{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ideal time and message cost analysis for Mega-Merger: comparing theoretical results with empirical simulations" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from pydistsim.demo_algorithms.santoro2007.mega_merger.algorithm import MegaMergerAlgorithm, ExampleParameters\n", "from pydistsim.benchmark import AlgorithmBenchmark\n", "from pydistsim.network.behavior import NetworkBehaviorModel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking: ideal communications\n", "\n", "For this part, we will run a battery of simulations with the help of the benchmark module.\n", "\n", "The parameters we will use are:\n", "\n", "#. The algorithm to test.\n", "\n", "#. The sizes of the networks to test.\n", "\n", "#. The number of simulations to run for each network configuration (1 for now).\n", "\n", "#. The network behavior (ideal communications obviously)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "\n", "\n", "benchmark_ideal = AlgorithmBenchmark(\n", " ((MegaMergerAlgorithm, ExampleParameters.numerical_parameters),),\n", " network_behavior=NetworkBehaviorModel.IdealCommunication,\n", " network_sizes=list(range(1, 30)) + list(range(30, 100, 10)) + list(range(100, 501, 50)),\n", " network_repeat_count=defaultdict(lambda: 1), # 1 run for every network configurations\n", ")\n", "\n", "benchmark_ideal.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the benchmark terminates, we can plot the results. But first, lets take a look at the raw data so we can understand\n", "what we may achieve." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Net. node countNetwork typeNet. edge countQty. of messages sentQty. of messages deliveredQty. of status changesQty. of steps
01complete00.01.04.03.0
11homogeneous00.01.04.03.0
21hypercube00.01.04.03.0
31rectangular mesh00.01.04.03.0
41rectangular torus11.02.07.05.0
........................
260483rectangular mesh8028964.09146.010833.01215.0
261500complete124750256830.0257033.0339751.01423.0
262500homogeneous1042228268.028472.032991.0447.0
263500ring5009337.09536.010145.02634.0
264500star4993112.03304.04805.04260.0
\n", "

265 rows × 7 columns

\n", "
" ], "text/plain": [ " Net. node count Network type Net. edge count \\\n", "0 1 complete 0 \n", "1 1 homogeneous 0 \n", "2 1 hypercube 0 \n", "3 1 rectangular mesh 0 \n", "4 1 rectangular torus 1 \n", ".. ... ... ... \n", "260 483 rectangular mesh 802 \n", "261 500 complete 124750 \n", "262 500 homogeneous 10422 \n", "263 500 ring 500 \n", "264 500 star 499 \n", "\n", " Qty. of messages sent Qty. of messages delivered \\\n", "0 0.0 1.0 \n", "1 0.0 1.0 \n", "2 0.0 1.0 \n", "3 0.0 1.0 \n", "4 1.0 2.0 \n", ".. ... ... \n", "260 8964.0 9146.0 \n", "261 256830.0 257033.0 \n", "262 28268.0 28472.0 \n", "263 9337.0 9536.0 \n", "264 3112.0 3304.0 \n", "\n", " Qty. of status changes Qty. of steps \n", "0 4.0 3.0 \n", "1 4.0 3.0 \n", "2 4.0 3.0 \n", "3 4.0 3.0 \n", "4 7.0 5.0 \n", ".. ... ... \n", "260 10833.0 1215.0 \n", "261 339751.0 1423.0 \n", "262 32991.0 447.0 \n", "263 10145.0 2634.0 \n", "264 4805.0 4260.0 \n", "\n", "[265 rows x 7 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benchmark_ideal.get_results_dataframe(grouped=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot everything:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot only complete network results\n", "\n", "Since the complete and homogeneous network results are the most interesting, we will plot them separately." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Complete network runs" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " result_filter=lambda line: line[\"Network type\"] == \"complete\", y_vars=[\"Qty. of messages sent\", \"Qty. of steps\"]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Homogeneous network runs" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4uIiLFy8KIYRIT08XSqWySet2d3cX77//vsjPzxdOTk5iy5YtUllKSooAIJKSkoQQQuzcuVPI5XKRnZ0t1Vm7dq3QaDSirKyswd+p1+sFAKHX65vUdqL2jrFE1DA2OwN3c3NDVlZWjeUnTpzALbfc0qh1VlZW4rPPPkNRURFCQ0Nx7NgxlJeXIzw8XKrTs2dP+Pn5ISkpCQCQlJSEvn37mj2DPCIiAgaDgdfiiYio1bLZKPQJEyZg/vz52LJlC2QyGaqqqnDgwAE899xzePjhhy1a1+nTpxEaGorS0lK4uLjgiy++QFBQEJKTk6FQKKSHpZh4eXkhOzsbAJCdnW2WvE3lprKbKSsrQ1lZmfTeYDBY1GYiuo6xRNQ4NjsDf/XVV9GzZ0/4+vqisLAQQUFBCAsLw5AhQ/DCCy9YtK4ePXogOTkZhw8fxsyZMzFlyhScO3eumVp+XWxsLLRarfTy9fVt1u8jaqsYS0SNY7OZ2EwyMzNx+vRpFBYWYsCAAQgMDGzyOsPDw3Hbbbdh/PjxGDFiBK5du2Z2Ft61a1fMmjULs2fPxqJFi/DVV18hOTlZKk9PT8ett96K48eP13jYikltZw2+vr6cPYrIQowlosax2Rn4Sy+9hOLiYvj6+mLMmDH4+9//jsDAQJSUlOCll15q0rqrqqpQVlaGgQMHwsnJCQkJCVJZamoqMjIyEBoaCgAIDQ3F6dOnpfvQASA+Ph4ajQZBQUE3/Q6lUindumZ6EZHlGEtEjWOzM3AHBwdkZWXB09PTbPmVK1fg6emJysrKBq1nwYIFGD16NPz8/FBQUICNGzdi+fLl+O6773Dvvfdi5syZ2LlzJ+Li4qDRaPDUU08BAA4ePAjg+sC3/v37w8fHBytWrEB2djYmT56MRx99FK+++mqDt6e1zN+sLzYir9AIQ2k5NGon6DoooHVW1P9BolaitcSSPWHct082G8QmhIBMJqux/OTJk+jYsWOD15Obm4uHH34YWVlZ0Gq1CA4OlpI3ALz11luQy+WIiopCWVkZIiIisGbNGunzDg4O2LFjB2bOnInQ0FB06NABU6ZMaXIvgC1czi/B/K2n8GNanrQsLFCHZVHB8HFT27BlRNRcGPftV4ufgbu7u0Mmk0m/rqsn8crKShQWFuKJJ57A6tWrW7JZTWbrswZ9sRExn54wC2KTsEAdVk0cwF/kZBdsHUv2hHHfvrX4GfjKlSshhMC0adOwdOlSaLVaqUyhUKBbt27S9WlquLxCY61BDACJaXnIKzQykInaGMZ9+9biCdz0FDJ/f38MHTpUehY4NY2htLzO8oJ6yonI/jDu2zebjUJ3dXVFSkqK9P7LL7/E2LFj8c9//hNGo9FWzbJbGpVTneWu9ZQTkf1h3LdvNkvgjz/+OM6fPw8AuHTpEsaPHw9nZ2ds2bIF8+bNs1WzWhV9sREXcwtxIuMaLv5RCH3xzX/Y6FwUCAvU1VoWFqiDzoXdaEStkSVxfiPGfftms9vItFotjh8/jttuuw3Lly/H7t278d133+HAgQOYMGECMjMzbdGsRrP2wJvGjCy9nF+C57eeQuINn1keFYzOHI1KdqI9DWKzxghyxn37ZdPbyKqqqgAAP/zwA/76178CAHx9fZGXV/ugjPZCX2ysEdTA9UEpz289ddORpT5uaqyaOAB5hUYUlJbDVeUEnQvvByVqjRob5zdi3LdfNkvggwYNwssvv4zw8HDs27cPa9euBXB9GtMbHy7S3jRlZKnWmYFLZA+sOYKccd8+2ewa+MqVK3H8+HHExMRg4cKFCAgIAAB8/vnnGDJkiK2a1SpwZClR28c4p6ay2Rl4cHAwTp8+XWP5a6+9BgcHBxu0qPXgyFKito9xTk1lszPwm1GpVHByat9/uBxZStT2Mc6pqVpdAqfr17OWRQXXCG7TyFJe6yKyf4xzaiqbPw+8rWiOW19MTxjiyFJqT9rTbWQA45war0WvgRsMhnYRkNbCkaVEbR/jnBqrRbvQ3d3dkZubCwC45557kJ+f35JfT0RE1Ga0aAJ3cXHBlStXAAB79+5FeTlvkyAiImqMFu1CDw8Px913341evXoBAMaNGweFovauo927d7dk04iIiOxKiybwjz/+GBs2bMDFixexb98+9O7dG87Ozi3ZBCIiojbBZqPQ7777bnzxxRdwc3OzxddbXXsbOUvUXBhLRA1js5nY9uzZI/3b9BtCJpPZqjk2Y7qFxFBaDo3aCboOHJFKZA8Yu2RrNkvgAPDhhx/itddeQ1paGgCge/fumDt3LiZPnmzLZrUYazxKkIhaHmOXWgObzcT25ptvYubMmRgzZgw2b96MzZs3Y9SoUXjiiSfw1ltv2apZLaa+Rwnqi402ahkR1YWxS62Fzc7AV61ahbVr1+Lhhx+Wlt1///3o3bs3lixZgtmzZ9uqaS3Cmo8SJKKWw9il1sJmZ+BZWVm1PjZ0yJAhyMrKskGLWhYfJUhknxi71FrYLIEHBARg8+bNNZZv2rQJgYGBNmhRy+KjBInsE2OXWgubdaEvXboU48ePR2JiIoYOHQoAOHDgABISEmpN7G2N6VGCibV0xfFRgkStF2OXWgubnYFHRUXh8OHD0Ol02L59O7Zv3w6dTocjR45g3LhxtmpWi+GjBInsE2OXWgs+TtRKGjv5BB8lSGTOXiZyYeySrdn0PnDiowSJ7BVjl2zNZl3o1hIbG4s77rgDrq6u8PT0xNixY5GammpWp7S0FNHR0fDw8ICLiwuioqKQk5NjVicjIwORkZFwdnaGp6cn5s6di4qKipbcFCIiogaz+wS+b98+REdH49ChQ4iPj0d5eTlGjhyJoqIiqc7s2bPx9ddfY8uWLdi3bx8uX76MBx98UCqvrKxEZGQkjEYjDh48iA0bNiAuLg6LFi2yxSYRERHVq81dA//jjz/g6emJffv2ISwsDHq9Hp06dcLGjRvxf//3fwCAn3/+Gb169UJSUhLuvPNOfPvtt/jrX/+Ky5cvw8vLCwCwbt06zJ8/H3/88cdNH3lanb1ctyNq7RhLRA1j92fgN9Lr9QCAjh07AgCOHTuG8vJyhIeHS3V69uwJPz8/JCUlAQCSkpLQt29fKXkDQEREBAwGA86ePduCrSciImqYVjeIbc2aNcjLy2tU93VVVRVmzZqFoUOHok+fPgCA7OxsKBSKGo8t9fLyQnZ2tlSnevI2lZvKalNWVoaysjLpvcFgsLi9RMRYImosm52BV79GXd3WrVsRFxfXqHVGR0fjzJkz+Oyzz5rQsoaJjY2FVquVXr6+vs3+nURtEWOJqHFslsC9vLwwbdo07N+/32x5QkICLl26ZPH6YmJisGPHDuzZswddunSRlnt7e8NoNCI/P9+sfk5ODry9vaU6N45KN7031bnRggULoNfrpVdmZqbFbSYixhJRY9ksgX/88ce4evUq7rnnHnTv3h3Lli3D5cuXLV6PEAIxMTH44osvsHv3bvj7+5uVDxw4EE5OTkhISJCWpaamIiMjA6GhoQCA0NBQnD59Grm5uVKd+Ph4aDQaBAUF1fq9SqUSGo3G7EVElmMsETWOzUeh//HHH/joo48QFxeHlJQUREREYNq0abj//vvh6Fj/Jfonn3wSGzduxJdffokePXpIy7VaLdRqNQBg5syZ2LlzJ+Li4qDRaPDUU08BAA4ePAjg+m1k/fv3h4+PD1asWIHs7GxMnjwZjz76KF599dUGbQdHzhJZB2OJqIFEK/LOO+8IpVIpZDKZ6NSpk3jxxRdFUVFRnZ8BUOtr/fr1Up2SkhLx5JNPCnd3d+Hs7CzGjRsnsrKyzNbzyy+/iNGjRwu1Wi10Op149tlnRXl5eYPbrtfrBQCh1+sb/Jn8ojJxIadAHP/1qriQWyDyi8oa/FmitqoxsWQpxh61BTY/A8/JyZEmTvn1118xbtw4TJ8+Hb/99huWL18OHx8ffP/997ZsYoNYetZwOb8E87eewo/VnmgUFqjDsqhg+Lipm7OpRK1ac5+BM/aorbBZAt+2bRvWr1+P7777DkFBQXj00Ufxj3/8w+x2r4sXL6JXr14wGo22aKJFLDno6IuNiPn0hNkBxCQsUIdVEwdwjmVqt5ozgTP2qC2x2X3gU6dOxYQJE3DgwAHccccdtdbx8fHBwoULW7hlze9KkRH9fN3wyJBuKKuogsrJAcczruGD/elITMtDXqGRBxGiZpBXaDRL3s4KB0wb5o8Bvm4oq6hClqEUABh/ZBdslsCzsrLg7OxcZx21Wo3Fixe3UItajgBwIuMa3t19AcD1g8gLkb2w6fE78du1EhgrKqEvZhInsjZDabn0b2eFA96ZOADrD6RLsQjU3Z1ueoSoobQcGrUTdB34RDKyHZslcFdXV2RlZcHT09Ns+ZUrV+Dp6YnKykobtax56YuNWPLlGRy4cAXOCgc8/pdbMbp3Z/xrx1n884szUj1ekyOyPo3KSfr3tGH+WH8gHQcuXDGrk5iWh+e3nsKqiQMAXD9rLywrh1atwIvbz+DHC7x2Tq2Dze4Dv9ml97KysgY9PMRe5RUa8eOfyfudiQPQyUWJpTvO4sebHET0xa3/+j+RvdC5KBAWqAMADPB1q5G8TY7+eg3XissR8+kJjHhzH+JTcrFw+2mz5A0wTsm2WvwM/J133gEAyGQyvP/++3BxcZHKKisrkZiYiJ49e7Z0s1qMqQvP9Ot/2lD/mx5EeD2cyLq0zgosiwrG81tPoayi6qb1pg3zx4vbT0s/rAf4upl1s1fHOCVbafEE/tZbbwG4fga+bt06ODg4SGUKhQLdunXDunXrWrpZLcbUhWc6IEwK6Vpn/YJq1+yIqOl83NRYNXEAsvSlN61zY8KuK9kDjFOyjRZP4Onp6QCAu+++G9u2bYO7u3tLN8GmTF14pgOC0rHuqxiu1a7ZEZF1mM6WwwJ1SKzllrIbMU6pNbLZNfA9e/bA3d0deXl57erxgaYuPDf19YA/kZmPoQEetdYNC9RB58JuOaLmYIpF0zVxk7BAHbq4mw9KY5xSa2STUej5+flYuHAhNm3ahGvXrgEAOnXqhKlTp+LFF1+s9/Yye+fjpoaDXIbhgTp8sD8d7/w52rX6tfCwQB2WRwXzuhpRMzJ1p+cVGlFQWg5XlZOUjKufnTNOqTVq8ZnYrl69itDQUPz++++YNGkSevXqBQA4d+4cNm7ciJ49e2L//v04deoUDh06hKeffrolm9dols7EdqXICAFgyVdncezXa9JkEgDQxV0Nb42KBwVql2z9MJMb49M08YuzwgEv/jUIt/u5ocRYKSV7xinZSoufgb/00ktQKBS4ePEivLy8apSNHDkSkydPxvfffy+NWG9Lqs/DbJoFauZfboPSSQ43tYIHBCIbYnySPWnxM/Bu3brhvffeQ0RERK3lu3btwpgxY7B48WK7moWtIWcNnIeZqH62OgNnfJK9afFBbFlZWejdu/dNy/v06QO5XG5XybuhbpyHuTrTvaREZBuMT7I3LZ7AdTodfvnll5uWp6en15heta0w1HOvKO8lJbIdxifZmxZP4BEREVi4cGGtjwgtKyvDiy++iFGjRrV0s1qEpp57RXkvKZHtMD7J3thkENugQYMQGBiI6Oho9OzZE0IIpKSkYM2aNSgrK8OHH37Y0s1qEaZJXGqbOIL3khI1n4Y8RYzxSfamxQexAde7yZ988kl8//330kNNZDIZ7r33Xrz77rsICAho6SY1WUMG3vx+tRiZ14qxas8Fs3tJhwfqsCIqGJ35RCMiqwxiMyVsS58idjm/BM9vPWWWxE33ejM+qbWxSQI3uXbtGtLS0gAAAQEB6Nixo62a0mT1HXR+v1aMeVtP4URGvnTPd1lFFZSOcuQWlGFMH2+OcCVC0xN49VvBYu4JwImMa7U+MOhmI8tNyb/6xC6MTWqNbPY8cABwd3fH4MGDbdmEFqEvNuLXK8XSQaS2pxoN7taRBwmiJtIXG6XkDTTuKWJaZyZssg82mwu9PckrNCK/hCNciZrbjbeC8Sli1JYxgbcAQ2k5n2ZE1AJuvBWMcUdtGRN4C9ConHD6dz2G3+RpRsM5wpXIKjQqJzgrHBBzTwD+O2UQOnZQYHiArta6HFlO9s6m18DbC52LAkNu80CIf0dUwfxpRsMDdIgd15fX3IisQOeiwAeP3IFVu9Pw7u4LcFY44J2JAyAgsJ9PEaM2xqaj0NuSukbO6ouNiNl4AscyrmFG2K0YFqBDRZWAs8IBTnIZPFyU8NSobNRyotalKaPQ9cVGPLv5JHr6aKQ7PTooHFFRVQVnhQOUjg7QqjmynNoGdqG3gLxCo5S8R/TyhL6kHMXGSnx/LgdR65Lw7JaTuJxfYutmEtm9K0VGTAjxw7nLepzIzIfSUY4iYwXUCgd0UDrC3dkJt3m6MHlTm8AzcCup66zhZOY1/FFoRNyBdLNuvKEBHpg61B9Pf3oCg7q682lHRGjaGfj5nAIs+zYFD4V0xfoD6WaXq4YFeOBfY/vAX+di7SYT2QTPwFuAm1qB9Tckb+D6tfD1B9IxbZg/n3ZEZAVVVQJBPtoayRsA9l+4gkVfnoW+mHFGbUObSOCJiYm477774OPjA5lMhu3bt5uVCyGwaNEidO7cGWq1GuHh4dIMcCZXr17FpEmToNFo4ObmhunTp6OwsNAq7TNWVtU6ExRwPYkP8HUDwHtSiZqqsKwCA3zdbhpvP/KHMrUhbSKBFxUVoV+/fli9enWt5StWrMA777yDdevW4fDhw+jQoQMiIiJQWloq1Zk0aRLOnj2L+Ph47NixA4mJiZgxY4ZV2ldfYjZNNsF7Uoka7/drxTBWVnHyFmo32sRtZKNHj8bo0aNrLRNCYOXKlXjhhRfwwAMPAAA+/PBDeHl5Yfv27ZgwYQJSUlKwa9cu/PTTTxg0aBAAYNWqVRgzZgxef/11+Pj4NKl9zoq6d7PSUc57UomawDRd8cFLVxB6a+3zLZjwhzK1FW3iDLwu6enpyM7ORnh4uLRMq9UiJCQESUlJAICkpCS4ublJyRsAwsPDIZfLcfjw4aY3QnZ9wFpthgZ4ILegjPekEjVBXqER+tJyfLA/Ha4qRwy7SbzxhzK1JW3iDLwu2dnZAAAvLy+z5V5eXlJZdnY2PD09zcodHR3RsWNHqc6NysrKUFZWJr03GAw3bYMMwNSh/gBunMTFAy/e1xsKuYyPKqR2y5JYupn8EiM6uShRbKzEtLif8P6UOyBDqtkjRIdz8hZqY9p8Am8usbGxWLp0aYPqOjnIsfHwrxjg545pQ/2lx4ieyMzHsm9T8EJkUDO3lqj1siSWanM5vwQqRwdUCoGhAR44cOEKHvrPIUwb5o9HhnZDWUUVtGon+Lmr+UOZ2pQ234Xu7e0NAMjJyTFbnpOTI5V5e3sjNzfXrLyiogJXr16V6txowYIF0Ov10iszM/OmbbhWZMRDIV1xIuMapm84iic/OY7pG47iRMY1PBTSFdd4Wwu1Y5bE0o1Mjw81VlbhaqERU4f6Y2iAB4qNlXh39wVM33AUnxz+FSXllYwzanPa/Bm4v78/vL29kZCQgP79+wO43kV3+PBhzJw5EwAQGhqK/Px8HDt2DAMHDgQA7N69G1VVVQgJCal1vUqlEkqlskFt6KB0xOQPjmDaMP8aZ+BPf3oC22YOafqGEtkpS2LpRqbHh04f6g+dqxJ/fy/ppnH2dcwwK7ecyLbaRAIvLCzEhQsXpPfp6elITk5Gx44d4efnh1mzZuHll19GYGAg/P398eKLL8LHxwdjx44FAPTq1QujRo3CY489hnXr1qG8vBwxMTGYMGFCk0egA4CzwgG3+7nh3d0XapQNC/BAB4VDk7+DqD0yPT40+bd8DLnNo844c1G1icMdkaRN/EUfPXoUd999t/R+zpw5AIApU6YgLi4O8+bNQ1FREWbMmIH8/HwMGzYMu3btgkr1vweIfPLJJ4iJicGIESMgl8sRFRWFd955xyrtK6moxCND/SFgPohtaIAHHhnqj8v6EmjUThxcQ2QhzZ+3hMlkgKvSsc44KyqrsFEriZoH50K3krrmbz7+61X847/Xu9BNT0gyde19sD8dr/+tH3p4ueI2T87RTGTJXOj6YiOe+vQEpgzpBmNlFZ7dfPKmcbbx0RD093Nvoa0gan5t4gy8tdOqFdKgmtooHeWcHYqoEbTOCrw6ri9ScwqgcJDXGWecwIXamjY/Cr01UDnJMTxAV2vZ0AAPnMjM58GFqBEu55dgyddnoVU74URm/k0nTBrOCVyoDWICb2b6YiMWf3UWc0f1qDE7lOlxoqlZBh5ciCxkuoXsh5RcHE6/gp8vG6TbyKobFuCB2HF9OcaE2hx2oTezvEIjkjPzoVY4YOGYXrhaXA59Sbl0be6zIxn41wN9eHAhspDpFjKdiwL3Bnnjdj93/OfHS2YTJrmpndDVwxm3uDvburlEVscE3swMpeVYHhWMJV+dxYmMfLMBNgN83XCLVgUHuczWzSSyO/l/TsyyPCoYS7+uGV9KRzl+vVKEAA4OpTaKCbyZuSgd4eggl25rqW2AzS4/d3hqVDWWE1Ht9MVGqJyuz5/gqVExvqhd4jXwZqZylKO4nvtPDaW8P5XIEvnF5Th7WY/hATrGF7VbPANvZhVVAhp13SPMXTlDFJFFiowVyDKU4ukRAXCp5w4Oxhe1VTwDb2alFZVQOcpv+nziYQEeUDnyfwORJYrKKtHvFjeonBzh6CCrM77UTowvapv4l93MZJChrKISL/61d42DzLAADyy6rzfKq6ps1Doi+6MvNkLhKIfW2QmG0nJkXyutM7441yS1VexbamYCQGl5Ff6dmIapQ/0xf3RPFJZWwkXlgFxDGd6KT8Wce3vYuplEduNKkRGOchkAGbJKSnEuy4CLuQW1xtfbP5zHq+P62rrJRM2CCbyZFZVVoLC0AlEDffHBgfQaD1mYOtSft5ERWaCiSuDsZT38dS5QOsrxwf50vDNxQK3x9cpYTuBCbRcTeDProHTE3vN/4NxlvdkEE9Uncnnjb/1s3Uwiu1FVJeDhokSRsQInMvMxwM8NT396osZzwHMLyuDuzCmKqe1iAm9mMgDnLuvxUEhXrD+Qbnaf6rAAD/xrLGdhI7JEsbECZRVVOJdlwLnLekwd6g+gZmwtezCYsUVtGhN4M5PJgIdCumLj4V/NzsC1aie4qhxRXskBbESW0KoVuFZcLnWd1xZbvu5qdOnI6VOpbeMo9Gbm5qzAp4d/RZCP1myKx6RLV/D2D+ehVfMMgcgSKic5cg2lUtf5jbGVcbUY2nrmXiBqC3gG3sxUjnIsGBOEJV+dqdHFt/T+PrwHnMgC+mIjXt2Zgifuug3+nVywaneaWVwND9RhRRS7zql9kAnBuyStwWAwQKvVQq/XQ6PRSMvT/yhEhRC4UliGDkpH6RaXorIKeLgo4SiTwb8TH7ZAZHKzWAKAS38U4tcrxXBWyPHrlWL07Hy9vNhYCZWjAzw6OMHXo4Mtmk3U4ngG3txkwNIvz2J/tdtbTIYFeODlsX1s0Cgi+1RRJfBHQSm+Onm51pgaHqjDuxMH8Ayc2gX23zaz0vKqWg80ALD/whWUlHMQG1FDCSHQy0dz05j6MS0PeYXGFm4VkW0wgTezwnqehFRYz5OUiMhcrqGszvKC0vIWagmRbTGBNzOXep6E5KLkVQyihtAXG1FRWf+QHdd6nk5G1FYwgTczuez6lI61GRrgAc6iStQweYVGXCky4kRm/k1janigDjoXXv+m9oEJvJlVCYGpQ/1rHHBM86BX8SYAogYxlJajokrgg/3pN42pfz3AmQ2p/WD/bTNzdnKsMVOUaR70jYd/xeK/9rZ1E4nsgkblhISfczn3OdGfmMCbmZuzE2aE3VZjwomhAR546p5AuPGAQ9QgOhcFUrMMnPuc6E+cyMVK6pp8IvNKEfZfyIOnRvW/swVDKYYF6DjpBNEN6oqljCtFWPr1WfSqNn2qVu0EP3c1Y4naHV4Db2b6YiOW7jiH3/WlZst/15fipR3noC/mPatEDaEvNuKlHefMkrfpuQKMJWqP2IXezPIKjfghJRc/pOTetJzdfkT1YywRmeMZ+A1Wr16Nbt26QaVSISQkBEeOHGnS+gz1TCrBSSeIGoaxRGSOCbyaTZs2Yc6cOVi8eDGOHz+Ofv36ISIiArm5tf/ib4j6JmrpwIlciBqEsURkjgm8mjfffBOPPfYYpk6diqCgIKxbtw7Ozs744IMPGr1OhYO8zolcFA78X0DUEIwlInP8yfono9GIY8eOYcGCBdIyuVyO8PBwJCUl1ahfVlaGsrL/zclsMBhqXW9+ifHP216AA9UewGCayEVfYgTA0bPUfjGWiBqHCfxPeXl5qKyshJeXl9lyLy8v/PzzzzXqx8bGYunSpfWu10XphIn/OVxj0okTmfl4+tMT+DpmmNW2gcgeMZaIGocJvJEWLFiAOXPmSO8NBgN8fX1r1NO5KDCoq7vZpBMmYZy3mYixRNRIvGj0J51OBwcHB+Tk5Jgtz8nJgbe3d436SqUSGo3G7FUbrbMCy6KCERaoM1seFqjD8ijOHEXEWCJqHJ6B/0mhUGDgwIFISEjA2LFjAQBVVVVISEhATExMk9bt46bGqokDkFdoREFpOVxVTtC5KHjAIbIQY4nof5jAq5kzZw6mTJmCQYMGYfDgwVi5ciWKioowderUJq9b68yDDJE1MJaIrmMCr2b8+PH4448/sGjRImRnZ6N///7YtWtXjYFtREREtsaHmVhJXQ9gIKKGYywRNQzPwK3E9DvoZvewErUHrq6ukMlkTVoHY4moYbHEBG4lBQUFAFDr7S9E7YU1zpoZS0QNiyV2oVtJVVUVLl++XOevJtP9rZmZmewatALuT+uyxv60xhl4fbHE/++1436pnb3uF56BtyC5XI4uXbo0qG5d97qS5bg/rcvW+7OhsWTrdrZW3C+1a4v7hRO5EBER2SEmcCIiIjvEBN6ClEolFi9eDKVSaeumtAncn9ZlL/vTXtrZ0rhfateW9wsHsREREdkhnoETERHZISZwIiIiO8QETkREZIeYwImIiOwQE7iVCCFgMBjAMYFETcNYImoYJnArKSgogFarleZxJqLGYSwRNQwTOBERkR1iAiciIrJDTOBERER2iAmciIjIDjGBExER2SE+D5yI6qQvNiKv0AhDaTk0aifoOiigdVbYullEdqU54ogJnIhu6nJ+CeZvPYUf0/KkZWGBOiyLCoaPm9qGLSOyH80VR+xCJ6Ja6YuNNQ46AJCYlofnt56Cvthoo5YR2Y/mjCMmcCKqVV6hscZBxyQxLQ95hUzgRPVpzjhiAieiWhlKy+ssL6innIiaN46YwImoVhqVU53lrvWUE1HzxhETOBHVSueiQFigrtaysEAddC4ciU5Un+aMIyZwIqqV1lmBZVHBNQ4+YYE6LI8K5q1kRA3QnHEkE3xmn1UYDAZotVro9XpoNBpbN4fIakz3rxaUlsNV5QSdS/PeB85YoraoOeKI94ETUZ20zpy4haipmiOO2IVORERkh5jAiYiI7BATOBERkR1iAiciIrJDTOBERER2iAmciIjIDjGBExER2SEmcCIiIjvEBE5ERGSHmMCJiIjsEBM4ERGRHWICJyIiskM2TeCxsbG444474OrqCk9PT4wdOxapqalmde666y7IZDKz1xNPPGFWJyMjA5GRkXB2doanpyfmzp2LiooKszp79+7F7bffDqVSiYCAAMTFxdVoz+rVq9GtWzeoVCqEhITgyJEjVt9mIiIia7BpAt+3bx+io6Nx6NAhxMfHo7y8HCNHjkRRUZFZvcceewxZWVnSa8WKFVJZZWUlIiMjYTQacfDgQWzYsAFxcXFYtGiRVCc9PR2RkZG4++67kZycjFmzZuHRRx/Fd999J9XZtGkT5syZg8WLF+P48ePo168fIiIikJub2/w7goiIyFLCQkuXLhVFRUU1lhcXF4ulS5daujozubm5AoDYt2+ftOwvf/mLeOaZZ276mZ07dwq5XC6ys7OlZWvXrhUajUaUlZUJIYSYN2+e6N27t9nnxo8fLyIiIqT3gwcPFtHR0dL7yspK4ePjI2JjYxvUdr1eLwAIvV7foPpEVDvGElHDWHwGvnTpUhQWFtZYXlxcjKVLlzbpx4RerwcAdOzY0Wz5J598Ap1Ohz59+mDBggUoLi6WypKSktC3b194eXlJyyIiImAwGHD27FmpTnh4uNk6IyIikJSUBAAwGo04duyYWR25XI7w8HCpzo3KyspgMBjMXkRkOcYSUeM4WvoBIQRkMlmN5SdPnqyReC1RVVWFWbNmYejQoejTp4+0/KGHHkLXrl3h4+ODU6dOYf78+UhNTcW2bdsAANnZ2WbJG4D0Pjs7u846BoMBJSUluHbtGiorK2ut8/PPP9fa3tjY2Cb/YCEixhJRYzU4gbu7u0uDyLp3726WxCsrK1FYWFhjcJkloqOjcebMGezfv99s+YwZM6R/9+3bF507d8aIESNw8eJF3HbbbY3+vqZasGAB5syZI703GAzw9fW1WXuI7BVjiahxGpzAV65cCSEEpk2bhqVLl0Kr1UplCoUC3bp1Q2hoaKMaERMTgx07diAxMRFdunSps25ISAgA4MKFC7jtttvg7e1dY7R4Tk4OAMDb21v6r2lZ9ToajQZqtRoODg5wcHCotY5pHTdSKpVQKpUN30giqhVjiahxGpzAp0yZAgDw9/fHkCFD4OTk1OQvF0LgqaeewhdffIG9e/fC39+/3s8kJycDADp37gwACA0NxSuvvILc3Fx4enoCAOLj46HRaBAUFCTV2blzp9l64uPjpR8cCoUCAwcOREJCAsaOHQvgepd+QkICYmJimrydRERE1iYTQghLP1RVVYULFy4gNzcXVVVVZmVhYWENXs+TTz6JjRs34ssvv0SPHj2k5VqtFmq1GhcvXsTGjRsxZswYeHh44NSpU5g9eza6dOmCffv2Abjefd+/f3/4+PhgxYoVyM7OxuTJk/Hoo4/i1VdfBXD9NrI+ffogOjoa06ZNw+7du/H000/jm2++QUREBIDrt5FNmTIF7733HgYPHoyVK1di8+bN+Pnnn2tcG6+NwWCAVquFXq+HRqNp8D4gInOMJaIGsnTYelJSkvD39xdyuVzIZDKzl1wut2hdAGp9rV+/XgghREZGhggLCxMdO3YUSqVSBAQEiLlz59a4veSXX34Ro0ePFmq1Wuh0OvHss8+K8vJyszp79uwR/fv3FwqFQtx6663Sd1S3atUq4efnJxQKhRg8eLA4dOhQg7eFt74QWQdjiahhLD4D79+/P7p3746lS5eic+fONUakV7823p7wrIHIOhhLRA1j8W1kaWlp+PzzzxEQENAc7SEiIqIGsHgil5CQEFy4cKE52kJEREQNZPEZ+FNPPYVnn30W2dnZ6Nu3b43R6MHBwVZrHFF7oy82Iq/QCENpOTRqJ+g6KKB1Vti6WUTtWmuNS4uvgcvlNU/aZTKZNENbZWWl1RpnT3jdjprqcn4J5m89hR/T8qRlYYE6LIsKho+b2oYta1mMJWpNWnNcWpzAf/311zrLu3bt2qQG2SsedKgp9MVGxHx6wuwgYRIWqMOqiQNaxS/+lsBYotaitcelxV3o7TVBEzWnvEJjrQcJAEhMy0NeobHdJHCi1qK1x2Wjngf+0UcfYejQofDx8ZHOyFeuXIkvv/zSqo0jai8MpeV1lhfUU05E1tfa49LiBL527VrMmTMHY8aMQX5+vnTN283NDStXrrR2+4jaBY2q7qmJXespJyLra+1xaXECX7VqFf7zn/9g4cKFcHBwkJYPGjQIp0+ftmrjiNoLnYsCYYG6WsvCAnXQubD7nKiltfa4tDiBp6enY8CAATWWK5VKFBUVWaVRRO2N1lmBZVHBNQ4WYYE6LI8K5vVvIhto7XFp8SA2f39/JCcn1xjMtmvXLvTq1ctqDSNqb3zc1Fg1cQDyCo0oKC2Hq8oJOpfWcb8pUXvVmuPS4gQ+Z84cREdHo7S0FEIIHDlyBJ9++iliY2Px/vvvN0cbidoNrXPrODAQ0f+01ri0OIE/+uijUKvVeOGFF1BcXIyHHnoIPj4+ePvttzFhwoTmaCMRERHdoFHPAzcpLi5GYWEhPD09rdkmu8TJJ4isg7FE1DAWD2IrKSlBcXExAMDZ2RklJSVYuXIlvv/+e6s3joiIiGpncQJ/4IEH8OGHHwIA8vPzMXjwYLzxxht44IEHsHbtWqs3kIiIiGqyOIEfP34cw4cPBwB8/vnn8Pb2xq+//ooPP/wQ77zzjtUbSERERDVZnMCLi4vh6uoKAPj+++/x4IMPQi6X484776z3QSdERERkHRYn8ICAAGzfvh2ZmZn47rvvMHLkSABAbm4uB5wQERG1EIsT+KJFi/Dcc8+hW7duCAkJQWhoKIDrZ+O1zdBGRERE1teo28iys7ORlZWFfv36QS6//hvgyJEj0Gg06Nmzp9UbaQ946wuRdTCWiBrG4olcAMDb2xve3t5mywYPHmyVBhEREVH9GvU8cGuJjY3FHXfcAVdXV3h6emLs2LFITU01q1NaWoro6Gh4eHjAxcUFUVFRyMnJMauTkZGByMhIODs7w9PTE3PnzkVFRYVZnb179+L222+HUqlEQEAA4uLiarRn9erV6NatG1QqFUJCQnDkyBGrbzMREZE12DSB79u3D9HR0Th06BDi4+NRXl6OkSNHmj3VbPbs2fj666+xZcsW7Nu3D5cvX8aDDz4olVdWViIyMhJGoxEHDx7Ehg0bEBcXh0WLFkl10tPTERkZibvvvhvJycmYNWsWHn30UXz33XdSnU2bNmHOnDlYvHgxjh8/jn79+iEiIgK5ubktszOIiIgsIVqR3NxcAUDs27dPCCFEfn6+cHJyElu2bJHqpKSkCAAiKSlJCCHEzp07hVwuF9nZ2VKdtWvXCo1GI8rKyoQQQsybN0/07t3b7LvGjx8vIiIipPeDBw8W0dHR0vvKykrh4+MjYmNjG9R2vV4vAAi9Xm/hVhNRdYwlooax6Rn4jfR6PQCgY8eOAIBjx46hvLwc4eHhUp2ePXvCz88PSUlJAICkpCT07dsXXl5eUp2IiAgYDAacPXtWqlN9HaY6pnUYjUYcO3bMrI5cLkd4eLhUh4iIqDWxOIFv2LAB33zzjfR+3rx5cHNzw5AhQ5o0kUtVVRVmzZqFoUOHok+fPgCuj3ZXKBRwc3Mzq+vl5YXs7GypTvXkbSo3ldVVx2AwoKSkBHl5eaisrKy1jmkdNyorK4PBYDB7EZHlGEtEjWNxAn/11VehVqsBXD+zXb16NVasWAGdTofZs2c3uiHR0dE4c+YMPvvss0avoyXFxsZCq9VKL19fX1s3icguMZaIGsfiBJ6ZmYmAgAAAwPbt2xEVFYUZM2YgNjYWP/74Y6MaERMTgx07dmDPnj3o0qWLtNzb2xtGoxH5+flm9XNycqTb2Ly9vWuMSje9r6+ORqOBWq2GTqeDg4NDrXVuvF3OZMGCBdDr9dIrMzPT8g0nIsYSUSNZnMBdXFxw5coVANdnX7v33nsBACqVCiUlJRatSwiBmJgYfPHFF9i9ezf8/f3NygcOHAgnJyckJCRIy1JTU5GRkSHNABcaGorTp0+bjRaPj4+HRqNBUFCQVKf6Okx1TOtQKBQYOHCgWZ2qqiokJCRIdW6kVCqh0WjMXkRkOcYSUSNZOurtoYceErfffruYPn26cHZ2Fnl5eUIIIb788ssaI73rM3PmTKHVasXevXtFVlaW9CouLpbqPPHEE8LPz0/s3r1bHD16VISGhorQ0FCpvKKiQvTp00eMHDlSJCcni127dolOnTqJBQsWSHUuXboknJ2dxdy5c0VKSopYvXq1cHBwELt27ZLqfPbZZ0KpVIq4uDhx7tw5MWPGDOHm5mY2ur0uHDlLZB2MJaKGsTiBX7t2TURHR4v7779ffPvtt9LyRYsWiZdfftmyLwdqfa1fv16qU1JSIp588knh7u4unJ2dxbhx40RWVpbZen755RcxevRooVarhU6nE88++6woLy83q7Nnzx7Rv39/oVAoxK233mr2HSarVq0Sfn5+QqFQiMGDB4tDhw41eFt40CGyDsYSUcM0ai50qonzNxNZB2OJqGEadR/4jz/+iH/84x8YMmQIfv/9dwDARx99hP3791u1cURERFQ7ixP41q1bERERAbVajePHj6OsrAzA9UlYXn31Vas3kIiIiGqyOIG//PLLWLduHf7zn//AyclJWj506FAcP37cqo0jIiKi2ln8ONHU1FSEhYXVWK7Vamvcr03U2umLjcgrNMJQWg6N2gm6DgponRW2bhYRWUFbj2+LE7i3tzcuXLiAbt26mS3fv38/br31Vmu1i6jZXc4vwfytp/BjWp60LCxQh2VRwfBxU9uwZUTUVO0hvi3uQn/sscfwzDPP4PDhw5DJZLh8+TI++eQTPPfcc5g5c2ZztJHI6vTFxhrBDQCJaXl4fusp6IuNNmoZETVVe4lvi8/An3/+eVRVVWHEiBEoLi5GWFgYlEolnnvuOTz11FPN0UYiq8srNNYIbpPEtDzkFRrbVFcbUXvSXuLb4gQuk8mwcOFCzJ07FxcuXEBhYSGCgoLg4uLSHO0jahaG0vI6ywvqKSei1qu9xLfFCdxEoVBIc40T2RuNyqnOctd6yomo9Wov8W1xAh83bhxkMlmN5TKZDCqVCgEBAXjooYfQo0cPqzSQqDnoXBQIC9QhsZZutrBAHXQu9t+9RtRetZf4tngQm1arxe7du3H8+HHIZDLIZDKcOHECu3fvRkVFBTZt2oR+/frhwIEDzdFeIqvQOiuwLCoYYYE6s+VhgTosjwpuE9fHiNqr9hLfFs+F/vzzz8NgMODdd9+FXH49/1dVVeGZZ56Bq6srXnnlFTzxxBM4e/Zsu5palfM32yfTfaIFpeVwVTlB59K27hO1R4wlspa2Ht8WJ/BOnTrhwIED6N69u9ny8+fPY8iQIcjLy8Pp06cxfPjwdjWxCw86RNbBWCJqGIu70CsqKvDzzz/XWP7zzz+jsrISAKBSqWq9Tk5ERETWYfEgtsmTJ2P69On45z//iTvuuAMA8NNPP+HVV1/Fww8/DADYt28fevfubd2WEhERkcTiBP7WW2/By8sLK1asQE5ODgDAy8sLs2fPxvz58wEAI0eOxKhRo6zbUiIiIpJYfA28OoPBAAC8TgVetyOyFsYSUcM0eiIXgImbiIjIVhqVwD///HNs3rwZGRkZMBrNJ4XnM8GJiIian8Wj0N955x1MnToVXl5eOHHiBAYPHgwPDw9cunQJo0ePbo42EhER0Q0sTuBr1qzBv//9b6xatQoKhQLz5s1DfHw8nn76aej1+uZoIxEREd3A4gSekZGBIUOGAADUajUKCgoAXL+97NNPP7Vu64jqoS824mJuIU5kXMPFPwrbzHN+ido7xnb9LL4G7u3tjatXr6Jr167w8/PDoUOH0K9fP6Snp6MJA9qJLHY5vwTzt54ye+5vWKAOy6KC4eOmtmHLiKgpGNsNY/EZ+D333IOvvvoKADB16lTMnj0b9957L8aPH49x48ZZtK7ExETcd9998PHxgUwmw/bt283KH3nkEemBKabXjfeXX716FZMmTYJGo4GbmxumT5+OwsJCszqnTp3C8OHDoVKp4OvrixUrVtRoy5YtW9CzZ0+oVCr07dsXO3futGhbqGXpi401AhwAEtPy8PzWU/y1TmSnGNsNZ/EZ+L///W9UVVUBAKKjo+Hh4YGDBw/i/vvvx+OPP27RuoqKitCvXz9MmzYNDz74YK11Ro0ahfXr10vvlUqlWfmkSZOQlZWF+Ph4lJeXY+rUqZgxYwY2btwI4Po9pSNHjkR4eDjWrVuH06dPY9q0aXBzc8OMGTMAAAcPHsTEiRMRGxuLv/71r9i4cSPGjh2L48ePo0+fPhZtE7WMvEJjjQA3SUzLQ16hsU09tICovWBsN5zFCVwul0tPIQOACRMmYMKECY368tGjR9c7cl2pVMLb27vWspSUFOzatQs//fQTBg0aBABYtWoVxowZg9dffx0+Pj745JNPYDQa8cEHH0ChUKB3795ITk7Gm2++KSXwt99+G6NGjcLcuXMBAP/6178QHx+Pd999F+vWrWvUtlHzMpSW11leUE85EbVOjO2Gs7gLfdeuXWaPCV29ejX69++Phx56CNeuXbNq4wBg79698PT0RI8ePTBz5kxcuXJFKktKSoKbm5uUvAEgPDwccrkchw8fluqEhYVBofjfL7aIiAikpqZK7U1KSkJ4eLjZ90ZERCApKcnq20PWoVE51VnuWk85EbVOjO2GsziBz507V5pC9fTp05gzZw7GjBmD9PR0zJkzx6qNGzVqFD788EMkJCRg+fLl2LdvH0aPHi099Sw7Oxuenp5mn3F0dETHjh2RnZ0t1fHy8jKrY3pfXx1TeW3KyspgMBjMXtRydC4KhAXqai0LC9RB58IuNnvBWKLqGNsNZ3ECT09PR1BQEABg69atuO+++/Dqq69i9erV+Pbbb63auAkTJuD+++9H3759MXbsWOzYsQM//fQT9u7da9XvaYzY2FhotVrp5evra+smtStaZwWWRQXXCPSwQB2WRwXzGpkdYSxRdYzthrP4GrhCoUBxcTEA4IcffpAeIdqxY8dm/+V86623QqfT4cKFCxgxYgS8vb2Rm5trVqeiogJXr16Vrpt7e3tLT00zMb2vr87Nrr0DwIIFC8x6HAwGAw88LczHTY1VEwcgr9CIgtJyuKqcoHNRMMDtDGOJbsTYbhiLE/iwYcMwZ84cDB06FEeOHMGmTZsAAOfPn0eXLl2s3sDqfvvtN1y5cgWdO3cGAISGhiI/Px/Hjh3DwIEDAQC7d+9GVVUVQkJCpDoLFy5EeXk5nJyuXzuJj49Hjx494O7uLtVJSEjArFmzpO+Kj49HaGjoTduiVCprjIinlqd1ZlDbO8YS1YaxXT+Lu9DfffddODo64vPPP8fatWtxyy23AAC+/fZbi58BXlhYiOTkZCQnJwO43j2fnJyMjIwMFBYWYu7cuTh06BB++eUXJCQk4IEHHkBAQAAiIiIAAL169cKoUaPw2GOP4ciRIzhw4ABiYmIwYcIE+Pj4AAAeeughKBQKTJ8+HWfPnsWmTZvw9ttvm/3if+aZZ7Br1y688cYb+Pnnn7FkyRIcPXoUMTExlu4eIiKiliFsaM+ePQJAjdeUKVNEcXGxGDlypOjUqZNwcnISXbt2FY899pjIzs42W8eVK1fExIkThYuLi9BoNGLq1KmioKDArM7JkyfFsGHDhFKpFLfccotYtmxZjbZs3rxZdO/eXSgUCtG7d2/xzTffWLQter1eABB6vd7yHUFEEsYSUcPIhLBs/tPjx4/DyckJffv2BQB8+eWXWL9+PYKCgrBkyRKz27XaE4PBAK1WC71ez+ekEzUBY4moYSzuQn/88cdx/vx5AMClS5cwYcIEODs7Y8uWLZg3b57VG0hEREQ1WZzAz58/j/79+wO4Pn94WFgYNm7ciLi4OGzdutXa7SMiIqJaWJzAhRDSXOg//PADxowZAwDw9fVFXl7t89cSERGRdVmcwAcNGoSXX34ZH330Efbt24fIyEgA10eQ3zibGRERETUPixP4ypUrcfz4ccTExGDhwoUICAgAAHz++ecYMmSI1RtIRERENVk8Cv1mSktL4eDgIE2W0t5w5CyRdTCWiBrG4jNwAMjPz8f777+PBQsW4OrVqwCAc+fO1ZjWlIiIiJqHxVOpnjp1CiNGjICbmxt++eUXPPbYY+jYsSO2bduGjIwMfPjhh83RTiIiIqrG4jPwOXPmYOrUqUhLS4NKpZKWjxkzBomJiVZtHBEREdXO4gT+008/4fHHH6+x/JZbbqnz+dlERERkPRYncKVSWetjQ8+fP49OnTpZpVFERERUN4sT+P3334+XXnoJ5eXlAACZTIaMjAzMnz8fUVFRVm8gERER1WRxAn/jjTdQWFgIT09PlJSU4C9/+QsCAgLg6uqKV155pTnaSERERDeweBS6VqtFfHw89u/fj1OnTqGwsBC33347wsPDm6N9REREVAurTeTS3nHyiev0xUbkFRphKC2HRu0EXQcFtM7t8xGz1DiMJfvGY0DLsfgMHLg+En3Pnj3Izc2VHmxi8uabb1qlYWR/LueXYP7WU/gx7X8PtQkL1GFZVDB83NQ2bBkRtQQeA1qWxQn81VdfxQsvvIAePXrAy8sLMplMKqv+b2pf9MXGGoELAIlpeXh+6ymsmjiAv8KJ2jAeA1qexQn87bffxgcffIBHHnmkGZpD9iqv0FgjcE0S0/KQV2hk8BK1YTwGtDyLR6HL5XIMHTq0OdpCdsxQWl5neUE95URk33gMaHkWJ/DZs2dj9erVzdEWsmMaVd1PoXOtp5yI7BuPAS3P4i705557DpGRkbjtttsQFBRU4/Gh27Zts1rjyH7oXBQIC9QhsZYutLBAHXQu7Dojast4DGh5Fp+BP/3009izZw+6d+8ODw8PaLVasxe1T1pnBZZFBSMsUGe2PCxQh+VRwbz2RdTG8RjQ8iy+D9zV1RWfffYZIiMjm6tNdon3rl5nuge0oLQcrion6Fx4DyhZhrFk33gMaDkWn4F37NgRt912m1W+PDExEffddx98fHwgk8mwfft2s3IhBBYtWoTOnTtDrVYjPDwcaWlpZnWuXr2KSZMmQaPRwM3NDdOnT0dhYaFZnVOnTmH48OFQqVTw9fXFihUrarRly5Yt6NmzJ1QqFfr27YudO3daZRvbG62zArd5uqC/nztu83Rh4BK1MzwGtByLE/iSJUuwePFiFBcXN/nLi4qK0K9fv5sOiluxYgXeeecdrFu3DocPH0aHDh0QERGB0tJSqc6kSZNw9uxZxMfHY8eOHUhMTMSMGTOkcoPBgJEjR6Jr1644duwYXnvtNSxZsgT//ve/pToHDx7ExIkTMX36dJw4cQJjx47F2LFjcebMmSZvIxERUbMQFurfv79wdXUVLi4uok+fPmLAgAFmr8YCIL744gvpfVVVlfD29havvfaatCw/P18olUrx6aefCiGEOHfunAAgfvrpJ6nOt99+K2Qymfj999+FEEKsWbNGuLu7i7KyMqnO/PnzRY8ePaT3f//730VkZKRZe0JCQsTjjz/e4Pbr9XoBQOj1+gZ/hohqYiwRNYzFo9DHjh1r5Z8QtUtPT0d2drbZQ1K0Wi1CQkKQlJSECRMmICkpCW5ubhg0aJBUJzw8HHK5HIcPH8a4ceOQlJSEsLAwKBT/68aJiIjA8uXLce3aNbi7uyMpKQlz5swx+/6IiIgaXfrVlZWVoaysTHpf2zPSiah+jCWixrE4gS9evLg52lFDdnY2AMDLy8tsuZeXl1SWnZ0NT09Ps3JHR0d07NjRrI6/v3+NdZjK3N3dkZ2dXef31CY2NhZLly5txJYRUXWMJaLGsfgaOF23YMEC6PV66ZWZmWnrJhHZJcYSUeM06mlkLcHb2xsAkJOTg86dO0vLc3Jy0L9/f6lObm6u2ecqKipw9epV6fPe3t7Iyckxq2N6X18dU3ltlEollEplI7aMiKpjLBE1Tqs9A/f394e3tzcSEhKkZQaDAYcPH0ZoaCgAIDQ0FPn5+Th27JhUZ/fu3aiqqkJISIhUJzExEeXl/5uHNz4+Hj169IC7u7tUp/r3mOqYvoeIiKi1aVACb65BJYWFhUhOTkZycjKA6wPXkpOTkZGRAZlMhlmzZuHll1/GV199hdOnT+Phhx+Gj4+PNJCuV69eGDVqFB577DEcOXIEBw4cQExMDCZMmAAfHx8AwEMPPQSFQoHp06fj7Nmz2LRpE95++22zQWvPPPMMdu3ahTfeeAM///wzlixZgqNHjyImJqZZtpuIiKjJGjJUXS6Xi5ycHCGEEHfffbe4du2aVYbA79mzRwCo8ZoyZYoQ4vqtZC+++KLw8vISSqVSjBgxQqSmppqt48qVK2LixInCxcVFaDQaMXXqVFFQUGBW5+TJk2LYsGFCqVSKW265RSxbtqxGWzZv3iy6d+8uFAqF6N27t/jmm28s2hbe+kJkHYwlooZp0FSqWq0Whw4dQq9evSCXy5GTk4NOnTo16w8Le9NWpn80TYNoKC2HRu0EXQdOg0gtq63Ekj1i/NuXBg1iCw8Px913341evXoBAMaNG2d2X3V1u3fvtl7rqEVdzi/B/K2n8GO1pwmFBeqwLCoYPm5qG7aMiJob49/+NCiBf/zxx9iwYQMuXryIffv2oXfv3nB2dm7utlEL0hcbawQvACSm5eH5raewauIA/hInaqMY//apQQlcrVbjiSeeAAAcPXoUy5cvh5ubW3O2i1pYXqGxRvCaJKblIa/QyAAmaqMY//bJ4vvA9+zZI/3bdPlcJpNZr0VkE4bS8jrLC+opJyL7xfi3T426D/zDDz9E3759oVaroVarERwcjI8++sjabaMWpFE51VnuWk85Edkvxr99sjiBv/nmm5g5cybGjBmDzZs3Y/PmzRg1ahSeeOIJvPXWW83RRmoBOhcFwgJ1tZaFBeqgc2H3GVFbxfi3Tw26jaw6f39/LF26FA8//LDZ8g0bNmDJkiVIT0+3agPtRVu49eVyfgme33oKiTeMQl0eFYzOHIVKLaQtxJI9YvzbH4sTuEqlwpkzZxAQEGC2PC0tDX379kVpaalVG2gv2spBx3QfaEFpOVxVTtC58D5QalltJZbsEePfvlg8iC0gIACbN2/GP//5T7PlmzZtQmBgoNUaRrahdWbAErVXjH/7YnECX7p0KcaPH4/ExEQMHToUAHDgwAEkJCRg8+bNVm8gERER1WTxILaoqCgcPnwYOp0O27dvx/bt26HT6XDkyBGMGzeuOdpIREREN7D4GjjVjtftiKyDsUTUMK32eeBERER0c0zgREREdogJnIiIyA4xgRMREdkhJnAiIiI7ZPF94DezZs0a5OXlYdGiRdZaJTWCaSYlQ2k5NGon6DpwYgaito5x3z5ZnMCLiorQoUOHGsu3bt2K9PR0JnAbupxfgvlbT5k91zcsUIdlUcHw4VzGRG0S4779srgL3cvLC9OmTcP+/fvNlickJODSpUtWaxhZRl9srBHEAJCYlofnt56Cvthoo5YRUXNh3LdvFifwjz/+GFevXsU999yD7t27Y9myZbh8+XJztI0skFdorBHEJolpecgrZCATtTWM+/bN4gQ+duxYbN++Hb///jueeOIJbNy4EV27dsVf//pXbNu2DRUVFc3RTqqHobS8zvKCesqJyP4w7tu3Ro9C79SpE+bMmYNTp07hzTffxA8//ID/+7//g4+PDxYtWoTi4mJrtpPqoVE51VnuWk85Edkfxn371ugEnpOTgxUrViAoKAjPP/88/u///g8JCQl44403sG3bNowdO7bJjVuyZAlkMpnZq2fPnlJ5aWkpoqOj4eHhARcXF0RFRSEnJ8dsHRkZGYiMjISzszM8PT0xd+7cGr0Ee/fuxe233w6lUomAgADExcU1ue0tTeeiQFigrtaysEAddC4ckUrU1jDu2zeLE/i2bdtw3333wdfXFxs3bsSTTz6J33//HR9//DHuvvtuTJ48GV9++SX27t1rlQb27t0bWVlZ0qv64LnZs2fj66+/xpYtW7Bv3z5cvnwZDz74oFReWVmJyMhIGI1GHDx4EBs2bEBcXJzZSPn09HRERkbi7rvvRnJyMmbNmoVHH30U3333nVXa31K0zgosiwquEcxhgTosjwrmLSVEbRDjvp0TFtJoNGLGjBniyJEjN61TXFwslixZYumqa1i8eLHo169frWX5+fnCyclJbNmyRVqWkpIiAIikpCQhhBA7d+4UcrlcZGdnS3XWrl0rNBqNKCsrE0IIMW/ePNG7d2+zdY8fP15ERERY1Fa9Xi8ACL1eb9HnrC2/qExcyCkQJ369Ki7kFIj8ojKbtofIUq0lluwJ4759svg+8KysLDg7O9dZR61WY/HixY37RXGDtLQ0+Pj4QKVSITQ0FLGxsfDz88OxY8dQXl6O8PBwqW7Pnj3h5+eHpKQk3HnnnUhKSkLfvn3h5eUl1YmIiMDMmTNx9uxZDBgwAElJSWbrMNWZNWtWne0qKytDWVmZ9N5gMFhle5tK68wJHMi+tNZYsieM+/bJ4i50V1dX5Obm1lh+5coVODg4WKVRJiEhIYiLi8OuXbuwdu1apKenY/jw4SgoKEB2djYUCgXc3NzMPuPl5YXs7GwAQHZ2tlnyNpWbyuqqYzAYUFJSctO2xcbGQqvVSi9fX9+mbi5Ru8RYImocixO4EKLW5WVlZVAorPsLcPTo0fjb3/6G4OBgREREYOfOncjPz8fmzZut+j2NsWDBAuj1eumVmZlp6yYR2SXGElHjNLgL/Z133gEAyGQyvP/++3BxcZHKKisrkZiYaDZCvDm4ubmhe/fuuHDhAu69914YjUbk5+ebnYXn5OTA29sbAODt7Y0jR46YrcM0Sr16nRtHrufk5ECj0UCtvvk0hEqlEkql0hqbRdSuMZaIGqfBCfytt94CcP0MfN26dWbd5QqFAt26dcO6deus38JqCgsLcfHiRUyePBkDBw6Ek5MTEhISEBUVBQBITU1FRkYGQkNDAQChoaF45ZVXkJubC09PTwBAfHw8NBoNgoKCpDo7d+40+574+HhpHURERK2SpaPe7rrrLnH16lXrD6erxbPPPiv27t0r0tPTxYEDB0R4eLjQ6XQiNzdXCCHEE088Ifz8/MTu3bvF0aNHRWhoqAgNDZU+X1FRIfr06SNGjhwpkpOTxa5du0SnTp3EggULpDqXLl0Szs7OYu7cuSIlJUWsXr1aODg4iF27dlnUVo6cJbIOxhJRw1g8Cn3Pnj0AgLy8PCgUCmg0Giv/pPif3377DRMnTsSVK1fQqVMnDBs2DIcOHUKnTp0AXO8VkMvliIqKQllZGSIiIrBmzRrp8w4ODtixYwdmzpyJ0NBQdOjQAVOmTMFLL70k1fH398c333yD2bNn4+2330aXLl3w/vvvIyIiotm2q6H4iECito9xTo0lE+Imo9JqkZ+fj4ULF2LTpk24du0agOtTqk6dOhUvvvhivbeXtWUGgwFarRZ6vd4qP2r4iEBqr6wdS60Z45yaosEJ/OrVqwgNDcXvv/+OSZMmoVevXgCAc+fOYePGjejZsyf279+PU6dO4dChQ3j66aebteGtjTUPOvpiI2I+PVHrU4bCAnVYNXEAf6FTm9VeEjjjnJqqwV3oL730EhQKBS5evFjjvumXXnoJI0eOxOTJk/H9999LI9apcRryiEAGNpF9Y5xTUzU4gW/fvh3vvfdejeQNXL8Va8WKFRgzZgwWL16MKVOmWLWR7Q0fEUjU9jHOqakaPJFLVlYWevfufdPyPn36QC6XW20K1faMjwgkavsY59RUDU7gOp0Ov/zyy03L09PTpXutqWn4iECito9xTk3V4AQeERGBhQsXwmg01igrKyvDiy++iFGjRlm1ce0VHxFI1PYxzqmpGjwK/bfffsOgQYOgVCoRHR2Nnj17QgiBlJQUrFmzBmVlZfjpp5/g5+fX3G1ulZpj5Kzp/tCC0nK4qpygc+H9odT2tZdR6CaMc2osi+4DT09Px5NPPonvv/9eeqiJTCbDvffei3fffRcBAQHN1tDWrr0ddIiaC2OJqGEsmonN398f3377La5du4a0tDQAQEBAADp27NgsjSMiIqLaWTyVKgC4u7tj8ODB1m4LERERNVCjEjhZD+dBJrJPjF2yNSZwG6ptHuThgTr864E+cHd24sGAqJXRFxtxpcgIAWDJl2fw44UrUhnnMKeW1uDbyMi69MXGGskbAH5My8PC7aex80w2LueX2Kh1RHSjy/kliPn0BLad+B2LbkjewPXpT5/fegr64pq32hI1ByZwG6lrHuQDF67A01XJgwGRjemLjbiYW4jzOQWY//lJ/JiWhwG+bjhwQ/I2Mc1hTtQSmMBtpL55kMsqqngwILIh0xn3iDf3IfNqsXTGXVZRVefnOIc5tRReA7cBfbERaoVDnXWUjtd/W/FgQNSy9MVG5BeX44Xtp2tN2qbYvBnOYU4thWfgLcz0q95YUYWhAR611hka4IETmfkAeDAgag6mrvGTmdfw65UipOUU4GTmNfySV4SYjSdw4Y9Cs2vc1ZP2icz8m8Yu5zCnlsQE3oKqD1zL0pdi6lB/DL/hQDA0wANTh/rjg/3pPBgQNQPTj+j73t2PPwqN+OcXp3HvW4mIT8nFwu2n8eOFvBrd5NWT9gf70zF1qH+NJM45zKmlsQu9BVUfuOYol+GpT09gRtitmDe6J3INZQCuHyie/vQEBnZ158GAyMqq/4iOuScA6w+kSwPSBvi64d3dFwDU7Cb/YH863pk4AMD1QaZPf3oC04b5I/quACid5HBTKziHObU4JvAWVH3g2onMfAzwc8PKH9Lw78RLmDbMHwN83RDUWYP3Hx6E2zxd4KVR2bC1RPar+iQrWrUTOigdUVhagbKKSulHdPWEDZhf5zadcZuSe7Gx0ixpq5wcoFXzwSNkW+xCb0HO1QauVe+GKzZW4t3dFzB9w1F8evhXeGtVTN5EjfTb1WI8uzkZXyT/Dn1xOcorq/Dc5mSMeHMffrlSLNW7sZu8+ll3bd3kxcZKnMrMh7+uA27v6o7bPF2YvMmmeAbeQjKvFOHYr9cwPECHHy/kmf2inzbUHwCgVTtBUc8IVyKqSV9sRHFJOSoALP36LCaEdMX6A+kAgBP7r0ln0tWT9I3d5NXPumuLT7+OzvB0VTJpU6vBbNECcgylyLxWgpe/ScGzET0w7M9f9aYz7w8OpEMAWLP3As5eNsCjAw8QRPXRFxuRdaUImVeKcLXIiEoAhrIK9PTRSte2b5x0pfpgtBtHk9941m2Kzw0Hf0FQZw0CvVyZvKlV4Rn4DVavXo3XXnsN2dnZ6NevH1atWtXkJ6/lFxuRX1KOYmMlHt3wE9Y/cgeeLK1Afkk5lI5ynMjMx8bDv2JG2G3o1tGZBwmiOuTml8BYWQUhBCCTIctQCleVIyrkchSWVphd276xm7z6YLQbB6aZzrpf/GsQFv01CCXGSriqeJ2bWi8m8Go2bdqEOXPmYN26dQgJCcHKlSsRERGB1NRUeHp6Nmqdv10rhqGkQuquyys0Yvy/D2FG2K0YFqBDRZXAyCAvjO3vA4VcDm8+CIHopn67UgQBoNBYAQAoKxfooHSEgAzGiiq4qp1wpeh/sxfe2E1+Y9e4u7MTXh3bF8bKKhSVVTBhk12RCSGErRvRWoSEhOCOO+7Au+++CwCoqqqCr68vnnrqKTz//PN1ftZgMECr1UKv10Oj0UjLU7IMqKoS+PZsNk5kXKt1DuXhATqMCe6MMX28eeCgdu9msXQ5vwT6EiOqqgCZXHa9bnE5ZNf/CZlMBlelI64WGzHp/cMAgJh7Am4ad2GBOqyaOIAxR3aLZ+B/MhqNOHbsGBYsWCAtk8vlCA8PR1JSUo36ZWVlKCsrk94bDIZa12soKUcnVyXOXdZj6p+DYaofTIYFeGDBmJ7ooHDkgYTapYbGkr6kHAIyFBkrYDrvcFY6wFEuB2QABFCFKriqHDEswAP7L1yp0U1uwklXqC1gAv9TXl4eKisr4eXlZbbcy8sLP//8c436sbGxWLp0ab3r1aidoJTL8NjwW/GfHy9hgJ87pg31R1lFFdzUTvBxU8FJJoOLmlOmUvvU0FgylFyfR8FF6SidgVdUVkHlKEdZZSUKyipQJYAPD6bjuYiekCEVP17Ik7rMn7wrAEpHOdydOekKtQ3sQv/T5cuXccstt+DgwYMIDQ2Vls+bNw/79u3D4cOHzerXdtbg6+tbo9sv80oRioylcHZS4cDFPHhqVCirqILSUY5cQymGBuiglMng1dG5+TeSqBVqaCylZBkgACgcZCivvD447cxvegT7aqFwkMNBJkOFEKgSQOzOFPTy0WKArxvKKqqgVTvBz10NX48OLb15RM2GZ+B/0ul0cHBwQE5OjtnynJwceHt716ivVCqhVCrrXa9KLoNwUkEuqjAsQIdCYyUKSsvhqnJCd08XKAAmb2rXGhpLWrUT9CVGXC0ywkEGeLqoMNi/I3ILSuGqdkJxWQU8XVQQABbd1xvFf8baLSonuHdQcHIkanN4H/ifFAoFBg4ciISEBGlZVVUVEhISzM7ILdXJ3RkKGSCTy3HjU4TlALx4RkDUID5uargqHOHtqoJbByWOZ+ZDDqCzRg2lgwO0aiX0ZRXILiiDsaIKPloVBvt7oGdnDZM3tUk8A69mzpw5mDJlCgYNGoTBgwdj5cqVKCoqwtSpU5u0Xm+PDvjtWjGKSyuks29XlSNuceeZN5Elunh0QE5+CRwqq9Dfz92sR6tjBwVu07jYuolELYYJvJrx48fjjz/+wKJFi5CdnY3+/ftj165dNQa2NUYXJmsiq/DiXAlEADiIzWpudu8qEVmGsUTUMLwGTkREZIeYwImIiOwQr4FbielKxM1mkSJqD1xdXSEzzW3aSIwloobFEhO4lRQUFAAAfH19bdwSItuxxnVrxhJRw2KJg9ispKqqCpcvX67zV5NphqnMzEwOzrEC7k/rssb+tMYZeH2xxP/vteN+qZ297heegbcguVyOLl26NKiuRqOxqz+k1o7707psvT8bGku2bmdrxf1Su7a4XziIjYiIyA4xgRMREdkhJvAWpFQqsXjx4gY9uIHqx/1pXfayP+2lnS2N+6V2bXm/cBAbERGRHeIZOBERkR1iAiciIrJDTOBERER2iAmciIjIDjGBt5DVq1ejW7duUKlUCAkJwZEjR2zdJJtbsmQJZDKZ2atnz55SeWlpKaKjo+Hh4QEXFxdERUUhJyfHbB0ZGRmIjIyEs7MzPD09MXfuXFRUVJjV2bt3L26//XYolUoEBAQgLi6uJTav2SUmJuK+++6Dj48PZDIZtm/fblYuhMCiRYvQuXNnqNVqhIeHIy0tzazO1atXMWnSJGg0Gri5uWH69OkoLCw0q3Pq1CkMHz4cKpUKvr6+WLFiRY22bNmyBT179oRKpULfvn2xc+dOq2+vSXuKpdjYWNxxxx1wdXWFp6cnxo4di9TUVLM61ooTe7Zs2TLIZDLMmjVLWtYu9ougZvfZZ58JhUIhPvjgA3H27Fnx2GOPCTc3N5GTk2PrptnU4sWLRe/evUVWVpb0+uOPP6TyJ554Qvj6+oqEhARx9OhRceedd4ohQ4ZI5RUVFaJPnz4iPDxcnDhxQuzcuVPodDqxYMECqc6lS5eEs7OzmDNnjjh37pxYtWqVcHBwELt27WrRbW0OO3fuFAsXLhTbtm0TAMQXX3xhVr5s2TKh1WrF9u3bxcmTJ8X9998v/P39RUlJiVRn1KhRol+/fuLQoUPixx9/FAEBAWLixIlSuV6vF15eXmLSpEnizJkz4tNPPxVqtVq89957Up0DBw4IBwcHsWLFCnHu3DnxwgsvCCcnJ3H69Gmrb3N7i6WIiAixfv16cebMGZGcnCzGjBkj/Pz8RGFhoVTHGnFiz44cOSK6desmgoODxTPPPCMtbw/7hQm8BQwePFhER0dL7ysrK4WPj4+IjY21Yatsb/HixaJfv361luXn5wsnJyexZcsWaVlKSooAIJKSkoQQ1xOYXC4X2dnZUp21a9cKjUYjysrKhBBCzJs3T/Tu3dts3ePHjxcRERFW3hrbujGBV1VVCW9vb/Haa69Jy/Lz84VSqRSffvqpEEKIc+fOCQDip59+kup8++23QiaTid9//10IIcSaNWuEu7u7tD+FEGL+/PmiR48e0vu///3vIjIy0qw9ISEh4vHHH7fqNgrBWMrNzRUAxL59+4QQ1osTe1VQUCACAwNFfHy8+Mtf/iIl8PayX9iF3syMRiOOHTuG8PBwaZlcLkd4eDiSkpJs2LLWIS0tDT4+Prj11lsxadIkZGRkAACOHTuG8vJys/3Ws2dP+Pn5SfstKSkJffv2hZeXl1QnIiICBoMBZ8+elepUX4epTlvf9+np6cjOzjbbdq1Wi5CQELP95+bmhkGDBkl1wsPDIZfLcfjwYalOWFgYFAqFVCciIgKpqam4du2aVKcl9jFj6foTqgCgY8eOAKwXJ/YqOjoakZGRNf7+2st+YQJvZnl5eaisrDT7IwEALy8vZGdn26hVrUNISAji4uKwa9curF27Funp6Rg+fDgKCgqQnZ0NhUIBNzc3s89U32/Z2dm17ldTWV11DAYDSkpKmmnLbM+0/XX93WVnZ8PT09Os3NHRER07drTKPrb233d7j6WqqirMmjULQ4cORZ8+fQDAanFijz777DMcP34csbGxNcray37h08jIZkaPHi39Ozg4GCEhIejatSs2b94MtVptw5YRtT7R0dE4c+YM9u/fb+um2FxmZiaeeeYZxMfHQ6VS2bo5NsMz8Gam0+ng4OBQY/RjTk4OvL29bdSq1snNzQ3du3fHhQsX4O3tDaPRiPz8fLM61febt7d3rfvVVFZXHY1G06Z/JJi2v66/O29vb+Tm5pqVV1RU4OrVq1bZx9b++27PsRQTE4MdO3Zgz549Zo9atVac2Jtjx44hNzcXt99+OxwdHeHo6Ih9+/bhnXfegaOjI7y8vNrFfmECb2YKhQIDBw5EQkKCtKyqqgoJCQkIDQ21Yctan8LCQly8eBGdO3fGwIED4eTkZLbfUlNTkZGRIe230NBQnD592iwJxcfHQ6PRICgoSKpTfR2mOm193/v7+8Pb29ts2w0GAw4fPmy2//Lz83Hs2DGpzu7du1FVVYWQkBCpTmJiIsrLy6U68fHx6NGjB9zd3aU6LbGP22MsCSEQExODL774Art374a/v79ZubXixN6MGDECp0+fRnJysvQaNGgQJk2aJP27XewXW4+iaw8+++wzoVQqRVxcnDh37pyYMWOGcHNzMxv92B49++yzYu/evSI9PV0cOHBAhIeHC51OJ3Jzc4UQ128D8fPzE7t37xZHjx4VoaGhIjQ0VPq86TaQkSNHiuTkZLFr1y7RqVOnWm8jmzt3rkhJSRGrV69uM7eRFRQUiBMnTogTJ04IAOLNN98UJ06cEL/++qsQ4vptZG5ubuLLL78Up06dEg888ECtt5ENGDBAHD58WOzfv18EBgaa3UaWn58vvLy8xOTJk8WZM2fEZ599JpydnWvcRubo6Chef/11kZKSIhYvXtyst5G1p1iaOXOm0Gq1Yu/evWa3WxYXF0t1rBEnbUH1UehCtI/9wgTeQlatWiX8/PyEQqEQgwcPFocOHbJ1k2xu/PjxonPnzkKhUIhbbrlFjB8/Xly4cEEqLykpEU8++aRwd3cXzs7OYty4cSIrK8tsHb/88osYPXq0UKvVQqfTiWeffVaUl5eb1dmzZ4/o37+/UCgU4tZbbxXr169vic1rdnv27BEAarymTJkihLh+K9mLL74ovLy8hFKpFCNGjBCpqalm67hy5YqYOHGicHFxERqNRkydOlUUFBSY1Tl58qQYNmyYUCqV4pZbbhHLli2r0ZbNmzeL7t27C4VCIXr37i2++eabZtvu9hRLtf3/BWD2N2ytOLF3Nybw9rBf+DhRIiIiO8Rr4ERERHaICZyIiMgOMYETERHZISZwIiIiO8QETkREZIeYwImIiOwQEzgREZEdYgInu/HLL79AJpMhOTnZ1k0hatPi4uJqPMmLWh8m8HbokUcegUwmw7Jly8yWb9++HTKZzKJ1devWDStXrrRi68iE+7Z1YxzZB5lMhu3bt9u6Gc2CCbydUqlUWL58Oa5du2brphDZLcYR2RITeDsVHh4Ob29vxMbG1llv//79GD58ONRqNXx9ffH000+jqKgIAHDXXXfh119/xezZsyGTySw+63j//ffRq1cvqFQq9OzZE2vWrDErP3LkCAYMGACVSoVBgwbhxIkTNdbx1VdfITAwECqVCnfffTc2bNgAmUxm9hjBurbhZr7++mvccccdUKlU0Ol0GDdunFR27do1PPzww3B3d4ezszNGjx6NtLQ0qXzJkiXo37+/2fpWrlyJbt26Se8feeQRjB07Fq+//jo6d+4MDw8PREdHS0/9auq+pZZh6ziq7+8IqP/vFbjeZe7n5wdnZ2eMGzcOV65cqfFdX375JW6//XaoVCrceuutWLp0KSoqKups3wcffIDevXtDqVSic+fOiImJkcoyMjLwwAMPwMXFBRqNBn//+9/NHu9p2rbqZs2ahbvuukt6f9ddd+Hpp5/GvHnz0LFjR3h7e2PJkiVSuSnmxo0bB5lMZhaDbYKtJ2OnljdlyhTxwAMPiG3btgmVSiUyMzOFEEJ88cUXovqfxIULF0SHDh3EW2+9Jc6fPy8OHDggBgwYIB555BEhxPUHYXTp0kW89NJL0lOSGurjjz8WnTt3Flu3bhWXLl0SW7duFR07dhRxcXFCiOtP2urUqZN46KGHxJkzZ8TXX38tbr31VgFAnDhxQghx/UljTk5O4rnnnhM///yz+PTTT8Utt9wiAIhr1641aBtqs2PHDuHg4CAWLVokzp07J5KTk8Wrr74qld9///2iV69eIjExUSQnJ4uIiAgREBAgjEajEEKIxYsXi379+pmt86233hJdu3Y1+3+g0WjEE088IVJSUsTXX38tnJ2dxb///e8m71tqGa0hjur7OxKi/r/XQ4cOCblcLpYvXy5SU1PF22+/Ldzc3IRWq5XWkZiYKDQajYiLixMXL14U33//vejWrZtYsmTJTdu2Zs0aoVKpxMqVK0Vqaqo4cuSIeOutt4QQQlRWVor+/fuLYcOGiaNHj4pDhw6JgQMHir/85S819m91zzzzjFmdv/zlL0Kj0YglS5aI8+fPiw0bNgiZTCa+//57IYQQubm50sNfsrKypCcdthVM4O1Q9cC48847xbRp04QQNQ8806dPFzNmzDD77I8//ijkcrn0SMquXbtKQWmJ2267TWzcuNFs2b/+9S/pcX/vvfee8PDwMHv05dq1a80S+Pz580WfPn3M1rFw4UKzBN6QbbhRaGiomDRpUq1l58+fFwDEgQMHpGV5eXlCrVaLzZs3CyEansC7du0qKioqpGV/+9vfxPjx46X3jd231DJaQxzV93fUkL/XiRMnijFjxpitd/z48WYJfMSIEWY/YoUQ4qOPPhKdO3e+adt8fHzEwoULay37/vvvhYODg8jIyJCWnT17VgAQR44ckbatIQl82LBhZnXuuOMOMX/+fOk9APHFF1/ctJ32jF3o7dzy5cuxYcMGpKSk1Cg7efIk4uLi4OLiIr0iIiJQVVWF9PT0Rn9nUVERLl68iOnTp5ut++WXX8bFixcBACkpKQgODoZKpZI+Fxoaarae1NRU3HHHHWbLBg8e3ORtSE5OxogRI2otS0lJgaOjI0JCQqRlHh4e6NGjR637sC69e/eGg4OD9L5z587Izc21aB3UOtgijkzq+jtqyN9rSkqKWTlQM9ZOnjyJl156yWwbHnvsMWRlZaG4uLhGm3Jzc3H58uU648jX1xe+vr7SsqCgILi5uVkcR8HBwWbv21McOdq6AWRbYWFhiIiIwIIFC/DII4+YlRUWFuLxxx/H008/XeNzfn5+jf7OwsJCAMB//vOfGgeO6gcia2jMNqjV6iZ9p1wuh7jhKb3Vr0maODk5mb2XyWSoqqpq0neTbdgijkxa4u+osLAQS5cuxYMPPlijrPqPbJOmxhDAOGoIJnDCsmXL0L9/f/To0cNs+e23345z584hICDgpp9VKBSorKy06Pu8vLzg4+ODS5cuYdKkSbXW6dWrFz766COUlpZKB4hDhw6Z1enRowd27txptuynn36yeBtuFBwcjISEBEydOrXWdlVUVODw4cMYMmQIAODKlStITU1FUFAQAKBTp07Izs6GEEIakNSYe9cbs2/Jdlo6jhqiIX+vvXr1wuHDh80+d2Os3X777UhNTW1wHLm6uqJbt25ISEjA3XffXWu7MjMzkZmZKZ2Fnzt3Dvn5+WZxdObMGbPPJScn10jY9XFycmq7cWTjLnyygdquLU2ePFmoVCqza3cnT54UarVaREdHixMnTojz58+L7du3i+joaKnOvffeK+6//37x22+/iT/++EMIIcRvv/0mevToIQ4fPnzTNvznP/8RarVavP322yI1NVWcOnVKfPDBB+KNN94QQlwfxKbT6cQ//vEPcfbsWfHNN9+IgICAWgexzZs3T6SmpopNmzaJLl26CAAiPz+/wdtwoz179gi5XC4NYjt16pRYtmyZVP7AAw+IoKAg8eOPP4rk5GQxatQos0FB586dEzKZTCxbtkxcuHBBvPvuu8Ld3b3GNfD6ru/Vtm+p9WgNcdSQv6P6/l6TkpKEXC4Xr732mjh//rxYtWpVjUFsu3btEo6OjmLJkiXizJkz4ty5c+LTTz+96TVuIYSIi4sTKpVKvP322+L8+fPi2LFj4p133hFCCFFVVSX69+8vhg8fLo4dOyYOHz5cYxDbrl27hEwmExs2bBDnz58XixYtEhqNpsY18Geeecbsex944AExZcoU6X1gYKCYOXOmyMrKElevXr1pe+0RE3g7VFvQp6enC4VCIW78TXfkyBFx7733ChcXF9GhQwcRHBwsXnnlFak8KSlJBAcHC6VSKX02PT1dABB79uypsx2ffPKJ6N+/v1AoFMLd3V2EhYWJbdu2ma27X79+QqFQiP79+4utW7eaJXAhhPjyyy9FQECAUCqV4q677pIGulUfoFbfNtRm69atUtt0Op148MEHpbKrV6+KyZMnC61WK9RqtYiIiBDnz583+/zatWuFr6+v6NChg3j44YfFK6+8YnECr23fUuvRGuKoIX9HDfl7/e9//yu6dOki1Gq1uO+++8Trr79ulsCFuJ5QhwwZItRqtdBoNGLw4MFmo91rs27dOtGjRw/h5OQkOnfuLJ566imp7NdffxX333+/6NChg3B1dRV/+9vfRHZ2ttnnFy1aJLy8vIRWqxWzZ88WMTExFifwr776SgQEBAhHR0ezGGwLZELccJGByI698sorWLduHTIzM23dFCKiZsVr4GTX1qxZgzvuuAMeHh44cOAAXnvtNbPJIoiI2iomcLJraWlpePnll3H16lX4+fnh2WefxYIFC2zdLCKiZscudCIiIjvEiVyIiIjsEBM4ERGRHWICJyIiskNM4ERERHaICZyIiMgOMYETERHZISZwIiIiO8QETkREZIeYwImIiOzQ/wPyhqvXp37kewAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " result_filter=lambda line: line[\"Network type\"] == \"homogeneous\", y_vars=[\"Qty. of messages sent\", \"Qty. of steps\"]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Every other network type" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " result_filter=lambda line: line[\"Network type\"] not in (\"complete\", \"homogeneous\"),\n", " y_vars=[\"Qty. of messages sent\", \"Qty. of steps\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# backup the results, since we will overwrite them\n", "back = benchmark_ideal.results.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting against theoretical upper bound" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Message count as a function of the number of edges\n", "\n", "To be able to plot the theoretical upper bound, we first need to project it to a 2D space. We can do this by taking the\n", "quantity of nodes as the maximum possible for any given number of edges. Now the bound is a function of the number of edges\n", "only." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we add the theoretical execution metrics to the benchmark results:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from math import log2\n", "\n", "for m in range(1, 1001):\n", " m = m * 1.0\n", "\n", " n = 1.0 * (m + 1) # Maximum number of nodes for any connected network with m edges\n", "\n", " loose_bound = m + n * log2(n) # O(m + n log n)\n", " benchmark_ideal.results.insert(\n", " 0,\n", " {\n", " \"Net. node count\": n,\n", " \"Net. edge count\": m,\n", " \"Network type\": \"ref. O(m + n log n)\",\n", " \"Qty. of messages sent\": loose_bound,\n", " \"Qty. of messages delivered\": loose_bound,\n", " \"Qty. of status changes\": loose_bound,\n", " \"Qty. of steps\": loose_bound,\n", " },\n", " )\n", "\n", " tight_bound = 2 * m + 5 * n * log2(n) + n + 1\n", " benchmark_ideal.results.insert(\n", " 0,\n", " {\n", " \"Net. node count\": n,\n", " \"Net. edge count\": m,\n", " \"Network type\": \"ref. 2m + 5n log(n) + n + 1\",\n", " \"Qty. of messages sent\": tight_bound,\n", " \"Qty. of messages delivered\": tight_bound,\n", " \"Qty. of status changes\": tight_bound,\n", " \"Qty. of steps\": tight_bound,\n", " },\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Plot the results" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " result_filter=lambda line: line[\"Net. edge count\"] <= 1000,\n", " y_vars=[\n", " \"Qty. of messages sent\",\n", " ],\n", " x_vars=[\"Net. edge count\"],\n", " pairplot_kwargs={\"height\": 5},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Message count as a function of the number of nodes\n", "\n", "Again, we project the theoretical upper bound to a 2D space. Now the bound is a function of the number of nodes only." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from math import log2\n", "\n", "# restore the original results\n", "benchmark_ideal.results = back.copy()\n", "\n", "for n in range(1, 501):\n", " n = 1.0 * n\n", " m = n * (n - 1) / 2 # Maximum number of edges for any connected network with n nodes (a complete graph)\n", "\n", " loose_bound = m + n * log2(n) # O(m + n log n)\n", " benchmark_ideal.results.insert(\n", " 0,\n", " {\n", " \"Net. node count\": n,\n", " \"Net. edge count\": m,\n", " \"Network type\": \"ref. O(m + n log n)\",\n", " \"Qty. of messages sent\": loose_bound,\n", " \"Qty. of messages delivered\": loose_bound,\n", " \"Qty. of status changes\": loose_bound,\n", " \"Qty. of steps\": loose_bound,\n", " },\n", " )\n", "\n", " tight_bound = 2 * m + 5 * n * log2(n) + n + 1\n", " benchmark_ideal.results.insert(\n", " 0,\n", " {\n", " \"Net. node count\": n,\n", " \"Net. edge count\": m,\n", " \"Network type\": \"ref. 2m + 5n log(n) + n + 1\",\n", " \"Qty. of messages sent\": tight_bound,\n", " \"Qty. of messages delivered\": tight_bound,\n", " \"Qty. of status changes\": tight_bound,\n", " \"Qty. of steps\": tight_bound,\n", " },\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Plot the results" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " y_vars=[\n", " \"Qty. of messages sent\",\n", " ],\n", " x_vars=[\"Net. node count\"],\n", " pairplot_kwargs={\"height\": 5},\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# restore the original results\n", "benchmark_ideal.results = back.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inferring time complexity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's focus on the quantity of steps as a function of the number of nodes and edges." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERp1Q8EhERERERERERpzxcHaAiys/NISslhYyUZNw9PPEJDMI3KBiDm2p5IiIiIiIVTW52FtmpqWSkJONpNOEdGHj+84HB4OpoIiKAikdlListld/WrGLTJ+9jtRQA4B0QSI+xk6lcJwZ3D31LREREREQqiszUFH5e+RG/rv4Cm9UKgF9IJe6a8CRh1WvpF8wiUi7of6IydnTvLjZ++La9cASQlZrCxzOfJP3MaRcmExERERGRsmSzWjmw6X/88vVn9sIRQPrZM3w44z+kndXnAxEpH1Q8KkOZqSn89OE7RfZZ8vP5fevmMk4kIiIiIiKukpFyjs0rPiiyLy87ixP795VxIhGRoql4VIasBQWknkp02n/q0O9lmEZERERERFzJWpBPVmqK0/4zR4+UWRYRkYtR8agMuXt6Elwlyml/ZEz9MkwjIiIiIiKu5O7hiV9IJaf94TXrlGEaERHnVDwqQ97+Adx8/4Ai+zxNZmq1aFnGiURERERExFV8g0O4qe+/iuwz+/kTUaduGScSESmaS4tHixcvpkmTJvj7++Pv70/r1q1ZtWqVvT8nJ4fhw4cTEhKCr68vffr04dSpUw7XSEhIoFu3bnh7exMWFsaECRMoKChwOGbdunW0aNECLy8v6tSpQ2xsbFk8vSJFRtej05BhGM1me1tgeGXunfYcfpVCXZZLRERERETKXu0WN3Dz/QPwMHrZ20KqVuPe6bPw1+cDESknDDabzeaqm3/xxRe4u7sTHR2NzWZj+fLlPP/88/z66680bNiQRx99lK+++orY2FgCAgIYMWIEbm5ubNy4EQCLxUKzZs2IiIjg+eefJzExkf79+/Pwww/z7LPPAnD48GEaNWrEI488wpAhQ1i7di2jR4/mq6++okuXLpeVMy0tjYCAAFJTU/H39//Hz9tSUEBmSjLZaWm4ebhj9gvENyjoH19XRESkrJT0e6OISEVWkJ9H5rlzZKen4WE0YvYPwCcg0NWxRETsXFo8KkpwcDDPP/88d999N6Ghobz77rvcfffdAOzbt4/69euzadMmbrzxRlatWkX37t05ceIE4eHhALz66qtMmjSJ06dPYzQamTRpEl999RW7d++23+O+++4jJSWF1atXX1Ym/YAsIiLiSO+NIiIiIhVHuVnzyGKx8P7775OZmUnr1q3Zvn07+fn5dOrUyX5MvXr1qFatGps2bQJg06ZNNG7c2F44AujSpQtpaWns2bPHfsxfr3HhmAvXKEpubi5paWkOXyIiIhWZ3htFREREKi6XF4927dqFr68vXl5ePPLII3z66ac0aNCAkydPYjQaCQwMdDg+PDyckydPAnDy5EmHwtGF/gt9FzsmLS2N7OzsIjM999xzBAQE2L+iopzvkHYlbDYLOTmJZGT+TlZ2AgUFmSV6fRERkZJW2u+NIiKlyWLJJjv7KBmZv5OTcwKrteDSJ4mIiJ3Li0cxMTHs2LGDLVu28OijjzJgwAD27t3r0kyTJ08mNTXV/nX06NESu3Z+/jmOH3+fn7f2YMuWLmze3Im4fZPJyTlRYvcQEREpaaX53igiUppyck6y/8B0Nm2+jS1burDl564kHH2DvLyzro4mIiWkffv2jB492tUxrmkuLx4ZjUbq1KnDddddx3PPPUfTpk156aWXiIiIIC8vj5SUFIfjT506RUREBAARERGFdl+78PhSx/j7+2P+y45nf+Xl5WXfAe7CV0mw2awkJX3D/gNTyc8/9/9tFpKSvmLnb4+Sm3u6RO4jIiJS0krrvVFEpDTl5SWzN24CiYkfY7PlA1BQkE58/BxOnPgQqzXfxQlFXGvgwIEYDAZmzZrl0L5y5UoMBkOxrlWjRg3mz59fgulKz7p16zAYDIXqDeKcy4tHf2e1WsnNzeW6667D09OTtWvX2vv2799PQkICrVu3BqB169bs2rWLpKQk+zFr1qzB39+fBg0a2I/56zUuHHPhGmUpN/cU8YfmFdmXkbGbnJzjZZxIREREROTalZd3mnPnfiqy78gfi8nNTSqyT6QiMZlMzJ49m3Pnzrk6SrHl5eW5OkKF4dLi0eTJk/nxxx85cuQIu3btYvLkyaxbt45+/foREBDAQw89xNixY/nhhx/Yvn07gwYNonXr1tx4440AdO7cmQYNGvDggw+yc+dOvvnmG5588kmGDx+Ol5cXAI888giHDh1i4sSJ7Nu3j0WLFvHhhx8yZsyYMn++FksW+fnOh8emZ7h2up6IiIiIyLUkK+uI0z6LJZMCS3rZhREppzp16kRERATPPffcRY/bsGEDt9xyC2azmaioKEaOHElm5vn1e9u3b88ff/zBmDFjMBgMGAwGbDYboaGhfPzxx/ZrNGvWjMqVKztc08vLi6ysLAASEhK466678PX1xd/fn759+zrMJJo+fTrNmjXj9ddfp2bNmphMpiKzfvXVVwQEBPDOO+8U6jty5AgdOnQAICgoCIPBwMCBA3nzzTcJCQkhNzfX4fiePXvy4IMPOtx/yZIlREVF4e3tTd++fUlNTXU45/XXX6d+/fqYTCbq1avHokWLLvraXg1cWjxKSkqif//+xMTE0LFjR7Zu3co333zDbbfdBsCLL75I9+7d6dOnD23btiUiIoIVK1bYz3d3d+fLL7/E3d2d1q1b869//Yv+/fvz1FNP2Y+pWbMmX331FWvWrKFp06bMnTuX119/nS5dupT583Vz88JgMDrtN3lVdtonIiIiIiLFYzSGXKTXgLtb0ctYiFQk7u7uPPvssyxcuJBjx44VeUx8fDy33347ffr04bfffuODDz5gw4YNjBgxAoAVK1ZQtWpVnnrqKRITE0lMTMRgMNC2bVvWrVsHwLlz54iLiyM7O5t9+/YBsH79eq6//nq8vb2xWq3cddddJCcns379etasWcOhQ4e49957HbL8/vvvfPLJJ6xYsYIdO3YUyvruu+9y//33884779CvX79C/VFRUXzyySfA+dlNiYmJvPTSS9xzzz1YLBY+//xz+7FJSUl89dVXDB482OH+H374IV988QWrV6/m119/ZdiwYfb+d955h6lTp/LMM88QFxfHs88+y5QpU1i+fPllfDfKLw9X3vyNN964aL/JZOKVV17hlVdecXpM9erV+frrry96nfbt2/Prr79eUcaSZDSGUDmiJycSPyzU5+Hhh49PXRekEhERERG5NplMVTEaw8jLKzw9rVKlTpcoLolUHL169aJZs2ZMmzatyM/pzz33HP369bMvSh0dHc2CBQto164dixcvJjg4GHd3d/z8/OzrD8P5z+JLliwB4Mcff6R58+ZERESwbt066tWrx7p162jXrh0Aa9euZdeuXRw+fNi+q+ubb75Jw4YN2bp1K9dffz1wfqram2++SWhoaKGcr7zyCk888QRffPGF/bp/5+7uTnBwMABhYWEOO7w/8MADLFu2jHvuuQeAt99+m2rVqtG+fXv7MTk5Obz55ptUqVIFgIULF9KtWzfmzp1LREQE06ZNY+7cufTu3Rs4P6Bl7969LFmyhAEDBlz8G1GOlbs1j65l7u5matYcSWDgDQ7tHh4BNGv2JiZThJMzRURERESkuEymCJo1W4bR07FI5OvbkLp1p+Lh4euiZCLlz+zZs1m+fDlxcXGF+nbu3ElsbCy+vr72ry5dumC1Wjl8+LDTa7Zr1469e/dy+vRp1q9fT/v27Wnfvj3r1q0jPz+fn376yV6YiYuLIyoqyl44AmjQoAGBgYEOmapXr15k4ejjjz9mzJgxrFmzxmnh6FIefvhhvv32W44fP78ecWxsrH1R8QuqVatmLxzB+XWWrVYr+/fvJzMzk/j4eB566CGH12rmzJnEx8dfUabywqUjjyoik6kyjRu9TG7uSTIyDuDlFYrZXBOTqTIGg2p5IiIiIiIlydcnhuuv/4ysrCPk5ibi7VMbk1ckXl6FP3yKVGRt27alS5cuTJ48mYEDBzr0ZWRkMHToUEaOHFnovGrVqjm9ZuPGjQkODmb9+vWsX7+eZ555hoiICGbPns3WrVvJz8/npptuKlZOHx+fItubN2/OL7/8wn//+19atmxZ7N3iLlyjadOmvPnmm3Tu3Jk9e/bw1VdfXfb5GRkZACxdupRWrVo59Lm7uxc7T3mi4pELGI0hGI0h+Pk1dHUUEREREZFrmsFgwGSqjMmk9UVFLmXWrFk0a9aMmJgYh/YWLVqwd+9e6tSp4/Rco9GIxWJxaDMYDNxyyy189tln7Nmzh5tvvhlvb29yc3NZsmQJLVu2tBeD6tevz9GjRzl69Kh99NHevXtJSUmx76Z+MbVr12bu3Lm0b98ed3d3Xn755YtmBQrlBRgyZAjz58/n+PHjdOrUyWEkFJxf1PvEiRNERkYCsHnzZtzc3IiJiSE8PJzIyEgOHTpU5HpLVzMNdRERERERERERGjduTL9+/ViwYIFD+6RJk/jpp58YMWIEO3bs4ODBg3z22Wf2BbMBatSowY8//sjx48c5c+aMvb19+/a89957NGvWDF9fX9zc3Gjbti3vvPOOw/SyTp062e//yy+/8PPPP9O/f3/atWtHy5YtLyt/3bp1+eGHH/jkk0/s6zMVpXr16hgMBr788ktOnz5tHzEE59c9OnbsGEuXLnVYKPsCk8nEgAED2LlzJ//73/8YOXIkffv2ta/1NGPGDJ577jkWLFjAgQMH2LVrF8uWLWPevHmX9RzKKxWPRERERERERASAp556CqvV6tDWpEkT1q9fz4EDB7jlllto3rw5U6dOtY++uXDekSNHqF27tsOaRO3atcNisTgsOt2+fftCbQaDgc8++4ygoCDatm1Lp06dqFWrFh988EGx8sfExPD999/z3nvvMW7cuCKPqVKlCjNmzODxxx8nPDzcoQgWEBBAnz598PX1pWfPnoXOrVOnDr1796Zr16507tyZJk2asGjRInv/kCFDeP3111m2bBmNGzemXbt2xMbGUrNmzWI9j/LGYLPZbK4OUd6lpaUREBBAamoq/v7+ro4jIiLicnpvFBERkWtVx44dadiwYaERWNOnT2flypXs2LHDNcFcSGseiYiIiIiIiEiFd+7cOdatW8e6descRhOJikciIiIiIiIiIjRv3pxz584xe/bsQouGV3SatnYZNDRfRETEkd4bRURERCoOLZgtIiIiIiIiIiJOqXgkIiIiIiIiIiJOqXgkIiIiIiIiIiJOqXgkIiIiIiIiIiJOqXgkIiIiIiIiIiJOqXgkIiIiIiIiIiJOqXgkIiIiIiIiIuXaunXrMBgMpKSkuDpKhaTikYiIiIiIiIhcc2rUqMH8+fNdHeOa4OHqACIiIiIiIiJStNSsPM5k5JGWk4+/2ZNKPkYCvI2ujiUVjEYeiYiIiIiIiJRDJ1KyGfHer3Sct55ei36i49z1PPber5xIyS7V+1qtVubMmUOdOnXw8vKiWrVqPPPMMwDs2rWLW2+9FbPZTEhICP/+97/JyMiwnztw4EB69uzJs88+S3h4OIGBgTz11FMUFBQwYcIEgoODqVq1KsuWLbOfc+TIEQwGA++//z433XQTJpOJRo0asX79+ovm3LBhA7fccgtms5moqChGjhxJZmYmAO3bt+ePP/5gzJgxGAwGDAbDZZ0nRVPxSERERERERKScSc3KY9Inv/G/g2cc2n88eIbHP/mN1Ky8Urv35MmTmTVrFlOmTGHv3r28++67hIeHk5mZSZcuXQgKCmLr1q189NFHfPfdd4wYMcLh/O+//54TJ07w448/Mm/ePKZNm0b37t0JCgpiy5YtPPLIIwwdOpRjx445nDdhwgTGjRvHr7/+SuvWrenRowdnz54tMmN8fDy33347ffr04bfffuODDz5gw4YN9iwrVqygatWqPPXUUyQmJpKYmHhZ50nRDDabzebqEOVdWloaAQEBpKam4u/v7+o4IiIiLqf3RhERkdIVn5RBx3nOR96sHduO2mG+JX7f9PR0QkNDefnllxkyZIhD39KlS5k0aRJHjx7Fx8cHgK+//poePXpw4sQJwsPDGThwIOvWrePQoUO4uZ0fr1KvXj3CwsL48ccfAbBYLAQEBPD6669z3333ceTIEWrWrMmsWbOYNGkSAAUFBdSsWZPHHnuMiRMnsm7dOjp06MC5c+cIDAxkyJAhuLu7s2TJEnu+DRs20K5dOzIzMzGZTNSoUYPRo0czevRo+zGXc54UpjWPRERERERERMqZtJz8i/anX6L/SsXFxZGbm0vHjh2L7GvatKm9cATQpk0brFYr+/fvJzw8HICGDRvaC0cA4eHhNGrUyP7Y3d2dkJAQkpKSHK7funVr+589PDxo2bIlcXFxRebcuXMnv/32G++88469zWazYbVaOXz4MPXr1y/R8yo6FY9cxGq1kJWSgs1mw8vHB6PJ7OpIIiIiIiIiV62stFQs+fm4e3ri7R/g6jj/mL/J86L9fpfov1Jm8z//bOrp6ZjNYDAU2Wa1Wq/4HhkZGQwdOpSRI0cW6qtWrVqJn1fRqXjkAunJZ9mzbg07vv2a/JxsajZrSet7HiAoIhI3d3dXxxMREREREblqZGekc/LgfjZ88BbJJ44RFBFJm3sfJDKmPmZfP1fHu2KVfI20ja7Ej39b8wigbXQlKvmWzo5r0dHRmM1m1q5dW2jaWv369YmNjSUzM9M++mjjxo24ubkRExPzj++9efNm2rZtC5yftrZ9+3anaxG1aNGCvXv3UqdOHafXMxqNWCyWYp8nhWnB7DKWce4snz0/k40fvE3muWTysrPZv+l/vD15NOdOnnB1PBERERERkatGQX4++zauZ8Ws6SQdjqcgN5fTfxxm5Zyn2Lt+LQV5pbeodGkL8DYyq08T2kZXcmhvG12J2X2aEOBdOsUjk8nEpEmTmDhxIm+++Sbx8fFs3ryZN954g379+mEymRgwYAC7d+/mhx9+4LHHHuPBBx+0T1n7J1555RU+/fRT9u3bx/Dhwzl37hyDBw8u8thJkybx008/MWLECHbs2MHBgwf57LPPHIpNNWrU4Mcff+T48eOcOXPmss+TwjTyqIydTjjCqUMHC7UX5Oay8YO3uf3R0RhLYJigiIiIiIjItS7zXDI/vrOsyL4N771JnRtaExD6z4sarhIZaGbh/c05k5FHek4+fiZPKvkaS61wdMGUKVPw8PBg6tSpnDhxgsqVK/PII4/g7e3NN998w6hRo7j++uvx9vamT58+zJs3r0TuO2vWLGbNmsWOHTuoU6cOn3/+OZUqVSry2CZNmrB+/XqeeOIJbrnlFmw2G7Vr1+bee++1H/PUU08xdOhQateuTW5uLjab7bLOk8K029plKMkdZVYvms+e9d8V2efhaWTwS6/hF1L0Pw4REZHyQrutiYhIeXAy/iDv/GeM0/4HZs6lcvQ/n04lpevCbmu//vorzZo1c3UcKYKmrZUxo7e30z5PkwkMhjJMIyIiIiIicvW61Jqxbh6abCNSElQ8KmMN2xXe7vCCxh274B1w9e8KICIiIiIiUhbM/gFOZ274BAXr85VICVHxqIz5h4ZxQ897CrWHRFWnWeduuLurMi4iIiIiInI5/IJD6D76cTyMXg7tHp5Geox5HN+gEBclk+KoUaMGNptNU9bKMa15dBlKel2H7Ix0UpNOsfv7b8nOSKfBze0Jr1UH32D9xyYiIlcHrXkkIiLlhdViIe10Ege3biLx4H4iakdTt1Ub/CqF4q5payIlQsWjy1CaPyDbbDYMWudIRESuMioeiYhIeWSzWjG4aYKNSEkr9r+qX375hV27dtkff/bZZ/Ts2ZP//Oc/5OXllWi4ikCFIxERERERkZKhwpFI6Sj2v6yhQ4dy4MABAA4dOsR9992Ht7c3H330ERMnTizxgCIiIiIiIiIi4jrFLh4dOHDAvojVRx99RNu2bXn33XeJjY3lk08+Kel8IiIiIiIiIiLiQsUuHtlsNqxWKwDfffcdXbt2BSAqKoozZ86UbDoREREREREREXGpYhePWrZsycyZM3nrrbdYv3493bp1A+Dw4cOEh4eXeEARERERERERKRvt27dn9OjRro4h5Uyx9y2cP38+/fr1Y+XKlTzxxBPUqVMHgI8//pibbrqpxANei/LyzpGff5a8vLN4egZhNFbCaAx2dSwRERERkWKzWvPIzT1NXl4SNmx4GcMxGkNxdze6OpqIiJSQYhePmjRp4rDb2gXPP/887u7uJRLqWpaTc4I9e8aRkvqzvc3fvwWNGs3HbKriwmQiIiIiIsVTUJDJ2bPridv3OBZLJgDu7t7ExDxNaKVOeHj4ujihyDUg+xxknoacNDAFgE8lMAe5OpVUMFe8j+G2bdt46623eOutt9i2bRsmkwlPT8+SzHbNyc9PIW7fZIfCEUBa2i/s2TOGvLxzLkomIiIiIlJ82dl/sHvPSHvhCMBiyWLv3nFkZR1yYTKRa0TqcfhoMLx8PbzeEV5uCR8/dL69FFmtViZOnEhwcDARERFMnz7d3peQkMBdd92Fr68v/v7+9O3bl1OnTtn7p0+fTrNmzfjvf/9LtWrV8PX1ZdiwYVgsFubMmUNERARhYWE888wzDve81HUBZs6cSVhYGH5+fgwZMoTHH3/cvqHXBa+//jr169fHZDJRr149Fi1aZO87cuQIBoOBFStW0KFDB7y9vWnatCmbNm1yuMaGDRu45ZZbMJvNREVFMXLkSDIz//x/7ty5c/Tv35+goCC8vb254447OHjwYKHX4K/mz59PjRo17I/XrVvHDTfcgI+PD4GBgbRp04Y//vjjot8XVyp28ejYsWPccsst3HDDDYwaNYpRo0Zxww03cPPNN3Ps2LHSyHjNyMs7S3LyhiL7UlO3k59/towTiYiIiIhcGYsll4SE1wFbkf1HjiymoCCrbEOJXEuyz8FnI+DQ947t8Wvh88fO95eS5cuX4+Pjw5YtW5gzZw5PPfUUa9aswWq1ctddd5GcnMz69etZs2YNhw4d4t5773WMGB/PqlWrWL16Ne+99x5vvPEG3bp149ixY6xfv57Zs2fz5JNPsmXLFoDLuu4777zDM888w+zZs9m+fTvVqlVj8eLFDvd95513mDp1Ks888wxxcXE8++yzTJkyheXLlzsc98QTTzB+/Hh27NhB3bp1uf/++ykoKLBnv/322+nTpw+//fYbH3zwARs2bGDEiBH28wcOHMi2bdv4/PPP2bRpEzabja5du5Kfn39Zr29BQQE9e/akXbt2/Pbbb2zatIl///vfGAyGy/8mlbFiT1sbMmQI+fn5xMXFERMTA8D+/fsZNGgQQ4YMYfXq1SUe8lpRYMm4eH9BehklERERERH5Z6zWbDIvMrooK/sIVms24F12oUSuJZmnCxeOLohfe76/lKavNWnShGnTpgEQHR3Nyy+/zNq1awHYtWsXhw8fJioqCoA333yThg0bsnXrVq6//nrgfDHov//9L35+fjRo0IAOHTqwf/9+vv76a9zc3IiJiWH27Nn88MMPtGrVirVr117yugsXLuShhx5i0KBBAEydOpVvv/2WjIw/P2dPmzaNuXPn0rt3bwBq1qzJ3r17WbJkCQMGDLAfN378ePvmXzNmzKBhw4b8/vvv1KtXj+eee45+/frZFw2Pjo5mwYIFtGvXjsWLF3P06FE+//xzNm7caF/3+Z133iEqKoqVK1dyzz33XPL1TUtLIzU1le7du1O7dm0A6tevfwXfqbJT7JFH69evZ/HixfbCEUBMTAwLFy7kxx9/LNFw1xoPD3/AeSXRwyOg7MKIiIiIiPwD7u7e+Pk2cNrv61sPd3cVjkSuWE7aP+v/B5o0aeLwuHLlyiQlJREXF0dUVJS9wAPQoEEDAgMDiYuLs7fVqFEDPz8/++Pw8HAaNGiAm5ubQ1tSUhLAZV13//793HDDDQ65/vo4MzOT+Ph4HnroIXx9fe1fM2fOJD4+3unzq1y5MoA9y86dO4mNjXW4RpcuXbBarRw+fJi4uDg8PDxo1aqV/RohISHExMQ4vAYXExwczMCBA+nSpQs9evTgpZdeIjEx8bLOdZViF4+ioqKKHIplsViIjIwskVDXKqMxhNBKnYvsCwluh9EYUsaJRERERESujJubkaiogRgMRW2a40b1akNxdzeXeS6Ra4bJ/5/1/wN/X8/YYDBgtVr/0fn/9JqXcmEE0tKlS9mxY4f9a/fu3WzevNlpvgtTxS5kycjIYOjQoQ7X2LlzJwcPHrSPEroUNzc3bDbHKb1/r6MsW7aMTZs2cdNNN/HBBx9Qt27dQjnLk2IXj55//nkee+wxtm3bZm/btm0bo0aN4oUXXijRcNcaTw9/6sZMIyysK3+OQDJQqdJt1Kv3LJ6eGnkkIiIiIlcPs7kaTZu8gdEYam8zeobQtMkSvL2ruzCZyDXAJxRqdyy6r3bH8/1lrH79+hw9epSjR4/a2/bu3UtKSgoNGjgfiVgS142JiWHr1q0O5/31cXh4OJGRkRw6dIg6deo4fNWsWfOys7Ro0YK9e/cWukadOnUwGo3Ur1+fgoIC+3pNAGfPnmX//v32rKGhoZw8edKhgLRjx45C92revDmTJ0/mp59+olGjRrz77ruXnbOsFXvNo4EDB5KVlUWrVq3w8Dh/ekFBAR4eHgwePJjBgwfbj01OTi65pNcIk1c49es9S+1a4ygoSMfDwxdPYwieHqVXNRYRERERKQ3u7iaCg9twfcuV5OcnAzY8PYPx8grHYLjijZ1FBM6vZ3TnwvOLY8ev/bO9dsfz7aW03tHFdOrUicaNG9OvXz/mz59PQUEBw4YNo127drRs2bJUr/vYY4/x8MMP07JlS/tond9++41atWrZrzNjxgxGjhxJQEAAt99+O7m5uWzbto1z584xduzYy8oyadIkbrzxRkaMGMGQIUPw8fFh7969rFmzhpdffpno6GjuuusuHn74YZYsWYKfnx+PP/44VapU4a677gKgffv2nD59mjlz5nD33XezevVqVq1ahb//+c/9hw8f5rXXXuPOO+8kMjKS/fv3c/DgQfr373/Fr2FpK3bxaP78+aUQo2Lx8PDDw8Pv0geKiIiIiJRzBoMbJlMEJlOEq6OIXHsCqsDdb5xfHDsn7fxUNZ9QlxSO4PwUr88++4zHHnuMtm3b4ubmxu23387ChQtL/br9+vXj0KFDjB8/npycHPr27cvAgQP5+eef7ccMGTIEb29vnn/+eSZMmICPjw+NGze2L359OZo0acL69et54oknuOWWW7DZbNSuXdth57dly5YxatQounfvTl5eHm3btuXrr7+2T4erX78+ixYt4tlnn+Xpp5+mT58+jB8/ntdeew0Ab29v9u3bx/Llyzl79iyVK1dm+PDhDB069B+9jqXJYPv7RDwpJC0tjYCAAFJTU+2VQhERkYpM740iIiLiarfddhsRERG89dZbro5yzSv2yCOA+Ph4li1bRnx8PC+99BJhYWGsWrWKatWq0bBhw5LOKCIiIiIiIiIVWFZWFq+++ipdunTB3d2d9957j++++441a9a4OlqFUOyJyOvXr6dx48Zs2bKFFStW2Fc037lzJ9OmTSvxgCIiIiIiIiJSsRkMBr7++mvatm3LddddxxdffMEnn3xCp06dXB2tQij2yKPHH3+cmTNnMnbsWPz8/ly359Zbb+Xll18u0XAiIiIiIiIiImazme+++87VMSqsYo882rVrF7169SrUHhYWxpkzZ0oklIiIiIiIiIiIlA/FLh4FBgaSmJhYqP3XX3+lSpUqJRJKRERERERERETKh2IXj+677z4mTZrEyZMnMRgMWK1WNm7cyPjx4+nfv39pZBQRERERERERERcpdvHo2WefpV69ekRFRZGRkUGDBg1o27YtN910E08++WRpZBQRERERERERERcx2Gw225WcePToUXbt2kVGRgbNmzcnOjq6pLOVG2lpaQQEBJCamoq/v7+r44iIiLic3htFREREKo5ijzx66qmnyMrKIioqiq5du9K3b1+io6PJzs7mqaeeKo2MIiIiIiIiIiLiIsUuHs2YMYOMjIxC7VlZWcyYMaNEQomIiIiIiIhI2Wvfvj2jR492dYxSMX36dJo1a+bqGFelYhePbDYbBoOhUPvOnTsJDg4ukVAiIiIiIiIiIlI+eFzugUFBQRgMBgwGA3Xr1nUoIFksFjIyMnjkkUdKJaSIiIiIiIhIRZSam0pyTjLpeen4Gf0INgUT4BXg6lhlymKxYDAYcHMr9vgXKSGX/crPnz+fefPmYbPZmDFjBi+++KL969VXX2XDhg288sorpZlVREREREREpMI4mXmSiT9O5M6Vd9Lv637cufJOJv04iZOZJ0v1vlarlYkTJxIcHExERATTp08HYPDgwXTv3t3h2Pz8fMLCwnjjjTeA89PeRowYwYgRIwgICKBSpUpMmTKFv+7VlZuby/jx46lSpQo+Pj60atWKdevW2ftjY2MJDAzk888/p0GDBnh5eZGQkEBubi6TJk0iKioKLy8v6tSpY7/vhXP+auXKlUXOnFqyZAlRUVF4e3vTt29fUlNTHfpff/116tevj8lkol69eixatOhKX8prxmWPPBowYAAANWvWpE2bNnh4XPapIiIiIiIiIlIMqbmpTPtpGj+d+MmhfeOJjUz/aTqz284utRFIy5cvZ+zYsWzZsoVNmzYxcOBA2rRpw5AhQ2jbti2JiYlUrlwZgC+//JKsrCzuvfdeh/Mfeughfv75Z7Zt28a///1vqlWrxsMPPwzAiBEj2Lt3L++//z6RkZF8+umn3H777ezatcu+k3tWVhazZ8/m9ddfJyQkhLCwMPr378+mTZtYsGABTZs25fDhw5w5c6ZYz+3333/nww8/5IsvviAtLY2HHnqIYcOG8c477wDwzjvvMHXqVF5++WWaN2/Or7/+ysMPP4yPj4+9LlIRFbsC5OfnR1xcHI0bNwbgs88+Y9myZTRo0IDp06djNBpLPKSIiIiIiIhIRZKck1yocHTBxhMbSc5JLrXiUZMmTZg2bRoA0dHRvPzyy6xdu5ZZs2YRExPDW2+9xcSJEwFYtmwZ99xzD76+vvbzo6KiePHFFzEYDMTExLBr1y5efPFFHn74YRISEli2bBkJCQlERkYCMH78eFavXs2yZct49tlngfMjmhYtWkTTpk0BOHDgAB9++CFr1qyhU6dOANSqVavYzy0nJ4c333yTKlWqALBw4UK6devG3LlziYiIYNq0acydO5fevXsD5wfQ7N27lyVLllTo4lGxJwwOHTqUAwcOAHDo0CHuvfdevL29+eijj+x/eURERERERETkyqXnpf+j/n+iSZMmDo8rV65MUlISAEOGDGHZsmUAnDp1ilWrVjF48GCH42+88UaH6WKtW7fm4MGDWCwWdu3ahcVioW7duvj6+tq/1q9fT3x8vP0co9HokGPHjh24u7vTrl27f/TcqlWrZi8cXchmtVrZv38/mZmZxMfH89BDDzlkmzlzpkO2iqjYI48OHDhg39ruo48+ol27drz77rts3LiR++67j/nz55dwRBEREREREZGKxc/o94/6/wlPT0+HxwaDAavVCkD//v15/PHH2bRpEz/99BM1a9bklltuuexrZ2Rk4O7uzvbt23F3d3fo++voJbPZ7FCAMpvNF72um5ubw7pKcH70UnFkZGQAsHTpUlq1auXQ9/esFU2xi0c2m83+l+a7776zL5YVFRVV7LmGIiIiIiIiIlJYsCmYNpFt2HhiY6G+NpFtCDYFuyAVhISE0LNnT5YtW8amTZsYNGhQoWO2bNni8Hjz5s1ER0fj7u5O8+bNsVgsJCUlFavo1LhxY6xWK+vXr7dPW/ur0NBQ0tPTyczMxMfHBzg/WunvEhISOHHihH3K3ObNm3FzcyMmJobw8HAiIyM5dOgQ/fr1u+xsFUGxp621bNmSmTNn8tZbb7F+/Xq6desGwOHDhwkPDy/xgCIiIiIiIiIVTYBXANNvmk6byDYO7W0i2zD9pumltt7R5RgyZAjLly8nLi6uyHWAEhISGDt2LPv37+e9995j4cKFjBo1CoC6devSr18/+vfvz4oVKzh8+DA///wzzz33HF999ZXTe9aoUYMBAwYwePBgVq5cyeHDh1m3bh0ffvghAK1atcLb25v//Oc/xMfH8+677xIbG1voOiaTiQEDBrBz507+97//MXLkSPr27UtERAQAM2bM4LnnnmPBggUcOHCAXbt2sWzZMubNm1cCr9zVq9gjj+bPn0+/fv1YuXIlTzzxBHXq1AHg448/5qabbirxgCIiIiIiIiIVUYRPBLPbziY5J5n0vHT8jH4Em4JdWjgC6NSpE5UrV6Zhw4b2ETx/1b9/f7Kzs7nhhhtwd3dn1KhR/Pvf/7b3L1u2jJkzZzJu3DiOHz9OpUqVuPHGG+0zm5xZvHgx//nPfxg2bBhnz56lWrVq/Oc//wEgODiYt99+mwkTJrB06VI6duzI9OnTHe4LUKdOHXr37k3Xrl1JTk6me/fuLFq0yN4/ZMgQvL29ef7555kwYQI+Pj40btyY0aNH/4NX7OpnsP19UuAVysnJwd3dvdDcyGtBWloaAQEBpKam4u/v7+o4IiIiLqf3RhERkYorIyODKlWqsGzZMvuuZBe0b9+eZs2aaT3ka0yxRx45YzKZSupSIiIiIiIiIlLOWK1Wzpw5w9y5cwkMDOTOO+90dSQpIyVWPBIRERERERGRa1dCQgI1a9akatWqxMbG4uGhkkJFoe+0iIiIiIiIiFxSjRo1uNTKN+vWrSubMFKmLmu3tbS0tNLOUSHZbFZXRxARERGRq4R+dhQREVe5rJFHQUFBJCYmEhYWxq233sqKFSsIDAws5WjXJoslm5ycEySe/JTsrMMEh7QlOOhmzOYqro4mIiIiIuVQdvYxkpM3kJz8P8zetagccRcmUxXc3c2ujiYiIhXEZRWPfH19OXv2LGFhYaxbt478/PzSznVNslhyOHNmHbv3PAacH+qXdHo1np7BXNfifXx8ars2oIiIiIiUK5mZ8Wz/5T7y85PtbX/88SqNGy0gJORW3N29XJhOREQqissqHnXq1IkOHTpQv359AHr16oXRaCzy2O+//77k0l1j8vJOs2fvWC4Uji7Iz09m374nadJkMZ6egS7JJiIiIiLlS15eCnH7JjsUjs6zsmfvWG5stQazuapLsomISMVyWcWjt99+m+XLlxMfH8/69etp2LAh3t7epZ3tmpORsR+bLa/IvpTUn8nPP6fikYiIiIgAUFBwjtTU7UX2Wa15ZGTsV/FIRETKxGUVj8xmM4888ggA27ZtY/bs2Vrz6ApYLFkX7bfaLGWURERERETKu0v9bHipny1FRERKymXttvZXP/zwg71wZLPZLrlNn/zJz6+h0z6TKQpPD/8yTCMiIiIi5Zmnhx8mk/NNVfz8GpRhGhGRa9vAgQPp2bOnq2OUmBo1ajB//vwSu16xi0cAb775Jo0bN8ZsNmM2m2nSpAlvvfVWiYW6VhmNlYiMvLeIHgMxMU/h5RVW5plEREREpHzy8gonJuZpwFCor0rkAxiNlco+lIjIFThy5AgGg4EdO3a4OopcocuatvZX8+bNY8qUKYwYMYI2bdoAsGHDBh555BHOnDnDmDFjSjzktcLTM4DatcYREHAdR44sIi8vCT+/JtSpPR4fnxhXxxMRERGRciYw4HpaXvcRv8c/T3r6Lry8wqle/VEqhbTD0zPA1fFEpAwUpKZiOXsWa3o6bn7+uIcE4xFQdv/+8/LynG6YJY7y8/Px9PR0dYxSUeyRRwsXLmTx4sXMnj2bO++8kzvvvJM5c+awaNEiFixYUKxrPffcc1x//fX4+fkRFhZGz5492b9/v8MxOTk5DB8+nJCQEHx9fenTpw+nTp1yOCYhIYFu3brh7e1NWFgYEyZMoKCgwOGYdevW0aJFC7y8vKhTpw6xsbHFfeolwmgMIbJyH65r8T43tvqWJo0XERDQHA8PLUAuIiIiIo48PLwJCGhOk8aLubHVt7Ro/h6Rlfto1JFIBZGfeJLjY8dxqGs3jtx7H4e6duX4uPHkJ54stXu2b9+eESNGMHr0aCpVqkSXLl0A2L17N3fccQe+vr6Eh4fz4IMPcubMGft5VquVOXPmUKdOHby8vKhWrRrPPPMMADVr1gSgefPmGAwG2rdvD8DWrVu57bbbqFSpEgEBAbRr145ffvnFIY/BYOD111+nV69eeHt7Ex0dzeeff+5wzOeff050dDQmk4kOHTqwfPlyDAYDKSkpAEyfPp1mzZo5nDN//nxq1Kjh9HVYvXo1N998M4GBgYSEhNC9e3fi4+Pt/RdGU33wwQe0a9cOk8nEO++8U+S1DAYDS5YsoXv37nh7e1O/fn02bdrE77//Tvv27fHx8eGmm25yuD7AZ599RosWLTCZTNSqVYsZM2bYax02m43p06dTrVo1vLy8iIyMZOTIkQ7nZ2VlMXjwYPz8/KhWrRqvvfaa0+d7KcUuHiUmJnLTTTcVar/ppptITEws1rXWr1/P8OHD2bx5M2vWrCE/P5/OnTuTmZlpP2bMmDF88cUXfPTRR6xfv54TJ07Qu3dve7/FYqFbt27k5eXx008/sXz5cmJjY5k6dar9mMOHD9OtWzc6dOjAjh07GD16NEOGDOGbb74p7tMvMV5eoZhMlfUbIxERERG5JE/PAEymynh5hbo6ioiUkYLUVE48+SRZGzc6tGdt2MCJKVMoSE0ttXsvX74co9HIxo0befXVV0lJSeHWW2+lefPmbNu2jdWrV3Pq1Cn69u1rP2fy5MnMmjWLKVOmsHfvXt59913Cw8MB+PnnnwH47rvvSExMZMWKFQCkp6czYMAANmzYwObNm4mOjqZr166kp6c75JkxYwZ9+/blt99+o2vXrvTr14/k5GTg/Of9u+++m549e7Jz506GDh3KE0888Y9fg8zMTMaOHcu2bdtYu3Ytbm5u9OrVC6vV6nDc448/zqhRo4iLi7MX2ory9NNP079/f3bs2EG9evV44IEHGDp0KJMnT2bbtm3YbDZGjBhhP/5///sf/fv3Z9SoUezdu5clS5YQGxtrL8h98sknvPjiiyxZsoSDBw+ycuVKGjdu7HDPuXPn0rJlS3799VeGDRvGo48+WmjAzmWzFVPDhg1tzzzzTKH2p59+2taoUaPiXs5BUlKSDbCtX7/eZrPZbCkpKTZPT0/bRx99ZD8mLi7OBtg2bdpks9lstq+//trm5uZmO3nypP2YxYsX2/z9/W25ubk2m81mmzhxoq1hw4YO97r33nttXbp0uaxcqampNsCWmpr6j56fiIjItULvjSIiIqUrJz7etjemntOvnPj4Urlvu3btbM2bN3doe/rpp22dO3d2aDt69KgNsO3fv9+WlpZm8/Lysi1durTIax4+fNgG2H799deL3ttisdj8/PxsX3zxhb0NsD355JP2xxkZGTbAtmrVKpvNZrNNmjSpUC3iiSeesAG2c+fO2Ww2m23atGm2pk2bOhzz4osv2qpXr25/PGDAANtdd93lNNvp06dtgG3Xrl0Oz2n+/PkXfU5FPYdNmzbZANsbb7xhb3vvvfdsJpPJ/rhjx462Z5991uE6b731lq1y5co2m81mmzt3rq1u3bq2vLy8Iu9ZvXp127/+9S/7Y6vVagsLC7MtXrz4knmLUuw1j2bMmMG9997Ljz/+aF/zaOPGjaxdu5YPP/zwyipY/y/1/yunwcHBAGzfvp38/Hw6depkP6ZevXpUq1aNTZs2ceONN7Jp0yYaN25sr2gCdOnShUcffZQ9e/bQvHlzNm3a5HCNC8eMHj26yBy5ubnk5ubaH6elpf2j5yUiInK103ujiIhI2bL+bfRN4f6MUrv3dddd5/B4586d/PDDD/j6+hY6Nj4+npSUFHJzc+nYsWOx7nPq1CmefPJJ1q1bR1JSEhaLhaysLBISEhyOa9Kkif3PPj4++Pv7k5SUBMD+/fu5/vrrHY6/4YYbipWjKAcPHmTq1Kls2bKFM2fO2EccJSQk0KhRI/txLVu2vKzr/fU5XKhf/HWkUHh4ODk5OaSlpeHv78/OnTvZuHGjfaQRnJ95lZOTQ1ZWFvfccw/z58+nVq1a3H777XTt2pUePXrg4eFR5D0NBgMRERH21624il086tOnD1u2bOHFF19k5cqVANSvX5+ff/6Z5s2bX1EIOD8/cvTo0bRp08b+jTh58iRGo5HAwECHY8PDwzl58qT9mL8Wji70X+i72DFpaWlkZ2djNpsd+p577jlmzJhxxc9FRETkWqP3RhERkbLl5ud3if7ChZyS4uPj4/A4IyODHj16MHv27ELHVq5cmUOHDl3RfQYMGMDZs2d56aWXqF69Ol5eXrRu3Zq8vDyH4/6+CLXBYCg0fexi3NzcOD8A6E/5+fkXPadHjx5Ur16dpUuXEhkZidVqpVGjRoWy/f21cuavz8FgMDhtu/C8MjIymDFjhsOyPReYTCaioqLYv38/3333HWvWrGHYsGE8//zzrF+/3n7df/q6/VWxi0dwvgr59ttvX9ENnRk+fDi7d+9mw4YNJXrdKzF58mTGjh1rf5yWlkZUVJQLE4mIiLiW3htFRETKlntICN4330xWEZ+RvW++GfeQkDLL0qJFCz755BNq1KjhMLLlgujoaMxmM2vXrmXIkCGF+i/s1maxWBzaN27cyKJFi+jatSsAR48edViE+3LExMTw9ddfO7Rt3brV4XFoaCgnT57EZrPZizQ7duxwes2zZ8+yf/9+li5dyi233AJQ5rWKFi1asH//furUqeP0GLPZTI8ePejRowfDhw+nXr167Nq1ixYtWpR4nmIvmF0aRowYwZdffskPP/xA1apV7e0RERHk5eXZV0i/4NSpU0RERNiP+fvuaxceX+oYf3//QqOOALy8vPD393f4EhERqcj03igiIlK2PAICiHz6abxvvtmh3fvmm4mc+TQeAWW3+dLw4cNJTk7m/vvvZ+vWrcTHx/PNN98waNAgLBYLJpOJSZMmMXHiRN58803i4+PZvHkzb7zxBgBhYWGYzWb7QtsXlqyJjo7mrbfeIi4uji1bttCvX78iP6NfzNChQ9m3bx+TJk3iwIEDfPjhh/bd1S8Uitq3b8/p06eZM2cO8fHxvPLKK6xatcrpNYOCgggJCeG1117j999/5/vvv3f4JVpZmDp1Km+++SYzZsxgz549xMXF8f777/Pkk08CEBsbyxtvvMHu3bs5dOgQb7/9NmazmerVq5dKHpcWj2z/v5r4p59+yvfff2/fvu+C6667Dk9PT9auXWtv279/PwkJCbRu3RqA1q1bs2vXLod5e2vWrMHf358GDRrYj/nrNS4cc+EaIiIiIiIiIuWNZ+UIqsx9gVpff0WNDz6g1tdfUWXuC3j+/0CJshIZGcnGjRuxWCx07tyZxo0bM3r0aAIDA3FzO19WmDJlCuPGjWPq1KnUr1+fe++91/453cPDgwULFrBkyRIiIyO56667AHjjjTc4d+4cLVq04MEHH2TkyJGEhYUVK1vNmjX5+OOPWbFiBU2aNGHx4sX23da8vLyA80vtLFq0iFdeeYWmTZvy888/M378eKfXdHNz4/3332f79u00atSIMWPG8Pzzzxf7dfsnunTpwpdffsm3337L9ddfz4033siLL75oLw4FBgaydOlS2rRpQ5MmTfjuu+/44osvCCmlEWkG298n/pWhYcOG8e677/LZZ58RExNjbw8ICLBXGx999FG+/vprYmNj8ff357HHHgPgp59+As4Pe2vWrBmRkZHMmTOHkydP8uCDDzJkyBCeffZZ4PzWfY0aNWL48OEMHjyY77//npEjR/LVV19ddCu9C9LS0ggICCA1NVW/aRUREUHvjSIiIlJ+PfPMM7z66qscPXrU1VGuGS4tHl0YQvZ3y5YtY+DAgQDk5OQwbtw43nvvPXJzc+nSpQuLFi2yT0kD+OOPP3j00UdZt24dPj4+DBgwgFmzZjnMxVy3bh1jxoxh7969VK1alSlTptjvcSn6AVlERMSR3htFRESkvFi0aBHXX389ISEhbNy4kccee4wRI0Ywc+ZMV0e7Zri0eHS10A/IIiIijvTeKCIiIuXFmDFj+OCDD0hOTqZatWo8+OCDTJ48ucjFveXKlFjxaNGiRZw5c4apU6eWxOXKFf2ALCIi4kjvjSIiIiIVR7EXzM7MzCyy/ZNPPrGvaC4iIiIiIiIiIteGYhePwsPDGTx4MBs2bHBoX7t2LYcOHSqxYCIiIiIiIiIi4nrFLh69/fbbJCcnc+utt1K3bl1mzZrFiRMnSiObiIiIiIiIiIi4WLGLRz179mTlypUcP36cRx55hHfffZfq1avTvXt3VqxYQUFBQWnkvOZYrRbycnKwWiyujiIiIiIi8o8V5OdRkJfr6hgiIlIKSmTB7IULFzJhwgTy8vKoVKkSjzzyCI8//jje3t4lkdHlSnJRUEt+Pqmnk9j9wxpOHT5IaLVaNOnYBf+wMDw8jSWUWEREpHRpwWwRuSDjXDKnDv3Ob9+twmaz0aTj7UTUqYtvULCro4mISAm54uLRqVOnWL58ObGxsfzxxx/06tWLhx56iGPHjjF79mwiIyP59ttvSzqvS5TUD8g2m41jcbv5eOYUrJY/R2i5ubvTa9I0qjVuipube0lEFhERKVUqHokInC8cfb1wLkf37HRor1KvId1HTcQ3OMRFyUREpCR5FPeEFStWsGzZMr755hsaNGjAsGHD+Ne//kVgYKD9mJtuuon69euXZM5rQsa5s3y14HmHwhGA1WLh64Uv8K/ZL+EfEuqidCIiIiIixXN8395ChaPz7Xv4Y/cOGrbt6IJUIiLFN3DgQFJSUli5cqWro5RLxV7zaNCgQURGRrJx40Z27NjBiBEjHApHAJGRkTzxxBMllfGakZ2aSua55KL70tPISk0t40QiIiIiIlcmNyuLX7/5wmn/jtVfkZORXoaJRKS8OnLkCAaDgR07drg6iksYDIarvihV7JFHiYmJl1zLyGw2M23atCsOda2y2qwX7bdp8WwRERERuUrYbFasF9ksx1KQj9V68Z9/ReTScjLzyU7PIy+7AKPZA7OfEZOPZ5ndPy8vD6NR6/Nejvz8fDw9S+97U9rXv5hijzzy8/MjKSmpUPvZs2dxd9d6PRfj7ReA0Xy+8Obm7k5YjVqE1aiFm7s7Hl5eeP9tBJeIiIiISHnl5e1Dg7a3Ou2vf0sHzL5+ZZhI5NqTkZzDt6/v4d3pW/h49nbenb6Fb1/fQ0ZyTqnds3379owYMYLRo0dTqVIlunTpAsDu3bu544478PX1JTw8nAcffJAzZ87Yz7NarcyZM4c6derg5eVFtWrVeOaZZwCoWbMmAM2bN8dgMNC+fXsAtm7dym233UalSpUICAigXbt2/PLLLw55DAYDr7/+Or169cLb25vo6Gg+//xzh2M+//xzoqOjMZlMdOjQgeXLl2MwGEhJSQFg+vTpNGvWzOGc+fPnU6NGDaevw+rVq7n55psJDAwkJCSE7t27Ex8fb++/MJrqgw8+oF27dphMJt55551C17lwj169emEwGBzuuXjxYmrXro3RaCQmJoa33nqr0HNfvHgxd955Jz4+PjzzzDPExsYWmv21cuVKDAaD/fHOnTvp0KEDfn5++Pv7c91117Ft2zanz/VyFLt45Gx97dzcXFUjL8EnOJiOgx/luu69uHPcE9RqcQO1WtzAneOeoOfEqfgEakcKEREREbk6GAwGal93A4ERkYX6/EPDiGl9Cwa3Yn/ckHIoLyebc4nH2bnma7Z+8QmnDv9OVpqW3ChtOZn5fP/WPo7GOS59cjQume/f2kdOZn6p3Xv58uUYjUY2btzIq6++SkpKCrfeeivNmzdn27ZtrF69mlOnTtG3b1/7OZMnT2bWrFlMmTKFvXv38u677xIeHg7Azz//DMB3331HYmIiK1asACA9PZ0BAwawYcMGNm/eTHR0NF27diU93XHK64wZM+jbty+//fYbXbt2pV+/fiQnn39dDh8+zN13303Pnj3ZuXMnQ4cOLZFldDIzMxk7dizbtm1j7dq1uLm50atXr0IjKh9//HFGjRpFXFycvdD2V1u3bgVg2bJlJCYm2h9/+umnjBo1inHjxrF7926GDh3KoEGD+OGHHxzOnz59Or169WLXrl0MHjz4srL369ePqlWrsnXrVrZv387jjz/+j0csXfa0tQULFgB/Vv18fX3tfRaLhR9//JF69er9ozDXOnd3D6o1asKpQwdZOecph74WXe8itFoNPDwDXJRORERERKR4/EJCuWfKM+z98Xt2r1sDNhsN2nakUYdO+FfSRjDXgtysLPZtXMd3byyGvwwkqN3yRm57eDg+gUEuTHdty07PK1Q4uuBoXDLZ6XmlNn0tOjqaOXPm2B/PnDmT5s2b8+yzz9rb/vvf/xIVFcWBAweoXLkyL730Ei+//DIDBgwAoHbt2tx8880AhIae//8gJCSEiIgI+zVuvdVx9OJrr71GYGAg69evp3v37vb2gQMHcv/99wPw7LPPsmDBAn7++Wduv/12lixZQkxMDM8//zwAMTEx7N692z7q6Ur16dPH4fF///tfQkND2bt3L40aNbK3jx49mt69ezu9zoXnHhgY6PDcX3jhBQYOHMiwYcMAGDt2LJs3b+aFF16gQ4cO9uMeeOABBg0aVKzsCQkJTJgwwV6jiY6OLtb5Rbns4tGLL74InB959OqrrzpMUTMajdSoUYNXX331Hwe61p09fpRfVn1eqP2Xrz+jZvOW1GjS3AWpRERERESujH+lUG7oeTeNb+0MNhtm/wDctJzFNSPtTBLfvb6oUHv8ts3UaNKcpp27OkyXkZKTl+18TbHL6f8nrrvuOofHO3fu5IcffnAYRHJBfHw8KSkp5Obm0rFj8XZYPHXqFE8++STr1q0jKSkJi8VCVlYWCQkJDsc1adLE/mcfHx/8/f3ty+ns37+f66+/3uH4G264oVg5inLw4EGmTp3Kli1bOHPmjH3EUUJCgkPxqGXLlld0/bi4OP797387tLVp04aXXnrJoe1Krj927FiGDBnCW2+9RadOnbjnnnuoXbv2FeW84LKLR4cPHwagQ4cOrFixgqAgVZiLKy87m62ff+K0f+vnnxAZHWNfF0lERERE5Grg5uauESjXqN0/rHHat+3LFUTf0BqfIC2/URqM5ot/XL9U/z/h4+Pj8DgjI4MePXowe/bsQsdWrlyZQ4cOXdF9BgwYwNmzZ3nppZeoXr06Xl5etG7dmry8PIfj/j7lymAwFGtBfjc3t0JL8OTnX3zaX48ePahevTpLly4lMjISq9VKo0aNCmX7+2tV0v5+/ct5LtOnT+eBBx7gq6++YtWqVUybNo3333+fXr16XXGOYk9C/uGHHwgKCuLMmTOkpaVd8Y0rIktBHtkXmRucnZaK5SI7VoiIiIiIiJQVm9VK+pnTTvuz09O0o14pMvsZiapfdGEuqn4wZr+yW3O4RYsW7Nmzhxo1alCnTh2HLx8fH6KjozGbzaxdu7bI8y+sj2z52w7jGzduZOTIkXTt2pWGDRvi5eXlsAj35YiJiSm0GPSFdYUuCA0N5eTJkw5Flx07dji95tmzZ9m/fz9PPvkkHTt2pH79+pw7d65Yuf7K09Oz0HOvX78+GzdudGjbuHEjDRo0uOi1QkNDSU9PJzMz095W1HOpW7cuY8aM4dtvv6V3794sW7bsivNDMYtHKSkpDB8+nEqVKhEeHk5QUBARERFMnjyZrKysfxSkIjB6+1C9SQun/dWbtsDorVFHIiIiIiLiegY3N+rc0Nppf5V6DTGazWWYqGIx+Xhy64P1ChWQouoHc2v/eqW23lFRhg8fTnJyMvfffz9bt24lPj6eb775hkGDBmGxWDCZTEyaNImJEyfy5ptvEh8fz+bNm3njjTcACAsLw2w22xfaTk09P6giOjqat956i7i4OLZs2UK/fv0wF/Pv1NChQ9m3bx+TJk3iwIEDfPjhh8TGxgLYp1S2b9+e06dPM2fOHOLj43nllVdYtWqV02sGBQUREhLCa6+9xu+//87333/P2LFjr+CVO69GjRqsXbuWkydP2otQEyZMIDY2lsWLF3Pw4EHmzZvHihUrGD9+/EWv1apVK7y9vfnPf/5DfHw87777rv35AmRnZzNixAjWrVvHH3/8wcaNG9m6dSv169e/4vxQjOJRcnIyrVq1Yvny5fTp04e5c+cyd+5c7rzzThYuXEjbtm3Jycnh559/ti+uLY7c3T1o0rFLkf/BGs1mmnS8HXf30ht6KCIiIiJFs9msWK2lt3ORyNWqav1G+IVUKtTu5u7Ozff1x8u7dKfsVHS+wSY6D2nIA9Nbcfek63hgeis6D2mIb5CpTHNERkayceNGLBYLnTt3pnHjxowePZrAwEDc/n9XxSlTpjBu3DimTp1K/fr1uffee+3rEnl4eLBgwQKWLFlCZGQkd911FwBvvPEG586do0WLFjz44IOMHDmSsLCwYmWrWbMmH3/8MStWrKBJkyYsXrzYvtual5cXcH6Uz6JFi3jllVdo2rQpP//880WLNG5ubrz//vts376dRo0aMWbMGPuC3Fdi7ty5rFmzhqioKJo3P7/Occ+ePXnppZd44YUXaNiwIUuWLGHZsmW0b9/+otcKDg7m7bff5uuvv6Zx48a89957TJ8+3d7v7u7O2bNn6d+/P3Xr1qVv377ccccdzJgx44rzAxhsf58s58To0aNZu3Yt3333nX27vQtOnjxJ586diYmJ4dtvv2XBggX2FdavBWlpaQQEBJCamoq/v/8/ulZ+XirnEk+z/s3/krD7NwCqNW5GhwEPE1IlStuZiojIVaEk3xtFXCk/P42cnGMcO/4eebknCQ3tTFDwTZhNVVwdTaTcSDl1kv+9F8vBLT9hs1oJq1mbjoMfJaxGLTyMZTd1SuRyPfPMM7z66qscPXrU1VGuGZddPKpRowZLliyhS5cuRfavXr2arl27Mm3aNKZNm1aiIV2tpH5Azs9P5Y+E1zhx4gPCg+/D23S+4phnOUSVat0xmSqXVGQREZFSpeKRXAsKCjI4kfgRBw/OdGj3MobTosV7eHtXd1EykfInLzub7PQ0bFYrRm9vvP0DXB1JxG7RokVcf/31hISEsHHjRh577DFGjBjBzJkzL32yXJbLLh55eXkRHx9P1apVi+w/duwYNWrUoOAaXPC5pH5ATk+P4+et3Yvsq1q1P9F1JuPmpsq9iIiUfyoeybUgM/MQm7fcVmRfWOjt1K8/Bw8PTckRESnvxowZwwcffEBycjLVqlXjwQcfZPLkyXh4aFmYknLZc6QqVarEkSNHnPYfPny42HMTK5pTSV867Ttx4iPy8pLLMI2IiIhIxZZ8boPTvtNn1pCff+U764iISNl58cUXOXHiBDk5ORw4cIApU6aocFTCLrt41KVLF5544gny8vIK9eXm5jJlyhRuv/32Eg13rbEUZDrts9nyAG1zKSIiIlJWLJZsp302mwWbfjYTEREB4LJLcU899RQtW7YkOjqa4cOHU69ePWw2G3FxcSxatIjc3FzefPPN0sx61QsLu4Njx98qsi8k5FY8PDTsX0RERKSsBAffTHz8nCL7/P2b4enhV8aJREREyqfLLh5VrVqVTZs2MWzYMCZPnsyFpZIMBgO33XYbL7/8MtWqVSu1oNcCb+9aBAa2IiVli0O7m5uZOrXH4+Hh66JkIiIiIhWPyasyoaG3c/r0aod2g8GTunWn4ekZ5KJkIiIi5ctlL5j9V+fOnePgwYMA1KlTh+Dg4BIPVp6U5KKgubmnOJX0NceOvUlBQTrBwe2oWWM4ZnM13Nw0J1NERK4OWjBbrhW5uac5c/Z7EhKWkp+fQmDgDdSqOQqzuSbu7trIREREBK6weFTRlPQPyDabjby8M9iw4OEegIeHuQRSioiIlB0Vj+Rak5t3GpvVgoeHr0aDi4iI/M1lL5gtJcdgMODlFYrJK0KFIxEREZFywMsYiskUocKRiEgRDAYDK1eudHUMcSHNkxIRERERERERpxITEwkK0jpwFZmKRyIiIiIiIiJSpLy8PCIiIlwdQ1xM09ZEREREREREyqmcjHSSjx8j8eB+kk8cIycjvVTv1759e0aMGMHo0aOpVKkSXbp0cZi2duTIEQwGAytWrKBDhw54e3vTtGlTNm3a5HCdpUuXEhUVhbe3N7169WLevHkEBgaWanYpPRp5JCIiIiIiIlIOpZ89zTevLuCP3361t9Vo2oLOQx/DLyS01O67fPlyHn30UTZu3AhAvXr1Ch3zxBNP8MILLxAdHc0TTzzB/fffz++//46HhwcbN27kkUceYfbs2dx555189913TJkypdTySulT8UhERERERESknMnJSC9UOAI4svMXvl2ykG4jJ2Dy9SuVe0dHRzNnzpyLHjN+/Hi6desGwIwZM2jYsCG///479erVY+HChdxxxx2MHz8egLp16/LTTz/x5ZdflkpeKX2atiYiIiIiIiJSzmSlphYqHF1wZOcvZKWmltq9r7vuukse06RJE/ufK1euDEBSUhIA+/fv54YbbnA4/u+P5eqi4pGIiIiIiIhIOZOblXnx/uyL9/8TPj4+lzzG09PT/meDwQCA1WottUziWioeiYiIiIiIiJQzXt4XL+B4mS9d4HGVmJgYtm7d6tD298dydVHxSERERERERKSc8Q4IoEbTFkX21WjaAu+AgDJOdPkee+wxvv76a+bNm8fBgwdZsmQJq1atso9QkquPikciIiIiIiIi5YzJ14/OQx8rVEC6sNtaaS2WXRLatGnDq6++yrx582jatCmrV69mzJgxmEwmV0eTK2Sw2Ww2V4co79LS0ggICCA1NRV/f39XxxEREXE5vTeKiIiUjZyMdLJSU8nNzsTL7IN3QEC5Lhw58/DDD7Nv3z7+97//uTqKXAEPVwcQERERERERkaKZfP2uymLRCy+8wG233YaPjw+rVq1i+fLlLFq0yNWx5AqpeCQiIiIiIiIiJernn39mzpw5pKenU6tWLRYsWMCQIUNcHUuukIpHIiIiIiIiIlKiPvzwQ1dHkBKk4pGIiMhVKCkth3yLDU8PA2F+WnxSRERE740ipUfFIxERcSmbzcaptBzScgrwcDMQ5GMkyNvo6ljl1tnMXL6PS2L+dwc5npJNVLCZ8Z1jaBsdSpCPXjcRESkdyZl5pGTlUWC1EWDyJDyg/BRnkjPz+PHAaeau2c/R5GyqBpkZ06kuHeqFEaz3RpESod3WLoN2lBERKR0ZuQVsij/LlJW7OZmWA0DzaoHM6dOE6PCrb2HI0paVV8DidfEs/P73Qn2P3x7DoDY18fJ0L5Msem8UEakYbDYbvydlMOHjnew4mgpA5QATT/dsROuaIfiYXDseISffwhsbDvP8N/sL9Y3qGM0j7WphNmrMhMg/5ebqACIiUnHtS0zj4Te32QtHAL8mpNB3ySaOnctyYbLy6Ux6Lq+ujy+yb/7ag5zOyC3jRCIicq07npLNPUs22QtHAImpOQxZvo19p9JdmOy80+m5LFh7sMi+xeviOZORV8aJRK5NKh6JiIhLpGTlMWv1viL7zmXls+H3M2WcqPw7k5FHvqXoAcM5+VbO6gdkEREpYev2nyYlK7/Ivjmr95GS5dr3nuTMPHILrEX25Vms+sWKSAlR8UhERFwiO9/C7uOpTvs3HDyDZlY78vK8+Nu20UNv6yIiUnKsVttFf5mz+3gq2fmWMkxU2KXe+0x6bxQpEfqXJCIiLuHhZqBygNlpf+1QXwwGQxkmKv8q+XhR2ckCpTVCvAnx1aKgIiJSctzcDNQJ9XHaHxFgxsPNtR8pQ3yMVAv2LrKvSqCZEF+vMk4kAjVq1GD+/PmujlGiVDwSERGXCPUzMbxD7SL73N0M3NkssowTlX9h/l4sefA6fIyOi2L7mzxY/K/rtC2xiIiUuF7Nq+Lm5Hc5I26tQ6ifa4szYf4mFv+rBf5/W7jb18uDJQ9eR7i/3htFSoKWnXcBi6WAzJRzWAsseBiN+AYFuzqSiIhLdIgJ48Ebq/PW5j/sbSZPNxbe34Iqgc5HJVVUBoOBhpEBrB7dlk2HzrL3RBqNqwRwQ61gqur1ErmmZZxLpiAvDzcPd3wCg3B314/xUjYiA028+q/reOy9Xx3WFhpwU3XaRldyYbI/1Y/w5+tRt7D5UDK7j6fSINKf1rVCrpmfJSxZ+Vgz8rHmFOBm9sDNxxN3b09XxypTFosFg8GAm4tHulVkeuXLWMa5ZDZ99C7vPjGWlXOe4vO5z3Bg80ZyMl2/U4GISFkL8fVifJe6fD+uHYseaEHsoOtZM6Yd7epWwlRGW85fbdzdDEQFe9O3ZRTT72xIn+uqEhXkrSl+IteonIx0DmzeyPtTJ/DGyCEsHzecTR+9S8a5ZFdHkwrCbPSgfUwo341tR+yg61n0QAu+H9eOcbfFlJspYW5uBqoGeXP3dVWZfmdD+raMIirYGzdnQ6auIgUpuSS/t49T87ZzetFOTs3dTvJ7+yhIKb2FwD/++GMaN26M2WwmJCSETp06kZmZCZwv4owdO5bAwEBCQkKYOHEiAwYMoGfPnvbzi5qy1axZM6ZPn25/PG/ePBo3boyPjw9RUVEMGzaMjIwMe39sbCyBgYF8/vnnNGjQAC8vLxISEsjNzWX8+PFUqVIFHx8fWrVqxbp16y76fAwGA0uWLKF79+54e3tTv359Nm3axO+//0779u3x8fHhpptuIj7ecUfbzz77jBYtWmAymahVqxYzZsygoKAAAJvNxvTp06lWrRpeXl5ERkYycuRIh/OzsrIYPHgwfn5+VKtWjddee+0yvwPlk4pHZSgrLZUflr+Gb1AwHQb8m7o33kzDdp1wc3fj+L44bNaidwkQEbmWBZiN1Ar1pWuTyrSPCSMq2BujhwpHIiI2q5VDv2zlixefIzXpFAB52Vls+fRD1ix9maw055sOyJ9sVitpZ05z6Jet7PjmK47v26viWzEZPdyJCvamfUwYXZtUplaoL/7mijXyxRUsWfmc++QAuQdTHNpzD6Zw7pMDWJzsgvdPJCYmcv/99zN48GDi4uJYt24dvXv3tm9iMnfuXGJjY/nvf//Lhg0bSE5O5tNPPy32fdzc3FiwYAF79uxh+fLlfP/990ycONHhmKysLGbPns3rr7/Onj17CAsLY8SIEWzatIn333+f3377jXvuuYfbb7+dgwcPXvR+Tz/9NP3792fHjh3Uq1ePBx54gKFDhzJ58mS2bduGzWZjxIgR9uP/97//0b9/f0aNGsXevXtZsmQJsbGxPPPMMwB88sknvPjiiyxZsoSDBw+ycuVKGjdu7HDPuXPn0rJlS3799VeGDRvGo48+yv79+4v9WpUXGu9ahjJTUmhwy6389NE7JB3+s6rpaTJzx/CxZKacwzc4xIUJRURERKS8yDiXzPq3/1tk36HtP5OZcg5v/4AyTnV1sdlsJP1xiI+ffpKczD9HNQRXiaL35OkEhIa7MJ3IxVkz8gsVji7IPZiCNSO/xKevJSYmUlBQQO/evalevTqAQ1Fk/vz5TJ48md69ewPw6quv8s033xT7PqNHj7b/uUaNGsycOZNHHnmERYsW2dvz8/NZtGgRTZs2BSAhIYFly5aRkJBAZOT5tTHHjx/P6tWrWbZsGc8++6zT+w0aNIi+ffsCMGnSJFq3bs2UKVPo0qULAKNGjWLQoEH242fMmMHjjz/OgAEDAKhVqxZPP/00EydOZNq0aSQkJBAREUGnTp3w9PSkWrVq3HDDDQ737Nq1K8OGDbPf88UXX+SHH34gJiam2K9XeaCRR2UoJz2VfRvWORSOAPJzsln1yjxys7NclExEREREypvcrEyyUlOc9p/+43DZhblKpSef4ZNnpzkUjgCSjx9l7RuLycnKdFEykUuz5hT8o/4r0bRpUzp27Ejjxo255557WLp0KefOnQMgNTWVxMREWrVqZT/ew8ODli1bFvs+3333HR07dqRKlSr4+fnx4IMPcvbsWbKy/vxMbDQaadKkif3xrl27sFgs1K1bF19fX/vX+vXrC005+7u/Xic8/HzR+K9FsfDwcHJyckhLSwNg586dPPXUUw73efjhh0lMTCQrK4t77rmH7OxsatWqxcMPP8ynn35qn9JW1D0NBgMREREkJSUV+7UqL1Q8KkNevn4c2PJTkX35OdkkHz9WxolEREREpLzy8DTCRdYzM/v7l2Gaq1NaUhLZTqb3Hd6xnexUTf2T8svNdPGJQpfqvxLu7u6sWbOGVatW0aBBAxYuXEhMTAyHD19+sdrNzc0+ze2C/Pw/p9gdOXKE7t2706RJEz755BO2b9/OK6+8AkBeXp79OLPZ7LCmY0ZGBu7u7mzfvp0dO3bYv+Li4njppZcumsnT888RWheuWVSb9f+XksnIyGDGjBkO99m1axcHDx7EZDIRFRXF/v37WbRoEWazmWHDhtG2bVuH5/nX61+4h/UqXqpGxaMyZDAYsFqcV4czU86VYRoRERGRsmG15pObe5q8vLOFPlCIc2Z/f2o1L/o3+kazmZDIqDJOdPW56LpQNhsF+XnO+0VczM3XE6/owCL7vKIDcfMtnXWnDAYDbdq0YcaMGfz6668YjUY+/fRTAgICqFy5Mlu2bLEfW1BQwPbt2x3ODw0NJTEx0f44LS3Nofi0fft2rFYrc+fO5cYbb6Ru3bqcOHHikrmaN2+OxWIhKSmJOnXqOHxFRESUwDP/U4sWLdi/f3+h+9SpU8e+45vZbKZHjx4sWLCAdevWsWnTJnbt2lWiOcoTrXlUhry8ffAJCibTyQJ94bXqlHEiERERkdKVnX2M48ff5VTS17i7eVG16r+oVKkzJpPWmrkUL28fbh30CMnHj5Fy6s8PYh6eRnpNmoZPULAL010dgiOrOO0zmr3x8vYuwzQixePu7UlQn7qFFs32ig4kqE/dEl/vCGDLli2sXbuWzp07ExYWxpYtWzh9+jT169cHzq8NNGvWLKKjo6lXrx7z5s0jJSXF4Rq33norsbGx9OjRg8DAQKZOnYq7+5+bodSpU4f8/HwWLlxIjx492LhxI6+++uols9WtW5d+/frRv39/5s6dS/PmzTl9+jRr166lSZMmdOvWrcReh6lTp9K9e3eqVavG3XffjZubGzt37mT37t3MnDmT2NhYLBYLrVq1wtvbm7fffhuz2WxfJ+papOJRGfLyg5v63sOaJUsK9VWOjsG/UqgLUomIiIiUjuzso2zb1oe8/LP2tv0HppN48jOaNH4FLy8VkC4lICyce6fP4syxBE4ciCMwvDKRdevjF1IJdw/9KH8pPoFB1Gx2HYd3bC/U1/ru+1WAk3LPI9CL4PvrYc3Ix5pTgJvJAzdfz1IpHAH4+/vz448/Mn/+fNLS0qhevTpz587ljjvuAGDcuHEkJiYyYMAA3NzcGDx4ML169SL1L1NAJ0+ezOHDh+nevTsBAQE8/fTTDiOPmjZtyrx585g9ezaTJ0+mbdu2PPfcc/Tv3/+S+ZYtW8bMmTMZN24cx48fp1KlStx444107969RF+HLl268OWXX/LUU08xe/ZsPD09qVevHkOGDAEgMDCQWbNmMXbsWCwWC40bN+aLL74gJOTa3QDLYNPY4UtKS0sjICCA1NRU/P/B3PLjJz4k/dxRck/WYPNHn5Nx7izuHh7EtGnDDb16EBxRF4NBMwlFRKT8K6n3Rrl2WSx5xMfP4eixZUX2N2mylNBKt5ZxKqmIMs4l8/PKj9i19hsK8vMw+wdw090PENP6ZszarU7kHxs4cCApKSmsXLnS1VGkFOnXFWWkoCCdxMSPSU3djr9/c7qMewA3mz8Gd0jNWsPvRyfSPGQZRuO1W6kUERGRiiO/4Bynkr5y2n/ixIeEBN+Cm1vp/PZc5ALfoGDa9hvEdd17YsnLx9NkwicoCDc390ufLCIigIpHZciAm+H8D0dp6b+Slv4rJlNVwnw7YbYF4eZTD61fLlJxZOdZyC2w4OvlgYe7/u2LyLXHgAE3N+c/ap7/ucj5TmIiJcnDaCQgtHxPk7RYrKTnFmB0d8Pbq2J/TLNZLFjSMzAYPXHXulQi5ULF/l+pDHl4+FK16r84l7IZg8GDehFTMR5xJ3PJaqw5OYR2uRVDUDZEBrk6qoiUopSsPPafSmfpj4dJSs/hluhK9G0ZRVSQN25u+hAlItcOT88QIiv35dDh+UX2V63a76LFJZGKwmazcexcNp/+epy1cacI9DHy8M21aBDpR7CPl6vjlbm8Y8dI+/Ir0teuxd3fn+BBgzA1qI9HsNanKq9iY2NdHUHKgNY8ugwlta5Dbm4Se/aOI8x4K5ZXNpP1/Y8O/R4REVR/522MVZzvCiEiV6/07HyW/u8QC77/3aHd18uDTx5tTUyE1o2Rq4fWPJLLkZOTyK87BpCVFe/QHhp6BzEx0/EyVnJRMpHy49DpDHov/omUrHyH9gGtqzOmU10CfYwuSlb28v74gyP33Y/l3DmH9sC+fQkdMxqPIP2iXcRVNFeiDHl5hdGwwTwCMqILFY4ACk6e5Nybb2LNzy/ibBG52iVl5BYqHAFk5BYw9bM9pGTluSCViEjpMZkq07zZcho0mEtQ0E2EhNxKs2bLiamrwpEIQEZuPrNX7y9UOAJYvukPEtNyXJDKNSyZmSS99FKhwhFAyocfUpCY6IJUInKBikdlzGisRNqKL532p372OZbk5DJMJCJlZcuhs877DieTmq3CsYhce0ymylSO6EnTJkto3GghIcE34+WlwpEIQGpWPmv2nnTa/93eU2WYxrWsaWmkf7vGaX/aRfpEpPRporkr2KzOuzSLUCoYm81GUnouadn5eLq7EeTjSYD52hyebdU/bxGpwNzdteituE5WXgFnMvLIybfgY/QgzN8Lz3KwYYXt/7+csVa0zwYXe75W55+hRKT0qXhUxgwGA4G9epP2+RdF9vt374675vJKBZGek89P8WeZ9tkeTv7/sOwbawXzXO/G1Kzk6+J0Je/GWiFO+66rHoS/SdtVi4iIlLTE1Gxe+GY/n+04QYHVhp+XB4+2r03f66Oo5OvaBakDzJ7cWi+MtXFJRfZ3alC+d4grSW7+/vh1vNXp6CO/zp3LOJGI/JXry+0VkFd0HXxuuaVQu0doKCGDBuJmvDZHXYj83e7jqQx9a7u9cASw+VAy9y7ZzImUbBcmKx1hfkYevqVmoXazpztP39WQoAq0IKaIiEhZSM7MZewHO/jkl+MU/P8Q4PTcAuZ8s5/3f04gr8Di0nx+Jk8m31EPP6/Cv9O/p2VVIgPMpXZvm81GVloeWWl52MrB8Gh3Hx9Cx4zBrYhNGPx79MCzSqQLUonIBdpt7TKU5I4yVouFjHPJeGTlkrNjB2nvvoM1KwvzrbcR2OsujJGRuHu6l1BykfIrOTOX/v/9md3H04rsX3h/c3o0vfZ+SDiXmcvu42ksXh/PmYxcbqodwoCbahIVZMajHAyfF7lc2m1NrhU2q5WMc2dJP3OGnMwMAiMq4+0fiMn32hsBWxHtS0zj9pf+V2Sfj9Gdb8a0pWqQa6dUWq02jp3L4t2fE/h+XxKB3kb+3bYWzaICS21kVMa5HH7/JYm4DYnYbDZiboyg7g0R+AWbSuV+l8tms5F/7BgpH39Mxvc/4ObvT8jgQZibNcMjxPkIbhEpfSoeXYaS+gHZUlDAiQNxHPx5K57eN3B0bwbRDbzx8ICjf+Rz/Pc07hrTnMg6gSUXXqScSkzJ5qbZ3zud2n7f9VHM6tOkbEOVofScfPIKrPiZPDB6qGAsVx8Vj+RaYLVaSDp8iBWzppOdlmpvr39ze9o9+BA+gVpK4Gq3evdJHnl7u/P+UbdQr3L5+D8s32IhLbsAT3c3/M2lN5U941wOXyzcSfKJTIf2gFAzd41p7vICEoAtPx9LejoGDw/c9R4j/5DBYODTTz+lZ8+ero5yVdOvuctQ+tnTfPLcNGo2b8tvPyRx7mQWP39/hp++PcPR/alYLTZ+eGsfWWm5ro4qUurc3AyE+zn/4aRmJZ8yTFP2/EyehPh6qXAkIuJC6WfP8NHT/3EoHAHEbVjHzjWrsFhcO6VJ/rlKvs6nhLsZwFSORvx7ursT4utVqoUjgIS9yYUKRwCpp7OJ/yWpXExhM3h64hEcrMLR/8vOzubMmTMcO3aMM2fOkJ197S3vcCkWiwWrixdNz8+v2Dsjq3hUhg7/ug1vP39STxc43VYh5VQWuVkFZRtMxAXC/Lx4pH2tIvs83Ax0blhxFogUERHXOPn7AfKcfAj75evPyDyXXMaJpKRVCTIT5lf01K/bGoQTcpHi0rUoN6uAuJ8Snfbv25RITmbF/oBc3qSmpvLRRx/x8ssv8/rrr/Pyyy/z8ccfk5qaeumTr9DHH39M48aNMZvNhISE0KlTJzIzzxccLRYLY8eOJTAwkJCQECZOnMiAAQMcRvXUqFGD+fPnO1yzWbNmTJ8+3f543rx5NG7cGB8fH6Kiohg2bBgZGRn2/tjYWAIDA/n8889p0KABXl5eJCQkkJuby/jx46lSpQo+Pj60atWKdevWOX0uNWrUAKBXr14YDAb7Y4DFixdTu3ZtjEYjMTExvPXWWw7nGgwGFi9ezJ133omPjw/PPPOMPddfrVy5EoPBYH+8c+dOOnTogJ+fH/7+/lx33XVs27bN+Qt+lVDxqAydPXYUm9WGm151EQwGA90bR9K7eRWHdpOnG0v7tyzVBSJFREQAziWecNqXm5WJtUC/0LvaVQ4w8+ZDNxD6t7WDGlfxZ1qPhvhVtJ1ODedHfzvtdjOA824pY9nZ2Xz22WccOnTIoT0+Pp7PP/+8VEYgJSYmcv/99zN48GDi4uJYt24dvXv35sJqN3PnziU2Npb//ve/bNiwgeTkZD799NNi38fNzY0FCxawZ88eli9fzvfff8/EiRMdjsnKymL27Nm8/vrr7Nmzh7CwMEaMGMGmTZt4//33+e2337jnnnu4/fbbOXjwYJH32bp1KwDLli0jMTHR/vjTTz9l1KhRjBs3jt27dzN06FAGDRrEDz/84HD+9OnT6dWrF7t27WLw4MGX9dz69etH1apV2bp1K9u3b+fxxx/H0/Pq/7+m8LL+Umqq1GvAzjVf4xfshpubAWsRQ0IrRfli8rn6/2KJXI5Kfl5M7dGAYR1qs+dEGn4mD6LD/Aj313QuEREpfeG16zjt8w0OwUM74F4T6kX489mINiSczSIxLZvaob5EBpip5GRE0rXMy+xBo3ZVOHEwpcj+Ru2qYq5go7HKs8zMzEKFowvi4+PJzMzEbC7ZX7gmJiZSUFBA7969qV69OgCNGze298+fP5/JkyfTu3dvAF599VW++eabYt9n9OjR9j/XqFGDmTNn8sgjj7Bo0SJ7e35+PosWLaJp06YAJCQksGzZMhISEoiMPL+xzvjx41m9ejXLli3j2WefLXSf0NBQAAIDA4mIiLC3v/DCCwwcOJBhw4YBMHbsWDZv3swLL7xAhw4d7Mc98MADDBo0qFjPLSEhgQkTJlCvXj0AoqOji3V+eaXiURmqEtMAs58/u3/4jOu792DL546/7fL0cufWB+tj9tN/2FJxBHobCfQ2UifMz9VRRESkgqlUtTp+lUJJP3O6UF+bex/EJyjYBamkNEQGmokM1KhmgMg6gUTWCeTE7ykO7aHVfKneUH/ny5OcnJx/1H8lmjZtSseOHWncuDFdunShc+fO3H333QQFBZGamkpiYiKtWrWyH+/h4UHLli0p7j5c3333Hc899xz79u0jLS2NgoICcnJyyMrKwtv7/A6IRqORJk3+3EBn165dWCwW6tat63Ct3NxcQoq5G19cXBz//ve/HdratGnDSy+95NDWsmXLYl0XzheihgwZwltvvUWnTp245557qF27drGvU95oAlUZ8g8N494Zs0k5dYyUxP9x+8PVqXNdCJXrBHDdHdW598nrCamqbWFFREREyoJfSCX6TnmWyJgG9jaj2Uz7AQ9T+7obHNawELlW+AR60XlIQ24f2oiq9YKoEhNE54ca0nVYE3yDXL/TmvzJZLr49+NS/VfC3d2dNWvWsGrVKho0aMDChQuJiYnh8OHDl30NNze3QsWkvy42feTIEbp3706TJk345JNP2L59O6+88goAeXl59uPMZrPD/8MZGRm4u7uzfft2duzYYf+Ki4srVPQpKT4+jpv4XOq5wfmpbnv27KFbt258//33NGjQ4Iqm9pU3GnlUxkKqRNHnP0+RnZ6GzVJAm7tr4GE0YzR54OauWp6IiIhIWQqMqEzPCVPITk+lIC8Pk48vPsHBuLvrx2S5dvkEelG7eRjVGoRgw4bRS3/fyyMfHx9q165NfHx8ob7atWsXKmyUFIPBQJs2bWjTpg1Tp06levXqfPrpp4wdO5bKlSuzZcsW2rZtC0BBQQHbt2+nRYsW9vNDQ0NJTPxzYfa0tDSH4tP27duxWq3MnTsXt/9fEPjDDz+8ZK7mzZtjsVhISkrilltuuezn4+npWWj3zPr167Nx40YGDBhgb9u4cSMNGjT4++kOQkNDSU9PJzMz0/7679ixo9BxdevWpW7duowZM4b777+fZcuW0atXr8vOXB7pfwkX8PYPwNs/wNUxRERERAQw+/lh9tP0aal4PL20xmR5ZjabufPOO/n8888dCki1a9fmzjvvLPH1jgC2bNnC2rVr6dy5M2FhYWzZsoXTp09Tv359AEaNGsWsWbOIjo6mXr16zJs3j5SUFIdr3HrrrcTGxtKjRw8CAwOZOnUq7u5//l2rU6cO+fn5LFy4kB49erBx40ZeffXVS2arW7cu/fr1o3///sydO5fmzZtz+vRp1q5dS5MmTejWrVuR59WoUYO1a9fSpk0bvLy8CAoKYsKECfTt25fmzZvTqVMnvvjiC1asWMF333130QytWrXC29ub//znP4wcOZItW7YQGxtr78/OzmbChAncfffd1KxZk2PHjrF161b69OlzyedX3ql4JCIiIiIiIlIOBQQEcPfdd5OZmUlOTg4mkwkfH59SKRwB+Pv78+OPPzJ//nzS0tKoXr06c+fO5Y477gBg3LhxJCYmMmDAANzc3Bg8eDC9evUiNTXVfo3Jkydz+PBhunfvTkBAAE8//bTDyKOmTZsyb948Zs+ezeTJk2nbti3PPfcc/fv3v2S+ZcuWMXPmTMaNG8fx48epVKkSN954I927d3d6zty5cxk7dixLly6lSpUqHDlyhJ49e/LSSy/xwgsvMGrUKGrWrMmyZcto3779Re8fHBzM22+/zYQJE1i6dCkdO3Zk+vTp9vWT3N3dOXv2LP379+fUqVNUqlSJ3r17/1979x0eVZU+cPx7p88kmZn0AiH03jsqVlawt3UtrIBr2V111VVX9GfftZe1rW11V3TX7oodFBFFEEGRIJ0AAQKkt8kk0+f8/ogMjslQJJkJ4f08T56HuefMve89IXPvvPcU7rrrrn2eW0enqQOd2eow5HK5cDgc1NfXY7fbEx2OEEIIkXBybRRCCCEEwIwZM6irq+Pdd99NdCiiHckkO0IIIYQQQgghhBAipoQmjxYuXMhpp51GXl4emqa1yFQqpbj99tvJzc3FarUyadIkioqKourU1NQwdepU7HY7TqeTSy65BLfbHVXnhx9+YOLEiVgsFvLz83nwwQfb+9SEEEIIIYQQQgghOoWEJo8aGxsZNmxYZFm+n3vwwQd54oknePbZZ1m6dClJSUlMnjwZr9cbqTN16lTWrFnDvHnz+PDDD1m4cGFkvCE0d6s/8cQTKSgoYPny5Tz00EPceeed/POf/2z38xNCCCGEEEIIITqzWbNmyZC1w0CHmfNI0zRmz57NmWeeCTT3OsrLy+P666/nhhtuAKC+vp7s7GxmzZrF+eefz7p16xg4cCDffvsto0ePBmDu3LmcfPLJ7Nixg7y8PJ555hluueUWysrKMJlMANx00028++67rF+/fr9ik3kdhBBCiGhybRRCCCGEOHx02DmPiouLKSsrY9KkSZFtDoeDcePGsWTJEgCWLFmC0+mMJI4AJk2ahE6nY+nSpZE6Rx99dCRxBDB58mQ2bNhAbW1tq8f2+Xy4XK6on7bW5PJTXlzPqi92sKWwAleVh1Ao3ObHEZ1POKwoq/ewo7aJigbvvt8ghBBtIB7XRiHEoavRF2RnbRM76zy4fYH2O069j7ItzffQxSsrcVV7CMs9tBBCtDtDogOIpaysDIDs7Oyo7dnZ2ZGysrIysrKyosoNBgNpaWlRdXr06NFiH7vLUlNTWxz7vvvua9el9Ny1Xub+czXlxXtuvA0mHaf+aRg5PRzoDR02pycSrLLBx3uFO3nmi81UN/rpnm5j5pT+TOiVjtNm2vcOhBDiF2rva6MQ4tBVXOXmwbkb+HRtOUopJg3IZuZJ/emZkYSmaW12nIYaLx8/8wNVJXvmNzVa9Jz2p+Fk97Cj07XdsYQQQkSTLEUrbr75Zurr6yM/JSUlbbbvoD/Etx8WRyWOmreH+fDJlTTW+drsWKJzcXkCPPLJBu7+aB3VjX4AtlY38cdXvufjVWUE5ambEKIdtee1UQhx6CqpaeLsp79mzuoyQmFFWMGna8s56+nFlNR62uw4AW+IJbM3RyWOdm//8MlCGmulN7YQQrSnDps8ysnJAaC8vDxqe3l5eaQsJyeHioqKqPJgMEhNTU1Undb28dNj/JzZbMZut0f9tJWmBj/rl5a1Whb0h6nc3tBmxxKdS5Xbx+vftf5l7f6566hokMSjEKL9tOe1UQhxaAqFFbO/30ltU8thai5PkNeXbSfQRg+3mtx+Ni2vaLXM7w1RU9rYJscRQgjRug6bPOrRowc5OTnMnz8/ss3lcrF06VImTJgAwIQJE6irq2P58uWROp9//jnhcJhx48ZF6ixcuJBAYM9Fbd68efTr16/VIWvtLRxUhIOx5yh3S88jEcPW6qaYZS5PkLpWbtyEEEIIIdpLgzfAZ+vLY5bPX1eBy9M29yehQBgVjn0P3Vjvb5PjCCGEaF1Ck0dut5vCwkIKCwuB5kmyCwsL2b59O5qmce2113L33Xfz/vvvs2rVKqZNm0ZeXl5kRbYBAwYwZcoULrvsMpYtW8bixYu56qqrOP/888nLywPgwgsvxGQycckll7BmzRreeOMNHn/8ca677rqEnLPBrCc51RyzPKu7PMkVrUux7H2KMrPMlSWEEEKIODLqdThtxpjlDpsRo75t7k9MFj3WlNjHyuia3CbHEUII0bqEftv87rvvGDFiBCNGjADguuuuY8SIEdx+++0A3HjjjfzpT3/i8ssvZ8yYMbjdbubOnYvFYons45VXXqF///6ccMIJnHzyyRx11FH885//jJQ7HA4+/fRTiouLGTVqFNdffz233347l19+eXxP9kfJTjNHnNO71bLMbsk4MiytlgnRxWmNeYM2opuTtCSZMFsIIYQQ8ZNkNnDpUT1jll9+dE/s1tgJn30J1tcTrKomHAiQ5DAz/sxerdbL7eUgOVXuoYWIhxkzZkQ6c4jDi6aUit3/UwDNw+UcDgf19fVtMseDp8ZNycZ6vn53K411PnR6jT5jshh3Wg9S0m1tELHojEJhxYrttfz2X0vxBvbMH5CZYuaNy8fTM1OeuAkh4qetr41CiENTdaOPRz7ZwKvLoudl/PXIrtx8cn/Sk2P3uI8lUFWF57vvqH5xFuGGBpKPPZbUC84nlJrNtlXVLHl3M031fvQGHf3G5zDmlO6SPBKdWiBQj99fRTDYgMFgx2RKx2h0JCSWGTNmUFdXx7vvvntQ+/H7/ZhM8vD7UCLJo/3QljfIIY+X+tnvUPfuezivnYnK7YZSQHU5NnMI65Ahbbqkqdi7mkYfO2o9/O/7nXgDIc4a3oVeWUlkpnTMG5BgKMyuei9LNlexucLNyII0hnZ1kOe0Jjo0IcRhRpJHQsTPzloPS4urWbypih4ZSZwyNJdchxWLUZ/o0ACobfRTWu/lkzVlKKU4cVAOeU7rL+oVHayuoexvf6Nh7tyo7Tq7ne5vvI6pe3ca63wEfCH0Rh22FBMGU8doh84qHFY01fsIBsLojTqS7CZ0bTQcUeyb11vKuvU3U1PzVWRbWtpEBvS/D4slt92O+/bbb3PXXXexadMmbDZbZMTQww8/HFVvwYIFHHvsscycOZPZs2ezY8cOcnJymDp1KrfffjtGY3PvwzvvvJN3332Xq666invuuYdt27YRDstq0YeSvU+iItpcqLqKigceJO3eRyjaYeSHt9bi9wSx2U2MOiadXrkukjITk0U+3NQ0+vj7vCL++822yLY3vi3hyF7p/P284WTbO14CyaDX0S3NRre0bokORQghhBBxsKXSzXnPfUOle8+iKo9+VsRzF43i6D4ZmAzNiZNgVRVhjwdNr0efkYEujk/0U5NMpCaZGJh38InkwM4dLRJHAGGXi8rHnyD3nrtJTk066OOI/eNp8LPx23KWz9mKpyGAOcnAyBML6D8hF5tdeo20t0CgvkXiCKCm5ivWrb+ZwYMeb5ceSKWlpVxwwQU8+OCDnHXWWTQ0NPDVV18xbdo0tm/fjsvl4sUXXwQgLS0NgJSUFGbNmkVeXh6rVq3isssuIyUlhRtvvDGy302bNvG///2Pd955B71ekr6HGkkexVmgpISUqTP4YWcaG76vjGxvcvn56oNS/JgZfmIyhg7yJKkzK6pwRyWOdlu8uZr56yq4cJwkaIQQQgiROPVNfm5+Z1VU4giah7Jf+cr3fHb9MeQZQngKCym/9z78xcVoFgvOc88l/ZJLMOZkJyjyX84195OYZQ2ffUb2zBvRJ0nyKB6C/hAr55ewfO6e+2VfY5AlszfjrvMx/oyemPaxoIs4OH5/VYvE0W41NV/h91e1W/IoGAxy9tlnU1BQAMCQIUMAsFqt+Hw+cnJyot5z6623Rv7dvXt3brjhBl5//fWo5JHf7+fll18mMzOzzWMW7U/6G8aZUgrjsZPZsKK21fLln2ynySVLjbY3fzDMS1+3TBzt9u/FxVT97EZNCCGEECKeapr8LC2uabXMFwyzs7YJz/ffU3LZ5fiLiwFQXi+1//kPO669lmBVVTzDbROaLvbXk+apHWR6h3hpcvlZ8dn2VstWf7kTT4N8Z2lvwWDDQZX/UsOGDeOEE05gyJAhnHvuuTz//PPU1rb+/XW3N954gyOPPJKcnBySk5O59dZb2b49+v9PQUGBJI4OYZI8iiMVDKKzJdHo0SDGTFNBfxhfYzC+gR2GQipMgzcQs7zRFyQUlunAhBBCCJE4Af/e7wlzQ02U3Xtfq2XewkL8O3a0R1jtKuWkk2KXnXIyeqdM7xAvXneAcLD1+2EVVvLAOw4MhpSDKv+l9Ho98+bNY86cOQwcOJAnn3ySfv36UfxjkvrnlixZwtSpUzn55JP58MMPWbFiBbfccgt+f/T/kSTpNXhIk+RRHIUaGqh//32s+5jTSG+UX0t7sxoNnD4sL2b5pIHZpNpkHLcQQgghEsfmriPPEXsOxjQtSGBb7J7Unu+/P6Djueu87CqqY93XuyjdXIe7Lv69sI15uTjOPbfFdn1GBplXXIHOKouExIvetPfvJEazTLPR3kymDNLSJrZalpY2EZMpo92OrWkaRx55JHfddRcrVqzAZDIxe/ZsTCYToVAoqu7XX39NQUEBt9xyC6NHj6ZPnz5s28tnkzg0ySDVOFLBIMrvw2K3kuQ009jKBTmrIAVrijEB0R1+juydQX6alZIaT9R2u8XApUf1wGSQJJ4QQgghEiNYWYl67CFuv/Aq/vDhlhblvx6eg8FsQjMaUYHWe1MbMvb/i2VdeRPvP1FIQ7U3ss2RaeW0q4fjyIxfwsaQmkrWn6/FftIUama9RLjBRcqkX5EyZTKmLl3iFocAa7KJtLwkanY1tiizZ1ixJsuD1vZmNDoY0P++mKuttcd8RwBLly5l/vz5nHjiiWRlZbF06VIqKysZMGAAXq+XTz75hA0bNpCeno7D4aBPnz5s376d119/nTFjxvDRRx8xe/bsdolNJI4kj+LMNv2PfPZKEcdO7cdnL67F17SnO3JyqplJFw+UD+I4yXNaef2yCbywaAtvf7cDfyjMlME5XHtCH/JTbYkOTwghhBCHMRUK4V64kN5pmbx69gU8tKyCVbsayHFYuHx4OselKsyZGdjPOJ36t//XcgdGI9YRI/brWE0uH3OeXRWVOAKor/TwyfOrOe1Pw7CmxO/+1JCWRvIRR2AbMQIVCKBLTt7rXEiifdjsJqZcPph3/74iaoiaJdnIyX8cQpLTnMDoDh8WSy6DBz2O319FMNiAwZCCyZTRbokjALvdzsKFC3nsscdwuVwUFBTwyCOPcNJJJzF69Gi++OILRo8ejdvtZsGCBZx++un8+c9/5qqrrsLn83HKKadw2223ceedd7ZbjCL+NKWUTOyyDy6XC4fDQX19PXb7L1+CNORysavYzfvPrCctL4mxp/agqcFPQ7WX1GwbepOenJ527OnSHTee/MEQNY1+lAKH1YjNLDlVIYTYl7a6NoqDp5TC768gHPajaUbM5uwfJxYWh7JgbS0ll16Kd81aDDk56C+4CNW7L9TWoL3xX9LOOw/nr88hUFpKyR/+iG/Dhj1vNhjIf+of2CZMQGfad9Kneqeb1/+2LGb5BbePIy1P5io5XDXUeKnZ5aZqh5u03CQy8lNISYs9nFII0TnJt+Q40pIteBrrAajZ1cjcf67GmWPDkmRkwzdlNLn8nH/b2ARHefgxGfTkOCRhJ4QQ4tDj99dQVTWfLcWP4/OVYjJl0aP7VWRlTcFkSk90eOIgGFJTybrhBrZf/DuCZWUEH30oUqZ3OrFNGA+AMTeX/Of/iX/bNpq+/Q5jdha2sWMxZGXtV+IIwO8N7bU84N97uejcUtIspKRZKBjcfvPrCCE6PkkexVFT01aSs5uz9H1HOBkywoZWXY5mCBFIzqDwuyZMFvmVCCGEEGLfQiEvO3a+QnHxY5Ftfn8FGzbejse7kx7dr8JgkGHYhzLL4MHkPfIw5ffcS6impnnbwIHkPfgAxrw9C38Ys7IwZmWRNGbMLzqONcUIGq2uBqzpNCxJMh9nooUaGwlVV+PfsQOdxYIxJwdDVhaaQb47CCHiQz5t4iQYdLN5y6MkW47mhF+PxL7uC2oveQp+nOBQl2TjiLvvw2IJJzhSIYQQQhwK/P5Ktm17utWykpJ/0bXL+RgM3eIclWhL+pQU7CedhG3UKEJ19WhGI/q0VAypqW16HGuKiX7jctjwTVmLskET87DJYi4JFaypofrFWdT8618Qbv6uoLPb6frE41hHjtzvHmZCCHEwZOa5OAkG3dTWfk1Fzb/IM5VS/9RjkcQRQLixibLr/0yodFfighRCCCHEISMQqCUc9rdaplQQn78qzhGJ9qDpdBhzcrD074e5V882TxwBmK0GJpzVi+GT8jEYm78eGM16Rk0pYMwp3TFKz/i4CAQCNDQ00NgYvbpZ4+LF1Dz/fCRxBBB2udh+2eUES0vjHaYQ4jAlV4I40TQdRqOT7KQp1Dz+XOuVwmHq3nyT7Jkz0fT6+AYohBBCiEOKptv7Skd6nUxoK/ZfksPMuDN7MeS4rgT9YQwmHUkOE3qD3JO2t1AoRG1tLYsXL2bLli1YLBaOOOIIevXqhcXrpeqp1nsYEgjQMO8z0i+9JL4BCyEOS5I8ihOTKZNu+Rejq9do2rkzZj3/ps0ovx/NKhM4CyGEEIc7pUJ4vbuorV2Ku3EDDvtwHI7hWCxdMBnTsNl60NRU3OJ9FkseRpkwWxwgg0Enq/4mQFVVFS+88AKBH0cl1NfXM3v2bAYOHMjpRx6Jfy/fHbwb1scrTCHEYU6GrcWJpmlkZExCs1ox9esfs55h8GBC0utICCGEOOwpFcblWsXSZSezbv1MSkr+zeo1V7Ps2zNxNxZhNmcyZPBTGI3Rw5gMhhSGDnkOizk7QZF3Tk0uP+5aLz5PMNGhiE7E4/HwySefRBJHP7V27Vp8SmHp0yfm+22jR7dneEIIESE9j+IkHA5RXvEh9tTRWC69hKZFi0BFL2mhWSzoTzgej9eLUSa+E0IIIQ5rPl85P/xwOaFQU9T2QKCGNauvYcSI/5CU1JexY96jvn4lDQ2rSU4egMMxAoulS4Ki7nw8DX5K1tWwfO42Gut8ZPewM+70nqTmJGE0ywM/cXB8Ph9btmyJWb62pIQh119PySUth6bpUlJIOuqo9gxPCCEipOdRnPgDVewoeRktlMOWYJDUB+5Hn5ERKTcWFJD65JN8vmpVAqMUQgghREfh81fgD1S3WuZu3IDfX4OmaVgsXcjOPpnevW8kJ+c0rNauaJoW52g7J29TgKUfbGHev9dSs6sRX1OQ7WtqePv+7ygrrm+z44SCIVzVHmp2uXFVeQj4Q222b9Hx6XSxv5IFg0GsQwaTe/996J3OyHZznz4U/OdljHl5cYhQCCGk51H8KIXdfgSbv28kvXcXPly7lqMfehCHUqDTUeXzMadwBQMHDiQpKSnR0QohhBAiwULBpr2Wh1XrK611VOFQCDRtr1+UOxpPvZ81C1uuhKsUfPnqBs66fiRJjr1PXL4vTS4/q77cwcrPSgj4QugMGv3H5zL21B4kOQ9u36Ljs9lsDBw4kNWrV7da3q9fP/R2O47TTiNp3DhCdXVoRiP61FQM6TKvmRAifiR5FCcGQxLpjrMJGzOp3FaLw57Kq598ElUnPT2dUaNGoZc5j4QQQojDnsWSR3Mn8XCLMr0+CaPBGe+QfhF3TTVlm4tY8+V8jGYzQ391Eml5XbHZHYkObZ/Kt7liltVXePB7ggeVPAr6Q6z4bBuFn5ZEtoWDirWLdtHk8nHC9AFYkmQqg87MZDJx/PHHs3XrVtxud1TZxIkTSUlJAUDT6zHm5mLMzU1EmEIIIcmjeDEYUrDbB7N2ZRXL52xj3DnD6X/6YNZsKCQQDNCnxwByMrtgNUqvIyGEEEKAyZRO167T2LFjVouynj3/jNmcFf+gDlBDTTXvPvg3Koo3RbatW/QFg4/7FRMvmI7N4UxccPvBYNz7Az1Nd3DDA5tcflZ93vpKWlt/qMbTEJDk0WEgLS2NSy+9lI0bN7J+/XpsNhvjxo0jPT0dq6zALIToICR5FEc+t4uKbS6Ugm/e3o41xUi3wYPRGXQUf97A2oZN/OaWVMwYEx2qEEIIIRLMYEimR/crsNl6sHXrU/j9FVit3ejV8wZSU49Ap+vY9wsqHGbdVwuiEke7rV4wj0HHTurwyaPMbinodBrhsGpRltfHgSXp4H4HvqYgoWDLnmW7NdR4Sc2RB4uHA6fTydixYxk+fDg6nQ6DQb6mCSE6FvlUihO/x8P6r78gJX3PcpqehgAbllREXmfkJ6M3HDrzAPwSSinKXV5c3iAGvUaazYTTJk/UhBBCHL58vgr8/ioCgTrM5mxMpgyMxuYhXSZTOl27TCUz81eocACdznRI9DgCaKyvY+W8OTHLV86bQ16f/ug6wHB9lydATaMfXzBMisVAtt2CXqdhc5g4fvoAPpu1Fn6SPzInGTjmwv4HnTwymPd+33ew+xeHHpOsuCyE6KAkeRQn4XCIXRvWMvaMI1nzFVE3ILuNmlKANbnzXjAavAEWb6rmjvdXU+7yATCmeyoPnDOUnpnJCY5OCCGEiL/Gxi2s/OEyPJ6tkW0ZGZPo3++vmM3ZAM0rqv3470OJUoqg3xezPOBpIqzC6Ehs8qikponb31vNFxsrUQrSkkzMnNKPyYNycNpM9BiewQW3jWXt4lLqKz10G5hGwZB07OkHP5zImmyia/9UdqyvbVFmz7Ae9GTcQgghRFvp3N1cOhBLUjK9x45h7aIPOPKcruj00WPkhxybQ14fZ2KCi5PVO+v5w3+XRxJHAN9ureW8575hZ60ngZEJIYQQ8ef1lVO4ckZU4gigquoztmx5nFDo0L42WpNT6D12QszygcecgMGQ2J41ZfUefvuvpSzY0Jw4Aqhp9DPzf6tYWFQFgMlsIC0vmSN/3Zsplw9myLFd2yRxBM09i467qD9pXaKHpiWnmjn1yqGy2poQQogOQ3oexYnPV0HugEy+/+hDfO4GJl96Do31GqFAmNRcC/ZMKzZ7571BqGn0c+/H61stq3T7+HZrNV1Su8Y5KiGEECJxvN6deL2tT5ZcWvYO3bv/Eas1P85RtR2DycSYU89m49df4W2MXkUqo1t3cvv0T1Bke2yqbGRbdVOrZQ/MWc+4Hmlk2y1Acw8wveHgJshujT3dyhnXDKehxktduYeUdAv2dCvJqZ33vlAIIcShR5JHcaJUkE0lN3Dy9Q+zcdEPfPrcvViSU+g1ZiTZfQZS4/6a1OzrEx1mu/EFQqzZVR+zfPGmas4cIckjIYQQnZPfX0U4HMRgSMZgaB6q7fXuillfqcAh3/MIwJGdw