From 7768ac5a101d27e5170838ecec5d107579d725f3 Mon Sep 17 00:00:00 2001 From: Isaac Robson Date: Tue, 12 Nov 2019 00:10:36 -0500 Subject: [PATCH] fixed sensitivity analysis --- src/network_11_analysisOfSensitivity.ipynb | 926 ++++++++++++--------- 1 file changed, 514 insertions(+), 412 deletions(-) diff --git a/src/network_11_analysisOfSensitivity.ipynb b/src/network_11_analysisOfSensitivity.ipynb index 42cabbe..a99e087 100644 --- a/src/network_11_analysisOfSensitivity.ipynb +++ b/src/network_11_analysisOfSensitivity.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -65,12 +65,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEBCAYAAACdctWRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXtwXNd5J/g799nvRgNoACQhUKQoBUqoJBOOIst6OMOMpcQqaSXbtXZiV+yU403KsV1JpdalTbnKVmVS5aqdGSeOSonjUlbxpsYrZSlx6ViylBEmpl5RaO5aIiVBEkiQTZAE0Gg0+t33efaP0/fidqPffRvdTd1flU2x2X3veX7nO9/j9xFKKYUHDx48eLgmwQ26AR48ePDgoX/whLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMPwhLwHDx48XMMQBvXidLoA0xwdAsyJiRBSqfygm9EVRrntgNf+QWKU2w5cW+3nOIJYLNjxMwYm5E2TjpSQBzBy7XVilNsOeO0fJEa57YDXfs9c48GDBw/XMDwh78GDBw/XMDwh78GDBw/XMDwh78GDBw/XMAbmePXgYZSwmEhj4fQKkpky4lEfjh6ZxfxcrOW/efAwaHhC3kNPeOFUAs+/nkChrCPoE3DvbXO459a5QTfLVSwm0njyxfchizyiARHZgoonX3wfn/r1GwGg4b95gt7DMMAT8h66xgunEjj2k/MQOAJJ5FAoa3hyYQk/fj2BQ/ui14xGe/zkeaSyZRgGhSTymIjIkEUeC6dXAACyyMMvs61k/blweuWa6LuH0Ycn5D10jedfT0DgCESBg26Y0E0KUCBf1EZOo21kcllMpLG8moMocBB4At0wcXWziD0xP5KZMgAgGhCrnuWTePvfPHgYNDwh76FrFMo6JJH57lXdBAEBCIVB6UhptM3MMQunV8BzgKIaoJQdYiDAhbU8okEJ8VgAZdWw+wsAZdVAPOpr672eLd9Dv+FF13joGkGfAMNg2XjOrDyeIwBGR6NdOL1im1wIIfDLgm2OSaznYZqVDG0KmAD7kwJBv4itXBmZgoqSooNSipKiQ9EMHD0y2/Sd1sGSLahVB8tiIr07nfbwgYEn5D10jXtvm4NuUmi6CUKYIKSArcW2q9EOGslMGT6Jr/rMOqA0zQDPMcFPHP/OcwQTER/GQjKiQQmRoIRMUUMkKLVlomp2sHjw4CY8c42HrmFF0Tz/egKaYYJwFONhGfExf9sa7TAgHvUhW1DrmlzKio6SooPjCAiBLeh5fvu2kilq+NJDt3T0zmSm3NCW75lxPLgJT8h76An33LodMtmOcBpGAXb0yCyefPF9AIBumLiSKkDRTEgCB1HgEQqI0HQKVIS8KPCQRab5d3tbqT1YckUV61slaLqJR4+9ifGwjPGIb+Qc2B6GD56Q9+Aa5udiTQVRMwfnIAXY/FwMn/r1G3H8pWVcXMuBUkAWOHAcQVnVUVaBmZgfE2EJl1NFUJNiIiL3dFupOlh0A5dTRYCyGwKlQCqnQBJ5hAMSgNFwYHsYTnhC3kPb6FULd9qhgeGKKZ+fiyESWIFfFkDptvOYEALTpCiUdfAhGfunwwAhUDQD40Gp65uIdbAsnF7B2xfSEAUO07EArqQKEAQOpkmRyioIB6SRcWB7GE54Qt5DW3BDC29mhx4GJDMs4Ungt12sHEdgmCYiIRnf+Pytrr7Puvk88sQpRAMiCCGQBB66YYIjgKoZAEbHge1hOOFF13hoC8dfWkYqW8alZB4X1/IwTNpxNEg86kNZNao+GyYBFo/6wPMEzhoNpkkh8Fxf2+gcl8moD6ZJoRsUksiNlAPbw3DCE/IeWmIxkcaFq1momgFNM5Erqli+mkW2qHakhR89MgtFMzqOKd8tHD0yi4As2Nm7umFC100EfWJf21g1LqYJAChrhi34B+2z8DDa8IS8h5ZYOL0CjgM0g4JSaocRrqdLkIX2l5Blh+40pny3MD8Xw+c/djOzu1e0+f17Ivjcb873tY3WuADApY0ieJ7gwEwY+6fDUDSjxa89eGgOzybvoSWSmTJ4UhHtZNtebZq06u/toFUETj2cWdrA0wvv7UrY5fxcDA9/9khfnt3qvZGghAMz4ap4fWA4HNMeRheekPfQEvGoD6upAnwiB81gBdgJIQjIfN81zcVEGsdOngcPDFXYZT/QyDF9aT2Px545M1S5Be1iMZHG8ZeWsbKeA0AwGw/iwbsPjkz7rwV4Qt5DSxw9Mou3L2yCUsAv84zHxaQYj/j67jRdOL0Cn8RDqNwYhins0k0sJtLI5hV2mEoCJqM+hPwiNnMKckV1B8fNMB9yVqjtpfU8tvIKDMOEJPIAAZavZvEXT/0MY2Ef5qZCI3VgjSo8m7yHlpifi+G2n5+GqpvIFTUoqo5QQATPka4ckouJNB575gweeeIUHnvmTFNSrmSmvMN8MUxhl27ACk8N+hiPjaoZuJzMI5UtYzNbxnhYHhmOGyfxWknRoekmDApQCoACusEihxRV90jZdgmekPfQEouJNM5fyWLPuB/RoAie51Aoabj98EzHWlin7IvxqA8lRa/6bJjCLnvFYiKN7514C6ubReRKOsZCEiSRBwVQKGkIBSSMR6r7OsyHnDPhTTNYpBABoOkmVN2wXTiqZg79gXWtoCdzzV/+5V/i+eefByEEn/zkJ/G7v/u7brXLwxDB3rghGRNRPwCgpOhYWsngHkd+UDsZsZ1mvR49MotjJ89DKWvIlTSUVcYK+cDPHajb1mHkxmkE68ArKrpdeCVTMLBnPICQP4RMUWtKnjaMcPoVJIGHqpmglMKk28kHhBBmvsFwH1jXCroW8v/2b/+Gf/3Xf8WJEyeg6zo+9rGP4SMf+QgOHjzoZvs8tIF+O7ecGzdf0rCRKUPRdHCEYDGRtisotZMR22nW6/xcDP/hV2bx355fhGqYgElhUIITLy8DQFU92V6zcnf7gLAOPJ/EYvN5jgAmkMoqdgKWk+PGJ/Eoq8ZQ5RbUwnkoTUZ9KKk6NI2CcACp8PELHDARkQGwA0sWuJF1LI8CujbX/Oqv/iq+//3vQxAEpFIpGIaBQCDgZts8tIHFRBp//9wiLl7Nsg8IcHEthyeefcc1W6eVkZkvabiyUWBp9xwj8LJMLe3yo3eT9frOhU2MR3wQOQ6yJMAvMX6ZEy8vV/WxF472QRTxsHjsrSxXw6QgBCir20liw55bUAtnYlfQJ2BqzA9J5CFwBILAQeQJpsb8CPlFlBQdW3kFmcJOx7Jnp3cPPZlrRFHEd77zHfzd3/0dfuM3fgPT09NutctDm1g4vYJCWYMgcNukWuBQVHTXIlAsbTKVLds2VUoppmIBCDxna7/taOjdaKarqSKyBRUcR+w+CjyBqpu2AF84vYI3z6Xgl3lMRHw2e2O75oBBkKdZWm/IL2LvZBAbmTLKqo6ALFQJ8m5yC/qFVrcdJ/FaMlPGzHgAv/3Rm+zv1P4ehACOcpHXavTUINFzCOVXv/pVfPGLX8Qf/MEf4KmnnsKnPvWptn43MRHq9dW7jng8POgm7EA6r8IwqW3jBACesCiGdEG129xL2+PxMMaiAfz5//E6ULGnTo37EQnKoJQinVMwOxXCVl5BwGE7LpY1zE6Fqt5tPetHr5zH6mYRM+MB3HfHQdxyaLLh+2cmAriczEN2VG8yDYqAT8TlVAHHTp6HT+IR8AlQdBOr6RJEiUckKNdtQz2k8ypiERnEkdwlSjzSOcWVea/3jI8fvQmP//AsdEoRi/rg8wkoqwa+cP/hpuOx27DafmZpwx7reIwVhjl28vyO9sbjYdx1ZK7hs5z/9kf/9V/6Ou7O9o8qem1/10L+3LlzUFUVN998M/x+P+655x68++67bf8+lcpX1QUddsTjYSSTuUE3YwdiIQlrmwS6btparmFScASIBSUkkzlX2j4TlXHz/liVE1CtVE3iCUEyXcK5y1sAmLYtiRwCsoD7PrR/x7tnojK+8LGbqz5r1r777jiI/+/ddaiqAaFCIGZSijGZR6GsI+wTIRBWju/KRgEUwOpGAYWCis0co+t95G9fbWrrjYUkZHNKlYOzpOj2GNaiE/t9o/Gficr4xN0H2XPSJcSjPtz3of2YicpDs9acbX964T3wAARCoKkGBELAVz6ficpdPb/Tce+l/W5hN303zvZzHOlKOe5ayK+srOA73/kOfvCDHwAAXnzxRXziE5/o9nEeusTRI7Ms6SSngPIEIASGYSJa4Tp3+121ppZMQQWlFJLAgedYhIiqU/AcqdLOesEthybxwJ0HcOLlZai6CZ/EI+yXwPMcJJG367NaZo/kVgmFMovRHo/4MB6WWzphOzEjjZqDtxtYbUznVcRCbC31gyp61BzL1twbhonNnIJLazmcfi+J2XgQv/Ufbxq6eQQA/pvf/OY3u/nh9ddfj/X1dfyn//Sf8I//+I+488478dnPfrbt35dKKujoKPIIBmUUi+qgm7EDk1E/ZqdCWN0sIVtQbYpaSeSxmS0jHJSwf2/UlbZPRv2YmQjgykYBm3kV42EZBIBPErCZU0EI26gCz8rmWZr1rTf35qsJBmXsGfPj4L4oimUdJgWmYwHcf8cBbGbLKJRZCCIAW+jrhok9E0FEghIIIRAFDpSiYXvq9e3+Ow7U3bRPLSzBMKjt4G31bOfa2RYSFCGfgEJZxxtLG5iZCGCyEp66mEjjqYUlPPt6Am8vbyKdV/D8vyXsv4eDkv3dfsBqY66gIlvUcDmZx08X1+ETObu/FsqqgfGwjHBQqmpzu23sZNy7gdv79qmFJeQKrFSjopuMrI8C2aKGpZUMZqdCrs6Ns/2EEAQqvqZO0JNN/itf+Qq+8pWv9PIIDy5gfi6Ghz9THcbok3hbwxyLBrq+Ttd7l3MDWgUvVM2wi21wHIGqG1VanhvaayMHZD1NUHRo+BZaaZ3tOjh70WhbOXhrbwmrqQLeOJfCdMzf1o3EDSycXoFhmEjlFGZ6EzjoBkUyoyCqm3Z/rbE+NBvt6WYzTI7lVkhmysiVNBgmC00khIASFohQKGtD6TD2Ml5HGC+cSuBPHn0Zf/Cf/wV/8ujL+MF/f69uCOGPXjnftzZYIZGSyNvFNkyTQhJ4OzSyn+GJTprepctZrCTzkCUBY0GpbwVKeil+YoVNOuE8IGrDQHMlHQJHkCtqu0ZrYAkyjhDwPNPeBYEDQDEW9u0I51xayXQdujpqsOae1pghOEKgG+ZQJnZ5BGUjihdOJXDsJ+chVJycZdVAOq9iz4S/yonlk3isbhb71g7Lphr2C9jIKjBNxjkfC8u2bXU3whMVzcBsPLjDVwC4b+vtxY7cKoO19pagagZ4nt2MLPQ7S9RiHZUcZhmzUglM0Qx86aFfqfr+kwtLrtnqh91fYZH1abBLDoBSClHkIfBkKDORPU1+xGCRe/3j/1iCUeEG4Sp2Uo4AyXSp6vtl1cDMeH+T1GRJwGZOAaUUPAdEQzJmxgP2db2V9tor6iVBRYNSXa3TDYHRS4JSq+pYtbcESeRhGOxmZKHeraET0rdW3z96ZBY8R6AbTIwZFdbRSFCqK8TcKus4iIS0TjE/F8MDdx6AwJMK6RplPhmT9r2CWLfwNPkRgtNea5gAR2DzuYsCV9HoTZy7koFumBB4DkGfiM/ff7jv7Tm0L2prtLUCr9/8K41s5JmitkPrdAvd2pFrk4VqtdXaW0LYL2BN0TEREEEprXtrcEZ85EoaVlMFvH1hEw/ceaCK9qH2+41s6JYgO/HyMhTVgCRwiIXlhqyjbkXIDCIhrRvcc+sc5qbDOH7yPC6u5ey9Fg127hTdDXhCfoTg3AQiT1gaPBjDnyhwMI3t0nyk8l+1tsN+tQdovCn7HSbn5iGyG+aCZgfEjozRiSDu/KW9WFrJNGzT8ZPnsZ4uoqyZ4AiBJBCb9mFuOtwVSZwlyF45u4qV9XzTsWh1cLWLfoRo9gvzczE8ePfBqkCHsmoMJde/J+RHCM5NEI/5cTVVBKUAAYWmm9BMiskxH/ZOBO3flBQdP3rl/I7kI7fbY6HepnRLCDSCW4fIC6cSOPHyMoyK/blY1vDosTcRCki7WuCi3iHgZPt0YjGRxvJqDqZpAhQwKEVJpeAAcHx9LbiTebvryFxbyURuRMiMGuPmqNw8PCE/QnBugnglFnd9swiDsk3qk3nsqbG/99Px2mhTyiJfl1Wwn3VZOz1EajX2Q7NRnHh5GZQyO7iqGciVNIg8V1XgYti0NCZoOBRKJpx3NrPyf4n1/I7fDKswHbXEqFG5eXiO1xFCrdMu5BOxLx7C//pb/w7/5ct34oa90boOsH45Xus5ETMFFVu58q47z+bnYvjSQ7fgG5+/FV966JaWAr7WwXfi5WVougmBZ4YuvWIKM0xzqAtcJDNlTI35Uc8oJ/ActDo1eFs5fweFUWPcdMvh3G94mvwIoVOnnaUJ3XdHfzj+67XHwjBfYetdsw2TggIwKSN4s4qVm5T2VOBiMZHG48++09Ku3S0srVzkCTRjW9RzhP3PSVxnod/ms17gxo3vhVMJPP96gvEaBUV89N9fV9cB3StG5ebhCfkRQydOO2vz3nJosm+EV40yYJ0YtitsvWu2LPIoKhqrYMQiU2FUsrs0nXHp81xncdDWjSEUlPpWhNsSNLLEg9NN6IYJs2K+G4/4Gt7iRinLtBPU5o8UFQPHfsKSAfsh6GVJqCrWM4w3D0/IX2MYxOZ12rezeQWGbthlAoH+X2E7jYipZ5OOBCXohonxsIx0TrGzdy1FeGU9j7GwjAfvbv9WZN0YAj4RqqL35VZjHezHX1rGhatZ+GUBU1EfBIEfSq2y3/inVy/AMEwYBsAZBLLECpY8/3rCVSHfKHx4GOEJeQ89oTbm2jBMrFUSssYjvr5dYS3BnljPI19U22abBOpfs3mO4IE7D2BpJYPNnIqQX0DYL6KoGFA1A6LI4qA7Ec675ZhzchdZh914hYV02LTKfmIxkUa+pIMQliBIKVBSDMgCQaGst35ABxiVyBrAE/IeekTtYp+IMI29UNLACxpkgZXse3JhqaGW3akm7jxYFFUHpUAqU4Ys8gj5RbtdnZq15udiuOfWbZOTkyqZUopMUetobKwbg+zbFvT9vNVcqyaYdrFwegU8R0Dpdr4IACia2XWiUqO1OSqRNYAn5D30iHqLfTwsg+c5fOrooZbshN1wszsPFlUz7UIiG5kyQn6xrc3WTCC6FWJo3RiKZQ185RmtbjXDzt0yzEhmyoiP+bCWLjHfSgWUAvfe1rmpxqqfXChr0A0TqUwJl9bz+Nxvzg9tGGo9eCGUHnpCszCydgpr1/uOYVJ878RbNq/KmaUNANt8K2+eS2F1s4h8SbPZLy16Y+f7u4VbIYbzczHcfngGq6kCFhNbSG6VcPvhmYZCexS4W4YZ8agPkYCEmZgfHEdAwcw2++LBruzxx19aZsV4KCAKPCgFtnIKjr+0jKNHZpEpqDh3JYN3L6Vx7koGmYI6lD4QT8hfA+iUnMpNNBOI7RCT1X4nX9KwsVVCUdFtQff4D8/ihVMJWwD6ZR6abuLKRgEBmYdJKXTdhMhzrsR8uxWvvZhI47Wzq5iZCGJ+bgzxMT9eO7vacH7aORQ9NIa1FsMBCT+/P4Yb90Wxf28Ev/3Rm7p63sp6DjzPylkSADxHwPOkEk2zTRmyGxQivcAz14w42jF3nFnawNML7/XFBNDMvt3Olbb2OxuZMgghkEXeFnQ6pXj+9QTiY4xGeSLiw9XNIkCBQllH0MdYMDXDRHKrhHtvm+u5f27YtzuNrhklO+8wot5a/PjRm3oomEOA2gqWhACUzeFYSMaeGgoRz/HqwXVYgkQ3TFxcK9n848dPnsfDnz2CxUQax06eBw/0LVa7kUBsJ1lk53d0EEIwEdnemH6Zlcm7rqLxhysl0FKV0n+6wWHveMCO5nnt7GpdYq7dRiOhnVjP16V96NXOe63Z87vpT+1a7KWQ92w8iItrORAwGm+TAoZhYv90GIn1PBRVh6qZkEQeExEZIb84lAdy1zVee4VX49UdPPt6AjBNXE2XQCm7UpoUSGUV3DgbZVd9AsgC31Y9UjfRTv3O2u+YJsVYhQvegqqbUBQdssjb9UVlkbcPN1bLVd71/rXC28ubKJR1+GTB5v7fzJaRKagwDBPZgoorGwX8dHEdgsDhl2+M442lDVAKCDyxD8X77zjQsm5oO7Vju8Furft6dW1//HrC7k9yq4Sf/OwKXnrzKt67tNV2Ddle2j855sfixTR0w4RhUHAcQdgv4sO37MGZcykYBoVQYYPNlTQQsNrDbq67gdd49TB4WOX1OMJshwBAKIUscttaUMwPTd29ykJOtGP2cH7HElYlRbe1fwMsOuK1s6sAeq/luluoja7ZzCm4UiGLu5IqQRI4u37qiZeX8eVP/GLXdAOjFLftxAunEvinVy86MoplZAscTry8jPGID35ZQK6oIpVTAMpMIr3cRq3bwaX1fCX/gW/IMDo/F8PnP3bzjvlYOL2C8YgPqUwZJmW2eEU1cDlVRMAvYTGRHqox94T8iOPokVm8eS7FKtWAwKxU8dkzEbAXZknRIThivoch1KvRVbyZXXVuOlx3w/UzlK0XE4jVl1fOrmLp0hZyRRU8YTctCgpVN8BxAgSBg6oZWDi90pJcrRFG0Z5vURAYhslM3ZRibasMEKYdZwsqJiI+pLIKOELA8QSaYXZ9gNm3HZMik1dACEFJNbCaKjQ8NOopKU8uLGE8LEMWGcNrSTVAAIg8B1A6dGylnpB3GbttF52fi+H6PRFc2chDN0xIAo/JcR94jthZj5ZNflAkSvVofV87u9q0MlE9u2qjW0G/SKK6ieGvhcXJ/sjfvopsQcVauoRcUWX+PMLCPmXCTE+9CORhidt2koMFfQLuvW2uYfji868nIHCEVTmrxKiYlGIjU0bQJ9ihuapmsFwIc7sMYjcHmHXbWUuXwPMceM4yteiYjvnbPjSssQ75RQg8h0BlzAWeG8oblCfkXUSnZdi6eX69A+TBuw7sqFBjCbr5uRi+cP/hvkXXtNPmWkF54uVljIdl+EPMudpsY7Ricewno+Lxl5aRypZhVITLZNRnhzR2W/VoIiIjV/FHEcC+ecXCcs+x/e0edv1SROoVl29GDlYo65BEDpxBqvxzhkER9ovQdBMlhX1H1ZhPY3KcjVE3B5g1ByVFg2myA4UjBBox4JNCbR8azrFWNB0cx4FSagcLDNsNqich/+ijj+K5554DAHzkIx/B1772NVcaNapYOL0CwzCRyimVMmzb9tZeoz1aaZXNBN0thyZ7CCNr3J52BEUjWt9cSasiMau3MdplcXQznd9ps13fKkHiCSRJgG6wuHzLDNYpLO0vHJAwNebHeroM02SFzyeivob1U9tFu4dds3UEYMfv4/Fw3ffVm39LMyeEOY1NSgEK/NOrF+sKeUtblwQWVQVSSWDiCHies7mEtgoqNJ3xEwV9Qte5EPGoD6upAljOHLVvDiYl2MyyUovtwDnWHCHgCDAVC9hRX8NgDnWiayH/6quv4uWXX8YzzzwDQgh+7/d+D//8z/+Mj370o262b6SQzJSRK2lVTlBBILa9tVP7oXMTZQtqU8fabvKWdGLGaETrW5slu1kJh3zkiVNV9vZ+szg26ldJ0UEAqAYFXynUDADrW6Wu3u3U/qbG/BA4gs2cgnBAwsx4wBVtup010MhBe/ylZSiqvmNOx6KBHQpCo/lnlbSYgCeEgIDABEW+pNV1Rt5721xF8wdkkYOimaAU2DPht9eSVfbQjdvH0SOzePTYmxB4At2gdqEVgWdO8d++5+fafpY11tZYCDzXsND6oNG1kI/H43j44YchSez0uuGGG3DlyhXXGjaKsDQFSdhOJDYr9UI70f6cDqJsQcVqqgBVNzE95quyuQ7qWthJJEcjWt/NbNmOoNnMlrG2VcZ0zF8lNEqqgZlYdZhcP/u8cHoFhkmZ3bwSEgcKKBpjqaQAVM3sagPXatozE0H89j0/t+t220YO2qXLGczGQzvmtF594EbzT8DIwJiAh/0Zx5G6a8PS7i0bfjQoNbThu6HEzM/FEA5IKCk6yhpATQrCEfgcfamXv9DqmcNagMVC10L+xhtvtP/7woULeO655/CDH/zAlUaNKo4emcXbFzahGxSCQLq2t1rCJpUpg+MIJJGl8a9vlRHwiQO/FnYSydGK1jeZYRr8dMxvM1haGy5bUJmGnyygrOiQRB5hv9D2tbpTXFrPI5NXmFOuUhXKqhalGxQ8T3Bgpnuz2zCwRDZy0AKkbihqvfrAjeY/4BeRyasg2GaBpACmonLDg/meWxs7ZttFJ1r+dVOhHf0vKcxU1K2TfRjmtRl6dry+//77+P3f/3187Wtfw/XXX9/27yYmQr2+etfRyD7p/PfNvIofvPAuNN2ET+IxVmFk/PjRm1r+/szSBn70ynm8eT4FalLwPAcQgrJioGLexOpmCeNjfpQUHQbQ1nPbaXsnmJ0KYSuv2FEFAFAsa5idCu14Tzwexlg0gB+9ch6rm0XMjAdw3x0HccuhSfs7f/Rf/wWxiFxF7StKPDayZSQzZXA8B1HkoBomkpkyfuPDB1ztjwXdNEF4DoLAxp2ZbCgEnsPBWVYY4vP3H+7q3c7fWPO8mipiZmLnePQTHz96Ex7/4VnolMIvC/Y6OrAvAgPYMacz44Ed/W00/4cPTmBlPYfLyQIMk43b9Lgf0ZCMsZDclzk7s7SBYyfPwyfxiMfYvjh28jy+cP9he0yd723Uf5/IQRQlBCq00LJPRLGs4ZWzq7jriPsVpTpBr+NGaA+sOqdPn8ZXv/pV/Omf/inuu+++jn6bSuVhmqOT8tpJenQ39kOnnXN1s4hcUQMI7CxWa5oomE33ugYJHL22vR042+qM5Og2NvixZ87U1a6SWyUE/SIyBRWFsgaAQBY4XDcdxsOf+RXX+mPh4e++hmxBBc8xZ5qms1h2QoB/d2O862u4c/zdHrtatLP26n2JYqHgAAAgAElEQVQHQN12/f7Hf6mpTb62D42e06+48W/9w2lcSRVgGNSmFxB4DpGghC89dEvdtV+v/08uLDWsIfCNz9/qervbhbP9HEe6Uo671uSvXr2KP/zDP8S3v/1t3H777d0+5ppEN9c3p50zPuZHvszCvADAii8TBQ6iwOG6qRC+9NAtLre6fbhth2wU/ieJPCSBg2FS+CUBHEdgGCYuXM22zCpsJMiaZTvOTYWwmiogV9KhagZkicdkVMbMRNC18e5HZqozIihXZPQR4xFfy2gk63dWQZfbD8/YJrRm9YFbzf+nfv1GHD95HkuXswAoZqfc0+Cd8yqLPM5dyUCWhIoz1cTVzSL2xPxN/Tb19uew5Bn0A10L+ccffxyKouBb3/qW/dmnP/1p/NZv/ZYrDfugwWnnDPlFzIwHcGWD2UMJIRB4Ao4jmIr6hiIG1007ZCOhsXB6hVE2cMTmxCaEQBLrO/KalQT8++cWQSnT9hplO1qHzXTM37fEsVb+jF6qZDG6ZyCVU5j/ouK7aTRWtTbo186utq1xt5p/RTMwGw/a4/jEs+9gLOyDohldKwW1bT5/NQtaIQ0TRB48AWAC65lyV5E3biXVDRtRXNdC/utf/zq+/vWvu9mWDzRqNYl41I90VoGqmxAFDoQw3urLqSJEgce3/uE0FN10bRENemE2EhpvnEtBFjnbAWpSij1jOzW1ViUBr6QKAFj0R6Nsxy89dEvfIyWaaYy9VsnSDBOCwME0KVJZFp7ZyCHeT66b2mfrholMQUVR0XFwT6Rr7pna57IkNQ6qzkJcuYpZU9NpVwVe3Jh7N7Kk3YaX8TokqKdJRIIS0z4FDhtZBQQUJqUoqzouruWwbyLgyiIaxoUJsI13YCaM1XQRmoPSVeA5jNfU7GxVElA3TBAQGKZhx7xzhKXMOwVhvyMlmmmM3QjeZKYMHhQX0iUomsGobwUCteLvamRy6CfXTe2zU1kWsWSY1K4R0Kpf7TxXEnhougFB4CDwHFSdRW5dP9VdBJQbcz+MRHGekB8S1NMkHrz7IADgeyfeAqUUsiSAM7YdQ6mciutnmL2zdhE5NfPZqRDuaFJ2bhgXpoUH7z7YFveOUwBIFQpiZ0lAS7DzHAfdMG1KZqmSmOWG7bWd21AzjdFy/jnRSvDKAoeLazkIPAdZYH0paxR+iW+aGdqODboVpUQj1D5b1Zjz2uKdaadf7Tx3MurDynoekshh/3TIXhsP3nWgo+e6iWEkivOEfIfop1mjkSYRCcm4bioEQgjeW9liAotSqBoTYLWLqFYz38orTTVz58LMlzRsZMqMk4OQgdOmtsu94xQAExEZVzeLMHUKUWAlAYM+0bbJb2yVYJosuSkWElyxuze7DdWGwDWa566cf5VKRQAgCBxkMHu4YVJEKgR19d7VygbdLqVEPdQ+m+cJNM3EnontfnRTDKXWscxzBGNhGdFKmcZhsH8PowPXE/IdYBBmjcVEGtm8gtVUAT5JsEmtAKaFAjsXUa1mHpAFaGpjagVrYRomxZWNAnN0cqwaTr3+7bb9vh3uHadgCflFTIRlbOYU+GUBkaBk34oWTq9A0007umZmIuhK+5vdhtqNs+7G+adoBvbFg0hlFcZoKfLYOxGAQdE0IqiVDdrqj2FQrGwUbFPI8ZeW8fBnOssC3TsRRKYSmtpu6n89J/p0zA9R4LCZLSNX1sGB7YFmh9luw00HrlvwhHwH2G2zhnWoBP0iSgoL6zNMCtM0wPMcpsd8da/knV4ZrYWZypZhhQlTSjEVC0Dguar+1aNc6DfTZjvJIO3SBvRLELhxTe/G+Wcd0JbZDmA5BrU+i0bva2rrJ8DqRgEEzNzVbvhqvWd3ohg0c6JPRHwApdjMKZiNh+CT+KHxIQHDSXPgCfkOsNv2NuehIos8NjJllFUdPlnE3okAFN20OeOdi6iTK6O1+UqqgaJiQOAI/DJzcIYDzPHr7F89ygVdN9tm2my22RvdlOqRZNXDINPL3bqmd9qHXjXHRvNhVxxrM3zVzX61cqLnShrLnRhCHxIwfDQHnpDvALttb7MOFctObl3H/bKAhz97pOHvajd+sazV3fhOoToT86NY1qDppi3g6/UvmSkjW1AZHazFtMkTqLrZcpO1Mnc1uinVI8nabbTSRNsVtm6bunrRHJvNx9Ejs22Hr7qNVk70ssr2gRODdm62wiBDlD0hX4Nmk7HbCRPxqA+rm0VbaxZ4DppuQjfUplfm2o0/OxXCfR/av+P7tUJ1OhbASoVHPeQX6/bPZtp0bDKTtrfJWpm7Gt2U6pFk7SZqheFqqoBHj72JcECqopdoJWz75dPpVnNsNh9feuiWtsNX3UYrJzrPEURq2jBo52YzDDpEmf/mN7/5zb6/pQ5Kleo4w4RmFe/3740iIHKYmQjgykYBm3nm5b//jgNdJ0zUe4+zAn04KOEnP7sMgPHXaLoJVacwqYmz5zexfybcsGL9ZNSPW2+exq/98j7c++GDCIjcju88+3oCIZ9g83VIIg9Z4pErauAFvm7/wkEJP11ch2lScGRbwxsLSi0r1de+D2C3gMupIt67tIWLq1lsFVSIPKt5ejVVxFq6CJNSzE037mu/8dTCEgyDmQfyJQ3rmTJQ6bcocPbczc/F7DG/9eZpu73BoIxiUa16DiEEosCBUuDKRqHpuPULjeZjM6/i1355HybH/Li4nsdYUMJk1AezQrt8/x0Hep6LxUQaTy0s4dnXE3h7eRPhoGQ/MxyU8MbSBigFAj4WbFBWDQT9IqZiftx+eAaXkwVQytprKSP12mWN/SDRy7w7208IQSDQ+QHrafIOtBMh0au9bTGRxvdOvIWiosMnCVWmkVpzx/xcDKGABEXVUVIM6KZZ4a/hUVT0nrWBeuYngefw89ePN4zMmJ+L4YE7D+DEy8tQK0ybYb8Enuda3mjqvW8zW0a+qCJbUDEzHsDlZAGJ9Rw4wrJSLaffo8feRCggVXHN7BacN4xeikoPWwx1K/Nju+GrnaKVZtuOE31uOozjLy1j6XIGAMFsvD/0025g0PP+gRTyjYoN93syrMVdVHSIAmcTKgEs7K/ee+Yq/Ndr6ZKdxGOYFD5J6LreqIV2zE/1zEr33DqHuelwxzbGeu/bzCkYj2wXQ5mdIriwmoNmmvDLEoJ+AVt5dutTVH0gkRROYdhLUelhi6FuZ/77UTqynSg1ZyhnMlPGwumVqs8Bth6sCJuyanS9LvptLx/0vH/gzDVWsWHTZFdtTTfx1oU0Kz+mGiiUmQC2UFYNjIdl/NqR63q+9lnXNkUzK/U92TVZ0ZhGPB6Wd1zfrKvrVl4BX4ky0DRWXi2TV7GRKePgvgg2MuWG199GV9bJqB8zEwEsJrZwYTWLbFHDeFjG/P4YJqP+pmalRqaJZrDe5zR3WYvdaTKy+npoXxTJrTJAAL5C/TszHth1E4fTfFBWdWg6BaXA9HjAzpitN3cWrPF3PqeVmWE3UG8+as1z/TB3tDITAa1Nmu2aQFq1v13TaS8IByX861urWN8qYWOrjK2CAsOkeOgjN7R8h2eu6QJWsWFLkHMCAXQTz7+ewBcf+IW+JjJYN4XJqA9XNhhhFiFMcDR6j3V1tUw8PEdAKocDIQDHwWZYHAvJXTl2LI1I1w1cSRXwF0+9gev3RABKXc8LqDV31eOS53kCVGoLqbpRCdOktrN3t00cTvNBL0WlhzGGehDhfu1ott066TtdF/VIz9bSRfzn/+tn8IkcZqfCePCuzv1utbAONFZrjFQdcP3GB07IF8o6pBonJM8TFMp63zehtbhDfhF7J4N23HtAFpoK5Pm5mH0ApbJlWBlLlLKImLU0M/nsqZTF60QYW4tcN0xcTZfAVWiNr2zkoWgmrpsMAH2sK1vPZBCoaGclRWdOWN0EKMVEhJkNBmHicApDZ5q9lTlbz5zQ6jkfVLRjJmolxN0ygdRSelxay0EzqU0VcfFqFn//3CI+95vzXc/bwukVRIOsYLuFkqLvWlz/zpCLaxxBnwDD2LYTabqJQlmHqpv48rdP4vjJ8zh6ZBbf+Pyt+NJDt7g6CUePzELRjAqXioDpmB8z4wF88YFfaEs4fOrXb6zUjWXVRDiO4EqqwNqvmVXfb1cYJzNl+CTedijyHLEZA2WRY5EkDrgtYOfnYrj98AySWyUsJraQ3Crh6JFZfO435xEJSvDLAjgCTIRlhCqZv4NOE5+fi9nv1wwT2YKCxUQaf//cIhYT6YG1a1RgreVIhXMmEpR2KDnxqK9Se3Ybm9kysnkFjzxxCtmihq28UuHQp12vC+d7NjJlGJTdIXmehSwLAodCWbMP8W5g7TEndvM2+oET8vfeNgfdpJVwRANl1ajYSAEQ4OJaDk88+05fNms7i7vV73/++nFMRv02f43AcyBgnN05h+2xXWFsLXJVM1CxAtlOxakxP1TN7HkjNcNiIo3Xzq4iPubH/NwY4mN+vHZ2FQBwaDYKVTNQVnWspUu4lMx3PGb9wvGXlrGVU0ApIAo8KAW2cgqOv7Q80HaNCubnYvjSQ7c0VKacChGlFKlMCWtbZQT9ItO8KbVNHt3spXrvUTTdLt4uWeZcjlWc6kUg1zuwdvM2+oEz11j8Ks+/nsBWQQUFIAoEfkmAbpjQDRMbmTIee/pN7I2H7Uo2Hz96kytRBr1e148emcWjx94EwPjQLQeyYZhNk5iaPe/JF98HzxOmxVAK06SYHGcsf9fviSASEDuqVNSJuauR7fUH//09rG6WIHAEQZ8ITTORL+k4NBsduIAHgJX1HHh+O+uX5wgoT7Cy7l4t3Q8yak2nhTIr7jIRYYLRWidWLVc33sMRAo4QiBUtHmD7S+C5ngTyoEnLPnBCHmCC/p5b5/DIE6ewtlmAKDCbdFkzAMps3YWygYtXs9gXDyJbUPH4D8/iE3cfHLiAccbOq5VMxOkY89CvbhY7ply1Fvnxk+exvJqDLHLYMxEAz5GOCzB3k9nXyPZ67koGksBXqmJVHOUVB7kbRGi9g1i+YcdH27S/vWLQlbqGAU6F6JEnTvUtvNl6R7ao4dzlLag6m0RWU5hiLCz3JJAH7XD/QAp5C/GoD6lMCaZJoeqschBAYVm3NcPEpfU85qbD8PmEoSFAsmLnnU6nkqI3TWJqhvm5GB7+7JEqwVKP+KwVumHpbORAM6kVZbMNy0G+W2gmaGfjQVxcy4GAszN/DcPE/unOilY3Kjg+jJW63ICTQlirFGu/ro0Et37GmjuVk/3TYVxJFaBoJiSBw/49EVeiawbpcP9AC/mjR2ZxaT2PrZwCw6BMEatoYgQs7MniWJ+bCSNZ1Fo+czc0sGbXv26peoHeF2I3YW2N+hKUGZc5J2wLesOgCPp2Z8m2upU8ePdBPPHsOygqOnSDgucJog7e+l7eIVcS3YaVZbFbbMekm8gWVBAw5UQUuJaHWD9NHrXKyc8FJJQUvWdT0LDgA5cM5cRk1I/ZqRBWN0vYyjNB5GwSpewGLok88iUNc1Ohpgk4rRIrmvF1dNruekksAOq+/7rpCEK7IBzfXt5smEzWaNwa9WV6PIC3LqQByq7Nmm5CNynuv+N63LAvWvUMt8bViVbJNtbayRU1EI5g/3QYD33khrpCqlFCTqN3rCTzmIr5myYL7RbcTIay+ruZY88TeA4gBLpBEQ1KTRPc2knc6rb97SRnDQpeMpQLmJ+L4eHPxLCYSOOJZ99hGZbYFvYUzGxDDLTUGpqZKwB3r+D1tO5v/cNppLJlGAa1WQNlkd81qt5uta16fbH+/vzrCRQUHUF5m37CiX4x/LVzK+nXzQdg2bDDQn/gFqz+WtQQAGwK4Xbs6/0yeQyadqDf+MALeQvzczGMhX3YzJZhVjR4AsZRYhgU89e3XmDNBEO/q0otJtJYXs1BFDgIPLF5cfbE/LtG1eu2g8lykMfjYSST9aNW+jWuu7HxG71jNh6E4qjf64ZpYhgcuVZ/LY54nmyH6w47h88owxPyDiiagbnpMK6mipU6pwSGYUI3KD5zb2tNuJlg6Df5GRN2XMXERMATACawninjl26Mu/KOdtCJttVI8NR+3ix8tV/juhsbv9E7PvXrNwKAa0K52W3Hzfe0gtXfsF/ARlaBaVJQShELywMVqoOOfuk3CKW9Wcbz+Tw+/elP42/+5m8wO9v+JKVSeTuhZ5BwCpRsXkHQL9ql9qzixXsnQ/gvf/SRhtqk81nWZrI27VZegSzxuLLB+K99Eo+Z8QDCXTh3FhNpHH9puRKLzehVH6yEdT7yxCnwBHUPqG9+8XbXmQR7Rb2xUjQDtx+ewWtnV6s+N4CG4atO7hurgpZFFXHvbXNYWsl0vXHd0n6b3UR2Q8Ouxw9UUliUkqIZO+bAKfzTeRWxkNTwAO52TDuNrukWzcZ+FOBsP8cRTEyEOn5GT0L+jTfewNe//nUsLy/jxz/+8cgJ+VpBs5ktY22rjOmY32ZItBb9XUfm2loszk0gCxySmTKKJQ0gYNQDBBA4gumYHzzP2bbjVpvHSpvfyjGGRhAmxKNBCZ//2M1YOL2CbEGFYdKuDqjdRiPBk9wqIT7mr/pcpxR+ka97GDrpmzcqxTxAWCq3QQG/xGPPBCtI3mncv1toJWj6KegXE2k8euwMKN3201i1e5cuZzEbDzYV/pGwjGxOaXgAD2pM20WnQn4YzFpOuCHke6I1eOqpp/CNb3wDU1NTvTxmYHDacwkhmIj6MT3mQ6GkdZ0q7UzXjgQlaLoBQeDs93CEMd0VynqVgH/yxfeRLahV12kntcLC6RUUyhoEgWOcGpVygMUK0ZGVns1zBPunQ7guHsJExIcH7zrQj6HrGY34PAplfcfnflloaH6xuG9SWSbgrTBYi55I1U1cTRUrXDzbRGK7iTNLG3jsmTP43777Gv7k0Zfx8Hdfw2PPnMFiIt3W3HcL69kcC2Kx/TS5olpJs6d152AlWajaF1Yh+edfT9T9fBBj2g/0cy4GiZ5s8n/+53/e9W+7OZHcRjqvIhaRq0KnZuIhpHMK/uKPf23H99uNN3c+3zC3KXJFjkAQROgGxfiY36429fiz7yAUlBDwMduy7BNRLGt45eyq/Z3aZwGMY103KNIFFXcdmcNYNIAfvXIeq5tFzIwHcN8dB3HLocmu2t5vzE6FsJVXEHBokcWyhnBQhAHs+Hx2KtSwD5eSBUgCK11YLOkglMKo3BINk0LRDCTW8ziwN4x0Qd3VsTiztIHHf3iWxYYXVYAQKLqJZKaEYyfPwy8JLee+W1jryu8TkVjLgXAEPAU2smXEYwEc3DcGA3THWBMOiIS394UkCxAlHhfWcrghXL1fRIlHOqf0PKZnljbY2k0VMTNRvXZ7Rbtta2cfDgK9ju3AHK/DYK6JhSRkc8qO62osKO244nVj24uFJKxtEui6aXOcGJXaqM53rKznWWiZsp3NyVc+t77TzrNmovKOUMlkMjeUdsk7Ds/gyRffh6YaVVf/j/776/Da2dWqz43K9xv1YWU9D0ngoOsmDGplLldDN0xcvJrD/undHYunF95j2vFayWb5NEyKrZyK6Zgf5y9v4dC+aNO57xbWuhIEDnvGA9jIlKHoBjiT4BOVpK16c7BvMmTvC0kWoCo6Y06Vhbb3Sy2amUGcZtOgzCO5WcR3n37DFTNQJ2u/nX2423DDXPOBjq7pdwSFM6OW1tjRne9oJ1yv3WeNCppFNNSWFmxFDheP+mAYJlKZMghIpTADA1epP8Khwiuzi8UaAGaWisf8UHXDJr3iCKBqRt9j4p3rKuQXbarmSFCyhWe9OQBg7wtR4m320Xtvm7MZQjvZL61yGfoZXnxmaQNP/NNbdYMVag8eWeCuyfyED7SQ73fo1PxcDJ/7zfntiBgK7J8O24vMQjuHTbvPGiU0Cres/byVNmaN30SU5TkUFRZjLnAABYFJKfwyI3Kz4s93C/GoDyVFh1QhweM5VsLRKhvYj5h4C+2uq3pzYO2LdE5BzMFjZB3AzuiYVgVT6gnxYlnD9068hUhIRjJdwkzM53pxmsVEGv/wz+8hlS5VghW2qcSPHpm1ncjWwZMpqLDiUOrRhRw/eR4ryQIA6lrFqN1AzyGUAHD06FF8//vfH7nomk7Qb5NHP736w2iu6QTttL8qqknkcWUjD0034ZMETEZ9VVpsP/lIaufx0GwUp95NQlF0bGyVQAgBBTAZke3oKqB/seq9rqt6Y98o/LWRecVikLRs+bmiiiupIiil+LnrxnD+ahaabmLfZBDhStq+G3P12DNn8O6lrap6yobJOKpEntsRxVVSdICQHdTaibUcnjl5HqpmgnAEAscSJcfCck8Vo9rB0JhrFhYW3HjMBxrdpGwPW7jXIFE7frWCaDcqStUzS7x2dhUfvW0/fvbuOitUUykXODMRrJqvfs1bP6gAOjWv1JojU1kFBIAssSid6VgAK+v5ruohNEMyU4ZumLaZDGCmMt2gUDUd19WJLMoUNXzpoV+xP1tMpHHi5WVousmy4CmFbrAaFFbFKDfrK/QDH2hzzSjDyeiXK2lYTRXw9oVNPHDngSHhW+8OvbBoOjGILMZGwu+dC5sjzWZYOyeX1vN2DQMLzcwrO81GOgiAyYqtO+QXsS8e7KoeQjPEK+Y7pyZvUVhbN5BW9veF0yt2pBYhFZc+pRXW2uYVo/rFq9QpPCE/olg4vcKcjTlWm1USOOgGxYmXlzE3HR5ajb7dKAvnphiLBtrO2B2k5tSIYmG3uIP6gTNLGzvmJFdUIQqcXaUJaO6grD1wA7KAYMURbEHgua7rITTC0SOzuLJZRCpdqhus0I4T2TL/6Ua1admkFALPN3XK9puvql14Qn5EkcyUkStpdlgeAAgCgaoZtiPM2lSzUyHccXhmVxdWN8UwGm2Kdlk03dKcuj0oGkVJzYwH2n73sOFHr5zfMSfjYRmbWSas23UWO81G1jyVFL2vhGDzczF8+ZO/vB1dUxOsUBvFVW+ercitsmpAN0zQik+FAAj6xKZt7jdfVbvwhPyIIh71YTVVsAsOA4zRTxZ5XFrPVwm7rbzi+jWxnoPR4omRRR5buTLGQnJ1MQyRb6rZ9KoJu6E59XJQNIpmue+O9guJDBtWU0UE5Wrb9XjEB9WgiASlrm5Mu2lKu+XQJB7+zK/U/bd2/BXWnE7F/NjMllGqFOTeOxnEb3/0poFVs+oEnpAfcjTSKo8emcXbFzahGxSCwCiRTZMx+hVKGqJByV5cAVmAphqu0ho7BeFqqoA3zqVszh8rWiLkF0GIYLdjJVnAoX2Rqmc5NZteNWE3NKdeDgpLeB0/eR5Ll7OwQu1GDc41ly+pUBQeE44iLGXVwNxUqOcC2sPusASqDyS+UtC73bYMC4WxJ+SHGK20ygfuPIBnTi4jX2JlCX0iD003IVYiSpxwn9Z4WxDmSjoEjiBX1DAR8bEwNQCJ9TxEgYMkMGIsgDZ1dvWqCbuhObVzULQSQJmCCo5jURxXNvJ49P/+GT7bQusbFtSuOUKAy8kCAKbB74ag2qFEbBbx6LE3EQpImOsjY2UjdBuhNCwUxp6QHyLUCo9sQW2qVc5NhxENiigqrKo8zxNQSjEWkvuauVcrCFXNAM+zCj8AwBGComZUCq8A+ZKGTEGFX+KQKbBSZvU0m0ab4pZDk23F+buhObU6KFodvMdfWsZWToEgcBAFHqZJsZkp4/hLy3j4M9Wbexi01VZrLh4LQNdNFEoaeMG9yJdmcCoR+ZKGVOWAVVR95Iqa96uaVSfwhHyH6NfGrCc8lldzuG4y0DATcOH0CsZCMvZMBO1/txI6FFW3v18sa65qX7WCUBJ5qJXsx1qUlIqwr7AK0Erh3Eahcr1sCjc0p1YHRStzzsp6Djy/7QznOXbSsbT6bQwqvK42aazWd1K75nIFFdkCY628YV90Vw4ipxKxkSmz+ggVqu5hL2o+DAd3LUZeyL9wKsHqgJZ1BH3164C6hX5uzHrCQxY5rGfKCAe3wwedWmUj00KmqFUJu9mpEO770H7XFlutIAz7BVwtMQ39vUtbUDQDHLddCJ0jBKLASGTGQjIiAbEq4cRN9Ko5tTooWptzKtcXBwgYvYITgwivq12/9XwnzjWXL2m4ulkENRktxG4dRE4lwuL8MR0MrIOIUGmE2voRmYKKaFAaaFx8LUZayL9wKoFjPzkPgSOQRA6FkoYnF5bw/L8lcMNe97WOfm7MesJjasyPlWShYahZM9OCU9i5TWuwI+7ZJ8IvM1pWi6mCUIDjgIBPBAFLJxd4bqg2aCM0Oyhkkcf5q1lG+yzwmIz6wHPEPnhn40FcXMuBgANHWPKNYVLMTVWnow8ivK52/RomBc9zSGUVm07AueaSWyVG9UaAiYhv17RopxIh8hw03ay0gSk7w0IaVvfQ1KxDkwzNraOnoiGDxGIijWP/cg66bkIzWLq4blKAbl8x3Sb8b1Towo2NGY/6KoUctiHwHK7fE0EkKNUtYmIVCikpOiilu5K6b8FZHAWEoFwxD1lXawrAMJkd1TApTEoxEZGHZoN2g8VEGlu5ciXFnUDTDays55EpqPaYP3j3QUSDUqVIB+NJiUVkPHh3tfO43nz3e2xq168k8AClUB2kbc41V1YN+EQeeyrlKoHd0aItJSJSiRAjBJgIyzb/0CDrwS4m0njsmTN45IlT+N6Jt2AYpl1ExfKLbTjGZxiUmpHU5K0T1NpElAJq5b85jsCgtC+naD/jXpsVdW7U/mHx3q+s52CadDvtmzAHMAWgGRSSCOwZ89sl+EaRGhnY9oGE/CJSWaXCQ8Mh6qDunZ+L2eUYm1ElDyK8rnb9TkZ9WFnPQxQ5UEp3rLnHnjmDkmZAcNAz79YhXZs8Neg1brWjNnS4pDJfVDggQRJ5pnDq24fmMCg1IynkrWsnz7P4cGsJUgpQUAgVp5fbp2g/N2a3AnsYvPcAse3v9icV03R8zI/rpvSm36IAACAASURBVEJIZsoYd1DWjiIsEwshgq3ZUkqRKWpV32uHKnkQB3Tt+uU5xqQYrdwUa9tw9Mgsjp08Dx6DjfMejjW+09zlkwSommGbuyYiMi5vFCAK1YfmoJWakRLy1on+5rkU/DKPiF9EuqDCdLAlUwDxCnmS26dovzdmvxbzmaUNPL3wXt+EyWw8iKXLGdCaeZBFDtf1mDQzTHD7Jrfbwqve+m1Wj2B+LoYv3H+4r2unGwxKs3f6UVidXB2KZqKkGnh/ZQvjlQNzLOxzlWitV4yMkK+ljlU15oyJBSVsVWKvAeao8Yn9o5YdlFbR7cJeTKRtbaxfHv8H7z6I7/4/Z5ErajDBtHgeQDQoD1SLcVsYDEsGYy/odP3ecmiybXK43cAgmR2tQz5XVLGaLsFZiaOkGFg3Svj4R24YOhbYkRHyzqtSfMyPKxsFgAKKZkBkJYAQi7Cwr5VkAdfviQw8dKkWtTHKoBSKbu7gfmnFzthJBqDFVrmRVaDqBiSBRzgguuqrmJ+L4ff/p8NDVTmnH8Kg25tcv29STgyL/dotdJog2E8cPTKLv39ukUUdOQQ8IYAs8BAEgqWVDO65ta/N6BgjI+SdV6WQX8TeySCSWyXkShqCPgHTsQBCfhHTsUpVmYDY90nvZEM5hQ5PgItXswAB9k0EdnC/NGNn7DQD8NJ6HtmiCo4QCDwH3TCxsVViYWkuYn4uhoc/e8TVZ/aCViXnuhWAnWrCu3GTcr5rGPjL3UI3CYLtPLPbQ3B+LoZoUEJyq2R/xlWqRGmGAUIGH0lTDyMj5GvtoSG/CJ4jUNZy4DmCKxsFSCLjSAn5xb4Pdqcbyil0LqzmIFTYI1M5Zmpycr80Y2fsNANQ1QyAVGdgmiapCptr1L9R1ghr49BzRRUbWQWUUlw3Fdo1AbhwegU+ibcjVPqpeQ4Lf7mFTtfQDq29qHWcINiqPb0egopuIhwQK3xRpJLotl2MZNCRNPUwMnHy9WLCrcK7qmZC4Al0w8TVzSI2s+UqrhErrvWxZ864Fjfv3FBW4oPsKGpcC2eMsqobDkFt7OB+AXayM1ox1dZvrWLQtd+thSjydjISpZT9Wfm8EazNkC2oVZvBzZyDfqM2Dt0qOeeT2psvt5DMlKsctUD1fLm5PvuZx9EpOl1D9b5/4WoWulF945wa80PVzK5yQzrds/UQj/oQ9ovgOQ4mpfb/CBjb6zD6Z0ZGyDsTJKzEoGhQwlSM0dCalMXIgwKbOcWusN4vYdXphnIKHalCXGUJaknkYRgsg9JCLTujdcCJPAddN+3kotrv1mJuKoT4mK9iqmFZp5MReUcGphNubIZBo1YpKKvsz0nHOO2GAIxHfUimi7iwmsN7l7ZwYTVnKyGN1ucLpxJdCf5BJFg1QqdrqN73JZHDusM0ArROEGwGNw7Bo0dmwfMcpsZ8CDietXcyiM9/7OahvO2OjLkG2GkPfeSJUxgPy5BFHhuZMlSdOWH9smAnc/Tr+tppOJ0zMmMiIjP6VgJMj/mg6ibWFB0TAbFufK3T4ZcpqNANFeNtZgBasc7TMX/bESHDUtGmF+ygXqhTcq6fAtAyPZy7kkEmrzLqDYkRua0pOu78pb22YNMNExfXShUTGsXTPzmH62cirhUt6TctcD2He6drqC6tR9SHSxvFHbQe3ZjYFhNpZPMKVlMF+CQBk1GfXTS8kzXgXFe8wI+EKXOkhHwtLEEbcmzekqIjEmSJKv0UVq02VD17pFPo7N8TsaNrZiaCuPOX9jaMrgFg//fC6RVcWs+jUNahGqWW0TXdxDq7HQ/eq32/WXRKs2fXZk3uRsk557vkyg1NFDhoOgU0A35ZxERAtOeaB8XVdKniGCcoKgZME9ANs6rgSidFS3bLl7KYSOOJZ99hZlOwNr9/aQt/+Y9vID7m74juut6aEwQeB2bCXVegcrbzyRffR9AnoKQy8+jlZB6TY37wHOl4DQxLcla7GGkh30rQ9pOGoNmGaubgaZYY1Cz0yvnM6Zi/qq/WOxtt7k5jnRuN66HZKB575kxHG64TZ1ejurCNolOA5jVjndhNAeg0PWiGCZ8sQOBNZmqYCYNSardhMZGuqtNLKcARVJGGdaKY7KYAWji9gqLCOIt03axQWgCabiK5VUI0uN3+VodqN7QenbRTFnn4QzIkkUcqq6Cs6iiUNHzxgV8YKYHdDXoS8j/84Q/x13/919B1HZ/73Ofwmc98xq12tYVWG7ff19d6/BpPLiwhm1cQ9IuumomaRU4A7Qu7dvtVW8ZuPOLD//h/L3dMo9puxEejw0AWeei6gY2canPWh/2C3e9OzHG7JQCdN0hJ4GGY1HayA9uKxtEjs3jzXAoCT0DBKDpAmN3ZGf00DPwn9ZDMlGEYFIbBHI+EWAcVCyIfC/sQCYhtHar9PISd8xEOSAgHJJuO4loX8EAPQn5tbQ3f/va38fTTT0OSJHz605/GbbfdhkOHDrnZvrpo9/q/W9pbXeIiRYcs8rYZqR1trFm/mpme+hU6p2gGZuNB+CQe761sQdVMpPMK/JKAiYhsO9KavaNdk1mjPlxcy4HnORDAjqDayCpQDUZCN4y+A+cNcjLqsznZJZGr8qHMz8Vw/Z4IrmzkoRsmJIHHzHgAqa0yeIEMFf9JPcSjPqQyJShaNVs+IQSyyCOTVxCpmZ9m6NchPCwFtQeFroX8q6++ig996EMYGxsDANx777348Y9/jC9/+cuuNa4eOo113Q3trRFx0UambAv5VouqVb+aLdRWgrSbjEtnn3JFFYrGQtkMw7RDVffE/C0FarsbrFEfdMMEx3M26RxPANOk0DRWTHoYN6/zBhn0CZiK+bG+WYQsCYjUkLQ9eNeBKrqOsmrACNOGpGHDhKNHZpFYy6FY1hmdBRjVtyBwkCUeuaK6I3JoNxKznMrS7FQIh2ajeO3sKoDRpaPoBV0L+fX1dcTjcfvvU1NTePPNN11pVDMMW8IHsFNATURkXEkV7bC9dhZVq34dmo3ixMvLMEwKn8RDrDjpwgUJqmbAMExMRLaFmyXsusm4XEyk8faFTZiUQhYFJmgJq25EQZn92ATWM2XXIj4aHQYCz0pMGSYLkTUr8f6SyA8tl0ztDXJ2KoT/+T8cavu22Yw0rBv0K7Ftfo7RKv+3F97F5VQRlAJ+icd4xIfNbBnjYXnX92mtsrSVV7CylsPth2eaBjZcy+hayJumadvgAGaHc/69FSYmGsdpN0M6ryIWkaveJUo80jkF8Xi4q2e2i0bPn50KYSuvIFBZyBOyAINSpHMqzl3NAhS4fm8EY9FAw2c069dqRsGpd5OYGg9gK6egUNKgmxRTMT+umw4jmS5iNVWEIHCYHPOjpOgwAHz86E340Svn4ZN4BHzsEJJ9rILTK2dXcdeRnURKZ5Y2cOzkeQgCK7lmUIqiokMSOLtYBuEYib+qm/j40Zuajns8HsZYNIAfvXIeq5tFzIwHcN8dB3HLocmq73386E14/IdnoVdqAVh9OHTdGAolDZm8CkUz2OaN+bEvHsJdR+bqPhsAHn/2HaymipiZqP++fiMeD9cd316/2yms+fRJPOIxtjaOnTyPL9x/uO0xaTW/dx2Zw5mljap5MEyKmXho1/fp48++g1BQste7hUvJAr7xv3y4b+/tJ3odr66F/MzMDH7605/af08mk5iammr796lUnjmaOkQsJCGbU6o0vpKiIxaUXC1xV4tmJfTuODyDJ198H5pq2BplWTHgEzmMhbbj07/79BsNNehG/eIJwf/+f55CUdHt+F5KmROvrBjQVANjQRmGbiKTU0Ap04rv+9B+zERlrKznEY/5oVaiIADGELmynq/bn6cX3gMPYDLCbMlcpQi3prPoEFFgTkGeI7h+JoKZqNxy3GeiMr7wsZurPqv9zUxUxifuPsg0znTJ7gPAomviUV+Vtn7H4RkkkznMRGXccXgGC6dXsLKexxP/9JZdnDoo80huFpuOeyO4qf26XX6xE1jzKRACTWUFQLJ5Bd/421dBCGlZF7ndttfO8WPPnOl4n7ox5ivreUQDor3eJVlout6HHc7x5zjSlXLctZD/8Ic/jL/6q7/C5uYm/H4/XnjhBfzZn/1Zt49rG26G99VDtwtNFvmqhBArfKzd62q9flm0DUVFhygwcrErGwUYlEISuCoahPGID7ygsXJ8DsSjPpQUve3qPs7CGACwulkENRk/B88RTI/5IAg8FM3Ag3cdaDkutWg3rt2JZnH+7RSnBjozE1xLRF+1psRkpoTkVhkEQNDP1tmxn5wHAFcpcjs1pbk15h90J2s9dC3kp6en8cd//Mf4nd/5HWiahk9+8pP4xV/8RTfbVhf1bJiWY6XXBdJsoTmvTLWUwZbmeGhfhC1mVUdZNTBdKV5ioVnkR71+WVA05uy0Yqk1zWQ0CGJ9GgQnOq3uU7tJaOV3VmnFSxtFHJgJd5112M1Gbhbn305x6k4jblqFq44ScVvtfCbTJRCwA5sjBJxAAN3E868nXBXynUa2tfJJtat81R4uxbI2FH6aQaKnOPn7778f999/v1ttaRu1Gp9b9AXNFpplM21Xc8wW1I4y/ur165EnTiEaEPH/t3emwXGU577/v909u0YjaSRLNsKLMGAI5qZw2MEEHw6UMcZ2QhXk5BZLUknASeBSFVJOKhXCBwqSkIsDLpNTuVScrerGCYFKKnZCxa4bOEB8wJyAfYwc5E2WLVnSaDSatdf3fuhFPaNZukczGmn8/qoobMnT83RPz/O+/Sz/J9rqw/BEBtDMEXsUikZLyiAUHtNNx6v9SxKbyuleHsDiaMiSUWi1zTR1Qz2S5oU7Va/AQ1ZUq848mZEwOpmFplHsfPWQI6dcqtLn9Ghqwe3wC52erOo1+x5hWraK5wnSOaXUIarGTWVbuQoxN5uDYknvDdctm7efz1ywoDteTWolX+DkOKV2jiMTGWu4s9fDAYRANBxNtZUf5i7M3JGanXrhgBd3XLvUcbWAm45X+5fk5EhST9i1BVzV+5eiHjIT5YZTJ9MizsQyAAUu6Ao5dsqlHvklWUUk5HW8SJm7z3hKQntLY+bbFjo9D6/L49qdvKpShPyNdQXlwixuNwf2xaWR+ZD5QlM4+VI3iM/Du4rTO4nnFds5ZkUZsqpXFwk8gSRrIASzLtuy78JaAh4IPJfX6l2vCTTml2Tnq4dqGt+sR7y03HDqoTF9qLI5UMak0pNDqXiyx6hlt1NqkbLvPttbfZhKig3b9dud3uvvDuKVvx2HrGjgeQJV1Z8K77h2OlRTWGd+4xU9dbe5XAz/N/sH5mXT20KB/973vve9RrxxNivljdCaDeGQFx8MjINSvSvSTFrmRAWEELT4BaRzCj4YGEdPNIjOSMDxcURZxcYbV2DZkggyGQlHTkwgnVOsnZDAc5gwtMp9Xh4a1fVHohE/JFnD1i2r8elPXoCrL+su+b6l6IwE0BMN4ux4GhMpXXly443OR+r1D8axe/8AXvvbMRw+HkM45HVlQ7nr4fZcZnO8UMiHTEYq+rti12jL2j5svrkP7x4dxeKOoD5q0UDgCSZSEj79yQtKvl+p6z4xlcv77AF9keoI+3D1Zd15x9i9fwCq0ZUrCDw46PfF2fH0jH87l1x0QQQ+D4dTI0nkJBVBn4CNNy634vHm4qSqFC2GoNd/HR0r+72pBeXu9cLvHFD6uhdS7t5ZCNjtJ4QgaDzVu4FQWitX645qSyhLUWwWJIC8XaMZTy4nElYqwWM+9hUOFM9JKo4PT8ErcKDQd/adET9CfgGJzMxql7nCbmdrWN9JViP4VOtGmmqOV+0jd7EnESf3QDnbCz/7UtfUzKcQQuD1CYjFM4hN5ZAVVVx5UXTeJmwLr5nXJyAxlav6mtWCYtd9MiWiLeyHKKtl76OFHq5paAnlfKNY0pInwMmRpDXAOtrqq/iIVylZVKxqoG9JBJmcjGRGhqTocgai7EFPR7Bm5+eWYkMYzJ+7cS61loVwc7zZxrTNwctnY2koql7nH/J7sHltX9W2O60YsYemptKinjinephhPids5+MsgcLr7hM4vcmK0gWTAG8kTePkC/F5eJwanoIgcNYA6zNjaV3HfZYUOiozzilwRB/jJ6s4F1dw05WLZ/1ehTjdCc/HL6sbahXTNh9UCfIVEqvF6SJljzGPJaarlLraAvNCiqMUlfImjZr9a7/uO189BGBmD8prbxyfoT1f7y74hUDTOnlQXbbV+jMAECCTk2vSNGVnYCiB7jY/klnFksONBgQMDCVqmhwtV0oG5Ndv+zy86xLO+UQtnkT2HxxCW4sPi6Mh62dZUZkT52rffR4bToBQAo4nGE/kQClFS8CD06Opmt+Lbil02oViXvY68/nSJFZsA6MoqtXDYbetLRJ0NUuhGWlaJy8qGi6IBhGz65AHPRiNZxE0JGprdZOOJXLoaPXD51WsMYRTGQpZTdXwjErXmb/2xnFMpkRkRAWqShFLZMFzBH6v/nuPl3c18Hg+UK5W3aljbPTTjGnXR6fi0DSaN2w+5BeQySkNUWk0Kea03zk8klcVZq8zr9c4TbdPB8WeNkYTOfg83Azb/vTW8RmSGucbC2aQt1u6Inr7/fKeMC65sA3Le8JIZWV4jRuhlgOquyJ+TCRFnB2fjv3KioZkRqrJ0HCTUoOIT44kDQkEvXqEUn3X7uEJWkNexJOiq4HH84FiQ6knkmJR+dpS13g+DLbef3AIXUbnc+GweVOlca6HpfcPxrHz1UPY8cqHiE3ljFGD0zYMDCWwdctqPPng1dj2wDXWPVOLQdjFbCk2zLzc96ZwSHtW1DvMNY3in0P6sPRUVobfy2NkIlO1bc1C0zr5YjeCKGtYZHzBkxkJJ0eSOD2awpGT8Vk543VrejExpd/onKF3DgJ0hH01/dKWclqKpoHnOfAcATFGyfE8h4mkhK1bVmP745/G1i2rF4yDB4p/fnb5WieOsfg9MLdPM2OJHDrbAljSGbJyQx6BA0cIOlrzF5u5eMqwO1WNUmgUGJ7IIGmU6ZWzoR6LZrGwXKXFzgyFtRqa+4Au06BvcqY1niaSYkOLH+YLTRuuKVYJsaJHT8IkM5KhsEgMTRbMelye18MjlZGRk3W99a6IHx2t/pp+aUs26fC8kXewST2XSDA2KnHmFvvnF0+KaA950ZL2unKMbvVTaoX9Gk+lRBACRILevGHzY5PZhuRM7E7VnBVACLG0fsrZUA/9/lIhtcEKYbnCRGxXxI9YUkRWlKGqep57aCyNKy+eW4np+UjTOnlgZiWEuYuJTeVs8yiB7vYgeI5UHVvsH4xDklV4BA4BQ4d9MiWB57ma7iRKOa3X3jyBU8NTIIRagzVUlc6oJHKbOMsTYhM4ZCUFsUQOAEFvV8jVcItqFhfz8zNrhe013MmMZMk8BH0C+gfjFVvc54LCa6wqKobH01DaNHSEfZZjvOPapQ2ZVmR3qp0RP86Op0GM+bOVnnSqXTTLffbF4usTUzmkXEyVMnNikykR2fwHDex79zRaA56aiq8tNJqi49UpZlfdgSPnoFEKr8CjuyNoSAaU74Qs1zmndzdqyBqPshzR4685ScH1V/TgL/85iD0HBnHkxITrrtNi53D1Zd15XbSdbX4cHZyErE6rVbaGvLjvXy5GZyRg2W7vwiSEwCNwJbsw7Z2P0DScOpdCPCWBIwDHc4gnRfSfiqN3UUvF8ynsoizVfWx26O45MIi/Hx7Bfxwawb73h/DhwBiCPgErlrTig4FxpLMyzk3mrGa6trAPR05O1L0r07Tx//zxCP7vvgHs+ftJfHh8Ap1tfut9C69x0O+BIHBIZWSAEKuT89rLe2bVzVwt9u5Rr4eHz8sjIyoACHoXtcywofC+L3b/laPSZ1+sC/pcPIuOVj9aQ96K96l5TmOTWYxPzfx+CjzB4EgSd1yzMJ18LTpezysnD+g3qS68JaCrLWDJ9VZqky7n5PccGER7iz7YWpQ1yIoGr4cDz3MYGk1hOJZGMiNhIiniyElnjtHtOfUuakEyI4NwHJZ1h7HFtss2bd9zYBAtfiFvWk+pxc3urIYnshBlVQ8GGUOaCdErRZIZuWJruZPFpXBROT2WRiIpIhLyQqUU/3V0DFf0RXFFXxR//+9zhvYKB44jyBiJtzPjmbr0Jpj0D8axa89HOBfP6glUAPEpEUcHJ63PtNg1Drf4oGoUTz54dZ5jLOcw7Que281BudcWOlVN0yWrv7DhMqy/bpn172YriWFS6bMvJmdghoyc3KfmOf3tH2chq/kORR9gRqGoFHfdsNy17fOBWjj5pg7XlKLWsUW7WqSpGJkVFZyNpTGZUyAIHDwCr4dxkiJee/MEtn2+tjs2J2EJNwJh9sd6SVb1yhBCrN0zRwBFpY5yDvZjmWEWSVZBCLHCLPZY8dHRpDU4/MRwEr3dLQgYybitW1ajtcWH9rAPw7EMOI5A4DmoqoaTw1MlwzbFcBtC2n9wCBlRgWAkuQECQijSOdkK9RW7xllRcRVrn009eqXXOgm5zLYRzbyup0dTGE/oC2LQ50FnxI+WgGdGHqWYdLgbIbtVS9sRDnqRFbMwM1OE09vfNI2iNXheujmLpq2uKUdhdr5ceaFZbva//vf/w85XDxWtwilVxSErFDyvV7uYgxp4nmBotDFaGm6qTeyVFF4Pb+2KzB2sRnUdcifOyzyWmfDWk33TCe/+wbhVnjeWyCInadZrKYAzoykks5LlGLoifoxO6s7DvLaEEHg9nONqpmpK98YSOaiGHrsJx+lPNKZtpcr73Gwgqqk4cfPaVUvbrRLJYlVXs3l/87qOTGSQSOnjKBWFQpQUnB1PI5WVKyaYq6mKunBRC6KtXhBjXCUotarc7Aqb5yPnpZMHKt/oQL4jaG/1lXQEpRYN3hyQaofoO8BGUMzO6435qE/tejdvEbN/0aJhr76LpwBPAEWjUFQNQZ/gyHmZxxqdzM5IeJvOw1wIxuLZvNeaISJz7uv08TRQ6AuPqlFolGJRxFk1U/9gHD/9w39jZCKDc/Es0jnFkSPrivjB8/p1MNGbnDjLtmLX+Isbryh5fz37q4P42vNv4GvP/w3P/vr9vAXPjtPyylrUss/mGOYCkczI4HlOVwAlgGws7OfimYoO280mzGTdml6EAl79XjXKKQkHrL9+2XmddAXO03CNU9y01hcLl/R2hXDqXBIEnJWMVVUNy7obp6dht7PSo739sX7F4tbp6hoKLOsOO66uMY+145UPoVEKn0dAZ4f+6E6pHvK5d91KfRi6OjNRQ0CharAcw6ql7VjREzaEx/SYcrTVB4Hn0BEqH7M0z7lwbm57qw+pjIyTI8mSE6TWrenF4Dmj8QwcQPUqprawL89pFd4LhUqI/YNxvPbmCRw/m9AXCYGDwBGcGp7Cz/f2IxLyVl1e6fPwOD48BVWjliKqWdLrlNno/puhOUlRbWEtqi/KerrFUdjHbVVUqTDUzWuWLmgVylrAnHwZZtsWv3ltH3bt+QgZUYGi6qGbSMhbtQpirak0caeW5Yerlrbj8uUdJZ2H+SV9/jf/gKJSYwev/xsKgpCfy7Nl89q+orK/lZ4szHP2ewWrEknVKEYmMvAJPAI+XSVy156PikrZPnjnZXjtjePG0HZg2eJWbL7Znca/WcZr5jcURQPv4SEIHNI5GZEWH0RJH8fn5tz6B+OYTOaspLSsqBgaTaEt7HN1z9lzVm4lMcwFwivw1vXlOA7hoIDu9kDVoyOdMNflsgsF5uTLMNtJRqZTaFTzUSWp3rnWdqmU8F61tB2f/fRFeYqeqqqHYu66cUXesaqt2TbP2T43V5ZVq5cs2uqHompIpCVkRAV9i1tnPOFs+59rqr4G5iKjGg7elMyVFQ0BvwBZmdaod3tupiBbS8BjJbc9Hg4Rl461WCOa0/vW/IzDQQ/GJ7PQNAIKoL1FWFDaSc0Ec/JlmM2OxqQa/fRaLAhOKiTqMY6vHE4csxk//cuBQaRzCkJ+AZ9ddzFuuHxmmWY1O7dic3PNJPLijiDCQS9OjiTB8xxUjc5Ki78Y5iLjFXhI8nSCWTMShWZ838m5Fd4vp0dT6G4PgBDBOj9KqdX674bCRjQ3rzM/Y1nRjIWGR080NG+7q5sd5uTLMJsdjVtqLePqJJ9Qjzb1SjhxXrdfvTQvWVbL6T7F5ubKit4jYTpGvbxTn/JlUqsnHHOR6Yz4kRUVKKqeQCZED9sEA/pn/9Sud8su9MXul2RGgkfgELVJPzRCXpqFTeYX5211jVPMKpx6i3zNpmytGE4qJKqpYljoFDvnu29aAZ7nrJI9M0zUGam9szQrjXhOl4Yw588KHMGijgA8vJ6IqFTWWex+6Qj7MDGVa6ggG2P+wXbyDugfjOPlPR9haDRVt7h6rePjTkMx83HXVRiG+My6S2o6+KHYOS/tDlvvuSQaQiItGcqG1BoMD6DiDtvJe9tDVp9Y0WEdq7AJqFyYqNj90tHqh6TSGdOR5tvny5hbZu3kt2/fDp7n8fWvf70W9sw7zMfilpAXPCj6B+P48FgMy8tUVZSLrZccFF7j+Hgt8gmNoFgY4uU/HsZnXYihVUMxMTtLnM3DW2MDaxFKK7WwllvoC+8bn8AVLbNcuqhlTgduLxRV0/OZqrVrkskknnrqKezevRtXXXUVrr32Wlevb5R2jVtM7Q0K4Mx4GgQEHAFSWRnHz04VFdkqJcg0nsiV/J0pvmUXahJlFRtvXFGVZohdEySektAW8s6JANZsKaZ1wvEEQ+dSFTVyaoldV+bDY+NWSMSJYFYh5XSP7NjFw0xykgqBI/hgYDzvvkmkJeQkXWKhFvdLNbbPELEbTeGtQyM4fCJftK2ROL3285WGatfs27cPy5cvx0MPPVTtIeY9/YNxHDoeg6TojRwcAfxeAbwxmMCMmdsdZ7nacwAlf7d1y+qaa59XUyHR6J1Zsd1swCfM6ISdoBE+agAAGDNJREFUS+aq1LRUItznFYreNyAErUFPwz4r815XVA3D8Sw4QiDwBGfHUw2Z/cooTtVOfvPmzQCAF198sarXR6Mt1b71nHBoYBy/fP0oZEWD3rOnd6xmRAUcRxDyC2gN+xBPinkT4eMpXQLBrqDn8fKIJ0WAouTvurrC6OoK4+Y19WnBdjK1/tDAOF554zj8Xh5d7QFkRQW/fP0ooq36n3uiQWy4sQ+rV1Y/iOHQwDj+9NZxjMQyRY/Xu6gFkykRQVsYIpOT0buoZcY5VDpWrXBjUymc/LuurjDaIkH9nCYy6OnQz+nlPxwued88+eUb3J+QS0rZbt7rx4YS1jQyAJAVDS0hL946PFK3+9kNTj+j+cps7a/o5Pfu3Ytnnnkm72d9fX3YtWvXrN44FktZHX/zkd/v/yeSab0kTVK0vN9pGoUoqRgZT6OnI5i3S25v8WIqKc5QIWw32u1L/c48Rj120uV28oVTjEJ+AS0+AbKkIpuVMZHIIZmW0Le4FWMTGfz77z+oeofWPxjHz/f2I52Toagazk2kMXB6Eg+sX2Ud78YrenR5A0m1drOq8fOxsWSewmEyo0vTdrT6Z21bOYrZJMoqNly3zNETkpsnqZ6Ib8bg6XL3VL1b9svZbtqVExV9trCm6wh5eA48gKHRVMMlBWpZftsI7PZzHKlqc1yxhHL9+vV444038v6brYNfCJiKg16BKyonxnMEE1O5GYnMcgp6ldT1Xn93EDte+RCHjscQn8phZCJTURlxNhQqMWZEBeNTojXvMzYlzmgKmk1Z52tvnsBkUjRCXwRZUR8QsfPVw9Y5lhP4sturX0MglhSRysp1HYTd6FLT+TCrtpxdPE+gUuhCcZpeetqI+nxGcVgJZQm6In7EElldcZDodcxmApbjAK+Hg88rFBUqKxdbL/W7/sE4/vAfJ0CpLu2rahSxRA7RiL8mnZbFKMwf+L0CJFm15n3WuiloaDQJnjfKEmUVBPqM3UxOnqF5Xkzgy26vrGoQjFGLpr31lGRoZKlptRIOc2XXa28cx4mRJHweDouj+ijN+bAIMXSYky+BXXGQUECluja1l+fQ2xWCwHNoLaF4WM4hlPrd/oNDhnIgZ2nPA8BUWrJinbWmMKHYGfHjzFgKOWm6KUiWNSyO1qopiADGPFECQwfe+HGxJHY5e00BLM443uxtc8dcJ6jnYz8DAEvLx349OurYGc5wz6ydfLPWx9sVB0+dS0JWNH2n0hGEwHM136mYHaqKSmE0PYIzdkT1clyFtfktAQ862wJIZ2UkMnLRpiD7ebt1dKb0slIgJ+wTOEe7cLu95hBqDfpT1VyGMGotQbGQKbwH7l238ry7BvOd827Gqxs6IwHcdOUS3HXDclyzeglik1mkRLUuQ5ePnJiALKvGUGV9h6uo+iSme42B3NVSqla42BBljVLcv34V7rnlItx05RL0LmopOmza6XBuO51tAXwwMG6N9jPheQKOI+huDxStOzftt9sbNGrWc5KCoN+DRe2BuvcBmHNP//TOKet9fR6+Yt18pVrt2cxzrTdO6+Sd3gNzDauTZ+Eax6xe2VnT1vpCzBrpaNiHpDEijecI7r6pfo7LSay3XHipnBZ9qffr7ghBlKcgynqoxYz3T0zl8G//eokre3s6gvi3f71kTnaO9t07pRSapjv1JZ2honNLqzluNU8FjexrqOYeYMw9zMnPE+wOjJ/DL2y1sd5qG4REWcUlvW1IZWVL87xUEruQ/sG4bWAHtcS95gK7DrysalbI6cTwlD7APSCgJxqq+rjVOMpGh43meh4BozqYk59HzNfkWjGcau2U0lwJB72WtG9WVEomse3H2bXnIz1HwHMAhTUuz15nXy/GEjnwBBiOZaC3xuloVLc/Iyq46X8sqeq4TvVqChf9Ru+k53oeAaM6mNQwI4/+wTh2vnpoxmDvQpzUbhfW4U+lJSTSEiZTouua7/0Hh5ARDa0Wjuj/N8bl1aM2vpCuiB+jk1lwHAEoyeudoJSiuz2AgaFEVcfNSWrez3KSCp/Azbh2hT0TY4kcFEXFyZEk/nl6EidHklAUdc520vO1fp+RD3PyDItiTrlUM5aTBqFimueRkBdtYb/rxiKzOY2zeVeOI1BUbU6cmu7QNEPegoIQvV8i6NNns3aEfVXZUcpRgpCK8wV8AoczsQwUVYPA69fiTCwDnzA3X+tGN4kxnMHCNQwLe9z51LkUJEVP/r725gls+/zML26l8JIZ4jg5koSkqPAKPKKtPqgU2LrlKle22ZvTzBJT+7i8erNqaTtW9IRxNqYP8CZGbT8hBB6eqzpMUSr5/Zv9A5Xj3YRMR46MWbHWmCmHzDZxu5BCjOcrzMkzLOxxZ84IiaiqhpPDU+gfjLv+Mvs8PE4NT0EQOAiGcueZsTSWLW51bZu9OY2CAyiFqlK0hX1zFh7YvLYPv9n3MdpCGsandHkGTdPQHvbNKkxRzFE6iXeLsooLukJ6AttYRLvbA/qTQAXMJLbZqbqoLXBe1/s3Myxcw7Cwx515zuhIJQReD1dd3NvoErb+DOh/r6JBwmxOW9Ydtnavyxa3zknS1W7Dvf9yMXqiIbSGdBmFSIsPPR3BmjtGJ/HurogfAs9heU8Yl/S2YXlP2NGTjRmWOxtLWzX+w7EMVI3WTf+H0TjYTp5hsW5NLz44FoNH0IdbS4oGjQIBL4/B0ZTr44mKhguiQcSSklEqyaO7zQ+xQNXTKWYLfSOZq/CEkx6GagexW2E5lULgiSVhPJ7IYVl3S81zHI2eUXC+w5w8A8D0F5GAIicqeuybI/B7CCgFUhnJdcjGDDks75nWw86KCjoqlEs2M24cXqUFpVrhMrNs02sM/OCJnsSWFLXmJZCNruVnMCfPQP4XsberBSdHTP1tClHWQy7RVvdqmNXuNJuVeji8ap4szMU32urD8EQG0PQy0HqoR9qT+cfOTiErqaCUYuerh7F1yxXM0c8BLCbPyCt1DNu0MVRND5/zhCCZlnDaZciGldjlU6yktBExcDPeL/AcFrcHQIiuk7Sks6Xmn89YIgdF1XB6NIWsocsEAOmsjJ/v7a/brATGNGwnz8jrukxmJNgHdnFEHwZBMC3p6wZWYjdNPWUA3IaB7GGeVUvb6xYn74r40T8YtwbPmKM0wRGrkY3dH/WFOXlGXrlebErM/6VRf61oFJ451IppRtzIALhx2pXCQKWOVQvnWslOM5mvadQq36fQG7nmqpHtfIeFaxh55XqSrILTZ3tYOvKE6H9eumh+D1+f7ziVAXDTeQyUDgO99uYJPPvr97F99wfoH4yDB614LDc4sdNsIuOMVmVidPKafRhM56b+sJ08I+/x3fwSqlQfyMxxBIqigRCctwlTt5i728HRFGRZRcDvwZJoEOvW9DqqhnErPFYsDKSoGobG0vB6OH3INgWG41ks7gg6msLlBKd2bl7bVyAuR6Eo2pw2sp3PMCfPADAdO7cGQWj6rk+U669r30xMD9LQMJWWQADkjKcjM4Sydcvqsq8/cjIOSim8Hl0GotL82mJhoNHJLLwefQi7wBvD6DV9OHutauGd5hjsU9Z0mWi9kW3zzeyemguYk2fkkadrbzxOs+YVZ/QPxrHz9x8iI6rQqJ609nl48DyHZEZGd3ug7A7aXCA4DtA0fTc+PJEBgKKhDfsTQyojoaPVj46wzyhV1XBhp96IpqgaeI5Y83BrVQvvJscwHxrZzleYk2fMgFXEuMfUu0/nVCvBqFF9Fx/gAJVWrqQxwx/d7UGcHU+DED2GPTqZRbTVX1TG2efh0dMewARPMDGVg6xouHBRC1YYDWjmLFxAT3jyfO1q4VkfxMKAJV4ZjBpg6t1zHKxSQUDvMxAlDV6Br7iDNoe5twQ8WNIZgsBz0DQNmkYryjhHIwH0drXgwkUt2LplNTav7bNCbYujQRACyIqGJdFQzWrhWR/EwoDt5BmMGmDq3XsFHqKsWsq/gK4/Hw56Ku5y7eGPloAHLQGPNTWr0HFWiofPVS08e+qb/zAnz2DUAFPvnlLA7xUgKSqoSvWacA+Pno5gRSfrJvzhJB7OHDADmEW45uDBg7jnnnuwadMmPPDAAzhz5kwt7WIwFhTr1vQi6BOgqBpAAK/AwStw6G4P4LtfvA5bt6yu6HDdhD/Y6D2GUwilVYh7A1i3bh127tyJVatW4Xe/+x327duHl156yfHrY7EUNK2qt24IXV1hjI0lK//DechCth1YOPabgzj0MkGK3kVhbL55BW5es7Qu9s+FhO9CufalaCb7OY4gGnXfkFhVuEaSJDz22GNYtWoVAODSSy/Fr371q2oOxWhy7I7IJ3AA0as75ro0cy4c4lyXCbJwDMMJVYVrvF4vNm3aBEAff7Zjxw7cdtttNTWMsfCxt73zoDh1LolTw1PgCWraXu/GDicyAQxGM1ExXLN3714888wzeT/r6+vDrl27IEkStm3bhkQigZ/85CfweDwljsI4H3n25/+JyZSIoN+DgdOTkBUVMAZfr7ywDZmcjLYWH7Y9cE3Z4xwaGMef3jqOkVgGPdEgNtzYh9UrO6uyw8TJe8/2fWt93HrZw2huqo7Jp9NpPPLII2hra8Nzzz0Hr9fdtB8Wk587GmX7U7veRSToASEE/zw9CYEnACFQVA2X9LaBUopERsaTD15dMpzSPxjHK28cB4/8ihM39dh2O0zs710Me7NRte9rYr/+1R63lvZUa/tCpJnsrzYmX3V1zRNPPIFly5Zh+/btrh084/ygK+JHTtI16L0eHhoFNE2vJQemS/7KhVP2HxyC3zu7QRt2OwAglZVxfHgKY/Esdr56qGjYpl4DPqo97nwZOMJYeFTl5I8cOYJ9+/bh/fffx5YtW7Bp0yZ86UtfqrVtjAWOvcwvGvZCUTUoioZoqy+v5K+cAxtL5Kxa8GRGwsmRJE6OJPH+x+PY9u/vlHTSpexIZiQMjaYgKxp62v0l4/Nm96lJMiPhXDyDD4/FHL1nKQqPCzgbHFLt6xiMqqprLr/8chw9erTWtjCajMKuy2XdYau6piPktUIyv9k/ULJ7syviR1ZUEJvMYnQyC6oZk4WgJ29HYumKc1JXLW3H9Vf04C8HBjGZlsARgq42P8Ihn/VvCoXD7M1GyYykC4UZ+jOzmc3qRtSr1OtSWRnjiRxykoKgT3A9YJ1xfsE6Xhl1xUmZXznHt25NL375+lGMxrOgmHbwumwARTKrOFJ3fOfwCLraAshKCjiOQyItIWjMtC22I7Z3n8amctYbd7UFKuq7F773y3s+wtBoCl0RP1b2RvDO4REA7kS9THviKRHjCd0eQgA+SGY9DJzR3DCBMkbDKde9uWppO6KtAVDAEv3iOP3GVVUKSVYdqzvqYSABBABHiDXq0J4b2PnqITy1613sPziE66/oAQBMZWSIsgrOmJQFOAuVmLmGyZRo5RreOTyC66/ocS3qZT6NmAsOzxF4BA7prAJVoyw2zygJ28kzGk5hWKewWSkrKggHPFA1ClFWDeEvCs0YrOFE3dEMB5nSu8TQVjcXlJW9kRlzUs1JWSG/YFWCldN3L8RcXIJ+DyRRsZ4ABoYSZQeHlGJgKAEPz8Hr46xKIXO4C8+z/RqjOMzJM+YF5cI6PdEgRElBLJGDwHOQDEdPCBAOCK7VHZd0hnAunoGmAa1GbqDYKLuzMV2H3Ym+ezGcTk5yipl8VVQK3nis4bjpDmIGoxhs+WfMezbc2AeeI4hG/PAKHDiegOMIwiEvehzooxeGg3iOINrqx9c+u9oSDitWvaKqFIqqOdJ3L0Zh6SbgLMla7njhgAcapVA1CmrMSuU5woTJGCVhO3nGvGf1ys68kYSXuNSeqRQOAoonf3mewMwEVNJ3B2bq45hJ1kxOBg+4mpxUrDnMTL5Gwz4kszJyEpu/y6gMc/KMBYFTMa7+wThee/MEhkaTAAh6u0LYvLav4uuLabkHjbr9rKhUrISxd6QWJlkPn4hj4MykZY+Tc7APUx+JpXHk5ATuvmnF9GJXR6E1RnNRtazBbGGyBnPHQrYdcG5//2AcP9/bj8mkqO/CCYGqaoiEvHjwzssclTsW7p4BOFKv3PnqoRlPAllR0W2g1JUsw85XD2FkIoNYIgeO00NTiqKBEOBrn71yTp36+XLvzFcaJjXMYMxH9h8cQjonQxA48JweZiHgkBEVRzXtpXb7TpxqqSTrwJkEVlwQgWBUwzipsR9L5DCVlsBxxDoPgSeQFM3ReTAYdljildE0jCVyUFQNHDctRMYRPYFa7/b/UklWgOTt7oHKFTZdEb9Vl2+iUSZjwKgO5uQZTUNXxG9UwEyHATWqJ1DrXWJYqqGrtyukh21sVKqwWbemF7wRoqFGJY1GKcIBDyuVZLiGOXlG07BuTS9Cfg8URdPF0DS9BDLoE+peYlhqPuvmtX3ISe5msa5a2o67b1qhN2wpGgSeIBr2gec5VirJcA2LyTOahlVL2/HA+lXT1TUUWNYdtqpr5uL9i73PFzdegd/v/6er0YO3X70US7vDdR9ZyGh+mJNnNBWrlrZj2+fnlyNcvbITPRFf5X9YAJvhyqgFLFzDYDAYTQxz8gwGg9HEMCfPYDAYTQxz8gwGg9HENCzxam/0WCgsRJtNFrLtALO/kSxk24Hmsb/a82iYdg2DwWAw6g8L1zAYDEYTw5w8g8FgNDHMyTMYDEYTw5w8g8FgNDHMyTMYDEYTw5w8g8FgNDHMyTMYDEYTw5w8g8FgNDHMyTMYDEYTw5y8Q9577z185jOfwcaNG/Hwww8jkUg02iRXHDx4EPfccw82bdqEBx54AGfOnGm0Sa7Zvn07XnzxxUab4Zg//vGPuPPOO3H77bfj17/+daPNqYpUKoW77roLQ0NDjTbFFTt27MCGDRuwYcMG/OAHP2i0Oa758Y9/jDvvvBMbNmzAz372s9kdjDIccdttt9GPP/6YUkrpD3/4Q/qjH/2owRa549Zbb6UfffQRpZTS3/72t/Thhx9usEXOmZqaot/61rfolVdeSV944YVGm+OIkZEReuutt9J4PE7T6TTduHGjdf8sFP7xj3/Qu+66i37iE5+gp0+fbrQ5jnnrrbfovffeS0VRpJIk0fvvv5++/vrrjTbLMQcOHKD33XcflWWZZrNZeuutt9Jjx45VfTy2k3fInj17sHLlSsiyjHPnzqG1tbXRJjlGkiQ89thjWLVqFQDg0ksvxfDwcIOtcs6+ffuwfPlyPPTQQ402xTFvv/02rrvuOrS1tSEYDOKOO+7An//850ab5Yrdu3fjySefxKJFixptiiu6urqwbds2eL1eeDweXHTRRTh79myjzXLMNddcg1/84hcQBAGxWAyqqiIYDFZ9PObkHeLxeHD06FHccsstOHDgADZs2NBokxzj9XqxadMmAICmadixYwduu+22BlvlnM2bN+PLX/4yeJ5vtCmOGR0dRVdXl/X3RYsW4dy5cw20yD1PP/00PvWpTzXaDNdcfPHF+OQnPwkAOHnyJPbu3YtbbrmlwVa5w+Px4IUXXsCGDRtw/fXXo7u7u+pjMSdfwN69e7F27dq8/x588EEA+g747bffxtatW/H444831tASlLNfkiR84xvfgKIo+MpXvtJYQ4tQzvaFhqZpIGRaGpZSmvd3Rv35+OOP8YUvfAHf/OY3sXz58kab45pHH30U77zzDoaHh7F79+6qj8MGeRewfv16rF+/Pu9noijir3/9q7X7vfvuu/H973+/EeZVpJj9AJBOp/HII4+gra0NL730EjweTwOsK08p2xciPT09eO+996y/j42NLbiwx0Lm4MGDePTRR/Htb397QT11A8CxY8cgSRIuu+wyBAIB3H777Th69GjVx2M7eQcIgoCnnnoKhw8fBqDvOK+66qoGW+WOJ554AsuWLcP27dvh9XobbU7Tc8MNN+Cdd97BxMQEstksXn/9daxdu7bRZp0XDA8P46tf/Sqee+65BefgAWBoaAjf+c53IEkSJEnCvn37sGbNmqqPx3byDuB5Hs8//zy++93vQlVVdHd34+mnn260WY45cuQI9u3bh5UrV2LLli0A9BjxT3/60wZb1rx0d3fj8ccfx/333w9ZlnHPPffgyiuvbLRZ5wUvv/wyRFHEs88+a/3svvvuw+c+97kGWuWcW265BR9++CE2b94Mnudx++23z2qxYpOhGAwGo4lh4RoGg8FoYpiTZzAYjCaGOXkGg8FoYpiTZzAYjCaGOXkGg8FoYpiTZzAYjCaGOXkGg8FoYpiTZzAYjCbm/wMjVMsPAL1S4QAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -95,12 +95,82 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5582197546475912" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# frequency of identical\n", + "np.sum((rand==1).sum())/(517**2)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEJCAYAAAB8Pye7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHr5JREFUeJzt3X1UVGXiB/DvyJu67mxLDtFRwzSFXd84a2ooorgmKIzI6CZKSpqhmWa2mqiolZlormSRJ9s8LuuyKpIGsoZWJCW4mlQSimnlG+bAIOmIvM88vz9c7s8RdGAYGPX5fs7hHO+de+f53mH2u7fLnWdUQggBIiKSShtHByAiotbH8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDL/z43YsQIfP/99/XWl5aWwtvbu1nPnZCQgM8++wwAsGHDBnz88cc2Pc+uXbswc+bMeusPHz6Mvn37IiwsDOPGjUNYWBh0Oh0yMzObldtWeXl5WL58OQDg+++/x4svvuiQHM1RWFgIb29v7Ny502L95s2bERMT06Tnssd7iBzH2dEB6N51+PBhPPbYYwCAefPmtcgYjzzyCFJTU5XlkydPYtKkSfj888/h7u7eImPezo8//oiioiIAQJ8+ffDOO++06vj20qZNG6xZswb9+/dHt27dHB2HHITlL5H9+/cjPj4e7dq1Q+/evS0e27lzJ7Zt2waz2YwHHngAy5YtQ/fu3RETE4MOHTrghx9+gF6vh7e3N9asWYOPP/4Y+fn5WLt2LZycnPD555+jR48eePbZZ3Hs2DG88cYbqKiogIuLC1555RX4+fkhJSUFO3bsQE1NDa5evYrnnnsOkydPbtIx+Pj4oG3btrh48SKSkpLw3Xffobi4GN7e3li9ejXi4uJw6NAhODk5oW/fvli8eDE6dOiAESNGICQkBNnZ2bh27RqmTZumjL1jxw5s3boVbdq0QceOHbFs2TI8+uijiImJwZUrV3DhwgX069cPOTk5uHbtGhYvXoxx48Zh5cqVSE9Px7Vr1/Daa6/h5MmTUKlUGDp0KF5++WU4OzujT58+iI6ORnZ2NoqLizFjxowGj/no0aNYu3at8pq99NJLCAgIQEREBKZNm4agoCAAwFtvvQUAWLhw4R1/Z3W5hw8fjoULF1qM1bZtW0ybNg0LFizA9u3b4erqavH4nY7HlvfQ0aNHERcXB7PZDACYOXOmcjzkQILua4GBgSIvL08YDAbRv39/cfr0aSGEEO+//77o2bOnEEKIw4cPi8mTJ4vy8nIhhBBfffWVCA4OFkIIsWjRIjFx4kRRVVUlqqurxbhx40RKSooQQoinn35afPLJJ8p2H374oaiurhZDhgwRX3zxhRBCiO+//16EhoaKa9euiaeeekqUlpYKIYT49ttvha+vrxBCiI8++khER0fXy/7f//5XhISEWKzbt2+fGDx4sCgvLxfvvPOOCAoKEjU1NUIIITZs2CDmzJkjqqurhclkEjExMWLZsmXK67Bs2TJhNpvFpUuXxKBBg8TJkydFTk6OGDlypLh8+bKSZfTo0cJsNotFixaJqKgoZeybc96c7ZVXXhErV64UZrNZVFVVienTp4tNmzYJIYTo2bOn2Lp1q/Ja9O7dW1RWVlocU2lpqfDz8xPfffedEEKIU6dOiYEDB4rz58+LlJQUZcza2lrh7+8vzpw5Y/V3dnPum124cEH4+voKk8kkIiMjRVxcnBBCiA8//FAsWrTojsdj63to6tSpIj09XQghREFBgXj11VcbzEati2f+ksjNzUXPnj2VyzQTJ07E+vXrAQAHDhzAuXPnEBERoWxvNBpx5coVAMDQoUOVs8OePXvi6tWrtx3n1KlTaNOmDYYPHw4A6N27N/bs2QMAeP/995GVlYWzZ8/i5MmTKC8vt5r7/PnzCAsLAwDU1tbC09MTGzduRLt27QAAvr6+cHa+8Tb+8ssvMX/+fLi4uAAApkyZghdeeEF5rsmTJ0OlUsHT0xNDhw5FdnY2SkpKMGbMGOUSkk6nw6pVq1BYWAgA6N+/v9WMX375JbZt2waVSgVXV1dEREQgMTER0dHRAIA///nPAIBevXqhuroa5eXlcHNzU/bPy8vDI488gn79+gEAevTogT/96U84cuQIxowZg7Vr18JgMODEiRPo2rUrunbtiuTk5Dv+zqzlbtOmDd566y2MGzcO/v7+jToeLy8vm95Do0ePxuuvv47MzEwMHjwYL7/8stXXlFoey18i4qZpnOoKEwDMZjPCwsKUywNmsxnFxcX43e9+B+DGZYI6KpXK4nlu5eTkBJVKZbHu1KlTUKvVmDhxIp566in0798fwcHB+OKLL6xmvvWa/63at29vcRw3j202m1FTU6Ms33rMbdq0US5F3EwIgdra2nrPfzsNjVu3PwCl6Ou2ufX1M5lM9V6zugzt2rVDUFAQ0tPT8e233+Ivf/mLMsadfmeNyf3www/jtddew6JFizBu3LhGHY8t76GIiAgEBgYiOzsbX331FRISEpCRkWHxf4DU+ni3jyQGDBiAH3/8ESdPngRw4w6bOv7+/vjPf/6D4uJiAMC2bdsQFRVl9TmdnJwsSg4AunXrBpVKhezsbADA8ePHERUVhW+++Qbu7u6YPXs2/P39leI3mUx2OT7gxn+hbNu2DTU1NTCbzUhKSsKQIUOUx+vuRvrll1+QnZ2NgIAADB06FHv37kVpaSkA4KOPPsIDDzwALy+vRh0vcOP1+9e//gUhBKqrq5GcnIzBgwc3Orevry9+/vln5OXlAQBOnz6Nr7/+GgMHDgQAPPXUU9i9eze++eYb5Vq5rb+zWwUHByMgIACJiYlWj8fW91BERAQKCgqg0+mwcuVKGI1GGAyGJmcl++KZvyTc3d2xbt06LFiwAC4uLhgwYIDymL+/P5577jlMnz4dKpUKHTp0QEJCQr2z0VuNGDEC69evtzi7dnV1xbvvvos333wTa9euhYuLC95991306tULaWlpCA4OhkqlwsCBA+Hu7o5z587Z7Riff/55rFmzBuPGjUNtbS369u2LZcuWKY8XFhZCp9OhsrISsbGx6NatG7p164ZnnnkGUVFRMJvNcHd3x6ZNm9CmTf3zIl9fX7z33nuYM2cOpkyZoqyPjY3FG2+8Aa1Wi5qaGgwdOhSzZs1qdG53d3ds2LABK1euRGVlJVQqFVavXo1HH30UwI1LZ05OTggODlbOlm39nTUkNjYWubm5Vo/H1dXVpvfQggUL8Oabb+Ltt9+GSqXCnDlz0Llz5ybnJPtSiTv9NzzRfWLEiBHYsGED+vTp4+goRHcFXvYhIpIQz/yJiCTEM38iIgmx/ImIJHTX3O1TWVmJ/Px8aDQaODk5OToOEdE9wWQywWAwoHfv3hafybHmrin//Px8REZGOjoGEdE9KSkpCY8//nijt79ryl+j0QC4cQCenp4OTkNEdG/Q6/WIjIxUOrSx7pryr7vU4+npyQ+AEBE1UVMvl/MPvkREEmL5ExFJqFHlX1ZWhtDQUGWa2x07diA0NBRarRaLFy9GdXU1ACiTNwUFBWHp0qUNToJFRESOZ7X8jx07hkmTJuHs2bMAgDNnzmDz5s3Yvn070tLSYDab8e9//xvAjW8XWr58Ofbt2wchBJKTk1s0PBER2cZq+ScnJ2PFihXw8PAAcGPWxhUrVqBDhw5QqVTo2bMnfvnlF1y8eBGVlZXw9fUFcONLMTIyMhp8TqPRiMLCQosfvV5vx8MiIqI7sXq3z6pVqyyWO3XqhE6dOgEASktLkZSUhNWrV6O4uNjiViONRqN82fWtEhMTkZCQ0JzcRETUDDbf6llUVIQZM2Zg/PjxGDRoEHJzcy3mEhdC3HZu8aioKISHh1usq7tXlYiIWp5N5f/TTz9hxowZmDJlCqZPnw7gxv35N387T0lJiXKp6FZqtRpqtdqWoUly1TUmuLq0/vQfjhqXqKU0ufzLysrw7LPP4qWXXrL43s9OnTrBzc0Nubm56N+/P1JTUxEQEGDXsESuLk7Q/vX23+nbUvb8LazVxyRqSU0u/5SUFJSUlGDLli3YsmULgBvfkjRv3jysW7cOsbGxKCsrQ69evTB16lS7ByYiouZrdPlnZmYCAJ555hk888wzDW7j4+ODlJQUuwQjIqKWw0/4EhFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRHed6hqTVOM6grOjAxAR3crVxQnav6a2+rh7/hbW6mM6Cs/8iYgkxPInIpIQy5+ISEKNKv+ysjKEhoaisLAQAJCTkwOtVotRo0YhPj5e2a6goAA6nQ5BQUFYunQpamtrWyY1ERE1i9XyP3bsGCZNmoSzZ88CACorK7FkyRJs3LgRe/fuRX5+PrKysgAACxcuxPLly7Fv3z4IIZCcnNyi4YmIyDZWyz85ORkrVqyAh4cHACAvLw9eXl7o0qULnJ2dodVqkZGRgYsXL6KyshK+vr4AAJ1Oh4yMjAaf02g0orCw0OJHr9fb8bCIiOhOrN7quWrVKovl4uJiaDQaZdnDwwNFRUX11ms0GhQVFTX4nImJiUhISLA1MxERNVOT7/M3m81QqVTKshACKpXqtusbEhUVhfDwcIt1er0ekZGRTY1DREQ2aHL5e3p6wmAwKMsGgwEeHh711peUlCiXim6lVquhVqttiEtERPbQ5Fs9+/XrhzNnzuDcuXMwmUxIT09HQEAAOnXqBDc3N+Tm5gIAUlNTERAQYPfARETUfE0+83dzc0NcXBzmzp2LqqoqDBs2DMHBwQCAdevWITY2FmVlZejVqxemTp1q98BERNR8jS7/zMxM5d9+fn5IS0urt42Pjw9SUlLsk4yIiFoMP+FLRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCQhlj8RkYRY/kREEmL5ExFJiOVPRCShZpV/amoqQkJCEBISgjVr1gAACgoKoNPpEBQUhKVLl6K2ttYuQYmIyH5sLv+KigqsWrUKW7duRWpqKo4ePYqcnBwsXLgQy5cvx759+yCEQHJysj3zEhGRHdhc/iaTCWazGRUVFaitrUVtbS2cnZ1RWVkJX19fAIBOp0NGRobdwhIRkX0427pjhw4dMG/ePIwePRrt2rXDgAED4OLiAo1Go2yj0WhQVFRUb1+j0Qij0WixTq/X2xqFiIiayObyP3nyJD766CN88cUX+O1vf4sFCxYgOzsbKpVK2UYIYbFcJzExEQkJCbYOTdTqqmtMcHVxkm5sun/ZXP4HDx6En58fHnzwQQA3LvFs3rwZBoNB2aakpAQeHh719o2KikJ4eLjFOr1ej8jISFvjELUoVxcnaP+a6pCx9/wtzCHj0v3N5mv+Pj4+yMnJQXl5OYQQyMzMxMCBA+Hm5obc3FwAN+4GCggIqLevWq1G586dLX48PT1tPwoiImoSm8/8/f39ceLECeh0Ori4uKBPnz6Ijo7Gk08+idjYWJSVlaFXr16YOnWqPfMSEZEd2Fz+ABAdHY3o6GiLdT4+PkhJSWlWKCIialn8hC8RkYRY/kREEmL5E93lqmtMUo1LraNZ1/yJqOU56jZT3mJ6f+OZPxE1iGf+9zee+RNRg/jBtvsbz/yJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJNav8MzMzodPpMHr0aLzxxhsAgJycHGi1WowaNQrx8fF2CUlERPZlc/lfuHABK1aswMaNG5GWloYTJ04gKysLS5YswcaNG7F3717k5+cjKyvLnnmJiMgObC7/Tz/9FGPGjIGnpydcXFwQHx+Pdu3awcvLC126dIGzszO0Wi0yMjLsmZeIiOzA2dYdz507BxcXF8yaNQuXLl3C8OHD0aNHD2g0GmUbDw8PFBUV1dvXaDTCaDRarNPr9bZGISKiJrK5/E0mE44ePYqtW7eiffv2eP7559G2bVuoVCplGyGExXKdxMREJCQk2Do0ERE1k83l37FjR/j5+cHd3R0AMHLkSGRkZMDJyUnZxmAwwMPDo96+UVFRCA8Pt1in1+sRGRlpaxwiImoCm6/5BwYG4uDBgzAajTCZTPjqq68QHByMM2fO4Ny5czCZTEhPT0dAQEC9fdVqNTp37mzx4+np2awDISKixrP5zL9fv36YMWMGJk+ejJqaGgwZMgSTJk1Ct27dMHfuXFRVVWHYsGEIDg62Z14iIrIDm8sfACZMmIAJEyZYrPPz80NaWlqzQhERUcviJ3yJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8iciklCzy3/NmjWIiYkBABQUFECn0yEoKAhLly5FbW1tswMSEZH9Nav8Dx06hN27dyvLCxcuxPLly7Fv3z4IIZCcnNzsgEREZH82l/+VK1cQHx+PWbNmAQAuXryIyspK+Pr6AgB0Oh0yMjLsk5KIiOzK2dYdly9fjvnz5+PSpUsAgOLiYmg0GuVxjUaDoqKiBvc1Go0wGo0W6/R6va1RiIioiWwq/507d+Lhhx+Gn58fdu3aBQAwm81QqVTKNkIIi+WbJSYmIiEhwZahiYjIDmwq/71798JgMCAsLAxXr15FeXk5VCoVDAaDsk1JSQk8PDwa3D8qKgrh4eEW6/R6PSIjI22JQ0RETWRT+W/ZskX5965du3DkyBGsXr0aoaGhyM3NRf/+/ZGamoqAgIAG91er1VCr1bYlJiKiZrP5mn9D1q1bh9jYWJSVlaFXr16YOnWqPZ+eiIjspNnlr9PpoNPpAAA+Pj5ISUlpdigiImpZ/IQvEZGEWP5ERBJi+RMRSYjlT0QkIZY/EZGEWP5ERBJi+RMRSYjlT0QkIZY/EZGEWP5ERBJi+RMRSYjlT0QkIZY/EZGEWP5ERBJi+RMRSYjlT0QkIZY/EZGEWP5ERBJi+RMRSYjlT0QkIZY/EZGEWP5ERBJi+RMRSYjlTzaprjE5OgIRNYOzowPQvcnVxQnav6a2+rh7/hbW6mMS3Y945k9EJKFmlX9CQgJCQkIQEhKCtWvXAgBycnKg1WoxatQoxMfH2yUkERHZl83ln5OTg4MHD2L37t34+OOPcfz4caSnp2PJkiXYuHEj9u7di/z8fGRlZdkzLxER2YHN1/w1Gg1iYmLg6uoKAOjevTvOnj0LLy8vdOnSBQCg1WqRkZGBYcOGWexrNBphNBot1un1elujEBFRE9lc/j169FD+ffbsWXzyySd4+umnodFolPUeHh4oKiqqt29iYiISEhJsHZqIiJqp2Xf7nD59GjNnzsQrr7wCJycnnD17VnlMCAGVSlVvn6ioKISHh1us0+v1iIyMbG4cIiJqhGaVf25uLl588UUsWbIEISEhOHLkCAwGg/K4wWCAh4dHvf3UajXUanVzhiYiomaw+Q++ly5dwgsvvIB169YhJCQEANCvXz+cOXMG586dg8lkQnp6OgICAuwWloiI7MPmM//NmzejqqoKcXFxyrqIiAjExcVh7ty5qKqqwrBhwxAcHGyXoEREZD82l39sbCxiY2MbfCwtLc3mQERE1PL4CV8iov9x5JxVrT025/YhIvofR81ZBbT+vFU88ycikhDLn4hIQix/IiIJsfyJiCTE8icikhDL/x7Gr1IkIlvxVs97mEy3pRGRffHMn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJsfyJiCTE8icikhDLn4hIQix/IiIJ3TflL9PXrxERNdd9M7cP57khImq8++bMn4iIGo/lT0QkIZY/EZGEWP5ERBJi+RMRSahFyn/Pnj0YM2YMRo0ahaSkpJYY4q7CWz2J6F5j91s9i4qKEB8fj127dsHV1RUREREYNGgQHnvsMXsPdddw1G2mvMWUiGxl9/LPycnBE088gQceeAAAEBQUhIyMDMyZM0fZxmg0wmg0Wux38eJFAIBer7d57JryUpv3bY7CwkKHjO2ocR05tmzjOnJsHnPrj22Lus40mZp2BUIlhBA2jXgbmzZtQnl5OebPnw8A2LlzJ/Ly8rBy5Uplm3fffRcJCQn2HJaISGpJSUl4/PHHG7293c/8zWYzVCqVsiyEsFgGgKioKISHh1usq66uxoULF9C1a1c4OTnZO5ZN9Ho9IiMjkZSUBE9PT0fHaRJmb333am6A2R3BXrlNJhMMBgN69+7dpP3sXv6enp44evSosmwwGODh4WGxjVqthlqtrrdvt27d7B3HLjw9PdG5c2dHx7AJs7e+ezU3wOyOYI/cXl5eTd7H7nf7DB48GIcOHUJpaSkqKiqwf/9+BAQE2HsYIiJqBruf+T/00EOYP38+pk6dipqaGkyYMAF9+/a19zBERNQMLTKrp1arhVarbYmnJiIiO3B69dVXX3V0iLuZm5sbBg0aBDc3N0dHaTJmb333am6A2R3BkbntfqsnERHd/Ti3DxGRhFj+REQSYvn/j7XJ6D777DOEhYVh7NixmD17Nq5eveqAlA2zlv3TTz+FVqtFSEgIYmJiUF1d7YCU9TV2AsADBw5gxIgRrZjMOmvZExISEBgYiLCwMISFhd1VExxay/7zzz9jypQpGDt2LJ599tl75r1eUFCgvN5hYWEYOnQoQkNDHZTUkrXX/Pjx4xg/fjzGjh2LmTNn1pv+pkUIEnq9XgQGBopff/1VXL9+XWi1WnH69Gnl8WvXrokhQ4YIvV4vhBDi7bffFitXrnRUXAvWsl+/fl34+/sLg8EghBDipZdeEtu3b3dUXIW13HUMBoMIDg4WgYGBDkjZsMZknzlzpvjmm28clPD2rGU3m81i1KhRIisrSwghxFtvvSXWrl3rqLgWGvueEUKI8vJyERISIr7++utWTllfY3JPmjRJHDhwQAghxOrVq8X69etbPBfP/GE5GV379u2Vyejq1NTUYMWKFXjooYcAAN7e3rh06ZKj4lqwlr19+/bIzMxEx44dUVFRgcuXLzf46erWZi13ndjYWItJAe8Gjcmen5+PTZs2QavV4vXXX0dVVZWD0lqylv348eNo37698sHMWbNmITIy0lFxLTT2PQPcmGNswIABTZrrpqU0JrfZbMb169cBABUVFWjbtm2L52L5AyguLoZGo1GWPTw8UFRUpCz//ve/x5NPPgkAqKysxAcffICRI0e2es6GWMsOAC4uLsjKysLw4cPx66+/wt/fv7Vj1tOY3P/85z/xxz/+Ef369WvteHdkLfv169fxhz/8AQsXLsTu3bthNBqxceNGR0Stx1r28+fPo2PHjliyZAnCw8OxYsUKtG/f3hFR62nMewYArl27huTk5LvmpKExuWNiYhAbGwt/f3/k5OQgIiKixXOx/NG4yeiAG2+q6Oho+Pj41JuYzlEam33YsGE4fPgwAgMDcTd8tMNa7lOnTmH//v2YPXu2I+LdkbXsv/nNb/D3v/8d3bt3h7OzM6ZPn46srCxHRK3HWvba2locOXIEkyZNwu7du9GlSxfExcU5Imo9jX2vp6WlYeTIkXjwwQdbM95tWctdWVmJpUuX4h//+AcOHjyIyZMnY9GiRS2ei+WPGxMrGQwGZbmhyeiKi4sxefJkeHt7Y9WqVa0d8basZb9y5QoOHjyoLGu1Wvzwww+tmrEh1nJnZGTAYDBg/PjxiI6OVl7/u4G17L/88gtSUlKUZSEEnJ1b5MP0TWYtu0ajgZeXF/r06QMACA0NRV5eXqvnbEhj/ncK3Lg5Y8yYMa0Z7Y6s5T516hTc3NyUaXAmTpyII0eOtHywFv+rwj2g7g8yly9fFuXl5WLs2LHi2LFjyuO1tbUiPDxcvPfeew5M2TBr2UtLS8UTTzwhLl68KIQQ4p133hHLli1zVFyFtdw3u3Dhwl35B9/bZb98+bIYOHCgOH/+vDCbzWLx4sXi/fffd2Di/2cte0VFhRgyZIgoKCgQQgixadMmsWDBAkfFtdCY94zZbBYDBgwQlZWVDkpZn7XcV65cEX5+fuKnn34SQgiRlpYmnn766RbPxfL/n7S0NBESEiJGjRolPvjgAyGEEDNmzBB5eXli//79wtvbW4wdO1b5WbJkiYMT/787ZRdCiE8//VSEhoYKrVYr5s+fL4xGoyPjKqzlrnO3lb8Q1rNnZGQoj8fExIiqqipHxrVgLft3330nxo8fL8aMGSOmT58uSkpKHBnXgrXsJSUlYvDgwY6M2CBruQ8cOCC0Wq0IDQ0VUVFR4vz58y2eidM7EBFJiNf8iYgkxPInIpIQy5+ISEIsfyIiCbH8iYgkxPInIpIQy5+ISEIsfyIiCf0frL/zOhzUdO4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist((rand==1).sum()/517.)\n", + "plt.title('Identical Proportion over Nodes')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvcAAAFgCAYAAAA/9FbdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XtcTfn+P/DXrl1JJbdSKiF2huSW3EYxRToVahgUOYbjLjPHLXE4yDDG/T5zZtyNy6AaqVyiDLl/3Sm3aroopehC9/X7w2+v09audhSm83o+Hh7qsz5rrfdae+/Ve3325/NZEkEQBBARERER0V+e2scOgIiIiIiIqgeTeyIiIiKiWoLJPRERERFRLcHknoiIiIiolmByT0RERERUSzC5JyIiIiKqJZjcE1UgMTERlpaWSv9ZWVnB1tYWHh4eWLNmDZ4+fVruduTrPHjw4L1jevz4cZXXUbZ/X19fWFpa4vvvv3/vmFRRUlKC2NhYhbJLly7B0tIS3bp1+yAxfAjFxcXYsGEDvvjiC1hZWaFXr14IDAyscJ0vvvgClpaWOHLkSIX1/P39xddy06ZNYnl1vr9qowkTJsDS0hLz588vt87ly5fF8+jl5VVuvdjYWLFeQkICgP++fmfOnFE5Jh8fH1haWmLDhg2qH8h7ev36NX799VeMGTMGPXr0QLt27WBjY4Nhw4bhxx9/RFZWltL13uX4qlNBQYF4rmsaP0tUGzC5J1KRlZUVOnfuLP5r06YNdHV1ce/ePWzduhUuLi4ICwursf2npaXhm2++wezZs2tsHzXl9u3bGDJkCA4ePPixQ6lxW7duxcaNG5GUlARzc3M0bNgQxsbG773d1atXY/fu3QCAqVOnYsqUKe+9zf8V8pvHGzdulFvn/Pnz4s83b95Ebm6u0nrXrl0DAJiYmMDMzKwao6xZ169fx4ABA7Bo0SJERUVBEARYWlpCW1sbN2/exOrVqzFgwABcvnz5Y4eq4Pz583B1dUVkZOTHDoXoL0P6sQMg+qtYt24dTE1Ny5SnpKRgxYoVOHbsGGbOnAl9fX306NFDoU5ISAgAvFcy8McffyA0NBTt2rWr8rrVsf/3sXfvXty9e7dMC721tTVCQkIgldaeS5H8Bm/ixIn49ttvq2Wbmzdvxo8//ggAmDRpEqZNm6aw/GO/vp86+fvu0aNHyM7Ohp6eXpk6UVFRAICWLVviyZMnuHTpEr744osy9f7v//4PANCzZ0+xbMeOHSgsLKyWm7iaEB4ejunTp6OwsBBOTk6YPn06LCwsxOUPHz7EsmXLcP78efzjH//Ar7/++k7XmZqwdetWxMfHf7D98bNEtQFb7onek5GREVatWgUnJycUFhZi3rx5KCwsVKhjYWEBCwsLaGpqfpQYP/b+y6OtrQ0LCwuYm5t/7FCqTUZGBgDAxsamWra3Y8cOrFu3DgAwfvx4fPPNN2XqfKqv76fis88+g76+PgRBwK1bt8osf/nyJe7evQtjY2O4u7sD+G+y/zZ5y33pG/hmzZrBwsICdevWrYHo38+zZ8/g5+eHwsJCeHt7Y/369QqJPQC0bt0aP/30E2xsbJCXl4f58+fjf/Xh9fwsUW3A5J6oGkgkEixcuBBaWlpISkpCcHDwxw6JPpKioiIAqJbk4MCBA1i2bBkAYOzYsZgxY8Z7b/N/kZqamnizdf369TLLL168iOLiYnTv3h3du3cHoNhNRy4jIwNxcXGQSCRivU/dmjVr8OLFCzRv3hy+vr7l1pNKpZg7dy4A4N69e7h69eqHCpGIqhmTe6Jq0qhRI/Tt2xcAygw8K2+Q1qVLlzBlyhQ4OjrCysoKPXr0wNixY8WvhuW++OIL8Q/v3bt3YWlpKXYZkA/6dXV1xaNHjzBs2DC0b98en3/+Ofbs2VPh/uVu3ryJr7/+Gp06dYKNjQ2+/vprpX1cjxw5AktLS3h4eCjdzp49e2BpaYlRo0YpxBYQEAAA2LZtGywtLcUko6IBtfn5+di+fTuGDBmCTp06oUOHDnB1dcXatWvx8uXLMvXlA4TDwsIQHR2NadOmoXv37mjfvj1cXFywdetWFBQUKI27IidOnMDYsWNha2sLKysr9O3bF35+fmUGB48aNQqWlpZ48eIFAMDb21vhWKsqKCgI//73vwEAY8aMqXCsRUUDpt/lfMTFxWHBggXioGBbW1uMGTMGoaGh5e7fxsYGgiDg119/xcCBA9GhQwf06tULvr6+eP78OYA3SePEiRPRtWtXWFtbY9iwYeX2pS4pKcGRI0fg5eUFGxsbWFtb429/+xvWrl2L7OxsVU6hgor63csT+e7du8PKygr6+vp48uRJmUHy8i45rVu3RqNGjcTyigacnjx5EiNHjoSNjQ26du2KadOmlXnvvC0nJwcbN26Em5sbOnTogM6dO2P48OE4ePAgiouLVT7m169f49ixYwCA0aNHQ11dvcL6VlZWWL58OYKCgir95mnDhg2wtLSEj4+P0uXff/+90vd/QUEBtm/fjuHDh6NHjx6wtraGo6Mj5s+frzBZgPzaIB8DsGTJEqUDkBMSEhTeq926dcOECRNw4cKFMjG967XyfT5Ld+7cgY+PD3r37o0OHTrA3d0dhw8fFmN5u+uXIAj47bffMGrUKHz++edo3749+vTpgxkzZij91olImdrT0ZXoE9CpUyeEhYWp1Op19OhRzJ49GyUlJTAyMoKlpSXS09Nx7tw5nDt3Drdv38acOXMAvPmjq6Ghgbi4ONStWxdt2rSBgYGBwvays7MxduxYZGVloVWrVnjy5EmZr9+VuXr1qjhQUyaTIT09HefPn8f58+fh4+PzXgM3tbS00LlzZ8THx+P58+do0qQJTExM0Lx58wrXy8jIwN///nfExMRAIpGgZcuW0NTUxMOHD7FlyxYEBQXh559/Vnp8Fy9exMyZMwEALVq0gLa2Nh49eoQ1a9bg5s2b2LJli0qxl5SUYPbs2Th69CgAwNjYGGZmZoiNjcXhw4cRHByMlStXon///gDenLuioiLcunULRUVFkMlk0NXVrfRYlTlx4gTmzp2LkpISeHt7v/MNAlD183Hq1CnMmDEDeXl5qFu3LiwtLZGZmYmoqChERUXh1KlTWLFiRZlEURAEzJw5E8HBwTA2NkazZs3w+PFjBAQE4O7du5g5cyamTJkCqVSK5s2bIykpCTdu3MDEiROxa9cudO3aVdxWQUEBpk2bhoiICABvBq/q6+uLr39wcDC2b99epX7R8uT+1q1bEAQBEolEXCbvgtOzZ0+oqanB1tYWJ0+exPnz5zFkyBCxnrIuORVZsWIFfvnlFwCAqakp9PT0EB4ejgsXLqBp06ZK10lMTMTXX3+N+Ph48VyVlJTg+vXruH79Ok6cOIHNmzer9M3QjRs3kJ+fX6WY5d2SaoIgCJg6dSoiIyMhlUphbm4OIyMjxMXF4bfffkNwcDB27tyJDh06QE9PD507d8aDBw+Qk5MDMzMzGBgYKIxr+OOPP+Dj44NXr15BW1sbrVu3RkZGBiIiIhAREYFp06Zh6tSpZeJ412tlVT9LISEhmD17NgoLC9GgQQO0atUKsbGx8PPzUzqeAwAWLlyIAwcOQCKRwNzcHIaGhkhMTERwcDBCQ0Oxfv16ODo6VuW00/8igYjKlZCQIMhkMkEmkwkJCQmV1j9x4oRYv6CgQCyXl8XExAiCIAjFxcVCz549BZlMJhw7dkxhGwEBAYKlpaXQpk0bhX0ePnxYkMlkgru7e7kx9u/fX0hPTxcEQRAyMzOFkpISpfsXBEGYM2eOWD5kyBDh6dOngiAIQklJibB7927B0tJSsLS0FK5du1ZpDHK7d+8WZDKZMHLkSIVy+b6WL1+uUH7x4kVBJpMJtra2CuXe3t6CTCYTXF1dhUePHonlKSkp4rL+/fsLeXl5So9n/PjxQlpamrhs586d4rKbN28qjf1tGzZsEGQymdClSxfh9OnTYvnr16+F7777TpDJZEL79u0VzqkgCIKtra0gk8mEixcvqrQfQRCEvn37CjKZTDh8+LAQEREhtGvXTpDJZELnzp2F7OzsStev7PVV9Xw8efJEaN++vSCTyYQlS5YIr169EpdFRkYKNjY2gkwmE9asWaN0/23bthUCAgLE8suXLwuWlpaCTCYT2rRpI8yYMUPIzc0VBEEQcnJyhGHDhgkymUyYMmWKwvaWLFkiyGQywdnZWbh7965YnpGRIUydOlV8DxYXF1d6buRKSkqEbt26CTKZTOE99eeffwoymUz429/+Jpbt2bNHkMlkwjfffKOwja+++kqQyWQK7wdB+O/rV7r87NmzgkwmE6ysrITQ0FCF/bm6uornbP369eKyoqIiYfDgwYJMJhMmTpyo8Jo9fPhQcHZ2FmQymeDv76/SMcuPo127dirVL4+y41u/fr0gk8mEadOmKV1n+fLlgkwmE+bMmSOWnTlzRvzsyq83giAI2dnZwuTJkwWZTCZ4e3srbGfkyJGCTCYTdu/erVCekJAgdO7cWZDJZMLatWuF/Px8cdmpU6fEZSdPnlRY532vlap+lpKTkwVra2sxvsLCQkEQBCE3N1fw9fUV1+nbt6+4zoMHDwSZTCZ0795dePDggVien58v/Pvf/xZkMpng4OCg9HwTlcZuOUTVSEdHR/xZWdcRuefPnyM9PR36+vpwdnZWWDZ48GB89dVXcHFxQU5OTpX2//XXX4vdBerXr6/QOllRzJs3b4aRkRGAN+MHRo4ciS+//BKCIGD79u1ViuF9Xb16FRcvXoSWlha2bt2q0KLWpEkTbNq0SWztO3z4cJn169evj3Xr1qFx48Zimbe3N5o1awag4ukQ5V69eoVt27YBABYvXix2twKAOnXqYO7cuXBwcEB+fj42b978zsf6tsuXL2PatGkoLCyEmpoacnJy4O/v/17brMr5+M9//oP8/Hz07t0b8+fPh7a2trjMzs5O7P+/fft2ZGZmltmXu7s7Bg8eLP7etWtXdOzYEQBgaGiI5cuXi4NOdXR0MGLECADA/fv3xXVSU1Oxf/9+aGhoYMOGDWjbtq24rEGDBli5ciWaNm2Ku3fv4vTp0yqfB4lEIn47UPqY5V1ySrdsy3++cOGCOLA0Pz8fd+/ehVQqVfiWoTz/+c9/ALwZBD1gwACx3MzMDBs2bFDaRebEiRO4d+8emjdvjrVr1yq8Zq1atcLatWuhpqaGffv2iV2dKiKft75+/fqV1v0Q5F1d7OzsxOsNAOjq6mLu3Lno1asXWrdurdK2fvnlF+Tk5GDw4MGYPn26wjcZDg4O4viUjRs3Kl3/Xa6VVfks/fLLL8jLy0O/fv0wffp0cUawunXrYunSpWjfvn2Z7cvPT6dOnRTOg6amJmbPno1evXqhe/fu5U7TSiTH5J6oGpWeJaeiPxYNGjSAnp4eXr58CT8/Pzx8+FBh+eLFi7Fy5Uq0adOmSvuXJ1JV4ejoWKaLDwCxX/358+er1M/3fcm7Ytjb28PExKTMcl1dXTE2ed3SbG1tUadOnTLlLVq0AACVbpiuXr2K3NxcNGzYUCExK00+ruDs2bPVdn4CAgKQn5+PESNGYMGCBWLZ+zw/oSrn4+zZswAAT09PpdtydHRE06ZNkZeXh4sXL5ZZbmdnV6ZM/hp269atzJSn8iSpdLJy9uxZFBYWom3btkq7SmhpaYndEuTxqkreNefmzZtimTy5Lz21ZcuWLWFkZITMzEzExMQAeNOdp7CwEO3bt4eurm6F+8nNzRX75w8cOLDM8ubNmyvt0y6/WenXrx+0tLTKLJfJZJDJZCgsLFR6/t8mvzmTD/L+2OTdqA4fPozffvtNHJ8CvOm2tG3btgofNFaafHyDi4uL0uUuLi6QSCS4f/8+nj17Vmb5u1wrq/JZksf31VdflamvpqaG4cOHlymXn5/IyEj8/PPPSE1NFZdpa2tj27Zt8Pf3V2hEIlKGfe6JqlHpi7uyubTlpFIpfHx8sHTpUhw5cgRHjhyBsbExevXqBXt7e/Tu3Vuh1VRVypL0ynz22WdKy+UtR7m5uUhLS1NoaatJcXFxFcYFQJyDW163tCZNmihdR/5HuaSkROUYLC0toaamvA1EHkNubi7S09PL3W9VDR06FAsXLoREIhH7fS9cuBCdOnV6p32oej5ycnKQlpYGAAqt5W/77LPPkJycrPK519DQAAA0bNiwzDJ5si+UmnZRPqgyPj5ebNl/mzzOygamvk2e3MtnzCkuLsalS5cglUpha2urULdHjx4ICAjAlStX0KZNGzFZV6XvenJyMgoLC6GhoSG26r7N0tISly5dUiiTH3tYWJjYv/9tKSkpAFQ7dvnN08uXL1FSUlLue/lDcXBwQIcOHXDz5k3Mnz8fCxYsEAe09u3bV2lrtjI5OTniYOc1a9aUO45GXV0dRUVFiIuLg6GhocKyd7lWqvpZKigoQGJiIoA3r7Myyj5j1tbW6NevH06ePIkffvgBP/zwAywtLcXz06VLl4/+GtJfA5N7omr05MkTAG9aoSob8Obt7Q1zc3Ps2LEDly9fxtOnT3Ho0CEcOnQIOjo6GDduHCZPnlyl/Str7atMeXNzly5//fp1lbf7ruStuBW1TsljU/b1tDyZLI+gwvzdVYkBeJNsVEdy7+LigiVLlojf+ixduhSurq548eIFfH19sW3bNpW6D5Sm6vkofS7f9dxXdEOqatzyG+QXL16ICXVldSMjI7F161alddavXy8mcvJZbh49eoScnBw8fvwYL1++RKdOncq0xpdO7keNGlWl5F4+m4+2tna5x12vXr1yjychIQEJCQkq7aMi8sHcJSUlePLkCVq1alXpOnFxcWjcuHGl3068C01NTezatQvbtm1DYGAg4uPjcfPmTdy8eRObNm1C69atsWjRInTp0qXC7ZR+7927d6/S/So7V+9yrVT1s1S6y1p519fyPmPr1q3Dvn378NtvvyE6OhoxMTGIiYnBL7/8AhMTE/j5+XFALVWKyT1RNZK3CKr6la+9vT3s7e2RnZ2NS5cuISoqCmfOnEFycjLWrVsHHR0djB49uiZDLjdxL/0HVFkiUpVtVYX8j2FF3Wfkf6xr6qFBVYkBqDgZrorPP/9cIRk0NjaGr68v5s+fj6ioKOzcuRN///vfq2Vfb3v7ZqW8b57k56Smzr38BmHkyJH417/+pdI6z58/L/dGQD5bjJytrS1CQ0Nx7949sY906S45cvKy69evQxAE3LhxA9ra2ip9tvX19QG8+TwIb83MI5eXl1emTH7s69evh5OTU6X7qUy7du1gYGCAtLQ0XLhwQaXk3tfXF7dv38akSZOUzjTztvJulsu7FtSpUweTJ0/G5MmTERsbiwsXLuD8+fP4448/8PDhQ4wbNw5hYWEV3iyXvom8ePEiGjRoUGmcH1Lpz0Zubq7Sz1J5/ebV1dUxcuRIjBw5Ek+fPhXPT0REBJKSkuDj44ODBw/CysqqxuKnvz5+v0NUTeQXYgBlBsm+raCgAA8ePBAHEurp6cHR0RELFixAeHi4OB3d77//XrNBo/yv9+WxNWjQQBx4Jh8EWN6czvLuEu9D3n+19CDLt929excAyu3yUF0xxMTElNuNRx6DtrZ2ma/8q9PQoUPFvuyrVq0q91kF70tPT09s4S6vNVQQBHFZTT1VWN7aXHrO87c9fvwYt2/fFgete3h4iC2cb/8zNTVVWFfeNefu3bti1xdlyb2BgQFatWqFZ8+e4dq1a3jx4gW6dOmi0hSUTZs2haamJgoLC/Ho0aNyj+Ft8nNa0bFfv34dDx48UHpz8DaJRIJ+/foBePMMirefnP22mJgYXL9+HUVFRRV2zQLe7VqQmZmJa9euiU9xbtGiBTw9PbFp0yacPHkSBgYGePXqFU6dOlXhvuvVqyd28yrvXBUXFyMqKgrx8fEfdMwQ8OazJL85kY/ZeJuyz3FOTg5u3bqFpKQkAG9u7j08PLBq1SpERERAJpOhuLhYfHYBUXmY3BNVkyVLlqCkpAStWrVSmF1FmZMnT8LNzQ0zZswo0/KlpqYmPv2ydGJZU30tT506pbSFet++fQCgcCzyFsmkpKQyLaJFRUXlPpBI3nKpSpeYPn36AHjT1UL+R660nJwcBAYGAnjT0l0TunTpAl1dXWRmZpY7mHXv3r0A3jz4qKb7wfr7+6NevXooKCjAzJkz3+lhXKqQ30TIX/u3nTp1CqmpqZBKpUofPFZdMaipqeHy5ctiN7fSioqKMHnyZAwZMuSdZnKSx33nzh3cuHEDdevWRYcOHZTWlXfBOXToEACo/FRabW1t9OrVCwDw22+/lVmempoqzq1fmvy9HxgYWObzBbzprjNy5Ei4ubkpfdKuMmPHjkWdOnUQFxeH1atXl1svPz9fHMQtk8kqvYbJrwXKGgdycnJw5cqVMuUzZ86Ep6eneD5La9KkCVq2bAkACsl4edcOe3t7AMD+/fuVxnf06FGMGTMGgwcPxqtXryo8lpogn8f+yJEjSpcrm+lrxYoVGDp0KH788ccyy/T09MTWelXGDdH/Nib3RO8pLi4OPj4+CA8Ph4aGBpYsWVLpkyD79OkDHR0dPH78GN99953CV9jJycnig29Kzz4i/6r32bNn1Zrcpaen49tvvxWnzSsuLsamTZsQFhYGLS0tjBs3TqxrbW0NdXV1vHr1CmvWrBH/CGdnZ2PevHlKB1kC/+22kpycXGk8NjY26NatGwoKCjBx4kSFlrnU1FRMmTIFqampMDMzw9ChQ9/1sCuko6ODMWPGAAAWLFigMCtPfn4+li1bhtOnT0NDQ6PcJ3RWpyZNmsDPzw/Am5bAipK09yFPBP/44w/4+/srvC/Pnj2LefPmAXjztNPS0wFWJzMzM7i5uaG4uBgTJ04UvyEB3kztOGvWLPFhbuUNuK1Iy5YtYWBggNOnT+PFixfo2rVruX2p5S36x48fB6D6g6AAYPLkyVBTU8Pu3buxf/9+MTlNTU2Fj4+P0uTd1dUVzZs3R3x8PKZNm6bQ+h0XF4fJkyejqKgIn332mcqxmJqaiu+dbdu24ZtvvinT2n3nzh14e3uLXY++//77SsdIdOrUCcCbgc87duwQy9PT0zF9+nSlUwG7ubkBALZs2YJz584pLAsNDcW1a9egpqYm3hgB/73uvX3tGDduHLS0tHD06FGsWbNG4XyeO3cOixcvBvDmm6+KJjeoKfLPUlhYGDZv3ixeKwsKCrBs2TLxybulyc/PoUOHEBQUpHBDc/nyZbGhQdmsVESlsc89kYrenks5Pz8fz549E/8A6+rq4ocffkDnzp0r3ZaOjg5WrFiBqVOnYteuXTh8+DCaNWuGgoICxMfHo6ioCO3atcM//vEPcZ3WrVtDIpEgLS0NTk5OMDIyKreFtSocHBxw5swZ2Nvbo0WLFkhNTUV6ejqkUimWLVumMB1hw4YN4e3tje3bt2P79u0IDg6GoaEhYmNjkZ+fj0mTJimduUI+Y8Tx48fh5uYGW1vbCvtTr1q1Cl9//TUePHgAFxcXWFhYQENDAw8fPkRRURFMTEywcePGGhn0Jzdp0iQ8efIEx44dw4QJE9C0aVM0atQIT548QW5uLrS1teHv719p94Xq4u7ujuPHj+PMmTPYsWMH7O3tq5RsqsLCwgI//PADZs6cid27d+Pw4cOwsLBARkaG+C2Ks7Mzvv3222rd79sWLFiA5ORkXLlyBR4eHmjevDnq1q2L2NhYvH79GhoaGli/fv07D2Lu1q0bgoODASjvkiNna2sLqVSKV69eQV9fv0qvtbW1NebNmwd/f38sXLgQW7ZsQaNGjfDgwQMxgZVPwymnqamJTZs2YezYsYiMjESfPn3QqlUrFBYWIi4uDsXFxTAyMqrysxWGDRuG4uJiLFu2DKGhoQgNDUWTJk1gaGiItLQ0cQYeAwMDrF27VqXjbNu2Lfr3748TJ05g2bJl2LlzJ/T19fHo0SNIpVKMHTtWbKSQGzRoEE6fPo3jx49j7NixMDIyQuPGjfHs2TNxusp//vOfCtccS0tLnDlzBjt37sSFCxfg7OyMCRMmoFWrVvj+++8xe/ZsbN26Fbt370aLFi2QmZkpvld79uwpPlH2QzMzM8PixYvh6+uLdevWYffu3TAxMUF8fDyysrJgZWWFO3fuKDQEde3aFWPGjMH27dsxe/ZsfP/99zA2NlY4pmHDhinc/BApw+SeSEV37txR+F0qlUJPTw9dunRB7969MWzYMKXT/ZXH0dERe/bswc6dO3Hjxg08fPgQderUQdu2beHs7IyRI0cq3Ey0aNEC/v7++PHHH/H06VMUFhYiPT39vY+rb9++GDVqFNavX4979+5BS0sLDg4OmDx5stJBW3PmzIGFhQX279+PR48eIT8/H7a2tpg8eTI0NTWVJvfu7u549OgRjh49iri4uEoH6BoYGODgwYPYu3cvQkJCxK/+LSwsMGDAAHh5eYndAmqKuro6Vq1aBUdHR/z222+4e/cu0tPTYWRkhEGDBsHb21vsm/+hLF68GG5ubuLsOb///nu1n4f+/fsjMDAQv/zyC6KiohAdHQ19fX307t0bX331Ffr371+t+1NGV1cX27dvx5EjRxAUFIQHDx4gMTERjRo1gqOjI8aNG1flZ0CU1r17dzG5r+gGSVdXF+3bt8f169fRrVu3Kne/GjlyJFq3bo3//Oc/uH37NuLi4tC1a1f885//xPHjx8sk98Cbh1UFBQVhx44dCA8PF5P6Zs2aoW/fvvjHP/5RpeuMnKenJ+zt7bF//35cuHABcXFxuHfvHnR0dNCpUyc4Ojpi2LBhVWrlXr16NXbt2oXAwEDExcUhLy8Pjo6O8PHxwZMnT8ok9xKJBKtWrYKNjQ2OHTuGR48eIT09HQ0aNEC/fv3g5eVV5vUYP348UlNTcfr0aTx58kShr7qzszNkMhm2bduGCxcuICYmBhoaGmjfvj3c3Nzg6elZ6Qw3NWnQoEEwNTXFjz/+iBs3buDBgwdo1aoVxowZA4lEghkzZpSZN3/OnDmwtLTEkSNH8ODBA0RHR0NPTw+9e/fG0KFDq2WgNdV+EkGVTrBEREREVC1+/fVXLFq0CD179vzgTwGn2o997omIiIiqka+kQBWiAAAgAElEQVSvL9zd3cWnDr/tjz/+AFDxw/qI3hWTeyIiIqJq1Lp1a9y7dw+rVq0Sn1YLvBlQ+9NPP4kD8r/88suPGCXVVuyWQ0RERFSNXr16heHDhyMmJgbq6uowNzeHtrY2EhISkJWVBQ0NDSxatIjJPdUIJvdERERE1SwvLw+HDx/G77//joSEBGRnZ8PAwAC2trYYNWoU2rVr97FDpFqKyX0VFBUVISUlBUZGRpBKOdEQEREREX1a2Oe+ClJSUuDg4CDOCUxERERE9Clhck9EREREVEswuSciIiIiqiWY3BMRERER1RJM7omIiIiIagkm90REREREtQSTeyIiIiKiWoLJPRERERFRLcHknoiIiIiolvjoyf3GjRvh4uICFxcXrFixAgAwd+5c9O/fH4MGDcKgQYNw8uRJAEBUVBTc3NzQv39/rFmzRtzG/fv34eHhAScnJ8ybNw9FRUUAgOTkZHh5eWHAgAGYNGkScnNzAQBZWVkYP348nJ2d4eXlhbS0tA981ERERERE1e+jJvdRUVE4d+4cAgICEBgYiLt37+LkyZO4c+cO9uzZg6CgIAQFBaFfv37Iy8uDn58fNm/ejJCQENy5cweRkZEAgFmzZmHBggU4fvw4BEHAwYMHAQCLFi2Cp6cnwsLCYGVlhc2bNwMA1q5dCxsbG4SGhmLo0KFYunTpRzsHRERERETV5aMm9wYGBvD19YWmpiY0NDRgYWGB5ORkJCcnw8/PD25ubli/fj1KSkpw69YtmJubw8zMDFKpFG5ubggLC0NSUhLy8vLQsWNHAICHhwfCwsJQWFiIK1euwMnJSaEcACIiIuDm5gYAcHV1xdmzZ1FYWPhxTgIRERERUTWRfsydt27dWvw5Li4OoaGh2Lt3Ly5fvoyFCxdCT08PEyZMwKFDh1C3bl0YGBiI9Q0NDZGamopnz54plBsYGCA1NRWZmZnQ1dWFVCpVKAegsI5UKoWuri4yMjLQpEkTcTtZWVnIyspSiDclJaX6TwIRERERfTA5Bbl4XZhXpXW0NepAV1OnhiKqXh81uZd7+PAhJkyYgNmzZ6Nly5bYtGmTuGzUqFEIDAyEk5MTJBKJWC4IAiQSCUpKSpSWy/8v7e3fS6+jpqb4JcbOnTuxcePG6jg8IiIiIvpEvC7Mw82Ue1Vap4NRWyb3qrp27Rp8fHzg5+cHFxcXxMTEIC4uTuxOIwgCpFIpjIyMFAa+pqWlwdDQsEx5eno6DA0N0bBhQ2RnZ6O4uBjq6upifeBNq396ejqMjIxQVFSE3Nxc1K9fXyGu0aNHw93dXaEsJSUFXl5eNXUqiIiIiIjey0ftc//06VNMmTIFK1euhIuLC4A3yfx3332Hly9forCwEAcOHEC/fv3QoUMHxMbGIj4+HsXFxQgODoadnR1MTEygpaWFa9euAQCCgoJgZ2cHDQ0N2NjYICQkBAAQGBgIOzs7AIC9vT0CAwMBACEhIbCxsYGGhoZCbPXq1YOpqanCPyMjow91aoiIiIiIqkwiCILwsXbu7++Pw4cPo1mzZmLZ8OHDUVJSgr1796KoqAj9+/fHzJkzAQAXLlzAsmXLkJ+fD3t7e8ydOxcSiQTR0dGYP38+cnJy0K5dOyxbtgyamppISkqCr68vnj9/DmNjY6xevRr6+vp48eIFfH19kZCQAD09PaxcuRKmpqaVxpuYmAgHBweEh4erVJ+IiIiIPi1puc/fqVuOgU6jGoqoen3U5P6vhsk9ERER0V9bbU/uP/pDrIiIiIiIqHowuSciIiIiqiWY3BMRERER1RJM7omIiIiIagkm90REREREtQSTeyIiIiKiWoLJPRERERFRLcHknoiIiIiolmByT0RERERUSzC5JyIiIiKqJZjcExERERHVEkzuiYiIiIhqCSb3RERERES1BJN7IiIiIqJagsk9EREREVEtweSeiIiIiKiWYHJPRERERFRLMLknIiIiIqolmNwTEREREdUSTO6JiIiIiGoJJvdERERERLUEk3siIiIiolqCyT0RERERUS3B5J6IiIiIqJZgck9EREREVEswuSciIiIiqiWY3BMRERER1RJM7omIiIiIagkm90REREREtQSTeyIiIiKiWoLJPRERERFRLcHknoiIiIiolmByT0RERERUSzC5JyIiIiKqJZjcExERERHVEkzuiYiIiIhqCSb3RERERES1BJN7IiIiIqJagsk9EREREVEtweSeiIiIiKiWYHJPRERERFRLMLknIiIiIqolqpTcFxcXIzIyUvy9oKAAq1atwogRIzBz5kw8ePCg2gMkIiIiIiLVqJzcp6enw83NDRMnTsTz588BAP7+/vj5559x/fp1BAcHY8SIEXj8+HGVAti4cSNcXFzg4uKCFStWAACioqLg5uaG/v37Y82aNWLd+/fvw8PDA05OTpg3bx6KiooAAMnJyfDy8sKAAQMwadIk5ObmAgCysrIwfvx4ODs7w8vLC2lpaQDe3JTMmjULzs7OcHd3r3LMRERERESfIpWT+02bNuHJkyfw9PSElpYWsrKyEBAQgKZNmyIiIgJ79uxBSUkJNm3apPLOo6KicO7cOQQEBCAwMBB3795FcHAw/Pz8sHnzZoSEhODOnTvitwWzZs3CggULcPz4cQiCgIMHDwIAFi1aBE9PT4SFhcHKygqbN28GAKxduxY2NjYIDQ3F0KFDsXTpUgDA7t27oa2tjdDQUPj5+WHu3Lkqx0xERERE9KlSObmPjIxEnz598K9//Qu6urqIjIxEYWEhPDw8YGRkBBsbGzg7O+PSpUsq79zAwAC+vr7Q1NSEhoYGLCwsEBcXB3Nzc5iZmUEqlcLNzQ1hYWFISkpCXl4eOnbsCADw8PBAWFgYCgsLceXKFTg5OSmUA0BERATc3NwAAK6urjh79iwKCwsRERGBgQMHAgC6du2KjIwMJCcnK8SWlZWFxMREhX8pKSkqHxsRERER0YcmVbViWlqamCgDwNmzZyGRSNC7d2+xrFGjRsjJyVF5561btxZ/jouLQ2hoKEaOHAkDAwOx3NDQEKmpqXj27JlCuYGBAVJTU5GZmQldXV1IpVKFcgAK60ilUujq6iIjI0PptlJSUtC0aVOxbOfOndi4caPKx0JERERE9LGpnNwbGBjg2bNnAICSkhKcO3cO+vr6aN++vVgnJiYGRkZGVQ7i4cOHmDBhAmbPng11dXXExcWJywRBgEQiQUlJCSQSSZly+f+lvf176XXU1NTKrCMvL2306NFwd3dXKEtJSYGXl1eVj4+IiIiI6ENQOblv3749wsLC0K1bN1y/fh2ZmZkYMmQIJBIJcnNzsX//fvzxxx8YMWJElQK4du0afHx84OfnBxcXF1y+fFkc+Aq8+cbA0NAQRkZGCuXp6ekwNDREw4YNkZ2djeLiYqirq4v1gTet/unp6TAyMkJRURFyc3NRv359NGnSBM+ePUOzZs0UtlVavXr1UK9evSodCxERERHRx6Ryn/sZM2agfv36mDt3Lg4cOID69etj0qRJAICVK1fihx9+gJmZGSZOnKjyzp8+fYopU6Zg5cqVcHFxAQB06NABsbGxiI+PR3FxMYKDg2FnZwcTExNoaWnh2rVrAICgoCDY2dlBQ0MDNjY2CAkJAQAEBgbCzs4OAGBvb4/AwEAAQEhICGxsbKChoQF7e3sEBQUBAK5evQotLS2FLjlERERERH9FEkEQBFUrZ2RkIDQ0FCUlJXBychJbu0+fPo0nT57gq6++qlJrt7+/Pw4fPiy2oAPA8OHD0bx5cyxbtgz5+fmwt7fH3LlzIZFIEB0djfnz5yMnJwft2rXDsmXLoKmpiaSkJPj6+uL58+cwNjbG6tWroa+vjxcvXsDX1xcJCQnQ09PDypUrYWpqivz8fCxYsAB37tyBpqYm/P390a5du0rjTUxMhIODA8LDw2FqaqrycRIRERHRpyEt9zluptyr0jodjNrCQKdRDUVUvaqU3P+vY3JPRERE9NdW25N7lfvcyz169AgBAQGIjo7Gy5cvcejQIURERODFixcYOHBgmYGpRERERET0YVQpuf/pp5+wbt06FBcXA/jvrDSXLl3Cjh07cOLECaxbtw4aGhrVHykREREREVVI5Wb248ePY/Xq1bC2tsb27dsxZswYcdnw4cPRs2dPnDlzBr/++muNBEpERERERBVTObnfvn07mjVrhp07d6JHjx7Q0dERl5mbm+Onn35Cy5YtERAQUCOBEhERERFRxVRO7mNiYuDg4ABNTU2ly9XV1WFnZ4c///yz2oIjIiIiIiLVqZzcq6urIzc3t8I6L1++hLq6+nsHRUREREREVadyct++fXucPn0aWVlZSpenp6cjPDwcVlZW1RYcERERERGpTuXkfvz48Xj+/Dm8vLxw4sQJpKenAwCSkpIQFhYGLy8vZGVlKQy0JSIiIiKiD0flqTB79OiBxYsXY8mSJZg+fToAQBAEODo6AgDU1NQwZ84c2NnZ1UykRERERERUoSrNcz906FDY2dkhKCgId+/eRXZ2NurWrQtLS0sMHDgQ5ubmNRUnERERERFVospPqG3SpAnGjx9fE7EQEREREdF7UDm5T05OrrSOuro66tSpA319/fcKioiIiIiIqk7l5P6LL76ARCJRqW6dOnXQrVs3zJ49Gy1btnzn4IiIiIiISHUqJ/c+Pj4ICAhAQkICWrRogY4dO8LQ0BC5ubm4ceMG7ty5g4YNG6Jbt25IT0/H2bNncf36dRw6dAhmZmY1eQxERERERIQqJPdNmjRBQkICFixYgBEjRpRpxQ8KCoKvry8cHBzg6uqKGzduYPTo0diyZQu+++67ag+ciIiIiIgUqTzP/bZt2+Do6AhPT0+l3XMGDRqEPn364McffwQAdOzYEY6OjoiKiqq+aImIiIiIqFwqJ/eJiYmVdq8xNzdHfHy8+LupqSkyMjLePToiIiIiIlKZysm9kZERLly4gOLiYqXLS0pKcOnSJTRu3FgsS01NRaNGjd4/SiIiIiIiqpTKyb2Hhweio6Px7bffIjExUWFZeno6fH19ER0djYEDBwIArly5guPHj6Njx47VGzERERERESml8oDacePG4fbt2zhx4gROnjyJ+vXro3HjxsjNzUVKSgpKSkpgZ2eHyZMnIycnB6NGjYKmpiYmTJhQk/ETEREREdH/p3Jyr66ujo0bN+L48eMICAjAnTt3EBsbCx0dHfTo0QMeHh5wcXEBAGRkZMDLywtffvkl2rRpU2PBExERERHRf6mc3Ms5OTnBycmpwjpGRkb417/+9c5BERERERFR1anc556IiIiIiD5t5bbcOzg4vNMGJRIJTp069c4BERERERHRuyk3uX/58mWZh1Xl5eWhsLAQEokEpqam0NfXx6tXr/Dnn3+iqKgIjRo1goGBQY0HTUREREREZZWb3F+9elXh9wcPHmDUqFHo3bs35syZo5DEZ2dnY9WqVTh69CgWLVpUc9ESEREREVG5VO5zv3z5cpiYmGDFihVlWuf19PTw73//G61bt8by5curPUgiIiIiIqqcysn9//3f/8HW1hZqauWv0rFjR9y/f79aAiMiIiIioqpRObmvV68eHj58WGGdGzduoGHDhu8dFBERERERVZ3Kyb2DgwOioqKwefNmFBcXKywrKCjAd999h5s3b8LNza3agyQiIiIiosqp/BArHx8fXLp0CRs2bMDOnTthaWkJHR0d5OTk4N69e8jNzUXnzp0xefLkmoyXiIiIiIjKoXJy36BBAxw6dAg///wzjh07hsuXL4vLLCws4O7ujtGjR0NDQ6NGAiUiIiIiooqpnNwDQN26deHj4wMfHx/k5+fj5cuX0NfXh5aWVk3FR0REREREKlK5z/3btLS0YGhoqJDYP3/+HNHR0dUSGBERERERVU25yb2DgwN27dpVpjw2Nhbh4eFK19m3bx/c3d2rLzoiIiIiIlJZucl9UlISsrKyypQfO3YMU6dOrdGgiIiIiIio6t65Ww4REREREX1amNwTEREREdUSTO6JiIiIiGoJJvdERERERLUEk3siIiIiolqCyT0RERERUS1R4RNqo6OjERgYqFB2//59AChTXnoZERERERF9eBUm9+Hh4WUeWCUIAgBg7ty5ZeoLggCJRFLlIHJycjB8+HBs3boVpqammDt3Lq5duwZtbW0AwNSpU9GvXz9ERUVh2bJlyM/Ph7OzM7799lsAb24q5s2bh9zcXNjY2GDRokWQSqVITk7GrFmz8Pz5c7Ro0QIrV66Ejo4OsrKyMHPmTCQkJKBhw4ZYu3YtDAwMqhw3EREREdGnpNzk/kM9qOrmzZuYP38+4uLixLI7d+5gz549MDQ0FMvy8vLg5+eH3bt3w9jYGBMmTEBkZCTs7e0xa9Ys+Pv7o2PHjvDz88PBgwfh6emJRYsWwdPTEy4uLti0aRM2b96MWbNmYe3atbCxscFPP/2EwMBALF26FGvXrv0gx0tEREREVFM+enJ/8OBBLFy4ELNnzwYAvH79GsnJyfDz80Nqair69euHqVOn4tatWzA3N4eZmRkAwM3NDWFhYWjVqhXy8vLQsWNHAICHhwfWr1+PoUOH4sqVK9i0aZNYPnLkSMyaNQsRERHYu3cvAMDV1RWLFy9GYWEhNDQ0xLiysrLKPKE3JSWlxs8HEREREdG7qrBbzoewdOlShd/T09PRvXt3LFy4EHp6epgwYQIOHTqEunXrKnSdMTQ0RGpqKp49e6ZQbmBggNTUVGRmZkJXVxdSqVShHIDCOlKpFLq6usjIyECTJk3E7ezcuRMbN26sseMmIiIiIqpuHz25f5uZmZnY2g4Ao0aNQmBgIJycnBT688v795eUlCgtV9b/v7zxAIIgQE1NceKg0aNHw93dXaEsJSUFXl5e73xsREREREQ16ZNL7mNiYhAXFwcnJycAbxJvqVQKIyMjpKWlifXS0tJgaGhYpjw9PR2GhoZo2LAhsrOzUVxcDHV1dbE+8KbVPz09HUZGRigqKkJubi7q16+vEEe9evVQr169D3DERERERETV45Ob514QBHz33Xd4+fIlCgsLceDAAfTr1w8dOnRAbGws4uPjUVxcjODgYNjZ2cHExARaWlq4du0aACAoKAh2dnbQ0NCAjY0NQkJCALyZutPOzg4AYG9vL07lGRISAhsbG4X+9kREREREf0WfXMt9mzZtMH78eIwYMQJFRUXo378/XF1dAQDLly/HtGnTkJ+fD3t7ewwYMAAAsHLlSsyfPx85OTlo164dvL29AQALFy6Er68vtmzZAmNjY6xevRoAMH36dPj6+sLFxQV6enpYuXLlxzlYIiIiIqJqJBHkE9e/ZdCgQXB3d8ff//53AMCVK1dgYmKCpk2bfsj4PimJiYlwcHBAeHg4TE1NP3Y4RERERFRFabnPcTPlXpXW6WDUFgY6jWoooupVbrec2NhYZGRkiL97e3vjyJEjHyQoIiIiIiKqunK75dSrVw+nTp1Cz549Ub9+fQiCgPT0dERHR1e60TZt2lRrkEREREREVLlyk3s3Nzds374dY8aMAfBmGskDBw7gwIEDlW70/v371RchERERERGppNzkfubMmTA3N8e9e/dQUFCAwMBAtGnTBp999tmHjI+IiIiIiFRUbnKvrq6O4cOHi78HBgbC0dERU6dO/SCBERERERFR1ag8FWZ4eDgf6kRERERE9AlTObk3MTEBAPz+++84dOgQYmJi8Pr1a9SvXx+tW7fG4MGD4ebmVmOBEhERERFRxVRO7gVBwMyZMxESEgJBEFCvXj00a9YML1++xPnz5xEVFYXIyEg+EIqIiIiI6CNRObnft28fjh07hu7du2P+/Plo1aqVuCw+Ph6LFy/GsWPH0KNHD3z55Zc1EiwREREREZWv3IdYve3QoUNo1qwZtm7dqpDYA4C5uTk2btwIU1NTlabKJCIiIiKi6qdycv/48WP07t0bderUUbpcW1sbdnZ2ePToUbUFR0REREREqlM5uZdKpXj16lWFdV69egU1NZU3SURERERE1UjlTNza2hrh4eFISkpSujwxMRGnTp1C+/btqy04IiIiIiJSncrJ/bhx45CVlQVvb28EBAQgISEBmZmZiImJwd69e+Hp6YmcnByMHTu2JuMlIiIiIqJyqDxbTq9evTBv3jx8//338PPzU1gmCAKkUin8/Pzw+eefV3uQRERERERUOZWTewAYNWoU+vTpg99//x0xMTHIycmBjo4O2rRpg4EDB8LMzKym4iQiIiIiokpUKbkHADMzM0yZMqUmYiEiIiIiovfAqW2IiIiIiGoJJvdERERERLUEk3siIiIiolqCyT0RERERUS2hcnJ//fp15Ofn12QsRERERET0HlRO7qdNm4bp06fXZCxERERERPQeVE7us7Oz0apVq5qMhYiIiIiI3oPKyb2DgwNOnjyJjIyMmoyHiIiIiIjekcoPseratSsuX74MBwcHdOnSBSYmJqhTp06ZehKJBL6+vtUaJBERERERVU7l5H7RokXiz+fOnSu3HpN7IiIiIqKPQ+XkfteuXTUZBxERERERvSeVk3tbW9uajIOIiIiIiN6Tysm9XGZmJkJDQxEdHY2XL19i3bp1uHbtGkpKStC1a9eaiJGIiIiIiFRQpeT+6NGjWLBgAfLy8iAIAiQSCQAgIiICP//8M0aMGIEFCxbUSKBERERERFQxlafCvHTpEubMmQNDQ0MsXrwYQ4YMEZc5ODhAJpNh3759CAwMrJFAiYiIiIioYion91u2bEHDhg1x8OBBDB06FEZGRuKyjh07Yu/evTAyMsKvv/5aI4ESEREREVHFVE7ub9++jQEDBkBfX1/pcl1dXTg6OiI2NrbagiMiIiIiItWpnNyXlJRUWqegoABFRUXvFRAREREREb0blZN7S0tLREREoKCgQOnynJwcREZGok2bNtUWHBERERERqU7l5H706NFITEzE+PHjcffuXTHJLykpwe3btzF+/HikpqbC09OzxoIlIiIiIqLyqTwVprOzMx48eICtW7cqzJRjbW2N4uJiCIKAUaNGwc3NrUYCJSIiIiKiilVpnvvp06ejb9++OHToEO7du4fs7GzUrVsXlpaWcHd3R7du3WoqTiIiIiIiqkSVn1BrbW0Na2vrmoiFiIiIiIjeQ5WTe0EQcPXqVURHR+PVq1fQ19eHlZUVrKysaiI+IiIiIiJSUZWS+8jISCxatAhPnz6FIAhiuUQiQevWrbF8+XK0bdu22oMkIiIiIqLKqZzcX758GZMnT4ampia++uorWFtbQ0dHB8+ePcP169dx/PhxeHt7Y//+/WjVqlVNxkxEREREREqoPBXmxo0boampiX379mHRokX48ssvMWDAAHh7e2PNmjXYtWsX8vPzsWrVqioFkJOTA1dXVyQmJgIAoqKi4Obmhv79+2PNmjVivfv378PDwwNOTk6YN2+e+LCs5ORkeHl5YcCAAZg0aRJyc3MBAFlZWRg/fjycnZ3h5eWFtLQ0AG8etDVr1iw4OzvD3d0djx8/rlK8RERERESfKpWT+9u3b2PAgAHlPqTKxsYGTk5OuHz5sso7v3nzJkaMGIG4uDgAQF5eHvz8/LB582aEhITgzp07iIyMBADMmjULCxYswPHjxyEIAg4ePAgAWLRoETw9PREWFgYrKyts3rwZALB27VrY2NggNDQUQ4cOxdKlSwEAu3fvhra2NkJDQ+Hn54e5c+eqHC8RERER0adM5eReW1sbOjo6FdZp3LgxpFLVu/EfPHgQCxcuhKGhIQDg1q1bMDc3h5mZGaRSKdzc3BAWFoakpCTk5eWhY8eOAAAPDw+EhYWhsLAQV65cgZOTk0I5AERERIhz7ru6uuLs2bMoLCxEREQEBg4cCADo2rUrMjIykJycXCa2rKwsJCYmKvxLSUlR+diIiIiIiD40lTNxV1dX/P777xg7diyMjY3LLM/MzERISIiYaKtC3pou9+zZMxgYGIi/GxoaIjU1tUy5gYEBUlNTkZmZCV1dXfGGQl7+9rakUil0dXWRkZGhdFspKSlo2rSpQiw7d+7Exo0bVT4WIiIiIqKPrdzkPjw8XOH3jh07IiQkBIMHD8bo0aPRqVMnNG7cGFlZWbh9+7bY3WXQoEHvHExJSQkkEon4uyAIkEgk5ZbL/y/t7d9Lr6OmplZmHXn520aPHg13d3eFspSUFHh5eb3TsRERERER1bRyk/spU6aUSZTl01+uX7++3GUjR47E/fv33ykYIyMjceArAKSlpcHQ0LBMeXp6OgwNDdGwYUNkZ2ejuLgY6urqYn3gTat/eno6jIyMUFRUhNzcXNSvXx9NmjTBs2fP0KxZM4Vtva1evXqoV6/eOx0HEREREdHHUKXkvqZ16NABsbGxiI+Ph6mpKYKDg/Hll1/CxMQEWlpauHbtGrp06YKgoCDY2dlBQ0MDNjY2CAkJgZubGwIDA2FnZwcAsLe3R2BgICZOnIiQkBDY2NhAQ0MD9vb2CAoKgo2NDa5evQotLa0yXXKIiIiIiP6KJELpp1F9JF988QV27doFU1NTXLhwAcuWLUN+fj7s7e0xd+5cSCQSREdHY/78+cjJyUG7du2wbNkyaGpqIikpCb6+vnj+/DmMjY2xevVq6Ovr48WLF/D19UVCQgL09PSwcuVKmJqaIj8/HwsWLMCdO3egqakJf39/tGvXTqU4ExMT4eDggPDwcJiamtbwWSEiIiKi6paW+xw3U+5VaZ0ORm1hoNOohiKqXp9Ecv9XweSeiIiI6K+ttif3Ks+WU1JSgr179yI4OBhJSUkoKChQWk8ikeDSpUvVFiAREREREalG5eR+8+bN2LRpEwRBQOPGjaGrq1uTcRERERERURWpnNwHBATA2NgYu3fvhomJSU3GRERERERE70DlJ9RmZGTA2dmZiT0RERER0SdK5eS+bdu2+PPPP2syFiIiIiIieu6tRLwAABqsSURBVA8qJ/f//Oc/ERkZiX379oET7BARERERfXpU7nPfpUsXDBs2DIsXL8YPP/wAY2NjaGpqlqknkUhw5MiRag2SiIiIiIgqp3Jyv2PHDuzZsweCIODVq1d4/Pix0nof+qm2RERERET0hsrJ/a5du1C/fn2sXLkSnTt3hra2dk3GRUREREREVaRyn/vnz59j4MCB6NWrFxN7IiIiIqJPkMrJvYWFBTIzM2syFiIiIiIieg8qJ/eTJk1CWFgYTp8+XZPxEBERERHRO1K5z/3jx49hYWGBKVOm4P+1d+/RMd/5H8dfU5FEgipNMi1OqlaiIRKHEr1EraBuqcG6ZU26WlqtXvx6QaWuJY5q6RbtlvZULdubolXCYZe2m7boauKSapUSKoSQiyRMMt/fH47ZnYbO5CKTTJ6Pc3JkPp/PfL/vr8+Zc17zzWc+07x5c4WGhl51eY7JZNLrr79epUUCAAAAcM3tcL9o0SLH78ePH9fx48evOo7dcgAAAADPcDvcb9u27XrWAQAAAKCS3A73zZs3v551AAAAAKgkt8N9QUGB2wdt2LBhhYoBAAAAUHFuh/vOnTu7vZ4+IyOjwgUBAAAAqBi3w/2dd9551fbi4mJlZmbq/Pnzio6OVocOHaqsOAAAAADuczvcr1y58nf7V61apfnz52vy5MmVLgoAAABA+bn9JVauJCQkKCYmRq+++mpVHRIAAABAOVRZuJeksLAw7d27tyoPCQAAAMBNVRbu7Xa7du3aJX9//6o6JAAAAIBycHvN/XvvvXfVdsMwVFhYqC+++EJpaWkaNGhQlRUHAAAAwH1uh/u5c+fKZDLJMIxrjmnXrp2effbZKikMAAAAQPm4He6Tk5Ov2m4ymVS/fn3dfvvtuuOOO6qsMAAAAADl43a4t1gs17MOAAAAAJVUpbvlAAAAAPCca965t1qtFTqgyWTSihUrKlwQAAAAgIq5ZrjfuXNnuQ505cO2JpOp0kUBAAAAKL9rhvtdu3a5dYAjR45oxowZOnDggOrXr69x48ZVWXEAAAAA3HfNcN+oUaPffWJpaamWL1+upUuX6uLFi+rYsaNeeukltW7dusqLBAAAAOCa27vl/K/09HQlJSXpp59+UmBgoCZNmqRRo0ZVdW0AAAAAyqFc4b6wsFALFy7U6tWrVVpaqp49e2ratGkKCQm5XvUBAAAAcJPb4X7Hjh2aOXOmfv31VwUFBenFF19U7969r2dtAAAAAMrBZbjPycnRSy+9pE2bNkmShg0bpueff14NGza87sUBAAAAcN/vhvs1a9Zo/vz5ys3NVatWrTR79mx17ty5umoDAAAAUA7XDPeJiYmOve4jIiI0duxY5ebmatu2bS4P2rNnz6qrEAAAAIBbrhnuv/32W8fvBw4c0P/93/+5PNiVL7HKyMiomuoAAAAAuO2a4X7ChAnVWQcAAACASiLcAwAAAF7iBk8XAAAAAKBqVOgbaqvD6NGjlZOTIx+fyyXOmjVLx44d0xtvvKGSkhIlJiYqISFBkpSamqrk5GRdvHhRffv21cSJEyVJGRkZmjp1qi5cuKDOnTtr5syZ8vHx0a+//qrnnntOZ8+eVatWrbRgwQIFBgZ67FoBAACAqlAj79wbhqFffvlF69evd/yYzWbHt+OuW7dOH3zwgQ4dOqTi4mK98MILWrp0qTZu3Kh9+/Zpx44dkqTnnntO06ZN0+bNm2UYhj788ENJ0syZMzVq1CilpKSoffv2Wrp0qScvFwAAAKgSNTLcHz58WJI0ZswYxcfH6+9//7tSU1MVExOjJk2aKCAgQH369FFKSorS09MVGhqqli1bysfHRwMHDlRKSopOnDih4uJiRUdHS5IGDx6slJQU2Ww27dq1S3369HFqBwAAAGq7GrksJy8vT926ddOLL74om80mq9Wqvn37KigoyDEmODhY6enpOn36dJn2U6dOlWkPCgrSqVOndO7cOTVs2NCx3OdK+9VqyMvLc2rLysqq6ksFAAAAqkyNDPcdO3ZUx44dHY+HDh2q5ORkjR8/3tF2ZU99u90uk8nkdvuVf//Xbx9L0ooVK7R48eKqvCwAAADguqqR4X737t2y2Wzq1q2bpMvBvHnz5srOznaMyc7OVnBwsMxms1vtZ86cUXBwsJo2bar8/HyVlpaqXr16jvG/lZiYKIvF4tSWlZXl+BAvAAAAUNPUyDX3+fn5mj9/vi5evKiCggKtXbtWL7/8sr7++mvl5OSoqKhIW7ZsUWxsrKKionTkyBEdPXpUpaWl2rBhg2JjY9W8eXP5+fnpu+++kyStX79esbGxql+/vjp37qyNGzdKktatW6fY2NgyNTRu3FgtWrRw+jGbzdX6/wAAAACUR428c9+jRw+lpaVp0KBBstvtGjVqlDp16qSJEyfKarXKZrNp6NCh6tChgyRp3rx5euKJJ3Tx4kV1795d999/vyRpwYIFSkpKUkFBgdq1ayer1SpJmj59uiZPnqw33nhDt9xyi1599VWPXSsAAABQVUyGYRieLqK2OH78uHr27Klt27apRYsWni4HAAAA5ZR94azSsg6U6zlR5ggFBTa7ThVVrRq5LAcAAABA+RHuAQAAAC9BuAcAAAC8BOEeAAAA8BKEewAAAMBLEO4BAAAAL0G4BwAAALwE4R4AAADwEoR7AAAAwEsQ7gEAAAAvQbgHAAAAvAThHgAAAPAShHsAAADASxDuAQAAAC9BuAcAAAC8BOEeAAAA8BKEewAAAMBLEO4BAAAAL0G4BwAAALwE4R4AAADwEoR7AAAAwEsQ7gEAAAAvQbgHAAAAvAThHgAAAPAShHsAAADASxDuAQAAAC9BuAcAAAC8BOEeAAAA8BKEewAAAMBLEO4BAAAAL0G4BwAAALwE4R4AAADwEoR7AAAAwEsQ7gEAAAAvQbgHAAAAvAThHgAAAPAShHsAAADASxDuAQAAAC/h4+kCAAAAgIoquHRBRbZit8dfKrVdx2o8j3APAACAWqvIVqy0rANuj2/TtNV1rMbzWJYDAAAAeAnCPQAAAOAlCPcAAACAl6iza+4/++wzvfHGGyopKVFiYqISEhI8XRIAAIDXKe8HXm8w3SC7YXd7vLd/QLa86mS4P3XqlBYuXKhPPvlEvr6+GjFihLp27ao//OEPni4NAADAq1TkA68/5Rwp13j8V50M96mpqYqJiVGTJk0kSX369FFKSoomTJjgGJOXl6e8vDyn5504cUKSlJWVVX3FAgAAXEeFtiIVl1x0e/wNJpPshuH2eFupTWdzzrg9vlFxA53NrTnjJemk/aQuNigq13Oqitlslo+P+5G9Tob706dPKygoyPE4ODhY6enpTmNWrFihxYsXX/X5LOEBAABAddi2bZtatGjh9vg6Ge7tdrtMJpPjsWEYTo8lKTExURaLxant0qVLyszM1G233aZ69epVS61XZGVlKSEhQatWrZLZbK7Wc6P6MM/ejzmuG5jnuoF5rhs8Pc/lPWedDPdms1m7d+92PM7OzlZwcLDTmMaNG6tx48Zlnnv77bdf9/p+j9lsLte7N9ROzLP3Y47rBua5bmCe64baMs91civMu+66S19//bVycnJUVFSkLVu2KDY21tNlAQAAAJVSJ+/ch4SEaOLEibJarbLZbBo6dKg6dOjg6bIAAACASqmT4V6SBg4cqIEDB3q6DAAAAKDK1JsxY8YMTxcB9/j5+alr167y8/PzdCm4jphn78cc1w3Mc93APNcNtWmeTYZRjo1KAQAAANRYdfIDtQAAAIA3ItwDAAAAXoJwXwN99tln6tevn3r37q1Vq1aV6c/IyNDgwYPVp08fTZ06VSUlJR6oEpXhao63bt2qBx54QPHx8XrssceUm5vrgSpRWa7m+Yrt27frj3/8YzVWhqrkap4PHz6s0aNHKz4+Xg899BCv51rK1Tzv379fQ4YMUXx8vB555BHl5eV5oEpUVkFBgQYMGKDjx4+X6as1+ctAjZKVlWX06NHDOHfunHHhwgVj4MCBxk8//eQ0pn///saePXsMwzCMKVOmGKtWrfJEqaggV3Ocn59v3H333UZWVpZhGIaxaNEiY/bs2Z4qFxXkzmvZMAwjOzvbuP/++40ePXp4oEpUlqt5ttvtRu/evY0dO3YYhmEYL7/8sjF//nxPlYsKcuf1PHLkSGP79u2GYRhGcnKy8eqrr3qiVFTC999/bwwYMMBo166dkZmZWaa/tuQv7tzXMKmpqYqJiVGTJk0UEBCgPn36KCUlxdF/4sQJFRcXKzo6WpI0ePBgp37UfK7m2Gazafr06QoJCZEkhYeH6+TJk54qFxXkap6vSEpK0oQJEzxQIaqCq3nev3+/AgICHF+U+OijjyohIcFT5aKC3Hk92+12XbhwQZJUVFQkf39/T5SKSvjwww81ffp0BQcHl+mrTfmLcF/DnD59WkFBQY7HwcHBOnXq1DX7g4KCnPpR87ma45tuukm9evWSJBUXF+utt95SXFxctdeJynE1z5L03nvvKSIiQlFRUdVdHqqIq3k+duyYbr75Zr3wwguyWCyaPn26AgICPFEqKsGd1/PkyZOVlJSke+65R6mpqRoxYkR1l4lKmjNnjjp37nzVvtqUvwj3NYzdbpfJZHI8NgzD6bGrftR87s5hfn6+xo0bp7Zt28pisVRniagCrub5xx9/1JYtW/TYY495ojxUEVfzXFJSop07d2rkyJFau3atWrZsqXnz5nmiVFSCq3kuLi7W1KlT9e677+qrr77SqFGjNGnSJE+UiuukNuUvwn0NYzablZ2d7XicnZ3t9Oeh3/afOXPmqn8+Qs3lao6ly3cIRo0apfDwcM2ZM6e6S0QVcDXPKSkpys7O1pAhQzRu3DjHnKN2cTXPQUFBCg0NVWRkpCRpwIABSk9Pr/Y6UTmu5vnHH3+Un5+fOnToIEkaPny4du7cWe114vqpTfmLcF/D3HXXXfr666+Vk5OjoqIibdmyxbFWU5KaN28uPz8/fffdd5Kk9evXO/Wj5nM1x6WlpXr00UfVt29fTZ06tcbeGcDvczXPTz75pDZv3qz169frrbfeUnBwsFavXu3BilERrua5Y8eOysnJ0Q8//CBJ+uc//6l27dp5qlxUkKt5Dg0NVVZWlg4fPixJ2rZtm+MNHbxDbcpfPp4uAM5CQkI0ceJEWa1W2Ww2DR06VB06dNDYsWP15JNPKjIyUgsWLFBSUpIKCgrUrl07Wa1WT5eNcnA1x1lZWTpw4IBKS0u1efNmSVL79u25g1/LuPNaRu3nzjwvWbJESUlJKioqktls1vz58z1dNsrJnXlOTk7W008/LcMw1KxZM82dO9fTZaMK1Mb8ZTIMw/B0EQAAAAAqj2U5AAAAgJcg3AMAAABegnAPAAAAeAnCPQAAAOAlCPcAAACAlyDcAwAAAF6Cfe4BoAb65JNPNGXKlKv2+fr6qkmTJo59tqOjo6u5OmfvvvuukpOTlZycrMGDB7scf/z4cb399tv66quvlJWVJT8/P4WGhiouLk5Wq1WBgYHVUDUAeCfCPQDUYF26dFGXLl2c2vLy8pSenq6tW7dq+/btWrFihTp37uyhCstn9+7devjhh1VaWqoePXqoV69eKiwsVFpamhYtWqSPPvpIq1evltls9nSpAFArEe4BoAbr0qWLnnjiiav2vfbaa1q6dKkWLFig999/v5orKz+73a7JkyfLz89PH374oUJDQ536ly5dqtdee02zZ8/WkiVLPFQlANRurLkHgFpq/Pjxql+/vvbs2aOioiJPl+PSoUOHlJmZqR49epQJ9tLl6wkJCdG//vUv2Ww2D1QIALUfd+4BoJby9fVVw4YNde7cOV26dEkNGjSQJNlsNq1evVqff/65fv75Z128eFFBQUG699579fTTT6tp06aOY4SHh8tisWjYsGFauHCh9u3bJx8fH91999169tln1aJFC6dzbt26VcuWLdPBgwd14403asSIEfLz83Or3pKSEkmXQ77dbtcNNzjfXzKZTHr55ZdVXFxc5rm7du3S8uXL9f3336ukpERt2rTRww8/rLi4OKdx//73v7V8+XKlpaWppKRErVu31tChQzVy5Ein81257ttuu03Lly+XJE2YMEEPPvigJGnTpk1asWKFDh48KJPJpMjISI0fP14xMTFuXSsAeAp37gGgltq3b5/OnTunW2+9VTfeeKOj/ZlnntHcuXPl4+OjYcOGafjw4fL19dUHH3ygsWPHljnO/v37ZbVadcMNN2jkyJEKDw/Xpk2b9NBDD8lutzvGffTRR3r88ceVmZmp+Ph4denSRW+++abeeecdt+pt06aNgoKCtHfvXo0ePVobN25UXl6e05iuXbuqe/fuql+/vqNt/fr1SkxM1K5duxQbG6shQ4bo5MmTevzxx/Xxxx87xq1cuVJjxozR3r171atXLw0ZMkT5+fmaNWuWnnnmGRmG4XSuL7/8UsuWLdOgQYN0zz33KCoqStLl5U5PP/20Tp8+LYvFIovFokOHDukvf/mL1q9f79a1AoDHGACAGmfNmjVGWFiY8de//tWp3W63G7m5ucb27duNuLg4IywszPjoo48c/Xv27DHCwsKMZ555xul5NpvNGDBggBEWFmYcPnzY0R4WFmaEhYUZy5YtczrHmDFjjLCwMCM1NdUwDMPIzc01OnXqZMTGxhonT550jE1PTzc6dOhghIWFGWvWrHF5XampqUZ0dLTjvG3btjUsFosxb948Y9euXWXGnz9/3ujUqZMRExPjVPfZs2eNe+65x+jSpYtx6dIl49ixY0ZERIRx3333GceOHXOMu3DhgmG1Wo2wsDBj7dq1Za5727ZtTudLS0szwsPDjT//+c9GYWGhoz0nJ8fo1auXERUVZZw9e9bldQKAp3DnHgBqsMWLFys8PNzx07ZtW915550aN26czp07p8mTJ2vo0KGO8WazWfPmzdNTTz3ldBwfHx916tRJknT27FmnPn9/f1mtVsdjk8mke++9V5L0yy+/SJJ27Nih/Px8Wa1Wp51sIiMjNWjQILevp1u3btqwYYMSEhLUrFkz2e127d+/X++8844SEhKUkJCgzMxMx/gr501MTFSrVq0c7U2bNtWUKVP08MMPq7CwUJ9++qlKSkr0+OOPq2XLlo5xAQEBSkpKkiStWbOmzHV3797dqe3jjz+WYRh6/vnnHcucJOmmm27S2LFjVVRUpE2bNrl9vQBQ3VhzDwA12P9uhVlQUKCUlBRlZWUpPj5es2fPlr+/v9N4s9ksi8WikpIS7d+/X0eOHNGxY8eUkZGh1NRUSXJaaiNJt956q3x9fZ3aGjVqJEm6dOmSJOmHH36QJLVv375MjR07dizXbj3NmzfXtGnT9OKLLyojI0PffPONvvzyS3377bfavXu3HnzwQW3YsEENGjRwnPdqe/n369fP8fuVcXfeeWeZcW3atFHjxo0dY64wm82qV6+eU9v+/fslSVu2bNH27dud+rKysiRJGRkZbl8rAFQ3wj0A1GC/3Qrzqaee0rhx4/Tpp5+qUaNGmjZtWpnnvP/++1qyZIlOnz4tSWrcuLGioqLUunVrpaWllVl7/ttgL12+ey/JMfbK2virfcFUkyZNKnRtJpNJERERioiI0JgxY/Tzzz9r/PjxOnr0qDZu3KghQ4Y4ztuwYcPfPVZBQYGk/74p+a3g4GAdPXrUqe23b4wkKT8/X5L01ltvXfNcubm5v1sLAHgSy3IAoBYJCAjQokWLdPPNN2vVqlVl7phv2rRJ06dP10033aQlS5Zo+/btjp1m7rjjjgqft3HjxpL+G37/V2FhoVvHmDVrlrp166YTJ05ctb9169Z68sknJckRxAMCAiRJFy5cKDP+0qVLjh14rrzpuPKG5rdyc3PdehMSEBCgevXqad++fTp48OBVf15//XWXxwEATyHcA0Atc/PNN2vGjBmSpHnz5un48eOOvg0bNkiSXnnlFcXFxemWW25x9B0+fFiSyty5d0e7du0kSf/5z3/K9O3du9etY/j7+ysnJ0dbt251OTY4OFiSFBYWJklKT08vM+btt99WVFSUdu7cqbZt20q6/A24v3X06FFlZ2erTZs2Ls8bHh6u0tLSqy692bNnjxYsWHDVcwBATUG4B4BaqFevXurdu7eKioocQV+SY8/5M2fOOI1ft26ddu7cKem/+82XR/fu3dW0aVOtXLlSR44ccbT//PPPTttR/p7hw4erfv36WrRokb744osy/WfOnNGbb74pf39/9e3bV5IUFxengIAArVy50umO//nz5/XBBx8oMDBQ0dHReuCBB+Tj46M333zT6QO5hYWFmjVrliTpgQcecFmjxWKRJM2dO9ex1Ee6vOxnxowZWrZsmUpLS926XgDwBNbcA0AtlZSUpNTUVH355ZfasGGDBgwYoPj4eH3++eeaMGGC+vfvr4YNG2rv3r3auXOnmjVrprNnz+r8+fPlPldgYKBmz56tp556Sn/605/Up08fSVJKSoqaNm1aZr/6qwkNDdX8+fM1adIkjR07VpGRkYqOjlZAQICOHTumHTt2yGaz6ZVXXlGzZs0kXV7PP23aNE2ZMkUWi0U9e/ZUYGCgUlJSlJ2drcWLF8vX11ctW7bUpEmTNGfOHFksFsebgi+++EKZmZnq37+/W7v6xMTEaPTo0Vq5cqX69++v7t27y9fXV1u3btXJkyc1YsQIde3atdz/fwBQXQj3AFBLhYSEaOLEiZo9e7bmzp2re++9V/fdd58WLlyoZcuW6bPPPpO/v79atmypadOmqWPHjrJYLNqxY4cGDBhQ7vPFxcXp3Xff1euvv66NGzeqQYMGGjZsmCIjIzVx4kS3jtGvXz+1b99e7733nr755hutW7dOxcXFCg4OVr9+/TRmzBi1bt3a6TkWi0UhISH629/+ps2bN6ukpEQRERGaM2eO01aWVqtVt912m95++21t2bJFhmGodevWeuSRR5y2C3UlKSlJkZGR+sc//qFPP/1U9erVU6tWrfTEE0847uwDQE1lMiqy+BIAAABAjcOaewAAAMBLEO4BAAAAL0G4BwAAALwE4R4AAADwEoR7AAAAwEsQ7gEAAAAvQbgHAAAAvAThHgAAAPAShHsAAADAS/w/Xe453qInJSMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12,5))\n", + "sns.distplot(rand.values.flatten(), kde=False, color='g')\n", + "#ax.set_title('')\n", + "plt.title('Distribution of Kinome-Wide Clusterings', size=24)\n", + "plt.ylabel('Number of Edges', size=20)\n", + "plt.xlabel('Rand Score', size=20) \n", + "sns.despine()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -111,9 +181,9 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(12,5))\n", - "sns.distplot(np.sum((rand != 1).values/517., axis=1), kde=False, color='g')\n", + "sns.distplot(rand.mean(axis=1), kde=False, color='g')\n", "#ax.set_title('')\n", - "plt.title('Distribution of Non-Identical Clusterings', size=24)\n", + "plt.title('Distribution of Mean Clusterings per Node', size=24)\n", "plt.ylabel('Number of Nodes', size=20)\n", "plt.xlabel('Frequency Node Caused Cluster Change', size=20) \n", "sns.despine()\n", @@ -122,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -132,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -205,7 +275,7 @@ "4 LYN PRKCD 3.082207" ] }, - "execution_count": 10, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -217,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -250,12 +320,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -265,8 +335,8 @@ } ], "source": [ - "g = sns.jointplot(nonzero_count/517., mean_nonzero, color='g', height=10, kind='scatter', alpha=0)\n", - "points = g.ax_joint.scatter(nonzero_count/517., mean_nonzero, c=degree.loc[louv.index].values[:, 0], cmap='viridis_r', alpha=0)\n", + "g = sns.jointplot(nonzero_count/517., rand.mean(axis=0), color='g', height=10, kind='scatter', alpha=0)\n", + "points = g.ax_joint.scatter(nonzero_count/517., rand.mean(axis=0), c=degree.loc[louv.index].values[:, 0], cmap='viridis_r', alpha=0)\n", "g.ax_joint.set_ylabel('Similarity to Original Clustering\\n(Adj. Rand Index)', size=20)\n", "g.ax_joint.set_xlabel('Frequency Node Caused Cluster Change', size=20)\n", "\n", @@ -284,12 +354,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -299,9 +369,9 @@ } ], "source": [ - "g = sns.jointplot(nonzero_count/517., mean_nonzero, color='g', height=10, kind='scatter', alpha=0)\n", - "points = g.ax_joint.scatter(nonzero_count/517., mean_nonzero, c=degree.loc[louv.index].values[:, 0], cmap='viridis_r', alpha=0.9, s=90)\n", - "g.ax_joint.set_ylabel('Similarity to Original Clustering\\n(Adj. Rand Index)', size=20)\n", + "g = sns.jointplot(nonzero_count/517., rand.mean(axis=0), color='g', height=10, kind='scatter', alpha=0)\n", + "points = g.ax_joint.scatter(nonzero_count/517., rand.mean(axis=0), c=degree.loc[louv.index].values[:, 0], cmap='viridis_r', alpha=0.9, s=90)\n", + "g.ax_joint.set_ylabel('Similarity to Original Clustering\\n(Mean Adj. Rand Index)', size=20)\n", "g.ax_joint.set_xlabel('Frequency Node Caused Cluster Change', size=20)\n", "\n", "plt.subplots_adjust(top=0.91)\n", @@ -316,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -420,7 +490,7 @@ "4 Q96L96 AlphaK1 " ] }, - "execution_count": 15, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -432,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -441,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -450,12 +520,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 100, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAAJeCAYAAADFt/YEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl0XPV9///nXWfVakuWbcnybuN93zBg9p0kBAgNCZAQsjRt2nyb369Nv+1pmpzzS9PTNm1DmoUmgZAFCgESEnYwNtjGC95lW/ImS7IlWbK2We/c5fP748qSZRsDaRIL5/04h2N5NJq5d2Zk5jXvz+f91pRSCiGEEEIIIYQQw4Z+vg9ACCGEEEIIIcRQEtSEEEIIIYQQYpiRoCaEEEIIIYQQw4wENSGEEEIIIYQYZiSoCSGEEEIIIcQwI0FNCCGEEEIIIYYZCWpCCCGEEEIIMcxIUBNCCCGEEEKIYUaCmhBCCCGEEEIMMxLUhBBCCCGEEGKYkaAmhBBCCCGEEMOMeb4P4I9BPp9n9+7dVFRUYBjG+T4cIYQQQoi35fs+HR0dzJo1i2g0er4PR4g/WhLU/gB2797NXXfddb4PQwghhBDiXfvpT3/KokWLzvdhCPFHS4LaH0BFRQUQ/oNXVVV1no9GCCGEEOLttbW1cddddw28fxFCnB8S1P4ATi53rKqqorq6+jwfjRBCCCHEO5PtGkKcX9JMRAghhBBCCCGGGQlqQgghhBBCCDHMSFATQgghhBBCiGFGgpoQQgghhBBCDDMS1IQQQgghhBBimJGgJoQQQgghhBDDjAQ1IYQQQgghhBhmJKgJIYQQQgghxDAjQU0IIYQQQgghhhkJakIIIYQQQggxzEhQE0IIIYQQQohhRoKaEEIIIYQQQgwzEtSEEEIIIYQQYpiRoCaEEEIIIYQQw4wENSGEEEIIIYQYZiSoCSGEEEIIIcQwI0FNCCGEEEIIIYYZCWpCCCGEEEIIMcxIUBNCCCGEEEKIYUaCmhBCCCGEEEIMMxLUhBBCCCGEEGKYkaAmhBBCCCGEEMOMBDUhhBBCCCGEGGYkqAkhhBBCCCHEMCNBTQghhBBCCCGGGQlqQgghhBBCCDHMSFATQgghhBBCiGFGgpoQQgghhBBCDDMS1IQQQgghhBBimJGgJoQQQgghhBDDjAQ1IYQQQgghhBhmzPN9AOL3JwgUBKCb2vk+lAE516E7l6Khs4Wsm6e2tIpRyTJGJkrO2zEFnkLTQdN/N49T4ClcR6EZYEflsxAhhBBCCPHeSVC7AOV6A1LHfQ5vdvAcRfk4k+o5NrESDdM+f8HhRLaPn+94hecaNuIF/sDlo5Mj+KuVH2FiYiyJYvtd3ZbvKjwnDFh2PDwnrxDgexB4oBsQSbz9uXqFgFyf4tiuAp2NHmZEY8LiCEWVBrGS3+4xKuQCcj0BhzY4dLd4GJbG+MURRk4ySZQZv9VtCiGEEEKIP04S1C4w6RM+63+Upq9tMAi11rnseSHHgg8nqJ5rYZ2HKk8qn+WHbz3LywfeGrhMBeA5isN9HXzpye/zr9f9GYl9I6iaZr9tWCpkAzLdAYfWOXQfDcPQuAU25bUmXi4gUHBsd4Gu5oDxi2yqplskysOQ5OYCCjmF74Vf73kxR3uDByq87eatBYqrDFbcmyQ58r0Fq0I24OB6h7rnc0Mu7zjoESvRWHl/MSVVEtaEEEIIIcS7I0HtApLr89nw8NCQdpIK4K0nMiTKi6ic8r8PaoVsGHpUAIYF0WId/RxLB7tyfUNCWuCFt3FS3ivw6J6XuMX/AEe2FFh6V4JYydBg42QCDryeZ89LeZQf5is3r2jZ4RIr1Vn28QR1z2cZOcGiZq7NlseyxEs1LvlMEYWcon51nvZ6l8ALj3nisgjj74qw7ckshWyY1vrafDb8OM3K+5Jn3P+5nGj0zghpJ+V6Fet+mGLVnxYRL5WwJoQQQggh3pkEtQtI5kRA77EzQ9oABXUv5igZY5xzWeC5eIWA3taT1SgXFESLNCZdHKV2UYR46dlvd03jjsHDUOEywdOtb6zjo1fdQNMbiiNbCky9PDok/HUc8tj7ch7fA00jDFf91bBcT8Dmn2eYc3OMLY9lqZ5nM3llhMAP6Gv32fjTDIELWv/huQ7Uv+bQcchj2ceTvP7fKVT/Q9d7zCfTFRArMXCdACelcPPhMstIXCdaoqFpg8eVTwfseensIe2kbFd4HH+ooJbr9Qk8QAMrrsleOSGEEEKI9xkJaheQ5u2Fd7zOicMebk4RSbz32/c9RVu9x8ZH0qhTclY+pah7PsfR3QVW3Ft01rDWkekd+DrwBgPWkNsPAgJ8wOTAujzjFtoDwSafCtj3Ug4VgPIUgeKM20h3BigFkSKNY7sLXP1/ikDXeOlf+vAchWFpuHkVBhgADdobPI7WFVh+d4IND2cGzqt1n4ud0Kl7PsuxOncgxMXLdGZcG2P0RdZA2PXyiu7mswfkSFKjZp7NiPEmmq6R7QmIFmvnrD6ejesEePkwaEYS2pDGJ56r0HXQDY1cX8CxugL71+RJdwZoOoyeYTP9yijFo/TzukdRCCGEEEK8exLULiCe8+6up84Skt6NfG/A5p8PDWmn6mnxadzsMP2KKLoxNIiMLx018HXwNkW/mBVB9/uDWZ/CPyV3FrKK7hYf3wu7WJ5cqni69gaPikkG4xdF2b/WIV5ukO9T2AkNJ3NKQDzl8A687lA13eKiq6I0rHUYOcFk3Hyb7U9laNrmYhhgRDR0HbLdAVsezTDzuhiTV0awojqaAaVjDXJ9YfXtpDGzLGrmRziwNs/uF/LoOhSP0pl8cZRxC9+++ngqJxOQ7vBpWOPQ2xruyauZbzN2jo2mKZq3uXQd8dBtmHFVjO1PZ+k46A38vArCPXutewos/XiS0dMtDGv4dAEVQgghhBBnJx+vX0BGTnrn3B0r0TB+y3h+/KA3JDydzcF1efJ9Zya5ZeNmYmjnfrldOWkBPbsGuz5qWjhioLvFI33C76+GnRbQTsscSimq50TY92qObE+4FNSwwC+cpYrXX5XL9yncnKLqIpslH41jRTV2P5ejZLTJqs8VMWaWTSF9SiUO2PtKDiejSHX4tNe7VEy2mHlNjIV3xCmt1hk5yWDUVIs1303RsiusyBmmRr5Psfu5HOsfSpHteZvE28/JBOx9Oc/qB1Ic3VUg3RnQ2+qz6zc5Xv7XPrpbApq3O7Tudcn3BhzZUqBlh3vWIK0C2Pyz9FmfGyGEEEIIMfxIRe0CUjnRxIycu7I2dVX0t24/f+Kw947XcdIK3z3z8rJYER+ffw0PbX0ew9LC4HSK8ngRN028hH1rwiBRPs7AimmkOwLWfjfFzOtjFFXopDv7g4YGqHAp4OjpFomROoELVTNMDBM6D/mMmGASLQbDOksF7oy8p3Fog8P4xTZHd7lku8NllLoJCz8cZ+wcE8PSMSzI9wUkKwx2P5fj6M5C2L3SBTeniJfqLLgtTrxMY/UD6YElk5oWjgw4STc02rq68XIOhYJHMhajNJKgOBkbqEYeP+DRssOhZn5YBcv2BHQc8AhcSJ8IePORNEs/mmDTzzLUzI+w89c5giCsPtoJDe20EOu70N7gMnG5NDQRQgghhBjuJKhdQKIlOks+mmTDw2cuT7TjGvM+GCdeqrPtqSxuXjFivEnVdItosY75LpbDmdG3uTwC1fNsqqbbKF/hu4pcrz+ka2LcinDjtGWURpP8ZPtLHM33oHyFoeksqZ3Oxy+6gaanIviF8MBnXhvHsGHfr3K4eUXT1gITlkeoez5P4CkMC2oXRahdaNO6x6W3zce0NZIjDI7uckELOzFOWZmgcdNpZUANKqeYVM+zKakyMC2gf2/b8YMeY2dbNG4qUMgpRk2xSFYYtOwscGRzDjenKKsxmLgiwqgpFq11BTwfDBMCC7I9AW/+OM0Vf1GMaYGbg1FTTcbOsoiX6ygFnp1nv9rP/137Ah2FLrwCRCI6S8ddxCcX3ECFMQLd1NA0xYxrYrTscHGdgJIqg2V3R2neVmD/6w75PkU+pUhW6ESSGpkT4WMXBGEFTTtLHjt+0GPCUvU7G+4thBBCCCF+PySoXUAMU6NyisUVXyhm38t5ju0Jqz0lYw0W3pZg6y8y9LQMbhBr3lZAN2HRHQlGz7SwIueutNXMsznw+tByXaJcZ84tcQ6td1jznRSoMBQWV+rMvC5O5RRzYCB1cTTBtVMXs6h6Gj3ZDKlulxhRUg02B3+qUciEzS/mfiBO+TgDJ61o2RmGrK4jHuMX2YydbdGy02X6qgiGpfHat1MDodSOh2W2xAiDmnnWwF68ERNNWneHZb7SsQbzPxRHM8LKU/0reVIdPna8v+nHOJOysTrZnoCq6SbJEQavfz8VDtG2wkJcujNgy6NZKqeYzL81wfofpklW6Ey9NEJ5rRmGsbxi0Z1xTFsnnwqIl+p0N3uomEedsZP/3vYrgiCsrBmWIp/zeW3vbnYdOcLXr/gsI7QR1D2fp/OQR9B/fsd2u+x7Jc+s62PMvDZK3Qt5ju93KRltoKENVBkhXOqpx84MY6alSUgTQgghhHgfkKB2gTFtjbJqk0V3xilkY/1hRbHpp0ND2kmBB5t+nuGyzxVRMfHcQS1RbjCi1uTEkXAJpG7CnFvibPxpZqCaE+lfcpfqCJfmzb0lzoSlNmZ/CNQ1nYpEKRWJUnJ22LK+t9uhfJyivMakZp5NtETDiujk0/6QfWHbn84y+6YYk1ZGcPoUb/x3GgDDDpc3nqyy2TGNwxsdvAJ0NXssui1OY63DkbcKzPtgHCfjE/hgx3WmXBrBSSsOb3TY9VyO6BsOl9yfZMQEg+JRJhseSqPpGmYE0EA3BvfJHT/gUTHJY+b1McqqDfa/7rDr2TwqgFiZxvTLo1RONsinYM13UngFWPhFj++//GtcX6GbGroRhrqTofJENsUzTWu5InMtxw942HENNzf4faVg129yLPt4gpLRxsA+u+6jHqOmmrTXhw/Y2/WLGbfQfpvvCCGEEEKI4USC2gXKiupY/UsVTxxx6Wo693y1PS/kWHaPQSR+ZlgLfEUQhK3ml9yVYONPMnQ1eYyeadG8rUDmRIAGWDGN0/uF7PxNltEzLJKRM+82VqITK9GpmGQSBOHywVPnk+lGGMJONjAJfNjxyxxX/GUxu36dwYqGVSRNC+97+T0Jdv4qR09r2EBE06Bll6LuxTxL70qw6k+THNlaoGqqTd0LOY7uDpt8JMp1Jl0cYfYHozTXZ2ncmWHSwjjdzeFQ75Nh0Y6H5zcQghSkOn0mLI6w9vuD+9EAfAd2/CrHyAkuF10dw/dgRK3Bjq69uL4/8Li6OYUZDcMYABqsadzOdYsuA2WGlTGTM/b9NazJM2lFBDOicXhjnq5mn1nXxWhvSIMKO2OermiUTlGF7E8TQgghhHg/uGCD2jPPPMN3vvMdPM/jnnvu4a677hry/TVr1vAv//IvAEydOpWvfvWrJBIJGhsb+bu/+zt6e3spLS3lq1/9KhMmTMB1XZYuXUpNTc3AbTz55JMYxvB/49u87Z3nq3Uc8nCzikh88LJcb1jxCqtT/RWvBTbL7k6Q6wnwXFj73RRWNOwkebamjoELzTsKmHYYRsbMCvfERZODV9YNbUijjZMiRTo18yI0bhq63FLT4HiDN1BlsqIal342ydZfZLFH+My4zqWXXvJegSmJMpwjEfa9midRFqdigsXL3+wbEnxGzg7Qp/bwRMsWGjlKJGJxdWYx46qqiZfp5PsUmgauo7AiGoEHPgo0mLA4wuZHM2g6A900VQBoCiOq6D7m0tloMPWyCOnOgD2Z9sE7VuF+MlMLHzvVvxQymy8QGD5oJr4bBkQVqIHmIIEHXU0+c24xUL4i3RGESzlzPlf8eRFHdxboavIGGq8ESpGs1Flyd4yCnSPGbzFETwghhBBC/EFdkEGtvb2db37zmzz55JPYts2dd97J0qVLmTx5MgB9fX38zd/8DY888giTJ0/mwQcf5Jvf/CZ/93d/x5e//GVuv/12br31VrZv385f/uVf8stf/pL6+nrmz5/PD37wg/N8du+dmwv/LKrUGbcwQlGFgQrC5XRHdxdorXMJvKHz1dKdPut/lKavfbBM1LbXZe/LOeZ9ME7NAhunP8CYb7OazvfCTohdRzw0PdxjtefFHKOmWyy8LT4wzPrtmJbGtMujHKsrUMiccnAKDAu8Qrgt69LPx3AKLmUL8+xgB994Yw1pJzzpokicexdex+X3LcLtBcPWWPLRBAc3OBxv8Jh8AxwYuZO/f/43GJEwBLp5xYaD+xhdUs7ffuwTNDwUJdsdYMW0IU06SkcbpDsDfLd/lIAfVgH1qCLnFSj4Yav8ug0Ol30+QS7l09xdGv6wNvjHyWWYylcEPmiajkF4J3p/ADZMjcAPw6EV01AqrAS2NxSYtDJC5WSLozsLHHkrhx3TmboqSrxMp6kuR2R8nr7oCf7stScZES/mngXXMb2ihoQdezcvHyGEEEIIcR5ckHPU1q9fz7JlyygtLSUej3Pttdfy/PPPD3y/sbGRMWPGDAS3yy+/nJdffhmAvXv3ct111wEwb948jh8/TnNzM7t27aKrq4tbb72VO+64g02bNv3hT+w9cPMBmS6fbI9Pea3BpBURJl8S5dAGh9UPpHjtv9Ks/1EGDY2ldyUpGRO2ngfI9fls+PHQkHaSCmDbk1m6m/wwsGjhZSoYGvQCH9xsGAbtuD6kHX/7Ppctj2XJp995pldypM5lnytm5EQTzYBokYZSimSFgW5A9TwLrzxDZ0+GdYU3eWjr8wMhrbp0JN+44nMkt07m6a+3s+b7fax+IMXOZ3JUzw5npjkT23nwrV+DrtD1MKShhcsSj+e6+PrGh5n0IQ8VhKETDZQfdrosHq3TdzzcR+e7gAJlBvTmMzhuAaUUCkUm5dKVTvPdfU9w+UVzsC0Dw9TQ9TBwhY+fQhE2LFlaO42+vRaG2T9aIKNw8+HYA78QNkGxoieXfOrEinXWfjfFgXUOXUd8ju932fJ4hvWP9lA5P+B7TT/jr9d+m8M9rexuP8yXX/g+aw/vJO+9c6U11xe+jlIdPpkeHycz+JwFgSLXG5Dt8SlkZT6bEEIIIcTv0gVZUTt+/DgVFRUDf6+srGTnzp0Dfx8/fjxtbW3s27eP6dOn89xzz9HZ2QnAjBkz+M1vfsPtt9/Ohg0b6OnpoaOjA03TuPLKK/nMZz7D/v37uf/++3nmmWcoLy8fct99fX309fUNuaytre33eLZDeQVF6rjP3pfztPZ3fVz1Z0XkU4r1P8oMua6bV+x/3aF9v8fK+5JEi8PcnjkRDoo+l7oXcsy/Nc6IWpOWnS4aYfXHjIT7uDxHDezlGj3DYvOjQ5cvHt/vkusJhiyBPBtN0yipMljyJwmcjCJzIiDwFVMujbDzVzmmXK/z2pGdLKq8iKfWvT7wc7Zh8uXld7Pj4YB0d7jOMa85xM0omS7F1l9kWf6XBv+zNwzopq1xam5RhMHzaF8HfdEu4mWVZLuD8Bu6QjfCgBVJaPhuOExbjyhShSxKqTNmmKErdp7Yz7rmXXxy6XU8uPFZDAvMqAYqnH2nG2BqJvcsvIb6/wqbo5wx/62/s2PtogjN2/KU19qsfiiFHdPC6lv//TqeS1d7nnU/Mrj99qvZfGwfAK7voWs6/7HhF8wdPYkxxSPxfJ8TuT4Knouu6SQiUaJunLZ6l/pX83S1eKBgzEybKZdGiBZpmBG9v4Ln4DlhcJ62Kkpx1WCVNBLXBprICCGEEEKI9+aCDGpBEAxpShG+cR78e3FxMd/4xjf4+7//e4Ig4I477sCywnLSP/3TP/G1r32NRx55hEsvvZTp06djWRZ33nnnwM/PmDGDOXPmsHXrVq666qoh9/3www/zwAMP/J7P8Ox8T3F8vzt0jpoGvquoeyEXhoyzdGZPd/gc3VWgrDpcCte8/dyVFqWgdY/L9CsCplwa5diecOmk70HgKaz44J1Uz7bobfUGGoKcqmlrgbLqc78EVaDobfPZ8j8ZThz2cZ2wucbVXyxm3AKboCjPkYZ2AhXgnzI87tIJc+ncYpLuzg9cVvA84pYaSDMODg3dTeHDpIdVtFN5+fBcNrTvYEntdWS7A3xPodkBXhBQPj5K5USLA284jF0GdpVHoWDRtVfj2D4H5Yd3VTE+wv7UQfwCPL7ldf7lxs9xdFIXzzZsxA8C7Hi4R688UsKXr7qToL6UhbdHWPu91JCW++EDAiMnmlRMMulp9alfnR9YrhlJhM1VAqXIew5KKfo6PKbny6lKltOW7gIgUAHduRSbW+pZUWvyfMMmntm3nt58GOSnj6zlzqlXQ1MFHQcHO042bS3Q2+6z7K4Er/1XL35hMBjmej3a96Wpmm4ybqHNjl9lGTPDZuqqKEUVBsa7mNMnhBBCCCEGXZBBraqqii1btgz8vaOjg8rKyoG/+75PVVUVjz/+OAA7d+4caBLieR7f/va3sW0b13V57LHHqK6u5umnn2bBggWMGzcOCMPfyXB3qnvuuYcPfehDQy5ra2s7o5nJ70O+N2DTz4YOuy6vMWjf5+E5Cjuu4RXCfVBA//4yDcOGxk0Ok1ZESJQbeM7Zb/8kvxAubfQ9ReNmh4vvTbLl8Qy53rCK5uYUdkyjeq7F+MU2W/4nc9bbOaNadBapzoDX/itFvlfhOoqpl0UYO8vm8CaHGdfEOOFnSTs52rKdQ0LNNeOXsvcHp52I1h86+q8TqLCjo24MDREaYRhVhMs3fcNn2uXR8DIFZTU64xdHObQ+j2PlqPnUCZ6sX0Pj/lZsw+LSWfNYcdVc6n8V0HnEZdKVOv+85w0CX9GZ6SPd7bG8+wpuvOYSDvQ2kXbzTB07mmhPCVp9gqN1LmM+qnPJp4s4tN6hZUcB34Vkhc7EZRFKxhhs+lmGpR9LUvdsDt0IQ7Lvg6mDQg0JrV11OjOqxg8EtZCiprSSr63+MZ7vM7Z4JLZh0ZHpoe5YI18+9CB/vuzDjFk0jaObB5+nmVdHeeO/07j5sKJo2uFj4uYUvgdN21xKx5qUjjFo2lqgeUeBFfcmqZxiYZylE6UQQgghhDi7CzKorVixgm9961t0dXURi8V48cUX+drXvjbwfU3T+OQnP8njjz9OZWUlDz30EDfccAMA3/zmN7nhhhu4/vrreeKJJ5g9ezZlZWXU19ezfft2vvKVr3Do0CH27t3LwoULz7jv4uJiiouL/2Dneqrjh7wzQlasRKev3cd3w2qXafe30YeB1vYQhqaTAa5yssmRLWdPa0qFyytjpTpuXtG+z8NJKxbdnsD3FH1tPmZEY/QMi87DHlv+JzNkFtqpysedu5mIVwiofzWHm1V4jmLW9TFQitXfThEv1Rk11UKN1PEJKIrEsWIaXi4sG0Z1m0J+6L4pjXCZoWaEjUqCtMGoZDmdTjcoFXZeVKAZGpbFQPVx7sgp7F+XJ16mUzPPpml/BhVE0CscHjuwmhePvInnQOAHKOCR7hd5KrKWf7z5U0ztK+b1zAaaT3QMOY4jaxTHNlrEyydTjEZfqY49waTnmE+sVEd5sO4HaWoX2Kz4RBLdgFyv4vAmh7rnc4NpksHjDDwFZ6lcKV/DOK0l57LqGRRyPp+Zdju9h8HLQaIWvOIMP9n9PDuOHebbG5/igWv+iqNbTFAQLx1cGmtGw716ytLCkNj/HEeLNNAUc26Kk+kO8BzFoY15iisNEiOGf4dUIYQQQojh4oIMaqNGjeKLX/wid999N67rcttttzFnzhzuv/9+vvCFLzB79my++tWv8qlPfYpCocDy5cu57777APjSl77EX//1X/PAAw8watQovv71rwPw+c9/nr/927/lpptuQtM0vvGNb5BMJs/naZ6h8+CZich3w2AG/ZUPB6LWWVrpa4OXjZxoYkY4e2Wtv6o0abk90Pa/pyVcmhgt1oiX6vgeZHsC/IJ625CmmzBq2pkVyVM5aUXz9gK+B0VVOsmROm/+OKzOlVUbHNvtosdtxo+pZPaoiTxhvIad0PAc8AnQDfq7KIa3Zxkmuq5j2uEeutY1FrdeeSn/9ebTaAZYkf6lg364lFApSEaiTE7UEl0U4WhdAcfxKCozyfYEHC06zK+3bwg7MUY1LF3Hc8Ofy2sO//zWQ/zNZR/jiV+vQQszIpNGjsbrstDNMBw7/d0su5t9plwSJdcXkO0N8H2FYcKBNxzSnQHjl9jESjRmXBOju9mjaWuBfFpRUmWQ7go7uQxGNI2oGSHor6oVTwho6hwcC2DpJl9a9DH2veCyc0tuSAU2mrS577Y7eCryIqsPbWNLxx4qJy2g44BHyWiDzsP9A7X98DWjFPhOeA4182wmLY/QsDZP/aspnIwiWqQxcVmEQk7JUAAhhBBCiPfgggxqADfffDM333zzkMsefPDBga9XrVrFqlWrzvi52tpaHn300TMuTyaT/Od//ufv/Dh/l8yzDJXubPRYeFuchjXnXs9YNc3C7t9bFi3RWfqxJOsfGjrE+aTKySYjak0Orh96m/k+Rb4v/IGR402CsxwPABos+HCCaNHbN5pwMgFuXvVXqhSTlsVoWJMfchtKwYFXXa792+W0+se5buoSHt25mqhp82bHDibPWUrj9jyqf3Ne3IoSuAo3H/58xwGfK++dxebmfWxs2ouZ1PsHXIfBwzZMvrzy4xx40qT7cJpLPpMkUqSIl5icSPXx5IHV4bH0L/2z4uAahXBJpQpo7EnT2NtKTUkFjR3HQcFHLrqKo8+YeM5ZOmoqxZhZNj1HXZyUYvm9SayYRttel+1PZ8n1hl0nR00zmX1jjL7jPlNXRXnzJxlMC4xI+PxpSiNKBN9XmDGNSVMTfLT8en4dXYvjFfjQpMtpfsXg0Ka+ge1vJ0NePh2w6eEst3/mauqOH+ZAXxPjyxaePM2zCgKonGJSPddi7fdS/eMGwlvMpxR7XsrT1uCy6nNFJMqlqiaEEEII8W5csEHtj41XCJiwJIJhh5W1rqYwCHh5RaYroGqaSVu9Fw6WPm11nKbDjGti2LEwOBmGRuVkiyu/UMy+V/Mc210g8CExQmfKpVHipTqbfpZ++3fuwLgFNtFTGcPtAAAgAElEQVRSHdPWObzJwcuHVy6rMZh1XZzyWgPTPvueJScT0LTVoXycSeCHlaLi0QZdRwbDTc9Rn9k32Bxc57DreyYz/6KUCWWj+di8q3iq7g1+sX8137p0Cc11gGeQsKNhoDqZLRVUz7Xo2mby8bEf4vIJ83l6/1oO5FqJR20uqZ3NTRNX0vpCnKIyk1lX2/3noGFFoGJMDLfew7D6uz4SLh+MxG1SbpYgCECD7a0HmDiyisPHj/PxeddQ3jaO+pYzQ5od14gWhyMS0p06W3+RRTcgVqpTuzDC9CtibP9VFuVD+z6P4/Vplt+ToLjKYPJKG03TMCNa+Ni9VcArhE1XFt4Wp32/w9yqmUwomU5ez1A9ooiXtqZQDDYKUYSVR41wVtyhVwNuWrCCtlwngRs+Tz0tHpNXJGh4zUE3w/M++QxOvzzKm49kwgpm/xLSsmqD5EgdNOhp9mlYk2fyxTZoGpoedge1YxpBEO4FDPxwPl60WB8W+9lUoMj1BTjpcOlttEjHTmhEEtLJUgghhBC/fxLU3uecTEDmRMD+1/P0tvqoAMbOtpi6Kkbd81lSxwP2vZJj0UeS6EaeE0f6l671zz2zYuEA6KJRQ998GpZG6ViThXfEmX1TLGw/b0CsxOD4fpdzjeAqrQ73I0WLdGbdEGPyykjYIdAI7++dWvIfb3CJFuvsf8Nh7GybY3Xu0CFthPukDFsjXqYTK9NZvWc3j+55iUunzuYfr7qXrOvQZXZy/Z9NZPPPsnR3FIj2r+3UDI3xi2zGzrbY/GiWQg4u+9wsRlXWYk0OINDo3WfSsFox+8Yo6c6A9T/K4OYUZhQCF0ZOMfib6z/J9/Y/Tl1bY7jM0w/DWnE8jk+A4xWwdIMlYy/i1tqr6NsZ5fAb4eNweqVy5nVRDFvjjQdT5HoVvhuOADhxxKdlu8v4xTaL70yw6aeZsI1/RKPuxRyX3F/EmJk2jZsL9B33KaowuPQzRWR7A2IlGqYFx9ZqbPt5GjuuseSvdPa91YvrBVi6ScH3qBwfYeriJMlSE6Xg2IE8B7akmXftVAxzKqnWMNR2HPRw84qSMQa5niAM2hqUjNHJ9QYDzWHGzraYckmU3jafnqNhmJ13a4TkCJ3ORp/dz+bJdAVYMRh9kcWEpREatzgc3eFiRTXGL4kweWXkvFbfnEzAsT0ue57PkevtXxuqwcgJJvM+GKe4ykDXf79hMtcbLoPta/XRLSivMYkUadhRCYpCCCHEHwMJau9jTjpg7yt5Drw+uCRQBdB5yCNSpLH87iS7fpMl3Rnw1uNpVt5fjKZB01sFCtmA4tEG8VKdpq15nJTN2Dn2GdUCK6JjnbaEsbTaYOGHE2x9MjNkfxNAyRiDZR9PDixrNEztPb3hzvcFNO8I2/Y3biyw8lNJjh9wcdKK5EiddOfgHdY9l2PxnyRo3ubQle/DLShe2bWTV3btJBmJEYtZjEqW8OFbrmSGNRb3aKR/LptJa53L+oczmJaG8sMWj3U/ATCw4xqFbMBF10TpbvaHLBtV/RWjriMebT9w+eynb+OvO75N1sqFS08V+A4opZOMxbhi/CIqj01A1wx2vJpBUwrTDqtJKgirWCVjDMYttFn73TS5PoXyFVZUC4NPfz5t3FKgrMZg9AyLjkMuZiRcPrruhyl6W8P5broF3U0+zdsKTL0sSnKkSf1reY68Fabq0Qs0NrTtpCozA8dzKSmOM/8DMXLdGgdWO/S1OegGjJ1lc/W9o0iM0Gjb6+G7PpGEzuKPJNBNWHlfkjceTONkg/D4qwx6WsPkOWGZzaipVn9nyMFw3bilQMlonTk3xsmnAgJP4eU1Dq4vcGhjgWV3JXBziuMNHvvXhjMAL/n0+Vkq6RUCjmwpsPOZ7NBvqPB3a813Uqz6fDElVb+fYwsCRe8xn00/T5NqH3y9azpUz7OZfWOMeIksIRVCCCEudBLU3sfa6t0hIQ3CN3N2QiNw4a0nMiy6I0Ffu8/YOTYE8Pp/9xEvMdBN6GryBoLP0Z1h98bJl0Sw3uETezumU7PAYuTkEo7uLNB1xMOMaIxfGqFopEGs5Lf/xN91FCoIm2u4ecXOZ7IsvSvJsT0FJq4Ih1yflD7hs+flLEvuTNLcXonev+RONzRcK4/nO/R2pfh618NcXDuLW8ybaH3ToKcpbKBhx/uX7+mcXPc3EIx0E0ZPt1j9QOqMY1QKAkfD0Cya1iqumbKIx3esPeUKYXOREYlixhhVdLcqjIjPJZ9K0rDGoX1fOIA7WhxWj8Yvtulr6x8yrjEwc0yp8PnULdBNxeEtORZ/IsrxVodiitj+dJa+tgBND5vGBPnwzu24xu5nc5SOTZLqGJwpWD7X42d7dnJ3xXQCpVh4a4LDb7gc2ztYHg38cEZexwGfBR+O07bHo70+rMI2bw/D4vK7k1zxF0V0HHQ5vKlArFTHimgUjdIZt8Bm7feG7m0Mh4MrOg/67Hgmy8I7Eux4Okv6RPjaUz5sfjTDpZ8p4nhDOnxuOwMa1uSZc3P8bZdBOpkArxAuv7STOubvaFZbPqXY/Vz2bb/v5hR7Xsix6CPxd/xd+W1kOgPWfi+FmxtaRVYBNG8t4GYViz5y7j2eQgghhHj/k6D2PpXrC6h/NX/W72kaaCYUMgrD0ph+RQyvoNjxyyzZLkW26+ytGPe8lKN6no0Vfef7N22dopEw/YoYgReGHe13tBRMBWCGs7fpOeqz5bEME1dEqF1g09vq07rHDbsoKug7FrDjl1lW/MlF/GjbbwgIy1RuXhF4wUD42nBgH5+47oMceCYcH3CyI6Ruhnu7elo8KqdYdB7yCHxFxSST4/vdMyqGhqXh5sK9XWZg0rHHYeWl88Kg1j9L20xAcSzK/1l5B79pXEtRdZJLxs0lqoqZfmWE6VdEUUH4mBmRsFlKW70bBjJDI/AUStfC24opsp6D67j0HIOaviz/se8x/mHxZ0h19Keh0/cKauHyyj0v5Zi0LMKW5jB0KCNgT3sT8fkeY6dGSbcFtO510bWhwdC0dAoZxebHMlx6fxEt28Owapjh87HxkTQX35dkwtIoY2bZqACyPeEIiP1rnTOWdRq2hgrCANnXGhBJaCy4LU4hq2h4LU9Xs49XCD84KB9nDOyvPLLFYepl0TOqavlUwIkjHvWv5uht89FNjdEX2UxabuPaeYKIR8y2KSs6s8+kVwgoZFT/GAaIFesDQfakjgPe23YrPelYXQEnHcOIBPRlcvhZnUApdEMjUgTJSOzcN/A2fFdx4I38GSHtVG37XLLdwRlBzXcV+VTYhOfk/r+YVN6EEEKI9y0Jau9TnqPoaz9LS8bTHNtdYNRUCycd0LTt3J0fVRBWU4oue29v7vTfYeMH04ZCNqBmfpSGNQ5Kha3+dzydo+75HIvvTDBqqsnBdQ597T52QmPkRBOtM87tU6/isf0vUcgEg1va+v+MWREiUZMxM8O2/k463OOmG+ESw8bNBWbfGKP3aIZCThFJaGGXxVOcbJJx8ra9PBiRCGMTZayaOJfG3lbiSYtFY6dxUUUt3339N+xvPwbAjze/xKcX38IsbzYlyRgH1uWZtDzK5seyjBhnEklqeP0VMcPqD3xxRcrJDhlejYKyRBGHd2QoaIpoxMY9pfijG6B8ha5Dqj1g1DSLyz6bJAiAWJ4RiSKe3r+GT990Kxt+mBtoKNLfLxLDCoeio4VLOLuaPcprTU40enhuGAZONPmkOwNiJcbAUtnUcZ8xMy32nfLhQfEonYnLI5TVhE1hVAAtO1yOvOXgZqHziMuCDyU49KbDsTqXrmafxAg9DGoalI0z8QuKbI+PaWvYcZ18KmDXs1mat4YNbgIfPCfg0MYcDZv7mH+XxWPHnqXXTXPnwlVMq6yhLJoknwrCOXQbHTw3HH0Q+FA+1mTMbIt46eBrPt35zr9XKoAgCGhvLlD3apoj2/J4riJZbjDlkiiTF2qUlNsY+nureuXTAUfeeoeJ88ChNx3Kqo2BD0cy3T4Nq/McecsZGKuRGKEz+6Y4JRMDlOETtSLYhvyTL4QQQrxfyP+136/O0XFxyNX6r+d74J+jAchJ7yb8/T7FSgwmLo9SyKqB6opta/gFhZeHDQ9lKBljMGGJzZiZFukTAfmUT+s2uGT6EkYsSPLI1pfoTPcBoGsaC6unce+sG9n1qMfUy2KYNjRuKoAObi4cUu05AbFSjXkfirP50Qz5lKK46pTJZHq4nPHUfVcAKIiYFp+d8WHcZJat7fW8cWQnj6xfjTqZgBQoQ/G9rb/kH1eVk90+jtk3xHn53/rwfbCjHtVzY+xfG77D9l3QDYWjuUNCWtFIkw6nC13TUL5G3s0TMS1Q/cephU1GAl+hm2HgSnf6rPlOGiuqMWGpzb9f8xf8P698G2eWQyEbVoAC/+QAA4Vh6hQKg3vjeo76FFXonGgcOF3cnKJxs0PFpME5eK37XKrn2AOrRyevjDBqmsW+V/JsfzpcrmraULPAZvLyCE1bC2S2Bqx/KMUlny6iu8ULw1MAxVU6M6+L097gsv6hNL6rKKsxmXyDRibIUpjRQ81sk0SQpH29Tfs+j5STIVCKjT8tcOtnV/HFl/+Tnb8+xN1LruIDo68g26XIpxWlYwxadri4eUVRpU6sVKdxi8P4RdGBgd7vZuluSY1Opifg2W934rmDr4l0l8+2X2Zo3uZxxafKKBs5WJ72fUW+L8BzGKh4nbF8MXib+YWncVIBvg+mHlYz1/0gTV/b4O9utFij9nqPvd4+Xl79Jo4qUFNWwS3TL2ZUsoziqEy1E0IIIYY7CWrvU2Yk/MQ8cyI45/WqpodvpnWDgQYW5/K/2V/2u1J1kcWeF3LMvSXO9qezpDsGh1cD9B0Pvzi0qUDjRoeq6SZFlSaxIEbxuhl8ZdkU/GQON/BIWnHS9TYHHoJCLmDdD9OsvC/J9KtiNG0thF0MRxnYiTCEte5xuexzRXQe9hg9IwwamhFOqy7k1BkBuXahje8qXv+Ww8T703zrjaf7q27hFa2IhmaEnSIV8Gj9S3ztmk/T8Gwe3wv3yeVTYSv9xEidTP+eQaUrHK8wsMQTYOIlJj85sIbOdB/F0wN4Awqei2naBF7YUVMzQEejkFPESgaDpZtXNKx16GjU+Ic7P0lPvo+MrxON2NjayWpS/369U85RN8KQfyqlwmHdQaDQdY1cn49paXQ3exRVGpSM0SmrNlj/w/SQh8stKA6/Ge5pXPLRBPtfz+MXoH51nonLIpSMNmjZ4TDjmjjrf5SmkA2XSxZV6pSuyPBvm59h0+F6fD+81aJInFtnXsq8mXPY/LOwMljIKbKNNtMqqznW18GyknmkOwMMQ2ffyzm6mwfDTHdzOM5g7DyTXI+PboSdOyunWO/4uzLzqjhv/LhnSEiDMMxXTYxi2hrNuxyiyzVi0QjZnoCD6/Ic3ugMdMcsGW0w45oYFZNM7PjJjqQQSWo46XN/EpOs0DHMcO9f09bCkJAWSWpMvrPA//fmQxzpPt5/mc7eziO8uH8LH7joYu6adxUl0eQ570MIIYQQ55cEtfepWInB1MuibHvy7ZseRIs1SseEb8IjCY0xM2yO7j5HWU2D6rn27/pQ37NoUqdquombD5hzc4zAC/flOOmAokqDyikWjZscDm8qkCjXmLAkSrxMJ9Ptc2yXz7FdOpBA1/vDnRa2utcNCDxF8zaH6vkWTdsdDAsatwRkugKmr4oycoLBa99NMbLWpLhK56KrY+x+Nmw+cvr8uWixxvQropw44jOi1mRD6y50MwwxmhYGJ68AwSlVuLrmZpSr07Ijj50I96EBNKzOs+RPEmx4OE0+pfoDWvhzmgbjF0VIVbax9+CRcHZbWYZYkY2fDYjYGmYEvILC0LSBIDBxWYSmbf3Pd//99LYoctuLsOd3UznZpLUhrHbpmk7MsjEwhoTD0TOsgYpYtEgjUa4T+FA6NnxdpTp8ultcxsyyyHT5TFhqUzrG5I0fpE6fqIDWfxC5PsWhDQXGzY9weKND2z6XGdfE+pe8RgYqmpG4hmHC+A8V+L9rv0evSuF5YZVSA/qcLA9tfZ6bpvWy9JqL2ft8WIpKNRqMralkSmkNHTsMyufrbHtiMKTZcY1ptwXkSrt5tWUz6bYc01Q1qxLzSO2xGTEyzvxb4+x+LoemwcjJBpqtcHt0jh9wSYzQ8X1FT/fgMk8rojHjRhtrrMMbR98k7WWYEBlLWXYGJYViNj2Up+e0+Xm9rT4bHk4z+6YYE5eFTXyiRToTl0fZ+1KOcxm/JIqmaWR7Aw6uG1qCq7ky4N+3PjoQ0iBcsmr2D0T/5d511JaN4oapy87YnyeEEEKI4UOC2vvY2Nk2nYc9mredGb6smMaKe4uI9S/nsqI6M66J0tZQeNslkLULbWLFw+ONW+tej9Y9BWrm2iQrdcYtsLCiOkqF+8l0Q2P+h2KMW2CTKDdw8wonE6CbDDSCCE4JV9pAR0eNWKlBujOgq2mwVKQBDWscxi+KcPmfFtFe73Jkc4HpV0ax43H2vpwn3z9PS9OhYpLJ3FviZHt8mrY62AmdQuAO3J8Z6Q9p3lkqIwE4aRUGtf5iVqojYM+LWVZ8IklXk0frPoeg26KkyqB6BTSqRr63/SmsaHgHP2l4ls9+7E62PxKg8lDIh/vSVH9BtHKqSVmNyYE3HOyEhpdXBEH4mBx83eXq5VVU3KhY09wHSkPXwv+UAsMOl98VVxmoIKzQzL0lgWZo9LX5GBaMmWmT7fE50eJS93KGvnYfUzO5/E+LOXHYO235nhp4Iqwo+AXFkbcclt+bpGmrQ6zUIFaqse9lhwnLImROBNj91cHKmQYvNr9OZ6YPK66dfnOg4Jl967n2+qUYr4RdPHU93D+2cvQ8eg8pAhc6DrqAhp3QmPNpn//Y+XP2vHVk4AjfbNnDo3WvcM+c65mXmYffbbP8kwl82+HRfS/Ske5lXOVoLr1yPlWlJRxclyfoL7mZEY0l90X5Uf3TbNpdf8p5b+EnDc/x2QUfoGrCNHpaBr8TKdKomWuHwTcIw70VDZvJjF9s0/SWQ6br7CW9ySujA7+nKlCDc94IK+1BRZq9W5uGvuROW9H82M7VLK2eQalZhJsPH89IItyz+X6mVPh4pDoCuhrDGX6jpplEi3Qi7zC/UQghhBhuJKi9j0WLdObeEqd2kU396jypdh/D1hi3IELtQpt4+dCOdkWjDC75dDGbf54esmRSN2DCsgjTr4wNLME63yommRx+02H/60OrBWZUY8Q4M5wZ1uIxcXkEwwqbYJSM1qldaHN449AkqmknOw8CrmLsLIuWXYPdDvuvBcCRLQXa9rqUjDVIjjCwYhq9rR7LPpYIg46rKKo06Gx0aWsoMOWSKIUsHHgjz4zyCTzfuKG/A+bZQ1pZPDkwGsBzFLFSjVEzdeJjAsorbAwTkiN1Zt+QQC+KsLOnnn/a/gwn8im0U56ahq5mHjaf4v/9i3vZ/7JL844CgacoHqVTuyhCtEhj408yeHlFJBkGlJMVLg0wDJ2RNTpL7yxm6+OZIW/kdVOjZITGgg/HOfRmnlk3xNj6eHYgOFhRjfrVeUZNM6leaNJ6NIPvKJJ2nD0v50iWG5jRcE9kmGW0gSHdga/wvXC/WnGlwdVfKiF13CfbpZh/a4K+do9o0eDzUjq3wAsbNgNhG3/d1IjoFrNGj8c2LDoyvdS3N/Nay1bmLbmYlr15ymb47K1v4uYJlxAvMWhv8AANMwqTb/H57p4nqGtrHPjdMEwNw4BCJqC3L0fZZIvOLjiyqUDpWItPzPgAXZkUOT/P1s49zIzWEI2MocROomkak6/X+MmBp9nccmpIC3m+z7+teYKvXPZJSg5UEy/XmLwySiShk+kKONHo0brXJXMiYMolURIjdBLlBpd9roj2Bo9sr0+uN+DYLhdNh2mrooxbFBlcKqmFwfrkhy8lo022tTeccRynF87a0930ZrIceNGgp8VDNzWq59qMm28TL9OHBLZABeja8Ph34VwCX9Hd4rPxJ2my3aeE3F+Hy1kX3h4/r0PUhRBCiPdKgtr7XLRIp2qaTXmNGc6U0jQiybN/Mq4bGiPHm6z60yKy3QF97QFmFMrGmkSLNUx7+LwZG1FrYsW0M9qUe3lFe0M4h2z2jTFixYPHHC81mX1DjOP7wwHZqPCN/an788Yutuls9KiabrH3pTPHG+hWuJeqvd5Dv0ijaWuBpq0ujZsK6KaGYYXz1WZeHyNarBNN6tTMD5tCpO0a4nqMTCT3tu3db5yynNadHhOW2hRMh5J5Wd46voeLRy1g169T9DSCqRn4eY3oCKhcPIZ7LrqZf173MzDD5Wsn33QnI1GONWbQDItFd8SJFoXLEvevzVM+zmTxnXF8FzobXdr3ufju4HGc7O5YXm1w+ReKcbMKFShSx32SFQaRpEZbvcukFVHWfieFV2AgbEG4lO7wZod8OmDxDWVseKqLdCFLOqOTLI+h/HCeH/1dMgNfUciHM99Ohox8KuCVf+9D08MRCVYMahdGuPi+ZNhiXoNgdB+Onkc3NGKWzZ1LL6emuJJNR/eRdfNcPGY69y6/isMn2qgdGadyTIwRtTorsrPI+FncbAyiCiuhKBgOjPbYunM/EFZftP65dUFe5x8uvxfnrXJ+81QXcS2G17/6MFqss+SuBK3bPCrycxkzKomaqOFm8xgW2ONyrH++Dk0Ln5ugPxGf/B1UARzuPcZNt02hdafH7mdzgMaYWRYjJ5gUVxk4qYBXH+hl5X1FRIt0Og55NG52cHOKRIXO8nuSJMp1osVDQ5SdCCtzjZvDpBbe/2mVuJNNZrzweQtnDYaDtU2LgVmKe9pyNLyW45L7i9Aq83RkunnpwFuUx4qYO3oSXuCT91wqEqWUxZKUxYrO+hpXStGZ7aU3nyHvFSiOJCiNJn7vDUzSJwJe/37fWZuxHN/v8uYjGVbcm5CRBUIIId43JKhdIOy4jh1/d9eNlRjESgxGjP+9HtL/SqxYZ9nHk6z7YeqsoadissW4BZEzZrcVVRqs+nwxWx7LDGmwYFhh1bB6ts2a76aYfmWU6jkWLTsH04umgWmHjRw0A6ZcFmHzY9n+7oigaYpADwPM3A/GifYvpbJjOmNn22RTZfz9NR/jK6/+iFz2zIO+qHIcK8sXUffrAiu/aPHc4a089tKr/OtVf876B7PkUuEbZl3TKY7FcVMaLa/pjFo8ho/OvopHdrwICqIxgysmL+Duudey8ZsKJ+XSst3FisGlny5m7Gz7/2fvvKPsOstz//t2P2Wqpmg0Rb3L6l2yqhsWNi4YF8A2YJxAaCGQnpByk9x0SIBQbQO2AdtgcO+SLav3XkbSSDOa0fR26q7f/WPPnNFYsi37kgTD+a01S0un7r3PPmd9z37f93k4udmmryVsU6y+zGDhh+Oc3JSlvd6jarqOlNB6xOXQ81l6zvqoWljlqpllUDpaJ/ADVE1wZqeNogkMLVzYe44MBfTAHNy5Iy6TVsUxLIGTlTSfSjFjdRzvuQBFUxi0vXSyAaoq0AcuBhSNUuk46aGaIFSJROJkBA1bbbKJgLq5BkIIpKNgqSYiBn+w8hYeO/gqX216bMjwRICp6nxp+a30dzocfsIjFaSZOm8hJWM8UtWC0kqVtJeltFZlV9uRwaeBEGhG2KL64Zlrye4ooWHHgHg3h94i0x+w9YcpFt9ZwN4n0rzy1QRrP1fI9HUGBZM8tqWOoMfCil/gghIIAinRzXCY7pYZq5iancn6/+jHSYqcSUnLQZdIscLij8RobfJZeHsMqQS8/I0++jpdEAJd0ehphZN7ktQt0Bm9RmLGFUqjBViagWYoTFoZ4ex+B88Gz5UsrpvG/s56GvrOkfXtMAA+I/HPq/DG1RhOu4ZmKkxeY4WZjCKsZHuqR1NTB/V9jdQVV9CV7uf3n/kGPZkEUd3C1HTGl1bz+aU3M6G0GlUopPp8PCf8HH3d4WSyhYxnI6Xkkf3rSbtZPrXoA4wuGYmm/OqFkudK6l/LvqVjZk+TR6Ij+B8Tap7vk/FsFKEQMy4hnDJPnjx58uR5A3mhlufXEkUL89HWfqGI4xsyNB9w8BwoKFeYtNJi5FRjWDUt9zxVUFqrcfm9BWT7AhKdYQZX4UgVq0DguzDnxihH12eY8b4oiiJo3OegqqFI892wVXDuB6Oc3u6Q6Q1X1YOZXZoMnQ4DD7KeQ8YNF2JFVgwrojLVG88Prv0Kx7sb+f6up6jvaGFkYQnXT7qcuQXTOfZTlXi54FhvIz8++jxrJ87n3HYlJ9IAJAEJJ02BFiXIKrTtEFx3+QpK4wXEogaTSutwmy1aNqjMuk4jmwg4+nKW6e+LcOiFDGd2Ojlx62bh5Gab07tslt4Zx/ckl62L0HLAYftP0jk14nvh38ktDq3HPFZ/poCqaSp7f5HGc8hVnrRI+JRB50VVFbQf91n3mZGhmcvJLJ0tNjWzDM4dDi33FU1gRhUEgpJalTHzTcrGaaT7fcav1ji+PUEmITE1DUUYVE7U6T7jc+TlDDULVVbUzKGsqIDHD21ka9PhcIPPm1GzPZevb/kFf7WkHKW0EPdcwMmtWZy0ycIbYyAlWlyiqgLbd8OWRxk+V1EBV2HJyJlseuTNV/m+Izm+wWb0XJOTW7JktDRN4w+x9/RJIlGDPjuJpqhELBPFU9CEgqIJymNFrCxbyObvZCjU4xc4SWZ6A7Y9nGLezVEUHbY+nCTVBZrQEYSzdm7gYag6Z3f4VNTEyI7to6svwfjKKmzfQRbAmj+O0p1K0JRoYVtXI1Oqa/jg3Mtp7u3k4V0byHrpYSYx105aTPsmg/ZjWeZ9KErtXI2amRZdjS4b7+8nndIoHzmDcSt0OuItfHLGB5hYMAYC8BWf19t285WX7+f/rL2H4Ggx+19M0N8dXvSoGhdh+tWj2Zzezn0HnuKGacupK6rkD5/7Nv9y7UJPbYsAACAASURBVKcYW1J1aT8C7wA7GdD0NjmREObPlY3RfqXZj28k49p0pHp58cRODrWdRlNUVo2bzbxRk6iIl+QNXPLkyZMnzyWTF2p53hXZRICbCS3aNUNgFSqov+LFj6oJikaqzLkpyrSrI7lWxosJtDcSKVSIFCqU1A4/xTUDxi4yGTlVx05KZt0YYdYNEdqOu6R7Zc4l8/iGLO0nPBQ1FCiDayspQSgSVzhsOn4QxdMoMqOML66laXNA8z4Xz5HEy0fyp0s/TcEqaGtJ0r7V4NAZH4GkcpHPtw++SODDmtoFHHzWHj5DJMGXAT4BEhUvLWjZFbBs+nx2/DTFto4AzfCQ0sPNZCmp1Vh8V5yOkx6ntzvolsBDDlUiRTjDtO2hFFf/YSHSh90/GxJpbyTVHXD0lSzTr46gDrSOwtCckwxAUUKDGhlApldybL1Nx0mXy66NUlqnMXYmGJEMLYc83IzEiML8W2OkunyOb8yy81Efzw8YNdXg8lvLObU3Qf3OFBOWWXQ2hK2mqiE4u93nus8up1vv5Js7f57bn/MxVB3pw48OPsfHl9xG/y9UVKHQf0xDZDV2ZfYz9/Y6Gp4RzKgcyy9OvJrbDwRMrqyh58SQiMkJufM/Egmdpzzm3BSlYpJK05F+KtSx3DFlIied0zx6cD1e4JNw0sQMC0PREQKuGbOE068GCDngeSnkUO7dAOnuAD+QCFT6z4TVocG3VxSBFTHDbbUFR561ueyGYjqOuPRd5eEJD2EFnE2d5W9e+QHdmT5UoWLqOj898ApTyur4o7Uf4h9feIT+bBoEzKoax8rShew77KNqgub9Dpeti7LxOwkyKZ+EbRMzLHqbJGf3O0yYM5b0pkq2He9HAqapMnfuam5ZdRVHO04RTWt0d2Zz4enNJ9O0fctm8S0L+OgMj//c+RjrJi9m3eTFPLDrWf54xYeRaR3fHXJHHQxOf9dI8C4hJ9JNB/gDOYP/HaTdLK817Odrm382rAV1X+tJiswYf3fVPUwYUZ0Xa3ny5MmT55LIC7U87wgnE9B9xufgs2l6m8PWQs2E0fNNJq20/luG9TVDQfsVpgYIRRAtVokWD91mxgQ7H01RNVXjpX9PgAwDiWUAni1zlRDVhDk3x0j3e6hbakmck4hIhOZJkrLxGm31LnYS+pp9dj6cYcQYjQnLCznWmMrpC2ukz7GDTRgxBUPRce3zqmkytLEXSJzAxVRVUENLe0WHmeuidJ3xaD7gkO0PZ9a6GjySHT6nt9tIGWamacbgXNLQvJSiQro3jCJ4u0Xt6R0206+2MGICJzWkWgIp8QkwogqeHZqrxEcoFNeojJpm0LDVZu8v0sRKFGZeF2X61VEa99iMnKJz+IUsHSc83KzE88J9bj7o0HLEYeFtMRw7oHZqlA3fSKCpCp4j8R3o2RzjxIx9qIqKH/jDXB8tzcBUDNw0HG1tIj5LElUiKEIgpODkJgfvsoCd2T3ccPdauh2FAiVGdzqJooQmNFHTxEsNLZwt1SBww88gnEscEqtOWvLyt3pJudlQuAqHVV8cTXVBOc2JTqSUpOwsuqURSMmUorHsPpbF1MzQXGVgLu5iYi3RFuB7cphG1M2B4zwQS5DqDrAiGsl0ErvdxC5y6PG6+INnv4nthRUtjwDbdzE1nRPdzXxv11P8zvJreXzfZm6YsILx+liO/lhF+gFmiWDsQpOtP0qS6g4IdJ+YYZF2beqmRKkeF+HV/0qg6gJD07EUA+kJzmzyaT8oWfqJycixkpG/U8jrD3URMywUTSHbL9nzaJb3/9EqRi4r46t7f8JVExYwvWAipzd5nNqUyVWrR4zWmHZ1hJJaFSPy7gSbUCBaopB+E6fMQQpHaqh6eOzTfT5BaAaKbv0KxCJwpqeNr256DHmRqyB9doo/e/F7/Od1n6MyXvr//V558uTJk+c3n7xQy3PJeI6keb/LrkdTw2+34eQmm7bjLpd/suA96axmxBTiI1TOHXKZeLnJ6e0OniMvmI+bdX2E/nM+Rx7Okgk8LNUklXY5d9TFKhAsuSvO4eezJNvDqIDuRo/+No3y8SodJ3x0S2DEBUZMQQjwpIdmqAQumKqBrug5ISJEGF7te+G80/5fZjl32KVyis5l66K0HXdp3OWgR8NZq2RHkGtv81xQ5XDzEYD+Nv9tQ9Ih/ExRwiy2oy9nCaTE8V08xUFKBdOz8Aas8MctMTj0XJZT24Zaz+x+ny0/SIGUrP1CIR0nPVqPuqiayLVNDiJ92PlIitWfK6btqIsMQOhDFa50t6S/3yamRkCXBDJAKAJFKgQuuDY54eYToGkKvidxM5Jsf8CUylpmJqbxwr/2UVAh+PK6O/jK+vtw/LDa12P3E6kI30xTVExVx3fDc8J3Jd5ADp5qhuJ90W0FbHzUzgn4I7/0+P1rbuOvN91Hvx1+N6SQJOyBjDoULNXAzTJUSREDOydDg5rAlRe0RSpq6NQ5OFsmCD9LScCMFUV09ibY6+yhvrcpJ9KGDmrYEqoJlbO9nVQVlPHZ6rtpfl7lUE9AYZXCvFui2KkAoTIwzyhQFZV+O4UQCpOWhrl+MghbP2OxCHbaRyih6Y6dCTi12SY2QiHRFrDuD8s40HaK3kSasQWlaL1xzh1ysTrr+L9LPoOpaJx6QaOhIYOmDImirjMeG7+TYM5NUermGejmOxdMkSKFicst9j3x5rmSAGMWmdhJSctBm+OvZsPvgoCysRrTropQXKNiWO9OsKWcLD/e//JFRdogfdkUB1obqJyQF2p58uTJk+ft+fWx+cvza082EbDn8dSb3p/sCDi5xb5gIf5eQNUEE1dYNB9yqJqmM/VKK3flfZC6+TqxUpWDz2VwM5KoZiGCIdv7bEKy7aEUk1eHxgFChDNQjbtt5twU46ovF3HFFwspLjGpLSoHYGPbbsbOi1Cgx1BcHTclcdISJyXx0qFIE0JQNV2nu9lBMaDtmMvG7yQpGqkycpqGqoEYCPMO28gEuiUQIpzJC4Ih0SODMKj77RAK4IdtosW1KhNWGqz8RDHLbyln9UfKWHpXAbWzDRZ+OIadllRO0ll4e4wx88OIAYQgcCVuFrobfU5sslFVgRQSVb/w/XwXuhs8jIGcOKGTmyFzsgHjC2vwMuClBDKrogst/L8jkTL8i+gGwlXoySZADR0mC0eqlKkj2POwTaYvoL3eJ/FSOf965WdZPW4OKiqNfW1Eq30K4xHiegTfDl0onbQcMMgIj1/NZQb1r2U5tcll5e1lubiE1nqX1KZSvnbtZ1lSNx1T03F8l5huITSoHl0Q1kilJDjvT8rQfEPRBXoknK08H00XwzMPZRg6bkQFjbscvBFJ6koreO30vjf9HDOeg5TwzKHtJOo1+s75VEzUmHi5xdYfpTi11aHtmIfnhNXCIAi3raBMJdsvc+Hp4faHbYqB7pEOMjjS4cyBDLXzNCoWehzd3sczDZv4t50/5ksvfoN/qf8+ybHNFI9SOfZTlWKvhI5TLiNGa5SMF0TLhxwyAfb+Ik227939dgghqJ5p5ILYL8aUNRa6AbseSbHn5+mhCxYDba2vfTtB024Hz377CxkXI+lk2N1S/7aP29Cwl+yl9GnmyZMnT57fevJCLc8l03rUfVPb+UEattq5YOj3GvERKivuLRxoEfRZcleMpR+LsfCOGKs/W8Dk1RYHn03j++EsDoFAviFION0T4GQksdKhr1a2P5xLKqxUiZWqlMWLuOWyVQDsOHeYmWuKEArD2t4EYdulm5WMnqfjOB7dySRZsmiRsH1u12Npxi4MRWGizadsnIYQ4YLbSUtcW4ZB4MmwuiQlFNeqVF9mXJCr9UZGTdMx4uHs4fxbYvSclrz69SRb7k+x8dspdvwkxbS1EeKlGvufyLD78RSHnsugRxRWfqqQkVN0Aj8UfGZckOwMQsEYhC2cF3v/niafggoFzRBIggHLfkH3GZ/RZg1xM9xXGYQthOHs4NALrR0/j3M7ASHJeDaqFbpY9jQEZHqG3qftoM/hb1qs7b+Wr634El9b9mUqiwpZeGMRXlagGgOxEHKoAhYpCl1Dz+xyaDvu0nM6oGZKJPeajbsdejcXcPW4hXz/pj/k7668hz9e8WF2dR5k4ioDT/qIN0RmCEWgmwLdgqppBvFyleJRKooSmrQoqiAIzhMuAsYtNfE9SHb57GuvR1PUC6tp5xHIACEkKTeDXgjjl5nMuDbC6e02pWMUxq8LMAokelSiWeBJHykhUihItA+d3EIRSCWg30kRyICYHkEPDIKUSqY7tPifOKuYD064IhfhcLa3k794+XsEY3rQ0MFTWPvJEYyo04gVatTNMVn00SjlU9RQDAfQuNdByncn1qLFCks/FmfCchPNHLo9NkJh/q0xJq2yaB+o7F4UGYrFzLsUixCav7wdfhC8633MkydPnjy/XeRbH/NcMj1N/ts+xs1c2C74XsFJB5w77FBSq3Fmp8uZHS56RKBqkOkLWPaJOF2NQzsXmlGE9vPn017vUTRKzQVEw4XCZGntDMasqiUiIrQedll2dwH7nszQddodeLxAMyTjllqMqFPRdIFQCdsPA49CK4aXEXSd9iitUzl32GXa1RHW/0ci3Jrz5rggdHSMRQTxEhXfl4xbbHBqq8PF1ouaAZe9PwIIeps9NnwjQTYVoA+2hAmYdX2U46/ZtB52sVMD9vpITmy0Ob3NZvFdcWQg6Trthe16XigUhSrIksWKmvgDs1c5capAUbWKEQUvqxCIofnAsy/pfGHVh/iHjQ+CGla6VF0g3IFqV3EZ6+qWs/npsP3SDTxmr7Hob/XpOuMjEGiqgu8HSEIx27DB5/QGZeCzcVn35xFW/V4BB5/J0HHSAxGaplTPMpiwzGTXoyncTCiiT221mfuhOI2HMrnjluz0OdTcRNyK8NfrH0BmFFZMmUFmYhcjZpj0HFTwMmGFU9MFqq4QeJJZ10c5tc1GN2H5PQXs/lmKjpPhcRsyNpFUTdMpqVUHjokgkAG9mSQjC0ppTXS/6XktFMHEimrGlkRo2G5z9KUM4z7gs6NnPw8f2MbvT/8ovbaNrqpEdJOIbiJ8NVeVRUpUU5K005iagS71YXOLvi/Z8WiSkyU+q+4dxdjCKuqzLaFTquLzwz3P80cfvpsTG2zODFSsBp+tW4JZHwjzEBu3u3Sf8fDd0KDo3RAtVrns/VEmrrDCLD4lbFeNFKlk+gNOvJ6lZrZO5SQdzRBkE5Kz+2y6zoSzjzKAxj0O0660Loj+eDssTWdiWQ1HOxrf8nFzR03E+lUO3ebJkydPnt9Y8hW1PJeMGbuEhYsI2/Dei3Sc8jjwdAZnoP3QzUhS3WEwuJu9QPuE1aGLXeqQ5NriIGy/062hZ9rJgPZdCsceMJFdFgeesNn2cJLR8wxWf6aIhXfEWXJXjGX3FOBkAjb/KEnbUZdRE8OKUiAlWd9B0aC3xSdSolBap2KnAqa/LzKkGwcs6AEixQrzPhQj0enz2rcTjF1kMn6pgW6EIlIQipL4CIUVv1NAQYVC6xGH+tdsUr0BniPJpn3sdEBshIJvS87sHBB6g4Ji4Oh4Dmx7MMWUtRaKKug46VE5Oex39J0w9yzhpAh0DyMWtvIZMcHopRpN2RamXhEJq3GC3NxW++EAbVct/3Tlp1gwZiKBGxrbFBdFuHX2Sv588cfZ86BL4EkqxxlcfncRk9aYNO2z0S1wAhfFCDdWEUN/wEB1Q5LqlliFMP19Fqt/r4CVn4qz8tMFFJQJNt+fpL8tyM0OZhPyglmqSBl0ZXtDwaOEJZ2lY6bzR69+HWfuGSbf6lMxWSNSpGAVqIyapnHFFwspKFchgPYTPvt+mWbi5RZrv1BIxUSNaImgfILG4o/GGT3XYOfPkqQTPp4TMKNsPK8c28e1kxa/6TldZMZYXjeDa8Yt4uCzGZp2uxTPdvn37T/m668+wZnedpq8ZspqDVzfJ2GnURVBX0tA6RgVRYRCD0USSDCEjpsdEmmldRo9reHFhd7eLJvuS3LvrBtRNBF+BwRMKRnDqc1OGMoth1/WcLOSnY+kKa3RiFcoaGbodAngBW9/YehiqJogVqpSPEqjaKSWy02TQcC0KyMEvmD7w2k2/FeSg89mKK3TWXRHDDMevm/3GRfPfecVryIrzm0z17zlY3RVY9noGXnXx/8msp7DuUQXG07t5ReHN7L97BHakz14/rs7l/LkyZPnf5t8RS3PJVM7x+D4q9m3fEzlJB0j8t5bhGQTAUdeDKsjfa0e5eM0Ok4NLw2mugKKqjR6z4W3Cw18fBRFybWoCaBivMbp7UPGGlOvjGANRAq42YATm22OvBC+l6qJMKjYhj0/z6DqEC9X8L2ARFsoICShYUbFGJNsKqC7xcH2XCzTQNMFgS+pm2vy4r/1M3aRyerPFNC0zxkKvJ5pEBuhsOuxFJUTdEbUaWz5YZKJK0xWf76QniYPz4biapWSWpVIoUKqOzTsOL3TYbBmqAxUd8YtNql/PVSuQRAaigQ+5B5IWFlNdgQUVamc2uqw7OMxzh12w6qar2JpJmk3S5pQ5JWM1MhEPeqio8hO91hcFOXQc1ncrMzZ6Pt9KjWyhjtit3DXVQ6u9FB9lYrKOF39CRbfFaUoFqOvxaf1VBa3zWb8Eot4hcK+TTa4Jqqh4jkXLsLj5QrREYLDr/djKganNjsDod4C1Xhj4VSEAub8FxBQNiMgdcCmxhjF8po5vHx6B1HdpDPdz99uvY/RxZXcuHQ1V9YtItkcZvZ1NrjseiwFgZK7EtB6zCNWprD0rjiKJmnc7XL8tdD4IpAKp3alqJ4RQySL6Er2MbV8KZPLajnW2ZTbnJhu8clF6xhVUM7uluN8f99TjJ5XzdIbZtDudLO35SSIcMbvh4ef4S8+eA8HHtTo6/RIOhkKzRjN9Wlq5xq0HHTxAhdLM4bPzAmYutZi54thNS+QkmwywG+3GFteQWNPO54NS6tmcvAJG0VVLj6/KuHIy1kmLDMpqlJp6GvhyaNb6LdTjCsdxaqxsymNFhDV33lodKY/INMXYKcD1CKXs40ZPKHmztVkZ8D+pzKU1KrMuSnG9oeTKLrIicV3ytSK0bx/yhKeOrrlgvtUofAnKz9MWazoXb12nremN5PkiaObefTAehx/6Le7yIzx2aU3Ma96MlHdfItXyJMnT55fP/JCLc8lEy1WqJys03bs4jMeQoFpV0Uwou+9Qq1ny1zcQOMuh8lrrAuE2qnNNhMvt9j5SAqhQEBA2skSj0TxMgIZyDC/rUgh0RGWgqZeEaFiwtDXLJuQHH1pqF1OBqDqoZkGhP8mOwIUQ6JqUDxKY8raCJol6GlSGD9DZ+H7NVpPZTi92admtk6kQMF3w3Dr46/anNxsU32ZQfl4DSnh9E6brlM+CCiulpgxCDw49orN8VdtikepLP5InNiIoVLouSMukaKBWS2G5UsTG6HQ2+IjAN8N56yctBwqOQ7829ngEa9QSHYFKJpg7i1Rdj+WxrNBM3SKTA3bd4iXC1bdU0KKFE8c28zLDTsYWzaS6+9YwUitHGmrSE/QfsJj031JMv0BWlSj386C8FjyuYBfNL7MDSOuYeO3O3AyPoaqE1XD/SybpHLlJyp46b52FGlgRLXQKj8YqLBpYRUtq6So35li9e1RGja7SOTAPobtc0IZcmYsKFNxUoK4EcELfCavtohF4ROVt7H7m3DzvSvY3n4Ax/eI6RYpN8uZ3jZ+fvIVJriTOPa0z+UfLGfLA0lAhCaQInwfNyvpbfJ47VsJFt8Vx7AEPWf9XHh4olGleIVC4w6LP1zzEf5p00Pcu+w6tpw9zPP12/EDn69ccRePHtzA0Y5GhKfi2wD7eOjYc9w6ezV3LFjNwzvWA9Da3cc/7Lifz99xK0FrlNZdoLiQ6vOYfV0UMy6o3+GgCxVnwIFStwSzPxCh+VSa3tbBdt2wOtlzSGXC5BoaOtqYMKKGvtNhGVI1BLjhOT9s9o7QHbX45hhtxjn+6Imv527fdOYgD+19ibvnXsP7Ji2k0Ipd0vdZSknfOZ/9T6YpW+LQajTz5OYtJLIZqkvLWHfPcsTZQo79InQd7WnyadrrMGq6Tt1c8wIjoUul2Ipz55yrWFI7nZ8eWM+JrrNoisqi2qncPH0lowrLkFmVvoTP2f0Odn9A0SiVykk6VqFAM957v52/DmQ9hyeObuahvS9ecF+fneLvNzzI3175CeZXT/5f2Lo8efLkeffkhVqeS8aMK8y7Jcaen6U4d2S4WNMjggW3xyiqem/1PWYTYXZVEMDoBQbN+52w3bHVZ/YHIux7IpOb4+pu9JlwuWD8EpPmAw4pz0UCaS9LLGphGBqLPhKj5ZDN+KUm45aYRIqVYdlQ5464w2zY24671M42wrYwwgWm50h0HaouMxg732LXYyl8O2z1C8KgNWpnGiy/Kzze5w67aIbAjAvspMR3Q3MLCBf+g859AAXlCom2oTagwUVqw3abGe+L5m5Pd/tYBRqaCZ4tLjaKF/53YF/Cxw3cMehAr4BuwuKPxNj7eJqCCoVVv1dA+wmP3mYPVRfUzS2gcJRCl+ziy09/i+50AoCG7lY2Nu3DTcOaCXO4ueIaDj3PgHlLWNECiJdqJGSCW+qu4fVvpgm8sPIX1U3wQ+v7cycyBB4suamUV37YiSIULF1HFSqSgJrFKvXWYar7KnDSAcl+j+Iahfb6ILfTbiY8x303PL4TVlic3GxTVGoyaaVJtERhzwMZzKjKjGtM4m6U/1j3OQ51nOLGact5cN9LAJTHikm3CSYtLODExjD3brAFUzfFeZl9gmRXQKLNJ9HpserTBbQdc0l0hOYgmiaYdZPJ6QMx/mzJ3WxtOYAhDb6y+i5GFY3ggT3PcaKzGTXQcOzzcvAI+Na2X/KnKz/MxPJq6juakQG0Z3r43Pp/Y2xxFSsWzGFCSQ2RiM7+zFnOjuvmqpVL6DwakGyDeIVCvEzh8Kb+YTN6ihChm2UQ/qkGxAsMFFdHugLbCVAGDFRA4GSD3HdLUcPYin/e8iPeSCAD7tv1DBXxYlaPm3PB/Rcj1RNw8vUso6/1+YfND3Ki72z4PRBwvP0s60/s5aoJC7juI1ey/4fhx3xmp8Pln4y/pXPkpVBkxZlfM5lJZTU5d8dCK4alGWT6AvY/maZp73DXR0WDWddFqZ1rvOssud9mejIJHj2w/k3vD6TkuzueYlxJFaXRwv/BLcuTJ0+e/z/yQi3POyJarDD/thjZ/oCWQy6uLSmtVSmpCWdvFPXdXYn+nybTH9B+wuX4+iz9bT6KBuXjdRbcHufU1iwnXrepm2+w+rMFtBxy6Wv2UY3QHn3KFRbVMw0atur0tXtoBoyZZzF6gYlZAGXjY+iGQNEuPBapzuGzEs37HRbcHqf5oIuTDnIZTEZUMHG5xcZvJZAIlCEfD6SEloOhOFt0RxyhQrLbY8Iyk0PPv3lrqlDD1tSGrfYF9yU6/IE2xnCb42UqrUdd6uaEpiPn9zX2tYQOk12DFceB3TSiYZzAoBCtm2tQWquy5YdJEu0BiXaflkMuI8ZomAMZZQefzjD7dyVfefY+ujOJ3NvIwfk6RfLyid1MKKlh5NTZnDs40HaKIGZEmLBCcM7upn9bMYEXzgDFdAtVUQgI878UVdB4op/p68pY8NEIzVsljh1QUBFQtUhyIHmE+7Y+w1fXfgFw2PtiL9fcW8m2H6XobvIQIrSmd9Kh+Jh2tUXVNJ2ikSqxEQoN27NIH6auscDwkGX9vNp+jKMnGohEdFaPm82U8tF8b+dT6KqGaaiMHBmh/vkk4rwGSjHYQnoe5464KBqs/0Y/o6YZlE9QqZigU78xS/ecI8ybORE1WcT141aQEWk8L8CTWbafPobvDbz6gBg6fyzqJwde4YPTVlP/ajMQ5r55vk9911nqu86ydsJcbpq+gr956WG60gnMmELt6Cr8jnIObbHpOTd0oWbQ78TQdGzPoXC8yqn+FpCCnt40I6dFOelkYCATLvBDYWZGVTw3zBtUdElapOhM96GrGktrp7N09HSEUBCE+WNbGw8zs3IcI96idTDwJZm+gI56FymgcbvHp6feRpPXzHd2PkFPOpk7x144sYPR80cycspsWo/4+I4kUqQQLf7VXGwqtGIUMlQBdDIBB569UKRBWPnd83gas1Ch5rJ3bjQS+OEFHiFCw57B7D8j9u7bON9LHOtoGtbueDFO97SSsNN5oZYnT573FHmhlucdY8YUzJhCUdV78/TJ9AfseiQ1zKbbd+DsfpczuxyW3BnHsyWNOx2adjtUTNQorlEIfNAtWP8fCaxCQe0sg3FLTUprQ9v9SxGpkZLhi0DPhqOvZFj2sRi7H0/lWgrr5pjUb8yCCKtSnhsalwihIDSJqiq0HfXoa/XpbfHwHcHYBQYFFQq7f5YZVkUbZMbVEVoOOBcEKwNES9RhC7rKKToHn0uz8PY4Z/e7A68XLvxPbcky49ooW06lUDWQvsRzCCs9pkC1QvOS8nEaQhkyBFFUqJyhUDw7i6e4KIpCpWvSmunmbF8XUsphJguuHebCuWnJL45u5C+WTqPloAhDs13JhEVRJs7RmSDn8GJ9kiIrDoQzb4NdmJ4DekwjIMuxrUmOj9+ONk8naliczLTyD5u3kvUdVo6fTbxQZ/lnFKTm82LbFq785EK66yVNu1zcbFiNrJtr0Nvs8+I/9zFmkYlmCI5vsNEjglFzBanpZ/jnZ3+cWzSacYVXTu2murCMP1t9J9l+yTirmGw3EJATaspADt4w5EA2nhlGNbTXu3Sd8aiebmCnJO39fXR1Jzlxv8RJhsdr5e/G2ebsx0mHi/bzTWykBOmBoWqc6j7HyKKSNz1Prxw/n/ZkD52pfhDwgz3P8zdXfBwx2qdno3OBjamp6mhCxVEdYmMDTrzazLSScdwz4wPovhoauqSH2iN9TyJUhUDzlNwvmwAAIABJREFUyPgO0xYU8/zZTRRZMT635GZebdjLX738ACk3vPBQXVjGLTNWvWX+mO9Luho8tv4oNH5RrYA+OwUvQfmYKv72hk/yl69+L6zaDoi1x4+8yl9fPp2eMypCBfVtNFLgSVB4V+LHTkiadr91ftqhZ9OMqAsvel0KnhOQ7pU07bZRDUFRlUrTHoee5rBVtmamQc0sg2jJe+ci2ruhL5u8pMe9nZjLkydPnl833psr7Tx53iVSSpr3OxfNUlK18Mr29h+nWPbxGF0NKWQAbcc8VAOWfbwA3wsYvyxsdauaqiPU0L7/Uj3iRk3XOfgMw57Q0+iz6+k+xq+MEC+KkO2XlI/XePlrfTiKS3/WRlNUFFUhqpu5jDUnIzm1xcazJae32xx/NcuoaTqrP1PAxu8mSPeEC+KSWpWJl1s4mYATr198oThm/vAhe6tAMGlFhMMvpln2sTh7n0jT0xiWexLtklRXwKzrIxx5KZubY5MyXIhbBYLln4gTLVGRUrL4o3G2/ThF3fscnm/eyPOvbydphyL0hrmLiaZNVGOgdXLQRpJQ4LmZUKx1Ob2oxS6FFRaldTqjF+kUjVIIVI/O3n76M3Yum0pV1LCqJsJMssAVWJqJm4G+TIrnj+8k8CVqRJJ0Mli6wbrJi/mDF75BIkjiZiW+K3n88Gv8w5rfZbQSJ9EekO4J2PHTFJohmHVDFCFg3y8zqEbYYmnN6+PPX3iI4CJKOGGnsTIx2p60aJ7sUjpKp6gqDKCG3C5fQEmtRuvR8DNT9VCgImDOjVGqxXRifpxRMxQatjiU1KggBclMNvd5DLpUDrYY+i5YERPH93KZX6ohkL5EU1S8wGdMyUgKjChHOxuJmREUIGln+Pv1D/LvV3yeGSuKOPp6kkBKVKEQ0U0CKVFUuOLucjqMJr77gS/Tu9/k9A9VusqyA0Yd4fdpcHs8J0CPqRSWxhm7WuFf1m/h80tv4r+2/YLjXWeHHYfm/k6+uvkxMq7NbTPXEDejvJFkR8Cm7yfw7PA93PPKk51nHPxHdD5//S18Zf19ue9fV7ofGbdRtCjREmUoguI8fFeS6Q84d9il/URY4Rwzz6RolPqOqm8dJ92LXiQ5n0R7gJMJLkmouXZAywGXnY+kGL/UxHPhpa8mBvL/wgp3b3OGo69kWH5PAaV12m+sWBtVWPa2j1GEIJI3E8mTJ897jLxQy/NbRaYveFPnysEKROBDujtgxBiNVLdP7WyTsYtN4iPCq9IlNTq9zR57fp6mv81H1QU1sw3GLjSJlb71lWurUDBhmcWJ14dvQ1+bx+bHuogUKiy9N0qH49KbGRr68oIAQYDQLYRUcNIylwdmREGzQhOKlkMuniNZ/XsFpLoDFFUQLVHY/0T6AnOUQUbPN7AKh7bZ98P2tNELDBQN9j+dZtwik4LrVBIdPkZU5I7Nsk/Eadzl0NPsoRmCCctNRk7ViZWopLp9mg+6dJxwmf5Rn69s+AEn2lpBhqJDMwXNiQ4q46X4iodqqPiDxZqBhbQMwn1UNIgUKSy7J04y4dIeOUtL2uGRg+u5fvRKosVFpHp8TM3AVAz8LPgyQNMV3KzEiBiUj1boTadCsQMQCCaMqOHeBet4fN8merw+Uk6WpXXTmVc9GVPo9Mt+oorFmIUWvg3jl5r4LqT7fGLFKuOWmBx9JUvtcsGjR18GCfPrJrF28hyihomqChr72qjUyzn6OPg9PtpJheqpJpNWmez4cTqX3yX04YOAigZlYzQOPJ1BH8gVE6qkr8PjwPp+ln1kBOsf6GHJzSWcO+gxbrHJidezjL+8Jvca3kBVcrDCKiVIR1ARL0EQWuirOnhZsEyTyoJivrTsVuJWhKhhknGzYbi4otKZ6ePeZ/4vX174UVZMG03Dqz5dZ20sQxCf5FOzUHBf/WNkvSwfNm/n+C9dgiAg1RVgFSos/0Sco+uzAxlxEtUQjF9gMe2qCKe9RsaWjuRIR+MwkVZTWM6i2qlEdYuOVB9PHd3KlRPmXyDUPCfg+KuZ0JRHXDxQvbvFZYIzgoqCYtoTvbnbB9uNp6y1iBQNf6LnSNqOuWx7KDksH7J5n0u0VGH5xwsoHHmhWEtk0/RkEyTtDIUUEteiYVtliUK6563VmrxEJ/lEW8COR1LESgWldRqvfWuoqjTYqmvGQlfZ17+f5MovFhIrfW/NEF8qo4srKbJi9GVTb/qY2VUTKHqDGU3KyZJyMggERVYMQ9P/uzc1T548ed4ReaGW57cK3+UtF0pChJW1vnM+S+6OEXhh+5o6MG+WTQTsfypN467zK1OS4+uznNqcDa9cj9betDXKsBSmrLXQLUH9xkzOgENTVEqqdKbfqPGtI49x09jVWLEI2VSQK7YIEQYQe9mhkOj4gDmIqod5V15W0nbcI9ERmhaUjdW5bJ3FrBui7PxpKudsCWGb17glFpNWWpgxBScTkOmTNGzN0t3kA5LxS02W3Bkn2eEjhKR8nEpng8+GbyRwsxLdgqppOmPmG1RfZlBYFbZQ9p3zeO07CeyEpHySynNHdnGirRVVC2exhAApAg63nebKCfN5ZP96isxY6MY4UP45vw2yqqgUUzXolF0807aZl5q2s7BuCuWxIp47u4nrln6A488JTAzc1NDx0YwBV00HqsfHuNO9jveNXkrKyVJVWMqIigjffP0JjvSc5vqpy1g3ZRFJJ0PGdehO97O97TA3jRvJtgcTdJ61MTCQQegUaackU9dazP5ABFGb5ODm0/z5++7gYPspvrb1Uboy/QgBl1WO43OLP8jka4vwkgqJ1oCOU27YOrvEyBm/KCq5VlGhwoLbYhx/LYtuChQ9jHaYcLlJ4z6bvm6bvkaJ36Wz44lelt8zAjcj2fVYmjkrKimJxulJJwn8AdfKmMB3wtY934W1tQuYUFjLH6+9jd1NJ9CFzppJs1E1sAOHLz79Tf5k1R2heQ1hppnvBDiKx99tvZ/KWClXzVvE5LVjqIgX81j9er625QB+4PGnqz6KekJBtSTY4dxiw3abjlMu45dYzHhfhGDApj8+CqwSqMiWcMX4efzX9l8CMCJayOeW3EzatdnQsJeknaGmqIwvLPsgTX0d1BRVoCpDVSc7JTm7z8l9hxVNoClDomSw2tuxRzC/bhLPHN2OEFBgRtBdk0mrLKpnGBfkmyU6fLb+KHnRSli6O+D17ydY9ekCoue1NJ/t6+DhfS9xVdVSMg0Wh3dm8bIZKirjTFoZRgwceCY9POpgAEUFzXz7qpedCggCyfJ7YygauGmoma/ResjFtwVBEO5z4IOqEP4uHHMZt+Q3U6iVRsLz5e82/Ch3zp5PVDf55IL3UzAg8BN2msbeNh45sIFjnU2oQmFR7VSun7qMqoIRmHnBlidPnl8T8kItz28Vl5ozq+oCK37hoqb1qPsGkTaEZ8PmB5Ks/fxbX7m2ChQmr7UYs8Cgv93HsyVWCezpPcy/H3+Rpr4O4kaEVYuu5tgrQ5U3UzMQUuRmmc43BxkUmEosNL7oOOFyxRcL0QyRa+dafk8B2URAsjNA1aGwUsUsUNB0gZMOaNhuc+DpTK7CYyclzQc8IsUKS+6MceyVDKMuMzBjgniZQqLdx4iG5gt18waqiYog0xuw+YEkdiLcztJ5Nk/t3hTOsvnhAlK3wmpOR6qPrOcwuqSS9mQviqbn9i8n2BTBLbNXcN/2p3np+F4AjLgg67mYisHelpN8cHmKUWNKaT/mvSFQOUC3FObeEKH1sMuxDSqRopFUTdWpmG5w5pc2H198I9pyh6ePbuHex/+FxMAV9rElI/nEvHWcPZni3BknXLwpoGkQBKFL45EXs8y/NYqw4Aurb+TB/S9woPVU+OYDLX6aUNF74ux6PEWqVRC44Um4/8kMl38yzqgZOkdezJLsCIgUhdXK8UstmvbadJ70UPXwtUprdaqmGmx5sJ+iUTpdDR5eVkCrxoEXE8y/qRArrtCyXuFLV9/OX2+4H8fzQqdKD8yoQOqC0aWVfGjGKo7+RCXoncCy8skEvuTUCy5zPyv5123fptdOcrSjkSV109naeIhcmHng4wU+LYlO7j/4NH+55k6OpDoxTY3bZq1hdGElLx/dw821FfQ7NjEjgipUfFeS7AzY92QaM6qQTfsUV2mMvyuFHY1QGS9hSnkd5xLdFFtx/nTlR/j61sdp7u/EVMIDcKanjVdO7uH9U5YwtWI0I843hZBDERcQfhfwBaqi4A+0eEoZVhjjESuMCpBw3Yyl1IwqxhqvXRAr4mYDjr2Sfct2xXRPQM9ZPyfUWhPd/NNrP+Z3Jt/C3gc8kj1D39+g36F5v0vVVIO5N8fY+dPUBa9dPdPALHjrH6lUt8+B59Kc3JUilbGJG1E0RTB+ucXID6rseTwDWYXAC9s2B6MGzu53qJ1rXBDU/puApqrMq57E/7nyE3x3x9M09JwDwnbH2VUT+OSC66grrgBCkfb4oY08NODEOsjTx7byfP0O/mz1R5lfPQlDzYu1PHny/O+TF2p5fqvQLUFpnUp341v3F9XOudBVINMXcOyVzEUePYSTknQ3eW/bYqTpAm2Emssuc3wXIxA093cCsL35MDctX0PhAY3+Dg9VUYhoRiiiBl5j+tURWg4NNwcRA21fngNWXEGcV9mzChTMeCiyFGW4K2VPk8+Bp4b2zfeG3ifTG7DtoRRzbwqrcpEihZrZOmMXmVRM1IiNUFHPa/dMdPqkuoY2So3KnO3+4DYORhAg4P6dz/KlFbfyz6/9hERgD2sxU3XB1dPmMbq4kv945ZfDjuGUsjq21B8hm/S5f9/T/NUt99KwyaVhu42dHBCJdRpT1ljYqQDNEiy8PU7hSIVjr9hs/G4Sz5aUXw5/t/5BDrSdzM2XSSQNPef459d+wocnv4/aJdNp2RagKeHgV+CGOWx6VFD/us38e01ON7eGIu280LmIYfK5GXew/VtZ7Iyk2IwTDAgKz4b1X08ycbnBvFui2CkZWsNLOLnFpv24h1BDE5OJK8Iq7O6fpRFSQaAg1NDtz03BuX2S7PU25ZNVzh1yUV+t4F+u/AyPHH2ZLY2HCGRAkRHnitpFrK6Zj9pVgBG1aTvm0n02jCEoqVXo8btpS/ZiqBpPHt3Mly+/Dcdz2d1cnzvuWdelNFLAhy5bjYHB2VQnJ7taONx6hmNnzyGEYF75NEprq+lqTFNgxlB8JecqOljxGLPAIBbx2HzmEGvHzyVuWFQVlHLLjFU8tPdFupIJdM/E9eTA3JXANCxeObGHGZVjuW7K0lwFTFEhPkIh2Rl+fkIBFYUCJUq/nSKQoblKbCS0ZjrDOcNR47hp9lIK4xd3EHEyknNH3tr8A+D0DpvKKTpCDXjxxE6uqVnKkcckyZ7hvzEZL0vUinDusENJtUrlFI3Ww0Mne6RIYdpVkbcUUulen43fS9DZkg3nPAc/k4Tk4LMZxi4ymLhKp/4VFxmErzNYTfxNJ6KbzKuezNiSUSScNI7nEtFNiqw4BWYk97iT3S0XiLRBvMDn79f/iG/f+CWqL2HuLU+ePHn+u8kLtTy/VZhxhelXR9n43cSbPqagXKGg/EKh5bkyF2T9Vpw77FI7650NrRuqzqKaqfzjNb/LD3Y/x8G2Bv5p9w/5kzvvpmtrAR0HQHqhm2FhpcLk1RaeIzn5JuYgpaO1YSLNswMy/ZKmPQ5dZzxUDcYuCg0RVF1w+IXhAlS+IZA41RXg2ZJYqUKqO6D+1bBn88ovFQ0TacCFgeiByBlVDL1B6HioKSrNiU6+tuln/O2Vn6C+8ywvndhNxs1SXVjOtVMWUWTF+KfnH8nNEglFENFMJpZW80B7GHAb0U0Ob+0l2yuYf1sczVAQAvrbfU68niXRHoTiM4ClH4txcku4/ZVTVTa37+RUTwv+G8obmqISePDDPc/zn9dM4/QWFwt9YPMlnguKL0l3BQhT8OLJHcOTwYGrxizg3FaBM2CX7gQuiqoTeIOLZ0H96w5VMwz2P5lh5vsj7Ho0RdV0nZnXR9AMgdAk8TEeh59x6elNoykKQaugfLXOkReyIASBL2k6aFO9HBoO2bQd1+lttrh2/jpuX30NqiUxhM7pZ1X2PRMg1D5qZpksvzeODBgQ7vDcuR1hdSrwaU108xcv3MfvLr6e22au4fXTB0g6GaoLy1k3aQnYKm1uB9/a/kv8ICCqW6i6RuDB/Xuf4W9uvIcDD2tkurJEjAhBNszbcx3J6PkGRnGA5UXZdOYA/XaKKybM4+451zB+xCh+sPt5JOEcmxACz5W5ipj0BI/s38CSuumUx4rDz79IZeIKi90/S4fniBgQa1KhyIrh+C5Z36ViJnTtTfKF2bcxVhtN+yaDgiXhDN3FCC7BJDDwwty4bjvB+lN7+f3Jd7L57IVzsF7gkxU20ajF6R02C26L0XrYQzNh9DyTiSss4mVvfoFHSsnZfS59bT5p184FZniBj6JpYYvpNoeVny7gsJZE1yPhHOLAOTlyqoFm/OYrttJoAaXRgovel7DTPLL/zfPWIDShea1hHx+6bPWw9to8efLk+d8gL9Ty/NZRUqcy8/oo+59MX2DXGBuhsORjBRd1XbvUJc4b51wulYhuMnPkOP5yzZ0knSx+4GOpOhNuLsS9JgxDFkpo833w2fSbVgWFCqOmDbXtOJmAs/sc9vw8Paz61nLIJV6msOTuOF1nhq9IQ5E3/OC0HnUprlFJdZ9XtbiEX5DEcZ0lY6az8dT+4e9BGEzdb6c53dtKR6qXnY31LKyeSsTQaU/18e3tT/LRWVfT2NsBhNWBaFTjj5d+hDNd7bnXsj0XxZSc3p/lzIEh0VlkxdEUBaHAyCmh7XlxjcriO2N01HuUL8ty347NeBddkYefoy8DNrXso2biHJKnw5tDw5gwKD2wJY4X0Nnfj65ouP5QvtyamoUcfmYot84LfExFD0WnHBJrZ/e5TFljcna/Q+CFZhXN+1yq5gv6Jp3iv37yOP+4+jPI7R7prAwrRZ0OIwby7IQQNK4XzPqUx/QPaOx9PE2iB7peAvmSpGKsyejxFp0nsgQiIJFK0/16in2vQ8ywsD2HEWN05HxBIAOybii2U26Wf934CBWxEuZWTCauxDnV2ka2KqCMUiw1yrdX/ylnUi38vOEVWvq78LLQlernbzbdz5duvR3RGaN/n4abCvP5qmdr9HY6vPaTTq77wwpM3aAr3c+zx7aycuxsNjTsozfz/9h77zA5qjNv+65cHSfnpJFGWSMUUM4ICSGSARNsgm3A5lvb67XX7K69i71+zTrt7mu+dVivzTpibAwGG2wyCCSEAhLKOY80kiZpNKFzd1W9f9RopGGismbm3NcFl2bqTPfp6q7q8zvP8/yeUPsFZygaps8gGXVwLFdsH2s8SSgeJceXTjLmWtQHchWCeQoNB91m6qfqIWVHRknpTLsxiE+2eCjnHk68o7GjxgJibQ6mXgx/x2teUSWC+QrNx3qOvmcN0VA1CSdpE9BNmqq694BNWEmQwG958OcoLP6HNNcxNCC3pyh2R7TZZt97MVK25aYFt12i8VQCv65y6mNXvSlBwUidE9sdlLbNGkV37wnnem8aKESTcXbWV/U6bv3R3dw0aib+MyJxAoFAcDkQQk0w6NA9MuVTdfJHahxaH+fkkRSqJlE+3SC9qHvLbdWQSC9SOhhydEXxVedX25Bm+tt7gp3CME//O2LanRojtyPBpNt8HVwcm49ZbqShi/VjqMF15ftwepSiQoqOf2LbcGYP78IxOoa/88Ivb6TG7rdPRxRqN8Kd913D2qod7X2MJNmdqyor+HSTiqxCWuIRNtbtZmPtbpJxhyy/n28s+iTPbliBRzPQVZW5wyu5cdgs6pd5mDArg3SPn6ZoiN21R8haKMGrZ5wzVUOWJIqu0iidaFC7O0nTMYstL0YpGqdRPkMnYkaoD7V0mRtmORZS2x2yqvU4wzMmE25b48mnDFEc16hDcoCEglc3SSop4qkElmOjyxpWwmmPbEiSBG1i2Wn7nyRBMmKTUWyw5Yz0U8MvYU5o4muvP43l2Px0xx95+ME72PxMklBDjL0rJKbeGWDDsxFCDTaphEPNWgWlsolZf+unYZtEy5G2/nWTHIqKFPa8axNJxNonIMsSsiRh2TaNR+NMvGk4v937Sqdz0RBpYvXRbaSiUJyTiWl7ePenERLJFK0Ji8yCYr5wzQPsLNzJr3f8FdWQaIg38ZV3fsKw7AIeu/shwodUqvdEWf5MI7GQje6VkXSbmSVjqQ83keEJ8OM1LzAsq9Ct72v79MWsBEk7RdDrIxVze8FZSQfbckjEbA6vT7DphQiaITHxdi/1+1IcWOOmv+o+iWCuwrCZBvGwzbqfpgAZOH0BHd6QYPhcs5NQMwNu5Pr9p7p3EpRkN01akiUkZPy6171weuDUZ0FW3DrRvuLYbhryme0fJMndSEg5KTRDJRl3CDfaeItUkG1XqKow4xMBPBkiOuTSu1iV24ybBAKB4HIjhJpgUKKZMpoJ45Z4sJIOkiKh9rKjbQZkRi/ysPpX3TdX9WbIpBVcXGc1b7rMzE/5ObA6zoHV8Xbr9cxShXFLvQTzZWItDsloCmSIR2yyyxUaDnSt7kINFv5suUNdGRIoBu2ulOBaxR/b5qZaqgaMuc7TZd+pQI6CP/t0vVAi4nByhZ9/nf8p/n3V72iOur3ITkWTZpSO5XPTP8Lre9YxOqcMTVG4dujVVOYOw6rycV/5zTww8QZUQ6Zxs8LO/0lhJRyiJ0z+7abP8JONz7G9poqNJ3ZROn4kR7Ym8Gg6pqozdJqBL0Ph7R+34liuoYasuumpvgyZqz6r4DFVSNlEk1K7OMAB23FwJAdJlvDrHuy4DI7k2r/Lbp+qRMShfKpB+GCKGWVjePfAVnSf1pZ6KRFJxfAE/ERaLCTJFY/tkTTHfRzNgLRChX0rYx2s2fMnOzy7e1l7SuaWo4f4vvUbPvbR6xjr5NJ6LEVTKML8zwdoqbU4tCZJ6yGbkoJczBFRIqOqsIZZRJ0kNR6dHGM4vhKHlr12+3ssSzIpy3JbPcQcApqPYVn5bD52oMN7eupcaB6ZWyrmsf9PCsmwhWy4LbtPHk+y/qkkY64bxc1DW3jx0ApOSa2DJ2poOBFm5S/jHR5z+HQP+6KHyA9kUpyWwyOv/DemarB05LR2I5lTWI5NOBnDZ5qkouBTPXgUk+ZjFpv+7KY7JmMO634fJne4ypS7fSi6e62cPGJxcG38dM+6LjiwOs7E2zo3rc+t0Cis1Dm2tYsUYwkmfdSHJ00i2mxhJn2MzRlCRi+ujaaqYfglNM/ZCYFTvdHiSbnT7yPJGB7NRPeqeIIysmrhz5IpqTQpn2bgy5I7pSgPRvy6h4mFFbxXta3HcbOHjMcreq4JBIIrACHUBIMaWZHOqglsdrnK6GtNdr7ZuQbFDEjM+pT/rJrgnivedIUxiz2UTzfc3mNtwiEZddj05yhHtyba08RkXWLUfJO84Q7bX+s87yMbEwydYbL1r5H230kS7WIqFXdQTYlAnkzT6xbpRQqTPuojkNv1Dr0nTWbGJwK8+7MWYm3Oj/U7HTIieXx33t9Sp9ayP3wYr64zrWQMmZ4g6R4/90+6jmgqjiK5UTYAMgDcBVP4pMXaN5rbbc1bjtsk/+DjoVn3oE2MURduZMzNAYKGzfEdKTxBiZxhGit+FkICdI+EpJx+fZEmm7q1KrNKK1l2cGNHh0DJnXckFcPv8XJNyRSOrLCx4jKySXtEJH+0SvlUnfefTnDHHdewrmYHcSeOIiskrCTPH1zGrdNvZ+frFoqkYDs2KTmJ7tWQkLAdC0lVyK3QWPvbjhsA2WMlFjZP5c7h1+JIsL1xP68fXcW/r3+SgOElz59BsiZFeTyff5j7MbJLNQ6ujdNyyGLvazppJSMZtSTFG9VreGPnHp4IvcJjN3ya2B81TlafqiNsS6HDYcR8g10tB3lg0lK+H32WqpO1HeYjSRLXD5vO8Nhotu5JoXmltsjX6RjFjtdiLPjCFF46vBJHs4hHHGaVj6F+64cE0BCditkmTXKAlVVbKUnLpTkWIaIkiKUSFAdzqG6p7/A3CSuJqeoohsySodMISH42feg6PNWgvna3G9aadq+PD56N0JuBX7jRwko5ne4FZkBm0m1eCsdo7H47SmudDZLrtjr6WhN/jkzN7hTbXooQbrSZ9OB4DkeOkV2SS8ORzuJOVzVkSWbYTBNPN3Vx3WEEZcquNtj5to0kSR3FrOSalcQliaKZGif1JuZeU4I/qHUwDRrseHWTOysXsKpq++lNmQ+P0QymFo+64iJqVsoh3upmP8iK+9mUumkDIxAIBg5CqAkEZ4Hhk6mYa1JYqbNvZYzmo27D67IpOnkjtPNqKNsaj2DZNh7N6FMfH1mR8J3RvyncaLHip62d+sRFGm02PB9h9LUm5dN1Dq7puIA8WW0xepFM8VV6ey8qOCXWQPNIzPyEH8WAa/8+iBmQMQM9LzLTChQW/G2Q4zuSHFoXd1sQ+BSyfX6G5Wcx3zeu099oiorWQ9Gb4ZMpnWRwcM3pyEy0xaZ1r0pmukaBL4fmcJiRH/Ey/qY0QvUWu5fF0E2pvUfZhzn8ns1H/3YBq4+4C7eWWBjbdtoXaZZlMyyvgOLcTORxOgfXJHFsCOS5ToyFYzU0j8T8zwaxFS//et39fO2NXxJKRNAVldVHtnH/tTeQudnAalZpjUdwcIhz2nBl6sJsWuut9nRW1YAJt/qIVlnUvZXB/hMpkKBwxGi+cs04ljev5sV9K2mNu8K6IJCF4ziYQQXNlKne7FrK12y1iDQojP/ISJ47+R6xVIKvL/9fvnzLXVSEM6ndIGEnJHKKDDxjYWXdBn7x3l/J9afzpZl3cDIa4p2DGwklopSk5XLP+EVEtvvY+pTd1gfPIZaI49NMwslYu1hr2CozMW84a4/tIDcrwH0TrmOA44EPAAAgAElEQVTTL9xef8FsjbKZKqVjTeJ6iBe3rWJYZhEHGl07dUWWeXrLMr40+w6+uezXHRsYt+WKjs4tZWn5TEjJ1O37kHHNh0jFHVSDHi32wTUjUboRNGZAZsgUg7yRGnbSFbaaKaHoEoc3JvjgD6fneOhPOkPvLES+U2btL2xCJ9tSfSUJQ9XwqAZF43SGTjfOaoMIQFEkhk43OLguTtIyCCc6b7rkDNU45FRRlJ5OMLNrN8vBTml6Ln8383Z+sPq5Tj3XvJrBY4sebDepuRJwHIfQCZsDq+JUrY+TiDp402WGzjQpnaB16OEnEAgGHkKoCQRnieGVMbwyE2/1tRt8GL5zr/+oC51kS81+XtnzPrFUgiEZ+dwyehb5/kyCpq9Pj2FZDvtXxTs385bceirbhl1vxVjwtwEOvZ/otHCNhWwmfMRL6SSd3ctiNNe4hgzF43WGzTLd1Kmz3Jn3ZSoMmyVTPEHHsVwB0lWqZF9RdYkRc02qNydIRh00U2Lk3TZrTq7nvzas5ES4BVmTmFhWzicmXcfQ3CGuw2UPmjcZc4htDfLYogf59jtP4ViQclLEU0kcHKaVjuGL0z9K8z6379v0+314gjKBPBlvmnLG3KA21Mxb+z7gX+bfw9GWBmpaG0nYKUJaC7M/PYTtr8YIbQY76Ypgb5rCmIUeKqboNB10F4yaR2La/V52vB6jbl+SZEp2PSMcOL4nzvG9MO2OGbSWRnj78AYAxuWVtwvcoqs0Dm9UqN9nkUpA4yEb9fVs/nPp5/nz3ndYfXwr31z1C4anlXD/wiUUpWVTF6vlu6ufYfeJIwDUhk7yjWW/oiK9mAl5wzFUjRGZJaS15PL+061IEmheidaku7EgyzIB3UM0mcByLCJ1kDcqm1mlldxROQ9Ncbj6UzqKZCIpENMirKrZiaHpvLBjJT+5+e9pirourJqssq/hKE+s/yvfvPYBVh3extv7N7a7Td474VqyPen4JW+fIkXHdiQom2JwaG28x3FDZ+i9CqcPR8DCjRab/9yxfi3UYLP7Nxpl18B1n8+mfl+Sw+tSpOIQyFIYOd9DWoHS60ZHd/iyZOY9HGDtUxIclYgm49iOK5xLxpuULrKQ/UGGZhae0+MPBryayfyhExiTW8bLe9ayrfYgiiQze0gls8vGk+tP79As/XLTfNxixf+0tqe4g9u/b9tLEarel5n96cB5bRAKBIIrG8n5cDGA4IJTXV3NwoULeeuttyguLr7c0xFcQRxuquVfXv9f6sJNnY7dNmYOd191TSdjka4In7R48/stJKOdL+dUwhUkAGMWmYRPWNTtO+14oOiw6Mtp+Nt6usXDNlbCTWgz/FKXbnSxkE20yebI5gSJsENmiULuCA0zKPda69cXmmMhTkRaWH5wMy3xMCOySphQWEGmGSRSJ7H+6TAli1P8cOfv2Hb8UNvrkFCNNtMOJH5x3aO89/1Ur9YBheM0pt7rpb61mZ1Vx9nXchiPqXF10UiUZi/7X5AJnzh9XgvGasy4z99BKKQsi99teZMn1r1ELBVnWGYhHxu/kJZ4hF9teJWkleKGYTNZUjILKaGgqDJNdhOFeWmUZxUQC9kc3teCnRYhetBg/XNhJCR0VUWVFaLJeHt7A1mGGX+n8Q/v/ReKJPOzWx+h8IyeT6EGi53LYhxcE29vOp5ToTDmZo2UNwqyg2GqpKpNUnmt/Mfq33Lv5EX829tP0hBpbnekNFUdr2YyJX8095ffjM8JsOoXIWzLIZyMdWi34NF0DFnHAUon6VTcCIqtkJQTrK/ZyfvVu4hZcTRFY2bpGJpiYX6y+gU+N/0j7Ks5zsJRE/naWz8nnkoST7lRMkWRmVU6jpmlYzE1nWTKwpB03q3ayqPz70O1Nd77ZYjGqu7dOyQZFnw+yKpftran4X6YgjEak+/wnbV4qt4SZ81vejYayR2hMuEWL6ouoxign8dGxZlEW2yiTRYnqpOgOKQVSzhmEs0jkXlmI3BBjyStFOFEDEmSCBge5K7C7peRaIvNuz9rpaWm+/rK0kk6k273ol7gRuZi3SIQXBmIiJpAcJloCDfzzWW/6VKkATy/410qsotYOGxyr49lW3Qp0gAUze0HZaUg1Gh3cGqUZJh2j79DOwLDJ0MPgbxIk80Hz4Y79Es79L77PBNv91E0TjuvyFl9uIkfrHqO96t3tf/uZdZiKBp/N/N2ppeOZe7Dfv5y4D12N1WheSVkWeqQ2ujgsK1+P77sIUQaet6Lyq3QUFWFNDkNaaXCSKUE24Jdx1Jt9XAd/z57iNopmnMy1spLu9agtvVd2t94jO+seIp/nncvc8uv4uXda3hm1zJe3LcSgMJAFo/MuZuCtCwAklqMVdYa8pvyaFqe014rZyXdBZrf8BBLJkjZFrYNTbsUxucPY8mIqWR5Oi7M6/YniYcspn3ch6wCSLTWW2x+Jk7zUQlPmszVd3nZ9mqUjDKTz06/g99veZ1H59/Ptrr9LNu/kXAqRnl6PnePX4ihaiw/uI5hmYVkVRawd20E+UP1O4qkkIy5DbjzR+is+2GUOZ/xkl3gY673KkrTcznUVMuR5lp+teFVCgPZ/J9rH+CDqr3UhZrJ1NJZUjGN53esaH9My7ZZcWgLKw5tQULiG9d8gud3rGDpyOn4vG7d4qhrTFb9sntzH1kFIygx9+EgHzwb7tCGQlag7GqDMYvNc4pwhXrpqejYULsrhXW925vxQuIJyniCMpml5+cwO9jRFJV0T+8bYZeLaJPdo0gDqN6SYMxiD37hfSIQDEiEUBP0W5JRm0TUcQ0zVAlPUOpXxdXHWhs40lzX45jfb17GhIIKsrxpPY6T22y4u2oHJkluSp2SAtMvkUo4BPNl8kfplE7W8Wd1X5/zYeIhmw1/DHduag1YSVj/hzCetAB5w89tYdocC/PD1c93EGntz20l+Y93/8C3Fz9EeUYBL+5e2WW0z3EAB/5y6F0enjWUXS90v9CRVcgf7S52PUGZkglGu4tgV0gKFFV2rv1J2RZNsRCqrCDhukdats23l/+WW0fP4T+v/xv2nTiKZVsMzy5hZHYx2b7TKVY766v43ea3+O7Mz1NVn+rULSCciOHXPW11aRKxYxpfuPN2Mv0BDK3jfKInbWp2pKjZcfrDcOqcGH4J23YjrIoGxzan8FUHuGvuzWBFGJlVyqSCkQRMD7WtJ3lhx7ssGDaJn235Mz7N5L/nfpWDGyXsM95+WZJQJIWE5ZBVquLYYFluDWVrvYWqmozLG0Zxei4JaxS3jZ5HrAmSSYvCoiKiqFT9VuEjNy0mNdrizzveba8dkiTwaSb/37Rb2H3iCHXhk8woG9P+3FllKhWzTfat7FyvJasw4/6A26MsXWLmp/zEWm1a621kFYK5CmZQQtXP7bPaXZPsTvO4ABHmcyEWsnEsN2Kue66sSNGZOI5DtNlx3XcB1SNh+q/c+V5Kmnrp4QfuPf/MtEiBQDCwEEJN0O9IJRxaai12vBGldpdr7mAGJSpmm5ROMvCm948v+TWHd/Y65khzHZFknKxexhl+iaJKnSMbu7ARx13wKhpUzDGIBprZ1VDFoWQcm1yKktlkacE+pf1EW2xqdvVg4ODA9lcipBUEzmmx1RhpYe2R7s+Lg8OvNrzKV+Z9nNrQyY7HHLe/lpVwxfuWUBXW2GbyR2VwfGeyk/iRZJh6j7+99kiS3HNYvSVBw4GuFC9M/mjHHnWnUCQZU9WJpRL4dJNQwu2HZtk2f9y+nOd3rGBIej6LKq5mfF45GWekpzXHQjy18S0SYRvLtpAkGbtTsMbBcRwyPAEAfF6DgjQfchcbE76szvUqkkSH9lF7340x434/K3/eSviEzb4/KeQOz+DEpGqe2P4KtdEmFMPBwaYoLYcHJy/l5x+8zP/seobPfOouNv0+QaTFRpYkArqXVAzyKlQql3pZ/0yE0kk6W14Kc3x7Ct0rMWSqwbCZPrIyFcKNFqv/uxnHPvPrx2brb+Cuh65n6YjprD6yjdZElJK0HIqC2by+dz2bju/l6ws/QfYZmxaGX2b0ItfUZffbMZqOpZAVKByrM2ymiS/7tC294Zcx/DJpBZ3f2nMhu1ztdnPkFJmlCoa3b0ItEbGJtTgc3ZYgHrIJ5ivkDtcwAzKq3nexFz5pUbsryYE1cZJRB2+mzIh5JhnF6jnXxl0soi021ZsT7F0Ra6+vTS9yHW2zy1V075U130uN3McV2hWWsSkQCC4gQqgJ+hWW5VC3N8nqX4c6GGLEWhy2vRylekuCmZ8M9AuxZjm975YCnXpKdYWqy4xa6OHY9kS7ff2HyR+jUpU8zNdefKJDfVGOL51H5tzFmNwy9F58zI9t69llD6DxsEUy6tCH0rpOrD6yvdcxuxuOkLBSKJLc3mPMcdzUTzvV8Vy9emA19826lYIxGvtXxWmptZBlKBijM2qhSSBX6RCV86TJTLvHx5GNSfaujBFtcu3Ys4eqjF3sIb1I6TICk2b6uGboRF7esxZNUQkYXiLJOFbbebYdONrSwIzScR1EGkA0mWDb0UM4Nqyv2UnpuMkc2eJGiM4Ulwkr1e4GWj7V6FKkgTvX3gREIE/Bly2z4POuM+fBta6bXFlaPvXJkyjG6YbeT21+k9vHzuX7Sz/H2wc28sf6V7j90wvxtGQSOiLjpNznjJy0Wfd0BF+WTGaZyoHVroFHIuKw550Yx7YlmPOZAKohkTVEpb5NDJ96FY4Fm56AoTekM71oPGvrtrLm8HZqw03MKBnDj27+IoXBrE7OoIZPJne4THqRQjLuuP3qfHKX0dYLiRmQGDHPZNdbnaN54C6eK2/0dmqk3RXRFputf41weGOiQ6atrMJVt3gpmaD3KSrWWmfx7hMdnV/DjTb1+0Lkj9KYfKfvrNsCXCyiLW4Kdc3OjveUpqMWq34ZYtxSD0NnGFd0NPBik1mquhdID18Bhl9C9/WfTBKBQHB2CKEm6FfEmm3e/12oW7vtpmqLg+/HGb3QPGv760vNpMIR/HnHyh7H5PrS8fSx8WogR2buZ4K8/7sQ4cbTJ0iSoXiCTubsMF9+5+cdRBq4NWGPvv6/fP+GzzEiu6TH50h0Uwf3Yey+adBOhONdL3o/jOM4TC0exeojO9znS3YWaQCzCyey4ZkwnnSZGZ/wuZ+JtsbBWjfF9540heFzXbdKK+m6emqm1KOzp6Hq3DZuLu8c3EwkGUOTVYK6gt22wpKAqcWjKTrD9OMUtuVGiQFe2beW78y5mmPbXafOD2t024a0PJm0/O5d3syAxNglHrb+NdrlcdWAyus9aIaMZuA6c16l49jQKjuUZp7uYSZJErqi8dz2Fby0ew1zh4zn2oqraeYk+SXpkHSo2ZXi2MtxvH6VMdd5UDXY+Fy40zUaarDZ+VaU8usciuc4HNgZaTt3GpqsIksSjg37/yIRzM/kzoeuIaW6FplphhdD7dluXvfK6N4eh1xQVEOmYo57n9n9TrTDBoknTWLyHX4yinv/ik3EbLa/EuXwhs47LHYKNj4XwfTLXabcnkms1WbtU6HOzq9t1OxKcmBVnNGLrox7Y/3+ZCeRdibbXolSMEZH91zCSV1hmAGJonE6R7tquN7GiHln35NPIBD0H4RQE/QrGg64Vtc9cWBVjPIp+hXfX6Y8I58sb5ATkZZux9w6dm6HVK+ekBU3UjH/c0FCJyyaj1uouvu7uBrhgb/+F3Gr64VR0rb49cbX+Oq8e/D3sDLKLO39nKqmRC9r6m4Znt27u5hXM/BoBh+fcC3vV+8iZdvtQudMhmUXEIxmcrzVIdZqcXxHihHzzD7NQ5IlvOlnt5gtDGTzvSWf4d9X/J4jzfVIkoSChCzJzC+/igevvqFL4wIdjdG5peysPUxzNMxfjr3N4o9fw4ano6SSp1+XJqt40mSm3uPvcQdd1WXKpxpopsyO1yId3A4zSxUm3uYjkHP6fZQkCTPgPp6HdB5dcB9fee1nNMVCSEh4VJ2ElSSWStAUC2HbNv++8mkAJuZXsHjyDObcMBw7IrPu92FauzHZcIB968Io42Nsj+xnxKIxbH81RtJKIUsyAcOLKsuopsSk272kB9X2qKGVdIi12u2N3a+UZsSmX2bEfJOyyTpNxywSEQdflow/2zX76EvNbLzVoeqDnm9q216NkFmm9rggjzbZNB3teYdk/6oYQ6bql93OPdZqs+ftXjZlHDi4Ns74Gz2XTFgm4zbx0Km6Z/AE5MvaMFz3yFx1i5d4xKFhf+d7d/l0g7Krz74nn0Ag6D8IoSboVzQc6iGfq414yCHVe4beZSfHl87Xr/kE//z6E102r51ZOpb55RPOelHqSZPxpMnkDD2dxvjSlnXttufdseHoHlpi4R6FWlaZimpKpGLdR9aGTDHOeYd3dE4pXs0kkux+Ebdw2GQyvUHSPX4eXXAf31v+NHG7Y/RoeE4xj1x9D3t/p3Aqb6jhQJKK2RdvUaPIMiOyS/jedQ9TH2lif+NxDEVlVE4ZGZ4APr1rkeiTvNw1ZiHfqP0lkiLxxsH1nMyJ8LHPLiJSpRE+LCNrMHJKkEQrrPltK3M+HWxvp9AVuldmyFSd/JEqsVbHbTgekNH9vRs1DMnI5/+/8fMsP7iZN/auJ5KMMSZ3CAuGTkSVFX6w+nnstnBZY6yV4aX5pAcNdrwR7VakAVi2RXMkimrrPLnjFe4cmWD25ydwdK3EySMpVC3JqClByiaYeDNkZFkiEbWJnLTZvypO42G3/qxkgkHhOK19zIWiMdJCayJKwkriVQ3STD9+o/dwjqpLqFlKl7WBfaF+X7LXhtyttTbJiN3jddWXe2Mi4rS36ricWCmHlrrew+5NR1OkEg665+IKEdtyaK2z2PlmjOqtCZwUqIZE2RSditkm/szLJ9i86TLT7/EROmGxf1WceMjGn60wdIaBJ00+rx6eAoHgykcINUG/oq9F9f3B/FGSJIZnFfPDm/6ON/auZ9mBDcSSCYrScrircj4js0vJ8AYuyHM19hC1O4XtOCR7KmwCzDSZKXf5WPNk1+mngRyZ4XONc17UZHnTeGTOnXzr7d+215+dSVEwm4+Om4feVqc0pXgUP7n5S6zdvZcdJw9iKjpziiZitgTZ+zuFeOj0ovRUj7WLTZYvjSxfGqNyyvo0XvPKlCol3Fk5n+f3LsdKOKw+vJ3Vh7czOq+E8rICbh89jwOvxqnb7S5ua3YmqZjdszCQZQlvhoI34+zmL0kSBYEs7hg3n0UVk7EdB01WSVopNtfsY86Q8RiqxoLyiRQEs8hqq7lTje5PruNANNkWNWpbVz6z+y3+qq1k3tCJlFYWkrJTWMWF+LOHAZCI2hx6P86Wv3QU4SePRNj5psTshwJklijn7fQaTsTYXnuQ/13/ElVNte4UJZnJRSN46OobKE3Pvaj9tfoqnM41nfhKRJLce3mii3TlM1E0iQvde9pxHHfTSnJ7BTqOQ+PhFO8+0UoqBsm4g52EWMhh+6sxDr2fYO7DfnxZymVLMTSDMmZQJrNExbIcFFUSUTSBYJAghJqgX1E8QWfvip5TZrLKVLQ+Oq1dbhRZpiiYzb0TFnHjqBnYjo2p6gTNHhqZnQOlGXm9jtEVtVczEUWRyBupMv+zQba/GqVufxIc1/6/fJrBsFkGvvNIOVUVhclFI/mP6/+G32x8jc3H9+Pg4NNNlgyfyi1jZpHnz2wfrykqOWYG5ccryW8ei21B7XupNoHWcRE4ZIpxRbZvUDWJnBw/M47PZM7SSp7ZuJx9J46iKSqT80cxu2ACB54xaDlmtQvN2j1Jhk4/d0HcFxRZ7tQW4tqKq7m24uoux+eP0NgigScoUTJJJ7NEw3HcNLKj2xPsWGeTkatRHT3e/jeRZJxXDqxp/3l6yxhG55WhKSrNx6xOIu0UyajDez9vZeEXg+eVxpe0Uqw9soN/X/G02+i7DduxWVe9i131h/m/1/8NZRn55/wcvZFW0Pv8JaVnIQyuC2Vv6F4Jzbz814Duc2vuDq7tOeWzfJpxzu0TPkzCStIQbua9qm1sOLYXRZa5ZuhEJqWP4f3fx0jF3Ijjhx1Xw402216JUjJBp3i83idzmIuFrEqXNRVTIBBceoRQE/QrfOkyWWVqh8a1HZBgzBJPv0sHURWFbF/fatHOhUkFI9AUNyrSHfPKr2q3f+8JVZfJGiIz/X5f+8JG0dxdX+UC7PKaqs7YvCE8Ov8+WhMRUraFoWhkeoOdHP8ANFOmdJLB2z9q6TaFLJivEMi9dHU5oXiUaDKOJEGa6e9y3mfiz5IpG55GMhTg+sjN6GVJ7JRE6zaNzc9ZqIbTIRooyXSw278SMNpMTHyZMrvfjrHlxRiO4xqxlE7WWfRgLq2pEP99+N1uH8NybGzHIRGx2flGzxsyiYhD/YHUeQm1xkgLP1rzpw4i7Uxa4xF+ueFV/mHO3d2mrp4vwTwFwy91iP5+mKJxOkag5zfckyaTUaxwsrr70NuwWWaH5vaXC1WTGD7H5PCGON2UzeLLlPtUE9sX4qkE64/u5jvLf9fhHri7/jBfH1tES4OCZHXVFsOlemuS4XNMQiesyyrUBALB4EPccQT9CjMoM/UeHxklXfSKUmDyHT4yuzg22Mn0Bnjo6hu6PZ5u+rl7/ELMs3AB0b0y/myFYK6CL0O5ICLtTAKml8JgNqXpeeQFMnsUO8F8mWn3+VG6mH5agcLMT/ovyQK1ORZi47F9fPud3/L5v/wXX3rpx/zig1c40lRHyuqh8bYikVmqEMhXSJ5U2P9nlYMvKTQetLtM2bwSDQQ0QyItX+G9n4eo2ZVqd6xMxhz2vxdn03MRgtkax1oaun2MiQXDMVSNZMyh/oC7gtc8Ep50ucv39ujmRAfDlbNl74mjXdaHnsn7R3bSFAud83P0hhmUmfIxP1I3ty0z6Arg7lxK28cFXKMZb2bX4/JHawydceV8bnw5MrMeDKB1UX8WyJWZ9VAAb/qFuZdXtzTwrbd/22mjKtuXTvNxi9Z4BEfuvlDQsdy6un0r4+f1eRMIBIKzRUTUBP0OX6bCrE8FCDVaHFqXIBm1ySrTKByrYQalC5YqM5AwVZ2FwyYRNLz8esNr1IQaAbcWZ0rxSB66+sYureP7C6ouUzBKY/EjadTuTlK/P4ViSJRN1vFnyXjSLr54b46G+M2m1/nrrtUdfv/89hW8tHs1j137AGNzh6B2IzglScKXoTD2Og8NB1q77Z3kSZPJKLryNiNirTbrnwmjGhKK5jo1Oo4rQhUVIq0Wu5YlmF8+iZcPrO7095qiMqN0TPvPBWNUiq8ySMUcElEHb4ZMPORwcG2clhpX9PahxWCPHGmu63WM5djEUt3bo58vsiKRPfSMdOJ9bjqxokPpRIORC0z82X17vwM5CvP/JkDtniQHVru98XxZbsPr9AIV8wqycVcUiexylWu/FKTxcIraPa5ZTPFVOoEc5YJtrMSScZ7btrzLmteklULR3VTXlG0hK2q3tYCyLBE5aWMlHdSL3KNPIBAITiGEmqBfcqq4OnuIhm07F9T9baASMLxcM2wS4/OH0RqPkLRT+DST9B4cCfsTiibhy1QYOkOhfLpzyS3ct9Qe6CTSThFPJfnGW7/iJ7f8PfmBzC7HnCK9UGHirV42/inSSayZQYnZD/mvyNYTTccsEmE3RVNS6BS5kR2Zmq1J5s6Y3EmoKZLMV+fd057+K8kQyFVZ/eswicjpkxDMV5hwi4eqD+LU7UlRMEY7r0VzRhftErpCky/uV6WqSWSVqUy/ry2d2AJFBSMg99lA6RTeDIXyaQoFY3UcyxV8V2rTaFlxr1lfpkLJhL71izxbWuIR3j+ys8tjR1saCI4HWXZr2ExFhS6Emi9LJhG1MfwyvWQxCwQCwQVF3HIE/R4h0s6ObF/aRa2HA3DsU72ILs97c6lF2sloK09vWdbjmEgyzqbj+1gSmNrjOM2UKZ2skzNMo+qDOCcOuZGGsikG2eXqeZm1XEx66+ElSxKGY5BvpjM6p4z9jUdRZTeKdvu4eRQHs9EVjVTCpmp9gh2vxzqINICWGouVPw8x9zN+ok02eSN7Nr/pjcr8Yaiy0qkJ/JmMyC4maFyaTtoXsml3b20YBgsOkOqm+Mx2bFbVbmbI1RM5vL77+t1RC0yqPogzdrFXZGwIBIJLihBqAoHgghFtsQmfsDiw1k1JzShWKZmgYwalXmts+jPxVJJ9J472Om7NkR1cWzEZtRfPcc2Q0fJg7HUeUgkHSeaKP39d1Rp9GFmS8JkG/+faTxJLJZCQCBpeTO10NCXW6rDzzSiyAqoOH846tFOw660YUz/ux5t+fuckw+PnltGzeG77im7mK3fbqFzQP/CoOsOyCtlWe7DL4y/sW86j04dRbmVRs6HjMUmB0QtNwEFCIpB3ZV+DAoFg4CGEmkAguCCEGy3WPhmm8cjpnenj25PsfCPK+Ju8lE3W0b0Dd6EjIXXrHngK+SwjfbIiXfRmvxeKvBGa60TZwylIK1DQPRKm6ae7mG7DgRR2qq3XVlu9WyrupgMiuSmBJ49ZqPr595LyaiZ3VM5HkiRe2LGS5BmRtTTTxxdnfpSR2SXn9RyCy0vQ9HFX5YJuhVrStvj2ul/zi1v/mQmLDQ6sjhFtdmv78kZq1OxI0FLjMPUeH57glRnNFggEAxch1AQCwXkTa7VZ9/uOIu0Ujg2bX4jgy5QpHNt3V8n+hEczGJs3pNvF4Cnml0/oNZrWXzEDEsVX6VRv6t54Y+z1nl4NLSJNp9PUTtW7nRmtO6V1rV6aJfeVDE+Aeycs4oaR09lRV0VLPExJWi5l6XlkeoMD9v0aTIzMLmHpyGm8vHttp2OyJPG56R/BF1DxZKr4s70kow6tDRbJiMOI+R7MgIRmDtxNJoFAcOUihJpg0JGI2VhxByQJwy+JGrcLQLTZpuFg9zUeADtei5JZqmIGBt6CJ830cc+Ea2MN9XMAACAASURBVPnqa090Oybd9DMyp/QSzurSontlrrrJg2PB0a0dxZqswoSPeMke2vtXjq8Le/lOgUjJNY+5UHg0A49mUNiPnU8F3ZPm8fPJSUuYUjSKp7csY9+Jo8iyzOTCEdw9/hrKMvLwtKXf6h4Z3cN59ecTCASCC4UQaoJBQzxk01JrsWd5jObjVrv9dckEHV+mjCQE2zlzbHs3XWvPoOmYRTLqYPbeU/uSEGuxSURtbMtNsTP851dHNzyrhAcmL+UXH7zc6Via4ePfFj1Iri/9fKZ8yYk224ROWDRVW8ga5AzVMANStymsnjSFSR/1Mmaxh+qtCeKtNulFCrnDNcw+OhhmDVHb7P27H5M3XMPwiesV3I0nx3Kbzguji+5JM/3MLBvHmNwhxK0EIOHXPQPC8VYgEAxchFATDAriIZvtr0U5sDre4ffbX42yZ3mMOZ8JkFGsXHK3wIFCKt63NLQuWhmdM9FmG9tyn1fzSuh9TE1KRG1OHEqx7eUozcfdmiRJgaJxOmOXeAjknNtOesDwcOOo6UwpHsmLO1ex90Q1mqyyYNhEphWPJs+f0W8+X7bl0HTUYu1TIcInznjTJCgcozHhVm+3zYgNn4zhg7QCzzk9txmQGXu9ly0vRro8rugw7gbPgK537AuRJouTRyz2r4qRjDr4shWGzzHwZSnC8bEHhDGMQCDoTwihJhgU1OxOdhJpp0hGHd77RSvXfCF4xVqfX+lkl6vs7do4rx3dK6FcgFZJ0Rab4zsS7FkeI1RvI8mQP1pj9EIPwXy5x6iClXQ4tj3J+j+EO5heOBZUb07QcDDJvL8JnrNY8+kehmZ6+Oy0W4gk48iSRMDw9huBdorwCZt1z4TJGCaRORpSLQp1uyyshBs9TcTCTLvHj+ciNFBWdbdRuaq76bKx1tNvVHqRwqTbfaTlD+7rNHTC4r1ftNJae1pEn6y2qN6UoHSyzvgbvQMyxVggEAgGG0KoCQY80RabXcuiPY6Jtzo0H7OEUDtH0osVdK/Uqe/VmZRPN857YR9tsfngmTA1u07nxTm26y5ZszPJ1Hv8FI7Ruq1firXYbPpTuFtnwliLw863oky67fz6Jemqhq6eX4+vy0Uq6VDf2oy5uJYXq9YQSUQpyc9j8fRpRPd6OPyORMP+FOET1kURauBG5YZMNcgfqRFtsUnFHMygguGXBr0AiYVs1v8h3EGkncnhDxKk5SsMn2uetyumQCAQCC4vg/sbTzAosBJOt4uaMzm6tfc6K0HXeAIy0+7x051BXnqRwrCZxnkvHI9tT3QQaWfi2LDu9yGiLd2/1w2HUqS6Dqy2U70p0SGKM9ioCzfyrbW/5Otv/y/vHdjGxur9vLhzFZ9/5XHeN1cx/CZ33IE1cWz74p0nWZbwZihklWnkjdRJK1AGvUgDd7Oh4UDPxj17VsSI9XAdCAQCgaB/MGC/9f7yl7+wdOlSFi9ezFNPPdXp+PLly7npppu46aab+PKXv0w4HAbg0KFD3Hvvvdx0003cd999HDzo2m07jsP3vvc9lixZwtKlS/nggw8u6esRnDtOH9eS0oC9Gi4+siqRPVTlmr8LUnyVjtQm2DxpEpU3eJn5qUC3NU19JdpssXd5rMcxdgqO7+hecDfXWN0eO/MxrOTgFGpN0RD/+d7T7Ks/1uXxZ7e9wwFzD1lDVBJhB/sCWeQL+k59LyIN3AyBRFS8NwKBQNDfGZCpj7W1tTz++OM8//zz6LrO3XffzbRp06ioqACgpaWFr3zlKzz55JNUVFTwxBNP8Pjjj/Poo4/y1a9+lTvuuIPbbruNTZs28cUvfpEXXniB1157jf379/Pyyy9TVVXFww8/zMsvv4yqDshTOKDQDIlgvkJLL4v0wrH9M1XtSkHRJNILVSbf6aXyBg+O4zZs9gSlC+KoaaUg1NB7lKB+f7Lb6F1fTRYGa8pYQ6SZbbWHkOTujV+e2bGMf55WgX3ci6IOzvN0OXF632toG3hRpyEQCASCS8CAjCGsWrWK6dOnk56ejtfr5brrruPVV19tP37o0CEKCwvbhduCBQt48803Adi5cydLliwBYMKECdTV1XHkyBGWL1/O0qVLkWWZ8vJyCgoK2LhxY6fnbmlpobq6usN/NTU1l+BVC7rDDMqMWtizBbMZlEgvHNj1acmoTWu9RcPBJI1HUoRPWu2uiRcSzZDxZSr4sxS86Reu7YEkAX14KEWTOvfdaiN/lNbrY2SVq+jewSlAPji6B0kCpQcb/WPNJyAYZ8hUo9+1tLAdm0gyTizVfVPuK52sIb3fp1RT6tAkXCAQCAT9kwEZDqqrqyMnJ6f959zcXLZs2dL+85AhQ6ipqWHXrl2MGjWKV155hYaGBgDGjBnDSy+9xB133MHq1atpamqivr6euro6cnNz2x8jJyenSwH261//mh/96EcX8dUJzoW84RoVs032reycOqf7JGY9EMA7gI1EWussNv8lQu3uZHukxPBLjFxgUjbZwOgHdt6aKZE3XKN2T8+1hEOmdC8gzIDrKFi1vuuFuiRD5VIPhu/KPx8Xg5TtptUpmoSVcLqNqmkeN621vxBLJWgIN/POwU1sqzmIIstcWzGZsblDyPVnXO7pnRXeDIVgnkJLbfehtfKp52/cIxAIBILLz4AUarZtd7DDdhynw8/BYJDvfe97fO1rX8O2be688040zU17++53v8tjjz3Gk08+ydy5cxk1ahSapnX5mLLc+YvwE5/4BLfeemuH39XU1HDPPfdc6JcpOAsMv8zoRSYlEzT2LI/TXJNC1SRKJxsUjtPwZQ7cRU3ohMWKn7YQbe4YPYuHHLb8xbU/H7XQRPdc2edA97rvYe3eZLdpXf4cmWBe94Jb98qMW+pFkiWq1sc7CBHdJ3H1nT7SiwauYO+NMbnlgBu91H0yqbjj1uu1nW9JhnS/l7Q0zxX/eTlFNBlnVdU2/u/KZ7DOeMPXH91NpifItxY/yNDMwss4w7PDE5SZdq+fFT9tIR7qfCFkDVFdx0eRlioQCAT9ngEp1PLz81m/fn37z/X19R2iYZZlkZ+fz7PPPgvAli1bKCkpASCVSvHjH/8YXddJJpP84Q9/oLi4mPz8fOrq6tofo6GhocNjniIYDBIMBi/WSxOcB24jXpmrCxRSMXfRafilftfj6mywUw77V8Y7ibQz2bM8xpApBvq59Se+pKQVKky528f6Z8KdanX82TKzPhXAk9azgPAEZcbf7GHkApP6fUkSEYdgvkJaoYInIA/qBW5xWja5vnTqwk1IkhvFVM9Mg5TghnHTyPGnXbQ5pKwUDZEWdjccZvPx/eiKytzyq8j3Z5LpPft7a1VTLf+58g/YXbgKNUZbePSNn/P4DZ8nrx9F1tIKFBb8bZAjGxIcWhcnEXXwZcqMmGeSM0zr9RoQCAQCQf9gQAq1mTNn8sMf/pDGxkY8Hg+vv/46jz32WPtxSZJ44IEHePbZZ8nNzeVXv/oVS5cuBeDxxx9n6dKlXH/99fzxj3+ksrKSjIwM5s6dy3PPPceNN95IdXU1hw4dorKy8nK9xMtKPGS7u+ySa87Q3xa2miGjXYDGy/2BaIvNwXW9+NE7cGRTgrHXXflKTTNkiip1sspUjm5L0nAgiaJJDJmiE8xX8ab3bYGqmzK6yTk3th6oZHvT+JcF9/HV135GJOl+bs50Qx2VXcJHxsxGVS7OeUtaKbbWHODb7/yW1sTp3od/2rGSYZmFPLrgfgqDWX1+vHAixtNblnUp0k5xItLCrvrD/UqoAfizFEYuNCmbquPYbrpqX81yBAKBQNA/GJBCLS8vjy996Uvcf//9JJNJPvrRjzJ+/Hg+/elP84UvfIHKykq++c1v8tBDD5FIJJgxYwYPPvggAI888gj/9E//xI9+9CPy8vL4zne+A8CSJUvYsmULN998MwDf+ta3MM2eDSoGGrFWm4ZDKfa8HaWlzkbVoXi8wdCZBv4sedA65V3JODakYr0bhrTUprBtB7kfmEOouoQ/W2HkfIWK2QaSNHhdGi80kiRRkVXED2/6Ai/uXMXbBzYSTsQoDGZx29i5TC0eTbbv4kXTqpvr+fpbvyRpdbag3994jH998xd857rP9HkOoUSU9Ud39zrurf0fMKNkTL9rUi7LEt40sdkgEAgEAxXJcfraZUpwrlRXV7Nw4ULeeustiouLL/d0zolYi82G5yMc29bZhEE1YPZDATLL1H6x0B9MhBstXv+PZqxeenmPv8lDyUSDZMTGtkA1JIyAhGaIHfrBSsJK0RQL4TgOqiyT5b14Ag0glozzg9XP89b+DT2O+/bih5hcNLJPj1kbauSTf/wedneuKG1MLhzB16/5BKam93m+AsFAZiCsWwSCgcCAjKgJLiyO41C9NdGlSANIxWHVr0Is/GIQ3wB2TuyPGH6J4qu6dzkEqJht4EmXWfE/LbTWuQtaSYGicTpjl3hEeuAgRVdUcn3pl+z5WuIRVlZt7XXcy3vWclXBMFS5968vQ9EZmlnAvhNHexw3oaACo59F0wQCgUAw8BHb5YJeiTbb7Fne2db+TBJhh5NH+tqJVXCpUHWZkQs8qGbXkc7CSg0jILPmN+F2kQZuU93qzQmW/6SFUIN4XwUXHweHRKpzyuOHiSUTpOzeG58DpHv83DX+mh7HaLLCrCGVA9pUSCAQCAT9EyHUBL1iJSDS2PvCqHZ3L/l1gsuCP0dm7sOBTrb1sgLD55jseD3abYPoWIvDrmUxUkmRIS3oGyciLdS0NlLb2kgoHu39D9pQZZWiYHav44ZnF6MrfU8GGZ83lGuHTe7ymCLJ/OPcj5F9kdM6BQKBQCA4F0Tqo6B3+rjRLIkMuSsSWZbILFGZ83CAaJNNa52Foktkligc35XsZHP/YY5sijP6WhM1U7zBgu5pjLSw/uhuntn6Dkea65AlmauLRvDxq65lSEY+nl6sVrO8QW4fN5f/WvVct2NkSWLh0EnIUt/3GNM9fj495QZmlo3lD1veZn/jMVRZYWrJaO4cN5+S9FyR9igQCASCKxIh1AS9opkSaYUKzcd6XtEXV4pC/CsZT1DGE5TJLD192bfW9ZzSCm5E1eq+xE0goDHayg9WP8/qw9vbf2c7Nu9X72L90d18efZdzC6r7NWsY1rJaCrzh7K15kCXxx+6+kayfGffSy3dE2BWWSVjc8uJtznrBAwPXm1wOfcKBAKBoH8hUh8FvWIGZEYv6rnHlj9bJpArIi79DcPXh1uABJLY0hH0wAdHd3cQaWdiOw7fX/kMJ6ItvT5OljeNr877OJ+afD2ZntOCbHhWMd+89gGuG371eYmrdI+fPH8Gef4MIdIEAoFAcMUjll+CPpE7TGX0Yg87X+9cc+LNkJn5qQCeNKH7+xtFlTrbX4tCDyVoucM0DK8wWhB0TWOklWe3vtPjGMuxeffQFu6qXNCraUeWN407xs1n4bBJxJIJZEnGp5uke/wXcNYCgUAgEFz5CKEm6BO6V2b4HIOicRoHVsdpOppC1SWGTDPIHqLiFbb8/RIzIFE6SefwB13nNkoyjL3eg+4VIvwUtuUQa7GJNNkkYw7edBnDL2MGBuc5StpJqppqex23rfYgt46Z06d6MEWWybmErQEEAoFAILgSEUJN0Gd0j4zukZlwi0Iy7iApoJuDc3E6UNC9MpU3eJEViar1cc7sC2z4Jabc7SetUIjwU8RDNoc3Jtj5ZpRE+HQYMr1IYdLtPtILFWR1sEUfJVRZIWX3XMOqySqKPNjOjUAgEAgE544QaoKzRlYljEG3GB24eIIy42/2MHKBSf3+JMmoQ1qBQjBfwQzKyGJxDUAqbnNgddxNFf0QTUctVvy0hfmfC5JeOLhuqwHdw9Ti0aw6vK3HcdcNv7pPTaoFAoFAIBC49Plbc926db2OkWUZj8dDfn4+mZmZ5zUxgUBw6dBNGd2EQI6InnVHrNVh55vd9wVLxWH7q1GmftyHNogizV7d5GPjr2HN4R2kLBscB0mWXBOaNo2f589gWFbR5Z2oQCAQCAT9jD4Ltfvuu6/XIvAzqaio4Otf/zpTpkw5p4kJBIOJVNJBlkFWRPTqSqVub5Jesvuo2ZUkHnIYTIaC8bCN2ZDJFyfezX+ufJqElQIcJEVCMyUK0zJ5bNEDouZMIBAIBIKzpM9C7bvf/S4//vGPOXLkCLNmzWLixInk5eURCoXYtGkTb731FsFgkNtuu436+nrefPNNHnroIZ5++mlGjx59MV+DQNAvSSVsos0O1ZsSnDicQtGgfKpBMF/Fmz54IjL9hVCj3esYxwYr2YOF5gAjlbA5uDbOtpfj5I4dwg8W/T0f1O9ke+MBdEVlXvEkRpcUUZCecbmnKhAIBAJBv6PPQq2hoYHjx4/z05/+lHnz5nU6vmbNGh566CFyc3N55JFHOHz4MLfddhs/+9nPePzxxy/opAWC/k4yZlO9KcmG58MdDDyObkkSyJGZ+UBApCFeYfgyexfPkgyyNniiorFWhx1tLTvqtjvU7dAoHjKJiuyJkJI4udlmX7ZC1r22cA4VCAQCgeAs6fM359NPP83111/fpUgDmD59OosXL+bJJ58EoLS0lEWLFvWptk0gGGycrLb44LmOIu0UrfU2q37VSrS59wiO4NKRN1xD6kU7543SMH2DR6g1HEhhp874hQMNB1NUr7Oo3pgi3GhTuzfZwSFTIBAIBAJB3+izUGtoaCAjo+f0laysLGprT/fTyc3NpbW19dxnJxAMQOJh241C9LB2ba21aa3vpSBKcEkxAhKjFnq6Pa7oMG6JB80zeCJH4T6kg+K4NZgCgUAgEAjOjj6vKEpKSli+fDnRaNeuZ7FYjBUrVlBUdNrZq6qqipycnPOfpUAwgEjGHBoOpnod110TasHlQTNkKmYaVN7oQfN0jJqlFSjMfThIMO/ipKvalkP4pEVLrUVrnUWs9cqItvYlHRQJ1EGUDioQCAQCwYWizzVq99xzD9/4xjd44IEH+NKXvkRlZSUejwfLsti+fTuPP/44hw8f5h//8R8B+POf/8yyZcu4+eabL9rkBYL+iOPQYzTtFFbSwXGcs3JbFVxcDL9MxRyT4vE64UabVNzBky5jBmQ8wYsTSYs02RxcE2P/6nh7CmFaocLY6zz8P/buOzqKcv8f+Htm+ya7qYQkhIRQEwighN4hIlwUpQkIEhTBckUE5foDLxZQj6goV8oV4SoIKnxFsHABUXrvXYq0IIGE9Gyyyfb5/ZHLSkx2swvpeb/OyTnOzrMznw2J2fc+M58nOFpepfd+BTeWQ5Sj+OWPf1G/mQLKOnQ5KBERUXnxOKiNGjUKV65cwcqVKzFu3DgAgEajgcVigd1uhyRJGDVqFJ588knk5uZi+vTp8PPzw7PPPlthxVPVMBsdsFskQABUOhEytpT3ikwOaANEFGS7nxUJaSZnSKuGZDIBPoEy+ARWfLOXglw7DnxpRNb14kko96Yd+5blo80gLaI7K6FQVU1YU+sEtHxQgzMbS7/SQqYA4gZq2EiEiIjoLngc1ADgtddewyOPPIIffvgBZ86cQXZ2Nnx8fBAXF4ehQ4fivvvuAwBYrVa8+uqreOihh1C/fv0KKZwqnynPgazrNlzYZkJemh0ypYCG9ykR3UkFn0CRa4B5SOMnollPNU7+WOByjEwJhDRVVGJVVN1IkoTkk9YSIe1OpzcUICxWAUVIJRZ2B7lSRHQnFeQqAWd/KSzWNMQvTIZ2w3ygD2P3UiIiorvhVVADgLi4OMTFxbkdExwcjPHjx991UVT9mPIcOP59AW6cuuO+qQIJv+8w4cp+E7pP0CEoSg5BZFgriyAIiGirRMpZK9IuWkvuF4FOY3yh9uMsRF1mMjhwabfJ7RjJAfxx3IJW/V03OaloKh8RjTurEN5SAWO2A1aTBK1f0eWg6gq6HJSIiKgu8DqomUwmpKSkwGKxQJJKv9EmJibmnguj6uXGaUvxkHYHmxnY/2U+El7SQxvAT889odGL6PC4D1LOWnBxpwl56Q6IMiCspRIxCWroQmSQyRl66zKHDWVeHgsAOck22KxSmQ07JElCoUGCMdOO7GQ7ZAqgXmMFVDoBqnu8NFGUCdAGyPj7T0REVI48Dmomkwnvvvsu1q9fD7PZ7HbsuXPn7rkwqj4Kc+34fYf7T/bN+RKyk+18o+YFjV5E485qhMUq4bAX3fOn1ApVdr8RVTMiymzUAQBytQCxjF87h73o9/PQN/kwZt4R/gQgvKUS9w3RQOvP310iIqLqxOOg9sknn2DNmjUIDAxEt27doNPp2OigjrBZPFsvKfW8FQ1aKyuhotpFw0scqRRKrYDwOCWST7hfpiG6kwpiGZcc52c6sHuJAba/fsYmATd/s8BiktD5CR+odfxZJCIiqi48DmobN25EVFQU1q5dC19f34qsiWooge/xiMqNQiUitq8aN89YXM6q+UfIoAtxPxNms0i4uNNUMqTdIeOyFfmZdgY1IiKiasTjv8rZ2dno168fQ1odpFAL8POgc1uDNpxNIypPviEydHtaB6W25IxZYCM5uiT6lrl+m9nowPUT7i9XB4Cr+y1wODxY4I+IiIgqhcczalFRUUhJSanIWqiaUutExPbT4MCKfJdjfIJE6OrxHpfqzGZxwGSQYDNLEERAoRGh8RN4CXM1JpMLqNdYjoSpeuQk25F+xQa5EgiPU0L7v4W2yyTB7WzabeYCBxx2QOSkGhERUbXgcVAbN24cZs2ahVOnTqFNmzYVWRNVQ/WayBGToMb5rSWbimj8BHR9SgetP9/hVVf5mXac/aUQySf/vIzOJ1BE7IMahMUqoPLhv111JcoE+ATI4BMgu6t7QAVRgFovwGRwP1umD5FB5nUfYCIiIqooHv9ZlsvlaN68OUaPHo0OHTqgUaNGUCpLvmkQBAHTp08v1yKp6ql8RDTvpUaDNkpc3mtG7k0bZEoBjTqqENJEzm6P1Zgxy47dS/KKd/tDUYOYI6uNaDVAg6bdVVCoGdZqI7VeQNNuapzZVOh6kABEdVBxdpWIiKga8Tio3Rm+9u/fj/3795c6jkGt9lJqRSi1Iu4fIiu6fE4GKDV8c1+dOewSrhwwlwhpdzr7SyEi2iqhUFdiYVRpRFFAZDslrh01Iy+t9J+D5r3V0PgxpBEREVUnHge1FStWVGQdVIPIFAJkZSyuS9WDyeDA1QPub1CSHEDySQtiH9BUUlVU2bQBMnSfoMO5LSZcP26G3Xr7cRExfdVo0FrJD12IiIiqGY+DWseOHSuyDiKqAA47YCkou5Nfzk0bHA6pzPW4qObyCZThviFaxCSoYTPdXmCdDWWIiIiqK5dBLT8/H0ql0nkfWn6+645/f8UW/kTVgyACoqwosLmj1okMaXWAXCHAN4j3kxIREdUELoNahw4d8MILL2DSpEkAgPbt23v0qasgCDh79mz5VUhUjixGBxwOQK4WIK8Dl28qfQSEt1Yi+YTF7bhGHVSVVBERERERecJlUGvfvj0iIiKc2x06dKiUgogqgjHbjrTfrUg6bIHNIkEfKkOzHmr4BIq1ujW9QiUiNkGNlLMW2F1ktdAYBZdWICIiIqpmXAa1lStXFttesmQJNBo2G6Cax5Bqx+6lBhTm/nmvVu5NO64fs6BZLzVi+qprdVjzDZGhx0QdDn5tRGHOHV3/BCCijRJtBmmh8q29r5+IiIioJvK4mcjQoUPRqVMnvPXWWxVYDlH5KsxxYN/yvGIh7U4Xd5oQ0ECGyHa199I/mUxAUCM5+kzSIz/DjpxkO+QqILiJAmpfAUotQxoRERFRdeNxUEtOTkafPn0qshaicpeXbkd+hus1xADg3NZC1GuqgEZfewOLIAjQ+gvQ+osIaaqo6nKIiIiIqAwevzONiYnBmTNnKrIWonJ38zf3TTQAIO+Wo6hdORERERFRNeHxjNrLL7+Mf/zjHxg5ciQSEhIQEREBlar0y8USEhLKrUCieyG5n0z7c1zFlkFERERE5BWPg9pTTz0FAMjIyMCpU6dKHSNJEgRBwLlz58qnOqJ7FBqjwOV9ZrdjtIEi5MpKKoiIiIiIyAMeB7UXXnjBo3XUiKoTvzAZ1HoBJoPrObPmvdTQ+NXe+9OIiIiIqObxOKi9+OKLFVkHUYXQ+Ivo+qQOu5fkwVrKfWgRbZWIaKPkhxBEREREVK14HNTudPnyZZw7dw65ubkYM2YMbt68CT8/P/j4+JR3fUT3RBAE+EfIkDBFj2tHzPjjWNGC17oQGVr0USMgQg61jrNpRERERFS9eBXULl26hNdeew2nT592PjZmzBisW7cOy5cvx+zZszFw4MByL5LoXoiiAN9gGWL7adC4iwqSBMiUAlRcP4yIiIiIqimPg9r169cxZswYGI1GPPzww8jIyMCBAwcAABEREXA4HJg2bRpCQkLQvn37CiuY6G6JMgEaP1lVl0FEREREVCaPpxQ++eQTmEwm/N///R8+/PBDxMfHO/cNHjwY3377LdRqNZYsWVIhhRKR5+w2CcYsO9IuWnHzjAU5N20w5Xm4VgERERERVTmPZ9T27duHv/3tb2jVqlWp+5s2bYoBAwZg165d5VYcEXnPlO/A1YNm/L7dVKyBin+4DO0e84F/uAyirOY3T7FZJZjzHMhNtcNaKME3WITGX4TWTwabw47MAgMuZ97A2bRrUCuU6NywJYK1fvDX+FZ16URERERl8jio5efnIzAw0O0YvV6PvLy8ey6KiO6O1eTA7ztN+H27qcS+nJt27FpsQJ9JfvALq9mXgJryHbi8x4zfdxXCbvnzcd9gER3GqnEN1zFn59fINRud+1Ye/wVtQ5vglR4jUd83oAqqJiIiIvKcx5c+NmzYEEePHnW5X5IkHDp0CA0bNiyXwojIe6Y8CRd3lgxpt9nMwNlfCmE11dzLIC2FDlzYZsK5LcVDGgCYjRJuFmTg9V++KBbSbjuZehnv7fgKWQX883MU6QAAIABJREFUQImIiIiqN4+D2iOPPIKTJ0/i448/ht1uL7bPYrHgvffew7lz59j1kagKpZyzQiojg938zQKz0fUC4NWdOV/CpT2lh9HQdsB357ehoMAKuHiJ59L/QEpeZgVWSERERHTvPL70cfz48di3bx+WLFmC1atXQ6VSAQDGjh2LixcvIicnB23btsWECRMqrFgics+YaS9zjOQAHLZKKKaCpJ53HUZ1zazYs/0MHA4JkiTA1Trmm34/iJYhUVzonIiIiKotj2fUFAoFPv/8c0ybNg2BgYFIT0+HJEk4fPgwtFotXnjhBaxYsQJKpbIi6yUiN3yCyr73TJAB4l0tdV89FOa4mTKUSbA5yg6r+ZZC2O9Iew67hMJcBwqy7TAba+5loURERFR7ePV2TS6XY8KECZgwYQIKCgqQl5cHHx8f+PqyixpRdRAWq8Dp/8Lt5Y8N4pRQ+dTcmSTfYNefL9mNIoJ99MgwGtweo1lQA8hFGSRJgjHLgWtHLfjjqBk2swTfIBma91EjMFIOjZ6LohMREVHV8PhdSGJiIn744QfntlarRf369YuFtJUrV2LAgAHlWyEReUytE9Cij9rlfrlaQGw/DRTqmhtAQpopXM4IZh1V4uEW3SAqBAguXqJMENEr+j4ARZ0wt31iwLlfCmHMdMCcLyHzmg37l+fj6LdGFBo4u0ZERERVw+W7NZPJhPz8fOTn5yMvLw+HDh3C1atXnY/99SsrKwt79+7FzZs3K7N+IrqDQi2iWQ81Wj+sgVJbfNYsoKEMvZ7TQRdSc0MaAKj1AloN0JS6L/2SHV2D70OLsAYunz+hw0MI1OpRkOPA/i/zYSkovetI6nkrrh02w+GouY1XiIiIqOZyeenj2rVr8c477xR7bMmSJViyZInbA7Zt27Z8KiOiYgpz7TAXSJBsgEIjQOkrQFnKzJjKtyisRbRVoiDbAZtZgtZfBpVOgNq3Zoc0AJArRUR3VEGpEfHb5gKYDP8LUgIQHC1HaIAWs/s9iZ/O7cOm3w8i31IIAGgcEIax7fqjdf1oaBUqpKVbUZDlfsbs0h4TItspoQ2o2evOERERUc3jMqg9/vjjOHz4MDIzi9pYHzlyBGFhYWjQoOQn1YIgQKFQICQkBM8//3zFVUtUB1kKHEi9YMNvPxfAmFkULAQRCGupROuBGuhCSoYIUSbAJ0AGn1oaMJRaEY06KFG/hRzmfAk2swSVToTKR4DKRwQQgHHt+mNQTBeYbBaIgggfpQaBWp3zGGmXrGWex5QnwWquwBdCRERE5ILLoCaKIv71r385t2NiYjB06FBMmjSpUgojIsBmceDaMQtO/lBQ7HHJAdw8Y0HWNSt6v6CHb3DtDGTuCKIArb8MWv/S9ytkctTXBbp+fs3tp0JERER1gMddH8+fP1+RdRBRKUwGCafXF7jenyfh/DYT7huihVzB5OGN0FgFzm0pfeHs23wCRSjU/L6WxWZxwJQnIfu6DZYCCbp6MvjWE6HRixBEfv+IiIjuhlft+e12O/bs2YNevXoBACwWCxYsWIAjR46gQYMGeOaZZ9C8efMKKZSoLrp10YqylgW7ftyM2AfUkAfWvVm1e6ENkMEvTIbcFNff4Oa91dD4FQ8ahQYHHDYJEAClRqjRHTTLgynPgd93mnBpj6nYQupqvYD2I3wR3FgOuZJhjYiIyFseB7WMjAwkJibi6tWr2LNnD4KCgvDOO+9gzZo1kCQJx48fx/bt2/Htt9+iSZMmFVkzUZ1hSC178Wa7teiLvKPRi+g01hd7/pNXalORxl1UaNBGCeF/10ia8hy4dcGKCztMMNyyQ5QBYbFKxCSooQsRIVfWvcBmNTlwYbsJF3eVnJk0GSTs/SIPvZ7XIThaUQXVERER1Wwev7NYtGgRrly5gtGjR0OlUsFgMOD7779HeHg4duzYga+++goOhwOLFi2qyHo9tn79egwcOBAPPvggvv766xL7d+7ciUGDBmHQoEF45ZVXYDQaAQC5ubmYOHEiHnnkEQwfPhznzp0DAFitVrRr1w6PPvqo88tuL/tNNNG9UOs8+BUVAJGTaXdFHyJD7+f16PC4D4Kj5fAPlyHiPiX6vKhHqwEaZ5fMQoMDR78z4vBqY1F4lgCHDbhx2oJt8w1IvWCD3Vr32vib8iRc2uP68lHJAZzeUAizkevRERERecvjGbWdO3eid+/eeP311wEUBSGr1YqhQ4ciNDQUoaGh+Nvf/oadO3dWWLGeunXrFubNm4d169ZBqVRi1KhR6NSpE5o2bQoAMBgMmD59OlauXImmTZti6dKlmDdvHmbOnIlly5ahefPmWLp0KbZt24bZs2dj1apVuHDhAu6//358/vnnVfzqqC5p0FqJ3zYXAm4yQP3mCih9eGnZ3dIGiIiKVyEsVgGHHZCrUGJ2LPW8FSm/lT5tKTmAQ1/n48F/+ME3qG4l5vRLVkhlZLDMpKL71lQ+lVMTERFRbeHxjFp6ejpatGjh3N61axcEQUCPHj2cjwUFBSE/P798K7wL+/btQ+fOneHv7w+tVov+/fvj559/du5PSkpCeHi4M7j16dMHW7ZsAQA4HA7n7FphYSHUajUA4PTp08jKysLQoUMxYsQIHDp0qNRzGwwGJCcnF/tKTU2tyJdLtZhaJyAqXulyvygDWg3QQKmpe5fdlTelVoRaV/ISxkKDA7/vKHT7XIcNSDlb964/NeV5NotYF2cbiYiI7pXHM2r16tVDWloagKIws2fPHvj5+aF169bOMRcuXEBoaGj5V+mltLQ01KtXz7kdEhKCU6dOObcbNWqE1NRUnD9/HjExMdi0aRMyMjIAAOPHj8fIkSPRvXt3GI1GfPHFFwCK1opLSEjAs88+i4sXL2LixIlYv349AgOLt//+8ssvsXDhwkp4lVQXKLUi4gZqIVMIuHrQXGz2QuMnov0oH/iF1q1ZnMrmsErISyv70r20S1Y06aKCKK87s5u+9cr+gEAQwWYiREREd8HjoNa6dWv8/PPP6NSpE44fP47s7GwMHz4cgiDAaDRi9erV2L17Nx5//PGKrNcjDofD2QAAACRJKrat1+vx/vvv4/XXX4fD4cCIESOgUBTd7P72229jzJgxSExMxPHjxzF16lRs2LABo0aNcj6/ZcuWaNOmDY4dO4YHHnig2LnHjRuHIUOGFHssNTUVY8aMqYiXSnWARi+i9UMaNO+lRkaSDTaTBH2oDL7BbH9eKYT/fZUxKSSTC15co1A7BEXJIVcBNjeLgoe3VELly59RIiIib3kc1F555RWcOnUKM2bMgCRJ8Pf3x/PPPw8AmDt3LlatWoXIyEg899xzFVasp0JDQ3HkyBHndnp6OkJCQpzbdrsdoaGhWLNmDQDg1KlTaNiwIQBg69atmD17NgDg/vvvR1BQEC5fvowrV66gXbt2iIyMBFAU/m6Huzvp9Xro9foKe21UNynUIhRq1MmFrauaQi2gfnMFbl1wf2ljVHslxDoWmtU6EW0f9cHRb42l7ldoBLQcoKnzSxgQERHdDY//ekZGRmLt2rWYOXMm/vnPf+Knn35CgwYNAAA9evTAtGnT8N133xULRFWla9eu2L9/P7KyslBYWIhffvkFPXv2dO4XBAHjx4/HrVu3IEkSli9fjoEDBwIAYmJinPerJSUlIS0tDdHR0bhw4YLzMsgrV67g3LlziI+Pr/wXR0SVSqkVEdtPXTSr5oJPkAi/sLoXomUKAQ1aK9B5nG/xyyCFoiY3vf+uhz6EIY2IiOhuCJIkVeld3iaTCXv27MHBgwfx22+/ISsrCwaDAWq1GqGhoYiJiUG3bt3Qo0cPKJWumyr81fr16/HZZ5/BarVi+PDhmDhxIiZOnIjJkyejdevW2LFjBz766CNYLBZ06dIF//znP6FQKJCUlIQ33ngDWVlZUCqVmDZtGrp27Yr8/Hy89tpruHLlCgRBwD//+U907tzZo1qSk5ORkJCArVu3IiIi4m6/VURURaxmB26ctuLot8YSXQ61gSK6P62Dvn7dC2p3Ksy1w1IgwW4rmoVU+QhQahnSiGoivm8hqh48Dmrnz5/3+KAxMTFljsnMzMSKFSuwevVqGAwGSJIEURTh6+sLjUYDg8GAwsKiTmuCIECv1+OJJ57A2LFj4e/v73Et1QH/h0dU89ksDhTmSkg+aUFmkg2iDGjUUQX/BjJo/et2SCOi2oXvW4iqB4/vURs8eHCxhhzu3F4k2pWvvvoKH3/8MSRJQu/evdG9e3fExcWhcePGxe77slgs+P3333Hs2DHs2bMHixcvxrJly/Diiy/iySef9LgeIqJ7JVeK0NUDYhLUsFsliKJQpzo8EhERUeW656BWWFiIP/74A2fPnkX79u3Rr18/t8cZNWoUrl+/jpdeegnDhw+Hj4/rVVCVSiXi4uIQFxeHxMREpKWlYe3atVi8eDE2b96M1atXe1o+EVG5EASB7eaJiIiownkc1ObMmeN2/44dO/Diiy9i4sSJbsd17twZn3/+uduA5kpISAief/55jBkzBv/5z3+8fj4REREREVFNUG53evfu3Rt9+/Ytc7HnKVOm3FVIu5Ner8fLL798T8cgIiIiIiKqrsq1JVfDhg1x8eJFr55z9OjRMsdYrVbMmzfvbssiIiIiIiKqUcotqJnNZuzcuRM6nc6r5yUmJuLjjz+GzWYrdf/p06cxdOhQLFmypDzKJCIiIiIiqvY8vkftvffeK/VxSZJQUFCAAwcO4MaNG3jiiSe8KqBx48ZYsmQJdu3ahQ8//BDNmjUDUNTxcf78+Vi+fDnsdjuGDRvm1XGJiIiqE1OeA4UGBwypdogywL+BHCqdAKWa680REVFJHge1L7/80u1+mUyGfv36YcqUKV4VsG7dOsyfPx9ffPEFhg0bhilTpuC+++7DzJkzceXKFTRp0gSzZs1C+/btvTouERFRdSBJEgy3HDi8Kh85N+zOxwURiGirROuHtND6M6wREVFxHge1FStWlPq4IAhQKBSIjIxEYGCg1wUoFAq88sor6NevH1577TV8+OGHAAC1Wo0pU6bg6aefLra2GhERUU1izHJg12IDzPlSscclB3D9uAXmfAkdR/tArWNYIyKiP3kc1Dp27FiRdUCtVsPf3x+S9OcfMrlcDlHkHy4iIqqZHHYJVw+YS4S0O6VdtCI/w86gRkRExbj8q5Cfn3/XX94oLCzE+++/j6FDh+Lo0aMYPXo0li9fjtDQUHz00UcYOnQoTp48ec8vlIiIqLKZ8iQkHTaXOe7yPjMcNtdhjoiI6h6XM2rt27eHIAheH1AQBJw9e9bj8Q899BBSUlIQERGBd9991zlz9+OPP+Jf//oXvvzySzz++OMYOXIk3nzzTa/rISIiqiqSJMFsLDuAmfMcsNskiHLv/+4SEVHt5DKodejQoVIKSElJwRNPPIFXXnkFarXa+bhSqcSrr76KAQMGYMaMGVi9ejWDGhER1SiiCGj9RRRkO9yO8wmSQaZgSCMioj+5DGorV66slAJWrlzptqNjmzZt8P3332PhwoWVUg8RuWfKc8BkcCAv3Q6ZUoC+vgxqnQC5kvfXEP2VWieicRcVzmwsdDuucRcVRBmDGhER/cnjZiKu5OXleb3I9Z3+GtLS0tKQm5uLZs2awWazQS6XQ6lU4uWXX77XUonoHkgOCbkpdhz51lisxbgoL3qT2aKPBho9wxrRnQRRQOT9SiQdMiM/o/RZtaj2SmgD+LtDRETFlfmX4fz583jllVdw9OjREvvsdjv69u2Lp556CqdPn77rIkwmE+bOnYuuXbuiV69eePTRRwEAX3zxBRITE3HlypW7PjYRlY/8DAd2Ls4rFtIAwGEDLu024/R/C2A2ur+8i6gu0gbI0H2iDg1aKyHc8VdXoRHQ8kENWj+khcqHQY2IiIpzO6O2bds2TJkyBVarFc2aNUN8fHyx/Tdu3IAgCNi/fz8ef/xxvP/++3jooYe8KsBoNGLs2LE4e/YswsLC0LBhQ1y/fh1AUYA7dOgQxowZgzVr1iAiIsLLl0dE5cFmkfD7ThOsha6bIvxxzILmvdV8w0lUCt8gGdqP1MKcr4EpzwFRJkDlK0DtJ0LGSx6JiKgULt9RXbp0CZMnT4ZCocCsWbMwfvz4EmMiIyOxd+9ezJ49G3K5HDNmzMDVq1e9KuDTTz/F2bNnMXPmTGzbtg2DBg1y7ps8eTLmzJmD3Nxc/Pvf//bquERUfsxGB/44XnaL8WtHyh5DVFcp1CJ8g2UIjlYgMFIOn0AZQxoREbnkMqh9/vnncDgcWLZsGUaMGAGlUlnqOIVCgREjRmD+/PmwWCxYtmyZVwVs2rQJPXr0wBNPPAFBEEosCTB48GD07t0bBw8e9Oq4RFR+JDtgt5Q9riDbAYeDa0ERERER3SuXQe3gwYPo0aMH2rRp49GBevbsiQ4dOmDv3r1eFZCWlobY2Fi3Y6Kjo5Genu7VcYmo/AgyQK4u+5N/32AZRJEzBERERET3ymVQS0tLQ9OmTb06WGxsLNLS0rx6TmBgIC5fvux2zMWLFxEYGOjVcalymQscMOU7YLNyNqU20uhENGqvcj9IACLjyxhDRERERB5xGdT8/f2Rl5fn1cFsNhv0er1Xz+nTpw+2b9+OnTt3lrp/8+bN2LVrF3r27OnVcalyGLPtuHrIjH1f5GPP0jwcX2dEdrINlgJ2/6tNRLmApj1UUOtcz5Y16aqGWs/ZNCIiIqLy4LLrY3R0NI4fP+7VwQ4dOoSwsDCvnjNp0iRs374dzz//PHr27ImcnBwAwIIFC3DmzBns2rULQUFBeOGFF7w6LlW83FQ7di8xwGT4cxYt54Yd1w5b0KKPmh0AaxnfIBl6PqfHyR8LcOuiFfjfP7tSK6BZTzWiO6mg0vLfm4iIiKg8uAxqDz/8MN566y189913GD58eJkHWrNmDS5fvoyXXnrJqwKCg4OxevVqvPnmm9i5cyckqejd36JFiwAAHTp0wOzZs1G/fn2vjksVqyDHgX3L8oqFtDtd2G6Cf4QcDduW3oSGaiZ9fRk6PeEDc76EQoMDMjmg9hOh0YsQ2b2OiIiIqNy4DGqPPPIIli1bhrfeegtZWVlITEyEWq0uMe52p8cFCxYgICAAI0aM8LqIsLAwLFmyBOnp6Th79iwMBgO0Wi1atGjBtdOqqbw0O4yZ7i9vPL+lEPWi5VDrOctSmyi1IpRaQBciq+pSiIiIiGotl0FNo9Fg4cKFePLJJzFv3jwsWbIE7dq1Q6NGjeDj4wODwYBr167h6NGjMJlM8PX1xWeffXZPTT/q1auHXr163fXzqfLcOF12r/bcFDusZgkl4z0REREREbnjMqgBQNOmTbF+/XrMmTPH2dRj165dxcZoNBoMGzYMU6dORVBQUJkn/OGHH+662MGDB9/1c6l8SewVQkRERERUYdwGNQAICAjA+++/jzfeeAOHDh1Camoq8vLy4O/vj4YNGyI+Pt7lYtilmT59erFFrSVJKrF9W2mLX1P1EBqjwNWDZrdjfIJEyHmLGhERERGR18oMarf5+PigT58+93zCGTNmFNt2OBz4/PPPkZ+fj8GDB+P++++Hv78/jEYjTp8+jbVr1yIgIABTp06953NT+QmIkEHlK8Cc73rdtOa91dD48T4mIiIiIiJveRzUysu4ceOKbS9evBhGoxFff/01WrVqVWzfwIEDMXz4cIwcORJnzpzBgAEDKrNUckPjJ6LrkzrsXmqArZSJtYi2SjSI43QaEREREdHdqPJ2fKtXr8aDDz5YIqTd1qRJEwwYMOCe7m2j8ieIAgIaypAwxQ8t+qihDRCh9BEQ3FiObuN9cd9gLdS6Kv/xIiIiIiKqkSp9Ru2vcnNzodFoyhxXWFhYCdWQN0SZAF09GVoN0KBJNxUkCZArBS5yTURERER0j6r8HXXz5s2xZcsWpKWllbo/KSkJmzdvRuvWrSu5MvKUKBOg9ZfBJ0DGkEZEREREVA6qfEZt4sSJmDRpEkaNGoXExES0atUKPj4+yMvLw7Fjx7By5UoUFhZi0qRJVV0qERERERFRpajyoPbAAw/g7bffxgcffIA5c+aUaNUfGBiITz75BO3bt6/CKomIiIiIiCqPy6D23nvv3dUBBUHA9OnTvXrOY489hgEDBmDHjh24cOECDAYD9Ho9WrVqhV69ekGr1d5VLURERERERDWRy6D25Zdf3tUB7yaoAYBOp8OgQYMwaNCguzovERERERFRbeEyqK1YsaIy68DBgweRlJQEi8UCSSp9EeXExMRKrYmIiIiIiKgquAxqHTt2rJQCbty4gaeffhrXrl0DAJchTRAEBjUiIiIiIqoTvG4mYjabkZOTA4fD4QxVkiTBZrMhJycHO3fuxOTJkz0+3ty5c5GUlIRu3bqhZ8+e0Ol0xRqKEBERERER1TUeB7XCwkJMnz4dW7duhd1udzvWm6C2d+9edOjQAZ9//rnHzyEiIiIiIqrNPF6deOHChdi8eTP8/f3Ro0cPqFQqNG7cGN27d0d4eDgkSUJQUBAWLVrkVQFWqxVt27b1unAiIiIiIqLayuMZtS1btiA0NBQbN26EVqvFc889B4VCgQULFgAAFi1ahIULF8JsNntVQFxcHH777TfvqiYiIiIiIqrFPJ5RS0lJQd++fZ1rmrVq1QrHjx937n/hhRcQGxuLVatWeVXAyy+/jCNHjmDZsmWw2WxePZeIiIiIiKg28nhGTS6Xw8fHx7kdGRmJzMxMZGZmIigoCADQqVMnbNiwwasCvv32W0RHR+ODDz7A/PnzER4eDqVSWWKcIAhYt26dV8cmIiKqzWxWCWaDA1aTBAiAUitAoxchiGzKRURU03kc1CIjI3HhwgXndnR0NCRJwvnz59GtWzcARfeb5eXleVXA999/7/zvwsJCXL58udRx7ARJRET0p4JsO85vM+HaUTPslqLHNH4CmvfRoOF9Sqh9Pb5ohoiIqiGPg1q/fv2waNEizJ8/H+PGjUNMTAz8/PywdOlS3H///cjMzMTPP/+MiIgIrwo4f/6810UTEVUWs80Km8MOlUwBuUxW1eUQAQAKchzYuywfuTeLd2EuzJVw8ocC5Kc70PJBNVQ+DGtERDWVx0Htqaeews6dO/Hpp5+iQYMGGDZsGJ588kl88skn6NixI+x2OyRJwvPPP1+R9RIRVYoMYy4uZ93Ept8PwmgpRHRAGP7WvBPq+fjDV6Wp6vKoDpMkCTfOWEqEtDtd3mtCdCclgxoRUQ3mcVDTarVYtWoVNm/ejJYtWwKAs/Pjhg0boFKpMGjQIIwZM6bCiiUiqgwphky8uXUZruXccj52KvUKfjy3F6Pa9MWwVj2hV/u4OQJRxSk0OHBpt6nMcVf2m3HfYBlEGW8dICKqiTwOagAgk8kwcOBA57YgCJgwYQImTJjg8TESEhK8OWWxc23ZsuWunktE5KnswjzM2fVNsZB2p9WntqGhXwgeaBpfyZURFZEcQEG2o8xxeel22CwSlBoGNSKimsiroHabxWKBxWJxud/X19flvhs3btzNKYmIKkW6MQfn0/9wO2bVya24P7wpgrR+lVQV0Z8EAAqNAItRcjtOqREhkzOkERHVVB4HNUmS8Nlnn+Hbb79FSkqKy3GCIODs2bMu97N5CBFVZ4eSy/5/VLIhHUaLiUGNqoRKJyIqXoWLu9xf/tikqwoyBYMaEVFN5XFQ++yzz/Cvf/0LcrkcLVq0gE6nq8i6iIiqhNVu82icQ3I/m0FUUWRyAY27qJB02AxrYek/h4EN5dDVZ5dSIqKazOOgtnbtWtSrVw+rV69GgwYNKrImIqIq07p+Y6zGNrdj9CotNApVJVVEVJJvkIiez+pw8Kt85Gfccb+aANRvrkC74Vpo9Oz4SERUk3kc1G7duoUxY8YwpBFRrRYZUB9BWj0yCwwuxzwc0wVBGn0lVkVUnCAKCIiQo9fzOhizHMi+bocoB4IbK6DWCWzLT0RUC3j8f/KwsDAYDK7fuBAR1QbBWj1m9kmE1sWMWVz9aDzUonOdXPzalOeAMdsOY7YdVnPZXQep4mn8ZAiOVqBZTzWadFXDL1TGkEZEVEt4PKM2YsQILFq0CM899xwaNmxYkTUREVUZURDRPDgC8wdNxk/n9mLHlRMotJoRpgvCsLheaN+gBYJ96lYTEVO+AxlXbbiwrRC5KXaIMiA0VokWfdTQ1ZNBrmTDCiIiovLmcVBr1aoVoqOjMWzYMPTv3x9RUVFQKpWljk1MTCy3AomIKptclKGhXwgmdhiEx+J6AwBkogxB2rp3uaMpz4FT6wvwx7E/l2Rx2IDkExbcOGVB57G+CI1RsLsgERFROfM4qD355JPO/16zZo3LcYIgMKgRUa2glMkR4htQ1WVUqbRL1mIh7U6SAzj4dT4enOYH3+C6dykoERFRRfI4qL333nvlcsKbN2/e9XPDw8PLpQYiIiqbKc+BC9vdr9XlsAE3z1rRvCeDGhERUXnyOKgNGTKkXE7Yt29fCMLdXSJz7ty5cqmBiIjKZrdKyE2xlzku7aIVjbuoIOflj0REROXG46BWXkoLaidPnkRGRgYaN26M+++/H35+figoKMDp06fx22+/ISoqCr169fLqPOvXr8enn34Km82GcePGYcyYMcX279y5E3PnzgUANG/eHLNnz4aPjw9yc3Mxbdo03Lp1C0qlEm+//TZiY2MhSRI++OADbN++HaIo4u2330Z8fPy9fTOIiKozARAEoKy1vUUREEvJaKZ8B+zWoicrtQIUKnYjJCIi8pTLoNaxY0c888wzmDBhgnPbE4Ig4ODBgy73//vf/y62/euvv2Lbtm144403MHr06BLjN2zYgGnTpiEmJsaj8wNFa77NmzcP69atg1KpxKhRo9CpUyc0bdoUAGAwGDB9+nSsXLkSTZs2xdKlSzFv3jzMnDkTy5YtQ/PmzbF06VJs27YNs2fPxqpVq7DDSfWzAAAgAElEQVR582ZcvnwZGzduxLVr1/Dss89i48aNkMsrPesSEVUKhVpA/eYKpJ63uh0X2V4FUf5nUjPlOZB+5Y4ukXIg7HaXyBARciUDGxERUVlc/rX09fUt1tXR19fXoy8fHx+vCliwYAF69uxZakgDgIceeggJCQn47LPPPD7mvn370LlzZ/j7+0Or1aJ///74+eefnfuTkpIQHh7uDG59+vTBli1bAAAOhwNGoxEAUFhYCLVaDaBoBm7gwIEQRRHR0dEICwvD8ePHvXqtREQ1iVIjIuYBNeDmikaNn4DAiD/vTzPlOXDqpwIcXJmPnBt2SA7AbgGST1qwbb4Bqedtzlk2IiIics3ldNC2bdvcbpeXa9euoUuXLm7HhIWFYc+ePR4fMy0tDfXq1XNuh4SE4NSpU87tRo0aITU1FefPn0dMTAw2bdqEjIwMAMD48eMxcuRIdO/eHUajEV988YXzmCEhIc5j1KtXD6mpqSXObTAYSiwMXto4IqKawC9UhvgRPji2xgjpL2tcq/UCuk/QQRvwZ1BLu2TFH8ddd4k89A27RBIREXmiyq/bCwsLw759+2C1WqFQKErsNxqN2LFjB6Kiojw+psPhKHYfnCRJxbb1ej3ef/99vP7663A4HBgxYoTz3G+//TbGjBmDxMREHD9+HFOnTsWGDRtKPaYolpyQ/PLLL7Fw4UKPayUiqs4UahEN2ygQ3MgPfxyzIOOqFaJMQFR7JYIayeETUHw2zaMukWesaN6bQY2IiMgdj4PaDz/8UOYYURSh0WgQGhqKmJiYUoPXXw0fPhxz587FCy+8gClTpiAmJgaiKMJut+PEiRP46KOPkJycjHfeecfTUhEaGoojR444t9PT04vNhtntdoSGhjrXgzt16hQaNmwIANi6dStmz54NALj//vsRFBSEy5cvIzQ0FGlpac5jZGRkFDvmbePGjSvRITM1NbVEMxMioppCrhKhqwfE9lPDblFBEFHqfWYed4m8ZEXjbuwSSURE5I7HQW369OklZpRuK63dvl6vx+uvv46HH37Y7XHHjx+PCxcuYP369di9ezdkMhlUKhVMJhMcDodzzLBhwzwtFV27dsWCBQuQlZUFjUaDX375BW+//XaxesePH481a9YgJCQEy5cvx8CBAwEAMTEx2LJlCx599FEkJSUhLS0N0dHR6NmzJ9auXYuHH34YycnJSEpKQuvWrUt93Xq93uNaiYhqClEUIKrdhytPukQKstK7RBIREdGfPA5qy5YtwxtvvIGUlBQMHToU7dq1Q0hICPLz83HixAmsWbMGCoUCzz//PLKzs/H999/j//2//4eQkBC3HSNFUcSHH36IYcOGYcOGDbhw4QJyc3Ph5+eHVq1aYciQIWjTpo1XL6p+/fqYOnUqEhMTYbVaMXz4cLRp0wYTJ07E5MmT0bp1a8yePRsTJkyAxWJBly5d8PTTTwMA5syZgzfeeANLly6FUqnE+++/D51OhwEDBuDUqVN45JFHAADvvvuus9EIEREBSo2A+jEKpJ513yUy6i9dIomIiKgkQZLK+uyzyEcffYSvvvoKq1atKrVV/sWLFzFixAiMHz8eL774IrKysjBo0CDExcV51bGxNkpOTkZCQgK2bt2KiIiIqi6HahC7XYIp14HMazZkXrVBrhbQoLUSWn8Rah1bnFP1k3nNhu0LDYCLvywaPxF9JhVvQEJE1QvftxBVDx7PqP344494+OGHXa5n1qxZMwwYMADfffcdXnzxRQQGBuKBBx7Ar7/+6tHxTSYTUlJSYLFY4Co7erOWGlFNZ7NISLtkxaFvjLCZ/vyduLDNhOBoOTo87gOfQL7ZpepFHyqiw0gfHPm2ZJdIjV/JLpFERERUOo+DWl5eXpnNQdRqNXJycpzbfn5+KCgocPsck8mEd999F+vXr4fZbHY79ty5c56WS1TjGW7ZsX95fok3uwCQcdWGQ18b0XmcLzR6zqxR9aFQiWjQRoHAKD9cP/6/LpFyAVHxSgRGFe8SSURERK55HNSaNGmCLVu2YNKkSQgMDCyxPzs7G1u3bkV0dLTzsd9//x3169d3e9xPPvkEa9asQWBgILp16wadTldqcxKiusRa6MDZXwtLDWm3ZV6zoSDbzqBG1Y5c+b8ukQ+oYXPTJZKIiIhc8zioTZgwAVOmTMHjjz+O5557Dq1bt0ZwcDDy8/Nx6tQpLF68GOnp6Zg6dSoAYOHChdi9ezfGjh3r9rgbN25EVFQU1q5dC19f33t7NUS1hKVAwq3z7hsyAMC1wxYERZW9DAZRVRBEAYoyukQSERFR6TwOagMGDMCMGTMwb948vPbaayUPJJfj5ZdfxpAhQ5CZmYmFCxciIiICEyZMcHvc7OxsJCYmMqQR3cHhgNvZtNssJgmSQ4LAXudERFSDORwOZGdnIz8/v9gSTUS1kUwmg06nQ2BgIFQqlctxHgc1oGgx5wEDBmDjxo04c+YMsrOz4evri1atWmHQoEEIDw93nvyTTz5Bjx49oNVq3R4zKioKKSkp3pRBVOvJFIBKJ8Cc574pa2CknCGNiIhqNJvNhuvXr0MulyMwMBBarRaiKPJWGKqVJEmC1WqFwWDAH3/8gcjISJdhzaugBhStUfbUU0+5HePv74/+/ft7dLxx48Zh1qxZOHXqlNfrpRHVVmq9iCZd1Ti7udDlGEEGhLfkZY9ERFSzZWVlQaVSISwsjOGMaj1BEKBUKhEcHAyg6Oc/LCys1LEug9rWrVvRuHFjZ3OQrVu3elxAQkKCx2PlcjmaN2+O0aNHo0OHDmjUqBGUSmWJcYIgYPr06R4fl6gmE0UBjTqocOOMBbk37CUHCEC7oT5Q6/kHjYiIarbc3FxERkYypFGdo9frkZSU5H1Qe+GFFzBp0iRMmjTJuV3WL5AkSRAEwas2+neGr/3792P//v2ljmNQo7pG6y+i21O+uLLfjCv7zbAUFF0GGRgpQ6sBWgQ0lLGTHhER1Xg2m63UD+mJajuFQgG7vZQP5P/HZVCbNGkSOnbsWGy7IqxYsaJCjktUG2j9ZWj5oAbRnVSwWwFBBBQaAWpfBjQiIqo9OJtGdVFZP/dug9qdunXrhpYtW7rtTHI37gyDRFSSKBPgE8hFgomIiIjqEo8/ln/xxRfx0ksvVWQtpbLZbMjIyMDatWsr/dxERERERERVweOglpeXh6ZNm5Z7AXa7HR988AF69uyJuLg4xMbGFvtq3bo1evTogZkzZ5b7uYmobrCYHMhLtyMjyYqs6zYYs+1w2N0vfUBERFTZZsyYgRYtWmDdunWl7l+wYAFatGiBFi1a4MqVK6WOGT16NFq0aIHTp097ff7bx7/z/GPHjkWLFi2QnJzs0THy8vKwYMECDBkyBPHx8WjTpg369u2LV199FcePHy/1ORkZGVi1apXX9XoiOTkZLVq0wNixY52PrVu3Di1atMCCBQvK/XzleWyPg1pCQgJ+/fVXZGVl3fNJ7/Sf//wHX3zxBXJychAVFQWZTIbg4GBER0dDpVJBkiQEBgZixowZ5XpeIqob8tLtOLzKiF8+zMWOhXnY9okB2z4x4OJuE0z5XFCViIiqjy5dugAAjh07Vur+PXv2QBSL3r7v3r27xH6z2YzTp0/D398frVq1qrhCXbh+/ToGDhyIhQsXQqfTYciQIRgzZgxatWqFjRs3YtSoUVi0aFGx52RmZqJ///7YuHFjpdUZGxtboh9HdeTxOmodOnTAoUOHkJCQgPj4eDRo0ABqtbrEOG+7M65fvx5+fn746aefnGu0BQUFYe7cuTCbzXjnnXfw3XffVchsHhHVbvmZduxekoeC7OKBzJwv4fR/C1GYIyH2QTVUWjZnISKiqucuqOXm5uL06dPo168ftm7dij179mDcuHHFxpw8eRIWiwUJCQnOQFeZ3njjDWRkZGDJkiXo1atXsX1//PEHHn/8ccyfPx89evRwrp9cWFiI/Pz8Sq3z9pV71Z3HQW3WrFnO/96zZ4/Lcd4GteTkZAwaNAj169cHALRu3Ro//fQTAEClUmHWrFk4cuQIli9fjq5du3p8XCKq2xx2CVcPmEuEtDtd2mtCdGcVVNpKLIyIiMiFevXqoWnTprh8+TKys7MREBDg3Ldv3z7Y7XY88MADSE9Px6FDh2A2m4s1+jt8+DCAoiaAla2goAD79u1DTExMiZAGAJGRkXjuuefwzjvvYNOmTc6gRq55HNQqso1+YGCg878bNWqEW7duwWAwQK/XQxRFdO/e3asFt4mITAYHrh40ux8kAdcOm9FmEJMaERFVD126dMGlS5dw4sQJ9OnTx/n4nj17IAgCunbtij/++APHjh3D4cOH0b17d+eYI0eOACgZ1C5duoR///vfOHDgAAwGA8LCwjBgwAA8++yz8PX1LZe6rVYrACAlJQU5OTnw9/cvMWbgwIEICQlBkyZNABTdz3X79qZDhw6hRYsWGDJkCObMmYPp06fj+++/x4oVK9CpU6dixxk7diwOHTqErVu3IiIiwvn4/v37sXjxYpw5cwYymQx9+/bF6NGjS9Rx+7yTJk3Ciy++6Hw8JycHixcvxq+//opbt27Bz88P3bp1w6RJkxAZGVniOKtXr8aqVauQlJSEgIAADB8+HCEhIXfx3Sudx0Gtoq7hDA8Px9WrV53bt78Jv//+O9q3bw8AkMvl5X5vHBHVbg4HnIuEu5OXYYfDJkGUcw0fKl2uyQibww61XAkfZclL/omIylPnzp2xcuVKHDt2rFhQ27t3L2JiYhAcHIxu3bphwYIF2LNnjzOo2Ww2nDhxAtHR0QgPD3c+78CBA3juuedgs9nQr18/NGjQAKdOncKSJUuwY8cOfPPNN9DpdPdct5+fH9q0aYNTp05hxIgRGDt2LHr37o2GDRs6xwQFBaF///7O7djYWCQmJmLFihVo0KABhgwZcteXJG7YsAH/+Mc/oFKp8OCDD0KtVmPbtm1urwS8U1paGkaPHo3r16+jS5cu6N+/P27duoWNGzdi+/btWL58ebH7/mbNmoVvvvkG4eHhGDZsGHJzc7FkyRLo9fq7qr80Hge1rKwsbN++HdevX0d2djYCAwMRHh6Ovn37Iigo6K4L6NWrF1auXIm1a9di8ODBaNmyJdRqNb7++mu0b98eBoMBW7ZscV4aSUTkCVEEZErAbnE/TqMXGdKoVGn52Th28yI2XjgAo8WEUF0ghsf1RqOA+gjQ3PubGiKqGlcOmHDi+0IYsxzwCRRx3xANGneuPh/CdOrUCTKZrNh9apcuXUJKSgoeeughAECbNm2g1+uxe/du5y1HZ8+eRUFBQbHZNLPZjGnTpkEQBHz33XeIiYlx7lu6dCnmzp2Ljz76CG+99Va51D5nzhw89dRTuHbtGt555x288847CAsLQ3x8PLp164aEhAT4+fk5x8fGxmLcuHHOoHbn7JY38vPzMXv2bGi1WqxatQrNmjUDALz00ksYN24c0tPTyzzGrFmzcP36dbz77rsYPny48/HRo0cjMTERr776Kv773/9CEAQcPXoU33zzDeLi4rBs2TJnODtz5kyx7pL3qsy7DLOysjB16lT07NkTM2fOxOLFi/F///d/+PTTT/HGG2+gV69emDx5MjIyMu6qgGeeeQahoaGYOXMm1q5dC61WixEjRmDTpk3o3r07EhISkJycjEcfffSujk9EdZPSV0RkO1WZ46I7lT2G6p7k3HRM2/Qp5u1dgwsZ15FsSMeRGxcwffNnWHjge2QV5FV1iUR0F64cMOHASiOMWUX3LxuzHDiw0ogrB0xVXNmfdDod4uLicPr0aVgsRZ823p4Vuj17JpPJ0LlzZ1y6dAmpqakASr8/bdu2bUhPT8fo0aOLhTQAePrpp1G/fn388MMPzssW71WTJk2wYcMGvPTSS85GgCkpKfjvf/+LGTNmoHfv3li+fHm5nOtOO3fuRE5ODkaOHOkMaUDR7VUvv/xymc/PyMjA1q1b0aZNm2IhDQDi4+PRv39/XLp0ybm8wI8//ggAmDx5crEZtLi4OIwaNao8XhKAMmbUrl69ijFjxiArKwuBgYHo1asXGjduDH9/fxQUFODy5cvYtWsXfvnlFxw5cgQrVqzwujtjQEAAfvjhB3zzzTfOmwpfeeUVWCwWbNiwASqVCo899hgmTpx496+SiOocuUJA855qJJ+0wFpY+iWQ4XFKaPzZ8ZGKyy7Mw3s7v8at/OxS9+9JOo0mAeEY2aYPZKKskqsjontx4vvCElda2C1Fj1enWbUuXbrg5MmTOHv2LO677z7s3r0bGo0G8fHxzjHdunXDL7/8ggMHDmDw4ME4fPgwFApFsduVbq+lduXKlVLX9VKpVCgsLERSUlKxgHMvdDod/v73v+Pvf/87UlNTcfDgQRw8eBA7duxAZmYm3nvvPQDAk08+WS7nA4pmEwGgbdu2JfbdvpXKnd9++w2SJMFsNpf6fbp9C9a5c+fQrl07nDt3zuX54uPj8cUXX3hVvysug5rZbMbf//535OTk4KWXXsLTTz8NpVJZYpzdbseKFSswd+5cTJ48GevWrSu1bb87vr6+eOaZZ5zbSqUSb775Jt58802vjkNEdCffYBE9n9Ph8CojDKl25+OCDGgUr0LL/hqofRnUqLh0Yw4uZd5wO+bHc3vxQNN4hPgGuB1HRNXL7Zk0Tx+vKp07d8bixYtx7NgxxMbG4siRI+jYsWOx9+K3Z9cOHjyIRx99FMePH0fbtm2LNQcxGAwAimbWtm3b5vJ8ubm5FfI6QkND8eijj+LRRx+FxWLBokWLsHjxYnz66acYN24cBKF8bj24/TpLu9dOp9NBLnd/t9ft13/hwgVcuHDB5bicnJwyz1daE5W75bLqn376CVevXsVrr72GxMRElweQyWR46qmnoFKpMHv2bKxfvx6PPfZYuRUIFLXwf/PNN/H555+X63GJqHYTRAEBDeTo+YwOBbkO5N2yQ6YA/BvIodIJUKgY0qikU6mXyxyTY8pHvqUQIWBQI6pJfALFUkOZT2D1+nsQHx8PtVqNkydPIiYmBiaTqUQnx4iICERFReHYsWO4ePEicnJySozx8fEBACxYsAAPPvhghdb88ccfY926dfjwww+d68HdSalUYurUqfj555+RlJSErKwst30uboc4h6Pkv1dBQUGx7dvh6HaAupPZbIbNZnNb++3v09ixYzFz5ky3Y/96vjuXUCittnvh8qfyxx9/RFRUlMc3xI0ePRqNGzd2roHmTk5ODubNm4eRI0diyJAhmDFjRrHOj7c5HA785z//waBBg7Bv3z6P6iAi+iu1XkRgQzmi2qsQ0VYF32AZQxoRUR103xANZH+5QEymLHq8OlEqlWjXrh3OnDmDQ4cOAQB69OhRYly3bt1w7do15z1sfw1qtzsonjx5stTzzJ8/H5999hmMRuM91+zr64v09HRs2rSpzLEqlcoZdlzNqikUCgAoUZvD4cD169eLPda6dWsAfy5PcKcTJ06UWU9Z36fvv/8e8+fPx5UrV4qd7+jRoyXGujrG3XD5TiUp6f+zd+/xPdf//8fv751Phm1mOR/bFGNyGBaGyGGGJCVUkjKJDiIpOaZIRfXR4fNB6CtiqIxMOc6xTyksSg5Lm7Exm533+v3h4/1rzbb3tO39Zrfr5eJy8Xq9nu/X6/F+Gt739/P1ej5Pqm3btiUakmzXrt11A9dfJSQkaMCAAfrwww/1448/6ujRo1q7dq369u2rmJgYc7tffvlFAwYM0Lx585Senq577rnH4joAALhRTas3KLZNZWd3uTvZ1gc7AMVrEOyi4KHu5hE0dy87BQ91t6nn065p166d4uLiFB0dLT8/P/PaY3/VoUMHGYah1atXq3LlymratGm+4926dVPlypW1bNky8/Nq16xevVrvvfeeNm3aZB5R+ifuv/9+VapUSZ9//rmWLl1aYCTMMAz95z//0cmTJzVgwADZ2199xvfabYnXJk65pkGDq/8W/30t5SVLlhS4VbNjx46qXr26Vq1apUOHDpn3p6amav78+cXWXqNGDbVv316HDh3S8uXL8x2LjY3VtGnT9PHHH5tnrLzvvvtkZ2ent99+O9+EiidOnNCyZcuKvZ6lCr31MSUlpcT3WLq7uxebyN977z2dPXtWHTp00BNPPCFvb29t375dCxYs0NSpU7Vp0yZ9/fXXmjRpkjIzM1WjRg298sor6ty5c4lqAQDgRvi6V1GDqrfpRPKfhbbp06S9vF1Lb60cAOWnQbCLTQazvwsODpZ0dW3h++67r9A2Dg4O+u2339SjRw9z+LnGw8NDc+bM0dNPP63BgwerS5cuqlOnjo4fP67t27fL09NTM2fOLJV6q1atqn/961966qmnNHPmTC1evFjt2rWTj4+PUlJStHfvXv32229q2bKlJkyYYH6dl5eXnJ2d9dNPP+m1115T8+bN1a9fP4WHh2vBggVas2aNEhMTFRAQoMOHD+vAgQMKCgoyz8AoSS4uLpo9e7aeeuopDRkyRN27d1eVKlX07bffFvt82jXTpk3TQw89pGnTpmnjxo1q1qyZLly4oM2bNysjI0MzZ84036rZpEkTjRkzRu+++67Cw8PVtWtXZWdna9OmTfLx8TE/y/ZPFTqi5uPjU+zo2N+dPHky3wJ717Nnzx7VqVNH//rXv9S2bVs1atRIjz32mCZOnKjTp0/r008/1fPPP6+srCwNHTpUX331FSENAFBuvNw8NanzEFVzr3zd461q+qu3f7Ac7JnxEUDZadq0qXkE59rEIX/n4eFhnnnw77c9XhMaGqrPP/9c3bp108GDB7VkyRL99ttv6t+/v7744osbXmD6elq1aqVNmzYpIiJCPj4+2rp1qz755BN9/fXX8vHx0YwZM7Rs2TK5ubmZX+Po6KgZM2bIz89Pq1atUmRkpKSrwW/58uXq3Lmzvv/+e/NI17JlyxQUFFTg2h06dNDy5cvVoUMH7dixQ2vXrtUdd9yhJUuWWFR77dq1tXbtWg0dOlR//vmnPv30U+3evVutW7fW0qVLC4TliIgIzZ8/XzVq1ND69eu1fft2DRo0SJMnT77R7ivAZBjGdeetnjBhgjZv3qzNmzfL19e32BPFx8fr3nvvVd++fTVt2rRC2wUFBalv37567bXX8u0/f/68QkJC5ODgoCpVqmju3LnmbxJudnFxceratauio6NVq1Yta5cDALBAwuVk7Yk7rKhf9ikt+9qC153UyKumvNwYTcOtq7w/txw9erRUwwJwMynq57/QscAhQ4Zo/fr1eu655/Thhx/K1bXwe/FTU1P1zDPPKCsrSw8//HCRxaSnp6tatWoF9nt5eUm6+vDkZ599ptq1axd5HgAAylL1SlXVN6CDOtZrrty8PDk7OKqSs1vxLwQAoBQUeutj8+bNNXz4cO3fv18DBgzQ2rVrlZiYmK/NxYsX9cUXXyg8PFyHDh1SRESEbr/99hsrxO5qKb179yakAQBsgslkUlXXSvJxr0xIAwCUqyKfrps4caLs7Oy0ePFivfTSS5KuThji4eGhjIwM84wr9vb2ioiIUERExD8uqHr16v/4HAAAAABwMysyqJlMJr344osKCwvT0qVLFRMTo4SEBKWmpkqSqlWrpm7duunBBx+84ZE0AAAAAEB+Fs1Xeccdd+j111+XdPUZs8uXL6ty5cpydna+oYv+8ccf2r9/f4mPtW7d+oauBwAAAAA3E8sWFvgLV1fXIicWsURkZKR56s2SHDt69Og/ui4AAAAA3AxKHNT+qf79+5f3JQEAAADgplLuQW327NnlfUkAAAAAuKkUOj0/AAAAAMA6CGoAAAAAYGMIagAAAABgY0r8jFpaWpq++eYbxcbGKj09XVWqVFHjxo0VGhoqd3f3sqgRAAAAACqUEgW1rVu3atKkSUpJSZFhGOb9JpNJnp6eev311xUaGlrqRQIAAABARWJxUPv55581duxYOTg46NFHH9Vdd90lX19fpaSkaN++fVq+fLnGjRunlStXKiAgoCxrBgAAAIBbmsVB7f3335e9vb1WrFihO+64I9+xDh06qHv37nrooYf04Ycf6q233ir1QgEAAIBb3Zo1azRp0qQC+52cnFS5cmX5+/urf//+6tOnT5nV4O/vr5o1a2rr1q1ldg0Uz+KgdvDgQXXr1q1ASLvmzjvvVLdu3bR3795SK+6affv2ad++fRozZkypnxsAAACwNQEBAerWrZt5+8qVKzp37px27typnTt3auPGjXrnnXfk4FDuyyKjnFj8J3vlyhX5+PgU2cbb21spKSn/uKi/27dvn9577z2CGgAAACqEJk2a6Omnny6wPzk5Wc8884y2bNmiOXPmaPLkyVaoDuXB4un569Spoz179igvL++6x3Nzc7Vnzx7VqlWr1Iq7pk2bNoqIiCj18wIAAAA3k6pVq+rtt9+Wl5eXPvvsM505c8baJaGMWBzUwsLC9Msvv2jKlCm6cuVKvmPJycmaNGmSjh8/rrCwsFIvsk2bNoymAQAAAJK8vLx0//33Kzs7W1FRUeb9p06d0iuvvKJ77rlHgYGBat68uXr16qV33nlHmZmZ+c7h7++v0aNHa8WKFWrfvr1atGihl156qdBrbtmyRXfeeafuvvtunTx5sqzeGv7C4lsfH3vsMW3fvl1ffPGFvv76a91xxx2qVKmSzp07p99//13p6ekKCgrSiBEjyrJeAAAAoMJr1aqVFi1apIMHD2rkyJGKjY3VkCFDlJubq65du6pGjRpKSkrSli1b9P777+vUqVMFJvz78ccftWvXLoWHhys3N1dBQUHXvda2bds0btw4eXt769NPP1XdunXL4y1WeBYHNScnJy1evFgfffSRIiMjdfDgQfOxWrVqqX///ho5cqScnJyKPE90dLQaNGig+vXrm7ctZW9vL09PTzVp0kSurq4Wvw4AAACQpI3H9mphzFolpCapuiANOYcAACAASURBVIeXxrTrr563t7V2WSVWo0YNSdK5c+ckSfPnz1dqaqqWL1+uVq1amds9++yzuueeexQVFaWZM2fm+wx9/vx5zZw5UwMHDiz0OjExMXr66afl7e2tpUuXEtLKUYmmiXFyclJERIQiIiKUlpam1NRUubu7y8PDw9wmPT29yBAVERGhMWPGmG9ljIiIkMlkKlHRrq6uevPNN9W1a9cSvQ4AAAAV18ZjezXj20+VkZMlSYpPTdKMbz+VpJsurDk6OkqSUlNTJUlDhw5Vz54984U06epkf40bN9YPP/ygS5cu5fucbjKZdO+99xZ6jQMHDmj06NHy8vLS0qVLVadOnTJ4JyiMxUGta9euGj58uIYNGyZJcnd3l7u7e742Cxcu1PLlyxUTE1PoecaMGaM2bdqYt0sS1PLy8pSYmKj169dr9uzZBDUAAABYbGHMWnNIuyYjJ0sLY9bedEEtLS1NkuTm5iZJCgkJkSRdvHhRv/zyi06fPq3Tp0/r8OHDOnz4sKSrk//9VdWqVfMNuPxVcnKyRo0apStXruiuu+4ipFlBoUEtLi7OnNAl6Y8//tCJEycUGxt73fbZ2dmKiYlRenp6kRf8+6Qg15t2tDjp6enasmVLiV8HAACAiishNalE+21ZXFycJKl27dqSrt4C+frrr2vTpk3KycmRJPn6+iooKEjVq1dXXFycDMPId46i7oK7cuWK/Pz8VL9+fe3YsUORkZHq169fGb0bXE+hQe3HH3/Uc889Zx7tMplMWrlypVauXFnoyQzDUIcOHUq/yr/p1q2bvL29y/w6AAAAuHVU9/BS/HVCWXUPLytU88/s27dPktSyZUsZhqEnnnhCR48e1cMPP6zevXurYcOGqly5siRp0KBB5mBnKXd3dy1btkxZWVkKDw/X7NmzFRISUuy6yig9hQa13r1768iRI0pKSpJhGIqMjFRAQICaNGly3faOjo7y9fXVkCFDirzgtVsnS8pkMmnJkiWSpHvvvbfI+2kBAACAvxvTrn++Z9QkycXBSWPa9bdiVSV36dIlrV+/Xo6OjurVq5d++eUXHT16VMHBwZoyZUq+ttnZ2ebp9P8+olaUKlWqmEfrRo0apYULF2ratGl69913S+19oGhFPqP2wgsvmH+/b98+DRgw4IaD1l/PU2RBDg6qVKmS0tPTlZGRIUlydnaWs7PzP7ouAAAAKrZrz6HdzLM+pqam6tlnn9WlS5c0cuRIVa9e3bzGcXJysnJycuTgcPUjfm5urmbNmqVLly5JkvmWyJIaNWqUvv76a23atElRUVEMmJQTiycT2bp1a6lccP/+/fm2z549qxEjRqhBgwZ6/vnn1bRpU9nZXV2H+/jx45o3b56OHj2qxYsXl8r1AQAAUHH1vL3tTRHMjh49qgULFpi3MzIydPbsWe3atUuXLl1Sjx49NG7cOElSvXr11LJlS33//fcaOHCg2rVrp6ysLO3YsUOnTp2St7e3Lly4oIsXL95QLU5OTpo+fboefvhhTZ8+XW3btlXVqlVL5X2icCWanr80VKpUKd/2woUL5eHhoQ8//FAuLi75jjVu3FgLFizQgAEDNGPGDH3yySflWSoAAABgFbGxsfkm8XN0dJS3t7datWql8PBwde/ePd9cEu+9957effddbd++XcuWLZOPj48aNmyoyZMn6+LFi5owYYK+++67Qhe1Lk6rVq00aNAgrVy5UjNnztTcuXNL5X2icOUe1P5u165dGjhwYIGQdo2jo6Pat2+vzz//vJwrAwAAAMrXgAEDNGDAgBK/zsvLS1OnTi30eHh4eL7tX375pdC2hR2bNm2apk2bVuLacGPsrF2Aq6ur/vzzzyLb/PrrrwVG4gAAAADgVmX1oNauXTtFR0dr3bp11z2+ePFi7d69m8WtAQAAAFQYVr/1cfz48dqzZ48mTpyojz/+WE2bNpW7u7tSU1P13//+V6dPn1bdunX1zDPPWLtUAAAAACgXFge1Ll26KCwsTH379lXDhg1LrYCaNWvqiy++0FtvvaVvvvlGx48fNx+rVKmSBg8erPHjx8vT07PUrgkApSU7N0cXrqTox/hf9eOfv8nFwVldGgTpNk9vebvx7xYAALgxFgc1Ozs7LVq0SB9++KHuuOMO9evXT71795aX1z9fyb169eqaM2eOZsyYodOnTyslJUWenp6qW7duvnUg7O3tLT7nhg0b9MEHHygnJ0fDhw8vsBD3tm3bzLPV3H777Zo2bZrc3d01YMAA5ebmSro6DeqZM2e0fft2ZWZmqk+fPqpTp44kycfHh1kogQouMztL3/95XHO2fab0nEzz/q9+iVEDrxqaEjpMNTy9rVghAAC4WZmMEixR/v3332vDhg2KiopScnKyHBwcFBISovDwcHXt2lVOTk6lXuCpU6e0evVqRUZGaseOHRa9JiEhQQ8++KDWrFkjJycnDR48WG+99ZYaNWokSUpJSVGPHj306aefqlGjRvroo4+UkJCgl19+Od95JkyYoAYNGujJJ5/Upk2btGvXrhua6SYuLk5du3ZVdHS0atWqVeLXA7BNx8/H6ZkvFyjXyLvu8XpV/TTrnsfl7V65nCsDgBtX3p9bjh49qiZNmpT5dQBbVNTPf4meUWvZsqVatmypyZMna8eOHVq/fr2+++47fffdd/Lw8NC9996r8PBwtW7d+h8VnJWVpaioKK1atUoHDhyQYRjmdSIssXv3bgUHB6tKlSqSpB49eigqKkpjxoyRJJ08eVI1atQwB7fQ0FA9/vjj+YJaTEyMYmNjNXv2bEnSTz/9pGPHjik8PFyVK1fW5MmT5e/vX+DaKSkpSklJybcvPj6+ZB0AwOZdycrQZ4eiCw1pknQyOV6nLyUS1ACgGCX9rAfcCoobL7uhyUQcHBwUGhqq0NBQZWVlacuWLZo7d66++OILffHFF7rtttt0//33a8iQISV6tiw2NlarVq3Sl19+qZSUFBmGIQ8PD/Xq1atE60mcO3dO1apVM2/7+vrq0KFD5u169eopPj5esbGxCggI0MaNG3X+/Pl853j33Xc1fvx48+2Wzs7O6tu3rwYPHqwdO3YoIiJCX3/9dYFRxCVLlmjhwoUW1wrg5nQ584r2nD5SbLtNx/equV8D2dlZfZJdALBJDg4OysrKkrOzs7VLAcpVdnZ2kY923fCsj5cvX9amTZu0ceNG7d+/X1lZWfLx8dE999yjo0eP6p133tGyZcv0wQcfKDAwsNDzpKam6ssvv9SqVat05MgRc7KsX7++nnrqKfXo0aPEf3Hz8vLyfSvz929pPD09NWfOHE2ZMkV5eXkaNGiQHB0dzcePHz+u5ORkhYaGmvc9/fTT5t936tRJ8+bN04kTJxQQEJDv2sOHD1f//v3z7YuPjy/wjByAm1uejCJH065Jz85SrpEnO+uvhgIANqly5cq6cOGCbrvtNkbVUKGkpKQUuVZ0iYJaZmamtm7dqi+//FI7duwwf/vRtWtX9evXTyEhIeZUuHPnTo0aNUovv/yy1q9fX+BcBw8e1OrVqxUVFaWMjAwZhqHGjRsrLCxMb731ltq2bau+ffuW8O1e5efnpwMHDpi3ExMT5evra97Ozc2Vn5+fVq1aJUk6dOiQateubT6+ZcsW9erVK985P/30U/Xp00dVq1aVdDX8XZvo5K88PT2ZoRKoABztHOTn4aX41KQi293hW1eO9lZfCQUAbJaXl5fOnDmjuLg4ValSRW5ubrKzsyO04ZZkGIays7OVkpKi5ORk80SF12Pxp4cJEyYoOjpaV65ckWEYatmypfr166devXrJw8OjQPuQkBA1bNhQcXFx+fb/+9//1urVq/X777/LMAzVrFlTvXr1Up8+fczPfL311luWlnVd7du314IFC5SUlCRXV1dt3rxZ06dPNx83mUx67LHHtGrVKvn6+mrx4sX5gtkPP/yg4cOH5zvn/v37lZGRoZEjR2rfvn3Ky8tTgwYN/lGdAG5e3m6eGtC0o97fE1loG3uTnULqFX5HAQDg6q2PdevWVXJyspKTk3X27Fnl5RV/xwJws7K3t1elSpVUp06dIu8ctDiorV+/XrVr19Yjjzyifv365RuBKkxwcHC+kSxJeuONN+Tq6qpHHnlEPXv2LPK2yBtVvXp1jR8/XsOGDVN2drYGDhyowMBAjRw5UmPHjlWzZs00bdo0Pf7448rKylK7du00YsQI8+vPnDmj6tWr5zvn5MmTNXHiRK1bt07Ozs6aN28ez5wAFZjJZFJI3WbacfKQfoo/UfC4TBrb/j7WUgMAC9jZ2cnb21ve3ixpAlxj8fT8Bw4cUKtWrYptl56eLldX10KPt27dWpcvX5aHh4eCg4MVEhKi7t2751uPLSAgQIMHD9bUqVMtKc3mMT0/cOu6cOWStv72X0Ue2anzVy5JkppWr69hQd3V2LuW3JxcrFwhAJQMn1sA22DxiNqLL76oRx55REOHDi20zcKFC7V8+XLFxMQU2mbXrl2Kjo7WunXr9N1332nLli2aMWOGgoOD1adPH3Xr1q1k7wAArMjbrbLua9pRnRu0UGZOtuxNdnJzclFlF3drlwYAAG5ihQa1uLg4paammrf/+OMP/fbbb4qNjb1u++zsbMXExCg9Pb3ICzo5Oalnz57q2bOnkpKStGHDBq1bt047d+7Url279Oqrr8pkMun8+fPKysoqk0W0AaA02ZnsVM29irXLAAAAt5BCg9qPP/6o5557zjzjjslk0sqVK7Vy5cpCT2YYhjp06GDxxb28vDR8+HANHz5cv/32m9auXasvv/xS8fHxio6OVvv27XXPPfeob9++Cg4OZvYfAAAAABVCkc+ovfnmm0pKSpJhGIqMjFRAQICaNGly3baOjo7y9fXVkCFDzFPY3wjDMLRnzx6tXbtW33zzjdLT02UymeTr66tt27bd8HmtiXu9AQDAzYLPLYBtKPIZtRdeeMH8+3379mnAgAEaNmxYmRZkMpnUrl07tWvXTunp6dq0aZMiIyO1b9++Mr0uAAAAANgKiycT2bp1a1nWcV2urq7q16+f+vXrp4SEhHK/PgAAAABYQ6FBbenSpWrRooV5nbOlS5dafNKiRt1Gjx6tCRMmqF69epZXKeVb1+zYsWOaN2+eFi1aVKJzAAAAAMDNoNCgNmvWLI0ZM8Yc1GbNmiWTyaTill0zmUxFBjUvLy/16dNHYWFhGjZsWKHPvF1PTEyMPv/8c23evFn9+/e3+HUAAAAAcDMpNKjNnj07X4iaPXt2qVxwxowZ6tOnj1599VVFRkaqQYMGCgkJUdOmTdWoUSNVrVpVLi4uunz5spKTk/Xrr7/q4MGDiomJ0Z9//qm6devqgw8+UMeOHUulHgAAAACwNYUGtb+PWLm5ualFixb5bkG8UcHBwfr6668VFRWl//znP1qyZEmhU+8bhiGTyaRmzZrp+eefV8+ePZmmHwAAAMAtzeLJRF599VW1aNFC//rXv0rlwvb29urdu7d69+6tM2fOaO/evTpy5IguXLig1NRUVa5cWdWqVVPjxo3VqVMnVatWrVSuCwAAAAC2zuKglpmZqQYNGpRJEbVr11bt2rXL5NwAAAAAcLOxs7Thfffdp/Xr1+vYsWNlWQ8AAAAAVHgWj6h5enpKkvr166e6deuqZs2acnFxKdDOZDJpwYIFpVchAAAAAFQwFge1999/3/z733//Xb///vt12zHRBwAAAAD8MxYHtejo6LKsAwAAAADwPxYHtZo1a5ZlHQAAAACA/7E4qF1z6tQpXbhwQXl5eTIMQ9LVtc5ycnJ08eJFbdu2TXPmzCn1QgEAAACgorA4qCUlJWnUqFH6+eefi21LUAMAAACAG2fx9PzvvPOOfvrpJzVu3FiDBw+Wu7u7AgMD9cADD6hVq1YyDEPe3t5au3ZtWdYLAAAAALc8i0fUduzYofr16ysyMlJ2dna6cOGCMjIyNHXqVElSZGSkJk6cqB9++EEBAQFlVS8AAAAA3PIsHlE7d+6cOnToIDu7qy9p0qSJfvzxR/Pxfv36qXXr1oqMjCz9KgEAAACgArE4qLm4uMjZ2dm8XadOHaWkpCghIcG8LzAwUGfOnCndCgEAAACggrE4qDVs2DDfCFr9+vVlGIaOHDli3peamqr09PTSrRAAAAAAKhiLg1qvXr104MABvfjii4qLi5O/v798fX317rvv6rffftPevXv11VdfqV69emVYLgAAAADc+iwOakOGDFH37t21bt06HThwQPb29ho9erSOHj2qPn366JFHHlFqaqpGjhxZlvUCAAAAwC3P4lkfHRwc9O677+rHH3+Un5+fJGnw4MGqXLmyvvrqKzk7O6tv377q1KlTmRULAAAAABWBxUHtmubNm+fb7tmzp3r27FlqBQEAAABARVdoUEtNTb3hk3p4eNzwawEAAACgois0qLVq1Uomk6nEJzSZTPlmggQAAAAAlEyhQa1169blWQcAAAAA4H8KDWqffvppedYBAAAAAPgfi6fnBwAAAACUj0JH1MaMGaNevXqpV69e5m1LmEwmLViwoHSqAwAAAIAKqNCgtmXLFgUEBOTbtsSNTEACAAAAAPj/Cg1q0dHR8vT0zLcNAAAAACh7hQa1mjVrFrkNAAAAACgbhQa1wmRmZuqPP/5QVlZWoW3+esskAAAAAKBkLA5qycnJeuWVVyx6Vu3o0aP/qCgAAAAAqMgsDmqzZs3SN998o7p16+rOO++Us7NzWdYFAAAAABWWxUFt165dCgoK0vLly2Vnx/JrAAAAAFBWLE5cWVlZatmyJSENAAAAAMqYxakrJCREBw8eLMtaAAAAAAAqQVCbNGmSzp07p2effVaHDh1SUlKSUlNTr/sLAAAAAHDjLH5GrXLlymrWrJk2btyojRs3FtrOZDLpyJEjpVIcAAAAAFREJZr1cfPmzXJxcVHDhg3l6upalnUBAAAAQIVlcVDbvHmzGjVqpBUrVqhSpUplWRMAAAAAVGgWP6OWmZmpjh07EtIAAAAAoIxZHNRatmyp2NjYsqwFAAAAAKASBLUXX3xRP/zwg15//XX9+eefZVkTAAAAAFRoFj+j9vrrr8vLy0tLlizRkiVL5ODgcN0JRUwmk/bu3VuqRQIAAABARWJxUDt58qQk6bbbbiurWgAAAAAAKkFQ27p1a1nWAQAAAAD4H4ufUQMAAAAAlI9CR9SWLl2qFi1aKDAw0LxtqWHDhv3zygAAAACggio0qM2aNUtjxowxB7VZs2bJZDLJMIwiT2gymQhqAAAAAPAPFBrUZs+erSZNmuTbBgAAAACUvUKDWv/+/YvcBgAAAACUjX80mUhmZqZOnTqltLS00qoHAAAAACq8YoPa1q1bNWnSJMXGxpr3GYahefPmKTg4WPfee6/atGmjcePGKTk5uUyLBQAAAICKoMh11F555RWtWrVKktS5c2cFBARIkubPn6+PPvpIJpNJ7du3lyRt3rxZv/76q9asWSMnJ6cyLhsAAAAAbl2Fjqht3bpVn3/+uZo0aaKPP/5YnTt3liQlJCTo3//+t0wmk6ZPn65PPvlEn3zyiRYsWKBff/21RNP4AwAAAAAKKnREbfXq1apSpYqWLl0qDw8P8/6oqCjl5OSobt26GjhwoHl/165d1bJlS0VFRenxxx8v26otsGHDBn3wwQfKycnR8OHDNWTIkHzHt23bprlz50qSbr/9dk2bNk3u7u4aMGCAcnNzJUkZGRk6c+aMtm/fLk9PT02ePFk///yzXFxcNHfuXDVs2LDc3xcAAACAW1+hI2qHDh1S586d84U0Sdq9e7dMJpO6dOlS4DXNmzfXqVOnSr/KEkpISND8+fO1YsUKRUZGauXKlfr111/Nx1NSUjRx4kTNnz9fGzZsUEBAgObPny9JWrNmjdatW6d169apefPmGjt2rHx8fPTpp5/K1dVVGzdu1EsvvaRJkyZZ6+0BAAAAuMUVGtQuXbqk6tWr59uXl5engwcPSpLatWtX4DUODg7Kzs4u5RJLbvfu3QoODlaVKlXk5uamHj16KCoqynz85MmTqlGjhho1aiRJCg0N1ZYtW/KdIyYmRrGxsRo5cqQk6bvvvlPfvn0lSa1bt1ZSUpLOnj1b4NopKSmKi4vL9ys+Pr6s3ioA/GM52YZSL+Tq4h85uvRnjq5czJNhGNYuCwCACq3QWx8rVapUYBbHQ4cOKTU1VY6OjmrdunWB15w8eVJVq1Yt/SpL6Ny5c6pWrZp529fXV4cOHTJv16tXT/Hx8YqNjVVAQIA2btyo8+fP5zvHu+++q/Hjx8ve3v6656xWrZri4+NVo0aNfK9bsmSJFi5cWBZvCwBKXVpSro5uydCZ/2Yq93/fs7lVtZN/FxfVauYkZ49/tIoLAAC4QYUGtWbNmmn37t3Ky8uTnd3V/6i//PJLSVdH01xdXfO1T0xM1M6dO3X33XeXYbmWycvLk8lkMm8bhpFv29PTU3PmzNGUKVOUl5enQYMGydHR0Xz8+PHjSk5OVmhoaKHnMAzD3C9/NXz48AKLg8fHxxd4Rg4ArO1Kcq52fnxZl8/l/W1/nv77xRWlJeUpoIuLnFwJawAAlLdCg9qgQYMUERGhZ599VkOGDNGxY8e0cuVKmUymAqEjKSlJ48aNU0ZGhvn2QGvy8/PTgQMHzNuJiYny9fU1b+fm5srPz8+89MChQ4dUu3Zt8/EtW7aoV69e+c5ZvXp1nTt3TnXq1JEknT9/Pt85r/H09JSnp2epvh8AKG1GnqHT32cVCGl/dey7DNW9y1lOroU2AQAAZaTQr0m7du2qIUOGKCoqSsOGDdOMGTOUnZ2tBx98UJ06dTK3e/LJJxUaGqqDBw+qR48e6tatW7kUXpT27dsrJiZGSUlJSk9P1+bNm9WxY0fzcZPJpMcee0wJCQkyDEOLFy/OF8x++OEHtWrVKt85O3XqpHXr1kmSDhw4IGdn5wK3PQLAzSI9xdBvuzOKbmRIJ/dnysjjeTUAAMpbkQteT5kyRT169NC3336rnJwcdejQwbye2jUnTpyQu7u7nnjiCT311FNlWavFqlevrvHjx2vYsGHKzs7WwIEDFRgYqJEjR2rs2LFq1qyZpk2bpscff1xZWVlq166dRowYYX79mTNnCkykMnToUL3yyivq3bu3nJyc9MYbb5T32wKAUmPkGUq/VHwAu5yQq9xcyYG7HwEAKFcm4x9O7ZWamlpgCn/kFxcXp65duyo6Olq1atWydjkAoLTkXH0z95JyMotuV+cuJ7V6wF12dqaiGwK4ZfC5BbAN//g7UkIaANx8nN3tVLuFc7HtGgQ7E9IAALACbmYBgArIwcmkxp1c5FBEVvNp6CAPH/vyK8oG5OUayrySp6z0widZAQCgPBT5jBoA4Nbl4W2njqM8tXdZqtKS/hJMTFKNOxzVor+bXCpVjO/zcjLzdOWioZP7M3XhZI7s7KXaQU6qfruj3Kra5VueBQCA8kBQA4AKys7eJK86Duoc4anUC7m6GJcrOwepWkNHOVcyydmtYoS07Iw8nfkhS99/cUX6y1Pbib/lyMndpLtHVlKVmvaENQBAuSKoAUAF51rZTq6V7VStgaO1S7GKS/G5BULaNVlphnZ+fFldxnrK3ati3QYKALCuivF1KQAA15GdnqfY6IzrhrRrMlMNnT+ZU35FAQAgghoAoALLyjB07lh2se3O/DdLOdks/A0AKD8ENQBAxWVIlqwmauTKsoYAAJQSghoAoMJycDKpaq3inz2r7u8oe0cmEwEAlB+CGgCgwnL2sFNAV9ci29g5SDXudGTWRwBAuSKoAQAqNO+6DmrQ/vorf5vspeCHPeRamf8uAQDli+n5AQAVmrOHne7s7qoadzgq9tsMXfwjV3b2Vxf9btzRRe4+9tz2CAAodwQ1AECF5+xhJ78AJ1Wt7aCcLEMmSU7uJjk4MZIGALAOghoAAP/j7G4nZ3drVwEAAM+oAQAAAIDNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI25ZYPahg0b1KtXL3Xv3l3Lly8vcHzbtm0KCwtTWFiYnnvuOaWlpUmSUlNT9dxzz6lfv37q16+fDh8+LEn6448/FBQUpPDwcIWHh2vEiBHl+n4AAAAAVBy3ZFBLSEjQ/PnztWLFCkVGRmrlypX69ddfzcdTUlI0ceJEzZ8/Xxs2bFBAQIDmz58vSZo9e7Zuu+02RUZG6tlnn9XUqVMlST///LPCwsK0bt06rVu3Tp988ok13hoAAACACuCWDGq7d+9WcHCwqlSpIjc3N/Xo0UNRUVHm4ydPnlSNGjXUqFEjSVJoaKi2bNkiwzC0efNmPfHEE5Kkjh07atasWZKkn376SceOHVN4eLiGDRumX375pfzfGAAAAIAK4ZYMaufOnVO1atXM276+vkpISDBv16tXT/Hx8YqNjZUkbdy4UefPn9eFCxfk5OSkFStW6IEHHtCwYcOUm5srSXJ2dlbfvn21du1ajRgxQhEREcrKyipw5yCzcgAAIABJREFU7ZSUFMXFxeX7FR8fX8bvGAAAAMCtxMHaBZSFvLw8mUwm87ZhGPm2PT09NWfOHE2ZMkV5eXkaNGiQHB0dlZubq/Pnz6tSpUpauXKldu3apYiICEVHR+vpp582v75Tp06aN2+eTpw4oYCAgHzXXrJkiRYuXFj2bxIAAADALeuWDGp+fn46cOCAeTsxMVG+vr7m7dzcXPn5+WnVqlWSpEOHDql27dqqWrWqHBwc1KdPH0lShw4ddOXKFV24cEFff/21+vTpo6pVq0q6Gv4cHAp23/Dhw9W/f/98++Lj4zVkyJBSf58AAAAAbk235K2P7du3V0xMjJKSkpSenq7NmzerY8eO5uMmk0mPPfaYEhISZBiGFi9erF69esnJyUnt27fXV199JUn64Ycf5OrqqqpVq2r//v1avXq1JGnfvn3Ky8tTgwYNClzb09NTtWrVyvfLz8+vfN44AAAAgFvCLTmiVr16dY0fP17Dhg1Tdna2Bg4cqMDAQI0cOVJjx45Vs2bNNG3aND3++OPKyspSu3btzNPtz5w5U6+88opWrFghBwcHzZ8/X3Z2dpo8ebImTpyodevWydnZWfPmzZOd3S2ZcwGgwsvOzVF2bo6c7B3lYG9v7XIAABWQyTAMw9pF3Ori4uLUtWtXRUdHq1atWtYuBwBQiAtXUnT64jl9GbtbqVnpqlPFV71uD5aPe2VVcnazdnlAueBzC2AbbskRNQAASiohNUnTv/1Ux8/Hmff98OevWn90t+67s6MeCAxVZRcPK1YIAKhIuHcPAFDhXcpI1du7VucLaX/1xeHt2nnqJ3ETCgCgvBDUAAAVXtKVy/r+7PEi26w89K3OX7lUThUBACo6ghoAoML74c9fi22TkJqs1Mz0cqgGAACCGgAAysrNsaidIW59BACUD4IaAKDCa+Jbp9g2bo7OcnN0KYdqAAAgqAEAoBqVvOXn4VVkm3satZKXm2c5VQQAqOgIagCACs/brbJe6jyk0BGzRt41NbBpJznZs6oNAKB88D8OAKDCM5lMauRdSwvCxmr90V3a+tv3SsvOUHUPL/W/M0Tt6zRVNfcq1i4TAFCBENQAAJBkb2enWpWr6fHWfTSwaScZkuxNdvJ285TJZLJ2eQCACoagBgDAXzjZO8jXo6q1ywAAVHA8owYAAAAANoagBgAAAAA2hqAGAAAAADaGoAYAAAAANoagBgAAAAA2hqAGAAAAADaGoAYAAAAANoZ11AAAACyQnpKrrDQpJytPjq52cnY3ydmd77wBlA2CGgAAQBGyM/KUeCJHP315RZfP5Zn3e9dzUIt+bqp8m73s7E1WrBDArYivgQAAAAqRl2soPjZHu/+Tmi+kSdKFkzn67v0UXfoz10rVAbiVEdQAAAAKkZGSp/+uTZOM6x/PzZJ+XH9FmWl5128AADeIoAYAAFCISwm5ykorJKX9z/nfc4ptAwAlRVADAAAoRNoFC0bKDCk7k6AGoHQR1AAAAArh4mHZJCH2jkwmAqB0EdQAAAAKUbWWg+ydim5T+TZ7ObsR1ACULoIaAABAIZwr2alJV9fCG5ikwD5ucvHkIxWA0sU6agAAAIVwcDKpfltnySTFRqcrJ/P/H3OpZFLQfe7yqmdvvQIB3LIIagAAAEVw9rBT47tdVLuFky6ezVVmqiF3bztV8rGTS2U72dlx2yOA0kdQAwAAKIa9o0nuXvZy92L0DED54IZqAAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEENQAAAACwMQQ1AAAAALAxBDUAAAAAsDEO1i6gIsjNzZUkxcfHW7kSAACAol37vHLt8wsA6yColYPExERJ0pAhQ6xcCQAAgGUSExNVt25da5cBVFgmwzAMaxdxq8vIyNDPP/+satWqyd7evlyuGR8fryFDhmj58uXy8/Mrl2veCui3kqPPbgz9dmPot5Kjz25MRe633NxcJSYmqmnTpnJxcbF2OUCFxYhaOXBxcVGrVq2scm0/Pz/VqlXLKte+mdFvJUef3Rj67cbQbyVHn92YitpvjKQB1sdkIgAAAABgYwhqAAAAAGBjCGoAAAAAYGPsp06dOtXaRaBsODs7q23btnJ2drZ2KTcV+q3k6LMbQ7/dGPqt5OizG0O/AbAmZn0EAAAAABvDrY8AAAAAYGMIagAAAABgYwhqt4ANGzaoV69e6t69u5YvX17g+JYtWxQeHq6+fftq9OjRunTpkhWqtD3F9ds333yjsLAw9e7dWxMnTlRWVpYVqrQtxfXZNd999526dOlSjpXZtuL6beHChQoNDVV4eLjCw8OL7NuKorg+O3HihIYOHaq+fftqxIgR/Lv2P0X129GjR80/Y+Hh4br77rvVp08fK1VqW4r7eTt8+LDuu+8+9e3bV6NGjVJKSooVqgRQ4Ri4qcXHxxuhoaFGcnKykZaWZoSFhRnHjx83H798+bLRoUMHIz4+3jAMw3j77beN6dOnW6tcm1Fcv6WlpRkhISFGYmKiYRiGMW7cOOP//u//rFWuTSiuz65JTEw07r33XiM0NNQKVdoeS/pt1KhRxvfff2+lCm1PcX2Wl5dndO/e3di2bZthGIbx5ptvGm+88Ya1yrUZlv4dNQzDuHLlitG7d29j//795Vyl7bGk3x588EHju+++MwzDMGbPnm289dZb1igVQAXDiNpNbvfu3QoODlaVKlXk5uamHj16KCoqynw8Oztbr776qqpXry5J8vf3159//mmtcm1Gcf3m5uamrVu3ysfHR+np6bpw4YI8PT2tWLH1Fddn17z88ssaM2aMFSq0TZb0288//6xFixYpLCxM06ZNU2ZmppWqtQ3F9dnhw4fl5uamjh07SpKefPJJDRkyxFrl2gxL/45K0qJFi9S6dWu1atWqnKu0PZb0W15entLS0iRJ6enpcnFxsUapACoYgtpN7ty5c6pWrZp529fXVwkJCebtqlWr6p577pEkZWRk6MMPP1S3bt3KvU5bU1y/SZKjo6O2bdumzp07Kzk5WSEhIeVdpk2xpM+WLl2qO+64Q82bNy/v8mxWcf2WlpamJk2a6IUXXtDatWuVkpKi999/3xql2ozi+uz06dPy8fHRSy+9pP79++vVV1+Vm5ubNUq1KZb8HZWky5cv6/PPP+cLlf+xpN8mTpyol19+WSEhIdq9e7cGDx5c3mUCqIAIaje5vLw8mUwm87ZhGPm2r7l8+bKeeOIJBQQEqH///uVZok2ytN86deqkvXv3KjQ0VBV9ycHi+uzYsWPavHmzRo8ebY3ybFZx/ebu7q6PPvpIDRs2lIODgx577DFt27bNGqXajOL6LCcnR/v27dODDz6otWvXqnbt2nr99detUapNsfTftfXr16tbt27y9vYuz/JsVnH9lpGRocmTJ2vx4sXauXOnHnroIb344ovWKBVABUNQu8n5+fkpMTHRvJ2YmChfX998bc6dO6eHHnpI/v7+mjlzZnmXaJOK67eLFy9q586d5u2wsDD98ssv5VqjrSmuz6KiopSYmKj77rtPTzzxhPnnrqIrrt/Onj2r1atXm7cNw5CDg0O51mhriuuzatWqqW7dumrWrJkkqU+fPjp06FC512lrLPn/QLo6wVSvXr3KszSbVly/HTt2TM7OzgoMDJQkPfDAA9q3b1+51wmg4iGo3eTat2+vmJgYJSUlKT09XZs3bzY/tyFJubm5evLJJ9WzZ09Nnjz5ut+uVkTF9ZthGHrhhRd09uxZSVdDSMuWLa1Vrk0ors/Gjh2rTZs2ad26dfrwww/l6+urFStWWLFi21Bcv7m4uOjNN9/UmTNnZBiGli9fbr5duaIqrs+CgoKUlJSk2NhYSdLWrVt15513Wqtcm1Fcv0lX/207fPiwgoKCrFSl7Smu3+rWrav4+HidOHFCkhQdHW3+kgAAylLF/tr2FlC9enWNHz9ew4YNU3Z2tgYOHKjAwECNHDlSY8eOVXx8vI4cOaLc3Fxt2rRJktS0adMKP7JWXL81a9ZM06dP16hRo2QymdSoUSO99tpr1i7bqizpMxRkSb9NmzZNTz31lLKzs9WyZUs9+uij1i7bqizps/fee08vv/yy0tPT5efnpzfeeMPaZVudJf2WlJQkR0dHOTs7W7tcm2FJv82ePVvjxo2TYRjy9vbWrFmzrF02gArAZBiGYe0iAAAAAAD/H7c+AgAAAICNIagBAAAAgI0hqAEAAACAjSGoAQAAAICNIagBAAAAgI0hqKFCWLNmjfz9/Yv9tWXLFmuXWiEsWLBA/v7+Gjp0qAqbeDYlJcXcprSNHj1a/v7+iouLK/VzS1JCQoIWLFigfv36qXXr1goMDFTv3r01d+5cJScnl8k1re1G/rwMw9DWrVsVERGhLl26qGnTpgoODtYTTzyhbdu2FWh/7eemPP6e7ty50yqLaGdnZ2vDhg0aMWKEOnXqpKZNmyokJETPPPOMvv/++wLty7NPAADli3XUUKG0adNGbdq0KfR4/fr1y7Ea7Nu3T6tXr9b9999v7VJKzTfffKOJEycqNTVVbdq0UXh4uCTp+++/10cffaTIyEgtX75cdevWtXKl1pWSkqIJEybo22+/lbe3tzp06CBfX1/Fx8dr69at2rZtm0aMGKEJEyaUe20rVqzQa6+9pvfee69crxsfH69nnnlGP/zwg2rWrKn27dvLy8tLp0+fVnR0tDZt2qQpU6ZoyJAh5VoXAMA6CGqoUNq0aaOnn37a2mXgL958802FhobKx8fH2qX8Y/v379fYsWNVpUoVrVy5Ui1atMh3fNmyZZo+fboeffRRbdy4scIuOmwYhsaNG6ddu3bpgQce0KRJk+Tq6mo+fv78eT366KP65JNPVKtWLT300EPlWt+FCxfK9XqSlJmZqccff1zHjx/X008/rVGjRsnR0dF8/Pfff9ewYcM0ffp01apVS506dSr3GgEA5YtbHwFYzR133KFLly5pxowZ1i7lH8vLy9PEiROVl5enhQsXFghpkvTwww+rT58++uOPP7RmzRorVGkb1qxZo127dikkJESvvfZavpAmST4+PnrnnXdkMpm0aNEiZWdnW6nS8rNo0SIdP35cgwYN0pgxY/KFNOnqaP/s2bNlGEa5j/QBAKyDoAZcx7XnPmJiYnT//feradOm6tGjh9LS0iRJiYmJmjp1qjp27KimTZuqS5cuevPNN5WamlrgXGfPntWECRPUrl07BQUFafTo0Tp79qy6dOmS73meiRMnyt/fX0ePHi1wDn9/f/MtdNcYhqHPPvtM/fv3V2BgoFq3bq0nn3xSR44cyddu79698vf315o1a7R69WqFhYWpWbNm6tixo+bMmaP09PQC19uyZYuGDh2qVq1aqW3btnrkkUe0f/9+SVJ6erpatmypzp07X/f5skmTJsnf318nT54stp9Hjhyp+vXra+PGjfr222+LbS9dDUQrVqxQv379FBgYqLvuukuPPvqodu3aVaBtbm6uPv74Y/Xo0UOBgYEKCwvT5s2bCz334cOHNXr0aLVt21aBgYEKDw/XZ599VuhzdH+1Z88excXFqW3btrrrrrsKbffkk0/qpZdeUtu2bfPt//bbb/X4448rODhYd955p4KDgzV69OgCPw9dunRRq1atCpz32p/zzJkzzftycnK0cOFChYWFqXnz5mrTpo1GjBihmJiYAq9PTU3V3Llz1a1bNzVt2lR33323Xn311euOLsXFxen5559X+/btFRQUpDFjxujs2bPF9tE1q1evNveFyWS6bpsGDRpoypQpmjJlSpH9f72/G9L/fy518eLF5n1paWmaNWuW7r33XjVr1kzt2rXTmDFjdPjwYXOboUOHauHChZKkiIgI+fv75zvvxo0bNXjwYAUFBally5YaPny49uzZk6/NtT+LFStW6Nlnn1VgYKBCQkJ08ODB674HwzDMwf3JJ58s9L2GhIToueee05gxYwr0SWZmpt5++2116dJFzZo1U8+ePbVixYoC50hLS9N7772n8PBwBQUFqVmzZurevbveeOMNXblyxdwuLi5O/v7+WrBggaKjozVw4EAFBgaqXbt2evnll5WUlFTg3FFRURo4cKCCgoJ09913a+7cudq9e7f535+/OnXqlPlnqGnTpurZs2eFCeUAYClufQSK8Pzzz6tBgwYaOnSo0tLS5O7urrNnz+rBBx9UQkKCQkND1bBhQx09elQff/yxdu/ereXLl8vNzU3S1ZA2aNAgJSYmKjQ0VPXr19fWrVs1bNiwfB+KbsSLL76odevWqXHjxho8eLDS09PNHyIXLVqkdu3a5Wu/bNkyHTt2TN27d9fdd9+tb775Rv/+97+VkpKS78P9okWL9NZbb8nb21s9evSQs7OzvvzySz3yyCNatGiRQkJC1KNHD61Zs0YHDhxQ69atza/NzMzU5s2b1aJFC9WrV6/Y9+Dk5KQZM2bo4Ycf1muvvabWrVvLw8Oj0PZ5eXkaP368oqKiVLt2bd133326cuWKoqOjNWLEiALP70ycOFHr169Xo0aN9MADD+jkyZMaO3asvL29C5x727Zt5pGM7t27y8vLSzt27NDUqVN15MgRTZ8+vcj3sn37dklXP0wXpXHjxmrcuHG+fdduiaxTp4769OkjR0dH/fTTT4qOjtaePXsUFRUlX1/fIs97PdOnT9f//d//qU2bNurYsaMuX76sr7/++v+1d+/xVGb7H8A/0kYuUb1EhFCP3EKNMhXRxZSUNFPTKU2TUh2KLpNerzOnyzlo6MiJc4iGTBfVuHYRklskUWckmYlIUaHp4p7btn5/OM8zHnu7NfM6Z36n9X69/LGfvTx7reeyX893r7W+C5s2bUJkZCQXLDY1NWHt2rUoKyvDxx9/DFtbWzx79gzR0dHIycnBhQsXuM+vra3FmjVr8OrVK8yfPx9qamrIycnB5s2bh1Sn5uZmFBYWQlZWFmZmZgOW/a3nYu3cuRPZ2dmwsbHBwoUL8erVKyQlJeHmzZuIj4+Hjo4OHB0dAfTMn7Szs4OOjg73/4GBgQgJCYG6ujocHR0hISGBlJQUbNy4Eb6+viIBY3BwMGRlZeHk5ITy8nIYGBiIrVdZWRlqamqgo6MDdXX1AduwZcsWsdt9fHzQ3d2NxYsXY8SIEUhMTMRf/vIXdHV14YsvvgDQE7hv3LgR9+/fx9y5czF37ly0tLQgIyMDERERePbsGYKCgnj7zczMREhICKytrTFr1izk5uYiJiYGz5494wXBp06dwuHDh6GsrAwHBwd0dnbi7NmzSElJEalrSUkJNmzYgLa2Ntja2kJNTQ13795FQEAA7ty5g7CwMEhKSg54HCiKoj4IhKI+AHFxcYRhGOLk5ESCgoLE/lVXV3Plg4KCCMMw5NNPPyVCoZC3LxcXF6Knp0cyMjJ420+dOkUYhiF+fn7ctl27dhGGYUh0dDS37d27d2T16tVcfVj79u0jDMOQH3/8UaT+DMOQ5cuXc6+TkpIIwzBk9+7dpLOzk9teVVVFZs6cSSwtLUl7ezshhJDbt28ThmGIvr4++eGHH7iyjY2NxMLCghgbG5OWlhZCCCGPHz8mBgYGZPHixeTly5dc2SdPnhBTU1Nib29PCCEkLy+PMAxDDhw4wKsnW6+zZ8+KtKE39vhev36dEELI/v37CcMwxMvLiyvT0NAgcowSEhIIwzDE2dmZqzPb7jlz5hADAwNSVVXFq6OzszN3LAgh5OzZs4RhGMIwDHfOW1tbiYWFBbGwsOBdB0KhkOzYsYMwDEOysrIGbJOHhwdhGIakpqYOWK6v9vZ2Mn36dGJra8trEyGEHDx4kDAMQy5cuMBts7GxITNmzBDZD3uevb29CSGENDU1kalTp5J169bxyt2/f58wDEN27NjBbTt06JDY85aWlkYYhiHu7u7cNk9PT8IwDImPj+e2tbS0ECcnJ5HzJU55eTlhGIYsW7ZswHLi9L1uCBG9N1jsPR8ZGUkIIaS0tJQwDEM8PT155ZKTkwnDMMTX13fAzykqKiJ6enrEycmJtLa2ctvfvHlDFi1aRExMTMjr168JIb+cCxMTE9591J+srCzCMAzZtm3b0A5EL2xd582bR37++Wdue0lJCdHT0+Md58TERMIwDAkICODto6mpicyePZvo6+tzbauurubuk6SkJK5sR0cHWbp0KWEYhjx9+pQQQkhNTQ2ZNm0aWbhwoUgdDA0NCcMwJC4ujhBCSHd3N7G3tyfGxsakuLiYV4/Dhw8P6fuDoijqQ0GHPlIflIKCAvzzn/8U+/f8+XOR8osWLcKIEb/cJi9fvkR2djbmzZsHGxsbXlknJydMmDCBG+LT1taG9PR06Orq8rIaysjIYN++fb+qHezQsa+//hojR/7SMa6hoYE1a9agrq4Ot27d4v2Pubk5rwdDQUEBZmZmaG9vR01NDYCeoUtdXV1wdXWFsrIyV1ZLSwv79u3Dp59+is7OTsyaNQvq6upISUnhDVW6fPkyBAIB7OzshtWevXv3QllZGVFRUbh3716/5RISEgAAhw4d4not2Xb/8Y9/RFdXFy5evAgAuHr1KoCeXhQpKSmu7Lp163i9JACQkZGBN2/eYPPmzZg4cSK3fcSIEdizZw8AIC4ubsA2NDU1AQDk5OQGbW9vQqEQXl5e8PHx4bUJAJeh9H2SW3R3d4MQghcvXnDnFwCMjY2RlpaGo0ePAgB3zKZMmSLSg7VgwQJMnz4d169fR3NzMzo6OpCamoopU6ZwPU8AICsri6+++mpI9WpsbAQw/OP0a3V3dwMAysvLUV9fz21fuHAh0tLSBq1/bGwsCCHw9PTkzakbM2YMXFxcuB7t3mbMmMG7j/rzvtdOb6tWreIl5DEwMICKigqqq6t527y9vfHll1/y/ldeXh4GBgYQCoVoaGjgvaehoYElS5ZwrwUCAddbzw5vTk5ORltbG7Zu3SpSh97XCQAUFRWhrKwMn332GYyMjHjveXh4QCAQfNDzNymKonqjQx+pD8r27duHlfWx7zCkH3/8EYQQ1NfX4x//+IdIeYFAgJqaGtTV1aGhoQFtbW0wNjYWKWdqagoZGZnhN+DfSkpKIC0tjaioKJH3KisrAQA//fQTrK2tue3ihiIqKCgAABdsPXz4kKtfX2vWrOG9XrZsGUJDQ5Gbmwtra2vU19cjJycHVlZWGDNmzLDao6CggP3798Pd3R379+/v90Ht4cOHUFFRgYaGhsh77Lwwtg0PHz6EpKQk9PX1RcqamZnh8ePH3OsHDx4A6Dmu4s6rpKQkt9/+KCkpAYDIg+5gRo0axQW2lZWVqKioQFVVFR49esTNJWODjOEYPXo07OzscPXqVSxatAhmZmawsrKCjY0NJk+ezJWrrKxEa2srhEKh2La3t7dDKBSitLQUSkpKaG1tFXnABgAjIyORBBjisMeJDdj+U/T09GBmZobCwkLMmzePGw5qY2Mj9nrqi53HlpqaiqysLN57tbW1ACAyn3CwYYys3+KYiLu/lZSUuLoBPQlJtLW10d7ejqKiIlRWVqKqqgolJSUoKCgA0PPDwWD7Zb83Ojo6AADFxcUAgGnTpomUnT59OqKjo7nX7HGsqqoSe73JycmhtLQUhJB+5y9SFEV9KGigRlED6BtMsQ9S9+7dG7Dnp76+nkss0reXBOjpqRk9evR716upqYlLFNGfvgFD714lFvsgRP6dmIBt30DzxFgrVqxAaGgoEhMTYW1tjeTkZHR2dopN7DAUn3zyCRYsWID09HSEh4eLnZ/U3Nzcbxp/dg5VW1sb1xZpaWlejyNLUVGR95rt0WB74cQZLABje+KqqqoGLAcAFRUV0NXV5V7fuXMH33zzDfcQKy0tjalTp8LQ0BA1NTVDSmYijp+fH4yMjBAfH4+CggIUFBTA398fRkZG8Pb2hr6+PnfOHz9+POj1xF4v4np+JCUlh3TdqKqqQiAQ4MWLF+js7BwwuKutrYW8vPyQ9jsYCQkJREREIDw8HJcvX0Z2djays7Ph7e2N2bNnc2nv+8NeIydOnOi3TN9rZKjLL7CB4tOnTwctW11djfHjx4vseyif1d3djbCwMERGRnJ1HTduHMzMzKCuro6KigqRa22g7w0Wu4i7uHuz79xK9nrLyclBTk5Ov3VtaWn5Tc47RVHU/2c0UKOoYWCDLldXV3h4eAxYtry8HEBPhsi+2F653voGTSxxWRllZWUhJycn8sv+r8W2r6WlRaRXrK2tDVJSUtxQUG1tbZiamiI9PR0dHR1ITk6GoqKiyJDQ4Th48CDy8/MREhKCOXPmiLwvJyeHly9fiv1f9sGT7Z0YPXo0qqqqxAYDfRO5sO3+7rvvRJKwDJWlpSVCQ0Nx8+ZNbN26td9y9+/fx6pVqzBjxgycO3cOz58/h4uLC6SlpeHl5YUZM2Zg0qRJkJSURFJSEtLS0kT2IS5wYwPU3gQCAZydneHs7IwXL14gNzcXKSkpXB3T09O5oMvBwQFHjhwZsI0VFRUAfgla+tZJ3LXa16hRo/DRRx8hLy8PhYWFAy5Af+DAAeTm5iI0NBSWlpb9lhN3PMTVRU5ODh4eHvDw8EBlZSVyc3Nx5coV3Lp1C7t27UJMTEy/nyErKwtJSUkUFRUNqedwOLS0tKCpqYknT57g+fPnA/bEbdu2DdXV1YiLixNJSjOYkydP4tixY5g5cyZcXFygr6/PDc3yf2ADAAALiUlEQVTcvHkzd36Hiw2oWlpaMHbsWN57fTPhsveaj48PPvvss/f6PIqiqA8FnaNGUcPApupmh8r1FRQUhBMnTqCjowOTJk2CnJwcHjx4IJJyuqysjBs2xGIf/voGEeJ6aPT09FBbWys2CMzMzMTf//73QYfqicMwDICeYKIvb29vmJiY8Oa8ODg4oLW1FWlpafjhhx+wePFisb/AD5WKigp2796Njo4OHDx4UOT9qVOnorGxEWVlZSLv3b17FwC4YX2Ghobo7u5GUVGRSNm+52+g81pfXw8fHx9cunRpwLqbmZlh0qRJKCgo6DcNOwCcPn0aADB79mwAPUshvHv3Du7u7li9ejV0dXW5jHfsg3PvQEQgEKCtrU0kOOl7nVRXVyMgIIBb9kBNTQ2rVq1CREQELCwsUFdXh2fPnkFbWxtSUlIoKSkRG/B89913CAkJwdu3b6GpqQkFBQUUFhaKlCsvLxcbLIrDzlsKDQ3tt0x5eTlu3bqFUaNGDZgdUiAQiM2g2vs6BXqGwvr5+XE94dra2nBycsK5c+cwadIk3L9/n7snxQ2509PTg1AoFLt8RmFhIfz9/blr8H2wx+T48eP9lsnNzUV5eTlUVFR4PbJDlZiYCElJSRw/fhxWVlZckEYI4YYCv0/vraGhIQDx3xt977+B7rXOzk74+vrizJkzw64DRVHU/yIaqFHUMGhoaMDc3BzZ2dkiaacvXryI4OBg5OTkQEpKCiNHjsTKlStRU1OD8PBwrlxHRwf8/f1F9s0muOi9nlh3d7fYh1lHR0cQQuDl5cUL+F6+fIlDhw7hxIkTYodcDsbe3h4jRoxAaGgoN5wJ6AkCkpOToaGhwZvPs3TpUggEAvj7+/+qYY+9rV27FmZmZiLrwQHAypUrAfT8Gt/74by6uhrBwcEQCARYunQpAHDp0/39/Xm/6l+9elXkIXHRokWQl5dHeHg4N8eP9be//Q2nT58edEijpKQkvv76awCAu7u7yNBYoVCI48eP48qVK5gwYQI2bNgA4Jcha69eveKVf/jwIRfUdXV1cdt1dHTQ1dXFLQcA9ASTfecrysjI4Ntvv0VgYCDvGuno6MDPP/8MKSkpKCsrQ1paGnZ2digvL0dkZCRvH/n5+Thy5Aji4uKgqKgIgUAAe3t7VFVV8cp2dHRwyUmGYvny5TAzM0Nubi4OHDiA9vZ23vtPnjyBm5sbOjs74ebmNuAQOB0dHTx79gyPHj3itj1//pxLKtO7jidPnkRISAgvGGlubkZDQwOUlZW5HxnY4bK9jxsbSB0+fJh3PTU3N+PQoUP49ttvReZ3DYezszPU1dURExOD4OBgkX0VFxdzCU/27t3LS3I0VNLS0hAKhSJroIWEhHDJlHpfa0O1bNkyCAQChIaG8vb96NEj3vw0oCep0cSJExEbGysS8J84cQKRkZG8de0oiqI+ZHToI0UN01//+lesW7cOHh4esLKywpQpU1BZWYmsrCwoKSnxeoJ27tyJ/Px8HDt2DPn5+WAYBnl5eairqxPZr729PQIDAxEREYHq6mpMnDgRubm5aGxshJqaGq/sypUrkZGRgWvXrqG0tBSWlpbo6upCcnIy6uvrsWfPHmhqag67bbq6uti+fTuCgoLg4OAAGxsbEEKQlJSE9vZ2fPPNN7zyioqKmD9/Pq5duwYNDY0BF3oeKgkJCXh7e2PFihUiPZEODg5cu5cvXw4rKytuHbWmpibs37+fa7eJiQmcnZ0RERGBFStWwNraGrW1tUhLS4OmpiYv8Bo9ejS8vb3x1VdfwdHREQsXLsT48eNRUFCA4uJiGBsbw9nZedC6W1lZwdvbGwcPHsTnn3+OmTNnwtDQEK2trbhz5w4eP34MZWVlhIaGcgkZbGxscPToUYSFheHx48fQ1NTE06dPkZmZyZXpPUx29erVyMjIwM6dO7Fs2TJISUkhJSUFWlpavCBTWVkZGzZsQGRkJOzt7TFv3jyMGDECOTk5qKiogKurKxcA7du3D4WFhfDz80N6ejqmTZuGuro6pKamYuTIkTh8+DAXGOzatQt5eXnw9fXFzZs3oauri7y8PNTX1w95TpaEhARCQkKwefNmfP/997h+/Tqsra0xZswYPH36FDdu3EBnZyecnJxEMhT2tXr1anh5eWH9+vWwt7fnhuEyDMPr4Zo2bRo++eQTXLt2DY6OjrCwsEBXVxfS0tLw9u1b3lqCKioqAHp6t3766Sds374dFhYWWL9+Pc6cOYOlS5di3rx5kJKSQlpaGmpqarBmzRqRRcyHQ0ZGBpGRkXB2dkZQUBDi4uIwZ84cyMvLo6ysjMviumfPHtja2r7XZyxfvhz37t3DH/7wByxZsgQCgQD5+fkoKSnBuHHj8Pr1a5Eh2UOhrq4Od3d3HD16FA4ODliwYAHa2tpw7do17ppgrx9JSUn4+fnBxcUFTk5OWLBgATQ0NPDgwQPcvn0bEydOxO7du9+rfRRFUf9raKBGUcOko6OD+Ph4hISE4MaNG8jLy8P48ePh4OAANzc3Xo+TvLw8oqKiEBgYiJSUFBQWFsLc3Bw+Pj68lP1Az0T806dPIyAgANnZ2RAIBLC0tISnp6fInCcJCQkEBQUhKioK8fHxiImJgYyMDCZPnoyNGzdi4cKF790+Nzc3aGtr49SpU7h06RIkJCRgZmYGd3d3mJiYiJRfvHgxFzj9ViZPnowtW7YgODiYt11CQgLHjh1DVFQUYmNjERsbi1GjRsHU1BSbNm2ChYUFr7ynpye0tbVx+vRpREdHQ1VVFd7e3igtLeV6q1hLliyBqqoqwsLCkJOTg3fv3kFdXR2urq7YtGnTkFOnr1q1Cqampjh79iz+9a9/ISYmBp2dndDU1MS2bdvg7OzMS2aioqKCyMhIBAQE4Pbt27h58ybU1NSwfv16bN26Fba2tsjJyeGy4NnY2MDf3x/h4eFISEjA2LFj4ejoiC+++EJkse29e/dCS0sLMTExSEhIgFAoxOTJk+Hr68tLmz527FhER0cjLCwM169fx5kzZzB27FjMnz8frq6umDp1KldWUVER58+fR2BgINLT03H37l1Mnz4dx44dw+effz6kY8R+5vnz55GYmIiLFy/i1q1beP36NeTl5TF37lw4OTkNung40LMshlAoxLlz53DhwgVMmDABW7duxccff8z1wLKOHDkCIyMjXLlyBd9//z0kJCRgaGiIAwcOYP78+Vw5Ozs73LhxA1lZWTh37hwcHR2ho6ODP//5zzA2Nsb58+dx+fJlSEpKQltbGzt27BBJQ/8+tLS0cOnSJcTFxSEpKQmZmZmor6+HkpISlixZgi+//FJsZsWhWrt2LQghOH/+PGJiYqCgoABtbW0EBARAWloabm5uuHHjxqALkYuzZcsWjBs3DqdOnUJcXByUlJSwYcMGjB07Fj4+PrwlDT766CPExMTg+PHjyMvLQ2ZmJlRVVbF+/Xps27at34RBFEVRHxoJ8r7pxCiKem+NjY0wNzfHzJkz/9/PxwgICEBYWBhSU1OhpaX1364ORVH/YW/fvoVQKBQbYAUFBSE4OBgxMTG/KsikKIr6ENE5ahRFvbfa2lrExsZi1qxZNEijqA9Ufn4+5syZI7K8w5s3b5CQkABFRUVeryxFURQ1NHToI0VRw3b58mWcPHkST548QVtb27AWEaco6n+LpaUl1NXVERwcjOLiYjAMg4aGBm7+n6+v76/KBktRFPWhooEaRVHDpqqqipqaGsjLy+NPf/oTzM3N/9tVoijqv0ROTg4XLlxAeHg4srKykJeXB1lZWRgZGWHTpk3vvTYhRVHUh47OUaMoiqIoiqIoivqdoXPUKIqiKIqiKIqifmdooEZRFEVRFEVRFPU7QwM1iqIoiqIoiqKo3xkaqFEURVEURVEURf3O0ECNoiiKoiiKoijqd4YGahRFURRFURRFUb8z/wcR4DupV82I0gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -467,7 +537,7 @@ "source": [ "l = louv.merge(dark[['symbol', 'class']], left_index=True, right_on='symbol', how='left')\n", "fig, ax = plt.subplots(figsize=(10,10))\n", - "g = sns.scatterplot(nonzero_count/517., mean_nonzero, ax=ax, hue=(l['class'].fillna('Well Studied')).values, alpha=.9, s=110,\n", + "g = sns.scatterplot(nonzero_count/517., rand.mean(axis=0), ax=ax, hue=(l['class'].fillna('Well Studied')).values, alpha=.9, s=110,\n", " palette=sns.diverging_palette(280, 145, s=85, l=55, n=2))\n", "g.set_ylabel('Similarity to Original Clustering\\n(Adj. Rand Index)', size=20)\n", "g.set_xlabel('Frequency Node Caused Cluster Change', size=20)\n", @@ -481,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -548,7 +618,7 @@ "4 SRC 3" ] }, - "execution_count": 21, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -560,12 +630,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 101, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAJHCAYAAADVHvEnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmcFNW99/FPVXX1vs2+LwwDDAyryI7sAoIorjEh0SxGs1xjfJInJmpuXKLGXO/LxJibPHGJSzBGRWMIalRURAERkXXYYTaG2We6p/fuqnr+qIFhcNgEBHPPe17zgq7pPl1dM0N/Oed3zpEMwzAQBEEQBEEQzgny2T4BQRAEQRAEoYcIZ4IgCIIgCOcQEc4EQRAEQRDOISKcCYIgCIIgnENEOBMEQRAEQTiHiHAmCIIgCIJwDhHhTBAEQRAE4RwiwpkgCIIgCMI5RIQzQRAEQRCEc4gIZ4IgCIIgCOcQEc4EQRAEQRDOIZazfQInKxaLsWXLFrKyslAU5WyfjiAIgiAIwlFpmkZLSwtDhw7Fbref0GO+cOFsy5YtLFq06GyfhiAIgiAIwglbvHgx559//gnd9wsXzrKysgDzRebm5p7lsxEEQRAEQTi6xsZGFi1adCi/nIgvXDg7OJSZm5tLYWHhWT4bQRAEQRCE4zuZUiwxIUAQBEEQBOEcIsKZIAiCIAjCOeQLN6wpCIIgCMK/t2QySX19PbFY7Gyfygmz2+0UFhaiquoptyXCmSAIgiAI55T6+no8Hg+lpaVIknS2T+e4DMOgra2N+vp6+vXrd8rtiWFNQRAEQRDOKbFYjIyMjC9EMAOQJImMjIzT1tMnwpkgCIIgCOecL0owO+h0nq8IZ4IgCIIgCOcQEc4EQRAEQRCOY+nSpcybN4/Zs2ezePHiM/pcYkKAIAiCIAjCMTQ1NfHQQw/x0ksvYbVaueaaaxg3bhzl5eVn5PlEz5kgCIIgCP8WFi/eTGnpb5Dluygt/Q2LF28+Le2uWrWK8ePH4/f7cTqdzJkzh9dff/20tN0XEc4EQRAEQfjCW7x4MzfcsJSamgCGATU1AW64YelpCWjNzc299sbMzs6mqanplNs9GhHOBEEQBEH4wrv99uVEIslexyKRJLffvvyU29Z1vddsTMMwzuhsUhHOBEEQBEH4wqutDZzU8ZORm5tLS0vLodstLS1kZ2efcrtHI8KZIAiCIAhfeMXFvpM6fjImTpzI6tWraW9vJxqN8sYbbzBlypRTbvdoRDgTBEEQBOEL7957Z+J09t7X0ulUuffemafcdk5ODrfccgvXXnstCxcu5OKLL2b48OGn3O7RiKU0BEEQBEH4wlu0aBhg1p7V1gYoLvZx770zDx0/VQsWLGDBggWnpa3jEeFMEARBEIR/C4sWDTttYexsEsOagiAIgiAI5xARzgRBEARBEM4hIpwJgiAIgiCcQ0Q4EwRBEARBOIeIcCYIgiAIgnAOEeFMEARBEAThHCLCmSAIgiAIwnH89re/Zd68ecyfP58///nPZ/S5xDpngiAIgiD8W1i8GW5/G2oDUOyDe2fA6Vj2bO3ataxZs4Z//OMfpFIp5s2bx9SpUykrKzv1xvsgwpkgCIIgCF94izfDDf+ESNK8XRMwb8OpB7SxY8fy9NNPY7FYaGpqQtM0nE7nqTV6DGJYUxAEQRCEL7zb3+4JZgdFkubx00FVVR5++GHmz5/PhAkTyMnJOT0N90GEsy+wKDrbSfAvImwkTgD9bJ/S6ZdKQTx2ts9CEARBOMfVBk7u+Gfxgx/8gNWrV3PgwAGef/7509fwEcSw5nE0hmB1HVS1wKg8GJMPWa6zfVagY/A2MZ4jhNF9bDI2LsaJGxk/ykk0poGhgWI9dMjAQNJS5nGL/fht1O6F1e9CewuMmwIVw8F5ihdq705YvhSaG+H8STD2AkjLOLU2BUEQhH9LxT5zKLOv46dqz549JBIJBg8ejMPhYPbs2ezYsePUGz4KEc6OIRCD//kIPmk0b6/ZD1Wl8P3zwaGe1VOjCY2lhA8FswgGTxMiEwvriPFl3AzHioR09EYMHdqrYN8/INYGhTPQ3EVEtCiGYiNRvxxP5AC2wgshZzzYen7CI+h0oGNDIrOpEX5zF3S2m1/86H249vswbe5nf4ENdfC7X0Kgw7y9Z7v59yuvA1l0+AqCIAi93Tujd80ZgFM1j5+q+vp6Hn74Yf76178CsHz5cq644opTb/goRDg7hgOhnmB20Ae1cEUF9Es7fc8TjEEgDh4r+B0n9pgkHIpmKaCeFGEMEujUo/EHgvycNAqO9S0O7IGP7oZoM8Q7MXY9C5XfwdH0EYl4O/rQG9jbsIKyju2oWoLGfnM5gI4D+DsR9pDEh8JVNpkx6ZlYDoYzMHu8Ro0D32e8UPtreoLZQWveNQNfdt5na1MQBEH4t3Ww6P9MzNacOnUqmzZtYuHChSiKwuzZs5k/f/6pN3wUIpwdg3G040f7wmewvRUeWw/VnVDghW+NguEnUGOYjsxgrFSRIIlBGIM8FFLdXw9h0I527HDW+gkkghDaDxYbxNoxal+DtMFYwnVo1ctQ/QOItW8jXvcv3s0/jwLZzjIjxiYjjE22Ezc0/mSJk/uNG+n34GE9XX1cpBQGjWgkMEg/3tCrpY+uSVUF5fP/kQ2FEnR1xUlLc2C3i18ZQRCEc9WiYacnjPXlpptu4qabbjozjR9BvNMcQ54LhmXD5uaeY+MKIc9zetpvjcDDH0Jd0Ly9twMeWgP3zTj+c7iRuRY3rxBhK3EysDELBysxi+cVwHW8+R6KHYwUGElIdYcpxYakJZEMDUL1WNMGgqET8ZczL3CAoGTwtE3GYrFCVx0kwyQNaNTT6HfZXPjry2YB//T5Pb1m0SgRXeNNp8RSKUIMg1JUrsdNKUcZHy4shcISqK/pOXbhpaQyMmlHwwonV1d3BE3TUZTjD49u3tzEX/6yiQMHQgwalMGiRcMpLfV/5ucVBEEQhOMR4ewY/A74j7Gwsha2NMPoPJhYePrqzTqiPcHsoNYItEVPLAAWYuHbeAjgpJ4Uf6KLLgwkYC5O8o4SXkLoNKGRmTEUlz0bS3AfqG6QVaTSBWjbn0KSVeTcCSiSBbu7BNVViP7+LagFU8komUTclWXWqQFY7PhlQPsIvnydWZs2dCToOuyqgtdfpvaiBbzoNTDSs8BqpZokSwjzfbzY+wqRWTnwvZ/BpnXQ1AAjxtAyeCivEuJj4jiRWIiL0dhQj1VXd4Samk7efHMve/d2MGFCIRMmFJGZ6YS2Ztix1RxOHTQU+g9if6fBgw+upr09CsCaNfsJhRLcdtsFeDy2E35OQRAEQTgZIpwdR74HvlRpfp5udotZZ9aV6DlmU8wCxhNlRSILC34UfoJCCzp+ZApRcPQRetrR+CthPiSG1+vlexN+waD6lSjBWqTcccjVy5BUJxTNwV44k7z65UhDriew+fcoqTCuvX/nSyWz+WMyTFSSkJCYhpPCXS9B2xoYtwByR5NUHdREAuw1wqTPnQd+P8qBbaR0HfKKQIJqUgQxODgXtIEUrejYkchDwZNbALkFgDk79Q3CvEm0+3XAHwhyB2kMOFrv2xGamkI88MAH1HUn4s2bm6mvD3L9lweiPv0/sPlj846vLYHLFtFSOPVQMDuoqqqVtraICGeCIAjCGSPC2VmU7zHHxh/7BFI6yBJcXQkFn2HYVEWiHyr9jnO/nSRZ3T302YnOfd40rhpyDQu62pC3Po6RORwjewzsfxujbSta04dYnPl4Ik3EVTdy13ZGvvcjfj7rcVoVCXcyQv7O53HvWQJll0Hdm+DI4OP0cv4YO0Aq0Y7h8lLqsTJJKmdFSw05mQXk4yBPUfAoZq/XdhI8QpBOdCRgIna+ggtfd+9fJzqfEO/1WjRgN0kGoBKJNdPU3IVqsZCXl4YieT/12g8c6CIUSuByqYTD5nSed9+tYcEFWRQeDGYHvbkU5/WTkWUJXe+pn/N4rFitn304VRAEQRCOR4SzzyicMIv4D4TMkFXqA6f1+I87nCLDrDIYmAEtEchwQrEXrIq5vppuQI7LvN/pUnNoykCPLSSY37kbw1NEPBnEFquH7DEYHdtoyR1HRrgWu68MR8cOcBdBxzaK1z1AceEMWPdLiAeg4mtQMh92PEsysItX1RQpm5NwTj8aGrqokzoYn1fAVDmNxj0e3qqVGOFUqByQZKCngyU26FQkkCQM4ANiTMTGiEgMdmzG3t6Cf9gAOtwO8p0e4hi0oJGGTH1DPU88+RYffbwDl9PBVVdMZ+zs4didbrK6w51ugOZLo+KSCbhUcEWDvPnyJmRZQjL6WLw3FqUgXWH27DJef30PALIscc01Q8k7XUWHgiAIgtAHEc4+g4QGL2+H57eaMzplCb46HC4bBJaT7FSxWWBAhvkJEIzDsm2wbJfZmza9FC6rgLQTXGLjePoaAhyMFVlR0bc/SSqwE1VLABLSxP/ClghgqX4VBn4FyZZmLr+RORz6LQRdJzz9MfakldFh9VBlxIln3sFk2U1OvIldgb0kKCHZGcPSlQTJT6wli6V7ZBIYRJqjbN9Zw/0XOml2VoPdD85ckBXyUIjGJeK7d2F75D6cdgdfLbqNyL56LGGD9qzBBOxpZGVZePmVDXyweisA0YSXu57Yws/KCvloeJJ5uJiMjR1NMvesUtm0XSYcTjIwy8vXrxyJEu4iJ89j1ri1NPVclBFjcGWl8dWvpjF5cjGNjSFKSvyUlPiQpBOvcRMEQRCEk3VC4Wzp0qX84Q9/IJVKcd1117Fo0aJeX1+xYgUPPvggAAMHDuTuu+/G5XJRXV3NHXfcQSAQwO/3c/fdd9OvXz+SySTjxo2jqKjoUBsvvfQSivLFGC6qD5rh7OBgl27AC1thbD6UnOJEvi3N8NTGntsvb4ccN8wfcGrtHlSOynycvEWUBAaVWJmEHaKtpIJmD5EkWZCTIVLBetpzFrE5ZywZ1iJK0nfiSx8K7nz46B7ofyXv5Z9HSnGw2tCoM+LsUmG1EWKhM5ecSBvTPOnERmXThU5u0sev/hEi6ndhqAZyqJ72RBc17TaGu128E24Aq5cpWg4t1Vae2COR32Dh8kt/xLAVf6Zk7WpaO0I86Z3N8jf2o6itXDilHx+ujSKhAiqt2Gg1Emzb1owx3MNTdFGStLBkm4wmK/QvS6OjI0ZbJImrXwEXDQCLzwHf/Sn862VoqIXK88z11Gx2fDYYMSKXESNOz/UXBEEQvpjefvttHnnkEaLRKJMmTeKOO+44Y8913HDW1NTEQw89xEsvvYTVauWaa65h3LhxlJeXAxAMBvnpT3/KM888Q3l5OY8++igPPfQQd9xxBz/72c+46qqruPzyy9mwYQM//OEPeeWVV9ixYwejRo3i8ccfP2Mv7EyKpczes8NFUxDX+r7/yfhw/6ePrayB2WWgnobs6kXmSlxcgJ0UBpkouJEJaTHw9scV3g/JCBTOZI37On6zwkkyaQU9yfSiAr6VsxefosL4+2gJ1xMMa7S3ellbq5Hr9fLN8hSrfM1sSAW5Nn0k/y1H2WpEKNQVUqEA2QV+wlEJVU+hp8IA2PUQF0VDtDnS6NKgcbeV1zZBWlsrB2qDVG1Pcf9lP6D/b35A49fu5r2VQVTVCskE7aEUqi8NrSkNFJ1g9/6ihYV+PsLAABp1jc6Y2WNot6vk5Zl/12zgO7jpQWk5fPOHEI+CywOid0wQBEHoVldXxy9+8QteeOEFMjIyuO6661ixYgVTp049I8933GqmVatWMX78ePx+P06nkzlz5vD6668f+np1dTX5+fmHwtr06dN56623ANi2bRtz55pb+IwcOZLm5mbq6urYvHkz7e3tXH755Vx99dWsXbv2TLy2MybTAXnu3sdKfJBxjKHHWAp2tsH7tbCjFWLJvu9X9Ok6dop8YJGhC53dJNlBgg4+exJUkSjEQikq7u4fga7M4QTsPpJWL6nMUewc+Th/2llMWUE2c0cUMr0ig61NKeocY6FzJ6QiYPGytTqd/1lv8GGrxit7U/x2lcxXmtMY8UmS+vdauL5G5zGlnR9Lm5ia1s784RKyKqFLFhzOfCoKihngT5Ff9QQ31XzA15M57K22kBmJokQjkF9ENCmxU0uHgUMJpFQ4rIe1qjHFRZcOJz0jFxkNGzIzxg2CQWlEu/s23TaJKaW9r4FFhpG5R14YFdzeYwYzgxQ64e7YJwiCIJxLwrxIIyPZTxaNjCTMi6el3TfffJN58+aRm5uLqqo89NBDjDiDQyrH7Tlrbm4mKyvr0O3s7Gw2bdp06HZpaSmNjY1s376diooKXnvtNVpbWwEYMmQIy5Yt46qrrmL16tV0dnbS0tKCJEnMnDmTG2+8kV27dvHtb3+bpUuXkp6e3uu5g8EgwWDvhcAaG4/YT+ksyHbD/5kAb+8zQ5ZDNQv7M5x93z+lw792w583gGb01KgtHPTp3rDxhfBOtbn1BECWEy4qhzZJ42m6+IQEBlCGyo14jr0DwEmI+spIG/ljUuv/iwOVv6EqmMnYApm/75R44hOZ8gw/36y0ollbCeZ/k0S4FV2LsKYarBioSCSB+b4kz/3mY6q27cctGUiOA/z4J+fB0L8iW3Qmld7JEE8ZG/YFKKCF82xbKdj+IpRfgcMwcGJFNqBVdmDPzsJKjIj9fNpSUZ7Pv4IhBTlk+btoCSTAYiVu99Bss/LAnXNo7Iwj2VXqC1Re8ZvhtRIrRVgoLYWkBu/sMydYLBwEPpu5kcGRWawrbl7/log5c7bEB1YLpKglyuto1KAyFDszUDiB7RwEQRCEMy7MiwS4BaN7ySWNegLcAoCLK0+p7ZqaGlRV5Tvf+Q4HDhxg2rRp/PCHPzzlcz6a476z67reqwDaMIxet71eLw888AA///nP0XWdq6++GlU1h41+9atfcc899/DMM88wZcoUKioqUFWVa6655tDjhwwZwvDhw1m/fj2zZs3q9dxPPfUUjzzyyCm/yDPBqZpBa3cHDMs59tpkDV3w7Bbz/mDWqD2/Fc7P+/QenYVe+M8pUBsETTd70gq88A4J1tOzINpekrxDlEW4j725+QnKVezUZwwjbdDX2JkoZl+HzuoDCu9WG4DElmZ4zeVgQE4xT30kEwq7GJsd4culMo9uSzJAsZNQIaejifc2tpBmt2IYATojbTz/3A5uuHMMQcdKZJ5krP9GJiYfhFQIWhtAS0B7FR2VP+eFKiuj85L8a4+GIilk48AebSdyoIO/vbKPjLf3cdNts3lsXYx2Rw5Dc1JcYmyDPz1CWnkFrQuuxPDn8BNUJCTy0PCHdkHDKhba88gZPJX1jVae3WIhEk3yjYo4u97bwpAhWYwenY/N7eDZLfDPneZ1scjwvfNhelk7XdJvSLEHgxRJqtBowM33kDlNszUEQRCEz6yLXx4KZgcZROnil6cczjRNY926dTzzzDM4nU6++93v8vLLL3P55ZefUrtHc9xwlpuby7p16w7dbmlpITs7u9cJ5+bm8sILLwCwadOmQ4X+qVSK3//+91itVpLJJH/7298oLCzk73//O+eddx7FxcWAGfgOBrrDXXfddVx22WW9jjU2Nn5qQsKZ1Bgy68C2tZjDYOfnmT0vv/3QHKYEc5X/ugD8dDJ4+1ibNJqEyBHDmLGUWacGZljb0Wb26iQ1mNEPRuX0nvm5h0+Pg+4hSQID22cIZ21oaLpORjKCothwWuwMsGcSy5nMnm0qMU2iulMi2wWdMXBaJC6pULj3fXBJUYgHeKVNYmaFwmi1gb1RP+l2PwRjeC0SsRAYchKbKtHeFkIP5ZLlUvDLXUjxBghVmydisRPsfxn1uWNp7pJZuldjWEaAX86QaOi0IndGyIi188aSj9GTzbQ1BumoG8h9syRIk3B07SHe1k5rcR7h1cvJTMRZ++0bqbCmMYgWUtG1aB8/ghHaSW2/p/nd8i2k7Lkkbfns3NnBgRqDK/x2Hn54LZdcMpALFo7i1V09o/0pHf6yGQZna6ieT9BpxJwKomCQxMlVyBR/6voe2SPXHIb1Bwy2tcUYlh1iaE47mU47FkoAqK6GreaEUyorobT0pL+lgiAI/6tp9FG0fYzjJyMzM5MJEyYcGuGbNWsWmzZtOnvhbOLEifzud7+jvb0dh8PBG2+8wT333HPo65Ik8c1vfpMXXniB7OxsnnzySebNmwfAQw89xLx587jooot48cUXGTZsGGlpaezYsYMNGzZw5513snfvXrZt28bo0aM/9dxerxevt48irM9JMA5/WAfrD5i3P6gzl7aY078nmB20pRmaQn2Hs3SHOTy2v6vnWI7LPA5mW794pyesraiB/5zauyZqCFbe7V489qCh2LAdv2ywlyg6a4nzz1QnsWgz4zSDi8KdZDhykdIr+LC9mGK/wdv7DGIpkIBin0T/NDOAappOlyGRIguLLLO5OcVNk3L4YL+VgjSVflo6K5bI7N2lk5PrRE/JTBxZgkfahTeq4HKNQibj0PkESufzTM5QNspRhsV0WkmxraOJ2lAnF+Zn8PqyrXTW7cKu2DC0MJKWIBlpx+OFkPQoXR3vE1btuC6cj8U/nc5VaxnaFmR3not+rEQNJTFC2wHoTFpI6kmkaCuGkk44kqQ6Dt4B5s/YW2/to3LWcHSj9zXtjEFCU1BoomeOroZOG8YRC+Pu3w/vvgtV2+D80TBpEjh88OjHsGp/GI09vL5X48IyJ9ed9xp+dTbVu8q48y44OILv98PPfpqirW0/27a1MnhwJpWV2aSnix46QRCEo1EoQKO+z+Onavr06dx6660Eg0FcLhcrV65k5syZp9zu0Rz3nT0nJ4dbbrmFa6+9loULF3LxxRczfPhwvv3tb7N582ZkWebuu+/m+uuvZ+7cuXi9Xr71rW8B8OMf/5innnqK+fPn8+abb3L//fcD8P3vf5/29nYuvvhibr75Zh544AHcbvexTuOsaOjqCWYHrayFZPdq/oezyOZnX7JccPM4qMgAhwUGpMMPx0Nu90teUdMTzMBsf9lOs0ftoMGozMSBirmp+XlYmczJbyG0jxSP6wEOhPYRjOxHS4VJKlZo30xzWxt/2QwNXRLFPpnrR0mkDIlI0txWqn+aTiiWZEuTxPoaWF+jo6dUojVhvtW/noUVMGRgGjffPIGSEh+6ls4lF81h1oXZNB9oRU5Mx8HFSM5cKP8SwdJLqSuZS4fFitNVyFCXwjU5Ni5xDGRMeCT+ZBZXLxiMonRiSAaGYsPjc1IxOJOo5XU0apEkCdlIEom8jGtkNmp6FgGbSiGQZAscVrifbunAZjF6HRuSa6F9f0fPfWw6viMua0UGpDkSWJnY67iDOUiHDWl2dMDvfgfP/Q02bYIn/gx/fhKaA7C2AXRaMboncrxbHaUtNIwUO3jrrZ5gBtDWpvP88xGWLNnG0qU7+fWvV/H00xuJRo8yi0QQBEHAwx29/k0GkHDg4dSXvBgxYgTXX389X/nKV5g3bx75+flcccUVp9zu0ZxQNfmCBQtYsGBBr2OPPvroob9PmzaNadOmfepxJSUlPPfcc5867na7efjhh0/yVD9/fc3HMwzw22BKCbxb3XN8VtmxNysfnGX2hnXGwGfv3cOm9bFA/ZGH0lBYhJuZODAwyELBeZK9ZgBbSaDrCUgEWKikMXjH83Q0ryUzFiA+zE8wNIHXdrsZnQcTCmHplyCUhDQ7qLKBxyYRi0kYhoFdlZheZrBxtUxhYR5FgKoqTJpUzPXXZ9HWliIQdLJtc4j09PPQ0v0oaRZSVoONAy5nidZJrQKl9GNBm5ftdbDndYklb8oY2ChKk/nv/yzktp/O4tXXQmT7nVwy2UqxbydB9oHNiuTPxBboQAd0uQF14VeJpWfQHxsKuaRcSSzuARDaRUHbY3xn3N08vS2DFsPOyNI4iwbEeP0Z8xs5Y0YpZZkWfjQBnt5kDmkPyoDrRoDHphFjGlZGo1GLhQokFGR6/lPR3gmlw6FkKOxcD7t3w5o1MGcB6IYBh+3OoBkGuqFgEKf1iF7YeCxFdXWc3FwLkgQFBR727Gln//4uyst7T5oRBEEQTAfryrr4JRr7USjAwx2nXG920JVXXsmVV56eto5H7BBwDLkuqMyCrS09x8YWmLM1vz4CxuSbtWKDM8372Y9zNT028/NIU0tg+b6etdMUyZyheWTvnBWJ4lP8lmWiABJO2caArkYiTR/gk6zIepKs4AcM91fwYaeTjU0yZWnwfBW0Rsyg+vURcGWlwiWDoCuWpMQVR9Uh6wI//71JZXC7uR5bvzQYM8bBo4/BoEFBamua2F8XJjdbIycngwN2g9/LIRKyhQgGgSQ8vQXGRGWef1cnxyWhSgZ+Ff72Uju33VXKdeMjlCileGMJjGQxFkcnCWUdFKZhycjGlYzjcswioY5gIXZsaCSYQ8j5BJ7zvo2lfgu2YBsz8gMMK68gIVlIRZ2se+8AAwdmMGtWGZWVWVitCqPyoCwNQglz6NmhgkE+ViqJ8gogo7EfJ1cjY6463BqBpfXwxyqzVvCy8TCxCNauNB9fkSlR1ZqBjtlFNjrXSbp7HRYmMnMGHLmazKRJGpu3pLjmtvHscJoLd4RzbBgYp2UCiCAIwr8jF1eetjB2NolwdgxpDrhpLLxbA1ub4fx8mFRkzsx0qmbv2ZSSU3+eQZlw51R4dbdZgD63PwzNPv7jTkaUKJ3EyMSOT7FjdeYjHdiEBZkcA2Rk7O0f8/VBc7E15SLJMitrDba1Qk0wRUKT6IjKLBxo8NeNSYr1auosMcoHlvOvT2qxpReyJ+Jg7X64exqUl8N3vxPirrtWUlcXxG6H99/fwQ9/OA779LxD0xscSJTFrbwY0RgSVNA0ifaohIwFpyoT6SyAaIqBaTI2bOCAmMOFxCUkacKQq1HVLJzMwc5QCnGSJEkVW9jFLvozmwwPZAweh4NCWkJ2NjeZs2GH5ziYfWklI65Osp4EbeiMIkkxKj672cMJoNGMQRSFUtzcjEEYGR8yPV2lH9RpvF5toFsUWoISf1oDd86AC+1QUgg3Z8Mbe7xUtfZnWE4b08raSLMOx0J/RoyAm/4D/rnMnEQw7yKF2tomJn51MA/KQbpiGm5SoZzHAAAgAElEQVS3lTp7iJ9hZWAfW3AJgiAI/z5EODuOAi8sGmbWfx3Zk3W6WGRzOY6Dgex0L04fIkQVW6kih79Rw3wph2J7PrnZ47Dv+Qd2PY7mKUSRoDC5lZvHj6U6YPCj5QlCmkGoew2Q/SELeV4Fi5SkS7dz1ch0XtwWQ0l1oJCBgZ3msERNwLxudXVt7N/fTjicoK1Nw2az8ec/V/HrQU7ulw+QsNlZ6XLT4LAy3G8nxwV+h0Y4aiCh4FRlRo9SKcxSD8WRKFHW8REN7KeMuWSi4CQbJ+VImDvPB+hkC1uwYaOzK4fGsA+7YmGAzcIfP4aN3Uvl/X07XD7coGZIiN2SOeT4JlF+gp9iLBhoJPiICM+i04pCES6+icUYSEtLGFmOkJnpJKI18F6dDpYAxaWFdHa4CYUUmizwwy+D3Q6FdvjGSIWk7sOiqEAuMubCeC4XzJ4N48aZ33uvV6GpqT+P611obTLZbjs5OS6SqsS7RBloWCAWMxv+gu1kYGCgo6PwxdiqTRAE4WwQ4ewIHVGz1kiWIN/TMwx5poLZ4c7U+2wzzYRx8g+CxND5B6045S72pHn5VuXXadr3BGoqSnr2BSglF2G1yDjtcSyOALawFwkJA4O2RApFkvnpxASV9jaUVAPLkk5CVo2ElCJsdOCRXCiSedECgTh79rTT3p4kEgGbXeZH3yjGs+IV1A9fJp6RzhXzv8yKyvO4sNLB0qoubr3VwUt/k1ASBrMnKFzzJQuHr7ISIEAN1QDsYD87AC8BZlGCszucRYkiIZHeNp4HP7DQENaQSDI3W+5VF6hj8NgOjW8V29ntCaECA+JWasKgSZDjaSdmefSwBQ3raOnYytuvhnnn7XpUVebHPxlARvEyin3z2NISR7HtITfPj1stZmSpBf9he61KElgVgL5XKz60lRSQk+PGa2hUZEl4FYXKLhu+Fgt+lwbb34Z3XiUy8SL2DZhEXdxBvgf6+aG1oYNPPmkkmdQ477w8ysvTz5mN2ltpYSc7iRChP+Xkk2/2hn6OokSxYEEVvY+CIJzDRDg7TH3QXL9se6u5hMSYArhxNGS7+r5/UoOqFnhrnznt9cL+UJF59FmbZ0uADmRcRLpDhhUbbXTyitXChP4zSMsrRNUlVEcFfjUPAJ8rwbWVVh7+QCHLptAaMZhbbtAe15iWHSBt/R20SSXMrfguj2+wEEMioIXJS0+S6/MDNnJyXEiSTKx7BZDpF+QxOb4B9ZnfQiqMXQaqPmb2L5/lg/67mTxaxRktYOxYG5IWp58PMq0ZQM83IE4MQ+8Ost2ZI0aU1GHF9i7cZGkF/HObjYZwovs1W1lZJ/GlIeBSIZw06+gimoFFN5uaHfSwZJ3CX5qgSIaZZU4WDp2B3bEMAJks1q5SeO65T5C6A1Zrez1S+irmlE9i/QEXg7KtjChJgbqH4b40EvixdodGnQA6YWQ8vYZEj+YCw87H0TBjdrj5659l9u2XmFFgoWxqBoO9GSwL5vPMk/swSsvBYuWi0iSdK7exemUNAEuWbOMXv5hKZeVpHiP/DDpo523eJtG99EgjBxjLOAYy6HN5/ggR9rKbaqqxYaeSoeSSi/wZJtUIgiCcaSKcdTMMeHOvGczAfONeu98s+p9b3vdjtrbA3SvMpS/AXAftzmmnv17sVGWTQwu7GE0hq+hC6v7IRiUuB/jIba4LM4OBHOzoceLEIcf4yogk8YRBf79ChtNcFiTl6CQ+9Cd4mtYwPq+NtPyR/LMuRYHXwqT+IWRPAigiEklyxx1TePnl3TQ3R7jte4Nwv/AUiUgXiXgKWQFrogVb9W60/uk02arBtouR0SKyatbh2rkF1BwYcDVkjiIYUohGvewLWEBJkZ0DbjfkkovjsN4oL15KE0OpD5jDsVas+PCjKxJNYSj1m4sAN4Ykzi9QaHBHKDUsrNutsLbJoByZpA6v7paozB3J8KJ3MIiQipew4t1GOKy3J5m00NkZo1/pE9w765vsVtrYYmzBYXHQaVEZxXkMogKd7YR5Fo0DWCjCySJUBh7z+2avCbMo7OKu30rsrdfJ0mX2NCf4zUaZWx/4Ci++0YYR1yBhbmX15OoI36sogO5wFo2mWLZsF4MHZyF/Hl2/x9BM86FgdtBOdlBEMY4zvMOCgcFudrGJjYeOtdLKbOaQcdiae4IgCOcKEc66pXTY3vLp49tajx7O/rW7J5gBxDVzX8xzLZxlkkUe7cxHJw0fe7Ewmmymo9OKufuDCxfuw3pzWkMKz22y0aVHWDhA5o290BlV+NpwK0MK+7PakiCaPZRG9xpi+ntcOLKYuBSi3lNLBebCfAUFXh59dD35+WlkZWXREdBRVIgnza4qw4BEQkO1eimjjEYOkG6kkVW9FmPvi6hkghQksfctmkODaA46qW9yML3fDFZHP6Jhb5QLBuQywjHi0DCV1v1RZs9keq5GMKgjo5g1ThZYMDBOmvs9Iqlq/NYRuNVBVCk2ahM6LzdLlGHB2d0lJ2NjR0sOI4uy0ajGomjkZZewe3vPumir3k9yzTfmYLAaxdlGDW/jJQcZNwYGW9hMHulo/JEoraQwsLATjUfx8TMUjr40xmuv7CQzs4jmdXbcQEtnlIRNx+2wENB8DCqKgwS7bdAFROI6htL7VzoYjKPrOrJ89BovDY0gQaJEsGHDgxcNDSvW01Yb1lcPlYT8ucw8jRKlmn29jmmkaKFZhDNBEM5JIpx1UxUYkQtVrb2PjzjJfa31vhZHO8ts2KhkKC20kEOYDqJ4sRKgFQcOcsmlgiF46dmNIalDLGHh0gFeHnjPoCUCILG7He6e5mNMZoI/roc5vrF83GLwXI3EtGKV4eljebdTJc8FQ3L83HLLeJ59dis1NRHqw+kYl96IUrMLPdKBpKgogyfT5u1HIUXMZBapaCPuxr9iJQOLZKUh40YWL+3PBztk4rZOrrzSwCoHmMgF7N0r44k78Y0xf4xbaWUbVXQRpFAqZP7AStrCVj4+YC7+e2lFktLMZcjWF/EaoEjvYJcuYzKXE7NIdGZIvN5xeFhQGJSehpsb0QkgWzJYeKmNTRvfIxAwe4Gq98Zwy1fjYSqtSMiUdS+CaLaTIEGKGK0004CGjrmIcCF1eOg4ZjgDiMdjaCmJri4DDPCmq6Rne0C2su/DPMIpmTmX2thn1/DgJNbWe9XkuXP7Y7EcO2DVUcuHrCFJEgOd/gzAhxcLKm7cpJGOs486OS3VjK60YEhJZLKxkH/U58giGwcOot1D6xISgxmCHXuv+yWpRqManS4slGBhwCnvXaqgoHYPLR/Oeox6t1QK9uwxFxP2eGDoUCgsPKXTEAThC+5Pf/oTS5YswWq1Mm/ePL773e+esecS4ewwM0phTwesazDXGptWeuxwNqcc1uw3e93ALPae2e/zONOTlyDBRtbTTE/3YAaZTGAiXnyf6iHJdpmvf38XtETMoKHKYLPAKzvgnnwr/zEaXqjK4qUdcXK8SaJhJ4uWywzMkLFbYHCmzK0T87n77kxisRQ2m8qrL8c5/6Y/4dv3CUl/FrudA8mwZZCLSi55YHGDJRsIkvIO5uU3ilj+oZtmaxvBFon7fwO/us9Fg6+KPevHkecyzztIgBW8c+jNv512Bnhi3DJhDK1hBYsMme5aQvKLAFi6M1ict7AxGYecx4KBsLvd/JQlmFwMw7IVLJRQ3Wket9nhP389n6Y9jciyRFlZGhnpHiAHD1242UmY8GHXOAMLNppQ0Lt3B9CAJuzkYj1mWfrMmf146qlNXP+tkfzt+RRf+bIXsJObK1G/P0I8aGFrncxHv4ryX3c5+PoslVCNj+ohmaRSBvPnD2DUKLOGMBqFhgbQdcjJgYO7okUIU8XW7mBm0E4HXWxgKlNZyj8AGEwFk5iC/+Cgd6QFLbadiOV1lC43kpxGPCuC3XIJKn13M/vxM52Z1FJDhAillJJJVq/7pKiliweJ8xYAMun4+DV2Jh/jKh2fDRtDGcpK3kPvXt7Zh48sMo/6mA0b4P5fmSPGAHl5cNedkOdrAS0CtnSwHr9uUBCEz9fmxYtZfvvtBGpr8RUXM/Peexl2GvbjXrVqFUuXLmXJkiU4HA6+//3v88YbbzB79uzTcNafJsLZYXI98H/G98zWzHOD/RjvnpVZ5vpkb+w17z+7e0LAuShGlFZ6L0XfRisRIqT10XtjVeDywfDydrPXyaaYOyA4LGbvoG6Yw5LrGmR8FgcTsx28UAUxzdyKym4xh4T3BeD8fCsul9lzMXpSGX/8f+sIh4dgGDBzpp9RxYftn2r1mDVmn/wXHQxhwwadlMWCISex2yEVU2mrVckabzBmWpiK7n0xg3QdCmYH1VDNYHUwJX5zGmTisNDUI8XBvSCKffDzC6ApbE7qyPeAy2rWId6zAoLdb9QFXht3TC6h0Ne7JQ8eJnEBG/mEAAEyyGAEowhiw8dC2ngRAx0JCx6uJEA2fe0ca5BAo5mBgxWuvW4omzY28/tHyrn/VxZCIZlAIEkiAT+5NUnX820kUk6q1qS4erYfOauAyspsdN04dM3b2uDJp+D990HTYPgwuPHHOk3+JJtI4KKSIoLU8AkSCgYSHYTR8WJHo5EmdrKd8xmLrKVg70to2ZnY19kxXv0LJCJYxs5HX7AbI6P40JImR0rv/jiaJLsPBTMAnXbCPIFKBcoRQUrTzM3i9+0zZ7mWlUHGMUYo88jnQmbTRBN2HGSTjafPq28G2Zde6glmAHabhrVtDWx/CmIt4BsIlTeAr//Rn1QQhM/V5sWLWXrDDSQjEQACNTUsveEGgFMOaFVVVUyePPnQVpMXXHABb731lghnnxeXFfqf4A45B4dCR+Qe/75nm4qKEychQoeOSUjYjhhWOly2Cy4sM3cvCCd6lhOZP9BcoDWW6pmZalWgK3Gw3R7hI7aDLCtL47bbLqC1NYLVqpCf70FRjqhHyhoD4+/HGegiq18R1dutIMVIUx2olghlRe2U5i8jt8CNWx0GyCh91DRZsCAddlwhF5lcdBoPHbMyDuWwHpx0J7iccTrppJkwPj2Dv+/wEEz0tLM/COsO8KlwBpBNNlOYRoIEduyoqMRJsZYpjKIShXZSZLKGTK7s49dPo40oLxPnA7AYlA2bSuWwK3nmSXMIzu2G1jaDphaNNWtkBgxIsGNXJw5n3qHX6nD0/h/Fxo3mZuwHJQyDl+IRPjIi6JJGK2FG4uBCBtLIFlRShNGpIYkPC2UotNJKkiS2SDN07kDWs9Cf/jUYZk+U8ckKYiPmEEpP4dVUDjRIpFKQlWUOC54InaZetyVcpGL9CSYk0o7IUR9/DP/1IIdmAo8cATffDJlH+c+RBQtZZJPF8QtCEwkIHZHjL7+wjsS630JW938AOqpg65/g/DtED5ognCOW3377oWB2UDISYfntt59yOKusrOS+++7jxhtvxOFw8Pbbb2MYZ66OSYSz/yVcuBnFeaxmFSlSSEgMYQg++kgYhylLg3umm5Mf2qJmWBvVHUazXbBgIDz+CdQEYEoxLNtlblcE4LZCiQ9i6OwhxUbiZGFhqE+lv+8YCVixQNogXGlwzbWw94EU0S4XVqmL0WM6yB+0Hpt1Kwl+S4o7UCnDh49ssnoN2w5mCO7D9r5UyMbDzcR4C41aVM7HxgSkwwYXEyTYxEZ2sB2APK0f9eHRcFgdGUBzX51w3WzdHwflojCedP6CSgtZ5KLwLTzdW2n1MAyoCRh0xC7CZx9Nhu854tKbqAylqWnMoftlZlhobZNpbZXoV65gt6nMv8h71HXyNm/pfXvwVI0nOqIUZYKsKPjxs4FO5pCHTg1TGcmrfAxACIMUMtlkm5MuJBlkK/L2vejdwSw1cAKbr76NpXYbkWQXAzoN5DV2tq2WmTYxyMQLHGTndvemRUIQT4A/7VML+6kMwZwJG0c2+lG7+Xb+/lIJwfY0LpgMM2eavWPBIPz1uZ5gBrBhI+zde/RwdjJ8Ppg+zeyVOyjN3oLH0btnlsBOiLf/rwhnB9+DzpEl8wShT4Ha2pM6fjImTJjA5Zdfzte+9jX8fj8TJkxg48aNx3/gZyTC2f8ihRQxh4sIE8aODS++E1qMc1CG+WkYvf9xliSzxi7PbS47cl6eWaO3oREynXDVELBFYWkizsPhLnxpZi9KqWLhFrxkn8CP37Bh8Ov7LdQ1uLA6G0kvWo8j7XVUnECMFDtRKcOJiwlMpolGAgTII59MMj81G9BCCS6+iUECuY+C8CABdrLj0O0utYXRpSH2tKlYuq+VLJlr4J0oCYkRWCnETwQDPSTzcZ3Ms81wXi6MK4QsJ7y1F36xwkVt0EqJz88vpt7OmH6/Ji6tYsqUMbz/gdme26VQMdDJFZfpJLVMvv5VOwMHHL1ovnIIvNUzWojFCjaXgXyw1zMpkSn5SVfSKJZmsN2QKKSQADF0ySCPPAYwyJxx6cqDnLFIwXYUqR+GEqfu0lv5faID3ZZDJAHLasLcOi3J9/0riO1ZDjtGoDtmIjcEYOnfIBGHoefB1LmQ1jMWqVKBn/sI8Tgt+37A/fflkIhkICFTXW2Gsa99zRx2DHT2vB6bFSaPD1Poa4GQ1TzHU0wR06ebf779jrmDQ3G5F+dWGThserY9Cyw9EyUSCY3m5jCKIpGb6z5nFv89FZoG27bBa6+ZmXrObPN30n70DndBOGt8xcUEamr6PH6qQqEQs2fP5hvf+AYAjz32GEVFRafc7tGIcPa/iIJCWvfHZ9HXe43HZoaLcd0z2SYWQWfMrE1rb4FlqzWWDIjQHIPmFigtBSU7RQ3aCYUzSYLiYigsThDkOTR2c/iPrXTYArUePEgJD54EEIGPdplF8AMqUvjKm+lwNJBDHplkHnVl+kR3YfxBIUKUFNXx5Xga7+0za+8WVkDFUeqbOtGQkfD2McyagYIag/9eB+u7J1Wua4AtLfClSvjZcqjtMndj2Nme4rblCouvuJai9C0MGwbf+y4s/ac5kjhvnsLUqQpebxrRKLR1dGJ17kK27sRm6YeFikMzQUeOhClTzJozXYdUo8zsCTY26RH0YIz8CORKFvzWGO0eiU+aa5hkz2W2oxDVbmOoJRMfDgLoBCQdf9EMvGodctl4aNnDNhl0rJCdRyAo4fUYbDBqmSB34iway/bl65CWraTf3C+RM20MavtuUHX4+AOYuQBN6kCjHl0LIsUr8Uq/4+Nd6SQiVqTDehffWwkXXWT2no0eDbv3wNBKGDcthGJsx9H6LtRXQdnlUDQTLD2BtbPTDHUZGWDtuySuF78fLrsMZsww7++wFEL0Uqh+xfwGWBwYFddhOJxIGLQ0h3n22S2sXl2PzaZwySWDmDOnPx5Pz8+ZrmmkYjFUp/MLE9x27YI774J49xJ1H30Et/3M3GpMEM41M++9t1fNGYDqdDLz3ntPue36+npuvfVWlixZQjQa5cUXX+Te09Du0YhwJpxWkmRuGA/mP+yxFEQPW1+kscl840tYT26sXsaDg4sJ8TvonvUok4ele3agYcDGJli8Gfo74OOXoboKVFWjU+7ghhsUMubtp4oqRnEeQ6jsc40tF05s2IkT677txqn5mVQoM6PYrElM66OTqgud1kgDqXADhqzQ4Swk25GF44iQdiAMn/Re7YIP680eyLouuodYUxho1AQ1OqO5lONBcZvB5OCbYnr3qHBrK6x4L0FxxVLawq/h85lh1mufgItvoKfcdHXBtKkw7yKzZs3vl4nbXKwO6oS2uXnvVYlo0ODdIZ3MneejND6QD2sNrH6J8c4uMl2d7Mm28CQh9pEk0yrzC4+Kb8Fo5PgM/PmloHSBksDpAsWI40lEcFizeOeO/4sebsVhTVL/4XrGff1qykIvQawTJt+LFmsg5HiKcGQDLQ1JujptZLt+hKRlI+kSh18+hwNUFSwWmDcPnn/BYOlKnWVbDS67spRExSzmRkZSsOUP4CuD9CFoGqxbB4ufhY4OGD4cvvJlyM0F5QSWcOvZUssFA76EkTuJaDCIbrcTsm9Gji3DZR9Ba/tw3nmnGl03iESSPPXURkpL/Zx/vrm8SGd1NTuXLaNj716GXn4ROUV2LMlm8JWbkwrU/8/eecfHUZ5r+5q2vWhXvXfJcrdxxxgDxhSDTe+Q0EMg4ZCTnARSyOEklJzkSyEnCUlIQseE3iGYZjDuBvcqyepdWmn7Tvn+eGXLNgIb41ASXfz2ZzTSzs7uzu7c71Pu5yPGkAADA7B7NzQ1QWEhlJaCa/gJYEecd94ZEmYgxP0LL8Dkyew3Vm2EEb4I7Kkr+2d0a44aNYr58+ezcOFCDMPgq1/9KkcdddSn3u9HMSLORvinkUpB7SqZOeMcLE6KlYxlgQeJosM49WxMxMcPSLEBiTRsjEFBWEU0hOCudyGchHHp8OybEHRAQcAgRpzFjyt8e3IZoZx1bGULhRTt5+u2Bx9+ZjOb91mHZclYTdP5/ToPPRGFsgB87ajhxVm8v47o2p+SiIhpC3paDZGJ38HpPrg5loVorMh0QmdMQcKFhEmWC3w2UAaP08IgGNxfUaxbB75AG/2JJQQCIsoTDoPDsQKHdSrL3vXw8CNw3oUNWI5NeF1JnJ6x+CgluAZ+fEM//T1JIv1RXs7w85NsG881t9MX0VmXTLIrx+TahbncNyjMAGQk2rpW4+h4Aadsp1ovI0v10JqM4nGl4dBlzoi56d7wFslQF24XSJhgmmx/7nnyz5+GfedT0PQc5uTRJI0NdLd4iXafSipWSJ+l4bbFyMly0dYl1JmiwLnnCGFvGPDaEnhlqcU2KwmtcTbVWvz4p9k8mRPj2vQJ2PpriTpGs3kL3PAN4VsWDEJri4imjh0LBfkwbRoEDiGQHA5DY6ObZLKapNFORLmDWKIDuwMqK+pIaduZOm0mK5YP1Txu29ZFxZRsQrEYzUvfovmttyiYMg5t92OEVr1NoKwMWVGg+jIoOxPkwc9Eoo9kqA1JkhnQ8nhzh4fODpD64b774awzRVRP/Qy+vYcTsB/jZ/xPJRYTQnHfebUjjHAg4y6++IiIseG4/vrruf766/8p+z6QEXE2wj+NykrouE+i4gMnV4yVWCUnqMlWuNTmovCAUy8SEV++wSDIsqgv6ugQYiNnsAFBwoZGNdow8xhbw0KYydLQSj+UgBxDBhkGIiZSSuSzdHQsLEKEqKOWbropooh8CnDhIpc8AgRpCsncskIllhICobYX/rBG2KfsK9B0yyS2+8W9wgwg3reFZPtKKNtfnOV6REPF2qGGUabnQ3ka3HkCNHV0kGMP05rwUJSdRXkADNpJsIwUG9AYjZ3ZKIgXxa10UFXci+GazabWjdR3d+D1gqaZ2B0p/vJXuPzq3Ziuu5A8XaRsUXowCHIHH2wso7W+b2+xtyfg5f7HLaaeqrGuSXROrt4Fp5kedjNU5KVjYapOkrJCT+Binv3LDqaOr0CvyMad72S8303+QAN1dh23GxQZUHygJ7BMp0gayzK4ZDCjmIkiBrou5Gd3WbR3mLhcAc5ZpHLjjSYt7dDZKVKzFYMWal1dsHw5xCVLRD8lmUhMp7VWoz07SU+gmhxPMR98AG3tcRzOOBYKPT0OZFnj1VdhznEmHXaT99vhGL+CKksMDIjzMCMDDOLskAyWywZaXCZtp507vqbR3QMvvtqOpnQQa4VEHAYGJFT3ek5ZsID2thT19X3k5nrIO7mIu+ijMdVL+pRyLpz1YypSnZhr/0hb2X/RaEsn3Zciv2UZcvZM8BaQ7G1hYNndtGzciIVMxvhpKP6r+dGSLCoy4Zrz4PFHRQT1CJTRHJSjj4aXX4E9WSJVhdMWfLZRM8MQvnOPPyGaQY6dA/PmDUWPRxjhX5ERcfY5Y1li4HooAT678Nb6og1OP1yKi+FHP4QXXlRQW9z88HQnGbqE2SgRTRepGcuCDRtgzSaTlGKRaZMZN1Zi8WPiC9njgfPPg7lzP74IedDSC9MSOiAzCP0hUCQJBZWZU2T0rBYACilCRuZt3qQXMYqplRaqGcVkjkJBwYGDgRjEDrACqe0VNXX7ijPZTKENfLgIVeuv+9A2nx2umwrvNMKGdtEQMLMA/E442b+aWN09JFrbsAdKwHMTnR0F2P2rkN3PYxFDZysptuHlm8idO6jq/gNWQyO2tARjqi5mlX0TiUQbHa3FuIKZuJzg9K4mpfUSzOgkqbdiMyEqPYkv8HWqJuSwa2Mnum4gSeBwqWDs86QD6ZiWTAYK7YPp5B5M+jLGUZR3Ju/tKsAMhFn33FoaO+2k5+Ux9btH48yfSO5sJ87nXiMZiYPqgO4tVJ1zNQ75HSivITb2Umodo1mvZxBJC3DC+QaP/wF27kjyo1t7ue9+D9Omp8jIGEr5NTeL+jFZAs2UxP+oDkhF8fogImm47UH6KMedthm/DklTpKhdXj8YhZSNUmmriPPbcJi0pMS3dRfVzU7eeiHJuPxdyIVt7CzJ5PdGO5YzjZCew+6Qkyv/K42bL1XZvl2jdIKIKhmGWAyoSgC7J41zbkjH4zKIm27+4knQT5KUrNORm85vVDs/jhWwLn4GD/1mGXrSwJ/u5/pvn8UYzYkHi+iON9i1UrTXRlMm7W8tZ8b5kzl13Cn8YzNsj4lI376pxiTJvRY5XryH1ORzqFRWCvPdN98SC6bj5sLo0Uds94fErl3CEHjPc37gQZFeveCCz/Y4Rhjhs2REnH2OWBYsa4TfrYb+BLg1uGqycOb/VxFoVVUi4hGLwdKlMr9cLFa/48bBVVcCksUmK8WScVG6TYNjPXZocrL8PQUkcUH4/R9ElODjLgqFXtGMsKwR3umD734P1rwG8T6FsRPTOXpRF632KJOtKbjDFTTqBg5HLjZndO9A7lp2UUX1XnsRr128D/o+DXpZbnAdcO2TFTv+nFl09m5AZ8+wdQlv1rRhjzXHA+fUwDkl3RBpFiZyehrqxrvxGj1403xsd+NbW0kAACAASURBVFzC/XekqOtKkV9ezqWXfp386j9h0Y/OZqxoM2z4HV6lnT5TJdKh40g9xISjrqcp0k2s8xRaY+kUFoElDZCekSBldCBJIKFj6JuYelQrL+TmIJFJc2uS9HQXF5yt8ufafMyiLFxaitxMB4U+lQvx8Ef6iWJhT0j41WzeUC7g/23pYCBmMHdmDXOVXp5/7APamrsppJ6A22DuHb9k1+tLifX0UDbne7hzHbTq48j0OlmRP5m/SDGihp2N4QFqqt0cvUDig5+YpJIWW7ZE6eru4NJLxyNJEhs3Cm8zgJkzYfMjEgGPTK+sMmGsF3tVjEW+GrxejYGkhK4+hdNXxLFzpvDW2zFSRoiMQDanf0Xm3kQU3YKQaXFfMsJXohpFyiq0rh30mzt4JjiHuN6LpseQLR3TV0qXnKS0VOWt13MprBqL27ORUJ+IJgU9J/KP2G5CSgiHYlKVP4OILBEmjOp00RSPsyM5QG9PJn/+6xqSKR0bGm1k8+OH67lifCUdwV5OKpqNO38NkeYduL0ymfkO+js2M6rsFI6qgNZ2GFU9ZLgbJsxa1tBIAxISRRQxicm497GQ+TRIEowaJW4fh45FOwYGkIn8oVrLT8PmzfuLUYC33ob580eiZ//qWJb1pWmeAY6o79mIOPscaQ3DH9cKYQbCsPXPa6EyCMX/QnUVsgyNjUJkmYNCZ81qkRo55Rqdn6VCRBPipA55osz0WZRXedi1Q3woTVOsnj9OnKU54drJwoetIwIT06OcPb6PeNTAH9TAk0W1cSLLGzTu+0CiNRYnGCjg6inZdGe8S5Lkh/ZZ6IMLx8IjG4VAc2lw+UTIHua658o9hqpwM+HWN5EkFU/RqdjTx3/0AffXw5rbITrYHVB1sRBqqpMuz6n86jdOGutCWIFsutbH6fmVgx/eNh9Pphg/JSWiEGvHbhfRxc2bHTh6LFwl5Tzz5CJqd6nceSecsQh0aSqy/AJIJk6nhWIZ2ORFZOYv57bbFvHOkhg9yTyKimTsMkz0q3zQqTK92smFk4SYzMLGLXqA+j6DMrWRppDFr1a4aOjXSaVkHltv4J6aTkmhE2eqAdb/EoB01Un6Rf9N0l/DiiZ4eH2KSNJkUqFGQTCB5YmjqQ48bou1XTpzp7ix2RM4nJCZbbL07d2cckoFTqebBx6Enh7xcnV0wB0/idPWKeHLUMivgmC2lzwUQMJl68Kb1klH7xbOPE/mxBPH0dcnUTXK5M9KmLZecSJmZ0MqCbrVT9NLz1B5WTVGMk7KBNM0MI0kstFHRlqCVNjC4YC//TWNyy67mgzXZoorm0hEaujQXWS5HDQ0W6Qi4MpwYthCgEVKAd2hka9odA4kiDmLUcxWTHuA3bKKrVPH12Hxj74+3jcTXFp+MXnFLUTIZWWzSqE3n+1N8Ox2eOQ8KD9qSJQ00kADImprYVFPPZlkUc1B1NQRpB+TF4iyhBgpLCZj50Lch9SNfSj4hhnk4HYfWtftCF9eFEUhlUph+xK90alUCvUIFYOOiLPPkXASeg7wtYykhpz2/1UwTdhVOyTMDENcXF/7B4y71qA9ZOFyDaWJVssJzpnqYteOocrj7EMYQB90iRupCOx8DOqexmWZoHlgwk00S9P42ZuQNMDm0KjrlfjrWhtfObaUdvs2yinfz7TWrsJJ1XFG5Zj0JQ0ynQqlPg2GSxs5M3GM+RqO0jOEUasr5yMrpy2SGFYt5thZyEkFpX4NUioMyCTSptGpziY9K05bq0FStiGTRmNzL6HuIjyZoHEUaOnoShpWvA+XS6SQm9rd1DcH2LpV5aILIT8f7HYI9VegOL5NXP0zWBEMzuNlM4dVjgQnlsa44KxGVu/M5dd3iyaOsjKYWwAFrVA0RxyzjERok8qmZTF8815kdccJxPUUObnpNDT0IOFmRRNcd0IpBcpbQ09Wj8G2B9lZdhu/eE/BMBWIJXipX2eyJFMyEeo0KCyUiMdlkgOQk6tw3rkKW7dsweOx4XCohMPQNlin53bDSQs2E+ZuJh2jkJ4RR2Mybi5CGpz/KZNGZmAMpvQGXV0vECh6meopDny2W3H3eQhKEAiCw6Ez0G+RZmrUhfvRLRll21vMm3o69yIBFnangjshU9iv0dRkceoCC9Xmx505lnj7LN55zyJzTi/ff6ublGmBBB0xjZOO8vOqJjOAiSpbnG/zEUqP0hXwYBqFZNts+GMKXqePjavsVDs8VE9LkUjv49UlpTz5QD2G5iXq9HPy+TB/FGzphXmDHbvxONSbbSTjbkxbHJvTQFaGUvSfFdtJ8QJD1gWrSJCLwrm4h+2I/qTU1Igu1cZG8bOmieYQz5EJDo7wBSUtLY329nby8/OR5S9+Ksk0Tdrb2/H7P97Y/VAZEWefIz6bMB/tjO6/zT+8BdeXku3bRUFxVpYo7E5LExeVpiaRmnKYEm6PKDh2uyA8AJPKJNRNQ/uYNWuoGPyQCDdC7dPsNQxNhYmt+xsDheWs25COJEF6UCGvMIPW3jC+WCGl9iD55O83AD5Bgo3qKurSRe1YA2AymRpGC0PWA1E08H68KaEV7yAhv0NE/RNIISCGe9RV2Bv7qSu+h0cfjrOpzouiBTnrChvPv2QjHM3HYffisHfj4gqM6FRWbfSR7rqK5Nbfk+GPEMh04p35VXam8vnZXeJiZh88j/w+O71MIUYVCSvFL6xeeuVuSAX5U/9ObOljaX5bITVYalZbK25VVXDOWUPF3x98AOUVIfrC28lxn4CMB5fTTVWFh3jcYGq1nRPGh0jbsOSAZ22ytS1CKtSLlNSwGhtQPT42e/KYnxemLkvD7bEzpVpiVqdM4BtRNm7cRUNDL9/5ziy8Xjs2G1RXw3vvwfQZEQzb46RiITS76HZN8g52TqAbD0ksAih41dNRMmJkpm8HbLik07CRwVVZCvEsnU7TpGF3mJODPuIhKDnxBDav3M6EgmJq1jzG9VPPY5nTRpo3k9lWgHimxdNPW7gLu9ic/zYA5RmTGT06j4e3K0xJdzPa7iWFybreEPPaA9xWkEUbCZIS/N3qxMizce3XpvHyveuJNMfR8HH1VZMpqqgjIb+MT7VRUXkiD/zMi5xeQ3vURk9Y4bHH4Hv/DXumiCWTsH1HP2NKNHKVDmSjmJYBjU5fK1nyIaxkjiCbh4k6byTJabhwHQFxlpsLP/i+SG/29oqSiE/0fTDCl5KMjAyamprYtm3bwf/4C4Lb7SbjSIwpYUScfa7keEVx+O9XCYEWcMDVR0H+8POYv3TU18Nt/wOhkOiwGjMG1n8ANruomTljEbSuUDl+ssZmPYVNgzQfXOJyU3aswpQK4W1VUHDw9vkuDLow0JAoSfSh7OPkbprQ2tCBtyiCKqejm9DVDYGAwrignwqbn+E8ZbvpZjObkJDR0FBQ2MQmCinEafhp7IeBBASd4j2TD3Yd6t+NEVlJVLkd9G4RWfMUEE0+ykDgHn51ZyZ19TKmadHW6aC5Q+a0BRJvvGnj3DMzKMnPwEY1qzbB7XdCcdFsFh5XQtTZBxU+skoLGad8+CPdjs49DBCjH1BYjkwJGWj0ojuyeFXW+Mosk8WPyXujmyC80fb108rLg5Z2JyXZdqp9NrKkdN7apKMoUJTl4byxCukeQFIwLdERq1gKeMvI0JvRYwpS827kVAIprFMtpVGjR2lMamRoNk53BchwpzCqVDIzi6ipOYqyMvHG2+1w8UXC8ysnN4JOB0VFQ8dnMo7X8fIMvaSwmIqDBVY6yfqLqKvtwut1UFaWRUaGgwrgZtJo1VPs6k9SKXcQ9r6HdtwszEY3hlZKMMtgZqSdmWkTkdQICfXPhPJP5613u6l7s5sT5h3D7lY7TzXGmTtOZWGmn/sf9fDzt1O4nBIXnulFLzbIissomkSLZfJVOYeNWorsWQGuK0kjr1vlzdU2Sqp2sLv/ZyCZhCMymcH1fP0b3+O2n4ymr0/UfQ2EwW7BzGLxfHt64yTVJwnFXiTl6CNqxClQzySYmkWh/TNo49yHSYCLKB04WIdCDItiVOxHQJjtIS9P3Eb490GWZYo+i5bkLygj4uxzZmoeFBwP/Unw2oTVwpeo/vFj2blTCDOApe+I9v+TToLsLPG7pe9AX6/CfN3HnIkpPNkGNYpNfLF/gi/jOlL8jn5aMZCBHzsDFCo2NEOs6A0DTG8lGzYHuWIa/G2VSG1qJlw+CdKHMfTsopMO2ulBFDlpaARJR0IiZZq8tRPu+wAShnjfrp8GRx9skkfTa1jpGpYVBlkDI4FhmHTFMgm3F/DuKhfpQRm7A7JzRTRxylRR+FxSMlRj8/ZSITjr6hV+/ddioJhJk+DHtzJsGfYHJNlGhAxayLQKiFhJOiWNbDWJ4cwmGrWTky3xHzfCE0+KqMxxc2H27P33M3YsrFiZzuw5l7B9u8FMs5/5J7pJmja8hsSaV2DcV0qwJt5IdOdfMVIDOAtOwe4uo7jpA8bmzmJTfRIJA49D4nzfdsY9/GsmXnQTinsnfk5EynAzZ87whqzFxcKdPhJNQ0urxrK9N/hZkejkBB4iwaSUzPzeepT25aS0DGKhSv7y/97A6fEwYeY4LrxkChkZbtJ1laYNEs/dXcsll8fpNR7BbnsCZ3E1gcB19CpOGszHMUPPkeMZwKWfyPurW/nTT1/lrAvncMcPo+xuUXEXKjRvTVJZ5ODt13X0lEYoBn/6i87xExz0hHpp2Ork/tcUTLfFiQtUNlbEGe3pwdGfR6hFQVZewSmDioKRtIjHU0iOlRTnjiapQ3sYRlfBUeVQNbgotzla6Q6/jhVRycgMkunTkfRVVKtn4OWzm/Wp00Q+T2KwmSJymMZZvEoh83GiHEFxNsLnSGc7tAzOpswtgKzcz/d4/k0YEWdfAHK98K94uu/rhWSaIiXV1AQ//IEYvdPdLcxBV76o8J3RCtWHYW6ZxOJZorQO2jyYwH2eAN8eez3atgch3o2aUYlSeiWP3u6hvBp+eizoCkyshEnDCEADgy1s2Tt/tJ8QKVIkiFNEEfGoe68wA1EjeO9aKA+I4vlhsUzor0VyliB5srDMDkzFQSKaIhItIhK10dkpEw6Lmi9VFdHFgnzhCL8vwWFMU/f4w+3/PLowCDGOFJdh4+/EmA5koxK2IGHacFgm8ywnLpvEcccJPzFdF15f8bhIJdXWitRSWRlcew0sWzaBXXVJnnkigaIoJGIafr9MZRV0hqOssNaRmz8Tm6XSFoASq4vs5te4ptBDX24x0Z5uitQ+As/dhqX34ZGbiLISkxn0RdPZHRKvaZEPStL2X6x4veD12tA5iwhRdDYhk0kH+WRg45S21cTW/xrLNOmLJCmygvzo1h+y+Fk3mzaqrF0Ds46G9nb4xS8UTjllDA1128murCAS30mu/yQeWqwyf+GzdPStpXpUAt0IE5Uf5fipU5n4/XHIXbsZe6qTx1fL1HX5KciKseQ1jQKHjQESKLKEy2ln+SpIJV3c+cMEZribeEYma1ep3PcDcA68iF2dwNjy0Ui6hA2J8ICovevrg7xcDZ8fsgfg2OlipmjlPkEEm0NHs+sk4tDZLkO7DYcTiqrM/c6Bvr4427Z1sX17NxUVQUaNyiAwnIvyIdITg+Z+8Z4U+6NY9qexWE4OkCCEzB/4Jj/Ac5gj4kb4gtHSAP93B7QOejhm5cINt0BByed6WP8OjIizEf5pVFSIQv524WeKJMGiheJCf/FFItUZj0Nm5qEV/A9HBJMm9P227VJgecEM5gXGEAnFaO4O0tHn47zzoKU+wlhnA9mBPjLTspGsIpD2/xgYGIQZoIN2ZjKLbWwlRB+llHEUU6kP2/YKsz10RiF6gCfafkgy5MxCqX0Sz/hriSgPoCfqkRwTUOLXsmKFg/POhQcfGvTNGjT7zB9mwPqcOfDGm6L+BoRgOeVkMOnHpB8ZDyni6KwgzqsoJJnE8eQzll+zi6utMiTJjmwlqTQy8Fsa6qAw3uOWb1nw+uvwxz8NNXIcdxycczY8+ZTM7NkOdmwfMp6rqhQD1uOORmKNu6jd8wvTTV1GPgVFo+h/6X8om3o5abUb0HdsRQ/4kC+4jmj+WlRK6I36+fUKeH+w8N+lwXePhsnDrFxU8vHyDUy6kbCRRYDJiXasuqcAEywLOxZKtJdwSwsPPlhGKJRi7fsJbvmBm6IikSp89R/pzD12HKUZt+Dyr6e5fiLBgELSaKKsLIXqqCeWiJIVW4Ty8D34lq8hHMpC32Ry3be+zv/Vjqajy0Zurpf334/Q2BTCQkZzaHwt38+Di3U2d1pUBwPYmxsoyCqjo7mf119wUb95Ced81UFZ3om4opsxSBCLmkTDXjojM8jMhCuvGH5ck9OeRk1lMbvqdxOLifR/eXEZTvtQgj4e11m8eBPPP79977aTTirniism4TrQD+YQaBuA36yELBmsNuiplRk35jimTq/Cl/sQGimgDxvdwGeXg9R1qKsTi4j0dPF6pQ9XpzDCJ2fF0iFhBtDRCu+8Bhdc9fkd078JI+JshCNGKiVuey4k+fkiSvbee9DeAUfPGrLDcDiOTFGvF5kqtL2Rsz3koLCpLpuf/FS4vgOcvSjClXMeQap/DkfURO5wwPhvQt4x+93Xho1iSljLGrawhSwyySefKkbhx0/AITzpIvuIsQKvMJj9WLJnIIWbsG1cjlJwLqlgNet3VPDb3+XT2ysaJO64A+w28TqVlQ1vF1BeDv9zG2zcKITT2LFQUFpLP3/FpJsQN5BGF538CJk4DiRSLCOX26mUyxigg1OMAZyGn2TKTWHww+mntjZY/Bj71aC9+aYwA47Hxe+vuRoefkREQCdMhIJCGIjLokBsjzFVJIIj6MdZUEXllGY6Yj2kFlyHU2tGCm4lnLYcmTScnMmmHnWvMAMhdh/dCFXp4BnmdZBxISNOtiJM4pYKphDqNlkiR9aIJUwiAwlUVUKSJdxujeeeh2/dJBYLfX3w9DMenn7Gw6RJZSxaBG3NOtNtlbi9W0jqUTHMoKMa3n8Ly0rgdFr4fSrJZx/hxIt/xN1/V7npepOduwawLINoSmbGJJO83CjJpIpuWIRSClkpnXmzYvz6l++R6NiJnojwm9vvo7lxNlf957fZXLcMdA2ncQz3/qWMeBy+cpn4PJnEsQhjkSDBO+jUEXSejqtqOfFUM3a1FI+6CJmh4syWlgFeeWXnfq/ZkiV1nHJKBeXln9wgbF0bYELtMlj8NBT54e13DKavLODG78zHEXgBkJD4GLfofwLLl8P/+yV7G1qmTIFv3DDigXZE2JPO3JfmBrF6+1epv/mCMiLORvjUWBZs2gRPPyOiOXOPFfVKgYCoEyou/uc9torEqbhox2AbKexInISTgqTKrx4fEmYAowsbiW5+jsyMPZ4ecdh2P6RVgytrv/2WUEqcOPXUESZMIUUEBlM1+T5RY3bvWuiOQf5gY0fGwYZRO9Oh5kqItaEgkZCyefU1dW8E7L334Nhj4evXHXyw9b6vq0EPA/weg2YSnMRKVOayFNmKYUkSUSzcGFjWq1xt3oZNbkbV0lC1EhTX8LnkZFIU3++LZYFpCIH2wgtQUS6O1eMRthQ//zl847t52CePJdG6BgBF0hgdr8SedRT2+VOwQkmiMR1PdhmSWo3FqcikoxCkK/rh40hTddSGOmjaCf4AFFdA8MPdUB5kRjuysQpPRd/6VzRJQpKi6K40es0KojGV8nI/LpdGKiWOecECePVVmDwhwfTxHYwbrxGXA0SjYEVPwqluJaFvR0tdRLitivadXiTZQU6WRk0N9MTjpLIULr3ITULfxtnnhrnMUUTckKlrbeG1t+OctmA8S9+TMU0JS1JxuhNEB/pIRaKoiri4vfhiKzPnncrWbZfz+FMmvd028nIlrv+6iDKnqCXGE8hkkGQFBu3IOAmzGbtyMunKRSikIx1g8aLrBqmUONfLy9I4utqOLIPyCa+pHR0RGhtDRHtMjvf7uHmF6Fjqitoptufw/oYmOlvGUBh4ARtz9s67/Szo6YFHHhkSZiAG3e/ePSLOjghTjoY1y/bfNnX2iDD7DBgRZyN8aurq4H9+MjR/b/t2MRHgvPM+m8fPR+VG/HRjoCKRjUI0JtHdvf/f2Rggmdi/Jod4NxgxIhFoaBDiMjsbiotdTFQnUUUVEjJuhorUFRmOKYKKgIju+B2HIMz23lkFj5i36UJEnyaMh42bxL9TphxcmO1LihRRIpjkAd0MUE5BTMdu85A0oiCrmLKGgYxkuWhtuoeUsoysLA8e23TcXIV8QAF5T48QYqOqxXHtIRAQc07PPQcKC0RqdfduKCuHX/xANH/cfoufR585DcWeRsKKkWUrwKVW0hfRSEuDQFDdpxqpZL/HrQzuP5Eh6ITLWIHtrl8MjZSqmQBX/seQQIt2QN82iHXhCIyCvONA80HTEsgJkpZ9KktuL2RUtYnmcILq4Li5ogP4kovhvAWtqDvvR+1dg7lBJew/gwsvOJ1XX8plkeNbFFeczNI3xmO1dJNj86J39TMQUqmpMSg8fQKeOdvRunexbEkJ9z+8GrtcRdR00xA2+d9bZ7CmoYnb/yeXpo0ybimPkjILt9siEbFhmTo2VwDLU8KGNQNs2RLm3LPyMHSZSZNgwgQwpS7C/B8mrThYSII3kXAjUY4EJHgROzOQBmet7ktWlptRo9Ipy1SYY20h+cTzOJ0q+cFzIWMR+A7udN3SMsBdd71LbW0vvTHw+lx89axjuP2eINGURFJPx625kKw4Xr6HShHyEZpOcCjE4xDq//D2PY1Ih0N7GDZ3ioXXsaWtuOzvY8lt2JiIShUywzes/EtSMwEWXQhvvSLC6EfPgwlTP++j+rdgRJyN8KnZunVImO3h9TfghBM+u9oPLzLefXoVfT6YOUOIhz30JTIpT3fBPoaZpFWTkNJZvBieeVZ8/9htcMMNMHeujOdjOt9yD6MpLpEQKUFJEkInKwtOP13cPik99LCe9+miFS8OxnE+wZQTafNDSJWzUB3l6EYdsplEVUtRUsfR1Hk3hhlD0xRs2atxcNp+4mzzZvi/34ljPO9coSWbGiE72+CCC6CgQETaFiwQzQM33yJSsXtobpXpaUlnRsFEdEvh/eYcHr9XY2BARFTnzRuqazuQsgB8Y4bOgxt1+hIGXymLk7n4EeR9Z31u+QCa6oU4i3XCup9D3xbxO0mFiTdB0XzInwuSglNW+Oa3RKSvpUVEdGfNEobHbqeBu+5ZCL+DIVvs2tVDtNTgt4/GWfJ2lL/9zeKBh8bz/AsSrW0OvnvNrTiWPEW8voXo0ZMwz56KbusjmBHmpJOKiA1k8fxLneT6Va6+popUVg5e1WR0aZxJwSQvL8/k7aUS46fOYOUyFx5nEkmyOP6kKtav7KN2W4ydG+JI/kqiMZWjjoIUXZgMTpFAAmQsIlgkkVARacThDTrT0pzceOMMrBVv0XfnA/jdGjleD9rLj0NuPhwz76Dn2KpVzdTWitCuxw69vVG2btzB5DHTqN0h4dEUKss95Od4sHHo/k4dHWJRF4uJTuTi4sMLxmRmwqRJIuW+B6fz8IfCd0XgF+/Bli64bEInW0O/JtPbQKYbEvwDF5fi5JTD2/mXEZ8fFl4IM48TK7aMbPHhGeGfzog4G+FT4xym+ctm279b8+NoaIB334WWVlGXNnbsp3f/liRh2xGLwbvLxDE6s4pwF90E2+8TF3Z/NYy+kt0tnr3CDCCRhPsfEPMEcz4ckDhsOjvhoYfh7bdFZ+UJx8P55x9i+sWyILQT2leAZRIrmsty53p6JGH1ESVGmDXMM0/G176cpoE68sffhOncikwSu3UyH9T+DcMUIyl6umNkZLiwlCHh09sLf7hHvB8Ajy6GU081OG3BABs3NvLAAy3s2lXACSeUEQg4kWWYOlU0DuxJKy1YAG63BAUl1G6HO38O/jRRY/jwI+JpnHeeeC1qa0XqtKxMXKATShi1eDUXZfqQDDul0TBmrAtyCwhXVGPr78e2ZT3094kH668bEmYAlg47FkNwLDiGXtSKCvjGN8Qx2vetC0yGoOt9AAzDJJ4w6UmV0VLfj8vloqmpn5Ur0uhqc/PBmnQufd/kmBmFFIyLM6XUz+zsnTTXjyG+oxBr1zLGyCYzvjuVkCOT5+tVztV6KPdY/PZXcNl/5hCdn2QHBhf6RrHonAJCrW0Up4fZsNXP69u7USUNkgNgJMjJFl/NEnZAQbSptKCZxxA13iGVktCjKYLKOOS4Dtnmh9t1gYICH+YzG8kZlYGiSsiqBm4PrH4XZp9wUEXU2DgUltJkyHCDZPZz02UGr76iUl0lBPcn8d1sbYWf/a+w0wHxWf/+LeJz/1FYlrifrosFjWOwrE3T4MILRAPNunVC+F98kTifDof6kBBmqgzFwUa6jQb0sIiO2xSI8xI2pqCQeXgP8GVEkkbsMz4HRsTZCJ+a6mpRG9M6uMCXZTj7rOFn4h1Iayv85KdD933zTZHqO5xI0oFkZMDll4t9aRoEgzIwA9IqQI+CIx00NwM79y98B1HkHo9/ygNI9kOoFsJN4CumfmcZS5YMpURefAkqK8XF7aD0bYeVt4IuiuiiaRn0qA1gEypWJp0oMeKyhwzJjicSIrH8XhzeUlJhg9asFJZjSPHa7AqanL/fRSYUEsbB+2KzdXPLLW/gdosXaMeOHmw2hYULR5GeLsyB77gd2tpFlDQWHYqMtbXBt7/Tizutlpi+CysxlveWlrN7t53/+x1sGdRVTid877uQNbmPBhpgj7GsMwPbZdey2uFilZQkXVI59YSTqQ6I1t5YVCLqOwdF0vGaW1AGtkEqDMaHHetl+QBhBqC6xJitSBOapuD32eiRTAxspKXZ6e3V2LkzyYnz3by9VAIkXlqikJPr4eTzJfooxuuMsPPvd9O8rg7NIRF54ilqTpnH2XMW8effPoDLZePSGy7hnoj82gAAIABJREFU6aw+6jQdVVV4UEtyUqmNi0cFsS27HbX6v3guTaW/TwdJITtXYfZsYTszEC7E7b8ZV+7vCBsrsQZOwibPpaGhi2jfaHq00UxY/SDy/NOgsmbYU0fOK0LWZMJj51CXezy7GxUKa9IpHZAO+hmdMiWPV17ZtfdnSYLj5xZy/FyVY485vCDKpk1DwgwgHBb+epWVw7xHiKj8K6/Atm0psnO6qKtrY8pRXqZNyyEnx0NeHlz/dejqEufS4U7P6esDezjFD0b10BY2cSgpMMAwwRycZ22hA+bH7ufflZ4YbGiHD9pFE8/kXMj6N8oAH2lGxNkIn5q8PNGVuXatEDVTpgjBdijU1g4Jsz089zzMmCFSFp8WRRnGpsO5/zI/I0Os3sPhoW3V1Z8yJZuKwfZHYPfzgFj5ZzkuZnTNOWzeMvSxW73mEMVZ8xt7hRmAkoqixUKkbHsEl4SCB01JQ807CU/Ta3gsoL+OuHcca7ZKuDMWkZ6XjaVtoSR3PF5p0V5xZhLH6dLJynbQ3iaOLycbNm1q5cCL0Rtv7Ob448vweGycOA9efFFEwnQdzjpT1HO1tcGGDQneWdFFZqabs8+pAtefOOX0S6irP2qvMAMR3Vy8GK6pltm3nEdXJV4dXc1r7U1IA3HqVY1tRYX8wJOHu7aWFb+8l95Vz6I6ndScfylVYyZjC+R86P39SFQHVJwH/buQEr1kZ7tJZYUpKHXw7nsxakZl0NQoc8Yi+Pn/SqxdK+Hzuhg1RkYu0rmNJJe1tbC6YTvZXo22WolgEOpefJnC/DGE+geIJzS61H52qpDmkYnGVZr7JR6RUkx3BKjJP4Hqzt/z0x9dys6mAKo3h+qJGtu2w5/vhVBIwZdeyrXX3UbNmLV8sD6H157LZ917Cs1NJiYyT/3pLKqXvfSR4ozpx5Bqa+fZjpN45Pc6uDzwWgZntIgok+NjmivHjMnkK18Zz/PP7yCVMjn22GKOOUbkDA83u7XHWmdfurrEYmg4cbZzJ7y2BIoK67j55jVYFjyZCfNPDHLzzbPJzHSjqocf5TYM0UTw8N/i9GxppqoqwaI5HeTlu0j5/KCGsA0+VzuzkD9B+vbfhaQhOqtfGhTd/6iFaXlw43TwfbbNu/8yjIizEY4IhYXi9kkxjOG3WdanP6ZDpagIbvoPuO8+6OgUK/grrxD+YYdNpAkaXt77oySBsvtJ5s2YxeYtQwUx1VWHuL99hBmAt3EFY8bN5X2rmz1G7NWMwisHoPoSCI6GznUQqMGRPY3ZlS7q6vrQUiUU5Wmku4KDNUug00CUx7Bn9XL5FVdy992ZRAa86AaMqnawaeP+h+L327ENXq1yckR0MhQSjQw2m+j0fOhh+MfrA4TCA9TWwY4dKj/670V4M5ewZcMEDvzq6e0DNeZHdsuYg2LQTi5v2xJI+cWgp0BWCKsKffEYux64n97aevBXoEda2PDA38j6xT1klU0CWezbskRd0+7d4r0sKRkm/Rasgem3Q7QVh+qk2J7Drf/tZu06L60tCtOnS5Tm9yH3tjGQoWDXTKrH5PHHtDD9AwqmKRGOQkrSyU3XaG2WqKhxkZ3l52tXXkEqlY7P70RV+okmDbZ1xbEssEkS7/cksaWfS0XmJErCDZRUZ4DPTUObwj1/FIsFHZ2t3b3cdY/ET745l/PPliEaxUqmwAJZMRiQ/UT6dTrqRCTzQzV9eUW0HP81Fv+HTKtHIRRW8PXIPPGEqAMsL//o087rtXP22aOZPbsI0xRNBqo6lD7t6hKf18zMYbOqwzJ+PDz29/2j1bNmfnTEa/t2GFUd5r77t+79Xhjoh02bemhoCJGZ+enCM/X18L8/M0nsaoGebpbtBNnK5ILGl6i67mukvO+iSO3YmIaNmUiM1FwdSMsALKnbf9uqFmgJj4izw2VEnI3wuVJaKmquenqGtp0478hEzQ4VSYJp00RtUiQiLm4HrXnTYyJdmQgJiwxP4V5RAICREDVQ+5Duj5EZTOz9ecxoMdLqkMg/HlqWgiXUrNK7nSrjCjKlKYTow4ePAEE0NJGuLTxR3AbJdUHuMB0MJgNE+Bs6WwEYPf13/CT/LAZ6JuPzOFDVXJYv99DaKsKKTqfKmWeO2ivOQLx++84+7eiAVatAlg08bhFRi8Z1EtF0HO4Q1dUWqiq272H6NMhPdzCbOWzgAxIkycBPEDftMkOGbxbYu7vpfX8J9DaK5+orA0mir1snax9LlHXr4M67RGQORE3Tt24S55ZBGwadSNhRvLnIXtFBqyEGvlcNimZD11n5m7/Q/e67VBYXE+5LUH/0ZdR1p9HcHWBXMJOC6mqatm5DsYkh7EVzT8aeMZGX/ybz0ssm191ios200Z5m4NRSRJMGx9tcbN3Qh5HpoWLmdGDoRAiFhqK4BgYmBi2doKck8gstmmptkExhYjFhooo71UFPzRz+89vCDPib39x/9JllQVh3Ud8qolaWBf0D0N+/v9XMRyFJEjk5+5870agoQXj6GVHLN/dYOO20Q4s2V1YKH7InnhT7OWY2nHjiR/99QQF0dprEYkMnjMMh6swSB7pBHwa7d0MikoKwqK9TZdiyNol9egmeNY1wwrVYpJA/Y/+2LxOmJdK/+2IxlA4e4ZMzIs5G+FwpLBQp0ZdeFunNuccKofR52OgEg4dYnG8kof45kba0dFAcMPY6MSR1D85McOVCdChn68yppGJ0JnfcLp5fbu4n8GIKjIajboG6Z8UoqJLTsHlKyMZJNoc5XgEw6UVn29DPUguBwt9SVHgzNsYBPm699Vi2bOkiFktRU5NJWdnHj+bRNHC7YSDiQVZkbIr41vZ4LJzy0VSUa3zrJmFyGw6LFPbpp4MqKRRRRBZZ6Oi4cLGQBPcysDexWqzrBPVG/PlZxJq3C4Fs6uApxFdQsPcYIhGRKt0jzECY9u7aBWmZOwhzNyZdgISNGbi4BGWYkUOpSITeXbswkkm6tu2gtg7GnhzCmelE1eBZm5Ozr7uRmvWr0NfUMfaS6SgFk9iy3cazz1mYpsQf75L54e/S2GnFiRUp5FsmnpYkL9WHKMnZR0UNhpH9fgW3WzwHefC/zAwJzZPgv2+18+c/KTTUuRldmeLaa8DnN3hytYesLNi0WTTXnHuu2GVzs/BysyzxWZMkIdBEFOyjm3ba20VjiGGI+x04qWLrVtE8sieS9fgTQqAvWvSxpwYghNW8eaLLMpUSYvnjUqRVVbBjp4fjjyvksb/vxGYT4jM93UFh4SEUth4Evx9xADa7CPsCgXQVt96HlDEBUEaiZQch2w1T8mBF89C2yuDHjLMb4aCMiLMRPncqKuCG68UF40vRpT3QCDseHYqMGXHYeh8EasA92NXkyoaJ34btD0G4EfyVUHUBHl8aYw/HHFO1Q/Y0yJgIWKAcbBzBoaIh4cNiX2MoGYmhFtz8fB/5+UMXQQuLFnR6MHEjkYeCfR87h+xs0RByzx9dYJZj0sH48TI52Trh7tmk+eCYY0QkK5EQqUZ1n28ixz4RimnYyURhg5XEl1QYF2vHv+XPjDvvDMKtzYQb65DNCFULFxAoK9t7v1gMeno//GwlOU6MpweFmXg2Sd7DxkwUpnzo720eD5ljxhBqaMAwIR6DLb95im8uvo3f9MmEYybrAhmcOu4cVtRqpMVh/VNw9NGQSkkoikI0CnffAuOnKFz0NZW/b9hFe0TGcI+jwmPn/RUxKvX16K+9BJqN7FMX8K1vjuGXd6sMhDVK0tK47OoBIjm11C0t4OvXewgPyPh9NrbXx/n7S3G6uyOUFlXR3CyEE4jI2O9+D+vXAxYsXAjvviOi1G6PGA823ASKpiYRcdxjQ5OZAd///v7pz9WrP1x6sPQdmD9/+O7t4TjUms5gEBYtlJk6ZTTjxztYt66Z4mIvZ5xRTWHhYVb/70NpKUyZrrI6lg/1u7CrBhdeYBLQksL0eISD4rbBVZOgNCDGr1Wnw0nlwqtwhMNjRJyN8IVAkr64wszExMAQKUMAfQDMAwZpJnpEqnNfAlUw+XuQGgC7/8gIKmWYq+mn2R05uDiLCPfD4AgsO/NQPmY24gck+SP99GOhAYtwcxJOnPsItOOOE0O8N2/2Egi6kDC57VaNvj644Hw45ZSP9jvbFycypTEbrctsPP885J3cysDGXoqrXuG4/7yEaMKN6vDgHTMXbZ8iwWBQ2Hw899zQvlQVioujGLR+6HEMWoZ9fFlRqF64kP6mJto3biQ920b2jKnUPePgOKcLT5bFseNkEjYZZRYE0oQ4amsTkaTubiGAVBUKsmRyMuzkFVSSq6uMUmSev1/iwqoPWPe/d1BZZqDZosQ3vc6kH/yMu+6cQDis4PU78ObpxKUMsua7eOSBFK8vHaCkGKZOjvDYkzu55T+n8L5wBWHKoMZsb4cNG4Sg3LET3lsuPN6uvx6QYO2a4SNdK1fu7w/Y2SWaPm64YSiiPdws3Ozs4cXeYZMMi6i0ouLzgc/nZtSocYTD1djtCpp2ZL4wgkGRZq1b4KO3rYaS3BglgV7IuBi8n178/buQ44WLx8E5NcJ2ZGSIwKdjRJyNMMLH0EsvO9hGDz3kkUcZFXjs6cKFPrWPNbm3GOzDOK5rTnH7giIhYWcOCiUYNCOTOejyPvyYgh4MHiZMPyJskgKeIsJ4bJTtI86cThg3TkQl7rhTYf36oQvpfffDmDGH3tHb1AQrVyWxO1R2dZdT4a6kuXYHZbyCR1Wh6j/At3+RoizDooUiS7VyJXg9cMEFkJ7uI8kU4jy/39+rfHRVvK+ggNk330ykvZ2EqbBjIJdXn7Wzu1bi9NMhNwDeIpGu+/4PRIr2j/fAjTcKUdPfL6JUl1wChYUyNbl2nngCnngCxtboWG+8SDJukEimUJ27ScTiqMsfJPtyg0KmDKbU/ICfnGK44etxxo6N8Oa7dbz0ci83XFWOpuUSjcK8E4Qo3fMaKIqIlMVi4mK57F04+SSRMr3mmuGbXhqbPrytqVnUCO5Jg06ZAq/+Y8gTz++HhacfoQVWtFNMeOhYAa48KDsD0ir3/toz3KDVT8lQSYNj8HYIK4cRhsU+oiqOCCMv4wgjfAQRwrzDUkII09Muuuinn+memWgTboQt90K0DbylMOba/YxPv0xI2NGoRKPyoH8bxaLjgCHzBhD6CO+nvj7YsWP/baYpmgYORZyZ9OEKruK4hcvAzIT4ybQ2/hcFni3o+V0oOWPAN7ywys6Gr10rUqyaptPW1sMjD7cSCI5j7MRi/AX3A+DkNFRKP/Y47F4v9V47TxOl1YhQOSbJ5YaLUqe6t0sxHBYiaOnbcPU10N0FV18lzIxLSsSEgrVrRa3X++tESlc3JExZw2YzSSSTeCSxM0NW0HkZhXzUA6KYwaCD0xcUMWVyEFmGQMBDZ6fCooVifVAfgfoWyA+KWa33/EHcT5bh1NOgu0c89kelFadPg9de23/b7KP3r0/Lzxe1onV1QgCXlh6+K/9+GCnYuRgaXxE/h3ZC7yaY/lPw5H/8fUcY4RPQgc5OdEKYVKJRgorKFyfcNyLORviXo6ND3PYUDv9/9u49vqr6zvf/a2fnHhLCJRfC/SKNWvCuSB2UYsVDAcVa6gwVOirTmXHqb6idVm21FtvT0rEnZ3rsdM5xanWsto4db1RRClVrC61iYaJWUEAUkCRAgEDIfe/fHwsSQoIhELJXktdzHvtR13cnK5/F7Oy893d9Lye628B+DjQHs8M+4AM+HplAbsGFwSzBhurglmV7vWY9UFUVbNgQ3A4bNSoYF5Z/xJ7wOSQxghQ203JbNw0YeIwthPr3D/5ob2iZc0BSUutzHkucODX8mrrkJ9lzAGADqSlvQM7XeWL1VG79Mhyjg69ZcnIw8eJ3v/uQH/xgNY2HNu4cMiSTu+7+JoVFwa3dY22BdNiHNPJDqoIQGoVd0SbqifN3ZJN+6Hvz8oJbmTvK4PHHg2uv2g+f/GSwfdSjPw96n4YOhWmfjPPfbzfw+sY6Zv+PT5O09jVyc2M0NtUSycwhOuk8allKnPZXQk5JiTJiRMstt6ws+GAvfOt3sO1Qh+7wHPina4OtkX7962AmZzQ5CF5/+8Vj33Y680z4wgL41bNBvZddFoyhO1phYdfuoAFATTmUHbXRdu3uYGkaw5m6SAWN/AtVvE8wbjgF+Af6cx5dNZb35BnO1Kts2gT/fG8wSy0pKeg5+MKCTsyKPEJSO5+iokRpXlgsY/DxL3jagUbi7KSJCJBHlGgXf4KLx4NxULFY0KOU3M5vfmMj/OpX8PNftLSdf15we+7wUhk5JHE9/XiAKrbSRC5JzCWLomO8lWRnw19/Af7lh8Fs3IyMYMzZ8fSyxNhFPa+QmQn5ecHYp/qGfRQOeZ9rPzPsuDaI37FjP3v21PCzn5VSW9tAcnL0UPtB3llfy7CiMR2cIbCTpja9g29Qx26yGHoonA0bBl+5Ndj6q7w8WMPu+uuDcWc//0XL0iHbt8OOigau+3wDz7x0gGU7xvJ3/3oPaW89TlP0fJI/cQG1Y/9IlKEkcfyh/8X3W4IZwNYq+O0uuHoqRJNg2TLYuy9Y8uLCC499nuxsuOaaIJAdfr1023jQSHIwrvKoIZ0kdf2tTPVdm2hsDmYQvNye5iAfI4V+HXxQ6y6GM/Ua9fXBlP7th6Zzx2Lw4ovBBugXX9z582WTwxCK2HHEYPHTGE/2R2yGfiL20sRz1PBbakgCppDBlWSQ20XT96uq4Pnn4dnngrVcp0yBz3ym7YKsZWXB7gxHWvN68O955Dpmp5HCV8llHzHSiVBAlMhHhMkzz4Rv3xOMfcrICHqO2guHbSUByaSkwLDhMDgPYk0wKD2ZnOP4gLt+/S6+//3fc8YZebz1VgWVlTUMH96/eSB5dfXRCeDY0tu5viyS2ryBnnUW3D0m2DN04MBgHNratS17j0LQI/iLF6oo+VEtwy4vIx5tYlNOI2dc9JfEWU59ygtEGUYW1xPl+D9VvL+3/bb+/WHGDDjvvCCkFxZ2/O8fiZyCXrHjkVkAo66C9Q+0tOWeHqwjKHWRw2Nmj1RNjDrihGX1D8OZeo3q6rZ7Q0LQdiLhLIMMLmISO/iQSioZwhDyyD/Ue9Z11lHPcxxsPv4VBxlGlEvomokEf/4zPPyzluNfPRv0hlx9deuva2oKxiIdrbGxbdsAogzoxL9Dfv7x3co8UpRBZPA/qOanJCcHt6eTKCKLUR1+b01NA4/+vJTynWWkvreTT04bwb/9eC0DB2aQm5tBRkYyp59+/CsdDyGZC0jjNYJ/oAgwm0zy2/k3yM5uPdB+0KC224ONGZXEgX7llA34MwDlQEbKBCbwBeJUk0QOSXRuDa9LRgSrsh/dBkEYO3qtslCKRGDEFcEMi13roN8wGDSxy3qoJYDTSCYNOPLt7iLSjjk8IxEMZ6KRRvayl73sIYsschlARhcFg+6UnQ1nnBHM7jvS4dXeT0Q/+nEaH32CmppjbKx9nF6lbSJ6lfouC2evrWnbtmp1sJzFkTUXFAS3u37/++A4RpwBQ+LUFTTxBnFGkEz/bn7zSuUTJDGYel4niQJSOZfocSy6e+BAPdu3b6ORjbz3AYwbN4Av3XIW72yoZuzYQcyZU8zYscc/I+/w7dy/IJ0ymhhDMiNJ/sgew8OGDQuWanjgp8HtzjGjIyz4YjqbB7Ts/p1EEoUMObQQbuu6qqqCgffbtgXjx0aPDsaYHe3cIfDZM4J9DQE+NSZo63FSsiD/vOBxkuI0EmMPEdJJOoke7yZ2E2MXEVJIYghJIX5/rKoKhnds3x68XsaMaf/10peNIJkv0Z9nOMh+YlxIGtPIOK7f5+5iOBPvs4U/8ofmPQ1HM4bzOL/VYqA9QXIyXH1VcHvuzTeD4DF71smFs49SXR1sU/TcMkhNCdaMOvvsY6+6fiwjSaaU+lZtI7rwV3NEO3eEhg9rW2d6ejA+b0gh/GltnP4jY3x8dgMPFO7nAHGmkM5f0a9bx2QkkUkq55DKOZ36vv65TXzsjGS2Hdpk+9e/+QNFRYO5/Y7rGDtmWKvtp47XQKIMPIFe06SkYH2xsWODIN+/P2QNSGYA5/Mu7xAlSjGnM7idDbVra4N9KJ9+uqVt3l/Btde2vTWZmw6fnxiEMoCCfpAUnr813a6JCmr4FQ2sI0J/MrmGFCZ2erX/Bt6jmn+lie1AlDQuJ5M5ne7Z7A4HDwbjG391xPCEY71e+rJkIpxNGqeRQj1xckkKVTADw1mfd4ADlFLaHMwA3mMzp3FajwtnEGw1c9vXYOfO4M2oqOjUvSn96U/wg//VcvzWn+GexcEMx874BOm8Tj0fHhqgOpRkLu7CWUMXXAAvvQwbD3XU5OfDpz/d/kbVhYUwfz5M+0yMx9P382xyffPCGa9Qy2VkMD5EXf/HkpzSxGc+O4TKyn389xtbyO7Xj0998hKaYtls3hxl6NCT3Nj+BLReuDWVMYxlOMF9x+YFjo+yfXsw0/NITzwZ3KYfOTI4bmwMeuQO/4x2tlDtc+I0UsPT1PHioZZd7Of/0J+7SD6O2+It56mnhqcOBTOAJup4gVTOJpWzurrsk/bhh8H40iM9+VTw4aBLljrpZbJIIqydioazPq6RRmrbma5f32a6VM9x9JifU6GhIdgP9EiNjcEtwc6Gs2Ek80/0Z8ehGDSEKHldOK6tqAjuuD24LXZ4KYeiY28AQCQC8X5x1lHfakWzOFB7jPXMwiaJARQNr+Mfb2tk366p1B04jV8+GeHRRzKIJgV7uH7hC8e3S8GpdKxQdlhdXdsxfzU1zVtAUlkZhLWVK4NesmnTYM6cxF9XosXYTQPrjmqtpZH3OxXOYuyniffbtDexFUIYztp7vRw82PJ6Uc8R/o/AOqWyyKKQ1tOyUkmjX2g/T4RDUhJktbOUw4mO7cgjykRSmUhqlwaz5vPnBRtNX3DBRwezwwaRxOm0Xr6gP0kM7kEbQKcxmdx+ExlcuJ9fPpHB66/lEyGDWAx+82JLT2KYDR4crNN2pHHjWmbavvZacMvzwIFgTbUnnwpmh36kxkbYsS14NPTcD2EfJUIakXbm3XX2VmQS2e3uHhFl5AnXdiq193oZPz74/U+EXbtg3Tp4/fVgKR0dP3vO+rgUUjiXc0kmmQrKySSLszmb/p1YX6kvikaDbXrWrmuZ4di/f3D7oDfIPDQA/kkOsoF68oly7UesZxZGSeSQzqUcONDIjm3RNuvWbd3astVRWOXnB2unPfJosFXSuLHwl3/Z0jP2+1Vtv2fV6mDh23bt2wPPPwmvLA/Wmpl0GcyaCwO6djZkTQ1s3hw8hgwJxtt1Z29eErlk8BkO8CMOL5qWzJmdDlURUsngKpqooIlNQBrpTCfaid637lRQELxeHv05fPA+nHZasG1Z/wRsEbpjB9z7g2C2ePUB6J8Ld90ZTFA43k3v+7Ke806rU6Y/uVzMZGo4SAqpPXKsWSKceSZ859tB70VqarDf4JjjW9O0RxhKMn9DNnuJkUWErB7a0d6/fzJnnB5MFDnSuHGJqaezxo8PxlFWVQV/ZNOP+PUcO6ZtT9noUR9xsj+vgxeebDl+aRkMHQHTZnZZvfF4cJv1/n8P8h8Ei0H/zULI6cYx9KmcSw530chmkhhAMqM7tW7cYcmMIIdbaWI3EVIO7SgR3kVxx4+Hr301WGuvf/8Tn0V+vOrrYd++YCjJka/NNWtgw3ooL4Pth5Z4eeCnwXjJa+ac+M4tfYXhTAAkk0x2CGcfhVk0GuwPebwbePdEqUTaXcurJ0lJCWar7d4Nb7wJmZnBH4exx97rPFTq6oKB3nv3BjOER4xomeQydSr88dWgFxCCSQJTpnzEydb+sW3b66th6oz2Z4icgB07ghmmsSOGJ/72tzDjfwRL3XSXCMmkMJaUj9jU/nglkdup3RoSLSMjeJxqW7bAY/8Z7J87YkSw+8fh2fFbtkBtHZSVt3z91q3BbPBt24I9Z3VshjNJoRbjIDEqiZBKlE6uZHvI8OFw223BLN6UlOBWW7dtSXQSGhqC2XcP/Ufw32lp8MW/gcsvP7Re6wi4+5vBrM5IJBhP+JGL/Y4cC2t+37ati4LZ4Zr372/dFo+3v8Cxeq59++C+H7Xsm1teHrwO71kcvAbPOw+eerp1SL/gAti23QkKx6Nn3qeQ1Cc0so39/JB9fJ0qFlPLS8TbWbT3ePTrFyzgOmxYzwhmEPyxe+TRlnH7dXXw4EMtW5RB8IfwnHOCNfY63IXhvMkw8XxIPjRLtGgEXHJ5l9Y8eDBMnNi6beDAxA1K16mxc2dLMDvsww+Ddghmrf/1X8OoUcHt7GuvDV6fCdsarIex50xSKMWpo4Zf0kgpADEqqeYnRBlGCj1kwNhJOnAgGFx/pKqqYHmEztpfB5sZyuZP3s7ImXWMje6jf3YqDD6x3shjycqCm26Ex/vDW28Ff4j/6i+DUKzeIzU1uHV65OszOblljFtOTvD/9wsvgM3vBa+F/fvhq//U+a3c+iLDmaRQirGHBt45qrWJJrb2mXA2YEDw2LOnpW3IkNYb0R+PhiZ4agP851sAqUAqs8ZnM38Yp2T6z/DhwZZVe/YEPZaZ7Sw7o56tqAjmXB3MDD1s+vTWS/UkJQVj0MaOhUkXBcG9szuo9FWGM0mhFCGLKINoZG+r9qR2tjnqrYqK4JYvwb//JLhlNGJEMOassz0P26vg6fWt25ZthGmjYWznJzAel5QUe0h6s+RkmD07mLX+3ntBz+i4ce0H8Wi08x8o+jrDmRRSjY3w9tuwfDnE4nDFp4I3wr6yR14S2WQwlwPcR5z9BKtOTSE5pAuAngqRSLBEy6hRwS3OnJxg/FZnNcSgrql1W2MM6pva/3rpeGRlBeMLjx5jqJPXR97mpZ5n/Xq4+1stM5tWr4Zv3gVnhW/XmFMmhY+Tw13E2EmEDKIUkUTf2zxy8OCWXQGbUrE0AAAgAElEQVRORF4WjBsIGytb2obnwGBvN0qhZDiTQmrFytZTzhsa4PkX+lY4ixAhmaHA0ESX0qPlpsP/dxE89ha8uxtG58LnPh6ENknhYzjTSWloCm6ZZDrIs1skRTr+Gqk9o3Jh0STYVwvZaZDuu78UWv566oTE4/DWTnhqPeyphU+Ogk+MCD6hq2tcPg1eeaWl9ywlBa64IrE1HUtjYzBgvbExGATu1izta2Q7TWwjQjJRRhClexf/So3aWyb1BIYznZDNe+Ce38LBQ4tjvrMbahrh2m7cnqW3Ky6Gb90Nv/51MCHgU5efuu1v4tQTYx8R+pFE5/Z9qaqCZ56BZ5YGi6ROmAB/+0XXtTpaA5vZz73ED80+jTKcbP6RKEMSXJkADtRBaQW8uAUKsuCTo2FMN27WLh3JcKYTsn5XSzA7bOV7QQ/aQAcZd4nk5GCV7Y9//NT+nEa2UcNTNPIOSRSQybWkcPwbhr77brC/3mH//d/w9DPBkg99ZWZpR+I0UcdLJNGPJmqBWprYSj3ryDCchcLL78O/vd5y/MoHcM9UGNE/cTWp7zqu7ZuWLl3KjBkzuOKKK3jkkUfaPP/yyy8za9YsZs2axa233kp1dTUAW7Zs4fOf/zyzZs3i+uuv57333gMgHo+zZMkSrrzySmbMmMHrr7/e5pwKt/bGq6RFIdkNwXqUGNVU8xD1rCLGLhp5iwP8HxrZcdznOHoLFwhWAz9woAsL7eF27oyz+sXL+Pm/f4G3/7iIun3BlklNnfh31qlTWQPPvtu27Z3dialH6vBPaXl5OSUlJTz66KM89dRTPPbYY2zcuLH5+aqqKm677TZKSkpYunQpxcXFlJSUAHD77bdzzTXXsHTpUm699Vb+8R//EYAXXniBTZs28dxzz/GjH/2I22+/ncbGxlN0iToVigdD4RHjiqIR+MzpkOOYsx4lxm4aefuotkpiHP9fpVGj2m/LcmwTENz2/b//lkxJST+eeqaWe77TwLKnJkPj6aRydqLL0yHxRBcgHaHDcLZq1SomTZpEbm4umZmZTJ8+neeff775+S1btlBUVMS4ccF2KlOnTmXFihUAvP3221x55ZUAnH322VRUVLB161ZefvllZsyYQVJSEqNHj2bIkCGsXbu2zc+uqqpi27ZtrR5lZWVdcuE6OUNz4K4pcOM5MKc46P6/0NUOeqBkIhydoiJESDvuMxQXw6WXBlu1AAwdCp+5xm1aDtu+HV59DZLIJUoBEVJ49rkYVR9+geRO3D7WqTMwA2ae1rptQDqMH5SYeqQOR4RUVFSQl9cyoyg/P5/S0tLm41GjRlFWVsb69espLi5m2bJl7Nq1C4AzzjiDZ599ls9+9rOsXr2avXv3snPnTioqKsg/Yl+PvLy8dkPXQw89xH333XdSF6hTZ3j/4KGeK8oQMriag/yMw30HqUzp1CD1gQODCQCzZgYzSwsK3LbnSA2HxmZGSD20iO5gYg0QiaUd37gSdYspI6F/Orz4HuT3g8tHO95MidNhOIvFYkQiLYsrxePxVsc5OTksWbKEO++8k1gsxty5c0k59JH5e9/7Hvfccw8PP/wwU6ZMobi4mJSUlHbPmZTU9m1qwYIFzJkzp1VbWVkZ8+bN6/yVSl1sz55gXNWAAT136Yigj+wykhlNI+8TpZBkRpFE5y6oXz/4mJ1A7SoshGFDYdt2OPwvfv55QYhVeGSnwSUjgoeUaB2Gs8LCQtasWdN8vHPnzla9Xk1NTRQWFvL4448DUFpayvDhwwFobGzkRz/6EampqTQ0NPDYY48xbNgwCgsLqaioaD7Hrl27Wp3zsJycHHJyck786qRTIB6HtWvhpw9CWRmMGQM33gDjxye6shOTRAZJFJNCcaJL6ZXy8+GrXw2WGnnvPThrIlx5JWR0bsWS0NmxAzZvDnpLx4yBkX1ny1PplOuwV33y5MmsXr2ayspKampqWL58OVOmTGl+PhKJcMMNN1BeXk48HufBBx9kxowZAJSUlLBy5UoAfvnLXzJhwgQGDBjAlClTWLp0KU1NTbz//vts2bKFCRMmnKJLlLrW9u1Q8r9hyxaorYU//xn+9V9h795EV6awGj0abv57+PY98IUvwJAevnrGtm2w+B743hL4XyVwx9eDvWAldY0Oe84KCgpYtGgR8+fPp6GhgWuvvZaJEyeycOFCbrnlFiZMmMDixYu56aabqK+v5+KLL+bGG28E4Ctf+Qpf+9rXuO+++ygoKOC73/0uAFdeeSWlpaXMnj0bgO985zukpzvNTz3D7t1tg9imzVBZCbm5ialJ4ZecnLjb3/uIUUEjcSCfKLlET+p8r78eBLTDqqqCte1OOw2iJ3dqSRznIrSH1zA70v3339/835dddhmXXXZZm+8bOXIkv/jFL9q0RyIRvva1r/G1r32tk+VKiZeVFfyhPXL1l9xc8POFwqicRh7gAG8R7AP2MVK4iWyGnMQa5OXlbdt27gxucfb027VSGDhZKIE274H/+jP851uwsTIYy6TwO7xUxOE5LCkpcP3ne/6tKvVOa6hvDmYAG2hgFXUndc7zz4cj5nQBMOUvDGZSV3FzlQTZWAnffBGqDr1n/tfbcPelcHr37oOsE5CRAddcE/yBqqwMBnyPHNn2jxX1dUAEUlMTUaYEwEYa2rS9Qz1xMolw9Iv2+BQXwz/cDE8+CfUNcNmlcMklJ1uppMMMZwny0paWYAbBPpXPbQxW3m/zR16hk5kZ/IFqV81BeHMt/OZXQbfa5bPh9LNclVUJMYFUXjuqp+xs0k44mEHw+r/iCjjvPGhqgrw837ekrmQ4S5D99e201QXLgPoe18P9eR3825KW+9RvvwFf/hacPjGxdalPOptUppDOamqJAReQzgWd2AHiowxyBX3plDCcJcilI4Pes9ihv98R4IqxkGQy69mamuDlF1oPIGxqhFdfMZwpIQYSZT79uJJMIE4+UdIdbiyFmuEsQc7Mg69+Ap7ZEAS0T58GZxcmuiqdtEgE0tsZFd1em/QR4vFgkdc33wxmB3/84ye+0Gs6SYwwkEk9huEsQdKS4RPD4dzCIJxlOWa8d0hKgk9+GkrXHJoQAGT1gwv/IrF1qcfZsAG+tTjYIgyCbcLu/mawGr+k3s1wlmAZjhHvfU47A/7p2/CnPwRdHudMgpFjE12VepB4HJ5b1hLMINjL9ZVXDGdSX2A4k7paNApji4OHdAJisSCMHa2ynTZJvY+DECQpZKJRuOJTrduSkoKFXiX1fvacSUqsvRth66+hpgKGTYPBZ0FqdqKrSrizzw4Wen32uSCsXTUbzjgj0VVJ6g6GM0mJs/99WPMtqDu0k/zONXDm38KoTye2rhDIzobp02HSpKDXLNu8KvUZ3taUlDh7NrQEs8Pefw5qHVx1WP/+BjOpr7HnTFICHWPV5T6+GPNOmvhv6tlIA2eSwpmkMpBoosuS1E0MZ+pVDhyAgwdh4MBgFQuF3ICPQdpAqKtsaRs1C9IGJK6mBNtPjP9gP2sJ9nj7HbVcSjrX08+V/aU+wj9f6hXicSgthUd/Djt3wlkT4bOfhaKiRFemj5Q9Ai74Jmx/MZgQMPQyGNS3t7kqp4l1tN58dxW1TCfTVf6lPsJwpl5h61ZY8n3Yvz84XrESamph0T9CWtfs8axTpf+Y4CEAYsSJH9XWdKhdUt/gxzD1Ch9+2BLMDlu7NuhFk3qSfKKcRuutQ84hlXzHnEl9hj1n6hWystq2ZWdDqnuWqofJJcpCsvkttbxDAxNI5ROkkelnaanPMJypVxg+PFgP6g9/CI6jUbjuc5Cfn9i6FE4VFcEjNRWGDm0/3CdSEclcRz8aiJPS16euSn2Q4Uy9Qm4u/N3fBlvelJfDuHEwenSiq1IYbdwI/3xvcCs8KQk+ORXmz4cBIZwgajCT+ibDWQLF41BRDXGgIAsivg+flIEDg4d0LHV18NhjQTCDYIPxFSvh4ovhwgsTW5skHWY4S5CqOvj1ZnjuXYjFYdpomDkectMTXZnUex04AO9/0Lb9gw8MZ5LCwxGmCfJGOTy4Lug523UQHnsLXtue6Kqk3q1/fzj99Lbt48Z1fy2SdCz2nCXIqq1t2156Hz45GqJGZumUSE6Gz1wTTAb4858hPR2uvgrGju38ueLxOO+9t4cNG3aTmZnC+PGDGDLETTAlnTzDWYIMzWnbNjzHYCadaiNGwB23B2vgJScHu0icyFZfb75Zwbe//QoHDzYAMGxYNt/4xhSGtvfLLUmdYBRIkEtGtA5oeZlwxQl8epfUednZMGZMENROJJjV1zfxxBPrm4MZwLZt+1m3rqwLq5TUV9lzliAj+sM3p8D7+4IJASP7t9+bJil86uub2LOnpk37rl0HE1CNpN7GcJZAQ7KDh6SepV+/VC69dCSbNu1pbktKinDuuUMSWJWk3sJwJp2gaqqpp5500skgI9HlqJtdeukoamsbefHFLaSnJ/OZz5zO+PGDEl2WpF7AcCZ1Upw429jGn1jDAQ4wgAGcz4Xk415RfcnAgRlcd93H+dSnxpKcnESuixRK6iJOCJA6aR/7+AOr2M9+4sSppJI/8gcO4nijviYSiTB4cKbBTFKXMpxJnVRDDXXUtWrbx15qqU1QRZKk3sRwJnVSGqkkHfWrk0EGyY4SkCR1AcOZ1Ek59GciZzUHtGSSOZfzyMG1UCRJJ8+P+lInJZPMxyhmCEOoo44MMsihf6LLkiT1EoYz6QSkkMIgBie6DElSL2Q4U6c1NMB778GmTTB4cLANziCXd5IkqUsYztRpq1bB//4XaGwMji+8AP7hH2DAgMTWJUlSb+CEAHXK7t3w81+0BDOAV1+DDz5IXE2SJPUmhjN1Sm0tVFW1bd+/v/trkSSpNzKcqVPy8uCcc1q3ZWbC0KGJqUeSpN7GMWfqlNRUmPdXkJoC6/4bBg4MjkeNSnRlkiT1DoYzdVpREdx8czD+LDMTsrMTXZEkSb2H4UwnJDkZCgoSXYUkSb2PY84kSZJCxHAmSZIUIoYzSZKkEDGcSZIkhYjhTJIkKUScrSl1oK4O3noLVqyEjAz41OXwsY9BJJLoyrpXLBbsDpGZGax3J0k6NQxnUgfWroXvfi8IJwC/+x18+x447bTE1tWV4nFYvxuWb4LqerhiLJyZBxkpwfM7dsCzz8LadcE6d5+9FsaPT2zNktRbGc6kj1BfD796tiWYARw8CH/4Q+8KZxsr4e6X4GBDcPzH7fDVT8Anhgf7qT74EKxaFTz3wQewcSN859tBUJMkdS3HnEkdiMePr60n++P2lmAGEIvDr96BukaoqIDX17T++l27oKyse2uUpL7CcCZ9hNRUmDUTko74TcnIgEmTElfTqfBR4+eSkyEjs217Wtqpq0eS+jLDmdSBs8+GO78Bky+GadPgW3f3rluaABcWQVZKy3FSBGZ/DNKSYcgQmHN1668//3wYOrR7a5SkvsIxZ1IH0tODMHL++Ymu5NQZNxC+dRmseA8O1MPlY+DjecFzkQhMnw5jxgSzVocPh9NPh9zc9s8VjwcTCBobIT8/+PeTJB0/w5kkIhH42ODg0Z6srKAH8eyzP/o81dWwfDk88STUHIRzz4MvLHDigCR1hrc1JXWZjRvhpw/C3r1QVw+rV8PSX7We7SpJ+miGM0ld5u23285kXbcO9u1LTD2S1BN5W1N9UvkBKKuGlCQYmg39HRfVJYYNa9s2dGiwq4Ak6fgYztTnbKqEJb+HHQeC4wuL4G/Ph7ysxNbVGxQXw4UXwKuvBceDBsG1n3HZDUnqDMOZ+pTGJnhyfUswA3j1Q5iyEy41nJ20wYPhS1+C7duDPUkLClxyQ5I667jC2dKlS/nxj39MY2MjCxYsYN68ea2ef/nll7n33nsBGD9+PIsXLyYrK4t9+/bxla98hfLyclJTU7nnnns4/fTTaWho4KKLLmL48OHN53jiiSeIRqNdeGlSWwcb4P12xj+9txcu7f5yeqXc3GMvs6Hjs38/bNkS7MIwbBiMGhUsfiypb+gwnJWXl1NSUsITTzxBamoq1113HRdddBHjxo0DoKqqittuu42HH36YcePGcf/991NSUsI3vvENfvrTnzJ+/Hjuv/9+fvOb37B48WJ+/vOfs2HDBs455xx+8pOfnPILlI6UnQZnFcCWva3bP56fmHr6ugbi7CFGOhFynJ8EBHuZ/vKXwXIkEOxOsWA+zJ4d7NYgqffr8N1w1apVTJo0idzcXDIzM5k+fTrPP/988/NbtmyhqKioOaxNnTqVFStWABCLxaiurgagpqaG9EOrUb7xxhtUVlZyzTXXMHfuXF599dUuvzCpPZEIfPo0uGgoJCcFq+Jf93EYPyjRlfU9ZTTyAPu5hz38M/tYRx0xetmmpSdg2zZ4ZmnLcSwG//k4fPhh4mqS1L06/BxWUVFBXl5e83F+fj6lpaXNx6NGjaKsrIz169dTXFzMsmXL2LVrFwA33HADn/vc57jkkkuorq7mgQceACASiTBt2jS++MUv8u6777Jw4UKWLl3KwIEDW/3sqqoqqqqqWrWVuduyTtKQbLj1YiivDgJaYb/gf9V96onzXxxkNbUA7CHGfVRxF7mMIKWD7+7damuD3RWOVF0djOGT1Dd0GM5isRiRI3ZFjsfjrY5zcnJYsmQJd955J7FYjLlz55KSEry53nPPPcybN4/58+ezdu1aFi1axLPPPst1113X/P1nnHEGEydO5E9/+hOXX355q5/90EMPcd999530RUpHy0iBUY6LSphKmniD1mmjljjbaerz4Wzw4GAiRXl5S9vYsUG7pL6hw3BWWFjImjVrmo937txJfn7LAJ2mpiYKCwt5/PHHASgtLW0e6L9y5UoWL14MwDnnnMOgQYPYtGkTmzdv5txzz2XEiBFAEPgOB7ojLViwgDlz5rRqKysrazMhQVLPknZojNkBmlq1ZzvujMJC+PIi+NnPYOu2IJhd/3kYMCDRlUnqLh2+E06ePJnVq1dTWVlJTU0Ny5cvZ8qUKc3PRyIRbrjhBsrLy4nH4zz44IPMmDEDgOLi4ubxZ1u2bKGiooLRo0ezYcOG5lucmzdv5u233+a8885r87NzcnIYNmxYq0dhYWGXXLikxBlAlGvIatVHdi6pDMMZ2wBnnAF33AHfXwJf+2oQ0CT1HR32nBUUFLBo0SLmz59PQ0MD1157LRMnTmThwoXccsstTJgwgcWLF3PTTTdRX1/PxRdfzI033gjA9773Pe666y7uv/9+UlNTWbJkCdnZ2dx8883ccccdzJw5k0gkwpIlS+jXr98pv1hJ4XE+aeQzgA9oJJckRpJMruGsWb9+wUNS3xOJx4/eCS/ctm3bxrRp01i5ciXD2tsrRpIkKSROJLc4wEOSJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSpB5r/37YuRNisURXInWdDvfWlCQpbBobYc0a+M/Hg4A2+WKYORPy8hJdmXTyDGeSpB5n82b453uhvj44fuLJ4H+/8AWIRBJWltQlvK0pSepxNmxoCWaHrf4D7N6dmHqkrmQ4kyT1OLm5bdtyciA9vftrkbqa4UyS1OOMHw/jT2s5TkuFuZ+Ffv0SV5PUVRxzJknqcQoK4KtfhY0bYe/eIKyNHp3oqqSuYTiTJPVIBQXBQ+ptDGdSAu1nPx/wAWXsYAhDGMEI+pGd6LIkSQlkOJMSpJZa1vAq29kOwA4+ZCc7uZjJpJKa4OokSYnihAApQQ5woDmYHbaNrexnf4IqkiSFgeFMSqAIrpYpSWrNcCYlSD/6UURRq7bhDKcfrgUgSX2ZY86kBEknnfO5kEK2Us4OCiliGMNJIy3RpUmSEshwJiVQNtmczhmczhmJLkWSFBLe1gyZ+ibYVQ21jYmuRJIkJYI9ZyHy/l74zz/DO7thZH/43Jlw2qBEVyVJkrqT4Swkqurgvtdg/a7guOwAbKuCxVMhPyuxtUmSpO7jbc2QqKhuCWaHbd8PO6sTU48kSUoMw1lIpEYh46h+zGgkaJckSX2H4SwkivrB1cWt2z41FobmJKYeSZKUGI45C4nkKMweD2fmwaY9wYSAsQMhMyXRlUmSpO5kOAuRfmlwVmHwkCRJfZO3NSVJkkLEcCZJkhQihjNJkqQQMZxJkiSFiOFMkiQpRAxnkiRJIWI4kyRJChHDmSRJUogYziRJkkLEcCZJkhQihjNJkqQQMZxJkiSFiOFMkiQpRAxnkiRJIWI4kyRJChHDmSRJUogYziRJkkIkOdEFSJIUFnvYw2Y2UcU+RjKaIopIJz3RZamPMZxJkgRUUcVLvEg1BwDYznbO4mw+zgQiRBJcnfoSb2tK6haNjfDBB7BpE1RVJboaqa297G0OZoe9y7tUU52gitRX2XMm6ZTbvx+eeQaefgZqa+H0Yrj5ZhgxItGVSR/N/jIlgj1nkk65TZvgF49BTQ3E4/Dnt+GX/wUNDYmuTGoxgFz60a9V22mMJ4usBFWkvsqeM0mn3MaNbdvWrw9ubw4a1P31SO3JJodLmcoW3mMf+xjFKAoZ4ngzdTvDmaRTbuTI9tv69WvbLiXSgEP/JyWStzUlnXKnnQZXXAHRaHA8dCh8bi6kpSW2LkkKI3vOJJ1yublww1/DldOhrg7y84OHJKktw5mkbpGVFfSgSZI+mrc1JUmSQsSeM0lKgAP1UH4AIhEo6gfpKYmuSFJYGM4kqZvt2A//73X4UxlEI3DZKJg3AQZlJroySWHgbU1J6mYr3oM1OyAWh4YY/HozlJYnuipJYWE4k6RuVNfYfhB7o6L7a5EUTscVzpYuXcqMGTO44ooreOSRR9o8//LLLzNr1ixmzZrFrbfeSnV1sEnsvn37WLhwIbNnz+baa6/l7bffBiAej7NkyRKuvPJKZsyYweuvv96FlyRJ4ZUahdMHt20vbqdNUt/UYTgrLy+npKSERx99lKeeeorHHnuMjUfsxVJVVcVtt91GSUkJS5cupbi4mJKSEgB++tOfMn78eJ555hn+/u//nsWLFwPwwgsvsGnTJp577jl+9KMfcfvtt9PY2HiKLlGSwiMSgSvGtoSxpAhcPBzOLkxsXZLCo8NwtmrVKiZNmkRubi6ZmZlMnz6d559/vvn5LVu2UFRUxLhx4wCYOnUqK1asACAWizX3otXU1JCeng4EPW0zZswgKSmJ0aNHM2TIENauXdvmZ1dVVbFt27ZWj7KyspO/aklKoGE5cMcl8P1PwT9/Cr50AeR3sLd2nCaaKKOJcuLEu6dQSQnR4WzNiooK8vLymo/z8/MpLS1tPh41ahRlZWWsX7+e4uJili1bxq5duwC44YYb+NznPscll1xCdXU1DzzwQPM5849YHjwvL6/d0PXQQw9x3333nfjVSVJIDcgIHscjxl5qWEYdvyVCEmlMI53LSSLn1BYpKSE6DGexWIxIJNJ8HI/HWx3n5OSwZMkS7rzzTmKxGHPnziUlJViw55577mHevHnMnz+ftWvXsmjRIp599tl2z5mU1LYTb8GCBcyZM6dVW1lZGfPmzev8lUpSD1XPn6hlKQBxoIZfEmUIaVyc2MIknRIdhrPCwkLWrFnTfLxz585WvV5NTU0UFhby+OOPA1BaWsrw4cMBWLlyZfM4s3POOYdBgwaxadMmCgsLqahomZq0a9euVuc8LCcnh5wcPxlK6rvixKhjdZv2el4znEm9VIdjziZPnszq1auprKykpqaG5cuXM2XKlObnI5EIN9xwA+Xl5cTjcR588EFmzJgBQHFxcfP4sy1btlBRUcHo0aOZMmUKS5cupampiffff58tW7YwYcKEU3SJktRzRUgimWFt2qMMT0A1krpDhz1nBQUFLFq0iPnz59PQ0MC1117LxIkTWbhwIbfccgsTJkxg8eLF3HTTTdTX13PxxRdz4403AvC9732Pu+66i/vvv5/U1FSWLFlCdnY2V155JaWlpcyePRuA73znO82TBSRJraUxlXrWEiO44xBlKKlcmOCqJJ0qkXg83qOm/Wzbto1p06axcuVKhg1r+2lSknqjRsqI8SEQIcowouR1+D2SEu9Ecot7a0pSD5BMIeBiaFJfYDhTn1JVBe+/D5WVMHQojBwJhyYXS5IUCoYz9Rn798PDD8PzLwTHKSnwpX+AqVMTW5ckSUdy43P1Gdu2wQvLW44bGuBnj0B5O5tQS5KUKIYz9RkHDsDR01/27IG6usTUI0lSewxn6jPy86Ffv9ZtZ5wOgwYlph5JktpjOFOfMWIE3PplGDMmCGnnnw8LF0JWBxtOS5LUnZwQoD4jEgkC2bhxUF0NAwdCxnFuPC1JUncxnKnPyc0NHpIkhZG3NSVJkkLEcCZJkhQihjNJkqQQMZxJkiSFiOFMkiQpRAxnkk5InAbixDv+QklSp7iUhqROaWI39fyBetaQzEjS+CTJjEh0WZLUaxjOJB23OA3U8CR1/AaARjZQTyk53E6UvARXJ0m9g7c1JR23JiqoZ3WrthhlNLEjQRVJUu9jOJPUCRHa63CPEO3+UiSplzKcSTpuUQpIY9pRbeNIojBBFUlS7+OYM0nHLUKUDK4kmRHUs5ZkRpHC2UQZlOjS1EM0sZsYe4mQQZRCIvYRSG0YziR1ShI5pDGJNCYluhT1MA1s4AD/jxg7iJBNJnNJ4y+IkJro0qRQ8SOLJOmUi7GPah4idmjySJz9VPMfNLE9wZVJ4WM4kySdcjH208TWo1obiLEnIfVIYWY4kySdchGyiDLkqNYoEfonpB4pzAxnkqRTLsoAMrmeJAYcakkjk88RZWhC65LCyAkBkqRukcoEkriTOHuae9IipCS6LCl0DGeSpG6TTCG4Lp70kbytKUmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBYc9RwAABhkSURBVBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEko/ni5YuXcqPf/xjGhsbWbBgAfPmzWv1/Msvv8y9994LwPjx41m8eDFZWVlcc801NDU1AVBbW8vWrVv57W9/S11dHTNnzmTEiBEADB48mJ/85CddeV2SerjaWkhODh6S1Jd0+LZXXl5OSUkJTzzxBKmpqVx33XVcdNFFjBs3DoCqqipuu+02Hn74YcaNG8f9999PSUkJ3/jGN3jiiSeaz/PVr36VOXPmMHjwYF544QVmzZrF4sWLT92VSeqRKivhd7+DV34HhYUwayaMH5/oqiSp+3R4W3PVqlVMmjSJ3NxcMjMzmT59Os8//3zz81u2bKGoqKg5rE2dOpUVK1a0Osfq1atZv349CxcuBOCNN97gnXfe4aqrrmL+/Pls2LCh3Z9dVVXFtm3bWj3KyspO+GIlhVssBkuXwv3/DuvXw0svwT3fhg8+SHRlktR9Ouw5q6ioIC8vr/k4Pz+f0tLS5uNRo0ZRVlbG+vXrKS4uZtmyZezatavVOX74wx+yaNEiotEoAGlpacyePZvrrruOV155hZtvvpnnnnuO1NTUVt/30EMPcd99953UBUrqOSoq4KWXW7ft3QtbtsChURCS1Ot1GM5isRiRSKT5OB6PtzrOyclhyZIl3HnnncRiMebOnUtKSkrz8++++y579uxh6tSpzW1f+tKXmv/70ksv5Qc/+AGbN2+muLi41c9esGABc+bMadVWVlbWZsybpN4hGoUj3j6aHfW5TZJ6tQ7DWWFhIWvWrGk+3rlzJ/n5+c3HTU1NFBYW8vjjjwNQWlrK8OHDm59fsWIFM2bMaHXOhx9+mJkzZzJgwAAgCHzJ7Yz6zcnJIScnp5OXJKmnysuDq2bD//1/EI8HbSNGwKhRCS1LkrpVh2POJk+ezOrVq6msrKSmpobly5czZcqU5ucjkQg33HAD5eXlxONxHnzwwVZhbN26dZx//vmtzvnaa6/xy1/+EoBXX32VWCzGmDFjuuqaJPVgU6fCN++CT38abroRbr8tmBggSX1Fhz1nBQUFLFq0iPnz59PQ0MC1117LxIkTWbhwIbfccgsTJkxg8eLF3HTTTdTX13PxxRdz4403Nn//1q1bKSgoaHXOr3/969x22208/fTTpKWl8YMf/ICkJJdckwSZmXDeecFDkvqiSDx++OZBz7Bt2zamTZvGypUrGTZsWKLLkSRJOqYTyS12V0mSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCLJx/NFS5cu5cc//jGNjY0sWLCAefPmtXr+5Zdf5t577wVg/PjxLF68mKysLK655hqampoAqK2tZevWrfz2t78lJyeHr3/967z55pukp6dz7733Mnbs2C6+NEmSpJ6nw56z8vJySkpKePTRR3nqqad47LHH2LhxY/PzVVVV3HbbbZSUlLB06VKKi4spKSkB4IknnuDpp5/m6aef5qyzzuKWW25h8ODBPPzww2RkZLBs2TLuuOMObr/99lN3hZIkST1Ih+Fs1apVTJo0idzcXDIzM5k+fTrPP/988/NbtmyhqKiIcePGATB16lRWrFjR6hyrV69m/fr1LFy4EICXXnqJ2bNnA3DBBRdQWVnJhx9+2GUXJUmS1FN1eFuzoqKCvLy85uP8/HxKS0ubj0eNGkVZWRnr16+nuLiYZcuWsWvXrlbn+OEPf8iiRYuIRqPtnjMvL4+ysjKKiopafV9VVRVVVVWt2srKyjpxeZIkST1Lh+EsFosRiUSaj+PxeKvjnJwclixZwp133kksFmPu3LmkpKQ0P//uu++yZ88epk6desxzxONxkpLaduI99NBD3HfffZ2/KkmSpB6qw3BWWFjImjVrmo937txJfn5+83FTUxOFhYU8/vjjAJSWljJ8+PDm51esWMGMGTNanbOgoICKigpGjBgBwK5du1qd87AFCxYwZ86cVm1lZWVtJiRIUpg0so0mthMhhSjDiZLX8TdJ0iEdjjmbPHkyq1evprKykpqaGpYvX86UKVOan49EItxwww2Ul5cTj8d58MEHW4WxdevWcf7557c656WXXsrTTz8NwJo1a0hLS2tzSxOCXrlhw4a1ehQWFp7wxUrSqdbARqr4Dgf4F/ZzL/v5XzSyI9FlSepBOgxnBQUFLFq0iPnz53P11Vczc+ZMJk6cyMKFC3njjTdISkpi8eLF3HTTTVx55ZXk5ORw4403Nn//1q1bKSgoaHXO66+/nvr6ej796U/zne98h+9///tdf2WS1M3iNFLLc8TZ19zWxPs08EYCq5LU00Ti8Xg80UV0xrZt25g2bRorV65k2LBhiS5HkprFOMh+vksjm1q1p3MlWcxPUFWSEulEcos7BEhSF0kikxQuPKo1QgpnJ6QeST3Tce0QIEk6Pml8gjj7qGMVEVLJ4NMkMy7RZUnqQQxnktSFogwkk78knU8BUaIMTnRJknoYw5kkdbEIUaIUdPyFktQOx5xJkk6tnjXvTEo4e84kSV0vHoc962HrC1C/H4Z/CgZNhJTMRFcmhZ7hTJLU9fZthNfuhsaDwXHFa3DOP0HRXyS0LKkn8LamJKnr7Xy9JZgBEIctS6GhJmElST2F4UyS1PUi7f15iXR7GVJPZDiTJHW9vPMgJbvlOJIEo2dDSkbiapJ6CMecSZK6Xs4YuOBu2P4iNByAoZfBwDMTXZXUIxjOJEldLxKBAeODh6RO8bamJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBAxnEmSJIWI4UySJClEDGeSJEkhYjiTJEkKEcOZJElSiBjOJEmSQsRwJkmSFCKGM0mSpBA5rnC2dOlSZsyYwRVXXMEjjzzS5vmXX36ZWbNmMWvWLG699Vaqq6sBOHDgALfeeitXX301V199NW+99RYA27dv55xzzuGqq67iqquu4sYbb+zCS5IkSeq5Ogxn5eXllJSU8Oijj/LUU0/x2GOPsXHjxubnq6qquO222ygpKWHp0qUUFxdTUlICwHe/+12GDBnCU089xZe//GXuvvtuAN58801mzZrF008/zdNPP81PfvKTU3N1kiRJPUyH4WzVqlVMmjSJ3NxcMjMzmT59Os8//3zz81u2bKGoqIhx48YBMHXqVFasWEE8Hmf58uX8zd/8DQBTpkzhf/7P/wnAG2+8wTvvvMNVV13F/Pnz2bBhQ7s/u6qqim3btrV6lJWVnfRFS5IkhVVyR19QUVFBXl5e83F+fj6lpaXNx6NGjaKsrIz169dTXFzMsmXL2LVrF7t37yY1NZVHH32UF198kbS0NO644w4A0tLSmD17Ntdddx2vvPIKN998M8899xypqamtfvZDDz3Efffd11XXKkmSFHodhrNYLEYkEmk+jsfjrY5zcnJYsmQJd955J7FYjLlz55KSkkJTUxO7du0iOzubxx57jN///vfcfPPNrFy5ki996UvN33/ppZfygx/8gM2bN1NcXNzqZy9YsIA5c+a0aisrK2PevHknfMGSJElh1mE4KywsZM2aNc3HO3fuJD8/v/m4qamJwsJCHn/8cQBKS0sZPnw4AwYMIDk5mZkzZwLwiU98goMHD7J7926ee+45Zs6cyYABA4Ag8CUnty0lJyeHnJyck7tCSZKkHqTDMWeTJ09m9erVVFZWUlNTw/Lly5kyZUrz85FIhBtuuIHy8nLi8TgPPvggM2bMIDU1lcmTJ/Pss88CsO7/b++OY6qs9ziOf44cOpCuGxQEKrPhmjGzWlrKH8mwcXCdw6Vx3ZXGYouV5So2/7BAnTo2yMzi6qjWWpetDbfMXWUxYjV37Y9kSqZjbs45JyWhdLDUVOAcDr/7h1dSPAePDXh+dN6vzT+eZ2fw9bPvo589D4dz9KiSk5OVkpKijo4O7d69W5J06NAhDQ8PKzs7e4L+igAAAFPHbe+cPfDAA1qzZo3Ky8sVCoW0YsUKPfroo3r55ZdVWVmpBQsWqKamRi+99JKCwaByc3NHfjVGbW2tNm7cqJ07d8rtdqu+vl7Tpk3T+vXrVVVVpebmZnk8Hr333nuaNo1fuQYAAOAyxhinh7gT3d3deuaZZ7Rv3z7Nnj3b6XEAAACi+jO9hdtVAIAJNTQknT8vDQw4PQkwNdz2sSYAAH9WT4+0Z6/U2SllZkor/ynl5Dg9FWA3yhkAYEL090v/bpQOHrx23NMjnT4t1dVKs2Y5OxtgMx5rAgAmRCAgHTly87lff5V6e52ZB5gqKGcAgAmRmChNn37reY9n8mcBphLKGQBgQmRkSP8okW74UBktWSLxRntgbPzMGQBgQrhcUkGBlJ0tnTghzZwpzZsn/e1vTk8G2I1yBgCYMHffLS1YcO0PgNjwWBMAAMAilDMAAACLUM4AAAAsQjkDAACwCOUMAADAIpQzAAAAi1DOAAAALEI5AwAAsAjlDAAAwCKUMwAAAItQzgAAACxCOQMAALAI5QwAADjmwgWpr08yxulJ7OF2egAAABB/Bgak9nbpP3ukwUFpWb5UWCilpDg9mfMoZwAAYNKdOCH9a7s0PHztuGmnNGOG5Pc7O5cNeKwJAAAmXUfHH8Xsuv/ul/r7HRnHKpQzAAAw6e6//9Zz990nuXmmRzkDAACTb+FCaebMP46nT5eK/y4lJjo3ky3opwAAYNJlZUmbNkonT157lDlvnvTgg05PZQfKGQAAcMTMmTffPcM1PNYEAACwCOUMAADAIpQzAAAAi1DOAAAALEI5AwAAsAjlDAAAwCKUMwAAAItQzgAAACxCOQMAALAI5QwAAMAilDMAAACLUM4AAAAsQjkDAACwCOUMAADAIpQzAAAAi1DOAAAALEI5AwAAsAjlDAAAwCKUMwAAAItQzgAAACxCOQMAALAI5QwAAMAilDMAAACLUM4AAAAsQjkDAACwCOUMAADAIpQzAAAAi1DOAAAALOJ2eoA7FQ6HJUnnzp1zeBIAAICxXe8r1/tLLKZcOQsEApKksrIyhycBAACITSAQ0Jw5c2J6rcsYYyZ4nnE1MDCgY8eOKS0tTQkJCeP6tc+dO6eysjI1NTUpIyNjXL/2XxF5xY6sYkdWsSOrO0NesSOr2N0uq3A4rEAgoEceeURJSUkxfc0pd+csKSlJixYtmtDvkZGRodmzZ0/o9/grIa/YkVXsyCp2ZHVnyCt2ZBW7sbKK9Y7ZdbwhAAAAwCKUMwAAAItQzgAAACySsHnz5s1OD2ETj8ejxYsXy+PxOD3KlEBesSOr2JFV7MjqzpBX7MgqduOd1ZR7tyYAAMBfGY81AQAALEI5AwAAsEhclrPLly/L7/eru7tbknTgwAEVFRXJ6/Wqvr5+5HXHjx9XSUmJCgsLtX79eg0NDTk1sqNG51VdXS2v16vi4mIVFxfrm2++kRQ9x3jR0NAgn88nn8+nrVu3SmK3oomUFXsV3fbt2/Xss8/K5/OpsbFRErsVTaSs2K2xvfPOO6qqqpIUfX96enpUVlam5cuXa/Xq1bpy5YqTIzvmxqwaGhqUn58/sldNTU2SxukaNHHm6NGjxu/3m/nz55szZ86Y/v5+k5eXZ3766ScTCoVMRUWF2b9/vzHGGJ/PZ44cOWKMMaa6uto0NTU5ObojRudljDF+v9/09vbe9LqxcowH3333nVm5cqUZHBw0wWDQlJeXmy+//JLdiiBSVl9//TV7FcXBgwdNaWmpCYVCpr+/3+Tn55vjx4+zWxFEyurUqVPs1hgOHDhgFi9ebN566y1jTPT9WbVqlWlpaTHGGNPQ0GC2bt3qzMAOGp3VK6+8Yn744YdbXjce12Dc3TnbtWuXNm3apPT0dElSZ2en5syZo6ysLLndbhUVFamtrU0///yzBgYG9Pjjj0uSSkpK1NbW5uTojhidV39/v3p6erRu3ToVFRVpx44dGh4ejppjvEhLS1NVVZXuuusuJSYmau7cuerq6mK3IoiUVU9PD3sVxVNPPaXPPvtMbrdb58+fVzgc1qVLl9itCCJllZSUxG5FceHCBdXX1+vVV1+VpKj7EwqF1NHRocLCwpvOx5PRWUnSsWPH9PHHH6uoqEg1NTUaHBwct2sw7spZbW3tTR//9MsvvygtLW3kOD09Xb29vbecT0tLU29v76TOaoPRefX19WnJkiWqq6vTrl279P3332v37t1Rc4wXDz300MjF2NXVpa+++koul4vdiiBSVk8//TR7NYbExETt2LFDPp9Pubm5/Ls1htFZDQ0NsVtRbNy4UWvWrNE999wj6db/D6/vz2+//aYZM2bI7XbfdD6ejM7qypUrysnJ0dq1a7Vnzx5dunRJH3744bhdg3FXzkYbHh6Wy+UaOTbGyOVyRT0f77KysvTBBx8oPT1dycnJeuGFF/Ttt9+S1/+dPHlSFRUVevPNN5WVlcVujeHGrLKzs9mr26isrFR7e7vOnj2rrq4udmsMN2bV3t7ObkXwxRdfKDMzU7m5uSPnomUSKZt4z2r69On65JNPNHfuXLndblVUVIzrXk25Dz4fbxkZGQoEAiPHgUBA6enpt5zv6+sbebQXz06cOKGurq6R29vGGLnd7qg5xpPDhw+rsrJS69atk8/n06FDh9itKEZnxV5Fd+rUKQWDQeXk5Cg5OVler1dtbW1KSEgYeQ27dU2krFpbW3XvvfeyW6O0trYqEAiouLhYFy9e1NWrV+VyuSLuT2pqqn7//XeFw2ElJCSQ1dWrqq6u1sKFC7VixQpJ0ffqz16DcX/n7LHHHtPp06f1448/KhwOq6WlRUuXLtWsWbPk8Xh0+PBhSVJzc7OWLl3q8LTOM8aorq5OFy9eVCgU0ueff66CgoKoOcaLs2fP6rXXXtO2bdvk8/kksVvRRMqKvYquu7tbGzZsUDAYVDAY1L59+1RaWspuRRApqyeffJLdiqCxsVEtLS1qbm5WZWWlli1bprfffjvi/iQmJmrRokVqbW2VJO3duzfus1q7dq3effddnTlzRsYYNTU1qaCgYNyuwbi/c+bxeLRlyxa98cYbGhwcVF5enpYvXy5J2rZtmzZs2KDLly9r/vz5Ki8vd3ha5z388MNatWqVnn/+eQ0NDcnr9crv90tS1BzjwaeffqrBwUFt2bJl5FxpaSm7FUG0rNiryPLy8tTZ2annnntOCQkJ8nq98vl8Sk1NZbdGiZTV66+/rpSUFHYrRtH2Z9OmTaqqqtJHH32kzMxMvf/++w5P6qzU1FTV1NRo9erVCoVCeuKJJ/Tiiy9KGp9rkI9vAgAAsEjcP9YEAACwCeUMAADAIpQzAAAAi1DOAAAALEI5AwAAsAjlDAAAwCKUMwAAAItQzgAAACzyP/IpB4BquC8+AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -576,7 +646,7 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10,10))\n", - "sns.scatterplot(nonzero_count, mean_nonzero, ax=ax, hue=color['cluster'].values, palette='jet', alpha=0.7)\n", + "sns.scatterplot(nonzero_count, rand.mean(axis=0), ax=ax, hue=color['cluster'].values, palette='jet', alpha=0.7)\n", "plt.show()" ] }, @@ -589,22 +659,9 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 96, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "names\n", - "FN3KRP 0.941303\n", - "PRKX 0.949420\n", - "INSRR 0.948578\n", - "dtype: float64" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "text/html": [ @@ -634,28 +691,14 @@ " \n", " \n", " \n", - " \n", - " FN3KRP\n", - " 11\n", - " \n", - " \n", - " PRKX\n", - " 13\n", - " \n", - " \n", - " INSRR\n", - " 1\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " cluster\n", - "names \n", - "FN3KRP 11\n", - "PRKX 13\n", - "INSRR 1" + "Empty DataFrame\n", + "Columns: [cluster]\n", + "Index: []" ] }, "metadata": {}, @@ -664,15 +707,14 @@ ], "source": [ "# these are the kinases with the largest change \n", - "display(mean_nonzero[mean_nonzero < 0.95])\n", - "low_rand_ids = mean_nonzero[mean_nonzero < 0.95].index.tolist()\n", + "low_rand_ids = rand.mean(axis=0)[rand.mean(axis=0) < 0.95].index.tolist()\n", "\n", "display(louv.loc[low_rand_ids])" ] }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -681,7 +723,7 @@ "0.628465242149574" ] }, - "execution_count": 104, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" } @@ -692,16 +734,16 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([16, 58]), array([58, 16]))" + "(array([ 3, 131]), array([131, 3]))" ] }, - "execution_count": 167, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -712,28 +754,28 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('EIF2AK2', 'AMHR2')" + "('FGR', 'PDK2')" ] }, - "execution_count": 169, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the minimal edge\n", - "(rand.index[16], rand.index[58])" + "(rand.index[3], rand.index[131])" ] }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -741,12 +783,12 @@ "output_type": "stream", "text": [ "0.628465242149574\n", - "EIF2AK2\n" + "PDK2\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -756,18 +798,18 @@ } ], "source": [ - "rand_amhr2 = rand.loc['AMHR2']\n", - "print(rand_amhr2[rand_amhr2 > 0].min())\n", - "print(rand_amhr2[rand_amhr2 > 0].idxmin())\n", + "rand_fgr = rand.loc['FGR']\n", + "print(rand_fgr[rand_fgr > 0].min())\n", + "print(rand_fgr[rand_fgr > 0].idxmin())\n", "\n", - "rand_amhr2[rand_amhr2 > 0].hist()\n", - "plt.title('Rand Sensitivity Scores for AMHR2')\n", + "rand_fgr[rand_fgr > 0].hist()\n", + "plt.title('Rand Sensitivity Scores for FGR')\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -775,12 +817,12 @@ "output_type": "stream", "text": [ "0.628465242149574\n", - "AMHR2\n" + "FGR\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -790,27 +832,27 @@ } ], "source": [ - "rand_eif2ak2 = rand.loc['EIF2AK2']\n", - "print(rand_eif2ak2[rand_eif2ak2 > 0].min())\n", - "print(rand_eif2ak2[rand_eif2ak2 > 0].idxmin())\n", + "rand_pdk2 = rand.loc['PDK2']\n", + "print(rand_pdk2[rand_pdk2 > 0].min())\n", + "print(rand_pdk2[rand_pdk2 > 0].idxmin())\n", "\n", - "rand_eif2ak2[rand_eif2ak2 > 0].hist()\n", - "plt.title('Rand Sensitivity Scores for EIF2AK2')\n", + "rand_pdk2[rand_pdk2 > 0].hist()\n", + "plt.title('Rand Sensitivity Scores for PDK2')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'EIF2AK2'" + "'FGR'" ] }, - "execution_count": 157, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -821,20 +863,20 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.7575932608490841\n", - "MAP3K6\n" + "0.6591502878194301\n", + "TEC\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -844,18 +886,18 @@ } ], "source": [ - "rand_insrr = rand.loc['INSRR']\n", - "print(rand_insrr[rand_insrr > 0].min())\n", - "print(rand_insrr[rand_insrr > 0].idxmin())\n", + "rand_syk = rand.loc['SYK']\n", + "print(rand_syk[rand_syk > 0].min())\n", + "print(rand_syk[rand_syk > 0].idxmin())\n", "\n", - "rand_insrr[rand_insrr > 0].hist()\n", - "plt.title('Rand Sensitivity Scores for INSRR')\n", + "rand_syk[rand_syk > 0].hist()\n", + "plt.title('Rand Sensitivity Scores for SYK')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -889,107 +931,107 @@ " \n", " \n", " 1\n", - " 0.992212\n", + " 0.993683\n", " \n", " \n", " 2\n", - " 0.993018\n", + " 0.991652\n", " \n", " \n", " 3\n", - " 0.993080\n", + " 0.993499\n", " \n", " \n", " 4\n", - " 0.992874\n", + " 0.991267\n", " \n", " \n", " 5\n", - " 0.993299\n", + " 0.993664\n", " \n", " \n", " 6\n", - " 0.993190\n", + " 0.994251\n", " \n", " \n", " 7\n", - " 0.991922\n", + " 0.993390\n", " \n", " \n", " 8\n", - " 0.992420\n", + " 0.993357\n", " \n", " \n", " 9\n", - " 0.993036\n", + " 0.990403\n", " \n", " \n", " 10\n", - " 0.994047\n", + " 0.991357\n", " \n", " \n", " 11\n", - " 0.992875\n", + " 0.993169\n", " \n", " \n", " 12\n", - " 0.989763\n", + " 0.993225\n", " \n", " \n", " 13\n", - " 0.991493\n", + " 0.992500\n", " \n", " \n", " 14\n", - " 0.993273\n", + " 0.993542\n", " \n", " \n", " 15\n", - " 0.992746\n", + " 0.993590\n", " \n", " \n", " 16\n", - " 0.993648\n", + " 0.993529\n", " \n", " \n", " 17\n", - " 0.992921\n", + " 0.990735\n", " \n", " \n", " 18\n", - " 0.992950\n", + " 0.992205\n", " \n", " \n", " 19\n", - " 0.984110\n", + " 0.992333\n", " \n", " \n", " 20\n", - " 0.994120\n", + " 0.992441\n", " \n", " \n", " 21\n", - " 0.993552\n", + " 0.992826\n", " \n", " \n", " 22\n", - " 0.993352\n", + " 0.992855\n", " \n", " \n", " 23\n", - " 0.993163\n", + " 0.989749\n", " \n", " \n", " 24\n", - " 0.993917\n", + " 0.992941\n", " \n", " \n", " 25\n", - " 0.986550\n", + " 0.993124\n", " \n", " \n", " 26\n", - " 0.991166\n", + " 0.992849\n", " \n", " \n", "\n", @@ -998,35 +1040,35 @@ "text/plain": [ " 0\n", "cluster \n", - "1 0.992212\n", - "2 0.993018\n", - "3 0.993080\n", - "4 0.992874\n", - "5 0.993299\n", - "6 0.993190\n", - "7 0.991922\n", - "8 0.992420\n", - "9 0.993036\n", - "10 0.994047\n", - "11 0.992875\n", - "12 0.989763\n", - "13 0.991493\n", - "14 0.993273\n", - "15 0.992746\n", - "16 0.993648\n", - "17 0.992921\n", - "18 0.992950\n", - "19 0.984110\n", - "20 0.994120\n", - "21 0.993552\n", - "22 0.993352\n", - "23 0.993163\n", - "24 0.993917\n", - "25 0.986550\n", - "26 0.991166" + "1 0.993683\n", + "2 0.991652\n", + "3 0.993499\n", + "4 0.991267\n", + "5 0.993664\n", + "6 0.994251\n", + "7 0.993390\n", + "8 0.993357\n", + "9 0.990403\n", + "10 0.991357\n", + "11 0.993169\n", + "12 0.993225\n", + "13 0.992500\n", + "14 0.993542\n", + "15 0.993590\n", + "16 0.993529\n", + "17 0.990735\n", + "18 0.992205\n", + "19 0.992333\n", + "20 0.992441\n", + "21 0.992826\n", + "22 0.992855\n", + "23 0.989749\n", + "24 0.992941\n", + "25 0.993124\n", + "26 0.992849" ] }, - "execution_count": 136, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -1038,12 +1080,12 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 70, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1054,21 +1096,21 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(15,8))\n", - "sns.swarmplot(data=pd.DataFrame(rand_insrr).merge(louv, how='left', left_index=True, right_index=True), x='cluster', y='INSRR', dodge=True, size=6, ax=ax)\n", - "plt.title('INSRR Rand Sensitivity Scores by Cluster', fontsize=20)\n", + "sns.swarmplot(data=pd.DataFrame(rand_syk[rand_syk>0]).merge(louv, how='left', left_index=True, right_index=True), x='cluster', y='SYK', dodge=True, size=6, ax=ax)\n", + "plt.title('SYK Rand Sensitivity Scores by Cluster', fontsize=20)\n", "plt.xlabel('Cluster Membership of a Node')\n", - "plt.ylabel('Mean Rand Sensitivity Score per Node')\n", + "plt.ylabel('Rand Sensitivity Score per Node')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1088,7 +1130,54 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "cluster\n", + "1 0.982079\n", + "2 0.993076\n", + "3 0.983204\n", + "4 0.999370\n", + "5 0.999259\n", + "6 0.962078\n", + "7 0.996157\n", + "8 0.952357\n", + "9 0.996915\n", + "10 1.000000\n", + "11 0.951185\n", + "12 0.999054\n", + "13 0.989798\n", + "14 0.973845\n", + "15 0.999429\n", + "16 1.000000\n", + "17 0.978702\n", + "18 0.990790\n", + "19 0.997531\n", + "20 0.996296\n", + "21 1.000000\n", + "22 0.997636\n", + "23 0.999110\n", + "24 0.997037\n", + "25 1.000000\n", + "26 0.999325\n", + "Name: SYK, dtype: float64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(rand_syk).merge(louv, how='left', left_index=True, right_index=True).groupby('cluster')['SYK'].agg('mean')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -1112,343 +1201,356 @@ " \n", " \n", " \n", - " INSRR\n", - " \n", - " \n", + " SYK\n", " cluster\n", - " \n", " \n", " \n", " \n", " \n", - " 1\n", - " 0.947552\n", + " PRKCD\n", + " 0.996513\n", + " 1\n", " \n", " \n", - " 2\n", - " 0.938374\n", + " PRKCA\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 3\n", - " 0.946872\n", + " PRKCB\n", + " 0.706968\n", + " 1\n", " \n", " \n", - " 4\n", - " 0.982446\n", + " GSK3B\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 5\n", - " 0.974931\n", + " PDPK1\n", + " 0.701355\n", + " 1\n", " \n", " \n", - " 6\n", - " 0.966864\n", + " PRKCE\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 7\n", - " 0.930828\n", + " PRKCG\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 8\n", - " 0.967931\n", + " PRKCZ\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 9\n", - " 0.968525\n", + " MARK2\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 10\n", - " 0.996583\n", + " PRKCQ\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 11\n", - " 0.979403\n", + " GUCY2C\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 12\n", - " 0.972954\n", + " CHUK\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 13\n", - " 0.961124\n", + " PRKCI\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 14\n", - " 0.932226\n", + " IKBKB\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 15\n", - " 0.962100\n", + " RPS6KB1\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 16\n", - " 0.956448\n", + " ILK\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 17\n", - " 0.918905\n", + " SGK1\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 18\n", - " 0.907465\n", + " MAP3K14\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 19\n", - " 0.883809\n", + " PDK2\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 20\n", - " 0.941435\n", + " EIF2AK3\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 21\n", - " 0.852752\n", + " SGK3\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 22\n", - " 0.883809\n", + " RPS6KB2\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 23\n", - " 0.941698\n", + " PRKCH\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 24\n", - " 0.949793\n", + " PRKD1\n", + " 1.000000\n", + " 1\n", " \n", " \n", - " 25\n", + " AKT1\n", " 1.000000\n", + " 1\n", " \n", " \n", - " 26\n", - " 0.918345\n", + " GRK2\n", + " 1.000000\n", + " 1\n", " \n", - " \n", - "\n", - "" - ], - "text/plain": [ - " INSRR\n", - "cluster \n", - "1 0.947552\n", - "2 0.938374\n", - "3 0.946872\n", - "4 0.982446\n", - "5 0.974931\n", - "6 0.966864\n", - "7 0.930828\n", - "8 0.967931\n", - "9 0.968525\n", - "10 0.996583\n", - "11 0.979403\n", - "12 0.972954\n", - "13 0.961124\n", - "14 0.932226\n", - "15 0.962100\n", - "16 0.956448\n", - "17 0.918905\n", - "18 0.907465\n", - "19 0.883809\n", - "20 0.941435\n", - "21 0.852752\n", - "22 0.883809\n", - "23 0.941698\n", - "24 0.949793\n", - "25 1.000000\n", - "26 0.918345" - ] - }, - "execution_count": 128, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.DataFrame(rand_insrr).merge(louv, how='left', left_index=True, right_index=True).groupby('cluster').agg(np.mean)" - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
INSRRcluster
INSR1.0000001
TBK10.7013551
PDK11.0000001
STK400.88380921GSK3A0.9967011
STK17B0.88380921AKT21.0000001
TRIB10.88380921IKBKE1.0000001
TRIB20.75958321TRIB31.0000001
\n", - "
" - ], - "text/plain": [ - " INSRR cluster\n", - "STK40 0.883809 21\n", - "STK17B 0.883809 21\n", - "TRIB1 0.883809 21\n", - "TRIB2 0.759583 21" - ] - }, - "execution_count": 131, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.DataFrame(rand_insrr).merge(louv, how='left', left_index=True, right_index=True)[pd.DataFrame(rand_insrr).merge(louv, how='left', left_index=True, right_index=True)['cluster']==21]" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
PRKD21.0000001
MTOR1.0000001
NRBP10.9948771
CKM0.9927491
GRK51.0000001
GRK30.9925921
AKT31.0000001
PDK31.0000001
PRKD31.0000001
ADCK21.0000001
GRK61.0000001
TSSK31.0000001
INSRRcluster1.0000001
STYK11.0000001
CHKA0.88380922CDC42BPG1.0000001
CHKB0.88380922CDK100.9948571
NRBP20.9948571
PDK41.0000001
CKMT20.9952721
\n", "
" ], "text/plain": [ - " INSRR cluster\n", - "CHKA 0.883809 22\n", - "CHKB 0.883809 22" + " SYK cluster\n", + "PRKCD 0.996513 1\n", + "PRKCA 1.000000 1\n", + "PRKCB 0.706968 1\n", + "GSK3B 1.000000 1\n", + "PDPK1 0.701355 1\n", + "PRKCE 1.000000 1\n", + "PRKCG 1.000000 1\n", + "PRKCZ 1.000000 1\n", + "MARK2 1.000000 1\n", + "PRKCQ 1.000000 1\n", + "GUCY2C 1.000000 1\n", + "CHUK 1.000000 1\n", + "PRKCI 1.000000 1\n", + "IKBKB 1.000000 1\n", + "RPS6KB1 1.000000 1\n", + "ILK 1.000000 1\n", + "SGK1 1.000000 1\n", + "MAP3K14 1.000000 1\n", + "PDK2 1.000000 1\n", + "EIF2AK3 1.000000 1\n", + "SGK3 1.000000 1\n", + "RPS6KB2 1.000000 1\n", + "PRKCH 1.000000 1\n", + "PRKD1 1.000000 1\n", + "AKT1 1.000000 1\n", + "GRK2 1.000000 1\n", + "INSR 1.000000 1\n", + "TBK1 0.701355 1\n", + "PDK1 1.000000 1\n", + "GSK3A 0.996701 1\n", + "AKT2 1.000000 1\n", + "IKBKE 1.000000 1\n", + "TRIB3 1.000000 1\n", + "PRKD2 1.000000 1\n", + "MTOR 1.000000 1\n", + "NRBP1 0.994877 1\n", + "CKM 0.992749 1\n", + "GRK5 1.000000 1\n", + "GRK3 0.992592 1\n", + "AKT3 1.000000 1\n", + "PDK3 1.000000 1\n", + "PRKD3 1.000000 1\n", + "ADCK2 1.000000 1\n", + "GRK6 1.000000 1\n", + "TSSK3 1.000000 1\n", + "INSRR 1.000000 1\n", + "STYK1 1.000000 1\n", + "CDC42BPG 1.000000 1\n", + "CDK10 0.994857 1\n", + "NRBP2 0.994857 1\n", + "PDK4 1.000000 1\n", + "CKMT2 0.995272 1" ] }, - "execution_count": 132, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pd.DataFrame(rand_insrr).merge(louv, how='left', left_index=True, right_index=True)[pd.DataFrame(rand_insrr).merge(louv, how='left', left_index=True, right_index=True)['cluster']==22]" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.8798822681669491\n", - "MKNK1\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rand_prkx = rand.loc['PRKX']\n", - "print(rand_prkx[rand_prkx > 0].min())\n", - "print(rand_prkx[rand_prkx > 0].idxmin())\n", - "\n", - "rand_prkx[rand_prkx > 0].hist()\n", - "plt.show()" + "pd.DataFrame(rand_syk).merge(louv, how='left', left_index=True, right_index=True)[pd.DataFrame(rand_syk).merge(louv, how='left', left_index=True, right_index=True)['cluster']==1]" ] }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.883808557722801\n", - "INSRR\n" + "0.643825551988917\n", + "RPS6KA4\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1458,11 +1560,11 @@ } ], "source": [ - "rand_fn3krp = rand.loc['FN3KRP']\n", - "print(rand_fn3krp[rand_fn3krp > 0].min())\n", - "print(rand_fn3krp[rand_fn3krp > 0].idxmin())\n", + "rand_lyn = rand.loc['LYN']\n", + "print(rand_lyn[rand_lyn > 0].min())\n", + "print(rand_lyn[rand_lyn > 0].idxmin())\n", "\n", - "rand_fn3krp[rand_fn3krp > 0].hist()\n", + "rand_lyn[rand_lyn > 0].hist()\n", "plt.show()" ] },