{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "c68d4ac1", "metadata": {}, "outputs": [], "source": [ "# -------------- ZRE num exercise ------------------------\n", "# HonzaC, May 2023\n", "# this is a demonstration, the level of programming is terrible ! \n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "from scipy.signal import spectrogram, lfilter, freqz, tf2zpk\n", "from myfilter import myFilter # thanks Petr Palka ! \n" ] }, { "cell_type": "code", "execution_count": 2, "id": "dcf60fc8", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 1 synthetic signal \n", "N = 12\n", "n = np.arange(N)\n", "f = 1/8\n", "x = np.sin(2 * np.pi * f * n)\n", "plt.figure(figsize=(15,3))\n", "plt.stem(n,x,basefmt=\" \", use_line_collection=\"true\")\n", "plt.gca().grid()\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "198af782", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5\n" ] } ], "source": [ "# 2 energy \n", "E = 1 / N * np.sum(np.square(x))\n", "print (E)" ] }, { "cell_type": "code", "execution_count": 4, "id": "cc6acccb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 1. 1. 1. 1. -1. -1. -1. -1. 1. 1. 1.]\n", "2.5\n" ] } ], "source": [ "# 3 zero crossing\n", "now = x[1:]\n", "past = x[0:-1]\n", "print(np.sign(x))\n", "Z = 1/2 * np.sum(np.abs(np.sign(now) - np.sign(past)))\n", "print (Z)" ] }, { "cell_type": "code", "execution_count": 5, "id": "75b54697", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.000000000000001\n", "4.2426406871192865\n", "0.5000000000000007\n", "[6. 4.24264069 0.5 ]\n" ] } ], "source": [ "# 4 correlation coeffs by hand and with a function\n", "xorig = x; xpos = x; R0 = np.sum(xorig * xpos); print(R0)\n", "xorig = x[0:-1]; xpos = x[1:]; R1 = np.sum(xorig * xpos); print(R1)\n", "xorig = x[0:-2]; xpos = x[2:]; R2 = np.sum(xorig * xpos); print(R2)\n", "# funkci ... \n", "R = np.correlate(x,x,\"full\")\n", "print(R[11:14])\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "52bdbc49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-1.29636243 0.83333333]\n" ] } ], "source": [ "# 4 direct solution of 2 equations with 2 unknowns \n", "R = [[R0, R1], [R1, R0]]\n", "r = [-R1, -R2]\n", "a = np.matmul (np.linalg.inv(R), r)\n", "a1 = a[0]; a2 = a[1]; \n", "print(a)\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "a7a9b9ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.916666666666664\n", "0.9166666666666679\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 6 energy of prediction error. \n", "# by formula: \n", "Ee = R0 + R1 * a1 + R2 * a2\n", "print (Ee)\n", "# real prediction and determination of it's error \n", "xlong = np.pad(x, (0, 2), 'constant', constant_values=(0, 0)) # note that the signal must run for 2 more samples ! \n", "pred = lfilter(np.array([0,-a1,-a2]),1,xlong)\n", "e = xlong - pred\n", "plt.figure(figsize=(15,3))\n", "nlong = np.arange(N+2)\n", "plt.plot(nlong, xlong, label='$x[n]$')\n", "plt.plot(nlong, pred, label=r'$\\hat{x}[n]$')\n", "plt.plot(nlong, e, label='$e[n]$')\n", "plt.gca().grid()\n", "plt.legend()\n", "#print(xlong, pred, e)\n", "Ee2 = np.sum(np.square(e))\n", "print(Ee2)" ] }, { "cell_type": "code", "execution_count": 8, "id": "87b31e97", "metadata": {}, "outputs": [ { "data": { "image/png": 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wASum13asm7Nj6tKv2vQ/lq52/t32vBrH9lccS0uBgUAxcJ+rbG8gDFyb5D5+LPCla35KsAxbv8LyyrgHy2N1LXC2LReiKnbQH+zvwSTbfpbklhwuBT70SA/YY/VEAnXEHePazHF9yGr76W0/1bqS3LWj3o5zEjzGbdm/A7OB7GTa00033XRL5aYeWoqiKIqSJCLSGXgR6w/+PY6sJ7ECU/9LRB7AMgJdjeUdApDjkM3Hij3yF2PM9Xbaa/bSt1+JyD3GmG8c8g9g3eR3By6y68qh+pvkkq0zbp/sJSWP2nWuiDEsThLRNaH268hP7M8ayw2NMXOBuY6kaSLyMpZh5EGsmzw3ifYr6f7H0tVmLVbQ8v9gLVk6DrgWKMVaCgqWQWYb8LiIdHSULcIy1vWL0b4Xh1I9QP484A2sm9zZwLnATOAXwP8Zy4MV4He2LlHuwHqZxrNejdj7p3sJVhaQ4eoHwF5jjNeS1xyssaiGsZbellP92PMjkTGOkswc14estp/e9lOtazLXjvo8zhM6xkXkAKyg9SXADsvBFIArjDFTkmxfURSl9qTboqabbrrpplvL20jC04aq4N2JbCensm2f8q2A+cAuYLBH/iSsP/lRnb7BWrZkgOscckvttONc5Y+z0y+NoUM02PUXgNS1zlh9Am4HdgLtHWnPknhQeE9dkxnTWu43mbbeSQVUxoqRFwZy69qvJPofU1espYglQF9X+m/t8Rhh11EQ5/iYlORY/Bm4tTbHSZLtJHOMj/Wpo04eWomMcV33hfqS1fbT236qdCWBa0dTPs5100033epj06DwiqIoSmNnJXBVgluiHkS1QkRygOnAIGC8MWapW8YYMwkrCPUxWHFPBgH77OyVDtFosOltriqiv9v56WGMMVheJCOAAXWpM1afRKQNlnfN34H2ItJfRPpjGaDE/t3NT884usZtv478AGhPjGDwPqzFMoK0jSUUr19JysXT9UpgiTFmtSv9DfvzWCyvjDysIM6n+Gz/L1afnNhxf04D5iRapg4soaau7wJfeqQv8aljM+C1L3a3P+O9WCCRMfYk0X2hvmS1/fS2nypdE7x2NOXjXFEUJeXokkNFURSlUWOsN9w9lW497GVRr2DFXppgrCVrnhhj9uFYziYip2ItB3EG+16AdfPRA+tJfJQe9uf2OCpFl6C0qW2dCfSpHdbN02/szc23WIG2T6uFrkmNaS24CCtezdQky/XD8tDanYCsZ79qIRdP1y5YXhluQo7P6Fv6vjHGvBdHn5iIyDFYN93/NMZ8Wpe6EsFYb7esprOI/ATISqIvC4ATRaS9qR4Y/ij7c2Gc8omMcSwS3RfqS1bbT2/7ycj6yiVw7Wiyx7miKEp9oB5aiqIoiuJARHJF5GBnbBL7bU9TsAw3PzPGvJ1EfWOAHwL/z75ZifKy/flzV5GfYxlUZtnlO3vUmQn8FCsw8PJk60yiT9uwYqi4t9lYMV7OxQr6Ha0zYV3rMqbxsD3LxgP/M8a4vdWiMu090gYBE7GWrhU70hPqV5JzlbCuWMbJw0TkUFd6NO7WAqy3IxrgRx5tBESkg0/dNTDGfGKM6W6MuSPRMo2A/2D9r/1VNMF+c+TVWIbc2Y70Gsc4iY1xsvt4ymW1/fS2X1+6euFz7VhDyz7OFUVRqqEeWoqiKEqDISJXYy3lamsnnSAi0WvRE8aYWEGzG6rtkViGn3uwYpoA/AnLePM/IGR7j1RijHnBbuN4rIC97wA7gCOwgukuwAqU7SyzSET+AVxqeyp9CBwPnA88bIxZb4u+JCKlWE/to8uqfgochPXmq4Ja1JlQn4wxRVgeVO6xHA+MNsa48xLWNdExtdtLdr+ZiPVmvVjLDf8tIgVYsbu2Yb057AosT6mba9mvZPqfjK4PA6cDc0TkSbvuMcAFWHM82xhjRGQK8BMReRuYgRWvpy9wFpaH3Wsx2mjSGGMWiMjzwD0i0gn4CssYMBYrdpwzYLzXMR53jG25ZOa4PmS1/fS2Xy+6JnrtMMZsa8nHuaIoSg3qIzCXbrrppptuunltVD1d9tr6NIa2qQpQPcmRNjtGWeOQOxB4G8tAUgqswop14hlgHMjAuolZA5RhLeG7keqB3n+OdfO9FcsraidWfKEJta0zmT75tPEsHkHhk9E1mfaT3W+AD4D9fuNuy1wLfGbrWA5swXrL4qDa9ivZuUpUV1tuODAN2GDP6xoso2CeQyYTuAUrQHqh3f4C4D6gXTqP/Vocr89iGeqSKZNpH2/rsY6/r4CfeMiNxSN4doJjnMw+nnJZbT+97dejrglfO2hGx7luuummW103McagKIqiKIqiKIqiKIqiKE0FjaGlKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiKoiiKoiiKojQp1KClKIqiKIqiKIqiKIqiNCnUoKUoiqIoiqIoiqIoiqI0KdSgpSiKoiiK0ogRkRki8qwrrZ2IbBWRAxMo/4qI3FhvCiqKoiiNnmSuG7a8XjuURo8YY9Ktg6IoiqIoiuKDiMwAdhhjLnGkPQx0NMb8PIHyQ4APgb7GmL31pqiiKIrSaEnmumHL67VDafSoh5aiKIqiKEoTQkRygV8Af09E3hjzFfA98JP61EtRFEVpOEQkMwnZpK4boNcOpWmgBi1FURRFUZQkEZHZIvJXEZksIrtEZLuIXCciWSLyZxHZIyLrROSnjjJZIvKYveSjREQ+E5FjXfXmisizIlJgy/3Wo/kfABHgE0e5W0TEeGz32iLTgAvqYSgURVGUFCAip4nIRyKy276uvCMigxz50evOn0RkO/Y1QETyRORfjuvG7R5L1Wtz3QC9diiNHDVoKYqiKIqi1I6LgP3AUcAfgceAN4CVwAjgOeBvItLdln8IOB+4FBgKfAW8LSLdHHX+CTgF+BFwki03xtXuccACUz1uxF+Bbo5tMrAF+Jed/zkwUkRy6tJhRVEUpd7Iw7qOjATGAnuB6S5PrJ8AgnUd+JmdNhk4HjgbOBE43M53UpvrBui1Q2nkaAwtpVEiIk8Cg40xY5Mo8yzWuvDx9aWXoiiKooD1pBzIMsaMtn8LsA341BgzwU7LAAqBC4G3gN3AL4wx/7Lzg1jGr6nGmN+JSD6wE7jUGDPFlskHNgBvRGNoicgbwF5jzMU+ut0KXAucaIz5xk47DFgC9DfGfJfa0VAURVFSjYjkAfuA440xH9vXnfbGmMMcMvnALuBnxpiXHOU2AG/W5bphp+u1Q2nUqIeWojgQkVNFZKGIFIvIZhH5Z7p1auyIyCUiUpBuPRRFUdLAl9Ev9lPvbVheV9G0ciwjVmfgQCADx3IPY0wY+BQ4xE46EMi006IyBc46bXKAEi+FROR2rJuSE5w3JUCxo6yiKIrSyBCRA0XkRRH5TkT2AVux7td7O8QWuIpFry2fRxOMMYXAUpdcba4boNcOpZETSrcCitJYEJFs4HV7Ox/IBY6px/YyjTFl9VW/oiiKUu+Uu34bn7QA1hKR6G830TTxyPNiB9DOnSgidwBXYj3NX+XKbm9/bk+wDUVRFKVhmQ5sBK6wPyuA5VgPOqIUusrEurY4qc11A/TaoTRy1ENLSZjaBMC1yw0Rkfdsr6dddrDbNo78oB3ccLe9PQYEPdp+0pX2rP0qcz99x9gBdwtEZK+IzBORwXG6GQFeNMZ8a4xZYoz5S4Jjc6CIvCkiW0Sk0PbyGu+SWSMik0TkHyKyB4guJ7nUHrciEZkuIr8SEeMoN0lElrrqquYVFZURkYvtdgpE5J8ikmnXt15EdorIIyIScJTLFJEHRWSDrfcXIjLOkT/WDg55kj1+RSIyX0SGRfOBfwJ5jkCSk+y8c0TkS8e8fygiXRIZT0VRlGbIKqAMqAwCby85HI11wxKVKQdGOWTyAPe1axFVXl1RuTuxboLG+tyUDAY2GWO21q0biqIoSqoRkQ7AIOB+Y8x7xpgVQCviO6BErxsjHXXlkprrBui1Q2nkqEFLSZakAuDaJ9S3gQKsE+3ZwNHAPxx13gT8EuuEOhrLmHVRXZQUkRDwJvAxVmDEo4D/A8J+ZYwxJcA7wIP2RSUZ8rHio5xit/cq8JqIHOySuxH4Gmusfisio4G/AX8GjsB6k8g9SbYdpQ9wFjAeK5jwuVhjcCRwKtareq/BmoMo/8QKInkhMARr/qaLyOGuuh8AbgOGYcV3mSIiAswFrgeKqAoo+ScR6Qq8ZNc3CCug8fO17JeiKEqTx14C8lfgjyLyA7HeXPVXoAvwF1umAOuV6g+KyCkicijW9TLoqu4dYFD0WmU/Yb8O+DFQKCJd7S3bUeY4rOuxoiiK0vjYjeVF9UsR6S8ixwNPYXlp+WJfN/6Bdd04SUQOwbq3CFDda6s21w3Qa4fSyNElh0qyLDPGTAIQkUewjBzlxpj/s9PuBW7FMlq9gmWYygd+aozZb8tcDswSkf7204DrgYeMMS/b+dcB46gbrYG2wHRHAMOvYxUQkbuwDE3PAh+JyDhjzHo77w9YQRKP9iprjFmCFTAxyn0iciYwEfiDI/1DY8xDjjbvBd41xjxoJ60UkSOxDHzJEgR+bozZCywVkbexjFU97KWNK0TkE+AE4FURORDrNbx9jDHr7DqeFJGTsYyLv3LUfacxZpZD54/tejeIyF5rCMwWR78GYK3nf8UYs9ZOdq/lVxRFaWncan/+E+satQg4zRiz2SFzM9abrl7HeljwhP27EmPMVyLyOfBjEfkLcAvWde8TqnMy8L59g3I2db+2KoqiKPWAMSYiIucDj2P9Z16F9dD/1QSKR68b07CcCB7FelhSGTMr2esGVIZj0WuH0qhRg5aSLNUC4IpIjQC4IhINgAuWd86XUWOWzVyspX2HiMh2LK8eZwDciIjMA3rVVkljzC6x3nr4joi8j3Vi/k/UQOVGRNoBvwXOM8ZME5FSYK5t1FqO5W47x689e0nI3VjeUd2wjDnZOMbLZr7r98FY6+WdzKN2Bq11tjErylZgpStO11aq5mYY1rr75ZazVSVZwAeuup392GR/dsZ6g4oXS4D3sAxr79rfXzHG6Pp7RVGaBV5v4TXG1FjWbozp6vheivUQ5/oY9RZivYr9Z34yNvdgeR4/ZYxpE0f2MmCeMeazOHKKoihKmjDGfEDNpYL5jvyxPuUKgJ/aGyKShXWdmekSTea6AXrtUJoAuuRQSZZkAuCCZTDxC1IYL3ihkwg1g+VmxCpgjPk51lLDOcAELO8nvycMA7EMOYvssg9gLZH7SETOA07H8tzy409YS/zuxPKKOgLrbSOZLjmvQI7xxiHRvic7N1FX5CNtfaPbIODSGHVH9fU9f9hv7jrV3r7EuiB+67GUUVEURakFxpi3sZar90xAvBxrybmiKIrSzBCRoSJyob1UcShWyI9WwL+dckleN0CvHUoTQD20lPpmOXCpiLRyeGkdjWUMWWGM2Ssim7EC4H4AYMdmGgk4l2BEPbmcHA6sidW4YynggyLyFnAx1hpyNxvtzzHYwdqNMb8VkXysi8G/jDGxliwea8u8avchG+s1uitj6QeswBHE0cb9ezvQRUTEfi08WIanurIIy1DWNbqcsJaUUTO+S/QV9p8Cn9rLFJdhvT1yiVtWURRFSR5jzOMJyj1T37ooiqIoaeVGrAf0FcBiYIwxpsZKikSvG7asXjuURo8atJT6ZgqWe+u/7BhV7YCngdccb9P4P+B2EVmJtXzxV1jGK6dB6wPgMRGZAHyDFeOpFz4GLRHpa8tMwzJW9QMOwwrAWwNjzHoRmQI8ISIZwEdYQdaHYXlVnSoiBzjiQblZCZwtIm9iPc24G2vJYTweBz4Wkd9gBdcfQ/Wg7QCzsV6Z+1sReQkYixWbq04YY1bafX5WRG4CFtrtjAW+N8a8lmBVa4BsETkFy0hWhDXWJ2MZD7cCQ7Hma7lPHYqiKIqiKIqiJIkxZhFWHGBFaXHokkOlXjHGFGEFEmyNtQTvTSyvHeeStslYAXL/hhU/KoDtJeXgH47tE6yAh6/HaLoIGAD8B8vY9Jxd54MxyvwceAgr0P0yW585QG/ge2CmiPitN78R2IZlCHsL+Mz+HhNjzKdY8bKuxVqa90NbR2cQxxXAVcDltswpwP3x6k6Qn2ON/UNYQfNnYBnV/Ax3NTDGzMV6C8tULG+yW4C9wDF2fd9izfHvjTEvpEhvRVEURVEURVEUpQUjVSuYFEVpDIjIo8DJxpgh6dZFURRFURRFURRFURojuuRQUdKMvdzwf1heZycDV2K9cVFRFEVRFEVRFEVRFA/UQ0tR0oyI/BsrblUbYDVWjLH/M3pwKoqiKIqiKIqiKIonatBSFEVRFEVRFEVRFEVRmhQaFF5RFEVRFEVRFEVRFEVpUqhBS1EURVEURVEURVEURWlSqEFLURRFURRFURRFURRFaVKoQUtRFEVRFEVRFEVRFEVpUqhBS1EURVEURVEURVEURWlSqEFLURRFURRFURRFURRFaVKoQUtRFEVRFEVRFEVRFEVpUqhBS1EURVFqiYicJiLfiMgqEbnNI19E5HE7/0sRGVaPuvQSkVkiskJElonIdR4yY0Vkr4gstre76ksfu701IvKV3dZ8j/yGHJ+Bjn4vFpF9InK9S6Zex0dE/iEi20RkqSOtvYj8T0S+tT/b+ZSNua+lWKeHReRre05eF5G2PmVjzm8K9ZkkIhsd8/IDn7IpHyMfff7t0GWNiCz2KVsf4+N5nKd7P1Jqh9f+ZaffYM/vUhGZKiLZjjzPORSRH4vIQvd5ra76iEi2iHwuIktsne5xlfHcz1Ohj6ud6+zxWOasM9Y+nWodPHQKisgiEZnhSPM97utTn/rcL5LUI+ExaYD5SWqfqQ99kj2m6nv/Sfack87jK2GMMbrppptuuummW5IbEAS+A/oBmcAS4BCXzA+AtwABRgHz6lGfbsAw+3srYKWHPmOBGQ04RmuAjjHyG2x8POZuC3BAQ44PMAYYBix1pD0E3GZ/vw14sDb7Wop1OhUI2d8f9NIpkflNoT6TgJsTmNOUj5GXPq78ycBdDTg+nsd5uvcj3VK3fwE9gNVAjv37ZeCSeHMIvGHnvwTkp1AfidYHZADzgFGOfM/9PBX6OOoaDCwFcoEQ8B5wULx9OpU6+Oh1I/AijutGrOO+vvSp7/2ivsakPnWrzT5TH/oke0zV9/7jo4/nOSfdx1eim3poKYqiKErtGAmsMsZ8b4wpw7qgn+WSOQv4l7H4DGgrIt3qQxljzGZjzEL7+35gBdaflMZMg42Pi5OA74wxaxugrUqMMXOAXa7ks4Dn7O/PAT/0KJrIvpYynYwx7xpjKuyfnwE9U9FWbfVJkHoZo1j6iIgA5wFT69pOEvr4Hedp3Y+U2hFj/woBOSISwroh32Snx5pDiVbr+F5nfezzc4H9M8PeTALV1VkfB4OAz4wxRfa56UPgbOLv06nUoRoi0hM4A/hbMsXqSZ963S8SpRZjUp+61WafSbk+je2YSvKck7bjKxnUoKUoiqIotaMHsN7xewM1DUiJyKQcEekDDMV66udmtO3m/paIHFrPqhjgXRFZICKXe+SnZXyAH+NvhGjI8QHoYozZDJaxAujsIZOucQK4FMuLzot485tKrhZrCeQ/xHs5XTrG6DhgqzHmW5/8eh0f13He2PcjJUGMMRuBPwHrgM3AXmPMu3Z2rDl8DZgPzLeNnSnDXka2GNgG/M8Y47y2+O3nqdRnKTBGRDqISC6Wd28v4u/T9TYmwGPALUDElR7ruK8vfdKyX3jwGMmNSX3qVpt9psHGKsYx1eD7T4xzTjqPr4QJpathRVEURWnieD2Ncj9hS0QmpYhIPvAqcL0xZp8reyHWMrsCseIQvYHlgl9fHGOM2SQinYH/icjX9tPBSnU9ytT3+GQCE4DbPbIbenwSpcHHCUBE7gAqgCk+IvHmN1X8Ffg9Vp9/j7XM71K3uh7l6nuMLiC2d1a9jY/7OLecxeIX80ir9/2oJSMi7wFdPbLuMMa86VOmHZYXRF9gD/AfEfmJMeYFYsyhMeY5qrz0UqaPXXcYOEKseHqvi8hgY0w0Bo/nfp6IPsnoJiIPAv8DCrCWPlUQZ59OVodE9QHCwDZjzAIRGevK9z3u66JPPHU90hLeL1KigMh4khyT+tTNGLMi2X2mocbKbsvvmGrw/cfvnAOUeqnu6EODjVcs1KClKIqiKLVjA9bTvig9qVoWkoxMyhCRDKyb3CnGmNfc+U4DlzFmpoj8RUQ6GmN21Ic+xphN9uc2EXkdy33deUPfoONjczqw0Biz1Z3R0ONjs1VEuhljNtvLLbd5yDT4OInIxcB44CRjjKfRI4H5TQnOuRKR/wfM8BBr6GMtBJwDDPeTqa/x8TnOG+V+1NIxxpxci2InA6uNMdsBROQ14GjgBeo4h7XUx1l+j4jMBk7D8oBJ2X4eTzdjzN+BvwOIyP1YY1Fv+3QsfUTkAWCC/eAjG2gtIi8YY37SUOdFF43h2D6GxjUmDb7P1Ab3MZWmsfI75zxPIxorP3TJoaIoiqLUji+Ag0Skr+3182NgmktmGvAzsRiF5ca9uT6UseP5/B1YYYx5xEemqy2HiIzE+h+ws570yRORVtHvWIHGl7rEGmx8HPh61TTk+DiYBlxsf78Y8PKSSGRfSxkichpwKzDBGFPkI5PI/KZKH2dctbN92mnQMcK6AfjaGLPBK7O+xifGcd7o9iOl1qwDRolIrj3fJ2HFSoM0zKGIdLK9SBCRHOx93/7dkOeBzvZnbyxj8lTStE8bY243xvQ0xvSx2/zAGPOThhwPF2k/thvhmDSqfcall+cxlcax8jvnpH2sEkE9tBRFURSlFhhjKkTkauAdrLe8/MMYs0xErrTznwJmYsVtWAUUAT+vR5WOAX4KfCVWXAaA3wK9HfpMBK4SkQqgGPixn/dNCuiC5UYP1v+NF40xb6dxfBArjsYpwBWONKc+9To+IjIV602KHUVkA3A38EfgZRG5DOtP5bm2bHfgb8aYH/jta/Wo0+1AFtZyB7AC617p1Amf+a0nfcaKyBFYSx3WYM9fQ4yRlz72U/8acdgaYnzwP87Tuh8ptcNv/xKRV7CWQFcAi4BnwP+6U5/6YN3UPiciQSwj/8vGmKiXZH3t5168KiIdgHLg18aY3bbOjWmfbsjxqKSRH9tpGRObtO8zyRxTItKPeh6rZM45jXy/qkTq739s02DBggUXBAKBRyORSGfSGJ1fURQlBiYQCGyLRCI3DB8+vMHepqUoiqIoiqIoitJYadEGrQULFlwQDAb/3r9//5zc3FwCAV2BqShK4yMSiVBUVMTKlSvLFy9e/MQbb7zxu2nTphWnWy9FURRFURRFUZR00aItOIFA4NH+/fvn5OfnqzFLUZRGSyAQID8/nwEDBmQMGjToV8D1EyZMyE23XoqiKIqiKIqiKOmiRVtxIpFI59xcvSdUFKVpkJubS0ZGRjZwCNbbRxRFURRFURRFUVokLdqgBYh6ZimK0lQIBALYgSILgB5pVkdRFEVRFEVRFCVtqDVHURSl6RFB31KrKIqiKIqiKEoLRg1aiqIoipJiROTydOvgRPWJjeoTn8amk+oTm8amj5IcjXH+GptOqk9sVJ/YqD6xaWz6xEINWoqiKPXEp59+yr333ptuNZT00Nj+CKg+sVF94tPYdFJ9YtPY9FGSozHOX2PTSfWJjeoTG9UnNo1NH190yUod2bh5M1+vWkVJaSn5eXkMHjiQDu3bp1stRVEaAaNHj2b06NHpVkNRFEVRFEVRFKXZoQatWmCM4b05c3jh1Vf55IsvquUFg0FOGTOGi887jyOPOCI9CiqUlpayfdcuenbr5iuzYfNmOrVvT1ZWVgNqFp/Zs2dzwgknsH37djp27JhudRRg9+7dHHzwwcydO5cDDzww4XITJ07ktttu49tvv+V///sf//jHPyrzbrrpJvr3789VV11VKXv00Udz4403plx/peE5pHWH4SM6dDFg7BS/T0AcmzstmXz803p3ymXEQR1MDRmv+muri/j31P29e+9chozoYBKRdYyUZ747rzblW/XOpfMIa3z86o/b8bpOkuN3bu9OdBhxkElENnZbcfT0mwCPQcjt3psOg0eYepmERPMdn7n5venQyaVP4j1PKt8t6yXTObc3AzuMMMnOuJcu7nJVnfcaGL/BYxlKk+WQ1q2Hj+jgOGcncx5OZCdM5pRkp/XulsuIwR1MTF0cn8bx2++0EeMQj3uq6NQ7lwNd15Fk6kpUl/gXTSstt3cbOozoEeO87S6b5AR4tu0vk9u7Nx1GjDCeHXV3OJmLcaKT5ErPbdubDj1jXEP8JwA8RjWZ3d9LpkNub/rFOGfHm71kdAFT7XvNDht653ZnRIchpnqeW86vfM36qqjtEdB0riFq0EqS4pISbrz7bv43Z45nfjgc5u1Zs3h71iwuPu88fnvttQSDwQbWsmVTWlrKlbfeysrvvmPKX/5Cn169asisWb+ei371KwYceCBPPfhgozNqKQ3DiSeeSLdu3ZgyZUq19H//+99ccMEF7N69mzZt2nD//ffzgx/8ICljFsCyZcsYNGgQF110ETNnzqyWd+CBB/L1119X/r777rs5/vjjueyyy2jTpk3tO6U0CnJCIeaPuwCoAML2J/Z3+7dEIIh1JY5uYKVF092fUL2MlyweaW7ZWDLRTy8Zp6xHvglW9dbZ4wqfz7AtUxFDxq8erzr8ynvVkYhM9LPmwNR2cGPJxJtIr4mKJ+PW1SETCVR1OtbgeQ1wrIn0GliP3T9mO4nsMO76wxA08Xdd56j45fvJJHuI+M1AvEPa+SmVnfYbWO+BkamHlqA0WaxryLjq14dYO1isDVc5dz0hVz3uvHj5weoyJmhtkSCYAIQDsQ9x9wY193CvU4lXWa92/OqKp4uxB9gQIEIQQ8BjAOJNQKyzSTITEGuygx51OLboud7rfB9vArzO+V6TFG8CvNqLMwESsUQCYeu7hOPvul4jSIxRjzf6icy0n0zVuTyCECFgD4wQRojEmQCv83yso8Rvkmoz0dZvmfrXJnMN0RhaSVBeUcFVt93ma8xy89zLL3PP5MkYY+ILp4mysrJ0q5BSosasj+bNY+uOHVz0q1+xZv36ajJRY9bWHTv4aN48rrz1VkpLS9OksZJOFi1axIgRI2qkz58/n/79+9OmTRuKior429/+xmWXXZZU3UVFRQB8/fXXtG7dmgMPPJBly5bx4osvAlBeXk4gUHUKHjJkCP369eOFF16oQ48URVEURVEURVFaBmrQSoL/98ILfDxvXo30QQcdxLgTTuCAnj1r5L34+uu89cEHKdNh9uzZiEiNbezYsQDMnTuX448/ntzcXHr06MFVV13Fvn37KsuPHTuWq666iptvvplOnTpxzDHHADBnzhyOOuoosrOz6dKlCzfccEM1Y9ecOXMYNWoU+fn5tGnThqOOOoqlS5emrF+pwGnMiuI2ajmNWVFSbdQaO3YsV155Jddddx3t2rWjXbt2/OY3vyESsR417N69m4svvph27dqRk5PDySefzLJlsb06481rU5ifxsZ3333Hnj17fA1aw4cPB2DmzJkEAoHKYyXKxo0b+dnPfkaHDh1o27YtP/rRj9i6dWtl/tKlSzn00ENZsmQJQ4cOBWDGjBmsW7cOsLy3Bg8eXK3OCRMmMHXq1JT2U1EURVEURVEUpTmiBq0EKSsv57mXX66WNqBfP9745z+Z/q9/8ef77+e9l1/mH48+ShdX3KN/vPRSyvQ4+uij2bx5c+U2f/582rZty9ixY/nqq6849dRTmTBhAkuWLOG1115j8eLFXHrppdXqeOGFFzDG8NFHH/Gvf/2LjRs3cvrppzN06FAWLVrE3//+d6ZOncrtt98OQEVFBWeddRbHHnssS5YsYd68eVx33XWNbinl9l27WPnddzXSo0at2XPn1jBmRVn53Xds37UrZbpMmTKFSCTCp59+ytNPP80zzzzDY489BsAll1zCvHnzePPNN/n888/Jzc3ltNNOo7i42LOuePPaVObHj8LCQiZNmkTfvn0JBoP07duXSZMmUVhYWK/tLliwgEAgUGlsimKMYdGiRZUGrY8++ojhw4cjUrX6ffXq1QwbNowePXrw8ccfM3v2bHbs2MGVV15ZKfPll18yZMgQIpEI+/fvp7S0lOnTp7N//362b9/O22+/zZlnnlmt7ZEjR/L555/77guKoiiKoiiKoiiKRSi+iALwvw8/ZOfu3ZW/83Jzee7xx+nUoUNlmogwZtQonnroIc52GJEWL13Ksm++4dCBA+usR2ZmJl27dgWguLiY8ePHc8IJJ3D33Xdz8cUXc/7553PTTTdVyv/1r39l6NChbNu2jc6dOwPQt29fJk+eXClzxx130K1bN/7yl78QCAQYNGgQf/zjH7niiiv4/e9/T0lJCXv27OHMM8+sjCF08MEH17kvqaZnt25M+ctfPI1WW3fs4BeOcXHSpWNHpvzlLzEDyCdLt27dePzxxxERDj74YFauXMkjjzzCmWeeybRp0/jwww8ZM2YMAM8//zy9e/dmypQp/OIXv6hR18MPPxxzXkOhUJOYHy8KCws54YQT+MLxcoU1a9Zwzz33MHPmTGbNmkVeXl69tL1gwQIikQitWrXyzI8atNauXUs3175x5ZVXctlll3H//fdXpt15552cc845lb+/+uorjj/+eEaPHs1jjz3G8OHD+dOf/sQtt9zCG2+8wSOPPFJ5TEbp3r075eXlbNq0Kel4XYqiKIqiKIqiKC0J9dBKEPfbDM8+/fRqxiwnQwYN4pgjj6yWNtdVvq4YY7jkkksIh8M8//zziAgLFizghRdeID8/v3KLLpP6zuG5FL1Rj7JixQpGjx5dLZ7PscceS1lZGatWraJ9+/ZccskljBs3jjPOOINHHnmE9a64VI2FPr16MeUvf6nhJedH1JjlFTi+LowaNaqaR8/o0aPZuHEjK1asIBAIMHr06Mq8Nm3aMGTIEJYvX+5ZV7x5bUrz4+bhhx+uZsxy8sUXX/CnP/2p3tpesGABZ5xxBosWLaq2/eEPf0BEGDZsGGAZjrOzsyvLrVu3jnfffZfHHnus2pyceeaZZGRkVMp99NFHjB49mm7durF06VKWLl3KaaedxpdffsmyZcuYOHFiDZ1ycnIq21QURVEURVEURVH8UYNWguzZu7fa7yOPOCKmvDt/t6t8Xbn33nuZM2cO06dPr/RgiUQi/OIXv2Dx4sWV25IlS/j22285wqGP2+PFGFPN+OIkmv7Pf/6TefPmMWbMGKZNm8aAAQN45513UtqnVJGoUau+jFmxiPWCAL85SGRem9L8OHnuuedi5j/77LP11vaiRYs4/vjjOeKII6pte/furQwID9CxY0d2O7wzFy9eTOvWrfnyyy+rzclXX33FokWLKCkpYdiwYZx22mk1PLviscte9tqpU6fUdVRRFEVRFEVRFKUZoksOE8TpeQHxDVTu/MzMzJTp8sorr/DQQw8xa9YsejoC0Q8bNoxly5bRv3//pOo75JBDePnll4lEIpVeWh9//DGZmZnVlj0dfvjhHH744dx6662cfvrpPPfcc4wbNy41nUoxfXr14r7bb/ddZghw3+2315sxa968edUMhZ999hndu3fnkEMOqYytFV1yuG/fPr766it+/vOfe9aV6Lw2pfmJEg2QXtv82rJ69Wp27dpVw1sRYOHChdXShw4dWs2wlpGRQWFhIV27diU/P9+z/oULF9ZKr6VLl9K9e3e6dOlSq/KKoiiKoiiKoigtBfXQSpDePXpU+z393Xd9ZcsrKmq82fAAV/nasnTpUi6++GLuv/9+evfuzZYtW9iyZQu7du3i1ltv5fPPP+fKK69k0aJFrFq1ihkzZnDFFVfErPNXv/oVmzZt4le/+hUrVqzgv//9L7fddhtXX301ubm5rF69mttuu425c+eydu1aZs2axZdffskhhxySkj7VB2vWr+eOBx6IKXPHAw9Uvv0w1WzatInrr7+eb775hldeeYWHH36YG264gYMOOoizzjqLK664go8++oivvvqKn/zkJ7Ru3ZoLL7zQs65489oU5ydK796965RfWxYsWABQuazQiTMgPMC4ceNYsWIFO3fuBKzlpO3ateOnP/0pixYt4rvvvuN///sfv/71ryvfZFlbPvroI0477bQ61aEoiqIoiqIoitISUINWgpzluslc8OWXvDJjRg05YwyPPv002xxByXNzcjj5+ONTosf8+fMpKiri+uuvp1u3bpXbOeecw2GHHcacOXNYs2YNxx9/PIcffji33357XG+PHj168NZbb7Fo0SKOOOIILr30Ui644ILKgNe5ubmsXLmSc889lwEDBnDxxRdz0UUXceutt6akT6lmzfr1vm8zdBJ9+2F9GLUuuugiwuEwRx11FL/85S+57LLLuOGGGwBreeDIkSOZMGECI0eOpKioiLfffrsyfpKbePPa1ObHycUXXxwz/5JLLqmXdhcsWEC/fv1o27ZttfS1a9fW8NwaMmQII0eO5CX7baXt2rXjrbfeYu/evZxwwgkcccQR3HzzzfTs2bNaHLpkKSkp4fXXX+eXv/xlretQFEVRFEVRFEVpKUismD7NnQULFhivJUd+/OTqq/nM9uyIcvqJJ3LehAkc0LMnK779ludfeaWGzIVnn829t9ySEp2V2CRqzHKS6lhaY8eOZfDgwTz55JMpqa854/WWwyhHHnlkvb7lMBnefvttrrvuOpYvX04wGKyXNv785z/z5ptv8m4M70+wjHH33HPPX4CF06ZN+3u9KKPUmREdupr54y4AKoCw/Yn93f4tEQhiLf6PbmClRdPdn1C9jJcsHmlu2Vgy0U8vGaesR74JVvXW2eMKn8+wLVMRQ8avHq86/Mp71ZGITPSz5sDUdnBjycSbSK+Jiifj1tUhEwlUdTrW4HkNcKyJ9BpYj90/ZjuJ7DDu+sMQNPF3Xeeo+OX7ySR7iPjNQLxD2vkplZ32G1jvgZGphy4wxoxAaZKM6NDBzB83rvr1IdYOFmvDVc5dT8hVjzsvXn6wuowJWlskCCYA4UDsQ9y9Qc093OtU4lXWqx2/uuLpYuwBNgSIEMQQ8BiAeBMQ62ySzATEmuygRx2OLXqu9zrfx5sAr3O+1yTFmwCv9uJMgNiLHgJh67uE4++6XiNIjFGPN/qJzLSfTNW5PIIQIWAPjBBGiMSZAK/zfKyjxG+SajPR1m+Z+tcmcw1RD60k+M1VV9WIpfXWBx/w8+uv58SJE/n17bfXMGa1a9OGK+N4oSipYcPmzb7GrC4dO/K3yZM9A8VHPbU2bN7cEGoqDvLy8pg1axaTJk2iT58+BAIB+vTpw6RJkxqNMQvgtNNO49e//jUbNmyotzYyMjJ44okn6q1+RVEURVEURVGU5oQatJLg8EMPZfLddxNK0EOjVX4+Tz/8MN01wHOD0Kl9ewY4gthHiXpgjT36aN+3Hw448EA6tW/fEGoqLvLy8rj77rtZvXo14XCY1atXc/fddzcaY1aUa6+9lgMOOKDe6r/88ssZOHBgvdWvKIqiKIqiKIrSnNAlh0ksOYzy2cKF3PXgg3wf4w1sRwwezP23386Afv3qoqKSJKWlpVx56618NG8e4L2c0L0s8bijjuKpBx8kKysrLTorSjLoksOmgYi8DdS0niuKojQMO4wx+paRJopeQxRFSTNN5hoSii+iuBk1bBhvT53Kp/Pn8/L06Xy9ahVFxcW0ysvjiMGD+fFZZ3FYE3jDXHMkKyuLpx58kCtvvZWV333nGRurT69eTPnLX7joV79iwIEHqjFLUZSU01T+BCiKoiiND72GKIqiJIYatGpJIBDgmJEjOWbkyHSroriIGrW279pFz27dPGX69OrFv595hk7t26sxS1EURVEURVEURVGaGGrQUpolWVlZvsasKPHyFUVRFEVRFEVRFEVpnLT0oPAmEomkWwdFUZSEiEQitOS4h4qiKIqiKIqiKFFatEErEAhsKyoqSrcaiqIoCVFUVEQ4HC5Mtx6KoiiKoiiKoijppkUbtCKRyA0rV64sKygoQD21FEVprEQiEQoKCvjmm28q5s6d+zaQAexPt16KoiiKoiiKoijpokXH0Bo+fPjUV199tVdpaek9GRkZ2SKSbpUURVFqYIwhHA4Xzp079+1Zs2atBHoCK9Ktl6IoiqIoiqIoSroQjccCEyZMOAH4KaBuWoqiNHYCwHPTpk37MN2KKIqiKIqiKIqipAs1aNlMmDChM9ABCKZbF0VRFB/CwM5p06ZtS7ciiqIoiqIoiqIo6UQNWoqiKIqiKIqiKIqiKEqTokUHhVcURVEURVEURVEURVGaHmrQUhRFURRFURRFURRFUZoULfoth7Ho2LGj6dOnT0rq2rt3L23atElJXU2Nltp37XfLI5V9X7BgwQ5jTKeUVKakjY5ZOaZPfquU1LU3XEGbYGO8ZNdv2IKa/W7sYRJSo9/ecJg2wRSH9Ez0Rc7JvPC5Hl4OvbciTJtQsN7qT4iG2M1cbVTrd211sWUX7Nql15BmQFZ2R5Pfqk/t90dT9SUSLiQQzAOkVoeVVxm/eupyqqlLWg2MoSJSSCiQR/RN9vHKic/32vyOJ5eIfCJteNZnDMWRQnICeQREPOVj6eJO99fZuNKMx3dTi3SvfGeaV1mDMREKI2XkBTKxuu2U86o3Xn7Y+hDHFiVeWjKyeOQRJ99VnzGGwpIIeTkBJCDekxprQh3fFyxsWteQxvjvuFHQp08f5s+fn5K6rrnmGp544omU1NXUaKl91363PFLZdxFZm5KKlLTSJ78V88edX8vS4Wq/rtnwDU/0HFh3pVJORb3Wfs2GVTzRs78jJewrW3dSUXcdxkOqXrR8zfoNPNGrZ/wyydi8Ev3Hl8w/w0Rlk9DzmuUbeOKQnkmXSym13RWSKefaVa5ZtYEn+nvMeTK7lC0rz0/Va0gzIL9VH8adNd95aqhBIMY+Fy1nTAWlpavJyuqLSAiJUcbvkPY6FP1kvdIbIs2tY8BUsK9sNa0z+xKQkGc5d5mQz/dkfydSj58uscrGkqkmayrYXLaaXpl9Cbn67pRz1herTqdckKodUogQcJz4hDBSmV/h+HSeyCocW9gnHTsvVll3/WEqTCmry3bRN7M1IXG3Hbusd9oeKymbqkFyD1qQ6gPm3Nxp7rLuNHzKOttwl7d/V1QYVm8ro2/3TEJZUnMS/doCTNDaogSzm9Y1RA1aiqIoitKoqE+jTaqoX0OWNy3DmJUw6TRm1YMhq1JWkixXH/i1H283cZaLJxsdw3i7TaJyUdl0HJpKvWLsADFep4mIvc95GbZMwCojEiI7+6CqdMd+6jZuRXcf9yEepuZh4Sdb4ZMWxWuXrk1aPB0jEqJt1kHVZNzl3GWc+e7+ucvG+u0s6yfnp4u7rFMHp4xbr2r1SYhePn13yjn7H0vn6rpZO2SQCIYAEahm1DIEHEYtp/buk5O7BTfumYlPSIIclNWJmsayWtLQlhK3oSoJmVC2cFDfLG9Zd5oD4zqwI+m+/tYCjaHVAEycODHdKqSNltp37XfLoyX3Xal/JrbtnG4V0sLEth3ruYUwjdGYNbFdW3/5IIkZfBL5Y1wfckES0zHoLTuxW9vE9UjFlgw+OseVTaA/E7u0TUguLvqoutliAlXGLTeRYNXmLlNhCtm+81nC4cKadfrsn15ntDDeZ0y3z4tfWqy6a5Pm1YZTv/JIIct2PUtxpLBGOVxl3G14tePVprsuv99+5bx8krzq8pKJVV9JpJDpjr77yfm1FU8363fVzhghSIQgptoJz++kFS+9Nidny/2oMBLh2V0LKIyUJVm+keLlneXOt7fC4gjPvrmLwuKI9xB6eJJFj3/jc/5oKuhlrwFo3759ulVIGy2179rvlkdL7ruSSryNK+2DGQ2sRywazgWkqt/14Z2VqjpT75nV3i9+VqJ/NlPpaZVKb6wEZNpnBJNrt67Eaife1Lr747dLBePkY/c7EQ+rZDy2lKaPxz7hNGol5rUVobx8IyYQqfTaqlafj8eWl2dUlKiYl9eWn3eW20sp1Wluf5+wiVBUvhFjIjVk3H1zHppeHktebTg9npx1JerJ5ZfuHNtYMkFXmlO2zETYUb6RchMhJ4ZcVHcvz7BEvM+gpkdW1Kjl7aXlVUMUvxNkIhcDq86IibCxfB8R4/c0oYFOnE6DUvS719JEr7RYdcaQi4hh445yIgFTvUysdbXUNGr7Gc0bM01Q5abHM888k24V0kZL7bv2u+XRkvuu1D/P7NyYbhVsGvYu+pmdm2m8SzD9/A8SQCIxlxk+s2Nn9YREvbKgYY1ZiXghJSLjeMr8zPqddfec8tuSJVmHgTqMxTMbd9ZsM55uiqIoitLC0cuhoiiKoiiKoihKYySGV14i8bXcWbE8vKLeGqmIreWWT9YDy5meSFmvcu535CXq3VXXuFqJem3Fqs8rXpZTxsuTy9mucci79XC36+fx5e4DLjkIVMbSAqrF04qmiWdt4LlDe5omUvlQq55cXBP1skq0rmgdiSw3TDTPkeZcagjWuaIpemZFUYNWAzB06NB0q5A2Wmrftd8tj5bcdyVV+P9pG5rTqgH1aDwMzcmvp5rT6PWVQAD4obn2IpFkvYpS4dWTqCdSXWRitDG0bU71hFTG9Eikrli7ht9aqljtJLgMcWirnJoy8ZYg6vLDlkUChi2oeYoRCZGVewgmFKph4fEziCWzDNFruZ5bvjaGrWh6bY1iIiHaZh2CkVCNJZJ+xjC/PsWST4WRy68+d6B4r7Jehi8jIXrbfffSw6vdRJY6Qs3lpmHbqBUlQpAA1hsPq2vtrM0r3Vl77QhJkEOyuhCSeNaZFJ48G8Ka4l7C6CYIoSzhkIOyrDccOtLjLTF0x80KN0HDlhjjtl0rACNGjDDz589PSV3FxcXk5Hj8UWkBtNS+a79bHqnsu4gsMMaMSEllStoY0aGzmT/u/CRK+P+RK46EyQmkO1pnQ981h+up32kMAp/g2wyLIxFyMpL4V5kqQ1UsmVTEyEpgCWNxOEJOsJH9o050l4m1W8Spo7gsTr/j7XKOfPnnVL2GNAM6dB5hxp03P/bcx8jzO914vRExkXJury3wP6S9TgWJhAdKJq02ZSAx3eKViaWH3+9YcvG+J9K+Oxy7n5w7zSs96Erzc0By20uCRBAi1d56KITteFru0PPOZfvR7+6w+O70ihhlnWlhoMT+jCVXEUMuDKE91Tsecg1OFjUHMeSR5iUXjFHWawJiyXnJeNTh5ZkFlmHbacjKkaZ1DWlk/xiaJ7fccku6VUgbLbXv2u+WR0vuu1JX4r9p75ZNqxpGlUaDNR63bFqb4jobvzEL4JZNmxKvtzEYs2LFjnL/ufcra5e/5UuPvrtvEupjS6R/8eJxJdFPN7es2pRYnLHa5itNl1j7aYx5j74VMUwZRQXzidhvfvN7I6KznGe6h7zbPBDF642IfrLUMs2rvmomkEgZO4vmUxopqyYTSze/tr3ehJhoWbeZJF4d7u9eOnvV49SxJFLGyqL5FDve9ueuM1a7fv31Mhu5+2sIEHGdzKzlh147q/tEXLcHWGWRCuYXraUsEvUpc1uNvKjliTOR83EqzsuJXK9C1osA5i8vosxEvMvaxAsC3xQdftWgpSiKoihKDPxuQVoitRiHOAHg60RdDVWJGpti5SVr3EnGMFTbm4HaBIJP1tiVCiOeX148PeuSr7Q4TKSUfXvewZjSdKvSoERMKZv2v0OkhfUboNyUsnD/O5S3sL6Xmgre2f81pabl/WcpLTW8M2c/paUtb/WdXvYagNatW6dbhbTRUvuu/W55tOS+K/VP62C6lxumB+13y6N1Rsvse+tQy+y3kiTROzf3/brzjs7rXl7ASM3kqJeWexmiX0wuv9hazmbdN5exAsd7qZ3qtFgyiQSAj5ZJVVytZORCrjSnzu563DpGp81LLhEd3BGwYsXVqhqrqiDxkcqURONpRanNuTARA5azt3UglQ8VnA8+nE5qibQRS84ndpbXUkOwlhs2ZROgGrQagPvuuy/dKqSNltp37XfLoyX3XakLiS2Bu69b/3rWw490/MWpGpP7uh2Q8jprR/0vM6wkCPf17BZfrq5/qmPlx7qfqE2w9yS8ju47wqPvdbH1JFo20WDw7l0hXgB4PwNEtKxd5r4B3aqn17ZOpfkg+N+Dx9onY+wffoYq5/JDP+NWsm9EdKriFzg+niHKz7gUr2w0zdhp4irnNhA5dfOr188QlkrjlVcZ9y4QNTZ5vZXQPd7uZZVuOb/6Yxm1vH57vfkwSjRIfBSp9t5Nr4tGbU5sTquQENt91u9kXIcTasj16ZXvNF4lYrRyl4vVRjTf3fWQdxB453nAbcxK4ytzao0uOWwA7r///nSrkDZaat+13y2Pltx3pf65f+vqdKvQQFT/K3X/1g0pr7PBSNaY5ViGdv/mrf5yiSzDqw9jVl2WF/rJe5S7f9nWxJYl+tUVb/Mj2ThZyfQ3Vjm7zP2rfea8LnG1lOZBvP3XLy9OuWiMLTd+8bWi8u4yUc8PvxhbbryiGdYltpZXWb80d36sWFn1FVcrVrwsrzJuXd1xtbxkoeqFll5lY6W50xPRxz2nYQIYe3PjH08rittVKeSTFo9YB0YtSeZtB06VU43X0Hi07Twmjcdx7QwEn6ooo+lAL4MNwObNm9OtQtpoqX3Xfrc8WnLfldqS+F+HzeVl8YVSTvrdP+re7zQGgU8G15/MzWXl3nKJ/oevTV5tvLL8jDrJtu8os7nEo++p/Lcary7ndLv74t6d/DxhEvGwcpXZXFJezWOrRn3xPMjSf7gqDUEs7zwfN6dAMJ/OfW4DAp77Uaq9tlKxFNEpX9u0UCCfgzrfRshhVEnU+wqHbl5eVtHf9b0M0W+Zn9sbK+hKCwXyOafzbYir77E8tGLp4uxfImPnTIsuP4xqIp5SThI9mdUsnx/I4rbOp9lvWYzunO6ZdJatpxNnvGudn+eV217nJefj3ZXfOsBt13UmEKieH++NhlGDpPN3U6NZeGiJyD9EZJuILPXJFxF5XERWiciXIjKsoXVUFEVRGid6DWkMNNZng7X8a5eMd1aiT2/ry5iVSOB3r7oSNWbF8UxK1oOrRtm6bvHadrbvVzaWvqkYw1j1OOtT0kJTuIYY42Mkb+ZEWmi/AcIttO/lpjH+l2gYyitaXkB4aCYGLeBZ4LQY+acDB9nb5cBfG0CnSu66666GbK5R0VL7rv1uebTkvjcDnqURX0MA7urat6GbbBTc1bVXulVIC3d175puFdLGXYe1zL7fdVDL7Hcz4Vnq4xriDPzkJolliJFwAdvXTSYSLmiQZYh+SxC9lvmF8X+c4bfcMNZSwmpykQK+3T6ZkkiB53K+eEsQ3XrFazfR5YqJLDPEQybWssGwK60kUsAbdt/jLU1MVBd3G376hSvlA4QdpoYIQSIEMQQ9lyJaxFpiGH8NX0EkzOTt71MQiRV80C8t0aWMMaqMtcox0arjPdDxkgtCQWmEyX/dTkGh9UDN6xiM5Z3ldQw0FZqFQcsYMwfYFUPkLOBfxuIzoK2IJBBxNTXMnj27oZpqdLSkvpeUlLBjxw62bdvGjBkz2LdvHyUlJUQi9fS69kZIS5pvNy25702d9FxDknuCOLtgd92aS5qG/EvjPxazC/bWoc40BIKXSK29s4wxlIbDFJSX886evZSEw5RHIoQjkfh/hBP54xun/RrpyS4zdMvH867ykg3B7O0FNWWTjW3lt3mRrNdWvL7gIedux6Pu2bt8+u1XjxfqpZUW6v0akoTxyjfP644vjmHLi6hhy8+4VSMtRmwtL4NQbWNr+dXnPhsnUi6WXokYc/wMW7UxcvmViX4aYygKl7C/dBc7irewuXAd6/evYt3+Vewu2snGgjVsLFzLtuIt7CvfR1mkImZ98XSJ1zevesIesbSqjFqJWm/cJHKCTybgVYJN+lUf6/oQy8DlZbvzk3XW59dl2wjufqNhNBB81JhVNTfVfzdFYxa0nEtfD2C94/cGO61Bgt7MmTOHc889tyGaanQ0xb5HIhG+/fZb5s6dy9dff83atWvZtGkT27ZtY+/evRQXF1NaWkp5eTmRSARjvN07L7300mq/RYRgMEgwGCQ7O5u8vDxat25N+/bt6datGwMGDODQQw9l2LBhDBw4kECg6dmbm+J8p4qW3PcWQFqvIQBzCvZwbtsuDdVco2FOwT7Obdsx3WokhsOQVRoOs6awkLWFhWwuLmZLSYn1WVzC7rIy9pSXs6e8jL1l5RRWVFAaiVDuevjxU8f3kAj5GSHyQtbWJjODjllZdMzOomNOFp1ysuiZl0uvvFx65+fRIy+HrKD9b7Y2xiw3ydRRl/uKIMzZWsC5/dt6t1fXf62xyruDxTiJ98Z5r5hZXnLO+l137nN2FXBut7Y19Uo2rlZL+WfftKjVNcQYQ7h8f1WCCMFQPsZEiJQWVpMNBHKQUIhIRSGGSOU+JxKy6woTxjaa2nmBYD4AkWi6nRcIZCOBDMKmGGMsYTEgBAkEczGmgkikmDBVsbUCgTxEAlQYS9/o6VAki0Agk7CUVC57lDAgAYKBPMrtupy7rQnkIhIkHC4gYIc2rwACkkEgkE0gUkLElFceVoKQFczHmDAlkaKqisIFGBOxjEyRQoLGUqrcrisYyCYQKSNsSokuzgsBGcFWlJsIFZHCyjSASCCHDAlRESkiYsKU2XkBCREK5FBmyiFSUm1esgPWGBdFCipPE6VASLLICmRSHCkmYioq2yiTADmSy77SbWwr+JY9RevZVbie3cWbKSrbzf7S7ewp3kxh2W6Ky/dRXLGfcMR/aeFLPFojLRTIIC+jDW0yO5CX2YbWme3okN2FDjld6ZLTix55B9A5pwfd8rqTH8qrHOPWwXzKTIRye1yi/ckL5JAtIYoihQTsMQ4BmRIiJ5BDWaSMUlNK9M2HQoTWgRzAUBBx7N+EyQ4EyZAQxZESKkwJUX+voEBuIJsKU0FxpMwexQq7/RABgf3hcgrC5ZSZCAXhErIkm8xAiJJIOeUmUlkmIIa8AFSYiF1XxN4rwuQGQgQFCsIVGMKVAeEyAkI2AUrCEcqj4fYDlv0oPxQkbAxF5RGrqgggkBMJEAoIhWURImFjRek3kBG06iqriFBabqp2sExolR0kEjAUlkWiQwJhyAkGCIWEouII4VJTadgKZQk52QHKjaGgJExZhWF/URgTgLw2ASJB2F9Y9d8iHIBglhDMDFBcHCFcYSoNWYGAkJsXoLQJLltsKZc98UirMVsicjmWKzCdOnXimmuuAWDChAn06tWLP//5zwAMHjyYyy67jBtuuAGA7OxsHn74YSZPnsyaNWsAuO222/jiiy94//33Wb58OR9++CHt27fnmWeeAWDo0KFccMEF3HLLLQC0bt2a++67j/vvv78yuPRdd93F7NmzmTNnDgAXXXQRGRkZPPvsswAcddRRjB8/njvvvBOAjh07cvfdd3PPPfewY8cOAH7/+98zY8YM5s2bB8All1xCeXk5U6ZMAWDMmDGMHTuWe++9F4Bu3brx29/+ljvuuIN9+/YB8NBDDzF16lQWLVoEwOWXX86uXbt45ZVXADjppJM48sgj+eMf/whAnz59uOmmm/jNb37D8uXLueaaa3j00Uf5+9//ztKlVniBX//616xfv55p06YBcPrppzNo0CAeeeQRAAYMGMA111zDddddRyQSIRAI8H//93888cQTrFy5EoAbb7yRFStW8NZbb9VqnkpKShg+fDjTpk1j0aJF7Nu3j4qKCsrKqoIQiwjZ2dkAZGVlkZeXx7HHHsvGjRsr6zzrrLNYu3Yt33//PRkZGZxwwgnMmDGD7OxsjDEccMAB9O3bl9dee43ycuui07NnTxYtWsSWLVtYt24dixcv5rXXXqtmHMvMzCQzM5NWrVpx6KGHcu6557JgwQIyMzNTPk8lJdYFuK7ztGLFCoCUzhNUP54AJk6c2OiOp+XLl/Of//wnJceT0uhI6BoCrutITi7XbFgOwIQ2nemVkcOfd6wFYHB2Hpd16MENG63jJDsQ4OHuBzF521rWlFnH421d+vBF0T7e37+L5SWFfFiwm/bBDJ7ZaZ1/hua04oJ2Xbhl0yoAWgeD3NetP/dvXV0ZTP2urn2ZXbCbOQV7ALioXVcyRHh2l3VcHJXbmvFtOnLn5u8B6BgKcnfXPtyzZQ07Kqw/i7/v1ocZe3cyr8j643lJ+y6UG8OU3dsAGJPfhrH5bbh3yzoAumVk8tsuvblj82r2ha0/gw9178vU3dtZVGzdOF3eoRu7wuW8smc7ACe1asORufn8cavVtz6ZWdzUuQfflBZzzQZLt0d79OXvO7eytMS6Yfl1x66sLy9j2l7LMeL01u0YlJXDI9utOgZkZXNNp65ct3ENEQMBgf/r0Ycntm9hZak1xjd26sqK0hLe2rfHnqd29MoI8ucd2+15yuayDh25YeMGe56Eh7v3ZPK2rawuLaWwrIyTMzN5b8cO5u3exd7iYsrLythRUoIBMoNBOmRnMyAvj83GkJOZSducHH7WuwcfFhZTBGQEg/yic0eWlpSyuLiEoAj7KsJc1Lkdb+zcizGGAdkZDM3J5m9btlMejpBhIhyVm81/d+zis/2FFJeVkR2JsLagsNIw1iU3h16t8igNZdA2N4cxndtz4QHd+OsWq6/dsjP4bb8u3LFyM/sq7Hk6pDtT1+9m0d5ia556d2BXJMwrG60yJ3VuxZFtc/njt9Yb+frkZXLTgM785stNlNjtPjqsB3//fidL95SAwK8HdmR9UTnT1lvedqf3as2gtlk8stQa4wFtsrhmSCeum7uRiDGs2GPNzRPLt7NyT6k1T0d0YsXuUt5auw8EJhzYhl75Gfx5iXVuHtwxm8sO7cANH9rX5lCAh4/rzuQF21izzzoWbjuyC19sLeL9ddZ+PPGgtrTPDvLMlzut46lTDhcc1I5b5m6yjqfMIPeN6Mb9i7ayuci6dt81rCuzNxYwZ4u1H190YDsyAsKzK6198KiOuYzv2YY7F28GAx2zQtw9pCv3rNjCjtIKMPD7wd2YsWkv83YVgYFLDmhPecSwfH8J1yzbwJiO+Yxtm8+9326pmqf+XbhjhWOeBnZn6ubdLNpnz1OPDuwqD/PKNmuelEZHra4hOXld2LH68UpJCWTR+aCbCZfvYedax6pFA227nUdW3kHs2fwfyks3VmZl5RxCqw4nEy7fxa4NTyOBjMq8zn1vw5SXs2PD49V0aN1xPDnZh7Nv13RKS76tTM/M6kP7jhdRWrySPbter1amU7dryaAV27Y+idMvqlXrE2mVO5p9+96jqHhJZXpGqDOd2/+SsvIN7Nw9pdpAdWn/CzIzurB1198JR6xjLQC0yh1Fu1YnsbPwE/YXfVY5qMFAPr07XUdZxQ427/pbZV0RU46xDUwbd79IacW2yrraZB9Otzbj2V68gO0FHzj8hwIc0uV2TKSQr3c87kiFA9qcTdvsQ/h+7+sUlK2pbL9N1kH0a3see0qWs3bfjMp+AAzrdBMByWChq66+rcbRNWc4i7b8i+92fcTewq3sK9pBYfE+Cop2UVS+p0peguRktaJTbj/aZncnMztEfqueZAazyAxl0zPvMHrnDWVL6TJ2lq8mIJa1e1fZBsZ1vJbi8D6+3PcO4XAZFZFyKsLl9Mg4mIpwmG/2fcqWsjV8X/AVhaX7KC4rxDh2zbzMfNrktKdTXldO63IBPfJ7sSLyOXmZrQiKIMBpbc+jf9ZBTNvzH7aXb6wcy4OzDuGMtmfzZcmXzNr/TrWD4JbONxM2YR7f8YwjNcL41idxeM4Apu97j29Lv8fa+SP0yezGRe1OZ2Xpel7fO8vexyw9r+04nlbBAE/ueIdSU8aykg08vesTxrUaxOi8Hry3/1uWlGwmam3qHMrmlx0OZkN5AVN2r7DrqQAMv2jfjy4Z8PddGymIlINY149RbXI5KbcVn+wp5LOCosqdNT8zwHWHd2JHcQV/W7HLmtygNckXHdaOPu0yefGr3WwrqrB2CoHDe2YzfmQbFnxfzAcrCip3lkAQbr+wC4UlER5/Y0dlGwTg7JPacMjAbF5/by9rNpdZ7QgcdGAW553VluVfl/D6jL0sW1HCM//cRUaWcN0NnQgFhT8/adVl29M4cVwrDhuRywdv7+Pr5aX2yEPnHhlMvKQ961en4yVEdUP8vEuaGiLSB5hhjBnskfc0MNsYM9X+/Q0w1hjj+2RkxIgRZv78+SnR7bPPPmPUqFEpqaup0Vj6vmfPHl599VXeeecdFi5cyIYNGygttQ7iUChE+/btOeCAAxgwYACHHXYYI0eOZOTIkeTm5taqvdr2u6CggIULFzJ//nwWLFjAN998w/r169m1axcV9s1ldnY2PXr04IgjjuDMM8/k3HPPrbWeqaaxzHc6SGXfRWSBMWZESipTEiLV1xCAER06m/njznel1m4Z3GeFexmV16ZWZZOjoR3OY4/HZ4X7GZXXKmX1xce7/8YY1hUV8sXOXczftZP5u3axYNcu9pSX0Tojg0Nat+bQtm0Y2Ko1/fLz6ZefR9/8fNpmZtasLIEg8J8VFzKqVV5sIY9HksYYdpaWsa64kO/2FfDNnn2s3LOfb/bsZ/nuvRSUV9AtN4cjOrXliI7tOKpLB0Z37Ujn3OzUeVslUk8Mmc+2FDKqa55/+7HqSJR4u0kia5z86okVWCdGXZ9tL2RU+7y4cr66O9Llr1P1GtLA1Mc1pH3X4eaUC2dXza3TQ6vC4aEVtj20Ag4PrWiRcAiREMX7l5CZ06+aQSsQzIcKK8aWk0AgG4lkEAlXeWhZzQcJSpWHVvUyeQQjAcLh/dXSRbIIkkkkUuIKTB8gRF6NukJAwOGhFTVaBKjy0IrYHlrR04MgBG0PLXF4aEVMOWVla2idM4SIKQPbeyhIlYdWxPbQcp5qMoKtCDo8tKJ6BQM5BGwPLWOqokNFPbQCppwK24AWrS/D9tAKh/ezp2gD63fNZ8PO+WzYvZhNe76kuNwy9GdntKFzq/50bTWAbq0PoVOrfrTP6UL73F60zu5ChgTIsr3gwuECDKayjZBkEgpkYSIlVYHgTTlbSldyYO5wBKHM4QUXAjIDOQQlRLldV+VqNyPsL93Nxv3fsK5gFZsLvmdjwfes2fcNa/avpDxiGTs6ZHfmkHZHcGi7IxjaYTSjOx1LdkYOAROpbCfL9tAK22McdBo6A7kECFMY2WvPYYQqDy2J4aFVQnGkCOeCOctDq4z94f2Um1K+Kd3MwKzO5AeCZAbClESKbQ+tCqCUgETIC4RtD62SyvQqD61SCsIllodWyNIvI0PIzg1QQoTyTNt2EgTJgPz8IOGg7aEVArKswczJtj20AhEigSqvqoygkN0qQBkRSo2pupYFoVVr20OrIlKZRghycgOEsm0PLTGVSxBDWUJOjuWhtb8gzNfflTJwQBahLCG3TQATgIICq65wwOpplsNDK+qNVQEY20OrosJwQMZLTeoa0lI8tKYBV4vIS8BRwN54F5FUkpGREV+omZKuvm/atIl//vOfzJw5k6VLl1Z6x+Tk5HDAAQcwceJETjnlFE4//XQ6d+6c8vZr2+/8/HzGjBnDmDFjauRt2bKFadOmMWvWLBYvXszMmTN59dVXueSSS2jdujWDBg3irLPO4pe//CUdO6ZniY7u60ozJa3XEIAM8XrA3/xJV78jxrBi317mbNvGnG3b+Gj7NjYWF9M1O5sjO3RgTOfO3HjwwQxp05aeublIILUPB2vbbxGxliHmZzGsU/tqeRFjWF1YwOLte1i8YzcLt+/mmWWr2FlSxoFt8hnVtQPH9+zMSb260q9Nfiq6USsygi10Xw+0zH63EGp1DRGEYEYrcP69CINIwEqPEs2vgEDIZRS17/RyO4zwNpBmYNXlzgtAIJRTWW8UY1caCLaqES4wEgQJtqpchugsI4FsApHsGukQIkCr6MouDI5Vu8F8D3nL4Bagqq6oPUAkCMFWdq0WmaH2lhlFMqova7S7FQpkEqDqwUNUJiwBxFVXBMuwFgpUPUR22tUjkkFm0JoMYww79q9kzbbZfLd1Nt9v/5B9xdaUt83tSe/2Iznx4Jvp0e5werQ9nE65vRD7vO++Oa/Uyf4eDOZ7h08KZJPtGJf+oVGVOua4+hLVOyOYX/k9mtcllE+XvF6M5OTqOkQqWF/wHd/t+YrluxeydNd8Xlr1N55a/pDVXuuDGdHxGI7uPIYTupxEfm6PyjHOJNPRdgQhgiFEfrCtpTth26hlLYDLCeQD2ZW/ozthSLJpFQxRZYTC/h6iVbAVkMPoUFugpLJMdiDDHpWo2a4EEEICrYLRWY1+Wr3ND4YAgejSfTsrOxggO3q8BW0VgaAIrTKD1u9ofCt7t8oLBaoZuqJkhgJkRtOpKhcICa1yHSEDHHGzclsFqtIck5aRIbTrGGJUFyuhMsadQG6bYOUoQVXQ/oycABnUjI1GqOldi5qFQUtEpgJjgY4isgG4G/v0box5CpgJ/ABYBRQBP29I/Z599lmGDx/ekE02Ghqq7xUVFbz44os8//zzfP7555UGrI4dOzJq1CjOOussfvzjH9O+ffs4NaWG+uh3165dufzyy7n88ssr07Zt28aLL77I22+/zcKFC/ntb3/Lb3/7W9q0acOwYcO45JJLuPDCCwmFGuZQ1329Zfa9qdPYryEAz+7azPDc1vXcSuPyzgJ4dtc2huc2jHFle0kJ725ZzzubN/PO5s1sKy1hcJs2HNepM38aOoxjO3WmR05O5U1HJbUMAh+LZ7ftYni+j+dtvNO5T34gJBzYphUHtmnFj/pbb480AcO3e/bz2ZadzN20gz8t+JrL3/+CPq3zOLF3F049oCun9e1Gm6xM72DmbuoqE4Jnv97F8G6uvscbt2S8tcJx5KN3jU4qfNKi9bhjbHnF44olAzy7bhfD27r67SGXdEwtpd5p0GuI1/4UxSduWyRczL6t02nd5UwCwRzvU32smG8h7/RoEHgvw1YUp3HLGTTeXcYEK8MV1VDDqVpUJBhHrgIIR4rZtW86nVufSTCQ4yvn1XU/GecQhKg+DWVlu1m15X98u+ltVm15h33FmxAJ0KPdcIYecBF9Oh5N7w5H0T63e7U6nP1yHvLONt3f3Xq40yORYubvm86w1meSGbAMk0EPuWgfgsTeLSzDVIherQfSt/VATu49kRCW4W5Twfcs2vEJ87d/zPztH/PS938HYGDrQzi+68mc3G0cY7qcSF4wamwLECTqlVWFIYD4XuC8tHOfyK34WtP3LeDM1oeTU7m/+ezAlXnRUanDCdR1HasRMN7vRSh18TSO1oF1/BSVRZj+9j7OOKM1OTmByiDwzl5HjVlR3IHhwXuUGjvNwqBljLkgTr4Bft1A6igNxJ49e5g8eTL//ve/WbVqFcYYWrVqxZFHHslPfvITLrjggsr4V82Vzp07c/3113P99dcDUFRUxPPPP8/LL7/M/PnzmTVrFj//+c856KCDOOecc7jxxhvT5r2lKI2VhruG6N1m/ZL8+H69by+vr1/H6xvWMn/XTrrn5DCuW3eeHDGCE7t0pUNWln/hZAxZkPgf11j/zGppzPJ7W54gDGjXmgHtWvOzQX0B2FBcxPvrtvD+uq1cO2sBu94q47ienRh/YA8m9O9B/3atklpC6Jnv54LgV2ciY5fIP1qnEcqN151yrADvznskdxkvebfByesey8sopUatRk+9XUPsN5YldC/vtd9Utl9BadG3VcsHYxmvnPl+hi1XXixDVdS4VcNry8MYFn0rm59hy6mCUyToI2dMBQWl39LOVGCo3i2/IfAzXPkZuvYXrGHFhtf5esPrrNvxCcZE6NT6YAb3Po8Du5zMgZ2OJTuzjafubiOS07Ti1MHdvp/By1m2zFSwtfRbykxFpf+Z3+nHadRy1+elW7V0EXq0OpADWh3ID/v+jCCwu3grH299n0+2vMeMDa/xzMrHyQ3mMrbrKZzW40zG95hAt+xOBKmKtmaFhIp18op1gq86UVcY4dvSbVSYMFT6HznriJ6gkzTbhFyffmmxVA7FSQu5NvB+q6EjLXrMmCBUVBhWrSqlosLENWY5vbWiv5uiIStKszBoNXaOOuqodKuQNlLd9127dvGHP/yBl19+uTIwe58+fbj++uu57rrrOOCAA1LaXm1J15zn5uZyxRVXcMUVVwDw3Xff8dhjjzF9+nT++Mc/8sADD9C7d29+/OMfc+utt6bcY033dUWpH45qVt5Zid9xH5WQd1Zyd/DL9u7mxTWreW3DOr7et5eRHTpyTq9e/OOoURzapk1ND6yGwvGP7KhWHt5ZtTV0+Riz/Orp2SqXiw/tx8WH9iMSMMzfsosZqzbywrI13DRrEUO7tOO8Qb05d1AvDuzYqkb5mO143Qy4ZI/qnlv1enIP/Xypy5NuL7w8ubyMVe7fXoYrp1HLWVc0HziqfW6VTF2NWkrzIp4BCrz3LSdCYseUl3XHq9169NoyDtm6eG25VY7laRWrfne5vYVr+XrtVJav+w9bdi8kEMigX5eTOWP4n+nf7TTa5fepoYuXgch9iolnSHLr5/7uTKugalllLK8yL7w8uRLVBaBdThfO7nMhZ/e5EGMMq/Yu5b2N03l343Su+/yX3CBXMKbzCUzsfR5n9zqLjlkdqy348/fScuLlBus1q14n6Hg+b3XAq9mgR3osry1nXow04yofCYIRKo1ZUbw8sJz7gHsfaYqGLTVoNQDjx49PtwppIxV9Lysr47HHHuP//b//x6pVqxARBg4cyB/+8Aeuu+468vMbZjlKMjSWOT/wwAN54okneOKJJygqKuLRRx/lueee4+GHH+ahhx6iX79+XHPNNVx99dUpWZbYWPqdDlpy35VEqJvbxPg2zcWzMrlxGN8mNUb3DUWFTF27milrvmfJnt2M6dSFXx80kB/27E3P3DyS/guX6mWGrtPv+HZJvAAgGa+sROupDBsijOzWgZHdOnDvCYexek8B/1mxjpdXrOf22UsY0a09Fx/elwsOPYAOrV3ebO4lF376ujyxxh/UpkZ8kIT6VJdLmNcyQy8ZL08srzs+P4+tGN5Y43u1qZ4H/i4VseQURUk5xWW7WbH2JZatmcKGHZ8QCmbTv/sZjD74Zvp3/wHZmW30ptoDEWFQ2yEMaTuE3xz6W7YWb2Hmhtd5bd3LXP3FFVw7/yrGdTuNi/v9jDO7n0Z2UEdRSZ5AfBGlrtx5553pViFt1KXv8+bNY+zYseTm5nLrrbdSWlrK7373O/bt28eKFSu44447GqUxCxrnnOfm5nLHHXewcuVK9u3bx9133015eTk33HADOTk5jB07lk8++aRObTTGfjcULbnvSv1z5+bv061CWrhz87paly2PRHht/VpOn/0evd98hedXf88FB/Rl7YQf8eHJp3H1gEG2Mavxcee6Bn3nQML0bZvPLaMPYf6l4/j21+OZMKAHj877hu6PvcG5//6Y/67cSDiS5FJMF3d+1Dj7Xt/c+WXL7LeSJF7Lkty4PBxFgmTm9rGCpscr65cXL92VZwJVm5tIsLrHlrtMtbRgTU8U8H4E4bbrigTJzLT77Sjn5bnl5aViTIR1W2cxY+5FPPF6N95dcDUZoTzGj3qOa8/eytnHvsLgPhdULil0L+9ye8F46R92ybp1qYiT7icTkCBtM/sQkKBnOXebzvLRPHcb7g28xy1W2Q45Xfn5QVcx86RZfPfDjTw8dDKbizdz/sfn0+ONPlw9/ya+3LMcY4XfJ7Edr8rtKSiZ9MnsSlACPuVi4ecaHEPMvVwQanpX4ZLFlR9rKaLTO8vrOLOPj0gQAhlC7z6ZkGF5mTvnwu2dFWsu1UNLUepIRUUF9957L08//TTbtm0jNzeX888/nwcffJCePXumW71mQ35+PpMmTWLSpEmsXr2a3/72t0yfPp1jjz2WLl26cM0113Drrbc2WDB5RVHSSVP8+xKlpmvKusICnlq1kn98/y3F4TA/6dOPhaedyRHtvLy96rnvqVr+lWiMjnjtJrLkKEGZ/u1bceeYwfzuuEP5eNN2nl20mvP/M5eOuVlceWR/LhvRj05tsr3rcbfhvAGQGHJ19UarbYwpp9eVc31TrCWIFS454uRF82N4cXnK+MkpTR/nsQDepyufpX9AladlMJd2vS5Krqxfu41oGaKXWtViawVy6dLuosqld34qurtUWraXb77/J0u+/TN7ClbRJv9Ajh58N4P7Xky+HdDdrx53O/HiZTl/J7sE0W/5IUAgkMuIdtXnvMJVPqqf3yI8r1OTnz5+v506udM75XTjqoHXcdXA61ix50teWP0cL6x+gb98+xTHdBzNlf0vZWLv8bbXltfJv6a7am4gi4vaHW/nleA9Un6jV0u8jFbuNHe6l9HLvbQwRntOQxZYx0xWfoDzL2oH+BsW/YyNUOdRSCvqodUAtOQg3In2fdOmTUycOJHc3Fx+//vf06FDB1544QUKCwuZMmVKkzNmNaU579u3L1OnTqWgoIAXXniBNm3a8Lvf/Y7c3FzOOecctmzZknBdTanfqaYl912JR93vNDuGMuILNXqSH4eOCRrVjTHM3b6N8z6eTb/pr/HB1s08ePhwNv/wPP48YlRqjVmJLjesQxD4jhmhqrzaPGRONL2WxqzK9BBIhnDcAZ35+4+OYtMtP+Q3xx7MvxavpudDb/Kzf3/K4q27vZ9eBx2bI79jbqhmuvOPvnvL8pCLtWUlUEcM/Tx1cI6V3xN7vyWYdl7HrFDNPOd4OfHaJzR2VvMn1vnAz9MDMJEKSgqXY8TnnBejbMx246W7vUnq0WvL0/PKVLC/ZHlVMHw/OXvbvu8bZn/xK/75Zg/mLL6Zzu2HMfHED/j5+JWMOPR2sh1vJ/Srxy/fyxPLq6yfx5ZbLp7HVNhUsLFkOWFT4Snr3JweWX6eXF7eO7G8e/zqraaj4/ugtofxx6EPs/qs1bx49PNkBDL46We/5IA3D+PepY+wvWQPNXcs98kdKoywvGSTHRS+Zr73CRr8d34H8WJCehmtYnlruZuMXuO8rnuO305jVvT4CAegosKwdHkJJRWmRgB4tzHLa77w+N5UEOvFG4qbESNGmPnz56dbjWbPl19+yS9+8Qu++OILgsEgp59+Ok8++WSjCe7eUlm9ejU33HADM2bMIBKJcPTRR/PUU08xePDgdKvWIhCRBcaYEenWQ6kbIzp0NvPHnU/jdZ1o6L8tqR6HMBFjeH3DOh5c/hWLdu/i3N59uG7AII7q2CmB8rXofz3Hzko4L1a+V7upMGb5GWSceXa6MYYPv9/G45+u5M1lGznpoC7ccuIgThrQBQlJ/Pbdxq94+tQWvzVB7l21wiPdK835O9Ydgt9drV+7Xnle5W05eXKqXkOaAR16jDDjfhHnXiTeaawCwuX72bHqcTr2v5ZghutFDrFOy7Hq9stLMj3WKdX9ZsRY8u7g8VbafjbteJzuHa8lGLT67XXa2LHjMxaveIjVG94gO6sjQ/pfweD+V5Kf26NSxs9u5/c7Vp6XHn5lE5Vz21JKw/uZu+Nxjut4Ldl23/2ch/zadNtcvFbZecl5/faLi+481VtyEcR+9+E3e5fx+Mon+NfqKQD8tM/53DLoV/Rv1Z3q5pgwljdWBfvD+3l8xxtc2/F0WgUzKtMtSoBS+3epIy3qzVVip5Xa38MQ2mMlZWM9+Mh2DES2vYXsT6h6OOKWc6eFHOnOAcnCe2BC1d9oGDVmRQkHYPf+ME89voPLr+1IditLOGrIin6PfsYyvlYAw6VpXUPUQ6sBuOeee9KtQtrw6/snn3zCkCFDOPzww1m2bBk33ngjBQUFTJ8+vVkYs5r6nPft25c33niDgoICfv3rX7Nw4UKGDBnCoYceyqeffupbrqn3uy605L4r9c89W5p6DK3aGbPu2eIdQ6siEuH51d8xeOab/PyzTzihSzdWT/gRLx49pv6MWcmQwJKBWAare9bH8IyNVbY2xiyvsCF+dzKxyjrSRYSxA7vw2iXHseK2H9C3Qx7j//Yhwx95h9eXrCcSMDXrsNu8Z86Wmp5RWVT3rPLyyspOYHOXyarZfo10Z168NOdYeT2xd4+nI/2eJVviG/DizZOiKAlhjGHjlg+Y8f5YXv/faHbt+YoxR/6Vn561jlGH/b6aMUtJD4PaHMxTRz7O+rNWcMchN/HmhpkM/O9oLpp7Dcv2rky3ekojQg1aDcCOHTvSrULacPf9008/ZeDAgRx77LGsX7+e+++/n/379zN58mSys7N9aml6NJc5z87O5oknnqCgoIAHHniADRs2cPTRRzN48GDmzZtXQ7659Ls2tOS+K/XPjorydKuQFnZUVDc8hSMRnvv+WwbMeIXrF37Bjw/oy9qzfsSDRwxvtAHea8OO8qbo9O/NgM6tefq8kay9awLjDu7KT5//jOF/fJs3Fm/Aa5XAjsLm0/dk2FHaMvutxMFn+V7S+X53fF6G0kTqrm26Kz/ZZYh+sn7LEN1nmApj2LB1FjPeH8vMWSdRVraXk455mYlnfM3A/lcQCmbHXJboTvOT8VsK6F7KF6tsMnKx2nHr67eEMYpXgHq3p08im7MNr2WL7rqtzwDG3iIEMQTpkNWZ3w2+jdUTlvLYsD8wZ/vnDJ45jokfX8OKvWvs2uL5k5Hg7wTwc0lzPsDwWjrolnVvQVd5l3eWe6khWJ5Z4YA1dhGojBfntawTvOfGb99pSqhBS2kQli1bxtChQzn66KPZunUrTzzxBHv27OH2228nENDdsLETCAS47bbb2L17N5MnT2b9+vWMGjWKww47jBUrVqRbPUVpxOhyw1RgjOHV9WsY8tYb3LBoHlf0H8DaCT/irsGH0y4zq/4VkEhyyw3rit9lMZZnlvumtLYePbG8ieJ5bbn/nDu2Lm1zeOCcI1jzhwmcNrgbP3nuU4b/8R3e/XpzdXnxqMPtieX2pvKKi+UXb8vt3ZXtU49XX/xuPtxjEm9sEh1Xd/1e+W40llbzJd7xm6hxywuvmHCJlPVr08eAFau+eIYtp3HLzxDmvPGPEr1J37JzPm9/cBJvfXAiZeV7Oem415lw2kL69T6XQKBqiZa7XKw0PxkS/B3rbYhehi2/Fc1exqSIK99P1mvziuEVTXe/BTHWmHiV9TMOOo1aYZdRCyA3lMs1A65i1fjPefrIh/h855cMfmscl3x2O6sLol7N0YsI+J984x0oxMlzVeOXFs/I5UwP4luf05DlPAaihizn2EWovs8kanhsysYs0BhavqQyhtaePXto27ZtSupqanz77bf88pe/5MMPPyQ3N5c777yTW265pdkbsZr7nEciESZPnsykSZMoKirilFNO4cUXXyQUCjXrfscilXOuMbSaB1YMrYkpqWtPuJy2wVQGhm+ovy11M+jtCVewZOd2blr0OV/v28uNAwdz48GH0jazLuuskux7Q8bNsvP3VIRpG/KozKusX5vxDCOJyPg95PZKdxtq/OTstO3FJfxx5nKe/OBbjh/YmYcuPIIjDmjHnuIwbfOD1f/wu+uLt4zSD/fUh12fThk/l4V4cbTcMolEgQb2lIVpG3B1zO9O153nypf/a1rxTxRvOvQcYcZdkcC9SKxTWgUYEyFSUUgglIeIx//veKdEv9N4nHaTzvNI9zv9JhJfy5gIkUghRfu3svjLO1mz7iVatxrI0MPvp1/PH3qOhd/qar+02sh4nTa92o9V1k8u+hnte2agas69TqmJpnnFwHKnR/Pccl6fbvuNO6/qe4Qg5Yi9E0qlyaaCkvAenln1Ivcte5zd5fu4+qALuOPQS8kMZZIXEAISoXpsrAqq4mglEkOrFM8YWtFnaM7l7NG0kON3iOplo3nOgXLKOR+WONK83mgYNWY5Ly9lEUNRYYTcvAAmIHG9sbw+o9+P0RhaipsZM2akW4UGp6KigquuuoqBAwfyySefcPPNN7N//35uu+22Zm/MguY/54FAgN/85jfs3buXa665hlmzZtGlSxfOOeccIpEG9GJoRDT3OVfSy4y9O1JYW9N4Bvd9wT5O/fBdTvrgbUZ16Mz3Z57LvYcdXkdjVj2SQs+YGTv31kxMptuJ6JJovKZUG7PsP+2d2mYz+cJhfPPwGXRuk8Xw373Dxf/vU15YsK2mJ1SmvTnjZ2W5tqBHml++82Yi6KjbWb/TE8z5BN0dR8trvNyeYV7j6Co7Y93e2He3yXpyKc2DeJ5OxM+TjADBnFZIhs//73j1+3luJaJTgt5ZfulOTyynN1YiXlsVFYUsWfIHps08hK3bZnPUUU8z4QdLOaDXOYQl4OmR4rW8rzYeWrVd5lWXtyE66wtLgGCwFWGH0c7PeJFImpe3j196Il5AfvU5+xYl6qVlbQGiO0p2MJ9rB17Od2d+wh2H/JqnV/2HATPO4tnvphM2Ti8tL7cp90k8Dm5jk9/+HUsmluXPp37fNxp6jKEJCDmtgjWMWcnMi/t5TFOh+VsWGgFesYaaM8899xxt27blqaeeonfv3uzcuZOHH364RRiyorSUOQ+FQjz++OPs3LmT8ePHM2vWLNq2bcvUqVPTrVqD01LmXEkP84r2pVuFWlC7v0WFFeXcvng+g/77GtvKyvjy9B/y5IjRdM7OqaM+tXCoT/Uyw1j/nR1/cOftL0qsnNdNZiLeS8kYSpzpbuOMs2zQR85tAHItr+jTNZ8Xrjmazx84le+3FXLj3z5i8n9XUG4ilqHJywDlTkvl5jRwuW9KvJYdun87x8drPHzmct6OopplneOaCGrUUjwIl+9n61cPEC7fn25VGgRjInz3/b94482DWPH1Ixwy6AbO+uEqBhx0OYFAyzhISsP7+XjrA5SGm/+c52fkcfeQ6/h2/Nuc3v1YrlvwAEPeOp/ZWxemW7UGpWB/mL88sJWC/U3RJFU3Wo6FQal31q5dy5AhQ7jkkkvo1asXS5cu5cwzz6R169bpVk2pZ1q3bs2bb77J+eefT+fOnbnwwgsZPHgwa9euTbdqiqI0IWZsXMehM1/n1Q1reOO4kzhz8GEc0qZdutVSGoDhB7Znzn0nMXZYfya/+Q2HX/cWs5ZsTbdaitK4SNQrqoZMpKZMsvX7xdmK50UWL93Ly8WnjFfcLKen1p49y3n3neOZO/diOnUaxahR13HYYb8jI2S9NMQveLwTt4dQVMbLW8rP88qr7mQ9ubyCsCcjF7HnPBEPqkS2eMHi3br5eWDF8tJyyzljaVV5alV5aTl3lO653fnryHu5csRPyQ/lccIH1/CTufexpXgfsXfsGCRSzK2KlzOYl0yMByReQeDDMbyzKlfPR2J7zREj3R0brSmhBq0G4JJLLkm3CvVKJBLh2muvpV+/fqxatYqnn36aFStWcOihhzb7vvvRUvv9m9/8pnIf+P777+nXrx+33nprutVqEFrqnCsNwyXtu6Wopsb5V2VDUSHnfPQ+Ez+exaX9DuLL03/I6d17cUn7zg6pRvzUsa6xs1x5l3Rpn5o247Ubr06395Uzzcuryy3n9kzy8txy/KGXkPDATw7mm2fO4IyjunPqnbO47NF57C4r8/eocscxqY2c29PL7Vnm9Ajz8jiL1WeoaQTwGMNLBravnh/L4BDFbymY0nyolfHKQybZ/Hj1x9r3amGoSjbdvbwwXFHCoiV3MnPGERQXb+Gkk//HsWOeJye3Xczg8VFiLX1LdBmin0xdDF+1fRtiLGOYVz2JprmDwlfESU/ESOZXJtabD72NWtaO0qN1V94/6e88c+QdvLX5Mw7+78/523dvY4zzpO1nhUqAWIYp9/nfb3OXScCY5WUIdI5fmJpvOYxl2MJnDpoiatBqAMrLm+/r1hcvXkyPHj144okn+MEPfsDu3bu5/PLLK/Obc99j0dL7ffnll7Njxw7GjRvHQw89RI8ePVi4sHm7/rbUOVcahvIm9wKXxIxPxhj+/t1KDp35GvvKy/jqBz/krsFDyQ5afy5T1+9a/E1ryLcauqjsd7IPleMZN/wMK27cxhh3mpehJhnjlft+wvF2wXJjaNU6g4evHMrnT53K4u93M+ji//LKJ+swQeNvuMr1SY+Xn129/RrGLb83Hzr7Ec/IhUvGmW7XVR42iRkUnel45CezvyhNg0TuuePJSJz8RI1fbrzixSVSLhFDWoL6bd/+KTOnHc6Krx5k0OBb+MEPv6RLr5OrxdeC2G9FdOJ1Y5+I15afocrLMybWb6+yXjGzYnnZhLF88vzed5GKLZbHVm3qimfUqvnmQz9LkRCQTH7Z/1y+Gf8fzupxLL/8/GFOnnU73xdsJ/5OFoNEjg8fQ1Uim/uNhu6YWW5jlnv/iXik+f2ONYdNDTVoNQBTpkxJtwopJxKJcNVVVzFs2DCKi4uZNWsW06dPJzs7u5pcc+x7Imi/ITc3l5kzZ/Luu+9SVFTEiBEjuOaaa9KoXf3SUudcaRim7N4SX6iJsb6wgNNnv8uNi+bxyNCj+N8Jp3FQqzbVZKbs3m5/a8LeWYnciLqYsm137PbcbcZaBuSUidWuV/ynWAQ9vjv/xDt/uw1k7vuPqBdUFkz5bHfl96GD2zPvuVO5+WcH87Pff8b5d3/CzuLSKgNVLla8q6ixKjfGluWSdxu4nN5bXvG+XHp6GufwkPcaU4/0Kd/trjmu7jLqjaUk4lTiypdAFvndT0QCWZ75vuUTqLsG8QxbsQxViRqx7LRwRQmLPr+F9/57LBkZrRl31kIOO/IPBDOteIsiWeS3PRETyooZPB6qe8VEDVxeN/iJeG35ecIkaryKV59X+265oGTRM/9EgpIV10MHjzS/Mol49zgNJbHq8zNelbi26kYcp1Er4PDUst7ikSWtOTH/WLIkBwjRMasDz42+h5nHP8q3+zcyeOav+fPKtzCVD8uiJ2wnPidat8HKa/+MZ7RyG7kc15JkAsB7GQADWcKwE/MJZEnccfbyjHPOV1NDDVpK0nzzzTf07NmTp556iokTJ7Jjxw7Gjh2bbrWURsopp5zCzp07mThxIk8++SS9e/fmu+++S7daitLCaFzP3V5YvYrBb70OwNLTz+ayAwcgInFK1ZYk+y2RtHpnVVIXT5tkysYylHgZZNxGMrfxCtdvt7z7j717FYhUlwvlBbj5l4NY/OpprN1axJCJb/H2F5uqDEt5VBmo8mJsThmnISsTf68tv6DxXh5nzr76LUGJ5dGGq3w8A2OC92CKEghmktd5NIFgZrpVSRm7dizi7TeHsXLZYwwZ/gdOOfNT2rYfXE0mEMgkr9VoAoHm0+9ECQYy6ZY3mmAL63tmIIPReUPJDGRUSz+9+9Es+8Fz/LTPSVy94G+cPvtBNhXFeHDUBMnIDHDY6DwyMlueeafl9TgNjBkzJt0qpIzJkydzyCGHsH//ft5//31efvllQiH/f87Nqe/JoP2uTiAQ4OWXX2bmzJns2rWLAQMG8NBDDzWwdvVLS51zpWEYk9823SqkhL1lZfxk7odc/sUnPHTEkbw19lR65eX7yo/Jb5kvFRnTxn9MmjtjDvXu+4A+rfnkxZO56sL+nPmLOfzqzi8oLmk8Rtq6MqZ7y51zxYfoMsFYJOABGqGEvRtnEKko8S+frPdUvPxEliHGq9Mj3QQjfP3lo/zv9VEEAhmMO2cBhw6/vcbbC00AwpSwd9cMIhGr387g8U65eB5b4P1IqC7LEN358byzvOrzWoIYpSRSwqq9MyiNlNSQc7eTqDdWIl4/iXgCxdpKPcqUuNKiXlphMgmTWS2eVkmkghl7P6QkEqZqR7J2xFYZrXl65E3MGHMni/esZchbt/La+kV2D+McaH4Pd7y8ed2eu860qCewQ8YrZlZpdLPHJJ53VgVQWBLhwxl7KSyJxJynePPZiP3hfVGDVgPQHLyXioqKGDVqFDfffDPHHHMMW7du5cQTT4xbrjn0vTZov705/fTT2bZtG8ceeyy33norxx13HCUlHn+wmiAtdc6VhmFsflN605/336HPdmxj6NtvsHTvbhaMO4sr+h8c1ytrbH4b3/rSTiJLwBK5GfVgbAcf44ZXe4l45sRbbuhOjxHrKW597j/0zvpieWfZHlBjh+VX95ByeFCF8gLcedNgPp1+Cu/N3cqoH/2Pbzbti+2ZFc9rK/qZSU1vLXdf/LyyvPrsHA+3N5bbSwsY2yOGQcvt5eZM98tTmg/xDEtxZEyknJKdSzCB8sTriddGMmVjxdlKxLhlU1K0jdkzfsCiT2/koCG/4tSz59G2w5Ca9dhlTKSc4uIlRCivZqyKGrbcxi2IH2fLa4lWbZYh+hm6/IxXsYxNXoatMlPOzpIllJnyGnJ+dSVqdPIzfvkZtmIZYZxbSYwy0eWHpZV5VYHinUHiyw0sKfnajkMZtSBV3znO6DGKr05/lOM6DeJHHz/BNfNfpjRcQeydG3+v2kS2LNdvWzW3MasiZBmy3OPoZeirYQwsN6xcUkJpuUnYsIiPTFNDDVoNwL333ptuFerE/Pnz6dq1K/Pnz+fxxx9nzpw55ObmJlS2qfe9tmi//cnNzeXDDz9k8uTJzJ07t3Lfauq01DlXGoZ7t6yuQ+n0/j0xxvB/3yxjzPszOavnAcw79UwGtWmbUNl7t6yvY+tJ9r0xLDUE7l3tETMtUWNWrKVosQwgcbw8apRJJHaUW87LEOQyHt374hb/5YC2IWrE0R1YMHcchx7ahuEnvsMLb6zGtIaK3JqbiW6tqW7Eim6uuj3bzXbo6BVXy8uo5TUO+P++d/4W/7F2o4arlk0dDVw1ZGpTPtG8WAauRPUJwfatH/P2y0PZvX0hx5/xX4Yd+yjB7OyEjWHgbaxyGreSibMF3kapZL22vAxkiRjDvNLdhrUI3gaMeJ5TXm3ESvPz8vFK82vXbcyKVY/TqGVtGbZRKxNr0gNUuUJ5u011yu7A68fdwf8N+xlPfzeHo//3OKv273DMgs+BEevhTYiqa4XzrbrOvOi+n02NAPAVIe8+u2OLxTIGut9ymEgsMz8vv6aEGrSUmDzyyCOMHDmSzMxMli1b1qyDeisNy4033siSJUsIBoOMHDmSxx57LN0qKYpSJ2r+ld9fXs6P587mrq8W8u+jx/LosKPICiZ6Nx59CXUjJJEuxDMQxbqRbAgSMZb46eJlnPHzTPIzZjljUjl/B6gyKOVR09hkG6dyumTw3L9H89CjQ/nlFV9w6RWfs70szF6otu2yt31AQRBKsqqMXJ6GLb+3IbqfsrsNV37LTfw81XClOcfbbSh0p7lJxAimND2i8eTieYPGcSyprKshjF/JlE3Aa8sEDV8vfIT3Xx1LXus+nHbhIrr3/4H3+cZLD4+3O/otM4TYyxKrpfl4bfkZl9xysX7jKuP1O17ZCFVXTz+jVVRPP5m6brEMWMksQ4xl1KoybEWNWhngWIIYaxPJ4NqBZzD35DvZU17MiHf+zH83fktcY5afIcttP3M+tInK23LR/SecYRuy4hizEjH+VVBlxIznzZWIUbMpoQatBqBbt27pViFpIpEIZ5xxBjfddBPHHXccmzZtYuDAgUnX0xT7ngq034kxePBgtm7dynHHHccNN9zAj370IyKRFHlIFBTAxx+DaZgb4pY650rD0C2j6QV2/WbfXka+O40Ve/cwf9wEzu7VJ+k6umVkxBfypBZ/yxqJdxZAt0xXv2vjneW+UUzkZtNvSYVffbG8seItMXQbt0JAJnTrnFHdwOUI6G5aQ0UWFGIZq/aJMPGX/Xnjs1N4790tnHnCB6zaXMxuqNz2xdgKglDhNmx5BYQPUt2o5bxB8RoH9/jGW4oIdGuV5L7uZQRQFA9EAoRyOyPStG77KsqLmPvfC1j00U0MOOJaTvrRbHLzeyRcXiRAKLPp9TsViATIDrW8vgckSKdQJwJJ9HtEh34sGHc7x3bqy5lz/sm9Sz8k0kD3DqkkEBDadA4RCNTXC3YaL2Ka4IQ1BCNGjDDNYRlUbdizZw/Dhw/n+++/Z9KkSdx9993pVklpAdx+++388Y9/pF+/fixYsIC2bdvWvrKSEnj2WdizBw4/HE4/PUVaNgwissAYMyLdeih1Y0SHzmb+uInpVoOGe95W9Sz63c0bOe+TWZzRvSf/b+Sx5MZ4eUgi9SVPLfqcjEErFR5ayeTV1qAVq163V5BfmtvYFf3uMsh4eiOFXHLOclmOcg6DVrU05waYLGuviMZSAet3KbB9ZynXnP8Jq5bv48nXjmXoqI41uuS0n0XzsoFQ2FFhKVVRiJ1p0d8VjjTnI3SAMvzXejjlwq50HOkVrnJQsy480h158tBUvYY0Azr0HmHG3exzL5LI6TGR02BdZeKV98uPVS4MhfvW89GbP2TfrhUcNe6fHHDw+bWrzys9Rttel4GAx1h7yYmHXDznSS87d6K/ky3rdXp3/o51yXA/30gkzZ0eb/W728HOqy53KKpovvXcIUIQK2ZYgHKq/JmisXpLgQLHJ47fhUTMLu5Z+j/uXfoeZ/Xozwujx5LfrtASiz7wyLc3Z1q2I8253DB6oXEsWTfRa5ntnRUOVD/Nuy8fXp5T7u/OT6/g/zi+u/P9ZC+QpnUNaVlm2zRxxx13pFuFhFm6dCm9evVi3bp1TJ8+vc7GrKbU91Si/U6eBx54gDfffJP169fTq1cvVqxYUbuKysth6lTYssUybC1fbnlq1TMtdc6VhuGOzatqWbJhjVnGGJ5YuZwzPnyXWwcN4YXRx9fJmHXH5rrG0KoH6suY5fiHfseqzcnpFGu5jxfJLkvzMma52/dKj8q7vbOcdyVOY1YW3PHXzdWX/eVZXlnVPLMc226sJYV0yOLht8dy8oUH8JOx7/PiS2vZBWx3bFGPregyxCKsOkuCjmWIUY+tWF5a7mUksbzS3OPkvrOz5e74eHOVjFMeat4JKi2DWI4WQdfmhb2/mUAFZYVrMBGP64F7eVSMemLmJVs2Rrs7ts7j3RePpLR4Gyf/+OMqY1Yi9TkwpoKy8jWYYEXN48qn7VQtQ4ziND6kYhliIrIVQMRUsKdsDWWmqnSsoPDuZWjg3W5dtugb+5wxobyW1pXgHy8qWoc7z6o3QKkRvivbSJlxrjV1nnijQa2cQa6sSQtIJvcMOYM3jruQ97au5bj33mBDQVHVILirCzmqcsTGqhFHy2HMCmfam8OY5eyT83uscfBaQlhWYdi0pozSCuMrk+hcNTXUoNUA7Nu3L90qJMSbb77JEUccQSgUYvny5YwfP77OdTaVvqca7XftmDBhAitWrCAYDHLYYYcxc+bM5CqIROCVV2Dt2qo0Y+D992FVbQ0CidFS51xpGPaFG+mb/hyEIxGuXvApty2ez8vHnMDthx4e9y2G8ahdv2vxd6wRLTcER7+9blbjxdPBIz/Wzaa7jJ8LQKzlhV76uR+huw0+zs0RhH1fUdi6CbCffpcELaNTIdWNWNFtl/25HdgdCnDhn4byyydH8PuffcYT9y9jmzHVjFrbXfVEv0fbqPCKn+U0armNc15j5L6HchuxPMZ3X2k4sXhZznKJLitVmi6JGJwgpnErUlHM7q+nEKE4dcareEaqWpZdv/J1PnhpLPlt+nHqz+bTvvsw77751edIi0gxuzdPIRIujt03j3q8YmzVNng81DQW1DV4fFzjUaSY73dPIRwp9m07HKPOeMavum5e9UeNOYmWdxt8SoGCSClTd0+lIFJBhAyqG66ixiy3n1f1tLN6DuLjk3/CjrJiRr75LvO376wp6nxhSMijeufSdYcxK7qvlAZq9jeWwcnPuOccx33FET6cspui4kiNcY5VN45P9/emghq0FACefPJJzj77bPr168fGjRs56KCD0q2S0kI58MADWbduHb169WL8+PGJB4s3BqZPh2++qZ5eUADZ2fD661BYmHJ9FaXx0nB/S4orKpj4yQe8tn4tH598Rq3iZVXRiI138QxJiRoiEk1PhGTKJmIM8yoTrz23gcfPS8kp4w4KH92kKi9qzIoanfZTZcSKGqc2O7YN9nbILw7kyv+O4ZUHV/DHy+axoTzCZmAb1Q1bUU+tQixvrajHVkyjlltvv/hgfmPpZ+Dys/36Ga+UlkkiBq54nlvuumrbTiyZRI1fDr7+/DE+fuNHdD/wDE646H1y2nSpWc6vX37tBDzyEtHbQSqMW078jEtey8zi/XanOdtwv+XQSy4Zry0/g1ttthJX/W7DTjTN7ank3JwGoWhaWWVZK1B8TaOW29rkfA1h1XZEuy58fuqP6JGbw/Ez3ufttZu8H8Y4DVhezWRXN2aV2lt0PEvx98pyG7GcaX4GqkSDwsebw6aGGrQagIceeijdKsTkpptu4pprruHYY4/l66+/Jjc3N2V1N/a+1xfa77rRunVrVq1aVRks/tZbb41f6L33YNEi77zMTMuY9fbbKdHPi5Y650rD8FD3/ulWwZedpYWcPOttVuzdy6enjGdo+w4pq/uh7r2TLJHkXzGJNDrvLICH+ndPPG5WPJl4RjTnDWLI8en2PHK3kYghLZ7RJ7qMz7E9dG/3asasIscWfWth1CNrO7AFy4i1Blhrb2uAzFO68eNPTuar97byp7M/4vuiCjZS06CVsKeWe4mX142NnwdJrOWYtsxDY7tXpTnr8MNvfupiHFWUNGCMYdH7N7PovRsYOPIGjjnnZUIZOelWS2nhdMvJY/b4kzi+W2fOfHUOzy9cnW6VFB/UoNUATJ06Nd0q+HLRRRfxyCOPcOGFFzJnzhwCgdTuEo257/WJ9rvuBAIBPvzwQ84//3weeughfvrTnzJp0iT69u1LMBikb9++TJo0icLCQpg7Fz75xL+y/fshIwO++qr6csQU0lLnXGkYpu7emm4VPNlYVMhx783EAJ+ccgZ98lultP6pu3ektL6mwtStu9OtQtqY+lrq+t5pcFsu/uRkdn9XwL/GzWbPxiLenPQV1/WdxkXBl7is7zT+MekrigvT/0x66oqWO+dKDOIZKBP11hLixtpKmcdWEnpGAmE+f+sXfD1vMkNPfYRhJ0+u/mY+vzr9Yoj5GZhj1eWlm09/a+ut5VyGGPXY8vKI8fPWAv8yfp5VbvlY3jiJLE1LdhliovGfnPUn6onk3NweTmEsTyWnl1Z1Ty2nS1V0vaD7KYVFXk6IN08fw4WHHMDP/vMZD7y/jEnTvqLvTdMInvsSfS+exqTnvqIwUlHD8SuSaW3hTKgIVV9mGPUwS8STLZY3mzvfeIxZbeahqaHPcRqARX5eI2nmrLPOYtq0adx88808/PDD9dJGY+17faP9Th0vvfQSbdq04ZlnnqmWvmbNGu655x5mvvIKsyZMIC8z06cGrNharVrB3r1WPK1LL025ni11zpWGYVHx/nSrUIM1Bfs5adZ/OSi/Na8dd1Itg7/HZlFxUXyhhiARz6hEbjwTTF+0vziBBpOkNsvV4nn+OD273HGzgo5Pt+dXyJXv8NRatLSYiqD1p93pmQWWJ9VeqjyqnGn7gHDla6WinxXQK8jxH53Kh6e9z/0HzaCiuOrv+tY1hTx7z1I+m7mJv806iZy8ULXu5NnVSBjrZgWq/u2HHX1w35G6cdvLPMot2loMh/mUDzlkgz4ySvPFfez52V995AKhXNof9gsCodyargx++1u89kIx8uOVt/PDFaX8f/bOPM6J8n7875kkm+wNe8ECy6GCgnigIHihFa3VopZqtdYetlrbaq1VqvWodz3qWWs96tGi/Vmt0q+t9aw3HoiAeCAgKNcCy7IHe2V3s0lmfn8k2Z3MziSTZJLJMe/Xa167eeY5Pp/nmeSZ+czn+TxL/3UW29Y9y+yT/8oeB/54eDuB6DK6dUa+Uwp9RGcJVRPPRXSXhAx6RurS08s5PC1irFI6+UaMWsqdEbXyRYxakZ0RtZqKVOFAuwvVZZSfHWIJDVXngji06iagk1cPrXaTJUB0F6q7U+uc8nNQ9Vk51UT+9wCCWMK3q84lKJaEN6kVceMarE8c3I4w0nJp+H8PQ9vaRltDXQ6RRSfPYWRVEVf++9MovTbv9HL9w6t5cdkO3nxyHqWlzkFjVjDcbFAcMkJFWtAyKuot+9Pa/FZpiIzgKBGZfW4Vcok4rF40/ld+1ttIN1ewDVoFiCRJHHfccbzxxhtcd911Ke9kaGOTburr63XPLf/8c+6oqeHao4+OXUlv+MF469bQMT7RpUw2NrlC+m9H1nd1MO/NF5lZVcNThx2N22FWcB/7ST0h1HdxiS5X08ofq87I51h1axmy1IYvtZEr/GZbdoce/iLL/iLGrIjvUifQylAsLIDdOIA6YCRQEU6NrBEMAr24a6DuuO20rVyqKfK65e08csdafnTtfporMD0K+5jSVjasz5RGLuWlbMRAoIyhpawjkadP++tTGCRo4BJw4CoapZ1P/f2OZ+BK1LilPh/OEwz4ePepU9n51ascfsZiGqYtiF3WqNFMoY+AA5egiMMVz1hlJF0jTb3boSAN3xVRDGrnU8bX0jNuRRktdMRUixcUHDhco6LseOq8emX1LhOz7yz0jFdKebQMX0GG//xGynkEB2WuUYOeSSGPo1DHl4QNWyIeRY0RnycPoVlH1XLE8OgSqCwbMoypWf5pO3csWsu1V+83aMzyhcc7YsyKBLKP6KNl0EKRV50Wz8iFQ6BklAuJoVhaaOVT1aOVnmvYSw4zwHnnnWe1CINIksTcuXN54403uOOOO9JuzMom3TOJrbe5PPbYY4P/O4FfA5WK84s++SR+JX4/VIQfdj780ETpQhTqmNtkhvOqx1otwiDrujqY+/rzzK0dzdOHf81EY9ZwzquuSyB3grdkRmNnpeqdFWsZjg7nNWjEIUulm5MJBG/EO0vpbaWlp9YqDqVRK+KZFc7nA84+r3rQOysSEL6TaGPWTmA3FeymAtgb2A+YCRwePo4JH0cBs4HZbH3qq5gqv7ho02AcrV6ig/UGtOJ/aQW0Vxvx4gXmVtR33kHVQ+X08moZCO1X0/mLgO5SvSh0lsdFCA700LL8HoJST/z64l23cdqKex4Iyv28+89vs3Pjaxz5vf+EjFnxyhptV9lOoIeWjfcQlHv0lx/GaidO/XoypWNZ4qBOiiOClpePL9jDxpZ76A/2GF5qFm8ZWrwliQGDebSOftVfZbp6Nz9lQHh1MPXdwR4eb7mH3cEevKpzvYgM4EaiGCgLH+HtdCkjOlB8GIX71+MfbiYWi57eRKAYBtzQq3gxE5Gzh+FB37V2avSp0tR9oLdU0dsT5M17WvD2BA2No5Gg8bmCPQ1mgPb2dqtFGOTYY4/lvffe47777uP8889Pe3vZpHsmsfVODJ/PR0t7O+N0PLG2bt0KwDTgDuBUou9NtnZ2apTSwO8P7Ya4bh34fOB2xy9jkEIdc5vM0B70Wy0CABu6OznmjRf4+uix/G32UThE2aSatV1L2oO5eGuVADp3Ye1+A642yrKJBoJXlnHqnFdj1CimrtehOqc2fjkBN4PLDFvag4wi9H/ESyuy4LadkDGriwpgz3DqFCTfHvjbq3APhA2/LeEKSoCGUJJ3a2tMsVu29tJF1E7rg85YkeWHgvK1eMQbS+mV5VR81vP0UKIY5va+4HD3iUS9rmwvLRstZBlpoCd0/2MxwYCPd574Ns0b32Dumf+hfvLx6WtMlpEC2aF3ppGRQwZMCkt3GZk+qQcpCb19UoCWoJdxOo5YW9tih0DY2mhtiARZBl+PVIiXu+2hlQkWL15stQgAfOMb3+DNN9/kzjvvzIgxC7JH90xj620cn8/Hz3/7W8447zw2NzZq5hkzdizjgVeAI4F/E3rTEWF8ZaVWseH09YViaQUCsGFDwrLGolDH3CYzLO7YZbUIbOrp4pg3XmBu7Wj+OvsoHCZvIqLF4o7CNBQv3tlhtQiW8dzijoTyS74AG377J9ac93P6m7TnkP4djbjivMCoHm/eDs/JsHhth6Xt2+QARry1zMynF3g9kToU56Wgn/ef+m7ImPX9/1A/9Xjj3l5Gz8Xy5NLTRa9MvDQDXlxqTy0Y7qmll08vgLzSpq4VQF7LY0tv6ZqRvMl4aynzRDyK1F5H8dK0Pmt5Zik/9wB+GPTO8iqOHiIvSdwEKCOg8NLySUX8fNd/OaPpSTb7+xj00lJ4aI2pir3z5vjxJfQ7h3tmReTS8spSe16pA7hHzhvpPx9DQeGVdRj1rrM9tGyynm9/+9u88sor3HzzzVxyySVWi2NjAwwZs95ZtgyAs84/nyfuv5+JDQ2DeTY3NlLldPI0oWnnv8DXVfWcfcABxhsVwoFKvvwSpk9PRXwbmywkPbci23u9HPPGC8yqquXvh34Npxi5bcoGktDZ6HJDK9B6cEzfqs7YaLWrXFqnXvqm5ymm/Ktcshdpwzl0Qy4x9CDQC4PLACESDN4NTACmhY1ZL9O5bDUAa397PlOn30/t7gZKCC1R9E5oZO3S8ymrqmL39u26qh5y9iS6CDl1Rby0IgF8HYT3w1IuKQww5JGl9qoKEH2HbeSrIsQ4p/Tcivyv9MZSe3bZ5AfxrgkleuMfuUYjyxdTqS9evC1lHarysiTxwf/9mO3r/suRP3yW+mnHD28jlgxGz6nrFBn6fVJ/TyPo6WGkfa22NfKaFWcLQp6iatG0fmJkon+K1D8h6UT9ExgvT+R/dTllOkQPZSSfMqaWnyHjUI+qbMSAVAoEw6VLKSMoSfx81y280/clAGc1PccT9Ycx0cXgdbI54IfKaojhpfXdsycNGrIiBqWIDlrGSC3jolZMq4DOX63/JYaPrV7+eOdyCduglQHmzZtnafvnn38+zz77LL/73e+44oorMtq21bpbha13fNTGLIDm1tYoo9bmxkZ+et55/L25mfHAccA5DIVtjLCjuxvDdHeHlhrqeIMlS6GOuU1mmFdeZVnbuwd8HP/WS+xTMYKnDjsGlyiSKWPWvPKK+JnSiRnxsxItA8yrLk+uPS2SiZ+VSnvqpYZKQ5dWrC1n6IEt8hb/0Hnlg8sNI38ji8pD/nqjgYlIvols+O09dC77bLAq/0Ar2z85n7vqL2Wiq4bNfpFT37kUf7CVEWPG0NvRgc+rnkHAVebkwPMn00korHwpQ0Y1CBm3AoBTbcRTB7hXPllpRXJGkU/Vr/P2UIy5VmB5m8LESNB2iGnwERwuSsbNQXC4EjOExcsXSzZFeVmWWfHsL9ny8T849LtPMHbaScbaiGWo0junSBcEFyXVcxBEV+wyenokakSLJ5MiLVEDV6I7JMqCi9KSOYiCK66hQm3gUhuQUH1O1fChZ+zSMl5F/qoNX+rzkb+y4GJCyRx8gmvQlhkJxB4JBR9QpHmlIFfsuoH3+oZ2L2wO9nBW0zs8UT+RiWWw2evnrJebcFWPxt3crjmHAJTVeehU1K80QOntVKi1u6BWPuLkCwK4BMbOKQGXoJkn3mfboGUTk1mzZlnW9i233MIDDzzAOeecw4033pjx9q3U3UpsvePT0t7O+q+GB+mNGLVuuuIKrvv977np/feZ1tvLzydPZk1fH+U7duCVJMZVVHD2AfuzqaODhz76iIkjRnDFkUcaa9zjgfZ2GBiAoiLDMseiUMfcJjPMKrHGsNMXCHDS269Q5nSx+IhjKUpLAHj9p/ZZJWVpaC/7mVWZwPK3dMTPUteZaPws5WcteVTB0yM3+z5gn1klg/+rY2j5KCG0o+FY/Dur6P2qaVjVbcFWzmq6hZtqfsRVrY/RGewAQHQ4GDNtGh1NTfS0teH3+SgdX0PDd/Zgx38+55mfLOM7zx6J1ylSQbRBK/JQITtAiMjtY8hwFbmEHYo0h6Kwlv6qy37WmPCYa3mSJBpHyyZ/ScLAJTo9lE+Zp30tpsvApZDr89du4sulDzDrtAeZOOtM/fJanlFa7Rs0bokOD+XjVC8bY3hRDZKogcugl1asNrUMVxEDV1KeW6KHsvJ5qH2p1eH9MoXyJxH0jVfqn04try21ISvyvxNA9DC+fB4DhLyVlO8gIp5T4RWEAHQG21k3oPEsEuzjrKYvuWmvKq5a1kpzXzBqDuluaSHg81HfUMKCn0xi25ZervnlSorGFHP4KeOiDFhqw5ayD2J5YsX6X3N3Qo9I/bxywx5ZenXmInYMrQxw6623WtLuY489xpVXXskJJ5zAI488YokMVuluNbbe8RlXX88T99/PqJqaYeeaW1s575JL+O2yZRze1cXle+7JW9XVVI0bx5gRlUyqq+PLC8/nd3OP4NGT53PcHpO48o03ePrzz4013tMDoghtbYbljUehjrlNZri1ebOBXObepgYkie++/wZtAz5eOOp4Sp2RSKmZu+25tXlHnBxJ6GzW7oZqTyOt84mgiO1y68bmYWkJk0pZLfSWFaKTrvW0oZRJ4d0UudEPAg/f2hwVV0QZByW0v+1IoB53bz1TF96Py6UxhwQ7OLf5HprDxqwIosPBqMkHMv/jLzizO8jJm55hxm2nc/Srx7Nj5W5e/NVK+mWZfqKXhETFqlF7ZWmh7Au9PlNx67vN8XdEVD/JKfvTfkVto4MU6Kf7q9eRAv3xM5vMxg8X8dlLVzP969ey12E/y2jbUrCf7qbXkYKZ19tqJKmfru7XkaTC0t0v9bO++3X8BvUe5arnrvr7qXVozSN+zn2rmea+oXse0eGgatw4Zh43k+VbT+PdradwwXX7c+3Dh3D0KWP53RnvsXppq2n6JEKgX2LL690E+rM4pEKasA1aecrSpUv5yU9+woEHHsjzzz9vtTg2NppMbGjQNmrJMtdt2sQJ7e3cPGEC/66tBaDOXcSBxcUUeaKD+/7njO+wT3U1Z/7rXyzbti1+w8EglJWFlh/a2NhosnDVByxvb+GVo0+g2u2JX8DGJsN4RjUwde/7qdZ4GNGi3FHD1OPvxzOuISq9dHwZp74wl8//vpk3bl+bDlFtbBInXtwrGB64XcMoKgf99DZ+gCz4hwyjsTw54xnrjeRzQNOG//Hh0+eyx5xzmH78tfrl1XXEOpdAWVn009v6AbLkH34+EX30Xg4kInu8tHB6JDi8Mkh8JIi8Mpi8Vr5IEHnZAZLop6f3A/yyf1jsJr1g8qg+J3P0q/5XBzhXB0HXKqfMpw4oH+voAXplP1/1fkCX7KcnnNapONrDR1v4aAYEVwPX1t9PjcF5pLrGwc3311PU4KI1XE+nU+TSJw5lr4OquOyUJWzY2BMVkD5yKGXV00Pdd7H6TXn0+mW2f9DLgF8e1qdan9Uva5TpuYZt0MoAEydOzGh7O3bs4JhjjqGmpoZly5YhZmAnKj0yrXu2YOudQBkNo9ZF27bxvV27eHDMGP5aXw+EjFmLDjoQT1BCdkUvExRFkQ/O/TE1JcUctWgRO7q6iEtfX+gwiUIdc5vMMLEoswal+zes4eGv1vHckV9nfKl1y/4mFsXemS4nMeBJM7FYZyl0ur1wElm+qBUPK1JHPK8h5UOnI/rmun5iUdQSROUBRYTCtldBE9AEE7wN/LP+UkY5RsRUbZRjBHfX34+npQFaCB1UhusrYcSMKk5cfAQv/O4z3ntma9TNvuaNvpYBQe1FFWsZp4qJVRpjbi8ftIH4Bh41MYxbuvUaaddoPqCreR3vLTqdUVOOZdbpDyA4hdhyJWvAildW0DmfjEFNz3BotK548mqkpWTgEqKNXFq/Y8nsgBfPSJLIoTZeqY1c6p0NtXY5VBqIeggFho8YszpU/3cQ2iykWXHsAPpdDfyi/n4q4xi1RtQ4+NX99QQaXGwHdhE2aAH9xU4u+c+ReMpdXP3Nt9m5e2CwbaV8esYsPT3VBr1YfS9rpGkZr+KNea6R7lsjG2DhwoUZa2tgYIAZM2YAsGrVKopMig+ULJnUPZuw9U6MiQ0N3HTFFZy7cCFOSWJWdzdP19Zyh2K3w2uPP46GSRPhn4uRa6qRpu8bVUcR8MEdf2Dary7h4L/9jcYHH8TpjPMTV1mZlLxaFOqY22SGhXUTMtbWK02N/PqjpTx12DHMrK5Nc2uxly8urKtPc/tZguoBb+GkuqTKxXzgVOd3qv4abSMW8bwbDDyQ/2BhHe1EB9EdusF2MrgHYXizqVJgoquGm2p+xLnN9+jWe1PNj5jqagiVG9yoyk3EMhcAxh5fz8l/OogHf/QBU/Yq49AZoc0YlN4Mg/L7GMJoEPcYui88om54QJnI50TjaNnkN1rXkd5TaOT7JxB/SauR+gzk8/W38fZD8ymuqOfwc/+J6HANz2QwoLxmG7HOK89prbzSK2u0TmW6hbG2YGj1vDKYvBhU5BOi8ytjbgVUvydOhv/EmBVvS62Snorqnz0tubRkUv4kD4TPDyQhY8DVwKyaK3itWf9+ft4VNfQ1uNiil6HWwy9fPIpbDn2Vu05/l4teOhqHU9T8+dbqWyNpenkCDO1yKMepx2jbuYLtoZUBLr300oy1NXfuXFpbW3njjTcYM2ZMxtrVI5O6ZxO23omxubGRq265BYCAKPKTffbh6j32AGFoz+rr3v+Ar2bNBFFEnjKZwIJThh01P/4R/37pvzR3dvK1P/8ZTj019mGiV1WhjrlNZrh0x4Y4Ocy5FdnQ3ckZ773B9dMP5tsNkzRyZPap+tIdW2OcTVBnQTIWP8uoZ0Mq5+Nw6Rc7rPPO0fOeSLRcAg/PyqUvd126I87Iht/lhxyraAc2+/1c1fpYzFJXtT7Gcn8jlDNoE9O6hmb9fDJH/GgS15/yDrt29ceWJZ4BEQyP46UvxYsXF6fNeOdscg897yItYnkJCQKiuyx0T2VgiaJmfQa9s6RggHcf/Q4DfbuZ+/P/UlRcaaweo95biXhoRfR2Col7fyWaHksHrTKJ1K+TN7b3loDgLAOEuMsT1d5byXj0xPPa0lr+lkhaLC+myHK+kEFLQBDL6EUYTO9UHW1ELzncAnwFrJIbebv1FmLxwi2trG70s5WQZ1czQx5akaN47wq+//ThrHtjF/+8/JNhSw1jeWnFW4KotTQz4uEmCSCWiQwI8fs13pFr2AatDNDfn5mAfJdeeinLli3jz3/+M4ceemhG2oxHpnTPNmy9jbO5sZGzzj+f5tbWwbQBUSSoMGYBtLS28dNf/wapuxu5VH8HsMOOOIxbb7+Vd999N6NeU4U65jaZoV9Kf5BPb8DPt995lePrx3H5tAPS3p4RMqF3RjFocOgPauidiLEiHcYws4PM6zDQLw1zHht6jovcxndCLVALOysa+U7T74YFgFfTHOzgqqbz6a9tHCwbctUKPRIonxd/cM9BjJ5UyuWnvot/IDNG3P5AeMyN9nESRjObwsRRVEbt4RfhKCpLe1uf/OcKWr5cwuHnPEN53V5pby8WDlcZtftdhMOVfr2zDYejjLr6i3A4Ckt3l6OMfWsvwpWg3r3+Rj5vPB9/sDVmvv7WIK+f30RXoz9mvinHjubk2w/kzTvXseKJzQnJkiyuMgf7XFSLq6zwJgTboJUnPP/889xxxx2cdtpp/OIXv7BaHBsbQ2gZs2LR0tqG1N1NZ5yH3F/88hd8+7Rvc9ddd/HSSy+ZIaqNTV4jyzLnLnsHSZZ59JC5CCqDso1NNtLf3MjaNeezO85DSARvsJW1L51P//bGmPmcRQ6uWnwEO7d4ue/yT8wQ1cYmdYx6TanyymIQf18zsqRjnDXisaXVvoqtKxez7vU7OGDBrYze9xhjXl3JyBNLDrXevc3IctBY2ViyJeqxFUuHePXEa9eAx5YkBPEPNBMUgwkHlI8sTTTTaysVr6xY59RxtLrlIK3+ZrrloGYMrdbw30j8rJ0O2C42srI5vjErQl9rkP+d38TGRn+Ut1fEUyviGTbj4r3Z//sTeercD/ny092GvLK0vK+UAeFjBYb3B2V6mv34g3JC3lhaY5tr2AatDHD33Xentf6dO3dy6qmnsscee/DPf/4zrW0lSrp1z1ZsveOzralJ15hVW1PNn279PbU11VHpDlmmSJL491vvsKNpZ8z6//r4X2kY38CCBQtoNWgwS4VCHXObzHD32Clprf9P6z/nxaatPHvkcZS5NOKdpIX4t013jzUpdpiRpYZZxN1Tx8bPpBeMXI1Rz65k6ovki7VsKQGcwKV3jx0UJxJ3fnCFIL1AF9CKr7SJtX88H79/+O/7KMcIHhl1kWageH9vK2sv/QW+ni8ILVjsQu2h5QCqaz384enDeebPG/jfs7ENYFEkuWTz7m+O1c5XeC/bbRLBgHFLGuilfdkjSFKvMWNYEgaurpZ1LHvsxzQcdCr7HLdQM09c+c0wcCmQAr20f/EIktyrX79B41jMc0bKJBJQPpbh0ohRzQlSsJe2lkcIyr0xA8pLjuEGLlkcbuBK1MiltxNfrCWJekvjjC7N6wE6pV42tD9Cp9SructhjwO6XdBXEjq8nibWNGrPI66aGqbceT6umuHxdgdagyw7v4ntTf5hSxo7wu16BYFj/jKLkXuV8Y/vvEd7t1838LtWIHijRr7I+Z5eiS8faae/V4rZ13pjFsFecmijyaOPPprW+g8//HAEQbB8R0Mt0q17tmLrHZ/aqiqm7Lnn8PSaah7+4x0cOecQHv7jHVFGreJg6Ce3tK6W6qqqmPWLoshrb7+GJEkZWYJbqGNukxkebduetrpXtrdw6cfL+Nvso5hSMSJGzsy/t3u0bZfOmTTdchkxHhjxikixzUe3tyVYSXLtJCyrsq54D6gJVhfh2UfbojZQdBMK/F4KhIxP7UATrrE+SvYaN6yuCkcNd9U/xMyS73Jt/UOUaexaVbLnKFxV3cBOoAsHvkhILkWYeNhvTg0X3XYAl/94GZu/6k5MqQR5dEWcMc/Qkk+bLCOWcSOVvInkjxN3KzDQx3sPnkHxiDHM/snfEFw6MauMtGckj1Hvp0QNWOrzRssmY/hKxMCllx7P8CVEp2kZrsDYrol6Ri69+Ft6RhOlwUvP6GXUgKU8hmJohervDaf1O2DAFToCHgi4IVgOjAgdrlFVlIwY/iziGlnD1PvvYcRhM5l6/+W4asqH5SnZswyhqpxeXHTjoBtHyJClkEcqcfKNxUfQvaOPF877kG5ZTih+Vqz4V+rzQUJB4ZVec3r9b8fQskmY1atXp63un//852zcuJF//vOf1NQMv2mzmnTqns3YesfH7XZz/623cNghMwfTIsasCeNCb+gnjBsbZdQqCS81PPnUBbjd8XfwrK+v569//ytffvkl5513XiKqJEyhjrlNZljd79U5k9rtR5d/gDPee4Of7rmPThB4a1nd32e1COaRgJFndXeaY/Ila8gyC41L1knouW7j6v7B/4sIGbKGjE0+QotGdiK6tzL5D6dROfvgwTpc7homHn4/95Q3cJ4Ai0Y3sMfx9+MqHro/qpy9P5P/cCKiezvQAuymgiEvMDfgYeg58/sX7c2hx4zivDPeZyCReFrqB9U4xqjVuzTGPJlxsnpsbdJPMkYrZYB5o3XHQmGM+fjp39C1cx2H//yfuIpVD/7x6jOiSyIGLjVinPLxjEJmGrhi1Zeogc5IuqiTN46RS8uLS9eTK4ahyx8+YhlOjHosxTr6FW0NuEASQVIasIpDh1xCyJBVOXSI1W4mH/8HKifMHuwT14gapt5yP56GcYAHT8MEpt7/C1w1ZYN5KmfXMfkPMxHdIwlSRgA3AdwM4KIvbNiKHMV7V3DkQ7P44qmtrHr4q8FA9qnqrWWokjHmJWcbtGyyhldffZW//OUvnHXWWZxyyilWi2NjkxCSLBEUg9x143UcNmvmMGNWBKVR64hpUwFwVFYYbueUb53CGd89g4cffpglS5aYqoONTS4jyzLnL3+PEoeTOw6cHb+AaeRqlAYLScRIkYoXj7psBjyChOCQMSvSnIMhw5KbIYNW6Je/HdgGbER0NzL5DwuonH0gruoapt5wP55zGuA84HzgJ+D5SQNTb7sfV00NlbOnK4xZW4CdOOiikiEvMKWHlhNwCQJ3/nU2bbv6uenaz6Lv+M248zdiPNAqoy5re2/ZWMC2lf9mw5v3M+P0Oxg5/kCrxbGxSRjR6WbySX+gcvJsXOU1TF14P54xDVF5PA21TL3/e7hqSsLGrEMR3cZ/dPc6cyJTz9mD9379Ebu/6DJbhYJHkGXZahmykpkzZ8orVqwwpa5169axzz77mFJXhP7+fmpqahgxYgRbt27NuqWGEdKhey5g6x0bSZbo9fcS+f3x+QZoa29nTP1o3TI7mnZS17iNkXOPoe+fTxA45STDckmSxJRJU+jr7WPXrl14PB7DZY1i5pgLgrBSluWZ8XPaZDMzq+vkFcefZkpd6/q97OMp1TiT/BP1k5u/5JwPl7Dy+AVMrRxpoIRZRijj9azr72MfT7HGmQT1NhpDy4wlh4me02hzXV8/+5Qpfqf0vBK0zmu94dfLry7nUKUrP6v/VxtTlAGvImkRV6dImtINqnQord8RemPdBWxa10/1Ph66gN2EfKgiC093Ai24gXFAZJnIHki+8fi3u3EH6kNJ7YQusxKgLpTkE7fgqupCdG8ltEk7wBYcNNFAeNPD8N+RQBURA1ro7ydvNbPguDd5/aVjmHtkHcNes0NovUvE7SByiUZepQfC5yF6PUiYdU397FPlGZY+7HNQkY7q//A54don7TkkD6jea6Z8/J0rkvuZV5SRpQD+3dtwjRyHIGr8mCRSvyJvX8dOXvzddGr3OowjL/pP9GYiRn7mjbSbQh5ZCuDv3oarREdvo23EOq93Ltk69dJj9adGGVkO4O/ZhsszDkFwxs0fMz2M3jQqGpzSzQhlKWs87kYtk5QD+H3bcJWOQ3A5h89THsUBQ28yRoBU4cPf3Y57cj3UACMHCIWOJ/y3DV/TFlxVAUS3k1DErEj0roiHbejHX0BCDA+agIRAEH+PnxdmvIyrsoiTlh5HkWu4Mqk42MoBGe82P+5xLgRn7I194l2efxVyaw7JTitIntHYmEAwUYOcdNJJ9PX18fbbb2etMQvSo3suYOutj9qYBeB2F8U0ZgGMqR+N2x/aJlcuKUlILlEUeeGVF/B6vXzzm99MqKxRCnXMbTJDo9/cJWg7er1csPJ9bjtwtkFjljU0+gdUKUk4xGfKmJUMWm06oLEvxpbgWjFXspV4D4Kq805gV6N/8Bkk4p0VeeaoACrwAU3A5vCxFtH9Oe49dsCUjaFjThsc3gYzmmHsOhi7Dnf9FkT3WmA9IQ+vbcAuqoByhrzAIu0pbW8O4OijR3HxJfvwg58spaNjQP8BM6j4m4ANuLEj9jbwNgVMrGVxBsoIRU6KRk3UN+okUn/4vOyQ+fCxnyIIIof85JHhO+PGinOVSLsp5BFEJ0WVE0OGjViyJFK/0bJmL1eMFcdMQ39BcFJUPjHaqKP27DSSrjivt+Qw6NJfpqg8gq7oI1Z9eodmPUWhAw8IxU6KRkxEKHYOufhGJpCy8FGqOsLpYpkbd3199Aucwc4OzQbu+lGI7lJFxR5FxUOVyxQRxDV4BPDgKCvhsP93BO0f72bF9Z9rxslKJIaWOr/PKeCcWETQKcRcThirPnvJoY0uzz33nKn1/fOf/+S1117j6quvZk+NoNrZhNm65wq23tpoGbMSojcUR0guK4uTcTh777M3v73yt7zxxhs8/fTTybUfg0Idc5vM8Fxnq2l1ybLMT5e/w4Ejqjh/8jQDJaxbIvhc525L2k0KvYfAJJaUPdfcmao0yS1lSzdad8yBIVEdwOvPdQ5z5KoIH1Xho4RehoxSXwFrgFXAivDxLvBB+FgVPj4jZMzaPFi2liAjCYVTibShNmRFHM8AbrxxP6pGFrHwslVm9goAz60xYcxtCocEjFCSz0vbuw8jBb0JG6708m5c8jd2rHqeWT/5C56quvh1xjLIxGo3hTyS7KXts4eR/KoYlPHkiKV7vH43q1w841McPSS8tG17GAlv/PpMOHTja8U49IxWmvmLFIYrJ9GeVopDcntpa34YyeEN/YiXKc6XMbSWPWLMipxzq+oadl05VRUpLWNlqkPZQCkyxYMGrqrZ9ez7uwP4/NbPaVnZhYQLGQcyDvzhI57hSs/Q5fNK7Hi4DZ9XimmsirQX68g1su1WxyYOPT09nH322UyePJnrrrvOanFsbAyTsjELELy9oX9KE/PQinDF767gqX88xY9//GNOPvnktCw9tLHJHMm9R/vrxi94Z9dOPj3hVET1W3WbwiPevWuid4qRy1JZbzBGWjD6HbiI8n14yGOqX1EkUn0noflgN72EFitWhHPD0BrHSGhcCO171Ymb3sGlhMqlhZEVkJF3706iV0o6AbfDwd/um8Osr73Cd+eP57hD61Oz9zp0ykb6KRgnn01+o9qlDoj9s6/1XQ2ALEsEunchyxreqjplYtXf276dj/7fr5l4xA9omLUg+Tq1fnvU17mRuvT0liQCvbuQRSl2PyYjRyDJc8rz8XRzGkhXnlfoIUsSgYGw7rHKRcrGOherbDrRalNtJIwQfvMgyxKB4C7kUgmKiTbmKQMzRm7/lQYspdFvWCORDG6igyjGWr+pzudAJsi0K2ey7dmtvH/2+3xj5Uk4ilyDpUSCyCp/IwFjXuayBP5dQWRJjGmUUtefD+SfRlnICSecYFpd3/rWtxgYGOC1114zrc50YqbuuYStdzRmGLMA8IY9tJI0aAE8+99n6e/vZ8ECjZuwFCjUMbfJDCdUVJtSz86+XhauWsYdM2YzsWz4NtTpJ7Gn8hMqRig+JWHAMyNohwWcUBc2uZjlZaXnhZAJ1EOu3jecUGD4yDPFcSdURBmz3AxtSlVOyABVqzjqgQq6cAx6a31FyBPrq6jDTRMj6aVeUTZizCpRHW5COywqPcfchOQ9cP+R/PbX0/jpwuX0eFXLBGMFi9e69BVpJ+xtfLMTGxurkGWZFY+ej7OohIO+/0erxbGxyTkcRQ5m/+1outZ28PnvP7FanLzANmhlgKlTp5pSzyuvvMLrr7/OZZddxvjx402pM92YpXuuYes9hGnGLEAIG7Qo0QqObYw99tyDX138K15++WVeeumllGWKUKhjbpMZprqTv+aV/Pqjpew3YiTn7pkbm1ZMdRemF+XUMnf8THnKlKnZr/vVl+1LSbGDK//wqWl1Tq3Lfr1tsoAElhpG5RcN5o/TRuOyf7F95XMcfPafcI+oMi6L0XxmL0vUc0KOV0e8JZJmLks0UjaVOrV0UW8Ckki76TrUSwi10iNOUupDuXRQvU2um+HeWR5VGTfD9R7WwcrdUJwaFWhVrt1Y1UGjmfrbGay59TM61niRKUJGHIy5JeEYPJSxuIK4kBF1DxBinpcRo+rWO3KNvDBoCYLwDUEQvhAE4UtBEC7XOH+0IAidgiB8HD6uyaR8d911V8p1SJLEd7/7Xerr67nllltMkCozmKF7LmLrHcJMYxYA4SWHqXhoAdxw0w2Mrh/N97//fSTJHA+OQh3zfCDb5xCAu1q2plzHSzsa+b9tm3lo1pEJLDW0dp3TXS07M9OQkWV38R7WEm0vRpt3bWxJsEJFvbEwy+PLCHE8kgYJe2pFuuSBu1qiHg1KiQ7WXk5oqWBd+BgdPhqAeoLUE6QWH7X0UouPcYT2RKwPH0rvroiHVmTJoToYvPI5R4h4lgXB7XTwyO2HcP/jG/jok/b4fWHAufCud5Icc5usIC3ziNaSQy3iGDsEhwvPuAMQHC5D+fXaGPB1snLRhYydeRINc76TlCwJ5zMSe0unLsHhwjP6AAS3K35bRuRJRI5E6zfLyBU+BNGFp+oAhKI4uidj6IpljErFiKV1XhnMMGKocqJt8HKCUOTCUxvWW21fcivKKdNijo1WhytnBiNGLW2L3b6/m0NJQxkrzn8XWRajhAkZuIo0DVJK45bSCCW7nHgOKEV2OXUNVfEMYkOGsdwiU7c1aUMQBAdwH3AcoSifywVBeE6W5TWqrO/Isjw/4wKaxPnnn09HRwf/+9//rBbFxsYQphuzUHholaburfL3J//OcUcfx8KFC7n77rtTrs8mNymUOaQ3EOD8Fe9yxbQDs3pXw7wjkbssIy9FtbwEsplIbBZlXK1IrBflQ1MwvOzQMfQOXBmpRInykQKGAsf70F7x51TkUy5lhNBjRcRQFklTGrUcirLqgPaHHVTLDxdM5PwbVvD+Y8chisLwxsFqm7BNBkj7PKL1PY9nJFWUEZ0eKg+eH7ucgTZWP30d/r4uDj7nzwgujZciKdSdUD6DMa9Ep4fKaYrujheHykgeo7G3jOgSL0+s83HKim4PlRM0LrVY8bKUedLppJNM3Ea1gU/nr+jwULnP/OiJQm2P8qjS1N5ZmvJpWbwis5SepTCCh+Hxtpw4i50cfN883j7hWTb/fROTfjiF6AlTWY/2RKJ8whI8ASrm1wxLH65H/pF7JrjhHAJ8KcvyRlmWB4CngFMslimKKVOmpFR+x44dPPzww5xyyinMmjXLJKkyQ6q65yqFrnc6jFkAQm8vsscDjtRn2tlzZjPvuHn86U9/YseOHSnXV6hjngdk/RwCMMWt9kpMLJ7U7Ws/QUDgimkHmCdUwiT+ZD+lQJccTrFyyWEi97uRe/RYgdGVl6oiEPywWFphL60pU9xRxqciondYr1AdI8OH0vOqTnEovbEiQeAjMbkinlklxH7PLujI+4dLD2T9pm7++uzGaP2UfWOQKTUGxzzW9Jd7K0XyhczPI/E8fhRIgQG8Xy5FCgwkVE6Zp2PbZ6x/6V72PfV3lNbqhD1Jsu6YeY3m0/AwkoIDeLcuRQoOGK8rXp545WN5lKWjfbWhJ3xIwgDe9qVIwkD88jHqSfjQ0l/L5VXv0PLUUjs5aeUL1y25BvC2LEVyDQxvS+kwpdzCVqsfNK8zp0YhLW8s5bYiessQQ+XHfGMq40/fm1W/WcJAp4B+J6hd1YYf0oAL79I+pAFXjI6OXUdc9/EsJR/MdGOBRsXnbcBsjXyHCoLwCbAD+I0sy59nQjiACy+8MKXy3/72t3E6nfzjH/8wSaLMkaruuUoh650uYxYAXm/Kyw2V/P3JvzNxzEQWLFjAsmXLUqqrUMc8D8j6OQTgwtqGpMtu9fbwh7Wf8I/DjsHjyK1p/8La0eH/EgwIn6PB4CNcOLHWahGG0Hujr5Wu512g9FoIhv8qvbbC6YIPfnVeLXL4tJaJJ3K7Hdm70MeQnSnSjJYYSs8vpXeXWyctcus/WKHSeBemttLDzb/en9/+8WNO/VoDI0uLovU1QljYCw+vTd6bS9mfNlaQlnlElmWCfd1DCYKAw1OGLElIPm9UXrGoGAEnks+LrAilIDicyMEA3atfxVU9EYenbKhM+H+pvye6LpcHweFCGuhDlgKhQPB/OZ/Suonsc9IlyMEAkr8vuoy7FEEQCfZ3R6ULuBGdRUj+fuTg0CYKgigiFpUiSwGkgXBdgYguJQiig6CvBxT3koLThej0IAWi60IQcBSVIUtBJH94N+wgBH09dH/1Gp5R05GC/qhdHgXRhejyIAUHkAM+lDjc5ciyhDTgjZbLVYwgOpH8vchScLAdQXAiuoqRg36kYH9UXaKrDGSQ/NF9LDjciI4ipECoj4dUERFd4X4JqPrFFe5jv6pf5CJEhzvUL3KoX4L+Hrq3vYJn5HRkWUQKqsbLEdIl6O9h0J8nEO4Xhwcp6EOWlMYwAYerLNQvAa9mXVLAi+xX9rET0VGMJA0gB6P7WHSGr72A6toTPQiiK9QvclhxGQTBgegsGeoXxRQvOkoREAn6uglKPXR/+TKu6ok4HdXDrz0ZhCIR0V0auo57w/0SHk6xuAQBB8GentCEREhXwTWA6AGpfwA5co3hA2EARxnIQQmpd4AhX2EfYrGA4BSRvH5kyU9kAhFcQqiuAQnZF2T/647kpf8u4rOr3+XgPx2FLMlI3ugfdLFYRHCC1BtEDiq/EwJisQPZLxFoG6D75TZcEz04ypyI4a+61KOcWGQEt4hYJCL1BZEDirpEAbHUgRzIvfun3Lqz1UYrEIj6SfojYIIsyz2CIJwI/BuYPKwiQTgPOA+gtrZ28AH15JNPpqGhgfvuuw+A6dOnc84553DxxRcD4PF4uP3227nzzjvZvHkzAJdffjnLly/n9ddfZ+3atVx99dVUVVXx0EMPATBjxgzOPPNMLrvsMgAqKiq46aabuPnmm2lqagLgmmuu4d5772XZsmXMnj2bTz/9FJfLxaJFiwCYPXs28+fP5+qrrwagpqaGa6+9luuvv57W1lYAbrzxRp5//vnBh/Wzzz4bv9/PE088AcDcuXM5+uijueGGGwCor6/nyiuv5KqrrqKrqwuA2267jSeffJJVq1YBcN5559He3s7ixYsBmDdvHrNmzeLWW28FYOLEiSxcuJBLL72UVatWMXXqVO6++24effRRVq9eDcAFF1xAY2Mjzz33HBDaIW7q1KmDcYimTJnChRdeyEUXXYQkSYiiyD333MO9997L+vXrAbjkkktYu3btYGDvVMcJ4LTTTktqnN566y2WLFkCwFlnncWDDz5IeXl5zoxTf39oAk51nNatW8ezLzzLX+7/C19u+DJUx68uYP0X63n1lVdDdXzzBMY1jOPhBx8GYOq0qfzw7B9yxWVXhMbJ7eGGW27gz3/8M1u3huIGXfybi/lo5UdMeGsJU3wDLH/nPUaOHMmiv4a+C/sfsD+nnn4q1151LQDlFeVcfd3V3HXbXexs2gkCXHbFZbz7zru8/+77AHznjO/gKnKx/wH78+GHH3L11VezcOHCpMdp7dq1/OxnPzNlnGwyimlzCKjmkeISLtz2BQAnV9bQ4PJwX+s2AKZ7SjmneiwXbw/9nnlEkdvHTObOXVvYPBD6Pl4+aiLLe7t4vbudtT4vV4+aRJXDxUNt2wGZGcVlnDmylst2bAKgwuHgpvpJ3Ny8lSZ/6Eb0mtHjOXP5EqrLK3hN9jPa24VLEFjU3gzA7JJy5ldWc3XTZgBqnE6uHT2R63dupjUQAGRurB/P853tLOsN3XieXVWHX5Z5Ynco5s/csgqOLqvkhp2h57l6VxFXjhrHVU1b6AqGbqRuGzOBJ3fvYlVf6EbwvOo62oMBFneE4g/NK69gVkkZtzaHvCUnFrlZWFfP179ay97uYkDm7rHjeLStldXh36sLampp9A/wXGcnACdUVDDV7eGull2AzBSPmwtra7lo23YkWUYUBO4ZN5Z7W1pY3x+6ub6krpa1/T5e6g59P08eUUlDkYv7doW+89OLPZxTW83FG7cPjdPEMdy5Yxeb+0N9fPm4USzv6OX1jtCD3Gk1I6hyOXioqQ0EmFFezJmjRnLZlzuGxmnvem7e2ExTf+gm+5q9RvNWRw9L2kJ93BkIctGkWhZtC/XP7KoS5o+u5OpPQ/NOjdvJtdNGc/1nO2n1hW58b9y/nuebOlnWGurjs6dU4ZdknvhqNwgwt76MoxvKuGF5KC5ZfbmLK2eN4qp3m+jyhcfpa2N4cvVuVu0M3eSfN7Oa9r4gi9d2gADz9ipn1sQSbn0jdP1MrCli4bF1XPrMDvoDEghw94/G8uibbaze3g8CXHBKDY1tfp57vxNEOOHwCqZOcXPX30PXz5Q93Vz481ouuiw0Tuu+8PG/1/bkL/e2sH69Dwn44SW1bFzr4+2XupCA2SdXMqLBxQv3tSIBY6d7OPKcap64ODRODo/IabeP4dU7d9G+OTROJ10+ii3Le1nzejcicORpI6iqcvDCQ22IwPQZxcw/cyS/v2wHIlBZ4eCWm+q55eZmmrb7QYJrLhrNW0t6WLK8B2Q46/iRHDR9DIK4lmPO/4CF35/O/FmVXP23JpChptzJtaeO5vpnd9LaFQAZbvxWPc+v6mTZpl6Q4eyDq/AHZX73yk6m1rqZO76MoyeWccPbO0GG+lIXVx6qGqcjxvDk2t2sagmP077VtPcGWbyxI9ZaE5v0kZZnkeKRo2j935+Gzrnc1J34G4K9HbS99kBUuRFzTsc9ejId7z2Df/f2wXT32GmUTz+WoLed9rf+MhRHC6ibfzly0E/rG3+KqqviwPkUjzmArk/+i2/XBnZt+pyWte9y8Hd+g6PYTf+ONXSuejaqTM28X+FwltP61p9BYTgq2/sYSvc4lO41r9G/fWhHN2dpHdWH/RT/7m3sXvFEVF1Vh52Lq3wU7e8+GmVsK5kwh/LJ8/A2vkfvlg8G08WiMmoPu4hAbyvtHz4ymC4H/UiBfnDA7k/+QaB71+A5z+gDqNxnPn3NK+nZ+IZiAERGHX4F0oCX1mXR/VI5dQGe2ml0rnmWgd2bh/p45GRGTDud/rY1dH35fJSxpXbWQgTRRevH0XWVjz+ektEz6dr2Mr62oZWprrKxVO17NgO7N9Gx7umoMtX7/QKnp4q2Tx8MGYjCV1jp6CMpGzOXnqa36GtZOai7r2sDAH7/TnZveCyqrpGTf0RR6Th2b3icoG/3YF3FVQdTMfYb9LYtw7vrHUW3uKnb9zcEfR20fam69iacjrtiMh2bn8HvDV97IrgrpzFi/AL6Wz+lu+mVqDJ10y9Hlvy0fqnoFwEqxs+nuOoAurb+NyR/eC1ZUeVERu59Fr729XRuenYwP0DNIeFrb/mfkSUf/S2f077iL5RPPZ7SfQ6l+/PX6N/2SSi/A5xVdVR/66f4d25j95tPRDkuVZ15Lq6KUbQ/9CiStwsIzdElc/anfN4BeN9bQ+8Hkc1AAohlLmovmkegtZ/2R94jNPhBQGbkWftQNHEEu//xBYFd3vA5Gc8B1VTOn0DfynZ63gj11/hD92LD/R8x5cJZlIwupvVPEft4aGAqF9TjmVZO57PbGNg89J1wTy5lxOn19K/povPZZvo/99L+lyYEl0DtwkkILpHWP32p6HmB8uNrKJk5gq6XW/GtGarLNdZD1dnjGNgUbbDMBYS0eFFkEEEQDgWuk2X5+PDnKwBkWdaNnC4IwmZgpizLrXp5Zs6cKa9YscIUGS+88ELuvffepMqOGTOGYDBIc3OzKbJkmlR0z2UKUW9Jlrjglxdw2123pa0Nz5k/QFy7jt6Pl5tWpyRJTBo3ifKycrZs2ZJ0PWaOuSAIK2VZnmlKZTYxSdccAjCzuk5ecfxppsh54bYvuHfc3ooUY+4Y77Xs5KjXn+eTE77NvpVVCbZqdvCfxOu7cNtm7h03kbR5aBnxrI/36i/Web1zWu0q0i5cvY17DxwXv5y6fkcC6U7VOa18ys9a55yq8w6N825VmluVT+kS5YYLf7ONe+8dR8AB/Qx5YBH+X3nAkNOUynlqGEpxIqp4FCJpeW0JajewiECEP4fTX323iW/+aglrnzyRPUeXDwkUyadelqn09op4aP1nG/fOHzd8iaayHlT/K/Mq8gnXPmnPIRkkXfNI1ZSD5ePuektZCkexhodWIOyh5dD30Gp56W6qvvbTaA+tiJeMloeWM+ShFejv5ZVLDqG0bgJHXfVfHBHPllQ9tISwl0wiHlqOsFdVfz9yQOWh5Q57aA30DiYHe3toX/4ItUf8GkEQtT20Bgx4aEX6WMtDi7AnkqsY2Rc2oCn7pSjcxwM9Ud/hQQ8tv8ITKajjoRWpy1WKEBQJDii8qgDBofDQksIeWn09tK/9C7X7L0R0Fg+vyxn20OpT1SWEveAS8dCSFR5akT52hj3XnMUhLzgpjoeWI5Ku8NASFZ5rLgeiK+yhJfdFzVtiSSmCSyQY6CYY6KH9gwepOuLnOCurET1FSFL42osEjveIiJXh65i+0MRQCnjCHlolDoIBtYdWMOyh1YU86G0X8dASkIO9YQ+tAKGJIqjw0OoLj0toEhBcYthDy4fsC6UFev28PPN+Rh40miOfPVXloRVALHaE6uoNhD20QheT0kPL3zpA+4Obqfr5xLCHVqiThjy0QnWGPLSKNDy0QCx1IgcknnL9MafmkHzw0FoOTBYEYRKwHfgu8D1lBkEQRgPNsizLgiAcQsje25YpAUUxuVBlDz30EE1NTfz3v/81WaLMkazuuU6h6R1ZZphuvQWvF0xccgihsbrnz/fww+/9kEcffZRzzjkn6XpscpKsn0MARK33/3GQZZnffvwhP9lj7ySMWdlBMnpnPQaMaMZ3ocwB1PFt1UGTlQGIHWHdfeB0h4LEQ7QtRxmWBaKDwatDWDlV5ZRRRCB6h3e1fU1QGqC0LGaKCPTHzarn2ENGccUDn/D09UcM19+ALTevxrzwSMs8IggCjuLy4emiqJkOIDoVm+ZE7CR93QgOFw5PmWY5h0uVNmhYKmbzK4/Q07yJI678PxzhDXkEpxOHu3xYfgCHR0+uSOyg6PyC6NQt43CWab7LED2KuhQyCKJjWF2C0xn6XfGUDms7pGMRFBUNa0MIitE6KtY/i84SzboEtwuH2xWdGM4TVZeyfYo10wWHc2hclL8fznC/aNYV3S+C0x0y4BQ5cRTpjFexTl1OpZlfIRciDsHAtedUphcRioY4nEEdVS9bovpFMWcKbicOyoe/nHGE+zgAgsuDo7QM0VMUqity7UXeYEQMW04nDmd5dGirSJNlZSAWAZHx7AF8oTo9kecQNyHjVT+CowRHeUn4syf8N9TRYmlxWH9lYMUgYpETikJpjvJiDrj1Gyz9/tO0vr+L2iPGqnoqXFeJc1gagOACR5mA4HHiKHPjKB+6Dh3lkbkl2uwjFqsDvIXrykHrUM57aAGEXXf/SOgy/assyzcJgvBzAFmWHxQE4ZfALwiNfB9wiSzL78eq00wPrWSQJImqqipGjRrFF198YZkcNjbxSGvMLBXF874Bokjfqy+aXvdB+x3Erl272N2+23LjlO2hlVnSMYeAuR5a0RjzVvrv9i2c8d7rbJh/BmNLktkZ1EwPrVTrykEPrSS9s2KWzwYPLeVnIx5aWvmUblJKtymPomzYyhRwDI1+xHildFxSOkzF89BSiqRuWmnQEiLeV+qG1e5iCkPX5191csBZL/Hevccye0pNtBeVMqA8qnS1NU7PcGZ7aGU16ZhHqveeKR//kM6zSCox0wyW9Xu7eO7HezB29knMuehvaWkjqfxG85qdz8g0ZmabZsqVSH1mlDVqFEl0nlPPJcp0p+p85FDOK2qvYaUxy60o6wHEAUKGKRhyz+1XpEUmhiHj1VBaQJFPwyV3MH1o8GRpgJdn/BFnuZtj3/kJQtRLDq0BMPsCH+JJ4bacmkPywqVAluUXZVmeIsvynrIs3xROe1CW5QfD//9ZluV9ZVk+QJblOUYeRMwkmWVIN954I52dnfy///f/0iBR5ii0ZXcRCkVvtTHroQceSmt7Qm8vlCXzYB6fvzz6F7o6u7jjjjuSKl8oY56PZPscAnBvS2P8TAqCksQVnyznoinTkzRmZQf3tuyk0ALCA9y7uWV4YrZvPKTeBTCo+qteSqeVvx/ufbBlaDlfAJzB4cHblUdp+G+JgaNUVbaEoT2oopYZKg1YSiuaWheFfvtOqOSs4yZwzd8+i99XGpf0vUs1xtwmZ8jmeUSWJIJ93VFLEY3wxb/vIdDXzX4/uD5NkqUXWZYI9ndHLTUsFGRZIjhQeLrn8pgLosgBtxxP63tb2PHC+oTLy5JMsNuPLOW+s1Ki5IVBK9uJBDE3iiRJ/OEPf2DmzJnMmjUrTVJlhkR1zxcKQW8tz6xIIPi04fUil6bn4XzWIbOYvt90brjhBqQEb/qgMMbcxjrW+3rjZ1Lwz60b2d7r5bfTDkiTRJlhva8/fqY8ZH2PL36mPGX9ptzV/Zqzp/PGR828+1nixqn1rbmrt40FOGMcKiSfl9YX/zQUd8tAmYHu3az7vzvZ84TzKK0bb7itZOSLmd9oXg2koJfW9/6EFPTGzmu0bYfGkWxdyeYxKJckeWn9+E9IfkW8q1hjEq+dZMoayafVp2rvqsjfyP9uVT7P0P9S0Evr238KxflSt5GIrmKs5wBlxZHPRjpKGbFRqwOc1J+wP7VHTuLT372BLBVpK6lzSF5o/dOXSF6jnZ/olzR7sQ1aWch1111HX1/f4G6GNjbZRiaXGSoRvL1QYm4MLSUPPvIgXq93cJdCG5tcJChJ/P7zVVy8z36MKBoeA8MmjBnLDbMFvYerTJHIygetIOnKNJlITN1BDykhfKi9qSJeVka8tEpV+UsVdTmDQ20MyqJcOaL2JNNZ37jn2HLO/voe/O5vn8afH83ec8Em/wjvypbw91vr+TTeE58q/7pn70Ty+9j3rCsTbysZ+VLNm8hzuZn5tAwyyRq6EjG4GNVXT75UZDZ6GGlTXUbPbhOrjLKcg9D3JpZMWn1maK5XLk7X66BYljNPnHwOBMHJftd/g45Pmtj+3/VxOlirs9TK68kZ78gtbINWBrjkkksM55UkibvuuouDDz6YfffdN41SZYZEdM8n8lnvWMasC351QVrbFrxeZJODwivZ/4D9mXHQDG6//faEvbTyecxtrOeS2vGG8/5r2ya293n51ZRU5pDseNq+pHa01SLok8b7vkv2qDXWfibRMuKolxJqldFbrqeVJwCX/Kh2aEdBVXnBx+ASRLVRSr2cULkkUXlOaRCLGLKGbZ+otcwwqDrUhq7w56u/vy/vr2llycctww13MbjkcANjblPYJGKM0MLgs+tATwdf/PtP7HXSLyiurk/8mTeZZ+REyiSSV0yxTnV+o/mMjpUZ7WrZWBxh3RPxTErE+JWMscqIPWa4jcdYXcpDVJVX/6/sJ3TSYqLM6FClqRuNp5x7WHrd0XtTe8QerL7hf8hyIsobHXQjR25hG7QywNq1aw3nvfnmm/F6vfz1r39No0SZIxHd84l81TueZ9b6L9K87C6NSw4j3PvAvfT29nL33XcnVC5fx9wmO1jr88bPBEiyzI2rV/GrKdPzwjtrbb4tOTT44Lk2W5YcxjLEaJ1TG3xilVV7PIX/X/ulLyqmlpaxSfCFArcLQaJibCmNXB6GG7k84fyD3lhaHmN6Xll6hjhV+vhRpfxg3kT+sHhN9Ik4MX3XtviMebplh63ZJhMksvGliYauDc/fj+T3sc93fpNQubjPwsk8P6cjb6JypFqvGjM8pIzk1fJUSqQNs2wiiZQxahSLZQwTFHXpyaFMM4RT9VedpqV8okqHPguCi+nXfpPdH21jx4tfGOgMvUFPRAYjF3j2Yhu0MsBLL71kOO8dd9zB/vvvz/77759GiTJHIrrnE/mot5Flhq++8mr6BPD7Efz+tC45hJCX1pS9p3DzzTcnVC4fx9wme3ipq4347jDwwo6tbPJ28+u9p2dErvgYdE/R4aWujsQKZEtA+BTvB19q6TJHjkwS69KMtXRP9f9LS7piekDpGrgUh1NluIoyYOl5ZEU2r9IzcsXzMlPku3TBVF75aCcff7Vbux80eGl9jDG3jVg2KSAWFVM5ZwFiUXHcvIH+Xr5Y/EcmHf8jSmrGZEC69CG6iqk8cAGiK77e+YboKqZyauHpLhYVUznb2LWezYyatzfVh0xg7W2vGy4jFjupXLAnYnHuGaRSxTZoZRGPP/44nZ2d9m5pNlmHVTGzovCGPFTkNO1yqOT2u2+nvb2dxx9/PO1t2diYyZ3rPuMne+xNtdsTP7ONjU1a2Kehgm/NGTvcS8vGJlFSdaBwgFDkxDNxGkKRM6731saX/sZAVxtTv3tZ8g4cycibSDsG8woOJ56GaQhup3F5jMqRSN8YzWdifCuhyImnfhqC6EyoXEYPLZ1TrFNwK671SLq6D7XGQH0+JsrCkQa0KkxUgaFOEAQX+1x6PC1LvqLtw22q80qFhsoLziI80+oQnEVJtG30C5Kd2AatDHDyyScbynfNNdcwduxY5s6dm2aJModR3fONfNI7EWPWCd88IW1yCN7wLm8l6Tdofe2YrzF27Fiuvvpqw2Xyacxtso+TK2vi5lnZ3sI7LTuzyDsrVQKcXFlhtRDpR+Nh5eT6yszLEQu1V1G8zxDt2aRXp4Y31MlHVg5PV3pRqdOUXldB1Tkdj66ofGqPMWWeON5kw7zIFFx+6jSefreRLU0ay4WDqv+DcPLUBMfcaCB+m/wkgWdRydfL7reeQFLvlqt6PpYFifX/uodxRyygfNxeybVvVv5kyqnySMFedn/4BNKAxi7BiT7LpyNvIjaFBIO6S/5edn/yBJLcm7ptwwzbSLJxtmLVqZEuBXrZ/c4TSMHeIRtQrH5NyH5jpLCyIbWSOkIPO0Llxi2YSdkeNay9442Y+SKH1Cux+4kvkHqlBNpK5MLOXmyDVgZoaGiIm2fp0qVs2bKF6667Lv0CZRAjuucj+aJ3op5Z4xrGpU+YiIdWGoPCK/nNb3/D1q1b+eijjwzlz5cxt8lOGlzxPa7uWvcZC8ZNZI+y/DECNbiK0lOx0dgyFtFQ7LJahOTRWmWqFUhdTfhcQ61ruDFLveSwX5Fm1HilrEu5vFDLeKW1o2EM41WUnuFzsyZXM3tKNQ+8vMGQ8amhUmPMbaNVYaO1YZkRVM+mshBkoGUzshB77eqOD16ie9sGppx+UdoDz8fNn2w5BbIUZKA1rHci9ZuRN56tw0j9ieaPMk4GGegI656gMcwwiQSIN6JPqvYXh+paN2IwU2Loe6bnLhfLQqflwaX8rC2c6Chi70u+zrZ/fYR3S0dcZeSgyMDmbuRgJDB8IoOT29gGrQxw3333xc1zySWXUFZWxrnnnpsBiTKHEd3zkXzQO5llhg8/+HDa5BHCBi3SHBQ+wo/P/THFxcX8+te/NpQ/H8bcJnu5r3VbzPNNfb08vXUjF6fsnZVazCuzua+1xbrGLXxJed/GVusaj4eGd9EgcQKfR5VTx8YK573vmVZtLyj1Z6WHltJIpTRWaaWpjVzqtHg7Gir10jPOhfW58JuTefjVr+jzBeJ6td33QWtUWRubTLN+8T2MnHIQtfsfYbUoNjY2wKQfHYaj1M2GB9+yWpSsxjZoZQE9PT0sW7aM73//+1aLYmMDZEnMLBWRJYdymoPCRxBFke+c8R3ee+89enp6MtKmjU2y/HXjF+xbOZLDakZZLUphkHse+foojVIKw1Jc76B4yw71PLW0yqmXJmp5RykNTz6NNPWhla4sp+WdpdeuWjZ1mjK/Iu3U2Q0UOUX+8e4W/T6JkD3TrU22kownk8E6urZ/wc7lrzLltF8hCDrbK6bi6JGs3Kl6bolxyqTLGysd9et5FOk5BUUcdYz0WyIOPbFiUpnhaZVoGbVzVERvo0TKGibRL15EyMQ7xFVWxqQfHc7GR94h2C8Rf72mlozxLqTc99qyDVoZYPr02G/Mr7rqKgBuueWWTIiTUeLpnq/kst6pGLOmTpuaBonC9GYuKHyE39/6e2RZ5oorroibN5fH3Cb7me7Rv+6DksRDX67jZ3tN1X8QyVGmewozuP30isLUG2D6pPzRvcjl4Odf34v7X9kQN+/0uvzR28YCYjy7Cm4n7jGTERz6D+Bf/edhispHMv6405MzPIG5hq547RrILzicuEcr9DbTuJRomUTrT1auyJg7nLhrNMY8FWOTETmN5EvF/uJU/NVYzig4nLjHhvVORv6EUVemF7RLfc6I0qFj8vlfx9faw9ZnPlKVj/6iCU4R9+SaOEHh9eQ2tVMyjpBNHhjZxMyZM+UVK1aYUlcgEMDp1L84Ro4cyZ577olZ7WUT8XTPV3JV71Q9s4KBIA5neiz7zmf/Q/GZP8C7/H2k/TJnPDpizhFs27qNtra2mPnMHHNBEFbKsjzTlMpsLGNmdZ284vjTTKkrIPtx6hirXti+lTPef50d3zqLipRjTpm53inVugIEZFlXb00EKX4eMPYCMtbXOd5XXe+8VrsaaQFRxikKsfM5DZ5Tntd6MFDnUb95j6RptadOU9evrtPJ8LKqB5JAUMbpEKLrU8qk1bY6jxZal2NA41xQJz2WJ5nW5/DfrU1eJl7wHB/d/A0ObBipWzYwEB5zrSWcavmU5zTyCtc+ac8heUD1tJny8U/oPBuY+FMd7PXxn1PGMeHrZ3HwxX9MvIJUYr0lq0eybSZTLtEymWjDrLLpItH5M9bcpHVOy0NMmW7EhhNJ07IziRJD69ZBd4181AHRP9oBVT71efU5NPKFeP1r1yMHJY5dcrXmef00ZVvGeVL4WU7NIbaHVga4+OKLdc+9+uqrdHR0cNNNN2VQoswRS/d8Jhf1NmOZ4RWXxfdkSppIUPgMLTmM8Nsrfkt7ezvvvvtuzHy5OOY2ucPF27/SPffwV+v43oS9TDBmZROhG7OLt28zXsSoMcsqErD1X/zZ9vTJESGZh7REy6jvo7WeBVSfL/7z9qGyWssA1csBjSw9VC81jFevun0t3dXPIKrlhhHG15by9f1G8+ibX0XnV3HxyymMeTY+0NqklwSW/8kBP31ffYIc8GtWte3df+PraGWvb/80OWeNVJw9kl3GaKBNOeCnb7NK72RkTFS3ZPrDmLOO4bKy4Kdv5yfIgt943WYesXTSOofqf73yeqvtCKXL+Onb9AkyBsbcyLWdkBB6lWopmUikfNjjJ1+j5Z0v6N7QolMOZL9A3yctyH6B6DZTWU+aG9gGLYu58cYbKS8v5/jjj7daFJsCJhtjZqnJdFD4CCedchIlpSVceeWVGW3XxsYIrb5+XtixlbMnTbFaFBtI4CY5QbLt/jLey2X1/+rYUVqxtSJlZKKNSsp29IxQesYrPSPXQPjQMo5pxcPSMnKhkU+ppyLfOV/bkyfe20L/gB3x3SbzSAP9dH3wPNJAv+b5Tc8vonr6bCr33DfDkqUXyd9P18rnkfzaeuczkr+frs8KT3dpoJ+u955H8uWX3g2nzsZZXszGRW/r5pH6A3Q9vxapv/DecNgGrQzg0YkBEggEWLp0KSeddFKGJcocerrnO7mkt5nGLI87jXpHgsKXZtZDC+Cb87/J+++/TyCgP0nk0pjb5B4e9fKzME9t+YoJpeUcWlOXYYkyg57eKZFtxiENPI4cvD3Ts9VoeWlF0jWW93mKRH0DFjrpWgarWOeJUZdSxlhGLq2g8FoE4OSDxyIK8NxHGl5Y4TY8TlHbUGjbwAoXpaNFooZytcOFoJEG9LXuZOey/zHpxB/q15WSh0uK5VMNQq8MCp+qh1Qy5ZJtK9WySt3NJlH59c4lUo86XpayvNJhSkvOWGg5WompentHhNJSVp1HfU67c5wlpUw44zA2PbYEKai100GkPuVOAMPrSe2LnL3k4B1T7nH77bdrpj/wwAMEAgF+//vfZ1iizKGne76TK3qb7Zl1wy03mFKPFoMeWhlecghw1TVXEQwGefjhh3Xz5MqY2+Qmt4/ZUzP98U0b+OGkyXkXDD7C7WPGWS2CJdw+fYzVIljG7T/JP93dLgenHTKeJ5du0c1z+9fzT28bkzH7mdQBW159EkSR8d84I7kVR6nKlEr5NC5XNK1cpoxXqcidajtG8htJ1/oca3WflpErYtNR23oS/p4k6uWk1YCWpU2trJFdC0P/T/zhUfRtb6f13Q3Dzg0dQoxziQxibmEbtDLAnXfeqZl+//33M3bsWCZNmpRhiTKHnu75Ti7onY5lhn/+459Nq0uN0NuLXFwMjsy7V+yx5x7U1tXywAMP6ObJhTG3yV3u3NU4LG19VwfL21v4/sS9TGol+1xB7tzVnPlGs+B+7s4Nu6wVIIJecPR4ZbTj2moHNFd5ad35r13RefS8tbRiYml5NsXKp+X5Fes8Ommx9Atz5qETePGTHXR2DUTnDXPn+3HGPJYXmI0NxH5+VT7nKtjy0hOMOfxE3COqo0+YFWYnGQOMWeVFQnpHnFYS9e5KtM1kDU5GyiZah9IrL1nDVTIyxcoTq6zys3qc1PkgegzV9Yuqz2pMnd+NNqKlsDpfrLhaUHv4dErGVbPlqaU6ebQ6NNHzWXADlAS2QSsDbN68eVhaf38/X3zxBaeffnrmBcogWroXAtmud7piZm3dutXU+qLwei1Zbhjh5G+dzOrVq+nv116Xn+1jbpPbbB7wDUtb3LiJWVW17FFWYYFEmWHzwIDVIljC5l4L9TZqNIm3G586r2r3P81YVAHY3Dww3GiFThmtZYTKfFrxrfSWMMbSxWiaMl0l65F711Jb7ubZldvQYnNHYV7rNjFQLzlM8rlTLC6j9nsLEYvLosr27NxI+9qVTDjxzOSeY9Np7DLBCCQWl1G7IKx3IrLH0iEVw1MqZROsQywro/akhYhlZcbbNeOIJWesc1r9rleH3ko9J4glZdT+cCFiRZl2PSjq0FqmmBBaF4mGUHEMVdodMVx4QSxi/BlzaVz8PpI/MKwuscxN7cKvI5aVarQxvL7kL8LswzZoWcR9992HLMtcdtllVotiU2DkQgB4LQRvL5RkNiC8ksuvvBxZlrn33nstk8HGRsnixk2c1pCtHr557Epi5r1eph1OtXbrS2dbyr8w3KilPB8rTW2g0vPISiRull59Wu3GSzPgPSWKAmccMp5/frg1pieXjU06EJyuYWmNr/4LscjNmLnftECizKCld6EgOApT93we8wlnHoWvtYvmNz/TPC+4ciBIaBqwDVoZ4PLLLx+WtmjRIurr6xk9erQFEmUOLd0LgWzVO93GrIt/c3Fa6gUs99AaNXoUo0aN4u//7++a57N1zG3ygQCXj2qIStnY08Wq3W2cmrUGrVQYesq/fNSo+NkFKXTkC064fIoBvc0mGRtkrOV3Scpw+cmjouvT86iKZeCKtxwxnkFMrU+sNC1DnE7ZBQc38PqaZrr6FFvKh7n8MJXesbANYTYRDDhaSH097Hr8VqS+nqiija/9i/rDjsdVWp5QfYbIgiWLkr+HXf+6Fcnfk1wdqeiQiiOMCR5SUn8Pu567Fak/esxTJhE54umstbQwlldWrFBTkWt9oIddf7sVqbdneHtofNZLi0kszye9SmO4lQ1Li+Qf3jkjD9qb0gl1bPv38mFlpZ4gu259FaknGKed/PDKUmIbtDLA8uXLoz4HAgHWrFnDt771LWsEyiBq3QuFbNQ7E55ZH638KG11C14vWGjQAjj268ey5vM1SNLwh+dsHHOb/GF5b3fU5/9r3MwBI6rYszx/lxsCLO/ttVoES1jeUZh6AyzfmL+6H7pXNSNKXLyyumnYueU78ldvmyRJZZfDCE6Gb37mhN627bR9toyG409NvL5sMXqZIUuqdWRCh0TkUeYzsmQ11baN5tXrFy17jpYhS9me8m+8NGWdSlmSxohFTO9zIopod4IgCIw9eQ7bn/tQ9TwX+aILDG/H6CDlrnHLNmhlgNdffz3q81NPPYUkSVx66aUWSZQ51LoXCtmmd6aWGb795tvpq9zbi5zmJYcysfvnVxf/imAwyDPPPDPsXLaNuU1+8Xp3R9TnF3Zs5ZRxEy2RJZO83t0dP1Me8vquLNTbqDeWVr54y/QU51//rFs/vlW8eFmJeGnp1anltYVOWoJebQ5RZP6BY/jPx9uGnXt9k8aY5/HKXZskMNHRYseSF0EQGHPUN02t12w5UzYYRXa8M8tIlEwdRnRIxHPNqDxGdTfTwBVLp1jltew3sYxe6jLKv6IqDY3PWu0nhXrA9IxSw41T+orE7pixpxxO3/ZW2lduIn6HxhuwVL/s2YFt0LKAv/3tb1RUVOT17oY22UOuxsxSI/T2Qll6DVoCQszzU6dNpby8nAcffDCtctjYxKLLP8C7LTs5sb4hfmYbm1RJdnmblvFLK16W2pgk66THi5dlVKZYgeG1jFZ6cqM6r15uqGMMO+WAcbzw6Q4CwTxaJmuTXRgwbuxY8gI1B8wZvrthovWm8hycCaOXgDFDUapGq0TqiFdPogYwrcOMJ/xk2o0QT2etc3p1qPNDdH1aaWqbkTo9KRKxkGnliydgPIVDR93c/XFVlrLjvx8yvNO0rJhqWcz+IluPbdDKAKeddlrU5w8//JA5c+ZYJE1mUeteKGSL3pk2Zp2y4JS01S1YHEMrwsxDZrJi5Yph6dky5jb5yWkjagb/f23ndkYUuZlZVROjRKJkpyvIaSNGmFeZ0bffWcBpY0dkpiE9Y1UiRqJI/lj1xWtD0dZph4zQNyxF2tBqJ15QeC199Dy2tM6ry8cy2MVg3tRReH1Bln/ZHiX3aVNHxC9sY5MEQpGb8kOPRyhyAxAc8NG89LW8DgYPILjclM86HsHltlqUjCMUuSmfUXi6C0Vuyo84HsGdv3qLLiej5s2g6X8ro9IFt4vy4/dHcOdvUHw9bINWBqiqqhr8f8OGDfT09HDOOedYKFHmUOpeSGSD3lZ4Zo0cOTJ9lfemf8mhEU7/7un0dPewdevWqPRsGHOb/KVKsVvRizsa+Ub9OBxi/k/hVY7ce1NoBlXZvFNRIsYrraWDegak8N+qUsfwfEZ2K9RbUmgkn57HllpGNPJpoeXdFabM4+LQPat5de3OqPSqYoex+mKRnXZpm1QwwZlCdBVRsu9MRFcRAK0fvU+g10v9106wxusqkTpTqE90FVGyz5DeGV3uZ1Y9Sfab6CyiZO+ZiO6i5L28UpE9Xn502tNzTFLXpfU/IBYXUTIjPOZ6dahliyBKoSNh4i071EszGkhseCfUf30W7R9+wcDuyFJ1B2KRm5KZkxGL3CqZ8s8jS03+3w1nAQ899FDU/4IgFIw3h1L3QsJqva1aZrjor4vSVrfQY31QeIDvnPEdBEHggQceiEq3esxt8puH2oaCSL/evJ1jR421UJrM8VBbq9UiWMJDm9usFsEyHnoz/3U/btroYQathz7Kf71t0kScZ1Up0EfHW88i9fcB0Lz0dYpGVDFy6oGm1J+thi8p2EfHe88iBfuM12dWrKt0GawM1iMF++hYptLdrCNRmSLE6r9Y9hy988pz4b9Sfx8drzyLFOiLPhdpX52WFEYsZDoCDkvTsujptTXUMaO/PgtZktj5+qeDaVJfkI5nP0TqG9CoO97Fm9sGLtuglWFeeeUVxo0bh1gAb9ZtrCFfYmYNw+vNCg+toqIi6sfU8/zzz1stik0Bsrmnm83eHo4eVW+1KPlJKvdxemVzaKmjKegtCQRjXlrKqctIEPdYMsRbUqm3pFGvLSMxtPRQlD1un9F8sLGVrj5/nEI2BY3WLnVJIAcD+L5agywEwAnNy95g1JyvIRSJ5hinIphpuDGhTjkYwLdpDXJQ8eU0U0azPJ6S1TfGIQsBfNuGxjyth9F+iaUnaNenZ7xSnwv/lQlf64E4P8gaZZNDbZhSpmk1EqthPY+t4Wllkxoo23Msza+vGkyXAxK+NTuQA3rbW6rbSvVizR5sq0oGmDFjxuD/69ev5/DDD7dQmsyi1L2QsEpvq41Z+x+wf3oqHhhACASywkML4NDDDmXDhg1RaYV6rdtkhhnFZQC8tauJSaXlTCgtt1iizDCjuNhqESxhxgiL9I5lsNFLjxcw3agRKJxvxoTi2MsLlfmTPfRk0VtmqPU5nnEuhpFr5oQqioscLN045IE4Y7RizI3GMDNiSLPJL1I0yPh7umn75ENGHXpMWttJtx6G6owER3ckWWeqhh01yS79yxY7Q7Iy6vWVXv/FyodOfhg+BrFsTZagJ7RSIXUn6lv56o6aQcs7nyrSHQztghDLOpiOL7S12AatDHDmmWcC8Pnnn+Pz+TjrrLMslihzRHQvNKzQ22pjFsCpp5+anoq9XgDkNO9yaJRTFpyCz+djy5Ytg2mFeq3bZIYzR9YC8NauHRxdl+3eWeYF8jlzZGHGpjtzXBrjEWaKeF5aWp+DcObMkVGfNcubZcSJFWBe73M8zy8D6Q5R5NA9anh3Q8tg2pn75sGY22Q9rauWIgeD1M0+ympRbGxsUqB27oF0fr4JX1un1aJYjm3QygCXXXYZAP/v//0/BEHgxBNPtFiizBHRvdDItN7ZYMwCuPaqa9NSr+DtDf2TBUsOAU6cH/oOP/bYY4NphXqt26Sb0JPzZTs2AfBuSzNH1o22UqA0E20puGzH9tjZhWQCuGY/l63eYW6FydoYE/W6ipUeI1C6kssW79AOwq6322G85YVG82u1E09uo0Y7tQzA4XvW8t5XQwaty14zOOa2R5aNUcIOF0KRiGv0WIQikdaPl+KqGEHFPlOt8bZKpo0k6xZEEVftWAStMC/pkDnROpPpE4NeUoIrrLtLNMczLJZ3mFHdYukcK786n9b58F9BHLrWgeHOTkmjVVjLNUzLFSyO0Jr5tGJrRXdS3dzQypCWd1YDTgSxCNfYatX1nswFl3teWrZBK4O89dZb1NbW2vGzbEwlW4xZ6USIeGhlyZLDoqIiqqurefmVl60WxaaAaPP181VPF3Oq66wWxcbGJkUO37OGDza14Q/mp1HWxgT0QuEk+HwqFpdSderZiMWltK58n5qD5mgbeUigvWw1gCnKieWlVC04G7G8NPW6022oSsUYpnGIZaVUnXQ2YlkM3c06jOoSK49Wul6a1vkwYkUpVd87G7GkVN8Ip1U2anfDWG8NkhlUrXJqZfSUA70gZKUTGyiur6H1gzUAiKUeqs7+BmJpGYkPgBlfbOuwLSsZoKKiAoB169Yxffp0i6XJLBHdC41M6Z1txqzyijTF9QkbtCjNDg8tgH3325e1a9YOfi7Ua90mM1Q4HHzY1kKlq4i9K0ZYLU7GqHBYHTRERYbu8ypcKeptxFvJTBL1VIqRr6I4rLuWt1e82FJaXljxvLf06owVLF79OZZcOumzJ1XTHwjy2fYOACrcOmNu3gpem3wmxrOpTABf4wYkaYC2VR9QM+sw855b02nkSbENORDAt2VD7ADhZhlxzK4/RduCHAiNedzg6IlgpoFL75xWOXU+rfPhz3IggG+jSu+M2GiUjWhFwFf+Vadr1aGlcLTLnCAIVM2aRvvyNYATOSDg27BTERReT8b8MmZBlhm0BEGYIgjCAkEQfiYIwnnh/ydbLVeq3HTTTQwMDNDR0cExx8QJwphn3HTTTVaLYAmZ0DvbjFkAV193dVrqjSw5lEuyw0ML4PAjDqezsxNJCr3VKdRrPZvI1zkE4Kb6SXzYtotZVbWIgmC1OBnjpvoxVotgCTdNy2CcNKMxqYzmM2rcUdcX/v+mBfXa+bXaSGUpZSxDVjxjViwM5i1zudhnVAUfNe4G4Ka52R4brzDIqnnEyGZlBpD6++h44Wk6163G391F9YxDhk5m0MiSdJtJtiEF++h47WmkYF/2GaoS1CXRQwr20fFmgronK7PRcvHqjFVOK586jfC1/tzTSP4+/bJ6dSSFXiWxjFrOGJ/j5VHmc1A1azrtK9YhSwJSX4COp99G6vPplDM6qKZ0TEax3KAlCMJUQRDuEQRhB7AWWAw8ADwY/n+dIAg7BEH4oyAIU62UNVluvvlm/ve//wHw3e9+12JpMsvNN99stQiWkG69s9GYBXDXbXelp+Le7AoKD3DSySchyzLvvvsuULjXutUUwhwCcHPzVpa3tzCrutZqUTLKzc07rRbBEm7+otm6xo0aiYzm09sFUOt8AG5+XqV7POOVGbsconNOy4gXbzdEPTQMXQc1jOSjre0A3Ly0ObH6bEyjUOaRjjWfADByur0rs41NPlA9axr+rh6612+JnzmPscwEJwjCnsAfgAVAH/AOsBT4Cmgj9F6iCtgLmAOcC1woCML/Ab+VZXmjFXInQ1NTE83NzTgcDvbcc0+rxckoTU1NVotgCenUO1uNWQA7d6bn4XMwKLwFSw5lWUbQ8IiZvv90RFHkP8/9h7lz5xbstW4VhTSHADT5B/i0o50fTsoLhzPDNPn9VotgCU39Oah3gOTvKhVlmzr9+nVFjD1mrkTVMyBpeVolYpwzYJg6aHwVT6/YCgFo6snBMc9xcnYeScbDR4Td6z6lePQYPDUmxGFM5rue7Oq3TD6tptJWIvqlW6fwmJvniZRg26nki+cNppcvshpP0DlvWj9EKtIacKciPTJRBTXO6X1W1xsrDUYeFLKv7/5kPaVjRxFSXi+Kv9aklHveWFpYqcUa4DPgbOD/ZFn2xsosCEIpcBrwq3BZT7oFNJOVK1dSVVWY24/bmEc2G7PSSiQovAVLDrWMWRGqqqv4YOkHGZTGRkFBzSG+gJ/GXi/7VdrziI1NvjBj3Eiueu5TgpIdGN4iCmoe6Vj7KSP3m5Ga4TkVMmUsUraXilEn0TbNfqrOth1NU9EvXtlEjVtaxqxYn2OVFVP9/Y1nqHIQbdRCcV4pjNG0oXRPbS2eUdV0fraRcSd+jaF1yloYfROUe27CVhq0Tpdl+T9GM4cnmceAxwRBOCV9YpnPNddcw/77719w3lkQ0r0QSYfeuWDMuuyKy9JSr5CFQeEBJkyYwKZNm4DCvdYtpGDmEICT3GU8LjqYXF6Zhtqz9+blmtGjzakoy2LLx+OafUzS2wyCJNd/ynLqe/IYdV5z4mjtMuq6IyQrWyyMeGelQrj9fcdU0u8PsrnNyzWHZ9GYFw7ZPY/EejaNh+J6FUtKqf7hL+h69AEmfucHycuTaYNUim2L5aVU/+AXiMVJ3jua9ZRsgWeaWF5K9Zm/CO3wmO4AQ8nIadQLy8g5xRwgVpRS/dNfICqfF7LCCUlp1ILhRq9YacRIh8r9ptDx2QbEUg/Vv/g2YqmH+IMe66LMsRsmLIyhpZ5ABEFYLAjCD5Mpm+289dZbtLa2ctBBB1ktSsZ56623rBbBEszWOxeMWQDvvvNuWuodDApfak1QeBntfp82bRptbW1A4V7rVlFIcwjAf3btYFrlCJx6W63nKW/19FgtgiW81ZrFehvd3S8e6rLhet/aoNI93sNgvBhZRmNoxWpPKy1WgHuDQeVry9xUlRSxblcXb23N4jHPU/J6HlHEfRaKROQiJ31N26nYex9jsaLNNgIYbdNEmQRRxDmiCqFIzHjbUZilewKHUCTirDZR92T6JZEyeuf0yik3/FPkFUQR58gqhMi9klZ9SqK8s+LtfBKrMrWAWkpqBYo3qrB+B47Ybwodn32JIBbhrKpCEIt06o7VjlkXuzVk053xt4G/CYLwa62TgiCUCYKQU669EV577TUCgQCHHXaY1aJknCVLllgtgiWYqXeuGLMA3n/3/fRUHPHQsmiXQwHtZYez5sxiYGCA3t7egr3Ws4i8nUMAVnS0s0/FCKvFyDhLCtSgtSSbDVqxSCTGlE75Jes1dDe6w6Ky3USMbQG029BKS8WIp0IQBKaOrmDtzi6WNGrobWBXSBtTyct5JOjtYcstoV2oK6fkbEz7hAl6e9j10B0EvTn6e5oCQW8Pux4pPN2DPT3suucOggV071CxzyR6t+xgoK2DXXf8nWBPr9UiZZxsMmgBrALuFAThZxrnTgG6MyyPKezYsQOAI4880mJJbHKNXDJmpROhtzcUPyvLvFPmHTcPgDfeeMNiSWzC5OUcAtDR38deZRVWi2FjYz5axiE9Y02ihi0jpFpfKuUDMHVUJWubu0KfUzGUZe/K4Vwju+YRR5zDCLJMT/N2AMon72287XR78CRDIu06ZOSADxxy9ntamY6M7PeBzgqDpElFJ6N5Y9Whd91H8soy8oAPZDm+d1ZaiOW1BdoKGOk0vXQnZXtNQpYkvJt3Ivv8Id01684vrywl2Sb9XcCBwH2CIPTLsvyY6nx2Pc0apLa2FkEQGD9+vNWiZJyzzjrLahEswQy9c9GY9Z0zvpOeir29li03jEVDQwOCIPDh8g8L9lrPMvJyDgGQBwbYq7zwDFpnjSzMIPhnNYy0WgTLOGtmYek+ubaMl9Y0cctRhaV3FpNb84gRo5YD+nfvxl1VTdFInTiM6TSImv20aWVwei3MsQ7ljgABAABJREFUMLKbLVNktz9HGuqORaJtGcmvd43r2XlEnXNKUg4Er2wwXiysiDDqQPEw/IunlVeZriSUp3zyRAB6vtpKUdxdEBJZUpk7ZJ3ksixfJghCMfCIIAh9siw/bbVMqbJx40ZKsyyYdaZwuVxWi2AJqeqdi8YsAFdResZb8HqhJDu/Q8XFxaxdu5ZTTs65OON5ST7OIQFJYofXy15l6QgIn924Yuwyms+4xAT1jtwTZ2MsV3UA+ADD7z4VeVwOQT9frDoSwcgDaLy4WXrEWmapUX5CVSmb271DettYTj7OI30duykdP0E/Q7p+O9JhKDP63VcaN2KVyTYDWTqxSlaj7Rq5DvXq0jNwWYIRQxdEK6wOGq9G28hVMnYsDo+b7q+2Ux3XmpdLF6txsustQxhZli8EFgF/z8XdqNSsXr2a6upqq8WwhEWLFlktgiWkoneuGrMA/vH3f6SnYq83azy01ONSOaKSTRs3Fey1no3k2xzS1NdLQJaYWFpmtSgZZ1F7W+Yay6L7vEVb2jPfaKxg7/FiYcWK9ZQgi5YpdI9VT0B1GMFoXqPGLBM8MyZWldLY0ctfP8ngtW4Tl6yYRyK7HKZ4CMVF+GWZ0ol7ZP53Lt6SyWQPAwhFRZTOPhKhqCh2xnQuJbRoRZdQUkTpnCMRSorSJ0Oquhsd13h1KdKFoiJKDw+PuV67mt5ZRn/ME7GaaQkcS5FEOyJUhyCKlDTU09e0i9IjD0YocunkzYILM01ksxbnAR7gKUEQFlgtTCr09/ezxx57WC2GTQ6Qy8asdCJ4vZAlBi1B5TEyevRodjbvtEgamxjkzRyyvc+LgMAoT7HVosTBDuKTU6Tq5WR222pPrlh59eo0g1TqSeIrMLGqlKAk4+33pdCwTZrIi3lEdLvp79hN3aTCehYRi9yUHTrXajEsQSxyUzan8HQX3W7Kjig8vYvHhQxaZXNnWi2KJWSTh5Zf+UEOPdH/CHge+BdwjBVCmUEgEGDcuHFWi2EJs2fPtloES0hG73wwZs2claYfUm8vcpYuORzbMJaOjo6CvdaziLydQ7b39TLS48aRZZsiZILZFu1sajWzq/JM7wR2Bpw9QUP3dASDT6SNZLyzDMpcV+6hyCEyvsxecpgF5OU8Euzro2/Hdjy1daGEfPBEMuDFJfn76XrrZSR/f9q8wBIiU55gTpAC/XQteRkp0G/dOCfbv0ba0Tkv9ffT9b+w3lqYFjtLTyC9c4mWScx9raRhDN4tO+h6eSlSfzBO3Xpy5K7XVjbdHZcC/1YmyLIsAWcCrwM/tkAmUwgEAuy5555Wi2EJ8+fPt1oES0hU73wwZgEcf+LxaalX6O2Fsiw1aI0di6/fV7DXehaRt3PI9l4ve5SUWy2GJcyvHGG1CJYwf3ThxUuLMH96YekuCAJ15R4mV+TeQ0Qekl3zSKJLDnXwtexCCgTwVNekWeAwGTTcxNJbDvjp+2QlcsCvnykW6VoumealloO6f5qg7pmUNdHxNJhHlsNj7tfQW9eYlejbErONV0aNSfqdXTJ2NH3bd9K3cjWyXx2QPh3WyuwiawxasiwHZFnu1UoHTgOeAXoyLliKSJJEMBhkr732sloUS7j66qutFsESEtE7X4xZADddf1Na6hW8XuQs9dSYMGECgUCgYK/1bCFf5xAIxdBqF3L/9yEZrm7aYbUIlnD1miarRUg/Wh5MQbj6+Ri6p8tLK93eXxDTQ21UuYe/frwrA0LYxCLn5xGdZ9P+9tC15akfZYlhKe3oyeMgeqe/fNA5EYOSkGB+MzCj35LNr4copdEzSwsTLHMJXmjuulp8bbsJPUqKZNb10HpywgQny/IAcIbVciTDjh2hm/GJEydaK4hNVpJPxqy00tuLnKU7he6xZygmRW/vsHtgmywhl+cQgPYBH5683zE2ExaFAkcvRlW6SFeMLrPrjXXpGY2JlUz4OEW7o8o9tPoGkqjEJlPk8jzS39wMgKeuLr0NZcNTZaankmzQWQu1MS+bSEWeRMoaMmKlcsE445SPCGskTzx5Yivuqa1F8g0QHDAyj+SfUcsyDy1BEOalUPZYM2VJJ5s3bwYK16BVU1NjtQiWYETvfDRmpWs3T6Ene4LCq5k8ZTIQ8sa0yRz5P4cMua+0D/gYWeS2VhyLqHHGuIkT8vc7V+POticQA5i0J0BNqTN+XVYGgE9DPK+6cjdyUKF0AjHHbJIn/+eREP6uTgCKqqssliTDiAKOESNBLMD4dIWquxDWWygsvd01oecvyekEIWsW4GUMK++YXhYE4R3gLuAlWZZjTt2CILiA+cCvgUOBOHuwZgdbtmwBQsuSCpFrr73WahEsIZ7e+WjMAvjtVb81v1JZBq83e4PCjxsLwPHHpyd+mI0uBTGHQMigddLosVaLYQnXjq63WgRLuHaf0VaLEJ9kPKW0vMRU9Vx7vEHdI0alZO5kjRikMmhQqvS4mDIifw20WUx2zyORGFopEhgIBcj2NIw178kvW51qFfo5Ksuo+cX51skSjzT2oaO0jJqfmqx7pqwGybYjSjgqSqi54OcGMpvV+fG8tCJ5jLarp3zsckXVIwEoOeFrOMoq4rQRj2z9cutjpQlvBqEeew5oEgThCUEQLhIEYb4gCIcJgnC4IAgnCYJwiSAITwNNwGKgFzjQOrETY/v27QB4PB6LJbGG66+/3moRLCGW3vlqzAL4w01/ML/SgQGEYDBrPbRKwrG9Hn/8cYslKTgKYg4BaPf5eLc/e8O2pJPrdxZALCkNrl+302oRLOP6VwpP93KPixVNXqvFKEQKYh4ZaG/HUVKCYKbXSjpjcZl0yAQYaN6GHMjSB/RM6E7AvHozpa9RIrGxFDGy5ECAgW3bY4x5OrbMTUT4ZBWO3WmuihEA9G3agRxI9Xueex7ilkksy/Jq4OuCIBwKnA+cQmgXEfVTvgB0Af8HPCDL8vKMCpoiu3fvNncCyTFaW1utFsES9PTOZ2MWQFtbm/mVekM3+XKW7nIIoV2qWlparBajoCiUOQSgJ+BngMKcR1qz9UEkzbT6ClNvgFZvWHejMb8S9RTLRNcm2EaFx0WPL8md2GySJifmEROCWQ+0t+BwOJB8XhxFOjvmSvm3TEnq62P3449R88tf4fAU1k7BUl8fu/+RB7oneP1LfX3sfuxxan71SxzlEb0zOZ9GJqNE2ow1gRmrxxl+Rur87yvUnzAPR3lZAu3nPpab4GRZXgosFQTBARwMTANqCU0mLcBqYFV429yco6enp6ANWjZD5LsxK10I3nCw9SxdcgjgcDjo7++3WoyCJN/nEIC+YBCnmH8PGzY5RmQxVjbGkzVq1MpSO2G528lAIMZqtyyVO1/I93kk2N+PI97GIhndBS5DRHRKdpe7PDTyZQzLrqcAIJEeT6xE0JqQkpHHmKnGVVYZasHnZ7jnV/5PIJYbtCKE161/GD4SQhCEbwD3ELrNekSW5VtV54Xw+RMJuQmfLcvyRykLbYCenh5ceb87lT433nij1SJYglrvQjFmXXXtVabXKUQ8tLJ0ySGEDFr777+/1WIUNPk6hwD0BgP8pHZMpprLKm6szxG9Tb6bunFansQOSyLO1o0nJKl7vLYSuafXsy1p1WFCrK1il4Nqt/3wbDX5Oo8E+/sRC/hZxMYm33GEd4I3tsth/pHzs2f4bcp9wAmE3qicKQjCNFW2E4DJ4eM84IFMyef1FnZMhOeff95qESxBqXehGLMAXnnxFfMrHTRoZa+HliiKbNq8yWoxbJIg2+cQgL5ggFV9hTmXPN/ZYbUIlvD8zk6rRbCM59codE/UWKR+KR/QSLOCOHq4HCId/VYLaZMs2T6PBH0+xFg7xtpoo47RlGuHlTqkjUCcI5tJX6Ay0eFAEEVkzR3XrQiYlllyxqAlCMIeOqcOAb6UZXmjLMsDwFOE1sArOQV4XA7xATBCEISMvP70+/1ImhdXYbBs2TKrRbCEiN6FZMwCWLF8hel1Di05zF4PLUEQaNllx9DKZnJ1DgHwSxJfDPRlqrmsYllvr9UiWMKy9sLUG2DZlsLT3eUQ6Q0U7r1irpD5eUQm/gN8/EMO+CmqH41Y7DKlvlw5xGIXI3/0vYLTO791j41YXMzIH30fsbg4bt7sJPmo/YLTSfGsgxGLy1KqJxcNWlknsSAIxcChsiy/oTq1UBCEv8myvEKVPhZoVHzeBsw2kGcsod1KbGzSQqEZs9JGb/YHhe/r66O7u9tqMWyw5xAbm5wkgLl3pPGfe7IK70CArl47DmO2kC3ziCzLBJX3FoKAo6wMWZKQVCtAxOJiBKcTyeuN8tIQnE4QRYQiF1Jf9IsRsawMAKmnJzrd40FwhfIrd4sTHA7EkhLkQGB4XaWlCKIYLS8guN2IRUVI/f3I/qGNDwRRRCwt1a6rpATB4SDY4wVF2DLBVYTocSP1+5D9iqVVgoijrBQ5GERSvQRxjR6l3S8uF6LHgzQwgOzzRZVxlJfH7uPeXuTgkNul4HQiFhcj+/1Iqniqen082C/qPo7VL5E+7ukBxbOFUFSE6HYP62PHiBEITqd2XWFdhvdxuF98PmTl8rUkrz2xuFizj9N57TkqK5D6+ky69gLhfkn82hvql15kSXG9pOvaGxjA27htUKfErz0HYmlJ9u4KGoOsM2gB84FFgiA0K9IcwGjgZKBBlV8r4rrW7iTx8iAIwnmE3ICpra3lwgsvBODkk0+moaGB++67D4Dp06dzzjnncPHFFwPg8Xi4/fbbufPOO9m8eTMAl19+OcuXL+eTTz4B4O2336aqqoqHHnoIgBkzZnDmmWdy2WWXAVBRUcFNN93EzTffTFNTaG675ppreOutt1iyZAkAZ511Fi6Xi0WLFgEwe/Zs5s+fz9VXXw1ATU0N1157Lddff/3gLns33ngjzz///KDH0Nlnn43f7+eJJ54AYO7cuRx99NHccMMNANTX13PllVdy1VVX0dXVBcBtt93Gk08+yapVqwA477zzaG9vZ/HixQDMmzePWbNmceutoXABEydOZOHChVx66aV0dnZy4YUXcvfdd/Poo4+yevVqAC644AIaGxt57rnnADjhhBOYOnUqd911FwBTpkzhwgsv5KKLLkKSJERR5J577uHee+9l/fr1AFxyySWsXbuWl156KeVxev311wE47bTTTBmnQw89lF/+8pfIyMycNZNvfPMb/P663wNQXV3N5b+7nFt/f+vgroC/u+53vPzCy4MeTmf98Cz8A36efuppAA4/4nCOmHsEf7j5DwCMrh/NwssWcuO1Nw6O0w0338C/nv4Xn3wcuubOPudsOnZ38O//+zcARx9zNAcdfBB33R7q4/ETxnPhry/k6iuuHgxofsvtt/D3RX9nzedrQmP98/PYtm0bLz7/IgDHHX8ce++zN3++588A7DV5L352/s+4fOHlBKUg3h4vgiDwl/v/wpcbvgTglxf9ki/WfcGrr7wKwInzT2TcuHE89GCoj6ftO40fnP0Drrj0isFxuvGWG7n3j/eydctWDvryK34KvLPiI/7z1DMAfOvb32LEyBEsejT0XTjgwAM49fRTuebKawbH6errr+bO2+5kZ1NoC/jfXvlb3l3yLu+9+x4Ap3/3dFxFLp54PPRdSGWcZFmmubmZZ555xpTvk01KWDaHgGoeKS7hwm1fAHByZQ0NLg/3tW4DYLqnlHOqx3Lx9tDvmUcUuX3MZO7ctYXNA/2AzOWjGlje240kQ48U5O2eDqocLh5qC/32zCgu48yRtVy2I7TctcLh4Kb6SdzcvJWm8A3XNaPH81ZPJ0t6Qsu4zhpZh0sQWNQe6p7ZJeXMrxzB1U1bAahxOrl29Hiu37l1cIfBG+vH83xnO8t6QzdFZ1fV4Zdlntgd8kqcW1bB0WWV3LAzVEe9y8WVo8ZyVVMjXeEbr9vGjOfJ3a2s6gvd8J1XXUd7MMDijnYA5pWXMaukhFubQ3JNLCpiYd0o+iSJC7eFngHvHjuOR9taWR3+vbqgtprGAT/PdYZ0O6GigqkeN3eFvSWneNxcWFvLRdu2IyEjCgL3jB/Lvc0trO8P3UReMrqWtX0+XursAgFOrqqkwe3ivqbQHDq9xMM5o6q5eNP20Dg5RG7fcwx3Nu5isy/Ux5c3jGL57l5ebw/dTJ9WN4Iql4OHtod+N2ZUFHNm/Ugu+2JHaJycDm6aUs/NG5tpCu9sd83k0bzV3sOSth4Q4JCRJazs6GXRllD/zK4uYf6YSq5eHRr7GreTa/cfzfWf7RzcEfHG/et5vqmTZa2hPj57ShV+SeaJr3aHxml0GUePLeOGj0K/ifUlLq6cNYqrPmiiayA8TnPH8OQXu1m1K3RDfN4B1bT3B1m8viM0ThPKmTWmhFs/CI/TyCIWzqnj0td20B+QQIC7vzGWRz9qY/Wu8DgdWkNjp5/n1obHaZ8Kpta5ueud8DjVuLnw8Fou+vd2JEmm2xd6ILr3nRbWt/hAgEu+VsvaZh8vrQn9jp48vZKGkS7ueyc8TvUezjm0mov/LzxOLpHbTxnDnW/sYnN7eJyOHcXyxl5e/yI8TgeOoKrEwUPvh8dpXDFnHjSSy57bATJUeBzcdGI9N7/WTFNXeJyOGc1bG3tYsin0XThrxkhcCCz6KDxODSXM36eSq/8XHqcSJ9cePZrrl+yktTc8TkfX8/yGTpZtC4/TflX8e3VoTC58fRtzx5Vx9JgyblgWHqcyF1fOUI3TYeFxag2P09Rq2vuCLN4UGieblMmKZ5HiUXW0/unPQ+fcRdT95iKCHbtpe+CRqHIjTv827sl70vHMM/i3D9nI3NP2QQ4MMLB1Gy13/TFk4ApTd/klyP5AVBsAFfO/QfEB+9H13//i2/DVYHrRxAmMPOt0fOvX0fnsf6PK1Pzq5zjKy2n98/2gMGqUHXMUpYceQvdrr9L/yerBdGddLdU/PRv/ti3sfuLpqLqqzv0RrlF1tD/616iH8ZI5syifdzTe996h94OhjSbFsjJqL/oFgdZdtD/y2FDnBgIILhc1v/oFHU8+Q0DhSe85YDqV80+gb+UKet54e6hxUWTUFQuRvN20/unBKLkqF5yEZ9o+dD77bwY2bxnq48l7MuL0b9O/ZjVdz78cVaZ24a8QXM5hfVx+/DxKZh5E18sv41uzbjDdNbaeqrO/z8Cmr+h4+v+iylT/4lycVSNpe/AvyL4ho0rpkYdRNvdwet56i76VqwZ1H9jayNh7bifY0cnux56Iqmvkj86iaNwYdj/+OMHdHYPpxQfPoOIbx9K77AO877w/mJ7stTdiwUn0f/ox3a+8HlUmXdeePDCAb/2XuKfsRfnX55lw7YUWs5XMOYTyeV8LX3tDIfZC194FBFrbaX/kb9F9fNYZFE2cyO5/LFZde/tROf9EnWvv0vC191BUXZULTsYzbSqdz76ouvb2YsTpp9K/Zi0AW/7+DxrGNiA4ndQu/HX42ouuq/z4YymZeTBdL7+hce39kIFNm8k1hGzzHhEE4UtA7dIrE3qTcZUsy/9Plf9Q4DpZlo8Pf74CQJblWxR5/gK8Jcvyk+HPXwBHy7Ks+1Zk5syZ8ooV6hcwibNgwQJeffVVelTW0ULhgw8+YM6cOVaLkXFsvU1k0SL48Y9h40aYNMncuk2ivLycmTNn8uabb5pSnyAIK2VZnmlKZQVGtswhADOr6+QVx5+WpCZDb8icTz3CX46Yxznj0nX9mxDVOuV6tN8IfuD1Mkcvfp6QwBItIzvzGXnFp5cnVtlYbWudc8IH7V7mVJXGzRezvnjntfKoP2u1G6sNI3Lq9Uc43wdbvMyZEEf3dJNqUHh1vjh5/vVxIxc8s5KdN3xLO79WuzHaEK590p5DUiBb5pGqg2fIx72lMJAY8pJReYM4nXzwk5/T8f4yjv3gTRxhrw2w2kNryBskXR5awZ4e2h95nNpfn48gOjLjJZOyh1aMfknAQyvY00P7X/5G7cILQ15SGfHQGn7tZdpDK9jTQ/uDf6Pq5z/GWV1twrXnDPdLKh5amfEOfKqojElHH81B/1iEo6wsJe/Ap1ylOTWHZKOH1lbgOVmWLzGYfzkwWRCEScB24LvA91R5ngN+KQjCU4RcgDvjPYiYyUCB7jgA8MQTTxSkYcfW20QiP8RZHBRekiS2b99utRg2IfJuDgF4uaudc8hOg246eWJ3u75BK495onF3tEEr31HcjT6xcne0QSuV+nJk5URQkukLZtcL5gInK+YRQRBwlJcPTxdFzXQAUWtHaEFAlmUcZWWa5XTr0olDJDidumV06/J4wONJrC6dUBOixw0e9/C6HI5hdQliyMNGs18AsagIioqG1xWrj3ViugouFw6d3SRN7WOFUTKqLlUfC2FZkupjtxvcGn2c6LWHfh9Deq49ocgVMuiE20zt2os2lSRy7Q2W0bmHMfvaE10uXGWlw77nyfRxrpGNEt8DGLYAybIcEAThl8ArhN7j/VWW5c8FQfh5+PyDwIuEtsn9ktBWuT82XWodPB6PHUPJxiYVIm8psvihVpZlRDFn9tjId/JqDgFwiw6CBby5iI1NvuMPSoiC1oo0G4vIknkkEhQ+NRzuorBXR9CU+nKHIKE+LDS9IX91z0bThZkkr58UCCCIDnI1sHsqZKO2zwH3CYLwuSKtFPieLMtXaxWQZflFQhOFMu1Bxf8ycEEaZI1LaRY/hGeCuXPnWi2CJdh6m0jEoJXFO5ZIksTYsWOtFsMmRF7NIQDFDgf7uLP3+k8nc3XeROc7c2sKU2+AuXsqdE90uWGsJZRWPtM5iLki1y9JlBdZsbbSRoe8mkccJcXITieCKxsf+9KH4HJSfPABKeidu4YgwQXFB++H4AJr9EjXtRZbF8HlovjgGYPeadlF+r5/UiAAskzRHpOG6y7l/wv3bPxlWwD8APiZ+oQgCKIsy1dlXqTkKXSD1tFHH221CJZg620iXm/IOyuLPaCCwSBTpkyxWgybEHk1hwAUO51Mdg13cS8Ejs4Vg5bJu/QdnS8GrST65Og9k9Q9XltOjD/X6RmgtOqIY6wygtcXoLZUe0mOjSXk1TziLCsFpyO09EqX3DXe6CF6nFR846jwp/zTLxaix0PFN75moQRm9Xdik0hozI9WyWCFucOkNg0aowJdofhd5YccilhUAgXm1J+NT4j3AW7gI2BJ+PgIaAb+HKNcVlJWVkYwmOKdTg4T2e2t0LD1NpGIQSuLCQaDg7sW2lhOXs0hEPLQerK9OX7GPOSGnTutFsESbliXhXo7yEiA9hv+l4TuRp8dsvE1LtDtC7CrP8YTSJbKncfk1Twiuorwd3Qi+Qorpq/kG6BnydKC0xsKV/eQ3u8XnN6BcLzhwJbNSKpA84VANk6R7wB/l2U5ak9OQRD2z3QQXjOorq62Y2jZ2KRCDhi0ZFnGE/PNp00Gyas5BKDCVcRAoHBfjNgUKEaNZ4neySbiqZUsCbbR7fNT5LCXHGYRWTKPmBNDy1VWjL+rG3mgF9zZ6MuQHuSBAbzvLKN4xtSC0htAHujF+84HWaZ7MmaHWNf/8PpCY/4BxTP2B3fE6zUQs4y5JFG/CUsC/eHdRf1fbgjtTukoLK/+bDRo3QJobROZkw8i48aNA6Cnp4eyXFk6YSL19fVWi2AJtt4m0tOT1Qatrq4uAMaMGWOxJDZh8moOAagqckdt0V1I1GdlHIz0U+8pTL0B6isKT/eufj+VxYWndxaTV/OIa0QFUiBAsL8fR7lZzyK5sIQvQMgomK2ksw8DhNadBUxsJ1WzgVE5jLajrs9IuXQsQ0ygrmSNV3G6zr879CziLHKnPty58NVWkY0GrUbgTkEQlE/GpcAcQRC+JstyTq0KnTBhAgCbN29m+vTpFkuTea688kqrRbAEW28TyXIPrc2bNwNw0UUXWSuITYS8mkMgZNAaV1SYHoBXjhpttQiWcOXeo6wWIT7J3EFqOSGp6rnyWIO6p3IHGykb68bdhNhYRuno9XNkQ0VmGrMxQhbNI6k/XRZVhu6h/F0dFNWOSLm+7Cag+t9so04hkynDWGJeWdHllGNupI1UTSEGyidixEqyi32trQC4PCUFeblniw+ikteAo4DrFMelwBHA/VYJlSyTJk0Chh56C42rrsqpuJmmYettIllu0Fq3bh0ATz/9tMWS2ITJkzlkaNvlqiI3r3a0WiuORVzVtEP/pJyNtzDmcNWaHHQEMWnF3FUvNsWvy6zXscnUk4Yd0Zu7+/mk3T+UkKF4ZTa65Mk8EqKoaiQAvvbdaW4pkAWHAkFAcBeBIKRHXSBk9c7CQ5AQ3E4QpAy3bYQExtBQWQVRY260vmSJMxFIYnxjllHV43SZb1foHrFoRFX86z3Br1EukI0eWm8A/cADirRy4DjgfEskSoGamhoANm3aZLEk1hBZjlVo2HqbiNcL4e9RNvLVV18BMDBQWAEos5i8mkMAatweutrz/frSdpnpKtBNVbr8adA70waSJO8wu/rj6G72nWuseFeRPos3HEbz6bTb3N1PdU15AoVt0kxezSOle4RWiwx0dVssSWZxlJVS95ufWi2GJYR0P9dqMTJOSO+c+4qmjK+1BWdpKfW/ucJqUSwhGw1aC4FrZFl+TJkoCMKiXFwqIooigiCwfv16q0WxsclNstxDa+vWrbgKNM5PlpJXcwjAmOISvAW4a41NnqN1B+oAYr1cTtddayYCxcdYwrirp5+GsfY8kkXk6DyifRG760YA0LejSTdPbqP9xZIliWBHF44RFQhivnj0Ghu/kO7dOEaUJ6C7GT+wRq36sd6waOkYb6lhKE9I704cIyoVeqcjblYMYnllGRm+JL6i/TubcVfXEmhpx1E5Io+ud2NknbZyiOs10nuskMcMysvLC9ZD67bbbrNaBEuw9TaRLDdoNTY2UlxcXLBjnm3k4xwytqQUIZCPDyHxuW3MWKtFsITbphfuJhO3nVxYugcliZYeH5cdVlh6ZzPZM49EdjlMYrmdAlEQEF0u+hq3p1vgMJleYqeN5O2j7YEnkbx9Seph9fLJ5NeChXR/KkHdMylrouNppO4AkreLtgcWIXl7derQqzsRYqw71zNmxRY75WWHvTu2UVw/hra/PYDU6x0qk86Vo1mE5QYtQRD+IAjC/orPx2nksVzOVHA6nezYESMOSB7z5JNPWi2CJdh6m0iW73LY2NhIVVVVwY651RTCHDK2uJRdvn4GCnD53ZO7260WwRKe3JbuWDcZJoGYUE9+pKF7GuJWJdSGgWD2CdWnYHtHH0FJZmWLP35mm7SQ7/OIIAi4K8rp3b4znJINcZRSxahRRUogb7oDCWXa+JWoQdTs/km2fKIGLr3ziaSnSKx4WfEMWbHOxVMz3EV927dRMnpMaMjNCGmWY2TDj/OzwHJBEI4WBOFYoCxyQhCE0wRBWAcMCILwtiAIe1omZQo4nU527dpltRiWsGrVKqtFsARbb5OQ5az30Gpubmbs2LEFO+ZZQN7PIWOLSwDY0af1xjGbMD+S9aq+ZN+s5zarOjKgt5VBJ/SWGwKrtql0Nyqn08CRrGxGSeLy37Lbi8fl4KuuwjNYZxFZOo+on06TPSQ8IyrwbtlG5t0vrDKmZIOMVloJAmgb88xuIxXdE7Ta6Fpp9MomYtQy2jcaE0QiXlmxVE20GxRdEfLQGqddVzZdlmkiGwxaawAXcA2wJ3CUIAgzBEFYDPwTmEJIziOBlwVByLkgA5WVlbS3F+ZbZhublPD5QJKy2qDV2dnJHnvsYbUYhUzezyF1nmKcosgmb2EF9M04eXJjlzTK+3S1bVJtqFHf0ztU5zKxC2GyxiojeWMY3OLmS5DNbV7GjyxBSOtObDZxyPt5pHjkCHq3ZmrJoY2NTaaQ/H56d2yjZOy4+JnzlGwwaB0U/lsCLAEuAFYA3yYUGnQpcAowB/gSyLntKk488UT6+vqQpCyOI5kmzjvvPKtFsARbb5PwhteBl5XFzmcRkiTR39/P1KlTC3bMs4C8n0MEQWCPsgq+7C683VPPq87eHU7TyXkTqxMrYL5znHnEM4ap8px3WLV+vlh1JIIRQ5hRo1a8PLEMhcDmdi8TRpZy3oEJjrmNmeT1PCIWuxk59xC8W7Yhy7JOrlzySjLWtljsYMTpxyIWO9IsY6Y8vIwfYrE7rLs7w7Im2kdG8qnR99QSiz2MOH0+YrFHo74MoqeaVpqWeEZW8obLeTdtQQ4EqNhzGiO+eTqiszi2XFZ9bdNINhi0zifkU/uhLMtrge8BywhtmftdWZYPl2X5v7Isf0hoAjncOlGTI+K98cUXX1gsSeYpVM80W2+TiBi0stRDa82aNQAcfvjhBTvmWUDezyEAo0tK+bKn02oxMk57MAfvrEyg3V+4y8/aewtL9/W7uplcW057X2HpnWXk8DwS/+lUcMKI2fvh7+rB19Ksk89aGc0xmkQjOJ24J09AcKqt09bIExtzZRKc4J48BsFpdt2p6GE0f6w8SoZbe0J6N4T1NiJnimgtN1RXq9WUXvPxVlVqdEX3pg0AVEzeB3fDZAScyQ2fbdBKDkEQRhF6+wHwEIAsy8/IsnyYLMvHyrL8tKpIDzA6kzKawdq1awFYsmSJxZJknsWLF1stgiXYeptET3hDoSw1aL322msAHHbYYQU75lZSKHMIQI/TwYYC9NBa3NFhtQiWsHh7h9UiZA6Vx9Lijzv0PafSERzeDG+vFMqube5i6ugKFn/RkZqXXbZ66GU52T2PGAnqHR/J24f8xRYAutZtTKD9bDL4JC6T5O2mfdGzSN5uk+Qx1+iUTguC5O2jfdELKezwqEcqOhnNa6QONSErkOTtpX3R4vAuh1r1ppmA6n8jhqxkw4OFj+4NGxBdLjwV1bQ/syh6l0PrLsGMYrWH1oywDO/Isrw6VsbwevVbgJZMCGYmTqcTt9vN0qVLrRbFxia3yHIPrWXLllFcXIxz2Ns/mwxREHMIwIjiEtZ2dVgtho1NbGLF1tI6r1VeK5RUooYsB4ktw9RbgqiVZuLyTkmSWdfcxdRRFdoZYsUms6cds8jTeWToSVWWBnAFJQRRpGvteqx5ws284UeWJPzbW5Alf8bbjiadhjDtQ5b8+LfvMlH3ZPolkTJ65/TKaaUFw2PejDwY5kerPr3P8fRR/egqvbO0xFOjTtMyYhlRV1VP15drKZs4GUES8O/cjuyXUhuaVC51i7DaoDU2/PeVSIIgCNWCIFyp+FwuCMJtQCNwHiH335xi3rx51NXV8cknn1gtSsaZN2+e1SJYgq23SWS5QWvNmjXU1dUBhTvmFlMQcwjACbWjWd/dSX+BLcGbV15utQiWMK8ui/WOExPKMOqy4Xrn7aPSPZ7hxqFxJHJejVZ78eJpqY1NBg152zp68Q4E2GdUBfMmZvGY5zcFMY84XE5KJ4ylc+1XVotiY2NjIh1rP2PEPvtZLYalWP1+Z1v4r9I+2Q4cqPj8MqEgjALwKvDXjEhmIrNmzWLvvfdmxYoVVouScWbNmmW1CJZg620SWR4UfuvWrcycORMo3DG3mIKYQwC+VTeG3wJrOjs4qMrsQOkOMr+VuzFmlZSYU1GQnFqSNWuESXqbQSoGqwjxPLcUzJpQol3GDJm0ymtd+k6Gv6XWSkul/SCs3tFJZbGLMZXFzHLk3MZ5+UKWzyPmvcSomLYnHZ+mEs/XyhcqybQdBFLZkMvqF0ipzMtBQktW9dayJYPeD6+RftKKY6Z3PqCTrjynzh/5LBHSO16ZDKPlnRUvj16aIl2WZTq/WM2Yo08wVs4IVl/2SWC1h9YbwCbgZ+E17AA/CachCEI5cCjQAfwMOEGW5Zzr5ltvvZVDDjmEzs7Ogtvp8NZbb7VaBEuw9TaJLPbQkiSJjo4OjjzySKBwx9xiCmIOAbinrYm9yir4rKOwNh+4tbnZahEs4db1Oah3irGkItz6SrN+XenYzVGvTiOeWgnuaKjmo8Z2DmoYieASuPWDHBzz/CDv5xHB6cA9bRIjD5zK7lVrkOVkl6GlSjqWtekjOGXc08YjOI3EIjOjTa2t6VI5kic05uMRnGb+YKYid7z+TWbJoTpfRO89EZxaa9djl02aRFY1qrvI6GpKnW7o3dqIv6uTysn7IchO3JOmIcg6E2imvuYWYKmHlizLfkEQTgZeALYIgtAC+AlNHMiy3C0IwnrgXlmWH7ZQ1JQ58cQTufnmm1m5cqXtyWFjY5QsNmhFNnn49re/HSenTboopDkE4IARVaza3caPrBbExsbGFD7aupuDGqqsFqOgyc15JLGnTrHYyYgFR9HjCOK/qQvvlh2UTRwbv6CJMljRlljsZsSCuQmWypS3cnr7Tyx2MGLBoRlpa7g5Qa8P1cY1PS+teN5bWvlCLrSha/2Y8Ge1a7aybApo7WyobELrf9COlxXrs4G09tUrARg59UBETzEjjl6gX06LHDVgqbHaQwtZlj8H9gYWAL8ADpBlWfma6lTgWEEQzF5jkTEmTpzIoYceiiAIPPPMM1aLk1EmTpxotQiWYOttElm8y+F///tfRFFk+vTpQOGOudUUwhwCMLHIzazqWj5s32W1KBllYlGR1SJYwsQSC/U2+kI/kYDrscqpAp1PrFXpHi/2lVaMrHhHrHrUssULFJ9sPwAfNe7moPEjAZhYWZRYfTamkb3ziJ5nUWJIA356V6xhxL6TAdj90RrF2cx5TCXfZjIEkQb66V2xBmmgH/O9olLxNktUp8TrD+m+Nqx7qrLGk9louXj9rVdOy/KjbQ0KXeurkQYiuzvqWZFMckfSq0LPmKVWT09dvTyqfO0fL8dTM4qSugakvgF6P1+B5B/QLmd0SHPQyGW5QQtAlmWfLMsvybL8vCzL3apznwPfAbq1S2c/CxcuRBRFamtrB706CoWFCxdaLYIl2HqbRBZ7aL333nvU1Azd2xbqmGcD+T6HACysa2B2dR0ftbcxEMzOeFfpYGHdqPiZ8pCFk+sy15jRHQSN5otnNNKrL/z/wq/XaefXaiPVgPRa5fUMW0YxmLelt58t7d5BD62Fh2RwzG2Gkc/ziOwboPuVD/DUjsQzuoa2ZZ9aLVJGkH1+ul9ZgezzWy1KxgmN+UfIvgGrRckoIb3fKxi92z5bTtV+sxAEAXnAR/fSV5AHfFaLlXGywqAVD1mWA7Is5+zoXHrppQDst99+fPFFKsEYc4+I7oWGrbdJeL0gCFBcbG69JrB27VoOPPDAwc+FOua5QK7PIQCX7viKg6tq8MsSnxZQHK1Ld2yLnymTZOjN5aWrd6RWQTyjitkBJ/TqM9qOIt+lz4R1N2psUtejd+gRy7ClI+Owz0aNeAre/6qVqtIipoR3tLz0TZ0xtz22soLsn0diuWGEgqMLgkTNYQfQunQVsV00zGrXLI+rdMafSreHVTo9ozJNsvIm4rWlVU5dh9Z50O8rMwPj66AWVd28Vnosx7N4nlsBkCWJ9s+WU73frKF0SaOcTvmsv9wSICcMWrlOf38/AMceeywdHR2DnwuBQtJVia23SXi9Ie8sIVZwx8zT1dVFV1cX8+fPH0wr1DG3STehp+Z+SabU6WJ65Ug+aMvnZYfRVoN+Sb1bkQo5P29j+oMmbyBjxk6FqabH2vVQQb9fis6r502ViNHKSH6tduLJnaghT9Hue1+1cNikGkQxNL8ZHnOr9ye3ySCJBDM3Rs2hB9C+/HOCA3peS5kwtqQzOLpaPkkjLZOGqXTXr3codzk0u+54OhrJp3dOa9zV+bQsPcr/ZY10ddvq//XqUxErfpYapRpa6kf+xlItRlrnus/xd3dSc8DhCvnQH3KtOs38WltIft4JZilnn302AE8++aS1gtjY5AoRg1aWEfkOn3XWWRZLYlNozK0dzZJdTVaLYWNjkyLvfdXKEXvVWi2GTV6jfEINGcdqDtuPYL+P3atWY96TbLp378sGA1I66ky33PGMeWbJaLScUQtLBD2vLXUZdTo66al4aWm8SYhlC1Pb45T/xxNZmU9t6FKk7VqxBMHppGbfOaE0LfWSudxyMKqFIMtx3n4WKDNnzpRXrFhhSl2BQACnM/RFKC8v58gjj+TFF180pe5sR6l7IWHrbRLf/z4sXQpffWVenSZw4okn8s4779DdPRROw0zdBUFYKcvyTFMqs7GMmdV18orjTzOhpgABWcYpCPyrcRO/WP4uzQu+j2Cq56LZdzCp1Dd0txXROyaCQc8WI15KRmNJJZIeq12tc04ISDJOUYibT/d8goHYdfPqeSfp1Wckf5yle1G6x9PbLLRu8NWXcKzYwlr59NKB/r4glb9ezOsXH8MRk0JGrYAk45QEU9oWrn3SnkPygOqZ+8rHr3hKlZq40UmWZZBkEAUkf4B/jTiK6deex7Tfnh2jVLqfapM1nhmvU6l3cvOl2TKmQ2dtUtc9FZKdSI2k6U0mof9l2aHSW2uyc+ikx0oL/1V6aCVq0NLKF8uopfVZkfbepWfg3bGFrz/xAQCyXwZZAkHUHvMEvtJPzsqt5xDbQysDPProo4P/T58+HbMMZbmAUvdCwtbbJHp6stJD68MPP2S//faLSivUMbfJDI+2hbyyjqqrp8XXz9quDmsFyhCPtrVaLYIlPLqlzZqG9YxvBpbQJbwMUWe3wEffbtNe6qeVP9lDT5ZYRjs9I57e81aMZZDvftmCUxSYNaFqMO3RjxVjbjTgvdFA/TYFj+wPPQU7ilzUHnkgzW98aLFEmSGidyEi+3PQ1cYECmHMZVlm14q3qT14bnR6oPA2QADboJURVq9ePfj//PnzaWlpobe310KJModS90LC1tsksnDJYUdHB21tbZx2WrTnTaGOuU1mWN0fmjNq3B72q6zizeYUg4bnCKszHZsulftgvbJJrLJZ3ZXDMfliGVniGYEcsHpHf3R+vVhXRmSI5TUXKzaXXltGjXN6bYb537omjp4yCrdrKHH1rhwec5s0oRVDK3Gknj5a7vwnUk8PEGTUvFm0vLOK4EA/5i0LREPWTC+xiyak97NIPX1pktGsJXtKkgmAP/yQery03PkcUo/XtDqNXytG9Nc6Fyufsn+0zoX+Sj1dtNy5CKkn3nN2rLV/CaAlelAjTSufnjeWVpep0jrWfkZ/WzOjZx07mC719dDy1J2h73m8YTLr65kl2AatDPPTn/4UsL05bGwMkYUGrYcffhiAc88912JJbAqV40aP5ZWdWbb7n03hoPRASiSvAWNWFHreWMrzRnY0NJJPXX8sby11Pi3iBMB/9fOdHDd11PATySxbTSafTZ5hxOgwFGJm1DEzCfb5aH3/U4P1m22kSkedWmW1AqObJVe8uswyDqUin9kxtPT0NqqTEQOXOp/Wea160civl5ai51qs4ddach5PvHhGLo28O5e+gsPtoXb/I5MzWunpZBu0bPS44IILBv+vq6ujurqaJ554wkKJModS90LC1tskvF4oKzO3zhT517/+RU1NDRUVFVHphTrmNpnhgpoxg/+fOKaB13fuoD+Yg3cdCXJBTWEGzb5gjxqrRbCMC47Lb91buvv5uLGD46bVR6VfMDO/9bZJFjOMINFUHbQP7tqR7HjxHXLTUJVsfWbUY4VhKtmxSHWXw1RkV6LXP1pl9D6r21bWiypNUqXF0kev7gTQMkKpqzOSZrQLgtC09H/UzpiL01McnUfSyG/2ZZWF2AatDNDY2Bj1+aijjuKTTz6xSJrMota9ULD1Noks9ND6+OOPOfLII4elF+qY22SGRr9v8P8jakcjCLBk104TW8hO145G/4B5laWykibDNPZlKA5GvCV5RknEa0urDUVbjW3+6LhcWp5bWu2kEjtLXY/Web2YWrEC7Gvw4qc7aKgqYVpDRZTcjV2FGfvEJh1oPbEOPekKokT9CXNoenGpCfWm2/iVaj1aT/hamGGoMsswlawBSnmYMdkl026sskpiGbjUdajrQ5VPyy1KK03rcwJIKrOJujm9LtcSWS9NT11FV/l7e2j5+B1Gz/r68C7TcspTYpY9NsuwDVoZ4Lnnnov6fP7559Pf38/y5cstkihzqHUvFGy9TSLLDFpvvfUWPp+PSy65ZNi5Qh1zm8zwXGfb4P9uh4NjR43lhR1bLZQoMzzX2Wm1CJbwXFMW6Z1s0PFYBp8YOyk+t6pTM32YcSmesUpPJq1yevXHkhvVefWSSq2liQ74zyfbOfnAscN2oXpufRaNuU1eIXqKqJg/G9FTNJg29puH0fn5RrxbmiyULL2IHhcV8w9G9LisFiXjhHTfv+B0D13rh0dd6/nGzg9eQRrwMe7Ik6PSxSIPFYfMRyzyWCSZddgGLQuYN28eRUVF3H777VaLYmOT3WTZLod//OMf8Xg8HHHEEVaLYlPgzB87nv9s3xLamtvGJhMYiR2ll0/L08lIzCq9WFdKYsXIMhJjSy82l54uOp5lRugfCPLKZ02ccuBYYwWy03HSxjKS8/4RXE6KD9gDwTV08Y/++mwEp4Nt/zG67DARzxYz60u+npDe4xBcApnxvEq1vNF+iV+H4JIpPqAewaW1sYCZh1HZ9M5F0FuKqPcZVVqorOCC4gMmha91tXx67anPJYBeE0ZE1kuL0y3b3vwPFZOmUV4/OaodARfFkw5AcLqMX+apftWzBNuglQFOOOGEYWkzZ87k1VdftUCazKKleyFg620CspyVHlozZ87UPFeoY26TCZycUDEyKuWUsRNo7PXy0e5Wi2RKJ0MPXSeoYtVpIouhI18IwAmjDOhtNskYT4wauRKo74SDKqLri+VNpTaYGTVmaaVptaOQSzdNy5NLp+zra3bidIgctXfdMNVPmKLSOxZm9LVNDqA2RiRDAKnPS8fTbyL1eQfrKhpRzKh5B9P4rzcSrs8cQ5UZdcU2Ukl9fXQ8/QFSX6yl66nKkInyidcn9fXS8fSHSH29SbaRqgFLy9ITz8gFxpYhopMWROrzKa51ddvq/EmgVVQrGLvWZ+Nq6HaBFAiw4/0XGHf4KcNkkHr76Hj7aaRexa6eiQynbdCyicXUqVOHpf3yl7+ko6ODzz//3AKJMoeW7oWArbcJ9PeHjFpZYtBavXo1nZ2d/OxnP9M8X6hjbpMZprpLoj7Xeoo5uq6exVs3WSRRZpjqLjzXeYCp5W6rRbCMqWPzV/fFKxo5cf96ipzDrYdTa/JXb5t0Ev+JVQ4E8W3YgRyIfvIef9rRtLzzKX072xKqzxy5jNaVfKAfOeAL6+1LUoZUdEjFOJW6wUkOSPg2tCAHJMwlETni6Rwvf6wA8nrX+gC+DY3ha13PaqOlUwLEMgbpValWUfm/Mi2Ok1rz8jcZ6Gpn3OHfGvZVkAcC+LZvQB4IGBuGZL/aWYht0MoAd91117C0M844A6fTyS233GKBRJlDS/dCwNbbBLzhtytZssvh9ddfj8vl4nvf+57m+UIdc5vMcFfL9mFppzVMYnHjpixddmjOWqm7WnaZUo+pmHnjp/NMdteXLSY2okAvoHq62lL+hdheTeG0u55vGb48MVEPq1gxtuJ5bGm1Gy/NQByv/oEg/7dyG2fOmaDp8XXX0jSNuY2NDmNPOQJBENj27BKrRbGxsTHA1teforR+ElX7zLJalKzCdlq2CFEUOfjgg3nhhResFsXGJjuJGLSyxEPrlVdeYc6cOYii/R7AJjtYMG4iv1z5PivbW5lZXWu1ODb5QiIB1iPEC5quFQRebeiKfBZ08miV0UOZL2KA1MofVOSN5IuEXnEwZHA0mqZMV9br4P+zd+ZhUlTX3/9U9To7s8DMsA4iCILiAiKuKCqiqHGJS0jUBEOiBoka99c9rol71OgPEneTuCuKG4qIC4KiiCAgyD4sw+xLr1XvH901U11TVV3d09M9S32fp2a6bp177zn3VndVfeucc5n/3XZEAaaMKTdR3IYNNZSQw1SirT1v3zz6HXsgm174gOEXn9KhtpJDR5dT60j/ydbNRJ/JtBEiNmQ1XdD+oFo9ZlXOQdsPrPZHWw2j/Fh6bSf5As7I2SukOa7nnaUuN0vlpZIJB/xs+eRVhp92cWRREb3+4015N/fEMoL9ZJYGjBgxQrf8mmuuoba2li++SHTZ3O4DI9t7Omy7U4DGxsj/LkBoffbZZzQ0NHD11VcbyvTWObeRHozwZLUrK8vK5oSyATy7cV2Keul6GahHeDIQhtUF3O9H5HaR8DM9oireq1C9Ff8UxCOzHDBioCdWRu09pfa4ipcnyyjnll57RnLxksJbsS+K/3y5mTPGD8KT5YiVjWJEcZw5T2Q1Rxu9FPqxRIJDxl3RF8HR3pt36G+OZ/fi72n8WbvaYapilJIPGYyvhzkidhdF7U6kbrJ9dmS8UhEXpp5zCXdFAYJDSqDtZDcrdhgd09bTyqGRC+uUtcm1netiVNaIdUoRrHaRCJmlNl/1Van88j2CjbUMPvpc3aEUJAfuvhUIoiP+VKXiq92FIHTNUIXMY9y4cfKyZcs6vZ/s7GyOPPJI3nvvvU7vy4aNboWvvoIJE+Ctt2DatIyqcsIJJ/Dpp5/S0tISXzgFEATha1mW9bPP2+g2GFfcT1425awUtaZ/h/Hixp+Y/c0XbPvFdFwp8R7s6BvzVLWVxB2VkECuECvEgBlxY3TMrI4V7yWjduLJ6K38p1ffisdTPM8rozK9PpwaOQ15ZdqekddXPG8w9TGjU9Asia/Z85L24UVvX6d+bV2A8otf560rj+K4MWXmDzPxysz0ix4Xbn7Rvob0ABSPGylPWTZHVZLqJ80QwcYWXis9m32vO5cx/296Em30Ji+rZOplwr7OakdBogFeVi+YZvt6n/WW01XLaC9ARvHmDp0y2pdJYnueTZuqS0tKGZVB++uH3u+9qvzTW86gYes6pj6+IuKhpa6jh0SmXSP74lnd6znE9tBKA2bPnm14bMqUKSxcuBBJSnXSvq4BM9t7Mmy7U4AuEnIYCoX4+OOPOemkk0zleuuc20gPZm/7Sbf8tIEV+MJh3qvckmaN0oPZ23qmXfEwe0X7nGm9BbOf7Hm2v/j5JkoLvBy7b6mhzOz5Pc9uGx1FR1Y5bKsnh/z4Vm3USY4OrtwsBv7iMDY+84FJPsbMeVklX1exe4uu3Yn105F6yfbVsboR25WE+KlGovobHUukHT2GSDkH1XaH8a3arEoKH+8c1bJSyXzXdJo0U19RXe+YQQ58X9Vutn3xFnud8DuEsKA7xLI/hG/zKmR/KLkh7sawCa00wIysuv322wkEAsyZMyeNGqUPPZWoiwfb7hSgiySFf/TRRwmFQtx9992mcr11zm2kB5LBc0a208kvBw/lXxvWplehNMHI7i6LFN0cStoHy1Q6zqUCegnSMfmsDZfTelep2pNk2Txs0Czxuye6KbIeAzl3dNMLX1SXaW3RvsjXyumFMAL/WriB3x49FFEUMEK7ObdhI0WQWgLUvfYVUktA9/hev5tCw7pt7F60Is2adS6kliB1r32L1BLMtCpph9QSou611UgtPYCtSABSi5+6175AaukMIi9z2Pjx8wBUHPtrQxkp2ELd8teQgumJJulKsAmtNMAsifSYMWMYMGAA9957bxo1Sh96awJt2+4UoIt4aD388MMMHjyY4cOHm8r11jm3kR6YPAczc9go3ty2ie3NTelTqNMRYQLM7G4HuYt/BxMgpUQhEcOTRDJRI4nW0QsX1BI+mn3RIbTVNSOxtNEjRuSVluSKR47pkVd6tutFt+jYvWJTDV//XM1vJ+2lXzeKDs15ovNiowcgdS4XpcfsR+6wcn568m2S88LqiC7J1k11vWR1TJVuHXGlMfKek0yOdfZmZpPeMWhvo9UxUfcXpv1iCu09uax/T6I/7upwQ3W3VprUemBpvbPCmKooyzIb3p3LgPHT8Ob21R8apUybMk1PNtnTrAuji9/99Qw89NBDpsdnz57N+vXrWb9+fZo0Sh/i2d5TYdudAnQBQmv9+vVs2LCBSy+9NK5sb51zG+nBQwNGGh47pLgv+xUUMXfDmjRqZAUdz2D90IBBKdCj++Gh/QdkWoU2WJlGo/xXyjE9Ty49byYHPDR7QFsdMyJLS1qZJX83IryMiC2zpPHaMiNvsyie/GA9x+9fxuASnWuZSvahqV1ozm10EeglM0/2iVPGiHwQRJFhv5/KlpcX499Tb1C/I0+/nVHXqrzeE34i+iVTJ1V9JEIe6fVndv501mZF90Tbi9dXSDUOypxrk1ulEUaq6plulBReVbb7u8XUbVrJ3lP+GH+49NYAiKdbMl/LLgab0EoDHnnkEdPjl19+OS6XiyuvvDJNGqUP8WzvqbDtTgG6wCqHs2bNwu12c8UVV8SV7a1zbiM9eGS3cS4pQRD44/BRPLn+R0I9LPT1kd27Mq2CPjr5hu+R9bs7twM11ASNUSihHuLl89VblU8boqfuKyr7yCu725NMWlLKSlihXrmW+PJo2jfqV4+w04ZQ6oQf1vkCPP3Jz/zpxBHGYxLFI0vTOOc2eiCSIT3aMPTC40GW2fCv+ST/hJvM03GyT9ap7CtVeiUi3xGiqiOMREcJq3h9WZHTs9FqHyEdeWVfL5u6lj1KMXtjdXi0XeuVGWzr5j1KbtnelI0+vr3J2jbjcZhW9e5msAmtNGDtWvPcJk6nkylTpvDOO+8QCnXDs8gE8WzvqbDtTgEy7KHl8/l4//33Oe2003A648dz9NY5t5EerPU3mx7/1ZBh1AUCvLVtU5o0Sg/W+ntWHgyrWNvYO+0GWLul59j+1IKf6Vvg4aQDy+PKrq3qOXbb6CwkR1iJOR5KLpuCmOPB6Ak2qzSPQWcfwbpH30YKJUummCHZJ+fkCRsxx0HJZYcj5jhM6iTSfjL2p5qssiYv5oiUXHYgYo5oQUczPa2cc1b0NtoSCVWMv4k5TkouOyE651ah6GER2rBBK/J65lowqWX3DrZ88QrDp1yMoBf2qNpERw4lR1yG6MlJ7DRKnP/ucrAJrS6Cf/zjHwSDQW666aZMq2LDRtdAUxMIAni9Gen+5ptvJhwO8+CDD2akfxs2EkGey82MYftw/5rvO9iSiQtJb0PPer+UOuh5JinQ4/71yvS8ohRZAX0PKe2+NjeWV7MZlWk9t7RlRiGIeoni9TzOovZJksw/3l7LpVOH43CI8T3a1GNjw0YKIYgijrwshDi5PveZfSpNm3ax7Y0v06RZ50IQBRx5XoSEkjH2DERsd/c6262e690F6959FNHpZq9jfhtXVhBEHN48BKFn2J4Iep/FGYCVcKUhQ4ZwwAEH8Nhjj6VBo/TBiu09EbbdKUBTU2SFw3QkR9bBP//5T8aOHUv//v0tyffWObeRHlzRd3BcmdkjxvB51S6+2tNFw/SSwBV9+3VOw138DeQVe/fNtArJwyjU0IgYUhA9dsX0vrGyatJK2feqyhRiS01yeTTl2pBDPYJL3YdR+KFePjCtndFjby/bzvbqFn43eZilpO1XHK4z53aydxtJuU3EumOEGxrYeddrhBsaTGsVjx9ByWGjWPPg6+3asM7wJ+9RlZp6bQg3+Nh51wLCDU0Jtp8KDyy9OUvU1kTl2/oNN7Sw864vCDe0WNAx2Qtiot5cyXhsWfXOirTfdq43mrRvNIYWzvNEpklrgp5Tm0n9UGMT6957jGHHzMDtLYw7BOGmBnZ+cBfhpobkHO26MWxCKw1YvXq1JbmHHnqIuro6nnnmmU7WKH2wantPg213CtDUlLFwwyeeeIL6+nr+8Y9/WK7TW+fcRnqw2h9/BcOK3DzOGjSU+37sqJdWV4GT1f5esNy6zg3l6oYuFn4Wz7vIzAvLyONISyBFiaPVm/3tyxVyyqtTpiW1HFgnubRkmbaunoeYnreYhuSSZZm7X1nFzBP3prDArT826s8OWL07wTm3ya5ejgRJIEm21MbIK05h9+LVVH3xY5L9p0o+mXo6jIKUTHifHlIROpiIDlr5JJgJKRNJ4Y3sMNI5Xl0jOaPxC4MkqerGG1er56HFqmq1tWYYqWywbVjwFMGmWvY54c/mQ6PeJCkVkZvdDjahlQbMnz/fktxRRx3FwIEDuf766ztZo/TBqu09DbbdKUAGCa1bbrmFoUOHcsQRR1iu01vn3EZ6ML9+D1YydV85cj9e2fIz6xuMVqpKNzoWwji/vjaxCnIXua3p4A3h/B1dZf4SgNmpaeb9pPk8//N6fY8oLZGl2mTNFnJENm15DPml3dReW3rklZbIUkMjt/jH3SxdV80Vp++jPw46mL/WZM7tMMRejI4+cSpPvsoqh+ZtDPjFBPJG9GfVXa+Y9B2v/2T0TaSfRGSNSB0jWCWuEhkbq3KJuNFYYSX0FonpCMuR6k3PZiPZREgw9SqHYU1/GJQZfTYZQr3h1MpoVbC4Sf4Qa96+n4HjziS3aK/2Q2BEWumtcpjs1HQjdJE7PxsK/v73v7Nt2zbefPPNTKtiw0Zm0diYEULrjTfeYMeOHdx3331p79uGjY7ikOJ+HFvan7tWfZtpVWzY6LW4+3+r+fUxQxjUN3Or9NroCdDzqjJCR55M2+RFh8yoa05j21tLqV25OcV9JvME3RmyicZfWW3Xqm3pIs30yLxE+kgVK5JIHSsEVxjwm7ShZXX09FCXWYAipg0b1DMvrJJNgswiBJsWv0jjrg3se+I1ibWjnnI93RKdum4Cm9BKA0499VTLsueccw5lZWVcdtllnahR+pCI7T0Jtt0pQIY8tGbPnk1paSmnn356QvV665zbSA9OLSixLHvj6AN5+ue1bGw0z5fSHXBqQWGmVUgtLOarOLW0oHP1sAozzyC9Y9qcU2Z1DTy1Tp1c0FbuxdgjyxHZQo7Io40faIpuvujWRNsxP+DTeG4ZemPpeZPpeWXpeFx9vbaad5dVctUZo2IPxEmYf+qoAmthhLa3lo0EIXic5B47EsFjLU614tdHkT2wmB/ueKWTNetcROweatnungTB4yD32P4Int71gxGZ8xHdes4lKcwPb/2V/mNPpqjiYMv1BKeH3CHHIjg9nahd10T3ne1uhEGDBiUkf88993DBBRcwf/58pk6d2klapQeJ2t5TYNudAjQ1gSzDc89BXh4UFUFZGQwcCFlZqetHhddee41Nmzbx3HPPJVy3t865jfRgkMv6ap9H9ivniL5l3LP6Ox4ff0SSPTroCtlCB7l08g91FShvMTvhTmpQlsta/+m8i9N7LorXvzaPllG4noo0GjTQ1UZmaerLHvMAEj0omamUbtXD5nSAwwFCWKWj+rOePXFw01Pfc+7Rgxm1l4aUjPN1GlRgYc5t9HIk5zohup3kTByGVfcLh9vFvtefwbJL5zD6hjPpM8ba4jhtSEbPROpYkxXdDnImDojuxbueWe3fqpzV62eq+43IiW7ImVhCm8tOKvtIFVJ/EYuc68r9uNFF2knb/DhVeoQN5DXQc/BSe3BpPZ20n9GRUR3b/MV/adixlokzno3vTKYqE3GTUzYxdsozfxuXFtgeWmnAo48+mpD8+eefT9++fbn44os7SaP0IVHbewpsu1OApqbIk8aOHbB8OSxYAM8/D/feC3PmwOLFUFeXuv6AWbNmUV5ezvTp0xOu21vn3EZ68GjV1oTkbxpzEHM3rOHnxm6Yi0mFR6t2dl7jVm70MuR6/+jGqsQqZHq1IqvPJHoeUcSWPfpcVRuZpcmR5SfieaX2umqmzROr2WRr0sg3qdqK8dpSdNEmjNdb+VCDL1ZW8d6ySm6+YEz8sdDUf/TLBOfcRi+ANmTMKmLjhyRfC3XzvkHymS2yEVtnrxlHkzO4mO9v/k9CfVnTM5E6VmXbh/BJPj9189Yi+bR1rLZpRa6j4YNWZBKXk3wh6uZtRvKZhebFsy3ZeLWObD6DcrMwxLYQxMi5/j2Sr8VAzshuC+etHgGlVc+sKyPTVHWkQIiVb95K+egTKR58iLm8P3ZYJL+PunXzkPw+8zxbyZwKXRw2odVF8cgjj7Bp0yZefPHFTKtiw0Zm0NQEbnckl1ZeXlu5LMPWrfDhh/Dgg/Cf/0T2O4gXX3yRbdu28cgjj3S4LRs2Mo1jSvszqV85N33/daZVSQESfIPbVRLDpxpd/U2rUcieXmieNjRRHWIoErMCoTqkUG+zQmZpSS01GaYlyWS91RONksJr7Ltp7gp+c0IFIwbmm4+VHR9ho8Ow/jQqB8P4vtuGHDR7wo2Fw+1k9I1nsPXVr6j+5mfLfSWjn7m8HqzlvpKDfnzfVSIHtaROsn2nirgykktdW3IwiO+7PchByVTO+jwlUzcZJkW7+VT/lc8Kk6OVCSMHA/i+244cDBi0p2Wa9Px745zbemaqj5nlu1KbociqyLANC/9Nw8617D/1jlg5DXml14ccCOLb+R1yINjxYe9m6NZ3fYIgFAmC8IEgCOui/3WTbQiCsFEQhO8FQfhWEIRl6dZzzJgxCdc555xzGDJkCLNmzeoEjdKHZGzvCbDtTgGamsAVDcFoaIiQWrImQaosw48/Rjy2XnwRqquT7m7WrFkMHjyYM888M6n6vXXOuzu6zXXEm3g+ubvHHsILm9azomZPJ2iUHozxdk54cVfHmDzrIaY9DWNGdk/bF3y1g0++3c2N5yd3LRhT2j3t7u3o/GtIR5441fLqRNnW6g09/zDyhpfx7TXPI2vvv+LqaFWvePLpSNyebL9W2oo3f1ZYBavsg7bcSnL0ZBiOjrIl6k3L8CSyKa8htK5RWrv1+jCzRQdK01oxbbnyOZ5Jfo2sD0LNLax8+xYGH3gORf0PSmxhR2UzWtQzkenthujWhBZwLbBAluXhwILovhGOkWX5AFmWx6VHtTbMmDEjqXpPPfUUe/bs4f7770+xRulDsrZ3d9h2pwCNjW2EFkRIrQKTRMlr1sBjj8Fnn7UnvuLgjjvuYM+ePTz77LNJKtt757wHoHtcR4oHqPasuXccVFTCLwcN5boVSztHqYSQXGLaGcX9UqxHGpHITaLmWWnG4OKUqpJSdMS7SJ1c3SAp/IwLiluPhRztQwwVryy151U9bWGEylanU6b12FJ7eKk3WeUh1m5z0C7sMByWuPLB5fzprOHsNSi3fUil2naD8ZsxoThWtnflcu7O6BbXkGQgupyMveccdn64ksr3VmRaHRs2ejTWLnwYX8NO9j/p9kyr0u3Q3Qmt04Cno5+fBn6ROVWMcfnllydVb9KkSey///78v//3/wgEAinWKj1I1vbuDtvuDkKWobkZnJo7//r6CKllRFiFQvDBB/Dss5H6FhAIBLj99tsZN24cRx11VNIq99Y57wHoHteRbWuTqvfX/cfxwY5tfFDZ8bDcTODybZsyrULqYSF08PIftnW+HumCmgyC9mSNhjC6/IZt4DEms9QklkJkqfeVTa9MS3xpya12pJY2NFKrd/T/M/M3snlnM//vwtH69lsgpy5/qwfNee9CJ15DrL6cM3e7EEQRZ788BFH72BffXWPgL8ZRcvgIvv3Li0gho3xMiepmhNR6YwmihLOfF0E0807rSA6sRGWSOW5VJlZOEMM4+7kQRD33HqvtWXXnSaYNs03rUWX0Wb1F7IzMeZZmzvVl22wxuShLYmTTg7pJ5cJhpqLStY4XV0v1Tn549w72nvgH8gqGtx8OvSHSlAlhEaenH0JY1J+uRKawm6G7R/GXyrJcCSDLcqUgCEavcmXgfUEQZOAJWZafTJuGHcSrr77K8OHDueiii3jmmWcyrY4NG+lBS0uEtFJ7aCmoq4PCQqipAUHQr79hA/zf/8Gvfw3F5p4OF110EYFAgJdffjkFitvohujR15G98wqYPWIMf/7mC76deiaudg80ZugaKx12KhTzzAiHEOZ3S/GOJ4uOtNuRulbqWfEe0iNytLmnlLaUfFUOQIiQSVoyCyBAbDnERm6oMwRpu1R3oyxqHlZ91oMnelBQOlIvhBVttKk5xA2PruCm34+mqNgTq0hnohs+dPRQdNo1RJYh3OBrKxDAketElmSkJn+MrJjlQnA6kJoCyFJb3iTBKSLmuCm84CBkf4BwQ9sLcjE3coJLjZq2vC4El4zUEkQOSYy97QwWTL6bnx77iBGXHY8cCiO1xJ6AYo4bQQwTbohtS/A4Ed0OJF8wJp+TIEqIOW7kkITUEpusXsx2IThEwo0BkNuOCS4HoteJ5Aup8oEBgoAjV0QOS0jNsXoV/XY/BKeI1BRElkKqtsRIW4Ewsj/2C+vIE6NjrNEryxlpqzmIHFbp5RQRs5zIQSmagL6tPTHXGR1jDeHkkSLj0hJCDrURl4IoIOY4o+OimZccJ4IoEG4MRrnOSJuCW0T0OJB84Zgx7nPeYMQckENBpJZYG8UsB4JTINwYim3LJSB6HUh+CTmgyr8Vc+5p2xKjYxxSjbETwSkgZjmQAhKyX4qtk+uIjou6LSeiV0RwiUgtYeSQD+VCIThciNlOzfnijI6LF0EMEW6QACd9zt0bWfIhBWREd7bq3PMBXgQxjJjjiJ7HASLJGyOJ5cXsLASHh3BjU+TckyL6CZILMeRFavIhN0b79wMBAYeQixwII/mb28itEIhSFoLoRGpuQg5JbcSTw4Xo9CL5A8iByBx/98bVCIKD/Y67NXIeBZsifUSHR3RE2wo1x5z7guBEdGYhS0HksESfwecihyTCoQZEZ25kjH2N6iFGED2IuJFCLciy6jshiIjOnJjvSXdBlye0BEH4ECjTOXRDAs0cLsvy9uhF5gNBEH6UZXmRTl8zgZkAffv2bc1fdeqppzJo0KDWVczGjBnDjBkzWj0yvF4vf/vb37jvvvvYuHEjANdeey1Lly5lwYIFrFmzhk8++YSioiKefDJy/TrwwAM577zzuPrqqwHIz8/njjvu4M4776SyshKAm266iW+++YZhw4bx7LPPcvrppzN48GCeeuopACZMmMC0adO48cYbASgpKeHmm2/m1ltvpaqqCoDbb7+defPmsWTJEgAuvPBCgsEgzz//PABHHXUUkyZN4rbbbgOgvLyc66+/nhtuuIH6+sjqWPfeey8vvvgiy5cvB2DmzJlUV1e3EgCTJ09m/Pjx3H333QBUVFRw5ZVXctVVV7FmzRpmzZrFAw88wNy5c1m5ciUAl156KVu2bOHNN98EYOrUqYwaNao1vHLEiBHMmjWL2bNnI0kSoijy0EMP8cgjj7B2bcRT4YorrmD16tXMnz8/JfMEcNZZZyU1TwsXLmTRosgpNX36dFpaWlrPn+4wTz5f5Iapo/O0Zs0agI7PU3S8X1q7lkVNTVy7334srapiQXTMzxoyhKLiYp785pvIPBUVcd7QoVz9dSQBdr7LxR0HHcSdl1xCZZ8+4HbrztOOHTt49tlnGTZsGJ9++ikFBQVJz9OaNWt46aWXUjJPNlKLjF1HsrKZtTXynTi1oIRBLm/raoVjvDnMKB7Q6nnlFUX+1n849+3axMZA5Pt4bWkFS5vrWdBQzRp/E5801lDkcPHknm2AzIFZuZxX2Jert/8MQL7DwR3lQ7lz52Yqg5GHlpvKBjNm4CAeW/8jk5cu4t4xB+ESBJ6qjqweOCE7j2kFxdxYuRGAEqeTm8squHXHRqpCIUDm9vLBzKurZklz5KbowqJ+BGWZ52t2A3BUbj6Tcgu4bccWAMpdbq4vHcgNlZuoD0duvO7tP4QXa3axvCXiOTmzuB/V4RAv10by3k3Oy2d8di5379wOQIXbw5X9ylnn9zFra0S3BwYMYO6eKlZGf68uLenLlmCAN6OrnU7Nz2eUx8v9u3cBMMLjYVa/EmZv3YYky4iCwEMDB/DI7t2s9UVuIq/o15fVPj/zGyLfz1P7FDDI7eLRXZHv/JgsLzP6FnP5hm1t81TRn/u272KjLzLG1w4sZWltMwtqGwA4q6QPRS4HT1buAQEOzMvivNJCrv5pe9s87VPOnRt2UhlddeymvctYWNvIoj2RMW4OS3xd18xTWyPjM6Eom2llBdy4IvIbWOJxcvO+Zdz6/Q6q/JGbz9v3L2deZR1LqiJjfOGIIoKSzPPra0CAo8pzmTQol9uW7ojMU56L68eXcsPiSuqjD3T3HtOfF1fWsHxHS2SexhVTHQjz8spaEGDy3nmMr8jm7o92ggAVxW6uPK4fV720HV9IAhEe+O0A5i7Yw8qtPhDg0tNK2FIT5M3P6kCAqUfmM2pvD/c/Fzl/RuztYdbFfZl9zTbCyKxd58cP/POR3axZ60cCpl/Rl59X+1k0vx4JOPDUAvIHufjw0SokoN8YL4fMKOb1yyPz5PCKnPi3/iy+bxd1GyPzNPnaUiqXNrNuQQMiMOGsPhQWOfjwyT04gH0PzGLKeYX84+rtiECffAd33FHOPXfuZMf2IEhw0+VlLPykkUVfNYIE008q5InnVtMcgLU7s3nug2qmjS/gxqcqQYKSPCc3n1nGra/toKo+8uB4+y/Kmbe8jiU/N4MMFx5SRDAss2a3n1lvbeWowblMqsjltk92gAzlOS6un6iZpyP68+LqGpbvjs7TyGKq/WFe3lBr3anHhmVk6hqSVVpA1cML2o55nPT7y2TCtc3seXxxTL0+Zx+IZ3gRtS8tI7itbXVbz76lFJwymob319Dy7XYE1YvAftceixyUqHo4Vo38aaPIGltO/Vur8a+L/BaWHbAXK254hSHTxyPvbKbutdUxdUouOxRHnoeqf3wZSWEURe6xQ8iZOIiGD3/C992O1nJnvxyKf38wwa311DyvhDNGTt6iiw7AVZpD9dyvkRrbCLjsQweQN7mCps820fzl9tZyMddN39kHE6pqoXpOW1uyLJN7zCByJpRT88IPhHa1ee57x/alYNpetHy9ncaPVB7MokDpdeOQmoJUPfxdjF4Fpw/Fu28hda/9RGBjQ/SYhGd4Pn3O3gvfqmrq522OGZe+V+6H4JKoenhlTHnelHKyx5VQ/+4W/Kva5ss1IIuiC/ci8HMDtf9T2ooMaPHFw3AWudnzz7UxBFHOkYXkHlVC48JdtHxdG9FYlhEcAv2uGk5wRxM1T8d6aRdeMBD3QC81z2wiXKMQRDJZB+eRf2IJzUtqaPq0tlVe8Aj0+0sF4dogex6PbavP2aV4hmdT+9J2gttaWss9++bQ5/S++FY00vBebI7bftdWIAdlqh6O9cLOn1ZK1th86t+qxL8uSuog4q7IpnD6QPxrm6l7bRvqILOSy/bFkZdF1T9WIIcFpKYgYo6bvMkV5EwcQsOHG6LnXsTd1tmvgOLfH0dw625qnv8KcEWPuSi66HRcpdlUz30BqdGHQpVkjz2UvAmTaVr6Gc3ffBnpOAyiO5e+U2cTqqmi+uM5bSm8wlC4/3TcRRXUfPMCoYZdkdNIAm+/sRRUTKNly9c0bv2Ihurt/LzsWYaPPQmPo4Swr4GqlQ/HjEvBoNPx5u5L3cbXCDRtbBvjvOH0GXw2vppV1G17CynUhOjMQRAE+u59JYLooupHVVsi5JVNIbt4HPVb3sVfv6r1kCtrAEV7XUig4We6GwTzJH9dG4IgrAEmRd+IlAMLZVneJ06dW4BGWZb/biY3btw4edmyZalTtgPw+XwUFhYyatQovok+wNuw0aOxcSMMHQrnnQcjRhjLFRREPLbMkJcHM2ZAnz7tDo0ePZqff/6Z6upqvN6uk5BXEISvu0uOje6OTr2OFPeTl005K3XKxiCxN2j/3rCGK775krXTzqZvQonWU+lq0tG2knhrKEjxZSC+x1G8139Gx43K9frTK9PWN/J40juuXVVQW+bUHFM+a+tp5Zw6ckqZx0DOoypza8o8bZscLdOuYKg80jZpytWy6rWqNE5UMV17dbrOjpYT/awtcyqrwitLIkY7/nFtPfufPJ95/ziKEw4rbws5Ud7SK8qoQ01QyagVVUfCoKmrNUorp6kj3PyifQ1JEzrzGlJ08F7y8QtvVlfEkeuJesk0xcgae2hFPFF2P7CIot9PwJHb9sUVc90AMaQRgOh1IrgcSC0tEc8SoGVnHfMPuo2KX01g3D9+ZeChJZl4aMV6VUU8tFwWPLR0vKp8odjV+wRw5DraeWiFGwNUz1lJ3z8fhCAKyFKwfVvtPLRCOPLcJh5akT7ksMqryimoPLQ0XlUxHloqWzwORLeo46EVVnloaTyhcpwRL7hWr6poHbeI6BGRfH7koBy1PUT1E5vpe+VeES+pFvWPj56HljIuAqKXJD20wrFjbOih5TTw0CLqoeWKemipxsXhQsx2RMdFIbMc0XHxRjzXGmTCjTLV//yRoj+OxlmcG/XQInruRS48gpiFmJMfbUug7dc+O+qhlU+4MQxyFkjZkf4DUQ+tao2HVouAg1zk5jBSoLktHDCs8tBqaYqcr9HfbUFs89CS/C189O/jCfjqmDLjC1zeosh5FNJ8v2WVh5as/h45ER0RD61gcxXVG/9JUcUfcThz2zy0QioPLQcIDg+i6EYKt8R6Lao8tP7zd1e3uoZ09xxabwIXRD9fALyhFRAEIUcQhDzlM3ACsFIr15m47777OlTf6/Vy9913s3z5cl588cUUaZUedNT27grb7g6iMfrj64jzlFlXB/lxlkdvaIisgKjJQ/f000+zatUqHnzwwZSQWb11znsAusd1ZJc2l1RiDtYXDB3BPvl9+MvyJalTKmEknuX6vl2VnaBH18d9G3ZlrvNEeENtonQjGQXqMEN1bqroFgb+ft+umFDDALF5r7Q5sWqi227Vtku1KWXVUblqIgnj64jNwaVkbVH3rZTJOvrKDplLb1nGaZMHRMgstX3qsbGI+xZZnHMzXriHRwh3UXTaNUQQBBx53rYtGiIoiJryPC+CU3m4d8eUi1mR1A2CQ8SR68GR17YJghDtQ1PuiraV5Woty927H/vdeio/PbmI6uWb29cRI55f2nLRHW3L64wtz4nq5RTbt+WIPJ46ct048to20etUtaU6FiXmBIfYrlzRS8xx6bfldsTWyXOrxji2XHBG9BKznTjyXK2bmBVpS3CJMeWOPJdqjGPLRXe0rSxNWzlO1bho2lLGONeJI69tEz3RtryOtvJcJ4JLjLYlxMg78iLhgLpteaPz5RFj60SJuci4aNuK9p/jiG0rK9qWW2xfp3VcNOUuZVw0bWU7VOOilGvGJc+FI9eF4BZx5LpMzj23qq0sHHnZ0S1Hde5l48jLa91EjzdqixdHdl7b5s2NjosDhzevbfPkIYjRc8yVg8Od17qJzmhbDjcbV/yXPduWMv7UJ3B5i6LfexGHKy9ma23LmR1TLjqyov27cDhzEUQ3DmdupI4yxpq2RNEd7T8rttyZE22rywfwtUN3J7TuBo4XBGEdcHx0H0EQ+guC8E5UphRYLAjCd8BXwNuyLL+bTiWV8LaOYPbs2a25tLpTgvhU2N4dYdvdQShvHq3k+7FCau3cCW+/3bobCAS45JJLGDFiBDNnzuyAom3orXPeA9A9riMBX3whE4iCwJPjj+CFTT+xYEf3ST69MeCPL9SVkQg5pPLg2dhscJ3XEhZdPdWFdkVD9WcNGabkzdqwMdDq4KRHZilElEJkVdNGXO3Q2Xarju1W1auhfWL5ZmJXPVSmxK+j93/e2sSS7/bwwHUHxRJ68bzqDLCxpvvc29mIQRquIXrZpROpo4qD6kAfI/50LAVj+vPVzGeQggGsJXBPRH+rcokkcTdKCK/XlxUZq8et2NKZ7UdSBujLGCXC13MjTWwTkCxsgdZNvx31awX1r7A267qP2ATyyuewStavqauub7SvM1d6ufWNkrVru9PuR+V8e3bx7fvXULHf+ZSWT9JvUzsM2k07VLKBruqfAitbN0P3o+BUkGV5D9Au4Ywsy9uBk6KfNwBj06xap+Dtt99mn3324dxzz+XVV1/NtDo2bHQeEiG0BCGy+mF+fuS/Eb77DkaOhFGjOPPMM2lpaWnNDWaj96I3XUf2LyzmypH788eli1kx9UyytKuI6qIXJIaHiInxEsOD8V1TyOSYUX/E6TMZdNSOVCKRsEpn7H202kNKIZuIfm6gjdgiuq8QXuF28Y6tdFRrGGFB9L/Sj/bRRb2goTraUnaAECWuqvb4mX3zN9z+l/0YODC7LbzQCNpk8jZ6DDr3GqIQEvFgRaYj8gBhRJfAhDm/4f1D7+HHBz5k36undKBtq3JWvjjx2goR34cjFeNsdrwz6sZrUyExDRZQitOGgMWQfUBM+geurZ6ke4EIIMfMnXKxVV/slDInrYmqWtkhI1dZ9UtCJ7FElmpM9DhEdTi5mlODtguXQh6p62m6+Gb+n0GGA4/6W6y8tl8tzE4HyeS4ItOt2R999ECTuh6uvfbalLQzfPhw/vCHP/DPf/6TxYsXc8QRR6Sk3c5EqmzvbrDt7iAUQktvlUMj1NdDbm5buKIe3nmHD37+mXnz5vHnP/+ZffYxTXOREHrrnNtID64trUhJOzeNOYj/bd7AbSu/4a4DDklJm4khMYLs2tL+qj3lpjMByKL1PFpdCNfuXRr5kCoCSo/oSteNrbZfdeheFIp3Vgj407WlrYRWc/S/mrxSQgeVshoA8qObQlWp1zGMPH34acZPHc00o/j0qodXz4FM24rXGfkw+5qvGTYkl8t+NyL2lFSes/QILL1TX1V27aRSbNiIj8TJKzFboOiigxCzBYv1jX+jiw8ZyojLjmHlzW8x6Iz9yNvbaFHH9npYQyoIrIhMxO59ELP17iU7QjDFO54J8kqTiyobii7qHw3VM69rRlxZJaoSIb+M4NC00UZkaUmvgOa4IhNCzHZE7Y5HaKmhvMJQpx/RjJkeKaUms/yqMr9GTqfu1nVvsGnVi0w4/t94nf3a6utNlcWvjihnU1R2EaKcnRxn3Y3R3UMOuwWWLl2asrYeffRR+vbtyymnnEIo1PXP1lTa3p1g291BJENoKfVycw0Ph+rq+OXZZ1NeXp7ynFe9dc5tpAdLm028DxNAttPJnEOO5O8/rmBJVQbzNFnE0mYTgroHY2ltc3yhHopvl3Zt29+av42X39jC3Acn4HCk7jZ66daubbeNTMAoZMwIejFGkdxSrtLc1vxAsUgk3ijS5v5/PRlvaR5LfvscUliPyNDXI7m+rbRlZLeAqzQbwaEXg9XRPpI9pufyY6WuGvHDBAVHGFepGLU9AqMQQIgQV3pbvLptWzjlm0iwdVP6cRDEQRCRcOtnJYwR/AiOAK5SEBzNQCOxrJMvWqYOLFeHKeqMt3Z69JIsGn3WbtF6/rpqlr73R8oHT2Xo8AuMIyfVZRY2IezAJZYihB2W6xhu3Qw2oZUGLFiwIGVtiaLIu+++S11dHeeee27K2u0spNL27gTb7g5CIbTc7sTqyTI0N0NOju7hc19+mfqmJt557TVEK+GMCaC3zrmN9GBBQ7VOaXLuNceWDeDi4fty/pcLae7iL0YWNKSGyOtuWFDVEF8oVbDyDJsI9F6I6yWNVyVaV6cDWbigISY1SLNqU3Jn7QJqyKaGbGAgMAwYAeyr2vYH9lPt7wVU4Kdva14tJQeXkkdL2Yyyr1TV+vnDn5dy47Wj2Xd0QWxy+2TCR1XjvuCnhtjysL6cDRuJItwYYPdDX0RWDUwBXLleJvz7N+xevJ41D3yUkjY7A+HGILsf+p5wYzC+cA9DuDHM7oe2R1br60WI2L2lS9v9zSd/JhRqYvykJxAEs3DQxBAON7J7+0OEw73vRaAdctgNcdBBB3HppZfyj3/8g/fee48pU/Ri2G3Y6MZQwgYT9dACkCTw+SArC1paWovf+PFHXlm9mlmHHMIBUvcLQbJhI5W4e+whvFu5hRtWLOWBgybGkVae1LvuDWKXQAj9uyp1XFs6kal+zaCO51OVKS+FtTm0/LQlg4cI+VQNNLcSWQDl0c9lQGG0rCD6P4QSlBihwXYAOSjBhLupBMJ4aDvLPaq+PapWZFnmDzO/YvDgbK69el8l6sWGjQwhAaZZlpEaAyCHsM68mrdfeswIRsw+hhU3vEn5iSPoM6a/qbz164cVuyzKyCGkRn/E0S2h+mbHk62bbL3k3jYIsoTUGEKQJQRVDi2jEMJ4IYNCnPlL5jJjlpKyPcIxx9X6KLrLiCCHkRsDCHKAtgzp6l9yvVXNnURcoRQ5D6CJ9lA8p/xEnLygzdlLG3KoyKod56L/N6/5Hxt/fJZDjp5LjmtQTCovs+wIosHwS6qvsyDJSKFGBEnGjCeTu/Z7zKTQlW5zeizOOuuslLf50EMP8frrr3PGGWewc+dOck3CrDKJzrC9O8C2u4NI1kNLQTgMwWArqVXv83HeK68wtE8fHp46Fb75BibGe4hPDL11zm2kB2f1sZqnxBqynU6emjCJoxe8xdTyQZxQPjB+pQzgrD5FmhLltiWRhzmLebTiJVRXuk3lnZNen2E4q7yPeR1onw+3K8JML51jIeD4s/rERHcoKw+CsiqhhwiJVREt3QvYG5r7w9ZoUTWRccoG+kVzUw3YC9hAhNBqI2mrqSSHtsecZiKPMwqxRfTzM0/9zHvv7eDbr07E6RSNnzOVlDXq+bGAs/brY03QRi9EMk+gWhc/s9/ARNpvkx1710lUvvsDX0x/lhOWXIHDq34JmbpcWB2XiVAgHauf6LFUE1gm5JXB3ArI0dBBq/LJkVZWLz+pkNO73IWieocIIxNuDU0UAQkJOebtjlFcnZO2q0C47bgipg0nhDYyq0lVpo1epO1zU+MWvlr0BwYNOYNhQ3+LQ8dxMNGUnw61fBgEOUJ+mcaghGOJsJ6ArnoL1KNQVKS9Ie84RFFk0aJFDB8+nGOOOabL5u/pDNu7A2y7E4Pf72d3dTUDy8sjBU1NkRUOHW2/uFtbWujrduNxWPwVVkKpvF6O+7//IxAOs/DCCyNlu3fDjh1QVpaUvnrorXNuIz0ociThrRgHh/Ut5cYxB/GbLxby3dQzKMvKjl8pJbDu8VXk6J23KUUuze9cIqSVFWLOat2OtGURsqPNOysM5BU5WkMOlWcIJbtUxFOriIhH1l7R0v2Rfswi+Fklnm3Ra8jGaMUiItGIgH/QHlxHDEUsddP2pOEnTBN11Lemk8+n/fPI+vUNXHPZ1/z9oYPYe588pWpkTuKtcBgP0U6KshMY6JDmP9gOlD0SVlc5THTyrRJY5nLOLDeHvXA+H0x8gOVXvc64R85IQb8dlQlpPrdzz7LQR6pJqs4nr7SeV3J0P5Jfqj2ZZ0ZeJUpcWUm5niqYOUFD5JoRSe+ukFxB5OhFTCZI2ITQkvxOgtVNeMpz2o4rwxS9GPm3VeLyFSE6PREiqxF9D61QGzklhkGSwixZeAFORzYTD3kSZ0hASPFvthCO9CkGQZQi11YjmBFe3ZHssnNopQFPPvlkp7Q7dOhQHnnkEZYtW8Zf//rXTumjo+gs27s6bLutw+/388drruGcmTPZuGVLpLCpCbKzUXxmNzY1cc6SJfxx+XL84QSuAKEQt37wAUu3b+fBE09kcEFB27G1axPW1Qy9dc5tpAdP7tnWKe3esO8BjCrow/lfLkSS9W78M4sn93T9xPWdgSc378m0ChnDy08mZrvkD7DugWtY9Z+Z+Jq26Mr4Graw6omZrLv9GiR/YrGCfl+YWWd/xjEnlHHB7/aKXyFJPLmk9865jURhNYk7QAjBJZN9aH8ElxWCzGpm6EjfRQf154B7T2HdPxaz9Y2VSbRnJRt1PBn9Y4JLJPvQQgSXZFLfLCN2Iv1aqWc2bwY26CRwh/ZJ3LXyoksm99BsBJegm3BdgbMTN8XTVZtqUL15UrDlqD7nugT6HppNlksgl0jgYBZhsgjjJoiLZhw0Elkntw6oBWqR/NWsu+ZlVs18Ht+WzbS6XKkSuvs2bGHV8zNZ9941SNX+SFWlmcbIJjSDowWcfnD6IpsYhNXf/pWdOxdy1KFPk+ssxhvuuN3a8XYJLvKzD8UluCL74SjJpbdJxptReGNXhk1odXNcfPHFTJ48mZtuuolvvvkm0+rYsJEQFDLr0yVL2FlVxfRLLomQWk1NkXBBImTW9KVL2en38+mePQmRWl9s2cKtH33ElOHD+dPhh8ce/PnnVJtjw0YGYGVJamM4RJHnJk7i6+oq7l39XerUstEeXSlvRaZ1MQg3DNPmkxImkqaqibak8H48QAmRfFl7I/kHs+6yO6lbsYRgYxUbP7uEY7/fwt998KQM1++B/T7bwob3LiHYUEXd10tY95d/IvkHEAlZ7AsUUk/7xauUR86/XfEN9bVB7p87IbEEvokmdk/GkUQPmZ5bG10OotdJ3uQKRG/neLyOuOxI+k/blyW/+w+NG/UWMMkMRK+DvMlliN5u6HLSQYhekfzJ+Yje3vWo7/CK9J2chyMBuyV/mHXXfEHdkq0Eq5pZfclT+LbsjJHx7drC6hcuIdhcRd2uJaz74hqksDX33O07PmT5yls5YMyNDCg7LiF7EoEoeumTNxlR1MsT1rPRu87yDOHAAw/s1PbfeecdCgsLmTRpEo1KMu0ugs62vavCtjs+1GSWAoXUaty9G7zeGDJLgVVSqzEQ4Phnn6Vvdjbzzj03EsLoVN3Mbd8eWRUxReitc24jPTgwK6/T2h6YncuzEydx44plLNhh5gmW/oeCAw3DIDspFLGjaV+sODZY6PPAvKwEG0mun6TJD1WKEd02E2xXrdrIA7NiQv6UxPCRPFr5ROIIy5Fqi1l31YPUrWi7htSHq/h35UwCwY/JZRW5wY+ZVzmTxnBVq0zdsiWsu+YpJH85EWIsnzAeFWnWZt78Fzby5r828PBLh1PQJ8mcjhZxYP84c27FGcdGD4TWqydekvD23kGSL0TDgo1IvkS8k6zrIAgChz51Hq48D5+d9W/CvhaD9qz0l4yM/jHJ56dhwQ4kX9hiXe1xq/2atWnFI6utTiIeWVpZtbzsC9KwoBbZ15aoSc+LSq/cSNZoM/K+MqvjjW5mxxLZcqP/XT6JugUNeH0SORCzKR5b2VFPLRfNCP5q1l3zDXVL2rzBg1UNrL7k7/i2bAUf+H7ewuoHLyHYqLqO7FrCuqURTy1HAzibopsP3EFaPbBCzdtZ/PmvGFB6DBNG39SqS6L2mXnAKV5wguSjvmEBguSLOweGnlvhxPN4dQXYhFYacN5553Vq+263m88//5zm5mYOO+ywTu0rUXS27V0Vtt3xsbu6mrXr17cr31lVxbdffkkjtCOzFKxtbGR3wDxs5LC5c/GFQiz+3e9wiiL4/RFCS8nB5fdDfb1pG4mgt865jfTgvMLSTm3/pP6D+X+jD+Tczz9ic1O6XozEJ8jOKyxJTVdy97rdOa+8ML6Q3jOaHqySS8m0p8glngrGUPy48wpb1VGIJcVzKpLlPR8oIbi8muZ1OteQcC3TK+9lYfMKplfey85wbTuZ5p82EdwcJkKO5QOemEfLMLB+ZS13zFzK5Q8dzOiDEsiRmCRxeN7+hfpyNonVi2HlpVv8EEE5GKb5y23IwYAl+WQINE+xh8Nf/jW1K3fy9aw3EtDPCqGWHAklByWav9ytsTuRtq0eU8No7KwTWFrySi+kUE1e6YUUykGZpi+bcQTlpIkqPaLLKnFlRMIYHTMjbxIJPfQGZeq+bMYblFtJrD7RrSC6Fas2T7WPlvVKlsY2BKvqWH3JFdQu/pzVt0U8fLVoaVqPo6GarCDkhiOb0kcu4A37+XjxmTgEB6dOfJ580ZE0gWXluFsO0tj8JaIcjBk7q3OmINW5vdKB7nWH101x9dVXd3of++yzD08//TTff/89v//97zu9P6tIh+1dEbbd8TGwvJznH3uM0pL2D6xiSwtramp0yaxSj4fnx49nYJbx2+wLXnuN73ft4qnTTmN4cXHbAZ8PPJ6ItxZAba1lfeOht865jfTg6u0/dXofN445iAnFfTlz8Qf4wl0jbunq7ZszrUJqYXFYr16zPem6QOeQIGnyEHrk6u2tpqr/Rz4rt+gFeORyRv32MTyO9teQneFaLtr5kC6Z5XKXMOr6x/A4yokQZJHHIfWjZsMeP7ecuojJZw/i9JnDUmqfEa5+NzrnVsdYfT50wwcQG8nAqkeVVjbeKofJeoDFonjcIMY9eirr53zFT098ZqJfKgmsREioRI9bqZcYgQX6pJQeeaWVVeSt5sOC9uSFkVxHyCurmx4Zo5dnyyxXVDwvrVzApfpcQJuHlkJmFQCl0W1YuYsTHivHW9L+BVuwag9rH7uSYF17MsvjKOGI8scY4CqnBFq3PtF+c2SZz5Zdyq6abzjvyFcpyypr9SKzQmRZIbD0xli0OBfx5ra7wSa0ehCmT5/OjBkzmDNnDnPmzMm0OjZsxEXFoEG6pFa2JNGis5qhQmZV5OQYtvnY0qU8s2IFfxo/nl+PHdteoLk5kp9LEKCLhejasJFJiILAsxOPoSYQ4PdffYrcBZPE27ChhrdkEOPKH6PUYc2DqtBRwqixj+EtG2QoEw5K/OPszygsy+Kax8cnljfLho2Uwwp5pZVLxPvKzL0yce+pYTPGsfcfDmHZn95i58frdWXitxNPl0TqyrRft9RK24kSWMZ6WPHCMpNNhMBSExaiBTmrBEeixJWel5UeaRWP8LIabqiQRUo/2cQSWepN7aFVCowZ5OLXj5WTo0Nq6SHHUcIZ5Y+xj2sQpbSRZOrth58e55sNczlj3KOMLJkY40WmbHpeZkYkVzzSSz2HVsY1HsnV3WATWmlAfn5+2vqaM2cO48aNY+bMmSxevDht/RohnbZ3Jdh2W4ceqZUVDtMkxv48WSGzvtiyhT+98w6HDhjAIyedZNxpUxPk5ECcsMVE0Fvn3EZ6kK9D8MYiNe/UCt0e5h09hbe2beaOH5brSKT3Vsfc7gRtlkVroYfWFg7r2PE4yHc6Mud1k2yuLW29eI4eKiiz7ARy8x1xZjZ6yx5NejXINYjny/9CqaOPaa1SRx8eL38Mb2iQKoaxfU/vXrmcyjX13PjqEWR74uhi9myuwOI85ltNXB3PKceGDS0EEHPdkCZu9uBHTqHvkRUsPusFGn7K4OqdgoCY60ib3V0JggCOXJHexscLAriTsLtwkItfWiC1sh0lnFr+GH1cxi9F1lS+zxtfX8Zhwy9hwrCLElOkAxAQcIq5CL3whBfsN7D6GDdunLxs2bJMq5EUAoEAQ4YMoaamhp9++omBAwdmWiUbNuJi4eefc9GVVwJw0p49NDgcfNqnT+vxOTffzKRx4wzrb9qyhX0OPZTCPn3YtHw5breFBL65ueDtequBCILwtSzLxsba6BYYV9xPXjblrDT2mLqn2Q93bOOkT97luYmTOHuwNuQq1UxLR9pLwmarGU87yiEaHTcq1+tPW6ZX10jGrK5Dp8ypKtced+h8VpdpXw8rZR7VfwA3sa+pATk7kvC9HmiIilVHtx3AFmBTtNzPEOBAYDJ8FAknL50DD7CWhc3fcNHOhzDCnNLZDMg+l5v7A7OihUO+A74EVtCXGpY/+CNf3rCCmz+ZzIRxxSh+X4VEMm3lAF4lEl7JVu8nQq5B5FRWL5OoyIVUx1Dth2gfpaRNuK8XyYSOjKpMuP1F+xrSA1A8bog8Zdk1Okc6I/7YaptW5EL49zTz/oQnEV0ix312EZ4i7QIfHWFmO6NuPK8263UEg/BObTihkaxgMmd6l4BkyvQuN1basSIT77IVr4148nqXL7N9vba1lzPlMvXd583cd2XsCodqzCi9j+HZkXzVev54m2pXcvcHh7FXyWFccvQ8HKKznd+fGno/7fHkjGQS3Tfr8/EXu9dziO2hlQbceeedae3P7XazfPlyRFHkgAMOoLm5fbK7dCHdtncV2HYnho1btnDDXXe17r9TXBxDZgHc8OijbGxpgZKSdlu9280Bxx6L0+Xiu++/x92/v65cuy2FZFZvnXMb6cGdO39Oa3/HlQ3gHwcfxgVffsLnu41v7jobd+40W3Wxm8LC8+CdGwzGvLM9cPQiaIz0MIriURMwFqKLhHBsyMO/79zZ+pChDceAABH2qBrKgXLYWQyfBrO4oeppU9NuqHqat4NbYBjQN7pRh+LqtfGVLXx21bdc+J/DGT6uOIaj080tYpY2R/sZ4vIKd36sM+d2biwbgPVwQgWxJ6cclgjubEYOa8mTxMIJrcuBpzibo+dNx7eziU9Pe4GwzxenndSHHMphmeDOJuRwUOe4WZsdT+yuwGpi90h5uB2ZZSVcUK9MDsuEdwZxhOWY31dtSFmyYYVGoYSJhirqhdWp27YalqeEHGaHZaSdQbLDsm4OLSXksF90KwUGELksFGwJ8sxdVZjhtaq7cAW3MBjoH61fQiR3ltRSyT8+OZl+ORVcecT/KBCdreGQin7qz0qIZDwbtWNhFFrokMMEgztxyOEOz2t3g01opQGVlZVp77OsrIzFixdTW1vL6NGjCYUy44eeCdu7Amy7rWPjli1Mv+QSdlaZX0R2VlUx/ZJL2LhlS0y5JEmMHTuWxsZGvvzyS/r165ewDqlAb51zG+lBZdBKeGxqb0Nm7j2Ky/fZj2mL3uOHumrVkfSFHVYGg3EkkrDZ6oqHVsIOUxn+pXp2qlSWWu9IIvZUJ3FX7DV6VWxGhqnrKnKqZQzVD1u7K4MxN+1e1A5ddUANUBl5AhkGvuFbuKTyEt0E8GrsDNfyROUl+Mq3QPaeyEYVUE3151t559dfMOXhgzn4lAF4iX0wi3kQVC+/aAQ9r6s4qGwIWsvHjeq/FfLQRjeGTPyJjZ8TS2oOUT3ne6TmeKQSFo5blQuRP7KQo946h+pl2/ni168hxRBqZoRSIgSWcV2p2U/1nC1IzVaWcDXLKaZfJx6BlejqhJA8gaUtE5oltsyphmYphsQyq4eBTAxpgjl5pZfjyWxfjxhT59fSyyFltOUANEt8PqcaZ7PUusqhXv6skuhWRoTQCq0PMvOPleyuMv+xrg5XcVflJcjBLZRF2yoCXIFa7lo4FUkOctvR8+jnyo8hs7RElvqzXs4sNXmlzTemHjf1XIhSMxuq54DU3E5Ob98mtGx0Cxx00EG89dZbbNq0iQkTJiBJFsMsbNhIE6ySWQq0pJYkSYwbN45Nmzbx5ptvMmbMmM5U14aNXoc79h/H6QOHMOXjd9nc1JhpdWzYiIFv6xZWv3kJLWFr15BguIrVj1+Cb0ub51/t97v4eNoiDpk9goMvHt5ZqtqwkSIkuyKh0TOAVe+vRD21Iuh7+GAmvnAGW15dzTeXvYMsBy3Ut9a2tWOywXGryd3je2J1NLk76BMJyZBaaoJDwNoqhx0hsKxueqsbxiNr4pFZ6kTrildTLpFVDtVJ4RUyqU90UyeF7ytB9dogv5lVyc5qa2+AqsJVXF55CU3BLRQDuaEWblp0KjubNvLw0e8yPGdwTPL3HGKJLDMyy2zlQy3JpUcSOohE9nd0vrobbEIrDbjpppsy1vfUqVOZO3cu33zzDVOnTk17/5m0PZOw7Y6PrZWVhmRWaUkJc+67r93qh9BGam2trGTy5MksX76cf//73xk5v9XorXNuIz24qWxoRvoVBIEnxh/JQUXFnPDxO+zytXRCL8YeXzeVDeiE/ro+btq7zLpwImGC2jpaLyr18bBmPxldjDyZ1OGK4bYbbw/w55vKWj/nEHkwyYtuHpqBXcA2/Hs+Z/XsPxBs0rmGOPowp3Q2pY7idseC9VWsvuQq/JVf0PDTCj4+/lmGnTmIk+8a2/oQZLRsvKANs9R6nqntNeMbdMpvOrqsrc04sqawwxRtdDEMOn0k4x8/kXWPfcOKGz7JtDo2bLRiW2WQX19Ryc6a9j+cpQ4Hc0onUerIandsV7iKSyovYat/M5d/fi4/VC/l4aPeYnjh/ulQ24YGNqGVBixcuDCj/f/2t7/lrrvu4v333+f0009Pa9+Ztj1TsO2Oj75FRYwYpk02HSGznn/sMSYddli71Q8VjBg2jEv/+EcWLlzIgw8+yAUXXNARtVOC3jrnNtKDhY01GevbKYr857DJlHqzOP7jd9jj96Wt74WN9WnrSxdWyIFkwg7jOEMsrDbxhrMSDaRGRwmRREPZtKGJeoSPhkgTwm3E0dKFjTFv3dW5TyJJ2ncAG3EV7SZ7WGG77l3uEvYqf5I3ss+lvPxxXJ7215DsYQUEm9fw8XEPUDqpL6f/cxx9BIECIgSaltBqzX+vtkX7WS8kUIGRjKp84cbGWHmbmLIBJO+RlQ4562GDe//hIA6491hW3fU5P9z1ucU+kjlm1mZqPLIg/bmx9Ooq0MuN5aDtId+KN46Rp5den8l4/Kh11OZ+suKRpfVS0uaZUjyhsqNy6jC/PtEtl7brSU4ospU7HYwY2H4RqVKPg+fLy5mUXcDz5YdR6mi/wvpwZwV/X/oXFm1/h0cP/x/H9Dsyph+9zSwPmNp+9Zhox0Dr5aYeU8FEJhGPre4Gm9BKAxYtWpRpFbj22mu58cYbef311zn33HPT1m9XsD0TsO2OD4/Hwz/vuYcjJ0xoLVPIrIpBgwCoGDSoHal15IQJNG7bxptvvsnNN9/M7NmzU2dAB9Bb59xGerCosdaiZOfcimQ7ncw7egq5ThcnfDyf2kCIdOTSWtTYEF8omVswq3m0MoEwLNISWpkiN8zyZekROkZkWEgjEyay4p+/rb5y8710UWPrTX82kdUFlS2y2qAf2IToWcvwe/ajYEKb96KrsIRR9zxG+JpB7LwU3NcPYtTDj+EqaruGFEwYxIDLyll40l0UjM7lF88cSolDbO1DeSjSJuxtzZ+ltkPPZjWRp3fcAIs2Nhof1POkM1oey0YPgtlK9NaJKTELCqcPQ2zvaJJgex0hoGDUVeMYfeNEVly/kB8f+CLB9q0ea4OY5aBwet+o3WYkViy6cm4sLeFklBvLkSUydHohnqy2a51Zm6kKLUyESDEKL9RrR00EKXJ65FZBlsjJ0wspyBJbCS2FTMoH8iVw+8HZENk8LSL/vKgfR45o+3KUZjl4fv9yKlwuIESFy8vz5dModeS1yhzuHUNo4w7e2voqTx/2Ir8YcEprX7k6m1ZPM2LLqfPZaNxixkrMYt/C6XjELEvEonpetOdEd0N31NlGkrjtttvw+/3ce++9uN1unnnmmUyrZKOXQyG1/njNNaxdvz6GzFKgkFrTL7mEEcOGUb9lC6+++irXXnstt9xyS2YUt2GjFyLP5eado0/khIXvMGXhfN6fdBIF7lSRWko7vcwtJUTyd2LqusqwOXSOaesQPRaOyqvLzPTR9mEE9RQ6ovtqPRUiSK2rH5xO8Dgib5jVuVH8RMINiX6OqFtPPesRPTD8nn1Yd02Q5vV1jHrsEryDdgG+aAcBvFQz6p8XsfqSf5A9LI8Bs4r5eMq/yds7j1+8cgSlbkeUKItACTtUPLUg8gAh+GMUiCWrtCGcRs/OWq81LfQcShJBL/v69D5YZS5j5QSniLsiP65ccv0l1sZ+tx5B2Bdm+RUfI0thRl05Lsm2jY6pyCYnuCvULJ5+HS15pUDU+UIZyUaOtZfX+zlNpkzvZ1dbJ2bfKeCucJvLaNo1k7XyWd2enozVMm0bWiJPWxZD9jgFCqJ2K4uKKL/jzhA4AiA0AU3Rwibw+EX+eWY//vjsLtZWB3j+iHIq6l1Rgcg5EyG1zmF65f/Y2zUAeeMu/rt5Hs8e+k/OHXwKAY0uDiKXC6UFJ5GrknIGKmRSKE6ZU/NZ3V5IWyY4cbsrWsezN73nsAmtNGD69OmZVqEV99xzD8FgkAceeIDm5mZefvnlTu2vK9meTth2W4dCau2urmZgebmuTMWgQfz3ySeZdcklvP7661x33XXceeedHVU3peitc24jPZhemEBOpU5EgdvNu5OmcsLH7zD547d5b9IJFHu8ndbf9ML2OZB6A6b3bx9K11tw7vTEbBc9DobfM4VgdS6ecv1Vbr2D+rLvk78m2LSRj6c8SN6IPI589WicnXfqJozpY3rvnNswgpVVDokrIzUFqXnhJwp/VYGY4zKV7TjJZX5cEAQOuOdwBFHm278sAklm1FXjLdSN16/O6o5NYWpeqKTwV30Rc2IpoURILCN5PQILkiex9GS0RFa8dloJjiaJn1+oYfivCnHmtHlpmbWXDKFl1F6ihJYREeakPemm9SRS74ebJF5/oYazflVIfo4YKY+eOs4WIqySmtBqjHz2+ET+Oakfu1vCDPSpvyPKeeejwlXAc6XTuW7Zc7y0ZQH/nnAnv6qYCrSgBC06cOFAjNFPeQ+ikFpKq8p7HS1RpVdmRHKpEZCaWFHzAmMKf4VbbB8i2ZNhE1ppgMsV7+KRXtx///14vV7uuusupk6dyvz58zutr65me7pg250YPB6PIZmlYOaMGcyfP5/rr7+eO+64I6l+OhO9dc5tpAcuQci0Cq0odHv48JiTOfmTd5m0YD4fHDOFsqzsTunLJSQSGmh0m2cAWQTBwuq/iieTGcw8m7SvVy3AJevMtxU9jJBoXSseX0beQA4dGfXTinIXrxzzt5V7HJDtElrDDY2i+iJNRvKr1bAG0VODp7yQSMJ4aAtUCQPNAASaf+LjE56lcN88fvnKETg90JdIXi4l3JDof3UeLQCnNm+Worc2J5g2Kbz6vx5U7bkcgrm8+tTWS+pvw4YBZEkmtKsFuYssdi4IAmPvOgJBFPj26k8JNQUZc/NEUn2Zi9gdRJbMQjd7JmRJxrcr1OtslySZPbtCSEnY7XGIDMwV21gnDQLhEFd+9U/e3PYVz0+8lXOH/KJjyqYYsizRHNqF3FW+6GlEF04i0XPw1FNPZVqFdrjzzju58847effddznyyCORpM45+bui7emAbXfqIEkShxxyCPPnz+f222/vkmQW9N45t5EePFVdmYB052dBKHC7ee+YqfTzZnHUgnfY3NSYopZjWZenqnenqN3uhacqq60JmoWoxUuFoycfr01l34xIMVvxL6T5rGw+wB8J63v6X9UxCX4LiOTOKox+LgHKgYrWLUwhlThYBSxXbcuApcA31Hy3gA8P/xfl4/pwwStHMMjjoJwIoaUltdR9t5Ja6nBDTe4vU1JLgZ6cBk99q5pzdd5qq6SVHW7Yi2Al35VaLgyGoXJW2krl8YiMIAjsf8fh7P/Xiay89Uu+mf2RAfli1K5RsnxjexJJ8G4kr82NBfG9hqyWKTDLj6XXJwbHlYf8eO2Zta0nl6pcWx5NO9r8UR7NsXhbTvS/A3ADHiVfVovKO0v5/fZpNuX3vd2pEzm/GoNNnPbpvby9fSkvH3ET5w45jIh7V6QBkRZEWnAQxIMUkx9LSQZvpLfeirp6CfS1yeH1PmuTwms3K7nSuiO6q942UoDrrruO3NxcLrvsMkaPHs3y5cvxeruQ/72NXg+fz8f+++/PTz/9xBNPPMHMmTMzrZINGzaiyHG6ePvoKZz92YdM/GAe848+gf0LizKtVufASv6oePmwzPJapeNuLBkPL3UdPU+zeCSKQyPjUP1Xp01TksQDSBGPKI8jQirpNak8JBD9X0gkgiQQbSSEv1X1nYt38/G0T9j/3CGc8+jB9HGIre2qSSx1Di3l4UNQJ0FRP/So9dbmxlKTdmD8LG5Urgc97ywbvQjJ5c7KnIy1sERBgNE3jMdd6GHZpQsJ1Pg4ZO4kHLq5GeOd+EZ9ygjIMaSUUVghGIcidmZ+LIifI8tKG+r9IBFyQzQ4bta20TGz/FjafT2CTK8drVwi4YVKmZqYcUf3vSFwBEEM0OZx5SdyofCpytT76nhA1XTv9jVz8ifPsap+N28ddTUnlB9K29uNJtRQxtuDq3VPHT6I6rOWOzMKQ1RsVJ+Bev7oeiRYb3HitQmtNGCCahW3roZZs2bRv39/zj77bCoqKli5ciUlqhXlOoqubHtnwra749i1axdjx45l165dvPLKK5x++ukpa7sz0Fvn3EZ6MCFbL6Fv5uF1OHn1iBO4ZNmnHLngbV4/8jiOKTUPH04EE7JzE6yR4C2cstqhldDDNGJCfrY+AWWFlNLKxCPS1GSdOmEHqnraNsOa42a66O2r+/XHikwYmw1+8LYuLRgL5c2+Eg6YTdtLd6UppelvX93Cf379Bcddvg9n/XV/cgQBL21EmeKJpZBa0JaM3qluUPHI0hJV2icSI483MwIrWj6hf7ZxG3owIrl6yxNMr4E1csjsuOCS8I7tg+CS0P8BySTJFWL4Jfvi6uPkyws+oqWyiSNemYK7QPmGW2F52xBDXLkga2w2gisSy9jV82NZqRevL6VN2SVQNNaL2yUYkkxGbei1py63UteIxIonY+Ytpt1X2vSq6joEgbFjvHhEoY3MUn7HtR5Z0MZLqX+jVafWz41VTFn4CjWBAB8f+2fGF4+kjfnS920So58jpBaEo8SW+oxV9DWIbmwnp62rvQSHAI/gYqB3LB7BhTp6V49Q62mwCa00YNq0aZlWwRRnnnkmixcv5phjjqGiooIlS5YwevTolLTd1W3vLNh2dwzffPMNRxxxBJIksWjRIg4//PCUtNuZ6K1zbiM9mFaQuhcNqYZTFHli/OEMzM7hxIXv8e8JR/KrimEpaXtaQZ+UtNPdMK2kINMqZAzTju+47bIss+D+H3nj2u8498GDOPbSEXSdLHT6mDas9865jUSQOLEkeh0UTBuYYFvp8dJSUPGrEXhLs1l8xrt8eMRrHP3OVHIG6b3QiE9kKRC9IoXTCogk1w+byrYd61xPLDBfWVCvLBlyzOsVGTatwHJbRh5jyXhjKf+N7NR6V2nrmXljKe1q2/BIkfdSHlHk1OMLEMK0EVdqDy2tN5ay9KDOi4kvqqr4xaI3yHG6+Pz43zM8b6BGUB0zH2uh2jNOUPlcKXFQSvdenda0PbS12r5MjSzRywEF00xlFOg5XHdn2Dm00oAbb7wx0yrExcSJE/nhhx9wOp2MHTs2ZasfdgfbOwO23cnjlVde4ZBDDiErK4u1a9d2CzILeu+c20gPbqzckESt9N2qCILATWMO5PFxh3Hhkk+5ccXXSHKyyWjbboNvrNyaGgVTBStRL8k5KcTgxg0J5ExL5LWrNt2M1Trx+tPLJ6UNvUMjo81FFd1uvKey9Zg33BYOmA/kEQkvLKIt/1W5ahsIlIck5l2yjPk3r+SG14/kV5eOoCx6vJ+qnpI7q4g2T61sNN5ZZps2J5h232gsDTLd37jIYM61IY42bCQIKRCm6YvdSIGufQKVTR7IcZ+dRrAuwAcTXmPPV7viVzKBFJBo/KIRKdC1PHDTgXBAYscXTYR7me2BgMQXXzUR6KDd/1m3iWMWLGBYXh++POFXDM/r+isuh6QAG5q+ICQFMq1K2mETWjZaMWzYMLZu3crw4cP55S9/yfXXX59plWz0MlxzzTWcddZZ7L333mzZsoXBgwdnWiUbNmwkgN8NG8EHx0zh8XU/cvZnH9MUCmZAiySIPLmL3g7pkRhWiA0rJJS2XC/nk/Z4WLOvR+Bpk75DLMGlfQ0dAgK0EUUSMUurK6SWmtgqVG1F0f99AVeVn7+euJBlb27jn4uPY9rJA2IILGVTt6NNBm9KZumRV3pjpCX1dAisduMLsXNghRjVIwxt9DDo+W3Ek4uF7Jdo/GgHsj9goS0rx4xkrB4zYsXD9BlTxPFf/oKsgTl8eNSb/Pzcj7r11AnbtfmxlE3wh2j4qB7ZL8fU0SJeovdUlBklZkennt6+Xt4os+Tegl9m+0eNhP1y3DxUem0ayeiV623xEsbr9aNNeh6v3dZk6lHvLEcAAi0yHy9sxF8vt3lkqRPBKy9TtL/P0WNSUObmz77nvA8/54xBg/jo2LPp583RVNBmlg+rPodoSxQfjG5hnIR0E7yry8w2bQJ9vTKH7Gdd40cg+y3Pk5mXXXdCd9S52yGVOak6G7m5ufzwww/88pe/5K677uKrr77i3XffxelM7lTpTranErbdiSEUCnHMMcewePFizjzzTP73v/8hil30AdMAvXXObaQHJU5XkjWdpOcpty2rw9H9yvlqyimc8smHHPHB27x65GSG5uYl1V5JkteeToWVPFYhjO+wjI6pYgBKXAnanWj8QKIJ4tXyevmz9OIi1HW18OuURVGS74Rm2pJkAc7o5xxP5CFAnQJFebxY8W0Nf/jFp5QNyOKNZVPoV54FxD5AKjf+StNKgnmnOim98pyiLVP2Q6oyLamlJrPMCCwtMQiUZDljZYzkbdKqF8HMyzWRkMAQ5qscWm0nmfpGx41Z+ez+HiZ/chJLZy7my998Qu2KasbeOQ7RKRqGCxonepejRFZb0LFRfizQ/wntSFmqwwvN2lPvB4h4regRFUZtmrVnRnxoiTulTCurl/Bdu69HsqjrxuTLip4KCpnVGmao/FYLtM+Npfxuq0MOo6dDbWOA37zxBfN+2s6tB+/HjcNHIwjaC51RyKGiYfuLm/I041T91bv8qvNl6YUhxoMj2pc6qXxvQW+zNyO4+eabM61CQhBFkVdeeYW77rqLG264gQEDBvDll18ydOjQhNvqbranCrbd1rFp0yYOOeQQdu/ezYMPPsjs2bM7QbPOR2+dcxvpwc1le2VahYSwV24+nx8/jQu+XMTB773Bs4cezckDBiXczs1lA5PUQLm9SeDpXxa7THL4m/cqiy2wmiBeTZapk71rj2nrED2mtKkuC6mOadtDU5ZIRJOB7M2/LWtP6kRlBX+E3FKILeXwCy9s5E8XfcU5FwzlzocOwq2zSpoeoSWoSSq9JMFa1kwrZ+Z9pdVfeypq6t08QTPn8WDVC89GD0Ky5FEqZTqiQ7wvShucWU4OfeZo+uxfxHfXLqNm2W4Oe3ESWaVZrTLxVivUkl+pTvRuVKb99UmUyDIjsazWVSzXkhtOVXm89qwSWokkfEdz3KxM65GlbschRVYxhMjveAyZpaRMUztRQawDlcYb9odtdZz+zKfsbPLx1qlHMa10ADQqAtr/enSTusH2tJRCajlaP3Xspb3eq0onEQ6vNxJa3csFopvi1ltvzbQKSeG6667js88+o6mpiREjRvD8888n3EZ3tb2jsO22hn//+9/svffeNDY28tlnn3VbMgt675zbSA9u3ZFMDq3MosDt5rUjJ3PtqP35xacfcuOKrwlLiRFGt+7Y2knadW3cumFHplXIGG6da932lpYQf/rDV1zyuyXc/dBB/P3x8bpkVnfArV/23jm3YQSZxMINTSDKJjJWwhqthiLqwShOWr+eQkaJgsy+V43hmA9OoO6HWt498A2qPt3eGlKoV0dLZAmibBpOqEfmJFqmDf/T9qHXr9m+GkZkVry6DkAJdFDLqnU0as/qZhaeqD4eL/zQrL5eXwqZpRBZWs8sUaL9Ka1+saApe+rzDRzy6Hu4BIGl55/AtMED0IfaZVYbX64OOdRukXKBMA6C0U1qfbmiDbWMN15a2dhxEi3NTbytu6E76tztUFVVlWkVksbEiRPZvn07hx9+OL/+9a959dVXeemllyyHg3Vn2zsC225zSJLE6aefzptvvskBBxzAJ598Qn5+fidr17norXNuIz2oykguqkTR3k1HEASu3nd/Dinuy7mfL+TT3Tt59tCjGJSTa6m9qlAXTWKcirBDDI6HoCqYBncbIxvU5UY2aOvGC0M0gyq0kDBUVYci8TLKs4JH1X70s+CH9RvqOfs3n9HiC/PlZycw9uBC3UdmtZqC1qNKHYKilKn31R5aall1WZh2b/t1wxDRyBFbVtUSau8MYFRHCz15GzaicOS5KL1uZKbVSBplx/bnxG9O5bNzP+GDY95n/1vGMvq6MYgO82cRR56D/teVpknLrgVPnoPDeqHteTkOrptZGutNa4BGX5BLnlrGs0s2cv4BFTx6zDhy3a5I/sZuiCxHHr8ovQ7ofQ67toeWjbjIz8/n+++/5/LLL+e1116jrKyMH374IdNq2eimWLlyJeXl5bz11ltce+21LF++vNuTWTZsdG1k/t3VpNJyvj3xNLyig7Hvvs6rWzamqecEbe+qyeFBn6hIJNG4csyI/EiUMNEmftcjeLRy6uPKvpJfV9mXVWXqZPF+oAnkRpl/zVnPwYe/x+gRBXy9YAoHDC9EqAdnc/tNULb6SH2aaU04T1Ns26372n59xBJdWlv1vAD0xgGTfSVdkhVyyiatejkS8agKIUtBwg1BZEmbk8uq15WejNmxsGYzqhsLo6TtImFyB3g5/qPjGX3NGL676Vs+PPYDmrc0mCZ6RwoRbgi32m3maRXPm0qvTOvtFK8PvX29fuJ5e8Xz0nICsiQTbgjjkGTT9oy8c/Q8v/TstuJdZWUz9zpSfTbzzvKBFJBpqAsjtcjGDlNhWLpuDwff+B6vLN/CU+dM4OnTJkbILAWG18OQ5rN2U18wYr22BAKt3oJqLy3FXrMxUMbIKGm+BxBkiWC4AVGWYtpRYGXOM3+3mBwEOelltXs2xo0bJy9btiwlbdXW1tKnT5+UtJVpfPHFF5x44ok0NDRw0003ccstt5jK9yTbE4Fttz6uu+467rnnHvLy8nj77bc54ogj0qdcJyOVcy4IwteyLI9LSWM2MoZxxf3kZVPOSklbteEgfRzJJoaH9L+v03/ilmSZh9es4prvlnL+0L25/8AJ5LmM7aoNh+jjcBq2Zw0J2p5oHq14nlrx7hB1jteGwvTxGjRslE02Xp9GMmZ19bIFGz3N6d09a5N5aJ9S1GXR/7VNYfrkO2Lv1KOyu2p9zLz5KxZ8sZOHbjqI3/5yLwSXYJzVWA0jjyk9Lyszsk4bdaInp3xWt6fVQf2fqN0eR3zvLDMSUsk1dt+L9jWkB6B4XH95yrLfY+03zFgm3BCk6uGfKLlsKI68eD9IVplt3Z4SrmeU5B2Mc2TtXLidz379OaGmEIc8Np6KcysQdX63ww1hdj1cRf/LSnDktf04mY2A3jG9n8RE6ljZ12tb72c33jHls78hzFcPVzHxshI8Udu1xJS2jl47Vi8H2suJGYmn3lfX17YfQ2ZFTyFRTWQpp5Uq0XtDfZiH/1PFZaeXkCc6YvNl+SDUJHHnf1Zx2+sr2X9AH54/fyKjcgvaVtaNytEU/Y/i5ZZDhE7KpS2DYw6xQYMQu36hUqasZdgmJyMi4yCMi3DUv0h9iVHSfuldPoyo5vpwA69XPcwpJZfhduTFyCrQawuNTAj4zYvd6zmkC7+K7DmYN29eplVIGSZOnMju3bs59thjufXWWxk+fDibNm0ylO9JticC2+5YbN68meHDh3P33XczdepUdu/e3aPILOi9c24jPZhX19GQ1q7x7k0UBP48cjRLTjiFL6p2sd/81/hox3ZD+Xl11SnoNUG7ZTHjnlrz9tR1jINMpK6REwXoEyrau2M94ka9r5XXemppyKJ5S+p0PbjeeG8rY6a9w549Ab57ZSq/O20YQkBo87rSel5pN7WM2vtK642lXepdu+mlT1Hv69mJRk47tiGYt7Eutn68UEMzTzwbPQRmea8UmHlZKcfDGK+YaOaJFc9Ly8wTy7ieXq4rBUp+LLMcWWWTypj23cmUH1fK4l99xqKzPqFlly9GXu+KZ1YWj3BJhTeWukyBFW8so/bM5BxEEoTrtaftx8xjR92emXxHczYpdXVzSYUiRFY7Mkvr3auUSzplIVi1oY7Dr/+QW19byTUnjOLLq49nVElBxMC410yji6HWRTfeFvHaipzLYQQkHNFNOw5qaszq2CqrHBrNRyJeet0JNqGVBixZsiTTKqQUbrebDz/8kP/+979s27aNvfbayzAhdk+z3Spsu9tw/fXXM3ToULZu3cpLL73E22+/jdvtzoB2nYveOuc20oMlzfWZViGlOKCwmK+nnMb0IXsxZeF7XLz0cxqC7fOELWluzIB2mceShuZMq5AxLFkXa/vOPS2cc81nnH3NZ1zx65Es/Nex7DUoN0PadR6W7Oy9c24jEcQjmbQyHTmuB7NQQuO6RiSWmsAyI7Fiy8N4i50c/dIRHPXfw9n5yS7eHP0Om/+zCYcsxzyQKw/4ZmSVtkxLYhmFbRmVJUOQmdW3QnLp6Stq5I30QqdMTVI5TOS0xImRflaJMAcRAscDeKQ2MkvQklnaTb0KrUYm6JP463MrOfDyd6lu8LPo2snccdpY3E6H/ulq+HJA6yOlddE1OqavdITMCrSe41pSKxnSUNSpY9SO9pgCm9Cy0atw9tlnU1VVxaRJk7jllluoqKhgxYoVmVbLRhfBihUrGDhwIHfddReTJ09mz549nHXWWZlWy4YNG10EHoeDO8aO44vjT+HT3TsY/c6rvLHVyOO3C69cF88zxooDRaL96eVjMnKQUMuY9Wsl+bievLau1fA9rXeT8rZdivyXfTJPvb6BUb98h207m/n2mRO59lf74giJETnF4yoQ/a8u09v8Gvlm2ntlKZ5ZejmytHoaPdMYhTHqjZ26XNYc08KMQ7Bho5ei4uzBnPrDSZQe2ZeF533O+yd9QsPPvfNFiI32WLpmD+P//B43P7+SP0/bhxX3TOXw4X0zrZaNFMMmtNKACy+8MNMqdBqys7NZsGABr7/+OjU1NYwdO5Zzzz2XQCAA9GzbzdCb7fb5fJx99tkccMABNDY28s477/D++++TnZ2dafU6Fb11zm2kBxcWlWdahQRhnYAaV1zCN1NO4w9778O5ny/k1EUfsKkp8kByYVG/FOmTxDvHDIYdXlhaFPkQjwzTIh7hoSVFrDhohHXK9ELjtHJ6JJfRC2tVKN+Fhxfxw/o6Jv/lIy575Gvu+O3+LHrwOEaVF7RFbOiFAmoJKqvHfbH9x4SyaMMMtS/ZteSVel87xlrHFs3L/gv3KTImHa2SkXrHbPQAxPOoMpcRs0QKTu+LmCXpHrfWhxGjau4xFi+00EhezytL2bTIK83iuFePZPJrR1LzfS2vjn6HlfeswuGQKTm9AEdW5LdcL5xKryzV4YVGHlRWPK+seG3ptenNEtn/9AK8WWJMe9q6yXoCKXJW2jOrr7fvkCKbIJl4Zxl4amU5RE6fWEBLU5A//n0pE2a/jyzDknuP557zDiBLdBqfrpaut1YumnouZMZeWsp3QeulZeappedxly1mcVTB6WSLWTFzbZbE36i8u8EmtNKAoE4YRU/DaaedRk1NDTNmzOB///sfhYWFPPHEE73Cdj30VrtfeOEFCgsLefnllzn//POpqqpi6tSpmVYrLeitc24jPQimbAGXrnmr4nY4uGH0AaycejpBSWLU26/w15Xf0hBS3zx2Yy8tSMhLy9J8W/XW6QghpkeoaEkt9XG9HFrK53gkVwjq6gP87aXvOWDWfErzvax6/GQuPnk4YlAwJqp8xHpXJSOnJbG0JJXWI8uMvNIjAI2IRNUYBsNy7HGz5yYFttdWD4dZDi1zIkktIzglvPvmITi1j31m9c3yY6nrtoeV8EKjOu3L9UksvYfvYb8YyNmrTmbkRcNYev0KXjngXWo3VuNyCnHJqGTDC/Xa0sqYhReqy/SOm/WlR1Qo8DgFSvf14onarm5Prw+99vTkzPIzpYrMEnTILFNuSLUvIPPFd9sY/et3eOGjjdx/0YF8fe8Uxg0tbpev0dJXSBfxyCpU5fFzbCnnuJbUMiKvjMq9gpO9vfviFZxxiUoFeuRZd4RNaKUBzz//fKZVSAtEUWTOnDmsWbOGiooK/vjHP3L88cfz2WefZVq1tKO3zLmCxYsXU1FRwf33388+++zDzz//zFNPPYXT2V1/GhNHb5tzG+nF8zU7Mq1CEkicgBqWl887R5/AsxOPZu6GtZz64dv8Z9MGUrMicxK3a6n20rLiYAE8v6vGWj2950yjZ08jGe3NvJWQN+2LaHU9vZBDvdA91bNAKCAx5/31jLh0Hh98t4MPbjyGF684nIH52bFkkuItpS1L5RYmEpZo5pFltq8eH73xMJjL59fVtK+rHlcrSOihzEb3RHwCSysjNYepeX4bUrPeg7cWZiypfl01gdXZ3lhGZJBS5s53cfjDB/PLb6aQXerl7ZM/Yd6JC6leXWdYPxlvLL2yeG3HI770juvJ6RFkWrlAs8S3z9cQaJZiyuMRHfHktP2YjYGRjDZnlpbMUhCXzFJfS4CPvtzBgee/x0V3fsWkA0r58Z8n8+dpI3HKYhKklQIrFY3YsXgXEIXQUr4HsaSWlZxa6n2f1MyHNc8TkpoN5xCD9pRyLeHVXWATWjZSjuHDh/PDDz/w6quvEgwGOeKIIzjssMP4+eefM62ajRRj/fr1jBs3jiOPPJKGhgZOPPFEvv32W4YMGZJp1WzYsNFNIQgCZw6qYPXJZzCmvD+//2oxh3/4Np/u6o6kng0zyLLMW99sY//r5nPti99ywxmjOee4A5k0ujR+ZRs2egWse2IZHZPDQQIbm5HDRp7kZp5Yxu0bEViQOm+seMSJUVnJ2EKmvT2JA84ZTfWqOv47Zj6fzPyKxu2RxRf0PLIwac+ozIiwMfOeMquvt6+GWbiiulwMy9RuDCCqPD/12tR6ZJnJ6c1FPBLMiDDREjIO1emgrGjYijjOTj/8WMepsxYx+U8f43aKzDzjYP51+aH0L86OrYt+fWsw8rDSc2s2kgnpyLV91pJaiSaKF+QwOwIbEeRw3DmyEobYnWATWmnAUUcdlWkVMoLTTz+dp59+mhtvvJFvvvmGYcOGMWXKFHbt2pVp1TodPX3Od+3axUknndRKXt55553s2bOH3/3ud5lWLWPo6XNuI7M4KrdPClvrHu/fvA4nl4/aj3XTzmK/gkKO+Wg+Jy1cwPLq2kyrpo8Uhn4dVZDbvjCRt8tWdDHLy6TnjaWtp70317Zp5K0UvY//7MfdHHP3R5z9yGf84qCBrL//FC6bvA/HDMtv/ywQoM1rSi9EUO25ZeZ5pU3orvXIUrfv0+hglC9Lb7z0orW046ipe1RZbsc86WzvLBs2YiAIAuX7lfKrr6dy+D1j+emlzTyz9zw+v/47fNX+TKtno4NYv7mB31z7Bfv98h2+W1fD8zdNZMH9kxlcXpBp1WykGTahlQZMmjQp0ypkDMceeyy33XYb9fX1/OEPf+Cjjz6ivLycM844g6qqqkyr12noqXO+a9cuTj75ZMrKyvjggw+YMWMGdXV1XHfddUDPtdsKerPtNjofk3ILM61CktB7B24dk3ILKMvK5olDDufHk8+k0O1m3PtvcvbihXxfWxO/AV0kSOglEnZoJaeRheiFSXqEllmfVqDXbzxSxAqpFdLIqMdAR+7ztbs5/sGPmHTvAvYuyWXdndO48/SxFLjdEduH5BoTS2oCSk1yxSOztMndtXWNXqrrhEfGjJVefaPQSzR11eMDTOqrmnOjnFvq43rt2egl6KjXltX8WO3bsBJa2NHwQj2vJ+2xeGVKuQA4vQ4O+ssoLthwKmP/NJxvH1zD3Io3+fzGFfhqAoZeR1b6VcNKwnejPsxk9Ty+jNrU6hbPW0pPVvmszZel14cVTzO9kEZtAngwSQIPMafjhg2N/OGGrxh56tt88MUOHv7Lwaz93zR+dWwFoiy0pZ7Tnr56DlXq8oS9trQNGP1o611Y9D2+1F5aet8jMPa40pubePNllFeru8EmtNKA2267LdMqZAyK7W63m8cff5yamhrOOecc3nzzTfr168eUKVPYvHlzhrVMPXranG/atImpU6dSVlbG+++/z/nnn09dXR3/93//h9vtbpXraXYngt5suw0zpMZ5+7YdqQ7Z7h63LLft2NL6ee+8fJ4/bBLLp5xGSIYD3n2L0xZ9xFd7dne+IrKY1lUPb9toEF4Z7/k0XpmVm3Ur5JW6XF3HgBCSQzIf/7iTEx76mKMeWMDgPjmsuWUac6ZPiOTJUsnf9uEO83t/n2ZfS1aZbVoPLXV7ZisamhFXemMSb2x0xvW2FTva19W2r3dcixR6Ctroaoj3BTYgoZwCnuFZCE6JRPNjtbaRIIkVL6+WWXihFmYP50bEk5OI3TnDPTidAg4gp9DNUfceyO82nMJ+Fw3j67//yNyKN/nk2m9prGxprZ9Iv0bJ5LU6Ge3rta8gHkGmp5OyiU6BsuEeRE1S+GTzZRn1Y6SbmizRyujlaYq7oiGwel0d51/+BSNOmMcr72/h9kv2Z/28U/jTmSPwiJGenLLA8H4enA7B+LfXCnFlidTSa0SvIzC/gJgTyNqVDxVo58ItOKnwDMcjOHWPG23Q/ZPCd1e9bXRT5Obm8sILL/Dkk09y2WWX8dxzzzFkyBAOPfRQHn74YcaPH59pFW2osGTJEi699FK+/vprXC4Xv/nNb3j88cfJzs7OtGo2bNjoVnCQqift/QuLePXIyfxQV8VdP6zksA/mM6lfGVeM3JcTywcgCoKFVpx0qltLGHMuU+k6mbsws7p6/eqVhVT1lWlxaI6jkXGojunVVZdH5UKCxCvfbuFvC3/k+8pafjOugjU3nMywvnnt21Ag65SZ6aOVSQRGL9SN+teT1yMSte2ZkYRG+sTTSa++jR6IRBloLcKIWdDn7L4J1zfKjwUYeo8Y1dFL8A7mP4FG5JZVWXeWyMCz+7STKyjL4tj7D+KQq0ex9G+r+fbRdXz9wBr2u2Aoh1w5ktJ98i21Hy//lll9s32r5Jje59b/WSLjzu6j265ZPa2caR8mcnrEi7Z/dRL4disaEvkvh2Q+/Ww39z/5I29+uI2yvln87coDmHn63uS4nK1yCkeU5RY5e2KfyIsKPf5Wj39KGHoXJKVMuRjqXQAcmnK9mwRnzHdIJGKGo3UvtlX1uOeKWZzc5+xWjfS0dqo+o9nvjrmzFNgeWmlAeXl5plXIGIxsz83N5V//+heNjY38+c9/5vvvv+eQQw5hyJAhzJ07N81aph7dec4lSeKJJ56goqKCQw89lDVr1nD11VfT2NjI008/bUpmdWe7O4rebLuNzke5yx1fqAfCzO7RBYU8d9iRrDn5F4zIy+eXiz9h1Nuv89i6H2kMGiU/7h4od7syrUKHUN3s5++LVjPinnn88ZWlnDCyjI03nsqccydEyCwTlOd1b9uTRXlW77TbhhmMVneN52ISG04oByVavmtEDkqauu3rJxNSmKgnFiTmjWUkryer9piSgjJ137UgBmVd0qVPWRbH33cQl2w+jSNuHsPaN7by5Mi3eWHqQta9sx1Ral/PKOG7GbljRErpeckYkVnx+tDKE5TZ/l0LclC2FF6o7l9vXON5Y6nlzLyytGSWkgBe65Xlawzz3H9/ZvyU9zn6lwv4cX09j986ng0fnMLl54+MkFk6nldBn8x3G1oI+uX2jlLxQsAtIV5lszcaai8t7X6sslZXPlRDloOsa/kOWQ4aJnzXlunJdEdiS0jNUtg9D+PGjZOXLVuWaTV6FebMmcNtt93Gli1byM7O5swzz+Tuu++mf//+mVatV2DXrl1cddVVvPTSS7S0tDBo0CCuu+46Lr744kyr1usgCMLXsiyPy7QeNjqGccX95GVTzqHrxwCly82jM8ahrc1qv58569fxyLrVNASD/KZiGL8fNpz9C4sM6iZpt2DstRADq3eFibooxDtu1K/+y+DkZXTKl23bw2NL1vHiis0MKczmkkOH89sJe5HndbWvb+aGYNJHXP2sQG/qreSsMio38wIw8rIy886yEmZoYoPwjxfta0gPQPG4UnnKsnN1jsT3yorZawhR9fBWSi4biMOcT06pV1bkWGKeWYmUx/v5CzWE2fBwFcMvK8GVF/vjoVc32BJizYub+OqRtez8tpaiYbmM++PejD1/KLn9vO3a12sn3r66LN7PWzxvLLP2gg1hPny4iimXlZClsl1PVk1oxZOJR9jpeWLpETBqQgvaCK11axp48t8/8e//bGBPdYBjDy/lyhkjOfHwckRRaOOAlFBxaOOD/NDQEObhD6q47KgS8pyOiLwvKqfNy0j0s4/2cq0yxdFCL+CJWuFVlTlVxxRrtXJOlaxDU1c9MkpZ26jKiMhRKkuO+iGFEVv5OfUQNIYb+FfVw5xfchleR167y5aWNtP7r3w++sXu9Rxie2ilATfccEOmVcgYErH9oosuYvPmzXz55ZeMHz+eF154gQEDBjBq1Cjmzp2LJFl8iOgC6C5zLkkSjz32GPvssw+lpaU899xzHHrooSxfvpzNmzcnTGZ1F7s7A73Zdhvx0PH3XTdU/pQCPTKNxMfhhspNlmWLPB6u3ncMG045k7kTDmddQz0HvPsWh77/NnPXr6M+GNDUSIYJwXouLav8nc6z6Q2bK9uOJcq7GfVrhRRJRCaq2646Hw9+8SMH/GM+E/75AbW+IPN+cxSrLzuZyw7fhzynq/1LaeW/NjcVcMPHlcZ5c43yYumlITHa9PJtadsw0U9XB/VY6T096MkRe+yG7yrbH1OPlxrxCDkbPRTWvbLaQ8mU3R5mHlZA3ETv7cvbJ3oHY+8rEizXK9NbfsRB+wdds/ayspwc8Lth/P6bE/ndp8fRf1wRC65fwX0DXue/Z37KT+9sJxySTNsx6kfPK0arq5FcPE8pI3nBRFbrkaP1oIrXj7YvrXePnndWq61SbM6sprogTz+zgWNOWsCI8fP4v+fWM/30ClZ9dBILnjuWk47sH0n2rv0t1l4biP6XVJ/1HKCg/VfJ0nU23psLs070OtTz9ordtF5a2pxa2nkRMJ8LvXmF9vPa3dAdde52qK+vz7QKGUMytk+YMIGFCxcSCAS48847eeKJJ7jooou4+OKLmThxItdffz1TpkzpBG1Th64+5/Pnz+dvf/sbixcvJhgMMmDAAG688UauvfbaDuXH6up2dyZ6s+02Oh/14c58WnWSPi+txBDf7va5uVyiyJmDhnDmoCFsbGxk7oZ13Pz9t/zp6yWc0n8g0yv2Ymr5ANwO9W12J9kfL5eWAepDGrtD6N+xGZUb9ZtoviyDfppaQry9YTsvrNzI2z9tZ1hhLr89cC/enl7BgPzoNUTQaVtpR22eZgrrfeHEp8NoHPTk9JAM2Wc1fMWi51V9UMdum8zq5TAmodpgNvl6/hdt6EneWHpyQVWZFc+p1nJBYMgRfdnriL40Vfn59tmf+XrOep49+RNy+3nY/5whHPCrIQyaUIxLk7MxHsllpr8VzyujcjOCzKxePDmz+loPLLWctgxiVzMMtYT56MOd/Od/m3jlzS00N4c56rC+/OuhCZwzbTDZ2U5zjsiIC1Lvu3TKMCjrEELEJpnUJpVUXwjV3xHtPppj+oiQWqCla43Oh7BOmfbSjM6x7gSb0LLRZeF2u7nlllu45ZZbWL16NTfffDPz58/nxBNPJCsri8MPP5zZs2czbdq0TKvaLfDee+/x97//ncWLF+Pz+cjNzeWUU07hzjvvZJ999sm0ejZs9HCkLil690Z6x6EiN5fb9z+QW8aMZdHunTy3cQPnf7kYhyBw6oBBnDFwMMeX9Scr0bshWbQeeqhHImlhlZBJpK6Vfo3a0anb1Bzi3Z8r+e+aTcz7aTs5LidnjhrEpxccx4QBxQiC0P4uWn2PD7HcqV5fYdqSwmvz56YCVp79zWStJhiOJ6cnI5scs9qGjV4AK5Nu/MUxI6Qgc8nejcqNZK1GH+t5aFmpp7SfU+Lh8MtHctSf92Hr0mq+fWEj3/1nM58/spaioTmMOX0g+50+iCETi3E7RMM2rRBOZvtWiDLtmIgWZc2IKrWMUXk8MstJhMwKtIRZuHAnr7y0hdff3EpNTYBhQ3O5evYofvPLoew1MNfYM1cLPa9fpUxS7ScCy7+n2guamphSPutd7LQXa62C+seEaLkyn5JqdLVzIWJ8zoR1ytS9dWdSyM6hZYBU5tBqaWkhKysrJW11N3SG7R999BH33nsvixcvpqmpCbfbzYEHHsh5553HjBkzyM3NTWl/yaArzHlzczNPPvkkzz33HCtWrCAYDJKTk8OkSZO47rrrOPzww1PeZ1ewO1NIpe12Dq2egbYcWgqSf/pskcJkiZ2ZqjOd7+Ssj4M1uxMbV184zDvbt/Lqls3M276FkCxzYnk50/oPYEp5f8qtfo+tEloK4pmhuptskSSyRNHwuFldS/0a6aJpZ3NTE/PWb2fe+m18tGknOS4nZ4wcxNmjBnHMkFKcrjg6JrIMWFS2JSSR5RQTz5dl5evRhQmtFr9ElvJA3EFCy86h1TNQPK6fPGXZL+koiSXLMvjDCB4hQjyrYERgQdfyxlJg9WfBScRuyS8jRu22ElYVr30nEA5JrP94J9+9tIUfXt9K424/eaVeRk/rz+ip/Rl5XClZBe52dTvqkWX2WUuQReZcxukR2nmRaUMAzTy+4pFcRvmylM87d7bw4duVvD1vGx98sIPGxhB7Dc3ll2cM4pxfDOaAfQsj56RCXGm9sszCDJUyVci4HJTxh2Q8YQEhLLTlx1Lq+lT/lTK/6r9WLiaHlpO2/FjqMq+qzBHdV/4rI6GVc6pk1HWdqo2YfSWHljqnVjhaFiIy5y2yH7fgISwIuk5renm11MOq4OBulkPLJrQMkEpC61//+he/+93vUtJWd0Nn27506VL+9re/8dFHH7Fnzx4AysrKOProo/n1r3/NSSedhKh9KEgDMjHnkiTx1ltv8cwzz/D555+zY8cOAPr27ctxxx3H7NmzmTBhQqfqYJ/rqbHdJrR6BlJJaP1rz3Z+V9zZC2Sk29E8/nj8a89OfldcmrL2tAiEwyzctYPXt27hncqtbGpqYv8+fTixvD/HlZYxsaSEXJfB6nOpJrQUOOFfu/bwu37Fusfi1bXct05ZrT/AJ5W7WLB5Jws272DVnnpGFuUzbVh/pg0bwOEDS3CKYnziSqtLApmU//XDHn43uji2jpWxs/J62ewUt0Jg6bURjwgLmRxTHf/Xxj38rqK4495ZYRAetwmtnoBUElqCJIFIryO0kGi1O1WElhpiWOLnz6tY8dpWVr29nd1rGxAdAkMPK2HkcWWMnNSPignFuDyOtBNaDgkEkbQSWi0NQb5avJuPP9zBJx/u5PsVtQCMH1/MtGn9OemkARw4pg+iJLStaggpJbQkGcQAvZLQCiIhIvY6Qqs7e5chCMIvgVuAUcAhsizrMlCCIJwIPETkTJkjy/LdaVMSWL58eTq761LobNvHjx/P//73PwCqq6t5/PHHeeWVV3j99df573//iyAIlJeXc8ghhzBt2jTOPPNM+vTp06k6QXrmvLa2lv/+97/MmzeP5cuXU1lZiSRJeL1e9t13X/7whz9wySWX0K9fv07XRYF9rtvobkjvdST5cLvlLQ1J1evuWN7SlIB04uPrdjg4oXwAJ5QPQJZl1jbU8F7ldt6trOTRdWvxhcMcXFTEkX37cUTfvhxSVEx/Jc+gkhw+kdBDK8RMCJY3toDeT3e8uACz8ENN33JIZlNzE19UVvFF5R4+r6xi+e4a+nhcHDOolEsPGMEJQ8rYuzAvUkGbd0vdj1FuLqfmuCKjvnPWRGYs39UCo0lsKhMJT4zXrlVCyYyoskJAaWSW17TAIIt9m5BZNtKLzr2GKPG3ejA/4dVklNQYZtfDlfS9rBxHnsOUxNLWjS3v2uGF2rJQo8RPD1cx8rISnDor/SXSvmF/DpFhR/Zj2JH9+OX9B1G1oZFV71by47uVLLjvR96++XtcXgd7HVrMsMNKGDqhmOETiikozYrbj5XPav3V5aFGiTceruI01QqPVvNqaakUI1lRltm8qYkVX1Wz9LPdfLl4N99/W4skyZSVZ3HccaVcfsVIjp9cRllZVrsVDXXDBo2gR2jp/KY2Nkk8/EkVlx1RQp52ZrUsTkJQLmjqC5temV6HTs2+UZk51JSsSISrdahKaqRG/ln1MDNLLiNXtZypVgtt6GG8QMjugG5NaAErgTOAJ4wEBEFwAI8CxwNbgaWCILwpy/Kq9KhoI10oKirihhtuaF1tbvXq1Tz11FN88MEHvPfee7z++utcdNFFZGVlMWTIEA488EAOO+wwpk6dyrBhwzKsvTk2b97Mm2++ySeffMKKFSvYunUrzc3NAOTk5DBixAjOOeccZs6caefDsmEjMdjXkVaomYV0oGvlFRMEgX3y89knP5/L9hlJSJJYXlPDol27+HT3Lp7+eQNVfj/lWVmMLyrm4KIi9ivow+iCAoblZeOw4g2cZJL4GGjvTvWOa46FJIn1NY18W1PDd1W1fFtVw/LdNexo9jEoN5uJZSX8euQQ/m/yeMb2LURU3uibkVZ69+Za+/R0NZMJEZsHW48QU6BuI9HTyOrDU7yyZJLJG7WlFzBhk1ndAWm+hhj/RlvJj2X0K5UpbyyzY8kSWUqZ9itlpY947ccjusr2yqXskuEce8lwpLDE9m9rWbNwJ2s/2c2n/7eed+6MTHnxkByGHNCHwWMLGTy2D0P370PfihxwipZILiO9lf9B2nIumeXL0ivTkwn5wvz0Yz1rf6hj7cpaVnxdw4qvq6mpjqwePKQih4lH9OW3vx/GkUf2Y8zI/FZvQPWKhkCsZ5YaWs8rLemlJ4+BjF4Ox3htdAhKA+q3K1rSyog2So6OEQm3fmsV3y4R/dxpSo/aS6qWmuuu6M66I8vyamjvPqvBIcBPsixviMr+BzgNSNuDyMyZM9PVVZdDJm0fNWoU99xzD/fccw8Q8eB67bXXePfdd1m+fDmvvfYaL774IgCiKFJQUEBpaSkVFRWMGjWKAw44gAMOOICRI0fidrsT6jtRuwOBACtWrODbb79l1apVrFmzhvXr17Njxw4aGhqQpMhPVnZ2NgMGDGDq1KlMnjyZ8847Ly0eZ1Zhn+s2uhu6zXWkeEC6uupSmGk53FBBR0myNlLPKYqMLy5mfHExV44ahSzLbGpqYll1Ncuq97Bo1y4eW7eWnT4fHlFkZJQM2ys3h71yc9krN5eKnBzKs7LIdqputyyQWjNLdMINtdDcgdYHgmxpbGZLUxNbmpr5qaGRNbX1rK1r4Ke6RoKSxKDcbA4oLuTgvkXMGDWMQ8uKGZCrWtk2zuqGhvqbeWMpxxU4aT9FqmeAmSOLY198a2FGciUDKw87anQkJNCE7JpZUWwsZ9SelWM2OhXpuYZY98bSQiSMTBhBlzHNnDeWUbnF9H6Wy5Qk2eryZDyyrPSl7cPhEBlycBFDDi7ipCsj15CqjU1sXLKHDV/tYfN3tXz46Foa90RIIYdLpGzvXPqPyKNseB5lQ3LoOySHksHZlA7MJrfQDaJgKaF8qxeVTpkuQReS2LPTx87tLeza1sK2DY1s2dDI5vWNbPqpgc0bmpCkyDnUr8zLfgcVMeNPIzjo4EIOHFfEwP7Zre2pVzOENjJL0J5S2hg4reeVXnihiXdWa7nZAhtWCKyEyC09d2UjIsuIxEqMTVM8tWTNmexAQqAtmNFodUOr2nYndEedE8UAYItqfyvQuYmENKiurk5nd10KXcn2oqIiZsyYwYwZM1rLfD4fn3zyCQsWLGD58uVs2rSJL7/8kg8++ICwarl4URTxeDxkZ2eTnZ1Nbm4u+fn5FBQUkJWVhdvtJisrC4/Hg8PhYOvWrfTt2xdJkggEAjQ0NNDU1ERTUxPNzc3U19fT0NBAS0sLgUCglbACcDgc5OTkUFpaymGHHcbYsWM5/PDDOfbYY8nOzqYroyvNd7rRm23vBcj8dSQcjC/UA1Ed7jrO74IgUJGbS0VuLmcNHtxavsfv54e6Wn6or+WnhgZ+rG/gne2VbGhspDEU0T/P6aQ8K4uyLC9Fbg99PC76uNz0cbvIcTpxiyIehwO3KOISBVa3+Pg624Mky4RlmZZwmKZQiKZg5H9dMECVL8Buv48qn59dLX7qg5FzpNDjZlBONsMKchlZmM9pQweyT588RvbJp8jriSjdmesLdBDV/t7JzlQHe6fdvQRJXUNkGcINqqd5QcCR60CWZKSmtvNFQEbMEhGcAlJTGFnNUTkjO3JYJtwYe46JuSIgIzXGklqiV0RwgdQiIYdU7IBDwJktIodkpBZNnRwRRIFQg6YPjwBukbBPQg62tSWIAs6cSFthVVsy4MgWERwCocZwKzkhA6JLwOGNtCUF5VbeQhDAmetADssEm9vaCjaGkaMkTKhJav0cjrbl9IqEAxJhvxxD67nzImMcbFKFbQLOLBHRKRBsliLjqdjoFHBliYSDMiFfpI7yE+vOjVBK/ugY55dkceDJAxl/xiCcbpFwc5g9m5vZtqqOHT81sOunRnb+3MCXL2+hemszYdX4O5wCBX295Jd4yCtyk53nIjvPSU4fF9l5LpwOAYdDxOkWkQISP37RTHNwN6IDWhrDBJpD+Fsi/5sbQ9TXBKir8lNXHaC2yt9KWAG4PSIDK3IZPDSHI48vZ/jIfPY7qJARI/PweCJ5JRWi0JsVsbG5SUKQ5FZCyyUKZGWJBAISgWY5Jjo/1yOCDI3KuRclo7wOEZcg0OKTCPnlVi8thySQ7RUJhWVaWqQ27y0gxyEiItDgC9PoDxMIyzT6w3g8Am5EfCGJYDjaVgDEsEAOIiFJpiWoaisM2Q4RBwKN4TBymNZOXIKAVwSfFCYoB1rPCgGZXIeXsCzRLAVRs3FZYhZOQaRJ8iPJwdYRcwkOvKKXgBTEL/tR+93lOQqQZIkmqam1DJxkibk4BSfNUgthGWREZByIgocsMYugHKQx3EhQDtAYbiQEZIm5yECT1Ng6xCHAI3gQRDc+qYWAHGo9JgkiWWIOIbnr3HdZRZcntARB+BAo0zl0gyzLb1hpQqdM9zWFIAgzgZkQSaQ9a9YsAE499VQGDRrEo48+CsCYMWOYMWMGl19+OQBer5e//e1v3HfffWzcuBGAa6+9lqVLl7JgwQJWrVrFTTfdRFFREU8++SRA66p8V199NQD5+fnccccd3HnnnVRWVgJw0003sXDhQhYtWgTA9OnTcblcPPXUUwBMmDCBadOmceONNwJQUlLCzTffzK233kpVVRUAt99+O/PmzWPJkiUAXHjhhQSDQZ5//nkAjjrqKCZNmsRtt90GQHl5Oddffz033HAD9fX1ANx77728+OKLrTmCZs6cSXV1NS+//DIAkydPZvz48dx9dyQdQEVFBVdeeSVXXXUV33zzDfvuuy8PPPAAc+fOZeXKlQBceumlbNmyhTfffBOAqVOnMmrUKO6//34ARowYwaxZs5g9ezaSJCGKIg899BCPPPIIa9euBeCKK65g9erVzJ8/v0Pz1NLSQktLCyNHjuT//b//1zpPgUCAvn37MmjQIObMmUN9fT1+v5+SkhI2btzI5s2bCYVCuN1uAoEAoVAIWZYRRRFJklrf1jkcDjweD8FgEIfDgdvtZq+99sLlcuF0OsnOzub888+nvr6eyspKnE5nzDw1NjbS0tJCU1MT11xzTafMk88XyY7Y0XlavXo1Rx99dKfMk/J9AjjrrLO63Pdp1apV/PGPf0zJ98lGapGx60hWNrO2Rl7An1rQj0GuLB6t2gTAGG8OM4oHcPm2yPfEK4r8rf9w7tu1iY2ByPfx2tIKljbXs6ChmlW+Jm4qgyKHiyf3bAPgwKw8ziss5ertPwGQ73BwR/ne3LnzZyqDkRuum8qGsrCxhkWNtQBMLyzDJQg8VR35XkzIzmdaQQk3Vm4AoMTp4uayvbh1x09URcmY28srmFe3hyXNkTxeFxaVEpRlnq/ZBcBRuQVMyi3gth2bASh3ubm+dDA3VP5MffTFwL39h/JizW6Wt0RurGYWl1MdDvJybRUgMzmvgPHZudy9M2JbhdvDlf0GcMfOrbxcG1nw44EBQ5m7ZycrfZFw60tLytgSDPBmXYRMnppfyChPFvfv3g7IjPB4mdW3jNnbNkaSxArw0IAKHtm9g7X+yBhf0beM1X4f8+tro/NUyCCXm0erdgIyY7xeZhSXcPm2rdF5Evhb/4Hct2snGwOB6DyVUu3xsMqbBd4s/jyiD0UOB0/srsIfCjHYIXKwy82DlZU0BQLsCofp73DycW0ttYEAobBEudPJnmCQulAISY48qBW7nNSFI29c+7icDPR62RQM4XKI5LtcTC0pZGlLgDynyL4uF9fvNZDv/UG+a4nodWFpUWSedtfwTZ2fo4QWJokObvs5smBIudfF9XuVcsPaSupD0Xnapz8v7qxheV1LZJ4GF1MdDPPyjsj4TO6Xx/g+2dy9dmdknnLdXDmiH1et2I4vHHkweeDgAczdsIeVtZExvnRECVt8Qd7cUheZpwH5jCrwcP/q3QCMKPAwa9++zP5yGxIyq2t9HH3y3jzy7W7W1kWy9F6xX19W1/qZvzXyO3rq0AIG5bp49PvIb/OYYi8zRhVz+eLI+eN1ivztsP7c9+0uNtZH5+ngUpbuambBlsh5fNbefSjyOHjyh8j5dWBxFucNK+TqJdsj3ye3gzvGl3Pn8p1UNkXIwpsOLGNhZSOLdkTO4+kVhbhEgafWR87BCSXZTCsv4MYVke9XicfJzfuVceuKHVT5o9+nMeXM217Hkj2R8/jCIUUEJZnbftzBvrlejirOZVJRLretU83TUJ15qqxheX10ngZE52lXZJ5spBaZuoZklWZT9XAbDyZ4BPr9ZSDh2hB7Hq+Mqdfn7GK8w7OoeWkPwW2BVo8s775eCk7ug2eYh6o5uxFEobXr8mvLkIMyOx/epVJUps+0fLLHZlHzVj3+df5WA7wVbvpOL6RlrZ89r0W+z4oH0IDLSiDPwbZ/VIHUVl54bC7uiTlUf9hA43e+1rbc/ZwM/n0xLVuDbH++JmaAhlxUhKfUxea51TFkW9Gh2fSbnEftZ03s+bK5tdyZK7Lv7L60VIX4aU7by0VBkik6MAvRI/DT0zX4d7U9qBeN9TJkWgE1X7ew7aPG1nJRhPHXlRJokvj24aoYG4efXkDpvl7WvFZH7cZA67Gi4R5Gn92Hnat8rJtXHzMvR1/ZF9ElsPjhqhgb95mSx9Bx2ax6r4Edq/yIuMiiiP0PK+XIJ4vYuc7PV/+pwdfgp7HOT1Odj8EHufE3Bfnu/Rqa9wSp3d5CwBdCcEgIgkxzfZiAL0w4pLhICaxeHiGOpLCA0yXidDlwukQGDcui/5Bs3A4vZeUOcvM85Oa52X9CASeeVcLGNSG++6y51XYpIDDxiL7UVod4Ojouij1nnN2HfYZ7eOOlWnZsi/xWCjLsu4+HX5zah++/8/H+goa2M16Gay/uR9Av8/C/qtoGRYZpR+Qzdu8s3lpUz7pN/kgdCSr6uZl+bCFrt/l57bO6GE+sy44tIc/p4B+LqgiFZOpbwsz5sprjhuYxsX8OH25s4LtdvkgdCfp5nPy+opitzUGe/7mmLcxdhosGFFGKi7lV1TSGJCByvTg0u5jJeTl81rSbL5uVc8xBruhhdt9xVIXCzKleHh2ViJ/U9MLxVLiLeaHmc3aFmoiQUyJjvUOYVnAoX7es46PG71tHUsTJdaUX0SS18HDVf5SzGBA5veAk9vXuy2t1b7MxsKX1rNzbM5xf9jmTH30/8FbdPOrC9TxdPQdRELm075WIgou5VQ+3DrEEHJ43hX2zx/Fp/bus969Shph+rgGcWnQhmwM/093QI1Y5FARhIfAXvUSMgiBMBG6RZXlKdP86AFmW7zJrM5WrHM6aNYtHHnkkJW11N/RW2227ex9Sabu9ymH60SnXkXarHKqRmDfGrK1reGRgOvPjpfMNnfFYzNq6gUcG7pXSNq0jiTFI0cqHszZt5ZEhA9sK4r1+TPa4kaeWmQdXR5LdWJCd9cVWHpk4ML4eVvtTw+qUmp0+HQlDNJGf9e1WHhkz0JKsaXkIhP+zVzlMNzrjGlJ0cIl8/MJp6oZw5gpRDy2Nh1SWiMMpEW4Ko3Y3EpwCYlbEYweN96MY9R6SG2M9gAWviOgSEFok0HhoOVQeWjELkeaIEbJMx0NLdIsIGg8toh5aosZDC8Cj8tBSHlOdtPfQav3KC+CKemjRHNuWI0vE5RQIqjy0lLbUHlrqnw93ngOHxkMLIp5IioeWFG6ro3hoofLQUo4pHlphFTHnBJweIeJJ1SIhqcbYJQp4ckTCGi84B+DJERHFtnFpDSF0C2R5RAI+iXB0jEUinmt5uQ7CIRl/ixQTcpiTJeJwCrQ0hhFVY+x0CXi8IpJfQgq06eUUICfXgSjJBFTjIgJ5WSJOp0BzU+R8UXJmOZ0RD61gi0SgRY4J98vNESEMjXXRtqJeUl6niAuBFn/UQyvqVuSQBbI9IiF/1ENL5biY4xQRwwINdeGYcEUPAu6QiM8nEZTa2hIDKg8tvwQBYj20/AKN/jARR6WiyLwILrxiDj4JgsqCMHgQcJHryCIsu6MeWkrAn+JVJdIkhZFkR2t5xEMrn4Ak45dl1On68xz5SLJIkxRoLQNHtC1v1ENLgOgqh07BSZaYRSDqIaashBhGxCvmAlBv4qHlj3pjhYn10Br9H1e3uoZ0eQ+tFGApMFwQhKHANuBc4FfpVKA3e1z0Vtttu3sferPtvQCdcB1JLNfT5LyijnWXMNKZIN54LCbnFXSgTQzbtYYkxiBFKx9Ozs+LLYiXsTVe8guj+kb5vPRWLTRry2iVQz2dzGSByWV57WW1MNIrGVg5RYzaTmQBujiyk0ss2B3vWPeLFOktSOoaIggCjjxnuzxXgijgUK3aJyquJ4AjJ/bLISAhtYSof7eOghMLELNE1bHoyZTX/gvlBFDJxpQ7BeM6mvLWr79XBG9beauUU2hdgbBdTqhchz5/7hXxeDWyAI5YveQWiS1v1THoxHxcOaJuHx63CJo0uU4AUcCto5cTcGa3jUuMtS4Bj0vffldee1vUY9yuj+gY6yV/146L8jlLNcbhFoml79Yz8cR8PFkiHlX/6rp5uQY2ekTwtE8o71SNi0NVzyFFiC1t3izC4HFo5kvJdRWGPK+jrUyVzCnLI7blVlSRV06HQF6WA3y0uYhFj+d5HbS0SLy7pp4Th+XjliJj63WKkWFRlgaMXtqdokCey9FGAKtc6HIdjqgHWFs4IITwih68MRnKIuGXDkEiz+EAPKqRiaxSmiM6iEyMOptbCLfoxI2rXR+i4CXPkaMa9baByxZdqnacrQSWS3DhFGTeq3+PKflTyBNzCCMQAgqiKx5qc+znill4Vfutlxah+9FDFpbk6boQBOF0QRC2AhOBtwVBeC9a3l8QhHcAZFkOAX8C3gNWA/+TZfmHdOo5fvz4dHbXpdBbbbft7n3ozbZ3Z3Sb60h2fjq7ywCUt5exGJ+dm35VYpDkjZ2cwO2VDkExPkcnX6IVsiKZRLdhfR1Mj6nvirXyRrJ6CdF12h9fnK2fDNiobkc3M321/RvVNdPX4hiO75PdJq8Hs3lS2rORdnTuNUQ2TNoeWbEwHCWzdPRCaq0rh2RaVvmQQzIC4dZND9oE6lbL2xEiOvIO2v/SG8liUmYlYbsDkEIytav8iCHZUEcrdhj1Y7ZColld9TEzOYdGRktIqcu0suGQzJZVfsIa2/XqGumiN09KuZbMEiT9JPCC3u+kKv9VO+j9/oYs1gVCAZlVlX5CAZ0ItHjXLKPrjSm0FRQl9eSsNq5i/OJc1JXvuUAYSfbzo//H1hxYDqR256zZOa6d1+6Ebk1oybL8mizLA2VZ9siyXKq48sqyvF2W5ZNUcu/IsjxCluVhsizfkW49lZxFvRG91Xbb7t6H3mx7d0a3uY7s3JjuLrsElJxavQ13V+7MtAoZw90re6ftd//UO+3u7ugu1xAbNmzY6KnojiScDRs2bNiw0QOQWNhh+pHOsMPOQirGOA3jYBT6p0W80MN4MmahiWZhhkb66bWnHm5tnXhhiKCfKtts+BO9k01kKuOdOomGIiZbL9n2bPQ4GHlkAYbeXJFjctQryyBUUAdmX61E6hj9tCXilZVsP1rPDSttme2beWXF27d6TOsZpVfHyJPLTC6RMm2bWk+w1r41p5yo9cqCWO8qvXJoHw9nBaqcXHG9vqyUpRRGF+JUdhzbfsTzUkYkjIDUGo6ovTzHBjHGRHoCXXoRZEPYhFYaUFFRkWkVMobearttd+9Db7bdRuejwu2NL9QjEEtAVbg9KW8zbZDFxJLEqwilCo/bWC5evixFJtnjyebV0tPJqI72nl5VryLH3X66zO6wU/V8YPUUMesvmZDAaJ0Kr8Gc22GGvR5mJBYYE1lKWKEgSrgGuCJLvaqQKJGVDPFldb2IRNqOF/qnyMiiQM4AV3RlR3NySa88kRDDeHXNwg/jtW/Ulh7x1UpOiAL9orYnSmrpEWR65QqZpSSBV0OwGlZodFwrF9Yp04EoCAzIdyEKgrFch343tZSQ0mA88irVlEusEQJORMFBf1c5oiAiEkZCufuJJbbUU6V+XacltroTesQqh52BVK5yaMOGDRuJwF7lsGfAfJVDNbqylxZk5vamM8YkFW0mMRaJrnwI1l+RWrlHTsbNwooe8XQ0atuKbR2991f30dnT3hHvqU7yyLJXOewZKB5XIp+07GTdY+beWMYnUGd7Y0Fii56m2iMrnseUFRkrfXWUvNLuG3llGZFaZmRWsmVmbarJLLVXlpbMismbZeZBZYWoikdoqdv3a8rCBnI+Azm/Rq5VplhlubJ5dMrUI+YlNhuVU7Xv1NT1xpHTlhv1GylXvLJkHCjrkKpXPlSbrZiqNlnBwBe713NIt86h1V1w1VVXZVqFjKG32m7b3fvQm2230fm4avu6DPauvWlKH67avjEj/RojiXGQxcSSxANXbdluTdAKv2aeU9b8TbmVhPFmq/cZJeE1qXvViu36Dy2JIJ5uejBLRGzWR7y2LNa9as32tmPx9OzIcRvdGupk77Hlxsne5ZBMcJ0fR6i9E4PRr7ve47JZORgt7WHefjJlev3oyYkhmZp1fqSo3UbtG+1rk9jrURda2sHsmJ6cXpJ87WczTymtjFIWCslsX+cnZDEpvBGZpbVfDfW7mnZJ4PXIKDTHrPx+qskwo03VTigss26Pn5BkMSl8Uoh3YUo0btLMWKv1ICSHWOdfT0gOIegsGKFOEq9NAG/2ve4OsAmtNMDn82VahYyht9pu29370Jttt9H58ElJePn0ANh29z74wr3T9t5qt43Oh9QiUfW/WqSW3nWOhVok1v2vllAvsxsg0CKx4H+1+HuZ7S0hif/9UEtLsHfZDdAitfBS7au0SC2ZViXt6K5EnA0bNmzYsNFDoLz/7Oqhh+lEZ+S9StU4q7NOJIBEcmolkg0iXr6sVMjES1pvJb8WBu2bJZHXayMT6Oz8WlZkbM+sXouOhhcKBuXx6lkp72jC90TlzRKma8sCqjKz0D+9slTly1LvWwkbNPpsJeRR611mRc4ZR7adHlLsZcw0CXy8MlRlHfHINYLVNpPuM95FU42OpFrXU1Dbb5urmvr3QsmlBcQkiddeljsz21c60B117nZ44IEHMq1CxtBbbbft7n3ozbbb6Hw8MGBEplUgaSInaTh4YMDeYPIwl2y7XZ3UemDgAOsrH6JSxeyuLhWklgIjveLJxNMzDA+MGWCtr85ComGKHW0vevyBEQOS78Mms3ooZMPwQjMkShwlW6cr5crSK3MSf5XDeESWVsYqsWW1HyvtWUkWry3z00ZkWgljNOo3hiQzIbPa5c2C9omaUO1bWZVQG4EHsSSVUXijHP1sdeXgDsHKhRU6ds+h175W8VgZ5XdDVg2CEM2qFUaMkdZb+bC7wQ45TAPmzp2baRUyht5qu21370Nvtt1GqmB89zV3z7Y06tF1MHdPZSe1nMGFqS3k05q7Z0/kQzJ5oOIdTyQ1hxGs6GU1x5Smn7mb9ui3Y7ZZRUfbsprby0p7muNzt+1pL2N1Pm30ChjlyIL4OXBEjMkaI3JI75g2r1S8vvXKrZYp/SXbnroNPS8trYyZTWb143mAqQkio5xURu2Z5e/Stp9MmV4eJXW/rXIaIkubCD4GZnmzjDy30v1blui1wxTpUFwZVCMmUBlACbVhSi4tdT4th4Ykj+eN2B3QHXXudli5cmWmVcgYeqvttt29D73Zdhudj5W+pkyrEEV6vbRW+prpnPDDVEC5hUrSUwsMvbVWtmhy8pmF9Glh9YVxKkIVU+G1pfQTxco6n3Ub9PpIJRKdWoveWHpY2eRLrE+byOo1SGbVQvUxR45I/4uLceSIMeWJtJeK0MJ0eGSp4coROfjiYtw5oqGMXn9WvbDM9uN5flnxlIrnxWVGVok5IuddXExWjqgrZ2Zzh1c0xKQM4ntnhSzIGSDHLXLxwcXkOEX939tOI87MPaY61pZRe7GBgjliNhcXX0iOmA2EEGhb9RDawg9lRBWpJbZzZuuOlxab0LJhw4YNGzZs2LBhw4aNHghBFHAV9b5HPkEUyOqFdgOIokBBL7RdFASKspzdk5XpIERBpMhZmGk1MgI75DANuPTSSzOtQsbQW2237e596M2220gl9N+DX1oyMM16mCF9N8mXlvSPfuqMEMFUtdmB8TAIP7y0b4m+fCqSkycqZ/WNdiJhiCZyl1aUxPbb2SEpRv0kYnOC4YV6uHRgSWrnw0a3h4C+d1a88ELtsXBjmC1/3wWN4Q6HFxr1oS63ImvWXzJ19falxjBf/n0XgcZwOxm98L94YYlmnlJG4YBKX0b19MqNwhKN6uqVBRrD/Pvvu/A3htvJ6YVWxutX7Uwc45kF1jyw1BFz6rJEw+DVubJ06jYGwvz9i100NofTc/0wVVodIqindKIXHm07sWgM1/H3XY/QGK5rLROQ2oUqa/PyxfsudQf8f/buO06uqvzj+OfZXlM2pG5IJcQU0glEAiFKDS0KCAg/MNJRRAWUogKKgIqA0hQQIkgRUHovSSAaIAXSCBAIIaSQtimbZPue3x8zu042W2b37Myd2f2+X6/7mpk7tzwz55l7k2fPPVcFrTj48ssvgw4hMO31s+tztz/t+bNL7H1ZUdr0Qm3QlxVlMd5DQ/9da67WLWp9WV7R8PLRjv0R7T/iW3u5aMejaqAY9GVJI5+9bhytMTVHc8bbaua4XF/uivJzN0XFrjYrmiJWff85TXVAmav37qnNucSwsX00VAyK5WWGTRWhnANX5kh19V9S19B+GttmU8WrhopZDa1Xd35jdz5saN365jkHleE2r2/7dT9jffutGQS+ppiVUudYtkdRq6bWUndeXU3Nb8n4VuH1XAWUVbhm3Sg4sdUdFb+u/53MHI4yV46rHRV/93VqxtMKPa8ODxIfatw0Wu9fQ0FQQSsOnn322aBDCEx7/ez63O1Pe/7s0tr2/CfFs9s2BRBHYxr7r1XreXZb5EDZsfynVmIVtZ7dtq2BBSO09t34mrtca/XaqrPss19ta+UBe1ugpYPPN2fZOt/hs5sbaPPmFN5UzGqTmtMbq+57ja3TUGGpOcWl5vbSaqyXVEPLNTSvqf1GUzhrbJ1oe2jV97q5vawiY6uvgNbYuo3Ni/y8DQ1GH/k8spgVqaaYVdM7a7exs+rrjVX3dWPjWTVdqwlQvE9G0fzFpaFeWpX87xaP/5tXU7yqkVLn8zQ1SHwySMZeZSIiIm1czT8pEnEw9EhpxPdfm7H8Xlpj8Pmaf1a14DtpYqD4elUR/b8+K4nuX32RoTe1fLTL1v1ao405muZo7r++WzN1WtKLoDWXa+nykjSiLRhF835jRazmbKeh95pTWGutgd8bmxd5L42Gej5Fu5+mCl81GiuYNVYci6bYVPd5Y/PK+F+vlfo+e92Yd3sdPgXVNwj8biKPOw3d1bC+5ZvTa6u+dVswWHziaegDNPQrauhk29SX9r9la4paLiIjjOqIQeJTmtxiojLn2k6nvNZkZhuBL1ppc3sBifbn9Xhpr59dn7v9ac3P3tc517WVtiUB0XmkVehztz/t9bPrHCK70TmkVbTXzw3t97O3188NrffZk+ocooJWHJjZPOfcuKDjCEJ7/ez63O1Pe/7sEnvtNb/0uduf9vrZ2+vnlvhor/nVXj83tN/P3l4/N7Tfz64xtEREREREREREJKmooCUiIiIiIiIiIklFBa34uCfoAALUXj+7Pnf7054/u8Ree80vfe72p71+9vb6uSU+2mt+tdfPDe33s7fXzw3t9LNrDC0REREREREREUkq6qElIiIiIiIiIiJJRQWtGDCzk81sqZlVm1mDdxows6PM7GMz+9TMrohnjLFgZgVm9pqZLQ8/dm5guZVmttjMPjCzefGOszU11YYW8ufw+4vMbEwQcba2KD73oWa2LdzGH5jZr4KIs7WZ2f1mtsHMljTwfptsb4k/nUfax3mkvZ5DoH2eR3QOkXjROaR9nEOg/Z5H2uM5BHQeqY8KWrGxBPg28FZDC5hZKnAncDQwFDjNzIbGJ7yYuQJ4wzk3CHgj/Lohk51zo5L51qJRtuHRwKDwdB5wd1yDjIFm5O7b4TYe5Zz7dVyDjJ3pwFGNvN/m2lsCo/NIGz+PtNdzCLTr88h0dA6R+NA5pI2fQ6D9nkfa8TkEdB7ZgwpaMeCcW+ac+7iJxcYDnzrnVjjnyoHHgBNiH11MnQD8Pfz878DU4EKJi2ja8ATgQRfyDtDJzHrGO9BW1hZzNyrOubeAokYWaYvtLQHQeQRo++eR9noOgbaZu03SOUTiRecQoO2fQ6D9nkfaYu5GReeRPamgFZxC4MuI16vD85JZd+fcOoDwY7cGlnPAq2Y238zOi1t0rS+aNmyL7RztZ5pgZgvN7CUzGxaf0ALXFttbEldbzLf2dB5pr+cQ0HmkIW21vSUxtcV8a0/nEGi/5xGdQxrWFtu7UWlBB5CszOx1oEc9b13tnHsmmk3UMy/hbznZ2OduxmYOcs6tNbNuwGtm9lG42pxsomnDpGznJkTzmRYAfZ1zO8xsCvA0oa6vbV1bbG+JEZ1H9tDeziPt9RwCOo80pK22t8SAziF7aG/nEGi/5xGdQxrWFtu7USpotZBz7jDPTawG9o543RtY67nNmGvsc5vZejPr6ZxbF+7auKGBbawNP24ws6cIdRtNxpNING2YlO3chCY/k3Nue8TzF83sLjPbyzm3KU4xBqUttrfEiM4je2pn55H2eg4BnUca0lbbW2JA55A9tbNzCLTf84jOIQ1ri+3dKF1yGJy5wCAz629mGcCpwLMBx+TrWeCs8POzgD3+OmRmuWaWX/McOILQwJXJKJo2fBY4M3zHiQOBbTVdoZNYk5/bzHqYmYWfjyd0rNkc90jjry22tyQunUeS+zzSXs8hoPNIQ9pqe0ti0jkkuc8h0H7PIzqHNKwttnej1EMrBszsW8DtQFfgBTP7wDl3pJn1Au5zzk1xzlWa2Q+BV4BU4H7n3NIAw24NNwGPm9nZwCrgZIDIzw10B54KH1/SgEeccy8HFK+XhtrQzC4Iv/8X4EVgCvApsAuYFlS8rSXKz30ScKGZVQIlwKnOuaTv7mpmjwKHAnuZ2WrgGiAd2m57SzB0Hmn755H2eg6B9nse0TlE4kXnkLZ/DoH2ex5pr+cQ0HmkPtYG2lVERERERERERNoRXXIoIiIiIiIiIiJJRQUtERERERERERFJKipoiYiIiIiIiIhIUlFBS0REREREREREkooKWiIiIiIiIiIiklRU0BIRERERERERkaSigpaIiIiIiIiIiCQVFbREYszMhptZpZkd3sz1pppZuZkNilVsIiKS+HQeERGRltI5RNoyc84FHYNIoMzsaOAEoDMwF7jbObfTzDKBW4ERwH+A3zvnNrdg+68Cmc65SS1Ydz7whXPu281dV0RE4kPnERERaSmdQ0RaTgUtadfM7DrgTGAi0BN4HVgHnAHcABgwGtgLWAyMd86VNmP7E4D/AlOdc8+0IL4zgb8Dw51zS5u7voiIxJbOIyIi0lI6h4j4UUFL2i0zSweKgf84574ZnvcH4DJgFTDOObfRzPYGlgG5wBHOudeasY+HgKOBns65ihbEmAesB+53zl3c3PVFRCR2dB4REZGW0jlExJ/G0JL2LBNIAyaZ2QnhebPDjx2dcxsBnHNfEjqJAERdATazNGAq8FrdE4iZpYevSXcNTP8O73sH8DZwcgs/o4iIxI7OIyIi0lI6h4h4Sgs6AJGgOOd2mNkNwC+Bf4dPJKvDb3c0s47OuW1m1gEYTOgvJW81YxdjgTzgvXreywC+X8/8nwBjgOci5s0BjjSzrznnPmrG/kVEJIZ0HhERkZbSOUTEn3poSbvmnPsVcAuh38I0YFfk22aWAfyV0MnlGOdceeT6ZtbBzH5iZgvN7Mk6mx8afvysnv3udM79I3IiNODjGOAy59wDEYvXrD+shR9TRERiROcRERFpKZ1DRPyooCUCt4Uf6w50eD2hwRdPBV52zi2JfNPMhgAfAK8QuiPJCWbWI2KRruHHosZ2biG3E7pe/gfOuT/WWaTmbibdmvwkIiIShNvCjzqPiIhIc90WftQ5RKSZVNCSdi18bfn5wOOETho1l+EuBq4Ajgu//kn4pBHpPmCHc+5DQn9ZSWP3rrs117hbI/tPAe4BLgLOcc7dVd9idbYnIiIJQucRERFpKZ1DRPyooCXt3T7AC865U8JdeHPD8//lnNvlnPsE+CI8b0rNSmaWC3yd//3Fo1P4ec36ABvDjwX17djMUgndBvd7wBnOufsbiLFm/Y0NvC8iIsHReURERFpK5xARDxoUXtq1egY27AqUEfpLRY1NQF92v248P/zY38x+C8wHCp1zpRHL1HQLHlR3v+Hb9D4CHA+c4pz7dyNh7lNneyIikiB0HhERkZbSOUTEjwpa0u6Z2RlAsXPuGWA/4C7n3LqIRTaEH0eEl08B1hM6uaQA1zjnKuvZ9PvAduDAOvvLBJ4ADge+7Zx7oYkQDwTWO+c+btYHExGRuNB5REREWkrnEJGWU0FL2jUz6wf8Bcg1sw+AKmBSncXeBY4GRpvZhUCuc+5mM7sTuAb4m5ldCQwA0p1zMwCcc1Vm9m9CAzRmOufKwtt7kND18NOBzuGTWKRnnXPbw/HlAQcDDXUBFhGRAOk8IiIiLaVziIgfc05ju0n7ZWZ3E7oryGVAIXCIc25hnWV6ELrrSAfgF86534XnpwF3AKcDLwK3O+dm11l3PKGT0EnOuX+ZmQHb+F834bqqgXzn3K7w+mcROtnsV/fOJiIiEjydR0REpKV0DhHxo4KWtGtmlhr+60Uq0N8592kDy/UEurTkQG5mLxP6S8rBLVh3PvCFc+7bzV1XRERiT+cRERFpKZ1DRPyooCUSY2Y2DFgITHHOvdqM9aYSuoXvMOfc8hiFJyIiCU7nERERaSmdQ6QtU0FLRERERERERESSSkrQAYiIiIiIiIiIiDSHCloiIiIiIiIiIpJUVNASERERkXbNzHLM7O3wwMwiIiKSBDSGloiIiIiIiIiIJBX10BIREWkjzOx7ZubC0771vH9oxPuHBRFjRCzXmpmrM2+qmf00BvuaaWYzW3u70jrC+fi9OvPODc8fW8/ye4Xf+02d+beb2XMtjOFqM/tt+PlAM/vSzDrXWeYhM7sy4vVPzGyRme3x7+n6PpOIiIi0LhW0RERE2p5i4P/qmX9m+L1EcB8woc68qUCrF7QkKY0CKoElDbwH8H7NDDMbCJwPXNfC/Y0D5oWf3wrc7JzbUmeZj4H9Il7/BegGnNXCfYqIiIgHFbRERETann8DZ5iZ1cwws2zgROBfgUUVwTm32jn3TtBxtAYzyww6hjZoFLDMOVfWwHsQUdACfgwsdM7N22Pp6IwD5plZT+AI4CEAM7vCzAaEl8kAqmtWcM6VAA8Cl7VwnyIiIuJBBS0REZG25yGgLzAxYt63gFTqFLTMbJ/wpVSfm1mJma0ws7vrXm4VXvY0M/vIzErNbLGZHV/3cr6aSwnNbJCZvWBmO8zsCzP7VeSlWXUvOTSz6YR6uhRGXBa5sua9mud14tnjUkIzOzUcY5mZLTWzb9X3BZnZSDN71sy2hD/3f8zs4Ia+0Ho+33Aze8XMdgCPN2e7ZravmT1lZhvC3+UqM3vCzNLq7GM/M5thZrvMbJ2Z/bru5W1mdpSZzQnva5uZPW1mgxuIuak2aTQu3+8uWuFC7Ah2L1hFGgVsc859Hl4+EzgDeKSh7ZnZ2Wb2Xvi7XG1mt4aLvJhZNyDDOfclMBb41DlXFN7ulUBpxH7rFsweA4aa2ddb+HFFRESkhVTQEhERaXu+AN5i98sOzwSeAnbUWbYXsJpQD5cjgV8D3wRejFzIzA4HHgY+ItTT62bgNmCPsbrCngLeJHQZ4dOELgVr7NKs34T3uZHQpYgTCBXhomahccEeAZYD3wb+APwJqFvgGQP8FygAzg1/ns3A61bPmE0NeAaYBRxP6BK15mz3eaAQuJDQd34FUMae/y57Gnid0Hf4CPBL4FcRn+Mo4AVCbXpKeHvDgdlmVlhPzE21SZNxRfMZzaxfuIB2bT0xRGMQkAd8Ymad6k6ECksfRCx/INAJeLuB7d0H3EnouzwBuBH4PnBL+P39+V+hKgXIs9DdDi8gVMzqaGYjgYOAf9bZ9gfAduCoFnxOERER8ZDW9CIiIiKShB4E/mhmPwI6A4cBR9ddyDn3FqHiFwBm9l/gU+BtMxvtnKvpJXMd8CHwLRe+RbKZLQbmA5/Us/8/OuceCD9/3cy+AZwGPFDPsjjnPjOzjUC5x6WI1xEquJ3gnKsOx7gMeIfQ+Ec1/gCsAr7hnCsPL/cKofGafkmo4NOUPzvn/lRnXpPbNbO9CBVsTnDOPRuxbn29i+51zt0Ufv6qmXUALjWz25xzW4HrgRXA0c65yvD+5hBqj0vZczyyBtukGXFF8905oIqIy/OaaVT48frwVJ/bIp4fGN7noroLmdmZhIpXJzrn/h2e/ZqZZQE3mNkP2X38rBmEvtNPws9/DLwMbAVOdc6ti9y+c67azBaFYxAREZE4Ug8tERGRtukJIBM4Djgd+Ap4o+5CZpZhZleFL9MrASr4X0+XweFlUgn9p/9fNcUsAOfcAuDzBvb/Qp3XS4A+Lf84jQvHuD/wZE0xC8A59y6wMmK5bGASoe+n2szSwpfUGaEePIdEucun6uw/2u1uJlQwuclCd/Ib1Mg+Hq/z+jFCPZeGm1kuMAb4Z00xK/x5Pwf+E46lrsbapMm4ov2MzrkvnHNpzrlfN/LZGjM6/Hg0MLnOdEn4vQ8ilu8FbK8psNXxC0IF22dr4g3H/CGhMbF6EeqN9lY49mLn3DeccwOdc+c45x51zvV1zo10zr3WQLwbw9sRERGROFIPLRERkTbIOVdsZk8TuuywH/BwuDdJ3UVvBC4mdKnhfwndBbE3oYHls8LL7AWkAxvq2dX6BkIoqvO6LGJ7sVATY33xRM4rIDSW2C/D0x7MLCWyKNaAdXVeR73d8OWb1xL67ruY2efAH5xzdzcSd+TrQkJFOqsnDggVL/vWM7/BNnHOuSjiaq3vrimjgM+dcy/Xs/0h4aeR42tlhT9L3WX7E+p1NohQobY+zwLvEeqN1VIlQLbH+iIiItICKmiJiIi0XQ8S6pWTQujSsvqcCjzonKu9tMvM8uoss4lQQaBbPet3J3QJWiyVEupNU1cXQj2L4H8xdq9nue6ExhWD0KVj1YTGVHqwvp1FWZBxdV5HvV3n3ArgzPDg5yOBHwJ3mdlK59xLdeJeUec1wBpgSziGHvXsqgf/+16iFkVcUX9GT6OAOY28VwYsi5i3mdBltXXVjCM2jVBvtLqqw70MfRUQyj8RERGJIxW0RERE2q7XCF22ttU5t7SBZXLYs/fKtMgXzrkqM5sHnGhm10aMoTUW6E/rFbTKqL+nyxdAdzPbyzm3KbzvgYQuifxvRIxzgZPCMdaMoXUAoR5qX4SX22lmbxMq2CxopQJMi7Yb/h4/MLOfAmcTGtA9sqD1HeCmiNenEhoAfkl4f/OBk8OftwrAzPoCXwdu9/gs9cYVq+8ukpl1J1SQa+wOh0udc5E5+xGQbma9nXOrI+avCT+WOefq3p2wNfUn1MtLRERE4kgFLRERkTYqXORoqGdWjZeBs8IDvH9K6O6AX69nuWuAV4GnzOweQpf4XUvo8rbWKmx8CBSY2YWEBukudc4tJjRm02+Ah83slvC+r2TPXjE1MT5tZn8FuhIaKP6rOsv9lNCYSa+Y2d8IXba3F6ExqVKdc1e0MP4mt2tmIwjdefGfhL7vVOB7QCWhOxBGOtfMUoC5hMZ5Oge4NjwgPIQu+3sBeN7M7iI0vtZ1wDbgj80JvBlxRfMZ+wKfAb9uwThaNeNn7VHQCn8Xw4FH67xVc1OD8YTu2FljJaFLCf9kZt2AhYQKuP2Bw4Fv+xblwndd3JfQXT9FREQkjjQovIiISPt2MaFxhH5LqJiRTz1FsPCA2KcDQwgNiP5zQnfS+4pQAaU13Edo4PMbCPV4eS6870+BkwhdQvY08DNChZXd7q7onHs9HONgQmOAXU7oLnUf11luAaEB5DcDfyZUBPsTsB8Rd3xsrii3+xWhHm0/JfS9P0poQPFjnXPz62zyBEKFl2eBMwjd8e83Eft7GTgG6ESoJ95fCF2KN9E5t7aZ4UcVV5Sf0QgVxFry78xR4ccP6nlvX0IFqd3ec86tJJQvx9WZ74CTCeXUJYSKtw8Q6vn2Riv1MDsGKKfOTQJEREQk9iziZkUiIiIiUTOz3oR68/zWOfebppaX6JjZtYR6m6VH3sGwrTIzB0xzzk332Mb3CBXWejrndrVSaNHs9yVgk3Pu/+rM9/5MIiIi0jj10BIREZEmmVm2md1tZiea2SQzm0ZojK5dhHpWiQTpIUJjZl0Urx2a2ShgMqHLPEVERCTONIaWiIiIRKOK0GDddxC6u+BO4G3gZOfcuiADEwnfFOD7hMbyipcehHphfRrHfYqIiEiYLjkUERERkcC0xcvz2uJnEhERSTQqaImIiIiIiIiISFLRGFoiIiIiIiIiIpJUVNASEREREREREZGkktCDwhcUFLgBAwYEHYYkqfLycjIyMoIOQ5KU8kd8KH/Eh/JHfCh/xIfyR3wof8TH/PnzNznnujZnnYQuaHXt2pV58+YFHYYkqZkzZ3LooYcGHYYkKeWP+FD+iA/lj/hQ/ogP5Y/4UP6IDzP7ornrJPQlh6ruio+999476BAkyezcuZNrr72W/v37881vfpP+/ftz7bXXsnPnzqBDkySj44/4UP6ID+WP+FD+iA/lj8RbQt/lcMyYMW7BggVBhyFJaseOHeTl5QUdhiSJnTt3MnnyZObOnbvHe/vvvz8zZswgNzc3gMgkGen4Iz6UP+JD+SM+lD/iQ/kjPsxsvnNuXHPWSegeWuoVIT50uapEa8uWLVx++eX1FrMA5s6dy8033xznqCSZ6fgjPpQ/4kP5Iz6UP+JD+SPxltAFLRGRWFm5ciU///nPGTVqFF26dOHuu+9udPnp06fHJzARERERERFpUswLWmZ2kJm9amYbzGy7mS0ws+9Hs25qamqsw5M2rEOHDkGHIAnoiy++4PTTT2efffbhlltuoUuXLlx33XWYWaPrrVq1Kk4RSlug44/4UP6ID+WP+FD+iA/lj8RbTMfQMrMRwLvAO8BtwC7gJOA84CLnXKNdIsaNG+fUbVFEWkN1dTV33nknV155JQAXXHABP/7xj+nduzcA/fv3Z+XKlQ2un5GRwZw5cxgzZkw8whUREREREWk3EnEMrVOBVOA459wzzrnXnHPnEypyndnUyjt27IhxeNKWzZ49O+gQJEFs2bKFo48+mh/96EccfPDBLF26lJtvvrm2mAVw1llnNbqNzMxMvv71r/Pwww/HOlxpA3T8ER/KH/Gh/BEfyh/xofyReIt1QSsDqABK6szfGs2+E/kOjJL4Kisrgw5BEsCHH37I+PHjmTFjBn/961958cUX6du37x7LXX755ey///71bmP//fdn0aJFHHDAAZxxxhlcddVVOj5Jo3T8ER/KH/Gh/BEfyh/xofyReIt1QWt6+PHPZtbLzDqZ2bnAN4FbY7xvEWnn5syZw0EHHURxcTEzZ87kvPPOa3CsrNzcXGbMmMG1115Lv379AOjXrx/XXnstM2bMoF+/frz22muce+653HjjjVxyySUqaomIiIiIiAQkpmNoAZjZ/sBTQGF4VgVwoXPub02tqzG0xEd1dTUpKbqRZ3v1xhtvcMIJJ9CzZ09ef/31entlNeaYY47hhRde2GO+c47LLruMW265hYsuuog77rijyQHlpf3R8Ud8KH/Eh/JHfCh/xIfyR3y0ZAyttFgFA2Bmg4B/AUuBCwhdengC8BczK3XO7TEYjZmdR2jQeLp3787MmTMBGDBgAPn5+SxcuBCALl26MGzYMN56663QB0lLY+LEiSxYsIDt27cDMG7cONavX8+XX34JwKBBg8jMzGTJkiUAdOvWjX333bf2Wt/MzEwmTJjAvHnzasfvOuCAA1i9ejVr1qwBYPDgwaSmpvLhhx8C0KNHD/r378+cOXMAyM7O5oADDuDdd9+lpCR0peWECRP4/PPP+eqrrwAYOnQoVVVVfPzxxwAUFhbSu3dv3n33XQDy8vIYN24cc+bMoaysDICJEyfyySefsGHDBgCGDx9OWVkZy5cvB2Dvvfeme/fu1BQAO3TowJgxY5g9e3Zt189DDjmEpUuXsnnzZgBGjhxJcXExK1asAEK9UQoKCliwYAEAnTt3ZuTIkcyaNQvnHGbGpEmTWLhwIVu2bAFgzJgxFBUV1Q6mnUjttGrVqto2UDslbjvF4ve0fPlypk6dSu/evbn99tvp27dvs9tp+/bttcefuu107LHHkpKSws0338zWrVs599xz1U76Pe3WTs45ioqK1E4J3k6J+nvKyclh165daqcEb6dE/T0VFBRgZmqnBG+nRP09dejQgY4dO6qdErydEvX3lJ2dTZ8+fdROCd5Oifp7aolY3+XwCWAM8DXnXEXE/IeBI4FuzrnqhtYfPHiwq/mSRZpr5syZHHrooUGHIXH2n//8hyOOOIIBAwYwc+ZMunTp0qLtTJgwofbEUB/nHBdccAH33HMPd955JxdddFFLQ5Y2SMcf8aH8ER/KH/Gh/BEfyh/xkYh3OdwPWBhZzAp7D+gCdIvx/kWkHfnggw+YMmUKhYWFvPbaay0uZkXDzLjzzjs57rjj+OEPf8hzzz0Xs32JiIiIiIjI7mJd0PoKGGVmGXXmHwCUAkWNrZyTkxOruKQdGDlyZNAhSBytXLmSo48+mg4dOvD666/To0cPr+116NChyWXS0tJ49NFHGTNmDGeccQaffPKJ1z6l7dDxR3wof8SH8kd8KH/Eh/JH4i3WBa07gP7Ac2Z2gpkdYWZ3AKcBdzvnyhtbuaqqKsbhSVtWXFwcdAgSJ0VFRRx99NGUlpby8ssv06dPH+9tRnvb4dzcXP71r3+Rnp7Ot7/97drr3aV90/FHfCh/xIfyR3wof8SH8kfiLaYFLefck8AUIBO4j9AA8ROBHwCXN7V+zQBkIi3hM7icJI/y8nK+/e1vs2LFCp5++mmGDRvWKtvdtWtX1Mv27duXxx57jGXLlnH22WcT67vHSuLT8Ud8KH/Eh/JHfCh/xIfyR+It5vfUdM695Jw71DnX1TmX75wb5Zy7yzmn7lci4sU5xw9/+ENmzZrF/fffz6RJkwKL5bDDDuOGG27g8ccf59Zbbw0sDhERERERkfYg5gUtH5mZmUGHIEmsX79+QYcgMfanP/2Je++9l6uuuorTTz+9VbfdkjH8fvazn3HiiSfys5/9jJkzZ7ZqPJJcdPwRH8of8aH8ER/KH/Gh/JF4S+iCVmpqatAhSBIrKCgIOgSJoZdeeolLL72Ub33rW/zmN79p9e2np6c3ex0z44EHHmDQoEGccsoprFu3rtXjkuSg44/4UP6ID+WP+FD+iA/lj8RbQhe0mjOGjUhdCxYsCDoEiZFly5Zx6qmnst9++/Hggw+SktL6h7Jt27a1aL38/Hz+9a9/UVxczBlnnKGbW7RTOv6ID+WP+FD+iA/lj/hQ/ki8JXRBS0Skrs2bN3PccceRnZ3Ns88+S15eXtAh7WHo0KHccccdvPnmm9x4441BhyMiIiIiItLmJHRBKy0tLegQJIl17tw56BCklZWXl3PSSSfx5Zdf8tRTT9GnT5+Y7asllxxGmjZtGt/97ne55pprePvtt1spKkkWOv6ID+WP+FD+iA/lj/hQ/ki8WSLfXn7cuHFu3rx5QYchIgnAOccFF1zAPffcw0MPPcQZZ5wR0/0de+yxPP/8817bKC4uZsyYMZSUlPDBBx+w1157tVJ0IiIiIiIibYeZzXfOjWvOOgndQ6u4uDjoECSJzZo1K+gQpBX9+c9/5p577uHKK6+MeTELQpc2+srPz+fxxx9n48aNTJs2jUT+A4K0Lh1/xIfyR3wof8SH8kd8KH8k3hK6oCXiQ8WDtuOll17ipz/9KVOnTuX6668POpxmGT16NDfffDPPP/88t912W9DhSJzo+CM+lD/iQ/kjPpQ/4kP5I/Gmgpa0WWYWdAjSCpYuXcopp5zCiBEjeOihh2JyR8NY++EPf8jUqVP5+c9/zty5c4MOR+JAxx/xofwRH8of8aH8ER/KH4k3jaElIglr48aNHHDAAZSUlPDee++x9957x23frTGGVqSioiJGjx5Namoq77//Ph07dmy1bYuIiIiIiCSzNjeGVklJSdAhSBJbuHBh0CGIh7KyMr797W+zbt06nnnmmbgWswC2b9/eqtsrKCjg0UcfZdWqVZx33nnqkt3G6fgjPpQ/4kP5Iz6UP+JD+SPxltAFrcrKyqBDkCS2ZcuWoEOQFqq5o+Hs2bOZPn0648ePj3sMFRUVrb7Nr3/961x//fU8/vjj3Hvvva2+fUkcOv6ID+WP+FD+iA/lj/hQ/ki8JXRBS0Tap5tvvpnp06dzzTXXcMoppwQdTqv62c9+xhFHHMEll1zC4sWLgw5HREREREQkKSX0GFqjR49277//ftBhSJLavn07HTp0CDoMaaZnn32WqVOncvLJJ/Poo48GNgj8UUcdxcsvvxyTba9fv55Ro0bRuXNn5s6dS25ubkz2I8HR8Ud8KH/Eh/JHfCh/xIfyR3wk7BhaZjbFzN4ysx1mtt3M5pnZN5par6qqKh7hSRtVVFQUdAjSTPPnz+e73/0u48aNY/r06YHe0TAWlxzW6N69O//4xz/46KOPuPjii2O2HwmOjj/iQ/kjPpQ/4kP5Iz6UPxJvMf/fopmdDzwDzAe+BZwMPAHkNLVuWVlZbIOTNm3lypVBhyDNsGLFCqZMmcJee+3FM888Q3Z2dqDx7Nq1K6bb/+Y3v8nVV1/NAw88wMMPPxzTfUn86fgjPpQ/4kP5Iz6UP+JD+SPxlhbLjZtZP+A24HLn3G0Rb70Sy/2KSHLZuHEjRx55JJWVlbzyyiv07Nkz6JDi4pprrmHWrFlccMEFjB8/nkGDBgUdkoiIiIiISFKIdQ+t7wPVwF9asnJmZmbrRiPtyoABA4IOQaKwc+dOjj32WFavXs3zzz/P4MGDgw4JgJycJjuRektLS+ORRx4hIyODU045Rb1S2xAdf8SH8kd8KH/Eh/JHfCh/JN5iXdCaCHwEnGpmn5lZpZl9amY/iGbl1NTU2EYnbVp+fn7QIUgTKisrOeWUU5g3bx6PPfYYEyZMCDqkWmlpMe3AWqt3795Mnz6d999/n8svvzwu+5TY0/FHfCh/xIfyR3wof8SH8kfiLdYFrV7AIOAPwE3AEcBrwB1mdklTK8d6DBtp2xYuXBh0CNKI6upqzjnnHF544QXuuusuTjjhhKBD2s327dvjtq/jjjuOH//4x9x+++089dRTcduvxI6OP2C5WysAAGwrSURBVOJD+SM+lD/iQ/kjPpQ/Em+x7oKQAuQD33PO/Ts8783w2FpXmtmfnXMucgUzOw84D6Bbt27MnDkTCHVfzM/Pr/2RdOnShWHDhvHWW2+FPkhaGhMnTmTBggW1/xEdN24c69ev58svvwRg0KBBZGZmsmTJEmq2v++++zJ79mwgdInjhAkTmDdvHjt27ADggAMOYPXq1axZswaAwYMHk5qayocffghAjx496N+/P3PmzAEgOzubAw44gHfffZeSkhIAJkyYwOeff85XX30FwNChQ6mqquLjjz8GoLCwkN69e/Puu+8CkJeXx7hx45gzZ07tJUgTJ07kk08+YcOGDQAMHz6csrIyli9fDsDee+9N9+7dmTdvHgAdOnRgzJgxzJ49m8rKSgAOOeQQli5dyubNmwEYOXIkxcXFrFixAoB+/fpRUFDAggULAOjcuTMjR45k1qxZOOcwMyZNmsTChQvZsmULAGPGjKGoqKh2AMBEaqeKiora/FE7JVY7rV69mttuu41nn32Wn/3sZwwePJiZM2cmVDs552rzJx7tNGXKFGbNmsX3vvc9ysrK6NGjR+DtpONey39PkfmjdkrcdkrU3xOgdkqCdkrU35NzjsWLF6udErydEvX3VFVVxWeffaZ2SvB2StTfU0VFBevWrVM7JXg7JervqSWsTj2pVZnZHOBAoINzrjhi/k+AW4BC59zahtYfNmyYW7p0aczik7Zt8eLF7LfffkGHIXU457jsssu45ZZb+PnPf86NN96ImQUd1h4mTZrErFmz4rrPzz77jNGjRzN8+HBmzZpFenp6XPcvrUfHH/Gh/BEfyh/xofwRH8of8WFm851z45qzTqwvOWyoGlXzv9fqxlau+SulSEsMGzYs6BCkHtdccw233HILF198ccIWsyD0l4l4GzhwIPfeey9z5szh6quvjvv+pfXo+CM+lD/iQ/kjPpQ/4kP5I/EW64JWzWAwR9aZfySw2jn3VWMrFxcXN/a2SKNqun9K4rjxxhv5zW9+wznnnMNtt92WsMUsgKKiokD2e8opp3DhhRfyhz/8gYcffjiQGMSfjj/iQ/kjPpQ/4kP5Iz6UPxJvsR5D60VgBvBXM9sLWAGcRGhw+Gkx3reIJAjnHNdffz2/+tWvOP300/nLX/5CSkqs6+nJ609/+hMffvghZ599NoMGDWL8+PFBhyQiIiIiIpJQYvo/yvCA71OBx4DrgOcJjal1unNuelPrJ3LvDUl8aWmxrtdKNJxzXHnllfzqV7/izDPPZPr06aSmpgYdVpOCPP6kp6fz5JNP0qtXL6ZOnVo7CKQkDx1/xIfyR3wof8SH8kd8KH8k3mI6KLyvcePGuZpR8kUk+VRXV/PjH/+Y22+/nQsuuIA777wzaXpmHXvssTz//POBxrBkyRImTJjA1772Nd566y2NKygiIiIiIm1SIg4K72XXrl1BhyBJrOa2rBKMqqoqzj33XG6//XYuvfRS7rrrrqQpZgFs27Yt6BAYPnw4Dz/8MPPnz+f73/8+ifwHCNmdjj/iQ/kjPpQ/4kP5Iz6UPxJvCf2/y6qqqqBDkCS2ffv2oENot0pKSjjllFO4//77ueaaa/jDH/6QdJcQV1ZWBh0CAMcffzw33HADjz32GL/85S+DDkeipOOP+FD+iA/lj/hQ/ogP5Y/Emy5yFZFWtXHjRk444QTeeecdbrnlFn7yk58EHVLS+/nPf86KFSv47W9/S8+ePfnBD34QdEgiIiIiIiKBSuiCVm5ubtAhSBIbN65Zl99KK1i+fDlTpkxh9erVPPHEE5x44olBh9RiHTt2DDqEWmbGXXfdxfr167n44ovp3r07J510UtBhSSN0/BEfyh/xofwRH8of8aH8kXhL6EsOKyoqgg5Bktj69euDDqFd+e9//8uECRPYunUrb775ZlIXswDKy8uDDmE3aWlpPProo0yYMIHTTz+dWbNmBR2SNELHH/Gh/BEfyh/xofwRH8ofibeELmgl2n8oJbl8+eWXQYfQbjzwwAN84xvfoHPnzsyZM4cJEyYEHZK3kpKSoEPYQ05ODs899xwDBw7khBNOYNGiRUGHJA3Q8Ud8KH/Eh/JHfCh/xIfyR+ItoQtaIpLYysvLueiii/j+97/PxIkTmTNnDvvss0/QYbVpBQUFvPzyy+Tl5XHEEUfw0UcfBR2SiIiIiIhI3CV0QSsrKyvoECSJDRo0KOgQ2rS1a9cyefJk7r77bi6//HJefvll9tprr6DDajWJPIZfnz59eP311wGYPHkyH3/8ccARSV06/ogP5Y/4UP6ID+WP+FD+SLwldEHLzIIOQZJYZmZm0CG0WW+//TZjx45l4cKF/POf/+T3v/89aWkJfY+JZktJSejDI1/72td48803qa6uZvLkySxfvjzokCSCjj/iQ/kjPpQ/4kP5Iz6UPxJvCf0/tkQcw0aSx5IlS4IOoc2prKzkmmuu4dBDDyUvL4933nmH73znO0GHFRPFxcVBh9CkoUOH8sYbb1BRUcHkyZP59NNPgw5JwnT8ER/KH/Gh/BEfyh/xofyReEvogpaIJI7PP/+cQw45hF//+teceeaZLFiwgOHDhwcdVrs3fPhw3nzzTUpLS5k8eTKffPJJ0CGJiIiIiIjEXEIXtNLT04MOQZJYt27dgg6hTXDO8cgjjzBq1CiWLl3Ko48+ygMPPEB+fn7QocVUMnWZ3m+//XjjjTcoKytj4sSJzJ8/P+iQ2j0df8SH8kd8KH/Eh/JHfCh/JN4SuqCVTP+hlMSz7777Bh1C0lu3bh3f/va3Of300xk+fDgLFy7k1FNPDTqsuEjkQeHrM3LkSGbPnk1OTg6TJ09mxowZQYfUrun4Iz6UP+JD+SM+lD/iQ/kj8ZbQBa0dO3YEHYIksdmzZwcdQtJyzjF9+nSGDh3Kyy+/zO9+9ztmzZpFv379gg4tboqKioIOodn23Xdf/vOf/9CnTx+OOuoo/v3vfwcdUrul44/4UP6ID+WP+FD+iA/lj8Rb3AtaZvaymTkzuz7e+xaRpq1cuZKjjz6aadOm1fbK+tnPftbm7mLYVhUWFvLWW28xduxYTj75ZP76178GHZKIiIiIiEiri2tBy8xOA0ZGu3xKSkJ3IJMEp0tWm6ekpITrrruOIUOGMHv2bO644w5mzZrVbrsOJ/Pxp6CggNdff52jjz6aCy64gEsuuYTKysqgw2pXdPwRH8of8aH8ER/KH/Gh/JF4M+dcfHZk1gn4CPgJ8AjwW+fcLxpbZ9y4cW7evHlxiE6k/XLO8cwzz/CTn/yElStXcsopp/CHP/yBvffeO+jQAnXsscfy/PPPBx2Gl6qqKi6//HJuvfVWjjjiCP75z3/SqVOnoMMSERERERHZjZnNd86Na8468eyC8HtgqXPu0WhX2LVrVwzDkbZOxdCmLVy4kKOOOopvfetb5OXlMWPGDB577LF2X8wC2LZtW9AheEtNTeWWW27hvvvuY8aMGRx44IEsX7486LDaBR1/xIfyR3wof8SH8kd8KH8k3uJS0DKzicCZwEXNWa+qqio2AUm7oJsKNGzlypWceeaZjB49mrlz53Lbbbfx/vvvc+ihhwYdWsJoS5fonX322bz++uts3ryZ8ePHJ33Ps2Sg44/4UP6ID+WP+FD+iA/lj8RbzAtaZpYO/BW42Tn3caz3JyIN27hxIz/96U8ZPHgwTzzxBD/72c/47LPPuOSSSzToext3yCGH8N5779G/f3+OO+44Lr/8cioqKoIOS0REREREpEXi8T/YnwPZwG+jWdjMzgPOA+jVqxczZ84EYMCAAeTn57Nw4UIAunTpwrBhw3jrrbcASEtLY+LEiSxYsIDt27cDMG7cONavX8+XX34JwKBBg8jMzGTJkiUAdOvWjX333bf29qKZmZlMmDCBefPm1VaXDzjgAFavXs2aNWsAGDx4MKmpqXz44YcA9OjRg/79+zNnzhwAsrOzOeCAA3j33XcpKSkBYMKECXz++ed89dVXAAwdOpSqqio+/jhU3yssLKR37968++67AOTl5TFu3DjmzJlDWVkZABMnTuSTTz5hw4YNAAwfPpyysrLay4f23ntvunfvXtvNs0OHDowZM4bZs2fX9jQ55JBDWLp0KZs3bwZg5MiRFBcXs2LFCgD69etHQUEBCxYsAKBz586MHDmSWbNm4ZzDzJg0aRILFy5ky5YtAIwZM4aioiJWrlyZcO00cODA2vxp7+1UWFjI73//e/7xj39QXl7OySefzC9+8Qs2bdrEwoUL9Xuqp53y8/Nr86ct/Z7+9re/cc8993DzzTfz0ksv8Zvf/IZvfetbSdtOiXrc23///WvzR7+nxG0nHffUTm2xnfbff38WL16sdkrwdkrU39Pw4cP57LPP1E4J3k6J+nsaOHAg69atUzsleDsl6u+pJWI6KLyZ9QE+Bs4BXoh4awtwM6EiV7Fzrt5rC/fbbz+3ePHimMUnbdvy5csZNGhQ0GEEau3atfz+97/nr3/9K+Xl5Zx22mlcffXVDBkyJOjQEt7kyZOZMWNG0GHEzOOPP84555xDeno6999/PyeccELQIbUpOv6ID+WP+FD+iA/lj/hQ/oiPRBwUfgCQBfyDUBGrZgK4LPx8v4ZWLi8vj3F40pbVVLHbo8WLFzNt2jT69+/PHXfcwamnnspHH33EP/7xDxWzolRaWhp0CDH1ne98hwULFtC3b1+mTp3KtGnT2sRA+ImiPR9/xJ/yR3wof8SH8kd8KH8k3mJd0PoAmFzPBKEi12Tg0xjHINIuOOd49dVXOfLIIxkxYgSPP/445557Lp988gkPPPCA/loie9hnn3145513+MUvfsFDDz3Efvvtx+uvvx50WCIiIiIiIk2KaUHLObfVOTez7hR++4vw6wZvhZCVlRXL8KSNGzx4cNAhxMXWrVv505/+xNChQznyyCNZtGgRv/3tb/nyyy+54447GDBgQNAhJqW8vLygQ4iLjIwMfvOb3/Df//6X3NxcDj/8cC666KLaa/+lZdrL8UdiQ/kjPpQ/4kP5Iz6UPxJvMb/LoQ8zCzoESWKpqalBhxAzzjnmzp3L2WefTa9evfjxj39Mx44dmT59OitXruSqq66ioKAg6DAliYwfP54FCxbw05/+lL/85S8MGTKEJ598kliOs9iWteXjj8Se8kd8KH/Eh/JHfCh/JN4CKWg558w594umlqsZlV+kJWru/NCWrF69mt/97ncMHz6c8ePH89hjj3HGGWewYMEC3nnnHc466ywyMzODDrNNqLmzSHuSnZ3NH//4R+bMmUO3bt04+eSTmTJlitedR9qrtnj8kfhR/ogP5Y/4UP6ID+WPxFtC99ASkVBh5aGHHuLwww+nT58+XHHFFXTu3Jm//OUvrF27lnvuuYfRo0cHHaa0IQcccABz587ltttuY/bs2QwbNozrrruOnTt3Bh2aiIiIiIgIkOAFrfT09KBDkCTWo0ePoENosZKSEp5++mn+7//+jx49enDmmWfy2Wef8atf/Yrly5cze/Zszj//fDp27Bh0qG1We+/plpaWxiWXXMJHH33E8ccfz7XXXsu+++7L3//+d6qrq4MOL+El8/FHgqf8ER/KH/Gh/BEfyh+JN0vk8VHGjh3r5s+fH3QYkqTKysqSqihRXFzMiy++yL/+9S9efPFFdu7cSefOnTnxxBM588wzmThxosaVi6MpU6bw4osvBh1GwvjPf/7DpZdeyrvvvsvo0aP54x//yOTJk5tesZ1KtuOPJBblj/hQ/ogP5Y/4UP6IDzOb75wb15x1ErqHVnscw0Zaz5w5c4IOoUlr167lb3/7GyeccAJdu3bl1FNP5a233uL//u//eO2111i/fj333nsvBx98sIpZcbZly5agQ0goBx10EHPmzOHRRx+lqKiIb3zjGxx++OFJ8TsLgr4X8aH8ER/KH/Gh/BEfyh+Jt7SgAxBpTyorK5kzZw4vvfQSL774IgsXLgRg77335oILLuDEE0/k61//uu4QIgnJzDj11FOZOnUqd911F7/73e/4+te/ztFHH811113H/vvvH3SIIiIiIiLSTiR0QSslJaE7kEmCy87ODjoEnHMsX76cGTNm8MYbb/Daa6+xdetWUlNTmThxIjfddBNTpkxh+PDh6oGVYFRUbFhWVhY//elPOf/887nzzjv5/e9/z/jx4znmmGP4+c9/rstjSYzjjyQv5Y/4UP6ID+WP+FD+SLwl9Bha48aNc/PmzQs6DJFmWblyJW+++SYzZsxgxowZrFmzBoBevXpx1FFHMWXKFA477DAN6J7gjj32WJ5//vmgw0gKxcXF/PnPf+a2225j06ZNTJgwgZ///Occd9xx+sOEiIiIiIg0qc2NoaVbxIuPd999N+b7qKioYN68edx+++1897vfpV+/fvTv35+zzz6bV155hYMOOoi7776bjz/+mNWrV/O3v/2NE088UcWsJLB169agQ0ga+fn5XH311XzxxRfccccdrFu3jqlTpzJs2DDuvvvudjkeYjyOP9J2KX/Eh/JHfCh/xIfyR+ItoS851K3hxUdJSUmrb3PDhg3MmTOndpo7d27tfnr16sXXv/51Lr30UiZPnsywYcPa/WVXyayqqiroEJJOTk4OP/jBDzj//PN54oknuPnmm7nooou48sor+f73v88PfvADBg4cGHSYcRGL44+0H8of8aH8ER/KH/Gh/JF4S+iClkiQ1q9fz/vvv8+CBQtqH1esWAFAeno6o0eP5rzzzmPChAlMmDCBvffeWwUsESAtLY3TTjuNU089lTlz5nD77bdz++23c9ttt3HEEUdw9tlnc/zxx+u2ziIiIiIi0mIJPYbW2LFj3fz584MOQ5JUWVlZVP9hrq6uZtWqVbz//vu7FbDWrl1bu8yAAQMYPXo0BxxwABMmTGDs2LEa9LCNmzJlCi+++GLQYbQZa9eu5Z577uH+++/nyy+/pKCggDPOOINp06YxatSooMNrddEef0Tqo/wRH8of8aH8ER/KH/HRkjG0ErqgNXz4cLdkyZKgw5Ak9dFHH/G1r32t9rVzjlWrVrF06dLa6cMPP+TDDz+sHa8tJSWFIUOGMGbMGEaPHs2YMWMYNWqUxrxqhw499FBmzpwZdBhtTlVVFW+88Qb3338/Tz31FOXl5YwePZrvf//7nHLKKXTt2jXoEFtF3eOPSHMof8SH8kd8KH/Eh/JHfLSkoJXQlxxWVFQEHYIkoR07drB8+XKeeeYZMjIyWL58eW3hKnJw6p49ezJ06FDOPvtshg0bxsiRI9lvv/3IyckJMHpJFGVlZUGH0CalpqZyxBFHcMQRR1BUVMSjjz7K/fffz8UXX8yPf/xjvvGNb3DKKafwrW99i4KCgqDDbbGvvvpK/6CTFlP+iA/lj/hQ/ogP5Y/EW0IXtEQasnPnTj799FOWL1/O8uXLd3v+1Vdf7bZsz549GTJkCNOmTWPYsGEMGzaMoUOHJvV/lkXagoKCAn7wgx/wgx/8gEWLFvHPf/6Tf/7zn5xzzjlccMEFHH744XznO99h6tSpdOrUKehwRUREREQkgcT0kkMzOwk4DRgHdANWAf8GbnDOFTe1/qhRo9wHH3wQs/gkMTnn2Lp1K1988UW908qVK9m0adNu6/To0YNBgwbVTvvssw9dunRh/Pjx5ObmBvRJJJkdfvjhvPbaa0GH0e4451iwYAGPP/44jz/+OCtXriQ9PZ1JkyZx3HHHcdxxx9G/f/+gw2zShg0b6NatW9BhSJJS/ogP5Y/4UP6ID+WP+EjESw4vI1TEugpYDYwGrgUmm9nXnXPVja2cyON7Scs459i8eTNr165lzZo1rF27tnb68ssva4tWxcW71zuzs7Pp27cvffv2ZezYsfTt25d99tmntniVl5e3x77WrVunYpZIkjEzxo4dy9ixY7npppuYO3cuTz75JM899xyXXHIJl1xyCcOGDeO4447j2GOP5cADDyQ1NTXosPdQVVUVdAiSxJQ/4kP5Iz6UP+JD+SPxFuuC1nHOuY0Rr2eZWRHwd+BQ4M3GVi4tLY1haNKadu7cycaNG9mwYcNu07p162oLVmvWrGHdunWUl5fvsX7Xrl0pLCxk4MCBfOMb36gtXtVMe+21F2bWrJg+/vhjevbs2VofUdqZyPHWJBhmxvjx4xk/fjy///3v+fTTT3nuued47rnn+MMf/sBNN91EQUEB3/zmNzn88MM5/PDD6devX9BhAzr+iB/lj/hQ/ogP5Y/4UP5IvMW0oFWnmFVjbvixMJb7lparqqpi69atFBUV1U6bN2+ut2BVM+3atavebeXn51NYWEhhYSGHHHIIvXr1olevXhQWFtY+79mzJxkZGXH+lCKSbPbZZx9+8pOf8JOf/IStW7fy8ssv89JLL/H666/zxBNPADBw4MDa4tahhx6qsfJERERERNqoIAaFnxR+XNbUgipytEx1dTU7d+5k+/btbN++nW3bttU+3759+x7Fqpppy5YtFBUVsXXr1ga3nZaWRrdu3Wqnfffdd7fXkVPXrl0DvWNgYaFqptJyWVlZQYcgjejUqROnnnoqp556Ks45li1bxmuvvcbrr7/OP/7xD/7yl78AMGzYMA4++GAOPvhgJk6cSJ8+feISn44/4kP5Iz6UP+JD+SM+lD8SbzEdFH6PnZkVAu8DC51zhze1/JgxY9yCBQtiH1iAqqqq2LVrFzt37mTnzp1RPa8pVtUtVNVMxcXFTY4/lpKSQkFBwW5T586d95gXOb9bt2506tSp2Zf+BaWkpITs7Oygw5AkdfTRR/PSSy8FHYa0QHl5Oe+++y5vvfUWb7/9Nv/9739rx+Xr06dPbXHr4IMPZsiQIaSkpLR6DDr+iA/lj/hQ/ogP5Y/4UP6Ij0QcFL6WmeUBzwCVwLRGljsPOA+gW7duzJw5E4ABAwaQn5/PwoULAejSpQvDhg1j1qxZOOdISUnhoIMOYv78+Wzfvh3nHKNGjWL9+vV8+eWXVFVV0adPH1JTU1m6dClVVVV07NiR3r17M3fuXKqqqkhJSeFrX/saS5cuZceOHVRWVjJw4MDay+oqKyspKCigsrKSVatWUV5eTkZGBjk5OaxcuZLy8nKqq6vJz89n3bp1lJaWUl5eTmZmJsXFxezatYvy8nKcc5SUlLBjxw4qKiqa+z2SmZlJp06dyMvLIz09ndzcXPbee2+6du1KSUkJOTk5dOnShaFDh7J27VqysrLIycnhkEMO4auvvqKiooKcnBxGjx5NcXExK1asAKBfv34UFBRQU0Ts3LkzI0eOZNasWaxbt46vvvqKSZMmsXDhQrZs2QLAmDFjKCoqYuXKlY2201tvvQWEenhNnDiRBQsWsH37dgDGjRtX204AgwYNIjMzkyVLllCTB/vuuy+zZ88GIDMzkwkTJjBv3rzacY4OOOAAVq9ezZo1awAYPHgwS5YsIT09HQjdBbF///7MmTMHCA0yf8ABB/Duu+9SUlICwIQJE/j888/56quvABg6dChVVVV8/PHHQOgvDr179+bdd98FIC8vj3HjxjFnzhzKysoAmDhxIp988gkbNmwAYPjw4ZSVlbF8+XIA9t57b7p37868efMA6NChA2PGjGH27NlUVlYCcMghh7B06VI2b94MwMiRI6NuJ+ccZpZU7ZSamsqHH36YcO20ZcuW2uOP2ilx26m+39N7771HVVUVBx10EFdeeSULFy5k3rx5LFq0iFWrVvHqq6/y8MMPA6HLokePHk1hYSGDBw/mgAMO4Mgjj+Stt97yaqdNmzbVFv/VTjruNbedav5DoHZK7HZK1N+Tc4699tpL7ZTg7ZSov6eqqir69eundkrwdkrU31NFRQXDhw9XOyV4OyXq76kl4tJDy8yygBeBUcAk59ziaNZLSUlx2dnZOOeorq6u9zERZGZmkpWVRWZm5m7PG3rMzMwkNzeX3NxccnJymvU8KysraXpIBW3mzJkceuihQYchSWrChAm1JwZpW5xzfPbZZ7z99tu8++67tcWumj8wdOvWjf333792GjNmDD169GjWPnT8ER/KH/Gh/BEfyh/xofwRHwnZQ8vM0oF/AeOBw6ItZkGocjpt2jRSUlIws6gf65uXnp5OWlpa7WPd5429F/m8bnEqIyNDBaYElZeXF3QIksTS0oIYYlDiwczYZ5992GeffZg2LdRhuLS0lEWLFjF37tza6cUXX6z9w0m3bt0YMWIEI0eOZMSIEYwYMYIhQ4aQmZlZ7z50/BEfyh/xofwRH8of8aH8kXiLaQ8tM0sBHgOOB45xzr3RnPXHjRvnarqsiYjE07HHHsvzzz8fdBgSoOLiYhYsWMAHH3zAokWLWLhwIUuWLKntep2WlsbXvvY1Ro4cybBhwxgyZAhDhgxhwIABtZc7i4iIiIhI0xKxh9adwMnAb4GdZnZgxHurnXOrG1t5586dsYxN2rg5c+YwYcKEoMOQJFVz/by0X/n5+UyaNIlJkybVzqusrGT58uW1Ba5FixYxa9as2jG5ANLT0yksLGT06NEMGTKEr33tawwZMoTBgweTn58fxEeRJKPzl/hQ/ogP5Y/4UP5IvMW6oHV0+PHq8BTpOuDaxlaurq6OQUjSXtT0ohBpCR1/pD5paWm1PbFOOeWU2vnbt2/no48+4qOPPmLZsmXMnj2bDz/8kGeffZaqqqra5Xr37s3gwYMZOHDgHpOKXVJD5y/xofwRH8of8aH8kXiLaUHLOdcvltsXERFJBB06dGD8+PGMHz8e+N+gqOXl5axYsYJly5bVFrs++eQT/v3vf7Np06bdttG1a9d6C119+/alZ8+epKamBvHRREREREQSUlzucthSY8eOdfPnzw86DElSlZWVGthbWuyYY47hhRdeCDoMSVLRHH+2bdvGZ599Vu/05Zdf7nYn37S0NHr37k2fPn3o06cPffv2rX1eM2kg1rZD5y/xofwRH8of8aH8ER+JOIaWF3VZFB+ffPIJQ4cODToMSVIaw098RHP86dixI2PGjGHMmDF7vFdWVsbKlStZsWIFq1atYtWqVXzxxResWrWKt99+m0cffXS3SxkBCgoKaotbe++9Nz179qRXr167TQUFBbozbxLQ+Ut8KH/Eh/JHfCh/JN4SuqBVUVERdAiSxDZs2KADqrSYCuriw/f4k5mZyeDBgxk8eHC971dVVbFu3braIlfk9PnnnzN79myKior2WC8jI6O2uFW34NWzZ0+6d+9Ot27d2GuvvfQX1gDp/CU+lD/iQ/kjPpQ/Em/616qIiEiSSU1NpXfv3vTu3ZuDDjqo3mVKS0tZt24da9eurXdaunQpr732Gtu3b99jXTOjS5cudOvWjW7dutUWuhp6nZeXp55fIiIiIhJXCV3Qys7ODjoESWLDhw8POgRJYrrjnPhIhONPVlYW/fv3p3///o0ut2PHjtrC18aNG1m/fj0bNmzYbXr//ffZsGEDW7durXcb2dnZdO3alYKCArp06VI7Rb6u+16nTp000H0DEiF/JHkpf8SH8kd8KH8k3hK6oJXIA9ZL4tMlY+Kjuro66BAkiSXT8ScvL49BgwYxaNCgJpctKytj48aNexS8aqaioiI2b97MwoUL2bx5M0VFRQ3+lsyMTp067VHwKigooFOnTnTq1ImOHTvWPo983bFjxzZ9SWQy5Y8kHuWP+FD+iA/lj8RbQv9rsLS0NOgQJIktX76cwsLCoMOQJKVB4cVHWz3+ZGZm1l7qGI3q6mq2b9/O5s2ba6eaolfd1xs2bGDZsmUUFRXVexlkXbm5ufUWu+p7np+fv9vUoUMH8vPzyczMTMhLJdtq/kh8KH/Eh/JHfCh/JN4SuqAlIiIiySslJaW2sDRw4MCo16uqqqK4uJht27axdetWtm7d2uDzmtfr16/n448/rn2vsrKyyf2kpaXtUexqaqophuXn55OXl0dOTg65ubnk5uaSnZ1NSkqKz1cmIiIiIlFK6IJWRkZG0CFIEtt7772DDkGSmMbwEx86/vhJTU2tLYT17du32es759i1a1dtcau4uHi3afv27XvMi5zWrl272+toimM1cnJydity1UzRzKt5vXXrVubPn19bJKuZsrKySE9Pb/b3Ie2Ljj/iQ/kjPpQ/Em8JXdDSP9rER/fu3YMOQZKYCuriQ8efYJlZbZGoV69eXttyzlFWVlZvQWznzp27Tbt27Wpw3vr16/dYpiVDK6Smpu5R5Ip83ZL5dedlZWWRmZm529SWxyxra3T8ER/KH/Gh/JF4S+h/nWgMG/Exb948Dj300KDDkCS1bdu2oEOQJKbjT9thZmRlZZGVlUXXrl1bddtVVVXs2rVrj0LYf//7XwYNGsTOnTspKSmpdyotLa13/vbt2+t9z3eg3pSUlN0KXPUVvRqbmrt8zZSenk5GRkbtY+Tz9PR0UlNTE3IctCDp+CM+lD/iQ/kj8ZbQBS0RERGRtio1NbV2PK5IpaWlrf4fgurqakpLSxsshEXOLy0tpaysbI+pofmR0/bt2xtdp7XvIGtmDRa7GprX0vfqzquZ0tLSSEtLa/B5U69VmBMREWmZhC5opaamBh2CJLEOHToEHYIkMV1eIz50/BEfsciflJSU2vG9glRZWdloQSyyAFZRUUF5eXntY+TzxuY19t6uXbui2lZ5eTnOubh+N6mpqVEVv5p6b8eOHdx5551NFtVq9peamlo71X3d0mVac9u60UJ86fwlPpQ/Em8W75N1c4wbN87Nmzcv6DBEpB069thjef7554MOQ0REAlJVVdVkMa1mmcrKytqpsdettWxrbKeqqqpZNzwIipm1qBBWUwyreWzseVtdrmYys90e65vX0vdaui31SBSRusxsvnNuXHPWiXkXBDPbG7gVOBww4HXgx865VU2tu2PHjhhHJ23Z7NmzmThxYtBhSJIqKioKOgRJYjr+iA/lT2KoKYpkZWUFHUqzNDd/qqurqaqqqp1qil2NzWutZWK97erq6top8nXN88rKygbfq/vcdznZU2sV1WJRjDOzPaaamJs7tXS9ZFx35cqV9O/fv8X7rNlv3edBvK+YGn+/NaWmpnJoC4daiGlBy8xygDeBMuAswAHXAzPMbIRzrtFR3xO595gkvmT4q6MkLh1/xIeOP+JD+SM+mps/Nf+x193FY8s516oFsmiXc87V+9jQe0uWLOFrX/ta1Msnw3stXT5yfk0bNndq6XqJuK5IrOTl5VFcXNyidWPdQ+tcYAAw2Dn3KYCZLQKWA+cDt8R4/yIiIiIiIoEys6QYn7Nbt24t7ikhbV9ThbBZs2Zx8MEHt6iIVrP9us+DeF8xNf5+a/MZKzGmY2iZ2RtAlnPuoDrzZwE45yY1tr7G0BIf1dXVGkhUWuyYY47hhRdeCDoMSVI6/ogP5Y/4UP6ID+WP+FD+iA9rwRhasc62YcCSeuYvBYY2tXJJSUmrByTtx9KlS4MOQZKYxvATHzr+iA/lj/hQ/ogP5Y/4UP5IvMW6oFUAbKlnfhHQuamVNYaE+Ni8eXPQIUgSKy8vDzoESWI6/ogP5Y/4UP6ID+WP+FD+SLzF40Lu+q5pbHB4fDM7DzgPICMjg8GDBwOQmZlJamoqu3btAiAtLY3s7OzawcPMjLy8PHbt2kVVVRUAubm5tbdWBsjKysLMant+paenk5mZWdsTIyUlhdzc3FbZxs6dO2vvaJKXl0dZWRkVFRUAZGdn45yjtLSUms+Znp7Ozp2hMfJTU1PJyclplW3s2LGj9nrX/Px8SkpKaguFOTk5VFVVUVZWFtV33BrbiGc7VVRU1L6vdkrcdkrU39Pq1atrjz9qp8Rtp0T9PZlZbdxqp8Rtp0T9PaWmpu52ZzS1U2K2U6L+ntLT03HOqZ0SvJ0S9feUlpZGSkqK2inB2ylRf0+pqamkp6ernRK8nRL195Senj6MZop1QWsLoV5adXWm/p5bOOfuAe4BGDt2rJs/f37sopM2rbKyMikG35TEpPwRH8of8aH8ER/KH/Gh/BEfyh/xMXz48OrmrhPrSw6XEhpHq66hwIcx3re0czVVbZGWUP6ID+WP+FD+iA/lj/hQ/ogP5Y/EW6wLWs8CB5rZgJoZZtYPOCj8XqNieQdGafs0BpL4UP6ID+WP+FD+iA/lj/hQ/ogP5Y/EW6wLWvcCK4FnzOwEMzseeAb4EvhrUyvrByE+1q5dG3QIksSUP+JD+SM+lD/iQ/kjPpQ/4kP5Iz42bdq0sbnrWKx7QZlZH+BW4HBCg8G/AfzYObcyinVfds4dFdMARUREREREREQkMC2p/8S8oCUiIiIiIiIiItKaYn3Joa8Dgw5AREREREREREQSi3poSVtWk9wWaBSSrJQ/4kP5Iz6UP+JD+SM+lD/iQ/kjcZXoPbREfByKDqbScmNR/kjLHYryR1puDMofablDUf5Iy41H+SMtdyjKH2m5ic1dQT20REREREREREQkqaiHloiIiIiIiIiIJBUVtEREREREREREJKmooCUiIiIiIiIiIklFBS0REREREREREUkqKmiJiIiIiIiIiEhSUUFLRERERERERESSigpaIiIiIiIiIiKSVFTQEhERERERERGRpKKCloiIiIiIiIiIJBUVtEREREREREREJKmooCUiIiIiIiIiIklFBS0REREREREREUkqKmiJiIiIiIiIiEhSUUFLRERERERERESSigpaIiIiIiIiIiKSVFTQEhERERERERGRpKKCloiIiIiIiIiIJBUVtEREREREREREJKmooCUiIiIiIiIiIklFBS0REREREREREUkqKmiJiIiIiIiIiEhSUUFLRERERERERESSigpaIiIiIiIiIiKSVFTQEhERERERERGRpKKCloiIiIiIiIiIJBUVtEREREREREREJKmooCUiIiIiIiIiIklFBS0REREREREREUkqKmiJiIiIiIiIiEhSUUFLRERERERERESSigpaIiIiIiIiIiKSVFTQEhERERERERGRpKKCloiIiIiIiIiIJBUVtEREREREREREJKmooCUiIiIiIiIiIklFBS0REREREREREUkqKmiJiIiISLtjZjlm9raZpQYdi4iIiDSfOeeCjkFERERERERERCRq6qElIiLSTpjZ98zMRUzFZrbQzH5oZmnhZa4Nv5cWdLzS/pjZueH8G1vPe3uF3/tNnfm3m9lzLdjX1Wb224jXA83sSzPrXGe5h8zsyvDzn5jZIjPTv6FFREQCppOxiIhI+3MyMAE4EXgPuB34VaARiYSMAiqBJQ28B/B+zQwzGwicD1zXgn2NA+ZFvL4VuNk5t6XOch8D+4Wf/wXoBpzVgv2JiIhIK1JBS0REpP35wDn3jnPuVefcucBM4MfBhtQ6zCwz6Bjao1b83kcBy5xzZQ28BxEFLUJ5u9A5N2+PpZtWW9Ays57AEcBD4ddXmNmA8HIZQDWAc64EeBC4rAX7ExERkVakgpaIiIjMBfLNrFvEvP5m9oKZ7TCzL8zsV5GXWZnZPuFLsT43sxIzW2Fmd9dzuda+ZvaUmW0ws1IzW2VmT0Re0mhmI83sWTPbEt7Wf8zs4KaCjrg8criZvWJmO4DHm7PdpuKL2Md+ZjbDzHaZ2Toz+3Xdy87M7CgzmxPe1zYze9rMBjcQ86Amvt8mvzef766B7zPaNm3wezez08zso3DMi83seDObaWYzo9i/ASPYvWAVaRSwzTn3eXj5TOAM4JH6tmVmZ5vZe+E2W21mt5pZdvj9bkCGc+7L8CpjgU+dc0Xh7V4JlEbsN7Jg9hgw1My+3tRnEhERkdhRQUtERET6A1XAjoh5TwFvAlOBpwld0hV5mVUvYDWhHjJHAr8Gvgm8WGfbzwOFwIXh5a4Aygj/G8TMxgD/BQqAcwldBrkZeN3qGUepAc8As4DjCV021pztNhpfhKeB18PfxyPAL4m4TNPMjgJeIPQdnhLe3nBgtpkV1hNzU99vk3FF8xnNrF+4+HRtPTHUFW2b1tjtezezw4GHgY/CsdwM3AbsG8W+AQYBecAnZtap7kSosPRBxPIHAp2At+vZ1n3AnYTa7ATgRuD7wC3h9/dn9yJVCpBnoTseXkComNXRzEYCBwH/jFj2A2A7cFSUn0tERERiwTmnSZMmTZo0aWoHE/A9wAGDgTSgM6Hxh6qAp8PLXBteZlqddRcDrzay7TRgYnjd0eF5e4VfH9/Iem8Aywj1lqmZlxqe93QTn6cm1ktast0o46vZxxV15t8LFAOdwq/nAcuBtIhl+gMVwC31bK/B7zeauJrxGfsSGpPqVy3Ilz3atLHvnVBxbQnhu2iH540JLzsziv19J7xsY9OtEcv/nNClgBl1tnNmeNlv15l/KaGiYCpwDXBdxHv5hAqMnxEqhp0GfAEsBA6vJ9a3aeT3oEmTJk2aNGmK/aQ7GImIiLQ/H0U8rybUq+bHdZZ5oc7rJcDomhdmlkFoHKEzCRVNsiKWHUzosrHNwArgJjPrTqiosTxiG9nAJOAGoLrO5XSvA6dH+XmeinzRjO02Gl8dj9d5/RhwDjDczN4nVLi5wTlXWbOAc+5zM/tPOJa6Gvt+m4wr2s/onPsCovv3XpRtGqn2ew/3bBoH3OicczXznXMLzOzzaPbP/z7/0fzvcr8aI4A/sXsPrV7AdudceZ1lfwG8BTxb53v5kNB4WL0I9UD7ZUScxcA36mzn0UZi3Uj0Pc9EREQkBnTJoYiISPvzLUKXXH0NyHXOnemcK6qzTN3XZexe4LiRUE+dfwDHAOOBb4ffywIIFzYOJ9R76UZCl5KtMLMLw8sVEOot80tCPZkipx8CneuOU9WAdXVeR7XdKOKLtL6B14WEerpZPXEAfBWOp64Gv98o42qt7y5Sk21aR+Tn3QtIBzbUs1zd764ho4DPnXMvO+dmRk6EPhfsXlTLIvS91TKz/oQuXTyEPb+XmksnnyXUI25GlHHVpwTI9lhfREREPKmHloiISPuzxDn3qec2TgUedM5dXzPDzPLqLuScWwGcGR7weyShYstdZraSUC+aakJjHT1Y306cc9VRxOLqvN4a7XYbi88591LEKt0J9ZqKfA2wBtgSjqFHPbvqQajHVbNEEVfUn7EZomrTyF1EPN9EqGjUrZ7lugOrotj/KGBOI++VEbqcssZmQsXESDXjlU0j1Outrmrn3IIoYmlKAaHPLCIiIgFRQUtERERaIof/9ZqpMa2hhcO9jj4ws58CZwPDnXMvmdnbhAo2C1pQgGloXzubu9364gMiC1rfAW6KeH0qoQHgl4T3Nx842cyudc5VAZhZX+DrwO0en6XeuFryGaPQrDatE2eVmc0DTgx/Bw4gPDh9f5ooaIUvrexB43c4XOqci4zvIyDdzHo751aH560JP5Y55yIHfW9t/YH3Yrh9ERERaYIKWiIiItISLwNnmdli4FNCl6Z9PXIBM6sZ9+if4WVSCQ1MX0loAG6AnxLqqfWKmf2N0GVsexEakyrVOXdFC+NrcrtRxlfj3PAlfHMJjb90DnCtc25r+P1fEhoX63kzu4vQ3fquA7YBf2xO4M2IK5rP2JfQQOe/ds79uoldN9mmTbgGeBV4yszuCcdyLaHLLpsquNWMn7VHQSv8vQ9nzzGt3go/jid0d0aAlYQuJfyTmXUjNKh7DqEC1OGEBor3Kv6F77i4L6G7OIqIiEhAVNASERGRlriY0LhRvw2/fpHQneEie618Rahnzk+B3oQG+l4MHOucmw+1g4bvT6gY8megI6EBtxcAf2lpcFFut8n4IpxAqKfVLwkVqa4HfhOxv5fN7Jjw/h4HyoGZwM+cc2ubGX5UcUX5GY1QQSya8bSiadMGOedeM7PTw/E8RagodinwK0LfWWNGhR8/qOe9fQkVpXZ7zzm30szeA44D/h2e58zs5HAMlxAaAH4bod5cT7ZST7ZjCLXvU00tKCIiIrFjETeiEREREZEIZnYtoeJIeuQdDCU6ZtabUGHrt8653zS1fAu2/z1Cvdl6Oud2tfb2G9jnS8Am59z/xWN/IiIiUj/d5VBEREREvJlZtpndbWYnmtkkM5sGvAbsAu6L0W4fIjRu1kUx2v5uzGwUMJnQ5aQiIiISIF1yKCIiIiKtoYrQwO53AF2AncDbwMnOuXWx2GF4MPrvExo3LB56ANNa4S6hIiIi4kmXHIqIiIiIiIiISFKJ6SWHZvaImblGpldiuX8REREREREREWl7Yn3J4Q3AfsAW4GfheR0J3Rb6JuCvMd6/iIiIiIiIiIi0MTHtoeWcW0LodtP/cc6945x7h9CtpwGed86tjOX+RURERERERESk7YlpDy0z6wt0AhZGzB4FOGBxA+ucB5wHkJmZObZLly4AdOjQgfT0dDZv3gxAVlYWnTt3Zt260BijKSkpdO/enc2bN1NeXg5A165dKSkpYceOHQB07NiR1NRUioqKAMjOzqZjx4589dVXAKSmptKtWzc2bdpERUUFAN26dWPnzp3s3LkTgE6dOmFmbNmyBYCcnBzy8/NZv349AGlpaXTt2pWNGzdSWRm6u3f37t0pLi5m167Q3aQ7d+6Mc46tW7cCkJubS25uLhs2bAAgPT2dvfbaiw0bNlBVVQVAjx492LZtGyUlJQAUFBRQVVXFtm3bAMjLyyM7O5uNGzcCkJGRQZcuXVi/fj3V1dUA9OzZky1btlBaGqopdunShYqKCrZv3w5Afn4+mZmZbNq0ifD3T0FBAV999RXOOcyMHj16UFRURFlZGQB77bUXZWVlFBcXJ1w7lZaW1n5WtVPitlOi/p6cc7Vxqp0St50S9feUkZFRuw+1U+K2U6L+nnJzc9m5c6faKcHbKVF/Tx06dKC8vFztlODtlKi/p9zcXMxM7ZTg7ZSov6esrCyysrLUTgneTon6e1q7du0m51xXmiHWlxyODD8uipg3GljpnNte3wrOuXuAewAKCwvdmjVrYhuhtFk33HADV111VdBhSJJS/ogP5Y/4UP6ID+WP+FD+iA/lj/gwsy+au05MLzkERhC6xPDjiHmj2b3HloiIiIiIiIiISNRiXdAaCSx1zlUBmFk6MIQoC1p5eXkxDE3augMPPDDoECSJKX/Eh/JHfCh/xIfyR3wof8SH8kfiLR4FrcjiVQ8gHSiKZuXs7OxYxCTtxPDhw4MOQZKY8kd8KH/Eh/JHfCh/xIfyR3wofyTeYlbQMrMcYCC7j5+1EVgC/M7M/q+pbdQMKCbSEvfdd1/QIUgSU/6ID+WP+FD+iA/lj/hQ/ogP5Y/EW8wGhXfO7QJS68wrBfaL1T5FRERERERERKTti/Ulh14yMjKCDkGSWK9evYIOQZKY8kd8KH/Eh/JHfCh/xIfyR3wofyTezDkXdAwNGjdunJs3b17QYYiIiIiIiIiISIyY2Xzn3LjmrJPQPbTWr18fdAiSxG6++eagQ5AkpvwRH8of8aH8ER/KH/Gh/BEfyh+Jt4QuaFVXVwcdgiSx8vLyoEOQJKb8ER/KH/Gh/BEfyh/xofwRH8ofibeELmiJiIiIiIiIiIjUpTG0pM2qrq4mJUU1W2kZ5Y/4UP6ID+WP+FD+iA/lj/hQ/oiPNjeG1pYtW4IOQZLYk08+GXQIksSUP+JD+SM+lD/iQ/kjPpQ/4kP5I/GW0AWt0tLSoEOQJPbpp58GHYIkMeWP+FD+iA/lj/hQ/ogP5Y/4UP5IvCV0QUtERERERERERKSuhB5Da8SIEW7RokVBhyFJauXKlfTr1y/oMCRJKX/Eh/JHfCh/xIfyR3wof8SH8kd8tLkxtCoqKoIOQZLYunXrgg5BkpjyR3wof8SH8kd8KH/Eh/JHfCh/JN4SuqC1ffv2oEOQJDZjxoygQ5AkpvwRH8of8aH8ER/KH/Gh/BEfyh+Jt4QuaImIiIiIiIiIiNSV0AWt/Pz8oEOQJHbwwQcHHYIkMeWP+FD+iA/lj/hQ/ogP5Y/4UP5IvCV0QSszMzPoECSJDRgwIOgQJIkpf8SH8kd8KH/Eh/JHfCh/xIfyR+ItoQtamzZtCjoESWJ///vfgw5BkpjyR3wof8SH8kd8KH/Eh/JHfCh/JN4SuqAlIiIiIiIiIiJSV0IXtHTJofjo27dv0CFIElP+iA/lj/hQ/ogP5Y/4UP6ID+WPxJs554KOoUHjxo1z8+bNCzoMERERERERERGJETOb75wb15x1Yt5Dy8w6mdmXZrbZzD4wsw/NrMLMHmpq3a+++irW4UkbduONNwYdgiQx5Y/4UP6ID+WP+FD+iA/lj/hQ/ki8xbyg5ZzbCjwE3OGcGwVcCCxwzv1fFOvGNjhp05Q/4kP5Iz6UP+JD+SM+lD/iQ/kjPpQ/Em/xGkNrNPB++PnYiOeNMrOYBSRtn/JHfCh/xIfyR3wof8SH8kd8KH/Eh/JH4i0uY2iZ2VfAAc65L8zsYeAt59xfm1pPY2iJiIiIiIiIiLRtiTqGVi8g3Tn3RXjWCGBxNOsWFRXFLC5p+x5++OGgQ5AkpvwRH8of8aH8ER/KH/Gh/BEfyh+Jt3hcchh5uSHAduAH0axYVlYWk4Ckffjiiy+aXkikAcof8aH8ER/KH/Gh/BEfyh/xofyReIvLJYfNYWbnAecB5OXljb3yyisBmDx5Mj179uSRRx4BYJ999uGkk07ipptuAiAjI4PLLruM6dOns3btWgDOOecclixZwjvvvAPAEUccQceOHXniiScAGDJkCFOmTOGPf/wj4f3xox/9iHvvvZeNGzcCcOGFF/Lee+8xf/58AI455hjS09N5+umnARgxYgSTJk3i9ttvB6BTp05cdNFF3HXXXWzduhWAiy++mFmzZrFo0SIApk6dSkVFBS+88AIAY8eOZfz48dx9990AdO3alXPPPZc///nP7NixA4BLL72UF198kWXLlgFw8skns23bNl599VUADjzwQIYPH859990HQK9evfje977HzTffTHl5OQBXXHEFTz75JJ9++ikA3/3ud1m3bh0zZswA4OCDD2bAgAH8/e9/B6Bv376cfvrp3HjjjTjnMDOuvPJKHn744dqD1VlnncWKFSt4++23E66dHnjgAbp166Z2SvB2StTf0+uvv05eXp7aKcHbKVF/T5988gkpKSlqpwRvp0T9PW3durX2Ue2UuO2UqL+n6upq9t13X7VTgrdTov6eduzYwWGHHaZ2SvB2StTf04YNG5g2bZraKcHbKVF/T1dffXWzLzlMuIJWpJEjR7qFCxcGHYYkqTVr1lBYWBh0GJKklD/iQ/kjPpQ/4kP5Iz6UP+JD+SM+EnIMLR+65FB8rFixIugQJIkpf8SH8kd8KH/Eh/JHfCh/xIfyR+ItHoPCu6amhtYtLi6OdXjShtV0DxVpCeWP+FD+iA/lj/hQ/ogP5Y/4UP5IvKXFegfOOYv1PkREREREREREpP2IRw+tLDN72syWmdkHZvaKmQ2IZt0OHTrEOjxpwyZPnhx0CJLElD/iQ/kjPpQ/4kP5Iz6UP+JD+SPxFq8xtO52zg1xzo0CngPui2al9PT0mAYlbVvPnj2DDkGSmPJHfCh/xIfyR3wof8SH8kd8KH8k3mJe0HLOlTrnXomY9Q4QVQ+tzZs3xyYoaRdqbqkq0hLKH/Gh/BEfyh/xofwRH8of8aH8kXgL4i6HFwPPBLBfERERERERERFpA2I+KHwkM7sS2Bf4ZjTLZ2VlxTYgadP22WefoEOQJKb8ER/KH/Gh/BEfyh/xofwRH8ofiTdzzsVnR2aXAacChznntkazzrhx49y8efNiGpe0XdXV1aSkBNEJUdoC5Y/4UP6ID+WP+FD+iA/lj/hQ/ogPM5vvnBvXnHXikm1m9lPgNODwaItZAOvWrYtZTNL23XTTTUGHIElM+SM+lD/iQ/kjPpQ/4kP5Iz6UPxJvMb/k0Mx6A38EVgAzzAygsrmVNxEREREREREREYhDQcs5txqwlqyr7oriIyMjI+gQJIkpf8SH8kd8KH/Eh/JHfCh/xIfyR+ItbmNotYTG0BIRERERERERadsSdgytltq8eXPQIUgSmz59etAhSBJT/ogP5Y/4UP6ID+WP+FD+iA/lj8RbQhe0ysvLgw5BktjatWuDDkGSmPJHfCh/xIfyR3wof8SH8kd8KH8k3hK6oCUiIiIiIiIiIlJXQo+hNWrUKPfBBx8EHYYkqQ0bNtCtW7egw5AkpfwRH8of8aH8ER/KH/Gh/BEfyh/x0ebG0CopKQk6BEliS5YsCToESWLKH/Gh/BEfyh/xofwRH8of8aH8kXhL6ILWjh07gg5Bktg777wTdAiSxJQ/4kP5Iz6UP+JD+SM+lD/iQ/kj8ZbQBS0REREREREREZG6Erqg1bFjx6BDkCR2xBFHBB2CJDHlj/hQ/ogP5Y/4UP6ID+WP+FD+SLwldEErNTU16BAkiakgKj6UP+JD+SM+lD/iQ/kjPpQ/4kP5I/GW0AWtoqKioEOQJPbEE08EHYIkMeWP+FD+iA/lj/hQ/ogP5Y/4UP5IvKXFegdmtjdwK3A4YMDrwI+dc6tivW9pe6qrq6moqKC8vLz2MXKKnLdixQpeeeUVysvLqayspKqqqnaKfB3N87qvq6ur94jNOVdvzA3NB0hJSSEtLY3U1FTS0tKinrKyssjKyiI7O7vex8jnKSkJXbcWERERERERabaYFrTMLAd4EygDzgIccD0ww8xGOOd2NrZ+dnZ2LMOTKFRWVlJaWkpZWRmlpaW7TdHMa2yZusWoaIpUlZWVzYr/b3/7W6t8DzVFp8ipPmbWrPnV1dVUVlbuNrW2nJwcOnToQH5+Ph06dKidIl936dKFvfbaa4+pY8eODcbe1g0ZMiToECSJKX/Eh/JHfCh/xIfyR3wofyTerLHeI94bN7sEuAUY7Jz7NDyvP7Ac+Jlz7pbG1h87dqybP39+zOJLFs45KioqKCkpqZ127dpV7/P6XvsUoaqqqrzjz8zMJCsrq/ax5nlmZiYZGRlkZGSQnp5e+7yxec1ZFiA3N5f09HTS09NrC1GRxamGnke+jncPp/qKXJFTRUVFbfvUtG9kO0fOKykpYceOHWzfvp3i4mK2b9++x/Nt27Y1WEhLS0urLXb17NmTwsJCevfuTWFhYe3z3r1707Vr1zZX+CorKyMzMzPoMCRJKX/Eh/JHfCh/xIfyR3wof8SHmc13zo1r1joxLmi9AWQ55w6qM38WgHNuUmPrFxYWujVr1sQsPh/V1dUtKjC19L2WFpbS09Nri0iRU2RxqaF50SzT1LyMjIzALnm74YYbuOqqqwLZdzJxzrFjxw42bdrU4LRx40bWrl3LmjVrWLdu3R75mJeXx8CBA9lnn312e9x3330pLCxMymKX8kd8KH/Eh/JHfCh/xIfyR3wof8RHSwpasR5DaxjwTD3zlwInt+aOnHOUl5fHrcBUVlbWojhTUlLIzs6unXJycnZ7XlBQUO979S0bzXu6U6Q0xczIz88nPz+f/v37N7l8VVUV69evZ/Xq1axZs4ZVq1axYsUKPv30U5YsWcJzzz1HeXl57fKdO3dmv/32Y8SIEYwYMYL99tuP4cOHk5eXF8uPJSIiIiIiIm1YrAtaBcCWeuYXAZ2bWnnbtm2cddZZURefWtrbLDMzs8EiUZcuXbyKS3VfZ2RkJGVvlWSkgklspKam0qtXL3r16lXv+1VVVaxevZrPPvuMZcuWsXjxYhYvXsz06dPZsWNH7XKDBw/mwAMPZMKECRx44IEMGzaMtLSY36ciasof8aH8ER/KH/Gh/BEfyh/xofyRusrKyiguLt5tqhkCp2aqqqri0ksvbdH24/G/x/qqTA1WdMzsPOA8CPVmevbZZ0lPT6egoID8/Hy2bNlS+/rAAw9k2bJlZGRkkJmZyTe+8Q0WL15MSUkJ6enpHHnkkWzYsIHPPvuM9PR0Dj74YLp27crrr79Oeno6w4cPZ+rUqdx6661A6Af4ox/9iHvvvZeNGzcCcOGFF/Lee+9RM5bXMcccQ3p6Ok8//TSVlZX079+fSZMmcfvttwPQqVMnLrroIu666y62bt0KwMUXX8ysWbNYtGgRAFOnTqWiooIXXngBgLFjxzJ+/HjuvvtuALp27cq5557Ln//859oCwKWXXsqLL77IsmXLADj55JPZtm0br776KgAHHnggw4cP57777gOgV69efO973+Pmm2+u7S1zxRVX8OSTT/Lpp58C8N3vfpd169YxY8YMAA4++GAGDBjA3//+dwD69u3L6aefzo033ohzDjPjyiuv5OGHH+aLL74A4KyzzmLFihW8/fbbAEyePJmePXvyyCOPALDPPvtw0kkncdNNNwGQkZHBZZddxvTp01m7di0A55xzDkuWLOGdd94B4IgjjqBjx461t30dMmQIU6ZM4Y9//GOz2umwww7jhhtuAGDEiBFqpwDbqU+fPhx99NEce+yxPP3008yePZs1a9bw7LPP1n6OjIwM9ttvP7797W+zdu1aevToQUFBQWDtdNttt9Uu317aKZrjHuj3FE07/fCHP6w9/qidEredEvX39KMf/UjtlATtlMi/p8cff1ztlATtlKi/pzfffFPtlATtlKi/p4ULF6qdkqCdGvo9Oefo0KEDJ510EnfeeSdFRUWUl5dz9NFH8/bbb/P5559TXl7OgAEDKCoqYvny5ZSVldXe0G/VqlV73NitKenp6S2+Ai7WY2itB552zp1fZ/5dwMnOua6Nrd+vXz+3cuXKmMUnbdu9997LueeeG3QY0gjnHCtWrOCdd95h9uzZzJgxg48//hiAgoICDjvsMI4//niOPvpoCgoK4hpbp06dak8CIs2l44/4UP6ID+WP+FD+iA/lTzAqKioa7QHVnPk7duyI6so3MyMvL6926JoOHTrUPm/qdd338vPzSUtLS8gxtJYSGkerrqHAh02tXFFR0eoBSftRU9WWxGVmDBw4kIEDB3L66acDsGbNGmbMmMEbb7zBSy+9xOOPP05qaioTJ07k+OOP5zvf+Q69e/eOeWzV1dUx34e0XTr+iA/lj/hQ/ogP5Y/4UP5ExznHrl27vIpQke9F27spIyNjj0JSly5d6Nev3x7z6ys6Rb6Xk5MT2M3fIsW6oPUscLOZDXDOrQAws37AQcAVMd63iCShwsJCzjjjDM444wyqq6uZO3cuzz77LM899xyXXnopl112GZMmTeK73/0uJ554Ytx7bomIiIiISPtSWVnZ4l5Pdefv2LEj6j+eR/aCqpn69OnTYMGpsUJUZmZmjL+l+Iv1JYe5wEKgBPgFofG0fgPkAyOcczsaWZ3Ro0e7999/P2bxSdu2ZcsWOndu8t4DkkQ+/fRTHnnkER555BE+/vhj0tPTOe644zj//PM57LDDWvWvBD179mTdunWttj1pX3T8ER/KH/Gh/BEfyh/xkUj545yjpKSk1YpQpaWlUe03LS2t2cWmhubn5eUlRC+oeGnJJYcxLWgBmFkf4FbgcEKDwb8B/Ng5t7Kpdffdd1/3ySefxDQ+abteeeUVjjzyyKDDkBhwzvH+++/z8MMP8+CDD7Jp0yYGDBjAeeedx7Rp0+jWrZv3Prp06cLmzZtbIVppj3T8ER/KH/Gh/BEfyh/x4Zs/VVVVTV5e15z3qqqqotpvTk5Oi3o81fdeZmYmZg3eA08akYhjaOGcWwWc2JJ1d+7c2crRSHsyf/58nZDbKDNjzJgxjBkzhhtuuIF///vf/PWvf+WKK67gl7/8JaeffjqXXXYZw4bVN4RfdDSGn/jQ8Ud8KH/Eh/JHfCh/pDmcc5SVldUWlZ577jlycnJa3Btq165dUe03NTV1j6JShw4dKCwsbHZvqLy8PFJTU2P8TUmsxLygJSISS5mZmZx22mmcdtppLFu2jDvvvJP777+f6dOnM2XKFC677DIOPfRQ/aVERERERNq96upqduzY4X03vJqpsrJyt+3feeed9e43Ozt7j6JSr169WnRJXlZWlv5tL0AcLjn0MWzYMLd06dKgw5AktXDhQkaOHBl0GBKAzZs3c/fdd3P77bezYcMGxo8fz7XXXstRRx0V9cmvW7dubNiwIcaRSlul44/4UP6ID+WP+FD+JKaaXlAtvfQucn60V0GlpKQ0+9K7zZs3s99+++0xPy8vj7Q09aWRxiXkJYc+VHUVH+np6UGHIAHp0qULv/jFL7jssst48MEHufHGG5kyZQr7778/1157LUcffbSOLxJTOv6ID+WP+FD+iA/lT+uorq5m586d3gOR1zyPdiiMrKysPYpN3bt3Z5999mn2AOXZ2dnN/vfyhx9+yNChQ1vylYm0SEIXtLZs2RJ0CJLEnn76aR1Q27msrKzageIffPBBrr/+eo455hj2339/brzxRr75zW82uG60dzIRqY+OP+JD+SM+lD/ioz3nT3l5eavcDa+mF1Q0V0KZWb1FpW7dujV7gPL8/PzAC5LtOX8kGAld0BIRaQ3p6emcffbZnHnmmTz44IP8+te/5rDDDuOII47gpptuYvTo0UGHKCIiIiLN4JzboxeUzyV55eXlUe03MzNzj0LSXnvtRf/+/Zt9p7zc3FxdNSDiIaELWjk5OUGHIElsxIgRQYcgCaamsHX66adz9913c/311zNmzBhOO+00rr/+erp3784f/vAH/v73v1NcXEz//v0566yzuPzyy8nNzQ06fEkiOv6ID+WP+FD+iI9Y509FRYXX+E91p2jHg87Ly9ujqNSvX79mDUReM2VkZMT0O0pmOv5IvCX0oPBjxoxxCxYsCDoMSVLFxcXk5+cHHYYksG3btvH73/+eW2+9lcrKSjp37lzvQPD7778/M2bMUFFLoqbjj/hQ/ogP5Y/4qJs/VVVV9faCqm+quXNeY1O0Qzqkp6e3qNhU33u5ubmkpKTE6iuTCDr+iI+WDAqf0AWtwsJCt2bNmqDDkCR1ww03cNVVVwUdhiSBtWvXctxxx9FYAf3aa6/lmmuuiWNUksx0/BEfyh/xofxp32oGI4+muFTfMsuXLyc3N7f29a5du6Lar5mRl5dHXl5eo2M8RVugyszMjPE3JbGg44/4aHN3ORQRiYdevXpRVFTU6DLTp09XQUtERERalXOOXbt2Rd3Dqalloh2MHCA3N3ePAlSHDh0YPXr0HgWnpgpVOTk56gUlInGX0AWttLSEDk8SXKdOnYIOQZLIqlWrGn3/iy++iFMk0hbo+CM+lD/iQ/kTW845SktLoy5ANbXcjh07qK6ujmrf2dnZexSXunXrxsCBA+stMjVWhMrNzSU1NXWPfdx1111cdNFFrf21STuh44/EW0Jfcjhu3Dg3b968oMMQkXagf//+rFy5ssH309PTeeqpp5gyZYruRiMiIpJEysrKmjXOU1PLVVVVRbXfyLvhNdXDqanl8vLy9Md+EWnT2twlhxs3bgw6BEli+guTNMdZZ53Fdddd1+D7eXl5HHvssRx88MHceOONHHTQQXGMTpKNjj/iQ/kjPtpC/tS9E55vEaqioiKq/dYMRB5ZROrQoQOFhYXNLkDl5+eTnp4e42+q9bWF/JHgKH8k3hK6oFVZWRl0CJLEtm7dGnQIkkQuv/xyXnzxRebOnbvHe/vvvz+vvPIKjz32GL/+9a+ZOHEi3/zmN/nVr37FIYccEkC0kuh0/BEfyh/xEUT+VFVVtWoBqqysLKr9pqam1ltg6t69e4t6QWkgch1/xI/yR+ItoQtaIiLxkpuby4wZM7j55puZPn06X3zxBX379uV73/sel112Gbm5uVx44YWceeaZ/PWvf+X3v/89kyZNYtKkSfzqV79i8uTJuhRRRESSQnl5eW0xaceOHbs9r++xqSJUSUlJVPs1s3qLS/369WvRpXhZWVk694qItGMJPYbWmDFj3IIFC4IOQ5JUcXEx+fn5QYchSaqp/CkpKeHee+/ld7/7HWvXrmX//ffn0ksv5cQTT9QYF6Ljj3hR/kik6urqPe6CV99jzfOioiLKysoaXba8vDzq/ddXSGrpeFA5OTkqQCU4HX/Eh/JHfLRkDK2ELmgNGjTILV++POgwJEk9//zzHHvssUGHIUkq2vwpLS3lgQce4NZbb2X58uX06dOHH/3oR5xzzjl07NgxDpFKItLxR3wof5JbTTGpqV5PjRWlIh937txJtP9ez8zMJCMjg4KCgt0KSs15jHyek5NDSkpKjL8xSSQ6/ogP5Y/4aHODwu/atSvoECSJLVq0SAdUabFo8ycrK4sLL7yQ888/n+eff55bbrmFyy67jGuuuYZTTz2Vc889l/Hjx+sv0u2Mjj/iQ/kTP9XV1ezcubNZBaamHqMdgNzM6i0oFRYWNlhgauwxNzeXjIwMbrjhBq666qoYf3PSVun4Iz6UPxJvCV3QEhFJFikpKRx//PEcf/zxzJ8/n7vuuotHH32Uv/3tb+y3336ce+65nHbaaey1115BhyoikpScc5SXlze7wNRU76doZWZm7lFI6tixY+0d8KLt9RTZ+0l/7BAREWm5hL7kcPjw4W7JkiVBhyFJ6sMPP2To0KFBhyFJqjXyZ/v27Tz22GPce++9zJs3j9TUVA4//HBOOeUUpk6dSqdOnVonWEk4Ov6Ij7aQPzXjPtUUkiKnnTt3Nmt+ZAEq2jtgp6SkNLvA1FTvp/T09Bh/a62jLeSPBEf5Iz6UP+IjIS85NLNOwGIgB/gSyAAGAY855/6vsXUTudgmiS/aLv8i9WmN/OnQoQPnnXce5513HosWLeLRRx/lscceY9q0aZx//vkceeSRHHvssRxzzDEUFha2QtSSKHT8ER/xzB/n3G5jPjW32NTQ/OYMG1Fz6V1ubm5tsSkvL48uXbrQp0+fFhWlsrOz223vJx1/xIfyR3wofyTeYl7Qcs5tNbOHgArn3DVmNgn4fVPFLICtW7fGOjxpw1544QVGjhwZdBiSpFo7f0aMGMGIESO44YYbmDt3Lo8++ihPPfUUzz33HACjRo3imGOO4fDDD+fAAw8kMzOz1fYt8afjj/hoKH8qKyv3KCA11qsp2iJUVVVV1LFlZWXtVnSqKUJ17dp1t/n1Fagamt+ei0+xoOOP+FD+iA/lj8RbvMbQGg38Nfx8LPB+nPYrIpJQzIzx48czfvx4brnlFj788EOef/55XnjhBW688UZ++9vfkpWVxYQJEzj00EOZNGkSY8eOJS8vL+jQRSQK1dXVlJSUsHPnzhZPS5Ys4dlnn92jCFVaWhp1HKmpqfUWk3r27NlgoampIlRubi5paRp+VURERBJDPAtaNUWsscBb0ayUm5sbs4Ck7Rs7dmzQIUgSi0f+mBnDhg1j2LBh/PznP2fr1q289dZbzJw5k5kzZ3LttdfinCMlJYXhw4czfvx4DjjgAEaOHMnQoUN1jExgOv4ktpqeTjt37mTXrl1exae6U3Pv0GxmtcWimmJSZmZm7WDjTRWaGnovIyNDvZ7aKR1/xIfyR3wofyTeYj4ovJn1AhY757qEXy8GznfO/bepdUePHu3ef1+duaRltmzZQufOnYMOQ5JUIuRPUVERc+bM4b333uPdd9/lvffeY8uWLUDoP8EDBgxg+PDhu00DBgwgJycn0LglMfInWdXcyW7Xrl21U0lJyW6vI6eWFJ3Ky8ubFVN6evpuRaecnJzdXvtMWVlZexSelD/iQ/kjPpQ/4kP5Iz4SclB4du+dBbAd+AHQZEFrw4YNsYpJ2oG7776bq666KugwJEklQv4UFBRwzDHHcMwxxwCh/+h/9tlnLF68mMWLF7NkyRKWLFnC888/v9sYOD179mTAgAG7Tf369aOwsJBevXqRnZ0d1EdqNxIhf1pbzeDhDRWXmjO/qWWrq6ubHV9WVla9BaMePXp4F53ifXe7tpg/Ej/KH/Gh/BEfyh+Jt5j30GouMzsPOA8gLy9v7JVXXgnA5MmT6dmzJ4888ggA++yzDyeddBI33XQTABkZGVx22WVMnz6dtWvXAnDOOeewZMkS3nnnHQCOOOIIOnbsyBNPPAHAkCFDmDJlCn/84x8J748f/ehH3HvvvWzcuBGACy+8kPfee4/58+cDcMwxx5Cens7TTz8NhAZ6njRpErfffjsAnTp14qKLLuKuu+6qHdT+4osvZtasWSxatAiAqVOnUlFRwQsvvACEumaOHz+eu+++G4CuXbty7rnn8uc//5kdO3YAcOmll/Liiy+ybNkyAE4++WS2bdvGq6++CsCBBx7I8OHDue+++wDo1asX3/ve97j55ptr/xJ9xRVX8OSTT/Lpp58C8N3vfpd169YxY8YMAA4++GAGDBjA3//+dwD69u3L6aefzo033ohzDjPjyiuv5OGHH+aLL74A4KyzzmLFihW8/fbbCddODzzwAN26dVM7JXg7Jerv6fXXX68dtyrR2+nee+9l0aJFbNiwgQEDBvDBBx/w8ccfU1RUxPbt2/e4Y2znzp3JyMggPz+fLl26cOihh/LZZ59RXV1NTk4O3/3ud1mzZg2ff/452dnZHHfccQnbTon6e/rkk09ISUnZrZ1a6/e0fv16KisrOfPMM3nnnXdYsGABlZWVHHDAAVRVVTFjxgwqKiooLCxkwIABvPjii1RWVpKens7o0aP5z3/+w44dO6isrGTQoEGsWrWKTZs2UVlZSadOnSgtLWXjxo1UVlZiZlRXV7N9+3YqKipadPfh9PR0cnJyqK6uJiMjg+zsbAoLC9m0aRNpaWm1cX311Vfs2rWL9PR09t9/f8rLy1m5ciUZGRmMGDGCfv36MWvWLNLT0+nbty/f+c53uPfee0lPTycjI4Orr766zRz3tm7dWvsI+j0lajsl6nGvurqafffdV+2U4O2UqL+nHTt2cNhhh6mdErydEvX3tGHDBqZNm6Z2SvB2StTf09VXX93sHlrNLmiZ2WHAa1EsOss5d2izNl5Hv3793MqVK302Ie3Yvffey7nnnht0GJKk2kr+lJWVsXLlSr744gvWrl3L2rVrWbNmzW7PN2zY0Ohtljt37kynTp3Iy8sjPz+/wSknJ4esrKw9pszMzD3mZWRkkJqaSlpaGqmpqbVTzet4jP1TXV1NZWUllZWVVFVVteh5eXn5blNZWRnl5eW8+eabjB8/frd5dZdpbF7k69LSUkpKSigtLaW0tLTZl8vVlZaWVtsO2dnZu7VL3dc5OTlkZ2eTk5Oz29Sceampqa3UYu1HWzn+SDCUP+JD+SM+lD/ioyWXHLakoJUD9Ili0V3OuVXN2ngd48aNc/PmzfPZhIiINME5x44dO9i8eXPttGnTpt1eb926leLi4nqnHTt2tOgSscaYWb0FLzPbrZdQzfOGHuvOiyxGxVtGRsZuU2ZmZlTzIotMTRWgmnqdlZWlu9SJiIiISMKJS0GrucysyR045+r9U3yfPn3cqlVeNTFpx/785z/zox/9KOgwJEkpf6LnnKsd/6imF1FpaSllZWW7vY6cV1ZWRlVVVW1xqeZ5U69rRPbgqnne0GPk87S0tNoime/z1NTUBgtRDz30EBdddFHt6/T0dN1xTqKm44/4UP6ID+WP+FD+iI+EHBS+oWJVNCL/8yLSXDXX+4q0hPInemZWO3i2hKSkpFBQUBB0GJKkdPwRH8of8aH8ER/KH4m3lFjvwMyyzOxpM1tmZh+Y2StmNiDW+xURERERERERkbYpHpccZgGTnHOvhF//EPi2c+4bTa07duxYVzOav0hzlZWVkZmZGXQYkqSUP+JD+SM+lD/iQ/kjPpQ/4kP5Iz5acslhzHtoOedKa4pZYe8AUfXQ2rZtW2yCknbhxRdfDDoESWLKH/Gh/BEfyh/xofwRH8of8aH8kXiLeUGrHhcDz0SzYElJSYxDkbZs2bJlQYcgSUz5Iz6UP+JD+SM+lD/iQ/kjPpQ/Em9xvXe3mV0J7At8M577FRERERERERGRtiNuBS0zuww4ETjMObcrmnV0hyjxcfLJJwcdgiQx5Y/4UP6ID+WP+FD+iA/lj/hQ/ki8xaWgZWY/BU4jVMzaGu16VVVVMYtJ2j6NwSY+lD/iQ/kjPpQ/4kP5Iz6UP+JD+SPxFvMxtMysN/BHoBMww8w+MLN50ayrH4T4ePXVV4MOQZKY8kd8KH/Eh/JHfCh/xIfyR3wofyTeYt5Dyzm3GrBY70dERERERERERNqHIO5yGLW8vLygQ5AkduCBBwYdgiQx5Y/4UP6ID+WP+FD+iA/lj/hQ/ki8JXRBKzs7O+gQJIkNHz486BAkiSl/xIfyR3wof8SH8kd8KH/Eh/JH4i2hC1obN24MOgRJYvfdd1/QIUgSU/6ID+WP+FD+iA/lj/hQ/ogP5Y/EW0IXtEREREREREREROpK6IJWRkZG0CFIEuvVq1fQIUgSU/6ID+WP+FD+iA/lj/hQ/ogP5Y/Emznngo6hQePGjXPz5s0LOgwREREREREREYkRM5vvnBvXnHUSuofW+vXrgw5BktjNN98cdAiSxJQ/4kP5Iz6UP+JD+SM+lD/iQ/kj8ZbQBa3q6uqgQ5AkVl5eHnQIksSUP+JD+SM+lD/iQ/kjPpQ/4kP5I/GW0AUtERERERERERGRujSGlrRZ1dXVpKSoZisto/wRH8of8aH8ER/KH/Gh/BEfyh/x0ebG0NqyZUvQIUgSe/LJJ4MOQZKY8kd8KH/Eh/JHfCh/xIfyR3wofyTeErqgVVpaGnQIksQ+/fTToEOQJKb8ER/KH/Gh/BEfyh/xofwRH8ofibeELmiJiIiIiIiIiIjUldBjaI0YMcItWrQo6DAkSa1cuZJ+/foFHYYkKeWP+FD+iA/lj/hQ/ogP5Y/4UP6Ij4QaQ8vMHjEz18j0SlPbqKioiFV40g6sW7cu6BAkiSl/xIfyR3wof8SH8kd8KH/Eh/JH4i2WlxzeACwB3gYmhKejwu/dBJzf1Aa2b98es+Ck7ZsxY0bQIUgSU/6ID+WP+FD+iA/lj/hQ/ogP5Y/EW8wKWs65JUBv4D/OuXecc+8ANaO8P++cWxmrfYuIiIiIiIiISNsV1RhaZnYY8FoU25vlnDs0vE5fYCVwmnPusfC8S4BbgU7OuXq7X5nZecB54ZfDCfXyEmmJvYBNQQchSUv5Iz6UP+JD+SM+lD/iQ/kjPpQ/4mOwcy6/OSukRbncf4EhUSy3K+L5yPBj5Kjuo4GVDRWzAJxz9wD3AJjZvOYOCiZSQ/kjPpQ/4kP5Iz6UP+JD+SM+lD/iQ/kjPsxsXnPXiaqg5ZzbBXzUzG2PIHSJ4ccR80YDC5u5HRERERERERERkVqxHBR+JLDUOVcFYGbphHp5qaAlIiIiIiIiIiItFuuCVmTxqgeQDhQ1Yxv3tGpE0t4of8SH8kd8KH/Eh/JHfCh/xIfyR3wof8RHs/MnqkHhm71RsxygGPipc+5P4XlZwFxgH+A859xDrb5jERERERERERFp82JS0BIREREREREREYmVWF5y2CJmtreZPWlm28xsu5n928z6BB2XiIiIiIiIiIgkhoTqoRW+VHEhUAb8AnDA9UAOMMI5tzPA8EREREREREREJAEkWg+tc4EBwFTn3NPOuWeA44G+wPmBRiZJwcw6mdmXZrbZzD4wsw/NrMLMNGabNEn5I81lZm+Y2cJwvrxtZqOCjkmSk44/0lxmttLMPg7nywdmdk7QMUlyMLMsM3vazJaFc+cVMxsQdFySHMysV8Rx5wMzW25mlWZWEHRs0v4kWg+t/2/v3kMsr8s4jr8/5WUxb6uWZYZSomSxzhJpKbVmiqVi6Wopll00KFSMMkiNtnsZRCVFJG2gZlFEXtJKMzSXZEPL1PXaxWuYlq6Gt/Ly9MfvN3UcZnfOzBn9nd/0fsFwzvl+z+UZ+PJw5pnn+/39ClhUVXtNGf81QFUt6yQw9UqSLwBPVNWKJMuAL1fVHl3HpX5w/Wg2kmxRVQ+19w8BVlTVRLdRqa/MP5qNJLfT/BP4Dx2Hop5pL9a1rKoubh8fDxxaVft0G5n6KMnHgT2r6uCuY1H/JPk+cOR6nnJJVe2/rslx69B6FbBmmvEbgF2f41jUX0uBa9r7rxm4Lw3D9aOhTRazWptP3rHbRnNk/tHIzD+aSVU9PlnMaq2m2SXj+tFcvB9YCa4fzckXaGpAq4DXtz9vaee+xAw79catoLUVsHaa8QeAxc9xLOov/yDQKFw/mpUk5yS5G/gs8C6AqnoQOBv4Rtux9SHg91X17q7iVC+YfzRbZyW5PslZSV4K5h/NyQnA+eD60ewkeSOwGXARuH40e1W1Btge+E1Vra6q1cDj7fSFVXX7+l4/bgUtaA6CnyrPeRTqpSTbARtW1R3t0BLg+g5DUo+4fjQXVXVUVW0PfAY4bWDK4oSGZv7RHCyrqiU0ueZPwI8H5sw/GkqSk4GdgZMHhl0/GtYxwJlV9eTAmOtHQ0uyA7AlzcUBJ03Q1IVm/B40bgWttTRdWlMtZvrOLWmqwQQK8E/guI5iUf+4fjSKlcB+SbZuH/uFTrNh/tGsTBY/2z8kvwrskWTDdtr8oxklOQlYDry1qh4dmHL9aEZJNqdZPyunTLl+NBu7tbfXDYwtBW6vqn/O9OINnpWQ5u4GmnO0ptoVuPE5jkU9VFUX0ba8to/3Ws/TpWdw/Wg2kiymuZDJPe3QcuA+4IF1dNt8s4Mw1RPmH81GkhfQ5JgH26GjgDVV9YT5R8NI8hGag5j3HVhH6+oWdf1oOkcCv6uqP04OuH40B0tothjeMjC2lGd2bK3TuHVoXQC8bvCysUl2BPZq5yRJGheLgQva82uupTm08qBqLh9st42kZ9O2wGVJrktyPXAwcHg7Z/7ReiXZHvgKzTafy9rDu69up10/GtYxwHemjLl+NFu7ATdU1VMAbafxKxmyoJXme/d4aP/bdC3wGPAJmn2Tn6U5aG5JVT3cYXiSJEmSJEmaB0luBVZV1THt45cBdwInVtXpM71+rDq0quoRYB/gVpqrI5wD3AbsYzFLw0hSM/10HaPGl+tHUlfMP5Ik6f9Jkk2AV/DM87P+DqwBTksy49Uxx6pDS5IkSZIkSZrJWHVoSfMhyQFJfpfkmvZsm6O7jkn9k+R9bVfE27uOReNpmI4aO200rCSLkpyX5Kb2PJuLB88UlQaZfzQK149G4frROLFDSwtKkucBDwB7VtWNSXag2cK6tdtWNax23fwACHBaVZ3XbUSSFroki4BlVXVx+/h44NCq2qfbyCRJksaTHVpaaNLebtXebgncD/y7k2jUO21RdCVwAvCvjsNRj9gdqlFU1eOTxazWasAOLQ3F/KNRJPlVkmvb7tBVSSa6jkn9Yf5Rl+zQ0oKTZD+a7ppHgMU0/+G+tNuo1BdJTgI2q6oVSS4HvmaHlmZid6jmW5IzgQer6sSuY9F4M/9oVEm2qKqH2vuHACuqaqLbqNQH5h91bYOuA5DmU5INgFNpilhXJHktcH6SJVX1j47D05hL8irgMOANXcei3rE7VPMmycnAzsCbu45FvWD+0Ugmi1mtzTsLRH1k/lGnLGhpoZkAtquqKwCq6qokfwWWAr/sMjD1whuBHYA/JgF4MXBGkpdU1bc6jUxjraqeSnI4cF6Swe5Qv9BpVtou0eXAvlX1aNfxaPyZfzQfkpwDLAOeBg7oOBz1hPlHXXPLoRaUJNsCfwZ2b9tedwKuAnarqju7jU5945ZDDavtDr0U+ORgdyhgd6iGluQjwFE0xay1XcejfjD/aD4lORY4pKoO7DoWjT/zj7rmofBaUKrqXuADwA+TXAucCxxnMUvSs2yCKd2hwGR3qDSjJNsDX6HZrnFZezjz1d1GpZ6YwPyj+bMS2C/J1l0Hol6YwPyjDrnlUAtOVf2A5lB4aSRVtXfXMag37gK2S7LrQHfoTsAtHcelnqiqu/nfWSTSbJh/NGdJFgOLquqedmg5cB/NQd/STMw/6pQFLUmSRlRV9yaZ7A59mqYD2u5QSc86849GtJhm7SyiOT/rPuCg8lwaDcH8o655hpYkSZIkSZJ6xTO0JEmSJEmS1CsWtCRJkiRJktQrFrQkSZIkSZLUKxa0JEmSJEmS1CsWtCRJkiRJktQrFrQkSZIkSZLUKxa0JEmSJEmS1CsWtCRJkhawJJcnubzrOCRJkuaTBS1JkiRJkiT1igUtSZKkMZVk465jkCRJGkcWtCRJkkaUZCLJk0mOWcf8p5JUkhet5z0mn/PqJBcneRj4UTu3U5Kzk9yW5LEkf0nyrSSLp7zHEUluTvKvJDckOWRef1FJkqQxsUHXAUiSJC0A3wTWAN9dx/yN7e3uwIUzvNf5wErgNODpdmw74G7gw8Ba4OXAKcDPgNcDJNkX+D5wEfBR4IXA14ENgVtm+ftIkiSNNQtakiRJI0iyP7An8M6qqnU87c72doch3vL0qvr64EBVXQFcMfCZVwJ/AlYlWVpV1wCfBm4G3lZVT7fPuwlYjQUtSZK0wLjlUJIkaTTHAg8B504OJDk6ye4Dz9m0vR3mu9e5UweSbJTklHY74WPAE8CqdnqXJM8HXgv8eLKYBVBVvwVun80vI0mS1AcWtCRJkkazN3BlVT0BkGQRcAawy8BzXtze3jbE+90zzdgXgU8B3wMOpNm6eGg7twjYhmZr4b3TvHa6MUmSpF5zy6EkSdIcJdmCppj054HhNwEb05x5NTj2JPCbId52um2LRwBnVdXnBj5704H5f9B0bW07zWu3Be4Y4nMlSZJ6ww4tSZKkuZv85+CigbEPAo8DGwEk2QZ4B/DTqlo7x8/ZhKZgNeh9k3eq6ingKuCwJP/9fpdkD2DHOX6mJEnS2LJDS5IkaY6q6v4kdwHLk1wC7AbsDPwcOC7JxsCp7dNPHuGjfgG8J8n1NIfBH0pzEP2gFcAlwHlJvk1zlcNPA38b4XMlSZLGkh1akiRJo3kvzZa/s4A3AAcDXwZeDfyQpltr76oa5UqDJwAXAJ9v33Mz4MjBJ1TVpcBRNGd3/QT4GPBhvMKhJElagLLuq0tLkiRJkiRJ48cOLUmSJEmSJPWKBS1JkiRJkiT1igUtSZIkSZIk9YoFLUmSJEmSJPWKBS1JkiRJkiT1igUtSZIkSZIk9YoFLUmSJEmSJPWKBS1JkiRJkiT1igUtSZIkSZIk9cp/AFna2OrPeVwYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 8 filter characteristics - thanks Peta Palka ! \n", "filter = myFilter([1], [1, a1, a2])\n", "filter.demo(np.pi/4)" ] }, { "cell_type": "code", "execution_count": 9, "id": "d595f53b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# synthesis by filtrer 1/A(z) - excitation just with a unit pulse ... \n", "e = np.zeros(nlong.shape)\n", "e[0] = 1.0\n", "synt = lfilter([1], [1,a1,a2],e)\n", "#print(synt)\n", "plt.figure(figsize=(15,3))\n", "plt.plot(nlong, xlong, label='$x[n]$')\n", "plt.plot(nlong, synt, label=r'$synt[n]$')\n", "plt.gca().grid()\n", "plt.legend()\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "21f38932", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.034033109222882864\n" ] } ], "source": [ "# ------------------ HMM ---------------------------\n", "O = [[0.5,1], [1.2,3], [1,2], [-0.5,-3], [-1,-5]]\n", "A = [[0,1,0,0], [0,0.6,0.4,0], [0,0,0.7,0.3], [0,0,0,0]]\n", "mu2 = [1,2]\n", "mu3 = [-1,-2]\n", "sigma2 = [2,2]\n", "sigma3 = sigma2.copy()\n", "\n", "# 2 Gaussian by hand ... b2(o(1)), resp in Python O[0]...\n", "out = 1 / np.sqrt(2 * np.pi) / sigma2[0] * np.exp(- np.square(O[0][0] - mu2[0]) / 2 / np.square(sigma2[0])) * 1 / np.sqrt(2 * np.pi) / sigma2[1] * np.exp(- np.square(O[0][1] - mu2[1]) / 2 / np.square(sigma2[0]))\n", "print(out)" ] }, { "cell_type": "code", "execution_count": 11, "id": "140d3baf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[3.40331092e-02 3.49383071e-02 3.97887358e-02 1.31960685e-03\n", " 5.27909160e-05] [0.00975065 0.00095464 0.00326606 0.03403311 0.01291751]\n" ] } ], "source": [ "# now all emission likelihoods ... \n", "from scipy.stats import multivariate_normal\n", "b2 = multivariate_normal.pdf(O, mean=mu2, cov=[[np.square(sigma2[0]), 0], [0, np.square(sigma2[1])]])\n", "b3 = multivariate_normal.pdf(O, mean=mu3, cov=[[np.square(sigma3[0]), 0], [0, np.square(sigma3[1])]])\n", "print(b2, b3)" ] }, { "cell_type": "code", "execution_count": 12, "id": "18310ec2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.9200968169556076e-12 6.023327439557244e-11 6.289641441921054e-10 2.0903645524805025e-11\n" ] } ], "source": [ "# likelihoody of individual state sequences - sorry, need to re-index for Python, and sorry for doing it this \n", "# terrible way by hand ;) \n", "# X1 = [1, 2, 3, 3, 3, 3, 4]\n", "POX1M = A[0][1] * b2[0] * A[1][2] * b3[1] * A[2][2] * b3[2] * A[2][2] * b3[3] * A[2][2] * b3[4] * A[2][3]\n", "# X2 = [1, 2, 2, 3, 3, 3, 4]\n", "POX2M = A[0][1] * b2[0] * A[1][1] * b2[1] * A[1][2] * b3[2] * A[2][2] * b3[3] * A[2][2] * b3[4] * A[2][3]\n", "# X3 = [1, 2, 2, 2, 3, 3, 4]\n", "POX3M = A[0][1] * b2[0] * A[1][1] * b2[1] * A[1][1] * b2[2] * A[1][2] * b3[3] * A[2][2] * b3[4] * A[2][3]\n", "# X4 = [1, 2, 2, 2, 2, 3, 4]\n", "POX4M = A[0][1] * b2[0] * A[1][1] * b2[1] * A[1][1] * b2[2] * A[1][1] * b2[3] * A[1][2] * b3[4] * A[2][3]\n", "\n", "print(POX1M, POX2M, POX3M, POX4M)" ] }, { "cell_type": "code", "execution_count": 13, "id": "143192a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7.120211609294385e-10\n" ] } ], "source": [ "# 3 Baum Welch \n", "POM = POX1M + POX2M + POX3M + POX4M\n", "print(POM)" ] }, { "cell_type": "code", "execution_count": 14, "id": "a2306e63", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.289641441921054e-10\n" ] } ], "source": [ "# 4 Viterbi \n", "POMstar = np.max([POX1M, POX2M, POX3M, POX4M])\n", "print(POMstar)" ] }, { "cell_type": "code", "execution_count": 15, "id": "ff29c946", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ -inf 0. -inf -inf]\n", " [ -inf -0.51082562 -0.91629073 -inf]\n", " [ -inf -inf -0.35667494 -1.2039728 ]\n", " [ -inf -inf -inf -inf]]\n", "[-3.38042143 -3.35417143 -3.22417143 -6.63042143 -9.84917143] [-4.63042143 -6.95417143 -5.72417143 -3.38042143 -4.34917143]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Honza\\AppData\\Local\\Temp\\ipykernel_9348\\1070480867.py:2: RuntimeWarning: divide by zero encountered in log\n", " Alog = np.log(A) # errors are OK, log of 0 is -inf ...\n" ] } ], "source": [ "# 5 Token passing - preparation of logs \n", "Alog = np.log(A) # errors are OK, log of 0 is -inf ... \n", "print(Alog)\n", "b2log = np.log(b2)\n", "b3log = np.log(b3)\n", "print(b2log, b3log)" ] }, { "cell_type": "code", "execution_count": 16, "id": "da630576", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--- time 1 - entering the model ---\n", "-3.380421427529236\n", "--- time 2 ---\n", "-7.245418478824463 -11.250883586932627\n", "--- time 3 ---\n", "-10.98041553011969 -13.885880638227853\n", "--- time 4 ---\n", "-18.121662581414917 -15.27712768952308\n", "--- time 5 ---\n", "-28.481659632710144 -19.982974060991047\n", "--- time 6 - exiting the model ---\n", "-21.186946865316983\n" ] } ], "source": [ "# token passing - first index is state, 2nd index is time\n", "print(\"--- time 1 - entering the model ---\")\n", "Psi21 = Alog[0][1] + b2log[0]\n", "print (Psi21)\n", "\n", "print(\"--- time 2 ---\")\n", "Psi22 = Psi21 + Alog[1][1] + b2log[1]\n", "Psi32 = Psi21 + Alog[1][2] + b3log[1]\n", "print (Psi22, Psi32)\n", "\n", "print(\"--- time 3 ---\")\n", "Psi23 = Psi22 + Alog[1][1] + b2log[2]\n", "Psi33 = np.max((Psi22 + Alog[1][2] + b3log[2], Psi32 + Alog[2][2] + b3log[2])) \n", "print (Psi23, Psi33)\n", "\n", "print(\"--- time 4 ---\")\n", "Psi24 = Psi23 + Alog[1][1] + b2log[3]\n", "Psi34 = np.max((Psi23 + Alog[1][2] + b3log[3], Psi33 + Alog[2][2] + b3log[3])) \n", "print (Psi24, Psi34)\n", "\n", "print(\"--- time 5 ---\")\n", "Psi25 = Psi24 + Alog[1][1] + b2log[4] # will be never used. \n", "Psi35 = np.max((Psi24 + Alog[1][2] + b3log[4], Psi34 + Alog[2][2] + b3log[4])) \n", "print (Psi25, Psi35)\n", "\n", "print(\"--- time 6 - exiting the model ---\")\n", "Psi46 = Psi35 + Alog[2][3]\n", "print (Psi46)" ] }, { "cell_type": "code", "execution_count": 17, "id": "d98570c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.289641441921067e-10 6.289641441921054e-10\n" ] } ], "source": [ "# checking, that we got the Viterbi likelihood ... \n", "POMtoken_pass = np.exp(Psi46)\n", "print(POMtoken_pass, POMstar)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }