:n,:] - X[0:n-1,:])**2\n", + " distances = np.sqrt(aux.sum(axis=1))\n", + "\n", + " plt.figure(figsize=(10,5))\n", + " plt.subplot(1, 2, 1)\n", + " plt.plot(list(range(n-1)), distances, '-ro')\n", + " plt.xlabel('Iteration')\n", + " plt.ylabel('d(x[n], x[n-1])')\n", + " plt.title('Distance between consecutive x\\'s')\n", + "\n", + " # Best found value at each iteration\n", + " best_Y = np.minimum.accumulate(Y)\n", + "\n", + " plt.subplot(1, 2, 2)\n", + " plt.plot(list(range(n)), best_Y, '-o')\n", + " plt.title('Value of the best selected sample')\n", + " plt.xlabel('Iteration')\n", + " plt.ylabel('Best y')\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Remembering the basics\n", + "\n", "Before starting with the lab, remember that (BO) is an heuristic for global optimization of black-box functions. Let $f: {\\mathcal X} \\to R$ be a 'well behaved' continuous function defined on a compact subset ${\\mathcal X} \\subseteq R^d$. Our goal is to solve the global optimization problem of finding\n", "$$ x_{M} = \\arg \\min_{x \\in {\\mathcal X}} f(x). $$\n", "\n", @@ -87,60 +247,92 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Running example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "### Running example\n", + "\n", "We start with a one-dimensional example. Consider here the Forrester function \n", "\n", - "$$f(x) =(6x-2)^2 \\sin(12x-4),$$ defined on the interval $[0, 1]$. \n", + "$$ f(x) =(6x-2)^2 \\sin(12x-4) $$\n", "\n", - "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of GPyOpt. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " + "defined on the interval $[0, 1]$.\n", + "\n", + "The minimum of this function is located at $x_{min}=0.78$. We assume that the evaluations of $f$ to are perturbed by zero-mean Gaussian noise with standard deviation 0.25. The Forrester function is part of the benchmark of functions of Emukit. To create the true function, the perturbed version and the boundaries of the problem you need to run the following cell. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "f_true = GPyOpt.fmodels.experiments1d.forrester() # true function object\n", - "f_sim = GPyOpt.fmodels.experiments1d.forrester(sd=.25) # noisy version\n", - "bounds = f_true.bounds # problem constrains (implemented by default)\n", - "f_objective = f_sim.f # objective function " + "from emukit.test_functions import forrester_function\n", + "\n", + "f_true, bounds = forrester_function() # true function and parameter space\n", + "f_objective, _ = forrester_function(noise_standard_deviation=.25) # noisy version, will be used as noisy objective\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To plot the true $f$, simply write:" + "Let's plot the true $f$:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "f_true.plot(bounds)" + "x_plot = np.linspace(bounds.parameters[0].min, bounds.parameters[0].max, 200)[:, None]\n", + "y_plot = f_true(x_plot)\n", + "\n", + "plt.plot(x_plot, y_plot)\n", + "plt.xlabel(r\"$x$\")\n", + "plt.ylabel(r\"$f(x)$\")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "f_objective contains the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" + "`f_objective` is the function that we are going to optimize. You can define your own objective but it should be able to map any numpy array of dimension $n\\times d$ (inputs) to a numpy array of dimension $n\\times 1$ (outputs). For instance:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.92961609],\n", + " [0.31637555],\n", + " [0.18391881],\n", + " [0.20456028],\n", + " [0.56772503],\n", + " [0.5955447 ],\n", + " [0.96451452],\n", + " [0.6531771 ]])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "n = 8\n", "x = np.random.rand(n).reshape(n,1)\n", @@ -149,9 +341,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 9.99379804],\n", + " [ 0.30951655],\n", + " [-0.53213703],\n", + " [-0.92083089],\n", + " [ 0.70757395],\n", + " [ 0.04499155],\n", + " [14.12247715],\n", + " [-2.14113699]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "f_objective(x)" ] @@ -160,23 +370,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The bounds of the problem should be defined as a tuple containing the upper and lower limits of the box in which the optimization will be performed. In our example:" + "In Emukit the bounds of the problem are defined as a `ParameterSpace` object. For real valued parameters the upper and lower limits of the box in which the optimization will be performed shall be provided. In our example:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "bounds = [{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] " + "from emukit.core import ParameterSpace, ContinuousParameter\n", + "\n", + "custom_bounds = ParameterSpace([\n", + " ContinuousParameter('var_1', 0.0, 1.0)\n", + "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To use BO to solve this problem, we need to create a GPyOpt object in which we need to specify the following elements: \n", + "To use BO to solve this problem, we need to create an Emukit object in which we need to specify the following elements: \n", "* The function to optimize.\n", "* The box constrains of the problem.\n", "* The model, that is fixed by default to be a GP with a SE kernel.\n", @@ -192,11 +406,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "k = GPy.kern.RBF(1)" + "from emukit.model_wrappers.gpy_model_wrappers import GPyModelWrapper\n", + "\n", + "X_init = np.random.rand(3).reshape(3,1)\n", + "Y_init = f_objective(X_init)\n", + "\n", + "k = GPy.kern.RBF(1)\n", + "gpy_model = GPy.models.GPRegression(X_init, Y_init, k)\n", + "emukit_model = GPyModelWrapper(gpy_model)" ] }, { @@ -208,124 +429,268 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ + "from emukit.bayesian_optimization.loops import BayesianOptimizationLoop\n", + "\n", "# Creation of the object that we will use to run BO.\n", - "seed(1234)\n", - "myBopt = GPyOpt.methods.BayesianOptimization(f = f_objective, # function to optimize \n", - " domain = bounds, # box-constrains of the problem\n", - " kernel = k, # kernel of the GP \n", - " acquisition_type='EI') # acquisition = Expected improvement" + "myBopt = BayesianOptimizationLoop(space=bounds, model=emukit_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;31mInit signature:\u001b[0m\n", + "\u001b[0mBayesianOptimizationLoop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mspace\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameter_space\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mParameterSpace\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterfaces\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIModel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0macquisition\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquisition\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquisition\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAcquisition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mupdate_interval\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0macquisition_optimizer\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0memukit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimization\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquisition_optimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAcquisitionOptimizerBase\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m \n", + "Generic outer loop that provides the framework for decision making parts of Emukit.\n", + "\n", + "The loop can be used in two modes:\n", + "\n", + "1. Emukit calculates the next point(s) to try and evaluates your function at these points until some stopping\n", + " criterion is met.\n", + "2. Emukit only calculates the next points(s) to try and you evaluate your function or perform the experiment.\n", + "\n", + "This object exposes the following events. See ``emukit.core.event_handler`` for details of how to subscribe:\n", + " - ``loop_start_event`` called at the start of the `run_loop` method\n", + " - ``iteration_end_event`` called at the end of each iteration\n", + "\u001b[0;31mInit docstring:\u001b[0m\n", + "Emukit class that implement a loop for building modular Bayesian optimization\n", + "\n", + ":param space: Input space where the optimization is carried out.\n", + ":param model: The model that approximates the underlying function\n", + ":param acquisition: The acquisition function that will be used to collect new points (default, EI). If batch\n", + " size is greater than one, this acquisition must output positive values only.\n", + ":param update_interval: Number of iterations between optimization of model hyper-parameters. Defaults to 1.\n", + ":param batch_size: How many points to evaluate in one iteration of the optimization loop. Defaults to 1.\n", + ":param acquisition_optimizer: Optimizer selecting next evaluation points\n", + " by maximizing acquisition.\n", + " Gradient based optimizer is used if None.\n", + " Defaults to None.\n", + "\u001b[0;31mFile:\u001b[0m ~/miniconda3/envs/gpss2022/lib/python3.9/site-packages/emukit/bayesian_optimization/loops/bayesian_optimization_loop.py\n", + "\u001b[0;31mType:\u001b[0m type\n", + "\u001b[0;31mSubclasses:\u001b[0m \n" + ] + } + ], + "source": [ + "?BayesianOptimizationLoop" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "?GPyOpt.methods.BayesianOptimization" + "You will find that the optimisation loop state is already initialized, although with just the random initial locations." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 13, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.46759901],\n", + " [0.32558468],\n", + " [0.43964461]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "At this point you can access to a number of elements in myBopt, including the GP model and the current dataset (initialized at 3 random locations by default)." + "myBopt.loop_state.X" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.91335901],\n", + " [0.16091135],\n", + " [0.38734197]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "myBopt.X" + "myBopt.loop_state.Y" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "myBopt.Y" + "Now we can run the optimisation loop itself for several iterations." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "# Run the optimization (may take a few senconds)\n", - "max_iter = 15 # evaluation budget\n", - "myBopt.run_optimization(max_iter) # run optimization " + "max_iter = 10\n", + "myBopt.run_loop(user_function=f_objective, stopping_condition=max_iter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "And that's it! You should have receive a message describing if the method converged (two equal x's are selected in consecutive steps of the optimization) or if the maximum number of iterations was reached. In one dimensional examples, you can visualize the model and the acquisition function (normalized between 0 and 1) as follows." + "And that's it! We can re-inspect the loop state to see if it contains new data, and visualize the model and the acquisition function." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.46759901],\n", + " [0.32558468],\n", + " [0.43964461],\n", + " [0.06846958],\n", + " [1. ],\n", + " [0. ],\n", + " [0.17209704],\n", + " [0.18813837],\n", + " [0.13191696],\n", + " [0.76643402],\n", + " [0.73489764],\n", + " [0.74491886],\n", + " [0.74531516]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "myBopt.plot_acquisition()" + "myBopt.loop_state.X" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 17, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.91335901],\n", + " [ 0.16091135],\n", + " [ 0.38734197],\n", + " [-0.01945318],\n", + " [15.86294966],\n", + " [ 3.24801321],\n", + " [-0.60465149],\n", + " [-0.51233215],\n", + " [-0.93618376],\n", + " [-5.69478129],\n", + " [-5.90275939],\n", + " [-5.89682697],\n", + " [-5.34498455]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always how the optimization evolved by running:" + "myBopt.loop_state.Y" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "myBopt.plot_convergence()" + "plot_acquisition(myBopt, bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the better the method. \n", - "\n", - "Noise variance of the GP is automatically bounded to avoid numerical problems. In case of having a problem where the evaluations of $f$ are exact you only need to include 'exact_feval=True' when creating the BO object as above. Now, to run the optimization for certain number of iterations you only need to write:" + "You can only make the previous plot if the dimension of the problem is 1 or 2. However, you can always make a plot to see how the optimization evolved." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "myBopt.model.model" + "plot_convergence(myBopt.loop_state.X, myBopt.loop_state.Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Exercise 1" + "The first plot shows the distance between the last two collected observations at each iteration. This plot is useful to evaluate the convergence of the method. The second plot shows the best found value at each iteration. It is useful to compare different methods. The fastest the curve decreases the better the method. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Exercise 1\n", + "\n", "Use Bayesian optimization to find the minimum of the function $f(x)= x^2 + 10 \\sin(x)$ in the interval [-10, 10]. \n", "\n", "(a) Define the bounds of the problem, the function and check that it admits a numpy array of observations as input." @@ -342,7 +707,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(b) Create a GPyOpt object for global optimization using a Mattern52 kernel and adding a gitter of $0.1$ to the expected improvement acquisition (Hint: when creating the object use the option acquisition_par = 0.1). " + "(b) Create an Emukit object for global optimization using a Matern52 kernel. " ] }, { @@ -384,37 +749,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 2. Acquisition functions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section we are going to have a look to different acquisition functions. In GPyOpt you can use the expected improvement ('EI') the maximum probability of improvement ('MPI') and the lower confidence bound. When using GPyOpt you can simply specify the acquisition that you want at the moment of creating the BO object. However, you can also load these acquisitions as separate objects." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from GPyOpt.acquisitions import AcquisitionEI, AcquisitionLCB, AcquisitionMPI " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To access these acquisitions 'externally' we create a GP model using the objective function in Section 1 evaluated in 10 locations." + "## 2. Acquisition functions\n", + "\n", + "In this section we are going to have a look to different acquisition functions. Emukit provides a variety of acquisition functions for Bayesian optimization, including the expected improvement ('EI') we already used, the probability of improvement ('PoI') and the lower confidence bound. Emukit uses EI by default, but any other acquisition functions can also be specified. In this section we will create these functions as separate objects and study their behavior." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "seed(1234)\n", "n = 10\n", @@ -426,9 +781,8 @@ "\n", "## Now we pass this model into a GPyOpt Gaussian process model\n", "\n", - "from GPyOpt.models import GPModel\n", - "model = GPModel(optimize_restarts=5,verbose=False)\n", - "model.model = m" + "from emukit.model_wrappers import GPyModelWrapper\n", + "model = GPyModelWrapper(m, n_restarts=5)" ] }, { @@ -440,96 +794,91 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ - "from GPyOpt import Design_space ## GPyOpt design space\n", - "\n", - "space = Design_space([{'name': 'var_1', 'type': 'continuous', 'domain': (0,1)}] )" + "space = ParameterSpace([\n", + " ContinuousParameter('var_1', 0.0, 1.0)\n", + "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now, let's have a look to see what do we need to create an acquisition, for instance the Expected improvement and the Lower Confidence Bound." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "AcquisitionEI?" + "Now let's import and create the acquisition function objects." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ - "AcquisitionLCB?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we create thee objects, one for each acquisition. The jitter parameter, to balance exploration and exploitation, need to be specified." + "from emukit.bayesian_optimization.acquisitions import ExpectedImprovement, ProbabilityOfImprovement, NegativeLowerConfidenceBound" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "acq_EI = AcquisitionEI(model,space, jitter = 0)\n", - "acq_LCB = AcquisitionLCB(model,space,exploration_weight = 2)\n", - "acq_MPI = AcquisitionMPI(model,space,jitter = 0)" + "acq_EI = ExpectedImprovement(model, jitter=0)\n", + "acq_NLCB = NegativeLowerConfidenceBound(model, beta=2.0)\n", + "acq_PI = ProbabilityOfImprovement(model, jitter=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The objects acq_EI, acq_LCB, acq_MPI contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. Note that we add a negative sign before each acquisition. This is because within GPyOpt these functions are minimized (instead of maximized) using gradient optimizers (like BFGS) to select new locations. In this plot, however, the larger is the value of the acquisition, the better is the point. " + "The objects `acq_EI`, `acq_NLCB`, `acq_PI` contain the acquisition functions and their gradients. By running the following piece of code you can visualize the three acquisitions. In this plot, the larger is the value of the acquisition, the better is the point." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA10AAAIjCAYAAAD4JHFaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAADBzElEQVR4nOzdd3xTdffA8c9N2qZ770FbKJS9h2xQlqAiCu6Be+Eejzz+HI+Pez/uDQq4UEBEQGXvTcveXdDd0r2b+/vjNmEV6Eiapj3v16uvhjT33tNWm5yc8z1fRVVVFSGEEEIIIYQQVqGzdQBCCCGEEEII0ZJJ0iWEEEIIIYQQViRJlxBCCCGEEEJYkSRdQgghhBBCCGFFknQJIYQQQgghhBVJ0iWEEEIIIYQQViRJlxBCCCGEEEJYkSRdQgghhBBCCGFFknQJIYQQQgghhBVJ0iWEEKJZSExMRFEUZs6cWa/jRowYwYgRI+r02KlTpxIVFVXv2CwhIyODyZMn4+fnh6IofPDBBzaJ42Js+TMSQoiWSpIuIYRoZT799FMURWHAgAG2DsUqUlNTeemll4iLi7N1KGd4/PHH+euvv5g+fTqzZs1i3LhxNouluf6MhBCipVJUVVVtHYQQQoimM3jwYFJTU0lMTOTw4cPExMTYOiQAVFWlvLwcR0dH9Hp9nY+rqKgAwMnJCYBt27bRr18/ZsyYwdSpU894bGVlJUajEYPBYLG46yo4OJhRo0Yxe/bsJr/22Zrrz0gIIVoqqXQJIUQrkpCQwIYNG3jvvfcICAhgzpw5tg7JTFEUnJ2d65VwgZZsmRKui3F0dLRZMpGZmYm3t7dNrl0ftvwZCSFESyVJlxBCtCJz5szBx8eHCRMmMHny5PMmXXl5eTz++ONERUVhMBgIDw/ntttuIzs72/yY48ePc/XVV+Pm5kZgYKC5fU5RFFatWmV+XFRU1DnVFDh3LVZta7rS09O54447CA8Px2AwEBISwsSJE0lMTKz1PKtWraJfv34A3HHHHSiKcsY5a1uvVFxczJNPPklERAQGg4HY2Fjeeecdzm4EURSFadOmsWDBArp27YrBYKBLly4sXbq09h92jZkzZ6IoCqqq8sknn5hjAnjppZfMt2s75vTvMyoqiiuuuIJ169bRv39/nJ2dadu2Ld9///05x1/o99ccfkaFhYU89thj5vgCAwMZPXo0O3bsuODPUggh7JWDrQMQQgjRdObMmcM111yDk5MTN954I5999hlbt241vwgHKCoqYujQoezfv58777yT3r17k52dzcKFCzl+/Dj+/v6UlpZy2WWXkZyczCOPPEJoaCizZs1ixYoVFo332muvZe/evTz88MNERUWRmZnJP//8Q3Jycq3DHjp16sTLL7/MCy+8wL333svQoUMBGDRoUK3nV1WVq666ipUrV3LXXXfRs2dP/vrrL55++mlOnDjB+++/f8bj161bx7x583jwwQfx8PDgww8/5NprryU5ORk/P79arzFs2DBmzZrFrbfeyujRo7ntttsa/PM4cuQIkydP5q677uL222/n22+/ZerUqfTp04cuXboAF//9NYef0f3338+vv/7KtGnT6Ny5Mzk5Oaxbt479+/fTu3fvBv98hBCi2VKFEEK0Ctu2bVMB9Z9//lFVVVWNRqMaHh6uPvroo2c87oUXXlABdd68eeecw2g0qqqqqh988IEKqL/88ov5a8XFxWpMTIwKqCtXrjTfHxkZqd5+++3nnGv48OHq8OHDzf9OSEhQAXXGjBmqqqrqyZMnVUB9++23L/h9nX2erVu3nnGe091+++1qZGSk+d8LFixQAfWVV14543GTJ09WFUVRjxw5Yr4PUJ2cnM64Lz4+XgXUjz766IIxmo5/6KGHzrjvxRdfVGt7Kp4xY4YKqAkJCeb7IiMjVUBds2aN+b7MzEzVYDCoTz75pPm+uvz+bP0z8vLyOudnIYQQLZm0FwohRCsxZ84cgoKCGDlyJKC1gl1//fX89NNPVFdXmx/322+/0aNHDyZNmnTOOUytcIsXLyYkJITJkyebv+bq6sq9995rsXhdXFxwcnJi1apVnDx50mLnPd3ixYvR6/U88sgjZ9z/5JNPoqoqS5YsOeP+UaNG0a5dO/O/u3fvjqenJ8eOHbNKfGfr3LmzuTIFEBAQQGxs7BnXr8vvrz6s8TPy9vZm8+bNpKam1jseIYSwR5J0CSFEK1BdXc1PP/3EyJEjSUhI4MiRIxw5coQBAwaQkZHB8uXLzY89evQoXbt2veD5kpKSiImJOedFfGxsrMViNhgMvPnmmyxZsoSgoCCGDRvGW2+9RXp6usWukZSURGhoKB4eHmfc36lTJ/PXT9emTZtzzuHj42O1pPBsdbl+XX5/9WGNn9Fbb73Fnj17iIiIoH///rz00ktNlrgKIYQtSNIlhBCtwIoVK0hLS+Onn36iffv25o/rrrsOwKpTDM9XXTm9unY+jz32GIcOHeL111/H2dmZ559/nk6dOrFz505Lh1kn55usqDZw95X6/mwsfX1rqEuM1113HceOHeOjjz4iNDSUt99+my5dupxTNRNCiJZCki4hhGgF5syZQ2BgIHPnzj3n48Ybb2T+/PmUlpYC0K5dO/bs2XPB80VGRnL06NFzXuwfPHjwnMf6+PiQl5d3zv1nV0jOp127djz55JP8/fff7Nmzh4qKCt59993zPr4+LXSRkZGkpqZSWFh4xv0HDhwwf92afHx8AM75+dT1Z1Obuvz+msPPKCQkhAcffJAFCxaQkJCAn58fr776aoPOJYQQzZ0kXUII0cKVlpYyb948rrjiCiZPnnzOx7Rp0ygsLGThwoWANjEwPj6e+fPnn3MuU5I1fvx4UlNT+fXXX81fKykp4csvvzznmHbt2rFp0ybzJsYAixYtIiUl5YJxl5SUUFZWds65PDw8KC8vP+9xbm5uwLmJTG3Gjx9PdXU1H3/88Rn3v//++yiKwuWXX37RczSGae3TmjVrzPcVFxfz3XffNficdfn92fJnVF1dTX5+/hn3BQYGEhoaesHfqxBC2DMZGS+EEC3cwoULKSws5Kqrrqr165dccol5o+Trr7+ep59+ml9//ZUpU6Zw55130qdPH3Jzc1m4cCGff/45PXr04J577uHjjz/mtttuY/v27YSEhDBr1ixcXV3POf/dd9/Nr7/+yrhx47juuus4evQos2fPPmPYQm0OHTrEZZddxnXXXUfnzp1xcHBg/vz5ZGRkcMMNN5z3uHbt2uHt7c3nn3+Oh4cHbm5uDBgwgOjo6HMee+WVVzJy5Eiee+45EhMT6dGjB3///Te///47jz322EVjbKwxY8bQpk0b7rrrLp5++mn0ej3ffvstAQEBJCcnN+icdfn92fJnVFhYSHh4OJMnT6ZHjx64u7uzbNkytm7desEKphBC2DXbDU4UQgjRFK688krV2dlZLS4uPu9jpk6dqjo6OqrZ2dmqqqpqTk6OOm3aNDUsLEx1cnJSw8PD1dtvv938dVVV1aSkJPWqq65SXV1dVX9/f/XRRx9Vly5des7IeFVV1XfffVcNCwtTDQaDOnjwYHXbtm0XHRmfnZ2tPvTQQ2rHjh1VNzc31cvLSx0wYMAZY+pV9dyR8aqqqr///rvauXNn1cHB4Yxznj0OXVVVtbCwUH388cfV0NBQ1dHRUW3fvr369ttvm8erm1DLyHdVPf9I/LOd7/jt27erAwYMUJ2cnNQ2bdqo77333nlHxk+YMOGc42v7/uvy+7PVz6i8vFx9+umn1R49eqgeHh6qm5ub2qNHD/XTTz+9wE9PCCHsm6KqzWj1rRBCCLu2atUqRo4cycqVKxkxYoStwxFCCCGaBVnTJYQQQgghhBBWJEmXEEIIIYQQQliRJF1CCCGEEEIIYUWypksIIYQQQgghrEgqXUIIIYQQQghhRZJ0CSGEEEIIIYQV2e3myK+//jrz5s3jwIEDuLi4MGjQIN58801iY2MveNzcuXN5/vnnSUxMpH379rz55puMHz++ztc1Go2kpqbi4eGBoiiN/TaEEEIIIYQQdkpVVQoLCwkNDUWnO389y27XdI0bN44bbriBfv36UVVVxb///W/27NnDvn37cHNzq/WYDRs2MGzYMF5//XWuuOIKfvjhB95880127NhB165d63Td48ePExERYclvRQghhBBCCGHHUlJSCA8PP+/X7TbpOltWVhaBgYGsXr2aYcOG1fqY66+/nuLiYhYtWmS+75JLLqFnz558/vnndbpOfn4+3t7epKSk4OnpaZHYhRBCCCGEEPanoKCAiIgI8vLy8PLyOu/j7La98Gz5+fkA+Pr6nvcxGzdu5IknnjjjvrFjx7JgwYLzHlNeXk55ebn534WFhQB4enpK0iWEEEIIIYS46LKjFjFIw2g08thjjzF48OALtgmmp6cTFBR0xn1BQUGkp6ef95jXX38dLy8v84e0FgohhBBCCCHqo0UkXQ899BB79uzhp59+svi5p0+fTn5+vvkjJSXF4tcQQgghhBBCtFx23144bdo0Fi1axJo1ay64eA0gODiYjIyMM+7LyMggODj4vMcYDAYMBoNFYhVCCCGEEEK0PnabdKmqysMPP8z8+fNZtWoV0dHRFz1m4MCBLF++nMcee8x83z///MPAgQOtGKkQQgghhBDWp6oqVVVVVFdX2zqUFkOv1+Pg4NDoraLsNul66KGH+OGHH/j999/x8PAwr8vy8vLCxcUFgNtuu42wsDBef/11AB599FGGDx/Ou+++y4QJE/jpp5/Ytm0bX375pc2+DyGEEEIIIRqroqKCtLQ0SkpKbB1Ki+Pq6kpISAhOTk4NPofdjow/X7Y5Y8YMpk6dCsCIESOIiopi5syZ5q/PnTuX//u//zNvjvzWW2/Va3PkgoICvLy8yM/Pl+mFQgghhBDC5oxGI4cPH0av1xMQEICTk1OjKzNCqxxWVFSQlZVFdXU17du3P2cD5LrmBnabdNmKJF1CCCGEEKI5KSsrIyEhgcjISFxdXW0dTotTUlJCUlIS0dHRODs7n/G1uuYGLWJ6oRBCCCGEEK3d2VUYYRmW+LnKb0YIIYQQQgghrEiSLiGEEEIIIYSwIkm6hBBCCCGEEMKKJOkSQgghhBBC2MTUqVNRFIU33njjjPsXLFhgnsC4atUqFEUhLy/vvOcpKCjgueeeo2PHjjg7OxMcHMyoUaOYN28eprmBI0aMQFEU80dQUBBTpkwhKSnJat+fiSRdQgghhBBCCJtxdnbmzTff5OTJkw06Pi8vj0GDBvH9998zffp0duzYwZo1a7j++ut55plnyM/PNz/2nnvuIS0tjdTUVH7//XdSUlK45ZZbLPWtnJfdbo4shBBCCCGEqJ2qqpRWVtvk2i6O+nrtEzZq1CiOHDnC66+/zltvvVXv6/373/8mMTGRQ4cOERoaar6/Q4cO3HjjjWeMeXd1dSU4OBiAkJAQpk2bxn333Vfva9aXJF1CCCGEEEK0MKWV1XR+4S+bXHvfy2Nxdap7mqHX63nttde46aabeOSRRwgPD6/zsUajkZ9++ombb775jITLxN3d/bzH5ubm8ssvvzBgwIA6X6+hpL1QCCGEEEIIYVOTJk2iZ8+evPjii/U6Ljs7m5MnT9KxY8c6Pf7TTz/F3d0dNzc3/Pz8OHjwIN9++21DQq4XqXQJIYQQQjQXabugsgQCYsHFx9bRCDvm4qhn38tjbXbthnjzzTe59NJLeeqpp+p8jGlIRl3dfPPNPPfccwBkZGTw2muvMWbMGLZv346Hh0e9zlUfknQJIYQQQjQHcT/CgvtP/ds9GMJ6w7jXwSfKZmEJ+6QoSr1a/JqDYcOGMXbsWKZPn87UqVPrdExAQADe3t4cOHCgTo/38vIiJiYGgJiYGL755htCQkL4+eefufvuuxsa+kVJe6EQQgghhK3tXQC/P6jddvXXPhelw8HF8MttUFVhs9CEaEpvvPEGf/zxBxs3bqzT43U6HTfccANz5swhNTX1nK8XFRVRVVV13uP1eq0qV1pa2rCA60iSLiGEEEIIWzr0F/x2F6hG6H0bPH0Enk2BqYu1FsO0eFjxX1tHKUST6NatGzfffDMffvjhOV/bvXs3cXFx5o/4+HgAXn31VSIiIhgwYADff/89+/bt4/Dhw3z77bf06tWLoqIi8zlKSkpIT08nPT2d+Ph4HnjgAZydnRkzZoxVvy/7qjkKIYQQQrQkievg51vBWAVdJ8MVH4CigLMnRA2Gqz6Gn2+GDR9CzGXQdoStIxbC6l5++WV+/vnnc+4fNmzYGf/W6/VUVVXh6+vLpk2beOONN3jllVdISkrCx8eHbt268fbbb+Pl5WU+5quvvuKrr74CwMfHh+7du7N48WJiY2Ot+j0pan1Xn7VyBQUFeHl5kZ+fj6enp63DEUIIIYS9Mhrh0wGQfQhiJ8B134He8dzH/fEobJ8JHiHwwAZw9W3yUEXzVlZWRkJCAtHR0WfsSSUs40I/37rmBtJeKIQQQghhC4f/1hIugydM+rz2hAtg7Gvg1x4K07QETAhhdyTpEkIIIYSwhY0fa5/73K61E56PkxtM/gYUPexfCFmHmiY+IYTFSNIlhBBCCNHUUndC4lrQOcCA+y/++JAe0H60djtujnVjE0JYnCRdQgghhBBNbUNNlavLNeAVXrdjet2ifY7/EarPPwJbCNH8SNIlhBBCCNGU8lJg73zt9qBpdT+u/Vhw9YOiDDi63DqxCSGsQpIuIYQQQoimtPlzUKshaqjWNlhXDk7Q/Xrt9s7Z1olNCGEVknQJIYQQQjSVsgLY/p12e9DD9T/e1GJ4cAkU51guLiGEVUnSJYQQQgjRVA4uhopC8IuBmNH1Pz6oC4T0BGMl7P7F4uEJIaxDki4hhBBCiKZycIn2ufPVoGvgyzBTtWunTDEUwl5I0iWEEEII0RSqKuBIzQCM2Msbfp6u14LeABm7IS3eMrEJIaxKki4hhBBCiKaQtF5rLXQLgNDeDT+Pqy90nKDd3j3XMrEJYSNTp05FUZRzPsaNGwdAVFQUH3zwgW2DtAAHWwcghBBCCNEqHFqqfW4/tuGthSYdJ8DeeXBsVaPDEsLWxo0bx4wZM864z2Aw2Cga65CkSwghhBDC2lT11Hqu2HGNP1/0MO1z+m5tiqGbX+PPKVoWVYXKEttc29EVFKXODzcYDAQHB1sxINuTpEsIIYQQwtqyDkJeEuidoO3Ixp/PPRACO0PmPkhcA10mNf6comWpLIHXQm1z7X+ngpObba7dTMmaLiGEEEIIaztUU+WKHgYGd8ucM3q49vnYasucTwgbWbRoEe7u7md8vPbaa7YOy6Kk0iWEEEIIYW0Ha9ZzdbBAa6FJ2+Gw+TNIkKRL1MLRVas42era9TBy5Eg+++yzM+7z9fW1ZEQ2J0mXEEIIIYQ1FefA8S3abUsmXZGDQdFD7jHISwHvCMudW9g/RbGbFj83NzdiYmJsHYZVSXuhEEIIIYQ1Hf4bVCMEdbNsYuTsCWE1o+el2iVEsyZJlxBCCCGENR2y4NTCs5nWdSWssfy5hWgi5eXlpKenn/GRnZ1t67AsSpIuIYQQQghrUVVIXKfdjhlt+fO3PW2Yhqpa/vxCNIGlS5cSEhJyxseQIUNsHZZFyZouIYQQQghryTkCJTmgN0BoT8ufP7w/ODhDUTpkH4KAWMtfQwgrmjlzJjNnzjzv1xMTE5ssFmuSSpcQQgghhLWkbNY+h/UGB4Plz+/oDG0u0W7L6Hghmi1JuoQQQgghrCV5k/Y5YoD1rmFe1yVJlxDNlSRdQgghhBDWYqp0mapR1mBOutaCsdp61xFCNJgkXUIIIYQQ1lCSq62zAutWukJ7gpM7lOefup4QolmRpEsIIYQQwhpMVS7/DuDqa73r6PQQ0lO7nbrTetcRQjSYJF1CCCGEENbQFOu5TEyTESXpEqJZkqRLCCGEEMIammI9l0loL+2zJF1CNEuSdAkhhBBCWFpVOZzYod1ukkpXTdKVvhuqK61/PSFEvUjSJYQQQghhaWm7oLocXP3AL8b61/OJBoMXVJVB1gHrX08IUS+SdAkhhBBCWFrKaeu5FMX619PpILSHdjs1zvrXE0LUiyRdQgghhBCW1pRDNExkXZewQ1OnTkVRFBRFwcnJiZiYGF5++WWqqqpYtWoViqKQl5dn6zAbzcHWAQghhBBCtCiq2rRDNExkbLywU+PGjWPGjBmUl5ezePFiHnroIRwdHRk4cKCtQ7MYSbqEEEIIISwp9xgUZ4He6VQi1BRMla6MPVBVAQ5OTXdt0eyoqkppValNru3i4IJSj7Zag8FAcHAwAA888ADz589n4cKFknQJIYQQQojzOL5N+xzSExydm+66PlHg7A1leZC579TeXaJVKq0qZcAPTdjeeprNN23G1dG1wce7uLiQk5NjwYhsT9Z0CSGEEEJYUvou7bOp8tRUFEXWdQm7pqoqy5Yt46+//uLSSy+1dTgWJZUuIYQQQghLSovXPgd3a/prh/aCYytrkq47mv76otlwcXBh802bbXbt+li0aBHu7u5UVlZiNBq56aabeOmll9i6dauVImx6knQJIYQQQliKqp6qdIV0b/rrmypdaXFNf23RrCiK0qgWv6Y0cuRIPvvsM5ycnAgNDcXBoeWlKC3vOxJCCCGEsJW8ZCjLB50jBHRq+uub1nFl7IPKsqZdUyZEA7m5uRET0wSbiNuQrOkSQgghhLCU9N3a58COtpke6BUBrn5grITMvU1/fSFErSTpEkIIIYSwFFNrYXAP21xfhmkI0SzZddK1Zs0arrzySkJDQ1EUhQULFlzw8aZdrc/+SE9Pb5qAhRBCCNGypZmSLhsM0TAxb5IcZ7sYhKijmTNnnvc1/IgRI1BVFW9v7yaNyRrsOukqLi6mR48efPLJJ/U67uDBg6SlpZk/AgMDrRShEEIIIVoVWw7RMAnqon3O3G+7GIQQZ7DrQRqXX345l19+eb2PCwwMrHPGXF5eTnl5ufnfBQUF9b6eEEIIIVqB4hwoOKHdDupquzgCO2ufsw5q0xQVxXaxCCEAO690NVTPnj0JCQlh9OjRrF+//oKPff311/Hy8jJ/RERENFGUQgghhLArpiqXb1tw9rRdHH7ttOmJFYWQf9x2cQghzFpV0hUSEsLnn3/Ob7/9xm+//UZERAQjRoxgx44d5z1m+vTp5Ofnmz9SUlKaMGIhhBBC2A3zEA0bthYC6B3Br2b8dtYB28YihADsvL2wvmJjY4mNjTX/e9CgQRw9epT333+fWbNm1XqMwWDAYDA0VYhCCCGEsFfNYYiGSWBHyNoPmfug/WhbRyOaiKqqtg6hRbLEz7VVVbpq079/f44cOWLrMIQQQghh78xDNGw0Lv50pnVdmVLpag0cHR0BKCkpsXEkLZPp52r6OTdEq6p01SYuLo6QkBBbhyGEEEIIe1ZRDNmHtdu2bi8ECOiofc6SCYatgV6vx9vbm8zMTABcXV1RZIBKo6mqSklJCZmZmXh7e6PX6xt8LrtOuoqKis6oUiUkJBAXF4evry9t2rRh+vTpnDhxgu+//x6ADz74gOjoaLp06UJZWRlff/01K1as4O+//7bVtyCEEEKIliBjH6CCexB4BNk6GgjspH3OOghGI+hafXNTixccHAxgTryE5Xh7e5t/vg1l10nXtm3bGDlypPnfTzzxBAC33347M2fOJC0tjeTkZPPXKyoqePLJJzlx4gSurq50796dZcuWnXEOIYQQQoh6S4/XPjeHKheATzTonaCyBPKTwSfK1hEJK1MUhZCQEAIDA6msrLR1OC2Go6NjoypcJooqK+7qpaCgAC8vL/Lz8/H0tOE4WCGEEEI0HwsfgR3fwZAnYNSLto5G89kQyNgNN/4EsfXf11QIcXF1zQ2k1iyEEEII0VjmIRrNpNIF2gRDgExZ1yWErUnSJYQQQgjRGEbjqSmBQc1gXLyJeZiGTDAUwtYk6RJCCCGEaIy8JKgqBb0BfKNtHc0ppmEaUukSwuYk6RJCCCGEaAxTJcm/A+gav+DeYkyVruxDYKy2bSxCtHKSdAkhhBBCNIapkhQQa9s4zuYTBQ4uUFUGJxNtHY0QrZokXUIIIYQQjZF1UPtsGlzRXOj0ENBBuy0thkLYlCRdQgghhBCNkWWqdHWybRy1McWUJUmXELYkSZcQQgghREMZjZB1SLsd0MwqXXDa2HiZYCiELUnSJYQQQgjRUM11cqFJYGfts7QXCmFTknQJIYQQQjRUc51caGKqvuUchuoq28YiRCsmSZcQQgghREOZkq7mNrnQxCsCHN2gugJOJtg6GiFaLUm6hBBCCCEayrRWqrlNLjTR6cA/Rrudfdi2sQjRiknSJYQQQgjRUM15cqGJX03SlXPEtnEI0YpJ0iWEEEII0RDNfXKhiSRdQticJF1CCCGEEA3R3CcXmpiTrqO2jUOIVkySLiGEEEKIhsg6qH1urpMLTaTSJYTNSdIlhBBCCNEQ5vVczXRyoYlfO+1zUTqUFdg2FiFaKUm6hBBCCCEaorlPLjRx9gK3QO12rrQYCmELknQJIYQQQjSEeY+uZjy50ETWdQlhU5J0CSGEEELUl9EI2XYwudDE1GIo67qEsAlJuoQQQggh6isvCSpLmv/kQhM/2SBZCFuSpEsIIYQQor7sZXKhiX977bNUuoSwCUm6hBBCCCHqK7sm6QroYNs46ur0NV2qattYhGiFJOkSQgghhKgvU5uev50kXT5RoOigohCKMm0djRCtjiRdQgghhBD1ZWrTM1WQmjsHA3i30W5Li6EQTU6SLiGEEEKI+jJVuuwl6YLTWgxlmIYQTU2SLiGEEEKI+ig9CSXZ2m27SrpkmIYQtiJJlxBCCCFEfWTXJC0eoWBwt20s9WHeq0s2SBaiqUnSJYQQQghRH6b2PH87qnLBae2FUukSoqlJ0iWEEEIIUR/mIRrtbRtHfZmSrtwEqK6ybSxCtDKSdAkhhBBC1Id5XLydJV2eYeDgAsZKyEuydTRCtCqSdAkhhBBC1Ie9jYs30elkXZcQNiJJlxBCCCFEXRmrTyUs9pZ0wWlJl6zrEqIpSdIlhBBCCFFX+SlQXQ760zYbticyTEMIm3CwdQCi4bYk5OLsqMPf3YC/uwEnB8mhhRBCCKsyjYv3bQs6vW1jaQhJuoSwCUm67NijP+0kLb/M/G9vV0cC3A0EeGgfQZ7ORPi6EunrSqSfK2HeLjjoJTETQgghGsyUrNjbuHgTn2jt88kE28YhRCsjSZedUlWVEC9nALIKy6kyquSVVJJXUsnhzKJaj3HQKYT5uNDG15Vofzc6BHnQKcSDDkEeeDg7NmX4QgghhH0y7dFlb+PiTXzbap/zj0NVBTg42TYeIVoJSbrslKIozHtwMABGo0p+aSVZReVkFZ76SMsvIzm3mMScEpJzS6ioMpKUU0JSTglrD2efcb5ofzd6hHvRM8KbXm186BLqKVUxIYQQ4mz2Oi7exD0QHN2gshjyku23YieEnZGkqwXQ6RR83JzwcXOiQ5BHrY8xGlUyCstIyikhOaeEo1lFHEgv5EB6ARkF5SRkF5OQXcyCuFQA3A0O9IvyYWA7P4bEBNApxANFUZry2xJCCCGaH3sdF2+iKOAbDRl7IPeYJF1CNBFJuloJnU4hxMuFEC8XLmnrd8bXcosr2HU8j7gU7WNH0kkKyqpYeTCLlQezgAOEebtwacdALusUyOAYfxylCiaEEKK1qSiGghPabXtNugB8orSkS9Z1CdFkJOkS+Lo5MSI2kBGxgQBUG1X2pxWw6VgOG47msOFoNifySpm1KYlZm5LwcXVkfLcQru4VRp82Puh0UgETQgjRCpiqXK5+4Op7zpcLyyo5lFHEoYxCjmUVEeLlQt8oHzqHNLOWfdO6rtxjto1DiFZEki5xDr1OoWuYF13DvLh7aFvKKqtZfySbZfsz+WdfBtlF5czZnMyczcm08XXl5gFtmNI3Al83WYwrhBCiBTO3Fp65nutgeiEvL9rL+iM5tR7m4qinf7QvT47pQPdwbysHWQe+NRMMc6XSJURTkaRLXJSzo57LOgVxWacg/juxCxuP5bBgZyp/7U0nObeE15cc4N1/DnFF9xDuHtKWzqGetg5ZCCGEsLzsM8fFF5RV8r9lh5m5IZFqowpAkKeB2GBP2vq7kZRTzPaalv3Vh7JYcziLmwe04ekxHfFyteHUYKl0CdHkJOkS9eKg1zG0fQBD2wfwSkVX/ohP5ftNiew5UcC8HSeYt+MEozoFMu3S9vSM8LZ1uEIIIYTlnDYufmfySe6dtZ2swnIAxnYJ4rnxnWnj53rGIUajyuHMIj5ddYTf41KZvSmZJbvT+e/VXRnfLaSpvwONaa+uvCQwVtvnJs9C2BlFVVXV1kHYk4KCAry8vMjPz8fTUyo6oO0ZFn88n6/XHuPP3WmY/osa2t6f6Zd3ksqXEEKIluGL4ZAWR9Kor7himReFZVW09Xfjxau6MLxDwEUP33g0hxd+32PeT/O/E7tw68AoKwddC2M1vBIExkp4bA94RzR9DEK0EHXNDZrRqk5hrxRFoWeENx/f1JtlTwxncp9wHHQKaw9nM+GjtTzzazyZBWW2DlMIIYRoOFWFnKMAPLqsiMKyKvpH+bLokSF1SrgABrbzY/GjQ7l9YCQAz/++l09WHrFayOel04OPFoO0GArRNCTpEhbVLsCdd6b0YMWTI7iiewiqCr9sO86Id1bx+eqjVFUbbR2iEEIIUX/FWVBRSDU69pX50quNN9/e0Q9Xp/qt1HDU63jpqi48cqm2Luztvw7yxpIDNHnjkWldl4yNF6JJSNIlrKKNnysf39Sb3x4YRK823pRUVPPGkgNc/el69qbm2zo8IYQQol6KUg8CkGr0o0OYHzPv6I+7oWFL4xVF4YkxsTw3vhMAn68+yqerjlos1joxreuSSpcQTUKSLmFVfSJ9mPfAIN6e3B0vF0f2nCjgqo/X8/ZfB6iokqqXEEII+7Bw5ToA0h1CmXXnALxcGj998J5hbfnPVV0AeOfvgyzbl9Hoc9aZeYKhVLqEaAqSdAmrUxSFKX0j+OeJYYzvFky1UeWTlUe57ouNpOSW2Do8IYQQ4oKW7kkjJ+UAAJEduuFjwX0pbx8Uxa2XRKKq8NjPcRzOKLTYuS9I9uoSoklJ0iWaTKCHM5/e3IdPb+6Np7MDcSl5jP9wLUv3pNk6NCGEEKJW2UXl/Hv+HqKVdAAC23Sy+DVeuLIzA6J9KSqv4u7vt5FXUmHxa5zj9DVdMshaCKuTpEs0ufHdQlj86FB6tfGmsKyK+2fv4L+L9pk3lhRCCCGaA1VV+fe83eQWVxDrlKXd6dfO4tdx1Ov49ObehHm7kJRTwiM/xWG09nOidxtAgYoibUiIEMKqJOkSNhHu48ov9w3kvuHaO23frEvgnu+3UVReZePIhBBCCM0fu9L4e18Gjnpoq6tZb2WqEFmYn7uBr2/vi7OjjjWHspi1Kckq1zFzMIBXzf5c0mIohNVJ0iVsxlGvY/rlnfjkpt4YHHSsOJDJ5M82cCKv1NahCSGEaOUqqoy8tVRbx/XUYD/0lUWAAj5RVrtmpxBPnh3XEYDXl+znWFaR1a4FgG+U9lkmGAphdZJ0CZub0D2En+8biL+7gQPphUz8eD37UgtsHZYQQohW7MctyRw/WUqgh4GpsdXanV4RWoXIim4bGMWgdn6UVRp5cm68dfe3NI2Nl726hLA6u0661qxZw5VXXkloaCiKorBgwYKLHrNq1Sp69+6NwWAgJiaGmTNnWj1OcXE9I7z5fdpgOgZ7kF1Uzo1fbSI+Jc/WYQkhhFVVVBk5lFHIkt1pLN2TxvakXJJyiimtqLZ1aK1acXkVH604AsDDl7XHUFjT6udnndbC0+l0Cm9P6YGHwYGdyXl8scaKVSjz2HipdAlhbQ3b1a+ZKC4upkePHtx5551cc801F318QkICEyZM4P7772fOnDksX76cu+++m5CQEMaOHdsEEYsLCfN24ef7BjJ1xhZ2Judx89ebmXFHP/pF+do6NCGEsJjE7GLmbE5i+f5MknJLah0ipFNgYDs/rugeyrguwRYdUS4ubsb6BLKLyon0c+WGfhFg2rjYSuu5zhbm7cKLV3XhqbnxfLDsEJd2DKRTiKflLyRj44VoMoqqtow5oYqiMH/+fK6++urzPuZf//oXf/75J3v27DHfd8MNN5CXl8fSpUvrdJ2CggK8vLzIz8/H09MKfwAFReVV3DVzK5sTcnFx1PPN7X0ZFONv67CEEKLBVFVl1aEsZq5PZPWhMyfFuRscaBfojl6B7KIKMgvLKKs81VLmoFMY2yWYf43rSBs/16YOvdU5WVzBsLdWUlhexf9u6MnEnmEw9w7YOw/GvAqDpjVJHKqqcu+s7fyzL4Pebbz59f5B6HRKvc9TUV3B0byjpBenU1pVSmlVKWXVZVQbq6EwDTZ8BE6uMPL/tOvS8JeFl4RcQqxvbIOPF8Ie1TU3sOtKV31t3LiRUaNGnXHf2LFjeeyxx857THl5OeXl5eZ/FxTIWiNrczc4MPOO/tw7axtrD2dz13fbmHPPAHq38bF1aEIIUW/ZReX83/w9LN2r7fOkKDC8QwA39GtDzwhvgjwNKMqpF9OqqpKSW8qi3an8EZ/G/rQC/tydxj/7M7hvWFseGNEOV6dW9fTdpD5bfZTC8io6hXhyZfdQ7c7cpq10gfZm8n8ndmXDkWx2JOfx87YUbuzf5qLHqarK5vTN/HH0D/bl7CMxP5Eq9QKTgf1qnlu3vd3omMPcw1h6bd3exBaitWlVf7XT09MJCgo6476goCAKCgooLS3FxcXlnGNef/11/vOf/zRViKKGi5Oer2/vy93faYnXHTO28st9A4kN9rB1aEIIUWdLdqfx3II95BZX4KBTuG1gFLcPiiTSz+28xyiKQhs/Vx4cEcODI2LYl1rAK3/uY8PRHD5acYRftx/n3Sk9pAPACnKKyvluQyIAz4yN1SpLqnqq/c4Ke3RdSLCXM4+P7sArf+7njSUHGNM5CD/32gd5lFWVsThhMbP2zeJI3pEzvubp5Ekbjza4Orri4uCCs4MzekWvfXH/H1BVBjGjUFzPbedXOLe6dvZ9pVWlLEteRk5pTgO/UyFavlaVdDXE9OnTeeKJJ8z/LigoICIiwoYRtR4GBz1f3NqHm7/ezM7kPG79ZjO/PTCICF9prxFCNG/VRpX/W7CHH7ckA9Ax2IN3pvSga5hXvc/VOdSTOXcP4K+96fx30X5O5JVy67dbeOnKztw6MMrCkbduP2xOprzKSPdwL0bEBmh3luRAeQGggHdkk8c0dVAUv+04wf60At5YcoC3p/Q45zFxmXE8s+YZ0orTAHBxcGFiu4kMCRtCrG8sQa5BZ1RTz3B4J6RthhGXQ5dJDYoxqySLZcnLqDBWNOh4IVoDu55eWF/BwcFkZGSccV9GRgaenp61VrkADAYDnp6eZ3yIpuPq5MCMqf2IDfIgs7CcW7/ZTHZR+cUPFEIIG6moMvLwjzv4cUsyOgUeGtmO36cNblDCZaIoCuO6hrDsieFM6hVGtVHl+d/38tz83VRac6R4K1JRZeT7mg2J7xwcfSpJyalpLfQKB0fnJo/LQa/jlau7AjB3+3G2Juaav2ZUjczcM5M7lt5BWnEaQa5BPNX3KZZNWcZzlzzH8IjhBLsFnz/hglP7jjVimIaT3skcT5XxAq2MQrRirSrpGjhwIMuXLz/jvn/++YeBAwfaKCJRF96uTnx/V3/CfVxIzCnh/lnbKa+SccpCiOantKKae77fxuLd6TjpdXx6cx+eHtsRg4PeIud3cdLz3nU9+Ne4jigKzNmczO3fbpER8xbw5+5UsgrLCfQwML5byKkvmMapN+F6rrP1ifTRpigCzy/YQ1W1kfzyfB5Z8Qjvbn+XKrWKcVHjWDBxAbd3uR1Pp3q8QWzeqyuxwfE56hzNtyuqpdolRG3sOukqKioiLi6OuLg4QBsJHxcXR3Ky1s4xffp0brvtNvPj77//fo4dO8YzzzzDgQMH+PTTT/nll194/PHHbRG+qIcgT2e+u7M/Hs4ObEs6yf/N30MLGbwphGghisqruO3bzaw+lKVNXp3al3Fdgy1+HUVReGBEO766tS9uTno2HM3h3lnb5M2oRlBVlW/WaZWe2wZG4uRw2ssjGwzRqM2/xnXE29WRA+mFfL/5IPf9cx+rj6/GSefE85c8z1vD3sLdyb3+JzZVuhqxQbKp0gVQaaxs8HmEaMnsOunatm0bvXr1olevXgA88cQT9OrVixdeeAGAtLQ0cwIGEB0dzZ9//sk///xDjx49ePfdd/n6669ljy470S7AnY9v6o1O0VosTE+QQghha0ajymM/xbE18SQezg7Mvrs/Q9sHWPWaozoH8f1dA3B10rP2cDaP/hhHlbQaNsi2pJPsOVGAwUF37oRAU6WriYdonM3HzYnHLmsPSgUf7P4Xe3P24m3wZtb4WVwXe92FWwgvxLfxlS69ojcP15BKlxC1s+uka8SIEaiqes7HzJkzAZg5cyarVq0655idO3dSXl7O0aNHmTp1apPHLRpueIcA/m9CZwBeW7yflQczbRyREELA238fZNn+DJwcdHx3Z3/6RDbNpu59In348ta+OOl1LN2bzr9+242xls2WxYXNWK+9iTepV9i50wFzmkelC2Byv2B82/6A6pyAo+LKl6O/pLNf58ad1FTpyj8OVQ1LmBRFMVe7ZJiGELWz66RLtE53DI7ihn4RGFV49MedpOSW2DokIUQrNm/HcT5bpb0wf+va7k2+p+CQ9v58fFMv9DqF33Yc562/Djbp9e3d8ZMlLN2j7aE2dXDUmV88fVy8r20rXdXGav697l9UOh1ANTpRnHwHHjoLTFN0DwJHV1CNkJ/S4NM46bSkq7Ja2guFqI0kXcLuKIrCyxO70jPCm4KyKh7+cScVVdJSI4RoejuST/Lsb7sBeHBEO67uFWaTOMZ0CeadKd0B+Hz1UZbuSbNJHPZo1qYkjCoMjvGjY/BZAyhKcqA8H1BOVYRs5PNdn7MyZSUGvYG21Q9TXhTBW0stkGArikXWdTnqtWEaUukSonaSdAm75OSg46Mbe+Hp7EBcSh5v/3XA1iEJIVqZ/NJKHpy9g4pqI6M7B/HUmFibxjOpVzj3DNXW5zw1dxdHs4psGo89qKo2Mm/HCQBuvaSWqpFpPZeNxsWbrD2+ls/jPwfgpUEv8fr4SSgKLIxPZUfyycZfwJx0JTb4FKb2Qql0CVE7SbqE3YrwdTVvEvnV2gSW78+4yBFCCGE5//ljL+kFZUT7u/HB9T3R6Ro4yMCC/jWuI/2jfSkqr+KB2dspqZA9ky5k7eFssgrL8XF15NKOQec+wLyeK7ppAzvNiaITTF83HYDrY6/nirZX0CXUi8m9wwF4ZdG+xk/zNY2Nb8xeXTpZ0yXEhUjSJeza2C7B3FHTg//k3HhS80ptG5AQolX4a28683acQKfAO1O642ZwsHVIgLaR7sc39SLQw8ChjCKe/W23bK9xAb9uPw7AxJ5hZ46JNzHv0WWb9Vzl1eU8seoJ8svz6erXlWf6PWP+2lNjY3Fx1LMjOY8/dzeyndSClS6ZXihE7STpEnZv+uWd6B7uRV5JJc/8uksmdwkhrCqnqJzn5mvruO4d1q7JJhXWVaCHM5/c3BsHncLC+FQWxJ2wdUjNUl5JBf/s0zokJvcJr/1BNt6j671t77EvZx9eBi/eHfHuGfthBXk6c/9wLRl8Y8kByiobsU+bBcbGmzZIlqRLiNpJ0iXsnpODjv/d0AtnRx3rjmQzZ3OSrUMSQrRQqqry/O97yC6qoEOQO4+Pbm/rkGrVL8qXx0Zpsb20cB+ZBWU2jqj5+SM+lYpqIx2DPegS6ln7g2y4R9fmtM38cOAHAF4b8hqh7qHnPOaeYdEEezpz/GQpMzckNvxip1e6GlgZlUEaQlyYJF2iRYj2d+PZcR0BeG3xAZJyim0ckRCiJVq6J53Fu9Nx0Cm8d11PDA56W4d0XvcPb0e3MC/ySyv59/w90mZ4FlNr4ZS+EbVvLKyqkGNqL2zaSldRRREvrH8BgCkdpjAsfFitj3N1cuCpsdoAl09WHCGnqLxhF/RuAyhQUQTF2Q06hXlkvFEGaQhRG0m6RItx28AoBrb1o7SymqfmxlMtbYZCCAsqq6zmlT/3A9p4+K5hXjaO6MIc9DrentIdR73Csv0Z/B6XauuQmo1DGYXEH8/HQacwsee5FSQASnJrxsXT5OPi39n2DqnFqYS5h/Fk3ycv+NhreoXRNcyTwvIqPlh2uGEXdDCAZ812Bw1sMZTphUJcmCRdosXQ6RTemtwdNyc9WxNPMmN9w6cwCSHE2b5ac4wTeaWEejnzwIgYW4dTJx2DPXnkUq3N8MWFe8kslDZDgN9qqlwjOwbi726o/UGm1kLPcHB0aaLIYN2Jdfx2+DcA/jv4v7g5ul3w8TqdwnPjOwPww5ZkDmcUNuzC5nVdDXvuNE8vlDVdQtRKki7RokT4uvL8FdqTz9t/HZQ2QyGERaTnl/HpKm2owr8u74iLU/NtKzzb/SPa0TXMk/zSSl5auNfW4dhcVbWReTu14SLnHaABpw3RaLpx8YUVhby44UUAbu50M/2C+9XpuIHt/BjTOYhqo8pri/c37OI+NfuUNbDSJWu6hLgwSbpEi3N9vwiGxPhTXmXk+d/3yjoGIUSjvbX0AKWV1fSJ9OGqHudpR2umHPU63rq2BzoFFu9OZ8PRhq3ZaSk2J+Sa9+YaGRt4/gfaYIjGhzs+JLMkkzYebXi096P1Onb6+E446BRWHsxizaGs+l+8kXt1yfRCIS5Mki7R4iiKwn+v7oqTg441h7L4Y1cj9y8RQrRqO5NPmisjL1zRufahC81c51BPbrlEq2T8Z+E+qqqNNo7IdhbVPCeM6xpc+95cJjlNOy5+d9Zufj74MwAvDHwBF4f6tTRG+7tx28AoAF79c3/91zU3cq8u85ouGaQhRK0k6RItUrS/G9NGamsuXv5jH/ml8iQghKg/VVV5edE+AK7tHU6PCG/bBtQIT4zugLerIwczCpmzOdnW4dhEVbWRv/amAzC+W8iFH9yEGyNXGat4edPLqKhc0fYKBoQMaNB5HrksBi8X7Xf8y7aU+h0sa7qEsCpJukSLdd/wtrQNcCO7qJy3/zpg63CEEHZo1cEsdibn4eyo45lxsbYOp1G8XZ14aoz2Pbz790Fyi1vfi+PNCbnkFlfg4+rIwLZ+53+gqjbpxsg/7P+BA7kH8HTy5Km+TzX4PN6uTjx6mTY45d2/D1JUXlX3g03thYVpUFla72tLpUuIC5OkS7RYBgc9r17dDYA5m5PZkXzSxhEJIeyJqqp8sFwbwX3rJZEEeTrbOKLGu7F/GzqFeFJQVsU7fx+0dThN7s/dp1oLHfQXeAlUehLKasbFW3mQRnpxOh/HfQzA430ex8/lAslgHdxySSTR/m5kF1Xw2aojdT/QxQcMNdsgnEyq93XNgzSk0iVErSTpEi3awHZ+XNs7HFWFlxbuxSh7dwkh6mjVoSziU7Qq173Dmm6YgjXpdQr/uaoLAD9uSWZ/WoGNI2o6VdVGlu6pY2uhaT2XZ5jVx8W/ueVNSqtK6RnQk2vaX9Po8zk56Jh+eUcAvl6bwIm8OlatFOW0CYb1bzGU9kIhLkySLtHiPXt5R9wNDuw6nm9eDC+EEBeiqqp5o9lbL4kkwOM8eznZof7RvkzoHoKqwjt/tZ5qV51bC+G09VzWbS3cmLqRZcnL0Ct6/u+S/0OnWOZl2ejOQVzS1pfyKiNvL61He715XVdiva8p7YVCXJgkXaLFC/Aw8PCl2lCNN5ceqF+PuxCiVVrdAqtcp3tydAf0OoXlBzLZlphr63CahKm1cGyXi7QWQpOs56o0VvLGljcAuD72emJ9LbdmUFEU/m9CZxQFFsSlEpeSV7cDTRMMGzA2XkbGC3FhknSJVmHq4Cii/FzJKiznk5X16HEXQrQ6p1e5bhnQsqpcJm0D3JlSszHwW38dbPH7GVZVG/mrprVwQveLtBZCk1S6fjrwE8fyj+Fj8OHBng9a/Pxdw7y4ppf2O35l0b66/Y59Gl/pks2RhaidJF2iVTA46HluQmcAvlmbQHJOiY0jEkI0V2sOZxNnqnINb5o9mmzh0VHtcXLQsSUhlzWHW/aGyZsTcsmpa2shWH1j5OzSbD6N+xSAR3o/gpdpgIWFPT02FmdHHduSTrKkJum8IPNeXVLpEsLSJOkSrcaoToEMbe9PRbWRV/7cZ+twhBDN1JdrtNaym/pHEuhh/xMLzyfEy4XbajZMfvuvAy160NDi+rQWgtU3Rv5wx4cUVRbR2a8zk2ImWeUaAMFeztxX0x77+pL9lFVWX/gA85quJDDWbwNtWdMlxIVJ0iVaDUVReP6Kzuh1Cn/vy2BLQutYxyCEqLv9aQWsP5KDToE7h0TZOhyre3BkDO4GB/acKKhbJcQOqarKsv0ZAIztGnzxA0pyoSxPu+1j+XHxe7P3Mv/IfACm95+OXqe3+DVOd9/wtgR5GkjJLeXLNccu/GDPcNA5QHW5tl9XPZimF1ZWS9IlRG0k6RKtSocgD67vFwHAG0v2t/h1DEKI+vl2ndZWdXnXEMJ9XG0cjfX5ujlx91AtsXh/2aEWWe3ac6KAjIJy3Jz0DGpXj9ZCj1Bwsux/A6qq8va2twG4ou0V9AzsadHz18bVycHcXv/JyiOk5F6gvV7vAF7ac2R913XJmi4hLkySLtHqPHZZe1wc9exIzuOvvRm2DkcI0UxkFZbze1wqAHcOse6GuM3JXUOi8XR24EhmEX/tbXnVrn9qqlxD2wdgcKhDVcmK67lWpKxge8Z2DHoDj/Z+1OLnP58ru4cwqJ0f5VVG/vPH3gs/uIHrusxJl6zpEqJWknSJVifQ05m7al5QvfXXAaqq69e3LoRomWZvSqKi2kjPCG/6RPrYOpwm4+HsyNTB2t/Ej1YcaXEdAMv2aUnXqM5BdTvAvJ7Lsol3pbGS97e/D8BtnW8j2K0OrY4WoigKL0/sgqNeYdn+TPPPpFYN3KvLQecASKVLiPORpEu0SvcOb4uPqyPHsoqZu/24rcMRQthYWWU1szclAZjflGlN7hgUhZuTnn1pBaw8mGnrcCwmNa+UfWkF6BQYGRtQt4PM4+ItW+n65eAvJBUk4evsy13d7rLouesiJtCDu4Zog0Fe+mMvpRXnGarRwL26ZE2XEBcmSZdolTydHZl2aXsA3v/n0PmffIQQrcLCuFRyiisI9XLm8roMW2hhfNycuKVmkmFLqnYtr2kt7N3GBz/3Ou63ZoWNkQsqCvg8/nMAHur5EG6ObhY7d308clkMoV7OHD9ZyscrD9f+oAbu1SXthUJcmCRdotW65ZI2hPu4kFlYzrfr678niRCiZVBV1fw34PZBUXUbKd4C3TU0GoODjp3JeWw8mmPrcCxi2X6talfn1kKwypqur3d9TV55Hu282nFN+2ssdt76cnVy4IUruwDwxepj7E3NP/dBjVzTJSPjhahd63xmEQJtw+Qnx3QA4Ms1xygokycKIVqjbUknOZBeiIujnhv6tbF1ODYT6OHMjf217/+jFUdsHE3jFZVXmZPHUZ0C63ZQSS6UntRuW2hc/PHC48zePxuAJ/o+YV77ZCvjugZzeddgqowqT8/dReXZ65pNa7pKcqCsoM7nNbUXypouIWonSZdo1a7qEUZMoDv5pZXmUdFCiNblxy3JAFzZIwQvV0cbR2Nb9w5ri6NeYeOxHLYn2fdehmsPZVFRbSTKz5V2Ae51O8i0jsmC4+I/3PEhlcZKBoQMYGjYUIucs7FentgVb1dH9qUV8MXqo2d+0eABrv7a7Xq0GDrqtf93pL1QiNpJ0iVaNb1O4bFR2tqub9YmkFciTxZCtCb5JZX8uUvbBNZU5WnNQr1duKZXOMDFN9Jt5kythZd1CkJRlLodZOH1XLuydrEkcQkKCk/3fbrucVhZgIeBl2raDD9cfoRDGYVnPsDcYphY53PKIA0hLkySLtHqje8aQsdgDwrLq/hqrX2/yBBC1M+CuBOUVxnpGOxBzwhvW4fTLJg2S/57XwaJ2cU2jqZhqo2qeQrjqE4NWM9lgXHxqqryzrZ3AJgYM5FY39hGn9OSJvYM5bKOgVRUG3l6bvyZ26eYx8bXvQPEVOmqUqswqrIVixBnk6RLtHo6ncLjo7W1XTPWJ5JTVG7jiIQQTUFVVXNr4Y392zSbKoSttQ/yYGRsAKqK3Q4Ziks5SW5xBZ7ODvSNqseeaxYcorEseRk7M3fi4uDCtJ7TGn0+S1MUhVcndcPD2YH44/l8ePo6vkZUukBaDIWojSRdQgBjOgfRNcyTkopqvrDzlhohRN3sTMnjQHohBgcdV/cMs3U4zco9w7T2ul+2pXCy2P5eQK8+mAXAsA4BONZnGmWOZdoLK6tPbYR8e5fbCXKrR7WtCQV7OfPK1V0B+HjF4VNTK01DROqxV5dpeiHIMA0haiNJlxBo7/g9UVPt+n5jIlmFUu0SoqX7qabKNaG7DNA428C2fnQJ9aSs0siczUm2DqfeVh/Skq7hHeq4IbKJhTZGnntoLimFKfi7+HNHlzsadS5rm9gzjCl9wjGq8NjPO8ktrmhQpctRd+r/IVnXJcS5JOkSosbI2EB6RnhTVmnk63VS7RKiJSssq+SPeBmgcT6KonBvTbVr5oYkyirtZwP5nKJydp3Q9p+qV9JVehJKayY2NmJNV0llCV/u+hKAB3o8gKujZaYgWtN/JnahbYAbGQXlPDU3HtWUdOWnQHVVnc6hKIo58ZK9uoQ4lyRdQtRQFIVpI2MAmL0xSSYZCtGC/R6XSmllNTGB7vSNrMean1ZkfLcQQrycyS4qZ2Fcqq3DqbN1R7JRVegU4kmgp3PdDzRVuTxCwMmtwdf/4cAP5JTlEO4ezqT2kxp8nqbk6uTAxzf2xslBx4oDmXwTXwp6AxiroOB4nc9jajGUNV1CnEuSLiFOc1mnQDqFeFJcUc3MDYm2DkcIYSW/7dBeSN7QL0IGaJyHo17HHYOjAPh63TFUVbVtQHVkWs9V79bCHFNrYcPXcxVUFPDtnm8BeLDng2e03DV3nUM9eX5CJwBeW3KQYjdt64B6revSSdIlxPlI0iXEaRRF4aGRWi//jPWJFJXXra1CCGE/ErKL2Zmch06Bq3qG2jqcZu2G/m1wddJzKKPo1JCFZsxoVFlzuLHruRqedM3cM5PCikJivGMYHz2+weexlVsuieTa3tr6rm35Xtqd9RkbX5NkyiANIc4lSZcQZ7m8awhtA9zIL61k9ib7W0AuhLiw+TtPADC0fQCBHvVoP2uFPJ0dmdxHq3jMsIPq/760ArKLKnBz0tOnvm2jjdwYOac0h9n7ZwMwrdc09Dp9g85jS4qi8No1Xekf5cuxai1pLc2s+xpn015dUukS4lySdAlxFr1O4cER2tqur9ces6sF5EKIC1NVlQU1SdekXjImvi5uGxgFwPL9GaTkltg2mIswTS0cFOOPk0M9X+I0co+ur3d/TWlVKV39unJpxKUNOkdzYHDQ8/mtfShw0f7/iI/fSXlV3Z4HTWu6ZJCGEOeSpEuIWkzsGUq4jwvZRRXmsdJCCPu3I/kkybkluDrpGdOlee6d1NzEBLoztL0/RpVmX/1v8HouaNQeXWlFafx88GcAHu79sN2vE/R1c2LKqGEAuJce56E5O6ioMl70ONOaLhkZL8S5JOkSohaOeh33D9fe7fxizbE6PdkIIZo/U2vhuC7BuDo52Dga+zF1UBQAP21NobSieVb/C8oq2Z58EmhA0nX6uHif+o+L/2LXF1QaK+kX3I+BIQPrfXxzFBqtDdWIVDJYtj+Dh3/cQWX1hZ8LzdMLZU2XEOeQpEuI85jcJ5xADwNp+WXM21H3kblCiOaposrIol3a3lyTektrYX2MiA2kja8r+aWVLIg7YetwarXhSDbVRpW2AW5E+NZzbyxTa6F7MBjc63VoYn4iC44sAOCRXo/YfZXLzCcSAA+llEB9CX/tzeCxn+OoukDiZR6kIWu6hDiHJF1CnIezo968Oehnq49e8IlGCNH8rTyYSV5JJYEeBga187d1OHZFr1O4baD2Inzm+sRmOT7etJ6rQa2FprHoDWgt/DTuU6rVaoaHD6dnYM/6X7u5cnTR9iwDPhnvjaNe4c9daTz6U9x51zqbB2lIpUuIc0jSJcQF3DSgDb5uTiTllJjfIRdC2CfTAI2JPUPR61pINaIJTekbgYujnoMZhWw6lmvrcM6gqiprDmUDMKxBSZdpiEb9kq6DuQdZkrgE0CYWtjg1rZb9PAv45KbeOOgU/tydxi1fbya3+NzEStZ0CXF+knQJcQGuTg7cNUR70vlk5RGMxub37q4Q4uLySytZvj8TgEm9wm0cjX3ycnHkmpq2zNmbm9dAjeTcEk7kleKoVxgQ7Vv/EzRwiMbHOz8GYFzUODr6dqz/dZs7nyjt88kExnQJ5rs7++Ph7MC2pJNM+nQ9R7OKzni4eU2XtBcKcQ5JuoS4iFsHRuLh7MDhzCL+3pdh63CEEA3wz74MKqqNtA90p3Oop63DsVs3D9BaDP/ak05WYbmNozll3RGtytW7jU/DBqSYN0au+7j4+Kx4Vh1fhV7R81DPh+p/TXvgWzNU5GQiAINj/Jn3wCDCfVxIyinhmk83sOLAqedFU6VL2guFOJckXUJchKezo3ly18crDzfLtQxCiAtbvFtrD57QPcTGkdi3zqGe9G7jTZVR5ZdtKbYOx2zdYS3pGhLTwLV6DdgY+bP4zwC4qt1VRHlFNey6zZ2p0pWbaL6rfZAHCx4aTK823uSXVnLnzG28tHAvZZXV5jVdsk+XEOeSpEuIOrhjcDQujnr2nCgwL9YWQtiH/NJK1h7W/r+d0E2SrsYyVbt+2JxMdTNoua42qmw4mgPA4PYNSLpK86BEO76uSdfurN2sP7EevaLnnu731P+a9sLnzEqXib+7gR/vuYQ7B2tfn7khkas/WU9pubZWUtoLhTiXJF32bNPnsPUbSFwHRZkgFRir8XVz4qYBbQD4fPVRG0cjhKiPf/ZlUFmt0iHInfZBHrYOx+5N6B6Cl4sjJ/JKWdMM3oTam5pPfmklHgYHuod51f8E5nHxQXUeF//Fri8AmNB2AhEeEfW/pr0wVboKTkDVme2kzo56XriyMzPu6Ie/uxMH0gtZslv776Gksvm0ngrRXMjOkPZszdtQkn3q387e4N8BAjrUfO4Iob3APdBmIbYkdw+N5vuNiWw6lsuO5JP0buNj65CEEHXw565UACZ0C7VxJC2Ds6OeKX3C+XpdAnM2JzGyo22fY0zruS5p54eDvgHvJddzPde+nH2sPr4anaLjnm4tuMoF4OYPTu5QUQR5yeDf/pyHjIwNZMmjw5g+bxdrc/QAzN58lE6GNMZ1DW45+5YJ0UhS6bJX1VXQ4wZoP6bmnSgFyvLg+BbYORv+eQF+uA7eaQ/vd4Wfb4UNH0PqTu1YUW8hXi5M6qVN7vp8lVS7hLAH+SWV5hflE7oH2zialuPGmsr/igOZnMgrtWks6480dj2XKemqW2vhF/Falevy6Mtb7louE0U5bV1XwnkfFuBh4Ovb+zG+q1b1K64o54E5O7j+i01sT2pe2wsIYStS6bJXegcY++qpf1eWaiNvsw9C9mHIOggZeyH7EOSnaB/7F2qPdfKAyIEQMxo6jDn1B1Vc1L3D2jF3+3H+3pfB4YxCaVUSopn7e1+6ubUwJlD+f7WUdgHuDGrnx4ajOfy0JZknx8TaJI6yymq2Jp4EtMl6DZJzRPtchz26DuYeZEXKChQU7u12b8OuZ298oiBjzznrumrTIcibZWnQNdyN3Tk6tiTmcu1nGxnVKYinx8YSGyz/D4rWy+4rXZ988glRUVE4OzszYMAAtmzZct7Hzpw5E0VRzvhwdnZuwmityNEFgrtC12thxLMwZQZM2wLPJsPti2DUf6D9WDB4QUUhHP4bljwN/+sBH/eDf16EtHhZF3YRMYHujO2svVv++epjNo5GCHEx5qmF0lpocaaBGj9tTaGy2miTGLYlnqSiykiwpzPtAtwadpLsw9pnv3Nb585mWss1Nmosbb3rt6eX3Tptr66LMY2M7xjiwuqnR3BDvwh0Cizbn8G4/63hiV/iSMktsWKwQjRfdp10/fzzzzzxxBO8+OKL7Nixgx49ejB27FgyMzPPe4ynpydpaWnmj6Sk5rXBo8U5e0L0UBjyGNz8C/wrAe5boyVhkUNA0WvVsPUfwBfD4OO+sPK1Or2j1VrdP0Lr+/897oTN22qEEOcnrYXWNbpzEP7uBrIKy1lmoz0MTb/fwTH+DVs7pKqnki7/Dhd8aEJ+AsuSlgFwb/dWUuWCc/bquhDT5siV1ZWEeLnwxrXd+fvx4YzvFoyqwrwdJ7js3dW8tHAvOUUybEO0LnaddL333nvcc8893HHHHXTu3JnPP/8cV1dXvv322/MeoygKwcHB5o+goKAmjLgZ0OkhpIeWhN3xJzxzDCZ/C52uAgdnrc1i9ZtaBez7q2HvfKiS0a+n6xnhzaB2flQZVb5eK9UuIZorU2thbJCHtBZagZODjhv6aWt45mxOtkkM5vVc7f0adoKiDK37Q9GdSi7OY+bemaiojIgYQXufi1fFWow6rOkyMVW6Tt+nKybQnU9v7sPvDw1mSIw/FdVGZm5IZNhbK/lg2SGKymWduWgd7DbpqqioYPv27YwaNcp8n06nY9SoUWzcuPG8xxUVFREZGUlERAQTJ05k7969F7xOeXk5BQUFZ3y0KC7eWkvi9bPg6SNwzdfQ7lJAgWMrYe5U+KAbrHtf28tEAPBATbXrpy0p5BZLUipEc7R0TzoA42VvLqu5oX8EiqJVnBKyi5v02ieLK9iTmg80Yj1X9iHts08UOBjO+7CM4gwWHtXWRd/V9a6GXctenb5X10WWIJgqXRXGc58Xe0R4M/vuAcy+awDdwrworqjmg2WHGf7WSr7bkEhFlW1aVIVoKnabdGVnZ1NdXX1OpSooKIj09PRaj4mNjeXbb7/l999/Z/bs2RiNRgYNGsTx48fPe53XX38dLy8v80dERAvej8PgAd2nwK3z4dE4GPoUuAdDUTosewne7wJ/PQeFtf98W5MhMf50DfOktLKa7zYk2jocIcRZisurWFtTBRnXVVoLrSXcx5WRsdrI+B82N227/sZjOagqdAhyJ9Cjgeuz67iea/b+2VQZq+gd2JuegT0bdi175RWhVQKrSrXK4AU46LT5bBfaHHlIe39+f2gwH9/Uiyg/V3KKK3hx4V5Gvbea3+NOYGwGG24LYQ2NSroqKytJSUnh4MGD5OY2/5GgAwcO5LbbbqNnz54MHz6cefPmERAQwBdffHHeY6ZPn05+fr75IyUlpQkjtiGfKLjseXhsN1z9GQR21vbp2Pgx/K+nloSVNP/fubUoisIDw2MAmLkhkWJpjxCiWVlzKIuKKiORfq50CKrbhreiYW6uGR8/d/txyiqrm+y6G4/mADCoXQOrXHDaeq7zJ10FFQXMPTQXgLu6tbIqF4CDE3iFa7cvsq7LXOm6QNIFoNMpXNE9lH+eGM4rV3fF391Acm4Jj/4Ux5Ufr2PFgQxUGewlWph6J12FhYV89tlnDB8+HE9PT6KioujUqRMBAQFERkZyzz33sHXrVmvEegZ/f3/0ej0ZGWe+65KRkUFwcN3e1XR0dKRXr14cOXLkvI8xGAx4enqe8dGqODhBz5vggQ1w868Q3k97t2vd+1rytfZdqCyzdZQ2Ma5rMNH+buSXVvLjFtusZxBC1O7vmsEOYzoHyeasVjYiNpAwbxfySipZsietya674ahWyRzYroHruQByLp50/XLwF4ori4nxjmFo2NCGX8uemVoML7Kuq7Y1XRfiqNdxyyWRrHlmBE+N6YC7wYG9qQXcOXMbEz9ZL8mXaFHqlXS99957REVFMWPGDEaNGsWCBQuIi4vj0KFDbNy4kRdffJGqqirGjBnDuHHjOHz4sLXixsnJiT59+rB8+XLzfUajkeXLlzNw4MA6naO6uprdu3cTEiL9/helKNB+NNz1D9z4EwR2gfJ8WP4yfDYQDv1t6wibnF6ncN8wbWTw12sTpB9diGaistrI8v1a0jW6s7QWWptep3Bj/5qBGpua5g2ozIIyjmYVoyhwSXQjki7Tmq7zTC4sry5n9r7ZANzZ9c7Wm8DXcWx8XStdZ3N1cmDape1Z88xI7h3WFhdHPbuO55uTr+X7JfkS9q9eSdfWrVtZs2YNW7Zs4fnnn2fs2LF069aNmJgY+vfvz5133smMGTNIT0/n6quvZu3atdaKG4AnnniCr776iu+++479+/fzwAMPUFxczB133AHAbbfdxvTp082Pf/nll/n77785duwYO3bs4JZbbiEpKYm7777bqnG2KIoCsZfD/etg0hfamq/cY/DDFPjxRshrJe2XNSb1DiPQw0B6QRkL4k7YOhwhBLAlIZeCsip83ZzoE+lj63Bahev6RuCgU9iWdJID6dYfOLXxmNZa2CXUEy9Xx4adpLL01HPWedZ0LTy6kJyyHELcQhgXPa5h12kJ6jg2/kKDNOp0GTcn/j2+E2v/NZL7hp9Kvu76bhtXfbyeZfsk+RL2q15J148//kiXLl0u+jiDwcD999/PnXfe2eDA6uL666/nnXfe4YUXXqBnz57ExcWxdOlS83CN5ORk0tJOtTqcPHmSe+65h06dOjF+/HgKCgrYsGEDnTt3tmqcLZJOBz1ugGlbYeA00DnAwcXw6UDYPrPVbLJscNBz91Dtyejz1UdlAbAQzcA/Na2FozoFote10spEEwv0dGZMF+25tymqXab1XAPbNqa18CiggrM3uJ27LkxVVXOV69bOt+Koa2By1xLUcWy86WdUWV239sLz8Xc3MP3yTqyrSb5cnfTsPpHP3d9v49rPNrDreF6jzi+ELTR4kEZhYaEl42iwadOmkZSURHl5OZs3b2bAgAHmr61atYqZM2ea//3++++bH5uens6ff/5Jr169bBB1C+LsCWNfhfvXQ8QAbb+TPx6F2ddC/vmnQrYkN/Zvg6ezA8eyis3rSIQQtqGqKn/v1SasjpHWwiZ1U/9IABbsPEFJhXWHC22wxBCN09dz1dI2uDF1I8fyj+Hm6MakmEkNv05L4NM0la6z+dUkX2ufGcn9w9vh4qhnR3IeEz9Zz9Nz48ksbJ1ryoV9anDSNXTo0POOZhetUGBHuGMJjHlV22T56HL4dBDsW2jryKzOw9mR2wZGAfDZ6qPS+iCEDe1NLSA1vwwXRz1D2jfiBbmot0Ht/Ij0c6WwvIpF8dYbqHH8ZAnJuSXodQr9on0bfiLz5MLa13PN2j8LgEkxk3B3auUTME2VruJMKC8678MsVek6m5+7gWcv78jKp0ZwTa8wVFWblnnZO6v5dftxed4VdqHBSVevXr0YMGAABw4cOOP+uLg4xo8f3+jAhB3S6WHQNG29V1hfbdDGL7fCkn9BVbmto7OqqYOjMDjoiE/JM7e9CCGanqnKNayDP86OehtH07rodAo39tfGx8+x4kRX09/Y7uFeuBscGn4i8x5dMed86Vj+MdadWIeCwk0db2r4NVoKF29wqVkfmXf+/dgsXek6W7CXM+9d35PfHhhE93AvCsureGpuPA/O2cHJYutcUwhLaXDSNWPGDKZOncqQIUNYt24dhw4d4rrrrqNPnz7o9fJE16r5t4c7l8KgR7R/b/4cvh0LJ5t248ym5O9u4Pp+2vSuz1YftXE01mU0qvy1N50nfonj8Z/jeHpuPNPn7WbG+gSrtxQJcTGnRsVLa6EtTO4TjqNeIT4lj72p+Va5hmmIRqPWc8EFJxf+sP8HAIZHDCfCM6Jx12kp6rCuyzQyvr7TC+urT6QP8x8czNNjY3HQKSzZk87YD9awvmZDdCGao0a8RQT/+c9/MBgMjB49murqai677DI2btxI//79LRWfsFd6RxjzX4gcDAvuh9Sd8NVIuG4WRA22dXRWcc/QtszZnMzaw9nsPp5Pt3AvW4dkUdVGlT93p/HJiiMczKh9TecnK49w37B23HxJG1ydGvXnRYh6S8kt4UB6IXqdwqUdA20dTqvk725gbJdgFu1K44fNybw6qZtFz6+qqmU2RVZVyKnZo/OsPbryy/NZeFRrjb+1060Nv0ZL4xOtPZdfYF2Xo76mvdBYiaqqVh2xr9cpPDQyhmHtA3js550czSrmtm+38Nqkrlzfr43VritEQzW40pWRkcGjjz7KK6+8QufOnXF0dGTq1KmScIkzxY6D+9ZCSE8oyYHvJ8KO720dlVVE+LpyVY9QQJtk2JKk5Zcy4cO1PPLjTg5mFOJhcOCeodE8N74Tz4yL5ZFLY2jj60p2UQWvLt7PsLdWskyGiogmZtqbq0+kDz5uTjaOpvW6aYD2gvf3uFSKyy1b/U7KKSEtvwxHvdK47QAK06CiCBT9qSERNeYdnkdpVSkdfDrQL7hfIyNuQeqwV5epvRDqvkFyY3UL92LRw0OZ1CuMaqPKv37bzXt/H5R1XqLZaXDSFR0dzZo1a5g7dy7bt2/nt99+49577+Xtt9+2ZHyiJfCO0IZsdJkExkpY+DAsnQ7GaltHZnH3Ddc2S168J42E7GIbR2MZqXml3PDlJg6kF+Ll4sgTozuw7tlLeW5CZ+4Z1pYHR8TwxJhYlj85nLcmdzcnX/fN3s7vsneZaEIrDmYBcJlUuWxqYFs/2vq7UVRexcL4VIue2zS1sFcbH1ycGrGUwbSeyycKHE4lCtXGan488CMAt3S6pfVuhlybOuzVZWovhKZLugBcnPS8d10PHr5UW5/34YojPPlLPJXVxiaLQYiLaXDS9e2337Jz504mTJgAwLhx41i5ciXvv/8+Dz30kMUCFC2EkytMngEjn9P+velTmDsVKlvWuNeOwZ5c1jEQVYUvWkC1y5RwJeWUEOHrwuJHh/LIZe3xcjl3vxpHvY7r+kaw/MnhXFPzjuNjP8fxw2br79kjRHF5FZtqXpBLa6FtKcqpgRqW/v/f2uu51p5YS1pxGt4Gb8a3laFgZ6jDmq7T9zKz9rqusymKwpNjYnnz2m7odQrzdp7gmV93yf6ZotlocNJ1ww03nHNf79692bBhAytWrGhUUKKFUhQY/oyWfOmdYP9CmDMZyqyz2NpWHhjRDoDfdhwnNa/UxtE0nCnhSs4toY2vKz/dO5Awb5eLHueo1/HOlB7cekkkqgr/nr+br9Yca4KIRWu2/kg2FdVGInxdiAls5eO9m4Fr+4TjpNex+0Q+u49b5m+8qqpsMiVd7RqZdJnXc505ufCXg78AcHXM1Rj0hsZdo6Xx1To5yEuC6trbRvU6PXpFq0A2ddJlcn2/Nnx5ax8cdArzd57gjaUHLn6QEE2gXklXcvLF37GKiopiw4YNAJw4Ia1FohZdr4GbfwUnD0hcCzMnQGHLWf/TN8qXS9r6Ulmt2u3arqpqIw/M2XFawnVJnRIuE51O4eWJXbh/uJaAvrp4P0v3yL5+wnpWHswE4NLYQGkJawZ83ZwY11WbIPnDFstMrj2WXUxWYTlODjp6Rng37mS1VLpSi1JZd2IdAJM7TG7c+Vsij1BtH05jlU3HxtfFZZ2CePPa7gB8ueYYX66xz+di0bLUK+nq168f9913H1u3bj3vY/Lz8/n111/p2rUrv/32W6MDFC1U2+EwdRG4BUD6bphxOeS3nCT9kcu0aVg/bU0hs8D+Wii/WptAfEoeHs4O/HDPAELrkXCZKIrCs5d35K4h2jqAp3+NJyW3xNKhCoGqqqw8oK3nGmmvrYVV5WDhDWVt7fSBGkUWGKix+VguAL0ivBu/B1t2TaXL79Tkwl8P/YqKyoCQAUR6Rjbu/C2RTneq2pV7/u4Fa22QXF/X9gnn3+M7AvDa4gPM23HcpvEIUa+Zzvv27ePVV19l9OjRODs706dPH0JDQ3F2dubkyZPs27ePvXv30rt3b9566y3ZJFlcWGhPuPMv+P5qyD0KM8fD7Yu0wRt2bmBbP/pG+rAt6SRfrDnG81d0tnVIdXY4o5D3/9HeBX7his6E+7g26nzPXt6RHckn2Zmcx7QfdjD3/kE4OTS4s1mIc+xLKyC9oAwXRz2XNHatT1NQVUjZDAcWQdZBrepyMklrwfYIAa8IbWhB54kQMxr09rn9woBoX9oFuHE0q5jf405w84DGJTKm1sJG/44rSiC/pnOnptJVaaxk/pH5AFzX4brGnb8l820Lmfsg5yi0H13rQ5pDpcvk3mHtyCos56u1CTw7bzedQz3pGOxp67BEK1WvVz5+fn689957pKWl8fHHH9O+fXuys7M5fFibAnTzzTezfft2Nm7cKAmXqBu/dnDHn9oC3ZOJWuLVAjZRVhTFXO2aszmJ7KJyG0dUN1XVRp6aG09FtZFLOwYyuU94o8/pqNfx0Y298HJxJP54Pm9Kf72wsJUHtNbCwTH+ja+AWFN1Jez+Fb66VNswfsNHcPjvmmlwKqhGKDgBKZsg/kf48Qb4oCss/y/k2d9AmrMHajRmhLeqqmxO0JKuAW19GxeYqbXQxRfctARuVcoqskuz8XP2Y2SbkY07f0vmp7WMk3v+dr2m2iC5rqZf3omRsQFUVBl55MedlFW2vMnJwj406O0zFxcXJk+ezOTJ0vMsLMC7DUz9E767UmtZmDlB+7ePfbd3DG3vT48Ib+JT8vhq7TGmX97J1iFd1FdrE4g/no+HswOvTepmsbUx4T6uvDOlB/d8v41v1iUwsK0fozoHWeTcQiyvSbqa9dTChDWw4KFTFRa9AbpeC+F9ISBWq7ioKuSnaAnWie1a4lWYBmvfgY0fw4jpMHCaXVW+JvcJ562/DrI3tYBdx/Pp0cC1WEk5JWQUlOOk19G7TSP25wLI2Kt9Dupivss0QOOa9tecMYFPnMW3JunKuUDSVVPpasqR8Rei0ym8PaUH4z5Yy6GMIl5bvJ+XJ3a1dViiFZIeH9E8eIVriZZfjPai4/uroCDN1lE1iqIoPFKzZ8isjUnkFjePd/3OJymn+Iy2wmAvZ4uef3TnIPP6rv9bsMfim6aK1imnqJy4lDygmSZd1ZWw7D/w3VVawuUWACP+DY/vhUmfQb+7IGoIuAeCR5CWhHW9Bsa+Ck8cgCkzoc0gqCqDZS/C15dC2i5bf1d15u3qxIRuIUDjxsebWgt7WmI9lznp0l54JxcksyltEwoK13a4tnHnbunqUOly0GlvCjSXSheAv7uB967rAcD3G5P4Z1/LGd4l7EeDk67q6mq++OILnnjiCd577z2WL19OTk6OJWMTrY1nKNz+B3hHau02s66G4mxbR9Uol3YMpEuoJyUV1Xy1tnmPTf9w+REqqo0MifG3SFthbZ4eG0sbX1fSC8r4cMVhq1xDtC6rD2WhqtA5xNPibxQ0Wm6C1ka47j1Ahd63waPxMOJf4B5w8eMdnLRN5e9YDBM/AWcvSIuHL0fAps+tHb3FmAZqLIxPpaCsYdWPzQnaEI1GtxYCZOzRPtdUun49/CsAg8MGE+Ye1vjzt2SmSldeMlTVnlQ1t0qXybAOAdwzVHvj75lf48mwwyFXwr41OOl6+OGHeeGFF8jIyODZZ59l/PjxBAYG0qZNG6666ipLxihaE89QuH2hNpo26wDMmgSlebaOqsEUReHxUdpC7ZnrE8kqbJ5ru45lFTF/pzbZ6amxsVYbue3sqOfFK7WhIt+sTeBIZqFVriNajxXNtbUwcz98M0ZrE3T2ginfwVUfgZNb/c+lKNDrFnhoK3S6CtRqWPovWPpvMBotH7uF9Y30oX2gO6WV1fy+s/5Tak/fn8sig1Iy92mfg7pQZaxi0dFFAExuL0smLsojGBzdtPWH5xkb39zWdJ3uqbGxdAn15GRJJa/+ud/W4YhWpsFJ17x58/j++++ZM2cOBoOBbdu28b///Y+ysjIiI+17LY6wMZ8ouO13cPWH9F3ww/VQab+bDF/WKZAeEd6UVlbz2armuVfIRyuOYFS1F66N3v/mIi7rFMSoToFUGVVeXLi3UYvrReMk5RSz4Ug2i3alMmtjIt9tSGR/WoHd/E6qjSprD2vV8JEd61A5aioZe2HmFVCcCUHd4P710OXqxp/XIwiu+x5GvaT9e9Mn8OsdUNm837FXFMVc7Zq9qf4DNVJyS0nLL8NRrzR+PVdRJhRnAQoEdGRj6kaySrPwMfgwLHxY487dGijKRcfGm6cXNsOky+Cg581ru6MoWuV1a2KurUMSrUiDV+MWFRXRubP2jrWjoyMODg5MmzaNyspKUlNTLRagaKUCOsBtC2DGBG2S17x7tXeKdfa3DFFRFJ4eE8st32xm9uYk7hkWTYhX/fe9spYjmUX8Hqe9+2yqylnbC1d0Yc3hbNYfyeHP3Wlc0T20Sa4roKLKyNK96Xy/IZFtSSdrfUyAh4Gh7f2Z0ieCge2a7wj2+ON55JdW4unsQI9wb1uHo0nfra3fKs2FkB5w6wJwtUBLnImiwJDHwTMcFjwA+xZoScTNcxtWRWsi1/QO562lBzmYUciWhFwG1KNitalmamGPcG9cnBq7nqumtdCvHTi58vvR3wGY0HYCjnoZoFEnfm0hY/d5h2mYfo7NYWR8bbqGeXFDvwh+3JLCf/7Yy+8PDUGvkw3VhfU1+BVs27ZtzclVWFgYJ05oL9quvPJKZs+ebZnoROsW3A1umAN6J9i/EP5+ztYRNdjgGD8GRPtSUWXkoxVHbB3OGT5cfhijCqM6BdEt3KtJrtnGz5UHhmtrA15ZtJ+SChmqYW2qqjJzfQKD31zBIz/uZFvSSRx0Ch2C3BkQ7cvlXYMZ3iEAF0c9WYXlzNtxghu/2sQTP8eR00y3PFhzSNsQeWj7ABz0zeANmcwD2hTW0lwI7V1TsbdgwnW67lPg1nlg8IKk9fDzreddY9MceLk4cnUvbb3UrE312xbE1FpomfVcpyYX5pfnsyJ5BQATYyY2/tythbnSVXvS1ZzbC02eGhOLh7MDe04UMHdbiq3DEa1Eg5+lrrnmGpYsWQLA8OHD+fbbbwFtA+XSUvttBRPNTPRQuPoz7famT2HjJ7aNp4EUReHJMbEA/LI1heScEhtHpDmcUcgfu7Q3Tx4b1b5Jr/3AiHaE+7iQXlDGjPWJTXrt1uZkcQV3f7eNl/7YR1ZhOYEeBh4b1Z4Nz17K348P5+f7BvLZLX347s7+xL04mh/uHsCN/SNQFJi38wSj3lvN3G0pza7tcHVN0jW8QzNoLSzJ1fbVKj0JYX21Sr1LI1vhLiZ6GNzyKzi6wtHlsOD+Zr3G69ZLtKUHS/ekk1mPIQabj9UM0Yi2QNU1w7SeqytLE5ZSaawk1ieWjr4dG3/u1uIiY+Ob6yCN0/m5G3i0Zi/Nt/86SH5p841VtBwNTrpeeuklXnrpJQCeeeYZli9fTkBAAFOmTOGmm26yVHxCQLfJMPpl7fZf/4Y982wbTwP1j/ZlWIcAqowqHyw/ZOtwAPh45RFUFcZ2CaJrWNNUuUycHfU8MVprZ/xi9VF50rOSbYm5jP9wLcsPZOLkoOOlKzuz/tlLeWxUBwI9z532Z3DQMyjGn9ev6c68BwbRMdiDkyWVPP3rLv7zx75mk3jllVQQXzMqfmgHf9sGU12lra06maDtO3jTz9rwjKYQ0R+unwU6R9jzGyx5RtvvqxnqHOpJ30gfqowqP22tW3UhJbeEE3mlOOgU+kRaIIk9bXKhqbVQqlz1dJGx8aZ9ziqrm/ff9NsHRdEuwI2c4go+XC7TdIX1WaQfo02bNuzdu5e33nqLuXPn8skn9lmNEM3YoEeg/73a7fn3QeJ628bTQE/WJBnzd55gX2qBTWPJLCzjz13aXmgPX9q0VS6TiT3DaB/oTkFZFV8385H69mhhfCrXf7mJtPwyov3dmP/gIKYOjsaxjq14vdr48MfDQ3h6bCyKAjM3JPL873swGm3/on7dkWyMKsQGedh+jeTf/wfHVmlT3W74EdyaOAmMGQWTPgcU2PoVrH23aa9fD7cO1KpdP2xOpqr64lU506j4buFeuBkauSl0dZU2FRc46uLO7uzdOCgOjI8e37jztjamSlf+cag6t/XYPEijma7pMnHU63jhSm3bgO83JpKWL11awroanHRt3bqVyy67jO7du3PNNdfw6aef4ufnR8+ePa02blq0YooC496AjldAdQX8dCNkHbR1VPXWI8KbCd1DUFV4bfF+m1YNft6SQpVRpXcb7yavcpnodYq52vXtuoRmu3bIHi3dk8bjP8dRbVS5onsIfzw8hC6h9f89O+p1PDQyhrdqJn7N3pTMv+fvtnnitfpgTWthrI1bC3fMgs01LdCTPofgrraJo9tkGP+2dnvFK3Dob9vEcRHjugbj7+5EekEZy/ZffIPazab1XJZoLcw5oj1/OLnze9Y2AIaGD8XPpfkOi2mW3APByV0bG38y8ZwvmypdzXlNl8nwDgEMiPalslrlyzXyxp+wrgYnXbfeeit6vZ57772X6OhoVq9ezR133EFUVBR+fvIHTFiBTg/Xfg3h/aEsH2ZPhsJ0W0dVb8+O64iTXse6I9msqnnh2NSqqo38uCUZOPXOs62M6xpM1zBPiiuq+Xx18xypb29WHsjk4R93Um1UubZ3OB/e0Av3RlYJpvSN4L3reqBT4KetKfx7/m6bvWmgqiprDmv/7wxrb8OkK/MALH5Kuz1iOnS28R6V/e+BvncBKvx293nX3NiSwUHP9f0iAPh+48UHapgmF15iwU2RqwI7sejYn4C0FjbI6WPja/lvzF4qXSYPjYwB4MctyfLGn7CqBiddKSkpfPbZZ0ybNo13332X5cuXk5OTQ0JCgnmohhAW5+gCN/6ktTfkJ8OcKVBRbOuo6iXC15Wpg6MAeHXx/jq12FjaigOZpOaX4evmxOVdQ5r8+qc7fcjI9xuTyKjHAntxrvVHsrlv9nYqq7UK11uTu6Oz0DjkSb3C+eCGXuh1Cj9tTWHO5mSLnLe+DmYUklFQjoujnr5RVh5WcT5VFTDvbqgqg3aXwbBnbBPH2ca9AREDoDwffroJypvfBuQ3DYhEp8CGozkcyjh/fCfySknJLUWvU+gbZYGkq2ZT5C2+IWSVZuFt8GZYmOzN1SAXWNdlml7Y3Nd0mQxt70/3cC/KKo18uz7B1uGIFqzBSdfgwYM5fvz4OfdHRkYycaK8cySsyM0Pbvnt1ObJ8+5t1hO7avPQyBh8XB05kllU5wXllmQa2TylbzjOjo3c98YCRnQIoG+kD+VVRj5uZiP17cmxrCLum7WdiiojozsH8f71PS2+/8xVPUL51zgtSX75j33sPp5v0fPXham1cGA7P9v997vyFW1PLhdfuPrT5rOHoIOTtoGye7C2fmnBg81usEaYtwtjOgcDXHByqam1sGuYV6MrtYB5XPyfOq2aMTZqrOzN1VAXmGDYnDdHro2iKDw4Qqt2fb8hiYIy+0gWhf2p17PENddcw0svvcT8+fO5//77+e9//8vJk7VvrimEVflGww0/gN4ABxbB8pdsHVG9eLk4msfVfrDsEIVN+Ec+MbuYtYezURS4ub9tWwtNTq92/bwtpV7jpIWmpKKKB2bvoKi8in5RPnx8U686D8yor3uGtmV05yAqqo08+MP2Jp88aRoVP6y9jaYWJqyF9R9qt6/6CDyCbRPH+XgEn5pouH8hbPnS1hGd484h0QDM23Gck8W1vzg3jYq/JNpCe51l7KVMUVhepFUzZIBGI1yo0mUHI+PPNqZzEO0D3Sksr2JWHdpehWiIej0jt2vXjvXr13PfffcxefJkVqxYQYcOHbj77rv5+uuv2b59OxUV9vHOhmgB2gyAiTWTMtf/D3Z8b9t46unmSyJp6+9GdlFFk26YPGez9oQyokMAbfxcm+y6F3NJW1/6RPpQUWXkm3XS4lEfqqry3Pw9HMwoxN/dwCc39cbgYL0KkKIovDO5BxG+LqTklvL03PgmW99VXF7FtkTtzb7hsYFNcs0zlObB/PsBFXrfBp2uaPoY6iKiP4x9Vbv99/9pVblmpF+UD13DPCmvMvLDltrbVDcnWHBT5NI8yE9hjYszxdVlhLqF0jOwZ+PP21qZK13nDp8wD9KwkzVdADqdwoMjte/pm3UJlFZU2zgi0RLVK+l6++23+eeff8jMzCQlJYU//viDxx57jPz8fN5880369++Ph4cH3bt3t1a8Qpyp+xQY/qx2e9Hj2jvQdsJRr+P5KzoD2h/5phghX1ZZzS/btLbgWy5pHlUuE0VReKjmSW/2piTySuznCdvW5mxOZv7OE+h1Cp/c1KvW/bcszcvVkU9v6oOTXsff+zKYvalp3h3enJBDRbWRCF8XomzxpsE/z0PBcW2QwNjXm/769dH/XuhwuTax79c7m9X6V0VRuHOwVu2atTGJyrPWtqbnl5GYU4JOwULrufYD8KePVh29PPpydEozaQm1R6ZKV8FxqDxz1Lo9TS883ZXdQ4nwdSG3uIJftjV9279o+Rr8FycsLIwJEybw3HPPMXfuXA4fPkx+fj7Lly/nvvvus2SMQlzYiGeh67VgrIKfb2mWE7vOZ2THQMZ3C6baqPLcAuuP4f5rbzr5pZWEebswwhZVgosYGRtIx2APiiuq+W6DtHjUxe7j+bz8hzYg4F/jYhnQtummx3YL9+Lf4zsC8NbSg03SFrrusFb9GNo+oOm3J0lcf6qiPvETMLg37fXrS1G0OD1CIPsQLH3W1hGdYUL3EPzdDaQXlLFkz5mTaE1Vri6hXng6W2DdVcYe8nUKa520lz3j20prYaO4+oGhZguK3DM7E8zthXYySMPEQa/j7iHaVMbZm5KazUbwouVo9Ns8J06c4MSJEwC4u7szZMgQHnrooUYHJkSdmV5YhPeDsjxtomFJrq2jqrMXruiCu8GBncl5/LjVutPg5u/U/l+9tk+4xQcsWIJW7dIWNM/YkEBxeZWNI2reyiqreeKXOCqqjYzpHMQ9Q9s2eQy3DoyiR7gXheVV/PfP/Va/3voj2QAMiWni9VxV5fDHo9rtPlMhclDTXr+h3Pzgmi8BRUsY98yzdURmBgc9t9ZU3L89q6V4k3l/Lkut59rDcldXKlFp79OeDj4dLHPe1kpRtLXVcM66LnsbGX+6Sb3DcHHUcziziG1JMrNAWFaDk67169cTHR1NmzZtaNOmDUFBQfzrX/+ioMD6LVJCnMPRRRus4RWhPQH8cps20tkOBHs58+QY7QXAm0sOkFVonX1CsgrLWXtYe8F6dc9Qq1zDEsZ3CyHKz5W8kkrzXmKidh8uP8zhzCL83Z1489ruNtmYXq9TeHVSN3QK/BGfytrD1tt7LrOwjIMZhSgKDGzCih4A696HnMPgFgijXmraazdW9DAY+qR2e9FjUJBq03BOd/MlbXDS64hLyWNH8qkXueYhGpb6PR/fxp/uboAM0LAYP+0NMnLOXJNsGhlvb+2FAJ7OjlzZQ9tG5QcbbYkhWq4GJ1333XcfnTp1YuvWrRw8eJC3336bZcuW0bt3b3PlS4gm5R4IN/0MTh6QuBb+fKLZjUo+n9sGRtEtzIuCsir+u2ifVa6xaFcq1UaVHhHetA1ovm1Rep3C/cO19QJfrT1GeZUsaK5NfEqeeTPpV67uho+bk81i6RrmxW0DowB44fe9lFVa53e24UjNCPFQr6b9frMOwdp3tduXvwEuNtobrDFGPAuhvbSN5Rc82Gy22fB3NzCx5k2gp+fGcyKvlMyCMo5lF6Mo0M8Sla7SPDKyD7DV2QBI0mUx/jXVwuwzky7TGH57rHSBto8cwJ+70847WVOIhmhw0nX06FE++OADevfuTUxMDLfddhvbtm2jV69ePPbYYxYMUYh6COoCk78FRQc7Z8GGj2wdUZ3odQqv1VQLFsan8ueuNItfY0Gc9u52c65ymUzqHUawpzMZBeXM3yFv4pytvKqap3+Nx6jClT1CGdfV9iPLnxzTgUAPAwnZxeZk0NLW1bQWDm7K1kKjUasOVVdAzGjock3TXduS9I4w6UtwcIZjK2Hr17aOyOyRy9oT4uXM0axirv10g3kfwc4hnni5WGA91/GtLHVzQVUUegf2JtS9+f8NtAv+NZWu7ENn3G0apGFva7pMeoR70TnEk4oqI7/tOHc/WiEaqsFJV6dOncjMzDzjPkVRePnll1m6dGmjAxMXV1RRZLd/1Kyqw5hTU8X+eQH2L7JtPHXULdyLB0ZoFZ7p83aRmld6kSPq7lhWEfEpeeh1Cld0b/4vOAwOeu6q2cfny7XHrD5gxN58tPwIhzKK8HNz4j9XdbF1OAB4ODuap3F+uuooafmW++8XtLH4NlnPFTcbktaDoytMeFdby2KvAjrA6P9qt/95AbIP2zaeGhG+rvz2wCBiAt1JLygzb6ExINpCrYXJG6W10BrMla5DZ3SV2OM+XadTFIWbBrQB4IctyTJQQ1hMg7d4nzp1Kg8//DALFy4kIiLCfH9+fj6enp4WCU5c2MQFE8kszcRBccDFwUX7cHQ5ddvBBVcHV/Ntdyd3PJ088TR4ap9Pu+3r7Iurg6tN1oRYxYD7tPUXW7+GeffAnUshpIeto7qox0Z1YN3hbOKP5/P4z3H8cM8lFhl4YapyDW3vT4CHodHnawo39I/gwxWHOZZVzPIDmYzuHGTrkJqFg+mFfGZuK+yKrw3bCs92RfcQZm1KYktCLh8uP8Lr13Sz2LmPZReTll+Gk4OOvlFN1N5XlAV/P6/dHvlv8Gle2yw0SL+74eBirdo1716462+tCmZjod4u/Hr/QO76bhvbawYYWGR/LuBY0hr2G5xwQMeYqDEWOafg1F5dZXlQkgNu2psh9rymy2Riz1BeW7yfY1nFbE7ItdzaQtGqNTjpMrUQtm/fnmuuuYaePXtSXV3N7NmzeeuttywVn7iA0irtneQqtYrCykIKKwuhEW8uO+ud8XPxw8/ZT/tcczvQNZBQ91BC3UIJcQ/BxcHFQt+BFSkKjHsTco/B0RXwww1wz3LwbN5VHke9jv/d0IvxH65lc0IuX6w5yoMjYhp1TlVVWVAztXBSrzBLhNkkPJwduXlAJJ+vPsoXq49K0oX2u3zh9z1UG1VGdw7i8m4htg7pDIqi8PTYWKZ8vpFftqVw37C2RPm7WeTcpipXvygfnB2tt/HzGf6arr2gDO4OAx5ommtam04HV38Kn14CqTtgzTswcrqtowLA29WJOXcP4N/zd5OSW8LQ9haoaFaVs6ToKHi5MzCgFz7Odrger7lycgWvNpCfrFVNTUmXHU8vNPFwdmRiz1B+3JLCD5uTJekSFtHgpCstLY24uDji4+OJi4tj5syZHD58GEVReOutt1iyZAndu3ene/fujBs3zpIxixqrr19NSVUJpVWl53yUVJ57f2FFIQUVBRSUF2ifT7tdVl1GWXUZJ4pOcKLowmtofAw+hLiHEOoWSoRHBNFe0eYPL9O+Hc2B3gEmz4BvxkD2QZhzHdyxGJybdyU2yt+Nl67qwjO/7uK9vw8xqJ0/PSO8G3y+nSl5JOeW4Oqkt7vE5Y7BUXy7LoFtSSfZnpRLn0gLjY+2UwvjU9mckIuzo44Xalr5mpt+Ub6MjA1g5cEs3l92iP/d0Msi5113uInXcx1ZBrvnautDr/yf9vekpfAMhQnvwW93wZq3of0YCO9j66gAcHbU8951PS12PvXETv501ar7E2InW+y8ooZ/TE3SdQgiBwL2uzny2W7qH8mPW1JYuied/JJKvFxtXxEW9q3BzyJBQUGMHTuWsWPHmu8rKytj9+7d5mRs4cKFvPbaa+Tl5VkiVnEWR70jXnoviyQ6JZUl5JTmkFOWY/6cXZpNTmkO6SXppBWnkVaURlFlESfLT3Ky/CT7cs6dsufr7EuUZxTRXtG0825HJ99OdPTtiLuTjabluXjDzb/A16MhYzf8civcNBccmk9LVm2m9Aln1cFMFu9O597vt7HgocGEejeswmiqco3tEoyrk329cAzydGZSrzB+3pbCF6uP8eVtrTfpKiyr5JWafbCmjYwhwtfVxhGd35NjYll5MIuF8ancP7wdnUIa90ZHVbWRjTX7NjXJeq6KElj0hHZ7wP0Q1tv612xq3SZrbYZ7foP598J9a7XKRQuz5/AfpDg64oLCyDaX2jqclse/g9ZNknNqfaC9bo58tm7hXsQGeXAwo5C/9qZzXb+Iix8kxAXU6xWYqY2wZ8+e9OjRg8jIM/vbnZ2d6devH/369bNokML6XB1dcXV0JcLzwn9UCioKSCtKI7UoldTiVJILkknITyChIIH04nRyy3LJLctlR+aOM46L9Iykk28nOvl1orNfZzr5dmq6qphPlJZ4zZgAx1bBwmkw6YtmvSBeURTevLY7x7KKOZBeyJ0ztzL3/oF4ONfvnbbKaiN/xNdMLbSj1sLT3TMsmp+3pfDP/gyOZhXRrhmPu7emD5YdJquwnGh/N+4Z1vSbINdH1zAvJnQP4c9dabz79yG+vr1vo863+0Q+hWVVeDo70CW0Cf5urH4D8pLAMxxGPtfo0+WV5ZFQkEBifiJZpVnklOaQW5ZLfnk+5dXlVBorqTRWolN0GPQGDHoDLg4u+Dr74ufih7+LP8GuwUR6RRLhHmEeyd1o49+BpA3aPkv/vAAT3rHMeZuRxWnrABjh3g5Xx5aXVNqcaa+u7HOTLntuLzS5qmcob/91kIXxqZJ0iUarV9LVrl071q5dy8cff0x2djbe3t706NGDHj16mJOxLl264OgoJdiWytPJE09fT2J9Y8/5WkllCYkFiSTkJ3As/xiHTx5mf+5+0ovTSSpIIqkgiaWJpyZbxnjH0CeoD70De9M7qDfBblYcex3aC677Hn64Dnb9rLXXNPMNTj2cHflmaj+u/mQ9B9ILmfbDTr65vS8O+roPHV1zKIuTJZX4uxsY3M4+e9JjAj0Y1SmIZfsz+HrtMV6/prutQ2pyB9ILmLkhEYCXruqCwaGJ1jQ1whOjO7BkdxrL9mewPekkfSIbvpbGtJ5rUDt/iwyWuaD03bDhY+32hHfAUL8kv6CigF1Zu4jPiicuM44DuQfIK8+zWHh6RU+YexgdfTvS1b8rXf270sWvS8MSCldfmPgJzL4Gtn4FseMgZpTFYrW1qqoKllRmg17HFTFX2Dqclsk8wfBU0mUeGW+n0wtPd0X3EN7+6yAbjmaTVVhuN4OoRPNUr6Tr7bffNt8+ceIEcXFx5o8///yTY8eO4eDgQMeOHYmPj7d4sKJ5c3V0pbNfZzr7nbnWJLcslwM5B9iXu499OdrHiaITHMk7wpG8I/x88GcAwtzD6B3Ym77BfRkUOsjySVj7UXDVh/D7Q7DufW2D08GPWvYaFhbm7cI3t/flui82svpQFi8s3MurV3et85RJ09TCK3uE1CtZa27uG96WZfsz+G37CR4f3YFAD2dbh9RkVFXl5T/2UW1UGdclmOEdAmwdUp20C3Dn2t7hzN1+nI9XHGbGHf0bfC7z/lyWGKxwIcZq+ONRUKuh01UQe/lFD1FVlYT8BFYdX8XqlNXEZcVhVM/deDjYLZgozyhC3ELwc/HD19kXb4M3Br0BR50jjnpHjKqR8upyyqvLtZbvmnbv7NJsUotSSSxIpLSqlOTCZJILk/k76W8AHBQHugV0Y0DIAAYED6BnYE8cdHV8eo+5DPrfC1u+1DZNfmCDeSCCvdtyaD45eh3e1UYGdr7R1uG0TP7ttc8nE6GqAhyczNMLjaqRKmNV3f9bbIYi/dzoEe5F/PF8Fu9O4/ZBUbYOSdixBv+fEBYWRlhYGBMmTDDfV1RUZF7PJYSJr7Mvg8IGMShskPm+7NJsdmbuZEfGDnZk7uBA7gHzEI8/jv0BQDuvdgwOG8zgsMH0CeqDQW+Bd5h63QJFmbD8P1o7jcED+t7Z+PNaUfdwb/53Qy/un72dHzYnU1ll5PVrul00iSosq+TvvemAfU0trE3fSB96t/FmR3Ie321I5OmxHW0dUpNZvj+TDUdzcHLQ8dyETrYOp14eGhnDrzuOs/JgFgfSC+gYXP+1XSUVVexIygOaYD3X1q/hxHYweMLlF57Cm12azaKji1hwZAFH88/cDDrCI4KeAT3pEdCDrgFdifaMtkhrm6qqZJVmcTTvKHtz9rIvZx+7s3eTXpzOzsyd7Mzcyefxn+Nl8GJkxEhGtRnFJaGXXPxv56j/QMIayDoACx6Am35p1u3XdbX48DwAxui9cJTWQuvwCAEnd6gogpMJEBBrbi8EbZiGPSddoG1AH388nz/iUyXpEo3S4P8Tqqur+frrrzl48CDh4eHmdV5DhgxhyJAhloxRtED+Lv6MjhzN6MjRABRXFhOfGc/2zO1sSdvCruxdHM0/ytH8o3y/73uc9c70De7LkLAhXBpxKSHujRiVPfQJKC+Ede9pi+Wd3KH7dRb6zqxjbJdg3ry2O8/+tou524+TW1zBxzf1xsXp/G1mf+3NoLzKSNsAN7qFNaOpkg2gKAr3DW/HfbO2M2tjEg+MiMHdYN9P5HVRWW3ktcXa8Iw7B0c36+EZtYnyd+PyrsEs3p3Ol6uP8d71Pet9jq2JJ6moNhLm7UKUnxW///wTsPxl7faoF8Hz3L8xqqqyLWMbs/bNYs3xNVSr1YDWTtU/uD/DI4YzPHw4oe7W2ZpCURQCXQMJdA1kYOhA8/3HC4+zOW0zm9M2szFtI3nleSw4soAFRxbg4ejB5dGXM6n9JLr4dam9Su7kCpO/hS9HwuG/YfPncIl9j8gvqypjWd5BAMYHNrzKKi5CUbR1XWlx2gTDgNgz1hy2jBbDUF5dvJ9tSSc5kVdKWAOHWgnR4FctDz/8ML/99hujRo3io48+QqfTUVVVRVhYGD179mThwoWWjFO0cG6ObqeqYb0gvzyfTWmbWH9iPetPrCezNJN1J9ax7sQ63tjyBl38ujAqchSXtbmMaK/o+l/wshe0xGvrVzD/fnBwhs5XWf4bs6Dr+kbg4+rEtB92sPxAJrd+s5mvbuuLz3k2xzXvzdUzrEVsej26UxBt/d04ll3MT1uSuXto8x4mYQlzNiVxLLsYPzcnHhrZztbhNMh9w9qxeHc6C+NTeXJsbL1fsJjWcw2O8bPef8eqCkue0d6tD+8Pfc6sfhtVIyuSV/Dtnm/Znb3bfH/3gO5cHXM146LG4eHkYZ3Y6iDcI5xwj3Cu7XAtVcYqdmbu5J+kf1ietJzM0kx+OfQLvxz6hRjvGKZ0mMLVMVefW3kL6gJjX4XFT2ldAJGD7GJD+fP5J+kfiqkmpKqKXu1lPZdV+XeoSbq0dV0OigMKCiqq3Y+NBwj2cqZ/lC+bE3JZFJ/KfcPt82+xsL0GL/KYN28e33//PXPmzMHZ2Zlt27bxv//9j7KysnOmGgpRX14GL8ZGjeXlwS+zbMoy5l01jyf7PEnvwN4oKOzN2cv/dvyPqxZcxdULruajnR+xP2c/qqrW7QKKorUP9bhJW78xdyrsmmvV78kSRncOYtZdA/B0dmBb0knGfLCGJbvTzvm+MwrK2HBUe7E6sad9txaa6HSKeWrft+sSqKw+d91MS5JfUskHy7UXMU+M6VDvyZXNRY8Ibwa29aPKqPLN2oR6H98k+3PF/wQHFoHOQduTS6c9Naqqyprja7h24bU8vupxdmfvxqA3cH3s9SyYuIA54+cwpcMUmyZcZ3PQOdAvuB//HvBv/pnyD1+N+YoJbSdg0Bs4kneE17e8zqhfR/HetvdIK0o78+B+d0PsBKiugF/vhPIi23wTFvDz3lkAXFtYjC5igI2jaeFM67pqki5FUVrUBEPQWgwB/tiVauNIhD1rcNJVVFRE587awARHR0ccHByYNm0a06dPx9m59SxyF9anKArtfdoztetUvrv8O1Zct4IXB77I4LDBOOgcOJp/lC93fcl1i67jqgVX8Vn8ZyQXJF/8xDodTPz4VOI17x7Y/p31v6FG6h/ty9z7B9E2wI2swnIemLOD+2ZtJz2/zPyYP+JTMarQJ9KHNtZsyWpik3qF4e9uIDW/jEUt/MnvwxWHySuppEOQO9f3te9RxfeP0N4Z/mlrMnkldX8RllNUzr60AkCbXGgVJ5Ng8dPa7RHPQpD2vLY3ey93/X0XDy1/iCN5R/Bw8uCebvfw17V/8X+X/B/tvJv/u906RcclIZfwxtA3WHHdCqb3n06kZySFFYXM2DuD8fPG88L6F0gpTNEOUBTtb6JHqDZGfsH9YLS/NzcO5h4k/uR+HFSVaz06aGt3hfWYkq7T9+qqGabREipdAJd3DUavU9hzooBjWfb7ZoSwrQYnXW3btiU1VXvRExYWxokTWivTlVdeyezZsy0TnRC18HfxZ3KHyXw+6nPWXL+GN4a+wejI0TjrnUksSOTTuE+ZMH8CN/95M3P2zyG7NPv8J9PptZHJfe8CVPjjEdj0WZN9Lw0VG+zB4keG8vClMTjoFP7el8Hwt1fy6E87WXMoi3k7tP8f7XVvrvNxdtRzx+AoAL5YfazulU07k5BdzPcbEwF4bkJnu548CTCsvT8dgz0oqahm9qakOh+34ai2IXLHYA/rjGo2VsP8+6CiECIugSFPUFhRyH82/ocb/ryBrelbcdI5cUfXO1h67VIe6f0Ifi72ufWCp5MnN3W6iYVXL+TjSz+mf3B/qtQq5h+Zz5Xzr+T/1v2flny5+sJ134HeCfb/AWsuPFCkOTJNxL20uAT/XrfbOJpWwM9U6TqkteqCeV1XS0m6/NwN5kE+f8SnXeTRQtSuwc/k11xzDUuWLAFg+PDhfPvttwDs27eP0tJSy0QnxEV4OHkwoe0E3hvxHquuX8VrQ15jcOhgdIqOXdm7eGPLG4yaO4r7/7mfP47+wf+3d+fhUdUH28fvMzPJJJCNELJBAoR931fBFcWKKGoVFZVaqtVin1psFbqIrVZ9rO3rU2vdW/eCUqAKiAqKC6tAgsimECAhkECALGSfmfP+MckoGpZAZs7M5Pu5rilkcmbmnngacue3nIq6iu8/ic0mTfiLNPrn3o+XzpTenSm5XYF9M00UFWHXPZf00KL/GaNBmQmqcXn035z9uuWf67T1QJkcNkMT+p3FhiNB6qYRHdUq0q7theX65OuTFOoQ9ui721TnNnV+j3Yhs0X8yRiGoTvq10H8a+UeVde5T+txDeu5/LZr4conpLzV3s10rn5Wn+xfqUn/naR5X82TJE3MmqhFVy3SjCEzFBfZ9J0Xg5HNsOm8jPP04vgX9eoPXtU56efIbbr1313/1RULr9Djnz+u0uQe0uX/z/uAFY9IW0Nnjfax2mNatNObd3KVW+pzlcWJWoC2XSQZUnWpVOH9/2zDtbpcnuD+d7QpGv49/WBbocVJEKrOeCONBx54wPf3e++9V8OGDVO7du1UVlamadOmNUc2oElaR7TWxC4TNbHLRBVXFeu9Pe9pce5ibS7erJX7V2rl/pWKskfp/IzzNSFrgs5JP+ebXZYMQ7r4QSkqQfrwQWnt097f2l37LykquHf+65kap/l3jtYX+0o1b8M+vb1pv0qr6jS+b6oST7DJRiiLbxWh64dl6p8rd+vZj3eFRSn5ttW7Duu9LUWy2wz99rLQ2iL+ZBouMlpQUqVFXxzQD4d0OOnxpmnq06/9eH2ugo3SRw9Lko5e/ID+98tntDh3sSQpMzZTD4x+QMNShzX/6waRgckD9czFz+iLQ1/o79l/1+oDq/Xy1pe1cNdC3TngTl03/KeKWPesd7OhxCwpta/VkU9pUe4iVXlq1Lm2TsO6XdHki1vjDERESwmZUsle77+bMe3Cbk2XJF3YK1mGIX1ZUKYDpVVKi2cXQzRNs8xZyczM1JYtW/TYY4/prbfe0lNPPdUcTwucsaToJE3pNUVvTHhDi65apJ8N+Jk6xnVUtbtaS/cs1c8//LkufOtCPbTmIeUczPFOUzMM6dxfSde9IkW0knYtl14YJxXvtPrtnJJhGBqQkaAHJ/XVut9epHl3jNJj1/S3OpbfTBvbWXaboVW7DmvzvlKr4zQbj8fUQ4u3SpJuGJ6hbinhsxbFYbdpyshMSfJNnTyZvCOVKiipUoTd0PBOic0bpnSfNOdGmR6XlnYfq0m5r2px7mLZDJum9p6qeVfMC/vC9W392/XXsxc/q39c9A91ie+i0ppSPbruUV1VvUXLOw+TWVchvX6tdHjXqZ/MQqZpau72NyRJ15UfkzHkR9YGakm+s64r3NZ0SVJSjFODMhIkea+fCDRVsy0USEpK0q233qorrrgiLLanRvjoGNdRdw68U+9MekdzJszRTb1uUtuotiqpKdHcHXN187s367L5l+nJ7CeVW5or9b5S+vFSKa6997d2z46V1j3vm6se7JwOu4Z2SlTrML6OVfuEaE3s753q8ewnwf2DYFPMzy7Qlv1linU69Mtx3a2O0+wmD81QpN2mL/aVKie/5KTHflY/tXBQZpvmPZerS6XXr9WhyiLdndFZv67bqyPVR9U1oate+8Fr+tWwXyna0fJ+g20YhsZ2GKt5V8zT70f+XolRidpbnqe7VaQfZ3bSlppD0kuXB3Xxyj6YrZ2luxXl8eiKqA5S+8FWR2o5kuq/X9XvYOgb6Qqj0iVJ43qnSJKWbSuyOAlCUWivzgaawDAM9Unqo/uG36dl1y7Ts+Oe1cSsiYp2RGvfsX167ovndOXCKzV50WS9evQLFd88T+p8rlRX6b12zWtXS2XhvWNeKLn9XO8aoSWbDyjvcKXFac5eZa1Lf35vuyTprgu7qm2MHzaOsFjbGKcuH+Aty6+s2nPSY/2ynstVK3PuTVpYuVdXdmivDx1uOQyH7hhwh+ZePlf92vVrvtcKUQ6bQ9f1uE5Lrl6i2/rdJqfdqfV2j25IT9PvndUqfnlCUBYv0zT1ry//JUn6QUWl4gZP9c5eQGC07er9s750+TbSCKPphZI0rpe3dK3aeVgVNeGzXg2BQelCi+SwOTS6/Wg9PPZhrbhuhf537P/q3A7nym7YtfXwVj32+WO66N0b9NO0NM0fOVVHI6OlXR9KT42UPv2LVBv6P+SHut7pcRrbLUkeU3rxs1yr45y1Zz/OVVFZjTISozV1dCer4/jN1FGdJEmLvjig4mM1jR7j9pi+nQub7fpc7jrtX3ib7qzcpt+3a6tym6HebXtrzuVzNH3gdN9v5uHVOqK1/mfw/2jRVYt0edblMg1pYWyMJrSx64W5E1Wdv9bqiMdZsHOBVuxbIYdp6qZj1VL/yVZHalkaRrqKtkhul296YZ27zsJQza9bcowyE1up1u3xrTkFThelCy1eq4hWuizrMj110VP68LoP9ZsRv1H/dv3lMT1adWC1Zhd9pPPbp2haxy563elW3scPS38bJK3/pxRm/6CEmoYd8eauz9eRitD9jWphabVvmuTMS3spKsJucSL/GZCRoAEd4lXr9mju5/mNHrN1f5lKKusU43RoQIez38im6kiunnnlPE0qX6+VraIVaTh09+C79fplr6tHYo+zfv5wlto6VY+MfUSvXfaa+rXpqUqbTf/X2q4J79+quYtvU11d9amfxM92l+7Wo2sfkSTddbRE3btc6t36HoGT2s+7C2jZPunj//XtXhhuI12GYfhGu5hiiKYK+dL11FNPqVOnToqKitKIESO0bt26kx7/1ltvqWfPnoqKilK/fv20ZMmSACVFKEiMStQNPW/Q65e9rsVXLdZdA+9Sr8Re8sijdbY6Pdo2URMy0nV5gqFHV/1RH/69r0qW3isd3G519BZpdJe26pMep+o6j15dffrXfwo2f35vh6rrPBrasY0u65dqdRy/u6V+tOv1NXvlcn//4rsf7fAuUh/Vpe1ZXaPMNE0tWfNnXbFwop6ylavKZtPgmE6ad+V8Tes3TQ5b+K57bG4D2g3QaxPn6uHhv1W6EamDDrseKl6jia+P1Jsbn278chwBUOuu1X0f36sqd7VGVFXr1tJj0vDbLcnSokUnSJc/4f37J39WZLX3oubhNtIlSeN6JUuSPtx+UG5PaKz1RnAI6dI1d+5czZgxQ7Nnz9bGjRs1YMAAjR8/XgcPNr6rzKpVq3TDDTdo2rRpys7O1qRJkzRp0iR9+eWXAU6OUJAZl6mfDvip3pz4pt69+l39auivNCx1mByGXXsjIvR6fKx+kRCpsUXvatJ/r9QDLw7VnIU3aeP6Z1Reus/q+C2CYRj6af1o10urdutYCM6x37yvVP/Z6D1ffnd57xaxEdGE/mlKbB2p/aXVWtbILmDvbfFeB+fi+kXrTbW/NE/PfHivJrw6TPfteEWFdpvSPIb+PPhXeunqt9U5vvNZ5W+pbIZNE3tdr3duXKXfpF+sJLdHBYZbD27+hy58Y7QeePcn+qIoRx7z+0XaH0zT1N/W/1Xbjm5XgtutPxUfle2aF6SOowLy+viO/tdKQ34kyVTkgU2Swm+kS5KGdU5UbJRDRypqlZN/1Oo4CCGGaYbIlmyNGDFihIYNG6a///3vkiSPx6OMjAz9/Oc/18yZM793/OTJk1VRUaFFixb57hs5cqQGDhyoZ5555rRes6ysTPHx8SotLVVcXHhcLBNNc6z2mNYeWKuVBZ9qQ/6nyq1uvOS39UhptkilRcQpJSpJ8ZFxinXGKc6ZoEhHlByGQ3ab3XuTTXab92PDsEkyvLdGfgBv/P+y5nc+MhsOPsk7+dbnTnCc+Z3nbey47x3TyLGN/e27d53web71fI0d4zE9emnlXh2prNXYbkka0TnxlDtNns7XxzyTr08jx5rf+t9GPqEF2QXaX1ql7ikxurj+N6iNvpZpyi1THtMjl+mRx3TL7XHJ43HJ7amT2+OWx+OSy/Te5/G45a4/xm26v/Wx2/tY0+P9WIY8NpvchiEZ9eeh4ZDD5pDD7pDDFiG7LaL+T4ci7BGyGxFy2Ovvt3s/57DZZTfscvhuNjkMu2yGTUb92/32efDBtoNaufOQstq11k0jOvo+d7SqRk8u3yXDkO4e102tnQ6ZMn3nvdnwdTdNqf6H+8raY8ov26O8iv3KrTqkL9xlvldq7fHo1lZdNPWKlxUV3eaEX180XdXB7Xrr3Z/qrdoi7YmM8N3fSjb1jmijvnGd1DE2U60d0WrtiFa0I0qGYZcMW/2t/vtcExVWFGpt8SatKdulQrd3fe3/HSrRhROfk3r8oLneHs5EXZX0wjjd5zmgJTGtdUP7C3Rpu6FWp2p2b67P1xcFpTq3Wztdcoa/HMLZi22drG5dL7U6xml3g5AtXbW1tWrVqpXmzZunSZMm+e6fOnWqSkpK9N///vd7j8nMzNSMGTN09913++6bPXu2Fi5cqE2bNjX6OjU1Naqp+Waxd1lZmTIyMihd8DlafVTZeSu0ede7+vrIDu2oPaLCkB5DBkLfiBqXrkwarIuG/VytMkZaHSesmQd3aMPa/6f/FKzQcqddVbbAfQOMME3dVlalOy//p5R1XsBeFydR/LXuf3OCFrQOvx1YEVzOUSs9M9X6TX1Ot3SF7IT24uJiud1upaQc/xuGlJQUbd/e+PqawsLCRo8vLCw84es88sgj+sMf/nD2gRG22kS10YXdr9KF3a/y3Vd2ZLcK9q/TgSPbdaBkj4oqD6rcXalyd43K3LWqlVtuSR6Zcklyy5RbkuubYR995y/HMU7jt8MnPOJbnzBO9iuX+lG25prsdjrPczqveKLPVrs8Mk1TEXabImzGKR/xvXvP8I2ezX+Lylq3TFOKsBtyOk69eYZNkkOGbJLshiGbbLIbhuyGTTbZ5DBsstXf7IZNdsPu/Vz9n3ab47i/ex8n2U1TdtMjebwjYy5PXf2fbrnMb/5014+yuU2PXHKrzvTIbZpyfev8dRmSS6o/ryX3t9+8+c3XwpDk8nhkmpLDMGSv/2/mcnskU7LbDDls35wRjf0XNeq//hEy1MHRWpnONspslaaBmecrvc+1koMdCQPBSO6hoROf0dC6arn2fqbc/Z9rS/GX+vJYng66K1UhU5XyqNL3/cys/9Z2Zr/zjZFNQ+3xGtm6gwa16anoftdJyT2b6+3gbCV108ThM7R189OqDtBU00AzJbnc3vPXYT+dfwXgD8nRsVZHaJKQLV2BMmvWLM2YMcP3ccNIF3AycYmdFZfYWb2sDtKC/DenQL+Yk6P46Ah9et8FiouKOPWDLPSPFTv12NIdSopxasWvz1dMGF/M+kTe2bRfP/93tlLjovTZfReovNqloX9aJrfH1Kf3XqCMxFZWR0RTRETJ0XWcuncdp+6SrjrlAxCuhg29Q/OG3mF1DL+67pnVWrfniB6a1Fc3jexodRyEgJCdBJWUlCS73a6iouO37CwqKlJqauO7f6WmpjbpeElyOp2Ki4s77gYg+FzeP11dk2NUWlWnl1busTrOSe0vqdKTy3dKkmb9oGeLLFySdEmfFLVpFaHCsmp98vUh325gvdLiKFwAgtrYbt5rCH7G9bpwmkK2dEVGRmrIkCFavny57z6Px6Ply5dr1KjGdy4aNWrUccdL0gcffHDC4wGEDrvN0P9c1E2S9MKnuSqtCt6tiv+0eJuq6twa2rGNrh7c3uo4lnE67Lp6cAdJ0px1+b5dC1mYDiDYjakvXSt3FTd66Qvgu0K2dEnSjBkz9Pzzz+vll1/Wtm3bdOedd6qiokK33nqrJOmWW27RrFmzfMf/4he/0NKlS/WXv/xF27dv1wMPPKD169frrrvusuotAGhGE/qlqVtyjMqqXXr2411Wx2nUZ18Xa/HmA7IZ0h+v7Nsitog/meuHeadrL99+UB9/dUiSdwQMAIJZ/w4JiotyqLzapU37Sq2OgxAQ0qVr8uTJevzxx3X//fdr4MCBysnJ0dKlS32bZeTl5enAgQO+40ePHq033nhDzz33nAYMGKB58+Zp4cKF6tu3r1VvAUAzstsM/Xp8D0nSC5/tVv6RSosTHa/W5dHst73XBbxlVCf1Tme6creUWA3p2EZuj6kal0ftE6LVO42vC4DgZrcZvtEuphjidITslvFW4TpdQHAzTVNTXlirVbsO6/L+afr7jYOtjuTzzMe79Oi725UUE6nl95yv+Ojg3uwjUN5cn697530hSfrxOZ11/8TeFicCgFP797o8zZq/WUM7ttG8O0dbHQcWOd1uENIjXQDwXYZh6HcTesswpEVfHND6PUesjiRJyj10TP/vg68kSfdd2pPC9S2X909TbP1mIuOZWgggRIzp6h3pys4vUVl18K4jRnCgdAEIO73T43xrhR5ctFUej7UD+h6Pqfv+84VqXB6N6ZqkHw7pYGmeYNMq0qEXpg7V/17TT8M7J1odBwBOS0ZiK3VOai23x9SaXYetjoMgR+kCEJZmXNxDMU6HNu0r1cKcAkuzvLx6jz7fc1StI+169Jp+LX7zjMaMyGqrycMy+doACCkNW8d/yrounAKlC0BYahfr1PQLukqSHn13u2VbyO89XKHHlu6QJM28rJc6tOH6UwAQLsZ2aydJ+mwnpQsnR+kCELZuPaeTspJa62B5jf7wzpaAv37DtMKqOrdGZiVqyvDMgGcAAPjPyKxE2W2GdhdXBN2OuQgulC4AYSsqwq4/XztANkOav7FAH2wtCujrP/3xLq3JPaLoCLseu2aAbDamzgFAOImNitDgzARJTDHEyVG6AIS1IR3b6LZzsyRJs+Zv1tGK2oC87qqdxfrL+95phbMn9lZmW6YVAkA4+maK4SGLkyCYUboAhL1fjuuubskxKj5Wo/vf9v80w8LSav3839nymNK1Qzpocv1OigCA8DO6S1tJ0trcI+LytzgRSheAsBcVYddfrxsou83QO5v2a0H2Pr+9Vp3bo+lvbNThilr1SovTg5P6siMfAISx/h0SFBVh0+GKWu08eMzqOAhSlC4ALUK/DvG6q343w/vmbda63c1/0WTTNPWHd7Zow96jio1y6JmbBisqwt7srwMACB6RDpuGdGwjSVqTy/W60DhKF4AW4xcXddOlfVJV6/botlfWa9eh5vuNpGmaenjJNr22Jk+S9JdrB6hj29bN9vwAgOA1srN3iuGa3Ob/hR7CA6ULQIthsxn6f5MHamBGgkqr6nTrvz5X8bGas35e0zT15/d26PlPd0uSHr6qny7pk3rWzwsACA0juzSUrsOs60KjKF0AWpToSLtemDpUmYmtlHekUj9+6XMdLK8+q+d8YtnX+seKXZKkP17ZRzeO4HpcANCS9O8Qz7ounBSlC0CLkxTj1L9uHaaEVhH6Yl+pJj75mTbsPdrk5ymtrNP//Dtb/7f8a0nS7y/vrVtGdWrmtACAYOd02L9Z1+WHNcMIfZQuAC1Sl3Yxmn/naHVLjlFRWY2uf261Xluz97SnhazedVg/+L9P9Pam/bLbDN1/eW9NG9PZz6kBAMFqROdvphgC30XpAtBiZbWL0YLp5+iyfqmqc5v63cIvdc3TqzR/4z5V17m/d7zbY2rVrmL96q1NuvGFNdpfWq1ObVtp3h2j9GMKFwC0aCOzGq7XxboufJ9hclY0SVlZmeLj41VaWqq4uDir4wBoBqZp6tlPcvWX93eozu39ltimVYQu6JGs6Ei7Iuw21bo9Wr6tSEVl32y8ccPwDP1uQm+1djqsig4ACBI1Lrf6P/C+alweLZtxrromx1odCQFwut2AnxQAtHiGYeiO87ro6sHt9ebn+fr3unwVlFRpfnbB946Ni3JoQv80XT24g4Z1SrQgLQAgGDWs61q167BW5x6hdOE4lC4AqJccG6W7LuymO8/vqo+/OqhtB8rlcpuqdbvl9khDOrbRud2T5HRwwWMAwPeNzGqrVbsOa03uYd08sqPVcRBEKF0A8B12m6ELe6bowp4pVkcBAISQEZ29MyDW5h6RaZoyDMPiRAgWbKQBAAAANIMBGQlyOmwqPlajr7leF76F0gUAAAA0g6gIu0bU72K4bFuRxWkQTChdAAAAQDO5pLd3avoHWyld+AalCwAAAGgmF9eXruy8Eh0sq7Y4DYIFpQsAAABoJilxURqYkSBJWrbtoLVhEDQoXQAAAEAzahjten9rocVJECwoXQAAAEAzGt/HW7pW7TysYzUui9MgGFC6AAAAgGbUpV2MspJaq9bt0cc7DlkdB0GA0gUAAAA0I8MwmGKI41C6AAAAgGZ2Sf0Uww+3H1Sd22NxGliN0gUAAAA0s4EZbZQU41R5tUtrc49YHQcWo3QBAAAAzcxuMzSuV7Ik6b0tTDFs6ShdAAAAgB+M75sqSXr3ywNyMcWwRaN0AQAAAH4wpmuS2raOVPGxWn36dbHVcWAhShcAAADgBxF2m64YmC5J+s/GfRangZUoXQAAAICfXDO4gyTp/a1FKquuszgNrELpAgAAAPykT3qcuiXHqNbl0bubD1gdBxahdAEAAAB+YhiGrq4f7frPxgKL08AqlC4AAADAjyYNSpdhSOt2H1H+kUqr48AClC4AAADAj9LiozW6S1tJ0sJsRrtaIkoXAAAA4GdXD/JOMZyfXSDTNC1Og0CjdAEAAAB+dmnfVEVH2LW7uEI5+SVWx0GAUboAAAAAP2vtdOjSvqmSpPlsqNHiULoAAACAALhqUHtJ0jtf7Fety2NxGgQSpQsAAAAIgHO6Jik51qmSyjp9tOOg1XEQQJQuAAAAIADsNsM32jV/4z6L0yCQKF0AAABAgFw12Fu6Ptx+UCWVtRanQaBQugAAAIAA6Zkap95pcapzm3rniwNWx0GAULoAAACAALp6MFMMWxpKFwAAABBAVwxMl82QsvNKtLu4wuo4CABKFwAAABBAybFROrd7O0nSAka7WgRKFwAAABBgvl0Mswvk8ZgWp4G/UboAAACAALukd6pinA7tO1ql9XuPWh0nZFTXuXX4WI3VMZqM0gUAAAAEWHSkXZf1S5XEhhpNsSb3sIY8tExTXlhjdZQmoXQBAAAAFrhqUAdJ0uLNB1Rd57Y4TWjYlF8qybsuLpSEbOk6cuSIpkyZori4OCUkJGjatGk6duzYSR9z/vnnyzCM42533HFHgBIDAAAA3xjROVHtE6JVXu3Ssm1FVscJCZv2lUiSBnSItzZIE4Vs6ZoyZYq2bNmiDz74QIsWLdInn3yi22+//ZSPu+2223TgwAHf7bHHHgtAWgAAAOB4NpuhSYPSJUnzNxZYnCb4maapTfklkqQBGQmWZmmqkCxd27Zt09KlS/XCCy9oxIgRGjNmjJ588knNmTNH+/fvP+ljW7VqpdTUVN8tLi4uQKkBAACA4zVMMfz4q0MqDsENIgJp39EqHa6oVYTdUK+00PoZPiRL1+rVq5WQkKChQ4f67hs3bpxsNpvWrl170se+/vrrSkpKUt++fTVr1ixVVlae9PiamhqVlZUddwMAAACaQ9fkGA3ISJDbY+rtnJMPHrR0DVMLe6XFKSrCbm2YJgrJ0lVYWKjk5OTj7nM4HEpMTFRhYeEJH3fjjTfqtdde00cffaRZs2bp1Vdf1U033XTS13rkkUcUHx/vu2VkZDTLewAAAAAk6WrfNbvYxfBkcvJKJEkDOiRYmuNMBFXpmjlz5vc2uvjubfv27Wf8/LfffrvGjx+vfv36acqUKXrllVe0YMEC7dq164SPmTVrlkpLS323/Pz8M359AAAA4LsmDkiXw2boy4IyfVVUbnWcoOXbRCPE1nNJksPqAN92zz336Ec/+tFJj8nKylJqaqoOHjx43P0ul0tHjhxRamrqab/eiBEjJEk7d+5Uly5dGj3G6XTK6XSe9nMCAAAATZHYOlIX9EzWB1uL9J8N+zTrsl5WRwo6LrdHmwu828UPpHSdnXbt2qldu3anPG7UqFEqKSnRhg0bNGTIEEnShx9+KI/H4ytSpyMnJ0eSlJaWdkZ5AQAAgObwwyEd9MHWIs3PLtCvx/eQwx5UE9Is91XRMVXXeRTrdCgrqbXVcZosJP9r9urVS5deeqluu+02rVu3TitXrtRdd92l66+/Xunp3m03CwoK1LNnT61bt06StGvXLj344IPasGGD9uzZo7ffflu33HKLzj33XPXv39/KtwMAAIAW7sKeyWrbOlKHymv08VeHrI4TdBqmFvbPiJfNZlgb5gyEZOmSvLsQ9uzZUxdddJEuu+wyjRkzRs8995zv83V1ddqxY4dvd8LIyEgtW7ZMl1xyiXr27Kl77rlH11xzjd555x2r3gIAAAAgSYqw2zSpfkONt9azocZ3+a7PFYKbaEhBNr2wKRITE/XGG2+c8POdOnWSaZq+jzMyMvTxxx8HIhoAAADQZD8c0kEvfrZby7cX6UhFrRJbR1odKWjkhOhFkRuE7EgXAAAAEE56pcWpb/s41blNLcwusDpO0Kisdfl2dQzFTTQkShcAAAAQNK4d4r0m7FsbmGLYYPO+UnlMKTUuSilxUVbHOSOULgAAACBIXDkwXZF2m7YdKNOX9Vukt3QNm2iE6iiXROkCAAAAgkZCq0hd3DtFkjSP0S5J0qZ8b/kM1fVcEqULAAAACCo/HNpBkrQwp0A1LrfFaaz3zSYa8dYGOQuULgAAACCInNutnVLinCqprNOH2w5aHcdSh8prVFBSJcOQ+rWndAEAAABoBnaboasHe0e7WvqGGl/Ur+fq2i5GsVER1oY5C5QuAAAAIMhcO8RbulbsOKiDZdUWp7HOphC/PlcDShcAAAAQZLLaxWhIxzbymNL8FnzNrpx9ob+JhkTpAgAAAIJSw2jXW+vzZZqmxWkCzzRN30jXwA4JlmY5W5QuAAAAIAhN6J+mqAibdh2qUHZ9+WhJ9hyuVGlVnSIdNvVMi7U6zlmhdAEAAABBKDYqQj/omyZJemt9y9tQo2GUq296nCLsoV1bQjs9AAAAEMYaphgu2rRfVbUt65pdOWGyiYZE6QIAAACC1sisturQJlrlNS69t6XQ6jgBtal+u/iBlC4AAAAA/mKzGfph/WjXnM/zLE4TOLUuj7bsL5MkDQjxTTQkShcAAAAQ1K4bmiHDkNbkHtHu4gqr4wTEjsJy1bo8io+OUMe2rayOc9YoXQAAAEAQS0+I1nnd20mS5n6eb3GawMipn1o4ICNBhmFYG6YZULoAAACAIHf9sAxJ0rwN+1Tn9licxv981+cKg/VcEqULAAAACHoX9UpRUkykio/VaPm2g1bH8bscX+mKtzZIM6F0AQAAAEEuwm7TNfUbaswN8w01yqrrtOvQMUlS/zDYREOidAEAAAAh4fphmZKkj786pP0lVRan8Z8v95XKNKUObaKVFOO0Ok6zoHQBAAAAIaBzUmuN6Jwojym9tX6f1XH8JjuMLorcgNIFAAAAhIgbhntHu95cny+3x7Q4jX9k55VIkgZRugAAAAAE2qV9UxUX5VBBSZU+21lsdZxmZ5qmsvOOSpIGZbaxOE3zoXQBAAAAISIqwq6rB3s31JizLvw21Mg/UqXDFbWKtNvUt32c1XGaDaULAAAACCGT66/Z9cHWIhUfq7E4TfPaWD/K1ad9nJwOu8Vpmg+lCwAAAAghvdLiNCAjQS6Pqf9sCK8NNXxTCzPCZ2qhROkCAAAAQs719aNdcz/Pl2mGz4YaG+s30RjcMcHSHM2N0gUAAACEmIkD0tUq0q7c4gqt233E6jjNoqrWrW0HyiSF1yYaEqULAAAACDkxTocm9k+X5B3tCgebC0rl8phKiXMqPT7K6jjNitIFAAAAhKDJw71TDBdvPqDSqjqL05y9jd9az2UYhsVpmhelCwAAAAhBgzIS1CMlVjUujxZmF1gd56w1bKIRbuu5JEoXAAAAEJIMw9D19aNd/16XF9Ibapim6dtEI9zWc0mULgAAACBkXT2og6IibNpeWO6bnheKCkqqdKi8Rg6boX7t462O0+woXQAAAECIim8V4dtQ4/U1eRanOXMNo1y90+MUFRE+F0VuQOkCAAAAQtiUkR0lSYs2H9DRilqL05wZ33quMJxaKFG6AAAAgJA2oEO8+qTHqdbl0X827rM6zhn5Zj1XgqU5/IXSBQAAAIQwwzA0ZYR3tOv1taG3oUZ1nVtb95dK8m4XH44oXQAAAECIu2JgumKcDu0urtDqXYetjtMkm/JLVOc2lRzrVEZitNVx/ILSBQAAAIS4GKdDkwbVb6ixNrQ21Fi/17uea2in8LsocgNKFwAAABAGbhzunWL43pZCHSyvtjjN6Vu/54gkaWjHRIuT+A+lCwAAAAgDvdPjNDgzQS6PqbfWh8aGGh6PqQ3fGukKV5QuAAAAIEw0bKjxxto8uT3Bv6HG1wePqazapVaRdvVOi7M6jt9QugAAAIAwMaF/muKjI1RQUqVPvjpkdZxT+rx+auGgzAQ57OFbTcL3nQEAAAAtTFSEXT8c0kGS9PravRanObWGqYVDwng9l0TpAgAAAMLKjSMyJUkfbj+ogpIqi9OcXMNI17AwXs8lUboAAACAsNKlXYxGZbWVx5Tmrgve7eMLS6u172iVbIY0KJPSBQAAACCETBnpHe2a83m+6twei9M0bv1e7yhXr7Q4xTgdFqfxL0oXAAAAEGYu6Z2qpJhIHSyv0fJtRVbHadT6Pd71XMM6hfd6LonSBQAAAISdSIdN1w3NkCS9uiY4N9RoWM81pGN4Ty2UKF0AAABAWLpheKZshrRy52HtPFhudZzjHKtxaduBMknhfVHkBpQuAAAAIAxlJLbSRb1SJEmvrg6u0a7svKPymFKHNtFKi4+2Oo7fUboAAACAMHXLqI6SpP9sLNCxGpfFab7xef16rqEtYGqhROkCAAAAwtY5XZKU1a61jtW4tGDjPqvj+KzJPSxJGt65rcVJAoPSBQAAAIQpm83QLSO9o10vr94r0zQtTiRV17mVk1ciSRrVhdIV1P70pz9p9OjRatWqlRISEk7rMaZp6v7771daWpqio6M1btw4ff311/4NCgAAAFjo6iEd1CrSrp0Hj2l1/QiTlTbuPapat0cpcU51atvK6jgBEbKlq7a2Vtdee63uvPPO037MY489pr/97W965plntHbtWrVu3Vrjx49XdXW1H5MCAAAA1omLitDVg9tLkl5ZZf2GGg1TC0dmtZVhGBanCYyQLV1/+MMf9Mtf/lL9+vU7reNN09QTTzyh3/3ud7ryyivVv39/vfLKK9q/f78WLlzo37AAAACAhW4Z1UmS9P7WQu0vqbI0y5pc7/W5RmW1jKmFUgiXrqbavXu3CgsLNW7cON998fHxGjFihFavXn3Cx9XU1KisrOy4GwAAABBKuqfEalRWW3lM6Y21eZblqKp1Kzvfu3PhSEpX+CksLJQkpaSkHHd/SkqK73ONeeSRRxQfH++7ZWRk+DUnAAAA4A8N28f/e12ealxuSzJszDuqOrep1LgodWwh67mkICtdM2fOlGEYJ71t3749oJlmzZql0tJS3y0/Pz+grw8AAAA0h4t7pygtPkqHK2q1ZPMBSzKs3uVdzzWqS8tZzyVJDqsDfNs999yjH/3oRyc9Jisr64yeOzU1VZJUVFSktLQ03/1FRUUaOHDgCR/ndDrldDrP6DUBAACAYOGw2zRlRKYef/8rvbJ6r64a1CHgGb7ZRCMx4K9tpaAqXe3atVO7du388tydO3dWamqqli9f7itZZWVlWrt2bZN2QAQAAABC1eRhmfq/5V8rO69EX+wrUf8OCQF77cpalzbtK5HUstZzSUE2vbAp8vLylJOTo7y8PLndbuXk5CgnJ0fHjh3zHdOzZ08tWLBAkmQYhu6++2499NBDevvtt7V582bdcsstSk9P16RJkyx6FwAAAEDgtIt1akI/76yvV1YHdvv4DXu967nS46OUmdhy1nNJQTbS1RT333+/Xn75Zd/HgwYNkiR99NFHOv/88yVJO3bsUGlpqe+Ye++9VxUVFbr99ttVUlKiMWPGaOnSpYqKigpodgAAAMAqt4zupIU5+/X2pv367WW91KZ1ZEBetyVen6uBYZqmaXWIUFJWVqb4+HiVlpYqLi7O6jgAAABAk5imqYl//0xfFpTpvkt76s7zuwTkda95epU27D2qx37YX9cNDY8dwU+3G4Ts9EIAAAAATWcYhu9iya+u3iOX2+P316yocWlTfomklnVR5AaULgAAAKCFuWJAutq2jtT+0mq9t6XI76+3etdhuTymMhKj1aFNtN9fL9hQugAAAIAWJirCrikjvRdLfvGzXL+/3idfH5IkndutXYtbzyVRugAAAIAW6aaRmYq027Qxr0TZeUf9+lqffOUtXed198/loYIdpQsAAABogZJjozRxQLok6Z8r9/jtdfYertCew5Vy2AyN6tLy1nNJlC4AAACgxfrxmE6SpCWbD+hAaZVfXqNhlGtIxzaKjYrwy2sEO0oXAAAA0EL1SY/XyKxEuT2m3y6W/HF96Tq3hU4tlChdAAAAQIv243M6S5LeWJunylpXsz53rcuj1bu8F0Vuqeu5JEoXAAAA0KJd1CtFHdu2UmlVneZvLGjW596w96gqat1KiolU77QTXzw43FG6AAAAgBbMbjP0o9GdJEn/XLlbHo/ZbM/dMLVwbLd2stla3lbxDShdAAAAQAt37dAMxTodyj1UoY/rr6nVHFr6VvENKF0AAABACxfjdGjysAxJ0j8/290sz3mwvFpbD5RJksZ0S2qW5wxVlC4AAAAAmjq6k2yG9OnXxfqqqPysn+/Tr4olSf3axyspxnnWzxfKKF0AAAAAlJHYSuP7pEqS/rXy7Ee7PtpxUJJ0bveWPcolUboAAAAA1Js2xrt9/PyNBTpSUXvGz1Nd59ZH272l6+Leqc2SLZRRugAAAABIkoZ0bKP+HeJV4/Lo9TVnfrHklTuLVVHrVlp8lPq3j2/GhKGJ0gUAAABAkmQYhu9iya+s2avqOvcZPc/SLwslSeP7pLboreIbULoAAAAA+Ezon6b0+CgdKq/RwuymXyzZ5fbog21FkuRbI9bSUboAAAAA+ETYbfpx/dqu5z7NbfLFktftPqKSyjolto7UsE5t/BEx5FC6AAAAABzn+uGZio3yXix5Wf2o1elausU7tfDiXily2KkbEqULAAAAwHfEOB26eWRHSdKzn+Se9uM8HlPv1ZeuS/sytbABpQsAAADA9/xodCdF2m3asPeo1u85clqPydlXoqKyGsU4HRrdta2fE4YOShcAAACA70mOi9LVg9tLOv3Rrvfqdy28sGeynA6737KFGkoXAAAAgEb9ZGyWJGnZtiLtPHjspMeapulbz8XUwuNRugAAAAA0qmtyjC7unSLTlJ79eNdJj/2yoEx7D1fK6bDpvO7tApQwNFC6AAAAAJzQz87vIklakF2gfUcrT3jc3PV5krzX5mrtdAQkW6igdAEAAAA4oUGZbXRO17ZyeUw9f4K1XdV1bv03Z78kafKwjEDGCwmULgAAAAAnNf38rpKkOZ/n61B5zfc+/+6XB1Re7VJGYrRGZbFr4XdRugAAAACc1KgubTUwI0E1Lo/+uXL39z4/9/N8SdK1QzJksxmBjhf0KF0AAAAATsowDE2/wDva9erqvSqtqvN9bu/hCq3JPSLDkH44pINVEYMapQsAAADAKV3UM1k9UmJ1rMalFz/9Zm3Xm+u9o1zndmun9IRoq+IFNUoXAAAAgFOy2Qz97ALvToZ/+3Cnpr++UftLqjRvwz5JbKBxMuzlCAAAAOC0TOyfrm0HyvX8p7lavPmAPthapFq3R4mtIzWuV4rV8YIWI10AAAAATovNZmjmD3rq7bvO0YCMBNW6PZKkqwa1V6SDanEijHQBAAAAaJI+6fGaf+dovbEuTxv3HtWd9RdQRuMM0zRNq0OEkrKyMsXHx6u0tFRxcXFWxwEAAABgkdPtBowBAgAAAIAfUboAAAAAwI8oXQAAAADgR5QuAAAAAPAjShcAAAAA+BGlCwAAAAD8iNIFAAAAAH5E6QIAAAAAP6J0AQAAAIAfUboAAAAAwI8oXQAAAADgR5QuAAAAAPAjShcAAAAA+BGlCwAAAAD8iNIFAAAAAH5E6QIAAAAAP6J0AQAAAIAfUboAAAAAwI8cVgcINaZpSpLKysosTgIAAADASg2doKEjnAilq4nKy8slSRkZGRYnAQAAABAMysvLFR8ff8LPG+apahmO4/F4tH//fsXGxsowDEuzlJWVKSMjQ/n5+YqLi7M0C0ID5wyainMGTcU5g6binEFTBdM5Y5qmysvLlZ6eLpvtxCu3GOlqIpvNpg4dOlgd4zhxcXGWn3AILZwzaCrOGTQV5wyainMGTRUs58zJRrgasJEGAAAAAPgRpQsAAAAA/IjSFcKcTqdmz54tp9NpdRSECM4ZNBXnDJqKcwZNxTmDpgrFc4aNNAAAAADAjxjpAgAAAAA/onQBAAAAgB9RugAAAADAjyhdAAAAAOBHlK4g99RTT6lTp06KiorSiBEjtG7dupMe/9Zbb6lnz56KiopSv379tGTJkgAlRbBoyjnz/PPPa+zYsWrTpo3atGmjcePGnfIcQ/hp6veZBnPmzJFhGJo0aZJ/AyLoNPWcKSkp0fTp05WWlian06nu3bvz71ML09Rz5oknnlCPHj0UHR2tjIwM/fKXv1R1dXWA0sJKn3zyiSZOnKj09HQZhqGFCxee8jErVqzQ4MGD5XQ61bVrV7300kt+z9lUlK4gNnfuXM2YMUOzZ8/Wxo0bNWDAAI0fP14HDx5s9PhVq1bphhtu0LRp05Sdna1JkyZp0qRJ+vLLLwOcHFZp6jmzYsUK3XDDDfroo4+0evVqZWRk6JJLLlFBQUGAk8MqTT1nGuzZs0e/+tWvNHbs2AAlRbBo6jlTW1uriy++WHv27NG8efO0Y8cOPf/882rfvn2Ak8MqTT1n3njjDc2cOVOzZ8/Wtm3b9OKLL2ru3Ln6zW9+E+DksEJFRYUGDBigp5566rSO3717tyZMmKALLrhAOTk5uvvuu/WTn/xE7733np+TNpGJoDV8+HBz+vTpvo/dbreZnp5uPvLII40ef91115kTJkw47r4RI0aYP/3pT/2aE8GjqefMd7lcLjM2NtZ8+eWX/RURQeZMzhmXy2WOHj3afOGFF8ypU6eaV155ZQCSIlg09Zx5+umnzaysLLO2tjZQERFkmnrOTJ8+3bzwwguPu2/GjBnmOeec49ecCD6SzAULFpz0mHvvvdfs06fPcfdNnjzZHD9+vB+TNR0jXUGqtrZWGzZs0Lhx43z32Ww2jRs3TqtXr270MatXrz7ueEkaP378CY9HeDmTc+a7KisrVVdXp8TERH/FRBA503Pmj3/8o5KTkzVt2rRAxEQQOZNz5u2339aoUaM0ffp0paSkqG/fvnr44YfldrsDFRsWOpNzZvTo0dqwYYNvCmJubq6WLFmiyy67LCCZEVpC5edfh9UB0Lji4mK53W6lpKQcd39KSoq2b9/e6GMKCwsbPb6wsNBvORE8zuSc+a777rtP6enp3/vmhfB0JufMZ599phdffFE5OTkBSIhgcybnTG5urj788ENNmTJFS5Ys0c6dO/Wzn/1MdXV1mj17diBiw0Jncs7ceOONKi4u1pgxY2Saplwul+644w6mF6JRJ/r5t6ysTFVVVYqOjrYo2fEY6QIgSXr00Uc1Z84cLViwQFFRUVbHQRAqLy/XzTffrOeff15JSUlWx0GI8Hg8Sk5O1nPPPachQ4Zo8uTJ+u1vf6tnnnnG6mgIUitWrNDDDz+sf/zjH9q4caPmz5+vxYsX68EHH7Q6GnDGGOkKUklJSbLb7SoqKjru/qKiIqWmpjb6mNTU1CYdj/ByJudMg8cff1yPPvqoli1bpv79+/szJoJIU8+ZXbt2ac+ePZo4caLvPo/HI0lyOBzasWOHunTp4t/QsNSZfJ9JS0tTRESE7Ha7775evXqpsLBQtbW1ioyM9GtmWOtMzpnf//73uvnmm/WTn/xEktSvXz9VVFTo9ttv129/+1vZbIwZ4Bsn+vk3Li4uaEa5JEa6glZkZKSGDBmi5cuX++7zeDxavny5Ro0a1ehjRo0addzxkvTBBx+c8HiElzM5ZyTpscce04MPPqilS5dq6NChgYiKINHUc6Znz57avHmzcnJyfLcrrrjCt2NURkZGIOPDAmfyfeacc87Rzp07fQVdkr766iulpaVRuFqAMzlnKisrv1esGkq7aZr+C4uQFDI//1q9kwdObM6cOabT6TRfeuklc+vWrebtt99uJiQkmIWFhaZpmubNN99szpw503f8ypUrTYfDYT7++OPmtm3bzNmzZ5sRERHm5s2brXoLCLCmnjOPPvqoGRkZac6bN888cOCA71ZeXm7VW0CANfWc+S52L2x5mnrO5OXlmbGxseZdd91l7tixw1y0aJGZnJxsPvTQQ1a9BQRYU8+Z2bNnm7Gxsea///1vMzc313z//ffNLl26mNddd51VbwEBVF5ebmZnZ5vZ2dmmJPOvf/2rmZ2dbe7du9c0TdOcOXOmefPNN/uOz83NNVu1amX++te/Nrdt22Y+9dRTpt1uN5cuXWrVW2gUpSvIPfnkk2ZmZqYZGRlpDh8+3FyzZo3vc+edd545derU445/8803ze7du5uRkZFmnz59zMWLFwc4MazWlHOmY8eOpqTv3WbPnh344LBMU7/PfBulq2Vq6jmzatUqc8SIEabT6TSzsrLMP/3pT6bL5QpwalipKedMXV2d+cADD5hdunQxo6KizIyMDPNnP/uZefTo0cAHR8B99NFHjf5s0nCOTJ061TzvvPO+95iBAweakZGRZlZWlvmvf/0r4LlPxTBNxmkBAAAAwF9Y0wUAAAAAfkTpAgAAAAA/onQBAAAAgB9RugAAAADAjyhdAAAAAOBHlC4AAAAA8CNKFwAAAAD4EaULAAAAAPyI0gUAAAAAfkTpAgAAAAA/onQBAAAAgB9RugAAOE2HDh1SamqqHn74Yd99q1atUmRkpJYvX25hMgBAMDNM0zStDgEAQKhYsmSJJk2apFWrVqlHjx4aOHCgrrzySv31r3+1OhoAIEhRugAAaKLp06dr2bJlGjp0qDZv3qzPP/9cTqfT6lgAgCBF6QIAoImqqqrUt29f5efna8OGDerXr5/VkQAAQYw1XQAANNGuXbu0f/9+eTwe7dmzx+o4AIAgx0gXAABNUFtbq+HDh2vgwIHq0aOHnnjiCW3evFnJyclWRwMABClKFwAATfDrX/9a8+bN06ZNmxQTE6PzzjtP8fHxWrRokdXRAABBiumFAACcphUrVuiJJ57Qq6++qri4ONlsNr366qv69NNP9fTTT1sdDwAQpBjpAgAAAAA/YqQLAAAAAPyI0gUAAAAAfkTpAgAAAAA/onQBAAAAgB9RugAAAADAjyhdAAAAAOBHlC4AAAAA8CNKFwAAAAD4EaULAAAAAPyI0gUAAAAAfkTpAgAAAAA/+v9923FzgkcwlAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the three acquisition functions (factor 0.1 added in in the LCB for visualization)\n", "X_grid = np.linspace(0,1,200)[:, None]\n", "plt.figure(figsize=(10,6))\n", - "plt.title('Acquisition functions',size=25)\n", - "plt.plot(X_grid, - 0.1*acq_LCB.acquisition_function(X_grid),label='LCB')\n", - "plt.plot(X_grid, -acq_EI.acquisition_function(X_grid),label='EI')\n", - "plt.plot(X_grid, -acq_MPI.acquisition_function(X_grid),label='MPI')\n", - "plt.xlabel('x',size=15)\n", - "plt.ylabel('a(x)',size=15)\n", - "legend();" + "plt.title('Acquisition functions')\n", + "plt.plot(X_grid, 0.1*acq_NLCB.evaluate(X_grid), label='NLCB')\n", + "plt.plot(X_grid, acq_EI.evaluate(X_grid), label='EI')\n", + "plt.plot(X_grid, acq_PI.evaluate(X_grid), label='PI')\n", + "plt.xlabel('x')\n", + "plt.ylabel('$alpha(x)$')\n", + "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Exercise 2" + "### Exercise 2\n", + "\n", + "(a) According to the previous plot, what areas in the domain are worth exploring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" ] }, { "cell_type": "markdown", "metadata": {}, - "source": [ - "(a) According to the previous plot, what areas in the domain are worth exploring and why? How can we interpret the previous plot in terms of the exploration/exploitation trade off of each one of the three acquisitions?" - ] + "source": [] }, { "cell_type": "code", @@ -542,7 +891,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(b) Now make a plot comparing the shape of the LCB acquisition (of GP-UCB in the literature) with values different values of parameters. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" + "(b) Now make a plot comparing the shape of the NLCB acquisition (of GP-UCB in the literature) with values different values of the beta parameter. Use the values $[0,0.1,0.25,0.5,1,2,5]$. How does the decision about where to collect the sample change when we increase the value of the parameter?" ] }, { @@ -556,34 +905,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Exercise 3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "### Exercise 3\n", + "\n", "Consider the sixhumpcamel function defined as\n", "$$f(x_1,x_2) = \\left(4-2.1x_1^2 + \\frac{x_1^4}{3} \\right)x_1^2 + x_1x_2 + (-4 +4x_2^2)x_2^2,$$\n", "\n", - "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in GPyOpt so, to load and visualize it simply run." + "in $[-2,2]\\times [-1,1]$. This function has two global minima, at $(0.0898,-0.7126)$ and $(-0.0898,0.7126)$. This function is also implemented in Emukit so, to load and visualize it simply run:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "GPyOpt.fmodels.experiments2d.sixhumpcamel().plot()\n", - "f_shc = GPyOpt.fmodels.experiments2d.sixhumpcamel(sd = 0.1).f # simulated version with some noise" + "from emukit.test_functions import sixhumpcamel_function\n", + "f_shc, space_shc = sixhumpcamel_function()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "(a) Create three objects to optimize this function using the the 'EI' (with parameter equal to zero), the LCB (with parameter equal to 2) and the MPI (with parameter equal to zero). Use the same initial data in the three cases (Hint: use the options 'X' and 'Y' when creating the BO object)." + "(a) Create three objects to optimize this function using EI (with parameter equal to zero), NLCB (with parameter equal to 2) and PI (with parameter equal to zero). Use the same initial data in the three cases." ] }, { @@ -611,7 +955,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value (Hint: use .Y_best to extract from the BO objects the best current value at each iteration). Which acquisition is has the best performance in this example?" + "(c) Now make a plot comparing the three methods. The x axis should contain the number of iterations and y axis the best found value. Which acquisition has the best performance in this example?" ] }, { @@ -642,25 +986,32 @@ "---\n", "### Credit\n", "\n", - "This notebook was written by Javier Gonzalez." + "This notebook was written by Andrei Paleyes, adopted from the earlier GPyOpt version written by Javier Gonzalez." ] } ], "metadata": { - "@webio": { - "lastCommId": null, - "lastKernelId": null - }, - "interpreter": { - "hash": "9d80ddb44d6f5a348c9c8ed4aca494cb8cc19fd58753f7f1789cb69209b85e5d" - }, "kernelspec": { - "display_name": "Python 3.8.10 64-bit ('ndlfm': conda)", + "display_name": "Python 3.9.13 ('gpss2022')", + "language": "python", "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", - "version": "" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + }, + "vscode": { + "interpreter": { + "hash": "4bfe1e5dd9939245461467125fadee798eada0d20a3e82843b00f473a2da8c8c" + } } }, "nbformat": 4, From 722d08282040131faf4407ee9a2687e8afd923a2 Mon Sep 17 00:00:00 2001 From: cwlanyon Date: Thu, 8 Sep 2022 18:09:24 +0100 Subject: [PATCH 30/37] Update lab_3_extra.ipynb Updated year and path to data --- lab_3_extra.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lab_3_extra.ipynb b/lab_3_extra.ipynb index cd2f71c..1bf64a1 100644 --- a/lab_3_extra.ipynb +++ b/lab_3_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 3 Extra: Deep Gaussian Processes\n", - "### Gaussian Process Summer School 2021\n", + "### Gaussian Process Summer School 2022\n", "In this extra lab, we introduce practical use of *deep Gaussian processes*, expanding on the talk given this morning.\n", "\n", "The level of this notebook is aimed as an introduction to deep GPs, but will assume some familiarity of topics from labs 1 and 2, including regression and using inducing variables for scalable inference.\n", @@ -65,7 +65,7 @@ "outputs": [], "source": [ "import pickle\n", - "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + "with open(\".../.resources/olympic_marathon_men\", \"rb\") as fid:\n", " data = pickle.load(fid)\n", "\n", "X, y = data['X'], data['Y'] # X represents the year, and y are the average pace of the winner" From 6208903348ccbb9dc532e742ff1118859585c095 Mon Sep 17 00:00:00 2001 From: cwlanyon Date: Thu, 8 Sep 2022 18:17:13 +0100 Subject: [PATCH 31/37] Update lab_3_extra.ipynb --- lab_3_extra.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lab_3_extra.ipynb b/lab_3_extra.ipynb index 1bf64a1..2e62eab 100644 --- a/lab_3_extra.ipynb +++ b/lab_3_extra.ipynb @@ -65,7 +65,7 @@ "outputs": [], "source": [ "import pickle\n", - "with open(\".../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", " data = pickle.load(fid)\n", "\n", "X, y = data['X'], data['Y'] # X represents the year, and y are the average pace of the winner" From 3729645a2ffce5a8cfb011e9b6dd5d89f852a471 Mon Sep 17 00:00:00 2001 From: cwlanyon Date: Thu, 8 Sep 2022 18:27:45 +0100 Subject: [PATCH 32/37] Update lab_1.ipynb Updated year --- lab_1.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lab_1.ipynb b/lab_1.ipynb index 9973e51..b241ebf 100644 --- a/lab_1.ipynb +++ b/lab_1.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1: Gaussian Process Regression\n", - "### Gaussian Process Summer School 2021\n", + "### Gaussian Process Summer School 2022\n", "\n", "This lab is designed to introduce Gaussian processes in a practical way, illustrating the concepts introduced in the first two lectures. The key aspects of Gaussian process regression are covered: the covariance function (aka kernels); sampling a Gaussian process; and the regression model. The notebook will introduce the Python library `GPy`$^\\dagger$ which handles the kernels, regression and optimisation of hyperparameter, allowing us to easily access the results we want.\n", "\n", From 1b477da1079b77e9864495ee4cc8aad447479b48 Mon Sep 17 00:00:00 2001 From: cwlanyon Date: Thu, 8 Sep 2022 18:27:59 +0100 Subject: [PATCH 33/37] Update lab_1_extra.ipynb Updated year --- lab_1_extra.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lab_1_extra.ipynb b/lab_1_extra.ipynb index b3f78c6..a22fa85 100644 --- a/lab_1_extra.ipynb +++ b/lab_1_extra.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 1 Extra: Uncertainty Propagation\n", - "### Gaussian Process Summer School 2021\n", + "### Gaussian Process Summer School 2022\n", "\n", "This lab is an extension on the work introduced in Lab 1 of the summer school. It is more advanced, and you should make sure you've completed Lab 1 before attempting. It is designed to demonstrate the advantage of using models when we have only a small number of observations of a latent function $f$.\n", "\n", From 2caaf037cf5377753200314ebd88a36d04e5e45e Mon Sep 17 00:00:00 2001 From: cwlanyon Date: Thu, 8 Sep 2022 18:28:15 +0100 Subject: [PATCH 34/37] Update lab_2.ipynb Updated year --- lab_2.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lab_2.ipynb b/lab_2.ipynb index 010ad40..c9a4b64 100644 --- a/lab_2.ipynb +++ b/lab_2.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Lab 2: GPs for Non-Gaussian Likelihoods and Big Data\n", - "### Gaussian Process Summer School 2021\n", + "### Gaussian Process Summer School 2022\n", "This lab introduces Gaussian process regression for data with non-Gaussian likelihoods, and shows how this can be applied to classification. The concept of sparse methods for Gaussian process regression is introduced for creating a scalable regression model, and this is combined with a large classification problem.\n", "\n", "As with Lab 1, the notebook uses `GPy` for handling the regression model and likelihoods." From a6f9b09f3d7a2168f6d57fd7f80f23e73e890804 Mon Sep 17 00:00:00 2001 From: cwlanyon Date: Thu, 8 Sep 2022 18:28:34 +0100 Subject: [PATCH 35/37] Update lab_3.ipynb Updated year --- lab_3.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lab_3.ipynb b/lab_3.ipynb index ed14747..065d2a3 100644 --- a/lab_3.ipynb +++ b/lab_3.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Gaussian Process Summer School 2021" + "## Gaussian Process Summer School 2022" ] }, { From f2f87e8eeb4f10dbbc995f004058330874dd5978 Mon Sep 17 00:00:00 2001 From: Michael Smith Date: Mon, 12 Sep 2022 11:39:53 +0100 Subject: [PATCH 36/37] fixed path, also fixed a link and a couple of other things --- lab_1.ipynb | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/lab_1.ipynb b/lab_1.ipynb index b241ebf..3fe8d5a 100644 --- a/lab_1.ipynb +++ b/lab_1.ipynb @@ -24,7 +24,7 @@ "\n", "**[Binder]** If you are using Binder, all libraries required are installed on the Binder image.\n", "\n", - "**[Local]** If you are running this notebook on a local machine, make sure that `GPy` is already installed on your machine. You should be using Python 3.5 or 3.6. A set of instructions for setting up your environment are [available from the GPSS site](http://gpss.cc/gpss19/getting_started).\n", + "**[Local]** If you are running this notebook on a local machine, make sure that `GPy` is already installed on your machine. You should be using at least Python 3.6. A set of instructions for setting up your environment are [available from the GPSS site](http://gpss.cc/gpss22/getting_started).\n", "\n", "First, we need to setup our notebook with the libraries we are going to use. We will use `numpy` for maths functionality, `pyplot` for plotting, and of course `GPy` for Gaussian processes." ] @@ -1068,7 +1068,7 @@ "import pickle\n", "\n", "# Load in the data\n", - "with open(\"../.resources/mauna_loa\", \"rb\") as fid:\n", + "with open(\".resources/mauna_loa\", \"rb\") as fid:\n", " data = pickle.load(fid)\n", " \n", "print(\"\\nData keys:\")\n", @@ -1732,12 +1732,21 @@ "hash": "9d80ddb44d6f5a348c9c8ed4aca494cb8cc19fd58753f7f1789cb69209b85e5d" }, "kernelspec": { - "display_name": "Python 3.8.10 64-bit ('ndlfm': conda)", + "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", - "version": "" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" } }, "nbformat": 4, From cee1648837370f04a8e9cf50b61876586dd8a72c Mon Sep 17 00:00:00 2001 From: Michael Smith Date: Tue, 13 Sep 2022 10:15:58 +0100 Subject: [PATCH 37/37] fixed paths --- lab_2.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/lab_2.ipynb b/lab_2.ipynb index c9a4b64..48aabd1 100644 --- a/lab_2.ipynb +++ b/lab_2.ipynb @@ -114,7 +114,7 @@ "source": [ "import pickle\n", "\n", - "with open(\"../.resources/olympic_marathon_men\", \"rb\") as fid:\n", + "with open(\".resources/olympic_marathon_men\", \"rb\") as fid:\n", " data = pickle.load(fid)\n", "\n", "print(\"\\nData keys:\")\n", @@ -968,7 +968,7 @@ "outputs": [], "source": [ "# Load data from file, make sure banana.csv is in the same directory as this notebook\n", - "data = np.genfromtxt('../.resources/banana.csv', delimiter=',')\n", + "data = np.genfromtxt('.resources/banana.csv', delimiter=',')\n", "\n", "# Dimension of data\n", "D = data.shape[1]-1\n", @@ -1282,7 +1282,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.8.3" } }, "nbformat": 4,