{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from IPython.core.interactiveshell import InteractiveShell\n", "from IPython.display import display, Markdown, SVG, HTML\n", "import pandas as pd\n", "import altair as alt\n", "import re\n", "import pickle\n", "from utils import seconds_to_ms, ms_to_seconds\n", "from benchmark_result import get_benchmark_results,get_time_n_tasks_source, get_no_delay_source, BenchmarkType, SchedulerType, get_broad_cast_source, get_echo_many_arguments_source\n", "from benchmarks.utils import echo\n", "from benchmarks.overhead_latency import echo_many_arguments\n", "InteractiveShell.ast_node_interactivity = \"all\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#benchmark_results = get_benchmark_results()\n", "from benchmark_result import BenchmarkResult, Result \n", "with open('saved_results.pkl', 'rb') as saved_results:\n", " benchmark_results = pickle.load(saved_results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ipyparallel benchmark results ##" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### time_n_tasks ###\n", "The first benchmark comes from benchmarking the runtime of sending\n", "n tasks to m engines. Where the each task is just the echo function. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001B[0;31mSignature:\u001B[0m \u001B[0mecho\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mdelay\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;36m0\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n", "\u001B[0;31mDocstring:\u001B[0m \n", "\u001B[0;31mSource:\u001B[0m \n", "\u001B[0;32mdef\u001B[0m \u001B[0mecho\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mdelay\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;36m0\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m \u001B[0;32mdef\u001B[0m \u001B[0minner_echo\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mx\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0;34m**\u001B[0m\u001B[0mkwargs\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m \u001B[0;32mimport\u001B[0m \u001B[0mtime\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m \u001B[0;32mif\u001B[0m \u001B[0mdelay\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m \u001B[0mtime\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0msleep\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mdelay\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m \u001B[0;32mreturn\u001B[0m \u001B[0mx\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\n", "\u001B[0;34m\u001B[0m \u001B[0;32mreturn\u001B[0m \u001B[0minner_echo\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n", "\u001B[0;31mFile:\u001B[0m ~/ipyparallel_master_project/benchmarks/utils.py\n", "\u001B[0;31mType:\u001B[0m function\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "??echo" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "text/markdown": [ "## With 16 cores:" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "### With a delay of 0.0s. :" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-1c48c1d1c479f23c984574997a86bdf2" }, "datasets": { "data-1c48c1d1c479f23c984574997a86bdf2": [ { "Duration in ms": 10.34, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 10.3, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 10.71, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 5.8, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 6.05, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 5.76, "Number of engines": 1, "Number of tasks": 100 } ] }, "encoding": { "color": { "field": "Number of engines", "type": "nominal" }, "tooltip": { "field": "Duration in ms", "type": "quantitative" }, "x": { "field": "Number of tasks", "scale": { "type": "log" }, "type": "quantitative" }, "y": { "field": "Duration in ms", "type": "quantitative" } }, "mark": { "point": true, "type": "line" }, "selection": { "selector011": { "bind": "scales", "encodings": [ "x", "y" ], "type": "interval" } }, "title": "SchedulerType.BROADCAST_COALESCING", "width": 800 }, "image/png": 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-d67cc399a4f1dc20ed36ffdfa4f3150e" }, "datasets": { "data-d67cc399a4f1dc20ed36ffdfa4f3150e": [ { "Duration in ms": 13.07, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 13.48, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 13.6, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 6.07, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 6.17, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 5.96, "Number of engines": 1, "Number of tasks": 100 } 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"text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. 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A/DuAY1faI7xjxw67bdu2OnycFoN+LsDAZZddxjtumt8J3DaFm5jjCOlbnbYlbUlg+8L0hSMw9SmkBwY0v5NJZFGBAqMJ1axYcxyS4zptS9uSyO9ll12Wr7fvW2sTN4Z8fD8thTAH7IsB/LmAEGZRkYcPP9zD1DoN4t8A3BvAbwH49LTG6/icXPFm3lvWgVHpUh9JnmaIQpgnSF/lSulvdXctdrsTo9+/EoAK4WnUzvfnEpPgfDOy3/umcBNzHCF9q9O2pC0JbF+YvnCaMqc0LQ7NrwrhUH1aWiCuFledtqVtSYzhyIXwjQDuCODXxyrCXBX5GgAvAfAfThc9CsCDAJwJ4HEAPg/gqa54yCfx/JHrI88F8AUAFMK/AHCpO4OJApV4tMftqC8EwH2mrOLyd74+DuATAH4FwN8CeO9Yv2Oh8i/dNVya/E4Ar3KreekrX/y8xOLfjON0AKwY3x7Ae5yffFzupwBcDOB4VwTlNtkd7jG6PCuKBdIrXCz0h5XmtwHoAHgSgP/j4qe/TwHwHQBnAbjEPZWIBzCTn+8DeCmA/wTwAAB/4G4OfAnAOQD+36SxVYcQnmT3MAA3TDstWoVwqGm+HrsSk2A9nstbaQo3MccR0rc6bUvaksD2hekLR360q4VZGND8qhCepd/4uEZaIKoQnj1LEQvhPwbwhwBYDKR4LZdGs1D492PLpCkS+YSdNoA/c8LyYwAOAfAQJ27ZnuLvK+5JPBTCxOES7CMB3Nl9znYUw3z/XwG8zonf3wXwU8fyEoDfA/C5MdYpiik4dwK4K4DHAjjNiW0WL7m8m4KXfpWvX3NC+90AKJ6fD2CbE9kU6aV4piCnIKZYPsaJfz5el8KccfN1CwCfBbAZAJdGvwnAywB8173/IieUaYN+E4+VYwpqxs+Vxl9zWBTwZ7tl1ncHMFzeu0IJ4Uq9XIVwJZrmtpF+kVk5dU3hJuY4QvpWp21JWxLYvjB94cztBNtwxzW/KoRDdXEVwn6YlxjDEQthik9Wg1nNpSDlT+4RriKED3eVzy+7SihFNYUeK7d8Kg+F8M/cIcSsolJYsrr8N05wU3SzWvpMdw3FJf+mkGXFeVwcUnxSPPMaVmN5aBVX8PJRt2zLauwuJ8DHOwJFOwUqxTMfiUvxSaH+CCeg6ctzXNX4fQBOcU8RolAlLz8C8FEArIavJITvAODHALgn+hqHTUHPWFl1psjmzQLa/FN3Q4BV4M8AoEDntTd7qRD2M54VZQYGJCbBGdyI8pKmcBNzHCF9q9O2pC0JbF+YvnCinCDUKWh+VQiHGgYqhP0wLzGGIxfCFJeswFL88kUhfAQACkM+TYePk/0ggCcsqwhTnG4FwAOkyn3GFMWsqN7WCWE+kpaPpuVJ19c5ocyDuN7g8Gm3fP2dO7zrXCdYxxPKiiqF9DtcpZj7dCk6Kby5ZHklIUxbJzkhPHCArARziTR/cik0D0p+IoALnRAm3hljj9jlsu/HryKED3WriSni97qqN6vrrHiPV7Q/4Npx6TjtsUJOcX+0E/UHdGAVwn7Gs6LMwIDEJDiDG1Fe0hRuYo4jpG912pa0JYHtC9MXTpQThDqlQniFPhBSpPnulrGO4ZAc12lb2pZEfiMXwlz2XJ4YXQphVlcp5v7R7WHl03X4Gl8aXUUIU1z/vltCzUfRcikxRSv31VJo/7Xbc8zqLyu3rKS+fmy/8fjw5TJl7tXl8msuO6aApah8+ypCmFVu7vfl8m8KVf7+T87uSkKYW2S5b5lLnv9hzJeVKsLLhTCF9NVO1LPi/mQAJwDgwcysRlOckwtWp7nUm7FwX7EKYd+TteLNxoDEJDibJ/Fd1RRuYo4jpG912pa0JYHtC9MXTnyzg3pEBjS/k/uBtHips/fFmuOQHNdpW9qWRH7nQAizAMn9r1zGy4owl+5SePJvVi3/G8C9nBDmfmLug50khPnUHS6NLivC3LdLoXgwgG8CONlVinmoFEUxhTLxubz5e1OE8P3dsumycs1lxxTw1zshTAHLw7zGX7TLvbzcp8sXfXiMW0ZNIVxWn1ntZtWbS6NZAeeBWzwUjJgU6Yyd+6EpkDcA4L7eco/wciH8S87GdgD3dXZ5M4A3E3jAFgVwGTcP9+Ke5Zu9tCJc56yutg5gQGISbArFTeEm5jhC+lanbUlbEti+MH3hNGVOaVocml8VwqH6tLRAXC2uOm1L25IYwxEK4ardlPuAKVTLZcVVrxtvx2XRFH7cLzz+4onOt3N7a292WNQKhngND7RixZp7kKu+DgLAWFhx5lODVns90J1qzYO8+GQh3hCg/xT3a30xPgpu7mcuX9S4fJ/LxrlveeJLhfBaqdb23hiQmAS9ORcYqCncxBxHSN/qtC1pSwLbF6YvnMBTgZpfgQHN72RipMVLnR0y1hyH5LhO29K2JPI7x0K4zqEViy3u2f2Bq2KXPpUV3dp8VCFcG9VqaDkDEpNgU1huCjcxxxHStzptS9qSwPaF6QunKXNK0+LQ/KoQDtWnpQXianHVaVvalsQYViEcalTMbJcVZC5r5qFh3CvMZyHX+lIhXCvdamycAYlJsCkMN4WbmOMI6VudtiVtSWD7wvSF05Q5pWlxaH5VCIfq09ICUYXw7JlVITw7d4t6pQrhRc18BHHrF5mVk9AUbmKOI6RvddqWtCWB7QvTF04EU6W6MIEBza8K4VADQ4WwH+YlxrAKYT+5WSQUFcKLlO3IYpWYBCMLcWZ3msJNzHGE9K1O25K2JLB9YfrCmXkQ64WiDGh+VQiLdrBVwFUI+2FeYgyrEPaTm0VCUSG8SNmOLFaJSTCyEGd2pyncxBxHSN/qtC1pSwLbF6YvnJkHsV4oyoDmV4WwaAdTIQxpwS8xhlUIhxoV82tXhfD85m7uPZeYBOeeFBdAU7iJOY6QvtVpW9KWBLYvTF84TZlTmhaH5leFcKg+LS0QV4urTtvStiTGcMxC+JRt598nB06wMCcwxwb24gS4+MM7Tv96qL6sdpmHiF87duyw27Zti9rHiOmL3jWJSTD6oCs62BRuYo4jpG912pa0JYHtC9MXTsUhq81qZkDzq0K45i63z5y0QFQhPHtmYxXCj972/hcZ4M3WIoEBn9HLp+xmxiC31p7x0Z2n/8WUqFsAOsuekzs7UXrlPgaiFpkqhJvdU/WLzMr5bQo3MccR0rc6bUvaksD2hekLp9mz8PxGp/lVIRyq96oQ9sO8xBiOUQg/etv7TwbwidVYS5Lk5A+/4bRPTWhD0XwPAM8CkAE4ww/7ilIyoEJY+0IwBiQmwWDBeDbcFG5ijiOkb3XalrQlge0L0xeO56GtcJ4Y0PyqEPbUldYMo0J4zZRNvEBiDMcmhB951nvumZjWlwFsmMLaHpvggR97w5O/vazdZgCvBXB/AF9TIeyn742jqBD2z6kiVmRAYhKsaDr6Zk3hJuY4QvpWp21JWxLYvjB94UQ/WSyog5pfFcKhur4KYT/MS4zh2ITwY7Z94Axr7Rv3LYdembrMGpz5sXOffN4KTV4I4DgVwn76ngph/zwq4gwMSEyCM7gR5SVN4SbmOEL6VqdtSVsS2L4wfeFEOUGoU9D8qhAONQxUCPthXmIMxyaEH7Xt/PcZmNMrMvbej+548tNUCFdky1MzrQh7IlJh1s6AxCS4di/ivKIp3MQcR0jf6rQtaUsC2xemL5w4Zwj1SvOrQjjUKFAh7Id5iTEcmxB+zLbz321hfqcKYxb23R/bcfozVQhXYctfGxXC/rhUpDUyIDEJrtGFaJs3hZuY4wjpW522JW1JYPvC9IUT7SSx4I5pflUIhxoCKoT9MC8xhmMTwo866/3PN8a8FbA89Xnll0UGY1/00R2nv02FsJ/+VRVFhXBVprSddwYkJkHvTgYCbAo3MccR0rc6bUvaksD2hekLJ9AUoGanMKD5VSEcapCoEPbDvMQYjk0IP/oP3n9fpLgYwKpC2AADA3vCKs8U5h7hrQBe5od9RSkZUCGsfSEYAxKTYLBgPBtuCjcxxxHStzptS9qSwPaF6QvH89BWOE8MaH5VCHvqSmuGUSG8ZsomXiAxhmMTwgyczxAG8GersmbNiz6680nTniXsh3hFOYABFcLaIYIxIDEJBgvGs+GmcBNzHCF9q9O2pC0JbF+YvnA8D22F88SA5leFsKeutGYYFcJrpmyhhbATwycD5sOwtrXvBOliObQZAvaUj+548if9sKooa2VAhfBaGdP23hjQLzIrU9kUbmKOI6RvddqWtCWB7QvTF463CU+BvDKg+VUh7LVDrQFMhfAayFqlqcQYjrEiXFJQPFM4aZ1krOEzgWGN/WqeDz/18Z1P+5YfRhVlFgZUCM/Cml7jhQGJSdCLYxGANIWbmOMI6VudtiVtSWD7wvSFE8F0oC5MYEDzq0I41MBQIeyHeYkxHLMQ9sOaovhmQIWwb0YVrzIDEpNgZeORN2wKNzHHEdK3Om1L2pLAXi/mTeccc14C+5uDQ25/1/aNPzrvoLOvPCPy4a7uzcDAevvJDCbn4pKQIs03QbHmOCTHddqWtiWRXxXCvkdh8/FUCDc/x9FGKDEJRhvsGh1rCjcxxxHStzptS9qSwB7HtBbmu685vn08rmsBe1s3dja2EztoJbbTMsha/XTYNrbdMjZrddFqDZC/ELC/t2y4vS0zyZ/mWdZrd7JelnV7B/f7PRxzu5557tcGaxya2jwSBiT6XiShrcsNafGyLufWeHGsOQ7JcZ22pW1J5FeF8BoHmTaHCmHtBMEYkJgEgwXj2XBTuIk5jpC+rce2PRUpHnJcC70bW9ft6rVTHNRKDhq0ev12+yCbtQzylum0WoNh1jZIW1ef9Pav3fKzz31wludtY22rhaTF35GmRVse3pHbpI3EtgxMK89tO+UzD5OkxWcfWmvaxTMQrW2ZJGnl1rYB00pgW7u2PvaFB132z+/koyF4rTW2XRwGwt8t2nzPJLwWLQu0i0dIGH5GDF6DljEo2rrHS7Rs66DDzHD33vJvz0NrOVwOoGdhewamx9/5M7e2bwxGfxv0rEUPhp+hl+f8zLU1tgdrepZtrelba3uJsT2LpPiZ5bZvk6SXWNuzue2laVL8zE3Wt3mrl7XyXidr9zZuyHvX3LS3f/jhh/fMS35Iu/qawsB6xlCTyZUWL3VyF2uOQ3Jcp21pWxL5VSFc5whthi0Vws3I41xGITEJziURE5xuCjd1xWG3o/WT62/T3nD03lY7P6h1qO23dveH7WRDp6gW9odp21gKxLxlbNoaZnn7hoe97d9v+annP9S0bCvLTSHgDEWisW1D4QfToiDMTeI+o2A0TjAmhTCEZVvTQjIm5vh+Uoo948TegeKvd+S9f6Nz1Te+VAhMuGsNnzM4EpjL36M/+4QkkDaln1eMg1XboQWGfNYiDIaw7ndgmMP9bQzb3QGwt1iGe4O1uCIx6Figy38JRr8D6FT0oc5mlgK8+FcIbCfAgb4ZE+TWiXAAfQvTM9Y6sW56oBjPbR9J0ivEOYW4E+QZbD+xSc8mec/atJcWn+U9O0z7eSvvtbO8l5tWP+tmvc1Zv/eTzqb+bW74Sc9sB28aRPOqa26JJuCKjkiLl4pueGkWa45DclynbWlbEvmNWQjveu2x90FiT4CxJxQDxJqLkZuLN73q8q97GTAKMhMDdQjhzQB2MeXLPDzcvb/i3e8dO3bYbdu21eHjTOTpRetjQGISXJ9H8Vy9Xm7WvKQ0yUZCESORyJ8mzYuKoMmTNlhlTFlJdCLRJi2T2lZOAVkIN9syFIlOzFG4sXK4585PfOlBl/7D28qqIkVenphWUlYILcUfK41mWdWwePi8qyqOfh9h7xecyegB9aVATOLJnrgnloKQwnCfOKQYhB0ChRgcohSMOYaDI+52n8413/tSzs8pIA1cGzM0sMXvxWcwQ2PNAIa/u3Y5bdghKDKNGVrkQ+RmmBg7sDDDGx7wh39+i6/sfFaG4hEQwyQxA4tdIkYAACAASURBVGSunTHDNLEDOzTDgUmGrSQbWJMM7SAbWiTDdisdwAyHu/emw26nP8hNa5iZzvCa3/rYNXc8/zEbgR8NzfYilsqvXW845tmw9u0HXGDsczadfeXfTAKxgPnR9jt074AbOjd1Ot20n3aT7rBjhkl3kAy7WZZ0O62kk2V51ySma6zpwOTd3Br+3TG57eYGXWNtF8Z0jDXd3ORdA9MBTNda200SdPhz9De6KwjyQpQbJ9QjFegjcb6/St63RQXd9kAhXlTWDavr/eJ348Q5q+0mcZX0UVtW0AtxbpMeTN7nzyQZVc1tmvbsMO+n6Uio58j77Tzv2Xa7l+0d9Ifdjb1De8Pe0tMu2rX1uDvr94NlHVtavFQejB4arvf/QQ8uTIQIyXGdtqVtSeQ3ViG865yjXwjgLQD4XaW8mZ0ByHPgjINf8bNpzxDm9x3euN091imJtdFpKanu3nhcyf9EbgXgXgA+BOA4AD8fY/P2AHhc+MMBfGklllUIN7v/SUyCqzG21iWlXEaK1mgZ6bqXlCJpcekpK4qjaiOriaP3SpHIZaIUe1wmOjj6AY/o/uwrnysF4Gjp6KhKyXb7q4Oj90pBWGDs/7dI4pDVqqJiyArh8sphTqFm7T4RSDHYO+KeJ7R/8a3PG4q8fCT+YOxI8OVmaPh7KTAt/zaDkWDE0NhRu0I8Fu3MEHk+pCCkGCzEYyEYcycgk2Fq88GwEIz58Npf/8tPH/GZ5z8YSIbWmGErzQf9QTLMMRx2WunAJukw39Mf5mgPD96wZ4C0M/xh9+Dhcdf8cLDWypzkOJPAXi/mja8/6kmJMSfuPu7xz9tw6YeefPArr/zAPM6kl774uO5xt7mug7TT3bM36SbpoDsYJl2TDLuJTTsU5oVATynITTczebcF08mN6VKgIzGd3BaivGut6SaJ7VCIU5ADtmOdgLcw4xVyJ+htUTk3bMfri9+jrKCPRLdb0k4RXvzOpeuWy93Ry/dV0rlk3RRL3UefGfeZ6YEi3KKXGFMsZx+voA9ZQU+TXprb3sAkff5stfJeb5D22628l+fDXma6fe47/y6O7N99+3f7IfubtHipM7b1zgVSvobkuE7b0rYk8hujEL7pdceebJL8E6t+P0V+8uZX/PxTE9pQNN8DwLMAUDiXhz8+E8BLAfzUfed7KoCrpPp8k3ElhfATADzYJe2oMSHMOxoXALgjgOdPE8Jn7f3jQ832a25ochJCxjbLktIO0hZYPVy2pBRFhXC0f3Ak9pzQc++V+wjBvxPb2nW3p79i8yXveVOxnxC8br+oW77fcFQJdMtSiyqi+7fsvf37EFFUGF27ffsPgbj3xXvuC5w0C1HI6p0dE4IHiEYKQesEHoUkl54eIARH1UdW/Eai0TjBiKHN7TAxFH6jiiArjqwWjiqEZnjj/V765kO+et7zYfIh26SJGQyzfEgBmCR5ISBtlgxT/l5UHLPhYJgM0zQdWAyH1qTDTjYc8KdFOtzYHQxu2NUeDrF72MOG4THHXD7Ac4rq5fIVJ1OplPhPeKpR16BO25K2JLB9YfrCqZrTRWln//p+bVzxP110Ot3daa+b9NPuIE27yXDYTZKkO0xMt21zJ8hNF2neyXPTNcZ2+TMdE+iA6Vhju4YCvai22y4FemIp1FmBR1FFh0EHxlXYi2Xttpt3D7u16V13oxlVSVhRj+U1KMU5l62P9qCPlrcX+8wtermF24NuXeWcnxXivU9BPtqD7vabcxk7bJ9/W7h96EnaQ5b3bWJ7qU17FvloWXve6u3J0sF1j7/w0iM+/Lij+v1+j/vO8ZIf8obBmufI0ITGOoalBeKqgslas7S0lG3dulX8Rrd0nBL5jU0I98456h4ZzFcssGG1vBpgTwb7wINfceW3l7XjqtrXAuCzh7/mNBW/2/JGPbcBXQ/grQCuAHBu6DE7j/YlhXDJByffcSH8ZgCfAfBil9xVK8Ivzs67PjPJow45+/Iv1kHwtCWlpsP9hq029x0atFpcTpolWRtcSur2GLaQj5aQpqN9hBSFGSuBPDSG4tC9d7P9huXBNInbK2hZLXTC0r03OryGB9KM9iWODqXZv6exXJq62mE0ZdVwbM9hHdRGYcO45aT7lo+6JaDWFkswR6LRUODtrwgW1UW3fLQQgq6t5RLT3InDUggWotOJQwpGisOiQnjgklKKvsTmTjDefEnpNSee9/FbfvalD13LktJDe3sGwKbhLEtKpZIj8R+dL19D+lanbUlbEti+MH3h+OpviuOXgeX55U1dbDqqe8OudrfV3ttNklZRQU+SYddkSTdLkm47zQpRDpN0TZ51i+o5rFvGzvcnLGvPKc7LqrmlYB+JdbfPnNV2Y4hBMV4sgS+FOcV5LAKdNwtHAvyAfeajPegoKulcyj4S5MVyd7bPTd8Uh79xn3nSK/alG9s31vSKveZjh8Ilbj86RXkhzsf3nbNy3h/tOx/u6vVvccjmHirsO491DEsLRBXCs88VsQnh3eccc4aFfePYcuiVgsuMMWcedPYV563QgEurubqWFWEWEj8NYKtrSz11b1c1np28Bb2ybiHMKvFjAfw2gH+tKIRZw/uOtfaTxaE0rARadzqpqyAWewWXnUQ6Wipa7l/cX0Fk5XEfzr5DakanpY4tOV20w2hWXFJa7EPct6/Q7RW0o72JicGAFcFi/6ATgiPRaIdcilruN9y3pDRn5c4tI7VmeOO9n/e6zd/4qzOL/YZFldEMLT9fZUkpl5GmOSuJ8ktKQ84JsX4BWCsnMccR0rc6bUvaksD2hekLZ619XtvXw8C85NdegBTfPbZ7fbfVbaV7umm/1R0kSVFBN0nSNcg6xlCom67hUndjRnvQuRcdxb70bprkHb43WsY+WtYOt/y9qJrDFsvfi33r1nb7hx//kPY1l/zXSJija3hQXNHOLXFnhd0GXh1lkMHyoLcDT2zn3+6QuH7/Vvd9UOfn/8klpfuWtLMqPvrbOqHuTmw3o0PhMiR9U1TKbW9oTD8pTmtPe4MJ+873mFa/PRz2NnU39q5s9fpH7bqSh8JNPZdAhbCfMS4xhmMTwje9/pj3GWNPr8KYMfa9B5195dMqCGFuO70QwF1c26cD+DUAyx8dWMXswrepWwj/OwDuHb4awAMA/AAA17V/9dxzz91ujHn18oy8OFvp5ohk7gxskgImHRVwD/jJ97m9c/zneLu02PpZXFu2S9KigIvi56gtPy/blVijz6e3q+bbmB8r4lLv19EFJHOl2MqAMqAMKAPKgDKwJgZsjuIIg2wA5P3id2QDnl124O/F5+79Sb9nrv0+rOVt+TexR+3223G4y68PuoLbwKZtIOkUP/lUuQN/b8OmHfc+f3ef88ECxe+ja4rrVry+xC3bjfDGrxnZHcdnDUhfdTOwdevWdX9B3vX6o98Ng9+p4rsF3r35FT/j3t9Jr/GKMA/I4qFZXB7PVbflvmEexqWvNTKw7iRXsDe+NPq22L9O/h0A/hLAh5lQ3mFbjrVz587cCeEvW2M+kFgzsIb7C7msNBlkKPcd2oHNzBBJUnzOvYgtmw94MmlxSmmaD+yAv2ejg2j6rWHeHg7ypDPM0w3DQwbDAdqHD7GpP8Rzvjr1bmCFmLVJBQaWlpbyLVu2iO9zqeBKdE2awk3McYT0rU7bkrYksH1h+sKJbnJQhwoGNL8rdgTuIR1u2bJlTle2vcbgLZ/oXmeu6F538gevPfQjp93+INsvqubDZNDlie5ZcSBcVlTPeUJ7WT2HOxyurKhz3znbAHlRMS/2oFtWxUcHxpX7zlkxL5a885T3scesje0/Z2W9ju/LKyV134ntXLqebTr2NslNP71k9Ozz0aFw1pg+D4ED95EXJ7Wjh9z0i4PgYEZL4ouT2U0/Mehl/JnY4rT2YZb0U/5u097QcGk7r0n71qT9Xzz8XV879FO/c6eOzXtZsqE/yGzvsKNu18OPT+zj1a9e175ziTHM/dPr6ft7d269bWYHD77ytIve50UIv+Ho58MWe3in3c3IcmtedPArr3hbBSHMJt8A8AJ38DBXTbCQ+En972HtDNQxsDlQWAVefprZRwG8YdphWS/Ozrskz80TDv6jKy5Ze3h6RcwMSCyLiTnetfjWFG5ijiOkb3XalrQlge0L0xfOWsattq2PAc3vZK5DLtv1nf3Ycmzfelz3mmuu6XY2Hbbh6ke892e3+MdT7rSxk3aKvehm2DU5RboT6HlSPEotLU9yR+72l5su8rzYd04hbmzulryb4hA4FIfDcRm8HZ3UPlrGPlrizn3pBt28tflWyeCmve5xOqGKCe7xacUecyfA953YPlq+PjoorjjojQfA5TkPiRvtQc9h+7vv9ttnHHzJ378mX2XfOZe7D92+8z7yfitNey2b9/aarN/O2r3l+86Xnn7ZcNaDxPaee9TDstxQTJqfPfmL8CKEzznmvoC9eKoQ5pkzJjlh08tXfKYwK8LcE/wyN85OAfAe9/vHADxlwmNqfQ/JRuLVIYRnJk4fnzQzdXNxYWz/ycVEWlO4iTmOkL7VaVvSlgS2L0xfODHNC+rLfgY0vyqEQ42HkDcbJtm224/v/GLjz7vdPZ1uq9XrGtvqJGlaPAs9KR655h61lvA556ym5+70dlbU85HwZsW82Gs+EuLGifI9dzj5mRt//MkPFge/2dHBcYVA557zsUPjbvb3aNlu3a+BbW1sm+Eebr8sT2wfndBeHApn+hThfI4596ePTnEfVcxHp7ub3zCwd6bTvoQwsW4856gXJzCsCq/2etGm6c8SXn79QQAOdSdG1811Y+ypEG5MKucvEP0is3LOmsJNzHGE9K1O25K2JLB9YfrCmb+ZdTE81vyqEA7V02MTwlI8rDdO+9doX3XFkd0NnU43tb0OT3Ln0vYhT3JPku41D/2rLx/2mec9bPQcdNNtpXnxTPR9z0I3FNu2i3x0UjuFeGL4yDVXSWdV3VXLR89FR3dw2F0e1L72+98unp/uDotzp7mXp7hXEug+hTDzs/fcY0/Obf5hO3qsZ7ltIeOTTPI8OWXzH12uy5qlOvIUXBXCgYhXs4B+kVEhHHIchOx/ddqWtCWB7QvTF07IPqq2mz9H+s7xesWLb3/WgxfrGA7JcZ22pW1J5LfKqdF81NqVm47qbtzV7qYH9To8yZ3CPLfZ6yxwmu+KcDkGbnrtUfdM0uRhuS0OC0Zi8JU8yz+9+VVXfms940SvXR8DKoTXx59evQ4GJCbBdbgT1aVN4SbmOEL6VqdtSVsS2L4wfeFENTGoM/sY0PxqRTjUcJAWiKvFVadtaVsSY7iKEF6J3z3nHn2HPMcHADzQd0U4VF9Vu9MZUCE8nSNtIcSAxCQo5GrtsE3hJuY4QvpWp21JWxLYvjB94dQ++NVgJQY0vyqEK3UUgUbSAlGF8OxJW48QLq3uftPW217xuE/+j4/DsmaPRK+siwEVwnUxrXZuxoB+kVm5UzSFm5jjCOlbnbYlbUlg+8L0haNTd5wMaH5VCIfqmSqE/TAvMYZ9CGFrbcLHMKkQ9pPn2FFUCMeeoQb7JzEJNoWupnATcxwhfavTtqQtCWxfmL5wmjKnNC0Oza8K4VB9WoWwH+YlxrAKYT+5WSQUFcKLlO3IYpWYBCMLcWZ3msJNzHGE9K1O25K2JLB9YfrCmXkQ64WiDGh+VQiLdrBVwFUI+2FeYgyrEPaTm0VCUSG8SNmOLFaJSTCyEGd2pyncxBxHSN/qtC1pSwLbF6YvnJkHsV4oyoDmV4WwaAdTIQxpwS8xhlUIhxoV82tXhfD85m7uPZeYBOeeFBdAU7iJOY6QvtVpW9KWBLYvTF84TZlTmhaH5leFcKg+LS0QV4urTtvStiTGsArhUKNifu2qEJ7f3M295xKT4NyTokK4thSG7H912pa0JYHtC9MXTm0dUg2tiQHNrwrhNXUYj42lBaIK4dmTpUJ4du4W9UoVwoua+Qji1i8yKyehKdzEHEdI3+q0LWlLAtsXpi+cCKZKdWECA5pfFcKhBoYKYT/MS4xhFcJ+crNIKCqEFynbkcUqMQlGFuLM7jSFm5jjCOlbnbYlbUlg+8L0hTPzINYLRRnQ/KoQFu1gq4CrEPbDvMQYViHsJzeLhKJCeJGyHVmsEpNgZCHO7E5TuIk5jpC+1Wlb0pYEti9MXzgzD2K9UJQBza8KYdEOpkJYD8vaujVqjRSq/zfNbtRJ3rFjh922bVvUPjatQ9QZj36RWZntpnATcxwhfavTtqQtCWxfmL5w6pwT1VZ1BjS/KoSr9xa/LbUi7IdPiTGsFWE/uVkklKhFpgrhZndFiUmwKYw1hZuY4wjpW522JW1JYPvC9IXTlDmlaXFoflUIh+rTKoT9MC8xhlUI+8nNIqGoEF6kbEcWq8QkGFmIM7vTFG5ijiOkb3XalrQlge0L0xfOzINYLxRlQPOrQli0g60CrkLYD/MSY1iFsJ/cLBKKCuFFynZksUpMgpGFOLM7TeEm5jhC+lanbUlbEti+MH3hzDyI9UJRBjS/KoRFO5gKYd0jrHuEQw2xWu2qEK6VbjU2zoB+kVm5PzSFm5jjCOlbnbYlbUlg+8L0haOzdpwMaH5VCIfqmVoR9sO8xBjWirCf3CwSigrhRcp2ZLFKTIKRhTizO03hJuY4QvpWp21JWxLYvjB94cw8iPVCUQY0vyqERTuYVoS1IqwV4VBDrFa7KoRrpVuNaUW4Wh9oype8mOMI6VudtiVtSWD7wvSFU23Eaqu6GdD8qhCuu8+V9rQi7Id5iTGsFWE/uVkkFBXCi5TtyGKVmAQjC3Fmd5rCTcxxhPStTtuStiSwfWH6wpl5EOuFogxoflUIi3YwrQhrRVgrwqGGWK12VQjXSrca04pwtT7QlC95MccR0rc6bUvaksD2hekLp9qI1VZ1M6D5VSFcd5/TirBfxiXGsFaE/eZoEdBUCC9CliONUWISjDTUNbvVFG5ijiOkb3XalrQlge0L0xfOmgevXlALA5pfFcK1dLQJRnRptB/mJcawCmE/uVkkFBXCi5TtyGKVmAQjC3Fmd5rCTcxxhPStTtuStiSwfWH6wpl5EOuFogxoflUIi3awVcBVCPthXmIMqxD2k5tFQlEhvEjZjixWiUkwshBndqcp3MQcR0jf6rQtaUsC2xemL5yZB7FeKMqA5leFsGgHUyGse4R1j3CoIVarXRXCtdKtxsYZ0C8yK/eHpnATcxwhfavTtqQtCWxfmL5wdNaOkwHNrwrhUD1TK8J+mJcYw1oR9pObRUJRIbxI2Y4sVolJMLIQZ3anKdzEHEdI3+q0LWlLAtsXpi+cmQexXijKgOZXhbBoB9OKsFaEtSIcaojValeFcK10qzGtCFfrA035khdzHCF9q9O2pC0JbF+YvnCqjVhtVTcDml8VwnX3udKeVoT9MC8xhrUi7Cc3i4SiQniRsh1ZrBKTYGQhzuxOU7iJOY6QvtVpW9KWBLYvTF84Mw9ivVCUAc2vCmHRDqYVYa0Ia0U41BCr1W4dQngzgF0A7FhkhwG4AUC2WrQ7duyw27Ztq8PHWklXYyMG9IvMyj2hKdzEHEdI3+q0LWlLAtsXpi8cna/jZEDzq0I4VM/UirAf5iXGsFaE/eRmkVAkReatANwLwIcAHAfg5wBuB+ADAK4CMATwnwBevxLhKoSb3RUlJsGmMNYUbmKOI6RvddqWtCWB7QvTF05T5pSmxaH5VSEcqk+rEPbDvMQYViHsJzeLhCIphJ8A4MEAzgBwlBPCrwTQBvBqABsA7AFwawCXTyJdhXCzu6LEJNgUxprCTcxxhPStTtuStiSwfWH6wmnKnNK0ODS/KoRD9WkVwn6YlxjDKoT95GaRUCSFcMkjl0SXQnijWyK9F8BjAbzZVYvHl03v41+FcLO7osQk2BTGmsJNzHGE9K1O25K2JLB9YfrCacqc0rQ4NL8qhEP1aRXCfpiXGMMqhP3kZpFQ6hbC5LYD4OUAfh/A4wB8lm+ee+65240xr1pGvjn11FMniuRFSlKDY2X/0/xOTnBTuIk5jpC+1Wlb0pYEti9MXzgNnoLnOjTN78rpawo3MccR0rc6bUvaksD2hWm26mFZc/0fRFXn6xbCXA59AYA+gBcDuGJf2djam/myc+fO/KyzzkqqBqPt5ouBpaWlfMuWLZrfCWlrCjcxxxHStzptS9qSwPaF6QtnvmbVxfFW87tirs3S0tJwy5Yt6bz3hohzHJLjOm2L2pLI79LSUuah7yccQyqE530GqeZ/3UL4OQAeDeCUKu7p0ugqLM1vG4llMfPLxoGeN4WbmOMI6VudtiVtSWD7wvSF05Q5pWlxaH4nZzTksl3ffSzWHIfkuE7b0rYk8qtLo32Pwubj1SWEeYI0T4p+F4BnLKP1zgAunUS1CuFmd0CJSbApjDWFm5jjCOlbnbYlbUlg+8L0hdOUOaVpcWh+VQiH6tPSAnG1uOq0LW1LYgyrEA41KubXbh1CeGZ2VAjPTN1cXCgxCc5F4BWcbAo3MccR0rc6bUvaksD2hekLp8Jw1SYBGND8qhAO0O0Kk9ICUYXw7JlVITw7d4t6pQrhRc18BHHrF5mVk9AUbmKOI6RvddqWtCWB7QvTF04EU6W6MIEBza8K4VADQ4WwH+YlxrAKYT+5WSQUFcKLlO3IYpWYBCMLcWZ3msJNzHGE9K1O25K2JLB9YfrCmXkQ64WiDGh+VQiLdrBVwFUI+2FeYgyrEPaTm0VCUSG8SNmOLFaJSTCyEGd2pyncxBxHSN/qtC1pSwLbF6YvnJkHsV4oyoDmV4WwaAdTISy+BFxiDKsQDjUq5teuCuH5zd3cey4xCc49KS6ApnATcxwhfavTtqQtCWxfmL5wmjKnNC0Oza8K4VB9WivCfpiXGMMqhP3kZpFQVAgvUrYji1ViEowsxJndaQo3MccR0rc6bUvaksD2hekLZ+ZBrBeKMqD5VSEs2sG0IqwV4a1bo9ZIofp/0+xGnWQ9Nbpp3e3AePSLzMr5bQo3MccR0rc6bUvaksD2hekLp9mz8PxGp/lVIRyq92pF2A/zEmNYK8J+crNIKCqEFynbkcUqMQlGFuLM7jSFm5jjCOlbnbYlbUlg+8L0hTPzINYLRRnQ/KoQFu1gWhHWirBWhEMNsVrtqhCulW41Ns6AfpHRinDIERGy/9VpW9KWBLYvTF84Ifuo2m7+HOk7xyGrlb5jiXUMh+S4TtvStiTyqxVh36Ow+XgqhJuf42gjlJgEow12jY41hZuY4wjpW522JW1JYPvC9IWzxqGrzWtiQPOrFeGautrNzEgLxNXiqtO2tC2JMaxCONSomF+7KoTnN3dz77nEJDj3pLgAmsJNzHGE9K1O25K2JLB9YfrCacqc0rQ4NL8qhEP1aWmBqEJ49syqEJ6du0W9UoXwomY+grj1i0zzl/3FnOOQvtVpW9KWBLYvTF84EUyV6sIEBjS/KoRDDQwVwn6YlxjDKoT95GaRUFQIL1K2I4tVYhKMLMSZ3WkKNzHHEdK3Om1L2pLA9oXpC2fmQawXijKg+VUhLNrBVgFXIeyHeYkxrELYT24WCUWF8CJlO7JYJSbByEKc2Z2mcBNzHCF9q9O2pC0JbF+YvnBmHsR6oSgDml8VwqIdTIWwnhqtp0aHGmK12lUhXCvdamycAf0is3J/aAo3MccR0rc6bUvaksD2hekLR2ftOBnQ/KoQDtUztSLsh3mJMawVYT+5WSQUFcKLlO3IYpWYBCMLcWZ3msJNzHGE9K1O25K2JLB9YfrCmXkQ64WiDGh+VQiLdjCtCGtFWCvCoYZYrXZVCNdKtxrTinC1PtCUL3kxxxHStzptS9qSwPaF6Qun2ojVVnUzoPlVIVx3nyvtaUXYD/MSY1grwn5ys0goKoQXKduRxSoxCUYW4szuNIWbmOMI6VudtiVtSWD7wvSFM/Mg1gtFGdD8qhAW7WBaEdaKsFaEQw2xWu2qEK6VbjWmFeFqfaApX/JijiOkb3XalrQlge0L0xdOtRGrrepmQPOrQrjuPqcVYb+MS4xhrQj7zdEioKkQXoQsRxqjxCQYaahrdqsp3MQcR0jf6rQtaUsC2xemL5w1D169oBYGNL8qhGvpaBOM6NJoP8xLjGEVwn5ys0goKoQXKduRxSoxCUYW4szuNIWbmOMI6VudtiVtSWD7wvSFM/Mg1gtFGdD8qhAW7WCrgKsQ9sO8xBhWIewnN4uEokJ4kbIdWawSk2BkIc7sTlO4iTmOkL7VaVvSlgS2L0xfODMPYr1QlAHNrwph0Q6mQlj3COse4VBDrFa7KoRrpVuNjTOgX2RW7g9N4SbmOEL6VqdtSVsS2L4wfeHorB0nA5pfFcKheqZWhP0wLzGGtSLsJzeLhKJCeJGyHVmsEpNgZCHO7E5TuIk5jpC+1Wlb0pYEti9MXzgzD2K9UJQBza8KYdEOphVhrQhrRTjUEKvVrgrhWulWY1oRrtYHmvIlL+Y4QvpWp21JWxLYPjBP3H7B5r988n1uPP6ud4r6/7hqs4G2msSAj37SRGZDVit98xlrjkNyXKdtaVsS+dWKsO9R2Hy8qL8k7Nixw27bti1qH5vfReQilJgE5bytF7kp3MQcR0jf6rQtaUsCez2Yj3j5BUcmefZeY8xJHLHW2k8lQ/uUj7zpKb+odwSrNWkG1tNPpH0LiS8tXuqMLdYch+S4TtvStiTyq0K4zhHaDFtRi0wVws3oZCtFITEJNoWxpnATcxwhfavTtqQtCexVMM2p2y9oX3/T3na7lXY6w43tvcnuTqvTaWdZ3jYGnSS3Z1uY08fnAWvsBSbL32STdpYiy5HYLEOSY4jMpshaNsltC1lmB7kdbMja6Odo2WxgW3m+F9lGuyvPO4dn9qAkuxG/yO98zD2zaz+9lF944WlZU+abeYxDou/NIw/LfZYWL3VyFGuOQ3Jcp21pWxL5VSFc5wht4kSKNwAAIABJREFUhi0Vws3I41xGITEJziURE5xuCjcxxxHStzptH2DLWvOIl/xZZ/MRR7d37x2008R0BsNuO0n2dtK83c5aedsM0Mlbtm2ATmLTdp7YtsnQSRLbzvLRzzxDxyRoP+GXb/9XH/zS/55pjG3bnO/ZtrFJO0feMTBtC3SMRdsY085t3jEmaRvkHQvTBtCxGH2G3HZg0Ia1ncMP2XCna27s/ZSfg59Z2zEAsXhNZC+bG5jMWuQwyMDfYXPD3/PRe8XfSDIY694zGWBzgO3502Qorzf8ne15Hfa1MSbJbG6dDeQWyBJi5yYnLm0kSIqfsCObiTGZLXzie0lmrM1Hf4/8Mjn/TjIgL/BgkuK9kc8jXMNrc4draJO2DCPLLPI8MWnxs7gmMzl9QjK6nrbsMMvTpJVZZMXfOZK8lREjy3ljIkeWt3ljop/kxXXTbkx0kW28bnRjYuezjr/h+ed/YeOR2JTjO8guvPA08mUj6yC1uyMtXuoMqM55ci1xheS4TtvStiTyq0J4LT1Z25IBFcLaD4IxIDEJBgvGs+GmcBNzHLP6tn379uTiqx/Ybm+8otMbHNzubhxSzHWGWaedmF4ny1vtJM3bZohOno5EZJ6kbZNnnSRJCmH59F/dcv57P3/Z7+W5KcSjtRSIFI22nZuReLTGtI3JO8aads7PnGi0ue3sF5YUlLYDCktj2taJRiccOwDaGzvpkXv62e54xeSaBk8fsAPAuJ9JH9YOrMHAAH1Y3AYGtzgQ0V4Ni8tsYhIDJLBIASQWSIu/+btFapLR77A2BQx/L9oVv/M9fr7vM37Odu6aNYWgjQUZcDceeLPB3UjgzQV3g2Dfe/yb7++7WYHi5sPo5kR5A4I3DGwGa0Y3HtxNjkL057zR4G4QuJsWibsBUeDyRoPlTY4ks/zJv4HRjYjiZgOv5XulH6ObFMXfxQ2NvLihYYobErxJMboxkhQ3IMrr6cOkGxMmf+bDtpz/zk/+8InFzRJiJWmW2yxv8fqxGxMpktwmNrMD/oRbMdHOMgyLFRP8nDcoMgxym45WS9gBsqFNi1UUG7Ant91Dst7Vu/Ksm2eHZhtyHIoMxyO78LRTeZNnXTcmZp2jBftXAS0tEFfzv07b0rYk8utDCD91+z/c5rVPv/f/btXDsqSHUhT4dQjhzQB2LbtTuwnAHvcfzopE6NLoKPqImBMSk6CYszUDN4WbleLYvt0mF+HdnUN2H95O0+s6veHGdruTtft902m1Wm1j+oWgNGbYyfN0JCwz0ymrkyZJKPraMOhYg7Zx1UgKylGlcVTRpKAcCUvrhKV7D+jc/baHPvaSn9zwKWvzkZAcVRxHVcridycwR9XIkRCNtjK5pg7aNwZ9azEAxeM+Ycm/jROWdmCc2DRI+rZsY+wAFoPR9Xbwq3c/+nn/9p0r31S8l6BvczNAgr6x+cDCDCxAW7ymb6wZWJMPrE37xuQDwPYTkwzybDjIW+1+mg0Htt3pv/qJx//gde/7xq0HaTro7tk1yG5xy/7ll18++Nrbn0t/V3096uXnn2Ks+ecDGllzykd3Pukj065dx+fm1FMvSA572JbkB1d8Kz0Yt0zM7p+nu83BSdcMkmRg0pbZkOzu7ErbppukyJJehjRFJzHZ3jQx7SRDnqDF9/JkkJs0QZokfC9Hmhtb/Ey4hpsf5RTwNkmQJJnNUoOEeijN0yTh73Dv5eVnJknyPEsNIW2eGhjeBChuCBhjkpzvJQmFfWIsUpaPTXETIEmse4+C3ySurbtJQAxiFZjFZ7bA5r8cIzu8cTCyZxKY0e/7PuP1Fqk1xWf7blCUNyB4k4I3K9zNhrGbDjYl3uGbO3e49qb+T0c3LfKb37xwNyosfaCNop2t4zvPOrpS4y6dcHOBNyDK1Q3uJgXFfnHjYOwGBpAfc9jGu11x7e5v8n2ushiteBjdgEjKVRNjNyZ4I2PUxribDG5lBdtYd40d3VwYrdwofVnpxoQpVmWMVj3sXzGRJCZ/3Am3feOH/uPHLx1fMcGbHSPsnN08S7jaoriRMVo5MbqRYYqbC8WNiaSV5UMulCiWSOQt/iwWTrSyfMDPi6UUOVdK5HaYt7NO1u4k+VlPPP77r3r/N7Z0U2TZ7n6etzZmB9yYwK48u2n/jYmrcGR+0atPzGDWdmNi0YTwI1/x3tsnWfoBACf86bMfABXCjZuPJgYk+Z/CrQDcC8CHABwH4OcAbgngfQCGAG4P4I0A3r0S1SqEm90JmyL2JLJUhZtTT70g3XT3I9tX4qedDb2D2rvNrk4767qqZLudtlrt4XDQSdK0bYbDTp6m7WJ5q1vmSvGYJ0mbIpGi0VqMhCX/png0TmyOLWE1Nu8UlUoKzPEq5TIxWQrGwzd37nTNTf3LKTIXQkxSXBqKy1HFklVKCk5r+Hvi3jP9B9zpiNMv/sFV7zDJSHgak/StpThM+gZ2YCkaE9s3rL8kyQHCMjEjgZlk2SBPzMBa9Iv3LPppkgyy4WCQdzb0W4P+wB5k+zuedP+rtr3lc5tuPPbO/Yu2P5Rzr7dXlX66VmPrxXzU2e+/R2Lx4FMffIe3feBLP7rnx97w5G+v1QdtHz8Ds/UTa0694MIE30V6FXYlnZvSdENyaNI1veSGPtLOoUOOyLSHbpIM96Sp6SQtwxsXJuUNDNPinYhWMuQq8AxpYmwy5E0K/trOE5OblDc1KPAN0oSqjTccEv5MRjcZeAOD7938M97IGLXfd6OiuClhkjxxqxeKz/jeCIPtR5+N3uNNjcQiPfFeR5950TevPG90k2F0k6C4IVDcDODNiry4mVDcZDDENIlxqx2Ite8GBO0VKylGfvHmRF6spLAFzr6VFG6VxeimxWhFRfEZ/564ksKtsjD727sbFbrKQm7o2XILxmi7xmjlwmhVxPh2jdGKiHJ7xpGHbNhy1Q17v19sAdm3pQPF9o/Rdo2Vb0yU7YvVDHb/yoZyxcQD7nTk0778g1+864AVExW3crBjW2IWNxtSt23D5k/85Tucd+EXfvzC0WqI8saEyVO3nYNteVMidVtArHs/NWmWI38hgEczBSqE5TpibMiSQvgJAB4M4AwARzkhvA3AwQBeAeBoAFcAYHV49yRiVAjH1l38+jPbFxm/Ppy4fXvryOuPb1/bQWfjcNhud7vtvb29nVa73R6YfiflMtdWq51RUCZpO8uGI2GZj5awJvuqkkkbed6xyUgkFsKSVcnlYrIQj646OSYmi/2QsO2yMnnrIw56wOVX7/4uxeP4+4ssJkcCkxXJpM/KYuIqlYXYBAasUCbJSFBaQ/FoBzbP3Xt2YJOkn+T5wCZp3+T54DmPuPM/ve1fLz0pMdnAojUSlmOCMrfoD9LeoNNLB8OD8/7m6zsDPAj9C09b/yFJdfZ9SVsS2L4wfeH4nXEUzRcDmt/JTEpX8XzlbyqOtebSH16Wn/3e/+zieqTXp3uTtJek3SM2JXswSJIeeIc3wdCkA2QJb1rw5sRww+gmBVdX8KbFoLhRMVpdkXTKGxe8IZGObmIY9xlLzS3e2xgJ/az4bP9Nh5y3BLgag6sXTJqe/pDbv/N9n//v54xWUSAxBilXNhQ3GKwZ3Swob1xwxUWxAoMn8x1446K4OWH4GVdAuBUWvPnhbiRwtQVXXRQ3NXjDwdr0l+54+BO/8d/X/hPMATc19m/l2LdCwm3zKK4tt3K494hV3IgY3YwoboaMVk241RWjGygHdVu33NUbXu+2key/UbH/ekkdMbWbSDVQISzFbHy4dXRg7hEphfDfAvg0gPe7/cm887QVwJIK4fg6R1WPTtz+udbB+EFnw57D2jcl4BGu7WG70076eztpq90eDAedNE3brEgaCslCUGadZ598p4/+zad+eFqxhLUQhyuLyTznQTvF4TujJa9OTPKQnaJC6Za1lqKx2Cvp3h+JyWLZaxvWLaXd1x6tqnFG2m7yMtcVKpPjYhKsOBb7Kyke7SCx6HOvZbGclctarROROUUkl7bCCcu0T4Fp03QkLFPbT7JkkCfZwNpWP02GA2s7/eFwOHjd037ph696z7eO6bb2DLLsFv0bDrpmcOR3Ng1iOHE35BfpOm1L2pLA9oXpCyfScb/wbml+Gy6EAcSa45A3G+q0XdUWz824CL+WbLz6W+nm1tHJVT2kG2/VT7rYlJjeDelebEzMEClXVwy4JaS9N01NO3nlE+6x9JoLvnmX0eqK8sbFIE14jGOONDOjGxbIh8Wqi4w3B1psx5sYwzQZ2ypiDXeTZOkzTjrugnd+5tKnlisvipsPxfaRcguHW6nAmwiWhWJ+xi0YxaqN02GLlaxaEV6g/2GqCuFDALwUwDkAtgO4G4A/AfAfFbgaF8IXAOC/D7rrruRafAA/WkkIf/Ha293jIzuf8p0Kdua6yf2e89ftY489tp1e94tOb+Omdpqg06KgbLXbZtDvZGmrnRTLXFs8fbVdisni8B23tLWqmCwP0rm5mBw7eIdCc5+YpADlfsn9YrI44bXYV1m8r2JyopjkoT7cX8l9kvmA+yeTxBb7KG2KfpKbQZ7ngzRJ+3mejd7LTCEotz3hl776xx/65t1y2+230j6rnf1epzXo7r5xMNhzTP+EI7482L59O28kRf2K9YsMSQvpW522JW1JYPvC9IUT9QBbYOc0vyqEQ3X/qgJRwr86bUvbkhjD6zks65SzLzgpz/NPqhCW6LnxYlYVwh8G8BgAXO78Dy6cnwC4bYXQxoXwqwDcAOA8dyDGtUBxwmd+7rnnbjfGvHo53heuuwOe85t3wt1vt+wg0AmGs7x4KMPoX/GABh47MPae+31YoU0VnAPbrGxvvz+jNvvsj/lWPMBijl9pYtAqdkUVu6X2/0sNWsXfY+8X7cr33WfuvQPeH+282vevwNnX7uZ4+6+d/Nl+LPc5d0zNMefqujKgDCgDyoAyoAwoA8qAHwauvamP/77yJtx36+F6WJYfSqNHqaIDWO3jaZ3PBXCyE8OsCF8C4K4Avj8lynEhfAqAFzmcUwG8DMCDeD3vPC3H2blzZ04hDICC+X9G+yiLA32KZ0uOn/TqqpUNq0ya4mTVEf/loTqj/ZBc4mq4lBXG/Z4P4KqS5Z5Jnghr3J5HnuLKQ3eKQ3Z4GA8rldw/mY5Oei1+ZtnAtkZ7JYF2PzPDQRudfpYMB63hYIANG/rDfm+w+eBD+oPe7sHRh28evPXFj6B/M72WlpbyLVu2cI+KvpYx0BRuYo4jpG912pa0JYHtC9MXjk5OcTKg+V0xL2ZpaWm4ZcsW7uec61fEOQ7JcZ22RW1J5HdpaSnz0PcTjiE9NXqup4/KzlcRwpxMeerrXwA4E8BnAfxfdxr0MQB+VkEI8wTpqwBsBPBxAMe7308CcPFK1/OwLCeEKwc0En8THg2y7j2TBy5zLQ7scUIyLx8Zwv2SSPtI0TcUk05UcllrliSDjrX9YZoOshz9tT4WZC0EzEtbiWUx8xL7ND+bwk3McYT0rU7bkrYksH1h+sKZNlb18zAMaH4n8y69nLXObMea45Ac12lb2pZEftezNLrs29ZaCuFMhXCdoz2crSpCmN5xP/DvOzcfCYDP2boUwP1mdJ1LqimgV30uZCmEDez5sPacUkzmOU9zTQebc/T3brx2cCP8PxZkxrj0sjUwIDEJrsF81E2bwk3McYT0rU7bkrYksH1h+sKJeqJYYOc0vyqEQ3V/aYG4Wlx12pa2JTGGVQiHGhXza7eqEGa7h3IFM4CLALzAHXrFKq/YywnhT2cmecq/nHuaqC2xIBR4RQYkJsGm0N0UbmKOI6RvddqWtCWB7QvTF05T5pSmxaH5VSEcqk9LC0QVwrNnVoXw7Nwt6pVVhTD52QLgUEdUeVrtt/ngbSny9DnCUszGgatfZFbOQ1O4iTmOkL7VaVvSlgS2L0xfOHHMlurFcgY0vyqEQ40KFcJ+mJcYwyqE/eRmkVCqCuG3AnjxBGIojHkKtMhLhbAIrdGASkyC0QS3Tkeawk3McYT0rU7bkrYksH1h+sJZ51DWy4UY0PyqEBbqWlNhVQhPpahSA4kxrEK4EvXaaIyBKkKYh2UNASwBePuyCjAF8synBk/LhArhaQzN9+cSk+B8M7Lf+6ZwE3McIX2r07akLQlsX5i+cJoypzQtDs2vCuFQfVqFsB/mJcawCmE/uVkklCpCmHzwEUkfc487qo0fFcK1UR3EkMQkGCQQAaNN4SbmOEL6VqdtSVsS2L4wfeEIDG+F9MCA5leFsIduNBOECuGZaLvZRRJjWIWwn9wsEkpVIfxsVw3+CoC9YwQ9HMBuKcJUCEsxGweuxCQYR2Tr96Ip3MQcR0jf6rQtaUsC2xemL5z1j2ZFkGBA86tCWKJfVcFUIVyFpeltJMawCuHpvGuLAxmoIoTZho864rOAf75sKfTdANwkRaoKYSlm48CVmATjiGz9XjSFm5jjCOlbnbYlbUlg+8L0hbP+0awIEgxoflUIS/SrKpgqhKuwNL2NxBhWITydd22xdiGcALgOwN/q0mjtPj4ZkJgEffoXEqsp3MQcR0jf6rQtaUsC2xemL5yQ84DaXpkBza8K4VDjQ4WwH+YlxrAKYT+5WSSUKhVh8vEBAPcAcC6A3hhB/+gO0hLhTCvCIrRGAyoxCUYT3DodaQo3MccR0rc6bUvaksD2hekLZ51DWS8XYkDzq0JYqGtNhVUhPJWiSg0kxrAK4UrUa6MxBqoK4Svd0ujl5Onjk7Q7zcyAxCQ4szORXdgUbmKOI6RvddqWtCWB7QvTF05kU4O64xjQ/KoQDjUYVAj7YV5iDKsQ9pObRUKpKoQfCqA7gZhPa0V4kbqL31glJkG/HoZDawo3MccR0rc6bUvaksD2hekLJ9wsoJZXY0Dzq0I41AhRIeyHeYkxrELYT24WCaWqEA7CiS6NDkJ7bUYlJsHanBc21BRuYo4jpG912pa0JYHtC9MXjvBQV/gZGdD8qhCeseus+zIVwuumsACQGMMqhP3kZpFQVAgvUrYji1ViEowsxJndaQo3MccR0rc6bUvaksD2hekLZ+ZBrBeKMqD5VSEs2sFWAVch7Id5iTGsQthPbhYJRYXwImU7slglJsHIQpzZnaZwE3McIX2r07akLQlsX5i+cGYexHqhKAOaXxXCoh1MhTCkBb/EGFYhHGpUzK/dtQjh+7iTo8ejfT+AgVT4ujRaitk4cCUmwTgiW78XTeEm5jhC+lanbUlbEti+MH3hrH80K4IEA5pfFcIS/aoKprRAXM2HOm1L25IYwyqEq/RgbTPOQFUhzGcIP2sCdXpqtPanmRmQmARndiayC5vCTcxxhPStTtuStiSwfWH6wolsalB3HAOaXxXCoQaDtEBUITx7ZlUIz87dol5ZRQin7mToLwI4Z1kF+CI9NXpRu87649YvMitz2BRuYo4jpG912pa0JYHtC9MXzvpnOkWQYEDzq0JYol9VwVQhXIWl6W0kxrAK4em8a4sDGagihHnFdwD8C4Az6yRQl0bXyXb9tiQmwfqjkLHYFG5ijiOkb3XalrQlge0L0xeOzAhX1PUyoPlVIbzePjTr9SqEZ2XuwOskxrAKYT+5WSSUqkL4wwAeA+BCAFePEXQGgL1ShKkQlmI2DlyJSTCOyNbvRVO4iTmOkL7VaVvSlgS2L0xfOOsfzYogwYDmV4WwRL+qgqlCuApL09tIjGEVwtN51xYHMlBVCF8J4FYTyNM9wtqjZmZAYhKc2ZnILmwKNzHHEdK3Om1L2pLA9oXpCyeyqUHdcQxoflUIhxoMKoT9MC8xhlUI+8nNIqFUFcItAJPaip0YzSRoRbjZXVFiEmwKY03hJuY4QvpWp21JWxLYvjB94TRlTmlaHJpfFcKh+rQKYT/MS4xhFcJ+crNIKKsJYYrfdwL4IICTALD6u/z1XAB7pAhTISzFbBy4EpNgHJGt34umcBNzHCF9q9O2pC0JbF+YvnDWP5oVQYIBza8KYYl+VQVThXAVlqa3kRjDKoSn864tDmRgNSHcAdADcDaAl+rSaO06vhmQmAR9+xgKryncxBxHSN/qtC1pSwLbF6YvnFBzgNpdnQHNrwrhUGNEhbAf5iXGsAphP7lZJJRpS6P56KQcQLICKZkkWVoRlmQ3PLbEJBg+Kj8eNIWbmOMI6VudtiVtSWD7wvSF42dEK4pvBjS/KoR996mqeCqEqzJV/80sFcJ+crNIKNOEcFAuVAgHpV/cuH6RWZnipnATcxwhfavTtqQtCWxfmL5wxCdCNTATA5pfFcIzdRwPF6kQ9kAiAIkxrELYT24WCUWF8CJlO7JYJSbByEKc2Z2mcBNzHCF9q9O2pC0JbF+YvnBmHsR6oSgDml8VwqIdbBVwFcJ+mJcYwyqE/eRmkVBUCC9StiOLVWISjCzEmd1pCjcxxxHStzptS9qSwPaF6Qtn5kGsF4oyoPlVISzawVQIQ1rwS4xhFcKhRsX82q0qhI8CcBqAey8L9UV6avT8Jj+05xKTYOiYfNlvCjcxxxHStzptS9qSwPaF6QvH15hWHL8MaH5VCPvtUdXRpAXiap7UaVvalsQYViFcvR9ryxEDVYXwZwD8+gTS+EilG6TI1D3CUszGgSsxCcYR2fq9aAo3MccR0rc6bUvaksD2hekLZ/2jWREkGND8qhCW6FdVMKUFogrhKlmY3EaF8OzcLeqVVYQwT44eumcKvwzAYIys3TMSdzCAmwDY1a5XITwju3NymX6RWTlRTeEm5jhC+lanbUlbEti+MH3hzMl0unBuan5VCIfq9CqE/TAvMYZVCPvJzSKhVBHC5OPjAPYC+K11knMYgL8BcCOAIwF8EMC7V8JUIbxOtiO/XGISjDzkyu41hZuY4wjpW522JW1JYPvC9IVTedBqw1oZ0PyqEK61w40ZUyHsh3mJMaxC2E9uFgmlqhD+MoAHOAF71RhB9wKwaw2EPQPAI91+418G8C4Ad1EhvAYGG9RUYhJsCj1N4SbmOEL6VqdtSVsS2L4wfeE0ZU5pWhyaXxXCofq0CmE/zEuMYRXCfnKzSChVhfAFroK7nJtHAVjL8uhjAPwXgM8C+BUA5wF4kwrhRepy+2OVmASbwmRTuIk5jpC+1Wlb0pYEti9MXzhNmVOaFofmV4VwqD6tQtgP8xJjWIWwn9wsEkpVIVxycgiALoDxqvBa+DoZwN8DeDuAEwD0ATyaAOeee+52Y8yrloGZU089ddV9xGsxrm2jY4D9T/M7OS1N4SbmOEL6VqdtSVsS2L4wfeFEN3GqQwUDmt+VO0JTuIk5jpC+1Wlb0pYEti9Ms3Xr1rVqJJ2a55CBqkneAmAHgFNdjJ8C8HoA/7bGmLkU+nsAdgLggVk8cZqPZvo577Atx9q5c2d+1llnJWu0oc3nhIGlpaV8y5Ytmt8J+WoKNzHHEdK3Om1L2pLA9oXpC2dOptOFc1Pzu2LKzdLS0nDLli086HSuXxHnOCTHddoWtSWR36WlpcxD3084hlQIz/X0Udn5qkKYS6MpgvmTpz2XgvjoNS6NPhMARfULAdwewMUAbu1Opb6Z03pYVuU8zmVDiWUxc0nEBKebwk3McYT0rU7bkrYksH1h+sJpypzStDg0v5MzGnLZru8+FmuOQ3Jcp21pWxL51aXRvkdh8/GqCGGe9HwNgFcCOMdR8ngAHwJwXwBfXwNNrP5+BAD3CvP1WneK9EQIFcJrYHYOm0pMgnNIw0SXm8JNzHGE9K1O25K2JLB9YfrCacqc0rQ4NL8qhEP1aWmBuFpcddqWtiUxhlUIhxoV82u3ihBuuWcHc2/v7wHIAGxzS6PvDODSGcI/1u0zHn8msVaEZyByni+RmATnmY9x35vCTcxxhPStTtuStiSwfWH6wmnKnNK0ODS/KoRD9WlpgahCePbMqhCenbtFvbKKECY37wDwu44kPgOY+3u5TPpJksRpRViS3fDY+kVm5Rw0hZuY4wjpW522JW1JYPvC9IUTfqZUDyYxoPlVIRxqZKgQ9sO8xBhWIewnN4uEUlUIbwTwOCd8DwXwfieEr5UkS4WwJLvhsSUmwfBR+fGgKdzEHEdI3+q0LWlLAtsXpi8cPyNaUXwzoPlVIey7T1XFUyFclanV20mMYRXCfnKzSCjThPCdAFwN4BYAJp1AeBmAXIowFcJSzMaBKzEJxhHZ+r1oCjcxxxHStzptS9qSwPaF6Qtn/aNZESQY0PyqEJboV1UwVQhXYWl6G4kxrEJ4Ou/a4kAGVhPCHQA9AGcDeCmAW00gj9VhPgJJ5KVCWITWaEAlJsFoglunI03hJuY4QvpWp21JWxLYvjB94axzKOvlQgxoflUIC3WtqbAqhKdSVKmBxBhWIVyJem00xsBqQpgV4LMAfB7A/QFsmsDcnwDoSzGqQliK2ThwJSbBOCJbvxdN4SbmOEL6VqdtSVsS2L4wfeGsfzQrggQDml8VwhL9qgqmCuEqLE1vIzGGVQhP511bHMjAtKXRZesXAPgcgEvcG3ykEp8F/GcArpciVYWwFLNx4EpMgnFEtn4vmsJNzHGE9K1O25K2JLB9YfrCWf9oVgQJBjS/KoQl+lUVTBXCVVia3kZiDKsQns67tlibEH4ogN8EQCF8EYDvustvC+ApAG4N4HIpUlUISzEbB67EJBhHZOv3oincxBxHSN/qtC1pSwLbF6YvnPWPZkWQYEDzq0JYol9VwVQhXIWl6W0kxrAK4em8a4u1CeE/BLBzBdK+AuCBkoSqEJZkNzy2xCQYPio/HjSFm5jjCOlbnbYlbUlg+8L0heNnRCuKbwY0vyqEffepqngqhKsytXo7iTGsQthPbhYJZdrS6C4APjrpHwH8BYBPj5HDJdFWkiwVwpLshseWmATDR+XHg6ZwE3McIX2r07akLQlsX5i+cPyMaEXxzYDmV4Ww7z5VFU+FcFWmVAj7YUpRJBmYJoRL2xTDzwTAxynxlQC4G4DskNZqAAAgAElEQVTfAnCTlIMqhKWYjQNXv8isnIemcBNzHCF9q9O2pC0JbF+YvnDimC3Vi+UMaH5VCIcaFSqE/TAvMYa1IuwnN4uEUlUIfxTAoyYQc7AK4UXqLn5jlZgE/XoYDq0p3MQcR0jf6rQtaUsC2xemL5xws4BaXo0Bza8K4VAjRIWwH+YlxrAKYT+5WSSUKkK4BWDgHqV0CoAPA8jcYVl8rJLY8mitCDe7K0pMgk1hrCncxBxHSN/qtC1pSwLbF6YvnKbMKU2LQ/OrQjhUn1Yh7Id5iTGsQthPbhYJpYoQ5jJoCt+3ANgD4D4AzgTwHbc8+ntShKkQlmI2DlyJSTCOyNbvRVO4iTmOkL7VaVvSlgS2L0xfOOsfzYogwYDmV4WwRL+qgqlCuApL09tIjGEVwtN51xYHMlBFCPOKvwPwdACnAzh/DEKXRmuPmpkBiUlwZmciu7Ap3MQcR0jf6rQtaUsC2xemL5zIpgZ1xzGg+VUhHGowqBD2w7zEGFYh7Cc3i4RSVQjz9OiTAXwGwGkA7gfgAwC+IEmWVoQl2Q2PLTEJho/KjwdN4SbmOEL6VqdtSVsS2L4wfeH4GdGK4psBza8KYd99qiqeCuGqTK3eTmIMqxD2k5tFQqkihLlH+BoAHwHw1DrJUSFcJ9v125KYBOuPQsZiU7iJOY6QvtVpW9KWBLYvTF84MiNcUdfLgOZXhfB6+9Cs16sQnpW5A6+TGMMqhP3kZpFQqghh8vGnAF4C4CQAl4wdkHWFHpa1SN3Fb6wSk6BfD8OhNYWbmOMI6VudtiVtSWD7wvSFE24WUMurMaD5VSEcaoSoEPbDvMQYViHsJzeLhFJVCF8J4FYTiDkUwA1ShGlFWIrZOHAlJsE4Ilu/F03hJuY4QvpWp21JWxLYvjB94ax/NCuCBAOaXxXCEv2qCqYK4SosTW8jMYZVCE/nXVscyEBVIbwNwKYJ5L0eQE+KVBXCUszGgSsxCcYR2fq9aAo3MccR0rc6bUvaksD2hekLZ/2jWREkGND8qhCW6FdVMFUIV2FpehuJMaxCeDrv2mI2IXwYgEmimXuHxV4qhMWojQJYYhKMIjAPTjSFm5jjCOlbnbYlbUlg+8L0heNhOCuEAAOaXxXCAt2qEqQK4Uo0TW0kMYZVCE+lXRssY6BqRViXRmvX8c6AxCTo3clAgE3hJuY4QvpWp21JWxLYvjB94QSaAtTsFAY0vyqEQw0SFcJ+mJcYwyqE/eRmkVCqCuHXAOAzg/naDODJAP4XwH11afQidRe/sUpMgn49DIfWFG5ijiOkb3XalrQlge0L0xdOuFlALa/GgOZXhXCoEaJC2A/zEmNYhbCf3CwSSlUhvJyTZwJ4J4DDAVwrRZgujZZiNg5ciUkwjsjW70VTuIk5jpC+1Wlb0pYEti9MXzjrH82KIMGA5leFsES/qoKpQrgKS9PbSIxhFcLTedcWBzJQVQg/BsAGd2kK4GkAHgXgjgB+JEWqCmEpZuPAlZgE44hs/V40hZuY4wjpW522JW1JYPvC9IWz/tGsCBIMaH5VCEv0qyqYKoSrsDS9jcQYViE8nXdtMZsQnrRH+IsAHqLPEdYuNSsDEpPgrL7Edl1TuIk5jpC+1Wlb0pYEti9MXzixzQ3qz4gBza8K4VBjQYWwH+YlxrAKYT+5WSSUqhXhh41VhK3bH/w9AH1JsrQiLMlueGyJSTB8VH48aAo3MccR0rc6bUvaksD2hekLx8+IVhTfDGh+VQj77lNV8VQIV2Vq9XYSY1iFsJ/cLBJKFSF8FICnALgzgMsBsBL8FQA3ShOlQlia4bD4EpNg2Ij8WW8KNzHHEdK3Om1L2pLA9oXpC8ffqFYknwxoflUI++xPa8FSIbwWtlZuKzGGVQj7yc0ioUwTwncFcMkEQiiCHwzgW5JkqRCWZDc8tsQkGD4qPx40hZuY4wjpW522JW1JYPvC9IXjZ0Qrim8GNL8qhH33qap4KoSrMqUVYT9MKYokA9OE8OcAnAjgTAD/DiAH8OsAzgHwHwAeNKNzmwAk06rKKoRnZHdOLtMvMvXeKQ3RLWLOcUjf6rQtaUsC2xemL5wQ40ZtTmdA86tCeHovkWmhQtgPrxJjWCvCfnKzSCjThDD3A38CwMOXkfJmAGe4fcO9NRDGk6ffAeBQJ6q/DuDVK12vQngNzM5hU4lJcA5pmOhyU7iJOY6QvtVpW9KWBLYvTF84TZlTmhaH5leFcKg+rULYD/MSY1iFsJ/cLBJKFSH8RwBev4yU5wJ4mxO0N6yBsGcAeCCAFwCg7ccD+GcA2SQMFcJrYHYOm0pMgnNIgwrhQEkL2f/qtC1pSwLbF6YvnEDdU81OYUDzq0I41CBRIeyHeYkxrELYT24WCaWKEOYS6M8vI+W+AE6aQQi/FsD9AdwPwE8AvBLAv2hFeJG63P5YJSbBpjDZFG5ijiOkb3XalrQlge0L0xdOU+aUpsWh+VUhHKpPqxD2w7zEGFYh7Cc3i4RSRQivxgeXOK+lIvwuAL8K4JEA7gPgjQBut9KziLUi3OyuKDEJNoWxpnATcxwhfavTtqQtCWxfmL5wmjKnNC2O/7+9cwG2LavK89+NDSg+gAASEAj3ElSiMVpBQkw0MRhJhQhKriYSDLEFX2ApGPu0IN0i0ueoQUQlPjCQSiTYYnwTNYB5+AjRoMZKVDRHNCqgQSJKg9DdNzXi3MX2cPbpfdYdY8yx5vx2VVffunev/x/jH3PMvf491lqb+mKEe61pjLCP8hE9jBH2qc1MKHdkhB9yB2Ict3t999XM7i22e4qvbwe8uT19+teOjo5uuHz58o0ngS5durQvNu9DARRAARRAARRAARRAARRAgStS4OLFi3fkka4In4NrKJBd5CdKerKkR0n6kPYk6vtxj3CNxZAdRcS3gdk5RPGNok3lPHrGlskdyRWB7YXphRPV4+BemQLU93T9ek4rr6yi73101Rr31DiTO5oror5MhL27cHy8bCN8F0kvbJdG39KeGP3yXTJzafTYCzBiExxFsVG0qZxHz9gyuSO5IrC9ML1wRtlTRsuD+mKEe63paIN4Vl6Z3NFcET2MEe7VFevlzTbCG6Xu0e4tPvVp0Zs3YYTXu7D2iTxiE9yHdw3vGUWbynn0jC2TO5IrAtsL0wtnDfvFjDFSX4xwr3UfbRAxwssrixFert2sR/YywnvpjRHeS6bVvokTmd2lG0Wbynn0jC2TO5IrAtsL0wtntRvs4IFTX4xwryWOEfZRPqKHMcI+tZkJBSM8U7WL5RqxCRZLcXE4o2hTOY+esWVyR3JFYHtheuEsbmIODFWA+mKEQxfYGeAYYR/lI3oYI+xTm5lQMMIzVbtYrhGbYLEUF4czijaV8+gZWyZ3JFcEthemF87iJubAUAWoL0Y4dIFhhBVt+CN6GCPcqyvWy4sRXm/tVh95xCa4elFaAqNoUzmPnrFlckdyRWB7YXrhjLKnjJYH9cUI91rT0QbxrLwyuaO5InoYI9yrK9bLixFeb+1WH3nEJrh6UTDCaSXsuf4yuSO5IrC9ML1w0hYkROdSgPpihM+1YBzfHG0QMcLLi4URXq7drEdihGetfIG8OZHZXYRRtKmcR8/YMrkjuSKwvTC9cApslYRwigLUFyPcqzEwwj7KR/QwRtinNjOhYIRnqnaxXCM2wWIpLg5nFG0q59EztkzuSK4IbC9ML5zFTcyBoQpQX4xw6AI7Axwj7KN8RA9jhH1qMxMKRnimahfLNWITLJbi4nBG0aZyHj1jy+SO5IrA9sL0wlncxBwYqgD1xQiHLjCMMA/LunixtEfqtf5H4y1dZH5HeLTl9qfz4URmd31H0aZyHj1jy+SO5IrA9sL0whl7F15vdtQXI9xr9TIR9lE+ooeZCPvUZiYUjPBM1S6Wa8QmWCzFxeGMok3lPHrGlskdyRWB7YXphbO4iTkwVAHqixEOXWBMhJkIMxHu1WKpvBjhVLkh21aAExkmwj07ouf6y+SO5IrA9sL0wum5RuEef4/0rnHPaaV3LlV7uKfGmdzRXBH1ZSLs3YXj42GEx69x2QwjNsGyyZ4zsFG0qZxHz9gyuSO5IrC9ML1wztm6vD1JAerLRDhpqb0XTbRBPCuvTO5orogexgj36or18mKE11u71UcesQmuXpSWwCjaVM6jZ2yZ3JFcEdhemF44o+wpo+VBfTHCvdZ0tEHECC+vLEZ4uXazHokRnrXyBfLmRGb8y/4q17hnbJnckVwR2F6YXjgFtkpCOEUB6osR7tUYGGEf5SN6GCPsU5uZUDDCM1W7WK4Rm2CxFBeHM4o2lfPoGVsmdyRXBLYXphfO4ibmwFAFqC9GOHSBnQGOEfZRPqKHMcI+tZkJBSM8U7WL5RqxCRZLcXE4o2hTOY+esWVyR3JFYHtheuEsbmIODFWA+mKEQxcYRpinRvPU6F4tlsqLEU6VG7JtBTiR2b0eRtGmch49Y8vkjuSKwPbC9MJh166pAPXFCPdamUyEfZSP6GEmwj61mQkFIzxTtYvlGrEJFktxcTijaFM5j56xZXJHckVge2F64SxuYg4MVYD6YoRDFxgTYSbCTIR7tVgqL0Y4VW7ImAjvtwZGOcmrnEfP2DK5I7kisL0wvXD261jela0A9cUIZ6+5DR8TYR/lI3qYibBPbWZCwQjPVO1iuUZsgsVSXBzOKNpUzqNnbJnckVwR2F6YXjiLm5gDQxWgvhjh0AXGRJiJMBPhXi2WyosRTpUbMibC+62BUU7yKufRM7ZM7kiuCGwvTC+c/TqWd2UrQH0xwtlrjomwr+IRPcxE2LdGM6BhhGeoctEcIzbBoqmeO6xRtKmcR8/YMrkjuSKwvTC9cM7dvByQogD1xQinLLRTSLg02kf5iB7GCPvUZiYUjPBM1S6Wa8QmWCzFxeGMok3lPHrGlskdyRWB7YXphbO4iTkwVAHqixEOXWBngGOEfZSP6GGMsE9tZkLBCM9U7WK5RmyCxVJcHM4o2lTOo2dsmdyRXBHYXpheOIubmANDFaC+GOHQBYYR5h5h7hHu1WKpvBjhVLkh21aAE5nd62EUbSrn0TO2TO5IrghsL0wvHHbtmgpQX4xwr5XJRNhH+YgeZiLsU5uZUDDCM1W7WK4Rm2CxFBeHM4o2lfPoGVsmdyRXBLYXphfO4ibmwFAFqC9GOHSBMRFmIsxEuFeLpfJihFPlhoyJ8H5rYJSTvMp59IwtkzuSKwLbC9MLZ7+O5V3ZClBfjHD2mtvwMRH2UT6ih5kI+9RmJhSM8EzVLpZrxCZYLMXF4YyiTeU8esaWyR3JFYHthemFs7iJOTBUAeqLEQ5dYEyEmQgzEe7VYqm8GOFUuSFjIrzfGhjlJK9yHj1jy+SO5IrA9sL0wtmvY3lXtgLUFyOcveaYCPsqHtHDTIR9azQDWk8jfE9Jb5f0x7uEPjw8vHxwcNAzxhnWQLccIzbBbsk4E4+iTeU8esaWyR3JFYHthemF49zawDkpQH0xwk5L6dwwXBp9bslOPSCihzHCPrWZCaWXyXyQpF+U9GhJP4URnmnJvSfXiE1wFCVH0aZyHj1jy+SO5IrA9sL0whllTxktD+qLEe61pjHCPspH9DBG2Kc2M6H0MMJ3lnSzpAdL+nyM8EzL7U/nGrEJjqLmKNpUzqNnbJnckVwR2F6YXjij7Cmj5UF9McK91jRG2Ef5iB7GCPvUZiaUHkb4+ZJeLelpkp6DEZ5puWGE9612xAfEvtye76ucR8/YMrkjuSKwvTC9cDz7ASw/BagvRthvNZ0PCSN8Pr12vTuihzHCPrWZCSXbCD9e0mMlfZakH9k2wkdHRzdcvnz5hhPiX3Xp0qXLMxVkslxt/VHf04s+ijaV8+gZWyZ3JFcEthemF85k2/Jq0qW+u0s1ijaV8+gZWyZ3JFcEthfmVRd5avRqPgyuJNBsI/zTku4j6S2SHi7p9ZKeIOln7Ru2k4kcHR3dft111119JQlybF0Fjo+Pb79w4QL1PaVEo2hTOY+esWVyR3JFYHtheuHU3UHnjoz67qz/VcfHx7deuHDhTmtfIYVr3FPjTO5Qroj6Hh8f3+aw9q+2HsIIr30H2S/+bCP8AEl3baF9h6QXSfoBSbecFi5Pjd6viGt9V8RlMWvV4mTco2hTOY+esWVyR3JFYHtheuGMsqeMlgf1Pb2iPS/b9V5jVWvcU+NM7miuiPpyabR3F46Pl22EtxX9IUnP4x7h8RfZrgwjNsFR1BxFm8p59IwtkzuSKwLbC9MLZ5Q9ZbQ8qC9GuNeajjaIZ+WVyR3NFdHDGOFeXbFe3p5G+A5VYyJ8hxKt+g0Rm+CqBdkKfhRtKufRM7ZM7kiuCGwvTC+cUfaU0fKgvhjhXms62iBihJdXFiO8XLtZj8QIz1r5AnlzIrO7CKNoUzmPnrFlckdyRWB7YXrhFNgqCeEUBagvRrhXY2CEfZSP6GGMsE9tZkLBCM9U7WK5RmyCxVJcHM4o2lTOo2dsmdyRXBHYXpheOIubmANDFaC+GOHQBXYGOEbYR/mIHsYI+9RmJhSM8EzVLpZrxCZYLMXF4YyiTeU8esaWyR3JFYHthemFs7iJOTBUAeqLEQ5dYBhhRRv+iB7GCPfqivXyYoTXW7vVRx6xCa5elJbAKNpUzqNnbJnckVwR2F6YXjij7Cmj5UF9McK91nS0QTwrr0zuaK6IHsYI9+qK9fJihNdbu9VHHrEJrl4UjHBaCXuuv0zuSK4IbC9ML5y0BQnRuRSgvhjhcy0YxzdHG0SM8PJiYYSXazfrkRjhWStfIG9OZHYXYRRtKufRM7ZM7kiuCGwvTC+cAlslIZyiAPXFCPdqDIywj/IRPYwR9qnNTCgY4ZmqXSzXiE2wWIqLwxlFm8p59IwtkzuSKwLbC9MLZ3ETc2CoAtQXIxy6wM4Axwj7KB/Rwxhhn9rMhIIRnqnaxXKN2ASLpbg4nFG0qZxHz9gyuSO5IrC9ML1wFjcxB4YqQH0xwqELDCPMw7IuXiztkXqt/9F4Sxf58PDw8sHBQekYR1sQmflwIrNb7VG0qZxHz9gyuSO5IrC9ML1wMvdEuPZXgPpihPdfLb7vZCLso2dEDzMR9qnNTCilTSZGeOylGLEJjqLYKNpUzqNnbJnckVwR2F6YXjij7Cmj5UF9McK91jRG2Ef5iB7GCPvUZiYUjPBM1S6Wa8QmWCzFxeGMok3lPHrGlskdyRWB7YXphbO4iTkwVAHqixEOXWBngGOEfZSP6GGMsE9tZkLBCM9U7WK5RmyCxVJcHM4o2lTOo2dsmdyRXBHYXpheOIubmANDFaC+GOHQBYYR5h5h7hHu1WKpvBjhVLkh21aAE5nd62EUbSrn0TO2TO5IrghsL0wvHHbtmgpQX4xwr5XJRNhH+YgeZiLsU5uZUDDCM1W7WK4Rm2CxFBeHM4o2lfPoGVsmdyRXBLYXphfO4ibmwFAFqC9GOHSBMRFmIsxEuFeLpfJihFPlhoyJ8H5rYJSTvMp59IwtkzuSKwLbC9MLZ7+O5V3ZClBfjHD2mtvwMRH2UT6ih5kI+9RmJhSM8EzVLpZrxCZYLMXF4YyiTeU8esaWyR3JFYHthemFs7iJOTBUAeqLEQ5dYEyEmQgzEe7VYqm8GOFUuSFjIrzfGhjlJK9yHj1jy+SO5IrA9sL0wtmvY3lXtgLUFyOcveaYCPsqHtHDTIR9azQDGkZ4hioXzTFiEyya6rnDGkWbynn0jC2TO5IrAtsL0wvn3M3LASkKUF+McMpCO4WES6N9lI/oYYywT21mQsEIz1TtYrlGbILFUlwczijaVM6jZ2yZ3JFcEdhemF44i5uYA0MVoL4Y4dAFdgY4RthH+Ygexgj71GYmFIzwTNUulmvEJlgsxcXhjKJN5Tx6xpbJHckVge2F6YWzuIk5MFQB6osRDl1gGGHuEeYe4V4tlsqLEU6VG7JtBTiR2b0eRtGmch49Y8vkjuSKwPbC9MJh166pAPXFCPdamUyEfZSP6GEmwj61mQkFIzxTtYvlGrEJFktxcTijaFM5j56xZXJHckVge2F64SxuYg4MVYD6YoRDFxgTYSbCTIR7tVgqL0Y4VW7ImAjvtwZGOcmrnEfP2DK5I7kisL0wvXD261jela0A9cUIZ6+5DR8TYR/lI3qYibBPbWZCwQjPVO1iuUZsgsVSXBzOKNpUzqNnbJnckVwR2F6YXjiLm5gDQxWgvhjh0AXGRJiJMBPhXi2WyosRTpUbMibC+62BUU7yKufRM7ZM7kiuCGwvTC+c/TqWd2UrQH0xwtlrjomwr+IRPcxE2LdGM6BhhGeoctEcIzbBoqmeO6xRtKmcR8/YMrkjuSKwvTC9cM7dvByQogD1xQinLLRTSLg02kf5iB7GCPvUZiYUjPBM1S6Wa8QmWCzFxeGMok3lPHrGlskdyRWB7YXphbO4iTkwVAHqixEOXWBngGOEfZSP6GGMsE9tZkLBCM9U7WK5RmyCxVJcHM4o2lTOo2dsmdyRXBHYXpheOIubmANDFaC+GOHQBYYR5h5h7hHu1WKpvL2M8D0kvU3SbWdle3h4ePng4KBXjKmFmJGME5ndVR9Fm8p59IwtkzuSKwLbC9MLZ8a9eQ05U1+McK91ykTYR/mIHmYi7FObmVCyTeYDJX2XpN+TdKuk10l67i7BMcJjL8WITXAUxUbRpnIePWPL5I7kisD2wvTCGWVPGS0P6osR7rWmMcI+ykf0MEbYpzYzoWQb4WdJukbSDZLuKukdku4v6XdOEx0jPPZSjNgER1FsFG0q59EztkzuSK4IbC9ML5xR9pTR8qC+GOFeaxoj7KN8RA9jhH1qMxNKthF+X0mXJb1T0mMlPV/SQ9rfvZfuGOGxl2LEJjiKYqNoUzmPnrFlckdyRWB7YXrhjLKnjJYH9cUI91rTGGEf5SN6GCPsU5uZULKNsGl7Z0nXS3qGpMdJeg2XRs+05N6Ta8QmOIqSo2hTOY+esWVyR3JFYHtheuGMsqeMlgf1xQj3WtMYYR/lI3oYI+xTm5lQso2wXQ59s6R3SXqapDduxD46Orrh8uXLN54U/9KlSzPVg1xRAAVQAAVQAAVQAAVQAAU6KnCRp0Z3VD+POtsIP0XSYyR9yskU7Ru2k393dHR0+3XXXXd1nhwwZSpwfHx8+4ULF6jvKaKPok3lPHrGlskdyRWB7YXphZO5J8K1vwLUd6dWVx0fH9964cKFO+2vZs13Fq5xT40zuUO5Iup7fHx8m8Pav9p6CCNcc1/wjirbCL9E0pNOJPFQSb96WmLcI+xd7lp4EZfF1MpweTSjaFM5j56xZXJHckVge2F64SzvYo6MVID6nq5uz8t2vetdtcY9Nc7kjuaKqC+XRnt34fh42Ub4XIpihM8l1+reHLEJrk6EHQGPok3lPHrGlskdyRWB7YXphTPKnjJaHtQXI9xrTUcbxLPyyuSO5oroYYxwr65YLy9GeL21W33kEZvg6kVpCYyiTeU8esaWyR3JFYHthemFM8qeMloe1Bcj3GtNRxtEjPDyymKEl2s365EY4VkrXyBvTmR2F2EUbSrn0TO2TO5IrghsL0wvnAJbJSGcogD1xQj3agyMsI/yET2MEfapzUwoGOGZql0s14hNsFiKi8MZRZvKefSMLZM7kisC2wvTC2dxE3NgqALUFyMcusDOAMcI+ygf0cMYYZ/azISCEZ6p2sVyjdgEi6W4OJxRtKmcR8/YMrkjuSKwvTC9cBY3MQeGKkB9McKhCwwjrGjDH9HDGOFeXbFeXozwemu3+sgjNsHVi9ISGEWbynn0jC2TO5IrAtsL0wtnlD1ltDyoL0a415qONohn5ZXJHc0V0cMY4V5dsV5ejPB6a7f6yCM2wdWLghFOK2HP9ZfJHckVge2F6YWTtiAhOpcC1BcjfK4F4/jmaIOIEV5eLIzwcu1mPRIjPGvlC+TNiczuIoyiTeU8esaWyR3JFYHthemFU2CrJIRTFKC+GOFejYER9lE+oocxwj61mQkFIzxTtYvlGrEJFktxcTijaFM5j56xZXJHckVge2F64SxuYg4MVYD6YoRDF9gZ4BhhH+Ujehgj7FObmVAwwjNVu1iuEZtgsRQXhzOKNpXz6BlbJnckVwS2F6YXzuIm5sBQBagvRjh0gWGEeVjWxYulPVKv9T8ab+kiHx4eXj44OCgd42gLIjMfTmR2qz2KNpXz6BlbJnckVwS2F6YXTuaeCNf+ClBfjPD+q8X3nUyEffSM6GEmwj61mQmltMnECI+9FCM2wVEUG0Wbynn0jC2TO5IrAtsL0wtnlD1ltDyoL0a415rGCPsoH9HDGGGf2syEghGeqdrFco3YBIuluDicUbSpnEfP2DK5I7kisL0wvXAWNzEHhipAfTHCoQvsDHCMsI/yET2MEfapzUwoGOGZql0s14hNsFiKi8MZRZvKefSMLZM7kisC2wvTC2dxE3NgqALUFyMcusAwwtwjzD3CvVoslRcjnCo3ZNsKcCKzez2Mok3lPHrGlskdyRWB7YXphcOuXVMB6osR7rUymQj7KB/Rw0yEfWozEwpGeKZqF8s1YhMsluLicEbRpnIePWPL5I7kisD2wvTCWdzEHBiqAPXFCIcuMCbCTISZCPdqsVRejHCq3JAxEd5vDYxyklc5j56xZXJHckVge2F64ezXsbwrWwHqixHOXnMbPibCPspH9DATYZ/azISCEZ6p2sVyjdgEi6W4OJxRtKmcR8/YMrkjuSKwvTC9cBY3MQeGKkB9McKhC4yJMBNhJsK9WiyVFyOcKjdkTIT3WwOjnORVzqNnbJnckVwR2F6YXjj7dSzvylaA+mKEs9ccE2FfxSN6mImwb41mQMMIz1DlojlGbIJFUz13WKNoUzmPnrFlckdyRWB7YXrhnLt5OSBFAeqLEU5ZaKeQcGm0j/IRPYwR9qnNTCgY4ZmqXSzXiE2wWIqLwxlFm8p59IwtkzuSK3fK9r4AABKcSURBVALbC9MLZ3ETc2CoAtQXIxy6wM4Axwj7KB/Rwxhhn9rMhIIRnqnaxXKN2ASLpbg4nFG0qZxHz9gyuSO5IrC9ML1wFjcxB4YqQH0xwqELDCPMPcLcI9yrxVJ5McKpckO2rQAnMrvXwyjaVM6jZ2yZ3JFcEdhemF447No1FaC+GOFeK5OJsI/yET3MRNinNjOhYIRnqnaxXCM2wWIpLg5nFG0q59EztkzuSK4IbC9ML5zFTcyBoQpQX4xw6AJjIsxEmIlwrxZL5cUIp8oNGRPh/dbAKCd5lfPoGVsmdyRXBLYXphfOfh3Lu7IVoL4Y4ew1t+FjIuyjfEQPMxH2qc1MKBjhmapdLNeITbBYiovDGUWbynn0jC2TO5IrAtsL0wtncRNzYKgC1BcjHLrAmAgzEWYi3KvFUnkxwqlyQ8ZEeL81MMpJXuU8esaWyR3JFYHthemFs1/H8q5sBagvRjh7zTER9lU8ooeZCPvWaAY0jPAMVS6aY8QmWDTVc4c1ijaV8+gZWyZ3JFcEthemF865m5cDUhSgvhjhlIV2CgmXRvsoH9HDGGGf2syEghGeqdrFco3YBIuluDicUbSpnEfP2DK5I7kisL0wvXAWNzEHhipAfTHCoQvsDHCMsI/yET2MEfapzUwoGOGZql0s14hNsFiKi8MZRZvKefSMLZM7kisC2wvTC2dxE3NgqALUFyMcusAwwtwjzD3CvVoslbeXEb6bpHdIuv2sbA8PDy8fHBz0ijG1EDOScSKzu+qjaFM5j56xZXJHckVge2F64cy4N68hZ+qLEe61TpkI+ygf0cNMhH1qMxNKtsm8l6SXSbpV0oMkfa2kl+4SHCM89lKM2ARHUWwUbSrn0TO2TO5IrghsL0wvnFH2lNHyoL4Y4V5rGiPso3xED2OEfWozE0q2ET6Q9AGSninpvpLeKMmmw7ecJjpGeOylGLEJjqLYKNpUzqNnbJnckVwR2F6YXjij7Cmj5UF9McK91jRG2Ef5iB7GCPvUZiaUbCP8YkmvkvRyScZtl0ZflHSMEZ5p2f1JrhGb4CgqjqJN5Tx6xpbJHckVge2F6YUzyp4yWh7UFyPca01jhH2Uj+hhjLBPbWZCyTbCN0uy/17RRH6zpEdIesNNN91041VXXfXsbfGvueaaq9797nfPVA9yRQEUQAEUQAEUQAEUQAEU6KTAve99b1177bXZHqlTtnPTZhfZjO7bJL1A0p0kvVXS3Xc9NItLo8denNR3d31H0aZyHj1jy+SO5IrA9sL0whl7F15vdtR390T46OjotoODg6vXW90/ibxqjW0i3EvjTO5oroj6Hh4e3n6laz8677X35WjxZxvhT5H0VEl/W9IlSU+X9MhdokY0yWgFXHM+1Bcj3HP99lx/mdyRXBHYXpheOD3XKNzj75HeNR7pJL5qD/fUOJM7miuivhhh7x1lfLxsI/y+kl4p6WGS7M+fJOm1GOHxF9ppGUZsgqMoOYo2lfPoGVsmdyRXBLYXphfOKHvKaHlQXybCvdZ0tEE8K69M7miuiB7GCPfqivXyZhvhjVIPkPQmSWfeABzRJOst1XiRU9/xpx2Va9wztkzuSK4IbC9ML5zxdt4xMqK+GOFeKznaIGKEl1cWI7xcu1mP7GWE99LbHqB1/fXX37jXm3nT6hSgvrtLNoo2lfPoGVsmdyRXBLYXphfO6jbWSQKmvruN8OHh4Q0jnDtVrbEZ4V4aZ3JHc0XU1wMzOu9JtujVpFnaCK9GRQJFARRAARRAARRAARRAARRAARRYjQIY4dWUikBRAAVQAAVQAAVQAAVQAAVQAAU8FFiTEX5/SW+XdNkjcTBKKPB+LYpbSkRTJ4g7S3ofSSPoYnncQ9Lv1ZGXSAZWwNab9c9279jPyNjDGe3zg9e6Fdj1mXE3Se/Y9VOM6055r+htjX+ApD848e67tHOmd+2FUudN95P0O1vhVM5j9rVXZ9WcHsldJd124plEuz4TqGX1agbEtwYjfB9Jf1HSv5X0EEm/G6ADkLkKXCPppZIeJOm4/ab0tZLemRtGSbZDSZ8o6X+239h+wspP4P+ZpI9sP5lWRfBXtxPGW1tAT5T0x1WCI45FCtjv0n+EJNtH7KTnSxrKP5H0xZJ+u325ZP3ElzKLJO560K7PDPuC/GWSrJft8+Rr22dL12CTyT9N0ldJep2kPyPpOkm/JOnrJX10+3y1f3vaSr4oeIykH5RkZsX6ukIez5L06C1z/tz259nXXvJSPxedmVo79/iatoa+94zPBBuwUctzyTvOm9dghB8v6ePaic0HY4SHWHwfL+l5kv5ay+bHJb1I0ncPkd3yJGzjNi0+tkH8RNvEf2A5ZNcj7XfDP68ZEPvt8Cqv/yXpz0uy/c9ME6/1K2CG6DmS/rKk/9Y+L2w6bL9McPf2xccLJb1R0k3rT3e6DHZ9Zlxsk9BnSrpvq6/toyNcTbNvkW+W9BWSfkXSV0qyXvgeSS/Y+iyxf/tsST+5L2in9/05SV8t6TObEX5kkTy+U5J9SW1fMGy+QD1g7XVaJfvRfpSkfyzpsZK+VJIZ4V2fCWaE7YqKmfeR/VQd8F1rMMIb2W2hYoTHWIS2GdnlKn/UvsX/xTbN+c0x0rviLGyyZZOsfyTpwyS99YoR8wEuSPoWSfbNuX2bXsUI22Xavy/pD5s5si9k/nm+PDAGKfCF7cohmwg/WNKrJJlZspdNxP5SmxoH0QMbpMCuz4xntxq/vH2xdXurt11pNNPL9jVb+1/WJpe2/9oA4fObCN/XzPG/KiyKXf78ymZe/nczwnYFR4U8fqF90WK3WLxY0pdL+ibWXuHV9J7QXiHJvsgwI7zrM8H8hX1WzL6PrKKg3kFihL0VBe88CnyGpG+XZD+R9fzzHDj4e+1WADuBsZOAx0l6zcrytS85bLJtl6naNM7qW8UIf4ikZ7Tp4QMl/bwk+zu7dJbX+hXYNsLWR3aVyYe2tOwS+E+Q9DnrT3PaDE5+Ztg01P6zk117vVnSIyS9YTKFzAibCf70ZtTsXuEPb1/+mBTf0fbkf11Yl29o+/FL2n3Ndmm0fQ5WyOMbJX2rpLdI+v52Cf4l1l7h1XS6Ed71mfCB1HIVtQwJEiMcIiugeyhg36ia0bOTU7t/iZd0/3Zpp33Q2svu+7rX1rf6a9HITO+PSvoZSR8k6aGSvk3S5xZIwCZLtu/ZJbP2ssvO7d4g+yaY1/oV2DbCNr2xS2TthNq+8d/cN2z3HPJanwKnfWbYRPht7fJZu5/Urp6xL99sMjzDy3J+cttfLWfbe+0KF/sS8umS7PaUzT5ntw78bFFR7HJ2u0LMPjPs9fD2Z6v5F3XOw/YPu0d98xwJ20fsM81us5h57RVdSu8V1vZEeNdngl0WTS3XUlHnODHCzoICt5cCD2vfTtuHycmnXO4FMOib7Fv9X24POHmTJLuM7T+2k5w1pWxPdjVTby+7FNVOyOzb898qkMSjJNnkweKyDz+75+tjmAgXqIxPCNtG2BDtksYvkGS3X9iXMzdI+jEfKlASFdj1mWFG76nNANoeY3uN3Vc608vuib++rWt7JsNfbV/6/Hq79eiekn5O0gMKf97auag9DHXzen27LcgmsHaZuz0IrVce9rn8G+0zwz7DNsbKnlI++9pbQ59tG+Fdnwl2FRu1XEM1A2JcmxG2J0jzxM+AhZAM+SRJdvnT9sse5HHy75LDKkFnEw57sIN9QWAn8TYxX+M9whsx7cFfdp9wlUujbc+ze4XscjubDtuk+qhE5QnCQwEzwnZPsBkie5lR2lwO+sPtITz8BJ+H0rkYuz4z7EoOu6/UjLJNez5J0mtzQ+vO9qmSvq79bJj9qsZT2gPj7OFO9iWQfeFnJ/nf3D3S/QOwHt1cyVEhD7vsfHNFk/3qgN1eYw/Nmn3t7V/Rfu80I2yfAXaf/K7PBDPC1LJfjboyr8kIdxUKchRIVMBO6GxjXrMBTpRrEZX9zIh92bB5AugiEA5ahQJ2hYJdom+XMvIaUwGbdtpVNJtbHsbMcndWZhrtqdnbv71r77Zba+w3hO2yzzW/KuRh+4hdim4PWtx+zb721riudn0mUMs1VvMKY8YIX6GAHI4CKIACKIACKIACKIACKIACKLAuBTDC66oX0aIACqAACqAACqAACqAACqAAClyhAhjhKxSQw1EABVAABVAABVAABVAABVAABdalAEZ4XfUiWhRAARRAARRAARRAARRAARRAgStUACN8hQJyOAqgAAqgAAqgAAqgAAqgAAqgwLoUwAivq15EiwIogAIo4K/A+0t6J08R9xcWRBRAARRAARSoqgBGuGpliAsFUAAFairwI5I+uf3G9eY3en9F0u9LeqRDyC+WdK2kjM8n+43Vn5d0QdInSPpPW/H/XUkfJel5C3L6s+2nbA74neoF6nEICqAACqAACiQokHGikZAGFCiAAiiAAkkKbIzw7zYD+XZJnkb4JZKelGSE/6ak10h6kaSvlGQ5bV7fKukpkuw3Wi+fU9v7SfptSc+S9NXnPJa3owAKoAAKoAAKJCiAEU4QGQoUQAEUGEiBjRG2lG6Q9JwtI/x4Sd8n6aXNXP49SV8h6fMk3UvScyX9B0k2bX1rm5b+U0kPlnQo6ZslbYzw8yV9uqRfkvSFkn5V0kMkfYGkJzTOL5b0OknXSTKuV0p6nKSPPaH350r6smbc/4ukpzb+fyfpoZL+u6QnS/qv7bjHSvo2SfeR9MOSLrVYP1XSLZJ+VJJx3y7pH7SYPrTl9iUNY2OEDedftr97YovBcn60pJ9qRvk/D7Q+SAUFUAAFUAAFVqEARngVZSJIFEABFCijgBnhj5b0/c08PlDSq9ql0f9Q0q83w2sG2Ca7ZmztsmObkv4bSa+X9Np2abUlZUbRzKuZzntKMgNsx9l09ufaZdjf3Uzxj0t6mKSvb9z3lmSXIZuJNnNrL7tc2wzn5vVhzUz/jKQfkvSlkt4o6a80E2/HGaf9Z+bVXsZhcX2cpM+S9O4W+wua+X16M8eWx29KsvjMhFuu3yLpqxrWkaRPlPTwhvXTkn65cTxb0pdLuqukv8D9yWXWN4GgAAqgAApMogBGeJJCkyYKoAAKOCmwMcIfKenX2gT4Eecwwja5tSmrTVNtsmqTUTOyNtW92CbIZoQ/uJlhM682QbZpsPHZRPffS/obkv66pL/T/t0MrRlXm7Juv8yQ29T6IyT9D0nXt/t+P0bSgyR9bzPbP3biuO1Lo+/eJr9muje8N0r69i3zbF8MGMZ3Srrb1t8brBnemxq+XUZuU2ibAr+6Tc9/w6k2wKAACqAACqAACuypAEZ4T6F4GwqgAAqgwP9XYGOEzajaJcvf1HQxg/oZkszU2STUHhS1+fftibA9aMsMo913ayb009rlwWYW7aFVNik1I3wPSf9X0ne1afCj2uT5JyXZZHjzsn+3S5/NCH+gpD88Uaevk/SMdvn1G9r7vrFNqW0CvY8RNuwXSvqedhm13U9sRtj+b7nZw70sL5tq2+XWn7NlhC2edzST/0eSbIJu8f79Zojt3+/bLrlmiaEACqAACqAACiQpgBFOEhoaFEABFBhEgW0j/D6SfqFdSmxG+OMlvatd/mxm+JlbT2TeXBq9rxH+F5J+QpL9/webOX5Lw/7sNqG1SbTdz2sm2syq/QySPbxr+2XvsdheJukVbfpsE977S3rMHkbYLqH+Ikmf2S5htkulbXptJtjudzZTbvdK39wm3Xa5tl2ObZdZ29+/SZJNl23qbZrYpdT2RYD9m8VtuHYptt0LzQsFUAAFUAAFUCBJAYxwktDQoAAKoMAgCmwbYUvJJqJmCM1s2s8nmdmzB1PZyy7/tcuXzSCbEX751mXIb2sTXpsI2z219oRle2iWXcpsRtcegmWXL9vEdPNgKbus2iax9vf2skmv3dtrE95dRtg+5+yp0PbArs3LHsJl9/Xavcm7JsL2ECy7p9lef6tdAm4/t2SXc5uZt+Ps4WCWk+HZ67faPciWtxlh+yLga7a+LPjwdqwZYJseW24Wm03PeaEACqAACqAACiQqgBFOFBsqFEABFJhEAZvM2qXPJ6ez503fzKL9PvGtJw60y4v/zzkvJ/6gZj7t0m2bWu/zej9J10j6A0l3kWST5DefcqA9EdvuC973Xl/77LUczDjftk8gvAcFUAAFUAAFUMBXAYywr56goQAKoAAKoAA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"text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-dc3718091d34f3c4bf53f7a397265104" }, "datasets": { "data-dc3718091d34f3c4bf53f7a397265104": [ { "Duration in ms": 12.35, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 12.74, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 12.52, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 4.92, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 5.22, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 4.95, "Number of engines": 1, "Number of tasks": 100 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-528bab018118c0e7dedef9cdeb2813d7" }, "datasets": { "data-528bab018118c0e7dedef9cdeb2813d7": [ { "Duration in ms": 6.8, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 6.83, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 7.08, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 6.45, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 6.6, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 6.71, "Number of engines": 1, "Number of tasks": 100 } ] 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "text/markdown": [ "### With a delay of 0.1s. :" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-9a232fde5a4cab6816796779032d9105" }, "datasets": { "data-9a232fde5a4cab6816796779032d9105": [ { "Duration in ms": 110.69, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 111.59, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 111.08, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 107.01, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 106.91, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 107.14, "Number of engines": 1, "Number of tasks": 100 } ] }, "encoding": { "color": { "field": "Number of engines", "type": "nominal" }, "tooltip": { "field": "Duration in ms", "type": "quantitative" }, "x": { "field": "Number of tasks", "scale": { "type": "log" }, "type": "quantitative" }, "y": { "field": "Duration in ms", "type": "quantitative" } }, "mark": { "point": true, "type": "line" }, "selection": { "selector016": { "bind": "scales", "encodings": [ "x", "y" ], "type": "interval" } }, "title": "SchedulerType.BROADCAST_COALESCING", "width": 800 }, "image/png": 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"text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-97a6abfab327861ce324062846faebff" }, "datasets": { "data-97a6abfab327861ce324062846faebff": [ { "Duration in ms": 113.67, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 113.71, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 114.09, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 106.9, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 107.37, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 107.36, "Number of engines": 1, "Number of 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", 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For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-a66ebbe24cbc2c6a0595e6ea80ffc329" }, "datasets": { "data-a66ebbe24cbc2c6a0595e6ea80ffc329": [ { "Duration in ms": 114.01, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 114.54, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 115.15, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 110.94, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 110.83, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 110.96, "Number of engines": 1, "Number of 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", 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For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-87ceab5b19c2457c931903d15e2ca53b" }, "datasets": { "data-87ceab5b19c2457c931903d15e2ca53b": [ { "Duration in ms": 113.3, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 113.61, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 113.69, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 106.29, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 106.32, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 106.36, "Number of engines": 1, "Number of 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-064a17ae45e920f5c4b792fd7fe5c036" }, "datasets": { "data-064a17ae45e920f5c4b792fd7fe5c036": [ { "Duration in ms": 107.74, "Number of engines": 10, "Number of tasks": 1 }, { "Duration in ms": 107.87, "Number of engines": 10, "Number of tasks": 10 }, { "Duration in ms": 107.71, "Number of engines": 10, "Number of tasks": 100 }, { "Duration in ms": 107.57, "Number of engines": 1, "Number of tasks": 1 }, { "Duration in ms": 107.65, "Number of engines": 1, "Number of tasks": 10 }, { "Duration in ms": 107.59, "Number of engines": 1, "Number of 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RIAJEgAgQASJABIgAEWg3AjnJsXzf8kcAnAXgqESOh/1uG4BDAJwL4GgANwCQLvKudkNL64kAESACRIAIEAEiQASIABEgAkSgLQjkJMcVBv0aOR72uzcDuArApQDEHtlWPQNgti0g0k4iQASIABEgAkSACBABIkAEiAARaDcCJZDjywDI/y5PUN4E4GQA123fvv28Xq/3ijrE97znPXuPecxj2o06rScCRIAIEAEiQASIABEgAkSgLQj0Z2ZmptpirLOdGwHsn94xlUv1gUnw7lwKKrklkGMhv7cAuAjABgA3AzhcOsj9fn8f+3bu3Dm/detWGcejgwjMzs7OTU9PM75DYtsVbEr2I9I2R9292dnZvbmusxx+JHtl8p3kyOr3JIbxXBsEjPLExpiypEju75menp70Gor2qmg/ctQ+JeCuuGS8znL4YVb3Jb4zMzMWvOmHAfwrgP8GcCKAuwBsSY3CxwN4vzLuqw37GoDPAniigaxxIn4VwP8D8E8AHjtu8AR//zSAAwB83wQyVKdaBHmconHbqk8HcAaA01JynA3glFFCd+zY0d+2bZuH3eP84t8zIHDttdfKnTnGdwi2XcGmZD8ibfPSLTcdZ2dn53NdZzn8uPbaa8Xeie7Y5/Y7QzmkyDUiYJEna1TZiuEp92VhP9E1FO1s6X7kqH0azL1xyXWd5fDDsu4bxrcixxLeMwH8YQZyLLtwPwngCZocmnDMPwN4CICfTY/JTihu5OmCldzge10uBZVcDxIi5FjeXP2tmjP130mb/EoAJwCQn08FcPVq5PjMva87ffPLbvr73OBQvj8ChsXH3/jMGruCTcl+RNrmpdtysTAs5XP4Meli7Lrf/YFLZufv85NTmw46/Li9X/rr+7/8i8/MfLlSfAACk+ZJgMkuKnOQDhfDB5SU7keO2qfB2RuXXNdZDj8s5rtd5x/5w5+cO+Fnj372n/2G0U3lOjm+FcD9AfxErXMsuydfBeDXAHwUwCsBPCk1Ds8B8NMAPgzgWQD+PX0V6OUpV14A4CMAhBz/L4BrADw8kVaRJ/p+HMCLAcgzqtLtlZ/lEC72PgA/CkDeB/W2Wv7dB8Afp3NkW/OfA5Cdv7+dbJWh8vdKlvxb/HgGAOksy9eI3gpA7JSXLn8gcT3hfiL7LwDsACA38F4G4JfTC5rFF7FHOtJvBLAJwNMA/HryX+yV+fzzALYC+GL6QtKL0t//C8BLAPwngEcC+M10w+DfAFwA4F+GXWMe5FhzbcuYYwHcCGDPaidI5/imW4GnbbrynB965T//vlY4x7UDgajJpQ3oaLHpL77YDugDr3oVelJVl47Po7eweUeOL6RxAD5xPXoPl/Ipv77hhJ5UKzm+/O27esc/YPHn676zt3e/mqivH7q3JxVNjhtume8dk36+afNcT15PL8e3bp9fsOWeUqUPXHxM4tanfOiWwy599GHy893kOYoDFn9/RDrnu3fIvw/H4YcB37tj8XwZfMudiz8feihw68KYxdfc33pXevziYKB31+IYOeRj6rfJ3zYv/nx7NU7+uKffw0GL43ryczq++ZQrrj/yiifde/n3i4+47N7b7x1YPe1SnZ/O6W1cxvGOvf2e7PmRY+FneQIHwJ17+730I+6cQ0+ezFkxTorf6Zd/+Ygrf+4BS+P2Ip2zP+7asGijzAp3zdV+3rCouzpH/iZjZOCKcXsXx23aJAV249S3T/uLzxz9D88+cY/YUglOchf+Xfv9ss5NC/r3yLj9kpPztUdf5Jz9gG8/7s0fv/v7ni+T0MKxd77f25jG751Drzp14Y9TtfPnl3HcO9XvVfs/986j971T3/SRu3/gV35079TGFb8XEQvyNgJ75vtLsuWchfM3Ah+54wdf/sd3POtxe5LRm7AHLzrwkg/8yP6fOl8+ICjfENw4JVfL4uSz31Svv/DL9O/qbwvj5vcujKufs/j73sLvF31alLVw/t4kr5K1If1NFIme6qj/vvo52bIwIe4B9tvQ68veu8XjLmBDr7+wGU+O+jkbev096ff7bcDSOZuq89PfNm0c+Fv1+w29/p1J7CY5v/b7pBmbNvb6uPNOyLj9Ny76VJ2z/95Fv+6Q/W8yLv28/97lcfvXfn/AXA2H9Hs5p5/Gy8+yEjtwv8Vxu3cDB9bH7XfHIo67gW/+/JVfP/JdT1y4fvtpvHz3YvN+vf7tyafNm3r92+Tn6heblvX3N031sfBH4JBNvb6sIhd+PqDXv0Ue/pL6s/9U/3vp94cdMNXH94Dv4rs4/IBFOfJcmBxH3NHrfyf9fLcDp/qySpXjHrsXx0m34J6bpxZ+llXsUbdvWPhZPtdxzKGLv/+6rBpv2biUJ9cBuN/dFv/95WuA4+++aeHnL0h34ZgD+8AnFv4P91rOQZyAPu75mN7ssX961/RbH7C0rVpW3q98JfrVVddbmDHKPnKQJ0uPtXO0pU6R5Y3LeiLH7z3vJ1/yrrtOe93X5o/B63/5kTAmx68B8FsA3pAIrbx/SbZVS0Pxr9LPssVaiOMvpunuDxLZvELKEYAfS4RXxgsh/BiAR6WyInJk+7YswR6Y/i7jpLTJ798L4HcTIf4lAN9IuSkvRH4+gA/VclWIspDQnQAeBOApAJ6aCLi8UFlmCiHBYld1PDqRb/k8r5TxFwKQLxQJ8a5KYkW4ZdkpBFqWknJDQD7/K2Rd/JZDHrf9x7S0k23Vwv9kp7GUP/m97EAW8iw6xG6RJx1mIdni/71kqZtkCal/adqi/QNpSl9xWZZEjlX1QsjxR757P/z4fh+764c2fkruEEh1X+FH9Y9+b3mx1U9TgPxqkTykUem5ZvlXffxiwVkc1FspPp2/+G7tXu256CW5MssMGLVEWNIruRed7S0UtUUtcrOkv6RpQXdlophQR6f2Lzl/wfbF//WqPVOVfhGzoHvZ4yVJle5lTPZVsqC3v4DNgjmVH/Lz/JLvvQUD6z5WkqYSFtW/62MqfBeRWPRwav+D7jZ/167vrMBrAYsFPxajNOSo4z0vERud2csYL3m1wu+Vsavl0JIPSzFb/uMov6pzUgCWrBr2PP0iDov5LL4u+1Cd1tvQ7/cXKEQP/aUVXd3VlA77IDR81bMvSKNXR8tjx6+gFseOH7fg69jrflnO6mNX6hs+dqhNteQWc/qrGr42HDQYpBpmgsO++prFeHz89DFeyNax3lX5Mnk+DOr6n7lj8fG9D15hwSM2fg733yDUgwcRIAK1+XmpcNfJ8opranF6WjqW6+VCNV/6W31Qr35Of3iJrab4ETV6Sc3Uhg37z8/NLdyLGXVOr79oxz6yFifWoX+rbF/p3PL4YfIG/d2436ZD9t5116293spZpDaHDcVuaXlTx3Xp5xresharjamft3H/A++2587dC/djekjnpMHyCZg6Xivit7juWBZbU7Dw40C85VebDjjoyLvu2CX3dPYBuT9kvAxagL76YeCSq5+z/0EH3+vOXbddn4akSK48QfweOaf0B8AXBnTwIcfeefutXx2VW0Njm6at/50//D7/sfekhZtKGcixEFLpGks3VUiq/FdLjqW3cDyA/0gdUyHaQv6kZyH9CYmPNBwfmu6rC9kU0vmnqUMtRFy6qs9N5wjhlH8LuZXOdLpFvIC99BeEUMs50rWVVoF8bvddaax0beV2o5Dy+iFEXkirEOq5REiFvP9kIsdiy6+k7vIlAOQx20ekjrTgIvcD35O65qPIsfRsvgJAnrGW/BfZQvLFV+lOS3dcbiDI71+fbhJIt/iDAIS0y7n7HONXIsPOCvxdRY7vN/UNXDe/cIOYBxEgAkSACBCBoQjcd+p6fHVebhovH8N+R/iIABEgAkSACNQRuN+Gr+O6ucU9cpnIsRBO6dRKl1cOIcd3ByBkUV6m9Q/paz4/N9A5FsIqn72Vl1RVzy0LUZbOq+zEFXIsd4BlT6D0zb6byLN0ol+d5Nc/mfuW9IKw7YnE1mGQzquQ6z9LHWW5WSBEVMi4bHceRY5FlzwqK+S42hUsHWPZXi3/lW3Usi375wH8TSLHIu+s2ieA3wHgZ1bpHC9sLEzEXjYsSfdctmJLZ7ze+X57GifbzkWfdNKF8B+diP6KxG8tOb7/hq/d8b/zd//Ssjdyb2zgjmDtLuHyuIU25L43FOUu0Yp7UfuOWbz1Jb9fug83/EbUQlOvdq9wsHGyICPdEFu+pbdS1kIrctGg5SEDNi3doVs0afEu38qbpeLrfO0+6Yo7uEugLOpZ+n8Dd/4W8RqEp66nti1toYU7BN865ouKBm5GL57zwGOPeOKXvvqdK0fGaMHmhVb2yjvUK+9MpxhXyC305BfH74P3or3LIxd2CvQxv/ybhcwa9Gnp7uRioJahHMjBFOvq773+Sl0LIUuy5zEP+ftyrlY/9xfsf8Tx93jOx6/5X9kSs5TDS+6swHPxvLpPizJTbPb9w8Dd4ZUDFvFYlFBDdGicFwYtYT1Ejjw086B7/sq/f+lbb1qSN3h91E5bxn3A6MF4pD/LHeXh7tVxHXCmJuvHfuDIM/7l89+Ul2Msb1YYwHJljAaRHlI3FirTypqw7Pvy+MeeeNRZH/rsDQsvmqhjvqJiL+G7b+lZyqMlABZ/GMxdmSUfe9LRv/nBz9x44WKsaiUtKRs8R3JzmKx9r6d5nPqQe/32Bz51vUyw6ZzFLaLLx/xCIs0P7TDU7V2O5GkPudfL3v/JG+XO+sCx0q7B2Avu95m64Re+Pn90/YkAHLvhxv/52txRshjg0SEEnvCwe7/yvf/5DdkxzKOGwNTUFE57yDFjsVl6W9fU4lbdOoj1N3nV/7bw++r/9Zcfa1n6ddr2uyIgU+mUIX9b0lPXn34pO/UefdJ9tn34M1+XRfXSsbDvrq67Zuzi3/bdcbYwpPr9wGvK6jsC99XT7y36u/KQc0458biz//2zX3ntsneiY763tKVv4JypIXYtmNXrDz1F/Bj2RrVer997xAn3PfPjX/iqdOpWHKPOER31GFUnyWqj+nmFroVdVYt/e9iDjnvhp770FXk78cIx9Jyl8YtSBu3e55zFtnLvpAfe95c/899flY7iinP2ycelnZWr56nsXjzhAcf90ueu+cqfL+2sHLIDcTFPalvZkvxN2PMz/zV3/4XHwDKRY9kyXb2pWtQIOZYurBC8d6ZnYl+boJaniKpt1RpyLIT7N9L2a3nCTrYhC5GV53SFfP8JAHmGWbrE0uGVjuv5qYM9mEqyxVme/RXyKVuWhdQK0ZS13ChyLHO2PD8sW8elKy0//13SO4ocC9GV56Blu/Tf1mwZ1TkeJMdCrr+diL505p+ePg/8nLTlXAi7YCHbqmWbuPiysAu5frSWHPfRO/WKHU+7at8Sxd+0GYGoZ3bagFlXsCnZj0jbvHRbvKBkteslhx+TPON2+rbLjj+wd/v7bu8fOC12b+7tnt3d3/z4d+946pfbcN3TRj0Ck+SJXkv7Rno/k5oLodL9yFH7NFh645LrOsvhx6Tz3bNf+sZTb+8ffOWe/saNGcmxcDF5bla2AAs5lm2/Qkbl39Ld/B8AJ6XOsTyfLM/VDiPH8nIuaXNXnWN5DljIo7ye5TPpq0DSUZYXVwlRFvIs8mUbtTQbVyPHst1ZtlxXHW7ZsiykXl7BIORYSO3gl4ZErzwbLM/9yiE2PDmRfyHHVZdauuKXp86xdMrlpV5C2kWmEHfxXZ6vFtIsr2uR54SrZ44HyfEPJh3nyX2cpFduEMgNBnmJl5Diym953lmegd7naCc5vnn6uPfsfOpXNUWDY9qFQNTk0gaUuoJNyX5E2uale9LFwrhrJYcfFosxIcnnPu3B15z80BNaN++Nw5x/X0TAIk+6iGUO0hGBU+l+5Kh9Gpy9ccl1neXww2K+e9K2tx3R62085fXPf8QVRi/k0oRVxshzxUJeV31R8Rhh0hQXMijPH9cPeZP0fdOzuvXni1cTJ+fIS7Oks734zLnukNefii9Cvkc+LoI0nvwAACAASURBVJ5EyXPL8jZteVmYvLdQbhKI/UL413qIf0LC5fno6pD5X34vW87lOeihR+sWCfzO8Vpzo13joyaXNqDUFWxK9iPSNi/dFouF1a6XHH5YLMZy+92GGtJ1Gy3ypIsY5SAdETiV7keO2qfB2RuXXNdZDj8s635UfDU50KEx8gzwf6dud+VW1fl1c5Pk2A1qKtIgwOIzGqWuYFOyH5G2eem2XCwMy9YcflgsxnL7ralvHJMXAYs8yWthjPQcpCPCk9L9yFH7NDh745LrOsvhh2Xdj4qvJgc6NkY6zbIlWl5MJs8ey7eaXQ+SY1e4qWwcAiw+JMfjciTn3yPzz0u35WKB5DhnNlL2WhHItWhfqx2ljc9BOiJ8LN0Prxo+iL03Lrmusxx+WM53UfGNuNbWu06S4/WeAYX5z+JDchyZkpH556XbcrFAchyZrdQ9iECuRXvbkc5BOiIwKd0PrxpOcqzPPsv5Liq+em850goBkmMrJCnHBAEWH5Jjk0RqKCQy/7x0Wy4WSI4bJhpPy4IAyfFwWEsnldpkKN0PrxpOcqzNmMXPT83Ozs5bvEgrKr56bznSCgGSYyskKccEARYfkmOTRGooJDL/vHRbLhZIjhsmGk/LggDJMclxlsRSCvWq4STHyoCkb1yTHOvx4shFBEiOmQlFIRA1uRQFwghjuoJNyX5E2ualm+R4pnXzXhvqUwk2khyTHEfmoVcNJznWR9lyvssR39O3/fVD54GT++idvEjK+lfPT2346JWvfuqn9F5ypDUCrVsk8FNO1ilQlrwcxacsD5tb0xVsSvYj0jYv3ZaLBXaOm1/PPNMeAZJjkmP7rNJL9KrhJMf6mFjOd9bx/altl57RA17b72MKPcg3hOUrwHP9HuZ7/f5Z79n5jD8a4+lGAJsGvuOrB4cjRyJAcszkKAoB6+JTlHMTGtMVbEr2I9I2L92WiwWS4wkvap5uigDJMcmxaUKtUZhXDSc51gfGcr6zjO+Ttr798b1e/72reTI1NXXau1/91A8MGSNE+sEAngdgDsBZekQ4UoMAybEGJY5xQ8Cy+LgZ7aSoK9iU7EekbV66LRcLJMdOFz/VqBAgOSY5ViVKpkFeNZzkWB9Ay/nOKr5P3PrWE6d6Gz8GYP8xnuzuT+FRV7z66Z8bGHcwgN8B8AgAnyA51ueDdiTJsRYpjnNBwKr4uBjrrKQr2JTsR6RtXrotFwskx85FgOpWRYDkmOQ48hLxquEkx/ooW853VvF98ra3n9UHXgP0ZVv06EO2WE/hnCu2P/2iEYNeDOB4kmN9PmhHkhxrkeI4FwSsio+Lsc5KuoJNyX5E2ual23KxQHLsXASojuS4QQ6U/gkkrUul++FVw0mOtRlT5qecfuq3L30b+nimyoseLnnP9qc/i+RYhZbZIJJjMygpyAKBqMnFwvbcMrqCTcl+RNrmpZvkmG+rzl2rouSzczwc+dJJpTZfSvfDq4aTHGszpkxy/ORtf31xH71f0HjRBy6+YsfTn0tyrEHLbkxucnxAelh8T83kKQAHArh9wI3NAHYDmF/NPb6t2i74JUqKmlxKxGLQpq5gU7IfkbZ56SY5JjluQ71rYiPJMclxk7yxOserhpMc6yNmOd9ZxfdJWy99Ya+HNwBYfVs1enuB+TPfs+MZbyQ51sfcYmQucixE90Qs7KnH6wC8Mxkrdz9eAuAbKSlkq0AfwCUA9gI4DsCFAC4e5RzJsUXYy5VhVXzK9bC5ZV3BpmQ/Im3z0m25WBiWzTn8sCA9uf1ufmXzTCsELPLEypaS5JTecdViVbofOWqfBhtvXHJdZzn8sKz7VvH9qd+89GHY0Lt63DPHPWBPD/2T373jGZ9chRzPADhbkycco0cgFzn+QQCyZeApAM5J5FjukEgH+XAA3wMW7prckMjxIQDOBXB0+p2Q613D3CA51ge3jSOtik8bfR9nc1ewKdmPSNu8dFsuFkiOx121/LsnArkW7Z4+5NCVg3TksHOczNL98Krhgzh545LrOsvhh+V8ZxnfJ2299MzUPR6d9v3eGe/Z+bRx3zoed9nw7w0QyEWOK1MuB/C2RI7vD+AqAHKXQ44zATwkkWP5/aUAxB7ZVi1jZkmOG0S05adYFp+WQ7GP+V3BpmQ/Im3z0m25WCA57lqVabc/uRbt7UZl6bnLuZmZGXmsrbVHDvJkCYZXDSc51kfNcr6zjm/61vG70ccG9CDfLpa9tHPoLeykPf09O57+fr2nHGmJgCc5PgnA3wD4vuTAcwA8GsChAC4DIERajpsAnAzguu3bt5/X6/VeOejwli1bLDGgLCJABIgAESACRIAIEAEiQASIwEgEZmZs31nxlK2XnTg3NX9qr9+Tbxaj3+9/vL8B7x/ybWNGxREBT3IsL+GSrdJy51KeMz4r+Slbqm8BIN/xkjsnN6et10NfzMVt1Y7ZEaDK+s5cgAvZVHYFm5L9iLTNS7flnfRhyZ7DD4uOYG6/s134FKxGwCJP1MpaNLD0jqsWytL9yFH7NNh445LrOsvhh2Xdj4qvJgc4xhYBT3Isln8awIsAfBbA+wBIV1jeaH0GgNMASEtYHiw/ZZSbJMe2CVCaNBaf0RHpCjYl+xFpm5duy8UCyXFpFXR925Nr0d52VHOQjghMSvfDq4YPYu+NS67rLIcflvNdVHwjrrX1rtODHL8VwN8loE8HIP+W4wpg4SPYQo6vBHBC+sTTqQCuJjlen6nJ4kNyHJn5kfnnpdtysUByHJmt1D2IQK5Fe9uRzkE6IjAp3Q+vGk5yrM8+y/kuKr56bznSCoHc5HiYnQcBOCy9lbr+92MB3JjeaD3SP3aOrUJfphwWH5LjyMyMzD8v3ZaLBZLjyGylbpJjXQ6UTip1XpT/YjGvGk5yrM2YpZyZt3hWOCq+em850gqBCHI8ke0kxxPBV/zJLD4kx5FJGpl/XrpJjm1fqBKZr9S9EgF2jodnBMmxz5XiVcNJjvXxtJzvcsT39u33eijm+iej1z9ZXsbU7/eu3r839dFN537jU3ovOdIaAZJja0QpbyIEchSfiQwq6OSuYFOyH5G2eem2XCywc1xQgaApIDkmOY68DLxqOMmxPsqW8511fHedf/QZmMJr+/2FFxUvfsoJmFv4pG0fL9n8shv/eIynGwFsSi87roaKLHkB8u16lDhyEAGSY+ZEUQhYF5+inJvQmK5gU7IfkbZ56bZcLJAcT3hR83RTBEiOSY5NE2qNwrxqOMmxPjCW851lfG/bfq/TevPz8mLikUcf86cdfO43PzBkgBDpBwN4XiLT1dd/ngvgJQC+AUCI87MAfEuPFkdWCJAcMxeKQsCy+BTlmIExXcGmZD8ibfPSbblYIDk2uLApwgwBkmOSY7NkaiDIq4aTHOuDYznfWcX3tt856sTeht7HAOy/mic9YPcc+o865NybPjcw7mAAvwNAvo38ifRpXCHDe9KncL8H4A3p3U7b9WhxJMkxc6BIBKyKT5HOTWhUV7Ap2Y9I27x0Wy4WSI4nvKh5uikCJMckx6YJtUZhXjWc5FgfGMv5ziq+uy445iyg/5r+Ynd3tWOu1+udc9BLb7hoxKAXAzg+keP7A7gKwEwaeyaAh6Tush4wjlxAgJ1jJkJRCFgVn6KcMjKmK9iU7EekbV66LRcLJMdGFzfFmCBAckxybJJIDYV41XCSY32ALOc7q/juuuCYt/XRl0/Zjj366F1y8Lk3yPboYUedHJ8E4G8AfF8a+BwAjwbw/LFKOGAfBEiOmRRFIWBVfIpyysiYrmBTsh+RtnnptlwskBwbXdwUY4IAyTHJsUkiNRTiVcNJjvUBspzvrOJ7+/lHX4wefkHpxcWbz71RniUeR47lJVy7gIWXe8mLr6vnkF+n1MNhNQRIjpkORSFgVXyKcsrImK5gU7IfkbZ56bZcLJAcG13cFGOCAMkxybFJIjUU4lXDSY71AbKc76zie/urj34h+gvPBI/bVr0X/d6Zm192wxsV5FiGfBrAiwB8FoC87OuVAN6vR4sjKwRIjpkLRSFgVXyKcsrImK5gU7IfkbZ56bZcLJAcG13cFGOCAMkxybFJIjUU4lXDSY71AbKc76zie/sFxzwM6F89lhz3sAe9qZM3//b1n1yFHMszxmenv58O4K3p5ysAyNZt6SLzWCMCJMdrBIzD8yJgVXzyWhkjvSvYlOxHpG1eui0XCyTHMbWAWocjQHJMchx5bXjVcJJjfZQt5zvL+O664Kgz++hJ93i144zN5974R3pvF0YeBOCw9KbqNZ7K4RUCJMfMhaIQsCw+RTlmYExXsCnZj0jbvHRbLhZIjg0ubIowQ4DkmOTYLJkaCPKq4STH+uBYznfW8b3tgmMe30P/3QDku8XyPznmAOztz0+dfvDLr+eWaH2oTUeSHJvCSWGTImBdfCa1p6Tzu4JNyX5E2ual23KxQHJcUoWgLSTHJMeRV4FXDSc51kfZcr7LEd87dxx14tzc1OPme3gk5oGpHj42h/kPDPm2sd5pjpwYAZLjiSGkAEsEchQfS/siZXUFm5L9iLTNS7flYoHkOLIiUPcgAiTHJMeRV4VXDSc51kfZcr6Liq/eW460QoDk2ApJyjFBgMVnNIxdwaZkPyJt89JtuVggOTYpexRihADJMcmxUSo1EuNVw0mO9eGxnO+i4qv3liOtECA5tkKSckwQYPEhOTZJpIZCIvPPS7flYoHkuGGi8bQsCJAckxxnSSylUK8aTnKsDIi8qrnf783Ozs7PzMxMzHei4qv3liOtEJg4WawM0crZsWNHf9u2ba2zW+vfeh/H4kNyHHkNROafl27LxQLJcWS2UvcgAiTHJMeRV4VXDSc51kfZcr6Liq/eW460QqB1JJPk2Cr0Zcph8SE5jszMyPzz0m25WCA5jsxW6iY51uVAuubnZmZmpnRnlDmqdD+8ajjJsT4/Lee7qPjqveVIKwRIjq2QpBwTBFh8SI5NEqmhkMj889JtuVggOW6YaDwtCwLsHA+HtXRSqU2G0v3wquEkx9qM4bZqPVIcWUcgghzLncsDAdw+EIrNAHYD8jLz0Qc7x91O4KjJpQ2odgWbkv2ItM1LN8nx5M+etaFerEcbSY5JjiPz3quGkxzro2w530XFV+8tR1oh4E2OfwvAo9JHroUg/yIAIcuXyEevARwH4EIAF49ykOTYKvRlymHxYec4MjMj889Lt+VigZ3jyGyl7kEESI5JjiOvCq8aTnKsj7LlfBcVX723HGmFgCc5FuJ7Xeoa3wHgLQA+C2ADgEMAnAvgaAA3AJAu8q5hTpIcW4W+TDksPiTHkZkZmX9eui0XCyTHkdlK3STHuhwofTuyzoulLbLFPjvtVcNJjrUZw23VeqQ4so6AJzk+GMD1AI5K26ffC+BaAPsDuArApQDEHtlWPQNgluR4/SVr1OTSBqS7gk3JfkTa5qWb5JjbqttQ75rYyM4xO8dN8sbqHK8aTnKsj5jlfBcVX723HGmFgCc5FpvfDOChAL4M4KkAXg3gAQAuA3B5cuomACenLvM+frJzbBX6MuWw+LBzHJmZkfnnpdtyscDOcWS2Ujc7x7ocYOdYh9Oko7xqOMmxPlKW811UfPXecqQVAt7kWOz+IQDHpv9+CsD9AdwC4KK0xfpmAIdLB3n79u3n9Xq9Vww429uyZUvfCgDKKQ4ByUnGd3hYuoJNyX5E2uapO6euHLKtZFrJKa5w0qAFBBjf0YnQFWxK9iPSNk/dOXXlkG0lszczw51H62Gu8STHm9I26h8GIAT4EwCeAuCBAM4AcBqALQDOBnCKgC93fAaDsHPnzvmtW7e2+lt96yGxmvo4Ozs7Pz09zfgOAbAr2JTsR6Rtjrp7s7Ozc7musxx+JHvl/RSTHFn9nsQwnmuDgFGe2BhTlhTJ/b3T09OTXkPRXhXtR47apwTcFZeM11kOP8zqvsSX5FiZkS0f5kmOBaqXA/j59OKtPwBwfnpB15UATkg/nwrg6lG4clt1yzNujPnctjIaoK5gU7IfkbZ56bbcZjYsW3P4YfEsaW6/u12Z2+GdRZ60w9O1Wclt1WvDq+noHLVPY4t3fHNdZzn8sKz7UfHV5ADH2CLgTY7Fenkz9cbUPa57I1utbwSwZzUXSY5tE6A0aSw+JMeRORmZf166LRcLJMeR2UrdgwjkWrS3HekcpCMCk9L98Krhg9h745LrOsvhh+V8FxXfiGttveuMIMcTYU5yPBF8xZ/M4kNyHJmkkfnnpdtysUByHJmt1E1yrMuBHKRDp9l2VOl+eNVwkmN9XlnOd1Hx1XvLkVYIkBxbIUk5Jgiw+JAcmyRSQyGR+eel23KxQHLcMNF4WhYEcnW0shjrKLR0UqmFonQ/vGo4ybE2Y/idYz1SHFlHgOSY+VAUAlGTS1EgjDCmK9iU7EekbV66SY75ttE21LsmNpIcD0etdFKpjXXpfnjVcJJjbcaQHOuR4kiSY+ZAsQhETS7FAlIzrCvYlOxHpG1eukmOSY7bUO+a2EhyTHLcJG+szvGq4STH+ohZzndR8dV7y5FWCLBzbIUk5ZggwOIzGsauYFOyH5G2eem2XCwMy9YcfliQntx+mxRACpkIAYs8mciAQk8uveOqha10P3LUPg023rjkus5y+GFZ96Piq8kBjrFFgOTYFk9KmxABFh+S4wlTaKLTI/PPS7flYoHkeKJ048nGCORatBub6S4uB+lwdwJLW2TnZmZmpiL0j9PpVcMH7fCOb67rLIcflvNdVHzH5R3/bo8AybE9ppQ4AQIsPiTHE6TPxKdG5p+XbsvFAsnxxClHAYYI5Fq0G5oYIioH6YhwpHQ/vGo4ybE++yznu6j46r3lSCsESI6tkKQcEwRYfEiOTRKpoZDI/PPSbblYIDlumGg8LQsCJMfDYS2dVGqToXQ/vGo4ybE2Y/hCLj1SHFlHgOSY+VAUAlGTS1EgjDCmK9iU7EekbV66SY75Qq421LsmNpIckxw3yRurc7xqOMmxPmKW811UfPXecqQVAiTHVkhSjgkCLD7sHJskUkMhkfnnpdtyscDOccNE42lZECA5JjnOklhKoV41nORYGZDl59TnZ2YmvykaFV+9txxphQDJsRWSlGOCAIsPybFJIjUUEpl/XrpJjidfJDVML56WGQGSY5LjzCm2qnivGk5yrI+y5XwXFV+9txxphQDJsRWSlGOCAIsPybFJIjUUEpl/XrotFwvDYM7hhwXpye13w5TjaYYIWOSJoTnFiCr9WV0tUKX7kaP2abDxxiXXdZbDD8u6HxVfTQ5wjC0CJMe2eFLahAiw+JAcT5hCE50emX9eui0XCyTHE6UbTzZGINei3dhMd3E5SIe7E/yU00jIveOb6zrL4YflfOc1R0dcW9S5EgGSY2ZEUQiw+JAcRyZkZP556bZcLJAcR2YrdQ8ikGvR3nakc5COCExK98Orhg9i741Lrusshx+W811UfCOutfWuk+R4vWdAYf6z+JAcR6ZkZP556bZcLJAcR2YrdZMc63IgB+nQabYdVbofXjWc5FifV5bzXVR89d5ypBUCJMdWSFKOCQIsPiTHJonUUEhk/nnptlwskBw3TDSelgWBXB2tLMY6Ci2dVGqhKN0PrxpOcqzNGH7nWI8UR9YRIDlmPhSFQNTkUhQII4zpCjYl+xFpm5dukmO+rboN9a6JjSTHw1ErnVRqY126H141nORYmzEkx3qkOJLkmDlQLAJRk0uxgNQM6wo2JfsRaZuXbpJjkuM21LsmNpIckxw3yRurc7xqOMmxPmKW811UfPXecqQVAhGd4ykAmwHcOuCE/G43gPnVnNuxY0d/27ZtEXZbYU45qyDA4jManK5gU7IfkbZ56bZcLAzL1hx+WJCe3H6zsMcjYJEn8V7YW1B6x1Xrcel+5Kh9Gmy8ccl1neXww7LuR8VXkwMcY4uAN8n8RQCnA7gNwKEAngtgA4BLAOwFcByACwFcPMpNkmPbBChNGosPyXFkTkbmn5duy8UCyXFktlL3IAK5Fu1tRzoH6YjApHQ/vGo4O8f67LOc76Liq/eWI60Q8CbHNwF4HIDPAngvgD8DMAPgEADnAjgawA2ps7xrmJMkx1ahL1MOiw/JcWRmRuafl27LxQLJcWS2UjfJsS4HSieVOi+Wnh+dm5mZkR2IxR1eNZzkWB96y/kuKr56bznSCgFvcvxKAM8E8HkAjwTwgwBeA+AqAJcCEHtkW7UQ5lmSY6swt0cOiw/JcWS2Ruafl27LxQLJcWS2UjfJsS4HSI51OE06yquGkxzrI2U530XFV+8tR1oh4E2OPwLgFgCfBvBiAKcBOBvAZQAuT05Jd/lkANeRHFuFuT1yWHxIjiOzNTL/vHRbLhZIjiOzlbpJjnU5QHKsw2nSUV41nORYHynL+S4qvnpvOdIKAU9yfDyAawAclF68JV3kwwB8NxHmi9LzxzcDOFw6yNu3bz+v1+u9YsDZ3pYtW/pWAFBOcQhITjK+w8PSFWxK9iPSNk/dOXXlkG0l00pOcYWTBi0gwPiOToSuYFOyH5G2eerOqSuHbCuZvZkZfu1gPcw1nuRYSPGNAE4E8BUAbwLwSQDfAHBG6iJvSZ3kUwR8ueMzGISdO3fOb926tcjnTdZDwuT2cXZ2dn56eprxHQJ0V7Ap2Y9I2xx192ZnZ+dyXWc5/Ej2yssbJzmy+j2JYTzXBgGjPLExpiwpkvt7p6enJ72Gor0q2o8ctU8JuCsuGa+zHH6Y1X2JL8mxMiNbPsyTHAtUvw7gdwF8K22bfnp6c/WVAE4AcCCAUwFcPQpXvpCr5Rk3xnxuWxkNUFewKdmPSNu8dFtuMxuWrTn8sHgLcW6/u12Z2+GdRZ60w9O1Wclt1WvDq+noHLVPY4t3fHNdZzn8sKz7UfHV5ADH2CLgTY7F+k0A7pa6yHVvjk2/27OaiyTHtglQmjQWH5LjyJyMzD8v3ZaLBZLjyGyl7kEEci3a2450DtIRgUnpfnjV8EHsvXHJdZ3l8MNyvouKb8S1tt51RpDjiTAnOZ4IvuJPZvEhOY5M0sj889JtuVggOY7MVuomOdblQA7SodNsO6p0P7xqOMmxPq8s57uo+Oq95UgrBEiOrZCkHBMEWHxIjk0SqaGQyPzz0m25WCA5bphoPC0LArk6WlmMdRRaOqnUQlG6H141nORYmzFL38Y2eVY4Kr56bznSCgGSYyskKccEARYfkmOTRGooJDL/vHSTHPNtow0vj+JPIzkeHqLSSaU2sUr3w6uGkxxrM4bkWI8UR9YRIDlmPhSFQNTkUhQII4zpCjYl+xFpm5dukmOS4zbUuyY2khyTHDfJG6tzvGo4ybE+YpbzXVR89d5ypBUCJMdWSFKOCQIsPuwcmyRSQyGR+eel23KxMAzmHH5YkJ7cfjdMOZ5miIBFnhiaU4yo0juuWqBK9yNH7dNg441Lrusshx+WdT8qvpoc4BhbBEiObfGktAkRYPEhOZ4whSY6PTL/vHRbLhZIjidKN55sjECuRbuxme7icpAOdyewtEV2bmZmZipC/zidXjV80A7v+Oa6znL4YTnfRcV3XN7x7/YIkBzbY0qJEyDA4kNyPEH6THxqZP556bZcLJAcT5xyFGCIQK5Fu6GJIaJykI4IR0r3w6uGkxzrs89yvouKr95bjrRCgOTYCknKMUGAxYfk2CSRGgqJzD8v3ZaLBZLjhonG07IgQHI8HNbSSaU2GUr3w6uGkxxrM4Yv5NIjxZF1BEiOmQ9FIRA1uRQFwghjuoJNyX5E2ualm+SYL+RqQ71rYiPJMclxk7yxOserhpMc6yNmOd9FxVfvLUdaIUBybIUk5ZggwOLDzrFJIjUUEpl/XrotFwvsHDdMNJ6WBQGSY5LjLImlFOpVw0mOlQFZfk6d3znWQ8aRAEiOmQZFIRA1uRQFAjvHYeGIzD8v3STH7ByHXWCZFZMckxxnTrFVxXvVcJJjfZQt57uo+Oq95UgrBEiOrZCkHBMEWHzYOTZJpIZCIvPPS7flYoGd44aJxtOyIEByTHKcJbGUQr1qOMmxMiDsHOuB4sgVCJAcMyGKQiBqcikKhBHGdAWbkv2ItM1LN8kxO8dtqHdNbCQ5JjlukjdW53jVcJJjfcQs57uo+Oq95UgrBEiOrZCkHBMEWHzYOTZJpIZCIvPPS7flYoGd44aJxtOyIEByTHKcJbGUQr1qOMmxMiDsHOuB4kh2jpkD5SIQNbmUi8iyZV3BpmQ/Im3z0k1yzM5xG+pdExtJjkmOm+SN1TleNZzkWB8xy/kuKr56bznSCgF2jq2QpBwTBFh82Dk2SaSGQiLzz0u35WKBneOGicbTsiBAckxynCWxlEK9ajjJsTIg7BzrgeJIdo6ZA+UiEDW5lIsIO8eesYnMPy/dJMfsHHteU566SI5Jjj3zbVCXVw0nOdZH2XK+i4qv3luOtEKAnWMrJCnHBAEWn9EwdgWbkv2ItM1Lt+VigZ1jk7JHIUYIkByTHBulUiMxXjWc5FgfHsv5Liq+em850goBkmMrJCnHBAEWH5Jjk0RqKCQy/7x0Wy4WSI4bJhpPy4IAyTHJcZbEUgr1quEkx8qAcFu1HiiOXIFASeR4M4DdAOZXi9GOHTv627ZtK8luppQhAlGTi6EL2UR1BZuS/Yi0zUs3yTG3VWcrUsGCSY5JjiNT0KuGkxzro2w530XFV+8tR1oh4Eky7wvgDTXDvx/ApwG8CMAlAPYCOA7AhQAuHuUgybFV6MuUw+IzOi5dwaZkPyJt89JtuVhg57jMOrperSI5JjmOzH2vGk5yrI+y5XwXFV+9txxphYAnOa7bLCT43QAeA+AFAA4BcC6AowHcAEC6yLuGOUlybBX6MuWw+JAcR2ZmZP556bZcLJAcR2YrdQ8iQHJMchx5VXjVcJJjfZQt57uo+Oq95UgrBKLI8dsBvBfAXwB4M4CrAFwKQOyRbdUzAGZJjq3C3B455j2ukgAAIABJREFULD4kx5HZGpl/XrotFwskx5HZSt0kx7ocSNf83MzMzJTujDJHle6HVw0nOdbnp+V8FxVfvbccaYVABDmeBvBhAPLfPQAuS/+7PDl1E4CTAVy3ffv283q93isHnd2yZYuV/5RDBIgAESACRIAIEAEiQASIABFYFYGZGb6zYj2kSAQ53p6eL355AvgVAG4BcBGADQBuBnC4dJDljs9gEHbu3Dm/devWVt/9XA+J1dTH2dnZ+enpacZ3CIBdwaZkPyJtc9Tdm52dnct1neXwI9kr88MkR1a/JzGM59ogYJQnNsaUJUVyf+/09PSk11C0V0X7kaP2KQF3xSXjdZbDD7O6L/ElOVZmZMuHRZDj/wLwLAAfT9idDuAMAKcBkJbw2QBOGYUrnzluecaNMZ/bVkYD1BVsSvYj0jYv3ZbbzIZlaw4/LJ4lze13tytzO7yzyJN2eLo2K0vfjqz1pnQ/ctQ+DTbeuOS6znL4YVn3o+KryQGOsUVAS44PBfASABcAOA+AvGn69wB8dI3mHAlAtk3vD+CudO6BAK4EcAIA+flUAFeTHK8R2Y4MZ/EhOY5M5cj889JtuVggOY7MVuoeRCDXor3tSOcgHRGYlO6HVw0fxN4bl1zXWQ4/LOe7qPhGXGvrXaeWHMubpZ8M4OcA/G0C7esAjjUEUGTdmJ5DHimWnWNDxAsUxeJDchyZlpH556XbcrFAchyZrdRNcqzLgRykQ6fZdlTpfnjVcJJjfV5ZzndR8dV7y5FWCGjI8cZEWOWTS7L1WQiydI6/COBBAGSbtNtBcuwGdYgiFh+S45DES0oj889Lt+VigeQ4Mlupm+RYlwOlk0qdF0DpfnjVcJJjbcYs5YzJs8JR8dV7y5FWCGjIsbzA4XoAfwTgHAD/COAvAbwDwDGp22tlz1g5JMdjIWr1ABYfkuPIBI7MPy/dJMd822jkNZZTd67tnjlt9pBdOqnUYlC6H141nORYmzEkx3qkOLKOgIYcy3h5vvg30olPBCDfKb4GwMO94SQ59kbcV1/U5OLrZTNtXcGmZD8ibfPSTXJMctysApV/Fsnx8BiVTiq1mVW6H141nORYmzEkx3qkOLIJORYS/VgAfQD/BOBF6dvE3/KGk+TYG3FffVGTi6+XzbR1BZuS/Yi0zUs3yTHJcbMKVP5ZJMckx5FZ6lXDSY71Ubac76Liq/eWI60Q0HaORd80gMOS4vn0388BmLMyRiOH5FiDUnvHsPiMjl1XsCnZj0jbvHRbLhaGZWsOPyxIT26/21t1u2O5RZ50B41lT0rvuGoxL92PHLVPg403Lrmusxx+WNb9qPhqcoBjbBHQkuM3ADhziGohy7fYmrS6NJJjT7T9dbH4kBz7Z92yxsj889JtuVggOY7MVuoeRCDXor3tSOcgHRGYlO6HVw0fxN4bl1zXWQ4/LOe7qPhGXGvrXaeGHMsLufYCmAXwpoFOsZDm6nvFLliSHLvAHKaExYfkOCz5AETmn5duy8UCyXFktlI3ybEuB3KQDp1m21Gl++FVw0mO9XllOd9FxVfvLUdaIaAhx6JLPtd0BYCzrRQ3lUNy3BS5dpzH4kNyHJmpkfnnpdtysUByHJmt1E1yrMuB0kmlzgt+ymkUTt7xZedYm7Ec11YEtOT4l1PX+GMA7qg5+wQAuzydJzn2RNtflxdB8Pdsco1dwaZkPyJt89JNcswXck1ejcqUkGvRXqa3equ8yZPesrWNLN0Prxo+iJo3Lrmusxx+WM53UfFd21XC0RYIaMixjLkRwJEAvjmwjfr7AdxmYYhWBsmxFql2jmPxYec4MnMj889Lt+VigZ3jyGylbnaOdTmQg3ToNNuOKt0PrxpOcqzPK8v5Liq+em850goBDTmeAvBdAG/mtmor2ClnFAIsPiTHkVdHZP556bZcLJAcR2YrdZMc63KgdFKp84Lbqkfh5B1fdo61GctxbUVAQ47Ft7cDeDCA7QDurDn7zvSyLjf/2Tl2gzpEkRdBCHFuQqVdwaZkPyJt89JNcsxt1ROWomJPz7VoL9ZhpWHe5Elp1pqHle6HVw0fBM4bl1zXWQ4/LOe7qPiu+ULhCRMjoCXHN6Vt1YMK+SmniUNAAXUEWHxG50NXsCnZj0jbvHRbLhbYOWb9LgmBXIv2knxsYksO0tHEjknPKd0PrxpOcqzPJMv5Liq+em850goBLTl+LID9hyi9ip1jq1BQjiDA4kNyHHklROafl27LxQLJcWS2UvcgAiTHw3OidFKpzeTS/fCq4STH2oxZ2oo/PzMz+Y6hqPjqveVIKwS05NhK38RyuK16YgiLFsDiQ3IcmaCR+eelm+R48kVSZI5S96o1UhbB8p4UHjUESieV2mCV7odXDSc51mYMybEeKY6sI0ByzHwoCoGoyaUoEEYY0xVsSvYj0jYv3STHJMdtqHdNbGTneDhqpZNKbaxL98OrhpMcazOG5FiPFEeSHDMHikUganIpFpCaYV3BpmQ/Im3z0k1yTHLchnrXxEaSY5LjJnljdY5XDSc51kfMcr6Liq/eW460QmAtneOHpjdW13VfCmCPlTEaOdxWrUGpvWNYfEbHrivYlOxHpG1eui0XC8OyNYcfFqQnt9/trbrdsdwiT7qDxrInpXdctZiX7keO2qfBxhuXXNdZDj8s635UfDU5wDG2CGjJsXzj+HlDVDd5W7XoPBzAzQPyNgPYDWB+NRdJjm0ToDRpLD4kx5E5GZl/XrotFwskx5HZSt2DCORatLcd6RykIwKT0v3wquGD2Hvjkus6y+GH5XwXFd+Ia22969SQ4w3pjdT/CuCCgU7xP63xbdWnpW8lfx7AoQC2Avg2gEuSnOMAXAjg4lGBITnudsqy+JAcR2Z4ZP556bZcLJAcR2YrdZMc63IgB+nQabYdVbofXjWc5FifV5bzXVR89d5ypBUCGnIsuoTM/gOAcyZULN9LfjiArwP4fgDyVsknAzgEwLkAjgZwAwDpIu8apovkeMIIFH46iw/JcWSKRuafl27LxQLJcWS2UjfJsS4HSieVOi+WXq40V+obyb1qOMmxNmP4Qi49UhxZR0BLjt+dSOzfpE5vJeMsAHcoIT0IwO0A3gngcQDeCuC3AFwEQL6XLM8viz2yrXoGwCzJsRLZDg2LmlzaAGFXsCnZj0jbvHSTHPOFXG2od01szLXds4ktJZ1DcuwTDa8aTnKsj6flfBcVX723HGmFgJYcS8f3yCFK1/LM8fEArklbqd8B4I8BvAXA6QAuA3B5ki+6TgZw3fbt28/r9XqvGNDb27JlS98KAMopDgHJScZ3eFi6gk3JfkTa5qk7p64csq1kWskprnDSoAUEGN/RidAVbEr2I9I2T905deWQbSWzNzPDm6vrYa7RkuONadIZxGQtb6q+B4BvAagI9f8F8BOpQ3xL6iDL883yoi55Yde83PEZVLhz5875rVu3ynZsHh1EYHZ2dn56eprxHRLbrmBTsh+Rtjnq7s3Ozs7lus5y+JHslflhkiOr35MYxnNtEDDKExtjypIiub93enp60mso2qui/chR+5SAu+KS8TrL4YdZ3Zf4khwrM7Llw1Yjx0KI/zx1dE9NpHbQ3RekN0xrYBBdXwXwKwDeC+BPAFydCPMZAORlXVsAnA3glFEC+cyxBur2juG2ldGx6wo2JfsRaZuXbsttZsOyNYcfFttlc/vd3qrbHcst8qQ7aCx7wm3VPlHNUfs0lnvHN9d1lsMPy7ofFV9NDnCMLQKrkeNNAO4E8FIALzHYVi2Wy7PGr09vqv43AC9M5PpKACcAOBCAEHEhzUMPkmPbBChNGosPyXFkTkbmn5duy8UCyXFktlL3IAK5Fu1tRzoH6YjApHQ/vGr4IPbeuOS6znL4YTnfRcU34lpb7zrHbauWLTjygqxR21znGgAoOo8A8J2Bc48FcOPAp6L2EU9y3ADxFp3C4kNyHJmukfnnpdtysUByHJmt1E1yrMuBHKRDp9l2VOl+eNVwkmN9XlnOd1Hx1XvLkVYIjCPHVnrM5JAcm0FZpCAWH5LjyMSMzD8v3ZaLBZLjyGylbpJjXQ6UTip1XvBTTqNw8o4vO8fajOW4tiJActzWyHXUbi+C0Eb4uoJNyX5E2ualm+SYbxttY/3T2Jxr0a7RXfIYb/KUC4vS/fCq4ewc6zPMcr6Liq/eW460QoDk2ApJyjFBgMWHnWOTRGooJDL/vHRbLhbYOW6YaDwtCwIkx8NhLZ1UapOhdD+8ajjJsTZjlnYbmLxlOiq+em850goBLTk+CsBTATxkQLG8ZXq3lTEaOdxWrUGpvWNYfEiOI7M3Mv+8dJMcs3MceY3l1E1yTHKcM7/Gyfaq4STH4yKx/HfL+S4qvnpvOdIKAS05/mD6JvGg3uqbxVb2jJVDcjwWolYPYPEhOY5M4Mj889JtuVgYFqscfliQntx+R+YtdS8iYJEnXcSy9I6rFvPS/chR+zTYeOOS6zrL4Ydl3Y+KryYHOMYWAQ05ljdW703fPJZvEO+pmbDL1pzx0kiOx2PU5hEsPiTHkfkbmX9eui0XCyTHkdlK3YMI5Fq0tx3pHKQjApPS/fCq4YPYe+OS6zrL4YflfBcV34hrbb3r1JBjwUi+Q3wHgJ+NBozkODoCefWz+JAc582w1aVH5p+XbsvFAslxZLZSN8mxLgdykA6dZttRpfvhVcNJjvV5ZTnfRcVX7y1HWiGgJcf/AeCRAG4F8K2a8pMA3G5ljEYOybEGpfaOYfEhOY7M3sj889JtuVggOY7MVuomOdblQOmkUucFP+U0Cifv+LJzrM1YjmsrAlpyfBmAew5x8kkAXLdWkxy3NdV0dnsRBJ01ZY3qCjYl+xFpm5dukmO+kKusymZnTa5Fu52FMZK8yVMuL0v3w6uGs3OszzDL+S4qvnpvOdIKAS05rvQdCmD/ge6xlS0qOSTHKphaO4jFh53jyOSNzD8v3ZaLBXaOI7OVutk51uVA6aRS5wU7x+wcazNleZzlfOc1R6/dS55hjYCWHE8D2AFgSzLgAwDOB/DP1gaNk0dyPA6hdv+dxYfkODKDI/PPS7flYoHkODJbqZvkWJcDJMc6nCYd5VXDB+30jm+uHRo5/LCc76LiO2le8vy1I6Alx7KtWoix/Pe2Gkk+mtuq1w46z+g+AcwR464U5pL9iLTNS7flYoHkOMeVTplNEci1aG9qTynn5SAdEb6V7odXDSc51mef5XwXFV+9txxphYCGHB8B4DsAXgbggqT4ZwC8A8DDAHzSyhiNHHaONSi1dwyLT/dvHJQc40jbvHRbLhZIjttba7toOcnx8KiWTiq1uVi6H141nORYmzFLW/HnZ2Ymf9dEVHz13nKkFQIacrwxfdv4rwA8H8AcgG1pW/UDAVxjZYxGDsmxBqX2jmHxITmOzN7I/PPSTXI8+SIpMkepe9UaKYvgKWK0EoHSSaU2XqX74VXDSY61GUNyrEeKI+sIaMixjP8zAL+UTpTPOR2Stlg/zRtOkmNvxH31RU0uvl4209YVbEr2I9I2L90kxyTHzSpQ+Wexczw8RqWTSm1mle6HVw0nOdZmDMmxHimObEKODwTw0wCEDB8G4NJEjm/2hpPk2BtxX31Rk4uvl820dQWbkv2ItM1LN8kxyXGzClT+WSTHJMeRWepVw0mO9VG2nO+i4qv3liOtEBjXOX4AgG8DOBzAhiFKrwUwb2WMRg7JsQal9o5h8Rkdu65gU7IfkbZ56bZcLAzL1hx+WJCe3H63t+p2x3KLPOkOGsuelN5x1WJeuh85ap8GG29ccl1nOfywrPtR8dXkAMfYIrAaOd4E4E4ALwXwEgBHDlEtXeRbbE1aXRrJsSfa/rpYfEiO/bNuWWNk/nnptlwskBxHZit1DyKQa9HedqRzkI4ITEr3w6uGD2LvjUuu6yyHH5bzXVR8I6619a5zNXIsneKtAD4M4BEANg8B6/cA3GUEosjfPa4TTXJshHahYlh8SI4jUzMy/7x0Wy4WSI4js5W6SY51OZCDdOg0244q3Q+vGk5yrM8ry/kuKr56bznSCoFx26orPS8C8CEAX0y/kM87vRjAHwD43hqMkc9BPQHA9emc89PPlwDYC+A4ABcCuHiUTJLjNaDdwqEsPiTHkWkbmX9eui0XCyTHkdlK3STHuhwonVTqvFh6udJcqW8k96rhJMfajOELufRIcWQdgXHk+LEAHg9AyPE/AfhCOvlYAM8EcO8a0dUg+zYAOxLJFjIsh3wWSt5+fS6AowHckLrUu4YJJDnWwNzeMVGTSxsQ6wo2JfsRaZuXbpJjvpCrDfWuiY25tns2saWkc0iOfaLhVcNJjvXxtJzvouKr95YjrRAYR45/C8DOEco+BuBRazTk04kAy9uv35yeZ/5DAFelN2CLPfKCrxkAsyTHa0S3A8NZfEYHsSvYlOxHpG1eui0XC8OyNYcfFqQnt98dKL+td8EiT1oPwhAHSI59opqj9mks945vrusshx+WdT8qvpoc4BhbBMaR4/0BCJF9J4A/SiS2skC2U/fXaI5sw/6T9Absd6Ut1FvSZ6EuT7JuAnAygOtIjteIbgeGs/iQHEemcWT+eem2XCyQHEdmK3UPIpBr0d52pHOQjghMSvfDq4YPYu+NS67rLIcflvNdVHwjrrX1rnMcOa7wEYL8XADyaSc5pgB8P4CfBXCbEkQ5Z7/0Bmw55SwAD0zbqOWN1xelz0XJt5Pl01Hz27dvP6/X671iQH5vy5YtayXlShM5rAAEJCcZ3+GB6Ao2JfsRaZun7py6csi2kmklp4BSSROGIMD4jk6LrmBTsh+Rtnnqzqkrh2wrmb2ZGT6Wsx5mHi05fg+AJw0BRJ4V1pJjeYnXVwA8BMDXAUinWJ5BljdUnwHgNADSRT4bwCmjwOczx91OS96ZY+c4MsMj889Lt+WddHaOI7OVutk51uVAjo6cTrPtqNL98Krh7Bzr88pyvouKr95bjrRCQEOONwLYkz7rdDqAdwOYSy/kkk88raXLJ88wvyAZ/0EAv5HeUn0lgBPSFu5TAVxNcmwV4nbJYfEhOY7M2Mj889JtuVggOY7MVuomOdblQOmkUucF31Y9Cifv+HJbtTZjOa6tCGjIsWyHFjL8utTlfSiAcwB8Pm2t/tIanT8obZ++deA8eQP2jYmIjxTJzvEa0W7ZcC+C0DJYFsztCjYl+xFpm5dukmNui2tj/dPYnGvRrtFd8hhv8pQLi9L98Krhg/h645LrOsvhh+V8FxXfXNcT5Y5GQEOO5ey3AHgOgGcA+OuauLVsqzaJA8mxCYzFCmHxGR2armBTsh+RtnnptlwsDMvWHH5YLMZy+11sUV1HhlnkSRfhykE6InAq3Y8ctU+Dszcuua6zHH5Y1v2o+GpygGNsEdCSY3lrtTwTLFuhnwrg4QDeDuAjtuaMl0ZyPB6jNo9g8SE5jszfyPzz0m25WCA5jsxW6h5EINeive1I5yAdEZiU7odXDWfnWJ99lvNdVHz13nKkFQIacizPHH8HwN8DeJaV4qZySI6bIteO81h8SI4jMzUy/7x0Wy4WSI4js5W6SY51OVA6qdR5wWeOR+HkHd9cN6Fy+GE533nN0drrgePyIaAhx6L99QB+DYC8LOuLtZdw3bDGF3JN7AnJ8cQQFi2AxYfkODJBI/PPS7flYoHkODJbqZvkWJcDOUiHTrPtqNL98Krhg6h640JybJvXlFYeAlpyfBOAI4eYfxgA+Uax20Fy7AZ1iKKoySXE2TUq7Qo2JfsRaZuXbpJjvpBrjaWnNcNzLdpbA8AIQ73JUy68SvfDq4aTHOszzHK+i4qv3luOtEJAS463Adg8ROn5AO60MkYjh+RYg1J7x7D4jI5dV7Ap2Y9I27x0Wy4WhmVrDj8sSE9uv9tbdbtjuUWedAeNZU9KJ5VazEv3I0ft02DjjUuu6yyHH5Z1Pyq+mhzgGFsEtOT4CADDxsqzyK4HybEr3O7KWHxIjt2TrqYwMv+8dFsuFkiOI7OVugcRyLVobzvSOUhHBCal++FVwwex98Yl13WWww/L+S4qvhHX2nrXqSXH3Fa93jPFyX8WH5Jjp1QbqiYy/7x0Wy4WSI4js5W6SY51OZCDdOg0244q3Q+vGk5yrM8ry/kuKr56bznSCgEtOX4VAPmmsRwHA3g6gK8BeBi3VVuFgnIEARYfkuPIKyEy/7x0Wy4WSI4js5W6SY51OVA6qdR5wbdVj8LJO77sHGszluPaioCWHA/691wAfw7gbgBu9nSe26o90fbX5UUQ/D2bXGNXsCnZj0jbvHSTHPOFXJNXozIl5Fq0l+mt3ipv8qS3bG0jS/fDq4YPouaNS67rLIcflvNdVHzXdpVwtAUCWnL8ZAAHJIUbADwbwJMA3B/AdRaGaGWQHGuRauc4Fp/RcesKNiX7EWmbl27LxQI7x+2ss121Oteive145SAdEZiU7odXDSc51mef5XwXFV+9txxphYCWHA975vhfAfwYv3NsFQrKEQRYfEiOI6+EyPzz0m25WCA5jsxW6h5EgOR4eE6UTiq1mVy6H141nORYmzFLW/HnZ2Ym3zEUFV+9txxphYCWHD+u1jnup+eNvwTgLitDtHLYOdYi1c5xLD4kx5GZG5l/XrpJjidfJEXmKHWvWiNlETxFjFYiUDqp1MardD+8ajjJsTZjSI71SHFkHQENOT4KwDMBPBDA9QCkY/wxALdGQElyHIG6n86oycXPw+aauoJNyX5E2ualm+SY5Lh5FSr7THaO2TmOzFCvGk5yrI+y5XwXFV+9txxphcA4cvwgAF8cokyI8Y8A+KyVIVo5JMdapNo5jsWHnePIzI3MPy/dlouFYbHK4YcF6cntd2TeUvciAhZ50kUsS++4ajEv3Y8ctU+DjTcuua6zHH5Y1v2o+GpygGNsERhHjj8E4DEAzgHw7wDmAfwEgAsAfBTAKbbmjJdGcjweozaPYPEhOY7M38j889JtuVggOY7MVuoeRCDXor3tSOcgHRGYlO6HVw0fxN4bl1zXWQ4/LOe7qPhGXGvrXec4cizPF78PwBMGgHotgLPSc8h3eoJIcuyJtr8uFh+SY/+sW9YYmX9eui0XCyTHkdlK3STHuhzIQTp0mm1Hle6HVw0nOdbnleV8FxVfvbccaYWAhhy/HMD5AwpfAOCNAA4DcIuVMRo5JMcalNo7hsWH5DgyeyPzz0u35WKB5DgyW6mb5FiXA6WTSp0XSy9Xmiv1pWteNZzkWJsxfCGXHimOrCOgIceyffrDA7A9DMCpE5DjjQCOAPCtmtzNAHanrdsjo0Ry3O0Ejppc2oBqV7Ap2Y9I27x0kxzzhVxtqHdNbMy13bOJLSWdQ3LsEw2vGk5yrI+n5XwXFV+9txxphYCGHK+mq2nn+PcBnAjgNAD3AHAJgL0AjgNwIYCLRyklObYKfZlyWHzYOY7MzMj889JtuVhg5zgyW6mbnWNdDpAc63CadJRXDSc51kfKcr6Liq/eW460QmAcOT5+jKLZcZ3eIeefDuBXAUj3WMjxNgCHADgXwNEAbgAgXeRdw3STHFuFvkw5LD4kx5GZGZl/XrotFwskx5HZSt0kx7ocIDnW4TTpKK8aTnKsj5TlfBcVX723HGmFwDhybKWnkjOdnlWWZ5hflsjxmwFcBeBSAGKPvBF7BoAQ730OkmPrkJQlj8WH5DgyIyPzz0u35WKB5DgyW6mb5FiXAyTHOpwmHeVVw0mO9ZGynO+i4qv3liOtEPAkxwcAkE9DPQ/A4QDOS+T4MgDyv8uTUzcBOBnAdSTHVmFujxwWH5LjyGyNzD8v3ZaLBZLjyGylbpJjXQ6QHOtwmnSUVw0nOdZHynK+i4qv3luOtELAkxzLFmr5LNTH0ou8HgjgTQC+kd54fRGADQBuTuR5fvv27ef1er1XDDjb27Jli3xiikc3EZCcZHyHx7Yr2JTsR6Rtnrpz6soh20qmlZxuVt/2e8X4jo5hV7Ap2Y9I2zx159SVQ7aVzN7MDF/o2P5pYrwHnuT4IAD3TiY9BMDZALYAkDdfn5G6yPJv+f0po0znturxQW3zCN6ZY+c4Mn8j889Lt+WddHaOI7OVutk51uUAO8c6nCYd5VXD2TnWR8pyvouKr95bjrRCwJMc121+VPp2snSTDwRwJYAT0s/yiairSY6tQtwuOSw+JMeRGRuZf166LRcLJMeR2UrdJMe6HCA51uE06SivGk5yrI+U5XwXFV+9txxphUAUOR5m/7EAbgSwZzXn2Dm2Cn2Zclh8SI4jMzMy/7x0Wy4WSI4js5W6SY51OUByrMNp0lFeNZzkWB8py/kuKr56bznSCoGSyLHKJ5JjFUytHcTiQ3IcmbyR+eel23KxQHIcma3UTXKsywGSYx1Ok47yquEkx/pIWc53UfHVe8uRVgiQHFshSTkmCLD4kBybJFJDIZH556XbcrFActww0XhaFgSuvfba+ZmZmakswlsslOTYJ3heNZzkWB9Py/kuKr56bznSCgGSYyskKccEARYfkmOTRGooJDL/vHRbLhZIjhsmGk/LggDJ8XBYSY6zpNs+Qr1qOMmxPp6W811UfPXecqQVAiTHVkhSjgkCLD4kxyaJ1FBIZP556bZcLJAcN0w0npYFAZJjkuMsiaUU6lXDSY6VAZHvgvb7vdnZWdlRMjHfiYqv3luOtEJg4mSxMkQrh88ca5Fq5zgWH5LjyMyNzD8v3ZaLBZLjyGyl7kEESI5JjiOvCq8aTnKsj7LlfBcVX723HGmFAMmxFZKUY4IAiw/JsUkiNRQSmX9eui0XCyTHDRONp2VBgOSY5DhLYimFetVwkmNlQNg51gPFkSsQIDlmQhSFQNTkUhQII4zpCjYl+xFpm5dukuPJt9e1oV6sRxtJjkmOI/Peq4aTHOujbDnfRcVX7y1HWiFAcmyFJOWYIMDiw86xSSI1FBKZf166LRcL7Bw3TDSelgUBkmNnPXCTAAAgAElEQVSS4yyJpRTqVcNJjpUBYedYDxRHsnPMHCgXgajJpVxEli3rCjYl+xFpm5dukmN2jttQ75rYSHJMctwkb6zO8arhJMf6iFnOd1Hx1XvLkVYIsHNshSTlmCDA4sPOsUkiNRQSmX9eui0XC+wcN0w0npYFAZJjkuMsiaUU6lXDSY6VAWHnWA8UR7JzzBwoF4GoyaVcRNg59oxNZP556SY5ZufY85ry1EVyTHLsmW+DurxqOMmxPsqW811UfPXecqQVAuwcWyFJOSYIsPiMhrEr2JTsR6RtXrotFwvsHJuUPQoxQoDkmOTYKJUaifGq4STH+vBYzndR8dV7y5FWCJAcWyFJOSYIsPiQHJskUkMhkfnnpdtysUBy3DDReFoWBEiOSY6zJJZSqFcNJzlWBoTbqvVAceQKBEiOmRBFIRA1uRQFwghjuoJNyX5E2ualm+SY26rbUO+a2EhyTHLcJG+szvGq4STH+ohZzndR8dV7y5FWCJAcWyFJOSYIsPiwc2ySSA2FROafl27LxQI7xw0TjadlQYDkmOQ4S2IphXrVcJJjZUDYOdYDxZHsHDMHykUganIpF5Fly7qCTcl+RNrmpZvkmJ3jNtS7JjaSHJMcN8kbq3O8ajjJsT5ilvNdVHz13nKkFQLsHFshSTkmCLD4sHNskkgNhUTmn5duy8UCO8cNE42nZUGA5JjkOEtiKYV61XCSY2VA2DnWA8WR7BwzB8pFIGpyKRcRdo49YxOZf166SY7ZOfa8pjx1kRyTHHvm26AurxpOcqyPsuV8FxVfvbccaYUAO8dWSFKOCQIsPqNh7Ao2JfsRaZuXbsvFAjvHJmWPQowQIDkmOTZKpUZivGo4ybE+PJbzXVR89d5ypBUCEeR4E4CNAHYNOLEZwG4A86s5t2PHjv62bdsi7LbCnHJWQYDFh+Q48gKJzD8v3ZaLBZLjyGyl7iGdu/mZmZkpIrMSgXTNz7Udm9L98KrhJMf6K9xyvouKr95bjrRCwJtk7gDwEwC+AOBwAM8CcCCASwDsBXAcgAsBXDzKQZJjq9CXKYfFh+Q4MjMj889Lt+VigeQ4Mlupm+RYlwOlk0qdF0DpfnjVcJJjbcYs5YzcNJuY70TFV+8tR1ohMHGyrMEQ6Qx/CMCj0jkfAfAaACcAOATAuQCOBnADABk72FleOI3keA2It3Aoiw/JcWTaRuafl26S48kXSZE5St2r1kh2jofAUzqp1OZ06X541XCSY23GkBzrkeLIOgKe5LjS+2AAzwXwbAAPSp3iqwBcCkDskW3VMwBmh4WK5LjbCRw1ubQB1a5gU7IfkbZ56SY5JjluQ71rYiOfOR6OWumkUhvr0v3wquEkx9qMITnWI8WR0eT4JAAvTFuqfxrArwK4DMDlybCbAJwM4Lrt27ef1+v1XjEQst6WLVv6DGNnEZAbJIzv8PB2BZuS/Yi0zVN3Tl05ZFvJtJLT2QLccscY39EB7Ao2JfsRaZun7py6csi2ktmz2J7d8hq7Lsz37BzfG8AjALwrIfu7AO6RtlHfAuAiABsA3JyeRx76Yi52jrudl1F3XtuAalewKdmPSNu8dLNzzM5xG+pdExvZOWbnuEneWJ3jVcPZOdZHzHK+i4qv3luOtELAkxwfAeBLAB4K4EYAfwXgw+nnMwCcBmALgLMBnDLKQZJjq9CXKYfFZ3RcuoJNyX5E2ual23KxMCxbc/hhQXpy+11mRV1fVlnkSRcRK307shbz0v3IUfs02Hjjkus6y+GHZd2Piq8mBzjGFgFPciyWyxbpcwB8D8CnATwHwB0Arkwv5pI3V58K4GqSY9tAt0Uaiw/JcWSuRuafl27LxQLJcWS2UvcgArkW7W1HOgfpiMCkdD+8ajg7x/rss5zvouKr95YjrRDwJsditxDgA9L26bofx6Yu8p7VnGPn2Cr0Zcph8SE5jszMyPzz0m25WCA5jsxW6iY51uVA6aRS5wU/5TQKJ+/45roJlcMPy/nOa47WXg8clw+BCHI8kTckxxPBV/zJLD4kx5FJGpl/XrotFwskx5HZSt0kx7ocyEE6dJptR5Xuh1cNH0TVGxeSY9u8prTyECA5Li8m69qiqMmlDaB3BZuS/Yi0zUs3yTFfyNWGetfExlyL9ia2lHSON3nK5XvpfnjVcJJjfYZZzndR8dV7y5FWCJAcWyFJOSYIsPiwc2ySSA2FROafl27LxQI7xw0TjadlQYDkeDispZNKbTKU7odXDSc51mYMv3OsR4oj6wiQHDMfikIganIpCoQRxnQFm5L9iLTNSzfJMTvHbah3TWwkOSY5bpI3Vud41XCSY33ELOe7qPjqveVIKwRIjq2QpBwTBFh82Dk2SaSGQiLzz0u35WKBneOGicbTsiBAckxynCWxlEK9ajjJsTIgYOdYjxRHsnPMHCgWgajJpVhAaoZ1BZuS/Yi0zUs3yTE7x22od01sJDkmOW6SN1bneNVwkmN9xCznu6j46r3lSCsE2Dm2QpJyTBBg8WHn2CSRGgqJzD8v3ZaLBXaOGyYaT8uCAMkxyXGWxFIK9arhJMfKgLBzrAeKI1cgQHLMhCgKgajJpSgQRhjTFWxK9iPSNi/dJMfsHLeh3jWxkeSY5LhJ3lid41XDSY71EbOc76Liq/eWI60QIDm2QpJyTBBg8WHn2CSRGgqJzD8v3ZaLBXaOGyYaT8uCAMkxyXGWxFIK9arhJMfKgLBzrAeKI9k5Zg6Ui0DU5FIuIsuWdQWbkv2ItM1LN8kxO8dtqHdNbCQ5JjlukjdW53jVcJJjfcQs57uo+Oq95UgrBNg5tkKSckwQYPFh59gkkRoKicw/L92WiwV2jhsmGk/LggDJMclxlsRSCvWq4STHyoCwc6wHiiPZOWYOlItA1ORSLiLsHHvGJjL/vHSTHLNz7HlNeeoiOSY59sy3QV1eNZzkWB9ly/kuKr56bznSCgF2jq2QpBwTBFh8RsPYFWxK9iPSNi/dlosFdo5Nyh6FGCFAckxybJRKjcR41XCSY314LOe7qPjqveVIKwRIjq2QpBwTBFh8SI5NEqmhkMj889JtuVggOW6YaDwtCwIkxyTHWRJLKdSrhpMcKwPCbdV6oDhyBQIkx0yIohCImlyKAmGEMV3BpmQ/Im3z0k1yzG3Vbah3TWwkOSY5bpI3Vud41XCSY33ELOe7qPjqveVIKwRIjq2QpBwTBFh82Dk2SaSGQiLzz0u35WKBneOGicbTsiBAckxynCWxlEK9ajjJsTIg7BzrgeJIdo6ZA+UiEDW5lIvIsmVdwaZkPyJt89JNcszOcRvqXRMbSY5JjpvkjdU5XjWc5FgfMcv5Liq+em850goBdo6tkKQcEwRYfNg5NkmkhkIi889Lt+VigZ3jhonG07IgQHJMcpwlsZRCvWo4ybEyIOwc64HiyPDO8UYABwP47kAsNgPYDWB+tRjt2LGjv23bttaReuadDoGoyUVnXeyormBTsh+RtnnpJjlm5zi2kuXTTnJMcpwvu8ZL9qrhJMfjY1GNsJzvouKr95YjrRDwJplnA3gBgKsBHApgK4BvA7gEwF4AxwG4EMDFoxwkObYKfZlyWHxGx6Ur2JTsR6RtXrotFwvDsjWHHxakJ7ffZVbU9WWVRZ50EbGU+3MzMzNTbfavdD9y1D5NvLxxyXWd5fDDsu5HxVeTAxxji4AnOd4E4M7UNb4dwMsAHAXgGwAOAXAugKMB3ABAusi7hrlKcmybAKVJY/EhOY7Mycj889JtuVggOY7MVuoeRCDXor3tSOcgHRGYlO6HVw1n51iffZbzXVR89d5ypBUCnuRYbD4CwM0ADgLwQQCvB/A4AFcBuBSA2CPbqmcAzJIcW4W5PXJYfEiOI7M1Mv+8dFsuFkiOI7OVukmOdTlQOqnUeQGU7odXDSc51mbMUs7Mz8xM/jhNVHz13nKkFQLe5FjsfhiAvwDwOQDPA/AWAJcBuDw5dROAkwFct3379vN6vd4rBpztbdmypW8FAOUUh4DkJOM7PCxdwaZkPyJt89SdU1cO2VYyreQUVzhp0AICjO/oROgKNiX7EWmbp+6cunLItpLZsyDZrNXlI+BNjv9Per741wC8PcEj5PcWABcB2JA6y4dLB1nuEg5CuHPnzvmtW7e2+rmZ8tMizsLZ2dn56elpxndICLqCTcl+RNrmqLs3Ozs7l+s6y+FHslfmh0mOrH5PYhjPtUHAKE9sjClLiuT+3unp6UmvoWivivYjR+1TAu6KS8brLIcfZnVf4ktyrMzIlg/zJMei63tpG/V/1HA7HcAZAE4DsAWAvLTrlFG48pnjlmfcGPO5bWU0QF3BpmQ/Im3z0s1t1ZNvr+t2FW6vd3zmeHjsSt+OrM240v3wquGDeHnjkus6y+GH5XwXFV/t9cFxdgh4kuPjAVwzYPpfAnghgCsBnADgQACnprdZD/WS5Ngu+CVKYvEhOY7My8j889JtuVgYFqscflgsxnL7HZm31L2IgEWedBHLHKQjAqfS/chR+zQ4e+OS6zrL4Ydl3Y+KryYHOMYWAU9yPM7yYwHcCGDPagNJjsfB2O6/s/iQHEdmcGT+eem2XCyQHEdmK3UPIpBr0d52pHOQjghMSvfDq4YPYu+NS67rLIcflvNdVHwjrrX1rrMkcqyKBcmxCqbWDmLxITmOTN7I/PPSbblYIDmOzFbqJjnW5UAO0qHTbDuqdD+8ajjJsT6vLOe7qPjqveVIKwRIjq2QpBwTBFh8SI5NEqmhkMj889JtuVggOW6YaDwtCwK5OlpZjHUUWjqp1EJRuh9eNZzkWJsx/JSTHimOrCNAcsx8KAqBqMmlKBBGGNMVbEr2I9I2L90kx3whVxvqXRMbSY6Ho1Y6qdTGunQ/vGo4ybE2Y0iO9UhxJMkxc6BYBKIml2IBqRnWFWxK9iPSNi/dJMckx22od01sJDkmOW6SN1bneNVwkmN9xCznu6j46r3lSCsE2Dm2QpJyTBBg8RkNY1ewKdmPSNu8dFsuFoZlaw4/LEhPbr9NCiCFTISARZ5MZEChJ5fecdXCVrofOWqfBhtvXHJdZzn8sKz7UfHV5ADH2CJAcmyLJ6VNiACLD8nxhCk00emR+eel23KxQHI8UbrxZGMEci3ajc10F5eDdLg7gaUtsnMzMzNTEfrH6fSq4YN2eMc313WWww/L+S4qvuPyjn+3R4Dk2B5TSpwAARYfkuMJ0mfiUyPzz0u35WKB5HjilKMAQwRyLdoNTQwRlYN0RDhSuh9eNZzkWJ99lvNdVHz13nKkFQIkx1ZIUo4JAiw+JMcmidRQSGT+eem2XCyQHDdMNJ6WBQGS4+Gwlk4qtclQuh9eNZzkWJsxfCGXHimOrCNAcsx8KAqBqMmlKBBGGNMVbEr2I9I2L90kx3whVxvqXRMbSY5JjpvkjdU5XjWc5FgfMcv5Liq+em850goBkmMrJCnHBAEWH3aOTRKpoZDI/PPSbblYYOe4YaLxtCwIkByTHGdJLKVQrxpOcqwMyPJz6vMzM5PfFI2Kr95bjrRCgOTYCknKMUGAxYfk2CSRGgqJzD8v3STHky+SGqYXT8uMAMkxyXHmFFtVvFcNJznWR9lyvouKr95bjrRCgOTYCknKMUGAxYfk2CSRGgqJzD8v3ZaLhWEw5/DDgvTk9rthyvE0QwQs8sTQnGJElf6srhao0v3IUfs02Hjjkus6y+GHZd2Piq8mBzjGFgGSY1s8KW1CBFh8SI4nTKGJTo/MPy/dlosFkuOJ0o0nGyOQa9FubKa7uBykw90JfsppJOTe8c11neXww3K+85qjI64t6lyJAMkxM6IoBFh8SI4jEzIy/7x0Wy4WSI4js5W6BxHItWhvO9I5SEcEJqX74VXDB7H3xiXXdZbDD8v5Liq+EdfaetdJcrzeM6Aw/1l8SI4jUzIy/7x0Wy4WSI4js5W6SY51OZCDdOg0244q3Q+vGk5yrM8ry/kuKr56bznSCgGSYyskKccEARYfkmOTRGooJDL/vHRbLhZIjhsmGk/LgkCujlYWYx2Flk4qtVCU7odXDSc51mYMv3OsR4oj6wiQHDMfikIganIpCoQRxnQFm5L9iLTNSzfJMd9W3YZ618RGkuPhqJVOKrWxLt0PrxpOcqzNGJJjPVIcSXLMHCgWgajJpVhAaoZ1BZuS/Yi0zUs3yTHJcRvqXRMbSY5JjpvkjdU5XjWc5FgfMcv5Liq+em850gqBqM7xwQBul5cP1hzZDGA3gPnVnNuxY0d/27ZtUXZb4U45He+O5ghwVwpzyX5E2ual23KxMCzPc/hhQXpy+53jmqfMtSFgkSdr09iO0aV3XLUolu5HjtqnwcYbl1zXWQ4/LOt+VHw1OcAxtgh4k8wjAZwE4B0AjgfwTQD3AHAJgL0AjgNwIYCLR7lJcmybAKVJY/EZHZGuYFOyH5G2eem2XCyQHJdWQde3PbkW7W1HNQfpiMCkdD+8ajg7x/rss5zvouKr95YjrRDwJsc/B+BHAJwF/P/2zgTakqOs479HGFlCIGCcRCBEeKwRRDhACCAoEsQjsjqgIIrDDpEDAWGGQBLWeQMIkU2WAOEoMYawSxQM4AJqRFkPqzoEBJKAEAiQIJOZ4fyxLrm5eXes1/frquq+/z5nzrzzXnVVfb/v66r+91fVzaFJHG8DDgKOBw4DzgOURb54PSMtjqNc32Y9HnwsjmtGZs34K9V25M2CxXHNaHXbswQsjtePidZFZW4kt25HqTHc4jg3YrznOJ+US04TKC2OJ21rOfVEHJ8CnA2cDqg/Wla9CuyyOF6+YK01uQyB9FjYtGxHzb6Vatvi2HuOhzDedemjxbHFcZe4iTqn1BhucZzvscj5rpZ/8611ySgCLYjjMwD9OzMZdQFwFHCuxXGUm4dTjwcfZ45rRmvN+CvVduTNgjPHNaPVbTtznBcDrWdc86z4SRZwz+rq6pVyzylZrtQYbnGc79XI+a6Wf/OtdckoAi2I4xOAi4CTgQOAC4GDlUHesWPHSSsrK/r79LGyZcuW6Rd5RbFwPW0QUEzav+v7YixsWrajZt9Ktt1nW33UHVVnVD1tjJbuxSwB+3d+TIyFTct21Oxbybb7bKuPuqPqXFld9cqjZZh2WhDH9wGOBe4JbAGOA46eB997jscdln4y58xxzQivGX+l2o58ku7Mcc1oddvOHOfFgDPHeZwWLVVqDHfmON9TkfNdLf/mW+uSUQRqimO9ufobwNWAs4Aj08/HAOdYHEe5eFj1ePCxOK4ZsTXjr1TbkTcLFsc1o9VtWxznxYDFcR6nRUuVGsMtjvM9FTnf1fJvvrUuGUWgljher/+HA+cDu/dnnDPHUa5vsx4PPhbHNSOzZvyVajvyZsHiuGa0um2L47wYsDjO47RoqVJjuMVxvqci57ta/s231iWjCLQkjrNssjjOwjTYQh58LI5rBm/N+CvVduTNgsVxzWh12xbHeTFgcZzHadFSpcZwi+N8T0XOd7X8m2+tS0YRsDiOIul6Qgh48LE4DgmkjpXUjL9SbUfeLFgcdww0n9YLAX/KaX2sFse9hNsVKi01hlsc5/szcr6r5d98a10yioDFcRRJ1xNCwIOPxXFIIHWspGb8lWo78mbB4rhjoPm0XghYHFsc9xJYmZWWGsMtjjMdok+f7Nu3smvXrr0Rb5mu5d98a10yioDFcRRJ1xNCwIOPxXFIIHWspGb8lWo78mbB4rhjoPm0XghYHFsc9xJYmZWWGsMtjjMdYnGcD8olL0fA4tgB0RSBWpNLUxDmdGYsbFq2o2bfSrVtcezvVA5hvOvSR4tji+MucRN1Tqkx3OI432OR810t/+Zb65JRBCyOo0i6nhACHnycOQ4JpI6V1Iy/Um1H3iw4c9wx0HxaLwQsji2OewmszEpLjeEWx5kOceY4H5RLOnPsGGiXQK3JpV0il/VsLGxatqNm30q1bXHszPEQxrsufbQ4tjjuEjdR55Qawy2O8z0WOd/V8m++tS4ZRcCZ4yiSrieEgAcfZ45DAqljJTXjr1TbkTcLzhx3DDSf1gsBi2OL414CK7PSUmO4xXGmQ5w5zgflks4cOwbaJVBrcmmXiDPHJX1TM/5KtW1x7MxxyWuqZFsWxxbHJeNttq1SY7jFcb6XI+e7Wv7Nt9Ylowg4cxxF0vWEEPDgMx/jWNi0bEfNvpVqO/JmwZnjkGHPlQQRsDi2OA4KpU7VlBrDLY7z3RM539Xyb761LhlFwOI4iqTrCSHgwcfiOCSQOlZSM/5KtR15s2Bx3DHQfFovBCyOLY57CazMSkuN4RbHmQ7xsup8UC55OQIWxw6IpgjUmlyagjCnM2Nh07IdNftWqm2LYy+rHsJ416WPFscWx13iJuqcUmO4xXG+xyLnu1r+zbfWJaMIWBxHkXQ9IQQ8+DhzHBJIHSupGX+l2o68WXDmuGOg+bReCFgcWxz3EliZlZYawy2OMx3izHE+KJd05tgx0C6BWpNLu0Qu69lY2LRsR82+lWrb4tiZ4yGMd136aHFscdwlbqLOKTWGWxzneyxyvqvl33xrXTKKgDPHUSRdTwgBDz7OHIcEUsdKasZfqbYjbxacOe4YaD6tFwIWxxbHvQRWZqWlxnCL40yHOHOcD8olnTl2DLRLoNbk0i4RZ45L+qZm/JVq2+LYmeOS11TJtiyOLY5LxttsW6XGcIvjfC9Hzne1/JtvrUtGEXDmOIqk6wkh4MFnPsaxsGnZjpp9K9V25M2CM8chw54rCSJgcWxxHBRKnaopNYZbHOe7J3K+q+XffGtdMoqAxXEUSdcTQsCDj8VxSCB1rKRm/JVqO/JmweK4Y6D5tF4IWBxbHPcSWJmVlhrDLY4zHeJl1fmgXPJyBCyOHRBNEag1uTQFYU5nxsKmZTtq9q1U2xbHXlY9hPGuSx8tji2Ou8RN1DmlxnCL43yPRc53tfybb61LRhFoSRwfCFwC7N2fcWtra/u2bdvWUr+jfOF6AA8+zhzXvBBqxl+ptiNvFpw5rhmtbnuWgMWxxXHNq6LUGG5xnO/lyPmuln/zrXXJKAItiMxDgNOAS4EjgBcBp84z0OI4yvVt1uPBx+K4ZmTWjL9SbUfeLFgc14xWt21xnBcD6Zrfs7q6eqW8M9os1bodpcZwi+P8+Iyc72r5N99al4wi0II43gYcBBwPHAacByiLfPF6RlocR7m+zXo8+Fgc14zMmvFXqu3ImwWL45rR6rYtjvNioHVRmWcFtG5HqTHc4jg3Yn4SM3tXVxffTlPLv/nWumQUgRbE8SnA2cDpgPqjZdWrwC6L4yg3D6ceDz4WxzWjtWb8lWrb4njxm6SaMeq29ztG6iZ40NnRPvzbuqjMtbl1O0qN4RbHuRFjcZxPyiWnCbQgjs8A9O/M1LELgKOAc3fs2HHSysrKCdMd3rRp08ru3bvtRRMwARMwARMwARMwARMwARPoncDmzZvZunVrC7qpd1uXvYEWnCzxexFwMnAAcCFw8LwXc3lZ9bhD1v6d79+xsGnZjpp9K9W2si87d+7c29eLDfuwY21tTf1dKCPYt93jHpmHYV1EnAzD0o31MsX+nkWvoY21Gl+6dTv6GPtyKJbm0td11ocdkeN+X3bn+NhlyhJoQRzfBzgWuCewBTgOOHoehlqDT1m3LG9r9q/Fcc3orxl/pdqOvFlYz1d92BFxU9K33TXj1m3/H4GIOBkjyz5ERw1OrdvRx9iXw7k0l76usz7siBz3+7I7x8cuU5ZAC+L4asBZwJGAfj4GOMfiuGwgtNJarcmlFfv314+xsGnZjpp9K9V25M2CxfEQRo7l6aNvXtf3dR+io0ZUtW5HqTF8ln1pLn1dZ33YETnf9WV3jWvJbe6fQAvieNLDw4Hzgf1uKK41+DiQyhCwf505LhNp67dSM/5KtR15s2BxXDNa3fYsAd+8WhzXvCpKjeEWx/lejpzvPL7kcx96yZbEcRZLvaRr+/btJ2UVdqHBEbB/57tsLGxatqNm30q1rZuFtbW1E/saR/uwI6LOvu0e3GA7wg5HxMkIsfz4E0h9XvOlmLVuR634K82lLzv7sCOyzr7sLnX9uJ18AoMTx/mmuaQJmIAJmIAJmIAJmIAJmIAJmIAJ5BGwOM7j5FImYAImYAImYAImYAImYAImYAIjJjB0cXwN4PvAvhH7aNlMu3oy+OJlM/z/sfengCsDY+AiO64NfMM+NoECBBRvun6mrx19FkovgNT84WPYBObNGQcCl8z7LOSwTc7qvWL8IOA7M6Wvku6ZfphVSzuFrgt8bao7Ldux7LHXTtSs35OrAntm3nE0b06wL1v3Zg/9G6o43gz8AvA24MbA13tg4yrLEtgEnAocAexK37x+BPCDst1osrU14O7AZ9I3wB868Jv6PwZulT7f1grw96ebyEtThx4G/G8rnXM/OhE4ALgloHFEN0JPTrX8AfAk4KvpgZOuJz+o6YS46knz5gw9ND8N0LWs+eRFaW6p2tnCjT8AeC7wUeCngacDnwVeCtwmza/62x8O5OHBvYF3AxIwuq5bsOOZwL2mBPvz0s/LHnuFQ31DzUno6t7jhSmG3r6fOUFJN/tyQ3jHU3io4viBwJ3Tzc6hFsejCMi7Ai8A7pKs+SDwKuAto7CuuxEazMXiDqmKD6WB/V3dq6x6pr5r/tgkSvRt81aO/wJuAmhMlJDyMXwCEknPAW4H/HuaL5RF1hcRDk4PQ14GnAfsGL65S2fBvDljNWVMjwcOS/7VODqGVTe5Tj4DeBbweeDZgK6FtwInT80l+ttW4MO5lVYq93PA84GHJHF8dCN2vFmf1k4PHSYPVbc59ipFSV6ztwZ+H7gv8FRA4njenCBxrJUXyzyO5FEdYamhiuOJKxS8FsfjCEwNUFrq8r30tP9TKevz5XGYt7AVyoAp4/W7wM2BCxeusXwFNwJeDegJu566tyKOtcT7W8B3k2DSQ5o/LY/HLfZE4AlphQn16RYAAAoySURBVJEyxzcEzgYkoHQoc/aLKbvcU/OuticC8+aME5KPT08Pu/Ymf2tF0jIdGtcU+09LGU6Nv0oqPC5BeEcSzH/WMBQtnT4rCZr/TuJYKz1asOMT6eGLtmecAjwDeIVjr+FouqxrZwJ6uCFxPG9OkL7QXLHs48ggHBrdSYvjaKKub1ECDwZeB+hzXS9ZtLIRna9tBLqp0Y3B/YAPDMw2PfhQBlxLXJW1k39bEcfXB56Ssow3AD4O6Hdadutj+ASmxbGuI61GuVkyS8vn7wY8cvhmLq0Fs3OGsqb6pxtgHRcARwHnLhkhiWMJ4wcl8aa9x7dID4SE4vVpTP7zhrn8SRqP35j2SWtZtebBFux4OfAa4JvAO9Py/S2OvYajaX1xPG9OuKZ9OQhf9tJJi+NesLrSjgT05FXiTzes2g/lA66XloVq8tWhfWSHTD39HwojCeH3Ah8BrgXcFHgt8JgGDFAGSmOhltvq0JJ17TXSE2MfwycwLY6V5dHyWt1kKzMw2YesPYw+hkdgvTlDmeOL0tJb7U/VKhs9kFMGeRkO2fyoNL7KZo29WgmjB5PHAdraMhnntO3g3xqFoqXwWkmmOUPH7dPP8vkTK9uh8UN73ifvpdA4ojlNWzSWOfYaDaUrdGs6czxvTtCSavtyKB4N7qfFcTBQV9eZwJHpKbYmmNm3a3audAQn6un/59JLVM4HtATu79ONz5DM0xtlJfR1aBmrbtL0lP0rDRhxD0AZCvVLE6JeXHNbZ44b8ExMF6bFsWrUcsjHA9q6oQc2JwLvi2nKtRQkMG/OkPg7NolCjTEaa7RPdZkO7bHfnuJa73i4U3oQ9MW0bek6wMeAwxueb3V/qheuTo4vpC1FytRqibxetlbLDs3LX0pzhuawidjS29GXPfaGcJ1Ni+N5c4JWu9mXQ/BmD30cgzjWm6v9ptEegqNwlQ8HtHRq+tDLQmZ/V7hbTTSnTIheHqGHBrqxV2Z9iHuOJzD1cjHtO25lWbXGQe090lI9ZZGV0d7ZhOfdiQgCEsfaYyyRpEPiabKU9D3pRT/+HGAE6bJ1zJsztOJD+1QlnpUVOgY4p2zXqrd2f+DF6RNm+prHo9NL6fQCKT0Y0kNA3fi/snpP8zuga3Sy4qMFO7RkfbLySV870NYcvZhr2WMv36P1Skocaw7Qvvt5c4LEsX1Zz0dVWx66OK4Kz42bQEECusnTYD1kUVwQV6em9MkTPYCYvHm0UyU+aRAEtJJBy/u1DNLHOAkoK6rVNpPtEuO0cr5VEpJ6W/f0t4FVWtty9I1jLRkd8tGCHRpHtIxdL3OcPpY99oYYV/PmBPtyiN5csM8WxwsC9OkmYAImYAImYAImYAImYAImYALDJ2BxPHwf2gITMAETMAETMAETMAETMAETMIEFCVgcLwjQp5uACZiACZiACZiACZiACZiACQyfgMXx8H1oC0zABEzABEzABEzABEzABEzABBYkYHG8IECfbgImYAImYAImYAImYAImYAImMHwCFsfD96EtMAETMAETiCdwDeAHfnt5PFjXaAImYAImYAKtErA4btUz7pcJmIAJDIfA3wC/lr7BPfmG8OeBbwFHB5hxCvAIoMScpW/Afhy4EXA34B+m+v8bwK2BF3Sw6WfTZ3W2+TvaHej5FBMwARMwARMoQKDEjUYBM9yECZiACZhARQITcfz1JCq/D0SK4zcCDy8kjn8F+ADwKuDZgGyaHK8BHg3oG7L7Nsj7usBXgWcCz9/guS5uAiZgAiZgAiZQgIDFcQHIbsIETMAERk5gIo5l5onAc6bE8QOBdwCnJsH5m8CzgMcChwDPA/4OUFb2wpRV/SPghsAa8EpgIo5fAjwI+CzwBOA/gBsDjwcemtp8EvBR4OmA2joLuB9whxkfPAZ4WhLz/wIcm9r/a+CmwCeBRwH/ms67L/BaYDPwHmBL6uv9gYuB9wJqey/w26lPN0u2PTnVMRHHqudN6XcPS32QzfcC/imJ538ceczYPBMwARMwARNojoDFcXMucYdMwARMYHAEJI5vA7wzCcobAGenZdW/A3wxiWCJYmWAJXa1ZFnZ1L8AvgCck5Zly3iJRwlaCdHrABLFOk9Z3I+lJdxvSUL5g8CRwEtT2z8DaAmzhLUErw4t9ZYInRw3TwL7I8BfAU8FzgPumIS9zlOb+idBq0NtqF93Bn4P2J36fnISxMclwSw7vgyofxLmsvXVwHNTXTuBuwO3T3X9M/C51MYJwDOAqwI/7/3Og7sO3GETMAETMIGBE7A4HrgD3X0TMAETaIDARBzfCvjPlCk+agPiWBleZWOVdVUGVhlUiVtlf1dTplni+NAkkCVolWlW1ljtKfP7t8AvA78E/Hr6u0SuxKyysdOHRLqy27cEPg1sT/uIbwscAbw9CfD3zZw3vaz64JQhlhCftHsS8LopQa2HBarjzcCBU79XtRLBO1L9WoKubLWyxe9PWfYvNeBXd8EETMAETMAEloqAxfFSudvGmoAJmEAvBCbiWOJVy51fkVqRaH0wIKGnjKleRjX5+3TmWC/zkojUPl4J0wekpcUSkHoxljKqEsfXBr4N/GXKGt8jZag/DCiDPDn0dy2blji+JvDdGatfDDwlLd0+N5V7ecpmK1OdI45V98uAt6Yl2NqfLHGs/2WbXiAmu5T91lLtR06JY/XnkiT8vwco067+/lYSyfr7YWm5di8Oc6UmYAImYAImYAJXJGBx7KgwARMwARNYlMC0OL4y8Im0DFni+K7AD9PSaQnk46feBD1ZVp0rjt8AfAjQ/+9Ogvmbqe6tKZOrjLX2B0tYS8Dqk0x6Qdj0oTLq22nAmSlLrUzw9YB7Z4hjLb9+IvCQtPxZy6yV5ZYw1v5pCXXtvT4jZcS11FtLubVEW78/H1AWWtlxMdEybD0c0N/Ub9WrZdzaW+3DBEzABEzABEygEAGL40Kg3YwJmIAJjJjAtDiWmcqcSiRKgOpTThKAevmVDi0d1tJniWaJ49OnljBflDLByhxrj67e7KwXc2kZtMSvXrSlpc/KrE5eXqUl2crY6vc6lBHWXmFlgueJY819ehu1Xgo2OfSiL+0T1l7neZljvWhLe6R1/GpaPq5PP2kpuAS+ztMLyGST6tPxlbSnWXZLHOvhwAunHiDcIp0rUawss2xT35Rl92ECJmACJmACJlCQgMVxQdhuygRMwASWmIAyuFo2PZvF3SgSCUh9P/nSmRO1NPl/NrgU+VpJkGrZt7LbOcfVgU3Ad4CrAMo4X7DOiXoTt/YZ5+4d1nwsGySm9+R0xGVMwARMwARMwARiCVgcx/J0bSZgAiZgAiZgAiZgAiZgAiZgAgMkYHE8QKe5yyZgAiZgAiZgAiZgAiZgAiZgArEELI5jebo2EzABEzABEzABEzABEzABEzCBARKwOB6g09xlEzABEzABEzABEzABEzABEzCBWAIWx7E8XZsJmIAJmIAJmIAJmIAJmIAJmMAACfwIpDV5scH4p1wAAAAASUVORK5CYII=", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" } ], "source": [ "source = get_time_n_tasks_source(benchmark_results)\n", "display(Markdown(f'## With 16 cores:'))\n", "for delay, result_for_delay in source.items():\n", " display(Markdown(f'### With a delay of {ms_to_seconds(delay)}s. :'))\n", " for scheduler_name, results in result_for_delay[16].items():\n", " alt.Chart(\n", " pd.DataFrame(results)\n", " ).mark_line(point=True).encode(\n", " alt.X(\n", " 'Number of tasks',\n", " scale=alt.Scale(type='log')\n", " ),\n", " y='Duration in ms',\n", " color='Number of engines:N',\n", " tooltip='Duration in ms' \n", " ).properties(\n", " title=f'{scheduler_name}',\n", " width=800\n", " ).interactive().display(renderer='svg')\n", " " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/markdown": [ "### With no delay and 100 engines:" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-f4c8a6e7f35eaeba657c51b1351537da" }, "datasets": { "data-f4c8a6e7f35eaeba657c51b1351537da": [ { "Duration in ms": 75.76, "Number of cores": 16, "Number of tasks": 1 }, { "Duration in ms": 78.3, "Number of cores": 16, "Number of tasks": 10 }, { "Duration in ms": 77.84, "Number of cores": 16, "Number of tasks": 100 }, { "Duration in ms": 76.72, "Number of cores": 16, "Number of tasks": 1000 }, { "Duration in ms": 98.22, "Number of cores": 16, "Number of tasks": 10000 } ] }, "encoding": { "color": { "field": "Number of cores", "type": "nominal" }, "tooltip": { "field": "Duration in ms", "type": "quantitative" }, "x": { "field": "Number of tasks", "scale": { "type": "log" }, "type": "quantitative" }, "y": { "field": "Duration in ms", "type": "quantitative" } }, "mark": { "point": true, "type": "line" }, "selection": { "selector021": { "bind": "scales", "encodings": [ "x", "y" ], "type": "interval" } }, "title": "Ran with no delay on 100 engines SchedulerType.BROADCAST_COALESCING", "width": 800 }, "image/png": 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"text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" }, { "data": { "application/vnd.vegalite.v3+json": { "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json", "config": { "mark": { "tooltip": null }, "view": { "height": 300, "width": 400 } }, "data": { "name": "data-db14e88f35cec334e11a5ca140df08f5" }, "datasets": { "data-db14e88f35cec334e11a5ca140df08f5": [ { "Duration in ms": 78.68, "Number of cores": 16, "Number of tasks": 1 }, { "Duration in ms": 84.5, "Number of cores": 16, "Number of tasks": 10 }, { "Duration in ms": 86.32, "Number of cores": 16, "Number of tasks": 100 }, { "Duration in ms": 85.67, "Number of cores": 16, "Number of tasks": 1000 }, { "Duration in ms": 105.36, "Number of cores": 16, "Number of tasks": 10000 } ] }, "encoding": { "color": { "field": "Number of cores", "type": 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", 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hTkzJL7fmUmBwVZOriN0zwF3eHY4rPP/V1hu3Y/Pv3Rbi6Zd0TQtYcswbCN2zld3LeXwCdl7/MwZXjikGuHrOgzXPembN842pzIc3aCgUu7ftzt4ooT2/joVt4NbgbhcAV1r5zCDFOFfLKB66LcMUBex7igSKh9mXOE0LWN7oWS3PbjWdufMmA1dju5XATsDyhg37hW2goOCKOFfg5glY1txaNbzWy6bmCVhy9YWpF3vx5gTHFh6d0GGt83zpznX2JVdg+Wwt/0973khi+1jfvEk1+xys7yVOXQ1Nb52naOTfeR52OwXWeqtyt2I5T4Bxe3v3oq6Ql3bNewZ2+s3HHDt4bnWr0POuXN3XNfneQtytKM/z0a3kTgtY7jDpaqjDUKBySzjHqu484WMiHAN5k5AiuxuDNM/ASvmzK7kxYAwYAwtnwATswrvAErgJMrDaS5y6FUWu3nGVhZNfiiiKN66mUUzxd65OzU5mfQK2Wwkg3RQvXLWlfx5cDeVK8KyA7d46TFHAVRy+eIiT4GmBoxWwXInqhBafweNEjKKW4qITGtOl0W035N/4Yh7m2n0VBgUsV5W5TZorrlypo2jgahbbxfZNC1i+tIkYrrpwFYQClUe3TXh6ZYV/X+0txxQb3JbJiT5XgLhiSyHMrbDMjauAKQQsc6DIoNDrntvjNnPGodDj5JUCjb9zlZQr9zzYjtm30HaTZd4oIF/kgCvR3LrIFfHZ/p0WsBSYFIRsL4Vn93yzRsDyhkD3IitujefLqyhSGb970RJvAnAlmeKEgo+iYt5W9W77fPd1IFyNIle0Zx2Ql0508flO3qigoOT/WStrCVhuG10tT64Y8qYSV+YouikeOqHdCVjWFs8dnkPc/UDRwmOegOXq7Vo1LBWwjNP1H/9P0c64PDqhw/OF5yFrmXxxKzbbwPaQf35GoU6eeLAGeJ5yvOm2I3cClufxdL3RN7eqd+KYeNYP7Xiu0T9tKLR5o6m7icL+ofDmwfO8G6d4rpJr3thjX7MN/GqZ7plljksUuL7vv+0ELM8B1grHWvrl0W1B5pjBr6yhT26d7w6eh8ydtUOuOgFLX9MHc+ZuDo41zJW7MbodHNxJwtXxbiV3VsBSQHMLffd+AQpYfh0See7+xjqhqGWfsa84RvGmZNev7LPucYYuLz6ewtXwWP5mmmq/GgPGgDFQngETsOU5t4jGQPfyn9mviOhWazi54eSQk+PuaxO6SSYnQ3y+sps4decwJ5jckjdvCzEZ5zONXHHjwZVJTvI4eeTBSREnjJ2A7d6OzO1/nPzz75wkcZKrEbAUWfTTrdhRZFHAcsswV7e6r8zoJpB8kcnsC6H4GUVPt4WUgoAcUER0ArNb3eoqjNvtKGQ4SZ0WsBTwFD1c4eMqHJ/9pdDhc6Dknkf3EhtOtsndvIOrg1zF7p4lpk33oh7m173EqbtBwHjMQ7qFuOsz1kf3si72HW90MD+uxHSrd12efD6Vz+/NHhQB3GLO1dnuYLv54iquYK4lYLmaREHZfZ8lVzjZV9027e6lPLThSni3hXy1/ufKEZ+/7N66zLYwb/7kFnVO7Ke3eVMIUlTMHlyV5q4C1uf0Md2f3cuBus+50sVVatbZrDDsVvu750PXypMrcdxq2gkL1g1XqLutntxdwPOYP3nw71ztmydgKXDWquEQAdutwnftZP90b+XtnpHmZ53QYW4UjDx43pN/in2uylHM8fziwZrljRIK827rb7dy2gnY2X6ZfrZ1lkPa8mYcz0+OPd2beruXTnW+uPuA4o01wp0o7K/ZN2uzXtgHrLuQr42a9wwsc+Wz1jxXueW8WzntXgLX5dM9x888yU03Ds+2nXXdvdm9ezFZZ8Mt8hSYPChOuV2dNw24xbv7/tvpF6Z13wPLmzy8eTc9XnJcZr90L8da63tgGYO7FWL5+/4z0P5iDBgDxkBhBkzAFibcwhkDQga4IknRw3+LODhGUGhycp0rBz5nyJUdTq4oNtc6uFWUz31xAslV5NmDz/JRVHDSu9rkkhiKc04M+dzYvBUbCjCuDK723OR0XL6chSuDjDf7BujUfUaeuJWT7Z/Nm/1EkcLtn9PPD8/LgZzTln74bFzIwWcjyRlXh7hbgC+8oXCI+V5gim9yx63XXAGebRO3hNKGL9fy1R9vEPDlX6wL1tJsu1gbFJKsjXlfB7MWB2vlSZFFv/S5Wv2Sa37WbTFfK1ZoDYf0GW8EcNVz9g3OnYClmGLerOHZ2u3ejs7PeJ7MPgMeEn/ahjxxPOP5y77ubqBJ/axlzxisp9UObgsOrfeUeaX0xTGQ9cZHTsjjvHEwZTzzZQwYA8ZA7xgwAdu7LrGEjAFjYMEMdC9IYhpcrc4x0V5wE1Xh+UwvV+x4TH+NzryvPVIFMFBSBrqVZDqdfrsuf58WsN13ySYNviBnFNvzVum7dPgVUt3byxeUooU1BowBY8AYiGXABGwsg4Y3BoyB9cYA3wLMlRpukeUzkHbcwAC/6oPPcPOZPj4bytVXfg2RHf1jgLsI2E/cGstnN6cPbv/l1ng+38kVaTuMAWPAGDAGjIGDhgETsAdNV1mixoAxYAwYA8aAMWAMGAPGgDFgDNy0GTABe9Puf2u9MWAMGAPGgDFgDBgDxoAxYAwYAwcNAyZgD5quskSNAWPAGDAGjAFjwBgwBowBY8AYuGkzYAL2pt3/1npjwBgwBowBY8AYMAaMAWPAGDAGDhoGTMAeNF1liRoDxoAxYAwYA8aAMWAMGAPGgDFw02Ygt4Dl9/Lxy7znfc/iTZt5a70xYAwYA8aAMWAMGAPGgDFgDBgDxoCIgVwC9jgAL26/YPtOAN7QfiWFKDkzNgaMAWPAGDAGjAFjwBgwBowBY8AYMAY6BnIJWArWL7ZfKH7X9v8bAew36o0BY8AYMAaMAWPAGDAGjAFjwBgwBowBDQO5BCxXXw8A4Jel/wiATwK4HYCvapI0jDFgDBgDxoAxYAwYA8aAMWAMGAPGgDGQS8DeHcC/AHg3gB8FcDcAk+dhzz777Jc0TfOSaeqPOuoo98AHPtB6wxgwBowBY8AYMAaMAWPAGDAGjIEiDGzdujWXFiqSf8YgQwDcPXttxhhq1zk77QgAJwPYA+ACAHdglk3TfF/Ms88+uz7zzDMH6lYcZMClpaXxscce24v2lsgldYxYfxq8FBNqH2DnlpaWRn2plxKnWgAnJdKYxCiRS+oYsf40eCmmrWleHNc8QvyG+vLFOlg+71F7S4xNyWNE8qfJR4oJtg9oS7Cvg6X+fXkGcOJzkerzEtwnjxHJnyYfKSbYPqAtE1+JBOz9AfxT+8jkPdpHJk8FcD6AhwH4aILC+jKA/wRwUgJfPhe/BuBPAVwE4EE+40V8nkvA/gaAYwE8B8CTAPwkgF9crYG7du1qduzYkSuXRfC6Zsw9e/Y0iU6Y6LaVyCV1jFh/GrwUE2rvs+MNn6Wlpbov9RJdcAEOfJwEuEhmUiKX1DFi/WnwUsyePXtY05Wvo0L8hvryxTpYPu9Le0uMTTlixPCnyUeKkdj72iLxdbDUvy9PHyc+fKrPS3CfI0YMf5p8pBiJva8tTdNUvEmaaH7VCViW0DMA/BGA1AL2CgCfBfDwVHW6hp+/B/BDAH4OwMcLxBOHyCUa+ebhDwL4HoDbA7jfWs+/moAV91syQMgEMTZY6hix/jR4KSbU3mcnGaxj+6kveB8nJfMskUvqGLH+NHgpxjex6Po4xG+or5J1kzNWX9pbYmzKESOGP00+UozE3tcWia+cNVvSt4+TUrmU4D5HjBj+NPlIMRJ7X1syCtirAdwFwIOnVmC56/KlAP5f+4glH6V8ZPuY5XMBPBrA3wF4fPveID6C+dttvT4VwD8CoID9FoBLAZzYCkv6Y7yfAMDFQz6PyVVT/p8HtdhHAPwYgDcBeMfUOUB99ictZi+AP2+/QeYFba405eedrw766wCeDmBT6/+FbQ4PAPBaAPdtV6Jf3n4DzUMAvBLAewD8AoBT2vcizebLtp0B4GkA+G02bMezVtOPuQRs10huG77c9z2wJmBLDanfHydkghibXeoYsf40eCkm1N5nJxmsY/upL3gfJyXzLJFL6hix/jR4KcY3sTABu3qVh3KX+zwpMTbliBHDnyYfKUZi72uLxFfueinl38dJqTxKcJ8jRgx/mnykGIm9ry2ZBOyrADwfwB+0orPbQnxrAG+b2k78FgBPBLABwB8C4JbdCwHcDMCPt4KQ9hRznwbww62ApR9uVT6qfb8QP6cdRSz//mEAFI4Urb8C4CttzS8B+FUAn5g6ByhmHwfgbADbAPwMgNNakXxuuw26y6uDbQXwpVbbva/N73mtcO1e1MvV558HcM92EZOr0+SBB9+P9IRWhM/m+2QA/9c+dkrhTY7+DAAF8/cduQVs0FhhAjaIpixG0omnJonUMWL9afBSTKi9z04yWGv6po8YHyclcy6RS+oYsf40eCnGN7EwAWsClgzkGP9Ca29eD2jykWIk9r62SHyVHFdzxvJxkjP2tO8S3OeIEcOfJh8pRmLva0smAUvRyNVXrp5SSPInn4ENEbC3APADAP4VwJkAKIYvbkXgbVoB+3UA9wJwCIBvtILwja1ApEi8BMAvtxiuYvJ3CmOu8I6mavSwVvQSczqAzQCWAby3tf18+/ImCufpgyuir2nFM1eCH9HaUU9yxZSC9/UAuBrLVWOuEDNnxtnRiuVua/Vq+TIe8+BzwxTZ3zUBW2rk8sSRTvZypl0il9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqA9b8Z1Xce3USvH0HP1+e+jpTgPkcMX02txZsmHylGYu9rS0YBS2HGFU+KVh4UsLcEcE77AqYPAXgXgMfMrMBSVHKF89+nnqOlmD2mfREutxBzVyu3D/MdEt9pBS6FHrfo0j/jdsdb2628/EpTbvOdPriCSwH85nZlli9V/Hbrjy9tWk3AUrxSxN4WwNcAHN9+bSp/ckWWq6tvb0X2Z1oBTxFNTih2uULMLcrz8uVKMNvGdyd1op9czX1pla3A5h7F5viXTvZyplgil9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwmmxLU7R4wY/jT5SDESe19bMgpYbn3tVhk7AcuvouGKJJ8D/Yd2FZOfTW8hDhGwFMV8QS63GvM52me3YpNbhilgufrJZ2q52srnVLmF+HemnqedLmNu0+WzsdyGzK8/pbDk87ZvWEPA/lT77C2/XYbP6b4TwOtagUyBzVXZl7WrwNySvL39N/025oe2W5xn8+W2a25xZrtoz5VjCm229fsOE7CSESmRrXSylyjsXDclckkdI9afBi/FhNr77CSDdc46Kenbx8l6yyV1e2P9afBSjG9iYQLWBKwJWBOwmrE+dGzR+JZgSly7c8SI4U+TjxQjsfe1JbOApb762/YFSVxNpGilYORLlvi86mXtM6IUsBRufM5znoD9ZLsdmO8UokDcD4BfU3o4gP8AQDHIv3PLMcUsBS79c8vwbo+AvU8rEruV4o+1wptbdrkCyxfx/uhM3XPrMoUrX0DFgzlwZZXPv/KZXor37vjd9nngeW9jnpcvxSufveVzuDy42kwxfp4JWMnok9FWOtnLmApK5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsCZgNWN96Nii8S3BlLh254gRw58mHylGYu9ry5Ne8+FbvPBn7nploq/RCS0PPudKgXkgFDDHjtuHKTr5bOn0wTcd3xEAvy92+nnXtUIRw2+O4QoxhXDocTSAje1Ll5opEN9MTH8UtGynL/a8fG8F4FAA/7sW2FZgQ7sqoZ10spcw9Pe5KpFL6hix/jR4KSbU3mcnGaxz1klJ3z5O1lsuqdsb60+Dl2J8EwsTsCZgTcCagNWM9SvSxVcAACAASURBVKFji8a3BFPi2p0jRgx/mnykGIn9am056XnnH10Nam59feDvP/m+KCxgJWVktmswYAJ2AeUhnezlTLFELqljxPrT4KWYUHufnWSwzlknJX37OFlvuaRub6w/DV6KCZ0khfgN9VWybnLG6kt7S4xNOWLE8KfJR4qR2PvaIvGVs2ZL+vZxUiqXEtzniBHDnyYfKUZiv1pbTt5xLr+2hs+HwgRsqTMifRwTsOk59XoMmZR5nSQyKJFL6hix/jR4KSbU3mcnGawTlcTC3fg4KZlgiVxSx4j1p8FLMaGTpBC/ob5K1k3OWH1pb4mxKUeMGP40+UgxEntfWyS+ctZsSd8+TkrlUoL7HDFi+NPkI8VI7NmWp7/p4tsMmvF2VNV21PUJgNvugB9pVl6eZAK21AmRIY4J2Ayk+lyGTMp8PlJ9XiKX1DFi/WnwUkyovc9OMlinqolF+/FxUjK/ErmkjhHrT4OXYkInSSF+Q32VrJucsfrS3hJjU44YMfxp8pFiJPa+tkh85azZkr59nJTKpQT3OWLE8KfJR4pZzf6U559/3HhQb0fTbHdwkzffOuCE6Ycz5/W9rcCWOiPSxzEBm55Tr8eQSZnXSSKDErmkjhHrT4OXYkLtfXbSwT1RWSzUjY+TksmVyCV1jFh/GrwUEzpJCvEb6qtk3eSM1Zf2lhibcsSI4U+TjxQjsfe1ReIrZ82W9O3jpFQuJbjPESOGP00+Eswpz3/v4YPBdSc85sfv+M/n/d3/vK5Gs925iVjld5KudvBlQnscmqW6cUvOYU+D+miH6tUEmIAtdUakj2MCNj2nXo8hkzKvk0QGJXJJHSPWnwYvxYTa++wkg3uikli4Gx8nJRMskUvqGLH+NHgpJnSSFOI31FfJuskZqy/tLTE25YgRw58mHylGYu9ri8RXzpot6dvHSalcSnCfI0YMf5p85mFOetE77lTVwxtWU12zvWkm31O6ZZX+4xt3L6VIbVDtQdMsuQp7dvz8Ce970fs/veWinb+8bxbHFdtmgB973a+e+CZ7iVOpsyJtHBOwafkM8hYyKQtylMCoRC6pY8T60+ClmFB7n53mgpCgLBbqwsdJyeRK5JI6Rqw/DV6KCZ0khfgN9VWybnLG6kt7S4xNOWLE8KfJR4qR2PvaIvGVs2ZL+vZxUiqXEtzniBHDnySfp7z+3zZ8+bJLT9hQVdsffM+j3/bxz33t/dz2C+DYNfroW1xNPfEHbnm/i/d863dcgz3jplqqhm7PB15x2ldmcb62JP4e2OvDn7Ljnfeqgfs1cPfjHx2aT1XAp96367GfLVV/N4U4JmAX0Mshk7JSaZXIJXWMWH8avBQTau+zk1wQStVM7jg+TnLHn/ZfIpfUMWL9afBSjG9i0fVBiN9QXyXrJmesvrS3xNiUI0YMf5p8pBiJva8tEl85a7akbx8npXIpwX2OGDH8zcvnlBeec5tmsppab68rbEeDE9DgeOfA70OdezQN9nCrL9AsOVftqcf8iT1Vc+3Se8/+lWuWlpbqkFVTX1tyCNiTd5z7dAe8pmlQwYHfsQo0GDuHugGe/YFdZ/yRpwaHAA4BsDxlR612cwBXlarfgyGOCdgF9FLIpKxUWiVySR0j1p8GL8WE2vvsclygStWWNo6PE61fDa5ELqljxPrT4KUY38TCBOzq1RrKnabeJZgSY1OOGDH8afKRYiT2vrZIfEn6vs+2Pk5K5V6C+xwxtPw98vnnHj8cVNsfeu9jLvjwxV+5oMFky+82oBVx30d8cy0adwkqt/SQex798x/796891VXNHrd/sPT+V5922eritnF9FbAn7zj3oQA+4qmxh31g1xkfnWNDsXsCgCcBGAN4VmtDn2cB+DyAmwE4E8Alpeq4z3FMwC6gd6STvZwplsgldYxYfxq8FBNq77PLcYHKWU8pfPs4SREj1EeJXFLHiPWnwUsxoZOkEL+hvkL7vO92fWlvibEpR4wY/jT5SDESe19bJL76Xveh+fk4CfUTa1eC+xwx1uLv1DPPP2IZ4+2OX0nT1CegcdvhJiL1dmvw9RXn8MW6xpJzbg9QLzm4pf2bqj0f2Xnat6VtkNj7aiHlCuxJZ779HpUbfhrARk/t7Gsq3PfCV57xXzN2hwF4GYD7ALh4SsBeAeBEAJcDOB5A1YrZ2BI96PEmYBfQhSGTslJplcgldYxYfxq8FBNq77OTDNalaiZ3HB8nueNP+y+RS+oYsf40eCnGN7Ho+iDEb6ivknWTM1Zf2ltibMoRI4Y/TT5SjMTe1xaJr5w1W9K3j5NSuZTgPkcM8vfMP714KzbU2+sbvpLm7kCzDXCHrsIfVwx3O+BLD7zH0T/zif/42tMrN9gzcvXS8sbdSxft3MmXLM09pG2Q2PtqIaWAPfnMc58N4FXXbxtetcEYNxWee+FZZ7xuFZPfAPADrYDlS6uuBfAeAA8B8HYAzwdwTak67nMcE7AL6J2QSVmptErkkjpGrD8NXooJtffZSQbrUjWTO46Pk9zxTcDuaUKeL4rhyTexMAG7epWHcpf7PCkxNuWIEcOfJh8pRmLva4vEV+56KeXfx0mpPEpwHxPjEc/44MbB4d/bjvFk2+p2xzf9ojoOaCieVjnclUB9CeC+xOdTq6baM0a9NBg0e973ysddoclHipHY+2ohpYB91I7zzmnQPDaovhzO+cBZZzw+QMCyLy5ttw2/G8CfAHhrK2SDQq1nIxOwC+hdm6DHkR7LnwYvxYTa++wkg3Ucq/1B+zgpmWmJXFLHiPWnwUsxvomFCVgTsGQgx/gXWnvzekCTjxQjsfe1ReKr5LiaM5aPk5yxp32X4D4kxsNe+LZjhvUh213TbEfl+BKl41dWU3Gr1blolgC3G8BS075Mqao37Nm0v1664LWn7V0NF5LPLFaKkdj7aiGxgP2LBs0vhdRXA/zFhbvO+OUAAcs++iaAIwB8D8AvAngwgCeGxFnvNiZgF9DD0slezhRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsFu98zPfeXQTvX7wDbV8TnChRwnup2M86sxz+BU02+uq2u5qd3e4iUjlP77Vdt6xDIfdrnGX1KBgbZa47XfnY+/xiRPvebyKP02bpRiJfcD5US0tLY2lO47mkfnIM8/9defcHwDNany3MMft1M/4wK7T/yxAwHIM+D8ATwHwYQCvB/ApAG9eaHH3JLh3gCyR565du5odO3b0IpcS7ZVO9nLmVCKX1DFi/WnwUkyovc9OMljnrJOSvn2crLdcUrc31p8GL8X4JhYmYE3AmoA1AasZ60PHFo1vCSbHtfuRO95xpGs2bHdVPRGrTYPjb37oIQ/5zrX710rtq00zeWvtF/lVNHyB0gj1EjaN93xo5y9wVe9GRwx/mjZLMRJ7X1tSrsCe/Lxz743BRFx6BCxGFZofXuM7YfkM7FYAfKaWB599/f32DcT/DODXAXxbUovr1bYXotEE7OLKSzrx1GSaOkasPw1eigm199lJBmtN3/QR4+OkZM4lckkdI9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwkm5tr9iOedu7UaNttdU20HGr55tltNPXxuDg0arqZOtv265lJXY6mevPF3tHThrscvSfKO4U/TZilGYu9rS0oBS475HbAA/tDD9zMCvgt21gW12pEmXG9MiwlYyZmdyFY62UsUdq6bErmkjhHrT4OXYkLtfXaSwTpnnZT07eNkveWSur2x/jR4KcY3sTABawLWBKwJWM1YHzq2aHxLML5r96nPOn/zdVvG20djnFDBrXxnatNsg3N3XSPOVUCzG43bzdVUwC0969HHn/OH7/3Srd5z1s9dKclvNdsY/nxtnhdTipHY+9qSWsC2IvahgHsfmmZ4/RuJG4zhuHW4OWWV74BN0XU3OR8mYBfQ5dLJXs4US+SSOkasPw1eigm199lJBuucdVLSt4+T9ZZL6vbG+tPgpRjfxMIErAlYE7AmYDVjfejYovEtwXTX7t/884tvj3G93cFtb5r6eDi3zcEd16C59ar+nLusaepLqsbtnrxEybmlauz2fOU7Vy1d/IanHuhwOeYHMfxp8pFiJPa+tuQQsOybyXfCVsOfdo3jd7qicc2/1fXoYx88+xf+U1JDZrs2AyZgF1Ah0slezhRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsCZgNWN96Nii8b0qpmncI1903uQraZxr7u7c5OtotlXO3XNcN6vAmn1cSUWF3WiaS9C4papye65z+5c+8sonfC0kvxzzgxj+NPlIMRJ7X1tyCdiQvjObeAZyC1ju1+cX7q52Bk9aYM/Axnek1oN04qmJkzpGrD8NXooJtffZSQZrTd/0EePjpGTOJXJJHSPWnwYvxfgmFiZgTcCagDUBqxnrQ8cWje+ffcFf3nJcb9o+rvh8qtvWfh0Nn0+94xr+vg6sPJ/qgC+iaZbGGC0NNh+x5/07H7WsyaPD5JgfxPCnyUeKkdj72mICNqb6Fo/NJWD5sPEbAVwN4CgA7wLwF6s11wTs4gpBOvHUZJo6Rqw/DV6KCbX32UkGa03f9BHj46RkziVySR0j1p8GL8X4JhYmYE3AmoA1AasZ60PHlrV8n/y8d9zVDYeTt/xOROrKs6nHtd/HuRp0dwO+7bfZDYdLB65aevHp9/zb+/zg8bnm2fY9yZ4C8dWCCVjNGdYfTK4Ti1+yexKA0wDcH8BbAPDkn3uYgF1cQUgnnppMU8eI9afBSzGh9j47E7CaikuH8fVPikipY8T60+ClGN/EwgSsCVgTsCZgNeNr6Njy0Oe+9dBDNm7ajrrejhrbnMNxzcrbfledqzbAdx2w26HZ3Uy2/1Zfwqhe2lxVey44+7TvTudb4tqdI0Yof/P6RpOPFCOx97XFBKzmDOsPJpeAPQbA5wD8LYAfA/A6AL9nAnaFAelkL2e5lMgldYxYfxq8FBNq77OTDNY566Skbx8n6y2X1O2N9afBSzG+iYUJWBOwJmBNwGrG+tmx5Wde9M47HBg32wdwx9fOHTe19fc2a/j/38nX0jTtV9OgWRoOseevf+f0JcCt+Uhc57PEtTtHjNCx2QSspjoNk5KBXAL2oQDeBuANAO4HgN+yfDITP+uss3Y651480wh36qmnBg0KKRu/QF/kvS/tLZFL6hix/jR4KSbUPsQuxGaB5Zw8dJ/aWyKX1DFi/WnwUkyofYhdiE3yIl2gwz61t0QuqWPE+tPgpZhQ+xC7EJsFlnN86Lpp8PWr9uHrV+3FFd/Z6674zj5847v7wJ+jcT03wHDgcOsjNuE2N9+MW9988rO51eEbccubbcRhm4bxSa14KMF96hix/jR4KSbUPsTObd3qv1mUqiDMTzoG2Lk5Dm4Z3g3gbAB8kdP3APBu1zfmBbMtxDm6IMyndOUkzOuNrVLHiPWnwUsxofY+uxx3WDV9WBLj42S95ZK6vbH+NHgpJvQuf4jfUF8l6yZnrL60t8TYlCNGDH+afKQYib2vLRJfOWs2le9HvOD8owbNePvkO1Ox8nU0NZptDrjzqjGa5huNc7uryZy02V03fJGSW9qypdpzwc7TuLiS5SjBfY4YvppaiyxNPlKMxN7XFttCnKX0iznNJWCfC+BYAL8B4E4APgXgdgBGJmBtC3FsdYdMateKocFLMaH2PjvJYB3La1/wPk5K5lkil9QxYv1p8FKMb2LR9XGI31BfJesmZ6y+tLfE2JQjRgx/mnykGIm9ry0SXzlrVur74c9/23EbBocc39TNtsbhOEfB2mAbHG6+hq8v8k2/P3XP25zyN//59V9BXV1aNeOl973qsV+Vxk9hX4L7HDF8NWUCNkV1mI8UDOQSsFxtfT8APgvL42XtW4nn5mwrsCm6UucjZIKo83wDKnWMWH8avBQTau+zy3GBiu3P3HgfJ7njT/svkUvqGLH+NHgpJnSSFOI31FfJuskZqy/tLTE25YgRw58mHylGYu9ri8RXzpqd5/uU57/38AZ7t9cDd5zjm35rCtRmGzD5DtX5c1PH3XyO35u6u1n57tTdg2H9pX37b7nno69+2LWM4+OkVDtLcJ8jRgx/mnykGIm9ry22AlvqbMgTJ5eA7bK9LYBvAjiwVvomYPN0bojXkAliiJ+1bFLHiPWnwUsxofY+O8lgHdtPfcH7OCmZZ4lcUseI9afBSzG+iUXXxyF+Q32VrJucsfrS3hJjU44YMfxp8pFiJPa+tkh85arZk57zjju5jcNtbsyvomm2OeeOa1a+Q7Vb4JgX+stN0+xG5XZXkxcpVbvHg8GeD77iMf/ry9PHiQ+f6vMS3OeIEcOfJh8pRmLva4sJ2FTVvhg/uQVsUKtMwAbRlMUoZIIYGzh1jFh/GrwUE2rvs5MM1rH91Be8j5OSeZbIJXWMWH8avBTjm1iYgF29ykO5y32elBibcsSI4U+TjxQjsfe1ReIrpl6e8pTXb/jqkUfcfWUFFdscquMarqqufC3N5nm+G+DAylfSYHcDt9tVbndd83tUDyxduOvxV2nz8XGi9SvFleA+R4wY/jT5SDESe19bTMBKq7pf9iZgF9Af0slezhRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgykGP8C629uaKradzS0lIteWuptA0Se19bJL5CxtVTXnjObZoD2IZBdVw9eYlS0z2bepc18NyFtxvO7W6a8WTbr6vrL97n0Ev37Ny5c/4rgkOSWcXGx0mEaxE0Nfep6tHXiBj+NG2WYiT2vraYgPVVQ78/NwG7gP6RTvZyplgil9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqA9X+1h+880l4/+BKlwWBj+2wqt/7iOLjJi5Ruscb4+yUK1ZWtv9g9QLV7cOC6S9/z6l+c++0TucZxHye54s761XIvyS9HjBj+NPlIMRJ7X1tMwEqqrX+2JmAX0CfSyV7OFEvkkjpGrD8NXooJtffZSQbrnHVS0rePk/WWS+r2xvrT4KUY38TCBKwJWBOwcQL2kTvOe06F+iHb7nDzh3/h8u8+5wNnnfGa6ap6xM6332ywfMg2uHqbqxxfnDRZTV3Z+uuqVSrwmsZhd0WRypcpTV6oNNg9Wt7ypQ/94UnXlRybV4sVOrbkzrXEtTtHjBj+NPlIMRJ7X1tMwOY+C/L6NwGbl9+53qWTvZwplsgldYxYfxq8FBNq77OTDNY566Skbx8n6y2X1O2N9afBSzG+iUWIgD3pBeferRrjAY970F3e/Pa/v2zbB88644sla2NRsUK5y51fibEpR4wY/jT5SDES+9XaQvHq0Lz6xjXg3tOg+dpk2y/4EiXwJZurHO5yfmfqZOsvcAmfUa3rA7s/9KpfuDx3XcX6j+nf2NjTeEk/auPmiBHDnyYfKUZi72uLCVht5fUDZwJ2Af0gnezlTLFELqljxPrT4KWYUHufnWSwzlknJX37OFlvuaRub6w/DV6K8U0sfAL25BecdxKa5sLpWnAVTnr/K8/4UMn6CIvVuJ074S7CRdVR+GZ1zZWHucOG11T7jtjsNmFvdc2V+6vDthzilt2BarRpgzvk6lF1nRtVmw4ZuuswrjaOhu4AxtUhGwbuAOrqpafe67Kd537hBwYYV/WwctX+uhqjroaDyo1cXQ3HlePvY9dUg8q5erTyc/p3h6ZqKucq/myc4+81Bit246YaOOdq11QTu9q5Gq0vNFXVrPzuUFW/9OC7nPvWv/nS4+nCOfroPkdVObiGP+qGkEkMxmzGxKJqKrjJzzY+aEJb+mD8NsbD733Mzg9/5isvhwP/WDWuWsHRf42VHFv/mLikD9Bo8vlKHqj4dzTO/fDdbvnL/3rplW+d4CZBJz9XfNSoGAf0P4m/4o8/+Tscqm23O+Jhuy//7sdvyKdtx7Qd/+TIHfNz1e1vteXel3977+fQNFzZ5L9JjKmfK3Fp7+Buftghd77q2v1fRnPjPNisFdyEPbdpQ3Xzffvrqye/T/trsKFtx+ol2mAMt7KS2lCo8itpmno3sHzJ+171pKvDart/VqFjS+7MS1y7c8SI4U+TjxQjsfe1xQRs7rMgr38TsHn5netdOtnLmWKJXFLHiPWnwUsxofY+O8lgnbNOSvr2cbLecknd3lh/GrwEc+JTXr/hrc960HXP+/PP3XawEZtxYLTFDd3m0aja4gbY7Op6i6sGm5u63vKY+9/xje/65//d4apqM+pmC5pmC1zFt5o+BGjuOFML32yAL1KQTISMWxEs10/4+X/+bSIC+NkNYoVComla0bNi8P0ig+KDeqcVDxQbK/7av3V+O1F0Y/8ly9ZiGQNzGGgud676fa6suqba/b5dp/GZ1XV3+ERLqQaXuHbniBHDnyYfKUZi72uLCdhSZ0OeOCZg8/C6plfJZC93eiVySR0j1p8GL8WE2vvsJIN17lop5d/HSak8GKdELqljqPzt3Fk99JpjNw82bNry8jPu8Y2XnvvZ413jNh9w1ZaqwWa4eotrBu1P/t5sqZtqs3MUldh8/21H/eYnd3/r7RSYtWu2OFBkNltWvkKDP6vNDfj3yVdqHFKyD3sRq0HD9TUH1A3QAODbV9ufrub7difri03TAJPfV/4GVzdouNhYT9bnGjS3OOyQO3776v2XoVr5vfU15a/928Qfw7m64UAysV+J1cDVrvXbADWXF5spf4zXxeXPSU5t/EluE39Vfa9jjzzt4j1XvnPaftLGBpN4k59ATWeT+PRzQxvbPGhXc2F1Jc8JR652vKXQVM3D733b3/7IxV95SVNxUXgl94kP/t76rvjTrfDU1OOVn1P2E1xF/l39+J+4y5vfcdFlT3TVJNrkbwxcDVzN/1STtq/Er/mTH6Ku+Tlr6dcedrcP/vGFux9aDV1doaoJqpqqHld1M0BVjye/u7rZUNVuXDduMGyec8pxnz77vV+41xBVPRrTblSPqrrh72NUdTUaN8ONg/rAaNxUww3NS069x9LLz//cHccY1NWBcTNqBvVww6g50AzrTRjWy/tGzeYjNtSvOH37t1/wli8csa/+br3xsL3N1Tik3nzl1U116FHPdHC7pmu/gXvuhbtO/71enA8Zk/CJloyhb+S6xLU7R4wY/jT5SDESe19bTMCWOhvyxDEBm4dXE7BTDKgm1GswGOtPg5diQu19dpLBegGlnCWkj5MsQVdxWiKXtWI8cOdbNh2676jNbrC8BfsPbKk2uM3NqNpSD91mjLlSic2o3crPiXjE5of90O1e8dHPfPU1FJmdkGymhOQNwtJNCcz539WYievRpg2D4b4D4ysaYC+A5cphuWmwFw7LqLEXFZabutn7kycc/aR/+Pw3zl6xa5YB7G3glh3q0wH30Bvn5/6qcnjtrICosSIk6g1VHSIgNlBkNIN6MBw3PgFxzd4DzZZmYz0rIL5x3cb62IccWW//7/9uUn9ViG9SlqnPvs9tibEpR4wY/jT5SDES+7Xa8qgXvPO5DdxDjr/dEQ/778u/d5MQr+1NR37N0WovoSp1emT5CqjZ5CW1Etrwm8r5QT5MwIZWRT/teiNg/+mqO39iXFeP++Dvnvb1flKVLqsSk+LQbEvkkjpGrD8NXooJtffZ5bhAhdbGoux8nJTMa14u3AJ769seutlde8gW3xZYisimwebv2wLbNFucw+a6abZsPebwn1762jWfgVtZraTo5GrlyuolBoXay5W8iZg88rBDbnXVNfsvQScogYlw5Ged4HST390yXDMRnKf/xJ1fd+7fLz1hUFXLzUSAVsvN+MDeZjhYRr1heVQt773ZeOMyNmPvBTtP2x86SVqtFh72wrcds6HecA6AB7b8XFSPq8feRK4fNkGPOClCa29eCM14LMVI7H1tkfiKoLRXUB8npZItwX2OGDH8afKRYiT2vraYgC11NuSJ0xsB+4/fuTNbeF5dVbsc6lHVDEfN6LqxazaMqo3j0b5mNKqajaOqOTAa1IeNNh64boQjMN6O/x6lvsOdh+obvPZ9gp66/anbG+tPg5diQu19dpLBOnW/Lcqfj5O5eU1tgR3UFIyjLZItsFy9dHy2cmYL7DFHbr7v165aXlrgFlh+NcWNBKSb+h3OLaNp9jYOy9VEOLrlk0687QsvvPgrz1kRkpPPucK5F0213LjRXtTVcl1hbzPesLxpcM3e4b7Nyxe89jQK1Mmh4V+K8U0sQnN55I53HLnrF+9z5T3uftzCV1xKnS+h3OXOp8TYlCNGDH+afKQYib2vLRJfueullH8fJ6XyKMF9jhgx/GnykWIk9r62mIAtdTbkidM3Aatu5cqzMM3YOTcCcP2/Bs3IwY3gMELT/d2NHJpRQ7uVN/GNQBtgYkvMxLbi35qRa1Z+0j/tXMXPb7CvJzH4t2qEqo1H+xrjFZ/NxFdn88SfOvact/zNZT+Hhn8fjdEMRhTtrhmMxuA7IzF2zcrvk79vGI4wum68H8ORq8cj1xwyGhw6GtX7mvGg3jfaeODw0ZHXXjV6w+ufMpq8LFFwSCeeAtfXm6aOEetPg5diQu19do876wNHvvDRd/v2CcffrRfnqrT/1+sW2OtFZbv1lVtg0bjlxjV7p7fAVhMB6dqVyxu2wDYY7x001bIbVMvPeORxH/39C79wYjPC3mbDhuXRddfuPeKwTcv4PPZecMFpHENEh6+mfM40eCnGN7EIFbCt4O7FiqSP11Sfh3KXKt5qfiQTSW0uOWLE8KfJR4qR2PvaIvGl7aO+4XyclMq3BPc5YsTwp8lHipHY+9piArbU2ZAnTi8mxbt27Wq4AuvgroRrLmuAIRoMgWYIuCEcBvy9QTN03e/X21xvd5O5Ax9QCjeIeAp6CuWJQKcAb0ZN40aOgh4Y3e6WW7Z/NWGTUgAAIABJREFU5crli1eENkbNxL6eCPWVGwErAr7uhPnkJkArxmk/Efz1eHKTgEId1cgxnsOYwp6/P+ZH7/Dqd3/qy09HveKXQr6m2B80I9QYd8KeP92gGjX1aDzuxPtwwHxGGNOOon44etFjT9j9kvP+/S7Xi/l6NBocvnlUL397TDG/dO1Vo4vXEPPSyXY7SW62bvV/sbxk4r2W35Oed/7Rg2F9TtPgQbRzDZJtsU+9BbZbuVzoFtiVl+QsX7/t9frtr83KVtfrt8Cu/F451z5zubIFliuVTT3eO7sFdsdpP/ips951ydbZLbAB52CwiaYe13Ie60+Dl2J8EwvJeRTqK7hDem7Yl/ZKJpJaSnPEiOFPk48UI7H3tUXiS9tHfcP5OCmVbwnuc8SI4U+TjxQjsfe1xQRsqbMhT5xeCVg498gPnHX6B8VNbRp34lPfMDz20COH1224elhtucVgjL3D8bXDYeP2D5tqMNw0dIN6fzVs3GjYgD/HQzfYMGhG48nvA/5eDQfNuB42E5FcD+EGg4Y/x25YuZW/O4dBU7uJuG5c+zsw5AsF+TtAXDUAXzDo3ER007ZyboCmmfi499ZbPP4zS1e9a8XmBmE+8T1XuGPoKNjpa+KH/+9+ryZ+V36//p+YwvUJ4Js8p1bkJ6vwbnTEluGtv7t84P8mAr1dVW/cioDvRHuLa1fQ3ejudzzi4Z//8nf/esV+xW5lZX+yWj+uu98nq+pu9NM/ePTzP/a5r7+cYr7mSv7kpkAr7ttV/KbB+PE/eZc3vv2i/3nC5EZBVY3QjMeTlXzXPBnAo6b7xcF9uHHN+W7yVtgbvwV2tS2wPXgL7L5OPN7ws9nrJquV3Na68hzl5P819nLFstsCu7KiSRvZFtiUtSwVZprYqWPE+tPgpRjfxMIE7OqVFMqdphYlGMlEUuJ32jZHjBj+NPlIMRJ7X1skvrR91Decj5NS+ZbgPkeMGP40+UgxEntfW0zAljob8sTpjYC96Nu32/bhVz3hkjzN7JdX6WRPkv3OnTurz+Puw324aji68tBhdagb1G7DsHbXDTe54bC+7sDQDTcNKORrVw3PfPT2/9z1rv+67waKeVDMu2EzHg8bVw1dhcFEzKMeVhPRzpd4DgYNf9KOApziveKLZlqxTruJ+K8GE5Ffu+GD7nHr5170X1f80YoA78T9inCvOrtm5abARIRPVtxX/Dn+c24wvSp/1M02b/vm1fsus1V5SWXcYOuAA93LeLoVy6Zp9t6wKsltr/VePl/JN8NO/o76+pVMvgUWVbNcjbGXW2Dr8WgvBtVyX7bA6liZj8p5rkpEmqRNsTlr8FKMb2Ih4SbUl4TDPtv2pb2SiaSWzxwxYvjT5CPFSOx9bZH40vZR33A+TkrlW4L7HDFi+NPkI8VI7H1tMQFb6mzIE6c3AnbHjh29yCUPzTf2Kp3s5cypRC6pY4T6O/XU8wfXHH3YcLzxW8N6sGk42IzBlmuGw9/+pbtf8eK3/8edGkcxv3HQ7B9NBPvQrQh4DLi5uRpi8ns1pLD/tYcd96E3fvjSR6+sqq8IeDQYrKy6N8MKGDauGbqmGlB4n3zf27/q/Z/+8otpT7uqE/iTre8rK/Fccb/f3W71q//6xW++vWm61fxWyDt3HzTNMTfu++bLaNzHu5XLqmpW3vjK7bHtFli+/ZXPVk5e1tOsvKxn3ltgc9ZUrO/Q/o2NE4IvkUvqGLH+NHgpxjexMAG7enWGchdS3zE2komkNk6OGDH8afKRYiT2vrZIfGn7qG84Hyel8i3BfY4YMfxp8pFiJPa+tpiALXU25InTC9HIZ2BNwObpYJ9X6cTT52/e56ljxPrT4KWYUPvV7E5+wXknoWkuvBGf2i32mk5bICaUuxIplsgldYxYfxq8FOObWJiANQFLBiST1dDxILT25vnT5CPFSOx9bZH4CuWv73Y+TkrlX4L7HDFi+NPkI8VI7H1tMQFb6mzIE8cEbB5e1/QqnezlTLFELqljxPrT4KWYUPu17E55/tuOw/CQB5z+Y3d+89su+qJtsc95IqziO7QfY1JLHSPWnwYvxfgmFiZgTcCagPW/NNB3Hkkm+zFjWJ+wPk5K5VqC+xwxYvjT5CPFSOx9bTEBW+psyBPHBGweXk3ATjEgndz6uiTWnwYvxYTa++wkg7WPt4Plcx8nJdtRIpfUMWL9afBSjG9iYQLWBKwJWBOwmrE+dGzR+JZgSly7c8SI4U+TjxQjsfe1xQSspKL7Z2sCdgF9Ip3s5UyxRC6pY8T60+ClmFB7n51ksM5ZJyV9+zhZb7mkbm+sPw1eivFNLEzAmoA1AWsCVjPWh44tGt8STIlrd44YMfxp8pFiJPa+tpiAlVR0/2xNwC6gT6STvZwplsgldYxYfxq8FBNq77OTDNY566Skbx8n6y2X1O2N9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p+tCdgF9Il0spczxRK5pI4R60+Dl2JC7X12ksE6Z52U9O3jZL3lkrq9sf40eCnGN7EwAWsC1gSsCVjNWB86tmh8SzAlrt05YsTwp8lHipHY+9piAlZS0f2zNQG7gD6RTvZyplgil9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwmmxLU7R4wY/jT5SDESe19bTMBKKrp/tiZgF9An0slezhRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsCZgNWN96Nii8S3BlLh254gRw58mHylGYu9riwlYSUX3z9YE7AL6RDrZy5liiVxSx4j1p8FLMaH2PjvJYJ2zTkr69nGy3nJJ3d5Yfxq8FOObWJiANQFrAtYErGasDx1bNL4lmBLX7hwxYvjT5CPFSOx9bTEBK6no/tnmErDPA/CAtrkVgEcBuDeAz86jYNeuXc2OHTty5dI71qWTvZwNKJFL6hix/jR4KSbU3mcnGaxz1klJ3z5O1lsuqdsb60+Dl2J8EwsTsCZgTcCagNWM9aFji8a3BFPi2p0jRgx/mnykGIm9ry0mYCUV3T/bEqLxbABfB/Da1ZpvAnZxhSGdeGoyTR0j1p8GL8WE2vvsJIO1pm/6iPFxUjLnErmkjhHrT4OXYnwTCxOwJmBNwJqA1Yz1oWOLxrcEU+LanSNGDH+afKQYib2vLSZgJRXdP9vcAvaeAN4D4HgA+03ArjAgnezlLJsSuaSOEetPg5diQu19dpLBOmedlPTt42S95ZK6vbH+NHgpxjexMAFrAtYErAlYzVgfOrZofEswJa7dOWLE8KfJR4qR2PvaYgJWUtH9s80tYN8E4JMA3rxW020FdnGFIZ14ajJNHSPWnwYvxYTa++wkg7Wmb/qI8XFSMucSuaSOEetPg5difBMLE7AmYE3AmoDVjPWhY4vGtwRT4tqdI0YMf5p8pBiJva8tJmAlFd0/25wC9pYAvgXgSADf6Zp+1lln7XTOvXiGCnfqqac2/aMnW0bkvS/tLZFL6hix/jR4KSbUPsQuxCZbsS7AcZ/aWyKX1DFi/WnwUkyofYhdiM0CyjhbyD61t0QuqWPE+tPgpZhQ+xC7EJtsxboAx31qb4lcUseI9afBSzGh9iF2butW/82iBdSxhfQwwM7NdTwGwC8BOMUXwFZgfQzl+1y6cqLJJHWMWH8avBQTau+zk9xt1PRNHzE+TkrmXCKX1DFi/WnwUozvzritwNoKrK3A+ifVvvPoJnr9qLdu3cqXhy70KMF9jhi+mlqLVE0+UozE3tcWW4Fd6CkSHTyngH0NgCsA8CVOax4mYH0M5ftcOvHUZJI6Rqw/DV6KCbX32UkGa03f9BHj46RkziVySR0j1p8GL8X4JhYmYE3AmoA1AasZ60PHFo1vCabEtTtHjBj+NPlIMRJ7X1tMwEoqun+2OQVscGtNwAZTldxQOvHUJJA6Rqw/DV6KCbX32UkGa03f9BHj46RkziVySR0j1p8GL8X4JhYmYE3AmoA1AasZ60PHFo1vCabEtTtHjBj+NPlIMRJ7X1tMwEoqun+2JmAX0CfSyV7OFEvkkjpGrD8NXooJtffZSQbrnHVS0rePk/WWS+r2xvrT4KUY38TCBKwJWBOwJmA1Y33o2KLxLcGUuHbniBHDnyYfKUZi72uLCVhJRffP1gTsAvpEOtnLmWKJXFLHiPWnwUsxofY+O8lgnbNOSvr2cbLecknd3lh/GrwU45tYmIA1AWsC1gSsZqwPHVs0viWYEtfuHDFi+NPkI8VI7H1tMQErqej+2ZqAXUCfSCd7OVMskUvqGLH+NHgpJtTeZycZrHPWSUnfPk7WWy6p2xvrT4OXYnwTCxOwJmBNwJqA1Yz1oWOLxrcEU+LanSNGDH+afKQYib2vLSZgJRXdP1sTsAvoE+lkL2eKJXJJHSPWnwYvxYTa++wkg3XOOinp28fJessldXtj/WnwUoxvYmEC1gSsCVgTsJqxPnRs0fiWYEpcu3PEiOFPk48UI7H3tcUErKSi+2drAnYBfSKd7OVMsUQuqWPE+tPgpZhQe5+dZLDOWSclffs4WW+5pG5vrD8NXorxTSxMwJqANQFrAlYz1oeOLRrfEkyJa3eOGDH8afKRYiT2vraYgJVUdP9sTcAuoE+kk72cKZbIJXWMWH8avBQTau+zkwzWOeukpG8fJ+stl9TtjfWnwUsxvomFCVgTsCZgTcBqxvrQsUXjW4Ipce3OESOGP00+UozE3tcWE7CSiu6frQnYBfSJdLKXM8USuaSOEetPg5diQu19dpLBOmedlPTt42S95ZK6vbH+NHgpxjexMAFrAtYErAlYzVgfOrZofEswJa7dOWLE8KfJR4qR2PvaYgJWUtH9szUBu4A+kU72cqZYIpfUMWL9afBSTKi9z04yWOesk5K+fZyst1xStzfWnwYvxfgmFiZgTcCagDUBqxnrQ8cWjW8JpsS1O0eMGP40+UgxEntfW0zASiq6f7YmYBfQJ9LJXs4US+SSOkasPw1eigm199lJBuucdVLSt4+T9ZZL6vbG+tPgpRjfxMIErAlYE7AmYDVjfejYovEtwZS4dueIEcOfJh8pRmLva4sJWElF98/WBOwC+kQ62cuZYolcUseI9afBSzGh9j47yWCds05K+vZxst5ySd3eWH8avBTjm1iYgDUBawLWBKxmrA8dWzS+JZgS1+4cMWL40+QjxUjsfW0xASup6P7ZmoBdQJ9IJ3s5UyyRS+oYsf40eCkm1N5nJxmsc9ZJSd8+TtZbLqnbG+tPg5difBMLE7AmYE3AmoDVjPWhY4vGtwRT4tqdI0YMf5p8pBiJva8tJmAlFd0/WxOwC+gT6WQvZ4olckkdI9afBi/FhNr77CSDdc46Kenbx8l6yyV1e2P9afBSjG9iYQLWBKwJWBOwmrE+dGzR+JZgSly7c8SI4U+TjxQjsfe1xQSspKL7Z2sCdgF9Ip3s5UyxRC6pY8T60+ClmFB7n51ksM5ZJyV9+zhZb7mkbm+sPw1eivFNLEzAmoA1AWsCVjPWh44tGt8STIlrd44YMfxp8pFiJPa+tpiAlVR0/2xNwC6gT6STvZwplsgldYxYfxq8FBNq77OTDNY566Skbx8n6y2X1O2N9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p+tCdgF9Il0spczxRK5pI4R60+Dl2JC7X12ksE6Z52U9O3jZL3lkrq9sf40eCnGN7EwAWsC1gSsCVjNWB86tmh8SzAlrt05YsTwp8lHipHY+9piAlZS0f2zNQG7gD6RTvZyplgil9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwmmxLU7R4wY/jT5SDESe19bTMBKKrp/tiZgF9An0slezhRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsCZgNWN96Nii8S3BlLh254gRw58mHylGYu9riwlYSUX3z9YE7AL6RDrZy5liiVxSx4j1p8FLMaH2PjvJYJ2zTkr69nGy3nJJ3d5Yfxq8FOObWJiANQFrAtYErGasDx1bNL4lmBLX7hwxYvjT5CPFSOx9bTEBK6no/tmagF1An0gnezlTLJFL6hix/jR4KSbU3mcnGaxz1klJ3z5O1lsuqdsb60+Dl2J8EwsTsCZgTcCagNWM9aFji8a3BFPi2p0jRgx/mnykGIm9ry0mYCUV3T9bE7AL6BPpZC9niiVySR0j1p8GL8WE2vvsJIN1zjop6dvHyXrLJXV7Y/1p8FKMb2JhAtYErAlYE7CasT50bNH4lmBKXLtzxIjhT5OPFCOx97XFBKykovtnawJ2AX0inezlTLFELqljxPrT4KWYUHufnWSwzlknJX37OFlvuaRub6w/DV6K8U0sTMCagDUBawJWM9aHji0a3xJMiWt3jhgx/GnykWIk9r62mICVVHT/bE3ALqBPpJO9nCmWyCV1jFh/GrwUE2rvs5MM1jnrpKRvHyfrLZfU7Y31p8FLMb6JhQlYE7AmYE3Aasb60LFF41uCKXHtzhEjhj9NPlKMxN7XFhOwkorun60J2AX0iXSylzPFErmkjhHrT4OXYkLtfXaSwTpnnZT07eNkveWSur2x/jR4KcY3sTABawLWBKwJWM1YHzq2aHxLMCWu3TlixPCnyUeKkdj72mICVlLR/bM1AbuAPpFO9nKmWCKX1DFi/WnwUkyovc9OMljnrJOSvn2crLdcUrc31p8GL8X4JhYmYE3AmoA1AasZ60PHFo1vCabEtTtHjBj+NPlIMRJ7X1tMwEoqun+2JmAX0CfSyV7OFEvkkjpGrD8NXooJtffZSQbrnHVS0rePk/WWS+r2xvrT4KUY38TCBKwJWBOwJmA1Y33o2KLxLcGUuHbniBHDnyYfKUZi72uLCVhJRffPNreAPRRABeDqtZq+a9euZseOHblz6Q370slezsRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsCZgNWN96Nii8S3BlLh254gRw58mHylGYu9riwlYSUX3zzaXaNwE4M0AjgBQA/gsgJes1nwTsIsrDOnEU5Np6hix/jR4KSbU3mcnGaw1fdNHjI+TkjmXyCV1jFh/GrwU45tYmIA1AWsC1gSsZqwPHVs0viWYEtfuHDFi+NPkI8VI7H1tMQErqej+2eYSsE8E8MMAngaAMX4WwHsBjOdRYAJ2cYUhnXhqMk0dI9afBi/FhNr77CSDtaZv+ojxcVIy5xK5pI4R60+Dl2J8EwsTsCZgTcCagNWM9aFji8a3BFPi2p0jRgx/mnykGIm9ry0mYCUV3T/bXAL2ZQDuA+BEAJcD+C0AH7IV2BUGpJO9nGVTIpfUMWL9afBSTKi9z04yWOesk5K+fZyst1xStzfWnwYvxfgmFiZgTcCagDUBqxnrQ8cWjW8JpsS1O0eMGP40+UgxEntfW0zASiq6f7a5BOxbAPwEgJMA3AvA7wK4I4DmrLPO2umce/EMFe7UU09t+kdPtozIe1/aWyKX1DFi/WnwUkyofYhdiE22Yl2A4z61t0QuqWPE+tPgpZhQ+xC7EJsFlHG2kH1qb4lcUseI9afBSzGh9iF2ITbZinUBjvvU3hK5pI4R60+Dl2JC7UPs3Nat/ptFC6hjC+lhgJ2b43gNgOsAvKB1fgWABwD4Eu+ezAY8++yz6zPPPJMve7pJHEtLS/Wxxx7bi/aWyCV1jFh/GrwUE2ofYOeWlpbGfamXEidoACcl0pjEKJFL6hix/jR4Kaat6YGvI0P8hvryxTpYPu9Re0uMTcljRPKnyUeKCbYPaEuwr4Ol/n15BnDic5Hq8xLcJ48RyZ8mHykm2D6gLdXS0tLIBGyqki/rJ5eAfQKAJwN4CIDbA/gkgNvaM7ArnSvdbpezJErkkjpGrD8NXooJtffZSbbL5KyTkr59nKy3XFK3N9afBi/F+LZ2dX0c4jfUV8m6yRmrL+0tMTbliBHDnyYfKUZi72uLxFfOmi3p28dJqVxKcJ8jRgx/mnykGIm9ry22hbjU2ZAnTi4BuxHAH7RbiJfbNxCfu1oT7CVOeTo3xGvIBDHEz1o2qWPE+tPgpZhQe5+dZLCO7ae+4H2clMyzRC6pY8T60+ClGN/EwgTs6lUeyl3u86TE2JQjRgx/mnykGIm9ry0SX7nrpZR/Hyel8ijBfY4YMfxp8pFiJPa+tpiALXU25ImTS8B22R4J4Hurrbx2RiZg83RuiFfpxDPE56xN6hix/jR4KSbU3mcnGaw1fdNHjI+TkjmXyCV1jFh/GrwU45tYmIA1AUsGcox/obU3rwc0+UgxEntfWyS+So6rOWP5OMkZe9p3Ce5zxIjhT5OPFCOx97XFBGypsyFPnNwCNihrE7BBNGUxkk48NUmkjhHrT4OXYkLtfXaSwVrTN33E+DgpmXOJXFLHiPWnwUsxvomFCVgTsCZg/S+W8Z1HN9HrR71169aFv2OkBPc5Yvhqaq3rryYfKUZi72uLCdiSs6n0sUzApufU61E62fM6jDAokUvqGLH+NHgpJtTeZycZrCPKoFdQHyclky2RS+oYsf40eCnGN7EwAWsC1gSsCVjNWB86tmh8SzAlrt05YsTwp8lHipHY+9piAlZS0f2zNQG7gD6RTvZyplgil9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwmmxLU7R4wY/jT5SDESe19bTMBKKrp/tiZgF9An0slezhRL5JI6Rqw/DV6KCbX32UkG65x1UtK3j5P1lkvq9sb60+ClGN/EwgSsCVgTsCZgNWN96Nii8S3BlLh254gRw58mHylGYu9riwlYSUX3z9YE7AL6RDrZy5liiVxSx4j1p8FLMaH2PjvJYJ2zTkr69nGy3nJJ3d5Yfxq8FOObWJiANQFrAtYErGasDx1bNL4lmBLX7hwxYvjT5CPFSOx9bTEBK6no/tmagF1An0gnezlTLJFL6hix/jR4KSbU3mcnGaxz1klJ3z5O1lsuqdsb60+Dl2J8EwsTsCZgTcCagNWM9aFji8a3BFPi2p0jRgx/mnykGIm9ry0mYCUV3T9bE7AL6BPpZC9niiVySR0j1p8GL8WE2vvsJIN1zjop6dvHyXrLJXV7Y/1p8FKMb2JhAtYErAlYE7CasT50bNH4lmBKXLtzxIjhT5OPFCOx97XFBKykovtnGypgbwbgmQBeAWAngOMBvBrAv6Rokn2NTgoWdT6kE09NlNQxYv1p8FJMqL3PTjJYa/qmjxgfJyVzLpFL6hix/jR4KcY3sTABawLWBKwJWM1YHzq2aHxLMCWu3TlixPCnyUeKkdj72mICVlLR/bMNFbDvA/AoAI8B8FdtMy4HcIcUTTIBm4JFnQ/pxFMTJXWMWH8avBQTau+zkwzWmr7pI8bHScmcS+SSOkasPw1eivFNLEzAmoA1AWsCVjPWh44tGt8STIlrd44YMfxp8pFiJPa+tpiAlVR0/2xDBOwQwAEATwXw0FbEcgX2CwC2AbgktlkmYGMZ1OOlE09NpNQxYv1p8FJMqL3PTjJYa/qmjxgfJyVzLpFL6hix/jR4KcY3sTABawLWBKwJWM1YHzq2aHxLMCWu3TlixPCnyUeKkdj72mICVlLR/bMNEbADAF8F8McAngvgbwH8JYB3AzgGwNdjm2UCNpZBPV468dRESh0j1p8GL8WE2vvsJIO1pm/6iPFxUjLnErmkjhHrT4OXYnwTCxOwJmBNwJqA1Yz1oWOLxrcEU+LanSNGDH+afKQYib2vLSZgJRXdP9sQAcus+bzrc9r0TwJwHoBLAZyYokkmYFOwqPMhnXhqoqSOEetPg5diQu19dpLBWtM3fcT4OCmZc4lcUseI9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p9tqICl3YMANAAuAvA0AOcD+GaKJpmATcGizod04qmJkjpGrD8NXooJtffZSQZrTd/0EePjpGTOJXJJHSPWnwYvxfgmFiZgTcCagDUBqxnrQ8cWjW8JpsS1O0eMGP40+UgxEntfW0zASiq6f7ahApaZHwvgiLYJdfvzvwCMY5tlAjaWQT1eOvHUREodI9afBi/FhNr77CSDtaZv+ojxcVIy5xK5pI4R60+Dl2J8EwsTsCZgTcCagNWM9aFji8a3BFPi2p0jRgx/mnykGIm9ry0mYCUV3T/bUAH7BwCeMSd9CtrvxTbLBGwsg3q8dOKpiZQ6Rqw/DV6KCbX32UkGa03f9BHj46RkziVySR0j1p8GL8X4JhYmYE3AmoA1AasZ60PHFo1vCabEtTtHjBj+NPlIMRJ7X1tMwEoqun+2IQKWL3EaAVgC8IaZFVcK2/2xzTIBG8ugHi+deGoipY4R60+Dl2JC7X12ksFa0zd9xPg4KZlziVxSx4j1p8FLMb6JhQlYE7AmYE3Aasb60LFF41uCKXHtzhEjhj9NPlKMxN7XFhOwkorun22IgGXW/KqcCwE8O0cTTMDmYDXMp3TiGeb1xlapY8T60+ClmFB7n51ksNb0TR8xPk5K5lwil9QxYv1p8FKMb2JhAtYErAlYE7CasT50bNH4lmBKXLtzxIjhT5OPFCOx97XFBKykovtnGypgn9yuvn4awL6pZjwcwHJss0zAxjKox0snnppIqWPE+tPgpZhQe5+dZLDW9E0fMT5OSuZcIpfUMWL9afBSjG9iYQLWBKwJWBOwmrE+dGzR+JZgSly7c8SI4U+TjxQjsfe1xQSspKL7ZxsiYGnD73q9NYBvzGwZPh7ANbHvWUDRAAAgAElEQVTNMgEby6AeL514aiKljhHrT4OXYkLtfXaSwVrTN33E+DgpmXOJXFLHiPWnwUsxvomFCVgTsCZgTcBqxvrQsUXjW4Ipce3OESOGP00+UozE3tcWE7CSiu6fbYiArQB8B8CbbAtxmg6UTvbSRJ3vpUQuqWPE+tPgpZhQe5+dZLDOWSclffs4WW+5pG5vrD8NXorxTSxMwJqANQFrAlYz1oeOLRrfEkyJa3eOGDH8afKRYiT2vraYgJVUdP9sQwQssz4PwAkAzgJw3VQz3tO+4CmqZbYCG0VfFFg68dQESx0j1p8GL8WE2vvsJIO1pm/6iPFxUjLnErmkjhHrT4OXYnwTCxOwJmBNwJqA1Yz1oWOLxrcEU+LanSNGDH+afKQYib2vLSZgJRXdP9tQAXtFu4V4tgX2NTqKPpVO9hQhgiElckkdI9afBi/FhNr77CSDdXCn99zQx0nJ9EvkkjpGrD8NXorxTSxMwJqANQFrAlYz1oeOLRrfEkyJa3eOGDH8afKRYiT2vraYgJVUdP9sQwXsgwBsnJP+x20FVt6p0smePEI4okQuqWPE+tPgpZhQe5+dZLAO7/V+W/o4KZl9iVxSx4j1p8FLMb6JhQlYE7AmYE3Aasb60LFF41uCKXHtzhEjhj9NPlKMxN7XFhOwkorun22ogM2auW0hzkrvms6lE09NpqljxPrT4KWYUHufnWSw1vRNHzE+TkrmXCKX1DFi/WnwUoxvYmEC1gSsCVgTsJqxPnRs0fiWYEpcu3PEiOFPk48UI7H3tcUErKSi+2drAnYBfSKd7OVMsUQuqWPE+tPgpZhQe5+dZLDOWSclffs4WW+5pG5vrD8NXorxTSxMwJqANQFrAlYz1oeOLRrfEkyJa3eOGDH8afKRYiT2vraYgJVUdP9scwlYbjf+JoAPt02+BMBvr9Z8W4FdXGFIJ56aTFPHiPWnwUsxofY+O8lgrembPmJ8nJTMuUQuqWPE+tPgpRjfxMIErAlYE7AmYDVjfejYovEtwZS4dueIEcOfJh8pRmLva4sJWElF989WImDv1b6JeLoV5wI4MKdZ2wC8DMDjQp6RNQG7uMKQTjw1maaOEetPg5diQu19dpLBWtM3fcT4OCmZc4lcUseI9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p9tqIDld8A+aU76q72F+GQA5wA4HMCnAZwJ4BO2ArvCgHSyl7NsSuSSOkasPw1eigm199lJBuucdVLSt4+T9ZZL6vbG+tPgpRjfxMIErAlYE7AmYDVjfejYovEtwZS4dueIEcOfJh8pRmLva4sJWElF9882RMAO2lXUfwLwipkV14tWWWH9KQD3BvBHAE4H8AIAXJVtzjrrrJ3OuRfPUOFOPfXUpn/0ZMuIvPelvSVySR0j1p8GL8WE2ofYhdhkK9YFOO5Te0vkkjpGrD8NXooJtQ+xC7FZQBlnC9mn9pbIJXWMWH8avBQTah9iF2KTrVgX4LhP7S2RS+oYsf40eCkm1D7Ezm3d6r9ZtIA6tpAeBti5IcfnAXwIwHNDjAEcAmDc/usE8B0AXM67J7M+zj777PrMM8+sAn0f9GZLS0v1scce24v2lsgldYxYfxq8FBNqH2DnlpaWxn2plxInXwAnJdKYxCiRS+oYsf40eCmmrWleG9Y8QvyG+vLFOlg+71F7S4xNyWNE8qfJR4oJtg9oS7Cvg6X+fXkGcOJzkerzEtwnjxHJnyYfKSbYPqAt1dLS0sgEbKqSL+snVMC+D8CjAFwA4MqpFJ8FYN+clF8K4CgATwNwfwBvA7B1tabZM7BlO306mnTrnybT1DFi/WnwUkyovc9Osl1G0zd9xPg4KZlziVxSx4j1p8FLMb6tXV0fh/gN9VWybnLG6kt7S4xNOWLE8KfJR4qR2PvaIvGVs2ZL+vZxUiqXEtzniBHDnyYfKUZi72uLbSEudTbkiRMqYK8AcOs5Kaz2DOwxAD7ebi8eAXgJgA+YgF1hIGRSlqe7v99riVxSx4j1p8FLMaH2PjvJYF2qZnLH8XGSO77d4NnTSO9IS/vMN7EwAbt6lYdyl/s8KTE25YgRw58mHylGYu9ri8RX7nop5d/HSak8SnCfI0YMf5p8pBiJva8tJmBLnQ154oQK2CGAebbz3kA8nenRAL7uS91WYH0M5ftcOvHUZJI6Rqw/DV6KCbX32UkGa03f9BHj46RkziVySR0j1p8GL8X4JhYmYE3AkoEc419o7c3rAU0+UozE3tcWia+S42rOWD5Ocsae9l2C+xwxYvjT5CPFSOx9bTEBW+psyBNnLQFL0frnAN4F4KcBcLV19ngqgL2xqZmAjWVQj5dOPDWRUseI9afBSzGh9j47yWCt6Zs+YnyclMy5RC6pY8T60+ClGN/EwgSsCVgTsP4Xy/jOo5vo9aPeunXrwt8xUoL7HDF8NbXW9VeTjxQjsfe1xQRsydlU+lhrCVi+iOk6AC8E8EzhFmJRpiZgRXQlNZZOPDXBU8eI9afBSzGh9j47yWCt6Zs+YnyclMy5RC6pY8T60+ClGN/EwgSsCVgTsCZgNWN96Nii8S3BlLh254gRw58mHylGYu9riwlYSUX3z9a3hZhviawBrHY3i28ajj5MwEZTqHYgnXhqAqWOEetPg5diQu19dpLBWtM3fcT4OCmZc4lcUseI9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p+tT8AWydgEbBGa5waRTjw1maaOEetPg5diQu19dpLBWtM3fcT4OCmZc4lcUseI9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p+tCdgF9Il0spczxRK5pI4R60+Dl2JC7X12ksE6Z52U9O3jZL3lkrq9sf40eCnGN7EwAWsC1gSsCVjNWB86tmh8SzAlrt05YsTwp8lHipHY+9piAlZS0f2zNQG7gD6RTvZyplgil9QxYv1p8FJMqL3PTjJY56yTkr59nKy3XFK3N9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwmmxLU7R4wY/jT5SDESe19bTMBKKrp/tqEC9jYATgPwQzNNeLq9hVjeqdLJnjxCOKJELqljxPrT4KWYUHufnWSwDu/1flv6OCmZfYlcUseI9afBSzG+iYUJWBOwJmBNwGrG+tCxReNbgilx7c4RI4Y/TT5SjMTe1xYTsJKK7p9tqID9GwAPnpM+v1rne7HNsmdgYxnU46UTT02k1DFi/WnwUkyovc9OMlhr+qaPGB8nJXMukUvqGLH+NHgpxjexMAFrAtYErAlYzVgfOrZofEswJa7dOWLE8KfJR4qR2PvaYgJWUtH9sw0RsHwT8aj9TthnAzgw1YzlFE0yAZuCRZ0P6cRTEyV1jFh/GrwUE2rvs5MM1pq+6SPGx0nJnEvkkjpGrD8NXorxTSxMwJqANQFrAlYz1oeOLRrfEkyJa3eOGDH8afKRYiT2vraYgJVUdP9sQwQss/4ggH0Afi5HE0zA5mA1zKd04hnm9cZWqWPE+tPgpZhQe5+dZLDW9E0fMT5OSuZcIpfUMWL9afBSjG9iYQLWBKwJWBOwmrE+dGzR+JZgSly7c8SI4U+TjxQjsfe1xQSspKL7ZxsqYP8VwH0BXA3gm1PNuCeAa2ObZQI2lkE9Xjrx1ERKHSPWnwYvxYTa++wkg7Wmb/qI8XFSMucSuaSOEetPg5difBMLE7AmYE3AmoDVjPWhY4vGtwRT4tqdI0YMf5p8pBiJva8tJmAlFd0/21ABez6Ao+ak/0gA0duITcAurjCkE09NpqljxPrT4KWYUHufnWSw1vRNHzE+TkrmXCKX1DFi/WnwUoxvYmEC1gSsCVgTsJqxPnRs0fiWYEpcu3PEiOFPk48UI7H3tcUErKSi+2cbKmC7zG8GYOPMKmx0q0zARlOodiCdeGoCpY4R60+Dl2JC7X12ksFa0zd9xPg4KZlziVxSx4j1p8FLMb6JhQlYE7AmYE3Aasb60LFF41uCKXHtzhEjhj9NPlKMxN7XFhOwkorun22ogD0WwC4Ap7ZN+BiA3wHw9ymaZAI2BYs6H9KJpyZK6hix/jR4KSbU3mcnGaw1fdNHjI+TkjmXyCV1jFh/GrwU45tYmIA1AWsC1gSsZqwPHVs0viWYEtfuHDFi+NPkI8VI7H1tMQErqej+2YYKWG4hpnjlz2umhOzRtoVY3qnSyZ48QjiiRC6pY8T60+ClmFB7n51ksA7v9X5b+jgpmX2JXFLHiPWnwUsxvomFCVgTsCZgTcBqxvrQsUXjW4Ipce3OESOGP00+UozE3tcWE7CSiu6fbYiAPRLAtwH8FoBXtE34WQDvBnBvAJ+NbZatwMYyqMdLJ56aSKljxPrT4KWYUHufnWSw1vRNHzE+TkrmXCKX1DFi/WnwUoxvYmEC1gSsCVgTsJqxPnRs0fiWYEpcu3PEiOFPk48UI7H3tcUErKSi+2cbImCH7Xe/vg3ArwIYA9jRbiG+G4BLY5tlAjaWQT1eOvHUREodI9afBi/FhNr77CSDtaZv+ojxcVIy5xK5pI4R60+Dl2J8EwsTsCZgTcCagNWM9aFji8a3BFPi2p0jRgx/mnykGIm9ry0mYCUV3T/bEAHLrN8M4Ffa9PlVOoe324lPT9EkE7ApWNT5kE48NVFSx4j1p8FLMaH2PjvJYK3pmz5ifJyUzLlELqljxPrT4KUY38TCBKwJWBOwJmA1Y33o2KLxLcGUuHbniBHDnyYfKUZi72uLCVhJRffPNlTAbgbwaAAUrEcAOLcVsFelaJIJ2BQs6nxIJ56aKKljxPrT4KWYUHufnWSw1vRNHzE+TkrmXCKX1DFi/WnwUoxvYmEC1gSsCVgTsJqxPnRs0fiWYEpcu3PEiOFPk48UI7H3tcUErKSi+2frE7B3BXAlgJsDGMxJfw+AOrZZJmBjGdTjpRNPTaTUMWL9afBSTKi9z04yWGv6po8YHyclcy6RS+oYsf40eCnGN7EwAWsC1gSsCVjNWB86tmh8SzAlrt05YsTwp8lHipHY+9piAlZS0f2zXUvAHgLgOgAvBPBMALeekz5XY78X2ywTsLEM6vHSiacmUuoYsf40eCkm1N5nJxmsNX3TR4yPk5I5l8gldYxYfxq8FOObWJiANQFrAtYErGasDx1bNL4lmBLX7hwxYvjT5CPFSOx9bTEBK6no/tmuJWC54nomgL8DcB8Ah85J/9UA9sc2ywRsLIN6vHTiqYmUOkasPw1eigm199lJBmtN3/QR4+OkZM4lckkdI9afBi/F+CYWJmBNwJqANQGrGetDxxaNbwmmxLU7R4wY/jT5SDESe19bTMBKKrp/tr4txF3GTwPwCQBfaP/Ar9b5DQD/v70vgbZsq6qb9QFFAWmGKMhQBlUEFTXGBpsY24iaoEAkZYNNUFQiNkPQWIUNHwj6q2wANTqMfWJDo0ZjFzComNgh9gyD0eSJGkHsUFRQ+L8qY+t58njeW2vNtfZeZ9/z5h3Dof5ac6255t53nT3fOfferwHw59m2ZGCzCsbx7MEzUql3jWy+CJ7FeOOtOGZYR9ZmRoylSSXnCi69a2TzRfAsxjpYyMDKwMrAysBGZr13tkRyM5iKa/eIGhn9InxYDBNv9SIDy+zo+WItA/uBAD4UQDOwLwDwv5YW3hrAIwHcB8DLsm3JwGYVjOPZg2ekUu8a2XwRPIvxxltxzLCOrM2MGEuTSs4VXHrXyOaL4FmMdbCQgZWBlYGVgY3Meu9sieRmMBXX7hE1MvpF+LAYJt7qRQaW2dHzxVoG9vMBXN1D+0UA3sPR0j0A/NXyedqd4TKwDhUHhbAHzwiN3jWy+SJ4FuONt+KYYR1ZmxkxliaVnCu49K6RzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLtQzsGwNoP6HzfQC+FsDzT7TQHh2+brR0XwAvBvBhAH5mX6wM7Hobgz14Rpj2rpHNF8GzGG+8FccM68jazIixNKnkXMGld41svgiexVgHCxlYGVgZWBnYyKz3zpZIbgZTce0eUSOjX4QPi2HirV5kYJkdPV+sZWCPGTcT+0kA2s/qtNdNAN4ewEcC+Ms9bbVvMX4OgPsB+HQZ2NerxB72Rm6bCi69a2TzRfAsxhtvxTHDeuQ+qcxtabI1Lr37zeaL4FmMdbCQgZWBlYGVgY3Meu9sieRmMBXX7hE1MvpF+LAYJt7qRQaW2dHzxXoN7A8BeMgO+ne5gYF9GoAfA/BZAJ4iAysD22v7s4fl03UjeBbjjbfimGHdS9+181iaVPKr4NK7RjZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL9ZjYG8P4HXLT+o8FMAPALht+RKn9vM6ux4jfgSAhwH4RADPlYF9w4VnD3sjt00Fl941svkieBbjjbfimGE9cp9U5rY02RqX3v1m80XwLMY6WMjAysDKwMrARma9d7ZEcjOYimv3iBoZ/SJ8WAwTb/UiA8vs6PliPQa2PS7cDOvTAbwGwLsA+DwAv748RvwbO9r6WQBvAeBPADwIwG8C+DgAv3DLLbc86dy5c088hTl38eJF6/O086kXZ9R0n6XfCi69a2TzRfAsxhvvifPExHfjfMiZ+q3g0rtGNl8Ez2K88Z44T8x8uzzOaKZ+K7j0rpHNF8GzGG+8J84TE9+N8yFn6reCS+8a2XwRPIvxxnvizl24YP+xaL5tLkZtcT2v/wzgEwB8LIBnngDse4S4/czOHZe4bwbwdcud21e3v56cLnj16tVrly5dakb5TLyOjo6unT9/fop+K7j0rpHNF8GzGG+8I+7c0dHRbbPsl4o3qEOTChp/W6OCS+8a2XwRPItZ9vTtrIX05PXmsmodyr9P1G/FbOpeI6lfhA+Lccc7enHnOpT9b/F0aGKl6PXvFdp3r5HUL8KHxbjjHb3cdHR0dKsMbK8tX5vHa2DbtxF/yPKZ1o8C8G4Ang3gpxx02+dnv1SfgX29Uuzjdg6NwyEVXHrXyOaL4FmMN96KYx6XCW+CyYCWJpV0K7j0rpHNF8GzGOvRruM19uT15qrcNyNrzdJvxWwaUSOjX4QPi2HirV6YXCP3bGVuS5MqLhXaj6iR0S/Ch8Uw8VYveoS46t0wpo7HwLbPwP4pgB9cHgPuzkQ/o9NdUndCzwHRnWxPYO8a2XwRPIvxxltxzLDOrtMseEuTSp4VXHrXyOaL4FmMdbCQgd2/y73ajX6fVMymETUy+kX4sBgm3uqFyTV6v1TltzSp4lGh/YgaGf0ifFgME2/1IgNb9W4YU8djYFvlrwLw2QAeDOAlJz6/+fIen+WUgR2zuJ6s7MHTk/N0TO8a2XwRPIvxxltxzLCOrM2MGEuTSs4VXHrXyOaL4FmMdbCQgZWBbQqMmH/evbdrBSJ8WAwTb/XC5KqcqyNrWZqMrH0yd4X2I2pk9IvwYTFMvNWLDGzVu2FMHa+BfcXypUynWdwVwKuy1GRgswrG8ezBM1Kpd41svgiexXjjrThmWEfWZkaMpUkl5wouvWtk80XwLMY6WMjAysDKwNpfLGO9j87o9ePahQsXVv+OkQrtR9Sw9tSNrr8RPiyGibd6kYGtPE31r+U1sJcB3GlH+acC+JssLRnYrIJxPHvwjFTqXSObL4JnMd54K44Z1pG1mRFjaVLJuYJL7xrZfBE8i7EOFjKwMrAysDKwkVnvnS2R3Aym4to9okZGvwgfFsPEW73IwDI7er5Yr4G9O4Bdse2zsemXDGxawnAC9uAZKdS7RjZfBM9ivPFWHDOsI2szI8bSpJJzBZfeNbL5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLFeA6tHiDuuHXvY61j6H6Sq4NK7RjZfBM9ivPFWHDOsR+6TytyWJlvj0rvfbL4InsVYBwsZWBlYGVgZ2Mis986WSG4GU3HtHlEjo1+ED4th4q1eZGCZHT1frNfAPhlA+83X9rozgI8B8HsA3lWPEPOLyh72+Ap+RAWX3jWy+SJ4FuONt+KYYe1f9bkjLU0q2Vdw6V0jmy+CZzHWwUIGVgZWBlYGNjLrvbMlkpvBVFy7R9TI6Bfhw2KYeKsXGVhmR88X6zWwp5l/EoBvAXAPAK/MtqVHiLMKxvHswTNSqXeNbL4InsV44604ZlhH1mZGjKVJJecKLr1rZPNF8CzGOljIwMrAysDKwEZmvXe2RHIzmIpr94gaGf0ifFgME2/1IgPL7Oj5Yr0G9iMA3HGhfzsAHw/gIQDuB+Cl2bZkYLMKxvHswTNSqXeNbL4InsV44604ZlhH1mZGjKVJJecKLr1rZPNF8CzGOljIwMrAysDKwEZmvXe2RHIzmIpr94gaGf0ifFgME2/1IgPL7Oj5Yr0GdtdnYH8awPvqd2D5RWUPe3wFP6KCS+8a2XwRPIvxxltxzLD2r/rckZYmlewruPSukc0XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni/Ua2A8+cQf2+vL5198A8NoeLekObA8VYznYg2ekSu8a2XwRPIvxxltxzLCOrM2MGEuTSs4VXHrXyOaL4FmMdbCQgZWBlYGVgY3Meu9sieRmMBXX7hE1MvpF+LAYJt7qRQaW2dHzxXoM7FsCeCSABwB4GYB25/VFAP6iVzsysL2U5POwB0++AtC7RjZfBM9ivPFWHDOsI2szI8bSpJJzBZfeNbL5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLGWgX07AC/ZQbuZ1/cB8OIeLcnA9lAxloM9eEaq9K6RzRfBsxhvvBXHDOvI2syIsTSp5FzBpXeNbL4InsVYBwsZWBlYGVgZ2Mis986WSG4GU3HtHlEjo1+ED4th4q1eZGCZHT1frGVgfwLABwD4PAA/C+AagA8C8CUAfg7Ae/doSQa2h4qxHOzBM1Kld41svgiexXjjrThmWEfWZkaMpUkl5wouvWtk80XwLMY6WMjAysDKwMrARma9d7ZEcjOYimv3iBoZ/SJ8WAwTb/UiA8vs6PliLQPbPu/6PAAfdor60wA8bvlc7N9k25KBzSoYx7MHz0il3jWy+SJ4FuONt+KYYR1ZmxkxliaVnCu49K6RzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eL9RjYLwbw1FPUHwPg6wHcFcCrsm3JwGYVjOPZg2ekUu8a2XwRPIvxxltxzLCOrM2MGEuTSs4VXHrXyOaL4FmMdbCQgZWBlYGVgY3Meu9sieRmMBXX7hE1MvpF+LAYJt7qRQaW2dHzxXoMbHtU+CdPUX9XAA+WgY0tKHvYi1XxoSq49K6RzRfBsxhvvBXHDGvfis8fZWlS2UEFl941svkieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sR4DeyPWugMbWFP2sBco4YZUcOldI5svgmcx3ngrjhnW7kWfPNDSpJJ+BZfeNbL5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLGWgb2/Qflo+WKnVGd6hDglXwrMHjwjxXrXyOaL4FmMN96KY4Z1ZG1mxFiaVHKu4NK7RjZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL9YysCWMZWBLZN5ZhD14Rpj2rpHNF8GzGG+8FccM68jazIixNKnkXMGld41svgiexVgHCxlYGVgZWBnYyKz3zpZIbgZTce0eUSOjX4QPi2HirV5kYJkdPV+sDOwKa8Ie9kZSrODSu0Y2XwTPYrzxVhwzrEfuk8rcliZb49K732y+CJ7FWAcLGVgZWBlYGdjIrPfOlkhuBlNx7R5RI6NfhA+LYeKtXmRgmR09X6wM7Aprwh72RlKs4NK7RjZfBM9ivPFWHDOsR+6TytyWJlvj0rvfbL4InsVYBwsZWBlYGVgZ2Mis986WSG4GU3HtHlEjo1+ED4th4q1eZGCZHT1frAzsCmvCHvZGUqzg0rtGNl8Ez2K88VYcM6xH7pPK3JYmW+PSu99svgiexVgHCxlYGVgZWBnYyKz3zpZIbgZTce0eUSOjX4QPi2HirV5kYJkdPV+sDOwKa8Ie9kZSrODSu0Y2XwTPYrzxVhwzrEfuk8rcliZb49K732y+CJ7FWAcLGVgZWBlYGdjIrPfOlkhuBlNx7R5RI6NfhA+LYeKtXmRgmR09X6wM7Aprwh72RlKs4NK7RjZfBM9ivPFWHDOsR+6TytyWJlvj0rvfbL4InsVYBwsZWBlYGVgZ2Mis986WSG4GU3HtHlEjo1+ED4th4q1eZGCZHT1frAzsCmvCHvZGUqzg0rtGNl8Ez2K88VYcM6xH7pPK3JYmW+PSu99svgiexVgHCxlYGVgZWBnYyKz3zpZIbgZTce0eUSOjX4QPi2HirV5kYJkdPV/saAN7dwCvtNrWz+hYCo37d/bgGWHSu0Y2XwTPYrzxVhwzrCNrMyPG0qSScwWX3jWy+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29Hyxowzs2wH4TgD/F8CbAvgOAM/a174M7Hobgz14Rpj2rpHNF8GzGG+8FccM68jazIixNKnkXMGld41svgiexVgHCxlYGVgZWBnYyKz3zpZIbgZTce0eUSOjX4QPi2HirV5kYJkdPV/sKAP7eAAvB/BMAB8M4CsBvLMM7N8pwB72Rm6bCi69a2TzRfAsxhtvxTHDenVngEkAACAASURBVOQ+qcxtabI1Lr37zeaL4FmMdbCQgZWBlYGVgY3Meu9sieRmMBXX7hE1MvpF+LAYJt7qRQaW2dHzxY4ysMedPhbAYwB8O4CvkIGVge3xFmAPy6drRvAsxhtvxTHDuoe2M+SwNKnkWMGld41svgiexVgHCxlYGVgZWBnYyKz3zpZIbgZTce0eUSOjX4QPi2HirV5kYJkdPV/saAP7OACPAPBqAB/S2r/llluedO7cuZtPS3Hx4sX51BEjKSAFpIAUkAJSQApIASkgBTapwIUL9h+LNtn4gTc1ysA+HMDPA3gZgLstX+R0n/b/t7+enNbs6tWr1y5dunTTgWvppn90dHTt/PnzU/RbwaV3jWy+CJ7FeOMdceeOjo5um2W/uDd5ItChSSI7B63g0rtGNl8Ez2KWPX07azU8eb25rFqH8u8T9Vsxm7rXSOoX4cNi3PGOXty5DmX/Wzwdmlgpev17hfbdayT1i/BhMe54Ry83HR0d3SoD22vL1+YZZWCvAPgbAE8G8EAAPwbgrQDctqs9fYlT7aKfrMY++hdh2rtGNl8Ez2K88VYc87hMZG1mxFiaVHKu4NK7RjZfBM9irEe7jtfYk9ebq3LfjKw1S78Vs2lEjYx+ET4shom3emFyjdyzlbktTaq4VGg/okZGvwgfFsPEW73oEeKqd8OYOqMMbDOt3wDgHwF4LYAvWD4Hu7MLGdgxi+vJ6jkgevLcKKZ3jWy+CJ7FeOOtOGZYZ9dpFrylSSXPCi69a2TzRfAsxjpYyMDu3+Ve7Ua/Typm04gaGf0ifFgME2/1wuQavV+q8luaVPGo0H5EjYx+ET4shom3epGBrXo3jKkzysAes703gFcAuHYj+jKwYxbXk5U9eHpyno7pXSObL4JnMd54K44Z1pG1mRFjaVLJuYJL7xrZfBE8i7EOFjKwMrBNgRHzz7v3dq1AhA+LYeKtXphclXN1ZC1Lk5G1T+au0H5EjYx+ET4shom3epGBrXo3jKkz2sC6WMvAumQaEsQePCMketfI5ovgWYw33opjhnVkbWbEWJpUcq7g0rtGNl8Ez2Ksg4UMrAysDKz9xTLW++iMXj+uXbhwYfXvGKnQfkQNa0/d6Pob4cNimHirFxnYytNU/1oysP01NTOyhz0zYSKggkvvGtl8ETyL8cZbccywTmyDqaCWJpVkK7j0rpHNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pni5WBXWFN2MPeSIoVXHrXyOaL4FmMN96KY4b1yH1SmdvSZGtcevebzRfBsxjrYCEDKwMrAysDG5n13tkSyc1gKq7dI2pk9IvwYTFMvNWLDCyzo+eLlYFdYU3Yw95IihVcetfI5ovgWYw33opjhvXIfVKZ29Jka1x695vNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54uVgV1hTdjD3kiKFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pnix1tYO8O4FUAbrtR61euXLl++fLl0VymUZ897I0kXsGld41svgiexXjjrThmWI/cJ5W5LU22xqV3v9l8ETyLsQ4WMrAysDKwMrCRWe+dLZHcDKbi2j2iRka/CB8Ww8RbvcjAMjt6vthRpvFtADwbwB8BuBXALwF46r72ZWDX2xjswTPCtHeNbL4InsV44604ZlhH1mZGjKVJJecKLr1rZPNF8CzGOljIwMrAysDKwEZmvXe2RHIzmIpr94gaGf0ifFgME2/1IgPL7Oj5YkcZ2C8CcAcANwO4I4DXALgPgJftkkAGdr2NwR48I0x718jmi+BZjDfeimOGdWRtZsRYmlRyruDSu0Y2XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni92lIF9EwDXAfw1gIcBeBqA+y//7R+oIAO73sZgD54Rpr1rZPNF8CzGG2/FMcM6sjYzYixNKjlXcOldI5svgmcx1sFCBlYGVgZWBjYy672zJZKbwVRcu0fUyOgX4cNimHirFxlYZkfPFzvKwLZO3wjAEwB8LoCHA/jx9h+vXr168/Xr19ud2ZOvcxcvXmyG96y8mu6z9FvBpXeNbL4InsV44z1xnpgtvXdm6reCS+8a2XwRPIvxxnviPDF6f4xRoEL73jWy+SJ4FuON98R5YsbsjnWyztRvBZfeNbL5IngW4433xJ27cMH+Y9E6W1lVb6RAW9wRr/bY8HMAvBbAZwF4+XGR9teT0wWvXr167dKlSzeNIDJjzqOjo2vnz5+fot8KLr1rZPNF8CzGG++IO3d0dHTbLPul4v3k0KSCxt/WqODSu0Y2XwTPYpY9fTtrIT15vbmsWofy7xP1WzGbutdI6hfhw2Lc8Y5e3LkOZf9bPB2aWCl6/XuF9t1rJPWL8GEx7nhHLzcdHR3dKgPba8vX5hllYD8NwIcDeKinHT1C7FFpTAz76F+ERe8a2XwRPIvxxltxzOMykbWZEWNpUsm5gkvvGtl8ETyLsR7tOl5jT15vrsp9M7LWLP1WzKYRNTL6RfiwGCbe6oXJNXLPVua2NKniUqH9iBoZ/SJ8WAwTb/WiR4ir3g1j6owysN8K4FGnKD8AwG/takMGdszierJ6DoiePDeK6V0jmy+CZzHeeCuOGdbZdZoFb2lSybOCS+8a2XwRPIuxDhYysPt3uVe70e+Titk0okZGvwgfFsPEW70wuUbvl6r8liZVPCq0H1Ejo1+ED4th4q1eZGCr3g1j6owysBRbGVhKrq7B7MEzUrx3jWy+CJ7FeOOtOGZYR9ZmRoylSSXnCi69a2TzRfAsxjpYyMDKwDYFRsw/797btQIRPiyGibd6YXJVztWRtSxNRtY+mbtC+xE1MvpF+LAYJt7qRQa26t0wpo4M7Bhdb5iVPeyNpFjBpXeNbL4InsV44604ZliP3CeVuS1Ntsald7/ZfBE8i7EOFjKwMrAysPYXy1jvozN6/bh24cKF1b9jpEL7ETWsPXWj62+ED4th4q1eZGArT1P9a8nA9tfUzMge9syEiYAKLr1rZPNF8CzGG2/FMcM6sQ2mglqaVJKt4NK7RjZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vVgZ2hTVhD3sjKVZw6V0jmy+CZzHeeCuOGdYj90llbkuTrXHp3W82XwTPYqyDhQysDKwMrAxsZNZ7Z0skN4OpuHaPqJHRL8KHxTDxVi8ysMyOni9WBnaFNWEPeyMpVnDpXSObL4JnMd54K44Z1iP3SWVuS5OtcendbzZfBM9irIOFDKwMrAysDGxk1ntnSyQ3g6m4do+okdEvwofFMPFWLzKwzI6eL1YGdoU1YQ97IylWcOldI5svgmcx3ngrjhnWI/dJZW5Lk61x6d1vNl8Ez2Ksg4UMrAysDKwMbGTWe2dLJDeDqbh2j6iR0S/Ch8Uw8VYvMrDMjp4vdrSBvT2ANwLw6hu1fuXKleuXL18ezWUa9dnD3kjiFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pnix1lGm8H4B0BPBrAbQAeJwP7egXYw97IbVPBpXeNbL4InsV44604ZliP3CeVuS1Ntsald7/ZfBE8i7EOFjKwMrAysDKwkVnvnS2R3Aym4to9okZGvwgfFsPEW73IwDI7er7YUQb2zgCeAuDdAfyiDOwbLjx72Bu5bSq49K6RzRfBsxhvvBXHDOuR+6Qyt6XJ1rj07jebL4JnMdbBQgZWBlYGVgY2Muu9syWSm8FUXLtH1MjoF+HDYph4qxcZWGZHzxc7ysAed/oZAO4vAysDe+GCfTH2vj3Yw/LpvBE8i/HGW3HMsPbqN3ucpUkl/wouvWtk80XwLMY6WMjAysDKwNrXTOt9dEavH9cuXLhwU+V1YletCu1H1LD21I10jfBhMUy81YsM7Nrvklx9GdicfiE0e9gLFXGCKrj0rpHNF8GzGG+8FccMa+eSTx9maVLZQAWX3jWy+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29Hyx5Qb26tWrN1+/fv1Jp6W4ePHifOqIkRSQAlJACkgBKSAFpIAUkAKbVKDnE4KbFGjSpsoNbPvryWktrl69eu3SpUurP/JRtUZHR0fXzp8/P0W/FVx618jmi+BZjDfeEXfu6Ojotln2S8V7xKFJBY2/rVHBpXeNbL4InsUse7p92d8NX5683lxWrUP594n6rZhN3Wsk9YvwYTHueEcv7lyHsv8tng5NrBS9/r1C++41kvpF+LAYd7yjl5uOjo5ulYHtteVr81QY2AsAHn+jtvQzOrWLfrIa++hfhGnvGtl8ETyL8cZbcczjMpG1mRFjaVLJuYJL7xrZfBE8i7Ee7TpeY09eb67KfTOy1iz9VsymETUy+kX4sBgm3uqFyTVyz1bmtjSp4lKh/YgaGf0ifFgME2/1okeIq94NY+qMNrAu1jKwLpmGBHkOiNnCvWtk80XwLMYbb8Uxwzq7TrPgLU0qeVZw6V0jmy+CZzHWwUIGdv8u92o3+n1SMZtG1MjoF+HDYph4qxcm1+j9UpXf0qSKR4X2I2pk9IvwYTFMvNWLDGzVu2FMHRnYMbreMCt72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYJsCI+afd+/tWoEIHxbDxFu9MLkq5+rIWpYmI2ufzF2h/YgaGf0ifFgME2/1IgNb9W4YU0cGdoyuMrAnFGAPt9aSZPNF8CzGG2/FMcPa0u1Q/t3SpLKPCi69a2TzRfAsxjpYyMDKwMrA6luII7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65dL4sRgAAFJdJREFUTypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8sTKwK6wJe9gbSbGCS+8a2XwRPIvxxltxzLAeuU8qc1uabI1L736z+SJ4FmMdLGRgZWBlYGVgI7PeO1siuRlMxbV7RI2MfhE+LIaJt3qRgWV29HyxMrArrAl72BtJsYJL7xrZfBE8i/HGW3HMsB65TypzW5psjUvvfrP5IngWYx0sZGBlYGVgZWAjs947WyK5GUzFtXtEjYx+ET4shom3epGBZXb0fLEysCusCXvYG0mxgkvvGtl8ETyL8cZbccywHrlPKnNbmmyNS+9+s/kieBZjHSxkYGVgZWBlYCOz3jtbIrkZTMW1e0SNjH4RPiyGibd6kYFldvR8saMN7J0AvAbAtRu1fuXKleuXL18ezWUa9dnD3kjiFVx618jmi+BZjDfeimOG9ch9Upnb0mRrXHr3m80XwbMY62AhAysDKwMrAxuZ9d7ZEsnNYCqu3SNqZPSL8GExTLzViwwss6Pnix1lGt8cwHcBuBXAfQF8OYBv29e+DOx6G4M9eEaY9q6RzRfBsxhvvBXHDOvI2syIsTSp5FzBpXeNbL4InsVYBwsZWBlYGVgZ2Mis986WSG4GU3HtHlEjo1+ED4th4q1eZGCZHT1f7CgDexnAXQB8IYB7AXg5gHY39tW7JJCBXW9jsAfPCNPeNbL5IngW44234phhHVmbGTGWJpWcK7j0rpHNF8GzGOtgIQMrAysDKwMbmfXe2RLJzWAqrt0jamT0i/BhMUy81YsMLLOj54sdZWC/CcDzATwLQKvRHiG+AOBIBhZgD3sjt00Fl941svkieBbjjbfimGE9cp9U5rY02RqX3v1m80XwLMY6WMjAysDKwMrARma9d7ZEcjOYimv3iBoZ/SJ8WAwTb/UiA8vs6PliRxnY5wBo//M9S8uvAPCeAF56yy23POncuXNPPCnFHe5wh3Ove93r5lNHjKSAFJACUkAKSAEpIAWkgBTYnAL3vOc98ehHP3qUF9qcXjM1NGrRmkF9FYBnALgdgFcCuNu+L3M6a48Qz9RvBZfeNbL5IngW44234tpfG69evXrtLH3JmaVJ5QCt4NK7RjZfBM9irly50vb0TdZaevJ6c1m1DuXfZ+m3YjaNqJHRL8KHxTDxVi9MrkPZ/xZPSxML3+vfK7QfUSOjX4QPi2HirV6YXL32hfL0U2CUgX0ogM8E8CEALgJ4PID33kfbc0jp1/L6mWbqt4JL7xrZfBE8i/HGW3FnccBamlS+gyu49K6RzRfBsxjrYHG8xp683lyV+2ZkrVn6rZhNI2pk9IvwYTFMvNULk2vknq3MbWlSxaVC+xE1MvpF+LAYJt7qhclVtW9Ux6/AKAP7JgB+BMADAbT/+8EAXigD+3cKeA5l/iXMRVZw6V0jmy+CZzHeeCvuLA5YS5PcjufQFVx618jmi+BZjHWwkIHdv0+92nE7nY+umE0jamT0i/BhMUy81QuTi98BcyIsTapYV2g/okZGvwgfFsPEW70wuar2jer4FRhlYI8ZvDWAPwBwww+4socff3tzRs7UbwWX3jWy+SJ4FuONt+LO4oC1NKl8V1dw6V0jmy+CZzHWwUIGVga2KTBi/nn33q4ViPBhMUy81QuTq3KujqxlaTKy9sncFdqPqJHRL8KHxTDxVi9Mrqp9ozp+BUYbWBeT9sVOT3jCE57kCt5A0Ez9VnDpXSObL4JnMd54K64N2CtXrtys98c6b3xrfXqw6l0jmy+CZzHeeE+cJ6bHOs2SY5Z+K2bTiBoZ/SJ8WAwTb/XC5Jplf2d5WJpk83vxFdqPqJHRL8KHxTDxVi9MLu+6K65OgSkMbF27qiQFpIAUkAJSQApIASkgBaSAFJACh6qADOyhrpx4SwEpIAWkgBSQAlJACkgBKSAFzpgCMxrYOwP4q/bxlw2vxd2Xnxm6bcM9qrWcArcH8EYAXn0iTfvZkfalaO39sbXXmy4Nney3/ae7APiLrTWrfsIKvNkyO08m2LVH3ni5hrw2XGl94L73xJ0AvObUz9JteTasvxJzMth1jTjJdN974FD3z773w3HP+94Du/rVtWXOPd1YRc8+u64D7J6YVxUx+wcKzGRg3wLAPwbwXwDcH8AfbnC93gbAswH8EYBbAfwSgKdusE+1FFeg/W7yOwJ4NID2B47HLak+CcDnAPj9ZcB/3LKP4pXmQN4BwLcBuC+Ao+V3o1vv7wDgWwD8zvJv7b/9whyUxWIFBdo14f2Xn2Rre6O93m3HHvkVAE8H8C7LXmoz9rP2/Qb5Cn14Su57T7Q/7n7Xcu1o75cvX947W50NHq3OYsy+a8SxFs0A7HoP3ONA98++98Nfn1j8Xe+BdhNk1/tl19zQtWX9d1L07LNvPZk9sX73YkArMJOBfQSA91kO7G+5UQP7RQDaML4ZwB2Xv6LfB8DL6JUTYKsKtEPqUwC8O4BfXN4P7UDSvsn7bgD+HMBXA3g5gFs2IML7AfhSAP9s6eUnAHwdgE8F8BUAfhRAmw2PWX5XegMtq4WAApcBvBOAf7L8caOlaHvj9B5pXwb4DADvsdT43wA+GcBPB2quBdn3nriwPJHwhQDutcyAuy4zYYuzYS39Z6+76xpxkvM/3fMeeN8D3T/73g/fvTS97/rYDGy7K3fy/dLuxn6/ri1TbvHo2WfXdeBf7jkz7dsTp5/8mlIgkXpDBWYysMfM2gbbqoFtj3+2/tpfDh8G4GnL3eYtPy6t91xMgc9Y9ka7A3s/AM8H0A6w7dXuKLWDfLsreeivdvhof8z5y+VO64uXO9DNcLSD2O8td9Oeu8yFQ+9X/OMKtCd0nnnCwLa9cXqPfO7yh9BPX8q0w+r3Avj2eNly5L73xBOXOfAsAO3afQ3AByx3obc4G8qFP7CCJ68RJ6l//J73QHuCoV1HDm3/7Hs//O7S9L7rYztXne63vU9+UteWqXc6e/bZdR14rz1npn17oj39pdeBKSADW79g7XONTwDQDloPB/Dj9RRU8QAUODnE28G9/bX5bRfen7A8TvkpB9CHl+JHA/hGAO0OWvvDzquWftud5vPLoaP9rrReZ1eB0wZ21x5pTyW8/fJHnqbUNwNod/W/4wBlO/2eeA6A9j/fs/TyCgD/BsBXbXw2HODSlVDeZ2Afu+c98NAD3z+n3w/HIu+7PrbPy59+v7wngF/TtaVkf0aLsGefXdeBh+w5M+3bEy+NkhVuPQVkYGu1b3ea2kBtXyzS7qK1w7leUmCXAieHeLtz3x5xaV9I0P6CePy52PY5py28vgBA+0xvM+btM4vt9T+WPttj1O1x6nb3qR3A9Dq7Cpw2sLv2SPvjx+NP7JUfWB7JP7TPuO16T7T3QDustUek2+fFXgng3svTC1udDWd3t9ud7zOw7a78rvdAe6zyUPfPrvfDsUL7ro/t8eHT/bZH7V+ga4u9uVaMYM8+u64D7Y8du85M+/ZEe5pFrwNTQAa2dsE+DcCH6yBeK/qBVjt9OPlVAO0v6+0R2+ctn6Nun/049NcDlztkD1g+y3fcz1cC+GMAX7Z8Xqk9YvzFh96s+KcUOG1gd+2RZu5+e3kcvX1pzS8DaHfu22fHD+W17z3R/oDzmctnwS8uJuW9AWx1NhzKeq3F8/Q1oj150P6o0b4vYdd7oD1CfIj7Z9/74a2Wz7i2z7nveg+0Gwa7+tW1Za0d66vrOfv8zPKUwYsA7FtPZk/4mClqKgVmNbDtG4nbN/Vu7fWtAB51qql2cP+trTWqftIKtCHePq/T/pLeXu3wevwY5A8DeORGfmqqvR/a++Lkq33pTvurartItdefAWgH9T9Nq6oEh6zAaQPb3h+79siV5Y897a/t7QD7tQfW9L73RPvs4o8AaAf6dtfpwQBeuOHZcGDLVk739DWiPW3wg8tHMXa9B9qeOcT9s+/90L7A7EHL0zu7ro/NwO7qd9/cKF9AFdypgOfs0755uH38rj0SvG89mT2hpThABWY0sAcooyhLgRIF2u/gtYv2WXn0vH15R/sre/uSBn3RWckWO7gi+/bImy8f1WiPEG7t1e4o/8Fyp+24t7M2G7a2pj36aV/e1PZF++Ki9tr3HtjK/mk/rdU+evLkpd9974Fd/era0mPH1eU4vbbt/2+/xnD8PSD71pPZE3XdqFIXBWRgu8ioJFJACkgBKSAFpIAUWE2B9jM57dvbz8rn+d4ZQPvynUP6eMBqm2NjhdvPiLU/5rfHx/U6owrIwJ7RhVfbUkAKSAEpIAWkgBSQAlJACkiBQ1NABvbQVkx8pYAUkAJSQApIASkgBaSAFJACZ1QBGdgzuvBqWwpIASkgBaSAFJACUkAKSAEpcGgKyMAe2oqJrxSQAlJACkgBKSAFpIAUkAJS4IwqIAN7RhdebUsBKSAFzqACdwbw1wBuPYO9q2UpIAWkgBSQAptQQAZ2E8uoJqSAFJAC3RV4LoAPBfAJJ36DuH3rY/s93va7vNnXNwF4NICK61D7TdhfAXAewPsvvzN8zP8hANo3mn5poKF7A3gZgMsArgbwgkgBKSAFpIAUkAKkAhUHB5KSwqWAFJACUmACBY4N7B8uxu+vlp8t6GVgvxXAo4oM7AcuP3z/dcvvRraejl//EcCnAbgp8HvD7XeKfx/AFwH4kgnWTBSkgBSQAlJACmxeARnYzS+xGpQCUkAKhBQ4NrANfDOAp5wwsI8A8P0Avg1AM4UfAeCLAfxbAG8O4KkAXgCg3d185XJ38t8BuB+AKwC+FsCxgX0agI8C8BIAnwHgtwDcH8BjAXzcUvNzAPwSgEtLrR8B8HAA73Gqs8cA+PzFcP8cgM9c6v83AA8A8GsAPhXAzy+4hwH4BgBvAeCHAVxcuP4rAK8G8DwArXb7bc2PWTi97dLb45Ycxwa25flPy39rd63b3d7W84cB+JnF4P7P0EoIJAWkgBSQAlJACvy9AjKw2gxSQApIASmwS4FmYN8FwH9dTN/bAHj+8gjxxwL47cWoNuPa7qQ2Q9oez213JZ8J4DcBvHB5BLnlbwavmc5mFu8BoBnXhmt3Q395eVz5uxcz+xMAHgjg6UvtewJoj+s289tMaXt9x4nc7f9/u8UEvwjADwH4PAAvB/Bei/luuFaz/U8zne3VajRe7wPgEwG8buH+jMW0Pn4xta2P3wXQ+DXz3Hr9egD/fsnVHh/+IAAPWnL9LIDfWGo8EcAXALgjgHfQ52/1ZpMCUkAKSAEpkFNABjann9BSQApIga0qcGxg3wnA/1nuuL4nYWDbXdl2V7PdvWx3MtudyGZA213UC8sd22Zg33Ixsc10tju27e5rq9fuoP53AB8A4H0B/Ivl35sRbYaz3dU8+WpGut0lfkcAvw7gCcvnWt8VwH0BfN9ikn/0FO7kI8R3W+60NrN8XPdJAL7xhOlthr7l+E4Adzrx31vaZlRvWfK3zwu3u77truuPLXerf2erm0V9SQEpIAWkgBSoUkAGtkpp1ZECUkAKHJYCxwa2Gcz2aO9/WOg3Y/nRAJoZa3ce2xcYHf/7yTuw7QugmtG7vpjHj1weo20mrz1e2+5MNgN7dwB/BuDZy93XD17u9P40gHYn9vjV/r09ItwM7JsB+ItTcn4FgM9dHlN+6RL3Nctd4XbH12NgW+6vBvC9y+PGTwbQDGz736239qVTra92F7k9lvwpJwxs4/OaxZz/JYB2x7rx/deLkW3/fq/l0eTD2gliKwWkgBSQAlJgIgVkYCdaDFGRAlJACkykwEkDe3sAv7o8ctsM7PsBeO3ymHAzsV944ht+jx8h9hrYbwHwUwDa//7BxdT+yZL7k5c7ou3Ob/u8ajO/zWS2n8NpXyp18tViGrfvAvA9y93edkf1PgA+3GFg26PGnw3gkcujvu2R4na3uJnX9nneZqbbZ4Gfs9xZbo81t8eW2+PI7b//AYB2N7fdZW6atEeOm4Fv/9Z4t7ztkeX2WV+9pIAUkAJSQApIgaACMrBB4QSTAlJACmxcgZMGtrXa7kA2I9dMYvsZnWbS2hcmtVd7TLY95tuMbTOwzzrxuO6rljuq7Q5s+8xo+8be9mVO7ZHfZlDblzO1x3zbHcrjLzxqjx+3O5/tv7dXu7PaPrva7qjuM7Dteta+UKp9kdTxq305VPvcavvs7b47sO3Lmdpndtvrny+PSref3WmPPTcT3nDtS6taTy1fe/2/5TO2re9mYJuB/7ITJv/tF2wzru1ubeutcWt3q/WSAlJACkgBKSAFEgrIwCbEE1QKSAEpcMYVaHdC2yPCp++GsrI0k9d+nufWU8D2GO4fk4/d3nUxje0R53aX2PN6UwB3APDnAN4YQLtz+4odwPYNy+1zr97PsrZrbOuhGd7bPEQUIwWkgBSQAlJACtxYARlY7RApIAWkgBSQAlJACkgBKSAFpIAUOAgFZGAPYplEUgpIASkgBaSAFJACUkAKSAEpIAVkYLUHpIAUkAJSQApIASkgBaSAFJACUuAgFJCBPYhlEkkpIAWkgBSQAlJACkgBKSAFpIAUkIHVHpACUkAKSAEpIAWkgBSQAlJACkiBg1Dg/wMmJZMy0Fwi1QAAAABJRU5ErkJggg==", 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "metadata": { "application/vnd.vegalite.v3+json": { "embed_options": { "renderer": "svg" } } }, "output_type": "display_data" } ], "source": [ "no_delay_source = get_no_delay_source(benchmark_results)\n", "display(Markdown(f'### With no delay and 100 engines:'))\n", "for scheduler_name, results in no_delay_source[BenchmarkType.TIME_N_TASKS_NO_DELAY].items():\n", " data = pd.DataFrame(results)\n", " alt.Chart(data).mark_line(point=True).encode(\n", " alt.X(\n", " 'Number of tasks',\n", " scale=alt.Scale(type='log')\n", " ),\n", " color='Number of cores:N',\n", " y='Duration in ms',\n", " tooltip='Duration in ms', \n", " ).properties(title=f'Ran with no delay on 100 engines {scheduler_name}', width=800).interactive().display(renderer='svg')\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }