{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from bayes_opt import BayesianOptimization\n", "from bayes_opt import UtilityFunction\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib import gridspec\n", "%matplotlib inline" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization\n", "\n", "Lets create a target 1-D function with multiple local maxima to test and visualize how the [BayesianOptimization](https://github.com/fmfn/BayesianOptimization) package works. The target function we will try to maximize is the following:\n", "\n", "$$f(x) = e^{-(x - 2)^2} + e^{-\\frac{(x - 6)^2}{10}} + \\frac{1}{x^2 + 1}, $$ its maximum is at $x = 2$ and we will restrict the interval of interest to $x \\in (-2, 10)$.\n", "\n", "Notice that, in practice, this function is unknown, the only information we have is obtained by sequentially probing it at different points. Bayesian Optimization works by constructing a posterior distribution of functions that best fit the data observed and choosing the next probing point by balancing exploration and exploitation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def target(x):\n", " return np.exp(-(x - 2)**2) + np.exp(-(x - 6)**2/10) + 1/ (x**2 + 1)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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CbsdyksaJmlfNzCsj+8p0MBo7vz2biMiZMIyQW2nUtyO3sgEAkOpEzatmfUJ9oFLK0aBvR/HRZtHlEBHZBMMIuZVdJXUwSkCUvydC/TSiy7Gah0KO/mGmpltu1RCRq2AYIbfiTJfjdYZNrETkahhGyK0c7xdxvuZVs0E83ktELoZhhNyGJEkusTIykCdqiMjFMIyQ2yg+cgy1Ta1QKeSW1QVnNCDCFzIZUN2gR1VDi+hyiIjOGcMIuY0dxaYtmoGRflArFYKr6T4vlRLxwd4AgL1cHSEiF8AwQm7DFbZozDj8jIhcCcMIuQ1XaF41M28zcWWEiFwBwwi5hZY2g2UVwRmHnZ2Kx3uJyJUwjJBbyCmrR7tRQrCPGtEBnqLLOWfmbZrC2mY0tLQJroaI6NwwjJBb2H74+H00MplMcDXnLtBbhQitaYLsvvIGwdUQEZ0bhhFyC1sLTWFkeJzz94uYcauGiFwFwwi5PEmSsK3wCABgWFyg4Gpsh8PPiMhVMIyQyztU3YSjzW1QK+VI6vgB7go4Fp6IXAXDCLk886pISow/VErX+S1vDiN5VQ1obTcKroaIqPtc5zszUSeO94u4zhYNAET5e0Lr6YE2g4TcSjaxEpHzYhghl7ftsLlfxHWaVwFAJpNhYASHnxGR82MYIZdWpWvB4dpmyGTA0F6uFUYAnqghItfAMEIubVvHfJHEcD/4aTwEV2N7g6LYxEpEzk8pugByHiVHm/HppiLklNXD00OBCf1DceXQKGg8HPcG3K0dzauuNF/kROZJrPvKdTAaJcjlzj/QjYjcD8MIdcmKHaWY+81uHGszWD63em8l3t+Qj7duTEP/cF+B1XVuW0fzqivNFzlRQrA31Eo5mloNKKxtQkKIj+iSiIisxm0aOqtvd5Tg/i+ycazNgOFxAXjxqiH4z4X9EeKrxqHqJlz7zkbsLnG8ngVdS5ull8JVV0aUCjkSI7hVQ0TOjWGEzuhARQMe+no3JAmYMaoXlt85CtcOj8H/TeiD1feNQ2qsP+qPteH2T7aiUtciutyTbC04AqMExAV5IULr/JfjdYbDz4jI2TGMUKfaDUbctzwbre1GTOgfgiemDTqpJyHAW4VPbh2BvqE+qNTpcc/SHTAaJYEVn+yvQ7UAgFG9gwVXYl/mMLK3nGGEiJwTwwh16ottJdhXroO/lwf+e3XyaZsjfTUeWDJjGLxUCmwpPIKPNxb2fKGdOB5GggRXYl/HZ43UQ5IcJwwSEXUVG1jptJr07XhlTS4A4N5JfRHiq+70sXHB3njkogF4bMUevLByP6YMCkekv9htkaNNrdjXsVIwKsG1w0hiuB/kMqCmsRVVDXqE+WlEl0TnQNfShn1lOuRWNqBSp0d1gx7H2gyQACjlMgR5qxDsq0Z8sDcGRvghOsATMhlPUZFzYxih01q+tRg1jXr0CvLCjem9zvr4G9Nj8f3OMmwpOIIXV+7HwutSe6DKzm3KN62K9AvzOWOQcgWeKgV6h/jgYFUjcsrqGUacTLvBiE35R7D2QBXW5VbjYFWjVc8P8PLA2L4hOK9vMCYPDIO/l8pOlRLZD8MI/U27wYgP/iwAANw5LqFLl8vJZDLMu2Qgpr25ASuyy/CPMfFIifG3c6Wd29gRRlx9VcRsUKSfKYyU6nB+YpjocqgLCmqasGxrEb7NKkVVg/6kX4vy90RiuC+iAjwR4qOGt9r0rbrNYERtUyuqdC3IrWzEwaoGHG1uww87y/DDzjI8ppAjY2Aorh0Wg/H9QrhiQk6DYYT+ZlVOJUqOHkOgtwpXDY3u8vOSorS4MjUaX2eV4Plf9mHZnaPsWOWZuUvzqtmgSC1WZJfxRI0T2F1Sj7fW5mFlTgXMLT6B3ipkDAjF+H6hGN07CAHeXVvdaG03YmdJHf7IrcbqvZXYX9GAn3dX4OfdFUgM98Vd43vjkiERUCrYHkiOjWGE/mbplsMATFsv1k5XfWByP3y/sxSb8o9gc34t0gWsTFQ1tCCvqhEyGTAywTWHnZ3Kcry33PHmvZDJ4domPPfzPqzKqbR87vzEUEwfHoOJ/UO7tAJ5KpVSjuFxgRgeF4g5k/sjp6weX24rwZfbirG/ogH3Lc/GW2vz8OjFAzG+X4gt/3OIbMrq3/3r16/HtGnTEBkZCZlMhhUrVpz1OWvXrsXQoUOhVqvRp08ffPTRR90olXpCad0xy6rCtcNirH5+pL+n5XmvZR60aW1dtT63BgCQFKl1m/3zgR1hpPjIMdQfaxNcDZ2oubUdC37ehwteWY9VOZWQy4ArUqOw6r5x+OAfwzFlUHi3gsjpDIrU4olLB+Gvhyfhwcn94O/lgdzKRtzywRb848MtKD7SbJP3IbI1q/8ENDU1ITk5GYsWLerS4wsKCnDxxRdj4sSJyM7Oxn333Yfbb78dq1atsrpYsr9vs0ogSaYVhZhAr269xv9N7AMPhQx/HarFloIjNq7w7NYeqAIATOjvPn8T9PdSIarjBNNebtU4jM35tZj62h94Z30+Wg1GnNc3GCvvG4dXp6fY9QoFrZcH7j6/L9Y9OBG3j42Hh0KGtQeqceHC9fjfpsMONQ+ICOjGNs3UqVMxderULj9+8eLFiI+Px8svvwwAGDBgADZs2IBXX30VU6ZMsfbtyY4kScLXWaUAgKvTrF8VMYvy98TVaTH4fEsR3vw9D5/Ej7BViWfVbjDij4OmlRF3CiOAaaumtO4Y9pbrXH62iqPTtxvwwi8HLI3gEVoNnrk8CecnhvZoU6nWywOPXTIQN6TH4qGvd2Fr4VE8vmIPVudU4NXpKQj2ce2TZuQ87N7VtHHjRmRkZJz0uSlTpmDjxo2dPkev10On0530QfaXU6ZDQU0TNB5yTE0KP6fXmjW+N+QyYH1utWXeR0/YWVKH+mNt8NMokRzt32Pv6wgGWsbCs29EpJKjzbh28UZLELlueAxW3T8OkwaECTvdkhDig+V3jsL8aQOh8ZDjj4M1uPj1Pyy3WhOJZvcwUlFRgbCwk48ahoWFQafT4dixY6d9zoIFC6DVai0fMTHd/1s6dd2qnAoAwIR+oZajhN0VG+SFqUkRAIAlf+Sfc21dtfZANQDgvH4hbneCYFCkFgC3aUT6/UAVLn59A3aW1EPr6YH3bxmG568aAj+Nh+jSIJfLMHNMPL6/eyx6h3ijUqfHde9uwkcdoYlIJIf8bj137lzU19dbPoqLi0WX5BZW7jGFkSlJtplTcee4BADA99llKK8/ffC0tXW5pjAywQ1PDphP1BysakRLm0FwNe7n478KcdtHW1F/rA3J0Vr89K+xmDTA8Wa+9Avzxfd3j8VlKZEwGCU88cNePPF9DgzsIyGB7B5GwsPDUVlZedLnKisr4efnB0/P048MV6vV8PPzO+mD7OtQdSMOVjVCKZfZbGhWcow/0uMD0W6U8OGfhTZ5zTOpbtBjV4lpi2K8m/WLAKa+hAAvDxiMEnIrG0SX4zYMRglP/bAX87/PgVECrh0WjS/uGoXogO41gPcEb7USC6en4KELEwEAH/1ViH/+bxuaW9sFV0buyu5hZNSoUcjMzDzpc2vWrMGoUeIGYtHfmbdoRvUOgtbTdkvK/xxvWh1ZurkIuhb7Hjlds9cUeodEaxHq634j0WUymWWrhsPPeoa+3YDZn2VZ+kP+PaU/XrhqCNRK6+bziCCTyTBrQm8sumEoVEo5ft1XhVs+2IIGO/85JTodq8NIY2MjsrOzkZ2dDcB0dDc7OxtFRUUATFssM2bMsDz+rrvuQn5+Pv7zn/9g//79eOutt/DFF1/g/vvvt81/AdnErx0/yKcMOrfG1VNN6BeKPqE+aNS3Y9mWIpu+9ql+2VMOALjwHJtvndkgNrH2mJY2A+78ZDtW5lRApZDj9etTMXtiH6cbwX7xkAh8fkc6fDVKbC08ipve24y65lbRZZGbsTqMbNu2DampqUhNNV2ENmfOHKSmpmLevHkAgPLyckswAYD4+Hj89NNPWLNmDZKTk/Hyyy/jvffe47FeB1Lf3Ibs4joAwMTEUJu+tlwuw53nmVZHPthQiNZ2o01f36y+uQ0bO4a1XWjjQOVMjp+o4cqIPTW3tuPWj7ZiXW41NB5yfPCP4bg0OVJ0Wd2W1isQn98xEgFeHthZUo/rl2zGkSYGEuo5Vh+ZmDBhAiSp80an001XnTBhAnbs2GHtW1EP+fNQDYwS0DvE2zI4y5YuS43ES6sPoELXghXZpd2a7Ho2mfsr0W6U0C/MBwkhPjZ/fWdh3qbZX94Ag1GCQu5cf0t3Bk36dvzjwy3YWngU3ioFPpw5AiPinf/agaQoLZbdOQo3vrcZ+8p1uOWDLVh6Rzp8HeAkELk+hzxNQz1rfccJlHF2OoGiVipw29h4AMA76w7ZZfrjLx0ngdx5VQQA4oO94aVS4FibAfnV1l1FT2enbzfgn//bjq2FR+GrUeJ/t6e7RBAx6x/ui2V3jkSgtwq7S+tx28fbcKyVJ7PI/hhG3JwkSXYPIwBwQ3osfDVKHKpuwpp9lWd/ghXqmluxrmO+yIUds03clUIuQ1LH6sjOEvaN2FK7wYh/fb4DG/Jq4KVS4ONbR2BobIDosmyuT6gPPrl1BHzVSmwpOIK7Pt1ut+1VIjOGETd3qLoJZfUtUCnlGBlvvxHivhoP3DyyFwDg7bWHzrjVZ60fd5Wj1WBEYrivpWfCnQ2JNoWRXSV1YgtxIUajhP98vQurciqhUsrx3oxhLhlEzJKitPhg5nBoPORYl1uNud/stumfWaJTMYy4OfOqyIi4QHiq7HscceaYeKiUcmQX12GzDS/Q+3aH6T6dq4ZG2+w1nVlyjD8AYGdHUzKduxdW7sc3WaVQyGV48/pUjO4TLLokuxseF4i3b0qDQi7D11klePO3PNElkQtjGHFzfx0yXSp3Xl/7f3MN8VXj2mGmwPD22kM2ec3CmiZsP3wUchlwWYrznmawJfOdPPvKG6Bv537/ufps82G8s950pcF/rx6CyW7UlzSxfyieuHQQAODlNbn4LrtUcEXkqhhG3JjBKGFLxwrFyISeueX1zvNMF+ity63GntJz72n4fKvpGPnYviEI9XO/QWenExPoiQAvD7QajNhfzkms52JdbjXmfZcDAJhzQT9c6YarbzeP7IU7zjM1oP/7y13Yxsv1yA4YRtzY/goddC3t8FErLcOy7C02yAvTOuYxvLT6wDm9VkubAcu3mu4tuik99pxrcxUymQxDOlZH2DfSfQcqGjD7sywYjBKuHBqFe87vI7okYeZOHYApg8LQajDirk+zUKlrEV0SuRiGETe2Od/0N5y0XgE9esPt/Rn9oJTLsPZANTbl13b7db7PLkNdcxuiAzwd8kIykcx9I9nFPFHTHbWNetz60VY06tuRHh+IBVcOdrrJqrYkl8vw6vQU9A/zRU2jHrN4woZsjGHEjW0uMAWB9ISenZMQF+yN6cNNg89eXLm/W136RqNkuQ/k5pG9ONzrFMnR5uO9dWILcULtBiPu+XwHSuuOIT7YG+/cnOYUd83Ym5dKiXduToOfRomsojo89WOO6JLIhTCMuCnjCf0i6QKGNv1rUl9oPOTIKqqzDCyzxqqcCuyvaICPWonrhnOL5lTmbZpD1Y28+MxKL6zcj78O1cJLpcC7N6fB30sluiSHERfsjdeuS4VMBny6qQhfbCsWXRK5CIYRN5VX3YijzW3QeMgxOMq/x98/zE9jubPmyR9yrPqBaTRKeC3zIADg1jFx0HpxXPWpQnzViPL3hCQBu23QKOwufthZhiV/mFbcXromGX3DfAVX5HgmJobivkn9AACPr9iDAxVskqZzxzDipjZ39Gqk9QqASinmt8H/TeyDXkFeqNTp8fLq3C4/b/m2YuyvaICvRonbxibYsULnlhxjHn7GMNIV+yt0+M9XuwAAd43vjYsGu/c03zO55/w+GN8vBPp2I+5emsWR8XTOGEbc1CbLFk3PHOk9HY2HAs9cngQA+OivQqw9UHXW59Q26vHCyv0ATI2wXBXpnHmrhsPPzq5R345Zn2bhWJsBY/sE499T+osuyaHJ5TK8fG0yQnzVOFjViKd/2iu6JHJyDCNuSJIkbO0II6Iv+TqvbwhuGmnq+bh/eTZKjjZ3+lijUcIDX+5EXXMbEsN9MWNUr54q0yklW473cmXkTCRJwmPf7kZBTRMitRq8fn0qG6K7INhHjVevTYFMBizdXIRfdpeLLomcGMOIGyqtO4aqBj2UcpnlB5ZIj108EIMi/XC0uQ03vbf5tDMMJEnC8yv3Y+2BaqiVcrxybUqPHkd2RoOjtZDJzP+/OReiM19tL8GK7DIo5DK8fn0qAr3ZsNpVY/sG467xvQEAD32964x/mSA6E343d0M7iuoAAAMi/Ox+H01XaDwUWDJjGKIDPFFY24zL3vwTf+bVWH69oaUNc7/ZjXc7RnI/e8VgXojXBT5qJfqG+gAAsjv+n9PJ8qoaLRNW78/oi2FxYlcKndGcC/ohNdYfupZ2PPDFThiNvFCPrMcw4oayio4CAIbG+ost5ASR/p5YevtIJIR4o0LXghvf24wLF67HTe9txugFv2HZ1mLIZMAT0wbi6jT3G8ndXWm9TDfLbj98VHAljqelzWBqvmwzYEyfIMya4L4TVs+Fh0KO16anwkulwOaCI/jor0LRJZETYhhxQ1kdf0tOdbAr0GODvPD93WMxY1QveChk2F/RgA15NWjQtyMhxBuf3paOf4yJF12mU0nrZfqbPsPI3z338z7sr2hAkLcKr16bwj6RcxAb5IVHLhoAwDSnJa+qUXBF5GyUogugntXSZsDeMlND41AHCyOAaWvhqcuScO+kvthaeAQNLe3oHeqD5Gh//rDoBvPKyK7SeujbDZwk2uG3/ZX4ZONhAMDL1ybzkkUbuDE9FqtyKvDHwRo88OVOfH3XKPZ1UZfxd4qbySmrR5tBQrCPCjGBnqLL6VSQjxoXJkXgmmExGBobwCDSTXFBXgjyVqG13Yg9pTrR5TiEI02t+M9XuwEAt42Nx4T+oYIrcg0ymQwvXDUEvholdhbX4Z2OHi+irmAYcTNZh+sAACkxAW598Ze7kMlkGGrpG+HV75Ik4dFvd6OmUY++oT6cJ2Jjkf6eeGLaIADAwl9zsa+cAZi6hmHEzewo7mhe7eUvthDqMWxiPW5Fdil+2VMBZccttBoPblvZ2pVDo3DBwDC0GSQ8/PUuGHi6hrqAYcTNmFdGHLFfhOxj2AlhpDs3JLuKsrpjlmO8907qi6QoreCKXJNMJsMzlyfBV63EzpJ6fMzTNdQFDCNupKzuGCp0LVDIZRgSzW/E7iIpSguVQo6axlYUHXHPoVRGo4QHv9yJhpZ2pMT4Y9aE3qJLcmlhfho8NDURAPDS6gMchkZnxTDiRszDzhLDfeGl4kEqd6HxUCApyjQkzl23aj7eWIi/DtVC4yHHK9cm85RHD7hhRCyGxwWgudWAx1fscetVOTo7/ol0I8eHnXGLxt2Y+0a2uWEYOVzbZLlc8dGLBiAhxEdwRe5BLpdhwZWDoVLI8fuBavy4i3fXUOcYRtxIdsftrSkx/kLroJ5nHn62rdC9TtRIkoS53+xGS5sRoxKCcNNIXq7Yk/qE+uL/Jpq2xJ78IQd1za2CKyJHxTDiJtoNRuR0DDtLZhhxO+bbmXMrG1HbqBdcTc/5cluJZXvm+asG8zi7ALMm9EafUB/UNLbixVUHRJdDDophxE3kVTeipc0IH7USCcHeosuhHhborUJiuC8AYHOBe6yOVOla8MxPewGYLnPrFcTf9yKolQo8e3kSAODzLUXYVVIntiBySAwjbmJXiWlVJCnKD3JOM3VLIxOCAACb8msFV9Iz5n+fA11LOwZHaXEr7zQSKj0hCJenREKSgMe/y+HNvvQ3DCNuwvy3kSHR/kLrIHFGJpi2ajYecv0wsnJPhWW42QtXDeHpGQfwyEUD4KM2jYr/Ylux6HLIwfBPqJvY3bEyMpiDntxWerxpZeRgVSNqXLhvpP5YG+Z9twcA8M/xCRgY6Se4IgKAUD8N7svoC8B0sy+bWelEDCNuoLXdiH3lDQDAYWduLOCEvhFX3qpZ8PM+VDXokRDijXvO7yu6HDrBLaPj0C/MB0eb2/BfNrPSCRhG3EBuZQNaDUZoPT0QG+gluhwSaFRv1+4b+etQDZZtNW0BPH/lEN4942A8FHI8dZmpmXXpliLLii0Rw4gb2GnpF9HyaKObO97E6nonao61GjD3m90AgJtGxlqOM5NjGZkQhMs6mlnnfc/JrGTCMOIG2C9CZunxgZDJgLyqRlQ1tIgux6YW/pqLw7XNiNBq8NCFiaLLoTN45KIB8FIpsKOoDt/vLBNdDjkAhhE3YD7Wy34R8vdSISnS9Ptgw8EawdXYzu6Seiz5Ix8ATDfGajwEV0RnEuanwazxpsmsL/yyHy1tBsEVkWgMIy6upc2A3Epz86q/2GLIIYzrFwwAWJdbLbgS22gzGPGfr3fBKAHTkiMxaUCY6JKoC+4Yl4BIrQZl9S14ryNIkvtiGHFxe8t1aDdKCPZRIUKrEV0OOYDx/UIBAOtzq2FwgeFT767Px75yHfy9PDB/2kDR5VAXaTwUeGiqaTvtrbWHUKlzrW1Dsg7DiIs7sV+EzasEAKmx/vBVK3G0uQ17Sp37NMOh6ka8lnkQAPD4xQMR7KMWXBFZ49LkSKTG+qO51YCXeNTXrTGMuDhzv8hgbtFQBw+FHGP6OP9WjdEoYe7Xu9HabsR5fYNx5dAo0SWRlWQyGR6/xLSa9VVWidOHY+o+hhEXt7u0DgCQzOZVOsH4/iEATFs1zmrpliJsKTwCL5UCz13BG3md1dDYAMtR36d+3Mujvm6KYcSFNenbkVfVCIDHeulk4/qZwkhW0VHUN7cJrsZ65fXH8Pwv+wEAD07ujxgO83Nq/7kwEWqlHFsKjmBVToXockgAhhEXllOmg1ECwv00CPVj8yodF+XviT6hPjBKwPqDzrU6IkkSHl+xB436dqTE+OOW0XGiS6JzFOXviTvHJQAAXlx5AG0Go+CKqKcxjLgw8029g7lFQ6cxaYDpVM3qvZWCK7HOj7vK8eu+KngoZHjx6iFQyLk94wruHJeAIG8V8muaeKuvG+pWGFm0aBHi4uKg0WiQnp6OLVu2nPHxCxcuRP/+/eHp6YmYmBjcf//9aGnhMS57293RDMZ+ETqdKYPCAQC/76+Cvt05hk4daWrFE9/nAAD+b0If9AvzFVwR2YqvxgP3nN8HALDw14Nobm0XXBH1JKvDyPLlyzFnzhzMnz8fWVlZSE5OxpQpU1BVVXXaxy9duhQPP/ww5s+fj3379uH999/H8uXL8cgjj5xz8XRmPElDZ5IS7Y9QXzUa9e3465BzXJz39I97UdvUiv5hvpg9sY/ocsjGbkjvhdhAL1Q36PH+HwWiy6EeZHUYeeWVV3DHHXdg5syZGDhwIBYvXgwvLy988MEHp338X3/9hTFjxuCGG25AXFwcJk+ejOuvv/6sqyl0buqPtaGgpgkAm1fp9ORyGS4YaJpWujrH8bdqft9fhW93lEIuA164eghUSu4yuxqVUo4Hp/QHALyzPh+1jXrBFVFPsepPc2trK7Zv346MjIzjLyCXIyMjAxs3bjztc0aPHo3t27dbwkd+fj5+/vlnXHTRRZ2+j16vh06nO+mDrJPTsUUTHeCJQG+V4GrIUZm3atbsrXToaawNLW149FvTjby3jolHSoy/2ILIbi4ZHIHBUVo06tvxxm95osuhHmJVGKmpqYHBYEBY2Ml3P4SFhaGi4vTHsW644QY89dRTGDt2LDw8PNC7d29MmDDhjNs0CxYsgFartXzExMRYUyYB2GXpF/EXWwg5tJEJQfDVKFHTqEdW0VHR5XTqhZX7UVbfgthAL8yZ3E90OWRHcrkMD3eMif9s82EU1TYLroh6gt3XOdeuXYvnnnsOb731FrKysvDNN9/gp59+wtNPP93pc+bOnYv6+nrLR3ExO6utZT5Jk8QtGjoDlVKOjI6L5X5w0KvcN+fX4tNNRQCA568cDC+VUnBFZG9j+gTjvL7BaDNIeGk1x8S7A6vCSHBwMBQKBSorT95frqysRHh4+Gmf8/jjj+Pmm2/G7bffjsGDB+OKK67Ac889hwULFsBoPP1ZcrVaDT8/v5M+yDo8SUNddXmqaYz6DzvLHG6+Q0ubAQ9/Y9qeuX5EDEZ3jLEn12deHfl+ZxnHxLsBq8KISqVCWloaMjMzLZ8zGo3IzMzEqFGjTvuc5uZmyOUnv41CoQAAjv21k6NNrSg+cgwAMIgrI3QWY3oHIdhHjaPNbQ43Hv7VX3NRUNOEMD81Hp46QHQ51IMGRWpxeUokANM2Hbk2q7dp5syZgyVLluDjjz/Gvn37MGvWLDQ1NWHmzJkAgBkzZmDu3LmWx0+bNg1vv/02li1bhoKCAqxZswaPP/44pk2bZgklZFt7ykx/i+gV5AWtp4fgasjRKRVyXJps+qb/7Y5SwdUct63wCN5dnw8AeObywfy97IYemNwfHgoZ/jhYg035znH8nLrH6s3X6dOno7q6GvPmzUNFRQVSUlKwcuVKS1NrUVHRSSshjz32GGQyGR577DGUlpYiJCQE06ZNw7PPPmu7/wo6iXmLhkd6qauuSI3CB38WYM3eSjS0tMFXI/YHf5O+HQ98uROSBFw1NNpyBJncS0ygF64bHov/bTqMl1YdwJd3jeKFiC5KJjnBXolOp4NWq0V9fT37R7pg1qfb8cueCsydmoh/ju8tuhxyApIkIeOVdThU3YRnr0jCjem9hNbz6Le78dnmIkRqNVh5/zj4CQ5HJE6lrgXjXvwd+nYjPpw5HBP7h4ouiazQ1Z/fnBrkgrgyQtaSyWS4fkQsAOB/Gw8L7edal1uNzzabTs/895pkBhE3F+anwYxRpnD88uoD7DV0UQwjLuZoUytKjrJ5lax3dVo01Eo59lc0CJs5Utfciv98tRMA8I/RcRjD0zMEYNaEPvBWKbCnVIdVOaefaUXOjWHExZhXReLYvEpW8vdSWRpZ/7fxcI+/vyRJeOjrXajU6ZEQ7I2HLkzs8RrIMQV6q3Db2HgAwMurcx16WjB1D8OIi7Fs0XDyKnXDTSNNy+E/765Apa5nb9b+ZONhrMqphIdChteuS4Wniqft6LjbzkuA1tMDB6sa8f1Oxzn1RbbBMOJi9lj6RdjoS9ZLjvFHWq8AtBqMeH9Dz92auqe0Hs/+tA8AMHfqAAzmsD46hdbTA3eOSwAAvLrmoMMN6KNzwzDiYnaVmMIIx8BTd909sQ8A4NNNh3G0qdXu79eob8fdS7PQajAiY0AYZo6Js/t7knOaOSYOwT4qFB1pxpfbSkSXQzbEMOJCjjS1orTO1LzKMELdNaF/CAZE+KG51YAP/yq063sZjRLmLM9GYW0zIrUavHTNEM6RoE55qZT4vwmmsPzGbwfR0mYQXBHZCsOICzH3i8QHe/M4JHWbTCazrI6890c+qhrs1zuyMPMgVu+thEohx6Ibh8LfS2W39yLXcEN6LCK0GpTXt2BpxxFwcn4MIy5kD+eLkI1cNDgcKTH+aG414JXVuXZ5j192l+P1zIMAgOeuHIzU2AC7vA+5Fo2HAv+a1BcA8NbaPBxr5eqIK2AYcSG7SxhGyDZkMhkev8R0Md3ybcU2vzV1a+ER3Lc8GwBw29h4XJ0WbdPXJ9d2dVo0YgI9UdPYis829/wxdLI9hhEXYt6mYb8I2UJar0BcMiQCkgQ8+OVOtLbb5vTC/godbvtoK/TtRpyfGIq5UzlPhKzjoZDjnomm1ZHF6w6hubVdcEV0rhhGXMTJzas81ku28cSlgxDorcL+iga88dvBc369vKpGzHh/C3Qt7UjrFYBFNwyFUsFvQ2S9K4ZGITbQy7Q6som9I86O3wVchHlVJCHYW/iNq+Q6gn3UePqyJADAm7/n4de9ld1+rZyyekx/ZyOqGvToH+aLD24ZzsFm1G0eCjnuPt/UaP3Oeq6OODuGERexu6QOADgsimzu4iERuGlkLCQJuG95tqU3yRq/H6jCde9uQm1TK5Ki/PD5nSOh9WJopnNzRSpXR1wFw4iL4E29ZE/zpw3CyIRANOrbccN7m7D98JEuPa/NYMTCX3Nx60db0dDSjuFxAVh6x0gEevMIL527E1dH2Dvi3BhGXMRuTl4lO/JQyLFkxjAM6xWAhpZ2XPfuJry7/lCnI7klScLGQ7W47M0/sfDXg5Ak03yIz24fyRk4ZFPm1ZHaplZ8uokna5yVTJIkh7/+UKfTQavVor6+Hn5+bM48VW2jHmnP/AqZDNg1fzJ7RshumvTtePDLnfhlj+ka915BXrh2WAxGxAciwMsDdc1tyC6uww+7yrGzuA4A4O/lgfnTBuKKVB7fJfv4clsx/v3VLgR5q/DHQxPhpVKKLok6dPXnN/+PuYATJ68yiJA9eauVeOvGoVi+tRgvrT6Aw7XN+O+qA6d9rEohx/ThMfjXpL4I8VX3cKXkTq5IjcKbv+fhcG0zPt10GHeO6y26JLISw4gL4LAz6kkymQzXjYjFtORI/LSrHKtyKrC/ogFNre3w8lCgb5gvJvQPwcVDIhDqqxFdLrkBpUKOuyf2wb+/2oV31uXjppG9uDriZPh/ywWweZVE8FYrce3wGFw7PEZ0KUQnrY78b+Nh/HM8V0ecCRtYXQDvpCEid6dUyHHP+aaprO+sz+fJGifDMOLkahr1KKtvgUwGDGIYISI3dnlKJHoFeeFIUyv+t5Ena5wJw4iTM/eLJAR7w0fNXTcicl9cHXFeDCNOLrvj+GRyjL/QOoiIHAFXR5wTw4iT29kxBj6FYYSIyHKyBgCW/JGPY60GwRVRVzCMODFJkrCrY5smOdpfbDFERA7i8tQoxAR6oqaxFUu38M4aZ8Aw4sRKjh7DkaZWqBRyJEb4ii6HiMgheCjk+L8JHTf6rjuEljaujjg6hhEnZu4XGRDhC7WSV7ETEZldNTQakVoNqhr0+GJbsehy6CwYRpzYTjavEhGdlkopx6wJpsFnb689BH07V0ccGcOIEzM3r7JfhIjo764ZFoNQXzXK61vw9fZS0eXQGTCMOKl2g9EyBp4rI0REf6fxUOCujrHwb63NQ5vBKLgi6gzDiJM6WNWIljYjfNVKJAR7iy6HiMghXT8iFsE+KpQcPYZvd3B1xFExjDgpc7/I4Ggt5HKZ2GKIiByUp0qBO8clAADe+j0P7VwdcUgMI07K0i/CLRoiojO6Mb0XArw8UFjbjB92lYkuh06DYcRJZRdz2BkRUVd4q5W4/TzT6sibv+XBYJQEV0SnYhhxQs2t7citbADAMfBERF0xY1Qv+GmUOFTdhJ93l4suh07BMOKEcsp0MBglhPmpEa7ViC6HiMjh+Wo8cOvYeACm1REjV0ccCsOIE7IMO+MWDRFRl80cHQ9ftRIHKhuwem+l6HLoBAwjTmhnCeeLEBFZS+vlgVtGxwEA3vjtICSJqyOOgmHECXFlhIioe24bGw8vlQI5ZTr8tr9KdDnUgWHEyVQ36FF0pBkyGTAkRiu6HCIipxLgrcLNo3oBAF7P5OqIo2AYcTJZRUcBAH1DfeCn8RBcDRGR87njvARoPOTYWVKP9QdrRJdDYBhxOuYwktYrQHAlRETOKdhHjRvTuTriSBhGnMyOw3UAgNRYhhEiou7657gEqJRybD98FBsP1Youx+0xjDiRNoPRMgZ+KMMIEVG3hfppcP3wGADAa5kHBVdD3QojixYtQlxcHDQaDdLT07Fly5YzPr6urg6zZ89GREQE1Go1+vXrh59//rlbBbuzvWU66NuN8Pfy4E29RETn6J/je8NDIcPmgiPYnM/VEZGsDiPLly/HnDlzMH/+fGRlZSE5ORlTpkxBVdXpj0i1trbiggsuQGFhIb766iscOHAAS5YsQVRU1DkX727M/SKpMf68qZeI6BxF+nvimmGm1ZE3fssTXI17szqMvPLKK7jjjjswc+ZMDBw4EIsXL4aXlxc++OCD0z7+gw8+wJEjR7BixQqMGTMGcXFxGD9+PJKTk8+5eHeTVVQHgFs0RES2Mmt8byjlMmzIq8H2w0dFl+O2rAojra2t2L59OzIyMo6/gFyOjIwMbNy48bTP+f777zFq1CjMnj0bYWFhSEpKwnPPPQeDwdDp++j1euh0upM+CMjq+IMylCdpiIhsIibQC1ekmlbq3/iNvSOiWBVGampqYDAYEBYWdtLnw8LCUFFRcdrn5Ofn46uvvoLBYMDPP/+Mxx9/HC+//DKeeeaZTt9nwYIF0Gq1lo+YmBhrynRJlboWlNYdg1zGMfBERLY0e2IfyGXA2gPV2NVxSIB6lt1P0xiNRoSGhuLdd99FWloapk+fjkcffRSLFy/u9Dlz585FfX295aO4uNjeZTo886pI/3A/+KiVgqshInIdccHeuCzFvDrC3hERrAojwcHBUCgUqKw8+bbDyspKhIeHn/Y5ERER6NevHxQKheVzAwYMQEVFBVpbW0/7HLVaDT8/v5M+3J15L3NorL/YQoiIXNDsiX0gkwFr9lYip6xedDlux6owolKpkJaWhszMTMvnjEYjMjMzMWrUqNM+Z8yYMcjLy4PRaLR8Ljc3FxEREVCpVN0s2/2YT9KweZWIyPb6hPrgkiGRAIA3Mrk60tOs3qaZM2cOlixZgo8//hj79u3DrFmz0NTUhJkzZwIAZsyYgblz51oeP2vWLBw5cgT33nsvcnNz8dNPP+G5557D7Nmzbfdf4eL07QbsKTU18XIMPBGRfdxzvml1ZGVOBfaV8+BET7K6+WD69Omorq7GvHnzUFFRgZSUFKxcudLS1FpUVAS5/HjGiYmJwapVq3D//fdjyJAhiIqKwr333ouHHnrIdv8VLm5PaT1aDUYEeavQK8hLdDlERC6pX5gvLkqKwE+7y/HGbwfx1o1poktyGzLJCW4I0ul00Gq1qK+vd8v+kbfXHsILK/djyqAwvHPzMNHlEBG5rP0VOly48A8AwKr7xqF/uK/gipxbV39+824aJ7ClwDSmeER8kOBKiIhcW2K4H6YmmQ5kvM65Iz2GYcTBGYwStnWcpBkRFyi4GiIi1/evSX0BAD/vLsfBygbB1bgHhhEHt79Ch4aWdviolRgQweVCIiJ7GxDhhymDwiBJwOucO9IjGEYc3NaCIwBMI+CVCv7vIiLqCebVkR93lSGviqsj9safbg5ua6F5i4ZHeomIesqgSC0uGGhaHeFUVvtjGHFgkiRhc8fKCJtXiYh61r0dqyM/7CzDoepGwdW4NoYRB1ZY24yaRj1UCjmGRGtFl0NE5FaSorTIGBAKowS8ydURu2IYcWDmI70pMf7QeCjO8mgiIrK1eyf1AwB8l12KfK6O2A3DiAPbUmDqFxkez34RIiIRBkdrcX6iaXVk0e+HRJfjshhGHNjWQvaLEBGJZj5ZsyK7FIdrmwRX45oYRhxURX0Lio40Qy4Dhsb6iy6HiMhtpcT4Y3y/EBiMEntH7IRhxEFtzK8BYGqg8tV4CK6GiMi93ZthWh35ZkcpimqbBVfjehhGHNRfeabm1dG9gwVXQkREQ2MDcF7fYBiMEhb9ztURW2MYcUCSJOGvQ+Ywwn4RIiJHcF/H6sjXWSUoPsLVEVtiGHFARUeaUVp3DB4KGYZx8ioRkUNI6xWIsX2C0W6U8NZaro7YEsOIAzKviqTGBMBLpRRcDRERmZl7R77cVoKSo1wdsRWGEQdkDiOjuEVDRORQhscFYnTvoI7VEc4dsRWGEQcjSRI2HjKdpGG/CBGR4zHfWfPltmL2jtgIw4iDya1sRE1jKzQecqTGsl+EiMjRpCcEYUyfILQZJLzx20HR5bgEhhEH81fHqsjwuEColPzfQ0TkiOZc0B8A8HVWKQpqOJX1XPGnnYM5fqSX80WIiBxVWq8ATOxvmsr62q+5ostxegwjDsRglLApn/NFiIicgXl15LudZThY2SC4GufGMOJAdpbUoaGlHX4aJQZF+okuh4iIzmBwtBaTB4ZBkoCFv7J35FwwjDiQdQeqAQBj+wZDqeD/GiIiRzdncj/IZMBPu8uxt0wnuhynxZ94DmT9QVMYGd8vRHAlRETUFYnhfrh4cAQA4FX2jnQbw4iDqGtuxc7iOgDAOIYRIiKncV9GP8hlwJq9lZbv42QdhhEHsSGvBkYJ6Bfmgwitp+hyiIioi/qE+uDylCgAwCtruDrSHQwjDsLcL8ItGiIi5/OvSX2hkMuwLrca2w8fEV2O02EYcQCSJFn6RbhFQ0TkfOKCvXFNWjQA4OXVXB2xFsOIAzhQ2YBKnR4aDzmGxwWKLoeIiLrh7vP7wEMhw1+Hai3TtKlrGEYcwPpc06rIyIQgaDwUgqshIqLuiA7wwnXDYwEAr6zOhSRJgityHgwjDmBdLvtFiIhcweyJfaBSyrHt8FGs7fjeTmfHMCJYQ0sbthSYmp0YRoiInFu4VoNbRvUCAPx35QEYjVwd6QqGEcHW59agzSAhIdgbCSE+osshIqJz9H8T+sBXrcTech1+2FUmuhynwDAi2K/7KgEAGQPDBFdCRES2EOCtwp3jEgCYTta0thsFV+T4GEYEajcY8fuBKgBAxgCGESIiV3Hr2HgE+6hRdKQZy7cWiS7H4TGMCLT98FHUNbfB38sDQ2P9RZdDREQ24q1W4l+T+gAAXsvMQ3Nru+CKHBvDiECZ+02rIuf3D+UtvURELua64bGIDfRCTaMeH/5ZKLoch8afgAL9utfULzKJWzRERC5HpZTjgcn9AACL1x7C0aZWwRU5LoYRQQ5VNyK/pgkeChnG9QsWXQ4REdnBtCGRGBDhhwZ9O95ed0h0OQ6LYUSQzI5TNCMTguCr8RBcDRER2YNcLsN/LuwPAPjor0KU1x8TXJFjYhgRZOWeCgA8RUNE5Oom9AvBiPhAtLYbsXDNQdHlOCSGEQHK648hq6gOAHBhUrjYYoiIyK5kMhkeujARAPDl9mLkVTUKrsjxMIwIYF4VGdYrAGF+GsHVEBGRvaX1CsAFA8NglIAXV+4XXY7DYRgR4Ofd5QCAiwZHCK6EiIh6ykMX9odCLsPqvZXYnF8ruhyH0q0wsmjRIsTFxUGj0SA9PR1btmzp0vOWLVsGmUyGyy+/vDtv6xIqdS3YdvgoAG7REBG5kz6hvrhueAwA4Lmf9/ESvRNYHUaWL1+OOXPmYP78+cjKykJycjKmTJmCqqqqMz6vsLAQDz74IM4777xuF+sKVuVUQJKA1Fh/RPp7ii6HiIh60H0Z/eCtUmBnST0v0TuB1WHklVdewR133IGZM2di4MCBWLx4Mby8vPDBBx90+hyDwYAbb7wRTz75JBISEs6pYGdn2aJJ4hYNEZG7CfFVY9aE3gCAF1ceQEubQXBFjsGqMNLa2ort27cjIyPj+AvI5cjIyMDGjRs7fd5TTz2F0NBQ3HbbbV16H71eD51Od9KHK6hu0GNLwREA3KIhInJXt41NQIRWg9K6Y/jor0LR5TgEq8JITU0NDAYDwsJOno0RFhaGioqK0z5nw4YNeP/997FkyZIuv8+CBQug1WotHzExMdaU6bBW7imHUQIGR2kRE+gluhwiIhLAU6XAg5NNg9AW/ZaH2ka94IrEs+tpmoaGBtx8881YsmQJgoO7PvJ87ty5qK+vt3wUFxfbscqesyLbtD94WUqk4EqIiEikK1KjMCjSNCb+9UwOQlNa8+Dg4GAoFApUVlae9PnKykqEh/992+HQoUMoLCzEtGnTLJ8zGo2mN1YqceDAAfTu3ftvz1Or1VCr1daU5vCKapux/fBRyGTAtGSGESIidyaXy/DoRQNww3ub8dnmIswYHYfeIT6iyxLGqpURlUqFtLQ0ZGZmWj5nNBqRmZmJUaNG/e3xiYmJ2L17N7Kzsy0fl156KSZOnIjs7GyX2X7piu+ySwEAY3oHc9AZERFhdJ9gTEoMRbtRwvO/uPcgNKtWRgBgzpw5uOWWWzBs2DCMGDECCxcuRFNTE2bOnAkAmDFjBqKiorBgwQJoNBokJSWd9Hx/f38A+NvnXZkkSfi2I4xwi4aIiMzmXpSItbnVWLO3EhsP1WJU7yDRJQlhdRiZPn06qqurMW/ePFRUVCAlJQUrV660NLUWFRVBLudg1xPtKdUhv7oJaqWcp2iIiMiiT6gvrh8Rg083FeGpH/fix3vGQiGXiS6rx8kkSXL4EXA6nQ5arRb19fXw8/MTXY7VnvphLz74swCXDInAmzcMFV0OERE5kCNNrZjw39+ha2nHM5cn4aaRvUSXZDNd/fnNJQw7azcYLVP2Lk+JElwNERE5mkBvFeZc0A8A8PLqA6hvbhNcUc9jGLGzdbnVqG7QI9BbhXH9QkSXQ0REDuimkb3QL8wHR5vb8OqvuaLL6XEMI3a2bKtpRsqVqVFQKfnlJiKiv1Mq5Jg/bRAA4H+bDuNARYPginoWfzraUVVDC37bb7pAcPpw9znGTERE1hvTJxgXDgqHwSjhyR9y4AQtnTbDMGJHX28vhcEoYWisP/qG+Youh4iIHNyjFw+ASinHX4dqsSrn9NesuCKGETuRJAlfbDNt0Vw3PFZwNURE5AxiAr3wz3Gm2+2f+Wmf29zqyzBiJ1sKjqCgpgneKgUuHhIhuhwiInISsyb0RoRWg5Kjx/Du+nzR5fQIhhE7Wd7RuDotORLeaqtnyxERkZvyUikx96IBAIC31uah+Eiz4Irsj2HEDmob9fhxdzkA4LoR3KIhIiLrTBsSgZEJgWhpM+KJ712/mZVhxA6WbS1Ga7sRydFapMT4iy6HiIicjEwmwzOXJ8FDIUPm/iqs3lspuiS7YhixsXaDEZ9tOgwAmDEqTmwxRETktPqE+uKO80zNrE9+n4MmfbvgiuyHYcTGft1XibL6FgR6q9i4SkRE5+Se8/siOsATZfUteD3zoOhy7IZhxMY++qsQAHD9iBhoPBRiiyEiIqfmqVLgyUtNk1nf31DgspNZGUZs6EBFAzblH4FCLsON6a5z6yIREYkzaUAYJg8MQ7tRwmMrdsNodL1mVoYRG/rwzwIAwAUDwhDp7ym4GiIichXzLx0ETw8FthYexVdZJaLLsTmGERup0rXgm6xSAMDt58ULroaIiFxJlL8n7svoCwBY8PM+HGlqFVyRbTGM2MgHfxai1WDEsF4BGBYXKLocIiJyMbeOjUdiuC+ONrfhqR9yRJdjUwwjNtDQ0mY5zvvP8b0FV0NERK7IQyHH81cNgVwGrMguw+8dt8K7AoYRG/h8SxEa9O3oE+qDSYmhosshIiIXlRLjj1vHmFoBHv12NxpdZPYIw8g50rcb8P4GU+PqneMSIJfLBFdERESubM7kfogJNM0eeXHlftHl2ATDyDn6enspKnV6hPmpcVlKpOhyiIjIxXmplHj+yiEAgE82HsbWwiOCKzp3DCPnoLXdiEW/5wEA/jmuN9RKDjkjIiL7G9MnGNcOiwYAPPT1LrS0GQRXdG4YRs7BF9uKUVp3DKG+atyQztt5iYio5zx60UCE+KqRX92EN35z7lHxDCPdpG83WFZFZk/sw9HvRETUo7ReHnj6MtOo+MXr8rGrpE5sQeeAYaSblm8tRnl9C8L9NJg+PEZ0OURE5IYuTIrAxUMiYDBKmPPFTqfdrmEY6YaWNgPe+v0QAGD2xN5cFSEiImGeviwJIb5q5FU14qVVB0SX0y0MI93wwZ8FqNC1IFKrwbVcFSEiIoECvVV44arBAID3/yzApvxawRVZj2HESrWNerzdsSry4JT+PEFDRETCnZ8YhunDYiBJwINf7nS6YWgMI1Z647c8NOjbMSjSD5enRIkuh4iICADw2CUDEOXviZKjx/DsT3tFl2MVhhErFNQ04dOOO2geuWgAp60SEZHD8NV44KVrkgEAn28pdqq7axhGrPDiyv1oN0qY2D8EY/oEiy6HiIjoJKN6B+G2saa7a/791S7UNOoFV9Q1DCNdtOFgDX7ZUwG5DHh46gDR5RAREZ3Wv6f0R/8wX9Q06vHAFzthNEqiSzorhpEu0LcbMO/7PQCAGaPi0D/cV3BFREREp6fxUOD161OhVsqxLrcaH/xZILqks2IY6YL3NxQgv7oJwT5q3H9BP9HlEBERnVH/cF88dslAAMALK/djT2m94IrOjGHkLErrjuGNTNPY90cuSoTW00NwRURERGd3U3osJg8MQ5tBwr8+34EmBz7uyzByBpIk4cnvc3CszYDhcQG4IpVHeYmIyDnIZDK8ePUQRGg1yK9pwhPf54guqVMMI2fw0+5yrN5bCaVchqcvT4JMxqO8RETkPPy9VHh1egpkMuDL7SX4LrtUdEmnxTDSidpGPeZ/Z0qR/zexDxLD/QRXREREZL2RCUG4Z2IfAMDDX+/GwcoGwRX9HcNIJ574YS9qm1rRP8wXd3f8TyQiInJG92b0w5g+QTjWZsBdn253uHHxDCOnsSqnAj/sLINCLsN/rxkClZJfJiIicl4KuQyvXZeKcD8NDlU34eGvd0GSHGf+CH/KnqJK14K53+wGANw5LgFDov3FFkRERGQDwT5qLLoxFUq5DD/uKsdHfxWKLsmCYeQERqOEB77ciSNNrRgQ4Yd7J/UVXRIREZHNpPUKxCMXmaaIP/vTPmw/fFRwRSYMIyf44M8C/HGwBhoPOV6/LgUaD4XokoiIiGxq5pg4XDwkAu1GCbM/y0J1g/j7axhGOuwprccLK/cDAB6/ZCD6hnHkOxERuR6ZTIYXrhqC3iHeqNC1YNan29HabhRaE8MIgPrmNsxemoU2g4Qpg8Jww4hY0SURERHZjY9aiXdnDIOvWolth4/iiR/EDkTrVhhZtGgR4uLioNFokJ6eji1btnT62CVLluC8885DQEAAAgICkJGRccbH9zSjUcJ9y3fgcG0zogM88cJVQzjcjIiIXF7vEB+8fn0qZDJg6eYifLujRFgtVoeR5cuXY86cOZg/fz6ysrKQnJyMKVOmoKqq6rSPX7t2La6//nr8/vvv2LhxI2JiYjB58mSUljrGFLjXMg/i9wPVUCvlWHxTGvy9VKJLIiIi6hETE0Px4OT+mNg/BOcnhgmrQyZZedA4PT0dw4cPx5tvvgkAMBqNiImJwT333IOHH374rM83GAwICAjAm2++iRkzZnTpPXU6HbRaLerr6+HnZ7tJqJn7KnHbx9sAAK9cm4wrh0bb7LWJiIicgSRJMEqmWSS21tWf31atjLS2tmL79u3IyMg4/gJyOTIyMrBx48YuvUZzczPa2toQGBjY6WP0ej10Ot1JH7bW3NqO/3y1CwAwY1QvBhEiInJLMpnMLkHEGlaFkZqaGhgMBoSFnbyUExYWhoqKii69xkMPPYTIyMiTAs2pFixYAK1Wa/mIiYmxpswu8VIp8e6MNFw0OByPXTzQ5q9PREREXdOjp2mef/55LFu2DN9++y00Gk2nj5s7dy7q6+stH8XFxXapJ61XIN66MY3j3omIiARSWvPg4OBgKBQKVFZWnvT5yspKhIeHn/G5L730Ep5//nn8+uuvGDJkyBkfq1aroVarrSmNiIiInJRVSwIqlQppaWnIzMy0fM5oNCIzMxOjRo3q9Hkvvvginn76aaxcuRLDhg3rfrVERETkcqxaGQGAOXPm4JZbbsGwYcMwYsQILFy4EE1NTZg5cyYAYMaMGYiKisKCBQsAAC+88ALmzZuHpUuXIi4uztJb4uPjAx8fHxv+pxAREZEzsjqMTJ8+HdXV1Zg3bx4qKiqQkpKClStXWppai4qKIJcfX3B5++230draiquvvvqk15k/fz6eeOKJc6ueiIiInJ7Vc0ZEsNecESIiIrIfu8wZISIiIrI1hhEiIiISimGEiIiIhGIYISIiIqEYRoiIiEgohhEiIiISimGEiIiIhGIYISIiIqGsnsAqgnkum06nE1wJERERdZX55/bZ5qs6RRhpaGgAAMTExAiuhIiIiKzV0NAArVbb6a87xTh4o9GIsrIy+Pr6QiaT2ex1dTodYmJiUFxczDHzZ8GvlXX49eo6fq26jl+rruPXquvs+bWSJAkNDQ2IjIw86d66UznFyohcLkd0dLTdXt/Pz4+/WbuIXyvr8OvVdfxadR2/Vl3Hr1XX2etrdaYVETM2sBIREZFQDCNEREQklFuHEbVajfnz50OtVosuxeHxa2Udfr26jl+rruPXquv4teo6R/haOUUDKxEREbkut14ZISIiIvEYRoiIiEgohhEiIiISimGEiIiIhGIY6VBYWIjbbrsN8fHx8PT0RO/evTF//ny0traKLs0hLFq0CHFxcdBoNEhPT8eWLVtEl+RwFixYgOHDh8PX1xehoaG4/PLLceDAAdFlOYXnn38eMpkM9913n+hSHFJpaSluuukmBAUFwdPTE4MHD8a2bdtEl+WQDAYDHn/88ZO+lz/99NNnvRvFHaxfvx7Tpk1DZGQkZDIZVqxYcdKvS5KEefPmISIiAp6ensjIyMDBgwd7pDaGkQ779++H0WjEO++8g5ycHLz66qtYvHgxHnnkEdGlCbd8+XLMmTMH8+fPR1ZWFpKTkzFlyhRUVVWJLs2hrFu3DrNnz8amTZuwZs0atLW1YfLkyWhqahJdmkPbunUr3nnnHQwZMkR0KQ7p6NGjGDNmDDw8PPDLL79g7969ePnllxEQECC6NIf0wgsv4O2338abb76Jffv24YUXXsCLL76IN954Q3RpwjU1NSE5ORmLFi067a+/+OKLeP3117F48WJs3rwZ3t7emDJlClpaWuxfnESdevHFF6X4+HjRZQg3YsQIafbs2ZZ/NxgMUmRkpLRgwQKBVTm+qqoqCYC0bt060aU4rIaGBqlv377SmjVrpPHjx0v33nuv6JIczkMPPSSNHTtWdBlO4+KLL5ZuvfXWkz535ZVXSjfeeKOgihwTAOnbb7+1/LvRaJTCw8Ol//73v5bP1dXVSWq1Wvr888/tXg9XRs6gvr4egYGBossQqrW1Fdu3b0dGRoblc3K5HBkZGdi4caPAyhxffX09ALj976EzmT17Ni6++OKTfn/Ryb7//nsMGzYM11xzDUJDQ5GamoolS5aILsthjR49GpmZmcjNzQUA7Ny5Exs2bMDUqVMFV+bYCgoKUFFRcdKfRa1Wi/T09B75Xu8UF+WJkJeXhzfeeAMvvfSS6FKEqqmpgcFgQFhY2EmfDwsLw/79+wVV5fiMRiPuu+8+jBkzBklJSaLLcUjLli1DVlYWtm7dKroUh5afn4+3334bc+bMwSOPPIKtW7fiX//6F1QqFW655RbR5Tmchx9+GDqdDomJiVAoFDAYDHj22Wdx4403ii7NoVVUVADAab/Xm3/Nnlx+ZeThhx+GTCY748epP1RLS0tx4YUX4pprrsEdd9whqHJyZrNnz8aePXuwbNky0aU4pOLiYtx777347LPPoNFoRJfj0IxGI4YOHYrnnnsOqampuPPOO3HHHXdg8eLFoktzSF988QU+++wzLF26FFlZWfj444/x0ksv4eOPPxZdGp2By6+MPPDAA/jHP/5xxsckJCRY/rmsrAwTJ07E6NGj8e6779q5OscXHBwMhUKBysrKkz5fWVmJ8PBwQVU5trvvvhs//vgj1q9fj+joaNHlOKTt27ejqqoKQ4cOtXzOYDBg/fr1ePPNN6HX66FQKARW6DgiIiIwcODAkz43YMAAfP3114Iqcmz//ve/8fDDD+O6664DAAwePBiHDx/GggULuJJ0Bubv55WVlYiIiLB8vrKyEikpKXZ/f5cPIyEhIQgJCenSY0tLSzFx4kSkpaXhww8/hFzu8gtHZ6VSqZCWlobMzExcfvnlAEx/U8vMzMTdd98ttjgHI0kS7rnnHnz77bdYu3Yt4uPjRZfksCZNmoTdu3ef9LmZM2ciMTERDz30EIPICcaMGfO3I+K5ubno1auXoIocW3Nz89++dysUChiNRkEVOYf4+HiEh4cjMzPTEj50Oh02b96MWbNm2f39XT6MdFVpaSkmTJiAXr164aWXXkJ1dbXl19x9BWDOnDm45ZZbMGzYMIwYMQILFy5EU1MTZs6cKbo0hzJ79mwsXboU3333HXx9fS37rFqtFp6enoKrcyy+vr5/66Xx9vZGUFAQe2xOcf/992P06NF47rnncO2112LLli149913uXLbiWnTpuHZZ59FbGwsBg0ahB07duCVV17BrbfeKro04RobG5GXl2f594KCAmRnZyMwMBCxsbG477778Mwzz6Bv376Ij4/H448/jsjISMtfRO3K7ud1nMSHH34oATjtB0nSG2+8IcXGxkoqlUoaMWKEtGnTJtElOZzOfv98+OGHoktzCjza27kffvhBSkpKktRqtZSYmCi9++67oktyWDqdTrr33nul2NhYSaPRSAkJCdKjjz4q6fV60aUJ9/vvv5/2e9Qtt9wiSZLpeO/jjz8uhYWFSWq1Wpo0aZJ04MCBHqlNJkkcS0dERETisCmCiIiIhGIYISIiIqEYRoiIiEgohhEiIiISimGEiIiIhGIYISIiIqEYRoiIiEgohhEiIiISimGEiIiIhGIYISIiIqEYRoiIiEgohhEiIiIS6v8BeuUjDwuJnSQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-2, 10, 10000).reshape(-1, 1)\n", "y = target(x)\n", "\n", "plt.plot(x, y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a BayesianOptimization Object\n", "\n", "Enter the target function to be maximized, its variable(s) and their corresponding ranges. A minimum number of 2 initial guesses is necessary to kick start the algorithms, these can either be random or user defined." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "optimizer = BayesianOptimization(target, {'x': (-2, 10)}, random_state=27)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example we will use the Upper Confidence Bound (UCB) as our utility function. It has the free parameter\n", "$\\kappa$ which control the balance between exploration and exploitation; we will set $\\kappa=5$ which, in this case, makes the algorithm quite bold." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[0m1 \u001b[0m | \u001b[0m0.8198 \u001b[0m | \u001b[0m3.109 \u001b[0m |\n", "| \u001b[0m2 \u001b[0m | \u001b[0m0.746 \u001b[0m | \u001b[0m7.775 \u001b[0m |\n", "=====================================\n" ] } ], "source": [ "acq_function = UtilityFunction(kind=\"ucb\", kappa=5)\n", "optimizer.maximize(init_points=2, n_iter=0, acquisition_function = acq_function)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting and visualizing the algorithm at each step" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's first define a couple functions to make plotting easier" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def posterior(optimizer, x_obs, y_obs, grid):\n", " optimizer._gp.fit(x_obs, y_obs)\n", "\n", " mu, sigma = optimizer._gp.predict(grid, return_std=True)\n", " return mu, sigma\n", "\n", "def plot_gp(optimizer, x, y):\n", " fig = plt.figure(figsize=(16, 10))\n", " steps = len(optimizer.space)\n", " fig.suptitle(\n", " 'Gaussian Process and Utility Function After {} Steps'.format(steps),\n", " fontdict={'size':30}\n", " )\n", " \n", " gs = gridspec.GridSpec(2, 1, height_ratios=[3, 1]) \n", " axis = plt.subplot(gs[0])\n", " acq = plt.subplot(gs[1])\n", " \n", " x_obs = np.array([[res[\"params\"][\"x\"]] for res in optimizer.res])\n", " y_obs = np.array([res[\"target\"] for res in optimizer.res])\n", " \n", " mu, sigma = posterior(optimizer, x_obs, y_obs, x)\n", " axis.plot(x, y, linewidth=3, label='Target')\n", " axis.plot(x_obs.flatten(), y_obs, 'D', markersize=8, label=u'Observations', color='r')\n", " axis.plot(x, mu, '--', color='k', label='Prediction')\n", "\n", " axis.fill(np.concatenate([x, x[::-1]]), \n", " np.concatenate([mu - 1.9600 * sigma, (mu + 1.9600 * sigma)[::-1]]),\n", " alpha=.6, fc='c', ec='None', label='95% confidence interval')\n", " \n", " axis.set_xlim((-2, 10))\n", " axis.set_ylim((None, None))\n", " axis.set_ylabel('f(x)', fontdict={'size':20})\n", " axis.set_xlabel('x', fontdict={'size':20})\n", " \n", " utility_function = UtilityFunction(kind=\"ucb\", kappa=5, xi=0)\n", " utility = utility_function.utility(x, optimizer._gp, 0)\n", " acq.plot(x, utility, label='Utility Function', color='purple')\n", " acq.plot(x[np.argmax(utility)], np.max(utility), '*', markersize=15, \n", " label=u'Next Best Guess', markerfacecolor='gold', markeredgecolor='k', markeredgewidth=1)\n", " acq.set_xlim((-2, 10))\n", " acq.set_ylim((0, np.max(utility) + 0.5))\n", " acq.set_ylabel('Utility', fontdict={'size':20})\n", " acq.set_xlabel('x', fontdict={'size':20})\n", " \n", " axis.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)\n", " acq.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Two random points\n", "\n", "After we probe two points at random, we can fit a Gaussian Process and start the bayesian optimization procedure. Two points should give us a uneventful posterior with the uncertainty growing as we go further from the observations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After one step of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[0m3 \u001b[0m | \u001b[0m0.3142 \u001b[0m | \u001b[0m9.455 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After two steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[95m4 \u001b[0m | \u001b[95m0.8555 \u001b[0m | \u001b[95m3.035 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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gYIWGhmrEiBFKSUlx7M9ms+muu+5ScHCwWrRooXvvvbfacLVHD1dUUVGh++67T61bt5bZbFZCQoLeeustpaSkaODAgZKkkJAQmUwmTZw4scZ95OXlafz48QoJCZGvr6+GDh2qpKQkx/r58+crODhYy5YtU+fOneXv7+8opuDMQ0EBAIAjJB0q0hur9jrFLmwbqhHdol2U0enxt67R6tUm1Cn26o97tD+31EUZAQAAAEDtSkpKar2Vl5fXu21ZWVm92jYEHx8fR2+EFStWKDExUcuXL9eSJUtktVo1ZMgQBQQEaPXq1VqzZo3jxPzhbZ555hnNnz9f//vf//TTTz8pNzdXn3322TGPOX78eL3//vt64YUXtGPHDr322mvy9/dX69at9cknn0iSEhMTlZGRoTlz5tS4j4kTJ2rdunX64osv9Msvv8gwDF1xxRWyWq2ONqWlpXr66af17rvvatWqVUpNTdX06dMb4mFDI3NmzCoJAEADMAxDM77cpkr7X1d4eLiZ9OjIc2QymY6xZdNnMpk0a8TZGvbCT7L9ef8tlXY9tSxRL4zt7uLsAAAAAMCZv79/reuuuOIKffXVV47liIgIlZbWfLFU//79tXLlSsdyfHy8srOzq7U7uifA8TAMQytWrNCyZcv0z3/+U1lZWfLz89Obb74pLy8vSdJ7770nu92uN9980/H9c968eQoODtbKlSt12WWX6fnnn9cDDzygq666SpL06quvatmyZbUed9euXVq0aJGWL1+uQYMGSZLatm3rWB8aWnVRWUREhIKDg2vcR1JSkr744gutWbNGffr0kSQtWLBArVu31uLFi3XNNddIkqxWq1599VW1a9dOknT77bdr1qxZJ/qQoRGjhwIAAH/6fmem1uzOcYrd3K+tEiKax9iRnSIDdf2FcU6xLzala/OBfNckBAAAAABN2JIlS+Tv7y9vb28NHTpU1157rWbMmCFJ6tKli6OYIEmbNm3S7t27FRAQIH9/f/n7+ys0NFTl5eXas2ePCgoKlJGRoQsuuMCxjYeHh84777xaj79x40a5u7urf//+J3wfduzYIQ8PD6fjtmjRQh07dtSOHTscMV9fX0cxQZKioqKUmZl5wsdF40UPBQAAJFltdj329Q6nWGSgt/55SYKLMnKNaZe21ycbDqiovNIRe+yrHfpg8oVnfC8NAAAAAE1HcXFxrevc3d2dlo91YtvNzfl66yPnLDhZAwcO1CuvvCIvLy9FR0fLw+OvU7F+fn5ObYuLi9WzZ08tWLCg2n7Cw8NP6Pg+Pj4ntN2J8PR0nnPQZDKdVK8ONF70UAAAQNKCtfu0N8t5XMx7L+8oX6/mVXsP9fPS1IHORZRfk3O1YgdXlgAAAABoPPz8/Gq9eXt717vt0Sfda2t3ojkmJCQoNjbWqZhQkx49eigpKUkRERFKSEhwugUFBSkoKEhRUVH69ddfHdtUVlZq/fr1te6zS5custvt+vHHH2tcf7iHhM1mq3UfnTt3VmVlpdNxc3JylJiYqLPOOuuY9wlnJgoKAIBmr6DUqudXJDnFzm0VpJHdYlyUkWtN7BOvmGDnD9VPfLNDlTa7izICAAAAgDPbuHHjFBYWphEjRmj16tVKTk7WypUrNW3aNB04cECSdMcdd+g///mPFi9erJ07d+q2225Tfn5+rfuMj4/XhAkTdOONN2rx4sWOfS5atEiSFBcXJ5PJpCVLligrK6vGXh/t27fXiBEjdPPNN+unn37Spk2b9I9//EMxMTEaMWLEKXks0LhRUAAANHsvfp+k/FKrU+zfw86Sm1vzHOLH29Nd04d0cIrtySrRR+sPuCgjAAAAADiz+fr6atWqVYqNjdVVV12lzp0766abblJ5ebkCAwMlSXfffbeuv/56TZgwQb1791ZAQID+/ve/H3O/r7zyikaNGqXbbrtNnTp10s0336ySkqre+TExMZo5c6buv/9+tWzZUrfffnuN+5g3b5569uypK6+8Ur1795ZhGPr666+rDXOE5sFkMJhVvRQWFiooKEgFBQWOFzEAoOnbl1OiQc/+KKvtr3+HQ8+J1Cv/6OnCrFzPbjf0t5d/0ta0QkcsOshbP9wzQGYP92NsCQAAAAA1O5Hza+Xl5UpOTlabNm2qDWUEoGEcz+uMHgoAgGbt2eW7nIoJXu5uun9oJxdm1Di4uZl0/+WdnWLpBeX64Lf9LsoIAAAAAAC4GgUFAECztSOjUF9sSneKTegTp7gWJzbh1pmmb0IL9WoT6hR7+YfdKrfWPmEXAAAAAAA4c1FQAAA0W898m6gjB/4LMHvotgEJrkuokTGZTLp7sPNcCplFFXpv7T4XZQQAAAAAAFyJggIAoFlavy9X3+3IdIrd3K+tQvy8XJRR43RB2xa6uH2YU+yVlXtUUlHpoowAAAAAAICrUFAAADQ7hmHoyaWJTrEWfl668aI2LsqocbvrqF4KOSUWzf85xTXJAAAAAAAAl6GgAABodlYnZevX5Fyn2G0DE+Rv9nBRRo1b99gQXdopwin2xuq9KqaXAgAAAAAAzQoFBQBAs2IYhp5a5tw7ITrIW+MuiHVRRk3D/x3VSyG/1KqFvzKXAgAAAAAAzQkFBQBAs/Lt9kPaklbgFLtjUHt5e7q7KKOm4ZyYIA3q3NIp9sbqZJVbbS7KCAAAAAAAnG4UFAAAzYZhGHphRZJTrG2Yn67u0cpFGTUtUwe2c1rOKqrQR+sPuCgbAAAAAABwulFQAAA0Gyt2ZGpbeqFT7I5B7eXhzr/D+ugeG6K+CS2cYq+u3COrze6ijAAAAAAAjYFhGJo8ebJCQ0NlMpm0ceNGDRgwQHfeeecxt4uPj9fzzz9/WnI8UStXrpTJZFJ+fr6rUzkpJpNJixcvPun9MPskAKBZMAxDc47unRDupyvPjXZRRk3T1IEJWrM7x7Gcll+mzzema1RPenkAAAAAOH2mJCbW3agBvdax43G1Lyoq0kMPPaTPPvtMmZmZ6t69u+bMmaPzzz/f0WbixIl6++23nbYbMmSIli5dKkmqqKjQpEmT9PnnnysyMlJz587VoEGDHG2feuoppaam6sUXXzyJe9Ywli5dqvnz52vlypVq27atwsLC9Omnn8rT09PVqZ20Pn36KCMjQ0FBQfXeZuLEicrPz2+QE/iNDQUFAECzsDIxq9rcCf+8JEHubiYXZdQ09W7bQj1ig7UhNd8Rm7tyt/7ePYbHEgAAAAD+NGnSJG3dulXvvvuuoqOj9d5772nQoEHavn27YmJiHO0uv/xyzZs3z7FsNpsdv7/++utav369fvnlF33zzTe67rrrdOjQIZlMJiUnJ+uNN97QunXrTuv9qs2ePXsUFRWlPn36OGKhoaEuzKjheHl5KTIy0iXHtlgs8vLycsmxa8MYDwCAM55hGHr+qN4J8S18NZzeCcfNZDLp9ksSnGJ7s0q0dOtBF2UEAAAAAI1LWVmZPvnkEz355JPq16+fEhISNGPGDCUkJOiVV15xams2mxUZGem4hYSEONbt2LFDf/vb33T22Wdr6tSpysrKUnZ2tiTp1ltv1X//+18FBgbWK6f//e9/Ovvss2U2mxUVFaXbb7/dsS41NVUjRoyQv7+/AgMDNXr0aB06dMixfsaMGerWrZveffddxcfHKygoSGPGjFFRUZGkqqvx//nPfyo1NVUmk0nx8fGSVG3Io8zMTA0fPlw+Pj5q06aNFixYUC3P/Px8TZo0SeHh4QoMDNQll1yiTZs21TsXSbLb7XryySeVkJAgs9ms2NhYPfbYY471+/fv1+jRoxUcHKzQ0FCNGDFCKSkptT52Rw95NH/+fAUHB2vZsmXq3Lmz/P39dfnllysjI8OR49tvv63PP/9cJpNJJpNJK1eurNexJ06cqJEjR+qxxx5TdHS0OnbsqH/961+64IILquXVtWtXzZo1S5L0+++/a/DgwQoLC1NQUJD69++vDRs21HqfTgYFBQDAGW9VUrY27c93it1+CXMnnKiBHSPUOcr5Q+urP+6RYRguyggAAAAAGo/KykrZbDZ5e3s7xX18fPTTTz85xVauXKmIiAh17NhRt956q3Jy/hpitmvXrvrpp59UVlamZcuWKSoqSmFhYVqwYIG8vb3197//vV75vPLKK5o6daomT56sLVu26IsvvlBCQtWFYna7XSNGjFBubq5+/PFHLV++XHv37tW1117rtI89e/Zo8eLFWrJkiZYsWaIff/xR//nPfyRJc+bM0axZs9SqVStlZGTo999/rzGPiRMnav/+/frhhx/08ccfa+7cucrMzHRqc8011ygzM1PffPON1q9frx49eujSSy9Vbm5uvXKRpAceeED/+c9/9NBDD2n79u1auHChWrZsKUmyWq0aMmSIAgICtHr1aq1Zs8ZRELBYLPV6PCWptLRUTz/9tN59912tWrVKqampmj59uiRp+vTpGj16tKPIkJGRoT59+tT72CtWrFBiYqKWL1+uJUuWaNy4cfrtt9+0Z88eR5tt27Zp8+bNuu666yRVDbE1YcIE/fTTT1q7dq3at2+vK664wqnQ0lAY8ggAcEYzDENzvtvlFIsN9dWIbvROOFEmk0lTB7bT7Qv/cMS2pBXo1+RcXdi2xTG2BAAAAIAzX0BAgHr37q3Zs2erc+fOatmypd5//3398ssvjhP5UtVwR1dddZXatGmjPXv26F//+peGDh2qX375Re7u7rrxxhu1efNmnXXWWQoLC9OiRYuUl5enhx9+WCtXrtS///1vffDBB2rXrp3+97//OQ2ldKRHH31Ud999t+644w5H7PBcDitWrNCWLVuUnJys1q1bS5LeeecdnX322fr9998d7ex2u+bPn6+AgABJ0vXXX68VK1boscceU1BQkAICAuTu7l7r0EC7du3SN998o99++82xz7feekudO3d2tPnpp5/022+/KTMz0zH009NPP63Fixfr448/1uTJk+vMpaioSHPmzNFLL72kCRMmSJLatWuniy66SJL04Ycfym63680335TJVDVs77x58xQcHKyVK1fqsssuq9ff2Gq16tVXX1W7du0kSbfffrujt4C/v798fHxUUVHh9Hi899579Tq2n5+f3nzzTaehjrp27aqFCxfqoYcekiQtWLBAF1xwgeP5dMkllzjl9/rrrys4OFg//vijrrzyynrdp/ri0kwAwBltze4cp/H+JWnqwHbypHfCSRl6TpRah/o4xd5YtddF2QAAAABA4/Luu+/KMAzFxMTIbDbrhRde0NixY+Xm9td30TFjxuhvf/ubunTpopEjR2rJkiX6/fffHcPjeHp66uWXX1ZycrJ+//13XXTRRbr77rs1bdo0/fHHH1q8eLE2bdqkCy+8UNOmTasxj8zMTKWnp+vSSy+tcf2OHTvUunVrRzFBks466ywFBwdrx44djlh8fLzjBL4kRUVFVetdcCw7duyQh4eHevbs6Yh16tRJwcHBjuVNmzapuLhYLVq0kL+/v+OWnJzsdHX+sXLZsWOHKioqar2/mzZt0u7duxUQEODYf2hoqMrLy52OURdfX19HMeHoHGpT32N36dKl2rwJ48aN08KFCyVVXTj5/vvva9y4cY71hw4d0s0336z27dsrKChIgYGBKi4uVmpqar3vU33RQwEAcEZ74ai5E2KCfXRVj1YuyubM4e5m0k1922jGl9sdsRU7M7U7s0gJEQHH2BIAAAAAznzt2rXTjz/+qJKSEhUWFioqKkrXXnut2rZtW+s2bdu2VVhYmHbv3l3jCfEffvhB27Zt05tvvql77rlHV1xxhfz8/DR69Gi99NJLNe7Tx8enxvjx8vT0dFo2mUyy2+0Nsu/DiouLFRUV5SioHOnIwsOxcqnr/hYXF6tnz541zt8QHh5e71xryqGuYYDre2w/P79q68eOHav77rtPGzZsUFlZmfbv3+80LNWECROUk5OjOXPmKC4uTmazWb179z6uYZzqi4ICAOCMtS4lV7+l5DrFpg5MoHdCA7nmvNZ67rskFZRZHbE3VyfrP1ef68KsAAAAAKDx8PPzk5+fn/Ly8rRs2TI9+eSTtbY9cOCAcnJyFBUVVW1deXm5pk6dqgULFsjd3V02m81xAttqtcpms9W4z4CAAMXHx2vFihUaOHBgtfWdO3fW/v37tX//fkcvhe3btys/P19nnXXWidzlGnXq1EmVlZVav369Y8ijxMREx0THktSjRw8dPHhQHh4ejomdj1f79u3l4+OjFStWaNKkSdXW9+jRQx9++KEiIiLqPaH1ifDy8qr2NzmZY7dq1Ur9+/fXggULVFZWpsGDBysiIsKxfs2aNZo7d66uuOIKSVWTPx+ewLuhcUYFAHDGevVH5+6KUUHeGtWT3gkNxc/soX9cGOsU+/SPNGUVVbgoIwAAAABoHJYtW6alS5cqOTlZy5cv18CBA9WpUyfdcMMNkqquVr/nnnu0du1apaSkaMWKFRoxYoQSEhI0ZMiQavubPXu2rrjiCnXv3l2S1LdvX3366afavHmzXnrpJfXt27fWXGbMmKFnnnlGL7zwgpKSkrRhwwa9+OKLkqRBgwapS5cuGjdunDZs2KDffvtN48ePV//+/XXeeec12OPRsWNHXX755ZoyZYp+/fVXrV+/XpMmTXLqUTBo0CD17t1bI0eO1LfffquUlBT9/PPPevDBB7Vu3bp6Hcfb21v33Xef7r33Xr3zzjvas2eP1q5dq7feektS1dBBYWFhGjFihFavXq3k5GStXLlS06ZN04EDBxrs/sbHx2vz5s1KTExUdna2rFbrSR973Lhx+uCDD/TRRx85DXckVRVS3n33Xe3YsUO//vqrxo0b12C9U45GQQEAcEZKPFik73Y4j1846eK28vLgX19DmtA7Xl5H9PiwVNr17i8prksIAAAAABqBgoICTZ06VZ06ddL48eN10UUXadmyZY6hctzd3bV582b97W9/U4cOHXTTTTepZ8+eWr16tWNC4sO2bt2qRYsWaebMmY7YqFGjNGzYMF188cXavHmz5syZU2suEyZM0PPPP6+5c+fq7LPP1pVXXqmkpKrhgU0mkz7//HOFhISoX79+GjRokNq2basPP/ywwR+TefPmKTo6Wv3799dVV12lyZMnO11lbzKZ9PXXX6tfv3664YYb1KFDB40ZM0b79u1Ty5Yt632chx56SHfffbcefvhhde7cWddee61jfgNfX1+tWrVKsbGxuuqqq9S5c2fddNNNKi8vb9AeCzfffLM6duyo8847T+Hh4VqzZs1JH3vUqFHKyclRaWmpRo4c6bTurbfeUl5ennr06KHrr79e06ZNc3psG5LJqGtwJ0iSCgsLFRQUpIKCglPaHQYA0DDuWrRRn25IcywH+Xjq5/svkZ+Z0f4a2r0fb9KidX9dTRHs66lf7r9UPl7uLswKAAAAQGNzIufXysvLlZycrDZt2sjb2/sUZwg0T8fzOuMyTQDAGedAXqm+2JjuFJvQJ55iwiky6WLnScXyS636eP1+F2UDAAAAAABOFQoKAIAzzpurk1Vp/6sDnrenmyb2iXddQme4Di0DNKBjuFPsf2tSZLfTCRIAAAAAgDMJBQUAwBklt8SiD393vjp+zPmxCvXzclFGzcPNR/VSSM4u0Y9JWS7KBgAAAAAAnAoUFAAAZ5S3f05RmdXmWHZ3M2nSxW1cmFHz0KddC3VsGeAUe/vnFNckAwAAAAAATgkKCgCAM0appVJv/5LiFBvRNVqtQnxdk1AzYjKZNLFvvFNsZWKW9mYVuyYhAAAAAADQ4CgoAADOGB/8tl/5pVan2JT+7VyUTfMzsluMgnw8nWLv/LLPRdkAAAAAOJMYBnO0AafK8by+KCgAAM4Ilkq73ly91yk2qHOEOkYG1LIFGpqPl7vGnN/aKfbRuv0qKrfWsgUAAAAAHJu7u7skyWKxuDgT4Mx1+PV1+PV2LB6nOhkAAE6HLzelK72g3Cl2C70TTrt/XBinN1bvlf3PixtKLDZ9sv6AJvZlHgsAAAAAx8/Dw0O+vr7KysqSp6en3Ny4PhpoSHa7XVlZWfL19ZWHR93lAgoKAIAmzzAMvflTslPs/PgQnRcf6qKMmq/Wob4afFZLLdt2yBF7+5d9Gt87Xm5uJhdmBgAAAKApMplMioqKUnJysvbtY0hV4FRwc3NTbGysTKa6v7dTUAAANHm/7MnRjoxCp9jNF7d1UTaY2KeNU0EhObtEPyZlaWDHCBdmBQAAAKCp8vLyUvv27Rn2CDhFvLy86t37h4ICAKDJe+OouRPahPlpUOeWLsoGF7YNVafIAO08WOSIzV+TQkEBAAAAwAlzc3OTt7e3q9MAmj0GHQMANGm7M4v0Q2KWU+zGi9owvI4LmUwmTegT7xT7cVeW9mYVuyYhAAAAAADQICgoAACatLd+SnFaDvb11NU9YlyTDBxGdotRkI+nU+y9takuygYAAAAAADQECgoAgCYrp7hCn2444BQbd0GsfL0Y0c/VfLzcNeb81k6xj9fvV5nF5qKMAAAAAADAyaKgAABost5bm6qKSrtj2dPdpAm9412XEJxcd0Gs03JheaW+3JzuomwAAAAAAMDJapIFhVWrVmn48OGKjo6WyWTS4sWLj9n+008/1eDBgxUeHq7AwED17t1by5YtOz3JAgBOiXKrTe+uTXGK/a1rjCICmaSrsYhr4ad+HcKdYgt+ZdgjAAAAAACaqiZZUCgpKVHXrl318ssv16v9qlWrNHjwYH399ddav369Bg4cqOHDh+uPP/44xZkCAE6VzzemKbvY4hSbdHEbF2WD2vzjqF4Km/bna2tagYuyAQAAAAAAJ6NJDjI9dOhQDR06tN7tn3/+eaflxx9/XJ9//rm+/PJLde/evYGzAwCcaoZh6M3VyU6xixLC1Dkq0EUZoTaXdIpQVJC3MgrKHbH31u7Tf64+14VZAQAAAACAE9EkeyicLLvdrqKiIoWGhtbapqKiQoWFhU43AEDjsCopW0mZxU6xm+id0Ch5uLtpzPnOvRQ+35iuwnKrizICAAAAAAAnqlkWFJ5++mkVFxdr9OjRtbZ54oknFBQU5Li1bt36NGYIADiWN1fvdVpuH+GvAUeN1Y/GY0yv1nJ3MzmWy6w2fbr+gAszAgAAAAAAJ6LZFRQWLlyomTNnatGiRYqIiKi13QMPPKCCggLHbf/+/acxSwBAbXYeLNTqpGyn2E0XtZHJZKplC7hay0BvXXZWS6fYe7+myjAMF2UEAAAAAABORLMqKHzwwQeaNGmSFi1apEGDBh2zrdlsVmBgoNMNAOB6R8+d0MLPSyO7x7goG9TXPy6Mc1renVmsX5NzXZQNAAAAAAA4Ec2moPD+++/rhhtu0Pvvv69hw4a5Oh0AwAnILCzX5xvTnGLX946Tt6e7izJCffVp10Jtw/ycYu+t3eeibAAAAAAAwIlokgWF4uJibdy4URs3bpQkJScna+PGjUpNTZVUNVzR+PHjHe0XLlyo8ePH65lnntEFF1yggwcP6uDBgyooKHBF+gCAE/Tu2n2y2v4aJsfLw63ale9onEwmk667wHly5mXbDiqrqMJFGQEAAAAAgOPVJAsK69atU/fu3dW9e3dJ0l133aXu3bvr4YcfliRlZGQ4iguS9Prrr6uyslJTp05VVFSU43bHHXe4JH8AwPErs9iqXdF+VfcYhfmbXZQRjteonq1k9vjro4fVZmjROuYoAgAAAACgqfBwdQInYsCAAcecyHH+/PlOyytXrjy1CQEATrlPNhxQXqnVKXbTRW1clE3zYhiGbIYhN5NJbicx+XWwr5euPDdan2w44Ii9/1uqbu3fTm5uTKoNAAAAAEBj1yQLCgCA5sVuN/S/n5wnYx7QMVztWwa4KKMzS67VqvSKCmVYLMq0WpVjtSq/slJFNpvKbDZZjyjiu5lM8nVzU6CHh0I9PBTp5aVWZrPa+viopZdXncf6x4WxTgWFA3ll+ml3tvp1CD8l9w0AAAAAADQcCgoAgEbv+52Z2ptd4hSbdFFbF2XTtJXbbNpTXq49ZWVKLi/XvvJyldhs9d7ebhgqttlUbLMpvaJCW0v++rsEe3ioi5+fegYEqKOvb429Gbq1DlanyADtPFjkiH3weyoFBQAAAAAAmgAKCgCARu/Nn/Y6LXeKDFDfhBYuyqZpqbTbtbusTDtKS7WztFSpFRWyH2PYwJORX1mp1QUFWl1QoBAPD/ULDlb/4GD5ubs72phMJo3tFatHvtjmiC3ffkjZxRXMhwEAAAAAQCNHQQEA0KhtTSvQ2r25TrFJF7eV6STG8j/T5Vmt2lJSoi0lJUosLVWF3X76c6is1OfZ2Vqam6uBwcG6PDRUPn8WFkZ2i9HjX+9QRWVVXlaboU/WH9CU/u1Oe54AAAAAAKD+KCgAABq1t46aOyEiwKy/dY12UTaN14Hycm0sLtbG4mLtr6hwdToOFXa7lubm6qeCAl0dHq4+QUEK8vXUsC5R+vSPNEe7D37fr8n9KBQBAAAAANCYUVAAADRaBwvK9eWmdKfY+N5x8vJwc1FGjYdhGEouL9eGoiL9UVysbKvV1SkdU7HNprcPHtRvhYWaEBmpMb1inQoKydklWrs3V73bMZQVAAAAAACNFQUFAECj9fYvKaq0/zXev7enm8ZdEOfCjFzLMAztLivT+j+LCPmVla5O6bjtKC3V7H37NLFlS7UL99OerL8mdf7g91QKCgAAAAAANGIUFAAAjVKppVILf011il3do5VC/LxclJFr2A1DSUcUEQqbYBHhaCU2m+amp6vb2WHas/KvgsI3Ww9qZqlFwb7N628MAAAAAEBTQUEBANAofbL+gArKnIfxufGiNi7K5vSyG4YSS0u1vqhIG4uLVWSzuTqlBmdIyo1yk7u7STZbVS8US6Vdn25IazZ/ZwAAAAAAmhoKCgCARsduN6pNxnxppwi1C/d3UUanXqXdrp2lpdrw58TKJWdgEeFoXt7uCo/108HkYkfsg99TdUPfeCZnBgAAAACgEaKgAABodFbszFRKTqlT7KaLz7yr1ivsdm0rKdGGoiJtKSlRud3u6pROu1YdAp0KCrsOFWtDar56xoW4MCsAAAAAAFATCgoAgEbnzdV7nZY7RwWqd9szY7LewspKbS4u1qaSEu0oKZHVMOre6AwWGuUjnwAPlRX9NTfEB7+lUlAAAAAAAKARoqAAAGhUtqYV6NfkXKfYpIvaNOkhcA6Ul2tzSYm2lJQouaxMzbuE4MxkMqlVh0Alrf/rb75kc4YeHn6WArw9XZgZAAAAAAA4GgUFAECjcvTcCREBZg3vGu2ibE5Muc2mxLIybSku1taSEuVVVta9UTMWkxCo3RtydbizRpnVps83pusfF8a5NjEAAAAAAOCEggIAoNE4WFCuLzelO8Um9ImXl4ebizKqH8MwlFpRoe0lJdpeWqo9ZWWyNfOhjI6H2ddD4a39lJla4ojNW5tCQQEAAAAAgEaGggIAoNF4+5cUVdr/OhHv7emm63rFujCj2mVUVCixtFQ7S0uVWFamUpvN1Sk1aa06BDoVFPYcLNbqlGxdHB/mwqwAAAAAAMCRKCgAABqFUkulFv6a6hS7ukcrhfh5uSijvxiGoQMVFdpdVqZdZWVKKi1VEQWEBhUW4ytvPw+Vl/w1PNTjq3bpy9hQebg17h4qAAAAAAA0FxQUAACNwifrD6igzOoUu/GiNi7JpdRmU3J5ufaWlWlPWZmSy8tVbre7JJfmwuRmUkz7QO3Z+NfkzLuS8vVhxiGNi4lyYWYAAAAAAOAwCgoAAJez241qkzFf2ilC7cL9T/mxy2027a+o0L7ycu2rqFBKebmyLBYxA8LpF9M+wKmgYLMaev+PA+oZHKhOfn4uzAwAAAAAAEgUFAAAjcCKnZlKySl1it3UwL0TDMNQbmWl0ioqdODP2/6KCooHjYiPv6fCYnyVnfbXc+HArkK9fdYhPRIXJ293dxdmBwAAAAAAKCgAAFzuzdV7nZY7RwWqd7sWJ7Qvu2Eoy2rVIYtFBy0WZVgsSq+oUIbFogqGLWr0WnUMdCoo5GeWKzWrRB/7ZukfkZEuzAwAAAAAAFBQAAC41Na0Av2anOsUm3RRG5lMplq3sdjtyrFalW21KuvwzWJR5p8xm0Gfg6YqvLWfvLzdZSn/a9LrA7sK9FOwl3oFBqqDr68LswMAAAAAoHmjoAAAcKmj506ICDCr71nh2lNWpjyrVfmVlcqtrFReZaVyrVblWK0qstlq2RuaOjc3k6ITApSyNd8RS99dpA49w7Tg0CE9FBcnDzc31yUIAAAAAEAzRkEBAHBKGYahMrtdJTabim02FR3xMzWvRJ9vSnNqH9TeT4+kprgmWTQKrToEOhUUrBV2HdpXLLe2Ji3Py9PQFic2HBYAAAAAADg5FBQAALUyDENWw1C53a4Ku13lR93KDt9sNpXZ7Sq121Vqs6n0zwJCqc2mErtd9lqGIEr8LVtHTmvg5m5Sq45Bp+neobHyC/JSSKS38g6WO2JpSYWKahugb3JzdWFgoEI8PV2YIQCgsbH/+Zml0jBktdurfh5e/vNnbTfbET9tkmyGIfufv9sNQ3ZVfSYyJMfNdMTNzWSSmyR3k0kef948TSZ5ubnJy2SSt5ubvN3c5OvuLl83N/m7u8vb3d1VDxUAAMBJoaAAAI2Q/fCX2j+/xNqO+pJ79Bff2r4g1/SF2vpn3GoYshiGLHa7LH/GKo5YrrDbZbHbdapmI7BW2LQ/scApFtM+UF7efMGG1KpDkFNBISe9TKVFVinAU59mZ+umqCgXZgcAzYPx5+cQey2fSew1fD458rPJkbHKoz6z2Gr43OL0Gaaen2sO/6zt4oXGysNkUpCHh4I8PBTs4aFQDw+FeXoqwstLLT091cLT85jzSQEAALgKBYXjtDQnR74Wi6vTwBnkdHz1OdYxjuf4Rh1f1Ixafq/reIf3e/S6mvZ3ZA5GbT+P2F9N646MGXXEalq217DOftQ6x88j1tvr+Gk7Yrk52J9YKFvlEffVJMWfE+yyfNC4tIzz0w4vN1Va/urCkrarUO17ttDvhYW6NDhY8T4+LswQQEOo6YT1kf8fbar5/+jh/7FHXj1e2//io/9/H+v/eG3//+1H5Xv4v5fTvo7x2aGufR+9rqb92uv4vab7X9vjdWSbw4+x7aj1tiM+H6HhVRqGcv6cG6omniaTos1mtTKbFWs2q42Pj1qbzXKjyAAAAFyMgsJx+iY3V14UFADgpNhthvZtz3eKtYzzl28Aw9igiruHm6LbBSh1x1+9WNJ2F6pd91C5uZn0UVaW7omNdWGGQNNl+XMYuyN7qR3583BvtsO/O10JftQV4rY/fz/yCvQje9Ed/nnkle1H/s4Ja6BmVsPQvvJy7Ssv15o/Y15ubmrn7a2Ovr46y89PsWYzvRgAAMBpR0EBAHDape8pkqXM5hRrQ+8EHKVVh0CngkJFqU3ZB0oVEeun3WVl2lxcrHP9/V2YIXD6Vfw5R83h25Fz15T9+fuRc9wcOf9NxZ83TuIDTZPFbteO0lLtKC3V4uxsBXp4qKufn3oGBKijry+9FwAAwGlBQQEAcFoZhqGUrXlOsZBIHwWFe7soIzRWAaFmBYaZVZhd4Ygd2FWoiFg/SdLi7Gx18fPj6kw0eRV2u/IrK5VntarAZlNBZaWKbDYVVlaq0GZTUWWlim02FdtssjaTYfEA1K2wslKrCwq0uqBAgR4e6hUQoIuCghRlNrs6NQAAcAajoAAAOK2y9peqpMB5vOA2XYJdkwwavVYdArU9O8uxnH2gROWllfL29VBaRYXWFRXp/MBAF2YI1K3UZlOW1aosi0U5lZXKtlqVa7Uq988iQpndXvdOAOAYCisr9V1enr7Ly1N7Hx9dGhKibv7+FN0BAECDo6AAADitju6d4B/spbAYXxdlg8Yuqm2AEn/LdkzgbRhSelKh2nYNlSR9mZOjngEBDPMAlzMMQ1lWqzIsFqVXVOigxaJMq1WHLBaV2Gx17wAAGkhSWZmSysoU4eWloaGhujAwkP+TAACgwVBQAACcNvmZ5co7VO4Uiz8nmKvnUCsPTzdFtglQWlKhI3YgqVBtzg2RyWTSIYtFvxcV6QJ6KeA0strt2l9RodTycu2vqNCBigqlVVQwHBGARiXTYtHbBw/qm9xcjQwLU8+AAFenBAAAzgAUFAAAp03yUb0TzL7uimrLl1scW6sOgU4FhbKiSuVmlKlFdFXPlq9zctQrIIDCFE6ZHKtVu8vKtKesTHvLypRmschO8QBAE5Fpsej19HS18/HR2IgItfZm3ioAAHDiKCgAAE6LkgKLMveVOMXizgqWmzsngXFsQeFm+Qd7qTjf4ogd2FXoKCgctFj0R3GxenDlJRpIntWqHaWl2llaql2lpcqrrHR1SgBw0vaUlenx1FQNDA7WiLAwmd3cXJ0SAABogigoAABOi5St+U7LHp5uat0xyDXJoEkxmUxq1SFQO3/LdsQO7SuWpdwmL293SdI3ubkUFHDCbIahpNJSbSkp0daSEh20WOreCACaILthaEVenjYVF2tiZKTa+zKPFQAAOD4UFAAAp1x5SaXSdhc6xVp1DJSHF1fGoX6i2gUocV22DHvVsmGX0vcUKf7sYElSanm5dpSUqLOfn+uSRJNitdu1taREG4qLtaW4WGV2u6tTAoDTJttq1TP792toixYa3qIFkzYDAIB6o6AAADjlUrblOU4ES5LJTYr780QwUB9e3u5qGe+vg3uLHbG0XYWKOyvIMXfCstxcCgo4JrthaEdpqX4tLNTG4mJVUEQA0IwZqpqHaHdZmW6OilKgB6cHAABA3fjEAAA4pSzlNh1IPKp3QvtAefvyLwjHp1X7QKeCQnG+RQVZ5QqO8JEk7Sgt1YHycrViskkcJdNi0U8FBVpbWKgC5kMAACe7Skv1+L59ujUmRnH8DwUAAHVgrAkAwCm1b1u+bJWGY9lkkuK7hLgwIzRVoVE+8gnwdIod2OVcrFqel3c6U0IjZhiGNhUX6/n9+/VwcrKW5eZSTACAWuRVVurp/fu1sajI1akAAIBGjoICAOCUsVpsSt1Z4BSLahsg36NOCgP1UTU5s/PEyweTi1Vp+WvYmnVFRSrkpHGzVmG364e8PP07OVlz09K0o7RURt2bAUCzZ7Hb9Wp6ulbl57s6FQAA0IhRUAAAnDL7dxQ4neyVpDbn0jsBJy4mIVBHzhtpqzSUkfzX1ZSVhqEfORHSLJXZbPoqJ0cP7N2rDzIzlW21ujolAGhyDEkLDh3S0pwcV6cCAAAaKQoKAIBTotJqV8q2fKdYyzg/+Qd7uSYhnBHMvh4Kb+088fLRwx6tKihQJZPtNhsVdru+zsnRv5KT9UV2tkpsNlenBABN3mfZ2VqSne3qNAAAQCPEjJgAgFPiwK5CWSucT+q27RrqomxwJonpEKjM1BLHcmF2hQpzKxQYaq5arqzU+uJiXRAY6KoUcRrYDUOr8vO1JCdHRRQRAKDBfZmTI3eTSUNbtHB1KgAAoBGhhwIAoMHZbYZStjpPjhsW46vAFmYXZYQzSViMr8y+7k6xtKN6Kaxk2KMz2tbiYs1MSdH7mZkUEwDgFFqcna0f8vLqbggAAJoNCgoAgAaXllSoilLnk3xtuzJ3AhqGm5tJMe2dex+k7ymSrfKvHjF7y8q0v7z8dKeGUyzHatXctDS9mJamgxaLq9MBgGbhw8xMrSssrLshAABoFigoADjtbJV2VZRVqqzYqorSStnthqtTQgOy2wzt3eR8JVtIpLdCWvq4KCOciVodVVCotNh1aF+JU2xVQcHpTAmnkN0w9F1urmakpGhTcbGr0wGAZsWQNO/gQe0uLXV1KgAAoBFgDgUAp5RhGCrKqVB2epnyDpapON+i8pLKau28fNwVEGpWUJhZYTG+Cg73lsnN5IKMcbIO7CpUeanz37gdcyeggfkEeKpFtI9y0sscsQO7ChTdLsCx/GthoUaFh8vsxvUTTVlGRYXmHzyoFHqcAIDLVBqGXklP1wOxsQrz8nJ1OgAAwIUoKAA4JawVNu1PLFT67kKVFFjrbG8psyknrVQ5aaXauylPnmY3RbULUOuOQfIP5ktLU2GrtGvv5lynWEikt0Kj6J2AhteqQ6BTQSHvYLlKCizyC6p6z6iw2/VbYaEuDg52UYY4GYZh6Pv8fH2WlSWrQU82AHC1YptNL6en6/7YWIr1AAA0YxQUADQoq8WmfdvytW9bgSqt9ro3qG0/FXalbi9Q6vYCtYj2UUKPFgoO927ATHEqHNhVfe6EhO4tZDLR2wQNLyLWX57mLFkr/nqvObCrUB3PD3Msry4ooKDQBBVWVmr+wYPaVlJSd2MAwGmTXlGhtw8e1OToaFenAgAAXITLCgA0CMMwdDClWGs+TdWejXknVUw4Wk56mX5dckAbvktXSQGTcDZWVb0TnOdOCI3yUWgkvRNwari5mxSdcNTkzLuLnOZl2VdezuTMTUxiaalm79tHMQEAGqn1RUVakZdXd0MAAHBGoocCgJNmrbBp65pMZe6r/eSPT4CHwmL8FNLSW35BXjL7usvd3U02m12WMpuK8y0qzKlQdlqpivNqLhpk7S9Vdlqq2p4bojZdQuTuQU20MdmfWChL2dG9E5g7AadWqw6B2rct37FsKbcpK7VELeP9HbE1BQUa400Pp6ZgaU6OPs/JkZ0hjgCgUfskK0vtvL0V78OFIwAANDcUFACclILscm364aDKiqtPtCxJkfH+ij0rSMER3jUOe+MhN5l9PBQQalZU2wB1PF8qKbQobVeh0pKKZCl3PkFt2KU9G/N0MLlY5/aPVGAL8ym5Xzg+lVa7ko/qndAi2kchLfmSiVPLP9hLwRHeys/8qxfCgV2FTgWFX4uKNCo8XB6M99xoVdjtmn/woDYUFbk6FQBAPdgMQ29kZOihuDh5u7u7Oh0AAHAa8c0awAk7mFKs375Oq7GYEBbjq74jW6vrwEiFtPQ5rjH0/QK91OG8MPW7Jk4dz28hT3P1t6qSAqvWLtmvlG35MriS1eX27yyoVvyhdwJOl1YdnIc9yk4rVVnxX5PBl9ps2lhcfLrTQj3lWa16KjWVYgIANDHZVqs+yMx0dRoAAOA0o4cCgBOyb3u+dv6aXS3uaXbTWb3D1TLe/6Qn4nX3cFP8OSFq1TFIu//IVer2fB1ZOzDsUuJv2crNKNO5/VrKw4saqStYK2zV5k4Ii/FVcAS9E3B6tIz3185fs53mbklLKnIqav1cWKjzAgNr2hwutL+8XC+lpSm/suZebgAajmEYMg6/TZok0+GfJ/l5Dc3bL4WF6urvr+4BAa5OpVkqs9m0t7xcByoqlGmxqNBmU4W96oVudnNToLu7wjw9FWM2q623t/w9OAUEADh5/DcBcNz2bMzV7j9yq8WDI7zVdUCkvP0a9q3Fw9NNnXqFKTohQNt+ylRhToXT+qz9JVr71QF1vzRSfoFeDXps1C15S54qLc6TcNM7AaeTh6ebotr6a39ioSOWllSodl1DZHKrOlG2o7RU+Vargj09XZUmjrK9pESvpqc7TnwAqJthGKq02FVeUll1K62Updwma4Vd1oo/f1qqftor7bLZDNmPuNXG5FZ1IYeHh5vcPU1y//Onp5e7vLz/vPn89bu3n4e8/TyYzwqSpAWHDqm9jw8nq0+TEptNvxUWal1RkfaWl9d73iGTpBizWV39/XV+QICizAwdCwA4MfzHB3Bc9m7Oq7GY0KpjoDpfGC43t1N3lVtgqFkXDGulpA05Stma77SuJN+itV8eULeBkWoR7XvKcoCz8pJK7dte4BRrGe+voHAmwMXp1apDoFNBobykUtnppQpv5SdJshuGfisq0mWhFLsag98LCzXv4EHZGLIOqMawGyovqVRJoVUlBRaVFlpVUmhVWZFVFaWVslU2/OvGsEuVFnu1CwTq4uXjLh9/D/n4e8rH30N+QV7yD/aSX7CXPDwpNjQXRTabPsjM1KToaFenckbLtlj0TW6ufi0slPUE/n8akg5UVOhARYW+yslROx8fDQwOVs+AALnRUwkAcBwoKACot5Rt+Upan1MtntAjVG3PDTktXebd3E3qeH6YWkT7avOPB2Wt+OuLb6XFrvXL09Xl4paKaku369Nh98ZcpyseTSapfQ9O2OL0CwzzVkCoWUW5f/VgSttV6CgoSFXDMlBQcL1V+flaeOiQKCUAVcMGFuVZVJRTocLcChXlVqikwHrM3gSNiaXMJkuZTQVZFdXWeft6yC/YU/4hZgW2MCsozCzfQE+GWDpD/V5UpAuKi9XF39/VqZxxSm02fZGdrR8LCurdG6E+9pSVaU9ZmT7PztaVLVrogsBAXp8AgHqhoACgXg6mFCvxt+pzJnS+MFyxnYNOez5hMb66cHhr/bEiQ8V5FkfcsEubfzykijKb4s8OPu15NSfF+RalJRU6xVp1CJRfEMNOwTVadQzUjl+yHMuZqSWqKKuU2afq4056RYX2l5ertTc9aFxlRV6eFjGBJ5opu81QYW6F8jPLVZBZroLscpUVn7nzh5SXVg3JlJNe5oi5e5oUGGpWYJi3gsLMCon0kbcvX0nPFO9nZqqDr6/MbvROaSgbioq08NAhFdlsp+wYWVar5h08qO/y8jS2ZUu182EeNADAsfHpDUCd8jPLtWXVoWrxTr3CXFJMOMw3wFMXDGulLasPKXNfidO6xN+yZSmrVPueLbjS5hRJWp+jIy8xdvcwqV03rv6G60S18Vfib9mOK3sNQ0rfXaQ2XUIcbdYWFlJQcJHlubn6OCur7obAGaLSalfeoTLlHSyrKiJkVzRozwMvH3d5+3rI7OMuT7O7PM1uf/6s+t3dw03uHia5uVfd3N1NjnllpKr3yKqfVfMr2CoN2SrtslmrflZaq+ZlsJT/eSur+llRZjvuoZEOs1kN5R0qV96hckfMJ8BTIS29FRrpo+CW3vINoBdDU5VjteqrnBxdFR7u6lSaPIvdrvczM/VzQUHdjRvI/ooKPZWaqouDg3V1WJi83d1P27EBAE0LBQUAx1RWbNUfKzKqfQFu3zNUcY2gB4CHp5u6DYzUzl+zlbrD+QN38pZ82WyGOvUK44tpA8s7VKbMVOciTtzZwTJzlSFcyNPsrsh4f6XvKXLEDuwqVPw5wY73gN+LinR1eDhjBZ9mK/LyKCbgjGe3GyrMLldOeply0kuVn1Uu4yTmHPfwdJNvkKf8Aj3lG+Ql3wBP+fw5GbLZ10Nu7q57H6u02FVWbFVZSaXKiqwqLz5izociq45nTLOyoqr5IdJ3V713e/t5qEWMr8JifNUiykeeZk5qNiXf5eWpd2AgE/6ehByrVXPT0nSgovpQYqeaoaqhCbeVlOimqCh6KwAAasSZHwC1stsMbfzhoCzlzl1sW3UIdLri19VMJpM6XRAms4+7kjY4Txidur1Ahl3qfCFFhYZiGIZ2HjX8lafZTW3OaTzPCTRfrToGOhUUSgutyjtUrtDIqi/EBZWVSiwtVWc/v9p2gQa2Kj+fYY5wxrKU25S1v0SZ+0uUm16mSuvxVxBMbpJ/sFmBLbwUEGpWQKhZfkGe8vJ2b7SfXTy83By5Hs1Waa+aSLrAouJ8iwpzKlSYXaGKsvoN2VJeUqm0XYVK21Uok0kKCvdWWIyvwlv5KqCFudE+JqhiMwx9mJmpO1u3dnUqTdK+8nK9eODAKR3iqD5yrFY9vX+/RoaF6bKQ0zNXHgCg6aCgAKBWO3/LUmG285UxLaJ91Ll3eKP7UGkymdS2a6i8fDy07edMpyvj9u8skAyjUebdFKXvLqr2vGjXNVQeXoyXC9cLjvCWX5CnSgqsjljarkJHQUGSfi0spKBwmvxeWKiFh6oPmQc0VYZhqKTAqszUEmXtL1F+ZnndGx3FL8hTwRE+Co7wVmCYWf5BXi7tbdDQ3D1qLjaUl1aqMLtChTnlKsiqmkuirgKMYVQNvZmfWa7df+TK299DEbF+ahnnr5AIb6chnNB47Cgt1abiYnVlgubjklhaqpfT0lRhP4muTQ3Ibhj6NCtLyWVluiEqirkxAAAOTbKgsGrVKj311FNav369MjIy9Nlnn2nkyJHH3GblypW66667tG3bNrVu3Vr//ve/NXHixNOSL9AUpe8p0v6dzhPu+gZ6quvASLk14i9vrToEyt3DpM2rDjkXFRILZTeks/tQVDgZlVa7dq3PcYr5BXmqdSfXzaUBHMlkMqlVh0Al/v7X8/RgSrE6XRDmGDbjj+JijbPb5ckX41NqW0mJ5h08eDwjnwCNVnFehTKSi3UwuVilhda6N/iTySQFRXgrtGVVASEowltezXQIH29fD3nHVhUEJMmwGyrKs1TNM3GoTHmHymWpoxdDeXGlUrcXKHV7gby83RXe2k+RbfwUGuXbqD+fNkcfZ2XpHD8/ufO5u152lpTopbQ0WY3G91/zj+JiZaem6vaYGAV7ero6HQBAI9AkCwolJSXq2rWrbrzxRl111VV1tk9OTtawYcN0yy23aMGCBVqxYoUmTZqkqKgoDRky5DRkDDQtJYUWbf/ZeXgKN3eTug2MlKdX4/8SHNU2QCaTSZt/PKgjP5On7SqUu3vV8EgUFU7M3s151b7sdzw/7Iy6shJNX3RCoHatz3GMXW63GcrYW6TYzsGSpHK7XVtKStQjIMB1SZ7hUsrK9Fp6umyN8MQIUF8lBRYd/LOIUJxvqfd2/iFeahHloxbRvgqJ9JGHJ8XLmpjcTApsYVZgC7Pizgqu6v2Rb1F2Wqmy00qVd6j8mJNYW8ptSksqVFpSobx8qubQiW4XoMAwhkVqDDItFv2Yn69LQhgSsy57yso0Nz29URYTDttfUaH/7t+vO2JiFMn8GADQ7DXJgsLQoUM1dOjQerd/9dVX1aZNGz3zzDOSpM6dO+unn37Sc889R0EBOIrdbmjrqkzZKp0/0J7dJ7zGcXIbq8g2/jKZIrVppXNRIXVHgdw93dShZwvXJddElRZZlbI1zykWFuOr8NYMHYPGxcvbXRGx/jqUUuyIHdhVqNadgpwmZ6agcGpkWyx6qREN2QAcD0uFTRl7iqqG98up34So7h4mtYjxVURrP4XF+Mrs2yS/YrmcyWSSf4hZ/iFmxZ8TIlulXXmHypR9oFSZ+0tVVlR7zxBLmU2pOwqUuqNAvoGeimoboOiEAPkGcDW1K32Vk6M+gYHydm/8FyS5SkZFRZP5n5lrteqp/ft1R6tWivX2dnU6AAAXahafdn/55RcNGjTIKTZkyBDdeeedtW5TUVGhioq/vkQUFhbW2hY4kyRvyVN+lvN4wK06BCo6IdBFGZ24lvH+6jYwUht/cC4qJG/Ok7uHSe26hrouuSYo8bdsxxXfUtUwDh17hbkuIeAYWnUIdCooFOVWTQwaFFb1BXhLcbHKbTZOcjSwUptNL6aluXwySeB4GHZD2emlSksqUmZqsdP/utqYfd0V0dpP4bF+Co30kbsHvRAamruHm8Ji/BQW46eOvQwV51l0KLVEmfuKVZRbe4+R0kKr9mzM1Z6NuQqN8lGrDoFqGedPb0oXKLbZtCwvTyPC+LxYk6LKSr2YlqbSJvQ/s9hm07P79+vOVq0U7+NT9wYAgDNSsygoHDx4UC1btnSKtWzZUoWFhSorK5NPDf8In3jiCc2cOfN0pQg0CoXZ5drzR65TzDfAs0mfNI6I81eXfi2rzamwe0Ou3D3cFH92sMtya0oy95coM7XEKda6c5D8g71clBFwbC2ifeTt76Hy4kpH7EBioaOgYDUMbSwu1oVBzP/RUOyGodfS03XQUv+hYQBXKi2y6sCuQqXvLlRFad0n9My+VcPqRLYJUFA4w+qcTiaTyTHRc0K3UJUWWZW5r1gZycUqzK69J0luRplyM8rkac5STEKgYjoE8tnlNFuRl6dLgoMV4NEsTj3Um80w9Gp6unKs9Z+TpbEos9v1/IED+r/WrRVHTwUAaJb4r16LBx54QHfddZdjubCwUK1bt3ZhRsCpZbcZ2rI60+lKfpmkLv1aNvmxf6PaBshuM7T1J+d5IRJ/y5a7h0mtO3JC8VgqrXbtWJvlFPM0uymhGz080HiZTCa1ah+o3UcUSTP2Fqnj+WHy8Kp6T/u9qIiCQgP6IDNTO0tLXZ0GcEyGYSj7QKlSdxYo+0Ddz1cvb3e1jPdXZBt/hbT0pojQSPgGeCr+nBDFnxOikgKLMvYWKX1PkcqKKmtsb62wK2VbvlK25SukpbdizwpWRKwfEzmfBhV2u77JzdXoiAhXp9KoLMrM1O6yMlenccLK7HbNOXBA01u3VjRzKgBAs9MsCgqRkZE6dOiQU+zQoUMKDAyssXeCJJnNZpn5x4hmJHlrXrUJB9ueG6LgiDPjqpOY9oGqtNq189dsp/j2n7Pk7uGm6HaMpV6bvZtyna7ylqomYvY0M1QMGreY9oHaszHXUSi1VRpK31Ok2M5VRYQdpaUqtdnky7BHJ21Vfr5+zM93dRpArQ5P4Lt/Z4HKims+6XyYyU1qGeuv6PYBahHty0nnRs4vyEsJ3VuoXbdQFWRVKH1PkTL2FqnSUvPYVXmHypV36KC8/T0U2ylIrToE8pnmFFuVn6/LQkIU7MmcFpL0e2GhVp4B/zNLbDbNOXBA98bGqgV/WwBoVppFQaF37976+uuvnWLLly9X7969XZQR0LiUFFi0d5PzZLsBoWa1O8OuQI87K1i2SkNJ63Oc4ltXH5KHh0kRcf4uyqzxKsqrUMrWfKdYSKS3ohMowKDx8/bzUHhrP6fhulJ3Fqh1p0CZTCbZDEN/FBerL70UTsqesjJ9kJlZd0PABYrzKpSyLV8Ze4tltxnHbBvYwqyY9gGKbBsgL04wNzkmk0nBEd4KjvBWx/Nb6NC+Eh3YVaC8g+U1ti8vrtSudTnaszFX0QkBiu0czHBIp4jVMLQ0N1djjhqGuDnKtlj03lEXOzZl+ZWVeuHAAd0XG8sFGgDQjDTJgkJxcbF2797tWE5OTtbGjRsVGhqq2NhYPfDAA0pLS9M777wjSbrlllv00ksv6d5779WNN96o77//XosWLdJXX33lqrsANBqGYWj7z1nOX7JN0jl9w8/IK/LanhsiW6XdqYBiGNLGlQfVc3C0WkT7ujC7xuXwc+PIYbBMbtJZvSMY8gFNRmznIKeCQkm+RXmHyhUaWdVDcV1REQWFk1BYWanX0tNlM459ohY4nQzDUO7BMqVsza9zWCMPLzdFJwSoVftABYTSO/lMcbj3aXS7AJUUWP6cK6NIlvLqc2XYKg3t31mo/TsLFRHrpzZdzpweuo3J6oICXR4a2qx7KdgNQ28dPKhyez1mfm9CDloseiU9XXe2aiV3viMAQLPQJAsK69at08CBAx3Lh+c6mDBhgubPn6//Z+++w+OqrrWBv2d60WjUu2S5SLbk3jvVxsZgihNwgISEmpsQko+WkIQSIJDcFCDhhtBCSSD0Di4Y24Bxk3u3XGSrd2k0ml7O+f6QNdZoJFuyNJr2/p5Hj60ze+ZsyZbmnL32Wqu2thYVFRW+x4cPH47PP/8cd911F/72t78hJycHL730EhYtWjTkcycKNzXH2tFS51+/c1ixEfEp0XsjNWpyEjxuERUH23zHJBHYtbYWUy/JQmJ6z6XQYk3FoTaYGvx39Q0fl8jdexRRkjK10MUrYTOfbnpYeajNF1A4bLPB6vVCz111/SZKEl6oqUGb58zlY4iGiihKqD9pwcn9Jpibe2/UCwCGJBVyxxiROcIQ8b2i6Mz0RhVGT09BwZRk1J20oPygqddGzg0VVjRUWJGYocWICYlIztJyE8Ug8UgS1rS24poY7qWwuqUFZRHcN+FMjthseKO+HjdmZIR6KkRENAQESeKWsr4wm80wGo340fbtUMWxLApFB7fTiw3vl8PtPL1LRqNXYO7VeVF/cy1JEg5sbED10Xa/4wqVDNMXZyM+ObZ3KVrbXNj0caVf5orWoMDcq/IgV0T3/w2KPicPmFBacrp/iiAA51+bD7WuY1/FD9LTMS8hIUSzi1zvNzbii5aWsw8kCjKvR0T1UTNO7DcF9PzpSpABGflxyB1jREIaGyzHKkmS0NboQPnBNtSftOBMd8PxyWoMH5+I9GF6CFGYuTvUVDIZ/jB8OOIUEbmvcUBqnE48Xl4OT5QvvyxPS8NFiYmhngaFuc71tba2NsTHx4d6OkR0DmLvnZyIfI7vafELJgBA0ezUqA8mAB11dsfOSYPXLaHupMV33OMSsX11NWYsyYnZnfiSKGH/tw0BtabHzk1jMIEiUvYoA47uaPb9n5YkoPKIGaNO9YnZ3t7OgEI/7bVYsIbBBAoxr0dEZakZJ/e1wmkPLGXTSamWIa/IiNwxRqi1vP2JdR29FrRISNPCYfWg4nAbKg+39djE2dzsxJ6v6qA3KjFqchLS8+MYiBoAlyhincmEK1JSQj2VISVJEl6rq4v6YAIAvNvYiFy1GgU6lpElIopmXBkiilEWk8uv5A8ApOXpkZarD9GMhp4gEzD+vHSk5vhf8LqdHUEFW7u7l2dGt/KDpoBSR7ljjEjO5I0BRSalWo7Mkf6NxKtK2yCKHTf2pXY7rN7eFyPJX6vbjVfr6hD9yyIUrjxuESf2teKbd8tRWtLUazBBa1CiaFYqzr82H6MmJzOYQAE0egUKpybj/GvzMXp6MtS6nsvfWdvc2PNVPTZ9XIn6cguY5H/u1ptMcEZZD4Gz+cpkwklHz83Bo40oSXihthZmlkMkIopqDCgQxajSkqaAZrujZ8TWbiEAkMkFTLwww1dPvZPT5sX2VdVwWGPrYtjS6sTRnf67jrUGBQqnJYdoRkSDI2+0fzq10+ZF46lmzaIkYbfF0tPTqBtRkvCv2loGYCgkPG4RZXtb8c27J3Fke3OPDXYBwJiqxsQLMzB/WR7yiozMrqOzUihlyB+XiPO+m4+xc1Ohi++5cbCl1YXd6+qw+ZMqNFRaGVg4BzavF9+2tZ19YJQwezz4qKnp7AOjiNnjwUu1tfz5ICKKYry6JopBjZVWNFXb/I7lj0uEztDzzVO0kytkmLwgE8ZU/74JdosH21dX97pgEW28HhF7vqoPKHU0bl56TJTBougWn6IJ+BmvOHx6QWNHe3v3p1APVra04GiUNpSk8CV6JZQfMGHDe+U4uqM5oFxjp+QsLaZfmo2Zl+UgIz+ONe+p32RyATmFRsy7Og8TL8iAIann8pftLU7s+rIWWz+rQksdfyf219rWVogxstj8XmMjHDGWkQEApTYbPm9uDvU0iIgoSLhCRBRjRFFC6Tb/XTJqrRwjJsR28yyFUoapC7MCbhytbW5sX10Dtyv6gwqHS5pgMbn8juUVGQOyN4giVV5Rgt/nLbV23//5wzYbbNx1f0Zldjs+4+IADSFJlFB91IwN75fjcElTrwH+lGwdZizJxrRF2UjK0LLGPQ2YIBOQMTwOs6/IxcQLM3rtq9XW5MS2ldXY+WVNwDUU9a7Z7cbOGAjkH7fbsdVsDvU0QubzlhYc5yYEIqKoxIACUYypOmKGtc2/N0DBtGTuQEdHnfWpl2RBb/TP1GhvcWLnmlp43NG7u6juhAVVpf43PIYkFUsdUVRJH6aHUu3/u67yVJaCl2WPzsgpini5tjZmdpRSaEmShPqTFmz8qAL7v23otfxgaq4OMy/PwdRLspCYzuA3DT5BEJCRH4c5V+ZiwvnpAdeInRorbdj4UQUObGyAwxZb5TLP1ZetraGeQlBJkoR3GhpCPY2Q6iyT6OCGDSKiqMMVRKIY4nGLOL7bvz5+fIoaWd2alcYytVaBqZdkQRPn37jR1ODA7nW18HqiL6hgbXPhwCb/Gx65QsDECzJYd5qiilwhQ06hfy+FmmPtvmBhLOyWPFfvNDSg0R2bjeppaLXU2rDlsyrsXl8XsAGiU2quDrOX5mDKgiwkpGqGeIYUiwSZgMwRBsy5Kg/j56dB21OZUKlj486375fj6M7mqN6IMhhOOBw4EcW710va22OmEfOZNLvdeLuxMdTTICKiQcaVIqIYUn7QBJfdf4fI6OkpLA3QjTZOiemLsqHWyv2ON9fYsXt9XVQFFTxuEbvW1sLj8v+aimalQm/sOb2fKJLljDb6fe5xi6gt6wgkHLLZuIuuB3stlphqoEmhYW1zYdfaWmxbVQNzk7PHMYnpGsxYko0pC7IQn8JAAg09mUxA1qh4zFuWh6JZKVBp5AFjvB4JZXtaseH9clQfM7Mx7RmsjdIsBY8o4uMYa8R8Jpva2rCXWaBERFGFAQWiGOFyeHFyn8nvWEq2jvXxe6GLV2LaoqyA8ihNVbaOBfgo2HUmSRL2fVMfsAM0c0QcskYxa4Wik86gRGquzu9YxcE2SJIEjyRhj9UaopmFJ6vXi//U14d6GhTF3E4vDm9txMYPK9BQ0fPPnyFJjSkLMzH90myWNqKwIJMJyCtKwPzvDMOIiYmQKwI357jsXuzf0ICtn1ehrZE71Xuy02KB2RN9JaK+bmtDM7P6/LxeX89eVUREUYQBBaIYUba3NWARvID18c8oLlGNqZdkQa70v0lsrrFj55qaiA8qHNvVErB4E5eoQvGcNGatUFTLHeOfpWAxudBS21F2YRfLHvl5s74+Khd7KPREUUL5QRM2vF+O8oNt6GkTty5eiYkXpGP2FTlIzdHzvYnCjkIlQ8GUZMz7zrCOkno9/Bdta3Riy2dV2P9tPZx2/j7tyitJ+MZkCvU0BpVTFLGyuTnU0wg7bR4P3mXpIyKiqMGAAlEMsFvcqDhk8juWOSIO8Unq0EwoghhTNJh2STYUKv9fl631DmxfXQ23MzJ32lQdaUPZHv80c6VahskXZ7JBN0W9lGwddPH+9a/LD5oAAPutVjjFyA4WDpZd7e3YxgALBUFjpRUbP6zA4a1NcDsDf95UGjmKZqdi7tV5yBhuYCCBwp5Gp8DYuWmYe1UeUrJ1PY6pPtqOb9+vwMn9rRBFlkHqtKGtDWIUlYVa19qKdu7E79GmtjYcYiYoEVFU4KoRUQw4vrsVUpf7dUEGjJrC7IS+SkjTYHoP5Y/aGp0oWVkNhzWydps1VFpxcJP/DiFBACZekAFdT00GiaKMIAgYVuyfpdBYaYPV7IJbknCAN7uwer34b0PD2QcS9YOt3Y2dX9Zg55e1sJkDy4EIMiB/XALmfScPeWOMkMkYSKDIEpegwpSFmZi8ILPHayqPW0TptmZs/rgSrfXR25C4P0weD3ZHSX19h9eLL6K0L8RgeaO+Hm5u3CAiingMKBBFOVu7GzXHzH7HckcbuXDcT/EpGkxfnB3QfM/S6sLWz6vQ3tpzA8lw01pvx571dQGlJcbMTEVyVs876oiiUdao+IDMo4qDHY2Hd3BXPt5paGCpIxo0Xo+IY7uasfHDCjRW2nock54fh3nLhmH09BQoVYGNbokihSAISMvVY+7VeSiYmtxjfwWLyYWSFdU4sLEhYrNdB1O0lD1aZzKxT8BZNLrdWNHSEuppEBHRADGgQBTlyva0+i0ey+QCRkxIDN2EIpghSY3pl2ZDrfNf6HBYPShZUY3m2p4XScJFa70dO76ogej1jyYMn5CIvCJjL88iik4KpQw5BfF+x6qPmeFxidhvtcb07rkDViu2mM1nH0jUBw0VHeWNju9uDXj/AYD4FDVmLMnGpAuZJUfRpfOae953hiFrpKHHMVVHzPj2gwrUHG+HFEVlf/rrsM2GRpcr1NMYEKco4ktmJ/TJFy0tqI/wf28ioljHgAJRFOsxO2GMEWqdIkQzinxxCSrMWJITUH/d4xKx44saVJa2hWhmZ9YZTPB6/G9Ws0YaUDAlKUSzIgqtvCKjXwNNr1tC1VEzHKKIQ7bwDhAGi1MU8UZ9fainQVGgs7zRrrW1sFsCs11UWjnGzU/DrMtzkJiuDcEMiYaGRqfA+PPSMWNJNgxJqoDHXQ4v9n1Tjx1f1MBqjs1FVgkdvRQi2TcmE6zMTugTjyThTV5rEBFFNAYUiKJY2d7A7ITh4xJCNp9ooTMoMfOyHCSkavyOSyJwcFMj9m9s6HEXZqg0VFixfXVgMCE1V4ex89LY7JJiltagRFqe3u9YxSETJFHCzhgte/RxUxOa3YG17Yn6SvRKOL67pdfyRoIA5BUbMW9ZHrJHxfM9iGJGYroWs5bmYvT0nssgNdfYsemjSpTtbYnJps2bzeaIbc7sEUWsYXZCvxyy2bArRq+1iIiiAQMKRFHK3u5GzdHu2QnxzE4YJCqNHNMWZyFtmD7gseojZmxdUQW7JfSLchWH27BrXW1AgCM1V4dJF2ay4SXFvPziBL/P7e0eNFZascdqhTdCFzbO1Um7Heu4IEID0Fpvx6ZPKnFsV0uPgfWEdA1mX5GLopmp7JNAMUkmE5A/LhFzr84LCGgDHQG5oztasPWzKrS3REZ/rsFi9niwJ0KbM28xm9HGvkP99m5jY0yXmCQiimQMKBBFqZ6zE9g7YTDJFTJMuiAD+T1kfZibnNj0USWqj5lDUhPX6xFxYFMDDm1u7Mgj78IXTJAzmECUkK6BIUntd6z8YBtsXi9KY6jskShJeL2+vvuvC6I+cbu8OLi5ASUrqmE1BZZsUWnlHSVfLs0O+HkjikXaOCUmX5yJSRdlQNPDZh9zsxObP+09OBetNkZg2SNJkvAFg/HnpNntZt8JIqIIxYACURSyt7tRzeyEISHIBIyenoIJ56cHpK973CL2b2jA7vV1cNqGbteS1exCyYpqVJUGNlXNGmXApIsYTCDqJAgChhX7NyVvqbOjvcUZU2WP1ra2otIZW7thaeAkSUL9SQs2flCBysM9NPLuUt4oa6SB5Y2IukkfFoe5y/IwbKx/Tx+go5Tm8d0t2PxpJdqaHKGZ4BA7YLNF3E7/fVYrGwwPwMqWFpgj7N+ciIgYUCCKSif2MzthqGWOMGDmZTnQGZQBjzWUW7Hh/XKc3N8a1Jq4kijh5P5WbPqoEubmwIXBkZMSMW5eGsscEXWTOcIAlca//Er5QRN2WywRW8+5P1rcbnza3BzqaVCEcVg92L2uriNobg9sRGpIUmPW5Tksb0R0FgqlDGNmpGLmZTnQJwQ2bba0urD1syoc2dEMrye6y8OIkoQt5h6Ck2GMvRMGximK+KSpKdTTICKifmJAgSjKOO0eVB/131WbM5rZCUPBkKTGrCtykDXKEPCY1yOhdFszNn5YgZrj7YMeWGiusWHzp1Uo3dYckBovVwgYf146Rk1O5u5Qoh7I5AJyx8T7Has53o6mdieO2e0hmtXQeauhAU7WMKY+kiQJlYfb8O2H5WiosAY8LlcIGD09GbOW5sCYognBDIkiU0KqBnOuyMWICYnofrkmScCJva3Y8mlVj5tGosmmCCp7VOlw4EgMlUcMlo1mM2qZJUlEFFEYUCCKMhUH2/wWlAUZmJ0whJQqOcbPT8ekizKgVAf+irWZ3dj3TT02fliB8oMmuJ2Buzr7SpIkNFZasW1VNbavrumxeZ/eqMSsy3OQNTIwyEFEp+WOMfqVApPEjiyFaC97tMdiidgmmDT07O1ubF9dg4ObG+F1BwbGU7J1mHNVHvLHJTIbjugcyOQCCqYmY9bSXBiSeshWMLmw5bPKjl5pQcx6DaU6lwsnIySYv85kCvUUooIoSfiQWQpERBGFW5aJoojHJaLisP+unqyR8dDo+aM+1NKHxSEhTYOjO5oDMkaAjsDC4a1NOLK9Gam5OqTm6JGSrTtrJonolWBudqC+3Ir6kxbYLb3XHM0rMqJgajIUSsaOic5GrVUga6QBVUdOl1qoLDWjZEoblqelRWV2j0sU8XZDQ6inQRFAkiRUlZpRuq0JXk/gIqZKI8eYmSnIGB4XlT8rREMtPlmNWZfnomxfK8r2tEDqkkQmicDRHc1orLRi/HnpPZbbjHSbzWbka7WhnsYZWTwelERYeaZwtsdiwXG7HSPD/N+diIg6cJWRKIpUlrbB4/IvWzF8fEJoJkNQaxUYNy8dOYVGHNraCHNTYAaB6JVQf9KK+pMdZSPUOjkMiWqodQqoNB2BAFEEnDYP7O1utLe6Akoadac3KjF2bhoS03lBTtQf+eMS/AIKHpeIAwdbUJbviMob3M+bm9Hsdod6GhTm7O1u7N/YgJbanncMZxcYUDg9BSo1+yQQDSaZXMCoSUlIz9Nj34Z6tLf4N/41NTiw6aMKjJmZiuyC6Gp6vq29HdempUEexl/Tt21t8MRAn6Wh9GFjI+7Nywv1NIiIqA8YUCCKEl6PiJMHTH7H0ofpoTcGpkvT0EpI02DW5TlorLTh+O6WM9a+ddq8cJ5jLVa1To5Rk5OQNSqepSaIzoHeqEJant6vLnz5gTZsm9MWdQGFOqcTX7KRJJ3B2bISNDoFxs5LRUq2PgSzI4odHQ3Oc3FsdwtO7GsFuvw4ej0SDmxsQEOFFWPnpkKtjY7be6vXi/1WKybGxYV6Kj2SJAnfRFCvh0hx1G7HAasVY/V8XyEiCnfRccVBRKg53g6X3b8e//Dx7J0QLgRBQFqeHqm5OrTU2lFVakZ9hcUvhf1cGZJUyCtKQOaIOMgVLG9ENBDDxyf4BRQcNg8+2lOL5RnpUbX7882GBu6spF6dNSuhMB6jpydDqWJWAtFQkMkFFE5NRmqODvs21MPe7l/ysrHSik0fOTBufhpSc6JjMXaL2Ry2AYV9Visz/ILkk6YmBhSIiCIAAwpEUUASJZzcZ/I7lpSphTFVE5oJUa8EQUBylg7JWTq4HF40VFjRWGlFc42txx2gvdEnqJCep0faMD3ik9VRtdBJFEoJaVokpGlganD4ju3f04QT59kxQqcL4cwGz3azGYfPMROKopskSag51o5DWxqZlUAUhhLTtZhzZR4OlzSh+oh//X6Xw4uda2oxbGwCCqcmQyaP7GvDfRYLHF4vNPLwC1x+zWbMQXPS4cBeiwUTwjSYREREHRhQIIoC9eVW2Nr9d8kwOyH8qTRy5BTGI6cwHpIowWp2w9zshL3dDZfDC7fTCwgCBAAqrRwavQJ6oxLGFA2UrFVN1CPR64Wsy+LDuvvuQ/3u3RBdLij1emiTkpBYWIjUceOQe9550KWkBLzG8HEJ2LWuzve5pdWF/+6rxgMzC4bkawgmpyji3cbGUE+DwpDL4fWVTukJsxKIwoNCKcO4uWlIy9XjwMYGuBz+GcrlB0xorbNjwgXp0MdHbulTtyRhp8WCOUZjqKfip9ntxgFrz78naXB82tzMgAIRUZhjQIEowkmS1FFPtYv4ZDWSs6Kr3ne0E2QC4hJUiEuI3Bs/olAR3W5UfPMNSj/4AE379