{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 4 - Advanced techniques in error estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we investigate the impact of sample correlation on the error estimate of free energy profiles in ThermoLIB. To this end, we will discuss the ussage of the ``decorrelate`` routine and its under-the-hood ``corrtime_from_acf`` routine, including various interesting optional features. Furthermore, we consider various alternative ways (such as block averaging and bootstriding) of constructing free energy profiles to attempt to estimating error bars and compare the results at the end." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from thermolib.thermodynamics.fep import SimpleFreeEnergyProfile, plot_profiles\n", "from thermolib.thermodynamics.histogram import Histogram1D, plot_histograms\n", "from thermolib.tools import read_wham_input, blav, decorrelate, corrtime_from_acf\n", "from thermolib.thermodynamics.trajectory import ColVarReader\n", "from thermolib.units import *\n", "\n", "import numpy as np, matplotlib.pyplot as pp" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "prefix = 'advanced_wham1D_error_'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Impact correlation between samples on FEP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we illustrate the impact of correlation between subsequent samples in the MD trajectories. To that end, we apply a regular WHAM procedure to all biased simulation data defined in data/wham_input.txt using all trajectory samples, as well as using only a sample every 10/100/1000 steps." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "bins = np.arange(-1.6, 1.6, 0.02)\n", "fn_meta = 'data/formic_acid_dimer/wham_input.txt'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: the CV range you specified for the histogram does not cover the entire simulation range in trajectory 127. Simulation samples outside the given CV range were cropped out.\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.167s\n", " bias poten. : 00h 00m 00.009s\n", " solve scf : 00h 00m 00.203s\n", " error est. : 00h 00m 00.574s\n", " TOTAL : 00h 00m 00.955s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "colvar_reader_1 = ColVarReader([0], units=['au'])\n", "temp, biasses, trajectories_1 = read_wham_input(\n", " fn_meta, colvar_reader_1, 'colvars/correlated/COLVAR_%s.dat', \n", " bias_potential='Parabola1D', q01_unit='au', kappa1_unit='kjmol',\n", ")\n", "hist_1 = Histogram1D.from_wham(bins, trajectories_1, biasses, temp, error_estimate='mle_f', Nscf=10000)\n", "fep_1 = SimpleFreeEnergyProfile.from_histogram(hist_1, temp=temp)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: the CV range you specified for the histogram does not cover the entire simulation range in trajectory 127. Simulation samples outside the given CV range were cropped out.\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.017s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.149s\n", " error est. : 00h 00m 00.345s\n", " TOTAL : 00h 00m 00.519s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "colvar_reader_10 = ColVarReader([0], stride=10 ,units=['au'])\n", "temp, biasses, trajectories_10 = read_wham_input(\n", " fn_meta, colvar_reader_10, 'colvars/correlated/COLVAR_%s.dat', \n", " bias_potential='Parabola1D', q01_unit='au', kappa1_unit='kjmol',\n", ")\n", "hist_10 = Histogram1D.from_wham(bins, trajectories_10, biasses, temp, error_estimate='mle_f', Nscf=10000)\n", "fep_10 = SimpleFreeEnergyProfile.from_histogram(hist_10, temp=temp)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.003s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.375s\n", " error est. : 00h 00m 00.471s\n", " TOTAL : 00h 00m 00.857s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "colvar_reader_100 = ColVarReader([0], stride=100 ,units=['au'])\n", "temp, biasses, trajectories_100 = read_wham_input(\n", " fn_meta, colvar_reader_100, 'colvars/correlated/COLVAR_%s.dat', \n", " bias_potential='Parabola1D', q01_unit='au', kappa1_unit='kjmol',\n", ")\n", "hist_100 = Histogram1D.from_wham(bins, trajectories_100, biasses, temp, error_estimate='mle_f', Nscf=10000)\n", "fep_100 = SimpleFreeEnergyProfile.from_histogram(hist_100, temp=temp)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.453s\n", " error est. : 00h 00m 00.515s\n", " TOTAL : 00h 00m 00.976s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "colvar_reader_1000 = ColVarReader([0], stride=1000 ,units=['au'])\n", "temp, biasses, trajectories_1000 = read_wham_input(\n", " fn_meta, colvar_reader_1000, 'colvars/correlated/COLVAR_%s.dat', \n", " bias_potential='Parabola1D', q01_unit='au', kappa1_unit='kjmol',\n", ")\n", "hist_1000 = Histogram1D.from_wham(bins, trajectories_1000, biasses, temp, error_estimate='mle_f', Nscf=10000)\n", "fep_1000 = SimpleFreeEnergyProfile.from_histogram(hist_1000, temp=temp)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArMAAALDCAYAAAAGxYjaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8XNWZ+P/Pnd5npFEvluTe5E4xBkzAYNNCTQiwa8g6ZGE3CQRCEjaEskt+ySZfJ9QkhGQpiQkBQgkBYoxjg8G2sI0N7kW2itXr9D7398fIYwsVS26S7ef9evmF5t5zzz1XEtKjM895jqKqqooQQgghhBAnIc1QD0AIIYQQQogjJcGsEEIIIYQ4aUkwK4QQQgghTloSzAohhBBCiJOWBLNCCCGEEOKkJcGsEEIIIYQ4aUkwK4QQQgghTloSzAohhBBCiJOWBLNCCCGEEOKkJcGsEEKIU8bjjz/OpEmTsFgsKIrCo48+CoCiKFxwwQXd2j700EMoisLKlStP+DiFEMeObqgHIIQ4tVVVVVFWVtZvm46ODlwu14kZkDhlvfTSS9x5551Mnz6dO++8E6PRyNlnnz3UwxJCHGcSzAohTohRo0bxL//yL72eM5lMJ3g04lT097//Pf3fgoKCbue2b9+OxWIZimEJIY4zCWaFECfE6NGjeeihh4Z6GOIUVl9fD9AjkAUYP378iR6OEOIEkZxZIcSw8Nxzz6EoCs899xxvvfUWc+bMwW63U1pamm4TjUb55S9/yYwZM7Bardjtds477zz+9re/9drnYNv358033+Siiy4iIyMDk8nE5MmT+X//7/+RSCT6fI733nuPc845B4vFgtvt5pZbbqGtra3X/j///HO+9rWvkZ+fj8FgoKSkhG9/+9s92ldVVaEoCrfeeivbt2/nmmuuwe12oygKVVVVAASDQb7//e9TXFycHuszzzzDypUrURQl/UeFx+PBarUyadKkXseUTCYpLS0lIyODUCjU7+fn0L4/+ugjLrjgAux2Oy6Xi+uuu449e/b0uKa0tJTS0lI6Ozv51re+RXFxMTqdjueeey7d5q233uJLX/oSTqcTs9nM1KlT+eUvf0k8Hu/xOV+xYgWQyo898O+A3nJm+zPQr4cQYujJzKwQYlh55ZVXeO+997jiiiv4j//4D7xeLwCRSIQFCxawcuVKpk2bxqJFi4jFYrz99ttcddVVPPHEE3zrW99K9zPY9v257777+NnPfkZhYSHXXnstTqeTVatWce+991JRUcErr7zS45q//e1vvP3221x55ZWcc845fPjhh7zwwgtUVlby0Ucf9Wj71a9+FY1Gw1VXXUVxcTHbtm3jySefZOnSpVRUVJCRkdHtmj179nD22WdTXl7OrbfeSltbGwaDgUQiwRVXXMGKFSsoLy/npptuor29nXvuuadHMOd0Ovna177G//3f/7F69WrOOeecbueXLVtGdXU1//mf/4nZbB7Q52rt2rX89Kc/ZcGCBXz7299m69atvP7666xatYq1a9cycuTIbu0jkQgXXnghfr+fL3/5y+h0OnJzcwH45S9/yT333ENmZiY33XQTVquVv/3tb9xzzz2sWrWK1157DUVRmDZtGg8++CDPPfcc1dXVPPjggwMaa1+O5OshhBhCqhBCHEf79u1TAXXUqFHqgw8+2OPfmjVrVFVV1WeffVYFVI1Goy5btqxHP//1X/+lAuqPf/xjNZlMpo97vV511qxZqsFgUOvq6o64fV/ee+89FVDnz5+v+v3+9PFkMqnefvvtKqC++uqr6eMHnkOn06kfffRR+ng8HlcvuOACFUg/s6qqamtrq+pwONTCwkK1qqqq273//Oc/q4D6rW99q8fnE1AfeOCBHuP9/e9/rwLqpZdeqsbj8fTxrVu3qiaTSQXUBx98MH28oqJCBdRbb721R1/XX3+9CqibNm067OdpxYoV6XH99re/7Xbut7/9rQqoV1xxRbfjJSUl6c9tMBjsdm7Pnj2qTqdTc3Jy1JqamvTxcDisnnvuuSqgvvDCC92umTt3rtrXrzVAnTt3brdjDz74oAqoK1asSB8b7NdDCDH0JJgVQhxXhwZfvf371a9+parqwSDwmmuu6dFHIpFQMzIy1FGjRnULTA/429/+pgLqE088cUTt+/PlL39ZBdTq6uoe5zo7O1VFUdTrrrsufezAcyxcuLBH+wPnHn/88fSxX/7yl70GZgfMmDFDzcrKSr8+8PnMy8tTI5FIj/YHAuZPP/20x7lvfvObPYJZVVXV6dOnq1arVfV4POljzc3NqsFgUM8444xex/VFB4LZsWPHqolEotu5RCKhjhkzRlUURW1ubk4fPxDMfvbZZz36++///m8VUP/3f/+3x7mPP/5YBdQLL7yw2/FjEcwO9ushhBh6kmYghDgh5s+fzz/+8Y/DtjvzzDN7HNu5cycdHR0UFBTw8MMP9zjf0tICwI4dO46ofX/Wrl2L1Wrl//7v/3o9bzabe+1n5syZPY4VFRUB0NnZ2a1/gIqKCiorK3tcEw6HaW1tpbW1laysrPTxqVOnYjAYerT/7LPPsFqtTJ8+vce5OXPm8Lvf/a7H8X//93/n9ttv58UXX+T2228H4IUXXiAajXLbbbf1aN+fOXPmoNF0X46h0WiYM2cOu3fv5rPPPmPevHnpcyaTifLy8h79bNy4EaDXPNfZs2djMpnYtGnToMY2EEf69RBCDB0JZoUQw8qBfMlDtbe3A7B161a2bt3a57WBQOCI2venvb2deDzea1DcXz8Oh6PHMZ0u9SP30EVjB8b61FNP9TuOQCDQLXjq7fME4PV6KS4u7vVcX9fcdNNNfO973+P3v/99Opj9wx/+gM1m48Ybb+x3XAO9x4HjHo+n2/GcnJxuC7UOOJAr3Vt/iqKQm5tLXV3doMY2EEf69RBCDB0JZoUQw0pvgc2BwPC6667j1VdfPWwfg21/uL4URaG1tfWo+umvf4DNmzczefLkAV/X2+fpQH8HZp6/qKmpqdfjdrudm2++maeffppNmzYRCATYvn073/jGN7DZbAMeU3/3OHDc6XR2O97fcxy4rqSkpNs5VVVpamrq9Q+Go3WkXw8hxNCR0lxCiGFvwoQJOBwO1q9fTywWO+bt+3PWWWfR1tbG7t27j6qf/voHWLNmzTHpb+rUqQQCgV7fgl+9enWf1/37v/87AM888wy///3vAQadYgDw8ccfk0wmux1LJpOsXr0aRVGYOnXqgPo5kCbR21azFRUVhMNhpk2bNujxHc6x/noIIY4/CWaFEMOeTqfjjjvuoLq6mu9973u9Bqhbtmyhubn5iNr35zvf+Q4A//Zv/9ZrjdHGxka2b98+2EdK+/rXv47dbudHP/pRrykRwWAwncc5EDfffDMA999/f7egcseOHTz//PN9Xjd9+nTOOOMMlixZwiuvvMKUKVN6zV8+nF27dvHMM890O/bMM8+wa9cuLr/8crKzswfUz0033YROp+OXv/xlejMESNUO/sEPfgDArbfeOujxHc6x/noIIY4/STMQQpwUHn74YT799FMef/xx3n77bc4//3xycnKoq6tj8+bNfPbZZ6xZs4acnJwjat+XBQsW8OMf/5j/+Z//YfTo0SxYsICSkhLa2trYs2cPq1at4pFHHmHChAlH9FzZ2dn8+c9/5itf+QpTp05lwYIFjB8/nkgkQlVVFR988AHnnHPOgBbPQSoY++Mf/8jbb7/N9OnTufTSS2lvb+ell17i4osv5q233uqxQOuA22+/nUWLFgFHNisLqYV+3/nOd3jnnXeYNGkSW7du5a233iIrK4vHHntswP2MGjWK//3f/+Wee+5hypQpfPWrX8VqtfLWW2+xc+dOrrrqqj63Rz4ax/rrIYQ4/iSYFUKcFIxGI++++y5/+MMfeOGFF/jrX/9KJBIhNzeXiRMncvvtt3dbFT/Y9v357//+b84//3wef/xxli9fTmdnJ263m7KyMh566KH0bOiRuvzyy9m4cSO/+MUveP/991m2bBlWq5WioiK+/vWvDypo02q1vPPOOzz44IP8+c9/5tFHH2XUqFEsXryYzMxM3nrrrT5zTb/2ta/xH//xH2g0miMOFM8++2zuv/9+7r//fh5//HG0Wi1XX301P//5z3tsmHA4d999N6NHj+aXv/wlf/rTn4hGo4wdO5bFixfzne98p89826N1LL8eQojjT1FVVR3qQQghhDj+7r//fn7yk5/wzjvvcOmll/Y4v379es444wz+9V//lRdeeGFQfa9cuZIvfelLPPjgg+ntcoUQ4kSQnFkhhDjFNDQ09Di2bds2Hn/8cVwuV6+1WwF+8YtfAHDHHXccz+EJIcQxJWkGQghxirnjjjuoqqrizDPPJCMjg8rKSt566y1isRh/+MMfMJvN6bY1NTW8+OKLbN26lZdffpn58+cze/bsIRy9EEIMjgSzQghxivnKV77Cb3/7W1577TU8Hg82m425c+dyzz33MH/+/G5t9+7dy3333YfNZuPKK6/sdYcwIYQYzoZ1zuzPfvYz7rvvPu68804effRRILWV4D333MNLL71EJBJh/vz5/PrXv+5z1xkhhBBCCHHqGrY5s+vWrePpp59mypQp3Y5/97vf5a233uKVV17hgw8+oL6+nmuvvXaIRimEEEIIIYbSsAxm/X4/N998M8888wwZGRnp4x6Phz/84Q/88pe/5MILL2TmzJk8++yzrF69WopYCyGEEEKchoZlzux//ud/cvnllzNv3jweeeSR9PENGzYQi8WYN29e+tj48eMZMWIEa9as4eyzz+61v0gkQiQSSb9OJpO0t7fjdruPW51CIYQQQghx5FRVxefzUVBQ0OdmLzAMg9mXXnqJTz/9lHXr1vU419jYiMFgwOVydTuem5tLY2Njn33+9Kc/5eGHHz7WQxVCCCGEEMdZbW0tRUVFfZ4fVsFsbW0td955J8uWLcNkMh2zfu+77z7uvvvu9GuPx8OIESOora3tcyccIYQQQggxdLxeL8XFxdjt9n7bDatgdsOGDTQ3NzNjxoz0sUQiwYcffsiTTz7J0qVLiUajdHZ2dpudbWpqIi8vr89+jUYjRqOxx3GHwyHBrBBCCCHEMHa4lNBhFcxedNFFbN68uduxr3/964wfP54f/OAHFBcXo9frWb58Oddddx0AO3fupKamRop8CyGEEEKchoZVMGu325k8eXK3Y1arFbfbnT6+aNEi7r77bjIzM3E4HHz7299m9uzZfS7+EkIIIYQQp65hFcwOxK9+9Ss0Gg3XXXddt00ThBBCCCHE6WdY7wB2vHi9XpxOJx6PR3JmhRBCiBMgkUgQi8WGehhiGNFqteh0uj5zYgcar510M7NCCCGEOLn4/X7279/PaTh/Jg7DYrGQn5+PwWA44j4kmBVCCCHEcZNIJNi/fz8Wi4Xs7GzZrEgAqQ0RotEoLS0t7Nu3jzFjxvS7MUJ/JJgVQgghxHETi8VQVZXs7GzMZvNQD0cMI2azGb1eT3V1NdFo9Ij3GDiyEFgIIYQQYhBkRlb05khnY7v1cQzGIYQQQgghxJCQYFYIIYQQQpy0JJgVQgghhDhOnnvuOVwuV79tHnroIaZNm3ZCxnMqkmBWCCGEEGIQbr31Vq6++uoBtb3hhhvYtWvX8R3QYTQ0NHDTTTcxduxYNBoNd911V6/tXnnlFcaPH4/JZKK8vJx33nmn23lVVXnggQfIz8/HbDYzb948du/e3a1Ne3s7N998Mw6HA5fLxaJFi/D7/cfr0QAJZoUQQgghjotYLIbZbCYnJ2dIxxGJRMjOzub+++9n6tSpvbZZvXo1N954I4sWLWLjxo1cffXVXH311WzZsiXd5uc//zmPP/44v/3tb6moqMBqtTJ//nzC4XC6zc0338zWrVtZtmwZf//73/nwww/55je/eXwfUD0NeTweFVA9Hs9QD0UIIYQ4pYVCIXXbtm1qKBQa6qEM2iuvvKJOnjxZNZlMamZmpnrRRRep3/ve91Sg278VK1ao+/btUwH1pZdeUs8//3zVaDSqzz77rPrss8+qTqezW78//elP1ZycHNVms6n/9m//pv7gBz9Qp06d2q3NM888o44fP141Go3quHHj1KeeeuqYPNPcuXPVO++8s8fxr371q+rll1/e7dhZZ52l/vu//7uqqqqaTCbVvLw89Re/+EX6fGdnp2o0GtU///nPqqqq6rZt21RAXbduXbrNu+++qyqKotbV1fU6nv6+PwYar0mdWSGEEEKcUFc+8REtvsgJv2+23chb3z53QG0bGhq48cYb+fnPf84111yDz+dj1apVLFy4kJqaGrxeL88++ywAmZmZ1NfXA/DDH/6QxYsXM336dEwmE0uXLu3W78svv8xDDz3EU089xbnnnssf//hHHn/8cUaOHJlus2TJEh544AGefPJJpk+fzsaNG7ntttuwWq3ccsstAEyaNInq6uo+x3/eeefx7rvvDvhzs2bNGu6+++5ux+bPn88bb7wBwL59+2hsbGTevHnp806nk7POOos1a9bwta99jTVr1uByuZg1a1a6zbx589BoNFRUVHDNNdcMeDyDIcGsEEIIIU6oFl+ERm/48A2HUENDA/F4nGuvvZaSkhIAysvLgVSx/0gkQl5eXo/r7rrrLq699to++3300UdZtGgRixYtAuCRRx7h/fff7/ZW/YMPPsjixYvT/ZSVlbFt2zaefvrpdDD7zjvvEIvF+rzPYDeoaGxsJDc3t9ux3NxcGhsb0+cPHOuvzRdTKnQ6HZmZmek2x4MEs0IIIYQ4obLtxmF/36lTp3LRRRdRXl7O/PnzueSSS7j++uvJyMjo97pDZyV7s337dm6//fZux2bPns2KFSsACAQCVFZWsmjRIm677bZ0m3g8jtPpTL8+EGALCWaFEEIIcYIN9K3+oaTValm2bBmrV6/mvffe44knnuBHP/oRFRUV/V5ntVqP6r4HVv4/88wznHXWWT3GdMCxTjPIy8ujqamp27Gmpqb07POB/zY1NZGfn9+tzYGyYnl5eTQ3N3frIx6P097e3uss9rEiwawQQgghRC8URWHOnDnMmTOHBx54gJKSEl5//XUMBgOJROKI+pwwYQIVFRUsXLgwfWzt2rXpj3NzcykoKGDv3r3cfPPNffZzrNMMZs+ezfLly7uV7Vq2bBmzZ88GUqkOeXl5LF++PB28er1eKioquOOOO9J9dHZ2smHDBmbOnAnAP//5T5LJZI/A/FiSYFYIIYQQ4gsqKipYvnw5l1xyCTk5OVRUVNDS0sKECRMIh8MsXbqUnTt34na7u739fzh33nknt956K7NmzWLOnDksWbKErVu3dlsA9vDDD/Od73wHp9PJggULiEQirF+/no6OjvQircGmGWzatAlIzfy2tLSwadMmDAYDEydOTI9r7ty5LF68mMsvv5yXXnqJ9evX87vf/Q5IBfZ33XUXjzzyCGPGjKGsrIwf//jHFBQUpGvuTpgwgQULFnDbbbfx29/+llgsxre+9S2+9rWvUVBQMKjxDkq/tQ5OUVKaSwghhDgxTtbSXNu2bVPnz5+vZmdnq0ajUR07dqz6xBNPqKqqqs3NzerFF1+s2my2HqW5Nm7c2K2f3kpz/eQnP1GzsrJUm82m3nLLLer3v//9HqW5lixZok6bNk01GAxqRkaGev7556uvvfbaET8PXygnBqglJSXd2rz88svq2LFjVYPBoE6aNEl9++23u51PJpPqj3/8YzU3N1c1Go3qRRddpO7cubNbm7a2NvXGG29UbTab6nA41K9//euqz+frc1zHojSX0vWApxWv14vT6cTj8eBwOIZ6OEIIIcQpKxwOs2/fPsrKyjCZTEM9HDHM9Pf9MdB4TXYAE0IIIYQQJy0JZoUQQgghxElLglkhhBBCCHHSkmBWCCGEEEKctCSYFUIIIYQQJy0JZoUQQgghxElLglkhhBBCCHHSkmBWCCGEEEKctCSYFUIIIYQQJy0JZoUQQgghjpPnnnsOl8vVb5uHHnqIadOmnZDxnIokmBVCCCGEGIRbb72Vq6++ekBtb7jhBnbt2nV8B3QYDQ0N3HTTTYwdOxaNRsNdd93Va7tXXnmF8ePHYzKZKC8v55133ul2XlVVHnjgAfLz8zGbzcybN4/du3efgCfonwSzQgghhBDHQSwWw2w2k5OTM6TjiEQiZGdnc//99zN16tRe26xevZobb7yRRYsWsXHjRq6++mquvvpqtmzZkm7z85//nMcff5zf/va3VFRUYLVamT9/PuFw+EQ9Sq8kmBVCCCGE6MWrr75KeXk5ZrMZt9vNvHnzuPfee3n++ed58803URQFRVFYuXIlVVVVKIrCX/7yF+bOnYvJZGLJkiW9phn87Gc/Izc3F7vdzqJFi3oNBn//+98zYcIETCYT48eP59e//vURP0dpaSmPPfYYCxcuxOl09trmscceY8GCBdx7771MmDCB//mf/2HGjBk8+eSTQGpW9tFHH+X+++/nqquuYsqUKbzwwgvU19fzxhtvHPHYjgXdkN5dCCGEEKefp+eCv/nE39eWA//+wYCaNjQ0cOONN/Lzn/+ca665Bp/Px6pVq1i4cCE1NTV4vV6effZZADIzM6mvrwfghz/8IYsXL2b69OmYTCaWLl3ard+XX36Zhx56iKeeeopzzz2XP/7xjzz++OOMHDky3WbJkiU88MADPPnkk0yfPp2NGzdy2223YbVaueWWWwCYNGkS1dXVfY7/vPPO49133x3wp2bNmjXcfffd3Y7Nnz8/Haju27ePxsZG5s2blz7vdDo566yzWLNmDV/72tcGfK9jTYJZIYQQQpxY/mbw1Q/1KPrV0NBAPB7n2muvpaSkBIDy8nIAzGYzkUiEvLy8HtfdddddXHvttX32++ijj7Jo0SIWLVoEwCOPPML777/fbXb2wQcfZPHixel+ysrK2LZtG08//XQ6mH3nnXeIxWJ93sdsNg/qeRsbG8nNze12LDc3l8bGxvT5A8f6ajNUJJgVQgghxIllG6Ic0kHcd+rUqVx00UWUl5czf/58LrnkEq6//noyMjL6vW7WrFn9nt++fTu33357t2OzZ89mxYoVAAQCASorK1m0aBG33XZbuk08Hu+WInAgwBYSzAohhBDiRBvgW/1DSavVsmzZMlavXs17773HE088wY9+9CMqKir6vc5qtR7Vff1+PwDPPPMMZ511Vo8xHXCs0wzy8vJoamrqdqypqSk9+3zgv01NTeTn53drM9RlxSSYFUIIIYTohaIozJkzhzlz5vDAAw9QUlLC66+/jsFgIJFIHFGfEyZMoKKigoULF6aPrV27Nv1xbm4uBQUF7N27l5tvvrnPfo51msHs2bNZvnx5t7Jdy5YtY/bs2UAq1SEvL4/ly5eng1ev10tFRQV33HHHoO51rEkwK4QQQgjxBRUVFSxfvpxLLrmEnJwcKioqaGlpYcKECYTDYZYuXcrOnTtxu919VgjozZ133smtt97KrFmzmDNnDkuWLGHr1q3dFoA9/PDDfOc738HpdLJgwQIikQjr16+no6MjvUhrsGkGmzZtAlIzvy0tLWzatAmDwcDEiRPT45o7dy6LFy/m8ssv56WXXmL9+vX87ne/A1KB/V133cUjjzzCmDFjKCsr48c//jEFBQUDrrl7vEgwK4QQQgjxBQ6Hgw8//JBHH30Ur9dLSUkJixcv5tJLL2XWrFmsXLmSWbNm4ff7WbFiBaWlpQPq94YbbqCyspLvf//7hMNhrrvuOu64445uVQ++8Y1vYLFY+MUvfsG9996L1WqlvLy8z80OBmL69Onpjzds2MCLL75ISUkJVVVVAJxzzjm8+OKL3H///fzXf/0XY8aM4Y033mDy5Mnp677//e8TCAT45je/SWdnJ+eeey7/+Mc/MJlMRzyuY0FRVVUd0hEMAa/Xi9PpxOPx4HA4hno4QgghxCkrHA6zb98+ysrKhjzoEcNPf98fA43XZNMEIYQQQghx0pJgVgghhBBCnLQkmBVCCCGEECctCWaFEEIIIcRJS4JZIYQQQghx0pJgVgghhBBCnLQkmBVCCCGEECctCWaFEEIIIcRJS4JZIYQQQghx0pJgVgghhBDiOHnuuedwuVz9tnnooYeYNm3aCRnPqUiCWSGEEEKIQbj11lu5+uqrB9T2hhtuYNeuXcd3QIfR0NDATTfdxNixY9FoNNx11129tnvllVcYP348JpOJ8vJy3nnnnRM70CMkwawQQgghxHEQi8Uwm83k5OQM6TgikQjZ2dncf//9TJ06tdc2q1ev5sYbb2TRokVs3LiRq6++mquvvpotW7ac4NEOngSzQgghhBC9ePXVVykvL8dsNuN2u5k3bx733nsvzz//PG+++SaKoqAoCitXrqSqqgpFUfjLX/7C3LlzMZlMLFmypNc0g5/97Gfk5uZit9tZtGgR4XC4x71///vfM2HCBEwmE+PHj+fXv/71ET9HaWkpjz32GAsXLsTpdPba5rHHHmPBggXce++9TJgwgf/5n/9hxowZPPnkk0d83xNFN9QDEEIIIcTp5Ya/30BrqPWE3zfLnMVfrvjLgNo2NDRw44038vOf/5xrrrkGn8/HqlWrWLhwITU1NXi9Xp599lkAMjMzqa+vB+CHP/whixcvZvr06ZhMJpYuXdqt35dffpmHHnqIp556inPPPZc//vGPPP7444wcOTLdZsmSJTzwwAM8+eSTTJ8+nY0bN3LbbbdhtVq55ZZbAJg0aRLV1dV9jv+8887j3XffHfDnZs2aNdx9993djs2fP5833nhjwH0MFQlmhRBCCHFCtYZaaQ42D/Uw+tXQ0EA8Hufaa6+lpKQEgPLycgDMZjORSIS8vLwe1911111ce+21ffb76KOPsmjRIhYtWgTAI488wvvvv99tdvbBBx9k8eLF6X7KysrYtm0bTz/9dDqYfeedd4jFYn3ex2w2D+p5Gxsbyc3N7XYsNzeXxsbGQfUzFCSYFUIIIcQJlWXOGvb3nTp1KhdddBHl5eXMnz+fSy65hOuvv56MjIx+r5s1a1a/57dv387tt9/e7djs2bNZsWIFAIFAgMrKShYtWsRtt92WbhOPx7ulCBwIsIUEs0IIIYQ4wQb6Vv9Q0mq1LFu2jNWrV/Pee+/xxBNP8KMf/YiKiop+r7NarUd1X7/fD8AzzzzDWWed1WNMBxzrNIO8vDyampq6HWtqaup19nm4kWBWCCGEEKIXiqIwZ84c5syZwwMPPEBJSQmvv/46BoOBRCJxRH1OmDCBiooKFi5cmD62du3a9Me5ubkUFBSwd+9ebr755j77OdZpBrNnz2b58uXdynYtW7aM2bNnD6qfoSDBrBBCCCHEF1RUVLB8+XIuueQScnJyqKiooKWlhQkTJhAOh1m6dCk7d+7E7Xb3WSGgN3feeSe33nors2bNYs6cOSxZsoStW7d2WwD28MMP853vfAen08mCBQuIRCKsX7+ejo6O9CKtwaYZbNq0CUjN/La0tLBp0yYMBgMTJ05Mj2vu3LksXryYyy+/nJdeeon169fzu9/9blD3GQoSzAohhBBCfIHD4eDDDz/k0Ucfxev1UlJSwuLFi7n00kuZNWsWK1euZNasWfj9flasWEFpaemA+r3hhhuorKzk+9//PuFwmOuuu4477rijW9WDb3zjG1gsFn7xi19w7733YrVaKS8v73Ozg4GYPn16+uMNGzbw4osvUlJSQlVVFQDnnHMOL774Ivfffz//9V//xZgxY3jjjTeYPHnyEd/zRFFUVVWHehAnmtfrxel04vF4cDgcQz0cIYQQ4pQVDofZt28fZWVlmEymoR6OGGb6+/4YaLwmmyYIIYQQQoiTlgSzQgghBi2eSJJMnnZv7AkhhiEJZoUQ4hQTSyTZUudh+fYmIvEjW3Hdn2RSZeWuZrY1eI9530IIMViyAEwIIU4h9Z0hPq3uYG9rABUVt9XAtBE9i7x7QjE8wRgj3JbB38MTYk9zgI5AjHF5dvRamRcRQgwd+QkkhBBDJBCJE0skez0XjMbZWu/BH4kPqK9wLEHF3jbe2dxATXuAEZkWMiwGNtV20uaPdGsbiib4YFczS7c1sKXOw2DWAauqyvYGL5FYgiZvhP0doQFfK4QQx4MEs0IIMQTCsQTvbW3inc8bqGzxk+jKP00mVSpb/Lz9eQPLtjaxancL4Vj/qQKeUIx/7mhm7d42LAYtpVk2DDoNbqsBbzjOpzUd6fzWRFKlYl8be1sC6DQaVu1u4fP9nQMOaBs8Yfa2BCh0mdEosKfZN6hgWAghjrVhF8z+5je/YcqUKTgcDhwOB7Nnz+62HdsFF1yAoijd/n1xj2MhhBju9rYEqO0I0OgN848tjby7uYE9zX5W7mpm6dZGOoJRit0WdjX5WVPZRryPGdwmb5hl2xrZ3eSnxG3FZTGkzymKQmGGmZ2NfipbUltkbqnrZEudh6IMM7kOE3aTno/3tLHxkIC3L6qqsq3BSzSRxGLUkWUzUt0WpC0QPXafGCGEGKRhlzNbVFTEz372M8aMGYOqqjz//PNcddVVbNy4kUmTJgFw22238d///d/payyWwed8CSHEUAlFE2ze34nVqCPfaSYST1DbEaSqLUBShQKXCYsh9eO5yGVmc50Hi0HLmWWZKIoCpGZw97UF+HhPK/5wjJHZVrQapce9zHotJr2GT6s7iCdV1lV14DTr0/1nWg1oFFizt41wLMnUYhdWY++/Gpp9Efa2+Ml1pGpB2kw6Gjwh9rUEyLIZj8enSgghDmvYBbNXXnllt9c/+clP+M1vfsPatWvTwazFYiEvL28ohieEEEdtT7OfRl+YkVk2AIw6LSVuK4mkikYhHbACmA1acuxG1ld3YNJrsRp1tPgi1LYHaQ9E0WkVStzWbtd8UZ7DRGWLn2hVO0lVxf2FwNNlMaDVKHxS1U5te5AZJRmMzLb1CI631XuJxJPYDgl2XRYDu5p8TC50YjZoj8WnRwghBmXYpRkcKpFI8NJLLxEIBJg9e3b6+JIlS8jKymLy5Mncd999BIPBfvuJRCJ4vd5u/4QQYigEInE213XiMOl7BItajdJrUOow63GYdHy4q4V3tzSwobqdQDROtt1IgcvcbyALoNEo5LvMhGIJClzmXtvYTXpGZ9vwReK8t62R97c1sa81QKMnTEcgyv6OIJUtfnLs3QPhTKuBtkCU2o7+fw4Lcbp67rnncLlc/bZ56KGHmDZt2gkZz6lo2M3MAmzevJnZs2cTDoex2Wy8/vrrTJw4EYCbbrqJkpISCgoK+Pzzz/nBD37Azp07ee211/rs76c//SkPP/zwiRq+EEL0aVeTjxZ/lFFZ1kFd57YZcZhTAbDmMMFrb2xGXbcZ1d5oNAoFLjPhWIJdzT52N/vQKAp6nYJeoyEY7RkMazUKRp2GHY1eRmfb0PSS6iDEqebWW2+ls7OTN95447Btb7jhBi677LLjP6h+NDQ0cM8997B+/Xr27NnDd77zHR599NEhHdOxNCyD2XHjxrFp0yY8Hg+vvvoqt9xyCx988AETJ07km9/8ZrpdeXk5+fn5XHTRRVRWVjJq1Khe+7vvvvu4++6706+9Xi/FxcXH/TmEEOJQvnCMLXUeXGb9EQV9J6qeq0mvZVS2DVVVSSRVYkmVeCJJhtXQa/ssu5H6zjD1nhBFGbKGQYgDYrEYZrMZs7n3d0ROlEgkQnZ2Nvfffz+/+tWvhnQsx8OwTDMwGAyMHj2amTNn8tOf/pSpU6fy2GOP9dr2rLPOAmDPnj199mc0GtPVEQ78E0KIE21Xo4/2YBS3rfegcLhRFAWdVoNZr8Vu0vcZTJv1WhLJJBtrOo7LjmNCDJVXX32V8vJyzGYzbrebefPmce+99/L888/z5ptvpqsqrVy5kqqqKhRF4S9/+Qtz587FZDKxZMmSXtMMfvazn5Gbm4vdbmfRokWEw+Ee9/7973/PhAkTMJlMjB8/nl//+tdH/BylpaU89thjLFy4EKfTecT9DFfDcmb2i5LJJJFIpNdzmzZtAiA/P/8EjkgIIQYnFE2wvdFHhtlwRGkCw11RhoW9LUE27/cwqzRzqIcjhrl9111PvLX1hN9Xl5VF2V9fHVDbhoYGbrzxRn7+859zzTXX4PP5WLVqFQsXLqSmpgav18uzzz4LQGZmJvX19QD88Ic/ZPHixUyfPh2TycTSpUu79fvyyy/z0EMP8dRTT3Huuefyxz/+kccff5yRI0em2yxZsoQHHniAJ598kunTp7Nx40Zuu+02rFYrt9xyCwCTJk2iurq6z/Gfd9553UqbnsqGXTB73333cemllzJixAh8Ph8vvvgiK1euZOnSpVRWVvLiiy9y2WWX4Xa7+fzzz/nud7/L+eefz5QpU4Z66EII0afajlT1gbJB5sqeLPRaDVn21I5j+S4zhX0sNBMCIN7aSrypaaiH0a+Ghgbi8TjXXnstJSUlQCq9EcBsNhOJRHqtrHTXXXdx7bXX9tnvo48+yqJFi1i0aBEAjzzyCO+//3632dkHH3yQxYsXp/spKytj27ZtPP300+lg9p133iEWi/V5n6FObTiRhl0w29zczMKFC2loaMDpdDJlyhSWLl3KxRdfTG1tLe+//z6PPvoogUCA4uJirrvuOu6///6hHrYQQvQpmVTZ1ejDqNP0Wgv2VJFhMeANBvhkXxsLJuVLqS7RJ11W1rC/79SpU7nooosoLy9n/vz5XHLJJVx//fVkZGT0e92sWbP6Pb99+/Yemz3Nnj2bFStWABAIBKisrGTRokXcdttt6TbxeLxbisCBAFsMw2D2D3/4Q5/niouL+eCDD07gaIQQ4ug1+yLUdYZOi40FCjPM7GsL8lltJ2ePcg/1cMQwNdC3+oeSVqtl2bJlrF69mvfee48nnniCH/3oR1RUVPR7ndV6dO+++P2p3fqeeeaZ9LqgQ8d0gKQZHDTsglkhhDjV7G3xE4knT4uZSp1WQ67dyGf7O8lzmig9RdMqxOlBURTmzJnDnDlzeOCBBygpKeH111/HYDCQSBzZYscJEyZQUVHBwoUL08fWrl2b/jg3N5eCggL27t3LzTff3Gc/kmZwkASzQghxHPkjcfa0+Mnso6zVqchh1uMJxajY20aG1YDTrB/qIQkxaBUVFSxfvpxLLrmEnJwcKioqaGlpYcKECYTDYZYuXcrOnTtxu92DqhBw5513cuuttzJr1izmzJnDkiVL2Lp1a7cFYA8//DDf+c53cDqdLFiwgEgkwvr16+no6EiXGh1smsGBBfN+v5+WlhY2bdqEwWBI1/E/mUkwK4QQx1Fte5DOYIyRp9kMZWGGmcrmVP7sl8bloDtBNXKFOFYcDgcffvghjz76KF6vl5KSEhYvXsyll17KrFmzWLlyJbNmzcLv97NixQpKS0sH1O8NN9xAZWUl3//+9wmHw1x33XXccccd3aoefOMb38BisfCLX/yCe++9F6vVSnl5OXfdddcRP8/06dPTH2/YsIEXX3yRkpISqqqqjrjP4UJRVVUd6kGcaF6vF6fTicfjkZqzQojjJpFU+ftn9TT5wqflZgLhWIL9HSHOH5PFtBH9L5oRp65wOMy+ffsoKyvDZDIN9XDEMNPf98dA4zX5U1kIIY6TBk+IBk/4tFj41RuTXkuGRc+G6g72dwSHejhCiFOUBLNCCHEcqKrK7iY/sUQSk/7UX/jVF7fNSDSRZO3eNlr9vW9+I4QQR0OCWSGEOA7qOkPsavKR65C3VYsyLDR0hnnrs3rWV7UTjMaHekhCiFOIBLNCCHGMxRNJNtV0kkiq2EyyzlarURiVY0Ov1fBxZRtvbapnZ6OPZPK0W7IhhDgO5KesEEIcY3tbA1S1ByhynX6LvvqT2VWmq8kb5p87mlBRGZ8ni3BPF6fhenMxAMfi+0JmZoUQYoDiiSSBSP9vkQejcTbWdGDSaTHohuZHrD8S54NdLexs9A3J/fuj1SgUuMwYdVrWV7XTEYj22k4Cn1PHgV2rotHev9bi9BYMphaH6vVHXo9aZmaFEGKAtjf42Nbg4ZxRWRRn9j7ruqPBS6MnzMhs2wkeXSrY/nB3K29vbiAUTaAAd84bw9hc+zG9z94WP5/v9/Cl8TlHvCFCrsNIZUuAdVXtXDi+ex3aXU0+djR6mTv2yPsXw4dOp8NisdDS0oJer0ejkXk0kfqDNRgM0tzcjMvl6rZV72BJMCuEEAOQSKrsbvZR0xYkGG1izuisHkFimz/C5/s9ZFoNaDVKn32pqsq7WxrZ2eTjjJJMZo9yd2u/p9nPW5/XE4om+JezSxjRR+B8qM37Pfz10/00+w5WDFCBP39Sw48um9AtWKxs9vPmZ/WMz7Nz6eQ8FKXvsX6RJxTj8eV7iCaS7G0NcPfFYwd87aEURaEow8zORh8FLjOTC50kkyqf7+9k7b52ApE4dqOeuWOz0fTzuRTDn6Io5Ofns2/fPqqrq4d6OGKYcblc5OXlHVUfEswKIcQAtPgiNPsijMyx4Q3F+OeOZgKROOPzHDR5w+zvCFLVFsQbjjMqu//dvrbVe/n75w0A7G7ys2JnM1dPK6TAZeL1jXV8WtOZbvvrFXu4d/443H3Uqo0lkryyfj8f7Wntdtxu0uELx2nyRnh/ezMLJqd+WTR6wvx6ZSWhWII9zX48oRg3nFGMZoAB7XtbG4kmkkAq6N7fETziDSFMei0Os571Ve1kWg1UtQb4tKYDl8VAltXA9kYvxZkWRuec+FlucWwZDAbGjBkjqQaiG71ef1QzsgdIMCuEEANQ3xkkGkti1msx67W0B6J8vKeVrfVeOoNRQMFp1lGWZe13pjOpqryxqb7bsQZPmN98UImiwBdTRb3hOL9ZWck9l4zDbOj+Q78jGOWZD/dS1XZwQ4LR2Taun1mEosDP/rEDVYV3tzQwqyQDk17Lb7oC2QNW7W4lmVS58awRhw1oO4NRVu3uHjR/uKuVm84a0e91/cm2G6ls8fPR7lYavCHyHeZ0BQh9MMaG6nbynCZsRvl1dbLTaDSyA5g4LiRxRQghDiOWSLK72Y/dfDCgyrQayHOmfjGPyLQwMtuK22bsN70AYF1VO3WdIQAKnCbKsg7O4h4IZG1GHV+ZVUS2PTUbW+8J88yqvSS6SlklVZXtDV5++s6OdCCr1yr869klfPfiMYxwWyjOtPClcTld41d5aV0tv1u1l5aujQvcVgMHYtePK9v409rqw5bKWrq1ifgX2qyraicUTfRxxcAUZ1hoDUQoyrB0K2WW7zTR6AmzsaZDFoQJIfokf+oKIcRhNHnDtPmjFLjM3Y5bDDoshoH3E0sk+ftnDenX188qYlyunU21nfzts3raA1Hmjs3m0sn5mA1aJuU7+MXSnQSiCXY0+nhqxR5UoLotQDiWTPfjthr45vkjeyxKu2JKPp9Wd9AZirGtwZs+7jDp+O7FY9nb4ue51VUkVVi7t51QLMFNZ47Abuq56OrATDSAUadhUoGDT2s6icSTVOxr44KuwPlIGHQaSt09UzM0GoV8p5mt9V6KMyyUZvWfviGEOD1JMCuEEIexvz1EQlWPutTWR7tbaesqRTU+z56usTp9RAbTil0kVbrN7OY4TPz73FE8vnw38aTKjl5KbU3It/P1OWW9vg1v0mv5yqwinlm1L31Mr1W4/YJRZFoNZFoz0WoU/vDRPpIqfFbrYU/TNq6fWcSZZZnd0iX+saUxPSt7wbhsZpVkpnN7P9zVytyx2YNaSDZQNpOOjmCUdVXtuG2GXgNtIcTpTdIMhBCiH+FYgr2tfpxHGUSFYgne3dKYfn319MJu5xVF6TVFYXSOjX+dXcKhZ5xmPVOLnNx4ZjH/ecHofvNJpxW7mFRwcGOCW2aXdpsFnT4ig38/fxTWrnzcQDTB82uqeWpFJRtrOtjfEaS+M8TqytSsrEmn4aIJuRRmmNML3Rq9YXY3+wf+yRikApeZ+s4QayrbiMaTh79ACHFakZlZIYToR6MnTEcwSvERrtg/YPn2JvxdGy7MKskYULmtA84ozSTXYaIzGGVEpgXXIHIbFEXh3+aUsXxHEyMyLUwpcvVoU17k5MdXTOSVDfvZUN0BwLYGb7fUhAO+ND4nHTyfPzabypYAAB/uajnm9WwP0GoURrgt7Gj04TTre8waCyFObzIzK4QQ/ahuC6KqdKvTOlihaILl25sB0ChwxdT8QfdxIBAdTCB7gNmg5YopBb0Gsgc4zHoWnVvG7XNH4upjowKzXstF4w/mxk4rdmHvWrC1qbYTTyg26LENlFGnJcdu5NOaDnY1Hb9ZYCHEyUdmZoUQog/BaJzq9sARBZCHWruvjUjX2+OzR7nJsR+H8kSqijYeIKEfYE1WNYGiJlA13Z9tSpGLsbl2ttZ7afaGafFHaPFFCMeSXFaeh+WQlAa9VsM5o9ws3dpEUk3Nzl45teBYPlU3DrOeUCzBmspWHGYd+U7z4S8SQpzyJJgVQog+7G7y0RGIHtXWtKqq8uGulvTrLx3Fqv/eb5DEHKzH3rkDc6iRoLWAgH0UIUsBqqbnDKuSjGPx1+Do3I4mEaYzawYBWykc8ra9Sa9lZknGgG5/3phslm1LBbPLtjUxsySjR9WHYynXYaK6NcBHu1tZMDlPFoQJISSYFUKI3lS3BVhX1XHYrWkPZ2eTjyZvqrbr6BzbgAM9JRnHEGkjobMS72W2VUlGMYWacXRux+KvQlGTxPRO7J7d2D27iZhz8NtHkdCZSSp6kloDungQe+d2LIE6khotoJBTvxxvxiQ6MqeR1A0+CM20GrhwfA7vb28mnlR5YU01984fd1Sfs8MpzrRQ2eJn7d5USTD9UaSACCFOfhLMCiHEF6RqqraRSKp9biM7UB8cMit7wdjs7icPbARwyKyoLurFEqjF7t2FIdxGUmMkbMklaC0masxEH/NiDDViCdSjj3oAlbApJx2IxowulGQUY7idrOBH0FUHQVU0KGqCpMZA0FqQTi/QxXy4WjdiDDXT6Z5G2JxPUnv4tAolGUVVdKBouHJqAZvrPDR5I9S0B1m2rSm9fe7xoNEoFGda2N7gJcNiYFZp5nG7lxBi+JNgVgghDhGOJVi9p5VWf4SR2UdXpL89EOXz/R6gq5xWsSt9TpOIkNW4CmOknaTWQEJjQFW0mEJN6GI+EjorEVM2mkQEi78Gm2cPSa0BTTKGqmiI622ELHk9cl4BVI2BsOULwaTatUuX0n1L3LjeTlxrwRKqI2//P4gZXPjtpYQthYTNOb32bwi34W5eTdicS0fWGei1GhbOLuX/vbcTVYW3Nzcwpch5XNMNTHotWTYjG6pTs+dHkwoihDi5STArhBBdkkmVT/a1s6fFT1mWFc1Rln/6aHdrevL13NFZB996V5NktG7A4d1JVO9ElwijV5MoJInrrARM2enZ2qTWSNyQqhOrJKKpPNgjGdcXgthuNFqC1hEoyTj6aCeZrRtRlU2ELfl0Zk4laB2RvqfZX0tW82qM4RZMoSaipiwC9pGUZVm5eEIu721rInGC0g1cFgOBSII1lW24LAYyrUe3UE8IcXKSRCMhhOhS0x5kS72HIpf5qPMwY4kkH3dtNKBR4NwxWelzds9OnB2fEzLlETVlETHnELbkEbIUEDM4+wxWVa2hz3P6aCfaeGDA49PEwwfTHA70r9F1BaelhCwFGENN5NUtJbvxQwyRduyeneQ0/BNdzIffPgpV0ZDZsg59tBOAy6fkk+9MVWqoaQ/yj0M2iTheClwm2oNR1u5NpYUIIU4/MjMrhBBd9ncESSbVbuWnjtSmmk584dQmCdOKXTi7areagvVktqwjrrOR0B9dGkNCTaL491JQ/z7Z9buIxbXUZhazJ7ec1oxijHoTZo0Rs2LErBjQKVr03t0U1/+TXO8eOsw5VI+8maStpEffqkZPyFqMNh7E0bkVS6AWbTxEQmciZC0CIGzOw+qvIrNlHc35F6DX6vnX2SX8v6U7Sarw7pYGJuTbj2sKgKIoFLrMVLUGqG0PUpp1dJ9TIcTJR4JZIYQglStb1RbE0ceGAYOhqiordjanX8/tWvili3pxN69Bm4wQtBb300ESq28funggVZGgK+gNJMP4k2GCySDmjl3kfb6eWHWQ/XUGPJ0HcmTDjGQdI1mHzw4d+Tp8RWaChXYKWvYTbYqyo03PXm8+8Zw40zueYP+ouQQKLkPR9ExFSOgsBGxl6KOdJIwu4vpDdvlSNIQshdi9u4mYsuh0T6fUbeXSyfm8vbmBpArPrq7ivy6bgFnfT5rDUTLptWgU2FLnoTjTclxTG4QQw48Es0IIATR7I3QGYxRnHv2ipQ3VHVS1BYHU2+Cjc2ygqmS2rscUakrVdVVVNMkoSY0elFRKgy7qwd3yCVktazFG2gBQUei0FbOVXBrqfVjqvLgbk7hbFXQJBTN9b8Bg94HdF4ddPsBHKrPskPadenZXZWOYto7CSdupG/kVFFtZz44UhZjxC3VnVRUUhaTWSMSQSUbbRiKmbELWIhZMzmNHo5fKlgBt/ih/+aSWW+eUHvHncyBynSaq24NUtwVkMZgQpxkJZoUQAqjvDKGq6lHnyoZjCV77tC79+qpphSiKgilYj9W3l7A5DyUZZ/TOp7H7KgFIaIwktCb0cR+KmkxfqyZhT6OF/VURcmrqcKfPdB9jQoHdhdDi1KCPq5iiYImojGgBUx87zCYV0KhgiirwiY29VQkmzvg12jwXPvdMOtzTiZhze1yniYcprnoVh3cXdcVX0J59JjGjC33Ai6ttE2FzDlqNgVvPKeUn72wnHEvySVU7kwocnFF2/EpoGXVatIrClnoPIzItR7X9sBDi5CLBrBDitBeNJ9nbGjgmKQb/2NJIZygVQU4udFBe6ARVxe7ZiZKMk9CaKa38UzqQBdAmI2iTkfTreFRhbXU+xu1gC0JvFVsbMqE+T0NzgYNYST4Wl5uYRQ8qqMkklmgHtZEO1GYPxoYQtpY4MaMWj9tOLM9N1GYgZ/VuztmcGmtGs5aaZVmYzvQztuQfFNT9A49zAvtLriFiTu1aZoi0MWrn7zGHGgAo2fcSYXMuQVsJIXM+1kANds8uvBmTcduM3HjGCJ5dXQXAn9fVkG03Htec1lynkdr2INXtQUbJ7KwQpw0JZoUQp70mb5jOYJTCjL5TDGrbg/zts3rG5dm5cHxOr2W7mrxhlu9I5crqNArXz0wtlDKGm7H59hExZZPd+AGZbRsASGj0+My5aBMRdIkwEVXHqpoM8j4J4w5377vFCTWjtUSy7QQLitA5nATNGrxmUm/3a/QY0ZNEJYmKx5pLkmyiuXHUySrahIouAREDgIJBo6O2KIsl5buYu7SRojbQJxQSa+x80mZg1pQ2nJ7t2Dfvojn/S/gcYyjd80f0cX96TIqapGzPC2yf/D2SOjMxvR1X++eErEXEDC7OKMtka72XT6raCceS/OK9ncwdm82VUwuOSw6tUadFq9Gwpc5DiczOCnHakGBWCHHaa/CEiCf7TzH48yc1VLUF2VrvpbY9yL+eXdItWFJVlVc37E+Xh7poQg459lR+qqNzJ5pEFHOsnqKavwHgDWp5JzaW1nYDmmgcTSTOxC1eRnsORrFxDWwaraFltBvDyDI6XXpiJi1aNBgVPVbFyHitE6fGgl1jxqIYUYEECRJqkjgJgmqEUDJKIBkmSgy7xoJVMWHRGAkmI+yebOcfpXWMfWcr529KzdLadxlZ257HtLNbsNgS5NW/T179++lxhU3ZJLQmrIFajJE2Rux7marRC4kYs7D69uFs/5zW3PNAUbjhzGIavWFq2oOoKqzc2cKmmk6+ekYx0w7ZROJYyXOYqG0PUtUWYHSO/fAXCCFOehLMCiFOa7FEkn2tARymvn8cNnnD6QVdAOuqOvCEYnzz/JFYDDpiiSRrKtvYWu8FwGXRp7dzNYaasfoqSSpaRu95BtQk62ud6D+xMjXe0ev9ksCG8VoaZozAWFRIpxXMOhNF2gwytXYsihGrxoRR6ZkWoQAadOi7Jo5tmKGPSVCHxkKG1ka2xsGu6538pWgTV//DgzEOGa0atqzIZdyXWnDaDibeeh1j2TfmVrSJEOM3/wJdIkxm+0Z8LeNoyzmbsDkXu2cXQVspQdsIzHot984fxz93NPP3z+uJJVQ6QzF+9+FebjmnhLPK3L0P7ggZdBp0Wg27mvwSzApxmpBgVghxWmvxRWgPRMl39p1i8Mm+9h7HdjX5WfzeLrLtRnY0+IgmDi7cunZ6IUZdKoK0eXehjYcoqnmDRDDIqs9yyK/s+0fvzmIttTMKiY0tIuDUoVXMTNRlUaDLxKbpY4xqEkOkHX3cT0xvJ2rISFdI6Lt9B4oaB1M2443FZOmcbJtt5U95W7jsrzXkd4A9ADtW5OC+TEuZvoG27NnsH3EVcQU6lBja0muZUPkiAMXVfyVgKyVsyUOJtuNs30TYnEdSa0CrUbh4Yi7TR7j4y7radND/8rr9jMu147Ic2527nGY9zd4wgUgc6zGoGSyEGN7k/3IhxGmtoTNELKFi0PUe/KmqyidVqWBWUeC280byYkUN/kicBk+YBk/35NapRU5mlqTKWBnCrdi9ezCGm2mva6J2TR75noO5tusm6gnkOlD0OjRaPdgsBIoy6HQZyNDbma7LIU+X0esMbGpwCYzhVvRxPxGjG49rMpZADRbfPnxxAx6NgwynHeVAYKsmMIbb0MV8RI0ZJLUWbP59hMz5ZOkcnGEag220iXe+YWfe89soaVZxBFTa3kmw7rabyS4aRauvmtY9W4l1drBlynhsWTMpbt2AJhljxL4/s2vinYTM+Vj81Tg6NtOZNTM93Cybkf+4YBTPr67mk6p2QrEESypq+I8LRqF05SAHo3He29qE3aTjS33kJh+OzaijzR+hzR+VYFaI04D8Xy6EOG0lkip7WwPY+gl49nbVSgUYl2tnWrGLQpeZp1bsodmXqkDgMOmYVOikvNDJlEJnKjBTkzg6t6GNBYhu+5DAcjcZXe/WB4yw+rxMWiaVEbQbMeu16DQKGkVLhsbCGYqdbH+ERKwNm8mD1mgnZnCQ0JrRJKPoYn50cT+KmiBiyqYjayYBexlxrQWvZxLJ9r2MiFWREW1DbWvBZjyYZxAxuul0T8dvL0MBXG2f4ujcRkJrBlMOUw0jsWdZWH6LwkXPbaGkBRwBlVG/W0bAvpLy5iiarl1jO1c08eZVo1hozMQRacfmr8bd8gltOWcTNWWR0baJqNFN0F6avr+iKHxlVhE7m3x4QjG21ntZs7eNc0Zl0eAJ8fQHe9OfV51Wk95wYjC0GoWkCq3+MCPclkFfL4Q4uUgwK4Q47cQTSRo8YXY3+2jyhilw9ZNiUHUwxeCsrjqp2XYjP1gwns/rOsl1mBiRaekxg+jw7MDZsY1Q3T7i76lYY6nze/MU9lwwksayLEp0ekbrbfhCSbTocJqM2EMJvEnwO8dgyh3DtsYmyjTN2KIdmOINJLVG4no7noyJRMx5BC1FJHVmfOEYTe1+XGYLE6eew7ici2hoqGf1jjqK7BqMmjgqCkFrMUmdGU8oRiASJ5Yzh7Aln4yW9dj8e4npbIwzuLHmnM2yW1Uufm4rJS1gD6rYg9Fuz+gKqFz04h6WT8vgqtHtaHRQWPsWnZnlxAxOdDE/ma3riBoziBuc6eusRh03nTmC33yQKk92YOHc65/WEY4fTNd4c2MdU4qcZBxBGoLFoKWmPcj0ERnpWV8hxKlJglkhxGkjmVTZ1exje4OXhs4wSVUl227E1EeZqHgiyYbq1CItg1bD1ENW35sN2j4XL5kCdWS0rMPnjRL/86c4Q6lganehwq4vTyGQ72J0SMO83PGMGDWDpk4PVY3ttHkDeDILKSgdz5iyUixGLaFdLazZ38FYRwxL3ENcbyNqzETVpFIPVFWl0RMiGk8yY0QG5UUunF31cs2lZewOWtjZ6qcs42DdVX84Tps/gtOsp6YjzIjM0URM2Vh8Vdh8ezGGmxmTjKNzjeftW+Nc9vxOSptTC9NqcqAuV4fbk2R8TSrwHL8pREVNAVNmN2G1ByiofZvasq8SsuRj9VeR2fIJLfkXpMcMUF7k5OyRmazdmyrb9edPatPn9FqFWEIlHE/y0ie13D535KADUrtJR3sghjccT38+hBCnJglmhRCnjSZfmA93toAC+S5TepFWX7bUewlGEwBMLXb2GfQeShfz4W5ZC14PoWffIsuXOl6TA1suG4ehKJ8JITMTzCYKpixAyRlLHpAZT7K/I4jTrMdtM6b7O2eUm2A0zu7WICOz3d1mgKPxJDXtQTKtes4fk83oHFu3oE+n1TBjhIuGzhCeUAynWU8olqDBG2JWSQYlbisrd7ZQ2x6kONNJzD0Nb8ZkjOEWzME6ijt3cIV1BG98I4lS3YTJ7qRUZ6PTYGKXO59d73/AglUBDHFwtcPna7M5+8JGsprX0JZ9NkHbCEKWQhze3URNWXS6p3f7XF0/s4gdDb70JhMAM0a4uH5mET97dwfecJzNdR421nQyo+QL2+kehtWoo9kbobUraBdCnLqkorQQ4rTR5o8SjicpyrAcNpAFWHdIFYMzB7AVq5KMktm8FqO/kaYXl5HVlgqEGzOg7hIXlrKRTFcKKIkncU+4AH3O2PS1Bp2Gkdm2boEsgMWg47zR2eQ6jNS0BWnzR6jrCLG32U9Ne4DROTYuKy9gTK6919nLfKeZyQVOmn1hwrEE+9uDlBc6ObPMTVGGhS+Nz8Fi1FHbntrOV9XoCFvy6ciaRX3x5WRmzuFy40iKR5aRme2kPctNKO8sLpt5E8o1C3n2X7Kp7/rUuNo0bN7lQkGluOoVUJMktUYihkwyWjfgbl6DMdQMqpp+tn+ZXYJGSZUUu3paAYvOLcNlMfDVM4rTz/Dy+lqCkfhhP/+H0iipTlu8kcM3FkKc1GRmVghx2tjfEcTYR9WCLwpGU7OCkFrgNT7P0W97TSJKRut6HN5d7PlkG2U1AQDabRCeF6Zt3Exm6oqwtjWgK55J3oRzBjzuDKuBc8dk8+HOZpJAYYYJt9WIy2KgLMvaZyWGA8qLnFS3BdjT7Ke80Mk5o7LSG0QUusxcOD6Hf+5opro9SHGGBa0mFRTHjBm05J2H1TaC8c3vE9LoqdedwQWjJnNBaS45xmJe9YT4x1Vvc8tzLWhV0Gy24M3346CW7KaPaMk7n5jRBQq42jbh6NxOwFaKzzGGsCWfifkOHrxyEpDKRT5gerGLKUVOPt/vwRuO89rGOv7l7JIBf84gVdWgtiPImclMNBrJmxXiVCXBrBDitBCMxmnyhrH3sznCodZXdRDv2s1rVmlmOsDrjS7qwd2yFrtnD02eJIXLtgOpHNPGC4PoRkxksmkkbl87bbYSJk2bh0Y3uB+/hS4z18woQqdRBr1Nq9WoY2ZpBnaTnnPHZPVIlyjKsHDRhFxW72llX0uAPJfpYIUHRSFkL8VkvYVwKE5mXGFyoQuAMTlZjC25jnY1ytJzXuGyj2Nok7BjnZszLmqisOZv+O2jCFkLiRlcxAwutLEANu9ubN49RMzZ+B2j0VuKiBm7pxEoisINZxSzq9FHOJ5kdWUbkwudg9o1zG7S0RmM0RGM9pjxFkKcOiTNQAhxWmj1RfGFE9hNh8+fbPCEeGNTXfr1maWp99F1US82725MwUa0MT+oKqZAHbn172PzVuI3FRB4+W0MXe+Ib5qe4AJnHCV3LgWqAU9Ug3XseeRmHdmuVya9dtCB7AGjc+wsmJzX5/MXusxcVp7P9BJXOpUh2RXMAyQVHS2BOBPzHWR1BYZ6rYZJBdkojsuxz7uA6q4qWvY2LTt3OtGoccr2PIcmcfCt/oTeStBWQsichz7qIbvxQwpr3iS74Z/d2gFkWAxcPb0w/fqFNVU0e7vX9e2PWa8lFE3QFogevrEQ4qQlwawQ4rTQ6k9VL+hvhhXAH4nz25V7CcdSK/VnjHCla5U6O7eSt38pBTV/o6jqdQqr3yC3fjnGSDsBWyk7Vr5Dyf5U4NTsgovHtPB5yeUU6nJQ/I2EHGWMLBvb162Pu8O91W416jh3dBaXTMrDYdKxrys1oaY9SG1HCJfZwIT87ukWIzItmO0Z5GZfxUdfziPRdYv4ZiuBDh2mcAvFVa/2uJeqNRA25+G3jSSus+Hs3IHVX9Wj3XljstKbUIRjSX734V4i8cSAnldRFDQahaZBBMBCiJOPBLNCiFOeqqrUtAexGPpf9JVIqvxh1T5a/KkZwqIMM/86O5WnqY35sfr2ETG6CVkKSOhM6GJekho9fkshm+s2MWlZqm5qEjDM9rKv6GxsmWehSwTxxRUsJdPIdpiO67MeLUVRGJVt4/KpBVxens/5Y7MZk2Mjw6JncqETp6X7zK7Toqcsy0aNUsScidfz7uzUeW0Stn+SRTKu4G5dR2bLJ33dkLjeRlxrxtG5DSUZ/cJphZvPGkFe1+et3hPmxYoaVFXtrbce7EYd+ztCxA7ZblgIcWqRYFYIccrzhuK0B6I4DpNi8Mr6WnY2pWpp2U06bp87Kl31wBKsQx/tJGZwomp0xPV2IuZcOjQGPl/5GmN/+346vWDvlDhZhZlECq5Aq2jQBZrpNJcyomT0cX3OY8lm1DEy28a0YhcXTcjlKzOL+yyPNTLbik6rJZkxB+OFs6jKSR23dmjYsjl1TXHVq7ib16AkY732ETFlYQo1YvHX9jhn0mv55vkj04v31lV18OGu1oE9h0mHNxSjQ1INhDhlSTArhDilBKPxHrN2rYEIgWgCi7Hvmdn1Ve18uDsVIOk0Ct88fySZ1q6dp9QkNs8ewoqWhkQnNbEW9gZrqd7wIer/Ps3sv+3FFei6l0tlxsQQlaO/hk1rQRsP4ospaPLLKcw4ebdW7S9FocBlpsBlpiZqY2rhVay4JpdI1/ox/U4TdXVmtMkoJfv+wuRN/01e3XtoY4FufagaPUlFj6NzO0qyZxmuPKcpPUsO8Oqn+6lqC/Ro90UmvZZoPEmrX4JZIU5VEswKIU4ZnlCMdzY3sKvJ3+14szeCAj22nD3Uqt0HZ/puPHMEo7IP7phlCjWh3b+Dmtf/if6xP1Lw8PNM+tGfGf+nteS0HQy89oxOMmpuO+vHX0O2IR8AQ7CZFkMRpSPHHfHireFOq1GYMSIDraLQbJrAvLJLeO3ig1sEN32SQTiQenZ9zEfB/nco3/gQJXv+hM27J113NmLKxhyswxys6/U+M0ZkcNH41LTvgZSQYPTw9WcNOg27m32SaiDEKerU/MkqhDgtVTb72dcaoGJfG21dea+JpEpNe+BgqaleeEIx9jSnAuAcu5GzR3bfIMHq3Uv7i0sZ/WkLxfsj2APdg6LdhVB7pZ95Z7TyyYQLyXGUpxYfxUME4xDLnkhJlvUYP+3wUpxpobzIRX0AdFlzGT1rJp+MS/2KMUfgo0+LqHWMRyX1B4VGjeFuW8/Y7U8y8bOf4G5eTVJrBEXB7tkBau+B59XTCynr+ly2BaL8cW31YfNncx0matqCVLb4+20nhDg5STArhDglBCJxtjV4ybYb8YRiVOxrJxpP0h6I4gnFsPezpemm2k4OhEMzRmR020lLG/PT8Y8l5DYdnAHstMLOQlg1SeHvV8Q5Y24T0zLhjXE3kJF9PkYldS9TuIl6bQHFpeOwGE79st5Ti50UuMzsjucwJusCmq4YR0tX8YPCujjrVsPfx/0bTbnnE9ceTLkwRVop2fcyma3rCRuzsfhrMAUber2HVqOw6Nyy9GK+z2o9rNzZ0u+4DDoNFqOWz2o6BzSTK4Q4uUgwK4Q4JexrDdAWiJBlNVKcYWFPs5/N+ztpC0QIxxKY9X3ny35a05H+eEaJq9s5Y93nZL+/I/163dUhNF9pY/KFLdwwtYF7bc102or4aNwiRjlmYNek3l43hpoJqCb87qmU5diP7cMOUxaDjjNKM1EVDQ2OmczJOZdlV+emy3VN2OIl+eIHLM+ezqbpD7Jv1L/idYxJX59X9x5JrRFFTWD37gK19xJcmVYDCw/Jn31tYx3Vh8mfzbGbaPRF2NHgO/oHFUIMKxLMCiFOeuFYgq31HmxGHRqNgkGnwW0zsLG2k8pmPzpN3z/qvF9IMSh0Hcz1RE3g+9OvsHTV8v9sUpIxeW46XRMJWovwmdx8lD+b+jHfoNRcgk5JBcy6mB9tIswu8zSyi8rSmwycDkrcFiYVONgf0BLOOY+5Y2bz0tVO4l1fgrG7gzh+/ze2Bqppdk9lz4T/xGcfCYAp3IyzYwsRUw6Ozh1kNX2MNt57kDqlyNUtf/b/PqrqNydWq1HItOj5fH+nVDYQ4hQjwawQ4qRX3Rak2Rch+5CgMcNiIJ5IUtsR6ncL2021nQfWHzF9hKtbikFi7SuM/qwNAL8Jpk7soHHEZShF19A25hvsm3QPxuKvkKE7OPOqJKOYQo3UWScScI5lUkH3TQZOdYqiMH1EBrlOI5WxTMzZFzCrfDovfiUrXeFgVFWE3KffZmvnTiJqjKaCeenr8+rfJ6E1Ezbn4mzfTG7d+5iCjb3e66ppBZR2bWjR4o+wdm9bv2PLtBrwhuJsrvMcm4cVQgwLEswKIU5qsUSSbQ0ejDpNj2oBhRkWdBoFl8XQ5/XdUgxGHKyjqvM3Y3/h/9Kvq8+MoMkqochUSpbWgVNjxaoxoVUOuaeaxBLYj9c+mu36CUwudJHvPGSm9zRhM+o4s8xNUoU68xjyMmdTPm4cL92UT7Dr742S+hijnniXbbUbabSPJGgpAMAaqMHm3UNCZyFgK8UUaiS37j3sndt73Een1fDVM4rTr/+xpZF4P7OziqKQ6zSyo9FLXWfo2D60EGLISDArhDip1bYHqe8MkWPvubOWVqNQ4DL3uYWtLxxjd1eKQbbdSFFGKvDUxfwEl/yI3NbUYqHqPLg0vx1f7gXdg9dDqUksgVoipmy2maaT7XRQXuQ8Bk94cip1W5ha5KLeF6fdfSZjbVOZUTqG127Kw9O19iunI8mU33zA7m2rqco7L31tXv37qQ80WoK2ElAU3C0VGENNvdzHyuSu2e+OYIw1h5mdtZv0xBMqH+1ukW1uhThFSDArhDhpxRNJttV70SipPNnB2lhzMMVgRleKgSYRwbD2eUb98+DWtPYzPMTMbgKGMTR5I8ST3UtBKYkoVn8VEVMWde5z8ClWZpRkYO2nHNipLpVu4KLEbaHKr6O1+HJyir5C+Zhz+NstRex3p9rZwiozn1/Ppm3NhIypkmgO707MgYM7gUVM2WjjIZwdW3st2XXZlPz0x0u3NPU7Owswwm2hzR9l2bYmatuDx+BphRBDSYJZIcRJa2eTj32tAfKcPWdlB2JjTWf64xkjMlCScTJqPkD3xzfQdcVDn8+MM8caoCP3XELhELlaHx2dnUTjqVlbXcyPNVCL3zGapoKL2RN2MibHzshDNl04XZn0Ws4qc2PUaWiNaAlmTMI+8huMnbSQ975RzubS1Iy5PgHT39jJ+o6DFQrSs7NdQuY8bL49WAL7e9yn1G1N5ya3B6Os3dve77g0ikKJ20IgEmf59qb0AkAhxMlJglkhxEmpPRBlQ1UHdrMOo67vslt98YVj7GpOlWnKtqVSDGy+Srx/+h3ujlRJqH35sGBMKwlFR7PzDNzxZkqzrJRaIiRaK9F37MEQaactexb12eezP2TAatQxbYSrz9SG002By8z0ERm0ByKEYgkUrYnsnIsYN+HbrL79clZOOzh7bVjeTDCZ2hDB1f45mS0V6XNJXSoFxNmxGSUZ63Gfy8sPzs7+Y2v/ubOQmjkuzrSQUFVW7mxmT7OU7BLiZCXBrBDipJNIqmyobqczFOtWwWAgWnwR3thYx0/e3t6tioE2GUVZ9ieKPk/N6gUNYD/HQwZJOtwz8MXAbtaTMfliyuZ9E8PUr7DFejabrHNYl5xArTeBTqswsySj1/zd09nkQicTC5w0dIbSeaoF1tFMK7yeXbf+C5+NTP0qcgRUPtmSDYCCSuneP1NS+SJKIlVKK2TOwxKoxeqv6nGP0qxDZmcDUdbu63929oB8pxlFgbV726VklxAnqdM3oUsIcdLa3exjZ6OPogxzt1Ja/QlG4zz7cRVb673djivAmWWZWPdWYH1jdfr4xrkxvqFP1ThtyTkHQ6gVZ2kxSkYpBq2eGdMy0blHUu8JMSHDgttmIMtmxNTP5gynK4NOw5fG5VDgNLO+up3KlgBFGWZyTCOYmXUJq26oZOziVZijkLstyvaR45hg2wmAu/UTLIFa9o65lYg5l4TGiLN9M0FrMUlt9z8aLivPT399l25tZM4o94C+P/IcJiqb/Xyyr52LJuT0qIohhBje5P9YIcRJxROMsb6qHatRN6jA8eM9bd0CWY0C04tdfPfisRTZIPF/j2KKpKZqP5kIN2S1AtDunkmLvhC7JoyzZCpoU1vVajUK00syuHxKAVOLXRRlWCSQ7YdWozCxwMEVUwoYn2dnf0cIfyROpjGPcyd9i9cvdqXbej4IsrXwWhKaVEk1c6iBcVsfRR/pIGzKwRRsxO7d3eMeZVlWxuamcpXb/FEaPAOrVqAoCkWZFnY1+9haLzVohTjZSDArhDipbKhppz0QI8c+uPSC7Q0HA9krp+Tz/11Tzm3nj2R0jg3T8j+Ru6cTgFYHjJnWjl1V8dlHUT3yRuKBDmzOLCy5o47lo5yWMq0GLhyfw7RiF42eEMmkitOYjf3Ku9g6IjWL6vQlqFlRzZZJdxEy5wGgS4Qo2P8uaLTEDXYc7ZvRRb09+i8vPFgObWfjwPNgTXotLrOeDTWdNA4wCBZCDA8SzAohThodgShVrQFyHcYBpxcAROPJ9Ir1TKuBBZPzcJhTM6w6XyuWv7ycbrt1TpRzkmEC5lz2jl1EDC3meCeOovFgzui1fzE4Oq2G6SNc5NpNNHbl0E7InMPyr85M7xJW+mkD1Z9uY8uEO4hrU4VpM1vXYQ7UETG6MUY7cHZs7tH3uLyDu7HtbBrcoi63zUgoGqdiXxvhWOIIn04IcaJJMCuEOGkceGvaNsj6rXua/enasBPy7d0CYc0ff4rdlwpcPh8J17naCevt7B13OwmdhWAoiMWgJ6N40rF7EIHdpGdmaQbReJJgJI5W0XLO1Lv46wUHZ9xHvv4pVZs2sL/gQiC1KKyg9i1QNIRNOTg8OzEF67v1W+Ayp78/djX5SHyhJvDhFGVYqGoNsHm/pBsIcbIYdsHsb37zG6ZMmYLD4cDhcDB79mzefffd9PlwOMx//ud/4na7sdlsXHfddTQ19dwVRghxaoknkuxs8mI16gY1KwvdUwwm5DvSHxsqPyNv5UYAolrQn+EjA4W9424nZkzNwiqBVhy5IzBkFiOOrZFZNibkO6jrDJFUVTIM+bRf+DWWT019fbVJGPeX9axt0hA2pL4eTs8O7J6dxPV2lGQMZ/vnKMl4uk+NoqTzZsOxJDWD3BRBr9WQbTfy+X5JNxDiZDHsgtmioiJ+9rOfsWHDBtavX8+FF17IVVddxdatWwH47ne/y1tvvcUrr7zCBx98QH19Pddee+0Qj1oIcbw1esM0eyNkWg2DvvZAMKsoMC63623oZBz9bx9C2zVx9/GZSa5SfDTmziFsLQQgEotjIdS18EuKvxxrGo3CjJIMsu1G9reHqGzxc07hdTT964V8POHghgrj/ryej+Nj09cV1rwJapKwOQ+bfx9W395u/Y7PO/gHy2DyZg9wWQyE4wnWV7UTO0y9WiHE0Bt2weyVV17JZZddxpgxYxg7diw/+clPsNlsrF27Fo/Hwx/+8Ad++ctfcuGFFzJz5kyeffZZVq9ezdq1a4d66EKI46i6LUBCVQe9QUJnMEp91wxbSaYlvcWs5d3fkVOVeiu50QXnj2wnqTHQXnAJAKoKIU8LFkcWroIxx+5BRDdOs55ZpZkYdBomFTr58tRSvnH2f7D/lhlsGJ0KaE0xcP61loZELgCWYD2ZrRtIao0kNGZc7Z+hjQfSfXbLmz2CYBag0GWhstV/xNcLIU6cYRfMHiqRSPDSSy8RCASYPXs2GzZsIBaLMW/evHSb8ePHM2LECNasWdNnP5FIBK/X2+2fEOLkEYjEqWwJkGEZ/KzsjkOCkQMpBiZPDcbX30gf33VuhMmJKM155xPX21CBDk8HWdogIybPRmNxHeUTiP6MzraxYHIeXxqXg92kZ4R7AjecfQ/7bpvD1pJUQGuNwOfrTOmNLgr2v42SjBI252AMteDo3J7uL8tmSM/gV7b4icYHP7tq0GlwmQ18Wt1Bu2ymIMSwNiyD2c2bN2Oz2TAajdx+++28/vrrTJw4kcbGRgwGAy6Xq1v73NxcGhsb++zvpz/9KU6nM/2vuFhy34Q4mdR1hvAEY7i6KhD0JhpP8puVlfz0ne00eELp41/Ml9XGA6hvPIrLk8qz3FoKX3N0ENOaaM1PLTTyen244y0UTjoX+6jZx+ehRJpGo1DgMqe3AFYUhQl507nh3O+x+ZsX0J5KgWVEVYyNTakUEEO0k9yGFaBoiBozcXRswxBuTV9/YHY2nlTZ2+o/onFl2Qx0hmJsqG4nOciFZEKIE2dYBrPjxo1j06ZNVFRUcMcdd3DLLbewbdu2I+7vvvvuw+PxpP/V1tYew9EKIY4nVVWpbPaj12rQaPpe+PXBrhY213mo7Qjx+1X7iMaTJFWV7Q2pmVmjTkOZ24yr9mMc//wsfZ1mhh9nMklL/oUkdBb8wTC2cB15Y2finvQl0MhGCENlrHscCy/8Hu98+eAEhLpGJRJKfU3y6t9HH+kgZnShi/lTpbq6pm7H5x59qoGiKBRmmNnd5Kd6kAvJhBAnzrAMZg0GA6NHj2bmzJn89Kc/ZerUqTz22GPk5eURjUbp7Ozs1r6pqYm8vLw++zMajenqCAf+CSFODq3+KHWdIdy2vlMMovEky7cfrGrS4Anz10/3U9dVygtSeZT2YC0dby/BFkwFPJvGqVxp8BLTWWjOO59INI7RW0VO6WTyp18KusFtzCCOvVEZI/nyvy1mzcRUAGuJwCef5wOgScYorH0LgLAlD7t3N5ZADQBjj0HeLIC5a1e3PYOsWSuEOHGGZTD7RclkkkgkwsyZM9Hr9Sxfvjx9bufOndTU1DB7trwVKMSpqLY9SDAaTy/c6s2ayja84Xi3Y6t2t/Laxrr06wm5Viw1a8ldk3pnJq6B4ske9EBTwTySWhNJTx2WrGKKZ10BButxeR4xeGcVldO+6AY8qb0TyNqXpK4uNSmR2fYpVt9eEjoLKkpXqa4oTrOefKcJgOqu76EjlWUzUtMepM0fOepnEUIce8MumL3vvvv48MMPqaqqYvPmzdx3332sXLmSm2++GafTyaJFi7j77rtZsWIFGzZs4Otf/zqzZ8/m7LPPHuqhCyGOsWRSZV9roN9ANpFUWbbt4Kzs3LHZ6Y8PnZGb4fTR+M5fMXWt5dk6KcEcfZCQKZeW3HMhGUcTD2EbdRYaq+z0NdzcPu+7/O0yd/p103obiWgq7aS46rV0qS6LvwabtxI4WNVAVWF305HlzQLYTDoC0TjVbYHDNxZCnHDDLphtbm5m4cKFjBs3josuuoh169axdOlSLr74YgB+9atfccUVV3Dddddx/vnnk5eXx2uvvTbEoxZCHA+doRgdwShOU98Lvz7Z1057MBWhTi5w8NVZRUwpcnZr47bqyatbSemGNgDCepg2tpOkomPfmFtRNQbwNRCzF+EumXj8HkgcMZvRxmXf+B/WjU0FsOYQbN6d+sPFEtyPu+UTVI2euN6Gq/0zdDE/449ia9svcpj07GryE4nLNrdCDDfDLpj9wx/+QFVVFZFIhObmZt5///10IAtgMpl46qmnaG9vJxAI8Nprr/WbLyuEOHm1+CKEognMht4XYSWTKku3HqxksmByHoqi8C9nleA8pPJBeUaS8It/Rd8Vh+ydEme8PkJN6fWELfkoySjRcBBd0XQcVkkvGK7OKZnL3q+dTbTr20G7TUfEn3pRUPt3NPEwEVM2hnAb9s5tjMmxc2CzuK313qOqSJBpNdAaiLC/I3T4xkKIE2rYBbNCCHFAgyeEVqP0uX3tpzUdNPtSeYxjc22MzE7VcLKZdNwyuwSdRkFR4KItv2FEbWr2ts0B55W10eCeRkf2WQAYg810GAvJllnZYU2jaLjjiv/h/bNSiwF1CVi/LTWZoY/7ya9ferBUl2cXdvyM7vqeaPFF+KSq/YjvrdNq0CoKu5t8qKqU6RJiOJFgVggxLEXiCfZ3hLCbes+XTaoq//jCrOyhxuc7eODKifykpJJpH+5KXQPEz/VhtDppKrsRFAVNIkI0FiXknkxeph0xvOU6Csm59ab0YrDMvSptbWYAshs/xBhqJmZwoYt6sHkruaw8P33t3z6rP6INFA5w24zs7wjR6pdNFIQYTiSYFUIMS23+KL5wDHsf+bKrdrVS35naprbUbWFcbs9ANIcQRS88g64rftk8M875Dj97R/8rSW2q7JYp3EyTNh9X4dg+7yWGl6/OvpMVF7nSr7d+nomqgkZNUFTzJigKMYMLh2cHk9wKkwtSlQ86gzFW7mw+4vvajDqCshBMiGFHglkhxLDU6o8QSyQx6Hr+mGrxRXj9kLJbV00r7JmKoKrEfnsX2e2pkkzVubBgdCt1mZNRbWUAaOJh1KRKk208I7Kl/vTJwqg3cd43fkRtVup1dpPK7oZUBQpn51YcnduJGjPQRzqwevdy9fTCdO7sP7Y24g8feZkup9nAriYf4ZgsBBNiuJBgVggxLNW2BzHpey78Sqoqf1xTTTSRmm49b0xWugRTt3Yr/sDoilQB/bAeHHM6cSjQWfTlVAM1iSW4n0ZTKYqrhHyn+fg9jDjmzhl7GZ9dMzb9um2ThWRXfFlU/TqoKnGDA4dnG8U2lXNGpsp6hWPJbukpg5VpNdDqj1DZcuSlvoQQx5YEs0KIYccXjtHii+Do5W3/lTtb2NMVSLhtBq6ZXtijjaZhJznP/zn9ess5Mc4xBGnOnkXMnCrnZA7WE7IUsNs0heIse7+1bMXwo1E0fOWW/2VzWerXmMur8sn+VN60KdxMdtMqIkY3xnAbVn8Vl0/JR69NTc9+sKuFVt+RbYCg1SjYTXo21XTiC8eOzcMIIY6KBLNCiGGn1R/FH4lj+0KA2eQN8+amg+kF/3p2SY/ZWyURJfHEvdi7tqzdOkrlmvxWEoqWlsJLATBE2lE1OlrcZxLV2SjOtBznJxLHQ2nWeDw3X5B+rflMQzyWCljz65aiSUSJ6W04OraSaVSZNyEXSG208eInNcQSR7YYLNtupM0fZVu996ifQQhx9CSYFUIMO83eMCqg0RzMg1VVlRfWVBNLpILUC8ZlM7aXRV++v/yIkbtTM7edVpg8sw0bKm3Zs4kZM9DEwxBsZ6d+IltDTnIcJgokxeCkdcN1j7B+YmoG3x6ED2qLANAlQmQ3f0zEmIUx3ILNV8m8ibnp6hg7Gn38ZmXlEW2CoFEUsuwGttZ7aPaFj93DCCGOiASzQohhJZFUqWkP9piV3d3sZ19rahV5tt3I1dN6phdENr/JuLc2pF+3nRdkvCZKQtHRVHgx8USCUMs+9htHoy+azsUT8rh0cl6fmzKI4c9hzsC46Kskuv7ucX2WIBJJvchpXIlCgrjeTmbLJ2QHK1l0bhnGrkWFOxp9PPXPSkJHsJjLZTEQiCb4rLbzqDZjEEIcPQlmhRDDSkcwSmco2iNf9uM9remPr5yS36PKgSbQiO3pJzF0LVT/fIrK5a5OAFpzzyVmcKJ6m9Dac5k59woun1bMxAKHlOM6BVy94Pusm56aXbdE4IOqAgD0MR/u5goipmxURUt24ypmGWv59pdGY9Knvn/2tPh5YvluApHBVzgocJrZ3eSnpj147B5GCDFoEswKIYaVVn/PLWyDkTibajsBsBq0TC12dbtGSUbpfP4HFDWlZtga3HDpuEYUIGpw0Vh4MSQTqBEPhhEzyM7K7nNXMXHyMWgN5N1xR3qb25zNKv5w6kVuwz8hmSBiyiahNZHV9BHTtXu566IxWLu+x6ragvz+o30kB7mzl9mgRaMofFbbeVSbMQghjo4Es0KIYSMST7Cn2Y9e2/1H07qqjnSu7Jllmd3Pqyps+DOTPqgFIK6BrLM7cGhVVDTsG72QhM6KMdKC35CNY8TkE/Y84sSZf+4iNpztBMAYh493pxZ7GaMdZLatByBqchPT2XG3rGGytpq75o1N59DubPSxaldr7533I99lorYjmE6BEUKceBLMCiGGBVVV2VTbSWWLv0fN19WVB4OMc0ZldTtn6diN/oUl6V2+9kyPM8UeAqChaAEB+0iUZJxkyIffXY7b5TquzyGGhkbRMP7O/yJkSL0u2A4d/lSgmle/HNTUN0jMmEFCa8bZvpkRdpWvn1Oa7uO1jftp9g5uQZdeq8Gk17KlziOzs0IMEQlmhRDDwr7WABtrOsmxm7rlw9a0B6ntSAWnpW4LhRkHA11d1IPn1f+lsDGV79jghktGtQDgdYyhsWAeAMZwC23aHPQ543CaJUf2VDW7/Eo2nZ+qNatLwvpdqZrCpnAzrvbP0+0iplSFA6tvL+PzHZw/JvUHUiyh8vya6kEv6Mq2G6n3hGR2VoghIsGsEGLIdQajrN3bjkahR7C5ek8fs7JqEuOWv1H2z30AJBUwzPZi1ajEdDaqRv0LKBqUZBxtIkydZSxF2Rkn5HnE0FAUhZl3P4LPlHpdsEuh1Zv6fiqsfQt9pKOroYaY3oGjYxvaeJBrZhSSbTMCqT+q3t/eNKj76rUazHotm+s6j6jUlxDi6EgwK4QYUrFEkrV722j1hSlwdU8viMaTrKtKBSAGrYaZpQeDUVvnLmJ/XIK+K3bYPD3BuTY/KgrVo24mbkjlT5rCzfiNefhtZWTbjSfmocSQmTpyDp/OGwGkfsF9vi31B5Ax0sbYbY9jDKdm7iMmN6au2VmjTsvC2SUcWBL4988bqOt6N2Cgsu1GGjxhqlqlsoEQJ5oEs0KIIbWjwcuuJh/FbguaL1QY2Fjbka4BOqPEhblrty9d1IP/2Uco3B8FoCkDLhiTmsGtL7gYr2sCAJpEBE0yQp1lHFaLBbfNcKIeSwyhud/9GW1d+2nkVylUe91AajHYmG1PYAo2gqLt2h1sG5p4iFE5Ni6akANAPKnyp4rBpRvI7KwQQ0eCWSHEkFFVlcoWPxaDDqOu58YFq/e0pT+ecyDFQE0Se/MXlK2pB1LVC3znBchTEnTax/CpdS7tgSioSczBOnz20dRrCijOsPR6D3HqmVA4nXXzStOvd35ux29KVTcwxLyM2f4E5sB+IqYsTOEWbL69AFw5tYA8RypHobotyKo9g6tuILOzQgwNCWaFEEPGE4rR5o/i6GVRlicUY3dzalvaXIeRkdlWAJR1r1L819XpduvnxrjC4iGid/Bp/g3kuiwkkioabz0RYxbtWbOIoaPAZToxDyWGhZlf/28aurJSivdHWR47k4AltdWtPh6gbM/zAKnZ2c7U7Kxeq+HGM4vTfby5qQ5PKDbgex46OxuKyuysECeKBLNCiCHT4osQiMbTxesPta3em/54xogMFEVBadhL5q+fTufJrpua5Ka8FlQU9oxcSFzvYGSWjTJ7HF84Sqt7Fh7sWAxasmySL3s6OaN0Bh9dWJZ+7X57E+9lz08HtKZwC5ltG1Ozs6Fm7J7dAIzJtTN7ZCotIRxL8uqG/YO6b47dyP6OEB/taSF8BNvkCiEGT4JZIcSQqe8Mo9Voet2Na3vDwWB2Qr4DEgmMP78LRyCVx7hzBMyf2IJRhbriy6nVFpFjN5JpgjKjD7VwJjuiOXjDMTKsBlwWKcl1OjEbtJRecR/7UtkFuDsT5P3mPSpM09Jt8ureAxSiRheu9k0YQ80AXDO9EKsx9QfWhuqObn9YHY5Oq2FEpoVt9V5WV7ZK7VkhTgAJZoUQQyIaT1LXGUzvwHSoZFJNB7NmvZayLCvhNa+Svz+VdtDshNFnt5GrJvDayqjLvgANGopcZjSd1ehzJzB6+gWYDFra/VFK3RbZvvY0NGPEFN654QyaXKnXLm8C6wub2B8vAFKVLjLaNhI1utHGg7jaPkVJRrGZdFw7vSjdz0vragYVlJr0WooyLWze72FNZRuxhAS0QhxPEswKIYZEqz+CJxTDYeo5Y1rdHiTQlXM4Ps+OVqNg+MfL6fPes4NM1kRIaPTUjrqJznCCbIeBzEQLWNxQei4FWS5mjMgg224k2y75sqcjt83A2LF38peFJdRlpo45/Eka31YId6b+iMqvWwpqkpC1ALtvL46OHQCcPTKT0Tk2AFr9UZbvGFztWbNeS2GGmc/2d1Cxtw1VHdxGDEKIgZNgVggxJFr9EWKJZLfdvg44NMVgYoGDeN1Wynam6s222eFClweA+qLL8endKMAIcwyNGofSc8GaqnwwudDJ2aPc5DklmD0dZVoNZNqymFDyVV5emE9VqvIW1pDK52uzUZMHZ2dVjYGowZlON1AUhRvPLObAhP6qXa0kBrkzmMWgI9dhYnujl7ZA9Bg/nRDiAAlmhRBDorotiEnfe6msrfXd82XDbz2R/mHVMiGKVVHx20fSknc+ncEYuRaFjGQHFJ0JWWPS1+q0GsbnOdBr5Ufd6cio05LvNKGxzOGMUTfz+r8UpQNae6dC9f5UhYy8uvdATfZIN8h3mikvTG2+0RmKsbXeM+gx2E16QtEkTd7wMXsuIUR38hNeCHHCeUIxWvyRHlvXAgQjcaraUnvc5ztNZGgjjFibWmke18CMIi8JjZ7qkTcSiqtoUCnVtaLJmwhFs0ByY8Uh8p1mkkkN+bnzOWvkv7DiEnf6XNNWB2oSzOEmMto3ARCyFmDz7U1XN5gz+uAWyh8Nsu7sAUadhtp2qT0rxPEiwawQ4oRr8UUIROJYjT0Xf+1o9HEgvXBivgPf8idwdlUwqBqZpMQQpbFwPiFjNp3BGGOM7Tizi1LpBTrZ4Ut0l2UzYNRpiMYhN2ceJWfdypaS1B88Do/C3tpUXmxBzVtoEmFUjYG4zoazYzO6mJ9J+Y50JYyt9d7UhhyD5DDrafSE8YUHXrNWCDFwEswKIU64Jm8IBXpsXwuw9dB82TwrtpWr0q9zR/qJ6qy05J5Hmz9CnjFMYYYNpew8MGeciKGLk0ym1YDDrMcfjqNRNJTmXsa2+VPS51u3OlATqa1uC2v+DkDElIUh3Ia9cxsajZLefU5VYU1lW6/36Y/dqMMXidPkjRybhxJCdCPBrBDihIolktS0h7D3UsVAVdV0TU+9VqGw/QNGVaUCgJYMlVkZflryL8Qb16JTkow2BzCMmAWZI0/oM4iTh06roSjDjLdrVlRRFMaf90M2l6V+/Tm8sKM2lReb3fwRNs9uUDRETW4cndsxhFuYPcqdzl75uLKV5CAXgmk0ChqgwRM6Zs8lhDhIglkhxAnVHoimSnKZe6YYNHjC6e1Dx+baSS57KX0uOjZCXG+hIXsOvnCcccZOnPmjoXDGCRu7ODmVuq3oNBqC0TgAdlMuuy6dlT7v2WIl2bVZV8m+l9AkIsQMLnSxAM6OLWRa9EwqcADQGYx1e/dgoBxmPdVtQSJx2RVMiGNNglkhxHEVSySpbguwtd7D6j2trK1sIxpLYtT1rGRwaBWDSQ4PYzamdmSKaeHMwk6a8y6gJaRQZIqQl2GFEbNBbz5hzyJOTkUZZkblWGn0HHybf/yce9g0KvUr0OmH9XX5ABgjbRTUptINwpY8bN49mAP7OW90dvraj3YPfiGYw6zHE4rSLKkGQhxzEswKIY6rzfs7eeuzBv65o5mNtZ20BiIUuHqv+7rtkBmv0VtewNZVzahxdByT2UBD1rnoSFBm8qMrngUZJSfiEcRJTlEUJhc6MeqV9CIsiyGbfZfPTrfRfKoQiaZSX3KaVmHz7iGhs6Cg4ur4nEl55vRCsC31HjqCg1sIptdqSCRUmqVElxDHnASzQojjJhRNsL3Bh92kY1S2jbIsK/lOM5Zeqhh8vr+TnY0+ANxmGPvx1vS5MaO9NOWdT0dMR6HShi1P0gvE4OQ7zYzJsdPkORhMjj/rbiompL4XrWFYtaMwfa646lVQE4TMeVgCtdiD+zlnVKqsl6rCBztbBj0Gm0nPvrbAoHNuhRD9k2BWCHHc1LQHaQtEyLT2XzKrzR/h+TXV6ddfib1HbkdqP/va4iSFTpW23AsgGiTLbkQz4ixJLxCDNrnQic2kp7NrVtVkyKD5K5cTNKbOF26LUuXLA8AcaiSreS2qxoCKBptvN3NGudFpUivBVuxsHnSZLqdZT3sgKruBCXGMSTArhDguEkmVHQ1eTHotWk3fGxnEEkmeWbWPUDS1MGZ6sYupFR+kzzvHB2jIORtPwkAW7TgKx4FL0gvE4GXZjEzMd9Dqj6B2FTMeP34RS+fa021q1+pRU39Hkb//XTTxMBGTG0ugjlytl7njUrmzsYTKm5vqBnV/s0FLKJqQ3cCEOMYkmBVCHBf1nSHqOkNk2439tnvt0zpqunZHyrYZ+arpU0prU4tkGt0qMzL9ePMuIBL047aZMBVPA4386BJHZkKBA5fZQJs/NTuq09vIvPwb7M1Nnc9qS7CuuhgAfdxPXsP7JHRWtPEQFn8Nl07Kw2pILV5cV9WR3q1uoEx6bfr7XQhxbMhvBCHEcbGryYeK2mvVggM+re7gg12p3EOdRuEb55ZifefP6fORSWHaM8YR0DlxxNuwF44F54jjPnZx6nKa9UwtduKLxNJl4IryLmP1VWPompDF8GmCULBrMVjDSgyRdqIGJ3bvHmy6OJeW56f7e21DXXqWdyBcltRuYJ6g7AYmxLEiwawQ4phr80eoag2QZet7VlZVVV779ODbtF+dVczI9gpGbesAwGOFOXmddOZeQDDgx27W4SqbJbOy4qiVF7o4s9RNmz+CJxRDo9Ey5ZwfsnJ6ajGYMQafbEvlzmrUOAW1bxM1ZGCItGMO1HH+mKz0Ow57Wvx8tt8z4HvbjDr8kRj1soGCEMeM/FYQQhxz+1oD+CPxXnf5OqCuM0R710Kcsbk2LijWEHrzGTRdk1x1k2JgzsTvGIch1IyzaDwaKcUljgGNRmFmSQZnlaUCWm8oht1aRts1V+CxpNrk7EnQ2mkDILNtA5ZgLUmNDptvDzqNwjXTD1Y+eH1jHfFEsrdb9aAoCkadlr0t/kHN6Aoh+ibBrBDimApG4+xo9JFh6b+CwbZDNkiYVmTHvv1tRmxoAiCigxklnbTmnks4HMCs15AxcqbMyopj5kBAe2ZZJq3+CL5wjKljv8n75znSbbZsyeBAvJlX/z5RY2ohmCHSytQiJ6OzU8Fuiy/Cx5VtA753htVAoydMh6QaCHFMyG8GIcQxVdcRoiMQJeMw5bi2HBLMnm2qx/vSSxhTu42yvTxBkR482WeDrxFr3misOaOO57DFaUijUZhVksnMkkwavRE0ihHblf9Joyt1Pnd/gtrW1AtnxzY0ySiaeBiLvwZFUbh25sHZ2aVbG4kNcHbWatASiCao75RUAyGOBQlmhRDHVG1HEK1G6bccVzAaZ2+LH4Bcqxbb2ucYsTf1i73NDnPGttPinkEcLRpUnGUyKyuOD41GYfoIF8UZZuo6gozOuYgPLj4YpNZ8ZkVVQSGJu6WCmMGB3bsbTSJMqdvK5ILUTG5nMEbF3vYB3VNRFEx6DZWSaiDEMSG/HYQQx0wommB/RwiHue9cWYAdDT4ObII0x7Qf17vb0ufaZgcZocTozLsAAs0krLlkFIw+jqMWpzuTXssZpZloFAVfOEHhgh+wNy/1x5i7VWXffisAWc1riOqdGCIdWAK1AN0qGyzd2khigLt7ZVoMNPvCsoGCEMeABLNCiGOm2RfGG4rhPEwwu/WQFIOzPvk/7MFUALB9tMoVmZ102EcSNueSCPswFJRjMpmO67iFKM60MKXIRZM3TJ5tEhWXTUyfa9nsJJkAQ7QTh3cXSY0eu2cXqEnKsqxMzE/NzrYFonyyb2CzsxajjlAkSUOnbKAgxNGSYFYIccw0dIZRVfpNMUiqKlvrU6WMZnrXMGVzqhRX0AjlU9tRNXrqy25AF/US0jhxFY87IWMXYmqxi+IMC3UdIcZ+6b/4vCz1K9LhhZ1VqYA1q3kNEVMWpmA9pmADAJeW56X7+MeWgc/OWoxadjf7SA6wvRCidxLMCiGOiVgiSXVbALtZ12+7/R0hvOE42mSMOza9efD4mWHG6CPUlFxDxJyLEmwj4BiJOzPreA9dCCC13ewZpZkoCujULLZddU76nHenFTUJzs6taONhNMk4Nl8lAKOybYzLS22J2+KPsL56YLOzGVYDLb4Irf7IsX8YIU4jEswKIY6JVn+EjuBAUgxSs7JX1b9CYXuqfEFNvsqlBe00ZZTTmT0bTTxEMKlFkz3msCW+hDiWRrgtTC500OyNMOmM7/HZqNQOdg6vQm2jBQUVd8taIkY3Vl8V+kjqnYVLJ3efnR3IbKtZryUcS1AnVQ2EOCoSzAohjolmb4RoItHv9rUAW+u8OKId3Lh5Y/pY5kwPMaODxpE3gqJgjLTSqssjp6AUTT8pC0IcD1OKXGTZjfhCevZ8aUb6+P7dqdnXrJa1xHVWdDEfFn81AGNz7YzOSdWdbfJGeGdLw4DuZTfp2dXkIxCJH+OnEOL0IcGsEOKoqapKVWsAi6H/FAN/JM6+tgC37P0jtkjXoq8JSWbaQuwbtZCEzoKSjEM8hsc2mhyn5UQMX4hu7CY9M0pchKIJCuZ8m/3u1PGMBi2+dn1qIZhnB3GDA7tnF5pEahHXFVMOVjZ4Z3Mjq3a3HPZe2XYjTZ7/n73/jpPrPg97/88503vb3oBFBwgQBEmAYBGLJBbJkiyZsiN3ObJiO1R8Zefml+gmUhzZN7Kd1732ta04cSJXWVaxJatRoiiKTewACYLobXvf6e2cOe33x1nMAgRIzC4AEsA+79drX6+dOXWAnTnPfM/zfR6dl4ZzkjsrxDJJMCuEuGj5msFcRb9gisHhqRKryyd44OgoAHU/bN+SY6zjFhpxt/yWv5Gn4ElhJwdojwUu+7kLcT7r2qOsaY9SqyfZe8dA8/lDpxIAtM88je5PE9CzzTJdGzpjPHjjYo3aL780xiuj+Tc9jkdV6EkGOTBR4vhs5TK8EiGufRLMCiEu2kxJo9YwCfvPTjGoGxZPHJ3l718Y4f/9wTG+/MIwv374H1AXBqBO3Giw2m9S7HkAAMU28RklJvyDdGeSBH1vnrIgxOXi9ajcOJBy/wbv/peUF6rDRU75MOoqieIRAvr8GWW6LADetbmTd2/uAMBx4K+eGebYTPlNjxUOeIkEPLwwlJXJYEIsgwSzQoiLNp6r4fd4UJSz81v/4YVRvrpnnGdOZDkxV2HH1NNcP+FOAJtNwjtXZZluuxkzkAQgVB2nElnNTHg9vanQW/wqhDhbVyLI1p4EQd8NPHuj2zjBYyscG3LLdLXP/Bg92Ea4MkrbzDN4G+7f9od29LJ7TRoA03b4H0+epFB78+YIHbEAxZrBC0M5dNO6jK9KiGuPBLNCiItS0U0mCnXiryvJNV/R2XvGLdaQUefX93+3+Ti7q05accj33g9AQJvD8kWZSNxEIBimPSopBuLtt60vQWc8xPTdP4G18F2tcSyEbUFm7kVwQAt1ksgdoHvsYWKFI6iOxc/fsorrFlrdaobNnpE3TzdQFIX+dJgTMxVeGy9e7pclxDVFglkhxEXJVnQqukk8eHa+7BNH5zjddv5nOif5w9n/TnvZnbF9dBW8J11gLnMjjUAGj1nDY1bJtd3MLAnSEb+U5BJXhEjAy8bOGO1dD/LiZjftJagpTA5H8Ng6mfkXsLxhqrFBVNugY+pxOqZ+hM9p8OGb+pr7aSVA9XtV0hEfhyZLVKS6gRAtk2BWCHFRinUDx+GsElp1w+LZE/MA+FWb+xqvsO4lt1SR5oOOnQWCOMz33geORbA2RSm5hUJsPRXNZFU6LCW5xBVjVSZMMhTl2J03NJ+bPxDDMhTap58GxwZFQQ91UA/3EC2dIFwZoTMepGNhEuPJuQq1FgLUVMRPoW4wmq1drpcjxDVHglkhxEWZr+j4PGd/lDx3Motm2gDcF5sk8K2nm8sO3GJwm7dGLr0dPdRJqDaFFu4hn7mR0bxGXyrMxoVe90JcCTLRAP3pMPHNv8oLG90vWYG6yvDhOEF9nnjxSHNd2xPAVgPNSWHbet3qB7YDB6dKFzyWqiiEfB6OzZRabosrxEonwawQYtls22GurBM6o4qBbTs8fnS2+fieY/9EW9YdkTrVDe/vc0dsZ3vuQ7EaKI5JIbOdqbqXiN/DbesyRANvXq9WiLfa2o4ocV8vr7zvBhoLf+71I2EaZQ/t00+dta4ebCNUmyRUm2LrQjALraUaAGSifqaKGlNF6QwmRCskmBVCLFtZN6nq1lnB7P6JItmKO3P7PebLbHzercFpeCC2u0gSh7n2W6lHeglqs9TDfcx6eqg1LG5Zk6E7IVUMxJWnNxkiHQmwfu1v8L1b3C9bHlvhyP4UieIRoqUTzXVtTwCwiZZOsq4jSmihxNzBqdZGW4M+D6btMDRfvSyvRYhrjQSzQohlK9UNaobZvFgD/OiwOyqrOjYPvvSPeBau3a/tNLkzUGW0512MDf40im2g2ia5+EYmywbb+xNs6oq9HS9DiAsK+jxs7Ixi2Z0U77uDnNu5Ft+Yn+JUgPWHP0/fyNdRLbdObCOQIVIZImTk2bJQ1aDesDg511pjhEzEz8nZCiXNuCyvR4hriQSzQohlK2nu5C/PwmSt0WyNEwsX65+d+id6Z9wR2vF2ePfqHC8Pfoj5/veDohLU5qiHuzneaGddZ4ybVqXPqVMrxJVkIBMhEvByQ+8v8613Lt5BOPlqEmyHjumn2Lz/94kVjmD6YnjNKuHyUDNvFuC1idZSDeIhH0WZCCZESySYFUIsW77aQD0jAH1qoRd9Ssvz4L4Xms/Xd9d4af2D2O13Am6nL9XSKSY2YeBlU1dMun2JK15b1E9vMkTeaqf31vdydKFzbajgYfi1JACBRp51R/8nkdJJGr4EseIxtnX4OP02OdBiMKsqCpGAl6PTZUzLvgyvRohrhwSzQohlcRyHmZLebGFr2w77Fya4/Otjf01ooeHRy1ttQms2kkjuaAa+AW0OLdTJjLePaNDbLF8kxJVMURTWd0YxbZuNHe/jyfsy2AtBqnY4zImxHnc9HLqmHqMRSONv5OkwJ1nb5uYlzJR0ZktaS8driwaYKWlMFlpbX4iVSoJZIcSy1BoWZc1o5suemq9S0U1unN/HHacmACiFYP3WKlrP3UTUheb2toXXqlNKXUe+odAZDxJ7XcMFIa5Ufakw6UiAKaeNOze+h7+7d7HyhvYczGWTACQKhwho81ieILHCEbb1RpvrtZpq4Peq2I7DqfnW8myFWKkkmBVCLEtJM6gbi5UMXh0r4LMMHnrta811juw20Hp30OXrbD4Xqk+jBdupRlehmxYD6fBbfu5CLFfQ5+H6vgQl3SGZvp2uXdv43s3updRjw8STYfSS+55on3maRiBDUJvhpsziRK5Wg1mARMjHeL6OblqX9oUIcQ2RYFYIsSyluolpOfg8Ko7jphh8aPRb9BTd2dzH+uDuvhqNznvwKCo4NuHqKLbqJ992E1XbR9DroSMuKQbi6rKuI0pPMsiQ1c7uyPWMPbCRl9cupNA04MiP27EaCpm5F8GxUSyTNeo07VH3b/3EbIVao7V2tfGQj1LdYH6h3J0Q4lwSzAohlqVQazQntUwVNeYqOveMvwKADTi3VJju3E3al0KxTSKVEXR/mpned1GNraFUN0iG/WQiEsyKq0vQ52F7X5Ka40ePbeNDnlU88dPrGGl3l/tLKseHY3hsnczcCxj+BLHyKbb1RAC3G9j+Fhso+Dwqpm0zX9Yv18sR4qp3xQWzn/vc59i5cyexWIyOjg4++MEPcvTo0bPWufvuu1EU5ayfX//1X3+bzliIlWmmrDcrEOwfL9Jen2N11p2oMtINd4UsrM53oloakcoI1ehqZnvfjRZ2J8lUdJPVbeFmWS8hriaDbREGMmFO2R1kgj38VGgt//jTi+k0haEwjgMdM0/T8MXxGwVubV8cXd07km/5WCGfl+FsFceR9rZCnM8VF8w++eSTPPTQQzz//PM8+uijGIbBfffdR7V6dieUj3/840xNTTV//vAP//BtOmMhVh7NsCjUGs1KBq+OF7gl/3RzeaXfYKT7HQS9EULVSUrJzcx2343hTwJg2Q4KCl1x6fYlrk5ej8r2viSaP8VY5na6w+u4P7ORw/3ul7NEXiWX9xPQsyRKR3FQud4/TjLkTnY8PFWiqreaauAlW2lQ0lpbX4iV5ooLZr///e/z0Y9+lOuuu47t27fz13/914yOjrJ3796z1guHw3R1dTV/4vH423TGQqw8Jc2g3nAnfxVqDUayNXbOHG4ub+/SMTrvwWuUsXxhiqmt2N7QWdvHQ17apSSXuIr1p8Ks64hy3Gxnpu8BerruZ+j6VHP54XH3utQ+/RQNf4podZyd/e6ER9uBfWOFlo4TCXipNkzmJNVAiPO64oLZ1ysW3byidDp91vN///d/T1tbG1u3buVTn/oUtdobd0nRdZ1SqXTWjxBi+Up1E920CHg97B8v4rN0rp9wb5sWItDf2Y7HEyCgzVOJrUEPdZy1fbFu0JsMNSshCHE1UlWFbb1Jgj6Vgumj2HErbe/+NbSFSnOhkz5sC+KlY3iNCj6zzO3tizVjW001UBUFBZgp1S/DqxDi6ndFB7O2bfPJT36S22+/na1btzaf/7mf+zm++MUv8vjjj/OpT32Kv/u7v+MXfuEX3nA/n/vc50gkEs2f/v7+t+L0hbhmleqNZuvZ/eNFbii9RHDhDujkKhszdZ07KusNUU5sOmtbx3GwLIe+lJTkEle/rkSQde1RZhdGTdv77mX/JvcuRFhXODzjTvrKZPdgeUJcrwyTifgBODZTpqwZ59/x68SCPkZzdekGJsR5XNHB7EMPPcSBAwf48pe/fNbz/+pf/Svuv/9+tm3bxs///M/zt3/7t3zjG9/g5MmT593Ppz71KYrFYvNnbGzsrTh9Ia5Zs2WdgFelblgcnSmza+7l5rJIt0Yjue0NR2WrDYuw3yNdv8Q1Y1N3nIBHpbKQA1u64x3NZdMjbrOE1PwedF+CkDbDrl43mLUdeGW00NIxYkEvxbpBtioluoR4vSs2mP3EJz7Bd77zHR5//HH6+vredN1bbrkFgBMnTpx3eSAQIB6Pn/UjhGhdrWFiLIwIGZZNttog5PNwaLKEZdncPOF2/DJVWN8BeIPNUVnHcahoJtmKzmShzkS+Tls0QDIsXb/EtaErHmRNR7TZprbvHZ9gfuEy0znqoax58BslItUxVEvjHZnFjl57R1tLNQj6PDRMW/JmhTiPKy6YdRyHT3ziE3zjG9/gRz/6EYODgxfcZt++fQB0d3df5rMTYuWZK+t8c98EX3lpjK+/PM7jR2apNUzCfi+Hp0r010/SVXS7E431Onjb1p81Kjuer1PRDTyqQnciyK7BFDeuSjXTFIS42imKwqauGF6PSq1hEvBFOXqjW4LO48DLk25km5l/CdMf4zpO0hFzR2dPzFQo1ltLNQh4Vcbzbzw/RIiV6ooLZh966CG++MUv8qUvfYlYLMb09DTT09PU627i+8mTJ/nd3/1d9u7dy/DwMN/61rf4pV/6Je68806uv/76t/nshbj2jGSrzJbc0aBi3WBovoptQ9CnMparcUv+2ea6dm+DRmxtc1TWsGwMy+aO9e38i50D/MT1Pdy+rp1+aWErrjG9yRCrM2FmFt4rnvs+urjwZBDHgWR+P6YnRKCR5ZZud/KjA7zc4uhsPORjpqS1XNJLiJXiigtm//zP/5xiscjdd99Nd3d38+crX/kKAH6/nx/+8Ifcd999bNq0iX/7b/8tDz74IN/+9rff5jMX4tqjGRbHZiokwj7SET+d8SD96TD96TCm7TBZ1Ng5tZirPthRw/G3UYsMoIc6mCvrdCWCrM5EpDmCuKYpisKW7gQKUDcsOta9i5N9bipNR1bhWDmEahskCgcBhbuT881tX26xqkE04KWsSYkuIV7P+3afwOtdqMNJf38/Tz755Ft0NkKsbBOFOrmqzsB5RlKnihqBRoEtk25Dk/kEbGxvI6+q1CO92LZDVbe4dW0Gv/eK+94sxCXXlwqxqi3CaLbKqkyEyTt2svbL7p2LoVMxNt5QJzO/h6G1v8Ama4ie+A4mSwYn56oMz1dZ3RZ50/17VAUHGM1V6U9L9zwhTpMrjBDiDZ2creBRFLyecz8qxnI1bir/GO9CpaDCgEktvgHbE0QPZMhVG2SifgYvcIEW4lqhqgpbuuM4jjtpMnXfb1JdKNrRfcJLtaESKx1HtU28ZoW7excHb/762WEa5oXLbnXGg7w6VmTPcA7blva2QoAEs0KIN5CrNhjL1UhH/eddPpqrsXv6tebj9q46VmQVDX8C3Z+kUDPY0h0j7L/ibgAJcdkMpMNs7o4znq/jDbXx2k1dAPhNeHk8AUAq+zKWJ8RPpYZYlXZr0s6Wdb7xysQF9x8NeOmIB3hpOMfekbwEtEIgwawQ4g2MZqtUdYtY8PwltCbnC+wadvP+6n7YnDExfVFqkX6Kmk0s5GVNe/StPGUh3nYeVeHWtRk2dsYYzdZovOeXFpcddSeCZeZfouFPEWnM8q9ujODzuOkCTx6b4+Bk8YLHiAV9ZKIBXhzOsm+scMH0PCGudRLMCiHOYVg2x2YqRIPnH1W1bIe20UeJLsxDmVxtUU+vB0VBD3YwX2mwriNKMnz+UV0hrmVBn4fb17fRlwrRSN/BoUH3C2GqqHByLkxQmyVYn0a1TdYpE/zUjYu11L/4/Giz+cKbSYR8pMJ+nj+V5dhM5YLrC3Etk2BWCHGOyUKduYpO5g1SDGZKGrdN7Gk+jvfV0aNrML1RCkqSoFdlfUfsrTpdIa448aCPd2xoJxP1c+z2W5rPT5xw3xeZ+Rcw/Aki5SHuGQyxpdutRVusG3z5xdGWjpEM+/GoCidmy5f+BQhxFZFgVghxjlNzFcDBd56JXwBjs0V2j8wCoPtgR6aMHupGD7Uz3fDTnw7TGZd2tWJla48FuH1dG8Fbfo25hY5gbaMeqhUP6ewrGJ4wvkaBcH2KX9g9QMTv1p59ebTQcnOERMjHbFmnrLXWeEGIa5EEs0KIs4zlapyaq5KOvHEwqr32MPG6m6c3tsrCivfheHxUw33ohsWqTEQ6fAkB9KfCDKS7eHmnOxFMBV4bSeCxNFKFA9iqj0jpJMmQj5+4frGL5TMnsi3tPxrwUtFMZqX2rFjBJJgVQjSN52s8fnQW03ZIhM4/8Qug/9ATzd8j/TqVxBZs1UdBTRIJeOlKBN+CsxXiyqeqCoNtYbJ3/CyGO/BK4FgA24T03As0AmnCtUn8epZbBjP4F+6GvDCUbalUl6oqKApMF+uX82UIcUWTYFYIAbh5sk8cnaWmW/SlQm+4nmUa3HTCLSHU8MKOthL12GpMX5xZK057LEAq/MaBsBArTUc8SFfn3ezZ7OagB3WF4YkI8dJxPKaGammEquOE/B5uWp0CQDNs9rbaGSzoZTxXx7QuHPwKcS2SYFYIwXRR4/Ejs5Q1k/506E1TBKZf/C7JmptiMLrKJhBOYHlC1CK9VC2VNW1RSTEQ4gztsQCJcIDxOxYngs0MuWXrMvMvYnojREsnUOwGd6xra67z4xPz5+zrfOJBH/m6QbbauLQnLsRVQoJZIVY43bR46vgcxbrBQDp8wUDU++x3m78HBjSKya0o2BR97QS9Kp0JmfglxJkCXg/9qTDBTR9ltN19LjntoVLwkp57kYY/SUDPEqzNsDoTpjfp3hkZmq+2NBEs6PPQMG3mJG9WrFASzAqxwhVrBrlqg57km4/IAmDbbDw4BIDhgRsyZarxDVjeMLNWnEw0QNubTBwTYqXqTYUI+trZvzARDODwSJxAI0+0Mgw4hKvDKIrCHesXR2dbnQgW8KqM5lqrgCDEtUaCWSFWuELdwDBt/N4LfxwYe/6RVMXNyxsZsEkE/DQCKRqBNDkrymBbBFWVFAMhXq8jHiAa9GK/42fQF3qR+E4GsE2FzNyLGP4k0fIIXqPCrtXpsyaC6aZ1wf3HQz5mS5qU6BIrkgSzQqxw+WqDVlJc/bVZgl/7m+ZjzyqdUmITXrtBIdSP3+eRKgZCvIF40EdnLEA89S72bHEnSAYaCmPjYZK5/diKD69RIlSbOGci2MsjhQvuPxbwUtFNSTUQK5IEs0KscFPFOqGFYu3nU9NNcrksja/8HgPDbvmfbAxu7ihRTW7GUv3MOmlSYR/tMUkxEOKNrMpEMCyYecfNzeemhqKojkEqtw9b9RMpnQLHOWsi2NPH5y6479N3RGZKEsyKlUeCWSFWsFrDpFAzCPu9510+mq3xH77+Gn/x1R/T+8iB5vPZO6ukVaiHezD8CWacBKvbIm/YMUwI4aYaBLweum/8OCMd7nOJGQ+1gpfMQs3ZUH2KgDZ31kSw4WyNfO3ClQqiQS+j2aqU6BIrjlx5hFjBCjWDWsMi/AYjs48cnAbT4N/v+wL+hbS9F2+0eX+syHhoPaptUgwP4PH46Em+cW1aIQRkIgFSYT8KXbx6c3vz+SPDcSLVUXyNIp6FmrOKorC9P9Fc5/BU6YL7lxJdYqWSYFaIFaxYNzBt57wjqsW6wf7xAr944musyVYAGM/AXRvnUQGnbTOOAvNKhnjIR0dcUgyEeDMeVWF1W5iyZuK756fRFnqLqKdOTwR7gYYvTqx4FK9RZnN3vLntockLB7NBn4eGYTOSrV6ulyDEFUmCWSFWsGxFx/MG1QeePzHHpvnjPHh4LwCmCoW7qqx2TExPkHp8LaYvTlZJ0xFzb58KId5cVzzkBrW9H+DFLW56T6ChMDkRIj2/h4YvgV/PkcgfYHUmQsjnvq+OTJexbeeC+2+L+Xl1vMBoVsp0iZVDglkhVijHcZgqaudNMbAdh72Hhvk/9/01noXr51O32vyUv4iteDi1/mOoWNQifdQcPx1xqWIgRCs6EwGSIR8V3WH21huaz08MR/GZFRLFw+ihDmKFI0S0GTZ1xQCoNSxGWqgjmwz7sWy3pJeU6RIrhQSzQqxQZd2krJtEzjP568TYFB9+9Qt0LZT5OdYL96+exwOMrvlZKvG1KI5NPdSNAiRCvrf25IW4SgW8HgbbIhRrBqt3fYzxjPt8fMqLXvaQmXsB0xdDtXUS+VfZ3B1tbttK3ixAXzLEZKHOS8M5rBZGc4W42kkwK8QKVawZ1HTr3LJcjs3Eo1/k/uNup6+6H/y3lVhnmYz3PkCu7Wa8ZhXTG6HgbSfoVyWYFWIJ+lJhVFUhHl7Pvh2Lk7yOj8ZIFA7jbZTQQt1EykPcHCs0l7eSNwtuma6+VJhDkyWOTpcv9ekLccWRYFaIFapYN3Ac55yc2ezQSzz45CPNx0dua/AeT4XJtpuY7b0fAF+jiBbqoOSECPu9xILnL+0lhDhXZyJAKuyjWDOw73wAa+EtqJ8KgW2Tnt+D7QlgqwHWaq/RFfMDMJytUmuYLR0j5PcQDXh5cSjLbFm7XC9FiCuCBLNCrFCzZQ2v5+xA1rJNvP/r90jU3VuTx9bYfLhznkKog+nBn+N0qzDValCLrqLWsGiPBqS+rBBLEPB6WNMWpagZbFj/8+xb575/wlWF3EyQtrnnwXHQQh2EalPckHZLbdkOSxpp7YgHKesme4fzUntWXNPkCiTECmTZDrMl/Zx82dkf/w03nHDL+pTDsHvHPF5FYXLw50F10xE8ZhXbG0QPdqCbtnT9EmIZelMhPIqCqoQ5tXOw+fypkShBbZZUdi8oHhr+JLcEx5rLD7WYN3taXyrEybkKx2crl+zchbjSSDArxApUqhtUdPOcSgbKU482f7dvrtDpM5npvAMttspdbhuE6tNUYoPo/qRM/hJimTrjQZJhP4WaQfsdv0Ah4j4fGvVhaiq9o99GtXQagTQ3BSfxLVytD0+VcZzWJ3UFvB7Cfi8vj+QpSXUDcY2SYFaIFahYN6g3LIJnBLM/eG2MLQs94HUf7OgoofmTzPS/z13BsQhXx6hE15Bt341mIZO/hFgmv1dlbXuEYt1goO1OXtzm3uHw2AqjYxH8RpHOyR+CouINhNgSqwOQqzaYXagy0qqOeID5is6+0cKSAmEhrhYSzAqxAhXqBg6gLuTAPnpohpPP/jOJmnuhmxqwCHhhfPBnsD0BcBzC1TG0cDfznbdje0PUdJOQz0tcglkhlqUnGcKrKhiWQ+m23c3ns0MRHAc6px7Hr2XRA23sjM42l7da1eA0VVHoToQ4NFVitIVatUJcMazW7iZIMCvECjRT0gh43bf/o4dm+MYrE9w6u6e5PNSrkU3fSCm5xX1cm8DwJ5nrvAPT77bYrDUs2qJ+mfwlxDJ1xoOkI34K9Qbrb/gYR3vd56M5leJkANUx6R39Jo7q5cbEYovag0sMZgGiQS848PJoHs2wLtVLEOLyqmZbWk2uQkKsMFXdZKakEQl4mcjX+cYrE+A47B6dBMBSYHt7hZneewHw6Xkc1ct8x+00gu3N/eimTad0/hJi2fxelcG2CKW6STzUx547OpvLTh5M4TiQyu8nWjxGdypGxudWNTg0VeKJo7NvtNs31JMMMp6rM5ytXnhlIa4ETmtfvFoKZj0ez0X/fPazn72o1yOEuDSGs1UKNYNkyMeRaXeEZ0A7QnfB/dAY77UJROJooS4U2ySg5yikt1OP9jf34TgOioKkGAhxkQYyYUJ+lWLdoP/OX+VEt/t8OKcyPRYGoH/kGzgeH7/QPdHc7mt7xnlpOLekY3k9Kn6vyomZiuTOiquD3Vow21Klc8dxWLVqFatXr17yeTiOw1NPPbXk7YQQl55h2RyeKhH2e1BVhaF5d4TmjvlnF1fqb1BKbQVFIVSbpBbtb6YbnKaZNgGvTP4S4mJ1J0Jc35vk+VNZBjN38uy7/jfrvjgDwNiBBF19NUL1KeKFw7yzbzUzxjRfnurCAf7m2WEifi9beuItHy8T8TNVqjNX0emIyZ0VcYVzWquP3HLbnl/5lV/hM5/5zLLORVUlm0GIK8FYrsZMSaMv5Y74jGTdySC7x4ea66zvrFBObcVrlHHwks/c6E4CO0O9YRH2eyWYFeIS2N6fZLJYZ6Kocd0tv8yBp/8bW0ccYiWFYyMxNg6W6Zx6nONbPsFHu4aYU9t4bMKL7cBfPHWKT757PavbIi0dKxzwMlGoM56rSzArrgKtBbMSZQqxQjiOw9GZMqqi4POolDWDbLVBWp9m/Yzb7nKy3aE/rFCJDhKsz1JKbaYe6TtnX7WGKZO/hLhEgj4PO1en8XoUfOHdHH7Xquay4oEolgmx8glC1TEawTT/R88Rbux1v5A2LJsvvTi6pOPFQz6Oz5YxpCuYuNLZlzCYrdfr/Mf/+B+XfS4Xu70Q4uLNlHTGsjXao+4o6+kUg9tyi2lAlVUmpcQGAvo8WqiDQmrbefelGTYdMvlLiEumLxVme1+S6bqH62/+dV5e716eY1WFPSNJwC3VZfoTBMwKn9xYoCfhvgfH83Vy1UbLx0qF/WQrDaaL2iV/HUJcUi2mGbQUzAYCATwez4VXvEzbCyEu3onZMpppEw642UWnUwxunTrSXKe3q0o1uQXVbpDP3Ijli56zn9MTRyTFQIhL6/q+JKszEabZyNz9NzZvsHoOhDFMhVR2Hz49TyOYJlM5xs29i18ol9Lm1u9VsRxHqhqIK9+lrGYghLi6FWsGJ2YrtEX9zeeG5quEjSrbJtyLYC4G2yJ16uEe9EAbtah7q1M3LU7MlDk1W2E8X2O6pBGUyV9CXHJBn4cdAylsxcua63+Nl7e479dIHfZOxlGw6Zh+EsOXwGeU2RWbb257cLK4pGOlwn6G5qtUdfOSvgYhLqlLWc3gYqoR3HnnncveVghxaZyar1DUDNa1uyOttuMwkq1xa/4pfAufFTOrLeqxVSiOTS26Ckd1Px7myjqr2iJ0J4LkawaFWoOAz0M8KMGsEJdaTzJIZzzIbLUb61274ZB7/TUPh3H6i7TNPsdU7/3ogQzbraNE/duoNGyOTpWxbAePqrR0nGTIx6n5KhOFOhs6Y5fzJQmxfJeymsHdd9+NorT2Bnk9y5JOI0K8nSYLdfaPF0iEfM338VxZp25Y3D3xcnO9VH+NSvJmHEVBD7nF223bQTMsNnXF2djlXvAcx8F2aPmiKYRondejsrErxmNH6qzf+RDH+n/MhjGbTF7h5FyYdR012uaeY7brHqKVU2xPmzwzraKZNqfmKqxvMTBVVQW/R+XkbIX1HdFlX+OFuKxaTDNoKZj9zGc+I3/oQlyF5so6Txydo9awGEiHm88PzVeJNUrsGMsDkIvCrniFiehqTF8cbaHTV77WIBX2058ONbdVFAWPfBwIcdn0p8LEg16KJMndtZ0NX3wFgPHjMdZ11OiYepK5zjvR/Wl2R6Z4BrcP7sHJUsvBLEA64mey4E4ey0QDF95AiLdai9UMWgpmf+d3fudiTkUI8TYo1Bo8cXSWXFVndVvkrC+kI9kad84/hnfhc2JyvcmOQApb9VEP92F73eA1XzO4ZTBN2N9ySWohxEVKhH2szoQ5NFWi+92/zcx3fpHOAnSOeciXfKTiRTJzLzDfcRu7QqOwEMwemirxwR29LR8nGvQyVawzVdQkmBVXpktZzUAIcXUpawZPHptjqqixOhNBfd2dlaH5KveM728+7uqvUUpeh4pNPdIDQE03Cfrc3vFCiLfWmvYooKAGunnt1sUA9cCpBACdkz8ExyYWCrA26pblGs/XKdaNJR0n5PcwNF+V9rbiymS1NkHxoodbnnnmGfbt20epVCIej3PDDTdw++23X+xuhRAX4YWhHMPzVQbbIqivy201LBt9apTNk2UAptJwe6jCaGorhjfaTDGYq+iszkRoj8mIjRBvtZ5kiI5YgGxVJ/7Ar1F77DOEGxA/4aexWSVAnsz8SxTS17Mzludkxc1zPzRZ4ta1mZaPkwz7mSlp5GsG6Yj/whsI8VayW/tytuxg9tlnn+VXfuVXOHHiBOBOCjl9G3P9+vX81V/9Fbfeeutydy+EWKayZjCeq9ERD+I9T4eu8XydO2cebd6WmVtnoEe6Mb1R9FAHpi+OadlYtsP6zpjkywvxNvB5VDZ0xnji2Czrum/npR1R7nqhgt+E10bi3LShQOfkD8m23cwtsTm+PLUQzE4tLZiN+D1MFTWminUJZsWV53IGswcPHuS+++6jVqtx7733cs8999Dd3c309DSPP/44P/jBD7j//vt5/vnn2bJly3IOIYRYppmSTlkzaXuDHLih+Sp3jx5qPl7dVyHf8ROotk4t0g+KQq6q0xYN0JcKnXcfQojLbyAdJhbwUdFN9Ps/gP3il1AdsI+GcdYVCOrzpLOvEIh2EvHaVE2Vw1OlJZXoUhSFkE9leL7Klu64fHkVV5bL2TThs5/9LI1Gg4cffphHHnmE//Af/gO//Mu/zL//9/+e73//+zz88MNomsZnP/vZ5exeCHERpop1FIVz0gtOqxx5mbXzdQCGu+CGoEkxtRVbDaAvpBiUNIMNnTGCPuncJ8TbJRXxM5AJM19psOa6X2bfenf8KVqF0Wm3OknX5A+wfVF2xCsA1BoWI0vs7JUM+ZkuahRqS8u3FeKyazFndlnB7BNPPMGHP/xhHnjggfMuf+CBB/jwhz/M448/vpzdCyGWSTctRrK1N+zOpVoN+g99t/m4tLZBNr0Nj6XTCKTQgxnG8zWSYb9M/BLiCrA6E8F2HBTFy+Qd25vPDw+5E8GC2hzR8il2ntUNrPXWtgCRgIeKbjJV1C7NSQtxqbSYZrCsYLZYLDI4OPim6wwODlIsLq29nhDi4syWdIr1BvE3ajU78xq7Tx0HwAY29lQodtyJ16xRjQwwmtcJeFXu3tBBSvLnhHjbtccCRPxeqrpJ753/hpmk+3zbmEK94t456Zh5kp2xQnObZ09mqSyhTa2iKAR9HoayUtVAXGFabGe7rGC2p6eH559//k3XeeGFF+jp6VnO7oUQyzRb0rBsd/LI6wXqMwx999v0FN0yPicGYCASQwv34CgKQ3qcsN/DOzd1MpAJn7O9EOKtFw96yUT9lDWTZGSAfTe7qUAqsG/M/T1SHSPj09mZctMLinWDf3hxdEmBaTLsY6a49NJeQlxW9mVMM/jABz7AE088wac//Wk07ezbEpqm8Z//83/m8ccf5yd/8ieXs3shxDJYtsOp+SrRwLnzOhW7QeDg97jl8aebz9U2a2Q7duNv5Jk04iiJXt61uZP+tASyQlwpFEVhVSZCTXdHqJx7fxZz4crtO6Y258eEahP8H/1DRPzuwldGC7wwlGv5ONGAl7KkGogrjXUZR2Y//elPMzg4yH/9r/+VgYEB3ve+9/Gxj32M973vfaxatYrf/d3fZXBwkE9/+tPL2b0QYhmyVZ18tUEifG6KQWz2Nap/8xVChjtSs+c6hwcyJaqZ3aCXKUbX8Y5NPfQmpXqBEFeatqgfr0fBsGzWDb6flze67/FIHcan3C+f8dJx2r0VPrZ18cvsV18aI1vRWzqGoigEvJ4lTx4T4rJxnMtbzSCTyfD888/zy7/8y1QqFR5++GH+6q/+iocffphyucyv/Mqv8Pzzz5NOp5ezeyHEMsyWdDTTIvS6CgQes8rUl/8bA9PuRW06Bbdtm6ec3Iyq2FQJYadW050Ivh2nLYS4gLZogFjQS1kz8Sgexu66pblsdCgGQKx4DAeVu+KT7F7jXns10+Zvnh3BtltLN0iFfUwWNIpS1UBcCWzr8rezbWtr4y//8i8pFou8+uqrPP3007z66qsUi0W+8IUv0NbWttxdCyGWYSRbPW8prdxT/4utz8wCYKqgvqPEKsVmrvcB/HqOeV8Pybau8zZYEEK8/YI+Dz3JECXNDTJX3f5rTKbcZekJD1rZg8fW8et5grUZPrI91WyAcGKuwmNHZls6TjTgpaKbjOVrl+V1CLEkzlsQzJ7m8/nYtm0bt99+O9u2bcPne4NZ1EKIy6ZYN5gp6+eU5NKLk6z6u283H5+8ReeucIVTvfeiBjsBh7ngAJ1xGZUV4krWkwxhWu6FPRPs5eVdXc1lh0biAEQqQ3itCikrx0dvW83pStPf3T9Frtq44DEURSHs93B0utw8lhBvG8fGrbtzYTIUI8Q1YLakUdEMIq+b/FX72/9EquLeYhwZsHnfQJZcuIdKz3349RyaP0M11POGdWmFEFeG9liAoM9DvXF6IthHME7fiDkZxLEhUTyMg0qkfIp17RHu3OBWO2hYNv+4d7yl47RFA8yUNJkIJt5+tuXmzbZg2cHsj3/8Yz74wQ8yODhIIBDA4/Gc8+P1LqtbrhBiicbyNbyqinpGK8rayD6u//EwAA0PbN2RxVE8TK39RVBUvEaZudAaQsEQyfNMGhNCXDlSYT/JkL+ZarB54L28ssF934bqCrOzQYLaHA4KkfIIAW2W92/vJh50r8P7xgocnLxw7Xe/V8V24NScTAQTbzPHbjmYXVa0+Xd/93d89KMfxXEc1qxZw65duyRwFeJtUtFNxnP1cwJS///+PbwLd2hGbzDYHjI42f1e9HA3XqOC5Ysw6+0iEfKdt5yXEOLK4VEVVmXCvDicoxPwKF4mbtkOh/cAcGo8SmeXRrQyRC0yQLR0DL3zHXxoRy9/89wIAF99aZz/9L7YeetQnykd8TE0X+GGgaTctRFvH8ei1TSDZV3Bfvd3f5dUKsXDDz/Mrl27lrMLIcQlMl2sU9QMBjOL7Werz3+TrUfcGpO5KNyxNsuop59i37sA8OtZKvH15EmwNhFCOWNEVwhxZeqIB8EB23ZQVYW2O36Z8pf3ENMgPOzD3q6QKBwin95BtHSKcvI6dg2meeZklhOzFeYqOo8emuG927rf9DjxkI+TsxXGcjUSvYm36NUJ8Tq2fXkngI2NjfGRj3xEAlkhrgAj2RoeRUFVFwJS06Ttb/9Hc3l+Z52UalMdfA+oHlTLzYWrxgZxHMhEpW2tEFeDtqifWNDbbFXbG9/Cy9e5X2L9psLIVJho6QS2J4DPqBApnUBRFD6ys5/THw+PHJxmvvzmtWdVRSES8HJsRiaCibeRc5lzZletWkWjceGZkUKIy6usGYzlamelGBT/6U/omnMvVsPdcG9Hnro/RT29CRyHUG2KSmwtuWAvfq963iYLQogrTyzooz0WaObNKopC7vY7mssnxyKojkWsdBw9kCZePIbXKNOTDHHPpg4ADMvh4QNTFzxWJupnuigTwcTbyLnMI7Mf//jH+c53vkMu13qrPCHEpTdd1ChpJvGgG5Da9RrrvvNwc7lvZ5mAArnO20FRCejzGL44+babqDYgEvCSDMnIrBBXi8G2KLphU1sYnR24+ReZXcgESI57MDSVRP4ghj+Jr1EkUjoFwE9s6242VHlltIBuvnlnpYDXIxPBxNvrclcz+Lf/9t/yoQ99iNtvv52///u/58CBA4yOjp73Rwhx+YzkanjVxRSD6Ue/RFRzv8m+uhHeGS5jKx6y7btRLR2vUaHQtgMjkKKqm7RF/fi9UqFPiKvFxq4Y2/uTTBTq6KZFOtTDq9e7Hb9UR+H4RJRU9mVUS8Pwx4kXD+MxawR9Hm5clQRAN21eHbtwZYN0xMfx2TJ7h3PMlLSWO4kJcUksIc1g2VOYb7zxRr70pS/xS7/0S2+4jqIomKa53EMIId5EWTMYz9VIRRZHVpPPfL/5e2ZtBRXIpW/A9EWJlIeoxNdSjm8AoGHadCdCb/VpCyEugkdVuGVNGs2wODJdYnUmgnbXe+DpvwegMBLCs7ZE++wzzHS/k0h5mEhlmFJyC7cMZnjmRBaAF4ay7Bp885bziZAPw3J45kSWgC9PZzzAhs44m7piizn6QlwuS0gzWFYw+6d/+qd88pOfxOfzcc8999Dd3S2luYR4i00VNUqawZpYAAArN8nmITf1Zz4Ot8XLAMx13o5fm8f0RslnbsRRvdi2g6Ig9WWFuAoFvB5uX9dG3bAYydUY3PLTDHV+icEZh9Ssh3rJQ8f0U8x23Y3pixDPH6QSHWRte4RM1E+20uDIdJlCrUEy/MZpRoqi0B4L0B4LUDcs5soNZktzpCN+uhLSNVBcZnbr7WyXFYH+0R/9Eb29vTz77LP09fUtZxdCiIs0Ml/F61lslJB7+AusW7gjM73BJIJDPdRNNTJAtDrCXOedNIJtANQMi7Df86YXMiHElSsS8HLn+nZ+cGiafMVg7MZuBr83CcDhiTg3xvOk518i276LSHmYaGVoYXQ2zcOvTeM48NJwnnu3dLZ0vJDPQ28qxInZCqO5qgSz4vK73BPApqenefDBByWQFeJtUtIMxgt1UmcEo93PPdf8fW3fGaOyjSK6P005vq65vKqbxII+YtIsQYirViri5/q+JJpho9z1YeyFO//OiSC2BZ1TPwIUTF+UeP4gqlk/K7XghVNZnBZzEk9Lhnwcn6mgGW8+gUyIi2a33jRhWcHsunXrKBQKy9n0gj73uc+xc+dOYrEYHR0dfPCDH+To0aNnraNpGg899BCZTIZoNMqDDz7IzMzMZTkfIa40juMwmq1R0UxiC60qteMv0T/rltAZ6YYdwTqWGiDXdjO+RpFKYj22dzE/ttaw6E4EJe9NiKtceyxA0KfS03s/eze41QrCVYWRkShBbY5E/gB6sI1AfZZoZYiOWJA1bW5t2smixni+vqTjpSJ+8rUGE4WlbSfEkjm22zihBcsKZn/rt36Lb37zm4yMjCxn8zf15JNP8tBDD/H888/z6KOPYhgG9913H9XqYnmQ3/qt3+Lb3/42X/va13jyySeZnJzkp37qpy75uQhxJXEch8lCnR8enuGZE/OEA55mioH2yN8212us1VCAfOYGFMfC9gapRledtS/bdmhbyLUVQly9UmE/qbCfWkNh+N6dzeezh6M4NnRNPgaoZ43O3rLmjNHZoaWV2PSoCh5F4dRs5VK9BCHOz2l99H9Z9xjXrl3LXXfdxc0338wnP/lJtm/fTjweP++6d95555L2/f3vf/+sx3/9139NR0cHe/fu5c4776RYLPKFL3yBL33pS7zzne8E4K/+6q/YvHkzzz//PLt3717OSxLiilaoNdgzkufUbIWG5dAVDxBeSBFwTJPBPYcBMFW4qasEQDG1jYCepRodpBFoa+6ropuE/B7SEcmXFeJq51EVVmXCvDCUY8uuh3h18AW2DzlEyiqjYxFWrRohWj5FJbbazZ0tn+KmgY18bc84pu3w0nCOD+3oxbOEuzTpqJ+xfI18tXFWNRUhLqnLPQHs7rvvRlEUHMfh05/+9Jv2dbesi8urKRbdWnjptPtNcu/evRiGwbvf/e7mOps2bWJgYIDnnnvuvMGsruvo+mL7vlKpdFHnJMRb7cBEkdfGi/SlQkRel+daeukbrKm6b/iTg7DNa2IrPsrRNYS0WSrxtXDGe3SurLGxK057VEZmhbgWdMSCKEAg0MORe9axfeg4ADOHYwwMVOma/AEnNv2GOzpbOEQltoZtfQleGS1Q1kwOT5XY2pto+XjRgJfphRQFCWbFZePYl7fO7Gc+85k3DWAvFdu2+eQnP8ntt9/O1q1bAXfymd/vJ5lMnrVuZ2cn09PT593P5z73Of7Lf/kvl/t0hbgsDMtmLF8nHfGfE8gCeH/0z83f46vddJxyYj0+s4IezFAPL07U1AwLVVHY2Bl7S97DQojLrz0WIBrwUtFNttzycY784N+zadwhVlCZmAzRpxwlUh6iGh0gWh4iVjzGLYOreGW0AMBLw7klBbOKohANejk2U2ZzdwyvRxqviMvgcteZ/Z3f+Z3lbLZkDz30EAcOHODHP/7xRe3nU5/6FL/927/dfFwqlejv77/Y0xPiLZGrNijWDTrj546kGqU51i/0WS8HYXdmIcUguQWvUaaQ3o7tWRw5mS3p9KfC9CalWYIQ14pIwEtXIshItsZAcjuv3NXPpr93O3COH07Q21Ona+IRTm76dRqBFMncfm7o7SXk81A3LF6bKGJYNr4lBKXpiJ/posZ0SaMvFb5cL02sZEtIM7hiv0594hOf4Dvf+Q6PP/74WSXAurq6aDQa51RTmJmZoaur67z7CgQCxOPxs36EuFrMlXUapk3A6zlnWfnR/01gocne0HqVsOrekqlGV2P6YtSiA811DcvGtG0298SlioEQ15i+VBjdtHBUHxtv/zhDC+VjE/MqUzNBEsUjRMpDNPxpvEaZtsJ+tvW610LNsDk6XV7S8QJeD6btMDxfvfDKQiyHbQKtXauuuGDWcRw+8YlP8I1vfIMf/ehHDA4OnrX8pptuwufz8dhjjzWfO3r0KKOjo9x6661v9ekKcdmN52sEvOd/q3Y8+XTz9y2r3TaVtXAvimNSi67CCKSay+fKOt2JEANpGUUR4lrTEQvg93rQDItI+mYO3NndXDa2P+lWNph4BBSFeribaOk4t7Y3muu8MlZY8jHTET8HJ0s8c2KOQq1x4Q2EWArbBKW1MLWlNIM1a9agKAo//OEPGRwcZM2aNS2fSyAQoK+vjwcffJBf+7Vfu2Ce3kMPPcSXvvQlvvnNbxKLxZp5sIlEglAoRCKR4GMf+xi//du/TTqdJh6P82/+zb/h1ltvlUoG4ppT1U1mSlqznuyZyoef5Popt7bsqU4P7424dR+LyS0oDmeV47Jsh1rD5I71bUu6lSiEuDqkI35SIR8lzSAYC7LmHf+Soaf+bwZnIJ5TOXo8zqaN7uhsNTaIo/q43XOQ/+EdRDcd9o8VsHYNLKmqQSrsR1UU9gznOTFb4bqeBJu640SlGYu4FCyj5WC2pbVs28Y+o3Ctbds4jtPST6FQaNaO/f3f//0LHuvP//zPKRaL3H333XR3dzd/vvKVrzTX+aM/+iPe97738eCDD3LnnXfS1dXF17/+9ZZesBBXk/mKTllzu3Wd4/t/1/x1br2/eTOmGl2F4YuhhzrO2k97LMjqTOQyn7EQ4u3g9aj0p8NUNDfvKNZ2C3vfv7rZFayxP4JW9rijs0A91ElCn2JHm3ttrzYsjs8sLdUAIBHysa4jiqooPHNinh8emsG0WstzFOJN2UarWQatjcwODw+/6eMLKRQKvOc97+Ev//Iv+dSnPvWm67bSWi8YDPL5z3+ez3/+80s6DyGuNjMlDQfOGS2x6iXW7T0FgOaD+7omADB8MUxvjHqkG8vrphM0TJtS3eDGgSRB37l5t0KIa0NnIojjuE1R8EXZdcNHeezm3+Pel0x8lsL+fRl2RhdHZxuBDHdHx3geN7f+lbECm7qXPqdEURQy0QDRoFuya7as0yOTTMXFsq1LOzK7XKdrzCaTSe69916GhoYu5+GEuKbYtsNorkbEf+53zsKP/pLwQunkvWuj9HjddINiYguKYzXLcTVMm5FslU1dcTZ2ycRHIa5l7TE3oKzo7uismroe5907mFt468cmvEyMhukd/SY4NkYgye7wNL6FSGDfWMENhJcp4PXQsGympNWtuBTsS5xm8HqtjIhalsVHPvKR5uP/9J/+E9lsdjmHE2JFytcaFGoG8dC5wWz6iR81fzdWRZu/l+PrsHxh9GA7huUGshu6Yty5oV1GZYW4xsWDPjpiAfILk7EMf5Kben+CRx5INteZeyVBMDtKev4lAPyBADem3OCzrJmcnLu4NrWxoJeTc1VJNRAXzzLPavjzZpYVzP7mb/4m//iP//iGy23b5iMf+chZeax+v59EovWizEKsdPOVBrWGReh1QWhlaC9rht0LzljGw08m3DsetuJFC3agB9qoeeIMz1dZ1xnjrg3thPwSyAqxElzXk0BRFMqaAYCW3Mot2+7ghU3u5T6oKbx2OEnv6LfwmFUMf5w7E3PN7ZdT1eBMqbCfbFVntqxfeGUh3szlTjO44447+MVf/EUef/zxc49t2/zsz/4s//RP/8RDDz20nN0LIYDJQg2vqpxTAcT8/l82f9+zrpseNQ9AObEBFYtadBWjuTpr26PctaGd8HnSFIQQ16ZVmTDbeuNMFTUs26ERSNORvIXR+wepL/RP8R4PQLlOz9h3sTxhbotNc7r6377RAnaLLUTPx+9VMSyHSUk1EBfrcqcZfPvb32bDhg186EMfYt++fYvHtW1+/ud/nq997Wv863/9r/mTP/mT5exeiBVPMywmCueW5DJrJdY9d8T9XYWNPYu1HXOZm7FVPyVvGp9X5abVKSmRI8QKoygKOwZS9KfCTOTdgLKS2swD7bv48Q43mvVaCq+dStA2+xzh6ihBn5ftSfezpFA3GMnWLuoc3FSDiqQaiOVznCXVmV1WMBuPx3nkkUdIpVK85z3v4dSpUziOw8/93M/xla98hV//9V/nz/7sz5azayEEkK02KNUN4qGzS3IVv/P/Eau7oybPrUvwk/79ADR8cWqRXgx/ghk7Tjrspz16bvtbIcS1L+z3smswjapAsW7QCKRxkteh3LoOYyHjSD0axG7AwNDXMHwx3pGYbW7/4lDuoo6fCvvJVRvMSKqBWC7HdgPay90BrKuri0ceeQTLsrjvvvv4mZ/5Gb761a/y8Y9/nP/+3//7cncrxIqXqzbYO5LDcpyzGhzYhs7qHzzVfJxf24lXcUc+su278Zo1qtFVlBoKg20RvNIcQYgVqz8dZnt/ktmyjmnZlBMbeUfbjTy/zf2CHGgoHBhOEK6Nkygc4s74FKdT618cztEwlz+q2kw1yEuqgVgm2wLst6Y014YNG3j44YeZnZ3l61//Or/6q7/K//yf//NidinEijaer/HowWmG52usel3b2ewP/oK2olvubu/qCD8fPwCAg0K2fSegUPW341UVupPBt/rUhRBXmO39SQbSISYLGo1gBj25CeP2tc1GCubhELapkMq+TNgLt7W7k8bqDYtXRvMXdexY0Mup+QqGpBqI5XBssFsPZltKqPvsZz/7pst37drFvn376OnpOWtdRVH49Kc/3dKJCLGSOY7DsZkKz5ycp2FYrGmPoC5M/GqYNo8dmuZ93/5Oc/296zfyC4r7uJTcjKP6MHwxZuwkybCfjpgEs0KsdEGfhxsHUnzvtWlquok/sZHbu29iz6YT7DpsEq4rHBqJcZ33JLbi472ZSZ6YdttgP3Miyy1rMss+dirsZ7JQZ7as0ysNFMRSORbgtFyaq6Vg9nd+53da2tnrg14JZoVozUi2xhNHZ/F7VQZe13L2b54bxv/q1xnIuqMmR7r9fLhtCBYmHM+334qvUaKcWEfO9HFzbwS/V1IMhBAwkA6zoSvKgfEioY40Wuo6SnesgsMnAagdicBgiXBtjOsDDXqig0xWbE7MVZguanQllvfF2O9VMW031UCCWbFktuWOzl7KYPZ8JbiEEJfOTEmjYdn0vy61QDMsXhsv8gfHnmg+d+r6JD/pnJ74laCY3EikOkEl2ItiQo+kGAghFiiKwg39KUazNXLVBr7UVm5Zew+vrh1i+0mbWFnh6ESUrsxBprs7eHdPg7895oYGz5yc58Eb+5Z97HjQy6m5Ctv7k/IFWyyNYy8Es5cwzeCuu+66qHMSQrwxx3GYKtYJn6exwbGZMhsLL7Flyi2VM5mGO9YpqNmFiV8du/E3yjT8CabUThIhH51xCWaFEIvSET/X9yV5+vgcyXAUve0m5u54FE6OADAzFGX9qsNM9L2X++IjfEldh2k7vHAqxwe295w1EXUpUhE/4/k600WNgUz4whsIcdrpagaXswOYEOLSqegm+Zpx3pqwBydL/PTQ95uPD98Q54biMcCd+DXfvhufUaQSX0fe8LIqE5G2tUKIc2zpidOTDDFVrFOJrWX7tg8wmXaXdUyqaGWbUH2KdjvLTV3uZ1FFN9k/Xlz2MX0eFceBkVz1UrwEsZI00wwuYTWDY8eOkcstv+7cxW4vxLWsUDOo6tY5nbocx2HmxAF2DhUAyEXh9kGTgOleGArp67E9AWw1SDm8CseB3pTkpgkhzhX0edgxkMKwHGqWgtFxGye2LbaYPzgZI1E4jO3x8770ePP5Z07MX9Rxk2EfQ/NVqrp5UfsRK8zpNIMWx1xbWmvz5s0X1QRh8+bNfP7zn1/29kJcy3LVBo7j4FHPvp0yW9a58+TXm2/SY1v87KieAMBSA4wPfAi/nqUW6WGeJLGgly5JMRBCvIE1bREG2yLMlXX0UCe+297ZXGYOBYnlD6AFMtzsG6JjISvgyHSZJ47OohnWso6ZDPko1AxpbyuWxrkMI7PORfRpPr39xe5DiGvVVLF+3skRh4ZnePfxIcBtXbt79WLdx4mB92P4Y6i2QTW+jkLdpC8VJiLta4UQb0BVFda2R2mYFrbj0LXtlzjW5372pHIq1axBpDqG7YvyQNtcc7uv7hnn//r6a3zlpTFmS9qSj+nzKJycq1zS1yKucfZCaa4WO4C1fOX74z/+Y/76r/96WeektJjAK8RKoxkWc2X9vEGo8vwXSSy0rj2yTuGnVTd3rRIdZL7jNvx6jkYgTSXYg6nZDKRlgoUQ4s31JIMkQj5KdYNkOMHojj42jI8CcHg8xrr8fsYHPsiH06c4UG/j5Tn3+q2ZNk8em+PF4Rz/v/s3LmmiaTriZyJfJ19tkIr4L8vrEtcYx1pS04SW1hoYGCCRSDRHWJf6MzAwQDKZvJiXJcQ1qVg3qDascyZ/NUyb2/c/03zct84NZG3Fw+iafwGKiq9RohJfR87wkgz56JFajkKIC4gFfazKRMjXGgBE7/gQ5kIk4D8VID7/GqCgBJP87uBBPvPubm5fl8G/UNGg3rB48tjcG+z9/KIBLxXdZEJSDUQLbNtZyJdtXUsjs8PDw8s5HyHEBeSqDQzTPifN4OQLP+C9M+7tvIl2uCfm3qKb7rkXLdSFx6xhe4PUIgMUqw229iQlxUAI0ZJVmQgHJ4uYlk1n/7t5bd2fseOYRaSmkJ+oE9o0QT3SR6R8iq3Ocbp2vYP3X9/Dp795AMNyeGkox4d29LZcsktRFCIBL8dmymzujp8zP0CI0yq6ydPH5nhnu0FgCdtJaS4h3kbzFR31PB/sycf+vvl7Y5OGRwEt2M5Mz7sBCGjz1MI9VH1uu8lVUsNRCNGi7kSQVNhPvmaAL8LsjWuay06NR2mfce8KacEOYsVjhCsjxEM+tvclAag2LA5MLK1kVzriZ7asM1teWs6tWFnKmoFu2pimCdV5mHq1pe0kmBXibWLZDpOFOpHA2XVhzeIsNx+eAKDmh1u73IvGfMftOKoXj1HFURTKyc0U6iapsH/ZLSeFECtP0OdhbXuUYt1tkd2++2eoLgyDRYZ9pKZeIFibwvJFAYX0/Et4GyVuXZtp7uO5k9klH7Nh2gzPVd3byEKcR71h0TAXynJlj8P+L7W0nQSzQrxNinWDsmaeky87960/w79QknF4k03KY2ErHrJtN4NjE9KmKSU3uykGdYM1bVFplCCEWJL+dBi/R0UzLNrad7FvszsxK2AojE2G6B37NgD1cDeB+hzp+T1sag+RDPsAODRVagbDrWqPBdg7mufHJ+aXXepLXNs0w8awbXcCmNn6KL4Es0K8TfK1BnXDInRGIGrrdTY9/mzz8abBAuA2SLB8UYL1WbRAO8X0dhqWg9ej0JeWiV9CiKXpjAdpjwXI1xpY/hilmzY2l80dihHPHSJaPA6KSj3SQ6x4lETpKLsH3dFZ24EXh5bWDCkR8tEVD/LyaJ4fHpohV21c0tckrn51Y2Fk1rbA1FveToJZId4m+WoDnLNL10189Q9Jl91ZnIfXqFwXcr+ZzrffimpqqLZGoW0Hpi9GrtqgLRqQRglCiCXzqArrO6NUNXeEdO1N/4LDfe5nUbSgMjYeoW/0m+DY2J4ghj9OKvsyd/UszjJ//lR2yTXkwwEvg20RhrJVvn9girFc7dK9KHHVK2vGwt+ULSOzQlwNJvJ1wmfkyz5zcIRtP3y6+XjVde6ohxZooxJbS6g+SSW+gUrMnaxR1gzWtkfxtjijWAghztSTDBEOeKjoJuH4Zo7c091cNn0wRqgyTir7MgCNQAaPVWez9jJr290Jp1NFjZHs0oNRn0dlsC1CoW7w/KmspByIplJ9IcfOtmVkVogrXUU3ydcaRPxeLNvhyy+OYnz7j0nV3FGPV9d5uSniXiSyHbvxN/IYvgT5zA5QPNQbbnpCX0pSDIQQy5OJ+OmKBynUGhj+JDdt+wkOrnJHZ2NFlWNjUXrGvotiu7mx9XAPwdo0d/Ytfgl/7tTSJoKdpioK/akwU0WNE7PSHUy49WUr+kIetnOZ0gxKpRKNhuS3CHEpzJY0KrpJJODlkYPTvHRohAcP7gfABlZvLQDgKCrZzE78RpFiehtGIIVlO8yUNTrjQdqiS6nEJ4QQixRFYXVbhHrDAkUhkryeU3f1NJcXDsbwa3l6xr8HgKP6UByLd6TyzSYKe0byTBeXV27LoyrEgl72jxeo6ObFvyBxVdPMhXxZQLFNsC5DMJtKpfiDP/iDs5574YUX+JM/+ZOWDyaEcEuPvDyax+tR8agKe0fyfGjyq8Q1N/fswAaV3cESAMXkVlBVDG+UYqiPyUKdofkqyZCPbX2J89aoFUKIVnUlgkQCXmq6iRbq4M71t3Jg0A0N4iWFfeNxOqd+RKx4FADDF6OtPsyO/jjgfp793ncP8fWXx6kvI12gPRpgrqxzbLp06V6UuCrVGxYNayEn+3JNADvdmvZM3//+9/mt3/qtlg8mhIBXxwqM5+v0JkNUdZPS/CwfOnQIAEuB9m2Ld0DmO3bj13PMeLo4VfWTDPt49+ZOPrSjjzXt0bfrJQghrhGZiJ/2aIBC3aARyOCLrWX2nsHmcv21CKYFq07+PR6jguFP4G8U+OkNHjIRt5yX7cAPD8/yX751kFfHCks6vqoqpCN+XpsoUqwtrdSXuLbUjTODWUMmgAlxpRrP13htskBnPIhHVTg5V+GnJr5GVHe/KL66SeWdvlkA9ECGcmwd4DDm6eOWwQwf2N7Llp44Ib/UlRVCXDxFURhsj1BrWKCoFFPbuG31zby21q1/nSgrPH8ihd8oserUP+AoXhTHopdZPv2+Lbx3WxfehTtEJc3kf/94iPly6yNq4HYHK9QMDk4urauYuLZohoWxkGaA2QCr9dRWCWaFeItohsXe4Tym6ZAIuYXHT85WeNepY4A7Ktu/dfEiMNV7H/5GgaovjR7poz8Vxu+Vt6wQ4tLqigcJelXqhoUW6sZIbab2zg1YC1lMyX0h5nJ+koWDtM0+g+mLEqkME1At3nd9D595/xY2d8cAt7PhnpH8ko6vKAod8SBHpkvMLTEQFtcOzbAxTo/MGlW3C1iL5MooxFvkwESR4VyVnjMqEDQOP0Fnyc0zO9GvcKdnDgAt2E6u7Wa8Rplp/yCxSJhM1P+2nLcQ4trWFg2QiQYo1BqgKJSS13Hj6pt54vYIAB4Hhl5IY5sKfSPfBNvEr+cJ1Geb2//croHm/l4ZXVowC25DhYpucWxGcmdXqqpuguN+g1L0pVW4kGBWiLfAbFlj/3iBtmgA38Is4IZpc92JHzbXcdYszuad6n0Aj1nH8kWYUrsYSIea2wkhxKWkqgqDbRE3mAAawQzV1Bb677qJE92LpboO7U+iOgap3KsojkWwPt3cRyYaYFXGrT87lq8zW156hYN0xM/JuSq1hlQ2WIlKmoHXu3A7oLG0LzXeC6+y6Itf/CLPP/988/GJEycAeO9733ve9RVF4bvf/e6STkiIa9Gx6TIVzaQrsTgqOzxb5PahcQAMD9zePg9APdRFPrODcG2cUmQQzZ+iOyH1ZIUQl09PMoTf60EzLII+D+XkZgaLJ/jaT43T9xenCBrgORai0FkjFXqVfOZGIuUhiunrcVQ3berGgVSzicLLIwUe2Nq1pHNIhHwMZ6tMFuqs64hd8tcormxlzWyWfFMa1SVtu6Rg9sSJE80A9kzf//73z7v+mW06hVipijWDE7MV2mJn14TN7fku6aqbE3RqFVzvcdMNpvreg+LYKI7NbGAV0YCXDmlZK4S4jNqifjIRP8W6QdDnwfTFKKe38X5tin989xS/8L06AKN7Umxpm0axGgRsjYA2jxZ2O4ftGEjyjVcmADfVYKnBrEdV8KgKp+aqEsyuMIZlU2tYzXkhSqO8pO1bDmaHhoaWdmZCCABOzlUoagbrXldKq3vfD5q/R1a5oxm1cC+F1DYCehbdn2aadvoSQaKBJX3vFEKIJfF6VNa0RXjmZJZOt4Qs5cR6uipD9O2cY+/xl7jphIOvrjI5GiG59hDl+HqCtalmMNsWDTCQDjOaqzGWrzNX1mmPLa2xSybiZzxfI19tkIrIPIGVQjPchgk+j4rjOJdvZHbVqlVLPjkhVrp6w+LIdIlEyHfWnQpT17npuDuCofng5nY3P2iyz03Z8TZKFDrvoGb56E+H3/oTF0KsOF3JED6PQsO08XtVbE+QXNtObtfm+It7R7nphJsjOz0aYWtuH/n0diKV06kGbjhx40CS0dxCqsFonvuvW9robDTgZaakM1GoSzC7gpyuMRsLetEbBhj1JW0vM0qEuIyGs1XmKzqZyNmjE5NPf5XYQsevsUGLlGqjBTsoJbcQ0LM0ghnmw4MEveqSRzaEEGI5OmIBMpEAuepifU8t3E05s5N7OzZzaiEujc158MzMoNgmAT1LoD7TXP/GVanm7y8vo6qBoiiE/R6OzZSxbOfCG4hrgtawMS13ZFZxLBQJZoW4MhiWzaHJEmG/F8/r2s5Gnl3MM48PuG/abPsuwMZnlCglryNn+ElF/OcEwkIIcTn4PCrrO6NUtLOrCZRSm+lN7ebQdYsTUY9PREkUD6PYFqHaRPP506kGAGO5+pIbKIBb1WC2rJ9VEcGyHY7PlN3yYeKao5kWDqAAqmODWVvS9hLMCnGZjOVqTJfqtEXPDkZtvcqWo1MAVAOwM13GQSHXdrM7mSLQTiW+lrJmsioTPicQFkKIy2UgHSYS8FDWFlvLOqqPfPtOIjds43QZ+9pwiMT8Kxi+GNHyEKq1GLTeOJBs/r6c0dmgz0PDtBlbSFeoNUyeOjbHDw5NM5xdWpAjrg71hnXGIxvFlJFZId52tu1wZLqMqijndO0qPvMVwguDCxNrLCKqQymxEcMbw2tUKKWuQ1eCqIpCV1xKcgkh3jqZaID+dPisVAMAw59k7aZf5MjAQt3ZgoozOYPiWPga+bNqzp6dalBY1nkkQj5OzFYYz9d49OAM+ycKWDZMF5cW5IirQ0U3UBfmlSiODcbS6hRLMCvEZTBRqDOaq9ERO7ekVvixxdrLmQF3lCHXvougPoce6qASX0tJM4mHvJIvK4R4y61pj2LZzjk5q1ZiEyPb2pqPD0/ESRQOAhCqjjafPzPVYDRXY7a09AYKqbCPXLXBj47MMpavMZiJkI74ma800E3rwjsQV5VS/Ywas9gopgSzQrytbNvh4GQR27YJ+T1nLasO7WXTMfe2WzYOOxNlTE+QYmIzXrNGMbWVouEhW9VZlY6cs70QQlxufakQ6Yj/nNFZFA/x3Q9gLkQOylCA+PwrGL4EkfIoHnOxnNJNZ4zOvjicW/I5eD0qkYAXy3YYbIvg9aiE/R6qukmxblx4B+Kq4TgOJc3E510cmZU0AyHeZuP5OkPzVTrP07XL+uc/b/5euE4noEI+swO/UaQe6mTI6SFbbbBrdYbda9Nv5WkLIQTg5qyu74hRrJ0bNK7uv48Da9wv2dGqQm1kFhwbn1EkVJtqrrdzdYrT1QhfHMrhOEuvTNAZD9IZDzbLGp7OpT3feYmrl27a6KbVHJlVHQvM0znYrQ3orOhgVreWPstSiDdj2Q6vTRbBgZDv7DehXpxm40unAKj74dbeAgC5tl2ojQpHnQFsT4B3bupg95o0Aa+Mygoh3h6rMmGCfpVa4+zKBkaok+z2nubjYxMx0rl9OIqXcHm4+Xwy7Gdjp9vFa77S4NT80orgvxFF4dwRY3FV0w27WdsYFnJmT6cZ+Frrfrmig9n6EuuYCXEho7kaI/NVOhPnvgGz3/hjggsDCuMbTTJeCy3YjhZoo2AF8KcHeGBrN5u64tIKWgjxtmqPBehJhMhWzg4cHdVL5y0fQvO5jyPDPhIze2gEUoRqk3gbxea6uwYX7y69OLT0VIPzCfk9TMkksGtK3bAwFmrMus7ImfVKMHtB+vR+GH4GDn0Ljn4flnEbRIjTTMvmtYkCqqIQfN2orKFrbHpqDwA2sGWN+4GfbdtFoJEn6+2iv7efrvMEwUII8VZTFIX1nTF00w00zpTp3MXBDW53rrCmMDVWxNso4zMrZ6Ua3NCfbN463juSx3zdfpYj7PdSqBlUdfPCK4urQt2wMC2nGcyq9mKageltrQvcig5m60NPwuhzMHcEimNgya0LsXwjuRpjudp5A9LXvvGnZMruB/nQoMO6kL5QW/ZGsE0K4VVkzlP5QAgh3i796RCrMhHGcjVGc7VmFQE92I52/ermemOTEdLZvVhqgGj5JDjuekGfh+39CQBqDYsDk6WLPqeI30OtYVGQSWDXDM2w3G4JC3xWDQV3cFGC2RY0ou2QWQexbrBNCWbFsjVMmwPjRbyqek5d2emixtZnftR83LnB/UAvpLejoFBV41jxfulDLoS4ooT9Xt67rZsHtnbTkwwyVdAYyVaxFC89Oz9IfeEjKzHsJTG3Fz2QIlSdIFJZLNN1qVMNvB4V03akE9g1pG5YcMaNcZ9Rbv5uqhLMXlDdXngzqN6FYFa+6YmlcxyHV0bzDGfPPyr74qNfYeO0e8tksg1uSroTIWa77sLXKDHj7yMaixMPet/S8xZCiAvxeVTWdUT5iW09vGdbN2G/h2LdIJjexpF1C6kGusLUZINQbQpHUYjnD6DY7vV0U9fiZ9uBiSK1S5Ae4FUV5ssSzF4rSnUDr2dxaNZvVZq/G15fS/tY0cFs5XQ1A9XjBrOmVDcQS3ditsLLo3k644EzEthdc2WdnXu+2XysbKmhKlCNrKIW7sVRVGZ9PfSlQjLpSwhxxfKoCoNtEVZnouSrDfRQB/Vtq5vLR6bcVAMt1Em4Ok6kPNTc7ubV7uisaTvL7gh2pnDAw3Spjm3LPJdrQalunnVH028uBrMNVYLZC6pYZ47MWpJmIJZstqTx3Mksfq9KPHTum+65Z59k98kCAMUw3Nbp/j7bfReBRo56sJ1KoINMVDp9CSGufINtERRFoeF46Nj5E82qBrFhL4m5fYCK5QmSyL+Garkz0s9MNXjm5PxFTwSL+L1UNJOyJpPArna27VDRjbMGgs4MZjWjtS8sKzqYrVo6lmODooJjS5qBWJJaw+SZk/OUNIOu+LnpBaW6wcZn/7b5Jstt1Ql6oOFPkk9vx2tWyYZWE/IHyEi+rBDiKtCdDNIWdbuDRdt2cGStG81G6grTczbx4hG0YAfB2jTR0kkA+lMhuhdSsEayNf70RyeoXES6QcjnoW5YFOoyAHW1qzZMdNNuVr0A8J3RSU7XWmtdvKKDWcOx0O3TAawiI7OiZbbt8MKpLGPZOqsykfOmCDy75wDvPDoJuE0SbhkoADDbeSces47pjTDr6SQe8hEPtnYrRQgh3k4+j8r6jhiluoEW6qSyrb+57NRklPT8HlA9mL4YifxreIwKiqLw4Zv68C3kRR6frfDfHjnKTElb1jmoqoLjQEE6gV31RrI1SppBNLA4Z8R3Rs5sw2ot/W5FB7OmY1K3z3gzSEcw0aJC3eDkXJWuRBCPeu6bTTMs2p76C/wLXypHNrtNEizVT7ZjNwE9Sy3cR86O0ZcKo55nH0IIcSXqS4cI+T1UDYX2ne+nsRCHRIZ9xLMH8Jg19GAbfi1HrHgMgM3dcT757g3NyWBzZZ3/9shRjs+U3+gwb8rvVZcdDIsrg25aHJosEQ14z7oGnk4zqE774anW/j5WdDDbcBx0+4xbHZJmIFqUrejUGxaRwPlbzj53YIQHjrgf4qYK168tuNu134KteAGFcnwdNtAWlRQDIcTVoz260B2s2iDWtZvDa9w7S9GawnTOS+fkY6CoGIEEicIhvA23HOFgW4R/d/9GepJuykGtYfEXT59ySzMtUdjvYbas0zAvvhGDeHuM5WrMljXaXjdnxGfWANDyfnwjrQ0yruhg1nBMtNPluRQVpL2taNFMSUNVOG96gWnZeH70v4hpbuL6sY02a/0NHBTmuu4kqM+jhbvI+7oJ+T2kJV9WCHEVURSFdZ1RdNOmHshQOiPV4ORkhI6Zp/A1ijT8abyNIrHSsebyTDTA/3nfRjZ2xgCo6haPHZ5Z8jlEAl5quklRmidclSzb4dBUCZ9HPacKkM9yc2YblfMPFp3Pig5mHYfFNAOPFxqVN99ACNxgdSxfJ/oGea4vnZzlvQf3Nh/3LTRJKCU3owfSqJZGObGRsgHxgI9kWIJZIcTVpTcZIh70UtJsUrs/gLkQTQRG/CiWQdfE90FRaATSxAtH8DaKzW2DPg8/d8sAp+8sP3Z4lrK2tKA04FWpGxZD8xUcaUV/1Zks1BnP1WmPnVvJ5/TIrCHBbGsUXtc4QUZmRQtytQblukHsPE0ODMtG+/b/pL3spq8cHoRdIfeNOdt5JwE9RyOQoRoZoKKb9KRC5825FUKIK1ks6GN1W4RctUGy8zYOr3E/D+MVhbGJMG2zLxCoz2D4k/iMIrHi0bO2b48FuH1dGwC6afPIwaWNziqKQkc8yMujBU7NVy+8gbhiOI7DkekSDg5B37kBq89yr5nVWuuNhFZ0MBs0HErmQgK5BLOiRdlKA820z/sm3PvUs/z8niebj8PXVVAALdhBOb4en1GilNiI7Q1h2TYdsXNLegkhxNVgsC2Cz6MyqoeZ3r22+fz0/jhYNj1jD4OioPszxAtH8en5s7Z/77buZoWDp47NkasuraJQIuTDqyo8dzJLtiITuK8Wc2Wd4WyV9uj5r38+q4ZjgyMjs60JGFCxzghmrQZYUoRZvLmpYv2s1nun1cs1dn/1cwQW/oSev17hXVE3xWC28x34zDKGN041NohmWAS8HlIRKcklhLg69afC3LOpg5DfR3jLz3Fwlfu5GCupHB2Kk8q/SrgyguFP4DNLRM/InQU3GL1nYwfgdgf77v6pJZ9DdyJIvtbguZNZtGVMJBNvveOzZeq6RfQNWrh7zRpGzYPitH7XcmUHsw2Hum1g2NZCFzBTas2KN6WbFpMFjVjg3Dfh/J//Owbn3dH98YzCPVvm8AGWGiDXvhO/lqMSX4vpT1CoGSRCPlKSLyuEuEqpqsKGzhjv297N5g03cehdqzldW6D+WgSrodA79h0A9MD5R2fv29JJaOEu1/NDWaaKS7tDqigKA+kwJ+cq7BnOSf7sFS5fbXB8pkLmPLmyp/nsOka19VFZWPHBLDRsE90xJJgVLclVG1Q0k9jrJn/NP/VV7nzpMAANDwzdFWY17t9StuMWFMfG9gSpxNdSNyxqDZPr+5LnzOIUQoirTTzo47br1vDgbR/hua1uEBLUFV47miRWOk60dBzDl8BrVIgXDruzrxeEA17u3dIJuE8vZ3TW51HpToR4dbzIoanSpXlR4rI4PFWiWDdInqf9+2leq06j0nq+LKzwYNan25hYaLYEs6I12UqDhm3j9y6+dYz5CTZ84S+aj7++u5N/EZlsPp7rfAcBfZ5atJ96oJ3xXI1N3XE2dsXe0nMXQojLRVEUNq3fRf6etc0mCp7DQbSKh57x7wGghTpI5A+cVaoL4J5N7c0JtfvGCkuubAAQDXqJBbw8dzLLkEwIuyLNV3SOTJdpjwXOW9YSAMfBY+nUqxLMtsxXc1MM6rYBqgdsS4JZ8aYmCjUCZ46m2jbO//ubJGruzbWXVwfZst1PwnA/TIvJLTT8SRTbphJfx3RJpyMeZOfqtFQxEEJcUzyZNbxvw3v44S43fcprK7x2MEW0MkSseBTLF8XyBEnPvkiwNt3cLuD1sHtNBgDbgT0j+fPu/0LaYgEcB54+Pifdwa5Ah6dKVHTzTctReqw6KjalJVQygBUezHqrBo7joDdHZiWYFW+s3rCYKelnleSa/cpn2Xjc/eAtROD53TfxU4WXF5d33UVAy6KFOpjzdGFYNjtXp0m8yS0WIYS4Knn9tK29FWX3Zgph96nokJ9C1u+OzjoOeqgDj1UjPfc8XmOxtvstg+nm7y+cyi37FHqSQSqayVPH5ijWpKHClWK2rHFsukzHm+TKAvgMt32tvpBm0Gp/tysumH3qqad4//vfT09PD4qi8M///M9nLf/oRz+Koihn/TzwwAPLO5hpoTYW0gzALTxrSjArzm++olPWDKILk78KR57kxm8+1Vz+v27dyWcCP8K38PeUbdtFOb4er1WlGN/ARMVka2+Cte2Rt+X8hRDickv1b2ZXxz08+o5w87kj+1OEKyPEi+68glqkj3BtgvTciygLLeV7kiH6UyEARnO1JU8EO+30hLCpQp2njs+yb6zAy6N59o7keXk0j25KxYO3w8GJErWGRfwCAzk+0/2CoyyU5cq3mI13xQWz1WqV7du38/nPf/4N13nggQeYmppq/vzDP/zDso6lGjY+3aZinVGfTkZmxRvIVhtYFng9KmatSMcf/9/4Fj4Xv319B78xeJR2PQtAPdTF2OoH3ZaOviTDTidd8SA3DqTeOFdICCGucl6fn+TaXXRtv4EJN3OAxIyH0ckw3QujsygeauFeYoXDxPOHmtvespBqAPDi0PJHZ1VVYVVbhLFcjaePz/HM8XmePTHPj4/NM5KtLXu/Ynmmixon5sp0xN98VLbWMJmfm8UyFHyae52cS7R2jCsumH3Pe97D7/3e7/GhD33oDdcJBAJ0dXU1f1Kp1PIOZloEDYfy6VqzDmDJbQlxfuP5GkG/+5bJ/um/oTfrjigMtXtJ3ZRgZ/kIAJbqZ2jdR7E9AfyNPMXYWgpWiK29CSLnKeklhBDXknTfBvqju3nunYvB6fSrCcKlMRKFgwDYniCmP06seAR1YUDp5lWpZovbF4dy2BdRZsvnUVndFmVte5S1He5P0K9yaLKIabV681pcLMdxODBZRGvY51QBer0TsxUe3XfirDa2s4nWBn+uuGC2FU888QQdHR1s3LiR3/iN3yCbzb7p+rquUyqVzvoBUEybQMOhbGqLteks6SIizlWsG8yWdeJBH5MvfZvde8YB0L3w3B2b+aj+bHPdsdUfRgt34TGr2J4gY0oPbdEAa9qib9fpCyHEW6YjHsLs2s729bdwaJUbZsRLCq8OJ+ge+24ztUD3pwnoWULVCXedkI/N3XEA8jWD4zOLObWW7ZCvXdyd045YkImCxnheun2+VbLVBsPz1QuOygJuDXdqNM6oZFCKt1Zv9qoLZh944AH+9m//lscee4w/+IM/4Mknn+Q973kPlvXGeTCf+9znSCQSzZ/+/n4APLUGft1Bd0wajgkeLzSkpIc412xJo6IZRINe/N9bTGt55OYe/q/wE2flyebadwEQ0LNUQn3M2Em29sYJ+ZdWBFoIIa5GXo9KT/9a7NA2hu5d1ZzEY70WxlOcpm/kG+4TqgdH8RAtH2/Wnj1zItjpVIMTsxV+51sH+Y/fOMBjh2eWfV5+r4oKHJkuSXOFt8jIfJWqfm5t9vOZLNSJKzXKZwSzery1xkJXXTD7kY98hA984ANs27aND37wg3znO9/hpZde4oknnnjDbT71qU9RLBabP2NjYwCoFZ1AxcS0LTTbdCsaNCSfRpxrNFfDp6pYxRm2H3JLylSC8C9XvUZoYTS/ElvD2OoHAVDsBjg2475VZGIB1rbLqKwQYuXoSoUpxDdxR/8uXtzmBjJhTeH542naZ58hPfcSAHowQ7g6gV+fB+D6viRBnxuavDya55v7JvijHx4jW3VHZZ879eZ3Yi+kPR5gJFtjWkp3XXaaYXF0pkwi3Fr1nslCnRg18rXF9a2FSYEXctUFs6+3Zs0a2traOHHixBuuEwgEiMfjZ/0AeIoa/rpBwzYWGycYcvtBnK3WMJnI14mHfVS+/7/wL9wEGNto064sBLLR1ZzY+K+wPQFwHMLVCaqRAcbpYEu35MoKIVaWjliAULqHQnADyju3NBsppA8GmCv7GBj+KqHaJJY3gmpqRCojgDt6euOAOw9GN20eOThzZsMwpooamrH8igRhv5eGZXN0urzsfYjWjOVqZCsNMpELpxiYls10SSOm1NDOGJlV060NBF31wez4+DjZbJbu7u4lb+staHgNB1s3FmvNmvWzWu0JMV3UKGkG8YCXnieeaT6/YVURgGpkFSc2/jq2JwhAsD6D4U9wKnwDiUiYdZ0yKiuEWFl8HpU1bVHG/GvY0XE9z97i1ljy2nBoXxrFMhg89pd4zBqGP060dALVdAeTdp2RagCgKjTrkzqOe6fsYrRFA5yaq5CrSvWiy8VxHI7NVvB51JYaBM2WdWwHYtRgYQKY5oNQMt7S8a64YLZSqbBv3z727dsHwNDQEPv27WN0dJRKpcK/+3f/jueff57h4WEee+wxfvInf5J169Zx//33L/lY3mIdag28+ukuYNLSVpxrsuB+wOr7H6Ur6/5tDPU6XBeuU430c2LTr2F73UDWa5RR7QbZtp1MmjE2dceIt5ArJIQQ15qeVAgr1E45up7+u25kdqHMUseEhyMTUYL6PANDX6URSOHXc4Rr7kSwdR1R+hZuL7dHA/yf923k3i2dzf0OX2S72kTIR1kzOTEro7OXy2xZZyJXoy3WWs7r6etsjBrBkhv8ziYhEWytLvsVF8zu2bOHHTt2sGPHDgB++7d/mx07dvCZz3wGj8fD/v37+cAHPsCGDRv42Mc+xk033cTTTz9NIHDhYezXUxzwZqt4dGsxzcA2wZSKBsKlmxYj2RrxkA/v9760uGBjHQUYXvsLWF63OLhiGwS1WfKZ7Yx5BkiEfKzvaLHisxBCXGM6YwHaYn5GfIOsjqzmxff2N5dV98YwGwqp3D4Ceg5b9REtHgfHRlUUfvNd63nonrX8x5/YzOq2CINti0HNpagVm474OTJVli5hl8nQXBXNtAn7W0uxmyy4OczJegWPfbrGrILf11psd8Ul8t19991vOsvwkUceuaTH8+ZreBs2VUuDwOmRWfnjFq7Zkk6xbtCjVFmz3504WA7Bbe0lquE+9NDCaMFCnmwluoZ8ajvZXINb12RIRVr7ViqEENcar0dlfUeMJwsa1eQG3rEhy56NU9x81CRSV9h7KM0tN2Rpm32W6Z57CdWmCGhz6KFOogEv1/UsVszvigcJeFV002Yoe/FVh9IRPydmq+wdzXH3hg7UFm6Fi9ZUdZNjs2VSLU78Aphc6PgWrS2WYyslvBiYLW1/xY3MvtU8+RrBhk3J1ED1SJqBOMtUsY5lOxg//EKz29fIJpOkYpNvu9F9wnEI18ZoBFLkOm5htgaZSKBZL1EIIVaqnmSIkF9lJriWWKCN/HtvoL7wHT96JEA+5ycz9yK26ke1dWLFo+Cc29RAVRUGMu5dsELNoHCRNWcVRaE3FeTwVJlT85ULbyBaNpavUawZpMKtD+acTjOgtnhnXE8FW+6YueKDWW++RqBqUbE1bEUF25JgdoUqa8ZZs2RNy2Zovko04KHr8aeazw+sdvOs8ukdzUDW8MWZ67qLmjdJSTO5oT/ZUl09IYS4lrVF/XTFQ0xbUcqJDbwz0cejd7rpVypw9JUUHqNKMvcqWqiDeOEI0fKp8+5rMLOYajB8CVINwn4vAa/KnuE8ZU3uyF4KDdPmyFSJgE9tebRbMyzmK27cZZ7x/2Ckw4SU1q6jKz6YVesGkfk6dbNBxTbcqZISzK44tu3w+JFZvv3qJMdnyli2w1xFJ18ziB/6EW1Z99vi8X7YGahTjK7B8CcJ18YxvDHmuu5CC3cxU9LpSQZZ1yEVDIQQQlEU1rZH0QyLYvI6rGg/q2/dwUi7uzwx52FyJkjb7DNY3gi26ic1vwdfo3DOvlafkTd7sZPATuuKB5kta7wyWpBGCpfAsZkyo7kanfFgy9tMFxdr/lpn/LeabVHiams5sys+mAXonBkjlpukZC38g0owu+Lkaw1myzpzZZ0fHJrmBwenOTVXpWFaRL/xheZ6xqY6KlBsu5FQbRzTG2Gu+y60cDcN00Y3Lbb3JQn6pNuXEEIA9CZDRIM+8laQbPtutgQH2XtXR3P5yJEEsfIpgrVptFAHfj1Hav5lcM6uJ7t6Ic0ALs0kMHDTF7oSIQ5Nli7JaO9KVqwZvDyaJx7y4fO0Hl5OnE4xwEE5I+PDaY/R6VshdWYvhUx2jPcd/h61ykKbPAlmV5zZsk6tYbG6LUJ3IsSp+Qr7xvKET/2YgaECAJNpuDdTwEKlFN8Aioe5zneghXsAmCrUWZ05e9atEEKsdImwj/5UiHy1gRbuptCxi5uuu4HxjLs8Ne1hfs5P2+yzoKjUwz3ESkeJF4+etZ9k2E8y5N52HslWse1LM5IaDXhRFNgznLuohgwrmeM4vDpeIF9t0B5dWnWpqYWR2TA6wZIbluaiEIrHSHmv0tJcb4dK1o/XsTCzC13EpJrBijOaq+Jf+CYZ9HkYbIvSFQ/R/p3FUdnq9RpxHGYiG/HYDeqhbuqRPgBKdQNFVbi+L4l3Cd9IhRBiJRhsi2A6DpbtUE5sJNX+DvbdlmouP3osSXr+RRSrge0JYnhjpOZfxq/Nn7Wf06kGmmkzU750LWl7kiGminWGLlH6wkoznq9zeKpEdyLU8qSt006PzGbMIpGau+18AlKBGElva+kKK/qqm12YbF7L+XFsMCrT2IoCDbnVsJJUdJOpgnZO/+jGqR+z4WgOgGwM3tWRB0BrvwGP3aAaGwRFQTMsZssaO/qT9Kdb6yMthBArSU8yRCLko1g3QFHJt93E2lvfw+zCdTg95qU6b5HKvQJAI9iG1yiTyu5FsRfLM52ZajA8f+mu1R5VIez3cmCiiG7K6OxSGJbNK2N5bNshGlx6xdephWB2c2O0+VwlrhDzBomrEsxe0Mku9xuAx1Sol7wEajkq2GDIN7OVZLakUdFNYoGz34TK1/6s+Xt2m0VEdWjgpZZYg+GNooW7MC2b8VydLT0JblyVWvI3UiGEWAnCfi+DbRGylQa242B7gqR6HuClWxdLGB46lqRj6vFm8FoP9xAtnSJaOt5c58xJYJd6FLUjFmCqqJ03SNZNi7y0vz2vo9NlhudrdCeXPphT1gxKmvv/vc5crGJhxBW6fAm8Smth6ooOZsvpxRpor5UihLUiJSww6m+ylbjWnK5vd2YZkbmhH7PttSzgNkm4t3cWgKHQVjyWhhbuRvclGMnVWNUW5ra1mSUlvAshxEqzqStOVzzA0FwVy3bQQl303vZOCgvxaXzIBzNzdE+4zZFsTwDTGyGVfaVZ3WAgHeb0mMHIJWiecCavRyXs93BgokjDXKx12zBtnjo2x2OHZ856XsDhqRLPn8qSCPnwe5d+DTzd+QugQ5tp/m4nPLT5W++guaKvvp3hxVlyI8UQMa1EyTElmF1BGqbNaK5O/HU1Ye2v/X+oC3ML5q6zCXvcB9XuW/HYBtXYasZzddqjAd6xvr3lln1CCLFStccC3HtdF33pEKfmKui2Sn/Pu3l+l5s6oAKvHU/SOflDIuUhAPRgO75GgWR2Hzg2QZ+H7oWyTxOF+iUPLttjASYLdYYXAmXLdnhhKMuhyRIzZf2sMlIrmeM4vDqW58ljc3g9Cu2xpU36Ou105y+AZKHQ/F3NBEh6w+fZ4vxWdDC7qj2OpbhBSmJWJWdq5EzNrWZgtdZCTVzd5io6hVqDeGgxmB058m1uetkdla374Z0D7rfFV5TN+OKdGL44eW8HKHDb2jbS0rJWCCFako74effmTtZ3xhjOVsn5e2i7dRfVhVgoesJPteBh1cm/R7V0d15CqItY8VgzwD2damA7MJq7tHNcfB6VgE9tjs6+Mppn32iBnmQIx4GRnKQhWrbDnuE8Pz6RJRrw0hFrvabs6zU7fwHxhf9LG4h2xiWYbZW/zYuWdr/V9c3Bc54A5XoW2zLA0i+wtbgWzBQ1TMtp3h4xGjUG/sefNlvXljYbhPzuF549bT+JzyhSi/SRMwOkw356UzLhSwghliIW9HHPxg629iYYrnhY13UPj9/qfpaqjsLB19IEtHl6R78JgOUNY6tektlX8BgVVp/VCezSB5ed8SCTxTrPnpznxeEcbbEAkYCXZNjH0HyVWmNlD3a9OlbghaEs6Yj/ogdzTqcZKI5NJuv+u84moa1rPUG19S6aKzqY9QVNYhk3aFWBsXwItV6gYtak1uwKYNsOw9kqkeBCgwPHofC3n2TNhPuGmk/CO9a7ZWG+Z+2kv7sLxbGpRQao6CYD6TCeFtv1CSGEWBTye9i5Ok0y5GfK20ff7Tcxk3SXxSe8TE+FaJ99lnjhEABaqIuQNkOsdJzVbYsjdk8enbvkwaXPo+JT3dHZqN9LYuHOXXKhGsNEfuWmImqGxeGpErGgr/nvslyO4zQrGdxkDOFfqIqazThE2zcuaV8rOpgNGDW62xfzXyJjXtRanpJZk1qzK0C+1iBXbZBYyJe19n2NGx91aw3bCqR2l/B4HSxH4Sv+n6JXzWP4E9SCnShAR3x5OUJCCCEgEfKxtTfOuJViQ/ImnnzXYt3ZsVcTOBYMnPoKqqmBotLwJYgVj9IfhbXt7uhsttrgi8+PXvJWtL3JEB2xIG1n5IKqqoJHVVZ0LdrxfI1ctXFJ0uty1QbaQs7zuxpPN58vp1US3qW1hF/RwWxQrxLp0rEWZvpsPwlT9dxCMCsjs9e62bJOVTcJ+T2o9TyRL/xvvAtzCQ7eoLA16fbV+5p1F70dGXxGkWp0FUXLTyTgXXbCuxBCCNf6zhjpWIgJ/yC7rruRw/3u3a5YUeXoqTh+o0jP+HcAaARSBPQc0doYv3L7IGG/e1dt31iBp47Nv+ExlkNVlfPWTM1E/Izn6xRqKy9GcByHE7MVvB7lktyVPD672Lu2r3Sy+Xs5E15Sviys9GC2UcbjczA63VsUHUWYytbJGTUwJWf2WuY4DsPzVQI+D4qiYP7dZ+mecf8OJtrg/vXTAOiOjz82H+TWVAVQqEf6KGkGHbEAseDF3WIRQoiVLhb0sbUnwYTTTl9wFQfuX8Xp+gT11yIYukr7zDPu5C/Fg+kJEiscIRNS+aVbVzX3808vj1/yyWDnEw14qehms2vVSpKtNhjP18kssV3t+RiWzXdfmwLAh0kovxjYFrq6CasLI79ma6PgKzuY1d1/pPbuxW9YyqjFrF3DlmD2mjZX0Rkv1MhE/DB1ilWPvQqAqYJye5mE6s4A+0vrAXzhBOvUCWqRAerhXjTDoj+9tG+NQgghzm9DV4xEKsO4t58H+q7j2evdEdFgQ+HVw0kUHAaGvoJim+iBNoL1aUK1Ca7vS/LOTR0AmLbDF54eom5c3u5diqIQ9KmcmK1g25c2teFKN5qtUWuYRAMXX4ryqWNzZCtu7PXzkb0Ecm44aqoQ6hxAPd0sQZdg9oKCDfcfKbRm8VvG4JDChFZmLH9pb1mIK8vIfI2abhEJeNG//IfN9IK9N9q8M1QG4AfWTfw/5k9za7oKDpRS16HbKj6PStsl+GYqhBDC7Q52fV+SYf9G/KEB6u/egrZw4yt0NEi55CVUn6Zz6kc4HnfELlY8Bo7DB2/oYWBhcGGuovM3zw5jX+L82dfLRALMFDXmKytn0Kth2hyfKV+SO5I13eR7B9y7nwoOvxh6jmTeTVuYSkN7uNNdUS9DIPJGuznLig5mVdw/eLMzSi3hPrdp3GFsboqXx8YxLen0cS3SDIvjs2WSYT9OboY1Lx5zn/fBrjU5FOBH1g18wvhNTLzcHRulEltNLdJHWTOIBX0SzAohxCW0riNKOp3heHAbdyc38djtC40UHHhtfxrHga6JRwjUZ9CDbYSrYwS0WbwelV+9Y5CQz82f3T9e5Fv7Ji/ruYb8HjTT4sRshclCnZJmXPOjtJOFOnMV/ZJM/Pr+wWlqDXcE/V3peaKzR5sDSnNpD2F1oW5tbR5ivS3tc0UHs6fpwTjOavfbhteG8MkCpXq+2S9YXFvG8zWyFXc2pv6Pv49/4b/5yHUWW9QGT1nb+A3jkzTw0RU0WB22KKWuA0WlrJn0p8LLatsnhBDi/II+D9f1Jpjy9FJLXU/frduZjbvLUuNeJmZCqI5F7+i3sLwRVEsnujBpqC0W4FffMcjpOUk/ODTD86eyl/V826IB9ozk+edXJvjHPeN8dc8Y+8cKl/WYb6cTcxUUuOi27dmKzhNH5wDwqfCJ9ItMFhcHDguZICHFD47tVpVqW9fSfuWKDFQDETwbF3sAdw81yNVnV+RsxWud4zgcn3FnYyr1Mque2g+4eTrXrSsyH1nNV9t+HQP3y80DqSmqiXVooW4cx8G0HbqTy+92IoQQ4vx6kyGiQS/j0evYmL6ZZ9+VaS4b35fEsSFZOEhAm6MRSBEtncTbKAKwuTvOT9/U31z/Sy+McvKM2fKXWjLsZ11HlL5UiGjAS1kzeXk0T7567cUNhVqD0VyN9CW4I/mtVycxF0ax37PKol87SqG0ONpb7YwTJIBSz0MoBXEZmW3ZvM9Pbl0Kw+v+A19/yuFk/SRz5cs/M1K8tU5P/GqLBqh//Q8J6+7/+ZHNNtd7NeYGf5p/ucHgT3fl+J3NEzzYV6CY2gyKQr1hEfZ7JMVACCEug1TET08yxJzupdC+k5033MbRPne4NVFQODjkDtW2Tz+J4UvgM0tEysPN7e/a2M471rcB7oSwzz9+gt//3hH+nx8c5U8eO84/7h3HuMTpg16PSjTopScZpFg3ODRVvKT7fztphsVotsb+8SIVzSR+nlJlSzGSrfLScB5wq0J8pHOCaHkIq7C4X6WrC4+iusFsZi0EWqs3K8EskPcFCab70Xrc+83JGnjGhjmeHX2bz0xcaqcnfoUx6H/sOcDtA712fZGR4DrqEfdbYHewwW3BEWrJjTSC7QAUNYN0xE/yIrueCCGEOL+17VFMy6Ea6iXSfgfH7l0cbW3sj2DoCpm5F/FYdQxfnFjxKKq12PzoZ27uZ2OXe6dVM21GczVOzlU5Ml3mR0dm+dGR2cty3oqi0BEPcnS6fNVPDJspaTx5dI6v7RnjW69O8up4gc54AEVZfm1Zx3H4+ssTzcfv25KivXaKgJ4llHdDUc0H6a41qLaBo6qQXtPy/iWYBcqBMOFYL91diyOxfaeKzMwdQrvMZT7EW+fMiV+l7/wxiao7Kntsvc2NwTq13rvdFR2LSHmEWnSAYmprc/uabjGQDqNKC1shhLgsepIhEiEfhbpBMbWV2zc/wHNb3ZG7kK6w51gKj90gM/s8uj9NQJ8nXB1rbu9RFT5+xyAbu2IEvCqvj7+eODp32SZ3J0I+KprJgYmrd3R2PF/j0UPT7B93R1AH0iHWtkcvuorBaxPFZpOE9liAd/VDrHQMy1RIFtz/pMmMQiqQIGjkccLtLacYgASzrmCKwcQgbf//9u47TK6zPPj/95zpfWZny2yvWvXmJksukm2BbFNsTAIYxxhCSSDJL4SQvJA3wUBICIQWQn1JjOnd2BR32XKVZcvqXVpt7216n3N+f5zVrNa7ktWlle7Pde1l78wpz8yZ1dzzzP3cd/XkC3xeR57+6BaG45JqcLE4svDLb1OoefSp4u3V86L0KeWkggtA13DFu0i5qhgOXU/eYnzCzxc045O3R/JlhRDibHHZzDSUuggns2hmB7nSq8m9YWGxVJdzv41MWqV88FlQQFNteML7QZ+ceHLazPztTXP46juX8Y07l/Pfdy5naY1RsiiSyrG5c/ysjb/CZ+fQUJzB6ORsca6gsX8gdsE3WugaTfLUviHi6QJNZW6Cbhvm01zwBVDQdH67dXJW9vZlVTjyEZzJPnoT1mIgOlZixqnYsOQTaKVzwXTiAfQlH8ymLA5cVhdeswNTWQmxoPEH0dIPkcEdtA+3vc4RxGyQL2js7Y9iManEnvoupWHjOrfV61zpSrI3cAMArngnaUeI4dBqclZ/cf9IKoffaaHcK/myQghxNtUHnYBCrqCRdNezuPGtvLzUWCRkzSts6fBjzYYJjG0nYy/FkezDkeyf8ViKYrReXTu/onjb+r1D6GepFq3HbiGVLbCzN4Ku63SPJXlkVz+P7urnqb2DDETSr3+Q86BjJMFT+wZJZQvUljhOK6XgtV5sG2EwaqReNJW6WFbrx5YawpHqpy82OUEULXXiKRTImxzovtpjHW5Gl3wwG7O5qLL6URUVi6cSf/XkC6127zBdvVvO4+jEmdI5lqRrLEW5x0Lo938o3h6cHyOqO7HWXo4z0U3aUc5w5WpytsCU/SOpHA1BJ/aJWoZCCCHOjpDPTtBtZTyZBUUhHrwc0/WXk5+IWKx7beRzCmUDz6CZbICGO3rwuMdsKnPREDRq1/aGU+wfiJ3V8bcNxXly7xAP7+yndyxFfdBFNJ3n2QPDF1zFg4ODMZ7eP0S2oFFb4jyjgWw6V+APOyY/aLztsmpUPY87chBLLkYsOjn7mg+V4MmOE3XUoLvKT+o8l3wwm7A6CVqM1XKKu5z6mslSHlfuybNj6AUyuQvzk5Q4MfmCxq7eCCZVIbHxx1QP5QDoCems8MV53LwGrzmPrlgYLV9J1lYybX9FgZqAtLAVQoizzWY20VLmJpoyFmWnTW7cobezeaER+DgzCtu6fLjjnThjHWRspbjinVjTx+7cqShTZ2ef3Ht2FoKBkSqh6Tr7+qMEnFbqS11YzSr1JU4GY2mePTBMLJ07a+c/UfmCxqsdY6zfN4Sm62flPe6JPYPEJmr2L6/101zmxpKN4olNfOt9VCUDZ1U1oBB2z2FasvPruOSD2ZTdQ8A80S7NVY7NWyBZZnwF3TAE0Y69HO7feR5HKE5Xx2iC7rEkFW4rwYd+VbzduTCBhkpP6XXYMiMk3bWkHZXT9o+kcvgcVkI+yZcVQohzoabEgdWsMhhN0z6SwFaziPwbVhbv1/Y40ApQMbCBgsWNKZfEFTt83GMurfUTnOhgtac/St9ZzGGtD7poLnfjPqqclaoqNARddIwmeP7gyHldYJ7M5nn24DAvtI3itZup9DnO+Dli6RzrJz40qArctqwKAEs2jCvRCYB7zAha43ao8bpIOquIz/A+/Hou+WC2YPfjM09cRLdRgqmybnJ2tnlPhLaeV8/H0MQZkCto7OyNYDGpRLc/QGO3Mcs+GNS5ujTKw9oK5pVZQdeJ+Vpn/DQoKQZCCHFulXvsVHhtaJrONS2l3LK4hjes+TBb5xj/DnsSCrt6PfjHdmDJjJOz+fFED2HOHTt9wKQq3DBv8uvr9WepTNfxmFSF+qCL/YMxntwzeF7KeA3HMjyxZ5CdPRGqAw78ztNvUTuTFw6Nkp2oHHHdnDLKvcaEkDU7jj3ZTyqr4I8b77n9QRWfyULYOxddOfn32ks+mLW6yjEpE0/DRI5GeV2KwsRNK/doPN/9FOl09DyNUJyO9pEEveMpQj47ngd+VLzdtDCJSYE/Wt5IgzJI2llJyjm9DEhB0yXFQAghzjGTqnBNcylvWVrFFQ0l2C0m/FWtDF47v7hNfI8bNI3ywefIWv1Ys+OUDjx/3IB2VXMQx8TExCvtY+el06fVrNJY6qJ9NMHDO/vZPxBD087OgrSjaZrO3v4oj+zsp2ssSWOpq/hcnGkFTefZg0bbWgW4af7khwhnrBN7epiOxOS3neMlZkyOKhLOk1v4dcQlH8w63KHJX5wloKiYbRrpGuOFFYxBas9hhoZ2nKcRilOVzWvs7IlgNauM73mE+YcSAIx5dVaGIryqzSFUUYlaSBPzzUVXp3c3CSezkmIghBDnQbnXXpzNA/A6HTRf9l721hmhSyCscGDARXBoI6qWI+GqxxVrp7z/aSyZmctv2S0mrj2qS9jRhfzPJYtJpanURb6gs37vIC+0jZDKnr20g3gmzzMHhnlq3yAFXaep1HVGym4dy46eMOGkkRe8qNpX7JxpzYzhC+9CQWdwZDK1IVnmIOdfjGY6tVniSz6YdbmPys1QzeA0ekE3HJVqMG93kl1dL5zroYnT1DYcpy+SosJrx/bA94q3FxamMKvwg8It3BzoI2MrJeGun/EYkmIghBAXBlVVCFQtpmPV5L/Xgwc8mAspSoZfRlfNJNz1OBK9lPc/hS01cxrB2vnluKzGv+mbO8fZfZ6aHCiKQshnp9RjY0vnOBv2DxHP5E/6OLquM5bIHrPc2FAszSM7+9nZG6bCa6fCaz+jFQtmsmH/cPH/18wtK/6/K3oId6wdALVrMnBVWuuP+T58Ii7pYFZDwet+TaLxRKpBSShGxmpc7BUHdJ5of5ZEpOdcD1GconAyy6ud47isZkZ2/JZlu4w0kZhT5+rqMD16KYngIkr0MDHfXDSTndF4hkhqcoVpYeJrH0kxEEKIC0NJwEdw4Z10lRnvz2UDKoNjNqOJgq6BaiLhrseWHqa8/2ms6dFpx/DYLdxxWU3x95+90n1eF2O5bWbqgy4ODMZ4at/glPehE9E2bKQr7O6bng4ZSeV49sAwg9E0jaVunNbp30CeacaQ3MwAAG7VSURBVL3jqWK3rwqvrdhe2JyN4o0cwJYeIZkwUTZshKDtFQr+OWsoTFSWOhWXdDCbszqxmF8zpR1oAIxJWr3FmBZ3ZMG8o5fe/s3neITiVBQ0nVc6xhhLZClzmwn9cHJWNrskhdUM9+fXcWv5KHmrl4SnkYKmE07mSGbytA3FSeUKEykGFkkxEEKIC4TfaSXvm8/BFZOzffsOe7Gnh/GG9xo3KCpJVz3WzBiB0VdRtOmznVc3lTC3wgiyxhJZ/rhj5qYL54rVrNJQ6qJjJMn6vYOMnWAt2lg6x6sdY4zEMzx/aIQ9RwW0qWyB5w4O0xdOUx90YTpHrdifOTA5K7u6tQx1YhbYFTuMJRvGkexl/9Bk4Hq4wYrqn3da57ykg1nN7pt+Y+sbJ4owQ2toMpdm+e4sz3Q8hiY1Zy94BwZj7B+IUR1wMPz412nqMf5RGC7RWVkXJq7becVxLYusA8S8LeSt3mKHrzcuDDE35GEwkqY/kqah1CUpBkIIcYHwOyyYXEGCV99OdCLlMnjYQjqpUj6wYXJDRSHlrMIdbcMTPTDtOIqicOeKWiwmI9B6av8QXaPnt329xWQsDOsNp3hizwBbu8bZPxCjeyzJ+AxpBLqu82rnOAPRNC1lbhwWE88fGmb/QIxcQeOFthHahuPUB53nLJBNZvK83D4GgN2scnWTkbppyifxRvahalnMhRTxnslJotG55VhOceHXEZd0MKs4AtNvtPtJNN0MgLMsQ2biw8PSdp0X2nawt+3lc7LqUJyasUSWVzrGcNnMWApJWn/9cPE+12UxTCr8qrCa1aEsmslGwtMEQCSZpa7ERW2Jk7XzK7h5UYj5lV4agq7z9VCEEEK8hstmxu+0oPhXsPUy499nkwbbOn14owdxJCbTATWTjbzFjX9kK9bM2LRjlXvs3LLISDXUdfjJps5ietn5YlIVGoMuoqk8zx8a4fHdAzy0rZcHtvSwsW10SjrE4ZEEe/ujVPkdqKpCmceGxaTy3MFhnjkwzO6+CDUBJ5azuNDrtTYenizHtaIpWJwMcsU7sKbHsGTGKWQVAv3GmAZ94JtzBTbz6b3XXtLBrMVZOuPtyfq1pMx+FAXK640SH6oOzVvDPL71MR7e0Uf32Pn9BCemyxc0NneMEU7mKPfYiP7sMwSjxh9Ve73O5aVxNF3hl7yRmzydJFx1ZOxlaJqOphtFusFYZNBU5uYtS6uoLZF8WSGEuJBU+hyMKKXYVl9fbHFrOWBHy0Pzgf/BlhosbpuxlWLJRvCPbAF9el7sGxZUUDWRStY9nuKVjulB77mmqgrVAQfNZW6ay900BF04bWZe6RznsV0D9EdSxNI5NneMYVZVXLbJPNgKrx1VUdjeHSbktZ+10lszKWj6tBQDALWQxRPeS8HixB3voGfAiUkzZor3NJkoDy4+7XNf0sGsyVFyjDus7Cu/BYCypgSaYnxSu2G7xr7sVrr723jp8Ci5iU8f4vzTdZ2dvREODMaoCTjIDXey6IktABQUaFpilGl5VLuS1go3NlUn7jNa5kXTObwOMyGv5MYKIcSFrsRlRUOhsfkOtswzAjlnSuFAjwdrNkzrnv/Gkeg2NlYUUq4qPLGDeCIHpx3LpCq848rJr7gf2z1wwX37qqoKPoeFxqCT3nCKR3YO8PzBEQajaSpnWNMR8tmZG/LgsVvO6Tg37B9iJG6k9c0LeYrrTZyJTuypIaPtcKyd/v7JklwDLV4cjtNLMYBLPJjFOUOawYR+7xLi7gYsLg212rg4wRjY9vVRohxgMJqhd/zstcITJ+5IIPvS4VECLit2i4nC9z+NbWJB6MFFBea50uR0E/+ZfydvKekh7QgVmySEUzmqA84pn26FEEJcmHxOCzazStheRfSayYVDowfd6DpY8nFa934Td7QNAM1kJ29yERjdMmO6QWuFh5ZyI6dwMJpha3f4nDyOk2U2GYvELCaFfQMxQj4jvWAm6lkuvfVaY4ksf5hYRKcAb11qtK5VtCze8F401YqpkMKaHMHRYwTZMTuozfVYJZg9TXa/8d9CFmIDRtLMEYpCT93tANQ2TdacXbktS1v4BUz5JIeGJ28X58/uvigvHhrFbTMTcFpJHdrMvM1dACRssKLVKM3y48JaAoEAtZZIsUmCpuvkCxr1kk4ghBCzgs9hwWk1Ec+ZmHv5ezhQbQRuJaMKhyJGDqypkKZl33dwTdQ0zdjLsGQjBIZfRi1MrxRwy6LJBkqP7hqYstiqYyTB19cf5LHdA2fzYZ2woNsod+W+gCZgfrW5m0z+SOvaUhpKjRxYT+QgzkQPaUc5JSObiQ7asOaM67WtWaGpdDnKKTZKONqlHcx6jE8OpCOQiUF86gs16WlgrGQ5rsoMWbdxkZa16xwe2E9QaadrNHHC5TPE2bGnL8rzh0Zw2kwEJzqMmH/wH8UXdtfyLFWWPFHdwdfzb+M9VX1krQGS7joA4uk8HrtlSpcZIYQQFy6b2USpx0Yym0f3zqPt6slAdGijmUG7sbBX1XPUH/4pipYFRSHpqsYTbcM3tm3q5BXG1+INQWNSozecYudEI4WusSRff+og+wZiPLStj55xWS/zWjt6wmzvMZ4vr93MW5cZsZUlG8Y/tp2cxQMolPc/TdfA5EKvziYHHlfTGRnDpR3MHqkxqxXAE4JsErKJKZsMVq01FoI1T87CztkaIZnYQjyVp3N06vbi3OkcTfBC2zAOi6nYKi+25RFa9xlfI4154MY6Y1b2m/nbmV9mZYF1kJivlYLZ+EcrnMpR6bPjc5zb3CIhhBCnLuS1k8lrFCxu6q55Jwcn+h+VRApsfslK2Gk0RbCnh6nseRQAXbWSdpTjH9tenLE9QlEUbn7N7Gx/JMV/P3WQdG5yfcyRslPCkMkX+OUrkxUk3n55jdGYQdfxje3AkgmTsZVSMvIylmwUrceIu7JmSLeUYXfUnZFxXNrB7BFaHixOqFwKkR4juJ2QclUT9bZS1phEU41Pcmt2aLwc2YxHHeHAQIxM/vx1DrlUaZrOrr4ouYJOmccIZNF1fD/+ZnGb8PIUflWnRy/lB4U3cnfNEDmzm6SncWJznWy+QL2U3xJCiFnF77SCDpqu4y+7hi1vbyY58VbQtC/KM33VaIqxkr+i/2mccSP1LG/xoCtmI7jKjE855uJqHzUBY3FSx2iSLz12gERm6vv75o7xC26B2Pn0hx39jCUnF31dUW+sRXIkevBEDpB2VAAaob71pIat2JJG2LmjQaHZ3wSOiinHM57Zk8/3lWAWjBZ4FjvUXQ3+OszxqW1rhyrXYLZrqHUZALwpcOzqgexuhuMZemQh2DnXF0nRPZqk4qj0gPAzP6C+2/gKqD8Ia0PGP1RfzL2T6yo1mpR+ku4GsjajikUiW8BllSoGQggx2/gdFhxWE+lsgaw9yHXNt/PrWyYnJhqe7OZV01IAFPSJdAOjE1jaEcKaHqNkeNOU/FlFUbh54eTsbGqipmttiaPYLSycyhVbtV7KNF3noW29rN87BIBZVXjXlbUoioJayOIf24aCTsHiIjC6FVtmlP5Dk12/drVaqHTPRVen5ssmMnlcNtNJlxSTYBaMmVizHWxuaLgGXbViz4WLd0d980jZK6g7aiHYNVuzbI9soKClaBuKT+vMIc4eXdfZNxAjr2nFF7yWzxH6xU8nN1oex6bCdq2Jx7iad1cOUDDZiR7VMi+czFLuteN3SoqBEELMJl6HBY/dQiRtlK1RA0tZsuQKnl5uLIqy5iH5yDDjFmPmz5EaINT3hLGzopB018yYP7us1k+F11b8PeS18zc3zOHaOZN16S/1VIN8QeMHL3bw2O7Jer5vXVZVXHvijh7Alegm5agEXSPU9yS5pEq623hew04YmuvH7mqcduxYKs+ccjfmk2z0IMEsGIWUzROzc/46MqHLceQimHNGwwQUlaHKNTjLsuT8xie1+T0QbtuLqu+nayxZrK0mzr7hWIaOkQTlnskZ1aGHPkfliPGpu7NKZ3XQ6E/977m7uKUqTTUDxHxzyUx8paHpOumcRmOpC+UclzARQghxekyqwuJqH+lcgWQ2T8pZSWNgBZl18+g0avVTPlrgpZfcFHQj1An1PVGsP6urVtL2MvxjO3DFJ/NnVVXhT6+oxawqVPsd/H83teC2m1lc7cNuNo6ztWucbP7SrDOfzOb5xtOHeKXD+OZTAd5xRQ1r5xvvraZcHN/YTnIWD7pqxje+C0dqgKE2F6puvNeuX6awyF2N1V4z5dipXAGbRaU6cPLVhSSYBeNT2URpiHSuwM96y/hR4ips6VEsWWOF3ljp5eQtbmrmxIq73bQxzf7ok4RTMbpkIdg5c2AwRjKTx203PoEPbf4Vl//6ueL9gaUxTAo8Ubicnepc3lnRTdbiJxJYWNwmksrhc5ipC0pJLiGEmI3mhTwsqPTRF05R0FXCodVcXnEzL769mtTEt9cNB1M8d6AeAEXXaDz4A9RCGoC81YuuqJQMvzIlf3ZBpZevvnMZn7xlnpGbC1jNKsvrjHzQdF4rVju4lOi6znefPcyBQeNbaotJ4UPXN7FmbnlxG3e0DWtmjIwtCLpOqO9JtAKMthkpIHkV9i/x02itJWef2rhqPJGl3GujzG3jZEkwe4TJTL6gse5rz/KNDYd5vM/OYd9VWLIRLJlxdNXKSMU1BBqSFFzGJ7IrDumMHn6VnNLLoaH4JftJ7VwKJ7McHIpTOrHoK3zgWRb917exGpOy7J+vscIXJ6+r/Ef+XdzTGCWojRMJLCJv9RWPMxrP0lLuxnuOO6QIIYQ4M1RV4crGEip9DnrHU2hmB8nKtaxo/RN+dZuXiY6pVGzNsLfbCLjsmRHq2n9ZTC1IO0JYM2OUjLxilPCaYFKVaQ0JrmqcDL4uxVSDzrEkBycCWbfNzEfXtrK01l+835SL4w3vJmf1gaISGNuKK9HFeJcDS9oINzfNVagKVuB01aKZpgatiWyeljLPMRtBHI8Es2DMk6sWzCa1OFWe13R+3V/OaPlKzPkE1vQIwxXXopvNVM49anb2xSQdiSfoi0bpj8hCsLPt0FCcWDqHz2Eh0bubhv/4LC7jQzYH6+GNi40cnp8WbqKkpJQ3+ztJOUPEfK3FYySzeexmleYyz/l4CEIIIc4Qt83M1U1BTCYYT2bRTFbU6ltZvOJd/HrtZLBU2GhmeMiYHSwZ3UJweJNxh6KSdFbjjh7CN7bzuOeaU+EurrHY3Rchns6fnQd1gXr+4Ejx/29bVkVj6dRKQMasbJisrQQ1n6a680F0HbraJt9rtyxz02ry4XTNmbJvPJPHZTVT5T+1BdkSzB5hMl6gf7G6CetEXsyzB4fpccxltHwlllycgsnGeHA5gaYkBbsxC7tyn85I54uM57ppH5FUg7Mpnsmztz+K32klHx6g9F8/RiBmXIeOCoVVVw3hVHViuoPvK7fzkeZRzHqGSMkSNPNkL+iRWIbaEueUJH8hhBCzU22Jk8tqA4zEM2TzGrpqwVt7ByVr38rjVxiLhE0a9DzvIx01fq/t/A32pNF+VTdZydqCBMa2Y0/2HfM8qqJwZYMxO6vp8GrX+DG3vdikcgU2T+TJ2s0ql0+U4DpiclbWC4pKVe/DWHNRkqMW7CNGSmBbCKwNddSbguRtwSn7jyeyVPodlLhOrRuYBLNgFDZTjSe73GPnzUuM6su5gs4Te4eI+VpJuqqxp4YYK70S1axT0WpMtas63PBijO7sM7QNh4lNrKwUZ15fOEU4mSNgVTH9x18SGjWe64EA+FfnKTUZn5K/nX8rd85VqNT6SLjqSbgnV0zmChp5Tac15JGFX0IIcZFYXOOntcJD52gSTdNRVStNVX9C/E1X8GqL8W+9PQs7XqpAyyuoWo7GQz9ALRglN3NWH4qWIzC6dUq6wWtd1TCZavDYrgEe2NLD1q5xwsmLexH4K+1jZAvG5NGVjSXYX1M66+hZWUeih7IBYx3LvsP+4jYbl9mZZ/Xhc7UWF2ODsSA7k9doOo0F2RLM6hooSjGYBXjXlbWYJnI2nj0wQjQLUf8CVC1P3F1P1uKlpCWBZjFyblbv1BnteY6eWA+9YUk1OFv6wilMqkLsf/+W5sNGqkfYBT1r/axUjfSCHr2UrrLVrPCF0VGIBBahH3VtR+NZyj12ak9htaQQQogLk9Wssqq5lCq/na4xo964Yi9jefU72H5HI10TlbU8Y7B9Wzm6bpTrqul8oHiMlLMKZ7wTT+TAMc9THXBQ7Te+6Quncjy5d4jvPdfOP/12Fz/d1HX2HuB5pOs6zx+aTDG4tqV0yv1TZmWB2o5foaCTTajYOoxvvSNOiC2ooUnxkHzN+3IsncdjN1Pld3CqJJjVNVBMxTQDgFK3jcXVxmKhbEFj/d4hku46Uq4q7OkRxoOXY7LqlM4xZmfNGqzeOE5XZiMHh2JSc/YsyOQL9IynsL/0LZY/tQ8wVkW+eGMFf6IeKm73JfXPeXdLFntqkLi3hZRrsvSHpuvEMnnmV3qLqSRCCCEuDj6HhWtaSnFaTQxGJxZT+JdyY+hN/P6OIOmJt3n7IRM9HUYeZ+nwJkpGNgOgqxZyFi/+0e3TuoMd7U+vqKHcMz1N7flDIxwevvgaKnSOJYvNoRqCTmpLpk4GuaOHirOyweFNuOOdAOw6WIFpYl38C0sszHEH8blbSbqntrANJ7LUBByn1VZe3tG1AqgqqFOfxKsaA5gnZmefOTBMLKcYs7N6luGA0VUk2JpAm/hwceN2neGRpzk40i01Z8+C0XiW9N4/svTnjxRve/pqH2uccRyK8Xz/hhu5dWkN7kKEgtlB1L/QmHWfEEnl8NnN1JfKrKwQQlyMqvwOVjaXks4ViKZyoKiYK27gDXXX8pNbJ2f+wps9JMeNN/Da9l9iSxnf7mVtQSy5CP6xbcZk1wxaKzx8+q0L+cLbF/OXq5u4umky9eD3O/rP3oM7T144auHXNa+ZlbVkxvGP7yJn9WEqpKnu/j0AmbgJ6wHj/Tdpg+7LKmkxeUkHlkyZlS1oOnldn7aY7GRJMKvljRQDk3nKzR67hZXNRoJyJq/x7Q1tfGZjnj/dfgVv3nolvWoVZrtGoNH4FGbPwbKX++mIbqZnPHnOH8bFrm9wmPrvfxunkd7EthYLyaqFXK4cBKCXcgKLb6HUWsCeGZlokDBZ+07XdUbjWeZUSDkuIYS4mLVWuLmsLsBgLE3XWJLOpA3dvZqWhYt58jIj19NcgN0byynkFExalsZDPzByZRWFtCOEJ3IQV6zjuOfx2C0sqfFz14p6St3GwqX9AzEODMaOu99sksoV2Nx5jIVfuoZ/bBvmXIysrYTygWcw5434Z0dbbXFW9qnLzDSUVBBwtkyble0dT1Lps1PtP71JJglm9YKRZqCap921bmGomDvbPpKgbSRJNG8CFH6cuR6A0rkJJppacPOrGt2RR9nR10uuIDVnz6T9X/1raoaMBV79JQpPLF/H35keAkBDob/lXfidFqyZMaNBgn/BlP3Hkzk8djPzQt5zPnYhhBDnjqIoXFYf4LqWMlor3FR47WRL5lPtuJbhm5o5FDK2c0dh2z6jXZgz2UdNp/GeUjA70VUzweGX8IT3HndBGBg1ad+0uLL4+++3910U6YYFTefZA8Nk8jMv/HLFO/BEDpJyhDAVkpQPPANAOmbBuc94zuJ26L28hmaTh2zJMvSjvgUPJ7OYTAorGoM4rFMXlJ0sCWY1DVTTtDQDgBKXlRvmlk25zTXxhP+usBIAq7uApc640IEE1G/voG3wFQYi6bM88EtHb08H8180ZmCzJuhZ7ecb6g+wKUY1g56y1ajBJtALWHNhIoGFUxokaLrOaCLDwiovwVPoLCKEEGJ2sZhULqsPcOO8Ct6ytIp3XNVAxaK1LLddxZNvryQzMX9l22MmGjbeF8qGXsAb3gtAyhFC0XKU9z9NqOdxHPHuYqOFmVzZUFIs99g2nGBv/+TsbMdIgqf2Dc2KakfpXIFnDgzznWfa+Idfb+ehbZOlyo5e+KXmU/hHt6ErJjSzg/L+DZgmOqvtOFiDOvFUrb/CQl2glKBrDgl3fXH/XEFjOJ5hWU1gWg7uqZBg9sjMrGnmr55vX17Nx97QyidunsdX3rGUf79jMQGbQi9lbNLmAVAzZ7S4/S0vFzgU+R27+wbPyfAvBRu/+SkcEx+MD8/TeY9tN07FyDcYsNQy2nArAPbUEGl7OfGjGiQADMcylLpszK+UWVkhhLhUNdRUki2/jjeUXMaj1xiBp0mHrdvLi3FqbcevUQpZUFQyjgqSrlocqX5CvY8SHHrxmHm0qqrwliVVxd9/t72PvnCK7zzTxhcf28+vX+3hPx/bf0EHtOPJLP/52H5+8Uo3O3oipHOTj3VOhXtK0OkN78Ge7CflDGHKxSkfeBaAZMSG64Dx/hxxQv/yalpUL/mS5ejqZA3Z7rEUTaUultROTjydDglmtbyRL6vOPMWtKgot5W7qgk7sFhMWk8qNc41c2t8WrgXAUZojV2kEw3Uj4Dp0mIOHn2M4ljk3j+EiloiPU/uYsdJUU2B5y2QLwV/oN9G1+K/RVSumfBJVyxIOLqdgnvyDyxc0Yuk8S2v9eCRXVgghLlllbhvB2rmknCvxrFpA/0T6Z3l/gV39RpqALTNKZd/jxX101ULSVUvOGsA3vgfXxEr9mSyr81MTMBaZdY0l+dwf97KjJ1K8fySe5TvPHCabv/DSEAejab782AH6j/pW2W0zc3l9gLtW1PHh1c3F222pIXzju8jagqCYqOh/GpNmxDu7DlQVA8v1V1pp8JUQ9Cwi4Zms9z4Sy+C2mVjRGMRmPr30giMkmNUKYDq5r55XzavGadZ5uHAVWd34rqJuzmSQtfblHHsjj7G3b/RYhxAn6Jnvfhpv0vjI3NFSoMGRoU8v4c+yn2R39TswW2ygazhS/UT984l7mqbsPxBNU+W301LuPh/DF0IIcYFQFIW5FR5GvQtYElzLhnWTVQjSr6jkckZgVdH/VLE72BF5ixtdUfCNbUctzJxGqCpKsenS0XwOC167ESu0jyT4wcYOtAsop7ZjNMGXHz/A2ETjh1K3lX9YN5f/ePti3n9tI9e0lE7myuoF/GPbMeeT5Gx+zLkYZYNGg4TYiB1PmxHUjrlhaGkljZYKMmUrirmymXyBSCrHFQ0llHtPrXXtTCSY1QtgPrkn1GExcUOjgyju4uysLxQj6zVWgi3p0In37Wdvx1bGElKm61RlMyncv36y+Htza5ROvYKbM19gm7qQdZXGPyj21ABpeznh4HJQJl/SmXyBbF5jaY1/WrcSIYQQl54qv4PKoJdD9uWsWPoGXplrvGe4UzrPHDDqkiu6Rl3Hr6alFKQclTgTvXjC+455/MXVPuaFjBq2DquJ25dV8Zm3LuSvbmjBNlHffGtXeEou6vm0szfCfz15kHjGWGBdE3Dw92+cS2OpC3WGblzuWDvuaBspp5FSUdH/FCYti67B/u2Ta4wev9pKk6cEX/Bq0s7JAL8vnKKp3F18js4UCWY1DSwn/+ng+gX1WBSNL+TfxbjuRlGhZs5kkeVVryTpHH2GgxdRiY5z7ZmffIGyceMfk646jXmeFD/N30gUF7dWp3CYdUy5BKpWYLz0cvKWqX8cfeEUDUHXadevE0IIcXEwqQrzK73EVTeO8jfSv6612EyhcleO7oiRe+COHSY4/PLUnVUTWVsA/9hOrOmZv3lVFIUPr2nm79bO4V9vW8gbF4awmlVqS5y8/9rGYunzJ/YM8siu/vNW9aCg6Ty0rZdvb2grViuYU+7m79a2HrN5gSmfwD+6lYLJhmayYU2PUDbwPAD97R5cwwUA2isgtriSWlcz2eDlxf0jqRw2s4nltX7MpjMbfkowq+fBfPIr3D1uF9dVK4zh5XO5PwMg0JgiZzNemKv26vREXmZXVxuR1IWb8H2hyhfy8KPJNoOheTFyuonfFK7Hrmq8qToJegF7aoBIYD4Jd+OU/YdjGZxWM1c2lpzxPxohhBCzV12JkzK3jU4qubL13Tx5jTGhperQ+5yTfMaIOGs6f0vZwHPGN7gTstYA5nwc3/iOYy4Gs5hU5lR4cFqnlvxcVO3jnVfUFn///fZ+/t+zh0llC689xFkVSeX4+vqDPLZ7cqH68jo/f31jy3FLZHnH92BLDZN2lIOuU9v5AKqeI59RGNo5ucD6sdUeGjzluMvWFNewaLrOcDTDwirfabWtPRZ5l9e1k04zOGLtghAKOr/RrmOTvgDVrONvMgoGWwrQsGOEkZFXaBuS2dmT9fCPP0tNv/EhoL9CZ0kgwZPaZYzg4w1VaXxqGlesk7SzknDJsimdvlLZArF0bqJUypnLyRFCCDH72S0mFlR5iaRypINXUvaGN7G31ngP8cV1XtxSia6DSctQ2/kb5u/8Eu7oRNt0RSF1pKlCvOOkz319axlvXTpZ9WB7T4QvPLqP3ol2sWfb7t4In394LweHjIZPqgJvv6yaD1zbiOU4Ez+21CDe8B6y9hJQTPjHd+AL7wHg4J4ybGljIu/5BQqehhAh7xLyvnnF/QejaUo9VhZVn52qQhLM6sxYY/ZE+EsruTKYBhT+MfsB8oqFUNNkX+YbthZoSz/Nrp6RYj6KeH07tj5O6Gu/Kv7uXhBHUeDnhRsBeHtZL45kL3FfC8OVayhYJhd3FTSdnvEkC6q8UopLCCHEjBpLXZS6bQwmdSrr3sXuP11IZKIQTlknvNA5OYPqSPXTuvcb1Lb/CnQdzexAV80ERl7Fmh4+6XPfvCjER9Y045yYBR2KZfjiY/vY3h0+Ew9tRslsnh9u7OCbG9qIpo14xO+w8HdvaOWm+RUoM+THFukF/GM7jEVfVj9qIU1Nh/HNaWrcjLbfmIFOWWHHNWVUOUO4y24srmHJ5jVS2QLL6wJnrarQBRfMPvvss7zlLW+hqqoKRVF48MEHp9yv6zqf+tSnqKysxOFwsHbtWg4ePHh6JzVN7/51QhSV1U1GwNSph/iF+a1YPQW0SmPRVygMpgNtjIzsoHM0cXpjvESMDHUy+jcfwzPxIbWnvsAV5TF69FKe0xbT6oxTZskwUnEdQ5U3kLWVTNm/dzxFld/BlQ0lxe5tQgghxNE8dguX1QWIp/OkzAGWz30vv3trgCOJA/5NBf5guYGEs6a4T9nQCwTGtgJGUwVrZpSygWexZsZmOMPxLar28Ylb5lE7UcorV9D53nOHebVz/HX2nC5X0I7bdXRXb4R//cNeXjo8Oc4FlV4+ees8mstev9KPO9aOK9ZGamIhV2XPo1hzEXQd9uwIFQPJh682Eyorpdp/BUxZ9JWksczNnLNYVeiCC2YTiQRLly7lm9/85oz3f/GLX+TrX/863/nOd9i0aRMul4t169aRTp9Gx61TnJkFaKmvocxqBK+fib2VuK2c2ubJ2dmrt2UYST5Hx4gEs8ej6RrR5DibPvCnhEaM/KGBElh1xTCqAr/Kr0ZDZXmwwEDNOiIli6e0xQMYjWcwmxSubgpKTVkhhBDH1VrhpqncTc94EjWwnOVX/CmPrTLeO0w6lDx4gN+H3kR33W3Ffao7HzJKcykqSVcd9tQQpQPPYs5GjnWaYyp12/j4urlc2WAsOtN0uO+Fdja1n3hZz67RJJ98YCf/8uCuGSfNntw7yLc2TK7dsVtU7lpRx1/d0HxC75OmXBz/6FY01YZmsuNI9hUbJIz2uHH2G0F0XwkML6+hxlaJPbiquH8ym0dVVZbW+M7q+pULLpi95ZZb+NznPsfb3va2affpus7XvvY1/vmf/5nbbruNJUuW8MMf/pC+vr5pM7gnRT3FmVmgYAtwY7URfGWx8Lj1DXiq0uScxgW+4qBOz8gW+obaZSHYa6TyKTYPbOaxjsf49as/5JG/eTtNB4z84qgDQtdHcVk0NBR+WVgDwLy6CjKOimnHGo1niGfyXNlwZlrjCSGEuLiZTSqX1wVwWEyEUzm8oTfiXLuqmD8biOn4fvQ4m/ytRPwLAbDmIlT2PmYcQFFJuOtwJPspG3gOcy5+rFMdk8Wkcs/KBlY1G82YdB1++GInLxwaed19s3mN+15oJ5ktEE3n+cbTh+iPTObebmwb5YEtvcXfF1R6+ec3LeCaltLjpxUcoev4x3ZgSw2RdlSArlHb/ksUNLQCdO70Fzd95HoXdR4foZKVFOzB4u3DsQz1JU6qz8Kir6NdcMHs8bS3tzMwMMDatWuLt/l8PlasWMHGjRuPuV8mkyEajU75meJU0wwmrGitQcVIfv5qdDWa2UZpk/EJSdWhddsYQ6PPMRQ9jdnji0wim+D+73yYnX/3Icx/9jEW/tkXWPKCUaQ6Z4LdN3iYbzf+YXhOW0I/QbzmPJWVtdOONRRNk8gWuG5OGUtq/OfyYQghhJjFQj47i2t8DMezZC0BWqtvY+8dTYxPVHRs6M6QeeCPvFpzI5pixArlA89gTw4YGygmEq46XPFOygaeOaUZWlVVePeKOq6bUwoYS3l+sqmLT/xmB9946hAPbu1lZ29kWhmv327tZeioTqOJTIGvrz/ESDzDjp4wP9k02a3s1sUh/uqGZkpcVk6UI9mLN7yXjKMcFJXg8CbcE4veug5X4Iwak3bbGxTU1loabLUoJZOluHIFjYKm0xrynFjwfBpmVTA7MGC8eCoqps7MVVRUFO+byec//3l8Pl/xp7Z2IiDSNVDV00ozALCX1rOszHiRdWfc7POsoKwpgaYYt92wXWN/YgP7evac1nkuFvlCnp9+8m2s+cYmrt6aompEm/JCfOF6L28r6Sn+/tO8sfBrcamCZptaS7Y/kiKv6ayZW8aiat9Z/4MRQghxcVlU7aPKZ6c/kiLjX8jK2nU8+vZy8hNvTJdtDnNg82Y6QtcBRlOF2s7fGNOoAKqJhLseZ7yT8v6nTymHVlUU3nVlLTfOKy/eFk3n2dMf5fE9g3x7QxvfeeYwiYnF5Hv6ozxzwFh8ZjEpVPmNyj2RVI6vPXGQ/32+HW1ieGvmlvGmxZUn9f6oFjL4R7egoJG3eDDl4lR3/x6AfFolstMI7DUFnrveT6PNTUnJSvJWX/EYI/EMFV47tYGz/23prApmT9UnP/lJIpFI8ae7u9u4QyuAYgLT6edXrpxXV/z//8m+AYtTQ60xcmlL4uA+2Mvu9j8ST1/aHcF0Xef7X3o31/6xu3hbXoXucpVXl9h57vYqVjfFCeSNme12czNPaMYnvQXVgSnHGo5lUDD+UOeFpHKBEEKIk+e0mrmsPkC+oJMqqFB2DauaV/DHN0y+r1z9h04eSdhJTyw69kQPFheDAeiqmYS7Hkeyn/K+9dhSg9PO83oUReHtl1Vz14o65oY8uF5T83Vnb4TPP7yPXb0RfrRxctb1juU1fPSmVkITpSjHkllyBSOSvbIhwJ9cXnPSEz2e8F5c8W5SDmMhV3X37zDnjdKj+w7UY80ax39qqYq/upZGewO5wKLi/pqmE8/kmV/pxWo++6HmrApmQ6EQAIODU18kg4ODxftmYrPZ8Hq9U34AY2ZWMZ32zCzAvJoySuzG0/nQeBPjrmZqjyrTtW5Tnpfjz7L98LHTIS4FP7nvI6z44c7i7zsWe3n67uXsevfVJN99DY3zTCxIGLOyeZOD/6P9FRoqCjot9ZMpBpqmE05muaKhhJbyM9sWTwghxKWlIeiirsTJUDRD2lmJt3QVc65cxsYlxtfytjws/sUOHvdfVtynpuMBbEeX5lKMGVprZozyvqdwJHpee5rXpSgK17SU8rc3zeGLf7KEf3vbIu5ZVY/LZgS2Y8nslAVd8ys9XN9aittu5m9uapmSRrCg0svdV9fP2Jb2eKzpYfxjO8jYStBVM65oG6UT3dASURfKXiO1IWmDnSvLmWN24iq5akoXzvFkloDTes46cM6qYLaxsZFQKMT69euLt0WjUTZt2sTKlStP/oBaAVTTaefMgtEi7+oW4+sBDYWHzTfiCmVQfMZXAq19ULVzmA0Hfk0ye2lWNnj0sf9i7n9vwDLR7GRvi4NDN88n3VpG3OOmJFngxs5Xi9vvqn03LyeNDymNPhWPY7JT20g8Q6nbdkJlRYQQQojjMakKC6q8FHSdbF4jWrKEyoqbUN5yFe0hIxgsi+hoDx2gy9MEgCUfp2Xvt7BkwpMHmqhyYM4nKO97Clf08CmPSVEUAk4rKxqD/NOt82kumxoYOq0m7r66vjjrGnBa+dub5rCg0stVjSV88PrGk64gYMonCQ5twpRPkrMFQCtQ12HUfdd12L+7CnUifeEPK0zUlpRT42ol6V8w5TjjySzzQh5cttOPr07EBRfMxuNxtm3bxrZt2wBj0de2bdvo6upCURQ++tGP8rnPfY7f/e537Ny5k/e85z1UVVVx++23n/zJjgSzJ1nNQNd1NG16P+VVLaUc+fzztbGryVm91CyfTAa/a4PGC4Ob2Nn+1MmPdZZr796J497v4p5YA9dZY8F+nZ27km28t383Hxnfwy3tj2LSjeB/uPxaHtOuLO5/dIqBpulEUjkWVnnP2R+KEEKIi1tdiZMav4PBaBrN7CAcuo7K5vdx6M+uKTZUmNuR5+kdFqIOY/LKlh1nzr5vTa1koCikXDUoukb5wAY84b2T+bWnKOC08tG1raxbaKwZUhV491V1+J1TF3SVeWz89Y0tvHdVAzbzsVvTzkTR8pQMv4Ir3knKZdTXrRjYgCNlrEkaHq7B0WlMxg36ofeyaprNAcxl1xfb1gLE0jlcVjNN53Cy6YKLBDZv3swNN9xQ/P1jH/sYAPfccw/3338///iP/0gikeBDH/oQ4XCYa6+9lkcffRS7/VTalh4JZk88zSCVLdAzbuSNNJe7p0zfl7isLKv1s7U7zHDOwUbftawOPYyzJkWyx4E/ATc8H+dX5T+joepyKjxVxzrNReelT/81y8LGH/NgUKX1mjhNqU6YoYNf0llFT/1tbN07+Uc6v7as+P+jiSxBt42WCkkvEEIIcWaYTSoLqrx0jyfJFTQsJhXN00jN8r/j8XdGueP+HZh0uGpTjF9UNfFn3jyOzBj29BAt+77Dgfl/hWaeLEGVdoawpkcoG3wOtZAhUrKk2BXrVJhUhduWVXNtSyl5TT+z7dp1Hd/YDrzh3SSd1eiqGWt6hMreRwEo5FR6XzFhn2gr8cAaG3PcAcoCV5L0NE451HAsw4IqL6Vu27TTnC0X3MzsmjVr0HV92s/9998PGNPun/3sZxkYGCCdTvPkk0/S2tp6aic7yQVgQ7E0/ZEUi6p9BFxWxuLTF3Pduniy68W/Rd6IjkrV8ii6yQjkbtms09a2mw17fko4HT61cc8yG5/+KUteHAIgbYE514dpUmYuCp03u+hoeQ9ZLGwfN4JZt1WhfqJ2rKbrjCezLKzy4pZZWSGEEGdQfdBFyGdn+KiSV9G0A/cVf8+jN03WT73iD138yraCjMVYve9M9tCy/7uYJhZJHZG1l5IzeykdeqmYdqAWMpyOoNt2eoGsXsCci6Nok7Xv3bE2AqOvkrEF0cx20HXq2n+JOrFNW0cr9pjx/1uaFfQ5ldTZatHLroGjJvUiqRxWs8rcc7wo+9KOBvQCmKxTLsRMcgWNnvEkLquZG+aVMy/kZWdPmGcODBNwWae0Ta0OOLiszs+WrjAHcuVs8azicp6nbH6MkV1eTDrc+USOX1b9HoctwA0L3oHHevHOMObyWcL//kX8E9+wRJZlWG4zvo7Jmd10Nt9F1jaZQpC1BtBMNvaHLcaqUmB+pQ914jkei2cpcVlpOYtt8YQQQlyarGaVRdU+Ht89QEHTGY1nyBY0blkwj43mT/Jy3ye5ak8Oew4af7GDB+9ZzR1jT2LJJ3HHO2jd898cnPeXU0pU5Wx+NJMVd/wwnthBstYSYt4Wkp7GaS3Zzxpdx5odx5HsxR09hDkbQ1Ot5C0uclYfrniX8fvEuEtGXsEbPQBAPBkguzWKCcia4Mk1XpbZSwiU3zDlcRY0ncFomhWNwbPeJOG1LriZ2XNK08B87GlwXdcZiWfoGElSE3Byy+JKFlb5MKkKrSEPIa+dodj0RghvWlJZzJ39ePSdFFQrwXlxFLex8mlxp07Z1hF+eeAXvHDojyRzyWnHuFg88Z3/S0O38Sl0JKBzXYMxI5uwlbN/4d8R9c8n7QgVfzSTcT1eHpjsM72w2g8Ys7JjySyLqnzSrlYIIcRZ0RB0UeGxc2goTk7TuL61jPmVXla0XEvnHXfQUWG8w5dGdEI/2sIfSteSMxuLsxypfubu+TrW9NQOXgWzk6SrjoSzDkXLUTr0EpVdfyAw/DLmbHTaGM4ka3qYir4nqOr6HWUDz2LJRCZyXHVsmVG84X0oWr7YXdOci1HT9SBgpPoe3BHCNPGW/PsVKqHycqo8iyj4F085T38kRbXfwdJaH+faJR7MFsA881S9rkPbcAJN01ndWsq6haEp0/pOq5kltX4SmQK5gjZl30qfgyvqjdnG9nyQp503o5qhenm4uM1fPqxR2NvLr/b8mI2d68mc5tcOF6LwSC8l3/9j8XfvFVFMJhhxtnBw4UfJHtXy7miZdIr1w37AKAa9qMr4uiKczFHisjKnQmZlhRBCnB12i4mF1T6CLivXzykv1jGvCTipqn07W++6nEG/sW35uIb/R1v5feWtZKzG+74tM8rcPV/HkeybfnDVRNZeStzbjKZaKRl+haruP+Ab3WY0W9AL0/fRddTCqdWod8S7qehbjyvaRs7sJu5pJu0Mkbe4ydkCpB0hku460s7J8qY1nb8t1pTtG5+PvcNYyD7kg/YrKmiwh/CWr0U/avF8IpMnX9C5vD6A03ruv/S/tINZfeZgVlEUvHYzC6q8vGVpFcvqAtgt01cFNpe5qQk4GIhMn5299ajZ2U+EbyNj8eGuyuBrMF4g1gL84681wvs7+M2u+3mh82lS+RlWQ81Suq6z/lMfwpcw8gvamwssDSbImV1sr7sHzXKMjiB6ged6NVKa8XyvaAzinMiNjSSzNJa6ZFZWCCHEWTU35OHmRSHmhibTAH1OC/WlZZRVv5Nn/6yFkYm00NBoAd8PNvG7qjeRnJjdtOSizNnzdVyxY5fmytn8JDxNoOuUDr5AdeeDVHf8luDgi7gjB/CO7yY4+BzVXQ9S3fEbfKM7jPr4J8gdOUB5/9OYc3GS7gYKltefCPKO76ZkdAsAWd3J0MbJuOQXN1pp9ASoCKyiMFHtAIxvTfvCKRZUec9ZXdnXurSDWa0wY5pBld/OGxeGuHFuOcHjrMazmlWW1vrJFXTSuamfpiq8dlY0+AEYyTt4yPk2FAUqrwpjqzG2tefgk78s0LN/Pw/u/F+eP/zYRZFyoOkaf/jyR5j3tPFHnLbAkiVGe7/D/mtxuo56sesFFC0/8ZPDnujlwZHJP5LVrWUTx9Qp6MastxBCCHE2WUwq5TMssmosc5G2t7Ks8RYef3cNYxPxYdVQntL/eZYHPNcTdRkNfsyFNHP2fRtv+Dit7BWFrD1IwtNExhrAXEjhH99BRd+TlA08g298D+ZsDFXLUTr0IsGhja+7gEzRsvhGd1A28CyAUWbrBBonWNMjNBz+afH3gx0LsceMGeFXWxTUlkpqnc3YSq+bst9gNE2p28byusB5ayl/aQez+sw5szaziSq/o7jo6Hgagi4ay1wMzjA7e/OSKo4c4svhG0g4a1BUaFg5SL7aOK8rA//35wUOHNrLb3bdx7MHHyKWjZ3e4zqPcukYD3/sbbT8z4ZiYeXuy7LU2HLkVDvx2tXYzCoFHX5zCH59oICa6Mee6seeGuSVRAV9aWPmtbXCTXXACF7j6Txuu5ly77kr9SGEEEIcrdLnwOe0kvKt5qrGG/nDuyuLNWhDI3nmf/dFfp+Yx6i3GQBVy9F84H8IjLx6nKMCioJmdpCxl5FwN5DwNJHwNJF015NxlJNxlJN2lBEY20bZwDOYc0fFCbqGKZ/EGe8kOLSRmo7fUjr0PHmzi8xEPdzXo+bTNB/4H8wTreRHtLnor/QCxqKvJ1Z7aLSXUlp+E/rEN6v6xIxsQdO5qrEEn+P8fWt6aVczUJSTbpjwWiZVYWGll/bhBNm8NqUHcbnHztxyB3sHUwxmLGxuuIPVnV9HNcH8VV3sfK4B+0AKbwru/WmBT991mF8Vfkg+m+S6+X+Cz3buk6hPlq7rJPNJoskRIr3bOfy5L9C8Zax4/9al8CcNRiL8SOX1KFYn6DrPdqb5SW89ALto5q+uLsWsKvzqxTHAmJ1eM3fyjzCazlHtd+CVFAMhhBDnictmpiHoYkdPjrk1t7NCy/Kbu57m5l8PUjUOzozOsp/vZsM1VaxYNI+ayD4UXaOx7Ud4oocYrrim2JDgZBXMLhLOWtyRQ1iyETTViqplUXQNRctjycXQgbzFTdJVi36iNfR1jca2HxabI6Rs5Rx+zoZHMwLm31+tUl1eQbV3KYpvkTEWTadrLIHHbuHaltJz2iBhJpd2MKtzwjVmj6c64CDkszESz1D1mnIUS+tK2TvYDcDvk4tYUL6KsqEXMZsKLLiujz1PV2EfSeFPwKd+WuAz7+7mF9rPyObiXLPgnVS4QjOd8oIQzUZ5+eB6Bp99BPPWvYT2jNM4YqRQaMBz1zp5X81hrEBBtTJUsRr0As5EN4+OLCkeZ8dAhu9tTfKmJZXsGjB6WZc4rSyungzm0zmN+uD5ycURQgghjqgPOtnREyFp8uKqfhtXa1keft+rLPt9F1cc1FGBBS/0safXReym+cxP7AWgdHgjpcMbSbjqGClfxVjp5ScecE7QTVYSnnpsmTFM+SS6YgJFRVfNJFy1RiOoY+6s40x04g3vQ1fNpO3lZOxlBIdfwjeRCpE3OzmYvgHP4ecAGPBD92UVLLNX4a14AygqmXyBrtEktQEn184pnTEd41y7tINZ9JPq/nUsFpPK/EovT+4dRNP1KV3Bltb6+cUr3ejAphEL3Ve+HWtmHF9kLzZTitabxtj/ZAmO0RQlcWOG9t67BviZ9gCJTJTrFt1Fg7/ptMd4pnUOHeDlj7+feZtHqH5NPnrWDM++McjymiS2qHHnSMW1FMwOXLEO9lLPwcTUF//mznEODk22A7y+tbRYvzedK2Azq5R7JMVACCHE+RXy2SlxWQknc1g8Zfiq7+BqLcfmd9rpeO4wdzybQ9WhtiPB+K9MPHfrIlaq+zFPNCBwJbpwtXcR6n2M/to3MRa87OQ6gykmMvay199ugi01SMnIq5SMvootM3PDIgBdUWmr/TNy33iMI5HRg2vsNHiDhILXw8Titu7RFPNCXla1BC+YBdmXds6sajrtNIMj6oMuAk4r44mp5TN8DgtNZcaMYnfKRk/STPuce0g6qwFwKeM0rUuRLDFmdI8EtJH+UX7a+TCPbvkOe4d2oJ3ECsazSdd1Xtr2e/a+6+0senkE82uG1RZSeOaOKhbMs7Ii1gmAplgYDK3Blhklaw/yh/i84vbLa/3FvOJIyvhDt5gUVrWUFreJpHIEnNbjLsYTQgghzgWb2URLuYuxRJae8SQjahn+qrdzrWMB6ur5fOtdXqITX9IGogW8vx7j/shyNtXcRMI52cbelh2noe3HzNv1ZTzhvSdVqeCE6DqVPY+wYMd/UNn3+HEDWYCuujsYfmIvzolOX5tbFKxzqqh0z8dWugqAeCaP02bisvrABRPIwqU+M6uYwHRmngK3zUxruYeXO8amBV3Lav20DRtJ1a/256lpsdM290PM3f1VrNkwfq2P5nVVHH7EjiOcpjQG//bDAv/59hg/054mlosz2vJWltSuwms9ty3ijqbpGg899G+U/fvPqI8aq7tSVtgz10ai2oPaXEmDM8efjWyhpC9c3G+kfCV5ixtbfISBsmt5aYvxXJhVhXevqGNprZ8fvNjBxHoxrmwomdKqNp7Js6DSO6XTmhBCCHG+LKjyYTOb6BpLMhLPsD9TQonnLVylPMnuFgvf/8AQb/p1Dy39OtY8XPPHHrb2etj+tjdzFVYa+57EF9kHgDPZy5z93yVvdhHzthDztpKxl2FLD2FPDeBIDaIpZnrqby82Nng9ipan7vDPCY5uLt6moxDzzmE8eBmayYotNYQ9PYwlO07Yt4ihp8cIbm4DjG9YX7q+hDmuCkpDN8NEQ6PRWIbmcjelbusZfkZPz6UdzKqmM5JmcERTuYudfWHimfyUYGxZrZ/fbDFWBb4w7uX2wjg5q49Dcz/E3D1fx1RI49f7mLfWw4H1pdjGM7jT8C8/K/DdW5L8eulGhpKD9I/uYXnTLTQF56KezFcSZ4Cma/zsu3/F/G9twDEx+TzqUeh5cyvKsjqChXGu7N5CfXfPlP1Gg1fQW/tmrJkxslY/L8bKiGf6ASMFw2Uzc1VjCelcgV+80o3VrLJ2/uQfa0HTUTC+1hFCCCEuBG6bmaW1fpbW+omlc3SPpXj2gIq34s1cNmLHpezmqfcF6Ht4L9dvM2Y6l2+L0T3wKC/+2TWMzLmL+ng/1V2/w5k03jfN+QSBse0ExrbPeE7X7g7a57yXmG/uccdmyidoOnAfnpgRmOooDFS/geHya6a0ny0qFOAnv8O99SAAmgI/WGehoqKM6pJrUN2NAOQKGgVdp6Xcfd5KcB2LBLNnYAHYEWVuG/UlLg4NxacEs0G3jboSJ11jSQ4lXUTCh/AGK0k7q9i/4P+j+cD/YMuM4TTHWHBTioOb6lG7U5g1+Ks/ajwwnuEX1+3ncGqI3tEDLG+4kWWNb8Rn95+xsR+Pruv8/Lt/zZKvbyimFXRXqIzethhro4PVvRupHDowZZ+wvYbBpreT8DSCrmHJRhmpWMULOxPFbVY2T3YAu761jHmVHiwmlYBz8hNfNJ3D67BQ7pFgVgghxIXHY7cwL2SmeyxJ27DGnOo3sbjfhi+2mz13rODByl3c+kQYax5qB/IEvvksr/7JKKOLltE+/wM0hQ9ROrYdd/Qg5sL0Mp9HmAspWvZ9l+6GtzNScc3UO3UdW3oIX3g3pYMvYs8YVYQ01UJ7891ESoxF19lMksTOXaRSUcxmK2azFd/2Tty7jbTAvArffrMZX2stlZ5WXGVriqcYS2Qp89ioCRyj6dF5dGkHs4p6xnJmwegcNqfCw4HB+LQyXctq/XSNGSWnXgwHeZM3TsHiJu2sYt/Cj9F08Pt4Ym1YzXkWrGzjgKcZbY/ReeOOF3UWdhb4zq3j/CS/ifZED/1De1g+5020hC7DdLzVi6dJ13V+ef/fs/C/ny4GsoeabCTfuoArOUzz9n0oxQQB0OwB9gbfSLj8ChxW44OCNTtOzuan19LA7j6jkULAaWFehWfKuWYKWCOpHHMrPDisZ+8xCiGEEKdDVRUWVHlpH00QUTzoVetoGXBQGtvFtmuu4BdVB1j36y7KI+BO6Vz3o10k3HvJuWz0eRz0+b0Uam7BGVQpdUVwKllyjgpSjhBZWwm1Hb/BH96FgkZdx6/wRA+Ss3hR9DyqlsMVay8GsEfkzG7a5n6QpLuebD5NcuMr+J94FV9s5ta4ORP81+0mSufMpdTmpKz8jWCerCkbTedYXuufEttcKC7tYPYMLgA7ouYYZbqW1fr53XajT/Oz8Ur+JP0ySdWCZrJRsLg5NO/D1HQ+QNnQiygqtC5uo81dT/blHAowtxe+eF+B31yj89DVHRzOjNMdaePymutY1vImSqxuyMSMn1wKLA6wOMioZtJmCz7XieXZHC1TyPDgz++l9SuPYJ1ocHao2YbtrVWsHXsGR2ay+kDB6iXeuI6B0lV0jGaonAhk0XUsmTCj5St5sTuNPhH3Xt0UfN2mFLquUyjoF+SnQCGEEOJoNQEHTaUuDg7FcJZ6Ga5cQ6nJwg3hvWxtXsYfPujl8gf2sPSwhgp44gWIJ2EwCYzC5nYAssB4iYORq10o1/kJWn0cbv1zqrt/T0X/0wAExrYddywJVx3tc+4hay0htmULjoefp3L02LO+GTP859tVQs0L8JugKnA1Vt+C4v3RdB6PzULDeWpX+3ou7WBWObNpBmCU6VpY5eOJPYPkChoWk/EJJuSzE/LaGYim2R820WmbR11iH0l3PbpqRlfNdDe+g7QjRE3nb1EUnZamTgaD1fQ/Z8YWz2EpwLue1bh6H3z71gg/q9phpB4MbqfR4qFedRBS7VgUhUghS1cuys58mILJxpzaa5nf+AZ8zpKpA85noZAF22TBY03X6BzezeMPfJErvrUZu5Huw+EGC3Nu0JjX/8Lk7qqdQ8E1dJWsIq9a0UczeOyTLytLNkze6iPmaeLFF3uLt69smkwxOJZEtoDTapKSXEIIIS54iqKwsNrH4ZEEyUwep83NcMX1lCoWVo7vwhNoZct7PBzesJWl+9KUxMCbmLmslGsshevh7aQ37Kb72mb0668kWXMzaXsFtR2/QtULU7bXUYl7mogEFhLxLzQ6f+XypH70K8q3dkzZ9uVWha3NCqYCmCcOs3mOwrzSuZQoOrXeK/CGbp2yz2g8w8IqL37nhbXw6wgJZs/gArAjmsvc7A1EGYikqS2ZnFVcXufnkV0D6MBjyVbu8qVxxrtIuOuLNeaGQ9eTtZXQcOiHmLQsFb5e3LcF2bWjEs+uMRQdGobg339Q4PcrNH51bS+H8jHmOyqY66qiyh4kaHLyfKKDl6JttGdG8Ks2rogd5srBrSxsfAPNlVfizMRQw90wsh/yaTRHgLirlIjZwivbHyP9wz9w/a7J/s8dtWauXjVGMD7ZQi/sncv2ijvwlFQwWUjrqKdXy2JOj/GodhW/Wd/PUMw43pwKN6UnEKCOxjM0BF34nRdO+Q8hhBDiWKp8dprLXOwfiNNUZiZvsrPffSXOaJ6qRDsBi5uta5bx9KokkXyCDn2YTCpBRRjqh3TqhnQaB3VajHXS2JN55jy+n/SzBxlYWMGmFfPYv/ijVGcTmFS7MRmmmMlafWjmyW+DtWicwv/+jJKu8eJte2rh19db8FbV4XUHiepJYlqKpJZhgSlIRaFAvXM+weq3oZsm36OzeQ1VVWgum5oaeCFRdF3XX3+zi0s0GsXn8xHZ8G28q//yrJyjbTjOIzsHqPLbsVuMfM/usSSff8QoxaEAN8/z84HAdlzZQZKueqO97gRHopuW/d/DkosWb2uPNxJ5HmzhySCzLwA/vElld72CZjPTYi9nOBcjF4lxxUGd+V06o17YsFhFK3dxpbOaRd5GbNkkHhR8tgCa2cJgcoTBoQGcT3ew7JUElqM+9HVWm1m+OkKFFgFAN9sZaLidLaalVPgcTMsW0DVs6WE2j1r5f33N9Kamfmb68JrmKd29ZpIraHSPJbllcSXN57lNnhBCCHGi+sIpfr+9D5OqkMjm8TsszClz09XdiTvRhTu/m33JgwyreQpmNzoKcS1JRE8RzscYK8RwDUR5+4saK/ZPD9GifiuDS2uIr5iLu6wSr+rErTjQ0MjqebTeAdz/+xCOiJFWkLbAfTebKcypZ46/iZQeo6Bl0RUzqmrDrFrJZYaps9VSUf8etImGDNm8RiKbZyyepTrg4K1LqzCbzm2+bDFei0Tweo9dmvTSDmaf+1+81/75WTlHQdN5dPcAHSMJGidyTHRd5/4XO3ilY/KTUnPQyj/V76daGSbpnNqKzpoZo+nAfcWyHQB53URHWyPZLSkU7aiFVwp0lUFbpULVqM7cnulfXeytgaeWqvTUWTG5nZjdTlyamapdYyzeGmdRu4Z61Ksh5oCOJQGua+mjsjAxZkcJQ5f/HVvGrHjtFuyWqWexZCPY0iPszlfzsZ11HP3iqg86efPiSha+TiAL0B9J4XNYuG1ZdTFVQwghhLjQ6brO+n1D9IdTLKzy0VLhxmu3cGAwxlP7hghYcgTzneTGXiGW7KLPpBFRTcX3S4tiJq1nac8NEO/t4paXcly936hX+1pDVQ76ltdQCHjwdY4T6BjF3xfDVDCONuqB793uYFHNYgrmLDoapZYgZdZKCrkYSS1OspDAYfZRUXsnBXcD/ZEUyUwBi1nFaTVR6rayuNo/5Zvmc0WC2eMoPjkv/RjvirvO2nm6x5L8cWc/pS4rzolSXZqus37vEA9t6+VILOq0KHx24QCLlcOkXNVopqNW9esaweGXqer5I5bc5Ff8yaSHzo0lMJw7rTHmVaZ18cqYYccCJ5GFDdxi3UbLxArJgsVD5Op/YFfMSa6gTSmhZc7FsKWHyZvdRP3z+MreAK90G+NtKnVx65JK5oc8J1SbTtN02kbirJ1fwcKq1w98hRBCiAtJOldA03Wc1slvJnVdZ2vXOC8cGqXSb8dtyuOJHMQ5to1EZoCo2UpENRNR8sS1NHEtjU6B0XyM/kg31fvDXLdbZ1HXiYVtByvhp2/1sqykjoLVTsDZSLl3GS7vAnSrD7WQxZyPY87FKZhspOzldI8mcdpMXF5fQpnHhs9hKX67fD5IMHscxSdn86/xXv72s3aeI5/O9vZHp31V3j6S4L7n2xmdaH/bFLTzH0sG8YX3kLWXkntNYWO1kCbU9yTl/RtQdePjma7B8EAZ4702lJE8hagCuhEsWjx5bNU5CpUq4YgP7UABR/z4ge+4R+Fws4vU/DrsFVluiuymKmW0v8upDl6q+yBpVw25gkaFz46CUZzZnhqmYLIR9zYT9S9koODhUw/tQtONwtKfu33RjKU8snmNjtEEVT4H7qMWjY3EMyjAHZfV4LJd2mndQgghLh4FTee5g8Ns74lQX+LEalYxZ6N4ovtxxjqxZqOohTRZRWFYj9NTiDCoJ8lSQFNUurUMI6M9LNib5PpdGrUj088x4IdXWhW2Xl3KYk85ZkcFVaG34PcuPmbDpVxBo3M0SYXXxvWtZVT6HDNud65JMHscxSdny+/wLn/LWT3XUDTN77f34bSZ8TmmLmRKZvN86bEDDESNvJa/u6mJK82HCYxuQVfNpB2hacezZkap6vo9JTOU5SjkFDJhCyZbAZt36krHuNnLy7EWCvsyuGJ5rLkslkIGpaChBnT0BgcdLZWM+mxcG9lPS7x/8riqlYPzPkLS00C2oGFSFEyKjiM1gKLniXnnEPUvKLbZ+82WHtbvHQLg1sUh3rykipn0jqfwOswMRNNU+xzF2euDgzFWNZdyZWPJjPsJIYQQs1U6V+CpfUMcGIxRG3AW66grWh5LdhxbehR7ahDNZCVrdhNWCgxlBoiNv0QyFyZn9aMDY8lRCr191ByMoGg63SEzg5V2NI+TWtVHudmCzd1IddXb8Dkbjzue7rEkjWUurmspI+C6cCoWnGgwe2lPe1nOflepcq+dORUedvSEpwWzTquZdYsq+MGLRueNx/aMMOfGy8hbvQSHXsKZ6CLprClWOgDI2oJ0zHkvw7HD1HT+Fleiu3ifbrOSbwqRBrLpOM5CDJNmzPy681FudGxh4Lo6yCUIZUanjXVxvAPiU29LOUJ0Nb6TpKcBAKtJNWZjkwNkHOWMl15Bwt1QXLyWyhV44ZDxUdGsKqxuLZvxedF0nWQuz4qmEqr8DrZ2han2O8gVNDx2M01lF2YtOyGEEOJ02C0mbphbjsNiYldfhKDLit9pRVfNZO1lZO1lxPzzitubgEqg2rsUBp8gHD9Il8WG7gyitAZR5lhwZRVaLTBHT6MVUiT0HA7PfGqqbsdtO3ad+ZFYhkgqx8JqH6uag1PSImaT2TnqM+UM15g9lroSJzt6wuQL2rSVgFfUl/CH7f2MJrLs6Y/SNZakrqSFvNlNcOgFXPFOkq5a9Nc0d0h4mti/8O9wxw5jKqRJOisZ173EM0aeTonLht2sYE8NUNP5W7xRo91sKN51QmPOWAP019zCWOkVU4Jpe2oAtZAlUrKYcPAy8pap6RMvHhohnTOScFc0luCxz/wcR1M5fHYLjaUu7BYT+YLOjp4wOrC0xkfQLbVlhRBCXJwcVhPXzSnF5zDzcsc4qVyBkNd+3HUlmrMSc80dzBl6kXnhPYTJMaKnGNKjJMlBwYxicqK7Ggg4aqksXYPDMvNsZq6g0TOexGk1c8O8cuaFPOe8UsGZdGkHs2e4+9exhHx2/E4rkVRuWpBmUhXWLqjgF68YM6yP7x7gA9c1kXaGGKq6ieDgRtyxw6Qd5eQtr6nxpqjEvS3FX92A225B1yerfKWdlRya92H8Y9up7noIW9aoSpBw1TJaehXjpZdhKqRxxTtxxTuwZsaJeecwUr5qWgBtTw2gozJUdQNxT8uUUmJg5AI9vX+4+PsN88qP+ZyMJrIsrfEXg91VLUHymkb3WIo5FRduLTshhBDiTDCbVC6rL8HrsPDioVG6x5LUljiPG9DmLW6GQ6txuWqx6HlCKJTpGklyaNYgmr0ck/n4VQfCySzDsQwNpS6ubgpS4T3731KfbZd2MHuOZmbtFhONpU62dIVnnHFc2RTk4Z39xNJ5tnaFGYymqfDayVn97PaswpP305rbhzU9StoRQjMf/4U37e9AUQgHlxHxL8AX2UvaXkbaOZnHWjC7yNqCjAcvO+Yxbelh0HVGQteQ8DbPuM327jBjEwvaFlR6p7TzPVomX8CkKMWSZQA2s4nr5pTRG05RdYEkngshhBBnW0u5B4fVzNP7BukeS1Fb4jj+DK3JRsw/f9rtCkZKwrFk8gV6x1PYLSaubgqytNZ/XisVnEmXdjB7jmZmAWoCTrZ2RWZMNbCaVW6cV85D2/qM7mC7B1hc7WPD/mEODsVRFRt/ffUNXO86hDvWjq5A2lGBrp5ckrZushIuWXrSY7dmRlELGUZC1xUDWU3T+eHGTrZ1h7FO1KJLZCaL4K2df5xZ2XiWkM9OpW9qUG63mKRBghBCiEtOtd/BmrnlPLVviO7xFLWB4we0R9M0nfFkloDLijrDPpquMxTNkMjkaSp3c3ldgJBv9s/GHm32JkicCeq5+0RS4bUTcFoIp2Yuj3X9nLJiA4KXDo/xvefaOThkrMbSdPjxjjg95WsYqHkjaUclzmQv9mQ/aFOrFqAXUAtpFC0PZ6BQhTUzhjmXYLR8JTHf3OLtj+8Z5OWOMbIFjXgmz1AsQyJrjKXKb2duaOZUAV3XSWYLtFbM7vwcIYQQ4kyqCTi5YW45TquJnvEUJ1psqmc8STav0TWanLaPrut0jSawmo2UxnULKi66QBYu+WD23KQZwJFUAxeR5MzBrMNqmnHlv3miV+xYIsuT+4ZJuusZqFnHYNVaclYfrngH9mQfzngXrlg7zkQ3tswYjlSfkQcba8cVa8eci087NgC6ZgS+r2HKJXDF2lG0HKNlVxP1Lyje1z6S4A87+gAjpSHosuKwmlAAu0XlTy6vOeYnykgqh9duPi+dRIQQQogLWW3JZEB7eDjB4eE4g9H0lG8+jzaWyGI2qVzZaOTe9oynivfpuk7naBK/08YbFoSYX+m9aCeRLvE0g3MXzMJEqkF3mFxBm7FF603zKtjaFWY4lmFhtZcb5pbjc1j494f3oulG+sHVTUFKXFbi3jkkXbW4o224Y21krX6ytiA5q4+C2Ymi5VC1HGohgz3Vjzd8AGtmIufWZEPNp7FlRlAn+jMrep48JjqyPhykCFgUooGFRAILyNpLi2NMZQvc93x7sXvZLYsm68hqug46qOqxvxoZS2RZVO2bVqZMCCGEEEZA+5alVQzHMozEs/SMJwmnjEVbtSVOTBPvsZl8gbFEhmtbylhS4yfgtPLk3kH6IylCXjvdY0m8Dgs3zCu7KBZ5Hc+lHcyeowVgR1T4bAScViLJHKWe6QvB3HYz//dN89F1pnTMur61jA37h8kVdB7a1sv7rjGKH2smO9HAQqKBhTOebyyR5ZG9/bhtjVwXqmN+fg/uWAfoBTSTjbSzkri3hYTqZuPhcR4+lGE4PRmI2swqfucgcyuSLK8L0FLu5mcvdxW7ljWXubhlUWVxe1VRjAz0GaRzBYZjGaxmE02lkhcrhBBCHIvfadSenVMBmlbCQDTNxrZRDg/HqS1xYjOrxeo/i2uMjqG1JU6um1PK0/uHODgUp8Rl5YZ55RdMN6+z6dIOZs9hziwYK/abSl280jk2YzALzDhj++bFlbzSMUYiU+CVjnGun1NGc/nxA8JUtsA3njpU7C722G6oL6lndVUdldY0cXMJqbyHoa4szxwYJpbO89pINJPXGIxmGIxmePbgCA6ridREXqzDYuK9qxqKnxCPJZnNMxjNoChQE3CwoNJLbcnF/4clhBBCnAmqqlDld7BuUYiNbSPs7Y+iKgpBl5WrG4NT4oaWcg+ZvMau3girmkupPkZVoYvNJR7MnvuHXx1wsKVLOWaqwUycNjNvWVLFzydq0f5yczfvu6aRCq9txtxUTdP53+fbi4HsEZ1jKX44duS3sYmfqeaFPLhtZiLpHNFUjtF4lvxETsGRQBbgrhV1r9vYIJMv0BdOMy/kYV7IS3XA8brBrxBCCCGmc9vMrJlbTsBpZd9AjBVNJTO2nl1Y5aO5zH3RlN06EZd2MGs5959YKrx2SlxW+sIpagLOEw7urm0p5bmDI/SGU3SPp/jsH/YQdFlZUOVlUbWPBZXe4rEe2NrLnv4oAC6riZvmV7Cla3xKYvjRFAUurwvwhgUV0xZmpXMFdvVG2NodZldvhFxBZ83cMi6rD7zumIeiGeqDTm6aXyFBrBBCCHGaLCaVKxpKaCl3H3ftyaUUyAIo+onWfriIRKNRfD4fkUgEr3fmVm9nU+dogk2Hx4wkbZ/9mC1fX6ttOM43njpEJq9Nu89tM3NFQwC3zcwfdvQDoCrw/900h9aJjlo940l29UYpaDoWk4LZpGIzq7RWeCg7RtrD0TL5AtFUnlK39XXr3+UKRpmQmxeFpKOXEEIIIU7aicZrEsyeh2AWIJHJs617nN29UTRdp/oEZ2lH4xm2dofZ0xfl0FC8mAIwk3dfVce1c0qPef/Z1B9J4bFZuG15FTbzpfUJUQghhBCn70TjtUs7zeA8ctnMXNNSRl2Ji5cOj9IXTp1Q7dWg28ba+RWsnV9BJl9gX3+MVzrG2NETmRLYrplbdt4CWU3TiacLXN0UlEBWCCGEEGeVBLPnWW2Jk0y+wKO7BsjmtSkluV6PzWxiaa2fpbV+ktk8W7vC7OiJUOG1cduy6rM46uMbTWQpdVtpLHWdtzEIIYQQ4tIgwewFoD7oojbgZCCaPuXOWE6rmWtaSrmm5fzMxh6h6zrhVJbrWspwWuXlJYQQQoiz6+LsazbLWEwqC6t95Aoa2RkWd80m4VQOn93yunVwhRBCCCHOBJk6u0A0BJ3UljgZiJz67Oy5pmk6nWNJNF1HAXQdsgWNVc2l0q5WCCGEEOeEBLMXCLNJZWGVj57x5JTc2VxBI5LMEXBZL7harT3hFGVuG0tqfeQLOnlNp6BptJRJKS4hhBBCnBsSzF5AjszO9oXTVPrsDEbTZPMabpv5hKsdnCtjiSxmVWFlc/CCGpcQQgghLi2SM3sBOTI7my/odI8nKfPYWLcwxDUtpRQ0nWQmf9bHoOk6uYKGdpzyw+lcgdFEhsvqAhLICiGEEOK8kpnZC0x9iZMrGwIE3Vbqgy4sJhVd1+kZT7KjJ0pLuet1u2+9VkHTXzdFoaDpjMQzRFM5bGYTeU3jSDirAF67BZ/TgklV6B5LMb/Sy+Ia36k9SCGEEEKIM0SC2QuM2aSyoik45TZFUbisroTu8RTDsQzlXvsJH697LDkx02q0vPU5LTgsJjTtSI6rUUorkSlQ5rFxRX0JZR4buYI28aMzEk/TOZqidzxFOleg2u9gRVMQi0km9oUQQghxfkkwO0v4nBYurw/w1L4h/CfYXGEknsGsKlw7p5x0tkD7aILRWIZ0XkNVwayqmFUFj93M1U1BmkrdOKzTO3bNxcOVDRrD8QxD0TTlXrtUKxBCCCHEBUGC2VmktcJDx2iS9uE4DUEX6nFSB+KZPLF0jtWt5SysMtIBltUFGE1kSGQKWEwKVrOK1aTitJpfNzi2mlWq/Q6q/Y4z+piEEEIIIU6HBLOziMWkcnldgPFElo7RBDo6ZlXFZTXjtpuxW4xZ1Wxeoz+c4vL6AAsqvcX9TapCuccOUjlLCCGEEBcJCWZnmZDPzluXVRFO5IikcgzH0wxGMwzFMmTzGjazSjqn0RrycGVjyXFnb4UQQgghZjsJZmchr92C134kZ9VHvqAxmsgyHMvQNWY0XVjVXIrNPD3/VQghhBDiYiLB7EXAbFKp8Nqp8NpZVO07oVJcQgghhBAXA6mtdBGSQFYIIYQQlwoJZoUQQgghxKwlwawQQgghhJi1JJgVQgghhBCzlgSzQgghhBBi1pJgVgghhBBCzFoSzAohhBBCiFlLglkhhBBCCDFrSTArhBBCCCFmLQlmhRBCCCHErCXBrBBCCCGEmLUkmBVCCCGEELOWBLNCCCGEEGLWkmBWCCGEEELMWrMumP30pz+NoihTfubNm3e+hyWEEEIIIc4D8/kewKlYuHAhTz75ZPF3s3lWPgwhhBBCCHGaZmUUaDabCYVC53sYQgghhBDiPJt1aQYABw8epKqqiqamJu666y66urqOu30mkyEajU75EUIIIYQQs9+sC2ZXrFjB/fffz6OPPsq3v/1t2tvbue6664jFYsfc5/Of/zw+n6/4U1tbew5HLIQQQgghzhZF13X9fA/idITDYerr6/nKV77C+9///hm3yWQyZDKZ4u/RaJTa2loikQher/dcDVUIIYQQQpygaDSKz+d73XhtVubMHs3v99Pa2sqhQ4eOuY3NZsNms53DUQkhhBBCiHNh1qUZvFY8HqetrY3KysrzPRQhhBBCCHGOzbpg9uMf/zjPPPMMHR0dvPjii7ztbW/DZDJx5513nu+hCSGEEEKIc2zWpRn09PRw5513Mjo6SllZGddeey0vvfQSZWVl53toQgghhBDiHJt1wezPf/7z8z0EIYQQQghxgZh1aQZCCCGEEEIcIcGsEEIIIYSYtSSYFUIIIYQQs5YEs0IIIYQQYtaSYFYIIYQQQsxaEswKIYQQQohZS4JZIYQQQggxa0kwK4QQQgghZi0JZoUQQgghxKwlwawQQgghhJi1JJgVQgghhBCzlgSzQgghhBBi1pJgVgghhBBCzFoSzAohhBBCiFlLglkhhBBCCDFrSTArhBBCCCFmLQlmhRBCCCHErCXBrBBCCCGEmLUkmBVCCCGEELOWBLNCCCGEEGLWkmBWCCGEEELMWhLMCiGEEEKIWUuCWSGEEEIIMWtJMCuEEEIIIWYtCWaFEEIIIcSsJcGsEEIIIYSYtSSYFUIIIYQQs5YEs0IIIYQQYtaSYFYIIYQQQsxaEswKIYQQQohZS4JZIYQQQggxa0kwK4QQQgghZi0JZoUQQgghxKwlwawQQgghhJi1JJgVQgghhBCzlgSzQgghhBBi1pJgVgghhBBCzFoSzAohhBBCiFlLglkhhBBCCDFrSTArhBBCCCFmLQlmhRBCCCHErCXBrBBCCCGEmLUkmBVCCCGEELOWBLNCCCGEEGLWkmBWCCGEEELMWhLMCiGEEEKIWUuCWSGEEEIIMWtJMCuEEEIIIWYtCWaFEEIIIcSsJcGsEEIIIYSYtSSYFUIIIYQQs5YEs0IIIYQQYtaSYFYIIYQQQsxaEswKIYQQQohZS4JZIYQQQggxa0kwK4QQQgghZi0JZoUQQgghxKwlwawQQgghhJi1JJgVQgghhBCzlgSzQgghhBBi1pJgVgghhBBCzFoSzAohhBBCiFlLglkhhBBCCDFrSTArhBBCCCFmLQlmhRBCCCHErCXBrBBCCCGEmLVmbTD7zW9+k4aGBux2OytWrODll18+30MSQgghhBDn2KwMZn/xi1/wsY99jHvvvZctW7awdOlS1q1bx9DQ0PkemhBCCCGEOIdmZTD7la98hQ9+8IO8733vY8GCBXznO9/B6XRy3333ne+hCSGEEEKIc8h8vgdwsrLZLK+++iqf/OQni7epqsratWvZuHHjjPtkMhkymUzx90gkAkA0Gj27gxVCCCGEEKfkSJym6/pxt5t1wezIyAiFQoGKioopt1dUVLBv374Z9/n85z/PZz7zmWm319bWnpUxCiGEEEKIMyMWi+Hz+Y55/6wLZk/FJz/5ST72sY8Vf9c0jbGxMYLBIIqinPJxo9EotbW1dHd34/V6z8RQxSmQ63BhkOtwYZDrcGGQ63BhkOtwYTjV66DrOrFYjKqqquNuN+uC2dLSUkwmE4ODg1NuHxwcJBQKzbiPzWbDZrNNuc3v95+xMXm9XvkjuQDIdbgwyHW4MMh1uDDIdbgwyHW4MJzKdTjejOwRs24BmNVq5fLLL2f9+vXF2zRNY/369axcufI8jkwIIYQQQpxrs25mFuBjH/sY99xzD1dccQVXXXUVX/va10gkErzvfe8730MTQgghhBDn0KwMZt/5zncyPDzMpz71KQYGBli2bBmPPvrotEVhZ5vNZuPee++dlsIgzi25DhcGuQ4XBrkOFwa5DhcGuQ4XhrN9HRT99eodCCGEEEIIcYGadTmzQgghhBBCHCHBrBBCCCGEmLUkmBVCCCGEELOWBLNCCCGEEGLWkmD2JPzbv/0bq1atwul0nnDThfe+970oijLl5+abbz67A73Incp10HWdT33qU1RWVuJwOFi7di0HDx48uwO9yI2NjXHXXXfh9Xrx+/28//3vJx6PH3efNWvWTPt7+Mu//MtzNOKLxze/+U0aGhqw2+2sWLGCl19++bjb/+pXv2LevHnY7XYWL17Mww8/fI5GenE7metw//33T3vt2+32czjai9Ozzz7LW97yFqqqqlAUhQcffPB199mwYQOXXXYZNpuNlpYW7r///rM+zovdyV6HDRs2TPt7UBSFgYGBUzq/BLMnIZvN8qd/+qd8+MMfPqn9br75Zvr7+4s/P/vZz87SCC8Np3IdvvjFL/L1r3+d73znO2zatAmXy8W6detIp9NncaQXt7vuuovdu3fzxBNP8Ic//IFnn32WD33oQ6+73wc/+MEpfw9f/OIXz8FoLx6/+MUv+NjHPsa9997Lli1bWLp0KevWrWNoaGjG7V988UXuvPNO3v/+97N161Zuv/12br/9dnbt2nWOR35xOdnrAEb3o6Nf+52dnedwxBenRCLB0qVL+eY3v3lC27e3t/OmN72JG264gW3btvHRj36UD3zgAzz22GNneaQXt5O9Dkfs379/yt9EeXn5qQ1AFyft+9//vu7z+U5o23vuuUe/7bbbzup4LlUneh00TdNDoZD+n//5n8XbwuGwbrPZ9J/97GdncYQXrz179uiA/sorrxRve+SRR3RFUfTe3t5j7rd69Wr9b//2b8/BCC9eV111lf5Xf/VXxd8LhYJeVVWlf/7zn59x+3e84x36m970pim3rVixQv+Lv/iLszrOi93JXoeTed8QpwbQf/vb3x53m3/8x3/UFy5cOOW2d77znfq6devO4sguLSdyHZ5++mkd0MfHx8/IOWVm9hzYsGED5eXlzJ07lw9/+MOMjo6e7yFdUtrb2xkYGGDt2rXF23w+HytWrGDjxo3ncWSz18aNG/H7/VxxxRXF29auXYuqqmzatOm4+/7kJz+htLSURYsW8clPfpJkMnm2h3vRyGazvPrqq1Ney6qqsnbt2mO+ljdu3Dhle4B169bJa/80nMp1AIjH49TX11NbW8ttt93G7t27z8VwxVHk7+HCsmzZMiorK3nDG97ACy+8cMrHmZUdwGaTm2++mTvuuIPGxkba2tr4p3/6J2655RY2btyIyWQ638O7JBzJwXlth7iKiopTzs+51A0MDEz7OshsNlNSUnLc5/Td73439fX1VFVVsWPHDv7P//k/7N+/nwceeOBsD/miMDIyQqFQmPG1vG/fvhn3GRgYkNf+GXYq12Hu3Lncd999LFmyhEgkwpe+9CVWrVrF7t27qampORfDFhz77yEajZJKpXA4HOdpZJeWyspKvvOd73DFFVeQyWT4n//5H9asWcOmTZu47LLLTvp4l3ww+4lPfIIvfOELx91m7969zJs375SO/653vav4/4sXL2bJkiU0NzezYcMGbrrpplM65sXobF8HcWJO9DqcqqNzahcvXkxlZSU33XQTbW1tNDc3n/JxhbjQrVy5kpUrVxZ/X7VqFfPnz+e73/0u//qv/3oeRybEuTd37lzmzp1b/H3VqlW0tbXx1a9+lR/96EcnfbxLPpj9+7//e9773vced5umpqYzdr6mpiZKS0s5dOiQBLNHOZvXIRQKATA4OEhlZWXx9sHBQZYtW3ZKx7xYneh1CIVC0xa65PN5xsbGis/3iVixYgUAhw4dkmD2BJSWlmIymRgcHJxy++Dg4DGf91AodFLbi9d3KtfhtSwWC8uXL+fQoUNnY4jiGI719+D1emVW9jy76qqreP75509p30s+mC0rK6OsrOycna+np4fR0dEpQZU4u9ehsbGRUCjE+vXri8FrNBpl06ZNJ12Z4mJ3otdh5cqVhMNhXn31VS6//HIAnnrqKTRNKwaoJ2Lbtm0A8vdwgqxWK5dffjnr16/n9ttvB0DTNNavX89f//Vfz7jPypUrWb9+PR/96EeLtz3xxBNTZgnFyTmV6/BahUKBnTt3cuutt57FkYrXWrly5bTSdPL3cGHYtm3bqb8XnJFlZJeIzs5OfevWrfpnPvMZ3e1261u3btW3bt2qx2Kx4jZz587VH3jgAV3XdT0Wi+kf//jH9Y0bN+rt7e36k08+qV922WX6nDlz9HQ6fb4exqx3stdB13X9P/7jP3S/368/9NBD+o4dO/TbbrtNb2xs1FOp1Pl4CBeFm2++WV++fLm+adMm/fnnn9fnzJmj33nnncX7e3p69Llz5+qbNm3SdV3XDx06pH/2s5/VN2/erLe3t+sPPfSQ3tTUpF9//fXn6yHMSj//+c91m82m33///fqePXv0D33oQ7rf79cHBgZ0Xdf1u+++W//EJz5R3P6FF17QzWaz/qUvfUnfu3evfu+99+oWi0XfuXPn+XoIF4WTvQ6f+cxn9Mcee0xva2vTX331Vf1d73qXbrfb9d27d5+vh3BRiMVixfcAQP/KV76ib926Ve/s7NR1Xdc/8YlP6HfffXdx+8OHD+tOp1P/h3/4B33v3r36N7/5Td1kMumPPvro+XoIF4WTvQ5f/epX9QcffFA/ePCgvnPnTv1v//ZvdVVV9SeffPKUzi/B7Em45557dGDaz9NPP13cBtC///3v67qu68lkUn/jG9+ol5WV6RaLRa+vr9c/+MEPFv+xE6fmZK+Drhvluf7lX/5Fr6io0G02m37TTTfp+/fvP/eDv4iMjo7qd955p+52u3Wv16u/733vm/KBor29fcp16erq0q+//nq9pKREt9lsektLi/4P//APeiQSOU+PYPb67//+b72urk63Wq36VVddpb/00kvF+1avXq3fc889U7b/5S9/qbe2tupWq1VfuHCh/sc//vEcj/jidDLX4aMf/Whx24qKCv3WW2/Vt2zZch5GfXE5UuLptT9Hnvt77rlHX7169bR9li1bplutVr2pqWnKe4U4NSd7Hb7whS/ozc3Nut1u10tKSvQ1a9boTz311CmfX9F1XT+1OV0hhBBCCCHOL6kzK4QQQgghZi0JZoUQQgghxKwlwawQQgghhJi1JJgVQgghhBCzlgSzQgghhBBi1pJgVgghhBBCzFoSzAohhBBCiFlLglkhhBBCCDFrSTArhBCzXEdHB4qiFH9CodA5Pf+jjz465fxr1qw5p+cXQlzaJJgVQogz5NVXX+X9738/c+bMweVy4XA4aG5u5u677+aJJ54AIBKJ4HQ6CQQCpNPp4x7ve9/7Hoqi8KEPfeiEzr906VLuvfdePv7xj5/2YzkZLS0t3Hvvvdx7773n9LxCCAEg7WyFEOI0aZrGxz/+cb761a9iNpu58cYbWbRoERaLhcOHD/Pkk08yPj7OZz/7Wf7lX/6Fu+++mx//+Mf8+Mc/5q677jrmcVeuXMlLL73ESy+9xIoVK465XUdHB42Njdxzzz3cf//9Z+ERnjhFUVi9ejUbNmw4r+MQQlw6zOd7AEIIMdv98z//M1/96ldZtmwZv/71r2lubp5yfyqV4hvf+Aajo6MAvP/97+fHP/4x99133zGD2b179/LSSy+xcOHC4wayQghxqZM0AyGEOA2HDh3ii1/8IsFgkEcffXRaIAvgcDj4h3/4Bz7zmc8AsHr1apqbm3n66afp6OiY8bj33XcfYAS+p6uvr497772Xq6++mvLycmw2Gw0NDXzkIx9haGho2vZr1qxBUZQZj/Xe974XRVGOOW4hhDjXJJgVQojTcP/991MoFPiLv/gLKioqjrutzWYDjK/i//zP/xxd1/n+978/bbt8Ps+PfvQjrFYrd99992mP8dlnn+XLX/4yFRUV3HnnnfzN3/wNzc3NfPvb32blypVEIpHTPocQQpwvEswKIcRpeOGFFwC48cYbT2q/9773vZhMJn7wgx+gadqU+x5++GEGBwd561vfSmlp6WmP8cYbb2RgYICHHnqI//qv/+JLX/oS69ev5wc/+AGHDx/mG9/4xmmfQwghzhcJZoUQ4jQMDAwAUFNTc1L7VVVVcfPNN9PZ2cn69eun3HckxeDP//zPz8gYy8vLcbvd026/++678Xq9PPnkk2fkPEIIcT5IMCuEEOfJBz7wAWAyeAUYGhrij3/8IzU1Naxbt+6MneuBBx5g3bp1lJWVYTabURQFVVWJRqP09fWdsfMIIcS5JtUMhBDiNIRCIfbt20dvby9z5849qX3f/OY3U1FRwYMPPsj4+DiBQIAf/vCH5PN53vve96KqZ2a+4ctf/jIf//jHKSsr441vfCM1NTU4HA4Avva1r5HJZM7IeYQQ4nyQmVkhhDgN11xzDcC0VIETYTabec973kM6neYnP/kJAN///vdRFIX3ve99Z2R8+Xyef/3Xf6WyspJdu3bxk5/8hC984Qt8+tOf5t577yWbzU7b50gQnc/np90ni8WEEBcaCWaFEOI0HFnI9f/+3/9jeHj4uNvONAN6JC/2vvvuY9OmTezZs4cbbriBpqamMzK+kZERIpEIK1eupLy8fMp9mzdvJpVKTdsnEAgA0NvbO+V2TdPYvn37GRmXEEKcKRLMCiHEaWhpaeEf//EfGRkZ4ZZbbqG9vX3aNul0mq985St8+tOfnnbfvHnzuOaaa9i6dSt///d/D5yZ2rJHlJeX43A42LJlC8lksnj7+Pg4f/M3fzPjPldeeSXAtG5iX/nKV2Z8fEIIcT5JzqwQQpymz33uc6TTab761a8yd+7cKe1s29vbefLJJxkdHeVzn/vcjPu///3v54UXXuCFF17A7/dzxx13nLGxqarKRz7yEb785S+zdOlS3vKWtxCNRnnkkUeor6+nqqpq2j7ve9/7+OIXv8inP/1ptm3bRnNzM5s3b2bXrl2sXr2aZ5555oyNTwghTpfMzAohxGlSVZWvfOUrvPLKK9x99920tbXxrW99i69+9ats2rSJdevW8cQTT/B//+//nXH/d7zjHXg8HgDe/e53Y7fbz+j4Pv/5z/Nv//ZvKIrCt771LZ544gnuvPNOHn/8cSwWy7TtKyoqePrpp7npppt4/PHH+d73voff7+ell16ioaHhjI5NCCFOl6Lrun6+ByGEEOLUdXR00NjYyD333DMtNeBcUxSF1atXs2HDhvM6DiHEpUNmZoUQ4iLxgx/8AEVRCIVC5/S8jz76KIqioCjKOT2vEEKA5MwKIcSs5/f7uffee4u/z9Tt62xqaWmZcn5JRRBCnEuSZiCEEEIIIWYtSTMQQgghhBCzlgSzQgghhBBi1pJgVgghhBBCzFoSzAohhBBCiFlLglkhhBBCCDFrSTArhBBCCCFmLQlmhRBCCCHErCXBrBBCCCGEmLUkmBVCCCGEELPW/w/vsz2h+ml5FAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_profiles([fep_1000,fep_100,fep_10,fep_1], labels=['stride=1000', 'stride=100', 'stride=10', 'stride=1'], flims=[0,40])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above indicates that the error becomes larger as the stride increases (which is logical as it gives WHAM a lot less data to work with). We also observe that the (mean) estimated free energy itself becomes more noisy as the stride increases, which is also due to lower number of samples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating the autocorrelation time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The question now is which is the most reliable representation of the error. To that end, we estimate the correlation time from the autocorrelation function of the collective variable itself during the trajectories. We first illustrate this for a few individual trajectories:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrtime = corrtime_from_acf(trajectories_1[8], plot=True, xlims=[0,5000], ylims=[-1.05,1.05])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this plot the black solid line (which became a solid black region because it is a very fast oscilling curve, see further) represents the autocorrelation function, the red solid line represents the envoloppe of the black curve/region and the red dashed curve presents a fit of $\\exp(-\\frac{t}{\\tau})$ to the red solid curve.\n", "\n", "The above plot is an example of a typical situation in which the trajectory contains atomistic vibrations that happen on a very small time scale. These vibrations are responsible for the very high frequency oscillations you see in the plot above (resulting in the seemingly solid black region). If we want to fit a simple exponential function (to estimate the time decay constant which is the correlation time), we cannot fit directly to the curve itself as it fluctuates equally between above and below zero and hence any fit will give flat curve. Instead, we first filter out the very high frequency oscillations by computing the enveloppe of the curve. This is done by default in the ``corrtime_from_acf`` routine given the default value ``n_nested_envelopes=1``, but can be switched off by means of setting `n_nested_envelopes=0`. \n", "\n", "In some cases, it is usefull to indeed switch this off. For example when you did a simulation in which you did not print out every time step, but only every so many time steps resulting in a time series that do not contain these high frequency oscillations any more. In other situations it might be the case the enveloppe still contains such oscillations that make fitting difficult, then you can compute the enveloppe of the enveloppe by setting `n_nested_envelopes=2`. Below, we show what happens if we put `n_nested_envelopes=2` for the current case." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lvduyfhu/miniconda3/envs/test/lib/python3.14/site-packages/thermolib/tools.py:960: OptimizeWarning: Covariance of the parameters could not be estimated\n", " pars, pcovs = curve_fit(function, upper_envelope_indices, upper_envelope_values, **curve_fit_kwargs)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fitted (integrated) correlation time: 2*tau = 2.000 timesteps\n" ] } ], "source": [ "ct = corrtime_from_acf(trajectories_1[8], plot=True, xlims=[0,5000], ylims=[-1.05,1.05], n_nested_envelopes=2)\n", "print('Fitted (integrated) correlation time: 2*tau = %.3f timesteps' %ct)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You indeed see that the enveloppe contains even less oscillations. However, a new problem arises, a problem that also might have arissen from the start (e.g. again when the simulation only printed out every so many steps). This new issue is that the fit (dashed red line) is very bad. In fact, a closer look to the resulting correlation time reveals that no fit was done at all. Indeed we see that the integrated correlation time equals $2\\cdot\\tau=2$ or hence $\\tau=1$. This is just the initial guess of $\\tau$ (which is by default set to 1) is returned. Therefore, we need to adjust the initial gues of the correlation time $\\tau$ to a better value, which we can do with the keyword `p0`. If we would make another bad guess, i.e. set the initial gues to 2, we will still be confronted with the same issue. Let us first illustrate that by indeed setting the initial guess to 2:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fitted (integrated) correlation time: 2*tau = 4.000 timesteps\n" ] } ], "source": [ "ct = corrtime_from_acf(trajectories_1[8], plot=True, xlims=[0,5000], ylims=[-1.05,1.05], n_nested_envelopes=2, p0=[2])\n", "print('Fitted (integrated) correlation time: 2*tau = %.3f timesteps' %ct)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now again clearly see a bad fit, which is also again reflected by the fact that the result $2\\cdot\\tau=4$ (hence $\\tau=2)$ just returns the initial guess. In order to make a better initial gues, we can just look at the plot of the red solid line. We clearly see that the initial decay happens on a time scale of 1000 timesteps, so we could just use that as initial guess:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Fitted (integrated) correlation time: 2*tau = 1191.743 timesteps\n" ] } ], "source": [ "ct = corrtime_from_acf(trajectories_1[8], plot=True, xlims=[0,5000], ylims=[-1.05,1.05], n_nested_envelopes=2, p0=[1000])\n", "print('Fitted (integrated) correlation time: 2*tau = %.3f timesteps' %ct)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which now indeed represents a much better fit. The above discussion is included here to highlight what might happen when computing correlation times and how to try and adress those issues. In the present case, however, the default settings of n_nested_enveloppe=1 and p0=[1] is just fine and we therefore proceed with those default settings." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constructing the FEP with correlated error estimate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now compute the correlation time for each trajectory. This can be done using the ``decorrelate`` routine. In this routine, we can also adjust the parameters for the enveloppe and the initial conditions by specifying respectively the ``n_nested_envelopes`` and ``p0`` arguments. However, in the following we can use the default values." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrtimes = decorrelate(trajectories_1, plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above routine returns the correlation times for each simulation (i.e. each umbrella). As the error estimation is based on the Fisher information matrix of the maximum likelihood estimator, we can reconstruct the free energy profile using all original samples, but now we also parse the correlation times to the `from_wham` routine to obtain a more reliable error estimation by accounting for the reduced information due to correlation (i.e. only $\\frac{N}{2\\cdot\\tau-1}$ independent samples instead of $N$) in the information matrix:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: the CV range you specified for the histogram does not cover the entire simulation range in trajectory 127. Simulation samples outside the given CV range were cropped out.\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.160s\n", " bias poten. : 00h 00m 00.011s\n", " solve scf : 00h 00m 00.192s\n", " error est. : 00h 00m 00.459s\n", " TOTAL : 00h 00m 00.823s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "hist_decor = Histogram1D.from_wham(bins, trajectories_1, biasses, temp, error_estimate='mle_f', corrtimes=corrtimes, Nscf=10000)\n", "fep_decor = SimpleFreeEnergyProfile.from_histogram(hist_decor, temp=temp)\n", "#fep_decor.set_ref(ref='min')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_profiles([fep_decor,fep_1], labels=['MLE-decor', 'MLE-naive'], flims=[0,40])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We indeed see that the error bar increases from almost zero (for the case of assuming all samples to be independent, i.e. correlation time equal to 0) to a value of around 1-2 kJ/mol based on the correlation time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluating the correlated error estimate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to test the above error estimation, we are now going to generate profiles from various sources of subsets of the original trajectories and investigate whether the WHAM profile generated by each subset indeed falls within the predicted error bar. In order to make a fair comparison in terms of the error bar, we will make sure that each method uses trajectories that have approximately a number of samples equal to $\\frac{N}{2\\cdot\\tau-1}\\approx\\frac{200000}{1000}=200$, i.e. the previously estimated number of uncorrelated samples in a trajectory. The various methods for generating subsets of data are:\n", "\n", "1) Delayed-strided profiles: subset starting at sample 0, 100, 200, ... and with with a sampling stride of 1000\n", "2) Blocked profiles: subset [0,200], [200,400], ...\n", "3) Bootstrapped profiles: subsets each containing 200 random samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Delayed-strided WHAM profiles" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Constructing WHAM FEP for start=0\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.007s\n", " solve scf : 00h 00m 00.456s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.465s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=100\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.384s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.392s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=200\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.005s\n", " solve scf : 00h 00m 00.393s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.401s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=300\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.470s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.479s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=400\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.007s\n", " solve scf : 00h 00m 00.155s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.164s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=500\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.341s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.349s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=600\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.002s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.482s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.490s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=700\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.425s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.433s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=800\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.005s\n", " solve scf : 00h 00m 00.287s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.294s\n", "---------------------------------------------------------------------\n", "Constructing WHAM FEP for start=900\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.367s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.375s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "starts = np.arange(0,1000,100)\n", "feps = []\n", "for start in starts:\n", " print(\"Constructing WHAM FEP for start=%i\" %start)\n", " colvar_reader = ColVarReader([0], units=['au'], start=start, stride=1000)\n", " temp, biasses, trajectories = read_wham_input(\n", " fn_meta, colvar_reader, 'colvars/correlated/COLVAR_%s.dat', \n", " bias_potential='Parabola1D', q01_unit='au', kappa1_unit='kjmol',\n", " ) \n", " hist = Histogram1D.from_wham(bins, trajectories, biasses, temp, Nscf=10000)\n", " fep = SimpleFreeEnergyProfile.from_histogram(hist, temp)\n", " #fep.set_ref(ref='min')\n", " feps.append(fep)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_delstr = SimpleFreeEnergyProfile.from_average(feps, error_estimate='std')\n", "plot_profiles([fep_decor]+feps, labels=['MLE-decor']+['start=%i' %start for start in starts], flims=[0,40],\n", " colors =['k']+[None,]*len(starts),\n", " linewidths=[2 ]+[1 ,]*len(starts),\n", " linestyles=['-']+['--',]*len(starts))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All profiles indeed fall within the predicted 2-sigma error bar." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Blocked WHAM profile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, for each original trajectory, a new trajectory is constructed in which each subsequent block of 1000 samples is replaced by its average." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF did not converge!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.056s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.064s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "blocksize = 1000\n", "nblocks = int(min([len(traj) for traj in trajectories_1])/blocksize)\n", "new_trajs = []\n", "for itraj, trajectory in enumerate(trajectories_1):\n", " new_traj = np.zeros(nblocks)\n", " for i in range(nblocks):\n", " new_traj[i] = trajectory[i*blocksize:(i+1)*blocksize].mean()\n", " new_trajs.append(new_traj)\n", "hist_block = Histogram1D.from_wham(bins, new_trajs, biasses, temp)\n", "fep_block = SimpleFreeEnergyProfile.from_histogram(hist_block, temp)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_profiles([fep_decor,fep_block], labels=['MLE-decor','block'], flims=[0,40], \n", " colors=['k',None], linestyles=['-','--'], linewidths=[3,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the block profile is within the error predicted by the decorrelated profile, except for the many spikes. These spikes are due to the severaly overlap between subsequant umbrella trajectories after averaging. To illustrate lets consider the histograms of 3 subsequent original trajectories as well their blocked counterparts:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins2 = np.arange(-0.25,0.251,0.01)\n", "hists = [\n", " Histogram1D.from_single_trajectory(trajectories[61],bins2), \n", " Histogram1D.from_single_trajectory(trajectories[62],bins2), \n", " Histogram1D.from_single_trajectory(trajectories[63],bins2), \n", " ]\n", "labels = ['61-orig', '62-orig', '63-orig', ]\n", "plot_histograms(hists, labels=labels, linestyles=['-','-','-'], colors=['r','b','g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot clearly shows sufficient overlap in the original trajectories." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAALDCAYAAAD+JXMtAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAApS5JREFUeJzs3Xd4U2X/BvA7SZsuaCl0AKW07L1kU9kgSxB+CAgKCIoTRauIILJUhiKCypAh4AAHiLKEV5DKFgRRWQWk7L1aKNCkSX5/xKQnbdqcnJyTnKb357p6venJOed5SnnL7bff8zwai8ViARERERGRn9D6egJERERERHJiwCUiIiIiv8KAS0RERER+hQGXiIiIiPwKAy4RERER+RUGXCIiIiLyKwy4RERERORXGHCJiIiIyK8w4BIRERGRX2HAJaJCKyUlBRqNBhMmTFBsDI1GgzZt2og+f8KECdBoNEhJSXF5n/zO9YY2bdpAo9GIPn/JkiXQaDRYsmSJcpMiIpIJAy4ReeTUqVPQaDQOH3q9HvHx8RgwYAD+/vtvX0+xULH9eT755JO+noqsEhMTkZiY6OtpEFEREeDrCRCRf6hUqRKeeOIJAMCdO3ewe/duLF++HD/88AM2b96MpKQkH8/QO4YPH47HHnsM5cuXl/VcX+vVqxeaNWuGMmXK+HoqREQuMeASkSwqV66cp1Vg7NixeO+99/DWW2/55NfwvhAVFYWoqCjZz/W1iIgIRERE+HoaRESisEWBiBTz0ksvAQD27t1rP2brRT1//jwGDRqE0qVLQ6vVOgTgxYsXo2nTpihWrBiKFSuGpk2buuz93L59O9q0aYPixYujRIkS6N27N06cOJHnvC1btmDo0KGoVq2a/f6NGjXC/PnzC7z/uXPn0L9/f0RFRSE0NBRJSUnYtGlTnvPc6avNfe6SJUtQoUIFAMDSpUsd2j5SUlIwduxYaDQafPfdd07v9/nnn0Oj0WDKlCkux7YxGo2YMGECEhMTERQUhKpVq2LOnDl5zsuvB3f//v149NFHUb58eQQFBSE6OhqNGzfGe++9ByCn5eL06dM4ffq0w9eU+z+I3Pm+Z2dnY8qUKahUqRKCg4NRuXJlTJkyBSdPnnTa4mFrkbh16xaGDx+O+Ph4BAQE2O+/b98+DB8+HLVr10ZERARCQkJQp04dTJ06FUajMc/4tvulp6fj+eefR5kyZRAWFoZWrVph//79AIALFy7giSeeQExMDEJCQvDQQw/h+PHjrr8pROQxVnCJSHG5H2a6fv06mjdvjpIlS+Kxxx7D/fv3ER4eDgB4+eWX8cknnyAuLg5PPfUUAGDlypUYMmQI/vzzT8yaNSvP/Xfv3o0pU6agc+fOeOmll3Do0CGsWrUK27Ztw+7du1GxYkX7udOmTcOJEyfQrFkz9OrVC7du3cKGDRvw7LPPIjU1FR9++GGe+9+8eRNJSUmIjo7G008/jatXr+Lbb79F586dsWLFCvTs2VOWP6f69etjxIgRmDVrFurVq+dw38TERAwbNgxTpkzBwoUL0bdv3zzXL1iwAAEBARgyZIjoMfv37489e/agS5cu0Ol0+O677/Diiy8iMDAQw4YNK/DaAwcOoEWLFtDpdHjkkUeQkJCAW7du4fDhw5g/fz7eeustlChRAuPHj8fMmTMBAK+88or9euFDd+5+34cOHYovv/wSFStWxIsvvoisrCx89NFH2LVrV77zzcrKQrt27XDnzh306NEDAQEBiI2Ntf/ZrVmzBq1atULXrl1x9+5dpKSkYPTo0di7dy9WrlyZ534GgwEdO3bE/fv30a9fP1y+fBnfffcdOnTogJ07d6JTp04oU6YMnnjiCZw4cQJr1qxBt27dcOTIEeh0ugL/bInIQxYiIg+kpaVZAFg6deqU571x48ZZAFjatm1rPwbAAsAyZMgQS3Z2tsP5v/32mwWApUaNGpZbt27Zj9+4ccNStWpVCwDL1q1b7ce3bNliv9+8efMc7jVv3jwLAMvDDz/scPzkyZN55mk0Gi0dO3a06HQ6y+nTpx3es91/wIABFrPZbD/+119/WfR6vSU6Otpy9+5d+/Hx48dbAFi2bNmS5z6tW7d2OObsXNuf5+DBg/PM02KxWLp06WLRaDSWtLQ0h+MHDx60ALD07NnT6XW5tW7d2gLA0rRpU0t6err9+NGjRy0BAQGWatWqOZy/ePFiCwDL4sWL7ceSk5MtACw//vhjnvtfu3bN4fOEhARLQkKC07m4+33ftGmTBYClfv36lszMTPvxCxcuWGJjY53++SUkJNj/ngq/XzanT5/O8/fRbDZbhg4dagFg2b59u9P79enTx2I0Gu3Hp02bZgFgKVGihOXVV191+Dvz/PPPWwBYVq5c6fTPgYjkwxYFIpLFiRMnMGHCBEyYMAEjR45Eq1atMGnSJAQHB9t/XW2j1+vx/vvv56liLV26FID1V/fCfs/IyEiMHz8eAJz+yrpq1ap5qo3Dhg1DlSpVsG7dOly9etV+3NYCIBQQEIDnnnsOJpMJW7ZsyfO+TqfD5MmTHSrRdevWxcCBA3H16lWsX78+vz8W2T333HOwWCxYtGiRw/GFCxcCgMuqa25TpkyxV88BoFq1akhKSkJqaipu374t6h4hISF5jpUqVUr0HNz9vn/11VcAgHHjxiE0NNR+vEyZMhgxYkSBY73//vtO51u+fPk8fx81Gg1efPFFAHDajgIA06dPR0BAzi9D+/fvD8DaQvHuu+86/J2xvffXX38VOEci8hwDLhHJ4t9//8XEiRMxceJEzJo1C2lpaRgwYAD27NmD5s2bO5xboUIFpw9X/fnnnwAcf3Vt07ZtWwDWX4vnlpSUBK3W8ceZVqtFUlISLBaLQ6C4ffs2xo8fj3r16qFYsWL2ftDevXsDsPZN5la+fHkkJCTkOd6yZUuHeXtDt27dEBcXh8WLF8NkMgGw/qr8yy+/RHx8PDp37uzW/Ro2bJjnWLly5QAAt27dKvDavn37QqvVolevXhg6dCiWL1+O8+fPuzU+4P733fb9fPDBB/OcX9BqHcHBwahTp47T9wwGA2bMmIEmTZogPDwcWq0WGo3G/ufj7O9FZGRknhUwbKtMVKlSxSF8C99zdi8ikhd7cIlIFp06dcKGDRtEnWvre8wtIyMDWq0W0dHRTq/RaDTIyMgQfT/b8fT0dADWENOmTRvs378fDRo0wMCBA1GqVCkEBATg1KlTWLp0KbKysiTf3xt0Oh2efvppTJw4ET///DMefvhhrFq1CtevX8fw4cPzBH1XhNVbG1tF0hag89O0aVOkpKRg8uTJWLZsGRYvXgwAaNy4MaZNm2YPp664+323ne/sP5Ly+14BQExMTL6bWzz66KNYs2YNqlatin79+iEmJgaBgYG4desWZs2a5fTvRUF/dgW95+yhNSKSFwMuEXldfiEjPDwcZrMZV69eRUxMjMN7V65cgcVicRocLl++7PR+tuO2X3v/9NNP2L9/P5566in7r/RtvvnmG/uvyqXe31uefvppvPvuu1iwYAEefvhhLFy4EFqtFkOHDvXqPABrFfvnn3/GvXv38Pvvv2PNmjWYM2cOunXrhoMHDzo84Jcfd7/vtvOvXbuWJxTn970C8v97t3fvXqxZswadOnXCunXrHFoVdu/e7fTBRiJSN7YoEJFqNGjQAACcLrFlO1a/fv087+3YsQNms9nhmNlsxs6dO6HRaFCvXj0A1jYKAHjkkUfy3GPbtm35zuvMmTM4ffp0vtfY5i0HW7gqqHparlw5dOvWDevXr8fOnTuxefNmdOrUyacbRoSEhKBNmzb48MMPMWbMGNy7dw+//PKL/X2dTpfv1+Tu9932/dyxY0ee83fu3On23G1/L7p165anD7egvxdEpF4MuESkGoMHDwYATJw40eFX0unp6Zg4caLDOULHjh3DggULHI4tWLAAx44dQ7du3exVPlsf7fbt2x3O/e233/JcL2QymTBmzBhYLBb7sb///htffvkloqOj0bVrV3e+zAJFRkZCo9Hg7NmzBZ737LPPIjs7G3369IHFYnH74TI57Nq1C/fv389z3FZFDQ4Oth8rWbIkrl275vR8d7/vjz/+OABg0qRJuHfvnv34pUuXJFVb8/t7cejQIbfWFCYi9WCLAhGpRqtWrfDSSy/hk08+Qe3atdG7d29YLBasXLkS586dw8svv4xWrVrlua5Tp054+eWXsX79etSqVQuHDh3CmjVrEBUV5RB4unfvjsTERLz//vs4ePAgateujdTUVKxduxa9evXCihUrnM6rbt262L59Oxo3bowOHTrY18HNzs7G/PnznT6VL1WxYsXQuHFjbN26FQMHDkSVKlWg1WoxcOBAhwfdOnfujISEBJw+fRqlS5dG9+7dZZuDWNOmTcOWLVvQqlUrVKhQAcHBwdi/fz82b96MihUrolevXvZz27Vrhz/++ANdunRBy5Ytodfr0apVK/uHO9/3Dh06YMCAAVi2bBnq1KmDnj17IisrC9999x2aNm2KNWvWuNWL3KRJEzRp0gTfffcdLl68iGbNmuHMmTNYvXo1unXrlu/fCyJSLwZcIlKVjz/+GA0aNMDcuXPtu4vVqlULkyZNyncDg2bNmmHs2LEYO3YsPv74Y+h0OvTs2RPvv/++Qw9osWLF8Ouvv2LkyJHYunUrUlJSUKtWLXz99deIjY3NN8hERkZi3bp1eP3117FgwQLcvXsXDRo0wMSJE9GxY0fZ/wy+/PJLvPrqq1i7di3S09NhsVjw4IMPOgRcW+h999138eSTTzosVeUtzz//PCIiIvD777/jt99+g8ViQfny5TFmzBi8+uqrDn2zb7/9Nm7evIm1a9di27ZtMJlMGD9+vD24uvt9X7p0KWrUqIHPP/8cn3zyCcqVK4dXXnkF7du3x5o1a5z2audHp9Nh7dq1ePPNN7Fhwwbs3bsXVapUwfTp09GlSxcGXKJCSGMR/s6NiIgKjYcffhjr16/HsWPHULlyZV9PRxUWLlyIYcOGYc6cOXj++ed9PR0i8hEGXCKiQujw4cOoXbs2OnbsiI0bN/p6Ol536dIl+xJiNufPn0dSUhLOnTuHtLQ0xMfH+3CGRORLbFEgIipEli1bhtTUVHzxxRcAYN/pq6iZOnUq1q1bh5YtWyImJgZnzpzB2rVrcfv2bUyYMIHhlqiIY8AlIipE5s+fj23btiEhIQGLFi1CixYtfD0ln+jcuTMOHz6MdevW4ebNmwgODkbdunXxwgsvYMCAAb6eHhH5GFsUiIiIiMivcB1cIiIiIvIrDLhERERE5FfYgwvrlp4XLlxA8eLF892rnIiIiIh8x2Kx4Pbt2yhbtqzLzVwYcAFcuHCBT9wSERERFQJnz55FuXLlCjyHARdA8eLFAVj/wNzZ/YaIiIiIvCMjIwPx8fH23FYQBlzA3pYQHh7OgEtERESkYmLaSfmQGRERERH5FQZcIiIiIvIrDLhERERE5FfYg0tERER+zWQywWg0+noaJEJgYCB0Op3H92HAJSIiIr91584dnDt3DhaLxddTIRE0Gg3KlSuHYsWKeXQfBlwiIiLySyaTCefOnUNoaCiio6O5mZPKWSwWXL16FefOnUOVKlU8quQy4BIREZFfMhqNsFgsiI6ORkhIiK+nQyJER0fj1KlTMBqNHgVcPmRGREREfo2V28JDru8VAy4RERER+RUGXCIiIiLyKwy4REREREXAqVOnoNFocODAgXzPSUlJgUajwa1bt2QZU+77icWAS0RERKQy58+fxxNPPIFSpUohJCQEderUwR9//GF//4cffsBDDz2EUqVKuQytRREDLhEREZGK3Lx5E0lJSQgMDMTPP/+Mw4cP48MPP0RkZKT9nMzMTDz44IOYNm2aD2eqXgy4RERERCoybdo0xMfHY/HixWjSpAkqVKiAhx56CJUqVbKfM3DgQIwbNw4dOnRw+/5Hjx5FixYtEBwcjNq1a+O3334r8PyVK1eiVq1aCAoKQmJiIj788EOH97OysjBq1CjEx8cjKCgIlStXxqJFi5ze6+7du+jSpQuSkpIUbVvgOrhERERUdDRqBFy65P1xS5cGBC0GBVm9ejU6deqEPn364LfffkNcXBxeeOEFDBs2TJapjBw5EjNnzkTNmjUxY8YMdO/eHWlpaShVqlSec/ft24e+fftiwoQJ6NevH3bu3IkXXngBpUqVwpNPPgkAGDRoEHbt2oWPP/4Y9erVQ1paGq5du5bnXrdu3UK3bt1QrFgx/PLLLwgNDZXl63GGAZeIiIiKjkuXgPPnfT2LAp08eRJz585FcnIyxowZg7179+Lll1+GXq/H4MGDPb7/8OHD0bt3bwDA3LlzsWHDBixatAhvvPFGnnNnzJiB9u3b4+233wYAVK1aFYcPH8YHH3yAJ598EseOHcN3332HX375xV5NrlixYp77XLp0Cf369UOVKlWwbNky6PV6j7+OgjDgEhERUdFRurTqxzWbzWjUqBEmT54MAGjQoAEOHjyIefPmiQ64zz33HL766iv753fu3LG/bt68uf11QEAAGjVqhCNHjji9z5EjR/DII484HEtKSsLMmTNhMplw4MAB6HQ6tG7dusD5dOzYEU2aNMG3337r0Q5lYjHgEhERUdEhsk3Al8qUKYOaNWs6HKtRowZWrlwp+h6TJk3C66+/LvfU8hC7BXK3bt2wcuVKHD58GHXq1FF4VnzIjIiIiEhVkpKSkJqa6nDs2LFjSEhIEH2PmJgYVK5c2f4htHv3bvvr7Oxs7Nu3DzVq1HB6nxo1amDHjh0Ox3bs2IGqVatCp9OhTp06MJvNLh9Umzp1KgYPHoz27dvj8OHDor8OqVjBJSIiIlKRV199FS1atMDkyZPRt29f7NmzB/Pnz8f8+fPt59y4cQNnzpzBhQsXAMAeiEuXLo3SLtohZs+ejSpVqqBGjRr46KOPcPPmTQwdOtTpua+99hoaN26Md955B/369cOuXbvw6aefYs6cOQCAxMREDB48GEOHDrU/ZHb69GlcuXIFffv2dbjX9OnTYTKZ0K5dO6SkpKB69eqS/4xcspAlPT3dAsCSnp7u66kQERGRTO7du2c5fPiw5d69e76eitvWrFljqV27tiUoKMhSvXp1y/z58x3eX7x4sQVAno/x48fne8+0tDQLAMuyZcssTZo0sej1ekvNmjUtv/76q/2cLVu2WABYbt68aT+2YsUKS82aNS2BgYGW8uXLWz744AOH+967d8/y6quvWsqUKWPR6/WWypUrWz7//PN87/fSSy9ZypQpY0lNTc0zx4K+Z+7kNY3FYrEoF5/dt3XrVnzwwQfYt28fLl68iFWrVqFnz54FXpOSkoLk5GQcOnQI8fHxGDt2rH3pCjEyMjIQERGB9PR0hIeHe/YFEBERkSrcv38faWlpqFChAoKDg309HRKhoO+ZO3lNdT24mZmZqFevHmbPni3q/LS0NHTr1g1t27bFgQMH8Morr+Dpp5/Gxo0bFZ4pEREREamR6npwu3Tpgi5duog+f968eahQoYJ9V40aNWpg+/bt+Oijj9CpUyelpklESrBYgBkzgPv3gTfeAAIDfT0jAIDJBHzwAaDVAq+/bv1fIiJSL9UFXHft2rUrzzZ1nTp1wiuvvJLvNVlZWcjKyrJ/npGRodT0iMgdW7ZYEyQA1KgB/N//+XY+/1m8GBg92vo6NhaQYZ11IiJSUKGvQ1y6dAmxsbEOx2JjY5GRkYF79+45vWbKlCmIiIiwf8THx3tjqkTkypkzzl/72Gef5bz+/HNlxsg0ZGLY6mEY/ONgfLDjA2UGISIqIgp9wJVi9OjRSE9Pt3+cPXvW11MiIgAwGJy/9jHho7hKPZZrtpix8M+F+OKvL/DLyV+UGYSIqIgo9C0KpUuXxuXLlx2OXb58GeHh4fnurhEUFISgoCBvTI+I3KHSgOsNgbqcfmODqWh97UREciv0FdzmzZtj8+bNDsd++eUXh32WiaiQEIZaQZ+8rz3zTM5rpX60XL973f76t9MF7whEREQFU13AvXPnDg4cOIADBw4AsC4DduDAAZz5rx9v9OjRGDRokP385557DidPnsQbb7yBo0ePYs6cOfjuu+/w6quv+mL6ROQJozHntYoquOXK5bwuVkyZMS7euajMjYmIiiDVBdw//vgDDRo0QIMGDQAAycnJaNCgAcaNGwcAuHjxoj3sAkCFChWwbt06/PLLL6hXrx4+/PBDLFy4kEuEERVGKm1REK5WptS0jCaj65OIiEgU1fXgtmnTBgVtrrZkyRKn1/z5558KzoqIvEKlAbdiReDNN61Bt3VrZcZg3y0RKS0lJQVt27bFzZs3UaJECafnLFmyBK+88gpu3boly5hy308s1VVwiagIU2nAvXIFqFkTqFULeOABZcZgwCUiofPnz+OJJ55AqVKlEBISgjp16uCPP/4AABiNRowaNQp16tRBWFgYypYti0GDBuHChQs+nrV6qK6CS0RFmEoD7pIlwPz51tcHDgCRkfKPYTSzRYGIrG7evImkpCS0bdsWP//8M6Kjo3H8+HFE/vfD5+7du9i/fz/efvtt1KtXDzdv3sSIESPQo0cPewgu6ljBJSL1UOlDZsKp6PUKjcEKLhH9Z9q0aYiPj8fixYvRpEkTVKhQAQ899BAqVaoEAIiIiMAvv/yCvn37olq1amjWrBk+/fRT7Nu3z+E5pfzs2LEDdevWRXBwMJo1a4aDBw8WeP7cuXNRqVIl6PV6VKtWDV9++aXD+7du3cKzzz6L2NhYBAcHo3bt2li7dq3Te129ehWNGjVCr169HHaVlRsDLhGph0oruMKpGBUqtDLgEnnPjBnW1VFcffTokffaHj3EXTtjhvT5rV69Go0aNUKfPn0QExODBg0aYMGCBQVek56eDo1Gk29vrdDIkSPx4YcfYu/evYiOjkb37t1hzOeH26pVqzBixAi89tprOHjwIJ599lkMGTIEW7ZsAQCYzWZ06dIFO3bswFdffYXDhw9j6tSp0Ol0ee519uxZtGzZErVr18aKFSsU3ZOALQpEpB4qDbipqTmvhw8Htm6VfwxhwP20y6fyD0BEdhkZwPnzrs+Lj8977OpVcddmZLg/L5uTJ09i7ty5SE5OxpgxY7B37168/PLL0Ov1GDx4cJ7z79+/j1GjRqF///4IDw93ef/x48ejY8eOAIClS5eiXLlyWLVqFfr27Zvn3OnTp+PJJ5/ECy+8AMC6utXu3bsxffp0tG3bFps2bcKePXtw5MgRVK1aFQBQsWLFPPdJTU1Fx44d0atXL8ycORMajcatPxN3MeASkXqoNOB6g3CZML1OoT4IIgIAhIcDcXGuz4uOdn5MzLUicma+zGYzGjVqhMmTJwMAGjRogIMHD2LevHl5Aq7RaETfvn1hsVgwd+5c+/EuXbpg27ZtAICEhAQcOnTI/p5wM6ySJUuiWrVqOHLkiNO5HDlyBM8Id7sBkJSUhFmzZgEADhw4gHLlytnDrTP37t1Dy5YtMWDAAMycOVPEn4DnGHCJSD1U2oPrDaVCS6F5ueYwmAyILRbr6+kQ+bXkZOuHFKtXyzsXZ8qUKYOaNWs6HKtRowZWrlzpcMwWbk+fPo1ff/3VoXq7cOFC3Lt3DwAQKFzMW2YhISEuzwkKCkKHDh2wdu1ajBw5EnFi/gvBQ+zBJSL1KMIV3B7VemDnUzvxxzN/oEc1J41/RFRkJCUlIVXYGwXg2LFjSEhIsH9uC7fHjx/Hpk2bUKpUKYfz4+LiULlyZVSuXNnhOgDYvXu3/fXNmzdx7Ngx1KhRw+lcatSogR07djgc27Fjhz2A161bF+fOncOxY8fy/Xq0Wi2+/PJLNGzYEG3btvXKcmas4BKRehThgAsAA1YOwJZTW2AwGXDmlTMI04f5ekpE5AOvvvoqWrRogcmTJ6Nv377Ys2cP5s+fj/n/rVdoNBrx6KOPYv/+/Vi7di1MJhMuXboEwNpyoHex3MukSZNQqlQpxMbG4q233kJUVBR69uzp9NyRI0eib9++aNCgATp06IA1a9bghx9+wKZNmwAArVu3RqtWrdC7d2/MmDEDlStXxtGjR6HRaNC5c2f7fXQ6Hb7++mv0798f7dq1Q0pKCkqXLi3Dn5ZzrOASkXoUgoBbwEaLHrt5/yYu3bmEG/ducFUFoiKscePGWLVqFZYvX47atWvjnXfewcyZM/H4448DsG4CsXr1apw7dw7169dHmTJl7B87d+50ef+pU6dixIgRaNiwIS5duoQ1a9bkG4p79uyJWbNmYfr06ahVqxY+++wzLF68GG3atLGfs3LlSjRu3Bj9+/dHzZo18cYbb8BkMuW5V0BAAJYvX45atWqhXbt2uHLlirQ/IBE0loL2xS0iMjIyEBERgfT0dFFPHxKRQlq2BLZvt76uXh3I56EHb+vUCfjf/6yvmzYFBL/dk9Uj3zyC1anWBr9Lr11iLy6Rh+7fv4+0tDRUqFABwcHBvp4OiVDQ98ydvMYKLhGph0ofMtu4EbA9o6HUtGbvmW0PtwB3NiMi8gQDLhGph4pbFGy/vVNqWqfTTzt8zhYFIiLpGHCJSD0KQcD11k5mDLhERNJxFQUiUg8VB9zVqwGNBihWTJn7M+ASEcmHAZeI1EOlAXfYMODePev+8lOnKjNG7kAr3NmMiIjcwxYFIlIPlT5ktmIF8PXXwE8/KTcGK7hERPJhwCUi9RCG2uxswGz23VwEbNNScLfLPKsmMOASEUnHgEtE6pG7aqvUE11usk3rn3+A775TaAxBoH2/w/uoHlVdmYGIiIoABlwiUo/cAVcFbQpms7WYbNO/vzLjCAPukAZDuMkDEZEHGHCJSD1yV2xVEHBzT8lsBpzsQOkxYcAN1CrYC0FERVZKSgo0Gg1u3bqV7zlLlixBiRIlZBtT7vuJxYBLROpgMuVNjioIuM6moETnxKC6gzC+9XiMfnA0QgJD5B+AiAqV8+fP44knnkCpUqUQEhKCOnXq4I8//rC/P2HCBFSvXh1hYWGIjIxEhw4d8Pvvv/twxurCZcKISB2cpUYVBNz8piX3tvaP130cN+/dxLmMc/jn8j9IKJGAqNAoeQchokLh5s2bSEpKQtu2bfHzzz8jOjoax48fR2RkpP2cqlWr4tNPP0XFihVx7949fPTRR3jooYdw4sQJREdH+3D26sAKLhGpg7Mwq4KA660KLgB8f/h71J1XF40WNMLq1NXKDEJEqjdt2jTEx8dj8eLFaNKkCSpUqICHHnoIlSpVsp8zYMAAdOjQARUrVkStWrUwY8YMZGRk4O+//3Z5/x07dqBu3boIDg5Gs2bNcPDgwQLPnzt3LipVqgS9Xo9q1arhyy+/dHj/1q1bePbZZxEbG4vg4GDUrl0ba9eudXqvq1evolGjRujVqxeysrJE/GlIwwouEalDIQq4Sk1Lr9PbX3OjByLlzNg1AzN2zXB53gNlHsDq/o7/sdljeQ/sv7jf5bXJzZOR3DxZ0vxWr16NTp06oU+fPvjtt98QFxeHF154AcOGDXN6vsFgwPz58xEREYF69eq5vP/IkSMxa9YslC5dGmPGjEH37t1x7NgxBDpZC3HVqlUYMWIEZs6ciQ4dOmDt2rUYMmQIypUrh7Zt28JsNqNLly64ffs2vvrqK1SqVAmHDx+GTqfLc6+zZ8+iY8eOaNasGRYtWuT0HLkw4BKROjgriyr4X/diBQcDTz4JLFmSc0yJgHvz3k3cM97LGYPr4BIpJiMrA+dvn3d5XnxEfJ5jV+9eFXVtRlaGpLkBwMmTJzF37lwkJydjzJgx2Lt3L15++WXo9XoMHjzYft7atWvx2GOP4e7duyhTpgx++eUXREW5bm0aP348OnbsCABYunQpypUrh1WrVqFv3755zp0+fTqefPJJvPDCCwCA5ORk7N69G9OnT0fbtm2xadMm7NmzB0eOHEHVqlUBABUrVsxzn9TUVHTs2BG9evXCzJkzodFoJP3ZiMWAS0TqoNIKbkwMsHixdamwr76yHlNiWk0WNsGJGyfsnzPgEiknPCgcccXjXJ4XHZq3lzU6NFrUteFB4ZLmBgBmsxmNGjXC5MmTAQANGjTAwYMHMW/ePIeA27ZtWxw4cADXrl3DggUL0LdvX/z++++IiYlBly5dsG3bNgBAQkICDh06ZL+uefPm9tclS5ZEtWrVcOTIEadzOXLkCJ555hmHY0lJSZg1axYA4MCBAyhXrpw93Dpz7949tGzZEgMGDMDMmTPd+8OQiAGXiNRBpQHXRp/TPaBIDy636iXyHo/aB/or3x9fpkwZ1KxZ0+FYjRo1sHLlSodjYWFhqFy5MipXroxmzZqhSpUqWLRoEUaPHo2FCxfi3j3rb4WctR7IJSTE9aovQUFB9vaGkSNHIi7O9X8geIoPmRGROqg84IaEAKGhQESE8uvgAnm37iWioiMpKQmpqakOx44dO4aEhIQCrzObzfYHt+Li4uzhN/d1u3fvtr++efMmjh07hho1aji9Z40aNbBjxw6HYzt27LAH8Lp16+LcuXM4duxYvvPSarX48ssv0bBhQ7Rt2xYXLlwo8OuQAyu4RKQOKl0mzObTT60fSmEFl4hsXn31VbRo0QKTJ09G3759sWfPHsyfPx/z588HAGRmZuK9995Djx49UKZMGVy7dg2zZ8/G+fPn0adPH5f3nzRpEkqVKoXY2Fi89dZbiIqKQs+ePZ2eO3LkSPTt2xcNGjRAhw4dsGbNGvzwww/YtGkTAKB169Zo1aoVevfujRkzZqBy5co4evQoNBoNOnfubL+PTqfD119/jf79+6Ndu3ZISUlB6dKlPf/DygcruESkDiqt4G7dCkRGWntxp05VbpzcqyYw4BIVXY0bN8aqVauwfPly1K5dG++88w5mzpyJxx9/HIA1LB49ehS9e/dG1apV0b17d1y/fh3btm1DrVq1XN5/6tSpGDFiBBo2bIhLly5hzZo10Av7sAR69uyJWbNmYfr06ahVqxY+++wzLF68GG3atLGfs3LlSjRu3Bj9+/dHzZo18cYbb8Dk5FddAQEBWL58OWrVqoV27drhypUr0v6ARNBYLBaLYncvJDIyMhAREYH09HSEh0tvCiciD2zfDrRs6Xjs228BJ0/1etPGjYCtCDFuHDBxojLjBL8bjCxTzqoRI5qOwMzOM5UZjKiIuH//PtLS0lChQgUEy707CymioO+ZO3mNFVwiUgeVVnCFU8inwOExi8WStweX6+ASEUnGHlwiUgeVBlxha/DYscCJE8BLLwEPPCDfGCaLCRZYf5lWoUQF/P707wjTh8k3ABFREcMKLhGpg0ofMss9hSVLgLQ0mccQVG8TSyQiOiwaoYGh8g5CRFSEMOASkTqotILrjWkJA65wu14iIpKGLQpEpA5FOOAW0xfD3mF7YTAZUFxfXN6bExH4PH3hIdf3igGXiNRBpQHXWeeE3DuZBWgD0KhsI9wz3sOcvXOw9thaVIisgMdqPybvQERFjE6nAwAYDAZRO26R7xn++7lv+95JxYBLROqg0oDrzWkZTAa8/svrAIBOlTox4BJ5KCAgAKGhobh69SoCAwOh1bIzU83MZjOuXr2K0NBQBAR4FlEZcIlIHQrJQ2b5HZODsP+WGz0QeU6j0aBMmTJIS0vD6dOnfT0dEkGr1aJ8+fLQaDQe3YcBl4jUQaUV3IcfBsqVA775Bli92npM7mndvHcT64+vh06b8ys5Blwieej1elSpUsX+q29SN71eL0ulnQGXiNRBpQG3Rg3rR/HiOQFX7h7ctFtpeGLVEw7HGHCJ5KPVarmTWRHDZhQiUgeVBlybwMCc13JPy9muZUYzdzIjIpKKFVwiUgeV9uDalCkD9OxpDbo1a8p7b2fVWlZwiYikY8AlInVQaQX35Eng+nVrsF22DFBipSEGXCIiebFFgYjUQaUB9/33gSZNgAYNgNRUZcZgwCUikhcDLhGpg0oDrnAKeoV20XUWZp315RIRkThsUSAidVBpwBW2Bnsr4NYvXR/RodHKDEZEVAQw4BKROqj0ITPhFKpWtT5s1qMHMHeujGMIAu7HnT/GS01fku/mRERFEFsUiEgdVFrBFU7BYgEuXLA+dCYn4ZJgwt3MiIhIGlZwiUgdCkHALeiYJ3QaHSKDI2EwGRAcwMXoiYg8xYBLROqg0oDrrHNC7p3MBtYbiIH1Bsp7UyKiIowBl4jUQaUB19vTGvXLKOy5sAcGkwGbB21mRZeISAIGXCJSh9zLFRgMQFaW7+bzH28H3L8u/4WUUykAgKzsLAZcIiIJ+JAZEamDMDUWK5b3mI/YcrdGk/eYEgJ1gfbX3OyBiEgaVnCJSB2EYTYsDLhxQxUBd8sWayHZYADKlweys+Wf1neHvsO64+ug1+px8uZJ+3EGXCIiaRhwiUgdbKkxIAAICnI85kPFiuUUlAMDlQm4+y7swxd/fQEAKFu8rP04Ay4RkTRsUSAidbD93l+vz9kyTAUBV0ipaQmDbFhgmP21cH1cIiISjxVcIlIHW2pUccD96CPAbAZKlpT3vsKAW0xfzOlxIiISjwGXiNQhv4BrsTg+4eVl779vnUZ0NPDss8qMIazUMuASEXmOAZeI1MEWcAMDcwIuYG16DQx0fo0XTJ0K3LwJVK2qXMB1aFHQhzk9TkRE4rEHl4jUwVkFV3jcR4TTUmyMfHpwGXCJiKRhBZeI1MHZQ2aANWGGhTm/xguEheXTp4E7d6xF5Xr1ZBxDEGQfqvQQKkVWgl6nR7nwcvINQkRUhDDgEpE6qLCCa7E45u7/+z9g/37rSmZybvYg7MHtWb0nYsJi5Ls5EVERxIBLROogLJXa1sEVHveB7Oyc13p9zrNu2dnyPvsmrODqdQr2QhARFREMuETkexZLTppUUQVXOLQw4ALWCq5cfbltEtqgRHAJGEwGBAcEy3NTIqIijAGXiHxP+Pt+lQbc3As5GAzyBdxRD46yv7ZYLDCajDCYDAjUBbKiS0QkAVdRICLfy10qVWHA9da0Ptv3GfTv6lFsSjEs+2eZMoMQEfk5VnCJyPdUGnBzF5ZztygoQVix5TJhRETSMOASke/l7gVQScDVaoFmzaxTqFgROHlS+Wkx4BIReY4Bl4h8T6UV3LJlgV27cj5//PGc13JOq+nCpjiTfgYxYTF4q+Vb9uNGk0JlYiIiP8eAS0S+p9KHzHJTalqX71zGpTuXYLFYWMElIpIBHzIjIt9TaQU3N+G05OzBtQVZvU7PgEtEJAMGXCLyvUIScN97DzhzBrh4EahZU7772nYy0+v0CNTmrEfGgEtEJA0DLhH5nkofMtu3D2jeHGjVCliwAIiKAuLjgdKlrdv1ysUWZHOve8uAS0QkDXtwicj3VFrBvXED2L3b+rpNG+XGYYsCEZG8WMElIt9T6UNmBe1kJus4+QRcW+sCERG5hxVcIvI9lVZwc0/rjz+Abdusx//v/4AqVTwfw2Q2wWwxW8fQ6VG1VFVsGrgJep0eceFxng9ARFQEMeASke+ptAc3d2H511+BUaOsn1etKk/AFVZpA7WBKB5UHO0rtvf8xkRERRgDLhH5XiGp4Aq36pVrWsI+W2F7AhERSceAS0S+Vwh6cPX6/N/zRJAuCF/1+goGkwGli5WW56ZEREUcAy4R+V5BFdysLO/P5z+5c7eQbAE3IAiP183ZA9hgMuB///4PBpMB0aHRaJnQUp6BiIiKEAZcIvK9QtCikHsVBaWmlWnIRPfl3QEAnSt3xs8JPyszEBGRH2PAJSLfU+lDZgX14Mq5Va+QwzJhJi4TRkQkBQMuEfmeSiu4zZoB48ZZp1C9OpCaKv+07hrv4sjVI9Dr9IgKjUJUaFTOGNzogYhIEgZcIvI9lT5klpRk/bBJS8t5Lde0Uq+lotGCRgCA5xo+hznd5uSMwYBLRCQJdzIjIt9TaQU3N2EfrlzTEq6Dq9fpodFoEKi1DsSAS0QkDSu4ROR7hSTgRkRYWxUCA4GoKNfni+FsHVy9Tg+j2ciAS0QkEQMuEfmeSh8yy8wEzGbrlIKCgObNgSNH5B1DGGIDddbKrV6nR6YxkwGXiEgitigQke+ptII7ciQQHg6EhAB//qnMGPlVcAHH9gUiIhKPAZeIfE+lD5kVtJOZXIRLgeUOuKzgEhFJw4BLRL6n0gquNwKuswpucEAwggOCEaQLUmZQIiI/xx5cIvI9lfbg5i4sX7gAPPWUdUpt2wJjx3o+hkMP7n+rJxx76ZjnNyYiKsIYcInI93KXSrVaICAAyM5WVQXXYAA2bLB+Hh0t0xhOKrhEROQZBlwi8r3cpVLb/6os4Ob3nidyr4NLRESeY8AlIt9zliT1euDuXdUEXOEmD7nf88TAugPxSLVHYDAZEBEcIc9NiYiKOAZcIvK9/AJu7ve8LPe0NJqcz40yreAVFBCE6ADHfodPfv8Eh64egsFkwLyH57GyS0TkJgZcIvI9Z6VSlQdcJae15tga/HLyFwDAzM4zGXCJiNzEgEtEvqfSCq6tSqvVAjqd43tKTksYaLkWLhGR+xhwicj3hL/vV1EFd/Fi4NatnOnpdNawazbLN62UUynYdXYX9Do9+tTqg/IR5RlwiYg8xIBLRL5nS4s6XU6pVAUBt1atvMf0euD+ffmmtfHERkzdMRUA0LBswzwBV7jTGRERiaPKncxmz56NxMREBAcHo2nTptizZ0+B58+cORPVqlVDSEgI4uPj8eqrr+L+/ftemi0RecyWFoVLFagg4Doj97ScbfQQqAt0+j4REYmjugrut99+i+TkZMybNw9NmzbFzJkz0alTJ6SmpiImJibP+cuWLcObb76Jzz//HC1atMCxY8fw5JNPQqPRYMaMGT74CojIbba0KFxs1vbaZLJ+5G6C9ZEXX7S2LJQuLc/9nG30oNeyRYGIyBOqC7gzZszAsGHDMGTIEADAvHnzsG7dOnz++ed4880385y/c+dOJCUlYcCAAQCAxMRE9O/fH7///rtX501EHrA1uToLuLb3fRBwV62yZusSJYAOHazHJk+WdwynAZc9uEREHlFVi4LBYMC+ffvQwfYvCQCtVosOHTpg165dTq9p0aIF9u3bZ29jOHnyJNavX4+uXbvmO05WVhYyMjIcPojIhwqq4Arf97Knnwb69AGef165MZztZObQg2tmDy4RkbtUVcG9du0aTCYTYmNjHY7Hxsbi6NGjTq8ZMGAArl27hgcffBAWiwXZ2dl47rnnMGbMmHzHmTJlCiZOnCjr3InIAyoNuM4Ky3Jz6MHVsQeXiEgOqqrgSpGSkoLJkydjzpw52L9/P3744QesW7cO77zzTr7XjB49Gunp6faPs2fPenHGRJRHQQ+ZCd/3Mme5G7C2Ldy7J9MYTloUasfURo9qPfBozUcRGRwpz0BEREWIqiq4UVFR0Ol0uHz5ssPxy5cvo3Q+T3S8/fbbGDhwIJ5++mkAQJ06dZCZmYlnnnkGb731FrTavBk+KCgIQUFB8n8BRCSNCiu4FovzaTVsCOzfbz2WleX5OM4C7pP1n8ST9Z/0/OZEREWUqiq4er0eDRs2xObNm+3HzGYzNm/ejObNmzu95u7du3lCrO6/h1EsFotykyUi+bh6yMwHAddksoZcwLGwHBCQMyU5fsQ468ElIiLPqKqCCwDJyckYPHgwGjVqhCZNmmDmzJnIzMy0r6owaNAgxMXFYcqUKQCA7t27Y8aMGWjQoAGaNm2KEydO4O2330b37t3tQZeIVCy/UqnwtRylUjc52z0492uTKSfwSlWxREXUL10fRpMRQTr+ZomISA6qC7j9+vXD1atXMW7cOFy6dAn169fHhg0b7A+enTlzxqFiO3bsWGg0GowdOxbnz59HdHQ0unfvjvfee89XXwIRuSM7O+e1iiq4YgKuweB5wP2k6yee3YCIiPJQXcAFgOHDh2P48OFO30tJSXH4PCAgAOPHj8f48eO9MDMikp0wSaroITOjYHWuggJuaKj8Yy//Zzne+vUtGEwGfPjQh+hXu5/8gxAR+TFVBlwiKkLElkq9LL9pCTO4UtO6a7yLtFtpAICMLK7TTUTkLgZcIvItsaVSLzOZgMjIvFVab0yLGz0QEXmGAZeIfEulFdzy5YEbN/Iel3taA1YOwMU7F1EypCRW9l1pHYNb9RIReYQBl4h8S6U9uPkRTssoQ3F197ndSLuVhujQaPsx7mRGROQZVa2DS0RFkEoruPmRe1q2ACus2rKCS0TkGVZwici3VNqDm5+XXwb69LEWmytU8Px+rgKu0cQeXCIidzHgEpFvqbSCe/QoMG2aNch27Qr07Gk9Xru29UMurOASEcmPAZeIfEulAff8eWDJEuvrmJicgCs32yoJwlAbqGUPLhGRJ9iDS0S+pdKHzPLL3bKPwwouEZHsWMElIt/KL0kGBTk/x0vyy91padb2BYMBaNIEKFNG+hhmixnZZutWxcJQm1giEZ92+RR6nR61Y2TshyAiKiIYcInIt1T6kFl+ufu774A337S+XrXKs9YF4QNkwqXBosOi8WKTF6XfmIioiGOLAhH5lkp7cL2xVa+w/UBYwSUiIs+wgktEvqXSgOuNwnKANgBjW46FwWRA5ZKVPbsZERHZMeASkW8VsofM5JxWSGAI3mn3Tp7jJrMJabfSYDAZEBIQggqRMiy4S0RUhDDgEpFvqbSCK2ZacmzV60x6VjqqfFIFANClchesf3y9MgMREfkp9uASkW8VgofMhIVlOXtw8+Owk5mZO5kREbmLFVwi8i2VVnCrVgX69bMOHR+vzLRMZhPuZ9+HXqdHgDYAGo0GADd6ICLyFAMuEfmWSntwH37Y+pGbnNM6eOUg6n9WHwDwzAPP4LPunwFwXDKMAZeIyH1sUSAi31JpBTc/cvbg5rdMmFajRYA2IM85REQkDgMuEfmWSntw82MrMuv1gMXi2b2E/bW518G1fS7cDIKIiMRhiwIR+VYhq+C2bw+YzcB/7bIeKWijB1sfLiu4RETuYwWXiHxLpQH3zTeBuDggMRE4eDDnuEYjT7gFCg64ts8ZcImI3McKLhH5lkofMrt+Hbhwwfra01aE/AjDq/DBMoABl4jIE6zgEpFv5VfB1elySqUq2uhB1jFEVHC5Di4RkftYwSUi38rvITONxvp5VpZPAm5+07p2DXjvPeuUGjYEhg6VPkZBAffXwb9CAw2CAoKkD0BEVEQx4BKRbxVUKrUF3Kws784J+XdO3L4NzJxpff3YY8oF3MQSidJvTERUxLFFgYh8K78kCeQEXhW1KMjZGixcAix3wCUiIulYwSUi33JVwc19jpeIWZ7X040eHq76MLY+uRUGkwHVo6p7djMiIrJjwCUi38ovSQo/99MKbmyxWMQWi3X63o9Hf8SpW6dgMBmQ3DzZvrMZERG5xp+YRORbKq3g5tc5IXyt5LRm752NTSc3AQBeaPwCiumLKTcYEZGfYQ8uEflWIQi4AYJSgLeW57XtZAZwLVwiInexgktEvqXSh8zGjQMuXwaysx13LrMtz2uxeN6De+jKIRy7fgx6nR5NyzVFVGiU/T3hQ2cMuERE7mHAJSLfsoVXjcaaHoVsAddotCZKufbIFaFbN+fH5Vyed9k/yzB5+2QAwOZBm9GuQjv7e8KAK1xtgYiIXGOLAhH5lq0MqtfnDbByLlkgI1uh2dOAK2Yns9znERGRa6zgEpFv2VKis/1wcze8KrVnrps6d7ZWcMuX9+w+BQXcQB17cImIpGLAJSLfcifgetHBg9b/DQ0FKlZ0fO/77+UZQxhchQ+VAYBeywouEZFUDLhE5Fu24Jr7ATPApwG3TRvg+nWgUiXgxAllxhDbomA0q6c9g4ioMGAPLhH5VkEV3KCgvOd5ibA1WCkGM1sUiIiUwAouEflWQUnShxXcgnK3bGMUUMEtXaw0qpaqCr1On+c9IiIqGAMuEfmWSntwC+qc6N0b+Ptv66IPx45JH0O4/FfuEPtG0ht4I+kN6TcnIirCGHCJyLdU2INrMgFmc94p2Jw9a+3L9XRZ3oIquEREJB17cInIt1RYwRUuuVvQtCwWaxiWKkAbgOCAYOg0OoeeWyIi8gwruETkOyaTNSUCqgq4Be0enPuYwQCEhEgb58fHfpR2IRERFYgVXCLyHWGSVGnA9dW0fj7+M7p+3RUdvuiAjSc2KjMIEZGfYgWXiHxHDUnSCTVM61zGOfx84mcAQP/a/ZUZhIjIT7GCS0S+46oXQOU9uLnPlZPwoTOug0tE5B5WcInId9RQKnWiXDng8mXrkM6mlbsHV6qxv47F9bvXEREcgakdpjq8x4BLRCQdAy4R+Y47pVIvBlydDoiJyf99uaa1/OBynLx5ElGhUQUGXG7VS0TkHrYoEJHvqLSC64pc07JVZp2tgcsKLhGRdKzgEpHvFNKA278/UL++tVWhTBnp92HAJSJSBgMuEfmOSh8yO3MGWL7cOqWmTYGkJMf327e3fnjKtlWvs4Ar3PiBAZeIyD0MuETkOyqt4J44Abz5pvX1mDF5A65cbME1UJs33LOCS0QkHXtwich3VPqQmavCsmzjsEWBiEgRrOASke+4U8HNylJ+Pv9xNa2MDOD6det5ZcsCxYu7P4bFYrGvjuAs4JYpVgYvNXkJep0eD5Z/0P0BiIiKMAZcIvIdlfbguiosz55tbV0AgJ9+Anr0cH+MbHN2zhhOAm58RDw+7vKx+zcmIiJxLQo6nc7jj0mTJin9tRBRYaPSHlxvTEvYdiB8oIyIiDwnqoJrsViQkJCAxMREtwewWCzYunWr29cRURFQSHtw5drJ7NGaj8JgMqBuTF3pNyEiojxEtygMGTIE48aNkzSIVstn2YjIiSJcwQ3Th+H7Pt+7PM9sMcNkNrHKS0TkBiZPIvIdlQZcdwrLRoV20b1+9zoCJgVAN0mHXt/2UmYQIiI/JaqCe+/ePQQESH8ezdPrichPqfQhMzXk7kBdIEwWk3UMLhNGROQWUakzKCjIo0E8vZ6I/JQakqQTJUsC9epZh4yMzPu+XD24BRGurGBbToyIiMSRpUUhIyMDZ86ckeNWRFSUqPQhs0GDgAMHgMOHgYceUmZah68eRvxH8aj0cSWM25L3+Qbh7mas4BIRuUeWgPvRRx+hQoUKctyKiIoSlVZwXZGjB/eu8S7OZZzDyZsncePejTzv67Q66DQ6AAy4RETu4kNmROQ7Ku3BdUWOaRlNOcnY2UYPQM76uAy4RETu4ZNfROQ7hbSC26IFkJpqzeQlS0q7hzC05hdw9To97mffZ8AlInITK7hE5Dsq7cGdORNo3x7o3Bk4fjzv+2FhQNWqQIUKQESEtDEcdjLTOl/j1hZ8GXCJiNwjSwXXYrHAYrHIcSsiKkpcVXA1GmuZ1Gj0asA9cgT49Vfr67t3lRlDbAUXcGxnICIi12Sp4E6YMAFms1mOWxFRUeIq4AqPq2gdXDkIl/5yFXBZwSUicg97cInId1w9ZAZYE2Zmpqp2MktPB775xjqlKlWsrQzuElPB/bzH5zCajQgNDHV/ACKiIkxUwD127BiioqJQUuLTFJ5eT0R+qhBUcJ3l7uvXgeees74eMMDzgGtbLSG3thXaun9jIiIS16JQo0YNfPrpp5IHqVGjBmbPni35eiLyU65KpcLjKmpRkGMnMzEVXCIikkZUBdfTB8j4EBoROVUIKrhKLe6QFJ+E+Q/Ph8FkQFJ8krSbEBGRU6J7cGfOnIklS5ZIGkSj0Ui6joj8nEoDrjurl0ndyaxaVDVUi6pW4Dn7LuzD1btXYTAZ0K1KN+i0OmmDEREVMaICbvny5aHRaCRXYcuXL48SJUpIupaI/JjYh8xyn6swtWyw9samN/BrmnW9sswxmQjV8mEzIiIxRAXcU6dOKTwNIiqSVFrBVUvAFfbmGkwGrqZARCQSlwkjIt9x5yEzsxkwmQCd8r+mHzgQaNnSOj2tk0dxAwQ/OaUG3Et3LuHGvRvQ6/SIKx6HkMCQPOcIdzjjWrhEROIx4BKR7wjTYUA+P45yl0tD8gZBub3wQsHvCzdYk9qD+8nvn2Dy9skAgE0DN6F9xfZ5zsldwSUiInFk2cmMiEgSW8ANDLSmRme81Q/gJk87J9zZyQxgwCUicgcruETkO7Z0WNB+uCoNuJUqAffuAeXLS7tezEYPDLhERNIw4BKR79h+v6+ygHv/vrVjQqfLv7D811+ejSFmowfhcaNJYi8EEVERxBYFIvIdlVZwy5e3dk1UqaLcGO4GXFZwiYjEY8AlIt9RacC1DZPfc29yYA8uEZFyJAXcadOm4cqVK3LPhYiKGuFDZvkRBtysLGXn8x8xnROecujB1Tr/+m3HA7WByDZnKzcZIiI/Iyngjh49GvHx8Xj00UexceNGuedEREWFyiu4BU0rORno3t36IWkMES0Kk9tPhnmcGYa3DWiZ0FLaQERERZCkgLtw4UI88MAD+OGHH9C1a1ckJibinXfewblz5+SeHxH5MxU+ZGY2A9nZeYfObetWYO1a4OefpY0jfGgsv4Cr0+qgye8pNyIiypekgDt06FDs2rULBw8exMsvv4zMzEyMHz8eFSpUQPfu3bF69WqYzWa550pE/kaFFVzhxg1iOidMJmsodpeYCi4REUnj0UNmNWvWxEcffYQLFy5g+fLlaNOmDdavX49evXohPj4eY8eOxcmTJ+WaKxH5E5PJ+gGoKuAKhxA7LSm7mX39f1/j1IhTOP7ScRQPKu7+DYiIKF+yrKIQGBiIfv364ZdffsH27dtRpkwZXLx4EZMnT0bVqlXRtWtX/P7773IMRUT+wt1SKaDagCtlWqVCSyGhRAIql6wMrcb5j+JdZ3cheWMyhq8fjt/P8WcoEZFYsgRci8Vir9y2adMGFy5cQEJCAsaOHYvOnTtj48aNSEpKwhdffCHHcETkD7yVJN0kzN2+ntY/V/7BR7s/wuy9s3H46mFlBiEi8kMerfJ45swZLFq0CIsXL8b58+eh1WrRrVs3PPvss+jcubP94YjDhw/j4YcfxqRJkzBo0CBZJk5EhZyakqSA2NwtLDorNS2ug0tEJI2kgLtixQosXLgQmzZtgtlsRlxcHMaNG4enn34acXFxec6vWbMmBg4ciMmTJ3s8YSLyEyqt4MbEAL/9Zh0qKkq5aS3avwi3DbdRTF8MTz/wtPMxGHCJiCSRFHD79u0LrVaLTp064bnnnkO3bt2g1Rbc7VC9enU8+OCDkiZJRH5ImApV1IMbHAy0auX6PE+nNXXHVJy4cQKlQkqJCrjCnc+IiKhgkgLuW2+9hWHDhqF8+fKir+nfvz/69+8vZTgi8kcqreCK5ekqCraKbKAu/3Av3OGMFVwiIvEkBdyOHTu6POfs2bNIS0tDKzGlECIqelTagytWu3ZASIi1+FyihPvX2wJrQWvgskWBiEgaSasotG3bFkuWLCnwnC+++AJt27aVcnsiKgrEVnCDgpxfo5Br14AffwTWrweOHcv/vMcfBz79FPjoI6BsWffHse1kxoBLRCQ/SQHXYrG4PMdsNnOLSSLKn0pbFA4eBHr1Arp1AxYvVm4cMRVcYfsCAy4RkXiyrIPrzPHjxxEREaHU7YmosFPpQ2Zic7fH49h6cLX5f+2s4BIRSSO6B3fo0KEOn//44484depUnvNMJhPOnj2LrVu3okuXLh5PkIj8lEoruO4GXNsvtNz9hZWYCm7JkJLoWLEj9Do9akTVcG8AIqIiTHTAFfbcajQaHDhwAAcOHHB6rkajQePGjfHRRx95Oj8i8lcqfchMbGH5/feBt9+2nr96NdC9u/gxTGYTLLAm44ICbtVSVfG/gf8Tf2MiIgLgRsBNS0sDYO2/rVixIl555RWMGDEiz3k6nQ6RkZEICwuTb5ZE5H8KeQVXo8k5191lwoTtBgUtE0ZERNKIDrgJCQn214sXL0b9+vUdjhERuaWQ9+B6Mi2TxYTaMbVhMBlQPkL8euJERCSOpIfMBg8ejHr16sk9F7vZs2cjMTERwcHBaNq0Kfbs2VPg+bdu3cKLL76IMmXKICgoCFWrVsX69esVmx8RyUClFVxvdE4U0xfDP8//g9ThqVjac6l7FxMRkUuiKrhbt24FADRp0gTBwcH2z8Vwd6OHb7/9FsnJyZg3bx6aNm2KmTNnolOnTkhNTUVMTEye8w0GAzp27IiYmBisWLECcXFxOH36NEpIWXmdiLynEPTgFjQtYdFZqWndvHcTLRe3hMFkQMvyLbHokUXKDERE5GdEBdw2bdpAo9HgyJEjqFq1qv1zMUwmk1sTmjFjBoYNG4YhQ4YAAObNm4d169bh888/x5tvvpnn/M8//xw3btzAzp07EfjfvziJiYlujUlEPqDSCq6apqXVaHHo6iEAQIXICsoMQkTkh0QF3HHjxkGj0SAqKsrhc7kZDAbs27cPo0ePth/TarXo0KEDdu3a5fSa1atXo3nz5njxxRfx008/ITo6GgMGDMCoUaOg0+mcXpOVlYWsrCz75xkZGfJ+IUTkmpqSpIDFYt08LSvL963BwhUWbDufERGRa6IC7oQJEwr8XC7Xrl2DyWRCbGysw/HY2FgcPXrU6TUnT57Er7/+iscffxzr16/HiRMn8MILL8BoNGL8+PFOr5kyZQomTpwo+/yJyA0qfcjslVesH642bBROy91VFE7ePIln1jwDvU6PrlW6YniT4U7P405mRETSiF5FQa3MZjNiYmIwf/586HQ6NGzYEOfPn8cHH3yQb8AdPXo0kpOT7Z9nZGQgPj7eW1MmIkC1FVwbV7+k8mRat+7fwua0zQCAxBKJ+Z6n0+iggQYWWBhwiYjcoKqAGxUVBZ1Oh8uXLzscv3z5MkqXLu30mjJlyiAwMNChHaFGjRq4dOkSDAYD9E7+4QwKCkJQUJC8kyci96j0ITOxPJmWMKwWtNGDRqOBXqdHlikLRjNbFIiIxBIVcNu1ayfp5hqNBps3bxZ9vl6vR8OGDbF582b07NkTgLVCu3nzZgwf7vxXeElJSVi2bBnMZjO0WuuqZ8eOHUOZMmWchlsiUgmxFVydDtBqAbNZVQG3fn3gp5+s3RVVqrh3rbCftqCAa3s/y5TFCi4RkRtEBdyUlBRJN5fyIFpycjIGDx6MRo0aoUmTJpg5cyYyMzPtqyoMGjQIcXFxmDJlCgDg+eefx6effooRI0bgpZdewvHjxzF58mS8/PLLkuZMRF4iNuDa3r9/3ysBd/lyYNs2a3B97TWgfD77MMTEAD16SBtDbAUXyOnDZcAlIhJPVMA1m81Kz8OuX79+uHr1KsaNG4dLly6hfv362LBhg/3BszNnztgrtQAQHx+PjRs34tVXX0XdunURFxeHESNGYNSoUV6bMxFJIPYhMyAn4ApWP1HK1q3AvHnW10OG5B9wPeFOwLW9z4BLRCSeqnpwbYYPH55vS4KzanLz5s2xe/duhWdFRLJyt4Kb+xqFuJO7pRL204oNuFwmjIhIPFUGXCIqAsQ+ZCZ8X0UbPdy7B+zZYz0/NhaoW9eNMQTV2EBtwSn67VZv467xLsKDwsUPQERUxKluq14iKiIKQQW3oGlduAC0aWN9/cQTwJdfujGGGy0KTz/wtPgbExERABVu1UtERYS7Pbi5r1GI2MKycMpKLRNGRETSqGqrXiIqQgp5BdeTdXBrRtdEcrNkGEwG1Imt497FRETkkqq26iWiIqSQ9+B6EnCbxDVBk7gmos69dvca7hjuwGAyoErJKiwuEBGJwIfMiMg3pFRws7OtGz4IlgpUcloFdU54a4O1vt/3xZZTWwAAd8fcRUhgiHKDERH5CY8CblZWFtavX48///wT6enpiIiIQIMGDdC1a1duhUtEBZMScAFr5VfBny9iA67wPaOCK3gJe3QNJgMDLhGRCJID7urVq/HMM8/g6tWrsFgs9uMajQYxMTGYP38+unfvLsskicgPSXnIzHadggG3ZUsgKspaLNbp8j/Pk4fMTGYTNBoNtBrXlWjbTmYAN3sgIhJLUsDdvHkzevfuDZ1Oh6FDh6Jly5aIjY3F5cuXsXXrVnz11Vf4v//7P2zcuBHt2rWTe85E5A88CbgKmjZN3HlaLRAQYA3C7k5pQsoEvLvtXeg0Omx8YiPaV2yf77m5K7hEROSapIA7fvx4hISEYOfOnahdu7bDe4MGDcLLL7+MpKQkjB8/ngGXiJyz/V4/IMB1T60XA6479HppAde2k5nJYkKAtuAfw8KAK9wBjYiI8ifpSY0///wT/fr1yxNuberWrYu+ffti//79Hk2OiPyYLRW66r8FHFsSVBRwbYXn7Gz3rnNnHVzhTmes4BIRiSOpghsaGoro6OgCz4mJiUFoaKikSRFREWALqq7aEwDVVnAvXbJOv6BeXWfcCbhsUSAicp+kCm6HDh2wadOmAs/ZtGkTOnbsKGlSRFQEuFPB9WLAbdgQqFQJEPPjKzjY/XALOAZV4UNkzjDgEhG5T1LAnT59Oq5cuYJBgwbh7NmzDu+dPXsWAwcOxLVr1zB9+nRZJklEfkilATctDTh5EjhzRrkxpFZwjSb24BIRiSGqRcHZg2KRkZH4+uuv8c0336B8+fL2VRTOnDkDk8mEunXrYuDAgdi8ebPskyYiP2B7yExlAded3C15DPbgEhEpSlTATUlJyfe97OxsnDx5EidPnnQ4/tdff3FLSSLKn0oruLbcLaY1+OOPrZVeiwX48EPxY7gTcF9r8RqeeuAp6HV6lC1eVvwgRERFmKiAazablZ4HERU1KnzIzGJxL3cvXQrs329d6cydgCtc7stVwC1drDRKFyst/uZERCStB5eIyGMqrOAKl/tyZ1rZ2dZwLJY7FVwiInKf5K16iYgks1hy0qSKAq7w1u5Oy2gU37c7ud1kvNL0FRjNRhTTF3NvkkRE5JJHAffcuXPYsmULLly4gKysrDzvazQavP32254MQUT+yChYDUClAVdM54TwHINBfMBtUKaB6DkduXoE285sg8FkQIeKHVA9qrroa4mIiirJAXfkyJGYNWsWTCaT/ZjFYrE/WGZ7zYBLRHl4UipVaQVXqWn9dvo3PL/ueQDA4kcWM+ASEYkgqQd3wYIF+PDDD9G2bVusWLECFosFgwcPxvLly/Hcc88hICAAffr0wa+//ir3fInIH7hbKvVSwFVjYZkbPRARuU9SBXf+/PlITEzEzz//DK3WmpETExPRr18/9OvXD3379kXHjh3Rp08fWSdLRH5CjaVSABERwGefWYeoWNG9aRnd2INhS9oWZJmyEBIQgtaJrQsegxs9EBG5TVLAPXr0KAYOHGgPt4B1PVyb1q1bo1u3bpg+fToeffRRz2dJRP5FjaVSAMWLA888I/783D24Yj237jkcu34MkcGRuDHqRoHnsoJLROQ+ycuElShRwv46LCwM169fd3i/WrVqOHTokOSJEZEfU2kF111Sp2ULqmKWCONOZkRE7pNUwY2Li8O5c+fsn1eqVAm///67wzkHDx5EWFiYZ7MjIv+k0h5cd9WqBbRvb/0SQkLEX2cLqoE61187K7hERO6TFHCTkpKwbds2++ePPPII3n33XTz77LPo0aMHtm/fjp9//hm9e/eWbaJE5Ec8qeA6WZJQLpmZwNmz1sBasiQQGVnw+a+/bv1wlzsVXIceXDN7cImIxJDUojBw4EBUqlQJp0+fBmBdMqx+/fpYsGABevTogWnTpiEhIQEffPCBrJMlIj+h0h7cP/4AatQAKlcGpk1TbBjJAZcVXCIicSRVcNu0aYM2bdrYPy9WrBh2796Nn376Cf/++y8SEhLQvXt3tigQkXMq7cF1d1pS2VZDENWDq2MPLhGRu2TbqjcwMJArJhCROIUg4IppDZY8jhsV3LDAMMSHx0Ov0yMy2EXPBBERAZAh4F6/fh1//fUX0tPTERERgXr16qFUqVJyzI2I/JVKHzJzN3cvWgTMmmW9bs4coF0719eYzCaYLNYdIMUE3Hql6+HMq2dc35iIiOwkB9xTp05hxIgRWLduHSwWi/24RqPBww8/jJkzZyIxMVGOORKRv1FpBdfd1uDr14F//rG+Tk8XOYbgQTHhEmBERCQfSQH333//RVJSEq5cuYIqVaogKSkJsbGxuHz5Mnbu3InVq1dj9+7d2LlzJyqK2Q6IiIoWlT5k5o3cbTAZEKANQLY5W1QFl4iI3Ccp4I4aNQpXr17FvHnzMGzYMGg0Gvt7FosF8+fPxwsvvIBRo0bh+++/l22yROQnVFrBdbdzQspOZuFB4TC+bYTZYobZYnZvgkREJIqkgLt582b06NEDzzjZ01Kj0eDZZ5/F+vXrsWnTJo8nSER+qBAEXKWnpdVoodW4Xqkx/X46nlr9FAwmAxqWaYjxbca7NxARUREkKeCaTCbUqlWrwHNq166NLVu2SJoUEfk5lT5k5knnhFGhPRjMFjNWHllpHYMbPRARiSJpo4cHHngAhw4dKvCcQ4cOoVGjRpImRUR+jhVc0Rx2MjMx4BIRiSGpgvvee++hffv2WLhwIZ5++uk878+fPx8bN27E5s2bPZ4gEfkhlT5k9swzQO/e1iFKl3Z9vpQe3Au3L2DytsnQ6/RIik9C75oFb2nOncyIiNwnKuBOmjQpz7G2bdvi2WefxYcffuiwisKOHTtw7NgxdOrUCZs3b0aLFi1knzQRFXLulkqlJEkJihe3foglJXdfybyC2XtnAwDuGe+5DLgB2pwf0wy4RETiiAq4EyZMyPe91NRUpKam5jm+YcMGbNy4EW+//bbkyRGRn3K3B1ejsaZJg0HRgOsuKT24wpAqZpkwjUYDvU4Pg8nAgEtEJJKogMuHxYhIVu5WcG3nqSzgVqsGTJtmnVqzZuKucTfgAtYNIQwmAx8yIyISSVTAbd26tdLzIKKixN0eXOF5CgbcX38FDh60FpV79wZiYgo+v0IF4I033BtD+KBYoE7cTmZ6nR6ZxkxWcImIRJK8VS8RkWRSK7i5r5XZihXA3LnW102bug64Ukip4NrOY8AlIhLHo4C7Y8cOLFmyBAcOHEBGRgbCw8PRoEEDDBo0CA8++KBccyQif6PSgCtlWm6PwYBLRKQ4yQH31VdfxccffwyLxQLA+iCExWLBvn37sGjRIowYMQIzZsyQbaJE5EfcfcgMUGXAzc4Grl2zXhccLK7iKyXgPl7ncaRnpaNkSElR5xMRFXWSNnpYunQpZs2ahSpVquDrr7/GhQsXkJ2djYsXL2LZsmWoWrUqZs2ahS+++ELu+RKRP1BpBdfd1uC0NKBMGSAhAXj9dXFjCANuoFZcuJ/SYQrmdJuDd9u9K24QIqIiTlLAnTt3LsqVK4fff/8d/fv3R+nSpaHRaBAbG4vHHnsMu3fvRlxcHObMmSP3fInIH6j0ITN3C8tSlueVUsElIiL3SAq4hw4dQu/evREREeH0/YiICPTu3dvldr5EVER5WsH9rzVKbt7Yqrds8bLoVqUbOlbsiPIR5d2bIBERiaLYKgoajUapWxNRYedJD67FAphMQID8P768EXA7VuqIjpU6ujex/wifeSAiovxJquDWqlULK1euxJ07d5y+f/v2baxcuRK1atXyaHJE5Kc8qeDmvl5G7nZOSNnJTIquX3dF8LvB0E3SIcuUpdxARER+QlLAffbZZ3Hu3Dk0b94cK1euxLVr1wAA165dw4oVK9CiRQucO3cOzz//vKyTJSI/4UkPLqBYwPVGD64U2eZsZJmyYIHFYaMIIiJyTtLv+IYMGYI///wTn376Kfr27QsA0Gq1MJvNAKy/RnvppZcwePBg+WZKRP5DpRXccuWAKlWs+VunU8WUrOMIHkbjWrhERK5JbmL7+OOP0adPH6cbPQwePBgtW7aUc55E5E886cHNfb2MvvnGvfN1OkCrBcxm8S0KH+36CHP/mAu9To8F3RegeXxzl9cIt/RlwCUick1SwN26dSvCw8PRsmVLBlkicp8toGq14kqlgPfKpW7S64H798VP6XLmZRy/cRwARPfTsoJLROQeST24bdu2xfz58+WeCxEVFbY06M5+uMJzs9TzoJWtAC024Ap7aN3dqhdgwCUiEkNSBTcmJgbBwcFyz4WIigrb7/OlBlwVVXB37LAWoUNDxZ0vZSczvZYBl4jIHZICbseOHZGSkgKLxcL1GInIfZ5WcBUKuI89Bty+DcTFAWJ/SVWnjntjSNnJTHie0cxVFIiIXJHUojB16lRcv34dzzzzDG7cuCH3nIjI36k04P7yC7B+PbBliyK3B+AYUNmiQESkDEkV3CeeeAIlSpTA559/jq+++goVKlRAbGxsnmquRqPB5s2bZZkoEfkRW0AVu4IC4NWNHtzJ3e7ytILLgEtE5JqkgJuSkmJ/nZWVhaNHj+Lo0aN5zmP7AhE5pdIKrpRprV4NXLli3UF42DARYwh7cHXiAv6geoOQVD4Jep0eNaNrip8cEVERJSng2jZ0ICKSRIUPmVks0grL48cDBw5Yp+duwBVbwa0TWwd1Yt1s9iUiKsIk9eASEXlEhRVck8kacnMP5YrtXIMh5/qCSOnBJSIi90jeyUzo5MmTSE9PR0REBCpWrCjHLYnIX0ktlSoccIU7kUnN3SYTEODip+rzjZ5Hp0qdYDQZERYY5t4kiYhIFMkBNz09HePGjcMXX3yBjIwM+/Hw8HAMHjwYEydOREREhCyTJCI/kp2d81pFFVzhLT2ZlquA+3DVh92bGICLty/i2PVjMJgMqBVTC2WLl3X7HkRERYmkFoUrV66gSZMm+OSTT6DRaNC6dWv07dsXrVu3hkajwccff4wmTZrgypUrcs+XiAo7OUqlCgdcFRWWAQA/Hv0RbZa2wUNfPYRNJzcpMwgRkR+RFHBHjx6N48eP480338TZs2fx66+/Yvny5fj1119x9uxZjBo1CsePH8eYMWPkni8RFXZylUplptJpAXBcbYHLhBERuSapRWHNmjVo164dJk+enOe9sLAwTJkyBb///jtWr17t8QSJyM+oNEmGhgKvvmq9db164q8TVnuNIjYZO33rNCywIEgXhDLFy4gag+vgEhG5R1LAzczMRLNmzQo8p3nz5tizZ4+kSRGRH5PaCxAU5PweMomMBGbMcP86d3N3p686IfV6KkoEl8DNUTfFjcGAS0TkFkktCrVr18apU6cKPOfUqVOoXbu2lNsTkT9TaQVXKnenZQuo7iwRxoBLROQeSQF3zJgxWLFiBTZtcv6ww//+9z+sWLECb731lkeTIyI/pNKHzKQqVQqIiwMSE8WdbwuogVrx1WthwDWaRPRBEBEVcZJaFNLT0/HQQw+hU6dO6NixIx588EHExsbi8uXL2LZtGzZt2oSHH34YN2/exBdffOFw7aBBg2SZOBEVUiqt4No2aXB3h/EPP7R+iMUKLhGR8iQF3CeffBIajQYWiwX/+9//8L///S/POWvWrMHatWvtn1ssFmg0GgZcoqJOpQF32zagdWvrOrZvvAG8957sQwDI2cmMAZeISDmSAu7ixYvlngcRFRUqXXDW1jmRne1+Fdcd9hYFnfivXdjOwIBLROSapIA7ePBguedBREWFSiu4Uqfl9jhsUSAiUpzkrXqJiCRR6UNmUgPuqlXA8uXW6996C2jcOP9zLRYLss3WrYrdCbgPlHkAmWMyodfpodPoxE+OiKiIkrSKAhGRZIWggutO50RqKvD998BPPwHnzxd8rq3/FnAv4Oq0OoQGhiJAGwCNkv0TRER+ggGXiLxL5T24uYdyRXiuq53MhO0F7iwTRkRE7mGLAhF5VyGo4Co1rdDAUPz78r8wmAwI0gUVfDIREUnGgEtE3uVnPbjuTEur0aJiZEX3JgbgjuEOpmybAoPJgOpR1fHUA0+5fQ8ioqKEAZeIvMvPKrjCLgulNlgzmAyYvH0yAKBrla4MuERELrAHl4i8S6VJUqWFZesYXCaMiMgtHlVwL126hB9++AFHjx7F3bt3sXDhQgDA1atXkZaWhjp16iAkJESWiRKRn5D6kJlOZ/0wmRRJkv/3f0DNmkBWFtCwofjr3Am41+9ex/KDy6HX6VEzuiYeLP+guDEEAddocvEkGxERSQ+4c+bMwWuvvYasrCwAgEajsQfcK1euoHnz5pg3bx6GDRsmz0yJyD94sqOCXg/cu2dNoTJLSLB+uMudVRTOZZzDSz+/BAB45oFnRAdc7mRGROQeSS0Ka9aswfDhw1GnTh2sXr0azz//vMP7tWrVQt26dfHjjz/KMUci8idSewGE5yvVCyCBOxVcYTh1Zx1cjUaDAG1AnnsQEZFzkiq4H3zwAcqXL48tW7YgLCwM+/bty3NOnTp1sG3bNo8nSER+xtMKbu57+Fh8PDBkiHVqDzxQ8LlSN3qwnZ9tzmbAJSISQVLAPXDgAAYOHIiwsLB8z4mLi8Ply5clT4yI/JTUHlxA0YB7+DBw9qx1iIYNgfBwcdfVrg18/rm4c6VWcG3n3zXeZcAlIhJBUouC2WxGoIt/mK5cuYKgIC5kTkS5qLSCO2cO0Lkz0K4dcPy47LcHkGsnM5174d7Wh8uAS0TkmqSAW61atQLbD7Kzs7F161bUqVNH8sSIyE+ptAfXk9wtegwPK7i570FERM5JCriPP/44/vzzT0ycODHPeyaTCa+//jpOnjyJQYMGeTxBIvIzKq3getI5IZZwiS93A26L+BZom9hW9MoLRERFmaQe3Jdeeglr1qzBpEmT8PXXXyM4OBgA0LdvX/zxxx84deoUHnroITz1FHfbIaJcCkHAdWdaJ04AjRpZr3/ssYL7cT2p4H7X5zu3ziciKsokVXADAwOxceNGvPnmm7h+/ToOHjwIi8WCFStW4MaNGxg1ahRWr14NjUYj93yJqLCT4yEzk8n6ISOpAVenA9LTrcvz3r/vYgxhD65WoTIxERFJ3+hBr9fjvffew7vvvovU1FTcuHED4eHhqFGjBnQ6nZxzJCJ/IkcFF7D28sr4s8YbW/WGBoaiUmQlGEwGRARHuDdBIiISzaOtegHrAuTVq1eXYy5EVBTI8ZAZYE2T/7VHyUFq7hYWoV0F3N41e6N3zd7uTYyIiNwmqUUhISEBb731Fo4cOSL3fIjI38lVwZW5D1fqtBSckoNn1zyLevPqocbsGlxJgYjIBUkBNzMzE1OmTEHt2rXRqFEjzJo1C1euXJF7bkTkjwpBwHWnNdhbAffkrZP4+/LfOHrtKAMuEZELkgLupUuXsGrVKvTq1QuHDh3Cq6++inLlyqFbt25Yvnw57t27J/c8ichfePKQmXDzGJnTpPCZtQA3mrdytwUrRfhQGgMuEVHBJAXcgIAAPPLII1ixYgUuXbqEzz77DM2aNcOGDRvwxBNPIDY2FkOGDMGmTZvkni8RFXYqreDu3GkNuffvA+4sAKPT5Zzvakpf/f0VeizvgUe/exR/XfrLrfkJlxVjwCUiKpikgCsUERGBYcOGYevWrfj3338xadIkxMXFYenSpejcubMccyQif2Irc2o07q+CoHA/gFbrWCQWQ6MRvzzv4auHsebYGqw8shLX7113axwGXCIi8TwOuEKJiYlo0aIFmjVrhsDAQFgsFjlvT0T+wJYC9Xr3SqW2a3LfRwVsnRaupuTJTmbC84X3ISKivDxeJgwA/vnnH3z11VdYvnw5zp8/D4vFgmrVqmHgwIFy3J6I/IktBUrZD1elAXfJEmtWL1Gi4PM82cksUMceXCIisSQH3AsXLmDZsmX46quv8M8//8BisSA6OhrDhw/HwIED0ahRIznnSUT+QljBdZeCAfftt4G7d4GYGGDUKPeu7S1yaVtPAq5eyxYFIiKxJLUodOjQAQkJCXjjjTdw7Ngx9OnTB2vWrMGFCxcwa9YsWcLt7NmzkZiYiODgYDRt2hR79uwRdd0333wDjUaDnj17ejwHIlKArQdXZQF33jxgxgxg/nxZb+vAo4DLHlwiItEkVXC3bNmCVq1aYeDAgXj00UcRHh4u66S+/fZbJCcnY968eWjatClmzpyJTp06ITU1FTExMfled+rUKbz++uto2bKlrPMhIhmptILrybTEMppzemeFy36J4dCDa2YPLhFRQSQF3LS0NJQvX17uudjNmDEDw4YNw5AhQwAA8+bNw7p16/D555/jzTffdHqNyWTC448/jokTJ2Lbtm24deuWYvMjIg/4YcD9+28gI8O6zFjr1gWM4UEFt2uVrogOi4Zep0dCRIL7kyQiKkIkBVwlw63BYMC+ffswevRo+zGtVosOHTpg165d+V43adIkxMTE4KmnnsK2bdsKHCMrKwtZWVn2zzMyMjyfOBGJo9KHzDzpnBg0CPjrLyA4GChonxtPAm77iu3RvmJ79ydHRFQEiQq4W7duBQA0adIEwcHB9s/FaNWqlVsTunbtGkwmE2JjYx2Ox8bG4ujRo06v2b59OxYtWoQDBw6IGmPKlCmYOHGiW/MiIpmosIJrMuXsZCZlWmKXCfMk4BIRkXiiAm6bNm2g0Whw5MgRVK1a1f65GCbh/pcKuH37NgYOHIgFCxYgKipK1DWjR49GcnKy/fOMjAzEx8crNUUiElLhQ2bCLXY9mZbZbA3K+e1f8XDVh1E+ojyMJiNCA0PdH4iIiEQRFXDHjRsHjUZjD5C2z5UQFRUFnU6Hy5cvOxy/fPkySpcunef8f//9F6dOnUL37t3tx8xmMwDrlsKpqamoVKmSwzVBQUEIcne7IiLynMlkTYGAqgKu8FZydE6EhDg/77lGz7l/8//cz76P9PvpMJgMiAyJRDF9Mcn3IiLyd6IC7oQJEwr8XE56vR4NGzbE5s2b7Ut9mc1mbN68GcOHD89zfvXq1fHPP/84HBs7dixu376NWbNmsTJLpCbCJKnSgOvptIzG/AOuJz7/83O8uP5FAMAXPb/AwHrcSIeIKD+SHjI7c+YMSpQoUeDyYLdv38bNmzclPZCWnJyMwYMHo1GjRmjSpAlmzpyJzMxM+6oKgwYNQlxcHKZMmYLg4GDUrl3b4foS/20nlPs4EfmY3KVSmag0dzsQLivGdXCJiAomaaOHChUqYNasWQWe8/HHH6NChQqSJtWvXz9Mnz4d48aNQ/369XHgwAFs2LDB/uDZmTNncPHiRUn3JiIfUmmSDAwEunYFOnQA6tVTzbQcx+BGD0REokmq4FosFlgsFpfneGL48OFOWxIAICUlpcBrlyxZ4tHYRKQQuZ7mAgDBUn+eio4G1q2Tfr2wGF1QwK09pzZO3DiBqNAonEs+59YY3OiBiEg8SRVcMc6dO4fixYsrdXsiKoxUWsH1lNhp3c++jyxTFrJM7odzVnCJiMQTXcGdNGmSw+f5VVFNJhPOnj2Lb775Bs2aNfNockTkZ1Tag+spsdOyBVMpa+AG6tiDS0QkluiAK1w5QaPRICUlpcBWgbJly2LatGmezI2I/I2fVnBnzQJmzrROr6DcbgumwgfGxGIFl4hIPNEBd8uWLQCsvbXt2rXDk08+icGDB+c5T6fToWTJkqhevTq0WsU6IIioMJKzB1fGgPvHH8ATT1jD6VNPAa+84t71YWHizvOkguvQg2tiDy4RUUFEB9zWrVvbX48fPx5t27Z1exteIiriVFrBzcgAUlOtr69ele22ecgVcFnBJSIqmKRVFMaPHy/3PIioKFBpwPW0sCyWRz24XAeXiEg0SQFX6OzZs7hw4QKy8lmyh1VeIrJT6UNmnk5r61Zg0ybrfQYPBmrUyHuOxWKxL+8lJeDWjqmNfc/sg16nR3RotPuTJCIqQiQH3DVr1mDkyJE4fvx4geeZTCapQxCRv1FpBdfTae3YAbzzjvV18+bOA262OTtnDAkBN0wfhgfKPOD+5IiIiiBJT4GlpKSgV69euHPnDoYPHw6LxYJWrVrhmWeeQc2aNWGxWNCtWzeMGzdO7vkSUWGm0ofM5Mzdxnye/xK2FUgJuEREJJ6kCu7UqVNRrFgx7Nu3D7Gxsfjkk0/Qtm1be6CdMmUK3n333Txr5xJREeenFVwx09Lr9Fg3YB0MJgNKhZRyfxAiIhJNUsDdu3cvevbsidjYWPsxs9lsfz169GisW7cO48aNw+rVqz2fJRH5Bz/twRWzVW+gLhBdq3R1/+b/uWe8hxWHV8BgMiAuPA6dK3eWfC8iIn8nKeDevXsXcXFx9s+DgoKQkZHhcE6zZs2wePFiz2ZHRP7F01JpQACg0QAWi6pWUfDG/hOZxkwM+nEQAKBblW4MuEREBZDUg1u6dGlcFSwWGRcXh0OHDjmcc/36dT5gRkSOPE2SGk3OdSptUcivB9dTXAeXiEg8SRXcevXq4eDBg/bP27Zti6VLl2L58uXo0aMHtm/fju+++w4NGzaUbaJE5Ac8TZK267KyZA24rVtbt9o1GIB69dy/XkyLwh3DHew+txt6nR5li5dF5ZKV3RrDYSczM3cyIyIqiKSA26NHDwwfPhynT59GQkICxowZg5UrV+KJJ57IuXFAAN59913ZJkpEfkCugJv7Xh5q0MD6IZWYFoW0m2no+GVHAMCwB4Zhfvf5bo3BjR6IiMSTFHCHDh2KoUOH2j+vUKEC9u7dixkzZuDkyZNISEjAc889h/r168s1TyLyB54+zQUoEnA9JSbgCkOpMKyKpdPqoNVoYbaYGXCJiFzweCczm0qVKmH27Nly3Y6I/JFKK7ieiooCWrSwTq18eefnyLEOrl6nx/3s+wy4REQuyBZwiYhc8vQhM+F1Mgbca9eAzEzrraOi3C8uN21q3c2sIHIGXKOJPbhERAURFXC3bt0qeYBWrVpJvpaI/IxKK7gTJwKffmp9vXcv0KiRbLe2Ez4YJjXg2lobWMElIiqYqIDbpk0baDQaSQNwqTAislNpwJWjNdjlGDJVcHPfi4iI8hIVcMeNGyc54BIR2cn9kJnFYl0bV8ZpSc3dLseQIeDGFrPuHhkTFiPLnIiI/JWogDthwgSFp0FERYKcFVwAyM6WpeTq6bTOnAH69rXep2tXwNkKiQ6rKOikzfnPZ/+UdB0RUVHDh8yIyHvkfMgMsCZKGQKup9PKzgZ+/936ukYN5+fIUcElIiJxPAq4ly5dwg8//ICjR48iMzMTixYtAgBcvXoVaWlpqFOnDkJCQmSZKBH5AbkruAYDEBbm2ZzgeeeEmJ3MGHCJiLxHcsCdM2cOXnvtNWRlZQEANBqNPeBeuXIFzZs3x7x58zBs2DB5ZkpEhZ+cPbi57+cBT3O3mCkNqT8Eg+oNgsFkQICWvzwjIlKSVspFa9aswfDhw1GnTh2sXr0azz//vMP7tWrVQt26dfHjjz/KMUci8hdKVHBlIGfANeazRK1Go0GANgChgaGSK7jvbn0X/Vb0Q69veyHbnC3pHkRERYGkMsIHH3yA8uXLY8uWLQgLC8O+ffvynFOnTh1s27bN4wkSkR9RogdXBp5OS4EpObXl1Bb8mvardRxWgomI8iWpgnvgwAF069YNYQX0vsXFxeHy5cuSJ0ZEfkjuCu5/LVKe8kYPrhyElV+uhUtElD9J//lvNpsR6OJfgStXriAoKEjSpIjIT6m0ReG774A7d6y3k7KsrpiAu/HERmxO2wy9To/B9QajSqkq7o+jzRmIAZeIKH+SAm61atUKbD/Izs7G1q1bUadOHckTIyI/JEx/ARJ/va5AwI2P9+x6jcYaco3G/Htwt53Zhg92fgAAaJPYRlLAZQWXiEgcSS0Kjz/+OP78809MnDgxz3smkwmvv/46Tp48iUGDBnk8QSLyI7ZAGhgofQcybzW8usnVDsJybtULAEZTPkmaiIikVXBfeuklrFmzBpMmTcLXX3+N4OBgAEDfvn3xxx9/4NSpU3jooYfw1FNPyTpZIirkbOVNT/bDVWnAffttwGwGYmOdvy8MpHIEXFZwiYjyJyngBgYGYuPGjZg4cSLmzZuHmzdvAgBWrFiB8PBwjBo1ChMnToRGhj3iiciP2AKpygLu0qXWW0VGAo8+Ku0eo0YV/L4cFVz24BIRiSN5jRm9Xo/33nsP7777LlJTU3Hjxg2Eh4ejRo0a0Ol0cs6RiPyFSgPuyJHA1atAhQrSA64rcrcoMOASEeVPUg+ukEajQfXq1dGiRQvUrl3bHm7T0tLw5JNPenp7IvInwh5cqRTc6MGT3O1yDHPOXIWVWHc49OCa2YNLRJQf2VcJP3PmDN555x188cUXyM7OxpIlS+QegogKK5VWcOVoDb5927osr9EIlCmT9305KrhN4prgyfpPQq/VIyo0SupUiYj8nlsV3O3bt6Nt27YIDw9HyZIl8cgjjyA1NRUAcPfuXSQnJ6Nq1apYtGgRoqOj8fHHHysyaSIqpFT6kJkcufvBB4HoaKBSpXzGkCHg9q/TH4sfWYzPun+GyiUrS7oHEVFRILqCu2/fPnTo0AEGwT8oa9aswR9//IFt27ahR48eOHz4MMqWLYtRo0bhmWee4UYPRORIhRVcsxnIzra+9qRzwnZtflOSYxUFIiISR3QF9/3334fBYMCUKVNw5coVXLlyBe+99x4uXryIli1b4ujRoxg7dixOnDiBl156ieGWiPJSYQ+ucGMGOXK3yWQNzbnViamDtolt8WD5BxEcECx9ICIickl0BXfHjh1o164dRgnWwhk9ejQ2bdqElJQUfPDBB0hOTlZkkkTkB8xma/oDPEuSwv94VmHAtd0z93/jv9f+Pek3JyIit4iu4F65cgUNGzbMc9x2bPDgwfLNioj8jxJJUoaAK7yFJ9MSFqWV2n9i0f5FiJwWibDJYVj+z3JlBiEi8gOiK7jZ2dkICwvLc9x2rFSpUvLNioj8j1xJUsGAq6LOCadMFhNu3b8FALiffV+ZQYiI/IDsy4QRETml0oBrsQAVK1pvFR2tmmk5xZ3MiIjEcSvgfvXVV9i9e7fDsRMnTgAAunbtmud8jUaDdevWeTA9IvIbKi2VlikD/Puvx7fJ04ObW/fl3XE2/SwiQyKxZfAWaWNwJzMiIlHcCrgnTpywB9rcNmzYkOeYRqORNisi8j8qreDKxVUP7tFrR3HixgmUCpHezsWAS0QkjuiAm5aWpuQ8iMjfqfQhM7m4mpYtkAbqpFevGXCJiMQRHXATEhKUnAcR+Ts/r+COHQu8+KK1kluxYt73bYHUk00ehNcazU76IIiICAAfMiMib1FpD+7hw8CYMdYp9ewJPP64tPs4C7VCcgdcVnCJiPLHgEtE3qHSCu7ly8BPP1lfV67s8e3yZduqlwGXiEh5ojd6ICLyiEp7cOWaliv2Hlyt9Oq1sH+XAZeIKH+s4BKRd6i0gitX58ShQ8Bff1nv1749EB+f857FYpGlRaFKySpY9n/LoNfpUaVUFemTJSLycwy4ROQdhSDgejKtH3+0PmgGAKtXOwZck8UECyzWMTwIuKVCS6F/nf7SJ0lEVESwRYGIvEOlD5kpkbtzb/Rg678FPAu4REQkDiu4ROQdciVJVzsquMkbrcE6rQ4fPvQhDCYD4sPjQUREymLAJSLvkCtJarVAQACQna2qHtyCcrdep0dy82TpN/+P0WTEgUsHYDAZEBEcgdoxtT2+JxGRP2LAJSLvkKuCa7s+OxvIyvLsPlBta7BTN+/fRJOFTQAA3at2x+r+q5UZiIiokGMPLhF5h9wBN/c9JVKiRSF3D65cuA4uEZE4rOASkXfI1QsAyBpwa9cGnnvOeqtKlTyfkrNpGUwGXL5zGXqdHmH6MBTTF5M2BgMuEZEoDLhE5B0qreC2a2f98FRBPbjHrh9Dnbl1AABPN3gaC3oskDQGAy4RkThsUSAi75BzyzAZA65cXFVwbYS7kblLp9FBAw0AwGhWqA+CiMgPsIJLRN6h0gquXEJDgZIlrVMLCXF8TxhwPVkHV6PRQK/TI8uUxQouEVEBGHCJyDtU2oMrl/btgevXnb8n50YPDLhERK6xRYGIvEOlFdzkZGvFNSIC2LfP49s5JVcFF8hpcWDAJSLKHyu4ROQdSvTgms2AyQTodJJvde8ecP++9cOD2xTIoQdX61n12haQGXCJiPLHCi4ReYcSFdzc95VAzs6JfMeQsYLLgEtE5BoruETkHUoG3NxPdblBrmldvAiMHm2934MPAi+8kPOecMUDTwPugWcPIEAb4PF9iIj8GQMuEXmHEg+Z5b6vBHJ1TmRmAkuXWl/rdI4BV84KbmRIpEfXExEVBWxRICLvKAQtCnJt1avUOrhERCQOK7hE5B1yPmQWFJTzWiU9uAUF3J7Ve6JR2UYwmoyIC4+TPggREYnCgEtE3uHnFdyCtuotEVwCJYJLSL+5wNIDS3Hy5kkYTAa82+5d6LQKLf1ARFSIMeASkXeoNODKVViWcUoFWvLXEqScSgEAjGs9DiFa6Q/YERH5K/bgEpF3qPQhM2+0KMhJ+JCacHUGIiLKwQouEXmHSiu406YBV69ab+PJRg/CcGzMlTv3XdiHA5cOQK/To33F9ihbvKzkcYQBl2vhEhE5x4BLRN4hTH0qquA++KBnU7HRaoGAACA7O++Ufjz6I97d9i4A4H9P/I8Bl4hIYWxRICLvsKW+gABrGvSEt/oB3GSbVkHLhHm6Dq5wq18GXCIi51jBJSLvsKU+OfbDVWnAfewxawU3Pt7xuJw7mbGCS0TkGgMuEXmHLYh62n+b+x4eBtzt2wGLBShWDGjQwLNpLVrk/LicGz0w4BIRucaAS0TeYevBVVnAffRR4PJlIDERSEvzbFr5kbNFgQGXiMg19uASkXeotIIrZ+dEvmMoFHCNJi4TRkTkDCu4ROQdKg+4ckwrP3L24FaMrIhm5ZpBr9MjNDDU06kREfklBlwi8g6VPmQmZ8Bt1w74+2/rl3jxomAMYQ+u1rOv/+WmL+Plpi97dA8iIn/HgEtE3qHCCq7FIm9rcHo6cP163gwvZ4sCERG5xoBLRN6hwofMsrOd31IqW7A1Gq3hWaOxfh4ZHIkyxcrAaDYy4BIReQEDLhEpT+5SqfAeWVmSbyPn7sG572E05ny+pOcSz29ORESicRUFIlKenNv0ArJVcIWXqmhaBVp5eCWaL2qOhvMbYv3x9coMQkRUyLGCS0TKU7JUKlPAVaKCq4Rrd69h97ndAIArmVeUGYSIqJBjBZeIlCdMe0Uk4CpVwRXuhMaNHoiInGMFl4iUp9IkWa6c9XK5wmh+0xrx8whcyryEcH04FvRY4NkY3MmMiMglBlwiUp5KA65GY+29lWsXM+F9hNPa8O8GHLt+DJHBkbIGXO5kRkTkHFsUiEh5hfFpLgnym5at0irHEmGs4BIRucYKLhEpT6UVXLkNGwZ06GDN8GXL5hy3BVFh/6xUwp3QGHCJiJxjwCUi5an0IbNTp4C5c62BtGVLoFMnz6bVooX1IzdWcImIvIstCkSkPJVWcE+fBt5/H3jvPeDXXz2fVn5svbJyB1yjmT24RETOMOASkfJUGnDlnla+47CCS0TkVWxRICLlqfQhM7k7Jy5fBs6ft06pWjUgMtJ63N6Dq/X8a4+PiMe4VuOg1+nRtFxTj+9HROSPGHCJSHlFpII7fz4wbpz19dq1QLdugNlihsliso4hQwW3XHg5TGw70eP7EBH5M7YoEJHy5C6VBgQA2v9+fKko4DrL3cK1auUIuERE5BoruESkPCWaXfV64P592QKukp0Twx4YBoPJgGqlqnk+CBERucSAS0TKkztJArIHXLkruLaidVBAEOZ3n+/5zf9jsVhwx3AHBpMBOq0OJYJLyHZvIiJ/wRYFIlKeUhXc3Pd2k0pbgwt0JfMKwqeGI+qDKAz+cbAygxARFXIMuESkPLl7cIX3UdEqCt4IuFwmjIjINdUG3NmzZyMxMRHBwcFo2rQp9uzZk++5CxYsQMuWLREZGYnIyEh06NChwPOJyMtUWsEtUwZo08a6+1hsrOdTEnZfMOASEfmOKgPut99+i+TkZIwfPx779+9HvXr10KlTJ1y5csXp+SkpKejfvz+2bNmCXbt2IT4+Hg899BDOnz/v5ZkTkVMqDbiPPgps2QLs2AG0by/flITTOnL1CMImhyFyWiRe2fCK52MIdzIzcSczIiJnVBlwZ8yYgWHDhmHIkCGoWbMm5s2bh9DQUHz++edOz//666/xwgsvoH79+qhevToWLlwIs9mMzZs3e3nmROSUUg+Z5b63jzkLuFmmLNw13sWt+7eQlZ3l8RgB2pxng1nBJSJyTnUB12AwYN++fejQoYP9mFarRYcOHbBr1y5R97h79y6MRiNKlizp9P2srCxkZGQ4fBCRglRawZWbs1UUhCE0UOd5uNdoNPYd0RhwiYicU90yYdeuXYPJZEJsroa42NhYHD16VNQ9Ro0ahbJlyzqEZKEpU6Zg4kTuBETkNUo+ZGY0AhYLoNHIc18PtG0LXLlinVpIiPWYMITKtdGDXqeH0WxkwCUiyofqKriemjp1Kr755husWrUKwcHBTs8ZPXo00tPT7R9nz5718iyJihglK7iAY4B2w7RpQP36QJMmwKFDnk8pKAiIjgYiIgQFZoUCLgAYzezBJSJyRnUV3KioKOh0Oly+fNnh+OXLl1G6dOkCr50+fTqmTp2KTZs2oW7duvmeFxQUhKCgIFnmS0QiKB1wDQZJ9z1zBvjrL+vrLM/bY51SIuDaWh1YwSUick51FVy9Xo+GDRs6PCBme2CsefPm+V73/vvv45133sGGDRvQqFEjb0yViMRS8iGz3Pd3gxK5OzfhSgdyV3AZcImInFNdBRcAkpOTMXjwYDRq1AhNmjTBzJkzkZmZiSFDhgAABg0ahLi4OEyZMgUAMG3aNIwbNw7Lli1DYmIiLl26BAAoVqwYihUr5rOvg4j+440KrgRyT+v6dWD+fOt969YFevVSpoL7Y78fYbaYERIYIsv9iIj8jSoDbr9+/XD16lWMGzcOly5dQv369bFhwwb7g2dnzpyBVptTfJ47dy4MBgMeffRRh/uMHz8eEyZM8ObUicgZJR8yA2QJuHIUlm/cAMaMsb4eODBvwLWtfuCphmUbynIfIiJ/pcqACwDDhw/H8OHDnb6XkpLi8PmpU6eUnxARSad0BVdiA63c03K1TJhcFVwiIiqYagMuEfmRItKD62yr3jaJbfB9n+9hNBnRqCyfDyAi8gYGXCJSnkp7cOXunHA2pYQSCUgokeD5zQVSTqXg4u2LMJgMGFhvILQa1T0vTETkUwy4RKS8QtCDq1TAVcKElAn47fRvAIB+tfshOMD5mt9EREUV/7OfiJSn0gpuYQ24wl5e4TJkRERkxQouESlPpQH3+eeBbt2sl+t0nk/JWQ/u6VuncS7jHPQ6PaqWqoqI4AiPxxEGXK6FS0SUFwMuESlPpQ+ZPf64PFOx0ekArRYwm3O6Mj7/83NM2joJALDh8Q3oVLmTx+PYdjIDGHCJiJxhiwIRKc8WQLVaeUqlgPf6Adxkm5ZtSkosE8YKLhFRwVjBJSLl2cqZcu6Hq9KA27Ch9cutUsX6udIB12hmDy4RUW4MuESkPFsAVVnAvXTJWlQOCgIiPG+NBQBs3+74uTCAyhZwtazgEhEVhC0KRKQ8WwCVq/8WkCXgNmgAxMYC9erJNCcnlKjgsgeXiKhgDLhEpDyVVnCVyN15xmAPLhGR17FFgYiUp9IeXCVyd54xBAFUWHn1RHF9cZQILgG9Tg8NNLLck4jInzDgEpHylEiSQUF57+8mJXL30KFAaqp1sYitW5Wp4L7X/j281/49We5FROSPGHCJSHkqbFGwWJRpUfjzT+DAAcFyYQoEXCIiKhh7cIlIeSp8yMxksobc3LfylHAdXIuFAZeIyBdYwSUiZQlLpSqq4Cqxe3Due2VnA6v6rUKWKQtGkxElgkvINxAREeWLAZeIlGUy5bxWUcA1CvZHUGpaRiMQGhqEoICg/C+QYPPJzfjqn69gMBnwQqMXkFQ+Sdb7ExEVdmxRICJleaNU6mEFV87OCeG9lNpg7dj1Y1hyYAmW/bMM/978V5lBiIgKMQZcIlJWIQi4KpqWKNzogYioYGxRICJlKVUq9TBJxsQAf/9tvbR4ceWmNWv3LNy4dwNh+jC8kfSGPGNwowciogIx4BKRslRaKg0MBOrUkW86Nrl7cOf+MRep11MRERTBgEtE5CVsUSAiZXnjaS6legEkyN2DazRbv345lwgT3stoMhZwJhFR0cQKLhEpS6UVXKX06AGUL28NuiVL5lRY5Qy4gVr24BIRFYQBl4iUpdIe3MuXgfXrrVOqVQto0ECeafXubf2wT02BgMsWBSKigjHgEpGyVFrBTU0Fhg61vh45Ur6Am5stgApXPvCUQ4uCmS0KRES5sQeXiJSl0h5cpXJ3nnFYwSUi8jpWcIlIWUolSQ93VFAqd2dnA1lZ1imFhSkTcGPCYtC3Vl/odXo8UOYB2e5LROQvGHCJSFlKBVyNxhpyjUZrovRgWnK2Bk+eDIwfb329dq0F2eZsAPIG3CqlquDbR7+V7X5ERP6GLQpEpCylkiSQE5hV1KIgvNfdrJwysZwBl4iICsYKLhEpS8lmV70eyMxUVYuCQ2uw0YRWCa1gMBlQM6qmfIMQEVGBGHCJSFlKJUnh/VRawUV2CH578jf5bk5ERKKwRYGIlKV0BTf3GCIp1Tnh4bNvolzNvIq4GXGI/iAaj//wuDKDEBEVYqzgEpGyinAPrlIBV6vR4sLtCwCAW/dvKTMIEVEhxoBLRMpSaQU3OBgoXdp6aWio/FMCHLsz5MR1cImICsaAS0TKUmnAffpp64fchF/ixfsn0XB+H+h1ejxS7RG8+eCb8owh3MnMxJ3MiIhyY8AlImV56yEzi8W6Nq6PCbsw7hhuY//F/QCAerH15BtDsO0vK7hERHnxITMiUpY3KrgWC2AyyXtviYRf4n1jztceqJWv/1ir0SJAa61PMOASEeXFCi4RKcsbD5nZxgnw/Y+0Zs2ArVutU7sUaMD8Ndbjcm/0oNfpkW3OZsAlInKCFVwiUpY3Kri5xxFhyRLgsceAQYOAf/+Vb0olSwItWwJNmwIRJZXbycx2P6OZPbhERLkx4BKRsrzRgwu4HXD/+AP49lvgyy+BW7fknZZ9SoLqqtwB19bywAouEVFeDLhEpCwlK7hBQc7HEUHJadnHEIRP4YNhcrAFZgZcIqK8fN+wRkT+TaUtCkq1Bt++DWzaZL3/ySDlKrgzOs1AVnYWwoPCZb0vEZE/YMAlImV58yEzNyiVuy9cAP7v/6yvWz5vBGL/G0PmgNu3Vl9Z70dE5E/YokBEylJpBVep1mCHnczMyiwTRkREBWMFl4iUpdKHzJQqLAvvVexOPbzb9l0YzUY0jmss3yBERFQgBlwiUpZKK7hKTUt4r5CMunirVV35bi7w741/kZ6VDoPJgKZxTaFRwS5uRERqwYBLRMoqYj24HkzJLUN+GoJtZ7YBALLGZsne40tEVJixB5eIlKXSCq5XenAV3INBGGi5VBgRkSNWcIlIWSrtwe3SBahQQf4dfoVF6numO7h+11pdDQ0MhU6rk20cYcA1mribGRGREAMuESlLpRXc0aPlnYqNMCyfLjcdUR9MBAD8/PjP6Fy5s2zjsIJLRJQ/tigQkbJswVOjAXTyVTABeK/h1Q0aTc60ss3KbfTAgEtElD9WcIlIWbbgGRhoTX9yUmHABYDw8P9aHxTcyUy49S8DLhGRI1ZwiUhZtuApd3tC7nuqKOBevQqkpwOP9s3pjWUFl4jIexhwiUhZtofMVBZwq1UDSpYEGjaUeU4CwuAp905mei0DLhFRfhhwiUhZKq3g3rgB3LwJ3Lol75SEhMGTFVwiIu9hwCUiZak04Co5LRuj2TstCsJxiIiID5kRkdKED5nJTZhOs7LculTJzolJk4DTp4EdUQYg9L9xZA6441qPwxtJb0Cv06N4UHFZ701EVNgx4BKRsopgBfeHH4C//gK0/Q1ANesx4aoHcogIjkAEImS9JxGRv2CLAhEpS4UPmZlM1g9A2cKyWaNcDy4REeWPFVwiUpYKK7hK7h4MCELzz7Owa+p4mGFEieAS8g9EREROMeASkXJMJsBstr5WugdXRQHXfs+blVA/uhKCg+UfY9+Fffjl5C8wmAzoVb0X6sTWkX8QIqJCigGXiJQjDJ0qquB6e1pKBNzd53Zj9ObRAICKkRUZcImIBNiDS0TK8VqpFJIDrooKy+6NwXVwiYjyxQouESlHpRXciAjg+++tl5Qtq+C0qq3Gd4czUTYmBD2r95R3DAZcIqJ8MeASkXJUGnBDQ4FHH5V/Ojb2aXUYhRe3HEV4UDjS30yXdQzhsmMMuEREjtiiQETK8YdeAAnsX6rO2qKhxBJhrOASEeWPFVwiUo5KK7hKa9IEuHcPWF/cgLtgwCUi8jZWcIlIOSp9yCwjA9i5E/jjD+D8efmnNXy4tce3eAnrnAK18levhQHXaDIWcCYRUdHDgEtEylFpBffvv4GkJKBxY+Cjj+Sfln1K/1VWWcElIvIuBlwiUo7SPbg6nfUj91guKJ27bYxm9uASEfkCe3CJSDneSJJ6vbXhVYUB1xY8hSseyCU8KBx1Y+tCr9OjbHEF1jojIirEGHCJSDkqDbhKtwZ//DHw/gcWGJ5WrkWhbmxd/PXcX7Lfl4jIH7BFgYiUo3SSFN5XRRXcO3eA8xeyc8ZQIOASEVH+GHCJSDnequDmHssFrzz7ps0G7sQgTFsC4UHh8g9CRET5YosCESlH6YfMAI8DrmL7T2SHANMvY/7XwIAB8o9BRET5Y8AlIuUU5Qruf4wKLVF7494NPPrdozCYDEiKT8K0jtOUGYiIqBBiwCUi5RTRHlxvbLBmtpix5dQWAEBkSKQygxARFVLswSUi5ai0gqvSDdbcG4Pr4BIR5YsBl4iU482Am50NmM2iLnnxRSA9Hbh6FXjkEfmnFBgIoPh54P8ex9L0IVhyYInsYzDgEhHljwGXiJTjzYfMANENr4GBQHg4EBUFBAcrNKWQG0DdZdhrXIKdZ3fKPkagNufPkwGXiMgRAy4RKcebFdzc4/mQXg9AlzMXYRiVi06rg1Zj/RFuNCn0JBsRUSHFgEtEyvHGQ2YlSuS83rhRmTHcVLcuMOqtnICr1EYPtvuygktE5IgBl4iU440K7uDBOa/HjBHVpvDzz8CECcDkycD58/JPKT4e6PpwzjwYcImIvIsBl4iU440e3K5dgVatrK+PHwcWLnR5yfr1wMSJwFtvARcuKDMtYehkwCUi8i4GXCJSjjcquBoN8P77OZ9PnAjcuVPgJd7onBCGzkCdMuHe1tvLgEtE5IgbPRCRcryRJAGgaVPg0UeBFSuAy5eBDz8Exo/P93Slc3dWFvDvaeUruMObDEemIRMlQ0oqcn8iosKKAZeIlOONCq7N5MnAjz9a18P94APgueeA2FifTOvkSeDlEUag739jKBRwx7Qco8h9iYgKO7YoEJFyvBlwq1QBnnnG+jozE3jnHVHTUqI1OPcyYUoFXCIico4Bl4iU442HzITGjQPCwqyvP/vM+tCZi2kptlVvegLw1xOIT++HqqWqyj8IERHliwGXiJTjzQouYG1JeP116+vsbOsyCT6Yll4P4MyDwKov8cDJb/BQpYfkHwRAtjkbd413cev+LVgsFkXGICIqjBhwiUg53nrITOi114CYGOvr778H9uzx+rS8tbla26VtETY5DJHTIpFtzlZuICKiQoYBl4iU4+0KLgAUL+64gsIbbwC5qptKT0vYjaFkwBX29nKpMCKiHAy4RKQcXwRcABg2DKhc2fr6t9+sW5cJ1KxpXVmsQQMFHzL7j7cCrtHsegc3IqKiggGXiJTj7YfMhGNNnpzz+ahRgMlk/3TuXGD3bmD/fus+EUoMj6T3gZHR2J0Uhy1pW+QfBKzgEhHlhwGXiJTjq4ALWDd+aNLE+vrgQeDLL702tEYDaEMygLBrMAZfgMlicn2RBLadzAAGXCIiIQZcIlKO7WmuwEBlSqUFyb2F79tvA/fueW14nV75dXBZwSUico4Bl4iUY6vgerP/Vqh1a6BbN+vrc+eATz7x2tCDnszpifVGwDWa2INLRGTDgEtEyrEFXG+3JwhNnQpo//tRN2UKcOMGHn4YaNEC6NNHuWGDQpWv4LJFgYjIOQZcIlKOryu4AFC7NjB4sPX1rVvAlCnYuxfYtQvYt0+5YYWBky0KRETexYBLRMqx9eD6MuACwMSJQHCw9fUnn8Bw3wxA2WkZzAy4RES+woBLRMpRQwUXAOLjgZdftr7OyoLhrjV4K9k5cexETk+ssJVATi80fgEpg1Owc+hO1I6prcgYRESFkWoD7uzZs5GYmIjg4GA0bdoUe5xstyn0/fffo3r16ggODkadOnWwfv16L82UiPKlloALAG++CURGAgAM2dYffUpO68gx5Su4VUpVQevE1mge3xzFg4orMgYRUWGkyoD77bffIjk5GePHj8f+/ftRr149dOrUCVeuXHF6/s6dO9G/f3889dRT+PPPP9GzZ0/07NkTBw8e9PLMiciBGh4ys4mMBN56C2ZokA3rfBTN3TrlAy4RETmnsVhybdKuAk2bNkXjxo3x6aefAgDMZjPi4+Px0ksv4c0338xzfr9+/ZCZmYm1a9fajzVr1gz169fHvHnzXI6XkZGBiIgIlHmsJbT6gALP7ZIRhwUB9x2OlQu9LubLwofp8egXeNf++bfGULwWcVbUtefulnL4fFh2MH4OP+/yuup3o7AJjt/iB3QGXAm67fLaIenxeEcw3+PZAWgbflnUfFdmlEXTgCz75x8YQjGrhOuvtbgxBEeMoQ7Hupt1+LOY8/+4EWp5uwyW6xz7ECsFZyBL63r5pHHp8XhG8LX+bAzBsIhzLq8DgAO3oxGlM9s/f9UYgu9FXJtwLxI7LI7/jZmkMeN0yE2X1/ZJL4ePAnPWdL1m0qJ+8aui5rsgvRy6CK6dbwzFJBF/D4PMgfj3frjDsf4mPbYVv5j/Rf+tO9vgTgzWrP/J4a0abzyL29k3XI47Iuk5jOzd3v7570fOoveCZJfXAcCW5HmoUi7n/ztvL/4Bi//3Ec6bSgMAovTpaBNzOM915Ywh+OhSfYdj70YfwV/Bt1yO+fDtMhh8KxG1UnvgsAaAzoie1yojwJwT8mtHnMH4miscrhv590Ccyox2ef/Hy29Dz7i99s9vGkLQKjsMN6NSXV67LCMOrQQ/v2YZQ/GBiO99WHYwUg1hDsf+zxyIPcUuuby22Z3SWJHr/4NVgm7jns51z/Cbt+IxXJ/z/8tfjcEYFOH65x4A7Lkdg7K6nA02RhpDsFzE/y/j7pfA72adw7FWGgtOhrj+u9orvRw+Efx/K8OsQc1i10TNd056OfQQXLvYGIq3RXxvAsw6nLpfwuHYoOwg/Bp+weW1dTNjsF7juAlJncD7uBmY6fLa52/F4y3B9+ZAth4Phxfws0BgQ0YZ1A7I+f5PMoRivoh/H0oaiuHv7CCHY50sWhwKc/2zr0NGWSwR/JsEAOVDbsKsMedzRY6p6fF4QvDvw0pjCEaI/PfhxJ1SCBb8mH8+OxhrRPzbXeVuKeTe/7CxNhsXg9NdXjswPR5TBPM9bQpAUnFx/3ar/WeE2ZCNi99sQ3p6OsLDw/O8L1RwmvMBg8GAffv2YfTo0fZjWq0WHTp0wK5du5xes2vXLiQnO/6D16lTJ/z4449Oz8/KykJWVs5f9IyMDADAxcRtQHDB89u/qxWwcavDsfMTCr7G5sSXDwD/7s/5vNIDOD9wfwFXCOQaY3+nVjhff6vTU4Xun3gA+MpxjMMvVEJWzL8ur/17YytgV84Yt8JL43yy67+sAHBpdkXg6kn75wcfeBDnH9ju8jptRmlghuMYf/ZphvMVd7u8dv/+B4FVjmOcHF0cEBHmj37XDDicM8bZcrVw/ulDLq8DgPtTigFZd3Lm26Y1zjf4zeV16WdrAYscx/j7qVq4E+963D9TWgMpOWPcDyqG86PvFHBFjrMLawHncsY4WrMZzvd1/eeLrOLAFMc/y/09HsT5iq6/rzjeKs+hY5Z1MIsIKwfPdXL4/NLNDJyPWJHP2Y5uZX7k8Pnfl0/hfPWc+V4D4OxONa8AWHHC4di2J4D/xboeM/7weWDjHyiN53AY1mD+Y65zrp+/Bxx2HPkXvIW/UN/l/Rud/9E+6zMRwK9lInAwbBpQ/wtAEDicuTivKnDpmP3zQ/Va4HyvnS7H1NyJAqY7BrX9/9cC5yu6vvbPv1oAKxzP+/eNSFhCXf+H3OGVzYF/cn7unytbHeefOeryOgDInFYCuHfL/vmBluL+f3nzQg1g/hGHY38NqYuMhL9dXrt/a2vg15wxsgOCcH5sVgFX5Di9uC5wOmeMY9Wb4PxjBbfmAQCMwcB7jkWXfd1a4nzFbS4vNR1tAnzjOMbREfHIjnQdaA6ubQn8kTPG1ZLlcf7lM67nC+DarHLAzZyA+HeTljj/gOv5XrmeAHxy2uHYgQGNcKXiHy6v3f97K+BHx38zz74dAOiyXV57bFkj4FjOGKcq1Mf5wQdcXgcA5kk6wJzzHxH7O7TG+fqu/x5mptUHljqOcfC5qrhf+pjT84UO/NIa2JEzxu2wKJwfKe4/tFT/M+J+3kP5UV2LwrVr12AymRAb6/gvSWxsLC5dch6uLl265Nb5U6ZMQUREhP0jPj5enskTkXNhYa7P8TODsRR6iAs3Upk0wBsP3wa6P+cy3BIRFSWqa1G4cOEC4uLisHPnTjRv3tx+/I033sBvv/2G33//Pc81er0eS5cuRf/+/e3H5syZg4kTJ+Ly5bxleWcV3Pj4ePx/e3cfFFXZ9wH8e5ZlFxDWBeVFBEHR8E5NezSJnHswY4Qeq2FqxoYcBKTRGctylMoxayl1JAfEJrMZmVEobcyc1CaVBMKcCMgX8glf7kkFU3B5E1iU12Wv5497gDaQZWXZxcP3M7N/cO119vodfuewv73OddifTpyG+xj3AePz8XBFkLf5tPjZG4Ob+p/mOxbaMb1TxI332/BnteXLDQDw1BTzAv5mrQE1zZa/dtTdRYV/+Xuatf3fX3VoN3Y9YIteEz3d4e/ZW5i0dRjxx+3BLceYMdELbureS7I1hlbcrDNY3M7ZSYE5QeaXaf/UN6KxxXKh4DVGjRBfrVnbufJqDOYIn+w9FuM9enNjaGnHf/SNljcE8GSQN5ROvZ8Vb9+9hzuNli/xuamdMWOil1nbpcq7aGm3vKRignYMArx6j1VjlwmlNwe3RCHUTwuNW+9lvrrmNpTXWj4OJQmYN9n8OLxe3Yi79y3kxs0NWj8fs6UCAPD79TvoHMRxGOTjCZ+/HYctbZ24dHNw59ysyX5w+duyo6r6ZlTWNQFCwL29Dh4u/c/eKCUn+Ln5mLXVttaj3WT5srq70g1a9VgAgKFZguFe33kEtUrAe5z5pdHqWgU6jZa/zljjboLGo/egbu3oQNlty7OhAPCvCZ5wd+1dDzzY89JJIeF/gs1/H0M5Ly9U1KDLZPnE/Od5ea+1A1fuDG5fZweOh8q5d6nBYM9LV2clZgaaH6uDPS99x7ph0rjem/1MJoHzFZaXVwF9z8u7za24Xms5N0Df94fymibU3bM81aVxVSN0gtas7febtejssnzZPtDLA37a3uVkLe2duFRpeRkHAMwKGGd2XuobW3DrruUrbWqlE56YNN6s7T93GmFotXwcjnd3wWSfsWZtg33vDvHWwMvDtedna9675wb7QKHoPa//qm9GdZPlD6P9vXeX3apHa6flGed/vj90dHbh4q3BzeCO9L8R9+7fw6L/XTioJQojrsDt6OiAm5sbDh8+jJiYmJ72+Ph4NDY24tixY322mTRpEtatW4e1a9f2tOl0Ohw9ehQXL160OGb3GtzB/MKIiIiIyP6sqddG3BIFlUqFuXPnIj8/v6fNZDIhPz/fbEb378LDw836A0Bubu4D+xMRERGRfI24m8wAYN26dYiPj8e8efMwf/587Ny5E/fv30diYiIAYPny5Zg4cSK2bdsGAHj77bcRERGB9PR0LFmyBAcPHsS5c+ewZ88eR+4GERERETnAiCxwX331VdTW1uLDDz+EXq/HnDlzkJOT03Mj2V9//QWFonfy+ZlnnsHXX3+NTZs2YePGjZg2bRqOHj2KmTP5zT5EREREo82IW4PrCFyDS0RERDSyPdJrcImIiIiIhoIFLhERERHJCgtcIiIiIpIVFrhEREREJCsscImIiIhIVljgEhEREZGssMAlIiIiIllhgUtEREREssICl4iIiIhkhQUuEREREckKC1wiIiIikhUWuEREREQkKyxwiYiIiEhWWOASERERkaywwCUiIiIiWWGBS0RERESywgKXiIiIiGSFBS4RERERyQoLXCIiIiKSFRa4RERERCQrSkcHMBIIIQAABoPBwZEQERERUX+667Tuum0gLHABNDc3AwACAwMdHAkRERERDaS5uRljx44dsI8kBlMGy5zJZEJVVRU8PDwgSZKjwxkWBoMBgYGBuHXrFjQajaPDITti7kcn5n30Yu5Hp9GQdyEEmpub4e/vD4Vi4FW2nMEFoFAoEBAQ4Ogw7EKj0cj2wKeBMfejE/M+ejH3o5Pc825p5rYbbzIjIiIiIllhgUtEREREssICd5RQq9XQ6XRQq9WODoXsjLkfnZj30Yu5H52Yd3O8yYyIiIiIZIUzuEREREQkKyxwiYiIiEhWWOASERERkaywwCUiIiIiWWGBK2N3797FsmXLoNFooNVqkZSUhHv37g3Yf82aNQgNDYWrqysmTZqEt956C01NTXaMmobK2rwDwJ49e7Bw4UJoNBpIkoTGxkb7BEtD8vnnnyM4OBguLi4ICwvDb7/9NmD/b7/9FtOnT4eLiwtmzZqFEydO2ClSsjVrcn/p0iW88sorCA4OhiRJ2Llzp/0CJZuyJu+ZmZn497//DU9PT3h6eiIyMtLi3wg5YYErY8uWLcOlS5eQm5uLH374AWfOnMHKlSsf2L+qqgpVVVVIS0tDWVkZsrKykJOTg6SkJDtGTUNlbd4BoKWlBdHR0di4caOdoqSh+uabb7Bu3TrodDpcuHABs2fPRlRUFGpqavrt/+uvvyI2NhZJSUkoLS1FTEwMYmJiUFZWZufIaaiszX1LSwumTJmC1NRU+Pn52TlashVr83769GnExsaioKAARUVFCAwMxOLFi1FZWWnnyB1EkCxdvnxZABBnz57taTt58qSQJElUVlYO+nUOHTokVCqV6OzsHI4wycaGmveCggIBQDQ0NAxjlGQL8+fPF2+88UbPz11dXcLf319s27at3/5Lly4VS5YsMWsLCwsTq1atGtY4yfaszf3fBQUFiYyMjGGMjobLUPIuhBBGo1F4eHiI7Ozs4QpxROEMrkwVFRVBq9Vi3rx5PW2RkZFQKBQoKSkZ9Os0NTVBo9FAqVQOR5hkY7bKO41sHR0dOH/+PCIjI3vaFAoFIiMjUVRU1O82RUVFZv0BICoq6oH9aWR6mNzTo88WeW9paUFnZye8vLyGK8wRhQWuTOn1evj4+Ji1KZVKeHl5Qa/XD+o16urqsHnzZouXt2nksEXeaeSrq6tDV1cXfH19zdp9fX0fmGe9Xm9VfxqZHib39OizRd7fe+89+Pv79/mgK1cscB8xGzZsgCRJAz6uXr065HEMBgOWLFmCxx9/HCkpKUMPnIbEXnknIiL5SU1NxcGDB3HkyBG4uLg4Ohy74HXnR8z69euRkJAwYJ8pU6bAz8+vz8Jzo9GIu3fvWrzJoLm5GdHR0fDw8MCRI0fg7Ow81LBpiOyRd3p0jB8/Hk5OTqiurjZrr66ufmCe/fz8rOpPI9PD5J4efUPJe1paGlJTU5GXl4cnnnhiOMMcUVjgPmK8vb3h7e1tsV94eDgaGxtx/vx5zJ07FwDw008/wWQyISws7IHbGQwGREVFQa1W4/vvvx81n/RGuuHOOz1aVCoV5s6di/z8fMTExAAATCYT8vPz8eabb/a7TXh4OPLz87F27dqettzcXISHh9shYrKVh8k9PfoeNu/bt2/H1q1b8eOPP5rdmzEqOPouNxo+0dHR4sknnxQlJSXil19+EdOmTROxsbE9z9++fVuEhoaKkpISIYQQTU1NIiwsTMyaNUtcu3ZN3Llzp+dhNBodtRtkJWvzLoQQd+7cEaWlpSIzM1MAEGfOnBGlpaWivr7eEbtAg3Dw4EGhVqtFVlaWuHz5sli5cqXQarVCr9cLIYSIi4sTGzZs6OlfWFgolEqlSEtLE1euXBE6nU44OzuLP/74w1G7QA/J2ty3t7eL0tJSUVpaKiZMmCCSk5NFaWmp+PPPPx21C/QQrM17amqqUKlU4vDhw2bv583NzY7aBbtigStj9fX1IjY2Vri7uwuNRiMSExPNDuzy8nIBQBQUFAghev9FVH+P8vJyx+wEWc3avAshhE6n6zfv+/bts/8O0KB99tlnYtKkSUKlUon58+eL4uLinuciIiJEfHy8Wf9Dhw6Jxx57TKhUKjFjxgxx/PhxO0dMtmJN7rvP+X8+IiIi7B84DYk1eQ8KCuo37zqdzv6BO4AkhBD2my8mIiIiIhpe/C8KRERERCQrLHCJiIiISFZY4BIRERGRrLDAJSIiIiJZYYFLRERERLLCApeIiIiIZIUFLhERERHJCgtcIiIiIpIVFrhERDJTUVEBSZJ6Hn5+fnYdPycnx2z8hQsX2nV8IiIWuEREw+T8+fNISkrCtGnTMGbMGLi6uiIkJARxcXHIzc0FADQ1NcHNzQ2enp5oa2sb8PUyMzMhSRJWrlw5qPFnz54NnU6H5OTkIe+LNaZOnQqdTgedTmfXcYmIuvGreomIbMxkMiE5ORkZGRlQKpVYtGgRZs6cCWdnZ9y4cQN5eXloaGjAxx9/jA8++ABxcXHYv38/9u/fj2XLlj3wdcPDw1FcXIzi4mKEhYU9sF9FRQUmT56M+Ph4ZGVlDcMeDp4kSYiIiMDp06cdGgcRjS5KRwdARCQ3mzZtQkZGBubMmYPDhw8jJCTE7PnW1lbs2rUL9fX1AICkpCTs378fe/fufWCBe+XKFRQXF2PGjBkDFrdERMQlCkRENnXt2jVs374d48aNQ05OTp/iFgBcXV3xzjvv4KOPPgIAREREICQkBAUFBaioqOj3dffu3Qvgv8XwUFVVVUGn0+Hpp5+Gj48P1Go1goODsXr1atTU1PTpv3DhQkiS1O9rJSQkQJKkB8ZNROQILHCJiGwoKysLXV1dWLVqFXx9fQfsq1arAfz3Mv6KFSsghMC+ffv69DMajfjqq6+gUqkQFxc35BjPnDmD9PR0+Pr6IjY2FmvWrEFISAi++OILhIeHo6mpachjEBE5EgtcIiIbKiwsBAAsWrTIqu0SEhLg5OSE7OxsmEwms+dOnDiB6upqvPTSSxg/fvyQY1y0aBH0ej2OHTuGTz/9FGlpacjPz0d2djZu3LiBXbt2DXkMIiJHYoFLRGRDer0eABAQEGDVdv7+/oiOjsbNmzeRn59v9lz38oQVK1bYJEYfHx+4u7v3aY+Li4NGo0FeXp5NxiEichQWuEREI8Trr78OoLegBYCamhocP34cAQEBiIqKstlY3333HaKiouDt7Q2lUglJkqBQKGAwGFBVVWWzcYiIHIH/RYGIyIb8/Pxw9epVVFZWIjQ01KptX3jhBfj6+uLo0aNoaGiAp6cnvvzySxiNRiQkJEChsM2cRHp6OpKTk+Ht7Y3FixcjICAArq6uAICdO3eivb3dJuMQETkKZ3CJiGxowYIFANBnmcFgKJVKLF++HG1tbThw4AAAYN++fZAkCYmJiTaJz2g0YvPmzZgwYQLKyspw4MABfPLJJ0hJSYFOp0NHR0efbboLa6PR2Oc53pBGRCMRC1wiIhvqvllsz549qK2tHbBvfzOl3ets9+7di5KSEly+fBnPPvsspkyZYpP46urq0NTUhPDwcPj4+Jg9d+7cObS2tvbZxtPTEwBQWVlp1m4ymXDx4kWbxEVEZEsscImIbGjq1Kl49913UVdXh+effx7l5eV9+rS1tWHHjh1ISUnp89z06dOxYMEClJaWYv369QBs879vu/n4+MDV1RUXLlxAS0tLT3tDQwPWrFnT7zZPPfUUAPT5VrQdO3b0u39ERI7GNbhERDa2ZcsWtLW1ISMjA6GhoWZf1VteXo68vDzU19djy5Yt/W6flJSEwsJCFBYWQqvV4uWXX7ZZbAqFAqtXr0Z6ejpmz56NF198EQaDASdPnkRQUBD8/f37bJOYmIjt27cjJSUFv//+O0JCQnDu3DmUlZUhIiICP//8s83iIyKyBc7gEhHZmEKhwI4dO3D27FnExcXh+vXr2L17NzIyMlBSUoKoqCjk5ubi/fff73f7pUuXwsPDAwDw2muvwcXFxabxbdu2DVu3boUkSdi9ezdyc3MRGxuLU6dOwdnZuU9/X19fFBQU4LnnnsOpU6eQmZkJrVaL4uJiBAcH2zQ2IiJbkIQQwtFBEBGR7VRUVGDy5MmIj4/vs6zA3iRJQkREBE6fPu3QOIhodOEMLhGRTGVnZ0OSJPj5+dl13JycHEiSBEmS7DouEVE3rsElIpIZrVYLnU7X83N/31o2nKZOnWo2PpcxEJG9cYkCEREREckKlygQERERkaywwCUiIiIiWWGBS0RERESywgKXiIiIiGSFBS4RERERyQoLXCIiIiKSFRa4RERERCQrLHCJiIiISFZY4BIRERGRrPw/8BLq1vlLlRsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists = [\n", " Histogram1D.from_single_trajectory(new_trajs[61],bins2),\n", " Histogram1D.from_single_trajectory(new_trajs[62],bins2),\n", " Histogram1D.from_single_trajectory(new_trajs[63],bins2),\n", " ]\n", "labels = ['61-block', '62-block', '63-block']\n", "plot_histograms(hists, labels=labels, linestyles=['-','--','--'], colors=['r','b','g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot clearly shows a lack of overlap in the new trajectories." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bootstrapped WHAM profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we again reconstruct various FEPS, but know using bootstrapping applied to each of the original biased simulations. Again, we consider 10 trajectories." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.011s\n", " solve scf : 00h 00m 00.203s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.216s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.002s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.384s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.393s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.007s\n", " solve scf : 00h 00m 00.364s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.373s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.414s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.421s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.376s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.384s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.002s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.446s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.455s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.399s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.407s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.314s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.321s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.243s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.252s\n", "---------------------------------------------------------------------\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.001s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.151s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.159s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "Nboot = 10\n", "size = 200\n", "feps3 = []\n", "for iboot in range(Nboot):\n", " new_trajectories = []\n", " for traj in trajectories_1:\n", " Nsteps = len(traj)\n", " indices = np.random.randint(0, high=Nsteps, size=size)\n", " new_trajectories.append(traj[indices]) \n", " hist = Histogram1D.from_wham(bins, new_trajectories, biasses, temp, Nscf=10000)\n", " fep = SimpleFreeEnergyProfile.from_histogram(hist, temp)\n", " feps3.append(fep)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_boot = SimpleFreeEnergyProfile.from_average(feps3, error_estimate='std')\n", "plot_profiles([fep_decor]+feps3, labels=['MLE-decor']+['%i' %i for i in np.arange(0,10,1)], flims=[0,40],\n", " colors =['k']+[None,]*10,\n", " linewidths=[2 ]+[1 ,]*10,\n", " linestyles=['-']+['--',]*10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We clearly see that all free energy profiles from the bootstrapped subtrajectories all fall well within the error bar computed by the MLE procedure using the decorrelated data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Covariance between different points on FEP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is important to realize that the free energy at $q_1$ is not independent from the free energy at $q_2$, in other words that the covariance between these points is not negligible. This is not only the case for close neighbors (large positive correlation), but in the present case of a profile with two equistable minima, also between points from these equistable minima (i.e. reactant and product state). The main reason for this the fact that the free energy is derived from a normalized probability and this normalization introduces a strong negative correlation between these two equistable minima, because decreased free energy (i.e. increased probability) for reactant implies increased free energy (i.e. decreased probality) for product. \n", "\n", "To illustrate the importance of this, we first plot samples of the full free energy profile according to error bars without covariance (using `error_estimate=mle_f`) and show the difference with the scenario where we redo the error estimation with explicit covariance using `error_estimate=mle_f_cov`.\n", "\n", "Considering first the free energy profile without covariance, we can plot samples using the plot routine as follows:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_decor.plot(\n", " obss = ['mean']+['sample',]*8,\n", " linestyles= ['-']+ ['--',]*8,\n", " linewidths= [2]+ [1,]*8,\n", " colors = ['b']+ [None,]*8,\n", " flims=[0,40]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the error just corresponds to normally random fluctuations on all points individually without any correlation between fluctuations.\n", "\n", "We now reconstruct the error on the fep by explicitly taking the covariance into account." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: the CV range you specified for the histogram does not cover the entire simulation range in trajectory 127. Simulation samples outside the given CV range were cropped out.\n", "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.161s\n", " bias poten. : 00h 00m 00.008s\n", " solve scf : 00h 00m 00.185s\n", " error est. : 00h 00m 00.562s\n", " TOTAL : 00h 00m 00.919s\n", "---------------------------------------------------------------------\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n" ] } ], "source": [ "hist_cov = Histogram1D.from_wham(bins, trajectories_1, biasses, temp, error_estimate='mle_f_cov', corrtimes=corrtimes, Nscf=10000)\n", "fep_cov = SimpleFreeEnergyProfile.from_histogram(hist_cov, temp, cv_output_unit='au', cv_label='CV', f_output_unit='kjmol')\n", "fep_cov.process_states(lims=[-1.5,-0.2,0.2,1.5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen in the free energy profile below, the 2-sigma error bar on the entire profile is identical with or without accounting for covariance:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_profiles([fep_decor,fep_cov], labels=['no cov', 'with cov'], flims=[0,40])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the coviarance is clearly non neglible as seen in the matrix plot below of the correlation matrix between the various points on the fep. This correlation ranges from 1 (perfect correlation), to 0 (completely uncorrelated) and -1 (perfect anticorrelation)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_cov.plot_corr_matrix()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore, the error model in fep_cov generates much more reliable 'samples' of the full free energy profile by taking into account the full covariance matrix. This can again be plotted using the `fep_cov.plot_samples` routine:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_cov.plot(\n", " obss = ['mean']+['sample',]*8,\n", " linestyles= ['-']+ ['--',]*8,\n", " linewidths= [2]+ [1,]*8,\n", " colors = ['b']+ [None,]*8,\n", " flims=[0,40]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure clearly illustrates that higher free energy for reactant state also implies lower free energy for the product state and vice versa!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error propagation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Such correlated estimates of samples of the full free energy profile allows to do proper error propagation, i.e. to compute the free energy of integrated macrostates. To illustrate that, we compute propagate the error on the profile to that on the microstate/macrostate free energy derived from the profile for both the fep without covariance (i.e. fep_decor) and that with covariance estimate (i.e. fep_cov):" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MICROSTATE ts:\n", "--------------\n", " index = None\n", " F = 33.706 +- 0.803 kjmol\n", " CV = -0.003 +- 0.144 au\n", "\n", "MICROSTATE r:\n", "--------------\n", " index = None\n", " F = 7.155 +- 0.995 kjmol\n", " CV = -1.284 +- 0.118 au\n", "\n", "MICROSTATE p:\n", "--------------\n", " index = None\n", " F = 7.087 +- 1.023 kjmol\n", " CV = 1.278 +- 0.110 au\n", "\n", "MACROSTATE R:\n", "--------------\n", " F = 10.330 +- 0.346 kjmol\n", " CV Mean = -1.238 +- 0.015 au\n", " CV StD = 0.144 +- 0.009 au\n", "\n", "MACROSTATE P:\n", "--------------\n", " F = 10.423 +- 0.311 kjmol\n", " CV Mean = 1.233 +- 0.019 au\n", " CV StD = 0.145 +- 0.009 au\n", "\n" ] } ], "source": [ "fep_decor.process_states(lims=[-1.5,-0.5,0.5,1.5], verbose=True)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_decor.plot(flims=[0,35])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we clearly see that estimate of the red microstate dots representing local minima (reactant ant product) and maxima (transition state) are located on the lower/upper edge of the error bar respectively. That is because in the random samples of the full fep, the lack of correlation between neighboring points (which results in uncorrelated fluctuation on the free energy of each point) ensures that there will always be a point close to the lower/upper error bar boundary. Furthermore, we also see a much lower error on the blue macrostates representing the integral over reactant (left of ts) and product (right of ts) microstates. This is because the random fluctuation resulting the uncorrelated error bar is moslty filtered out by the integral.\n", "\n", "This clearly indicates the failure of uncorrelated error bars for propagation towards derived properties. Instead, we need to do such error propagation using correlated error bars coming from accounting for the full covariance matrix." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "MICROSTATE ts:\n", "--------------\n", " index = None\n", " F = 32.727 +- 1.604 kjmol\n", " CV = 0.008 +- 0.099 au\n", "\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "MICROSTATE r:\n", "--------------\n", " index = None\n", " F = 7.812 +- 1.517 kjmol\n", " CV = -1.275 +- 0.095 au\n", "\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "MICROSTATE p:\n", "--------------\n", " index = None\n", " F = 8.121 +- 1.710 kjmol\n", " CV = 1.279 +- 0.068 au\n", "\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "MACROSTATE R:\n", "--------------\n", " F = 10.346 +- 1.702 kjmol\n", " CV Mean = -1.239 +- 0.023 au\n", " CV StD = 0.144 +- 0.010 au\n", "\n", "WARNING: multivariate normal sampling failed using Cholesky decomposition, switching to method eigh.\n", "MACROSTATE P:\n", "--------------\n", " F = 10.358 +- 1.353 kjmol\n", " CV Mean = 1.230 +- 0.023 au\n", " CV StD = 0.146 +- 0.011 au\n", "\n" ] } ], "source": [ "fep_cov.process_states(lims=[-1.5,-0.5,0.5,1.5], verbose=True)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep_cov.plot(flims=[0,35])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "test", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.2" }, "toc-autonumbering": true, "toc-showmarkdowntxt": false, "toc-showtags": false }, "nbformat": 4, "nbformat_minor": 4 }