4X3Psp3H7xD0dLFGEwmhk6awqBjJpGSlp7o8Fi5vS5m2c46D95AKC5x2OxmbHYz2d0dcTmeEEIIcaAkeRQnmmbCYEhh3ZaLSRt0DJPHngTocDUtZF3xgwzof3+iQ2xXep1Gjt3Crnpvq+Uy55EQQojOyOevorrqC7Zt/yd+fxVO5xh69rgWm60nNmu3mO/T6azo9bY4Rto+NE0jNSeX46ZfxvhzzkcDbE4nOl3iJ8kGyE+LPfws2WzAqJcZHoQQQgiQOY/ixmzOoGePPwNhamoXsLPyKSrrX6O+YRl6fRIOx8hEh9iuMlPMXHFc71bLDDqNKYNz4hyREEII0b4CgVqKiu5h3fqZNDVtJhisp6rqM7797kwaGtZgNueSlNSv1ffm58/AZDo0VlXbHwaTiZS0dJLT0jtM4ghgRLdUrMbW45k2oYDMlM67kIkQQghxICR5FCeBQD3+QC39+t3HgF5vkW54DirvoqvjVYb2/5hQqPUeOZ2FpmlMHpTDeaOj526wGvU8P200eQ5LgiITQggh2ofXW0Z5+fsttisVZMPG29E0PcOG/hOnc3ykTNOM5He9mPyu09HrO07iIhwK46rysGl5BSvmbWPnxloa62KvpHaoyHVY+M8lY7Fbojvj/2pAFjOO6I5R33ESXUIIIUQiaUqpVhaNFz/lcrlwOBzU19djt9t/0T48np0UrryU/PRnmfPUVvzePWPo7RkWTrqigIy8Lm0VcodV7wlQ1eBjXZmLFLOBXlnJZNnNmOTmTAghDiltcW3s7EpKXmJj0V9jlk8YPx+brXvzAyZ/NaFQEwajHbMpE72+bVbzagvhsKK82MUHTxQS8O25f3Fm2zjt6mFttvJYogRDYcobfGytaqSm0U+/7BQyU8ykJnWc5J0QQgiRaDLnUZxomkbX7Fv49OntBPxhuvRLxZpspLaskeqdjXz1ehkn/T4LS1Jil6xtbw6rEYfVSK8smeNICCFE57b3BJCGpjU/ODEaHRiNe58ouclVTygQwGA2Y01OacMo962x1seH/1gZlTgCqCtv4qs3ivjV7wZishy6t5QGvY4uTitdnId2EkwIIYRoT4fulf4QYzSmgq87ed3LGTnGSuCLT1BrS9APGwMnjmT+RzV43IFOnzwSQgghDhdO51hAA1p28k5PP6753mAfPA0udq5fy5K3X6WuvIz0/G5MvGA6md17YrEltX3Qragrb8LvCbZatm1VFZ4G/34lj8JNTQR2lVL//vv4d5SQfPQx2MaOwZSX19YhCyGEEKKNSfIoTvR6KzplZGSXCqpn3ADhcHPBnDnoU1OZ8sQLhEPhuMfV5AtS6fbh8gSwmgykJ5mkm7YQQgjRBkymTPr1/SsbNt72s+0Z9O1zCwbD3nvh+r1eVn42h8Wv/yeyrXTjet6862ZOuup6+h9xNLo4DPtuavDHLFMKQoG9378EQ2Hq6txoi76g4qabmt8ENHw8B0NWJgX/+Q+mgoI2jVkIIYQQbUuSR3Hi93pwmpoouePmSOJIn5aGMSeHYGUlDX+/h5xHHwfiN5yrssHHPxYU8co32wmGm2/kRhWk8uh5w+mWdugvDyyEEEIkksGQRHbOaTicI9m18w28vl1kZBxPWupRWK37nuewqb6OJW+91mrZghefo+uAwdgzMts67BbSu8S+N7EkG/fa68jlDTB/XTkDVAPqllsiiaPdghWVlN1zL10eeRh9SnyH4wkhhBBi/0nyKE78TU34ijagfD4MublkXfdnVDCIf+s2jF26oE9JRh/8BSuuKQXuCggHwZQEVuf+xRMMMevrYl76elvU9uXbarn4xWW8dtl4suyyApoQQgixL8GgG7+/BqX86PUpWCzZkTKjIQVjcn/69r0dpYLodPs/PL2hupJwqPXhYt5GN54GV1ySR0kOE/kD0yhZW9OibMKZvbA5zTHfu760gb/P28iL+XUEgq2fS+NXXxGqrZXkkWgzKhgkUF6Od81aArt2Yh08GGO3AoxZ7f/3clC8LvC7QdNBUhboZGFsIUTHIcmjeNHp8NfUoM/IIPdvf6X01tsIlpVFivWpqeT/64UD26e7HNa+D18/0ZxAyh8Lk+6CzP5g2nvPoYoGH/9etLXVss2Vjeys80jySAghhNgHj6eEDRv/SnX1AkBhNufSt8/tpKZOwGjckwzRNA1NO7B5DfWGvdfXx2mlUmuKiROmDWDFvO2s+WonQX+Y5FQz48/sRcHgdHQ6rdX31Tf5eeTTDZgNelSTO/YBlEKFQrHLhTgAKhTCs2o12y+5BNXUFNlu6tOH/Oee7ZhzbAV9UFUE8++CrV+BNRXG/QGGngcpOYmOTgghAJB0dpxYU1KwDR5E2rRpVP790ajEEUCotpadf7qaQEXF/u2wqRrmzISPb4C67RD0QvFCeOEE2LV832/3h/AEYt+oba1q3L84hBBCiMOU11vK9yt+S3X15+yeFNvnK2XV6j/ichUe9P6T09IxJ7U+KbYzJw+r3R55HfB6aayvw+/9Bb2Y90OS08yEM3ty4R3jmfrX8ZwzcxT9xuXsdaEPTyBEUYWb7dVNMGhozHqmHj2k15FoM8HyckouuywqcQTgLyqi4v77CTV2wHvcirXw/LFQ9CkEPODaBfNuh3d+3/yAWAghOgBJHsVJMFiDlm7FOnwY3rVrW60T2LmTYHX1/u3QVQprZrfcrsLw0Q37vNBYjXrMhti//q4y55EQQgixV273OrzeHa2WFW26F79/P6/pMSSnpnHatTe1mBTbaLZwytV/IcmZht/rpaJ4M3OfeZQ377qJOf94hLLNRfg8TTH2+svpjXpS0i04s2wkO/fdO9ls0FOQZsMfCrOwBkwnTmlZSdPIueN2DBkZbR6vODz5iosJu1vv6dbw2XxC+3uvHS9NNTDnJggFWpYVfwG1W+MdkRBCtEqGrcVJKOylMVhHktZ61+7dwvv7NGT7kthlleubx0wnZ8Wskpli5qlf92FzWR1f7wywcFNNZA7LLk4r+amSPBJCCCH2pqZ2acyyxsaNhEKeg9q/Tq+ny4BBTH/4adYt+oKqbcXk9R9In7FHYM/MJBwKse2HFbz/93sjE1HX7NzBpm+XcPKf/kLf8UeiNyTuVi81ycS1v+rL9H8v495Fu8j/zWX0HjaC8KsvE6yuxjpsGFk3XI+pd++ExSg6n2BlVezCcBjlj716YEL4GqDkm9jlGz9pnppC7J+AFwKNYLSB0ZroaIToVCR5FCeasrB63mIGDhiNZjK1fuHSNAyZ+zmRn3kv3bs1HeiN4HODp6b5htLi2DOZtrsSS+kKJq38B5O89VzQ/UQqJp7J5e9Xomnw/LTR5DhkviMhhBBib6zWrjHLDAYnmnbwt1kGo4m0vC4c+ZuphEOhqF5IDVWVfPrcEy1WMAP47IV/0KX/AOwZsR8kxcOwrg5uO3UAD87dwOUfFjOsa08uv+1RxhY4caTaMTkdCY1PdD6Wfv1ilunT0tAlxW9l4/2i04HeBKEYSS1rB/ob8Tc1T52hQmC2gy0t0RHt4W+Cmi2w5B9QvgayBsIRV0Faz+ZFhYQQB02SR3ES9GgUffMtwcYAQy48n4ZZL7eo4zznHAzp6fveWTgMXUaBTg/hVuYtGjm9+QI0+3LYMKd5KFv3iXDSA80rN3x2JxT+N1LdXlqIfeULzJ3xKfXWfDJTJHEkhBBC7Et62jFomgGlWq4i1q3b7zCZ2nZlp58PX2tqqMfrbmi1rt/jobGuLuHJI6fNxNRxBZw4MIdylxeDXkdWipnUFDMGvcyeINqeITsL24QJNC2J7qVv7tuXrvfdisEWgqZasKUmKMKfsWbA0PNhRcvvBgD0bWW4ZyLUboPP74Y17zSv8tx1DJz0IGQPAkPsFRfjIhyC4i/h9Qubv/cAlP0Aq96A37wMfU8GvXztFeJgyVU7TjRNh6bTsfbrhdQPGoDjT1ehdzoB0CUn47z8MjKuuRp98j6ehrhKYcmTsPhxOPEe+PkwOHtec5b9xSmw/qM9H6Bbv4KXToO6bVGJo4imGkwL7yfTJKudCCGEEPvDbM5h6NDn0emivzhlZEwiL/dcdDo9oWCQ+spyNn37DYWffkTZ5o001tW1UQR7Hwq/j5HycWMx6slPszG6exrD853kOa2SOBLtxpCWRt7995F60W/RLM0PRLs8cAfdb/s1pgV/RPvHaHjtfNi2pHnIWKKZrHDMX5p7yPzclAcgOTf+Mf1c/Q546VRY9WZz4ghgx7fw7xOhalNiYwNoKIX3rtjzvWc3peC9P4G7rPX3CSEOiKRg48RqdzBg4nEs/3A2c//7At0GDWXk3+7EZjIRCAXRd++BcV9D1twV8M5lzYkggCHnwgVvwOb54K6EflOg+7Gw+k1obGW8d/YgWP1O7P2vnQ2/ugvM0rVTCCGE2Be93kSqczzjx32C272BQKCWFPsQzKZsTKZUQsEgpUXreee+Own49qyCltd3AKf+eSYpaQc3SbTN7sBqd+Bx1bcoMyclYXM4D2r/QhyqjNnZZP3lL6TNuBhNF8BQ+DTaR8/uqVDyTfOD1vP+C/1PTXym1dkNpn8IO5fD2vcgJRuGTwVHPlg6wEqE275uXt3550IB+PxvcPY/wWJvWR4vjVXNE4+3xlsHjZXgiD3MWAixfyR5FC+aRv8jjqZo6WJclRVsX/MD29f8AECPEaM5fuDgfe+jevOexBHAqreaV1zrPhG6TYC+JzVf/DbOjb2PVrrWCyGEEKJ1waAbv7+S6pqvCAYaSE+fiMXSBZOpeZi5Xm/Cas3Has1v8V53TTX/u+8Ogj5f1PZdG9fxzTtvcNy0yzCYTL84tuTUNE668jpmP3AXKvyTJ+6axpQ/XkuSswPNRyJEnOlMJkxd8prvn5c913qlj29ongrCnhff4Frj6NL8M/D0REcSLRyG9R/GLt+2qHme1UQmj/allXnhhBAHTpJHcdJUV8ucpx5h0qVXUrV9K0XLlmA0mxk6aQpBv5+tP3zP8JxT9r6TDXNabgsHYcuC5p/hFzavsGaL0YNp53IYfwUsjXEBHXA6WDvI+G8hhBAiwQLBBsrL3mPDxjuB5i8fW4r/Tnr6sQzofx9m897nEyrbUtQicbTbmi8+Y9wZ52LPzCIUCtJYW0s4FMRgMpGcuh/zHwKaTkfXgYOZ9tA/+P7j96jcWkx6fjdGnXImzuychK60JkSHUbE+dvKgoQw8dR0jedRR6XSQspf2saY2z8OaSEkZzXF4aluWWRyQ1LbzzwlxuJK7ijgJhwKk5eXj93qo3L6VESeeRpf8foRrAuiTjCg7hP0hdKaffPgGvOAuB289WNP23m3VYGnudWQww/g/Ng9B+zl/Y/OH69Dz4YfXo8usqXD8rbIagRBCCPEjn7eUDRvvaLG9uvoLyis+Ir/rDLS9DHdxV8deMjwUCBAKBnHX1lD4yUesmPsBfk8T9sxsJl44nYKhI7Am73u4itFkJqNrN47/3R8Ien0YzCYMxl/em0mIX8xV+uPQIdW8CldKbuKHgwGYbHsv7yATKYeaAoTdAQIVTeisBgzpFvQpZjR9B2jDEb+Fpc+0XjbhyuaH14mUnANnPAVvTI1OFGoanPZE8/9FIcRB6xiflocBnVFj8HG/YuF//s1pl12LqdqK6/lNEP7xA06noZ0SwjbQir5sMZiSYfPnsOyfEPSCzgC//V/sAwyf2pwYAsjoA0f/BRY+FF1n6PngLIAT/waDzmqeeNtTB/1Obr4oOLu1y7kLIYQQh6JdpW/HLCsp+TfZWafstfdRTu++MctS0jPRGQx89vxTbF6+NLLdVVnOR48/yIm/v5pBx56Abj+e6Df5glS5/TT4QiSbA2Qk60gyx+8WL9TQQLC6Gn9xMTpbEqb8rhiystCk51Pbqd8JpYWwdXHzxMq9jwd7VzB0gERh0Acly+DdPzRPrAzNPXnOeBq6jQejNbHxpfcCow0CTS3L8kaAdf96+rWnUIOfug8341m5J+GsWfRkTB+EqVsKWqInmHd2a568e+7M6O29T4SBZyY+Sag3QM9j4fdfNS8qVLEWMvrDUddAWq8OkyAU4lCnKSWDQPfF5XLhcDior6/Hbv9l43kb6kpZ+PJ/GTduIlZ9BrVvl7ZaL/O32Zg3PAQpOfD1E9GFo38HtvSWSaG0njDtfXD+ZL4FT11zr6WiTyAYgD4ngiOv+f27eV3NE91ZHPKhKoQQ4oC0xbWxI1NKsXr11VRUftxquU5nZcL4eVgssZ9oN9bW8s79d1KxdXOLslOunUlG1268dMOVrb7XmmLnt/c/jj1j78Mtyl1eHpu3kbeW7yAYVuh1GmcMz+PGyf3JcVj2+t62EKyupvLpp6l79bXIE39dcjJdn3wC66hR6A5iTifxo5ri5pWudidmAPRGuPAtKDgKDMbExQZQuQGeOWLPKly76fTw+0WQPTAxce0W8sOmz+GNC5uXdN/NmgoXz4GsAYmLDVAhRcPCElyfbGtZaNCRc90oDGnt/7e8T76G5mF+mz5r/nfvSc3fPTrakLBAE/ibmnucGffR60wIcUAkYxAnYb9i8LBRhL78mqasX8Ws1/CdF+NxV6B79bSWhd/9G8ZeTvB3nxEsfAOTt4qqgpOoSxtOtikbx0/rWp3NP5n9YgfVkSe2E0IIIRJI0zSysibHTB6lpo7DYEje6z6SUlM58y+3suiN/7B+8ULCoSDJaekcM/V3dB82gq0rlsd8r6fBhd/TSk+Jn3B7g9w3Zx3vrtgV2RYKK975fieNvhAPnjMEh619kzcN8z+n7pVXo7aF3W62X/57en30IaZu7derORgM43P7QdOwpZjQdB1geE9b89TBh9dFJ46g+eHf6xfClUsT23M86G+eS/PniSNoTtR8/QSc+mhiex/pTdDzGLhiafNiM5UboMfRPyY/Et/rPuT24/5qZ+uFwTC+LfUdI3lkTmn+yeiT6Ej2zihJIyHaiySP4kRvtGBpaMTUfyD+rYGY9UL1QZRma87ot2bZP6lxDOFh/0U0BoKsWehia/Um5l/fpd1vEIUQQojDicMxCoulC15v9Bc7TTPQq+cNGAz7npMoJSOTSZdcwRHnTiUUCGC0WklOTUPTNKx2R+w3ahp64957lFQ1+ni/cFerZZ+sKWPmlH7tem8QqKig6tlnYxQGaPh8Aekzprf5cZVSuKq8FH62nS0rKjGYdAya2IW+43JIdprb/HgJ1VQDWz5vvSzQ1JwISWQCxO+GXd/HLi8tbJ5zM9FD14zW5qTHcf/XvHqYLsHDwH4qpAg3xV4NOVC19ySyEELEiySP4sRmd+DzBwgNHIXO1wC7GlutZ8o1oCl381OSkL/VOqHkPOauLsPl3XOhqXL76JW59yegQgghhIjm99fi8+2irPxDwmEf2VknY7V2x2zOwGLJZeSIV9i85e9UVHyMUkHsKUPp2/dObLae+30Mo8WCw9Ky50BqbhfMtiR8TS3vCboPG4nV7kApxa46L2tL69lS2ciAXDt9s5PJcVipbwpEpk5sTW1T6/cRbSYUJlja+jB8AF9RUbsc1lXl5a37v8XXuOc+aMnszWz6rpxTrhxGUmdKIIVaX60vorXVpeLJaG2ePmHXitbLU3skPnH0cx0pcQRg1NCnWwhVe1stNhfISAEhRMcgyaM40en1GEdOYM4rJfzq7N5QWAmhn93x6TWSR5jRFT4HQ86Fwlda7igll63hbFze7VGbndYEj3cXQgghDjF+fw3FxU+yY+fLkW07drxEevoxDOh/P2ZzFlZrPv373UOvnjcAIfT6FEym1Kj9NLlceBrqCQUCWJKTSUpNR6/f90TXyalpnHXTHbx9920E/XuSBI7sHCZd8kcstiTWlbq44PlvqGva02s5z2Hh1cvGk7yPSbGTze17b6CZTZj79cO3fn2r5baxY9r8mMFAmBXztkUljnarLHFTvtVFz+EdbA6Wg2FxNM+D2VDWennO0PjG83NGKxxxNayOsajLUdfJSr77YEgx4zipBzX/XdeiTO8wY8yTh8NCiI5BkkdxEgw2EDCYqSpxs2juNo76TT/887YRrPIAYMiwknpGVwxfXwHbvoRfvwiNFVA0b89OnAXsPPllbnoveunfAbkppCd3oqdsQgghRBw0NW2OShztVl39JdXVC8nL+zUABoMNg6H1OTRqdpbw8T8eoXzLJgDMtiSOumA6/SZMxJqy92FtOr0eQ3YBJ9z6MDVbNuKprsDZvTdJ2V0I2FIpq/fwu1nfRiWOAHbVe7n69RX886JRjO2RyrLilr1PBnexk5HcvsPZDWlpZP3lBkouubRFmT41laQxbZ888jb62bKiMmb5+iWldB+cjs7QwXqX/FIpuTDlfnhrRsuyQWclfol0aF7N7Mxn4aM/Q6D5vhaDGU56aO9zb4oIc08Hqb/uQ/3HxZEhbKaeDlLP7oPBIff4QoiOQZJHcRIIugkEmidyLNlQy8e1XkYfn09amhkUNDQGsNl0mMdfDg0l8M6lcMxMQhNvJNhYQw0OTM487vi0gm3Ve8Y+98lK5rnfjiJDkkdCCCHEfguH/ZSUvBSzvKTk32RkHIfJFHsZb1dVBW/cdTNN9XWRbb6mRub/62lsdgd9xx+51xgqG3xc/PL3rN3lonu6jbSknmz/wk2VexXXHO/hhIHZlNa3PpTlhx31NPmD/P03w/nDf5ezeqcrUtYvO4Wnp46Ky4Ml65Ch5D30EOX33kuotjmJZRk8iLwHHsCYl9fmx9M0Df1eEkNGkx46Sd4IaF4CvefxMPVt+PRWqFwPtjSYcDUMv7D534lmTmlOZBUcCfXbm1fdc3aD5GwwdoCJng8BepsR28hszL1TUd4gGHTobAb0NhlZIIToOCR5FCe+hiBbC5eT1zefXRvrqa/wMP/1jdgzLEw6x0m2oQjbxnWEuoyi8exXKWsI4Ey2cs1HpazaqeEN1GIzu7j6+D6cN6YblQ1e+ufY6ZpmJStFLsxCCCHEgVAqSCBYH7M8GGpAqVDMcoCyTUVRiaOf+urVWXTpP5AkZ2qr5QCl9R7W7mpO+mytbmLrTx4O/WfpNkb32HtioMkfpmdmCrNmjKWiwUdpvYccu4Usu5nMON0b6O0p2E8+CduY0YTq69GMRvSpqRhSY5/3wbCmmBh0dBeWvrel1fJBx3RBd6Bz2gS80FAKW78CVyn0mAhpvSAluw0ibgNWB/T5FeQOh6AXdPrmxIxu30Mj48ZogdRuzT/iF9F0GganGZAHwkKIjkmSR3GiQrD8wzc45dp7qNnVhNcdwGY3ccZFKdg/PCtqLLvd4qDprLfY4s1i2dZ1hH6cDdPlCXL3R+vQ6zRSbUbeueIISRwJIYQQv4BebyMzYwq1tV+3Wp6edhxG415WQwN2bWx9rh+AuvJSgoE9E1bXNvrxh8KkWAzYTM23Xz9NFv1cTWOArBQLmtbckePnLEYdjh/nO8xIMZORYmZgXmIm1tX0eow5ORhzcmJX8jc2LzuvaWDLAMMvG1Kn02n0H59D0Xfl1OyMnmi8/4QcUrMPcInugBe2LIA3frtnufkvgNxhcP5r4Ojyi+JsF8mdaC4nIYQQhxxJHsWJpjOCUnz58iOc/Pv/o7IkiNPuw/7FpS0nQfTWk/PRDFynv8fZI7vw1nc7oopDYcXZI7uSKUPVhBBCiP2iVBgATdvTKyXZOhqzORefL3rFML0+may0c1FhPV6PG3d1NRu/WYS30U2fcUeQlteVJGcqaV3zYx7P5nCi0xuocvtYuqWaZ77cTFWDn3E907jquN4UpNvIc8R+AGTUaySZdPx6ZFfeWr6DZLOB1CQjVQ1+PIEQfzymF1kph8B9QDgENZthwb2w4WMwWGD4b2HCFeDo+ot2mZxq4bSrhlFe7GL9klIMZj1DjulKao4Na8oBJqUaSqMTR7uVroSvHoEp9zbHLIQQQhzmJHkUJ5qm44jzfkv3XgNxOILkfn8rqsflzTcnrXHtItlfxcj85iTRK0u3U+8JkGozcuVxvTlrRBesJvn1CSGEEHvj81XS2LiRnbveBKBL3nkkJfdFF07m61feY8SpD1PT+A6VNR+iVIg053Fkp01nwb/e4sTL/sSarz5n8ev/iexvxdwP6NJ/IKdeM5PsfoMxmMxRK6XtNuTks/Eaknjkkw28/m1JZPt7hbuYs6qMOVeMI8+kyHVYWp3X6IzhXUhLNnPTSf25eGQ+3jo/jbVeUjKsWBwmsrNsmI3Nw5ZCTQHCjQHCniA6iwFdsrHjzJVSWwz/PA787ubXQR988xQUzYVpH/zinj3JqRaSUy0UDM1Ap4FO/wsnOtq6uGXiaLfCV+CoP4MzdpJQCCGEOFxI9iFONKXoN3Qc+EyoTR/AuvfRBp+z9zf53dz5wRrG9Ujj7jMH0zsrGYfVSLbdgl6nxSdwIYQQ4hDl8exk/YZbqalZGNlWUfEh6enH0q/PQwT8Pt68/X76HXEEfY54Ap1Ox9bCtSz8/O84c3JoctVHJY5227l+LSVrV7FC341jrr2Nr595EE/DjxNWaxp9jvkVtbmDqHT7ohJHu6UmGTGXFNN056289NCTFLqM9HFYUQGFMmmsq2lk0tBcbCYDvhof376wDnftngRVaq6NU68cBkkQrPdR+78ifBv3rLhm7ukg9Td9MTgT3GPG74FFj+1JHP1U9WbYvgSG/PqgDmE42FXV3OWxy4JeCAdilwshhBCHEUkexYmmgU6z4lmxHVvTu80bdXow2iDQypwHmoYzuzt/PcNKklnPwFw73dOT0EnSSAghhNinQKCemppFUYmj3aqrv8DdZSUjppzG5u+WsnbhQtYujK535G8uYs2X82Puv2jp1+wanMMr6+u57g934Aw34fc2YU7NYu5mN4uWVnBusPUhVJcPz8D/2AOE3W7SQgptYQVfb2sAmu8X+k3IIWWoRmO9j4+e+iEqcQRQW9rEZy+t49TLBlH/TnTiCMC3pZ6aNzeSPnUA+qQE9kDy1sHGubHLV70FA07/xfMftYnuR8Quy+gLpuT4xSKEEEJ0YJI8ihOTwUDjiiqUV6GMDjSAH96EcX+ARX9vUd8zZBpPfVvPy8uL8QXDzL12oiSOhBBCiP3g81USCNRRWva/mHW2b3uWfj3/Qd8JE9m45Kuospzefcnr25+1Xy2I+f4d61Yz+Td/5B8LNnPJ25swG3SY9DoafHUAXHxkdywGHUkmPdOHZ3JSVwu6gJ9aTGTY9PgKC0m7/1E+mV1NXfmeh0hKwfqvyzBbjfQbl0N9pafV45cW1aGagvg21LZa7t9ST7gxkNjkkaZrXsa9sbL1cosz8SuGpfaEvBGwa0XLsin3Q3JW/GMSQgghOqCD7Osr9pdmsBAua8K70UVowLTmjeveB4sdfvVXSMlt3mZLo/Ho2/k6/3KeWVJBgy/IoC52Um0JfConhBBCHCK83jJqa5fR2LSJcKjlXEK7hcI+fAYzXU66kKOvvYM+4yfSe8wEjvjjjfSbejUBg4WC0bF7peT0G0RmspHzxjTPh+MLhmnwNc+d47QZuXRCN8bn2XjrrB6cO+/fGGb8Bt0lF5J1/aV00fnRpaQQyOoRlTj6qfXflOJx+1sti/DtvTzc2HIuprhKzoKxl8cuH3Np4pNHKdlw/qsw5nIwWpu3ZfaDi96F/LEJDU0IIYToSKTnUZwovYapiw3v2mq8FenYhl+KrvAF+OzO5puTY29G2fNoSCrgyo+r+WrTNgBSzAbuO3sIqUmSPBJCCCH2JhQKsHPXG+Tlnk15xRzS0ifS4F7Tat3s7DMoqQ1x9os/kJZkYmLvX6HXYNnSOnbUruF/f7Cjy8gnLa8rNbuiVz3VG430PenXoNNz4+R+nDQ4h+cWbsHlCTBpQDa/HtWVTG8dnpLtVN1zN97Nm/fEWFdHw+uv4Tz7LKrrYs+n42sMYrPHXk1NZ9DQmffeI3lf5e1O02DgmbD2veb5jX5q/BWQ3ishYbVgz4PJd8ORVzdPnm1Kkh5HQgghxM9I8ihePE1YB6fiWrAT9wovupOvxDz0fLQ1b6IFPKjkfLClsSWUSZa9iSN7p3NkrwxOHZZHV6c10dELIYQQHZ7PX4nBYKeubjlWSxfM5lGUlb2Lz1cWVc9sziUj41QefX8rADWNft5bWRpV593CXXRxWhl72Y24Vy7GbjaTmZmNyWpDpWbwxEoX1xToSE82c2y/LEYXpBEIhbFbDOj1OjxriqG6Ev9PEke7uT6eQ/6L/yYQiD2htd6gw2TR02N4JsWFLYd9DT22KzqdG0s/O76tjRiHpaFSDWj1QQIrazHlWtHp3YDzgNuxTdlz4dyXoHI9rH4bjEkw7HxwdgNbWmJj+ymDWVZVE0IIIfZCkkdxohrdKIsR+xW92Vqyiw8WzyccDjN6+Hn06d0L26aPCFjTuOjfy7hwXDduOqk/6UlmmedICCGE2A9+fxW+gJ8kW098vl0Egy6Upx89ch6hruljaurmgqaR7piC3ToFd4OivKHlsK4JBQ6uG5VGZmMtWt88TP5qnH17U3bvw7jWrAXAOnoUN/7fraTsnk+oqZbkpioI+SHohJQcNJMJ3+YtLfZvGz+etBnT8a5Zg/3oyTiyrNRXtJzXaOBRedjsJo45vy9JdiPrvi4jFAxjNOsZNimfIcd0RR8qI+l4K16/k8+//ZrK1VWkp6Zz1PkTSEoKozfGWII+3lKym396HpPoSIQQQgjxC0nyKE7CZjPegOKTrz5n3foNke0flH6IxWLh0gvOIKS3kWOv58Kx3chMSfDyukIIIcQhwuMpp9FbRVPAilUXxGzOpa52NSs++h+bli6m95gx9B5/KygomreSzd/ex9gzz2fSgPEs2Vwd2c/J/dK4MasB3x+vwdPYRI+3X0QLBimecQUqsGeImee75ZROuwjL++9hMnvgvSv3DMuypcOJd6PPPhZjTnZUnLYxY3CeczY7/3Q1KhDA8PzznPzim8x7bTtVO35czl6DvqOzGDWlGwaTHoO/iiMHb2TE0ByCIT0GfYAk/Ub0ejshSybF29fw1rsfoZQCoLq6mo2bNnLWqVMYPGgICZ5RSAghhBCdhCSP4kTTG3G5aqMSR7t5vV6+WLqK006YwPPTRlGQnpSACIUQQohDj89bRyBQhS+UhBauwmLrRqNrO/bkKdTufAwVDlO0dClFS5dGva/4+2/41Qmn8/SCzVQ3+slINvGXYXY8F10GoRDmPn0wBGupeG1+VOJot7DbjdZQCh/fROOQP+IZ+wihIFiNTdjW/guDvQDr8OHokpIINzYCkDZjOjuvvyGyv+SJ43FsfZXTjknHkzaaQAAs5hDWbe9hdv0KLP3g0zsw/PAa9p8HcMxNuEf8gQ/mzo8kjn7qo08/p6B3f2TkuxBCCCHagiSP4kQfDrO2aGPM8rXr1/OrMX3IzkqNY1RCCCHEoSkcDtLUtAUNK35/DUbNT62vFr2pFzT50CXbcXYtoGr71lbf32XISJL88Oa0MRAGUzCMcfa/8IZCAJh69UQFvDStWNXq+41d8sBTStWEfzDntRpcVeVA81xFo46/gsFVGzH17Uv+C89R8vsr0FnMBCsrUd49K8ClnT0F/YfnYFNhbD8/wKbZcN4rsOr11htg8WM09pmKx9NyyBuA3+/H7XbjdDpjNaEQQgghxH7TJTqAw4m2l+VodTodeOuxhhvjGJEQQghxaPJ4dhIINuAP1GMypkOoGoOxK3qvj8ZaN64dxQydcnrzil8/o2k6hh53JmsX7SKws5F5jxRStGgngS175igKNzSATsOQnt7q8Y353fDYB/Duv8pxVe1J4ISCYZZ9WsXWhv7oVRPWDY/T4x//R949t6CCe3owGTIz0bm3ggq3foL1O5p/WulVBEDQi0aMssh5yryJQgghhGgbkjyKk7DRzOCBA2KWDx7QB2vZt2AwxTEqIYQQ4tDj9ZbT2LiecKgJnWZAIwWDLpMkzUrI20hyZjably8lhI7jr5yJNWXPoC9rip3J199OXbmPfmOzmP/yBkLBMPU1AfQDhkTqNS5dhjJnkH7h6a3GoLNaKd2lw9fU+qTUhYvchOtK0Na/h+njaSR98ydsfbtEypVSrSa2IoI+sDj22g42i5mkpNaHulsslphlQgghhBAHSpJHcRLSmXFajIwcPqxFWXJyMkcP64UxZwBYZdiaEEIIEUtj0w4qK+eiVAidPhlNs9FU58LnBhN6DDqN5OQUbKkZbJgzm179hnDWjfdx1swHOOumBznrxvvo3qs/RpOeNV/tiux3V1EdhiNOQLP9OIAsGKTqv+9i7tWNtAvOiQ5C07CfegqVpS3nQtpNZ9DBrpU/CbwcQ8Mqko4cD0CoqoqwrRvoYswgkNkPkjLA0bX18i6jSEmycNZZZzX3Xo4KT+PMM88kJSUlZnxCCCGEEAdCU63NsiiiuFwuHA4H9fX12O0tpqzcL411Hkyb3sXX/RjKKyr4ZsVqvF4fA3rkMrCrE+f2TwmNvBjN2Q2dTrqZCyGE6Nja4tp4oHy+GjyeYnQ6Kx7PDizmvjQEwBbS0BuTcbtqSTabMDV6qTMaSTI5+fD5DdSWNkXtp0tfBydc1If5/93Mzg21ke3ZBckcO1FP/T234i/eCoDz7NPJ+ONlhN1NNK0oRDNZsY4ahSErm02rXHw2a12rsWZ3T+Hs00rRvXXRno16E4GTXqB2/ipq33qPlOOOIntKPvqv7op+s8ECMz6CrqOhbDW8fBo01ewpd+TD9PchrSeBQIC6ujqWLl1KWVkZWVlZjBs3jtTUVEwm6c0shBBCiLYhyaP90BY3yO6yGszhSozzbkSd9BABdITrdmBqKkOX2YewzkiFpQc5qfKUUAghRMcX7+SRz1eN119PwLcNgz4DlI1QwIY/XIkzpTuNbj8r16zkqH69COwsxdCnBxuWulj03o5W9/e7e0ay8vOdLJ9fHrXdnmFl9FF2stMVVlvznEeGrCw0XcvO2q5qD2/c/S1+T8uha8dd1J+Bg4Lw9ATwu/cUaDpUz0kER16LsndDb9Oj9+yExU80z3HUbTyMuQQcBWAwNs95VL8DKtZC9SbIHgQZfcGeF3W8YDBIIBDAaDRiMMh6KEIIIYRoW3J3ESdGFaLR7yBpxCUYnz8GU89joOAo8LsJ71pBaOzVOM3S40gIIYTYLRBsIODzgOYlHA5AOIDFkk8g4MFfr8doDKDqGtHbPGhhI90zbYQbGjFlZxFoCrCxsD7mvtd9W0ffEen8sKiKgC8U2e6q8rDgPQ/nXNkXZ480dLYW66BFpKRaOPO6Ecx5dhUN1c2rqOn0GiOnFNBjaAbYdHDRu/DKOeD9MRYVRgv7Meb3BHvuj3vKg7Ofg4AXzCmgN+45iKaBM7/5h8kxYzEYDJI0EkIIIUS7kZ5H+6Etnq42VLhQleV4dVYcTh/66vXgd6OyhxAgBS2sYcywY7DGp+u/EEIIcTDau+dRIFCPu74KgwVQinDYh6YsmAx2PP4aQh475nAQk74JzV+L39QPXbgMg8uFLj0Xfwg+frmC8q2uVvef3cPOab/NpabMy5cfV1G9s3m105R0CxNPyiQn34q1IMZ8Qz/TWO/D4/ITDIaxpZiw2U0YTD+usBoOgWsXVBVBY0Vzz6GU3Ob5jIQQQgghDhHyiCpODEbYskvRzV6KqzREyNYDvVEHP+zC1j8Jr9GBppnkFyKEEOKw19DQRDhUgtGaCipEMORGp2WgwiECPoVOs6Azmwn7zOiCNeisDoyaD13YQsi/jdqKVLJy9AwcnxEzeTRoQham3FzSAls5YUwToeMzUUph8LpIyQhiys3a73iTHGaSHObWC3X6n/QcEkIIIYQ4NMlqa3ESDCpyB2Yzb6GORmMqZjPojXq2uLP54XsvFksITdMnOkwhhBAiodw1dRiVm3AoiXDITTjsxWhIJ9QUxqhPIuD14XOZMfoaUZqOhgY9WFPxrl6DhgWPYzAf/7cCfyBM/gAHGfnJLY6R2S2Z/P5ONJ0Oc/eepE0YSVrXFNK6JJM6ciCW/gPQyWTTQgghhBAR0tElToIBWDZ3Gydc1IeNy8r57usGrMkGhh2bR2qWgU2r3Aw6OjXRYQohhBCJEQ7hbmhEM7gJG40YNQMq7EPTm1HKil5rwOsPojQwm82YPGUEzWbWr1WMDi7BYHSimioI6vJpqvfz6mNlnH2FgVMu7cvOzW7WfF2BpsHACVnk9UkhOXPPUDu9w4He4UjgyQshhBBCdGzS8yhODCY9ZUUuXv3bcqwpJiZNLeDI03PZtLKGWbcVkpplRa+XX4cQQojDk9/rIhwIojdaUSErqDCELeiwgceNSdMRCoWoqXdjNgbRq1r0JRtJTrex09MfU/duVL78P0z6EDqDRpMrwH/vL+btR1ej0wU5/oKuTDy7K136p5GSKYkiIYQQQogDIRNm74e2mBQ01FDBxh8CfP6fDS3K7BlWzrp6AMlZzoOMVAghhIiPtpww21NbhS+g0Js9WKxp+JqCEPLi93oIh3WYdKDzKALOZP772mv88bRx6IwmQq5GvPpsNm4M4fWGGDM+CW/JLn7Y5mTlF6UtjpPfP5VfXToIa7IMSRNCCCGEOBCHVVeXp556iu7du2OxWBg3bhzLli2L27FDykD3fkYm/qY3Ztue0YJd+6dy+h96YjM2xC0WIYQQoqNoaqhDZzGhNwYJhb2EwwGMOh06fwidwYBO08BggOpSbCpAnz59KHGF0FWswZCkx1qxiEGDYPCELFx+G8Z+/Rh+fC7DJ3VtXpgC0HQafcdmc/z0gZI4EkIIIYT4BQ6bnkdvvPEG06ZN49lnn2XcuHE89thjvPXWW2zYsIGsrL2vqNIWT1f9bjeEmtCHfDTV+/D5NAwGsOjdmJ1OgjorRsf+r+wihBBCJFJbXBuDwRBK+fF5/KDVoVQQQmb0JhM0aPgb6wmbjVRt3UL3nj1pWPAVxim/Yv7Cr5k4pBvpwQo0Z1dY/xHUl4Cmg7xR0HcyQWs2TfU+/N4QRrMOW4oZo0UWphBCCCGE+CUOm+TRuHHjGDNmDP/4xz8ACIfD5Ofn86c//Ymbbrppr+9tm+RREyGfG00PRkJogQaU3khIZ0OPIhg0Y86QCbOFEEIcGtri2uiqd2G1GfB7XGiaD1SAkM+BMigsoSTCDeU0ejwYnE4a6yrJcDoJuxoIpaXSFAiiC/mwmzX0JgtaOIhmToZkeRAjhBBCCNHWDovV1vx+P8uXL+fmm2+ObNPpdEyaNIklS5a0qO/z+fD5fJHXLpfroGPQKRcqaCS4axe6/Fz0xhSUpie4qxpSM9BbmgBJHgkhhOiY2uPaGA6F8HorMBhSaKovAZpIsfalsclCIMmHwZxBkncXrjmfYBs9Ek9QQ5+ejdmkYUtJRlOA0QxG60HHIoQQQgghYjss5jyqqqoiFAqRnZ0dtT07O5uysrIW9e+77z4cDkfkJz8//6BjCOrMGE1NGPK7oZrCBF1hQu4whq756C0+QjqZg0EIIUTH1R7XRp/XB2FFKNSEMmpYrL0J+itJsXhQjR48Oj9k5+M8+UysaVlY9UaSnKkYHZloVifYnJI4EkIIIYSIg8MieXSgbr75Zurr6yM/JSUlB71PpRnxKT16XBiNdZhsbozmBvTBagJhnSSPhBBCdGjtcW20mC2gkmny7MRiyaem5muU3kkwUI/ZUIddV4U5XIrBVI+5ay6mLnloRmMbnI0QQgghhDgQh8WwtYyMDPR6PeXl5VHby8vLycnJaVHfbDZjNpvbNAaj3oTPaCKgD6B8OnQ6I2EVQmczo8ImdEom8RRCCNFxtce10WZPoqqskRRHD3y+CtKzjyMcbsTj9WAxOFDGJDSrGaPV0abHFUIIIYQQB+aw6HlkMpkYNWoU8+fPj2wLh8PMnz+fCRMmxCUGg9mEFjIBDpTFjkpKQlmTUSoFFTBgSUmOSxxCCCFER2E0GnE67Pi9Zkz6HoQCISAJq3MAekcuprQsSRwJIYQQQnQAh0XPI4DrrruO6dOnM3r0aMaOHctjjz1GY2MjF198cdxisDmbV6PxuRXKrzDqNUxJSZAUtxCEEEKIDsVqT8FqT8HX0IgKpaHjx2ujEEIIIYToMA6b5NF5551HZWUlt99+O2VlZQwfPpy5c+e2mEQ7HszJclMshBBC/JQ5Ra6NQgghhBAdlaaUUokOoqNzuVw4HA7q6+ux2+2JDkcIIYRIOLk2CiGEEEIcPg6LOY+EEEIIIYQQQgghxC8jySMhhBBCCCGEEEIIEZMkj4QQQgghhBBCCCFETJI8EkIIIYQQQgghhBAxSfJICCGEEEIIIYQQQsQkySMhhBBCCCGEEEIIEZMkj4QQQgghhBBCCCFETJI8EkIIIYQQQgghhBAxSfJICCGEEEIIIYQQQsQkySMhhBBCCCGEEEIIEZMkj4QQQgghhBBCCCFETJI8EkIIIYQQQgghhBAxGRIdwKFAKQWAy+VKcCRCCCFE+0tJSUHTtL3WkWujEEKIw8n+XBuF6MwkebQfGhoaAMjPz09wJEIIIUT7q6+vx26377WOXBuFEEIcTvbn2ihEZ6ap3Y8ORUzhcJhdu3a1abbZ5XKRn59PSUnJYfkhdLifP0gbHO7nD9IGIG3QUc9/f653bX1t7KhtcSiRNjw40n4HT9rw4EkbHrz2akPpeSQOd9LzaD/odDq6du3aLvu22+2H9YXhcD9/kDY43M8fpA1A2uBQPP/2ujYeim3R0UgbHhxpv4MnbXjwpA0PnrShEG1LJswWQgghhBBCCCGEEDFJ8kgIIYQQQgghhBBCxCTJowQxm83ccccdmM3mRIeSEIf7+YO0weF+/iBtANIGh/v5/5S0xcGTNjw40n4HT9rw4EkbHjxpQyHah0yYLYQQQgghhBBCCCFikp5HQgghhBBCCCGEECImSR4JIYQQQgghhBBCiJgkeSSEEEIIIYQQQgghYpLkkRBCCCGEEEIIIYSISZJHCfDUU0/RvXt3LBYL48aNY9myZYkOaZ/uu+8+xowZQ0pKCllZWZx55pls2LAhqo7X6+XKK68kPT2d5ORkzjnnHMrLy6PqbN++nVNOOQWbzUZWVhZ/+ctfCAaDUXW++OILRo4cidlspnfv3syaNatFPB2hDe+//340TePaa6+NbOvsbbBz505++9vfkp6ejtVqZciQIXz33XeRcqUUt99+O7m5uVitViZNmkRRUVHUPmpqapg6dSp2ux2n08kll1yC2+2OqvPDDz8wceJELBYL+fn5PPjggy1ieeutt+jfvz8Wi4UhQ4bw8ccft89J/0QoFOK2226jR48eWK1WevXqxd/+9jd+uu5AZ2uDhQsXctppp5GXl4emabz77rtR5R3pfPcnlrY8/0AgwMyZMxkyZAhJSUnk5eUxbdo0du3a1WnOP146wmd6RxWvv8HOKp73L53VM888w9ChQ7Hb7djtdiZMmMCcOXMi5dJ+B6Y97x87qzvvvBNN06J++vfvHymX9hMiTpSIq9dff12ZTCb173//W61Zs0Zddtllyul0qvLy8kSHtleTJ09WL774olq9erUqLCxUJ598surWrZtyu92ROn/4wx9Ufn6+mj9/vvruu+/U+PHj1RFHHBEpDwaDavDgwWrSpElqxYoV6uOPP1YZGRnq5ptvjtTZsmWLstls6rrrrlNr165VTz75pNLr9Wru3LmROh2hDZctW6a6d++uhg4dqq655prI9s7cBjU1NaqgoEDNmDFDLV26VG3ZskV98sknatOmTZE6999/v3I4HOrdd99VK1euVKeffrrq0aOH8ng8kTpTpkxRw4YNU99884366quvVO/evdUFF1wQKa+vr1fZ2dlq6tSpavXq1eq1115TVqtVPffcc5E6ixcvVnq9Xj344INq7dq16tZbb1VGo1GtWrWq3c5fKaXuuecelZ6erj788ENVXFys3nrrLZWcnKwef/zxTtsGH3/8sbrlllvUO++8owA1e/bsqPKOdL77E0tbnn9dXZ2aNGmSeuONN9T69evVkiVL1NixY9WoUaOi9nEon388dITP9I4sHn+DnVm87l86s/fff1999NFHauPGjWrDhg3q//7v/5TRaFSrV69WSkn7HYj2vH/szO644w41aNAgVVpaGvmprKyMlEv7CREfkjyKs7Fjx6orr7wy8joUCqm8vDx13333JTCqA1dRUaEA9eWXXyqlmr9EGY1G9dZbb0XqrFu3TgFqyZIlSqnmG2CdTqfKysoidZ555hllt9uVz+dTSil14403qkGDBkUd67zzzlOTJ0+OvE50GzY0NKg+ffqoefPmqWOOOSZy8e/sbTBz5kx11FFHxSwPh8MqJydHPfTQQ5FtdXV1ymw2q9dee00ppdTatWsVoL799ttInTlz5ihN09TOnTuVUko9/fTTKjU1NdIeu4/dr1+/yOvf/OY36pRTTok6/rhx49Tvf//7gzvJfTjllFPU7373u6htZ599tpo6dapSqvO3wc+/uHak892fWA5Wa1/cf27ZsmUKUNu2bVNKda7zby+J/kw/lLTX3+DhpL3uXw43qamp6oUXXpD2OwDtff/Ymd1xxx1q2LBhrZZJ+wkRPzJsLY78fj/Lly9n0qRJkW06nY5JkyaxZMmSBEZ24Orr6wFIS0sDYPny5QQCgahz69+/P926dYuc25IlSxgyZAjZ2dmROpMnT8blcrFmzZpInZ/uY3ed3fvoCG145ZVXcsopp7SIs7O3wfvvv8/o0aM599xzycrKYsSIETz//POR8uLiYsrKyqLicjgcjBs3Lur8nU4no0ePjtSZNGkSOp2OpUuXRuocffTRmEymSJ3JkyezYcMGamtrI3X21kbt5YgjjmD+/Pls3LgRgJUrV7Jo0SJOOukk4PBog5/qSOe7P7HEQ319PZqm4XQ6I3EfTud/oDrCZ/qhrK3+Bg8n7XX/crgIhUK8/vrrNDY2MmHCBGm/A9De94+dXVFREXl5efTs2ZOpU6eyfft2QNpPiHgyJDqAw0lVVRWhUCjqgwsgOzub9evXJyiqAxcOh7n22ms58sgjGTx4MABlZWWYTKbIF6bdsrOzKSsri9Rp7dx3l+2tjsvlwuPxUFtbm9A2fP311/n+++/59ttvW5R19jbYsmULzzzzDNdddx3/93//x7fffsvVV1+NyWRi+vTpkfhbi+un55aVlRVVbjAYSEtLi6rTo0ePFvvYXZaamhqzjXbvo73cdNNNuFwu+vfvj16vJxQKcc899zB16tRIfD+Nt7XYDvU2+KmOdL77E0t783q9zJw5kwsuuAC73R6J63A5/1+is1wXE6Wt/gYPF+15/9LZrVq1igkTJuD1eklOTmb27NkMHDiQwsJCab/9EI/7x85s3LhxzJo1i379+lFaWspdd93FxIkTWb16tbSfEHEkySNxwK688kpWr17NokWLEh1KXJWUlHDNNdcwb948LBZLosOJu3A4zOjRo7n33nsBGDFiBKtXr+bZZ59l+vTpCY4uPt58801eeeUVXn31VQYNGkRhYSHXXnsteXl5h00biNYFAgF+85vfoJTimWeeSXQ4QohWHK73L22hX79+FBYWUl9fz9tvv8306dP58ssvEx3WIeFwv39sC7t7eAMMHTqUcePGUVBQwJtvvonVak1gZEIcXmTYWhxlZGSg1+tbzP5fXl5OTk5OgqI6MFdddRUffvghCxYsoGvXrpHtOTk5+P1+6urqour/9NxycnJaPffdZXurY7fbsVqtCW3D5cuXU1FRwciRIzEYDBgMBr788kueeOIJDAYD2dnZnboNcnNzGThwYNS2AQMGRLoN7z723uLKycmhoqIiqjwYDFJTU9MmbdTe/wf+8pe/cNNNN3H++eczZMgQLrroIv785z9z3333RcXXmdvgpzrS+e5PLO1ld+Jo27ZtzJs3L9LraHdcnf38D0ZnuC4mUlv9DR4O2vv+pbMzmUz07t2bUaNGcd999zFs2DAef/xxab/9EK/7x8OJ0+mkb9++bNq0Sf4PChFHkjyKI5PJxKhRo5g/f35kWzgcZv78+UyYMCGBke2bUoqrrrqK2bNn8/nnn7cYYjFq1CiMRmPUuW3YsIHt27dHzm3ChAmsWrUq6iZ29xet3UmJCRMmRO1jd53d+0hkG55wwgmsWrWKwsLCyM/o0aOZOnVq5N+duQ2OPPLIFssbb9y4kYKCAgB69OhBTk5OVFwul4ulS5dGnX9dXR3Lly+P1Pn8888Jh8OMGzcuUmfhwoUEAoFInXnz5tGvXz9SU1MjdfbWRu2lqakJnS76Y1Ov1xMOh4HDow1+qiOd7/7E0h52J46Kior47LPPSE9Pjyrv7Od/sA7l62JH0FZ/g51ZvO5fDjfhcBifzyfttx/idf94OHG73WzevJnc3Fz5PyhEPCV4wu7Dzuuvv67MZrOaNWuWWrt2rbr88suV0+mMmv2/I/rjH/+oHA6H+uKLL6KWyWxqaorU+cMf/qC6deumPv/8c/Xdd9+pCRMmqAkTJkTKdy+TeeKJJ6rCwkI1d+5clZmZ2eoy9X/5y1/UunXr1FNPPdXqMvUdpQ1/ulqGUp27DZYtW6YMBoO65557VFFRkXrllVeUzWZT//3vfyN17r//fuV0OtV7772nfvjhB3XGGWe0umT0iBEj1NKlS9WiRYtUnz59opaMrqurU9nZ2eqiiy5Sq1evVq+//rqy2Wwtli03GAzq4YcfVuvWrVN33HFHuyxT/3PTp09XXbp0UR9++KEqLi5W77zzjsrIyFA33nhjp22DhoYGtWLFCrVixQoFqL///e9qxYoVkdXEOtL57k8sbXn+fr9fnX766apr166qsLAw6rPxp6u3HMrnHw8d6TO9I4rH32BnFq/7l87spptuUl9++aUqLi5WP/zwg7rpppuUpmnq008/VUpJ+/0S7XH/2Jldf/316osvvlDFxcVq8eLFatKkSSojI0NVVFQopaT9hIgXSR4lwJNPPqm6deumTCaTGjt2rPrmm28SHdI+Aa3+vPjii5E6Ho9HXXHFFSo1NVXZbDZ11llnqdLS0qj9bN26VZ100knKarWqjIwMdf3116tAIBBVZ8GCBWr48OHKZDKpnj17Rh1jt47Shj+/+Hf2Nvjggw/U4MGDldlsVv3791f//Oc/o8rD4bC67bbbVHZ2tjKbzeqEE05QGzZsiKpTXV2tLrjgApWcnKzsdru6+OKLVUNDQ1SdlStXqqOOOkqZzWbVpUsXdf/997eI5c0331R9+/ZVJpNJDRo0SH300Udtf8I/43K51DXXXKO6deumLBaL6tmzp7rllluiEgWdrQ0WLFjQ6t/+9OnTO9z57k8sbXn+xcXFMT8bFyxY0CnOP146ymd6RxSvv8HOKp73L53V7373O1VQUKBMJpPKzMxUJ5xwQiRxpJS03y/RXvePndV5552ncnNzlclkUl26dFHnnXee2rRpU6Rc2k+I+NCUUqp9+zYJIYQQQgghhBBCiEOVzHkkhBBCCCGEEEIIIWKS5JEQQgghhBBCCCGEiEmSR0IIIYQQQgghhBAiJkkeCSGEEEIIIYQQQoiYJHkkhBBCCCGEEEIIIWKS5JEQQgghhBBCCCGEiEmSR0IIIYQQQgghhBAiJkkeCSESYuvWrWiaRmFhYaJDEUIIIQ4Zs2bNwul0JjoMIYQQhxlJHglxiJsxYwaapnH//fdHbX/33XfRNO2A9tW9e3cee+yxNoxO7CZtK4QQ8SPXxkODpmm8++67iQ5DCCHEfpDkkRCdgMVi4YEHHqC2tjbRoQghhBAdglwbhRBCiLYjySMhOoFJkyaRk5PDfffdt9d6ixYtYuLEiVitVvLz87n66qtpbGwE4Nhjj2Xbtm38+c9/RtO0A34y+8ILLzBgwAAsFgv9+/fn6aefjipftmwZI0aMwGKxMHr0aFasWNFiH++//z59+vTBYrFw3HHH8dJLL6FpGnV1dft1DrF88MEHjBkzBovFQkZGBmeddVakrLa2lmnTppGamorNZuOkk06iqKgoUn7nnXcyfPjwqP099thjdO/ePfJ6xowZnHnmmTz88MPk5uaSnp7OlVdeSSAQAA6+bYUQQhy4RF8b93VtgH1fg6B5mFq3bt2w2WycddZZVFdXtzjWe++9x8iRI7FYLPTs2ZO77rqLYDC41/j+/e9/M2jQIMxmM7m5uVx11VWRsu3bt3PGGWeQnJyM3W7nN7/5DeXl5S3O7aeuvfZajj322MjrY489lquvvpobb7yRtLQ0cnJyuPPOOyPlu6+jZ511FpqmRV1XhRBCdDySPBKiE9Dr9dx77708+eST7Nixo9U6mzdvZsqUKZxzzjn88MMPvPHGGyxatChys/jOO+/QtWtX/vrXv1JaWkppael+H/+VV17h9ttv55577mHdunXce++93Hbbbbz00ksAuN1uTj31VAYOHMjy5cu58847ueGGG6L2UVxczK9//WvOPPNMVq5cye9//3tuueWWAzqH1nz00UecddZZnHzyyaxYsYL58+czduzYSPmMGTP47rvveP/991myZAlKKU4++eSom/v9sWDBAjZv3syCBQt46aWXmDVrFrNmzQIOrm2FEEL8Mom+NsLerw2w72vQ0qVLueSSS7jqqqsoLCzkuOOO4+677446xldffcW0adO45pprWLt2Lc899xyzZs3innvuiRnXM888w5VXXsnll1/OqlWreP/99+nduzcA4XCYM844g5qaGr788kvmzZvHli1bOO+88w7o3AFeeuklkpKSWLp0KQ8++CB//etfmTdvHgDffvstAC+++CKlpaWR10IIITooJYQ4pE2fPl2dccYZSimlxo8fr373u98ppZSaPXu2+umf+CWXXKIuv/zyqPd+9dVXSqfTKY/Ho5RSqqCgQD366KMHHEOvXr3Uq6++GrXtb3/7m5owYYJSSqnnnntOpaenR46jlFLPPPOMAtSKFSuUUkrNnDlTDR48OGoft9xyiwJUbW3tfp/Dz02YMEFNnTq11bKNGzcqQC1evDiyraqqSlmtVvXmm28qpZS644471LBhw6Le9+ijj6qCgoLI6+nTp6uCggIVDAYj284991x13nnnRV7/0rYVQghx4DrCtXFf14b9uQZdcMEF6uSTT47a73nnnaccDkfk9QknnKDuvffeqDr/+c9/VG5ubszY8vLy1C233NJq2aeffqr0er3avn17ZNuaNWsUoJYtWxY5t93tu9s111yjjjnmmMjrY445Rh111FFRdcaMGaNmzpwZeQ2o2bNnx4xTCCFExyE9j4ToRB544AFeeukl1q1b16Js5cqVzJo1i+Tk5MjP5MmTCYfDFBcX/+JjNjY2snnzZi655JKofd99991s3rwZgHXr1jF06FAsFkvkfRMmTIjaz4YNGxgzZkzUtp/2EPql51BYWMgJJ5zQatm6deswGAyMGzcusi09PZ1+/fq12oZ7M2jQIPR6feR1bm4uFRUVB7QPIYQQbS8R18bd9nZt2J9r0Lp166LKoeX1c+XKlfz1r3+NOofLLruM0tJSmpqaWsRUUVHBrl279nptzM/PJz8/P7Jt4MCBOJ3OA742Dh06NOq1XBuFEOLQZUh0AEKItnP00UczefJkbr75ZmbMmBFV5na7+f3vf8/VV1/d4n3dunX7xcd0u90APP/88y1ucH96w9wWfsk5WK3WgzqmTqdDKRW1rbUhbUajMeq1pmmEw+GDOrYQQoiDl4hr427xuDa43W7uuusuzj777BZlP31os9vBXhdBro1CCHE4kuSREJ3M/fffz/Dhw+nXr1/U9pEjR7J27drInAatMZlMhEKhAzpednY2eXl5bNmyhalTp7ZaZ8CAAfznP//B6/VGbmS/+eabqDr9+vXj448/jtr28/kP9uccfm7o0KHMnz+fiy++uNW4gsEgS5cu5YgjjgCgurqaDRs2MHDgQAAyMzMpKytDKRWZKLWwsHC/j7/bL2lbIYQQbSPe18b9sT/XoAEDBrB06dKo9/38+jly5Eg2bNiw39fGlJQUunfvzvz58znuuONajaukpISSkpJI76O1a9dSV1cXdW1cvXp11PsKCwtbJIv2xWg0yrVRCCEOETJsTYhOZsiQIUydOpUnnngiavvMmTP5+uuvI5NuFhUV8d5770VNNt29e3cWLlzIzp07qaqqAmDnzp3079+fZcuWxTzmXXfdxX333ccTTzzBxo0bWbVqFS+++CJ///vfAbjwwgvRNI3LLruMtWvX8vHHH/Pwww9H7eP3v/8969evZ+bMmWzcuJE333wzMqno7qTN/pzDz91xxx289tpr3HHHHaxbt45Vq1bxwAMPANCnTx/OOOMMLrvsMhYtWsTKlSv57W9/S5cuXTjjjDOA5tViKisrefDBB9m8eTNPPfUUc+bM2Z9fRZTW2lYIIUR8JOLauC/7cw26+uqrmTt3Lg8//DBFRUX84x//YO7cuVH7uf3223n55Ze56667WLNmDevWreP111/n1ltvjXnsO++8k0ceeYQnnniCoqIivv/+e5588kmgeZW63e31/fffs2zZMqZNm8YxxxzD6NGjATj++OP57rvvePnllykqKuKOO+5okUzaH7uTWGVlZdTW1h7w+4UQQsSPJI+E6IT++te/tugWPnToUL788ks2btzIxIkTGTFiBLfffjt5eXlR79u6dSu9evUiMzMTaO6GvmHDhlbnTdjt0ksv5YUXXuDFF19kyJAhHHPMMcyaNYsePXoAkJyczAcffMCqVasYMWIEt9xySySBs1uPHj14++23eeeddxg6dCjPPPNMZLU1s9m83+fwc8ceeyxvvfUW77//PsOHD+f444+Putl/8cUXGTVqFKeeeioTJkxAKcXHH38ceXo6YMAAnn76aZ566imGDRvGsmXLWqwUtz9aa1shhBDxE+9r4/7Y1zVo/PjxPP/88zz++OMMGzaMTz/9tEVSaPLkyXz44Yd8+umnjBkzhvHjx/Poo49SUFAQ87jTp0/nscce4+mnn2bQoEGceuqpFBUVAc0PbN577z1SU1M5+uijmTRpEj179uSNN96IOuZtt93GjTfeyJgxY2hoaGDatGkHfP6PPPII8+bNIz8/nxEjRhzw+4UQQsSPpn4+YFkIITqIe+65h2effZaSkpJEhyKEEEIIIYQQhy2Z80gI0WE8/fTTjBkzhvT0dBYvXsxDDz201yFpQgghhBBCCCHanySPhBAdRlFREXfffTc1NTV069aN66+/nptvvjnRYQkhhBBCCCHEYU2GrQkhhBBCCCGEEEKImGTCbCGEEEIIIYQQQggRkySPhBBCCCGEEEIIIURMkjwSQgghhBBCCCGEEDFJ8kgIIYQQQgghhBBCxCTJIyGEEEIIIYQQQggRkySPhBBCCCGEEEIIIURMkjwSQgghhBBCCCGEEDFJ8kgIIYQQQgghhBBCxCTJIyGEEEIIIYQQQggR0/8DCfGHRYcT3MUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " y_vars=[\"Qty. of steps\"],\n", " pairplot_kwargs={\"height\": 5},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we are aiming to infer the worst time complexity of the algorithm, we must focus on the worst case scenario. This\n", "seems to be the case where the network is a ring:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " y_vars=[\"Qty. of steps\"],\n", " result_filter=lambda line: line[\"Network type\"] == \"ring\",\n", " pairplot_kwargs={\"height\": 5},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously, the number of steps appears to be a linear function of the number of nodes and edges.\n", "Let's plot a linear regression to confirm this." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "from math import log2\n", "\n", "# restore the original results\n", "benchmark_ideal.results = back.copy()\n", "\n", "for n in range(1, 501):\n", " n = 1.0 * n\n", " m = n - 1\n", "\n", " loose_bound = m + n * log2(n) # O(m + n log n)\n", " benchmark_ideal.results.insert(\n", " 0,\n", " {\n", " \"Net. node count\": n,\n", " \"Net. edge count\": m,\n", " \"Network type\": \"ref. O(n)\",\n", " \"Qty. of messages sent\": n,\n", " \"Qty. of messages delivered\": n,\n", " \"Qty. of status changes\": n,\n", " \"Qty. of steps\": 10 * n,\n", " },\n", " )" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_ideal.plot_analysis(\n", " y_vars=[\"Qty. of steps\"],\n", " result_filter=lambda line: line[\"Net. edge count\"] < 1_000,\n", " pairplot_kwargs={\"height\": 5},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking: communication with delays\n", "\n", "Now we will run a very similar battery of simulations, but with a delay in the communications. We will not\n", "analyze the results in detail again." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "benchmark_with_delay = AlgorithmBenchmark(\n", " ((MegaMergerAlgorithm, ExampleParameters.numerical_parameters),),\n", " network_behavior=NetworkBehaviorModel.RandomDelayCommunication,\n", " network_sizes=list(range(1, 15)) + list(range(15, 76, 10)) + list(range(100, 200, 50)),\n", " network_repeat_count=defaultdict(lambda: 1),\n", ")\n", "\n", "benchmark_with_delay.run()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_with_delay.plot_analysis()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "benchmark_with_delay.plot_analysis(\n", " result_filter=lambda line: line[\"Network type\"] in (\"complete\", \"homogeneous\"),\n", " y_vars=[\"Qty. of messages sent\", \"Qty. of steps\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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