{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#### 计算均匀介质中的走时场" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pyfmm\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "xarr = np.arange(0, 100, 0.08)\n", "yarr = np.arange(0, 50, 0.05)\n", "zarr = np.array([0.0]) # 二维情况\n", "\n", "# 慢度场\n", "slw = np.ones((len(xarr), len(yarr), len(zarr)), dtype='f')\n", "\n", "srcloc = [10, 20, 0.0]\n", "\n", "# FMM解\n", "TT = pyfmm.travel_time_source(\n", " srcloc,\n", " xarr, yarr, zarr, slw)\n", "\n", "# 真实解\n", "xx, yy, zz = srcloc\n", "real_TT = np.sqrt(((xarr-xx)**2)[:,None,None] + ((yarr-yy)**2)[None,:,None] + ((zarr-zz)**2)[None,None,:])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAEjCAYAAACSDWOaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddVhU2/eHP2eAoVtswURUFBEDxBYTuxW7u7u7u7sDRRFbERQUVBAkBUE6pRtmmFi/P/zh15sysAe99/I+D8+jMPPuPTNnztln77XX4oiIUEkllVRSSSWVVFJB8H52ByqppJJKKqmkkv8WlYOPSiqppJJKKqmkQqkcfFRSSSWVVFJJJRVK5eCjkkoqqaSSSiqpUCoHH5VUUkkllVRSSYVSOfiopJJKKqmkkkoqlMrBRyWVVFJJJZVUUqEo/uwO/B6pVIqkpCRoamqC47if3Z1KKqmkkkoqqaQUEBHy8vJQs2ZN8Hh/P7fxyw0+kpKSUKdOnZ/djUoqqaSSSioQ/SZVIMwWID85/2d3pZJyEh8fj9q1a//tY365wYempiaAr53X0tL6yb2p5O8oEghx6NwVRGeJkZMShz4d2mLc8AE/HPH+DGISEjFy8gx07jcIW2dPBF+xYg99kUiEvnYTULN+A1zcsblCZvVW7NwN76AguF69DJ4c29t3/hycXF3w6up1ub0uG7tR6DmgH5aPHMvcLRaL0aJHF1w+ew6tGzRm7rceZouly5dhcNsuTL0JKUnoNXYo/J++hpICu+OZiNCqtxXuXL2F+gaGzLxSqRSDBg2Cg4MDlJWV//D3i0lXkCPKwZRaE6GhqFFqr0+QNzYeXIWH51yZ9RUA+o7qgIO7j8DY0JyZ88SFTRCI07Fo2hFmzjdeD3HrzgEc3M3u9QcFuuHsubU4dMhDpufl5uaiTp06367jfwv9YuTk5BAAysnJ+dldqUQGvP2DqdfwCWTWpT/deO5FqRmZP7tLf0AqldLzgHBq0qkXPfN491PaP/bIhSbtOkTFInGFtLn96g1a/+AJSaVSubYz/+ABOuXjJTd/ZnY2dVq9mJLycuXif+r5imyPbJHL+xQQFkrdts0jiRzc03esoKsBLsy95+5eoaU3tzJ1pgsy6MqtKxQUFPSb35e852mCNNoasoOeJjvL7B44pwdlCFKY9LOE248v0l77eUyduXlZNGmxBdPjTCqV0sQZTUkiFTBzEhHNmGFCUmmRTM+R5fpdOfiohCmCYhGdsH9IdZqYU/dBoykiJuFnd+kP+H/8RHXNWtPGExflflH+M2atXkfNbXpToYDtyeKv6DtpCk3ZuFmubUilUmozcgTdeOEqtzaCEuPJfMxwuX1mq26ep83Xz8vFvfOZPe24c5G5t1giol47Z5FQXMzcPenSMkrM+sLMdy7qIk32nk5HPY5TpuB/Nydi6f8G4o+SntDmj9tldoem+9ORZ9uY9LMEqVRK+55MIKFItgvwj3j5cSOFx3swdYbHH6PgiOtMnUlJRygq6ppMz5Hl+v3rzY9X8o9GWUkRM0faIvajL8aOHonjj7zQod8IPHZ99bO79g2zpo3x2ect6ho3gfXQsYhJTK7Q9o9v24yBvXth/J6jKCwWyb29e6dP4t2LFzh421FubXAchxu792DhggWITk2RSxumNWujKl8FS44flot/Sc9BOLZnH1Jzs5m7J7fpgcM79iBfKGDqVeIpwiCTw/oLB5l6AcBEXBPLDqxj5qutWgsSkiAwJwjr/TbhcfJTEBEUOIVvj1HmKUOB40FKUpncDbSa4timcygWC5n1l+M4RLgXw/7JCWZOAMhPqI/9RzYydRbntcLWzduZOjMyWmD7tp1Mnb+hjIMiuVE58/Hv44WnN7XuZkv9py4j75DIn92d33Dj3iOq3qgpHbko2wifBS+DQsm4Q1dKzcqWe1v5BQU0/epNcnB/Jdd27rm9pPH210gkls+yUkFhIXVYPJficrLk4t95/hRNuXhYLu75OzfQypsnmXuzcrLJuLclCSUipl6RSEQNOjSjvOJCJr40QRpN8Z5OMUmxNHq7Ha0MXEurAtfSixQ3isiLpJj8GFoRsIacEu6XyT9t5QQ64XiASV9L+BwdSl2GNGfqlEgkZNGhFoklQqbeDl1rU5GA7XJ31y41SCwuKPXjK5ddKvkl+ZKZS0OnL6UGZu3owk2nn92db8TEJ9Dk7Udp9qbdJBZLKrTt41euk6F5G0rLyZN7WzEJiVS9qSm9+xgi13bm79pJo9eslps/PO0LWUwcI7fllzFn99HzAB/mXqlUSsOu7qLErHTm7vtx7+m09wPmXvckH7ryiZ13ju8CepfuRfn5+ZQjyKGHiY9oZeBaWh6wiiZ5T6N1QZsovqBsS7Vp2al0MoT98uJVn5WUU8xu+YmIyMVvLyXkvmTqfOt3kJIyHZg6vb03Um7Oo1I/vnLwUckvzcfwSBozfw1N2Xqart99/LO7Q0Rf70bGzl1MJlZdKCElrULbfu7tSyP3n6b4VPm36+HjQ037DaSMAjZ3s3+GWCymBlaWdN3ludza6DVhLC09IZ8Zile+76l+d2u5DG52nj1OvRdOZu7Nzs2h2m2bUJGI7d20QCigupaNScDIey7qAh0OP0rh4eE0f/58IiISSoQUkBVIcQXx5fbbTulG/pHe5fZ8j6PLBVq1fwpTZ0JKGE1ZZM3UmZuXTHOWWDB1pqV9pC1bOpb68ZWDj0r+EXz8HEVWPQeSSZuOFBQR+7O7Q0REFx3u0sjtJ8kz4GOFtnv17n2qY2ZRIQOQkC+p1HnuAioqZh+kWEJkXBwNPnuSUuW0OyUvP5/azJwst90vvaaMo5PuT5h7pVIpGVmaUXgK+0DsCavm0fLTu9h7V86gLVf3MXEFZ3+k+R8WERGRra0t5eTk/GGQJ5GWffbxxsPLZLdscLn6+HuKigqpZee6zAej7boYUX5RBlNnZxtDystnN0sjlUqpc+fqJJGULjhelus3R0Qkv4gS2cnNzYW2tjZycnJ+2TwfQmExkpJTQAp8xCckIiY2DoWFRTCzsIT7y+coLCyEQdUaqF6zDoID3kNJUREtWlpALBIgPzcbujpaaGNhAZGwENUM9KGszP/ZL+mn4hMUCse34Xh55yLOHNoDU5OGP7U/yemZsOxqg4lTpmHTwlkV1u4Vx3s4evsenp09Dh01Fbm2tXDzFnwIC4f71ctyy81x5+VLbNq/DwH3H8iljZDUZMzathluB48z9xdLJBh8fi+uj50HbVU1pu6ALzG4FumN3dYjmHqzc3OwwPMszvVaCEWewo+fUEpSMlKxxu0QzgzZyuR9zizOhB5fD15eXjA0NESNGjUAfM0vUl6/VCrFlL3DcHrpDSjx/phLpKys2DcJ0ybOQkP9tsycRy4sg5l5Q3RqOYOZ8+S5hTA1M0KH1ouYOXfuHIZhw0aiYcPhP3ysLNfvysHHd0gkEmTnFcLz3Qe8eeeFhMRktO4yEGcObISgqACGxmaoVa8JvFwcoKGhhW79RqIwJx3pX+KgqakJ28Gj8cbtCTgCqteqjZq1DeHr5QmRWAwTUwskJ8Xj08dA5BcUoEu/sbh79RgyUpNRvU4jNGxuiVcPLkJJSQl9hoyDpooCRIIcNG1sjP59e0BbQ/Vfn27+zqPnWLZyNUZPm4u1M8ZAVVnpp/WloLAIvUeORa/Rk7BqVF8oVFDitNDkVIybtwiPzxxDVV0dubY1cMYs9Bljh5mdO8itjR5j7dCiXTvsmzdfLv72QwZiyKhRWDpiNHP3kj3bEZ2VBsftB5i7m/bsgLNHT6K9sSlT76LDW6Clo4VN4xcw9S48sQ4WJmYY13UYU+/6veuxbtE6KCmw+647eF2EsKAYY7tNZ+ZML4jF+YfbsXzkKWZOkbQAFx5OxvQBN5k5xdI8PHafhAFdbzNzFhdH4uPH3TA3//Frrxx8/ACplODm8Q5uHl7Iyi+GRFETT2+fA8dxsBk0Hhp8QJGEaGzcADZdu0BHUxlaGmzvfv6KrJx8pGflI+DjJ3h5v0dUdAyaWdnC4exuCIvyYdzMAj379ENuahQ6W7dDB0sLKCn9vIs0a6RSKdwDIzFzxgwMGdgf21Yu+KkZUy8+fok9O7bB/cEdVNHRrpA2T169gd2Hj8DX1Rm6mqXP9CgrRIRBq9djSEdrTOjbWy5tFBYVYdLlC9gyZBiMDaoy939JT8OOAwdwaNtfbzMUiMX4mJECDhxaVatZardYLEZdKwu8fPwMjQyqs+juNx64u2Dd0b3wd3jK1JuamY42/boi0sOf6exHQFgwJiybBv/7b5k5AWDi8omwsGqNeYPnMnPGJEZj5MxB8HoQwMxJRDDvVB9vXYOgymf3nezUuxEc7V1QRceImbNrz7p4cNcLGurVmPiICF271sCLF4ng/eCYkun6XbaVIPnBOuajuLiYQiPjac/xK2TZ1ZbqmbSieTtvku3I6TR/5Ta6+9idsvPkF3zHmszsfHJ9G0DzVm6lzn1G0NglB6hjv/Fk1bUfLV27g+K/ZJFIxHbL3c8gL7+Ahk2aTb0mLaGP0Uk/tS/HLl6jOs0tKDaV7frs37Z59QZNPnmVCgVsAwh/T1xSElVvakoBkVFyayMoKoqM2luRUE7HZVFREd2//8ftmSkFeXQjNIAWvXhI1tdPUbdbZ2V2ByTF0hxnexbd/ANTLu+l4Cz2x/b8I5vofgT7DL595w+n8Gy2sVmR8ZFkM7MHUycRUcfBbSkqLZypc+GGiXT2LtuYmj1Hl9D+M3OZOrfvmUKXbixn6pwxoz35+9384eP+0wGnubl5dPvBczp58wU1MG1D9ZpY0IwVe+ji7ef01iewwrdSVgRisYQ8vQNp+6FztO3MY6rbxIIamral5VuOkKfPR8rLL/0+7V+N1Kw86jhgDHUdOJpS0n9eyvZPMfE0eM1euvvcrcLaPH3biZp37y23i3YJT9zdqe/mHVQoxwDUKStX0LDlS+XilkqlNGjQIIqIiPj2O4FYRDdCA6jV5aM07vEtsg8NoEbn9pFXkuw7Kkx7d6V73mwzUhIRhSXHUesJg5h7C0VC6rp6AvMAyejcRJp/bQNTJxHRsYATFJzINsA7KjeEHCPYZqvNzk8jp5h1TJ25eZn0LGw6U2daRiy9+TiBqfPz56cUHbXqh4/7Tw0+xGIx3X30nE5cd6ZO/cZRA9O2NGrqYvIOjqGcvH/uRbe8ZOXkkYtnAC1Yf4jqN2tLDUzb0OUHb8j1lReJ5ZQASp7sP3GB2g+ZQs+8KnYXyvdERMdSnWYtaf/5iktINnvVOuo0egJJJPJNA3/7tSd1HMv+glWCRCKhcSeOkV9Solz893y9aOCeLSSW/O/mIi4ni2wdL9Gd8GAiIlru/oQmP70js/uN/we5bb1t0acLPfB5zdzbdexAuuB6l6lTKpVSQ+tmlJjFtobK9Uc3aPDCIUydYrGYmlg3IDHjxGvdhrakL1lxTJ1jZ1tRQmooU+eM+S2poIhdPhmpVEorVpj+8HH/+sFHWnomnb3mREt3XCBD45ZkM8COHJ96UKFAfndu/3Syc/PptV8k9Rg0ngyNW9KQiQvpySs/Ss/I+tldKzWCYhGNnrOCmrfvTuHRP2drblZ2Dg2cs4Kuur2vsDbPOrvTsjNX5d5OpyFDacmBQ3LzJ2akU512balAyL6mzTzXB7Ty5WMKCAj4zSDhhP87snv0dbo4IDWZ6p3ZQyKJ7LOfK+9cpmdxYcz6W8IrX28acIh9Qjb/Tx+pzxw75t5Nx3fS9N2LmTqlUik1smpE+YJ8pt5RcwfTzReXmTp3Hl9Fm4+zLTZ39Nxa2nF0KlPnxm1jyd5xA1PnyJHNKC72zd8+5l85+IhLSCYnV19q32skNWzejuau2E7xX7J+Tif/BUTEpdCWg5epgWlbMmnZnhydvSkzWz45E1jj8OAZtetnR04e/j+lMJxUKiXbCdNp2MyFFdZ+x4FDaOZGtoWzfk9hURH1W7OBgpLYZnP8noVbt9D01ewvto7hwdTpxinq1q0b5eblfftctr9zo/GPHShP+DV2ZobzXfJLkT3OIqeogOr16EjFcpg1nHF5Hz368Pcn9bKQk5NDaWl/zBsjlkqoqIyF6ARCAS31PkAixjMKV99cI9ekl0ydQZ8DaLfLSqbOjKw0WnmG7SxNVnY6Ld/Thakz7LMvbT/YnanTwWEr3b83/28f868ZfBQJiuma0wsyNrMiY7P2dOr6Y8rIZjs6roQoOi6JHF39qXm7HmTSsj3tOXqBhMW/dtBqsVhM01dsoWaWXSkiuvyZEWVFKpXSgLGTafjCNb+Z6pcXxcXF1KKLDdm/Zh9I+D3peflUr0MnSs2WT70ZqVRKb9789YW2PO9lm6vHaM3NK7R3714iIkrMyyHLaydohxebOJ0h82bQstPss6q+fP+Wmg7oxtzr6+tL8+Z9vUvPFhbQi+QgWvD+Ao18fYDmv79AmwIdKEso+9L0xLUz6bDTGaZ9zRfkU+dJbC/ARETjtwymjDy2ifv23p5FnxMCmDqvuc6gxFS2ZQ/e+FxkusQulQooIODvB17/iqq2HXsMQvseQ8ApqePZ/dsI8/fE9NF9oKet/rO79q+jbp0aGNzNDIHvnPHQ6SYUVDQxYtZGtO7YG+ev3YZEIvnZXfwDSgoKOLVzLTasXo7h0+bjpX9EhbbPcRzuXTmHMaNGwnb6IgjlXJ1WSUkJvi7P4OT+Breev5BbO/oa6pg3aSJ6jp0AksMufI7jYGFhgbFjx0IkFiMqKxMfkpOQVlAAAOXKpzK9eRv4KIjxpmF1THp0C+OeOKC2hhYmNG317THxudnw+ZKAQlGxzP4zW3biXVI0BGK2n3WX1pZQ4SnAO/4zU2+rVq0QlRCHtT7XMfT1Pqz0v4G36Z9hoVcfrfTqIV2Yh01BDviUkyiTd/XUJTh16jTTvqorq6M4U4j3ET5MvbVU6uHErUNMnZrCBjh1dR9TZ1aMAS7f2s/U+exBNN6+/ePW6GJJGjILnZFd9FImH8cpY8UKXxQUsKkC/svm+Xj+0hM2Xdr/7O78p/Hw8sOu/cdQu3k3FCX5Y/WS2TBuUPdnd+sPFIvEmLZyKyJCg/HI/iJ0tOSXG+PPWLp5B566vMC7Zw+goSrfzKTR8Qlo37MP7t25jbZNG8utnSXHTsDc0gpjLVrKxX/06FGIeDx4VtGBf8oX9GrQCKkF+eherwGqa2iiR/0G4DgOajLksBFJJfBLScYuT1dEh4VhfG9b9KrbCE30q37LnnnjUwDsPwVhcMOmmGja6sfS33Hq5RMEhYbg6OwlMj/370gsyMbGF/Y4038mM6dYKsGSdxcRKUzDCKP2MNaqgaj8FLxJC4dd3Q6wMjDGSr/rUFZQwqYWP85e+T1Tjy7BuklLYaReg1l/bz+/Db+MQGwbtZmZMyU9GRNXj8ST06+YOQuLCtB9SCu8fRLGzJmdk4GBo9vC/XEkM6e/vz/u3j+J6fObIU/4HnpqttBR64bI9IUgEqFIFAk9tb4w1F0FBV7p8ljt3j0eDRsaYsiQrX/698o8H5UwRVgsot1HzlHjltY0YvpqeusXRpIKWGqQld1Hz5Bpxz70KY5tNH5p2HnsNE05eJlyC4rk3tZr7/fUcfoCypRjcTiJVEpNe/YmNz+208vf/BIJPX78mOY/eUgzHjhRnlBITyPCacdrN9rk5ko9Lp+nSffuUGZh2V7joiVLyNXV9dv/S2JA8ouF5BAWRO2uHS+Tt7CoiKqZN6OMAvZViBt3syLPsCBmvo/Z8TTO8wiNWjuHhML/5Yu5HOVOE94cIyIij9RP1MtV9lgiv/iPNOnAQmZ9LWHW1TkkZFwc79LH/RSTHvHjB8qAS8JhSs5jG4D8PGQxFYrYnbsExUn0PsqGQr+Mo8TsExSQ2INCv0yksNSZlC8MpuzCVxSQ2IsyC1xK7UxMDCJfn3F/+fd/xbJLJb8OfCVFLJs7GZ/8PLBv81IcO3MJdU3MsWLDbojFv86SzLI5U+H+0AGLN+3G3DXb5LJs8FesmD0NPRrXQqsuPZCdly/Xtjq0aY3Dq5bCZvR4CEViubTB4zic27kddpMno0AgZO/n8dCtWzeku72CW0w0NPh89GrQCIssrdGqRk3oqqrCPSYajz7LdneZJSjCnfBg9Jg+CRYWFpBKpRBLpeA4DkQEdSU+BjVsCmUFRTyNDpe536oqKpg8aRK237eX+bk/YsvKNVi8dR0zn1gqQaogB+1rN4WDg8O332spqUFDUQUSksJAWRNVVbSRIcyTyW1Wqwle2j9BnrCAWX8BIN8/D+cfX2Dr9OOw59RfZ8AtC5mB6ti2j91nBQBfPhngzJVtzHyZhQ+Qn1cISfZw1NSeicZVL6JYkgQ1pcZQ5zeDtmpHqCo1RK7gTamdNWua4sHDYEil5T/vVA4+KpGJ2tV0ceXYNvh7v4ayuhYmrT6J0ZPnIzkl/Wd3DQCgp6WOu8d3IC4mCh0HjEGBQPa1/bIysnc3zJoyCdb9hqJQKN92W9atjfbNm6H3xGlyG2RZmptj7Zo12OXqztwtJYKysjIa8JWhr6CATe4vcNLHG+OcbuOkjzeqa2hioWV7WNSsJZNXXYmPpe5PMO/VUwxxvIyl506gWPL1RFlSG0kklaCBth4iczLL1PdtcxfjU2YqUnOzy/T8v2J4D1s0G2yDxEI23ha6RpASoUGvtiiUCJFVnA/vjAgcD3+GFjqGUOB40ONrYHWzQdBQlG25kOM49B84AOdd2Q7CVs5cgYuX2A4+Jg2dAXfn10y/JwO62cHz5Xumzh4dxuL+3SfMfBLKh6JCNTx0CgEAKCvWhJZKO+QJ/xdXo6RgALE0VyZvaqo6AgPulLt/lYOPSsqEno4WNi+fifPbZ6BZ0yaw6twD20/eQXqmbAeyPODzlXD/2jns3LIRQ+aug7vXhwpre/GMyTh97CjsNuxDTn6hXNs6vGUD6jdogOte7GpY/J6ZQwfjtf01nLn3gKmXx3EQisWwHDMaHBHsg4PwOi4GjfWrYIp5ayyybI95ba3QpIqBTF6+ggL6NTBBy6o1MLRla9zPT8dgp6s44OuJqOxMfCnIg1t8FIIzUmBZo06Z+s5xHFpKVDBzx8YyPf/vsK1qgqnrljLzTW9kg/Nxr+BSOxOr31zB3pAHMNeth8F1vlZn1VPWgIl2LSiXobDb3hXbEKWcyqyvANC0QVMMXz0S2cU5zJyqKqqYtHQM4gvZxVMoKytj0FgbpBaxC3SvZlAbzVrVRrGEzWtX57eAhnYWCou++qQkhFQqgFiSiaj0FYjL2o70grvQUe0sk7d//zHw/eBU/g6WerGngqiM+fhnIpFI6F1gNJm06kQ9Bo6hiGi2WQDLim/AR6pjYkY7j7FNtfwjdh07TcbtOlNeoXxjQKRSKVkOGUX2zq4/fnAZiU9KpurNTCkxnV1tmyJRMY1wuEG21y6R3W17qndwLx31/u02YqlUSpGZsrf5Kj6aLK4cJSKit++96aS3Bw12ukqtLh+l3rcvUL0ze2iOy33KKUeys+LiYqpp0ZzSGcd+SKVSqtW6GSXnsCklIJFK6GN2PO3zcaTux+bTwwRfyhJ+TVcgkpR/G6bl4C7k9vFtuT3fc9ThGC08wDaR2ftwT5q3bzJTZ1CcB+2zZxv3Eh77hgKCvZm4RJIcCkoaSP6xdpSQ7kQJ2cfIN74dZRe9obCUGRSSPJrisw7I7JVKxRQT/ee1Y/41eT4q+Wdy8oI9DZq2jlbvPkcJSRUf/Pl7cvLyaN6247Th5M0Kre2zef8RGr56JxWL5JvOPjI2jqqbNKNPMfIb8Nk/fUpzbtxm6rwc4EeXA/woNjuLrNaspEPPnhLR1wvw8ffvyPzUUepy8Sztf+tBWUWyBZ62unyUHkR8TVm9Z88eiomPp08ZqWQfGkChGalM+v88KpR2vHvGxPU9e+3P0xaXHxfxkhU7OzuKTU+mLGH+b5KMlSdR3s2njtR7zlAW3ftGTl4ONenShGkCP5FIRE2sG5BEyu77LxAUUasu9Zn2MzY2liZP/uMgqUiUQUn5ryilQLaBXk7RO3L160qvQs3pQ7wVpebdIiIikSSXCosjSSL9Gtwr62sYPHgw5eX9ceBdGXBayU9lxsSRcDy1CbX01GDVuQemzFsNYbF8AiNLg5aGBg6vnoXkz4Ew79QLGdkVszS0btFcjO/XE52HjYVYjrlS6hvWweWzZ7DtkRsExfKJNRnZqxe+vHuDHZeuMHOOMW2BcS1awlBbB3vHjkd4ZARO+75HUn4e3sTHYYypGcY0bwGPuFic8PGWyT2wYRMc9f+a46BDp07YtX07GusZYKRJC5joGYCIIC3nen03I2McmbsMaXnslggAYPGIiXB2c0VRGXKR/B1nLpzD+Th39HPbhU1BDrgV+xZR+SnfYmEAyBzDMLznINTu1BgCCbu+amlooUPfjojOi2HmVFRUhGXHNvCJ8WTmVFZWQfUa1RCeyG5Z19DQELmCWIRmnIVn8lzE5N6DQJwJn9Q1CM++AO+UVfBP2wmxtOiHLiKClko7mNQ4BIczhmhR0wUGGl+3VCvyNKGqVB88jv9tG7osdO3aFW5ubmV5id+oHHxUIhc4jsPsKaMQFfIBlu2tMWr+DqzZegBSqfSn9enU3q2YPmU8xizZiqSMihmA9LMyR7MGRug+Uj5Ju0roYW2FJgoi9J82W25tnNqwFod370b0lxQmvpKEYk6fQjD1hTN8lXi45/8B0x44oVAkwry2lpjWqg1WdugEh5BgmdyzW7ZD+5pGEEklsGzbFg0bNvx27JWcbHkynnB/D4/Hw9jRYzBvL7sdCsDX746hSAWbL59g6lVR5MPlqTOM1KpgaoPueJ36CftCH2Ka1yl4Z0QguShL5osQx3GoL62KI3fPMO3rgnHzcfbhOabO7et2wzfJg6nz5OnjSFcMYuYrEqdi6lZdZAh9UUWlFT5nX8KHtI1Q4Kmihf4StK66BekCX6QX+f7Q9XWHlxQ1qzXHpLEboMBTg0iSDiKCRFqEuKztCE0Ziy95FyCRyhafNmTIEBgaGn77v1SajcLCuxAKdpdeItNcSwVQuezy7yQnN4+GT5hDDZq1paDP8qlsWlriU7PIuE1nuu/yqsLaXH3gJO11einXNqRSKbXu0Zu2nbkotzYcnjnTtIvXmE01S6RSWvzsMU26d4eEQiF1tbGhm/4fqP6hvd9Srafk51G3S+fofWJCmduRSqU0fecW5rV4hEIh9T6ymfKL2eamSE5LJeMBXZn3d8nZndTx8dpv/88rLiL/zBga73mU+r3cSV8Ks2R2RsZHk2mfNgx7+XWZpKFVIxIziEspQSqVMq90KxAWUduejZj5wjIv0tPI4bT3+FIiIiooTiLn2MEUknHy22PeJS+lgLS9pXYWi9PJPWAovYuuR77xbSgh6zBl5D8m/4QuFJm+kvwSOlNkeulr4EilhSQWJdCZM6eIiEgiyaf0tNGUlNiEkpNtK5dd5EVhYRGCQz7jxSsvfAiKwa59p7By3W4cOGaPgydvY/SEeRhuNwuHzjzEnCXbMNxuFibPXIHbj3wxd9EGrFq/G5dvPMLrt8F47OyOkE8RKJZzau5fAS1NDdy6eBRuLo9w2eklLLsNQFRMwk/pS20DHTyyv4i5c+fh2gPXCmlz28IZeHnnGuZt3Cm3NjiOg8vtWwgpEOFT4he5tDGsZw8UhIVg77UbTHwiiQSfM9Jh26gx+Hw+li5ZAkHQR9TT1cWaF8+RWVSIa0EBkBKhukbZM9dyHIeAd9449+wxk36XwOfz0bOOMZYcY5tuu3oVA8zZshrPwv2Y+KT0ddZn1ZBpAI9DZF4Kkouy8CjxA67HeKBALESeqAihuUkyu+vXrosa9WojMZ/dzhdFRUWYtjDFA6+HzJwcx8G0eVM8fHuXmVOZrwI1FXVEJck2M/dXiKT50FYzhLNTIABATakGqqhaIEMQ+O0xKooGKJZhe2xm4TMoa0Tiw0srNNA/gGzBK8Rn70EtnUWoq7sBDascRlbhs1JvuS0qeoKiovsIDHyD2NhYFBRcgESSAD39c1BTu17qfv2y6dVLlZ5VDggExXj+4jV8/YLAU9JEanoOnj20B0ml6NZvCsKCPSEoyEKt2kYYMMQO3p7PoKOtDZMmTVFFXx/JyXFQVuKjsUlTpKZ+QWZmJsBxaNioKdzdXJGbmwcdveqQcgpwc3mEzMwMtGxni7CP75AYEwp1DW1MnLka7187oXHjRujW2Rrt2piBz1es8PdCnlx1uI/Va9Zh256jsOvfATxe+abAy0JObh52XHeBUsEXbFkyS+7tiUQimHXsjtkLFmLu6CFyayf4cyT6jhiF0LceUFdRZu5PzciAWafO+PD6NWro6ZbbN+OhE2ppamF9524AgJiEBCz3cINxteqwDw5ENXV1jDczxwyLtuVqJ/hzOEauWoZgByeZlxf+joLCQjTo0BbRXh+gqsRn5vUK8sPkNUvw8X75avnQ/y8zFYqF+JAZjfU+18FTUoSakgo0FFVQX7MqTLXroJaaHppo1UIVFdnPu++/fIRLwCus6sXue5SYl4jHKc8wreFkZs7AKF98yHPHRLPFzJx3XM9A1UCCvi3Knxo/qeAlgjMOI9SpI6ZNnQllVUX4p21HtjAEeiotoMTTREzuXbQ0WIXaGr1K5Qz5Mhqaym2xd2MkDh06imJxCvyTOsO0+n2o8Y1BJIV/YifU198FbVXrH/pystdCIkmF64vuEIul6NsnGBJpOvT0TiEnJx06Ogalun7/ZwcfEokEb739kFvIw+3bd+D52hVKfDXYDp+DQK/7aNy4MTp3tIa5WVPUqKoDZWXZ98GXBWGxCKnpeXjm/BLBH0MhVVBHWkYevF7dg5KSEqbPWQl1vggtTRugTWszKCgoVEi/5IFILIb9Y29sWb8MJ48cQLeO5bu4lAWhsBid+w5GA5NmuHp0F9OL0p+Rk5uHVdefoJ9pXfTtIL/Xu2L7Lvh+CofLZbbr5iWcdbgD/0Ihjk4YU26Xd2ICFjx9hCVW1qirowt7H2/ciwiHx/Q5KBSLIBCJUE9XFyqK5f8OHnjrhuo8RYxu16Hcru+ZvWszmrVvhzkdS3dBKC2Nu1nhxrlLaFXPuFwer/TPWOx7GTVUdSEQFCFLmI89lhOhraSGmmq60FFSL9exLxAK0LSrOSI8P4LHsZtQN7VpDt+nPlBWZDeI7je3C+4ddoECj80NnVhajMvXzmPyuPIPPoSSbLxJngsl6EExtzV0aogQlXMTratuQUTOdYilhaiiao6meqWP7QpOHggDjZFQkdpCSUkJqqp8BCb1gL76ANTWWYQiUSQi0xejlvZc6Kr1+KGvoOAqCguuo4rBI0gkEggEF1FUeAsGVZ1lun7/ZwYfaemZcLjzCJ9jviCvSAkvnlxBzdpGGD9hKpoYG8KsWT1oaf7aFXNzcgsQk5iJmzcd8eqVGwRCCTraDENMqDt69uiKkcP6QU9X52d3U2be+wfDbvxUTJq9BMumDoGiYsUOqIgIE+avQBMrGywfaQMFBfmuRkbHJcC6Rx88dHJEqyaN5NIGEWHNldtob9oE/VqZyqWN4avWYmCXzhjb68cnrB9xytcbF/w/QEVBEfpqakBgMNYMGYZWrWQv/vZ3RMTGotvo4Yjx9Cp3wOn3CCVi9N69Bq4rdzL1PvnwBl6CL9jYvnwzZfliAe7Ge6OxZk0IpSIs876M1323QOl3F2Aqw86HEnqM7485s2djkGWfcvX1e8Yvm4BOXTpiqu1UZs4h020xbco09Gk3iJlz4MCBuHHjBtTU/legrUicg1ThZyhwSqitZlZqV1qRD4LTjyMuKQgG1fTQTG8OjLQGQCTNh1CSCTXFGuBxpR+Ix2RugEiShnfPzMHj1NBviBHis/eAr1ANAnEcpFQEJYWqMDY4ASWFKj/0iUURyMicCHW1MRhj9xSOjueRlTkeqqr9UCxqBH39nv/twUd+QSHsHR7A0ekhjM16482LWzBuVB+DBtqiX+/OUKmgmQx5k5dfCKcHrnj8zAWKqjWQlhIHRRRg6KD+GDdmcIVfyMuKVCrF0zehWDRvFg7v34VeXa0qvA/r952Ei6sr3O/bQ0nO75v7W2/MXr0Rbx45QltNPpVwC4oEMG7dDi+fPIKxYW3m/rCoKHQbPBQR772gyi/fcoOUCPE5OfiSnwcFHg+mevpIzc2BgY5uud2/p/vY0eg/dAgWDpatkuuP6DnZDn0HDMDCQSOZes3s+uH1uVvQUild5dG/4vuBhW/yZ6SkpKC3WXtmMxXBCWF4kumFZS3GM/EBQEBYAK4F3sDu4exipR65O+HVJ2fsmnGcmfPwmZ2oYloMjToiNNLsCCP1tniWvAMiqQDZxYlorNUN1gZToMj7+xmcks+oSJyKWXMn4si+a9BUL9/SZr7QH7FZWyAszsI7NzE69dCFGt8ENbVmIS3/NghiGGgMh6pSg1I7CwquIy93O+LilKCn3wb6eiooKroDjtNDzVrB/73Bx6fwSBw/eRnJGQKApwIqTsPwIQMwuH938Pn/jsHGjxAKRXC8/xwPH7vAoG5buN47ge7du2He7EloUM/wx4KfTODHMAwbPQHjps7F6rljvm3HrCjmLF+HwLBovLhzSe4DkOC4L1i55wgcD2wCX1E+MT23HjzGhr378fHlc7nE1azcdwDq9Rtg3eABzN1TVq+CopYmTq1czdSblJ6GJa+e4vrgsUyX2UKjIrBy7Rrcu36TmRMApqxfBt2a1bB3ZvnTrpec7pPSUtB5dH9EuL4vt/N7LEZ0guf151BhuEwy4eAkHJ91FOrKbGamiQjbXyzC6m4HmHz++aJ03E9YCxUFLdRWM8OnXFfo8GuBA9BafzSKxNl4k34eHQ1mwEijTan6x3Ec4uPjoaybhiyRP7T5xjBQawsFjg8picHjSn++ICIUFgcjJf8avqQFoIaBBeroLIWigs7/Hw9ScJyCzLNegiJnJCY6QEExCWpqxVBQqAmSNoVB1ZWlu36Xen9NBSHrVlu/gBCaOH0JLdlyi9pY29LqjfspNj5Zzr385xATm0gr1+2hsTO20MDRS2nitMUUEBj6s7v1t0gkEnJ09Scz6z7kF8S2bHVpePw2kEYu3kpFArbbJ/+MmctWU0+7qXJt48j9Z3T6xRu5uKVSKfVcvJw+hLMrWV6yvbSgsJCqmTajtFz22+77z5lBR5zYZmwl+pp2vajoz1PqF4iEFJqZQm6Jsr1XyWmpZLVoPPNtty1tO9GbcH+mzjFLp9Ahx9NMnZNXTaGjjseYOvuM7Uavg9iUJPBJt6cb0XNo3Jz+JJFIKFuYRJciJ5JX2pVvj3kQv4Fep8j2vmRkZNDR61PpToQ5vU6cRe+Sl1JUTtmPWYmkiB48ukRBH93L7PgzHj68/u3f//oMpzGxiThx7h6GjFuFSdPmo0mTJti8uD+8PR5i24ZFMKxd/Wd38ZfByLAmdmxeiisn1+LyqY0wNjbGlFlLsHzbbSxctgXxCck/u4t/gMfjYXA3M+zbtg4DBg/DOftHFdp+H8vmqK/LR1ub/hDIuTrt8V1bQcUCXHF9K7c2ZtvaYMfShXgT9JG5m+M4zOrdA2Nnz2aWRK3k7ktNVRX7Dh3COT/2hQF3L16GPXv3Mk/8FhYWhuXLl3/7v5QIARlJ2OX3Eos8H2Dhm/uY73lfpuyq1asYoJNNVzwP9vnxg2XgwN598CyIZupcPnUhvOLZFjqcO24OHO87MnWOHDoalx3OM3EJpQXQUqqKWprN4OfnB21+DdRSa4GkopBvj9FQqoIiSbZMXl1dXbz3jIAip4oONY9DR7kpUgu94Rw3GIn5LhBKsmTy8XgqEEly4eB0QKbn/RnFxYHIzdkGkegzjh+/CpFIBCIxiEp/vvzHDD5EIjHeB8TCwqoXevcfjsLCXFw7swl+Xs+xfOEUqMlp3fzfhJamOlYtnYH3Ho+wdn5fqKurw6bPEIyZtg4ubh8gEv28FOh/RvfOVvj44Q3yRMroM3wq8grkWyX2e7avXYYBfXpi1o4zEInllxqd4zg8tb8Mx8fPcO/Fa7m0wePxcPH4UdhNnopiMfvPeFAPG9SqWQMP/NlX1x3TtRsu7tiB6BQ2WVVLMKnfAF372+J1AtuLb5X6RggszEROzteU6zyOQ4agELejgiCWSjC/eQdIpVK8TJStGmp7tVpYv2c70752bmyBS9sOQyRhd0yYNTaFqq4GMguymTnNm5ijz1JbCMQCZs4Rve1Qy7L828QBoKpKI2QIYzHabhSAr7tfpCRGgTgdbilH4Zl2DmG5L2CoblFqJ5EEgBTNjTtCSiIIxBlorDsJ7arvgmX1fYjJc8KrxCnIK5bt+LXpOhYhH0N+/MAfIJHEIz//OLKz5mL0KC34+fmB4xQBlH6p+pcffHyOjMWw0TNQv7E5vD6E4vbNS/gU+AZL5o2DqgrbQLT/Elqaati2cTHCgt5i//ZlcLz/BA0am8Nu4nxk51bcRf5HaGpqYOE4G7Rp2RTNLTrALzi8wtreunoJBnRujQ79Rsh1AMLjcdg5azxmzZ6NmGS2F9kSOrVrg9UbN+G0u5dc/PfOnsGhm7dRxLi2DMdxmD5yFKauYRv3AQB75yzE8u1bmTrXvX+GFsNsUSQUfvtdu6qGMNExQPfajdDX0AQ96xjjYWyoTN7+nW2QFB6FjII8Zn3lOA51q9TEeec7zJwAoBInxhEHtunWw26G4tKTy8x8qiqqiPdNQ3hC+WcDa6o2hyJPGXE6dxGe9RofMh0QW+CDDlWnI6s4HsmFH9FCpz8aa3UrtZPjFMBxCpg7Yw0UoYu4/EdIyHdGQPpuBKXvQ4EoHnmiGGQKZUtupqmhg017u6BYVL7jSEmpBQAeVFUHoXv3IDRq5ACptBAc9y8YfDg9fI5Bo+fjwOkn6NSxA6LD/TF3Um/UM6xcUmFNdQMtHN+/BpFhfujZqxfW7LwOC8seuPewYrJ/lobNaxbj+qVzOHXXCxfs2WU9/BGDu7ZDG7Nm6DxgFKRS+cVmN25YH3t3bMPiQxcglsin/s3Uvj1wZN1qvPZjV4uiBFUlJTTkEWZsYnsxB4CFEyaC09ZCYi7bejxV1DVQFB2PB97slryqq2qAp6mOC+fOQSQWQ0oEdSU+WujXwOvkr3ep3Wo1xOsvst2xchyHg5fO4MmX8t+1fs/qWYvg+olt0Omi8XPgeJvtgGby0Mm4eZttIK9xdVNcvHu23B41RR1YG0xFkSQHcWpPEJB5D9YGU2Ck3hp9a65Dl+rz0Fp/tEzOjCJ/eH1ZAc+UmSgsTsOnzFMIyzqLXGEEVBWroZ7WUFgYbIS+Sum38JZw+XgqXry+JPPzvkdRsQ4AgqraUOjq2SMi4iEy0gdDLHYrvYRp5AkDSgJW2nfpT57v/H52d/6zvPLwoQ7dBtHURYfJwcmFJJKKK0X/d+Tk5lFLy+40aspCEosrrk/7L9yijecfMA/6+z1n7znTyPkr5OZ/5f2e6ra2omIRu5oZJQiFQjJq046S5VCXySviM9kuX8rc6/zGg7osms3M55YYSZ2djtOWPbvo/v37334/wvkKbff9GuCYWyygLvdOULagUCZ3XlEh1evejllfSxhzYT1l5LP9zNa9PUrZxX8suV4exu4fTyKGdVm+pCXRwAU25faUnBNyi1PonMN+unz9/G9+XxaS81/Ti/ixFJC2hw7ea0dPovtSQXEi5QljqFiSR1Jp2c99zi8u0+JV5X/dycmtqLDwMRER9e/fl7Iy11FSosU/P+D0yb2raN+u5c/uxn+WjtYWeO16F3s2ToHDbSfUMzbHvsMX5Xr3Xxq0NDXw4c1zqKnwsWy/A3LzK2aJaNHE4fjo8RSjZy//8YPLweT+Nrh1dA8Wrd0kF3/HNq0xd/ESXHnHpmbI9/D5fDy854TNd+4xd7ep3wAfX7ohIDqKqbeHlTUaWbWDXwwbb+ea9aGtrIo4cyO8DgnEu5RYrHj3GO9T49HbsDEAQFNJGc9sp0FbWVUmt4aKKvQ0tfHM/x2TvpagGV+EvTdOM3XyPxVhz+XDTJ2tm7bGY98nzHzVqtRAdzsr5BZll8tTUj1WU6kq7PrPxujh4xBX4AuvjCt4nLgFt2IX4EniVsQVlD5wuqpaO7SrtgvN9ObCquEiqCsaQk2pJjT4RlDiaYD7/9wsVIaA6U7th6Nuo/IvIyso1ESx8Osy7tChI1AsmgsV1dJ/5r/s4KOSXwMdLTXcvHIEPu/cQArq6DdqCTZtPwKxHGMgfgTHcTh3dBdsLOqiResOCAmPqZB2b549gtjPodh8rHxTln8Hx3GIjIqGf1IWvmSzW9//nsWjhmD36hUIioph7jatUR0up0/C9QPbwQ3Hcdi4eg02XGCzQ+F72imoYv6mDcx8G1v3QKqoCLdr87DU8wGiczNxvOMQmFep9e0xfAWFMl041i9diXvhbHe9rJg8F44Ot5k6x/UaifuObAehxqoNceYi41iSh8mwf1r+WJKSwUBowWMcDOiLe/Gr8SnHBRIqRlXlhpCQCE+TtsE7vXSF13icEtSUakKBp4Jqmhbwe/LnwbFlyVOirKwCvpIq8gvLVwhQXW0MFBTrAACGDRuGtLRUKCjIkE253HMvjJE1z0clFUtaeiaNGj+Xmph1oje+kT99Ocb5xWuq17Q1BUckVUh7xcXFtPrUXTpxzUmu7XyKTybzPkNIJGa/PEJEdOfJM2ratadclpFc37ylxl27M/cSEY0/d4YCY2KYOqVSKdU0b0EJmenMnGlF+WT/yoXsNqygkMwUisnNJO+UOLL/7E+XPvlQamHZlyS6bpxNhcVsc9Ase32OUovYnnP7r7GjnOJ8Zj6JREJNujZlesy+8XtNfad0ZeKKyntLp8OH05br48jzw/Pf/E0oKaTPua/oRNhAmZdMhEIBte9uxKSPJaxaP5QePN1fLodUWkxS6decNtnZGTRwYL1/f56PSn4eVfR1cePSEbx7/RTOrp5obGoJp58YmNqjawd8eOeOTfvO4fiFW3JvT0lJCUtHdsXOrRvh5PxKbu00rl0dTY1qYfIKdnfk3zOkd090690XT4LCmLu7WVlizIKFcPscydzdSVMbs9auYerkOA7Hzp+DYzS796KKijpGduyOhJAwXP3kg/Ev7DHy+VXs8n8J54Rw9HtyAfYR/igSi2R2G+RKceA2u50fAFA1QYINJ/YwdU4YOQ7XPdiVr+fxeFh/fj2i8tltj7Y0s0bzXg2Z5HsJyLqPhpod0dN4FqhQFURSSEkCKUnA56mitlpLcBwPGcIYmbx8vjKq19JDgTC93H0swabbELx0f1wuB8cpgeO+prjQ1tZDfp4QUqkM27bLNfSRA5UzH/8sAoPCqF2HvrR+z22Kikn8af3IyMwiEzMrWrXlYIW0FxkdSy27DaS41Cy5tSESich2xmLyj5HPrI5QJKImNn0oM5dtYCARUfyXFDJsa0kSxjMrUqmUDFuZ0+cktu+JWCIhww6WJBCxC2h0jg+nNg4Hqcf9UzT39V1q73iU1no9Jd/UeHoS+4lGOF+hsyFeMnuDPodRi+G9mfWTiCg9K4Pqd2nF1BkRF0Vm/SyZOi8/vEKT1k9m6lx9ej69YZD180LEWPqU8zWo2N39jz6/DEe6FjWD0gWyz9yFZ9ykT0n3f/zAUiISFVNA3DhmPiIiX5/FlJriUTEzHzt37gTHcVi4cOG33wkEAsyZMwf6+vrQ0NDA0KFDkcI4QVAlvw7NTY3x7vUjDO1rgW49bDF+6hIIBMIfP5Exero68PdyQ06RFMdvuDLPXPl76tc1xBOHKxgzeznSs3Lk0oaioiKu7d+KcdNmIVcOCdb4iooY1qsn7BYtY+6uXa0qmhobY+fFK0y9HMfhmr09rn1im61VgcdDm5bm2HH1IhNfWlE+jgZ7onXVOtB/4oO9Vv1ws4cdRFIJbkT4o7dhY3St2RAOkYEyu00bGqProolIys1k0lcA0NfRQ1NrCyQUZDBzNqhTD4U5BcgqZLdFemi3IXj3im3AraFWI9xwKv9MUh01cwRk3UOq4DMOHDiAtNx4fCkKxcfsJ3iYsAHuqcfRULMj9JWNZHanRqhj96795e5jCYqKSti88j2KBLJlSf07BMIGePSo9N/3Mg8+3r9/j1OnTqFFixa/+f2iRYvw4MEDODg4wN3dHUlJSRgypHzloCv59WnRtC4iQn1gUEUP05Yeh/MLtrkDSoOyMh9Hty7E8wc3MciOXbrvv6K6nibG9O2MLrZD5ZaETFtNFUN7dcWgybPk4t+0ZAGkinyEp7Cb0i3h/L498Ez6ApGE7XvToZExLqxei8RMdhdKANi7cjU8EmKYuKLzslAoKsaG1j2gLeUhJiIStTV00LlmffikJQAAutVqgOSiPAjLkGFU1ScWG08dZNLXEuZOmIbTz9guXe44sw/+eZ+Z+dRU1WDZzwqZQnYDrxG9xyAkvPz5Uyz0R0KHXxv2MXPQeb0Id6PW4VXqCQRnPwLAoV+tjWhbxa5M56V2rXohJIjtTq+6hg3h6cXu865duxOePH1Z+ieUZXolLy+PGjVqRM+fP6fOnTvTggULiIgoOzublJSUyMHB4dtjQ0NDCQC9ffu2VO7KZZd/Pjl5hWTZyZasuw6kxOTUCm9fKpXSsLHTafLi7SSRyDcvBxHR4nXbaNP5e3LzS6VSmrNm09/m5igqFpFHaDT5Rcm+9BWXnkntx0ySS/DputNnaeXR48y9aw/sp2HL2Of9mHxsPz16/67cnhxhETW5sYdicjMpICCAXr9+TUREa72e0AKPeySSSCggPYmWv31ICfnZMvvTsjLJqCPbZZLs3Byq16klU+fnhCjqOJHtEpGT/3066cy2eN2Zj9soT1D+a45AnE/x+X70LtGe3BPO0IeM2xSd50W5xeU/Dx64OpIE4oxye0pw97xKDg/nMPMREY0bW1++yy5z5syBra0tbGxsfvN7X19fiESi3/zexMQEhoaGePv2z7MICoVC5Obm/ubnV4WIEJ+QhOcuHvDzj8HOXScxa/YqzFuwBYeO3EeXboNhZd0X02dux4TJG9CqdXe0btsD23c5YujwWbDtNxYzZ6/Dbce3WL9xH86cuQHfDyHIzSuQ+116RaKloYq37g8xfuwoLFxzCveevKnQ9jmOg8OVU+jXtzcGjJ0LMeM779+zb/NqJEaEYsvh8mdL/DM4jsPRreuxY/s2CIV/vqQlFIkRmpiK/Q9lrw9TR18XigW5OHTdobxd/QMLhw/FpZMnmaddXzd7DjKV+SgSyR6w+Xf0N2mODXvLH3ipxVdBm6q1sdPvJcLVAef0GCz2vA/7iAB0rlkfijwemuhWxS5LW9RS15bZX0VHF9bD+yMqN63cfS1BW1MLGurqCIpjN1PRsFY9JIbHQShm9/k31WmC8yfYbrn2vREBB+dr5fYoK6ijtnpLtKs5Eqe33oO53lDU1WgLTSWDcrsbGbWGuxe772gHqxGQ8uKY+QBgxYrSp5BXlFVub2+PDx8+4P37P06rf/nyBXw+Hzo6Or/5fbVq1fDly5c/9e3YsQObNsknoVJZiYtLhJ9/GARCRZw6eRBJSQlobtYdomIBYmICUK1adYweMwNiMaFho4aoa2SEJk0ao03rOtDSVIeevh4UFBRQVDgdIrEImhra6NHdGGlp6RAIJdDUVIOgqBivPbwR9jkdSckp8PZ6ChBhyLAFiI3xhkEVbXTs2B79+9tATVX5Z78lZWL65FGYYCdCv8HjsHPnTjg5XES1qnoV1v7g7uZ4ck8DnfuOhPvjm1BUKH3dAVnZt3ouTNt0gJWFGWys28iljWbNmmHr1q3YsmULiAgcx0EilUKBx4O2mgr6tWqCG54BeBMWi/aNZVtXvnbiKAYtWIZZI4ZAWUnm08Jfoqejg2EjR+Ksqxvm9enJzMvn89HPwgLrz57BnlmzmXkHdu2OpVs2IaOwAPpq6uVybW/XB0eCPLE3wB3ILYCuQA372vfDgLrNAABKvK/HY8lnKStju/TFjsuncGbu2nL183sOHDsCP3ESmqMRM+fgkUMQmvQZLQ2bMfE1MmqI3PRsiCQiKCkoMXEO7TsSJ68dwqT+7JY3E5LiEZ8agTpVGzLxaSo2xuWbB9Cz/QwmPh6nhGP7/DCslwg8Hpv38Y6jDJMHskypxMXFUdWqVSkgIODb775fdrl27Rrx+fw/PK9Nmza0fPnyP3UKBALKycn59hMfH1+hyy4pKel09NglGjpsCi1bdZHaWg0gM/OuNGXaanruGkAvXnpRfr5saZDLQ1FRMbm5v6ftO0/QvAXbaOGS01S/oTk1aWpJW7adpafP3tKXLxW/lFFeTpy9RgPtVtMb708V3vbqLftp3bH7csuZUULAx080cMF2ys4vkovfLyqRxm3c/5vll5PO7+jxh/+9pzvvvqT5ZVwCsvfwouVH2U5nExGJJBLqsmg5FQrZ5qbIyMqiGuYtScw418zTqDDa7+7MxCWRSilHWETPPgXQ8CkTmThLKBIIqFa7FkyXywoEhWTStz0zH9HXc7ynpydT5+0IRwrJCWXmE4vFNP8c290f+y6sISePU8x8xcXF1KlPPWY+IqLJMzqQbwC7JeNnz86X+vot0+Dj7t27BIAUFBS+/QAgjuNIQUGBXFxcCABlZWX95nmGhoa0f3/pEprIO+ajsFBIu/eepC7dBlOvPtNoyvRdNG7CQrp4+S5lZbHfcsiKtLQseuURTEuX7aWmptZkbNKWTp19SYcOX6DUVHbJkeRJfoGA2nXsR0NHzyRhMbstjaVh3fYj1G3AWLnXZnHzDiSL7gPkEmuy4aYzbb3jSgcPHiTR/28JPfzYk/rtuPDtMSed39Gii/epuAwDLYFAQDWamFJiGrt15RLGLVxMC/aUL6nRnzF47hy68YbthS0nL49qWLRkfqyc9PegqKw0ps4OdoPIIzKYqbOJTTsKT2aXyE0ikVCvXr1+8zuhRESpRZmUUlS2Y+3Rm0c0ZpUdi+59Y+mZ6RSV/JmZL1uQTBc82NZpepO4jITiXGa+jxE3KSLxBDNfSkqyfGI+unfvjqCgIPj7+3/7ad26Nezs7L79W0lJCa6u/0s6FRYWhri4OFhZWcnSFFO8vANgN3YOGpu0xebtToiLS8Ga1cvw6MFJnD21HJcvHsCEcYOgo6Px0/r4I6pU0UFH62bYs3sJPgZ5ICT4LTpaN0JAwEd06twPA4fMx9HjjnjtUfG7TEqLupoy3rrfR80aVTFqynqkpldcfM/mVXOhp6WGEVOWyDW+pnOb5jCqWRUzV25m7m7f2AivQqKhrqGBg4e+1lDoYGKE2PQsHHnyBudevMep515oUqsalMqwxKSsrIxF8+dh/vbdrLuOw5s2wMnxDvOdLxf37sVNb7ZbL7U0NFC/fn1ce/GcmZOIUBgSgWW7tzFzAsCJI8fw4ks4U+ekaVPwNNybmY/H46FGzZpwDvfA3k9XMchjGQZ5LMW64JPYHnoRa4JOIFUg2+4VGwsb+L1hm8JfOU8LDs9Kl/68NGjxq+HwWrZxVA8vJuHJS3bb12tWaY+TJ64y86moqJX6sTINPjQ1NWFqavqbH3V1dejr68PU1BTa2tqYMmUKFi9ejJcvX8LX1xeTJk2ClZUVLC0tZX4hZYWI8PSZO/oPGI9+A+fj2g03WFpawue9G3ZsGYEjh9bDprsVFBT+uQleFRR4aGJSC+fO7kFoyFvYX98LbS1lrFy1BfUbmOPCJTe8ecu+eFh54TgOh/dtwsEdS9GlxwCcv8IuA+KPuHX5JLr3ssXmI+xOMH+G/bnjKAAf/hGJTL09zYwhlkhQzcwK2VmZICJ8iE5CB5N6ICLYewZgqKUp7Dq2LHMbS2dMQ9XmrfAxJpZdxwHoaGlh+5GjuOrJeKCgrIKI+w/xwp/tsb5/02a8ykhm5uM4DjMHj8Qbl5dMB7+NNQxwatEGps65QybAPZDd4ENCUrRe2gv22S+QWZyLplp1ocPXRFOt+hhauys0FdVwPOIO4gtLnw+Kz+fDrEtLZAmzmfVzWO9ReOXhxszHcRy0tbUQnxrBzGnVxgZur54x8+lo14aXZwwzn0yUd5rl+5gPIqKioiKaPXs26erqkpqaGg0ePJiSk5NL7SvPsktQcBiNm7CAFi+/RjY9R9PlK04kkkPp8F8dkUhMPh+iqXOXIVS3XgtaufoAZWayq7HAii8paWRq3oHW7zgr9+WQEqRSKbXt1JuWb2K/BPA9WXkF1MDcmlIzZN9G+XdcfOlD4w7b05JLD2nq7lM0YNdFuuTmy7SN6073qU3/IUydRERf0tKoVktz5jEa9o8ektXokUydRERtJtnRl+wsps6xezbS+y+xTJ3thvWlx75sl54adGhJ6Xlsjt2ArHCa5LWZxh6cS7n/X+slJCeKlvsfpg+ZX+OVlvofohuxz2TyOgU50bU315n0kejrueFU+Cam56L7706TT8IDZr68/Gxad7gHMx8R0dQ5rSmvMIGJq0Jru7i5ueHgwYPf/q+iooJjx44hMzMTBQUFcHR0RPXq1cvbzF8iFBbj4eM3GD12DcbYTYe5uRl2bBmO58+uY9zYgVBUlN8Oh18VRUUFWJjXhdvLOwj56I0OHawwdfo6NGtujf0Hz0Iikf7sLgIAqlWtAv/3bmjS1BQ9+k9Ebl6B3NvkOA6vn9+D89PHePI6QG7t6GioYf7MKeg3ehLTu9LRHcwwoYsFYtOyEJ6SjRpKUgxq2xRx6dl46h+GNTee4eTzd3gVWvb6F6MH9kdeWircfNm+P9WqVIFpM1MctL/J1DuiT1806NMb2YIipt529Rth0+kTTJ0Lho/F3itst4muXrYCb7PYzlR17NIZp+6zmSH0zw5HTdUqyHaJAV/6dSdVE616MFSrDpeUrzMsploNEJwjWy2g2lxtnDnBrsotx3G4s9kVH2PZHfemhlawv1X+LbwlaKhrw6CGBiRSdlvM126YjfRsdjNdpeUfu+6QlyfAhImL0Mi4FZ4/d8OxI6sR6O+GRQsmgc9ns23o34CqqjJs+7TDHYf9cLx9FSEhkVi49DLGT1yI+IQ/3/5ckSgoKGDUgHbo27MjWrbuhLAItifRP4PP5+P9q6e4ePMBHjyXPS9GaZk/fRI6deuBR16hzJx8RUV0b94Q1xeOxv31syAOe48LL30w7eQdLL/6GJn5hUjIyMH6m87Y5vgCeUVlS3V/8/JF3CnHAOavOLlrJ3xyCpkOyDiOg0mxGEsZ5Of4nnWz5+JtsOzpz/+OVnXqwf3GHaa5Z/q36QjnB4+ZvqebFq9CYWPZ84/8GbVVqyGzOBejRo9CcvLXpaw0QRZShJmorVoVAKDL14SUZLspatW0FZKik5i+7g5WHeH0/DYzn2HVJnjxgO2F3dslCz7B7JZePn9UxLGjp5j5Sss/bvDh5RWATl0GYtmqM+huY4PICH8cOrAaerrl25P/X6Bx43o4e3oH9u2yQ5MmjdGtWz8sWXEECQnsU2vLyuL5U3Hm1BEcOPsSLz185d6eoqICti0ei1kzZyEolH311RJ2LJ2B5YvmIySS7aBKSUEBEek5iKrREvYefjAy0EENHS3UNdDFlG5tcGuRHUISUnHhpU+Z/C0aNYCvw1U89vRi2u+6tWpC8CkYDi/dmHrnjRyFx45OkDK8EFXV00fXIYPwNoJdtVsejwdTMzM4vHNn5uQ4DqKYFLwK9WfmNNStBscNxyEqQ+r339NSpxG0FNUR3Cwb7mkf4Jbqi7PR9xBfmIJOVc0BAC10GmJSvQEyeTmOw7z985AsYHcTNdLWDgUq7FK3KygowKC6LvKF7GqodGjfGW6vHzLztW87CAEB7Ktb/4h/zOAjIPAzVq29iOkzF2Dxonk4eXQexo+1hRLDhEj/Ffh8JaxaMQufw30wZeIQ2I2bhTbteuLV64qfevue7l3aY+VMG0yaOBmnL7K7+/grGtavi8vnT2PlzjPIL5RPMTxFBR52rF+JoXYTIZWyuzASES689EGjGlWg9fktlvZohXOzhqFAWIxjT9+iqrYGxnduhXvvy16AbefqFVi6hl0CqxIWjbXD5p27mDq1NDTQfUA/vPzMdudHYyFh4/69TJ1nDh7GB0keU6fdiJG4/OweU2ftajXg9M6l3B49ZW1MbTAIKop83Ih5htORd5EpzMWCRqNQS7UqiAi1VauhkWYdmd3KKco4de1kuftYgrFRExSJ2Wac3n54FeJz2c2gDR80Fa1t2N1sq6lpYsTYRiAZZ57KDZMoE4b8PmDF0/MDtbLoTu0s+1BMDNs98pX8D+fnHjTabiUtWnqc3r7z/6l9Sc/IpLYd+9F954rph1fAZ7LsMUyuScjW7D1J11zZBYZ+jP9Cg/dcpjdhMRQYGEhz584lIiL3kCiy3X6eCoXFFJOaSQN2XaRPiWVPSme3dgv5x7EtX09E1HXKNIpKZ5tPJCEri/qsXsnUKRKJqHrL5syPjZptWpBQzC7XjVgqoQnP2CaIs3/xgBZd28vMly8qojELJlJYfAQz5+fYCGo3xIqZj4io01BLCkv4yMx37/k1mr6abQD36Jlsa/BcvDWOouJKV3/t76jQgFN5ER4ejVlzd+HSVVfs3r0F794+hpFRlZ/drX8tPWyscf3qDtj2McfUaXPQtdtQZGbl/5S+6Ovp4q3bfTx4+AizFm6Ue3ttWzRE4/q1MWrKIrm1sXnRdOzZugFBYWwqU1bT1kRiZg7q6OugefPm2LdvH7KysvA2PBb1qupBRUkRmqrK2DfeFo1rlr2uxM4FszF3FfvZjz1r1mDj6XNMnbV0dPDR2QWxaezqnSgqKmLW1k3wTGK7bNa8hRkuOrObOlfgePDacxGfGPZzeJe+iC1gsyQrJSnUFVWwc8lm1NarAYHka62XAnER7OOcsffTVXhnyD5L19CwAbRqaMkcL/J3dLTugHsud5j5urcfgMAPZZ+B/DNSEgTIyIln5stM0YT7q4pLewD8wssuI0aOR9fOzXHq+FJ07/bzEpT91+jezRLBgR5YsWIJVq+7BLux85BXAbtQfg+Px+H4vuX49DEA46Yuk3vhvQsn9kNDWx/P38ln7ZPH47B5xUKMnDiNyWvR11SDmVENHH7sCf+YJLwK/gzbRZvwwCcUbRrWAcdx0NNQQ8Pq5Ruw166ih8KkOASGsn1fWtU1hMv1q8jIZbv8MGrkCOy4wHZQ09/EFKs3bmDqXDV3Ad5nsw347tfXFkdvXWbm43E8fHJwQ1RK+S9yPI6HNEEWLmY7Y+j7VZj/YS9epPjgfWYoXFK8kScuwMlIR9yOfyGze9CEQQhJZhfUPXPiHNS0YhNsCwDqahroPMgUUmIXZNyjVyeERrELlrds2wsf/Njm4PkRv+zg44OvO0YM7/uzu/GfpXev9jh+eBbq1TNEM9N2cH7+ocL7oKioiBfOjmjVuj027bOX6wCE4zic3b8Oy5ctxpv3QXJpo3+v7rDp2RuOHmzWf5cP7AxNVWWMP3oTx1x9oVKtFtpUVcP4zq2Y+Es4u283gj6ULXD1r+A4DkOGDsXm02wrAW9ZuAg5hnWYHivmDRohxi8QBUIBM2fnlhb4+MGP6a6XeWMmwcyETfG2Erp3t8GZezfK7ZGSFC9SfRBWEAt6kIxhdbrBId4FdxJcYWfUGwuNR8POqDceJMl+Qc0NyMElh0vl7mMJtXXr4txWtokI69ZuhKAodtW9J02YAQmf3cxHW4u+mLW0ATNfafhlBx883i/btf8MPB4PW7csQ2DAW0RGZ6BV6x4ICKzYqGiO47Bo5mAE+77AwBEz5DoAUVTg4cSBrRg9dgKyc+Uz27N//RLs2LoFCV/KP53dsHoVrBrcFY9WTsLqId2wb9oILB1iw6CXv8Xc3Bzt2rVDWlraH4JmyxNEu2f1SmQYVGO6Q4WvqIjYW7dx/40nMycA9Bs+DHd82O78UU7Ngb07uxTuhtVqgJeYBZHofzkgRFIJ0gX5SBWUbYZp2dQ5EDctfzl4MUnhke6PYXW6obO+OVopNsRC49GIzE9EZ4NW0OVrwVLfFHniAmQWy1Z2YVjPYfB47VHuPn5PfloR0nLYzUwJUlTw0NmRmY8vqYOtay4w8ykoKGL5HHdIpeXf3VRaKq/wlfwQHR1NzJreAzu3r8fgwSNx7Lgj050bpcHh+mko8iRYvfW8XAcglq3NsXXLJuy97CKXdhQVeJgyahBGTZ3LzFenig7aNKgN84ZG8PXzw9qd+5i4vychIQF7Dx7EmdfvsdzhCdzDo5EvEILH+1oKvizvlQqfj+SnD3H58ROmfV00fTp2nzjO1LltwWLc/8B28DFtlB2uPWS7Q2Xjxo1Ye+4wNvg9gOXD3TC7txUTPS5hoZcD5r67KfMgpI5+dTw/eh0SaflmaPg8RWQV56GhRh0sWbIEIpEINVUNoMxTgk/W1yWTdGE2qirrIkOYI5O7oWEDtBtjxfT72ntAT3yIZvd59+g4EF5e7Hy6OgbIzyti+pq1tPQQEf2Wme9HVA4+Kik1PXt2RNgnH9SoaQiLNj3xXk7LE38Gx3FwvHkORoa1MGHGKrm2NW5Ef0T6u2HjHrbZLUuYNWksqhhUhU8Yu2lT4OsAoFePHrhw8SLSsmU7gf+Izp07w8/PDw8CQvHpSxqeh0Rg5Cl7HHzuCZeQCHAcVybv5qVLsO/wEaZ9HdarN9Tq14NQzO4uroqaOrwu3UB2IbsZsVG9bKHbg91FU0JSjLm0Ey91CxBXkAVj7arQ4auhtb4RRtVrDSLCtoAniM2XLY+FtoIqnvuXf8mglqoBPmSFIT8/H0uWLEFwTiRqqhrgQeJrbA05h/XBp1BNRQ/VVfRkdhdG5yMwht35aMKoSUgsYpdkr2lDM9itsWbmA4BJc7ujUMxudmbAgN7IyKm4c3rl4KMSmVBSUsSQQa1x5PAOjBw1DkeO3ZJ7MOj3zBjfCwkx4Zg5n20A4O85c2grLp49BW+/ELn4rxzbjQWrNkAkZrfmz3EclJWVsXLVapx+zDZzK8dxuHPzJloZ1kR9Az1sHdQDB0bZAhzw6nM0xp9zwLV3/jJ7rS0s0NCyPVLy2O2s4jgO1sYmOO7kxMwJAJ26dsWhm+WPfyiBx+Ph85lbcA1iE0/lmx4HP3EGppt1xf42w3C540QcajcCUfnpqKGmjaOWI5EuyIdLkmzBmSOGDcOrsPIX7utToz3epgdiX+JNZJlwOBt9D+30m2FQrc5Q4hTRRq8pptUfBE0l2XNYVFUywF1Xp3L38ZuPXxvHNrKLR+I4Dle2vkJOQQYzp4F2I3i+f8DMZ9NtGPKK2ObJ+TsqBx+VlIkO1q0RGuINHd1a6Np9FBITUyukXY7j4Pz4FgoFYtx/Lr/aLBrq6rh14zJO3/VCsYj9OqimmgrqGWhg6Ra2CawAYO74UXj66D5SMrOZOSVSKTQ0NODpcA2e/58C37haFdi1a4nG1Q2QWVCIbY9fIjFbtvV6ABjRuRPWH2M7yzTIojXOnGabMnrbsuVIMmC3CwIAhg8ciFP2bGp/eKRGoL5GFbzbewmF6V8zarapYoS6GvpwivUHx3FoqV8HvhlxMnmnDhiNZKXCcvfPuooZxtbtA2WeEmp2NUYbnSYYWacHLPSaYIHxaEypPxC11aqVyT2g20AEhbNL5KWproVigQgShjEQtaobwv39Y2Y+ZWktPHnyiJlPVak+9u5guwz4d1SmB5UBIkJebiGCAsPx+vUbxMbGobV5dzx4dBOxsRFQVdWGVZv+ePD060mvRbNOUFRUxIeAF+DxOAwbPAfhn70hkhSiUSNjDBo4BOkZ8TC3aIbatWuUeer6Z6GszMe4MdbgKBVW7bvi9Okz6N2rvdzbVVRUxMWTW9Gtz2gkxQ3FzCnD5dJOOwszuLi/w9jpS3HrwkHm/tMHdqHDwLHIyi+CroYqMy/Hcehu3gxz1m7G7eP7mTgV/j8AvGPLFnDME2Gd03NkFRQhMTsXigo8NKlRFS0Na0JUht0bA63aYumiBZCuWAoeo+9AyyZNQETILCyAnhqbbJB1q1bH61PnkWfTD5oqbD6vGUNH4fnRbUxcdTX04ZkaheE2Nnj27BkmT56M1KI8pAvyYapbEwBgoKKBkOxkmbzKCkpwO3ADgkGLoaLIL3P/lHiKsK5iBjOdRngR6AEfL38oN/rqU1EouxcA2pq2QatRrcvl+D1TV49FcmEcamvUZ+Lr26sfvuSxK+XQvk1fHD3NLlOwmpomioUVF3DKUUXOmZeC3NxcaGtrIycnB1paWj+tH2mpGXj40BUhHyOgr90IZy9uB8dxsGzdC3XrGSEnNwlGdQ3RrXsXKChKoa+vDYOqen9Z1K64WISiwmJERsYiOjIOGRm50NaqgavXziAxMR71jFpCgaeAuMRANG/eHLNmzYRxk1rQ0FCr4FdeNqJjEnDuogdIkoKtm+dXyEAqIyMLFpZdcOLESfSxkU8uGKlUimatrLFr124M6NWRud/nUwxOXr2Ns1uXMvWKRCJY9BkCjwcO0FJVKbfPMyIWDj5BSM3Jw6cvqdDV0EDHRnVRS0cTxtUNYKSvAyM9nTJ/7n0mT8XcWbNg28ai3H0t4W5IMDKysjDVmt3nNmz+HLSxbIcVY8Yzc/bfsRpHpi1A3Splu+svIbEwGyt9nKBEQNMiVTQzNcXzpFAEZCXgbPtxqKepj5DsZAglYpjry5bKvO+M0Rg32g6ju/QrVx9LiE2Ox8AZI+F/n93201a9LfDk5mNU0y7f+1jCrVeXkJaRhjmD2Xw3BeI8nHu5EnN6HGPiAwCPpDnoUJOd75nnFHS13Am+Qtl2OMl0/S53PlXGyJKelSUxMYm0bs1usrbqQ9Mn7qWe3cbTyGEz6diRa5SclEVSqVTufZBIpBTg/4kO7jtPZ088p3at+1KDui1p6MDp9PyJL0V8jpZ7H8qDSCSiQYMnkJV1f8rLK6iQNiMjY2nmyosUFhEntzY+hUfQ2OXHqbBIyNwtlUqpYYs29M6fXTrnEp77hdKak1eYuF6ERtCY0/a03/k1DT9wllptOszEW0JCVjZNO32BqTMmMZHqd7Rm6vTw86X+m9cwdU7buJqWnzjIxBWQkUDTPK9S5zs7yPrRHrJzP09vU6OI6OuxJpSULU3808A3tN/rDpM+ltC0d2um59XJq6fQ2YfnmPm8At6Q7ZRuzHxERK261mfqGzC6JaVkRDPzXXVYSO5vzpT5+bJcv/+zgw+pVErXrzlR316jqEuHUbRo9lFaNH8TeXr4VchAo7RIJFL6GBRFp4/fo5bNu1B9oxa0ffNFeuXmSyIRu9oQLNm77zTNWXCGomPY1wT5Mzze+FDdRq0oMytXbm2cvHiLBo6ZJRf3o+cvycp2JHOvUCikmo1NKSe/sPwukZgSMrOJiMjHP4B6LVpNQQnJdO2dP612fEZ2Z27SMofH5B+XRMVlrINS26wlpeey/QzrW1lS1Jdkps4++7aW+TX+Gb6hH8lsaF9mvtziIpqxZRW5eHkycwpEQuowZxgzHxHR8c+3KSongZnvua8LHXA5xMwnFovJarA5Mx8RkXXfZpSZm8LMt2TdCHJyPs7Md+vuXtq6e1SZn/+vqO0iDyQSCS5ecEAn636YO+04nj99g8lTJuD5y6vYf2wO9h9aj/bWLX+p2Asej0NT03qYNmsA/AJf4lO4L/r07YTTJ6+gUX1zDLCdgJCgeEgYZkosL0sWT8PkCR3QqZMNXF3ln7LX2soCC+fPRv9hU+SWf2T6+GEI++iHR65sk1cBQF+bLhgwZjJcvdgG0PL5fAwYOBBr95V/KytfUQG1dL8GWyrqGUDAU8TkC3ewz/k1otMzYVytCtLyCrD89hPcfF+2wL+evXpj1zl2iZMAYPGqVXCO+MzUWRwQimuuz5j5Wpk0RYsZdkyynUqJoKmkgmGW3RDg8Q4BmQm4GumFnYHPsNznLg6FvJB5qy0AKCvykeAXDqG4uNx9LCHJORSnr7FLhd/ZrBP8gsq/K6cEBQUFTN01AkIxu8y2i9ZNRnoxuy28vXvZQsSx227b2rwnUtPZ1jH6S8o8xJET8pj58Pbyp2WL99LY4RtpYL8J5Ory9pea3SgrUqmUfLxDaduGy2RUpxkNHjiRPoVG/exufSMk9DOZNG1Pb96FV0h7dx6/p427L8vNHxAcSqMXHSCRiH31W9+AYGrUqgPz4zIvv4AmHLxKxYz67BuTQF33nKEJ527RbQ+v37ZVJCAHnyDquOtUmdyJKak0+njZp3z/jHyBgNpOmsDUefXRfeo2dSJTZ/fJdnTb4wUTV7FETGc/eVCHR3upqeMmav9wN414eYZmv7lBw16cpp7PDtPTMlRtHbRoEj0J8GDSRyIir2Bf6jC2JzMfEZFJpyYkkUqY+UbMHUjP3j1g5nv+/hYduM6u8nKhMIPOPpzAzEdE5Bc9rszPrZz5ACAWS/DWIwzWlgMxa8ZiNGteH5fs18PpwUV06275S81ulBWO42DRxgSrN45DRFQA+vTphSvnX6FrpxE4fPD8T58NaWLSEAF+7jh95ia2bZdPwq7vGdzbAo43z+LUhdty8bdoZgKLRlUwZwWb3Qnf06pFM9SsURVnbrLd6qahrgbRZ1/sPXe13K7CYhGuewXASF8HB0f0xalNa0FEEEkkKBZLoKGiDLPa1SGRSpFWhmKENasaIPHdG3yKY5d8TV1ZGWmhnxDHsNLtyJ59oNPJkpkPAPrb9MS1e2yqij5J+IjLUV7g+8Xibudp8LRdhptdpuKY1SjsbzsM/es0x6EQ2Qu4rV61GtGUzaSPANCmqTn0m9Vi5gOAGrWqwz/Cn5mvnUU7uHu/ZOYzMmgG50eyv/d/hYqSLs4dcGPmA4CF015WSJr1f93gIy+vAPNmr0GDei3g/vId7j+8Ch8/V0yYOPhbKuh/I4qKCpg2YxS27p6A02d34/Xrt7DpPA63rrv9lKq0JfD5ijh2eAnu3LmJJUu3y7UtjuPw/Mkd7N27F/FJsk8tl4Z5U0bg6YM7CPnMfmry8qmj8I7LZ750tHX5Ypw5daLcyeDU+Erwi0/G9E5toaOhjhYtW8Lb2xtKCgrgKyoAAK55+aNpjapQUlAoUxudWrbAjpOny9XP39N/wABcfPaUmU9RURGZHl7wDv/EzDmh3yBkqpT/dFwgLoZ9tA8GGZrBWqKP9E/RICJISAopEeqo62KwUUskF+VAKJHtAlMLGjiykt3Am+M4GFQ1QGouu8Rb63atR6EOu2WSvl0HQLEqu5u4hoZNICwuYubjOA48jgexRMjMWat2dUTGsC0l8Gf8awYfmZk5mDdrPdYuvQ5VNXWEhvli5boJ0K+i+bO7VuE0Mq4Lhztn8OzFZcTFR8G0aVtMmbQEgiJ267WyoKamCq93z6GgpI0z55zl2lZVgyp49fIZlq4/DoGQ/evl8/k4fHAvDlxgl1mwBMNaNZD3+T2OXWE7c1PPsDY69xkA/+ikcrsMNNXhHh6N7EIBli1Zgvr16yM1Nx8PAkIx4bwDHD98hG0LE+iolW1775IpkxEcFVXufn7P1sVLEMWxHdC1b9YcJ2/ZM/PpaGpBQ1sbmQVlKwBXgroiH2E5X9CndjMMHTgIUqkUHMdBgeN9y6HyOCEY9TSqIEck20WwpkF1FObkQ0rScvXxewo/ZeCBB7uBoUqOMg7vPsTM19iwKbLLECPzV3Ach3m7BqCYYRzJmh12yBXGMPONHNUHQqn84z7+8YMPkUiCrZtOwdzMGnpVtLHv2GTs3rsaamU8+f2b4PMVsXTFZHyO9Edj48ZYOv885sxag6Iidgd+aVFSUsKu7bPheOcipkxbKde2alTVRm19CUaOmycX/8C+PcCHEJdvsctWWMKONUtwYN9e5inr18+dilXbyp+QaGqH1ngbGYcZV+5ip5sPhhy+gGmXHHHutQ/01FRxcdIwDDJvWma/jpYWOvS1hX8ku6A8TWVlvDhwCNkF7GYAZ40cjU/JCcx8AMCPT8Xlp+Uf1JpoV8e58DcwNGkEiUSCPJEAkblpcE4MwUofJxz46IoR9SxQVUX2G7OeE4YikmG1127WnfHijRszXyvjVgj5wK4kAsdxcL/2HiIJuxsZ+13e8A1hV/4gO0UFru7slmtNm1gjKoZNyv+/4x87+JBKpdi+5Qi6dRqF5qYt8DnSD5u2LIGiYtmme//N8PlKWL5qOvYdmQwlRQWYGFvA0eFlhdZkAb5+kR89vIqoyFBs3XFRrm3t3bkeyYkxePZCPl+ixVOHYf36dRAxTr1ev64hevcfhBd+bGss1KtRFZ993yEyvnyzHzZNG+LQ6H5oWFUfUqkUdTTVUVNahHnd22NFn85oZVSr3MdVjaJ87DjGtiqtlbU1TtxhN6NUu1p11GjZAvkCdlPoI20H4D6D5aFFzbojRZALG+dDmB/xGAve3cIG/4c49/kN0oR52NN6yLdCc7Ji3dwCTq/ZzV6O6DkY9Qa2ZOZT5iujXqv6TGdn6jYwgncIu2RoLVq0hJf/K2Y+XfV6eO3BbjCjyBni2iV2u7n+in/k4CMqIgU2ne3g5xeA+4/PYuBQq7/MLFrJ/1BW4ePgkc344O+J3GxC21a98fKF/Nf2vofH48HV5S7U1HSxas0BubXDcRxevXiIC/bPkJjMLtiwhAb1jdDXti/O3GS/jLRzzSJs3Lab+eBw6tTJOHCp/EsFdfV1sW1wTxwa3R8Hp4xGYUwEujdpgOraX++kyxvMPXesHd64swvyA4Dls2cjknEQXbFvEC4/Yzf7NbRrD9QY2L3cntZVjLCj1SBsatkPDQTK0BEAVlXrY0JDS6w3s4VtneYAyvY5NdKsAcebDuXuYwmaqhp4uo9tcUqbgTYIT2E3eF+yZiHTuI9eXftBRZ/dTEpbs+7IzmVXW6tObROkfMlm5vsr/lGDj6ysXPTtZYflS7bg5p2TcHA8C11dtoWe/gvo6+tg4rRuOH5qN+bNXYRli/ZDKBRVWPs8Hg/zZvfFs6f3sWUb2zvc71FRVkKvDg0wePgkuczyHN2zGU9fvkVGluzF1P4OLTUVSPPScPORK1PvyjkzkMapMKmkS18TFKKqvh70mprBO5TdyV5DXR0DZs9FLMPCeBaNTRD42hMSKbs74lEDBsLx0UNmPkVFRQRfcEByVvkDMGup66BfneY4OHQW7Jp2wByTzuhb2xRGGrKXq/8eK9NW+BKbWO7+fQ9XJEVYIruaJ0nvE+H0zImZT1mghbOnzjPztTRpj2QZi/v9HXq61TBufktmPo7jsONQR7nPjP9jBh9+PtHo0XUEunXviNv3jsKgauWgo7y0aWuGoI+eGDS4L6zb9cfVy04V1raSkhI8PZ7g7VtfvH0XIbd2Jo0fAR0tNVy8wX4akcfj0LqRPmYsXMvcfWDnFpxiMEvxPRzHoeiTL07cuMPEVXLnXE9Rim0HD5fb+T0t9fWx5ehRpk5+Tg4evmGXJG64TU9otGnJzAcATerVxxVndpVKdXW0MX31YmY+juMwYv8SFIjZ7a7o3qcHfOOCmPk6tekEHz9fZr5mRmb44MkuAaACp4hHl94z8wHA5rkuKBazWwK8cy0RSSkfmfn+jF9+8JGTk4+e3Ubi6JHzeOV5D0uXz/zZXfpXwXEcrDuZ4O798zh06AhmTt1YYZUNVVVV4OR4CqtWr8czZ3Zrqr/n0f0bcHsXhtj4FObutcvnI9D/PZLTspl627YyQ7uuPeEdFMbUu2XlUpw6zXYr60y7UfB548H0Tmlo105wech2R9HIIUNw28WFmY/P5yPzQyBi09hNeY8ZOATBKewCWTVV1JAWHg0pw88m4b437rx8wsw3brgdvkizmPm6tu6CBj0bMfOpq6qjRoMqzHwAoKysjJwCdluMDY1qIeTzW2Y+JQU9BId4MPP9Gb/04CPycwo6WQ+ATc8uOHdpC9TUlX92l/611DGsife+rhg7biS6dR4J95feFdIun6+IUyc2Y9q0aQj9FCOXNpQUFdCtbS2MtJvO3M3j8XDP6S6OXGW3XbAEi1oaWLJqA1OnWbMmsOo/HCk5+cycfD4fU1dvQGACu10QetraqFGvAVJyy7f19HtmjRoNatKYmQ8A6ulWwYUHTsx8/aw7I5tBvo/vMWndEkGJ7HYPtWlqhueebsx8NZT0cWEru+VXNRU1hLgFM/MBQL9JPZBRwG6QuXbfbORTMjPf0BG2EPHY3Vy1bWuF3PwYZr4/45cdfKxdvQejRo6H26v7WL5y1s/uzn+GDp2b4PiprZgyZQZ27zhbIW02btwQly6dweGjz1BQIJ9twBPGDoMCTwx7R7ZxFABgUrcabp3di+BPbPNTDBvQBwnR4YhnHDDbvkEtrNm1n6mzXa1qWLOFbebXxUuXwMGD3TKJIo+Ht4eO4EsWu7vscQMGwiuE3YWOx3EIvHQHOUXstgXPnD8XH1JimPkGdumFXD67GDE9LR0IGX/v08LSEJvKLleF952PePGOXXB5eqQI9x45MvM1NW6DiGh2S0M23QehbiN28VF/xi87+AgPD4Pnu4fQ1dP42V35z9HCrAmCQ95BS6MGJoxZgUI5DQi+p2uX9ujcsTa69xgmt+Jwzo9u47nHZ+TmFTL1chyHjevXYM6S1cy9R46fwpMPbGNiRvTuimf3nZguk/Rs3xZ+jJdezPT1cGzvHmY+ALCybo8zd9md9Lu3s4JGq+bMfADQrEVz3HZjtzykmyPB6YPlLy5YQr0adaBaS5+ZDwD6zBmOTGEOM595a3O8C2W3k6+laSv4BrKL06ip3wDeXuz6p8zVwK1r7OLaeFQd61bIp0zFtzbkai8Ht26frdw++xNRUVHGzHm2aGhcHS1bdEBkBLvo7L9i1Ehb1KldDbPnsl1qKEFdXRXVNXMwdTb7JGd2IwahhWVPJKZmM/X26WCBPRtWMNmhUoKGujpatbOCF8OZGkVFRbTr0hVen9lN7xvXrwcNsZhpjaK5EyYiVszurp3jOAScvoyoL+ym0OfMmoV0LT4zXyfzNkiMimHmA4CAq8/wJYddzEJVRW08f+/GzDd3/lyo1VNn5uvT1RbVTXWY+SyaWUPEsZvdqlvbBKkMt8eqq2lBUCTf2L9fdvBRya/Buo2LsP/ATuzcdAv+fvLblVLCjeunoK1bD55v2dXN+J4tG5bhw3sPBASzfS0cx6GvlTEmzljI1KugwEOzxsY4dvkWU++ujetw+QHbHCVrFi7AzefsimYBwJXTp5jOpliaNkdYCLsMmABgaWWFq0/Y7VDpZGyKO5fKXwiwBAUFBVjY9YdAwm7Q1ax5czx6y+6z1iMNPHvxnJmPywD2rdrLzNewpgkCPrBbXtPR0oPNaDNmPo7jsPagDTMfAIyd0hRE8itOWjn4kJHi4mK8dn+Hi6dv4+rpp7DpNAgtmlhhTP+lGNZrDhrXawXjeuZYMf00LFv2hnE9c1hb9MeSyUdhXM8cZk3aY+mcXTiy+yr27TwOz1feEIsrZndJWek3wAZb90zG4EGDcfmik1zbUlRUxKplwzB69HDExLC7myyBx+PByfE27B/4M3f37m6NyE+BiI5j2+9t65bjlR/bXS/Gtari/oUTKGZ47LUwqoXbp9jmbdHQ0MDZs2cRn52DfGExk4FIZlAwgmLYzdBMsxuHVBVFZj4NFVUkBXxkOuiqpawFF3920/xTpkyBpDq7mQWbtl3wOZLdDUGTek2QmsguQJTjOPg+ZRvEenLVU6Y1Xm6fDUVGDrudUgqcLr6ksR2of0/l4OMHhAR/xsolW9CxXW8snnwUXSwHY9OaXfgUEgGj+rWwbsMquLg9wrX7e3D72TGERX9AeLQfdp2ejnf+TxEe7QdP3wfYd34uwqI+wPnlA0yePhzVa1VB5Oc4rFu1HWtnX0Br0+7oZNkHu7YcR0ZaboWnPv8R1arrwev9S+zevRtPHrDdo/57dHQ0sXvXVgweMk4u8R+mTevjnZs9rjGuzcJxHNatW4tLTuxSJwNAMxNjqKupIDic3QWTx+PBzLwVLjqyS5KlpKSEKgYGeBPI7iRdo0YN3H38GEvvP0H7I6dw+t17hKelf/t7WbaQdu3SBdcesZup6NDMFB8Yrt8DgFFjYwQlsguYrCJVwn1XdjEBLWo0wJ1rN5n5jI0aosvSQcx8HMehZV9zpmnW1TXUkZ7LbkdJzdrVERrJrvyDIqeJ4E/sttt+DhEiIIhd2vbfw9EvdpXLzc2FtrY2cnJyoKWlVeHtFxeLcPTAOTjeuQst1Zpo2rg5lLWLMWBQb7SxagEeTz7jNYlEAu+3AfB9F4KYz+lwfHwWtWvWwcpVq9GjrxWU+OzurMqDWCTB8sXHoKElweZti+Ta1qWrz0GkhInjujB3h4VHou+AUQj/6AUFBbafac+Rc2F/egf0tNlVVN53/CzefgjC7bPsKnaGRMXiskcgdo7vz8z50OsDEgoEmNmtPTPn0hUr8MHIGCNaNkeuUIjXUbHoWN8IvRo3glnN6jL7knNzsO/dG+zt2YdZH+tatYWfywvoqrMJkL/92R8iYTFGm7Zl4vMODcT87evx7ooTEx8RoX7Hloj2YLfDoolNKwQ89QJfkU2s3/q7GzGh/Tg0qNaAic856RYaa5vBSJ3Ndm37lwdQ38gYbevbMvGdv7URunqaGGyzhI3vyhoUFmZi7owTpX6OTNdv+sXIyckhAJSTk1NhbRYVCWjvzhNk0bwTrZx+luZMWU2v3d6TVCqtsD78HqlUSq9eeNGFI4+ovXk/atW8Ex07dIHEYslP61MJRUUCatWyM61ctkuu7UgkEmps0oZee/jJxb91z3l66BrI3LtwxSaavWwLU6dQKKS6zduQWML282/aqScJhMXMfAVFAjLtacvMJ5FKSSAQkN2lG7TT1Z2IiOKysmmnqzstvf+Etru4UWR6hsxeo/aWzPpIRGQ7YwpddH7CzHfv1QvqOHEUM59UKqVpHleZ+YiIWgzpSgIxu2Ony7g+9PqjFzPftPXT6eyDc8x8B6/tpJ0XNjDzvQl9SGcfbWbmS875QK9CdzPzZecHUHTaTpmeI8v1+z+97OL9zh+rFx7A+EErEej/ERevnMaOU1Nw9Ow2dOjcutwFssoDx3Ho2LUtJs7tC88PD3D+4kkkRmdg2vAt6N9zNHzfB/60vqmoKOOtlzOyMgW4f0d+hel4PB4uXTqFSZOmobiYfVzMsvnjsHrVcubuzWsXw83dnWkdET6fj9XbD+FNENtA2QZGdXDhDrtMomoqyijMSMeXTDa5NHgch6SkJKR+DEJoytd8Jwoch0GmTaGprIwrPv7Y5Cx74KOasgpCYtkta6xbvwF5+uxKPvRqZ43YcHafNcdxeLH+CIpE7AqaTdm0GJ+zylcl+Xt69++DhHx2yxpmTc3g99GPma9RbRMEBbNLA68i1cMTJ3ZbqotylLF/2w1mPhIbYMs6tiUevuc/OfgIDYiDVatemDVtAczbGOPmk/24dOMITM3YZj9kiVmrJth2YAnO3l6HYSOHYOrEuVgz5yRcn7Fb45MFPp+P46fXYc++bdiz84zc2mnX1hxbtu7Clevskk2VwOcrolWLxli3hd1SBgBoamhg2ZpNeODKNjamsb4ili1bwdS5YMZUvA4MZersN3gwHr0t/2sXSSTwjI7Fh7xCpEik8E1IwiR7R8x2fIClD54gLC0d7esZoZqG7EsdQ0aNwhuGAY71VNVxZAW7PC/KfD4a9enKdABbq1YtvPRnl7k42tkHNxzZ7cLqZtkZUenstvQP7DUAJr2aMvO1aW4F5SoKzHxNGrREQhy7wZZhzcZI+8IugZ62VnVERbLbTv17/lODj4tnbsK4njluXX2CW46X4BvkjuF2tj91hkNWeDweJkwZDr+PrzBv9Qjs2r4PJvUtcPsGuwC60veFwxPnGzh3/hQc7NmXli9h5PCu2L93Fbzfs402B4CD+7bAJyAcxSK2sx8WDfWxZhXbgUInqzZITohBXgG7AlLdrS2RL+YgZphLY8XsmXgbVv4qpWKpFFueu+GmfxBq1K0HsVSKhlX00MfEGFPbtcZc63ZY0a0j1th0kdk9bsAAvA1hVzirqq4eCrJzmAaKG1WtBq8IdgPDPv37IZJh6XVr87bwC2I3A2ugqIs7Z9jdudfUqom7J9gllDPQrYo6ptWY+VSUVbH4yABmPgUFBQyd3IKZj+M4tGhlwMz3e2QafJw4cQItWrSAlpYWtLS0YGVlhSdP/ldgSCAQYM6cOdDX14eGhgaGDh2KlBT2xbxkxcPdFytmnsKNaw54/NQRG/bMQJ26sgeq/WpUr6UHZ/fbuPfIAcE+8RjVbyFcnsovOvnP0NBQx5t3LvDyTMBLxnf6JXAch2NH92LS5FnMdwFpa2livN1w7D10ham3edPG4CDFh2B2peYBYMqseXjuzXb7W15EAJxc3Jn5auho4emF8ufnUFVSwoKOVljc2RpTWjSFRCrF2FYtMcOqDQaaNoFVXUM0qqIPbVUVmd0NqhjA+dLlcvXv97To3gXxOezuPFUz83HPlV3ui34duyE8nd0ySffW1lBpyO5ibFS9NnIz2GU55fF4SA5j93oB4O7+50zPQRc2u0LMMP9Kfo4YQhG7DM4DhppAJGabEboEmQYftWvXxs6dO+Hr6wsfHx9069YNAwcOxMePX+8gFi1ahAcPHsDBwQHu7u5ISkrCkCFD5NLx0hAbnYBO7WyxaP5SLFw7FM/cbqNh43o/rT/yonGT+ti4byaWrJuE5UvXYECv8cjLkc8B82fo6elg2pxOmDhxIsLD2K2jf0+XLu0xYcIMPHvOfvZjYO+2OHXyIESMZz/27t2DFz5s673MGT8CZy5eYuocO3IELlxnt22S4zjUqFkLHv7lXx/v08QYlkZ10K6uIYyy0vAqKgbRGf+7wIskkjJdDBQVFaHA4yGnkN33pE/PnnDxZ7d1srtVB3j7+jDz1dUywKOT7AZcupraEEvYfWc4jkPvlSOZbo+t0bAmCorZZRLV1tFGbCq7Le8KpILPceziSIK9sxAZwy7O5dLJCETFsDumf0MZgmB/g66uLp09e5ays7NJSUmJHBwcvv0tNDSUANDbt2//8vkCgYBycnK+/cTHx5d7t4tEIqGTB+1p6rAtdOXC7TJ7/ql4ugXQ0B7zaP3K3RW6Y+fxQxeyajOQCguFcvGLRGIyaWpNGZm5zN1jxs+mY2fYHitSqZRaduxPxcUipt66zSwoLYvdbjChUEhjd7PbFUBEdPPlazrj6lFuj1QqJcn//7RfvIIabd9P46450H43TwpOTvnN42Rl26MH9CY2ptx9LOHyw/vUa+ZUZj5BcTFNfHaNmY+IqI5VS6a+Rl0sKLeogJlv+PrJFBwXxsx3+dNV+pTGznf+1WEKSf3AzLft9AJ6FeDEzLds4yi6++w4M9/qjUPp8fNjpX58hex2kUgksLe3R0FBAaysrODr6wuRSAQbm/+leDUxMYGhoSHevv3roMgdO3ZAW1v720+dOnXK2iUAQEhwBFqYtIf76xc4eWMVxk4cWi7fP5H2nVvgkuNOBAcHw7JlT2SksStL/nf0se2OY8cPYObUTXJJkqaoqAA7u+GYNn0Zc/e5Uwfg9ymDab85jkP9OtVw8pIDMycA2PTogYu32SUH4/P5iPN6iY+RMcycNq3McP7UyXJ7OI4D7/9/+vXpAyujOjg7cjCiMjOx3dUdKx85IzIjs0xxWzXA4dwVdjMB/Tp2RvhHdnEkykpK8DzEtrJ0r2XTkF3MLmaoTj0jeH70ZeZTFinibSC7HXQBD/zxyJnhd0WkhjfvPZj5+vTtA6lyPjPfzLkT0KJtVWa+wYP7oJYhuyDb75F58BEUFAQNDQ0oKytj5syZuHv3Lpo2bYovX76Az+dDR0fnN4+vVq0avnz58pe+VatWIScn59tPfHy8zC+ihLs3XmDXukvYd3AHrt8+BQVF+bxp/wTUNdRw58ElnLt4EvMmbcHhvecqpF3z1vWQkRWF5Ut2ycW/ZtV8KCpqIzGJ3do6AKio8BEV/AzXbz358YNlYO3yhXj+mt3UOQDs3rwOiUJlps7WzZvgDMOMlXpamogPDYZEUv4p9JIdH0khwfiYmAS+ggKODO6Hw4NsYVq9Ko68fofNzi9l9nYybQ5PN7dy968EXS0tWEwZz8wHAIpiKSKS2aXM5sWlw9mb3c6xGcvmgwzUmPksWpojNo3d621m3AyfPrOrE6UiVYenB7sdhskRubh28Q47X4wA506y+x5rqtdGYJA/M9/3yDz4aNy4Mfz9/eHl5YVZs2ZhwoQJCClHoSZlZeVvAawlP7JSWChAry4jcOLUMZy9tQG9+nYtc3/+bZiaN8Dxq2vh4OCAgb3GQyySX6GgEhydLuHVK3eEBJd9IPlXcByHDetnYdr0pczdu7avx+69+5k6zc2aoUoNI3xJzWTm1NVUw93j21FQJGTmnD52FEJi2J30AaCZuQW8Qstfk0bh/7MKD2xrgTyRGIXFIryPT8DTsM/4nJaBp5/CcdXXHwIZY3YaGBpCUYNdFloASH37Hp+T2L2PHXp0h28cu7ghA74G3L3YDT6UskSwv3qdmW+o7WAYWBgx83Vo3QFVmrGbCWjeyAypaX99My0rJg1aID6O3fFSw6AhQkPKv9OsBI704PyE3fbs75F58MHn89GwYUNYWFhgx44dMDMzw6FDh1C9enUUFxcjOzv7N49PSUlB9ery21mSnpKD6aM2wrK9BZzd7kBJ6ddIQ/4roaOjhddeTzFy5AjMHbcLMVFsLzK/h8/nw+WFI1Yu3Y2cbHZTiiU0bVIXSYmf4fqS7e6a1q3M0LnHUCQks51V0UY29hxhO33epm07nL95l5mvcYP60KnTACIxu8HpsuXL4cegyN71DwFY6PQY+wLDQByHlvuOYpK9I86880FUZhamWbbG2h5dIClDoKLVyOFIzWW3w6KqqhoeebKblh86aDBi89kdjx0t2iE+nd12W9M6DRD4nl2Aozap4dRSdjcADWrUR1ISux0vjQxNMHglu+qxRjUaotNgE2Y+w5omqFKDz8xnVMcUX76wu3H6nnLn+ZBKpRAKhbCwsICSkhJcXV2//S0sLAxxcXGwsrIqbzN/issTD3Sw7I5tBxZh03a2ORX+jYyZ3A99RrRC5w494O4qv8ykAKCppYoOXRpj2JCpcvEfOrQbJ06yLTMPAH26NsfiFZuYOpctnIEH952YOhfPnYHwL2xjedIC3+KxO7u74jqqSjixZ0e5PW9i4vAlLw9WdQ2hqsDDrPZt8XzGJNwYOwLHh/bH3A6WGGvREup82U+6qa88cMfF9ccPLCVdO3TEpwR2ibJ0hVLcPMlu4NqttSWq21gw8zWsXRdKuuyq22ppaEIkYJeFlcfx4O3I7lzHcRxOzGE306OgoICkaHYXd0VFRdgMMmbmU1ZWxcEzXZj5vkemwceqVavw6tUrxMTEICgoCKtWrYKbmxvs7Oygra2NKVOmYPHixXj58iV8fX0xadIkWFlZwdLSknnHn9x7jWnTZ+DeY3sYNWC31/zfzsAhvfHo2V3s3XoGfu/Ypur+PctXzgXHSfHiuT9zd+dOljBpbILnLu+Yent1b493Hq4oYngCrFm9GvrbzUFqJrvBgpWFGT4GBjANkO3fuxduOrFLtW5cvx5yMsofxLu9bw+cGT4Ia2w6w6AwH8jPQw0tTdTQ0oSmsjKUFRXBK2OiwI7t2uHVO3Zr+KP69gMZ1WLmszBphrQEdnfuSjwFPFt/hJmP4zi0GMp2mbtF/3ZMt9tyPA4SKbsZPbFIAomU3Rbjd0/DIGXYv8PrXzE9L6xdzD67NCDj4CM1NRXjx49H48aN0b17d7x//x7Pnj1Djx49AAAHDhxAv379MHToUHTq1AnVq1eHoyO7DHMlHNl7AR7PP8E/6C0aN2nI3P9vx7S5CRweH8ec2fNx7ADbnBG/5+Hj6zh25Boy0tlNbZfQu1dzLF+xlqmTx+Nh0JDhcHr8hqm3lqYE2/ceY+osSovFy3fs9uBPHDkUSrUbMfMBQNfho5CYnVsuh5aKCjRVlKHA42FEfSPkh3+ClNHJdWjPnuAZlm+H3ffoqqji8U52ywYKCgowGzeE6cWEx1NAUTG7eKG3h28jOTudma9G9RqIy2A34JpzcB6yirOZ+az7tkUawxo02rpaSM5kFx+noqqC3Hx2S2s5WcUQidntkCpBpsHHuXPnEBMTA6FQiNTUVLi4uHwbeACAiooKjh07hszMTBQUFMDR0ZF5vMeOTcdw6sxJrNoxGto6sgenVvIVFVU+nrywx7HjR3D2KLvo6N/DV1ZE+471YTd6DnN3B+u24DgJ3vuwrU2yfdMKPHzKbt0eAEYP6Y3Hj+4zdQ7s3w/2d9ml1dfT0UbYO3cUi9nd1Zk3aoDbT9ll6ezdpzey6tQr80zH76lboyZiw8sfFFsCx3HgOLbp6sXJ6YhNY3ex6zJqIKKyGNYUqWsErxB2cR9JPlHwDma3fTfUOQRvPrC7e29n3QZJmeyW1jYenQtFDXYzrRPn9IJAym4w2KmrCXLy2L3eEv5RtV3cngTijYc3vD68hIam7MWkKvkt2jpa8P7ghuSYYlw8xW671+9ZvHQmsrJT8d6L3Um+BKe7Dnj4hG3WUw11Zfh5PUZYBLtsrTWqVUWd+o2Rlcsuo+bCmZOhamTKzAcAapwET9zYnajrV9HFvXv3mPkMDarg2dnTzHwAEP/OG0XF7E7+nUcNR1Qmu5M/LyMX7n7stms3a9QYHyLYbT+1HTYIAjV2l5KG9RsgJJJd/7SVtRD0id054rNXLF6/ecXM98opCM7PnzLz8aGNqBh2JRj6DbCGUMRuJqWEf8zg49zJW9i9azecnpyHujq7feWsISLk5eYjJysfGWlZKMgvkEvCLVZoaGpg/tqB2L5zC66eZ7d74ns4jsNzFyccPegAMcPdFABgWKcKbt3Yh8+f2Y7Mx4wejV37yp8k63umTZ0Kh4ey56P4K1T4Snh0ZjcKBeym0Pv26gV3hrsXenfsgNgodlv/AKAgPQ2FQnavuU69evAIDGDmMzGsi9eB7N7DFs1MERjJsEZQWh5cXNiVcm9QvTb8Q9ilCB82dBjqtW/CzGdmagYBx27ZoG6d+oiJi2Hm09OqiqgYdvF3yXGF+MBwsOryJBqenuwGWyX8IwYfTx+8wrZtm3HJ4dAvkTiMiODjFQDPp4EY2HM0TBu2gW17O0zpvwomRi1hZd4Vm+YdwdQRi9GuRRe0aNgOG6acQdN6FmjeqC3mT1qDx7fc4f32wy8xMNHW0cLrt844fPAEPoewLcRUgpa2GgTiGGzddJS5e+bMqVi9ZidT56L5U6Gmz64cNwCY1jPA8aOHmTqbNGkKh4fsljVmThgDoTa7pVJlZT56zl3KdAuvubU1PkSwG9AsWr8eRQxnUtUEQjx/zu7iPmGMHapamjPztTJphsgodhc7PQV1vHrE7vWqS1Vw9xK7nWwd2nZAlabsNiV0tu6C5t3ZxUaZNjWDijYzHWrXrIckhonpqlevg+Qv7Jddyl3bhTW/zw0fE5lEc8fsp89hkT+1X9GRsXTnkjMN7zGN6tdsRl3a2NLDqx708LYLpadkltqTmpxBni6+dGr3depo0Zvq12xGa6YdpKO7zlNsdIIcX8GPyc0ppL4dJ9HnT+zqXXxPdlYO1TNsQQX5AqZekUhEo8dtIoGgmKm3W++R9MY7kKnT0Lgl01ovtx+50KqDF5j5iIjqNDNn6us8bBS5eL1n5nPw9qVzL9yY+W65PKd+c2Yz870PCSbzwf2Z+b5kpFPj3l2Z+YqEQpry9AwzX6GgiBp2tWDqM+nO7hjMycsh8z6tmPky8zJo/MbBzHxZhV/owusVDH2R5Jeym5kvIsaZXvuuLdVjK6S2S0WQn1cIm259MWF+dzQ0rl/h7QsFxXh+9x2a1muFAT2HIzkpCccv70ZkYjBeej+ErZ01bId2h35V3VI7DarroX33Vpi+bDRe+TxBZGIwFmyagC9fUtC3+2B0azMQL++/R0F+xVWlLUFTSxWzloyCbe8hKCwQMPdr62jhwcN7yMn58e6HwgIh8nJLN1WqqKgIs+a1cfAQ2xLpA/r1xOGjbJODzVu2EUGR5U+8VcKAXl0Q/OkzMx8A6OjqIjSaXbyLmakpnN1fM/Mp5mbj6vnzzHztm7dgWpPF3NgEphNHM/NV09NHYTa73WIqfD7eX2S3C1FVWQV9ts5k6tOppc/Mp6WhBWERu/OZjrouAl6xC3JX4Wnh9HZ2cVGiQiXs3cAuhk9NtToCA9nF4JTwyw4+iAiD+07ApEnj0LpdiwptOyIsGoN6jkGLRm1RkC2Ey6snCIzwwpyVE1Clug7z9gxq6GDL/pUIjvTGnSdXEOgfDNNGFhjaZxySE9hFpZeGfgN7YsLEcdi1lu2FvISmpkYYP2EMBIK/PhkUF4vx4K4vrl8qfeDjqJE9ceEi24HCtEmjkZ7NLhARAIzr6GLfAXZ5FpQUFBD0+hmExSJmzlETJiEkjl0K6QG9eyKjmF3ehm7t2iL2M7sBV62qVaFTn93NjYKCArxOXmDmA4Da7VoyXaLNjv/C1Pdy71Wmvg5T+zBzAYC1XSdmLo7joKatysynoqwKcTG7HWZ6OjURG8UuQJSvqI9njwKZ+Ur4ZQcf926+xrBBdli9YXGFtRkTFY+VM3dh6+Lj6GPbC6GxHzBoUmfUrFNxScx0q2hhwfpJiEz8iO42XXFk9W2M6DsZcbGJFdaH1RsWQijJwe6tbAMuga9f3IkTJ+L0qdO/OVlJJFJIxFJIJFLw+Yr/x95ZR0d1bm38N3FXiEISCJ5AgADBgrs7FKdA8UJbpLQFCqWF4sWheHF3D67BgoaEhBhxd5053x9cernc9iskG2kvz1pZXQ2Z57wz58w5+9372c+mbHk7blwLIsD/9TQozk4lKOHoTJBgVsHIyJBKbu48eCQ3W6Opdw2uXTonxgdQplx5DvvIZRYa1fLk1AW5VuNGNT1JFDRtMzMxoUKrtmJ8AA6VK4m2x+anp5OSKTdaoHTVysSmpYjxlahQhth0OT4lK4+Y1EQxvqMztpCWLff55aZnixqNDZnXXYwLoOvIumJc2traVKwq98yysrQnI10+E/7BBh/TZkzk089lbzB/hoJ8NaMHTaJp/VZUqObMhiNzGTZ2AFpa7+/j0dLSYuRXn/LTplE0admQhrWbMfvbZaiFu0X+DN/8MIzlKxbz8L68C2qvXr3Iy7Tj+pV/c2tra6Gto4W2thYpyZmEPk0gPDSBq5deX+U/b95stu2QE74BWBnns3TlBjE+YyMj7EqWIj1L7ss8afI3ZGjLCSbdSpXg9AG5tK22lha3Dsm2cucnJZKULucYG3b6DH5Bcte6R726PBS0WY+6cIMrgtNFOwztR2Sm3MyYynVrEpYoF/gXt7XBP1yuNT/ochBhsXKlxJWjt5ORI3f9RQQliGaOmnWUs1hXqVQs3dBUjO8FPtjgY+mKRejq6r714xzcfYIBbcbjWa0mAeF3GTis11s/5pti+NgBBIbfo1IFNxpWb8+x/XKzKP4MZuZmrFqzjHnfbxIZi/4ytLW1CQlOYt3qwwBkpOdw5uQDfvhuD93bLqRHu4Xs3naVOvXL4Vr29TsvKlV0YO2vc9Fo5L7Ewwb35tw52c970JARnL8ul8asWLI4KxbMEeMzNzUlPy9P9GZoYmJCaJRcKUedEMf5m3JGVGXKlOXqPT8xvjadOhKVKfdwKu3iwv0ncg/jwBOXOekjF6g379CaFLWcTq1p55bkaMuVImxsbQh+JtchZWVtSUikXLB6/1IEKRnxYnyLp8larH/7hazpIsAHOwLWu6H8PJiXoS5QM7D7KO4+vM3uA9soV9H1rR6vqNDV1aVDv0aUreZA94598DnWnp+Xf4e29tuLH1u2bkzg/UimTpzPj/MniHJ3+6QeP07dT79uS4mNTsHE1JCy5e3o1K0GFd0dsXe0xMzcCAP91w9A9fT0cHUty8FDZ+nUsYnIOu3sbGjdZSRZ2XkYGcpMizRS0lm1cjPtGtcS4XO0syEmIkSE6wX6TZpBQnomxc1kMioDx33Fs7RMXBxE6KhUsQI3Hz6ic+NGInxdenQnSdBoLDkwiAtPntC9upcIX8fOnXiaLjeArIxLKYLC5K6ZMN9H3MtKp1U5mfdb0taR0JhnNCwjwzdkwlCsTYuLcAHUa16bHDLF+KyLW/EsNhRLUxsRPkMjQ1LSY7E0k2mbT07MQVEUVELOwvABZz7eJkKDIhjdYyYNGjTkbsD1Dz7weBkV3ctx78l1vOs3pIN3fyJC344vxwsMGdOVrTs2EBwo2+ddu155VKioUMmWH+b2YvGvg5j6Y1d69atH9ZqlsXewxNhYH22dN7tEZ82aTmCwXK0YIC/1CRu2yBmwdWrXDP+HcqZMAC7l3UlMlXvfMXevsuvQMTE+c5WG/UeOivEN+XQwth5y3hdOFpacPytnAOdRrgIhIXIP9+L6Rlw4dUaMr75XHczLOYnxuZZ05lmknLdEelQylwU7pIJvPOHEUTkXUfcq7mTkFW1m0cuYNHsoxRzlSqf9hjdBrZLLvNWq40R+gdz7hf/B4OPMsUs0rNeM1r1rMfSLT0QjuXcFLS0tOvZryMBR3fH2aswlH9+3dixDQ0Nm/TyTOdNl1fuGhnpYFzMFrSy86pahREkrjE0M/ivYeNMSSq2a7uzcvlq09NK8ST0OHDgsxmdkaIhXs26ixls9+/bH94GcC6ZbuTJcuX5DjK+MvS3XLsulbs3RsG72T2J8ZezsuHNezsXRy70yNl7VxficrWy4f1lugnM5BydCw+U2FLU8PHGsLWfKV8rRmZhYuTKdqb4ZT5/KCceD/cI4f07uejm95xanT8uVd9W5ekRFh4rxtetUjexcubIQ/I8FH7cvBbDoxzUc9zlEh26yrVzvA937dOTg8b3sWHaa88ffXgDSq09nrKzMObRHVvvQuLkbvtfvEv7KTTA3N5+Q4DiCAmPQ0nrz4NDURJcTJ+Xmk7Rr3ZjsPNkg1dxAw+nz18X48hIj2bJ1qxhfi4b1SRfUNtep5kFappwmwNnBgaQYOYGjjZW12KRcAAsTU+Kfhorx2VkXQxG8BIsZmXJnv5wzrktxe4IeyWlSvKrWxKt/MzG+cqXLoWMqpyF0sHEkTnDYn5GeKZFRcpNtnz5O4nGgnHfNto0PCQySmxcD/0PBx9olWxg1YjS7Tq+morucEvh9o0o1N35cN4bBQz5l06pdb+04vYe0YOLEyaIipu69a9NvUFN+++034mJS2bH5Cl+O3ESPtgv5cuQmli44zoQxm4kIe7MWvkGD+nJaMBuko6ND5Wp1iI6VayW0tzbm4LGTYnytm3jz4L5cKcetrCsGxYUEGjzP9tTs3keMT6VS4ejuIcYH0ODLcaJ8oVfkgkuVSoX3pJFifNra2iiKnJDcQFcf/1Ny79dc35RjK3aL8bmXcaOUl4sYX60aXtRqLXf9VaxQEVNrGU0ZgJVlMRIS5YIjS0tLEhNlS/z/E8HHrk2H+XnubI6c24m+gdwJ/lBgZmHKlZtnmT17NjfOyUW7L6OyRyXKli3D/h1ydWcraxO6dGtNm5a9mPb1TnZuuUpifDrZ2Xm06VCNrr1qY2NrxpL5x3h4//V3BX16dyYlVXZmTkbCE3bslhtf365lEx75y5VJypZ2oZyXbDvc9b2yxlFnVywkO1dO1Fm6enVSBbMpF+ctICVTTkSoo60jOi3XZ8pcNBpBs7apcsGMNPR0dIkLlnvYGWgZsHn6ZjE+Qy1jLp+WC7YqVayCXSkzMb4en3SgeYfKYnztOzTAWXB98D8QfJw/eZ3bp0K4cvMcVtavb4P+d4ONXXFuPbzCktnrOX9Srjb8MnbsXc/xfTdknRaTs5jx3XYU8pj2UzfmLu3LjDk9CX4SS25OPhO+64CpmSFH9t9+bU5tbS2uXdlDeIRczbh92+acOi0nSKxWpRJVGnQS41OpVCREBJObL+d0amZuTnC4nLmdrb0Dtx7J2TSHXTjHDUFb9OK2Ntx9IhcQ9v35BxJy5aapGhkbE54g51x5e91ecgvkrpf2c8eIcQFYuwgOONTTF/VIMjeyxO+i3LWXGp/JlhVyurLAh9FsXiu3WSrI1yM8XM4nBf7hwUeQfygD+vdn8HdtKWYjNyvgQ4WhkT6T5gxmQP8BhAbL1Q9f5g9PuMGG1XKGUQ/vP8Pa2gL0A6lSzRkbW3Nq1ytLVU8Xjhx4HnA0bFKJ+35vJo5r0LAhv/0mN7+ibavGOJSuIcYHcHzzfLJz5EbD56XEcf3OAzG+7oM+IyZd7uHZtG1bEjLl+JycnHgQKGez7tWoMQk5cuvzP3CUi75yu2PPFk2Iz5LrYCArj+AouQ6VC3O3kJ0vdz3XH9xKjAugfh9vMS4TI1N09eUmrNtYO5KSLNdNYmRgQUS4nCYqLiabmzfl7i3wDw4+8nIL6Nt1KMtXL6VM+Xc/lO59wa1KRRYuns/kYXMoyJd3Q533y08smD9fjM/S0oi01Dy8XukMyEjPwdb2+ZxpEzMDrIqZkp31+insMaM/IydPLk1oaGiA/91Loh0qTs4unLt8U4zP3d2dG3fldmPFjA04d1GuQ6VyhfIEhMl1WHTo0hlDe3sxvmoeHsSmyT0ALE3NeCLYblvJzY3oVDlX0jIebsSkyXmHaKshJEYumDk87TfyBDMz2a85qPJ1MWR+DzGuYha2tOxbVYzP3tYZ25JGYnzm5sVJS5Ubbgj/4OBjyuj5zF8wjzYdmr/vpbxzdO7Rjh4DOzC8j6wxGICbe3l6df6MpwEyUbW7hxP6BrqkJJjgc+o6D+5FsGX9RXZuuUKtumUAKFXahu9+6IKh0evrdSpVLMW5s4dE1vgCOqpcLl6Rc9Vs16ETUYlyO9nPhg3DsmRZMT4rIz2uXJHrGtLJzeXMcTnvkGKGhly/elWMLzMmhjPH5NbnUaUKebpyu+OYB4+5euWKGF+zLu1RG8t1gFSo4UFStlzwZmJmQpSgZfvtQ7dES8ZLh8tpSLS1tXkWnCDGZ2/jTK2GcoF57dp1GD5WxhTxBf6Rwcf29Qc4dfkAdVu+22m4HxI69WnGjbuX2LdN7mb6AvVbVGTMyPFifF9MasONq+EsnHWCX5f6cOl8AMPGNKdxczcALK2MKW7z5lmMlJQowgRTj/Xr18dXMPXYqJ4Xjx7LeQ/o5GexesEsMb5aHpWJjZXTGFSrVJ6oZ3I74+KmJvgJPozLObsQHSOnE6pVvToqawsxPkc7eyIFvS8en73K2VNy7fN1WzSiQFeuH7h+12ZkI5f50DfQJyUrRYxPIzx24voJOb2RlkqPBVPkzm1iQg7zZsmZtME/MPjIycpl5oyf2Hdk+9/SQEwKKpWK3Qe38euiLeQKThQFaNDEi0eBfmSkyXQaVK9ZmmVrh1Kg7U/zNpX54uu2dO5Rq8jnr4F3Q077yNXch3zaHy0DGftjgJJ2lhzdv02Mr1K50sRFy3UIlHIqgVf3QWJ8LiUcqd71EzG+CqVKkZ4h5+pavVIlyjSX85YoSE3j5MYtYnwN6tenVD253addcRti4+WCy4dnrnPpgpwrqbW5JXEpctmAz+YOQ60tFzB4NK6IRhEsbQtmZZ63UovRYWxoybNwuRId/AODj4VTN7Bu7TqcS8lZB78JEhOSuHLuOoF+IZw44MOVc9dJTkp5L2spW96VUV8NYc70JaK8KpWKPr0GcOyA3K7T0sqEA4c30K6TJ+Uq2BfKXOxVjB07moxMubSyjbUxa5b9IMZXzNqSXEGBo46ODs5ucq6aACdWyg2s09LS4v4JOUW/vp4ejceME+OzNDHBX/DhWbakM8mJct4wxiodbglajntWrY5NJbnREsWtipGQLPeACvML4uEjOQ3TlZ2XCQiW67YqV9WVjFy5sunktXIaEoDug+V8SMxMi1O2gqkYH/zDgo+HdwNZv3MpNRpVfGfHvHHlNkN6jWJw63F0qT2ARjVaMGX8dM7t82XL2p18N3463Zv2Z0zbabiXqs5nvUfz6K6cE+BfoVVXby7cPE5KSooo76TvRnNwj5xJFsCaXzfzw/eLxOqydrbGrFg+U4QLwMjIELVabtImQPPuI1ALejfYObmKtttq1AWiItukZ+GidffTgtN8AWIe+YtxFbOwoFzblmJ8VkYmBN30E+OzsbAiPl7OMrtW7Vo4VpbTHFmaWZCQLBe8qbPURMfJlWHPbb1GdJxcK/rySUdEvxtJ8XIeOLq6erRo5yLGB/+w4GP0kK/4cfYPaGm93beVl5fP/O+X8E33+Xw+9EsqVqjAT2u/Ze+1jdwPvYnPzaN8Nr0nmw6u4szNo5y+c5AlR6Zz6sIxyriWZcOsPbTy7Masb+dRUCD7MHsV2traTJw4kZMn/zhQUKs15Oc9X8ObXPim5kb43jtFQpyc+r5u3VocO3ZSrFxmZmZKfl6u6Be6Rt1WpGXIZSsiA27wKECuI+Lp7Qvcfyw36rtKnYZEJ8qd4+IlnUjJkDPyUufliwZv+iZyw71UKhWpEXIPJ3vrYmgEK8k6BQq3jst515jqGfIsQq6bqVXndrg3lMvklSpXGo2O3L3AxMSEpDS54CgrLZ8swUyKz0G5NnSA2VNlR3j8Y4KP8CcxNK7Zju69O73V42xesZNyjm48ePCQr1d9xtWH5/jq+zHYOvz1uGb7krZM/GEsc7Z/w7r9S/F/GIB3pZbcOiPbP/0qmjdvjpeXF8nJyajVmt9dEg//dpnJvZfz48gN3LkU8MYP/caNGrNmhdw8karV3DExltNUAHg3bE9CgtwXumyZUty8IzfjwFBPi5t+crbojiUcefBY7qZTvWYtnsXJ7Y7bDhhCgqArafnadUgWDGYajhsjGqyGX5O7YWtra1N/4ggxPsfitmSkyX03lOx87grOK4oLieTSiXNifN7N61OsZDExvk6ftsHyX3YAEqjs5UpWruDkWEnRx1vAPyb4GDpwJDVavj0/j0D/IFrW7ERiSAa+9y6zfvdKzKwKXwNzKGnHpv2/cvrmYdat2kQll6qEBIXKLfgVnD54hWEtf6Sf1/csnLCdG2f92b/uPKUrOaJoFNb8dIiQx28mVpw6YzKqbLkvs0qlokK5KkRHyYnM3CqW5eIlOS+N7PRYzp6Vm2bp4VGF6Fi5Onmnbr0wsZZzhgx9cJvLV+UeKLeP7OOar9y0XDfPGkQnyWVmLi5YRLygn4EKWdG7z3dzxbjMjU2oP+FTMT4by2JkpMsFMzoabcKD5Vw1b525xZmjcuMhYkMTCRN0/WzSviaKllwmfMbKNqLzewZ85ibGBf+Q4CM+JpHgsABad5BTqr+Mc8cuUaN6TUpXcWTsnE+xsf/rLMfrwtjMkGU75lCzTnWa1WtN2BsGAK+D2GdJ+B4MIzU7gXFze6JWa1j1wz68mroxfFpnpq8bSnEHC84deH0LcwCHEsXZvHexbJ0yNYjDh06L8WlpZXPipBxfZfeKBATKlTXatm2DmY2cOFpfpebKZTlvjpKOjkREyl2TtjY2RETJtYsGXrrAPX85nYaJqRkRsXIDuVpOn0y+Rk4zI/kwUalU3F6/T4yvVAknGk3oJ8ZnW9wGPTMDMT4zEzPSM+SCo9iwBMIETfP2rbnI09BgMb7Vs6+TkyfXDRYbI5dhhH9I8HF0xyW+GDv+rbTWXj5xk12Lj3Pl2hVWrF0mzv8CG7et48a9q4zpO4Gju+VGXQPcuvAYQ2MD5qybRM1GlZi4qC8VqjoTHfbvDIN7LVcC7r75F8nSypzLF+SMt+rW8+LyJbmdtpdXNQIC5AS+rZo3plI1uQFu+VkpbF0nd12ZGuhy3+/Ngsj/D40aNcKpkpxqvmaduhgXlwvera2tiRYMFirXq0u2oKj45uqNRAt2vDjVkbX4T30mFwjqqrQ5NXejGF8517JUbV9HjM+9sjtlqpUR47O0sCA3T07/ZWhoSEamXNklNTmP9Ey5rOCxA3LaNPiHBB87t+/ms7FyEfcL+By+QN/+vflx8wTcPd5+B42VrQWLts1k5MiRXDwp59xoYmZIbnYeFT1cGTp0KABVapfh9qVAEmJSePY0jjsXAyhR+s31Ft27d8fPV+7h3rlrW+yLu4vx1arpQU2vLmJ8NsXMObxvvRhfpfJlSBQcFlautAuZWXI3RGM9be74yg0qdLS1ISFFrqzRuFVrbF3lHiiu5cuTKSgC19JoiEmQ08xYuzpRoJbLpFg4O4hxaWlpkSEoQM9KzWD3jxvE+Iz0DUlLl3u4d+zZjjot5ILBFh3rYetgJcZXsbIjBRq5WTvSe/u/ffBx75Y/MWkh6OrpiPImxqQwbMhwjvocwsJaTlT0VyhdthQHju9lzcwdpAgJJavWK0dCdArPguJJTU0lMjwa3zOPqNPcnQndl7Bwwjbio5Jp2dPrjbk/6deFJ/5yrpX29sW4fE3OlVVPT5czp38T49PS0iIlQa5dz8TYiPJV64vxlXYuSc12fcX4zAwNeOQnl9nKSU3hxjm5DgtNdhaPH8kJgINv3OTOHbnMkWuVymQLBgv+e46RmCH3AK3au50YF4BNBRcxLgsTC7Kz5QLptMR0bpyR0xtdPu3L/i1yvjW5WRqSUuT0X+2718LAUO4Rv3B1U9Gy398++PhtzU66dpXb2cLzltPvhy7g2MmjVHQvL8r9OvCoXpkR3/elTYNOInoKM0tj6rSszE+jNlLWrD6bFhwlIjiWnqOa8c3ygdRpUZmh33WibOWSb8xtXdyMoz5yLp0A0bFPRXUkaakJonzWtm/+Of1/0NKSm/+hpaXi0KqfxPhK2tuRlyfnkGtvU4xUQUFnQVYmAQ/kuoXMzcxIFszMeNSri8pQX4zPwMiIxNQUMb5zs1aLcQG4d5CbHGtmZELF5nKttibGJuRk54jx6WvrkZEpp4MIehhBUKCc5mPjsouEPJUrlcz74Sb5BXLB4N8++DDMtePLyaNEOWdPXkRY1iPKVnER5X0T1G5SA1MrIxbNWCHC9+mkdrTs6UVuqorHtyPoMaIpLuXtKVu5JN2GNaFm48KVlVQqFdo62mRny6X3HOydiHwmV4pwdXUjNlYuHVynUWeyBS3r71+X1fhIBlomxkY0HjhajK+8qyueHbuL8RWztCI7V3CMe5PGlK4qp3G5e8qHu7fviPE1GvgJ2kZyIkyVSiXqk3JmjlyWUVtbGx19OYdiVxdX2n3eXozPydkJh1K2Ynz6+gbk5MoFR3p6euTkybW1JyXkkiPoQ/K3Dj7ycvPZfno5BoI7i+zMHFavW8HGXb+KcRYWW/ZtwPfEPfJyiu5YaVHMlO7Dm/LT5uHEGV+nSWe5WuWAXqN4FiJX1x40YCyJiXJfmpatuhKfIJeqvnpmO0GCLYBa2trk5MoFM6Ur1xTjAji+Qs5F1EhPj+tH9ovx1ajhSZ3uvcT4slJSCXwoZ+ltbGREWqZcx0HikxBiBIf9VenQjBzBsfXSuLVLrq09NyuHk+tPiPHZ2Ttg6yxnNdD5k1Y0bCU3u6dZW0+K28hJBtyr2KPRyF0rf+vgw+fYBUqXkvX2OLbpAssWrMLSylKUtzAoVtya+m1rMue7X8Q49Q30cHV1JSRELh2nrZ/P6ZPnxPju3DvD0cNHxfj8/M5w+bKcgNfK0oqIZ3K6j64DvyAjWy74sHaQnWukFhRgGujrER8qN8k3JT6OQ8vlZhflZWYQEiA3XbSGd30cysgJYhNCwomJl+vu0dfXJyNXLpVetcfbsTuQgK6WLjEhct09z0IiObXrnBjf9fN3OXtCrk1eU6AiJ0duE9e5RxX09ORChr918PEsOIHu3eSG8SiKwqQZX9Kkq1x7V1HR87NObNyyXjSV3q5xTx77yj08zawM8RU0jnJxcSIsLEKMz87OlkhBb4l6DZqjq28sxhdw5yIhoXJ+AXdO7xfNpDi5VRPjUqlUmBWTc7E1NzImM00uq2VuYopaUFSn5OWTINjtYmpmKjq7J9DnCkmCGpKcNFkviLbf9hHjMjIwwtJRblOpr6dPXp7cucjNKRAdQnrHN5iQELn76OK5l4mNk7uP/q2Dj4f3HtOoeV0xvlMHz+HoYI+BoVxNtagoVtyasqXL8eCGXDurWTFDNm/ZJMbn4VFJ9Evj6VkNSwu5FsA6tetiZ+ssxmduZkJcvJx3Q05WGtExcql0fQNDEpPlRJO2pcuJcQHU6i7XjWNpYU6xMnLDzKpV96ROT7kNTXzEM4IeynXjtBncjzKV5ZwmdfX0yBLMfDw+LpdhBLgpWHYxMjCifv8GYnwuLs406ia3UbWzK46VjZkYn46OLgUFcpsQbR0d8vPl+P7WwceJ8wdwcJYT/Nw+95BxX40T45PCDz/9wPmDcl4LlaqU5d4juXZCz1oeVKvYXIyvpJMDWZlyIkIzMyOio+Ui9ujIp9y/f1eMz7GEE3n5cu2Yzbr1A2251vMbB7eLcQGcXrFAjMvUyIhiZeSCo2chIRxdsUqMz0Bfn1zBbqFzW/fge/GSGF/L0QOwsLYW4wNZwXNsgNzOXaVSseMbuc68vNx8Qh7Jab8quJXD3VOuRPfJwObUqF1JjK9jVw8sLOUyvn/r4EOtUWMomKW4cf0W7Xu0EuOTgoubAys2yek+LCzNMTWUSz/q6umwZf98MT49PS0uXD4ixpeTncEdP7ngzczMlAzJYWZN22DrKNe+Gx0SSHyCXGYGZB8oklCpVNzYITfcUE9Xh1xBb4l6TRpTp5Nch4WWSkV2jlxg/uDEBWJi5ALztjNHipatzOzkTLekHbCzM3J4dENOH3Tb9yFHBTM950/fw++23OiBvFzN+8t8zJo1i5o1a2JqaoqNjQ2dOnX6L+vqnJwcRo0ahbW1NSYmJnTt2pVYQfvjl9Gunlz6VlEU7oVcR1tHznNBCtbFrMgTPOkA9T1ai3FJf6ltbK3JzpYTSplbmJGVJcdX37sxterKCesu+hzm+hW53Wxs+FMSk+TMiup27kOBWu6BUraOnBeE9LVnZWGJfcUKYnyB9+5z5ZCceNq5XFms7OQ0MylRcaQLduNcXbWXAsFZNi2+6irGBVCzi1w3ia6uLpIhuY6WNmpBa//UpHRSUuT0UOd8nhAfJzf0842Cj/PnzzNq1CiuXbvGqVOnyM/Pp0WLFmS+ZLTyxRdfcOjQIXbt2sX58+eJioqiSxdZEzCA/Lx8bj4+J8YXHhyBqem7czJ9UzTxbENGitxu++DFDaK72Yql5do7dXV1ad5Yzi6/bJkyNG8pF6hGhAVz/YqcS6e+vr6oQNTIxFQ0WIgNCSRHsHRgYFL4adB/hOpd5HxDTE1NsXaW0wcV5OWRnpIixmfvVBJTwU48S3sbdHTkSnRpMYnkC7bu7p4oa3kgubksWbIkn06X0we5li9FDW+5MkkxWyvMzIzE+LS0tN6fw+nx48cZOHAgbm5ueHh4sGHDBsLDw7l167n9cmpqKmvXrmXBggU0adIET09P1q9fz5UrV7h2TS7tDZAYn0JaltzuLj9LYVjPMWJ80tA11uLJY7n2WB0dHTIz5LIBFmZyw8IA7j2QSz9mZKRy9vQuMb68/FwSBNsdy1eqjGNJuQde+96DcRZsQX/2+L6oqv/+SbmSGkBCiFzrblpKMjf37Rfjs7CywsreTozv3pVrPLolZ1pWp2sbbB3lxN3FXUvwgVboALi2U04QGxcTx8aZu8X4NAUaUbPG+g09qFxVTkMydnxTXMvIlYeLpPl4YZNsZfW8Lnfr1i3y8/Np1uzfKekKFSrg5OTE1at/fNJzc3NJS0v7j5/XQW5uLjbWcl+a+/fuczNAVqktiYj4ECIExzfXdG9Ifq5cevSan9w8FoDoWNkJisnJcu2OZqZmmJrJ7T4N9A1QCVqsH9m+TnTeiY6uHhrBHY/0hKrwO3KzZ7RUWqKp9BJOzpTxlGtV1lKpRB/up1Zv5WngEzG+Gj1biGYXKrXwFOOShkbRkJMh50gaERbF3WtyXY2H917iwhm5xoJd224RES5n0VDo4EOj0TBu3Djq1auHu/vzKaQxMTHo6elhYWHxH39ra2v7p6KmWbNmYW5u/vtPyZKvF1mZmpjSuGbbwi7/v5Cbl0tqeooY34cObcGH3duAibGFGJeurh7FijuK8ZUq7YqnV0MxPv+Hdwl+8liMT11QIFpSazt8PIaGhmJ89foNEeMCWd2HhaUl1Tt1EON7fP8+1w7IZXo86tWmQnU5+3dpnJi9QXQWkGlxCzEugO4z5MokBoaGuHrIZSyl9UvSiIlOI0dwlEGhg49Ro0bx4MEDtm8vWhve5MmTSU1N/f0nIuL1WqvyC/LZcVyuHmjvYIexvmwtWhLTpk6jfiM5T5Nr986gqy8XgDSr21OMC6Blk4FiXEZGRtSsJScQvXv3DudO7Rfj02g0aAneeJxcy4s69B79dSG5gh0WgRfl9DIALSd+I8aVk5NNXLBcGUejaEQTPbGRUSTHyWXxytWujnVxuZKpoiiokHvD17f4iHEBXNws6BtiaIhbHTmPmeq1qtB1kNx9ysOzLOUqygVHJUpaYCS4CSlU8DF69GgOHz7M2bNnKVGixO+/t7N7PgEz5RWBVWxsLHZ2f1z31NfXx8zM7D9+XgdWxcxFh/BUqe5OCXNXMT5prN6+BGMLuRNfUFCAsYmcGOlxiFx6D2DPoYViXM+eReJzWs6rIj83X1SkV6teY2rVri/GV9zRGXNzOfF0TmYGurpy7zc+VG5yJ8DZpXJt6OkZmUQLmoKVLOVCpbq1xfgig0JIEPSs0TMyQE9Pbnhb5Q4NRK8VacQEyn128fHxHFp9Rozv0YMAzh25KcanoKClJeem0b6LBw6Ocr5ab7QyRVEYPXo0+/bt48yZM5QqVeo//t3T0xNdXV18fP4drQYEBBAeHk6dOrKW5bp6uriXkuuwsChuxvaTa8X4pBEREYG+vtwAvbb1+oqm+SKi5frd8/PzRcfMZ2RmiX52NnYOVPaQG8x3784NoiLlzIouHd9PkqClt0PZihjo6YnxGVvIzk3KFWwVzS8oQNdA7lrJys5GLViG0KhAX/Bc3Dl+jiRBTxh1fj46ggZ3LSfKlUkALEvI+YaoNRq0tOTuoemp6aQmyV3Lt6/780TQpG3JfB9CnkaK8b3RVTJq1Ci2bt3KgQMHMDU1/V3HYW5ujqGhIebm5gwePJgvv/wSKysrzMzMGDNmDHXq1KF2bbno/wX0dGVHS2tr65CRnoGJqYkYb1Hwom6v0Who1KiRKPf1h2eACWJ8RgZyn1lGejZVK8t5QRgamlCrViMxvpzcXExM5N5vZEQ4JR3kvBvy8/MxNpLLkjlUqIKuoIiwXn9ZzYdteTlfDltHB1qNGinGFxb8lPBHcnqeht06Ymsod+2p1Wr0BIOFewcvoP2F3G77wdEbIGdJRJtxcjpBCytzmvWSu08Zmxph4yA3JbdArRENBDUaDTo6clmyN7pKVqxYQWpqKo0aNcLe3v73nx07dvz+NwsXLqRdu3Z07dqVBg0aYGdnx969e8UW/DLuBF4iO1uu9PJJx/48viWbEn5TPLj6hPCAKPLzClCpVKhUKsLCwhg0aJDYMVKSU0nNlDOLyc3Jo2vrEWJ8iYkplCghV6tMSkzB2FjuYex35zbPwuU6BHT09LG2krO49mzcBgd7ezG+a3s3i2bJTi6eK8alVqspVUtuY/Mk8AkXN/0mxpebn4+ertwN+9TWXTz0lUvN1x/YjZJOclOQFUVBWyUXfETel+t6UxSFLePlzm1mVgaJUSlifGUrulCvSXUxvo7d61GnvlynVdOW5bAuJnefeuOyyx/9DBw48Pe/MTAwYNmyZSQlJZGZmcnevXv/VO9RVJRwcML3slybXZd+7Vk8b5kY35siMy2b6X2WsumnA6z+dgcHV5/B74I/P8yYyZj6P3H/skxp44FfAO4Vq4pwAQQHBxGdLdemfO/uI4JD5LwM7t2/T1SUXFCZmpKGpYWcpsKzXnOqVKkixhfsfx8jfbnUvHRrrCRSMzK4s0tOz5OemQmCBm0e9erQSLB7JjMjHR3Bh/vdE+fJzZKzk28xdbBooGpkJdcEUFBQgEpbbm2JiQkE3JQTJ188e40Tey+L8Z0/c5vgQLkyiaKo0dGWu6/8rWe7DBk4HHLkdrTuXuW4fOMiaalylrRvgqTYVBRFIT4yiYjAaI5tusD6H/YQczGflLh0Av1CeXo/gpwiDl1Ljs6if5+BMosGnkU+o0JFOdV3WFgEtrZywqbYuHiKCyr6PWs3pX49uemY29ctISlRzrQs0M8XEyO5kqRnG1mL69I15DIVaekZ6AnqeXQNDHCpVFGM78bFyzy5KSfGtnYqga1gVisqIBhtwe6Um5tk/X7aT5NzOlYramq0k9MJ5ubliQrP8wvy0RXMkkWGx4kO6Dy87z4ZGXKB6t86+ChRphjLVywV41OpVHTr1IOV8zaIcb4JHErbMPj7bpRyK8GUTSOZsGIwLft442RXCn0jPc7t8eWXLzaxd8WpIh1nweI5mBQvWg3/ZR8Ja2trvL3lap8lS1SgTRu53aJHVW9atJAbGOhz6hAF+XLusOnpadjbyNV6FZUWBoKZj8RncmJYRVEwKy4XWKr09ajVoaMYn76pMWXcK4vxxcfHoRF0h7UpUwpHBzlzRT1TE0yN5CaVJoVGiXEB7Bi3XIwrryAP82JyGctylcowYJKcILZMBSc8POXs1c0sDEW73vIL1KI6y7918FGznge3790Q5Zy+8BuCr0SRnJQsyvs60NbWovWABqQlZbDkq81YlTRlx9l1mFuZ0qxnHQZN6Uy5ai44li6aODHiWTh1GxVtB/ByajUvL49KleS+NCdPHsPEVG4HcGD/dhSNXMQeFPgIK0u5dHDJsh442MllZtoOnSjGBRB6V+47lpmVzYPTcoPW4hKTKMgQ7BC4cRP/y3Kpb31TE+wEMxXntu8lKVouS1Z7WA+sBGdaWZSUCyylkZSaxI39vmJ8fnfucvw3Oc+a/IJc9PTkHu6tu3hSya2cGN/EKd5YW8sJ4//WwYeevi6OxUuJzigxMNKnlJcdA7rJKvLfBFN/G0Vudh6fNZ/Ep59+SsDtEBp2qUX1xm6MmtuHhkWYzJiZnk39qi3RKUL3QmRYAicP3Ob6+cfk5uTz008/ifaT37p1hVKl5XRCgQEPcXaSewCgpUfpUnIzDvSNzEQzFcfXLxDjAkCwnTAuMRFDY7mddmhYOLFP5Nq80zLSMRVcn7NHFdw95PQ8OdnZmAsO5jv0zXwMBDsYvIbIZaEAyjWSc3PNzM5CT/B7lpaeSn6O3BTa274PePpYrjV25fxDoq22m9beQK2Wuxf8rYMPgGGDR+Bz6Ioo56Qfx/Lo8SOmfTNDlPd1oP6X2G3IjO7Y2zhw/9AzdHS0ca7ogEajQaMpmhhu7bLN1GlQeI+KB7dDWfT9ftYuOM6P47czsttS1Dn66Orqoi54PivmyaNIosIL7x2gKDq4lCrx13/4mjAwMMfJSS6Yqd2oG8aCmoo7Fw+LcQHk5chleQrUGtqP+VaMT8vAkGafDBDjS0pNeW1jwtdByUqVqFFPzkn4xOatRD4JEuOr1LYpJQXLLoqiiLrrnpi2WoxLrVZj4yr3Xi2KW9BpdGcxPiNTQ1zKyXXl5ebmYKAvd1/Jy8vDQE/QSPJhPLo679nh9EOCW20Xps/8XpRTpVJx8uxxQi4l8vih3K7qdaCtrUVISAizF82kx4j2nN/rS9121TC1NEZLS6vIGYa169fQpF3hBX/bVp/Hxt6C+Rs/Y9uZryldwQ47/TokxqX9PlBq3rd7uH21cDdcRVFo1rC/qGK+Rq22onxHdso5akpDrdbgVF5upx0UGsbN/VvE+AKCgkkOl+sQKFfNk/Z95USJoU+fol3EAP9lZGRkYiVYd3/2+AmmBnIPgNJNvMS4pJGWlYHvVjkH0YhnEQRclfNcsSlRnKo15fRBrbrVo15DOTG2V4PS2NjKbbocShh9DD5eRhXPimSkZZCYkCTKW7q8MwMmdaN143aEh8ilrv4KoU/Dade8E+PHj6deu+osvzCNvpM6ijw801MzQK1N2Uql/vqP/wT+98Lp/qk3JVyKYWxqgEcjU/QMtViz8MTvf5MYn05Zt8INcgsMfMrZS3K9+NnZOZw8vkaMLz8/H5VgialAraFp16FifPHJqbjXkHMTDn0WJepu+iT4KblpKWJ8J48c5ukduW6SB7duo86UK+O6eHlSqoRciS7wwlVMBXUBpjZyvg0AFdvWE+NKyUgRHWgYExdDcqSclu/C6YvcOOsnxnf6yGWiwuLE+HQNwNhILis4ZmI1VIJt3n/74APgqzGTuXtF3hysaVtvFi5cSP/2w0lJSBfnfxX3bz9k6bgt/DJ/Mc7Oz9N5xUtYYeskc4M4d+QmP06bU+jXJ8alYWJqgKHRvx9Ghw4dYtC4Jjy+G87xvTdJT8smMz2HMhUKp7HwOXUJNzf3Qq/xVdy6/QB7B7kSTmx8KnUbyLkk3n8USGKE3G7s9t37BN44L8aXXaCmQmW5TEpqZiYOgmWDyMhITARbbdPS0rCxkrPgTklNpbiwnbyOtpzb7N3tcuJftVqNnqHcudA3MaTViC5ifAWafIoLCruzsjMxFuwUCgt+hqZALkO757frFMg5+zNhpNx9Bd7QXv1DRa+hbWlevwPX2vuIjyXu1KctHlU9aODZjLpNPVm5Tq7162UM6jOEAwcOcvL4SWrUryrOrygKYyeM5Pb964XmyMrMxdLaFN8LgbTv9Txda2Zmhlc9DxI/zWPPxsvk56kxNjX4vQTzxsfIUNGufZtCr/FVpGeoadtO7gb2wD+IMmXlBhD63X+ElkbuDhEcGoGdvVyqVa2th1cdud1smWo1KGYmJ5jUNTXDtXThM3mvov6nA6kmGGz5HTmO+aQpYnzNZsp2MkkayKVmpvP46FX4XIYvIiqC6IfhIDTo1bVKGUzKy2UCKtYoRzEzue4eEwsDrC3lgqOc7DxMjWUDX0n8IzIfZpYmWFhYsGPz27FxL+VWgj0ntnLB5zID2g8nO0PO0j0qIoblk7fgfyeQW36+byXwANiwegtu5apgUQTHQFtHS3oPa4Sj8/NMTFJSMpMnTwagddcauFd3Zvmsw7hVLbxd810/f5q3kBP8Xbt6kyrucgZop077kJclN4grJi6RihXkZpNY2pekeUu5YRhHDu4nLlTOSn7LquVEPZHL9FiVdsW9fHkxvn1z52Eg+EDWaDToC3aTXJyzQowLoM6YPmJcccmJGAlOyo6IjCQ5XG5A4vEDx7m0/6IYX2xsLLoquZJky09q4OIsF0iP+b4eBnpyc4A6dCsjxgX/kOAD4OeFP3Bgy+m3xl+2giuPwu4ybMRndKzXm4FdhhHzrPD99jGRcfTrOIR6ng0oVd2ea48uUKqMi9yCX8GjyzHMXfxjkTj09HTwaliB6nWeX4QbN27g2rVrKIry3KBtYH2cXW0oV7lwZQ5FUbhy/RjmFnKpzEOH9uAq2Lb7+HEA1TzcxPhsnCrSoaOcoZqvry/W5nI3nOjoaFxd5GZ/xMfHU6qkXBns8OqVGAlqcFITErE2lcvMeH85WowLIEfQfTk1M4OIS3JjDAwsTGg3tr8YX0ZOBsUEzfdS01IxN5XLfPiev0VGspw+aNHk7WSly2VBj2x/KKrRMDUTHNnAPyj4qFrLDWeHshzed+Kv/7gIqNumOkdu7sC1XGk6N/uEGYOWMG/a4tcKRKLCY/j5u0W0qNGJhWPXU8m9Ik+iHtG6e5O3uuZNa7aRmBFNhcpy5QKA06dP06RJE1QqFeoCNY7OxZj96yC6DahfKL47t+9jayOnBwBITU3B1VVO8Fe5ZluaNJQTdK5c9CO6ipwF8vVL57EVNEBzrlabau5ywZaliysVSrmI8WVlZmJnLafRsK1YQbR0e2/nPjEujUaDrZtcludZXAyZRdhAvYqHAf6E+z4S46vgVYUO/buJ8TmUdaB8RbksY2ZGJpZmcmWNrMwcLEzlBMAB9+WyRgBb1/uL8v0jNB8v0G9sOzq170Kbjs1FTa9eha6uLlNmT2LK7EkE+4cye8Y8mnm3xrOUNxk5KSTnxWFmZk7tyvU5eekI8Ylx1C7bhPisKGxdrPl5xQyq1ZSrK/9/KCgoYPq0HzjpU/SZCyGBMZhbGWNkrI+ung4zZszAwOC58l5bR5vkxAzmfrubSbO6o2/w5qnm1GQtxn8l5ylRUKCmW8+Jog+T00c2M/ubnmJ8SYnxuFUoLcaXkpxM5Qpy6dHAh/dxshsmxqdnYYW1udzus3K7DmgLftedaxXewO9VKIpC6jO5wV6p2VlUai43UyghPQWbEoXrSvsjhEaEk58qlwnYu3kXZuZmtBkoVIbVAwfBzc0nk9pT3lEumKnfvgJG+nIbh2J2chlk+M+RGhL4RwUfbh7l8KpWn3XLtjFEsJb5/8G1ogu/bvv3fJmU5FQe3w8gPiYRZycXGnWtRYXK5bCwtHgn63kVx3ZdpH2LrrhWKJoZTkRIPOMHrcG+hBW2DhakZEbjVd8DY90ILKyMMTEzJCQwhjtXgzG3LNxFP23aN6zbIDdVeO++40RG+AK9RPiysrJJS5HdTVSo1lC0e6Hlp+PRFxxOFeJ3Q/Th7nd4H6ofvhHjy0iQOx+KouC7cROMGiPCl5qZiU0ZucDy0dMgHu89AT2Gi/CZ2dvQYYSc4VuOJp8STnIluuTUZFyc5Ey8Tu0+hceIKiC0xA0/7aT5YrmNiIGJnuhGaex0uUBVUTRMnS2nxYN/WPABsGbbL4zrOZvm7cJxLiX3RXhdWFiaU7uB3O6pKHgSEMzqxRvYffbXInMFPHiGtrYWVb1KE/40nge+MfjfSAHlPKbmRji6WJOfW0DJUoWr0arVap5FhlGmrFyJ5PhxHzyry2WY7j54QtXqciZAScmpmFnKlQwKCgo4vn4+jOokwqcoimgGsajuvK8iNy+PsBtyszqi4uMxMpHTyyTnZtOob28xvvDoKKwES0wnjh/jSXgofNtIhM+5agU8DOV229YutpR1lROLp6WmUdxSbjZJdFgcZoZyBnLHNt5kupxfHlOGHePSSRmu1LQ4jh+IoHF1GT74B2k+XsDASJ/GXavRuW0v8TTR3wmKotCtwycMGdsbfYOiC4Uy03MoX7kEvYc1ZtjkJrQZVIKjd35g1b7PGT6xDeXdShAaFEcFj8IFDw/uBVOvjlBP3b+QlJJHly4txfiexaTRp5+coO7MxWukRstZb9/3f4KFoKdERk4e3b6YKsaXlp1D80FyJZzHISFYFpMTJKYXFNDoE5ksGcBlX18eHZTz0TC0K0aDdnKdTDHxcdgWl3sY7/p1E6F3A8T49KyNcHGU24w0+6w5Je3kxM4lK9mjrSW4fxfMeqjVakk6EpNjiIyQG9sA/8DgA6DnwA6UKlmWxbOLvuP/u2LvppN4VqlLx14yD98KlUtStVZp0lKyiI6OZvSo5yr+kqWK07itB8MmtsGlrC12joV7+B09fJERI+WG+SmKgqmpg+hAuWVLFmBqIDdI6ur1W3gIDh2LiEuiXsPGYnzHz5wj6LLQ1gm4etuP/PgYMT5tM3P6jJfzvbj3JABjwRt2aOQz7O0EO62eBGKmI9dxYOJgQ+XKcvbgSUnJONrKfd+O/boX3QK5R9S1w1cxEWw9bdCjaJPBX8WwH1uJceUXZNGik9yk8dzcFJxd5AJV+IcGHwBbD6wh9HYaPsdlXdn+Dti74xB7txxn9db5YpzlK5egY+86JCTFMuGL7343EVMUBY1GQ2ZGDjo6WlSpUbg+9V/X/kL1mnLdOBcu+hIWelOMDyAiPAzvup5ifCXK16BXd7lBV+GxiTRu1FCM7/b9hzg5yD1MfO/cwQC1GN+BQ4eI8pOzVve9cQtFsJXVyN6WOoJD6m5euYYqU85jKFtboWxJOV8Jh+plKeckx5eRloGDtdz1F+oXKqqp2PL9QTGugoICTm3zE+NLz0rEubScuNbe0ZTBw5uL8cE/OPjQN9Bl1A/dGTzwMwIeyZkkfei4f/cRX46dwE8rv0JHV07ICKCjq83EL6YwoN+/MxQqlQotLS2MjPWZ9ktfKhXCYOzyJV/s7ZwwECgPvcD2Hftp2UKujKNWa6jp3RHdQjq3/hG2rFtKhdJy3QbbNq3H0kDuK52laFG/jtzgscj4BKpUktuNPfR/TEkbud1Y2LMIyji7iPFFREdTStLaPy4O1xJyOjaf33ZjpJG7XrKVAkoWkwsWGo5qj56gQZuJlVzWA2S7PxJT44iPkBvh8TQ0gHNH5Eq6Z8+cZ9smuUAf/sHBB0CZCs6sWbuGYX3Hk5eT/76X89aRk53H7PGr2bhpA86l5W56L5CRnkV5x4YMGNr1v/5NpVJhYWVcKIFieEguU6dNk1ji7zA1L8egQT3E+E6euYKDrZyeQlEUEmMj0deTu7lGR0VSq6qcJ0eOlgENveRSy04169G6uVxAWKCvT/XKcnOAqnbpRIvGcmWr8wcPY6YtpwmoNbwvNdzkyiRpKSm4CgZHN3ecRE9QAxFyXc4JF6DHD3J6ngJNPs0HyI0dSM1IwKWMXKYiMSkGCwsLMb7klHgszOXEzvAPDz4AmrX1ZsEvc+jYpB+JCXITDT80xMXEU8OtHl9OHUbDFnIdGS+je6d+1GzkLJq61Gg0zJo9habN5WTUmZlZXL54BAd7OTHi9h17cHKQU7Y/DY+kbKVqYnwAdTr0FW2zPbFlDcXM5LoX1k3/FjtTOT6Dks7UqFhRjG/LzB+xERwUlpQQj7uLXKvtoZkLsTKQsy/3GvmJqPW7NEJ85YKP3LxcNo5dL8YXnRCFLnJD9Eys9Ok3Ws7puLy7Az37tRDjcyltQbVqcoE+/A8EHwDVvcvTrU9HaldvQHSUnKPfh4KUpFTq1mjM15Mn4ektdzN+GXf9HhIW+oxPBrYT5d22dR9OJZ3QkSxnbN1HCUe5gU8Ad+/eo0dXuYF3D4Oi6D9osBhf0NMwUiKfivG9SClLBppqtRpDfbnS2rl1v2IkmDnKSE7BTHCEe92xIzDUk3u/Oalpoufj6fkbYlwATSbJdYLl5udhKBj4Pot9hrml3OYhKCyQ4JsRYnznzp3lyG/XxPiuX79BdLic4ZuGTOzsZK0r/ieCD4DBoz5hxvQf+HncRsJD5VwH3zfu3XnI1KEr+HX1GvoOlbMifhWHtl1j/oK54lODz/vc4+tvx4lyXr5yl0GD5PwV1Go1jdp9hoOdXCZl6eJFmOnIzXG4fN0XJ2u5mnZ8agbN+8gFRwVqNWVqF852/4/wNtro7dzk9CgA93bIDrq0EbRWV6vVxD2Q0wSkZKTx5LjcwzNbyWXAXBmzN4BMTRa1W8qNRYiOj8S6mJwVemx8NMWt5fRL/o8CycuWe7zv232JxARZ6cL/TPAB8MmgTgwa34EGXk3Yv0uu//59Yefm/XRo3ZWeo5vSuM3bKbUAbN20h4An/rTuKOeYBxAeHklOjhb1veVKLmq1Gh1de1oKTsY9dPQMAXeKbk//MoKeBNKyidwaC7LSGNBNLit1xOccxQ3k6vd3nwRT0U1Oj5KSlUW9Hp/I8WWkU7aeXA0/MTWFnKQUMb6UzAwqNPMW4wuPj6G4s5zY+XFYMOoUuZ325ZtXubRa7h6dnJ1M+YpywVslr7L0Hiznburgakk1z6pifGolGwfBTEVyUgrFrGTnbv1PBR8AHrUqcP7Kab7/ZiaHtlz4WxqRaTQaDv52jvXLdnDx2hnqNZbtN38Z2dnZfPvNVKb/PFac+9vJM3GrLOeDALBn71GiIm+LZmh27NpPuzZyZmVqjYYajTqJik179epF7dpyAeiJU6dxEBxQd/jkafJio8T4zt+8RXEjuRLJhVu3iLp0SYwvIPIZ5apXFeO7et+P8GNytgE5+lr0mDRKjC8yKY7S5eXcSJ8+C6WYlVym8eLFi4TfDRPj27/zIOGP5K7nrNx0Sti7iPF1GVgNjyo1xPiGj6uCo305MT74Hww+AJxdS3Lr8SVCgyKoWr4Ogf7B73tJr41H9wOoXLYWV65e5vClLZR0kY1GX8W2tScY0PczSgvansPzoW9XLl/li/FyqX2AVas2MGzYIFHOHLURfXvJicGOnDiPo03R6s+vBs3du3cvEt+reBoWRsuGcpmAO/fuUauqhxifz4ULGKnlDN9uP3pEmdJyPjNpKg3te8ntjB8EBeIkODdl/6GDPD54TozPpGRxOvWV6y7TNtXDs4acp05UTBQl7eU6e54GhWBuJNf9dnD7afIz5R7Hk4dvQp0rJ4jds+MeujpymxH4gIOPC+euvFV+bW0txkzrw8xZM2jTrCMHNp0Vnz0hifz8fA7+doEhn3zO/IVzmb38W7S13+7pO37EhxNHzzH1J7na6wucP3OPGdN+QU9PLrWvKAolnevQoZ1cu2RMTBwGRqaYC4rftuzYTVnnotV3X87sREdHYyfopAlQtUMfyjjJ3ayd6zWmbZNGYnwBT4LwEnSHNXFxpk0bOUHx9i3bSPKXsxo3dnakRWs5a/Wg0BBcBT1Ntq7dSOQtufebq6ehSkW57opqrapT10uuzKlvoYNrSblMT1JCMiXt5AzasrOyMTeR05Dcv5Mgrvf7YIOP0SPGkZkpV0P8M7Tv2gL/ED8y03MoV9KDNUs3v/Vjvgk0Gg0rF62nnFMVAp74c9HvKK06yD1c/wxpqWkM/2wMU38eLTpcDJ67+Q0Z2o+2neR2NgBr1m7HwgK0tOS+JKvWbsXcUG6HDfDI35+end/8QfIi2xGbnM6tJ8+ISXpuSqTRaBg8RM6aPiU1jbPrFonebM7v2YG9lYUYX4XO3WheV05AeOHMWdxKyGX3gp8GU72inMbF19cXF+viYnwGjsWoWVVOa/Xs2TPKl5LLHB1YvwutbLnNoM+B01gayGUq3Ju6UrqEXPDR75uGWJjInd+GbcqIfn9t7ORavF/ggw0+vh4/nV3rL7yTY+nq6dB7VGt8Lh1lz659DO88lYM7Tr/XTIhGo2HZ/HVMGbgSnxPnuXDNhwkzhv1ua/62sfjn7YwZ/SVulcuIc8+etYR6dZpgYSnrOLh8+Sr69pbbvQIcPHSYEZ/JjZrMy8+ncZcRWFuYvfFrVSoVj8Jimf7bKb5ccZAOU9fx7bpj+N66Q1UPD9T/ul5DY5LIziu8Mv3ImQuUqyjX+ZGVnU1abLQYH8DhuT9joi+XVvY7d47Sgm6plh7u1HGT27lfPXaK0tZy7ePJBTlULyPXll+8ammquMrxxcfGUdFJTiD64Mp9bM3kPr/1U3ajpyV3/Z3e7icaLNg7vfn95c+gKArf/Sjf0PDBBh+ffNqKXXs38+P0Be/smM6lSnLs/B5+XjuRbVu34+roxuQxP5KWnPnO1pCckM78aWtwdXTjrM85Pp/dnV3HNlDS+e1qO17G99/OIT0li68my+2mX0BRFEID81iweLoob0ZmNiZmttTwlHtoFhSoqddiMB7ucjuc37bvI+pR4YWDSw9cwlBPh19GdWTZmC74h8cyd88lDA0N0f5Xhqr/z9t4EFL4AW7RGTl06tix0K9/FTcfBVC5Zi0xvrSMDFQauRkxANr6+uhoywX2acnJWBjLBdc5Odk4CgowL/+2F0t9ud1srkqDrZmcA6b3iHaYGcp9fsaWJmhrvZuNW2Hw9IHcwEW1Ws32VXfE+JKSo/nuy6tifC/wwQYfKpWKHQdWs3H9Zs6febv6j1dhbmXCtgNrePDkFtWqVWXcgO+p7FqLSWOm8yxU7iJ5gfioZL4d9yPupWvSo+0AqntW4WHQbXYf3YStg1wq7nVwaP8Jtm/byfT5I94K/5Rvf8bRyQwbG7kUKMCva/YyaeIkUc5lKzeSkfBAlHP33oN071I48WpWTh73nkYzqVcTqro6UrN8SeYOaU2Bnhlbzjy/2WTm5JGTX0BZx8I/qO48CqB9U7kBdc8ysuk3UE4E/DA8Aq/mcu6NmXl5tP3mazG+goICnp6T65wBaDpjvHjNXZLv7u4zsgZoVx+JcQF0/0FO/AvQpJ9cJiC/IA9bJ7n7YWx8OJZWcuLQ6JggiheXvV/DBxx8AJiYGnH0xD4ObPLjabBcm9TrwtjEiB6ftmXdwbkc9tmLljZsWXSC6uW8aVCjNTO/Xsjd64EkxL6+bXtcTCJXfe6w4ufNeFdviaujO0t/2IqdvS3Hzx3g1PW9NO5QCyNjuTbC10VaSiabVhzj6Il9GBjKpRRfIDUljd9++43xkwaI8hYUFLBo4SyaNJI1ifI5fYyRQ/uIcmqb2tOlTZNCvTY0NhlLE0NM/3VuFEXBtYQt04d0ZOuZ2zwMjSEuJQMtlQoLk8JfPxcP7cHOQu7mtWz+XCyR083cDwunVQu54GPvqZOEHTsuxuf3JIDigtOAoxPiubFkgxhfgUZDgy/kvoPZuTmi5eCsnGwi7sh1IKZlpLF1vJyWLz4lDpVa8P0WpDBi6n/Pyyos9IzzGTVJzvNHzyCb5i1l9XkAcq0GbwllyjvTtmdVmjVqy/Xb5yleXM5V7k3g7FKCWYueDz+buLA/vldu8fBOEKcPXWLDjpXk5uTgXbUtMUkRhEY/Rl9PH0ebUjx99hhdbT06eA9kx+nl6Ovr0bRhK5q3aMLCFbPxrFVVfEdTGMTGxNHEuwP79u+mdFn5oXQAWzadZMTwcZiayYqXVqzcRK1aDTAyMhDl7dyxDTWqyQU0/gFBWFkXQ1e3cF+77Nx8zIwNuBMcSd1KLqhUKmbOnEn37t1p7FGGxfsv0djDFZsiaGmehoVjZik7QOpZeDgNqsvNsdmyfj0Tx34uxnf11i2qCM6IyTMzYeCk8WJ8l+7exs5GTq9w7dFdsh6FgdDzLrkgi+7T5DxDAp8FU8JVrq34Uag/tg5yn9/DoHuE+8llwK/4XmD/seu0mSXDd/eeLxGROSD0lcvIisHVVdbjA/4GwQdA09Z1mfLdNLq2HcTZK/vemejyz6BSqfCqVwOves9NXL6a+env/6YoClmZWaSnZaKnp4eBoR6GRoaoVCpm8Nn7WvL/i4z0TLzrtGDatOmUc3s7gcfduw85ffIKuw7ME+eOTzJj3lzZqbhXr16lefPmopxLVm3AuXjhb4Kl7KxoVbMC+v8KXjQahatXrzJ58mQG2TkydcMJ5u46R6e6hRc6PsvIZ9Sk7wr9+leh0Si4t2yHruB3NuzpUxoLekBkGejTo76ce+jatWupXrWqGF9sbiZ1G8hZ01+7exsTjdyt/9Slc2Q8jQShSp1OMUOGfCsXzGSpsvBuIXd+g8OfUMJRrjMq7FkQjoLThR88uotOITc4f4RTJ89TqpQrNWTnyn3YZZeXMWhYd6Z//wP9un7xTlpwCwuVSoWxiTF2DjZYFbPAyNjog8hs/BnS09KZM2UHM2f8TJ+BciLDl6EoCv37fsbQ4Z3FvUkOHznN5Yv7cHYu3EM9P19NQcF/ixfnzp2LiYlsN865c+cZ/mnhLcGtzIzo18yTMg4v9BwKLVu2RFtbm+LmJgxp44Wxvh7uLoX3/Jjz88+Ut7Uo9OtfxdkbN3G0ls2k1OjdDyPBTpdkRUNdwc4Uv9u3qV5GbqcYV5BLs/pyGpywhBiqVZbzSLl59zbWBnJlut82bSLgjJ8YX2xaLJUrVRbjc69fjt4D5TQkViUMqVNHTkOSmZ1MKRe56y86OhJHB7k26hf42wQfAI3beODhWQGv6o3JSM9438v52yM1JQ0vz8bYOuvSo5+cffirOHPqBq6lK9O6ndzu4wWmTJ3JtKlfFvr1u47cYtvBm/g9jCAhKYOs7DwSExNRGdjh/zRJbJ2Z2Tm0/GQcjkUYThefksHcnWeZtc2Hw9ceERgYSJeu3fG5/YRTtwKp5urI9u/60dyz8Dee+3du4l1N7ka9c/9B7A3lbOTv+D8mO0JO/6UoCrd37UFPsNMFczNqlpcr4+xaspKShnIPd5va7rRvJvd9T87NwNNdzr026GkwFQQfnof3HCY3IVeMb+OqzaRHZ4vxJafFU9qpghhfqx4VqV+3kRhfzwEVcHeTH+Hxtyi7vIxJU0eib6DP1HG/8uOSERgK1/n/V5CTnUfXtkMZPepzRo6T87F4FdFRsaxYuptNWxaJc8cnpFGufB0aeBc+Bb9mxxXy8wvQUqmwszGnursTDb1cMbatxaPAaOpULy2y1plzFqMqKHwGLC+/gAV7LvAoLJbS9lbM3n4Gx6xgsm3cMDY0QAHuBEXyRdcGhS5xZOXk4lC2kmiJ5MbNm2xYsUyMb//p0ziYymWkHoc8xbyYXAuroig4e9cWbdvNSE8vUrnuVawb/wPjfS6L8dk3cKdBVS8xPlMXa2pWktMIhYeH4+4ql9l6fD8Ap09l7gsAuzYco62X3JiJiZ+tYc+WvqAnw7fttyssnDVHhuwl/K0yHy8wbuJgOvZqhHuFmjx+JDcW+n8F9+89pk3jvsxfOIuR4/q/1WN16dSX1u1rYWJa+CDxz4b/rfl1OUsWFb69tqBATf8uXnRs4cGO5UNp3diNh4FRjJ+5l5CIBHzvhrLz8C3uPnqGRlO0AYT79x9g1JDehX7944h47gZHsXRMZxaO6Mi4Lt4EYUejqmWZPqAl7WtX4sh1f24ERhT6GD6+d+jVf2ChX/9H8OwzhMqucrbRD4Of0qpRIzG+WLWafoLi1YfBQTzZLzeNVVEUPAf3Ei3dajRqDPUE5358txQzXcHuPEs9nIvLaSAaDmtEWUc5s0QzeyNK2cuVIVKT03CwlhPY5mTnYCZqrR6LtqCh2gv8LYMPgIbNq7F69UratOhE0ONn73s5fxscOXCadq068/2P4/GoJRe9/xGOHr6ElaUDg4d2KxLPH91479+/T3BwEDY2FoXm1dHRpleHGkTHpbLn6G0GdqtDr+Y2VHPVYGpsgIWZEct/O88Pi48WybI9Jy+fUpVq4VqEEeYPQ2MoUdycksUtANDT1cGuuBWfta1NuRLF6dO0Om29KnLiZuHna8xfsAAXU6HtEhD4NISb2zeIPjjNq9eknaD4cuOWzZQylXODPHntCpXc5WzV/YIC0MQkivHlqQuo0LqBGN/bmAp+Zd0JtFRyj6Yb+2+IGozV7VodbS25osGIWa3RElxfo3ay1uq29vLW6lCI4OPChQu0b98eBwcHVCoV+/fv/49/VxSFqVOnYm9vj6GhIc2aNePJkydS6/0PNG1Vj2s3LzF32iamffPzWznGPwkrf9nCqX2PuHD5NA2ayjlO/hEePAhg64bT7Nq7utAciqLgdzeck6cfcOtOKP6Po8jMfF67vXjxIt99V7SuDI1GwUBfl+lftMc/KIatB25gY2ODoUVpGtYuy8+TO3Nux5csm9mrSMdZumYrXTu1LRJHZGIq9lZmFKifW6jvPnwS52KmmBjq//47jaKgVYSbztOgJ7QRnGS79eARPD3l5ofk5+dzatF89HXkbvyXfc5QT7DNVmNbjG5d5DwbTly5hIVa7kFyK+gx5coIDkTLTserp9zAu9SMNHQN5ALgvPw8ovwjxfjUajVbZxwS5Tu++bYYX0FBAfYl5YJptTqfb2fKDeR7GW8cfGRmZuLh4cGyZX9cx50zZw6LFy9m5cqVXL9+HWNjY1q2bElOTk6RF/tHsLGzYNGGr7h+9RaN67UnrwgzLf6pSE5OpX6tlhw+fJS5q0fiXKrwO/DXQW5uLp079mLg0JYYGRcuXadWa5jx00FmzzvC8tVn+H7mfpasOM2qNefYvPUUrVq1xcXFpUg7Ly0tFYqiYGKsz4BudTh/9RH3Hz0l4GkC1d3/nQa1LVa0L/PKZUtp27BoD2EXW0tc7CzJ+df1HXHLh2kDns+x0flXB9GTyARcHQqnX0jNyqbxJ0NE9R7PMrL5pJNcB9Xpq9dwLiv34ATQNjPD0VpO83Hi2DHqCw6Ue/D0CXU85cR+R86cRBMpl0m5/vguZZ1cxPiS1On0niynfwiOfkppN7kMb/CzQIrZynlNhUUHkZ6YJ8YXHvUYn/2hYnzBIX7MnX5XjO9lvPEWonXr1rT+k9HOiqKwaNEivvvuOzr+azbEpk2bsLW1Zf/+/fTqVbQd5J/B0FCf42d3snX9EcYOWECHPjVp3a5wLpL/NNy4+oDVC/bTs2dPxnz16V+/QAAzp6+iS6deNGtZ+KmjO3b7EhaewIQvWuNZ3YXwiETOnn+M782nHD76hMxMGFbauUjpRUVRfn99TQ9n5iwMYEekLaCFRyWZmvPjJ08xtbTGzqZo7aad61cmJ68AI31dYhKSwdQWWyuz39/DxftPSc3MxrNs4QLLhavW41YES/Y/QnR6Jo095YSDoRmZ9Pyk8K3KryIuNZWGnw4U4wN4fOkq9qbmYnx2zerRrYbcvczvwX16dpbLzBw7dYJiNnIjIE5cOIVWnpwbbr5hPoO/kgtmcnWy6DKgvRhfZPxT3D3kOl2ehNyjZEm5zWVI2D0cHd/OXDHRbpeQkBBiYmJo1qzZ778zNzfHy8uLq1ev/mHwkZubS27uv9ug0tLSCn383oPaUq1mBbp36cOGNW5s3rkSXT25Nr+/EzIzsujfazjBT0M4fe4IxWzkUnH/HxbOX406z4TZ88YUiee6bzCtWlTGs7oLAE4lrRnQtx421hmgiWHfoXuoNdqMHFb4G/PLgYtGo8HRIps6TeuRm1dAMaGJu9cfxbBg4eIi82hraWH8r3T0jqNn+XzMaODf78HGwoRPW9V6yQPkzbB71052/LahyOt8gadh4Ty9eqFIWplXcfLCRRZPmiDGt3HvXtICHkPXHiJ8aZmZGJjJtcQC7Jw4nXlXCzcL6I9QultTWtWS03w8CvBngmDb7uWrV2kkaPi2aeMmHBzsofBa7//AnYc3sTWTs843t9emz6DuYnylypvTr0RnMT5zSzVNm8lprF6GqOA0Jua55ayt7X+2hdna2v7+b69i1qxZmJub//5TsmTRnOMqurty7/EVvLzq8NXg5fy2fneR+P6O8Dl2jRF9fqJKFQ/uPLzwzgKPY0d8WL58NZOnFU2dr1ZrcHEuxtVrwWTnPE9J5uUVkJKSSs2anixZ9BUD+tbnoX8kqWmF67fPys7jxPlHnLzoT3xiOvfu3WP+/Hn0bF+DHu08RR6aBQUFTJkwkvpVZYW9i+b8REOP/1Tvly9pQ5taFQtVNtFoNKgMTXBzdRFaIazfsw/vhnLGWAA3jh+jpKWFGN+ZSxdpKbjG0Mw0Ppv1gxhfRlYWWoJOlQBnV2yhuLHc/cBjcBsaVJHTj8WnJuDlVkOML/BJIB7l5TxIfE6eQSdPrrNn9bKNPL2bIMZ35PBR8tLlBKKp6RG4lpLz/XkZ773bZfLkyaSmpv7+ExFR+FbBF9DS0uLLyUMYP7M7a1ZtwLNKQ0KCis77ocP3qh/V3LyZN2chy377lmk/ffXO3FXT07KZP/c3jhzdg6lp0S5+bW0tGtQvT/izRHbuvgGAnp4OM2f+wO3bt9HS0qKOlyvR0SlkZ715vTQ8MomfV5xk3upTzF15kv5fbODLbxeh9a+R9Ab6z7Nlf+R8+iZYvWEb1WvWLvQslz/CvUcBmJpbYmUut8O+fM+fviPGivEBaDuVZfSncpNsHwQFYWUr53UBoOPiTOeGjcT45i1aSEHAUzE+/7hIvAs5AfmPkJGVRWa8nN4DwGfRVox05dowqw9sTCUnOYMx2yp21KgoF8yEhoTiUV7O2j80JJRKZaqK8V27cgcLY7k25S2bTpKX83Y2r6LBh53dc1vn2NjY//h9bGzs7//2KvT19TEzM/uPHyk4OTtw/tphfp7zI+t+8aFd894EBYSI8X8oePwomAkj5rJ60V7mzv+JY2d3YGr27qbixsUm0LJZT5avnEW58s5F5lMUBc/qLnw6wJs9+27SpddS5szfR2RUAi1atCAkNJ7jp+5jZmaInd2b19d3HrlFVnYuy3/8hFNbxmJnkYu5XXVi4tN+9/MIeBrLwdP3ivQ+7oelMv1buQFjAP4xGXw7dboo59Tvp1PGVC5AUhSFnSuWUNlFbv5FlBom/DBTjK+goIDU5GTMjOR2ibdv3aJ9fbmSxqUHd2lSV6776E5IAB715Wy8k9JSyE3NFONTFIVdX60SbbNVdBTMjeQ0OH1ntcfZRs63pnJDB8qUlDNAU5OFq4uczioqKo5SznJ8L0M0+ChVqhR2dnb4+Pj8/ru0tDSuX79OnTqFFx8WFc1a1eeHJQPp3rMTbVt3ZfyIOURFyKW63hdiIpNp17wPndv3xLNeedbsmEGzVvIW5v8fMjIyaeDdimHDB1Gugkwt9EW2pm0rD36Z35uWzdzwuxdDbFJF+n26mq+/28XdexGMGdnsL5j+GJdvBNOlVTXKutiQn5/Pz1M+xd6+OHuO3fm93LJx9zXuPip8i979RwE8Cw/Do5KcuRHAzGnf0KGRXPeDoig8CQykYzO5h+bFG7cwMTQQzbpNmTCeChaCfhxXr6L5k1JwYWFeqTxuzi5ifNs3bsJZXy7DFZ6XSq++QuIH4F7EE2o0kmvDDIt5hpm1XKCQn5/PtZ1XxfgANn6zT/S6VmmBjracLnHEt3XQ15ULqL/9sRZ6usZifC/jjYOPjIwM/Pz88PPzA56LTP38/AgPD0elUjFu3DhmzpzJwYMHuX//Pv3798fBwYFOnToJL/3NMWBIDwKe3mbw8F706zkcz8oN2bZx/1sxynlb0Gg0bPh1J9XcvJk1ZQ3fTZ2If/BNevWVS8++LnJz81g89wifj/6KAZ/KiJzUag1BwbHExKSiKAqlXIqTkngL7zpG/DKvD+3bVmXIoIbMntkdz2oub8yfkJSBsZEexayfC0rnz5/P/Xt3GPpJfY6eecDT8HgAHgRE0rpx4Vsmv/n+J1o3lvVS8bl4BWNDIwz15W5WYXFJtOk/VNQO/Myde3TvVjRjuVcRGRZGjbJygdwBn1M0EdR7xCYlYlOqaN1XryIq4hkN3KuK8a1euASzjKKVEl9GZG4yXXvInednmTG06iHXSeL35C72TnLi0LikWDQFcs+KnNxszuy6L8anVquZNvy4GJ+iKOz8rfCmhX+FN8613rx5k8aNG//+/19++Xyo14ABA9iwYQMTJ04kMzOTzz77jJSUFOrXr8/x48cxMPhwZrBU9HDC58publy/y+a1Bzix/w4avUQmTB5N5apybU+S8Lv5kHWrdqDJsiQ84QbrNq6gmvSM4zdAXl4edWu3oF/fIYz8vK8I56PHUew7cIsz5/zR1dWmTcsqtGjqxLVrl9m7dy8qlYrK7v+uZ77cKvu6yM7Jx9LcmEeB0RS30OPM2bNMmjQJlUpF/ZquLN14nnGDm5Calk3taoVLrxao1YQ9i+Ozfl0K9fo/w+HzNxkzargo5/S5C+ks6MUB8CQ5g+Vj5XbYkYlJuDVsJPpgt6hXl2G15EoQ244fRfuZXCZFoyh4TxguGhSGPw2lsYdcQLx28UomfV74oY6vwi/oATUry+kpdIvrMGziMDG+8MSn1G8ul8H3D/ajhFPhJ1C/ivCoAIrbWYrxxSeEExslN5Dvv6B8YEhNTVUAJTU19Z0dMzs7R1k4Z6VSzd1bGdt/kTJhzE/KxbO+ikajeWdreBUajUY5f/q6smzubqVFvT6KZ+UGypIFa5WCAvV7W9MLqNUapXGDLsrkiXNEeUd/8Zvyw6yDyt174co13yClW++lypr1Z5X4+Pjfz0V+fkGRj5OVnaskp2Yqa7f5KDv3nVDU6ufcwWFxyqcTNimDJ2xSRn23rdD863ceVTYdvFrkdb6M3Nxcpf3o6UqBWu78azQaxbFiFSUnN0+MMyEpWSlVo7YYn6IoyuI9+5V1Fy6L8Wk0GsWlbh0xPkVRlDafDVZ+PXxAjO/IlQtKh+++EONTFEVpt/gbUb7S3lWVrLwcMb5G/VorFx9eF+P7auF4ZfflPWJ8J+7vU848PSjGF5R8TTn3dIMY36OQs8r6/XLXjN/9o8qMnzu+0Wve5Pn9t5tq+zZgYKDPuAnDGDdhGPn5BaxcupHJk6agrZhQz6sZil4yHTq3omadKmhLjt5+CWq1mmuX/bh87iaZidps3vsLjo4lGTduLEfObkRH9+0c902RkZ7JmBE/8cW4r2nfWU578DggmvDwRGbN6IaJyfMsmZlRIvsP3aJT+xq/73ovXArE2toEj8qFFzMaGugRFhbOhvUbOXt0PVpaKtRqDaWdilO7Wik27bnGpBGF8y5Qq9VM+WYS925dKfT6/ghL1mxCPycJbS05mZaf/xPKuFdDX9ALZ8XmbdQT7CABWPHLInZv3CDGd/3eXSyLyxqqFW/egB5NCqdB+iMcOnuaSiVcxPjuBgdgpMg2N3oOaIOhYKdLZNgzapWTEzf6XrnOp13kOq42rdvMJ117g5DedPu27VR29xDji4h+RMXyVWXIACvbfD4dImdI9yo+Bh+vQFdXhzFfDGbMF89d8Z4EhLJu9WYmjv+GiqW8CQ67h0aVQ5UqHvTq2Yvs/BQquZfFxs76L9PCiqIQE5VAbHQSYU+jOH78OP6P/alcphH3/C+CTi7NmjVj7JShTP9lyLt4u2+E2Nh4GtRvxWdDR4oGHgBXrwdRw7MUhobPjbQuXryIpiCUEo6NuHwtiA5tq5Kbm8/M2Qf5ZV6fIh9v0NAxjBnzOdr/siZ/8d8B3WpTxqU4NaoUrmtn8cr11PDyxtJMbuw7wNoNG9m5eZMo5+m7AcycPk2UM8PChvFt5GZ9FBQUkJaWSiWXondRvYBvWChdu8sZO+Xn53Nj2y7MuslNiA5NSmB6955ifHt9jmMuOOEiMCIEUmVHZrT/oT96OnKBsI65LuVLlBfjCw58Si13OYHtTd/btGsidx3u2XWI3j3lXKxXLN1AgwbNcGwqRvkf+Bh8/AXKlndh1vx/DzDLy8vjxjU/HtwNICYyiWWr5xEXF4uLozvmJtZcu3scFSqa1++Nf5Avz2KCMDI0pX3jT9lx9BcMDQ2o69UUT09PylUsTf9Pu1HDqyq6unK107eBhPhUJo5byXffTaHfgE6i3IqiYGZmSJp/FHl5BWg0+VSoUIklSxZz8MgDTvk8oEPbqpw49QCb4mb/ofsoDEIj4jG3dqJ39/9+SOrp6tC4TuFuWIqiEJ5lyqKfZR/oKelZNOszBvdyci1+Go2GX2Z8y7j7d8Q48/LyOLZjC7P7ye2WghOT6PdN0QYIvoprgYHM+UxOC3D0yiWsTWS9EIyrladmGbmBd75+txjcu58Y3+GLpzHKkBNfBoYF4X/gBgg1XSmKgne/BqLTbJsO9qK4uZxGQ9dEQ0VXucGLIU/Dca8gp0kJDg7hsyFeYnyv4mPw8YbQ09OjXoNa1GvwXLjVqc+rffiz/vS1MxjwFlf29nD44GnGfj6e4yeOUra8vM+/SqWia6caNPQuj66uFp079+aXXxZSvHhpmjSqyM49vjwOiObgET+6dCqaIE2j0TDqy+msXvbn56mw2LB1N8F3L+I8QW7HCjBwxOe0bS8rCt116Bhl3T1EB8lt2neAErZycz4Apvz4E106ywl3FUXhwtZtlBg/UYzz2pPHtGvTRowvJiEev3U7UPX5XIzTtV8b2tVsJMZ386EfTb3l+E77nsPOXO7aeRj8kPOrzkEDmY1AXn4eYfejQM65nJb9qqKnI9eIMWZ6bazN5QzG6jWxxslRzh32Vbx3h9OP+LBxaP9FvvpyMqd8Dr2VwONlFLM2pf+AMVR086J06eeW5Ha25jSoV57vf9xPTEwKPboWTa3/3fdzMDHUxsmhaIPeXoWiKPw0aw6zpsqaimVn53Dzhi8Du8o93AAep+YzZaLsWn1u3mH4QNkA++rFC3SoK7f7On31CiUEW3YBYvR1GNS+kxjfTp8TeNSQc+VUq9Uc/W4hBoIljdLdvenWpK0YX1hKFI3qynnNXLh9ETd3uenCfo9vkRqRJcaXkpbEhh/OivEpisL2VX5ifAA62qCl9fbyEx9s8DGg7+fk/Wt8+Ee8e+Tk5NKhbT8e+EVx7+EVSrvKuVX+GU6cuo6Lqzc/z5r8H79v1qQScXFptGhWtNbinJw8jp68wJrl8lmPxyHR1G7cHrdyLqK8Z249pOfAYaIZiozMTA7u3kHjGlXEOAsKCsixsKFdfbm0b2JaOk5VqmKkLydqjDHQ54sJclkPtVrNycUrKG4kZ8SUbmnMgF5yrcoX7tzA1kF247D9i7mY68mZWem6mtO+QSsxPj0Hfdq3lfQMuYV7ZTlrg1sPL+MqeK8IifAnK10jxpeZlcbBPXKjAv4IH2zw4eTkjFtFL54G//NnsnxoCA2Nwr2SFx4eVZn8fU/0BU2t/gwnTp5n5MiRfDupy38Jd6tULsnm9cMY0LdoVtPjv1vE0iWLMTWRu2nC813HqC+/5eepsvNRFEVh4fI1fDtKTrEPMH/lWtxcXUR9M7YeOExmwH1Rzl0XLjFsmJw2A2De99NpUUluR3z6+lWchDMpx44coVllua4P/+Qo2gt6uYREhWNkKiuo3jHtVyz15HQz165fpVY5OU+TsvVK8Omng8X49Cxy6dJdLjiKjHuIVx25a+bR48uULi1XwvkjfLDBxw8/fcXatav4Zc4JFs5f876X8z+Dn2YuYf5PB9m6dTM//PTVOzlmSkoGI0Z+yZHDezA2/uMaqIO9BebmhQ8aNvy2i5u+l6lfU/ZBAXDkyFGcbExxKC5nDQ2w6+AxctOTsTKTDZbOXL/NlC9Gi3Ku2rCBMUPlbs4A83+cSX0XJzG+9MxMkmNjsRSc5xKm5DN0uFyAlJuXR/gNP4x09MQ4/Z4F072pXAfS/dgQWnaVc1ROSktB/0++94XFlUOXsTKQM9yaMuxHzNTWYnzXb1+hbEm5zKNJsWx69pLrnHF21eKL8TLmkX+GDzb4AGjQqCYz533CsaOnqF2zBbExf/95LB8qYmMSqFm9CZcvXWf2ggHUqv1u3FPj4xP5/ItFHD50kArlXd7KMQrUGuYsWMaOLavfCv+dO7dZPE9u6NkLLF+/hVnTvhXlDHgaStnaDSnr5CjGqSgKdvWaiZZcklJTyVcXUNpBzh771J3bNGonp1MA+G3Tb3SoIeeUevLmNcpXlxX5HV+9mTLmNmJ8t0L86di4cD44f4SwjGi6j5LrxMnKyULXQC54A0hLTcPGXO5a3LflBA4WctN75/20htRYufLkxg1bSIp7OzNdXuCDDj4ATE2NOemzg1GjR/DT1H0sXbzxfS/pHwVFUZgzewU/Td3HpEkTOXJ8M8Ym72YibmZmFt4NWtOgfkUqVZR7GL6K72f9ysJFy3EuWfiR7CGRiSzedp55m85wy//fpcBr164xduxY0WnMAI+DQ3Bv1IH6NSqL8o6fOoMqxWVvKiu37sBanSNacvGLjmP4t1PE+AAuBQfzxZChYnx5eXmE3LlLMUG9R4KZHhO//lqMLyYxHn0TY9Fzs23JGipZy2WkDp07hntJOT+OJE0yk5bLfYYFmgKqt5Ar1cHza8fcWC6TEh4WiVtZOQ+Sa1fvUNKhqhjfH+GDDz5eoN+AzvwwrzfHjp6kins9Hjx48r6X9LfHwwdBVK5Ul8uXrjNzfm+69ZQTfP0VFEXhy/EL6dN3IEMGvz0XvfWbdnLyxGFaNCi8Z0JqejbTVh3jTsAz7gZG8sX8fcQkpBEZm8jX0+cRkySngn+BwSPG4l1W7uYEkJuby+1bNxnxieznvfLXNQxsL3vtTJk6hS61ZKf3bl+4kCq2cj4NJ2/5UqW2rA/CzFHjqGIq574ampfK0GlyAltFUcjLy8PKWC7YPrRjH27F5MqhK9auIOFOnBjfw1A/ateTO89qpYBvfu0hxgfQsV8ldAXbdovZamFvW0mM74/wtwk+AMzMjDlyfAsLFsxhw8oLDB/6HcnJqe97WX87JCQk07/PODavvcLS5Ys4cHgDpqZvN8X2MtRqNa3b9KFho4ZM+XbkWztOdnYuP/28gH071xVp57fxsC8mhvqsmNyD32b2o7lXeXaeukOvrzdiWqYRS3de/o9sSFHx+EkwsfGJ9Ggjay14JyyGz6fNEu2cyc0vQNeqOHWryJXpMjIziQgOopx94TNVr+LcDV8cSpcStacPUucyaYJcu3JeXh55uXnYmstpFRYtXUJFE7mSS0x2Cj1mjBHjA0jPzKC8o6sY33Xf69R2lyuF7T+6l9RgOTfX89ePc3az3OY5KSUWRSPXEqsoCp8MLC+aLfsj/K2Cjxdo1qIecxYPwsnJlqpV6jJn1hrUark2o38q1AUa5s/ZgGe1+lSuXIEf5/elUeO352D3h2tQq2narDPOLq707ln/rR1HURQm/7CajRu34GhfNPOi6w/C6NbMA4N/df2kZuRw/X4o3w1pwbQRHchXq1mw+SwZ2TITIM/7xzB3wQLxL//gTwfRv4XsZ77h8HGGjZIVrx6+dp3mHTuJcgYV5PPl+AminPO/nEgNG7kW1nvRETTpIycaBLh27iKNK8p1QazavhGrNLnHRk5BLr0XjRK91k1KmuBZVm467p27t6lfo6EY37XbFyjtLFdm8vXzISKgQIwv4tljVizwF+P7M/wtgw8ALS0tvpkyBv+AWzjal6Jpw75MmzKf/Hy5k/BPQV5uPt98PRvvut1wKulKwJPbTPh6OFqCu8DXgVqtZtWaU3h7t2LVih/e6rHGfz2D0OCH1K1RtB1VRlYudtZm+AVEkpWTR0p6NlfvhZAfdQM7EzU1Kjnxec8GaGtrER6dXOR1B4eEsXTej3RqJNcmCHDqwiUMjEywt5LtyJk9YzptqlQQ5Tz96DFTRo8S5Vy2YAEda8iVcSJiotE3NsJYXy7Vvd3nON2aygk5CzRqLEuXwERfTsN14vgJ6leQC2a2HNlJyH4/Mb7cvFxca5URtVVvMKAatSrJ6SnU+ul4e8kNIfS7fwWPynI27X73z1Cxolxw9Gf42wYfL2BkZECfgU3Zd2gF4WEReNfpwv7dV8nIkK/D/92QkZ7Fzi3nadaoD3FxCRw/tYnun3hjYCCnin5d5Ofn492gHSHBD/hhxtsrtQAEBoVz5Nhptm9aXGQuEyN9qlUowfEr/ny37AhTlh/B2EAHE0NdPDyedyUYGeoRFZeKrbVpkY838quv+WzwIPGsx/7Ld5g2eZIo59XbdzC1LoZjcTltSnJqKic3bsDFSq708CQ0lOykZIz15DogfKMi6CPYYguwe8166jmXFeO79tSfnqNlB1TmG2pRt0JVMb4zl89Tv7pcl9TF2xd5cipQjE+tVnNm2zV0teWuHfMSGjzKyr3nVj1L07FdLzE+uxL5tO/QTozvz/C3Dz5ewNLSnPWbFnHhyl7CI57iVrEWPbsNIzrqf689NyY6ie6dh+LuVovI6FB8Lmxjzbp5mJnLGgO9LtRqDZ26fEadug2YO0fW0vtVxMUn8P3cLZw+cRADfZkbRp/WnnzWpS6GBnoM7Vwb9zIONGz9XDCWmJLJHp+7lHO2wdq8aLqZjOxcNGZ2jO7fTWLZvyMkPILQ2HjaN5LbvQHcTclh1uzZopzz166jcQu53T/ArosX6NxDtpyxbsd2+jeXE9mmZWagaGthZVz0APYF5i1ehEW8TCkQICk9Ba9+bdBSyT028q21aF9f7nM8fdWH2jXl9B73Au+gFtzHKorCpjk+6GjJBTNTxq7D0khSM3OJ0k5vvxz/jwk+XkBPT4fPv+jD09C71KvvxaolPtT1asfa1Tv+0bqQggI1q1ZspWb15qxcfIoWrZoQHHKXL8YPQFdXLgX5poiPT6RTl5GMHfcV8+dO/usXFAEajYbmrbrQsHY5StjL7ZxVKhXdmlXlx1FtOXFgG2ZaGazYc5XPZu7g87l7uP34GcO7Fc19FWDIuMlMGv2ZeNbjy6kzqF/RVZQ3JyeXeVMn06q6bCtwqq0jU8fIllweZqUzof9AMb78/Hz8fM7iaiXXlRKQmcznC2Vt/+/evsMnTeVmAm08uIu0y3JCSUVR0C9mjI2ZXObMobYj3VvLBe8PwvzwbiCnkwoK88fGXu79KopCYnwG2oLBzJ4d1zE3kcvA/Rn+sVNttbW1+XzcpwC0u1GRmTPmc2DfJapVq0yDxu40aVbnrat53zYUReHk8UucPe1H0JMwFO0kVq9ZRLXqsj3phcUj/ye0adOVad9Pp0XTt29aNmfRRjyq1WbYIJlW0gK1hsi4FAz0dbE2MyI8PIxLly6xf/9+2vlHcOp6ACpU9GxRjVKORbuh3L73kNs3b9B05XyRtb9AXn4Bdx88YuealaK881avwbNGTdHukZBnz7iybw9L+si1IT6LieHq5q1YD5MLaA5dvkjFGnI1doCJkyYxYew4Mb4CjQaP/h0wN5TrYjtx7jRDBshZ/d94dIfQc49A0Bj32PajjF4kV9bVL6HQu76c02e+QQLDvpAzVEtJj6ZuYzl9hqIoaGmp3upAuRf4xwYfL6NGzSrsP7QRRVE4sO80M6bPYsSIGMaPm0Uxe4UOHZqg8x6zA2+C/LwC9u4+QXKCLkuWT6e4TTHGjh3FrHmjP6hg6vadxyxdcZy1a36ladO3n8Jb8etmopJhw+qfRfjuB0Wx1+cex6/4Y2SoR/dmVenVzI1ly5ahUqmoUcmJGpXkjJZmLd/ArB9/ED+Hu89eZcaCJaLttQDXnkawaPwXopwzFy+lmbdsN87cdWtp3U62fh1moMWMKVNFOQMfPKRFZbkOjR1njuJsaCHGB2BZpxztazcR49t/5hD16xY9Y/gCqempRAdEi5aFZo1byJWjfcT49u7fRYsmctfjs3g/uvWUmxFToElmxca357v0Mv4ngo8XUKlUdOrSnE5dmqPRaPB/+IxJE79m/Ffj8fJsTrPmjajg7kDdetU+mAe5Wq3h6uU73L8bypXLt7ly7TCV3Crz48wZDBtz6YNZ58uY9fMy1q5dz6WLp7CzlSt//BlOn7nInLkL8bt5AS0tmc9j0Zbz2Bc3Y8mkriSmZjFrzTFCgx4z++vBKIqCSqUiv0At8lA/d8WXYqXd6NqqUdEX/hLy8vKY8PlIHt++Icp77Y4fZjZ2lCkhOynVPz6ew1O+E+VML+HAtDZyN3tFUZg3ehyh12+JcUalJlOxqTc62nIB4qad2+jT8xMxvuS0FJJCo9EXnDljXa8U7UrKBZtXHl2hlrdcl5harUaj0WAoOL332KEzjOoj59y7ceNGvL0bgZBH26GjG4mMSqW8rJb6D/E/FXy8DC0tLdwqO3H42FYAUpIz2L3zOF9PnEJUdCS9ukwgNuk+7u7laNbCm0puZcQebH8GjUbh0cNgTp04z+3b9yhVog7b987DztaOPn36snz1d5ia/fhW11AUKIrCilVHOHr0NH63L2AiPD32j5CRmcvMues4fHA35mYyKeb7T6KIiE3ml4ldMDHUJzw8HJIDeRznSUp6Nhamz1sXT18PwNHGgiplC/8QVhSFoSNGs3nTBpG1v4ypcxfRuHU7TI1kh3ZN/P4Hhg0fLsp59e493OvWx0pwWmpoZCQPz57Dub9cqeDCrZvYODmhKxgobD1/kv695AIFgLCoSHo0lBPubj95EAu17HTrXb9s4ssNciWIHIs8Ro6UK7nEZUbRZZicZgbAwEQHS1M507f79x8ycZxMthfg1q3L1K0n52ny/+F/Nvh4FRaWJgwZ1o0hw56LlfJyC9i505BzZy/he/0+pkaOnLm4FRNjczp16IuRiQ5aWnk4u5Sgdh0vVKoCihW3/NPx87m5+cTFJqJS6XH9+g1CnoaRlwuK2pBde9eQmZlO/dpdQCsDXb0CWrRqQI+eHZgxR66F6m0iJPQZ7dr3ZNLXM7lwbu87ycgkJibTrttQ1q5eQqWyckOfLtwJpk6VUhjq66IoCrq6uqya/RU//naNK/dCaFOvEpnZeUxffZz103oX6VgbduyndIXKeHnIWhkrikKEljmLpsluYTKysoiIjqF3KzmfAoDJM39kyGDZqbizV6+iXhXZIW3XY58xfJjsZ7py/iJO79kvxpecmU6TSUMx0JELFs7cvEzX1nKTbMOiI8hJzhK9T8wYO53jO46J8Z28chS3UnLXT0ZOMl/M6SLGB9BjeCVsrFzE+EwtMqhZXW4C8v+HDzr4CA9PxNBIj+LF5NrPXhd6+jr07deFvv3+fbEoylc8exZNemoevtdv43vDl+vXb5AQrcP6zfNITU2ipGNFSrtU5uyF7QDUq92JuIRwgkPuYmxkzJCBk7niexhTM2M8q3tSv0FtBg5tjoOD7QdZQnkd3Lr1hC5du7Bo0QI6d2r8To6Zk5NL/UatGTvuK9HAQ1EUjA31Sc9MID9fzepVKyhbrjytW7WkfrU4Dl94SJt6lTh04QGOxc2pWLrws0KysrK58DSVrb8W3Y/kVcxYsASzggKKW8iaih24dY/ZS5fLds7k5vIkMIDeLZuLcQLcCXnKwcVLRTkPn/HhxM8LxfhSM9LJUxfgUkzOSn7hb2vIS0kEbzFKHDrUpGttuUzKpce+NGsjd74VRSEnOxtbc7nPcdf2XXw3cZoY396jm3kQFEY7oVE7KakJPLmXDIKd6WXd9LCxlpuz8/9C+cCQmpqqAMrjx+HK8NEblSEj1im79vi+72V9xB8gOztH6dptiDL+6/VKYmLaOztufn6+8vOyQ8rshevfCr9Go1GexSYr9+/fVzp17qxoNBpFURQlIiZZaTZ8mfI4JFbp9fUGZeepO0U6Tp/Pxijjps0VWPF/Ii8vT3GsUFmJSUwW57WvWFnJyM4R5T0fFKIsOHVWlPNxaIjSf8NaUc6bDx8oldq0EOW8HPVUmX3xiChntQ7NlMuP74nxxSTEKeVb1hbjUxRFmXNujeKfEiLGF5UWrXyx8SsxPkVRFI+mFZQCdb4Y32cTuykHzm4S4ztyaqMy7rsOYnyZmWlK87YuReJ48fxOTU39y7/9YH0+7O3N+XxUM3p282L3vpvMnncEjUZ538v6iH8hKPgZldy8KF3alTk/DcDK6t1kpxRFoXmb7qSnRDJp3MC3cgyVSoWttSlnbz1lxfJ/7/JL2FrQuEYZvl5yiNikdLo3q1roYwQEBXPp8hXmfCfbMQJwwvcu7Xr1w9bKQpR37qpfqd24CcbCDrmD+/Wle/UqopzfzJlDBZVsh8/yndvo0U3WrGzipEk0cpTdaRarW5k65eRa2zcd3Y1XPTlHToBV3y6kjGkJMb6DFw7i5SY7eXbMyn5oC7ac2pTTpWFNOQ3Jwye+1PZqIMZ3885x3NzkzMr+Ch9o8PH8Zl+xggPNmlRi5vddCXwSw+OAqPe8ro/Izy9gyGcTWLr8FAcP7mXOz1+/03JRr34jsXNw4Ydv3q4cu1XHXujp6mBn959llZZ1KxKdkEpb76J5qey6+oR169eLt8Dm5uYyZ8Va5kyUnTwK8ChbYf53skZxl27exMDUlBJWVmKciqJw9dIlxgmLONU1KvNVHzmBZEFBAU/9A6jlImfodPb2dUrY2ol+J2P0chjUVe6zjIqPwcjcGB3BB/uWjVsob1lOjG//6d3c2iFn064oCgXkYW4sZzDWoL017VvJeZDYlczk0yFybcV/hQ80+FB+dyNVqzW4li5OVlYe9x48e8/r+t/GHb8Ayleogb6+IfPnDMDdrfQ7O7aiKPw4bwM15oK4agAAGsBJREFU6rVj6/oFb/VYsxcsJycfPvvkv4VXnhVLsmvOIAZ3LLyF8/J1v3H24E6a1JR1BwWYMGM2rg7FMTOU7XDZuv8geUnxlBIccw9w6N5DJguOpQcITkqk27eTMRSc5XLz4QNu/boREz25rM/VoMfUad9KNFDo1rYDRhGpYnwAj4IDaVBRzoMkOCuSQV/Kbh4S4hPwKCWXPbt17TaNPeU0KY+C7vLwouzm+ctBGzHUluuc2b5tN7bWsuZ5/x8+WMGptvbzuEilUnHrdihx8WlUKC8nLPyI10d8QhJDho6nskcrDh3c805Tc/A88Ojc41MUlR77d6x8q5mWuKQ0bodmcGT3hj89TskieJekpKbx4+w5+F48W2iOP0OBWsPpy1e5fnS/OPf0WT/z27q1opwpaWlcvePHrEH9RXmHfP4507+T9Qv5efUKevfoKcq59+Ylvhws+xC2rFiKnyZ8K8Z3N/AhsbefiBp3rd2yjrEDR4vxZeRnMmLFSNH7QtkSFWnj3UmM79TFA3h5yZWFklPiMTI2EH3PZ07f5bsJb9+J+gU+yODD1KwE5y4GEhubif/jKB4HxtC9S03Kl3ueAi8oUBMalkBsXBq2NmaUcZXdjX3EcyiKwroNh5j+/Td88eVXfDFWzvb6TbBwxR50dI3ZtWXJWw08UlJSqV2vCUePHsbcVM6W+mXsvfyQb2fMxtFWbi7IC8zdsI2pM2eJ+3oERcXgWNGdWm4VRHm/m78AN1sbtATPaWp6Ok8eP6ZBhYpinAAp1uZ83k0u+FAUhe0LlzH3k6FinKk5WbSaORYzAzl/nQ2HdtGqpeygv4tHzrHma7kOr2WblpFJJghdnoqiUKZMGYyN5e4BVVvYUtpEzjk0NvUBvfrLDeRTqwuwsTNCS+vdOX1/kMGHm0dfNm2+gr2dMV61KtGtS03q1n4uysrKymXGTwd5GhKPgYEuySmZtGtdlWFDGr3fRf/D8Ntv+/hlyRrGjv2aRw9934lh2KsoKCigdYfetGrf560HHgDN2nZj1OfjqFDq7WTYDh4/za/L13Ll0FZx7qdhESxfOJ+nfrJupgBTl69hyU8zxHlPnr/A1YMHRDn3+V6jS/9+otfK2Zu+WJlbYKwvF9QduXgOl0oVRF1NZyxfiI6+NggOLzZrWpERZeTKD1GJMdiWdkBH8CF36uwppn8zvVCvVf7lVvwy/P392bt3D97ecr3Ksyau4tgWuUDT79E56tWSCwrTswOZNV9WI/WXKFJfzVvA81YdlfL4caAyatQopVevXkpubq6iKIoSFp6gTJi8Q+nee5nidy9ciYtLVR75Ryo9+y5XLlwKeM8r/2cg8EmU0rnbOKVBo05KUFDYe1tHfn6BUqN2M2XkuOnv5Hi7jl9Xpi3e/tb4s7KylRLlKiv3Hge/Ff6mXXsrK7btFec9d/W6UqmxbHupoijKuXv3lalHT4nztps+TYnPzBTlbNq/t7L68AFRzsW3zipHHt0R5azQrK7iHxkqxpedk62Ua+klxqcoinIq5Kpy8NkFUc4u07opao1ajG/VqlXKnj17xPgyMtOV2q3Ki/EpiqI0aVdBSUgJF+NbsHiEsn7zxCLzvEmr7QeZ+Shu64a9vS1Lly4lOjqa3Nxchg0fTakyzXnwKJLVywZQwvG5Ot7c3IhixUwJC0vAu56c2vl/DSdPXWLipCk4O5dn5YrZ2NtZvLe1xCck8ePi/Ywc8xWDesulFv8Mi1dt4Ldt+7h2Zt9bO8bOc7cZ/uUkKpeXF+k+Dg2nXPPODOvZSZx78k8/8/P078V5hw4bxvYNG0U5z9+4QZjvDYoZyWXpFEUhKCyMQa3ainIumfoDDw+eFOMs0Ghw8K5OBQdnMc6tJw5Q0V3WeffbLyaxasEyMb7w2AjKe5YvlCYlIO0OeZo8yplWQV/bELWiJiY7nLIt7ShmbE+eOgc97aJnu/wjbtCig1xLrKIoZGVlYW1eUozzxk1fpk+TM897HXyQwUelKr1Zvuo8X09oj7398xR4x079+GXZJXp1d8fIEPLz1ejqaqOnp0N6ejbZOfnvedV/T+zcfYzrN6IICb7Dkl/m4u1d472u53FAEK3admXKtOnvJPC46feQ+QsXc+faedHx8C9j/9FTrFm7lfO71olzK4pCh649WLtmjXhZKiA0nKrd+tLOW9bj4bzvDfRMTKleTtbfYsaihXw5Rk7ICHD16ROGzJohWh45fOEs1pZW6AqWHjb7HMK7VuE7sP4I/unPGNRLrrVYURQS4hLwcClam/rL2HRgE5o8daFeez7+IHYGTriZ1yA9P5nt4UuIzA4hMzYPZydnIvICaGzbGUPtomk/nqU85JPuci2xuepkZi7vJsYH4OVtiquLYL3uNfBBttreuLKI1LRsAp7E/P67cxcj8KpVhmFD2rN06VK6dOnM2bNnOXLsLunpOTTwLv8eV/z3glqt4fBRX8qU82TlijUM6teAvbuXvvfAIzwyiWFjZ7J61UoG9+v01o8X9DSUFXuuc+bEEaws3o5JWmpaOqPHfcmqOd+/lcGE85avxqlcJbyryavUuw8YSLsyjuK852PimfuT7IDE3Px8irdvS/8WsgHriNGj8DaR82YAOO7vx8jBQ0Q5lyxdRhMn2SxFYMIz2nnKDRkLS4mi1dBOokHyKZ9TdG9VOOO36OwwKpnVQEulzZ5nq9HV0qe5QR+yLhriadmIa4knuZpwoshrnPv9CmwN5MTa2/asJOyB3NyejMxUjIz13qnYFD7Q4CMrM47JE1pRpvTzHuaY2FQSEzNo0fT5Dfbrr79h48YNpGfA5m0XMDXJRlen4H0u+W+BgIAQen0yioqV6pCdDRfOHeOMzx7c3eVMjgqL+b/8So++w9i9ZQktmsrutP8ISckpNG3diU4NyuLq/PZauNceucxXk6dQyVUuHf4C+QUF3M3UZvPS+eLcJy5cRNHVp01duRHlAE9CQtn/2yZaecr6CUyeOxfLiEjRzpm4pESSUlJoWFluuJhGo+FJdgq9G8iJONVqNfGJCXhXrCrGef3hHaKuPkJbsMV2/aEttPGSHUjYcHRjqrtWe+PXFWjy0dMyQFfruRdMRFYQTWy7oI7So03NztQp1oKeTmPwS7lEjjqr0OtTq9Xk5OZgaSLnx3Hm7Cncy8mVca7dOMiTh+9+rtgHWXZ5gRdeH8WLmWJiYkBySiYAeno6mJtbcPFKHA72xSjlBN9MHs+GDRs4efI8LVo0xsBAzmDo74ysrByWLv+N+w8iUamgdu3q/LbpF3R1P4xTrygKX0yazeXLF/E5vguzt9Ti+jI0GoVeQ75iwsTJtG8uOH3rFSxevZ4Ltx6zb+Xst8Lf/dPh1G7UFDvrwvuO/BlOhsWxepG8mduYKVPp20V296soCjt37eTmWVnvlLNhwQyfKGuAtuXYIfIfh4qW+O4nR/L58lmin+nKHRvp3KGTGB/AjnVbGdtVztfk1sNbBJ56jMq7cO/bzbwmlxOOY6ZrhbWeLfmaPEqUKEHp0s91WZZ6xUnJS8RAu/AaopTcSEZNk7XkNzDLwdNNLni9fPU4tWs3EuN7XXyQmY+XoSjP57lUKGfPoSN+3LgVwplzj/hiwjYSkzJo37Yao0d9wvbt29HT0+PwkZNUqFiDQYOncOWqPwUFhasH/p2Rn1/Axk37mLvwKNU9G/Pg/gO+m9yPTeu/Z9zYwR9M4BETG0+HHqPwqFEf30tH3lHgoaH3ZxMYNnIMowfLmka9jMdPgpkzfxG/zvrmrbQIX7lxi/uP/Jk4sJc499b9B7l/4Sx13GW9MnILCkjS1mVcL9nP3T8mmno9umNnIRuEzVv8C6PbdBTlXLZ+LeM+/UyUc8TIkVTTki0NWbX2YEQnOZ1CamY6OkZ6WBnLTVnecngrVctWLdRrdbR0qWJRh7jcSK4kHKeYvgMHI9czfs4YUvISCc54yPm4g5Q0KpouafOeX7Ezkiu5ZGWn07xzObS15Mou3fvb0LKZrNHfa6HIvTXC+P9adRYuOaF80n+FMuizNcrnX21RnobEKQUF/91ipdFolCdBUcq4L2crzi6VlfreHZULlx4rGRnZ7+ItvBckp6QpBw5dUQYNma44u1RROnYaqAQFRb3vZf0pTvlcVkq4uCnrf9v3zo6p0WiUFh16KgNGTX7rxxkxe61y8PSlt3aM4QvWKmd974jzajQaxdnDU7n7RL4lePzCX5TNV+UnVLccPUp5EBsjynnyyiWlapf2opxqjUbptm/171OSJZCXl6c41qosyhkeHalU791SjE9RFMU3/oGyI/SkKGe3yd2VsPiitZs+Tr2tzPMfp0zy66FM8OuujPftrsz1H6vMejRKWRX0vRKeGVQk/kYdPZTw2CdF4ngZB0+sU8ZNkZtkqyiK0q1PWTGuD6LVdtmyZcydO5eYmBg8PDxYsmQJtWoVrX48bnQLYmJTMTc3RFdHG50/GcqlUqko42rPwvmTWDBvIteu+/EsKpXqNRqipaVN1669+aRXR8qXc/hTjg8dBQVqzp6/QXwC/DhzAnm52fTo0ZcZ349i3a9T3/fy/hSKorBg6WaeRGRz6sRhKpRzeWfH3nL4CtZ2LqxfIit2fBXdBgzDo05D2jet91b4v501D0WtQ6OaVcW5L/s/wbtjF6qUkW0JTk5NZcvatfw4eqQo74PAQILu3cPNRtbl+NejB/lqlOxwvjnrV2OSHCeaCfN99oTWgz4R5VyyfS31vWR1V+NGfM4vP8u1cubm5VLKuzROxQrXbvow9QZ2BiUpb1aN8mbViMuJJDDuAXGZURiZG2CtZ4u7hVeRO130TFSUtJHr6jp74RiNGsmZi4WGPURL9Z4kCmIhz0vYvn27oqenp6xbt055+PChMnToUMXCwkKJjY39y9e+buSkVhcu0o+NjVcOH7msjP1ijlKqdFXFzb2+smrNSWXPPh8lPiGlUJzvAnFxScq69XuUuQt2KB06j1FKuVZVmjbvply/EaSkpKS97+W9FsLCI5XK1Rso3fuMVPL/IGP1NtH/s3HKkAlzRXeIf4SV67coHg1aFfr6/CsEh4YrDhWqKKkZWeLcOTk5ilfP/krSW+D+/MdZyri5C8R5B0ybqvyya6coZ2p6utJhzWLxa6V843qKX0jRdtKvovfPk5V7CRGinJ1mjlYCo+XMygoKCpRSdSuKfp7bj21Xek7oVejXz/MfpywJnKzcSbqkZBVkKIqiKAsWLlAKCgqklqhEJz9VjjydJcanKIqy5ewgJT0rQYzv4rXVyuZd48T4YmOj32/mY8GCBQwdOpRBgwYBsHLlSo4cOcK6dev4+uuvRY5R2LZFG5titG1TjLZt6rJowQRiY+OJjsliwYKFfPftt1gXd6JGjWZERd6hatUqtGjeGLdKpTEwkKux/X9IS88kOjqNY8dPc+XKFeLjU6ns0RSfk2txc3Onb98+jBk5H339d7MeKRw7fY3fdl/k668n0ru7nGHT62DEF98SEh7F2cPz36pFe1JaJifuR3Ji77a30lYLsPSgDz/PmYuZsaE49+jvvse9rCuWwtxpGRnEFLNl4yA5DQE8z6akONgxuqus58H3yxZjXZAneq1k5udiXc0NDxe5oYzZOTmc33eEzRPkMnlJqcno2ZtT1k6uOysgPoSW/TuKfp67j+yhZyFn7eSqs4nLjaSCWXWORG8iOOMBTW26cvLESb4Y9wUFmny0VFpoqYqWFV+xbiE2dsWgVJFofkd+fj6XzzymdyM5fU92gT/t2wwQ4/PzO/bafysefOTl5XHr1i0mT578+++0tLRo1qwZV69e/a+/z83NJTc39/f/T019Pg46LS1Neml/CENDfUqX0mfpkn/PrkhKSuHYcT3u3LnPnr0qJn/7M0GBt9HS0qFbjy/wu30Ucwsz3Nyr4FahInEJz7C2sqR0aRe0tVRolAJ0dXQwMjIiNS2N7Ow8TE0tCAsNJzI6iqzMHOwdy3Bg/w7i4uKwsnYGdLhz6yTa2jr0G/A5ebkJNG1clwYNvXB0sGPm9/9WTOfmZpObm/1OPp+iIikpmd4DR6EoKvbuWIexkf47O7cAm/acQtvChf1bx5OZmfHWjpORmUndpm3ZvHkThrpab+U9Llm7kdi4NDoM6CLOn5NfwNX7jzizea0499BJk7FycCQvO5u8bLnr9vMZ07G1siQjPV2MU1EUtm/fztn9B0U/h1k7NtG3k+x5W3NoF9XrepEu+P7nbViJXnK67Dr3b6Jzw9ainA4NStCocsNCcUbkPMFI25QuVsO5lX6OKynHuJV4AY8BTsQkR2KkLeP543P6LKuXbBJ735dvHCU9QVf0c/z+2x0c2f8taQUynOfOHQL+3Sjy/0Is3/IvREZGKoBy5cqV//j9hAkTlFq1av3X30+bNk0BPv58/Pn48/Hn48/Hn48//4CfiIi/LgW+957LyZMn8+WXX/7+/ykpKTg7OxMeHo65ufl7XNlHwPMMVMmSJYmIiMDMzOx9L+d/Gh/PxYeDj+fiw8HHc/HhQFEU0tPTcXBw+Mu/FQ8+ihUrhra2NrGxsf/x+9jYWOzs7P7r7/X19dHX1/+v35ubm3+8kD4gmJmZfTwfHwg+nosPBx/PxYeDj+fiw8DrJg3ETcb09PTw9PTEx8fn999pNBp8fHyoU+ft22Z/xEd8xEd8xEd8xIeNt1J2+fLLLxkwYAA1atSgVq1aLFq0iMzMzN+7Xz7iIz7iIz7iIz7ifxdvJfjo2bMn8fHxTJ06lZiYGKpWrcrx48extf1rIyB9fX2mTZv2h6WYj3j3+Hg+Phx8PBcfDj6eiw8HH8/F3xMqRXmdnpiP+IiP+IiP+IiP+AgZfPCD5T7iIz7iIz7iIz7in4WPwcdHfMRHfMRHfMRHvFN8DD4+4iM+4iM+4iM+4p3iY/DxER/xER/xER/xEe8UH4OPj/iIj/iIj/iIj3in+OCCj2XLluHi4oKBgQFeXl74+vq+7yX94zFr1ixq1qyJqakpNjY2dOrUiYCAgP/4m5ycHEaNGoW1tTUmJiZ07dr1v1xsP0Ies2fPRqVSMW7cuN9/9/FcvDtERkbSt29frK2tMTQ0pHLlyty8efP3f1cUhalTp2Jvb4+hoSHNmjXjyZMn73HF/1yo1WqmTJlCqVKlMDQ0xNXVlR9++OE/hph9PB9/IwjMkhPD9u3bFT09PWXdunXKw4cPlaFDhyoWFhZKbGzs+17aPxotW7ZU1q9frzx48EDx8/NT2rRpozg5OSkZGRm//83w4cOVkiVLKj4+PsrNmzeV2rVrK3Xr1n2Pq/7nw9fXV3FxcVGqVKmijB079vfffzwX7wZJSUmKs7OzMnDgQOX69evK06dPlRMnTihBQUG//83s2bMVc3NzZf/+/crdu3eVDh06KKVKlVKys7Pf48r/mfjxxx8Va2tr5fDhw0pISIiya9cuxcTERPnll19+/5uP5+Pvgw8q+KhVq5YyatSo3/9frVYrDg4OyqxZs97jqv73EBcXpwDK+fPnFUVRlJSUFEVXV1fZtWvX73/j7++vAMrVq1ff1zL/0UhPT1fKli2rnPq/du4gpMk3jgP49+/WJru4ZLiZMbHTND0sh7IWdNgu4UEMgmDIoENUSpuBNRSPluBND0Ud6uBKOhRZN5kVCKlrMVPEGRTMw2Z0WDsYGb6/bi/ub//Ln3zfzX0/8MJ4nufw4/3Cux+87/PMzsrZs2fV5oNZaOfWrVty5syZ/5xXFEUcDoeMj4+rY/l8Xsxmszx58kSLEitKV1eXXLp0qWjs/PnzEgwGRYR5lJuSee2ys7ODZDKJQCCgjlVVVSEQCODdu3c6VlZ5vn//DgCora0FACSTSfz69asoG5fLBafTyWwOSF9fH7q6uoruOcAstDQzMwOPx4MLFy6grq4ObrcbDx48UOe/fPmCXC5XlEVNTQ06OzuZxQE4ffo04vE4NjY2AADLy8uYn5/HuXPnADCPcnMgx6v/H9++fcPu7u6+I9jtdjvW19d1qqryKIqCSCQCn8+H1tZWAEAul4PJZILVai1aa7fbkcvldKjycJuensaHDx+QSCT2zTEL7Xz+/Bl3797FjRs3MDQ0hEQigevXr8NkMiEUCqn3+0/PLGbx90WjURQKBbhcLhgMBuzu7mJ0dBTBYBAAmEeZKZnmg0pDX18fVldXMT8/r3cpFWlzcxPhcBizs7Oorq7Wu5yKpigKPB4Pbt++DQBwu91YXV3FvXv3EAqFdK6u8jx9+hSxWAyPHz/GyZMnkUqlEIlEcOzYMeZRhkrmtYvNZoPBYNj31f7W1hYcDodOVVWW/v5+vHr1Cq9fv8bx48fVcYfDgZ2dHeTz+aL1zObvSyaT+Pr1K06dOgWj0Qij0Yi3b99iYmICRqMRdrudWWikvr4eLS0tRWPNzc3IZDIAoN5vPrO0MTg4iGg0iosXL6KtrQ29vb0YGBjAnTt3ADCPclMyzYfJZEJ7ezvi8bg6pigK4vE4vF6vjpUdfiKC/v5+PH/+HHNzc2hqaiqab29vx5EjR4qySafTyGQyzOYv8/v9WFlZQSqVUi+Px4NgMKj+Zhba8Pl8+7acb2xsoLGxEQDQ1NQEh8NRlEWhUMDi4iKzOADb29uoqir+yzIYDFAUBQDzKDt6f/G61/T0tJjNZnn06JGsra3J5cuXxWq1Si6X07u0Q+3q1atSU1Mjb968kWw2q17b29vqmitXrojT6ZS5uTl5//69eL1e8Xq9OlZdOfbudhFhFlpZWloSo9Eoo6Oj8unTJ4nFYmKxWGRqakpdMzY2JlarVV68eCEfP36U7u5ubu08IKFQSBoaGtStts+ePRObzSY3b95U1zCP8lFSzYeIyOTkpDidTjGZTNLR0SELCwt6l3ToAfjj9fDhQ3XNjx8/5Nq1a3L06FGxWCzS09Mj2WxWv6IryL+bD2ahnZcvX0pra6uYzWZxuVxy//79onlFUWRkZETsdruYzWbx+/2STqd1qvZwKxQKEg6Hxel0SnV1tZw4cUKGh4fl58+f6hrmUT7+EdlzPBwRERHRASuZbz6IiIioMrD5ICIiIk2x+SAiIiJNsfkgIiIiTbH5ICIiIk2x+SAiIiJNsfkgIiIiTbH5ICIiIk2x+SAiIiJNsfkgIiIiTbH5ICIiIk39Bqdj4H7JdhpUAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "cs = ax.contour(xarr, yarr, TT[:, :, 0].T, levels=30, linewidths=0.5)\n", "_ = ax.contour(xarr, yarr, real_TT[:, :, 0].T, levels=30, linewidths=0.5, colors='k', linestyles='--')\n", "ax.clabel(cs)\n", "\n", "ax.set_aspect('equal')" ] } ], "metadata": { "kernelspec": { "display_name": "pyfmm-dev", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }