gigatron/rom/Contrib/psr/multiply/Benchmark Comparison.ipynb
2025-01-28 19:17:01 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7be713cc",
"metadata": {},
"outputs": [],
"source": [
"import benchmark\n",
"from benchmark import Emulator\n",
"from benchmark import _read_word as read_word\n",
"from benchmark import RAM"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f58fdb10",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "812c9947",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "4c59a0ce",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"WindowsPath('C:/Users/peter.russell/Documents/Personal/multiply/Contrib/psr/multiply/mandelbrot/Mandelbrot.gcl')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"benchmark.MY_MANDELBROT"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "74cc8de7",
"metadata": {},
"outputs": [],
"source": [
"my_symbols = benchmark._load(benchmark.MY_MANDELBROT)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "452bbd78",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Boot reached SYS_RESET_88 in 1006781 cycles (0.16108496s)\n",
"Boot reached SYS_Exec_88 (Reset) in 1006825 cycles (0.161092s)\n",
"Boot reached SYS_Exec_88 (Main) in 2037968 cycles (0.32607488s)\n",
"Program was ready to begin exectution after 3752667 cycles (0.60042672s)\n"
]
}
],
"source": [
"cycles = benchmark._run_to_main_start()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c80561c7",
"metadata": {},
"outputs": [],
"source": [
"cycles += benchmark._run_to_function_entry(my_symbols, 'CalcSet')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a1d3e5bc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"58"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pen_address = my_symbols['Pen']\n",
"pen_address"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4585f488",
"metadata": {},
"outputs": [],
"source": [
"def get_current_coordinate():\n",
" \"\"\"Return the current screen coordinate based on the Pen variable\"\"\"\n",
" memory_address = read_word(pen_address, signed=False)\n",
" offset_in_screen_ram = memory_address - 0x800\n",
" page, offset_in_page = divmod(offset_in_screen_ram, 0x100)\n",
" return offset_in_page, page"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ea8d8c2d",
"metadata": {},
"outputs": [],
"source": [
"RAM[pen_address:pen_address + 2] = 1,9"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "65ad01fc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1, 1)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_current_coordinate()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "96ce801d",
"metadata": {},
"outputs": [],
"source": [
"per_pixel_timings = np.zeros((160, 120), dtype='uint32')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "e76bb8b2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'06ae'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target_vcpu_instruction = Emulator.vLR\n",
"f\"{target_vcpu_instruction:04x}\""
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "8702c06c",
"metadata": {},
"outputs": [],
"source": [
"import asm\n",
"call_and_a_bit = asm.symbol('CALL') + 1\n",
"Emulator.breakpoints.add(call_and_a_bit)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "053e54a2",
"metadata": {},
"outputs": [],
"source": [
"def in_call_instruction():\n",
" return Emulator.next_instruction == call_and_a_bit\n",
"\n",
"def calling_function_of_interest(function_variable):\n",
" return Emulator.AC == function_variable"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "20a3a0f0",
"metadata": {},
"outputs": [],
"source": [
"calc_pixel = my_symbols['CalcPixel']\n",
"total_time_in_calc_pixel = 0\n",
"count = 0\n",
"cycles += Emulator.run_vcpu_to(target_vcpu_instruction)\n",
"while in_call_instruction():# and count < 120:\n",
" if not calling_function_of_interest(calc_pixel):\n",
" cycles += Emulator.run_vcpu_to(target_vcpu_instruction)\n",
" continue\n",
" cycles += Emulator.step_vcpu() # Complete CALL\n",
" \n",
" # We are now at the start of a call to calc_pixel\n",
" return_point = Emulator.vLR\n",
" coords = get_current_coordinate()\n",
" cost_of_calc_pixel = Emulator.run_vcpu_to(return_point)\n",
" # Ignore breakpoint inside function\n",
" while in_call_instruction():\n",
" cost_of_calc_pixel += Emulator.run_vcpu_to(return_point)\n",
" per_pixel_timings[coords] = cost_of_calc_pixel\n",
" total_time_in_calc_pixel += cost_of_calc_pixel\n",
" cycles += cost_of_calc_pixel\n",
" count += 1\n",
" cycles += Emulator.run_vcpu_to(target_vcpu_instruction)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "0b1e7e7f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb1da0f00>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(per_pixel_timings.T) # Transpose so that the first index is the x-axis."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "952145ae",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total_time_in_calc_pixel: 81.65%\n"
]
}
],
"source": [
"print(f\"total_time_in_calc_pixel: {total_time_in_calc_pixel / cycles * 100:.4}%\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "a4b8dfeb",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.colors as colors"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "69528c0b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28caec2d280>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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F0AASBUlssXqMOhpEfZOd3NbqwDDi8GCTedHVuxyfR/TQAv11saP0bAdjo3/Zcg/06iyJYKt7oRxbcCqMPRBtmTmVKAoZVnueafvv5CFDba7youY2znjvudc1blBRo4nrBOg947ZRgRE92R0ntsIxr/dSnE2+FDUzf1ax3/hcgF7tTw7HZu1ZtbqROPX0+gx1RnQ9UufLSlTt4JDU1Ga7d6yEUo/dtIZouD6O3UOZPc84X9m7tf7Me5uwzJ+YVWiIOuM9JEaBerJVc4kbXdQQEo0MvXCMa/Kj/+2f/Qgzfw02tPsihJF8gD2sYQ9rmKMGdl7D3lnC3poDgO4KMolGUV7kSLZK5QEAc7CEOVyoyk1JOJkugDqh4LBTJEKq1s9rsaWMjag7QT3Rq1YN86QvkToJWoapPUJl0E1sciCZmwcwy1bUZ5f13wYY3wsHX6pXPTDsYa12L+V0MmBXHUztk7dzYJdqA0wX0M0smi2b7Cy5ME0oIOfEUYaiCvSqsolIRhFXEdVkGTOicIooKkdsKmwi2qB+rfe8ucjVi6in6AVTRLFiiO8Rl/ANKQmYiHJYEVxCihYIhQqAorcXslV0WHK6H3lhe4QZKnVcqbrsS7mWOB++BNgxWP8OhX6vP0mQx2txynwIfR+A3otek2l6EwGg8x/tc14QdlTpjQr4iMiTPQ/ZxuXleUeeJnU6tjpWxNkEdTjqua5H9gN0HbJnpSgWue0uCmTu51M0vRwNyzVEM0HUXPL1m+4hE/DJARc1jmjCaIcaR6Q8xQ3MNv3zFnU/m1t1/MTNMtKX4rgR4cbnmZDuKe3LRg/KW6gs5m/ZGXxW3axRvHQHgEzo9IsHgCXMH9tSAWhhVwGjG40ILEtYvG0vqUB2FTC6vkC3XaHeK1K/o+s1qAtYXh7DlwaLR7dFaC0DbBNAntHsFOAz4mm3TcDkczcQ9mZYXB2LR5st3DLALUQwsiHM33c5LeLiyKN8ZYnm/DiNTR4Yv7xCcAar8xX82GDxeDZ2HUDMWF0YiYA0hOLIY/y5l9E8cg712QK+EvtoOzFCB5oN6S71ntBA3BLqbOltie20tyEB6tVkANkLGheMbeVlCA4oVkqz2BI7TqJ/TAWBCE2I0I0E0SKoUZ0Bp8gy/m9rdSblpOFCdvtmh2FqSvw3oH8xk7e2jdcY7UyUPNjQjQE+qu7ajwoPQGxWQG+HBKJ6z7ANJcRIHkBHSahGgRFIrj3ORRQKuXovF47e7tiJAAEyxHpay1/a/PgN59qWQUuxD7ZbSpXy/XxHZ1e9Q6IizwV5xWcX1wGrl5mYe3tovJx7ueZ4iScpp5nAZQKMHhcUgVPoUfuwQww2iXu/jogYkPovDzltlOlzXYPdhBBGp/d5XwjKSIXIW6gswta4R4XzJbhwiF5MAEBEcx0jUHzJFAWFAHO4As3K/ngGqAswjU8M/Ug+jqRwU3vwzA0QDe4cgWbjZG+LLY3tgE4pQYAgMHtnDpwdZWMzqPUCxILQiTjuxEG4nOQDQrRpAqJmHxyBgnApI0cyOJKXP+3M8YLihN7LpGd/r78MOTrkbCHrs6B8HcZjc9QRpyk7JgljnY9oBkloTW2XIdvZY9dsGCACMwC1u1K0xcdrMfqnz07OEQyxagxr956h1OQs0c9Jo0NErUay20WUlNCt0+vLUUl87HqsIFhSonUvoGht/tZbNDfF+zAxgssSbODk/Y59xQgg6N9eUWV8NiGuYdVCWFHrvbRXIzTvdi7rNSTKGjYI2jfAKhhpQblZZVPfJwp5bfeFoNzU6t0CzY5L6jBPRmBnBg9V1ABxutjgBXEB/cQfHIHOzQb9hsoBRrldpGqdEdWeWFXxvTLrBMDODKG0w34cAUEih8gTukn/vWkDwkvXYR45M1gMfibeA7sKSuUQmg8cobrtYRYN6GzVv1yOgAtnhQFAwGpPNgO34BTWFdVW6Ve9mkXvpY7k5fJA6CbdhOAWYnur1TEDoXUOVJN8nvNFNAi7I0WmQWyUvaG89ypHUvTiEqGdKXLrsn6ZUuhZUs8jVzDNp6K7gkHqSY3XGh1EfsQgA6CjdG7cQMihp9fEa4/35vv+2QA2F6TcU45CwbCektCK54J1DjNVL792r4g0BwJt2RPYrfIWB4IkE/AUZD463UzskdxHuwWAKNk3N7WIDuN8B3U2IXJAIecHaORPmzmQ7iIUc8dMuuzMJBFRfHLq6UZDSdXuuZXBAU5V97ghEwMnuk/ixpb9n7e4dpmEyC7/YLAuKABhLOcKdev0+70vBCUFodXkLRS9J5c8o9sRbOyW4smOjhdf2RS/bVoGq9GYLcFfPgcQoTjoElHbj4WraTwLQNAJj+RvbI9gGoESfiRqdXd+G+yEMxlKk4RrKIzYiiDk72hb85WBe8sjMG1AedAljqavLJAhYPJ9vHY3KWBtL3j9yAgX7OxUHE2OelJ8fOgqE4yiqzzeXCYWxxBfegHWUGP+Yqzvrie+xBF1WRk7EtZBMaQSQKmqar7P6HXFlyKPAT62s8fvCaBAx2xJUb3OVfJjc6AXvFGNy2ytm87tkWbfd24aiNeFALFRRsCWIfD1OYy2sWRP1YimYOVZJjK/bgg5+Tva7Eg3k7hJpg2j7DeChOIH9kG9kEiIt/1YgBLiQ0/3YkYi3yc1Xe2r0RNNbX9d0eaZ22nzOZN/5DpY7evRhhgi+V43zN62zimENjIKvOk31ESsj+T57B7SkBuescnmKdxlY7gvnDmm8Rg/sy8/X7qN8VO34BZyF27uURx2WJ2vUJ+pMHr+EOW+zEAoCN3EJDthcdCiPGyTkJs/PgMbQvULn0FxKFtlO7NodhxMI7HUbhmU8kFoZxar8xWKoxbja4dpx1teHqGbWIyfO4CbSzx6KMXj3Sn3srjTpmtutx2O3r4Ds2pRfeSLEomjY/uxlRj1lYddydgA0Ow6rM6XqK4vMLq+1AVgsLw0Qr1j0Y4z253a0RJCiiggAmr1jA+SPbhTVL0NQqKPJ157Vopio+ATTiOpN1R4lc2W/GYHtBNgdS6+BHQMcUVnR1TFaA1NMgmaYyMxvDkaBABWtEddj1TTd7Z/4RICX1OPo1MoUqUGYxsglLoRrjIB5NSGG4VD3QsIQB1L+n2iSmGt34LVPio8wG7a99tsCdWsuiP0lnYmyM8thIDtKyFgGy+hnBQY1R2hvnRT0tBYThs6ee7ZBOoIM8reSNSaDWR+Xwlp282lP2E1EKp9eV+arYz8PSF0oxiWKXZrNpQ88HGTT+wNFrs6sZzPTsnkK05hmb4ilHfk2TTbslGVB3qfExnLLeW6QqHEetJw0U7uobzDKA9k7tyChWBfs4IzTv3FcNmT2n2BKLmwaC5uAehfUAqM8o6s/EivYQc0F6bCJdzvJDqmEuTlycDNW6CLthe5cT+2cG97BICgUQnMJ3RjC9sElDeX6LarREiX3cyCqkLUc0R0a9BcnMnYdzpJnKHe2ACgrD2gdIcohLqtCsVjV4UTuQqCEi3QTR3syqO6Lg6fUPRwy49lK7ZNQDOzSsDOdj/qUUtCCblnESK4TMf9tUR1091dpbrrs1IBzE7UwZjAokd9/XHpxaRMSK3ZRiO/zrR0XKCocDedIra1c9PGESiZIdK5pv9JmYYigrW9AJOggl6lzkMrxRPbfxfRq4x5XM1O31M/5vr3cTMzzRAdR9slgnC8/QhojISGso1UK06qdjeR8+xKxmunIoDYU2IrJA5jtMMre2FgF9R7SGGiyoboxpHGQ4mHaVfybrVT+W1XlNgG6bpikEDNuoFSotQlJgpkTLF9E0LByVkXCiT+abxPpswpOYGGLGfhoNl38TrZIoU0Dlo2vi9jCCn3jrgT2n2BKIMVRNXsOtR7Beo9yZRTvjzXnUdsk2wIza6DLw2qa3cSgovqrll1MMt2gJB8aVBfmmnYWNvb1sZGVOcvPAe3Xw8WdCgN/EhQZ+LDlZQ82NW1O4lXmKgrdQtqhnphN7VYXZwIej3qRIAbSiGO9JknYRfdQC0KlQWXRgjcTnZSr7HNSRBEARDJu+nljEYYpDlI9KBMkLwuYakCKlh9mXcY3aSPgBjMo4uot7ep5k1oPtyrWGtqtZzPyjvEkHCtaBGM3uOdo+UktDgJxBxB9ui7p+6AItLjAcJNwt/J90AmaDNHWlKno3DOX75s7MgAWEe3vhSUFWyPNCONqRsp+X4h50bEVh6xbvzi2S4WMVNQj4KTup6r4HFd6IaaR/OwFVu4afrwv1BoWGJQux8Lz1ICNCRZia01NlvJ38QspgDuzQhprcb1QMqVDD0K9qWGMMawWqPhqyRJLUwjxHNfaXjoXNZ35EoKj1dCK7uJ/A6FHNuNe8exaIXRjn7Cetd2XyBKIM89CVEBpg6+mCJURuG+8BpjVMvysV2YljG6XqPZlcw7y8tTxLhX4p7s7StRzykIwZy80INCQai/5gmAgOKwE2eRRYrMiY6k0fUafmTRbju5rsd2YVcebt5JDLcFVlcEEQvFCDJ2ZZKtkTwweX6BUDksL1QS1/6N70ljh8IARoRrimbhnN4j8xJ3/DhPMe43TxcWCbegLNxsW5BRcSQOn2ZbibZNtsA0zjceGzO/tDPJICQLndbG1+eW0y4UvUVveeLNrdlCj3nej6n/2csVjycMbG/r6nTkWMZ4b9P1yG0g1DZtFvF+iHsveu68CXpyRKXd2rk+olgG1j3JUcjrPQQ77Fu81PoCa4w+5VqECr8YhpnGy9DhehvYe9UWKIIMMCv5uBtrGOdK08qNFY1mCULiZhG5qBvpS6c17jeiuClG/qtplOSuGZlMNySTGw2JbDUWPXEt4/Pnfr7KQ7kHoc0x7DKfDLkOt1SWhaVBCK+/Cz3ovkCUxxqJtO+mEv/MFrDzFm7e9qhsKvqm218lJOXHEvZo2gBbe7ilxFbH3SSUBHdrDvfCLdlpnSLUysAtfUKQEaFGIrvbX8GuFL3qdZk2wN1ZJvtmNzEpR2McG4A6nKQv+9JtuFtzTRZg0Ow6BEcp3JK8IGAhputCycnfwMD+mFomQGIWnIj6bDNEFZFHmcjfG4i7ER0KqVciYCLh2lf9C5RQKw0F4uC69HlufMwZ8j8R5a59EQVh6mNN/R0gyXUUu8FZs/GacIIAWrvfdZ5j2gjMhnPXx910zBqZfzC0FUTbTYS9ENX8TQT4KJSHDjoePg9F4onFED3jycGiFDarZo3AKfBiYIpYe4anaS25IzFP5BsdOJE1kJPlbaa5AeiDH7KkK8levuoFZ9wYYphiBBR21Y9HXa+mx3DWk9p9gSjFpiGzHz3HkQ8pnl1CfW4E0zEm15boZqKet1sWfrw1oF5QB4yeuY0wG2P50DRNoltozsnL22CzkygdcVHYwxX8aDqI0BldF6myfHhLQuyAFP/NhuCn1QAJ25ox/vx1tJf3JJRRZ9fNRRA2j19Yy6wuCNQertBubQla0MXejcQ4PsiWogZutxSbDvQeYvYVSXtFaGZIpgEx9kuev1BInj9bS65JPybwWNQ1JqGsRCpRNyEsz1NS/ajFMdVZ4nNZkFA4/pIkwb3sUV2yZ8b7X9EAaSVbHcmYZoOdLziGaei4XSnOBQPU9S90Ojc6tNZV9ex8NtybKjZ42NlxchBtfLl02fKEB/3nNlJv5Qu3JM1pqUhLyf++ZJjMDUsMINJsSsikkJD8YxRYpMII2V6ffXyeGnpY70pGJrtCn0Q3JjfRpBYxZVluj422zhjmGLMPNVuCBiPJnViDH5yus4ZR7Wv2oZGG1bLm+gw9Amy21f6qMfcxVV66Dp038n34ZbJbUn/tAFLSjrjBx3ecglCgurEcYxoxKXQTva71tb3W7gtBKbYgXVUOg+2IYvhfFIad2g1Z0VqMF9X8laRlEmCHRm3qJOqmm9he6Gm2ZgQGjEkRMTF/nmklj2WoBPZH7hd58dKxtZknWo5H5wEV9il7ut5bjCBK9xx3eWNUZeszlXvll+XOA/lDf3H/WcrU3rHeQ2/T82MAXqJtoocZUJtORCABIKMqjKLOPDSQDcM1axAhR5DxWtYEGoyMTZkQjYs+F1hJwALJ/prGXBdmp7RELAfds1a4fn5CivEac2QWry1+v2mQ/vFmHcuSpPVjDIb81fj33RBp1iKhOiEpqw4e/c5mkVYx3NF0QBedbFEljkg0JntGf10pjFGvy7a9Cp9CBK3cY9ENUb9pAUz6YxOSjGhfQyltpD+p4F9/7smBGc055vj3ahUZrLWeptVvKAmnZPdtvhIEZSzRICq3TbYeEFDeamBaj+XlCXxlsHh0KrvGMiSuZTH3sIsOdt4CzmD+zvMJzRWHHUYvHmF1eZZyQorHToSnrQP82GL+6Cyhw+kzRzD7R5i/66ImLhCaQ3nYIjgRqO3M9UkIWsb4+TnC2OHog1eTOlTe7uDu1FhdmgyErV0FNQ8EdFOHRsdmEsN2V1FCA2JT1AzSLDab+PCLuRjLuynB1ASnKf/ZAbRAihlmAnzmzWVL6EacvKSSB1E9jqWGdJXieLA1CTrLmoT2MSgQbEO9M0VbVPPzxds/az3GRckx7Js8gHi+OY5i0wZBOGYnTEjS9Gj2WN/x+jYI4BTzbIBuxsePyS+V169cmi8YXKydGAh2Sce682PebBujTCDnQ6aXvr/+3A7ZjSPqjeqyIt/McSWIVeaNCCkDk60lcUnUWGwNNOXwGZxsHtn8tyTM1XkMGPIy0ZPxJalFlsUI0XZKKVCCHUCNCOkOSLZz8oJi4zz4KibmYKADTHTSOfmsOhIh3401i79mo2+3Trg3bfeFoIwtlDHDeUjIiy0hUG+UYkMgUvTGBPKk2W4IXFkRZBkNgQKAuknnRlUeHPSl4zRObNR04PlSEYSiT2bAs2TTZupVgnhO64GRG5oBPMM0nQqNuN31Lzv5Pndlur81xJXbg1IGJcgxMfoBaTHI3zHBQqB+Fx8QlQmpXo7cO5KtKqEBGo7fzz96y7a+sOvOlHSfm9TxhGSOk8fjtZC+WBtV44gO1lTyIXrYLMQ4Q1GUzWu8nzT3WZ+ntdgfW07mA3YMdtyT3+P9ux6axvvjU8Zgy0nzAfrnSD6+F8dRfPw7OBGCpkMfLmlJ0bG8P8SCvNnoJazbL9fNBtmcvF6KWX6tef+50y/XnJB9F01l8YAU8IC147LrzcdLmc7VlBEzxH/FqN7sDOq9QnIwHrSicvuA+vwIXukyMTM2BYnJLu50MPMa7YWZJsktht7z38SNDRC0/kehmbmbbcmk7Y4kEQIbqdESrIbM1WIXamaUnDK5ChOFZCgZphUUNGikoYLc8wuPIclMGEUuXO69DiWrfYmwLgil6JPaH1s6JoBDmW8yvSBmRZeRbkQdDRJfxPN9JdduV/3YoRR0nI7L7nX9w8FHBPiRkB65DCLYPUkRGcPg1igJXs4Ko176UKNIHMemoJ8Lp6hbx3VHseaRosIRw3SSXi8Kk5iRyI9189dSDd2I+tyLeIME3RvYeE0oyocYOHxiI2aUh3KAcDCVpRH76JBStIkglGcdU82125qSUEntYSL2e7u2XtbbfSEoYzZwUP+3lINF8jzH+jAx5rCbOoTSwowLdGNRg2OqsmLuE1JjA7SXdiReGprh3DO6sYW3lBIV2GVI8L89O4XZHiWnjluGNCYbUe3sShBpNxH7YntugliuIhmPS5M+J2YUd2Tb6onyhby4dUC9Y+EVjaYImoEdEn2uvZgmTm2fvtTFkGf+Vu+hr2QhxpjiZksM2slzHRuhJ0uvCcD4fU/ToYHzJjW1LZLfQKaOSJV7500SchEJUv/55lBG7XuToyXFFm8Ic7T9+AwAVf9d4kye1vS6EmqxUIcKwCSCcbRb4+zWHHeWIywXFXjkwYHAh8UxVB6dYAlh+o1yOX3ILELeeBLqkd7nJrQvNjc6Noep7EEl3xdHDBMYnVbDlE1HkFrfj/zEc/OQwUhVi4yJVHtHPfJ5nR5JoouULSivWyO2fUnekdZ9FrSQ20mDo0QqJ+5ZGvmmOKhQmU1mQpJZ3SUBXJSCJ05r94+gVBK22B2HV02B4eadOF1QSK2R6eY7i6VtYQA/q9BuFVhd0DeDgdFzd0DzJdoPXhUaEETolbf7JLr12QJsShU+AaNrh+h2pX5ObOPbK7j9JRaP7wip/UyBVNWxCbCrDs1uiWbHpesaffp58PZMKisaGdvNPYoDj6PLToi7dUZ2jhxJIKneptEIBAKqIxF4zUQM+OWhhLR1lXg6KQDNrrxQ5YF4zZttRZJOFskAESZb1nG0l14e9Kgu/h0FXbAiPMw6mRoqpBwPY6ajdIhmA+o3iAHFJQppnZdNiRuCqr+mpmNCVkwLvSfXu5Nw3CktG4sLBtsetcAwLu4c4mvPPYPPHV7EU3wWhZVNcb+dAY1BHocuJPs+OfV6jHrUflMzkByaEZEGwB0NTRtAryFs8uon8r8+w+Ioc7QoQs/V7xS9xEoI19LKbCIZnWFqsY+zySoi7mj6vQOJ4OnGQha3NVDvyjMrj8RmLuuWUkb5mDgjqsX55hwpbqnaZoBG/ADlkYITZnSV2NdzT7lUTdBKjQcB7VTYJOWhvK/1Lh0HDmvtvhCUgBhxRzdW6KZFEi5AX+OmnclntgngmMkib2q7IM+oL017m5HuYrEiYnd2Cpyb9Vw8hlITWviJSyUdwEC1LzXA60uzQcJdSZJKCJEeRNk9vHAIvzWSWjoxu7XGdHePXBA7bEYParYt6l0nCznaTNDv3jEMSzzRUrEu1QqJ9WuyGiYSw6oLyvTCr9mhXtXe4CgQdgASBQY8TEkW/6ZoO1bOG+fndzIXXMjLl2dkERtbXw2Pc1TIWV+ZQIYffh/RYuTrRdWsR+BDtJoS8Nrsfl+DjEy3GPuKaFJ/gwk35xN8wl1B7R12J0vM6xJNZ0EugBngxijHk4Ggcem6aYRSNjVq1x5KNMVtuGY/4nSf1FHiBqa5PmWjIo1iyR1JA4cPxUqSImREgJFmLedBHkn5IxvnLug83/xIhdu6vTL/3/je1h5rpfdzAHRrWa7W68fL55wy1TdbUevUjP+zWP7j9OveIHG+PM10DPu551Dsr/qbZKA4alHcWGhYoUEsuJVPRNxNYkr3dsuh3bLCWUw1twPcUYtuVkhi3nyCPYsDR9V1eYgMt1/DHjWSzEJr3MSYWWjmotyGYjoGvnQN1PqUbAAQQWmXHu22FEHLF5avCM2sPzbthMfU6r4+sm2y+jVW681wn80l1psRnp38JHV7XdXNWvKUbhCmAwdIZhNcPx9B0B2vAX5SJxNI0di6M2yNQpT3ndsl19HourqZf8+OB9nL5YvhdSXHxUk/2XFR2KS3JhO+84MRnnr5HFadw6wUvbPrLMgyqAi9kIze/kytZCthk5s9UMd/GD19a9NmcDJHtJ9HX2EgKHvThR6r2exj2V82QxZFGufVtPhs1p/9SfnU0gYp12E1dFGSYci7EfQ+oic7D9eMYbvESGGqkaucwhwjN3R++g56XyBKW0v2IBiCfXkfs0UDthawhPbMGM1ulWyVzXYBt/CYfX4f7ZkJ2u0CxbwDae3uUFpASyukhcASGhi0Vo2L9bCVa+nHFstHdmBXHuMXV6jPSp2e1eWJlJd9eYVuIki3L8/gYNqA4tBr5hOLbmyAb3gH3LzD7HO3sXp4Rz6fWlCQNG2kmWnZ9YW4Eq/NAmYBgDQLtVfybCn/25phVsdDDutILD5Uisd2byvKWxRwQmA+Xb0+5s1OqpB4dNedKfF8GCQC+qDRsO/o1V4/n0koHYPaJtHG6Thdd1L9I/8ueq5VxZSMQycsuHtBlTlKikIO6O+LAET1uzWKLhkj12G3WuKwqeCZ0LUqwZxC4VbgL5d6L5l33I9iFqO7GU2HTWrJiCklaiLJ+aU2POoA6/vEI5EsH4WnrygV9to0R8fCT3Ec/Z3Wcu4pBaRck6wp+dImECOFVGDXu1qsLmhGoikAkNooNfoqoukMBCQ+pjavc9EHXhhQxyiORMDGd+qkdn8gSu9BR0vQZCIzeGMf5uY+zP6RxGprVTViTR1FAF65DbtsYZoAU3vYRZOOyes5A304Voz3lvyV6He4FA3AqR8AKbGuWTQwja4w7bdPNiGcSOmH1LlDcg/6eUhCkWF8SGh404ucR6kAGRE2ooGsNkpMSZYiWZQnF8nFGwVFRAObFniOMk97AYgH9J1jBF8+3n8iCW9wNOTXdeL4JyDhZGKhfiMIjpMp41W3DUgblAnd3MNgsovUzw0xDBiXpwd4ZHcfrvBynOX+eIP0P1sGVwFcBUCpRa+GcB6HDpkpKWkE0TSADJFn95lYDrbfYAYsiEywpX6pf3bRBBK/y+PAk21xjSC+ad2tMy9iflEAGXWN+r/1muP7YLVsb6zsGd+f2G9cF4AcK05iRZpqbgp3gYz3BaIM4wJH77+y+TsVMNMvHYCtxeLRKbqZxfzrH9ecjh71XgU+P0oTY2pZhL40KPc7VE9ex+rtF9Fs96UkpEqbIrNDj9EXr6N57BwWj2zJbsSZjfLCNGUZjy9wcdDCzlusLk9SsTK7Chi9uIDfLrH4uscSn1OS8QLwDC6M5rE0GqYopF+bhYKBxRiehxyW+5rzT0MOwUKLMBqi1k4JywuUVDHTHE9bliPCjV7rKCRO0oSy7zfG9BIwIMG91raGNIkVgawJ0YEzqOT+2k+5h3sZG0AyPXA0I0TidGwEUQMMC1oE0DUWtxdjFMbjhx7/J7hoG/xA8XvxiZcuo20tOEi1TQ6CJNkwyDLeevUVAMCTz10Aryw8BaU4HUf9p7VEYNdNMw8dzQUjG0GZeXgoU0SmgJsLWuumAkpiVc12Sx01+4Lu6l0J/7PLLKNQVqfH1pIPMtpDbS1zmGoopfBJnfKcvhTUHFdDuaDyjiTES0J74kpAOjBcz1IBVZ5jdACGQqoExNDKdkLoduR9Ws9lut7uC0GZajSf1Ahga1NETcxwTkFKzqaqi4CiNgYHwELCFuEkWa5bKsvXiONF0JfWMSlcsltGAzMTiUNEhWQ8R0pHGHBh0k6ddkVLCNak8MmYsEPGkNRusQi9ZGPJXoZNU5Dbg0iuPQk5o8DO9i/AiUjynp7Dazvvy9EGdq6odgGvW0bH/hIaM0BiRG/qO36ukr31FrV3aNmiZcBRQOk8QjAIFMCqxDEg6NMyKtvBKM1IfmiI0F6legugR6VrmwbH+wEd6zfZnnOEua5lbJqHfAzavI6Obaj9lKV3QJxHQPQR5MeuvyO5Q2jdlpyPk6v8ccz8eui0dy9r94WgvFtjQ5g/NoNbBkw++iz81XOYPzqTdGiVGd4kA3bpYeoOZtGiPTfB4fsvYvLcHMVnnkX7rkcQCoPpx6+Bd2Y4fMce2i2H7r3n4Y48qhu1cjQN2m2baBxuEVC9cIjm4hTNjuTNpB2HybUFwIzFQ1P4ymD+8FQyCK0kixB1jGa3QKioT9xbSV68bkqwWjWxm8TqkXGXlZuysS6x7rpxlwy6ONkBqzN0fLHqTnrM4J5WyPF5TsjtXp6JDnlskb5WabtpgWdjrd+fH/U5JddPv2u7G+IkJaHHa1CP9MCRs96fNu8NjuoK/9lTfwCF8fBssDNeoQsG3htBk1ZMQa7wcM4jMKELBmQ48SRhGWGsFK51b/g9NDYShkkt4BZx0wYQmQ8ndUmS0i+32UnGcM0uXsV6P4zqjmZjt/Idk6LOTkNvC82Y3jJc23OiB+BBWSMx4UWnzpZIRWp2BGnaWjOuT+MNyrthIgk/qs+65jslk+drpq8aKrQ5N2fYhd7DV4LqHTla+f/JK51UBsmM4y+fQxhJBE+sI2NrSZSRSOqlkLm5sELsNiTZxh+6KLVzLMFf2gNbrYNTGE3DZhC8lYQY3qMpVVUHIVgCj5xwJeuQMhx1szI5dUJpxEbpeoGTvPR6D/kON/AeUoYggEHCAeHAibpstKSopMDqF/0xNVXnbtBy26CeM1C/A061j8UQumRj3IAiEsdyXRDltqcNtW36RLq0OWySMgSiL/tr1a5PbbltL1Plk8MhPSudhITQpHlvUHcW+8sRSufxzr3r8ExYdQ5168BMKIoOo6LDt1z5HC6UB/iF22/FS/NtSdYQx2eAwgkP4h4bA32yk+h8U5oWFD3mFK3UsvVJuhlzbm7J7I/xeMR9RS/Z+N5WTrGEhzqQSIMfoomLPOv/SE6c1E8LZVLI73VnExtNC0j9dTGyY/N3IRyvMZTm5i6L6f4QlAEojsRIIAl3NReeUwFlpcphKAnzx2ewdUC536LdKtBNCOXtBu7GEfDKLdD2DIcfuDyInwaA+kyB+kzPKp0/OoNdBUyevoP27BSr82VK2Dt5fgF7VKOd7oKVbhBKQnNGCo+V+y2a3QK+ItRnRGhPfvlp4MIZHL5jN9lATR1gNIUcBZNQ4nqFw2jwBkQwRhWaQp/Jx5eyS9tG7D8x+cUmPmSvDmKAnogB1thY0PEcO8kbmVROYB0xpiiIXJ2zvXEcjOOZvU0U9lI+4JhH22nkiYYernvTo4eWPKVaM4P7PamdJmdOQJWJmE7ZcQRRibXmD0fCulJ98hy9vrNYMUAjYFq2eP/WcwhscKue4qAeITDhwtYRLo4P8R+d+UU8ZAt8cXERn3zpsjwTF8Adpc2E1/p/tbtDsECYSHITu+rDHEOW8GLg6GEMzDj5uLy2JgZq+VrLnTqR2dFqf0Wt1KaprG+3EFZHKMQeGnmeCIIA/Ug4w7FmfXwu7UQDVBQ5psTJFkom74UnIPfcziSEsTyQ4Ix2/CaHMBLRwwD+XwAuymXiR5j5bxPRGQD/AMBjAJ4G8IeY+fa99suGwNFeycpN9H0S0UgID6WBm3coDgK4MGiu7sCcl7yRebx3jBGXmtjDpxoKQn1JzjFNz83stkp0s1Jqd3SM8naDUFoR1o5AQTIcuUVI6kT39qtSZZE1x+RSStK222Wya/pSFkOr6oPTPJCx3kleB0QEhoRaMVHKWh45Y0KXQa9SxefiAYM+acd64tqeJweclMW7z/DTE9/T9/rCBK32F7mT+XFJjYmCU7/nmNAhbgQqVIVM3Ne9YSdyIvYZN49QqGPlXoXFScedonYmQnk8d4Cc1UZdKLzylDzapI4ZQwyNV0DjLT6/uIQtt8I3n/0iFqHES/U27rRj3Kon+JnFE7jk9vGFg/M9jWjt+thKRI6JZXhfI8iMPM00z5GUnnups401R1kpaEHzSIoAInQTcYJQ1yM1qzki0xpfcl9XJ2UG6r8Dy5onz7BeN9RCs/9w34/U4On/l2sWYRrNVfKeyN/BAmF6fL7isbFigGnQF4o7pb0eelAH4M8y87sB/BYA/wkRvRvAnwfwU8z8BICf0v/vuUUaT8ra0wV1xIiHO+54vrKwRw3sR7+AoAk1lhcrrM6Wg8mhjlEcNCmRbb7w2fYZzq2OUSw6dBOLZldrintG8dnnUN5aSubxkajXpg0oDhqJQWdgebFCs+vE4bQMqF48kEmaaCmKSoRkV0mdjljvBKR1QFolimsm9jxNfbTZ+EoesK/04Wb5JdP9+qhWcEqqMPg+p0Wtowb9PiZyYLeBi6gvayi5pyWFXuCR70nuKfu2CsTk1VSeY8gEaqqwyHp+2SO7SIN6zZSfV9HYslT3ivcaYoYqHdhCvNyORZoHtbFZhrUBlFGGms7i4zev4MXVNt4/fhYfnDyD982ex7lyjhuLKf7vn/vt+Iuf+AP44osiKDkXyrFZSds2MAe8hh92ssHGzSbW9EnoXR04KUIne6bsZO3FypqFRoJ1Y4JtpRJiql+zUF6wak9uIe+ZhOeKkPVj0RaLo6iiK2d4qQhRy9YS98e6FVSz7OvgyNpjFHPNXO7FS14cQUo9T9QXoD9sZUwKmsaNszo949MX1mtGlMz8IoAX9e9DIvoMgKsAfh+A36GH/T0APwPgB0/tyyCFKCZVLRGSZWexq6BlNKW2ja8Iq0sT2L13oZv0bzt5FgcLgFA5qdA4dhLC2EgOSDAjVFJmtpvEhL0GVBpR/T3DauJeYqB+/2MphLG806G8uURzdoxmr1SEKaGWMGpHrQyWj+ykaJ5yvwMbYPG2Uoz480gUNyKIj6Rkpq90x9NFGLNV+5E4fmJevpi1Jw9VWxd6MTtNLhRT6YCA49QTVceSA6gDCL2anKv5KQNPFLo0HD+3DSW7lgrOeM02H5+yF1QRJDqCzx0qb4aAzPpMaDWqlj7aQrLNIh4faUGVBxGScEx2aQKYSX4A7DcTfGz5CFahwCvNFp5d7KHtrOzZOVpXu6DYQUVAUmsAL5us2PJpDeXi2HM89T5L4ZnaukeWOWqPayRVQuThWulGQHdF1PiIFpFpHp1qOzEeP22G0bxE/eexBK1pNFCi7ClEvpLv4rvSziSdYnnYq9OxvxiWmOp/jxUgNdn6i8duC90wBmtIDDgDWbjtpvaG2CiJ6DEAHwTwSwAuqhAFgJcgqvmpbRM9qH/p42QGTdjrJUHpxMGPpbZ2f5Jyr67dAACYvW10u2OEsZSHtY2HXbRACPCzSlbD2KjKFSNuCHYZRH1eiaOn3uvDDu2yAz77FPBN7+lL3IIF7RIBY6nzk66L5RzO8mTahYaQlUhV9Xwli8dpZE43VtXUR7VTd3zLsLH0QoxOUVtWirqJdsK1F0iI6jyI0MhbsBp10/X9pKnN7VNrdsjkoNISB6ZdE8J6fnAMw5TQTLz2oC+oTpeUnWBstsHercXjX6Utj90QSSYHW/Zy85rFn6LKncak/s0EQPp33Tk8szqL2ju8Us+wvxojqCAddhh3nV6l505tyYb1ltbO4bVbXr/v9cOj88/KWLltMq6nGOlDLaU12M9TZk/WTFZskDS2SA5PxO+c45hfqG7MRsninXI47SoiPiQbva8kiYZrew93b/dGXyOnpSTkhQs6FJSh1DE1yXU3lvNNjY3vQ95et6AkohmAfwTgzzDzAWWWZ2ZmItq4ZInoewB8DwCU4927DAJ0M6v5+Hq7YGym0dINGpo4/8DDvcoRvcNkYS2h2RXVPD5Yu4qhjxkCi4Jzzd6ZmrUbw7kS3SFNgPw6fGyc8TyVP0myQIIltBNxYNloxGakYvdHD1NfY7oBiCi9xH6kwrTtF1VsMRtPfAEikjMt9Xy5mHpKkUNev0ZKnnLKYJ4nuIiLLt5jsnkp1SMUveqW5kfrZ8dMPjEnZIz8IK36FxxrXRic6iwYIKpN7R4FbHCakfwkIxSt/U0AjTuQlezwYKiwlAsqCo/SeexOlokfeaZa4D3Ta7jRbuGVeobCekyqBqumQMsW1nkho8ew0iL0qJag3Eq5BD8OIC8Z7ZO2cNoNblLnEW3MPAyXzIQlgETWXnfokXqPl+eyFG1eVNnIzrCKEtuqr0njx0pgP1KhqgLPF2pqyo+Zyw7Q7MjGXd4R9b/eHW7CFITkDkWHtmHQQmK617PHk+9DGGO/ptV6429m9iAiKiBC8u8z8z/Wj18mosvM/CIRXQZwfdO5zPwjAH4EALZ2H+JkQzx2IPTlkwmMtqKY0w4kKJI6CSVkJ3bEYzupRaIBSXagoIIjgHnD8Woozm1O0o+B2d7SBcKJBxYKo4k5AtgMOTZB1YqN9wYMkNoxQ34pH1oVZvm2k2gk0XuwAUEmrvRaGi35fihtBi8JDfvIKTuEDOkRNA8c+oQa+n2PtLQP32sKiYcZ5yFeir48d7Wev05VXIQwJ6fWpv6HXE5OQov0Jz4vMiHdq7UBzgaMXYuJa0RQlnM8XNyERUBpOnTWIDCh6SzgrZybQ65cnV5/LQzAkHWXUP+rRM+p25zUnn0RKWYDUnc+NUEJ8ZFaoxsvTqEz5VmDklkmrhcdY0D+zsA1ob/GTUTznDWSC/tjYCa7l9SvPsa7rafX4/UmAP8dgM8w89/MvvpnAP5DAP+l/v6nd+vLLDvMPvkyAIDLAjwqQKsW1LTAqgaqEkfvvZScKW4ZML52iFA5hKonLfqRBbsNq56R6uvECfGVZE0vjzxM08AsWqXEEJZXZ/AVoXqlAVsD7PbbTbvlwO+8AgqM8k6HZkecPvVegeKww/iTz6N9yyUsL436Bx1EpWULwANupQXtx4Ic3VJsJ8Hqbmtk50zCVQVWWsTxfdKFOcj8guxvhqTWWlsFydsZ+Yhqtzzu/SZF1xhyI6NJwKoqr5sXdf16Ywt0Y0k2G1Xp6DGFZqZOceFrMewAEl/x1LYJVd6L0CAIoTvLbA6t/83qHc7r3iRHilV12BswM6pxC6NCkkhQ5ajoUFqPc6Mj7BZLbLsV3j56Eb9zfAvPFTfw6cUVzLsKh12F1lt03qIjAybAuoDAJGp5FAiaKX09a1EYByAmMfZrOTjvUXAyJOyRPKWCZICoooa0bpJVe2NuF9dnLwwA6aeFaB3VHc0kPpWQw+qO/N2N+ww97UzBTty8WWzybGT9U8iqh86zUN4Vp/5Bck1s+2qTbiW2/m4i71UxH95sKKRf20g/vkTK8fBm8ii/CcB3AfgEEX1UP/uLEAH5PxHRdwN4BsAfumtP1iBsS+piCQ20IGdAXQGajMBEsCsPCsJzZAOEcSFCzABsJFtQKOT/mAo+8cS8lJBgqzQg5lQvPJS2hz6GNJuJCAg/lgzkxdynWt9SmMvCrSTqxmj6M3Z67Wd3pU8gFVqPGYeihzHkTgMM0ZnYh6h3LMS29iAjIgIP80amlnbvE6TNWt+bk2TwRnJ4jrZOXWB63HrJWXCPPJPgV57lPbd1wXCvCDMi5XW1nhiJ15OufU0ltwyyQWhAhjEqRVBaReY+EArrUViPynjMbI33TZ7FI+4WKiqwa5b4rdufx+dXl/Hxg6sSwkjqLScRvsQEOw7wnYWvrQjpfL3k1625LWFYCOGbntVd5kI2YB6YjNJ6CgBlwnmwYUYNgvrvArLEuhnFbF3bMH4NAXK/zpKWGDf6uE6y/vpw4ewdD/0mGylwg0QXPETPg37uob0er/e/xcnL83e9mr58ZXH0lm35Z4NwoMCYffYW4CyOntiRaoxXxmKbbIOGBsYHxKhuCTr0lYWbd3C3F1g+vI1uYjG6voRpvFRdVHqQtPLYuKsLFewyYPIrT4Efuoijt2gN8YLgVhImWbUebHq+5OHbd1MfvpKKij4LywKyGsodjtn72u0+zjcPQzwp60ruGBl8p3zAjaURIopkzcq0QdBGxEDdcS5l7jjamA3dZij3hFjlqPabNtKmsoNOWlWbEOT6d6f1oYImuIyPGY9T22kMF0zOnVKQGzyBXIArOzgX4JzHmekChfGYuAZNcDhqKhGUxmNsG5wrjvDvTl7CjIRkeMFO8L+d3sa/sYf45duPAQAK52FMAGsYozMBs6rB7cUYR6uJZBSy6v1eR9mEPmkH92T9e2raTzKVKEpjUmpOnnIN8jwHdXpUK4mXE+v01JbglsD4OqOdSUhjChXcFqRc7QuQiRE1QB+OWO8MQyK7qYCb6o7Uemq3kJyNUs++r1veTqRuedLQJmu3rGkLfZn14yF+jLtM130RmQNg88JOD5PQXtgSt/6hT15ldkCAGeyGIEj1Ohb7YygM2vMSf10cdvCTAmHsUBz5RA9ab5GK1E6lBrh/21X4sZZ0aMTDHSwhbIuEIwbcvFO+ZOa+jfYS3bmt7qTR2RGTbPiSkgfvjeIJ5jv2wPi9bnvaMGCeN/JY0gHE+xEUEJOjHjufThOSSM4aX/GpYZObb+41HENI4YF5zZvB8QyEMnv7441puOJse4nd8Qq7oyVKo4ksUuswKQhfe+YZPF69gn0/wYha2GyQJTd42Xe47q9i5mo0hYUhRhsMCMB2tYIPBnfqEZhJHEb5M1qfI0WRrMk08rrtOR/2rvND4riL2c+PhZC6uCnTse96VBpfVlWHtxQMaDG0boRkmolOlj6cl8AVIzD6EsopGkuOGWQY0mdlGkGjfoTkHGWKNaMYZs1mShr+S6wx9Ov1dU5p94+gPK0RsDpfwjSMydMH8DsjLMeVRvEcPzxWbbSrTsIcpxaj6zWKm3Ms3rKL4AjTZ44k2mY8ObYAy/0Gdl7DP7qNUBAWV8bpu2LeoXzpEMtHd5OQNS1j+tIRzFaFdrvng8YsyykTTAdBLg6gRgi2zZbwJ18TFeYuAmNd7R3EeedOmrWXZr0c7bEWj4m2zvVjVAhS2FC/RtFsiJFBm1bgq1Ef77WpvZYNhCy+3tTOx6MgkxY9zozkwLm4dYTLkzt4aLSPwnjcbGaog8NhV6G0HqX1+Kbp5/FV5W38WnMO+346GOJW6PAv5+/CjXYLu+USAYQjE1B7h8p2eNvWK7jTjvHS4Ra6zkg4Y7DKQTxua47qcYyj55LT5xwkUe+9zGUMI7VBqm8OmgpRMCVbZd6Ck7ETLU1V4GZHiN/VHRZ0V2hdHdY6TirookMpqLmrOJAIuWZHjikW4j3vpmLftktO70qxiGP1iTjaiaQujPVwBtdaqO20Yem31PVn+K7C8r4QlOQZ5f5arLdSc0TNk1hvdkB9ZQbqGKNXGrQzBz82qG61cPNWSjMUBu3UaSEik2ojt9sF/GhbveeE1cUJbBMwfX6B4AxYCeUIgJ84dFOH8qBFcCblsUzND1cLG6DbHQuZfBGw2rOSK7JBn3gXOJ6dR1VYTinXMnWHY3SCDOxjyGC2IG1NiqD7c6Itx7RAb3tFn+g0ptbPriOq/pEmFB1B1h9P9xX7SEW8MgdMVNEHTh0DcNWrOaHKykS8WoEYBdc9thjTPuAO5kg7Om8sA5Y0zj3uKhAB6YJ6uYH95RhdMFh0JUrj4YzH26fX8e1bH8d+GOML9SVcdQfYMSXeX95AyzdQUb/JnjEO3zb9DBo2aGHwr+fvxMcOH8a8K2GI0QULz4Rx2crleaMONwMOFhw4rYd4jVHthl9D5kbmGkoJu5cmNZW0XHA0t7ASziNyjNpIXA+KQKMWErOqkybFaJQo7lrNDIQ+D2WMfMtNR9HGGYWcqNfimFk3UzXRKaRx2u2U0rHBAX7r+H2TF0pes9XPlZifTl9Y94mgDCgOhARIrZf6NaUDFxahEE92tEO2Myspz148ALst+JFBcWsBevoFmEvnEbbHyROdS7eY8CK2bipOnPKjX4IdVeC9bZFiRFg8uoNQEcpnVrCW0G7Z03ccEo+7VGH0CM6hmxAc88Czd5zeg+TpFfVG1I5kk4w7tFZNlIGQqBTRU+yrITrM47Wj2sSWk5c0F6iI6i9EVRu8AAC4zM7NEGQqRBbtkaTXnvet9xgKIZqDe5Jwf8Dm+Txtrk88b/1cVbMHFROh6IxJ1FbivqRDfk1KB4qkckOM+arEqnU4WFUoncfl6QH23BzvKy1u+DsAgDPGo6IKl+3xV2tMJR5zvQr0XPUSrtV7KM0IgQ0CCIENSuvRWoPaSL7KQEEcl/r8+2uEXLuXMMtEYYr3WbAcf5oKnt92tEsHBsdyH9k6i4lPElshmpbi+TGoQFX04ACMBFnaBvDbcm55kK3bGCqpa77JjhGVW9O0rUSl9oVeFzhFkkXPuK8IdilBG7GY3qAFjRl3+l3o7+ErInsQO4P6rBoutIaGvLB96rRqv0WwBs2OlHVdPL4Lt/SYvLhEc26KcPntiDW3c5ulWwSUt1aoz47gx0ZDGAVt+hFh+XVvTcgr2kxCKWh2dWWiJFWvL7xBN7Lo3noGQXc+N/diVyFoWKQE5heHSMXZY22PNlaAOxQy+fxylryiBQi942U9Q04kaAMqoNDv6nbVL/KYEiuhO93xI/fNj0TI5REZdiXzlmqsZCGIpgW4o0Ei15zAnjISGUpUEZMR34UsLwszTLgnMZ+6ILK/X4M5gp1mGIqwOfbRqS1iHKTmtqHeVhk3s0g9oYwrCYAMIwQCs4UzAT4wmuDw9Oocfnn0DM5bwofKQ0xMhXtplgy+sbqF95/7N3i+G+NmmOKX529FGyzmTYG6LSR3JXrFAAC4DPI8V+pNM9D8lujvIwqvKFtHvTQzDZ1uu4SaTOJGGe2I0TnY0TB9mba4XqOWEzJHTTcV85JTJNnOdEPtpKIjxyljQZLEmjEdom2GglBXqsm0miDHUKIb+VKRZF4VoJHM6/1NyU9wSAg33kMoaOgh39DuC0EpdhBBe6yUGikLKwZtqWUTYCyDgkWsnmbrALNs4feqQShjgtEsoY9m0cJsl5IV3UMEcJAXJNUHjzs0eijuK4nFdvPQR0aM7CCKJ5bIDZVJjhkAKbwrWMAqBy2qv9HoHCr0u9paCFVOX4k77vrnQL8Trqv0fUf6/iQhy8M3D9I3x+9Aw0g8RQ6sY9Pa+DlSDmsE9nR+kL5DjiTvtWXP5dSWD6nCY9N3APRZMpCVGpYTe6i0HmgAQEMOGYGlNs7ItghMuOlnOGNW2DajY+dsalY5N3t2gm0OWPASHgSjfXfeIqyTtzPC+0Zj9sCuHNdnPCfvB71APa1lxxwbbqMWoFqJpyRUY22p4HTdLJCyT4H7W8lpOkltn2TvBUWk269FGUuvTe3lsdxDPNbkbBDK6EOx33tdW7hPBKVwIKNU0M8UoQAaGmVK2CZg8uwcfrvE6myJdsuim2wNQhpjUgyzbEEHc7QPncXi8W2UBy3KZ1cI6r2urncIE8k4lI8LANWNBnbVYXFVHD3dxKpzyKtA76+13bLpHlL28gkN8ufFIvEupqDaopQwdJ3oPUg+EZMWaIsOkBQnHaJqm11St9afcs1iTWe3JKwjNj+SD2K44rHrUSpNTCSc03T6MhRap2fd2F9q//eKDE877hR124/D8XPVXBDGQTL+2Oh1QEKN6zZJU3q5r5gSLpAkXeZ+sNJ57FQrfP3el/Du0TX89tE+CrpLDJw2u1aTPoDx0foKPrO8ik8cXMGdZhgHHgKBPcGMJHNWWMr65amU7jRLg0H536iOM4SbmHNBSSO9CoZdmeMe7DhtFWsegr7aJljWBxuhAq3XZMpDISWZS6YB6RpstzUc8ZDVEy5qdbnor6+b9MRzQNa2raVaYiSIm5iCLdkoRSjXu3JstS81pNp1elDctC36YAsSovqbHuv9hjcGjmU4J1H9AhvACbk8FWcvFAEmVTMm/TVAVaRkFMEaWEuJpB4rEsVQSAkJiy8NqaG5R7gBAAWt4qikdXCv5psQ0I1NQpEpIi23qenumUcW0JrQSn9GVTCevglJxs+iOsv9u59AhYnfU69eZuPFxRJtnBu91FHd3nBNPZXoeP/RPvhGUZ6OIVkgUX4Gcx1/m1iDhdP/6dwcTXD23fqQ2ecxAseagMp1OO8OsWsWGFOZBKDneyUy9m1ELbbsCpdGhzDEeJlmKXY8ZhRKXPg1RJkLychNjRFbgr7W4GNaF+oY2nDbaby4QWYEdOmOjiHTY/zNtXVC0CgfrK25/JrW3pX4XVpnNOxv/dqTdhX5x+vvT34OrR1zlzV6XwhKYk4JN0XosUanxIQWlEIQu7HU2rbLkGK33ZGXfJWHK3BhsXhoqoJvKwncdtui3Zr09sszpexmmpTXV0YFgdS4YVvArhjskWLHu4lFeafD6MUDmDtzoG7AZ3elvxu3sfzAIzh82KZdrdnS0K0sLCvP+ZeoQ8khIva9+G7HBRK/N02vTqTFYySM0LR0LEuzJNiVsU29Ae3prmq6WDt5eG5fauIE4rrmjTRNH4uef9dN76bfrS8EvGrkKXkreaBeJqdGwT3VpzOSbAKQTdKw0IQ8iYNs7GFcQOh6pEWGYV2/e1gbYG3AyHXYLlZ4rLiB83YJoPdsryPGuzUDwoeq63iiuIGXxzM82VzAk7fPImihcmMCjJESE2DAjj2CJ/DCyUYwDX19cKeoehUpRUBS2fNNLApB8MaAAeihoWTA9egwrZFW1k4Yacb6cDLY758JAAd4C/C22DmLeV+DJw5aHOq7si3SMKrTnQY/kOavBBR1strdO4adS87MZodQHDHMvH+PEjihHnREgn6z/RVSMwcsWYEAADFSJApLAkBik2Si9IKYlkHeS8bmACGGb40QCpNCEFm34ViTg9dtUgSwk2QWMQEvoBnEiUCdBxlKjkZRXQz8rAKX4jUJWlfHlOeTnVTCIDktzp6egj7iJo4fd7Z1IZbZU9KLu2bTiXSjKOiS4d0geSxjZuwUQqb2nFwwJsN9RBDrKGGtflH+0lC3IWclKZLM5u2NavnLzxFFUf59RFjcn5ALDCDV1Kb11GVMguT0HmKyiogkjXq/hSJU4Fq3B0MBF+0SIzhU96h+r7c7weJmGOPZ9gxebHflitROmpSciCT1esSTv2ZGiHOQ5iQTX7mzhwEiSpsgAm1UPddzxayvDzCl6Jh8DcT1FTfbqL7HR8FW1q1k0aIBJW7gjNTPUv+qbUYvfhR+TARYPl4PJw+2M9lvvX7J8dlf32ntvhCU1AWUr6iLyklJV9MGoAswTQe2hOVDWykOWmg4Hcyyg1nUaC9toRuLN3w9LZrUBg7CqVxbxxLrLWPZRU/+6yZWImnaIAJzYhIy9SNCKCqxi5IKYQBsR2im6o5OlB3WED3lIzqlAtl+EZlWF4VfQ4lOHmAelpbI2tHDuNJzu15ASSIDhtOazrkHmq1w60xLQCwYnx5CTzPiuHgyG2kkiYdCE13Ucr5rs7E1a/mA/vMGCkkAgNGkCDmKzFVpo99ZfaE8CZI0KmyIU+y0sSypzbRcaugIxnFKcJEcFBqPLXHdAY23uL7Ywv/nxvvx3q0XsLv9UZw3NS67Vy8oAxifqK/g44uH8Su3HsWiLQZjem/ALGgWUGRJAJVevOJeddi47hk93SnGgmclK6A13UXQam1xTayx3pKjBEi28MhyAEGpazJHbkkp0iom2cg1DsRkGoREWQMkHDKiSJB4rNlomCMj2fIjsgwOsJppLKFOTVcYxuIHKA96kntU8XMvfhS8vpL7K+9k9cJPaPeFoGRr0ER6kLr+KbCgS30J3MJDUsrLk2u3S9DEgfZGiVgebZfFocxKKIykX1MagmGgPGwBz2i3C8SyE8ERqDQJOYmAA9qJVF0s73RiEmgDulmBLvOwx3yX9ZZ4vaW2B6XceMZLlEHIVO6cvB0RZworjBmnM3tL+i6SvZF9BwxRYqcRGfp95L6l2jTNsDZNjO0FhmR36IJOQkgXm+W+bxBS0l1OAqw/P/X1ehr1L2NMYpyHHyb0FNVOPQfEIOWHjmY1nPOoa6HchCBOHQJgnCK1eKoKSesySo0RldvmqA1SE6cyLS5Zjwm99lfpIIyx300Q1oy5zASjC0GoSXqLGe2JARGEcc7X5z1H0qz/F0C5Jx6Uen+kxczMRvMK0KOwnISeNDuo9paCDnTTSUEM/fd5SCv5nnjeZU6XmG4xhixy9k5GjTKGIdq6fx7J0Qith6MgIQ9TjH6FiEJjDR9fYnMaxKzdJ4KS+tC/DY0CY3JtCYQA3hulsrBD3oMe2wHlK3OACH7a373VLD7ls7fARwuEr3pEuJTjzEocj10FmC4kb/fo2hHM0QLhpevAB9+BblINXsrgSLhhQYPuR6zJSEX4+Fi8SFUf0/SnB5vZT9CrAVFVSbsvQcp+qtCLiSmiRzsVjYo2TBNRgKR4s5HUm9kxQyGOLGJBGeuZrPPKiok7F/rvY5q1E6tBvpY20PX0PopoxqDeeZEfb1m8wkDyVgMiBI312JstUFqPW5ig8wZtawenH7sE6hEcoIKSMqQJSD7J4DCiDmfN+FXbJmMLCFiEEvvq7V5vMY1bUFsMqYAPuU021u5ZJ87nN0mQh2Ql2ujc9hyGGM8vCzBsSi+3XkOc9RmclHxlsKkCoDbTXBqJTguVENGp60NaJYWaCMl2EoWhhDAarwl6Kes/JqxWjQ1MKO/EulIqeFutKTWSuuNJW4MiXV3HoZCM6dHmH4HMae2+EJR3a2wIq/Mj4TSuPNarKcpBarcMjNXlmcJtlhRnTkrHupXH6vFzAte7ADTYmOTXNJIUw4/FY758eAsUZjBvPa9p3iRU0TRBknOQgW0EtbYzIZyXSn5tNa+e6fpIhHi9ESUCELI2Db8DgBjLyxqPmuRzFFr6jmwUVHcTVkwAc8+PXDt/k0cwj8xgw4lkfuwFfa2CktVBE2VZ7oyI1wzJqJNsjS5ge2uZsvD4YOAzSTIrGoxdi8ZbrFql10RkzBQDsuCcx2+58gwq0+Hp+RksuwIHq5HYJ1VIGmIUqoIHJnxyfgX/qNjHY8UNPOYazKjAxNwFnmj7UnuEl/0Y1+o9NEGI7LFZwwMEGwV06bp03U3nsFoVEiwVUTQBiATzuLmE/jtyAdZ5Se9mAi6cP8CiKXD4ykwCC4yRgISMlB4q1sw71D+CeF26BmNhNGIAMcQ12sBbwHYakKBAwVfA0cMCJsoDTpqTH4lPwC2O54hMtDldg6kagMZ/N9uy4cdKkLFqqVwnI5AQ30X7koJofixaoFvi1HafCMqTYy1726CSvxcSCRPpQcnNH9RzziLgIos/OCnzYFoGPKPbtmALVLdDH+O59pKLCiuLgx2GdXm0mSbALjuEooDxaucxMh66WOuDBnY/eenj087G4yhsGOsXk5O9h/OCuwrDnCZ40vfHVLY0ABATo57U1snC69Sj4yec3NfAIWOxOXFF3lRQxjKxo7KFJYYzAV0waLyFV5pM5TqUtkNhArwNaDRTiAhJ+U3EKKzHldE+JqbB0he4045Qdw7josXYtTBgGApogkuk81dWM/yrW1+Fb9z5InYnT6IwHSqFVyehTM8BAYxXQoXPNpcRmLBTrFAaj5V3uF1PMClaFMbjoJZriGj2zGQJSwGGGAf1CK9omdsQaUkktlcAEjHFvZAFRc+9CHxnArYqMWIfWpaNN9p2s5ZoPZueKdCbZrLf+bpL0WYxaQcopW2jQH04LAGdlklxi14IxzGSZqUk9F4Iquk1Q4m+jGVH5BjTqtpeCDI2vvcX2BW+MmyUtg6YfvEAAEDeg1aNZDovJN6bC4Pl5THYEuozBYojj62PX0d7cQfNbonisIVddZLxvDQpgUakFgFSNrYbl8nzXe8WsDVj+swRqOmApkUs7bB6y1m0Y4fpU3fAhcXR41uZasypzgYbh+KoA7FDcBZgoNyXGNR6j1LBsLhw7FIfVsycY5Hq3YjTpbfBpDT7nT78LDFBdObEEq9uqTu96Sk/tgYQx9QWS0uYllK/bCghuDzbTEoyTABbTtUmoZtHN+YBf/P1NHYsLxFn2YY8ek+tTg0XnPEG44XK76NVhdmoxkPTAxi9IGc8Cgpo2aALFlaRoCFOaq6z8r8xAaXzuNONURQev3PvM9j3E/wb8wS+8/yv4pvHUi/PM+OfHr0Dn15cQWU6FOQxsQ0WocKvrR7CGXuEXbvAuwuPGW2O1LnmF/h0cxbPtmdRhwLfd+7nsKXOmGe6An/9hW/DHzz/EfyO8Qv4x4dvx48+/7UgYuxVC/yRS7+Ms/YI5+0cH109hB/+3Legbh3azEZKJMJfbLFIST2i7dU5j91qCUMBT++fwbIuB88wFAyyooYnO7oF2i2G6Y6TywEMo2CAjWvC1CSOzrE8a1uLyju/oqVsayhHWcnkqimt8yF7v4V8kdfViTHf4lMAqIa+c5KAo1yo6h3r63RSp6ebHL/evN0XglJiunXGOy8/1kixKiu6pWlZVAzlV6LtYLROjhRLFxUyGm1jpvI4YSI41UnEsR8GQgB8AHVer0OFRyH6BLVeSOnRU6ohizHetDOS+TwhWx4KLGBNZQAQ05CxYSkWtrYQoN+BacCDZmBIL0Km+kRUqIINOKlfDAi769zJQQ7JNYQYjfqxzgyvH3MvjdZ+67iwAEKWfzFB5rXjc2dOdoPi7JAwwN1yifPloR7OsBTgWbL+GGKU1qPxFou6TEitUGdNFywMGA8XN7Fr5zjaHuGqu40dU8JpmcaCPJa+RGCD1nh4GKxCgTt+jB27jR07x655Bmc4r0XQt6e7GT62fAS3uiksAtpsMjwIR22FbbPCBTvFeXeIWVljVtS4NDrAI+4WtkyDggKmpkFVdOiCgVebaqITARL+q/NkdLc2JsCZgNKKZGu9hY/ld6OGltYmEJnuad3aDevvtM0ye4zrfMtUTkTreDOhTwuYmZM2aVNx/SZhmi+X7H1LKNf0juF8fecsstPafSEo/cji6B178s8G9Y08MHnuCOwM5g9P0U4tug9dgVsGuHkn9bXLKglJCWkCQkGobrcoPv086q96BM2uQ3HoQZ7R7Dr4ymAeM6vnQkVR59Hbd2FqxuS5Q8lgNClV0DKavRLd2GB+QdCrCFMJo+LooIE8iOhRM21vw4m2xY0qL68thnwuogoPIKXciurzvQqtOK6OZZeUeGfkkYjrvXrfo1k/FiH1quRjLhQ1J+R6Rp90aExEe+zlYBGmkSge7XHo77v1BjdXU3zD7lP492afwmEoMOcC7yiWsCD8VwBebrbxtvF13Ghn+KWbj6HuHBpvMXIdRq5FZVqcKw7xoXKFglp8y/jTOAwNnu8YF61wJX/69jvx2b/7LkH+RMjpXjG36Oq87/NDrjV3x2J0Q1AUE/Cjb/2GdKw9Mjj/a8BL//kOgOvYMku8Y+tlfGj2DC65fby3bHEYPP7B4Xtxrd7DuckcRIxDtbUCQAgGRAHTSQ3PBO9N4oKOig6l6wao2tiAYtyis076CJJZaZP5RByM/X15KxuyicgtpgPskByCOcVNElZTL7CiEO3EVhjrWrmlmAJivfGcjwnIZzHJTPQHxLyUMdouWErVFU0rPoRuR95Dt+CEJIsjRrHJUZU/s9O//o1qJ5SFTY3hJ+I1yOvXyG8r6FDPZ5A4asB9RubzezBtQHHkNRsRwy0CgqWN9ke7kgqNnWZR95MyLZpQGEQvHACkeh8yeE9hye8uCj6OSFI+j+mogGz3VGe+yakalJ1HIkyGgh0DxLfOiUsRPoSeArL2DhP36nbsc0BsT+GA9ygkI7LN4TShz+KecyBzQZoLz3gtub0ydpchSmMZF7aPMHYtZkWNli1e8WM0sAhsUJDBiBy+ZvoUDkdjnHcHeM6dxcfd1dTtbrXErKjFyYGAgixa9niuC7gTRrjW7eHh4iZG1OKL++fwa//t9594699qvhM/GX7sXmbpxPM+/Ou/jM+Mnsbn6nfhueUevnHri9gyKxRkUZDHGXuEO1b0RauOmRgj7pzU7dmbLJNAXHUOy6YQ8wMxHAmdalR0cEY4onNToa5tP+8EcZZxZpJhpBDJ9Iw2IUCT/a/aWFTTBxQkBmI+y5TvQbUyQs8WSWsv2i2pR7OxjMWm7OzI1jOARL+LBfWiIP5N4/VeXhxJ9cVfeRL88CUcvWVrWHpBGwWGm3cwjYeZ12guzHD4jj1Mn5uj+PQzaN/1CLgwGH3sWeDMDg7feebYzjl55gB0cx9HX/MoQklYXh5JUow6CO+ypCQUywPhD/oRYALDHvWhirnDJR8i2h/zyne5/THu0JQtQKHJiMCyy6xUqS6a4MS2ZGsa1PeONKJYtD737g3UDUZKgBpDvpI90ysqNrhnJMlGQtwQWDPKKCLMm0b2sIGgxKhW6/VQq9+No1mmv+DoqSbDqEYtvubss5jYBp4Nnl6dxf+6/zjePruOR6qbeHf5BczI4tvGCwDCH3zSfQk/UbwHjgIK4/HY7Cb23AItW3iV4s90jD/2t38AO1/q4BYB7dQiOGDnx37p+AuZtdciJNfP+8x3vQ1/8r1fh+lzS7zyoSnsn/klbFELgwoTKvDVo+cwMi1+5fajqU543Tr4YDCpGmyXNd66fQNj06AyHZ5f7eLpg7PJCTW2LQwFnJ2IeWBW1Hix2MaLixIcRMqx4+NRO2tBDOl5qDBMTIyYsq/TQAQjmsv6Jp2ocA5oZ5K70nTRB4BBQpZc7aegGdNJkWQjJHVf9Rm8APQpEEuxY1Z3GO1EEtW4ueS5rHc25K5ca/eFoBTyaE5pQG8rSSRTsRv6Jx5CKCzsMmgCToJdBtgmpCiZbmxBIwuaFujGFiCg3angnngI3VSS+pq3XAYIKA47qZ6YIZx2bwyzVYn9k2P1RdnxohctetVitpMI89uZCpkUJ93fU+JLbrDpJFJ5FKzrJgjKD+zPHyDNTbaiTer92vepzkqufkQepuNNzvjN/bgsAQYhRY0c4z4CiAmAUxhdbNk9cIzjjl/HYxlSHVDHaluL55Z7KE0HS4w2WAQmnHFzXC1uocguPnqiR8R479YLuFLexnl3gC0ju9b/+Mo34an5OVxy+/hcfRlXf/w6/uVn/srw2v/BXebiVbZNCPRffvKH0t//zrf+l/iJ/ffi6clL+EJ5HQEGT9UXcMYd4X//0E/jpXYXL7a7+LX9h3FrNcX7zlzDzNaYZTvmxeoQxU5ArdDpYiXO01fcDIuuxM3VFEerSnioGr2TbOVZdUrhSCIFMAy0pIjqctNOyLSYpNX0fa0HXbAFOOadJAw0zfUwy6Ae8kgs7ya5FiQXHNfjOpHdrkQ978bR73D6Ar8/BGWQBLgARDX2ktG5L/VKCM6m+jW2DihvN2i3S4SCUN5p4F45BF65CdrawuGHrhzjWjY7Ds1Of7vL8Qi2Dhg/dwguHfxYSF7EQL0n/Y5uNWCS6B02lNLUA0r90cpvMfWZryDV3TRChos+nBDcV6qjboP+GlXdE4Topowo646RgUoUz42L8wQhygbwpdy3zRFbRLGvgkcdigw1BkWElo5TfTLzALvj9shoyuBKa1bk6rueD9JY6EDoGotPvHRZElYUHXZGK5wdzXGluI2H3T6KjKbjOcCSwYgI7x0/h68qr+PxYgYAqLnFf37nPH7uW/56Ov4HP3Pv9/9a290Q6E//5J/f+Plf/fS34T/avo7nuy/i+W6MOyoFvn7rKYyoxTyUWHGJOhQYmRYXygMsfIWWLS6X+whs8LQ7i0VX4uU7W2jqQuqbx4zpxQZbsQG6EcOthkgz0XCaodCkAHGmElIIcSonWyBVfEzp+hSZ2mV83Kyhs3JsSgpjBAkS90iy2aLUX3xXgiUFYkg1c9ySUR4y6h0DXwrJPUbpnNTuC0GZN3YEdn0yXdMxOAB56jU2hFBZFIctqhsdulmJ1aN7MA/tJm90bKaRhBfRppm34AjN+alOqsCmkCXe8IVkFLJNSJ7w4sijvF2jedcMoZBcdslGY6gvmFTo9beZfacblkpIdWyiLFDVZZ2UjmjTWxd2adx4Q5kgzb8jEaLHsv+oIMyLgEUK0d1sNvKseBjmqNeQil1FIZiPG+2pNhN6a/fEsRIio484YWjcthDMAYADSTLnzLHTeYMntl/B79j5DN5TvoQrllFpudic12gg6c3ikvi5FfCL83fj2c9dBL7l7vd+P7Qf/dJXw4LxW6efw1uKFa5Wt7HfTvCh6jlsmSB1trmffq8Lu2WDj6wexovtHhZdAc8G46pBCARvnNqW+3FiXPimxBlRS8rzlCbHTbYWCUj2xWiWOhbQwFKtMWprQ+80o3M0ODYKt2YmwjBmPI9INAVGkGTxEh+HINV6O/KyBZnmIGhTe21xV29Gi6q2oUEGIPIM49d4BRCnip03MJ9/VkIItx3qvaJHjVGF9WKzjGq5UGJ0Qo3U4InRNsGSFjXTQ52gWslUJIvHHbUwn3tGvrdiD3QrpFjTuGCiyhh3QNK/B567aNfR+z+G/LJnFx967uAZzB1OQI1RRd3gwElGcVWR4jWF8t6QZAyfjD/yYXZAvD/OfgD0GX7WvoshRpb7lGi52q8TZFwQEjVDomUSNUZqY58vD/H24jou2oA9O0FBdiP525IIk5Y9/untD+EvvOfH8fR/8gN3v/Gsfav5zld1/BvR4pi//nt+CD/w7n+Fl7od7JkRztgjnC8PccURHnIzXLUTPOImeEx/3urGeKsb422FQ0kei1CiCQ5dMCidl7DNyDjITBvHzCPoN/ZUZ2ctyfQxhyH36zPPCTAIWuAotOQnlPpTiLCTJBv9T3yfQiXvolsi1fyOVKZkwy/ks+gXCBol55Zq1rtLBY/7AlEGC6l0GFt8gdBPuF2JDVIylhC6sUG4OgVdesdgNzAtY/KM2F/CqECoHLqxlUiaOsAdNqDA6GYlQmnEQF8Coeg9DW4pY3UTcdEWRx3sIqBqPPykwPIb36Hxr4x2JqTZdoqEFsVRM7TrMGUPMbvPSAMyDXoEaAAfswfpYrChX5yxqFKMJojUDM4WRHQG5Q4aGIl8iNUhqQOIJG8kky64DVYBkISxDTTgiBxz1Jse6Nr5ZvjdoOxqnHYG2Ia+hENEkoA4cQiS+AJA6AyMFQFJ2YTG6JpPHVwG8CH8kZ1fwbkTIote9gb/6af+fZyfznF2NMcvfvwJ/PAHNx97mhd70+ev1ev9Wsf8i5/4A/iHl5/D9136KXzr5GlMaHxiAuGnuwVe8hN8ZP4Ynjw6h5ePtrBqHepVIXzKDR5t0QxoYMMOpVByTDt00OTJfuNaHhS0y9ZQ4lFGtboFoje7OOqzjoutXGtPZSUcotPGzTmp4rGZlmEzBkqsK9Vsx5pWDF8S6h2hJdECp7b7BFHGJL2UqD7x75iw13QSomgaofiwFSdLNxHUlxBkYJjDpfysJNomFEb5WwGm7mCWrfTT9cgyH588w3RhEAJFgWFWLaR0rsninVUQFj3JPKfa5J7r2Hjtf6A/J32/Rs85Rt3J8lUOHEBG7KK93RL9wlWVN1F0sutJO3C+Iqj/4Zimy/bOmQEnPDt2HUEOvgMy9BjHj8l3GYNiX+sC2KDnThKDTD8pMVmENYybqyk+cecKboURFqHBIjSouYXnAM8BR2GFl/wM53/v5/CT/84P40e/4UfwzH/8nwLYjBDXBdPdUORPhh97VUjz9Y756d//X+CZH3onAhtsGScZfU5oK7bYDxPstxPcacZYNgWaxqGrHUK7tqtkz4/zyAdkazBFUfSfr2tJnD33tI5zxJn3wcM1a7LSJvF/E9FrbgtlDL3i+fpjPSceQ1qOV9+z2O9p7b5AlMdarm4BoCzcwI+scBmzY2wdFMVJvZOj91zs0RlBiehy7PKhmdoSA0CUom6S84eRUq8BIkSbXQfAAeernq+pfReHYqeLldz8WCg1EckN1GL0qE8Ed//Zmmbz2qZtbaxBy+YzVJziZAFs3C7Z9dFIA96j9sWa25A8gcFD6o9y1MSZAwzCi6JTSuuOJ494oQG7nRHkaNCnD1Nbp8R1h2SXBADnAowRJBk/81p7++/f/Eb8dLWPC8UBLrgD/O7xLRxxiz/4qe/CtafP4e345WP3fS9I8I065o3sb/TPfxl/9Pd9L97x1hfw/37ix7BnJxtR5dsKh4fcbTw1ex4dG7x8sCXZh9aoDZKnMjOFrLf4SnoaOFjSZptv9gYpGQYxgMwcha53IsZ1GyywPE9JNY4kcl+RpFDT8WOatW5Cmo2I0wbtx4Qw6vsU77Y4frqRZCdyS7FRdlNCOzt1eu8PQUnMsKvNqkJvz+vRJqAZ0dWmKQkwQnL4RHZ/3iK9JxQxbyUJJ6wNQEfDHZNkPNMITMu5mnl+SLGbaHXB3H4Y+8gR1vpnA/sP+h2W1zbYdfsj9w8fKkfi/8RIIYADuhHQJ9TNNpDB/ABJGPLg+vjYsf0J/XVs/O5kYNMfavIbijeR214gpOf42wBkRDgaw9ibLVCYgNqLpLbEeGTrNt49exETW6Mgj6dX5/AsncUTxSvYD2Pc/tlLeOaHPgx8z92v77T2RqjYb9SY8bPH/9bfwFOPO5wJRwCALUM4Z0W6eA5YcYdFEPtk7V1fNI2AGBQg+U1puHZPalE9j2p2BgiA4VqN6zWdmh2zrmVxZpIZHBuGnx9r2TuXa2F5AuK8n8QmOYUXK9fId5uJu3RAZAH8KoBrzPwdRPQ4gB8FcBbARwB8FzM3p/WxU17kb7z0R+UfZ8HOSux158HLJWg0wvwDV5PAKo48Rk/dRNiaIEwKfbFjtI45njptDaHGZhrG6MYK5qiBuX0AFA5cOCzedhahJEy/dAAYg/ljsySgfUnwhYQ+Bf2dx3Tn0H89QUXKdrJGq2DDySsdUWaexj5mO4ktZm6O9pw880nMiBLv1zTyfzc9QeDp/Eh4YugRsJcNKBR8XB1XbhzHlysXvLnaHaFyjjbjcvOCVHgs1QXRmaTao9W3phDnAkXPtgGM9SgKj6roMC5bfO35ZzExDT5+5ypab1FYj//dlZ/H753elvlAwP/x2m/Dp/7a+3DnLRamAS79rV94XQLufhKQm4578fu/MZVF+ON/9Kfwg2d7jtPPrAr826N34OdeeRtuHE1RNw5BkxmHzoCb7N1pJJkvCIAH7OK46lHMxXbZTZRitqRjyVfWVeKUM1XLRhivG3kuaK2s3ek1STLTjQl2JQRxQJZHNxGwYttIIaIksIsjpQSlhMKRvif9FBoYEkrRCm0L/Orf+7MfYeav2TSvbwSi/NMAPgNAg6bxVwH8MDP/KBH9NwC+G8D/47QOuHDwl8+kCWArdWzIMxACYHpVGBDDbnd+WxCmeqYj5xKkdB6NwTWt2DYjPciuggoto4TxAoVn8CsdeG8bfrsSNZyAbmcM8gHlfpf67yqHbtyDniiY8vCsPCRqkNU52lrUvhLtI5SFQMaW6hnrDh8yWwzEapAWdCwbkds5e+cL9SaI2Hecx2hjyj/Md/DcKx9bllI/IZD82ge2yePfJ4Sa2yJTNgQkonM8N8YoRyH5TY99Cd+w8yRalvDEQ919/tClX8FhGOPf3H4CBXUoyOL57gjPdBN88tZl/OL/lHmz/+aH8Xrab7SQfDVjrh/3pz7yEdwOSyyYcRgsPr16HE8vz2LelPDBSF5Opj7578DwjF7bAYRXuRapEwoGGZJw3GydU0fpvEEpk4hYqReMeZBCQo7qtInx3KShhnEDYNXoYr9p3GysboReM1JBbLQIXgQtRmPSu1PSCQKvU1AS0UMAfg+AHwLw/UREAH4ngD+mh/w9AP8F7iIoQ2kwf/gueY5iY8BXRsIKG4Zpgwo9tXMERrkvxWBCYeDmHdytOVYP7yA4i/J2A9N0UqnRRvsjMCJCc26C+kyRHvjqfAm7Cpj84heBsgDO7GB57izamdQEIc8IpdjZYqJSClHN78P/0nyp1zsPxzKt/J8oE+h33eRkcejH8LID5/QMr3VwrHq6iaXaXaxxs2EK5XdMW5Z/wVqozGbJc7PvST3QvKHflEE2V+HWBzZICXfB0HouyCoiqk3MoK9xAxGWReHxHWc+ht8/3ceSGyzY48fnj2MeKvzB2fPYDx0+Nb+KUif9x+dvxz961wXM8NSpIYe/mdtTR2fxuXaMj64exU/deCduraZYtAVWba92M0vtcI4Otigwo6lHgwNCxVo3vheKvgQIDHdIvarLxxOrxDWfC8M+NwEyf8IQdda74rEe3WR0E0KjYiIxOliQpJjR+qzmzY4EhOSmANtI2GM3ETTpFgy7QmKunNZeL6L8WwD+HIAt/f8sgH1mjj6k5wFc3XAeiOh7oFaicrx7+igMVLdbUCdQyo8t2plk7Qm0pmYDiDW6TRvgKwt/eRu29rCLDqGyCCOL8qBDKIzwKMcGzTuuCB0IkniDOka7LdFA7XseBUg4lrHcQzcVe6fwIqmvPqc5Im0sEB/tN1izg8TFkKNNVgGaIcOYmqq3iw77SEjNMbrsaSb1m4efJb4jAWGsBXhiRA5BBo+x2bE4VRRwd2tMPUIwALvoakf/jHIDLOmNxTc2OnbUJklWTAFkeufNM805fL58CTVbrHiED1TPoSKPggqMyOMDs2dx3h4CKBGY3nT0dz+r4QBwdXIHb3ELnJl8Dh946Bn8L3c+gF+88bhkSAfQ5VAqmklUa4mLLWkPsZ1irVu3O+aNoqdZxzBtv85jcorBMqEIOkT1piDOl2GnEAEPRZwjTc7VMVzuNNJra2cydsxl6TUc075ZXm8i+g4A15n5I0T0O17t+cz8IwB+BABmew+faiilwChfuAOaL4HCobu0i3Y21igcDNU9FUzkAWoD/KxANzGYPL+Ae+4VLL/qIYSCMH7+CGFcoJ2ONblGbxQsDhqYowbddBuhIKwuVOk6Yq2Pek8eSiSw+olUJ4wOFMrshsmeGNFlPGbtfwZ62k9u1Y2CJv5w9vCjxuowrE08EEb6y3AKS2PDoCqAbEBYOjlePdkM9PbCTm8gRsPAaPRQ9hZkL0f8nw1LXW2PHiXG7Nk5R3LwoMUemf41SPkipXQr4YvLC/i14mGsNIvBH5w9hW0jelRBBm8vX8KuaQDcWzmG19vuZzUcAM6Xh7hgJ7ig6+rJ8Qv4ZHkFrTq/VnXRLxWC2I2jFzzGP2fFzE5qtLbeBjH/+l3UhGI014CSk4GDvtOo2Qgh3C3QC0rKVGu9PjaUUruVByxRc1n/3YjQbouNsjxkNDMBO27JA81vU3s9iPKbAPxeIvr3AIwgNsq/DWCXiJyiyocAXLtbR8YzqlsiWYhZ4q4o83ITsHpsD8CemLM6xuh6nSoijl6p4Q5WQjAvLZrdUp4xY6g+GpNCEZdXZrBNwPTZI3TbFeq9Am7u4eYd2lkB3ilRHrRgQ6h3C0QPezshdNOh44VYCebUFzoaLIKoyWT2kmjEznfgaGOMTqH4v6jnfQiiH6G39emx66al3DYo+TFFSHLZR19MtlcorMeiLOG9ga9jxo9T3gggQ4sYqNqD+Po1fl1qTnY1ii+fFeNqFITDPnlAKDeG8YWD86i9Q2U7bLkV2tmTKerm0Hv8tWe/DbOixqOTW/gXT78bf+qdp99K3l4vOnwt57/ZY/6DT3416nfLa26I8Xt2Poa/+ug/xj85+CA+O7+IX28fQtMMxUDoDLgz/Ya6wYZ+UgslVA1GX6AuRqP5ocp8WotrOpq0QiE0oGNZfhgpEMVpHtqYhasemcFxYHHyBAvUu7Lhm0YKAd5tX33NgpKZ/wKAvwAAiih/gJn/OBH9GIB/H+L5/g8B/NO7duYZbq4QLARQF8DOiBOnMGBrUJ8temrQMqC8sUAoLagiuMMa9MIrsGd2QdtjsCv7eG8WJAhDQFnoRBL8WL4f3TgAF3vAbgHbBLijBu32FKEklLdrdSw5cQ5lqgDx0BNt1LsXSh6grXX1IxmxgT72ldDb0FT+wfTfA9luS70nmtf63dhUbeJIFI8FuQyjdB2qokNgQucNlp1RNHFKX5D+4Fiu2WNYRzredM5ZMkj/53ZHcdYwotNGMpz35xKy81Ro3pxPcNSU2BstcW50hBUzWvYwINQMfObJK5h9tsQ//Gsfxt/4wAn3cUJ7vTkkX8v5b/aYX/rjfzH9/e1Xvg9/5BdXeEtR4Ep5Gy8121JjyDA4xI1J16ZleB93Ygw0tk0tRY1ZhlEHovxIPksGBg7P01p8z3LUKRm68oPQO29I/45EdJLY7XWhaloR0mGs0UA1Uoq3u4Xsvhk8yh8E8KNE9JcB/DqA/+5uJ7Aj1FrXO+cekgq53MMFAKEiLK/O4BYek2sL1OcnCFffktBnLiSLuUd5c4l2d4T63ReEla81b/zIYP7eSzAtY3y9hh9ZLK+IkGRDqM+PJOfkfod25lDvSoW68o7U6vZVhgh1vJi9OaoYkeZAnFF+ojxJGVMiubcP4wol1NmCfl5iG/Ltpbu1BRwqPhZNkQz1Or9HiwptZfHE2VcQ2OALOIe2tQjeIsR0W4WECbI3ouaXQWyGLiTjP2mRr/wimaGoRNRpjuRlbUnF1pcwZA4CU0gdm/VGxLBGqiAGlpIJ//DgfbhY3MEHqucxIuAXfvffws9+88P4VjOkAL1ZtsTT+ryfx3y53cGz8zMYlS2IGLVxUqbXBDy6dxu75QIfeeFhLG5NJClNIEnqskFFZQDdTNRXuyRhaVRSntYtKTkq2cnmn1TwPPEF0Kvp+XeZZmZrQYR5Ug0J4JCkF3ndG7dkFFqJIy67lAW95VRfJzgCdYz1V2W9vSEhjMz8M8z8Hfr3U8z8dcz8Nmb+TmbekOZzrVFGBnfD3zHNWqxVY1pR6YQzRQAzQincyVDK8aaVchC2lpo6COIB95XSjjr5XkpWGi08FFLOy7yCo1B/BPV4jb5Jqq5e+4DWkCWXyIP982PzUMTo0EihhbGsgMn+T5/pzwlzGLP2xPK2id8Yv8vVc2JwMAiBMLJSBiFV6DMS/RKRJ0UHi/7k6JCU+G1twHhSYzyppRa1yc6P16DjHnO+5btNBLSUjUOidltizKoal6YHmBU1nAnwIKxCgSfbs3jJT2CJYDLIEkP/fiNtiffrmGG+wEt+G6/4Gne6MTo2GLkOk7LFdNRgUkkNnu1ihTPlAs7mjO3TWzIXBfS0oBz1xX00D9jI1mtKM7jGyY0mK177fGATza8h348zpWZ4TG4iwjDc8YR2X0TmpGia/LMIswvxdo1eaWAaD3QBfrvE6myJZseh3Z5ikFatY0yf3ActVuCjOfzbrmLx6DRNTnHUwSw7mFULP62wvDRCKAn1XqVUH8LoRg2zagVdFuJlb2ZGCqUXSLHSbBQlEqckGOQBLvqM4nkigejgiRQiqbUjO2y7JcjybllMNjWC2CBDeVwIUadCeKzbeBABZxzDOg9nA5zxCGu6h1TsY3hVx1Nqs05WIntBhdaFVNnvPRdeQmk6/NqLD6OpHUzhlcjcr95Y8CrkvLusSiARD1Z2rLddOo9p1eDrzj2Dr55+CZ9fXcb1Zgt/ePtjGBHh3/2178b8M3voZgGjly0+Gz4M4NULqzcCBd6vY4bDQ/zZv/8nUF9q8f53Posz1RznR0cwYDjjMe8qHLQj7BZLTEwDZ4UVEelAQgkbrulNjcKw+mdUiUMlSopB1Lj4mHwS7Yj67P+ElL0fHAsGyoEx8W90xuSp3prtLNwxu45iLskwBFkKCAr2FHOTtvtCUAIYSPQ892QiVRf6IjuDYA1iXW8JYdS62kFQp59VoKqAmY7hx5rRXFOlBWuAsQNbAy6N1AKHqP8AUhKNVJWIkcjuphPBmDKVI+5GGtOc7Z7GU2/Ezo7NVXK20SaHHpmesrOtbZTp7xPRa/ytqDX/nBmYjmtsj2op6QoJ//MmwBMlJ4px6PUcCFJNBHBFjmWR2TqDhTEiPEMQmhaZ/r7ISPIKimwF/fskIWkMw9mAh3f38U1nnsTbqpfx1uIVbJsVDkYjvOQrrLjAned28PSf+/4T5+5ehdEbiQLvtzHj5x/83r+Jb/jGp/BQeQsAYBFgKOCZ5hw+dvAw3jt9HpeKO/jI5BHcwvZx9fikRr3wyu2QiSqkgRJ9/Zq7SCcg0dxisbNQiAqeczaD1X5zoBgEqAw7U9TLwjt+Ndza+0JQEnMSWAKrs0JWmu2jncVQF/klqjEkD93cwy062KMaXFgsHh6iTEAyqBeHDZYXxwilS30URx18ZdFNTFLtmx0nD0dTnPmRgfFKVh0T/IgT/LcrGScWc4cSwpHZcqJgpQ6A0bRm6bvesXHP85X9zRYI49DbH2NTz3ZKntsRYgXDWGnv0Z3bOD86QkEB8AUK51OBqjSWGqXaVmA0uSBV+4r+BvcmS8zKGrfrCbpgUDkvJRm8hTcMvykXpMtSJVFWUTGN26v0s1GNbzrzJL5796OYUIGKCnwVluhwhO/60rfh1v/pUTzx078E/KmT5+x+p/H8Ro55+DjwR3d+HZftOH1mQPhU+TKuN9v47ZMv4C1FgZ/ZfQmff/aiHHCMVrGhkbwHphNEuO7ItI185keKOk8xykWNLWpmdoVeUK6gNaxk/Tdb1KvykPeyOGLYIx7kno0Zzm3NKA8DuhENy7Oc0u4LQYnQl4LY2AjoJjap46ZlqZOT7IKMUFrw3hjBmoENQlCmTGI3LQZ0oYG2yUh2TZ7KWHblAUMIhRSVisbiWAA+t22YVj4LbrijMsWYb4axknzjXqw+689uXY4mJJkLWtM7hdK9EcDRLkjDDq4vttCxxVtmNzClgL3REnXhUHuLzlv40CNLawNCMGhbKwLMyA0aRYKGGO/Yvg5DAZ/av4xFW4BaRmcMAAdrpdJf19mBIGY+LiRjs1ZqUPtg8MzqLH6t3sUTxW08XohXLDCjCwb/+qf+wj3M6IMW2/Qa4ceP3oF3j67h6yuxB90ODW75LSx9iae6M2ixj+urLaFtFQzwkM2xqTGQ7OOi7aFP6sv9es5V5I39ZBrYILot05ZivRsAG8s4BAvwRA/O+o0RQu1Ur09LXN+t3ReCknxAcVuNEgaAMUIT8gxqOrAx6B7fzrzZjOKwAdUtqO7QXtpCN3bwVc+77PuWTEOhMJKYdlNZXJadx9ZCD/LjkSDVpdfgewNfGLRTEUIu7pa5cTkmn9A0azYjjIdSHDMh3JthPF07TllPBLVJcn/gum6e32ryIAExWualW9u4Mx7hHVsvozAee6MFGm/RscWyK7Bsi+R99tyh9RZHoVJ12MOQID9nAhx5vG3yMkbU4oXlDgyNYRRVAlIWtbAei7pEF2OM88sjRgiCZqNwLqyHNVJu9ZO3LuP5xe/C9139KTxetHij2/0eYfNGjvmx8GMAPowP/PO/hJ/70N+DB+PprsTT7TkcdBV+5uBdmNkaXzo4A+MYvvISrdUY0F1UnzyPKrs+lBdZBvSYxOUYdS5v+l1Encn6E5expcTZrO7wsYzqzQ6hW+NGkhd7ZijFSx7DgbGeUHtDuy8EJTuD+mLv2x/Q8EKWWdv3MHp1bgQKlWbpUe+4EcdPcei132i/ZISJRXCE0Y0G1AU0uyVggHbqYNqA6maDUNlEU6IOaLYLUGBUNxq0KjxzD/cgYkb/Ny1pv/3Mn7ogcE/If9B8yUO+Qu7VMyyLmQEECME8XURElv0JXWfxucOLMGActpWUb7Ue33nlI/jq0dP42fk78dHDh3CrnmJW1Pidb/ksbrRb+F9eeE8qfRqYsPIFrtV7uFAe4Aeu/ivshwn++5d+Kw6aEQ5thb3REtvFCi/abcybEm0nlRIlMQOS4JT0aUHmhAk+AFXhcWl6gK/dfRpn7RxAiZ9fBfzs0bvx6599DPitr2LyTmj3q5r8Zo55++Vt/OvlGUxNjRUXeKXbwouLHVxfSkTyrYOpBCFoNBXdbSFrYyOOGzBga0VuGo0TAypObdQT1weAI9LtWgk5jGGI7fS4LZI6RrGesyzaUDtGkQnrVF/nlHZ/CEojWcNPa+KMUcFpCX68+XgKQHFQA8wIlQOoR5lsCO72EuZoAT8+L9SgsXi/3GGNejKFHxtNBMxim2wZxa0FzOXqRFLqQLB79UDnZNdTHsK9LL01jVnUbQNNbJt5gKJdN3IaibUwFw1spnkLgfDc/q5QggioXIddu8Tby5fwvtLiJf8CXm630QWLc9UR3lc9h5fcDn7SvhM+mIQ4AxP22wnOFUd4b9liP9zEhUpyIno22C2XOFPOcdRVYCbMmeCDCEoAAyRpSYRl0O8sMfbKBZ6oXsaWaQGU+Nmjd+Evvfef4y+99x4m8EHb2EbXCvzE/lfhSrWPR6sbuN1OcXM+wbIu0TYOfmlljWUc13tqJO+AaTTNWhmdgDRABXlaNaBfskxCXCcN8kjKkEaYgfrKikkFX3uRiqM+vDi2UEgYo/G9fZOtJJD5chDO3/jGQHnQglpxm3Vji1C4Y8eYVlTo+uxIY6nFgx3z1FFgLB/ZAoUt2JWXpBljAz82WD40SxQlUwcpwl4JbWnx2A7aabQUZzui2h8B9HkfJ8cpOne5tXtuXlX4mHQ4Zv4hT4OQRoVj6sQxvcA0WSw1cbrM1lsYJhTWowsGR02F/3n/Q/jU+GV87fgpfPeZn8evTB7Bvp/gU/VVvNzuoDQe02qBnXKFNlgUxuN7L/w0rtgGFY0xpYDv2Psonmwu4KdvvgNj28IQ413bLyEw4aO3H8JRUwqZXR1IIUZw6JvhbIA1AbOyxrumL+K3j66jIplwu8aV/P8XtfmNHjOA8EK9i08fXcYryxm6YOA7pXQZAGDAa6Jrv5lwvt4oiJMz2ialhC1JuRRCEnChjBKQjklMu+qrEgQttYIgCDUmk2m2NLP5IR9LwuErkljw9WvzooH6jIYXsw6d1u4TQcl9lUSgL0yU/U8dS2ij1fo3sYQDUUpWQV4nzJHICUIikUchGknnpiE1FrOmKhPKkRwXKQTiWfcjo7kbe9vkgDQLJMP1q6mDfe+zg6Q2pMS2+lkfWramwFP2vTp6sCF8UAQVBsIqMOGpo3O4047xzZMv4KI1eLi4iampcbObwVLA2LW4ND7EQ9Vt1OxQkMcV2+CcHcOAUJDBFXcHKy5waXSIs+URZnaFLSPb/DPVGQRd2awqeESY4hyCRuKIQ2dELSpyKGiY++03i8D6co1pwKiDw9MHZ1B3DmGD/RgABiTvuzXu7ZF5IEZQs09MZtMDjmHHkaieXaQ4QzNBLXkg9OtYvAxIIMXH9yXvNwsDHiQSvod7uy8EpV12mH36hvzDDPIiEEEEHpfg0mF1cYzgSoCA4tBj9smX0V7aRbtTorjTwC4a+EkJLg2arUK4irGEAwvR3B02WF6aIJSEdtvCrhjTz91Ee2ELqwsVqhsNyhf2sXjiHLpJgemX7oALi6PHt1KMd8xIHlOK2VoeeDe7dyS57nM56fvYQskpaSo89ZQfPZiduhQ9JVpQao6TkEyRNfE8JoRAsBap1GvpPGZljUcmt/Hw6BZ2TYcJjfE1ZQPgFgJu4GXfYRUK/PbZZ/HBap6GmtA4FbaqqMA7ioDz5iWcP3uAh90CZ4wst5YDPAyeWp7Hl+ZnsehK7K/GICJY9agTSahiYT0MMT69uIJ/Zhd4f3UN7yon8LrSX22Y4t2OuZc+frOMGf7yN6BSKOVMQBMZDDbIcmoN0BmxTZJqMHw3dw6SUA2FOnM0sYVdCbIMlXjQ3eLknoijWi0CMvd+t5oifPyymOPqHTr20rhFH8KYLkuTZaDT5FXKxWyndDz36lq7LwQljAGP1UUVAIQANkZ2ksIqPYdSdppQGPBEcLVpJWchlw7sDIIzfS5GUljdhEQhSnQhGyNWSuVDBnk440ozpwNhpMT0GDoY/SFZNpX1sKycBvF6GwODsg6pbfqf18YmCC0o/ht5lZktcNAFSYhgaT22yxVclvHDgFBRv1R2jMf7J8+ioA43fK6LLY/1ux9KvNTtoiAPzzUu2hITY/HO6gXs2gUeG93Eih0WvsKTi3P4wv55sVEqmjTEKE2Hma2xZZc45AJfao/wfL13bKxXS+7eJExeLWr7Sh7zsb/zf8W7Jy+gZYuWDV5ebuPa4Y6wDwIdTyK1Qa6tb/rHDsk5uVE4qenoXhBq8nRnXu3YZV8hYPO15dpdrgkmRSvmTLgH4vl9ISh9ZXH01p2N30WOU07r6SYGh2/fhVsGuKMWzV4JX/Y2xNQYKPdbFB97Es1Xvw2riyMUcw9bB7RbFr40OHrLNsqDDpPP30D9yBks376b+pg/MtOU8hJ7HknjEeqDgHbGx4TZ3RDj3dZH0qYdI4wYx2rUnHBCSoLB6G2WHQEWoEqkKHsDVonOprdTEjGqosOZ0QKPTm6hCwbX6l20DIS1K94xI3z75Db+1WIH3/t3vu/Ue7GNkH/bKWFxmfFP/9jfwNuLEX7bqAFwXX+k/fRyhL86//bkIDKQ6oo7xQrvmzyH3z2e4yeWW/juv/Oncf7Xa+An7jKRd2lfbq/zl3vMrYcO8AdnT6EF44nqJXxi9TD+v/wu3DBTHALoWitmmZDRgk4AgZs+pk6y6OUCjliy9tytRVCSQoOzPkwr/3cTSpUVB/Q4SAhjN13vNBOK3IOQ4kBq5pzW7gtBCeDEB8AQD1dx5JMd05figAmO4Ccu1cpJXQVJWe+WHmBGeOvD8JWVYzTMsdzvEErNcF4ZdBe2pXgZCfnddCzC1Bl0Y5IwKd9PdF7V8NU4b+51LtZLMSQhmY8VH/pawoD+M/WOG05ZoOU7UcElCUZIThMiRhMs9ts+YuOan6GiI5wxJQICPtkUWLE4VP7N4Tvwqb/24Xu+rW/9xv8Lfvb3P4FXRpKidNes8K6iSOr6rl3g688+jacXZ3GrFrrYmWqO/83Zj2JCNX65Jvz84dvxqb9672M+aCe3gxtT/FK9hzP2CA+7A6yql3Btew8f91dxZz4WU4+WJAaAXFaeutkbLRGh70sKQ9yQcXzjvk/o6UR5IT7V7GLlgFhGpdOytIMQRs8wgw/0d2anTDHj91Az501wPbzBTZ/K6Jl9jD59DdXHnsboFVHxQklSEiJPGKsOGrfwGD11AyDC/PFZoh+JF86j/MTTGD19W5x6I4PlpVGiHI2fP8ToU8+DOhGI7Zao4rbJBGXF8GPuM6xn478R9xxKHkbdxN9ZTDd1dDzTOOtnmmHcjDpQEaQmii54YyUhRlW1GJUtqqJD6cQWeNRUeOrwHF5ZzbD0BX5p8Vb82+XDqLnDYejwx378T+GvvPV9+CtvfR8+/qFXebP/68fxT959Hj/0lg/gh97yAXz4i38ILcubEMA4b2r8jq3P4LHJTThVux8a7ePbJ7dx1R3gL3z4e/GRD745SzZm31n/+81sX+4x3/4nfxU//LZ34X+48c143I3w7uIGPjB9FhcnB4ImWyOe7i4Tlqc88qQlW8n4zzFdglPGhhkKMwCDjD8p8w/J8ZFRkrzfTkIao0pdHDHcUsqyNFuk9bnlx3SS5bw8kGzmbqE/S4ZtJGTaLeQ7X8o5p7X7AlEKJyoSo9HDaEIKR6yv7oAub4NYElvYZUip2Jyq06bRl64U9Fg/dhbdSLYKiQf3avc0aN/1CGAJ5UEnpSCUM0kdo7kwBZ2bwHQCyXMbZXAAF2setXU0p9d/1513Q0sZgAYEcWBQtXBwAsSJo+iRyyCnWtFXok2SsmJgxnpYy9ge1RgXLVpvYU3ATrmEUfvgt5z9DN5XPYd/cfg+/OjNr8MLZ7+AVSiw9UX7mtXH9fMe/X/+NfzdK2/FiFr4bM8+8hVGtkVgQpHbSht+01TXvN/fKPX4fhnzq3/8P8NP7H0U19qH8fGjh/H0wVnJ7mQYiGGy8b1cW3+nre/k8e4Ao3WlmLOcq+vZyrNm2p4eFBklAFKiCwlJllySbsGJOE4s1xocEGYbrsmoKh841df5yqEHBXGmAECfFEMkTYy4iYkqAHlhinmHbmRBFigOW7ibc+DmbcBahIfOo9uqpKKituKwhbt+ICr2yKE54yRh78tLYKuEHxmZ9JVHOxN1vjzoQL535gBIKdTu2tZsJvfSmJCqG5InsSWmYHKcuCqjc0qMOiye7jzRBEncdGwp2URZY1bUOGxGKKzH+dGRZBBiwnuq5/HBKuBHb4/xz775/5bO/Ut/89Xd02ntmT/55yC16aR93b/8C/idlz+PpS9RGo8AQpHpXocPO3z71f8D/sW1//qNu4gHDQcfO4u/Xn4bFm2Bo2WFpi7A3qQNmi0nB8xraUYrivqxLuCW1AN9woJmwC0ps72jLymR1ZnyFWAMobrNegzDqLrfbGtKRMUQPa1I+2kBXxJg1Ea5HsWz1u4LQUlAyvIBIAlLEOBWUqM7VDRMuMlAdXMFO2/QnJ9i+dgu6NFdABh4yE3DcEuPblag3T7X2zPVDtLsVWCS8hKmPb4S1ne1Y1nD7yIM7xVVsutVip6KIep1SsKr950WkEboJBWdATPuYDUPZMoBSdxn64EITSLGoi3BSjR/z86L+O4zP49YaupjzSV8+IX34l98/L34rz54Dzewob1a7t/+r57Hjz66jQ+95VlcGd/B0pdYhQKfaQIKAv7uX/xh/PPve/8bOuYb0b7ix2SkrFESbw+xaTdGvdNR7aYTWR2blCrJr0qS4T8AphbB5NWmGOtMbbqe2FGsCpBKPQTN/g+g3AdsK9UG4jmxegV5ho2OV2gqNo6gQmSEWwkDxlcEPz52FYN2XwjK9ZYgNAB4RUZrsJ8NwdQd8PIN8KWZlJpdn3SWRL525dHsFPDrxYYgjiFJr6b0IBXGMdVbblMZ1NZ4Ix04hAFqTWiUIbs4nSBuo5AsQuJYGiv1r7sOyYFDGj+dhlP1ug0G6ApUrsOOXeKKtahInCu/sKrw33z1/wh89Wu/rVf7In/+L30/vtV8J9zPn8GF8hA3WtGdboYJLtkjvM0ZvG300hs65hvRvuLHJPShqKEXOuRJayL1h/IJsm1TS5n6iRQMSb9cSpar06J8Io8yotkY5UP6bjABxrNUL8jjyNWxabs+KXa6bo0dj1E51AG2lRBIvoskvC+cOcECzY5LP+22TX/XZ0s0uwVszVL/5qATj/S2xeKRLSy+/i1ot44LSVsHTK4t4OYduqkbOHwoMMo7HdyRl7BFA9g2wJcG7baFaQKKQw8/tuLxdhLk3424n9DTttVNLTM3Du69ZPhxUHTIQ8O5UVXcaXGwWEmxCukHRQAVQZDkVotqJA6a7ekKO1tLTCc1qqodpDIrrMe4bMFMaINBYMKTi/P4B4eP4debgABRv2P7jXQ6mOkU33XxF/Af7P4qnhi/jMvlPj5UHsKD8G2f+sP4wZ9788b/cjtXvlxjtlsBl6YHmJYNfGsRGgu0Bqm2d2JS8IlrfIP5Ukuq0NAjrUgy1pE6lUvJen6LFLYICL3IroDVGUJ9hlAesOSfbBjFnIUuBMCPCc22/ARH8BVhtUfwpUTq+RGh3pVytdXt0/W++0JQAqRhTRt+rNykUH4YpgsAM2LZWV9p/kk10JKXejimlXBGGEiqd8j3ptEfH7KckSSZz01Es9DkG3Ju3BlBm+Xj2q28mtvuPdnxJ/P8JZpQiuPmvj62xm4jZRzXWjcmwBrGxdkhrm7dQVV0cEr9cTZgVLYonU90IEsMR30xr8Mwwst+iZe7nXSZ9+J0eKNecm5azEOFlb5ZI2oxMRrf/cPn8Myf+ME3fMzYfiPv834Y81vtH8KN//gbwBOv2elNKhg3aPH/TTv9KS0SzOO5id6zlhJtU0vvwBoxfV3DC274WT/42vHr1/4q7+W+VL03Nandy0M7pbZY5sHWAbb2KK7dQtidYfHQTDOEEOwqwC4DRs/dAdUN6sfPSQx4JwIxdxaxoSRcoy1zYwz3SQ6bdVPBhmNS0l0SO2QYeyk+bzLiPKljZr3vgaMm+z5m3zEB337hk5iaGv/wpa/G7dUYtmNsj1a4OD7ErXqCo6bCdlmjch3Oj47wga1n8Ye3nsYnmwK/7X/+s9h60uIHf3jDvZ3Q3ihVkNsG/+f/4Y9j8UiHP/5bfhHvmzwr9wQ+9kJ8xau8X+Yxb/6J3wJ8x02cI+BTL19C26jUMQCKoERz9MEO9q4wYdiYYLzYJENM4BIkW/ndonL8WGBongEor2oaCeNstLJihz5TkR4Ts6ADUhjQdIzyQHiX3ZhQLOT7eoe+MlRvCkIojz9u7gf/F3OfkCWgPMm5FwdMI/ZF00qYIhuC39tCNytVwEXpp4bgrRH82S34yoqds5FMQSBR12OmdXZGHTw8tB++ziZGbvRqtMv4kkzD5BWEPsVVFMqkGYAypxIZsTEZwynBxO1uikM/xnt2XsS7917GuGgxdi3GtsXENRgXLQrrUZoOu8UCW2aZEk488Wd+FZ/44Q+/7nt9LUjoJ8OP4TN/+cM4+6sWI9NiamoY9BzYN2PM19u+UsdcnSM8vnsLF2eHklYtliRe2+TvMQ3lyU3DFo2nVOtGUqlpZiCz9mMhjqMcTW66BnXwmA5JO6Sg/6eIPqQ6OUxChAepJz4jxn9F0IPMvMboV56Uf6wBFQW4bQEfAO9B0wmOvvoRsAXKgw7FYQP7/CsIZ3fhd0aI+RhDZeHHFqtzs+HEqiptfMDy8iSlU7N1QHV9iW67gi8NytsNimdeweKrrsJXhNlnbyOUZ8S+mQvKe3Vln4Akw0htkjlajIbzIvTneZIQxAgftaa2sZnhnZASGUQKUN06/NTL78DV6R38Bxd+HodhjJv112NkO0xdjQCCU+dOaTyuVrdx1h1lF/kaeSBr7fUgIT8inHOHKduQv0c96TcT4nuzx1ydD/j6vS/herONzzx3CaEzySk4SNR7t6LXd2mmBRArkGYsEkGNx4+XMEcaZPsJBbAeqWMbQZHlAQvJvZJ6OG7FaCex1DVSlrBgCe2WoM1izmhnhDCRWlibyknk7b4QlDwq0b3zEfmHIIKBs0k0pDBbc1FagisvSTo1VZNZf5LtIQrHlmFXQk5vJ25AFA+O0O6OtBxuDRChefxCz928vI1mZgYCbyNFCJAFRsfVQxkHal/MPlxXnSNP0tPwu0hAz9Rt1iQAZAPIANZ5GL2m6NFmJiy6Ak81F7BrF/ieKz+HgjoUJKVpc8HTsoMH4Z/Pz+Ij88fSxvPlbNvPdPiJG+/Gk7MLeGX2JD6zuoLxF298uS/rN1Wrbhl84vAqjtpKbZMqJAENe0XKHJTW5r3uoSTvifgX5PyIJDlq+OtVEmPjHiEOKp5qAoxYLtq0Iiq6cexf0iLGejhAL1ijKc0u5X2SUhAM6wVVrpfLXm/3haAMhcHy8oYsmxuaH0kUTbvtUmYgPzLDMEYgVXYs5h2K60dYPrIzzIrOSET26nYL97En0X3obVid7Qtt1GcKtJNhv2w5kcJlIOmLNNpACjENr5kLdbqUQRZkbY67/JQ3iS67xoJhRz7eUNrxo6A0Tpw3LtbcZskG7pQnufIFfv3oEXzD9pP4XeNFiqnOV3sHj6faFl9o/3/s/Xe4ZUlWH4j+VkTsvY+5Pl1lVmZVlmlT7aG7Md2DhBoQoA99ghka6UlCCBme3jzpMWJGAzyZkRnZkYT0Sd+THkhIaEDCaKRPDniAJBDCNG2goU11l6/MqvQ3rztm7x0R6/2xImLHPvfcm1muyUJEfadunrNd7NixVyzzW791En/hH/5+fOJv/sney5Dj9T5XeMGvUB/Ez2bX/Fv+o7Lhs6/tNX897vNurvlamfab/8MX4ufe8ogwS3EQgp66QOECfZAAvu/eDo/UhDHCHZsrBfITKQqXwfqSeZ6nMQYB6ioRwspSoGITH6WeM1wlQPOYB66cKC8+RLrLfSFoaVcI5T5Dz4F6g47NEgLuEUF5p0aeMbguGt/sdJUGVjQ/1S8YxoCZeZD1qajY7IF1+FI4lczUBSevgy8V6s0C7diA3/vGJEir2y1U4zE/WeanTRgt6VT4PWhySUCGSHuKUBOgBy5RmzETvJbCIZFcWH6HzIzKyW+qi2SnejJBICrloTVjWDWJRzLSkp1b28NGOcNBW2FgWnzeyvO4WBzWxHJGIE0sjOFL3oF7Jc3uv+Vr7v3eL8L//c/9KzxcXj9yn7ttzzYncaXdxA889R7sX/NQDLCXMsSAAkdrwkuOdxKchORLv1thGQHeOQkGECA/mZZ57Dlcd54ED2oAZO98MekLQzNHSjmOXAy6ln3qdSHoLvcDKfcqQTdyzHHt3hGURw1Y0NjM9T1Aa9DJshOMJBHt3Pks1RQdqJUIuKtK2LFOpriZO6iZhd6fw68M0Kwb+JLQhFrfYMActFAHc9CmCMq06i3iyCj7GN+ZLkqEJBkP0oyitFDKB2c5ARRgGBmhRVwxVemC9yFMSsXBDRGIrkgA5Vp7jMoWjgmTuoRWHqVx2KomOFUeoFIjDHWLC+UtbOkpFDqhv0ibpsFLo8q/2e6NNj2j8CXDp3HRjO688xHNg+HhcZ9+DlfLm/jQ1kV8qjFo5oXMuwhDUxxYgyDCMgNxJwjb3bYjBGEsV3uckMyZ0fPyz/E3ZByUeh7q4ZSA8lJp0VYEGMArAoHF4jOijeq5fNwqwVeA2X2NgzlEtAHgHwF4G0RU/SEAnwHwQwAuAngWwDcw8+3jzqOsx2A7JFt6IKlaClKnWwGzR0+CrMf4qT1woeHGBexKATtUGF6bw9yagAsDLjTsegU30Gg2yhT2H9yoUdw4EL/jZgU+OYCyjPEz+2g3h6i3CiHOmFjUW7K93G8xO6HhBpyR80YN0gOGw0oMcKNFC6xcwDUi/PUwxsEoj9F4htZp7E8H6RadFcC31rLf+Y1dqWOys7aUkp9CdFuTcDUWACotuEhDHlNbYk8N8SfO/Eec0S1GSkMfEwhRUDirSzR8O/H3ve5T8n7zmofaJxuLH91/By7Xm9huRnjm9gkwSyaXdySFxOLiHVNmjfgpj4O5LW1BeZASLsF8Du9P5KO8k5D0pVw3ck9GootYhREQoUdOTGdlQylaA8w3O2kuVR+Fm5Kc5HX7Qo7RDUPvi+nOSwg08vZKNcq/C+DHmfnriagEMALw/wbwH5n5rxHRdwD4DgDfftxJwAA1vvP3OS8BHEVQHmBDaFYIqlWgugE5DS4UVKuhDEHNLGgyAwYliEuwGkhRsZLC+YKWOa8DezkFol8PmrdQbSWBnwBoj6xEtMc4uEC47y3XoLMnq4KQisSyAFA7k77nxLOKPErtYMhLxJkVbjfDdB7rFSxrlEqA4ReGt+GZcGIwSTVlFpsihgJjo5xBgeFB6VqVshjpBueMxQl1dxpIQRpj1aRiZcte5Jf6gr/UcgW/ec1jzsES9ffg5GfO/5233FqoWSSKA+N5ewI/ee3N2JkOMW+KlNMdz9/zjcefKVROjBbb3aI90r5d5DoqGcIvm/121Ckie3kupKNWm7f4G0EK7hF11R2zfseYlHLo4aLJdduPay9bUBLROoDfAuAPAgAzNwAaIvpdAL407PZ9AH4adxCUrAh2tVjaWdXGUZXI1ORNJ1MGTrHforq8i/r8Omb33x86lpkKLHCi8toEzekxZmfO9oClviRM3rgF1XhUNxv4UqNZLxNes1krcPJLruCHHvs/USwBugNI2poDH6m5uTC7jtPs0v2G6/i7iDwft+9IlYdM7Lx5+IRP9PBoo4/0iHY3wuNOAmFxnzu137xmaAy0rNCygyaCW/K8F38/4Bb/7uAR3LSreG5+Ai9O17E7G6B1wlrugxvI1Tr41RcClMChyots+JAZvLRRMApD8CX6/6LLjHzgrBwcoVkyEpFGNP19eG8T+a8HzFTM+GpbtEQ7Jug5o9wP2mfAZBJL+VpfCKuQrhnDWx7NCqFdJRQHd6ZZeyUw6ocA3ADwT4jol4noHxHRGMAZZr4S9rkK4Myyg4noW4joI0T0kbad9CA+bLp/+0K+K8tBje9+40Jq7cSStL6gBO2JQR1lfai7E44LwkU3PhDzUkpblELtci3Vivkxawtse41dz9j2wK7n3mfbe2x7n/69Ez7b2WfXM/Y9Y5899rnbZ9ln1zvsenfsPsftu88eE/aHXqZF7UMd8+hfTpR1MYJ7VFsMYMR9f/OaR7dexPiIBXTZ7xt6ipNGKmVuVlPoBVhbT6PM/PyJjKXXCdxZ7VpoAg/qzhkDOLGiaU/rW/gkeJDuKz5JaGdaY4T85VRqeeCVaWEfFrhQYhPKth/ViF8mZo6I3gPgFwG8n5k/RER/F8AegD/BzBvZfreZefO4c61sXuB3fuBbj76WZ1TbLaCAerPoMfwAWJrWWEwchp++Cnv/FuYnBwG7JaxEZIHhlQl8aTA/UwmLyNzBDTTYANXNBrp2mN03xM6jBvvvrGXFDWo8EcOUElCJfkQX6mdrLVyPhXbJdB5VDQrlsTGYoXEat6bjjsHHKXivYLRHaSweXL0ND8Jze5twIZodKbDiMWXwSa6WNVSY3SrMrJWixkYxw3ee/s84rY82vRe1zct2hq/+vj+Fz/6ZbzvuUf1m+3Vo7/ifvgs/8G1/Cw+ZO7zNC81n0u4/zbbwt5/57bg9HaJuDKzVYE9gq8CWQHMtrpdoXjMk6h0dixF50QKquYPADFZdJMVQjZi85OR3OxJBqI7hgFSur3WSE21S2cD2o0WjjJk5qgHKA0Y7EuB5XFwSjtJI36tdDzsitCPRJIsZY76p4A3wib/zbR9l5vcs688r8VFeBnCZmT8Uvv9LiD/yGhGdZeYrRHQWefWol9tIND1hHhEmHVeqJCCV5VRdEYEtnayHPbsJOy6CA5gBz6JJeoYfFPCFSqa9LztguTCkyxczZdB20QvmMICm8l0p2BjtJkarIEDwmNtKgHUiCOfWwHnCwbTDjLIPQjBAfmLbnQyTcOQMSkTEMMYl3yiAJFC1En+oZ4XPtGvY9hOsK4cxKaypPk5VBZ8XABz4Gvts7vwC/GZ7XbXcanikuIU/9MB/xeXmBK42a/i5Kw9hd38klToVgUsfBCT10Ry5RR7ZhO6yRQ5JkAi92BtlEdIa445HHB8FZIx8c3c8+86PqWtO+Epi+Z7OGY7R4Rx2KHnruhaLsR0Ga/UYyjfgFZjezHwVwCUielP46csAfArAvwXwTeG3bwLwb+72nMR86BObq6Q2TrHbQM98b5tqJEe73KkxuDZF+bEnUdyeYXZuiGbNBO5Kj3KvRXVpB+ULu2hXC9iRhqo94CEsRGHBdkOFdsXIg7CygsaBpFhjuFaguQ6V1tGtuh7gVsHXGr5V8K2Ccwqt1djZH2JvfwRnNWyj0c4NnBVfkW0M6mmBK1c3cfXGOpxT8J5grQqOd4Jz8t05hdZpOK/QOI1JU2DaFphbg6FuUakW3331t+JvXv3t+Eh9H56zeqm/UoSlxw3PuGQ3YA5Xm33d5jH/5jX77SGj8fUrL+Lr1n4Zv2vzY7h/bU9SXkkWdjW0QEykIO5D4ZiSv7EXYAE6gbqkkRctjrVEsX3IqNHzrv5UIuTNBWJA2sWot7IdgByQf+saSXMt98XH2I4keDTYYRQHgJmFY634KMlCauOQ7OO1fNdz+X5ce6VR7z8B4AdCxPtpAN8MEb4/TER/GMBzAL7hTidRrcfw2ryLlmUpjOQ8WCs0GyVcpUBeQzmPwQ0n0WmtEju6Gxi4gQG942H4SidTW5zV4tdszq0nijbyDN36lNVjph5mYtGsFWBNqLZbtOPg7PACZpVsA+6WmFb1V68EAANiGleDEqS7qD6Husnwy0vQslVoPaVa3KR6RSHQ1AqkPG45BRVo1qwDWqvx/MEmbhVjWK8wMg2erk9jQC3eiulLfbYAXr95zL+Rrrn5mQbfe+v9uDi49Yqv+b7RE3jY7OJrTv8q3rR6Bv/uybehmYfSD/mCz5BATtDchD0IyXeZrPEFzS01lmBQNLGjz5A1hNOAs8jzwrEpI4cjwYX8nsODYkwBDDQrIsjNTAhs6nU6pPh6E4M68k7V68JspCYMVwm3wHHtFQlKZv4VAMts+i97KeehxqJ47gbgPaA1YDRgHeAceDYDDQZo3v2AkG86heLAonhhGzyswFUBN5aAjmiFBF+azm/JYpoDgsm0Y52i2rphUOuhjAIxw0wsihdvo105BTaE4vo+zMkSBEokpqwzIckANeFLVrohjY8OZo0lsNJAFZZER0n7DCjylP0Qz8utkrrbJtTfjj5SRBZqDTsvoAqPatAE85xwza1CKY+tkaiHT85O46TZg8cBxBijQ9plJOlt1oCvfNefhf/Vx39dBAcgWhZ93ltRnx5icHUCdWsP9vILv279uRfaz/zY8ei6u21fdfqP4Z2/9BzepD3eUV3Cmprhp6o3oW0MfBsFJYKCQr2oM4AwD4E4UWNZiKTfhGnFyM6TmdhukFnu1J23F0gK23wRjm27baKZZuzo4RxuSFB15qMciKBPGT3ofJSDPY92TEKztp/5KF8PKYx+WGD21nPpe/Qfy0YRNrHWjS8Vmo0C7cpp4ahkKecQCTFk9aMeIYaZtmjXStiR7qJfgZKt2Sxhpg7jp/dg14eYvvFUSnek1vZr+UCc07zMn9FSMlGiltileoW+zVWqfyPsQVloMZnw4RNTI638wAAosAfljT1grU6apVI+MQONTIP3rz2Bgiy+b+9BDKjBWDWYc4E2C/ONVI2xqvEDf+Dv4MMffAj/+i2nXsLTe+ntTtCZ3/MvfhLvqi7hl+YP4YnZGfzH7/ni1/yar0W7167pbt7Cn3ni6/COrRfx9VsfxrniNr724q/iqelJ/NfPPipJE5ZkfoZFvifAgpTrkecCS03vnCUoCkrVItGrCcIkP3f/+MhDGSPSvhChp2dBDgTBR1ZA5FBAsxryuXdD/SnV9TWa6vNNJbyUuwxfAvMNBT1nmDsYXPeEoGRFaMfHR/TIy/Il2iABZQjiOBbYT5b7ScwhGha4KmcteL0Uc5s5gcuZBHiuZx7q1h54awQ70knIstGdQzuePnDrdReLN5H9lNwHC7+3EKFfiPbIRbY9me3RYx3+mfgoqQseUTggTlxP8AC05pT+OCoarBY1VtUMU1/hR6+/HSPT4GR1gH07wMRKSmOpHN6z/iweLq/jbSVhzpfwr+n0ofF/NV/6485j7juDt1e/hLeWBnO+BA2PH9145UGmu+375+o+fz2uGbc99qe/C1/3Rz6CDapxstjHXjkAaRaAOSsw4jzjFNS8m9ZTcICe1ph8kQS4mKlzRISEPHpFwTh8or/RF3Js/K4bYQBiDVAjlqLA/iASLvg6fRGEs5N9XCWEvWqa4bWPaPeEoLxTU5YxemYPMAqTB1eSUIzs5QBScIccUBxYKRvROthRgemF1QA8ZSG8mFmo2sKNSszPVGhXNdw7709US4PrNfSkxuyhTTQrCnomwu1O6vmhtmzsvQSHxJJXCdTLQ9dpmIzAQ4kOCEws5nijoIYWpCEEBgzYRkMZDpFxRmkcvvzU41jXU/yH2+/ErXqMa9MVrFdzVNridj3CbjPA0LQY6BZPTs9gpBo43jnyVl6NF/klV2X0I1xr15cGmV6ra/563Ofn+pp2zLhg9jAixkf2LuKp3ZNSmXMI+NJLlk7ULIP5nLJXOPNP5i363zPFwWsGKkrYxQTqDkqAmeGQyR2PjfhIXwHwohH2+oGgnZqYwsgo9oOWuKUyizTc81DkSHVb6nnPtxTMjFFMGe0Y8KvHx7XvDYZz5lCEfMknQH9kcBm6FviPajk8GAomNkPVQrtGlgFmsFZdOqIDVC11d8QRLH5JVceSlTIUupGIOmsNXwgzkTAo012nuvbubdmPwXdCVoTkYeAtdQ71RTsnBYPCv8O+kX0oKgAOhJY1Xphu4MpkDXVrMLcF9tsKM1ugdRqt15i7Anu2wq4bYtcLsG324xfx4Pf8jZdxt8e3OwG1H/zHfwOTfzbEiCw8POYsK9Pp33kJb/yXf/FlM6Yfd83Xot3r19Qzwg03xLY3eGC4jUfWb2I8qlGUVshYFn2GWPL9Di2xCGZBn1QpgDMNM4t059HvFEDK/Zycaa0xmLNIqI3DwaF+x5bvc0cWo5cLOH8129rK/fyF7/hjAAByLEEdpUJ2jgi7ZrUQzfKTV8BVAb8+QrsxQLuqMX56D3jqEtTGOng0QHtuHa7SsEMVViDC+NIE6tJ1NI+dF/LfkmBmHsNPXYE9fwLTs0OUuxbFXo365FDUckVox4SD+5VExkZ8eL4si/pFP2MX6F7eCPAVp9o5yxrHkhAE0TgJstonhgGACg8yHto4jIcNBmWLKuAs9+sS1mm0VksxMS0+zJiloZXH6fEBNsop3rpyBZ83fBbvG+zjn+8/jD/2pp95Sc8xby/HnPzez74f37ByGQDQwuFfHzyIhg1+9+pT+Exr8B1/9I/hp3/iO17Va77S9nq85leoD+LSn30fzvyWF/BDb/7nuOEU/vqVr8Szeydw6YUTQKPEvx4YhJTtfIXC+9hFlWM0e1nBMD0nmHmWThiyaXSNvjsLOPT+uCJMb9ttjyS+MUDjBuKjXL3EcCGF0cykEqMrqCsrgc70tiNJYSz3GfUawZdSxVE3jF/6gf/lSMD5PaFRCmxAgbWCLzV8ZeSvUUG5ouSncCfX4ddH8JUBOYY5cODSgB68H/7UBtzmGK7SXWqiFQ5KX2jwmS34LPDjDcGd2oA3CroWHd2XIeBDol1GeAIxkuB71VqMysUyEJE+KvNbUl4zx1EXMY/+S49UsN47LSQbTmNvXmF3NkBjDZyXx8xMsFbwlz6Y6ZHObc3UeGzwAu43e6iowICOSZu4i5an7d1tG6kaI1Vi1ze4bIEdN0LtC0y9w5yLhF54Na/5Stvr8Zo/6X8Ej/+FP4lnL5/Ep5pVPNGewtwVcEwCY4uUa6H1eFgXNbH421GPJmxL+Mv4CRpmqpuTfWKKY+6yRy6YgQQ70m3n86Qg0G0lO6ssMp78msEStSF7R0pEdMcc1e4JHyUrQrtikuM4dwqr1qfBcqXC5OJKyPtmVLdrVFd3MHv0FNoL46XnLiYW5eUd1A9sYnZfPzvFVYTJxRWYmUd5u4Ebmo4Ug4Fitw3BIyURt0Z8lXfKC+3d2x22U0vQLTpGk2hyxHo6HkLHr9BFxnOidpL/cUtwLVBrI/W6W0lRAwBSks0DAN5L0iMzQSuHQnkoMC4MtvHlwx0U1PFWvtL2crQexx4fa07iv+y/GbU3WNE1Pt6cwOP1WZTXD+54/L2Mh7zXrvnGb/4o/sZj/wOe+KaTOPOua5jWJVThJWUWKjGcsxabd2lmzp3iPdRphTmAJAqv7DTdP6j/70jAGwUpQjGx4U05ql0hqLaDBzXrJHVwaoYdCmImwYNuCzyoWRd4UHmX8KB7R6M08Ya6Wt5StFzwkXruoeeB+zEEcdq1Es35Lfjq8G2oljG42YAsoz2zlnyQgETQi30LMw0VFxXApRBrxNK2xYEDm0C2ER/QEX0/7r7uumWUVAA6DbO3T/aJzQNolADfLcHOC8xnJWyrQ3aPgneSzROzfZxTcF5hYCxGRQPLCi/UG/jlxuCjNfDRGjhhDvA9n/kSvP3f/jkAL93f9lL2f/eP/ml872ffjxP6AJ9sGzxdnwmR+QqaPB4utvGG6irsxvBVu+ardY7X8zV/0v8IfvyTfwW66aaUUj5FvNmwpDYuysbF1+0obUD1SS0ScLwIWuOyFv2SwVeZtM2g0qk25ICXgCvFvDYzhnIsdXC8pB1zqJ0DINAsyj7tSjhmKm6rdhxY0afHqzT3hKCMMJ3EAJR9XCW8kmZiUUxtKDsp29qxxvxUFbgl+003HuXT16Bah2azFG5KdNCh8tYc5W4j51Mk5npgITITi2JnDtYEV0o9DSmhib4p8Cra4RRgRymxx5L4iQ4Fc2jhOAI1BGoJZBV4puH2C/hGC+GBF4C6s1qotTzBexGUQ9NipajROo0n90/hH13/rfie8NlQU/yBtRfw5Rc+02O+iZ87tbulK/sK9UF85flP4xtXr2JDzfDDO+/Frx6cx3Yzwr6tUJDDeV3ggtlBu3a8tnu318z/3s2+v9GvCSb4wCtgTMDqKkhF0LxS6JK5fxTtWq+QWMb9SF7SGXlBg+OFqR5L0EYMpQ+lVpSVc/oqpkUSiomkMNqBmNOxzEOsd6UsUEzFNG/H4nYr90MK40hq91R7ryN4EC0JLDEFf2Il+MZiT2rduEFGmVZ7kAtRcueh9xpwoTB/09mUw61qgQuZqYDI7UYFrwkqJNC7SqX6v24kPlI3UCDfcdmxFsGkrBRIeikm+N021ULut+DDwjhE/g8VfYqRRWYQk/iXbCjVGfrIANiL4IwkG9uzEaamROsVNDGcV0KsoRx+5uAxXLVXsFlM8dhHV/BV67+Gia/wZ77/9+Mzf/5Pvir3+swPvgPf/d7vxwWzB48hVlWLtw0vY+Yewq1amI/aV3mQ78Qj+VrUzrnXr3n/+y/jrz7yf+FSK1U4P3TrIp69cgJ+Zrq5RhygeAx2HQLkKI4MJgT/NyX8YmQLogAT6pV3yI5Nvsww/8kFvoXkjgt/a0A5RrMm1lgxDSmMGxQYhUSz9KbL9Cn35L1N+xwIXMiOjtd67hFBGdh/snQpIAxkcCoL04+HnlkQa7jKiGClACxvPPTcgmoHdekq+NwptOeGHcNQ62BmDua2QPDrzQ0J2NRetFnT5YX7goAAKxK8FwshxUhWJXJdJO9VHgZQEHCH6vMAfWhDPpkQLRbqhGXEnAVNAeE3dgqePMgpTJsCjdUpAj63BqV2GBcNPrLzAB4vzuC9a8/hscGL+OLBDmr2aN88xWN/+rsAACuXGR/+vo6W7U7R2K9QH8T1//F9aNbl+9u++gq+eFDDYAQPqduzoacwysMGAdl6nejCXvitBu/9pr/9kq75WrTfaNe8uLKNtxWMVbqKHTfC08OTeE5vdcHE2CIAPZrH3AnKHF5zSHgqiTuS7TTQPL3wyBbP7bLodxZhVwHq5yoJ2hZzMb9dSQFGGExtTYlBLNb8diVBNfK93lAdb+YR7Z4QlHrusPLkLsAMVko0Jw+Q95LzbTSmF9dhh/LyqNph/MweuDQhSi2RbDsuwCsF+MzDvVRGEbiUKjJGQmBlGap2wpI2UAIP2p5hfnYlaayJNSVMjGgGqEZYR+z41S/KRR5QMxV8RIfDjKz58EGxEFSMFEY/00x4Bqnslm/2BAeFui5gQ2nbWKxsYzDDwys34VnBg/Alo8/iQeMwogoD8vhP/93fh3u/nOffH7wVQCe07lR6tf3yd+N//7bvxVtCVcgBAQaiOSoItu9fb38+bsxX0Dh51k9OTuGflG/Cg+UN/P9+7//xkq/5WrTfaNd8ev8EPtESnmgu4Bf3HsHVyRqKwsGVWtbi5miNYBmhRQx8RlxkVChiwCSBx488KWADD6WKud7UkWKQlYi2q+QdLveCqb0qwq/aEYFph5KuqBtxt7EOKYyt7OMGQL0hwPM7Ce17QlCCGWha0YaUArQCnAe8B9UtuCoQmUd8oaCsB7WSD6UgtGgcBCErKfGQSHqdOHMBBMIMlUgxBAgrwlA3XsDqbTdiqhWtjiyBir4fJYFlHQB9tAny8sYDXdJ/Is5Y8jdvi+lmET4UyTcWZSt3AlPyxOVnRYwiznAA66rFmorCTON+LdpfzS3eUF3FG//lX5TTRc0VAH747en3tjHwBwXUSovxH5/jzcVNPGBGqFlA5Qdcpy5ddyfw9P7JXjcP2gof3nsQq5sznNLbOGX2lg7Z6zXyfC9cc2c6xKX2BC43W3hhuo5pWwToWLbwHspPPLpFKF0OC8rJMCiLZi8/AQT9kfk/Uw6GOjz9F8HoyskFFq3TBHgn2cfFfdIxR7d7QlD6gcHkzSeXb4yDqkPQZwC4qkCztimkGI5FQGZ3EjVJXTPMzMLs1qhPj9Cu6o4d3YsQrLcKlHsW44+/iOah05g8siGrlgPGT90GiKAvruPgnAFvUmJtjs1MQxH2lSVg9LubV0c2sgTthLFIIv18dPhNQcDpwXwnq2VijRwSuTCx4OSAZJaDhUgDAKZNgRs0hsIpXFy5hQeqbehsVkbWoZtuhn9z8Ca8a/A8PvS+7+7V7FELWJFt5/CcXcMFs4eTWmNEQ1g4/PvpKVxuTuBKs46ZK7HdjLDTDLFfV+nYUjt4TThoK/zK5AEoePzU7bfg92bnf6nFve7UXq3zvZ6uuf/ZTfyT9ffjoInYW0FMcKtArUqMWD0Si2MEXapVE7XGYI2ZeSfsWAnR7rJGHPyZwb3EOoDNo4YZrqEbme/1etAs94Uybb6lYCYCPLcjwBUEOwgpjLv9fQYTj3pNoV19HfgomShpecsasaQoMjF8yJjhYKHnQjTuq1oOwZ0AIh8YqckT0h1jcTJWBD9Qsm1tnLRNXYt2yZXwUqZVTS1ZIeOqaXFsov/LHxxAoEMcagEt8V2mgUInnHM8GiAOeI2eVsCAYDTjdyY4rzCzBWauwNSXaBmwcJj6Fg6MlhkvuhLP1KdwrriN874jsD+lKxiIyRy1TgCYc4E5a0y9Q01zzJnxTH06Fb2a2BI7M4H+REZ3IoZjggpVKitlcdrs4wvXn8Hv+YVvwS88/gie++Zvf1WFB3B3VRJ/o1zzK973l/DUB0fwp1rcnI7RRkJoJ5AyAEKt9hKIMeSgTmv0pntnEKZuhAxRbi0tHB/PcajmDjo/Z9Qge7V40FljqSAZcyKXieTB3T7ybi0GSBfbPSEo79TIAcMnbwJa4+DNW2lwI5NQzoZODij3W+GZbBza9SrV2RFSjAZ60oBmDfzaENP7h2hXDewbN9I+g+szqP05po9upoJkMXgT58yisDQTCilSmRqZC65Xcv8B6KsgwvK4lEfJROBkvshsI4mClx6qQIp8R8q2KJiikKqdwZXZOmauwP5qgX3f4OPNGm7YNVxqt3C7HeMze2dwZb6Gnypmqdzut5/66VSnp+YWn2kVnmgu4N/feic2ihnGpsaWmQAAfm77EezMh2gDVEmCSh5aCTCZQ3kLAtA4jYeqG/iy4RRfNnwW37L+LP766hUsFvdcJixeDVP1TgGq1+s1L/+2FXzRF38Kjdd46vaJJCRtG/gpFYtbyYQ5tKxl7wAQTV+B3LhS+CNjhQAV/JWpZvdd1sxRNqQ9xkvGgGqIM1Q7Hq4iNKuEYsoYbHvUGwQ3Jpi5QId0w3ClVGE087DPuqQoVztSIua4dk8ISvKcwN9AXwjFCon21JoIup0WPiO7cKVCse+gagcErREe4EKhHZhUW8dMHcxcAjd2pQSNSzAB5Y6FqxTsSIufsmW4YQE3kBISnaneYbv6nQ9/uVvdeilfr2bzlHCfvfKisWh97sOM/3YhShmIf+MLQJlmGXksC+1gQuGyL9p8Bu8cPYcJF3iyNXiqOYOpL3Gu2EFBDr/iz2OnGaHxBp4Jhjw+1a5jx+/j4aJAyx5PtWfwXHMSB22FQjko8njBbcCyxl49SDWEmIVv03mFnHvAeRU0S4Vtu4IrboZ1pbFCVSqqlrffKD7Dz9U1WQOVstgoZjh53wSXpxt4+tYJtMSBZCXsqACAE5lvb+gXLZc8SO7FDZTiC/F3i56GuLRveSzA9a8j5SE4Xd8OKZniTKEkhAt1ccJ92pCUp2t5D2LZCDMXVrDjLNo0BL/ejSyj2q7lc3OG6vpU/m7XKHcbmInF/HSFerNC8fgLGDxxDdX1KfRcmH6qK/tQP/dxFJ98HtVztwAlNXaadQM3kFusrs9Q/PJTYKPQrhWYnyphxwblJy+h2pblykwdyhsztCsG81NVb/BiFbjFh5v8JwAiIPaOdY9f7jgFxiEKZAXwAkpXFh1JcC4kGSIoPQlwmAk813Jc5hRXiqGJMSgsKu1QKIf3jZ/AVw2n2PEj/Mjt9+Knt9+Ep2en8IbyKh4ur6N2Bnv1AC8erOPWfIxb8zH+8dXfgh/cfS9adpiwx3/ceQs+vPMgJrYUmA8rPH1wEr966xx2ZwPMW4O6LdBYk0DwbchXd0xwnmCdxqwt8NT0FH529iBevEO+99223+g1cu7mmqwAoxxOlft4/9oTeGztKgrtQv5254QUH3mIDEcWrUVhmX+N8CHXkfVyiFgLJG+hZs7iZ0Eopoh0uI5uhGhX16J5tmNx3RUTuad2Vd6JCCL3hlIqY7UnkKJ2VYRpuSe8lK8LHyUCtOeQqUrofHMA2BDaN98v/yaCajwG1y3s5gh43zvRBiIMO9TpGD33KPZbuHEB985HAst5MKcLhfYt58GKUOxbMBHseiV+SWYh9G0Zem7BegA71uIcroLQ5E57jJOAPKUou0TGCb58dSFEaYVV3SQERIhGBvW0LxPYc8dvqUVb8I6gjGRiPHbqGkrlsNMMU4ndn5+8AXv+En7x4FFcmm1itx7iwFb4seKd2LMDTNsutaLQUhXy4ugW1vUMPzU7iR03wrXZGvbbCpOmhAJjagvszIeYtQYulK5YbKJQ9n93TLhRr+CT0/vxSCE+0a9b+2X8q6c+D9/xy1+Hz379n7vrsYtm61FaWRQsr6ameK9es/6+z8cfOPlz0GDs+BHOFHs4s7qPhzZvwSiPT1w9i9lu5EcI+dI2zCX5SdqiVqkYruxKScQkijzqDBwf9U41c1p0eeFBPogGycmKK6ZRk0RIEBG4UBOEnxB4y6mbVfFVFgcSIG3WCLrhnmm/rN0TgpIp8EFSvyiQ4Kg6UgxvCPOtUhjIG0a506C4chuzN55eypBOzDBzh+LaHuYPbqJd7d+uL+R8eu5R7ggphh3qlK5oJhZ6bqGv7aAanMF8XcnKVDBUhN3EhTccQw5QTGDufDNpNX2VGgVyjETBpjholyGolQd8GCAEALriUNsnlLMwgDEOD462UZCD5ZNonEbjDf7zjTfix+1bkuBsnIbzhGe23yWpbsqHOuMAihaGPE4WB6hUi++/+kXYbYaYBm1x3gqD0V5TYd4UsF4dKSTz0rzQ4q90XmFnPsTjdAZfujoAUOONxQAPF7fxz+67+pLG7k7C6G7TA19NYt7P9TW/Qn0Q9svejZMn9/CWYg4HxpMtsK6n2KqmuDC6jVU9x7O7W5gfVEjeEC1ZOXnWTO/fsSmAC4Ci1hiOdyW69wXHBz5TEKiR/X2GJ/YlIXIjKMsoDrjnoywmLD7KUvyRYobL9dsV+a2YMOp1gquij/J1AA8CIZnIi80XIXVx3wUYjpRn8CWh2SrRrp2WGjcLTc89hlcmcKMC8wc34QYiqVKu9+0GbBSaDSOm+tCkvPJi30E1TvycVYVm6z7MtwzsKGAua0p0UKoN8yVpdSIsOVt1VU0iUALUwVULD+VlaJvEALUCHfIVAJUxsDNCKgR3sCEjKzAsAaWHKjwunLqNE4MJWtaYuRKX9zfE7PUq+Q6joLSRYMMTlGJwYCMiYrROY64MfmX/PADg+nQVc2tQBwHpnMLEib/Re5UEYjw+tlx4EjFapaGIocjhvSefwzdu/QLOGQtAIuTq18lz9Hr2SwLAi//r+/CX/+g/xRuKm6hIJu6jxRxzvo6Plhfx1Wu/igtmD5+dnMbPXlsH1ZmDMbYoL+O8RpCXwQ0Ui4LllRYjr2XklTxSeeCsZk7EOdYdwbWZAHrOyaKq16USazHhBCrXjSBlfCnaqKvE0iv3JK0x7VMLOF2qrR7d7glBydSvedPbFmAEResBBUltIwnyuJKAEl3UO0befACQ703hRutwQ53yuCMAXc8tfCm0JJFkg7X0Q7UeunZoBkKU4QYqMZUITjGa2pxSvDj+L4v+JbLSDNbQQ0TE2ZVH0O960GLQK9Mg4wofI5TJWYTO8ROp1wgYFw1GpoFnQu0NJnWZtL087Z6ZYFudBBmzB5FKubyOCY4Vrs9WwUyYtZIaGYWrc5nKsXCjvLhKUBeJ954k/Y2BFVPjpG5RQMFChHTLDieqKS7+vb+FN/9/t/Hjn/jLL3EQ/9tszSrjDcVNnDOENoxlQQoFWRhyWFVzbCmFoQ72anAh5RyVAA67yoBUIbEHqYuCNFpguns3lrXFmjmAfI8JHsLpEGR3ZBayEgG3Rr7THNAtS/KJooTr1A3DGqmVg1r2scM+DntZuycEZWzHkWK4oQ5Bn1ai1CsdeFzPJddbNaIJmuu78BsrmDx2SrCSpot6m90aYEZ9ZgxWwnLuDcENVepDu2JgRzqQ/Eo/hBUZIXdUEvJzVTABZPO+m+AIX5QFrUAoIjkASGBFL8c8JwfoqRKezJKTHzLHU5IL/IKKhSWdCb5VeO72Jm5WY7x16ypalgCKtToINhGmHDRLZ1W3CCgCh4g0KcbOZIgDXQVfp8WV/VXUdREIhRWcVVCag0YZ3Aa5RklItctzDbNtpbokAPznq2/E1XoNn7fyPN4+uISnmtO4adfwbWd+En/qa38CXzn6n1764P032rY+xfh7Nz6AM+UeNAkfaaEsrjdruDpfw4/tvwObZoLP7JwJCQoRoNid49CbSpDaNvPO3HaFmODIfJVxvZY0x4UTUf/kPtTMIRtIemeBd6EiiRN4UXqqnQD9WZUc7+q21MFpx0FrbMRH6Y0AzeM+dgTUQwGep1zyI9q9EfVmKSuraj70ib8LflC0J+XCtlA7R7UeyvlUWpaNBhe6R3ZBDMAJRRsblaq0kQ1kHCSJ9ZFNiA1lNPJ8GGTOne8l/naoZdpl7xOYyfNaIDkgN88vP67FzTkDe48lPftQTGeMih0DdW0wawp4EHy+vIeIp3dKSFx7VG8UqNrELGcvwrW1Go2TGjwu0Llx9EV60VCj1i0ZQQv/jqf3CvnKEvkzd2cDfGL7LB6fncVTzWl8dn4Wn56cBQAUYLzpkRfx4D/5670o791SwuX7v5Tfj9r3Xr3mV6gP4tEf/kuovvkqrs5W8emD+/CJ/XP4xP45fHzvAp6ZnMBBW+HFegPP1yewX5dC/kzoL/ZHWT+czWl0czoek7TIjBTjyJo5udDM3qN0nXzOLPaHFvbP9iHu75P+fQeL7p6ombNeneH3nft9YmNpBSgFeA84D57XoKrE5B3nhCty5mEmFubaLlCVknVTGbBWwcSOZjQ6UgwXTPHWox2boPqTcFZGZvM1g8GNGsXVXcweOQE7CgQcLaO6VWNyfoCD853Kl8hHFyJ/yQm9LMk+myxxH6Gg4mSGKBuEqJPV2A4ys9p351n2YGOmApNosrmznYtQm6fwSRrryqEsLT7/3GV4Jnzixn1oWwNnxa/ItnMwkZbcX2+zt0aJRqm1cBhG7c854bz0bUaWrGVfdtQXjlGbVCzC1RFU4aEWVgltPEaDGsPCYlw00KF++WNrV3Gy2MfnD5/FpfYEvufPfh1+4Yf+lzvMuP8221ed+Bb8rx/5Gbyt3MffvvnF+NCti5hbg8bKginBOcabTl7HyWqCn37uUcxujAQLGYWVJfHRhzmY8qzDnC536dACn2rmJOusO25poxD4YSn1EK+lWvmYCUMHDdEbwA0Ce9AksAdVhHK/Yw/KGc6rXQ87IrQjQnHQZw/6xN/5tnu7Zg4bDXdyDe70uvw9sZq+87mTcGc2xIdJ6GrhzGrxLVYGvtISiMlY0oFIv8YwM5FaLpjSAmIPdb0HBmCg3BPd222tJHhQMXEoJhasBZelZywceJHRBOjo6dE90Eg2ekiY5StuTxul4NvpAkBJm7XZyrvklHmjbOVdxKalMhJZM8ahMAIL2mmGyex2TgWBFkzvSPjrun8zQ/axHXt6Uxs0tYF3Om1jJxoiO0qCk45SleOY+i6IlDfvFRqnMWlLOK+gwHhs+CLeOXgeF80uLhS30I7uPKUXta/jtLFXC/t4L1wTxmBALQaksaJrrBY1GmtQW4221bDBr3xrPsbl6QZsq3sTjvwCC3/WVMYU5HVGQ5gsmsNzP6+Tc6hmTt4oS08M8QFXdkGhmJbsQ0Ey3XDIJQ/uHS+mN3lOv+mGA96aEsPQce2e8FH6UmPywMpd7esqgp4r8HQGPrslNW7KJcEgBlQj2mdxe4b5/atJSwSQaJeadYPqdovy48+gfdtFTO8fialugeETNwAAs0dOQs89Vl9gNKtK+OzCgPtCfJA6migKGZZRBOwiODdqm3nueMRGukGnDZKjlBqZ4BGEOzqeAfR4BJlk0fCaOkWOgPGwxqCweH5nA9ZqNHUBbwlc6y7TJxUwCwIoprYFBzo7cWUgkAWDSbRWhtSHVhyc7YGUcGShjO/q+UShmeecOzkvFT74MAX72TqpJFloByLGyDT48tHTOKtHAEZw2EO7cueoWCzOdSdy2ztteyntXrgmIGWMAeBksY/zox08fXsLTWOESYoB7zWevXpCFjVP4u+2lOBnqdhdLkBZSuCCkRjNWQcqwpDRBkKqmZMzly+2nokcp0ZIe6SpaI3tqpRnifCgCBpv1oTtvNzrw4NUKzGGlMI4E79mvU5wo88BPIiI/iSAPxJu6dcAfDOAswB+EMAJAB8F8I3M/IpK+kmOdgsmQrMh2Tb2sQdgR0b8ltTtB5ZBIeuhWy8QoNNjIeGFZN8oy1DWwxuFdlXDDjXUYw/AjmU4BB7k0Z7blFTJSoqLFXstmpVK4AZleHiWevAggUBQUv980ddAY+OINYu1cfjw8cnXExie5QuE0CMKTO6E/lHBIJl0JHV4WglDsiJM55VoFPNCTGUrGmN34OF+A5AXqA3nZAQwO3WuAZvN9sz8RzC9PaskKNlLLfIIIO6NUUhtjGa494Rza3t4bE2wkyPdoMwIG1aJ8SXf/GF8wY9/J9Z/x5OfE2H0Utqv5zW/9r/+j/iGn/04brkV/Ne5w6em5/DibC0RYDgrqVpEslDJM1adj5ACwzkzCGHOZ89r0QQnKyZ4FGiJvCKa1Ue0ZBUFxcEHJq9yV7RJOwxR77Y7JtbGMbMAPF8RoV5MReEB5DgQUm2cdiWkMM4ChKg8foF92YKSiO4H8P8C8BZmnhHRDwP4PQB+B4DvYuYfJKJ/COAPA/gHL/c6QBio57fBhUGzfgKuUpidGRy5r5lYkOtIMZo1uU1iRrHf9kgx2tUR3EBhNhh0++zMofbnmLzxRE/AFtcPQPdJamMk8DVTERZ2JFAh1XSLra8AbzhNml5Tsk15gsrMGbKHzesIl+iULhGkdihBJlUTfAm4RfhGtzdiloNXBCgCE6OelGi0h68jpcpRJnGQdrkzPReoFn34CId/p0qS1AlNG7K0474u+LuCDxOZhukdJNUyujaYcP9oB28fXULLJkRsuzZSGr9r82NYM3N8pBi+bJLb3wgM5otm9+97/DJ+9+oVfP/eBfzIlXfjoKlQWyOCkgm+1eKLJlm8BAZH4rIJ1sWxTELh0TGQUhd9gOoguo+i/zxoknRMpDmx+xSAngKjax7NKnX+xybU7g61cVQLVHtSYbEdSa1uMwsLbCEpimS7KoztilRhLO6yCuMrNb0NgCERtQBGAK4A+ACQKAO/D8Cfxx0EpXJCdgEgDDgnrUqIKYD5QyehnMfo8gRupcR8S5YlYkZ1s4HZm4O1BoyCGxm4wqBdK5O/crDdwOzWsKsVmhMjsBpBOcbo0gR2rUK9UUigaGbRrg/AJ4Y9Dc2XCvML6+IHCSscFMGVsorq+rAPkFoIn2SBHs4yrr56frTPJ7ZYwtarBc2UhUVashZkEppZN4ndoIMlRYWOHAmsiURr9QRhlA9ZRuRVeiE6LGb41Eoo2fL+RqdpBLXHZiWXnOM+6P2jE5KMjtADUZNRYu5RQBp4wXAqxShKi89beR4fGD2LKRPmrPGpdgwNj88rLabe4WOzi3jj4Aq+5jPX8D3Xf+vxgxvaS6U0ezXaa33NZ/7FO/H33/vPMeUKn5mfxb4f4of2z+Lndx/FflNh1hRonRa4VmyekpCMLhfy6LCuKoO6MXo80ckvHlJ788edauaE+UttpmEutNz0jv/2Br26OK7s/I9gSUeEAuo11TGeF0Cd7RO1zXqjy/H2Rrgshbf2+PF82cEcZn4BwN8E8DxEQO5CTO0dZo5rxWUA9y87noi+hYg+QkQfaesDmIMWetLCHDTQe438nbTQMwvderSrGu3IQF/bgT6Q6okxom125sAzL0BfvQW1M0kA8ggkJWY55vI1sCEx3Vc0XKWhr96GnrSyT+2gDxq4gZKUSEK6DmugHesUCComjGKP08NWtgPJpnsME4cVwxvuCHhjMDnmbB/VohDSon0uAnRTvnnATaqm+8TgT/+hBZOoJUmvbDpiVnJZNUeXfTyBmGS/lhIZR+T36/U1TnKP7ljX/wA4fGxsPmgwgVYOEVpku5THDT3FKV1hSwEbyuKJ+j58bPYQaraYM/DZyX04YQ7w3orwvvUn8eb/7bvwgQ/81WMGufPlAZ874orX+pqnNvfx+dUO3lNdxRePnwAA/Pitt+PZg61EPuKiVZDgEuhIVOLvQVNchPrI9u63BIRYhPcAwXpCL1LegwNlHxU+PXgbSR2cOMdjdVTWokyZmgGPFMwx8xDMKWMV1WDpuXAe6vYRqjb5flx72fAgItoE8H8B+N0AdgD8CIB/CeDPM/OjYZ8LAH6Mmd923LlW187ze77wjy/NTokU7c2agaQDCo5S1w5qZqHmLdoTI7hKZ1FnCkEVQjERRiC7UYWStH3okGoEh6lb8Vl6QwloXuw5EZ67c9iNAeanqhDMQSpYZIfoC7Alfr2oFSYCDerMk7QtRrkzEG50eMdJuujrzB3nZKnnt4nbYjXHFJnvDW72jhASz2WCFuXPIx4YtYB4oF44aTTZsvP1mpNjuZBMKxQ+aS89/kwGUHAyBxHA7Y+eu4G3bbwIF9b4dTNDQQ6OFQ5chc/sn8E3nf15fO14B3t+jm3v8a3PfBDtl155VbS2qAm+2ozjr/Y13/rt34XNL7+C33vhl/C7V59AC0bDjJ+aPoxf2HsEH795P/ZnFZq6EHnkCN4qqREfF7xGBa1Snk+CrmXPWzXUEfD6Pos5kGmG1BFd6PpoLw+AwP0g831wi1NxMTcQwaZnITMnzvGSQJZh5jF2IPvExCKvpcqi0DmKBSZB4VDmNrzPv/r3joYHvRLT+8sBPMPMNwCAiP4VgPcD2CAiE7TK8wBeuOOZCFLOYdnLqRjwXXEgN1BA7WEOPMh5kJUqinbYV7ci03msg+OLbh9iTnx2McfcTC24UAHULtqaauVYai2UDeB2y1CO4HK3XmYmpDTHbLXtQSIIIlziZAoClIMwEBbzBbOEu1U6+hvzVV20voUhDUEiUn1GIQr/Y4Tt+W9JGHZ+qfQcsmfV0ywyV8BS/NJivzLTLpau6AYmv2bsUCfJ2RGevnYSl3fWURqHqrB4z6lLGOoGn9w9i9oZKGLs+wH2vCQLbymF+0c7+E9/7Yvx6A//JbhW483feR0/9vzfwctpdxO1Xtz3lbaXck3+4nfioX/+V1B+gcX13RW05w1Gqkh58ReLm9gereDScBON1WgbIyD/2Cj7mymWhP48TrvHuRnndJjXKajjs3MtmORHpTAmOUABO5lZXsk0X3inKDt/PzGEQYrSdfMaPPE7L5DxLGuvRFA+D+CLiGgEYAbgywB8BMB/BvD1kMj3NwH4N3c6ESsBjS5rHtGn0EW9WRHsyMCvl70MmrzpmcfoiZtoz6xj9uBq8lXGfO/h1Rl8qTE/VUoFx5GBrxR8Qahut1AzC7tSwo4q+DND6JnD6NI+yrUB2hWD6Wkj9YAD+zmMrFyR8IIYiT1IbhJdoKYNifpDTuzlsh/BVeKb0/NAPpqZ874Mvkq7cL4whr5CmjyCGwvkAiTBHgSohh1yrwB99J/mtYB8CUmJXHw5glbczVIIdIQzjbSIKwQkT9gGVnadbUMwz2sDX3pg4MXssyQ+SsMJ+xlfQoQUyIj5m9UFfq59CEZ3qwoR4wdffC9+dvRGjE2NoW5xopjgW77mJ/B/W/s4dr3G1/+h/3nZVPsN0Z78vQP8+Jf8bWwFIVSQgoL48z083lNN8bby16DI42ODB/Dh+kG4Wok2mfmLO0mCzOQ4fL0oRHXQJN0wbkAixoiLuJl3x3izvGZO3De6j5q1TgnQc6l506wQ7Dia71kK47poiYNtj2aNYMcibXPqtXoz22dVeCrLfVGqjmuvxEf5IYip/TEINEgB+G4IP/+3EdGTEIjQP77z2ShI9SM+WU0c1URwaWA5DxqggEY9dO1RTBx07eFXh/CVDnUxJDtHzxl65uCNVG6UaFw4X+S9VCHNMRBlSJRbgUsTwOjZANoA6QnaoYByZVm7U+I/+bh/tzLH45P5QgvH5KZ32N5LYYwabn5tRi89jAL5auoDuv16ASeHvm8x3ydf1yg4+WP6ZK5ZEvqzjBc+QBckYqC3tC/uG4IN7FVKo5w3BaZ1Aes6xqODpsLlyQbWzBxvHFzFu8fP4vOHz2JLlTilPb7sd34UX/Dj3/mKQN8vNVXxbtorueZXqA/ifT/x7fi6930YWwpYVSVWVYkBdbqQgkLLHnNm1L6A9Trl66cW/cRLEhSWNcpSZpMVlaUxJuB51PgyC2QZaW88XjWBmNd2czeeL8Ym4nUj8DztU9CCD5RTFl2MtPuCEn7ZayR0y5H3eS+kMK5snud3/bZvXbot1rHRMy/CcGbhBgbNejcBzNSJEJxZqLkFPXcFOHcaB29YTwK2mDhJfdyeAJ4xe2hTgNitTwxBEYepWvnrq6wURAChx8ye2QlhFIpRuMl5AExBg0MiG2XFdxXd7jXqHj6HaHeeEhmFsivFDRApqWS85K8byLXNjDKBFLZVSLXJyYc6P3mq95L+uJFIVGpI3AXFwl4MCfYgbKOFE8V5GHyUCS7USzEP/TBBescUyBzAXjnoyvVTHIlRFA5ae1TGYVw22Khm+I4LP4p3Z1qLCp3wYPxSTfiLj7wbP+l+ePFuX7P2WsKO/ruv+z/wXX/n7+OxAtALEJ6cju5XG4fHm7P4sVtvx+WDDdw8GKNtNdq5Abfio6RWBR7VzhVCjgRUvtDMASVfYO6bVC74C4tu/qrMukom8sIpmURgjq4ydMu9OdSsEexAoD9SA6eDB+km0zaDlpjgQYZQb1CqwtiOpFZOcZDBg+6QwnhPZOYoB1S3ZbQTWDv4F2JrRyZEqIIfEUg1blTrg5ap4Y2CfvQ83MgkIZusREWwW+Og+odgjpVoNCCBIjN3sANhQQdk9dJ1FyHra1JB6GiCmXbvPwPdisbUmY4LvstlLfFa+uxv6j9EkIRzKNsJYMnv7valoA3mxybXohczOzKmpNV5iRabbrWVe+80iEA7l2kjHEiBl/o2w3glsz3u47t9SRE4OnyPxXQipTjm75pUkSScX9nBe9afxZaeQ2F46BQKhC01x+Z/3cQjP/iX8dTv+dPLr/Uqt9dKSH7Nz/4JfO1f/ix2/BBP2gkeNkBFBfwhEknglG6A8go+PToHzyS8odpgrljST0M2VUId5M8qa2QDA1acf1nwJu0T3gEJ7IUpxtncjtYPZd/DHJPFfFGKSjKJipjMoK3qWlxY7Uj2N/OIUumOj8Q27Ujmp5nLfdkBhdjD8WN8TwhKmjcoP/OifNEaMBqwDnAOPJ0BwwHa9zwIZwjkdfI36rlHeWsmxBgBP+kNoS7LpAlGsxwA2BCalaI7vmGo2iWhWBxYFNf24B7eggsPSVlGuT2HGxWoNxcceyy09AAwuCkrXLuWCcuYXRAYzuP3o2BBHLTElBK2uL0AvGboRkzVnL4+RciDYE2UVsiEaJAq1ArZQFzZdZO5CTQfTpHkLDMonAZWIEtpMkdtMF00u0emLjiUuQNkLKhzFxgBNHO2uHV9oN75YiVJZbysQUzwHrCk8Mj4Br509Jnkp1vWTmnGH73vZ7BefMHRO71O2h8591/wlaNdfP/eBfy76efhz5z+GVQkARwf/gNEszyrhzipHB4fyvu2XY8wNwUGZYs9NcB0rrt01egKSekySM9AN531BGTCLlu4I7WaL2URVZDnprPFEVgQrvG9Gh2e/8WEUewHti8l9bqJRUu0gy6FsdgPKYwx1zvDTbarIYVxl1GvEVymoR7X7glByYMSdaiFsxj1juBzH1IVXamgG4/q5hRcaLQbA6nHrTtcVdQkVctQtYeZOdixCfVywmVCNcN2vYSuHUYvTOErg/rCRtI2BzcbwDPcqIAvA4vygYPZb9CsrEhmTgCq+kKCKa5CgjMk300UEDEjLAjNzpTvJohq+z7QPJoowR1KgjZFGPPi8NwXkDHjIDfdk/+o6K6d/EBWNE1f8GFygu6xhHNSVw2RpDZQ7/kpJDjJkdMwmmE6OzZi+XhhPoRt3nY/siPJNoKDUozKODwzPYGfKx7FuwfP4ryZYkuVick7Ng+pN/51Wx/Djz4t6LU5F/i2n/8GPPuN33lUb++p9lU/8634f174T3jA7OKybXGtXcfNegVPtgOMVCsco5CU0Zjj7aDQcomJrzBSQtzceo35bIC2MT3fZEQoUBu1y64lyM+CDzJGufPURdWINRffAR9Tbw8thp1P0kz5kLuKVVcHh7iDDtZrXcCGlZjoyqIXoLFDOaY44FTwTHLQhXEoKjxHtXtCUHpNfW1tSYtmuFCtMfTTL8I/dA7NWrGUFEMEEUPPAw5yvAJXdvCgKDjsUAlW8ukX4d/6AJo1k/yRxZUd8Uc+ckKCOA4wkxb6uWvQD49hvdQvBiHQOYW0xIWAhGSYiMaUKKNAAYwefEHBjMmxkD0IUdAEe/RtQQD7gkXAur6QlPEKqZVtHMesaybTUHOTKOab6zv4rxmCmYwt+i2XvABLzfC4mZC4YQGk4BEvXj+8jBzMw5SXDA+lpI5PaSyuTdfws/4N2Dg5xYBexIY6bII6ZrRs8IbyGh4ykr5ac4sHzm7jt7/7z2P3sVVUuw7Vf/jwq2Yyv1Qf5VeoD8J+4N2YnC1QHniQA5o1FYSCx1f+lafw2wZ7uOJavOBWcL1dxV47wCfr+zFWNSa+Qssacy7QskbtC8x9Ac+E0+UeBqpFqR0MeTRWw3sVEAydNUYRPxkXrUVrOOcYiO6bYMGkBRgAgs8yLuwxWNhrUdjGPO2F7c1apiUykg/SBh9luc8SyR4c9lHaofgoy31O90JOlBg7omPr9wD3iKC8UyPPGF2eAEphev9Q2Mff/VAX9U7WX8jUmTqQY6jGwVcaswur4EDgW+5aqFqY0N3AoD5Zoh0b+M9/KAnS6mYDPbeYP3RCAj1VYE6+OYMfGjTvegBm5qEsYXpKBSHKKA4AMyXYUUjez2E86aVG0rSAEDEPaY7eBMs0iwCqWHZCdZMyAc/DpNI1BYhVyMzJBKaey0oeC8lTJohVI37BCGqnDOwuEUcppJaor45bdCmY55kpxia6PLhntgEQzSXfhv62JPCjsKRsv8wkJO1RDVu899zzqXTBzBXYbQZ4rj4JDY9z5jIWFYYpAz+3/wZ8wpzHpplgQ0+h4fG2zSuo/lGLb9z6BTze3Id/ev1rlt7uy6mc+HIA6v/93/8JfMnoCTzbbqFlg0eKG2ig8Gx7ElNf4bt334jrzRpuNKt4ev8Epm2BH7v5NqwWNc5Wu1DE0ORxo1nF9fkKbDATpisCGdprZJE4v7GLG5Mxbs9Xwa0S5IUWc4hDXah8zkFJrWzyYQEPQtIFiNoyX3ysmdMlSiwMAEtqsJkz6jV1aF7oRtITgf61yr1QK2dLCX/sLsNVwDzipj0LGYYC5huqN49ilt2dgq33iKAUyM9RjRygDmpAK6h2ICtETpnmJVtHVsAAMvcBRqQlZZE8B0p5Lxk9BzPADUEbZUpPjEB0yfppYe8bZQ5lhqot7GoJO9ISSLIMVhpeAzqkMOpa6nREIHkPRxlvcRFMzkjY6gSezbYnyM2yVS9MXDHDOR3cA9RCtiX4E/WPRclI+bxRoAVTngOSl3TXx6MEZk7tFvvL0TfJ2e+9g9CbuED2kuWf/FjOTkiAUoyxbjDUQlJlSLQkD8LEV3DM8GC03KkoEzZ4brqFxhk0XuPiyjZWzRxrZoYHqlt4Y0Eo6EV89o8XuPgP/ibUVMGPPFgzzv5nhV98DQIzuZB863d8Fw6++714c/W9eNAwCtxEC4VHjUILC40beLw5i5+4/hbs1QNMmyIVg3uqOYlx1aDcsijIwyiH7WaE69NVeCYoYpyoJlDEqJ2IgHHRCB51gVglzZWo7XH2nBVCPR2Z+z66kWLAD+g4KdEJ01jiKblCqXvmynESxMu0PB3MaVZSDgLBhHZB8FIjJrcdZvhqIijH4s3JJB4FP7fwVb4OfJSqZQxuhMgEA+Q8WKvgu5Io9/SRTSjLGH3mJtzJVUzPSjSTWLRN/eItYDgAD0q0p8awlYYblmmwh9fmMFduo37oFOyJAQYHM+jb+1jZOUB7dgOzMwMUew7FXo1mawB3ZtgbVDcgTC+spsH3hUCHyn1O4FlXEtpRB6SN/sdDnJSQB+ZKMZlVG1IX47agAUbTBdEkp+y8UXCGbfKh5B+KgHIVisTTlNK5fSGamqpJhHsWOIpVImNUXFkArTjuWQN2zLgbRBkhvFALUBU38GJm607QxecuzO7U+SsVBDXQZGlFseQuguB2hPmsxC9cfRDDwmJjMMOXn/o0PjB+HHPWaFljpDRadvjhg/O4YVfxYHkTl5sT2GsGmNsCtdNw/iSGpsUjKzcS9OjRwuCXPvD3sO2BF+0qzpl9jIjxjY/8vjsPwCtsv/v3/yf84Y2P4OPNCfyT3cdwsbyJLX0AoMHUO/z89M14vt6CZ4L1CnXbf5UdV/j4zfvhAxIgNkWAVh6TwHV282AMFypjNnUhEKzwaFStOtM5W+R13QnQmNud/j1DEqiulLo50V+vAjdBmsuZdVPsiylthwS/ihS0yZsdSfVEQM6j647oQrUCPLcD0SzNVMrYAjJvhXpNauXEFoOs7fjo4oax3ROCEkCmTXD6yxBpLwnvwawrRQJIuJ87kPOgAlcFOECEfCF521L83AOewWWRwON+bQiqJT0xnc93Pg2BInFHihFKTMTVJ/FPtgwwJeEYhZtqMixkXDGXaE5Jy+yZAwtaFdAFfOLx2Qp/5HhmZvCysU7beibtknNmviOy6AWmjm1LzC/yAQKUnTf9O/6l/jYKkKN0XDqn+M7YM6bzCsyElbJGy1qgLyw+uW03hSaHT8/O4Xq9inpU4Ga7koRkYzVmSmoHSbBDY8otNBM8gBExHjR72NIaAzJ4dO0mHv5bf1sEevQxR42+8lClw6mtfYxLWf0Sn2Z4ENf3V3BwfQxqRRk4/dCttO/2ZITZr2zhT33DDk7qIRwIn53el/LZp8UVtABGqkalLFqv4bxUuwSQaqIzEw5CeWFrFYzxMMZBh77YsL9n2W6thm908JV3fsBDqbGLcySbn7mfO59L0Urq7XNoXoQKqeFdO8pyya/bgxXh8Pfe/A/9OcTLcKf3KLR7QlCyJtjVIry02ehwXyV2pcLBGzagGka1XUNPGqj9GWYPn4B9YCw7pcGRf5iJQ/XCLurz65idHSJGxacXxulh6VrO54YG81PDJBDLnRaqttC3J7AnVzG7bwA99yj2W2FWr5AS8VsEP+Wk6/70DMENkXyMKbBSi8DRWSDEVeiB01UG/Yl1dSgEfGLt8Hi/edkJCi4AjqZPLA2qQxZR0D4RtE/WkGh1AMuLVtD1y1ch4FMHotPAuO5Gd6FWLmlqfljL9AWDK+5M9XhrOYAdQbvMM38ouAyIQMQw2mOrmuLxg7O4NN/qXcOyxlN7JzGzBR6/fRqN1ajbAkoJvGhuGZ4JjTe42a7iQ/UJ7LgxPrT/MP77zY/i/YMWCgQPxvvXn8DwtzUoyMEoj5GSfxfKYkuLv/MLBy9iSy1nqP10C/z89A3YtmNo8viDGx/BhpJX8TnL+Asnvgb3F7cBAPtuiCf2TuHp/RM4PdzH6qkZTugJPjB6Eh83B/jR59+CeVNI2YY4bsSh5LCMl281XOHQagNtHIrCdTjUkBbqZgZoFNRMpVLMyxp5SozlsSV0BYfKiqHpFmDboSvYIBFnLDY7lHlV7IsbrV4/HGAppozqtkxsVoRmNcCDdjxsJaDyYirpifU6JbZ78kiWX73RdTxmAxUHnEz6o9o9ISgFZkA9IUfBIeZD3WrVMKBYAi6KpZjYuJSaOVn6YWzKsrCZOw+3Puztk/NdAsF/pyUoA4WUJgkFqf19QuroFBMH1XqwIpi5AzeEdkWLxhPGOWdv1g2SKRz9i0cm3+fBiiWb0kLadfsw7IYWjsnPR9xhS/MWV/ygguawuZ5/Kj+3gwSFMsq4l9QWtQlHSMR8ADqi2IVjGKDQxx5pB0n9H608prbE3BnsthKkUMTJX9l4jdYrzJsCjkPdn3DD1ikoYpQBeXypOYFtu4LL0w08PjqLLf0UNBgOhBebTcxcCascDDtoeKyXU1wotnHK7GFDzbGqNArSKRsob2f0FJ8/fAZPNaex68Z40VXY9RYOhEt2E9YrPNucxKfNU3i6Po1ZW6Qhe6K5Dzf0FKf0Hp6uT6OxBtaK5hhZljiY0omAV3HCmZJTcIoxd4UI+bIFM6GdRH5XBP8i9ayS5M/26M2FxSBfR/DSCaIEZ4vHmG4OxO2qRUj+EH+jag+/D0wCEE/zJliAtpL3Vjec9pGUZe5fA1iKl2Tdlcg4qt0TgpKJ4KrFN64/INWtBtAEv1mII3eo4QuTItWLTdceg8evwF44ifmZjoQ3Zer0Hm44XyhcVu00Qt+2MYAfKrgBwUw9Bs/twG2OYMcFqqsHoMkM7i1nxNdoZUW0AfnPJCtVtQ1M7xNSiuMSTnpZELlJmm+Pv4e/uakREykWZKOYYiywRKIF4ZnNRab+eXtmV7xWCE6RB4oJCSnI4OVplnmjBT+pG0JIMQx35jsHgRpcEClNEqIVjcoWmhjb8xEap1G3RvKYiXF2dR8D3aIJZnbrsmqaXm7cOeG8XNE1CnL40N7DuF2P8OLBGr53/334XrwPA2OhlVSIVMQolGiUa8UcD1S38JbyKk5pxroKQvqIl++sHuGMZhR0BZ+q78f3XP9S3JivYGLL4FNU+D+f/0J8r3sfnJeKltYr7M0G+KFWMuwapzFrCinjESjSlPEAhSJuUWNUDFV4eEtiWpcAiLFXD1AZi63hFFp5HGDUPY+FjC/IIWJVuMyE5gxMHrX/YL3EFFndIGmgPgLFK3TQoVa2m2mXTsgaGGz7pfCgdjVqN6JhAuJ/jBHxdkWA5znDeew/2n6ShispxReWKhFZuycEJcC9dMVOo0TS/HwpUWkz9clfmKottixwICd/9Uy0guah05LKqIOW6IQ0g5jhterBi3whQpIVpIZOqeAqFRjW5XrtfavCaWkI9ZkVqGaI8nYD1RjMTpRgRSkoQyyro43zzy+AySkm+KPz/+UpYbrbD8gCQovHZys9hVU8QjAA2cYeKZuHOMsUSs516nyiwRxn7vqlfIfRTIIKwX1QBwjRy9Esj2jKItXUAWU+wNxH6YLUD4XK9qYDKMXJ7BQNS7CWMyvYwXlrEqt3JALOA1M1Ez61dx9K7XBrPsasLVKQJPoZo6AkALr0eHjlJr5242M4pSc4oRkDyoQw+EhhqUC4oGuMB8/hs7P7cKsewXolpLpewQahzhCt11oNZmB3NgADaFsj9wFI2mErJR1IsQRkgOSa8K1KdXAEoC/bnVe4Ol3FvCmAQMwcS9PmvRbSW8H9JldPeA5p3gah1vnuKWXQ9FIWfRfc0bVYXTpLJ4xaYbskMwfc1bwBOosjCsR2RfpeTMTMjuD0I1tUHBg9+bOs3SOCst/yTiegeamgWg+z30od7owUQ7W+T4rx7AvA/ff1SDFU42BmDmZnBrQWPBSz3a6WcKVKvJQA4AYanjlFtgERpM1akZiMXKVAXmP1V65Ar47Bb5Zojq45EQBIjQ/0zJDY0qobJlkvMh7NzqAYKIt+fZGwPR6v2v7EFp+RTDgz7VhSDl2bKfBuxrEGfOZLzSOVSWuNWRUxg8KGGlSvoqCklrr7UYCLWEuNLtspEGawYrBTmB900TRSoQ45RNucWyP+R2skaOEzIZkEJsEB+LXL90ulx9Km35VisPKA1bCkQMTQwZx9oNrGFw/qRGX2UtppPcK6sjhZHKDUJ5OQrFsjQtN1zO7OiiB0VktfG5XuE04Y6Ble5msgToYG4BCEpNwrOyVM+5CAzs72CrgJLPdRk8xkBnGYQ2HuulArKjY97yqNspb5ExMnYuYYkJnh4RGqUIdb14KbbMcBKH4gq3C9ucRHORHMYwzK1OtCZLNYhbE46KcwHtVinySQe/yzuicEpWo8RpeyKIhSMosdg7wHK4X5WSkCBjbwwdw2MylHG5sbGthRAWw9moRcysJREu2en10BlAReyHe53g4I2MugUUGOlxocLVwh5SN6KjoBszecBhuFasfDFWKOwoiZIYQalDQxX3Qmbm7qLsv9Tq6C6Bda2Ca5tHQIk5lKTfBCKmTPJg9/otDh/rZEurosJz1GuxkJo6lrEdYcylXEaP+r1SjLM08Bn+ijjJpS3F74kO7JSRDewCqU9rCtSZoySMzSmDfemfEIGpsO0WNARyiT8iAmlMEfWhmLfTfAZVtjXVEyuV9K00RY0XNslVNcpbVD232gk8sFJgAp+esU/EzLczcRMIs+FpKBVNwtlJ71zuDK9Q3ZPNfCjj9TvQBhfnielks+uEmiq8dnx3AGc2OEACbSXIn8AzmlWqp/w4KhbMfyu5nwITdVrHETm7IyB2I9nVQHZ4NSidrjWuQ3WAp+X2j3hKAk66Bv7gGeAa1EUHoPOA+e11BVCZwbSQ52EQIOAViupw18acBGwZUSkPFlRo8W+OgAJF+kZLcwyDKKxiehmcMTWFH4jaEnLTAu0JI55ONsV2UIy32PdqRgR53ZI0JQ/DdeQ0Z7UYDk5nRvUOQlXrbS9ZzlmU8xbutBiRb9nckp2f1+CFYRti/zpyaBm/mp4kvkOZIY8+H7fAVNZegAb7gHvO/q8CAEl8JL7IFY26f1hfQnj6iHFEgf88pjMI0YIAJ3Wezw5MOUVMnvWSiPFVNDk8e+L1BRi/UlfT/O/I5tTc2wVUywUtZAU/UwkT74KAEEUyH0NegSaEkEYMz2YloiKCEASjBS0bCDUrYFNMVx7DkpQ8d1z5sVOlZxdPMirxvlozIQ5iRHF1F063CA4pkQZPFIBDV6wimXO7ZmVWrgAEHTtaIZ+0JwlGYuNGuuDAXDltXBCe8uB3dbBMm/LnCUflhg8tb7lm8MNxY1RDdQMBOH0ZO34U6soNkchBo3lJLz83o4Zh5ILLYGaFd12u4LAIbgyxLFgcXKp26ChyW4FIgQa2D0/B4AoD49hi8kParcaVBc34dfHwkv5oaUWBw/vYPpQ+uYnlFQDWBm4mfxhTiddZiskg8eVteYxqcglRopOJs5pB6G+xfCDU6M6b3aOBGcnq34+SqfSDEC3pS8rPoKlCAb0TkfeQPNRHj+fInENB2bajPTHR3pMCDmuPLhnHznVfrltNyPC0RoFHeCu1VdhpJi4baMBBtxtocyFC4TDuJalIgxiCW4qxhKeTCLhqk1Q2uPQjucHu3jG05/GOfMbTxa8MsyvQFAQeHzB5fxcHkd7xk/g2ebk/iBZ74AjVVoWzEdCCHoxADpoElOwuAWfGixjW6J9HsUrqAOfWFEaOq5OmSxpL61ndWSTOf4PhqZszF90ZdyrcRirjKYWnQVhX2KSSdsdSOQOlfKfNFBuDVrhEUYma4FVC43GWp1M1DuStXF+ZaCrhmD24x2hE5pic1LZo/46CmNj3KiNB3X7glBuTzq3W+qZRA6Wi9yIahTqhSIAZAA4hFoHgcgaonKynkiAW9cTci6hD1UrQezAlkvTOfB1FdWNEyyDrBSr4di6uSs7kEnIg9fyp6JFGvh34l3IPNF9lDpS8zhRfhP9NWwYlBmWyftMp4ffWG36As95HDnIOjidfOXMNxj6mqYb0lYRpM9u/araoYHc7rrT6wzxEl7TjXGY7/jMcz970AHRfLUPbs8/J9di5mTf1MRY0AtxmRRkOmR477UpsHQYBRkocHwcfx9p9XKM8l8q7G/0cLJfSucf6g3ZoxsnIK2eSjpAd04LgrJ5DJafKZx2mauJWKk1MY4b6J/u1exlJMB1vW/P/TdZbJHeOi3eMyClpv2UyFrLdTIeSnT8p4QlHdqyjLGT2wDRuPg0XXYFY2Dt57uaZAAkj+y2LepMJhdKVFvjcLLzahu1VCtx+zMEDCCLWxXNezbziSBMbgxh5q1mF5cTxlBeuYxuDZFuznAwVtPB9Pdo5hYwAPNA1toV1Tqx1GNrIBq3YDEH6O66PWyErA56W++rTdhk4A4fD0RouheGHQTy2dCsgcHyc7HoYh9qg4ZJ7oXrdOOxA+LTDvTs5BnO+A+u8xr0FTb1TbvaZbRpLY4zEIUW+6GiFH0spMc7AHbGpD2UJrhrIYnRmMN9poBnmpOoyCLR4slCGocDQ/Km4fHh+cX8On5OXx6/z7s1kPUbZHMfG8V2CmQ8aIoTEPd18IDVoFqBYRyIin1c0GK5AIj8n9SJB45QiAln2MsxRCFj+4qJOp5d61YLz4GLyMzv46lkxmobnCyhqIv2xUkBDKtvLuxdlaewhjdXe0KdYBxDgS9tJDCOJRAUHHAKPf7L4Q3EkNQNcPUnMz+pGEe0+4JQSk1tY/Q/6NrZUWimmbi4AN0JzY995KmqAgIfkVWBK4k8MOKoGsP1cg1vFHQcxf8NmEAqxhFBXwlQRsx56N5THCjAq5UqU4PkQrO6eAvbVmyblwIaADd6rjg0+MgBJNDnLvJGPuRv8hqsYZJnOCEPqyI+sfH4xaZ0hMsYknQJgrnCDXqOfcXQOCH0tGyfZUl+DDJj2JOfzUaIWrwogGlqpOxX1Gb8QsdSKH87EQhMERZPvlit50n1M7geruGDT3FtnsOI6Uxos78vhshGdtI1dg0ExjyyQeat6RB5ppjqr2dzRtemCPxHvMFgbP5khkwvUPyhVN1FsLi9Xp42wWNMJ7f66A9RthaB/EUdxFxSCoJfQnXTcpDuFDya2YkM+k8Ieqe3EyBvnCRId3H902JgE5KCI5XboB7RVC2jMGN6NxgwDGgCaBQ1KtQmJ0bgyxj/CuX4O47gcnFFTmWGcNL+8CTz4LW10DjEZoLm3CVhh2ppG0Ork2hnn4R9ec9DF8qDC/tgWY1eH8Cf/E+TM53gNv5Vtll70AEoa8I89NVDy6EguArWc1G1ycYOg9WQzQrSrRFIBUeSwS5YRJK6V3xO+aEGHJB8UmCKUGDetCi6FeE/K6z6nbRlI+CWi9RdnwpQZFY6TF/L70J/bIkYODMJI+aWzLZHHqVGxN9VoSI1IBm0fjckHtZS69WIwDggBON9xB8unGHxKJuSdwcmrOoOUSbNOG3NjyoYvnCzQEQflBX+MWbD+Hq6ho0PN5SXcFb71CgallTUHhzeQMn9AF27QiXzSZuTMZynRDhJoJwcMYueYASVrLTmCO8p5/PTD2N+lDgZol8MFPhWbVDGUvK3EZxvkn9bIaeUTc/CSkhIbEJGQAhbdYOO3tXNUC161Mn7IjgAtcsIEzky+BBg5TCCNRrAg+qdr0wnK+GFMbbHvVGl8KY7j1AgVxF8ONOU47a7HHtnhCUwpeYdSVm9sevFAZNE9qLZ8BGwczER6gsw6+UoLc9KpUVtZKaN0aCP4Kv9PCVAb/hvIDINaE9OQLZIej0Gnyl0/nIA3asg2PZJxIMH2qHxxo9HLJ4oq+zPSmCtrrdoh2W8EYFnyb6wPhgzqagie6+5z41Cli4GPjptYhHi6DybFOE7MgX0awTmDw/Pn+hIpg8mVtBizbouAbjo4qCP8KX/MJ5c+0xV9Ysif8tQqRew0ZOhDxr7giBc5eCpb7vVQd1KIt++1YJgD9LlSTl07QULKXHiWKCt1RXMCCHF9wUW8pgSHe3IlxxU9x0BZ63p7DjRph6ycwptEfrFjFhEM3K0lLhBuCQYEn9zhazpXjBhefhQ052qmIYXTW6u47wUHbm+zK+UuUAODG/D9GYcb/cg5yTxYUCSRDpdTHMz3bcaZ/kxa1k81o5YR9y6GXmpOsQQJZh2v48fF0Q90qdbp2EYw53UW335vuCEjFFudNA79dQ+xPM3nQG7Xi5I8xMHcpLtzG/uJWgPIBojbHpuUd1u4aaNqBZA//ICThFKPZb4aY8mMNujmCHA+i5Q7lTo12rktD1hjDfKmGmDqPPXMf09Dn4AgFMC9Qb8iCqHbk3O5QMBDMD5ico+fnyVU1wibJqs+9rfjHbhkuZMcuyH8Q5HsyLLMAChH0dJf+hzoJL5AFqgtZZcM+sJ4b4IkPUm7h/7RSkCsIwZh6lSH0rQZZDNXleRjtO1oo2S/AV+iUmABGULUkhM8MS/S28aJIenSZZa7Bm6JFNA6+URL1jCmOpHM6Wu3isKHDNWXy8OYm3lzdxv747Qfmx+jR+avet2LeCvxxqKd9QaodGLZ/PUpYBiRS5d2+KgyAI75FmWaDqY0ars+DT95hpZaaUgi6pplL4q0LqYbRieuiK2J0mFANrO19nPJcv+8W/dC0FvuxAFITqdh8eRF4wlCljh7MUxliFcUcYztsVSWEspn1B2flDRajGFEYh7Xgd+ChBSJHl2JJypQXhbCYBGD5UYloONPxgBD49XprvrWuParuGNwrNhU34qh9o6QHHg0brhgbACGZmYWYAGwVbKPBaCfKM4bU5fKVRnxgkjVK1DHipKQ4G5g+fkrKYt7kf2cvulQ0AF7BfMySBkwsdAMHEiqZ+B9hN3Q5aJxcAwkRMAq8VX4w3cn9xkhIjka2K452FoT33NUZhG7TOFLWMt+D7WieC6ZUCyW14sQwDtr8A6FpMPzfgw4rRS9A0F11Ki4cSQqAn892moFLmJ4NHEpLEJCYuccIiupkGFR6q8NhcnWK9mmOrmqLSYr9eadbxY9NV7LgzeL45iVN6H6s0x1UHtFB4U6Fhglq75+d4whaJ/u2Xpxdxs17B1JYwyiWG9sZJProLgRz2JG6DPDIfI/tBSz40lJwJ1bscV+WQShgn5SSaz9E/6LuxjhhE4LDV44rODI/CqNcYiS8SQGLRjyBxcV0dNp3zY6JFVUxkHOr1UDsnMAXNN5bfuKsCyD3z3S5iNhfbPSEoU/GwpU0wkcW+F4E2VAEHKbCgXEjmDlllGeaFbbTnT6DZNKGGR+aL0J3AZAowIyMBnOpmDT1t0JwchZrfBHPgUF3ZQfPAVmJXj7V1dONh9hv4oRH/pgcGOx6u6gCy3b3KpIiTUUpthgh4TNFL94MEM2IN0eay5xmxaL7glI+dtoXzcxm97AvaeuaQz+Ec6boegVkHqf7Jovke/X0J9J31C5CoOi2sYSpQb8Xo6KG2oP0d2ejO+4g2S8kF4CtO9xpvdll2E0BSKpAJaFV4ZoyVssHJwQRnqj0Y5TGxFW40q/j+a1+caMs+b/Qs7tM38UR7Gvt+iIfNCzAh/3ufPX5l/iCuNBu4PN/E7WaIqS3Reo0irKqeJd/bWt0JSYakKcZxTvcefQnLxyH5Zu8kKONzt5RwvEDnQomWQb5QJ6B2WHwigW8K2Oiue2yo+x6aaHWiXBCLdukLAYoTC45yUcAX005LzH2UZiZVGN2I0j71xuF3jxiJT9Vnc1o3r5MURqBPitHbEkgxJLcaKHds8hfGCaBrn0o4kGWY21P4YYHpW+5LD0nPZbueWYmKa4I3CnZshA8zO1+zUUKtFiHTJ/RBEdjolBYZBWynkfGRwN0c15ZrhHmkujgAIog2N2UAdIS5ua8oTlLfgdNT+qLq4DwJuI5gyhcdcF2Yqik54t0geyF8B36PL0t01kfYSP58lgHXIyNQenF0d04z6VZ0X4RAT67R3k2LfsfjDsneFbIk5ulRs54BCmzqHBYCBGC2nxpc3t7ArWqE56tNFNphaNpA4+ZgWWNmC/yH2+/CL1c7cKywZSZwoWcejJOqxNeuPIGfn5/Bx3fvx24zxLQt4LxQvM2slHMojYVShTC753RyWFjoFn2CDSGv5d5bVI8bRhvmCXXpisnVw0hlaZclNkRAuQtBPtWIT7Lcl2MTAXaD7v0I1lO9nik5gdQmBnyKkPOdvy+u7BjOZQ7KxnpD4gHVrsyjCDxf9FHG94oaoLDde5S05mPaPSEok6Rfti08bTYKsB567hJspwcubzyo8VCNBe0egMqNpH0CAFkn+9QO5ByICFQa+FLDqT5gnQ3BaeqYUKyY11yV3X6ee4IuleNEp7m6MqRBMiVFJQFis4keI28AQCUlYQcAiQQiB/yGiRZBs1HQdT4kDgK9bzKn1T6a4txFtWXbgs8zTNSkkObasO36nufMLl0I8n6pjAQkXFeeRTDF71ZILra7MC+JIf5e5u45LByXxstJ9g6IUz55PRWC3FldQmuPrfEUhXYYF41Qu1mDJ/ZO4Vm1hYsr2xioFjV7FLAoSEMToYJCQRaNN6itQWM1bKB9q1sDpTxK40SbzxiU8tYDS2dCcTFr6Y4tLt6BWMUHzGyan0EYKp+Z2dwJ6zTvAMSUyvgum6kILSHBRg+5EbXLHF8bM8fSO+TinOfUV1dldXAYErCLc5rkPXUlpTm6GEDyhoCoHdug7ACS+vp6oFlTc4vxZ27KSCsl+d7OA96D6hYoDCZvPgU/lFHyhYymmXoUOzXYCFbSjg14rQDfN0KkR4s53AhZPM36KLyssoKZgxasTFeAzCHhq2LUfPjcPtxqhenFtaRhVrst9MyiXSslmHNmGAQFo9h3KG9MMD+3inZFoW0YMOKIjqYCKwHQqoZhJpxKZlY7Al+YnZEZmdckSRjJiAfLtiFfbFiqOnJY4dM4WzE12QhcR+UBJAZMAIqnmjlZZFAFEmI3EGGn4osShbhHyu1NVR2jMPUQiEi4ti/6sCXVArRPcIMu6tlrd2M+3mUjBtAKya1oudxppoRekIQsAVaH6DmDWwXrFFyrQJqxDUApj20SxINnwrBsMTAWM1fgerOKH9l/Mx4pr+O3DQ/woq3xL/ffiav1OkamwR4N4L1C3ZiQokiJmdzHNEQbSjPEdz74ThkQoHkbfYqda+WuxwKi9cc5oELGjCvFTaFiECg8YzMTgRmrfeqs+mK0YFTkn8zN99DalQ7yo2xIR2R5Z+xQAitmKr8leFB2Q2beHQNCguBVuwxXiLZp5sJw3qwQ2nHf7xMDnb7oB5JUy0k7PardUVAS0fcC+BoA15n5beG3LQA/BOAigGcBfAMz3yYiAvB3AfwOAFMAf5CZP3ana4Ao1cKRetIkzEHMYKUAoxMUxxcC8jazDkAeC5D5QgI9rlQLqYzB/Cm6dEcVFmxf6jAJPGKEwJOY3LqRFEgutKQyFlkNHkZKi4zanPjEQo2dIvgxfYTUiKbKLMKRi24SpaAPdatdr172YouCIzM9l+6zdKzj9j67UPjp2BctBYqixnHEPrTs+llfl5FtxN97IPd8vzsJy5egiQqkJapFEv0+8nhPoKAtRe0+uhvaVkMpBZuBxFunoJVC7QwOVIVn5ydRkMNutY1tX+LJ6WlMbCU0akxwHNiBQroi+yAknbgJOqB57HzWLx8XKXpJ9798UNC3XFgsJAa6QKAHKFoN1AX50qLou8WzN9ahRasjpvMmDTW1mfTdAAA+GElEQVR7sIuZYXlLOOF8LsTzUHctr6N1uHCPQSgzDs/9O7W70Sj/KYC/D+CfZb99B4D/yMx/jYi+I3z/dgBfDeAN4fOFAP5B+HtscwONgzesL98YBiWqxm5AKPcsqk9cgr9wGvWJSIqxoD6zBErMQYtie4r5udUeTZqo4cI0VO5YDH/5OWB1DB5VQoJRKgyuz8CKMDs/Tip/cWBRXt3H/MK6cGImjUuyi4qdOdr1AaYXxulaMWBTr8vD1w06f2ImPJiRaPKr2+IvisS/i1FnoBO0FP4X/YCsgra4MNF8gBuphqBjKhl1E98NpJ86OzYHmkfwdp65kfoR4SPUsV33HqMJIPcFGBSAVLeHPEHPRJvxuVkW9+NXplj2ZC2LgHG9xPgswylqloqDACDxUysGlcJ52dYGFCBDsSnFUARs1yPMncEVXsdOO8KamuHFdhPPHWylgmDTuoS12Y2yEOui1kjVJj0JSiH4HrmQ3/SMXv5YZELCFwylBB0Q1ybViJbvBnI9mlGaBzGRwBedZUCt1KQBA74MpNtxXseFLyoSXuIFrPuUaboRay5iIqtdTqxf8RE1q5SOEWVJXCjNmiBIoiZZb0h1VLPXfwGkdDUkjhFTGENK5tHBZGl3FJTM/F+I6OLCz78LwJeGf38fgJ+GCMrfBeCfMTMD+EUi2iCis8x85firEI70EVA0Zy2gCHYUKiyePwU3LtBhL+MAcqh5A8FANk7M+LBPBJG7gUoC2FVyvkjX5gvZRq0DjAo+kCBgCwW3OgBZhp777jxKonRqbkGrWX0aDpOAkdIJYzEwyldWIKWDxVVVuWDuBN9RAqX7TqsjRj+XOsBccqKDPA1R2eUCVK5Hh7SCBCTOrpec8nGFz16KXCXtkWJESFGucWTHJ/9agEQplqDLovL6ShWnQ4quh0Bv0g/HaNU5hIhZhBmLyR0PcU6hJo1pW8KxkO3u6gFebDdxs5VsMs+E2ukUKZcaNwHKlMMPoqYYLRZGyr7JBf5LkpjRs2CzuRbvG8u0sL7FFIPswkLfsZSnbKxGdojBHQrffdEFXzikq/fq14T7UFbGVIJ73Y3lEep0SIImyfse6+noJlQXGPQHJmFBDdCGmEKHH36FpvcR7Uwm/K4COBP+fT+AS9l+l8NvhwQlEX0LgG8BgHK4cezFyAHDp26CC4ODx07ADhXsAyvJt9AJGg6kE1aydloHaizgfdpe3ZpD1Raz+1cS4YUdadgHVnrXVJZFUOblc0ngSP7EAOVug2LXYnZ2LOZ8Ibg9mtUgO+ydq5gI01E7Ej9MfIAxoNHLCw8TUcpXAIObjOl9hGbcRasTwDtE7nzVZyTvaQyxZG4I4OTpjvF3V4kgj1HqPJeXC3TpjpmQI474uA6U3kvFJHkhouBRrWgeKb06aKGuDCztWS0TibIS2lXuglrhnL12nJDI5/2y4+KmwDDPmjvs57JzcifMPYnfUo2FWt5bFSjZGG1j0DbyQAvtoEhKLnymPIOZK6CI4QKLeRSU3gXm8dgvw2J6xywcgvhIGdBTdfdm4+L4cPc3Pk+f1aBfzOlOc3EB35uQEU586qplzLekX9VtSSe0qwQzZZQHjPmGgi+QKNKadUl7HOx08KDII1kEwt564wiG8z1Oc+gohvNyJ8CDxv0HGYNKXKIXFNL1EZjnrL3iYA4zMy1m8d/dcd8N4LsBYHXtPBf7IjVy6INExkQ7as5vgTxjcEPKyjZrgo30IJS7Fnpug79Q/Ia+0rBjA+IK5EZSBmJipWrj0IiGGvyYdmTQrppEnBHB782ZlRTlVjWj3GtgxwauUmhXC9DIQM8ddCMClBWhfmALbiBPwUwdzNyhHZngG0VmaotJJ9CbwLjOSNgvneqAiAAqdylx9kVfJiNO2qhVo6ujEwMpke4tPCFXym/KdcfrpmPgySPaADqmoCxaHiPhUtmOOt+m6Y5JwaVgdkWIkGrDtiB0Y9996FceXNJzyVNOwn4xWYW6ffuT64jvtGRb3BSEoNPIVgpI8IvktxTdD7nivhUwHmkO6Y7RzkSo26NQFBYb1QzvWLmMqS9xtVzHc9MtzEO1ReboA5XFjqNwC4GaFAWOwP1DKvHRt31I4FMI2GRWBbXooGbxnsM7mBIHgptIcahxM0OPb+DQZRdMAEo3dXibK7tyKcqxVAhAx0uZn5Opq4sDdCDxGJgpJsEUX6Vwn/1zJMsqYj5V97tfnFsL7YhbvWO7RkRnASD8vR5+fwHAhWy/8+G3Yxs5j3KnRrlTo9iZo9yeyd/dRtIIZw71VoFmrUDx9FUU26IWxSJjxc0p6KOPwzzxIooXbwMAfKnQropArTcLqGkL8+ln5fexgdmdobi6C/PZyyh3RRXStUe524h57hjNuhwPkm3F01ehpxbeSMqlXdEwM4dirwnsRUC9WQgmE0Cx36J4cVf6k7Qr6pmqrCiZ1aoVgcEGKKYizGK64/B6VqYin9hAcqQDQCLEyK6R4DgkvsAOxtStsuREO/QLL0CsBR5fpuRbBZIwpCTwu36lcwfhF8l+eeHaEbPpC+6xucjzEC1XtZk2e5QQ5O4T34dDH87+cvY9G6f+ufsafPIbxlIUjQoFg8I9EYQ5PZaHZYJWHmvlDBfLG3i4vIELg22cHhyg0A6ahBiYSI5ZbKql9FypDeNwaK/s3sOilG5KZZ/ozrF5ATwkZh8fNOrc9SDCJmjb8bk6IbOIudiLbooePIyXbFv4LVYujVqrCE6CmQHlgdTIKQ+kDg5I3gc7Ithh5yu3Qwn0xqwdO5LnVoTj4sfMkPDBxQHDTDML6zVKYfy3AL4JwF8Lf/9N9vsfJ6IfhARxdu/snwSgFexqudRPSb4zhXxJmL3tPIiBcteKb7EizO9fgTr99mDOUY/IN7b5fSPorUdhQymI+blVkF8Bua2U3SN8dQbKSW2U6H8EZFXk2ezQw3eVhmoFRuSgkBNdq9oCt3dBfALKicObFcMVUr7WDcQJreuQUlV2VeaaVYE2xcLt7SqhmIjPMgosl+XXpmhlANEutly4pd/yIcrddEuweFGrymuYy7h0K/WhjJ943uBf42Xb4z6ZdnjIPiFx9JuW4A13rorl3b/7tqhhHtLAcl9ztrOlIBXDbpqFu7LRIC154ESMUdXgfaefwUg3+Om9xzBxFa7PV2C9xonhFN/+yI/jfrODv3r5d+DXXjyH1lPP5PYFdz7J40zDNEfRS+1c1N6if/tuxyYdHhaMcl+Oj9UN9VzgXL6khCxpVmRc9FwEr8xjMW9DSrvEEDichzrt0etAZMFiSXGW1tVxzXamd0zKKPdDcGhDNMlyV/pVH1FczBugTSVbkKCCx7W7gQf9C0jg5iQRXQbwv0EE5A8T0R8G8ByAbwi7/ygEGvQkBB70zXc6PyA37Sq91ImuWt/BRjSSiVzebsDKgI2GG6oeEwmABA+KzVfUYyiyw2AKZIKYQwEy1QpJqkxO7jRBY5K5no4xBA8lwtV129IL5jxi7Z0UmFEkMQ0NIEQY7VC+mwlk5RyJRqFrEQwuCFHVAm4oJSbckvzZpVoXoafJgZcIKmTbF57N4jV6kA/qPovR8Hy7jPWSBxy3R21wUZBnx4ofk7qI9JJbvat2jFRNAPvYATq8f0qLzOjLOAR5FDlAi6DUxDhZHMCxwod2LuKgqTBtCqwP5zgxmOBisY0HDeP04ADGONhGC1QmBnFigOQ4qNidbi1quzFQtmx+YMniFE6WwOVOhF3keSQrJBbCBkXJzPUmlGGJ6bUmQOp854uPZBqL+0ayDeJOy8w7U0wlWi0BUNE8iRm6YdiQLqxCRLseLElhjAuO6pva2h2et4fH5w6ElZ+LtrJ5nt/1pd+6fAKHh1RMLJgI7ZoW5P/MwUxa6N0ZZg+sp/zr2MzMY/j8rmAgS4P6xAB2GEDlXh6Srj0GV6ZwayXqjU7qxDrh5W4D1grzU1KISTWMYmqhDxrUJ4epxK2Yr4KvLHcbtGslmjWTgk3lTg1yjNmZIZpVhdkpFWpihxU5TKboN4nmeQTASw1zAdySDX4aEsFpR4R6KwRU7OEXIQG4uZvwSauLsJ5oVkUzeuF41nyILCEFc0pOAZFeNg8tXHshmp67EPJyvXmwh8MjiWDmPAvIDZdrlq+0RYhTMkOjMDykbaLjtSw6CV+OWgyqFlp5GO1xfnUHnhWe391AY02oveOhtcdjp67hZDXBi9N17LcVnr++BVtr0MQgFgpTDd0x0AAsyL4F60BKElOvLHHnb5WD0/j77vcYaR/clLnpKgrvANCORJM0ExGY7aoI93JfwN92TNBzUQ7aFZnj5X5nLSnLKA4EgmSHEvjRddAkVQjq+E5QA6JMuLJDdETz35ciuIspYAfyXc84QeDyZxt99LrtxsAHTPPH/z//80eZ+T3LxveeyMwBDpvK2SYAoUoiGGQ1iFkIfTNG85RSyCJgVOMFFhQqOkbweapxk3xpUlhINdwl70daeM8geKhWslHcQEE3Ctoj/CaEvjLZgtnkRbNUrcBbXGAZkii8h3IKyzS+qFGlccgECoCOwixL5k80/a7TQHDUS7VoZi5rR2gVn5N2RN+WarQxF1mHw17FPoq/VQYrD74d7li2zQNQlDCVpXF409Z1jE2NZ/dPYNKWoaa4gndSrxsAPv7C/TDG4cGt24mNCNG1wf3CbXd/A13/KP712blCvxNUhuI+6BYjdL9FNIMEGrPL5AvyUQoO9/+dtNPFe8rOk8PqDrlhMrdND0q3ZHvvvItDtOScd2r3iKCUtowYI2pXdqClLsbtBm6g0a5quKoCnaigGo9i30HPLVRtoZ6/Dj5zApM3biXBqece5ayFnjYAEWZnR/AlYfLgCooDh9GzO2juW0W7YpKwrE8OoCxj8KJonfOtEu2qRrsyxuBGjfJmjdn5VfiSAtRIoT41gp47DK9OUZ8cwg4V5qcqKMsYPreP8nYB8iPUqwrNujjWzTSwLmdYs3jvrOW3yNXHWvw0QKhn7ICVS4x6k9CsQTInghYBdKmHMUjTVYDszLGYYxuZzeOLASDUQpH0QvlOvai3nlECHycihezaSTsxYlHqOlw3Bnl8pyGqlhKECB6gGokJPpresV96RsK0HeryRFPqWJm5bIFato1EuHgNAXgvnCOZ3lUANDp5c0l7GOOwUtX4znM/hjPa49vcV+OXr55H22pwqM8dS+R6UnBGwygPBYattQSIghtD1XcPKk/7RQXYAeaAEpi/YxwOuwUsYwym5UJGtbIwF/ti0bSrFII4DFcB801hIo/8j9aEOUld/ZrBtkc7plS/Rh94IcGg4EM0UttGx5TDVQnSxFo5zZp0VOB/ch9mKvsColAEWCqqHQ9bybXMLJxvjWAX4EFxkfVltNxkPqmGjy3XC9wjgpI8o5g4IPoUg6aYNwGCIxWTSqw1Kr58MqC+NFCnt+BWK/GBMAvBQTAz/aBArL4IFhOdHMOtDoKWGk3Q4AshwI8KeCNagGoZqhZcpBtXSQOMfJSACFk3MMnHIuSlXs5TGWE6CsS9CGZQZ/ZQ0BYZ0AwfSTjyNMeFlVy1wbzKy0ZE32GW3sVYMK0z/yG4A8TnAZruGR3jXwznXTT78wg4++5dTRhO6rbnhdV61w4aUSIjXuxX6LPKskHiS5B1c3k7SpuIwsbL+SWz5BjVI2wnBVRGWIWuuhW0PMVOM0LbaricMs2HDBwiePLYnoX0K6vkfqIr4+grHt1v7vpNjC6rB+jziobnkRNVREapdFsBRpbucWHeUahEkI91925y9r17X/MxS89y4ff0Pc2tqI528Lm8P66UbVE5EDKa7nveRB5A4Fd5v++A/7knBKWatRh+8kUBhmsNGA1YBzgnkebBAJN3PwBvBNTqFyqmSQlZDzcy8JowP9PVtmEK8JtSAYrg1lRKVzJTh8HHn4e/cBqTC+N0vnKvhaod3EDwj/NTXUS+3GlhPnMJ9TsvCnQICH7IVoRqpeEqlbYRM4bP74Kmcxy87b5U8Giw7bD2TIPdR0aoNyhx4rXjECWcSGpVMr2PW/EoONqnYfWeA/OTgrt0gwAmnx+uwuii/zEQvOYaW9QCE2atQU+wcIACeX10WmLSUOvDL72rsvvy6PmT4rljllBOoJF8l7FfEZfJlCKhvmBwSLkEkNLz7sr9kA+rjxozpxTOQ1poEpIMpR02hjNsVVP8pad+J3ZnAxxMBkLAW8cHyYmNCFrqiL/45ClEQlxy9JI0ycX+wgu5Se5L1nUguhh2dZJ0TA5gpDpJ5T5heNOjXlPpfnsCJF9YCb2c6sV8axdYsFSAhuU0eq4EELdRJugy+Fu0KuLib+aiJbYx7ZE7hvNmVd6fwW3RTNs18YeWiymMsQpjK4qNKBIEOzosUxbbPSEouTRoHzzV/UCElBHjAx1SIJ+IEbfBzUY0wEC2a8emq2MTOCMj4Fm0Ti/Cryx716FSqNNy5vMIF9K1A3klrOqxrwTQYNBfRVWACTm5xmLeaCT26DUCuOiCQTEftvNV4mWoFEgaYfIvtd3Eis0HeBEYQr6R+cKYOrMs9131fKbxhfECRk9aCnX3ISbc4XTJeO5opi8GlxLBq+/uIfUr4ix99yLFY/OaLcoRqO7q8/SG8SUKSwA9GjKo6LuMnY4nlU62TmPuDCZNiXlTpFrcvf298EYy+sfKovHShaTgYKm3yMmzRbqmBMyypIfAFKRqQBnph7BFHX/1nt9xIVsnRcnRPV+fIvfBfU5yXQ8kELuyYdGO88IHBBZ3oPdYKyfnmIxC3MzFXIrAcxNyydtF0zvIgkj/1rM6XqMUxle1+UJhdmZwV/u6klDOLIpPPAuc2oJfH2F+cpAi0LEJgFtMZGiCnlnogxrtWki0Rnj5hhVYq45eDQgkG4TBTg1lFJqNbpjYKPBoIM77WKmRINevgXJ3Bl/2hSIXGuSL3hvLmmBDBg85TpMsMavkwO67bUHDiRMugszzyGEUhL4ImmCehRO1i5BWGIHocVs8Nl6rl0kDdJFU0/kUF1tej2XRWZ+TdiymYrJCIs6I/erdUwQteIBaQDupj5KqMb6CRh6gRvgpxYUTzPy0msi/mSWHe2pL1FbDtjrkb6MT0BwWpggmj3NCMah9KUVuuyYwsm78I80dxzGKJnYr4+QVQweXRcQgkhWtbNmcS4tNZnrLYiwnj9CwXOPWodphBJLrltEGM121UfkJ+zaMNoLOXci4yQhl2pHUwSkOBHweXUoxhbHaFYbzmMJY7IcUxgUcZUphjIpCuKe7SWG8R+BBF/idH/jWI7fH1EWQmMGqZZhJ58Rpx2Iix0Lpeu5DAMTDDjTcQInDtvUwE5EM89NVMK0cEOjSIt4xgtKlXjij2G9gVwrUGwV048VHaVR46F5M+ipAj6ywCJlJmyBJZuqkWmTSIDllFdmhkhUuMJlEB7SZBvzkgAJrdEdKGokDcqSA4EaDCUHBCU4CJSIvK7EdiZmRMGuhOH0u/ORkOOwTjALXd/smTGYwlaN/tO9zle0pcBTxnDHImxPFRuUrTNqkQeZTlNHTXnKCY1o4TyzLqwKA21WdH/PltMjM5AuIZqlZrl94bJw8wBtO3MDteoT9usKsKWCdwmx/ALYE2E4CUSvVFCMXZuSUPA4vmSuuAuCmNG4R/eAqGY9FFvpoXnOBpKmXu0hoDmLB54orhaBchNCF62XPI2IRk4kcNccFdEb0eSZzmrr+9NJsA6Yx1f5euGYqUBfnUibI84VysV/xfL1G3T0gE+zRp/3xf3A0POil6iyvURPuySM/HjDX92BuHiRcYb1ZoB0buEqHFY6TlmPmDnruQI0P/hOpv23HWlIXr+0ilpG1K1p4JlsPPQulIjjAgYYKvlTQV7Zh9kQ9cqWCXZFZoRsPM3PQMxf8MGKmk2PoS9cTX6YdabQrGmS9lKOYWpAXmifdeJQHPlWhSwDtzISOUWviQAKiCWyiX5MTsYGZQaLXFYJfp0tDKw6QXgagm8RAeEGy1MUenjJMpJiemNISFzCRPnI6cv/cklLZQW0oBpwWfaGZiZagH9EUj/ntIbiQtFvdffLspKiRA0jwljyS/5JbeKGiMEu+3ozdZ3VQ49xwF4Vy2J9VYABa+1AYTAWcKwVXR59sV7WUhPlSt0Am/FOXWoQqh5lWr0SQ96pucrfNa05jXEwEdxgrEJpZEI4BZ2hmoVxKIdqqskgaYqQ3c1VXUiQiP+J5ojZXTFnozSqSPPG4rxYAOViUAXigmMk74SqCmYfkinDNWEDMDWS7jwEb3zGfF8Esj/2K9XPiJyIuVCv7mjm/5imMr2pTllHdigSJnGkylOpzzx45AdUyxk/vwm4MMTtdCU5RE4bX5tDbE6Aw4ELDrldwQZOM/sLBjQbm5gGac2uh7rdc10xcErJ2pOGLImhAjPEzewCA2VvOpiCMrr3kggdNvFkv0iCbqcPwmdtwW2NM3/VAOsZMnYDYgwBuN8ok3KubDYrr+5i+YQvNikYbIvTJlxfNZ01Jk0ylQR2EUIEgLoBwH0CmXeXj3ErBel3LS2ZXJLuHQ0Q3vqw5Pi2ygMdUuvz8Ap+J515CBByEb/KZ5uZyNNNVB5ZPx8WVPhBU5KxGqV8GKRCVnzf2ObIaqaa7Jz2lsJDEbWKaH6oQuNgWBJWqA+wmmvUMvHhrHbenQ9S1gW0MOJDvUswF7/nDIFRyHmkDAzjSPUjiqlgs9xr5ARKutpYXPrHbZwQkupaAnq5lTrlSPqnq4UowiwNXajuipKVHQHbUCGMFw5jl4opu4XSR/CUsdK6gdO+xoBcTOoZ51d1jjmjITfPedogAJCtgdbDAlrwRhvNYttYNgPlwQQ9keedcQX2Gc/sqMJx/ThoDqo26dkwDlCANewnYtKuFvLCzGmpYgHwZtB0CtQ60PwEGFTAowWogFRWzOjiqcaDJDK7aFFM8gM+V8xnUiPoa17QGCpMKj8VjUppiMNm77AYG7R2AT6ykLKCYnRPNbdbxWvEYD9qfQLWb4psJ0c+cOo5BKUDSE0aZKQb0tah4/hQcClqXDrWWdS2pkBTA8vFlyyPjSWAFp3vuvM+DNotZN7Fv6R4yeE88NplRTL3rLh6b960HG4kvzsJ1c+hRDBZ1GiCS4CAfzERHQmuGhfMf894I7EYWJvIE9gS3X+BgpxTSDM2guRbzWi2cG90zOTZ/e9EdYTtBxSqyHIVx8t1iFA/tIDzdIqVCNpgImbDwNxzQAjGdkNOzjQxXXemRsFBn5WuZZLFGPgfjnOB8HndzMj7PFGmOlovutOrFKHqKsGf3EoND5CB1b5L5z7CU1dfJxzSln3a/HXqvlrR7wke5unae3/1Ff1zwk+hWDvFjhBVvNZjYFsnXaMcmmLrovyxaQKTVrTncqJD0xqB1Rd/J6NI+uDSY3TdMD7PYdzAHkoLoS9UdY6Q+z+DSLpozq8JsDnlo5e0G5BntWpkebhSegxsNzM4MswtryRRRLaO6Gfo11uF+u4ygyN0XtdHI8izCTh5yTN2yQ0lvKw6EcMANxPRRTVefpDhgIEQNVRvSHodCymGmHbiXDfqs4uGyAlESWEnSNqN5z0hmXk+Imk4Q9rQedL/HgEMM+OSCWQDB/WvGecEx2NR2AZ/83BGcTm33ssZjfYUeyDqPqPsquAhMN5UI/XnVC8bF79Sfr77grrQEU2ApB/Rc9Q9e8trlslQ1AZpU9SFYPYxsAJOTpVQZMQ8cCQxGwOB2JJpgccDQTccuHuvNtKsC/i4mkkboSoHYkAv8kQ7C+zgQbbOYitnarMrcKfeCT3xVAOeRI9JV3TPyOqBRXHjOusv1jqiFnn+as/tV3TOL+0ZXlavCNQ8k8OMqSYk0dX+QvaaeJp6i4JX8vfdTGAmJVTx+R5hrEbsaEfqy8skA6+AD9KVKK2Luq4pFx4CoWXh4CgKw0AIi5/4EY6NSCqM80JDaSABXRVotoxpPsbZPEJDi72SYqQeYhTVdy7aYz03h2CQgFSVzXo1DHelyySqXaUoARKPzC5MLwZEdXuIcigH0tZLor4kTV3F3jfSXgbwmS8+hzugJo9THpEkeFlZJgGbCIgfQdys99V+UhWPzlLuj+oX8VJlG3oM80cIxYSx6gYKF55BrIzHonW4/qjlpF+qgTAvtkNaVB8qiq8MHjY2yT7Zg9TTuTFtO9+MRgjNZn3KBn91/HEcgW7jU0dvy8easbzJGlOZPN47cG3OpUNo901wT7q9Wh/uQXzOOY651AoexkSkRIbdo+rsc2e4JQRnzqI9q5BnVdovI9yj7GxS356hu7GD25vvAKxpm4sR8ZQnUzE9X6RzjZ/aBpy9j/r43wY40pudHwoY+sTKpHKNdMWhX5RjVMkafvAIUBvtvPw070phcXIGqOVzHA44BJfXBfdmZ+uVui+LXnkbzrkcwP10lXKeeSf9cpeEqnSL15Bmj53ZB27vw73kQzaqCHQvOTqVoX5gE3J/clE28pZpKJkwOD2z3IQsMdqXEaLsiaYmJaDe7btQkU771UZpkCKIAXX+jJgla0FDD9ggP0nNKQRtkx7phBLDTIQGcAOzN4RzpeC+xv7mbwIeqkKJlEGjWF7655hw1WLvCh826OKS27289qhHEZ6jaTNO12XUWWjKHs/FWDqAQjMgXvcjLGMlTXNFBeITsujtPIs0NvvDo91NtVxEzll+QZAipIupNqCLaMqjtat2YqWjl9QaFOlKC5PC6q6vTrIkGXO16tIFbspgwijmjXpfsuGpX6iY1a8KgVe5LuqSrRNNVVrRi4iyFcUM03cFtj3pdIEW9MWeZ5yiBNssae92kMN6xBf8FMQvPHYkWadcrwGwl2I1UL/TwpQ7wnQxIrhRU2XntmQgEIc+I9Gric8vwkVqBteof4yVyzYbAhZL639Ekbhlm5kSTfOg8XCV9iHV6gLDKFSYFmVQtcCK3UoFGpwASzFm5F+nVAnzDSTpj0sbCuEjH7jB2R6yaUSvoVmD0XhoZUzm/G2TCJprc+Sqfa0ULwrlHMuwA8eR3x+b9S9FfLGi2KkSc82h91Gqo61cvGh+i5ukFWegz5/e7RPNN5801UHT3t5RxPFsoEunuYn9yX2noGxE6kH2uocVxW/QDZ5plbhWkZ5DNDeVEUc5hNPEcKuIKo2lrESqEBiHIImgj4iIiMKIwjc8v0awlxqfwvYRA5lwHN9KNCMxU4ybQt9kBJVibC5lBupY+RKJeXcsi5RRS/2xFgArbCGiHMRp/xIvhAZ3N8VyrP6rdU4LySFIMIFCRAcVuI6Ug1iXIUm8W6VhVO8FOjk16OZPgqzRobbWPPfQMNW3hR4UItQWIAI8GYNMfQWUZetKg2Rom4uCkMTYeg6duoDm/hcnFldSvcreBahzqEwOw6TJ/4rbiyg6mbzyVqOLMzGPlmQNMHlzB3gWdotSpFMTCSy0wquXScPGF68a6r/0BSPx+qglRYS2kqsTAZFVwf8fW1alJNKJcy9RBY4sBlLZ/bI+KzUJKE2TH5sKll2IZhJmk2km/etuow1HqWZ+qLPr33CBUpMxr/QDJ1xlr+Sxq5BQCOTFVMN/uqgzMvwCjiqmCKmidcVvU2ntBpGyBWCbgmGSco9/ZzET7ivncuVmpbJgfQfDrhpO2meNzqRHYTF2KRWECy347ApQjlPs+MYwLQzij3lDwRurhsEIieql2PdoV0RbLPYaupa4OCBhse7hSAOJmxhjsMOYbsm+1I0rBfEtiD4Nt0Trb1QA432fMNxXYANVtEdzzTUrR7mZV9i33OKU4xuZN8Ou3nXC+2xTGeyKYs7ZyP3/Bu/4fnf8ig7pE7a5dL8EkPJSuUrAjjWLiYPZbNJtl4KDzKcLsNcEH4ecNpfo1FLJ16hMlIuBcNBGWujcBOwZIcEc5D2p8Es4RcC4rP0t2jQpRQyvlbMmGUhIbJdxACfGG9RJRDOD0WAJCzxl67iSLiIBmswxYNY9mTWN2QqUHGrXSvOKk/CDjxqqrvRNTtExgmrZDmcDFlNGOxcleHAQuwWCimEmghqsoRFkF1yZFwLKXL/p4olkcYR4xkr8oeHS3TwS59/xcKuBEYzYR97fHWj5RuPTM9YUATe9Y05034gdTn6KQjVrcQqDExyDEkmBVzFWOx+bnjbnmh9wDKi4aIfiysGAk/+zi+cLiaCbdPcZ7Ixt/455wzDVumSfd9yPdMLkLZ/F7dg85AiFPQFj0Oy/um5+n933BjbSsz/H7cduO2rfX6PAY5Mf8yj+8xwHn1FgUz1xD8ew1FM/fRHH5lvx99hr048+heOZqiPAFIROkvzloYR5/HroWiI8dadiRhqpdED4dy7kdadSbBcztKcpLtxLgvF018IWCnlmYuYNqfJh0hGbdoB0ZFM9cRXFbnEEu1OIBADV3kkPeRrNDgPAggnn8eZi5qAB2qGDHGqrxUoysFkHKJJk5zYaBPqhRXt5OMKJ2rCFAYBkjV8kLawJI2JcCMFdWYD4SEAqCuAyanRU/j0QX5Ty5ppGyGYLQ00GIRXC7mXcaYXWbMbzJyUztPb8QRWTFAjzPt3EWQIqZLNnkTBkZIS1wMfMiCZuoXWUBhdwF0EtLQ7YtYP1S/jqQzOgUfe2yWtPLHAuk5XWA8uNSFsgSCAp56vqHToNNwZcFH2oSogZdZko0720nEFUjYG8z41AmVjQ1UIj8umh5dEBx8oGej2LpYxITN5zPDkSRiOBvO+zA2r6I4G+EOt8d+JspljIJ+5ZZFUXXwY+KiSgtdtABzo+85iS75owD83+G3qBOI0zUhNk17UjGvTgI5WpH1PsIeF36aYfyiWgUWpjTi+2eML39sMDs7eeP2BiEkBFTwZeBCi1QPKEsDq8eC6sTgC7ippR8FlqC4SxD6BtzaEmRiLdPmlyvKYR+Lfwe/aXBp9k/IWERcWxmHuWux+RskUhTU1pfuE9k96ls50vUdZg8kUxg2nfAl/uhkNMg+HI41inpTFE7CC90FArhmqoF9EF4OSph91GWMSsIHIqE5fCb2NeoDUXNMxcWMSqbXAG5vI2anj6sEZEPwxCd8wvbgOh7XVSZskVCcfBZZ92NfrimrzUBEB9ersXmx6mQARNZ6uN9WgAmQJBCDfh4L+l+A0i+3ItZMTK2h8YNCy2b7z3qtFBkLgVqKtE+VUvJl5gHagCk0iPtWMhnCGJ6A11GTrMW0mKnHBjKVdpWrwt+uNwTIH+9oYJAF4ZyoIOs1euCZ477zjdUcvU0kTF9T6yc+aZKvntXdazoQAjqeCS/fgSeL1ZyTG6cpnv2cV7diS3/ntAoowa19LNqkgYXo9k9P2PR+Si7H482MyT9Tx86Jmc17zUCUBhAqcM+1MAdiYXfmeiIfslMjsDdxWNi4CgeQ1Z8mDG9UfqJJCBTxDozeWKfF6EnMTUwOuJ13U0QFZhkfCFmdsSuekOdgIvaXNACzbyLFkZuTUkxzJ5NJvCkj4cXoWT6LAocQt+0igsCLRybC9zsmS+aZb22sND0fo/uhIV+pa7HfhF3uczU729+Dc7nYm56Zn1QyZcZ8/IlUIEQvDBZWQQs3N+h+4r7cGcpdJCdeL2u9G68Bx8gcKlaZxE0VIfEyhXdBZETUlJiRehGQLxgYCUFEQjaugdMLW4cXxBMHUucSP9SLZ4SaT75QoKkZi7j4ANNm5kHt1pB0G1QDgKlW7pmcNWYuWAp40eH/kc/rW46//CdWJPuCY3yTi2lEyqFyYMriFRqdqih7tsUX+OckzZVn6gknfCJG2ju34Q7VaUot10bQA2E3MJ7Ub3dgDA/OUB1q8bw+W1M33gKPghTVgR7ag1caJiphwuYzWbNQI00hs/tg5hx8Oh6mvy+VHD3bQrWc+bhBqHm91YJPXMYPn0L7X3rmA2EMYmJ4FZKwCjouQe8ghtIfvr85ACj6y3Wnmlx621jtOPOZIkrexlgPfWGQCmKvQDXoGCGqI4NPZolsTpeEoL5ixvMLF+K31K1HdQkVbxblxen3BUAux0Ag1vBzRE4NYsDDmZOsLizKHGCGwWtNTGbZ9pR5ESMvkmVBXqSSRz213V3bs58njI3AFCnRaUgSnAZqJYQORNjH2IOcFxsco1DtEzq+UITps8FZqRwrNcQH2xYZPIAUDThi4k8T7UaTGLLiaMx4SGzRTGWyU6ojiik8wU0HpcJyyTUc/UoPzZvUUPNBHxP6Idj430uoiuOiyIfJ5RYoaOmi+fJFqm7xT3GY5s16pQgQFxeZR86FLPnjmv3hKBM0APg8AoPuTlqXUellbfjglEhb/zuOnH0+RIYdtlhR13/qN8VIc/JPrI78XiC+Fxv7kPZcQpqJOd/FGyhHjjNhQTXUqcxgNFFjq2kv3VsPxHikeVy02JfuomfzFUNoA3CK1SQ1MGkcQMkHCWrAHYOEJgeuDoDDychmUFb5CVhEDqfXw48T4GLxZd50Y8ZN2fXSwI7N1MVBMCfa6lRk1XdcYd8jPEFXtRw0Z0jYTgXsJwR3pOi/jnk6BitOASxX/V2FJTsnmxL5mqvUdB49eFn9lLbvSEoLWNwIyzhi7neSszV+uwa2PRnh5k5qOevA+94QBzNoWxmeVvq4swfOQVX9Ze24vYMNJ1jfvpMcpyrOlRcLBXqh04mXCYgQlpf2QbObMBmTOfFgQSMmlPj5D+NTdehX2+7ADcMeE4vLOhgRn3xhLAexWsww+zNoXYOMD91n4DXSapEljsNuFCoH9zCYMehmAQtOCvFmeBBi6YkOiEftYa89k50mMd0tmLKARoj51KB41B8W+Hx5MGNhZYEyuILTqI16bmkuLEGij3RhBobCCZ0t2/vWKAzJamLKuuGQHV/X4nuB1jPAiO7bJcfaBmhcPBVqpARs6g5JfKORad/WLCShrjQ78i8E2tNt2MJVBQHAqW5IyHHPdYOuXlyV0DPPZER41JfiyS+k4Trjutd74j5vdiXtM13f6sdmW/CrCWlWGL2kBvgENn2YrsnBKVMtuhMY1HGgh8yVlv0kXV85sFaot+u0tDnToaXmpMD3peS2+1KJSbgxAn0xyCY3kbgOJ5SxNNXGl4T2Ehdb6mfLSB0d2pDat0EsGvMy/alEkwkCTQpZhi5QsGcOym3E/sFpHuIgthM///tnX3oZOdVxz/nvsydmd9rdjcv2+zixhqVWNRGhQT9Q3xrUkqL4B8pBSsW/KdglYI0BgT/FEWtUKviG0ioYqwaAlra2L+jrdo0No2NNJgs2WQ32f29z9y3xz/OeZ77zOxv9xdSd2YK98CP3Tv3zsyZc597nvPyPec01qUdmvVCQfGlmlrH8ZVOnPGQ6i5pD2Yz6OJLzqA8IfZknV9SUxxaaaIBfX9t3CcQzD1JBN/bcEY5zCmymQYJ5mb6NmqNh+74Cp2M4EaHcsuSrstQ0/0Gl1gcVSTE8ELFi8hNwNx2LrYmvZXpZrPR/n3dwexmM2Mp4t10Ossxsq4DtMmzGMktAMsjSzLgYRuPMrA4cutCdx7/XY2HMTmTt3g8qnU+cnTg74QO/O1lbOdCr8nGuvqg8UqPCvD8xI0tYqvNJ87i4/B7YyfJ3VwZnhQPnL02+hh/H2c8jujayGNw0mEjQ2jAhyHSLq7Z5TO+DVxvl2h3oJAVjpI1vjRQAeWO8Ytv0Jxa5/DuscJ3Njco3qjIdyaUp0cK+dlMQ/xmcK2meOkKk3feTrmZcXSXTlYcXTrCpUK5rUPIptt5yIyPXzkk2Ztw8N2naQYJBxfWyY5ahpd0GmM1VrC7W9PRuUnpGL94lXZzxMH5NUtAbVJcrRheOqQ8PaQdJFQbHV/5XkPx8jWm57YptzKO7ihI6gGjVw8BmNwxwqXGl+HkiitT0r0pJBtIm+pOmGrLKG0Z52hGQjWkm2ZnGcHiqqMeaWwyP3Dk+9oF2mUwsN22tLhjvueo1lTR+V6OjGYXpm+6qjFG60ZkUAvtZWgZ9lLL0cp1odzQGGdSaTwVpzu9NiXQLGa+D9WaJhMGO7oe6jXFdRY7ylc9nrVCnczO4Jm37LTR7pzbG9YeM81i57GPXVxTyPeV3+m2PmTFVc2ylq1CcYodndnSDKN51xYL85UmWgkjVGNVilLqGgdIY7lVeo+qsdAONd4rrZX/WYOKeqiyyKzf4nRLwd/Dq6oYfRy52DW+BpDtavKkPmX3amJx5LFWq2QTRzmwOfKWzKnXCGGbMM/IeYVsGXyDYXWCvYmrG8Uzr7tmLtYZvDUL/8SWX9jYnSpfj/X1cLH5OT3+/cd2OP+2KGEUbGJit9t4Da/9IqFaT3WBnd2GBAa7tSZWBmJ9JIdhB8l3tcSwHic0w5Ty3CmDLNTUI7U2q81BwLcltSM7bLR/5UCotocko5z8oKbNE1WKKVS3DW0sbTe9sR57vjahhcFOrZbmUGiGKS6x6h4H2X6j1vAooSkSqrObytdObZ8D1VYRbq7UjvyoCU0/6o0cN0hUJrWjLnKaoaPKxeTm/exZC0GcwYbMslTlanHhOlIy5srWY1N+E11U9YjQvr8ZSFhcPoupeFW/YLud3VeSeCs2LfUBbNPOyqxHev9Tw4tWa1hyJmqY4H+D8emHZSU+vmdryLu63h320ymBgBOdideWVknTdgo2oASq7rqQfGnNWrfXWt9w2OKKbSrR+mXGFUxqQnPkpHL23Wq1J5UzT8j/PtsghqpMs0mnsLuSPjue6CZXjRVNkTb6PuiywKUpaw/9Cb1N6XCK3f2wsEuFzaXvfl9QRB5uZAreY299Mkst3dkRET484Yg23LBeZNbKjP/bRq+52U0uzLqPjsPARh+Pp+MLOuvfw6J8iOWkEsbVgAeJPnA+o9zmYnAFYXBtSnGp62w+OTOgHqYUl/bJD2vNEA4Tyq1Md2YHxaU98mvTAOie3F4o1ObyQRgrW22k1OsK6k7KluLiTgCul5sZ09MDsmtTBm8chQqVcisLGexsr2Jw+QDfqXxyakC9llG8uku2XwXQbbmVhU2guHLEYEdXZFMkTE4NkMZRXNzRkRIC5WZGtZnaQ99SXDlSvgxCNd3Oyd88ZHhxn2K30exswmxipNWHVmd4+/EWEqw2ErVEFLjbdY3OD1R51iNdfYN96zg9Uospm7iuUuRI3bb5cQH+oVCcoX/gTblODFA8EgNNO7MOhYE1cqjHHURG1wYB/B1qgycG7ajV+h3sKDwpP4DRFbXEpFELrdhxZAcKZyre1DK3pNasdnHNaex02gHqPWQk33dWpgf5np6Xxtxi76L6yp9WlUPAuM6773hXubs+MwXX5tioD+8OSsiCN9ZGLzsElxm4+lCv9wrOz5Dx9zM/ZBaIXZsFLiqfNheqsYTu6PXIg9OjmmrbqJpcN0afFfbdxnXT9JuGmwHfh1h2hDBwEoVoWt0og2KSztWP5dVZnC5cpwUKnY8fw7M0nORCqEBa7ZngLdS06vhMGsVj+hk8cHIJ42pYlLggkHTiGFybUm4NaEYJ0zMjpC7I92v8eAaXCpO7N9SiyYTBbk0ybZieKnCZMDm3qQroahXiiPVaRj1eD/HB4eUSZy53M0qYnN8yF7VSqzOB6R0jEP2OdOrId6bUGzn1OKHcHpBs5FoaedioRZjA5PyWYT3Vsk2Pai2xzIXJnWOk0XCAjs5Mtafm+S3ly8HwaokTrRhqkoTJnWOSSqdOVus6aXJ6l9WRt1DsNQwOhOlmQmm9ANPKV2OoC+hScIWuxTirOl/r7eOi2udPNDFSO1wrnZI6Mjd90xJUe/pA1ePOEmqGESB5oMB0DPM2k3F2nRXq3Wj/IFFElocpH31gI0sBrguDxfhHlwhNrtYudWexecu5WtPPVT5lpuN3M1KF6IH6WlmiYZZmZDFhq1xqCnBNhI+9kVvpeUzoICtm4TpvLTlm5lT7ZJqPUc7EfZ11IsewiBnUWbdBBRD5xB9j3bwj69UUdjNSgHl25EI/VF+I4Ec1+HNNITar3pRwYrIQXWc47RzUjvRepq2HnBnvDbTRfZ2Bjc0XG8zLLo5Z3kTG179PrlsrukmY9dnc/INWwqIEgnCSsiV7bSf0mvTlf+mkJjusQtlZPVY3GYH0oNJ5Oq0fU5nSDBKyvanWcjfekklCPCq7eki6q9Zdm0sAtWd702B1NkN1oXXRtuSv7ZBO9RFthgn1OFHozsEN+Dqqya7sheRFPU5pi4Rsv9SZPo0Lc3v8AK5sZ0q2N7X4mHSNMnaOAl/1SL8b1J3feP5NtfZ8M9xSeQkdYWIcXrwQvZvs3XWzBENpX+bdMBdiUwEC5N3giX2Or9WuOgXsQe4zpYM3uv0RbEjr86P3eavMxx/nHybpjuOAfgyh8qDqkNBwrosNlijWcUAo7fNudWpNMUKljp9r5F3uCM503EMbXPC5a2YSD+YRBKiSvw+GcW1tNIl6L4RwEXQhq6T2XkSX/GpzbwHa/cwjt9pfW826zmlpHl46ez/xVpmtEzCLzeQvHpwebVShGMp1lp8/d3322s281iXiog0lUq7+e4/Ddc5b8/G18Trx3blCiOAmtBpNMdbe4X7khz7K9MxAH4Ra25WlkzokW+K52+mkYXB1QnnbkGpDG1VIA/meBqzK7bwD49p7BnsV6UHF5M6RxtVKtZbyXe1GVK1ra2vfhEN7YE5xacLk9oiviVmJWwPaPJn5jqRqKd6cUm0OFJBuLku+V0HrKE/ZDPGo+ic7VEU7PTOk9W5O5civTWlHmSZzGvDjJ3CQ7+rvnJ5WsyCpHOVGSrlu9azWbEPazpXy7tI8+BawvphdDMtbDOlELYY2M1A05ho33o3WREQYLzCKGnGIWZah0gLrANU1cHCiMTrfXNYH2n35pY8ZVhsS3Oym8DXGLtTrhwYV9rD5DvM6uqOb8eJnQldj/TytF7bfMFFLy/dV9ImVplCefY2ySwnVIs2oCyn4ZiK+WqkZRPFHZl27MDHTEhVxrwBfjRPLNq55DqGTkXkPE4O35BpWmS9bdZE17MsIXSqkR+ZqW2wzO1JXOh7sVVnRQuZhY2Z1auJOwwGhVNZk4Wdq+67jSenLavU7wT6n0c/x1qtOSbXPsXvloWr+WsUKi3W3irpdmTJvc722iwfL3IbSdVf3BoJECvhmHc5XwqKUpiWdaNRdXVJlK9kvkVpVvY9deqso2T0KQmgseZKUDcmkCju4j3kiIGVLsjeBVh/QptDBY8lhaY0w7AYPkhAzSQ5LkkP9vJivdG8a9d+ztmmiiifZn5BEPDdDnemTHpZhN/N8ORGkakkPStsxuzhtuj/VKZIt9hB2beDSSR3k5bsRgQLNQ+DcQ20sHuQhO6Em2maJz2DVYmvHrBSEkLCIP8/Xg3t4SuotSZ9EOcZK8VaZxopmFdzM7u+8O9RZw/MWlreMfKMMP2JVcbfdb5opafSWjK16bxH5uKGfa92m+nt8mR10VlmwnKPkjE8S+Xit5ysAnT0cSroYWxvNh7nueYh5dhzrEfiN5rqO9aF+3X6f/27n5+OotehDGBovtImeseVcqUJ2/tomup+R3Hy3Ix+j9OD50HvSRuL6kbTz34kjuL/p3Hd66JQaIZiXE/1Og+nNlOdi/Fh3rlj+2l3L5JVKwL7O4zyPo5WwKEXkMnAAXFk2LxGdoefnJFo1nnp+bk6rxg+sFk/f4Zy7/bgTK6EoAUTkSzcye5dBPT8n06rx1PNzc1o1fmA1eTqOVsL17qmnnnpaZeoVZU899dTTCbRKivJPls3AHPX8nEyrxlPPz81p1fiB1eTpOlqZGGVPPfXU06rSKlmUPfXUU08rSb2i7Kmnnno6gZauKEXkIRF5QUReFJFPLImH8yLyRRH5moj8l4h8zF4/JSKfF5Fv2L+3LZivVET+Q0SesuN7ROQZk9XfiMjgpM/4f+RlW0SeEJGvi8jzIvLgMuUjIr9q9+o5EfmMiAwXLR8R+XMReV1EnoteO1YmovQHxtuzInL/gvj5bbtnz4rI34vIdnTuUePnBRF5zyL4ic59XESciJyx41sun2+FlqooRSQFPgU8DNwHfFBE7lsCKzXwcefcfcADwEeNj08ATzvn7gWetuNF0seA56Pj3wJ+zzn3XcBV4CML5OWTwD87574X+AHjaynyEZG7gV8Gftg59y4gBR5h8fL5S+ChudduJJOHgXvt75eATy+In88D73LOfT/w38CjALa+HwG+z97zh/Y83mp+EJHzwM8A/xu9vAj5vH1yzi3tD3gQ+Fx0/Cjw6DJ5Mj7+Efhp4AXgrL12FnhhgTycQx+0nwCeQovYrgDZcbK7xbxsAd/Ekn/R60uRD3A38DJwCu2A9RTwnmXIB7gAPHeSTIA/Bj543HW3kp+5cz8LPG7/n3nWgM8BDy6CH+AJdLN9CTizSPm83b9lu95+wXt6xV5bGonIBeDdwDPAnc65V+3UJeDOBbLy+8CvEYYecBq45pzzvZgXKat7gMvAX1go4E9FZI0lycc5dxH4HdQieRXYAb7M8uQT041ksgpr/ReBf1omPyLyAeCic+4rc6dWQT43pGUrypUiEVkH/g74FefcbnzO6Ta3ECyViLwPeN059+VFfN9boAy4H/i0c+7daF3+jJu9YPncBnwAVeDvANY4xsVbNi1SJieRiDyGhpgeXyIPY+DXgd9YFg9vl5atKC8C56Pjc/bawklEclRJPu6c+6y9/JqInLXzZ4HXF8TOjwLvF5GXgL9G3e9PAtsi4pstL1JWrwCvOOeeseMnUMW5LPn8FPBN59xl51wFfBaV2bLkE9ONZLK0tS4ivwC8D/iQKe9l8fNOdHP7iq3tc8C/i8hdS+LnLdOyFeW/AfdatnKABpefXDQTIiLAnwHPO+d+Nzr1JPBh+/+H0djlLSfn3KPOuXPOuQuoTP7FOfch4IvAzy2Bn0vAyyLyPfbSTwJfY0nyQV3uB0RkbPfO87MU+czRjWTyJPDzlt19ANiJXPRbRiLyEBrCeb9z7nCOz0dEpBCRe9Akyr/eSl6cc191zt3hnLtga/sV4H5bX0uRz1umZQdJgfei2bj/AR5bEg8/hrpIzwL/aX/vReOCTwPfAL4AnFoCbz8OPGX//050Mb8I/C1QLJCPHwS+ZDL6B+C2ZcoH+E3g68BzwF8BxaLlA3wGjZFW6EP/kRvJBE3GfcrW+VfRjP0i+HkRjf35df1H0fWPGT8vAA8vgp+58y/RJXNuuXy+lb++hLGnnnrq6QRatuvdU0899bTy1CvKnnrqqacTqFeUPfXUU08nUK8oe+qpp55OoF5R9tRTTz2dQL2i7Kmnnno6gXpF2VNPPfV0Av0fht52SPfNIIUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(per_pixel_timings.T, norm=colors.LogNorm()) "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "1539f776",
"metadata": {},
"outputs": [],
"source": [
"from gtemu import RAM\n",
"import _gtemu\n",
"\n",
"screen = np.frombuffer(_gtemu.ffi.buffer(RAM), dtype='uint8', offset=0x800).reshape((120, 256))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e88da693",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb1369328>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(screen)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "034c9362",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cycles: 2708024662\n",
"realtime: 433.28s\n",
"realtime: 7:13\n"
]
}
],
"source": [
"print(f\"cycles: {cycles}\")\n",
"print(f\"realtime: {cycles * benchmark.CLOCK_PERIOD:.5}s\")\n",
"mins, secs = divmod(round(cycles * benchmark.CLOCK_PERIOD), 60)\n",
"print(f\"realtime: {mins}:{secs}\")\n",
"my_cycles, my_total_time_in_calc_pixel = cycles, total_time_in_calc_pixel\n",
"my_timings = per_pixel_timings"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "8fa9dc45",
"metadata": {},
"outputs": [],
"source": [
"original_symbols = symbols = benchmark._load(benchmark.ORIGINAL_MANDELBROT)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "67484620",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Boot reached SYS_RESET_88 in 1006781 cycles (0.16108496s)\n",
"Boot reached SYS_Exec_88 (Reset) in 1006825 cycles (0.161092s)\n",
"Boot reached SYS_Exec_88 (Main) in 2037968 cycles (0.32607488s)\n",
"Program was ready to begin exectution after 3961067 cycles (0.63377072s)\n"
]
}
],
"source": [
"cycles = benchmark._run_to_main_start()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "56492aa2",
"metadata": {},
"outputs": [],
"source": [
"cycles += benchmark._run_to_function_entry(symbols, 'CalcSet')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "2c796727",
"metadata": {},
"outputs": [],
"source": [
"pen_address = symbols['Pen']\n",
"\n",
"def get_current_coordinate():\n",
" \"\"\"Return the current screen coordinate based on the Pen variable\"\"\"\n",
" memory_address = read_word(pen_address, signed=False)\n",
" offset_in_screen_ram = memory_address - 0x800\n",
" page, offset_in_page = divmod(offset_in_screen_ram, 0x100)\n",
" return offset_in_page, page\n",
"\n",
"call_and_a_bit = asm.symbol('CALL') + 1\n",
"Emulator.breakpoints.add(call_and_a_bit)\n",
"\n",
"per_pixel_timings = original_per_pixel_timings = np.zeros((160, 120), dtype='uint32')\n",
"\n",
"calc_pixel = symbols['CalcPixel']\n",
"total_time_in_calc_pixel = 0\n",
"count = 0\n",
"cycles += Emulator.run_vcpu_to(target_vcpu_instruction)\n",
"while in_call_instruction():# and count < 120:\n",
" if not calling_function_of_interest(calc_pixel):\n",
" cycles += Emulator.run_vcpu_to(target_vcpu_instruction)\n",
" continue\n",
" cycles += Emulator.step_vcpu() # Complete CALL\n",
" \n",
" # We are now at the start of a call to calc_pixel\n",
" return_point = Emulator.vLR\n",
" coords = get_current_coordinate()\n",
" cost_of_calc_pixel = Emulator.run_vcpu_to(return_point)\n",
" # Ignore breakpoint inside function\n",
" while in_call_instruction():\n",
" cost_of_calc_pixel += Emulator.run_vcpu_to(return_point)\n",
" per_pixel_timings[coords] = cost_of_calc_pixel\n",
" total_time_in_calc_pixel += cost_of_calc_pixel\n",
" cycles += cost_of_calc_pixel\n",
" count += 1\n",
" cycles += Emulator.run_vcpu_to(target_vcpu_instruction)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "07cc45af",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cycles: 7,439,242,573\n",
"realtime: 1,190.28s\n",
"realtime: 19:50\n",
"total_time_in_calc_pixel: 90.24%\n"
]
}
],
"source": [
"print(f\"cycles: {cycles:,}\")\n",
"print(f\"realtime: {cycles * benchmark.CLOCK_PERIOD:,.6}s\")\n",
"mins, secs = divmod(round(cycles * benchmark.CLOCK_PERIOD), 60)\n",
"print(f\"realtime: {mins}:{secs}\")\n",
"print(f\"total_time_in_calc_pixel: {total_time_in_calc_pixel / cycles * 100:.4}%\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "2857f063",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb314cbf0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(per_pixel_timings.T)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "09ed8c22",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb04b5670>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(per_pixel_timings.T, norm=colors.LogNorm()) "
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "916934b2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 36342, 52676, 36282, ..., 36282, 45689, 69408],\n",
" [ 64887, 61950, 37950, ..., 58515, 44276, 37094],\n",
" [ 52794, 37150, 45059, ..., 38626, 56319, 37950],\n",
" ...,\n",
" [ 79083, 109721, 99374, ..., 101203, 103278, 101889],\n",
" [112865, 89096, 102853, ..., 97863, 97882, 91509],\n",
" [ 82959, 107653, 90359, ..., 106833, 90513, 104433]], dtype=int64)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time_saved_per_pixel = original_per_pixel_timings.astype('int64') - my_timings\n",
"time_saved_per_pixel"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "8f3b91a7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb1ffe2f8>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(time_saved_per_pixel.T, norm=colors.TwoSlopeNorm(vcenter=0))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "5ab0127c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb18eb478>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(time_saved_per_pixel.T, norm=colors.LogNorm())"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "8bba2aed",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x28cb22f2560>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(time_saved_per_pixel.T < 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "48db7521",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "PyPy3 (Multiply)",
"language": "python",
"name": "pypy3-multiply"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}