+O6tWshU5y+xGmvrPT93VRWhtrt2zs+EQQsX7UKxmHD/F4vNU8PvVEJa9vpQO2nW6uiIqDwWXMzTB7P2QdSTGmstGL/xoaA0okAoNErMHZuGlKyoyNDhyhapOXpYUzNxYGNDWis9M86Mzc7sfnjShTPSUPWSEOIZjhwJWZz2AUUNra1gQUDg6uCWQpERGGPAQWiCNda7who8jt8fCJL4BBR1HNbrTj41lvY++qrsHfZdd+4fz/SJ00CAEy94w4UX3cd5CoV3FYrrPX1aC4tRc2WLVDqdH7BBHNlJQw5ORAEAfnjEnBg4+nXrK+xYdXxeiwemT5kX99gq3U6sZaNmKkLj1vEkW1NqCw19/h4doEBo2ekMCuBKEyptQpMvjgTFYfaULqtya83l9cjYd839WiutqFodioUysjrs1Vqt8Ps8SBeER7LFqIkYSObMQ+Jz5mlQEQU1sLjnZmIztnJ/Sa/z7UGJdKHsbYxEUUvr8uF/f/5D3a/+CKcp+oYa5OTUXDllSi48kokFRb6xhrz82HMz/d7fmeegdiloaKtoQHvXXklsmfPxnmPPYbMEQk4urPFb8f2M+uORXRA4a2GBnjZiJlOMTU6sO+betjMgY1FlWoZxs5NQ/owLuYQhTtBEDCsOAGJGVrs/arOL7sOAGqOt8PU6MDE89MRnxJZ/dVEScLO9nZckBgepVwPWK3M8hsiJx0OHLBa2aCZiChMRd42BSLysba50FjpX8NzWLERgozZCUQUvep27MDWP/8ZTpMJ8cOG4fwnnsD169dj1i9/ieTRo/ucoSVTKn1/r9+9G6LbjfK1a/HeFVegfnsJhhUn+I0/cNyEQ7WRuTORjZipkyhKOLarBSWfV/UYTEjN0WHuVXkMJhBFmPgkNWYtzUV2QWCJI5vZjS2fV6HycBukCAssb2tvD/UUfJidMLRWNjeHegpERNQLBhSIIlj5Qf+LWoVKhuyC+BDNhogoeCTxdB2H7NmzMebaa3H+E0/g2s8/x+hlyyBXDaz/yPBLLsHV776LxIIC2Jua8Pmtt8J+YA0UKv9LpT+tPTKg84SCUxTxHhsxEzoWFUtWVOH47hZ0X1OUKwQUz07F5AWZUOuYxEwUiRRKGcbNS8eE89MhV/oH1yUROLi5Efu+qYfHLfbyCuHnuN0Okzsw+DnU2j0e7GUz5iF11G7Hcbs91NMgIqIeMKBAFKFcTi9qjvnXPM4pjI/I+qhERGdyYs0avHfFFbA1NfmOnffooxi9bJlf8+WBSh4zBle/+y5GXnYZJI8HGx95COKhD/zGfLW/AccbLYN2zqHweXMzWlmiIebVHG/Hpo8r0NboDHjMmKLG7CtykTvGyB5MRFEgc4QBc67MgzFFHfBYbZkFWz6thMXkCsHM+k8CsMMS+vfdkvZ2lg0MgVUtLaGeAhER9YArj0QRqqrUDK/n9EWtIAB5RcYQzoiIaHC5rVas/9WvsObOO9F67Bj2vPhi0M+p0Ghw0V/+gil33AEAOPHeS7AdXOt7XALw7PpjQZ/HYKlzOvElGzHHNI9bxL5v6rHvm3q/6wag49ph5KQkzLgsB3rjwLJ8iCi86AxKzLgsB/ljEwIes7a5seXTStQcD59yQmeyPQzKHm1iuaOQ2GexoMYZGAgnIqLQYkCBKAKJooSKQya/Y+nD46CNU/b8BCKiCGMqK8NHy5fj6McfQ5DJMOm22zDjnnuG5NyCIGDanXdi5n33IWvmTIy56jK/xz/cVY3KlsjoR8BGzLGtrcmBzR/3vGioi+9YbBw1OQky9l4iikoymYDRM1Iw6cKMgCxmr0fCvm/qcXBzA0RveL9PnLDb0RrCskdVDgequKgdEhKAL5ilQEQUdhhQIIpAdScscNq8fsfyuzUPJSKKVMdXrsSH3/0uWo8dgy41FZf/+9+Ycc89A+6T0F8Tb7kFS/71L4ycmgm54vSCqygB//z6+JDO5VxsN5txiI2YY5IkSTi5vxVbP6+CrT1wES67wIDZV+QiIVUTgtkR0VBLz4/DrCtyYEgKfB+tPGzG1hVVsPfwuyJcSAB2hrDs0Waz+eyDKGi2tbeHRR8NIiI6jQEFoggjSRLKD5j8jiWka2DkogARRYHD77+PtXfdBbfNhswZM7Dsgw+QOW1ayOYjUyig0siRXRiPtq3vwVF1AADw7vZK1LaFb6NApyjiXTZijklOuwc71tSidFszpG59VxVKGSacn45x89LZc4koxujjVZh5WQ6yC+MDHjM3ObHpk0o0VYdvEHpniMoeiZKEkjAouRTLPJKEdSZTqKdBRERd8E6CKMK01jtgbvZPuWV2AhFFixGXXILEggJMvO02XPbyy9ClpoZ6SgAAz7G1MH31Kpo++iO8lla4vRKe+yp8sxQ+bWqCiY2YY05TtRWbPqpEcw+LgsZUNWZfmYvMEYYQzIyIwoFcIcO4uWkYNy8NMrl/qTOPS8SONTUo29sKKQxL5R2329EWgve1QzYbzHw/DbkNbW1wiuLZBxIR0ZBgQIEownTPTtDGKZCWpw/NZIiIBoHDZPItXqgMBlz93nuYec89kCkUIZ7ZaWOuvgK67OHwWlvR+Mn/QhK9eLOkEtUmO/DYY4BM1vFnGKhxOrGWO/liiuiVULqtCTu+qIXL4Q14fMSERMxYkgOdgb2WiAjILojHrMtzoIvv9jtBAo7uaMaer+rhcYfX4q0EYHcIyh5tZbmjsGDzerGZjbGJiMIGAwpEEcTW7kZDhdXv2LDiBAhspkhEEaph3z68u3Qp9r36qu+YQq0O3YR6odTpsOBvf4Og0sJZuR+mDa/D5RVx8Cf3Ag89BEhSx58hDipIkoQ36ushhuHuUgoOW7sbW1dU4eR+U8Bjaq0c0xZloWBqMhsvE5EfQ5Ias5fmIm1Y4Mak+pMWbP2sClazKwQz691Qlz1yiWJIghjUs3VdNqAQEVFoMaBAFEEqD/vvylAoZT3WQSUiigQVX3+NT3/wA9gbG3Hko4/gdYXXwkV3GeMKMfrW+wEA5i3v4fIVf8PCt571HxTioMImsxnH7OHb24EGV325BZs/qYS5yRnwWGqODnOuykNyli4EMyOiSKBQyTDpwgwUTEkKeMxicmHLp1VorLL28MzQOGK3w+oNzMIKlj0WC8vshJF6lwsHrOHz/5GIKJYxoEAUIbweEdVH/VNuswoMbKpIRBHp2GefYfUdd8DrcCB3/nxc8cYbkKtUoZ7WWc289TuIm7AQgIQV+9agx72SIQoqtHs8eJ+NmGOC6JVwaGsjdq+rg8flv9glyIAxM1MweUEmVBp5iGZIRJFCEASMmJiEKQszoVD531d4XCJ2rqlF2Z6WsNgZLkoS9g5hxsA2NmMOO2zOTEQUHrgSSRQh6k5Y4Hb6LxrkjTGGaDZEROfu4JtvYt1990HyeDDq8sux6NlnoYqLC/W0+kStU+AP+ZnIA1AB4KveBoYgqPBeY+OQ7tyk0LBb3ChZUYWKg4G1pPVGJWZdnttRDlFgiSMi6rvUHD1mLc1BXEJgcP/ozhbsXl8XFn0Vdg1RQMHm9XI3fBg6aLWiPswzWomIYgEDCkQRoqJbuaPkLC30xvDfzUtE1NWu55/Ht488AkgSiq+/Hhf+6U+QKSOnUeySZ5/Fzz75N/4LYBOApWcaPIRBhUNWK7awcWTUa6iwYtPHlWjrocRR5og4zFqai/jk8OtBQkSRQR+vwszLc5CeHxjkbyi3YuvnVbBb3CGY2WkHrVa4hqAM0S6LBZ4wyMogfxKAr5mlQEQUcgwoEEUAU6MjoD4ysxOIKBIptFoAwOSf/ARzH3wQgixyLkWWPPssrvz73wEAcwHM6MuThiCo4BJFvF5fH9RzUGiJooTSbU3YtbY2oMSRTC6geE4qxp+XzjKIRDRgCqUMEy9IR+G0ZKBbopOltaOvQmt96Hr1uCUJB4cgc2Abg/Rha1NbG3tbEBGFmCLUEyCis+vejFmjVyA1Vx+i2RARnbvxN96ItPHjkT55cqin0i/Xv/ACzj8VTOjuIIDtAG7s7ckPPdTx54MPBmFmwMdNTWhyh3bHKAWP3eLG3q/rYWpwBDymMygx8cIMZiUQ0aASBAHDxyfCkKTGnq/8e7W4HF5sW1WNsXPSkF0QH5L57bZYMMlgCNrrt3s8KLWHLmhCZ2YXRZSYzZifkBDqqRARxSxuYyIKcy6HF3Un/GuF5o6OhyBjbWQiCn9elwtb//IXONtOB0YjLZgwx2jEeU891eNjBwBMAnAbgNIzvcjDDw/6vACgzG7H2tbWoLw2hV5jlRWbP6nsMZiQkR+H2VewxBERBU9Ktg6zluZAb/QvTSiJwP5vG1C6rQmSOPRlgfZZrRCDWI5ol8US1NengWPZIyKi0GJAgSjMVR81Q/SevqAVZEB2YWh2AxER9YfbasWq//kf7HnpJaz5xS8gReDN+XyjETemp0N45JEeHy8GsACAC8BP0FHbt0e9PH8g3KKIV+vqej8nRSxRlHBkRzN2rqmF2+lf1kGQAUWzUjHhgnQoVLyUJ6Lg6uyrkJKtC3js5H5Tj6XYgs3i9eJ4EDMIdrS3B+21aXBUOp04ySwSIqKQ4V0IURiTRCmg3FFGfhzUWlYrI6Lw5jCZ8PnNN6N60yYodDpMuv12CEJkZVaN0+txfXp6x7wffBB49NGAMQKAfwDQAFgP4IOeXujRR4NS7ujDpibUu1yD/roUWg6bB9tXVePE3sDME22cAjMvy0FekTHifp6IKHIpVXJMWZCJYWMTAh5rrLJh6+dVsLUPbem9vUHqo9Du8eAIF6ojwtdtbWcfRGHJwx4YRBGPAQWiMNZUbYPd4vE7llfEZsxEFN5sDQ349Ac/QMOePVAbjbj8lVeQM2dOqKfVLylKJW7NzISs66JtL0GF4QDuO/X3ewH4FacJUjDhsNWKdSx1FHWaqm3Y/HElWusDSxyl5ekx+4pcGFM0IZgZEcU6QSZgzIwUjJ2bBqHbKoLF5MKWTyvRUjd0C/F7LJazDzoHu1nuKGJsb2+H3esN9TToHOwO0s8vEQ0dBhSIwljFIf9dF4YkFYypXEggovBlrqjAx9dfj9ajR6FLTcXS//wHaRMnhnpa/SITBNySmQmtXB74YC9BhV8ByAZwEoCv20KQgglWrxevsNRRVJFECcd2NWPHFzVwOfwXRwQZMGZGCiZdlAGluof/k0REQyinMB7TFmVDqfZfSnA7RWxfVY3qo+YhmUe9yxWULD2WO4ocLlHEVvPQ/H+jwbWR2SVEEY8BBaIwZTO70VRt8zvGEgdEFM4kScLae+9Fe1UVDLm5uOLNN5FUWBjqafXbwsREjNBqex/QQ1BBD+CPp/7+OIDfz/4Omu76JfDYY4BM1vHnIHmtrg4mj+fsAykiOG0ebP+iBsd3B2acaOIUmLEkB8PGJvD9n4jCRlKGFrOW5iIuQeV3XJI6mjUf3dk8JH2T9g7yLmer14tSljuKKN9yYTri1DidKHMEZmISUWRhQIEoTFWW+l8cKVQyZI4whGg2RERnJwgCLvzjH5E1axaufOMNxOfkhHpK/ZaiVGJpcvLZB/YQVLgewCUALsyfjBfnfB+7brsHeOihjhWWhx4alKDCly0tQSvzQEOvudaGTZ9UoqU2cAErNVeH2VfkIoGZiUQUhnQGJWZeloPU3MBmzWV7WrHvm3qI3uAGFQa7j8IeljuKOJVOJ8q5OB1RNjAIRBQVGFAgCkNejxiQLpxdYIBcwR9ZIgo/DpPJ9/eEESNw+auvQpeWFroJDcDytDQoZX38XdstqCADsHDu9di3/DH8fOt7WPjWP/zHDzCocNRmw/tNTef8fAofkiTh+O4WbF9dA5e9W4kjASiclozJF2dCxRJHRBTGFCoZJl+UifwemjXXllmwbXV1QBm3wXTMbodtEGvo72LAPiKxfE7kcIsitrBMFVFU4OokURiqO2GB2yn6HcsdzWbMRBR+ylavxpsXX4yqTZtCPZUBK9LpMCEurn9P6gwqCALMv3kQ/7rwB7hz45u459s34AEC+xycY1Chxe3G8zU13DkZBVwOL3Z8UYNju1oC/oNodApMvzQbw8cnssQREUUEQSZg9IwUFM1OBbr92jLVO7D18ypYzYPf6wAAREnCgUHKUnB4vTg4yBkPNDS2tbfDLYpnH0ght9NiGdQgIBGFDgMKRGFGkqSAZszJWVrojapenkFEFBqH3nkHa++6C26rFcc+/TTU0xkQAcB3UlPP7ckPPgiIIuIffxSvVq/CPd++gdUAJgD4qKfx/QwqOLxe/KO6Gu28AYt4rXV2bPq4As01gSWOUrJ1mH1lLhLTz9C/g4goTOWNMWLKgkzIFf5RBZvZja2fVaG1Pji9CfYNUhBgv9UKD4P2Ecnm9TK7JEJs6JLVTESRjQEFojDT1uSEudnpdyyvKCE0kyEi6sXuF1/EhocegiSKGHPNNTjv978P9ZQGZJrBgFzNAGvVP/YYZr7yNwDABgCHANwHoMd9mX0MKnhEEf+sqUGV03nWsRS+JElC2d5WbFtVDaetW2BIAAqmJmHKwkyoNCxxRESRKzVHjxmX5UCt8/9d5naK2LaqGrVl7YN+zv1W66A0gN7NBemItollj8Jeg8uFo2x6ThQ1GFAgCjOV3bITNHoFUnMCm50REYWCJEnY8uc/o+SvfwUATLr9dsx/9FHI5JG7ECoTBCxNSRnYizz2WEeQ4JRfAUgHcBzAP3p7zlmCCh5RxPO1tThssw1sbhRSLocXO7+sxdEdzei+5qXWyjF9cTZGTEhiiSMiigrxSWrMujwXhiT/7GpJBPZ+XY+yPS2DEgDoZPV6UTbAprweURy0TAcKjcM2G1rc7lBPg86AvS6IogsDCkRhxOXwou6k/+6Y3DHxEGRcZCCi0BO9XnzzwAPY+69/AQBm/fKXmHH33RG/EDrdYEC6agBl5boFEwDAAKAzZ+NRAM29PbeXoILrVGbCXu6YjGimBjs2f1KJpqrAoFBylhazr8xFUgZLHBFRdNHoFZixJKfHTVFHd7bgwMZGiOLgBRX2DzAYUGq3w8Ea/BFNAtjsN4yJksR/H6Iow4ACURipOmKG6D19cS3IgJxCNmMmovAgCAK8bjcEmQznP/44Jtx8c6inNGACgEuTkgb2Ig8/3OPhmwCMB2BCR1Chr89vdbvxl8rKAS+QUOhIkoST+1tRsqIaDqsn4PGRk5MwdWEW1FpFCGZHRBR8CqUMky7ORO6YwHuZ6qNm7FpbC497cBbx9w0w+M5yR9GBC9bh66DVCpMn8HqIiCIXAwpEYUISJVSV+qcBZgw3sJ4yEYUNQSbDBY8/jqWvv47R3/lOqKczKCbFxSFTrR7YizzySI+H5QCePPX3ZwEc6cPzd7S347HycpQPsHwDhY7b6cWutXUo3RZY4killWPaoiyMmpTE7EMiinoymYCiWSkYPSOwrGBTla2jr4x94IuMlU4nTOdY7kaSJOxhQCEq1LtcKGON/rC0kcEeoqgz6AGF+vp67NmzB5s2bcK2bdtw9OhROHhTTHRWjdU22C3+F9R5PezoISIaSrbGRmz7298gejsaycqUSmRMmRLiWQ2eRQPNTgCABx8EHu05B2EBgMsAeAC83tOARx+F9MADOGS14snKSrxQUwOr19vTSIoAbY0ObP6kEo2VgdkliRlazLkiF8lZ7ItERLFDEATkj03ApIsyIJP7B1LNTU6UfF4Nm3ngte8PnGO/oXKHA23cOR01mKUQfqxeL0t4EkWhAQcUNm3ahAcffBDnnXceDAYDsrKyMGXKFMyfPx+zZs3CmDFjoNfrMWrUKNxwww147bXX0NzcayXhPvvHP/6B/Px8aDQazJw5EyUlJWcc//TTT2P06NHQarXIzc3FXXfdxUAHhZXuzZgNSWoYUwe4a5aIaABMZWX4+Hvfw65//hMlTz559idEmAKtFsO1g1S//gxBhb8C+AhA9zyGXffdh3/cfDN+WVaGp6uqUMrmyxFLkiSUHzRh64qqgM0BADBiYiKmL8qCWscSR0QUm9KHxWHaoiwo1f5LELZ2N7Z+XoW2poHdm59rmUCWO4ou29vb4WE/jLCyzWyGZxAbsRNReDinu5r6+no8//zzeOWVV1BRUeE7Lp3hl0RZWRlOnDiBt956CwqFAosXL8ZPf/pTLFq0qN/nf/vtt3H33Xfjueeew8yZM/H0009j0aJFKC0tRVpaWsD4//73v7j//vvx8ssvY86cOThy5Ah+9KMfQRAEPBmFCyQUeWxmN5qq/ReS8oqMEd/olIgiV92OHVj905/C2daG+Lw8FF17bainNOgWJCYO7gs++GDHn90aNI8+9dHVG9//Mb655RaACxkRz+3y4sC3DagvD1zMUmnkGH9eOlKymZVARJSYrsWMJTnYsaYGji7BV5fDi20rqzHxwgyk5ujP6bUPWa0QJQmyft4/7WG/oqhi9XpxwGbDxLi4UE+FTtnMrBGiqNSvgEJNTQ2eeOIJ/Otf/4LL5fIFEORyOcaOHYupU6ciLS0NSUlJSExMhN1uR0tLC1pbW3HkyBFs374dTU1NcLvd+PTTT/HZZ5+huLgYDz/8ML773e/2eR5PPvkkbrvtNtx0000AgOeeew6ff/45Xn75Zdx///0B4zdt2oS5c+fi+uuvBwDk5+fjuuuuw9atW/vz5RMFTeVh/+wEhUqGzBG8CCKi0ChbtQrrf/lLeF0upE2ciEX//Ce0g1EaKIykKJXBudnsJajQqRXAwxMXYeWIKzHX5uGO9QhnbnJg91d1sLcHZiUkpmsw4fwMaPT8NyYi6hSXoMKsyzqCCu0tLt9xr0fCri9rMXZuGrIL4vv9unZRxHG7HQW6vgdwm1wu1Did/T4XhbctZjMDCmGi3uXCSVYGIYpKfb7DeeSRR/CXv/wFNpsNkiQhLS0Ny5cvx3e+8x1Mnz4d2j6WDDhx4gTWrl2L//73v/jmm29w4MABLF++HDNnzsQLL7yAcePGnfH5LpcLO3bswK9//WvfMZlMhgULFmDz5s09PmfOnDl4/fXXUVJSghkzZqCsrAwrVqzAD37wg75++URB4/WIqDrqH7XPLoiHXMGe6UQ09Pa++iq2/O//ApKEYRdfjIv/8hcoBqssUBi5MCEheFlgvQQVdgKYr1DBeXwbstqtOLCxAZMXZDIbLQJJkoTKw2YcLmmE1ENlheHjEzBqSjJkbLxMRBRArVNgxqU52L2+Fs01p5voShKw/9sGOKwejJiY2O/3xwNWa78CCsxOiE77LBY4vF5o5PJQTyXmsacFUfTq84rlI488AqvVigULFmDVqlWoqanB3/72N5x33nl9DiYAwPDhw3Hrrbdi3bp1qKiowKOPPorExERs2bIFH3zwwVmf39TUBK/Xi/T0dL/j6enpqKur6/E5119/PR599FHMmzcPSqUSI0eOxAUXXIDf/OY3vZ7H6XTCbDb7fRAFQ22ZBR6X/2pE7uj+78ohIhqo9upqbHv6aUCSMPaGG7Dw73+PymCCSibDHGOQm9730FPh8BW3wKVPhNfSAvPWD9BYZUPVEV5fRBq304s9X9Xj0JbAYIJSLcOUBZkonJbCYAIR0RkoVDJMWZDVY1b2sV0tOLi5EaLYv7rr/e2jwEax0cktSdjJf9uQkyQJW7mORhS1+hxQWLJkCTZv3ozVq1fjkksugUw28N3TWVlZeOCBB1BeXo4//vGPSE1NHfBr9uSrr77CE088gWeffRY7d+7EBx98gM8//xyPPfZYr8/5wx/+AKPR6PvIzc0NytwotnXscPQvd5ScrYPeqArRjIgolhmys3Hxk09i5n33Yc4DD0AWpTu7ZhgM0A3F19YZVBAE4NFHseD1/0PqJbcAAMwlH8BjbkJpSRNsZnfw50KDwtRgx6ZPKlF/MnChIiFVg9lX5CI199zqfxMRxRqZXMD489KRPy4h4LGqUjP2rK+D19P3BrtVTifMnsASdD2xe704areffSBFpG3t7aGeQsw7brej2c1rXKJoJUhn6qQchlwuF3Q6Hd577z1cddVVvuM//OEPYTKZ8PHHHwc8Z/78+Zg1axb+/Oc/+469/vrruP3222GxWHoMjjidTji71FM0m83Izc3Fj7Zvh4r1+GiQmBod2PpZld+xyRdnIi2PixFENDRMJ07AbbEgdfz4UE9lyPx22DDkaTQhOfevNh7C35Z/F87qg9CPuwgpl92NhFQNpi/J5o72MCaJEk7sa8WxXS3o6co5f2wCCqaxxBER0bkqP2jC4a1NAccTMzSYfHEmlKq+bQS4KSMDs/qQhbjdbMaLtbX9nidFBpkg4E8jRsCgYB+jUHmjvh7fmEw9PuayWPDqtGloa2tDfDyrMxBFoogr0q5SqTB16lSsXbvWd0wURaxduxazZ8/u8Tk2my0gaCA/tTOxt3iKWq1GfHy83wfRYKs85J+doIlTIDWn73U/iYgGomrjRny0fDlW/eQnsMTITXW+RhOyYAIALJ+Qg9E/+jkAwLp/HZx1x2BqdOD47paQzYnOzGnzYPsXNTi6MzCYoFTLMPniTIyewRJHREQDMaw4ARMvzIBM7v+7tLXOgW0rq+G09y3zoK9lj/axf0JUEyUJO5ilEDJefv+Jol7EBRQA4O6778aLL76I1157DYcOHcJPfvITWK1W3HTTTQCAG2+80a9p89KlS/HPf/4Tb731Fk6cOIE1a9bgwQcfxNKlS32BBaKh5nJ4UXvC/002d7QRAhckiCjIJEnC/tdfx8rbb4fLbIYhOxuyGNnBdV5CQkjPP1avx6zrzkf8xIsAAK3rXoIkSSjb04qmaltI50aBGqus2PRxJVpqA8tiJKZrMOfKPGYVEhENkoz8OEy9JAsKpf8yRXuLCyWfV8PWfvbyKYdstl43DXYSJYkBhRjAskehc8BqhdXrDfU0iCiIBhxQeO21187peSaTCdddd905PXf58uX4y1/+goceegiTJk3C7t27sWrVKl+j5oqKCtR22Wn5wAMP4J577sEDDzyA4uJi3HLLLVi0aBGef/75czo/0WCoOmL2a+YoyICcQmbCEFFweex2fHX//dj0+99D8npRcOWVuPzf/4YuSH2MwolGJsM0gyGkc1DLZBhnjMP8B+6DoNRAmZQNeDsWSPZ9Uw+HrW87MCm4RK+EwyVN2LmmFi5HtxtiARg5KQnTF2dDo4+NQBwR0VBJytBi+qXZUGn9N/7Z2t0o+bwK7S3OXp7ZweL1osJ55jEnHA4udsaA43Y7WlnDPyRK2IyZKOoNuIeCTCbDNddcg+eeew6JiYl9es769evxwx/+ENXV1fBGyBu52WyG0WhkDwUaFJIo4Zv3y+GwnF44yhppwPjz0kM4KyKKdm0nT2LNz3+OliNHIMjlmHH33Zhw880QhNjIjJpvNOL7GRmhnga+MZnwRn09jmw6gROl/tdBiekaTFvMfgqhZG1zYe/X9TA3By5IaXQKjD8/HUkZ2hDMjIgodtjMbmxfXQ27xT/QrlDJMGVBJhLTe/89fGVKCpYkJ/f6+EeNjVjZwlKDseCa1FQsSEoK9TRiiksUce/x43CKvTdUZw8Fosg3KCWP3nvvPUycOBHr1q074zi324177rkHCxcuRFVVVcwsYBB111hl8wsmAEDumLM3DyMiGojdL72EliNHoE1JwWWvvIKJt9wSU+/F8/rQpHEojNd3lMgpmJ2P1Fz/vjmt9Q4c3dEcimnFPEmSUHG4DZs+ruwxmJCWp8fsK3MZTCAiGgK6eCVmXpaDuESV33GPS8T21TVorOy9ZNHBs5QzYrmj2LGdZY+G3F6L5YzBBCKKDgMOKPy///f/AABVVVW45JJLcO+998LdQ1rZ/v37MW3aNDz99NMQRRGZmZlYsWLFQE9PFJEqDvs3Y45PVsOYqg7RbIgoVsz59a9RuGwZlr3/PrJmzAj1dIZUllqNfG14LAQnKpXIUashCALGzU+HYKtF4yd/gtfekR5+cr8JNcd5AzyUnDYPdn5Zi0ObGyF6/ZN3ZXIBRbNSMOmiDKg07L1FRDRU1DoFZlyajYQ0jd9x0Sth19raXt8rjzsccPRSCaHV7UbVWUoiUfQ44XCgmWWPhhR7VxDFhgEHFJ588kmsXr0aWVlZEEURTz31FKZPn44DBw74jZkxYwb2798PSZJw9dVXY+/evbjkkksGenqiiGM1u9DcrfFm7hhjTO0SJqKhYa6sxNa//tXXnFCp1+OCJ56APj32yqvNDbN06s4sBaVKhrbVT8J26Bu0bXzL9/iBjQ0wNTpCNb2YUl9uwcaPKtBUFdgUW29UYublOcgrSuD7NBFRCCjVckxblIXUHP+MPknq6D1UfsAU8BxRklBqt/f4esxOiD07uMA9ZBxeL/bzZ4woJgxKyaMFCxZg3759uPrqqyFJEvbu3Yvp06fjj3/8IxYsWID77rsPDocDer0eL730Et5//30kn6GmIVE0qzzs36BIoZIhcwT7chDR4Dr66ad4/6qrsOfFF3HgjTdCPZ2QkgsCZoZbQOFUPyZBEDD7V/cCANp3fQ53SzWAjt2Xu9fWwmFlk+Zg8bhF7P+2HrvX1cHtDEzNzx1jxOwrchGfxAxCIqJQkitkmHRxJrJGGgIeO1zShKM7mtG9NeSBXhY1GVCIPQwoDJ3dFgs8A2vTSkQRYlACCgCQmJiI999/Hy+99BLi4uLgcDjw29/+FuvXr4ckSZg5cyZ27dqFm2++ebBOSRRxvB4R1Uf9AwrZBfGQKwbtR5GIYpzLYsG6X/4S6++7D26rFelTpmDYhReGelohNU6vh0GhCPU0/AzXaKCXd5TPyZk7F7nnnw+IXrSue8m3KOK0e7Hzy1p43KxDO9ha6+zY9HEFqo8GLjKotHJMWZiJ4tmpfH8mIgoTMpmAcfPTMGxsYD+ksr2tOLi5EZJ4eiGzpz4KHlHEYVtgNhpFt5MOB1pY9mhIsGcFUewY9Luk5cuX48IuCxeSJMFoNOKVV17ByJEjB/t0RBGltswCj8t/YSh3THjtmiWiyFVTUoL3r74axz75BIJMhql33oml//43DNnZoZ5aSM0Os+wEAJAJAop0p8s3zPrlLyFTKGE/vg220o2+4+0tTuxeVxtQ15/Ojcct4tCWRpSsrIa9PTD7I22YHnOvykNqjj4EsyMiojMRBAGjp6egYGpSwGNVpWbs21AP8VRQodHtRpPL5Tem1G6Hi81iY9JOLnQHnc3rxSEG7IhixqAGFEpKSjB58mR89tlnAAD9qfrAZrMZ06dPx7/+9a/BPB1RRJEkCZXdmjGnZOugj1eFaEZEFE32/Otf+OzGG9FeWYm4rCwsff11TL3jDsjCbGf+UNPL5ZgQF55l5cbpTy9aJ44ciUm33wYAaF37AkSHxfdYc40d+76tDyjnQP3TXGPDpo8qUHGoLeAxuVLAuHlpmHQhGy8TEYUzQRAwYkISiuekAt1a29SWWbB7XR28no6gwUGbDXjsMUAmAx57jLXdY9hOi+Xsg2hA9rDcEVFMGZSAgiRJeOyxxzB//nwcO3YMkiTh1ltvRU1NDZ5++mmo1WpYrVbcfvvtWLZsGZqbmwfjtEQRpa3RCXOz0+9YblFgyi4R0bnImjEDglyOMddei+9+8gkypkwJ9ZTCwgyDAfIwbaY7Vq/3WwuZ9OMfwzh8OLyWFlh3f+o3tq7MgsNbmxhUOAcel4gDmxqwfXUN7JbArISENA3mXJmH7IJ4Nl4mIooQuaONmHhBBoRuKxqNlVZfuUDN448DDz3U0cH5oYeQ8sc/hmayFHJldjtMLHsUVOxVQRRbBhxQOHnyJObPn4/f/e53cLvdSE5OxgcffIAXXngBcXFx+PnPf47t27dj4sSJkCQJH3/8McaPH4/Vq1cPxvyJIkZFt+wETZwCqdm6XkYTEZ2Z02xG+bp1vs9Tx4/H8lWrcN6jj0IVpjvyQ2FWGJY76hSvUCBbfbrhr0KtxnmPPorp/+//4aLf/T/IFf6L2xWH2lC6LbDxJPWuscqKjR9VoKrUHPCYTC5g9IwUzLg0GzqDMgSzIyKigcjIj8OUBZmQyf3fL1tq7Zhy7/9ixl/+4nf84qeewpJnnx3KKVKYkNDRMJiCw85yR0QxZ8ABhQkTJmDz5s2QJAkLFy7E3r17cdVVV/mNKS4uRklJCe69914IgoC6ujosWbIEd95550BPTxQRXA4v6k74R+xzRxshyLgTkoj6R5IkHP30U7yzZAnW/OIXaD1+3PdYfG5uCGcWftJVKuRrtaGexhmN1fvX6s+cPh2T/+d/kJRpwKSLMtF9w3z5ARODCn3gsHqwe30tdq6phcMamJWQmK7BnCtzkT82ge/FREQRLCVbj2mLsqBQnl7auHPjm7hj9Ws9jr/y739nUCFG7WJAIWj2Wq0sd0QUYwYcULBYLFCpVHjqqaewevVqZGZm9jhOqVTiT3/6E7788kvk5eVBkiQ8yzdyihFVR8yQuvT/kskF5BSG765ZIgpPprIyfP6jH2H9fffB3tQEQ04O3KwH3Ktwzk7oVKzrPVMtMVWBdN3xgBrR5QdMKC1h+aOeSKKE8oMmfPthOepPBv5syBUCxsxMwfRLs6E3socREVE0SEzXYvriLCjVMty58U3c8+0bZxzPoEJsOmK3w+r1hnoaUYnljohiz4A7NY4fPx7//e9/MXbs2D6Nv+CCC7Bnzx785Cc/wdtvvz3Q0xOFPUmUUFnqX+4oIz+OTR+JqM9c7e3Y9cIL2PfqqxDdbsjVakz+yU8w8eabIVdxUbQ3MwyGUE/hrEZptVDJZHCJot9xt9WKT264Ac2lpZjzvy+guiWzI1//lPKDbXA5RYyblwYZd9gDANoaHTi4uTGgX1GnpAwtxs5LY3kjIqIoFJ+iwRN1n+OaswQTOl35978DAFb89KfBnBaFEVGSsMdiwRwj+xgOJqco4iA3OBHFnAEHFLZt2wZVPxczjEYj/vvf/2Lp0qUDPT1R2GusssHRrQkkmzETUV+JXi8++O53YS4vBwDknn8+5j7wAMsbncVIrRYpERBsUchkKNBqcaDbjZhSr0dycTGaDx/Gvr8/grlPvY5DOyx+QYXa4+1wObyYdGGGX6mHWOO0eXB0ZzOqj/a8O06plqFwWgqyCwxsukxEFIG8LhcsNTWw1tXBYTLB3tICXWoqhi9c6BtzfNkytB88iJUAtAB0AOIBZAAYBeDCHl6XQYXYs5sBhUG332qFm1mzRDFnwAGF/gYTurruuusGenqisNe9GXN8shrGFHUvo4mIOvokdC58yuRyjPnOd1D6wQeY+ctfYtiFF3JRtA9mRkC5o07FOl1AQAEA5vzmN6jZsgXtVVU4+c4/MP5Hv8T+DfXoes/WXG1DyYpqTL44A9q42Np57/WIKD9gQtneVng9Pd/IZhcYUDgthVmBREQRwON0QqHuuE/yulxYccstMFdVwVpXB3RbsMyZN88XUFjy7LP4/sGD6K1C/mwAm7p8/gMAcQCmA5j1979jsSRh1R13DPJXQ+HooNUKlyhCJYvdjRiDbRfLHRHFpAEHFIiod9Y2F5qrbX7H8oqMXAwkol7VlJRgxzPPYPKPf4ycefMAAON/9CNMuOkmyJSxtWB8rmSCgGkRUO6oU5FeDzQ2BhxXxcXhgj/+EZ/98Ic4/O67yLvgAky+eBb2fFXnt4De3uLE5k8qMenCDCRl9t6TIVpIkoS6ExYc2dEckAHYSZ+gwtjZqUjMCO+m3EREscrW1ISGPXvQsHs3Gg8cQEtpKVLHj8fi554DAMhVKrQcOQJnW8fmLLlGg7jMTGiTk6FJTERql5LLVzzzDP4AwA3AAcB+6sMEoA5AUZfzugG8BcAD4LlTx+KfeQbG3buRPXcu8s47DwkjRgTzS6cQcksSDlitmBxB14nhzCOK2MdyR0Qxqc8Bhdra2l4bLg+Wuro6ZGRkBPUcREOpe+8EhUqGjOFxIZoNEYWzup07sf3vf0fNli0AAI/djuy5cyEIAvsk9NNYnQ56eeTsSM9WqxGvUMDsCVwcz5oxAxN+9CPsfeUVfP2b32DZBx9g2uJs7FxTA7fzdN8Ft1PE9tU1KJyWjGFjE6IycC1JEpqqbTi2s6XXPglyhYARE5OQPzYBMnn0fQ+IiCLd17/9LWq2bkV7VVXAY61Hj/p9fuGf/wx1fDwMOTnQJif3+t72yZ134menyhedjQjgVQB7AGwFsB2AGYB5wwZUbtiAuh07cMkzz/jGS6IIgbvZo8pui4UBhUFy2GaDo1sfMCKKDX0OKIwcORK33norfvWrXyE7O3tQJ/HOO+/g97//Pb773e/ioYceGtTXJgoVr0cMqOecUxAPuYIXpETUQZIk1O3YgV3//CeqNm4EAMiUSoy55hpMuv32qFwUHgozIqjcUacinQ5bzeYeH5t+112o3bEDjXv34tvf/Q6XvvgiZl6Wg51f1sJmdvvGSRJQuq0ZTdU2jJufDo0uehJRW+rsOLqjGaYGR69jsgviUTAlCeoo+rqJiCKRJIpoOXoUNVu2wFJbi9n33+97zFRW1hFMEAQkjhqF9EmTkDp+PJKLipA4cqTf6+Sdd16fztfZA+HKPgQV1ABuOPUBAB/87Gd446KLULN1K6q+/RbDLjzdbaG9qgofLV+O/AULMPKyy5A5fTqvzaLAPqsVoiRBxn/LAdtl6a3QGBFFuz7fcXk8HvzjH//Aiy++iGuvvRY33HADFixYANk5RusrKyvx5ptv4pVXXsGRI0cgSRKuv/76c3otonBUW9YOj8s/Wp87hg2giOi0DQ8/jMPvvAMAEBQKjF62DFP+538Ql5UV4plFLpVMholxkZcJNuYMAQW5SoUFTz2FDQ8/jHkPPwwA0BtVmLU0B/u+rkdjlX9pveYaOzZ9VIGiWanIGB4XsYsfkiShucaGE3tNaKmz9zouMUODMTNSEZ/M/kRERKEgSRLaTp5EzdatqNmyBTVbt8LR2goAEGQyTPnpT6E+Feyf+rOfAQDSJkyAahB3ifcnqNDpr/NvwFeX/hBZIw1IKS7GhJtu8nv8xJdfwt7cjENvv41Db7+N+GHDMOY730HhVVdBl5Y2aHOnoWX1enHMbkehLvrLRAaTJEnYw4ACUcwSJKlv7diPHDmCu+66CytXrvTdmKalpeHKK6/ErFmzMH36dBQXF/d609rU1IRt27ahpKQEa9euxaZNmyBJEiRJQnZ2Nh555BH86Ec/OucARbCZzWYYjUb8aPt2qCJwoYKGliRJ2PxJJdpbXL5jKTk6TF3IRUKiWOax2yFJEpSnbmDKVq3C+l/+EoVXX42Jt92G+JycEM8w8k03GHBrBAZkWt1u3F9W1u/nSZKEY7taULantcfHk7O0KJqVCr0xcspmiaKE+pMWnNjX6vc+2p3eqETBlGSkDdNHbNCEiCgafPPQQ74NEp0UWi0yp01D5syZKLrmGqiNQ7Oxasmzz/YpqPDXeTfgmbnXAQDGzk1DTmFgdqPodqOmpATHV65E2cqVcJ+qFS/I5ci74ALM/vWvee0WoRYkJuIaBoUG5Ljdjj9VVJzTc10WC16dNg1tbW2Ij8DMYiLqR0Ch06ZNm/D73/8eq1evhiRJfjdwKpUKycnJSExMRGJiIux2O1paWtDa2oq2ttO15DtPmZOTgzvvvBN33nknNBrNIH1JwcGAAvVHa70dJSuq/Y5NWZCJ1Fx9iGZERKHUevw4Dr31Fo589BEm3X47Jt12GwBA9HrhNJmgTU4O8Qyjxx3Z2ZgQoe/TD504gXpX7wvoXZ1YswaG7GykFBcDAJprbNi3oR5OmzdgrCADhhUnYPj4RKg04dtbwmn3oPpoO6pK22DvpdkyAGjjFBg5KQmZIw2QyRhIICIaCraGho4MhJISVG/ZgsX//CcSR40CABx6+21sevxxpE+ejKyZM5E1axZSx40LWQ+oswUVugYTOhXNSkFeUUKvz3HbbChbtQqH33sP9Tt3QqHT4YavvvJlXlBkSVUq8Xs23x6Q9xsb8UVLyzk9lwEFosjX7yKzc+bMwYoVK3DkyBG8/PLLePfdd3HixAkAgNPpRE1NDWpqaiAIAnqKVajVaixatAi33XYbLr300rDNSCAaiIpD/s2YtQYFUnKYUkkUS7wuF06uXYuDb76J2pIS3/GKr77yBRRkcjmDCYNIJ5ejOILT18fodH0KKBxfuRJr77oL+owMXP3OO9ClpSE5S4c5V+Xh4KZG1J/0Tz+XRODkfhOqSs3IH5eAvCIjlOrwCCxIkoTWOjsqS82oL7dAOkNfP7VOjhETk5BTEM+Gy0REQeZqb0f15s2oPlXCyHT8uN/jNVu3+gIKo5YuRcGVV0IRJpsEz1T+6OM778Sn05cDB0x+xw9taYLolZA/LrHH11TqdBi9bBlGL1uG1uPH0Xr0qC+YIEkSvrjjDqRNnIixN9zADYgRoNHtRq3TiUw1yyWeq90sd0QU0/qdodCTiooKbNiwAZs2bUJVVRUaGxvR0tICjUaD1NRUpKamYvz48Zg/fz5mzJgBVYh2KgwEMxSor5w2D75+5yS6/mSNnp7c68UpEUWfkiefxOF33/WrH5x34YUo/t73kDN3LgQG04NirtGIGzMyQj2Nc7azvR3P19ScdZyrvR0fLV8OU1kZ0iZOxOWvveZbxJEkCQ3lVhze2gSHredd/nKFgKxR8RhWbAxJKSRJktDe7ETtCQvqyiy9zrOTLl6J4eMTkDWSgQQiomBxWSwQ3W5oEjvuWSq++Qarbr/99ABBQHJREbJPZSBkTJ0a9vfFf33zTcQ98ojv8wO/+hX+ftNNZywXOGpyEkZOSurXeep27sQnp/pBqo1GjP/RjzDu+98f1B4RNPiWpaZiUVL//q2pQ63Tid+dPHnOz2eGAlHk63OGwieffAIAuPjii6HX+5dtycvLww033IAbbrhhcGdHFIEqj5j9ggkyuYCsAr5JEkUzS00N9JmZvjKAtoYGOFpboUtNxZhrrsGYa65BXGZmiGcZ/WZE+I37aJ0OAoCz7fRQGQxY9M9/4qNrr0XDnj1Yd999WPDUU5ApFBAEAen5cUjO1uH4rhaUHzSh+9YRr0dC5eE2VB5ugzFVjayRBqTnx0Gt7Xfiap95PSJa6uxoqrKhscoGe7v7rM+JT1Fj+PhEpOfpIbC0ERHRoPLY7ajbtcvXSLlx/35MuPlmzLznHgBAxpQpSCosRMa0acieNQuZ06f7gg2RIEWpRNzvfgfI5cDDDwOPPALcfTdQVQVBEFAwJRkyuYBjO/1Lthzb1QLRK2HUlKQ+9+dJHTcOF/zv/2LXc8+h7cQJbP/b37D3lVcw/sYbMe7GG1kWKUztsVgYUDhHe0/1EyGi2NXnDAWZTAaZTIa9e/ei+FS9XgC4+eabIQgCfv/73yMzihdLmKFAfSGKEr5596RfDevsgniMm8eGT0TRxlRWhhNffIETa9ag6cABXP3ee0gdNw4A0FxaCltDA7Jnz4ZMEbxFWjotXqHA/44YAVmEN+f9/cmTqHQ6+zS2pqQEK265BaLbjdHf/S7Oe+yxgMUPq9mF47taUFt29rR0Q5IaKdlaJGZoEZ+sPucAgyRJcFg9aG92orXBgbZGB9qanBC9Z7/klMkFZAyPQ+4YI4wpajZbJiIaRB6nEzv+7/9Qt307Gvfvh+j2D+7mL1yIS555JkSzG1wXJCTguvR0v2MuUcRdx47B02UJ5OT+VpRuaw54/rCxRoyentKv9yHR60XZqlXY9c9/ovXYMQAdGQtL//1vJI0efY5fCQWLAOAvI0cijtfq/fanigoct9vP+fnMUCCKfP36zdlT7OHVV1+FIAi45557ojqgQNQXDeXWgIaYeUXGEM2GiAaT6PWi6cABlK9bhxNr1vjVEhZkMtTv3u0LKCSPHo1k3jgOqalxcREfTAA6+ij0NaCQNWMGLn7ySXz5i1+g9L33oElIwMx77/Ubo49XYcL5GRg+3omyva2oP2kJyFjo1N7iRHuLEyf2mQAAGp0COqMS2jglNHEKKFUyKJQyyJUyQJIgioDoleByeOFyeOC0e2Ezu2E1ueD19K+iZlyCCtmF8cgaZYAqTPo7EBFFsvbqatTt3AmPzYai5csBAHKVCkc++AD25o4FdH16OrJmzepopDxzJgzZ2aGc8qAa262qAgCoZDKM1GpRarP5juWPS4RMLsOhLY1+Y8sPtEH0SiialdrnoIJMLseoyy7DyEsvxYkvvsCOf/wDkteLhJEjB/bFUFBIAPZbrZhl5P16f7R7PCgbQDCBiKJDnwMKarUaLpcLFjZeIepVxWGT3+cJaRrEJ7PRE1GkEr1eyOQdi5sNe/b46uMCgEypRPbs2Ri+cCGGXXQRmyuH2PQo2d00RqfDmtbAms69Gb5wIeY/9hi++e1vAUGAJEk9LnwYktSYeEEG7BY3Kg61ofqoGW7nGTogA3DYPKf6GwTnplEbp0DmCAMyRsTBkMj3SiKic+W2WtF44AAa9+1Dw969aNi7F9baWgCANjUVY669FoIgQBAETLnjDig0GmRMnYr4vLyozARTCAJG63Q9Plak0/kFFICODWAyuYADGxv8jlceNkP0Shg7J61fpfcEmQwjFi9G/sKFsNXX+7JVvS4X1vziFxh7/fXInT+/n18VBcM+BhT6bZ/VetbynEQU/focUMjOzsaJEyewYcMGzJgxI5hzIopI7S1OtNY5/I7ljuHFCVEksbe0oG7HDtRt346arVuRNmkS5v/udwCAtAkTEJeVhdRx4zB84ULkXXABm+2FiSSlEiNONSWOdAU6HWSCALFvFSkBAGO+8x0kFRYibfz4s47VxikxenoKCqYmo7nahprj7WistPY7o+CcCB2B9tRsHVJy9DAkqaJyIYuIKJhEtxumkyeRVFDgO7bitttQv3On3zhBoUBKcTEypkyB1+WCQt0RuB3bZXNEtCrQaqGWyXp8rEinw0c9HM8pjIdMLmD/hnq/TL7qo+0QvRLGzU+HrJ/9fGRyOeKysnyfH3rrLVSsX4+K9esx7KKLMPv++xGfl9ev16TBdcBqhShJUZHlOlT2cpMxEaEfAYWLL74YL774In7zm9+gpKQEhYWFUCqVvsefffZZpKX1v078Qw891O/nEIWjysNtfp+rtHJk5LPfBlE4kyQJxz/7DLXbt6N2+3a/MkZAR33PTjKFAtetXcsF0DA0zWCImn8XtUyGfI2m36nkXYMJHrsdpR9+iOLrruv1+yKTCUjN1SM1Vw/RK8HU6EBTtQ2tdXa0tzgHJcAgVwowpmiQkKZBQmrHn0qWMyIi6jOHyYSWw4fRXFqK5lN/th49CtHjwY+2bfP19ksdPx6W2lqkjhuHtAkTkDZ+PFInTICyl1360a6nckedhmk00MnlsHm9AY9ljTRAJhew96s6v6BCbZkFXq+EiednQCY/9+uNUVdcgfbqaux/4w2Ur1uHyg0bMOHmmzH5xz+O2X+rULOLIo7Z7Sjk979PPKKIg90yfIgoNvW5KXNlZSWmTJmC5uZmv5vTzqef6428t4c38nDEpsx0Jm6XF1+/fdJvAWbExEQUTGEJFKJwYa2vR+P+/bA1NqL4e9/zHX9nyRKYysp8nycWFCBz2jRkTJuG7NmzoU1KCsV0qR9+M2wYhkVJhgIAfNzUhBXNgQ0i+0ISRay87TZUbdyIUUuX4vzHH4dcperna0iwtrnQ3uqC3eKBw+KGw+aBxy3C65bg9YiAIEAmAwSZAKVKBrVWAZVWDo1eAb1RhbgEFdQ6edQEeoiIgslts6HtxAkkFhT4fmdv/uMfse/VV3scr4qPx9J//xvJY8YA6MhakHXZ7Bfrfpefj0x176X0nq+pwc729l4fb6iwYvf6WkjdKgOm5ugw8cIMyBU9Zz/0Vevx49j0+OOo3rQJQEcvi5m//CVGLlnC980QuCQpCd9JTQ31NCLCQasVf6uqGvDrsCkzUeTrc4ZCbm4udu7cicceewxr165FdXU1XC4XhFP1evsYlyCKSjXH2v2CCYIA5I5muSOiUGk5cgSN+/ej9ehRtBw9ipbSUtgaO5rtyTUajPnud331bAuvvhr25uaOIMLUqdAkJoZy6tRPqUplVAUTAGC0VosV5/hcQSbDyMsuQ/XWrTj26aew1tZi4f/9HzQJCf14DQFxiWrEsa8BEdGg6sw4MJ04AVNZWcfHiROw1NQAAJZ98AFSiosBAIZTpXIMublIHjMGyaNHI2n0aCSPGQNDTo7fwjODCaclKZVnDCYAHWWPzhRQSMvTY8qCLOxaWwvRe/oer7HKhl1razH54swBBRUSR47Ekn/9C+Vr12LzH/6A9upqlL73HkYuWXLOr0nnbp/FwoBCH7HcERF16nNAAegIKrzwwgt+x2QyGQRBwL59+1B86uKHKJZIkoSKQ/7ljtLy9NDo+/XjRUT9IIkirPX1MJeXo62iAubKSsy46y4Ip+rlbn/mGZxcs8bvOYJMhsRRo5AybhzcVivUpxqwTbrttiGfPw2eaVHYx2KkVguFIMBzjps1Ri9bBn1GBtb8/Oeo3b4dHy9fjoXPPIOkwsJBnikREXXlttnQXlWF9qoqmKuq0F5ZibE33ABjfj4AoPT997H1z3/u8bmapCQ4Wlp8nxcuW4bCZcuYHd9PY/tQuqaoD2NSsnWYekkWdq6p8ds41lxjx441NZiyIAsK5bkHFQRBQP6CBciZNw97X34ZIy+7zBckcttskCuVDBQNkVqXC81uN5L5/T6rfVZrqKdARGGCK55EA9RcY4fN7PY7llfE7ASigRC9XtibmqBNSYFM3lFz/ciHH6Lsiy9grqhAe2UlvC6X33PGXn894jIzAQAZU6bAZTYjsaAASQUFSCwoQPKYMaxPG4WmR2GatFImwwitFkcGUKM2Z84cXPnf/2LV//wP2srL8eG112L+736HwquuGryJEhHFELfVCmt9Paz19UgqLIQ2uaO0afn69djxf/8Ha10d7D2Uq8uYOtUXUEgcNQrxeXlIGDHC/2P48IAMSQYSzs24M/RP6JSqUiFZqUSz233GcUkZWkxblIUdX9TC4z5d/6i1zoEda2owdeHAggoAoNBoMOWnP/U7tuVPf0L9rl0477HHkDZhwoBen/pmn8WCC5ilfEa1TieazvIzQ0SxY8ABhVdeeQUAkJOTM+DJEEWi7s2Y4xJUSMzQhmg2ROHN63JBplD4Mgnqdu5E/a5dsDc1wVpfD0tdHax1dbA2NEDyeHD9unWIO5Xy31pWhor1632vJSgUiM/JQfywYTDm5fleEwAm3HQTJtx009B+cTTkMlUqZJ+lrEGkGj3AgAIAJBUWYtn772PdvfeiauNGbPvb3zB84UIo+7DYQkQU7SRJgrOtDY6WFthbWpAwYoSvb1Ldzp3Y/5//wN7cDHtzM2wNDXB1KZGz4OmnMWLxYgAd/QuaDhzwPaY2GmHIzoYhNxeGU9cpnfLOPx95558/RF9h7JELAsb0cfNIsU6HDW1tZx2XkKbFtMVZ2PFFDdzO00EFU70DO1bXYMolmVCq5Oc85+6cbW04sXo1HK2t+Gj5coz7wQ8w4667oNDy/jKY9lutDCicBbMTiKirAQcUfvjDHw7GPIgikt3iRkOl/xtrbpGRzbQoqkmSBI/dDld7O5xtbXC1tyN1/HhfE8GKb75B1caNcJnNcJrNcLS2wtHcDHtLC1zt7fjel18i/lQQumL9eux+8cUezyPI5bA1NfkCCvkXXwxDVhbi8/IQP2wY4jIyfH0QKDZFY7mjTqN1Onx6jo2Zu9IkJmLxCy9g9/PPI3vOHAYTiCiqeF0uONva4LbZ4Gpv97s2cZrNGHbRRUgYPhwAULlhA3b83//BaTbD1d4Oh8kEyePxvdbFTz2FkZdeCgCwNzejbOXKgPMp9XroMzL8NjGkT5mCRc8+C31GBgw5OVBHYeZcpBil1UIj79vi/pg+BhQAwJiiwbTF2di+qto/qNDYEVSYekkWlOrBCSqojUZc8/nn2PzHP+LYJ59g/7//jcqvv8b5f/gDMqZMGZRzUKBSux1uUYRSNrCMk2jGgAIRdcWVGKIBqDzcBnQpcS1XCsgaGb0LXBT+PE4nPDYbvC7X6Q+n0/dnxpQpvnqs9bt2oeXoUXjsdrhtNnhsNrhtNrjtdnhsNsx7+GFf+v3Of/4Th956q+Nxmw2S1+t33uWrV8N4agde3Y4d2P/aa73O0dHc7AsopE6YgIIrr4QmMRH69HTEZWZCn54OfWYmdCkpfgGD9EmTkD5p0mB+uyjCRXNAYbhGA6UgwH2OfRS6ksnlAeUUDrzxBpoOHsSMu+/2le0gIhoo0euF6HLB43RCqdP5NhvYmpo6yhU6nfB0Xpt0frhcyLvgAl/ZwrqdO3Hs00991xy+65NTH+c9+iiyZ88GABz77DN8/Zvf9DoffUaGL6DgsdvRsGdPwBiVwQBtUpLfhqCUoiLM+c1voElOhjYpCbq0NOjT03ssQ6RLScGwiy46928aDZqx/QiaF+n1EOB3K3dG8UlqTL80G9tX1cDlOH0d3NbkxPbVNZi6KAuqQQoqaJOScNGf/oSCpUvxzQMPoK28HJ9+//uYcMstmHbnnb6fKxo8LlHEEbu9X/+HYonD68Uxuz3U0yCiMMKAQj81HTjQaw3u1PHjfX9vKy+H02zu9XVSx4717WwxV1TA0dra69iUsWN9i2rmysoea3P6xhYX+y4w2quqYGts7HVsclERFBpNx9jqaljr63sfO3q0b1ejpbYWlpqaXscmFRZCdWqRx1pfD3NlZe9jCwp8jVFtDQ0wnTzZ69jEUaN8aci2piaYjh/vdWzCyJHQpaQAABytrWgpLe11rHH4cOjT0zvGmkxoPnSo97HDhvl2S9taTDiy6mt43KcvQ9Py9Kjb1vF9jM/L8y2auiyWHm9gOhmys321VT12O+p27Oh1bFxWFhJGjADQsSurZuvWXsfq09N9TThFjwdVmzb1OlaXmoqUoiIAHQ1vKzds6HWsNinJ7/97xddfQxLFHsdqEhP9FoErN2yA2EvtRbXRiIypU32fV337LTzd6uR3Uun1yJo50/d59ebNcHctDyJJkCQJkihCodUi77zzTs/3q686dqWJot84SBLkGg0Kr7zSN/b4ypUdPxui2DFOkjr+LoqQKZWYeMstvrFHPvwQbeXlAa/b+b2Zff/9vrH7XnsNjfv2ddx4ezwQPR5Ip/4ueb1Y8vLLvt4BW//6V1R+/XXHOK8X0qk/O2/ar1+3zvfz+e3vfocjH37Y4/cMAL6/YQN0qakAOm7CD7zxRq9jp991ly+g4LHbA35HCHI51PHxUMXH+/2bZs2YAUkUoTYYoIqPhyYhAdrkZN+HqsvOveELF2L4woW9zoGoNzlqNTKitNwRAChkMozUanF4gGWPeuIwmVDy17/CbbOhbPVqTP3pTzH2+9/nAgVFnc73YEkUO95jvV5Aknx/dq1Zb2tshMfhgOT1+j/n1Ht45zUSALQcOQJHa6tvjCRJp8eKIvIXLPCNrd2+He1VVX7jJFHsmIMoovi663yB/vL169F8+HDPcxBFTP3Zz3zv98c++ww1W7cGfI2df5/74IO+YOHh995D2cqVp8/f5TVFUcTFf/0r4nNzAXQEGw+88Yb/a3b5+i59/nmkFBcD6LiW2fb00wHn77T09deROW0aAKBs5UpsevzxXv+tFmdn+wIKphMncPDNN3sd6zCZfH9X6nSAIECp1UJ16rpDHR8PlcEAtdGIuIwM39j0SZNwyT/+0fFYfDzUCQnQJiX1+LvPkJODcTfe2OscKDz1pX9CJ71cjjyNBuUOR5+fY0jsCCpsW1UNl/10UMHc7MT2VdWYtigbKs3glT/KnT8f3/30U2x6/HEc/fhjHH7nHYy/8UbftTwNrgNWKwMKvThos0EchE0uRBQ9GFDop896KfEkyOW4rUvtzK1/+QtOrlnT6+vcsnev7+J1+zPP4Ninn/Y69sYtW6BJSAAA7H7xRRx+551ex17/1Ve+C+f9//kP9p1hl/C1K1b4FqYPv/sudj33XK9jl73/PlLGjgUAHP3kE2x76qlex17xxhu+ReETq1dj0xNP9Dr20hdfRO78+QA6FqW/efDBXscu/PvfMfySSwAANVu2YN299/Y69sI//QkFV1wBAKjbtQtfdNuZ2dW83/0Oxd/7HgCg6eBBrLj55l7HzvrVr3x12Y9t2I+a13/r93gDgP2n/j7tF7/AlJ/8BEBHwGZFl4Xn7ibddhtm3HMPAMDa0IAVt97a69ix3/8+5j7wAADAaTJh5W239Tp29He/i/N//3sAgMfhwKrbb+917MglS3Dxk08C6LgBX/XjH/c6Nu/CC7H4n//0ff7Fz37Wa5Age/ZsXHaq1woArLv3Xjh7SS9OmzgRV739tu/zr3/7214DXUmFhfjuJ5/4Pv/2kUfQ1ktAKj4vD3lffOH7fNvf/tZr4EiXmuoXUNj/n/+gfufOHscq4+L8AgpHP/0U1b0EbQS53C+gULttG05++WWPYwF0ZACcCihY6+rQcuRIr2O9LpdvgaHz94qgUECuUkGuVEKuVnf8Xa32u9FPGj0aeRdeCKVOB6VOB8WpP5U6HRRarS/YBwDF3/seRixaBIVWC4VOB1VcHJR6fY/lvXLmzkXO3Lm9zpdoMERzdkKn0TpdUAIKmoQEXPrSS9j8xBNo3L8fW/70J+x//XVM/vGPUXj11QwsxBhJkjp2jTscvh3jnX9X6vW+a0UAOLluHbxOJ0S3G6LbDe+pP0W3G7q0NIy6/HLf2G1PPw2n2ex7vDMQLnm9MOTkYNZ99/nGrvvlL2Grr/c93vmnJIqIy8rCon/8wzf285tvhqms7PSYzvGiCH1aGpavWuUb+9Hy5Wjct6/Hr1udkIAfbtni+3ztPfegtqSkx7FytRq3dNkY0hno781thw753h8PvP46yrrMqbvCZcugOhVQOPHFF2fcFDDhllt87/d1O3fi8Lvv9jp2xj33+AIKbSdPomrjxl7Herr8nnG0tsJUVtbrWG+XjR6ixwPPGXasep1O3981CQkw5OZC0eWaxPenWu0X3EkpLsaUO+7ouCbR633XJZ3XKMZTGQcAMPySS3DbwYN9KjeqS0tD/sUXn3UcRaYEhaLffZWKdLp+BRSAjn55My7NxraV1XB2CSq0t7iwbVU1pi8e3KCCOj4eF/7v/3bcB0uSXzBBkiSW2h1E+61WXBvqSYSp/Sx3RETdMKDQT91rZnbqfkyTmOjbyX42mqQkGLKze32862trEhNhOLWDqCeyLmPViYmIz8vrfeypmxeg46aqa8OwgLFdFhfURqNvN31Pui5EqOLj/S76u+ua7aEyGPxuWgPGdtktoIqLQ+KoUb2O7ZqOrNLpkFhQ0OvYroumyrOM7bzZkSQJjdVuKFPzfY8plDJoDae/p53ZFEDH9yR5zJheX7frhaFcpUJyl11w3XVmUwAdi8bJp3aJ9aRzpxcACILgCwr1xNC1sbogIHXcuF7HGrv9v0odNw5ilxq0fmO7/funjB0Ldy8XJN2/98nFxdB32VnWVff/28nFxb7Am49MBkEmgz4tze9w+uTJHRksgtBxES6TQRAECDKZ3+55AMiZMweGrCy/MTj1p6LbTUv+ggVIHDnS97qCTOb3vK4X/YXLliFj2jTI5HLIlErI5HIIcnlHw2K53O/nftKtt2L0smW+x2UKRcf4U39XdVlYnfvAA5j70EO+7IYzKbr2WhRd27fL5risrD7/TiMaCtNjJKAQLBlTpuCqd97BkQ8/RMnTT8NSU4MNDz+Mnc89h4v+/GffrmIKD5IowtbY6F/+xWr1lYCJy8pCzpw5ADpK33378MPwOBwdgQGXyy9YkDljBuY99FDH60oSXiwuBnrZdZgzbx6WvPSS7/P1997rnw3YRcbUqX4BhcPvvQd7U1OPY7tfu9Tv2oX2XjJauy9Y25uaYK2r69PYnq7ZO3XPrFRoNFDodBBkso732FPXEIJMBnm393tDVhYSRo4MHHvq75IoQjj1Ppw8ZgxcFovvsc6Pzud1fb/OnD7d7zqg8zVlp64nOjOLAWDYhRdCl5rq95pdx3a9JhqxeDESR43qeF1B8L2+TC4HZDLEdbkPKbjqKmROnx4wh87nGbvcL4y55hoMv+QSv9eUq1S+QEHXsoWjli7FqKVLe/336CqlqMgvI+RMzvRvTLGlP9kJnYp0Oqxqaen38/RGla/8kcN2+h7I0urCtpXVmLY4C2rt4C61dA+Gla9bhz0vv4yL/vQnXqMPknqXC00uF1K4sSIAAwpE1J0gScxb6guz2Qyj0Ygfbd/eY+1Mii3NNTZsX+1f9mnKwkyk5jBFkogo2PI1Gvz6DEHwaOGVJNx17BicvZSUGywehwOH3nkHe158EbamJnxvzRpfyT6n2QyVwcAdkAPgcTrhOtUEVqHV+oL9LosFB//7Xzjb2zua2J/6s7OZ7PAFC3zZiw6TCf+eNavXc3TNMhQ9Hrx0hk0Beeefj8XPP+/7/F8TJ/p2kgtyeccOco0GcpUKmdOn46I//9k3duVtt8HjcECmVEKuVEKmUnUEuZVKJAwf7svMBIDdL7zgG9sZOO8MnmuTkzFi8WLf2JPr1sHrcJxeFO8MssvlUOh0fo1IW44cgdfl8hvXuTguUyr9NlM4zWZAkgIW/LsukhNRdPifrCxM7udmA48o4v8dO3bO/Yps7W5sW1kNh9V/Y5XeqMT0xdlQ64Kzf1P0ePD24sVor6qC2mjEeY895svkp4G5IT0d53XfpBbjKh0O/L68fFBf02Wx4NVp09DW1oZ4NrInikjMUCA6B+UHTX6f6+KVSMkO3k5SIiI6LRbKHQGAXBAwUqvFwSDvClNoNBh/440oWr4cNZs3+4IJQEeZOtOJExh56aUYsWgRkouKYnpHsCSKcLa1wdHaCntLCxytrYjLzPRl9dkaG/HVr38NR2ur76Prrvni667DvIcfBgCIbjdKTgUBetLepV+V8tTOeV/5ly4l6pR6vV8GokyhwMz77oNcrfYLDig0GijUamhP9ZjqdP369R2Pq9V+2as9ufTFF/v8vZp0hjKL3eX3o6FtZ2+ovlBzkYIoJsgFAUXnkNWnkMlQoNOd8/uszqDsKH+0qhp2y+mggrXNjZKVHeWPNPrBX3KRKRS47OWXsfaee9C4bx/W/PznKFq+HLPvvx8KrXbQzxdL9lutDCh0w+wEIuoJAwpE/WQzu9FY6Z/uP6zYyF1uRERDQEDsBBQAYPQQBBQ6KdRq5F1wge9zj8OB+l274Gpvx+4XXsDuF16ANjkZ2XPmIGfOHGRMn+4XfIhEHoejY+H/VHDAfioIkFRQgOzZswEAltparLj1VjhaWuBsawsolVN83XW+gIJMoUDVt98GnkgQoI6P95XBATpKPRZefXVHE9nOZrKn/lQZDH477eUqFW49cKDP1xoTz9C3qbuuJRqJiCLRSK0Wmj6U++xJ0QACCgCgNSh9jZrt7aeDCjZzZ1AhC9q4Mwdrz0V8Xh6ueOMNbH/mGex58UUcevtt1O3YgYuffLJfgVfyV2qzwStJkPPe3ucAAwpE1AMGFIj6qfyQye9zhUqGrFHcAUdENBRGaLVIPMsu6mhSGMQ+Cmej0Ghww9dfo+Krr3B85UpUbdwIe3Mzjn36KY59+inyFy7EJc88AwAQvV4c++QTGIcPhzE/P7CnzRCQRNEvM8CXRWAywdHaiozJk31ldsxVVXjviiv8mtF2VfS97/kCCgqtFqbjx/0eVxkM0CQlQZOQ4Fe7Wm004vwnnoA2KQmaxETfGKVeH5DZIVMocMEf/tDnr48bF4iIenYu/RM6Fet0eH+A59fGKTHj0hxsW1UNm9ntO24/VRJp+qXZQQkqyFUqzLznHmTPmoX199+P1mPH8NHy5bjm00/9++NRnzlEEcft9pBef4UTh9eL4/1sXE5EsYEBBaJ+8LhEVB81+x3LLoiHQhm75R+IiIZSLDRj7ipfo4FaJgt6H4XeKHU6jFyyBCOXLIHX5UL97t2o2rgRNVu2+NW1t9TU4Ktf/9r3uSo+HrrU1I6PlBSMWLwY+QsWAADcVitOrlsHuUp1up59l+b18bm5SBw1CkBHDfzSDz6A6HLBZbF0fLS3d3xYLBhxySUYd+ONAABzRQXe7lKXvzuvw+ELKKgNBl8wQaZUQpOQ0LH4fyoIkNqlB4E6Ph6Xv/pqx2OJiVAnJEDeS8NGQSbD6GXLzuVbTURE52ggAYVstRrxCgXMHs/ZB5+BRq841ai5Gta2LkEFi8dX/khnCM6GiJy5c/Hdjz7CuvvuQ3xeHoMJA3TQamVA4ZRDNhtEtl0loh4woEDUD9XHzPC6u7yhCkBekTF0EyIiiiECgKkxFlCQCQIKtNqwqF8rV6mQNWMGsmbMCHjM63Qia9YstJ08CWtdXUdzYbPZt7M/Pi/PF1Cw1tdj/X339XqeCbfcglmnHneazdjyxz/2OrYz8AAAmsREAB1ZAp2L/74gQWIi0idP9o1Vxcdj+erV0CYlQRkXd8bd/4JMhqwzNEQmIqLQSVQokK1Wn/PzhVP9F7aazWcffBYanQLTF3eUP+oaVHBYPNi2shrTFmdBH99zQHqgtMnJuPTFFyF5vb5j9pYWeF0uxGVkBOWc0eqAzYarQj2JMMFyR0TUGwYUiPpIkiRUHGrzO5aWqw/aThMiIvI3WqdDvCL2Ll1G63RhEVA4k8RRo3D5q68C6MhAsNTVwdbY2PHR0IDU8eN9YwW5HNmzZ8PrckGSJEAUIUlSR28CSYI+Pd03VhUXh5GXXQa5SgVVXBxUBsPpPw0GGIcPPz02Ph637t8PWR/+jwiCAOOwYYP3DSAiopAYSHZCp+JBCigAgFrXmalQA4vJ5TvusHYEFaYvzobeGJyggkwuB071khC9Xqy79140Hz6Mi598EtkMjPdZpcOBdo8Hhhi85uzuQC+lIYmI+BuSqI+aqmx+NTGBjmbMREQ0NGKpGXNXhVptqKfQL0q9HokjRyJx5MgeHzcOG4bLXnmlT6+lSUjAxX/9a5/GCoIAgTf/REQxZXxc3IBfo2gQghJdqbWnggqrq9Hecjqo4LR5feWP4hKCE1TwnautraOfUEsLVtx8M2b96lcYd+ON7MfTBxI6Sv3MiI/tPol1Tida3O6zDySimMTC70R9VH7Q5Pd5XKIKiRmRtchDRBSp5IKAKTEaUMjTaKCR8ZKNiIioK4UgYMwg1Lo3KhTIGkDZpJ6oNHJMW5QNQ5L/67rsXmxbWQ1Lq3NQz9edNikJV775JgqvvhqSKGLzH/6Abx58EF6X6+xPJhwM88zQocDsBCI6E96dEvWBxeRCc43d79iw4gTu8CAiGiJFOh30p9L4Y41MENgckIiIqJsCrRbqQQq4FwfhfValkWP64izEp3QLKjg6MhXaW4IbVFBoNDj/iScw+9e/hiCTofS99/D5zTfD3tIS1PNGg0NcTGf/BCI6IwYUiPqge3aCUi1D5oiBp9cSEVHfTI/R7IROoyOs7BEREVGwDUa5o07Fg1z2qJNSLce0S7JgTPUPKridIratqoa5ObhBBUEQMP6HP8Ti55+HMi4Oddu3Y+1ddwX1nNHA5PGgxhncf5tw5hFFHGFQhYjOgAEForNwOb2oOdbudyx3tBFyBX98iIiGglIQMGkQFw0i0WhmKBAREfkZjIbMnQq0WiiClH3eEVTIRkKaxu94Z1ChrckRlPN2lTt/Pq56+22kFBdjzm9/G/TzRYNYzlI4ZrfDLUmhngYRhTGuiBKdRVVpG0Tv6TdTQQByx7AZMxHRUBkfFwdNjJY76pSjVkMX498DIiKiTmkqFdJVg9fYWCWToSCI2YAKlQxTL8lCYrp/UMHjErF9dQ1MjcEPKiSOHImr338fSYWFvmPmysqgnzdSxXIfBfZPIKKzYUCB6AxEr4SKg21+x9Lz46DRK0I0IyKi2BPr5Y6AjpIFhSx7REREBAAYH4QSRcEqe9RJoZRhysIsJGX4v597XCJ2rK6BqSH4QYWuPQBrSkrwzpIlKHnqKUjcjR7gqN0OjyiGehohEcvBFCLqGwYUiM6gtqwdTrvX71j+uITQTIaIKAZpZLKgLBpEIjZmJiIi6hCUgMIQvM92BBUykZzVLajgFrH9i2q01tuDPodOjfv2QXS7sfv55/HV/ffD63IN2bkjgVMUUeYIfpAn3LR7PKiO4f4RRNQ3DCgQ9UKSJJw8YPI7lpihgTFF0/MTiIho0E2Ki4NSxssVABjDgAIRERHUQSpPlK1WI14R/Ex0uUKGyRcHBhW8bgk7vqhBS93QBBUm3nILznv8cQhyOY5+/DFW/fjHcLW3n/2JMSQW+ygctNnAfBUiOhveoRP1ornGDkur/y6N/LGJIZoNEVFsmhEfH+ophI0slQpx7KNAREQxrlingyIImw0EQRiSLAXgdFAhJdv/fF6PhJ1ratBSOzQL2WO+8x0sfu45KHQ6VG/ejE9vvBH25uYhOXckOBSDpX9i8Wsmov5jQIGoFyf3t/p9rjcqkZrL3aFEREPFIJejiLvyfQRBYNkjIiKKeePj4oL22mOHsMxiZ1Ch+z2m1yNhx5paNNcMTVAhd/58XPGf/0CbnIzmQ4fwyfe/D0dr69mfGAPKnU7YvN6zD4wisZiVQUT9x4ACUQ/aW5xorvFPNR02NsGviRUREQXXVIMBMv7e9cOyR0REFMsEBKd/QqcinQ5DeeUhkwuYdGEm0vL8vybRK2Hnl7Voqh6axd2UsWOx9PXXoc/MROrYsVAxQxQAIEoSjsTQAnut0wmTxxPqaRBRBGBAgagH3XsnqDRyZI00hGYyREQxiuWOAjGgQEREsWyYRhPUPgcGhQJ5mqHtmSeTC5h4YQbShwUGFXatrUVj1dCUoEkYPhxXv/02LvjDHyBjiUWfWNqxH0tfKxENDAMKRN04bB7Ulvk3o8odEw+5gj8uRERDJVmpxIghvqGPBOkqFYxD0DCSiIgoHE0IYrmjTkPVR6ErmUzAhAsykJHv//V1BhUaKocmqKBLS4NMqQQASKKIbx99FA179w7JucPV4RhaZGdAgYj6iiukRN1UHGqDJJ7+XCYXkDvGGLoJERHFoOkGA8vM9YJZCkREFKsmDEGPg6Hso9CVTCZg/PnpyBjhH1SQRGD3ulo0lFuGdD57X3kFB//7X3x+881o2LNnSM8dTupcLpjc7lBPI+hirbwTEQ0MAwpEXXjcIioPt/kdyxppgFrL3aBERENpJssd9Wo0AwpERBSDEhUK5A5B9uJIrRYaWWiWSmQyARPmpweU25VEYPf6OtSfHLqgQvH3vofM6dPhtljw+S23xHRQIRayFE44HHCI4tkHEhGBAQUiP9VHzfC4/N9Eh41NCM1kiIhiVLZajSy1OtTTCFvMUCAiolg0fgjKHQGATBBQFML3WkEmYNy8NGSN6hZUkIA9X9Wh7sTQBBWUej0WP/88MqdNOx1UiNHyR7FQCuiQdWjKahFRdGBAgegUSZRQftDkdyw1V4e4BFVoJkREFKOYnXBmyUolkk/VNyYiIooVE4ewFFGoyh516gwqZBf6XxNJErD367qAnn/BotTpsPj555FxKqiw4pZb0LBv35CcO5yUxkJAIQa+RiIaPAwoEJ1SX26Fvd3jdyyf2QlERENKADDDYDjruFjHLAUiIoolaplsSEv+hTqgAACCIGDsnFTkjO4hqPBNPWqOD1FQQa/HpaeCCq72dqz+n/+BO8YWn1s9HtS7XKGeRtA4RREnHI5QT4OIIkjEBhT+8Y9/ID8/HxqNBjNnzkRJSckZx5tMJtxxxx3IzMyEWq1GYWEhVqxYMUSzpXAnSRJO7Gv1OxafrEZihjZEMyIiik0FOh0Sufv+rBhQICKiWFKs00E5hH0NkpRKZKpCn6kuCAKKZ6cid4zR/wEJ2PdNPaqPmodkHp1BhezZs3HeY49BGYPXIdHcR+GozQavJIV6GkQUQSKy0+zbb7+Nu+++G8899xxmzpyJp59+GosWLUJpaSnS0tICxrtcLixcuBBpaWl47733kJ2djfLyciQkJAz95CksNdfYYW52+h0bPj4RgiCEaEZERLFpFssd9QkDCkREFEsmDFH/hK7G6vWoDYNd6YIgoGhWCgQZUHGwze+x/d82QJKAnMLgXz8p9XosefnlmL1HPmyz4fwoXUOK5mAJEQVHRGYoPPnkk7jttttw0003obi4GM899xx0Oh1efvnlHse//PLLaGlpwUcffYS5c+ciPz8f559/PiZOnDjEM6dwdWKvf3aCzqBE+rDQp7kSEcUSpSBgSggWDCJRvEIRFjsniYiIgk0mCJgQghJE48Kg7FEnQRAwZkZKjyV5D2xsQOXhtsAnBWkencyVlfj8pptgra8fknOHWqnNBilKd/EzoEBE/RVxAQWXy4UdO3ZgwYIFvmMymQwLFizA5s2be3zOJ598gtmzZ+OOO+5Aeno6xo0bhyeeeAJer7fX8zidTpjNZr8Pik6mRgda6ux+x/LHJ0CQxebOCyKiUJkYFwetXB7qaUQMZikQEVEsGKHRIE4x9MUVCrRaqIewzNLZCIKAwunJGD4+IeCxg5sbUXHINGRzkSQJX/3616jevBkrbrkFjtbWsz8pwlm9XlQ5nWcfGGEsHk9Ufl1EFFzh8+7YR01NTfB6vUhPT/c7np6ejrq6uh6fU1ZWhvfeew9erxcrVqzAgw8+iL/+9a/4/e9/3+t5/vCHP8BoNPo+cnNzB/XroPDRPTtBrZUjexRLbhARDbWZLHfUL0VhtHOSiIgoWCaFKHtRIZOFXfBeEAQUTE3GiAmJAY8d2tKE8gOmIZvHhX/8I3RpaWg9dgwrb78dLotlSM4dSqVRuJO/1G5HdOZdEFEwRVxA4VyIooi0tDS88MILmDp1KpYvX47f/va3eO6553p9zq9//Wu0tbX5PiorK4dwxjRULCYXGiqsfseGjU2ATM7sBCKioWSQy8OqtEAkKNRqIYvROsZERBQ7JoawHGI4XpsIgoBRU5IwclJgUOFwSRNO7h+abAFDTg4ue/llqBMS0LhvH9b8/OcQ3e4hOXeolNrtZx8UYVjuiIjORcQFFFJSUiCXy1HfrU5ffX09MjIyenxOZmYmCgsLIe9SRqGoqAh1dXVw9dJkSa1WIz4+3u+Dok/3iy2FSobc0cYQzYaIKHZNj4/n4ng/aeVyDFOrQz0NIiKioMlSq5EWwp5BY8MwoACcCipMTsaoyUkBj5Vua8aJfUMTVEgcNQpLXnwRCp0O1Zs24ZsHH4zaPgMAcMRmgxhlX180Zl0QUfBFXEBBpVJh6tSpWLt2re+YKIpYu3YtZs+e3eNz5s6di2PHjkEURd+xI0eOIDMzEyo2NIxZdosbNcfa/Y7ljTFCoYq4Hwsioog3m4H7c8KyR0REFM1CVe6oU7JSiawwDt6PnJSEgqmBQYUj25tRtqdlSOaQOn48Fjz9NAS5HEc++gj7XnttSM4bCg5RRIXDEeppDJpWtxv1vWyyJSI6k4hcOb377rvx4osv4rXXXsOhQ4fwk5/8BFarFTfddBMA4MYbb8Svf/1r3/if/OQnaGlpwS9+8QscOXIEn3/+OZ544gnccccdofoSKAyUHzCh6+YCmVzAsLEJIZsPEVGsylKrkafRhHoaEakozGo7ExERDaZQBxSA8Cx71NWICUkonJYccPzozhYc2z00QYW8887DvIcfRtrEiSi44oohOWeoRFPZI2YnENG5UoR6Audi+fLlaGxsxEMPPYS6ujpMmjQJq1at8jVqrqiogEx2OlaSm5uL1atX46677sKECROQnZ2NX/ziF/jVr34Vqi+BQszl8KLqiNnvWE5hPFQaeS/PICKiYGF2wrkbodFAJZPB1SULk4iIKBokKhQYFgYbDsbr9fiiZWgW5s/V8PGJEGQCSkua/I4f39UCSZQwanIShCCXliy69lqMXrYMMkVELjP1WanNhkVJgVkhkYj9E4joXEXsb/qf/exn+NnPftbjY1999VXAsdmzZ2PLli1BnhVFiopDbfB6TqcnCAKQz+wEIqIhJxMEzGRA4ZwpZDIUaLU4YLWGeipERESDKhyyEwBglFYLrUwGe5gH7/PHJkAQgMNb/YMKZXtaAQkYNSX4QYWuwYTSDz5A8pgxSCkuDuo5h9oxux1eSYI8Cnp/RVO2BRENrYgseUQ0EB6XiPKDJr9jGSMM0BqUoZkQEVEMK9bpYIzynWzBNoZlj4iIKApNMRhCPQUAHZsfisO87FGnYcUJKJqVGnC8bG8rjmxvHrKGyUc++ghf/+Y3WH3HHbA1Ng7JOYeKUxRRHgV9FBpdLrS43aGeBhFFKAYUKOZUHDbB4/LfXTJ8fEJoJkNEFOPmGI2hnkLEK2ZAgYiIokycXI5RWm2op+EzIUICCgCQV2RE8ZzAoMLJhK1MoQAAxYVJREFU/SaUbhuaoMKwiy6CcfhwWGtrsebOO+GNssa/0VAqiP0TiGggGFCgmOJxizi53+R3LC1PD0OiOjQTIiKKYXq5HBMj6AY9XGWr1TDI2QOIiIiix8S4OMjCqKTMWL0e4TObs8sdbcTYuWkBx8sPmHB4a1PQgwrq+HgsevZZqOLjUb97N7558MEhy44YCkeiYDE+GoIiRBQ6DChQTKk83Aa30z87YeSk6GioREQUaWYYDFDIeCkyUEIElWIgIiLqiylh0j+hk0GhwPAwypjoi5zCeIybFxhUqDjUhkNbgh9USBg+HAueegqCXI6jH3+MvS+/HNTzDaXjDgc8Yd5T42yOsH8CEQ0A7+IpZng9gdkJqbk6xCczO4GIKBTmstzRoCli2SMiIooSWpksLPsDjY/A4H12QTzGn5eO7ukVlYfbcHBzY9CDCjlz52L2/fcDALb+5S+o+PrroJ5vqLhEEScjuI9CndOJNo8n1NMgogjGgALFjMpSM1wOr9+xkROZnUBEFAq5ajVyNZpQTyNqMKBARETRYkJcXFhmMEZSH4WuskYaMOG8dHSvIFVVasaBjcEPKoz9/vcx5pprAElCS2lpUM81lCJ5h39pBM+diMKDItQTIBoKXo+Ik/ta/Y6lZOtgTOViFhFRKDA7YXAlKJXIUqtR43SGeipEREQDMtVgCPUUepSj0SBJqUSL2x3qqfRb5ggDBEHA3q/r0DV+UH3UDEmSMG5uGgRZcLpECIKAuQ8+iBGLFiFn3rygnCMUSm02LElODvU0zgkbMhPRQIVf2J8oCKqPmuG0d8tOmJQYotkQEcU2pSBgZnx8qKcRdYqZpUBERBFOI5OF9ftZpGYpAEDG8DhMvCAjIFOh5lg79n3bAEkMXqaCXKXyCyZ4Xa6Ib9J83G6PyD4KkiRFRVNpIgotBhQo6oleCSf2mvyOJWVqkZAWWU21iIiixWSDATq5PNTTiDpszExERJFuQlwclGFY7qjThDBrFt1f6flxmHRhBoRu3+La4+3Yu6EeYhCDCp0stbX45Pvfx75XXw36uYLJLUkR2Ueh1uVCu9d79oFERGcQvu/URIOk+pgZDpt/w6GRk9g7gYgoVOax3FFQFGq1UHbfdkhERBRBpob5gv1orRbqMA549EXasDhMuigzIKhQV2bB3q+DH1So+PprNO7di61/+QtqSkqCeq5gi8Q+CsxOIKLBENnvhERn0ZGd4N87ITFDg6QMZicQEYVCmkqFQi1/BweDUiZDQRiXiSAiIjoTjUyGsWGebaeIgDn2RVquHpMvzoRM7r8Rof6kBXu+qoPoDV5QoWj5coxauhSS14u1d98Na3190M4VbJG4OM+GzEQ0GBhQoKhWfdQMu6VbdsJEZicQEYXKPKMRAnfRB81YBhSIiChCTQzzckedJkZBQAEAUnN6Dio0lFuDGlQQBAHzH3kESYWFsDc14cv/9/8gRmCjawA47nDAG0G9ICRJwtEIDIIQUfgJ/3dronPk9Yg4vqfF71hCmgZJmdwZS0QUCnJBwBw2Yw6qaNg1SUREsWmqwRDqKfTJ+Lg4yKJkc0RKtg5TFvQQVKiwYvf62qAFFZQ6HRY+8wxUBgPqd+3Ctr/9LSjnCTaXKEZUHwX2TyCiwcKAAkWtqiNmOG3+b5ajJidxZywRUYhMjouDQaEI9TSiWqZajSSlMtTTICIi6hedXB4xWXZ6uRyjoqh8Y3KWDlMXZkKu8L9Pbqy0YdfaWng9YlDOaxw2DOc//jgAYM9LL6Fyw4agnCfYIqnsUWkEzZWIwhsDChSVPG4RZd16JyRlaJGcFRkXqURE0Wg+mzEPiUhZkCEiIuo0KS4Oiggod9RpUpg3j+6vpEwdpi7MCggqNFUHN6gw/JJLUHz99UguKoIhJyco5wi2SGrMHElzJaLwFjnv2ET9UHm4DS57t+yEKeydQEQUKukqFcawHM+QGMfvMxERRZjpEVLuqFO09FHoKjFDi6mXZEGu9A8qNNfYsWNNLTzu4AQVZv3qV7jyrbeQMHx4UF4/2I7b7RAjoI+CJEkRlU1BROGNAQWKOh6XiBP7/LMTUrJ1SEyPnrRUIqJIcx6zE4bMGJ0Ocpb3IyKiCGGQyzEmwrLrUlQq5KjVoZ7GoEtM12LaJdlQKP2Xilrr7NixugZu1+DX31eo1VB0+V5a6uoG/RzB5BRFlEdAH4ValwsW9k8gokHCgAJFnfKDJrid/rsnmJ1ARBQ6SkHAbAYUhowmymo7ExFRdJtqMERkk+NoK3vUKSFNg2mLsqBQ+S8XmRod2L6qBi5HcBalJUnC9meewVsLF6J2+/agnCNYIqGUELMTiGgwMaBAUcXl9OLkfpPfsbQ8PYwpmtBMiIiIMD0+Hnq5PNTTiCkse0RERJFiRnx8qKdwTiZHaUABAIypGkxfnA2l2n/JyNzsxLaV1XDaPYN+TkEQ0F5VBdHtxrp77oGjtfXsTwoTkbBYXxoBQQ8iihwMKFBUKd9vCqjtOGoysxOIiELpgoSEUE8h5oxnQIGIiCJAilKJkRGaVZej0SBFqQz1NIImPlmNGUtyoNL6bwqxmFwoWVENh3XwgwrzHnoIxvx8WOvr8e0jj0CKgN4EAHAsAvooHI2AoAcRRQ4GFChqOO0elB80+R3LGB4HQ1L01bYkIooUwzUaDNMwS2yoZarVUb3IQURE0SFSsxM6RXOWAgDEJagw49JsaPQKv+M2sxslK6pga3cP6vmUej0u+vOfISgUKFu1Ckc/+WRQXz9YHKKISqcz1NPoVa3TiXb2TyCiQcSAAkWNsj2t8Hq67AoQgJGTmJ1ARBRKFyYmhnoKMYtlj4iIKNzNNBhCPYUBmRzh8+8LvbEjqKA1+AcV7BYPtq2ohrXNNajnSx0/HlPvuAMAsPHRR9FeVTWorx8s4ZwBEAk9HogosjCgQFHB1u5GZWmb37GsEQbEJahCNCMiIopXKDA1ynfuhbMJ/N4TEVEYG6bRIEMd2dnkIzQaGBWKsw+McFqDEjMuzYHe6J/96LB5ULKyGu2tg7s7f9JttyF98mS4rVasv/9+iBGwuz6cF+0joccDEUUWBhQoKhzd2QypS+sEQQaMmsLsBCKiUDrPaIRCxkuNUCnUaqHm95+IiMLUzAgvdwR0NBKO9rJHnTR6BaZfmo24RP9Ney67F9tWVsPc5Bi0c8kUClz4pz9Bm5KCgqVLIUTA9cxRuz1sez6Ec7CDiCJT+P9WJjoLc5MDdWUWv2N5RQnQxrF2NBFRqCgEAeezGXNIKWUyjNHpQj0NIiKiADJBwIwoKRcUKwEFAFBrO4IK8Sn+mSVup4htq2tgahi8hev43Fxc9+WXKFq+HIIgDNrrBovN60V1GPZRqHe5YPYMfgNtIoptDChQxDuyo9nvc4VKhhETWLObiCiUphoMiI+BEgDhbmIMLXIQEVHkGKfXwxAl1wmFOh0McnmopzFkVGo5pi3KQkKaxu+4xyVi++oatNQOXnkdheb0OVzt7fA4Bi8LIhiOhmEmAMsdEVEwMKBAEa2p2obmGv837eHjE6HSxM4FHRFROLqYzZjDwni9HuG/p4+IiGLN7P/P3n3HV1Xffxx/n7vvTW72Xuy9lyxBURQXiltrHTjaqmito45WcbXW1Vrrav25ap11VkXUooAggoCoIHsTyACyd+69vz8iKZcAScg49yav5+NxH8k98xNI7j33+znfz6cDlDvax2IYGtrJEvh2h1UjTkxTXKo7aLmvNqBln+3S7uyyVj1fzrJleuuMM/TNX/7SqsdtbaFYWmgtCQUAbYCEAsJWIBDQuqXBsxOcHqu69I82KSIAgCT1crvVxeVqfEO0uSibTV35vwAAhJAIq1WDIyLMDqNVDe8g5Zuaw2a3aPjkVCVkBJdX9PsCWv7fXcrbWnqIPZuvurRUpTt36od//lM5y5a12nFb2/oQHLwPxVkTAMIfCQWErZzNpSrZG1yjsOewOFlt/FoDgJkmMzshpFD2CAAQSkZ5vbKFQZPd5ujr8SiiE5U92sdqs2jYcalK6hKcIAr4pRVf5GjXppJWOU/WMceo91lnSYGA5t5xh2pDdJC8xOdTTgj1UcirrlYh/RMAtIGO9S6OTsPvC2j9Ab0TIqLtSuvZcabOAkA4SnI4GMAOMfx/AABCyfjojjej3GIYnao58/4sVkNDjk1Ravfgnz8QkL6fn6vs9cWtcp6xt92miORkFW/dqiWPPdYqx2wLoTQjIJRiAdCxkFBAWNq2pkgVpcGZ9t4j4mWxUCkaAMw0OTZWhsFrcShJczqVaLebHQYAAMpwOpXVQUvxjeyEZY/2sVgMDZqQrPReB9zgF5BWLsjT1h8LW3wOZ1SUJtx3nyRp5T//qV1Ll7b4mG0hlAbxacgMoK2QUEDYqa70aeOKvUHLYpJcSszqWHU4ASDcRFqtGteBmix2JJ2tWSQAIDR1xNkJ+/TxeBTZCcse7WNYDA0Yn6isfg3/j9cs3q2NK/YqEAi06BxZEyeqz9lnS4GA5v3udyFZ+iiUBvFDKbkBoGMhoYCws3HFXtVW+4OW9RkVzx2xAGCySTExsnewmsgdBQkFAIDZbIah0R34xgOLYXTK5sz7MwxDfUcnqOvAmAbrNny7V+uW7mlxUmHsbbcpIiVFcb17qzaE+hXsU1Bbq93V1WaHoT01NdpTU2N2GAA6KJvZAQDNUVpYre1rioKWpXSPVEyS26SIAACS5LRYNIlmzCGrh9str9WqEp/P7FAAAJ3UsMjIDt+4eJTXq/mFhWaHYSrDMNR7ZLxsDos2LA+uLLBlZaFqqv0aMDZRxhGWK3Z4vTrzrbfkjg/dmwrXV1QoweEwN4YQmikBoOPhNkKElbVLdmv/GxosVkO9R8SbFxAAQJJ0dHR0hx8kCGeGYTBLAQBgqokxMWaH0OZ6ud2KtnHfpmEY6jEkTn1HJzRYl72uWN/Pz5Xfd+QzFTwJCUHJhIDff5it218olBpaFwIxHExlYaEWPfig2WEAaCESCggb+TvKtDs7OMvedWCM3JE0mgQAM1kNQycwOyHkDevkZRgAAOZJdjjU2+MxO4w2ZxhGp27OfKAu/WM0cEKSDpxIkLO5VN9+vku+2pYlAir27tWcm27S1w891KLjtLZQSCiEQgwHs/Dee7X23/82OwwALURCAWHB7w9o7Td7gpY53VZ1G8QAFgCYbUxUlGLtJHdDXR+3Wx5mkQAATDChAzdjPtBRJBSCpPeM0pBJKTIOGH3avaNcyz7d2aA/YnPkr1ypjR99pJX//KfyfvihhZG2nrzqahWa2L+gsKZGeSHQx+FAGz78UBtnzZLouQaEPf6KERZ2rC1WWWHwG2KvEfGy2fkVBgAzWQxDJ8XFmR0GmsBmsWhQRITZYQAAOhmbYWhcJ0oodHW7lciNFkGSu0RqxAlpstqCpyoU5Fbqm9nZqq48sh5PWRMnqudppyng92v+738vfwg1ITZzhkAozk4o3bVLC+69V5I09KqrTI4GQEsxGouQV1Pl04Zvg2cnRMU7ldaTOz8AwGwjvV4lmdx0Dk03grsmAQDtbITX2+n6LI2KijI7hJATn+bRyClpsjmCh6GK91RpyawdqiyrPaLjjr3jDjljYrR37Vp999xzrRFqq9hg4qB+qPVPCPj9mnfHHaouLlbi4MEaPH262SEBaCESCgh5G77dq5qq4GmQfY4KbsIEAGh/hqRTmJ0QVvp7PHIxzRwA0I6O7QTNmA80mgT+QcUkuTXq5HQ5XMEJprKiGi2ZtUPlJc2fYeCOi9O4O+6QJC1/6ikVbtrUKrG2lJmD+uvLyxvfqB2t/Ne/lL1okWxutyY9+KAsNC4Hwh6fKBHSivdUaduaoqBlSV0iFJfiNikiAMA+I7xepTqdZoeBZrBT9ggA0I4ynU51d3e+z24pTqeyXC6zwwhJUXFOHXVKulwRwYPKFaW1WvLRDpUUVDX7mD2nTlXG0UfLV12t+XfdpYC/Zc2eW8OuqiqV+Y6slFNLlNTWalcI9U/wVVdr1SuvSJLG3HqrYrp1MzkiAK2BhAJCViAQ0Oqv86XA/5ZZrIb6jkowLygAgKS62QmnxsebHQaOwEjumgQAtJNJsbFmh2AaZikcWkS0Q0edki5PVHCviaoKn775OFuF+ZXNOp5hGJpw992yeTwq3rZNpTt3tma4RyQgc2YKhFr/BKvDoTPffFOjb7lF/c4/3+xwALQSEgoIWTs3lqgwL/hCovvgWLm9NLgCALON8HqVxuyEsDQgIoKyRwCANhdhteqoTjyoflRUlCyU6T0kd6RdR52SLm9ccC+umiq/ls7O1p5dzRuM92ZkaMpTT+m8jz6SNyOjNUM9YmYM7q8LsXJHkuSMjtaQK66gbDXQgfBpEiGpptqndUuDGzG7vXZ1HRhjTkAAgHoWw9BUZieELbvFoiGRkWaHAQDo4CZER8veiRPYUTab+nk8ZocR0pxum0adlK6YpODyUL7agJZ9ulO5W0qbdbz0MWPkCKEklhkJhVCZobB33Tqte+89BQKBxjcGEHY677s7QtqGb/equiK43mC/0Qmy2viVBQCzHeX1KoXZCWFtVAh92AYAdDwWw+iUzZgPNDYqyuwQQp7dadWIE9MUnxbcayPgl1bMzdH2tUWH2PPQAoGA1r7zjrbMmdNaYR6R7VVVqmzHPgrlPp+yq5rfg6K1+WtrNff22zX3ttu04u9/NzscAG2A0VmEnJK9Vdq+OviiITHTo8RMmkgCgNmszE7oEPpHRCjCajU7DABABzU8MlKxdkrVDo2MpMxgE9jsFg2fnKbkLgd85g9IP36Vr43f7W3Wne5r33lH8+64Q1/OnKnKwsLWDbYZ/IGANlY2rx9ES6yvqFAozAf47rnntHvVKjmiotTnrLPMDgdAG+CdDSFlXyPmwIGNmEcnmhcUAKDehOhoJTgcjW+IkGY1DA2n7BEAoI1M7sTNmPdnt1g0glmBTWKxGhpybIoy+jSc1bFh+V6tWby7yUmFXlOnKqZ7d1Xs3q3FDz/c2qE2S3s2ZjajCfSB9q5bp2VPPCFJGve738mTlGRyRADaAgkFhJSdG0pUkBucwe82KEYeGjEDgOmcFotOZXZCh3EUZRgAAG2gh9utbm534xt2EuN4v20yw2Ko/9hEdR/SMCG1bXWRvp+fK7+v8aSC1eHQxPvukyStfftt7fz661aPtanWtWNPg/Y818H4a2s174475K+pUdaxx6rX6aebGg+AtkNCASGjutKntd/sDlrmjrSp2yDubgGAUDA5NlZRNpvZYaCV9HK7Fcv/JwCglZ3I7IQgPT0eJTG7s8kMw1Cv4fHqOzqhwbqcTaVaPmeXamv8jR4nZcQI9bvgAknS/JkzVduOpYf2t7WyUjX+xuNtqUqfT9tN7p/w/fPPK3/lSjmiojThnntkGIap8QBoOyQUEDLWLtmtmqrgN9q+YxJpxAwAIcBrtTJA0MEYhsEsBQBAq0p2ODSEknoN0Jy5+br0j9HgY5J14Jj0nuxyLf0kW9WVjTc7Hn3TTfIkJal461Ytf+qpNor08GoDAW1qh2TGhooK+ZvRZ6K1Vezdq2VPPilJGnf77YpITjYtFgBtj5FahIQ9O8u1c2NJ0LLkrhFKohEzAISE0+Lj5aKJb4czhgEOAEArOjE2lruSD2JsVJT4V2m+1O5eDT8hVVZb8L9eUX6VlszaoYrSmsPu7/B6dfRdd0mSvn/hBZXn5bVZrIfTHr0N1ptc7sgdF6dT/u//1P9nP1OvadNMjQVA2yOhANP5av1a9VV+0DKbw6J+NGIGgJCQ4nBoYkyM2WGgDaQ5ncp0Os0OAwDQAcTYbCSqDyHWblf/CG6WOxIJ6REaeVK67M7g4auyohot+ShbpYXVh92/6+TJGnzFFTrtpZdMaxDcHoP9ZvdPkKTUUaN09F13kVQEOgESCjDdxu8KVFESfGdB7xHxcnqo6wwAoeDcxERZ+GDQYTH4AwBoDZNjY2WzMMRwKEdHR5sdQtiKSXTpqFMy5DpgjKCyvFZLZu1QYf7hSwqNueUWpQwf3pYhHtbGigr52rAcUbXfr60m9Ygo2rJFRVu3mnJuAObh3R6mKtlbpS0/FAQti0lyKaMPgxsAEAoGRERoILWQO7TRUVEkjAAALRJhtTKbsRGDIyLkpXzkEYuMceioU9MVEW0PWl5T5dfS2dnK31HWpOMUbd2q0l272iLEQ6oJBLSlDQf82zphcSh+n09f3Hqr3jrjDG35/PN2Pz8A85BQgGkCgYB+/Cpf+7/vGYbUf1wiU+QAIARYDUPnJlJ+rqPz2mwaRBkGAEALHB8bKyezEw7LZrFoLLMUWsQdaddRp2QoOjG4XKOvNqBv/7tL2euLD7v/ho8+0lunn64vZ85UoJ0H4Nuyj4JZ5Y5+ePFF5X33nSw2mxL69zclBgDm4B0fptn2Y1GDqYndBsXKG0stZwAIBZNiYpRKff1OYRxljwAAR8hjteo4Zic0CWWPWs7hsmrklHTFp3uClgcC0soFedr03d5DJgsS+vVTwO/X9vnztfHDD9sj3HptOejfHk2fD1S4aZOW/vWvkqSxt9+uyJSUdo8BgHlIKMAUZcXVWrdsT9Ayj9eu7kNiTYoIALC/KJtNU+PjzQ4D7WRQZCRlGAAAR+S4mBi5eQ9pkmSHQ709nsY3xGHZ7BYNPz5VKd0bluVcv3yvVi/KV8DfMKkQ0727hl9zjSTpqwceUGVBQYNt2srGigr522BWRI3fr83t3D/B7/Np3h13yFddrcwJE9TnrLPa9fwAzEdCAe0uEAho1YI8+X3Bb6YDxifKauNXEgBCwTmJiXIxONBpWA2DMgwAgGbzWK2aHMtNYc0xkffbVmGxGho8MVldB8Y0WLd9bbFWfJEjX62/wbohV1yh2F69VLl3r75+8MF2iLROpd+v7VVVrX7czZWVqm3n8k0rX3pJuStWyB4ZqQn33kvJaqATYvQW7W7b6iIV5AZn0DP7RisulTs1ACAU9PF4NJoSOJ0OZRgAAM11QmwssxOaaRizAluNYRjqMypBfY9KaLAub1uZvpmdrepKX9Byq8OhiffdJxmG1r33nnYsXNhe4bZJaaJ17VzuqGjLFn2zr9TRbbcpMjW1Xc8PIDSQUEC7Ki+u0foDSh25I23qPZKyGgAQCmyGoYuSk80OAyZIdjjUy+02OwwAQJiIpHfCEbFZLBpHEr9VdRkQoyHHpsg4YISrKL9Kiz/aofKSmqDlyUOHasDPfiZJ+vLuu1XbTk2N26KPQns3ZI5MS9OQK69U1jHHqM/ZZ7fruQGEDhIKaDeBQEArF+TKV3tAqaOjk2Sz86sIAKHgpLg4JTscZocBk0xkYAgA0EQnx8VRHvEITYyOFkViWldKt0iNnJIumyN4bKG8uEaLP9qh4t3BVRJG/eY3iurSRX3OPFNGO/0er6+oOGTD6CNR6/drUzsnFKwOh0Zed52mPP00pY6AToxRXLSbQ5U6iqfUEQCEhFSHQyfHxZkdBkw0PDJSkQwOAQAaEWuz6ViS0EcsweHQgIgIs8PocOJS3Bp9SrpcEbag5dUVPi35OFu7s8vqlzkiI3XuBx9o+DXXyNpON9OU+3zKbsU+CpsrK1XTTv0TKvbskb/mfzM9DAvDiUBnxisA2kVZUTWljgAghBmSLklJkY0PB50aZRgAAE1xekIC1wwtNImETJuIjHVq9KkZiowNThL4agNa/tkuZa8vrl+2fyLBX1Mjf21tm8e3vhVnFLTmsQ7H7/Pp0+uu07vnnaeCjRvb5ZwAQltYXwE8+eST6tq1q1wul0aPHq0lS5Y0ab/XX39dhmFo2rRpbRsgJEl+f0A/zD9IqaPxlDoCgFBxXGysulM/H5KOoQwDAOAwMpxOjY2KMjuMsDcgIkKJdrvZYXRIrgibjjolXXEpwde2gYC0ckGeNq7YG1R6KO+HH/TOOefoh5deavPYWrPnwdp2asi86pVXlLt8uYq3bpXN6WyXcwIIbWE7mvvGG2/oxhtv1MyZM7V8+XINGTJEU6ZMUV5e3mH327Jli26++WZNmDChnSLFpu/2qmh38LS+zL5Rik+j1BEAhIIkh0PTEhLMDgMhIsHh0EDKMAAADuHsxERqp7cCwzAoG9WG7A6rRpyYppTukQ3Wbfh2r1YtzJffX5dU2Lt2rfauXaulf/ubirdvb9O41rdSEsAXCGhTZWXjG7ZQ0datWvLnP0uSRv/2t/JmZLT5OQGEvrBNKPz5z3/WVVddpenTp6t///565pln5PF49Pzzzx9yH5/Pp4suukj33HOPunfv3o7Rdl6FeZXa9F1B0DJPlF29RzJwBQChwJB0WUqKHJQtwH4mxcaaHQIAIAQNjIhQf5LOrWZ8dLScXIO1GYvV0OCJyeo6MKbBuuz1xVr+2U7VVPvU5+yzlTZ6tHyVlfpy5sxWbZx8oBKfTztboY/ClspKVfv9rRDRoQX8fs3/3e/kq6xU2pgx6nfeeW16PgDhIyzfuaqrq7Vs2TJNnjy5fpnFYtHkyZO1aNGiQ+537733KikpSVdccUV7hNnp1db49f38XO3/XmwY0uCJyZQ6AoAQMSUuTj0odYQD9Pd4lNxODQoBAOHBahg6NzHR7DA6FLfVSvmoNmYYhvqMSlDfoxre1LhnZ4WWfJStyrJaTbjnHlkdDmV/9ZXWv/9+m8a0rhVmKbRHuaNVr76qXUuXyubxaOL999OIGUC9sHw12L17t3w+n5KTk4OWJycnKycn56D7LFiwQM8995yeffbZJp2jqqpKxcXFQQ80z5olu1VRUhO0rMfQOEUnukyKCACwv0ynU1Pj480OAyHIMAwdzywFAMB+JsXEKIX66a3uuNhYehe1gy4DYjR0Uoos1uB/7dLCan394Q4pMkXDr71WkrToT39Sxd69bRZLazRTbo2kxOEUb9+uJY8+KkkafdNNiqLUEYD9hGVCoblKSkp08cUX69lnn1VCE2tEP/DAA4qOjq5/ZGZmtnGUHUvu1lJlrwtOwsQkudRtMIMTABAKHBaLrkxNlY07jXAIY6OiFGG1mh0GACAERNls3ITQRpLpXdRukrtGatTJ6XK4gq9vqit8WjIrW6mTz1dcnz6qKizUogceaLM4WtqY2RcIaGM79E+I79dPqaNGqf+FF7b5uQCEl7AcRUhISJDValVubm7Q8tzcXKWkpDTYfuPGjdqyZYumTp0qm80mm82mf/7zn/rPf/4jm82mjRs3Ntjn9ttvV1FRUf1jexs35ulIKstqtWphcHNsq83QoInJsli49wIAQsH5iYncZYjDclgsmhgdbXYYAIAQcHZCglwkmdvMZGYFtpuYRJfGnJahiGh70HK/L6Dv5u9Wr8tvlWGxqGzXLtW20aB9cW2tclrQR6E9+idEZWZq6ssv64S//Y1SRwAaCMtXBYfDoREjRmjOnDn1y/x+v+bMmaOxY8c22L5v37764YcftGLFivrH6aefrkmTJmnFihUHnX3gdDoVFRUV9EDj/P6Avp+Xo5qq4De3fmMS5fHaD7EXAKA9jfR6dXRMjNlhIAxMio2VzeBmAADozHp7PBpDgrlN9Y2IUCY3erQbt9eu0admKC61YR+xnL1JGnzHUzrlxZdkc7VdueaWzFJoy/4Jvurq+u8tVqtcfGYAcBBhmVCQpBtvvFHPPvusXnrpJa1evVpXX321ysrKNH36dEnSJZdcottvv12S5HK5NHDgwKBHTEyMvF6vBg4cKAdNB1vNxhV7VZAbnMVP7hKhtJ5ekyICAOwvyeHQxQf0IAIOJdpm02huqgCATstmGLooKcnsMDqFE+LizA6hU7E7rRpxQtpBxyoKazL03Re5qq1pu1kALUkKtFVCwVddrfcvuECLHnigzWZnAOgYbGYHcKTOP/985efn66677lJOTo6GDh2q2bNn1zdq3rZtmyxMy2pXe3aWa9N3BUHLXJE2DRifJIO7GwHAdHbD0C9TUylZgGaZEhenr4qKFDA7EABAuzs5Lo4Sie1klNerd/PzVVBba3YonYbFamjg0UnyRNm1YXlwE+b8HeX6+r31qv3uVfWYMlmZEya06rmPdIZCrd+vja3Q1Plglj35pHb/+KNKdu7UkCuvbNMZGgDCW9gmFCRpxowZmjFjxkHXzZ0797D7vvjii60fUCdWVVGr7+cH97QwDGnIMSmyOxm4AoBQ8PPkZGXwwQDNlOxwaLjXq2UlJWaHAgBoR2lOp07irvl2YzEMTY6N1b/z880OpVMxDEM9hsTJ47Xrhy9zFdhvUkL2J2+qaMEb2vbF5zrvow9atfzPvj4KzU3Yba6sVE2g9W/zyFm+XN89+6wkacI998iTmNjq5wDQcXALP1os4A/oh/m5qq7wBS3vNSJeMUkMXAFAKJgUE0P9YxyxkxlQAoBOxWIYujQ5WTZm/berCTEx8jCT1BSp3b0adVK67M7//c5HHXWmbHEZqtyTrzm33tXq5zySWQptUe6opqxMX9x6qwJ+v3qdcYa6T5nS6ucA0LFwdYAW2/RDgfbsDH4jTEj3qOvAGHMCAgAE6ePx6DzqH6MFMl0uDY6MNDsMAEA7mRIbq67uhg1r0bacFosm0QTXNLHJbo0+NUOeKLskyWJ3KeHU30iGRdnzPtXCp95QoBVnBxxJcqAlzZwP5asHHlDJ9u2KTEvT+N//vtWPD6DjIaGAFtmzs1wbvg2uNej0WDVoYjJ9EwAgBCTa7fplWposvCajhU6Ljzc7BABAO8hwOnnNN9HxsbFyMjPENBHRDo0+NUOxyXXVFpxpfRQ99nxJ0up/PKxl/1klX23rNGtubnKgxu/XplZOKGz46COtfestyTB07B//KIe3YZNqADgQ71I4YhWlNfpubo6CujQa0uBjUuRwMU0TAMzmsVo1Iz1dEUydRyvo4nJpCLMUAKBDsxmGLk9NpdSRiSKsVk2gTKWpHC6rRk5JV3qvusH16HHny5HcQ/7KUv349B+0ZNZ2VZW3vHl2cW2tdlVVNXn7TW3QP8Fqt8seGalhv/qV0saMadVjA+i4uErAEfHV+rXiixzVVAVn5nsOi1NcClNjAcBsNsPQr9LSmt3oDTic0+PjxVwXAOi4zkpMVDrXDqY7ITZWNmaXmspiNTRgfJL6jIqXYbUp4bSbZdicqs7dqD0bturrD3aoeE/TkwGH0pyyR23RP6HbiSfq3P/8RyOuvbbVjw2g4yKhgCOyZvFuFe8OfvNMzPSo++BYkyICAOxjSLo0JUV9PB6zQ0EHk+FyaQRT4QGgQxoUEaHjY/k8Fwpi7HYdzSwF0xmGoa4DYzV8cqpcqVlKmHabUqc/LntsmirLa7Vk1g7lbilt0TnWNqOE0ZpWTCjU7HesyLQ0WWy2Vjs2gI6PhAKabce6Yu1YVxy0zOO1a9AE+iYAQCg4JzFRR0VFmR0GOqgzEhLoyQEAHUyszabpqalmh4H9nBQXxyyFEJGYGaExp2YofshY2bwJ9ct9tQGt+CJHG7/be8TNmteVlzdp3yq/X1sqK4/oHAfa+sUXev3EE7VjwYJWOR6AzoeEApqlaHelVn+dH7TMajM09PgU2Z3U6AYAs50cF6fJcXFmh4EOLMnh0ETumgSADsNqGPpFWho9l0JMrN2ucbzfhozIWKfGTM2sb9Zcvu4r7f7oLwoEAtqwfK9+mJ97RM2aS30+ZTehj8KGigr5WqF/QtGWLfrit79Vxe7d2jZvXouPB6BzIqGAJqsqr9WKz3Pk9wW/iQ0YnyRvLHU2AcBsx8bEaFpiotlhoBM4LT5eLhp2AkCHcG5iorq76YMXik5mlkJI2desOSGhUvn/eVhlK+eoeMm7kqRdm0r1zcfZqixrfrPmppQ9ao1yRzVlZfr0uutUXVKi5GHDNPqWW1p8TACdE58E0SS+Wr++/XxXgzfHLv2jldqdWsoAYLajo6N1QVKS2WGgk/DabDqZmTAAEPbGRkVpEn0TQlYcvRRCjsVqaPhpA9R3+q8lSYXzXlTF5uWSpKLdVVr0wXYV5Da9L4LUtGbLLW3IHAgENO/3v1fB+vVyJyZq8mOPyepwtOiYADovEgpoVCAQ0I9f5asoP3gaXmyyS71HJRxiLwBAexkfHa2fJ9PHBu1rcmysEux2s8MAAByh7m63fp6cbHYYaMTJcXGyc40XUgzD0ISbrlDWlNOlgF+7//OQagp2SZKqK3z6Zna2tq8tavLx1pWXy3+YckblPp+2tbB/wnfPPadNH38sw2bTCX/9qyL42wfQAiQU0KjNPxRq58aSoGWuSJuGTEqRxcKFDQCYaWJMjC4mmQAT2CwWncesGAAIS3F2u65OS5ON8nUhL8Zu1zExMWaHgQMYhqETHr5f8QMGyV9Zqvx37pO/qm4WQcAv/fhVvlZ9ldegZPTBVPj9h00YrC0vV0u6J+z46isteeQRSdK4O+5QyvDhLTgaAJBQQCPytpVp/bI9QcusNkPDj0+V020zKSoAgCSdEBuri0gmwERDIiM1ICLC7DAAAM3gtlh0XXq6omx8ngsXJ8XFyUnyJ+RYHQ6d9NQTcicmqmb3Nu3+4GEF/L769TvWFuub2dmqKm+8r8LheiS0tH9CyogR6nHqqRpw0UXqf+GFLToWAEgkFHAYJXur9P28nAbLBx+TIm8cTZgBwEzTEhJ0DneHIwRcmJREKQYACBM2w9DV6elKc/J5Lpx4bTadQK+LkBSRnKwT//Y3WZ1OxffpKR1wTVSYV6lFH2xXUf7hSxYdLmmwuoUJBZvTqeMeflhj77iDG5EAtAoSCjioyvJaLf/vLvlqgyfW9R4Zr6Qs7kQEALNYDEOXpKTo5Ph4s0MBJEmJDodO4fcRAEKeIemK1FT18XjMDgVH4ITYWHmtVrPDwEEkDx2qcz/8UKf8eaaGHJsqizV40L6q3KclH2cre33xIY+xoaJCtX5/g+UFNTXKra5udkylu3Zp6eOPK/DTMQ2LRRZ+fwC0EhIKaKC2xq/ln+1UZVnwtLy0Hl51HRhjTlAAALksFs1IT9f46GizQwGCTImLUzp3uwJAyDIkXZySouFer9mh4Ai5rFadSgI/ZEVlZkqSUrt7NeL4eNVsWRS03u8LaOWCPK3+Ol9+f8OOCDWBgDYepI/CkcxOKM/P10eXXablTz2lb/7612bvDwCNIaGAIH5/QCs+36WSvcEZ8JgklwaMT2J6HACYJN5u161ZWdSrR0iyGoYuTUmRhesEAAhJFyQlcUNCBzAxJkaJdrvZYeAw/DU1WnTnjdr5xh9Us/qDBuu3rS7S0k+yVVXRsK/C6rKyBsua2z+hPD9fH11+uYq2blVkWpr6n39+s/YHgKYgoYB6gUBAqxbmac/OiqDlHq9dw45vOG0PANA+ens8uj0ri3rHCGldXC5Nob4zAIQUQ3XJhGN5fe4QrIahsxITzQ4Dh2HYbEoeOlSStPM/f5ex6cMG2xTkVGrRf7arIDd47KU+eXDffZLFIt13X7NmKBRv3673f/YzFaxfL09Skk576SVFpqUd8c8CAIdCQgH1Nq7Yq50bSoKW2Z0WDT8xVQ4XtfYAwAzHx8bqNxkZ8tpsZocCNGpqQoIySXwBQEgwJF2UnKxJJBM6lOFer3q43WaHgUMwDEMjr79eI2bMkCRt+fczMlb9U4YR3B+hqtynbz7O1tYfCxUI1JVA2lpVpep77pHuuksKBKS77tLRjz/epPPu/vFHvf+zn6lk+3Z5MzN1+r/+VV+GCQBaGwkFSJJ2rCvWxhUFQcssVkPDT0hTRJTDpKgAoPNyWSz6RVqazktKoowMwobVMHRFaqrs/M4CgKn2vR5PiIkxOxS0gfMSE8U7bWgbMWOGRt9yiyRpy4dvqmrew7JbqoK2CQSkNYt36/t5uaqt8eukJ5+U4+67g7Y54/HHdcpTTx32XDXl5Zp15ZWqyM9XXO/eOuOVVxSVldWqPw8A7I+EApS7tVQ/fpUXvNCQhhybophElzlBAUAn1sXl0u+7dNEIGiciDKU6nTovKcnsMACg03JZLLouPV2joqLMDgVtpKvbraP4/w15Q664QpMfe0xWp1O7Fn2pivmPKT6t4eySnM2lGvqbP+mMQ8xGaCypYPd4dPRddylzwgRNffllebgOA9DGqJ/Qye3ZWa7v5ubopxl29fqNTlRSFo0/AaA9GZJOiovT1IQEWbnDG2FsYkyM1paXa2lJSeMbAwBaTazNphnp6cpwcWNYR3dWQoJWlJaqyu9vfGOYpvtJJykyNVWf//a3Gn3jDYrvl6YN3+7Vpu//VyHiuoWv6boFrxz2OPuSDbOuuUaSlLN8uWorK5Uxblz9ebpNmSKDzxAA2gEJhU6sML9S387ZpcAB1x/dBsUoq1+0OUEBQCeV5HDospQUauKiw7g4OVk7qqqUU11tdigA0Cl0dbl0TXq6oum71CnE2O06KS5O7+/ebXYoaETSkCE676OPZPnpb7PXiHjlf/mO8nYZuik/Wzd99VqTjnPG448ru6BAj+TlafMnn8idkKBzP/hArp/6pJBMANBeuNLopEoKqrT8s53y1QZPTUjvHaVeI+JNigoAOh+LYWhybKxOj4+X3UIlQnQcLqtVV6el6YFt21TJ3ZMA0KbGR0frZ0lJsnEt0amcGBurr4qKlF9TY3YoaIRlv0Rf0ZYt+vG5x+WvqdGTkioknSOpv3TQ3hh7Jc2W9E9Jn7z8ct1Cw1DWscfKsFrbOHIAaIirjU6ovKRGyz7ZqZqq4A/3yV0jNWBsIlltAGgnXVwu3Z6VpbMTE0kmoENKcTp1ZWoqjSMBoI3YDUOXpKTokpQUkgmdkM1i0fnUyw87nqQkXThypBIlbZN0t6SBkhIkTZL07n7bvi4pUdJFkj5RXcLhdEmPXXihjrn/fjnppQHABFxxdDIVpTVaOjtbVRW+oOXx6R4Nnpgsw8JHfgBoaxFWqy5KTtbtWVnKosYxOrhBkZE6JzHR7DAAoMNJczp1R5cuGh9NudrObFBkpIZERpodBprB7vHo5a+/1lZJL0o6VZJDdTMR5krK32/bLpL8qks43CFpg6T3JV3/WtPKJAFAW6DkUSdSWVarb2bvVEVpbdDymCSXhk5KkcVKMgEA2pLVMHRMTIymxsfLw/RkdCKT4+K0p7ZWnxcUNL4xAOCwDEnHxcbqzIQEZjhCknR+UpJWl5ermhKDYeM/112nMx5/XJdKulRSlaQfJK2RNGa/7UZI2ikp9SD7A4BZSCh0EpVltfrm42xVlATXVvTGOTR8cqpsdi5EAaCtGJJGeL06IyFBSQ6H2eEApjgvMVEltbX6pqTE7FAAIGwlORy6JDlZvTwes0NBCIm323VafLzeyc9vfGOEhFnXXCOprtGyJDkljfzpsT+HGiYT3r/++vr9AcAMJBQ6gcryWn0zO1vlByQTIqLtGnFimuxO7pIFgLYyODJSp8fHK5PSRujkDMPQ9NRUVQUC+r601OxwACCs2AxDJ8TG6tT4eGYl4KBOiI3V18XF2ll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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, acquisition_function=acq_function)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After three steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[95m5 \u001b[0m | \u001b[95m1.402 \u001b[0m | \u001b[95m2.005 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, acquisition_function=acq_function)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After four steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[0m6 \u001b[0m | \u001b[0m1.007 \u001b[0m | \u001b[0m0.3179 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, acquisition_function=acq_function)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After five steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[0m7 \u001b[0m | \u001b[0m0.2017 \u001b[0m | \u001b[0m-2.0 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, acquisition_function=acq_function)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After six steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[0m8 \u001b[0m | \u001b[0m1.023 \u001b[0m | \u001b[0m5.756 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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48OEyHWvFihW269W6dWstWrRII0aMsM0iOOO2226zPT0sSXFxcdq2bZtGjx6tkJAQ2/Irr7xSvXr10o8//ijpdOmWxYsXa8CAAerQoUOR45+ZYbJo0SJ16dJFwcHBSkpKsr169uypwsJCrVu3TtLpa5qdnX3eUklBQUHatWuXDhw4UKZrcIanp6etD0hhYaGSk5NtZbOK+x6566677PpadOnSRZJs137z5s1KSEjQAw88YDdu9OjRF/U0f0Xi4uKi4cOH67vvvlNmZqZt+dy5c9WpUyfVr1+/1H14eXlp5cqVdq/XX3/9omM6twdJly5d7D4HX3/9tUwmU7GzMC50ppMkrVq1SgUFBXr00Uft+sfcd999CggI0A8//GA3/lI+q8nJyVq+fLmGDRtmW3bbbbfZynxdrEWLFikwMFC9evWy+9y1b99efn5+WrNmjd34+vXrq3fv3mXat6enp5o0aaLBgwdr/vz5+uKLL9ShQwf961//0saNG8+7rclk0vLly/X8888rODhY8+fP19ixY1W3bl3dcccdZerp8M0338hqtWrIkCF25xYZGanGjRsXOTc3NzeNGTPG9t7Dw0NjxoxRQkKCtmzZIunif6YDAAAAjkLSAQCAcuDv7y9JysrKKrLugw8+0MqVK/XFF18UWZeSkqLx48erRo0a8vb2Vnh4uO3GaHp6+gXHcccdd6hz58669957VaNGDQ0dOlQLFy60S0A89dRT8vPz09VXX63GjRtr7NixduWXSrJr1y7dcsstCgwMVEBAgMLDw203K8+NtVatWkVumAYHBxepx16Sa665RitXrtSqVav022+/KSkpSZ9//nmRmuvn3kQ+evSoJBVbXqV58+ZKSkpSdna2EhMTlZGRoSuuuOK8cRw4cEDLli2zSxqFh4erZ8+ekk43x5Wkhx56SE2aNFHfvn1Vq1Yt3X333Vq2bJndvqZOnaq0tDQ1adJErVq10hNPPKEdO3aUei2sVqvefPNNNW7cWJ6engoLC1N4eLh27NhR7PdInTp17N4HBwdLku3an7lGjRs3thvn7u6uBg0alBpPWV3MDXNHGDlypK3PgHS69M6WLVs0YsSIMm3v6uqqnj172r3at29/UbGc6c9wtnM/B4cOHVJ0dLRdkuxSlPQZ8PDwUIMGDWzrz7iUz+qCBQtkNpvVtm1bHTx4UAcPHlRKSoquueYazZ0796LP4cCBA0pPT1dERESRz15WVpbtc3dGWZJJZzz88MP6/vvv9eWXX2ro0KEaPny4Vq1apaioKFsptPPx9PTUs88+qz179ig2Nlbz58/Xtddeq4ULF+rhhx8u07kZhqHGjRsXObc9e/YUObfo6OgiTbmbNGkiSbYeERf7Mx0AAABwFHo6AABQDgIDAxUVFaW///67yLozPR7ObfQqSUOGDNFvv/2mJ554Qm3atJGfn5+sVqv69Oljlygo6QbuuQ1pvb29tW7dOq1Zs0Y//PCDli1bpgULFuj666/XihUr5OrqqubNm2vfvn1aunSpli1bpq+//lozZszQpEmTNGXKlGKPk5aWpm7duikgIEBTp05Vw4YN5eXlpa1bt+qpp54qMqvC1dW12P0YhlHs8nOFhYXZbuyfT2mNXy+V1WpVr1699OSTTxa7/szNv4iICG3btk3Lly/XTz/9pJ9++kmzZs3SyJEj9dlnn0k6Xdv+0KFDWrJkiVasWKGPP/5Yb775pmbOnKl77723xBhefPFFTZw4UXfffbemTZumkJAQubi46NFHHy12NsulXvuy8PT0VG5ubrHrcnJyJJ2+4e4MLVq0UPv27fXFF19o5MiR+uKLL+Th4aEhQ4Zc8r7L+jk8o6SvRUVyKd8vZxILxTVWlk7PrrmYRJbValVERESJiYtzEzll/TlQUFCgTz75RE8++aTdLBB3d3f17dtX7777rgoKCuxmAJ1PVFSUhg4dqttuu00tW7bUwoULNXv27BJ7PUinz81kMumnn34q9tpfTL+Ti/mZDgAAADgSSQcAAMpJv3799PHHH+vPP//U1VdfXer41NRUrV69WlOmTNGkSZNsy4srvxMcHFxs6Y5zn1qWTpeYueGGG3TDDTfojTfe0Isvvqhnn31Wa9assd3I9/X11R133KE77rhDBQUFuvXWW/XCCy/omWeeKfZm8dq1a5WcnKxvvvlGXbt2tS2PiYkp9TwvpzONXvft21dk3d69exUWFiZfX195e3srICCg2CTR2Ro2bKisrKwyJUA8PDw0YMAADRgwQFarVQ899JA++OADTZw4UY0aNZIkhYSE6K677tJdd92lrKwsde3aVZMnTz5v0uGrr75Sjx499Mknn9gtT0tLszWovRBnrtGBAwd0/fXX25abzWbFxMSodevWZdpHcddY+t+1P3McyfGzHkrb38iRI/XYY48pLi5O8+bNU79+/WwzPi7FmX2c+1ks7nNYVg0bNtTy5cuVkpJy3tkOZb2GZ38Gzr7hX1BQoJiYmDJ9L5dFTEyMfvvtNz388MPq1q2b3Tqr1aoRI0Zo3rx5+s9//lPiPko6p4YNG2rVqlXq3LmzQxOLycnJslgsxSaJzGazrFZriQmk83F3d9eVV16pAwcO2Eolne/cDMNQ/fr1bUnL84mNjVV2drbdbIf9+/dLkurVq2dbdqE/0wEAAABHorwSAADl5Mknn5SPj4/uvvtuxcfHF1l/7pPDZ55yPXf5W2+9VWTbhg0bKj093a4cT1xcnK2EzBkpKSlFtm3Tpo0kKT8/X9LpG29n8/DwUIsWLWQYhsxmc7HnVlysBQUFmjFjRrHjnSUqKkpt2rTRZ599Zndj+O+//9aKFSt00003STqdmBk0aJC+//57bd68uch+zpznkCFD9Pvvv2v58uVFxqSlpclisUgqek1dXFx05ZVXSir5uvv5+alRo0a29SVxdXUt8j2yaNEinTx58rzblaRDhw4KDw/XzJkzVVBQYFs+e/bsMtWkl6SbbrpJGzdutNWUPyMtLU1z585VmzZtFBkZaVvu6+t7UeXCSnLmBmxJ8Q4bNkwmk0njx4/X4cOH7XoWXIq6devK1dXV1svjjEv5HNx2220yDKPYJ9LP/rr7+vqW6evTs2dPeXh46O2337bb/pNPPlF6err69et30bGe7cwshCeffFKDBw+2ew0ZMkTdunUrtcRSSV/HIUOGqLCwUNOmTSuyjcViKfP36bkiIiIUFBSkb7/91u57PysrS99//72aNWt23iTHgQMHdOzYsSLL09LS9Pvvvys4ONg2C6Okc7v11lvl6uqqKVOmFPlcG4ZR5OeExWLRBx98YHtfUFCgDz74QOHh4bayXxfzMx0AAABwJGY6AABQTho3bqx58+Zp2LBhatq0qYYPH67WrVvLMAzFxMRo3rx5cnFxUa1atSRJAQEB6tq1q1555RWZzWbVrFlTK1asKHb2wNChQ/XUU0/plltu0bhx45STk6P3339fTZo0sWsmPHXqVK1bt079+vVT3bp1lZCQoBkzZqhWrVq67rrrJEk33nijIiMj1blzZ9WoUUN79uzRu+++q379+tl6U5yrU6dOCg4O1qhRozRu3DiZTCbNmTPHoSV7HOXVV19V37591bFjR91zzz3Kzc3VO++8o8DAQE2ePNk27sUXX9SKFSvUrVs33X///WrevLni4uK0aNEi/frrrwoKCtITTzyh7777Tv3799fo0aPVvn17ZWdna+fOnfrqq6905MgRhYWF6d5771VKSoquv/561apVS0ePHtU777yjNm3aqHnz5pJOl/3p3r272rdvr5CQEG3evFlfffVVqXXg+/fvr6lTp+quu+5Sp06dtHPnTs2dO/ei+y+4u7vr+eef15gxY3T99dfrjjvuUExMjGbNmlXmfT799NNatGiRunbtqjFjxqhZs2aKjY3V7NmzFRcXp1mzZtmNb9++vRYsWKDHHntMV111lfz8/DRgwICLil86nUhzdXXVyy+/rPT0dHl6eur6669XRESEpNPld/r06aNFixYpKCjIYTfaAwMDdfvtt+udd96RyWRSw4YNtXTp0iJ1+C9Ejx49NGLECL399ts6cOCArbTa+vXr1aNHD9v3R/v27bVq1Sq98cYbio6OVv369W2l284WHh6uZ555RlOmTFGfPn108803a9++fZoxY4auuuoqhyVgziSXateuXez6m2++WY888oi2bt2qdu3aFTvmzE3zcePGqXfv3nJ1ddXQoUPVrVs3jRkzRi+99JK2bdumG2+8Ue7u7jpw4IAWLVqk6dOna/DgwRccs6urqyZMmKD//Oc/uvbaazVy5EgVFhbqk08+0YkTJ4rtu3O27du3684771Tfvn3VpUsXhYSE6OTJk/rss88UGxurt956y5agPXNuzz77rIYOHSp3d3cNGDBADRs21PPPP69nnnlGR44c0aBBg+Tv76+YmBh9++23uv/++zVhwgTbMaOjo/Xyyy/ryJEjatKkiRYsWKBt27bpww8/lLu7u6SL+5kOAAAAOJQBAADK1cGDB40HH3zQaNSokeHl5WV4e3sbzZo1Mx544AFj27ZtdmNPnDhh3HLLLUZQUJARGBho3H777UZsbKwhyXjuuefsxq5YscK44oorDA8PD6Np06bGF198YTz33HPG2b/eV69ebQwcONCIjo42PDw8jOjoaGPYsGHG/v37bWM++OADo2vXrkZoaKjh6elpNGzY0HjiiSeM9PR025hZs2YZkoyYmBjbsg0bNhjXXnut4e3tbURHRxtPPvmksXz5ckOSsWbNGtu4bt26GS1btixyXUaNGmXUrVu31OtXt25do1+/fucdExMTY0gyXn311WLXr1q1yujcubPh7e1tBAQEGAMGDDB2795dZNzRo0eNkSNHGuHh4Yanp6fRoEEDY+zYsUZ+fr5tTGZmpvHMM88YjRo1Mjw8PIywsDCjU6dOxmuvvWYUFBQYhmEYX331lXHjjTcaERERhoeHh1GnTh1jzJgxRlxcnG0/zz/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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, acquisition_function=acq_function)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### After seven steps of GP (and two random points)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| iter | target | x |\n", "-------------------------------------\n", "| \u001b[0m9 \u001b[0m | \u001b[0m1.057 \u001b[0m | \u001b[0m1.237 \u001b[0m |\n", "=====================================\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "optimizer.maximize(init_points=0, n_iter=1, acquisition_function=acq_function)\n", "plot_gp(optimizer, x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stopping\n", "\n", "After just a few points the algorithm was able to get pretty close to the true maximum. It is important to notice that the trade off between exploration (exploring the parameter space) and exploitation (probing points near the current known maximum) is fundamental to a succesful bayesian optimization procedure. The utility function being used here (Upper Confidence Bound - UCB) has a free parameter $\\kappa$ that allows the user to make the algorithm more or less conservative. Additionally, the larger the initial set of random points explored, the less likely the algorithm is to get stuck in local minima due to being too conservative." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 4 }