{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross commodity portfolios\n", "\n", "In this sample we illustrate how to define a portfolio that optimizes across different commodities. Here we take the example of heat and power, where a combined heat and power asset produces heat and power at the same time.\n", "\n", "A (local) heat demand is fixed and power can be marketed in the power market. An additional power-to-heat asset enables us to convert power to heat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some prerequisites\n", "### Basics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import datetime as dt\n", "import eaopack as eao\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the nodes for heat and power\n", "\n", "(1) Nodes. In this example, we need to define a node for power and node for heat, since a node may only be used for one commodity. Accordingly we set different physical units for the nodes" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "unit_power = eao.assets.Unit(volume = 'MWh(el)', flow = 'MW(el)')\n", "node_power = eao.assets.Node(name = 'power', unit = unit_power)\n", "unit_heat = eao.assets.Unit(volume = 'MWh(th)', flow = 'MW(th)')\n", "node_heat = eao.assets.Node(name = 'heat', unit = unit_heat)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(2) Assets\n", "\n", "In this example we define several assets for illustration:\n", "* a heat demand with a fixed profile. The heat demand must be met\n", "* a heat storage\n", "* a Combined heat and power (CHP) generator, that simultaneously generates heat and power\n", "* a power-to-heat converter (e.g. heat pump)\n", "* a power market where power may be bought or sold" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "## create battery\n", "storage = eao.assets.Storage(name = 'heat_storage', \n", " nodes = node_heat, \n", " cap_out = .5, \n", " cap_in = .5, \n", " size = 3., \n", " start_level = 0., \n", " end_level = 0.,\n", " eff_in = 0.9, \n", " block_size = 'd') # optimization for each day independently \n", "\n", "power2heat = eao.assets.MultiCommodityContract(name = 'power-2-heat', min_cap= 0, max_cap = 1, nodes = [node_power, node_heat], factors_commodities=[-1, 2])\n", "power_gen = eao.assets.MultiCommodityContract(name = 'CHP', extra_costs = 50, min_cap= 0, max_cap=1, nodes = [node_power, node_heat], factors_commodities=[0.8, 2.2])\n", "market = eao.assets.SimpleContract(name = 'power_market', price='price', min_cap= -10, max_cap=10, nodes = node_power)\n", "\n", "Start = dt.date(2020,1,1)\n", "End = dt.date(2020,1,3)\n", "dates = pd.date_range(Start, End, freq = 'h').values\n", "\n", "heat_curve = {'start' : dates, \n", " 'values' : - np.sin(np.linspace(0,3, len(dates)))}\n", "heat_demand = eao.assets.Contract(name = 'heat_demand', extra_costs = -20, min_cap= heat_curve, max_cap=heat_curve, nodes = node_heat)\n", "portf = eao.portfolio.Portfolio([storage, power2heat, power_gen, market, heat_demand])\n", "portf.set_timegrid(eao.assets.Timegrid(Start, End, freq = 'h'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the power-to-heat converter as well as the CHP plant live on both, heat and power, nodes. In our definition of the CHP, one dispatch unit translates to 0.8 MWh(el) and 2.2 MWh(th). If the CHP burns gas, we could easily add gas as the third commodity to link all markets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The overall portfolio\n", "\n", "The below network chart shows the setup of the portfolio. Note how our assets link both markets / commodities" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eao.network_graphs.create_graph(portf = portf, title = 'Simple portfolio example')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Perform the optimization\n", "\n", "Let's load some illustrative power price data and perform the optimization" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "prices = pd.read_csv('2020_price_sample.csv')\n", "# cast to timegrid (in this case not necessary, but may be if input granularity does not correspond to timegrid in optimization)\n", "prices = {'price': portf.timegrid.values_to_grid({'start': pd.to_datetime(prices['start'].values), 'values': prices['price'].values})}\n", "op = portf.setup_optim_problem(prices)\n", "res = op.optimize()\n", "out = eao.io.extract_output(portf, op, res, prices)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create charts and interpret the results" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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X5+Xl4eabb0ZMTAxCQ0NxwQUXVHLoCoIgCK7DY0v5GLJbWFjo6tUQhEZ1pHhSW2fB/Zg4cSKSkpLwyCOP4OjRoxgwYADmzp1rDUQ/cOBAue/wQw89pA4+eHro0CE0a9ZMiVJPP/20C1+FYEZkny8IjuPn5+eW4n7v3r0xf/5863lf37LDnGnTpuHXX3/F7NmzERERgalTp+L888/HsmXLXLS2giAIgi1epVXVO7gpzAvhDic9Pd1uiQZfLg940tLSXLJ+guAqeEDfsWNHJVAJgjPbzaaMJ792T0D2+YJQOyIjI1W+n73AWjNuN+mYmjNnDjZs2FDpOq4nJy6++OILXHjhheoydnvt2bMnVqxYgeOPP96h5zDj6xYEQTAzzmw3Pc4xpQeocXFxCA4O9riOIoJnwqyew4cP48iRI2jXrp187wVB8Ahkny8Izou5zO9LTExU51u2bAl3YefOnWjVqhUCAwNVNiG7sHLMs3btWuWYHDdunPW2LPPjddUJU/n5+WqxPcASBEEQGoYGFab+/vtvPP/882qHwAPiH374Aeeee261rb9POumkSpfzvlV1ZXLWyq8HqKwxFwRPgrOFFKeKioqUTV8QBKEpI/t8QagdQUFB6pTiFH8/7lDWN2zYMHz00Ufo3r27Om54/PHHMWrUKGzevFkJ1HSL0wVmC8vEeV1VUNji4wiCIAhuLkwxtLZ///649tprVR23o+zYsaOc1Ys7xfpA50tw1lQQPA1dwseDNRGmBEFo6sg+XxBqj/7d8HfkDsLUaaedZv2/X79+Sqhq3749vvnmG6vQ5ixstsGmHLaOqbZt29bL+gqCIAiNKExxJ2G7o3AUClEVZzXqE7HyC56IfO8FQfBEZNsnCJ73u+FxRLdu3bBr1y6ccsopKCgoUA5K2+MLduWrriIjICBALYIgCELDY8oWXezExJp27khq6pbB2m/OYNguguAOGQ7p+enILy7LLhAEQRDce7ueX5SPtLw05BXluXp1BMGjycrKwu7du9XxxODBg5VTfMGCBeWqM9jplVlUgiAI7j7+SM0uwMb4NPy88TA+Xr4PG+LTUFLiXj3uTBV+zp3H22+/jSFDhijB6f3338eJJ56IVatWYdCgQR5d/833gYLdK6+84upV8Vg++OADfP311/jzzz/V+auvvlrNvrELjLPkFuXiYOZBBPkFoVNEJ6fvv3XrVpx66qlqYBUSEuL0/QVBEIS6UVxSrLblXHKKcpBTmIOS0hJ1na+3L7pHd3f1KroF+/btUx1j169fr8Y5ZuGKK65QXdseeOABuBsM87777rtxwQUXwFO46667cNZZZ6nyPeZpPvroo6oE8dJLL1Udoa677jpVlhcdHa3iQm655RYlSjnakU8QBMEM5BcVY/muY1ix5xj2H8tGfEou4lNykJlfVOm20SH+GN01Fif1iMOors3UeTNjKmGKgYVcNCNGjFCzHS+//DI+/fRTu/eR+u/6pUOHDrj99tvVUld0mH1qamqDlmY2Bnl5eXj44Ycxe/bsenm8whIj+4Sz61S5q7PM2xMle/XqpQZTL730klovQRAEofEEqfjMeGQXZle6jttybtOLSopq3LY3RThZ+P3332P79u0q14fjuGeffbbc2M5VODMm2bhxI3777Te89dZbcEceeughTJs2Deeddx68vU1ZHFHvHDx4UIlQx44dU81eTjjhBKxcuVL9T3gswfeCYh0nv8ePH48333zT1astCEId4H6Wgkx6TiFScwqQZjlNzy1EBpe8ImTm8f8iZPA0rwhZeYUIC/RDs7AAYwm1nFoWfx9vFJWUorjiUloKPx8vhAb4IiTA13oa7OcDb++G3dfnFhTjr/8S8fvmo1i4LdGuCEWahwegbVQwwgJ9sWZ/KlKyCzBnw2G1cDjSv00kTuoehyuHt0eUCUUqUwlT9jjuuOOwdOnSKq+X+m/P2OgwsNvX10Vf19ISfPvNV2qGbeTIkfV2YEM4u84DGD8f58PIr7nmGkyePFmJsy57bwRBEDwMClJalPLz9lPO12DfYLX4+/hje8p26/bdx8v8odG1gXk9uqGGLX/99RduvvlmDB06VHWApduI7l66fN3J3fv666/joosuQmhoKNzxc2G+66RJk/D777/jjDPOgCfw1VdfVXt9YGAgZs6cqRZBENyXrPwivPPXbnyzJh7HsgqUiORqQvx9EBceiC5xoejKpTlPw9C5WSiC/I1xAMWtQ6m52J2chd2JWdiTnI09SVlIzy1CTIg/YkL9ERMSoE4plvGUr3Xu5qNYvCMJuYXGsSOJCwvAuF7N0b15GNpFB6NtdBDaRAUj0K9szFFYXIJ1+1Ox+L8kLNqeiO1HM1V5H5ffNx/Bt1NGKHHNTJh+GmXDhg2qxE8ASkpKcM899ygbMsMaH3vssXLXs6yMAxHODlFEOfnkk9Wsn4bus3POOUe1x+VgiwPH+fPnl3Pm7N+/X82ycZbXkZle3p7W6aioKDXo7N27t5plpDWfM5OE1/GxWPpGOFN16623qpB7DhQ4q7V69epys5q8PQdUzAWg8Ehxsqb1J2wRzEEYZ2pZGvDFF18oF5it26im9wmlpUBhDpCVABzbBRzZhK8++QBnnXaK3ffghRdeUN9RtiPngFx3gtKvlfby1q1bq/eHXWL4+opLjY1LWkoaLrvsMnU9O+D07dsXX375pfX+fM840H/11VetnwnfW8IMtpSUFHW9IAiC0DiwdI9EBkSiW3Q3tA1ri5igGCVQeXuVDatKYJT1OQv3xVOnTlULS5BiY2OVM5aTNBq6fq688kq1f+W+g0LEzp071XW8Hfdv3377baXsTg33qdy35uTkOLRf5HiDj8GIBe5bue+2x9y5c9V+i2MBdmX+6KOPVI7P2rVra3zde/bsUeMGvh7ed8WKFeWu5zqPGjVK7d/pjOc4gt2fNXTWMwoiLCxMjZG4b01MTFTXVTcmqQgnwvjecWxjC8cSTz75pHLlcH/O/XZFkYOvleMUjlH4Pl588cUqYJukp6er0rI1a9ZYx3Qcz9mWkn322WflXP/x8fHqMejw4m352HoMQPgazj33XDz99NNo1aqV1ZnG5zn99NNrFGsEQRDchaLiEny2cj9OfH4RXl+4CwkZ+VZRKtDPGy0jAtGjRRiGd4rBaX1aYOKQtpg8qiPuOKUbHjurF166uD/eu3IIvpg8DO9eMRhPndsHt43tisuGtcMpvZpjQNtItI4MUo/D0/YxwegUG6KEJj5ur5bh6v9WEYEID/SFrUkqu6AYe5OzMW9rAt5cvBvTvt6IM19fil6PzsXo5xbh1Jf/Qs9H5mL084twzazVeOrXbfhi1QGs3JOCbUcysHRXMn7ccBgfLtuL5//YgXu++xfXfbwGt321QbmkKEpxnSad0BHfTRmOlfePxfTz+uKqER1UmV6XuLByohTx8/HGsE4xuHdCD8y9fTRW3H8ynjm/L2JDA5RINfWLdeo9NRO+DR08yG4Ymr179yqhiTvXdu3aKafHoUOH8Mknn6jrKR5wwMMBDUunOABauHChNdOnIeAAzlaBbEyC/Hycsvl//PHHqmyRmVscsHFAQgcPBQrC2T0O2CjocDD7zjvvYOzYsfjvv//Ue87PgwMVDmA4IOX7zoEXc4r4edB+z8Hg9ddfr5w4jkAhhjN0f//9txqocVaUAzIOrL777jtlmebjc4Cm2/VSXON1fD3MAnjuueeUpZrfFa6n5r777lOiT6dOndRAkgO06tafcKCenJysxB8GXfL90gNTTZXv0/qViA7xBQoygZLyFsmlqzfgiv9dVun1L1q0SA32ecr1nzhxohq86/ePBxZ8Tzg45KDxhx9+wIQJE7Bw1UJEtI5QwlXfAX3x4P0Pqvfo119/VbkWnTt3Vm5BClL8/Pr06YMnnnhCPaa2pXNWlM+1ZMkStf6CIAhCw+/vU3KykVdYwo0wcgoq2+kLCg23VHZ+Efx9vGq9v2cmzj///KOEDO6XuZ/T+xbu/ylE/fTTT2rfce+996r9I/c33PeNHj1a7QcvvPBCJWJt27ZN7fdYYtejRw81ocHJHYpAjowfCPdx3HdzrEDhwxEoxhDbfXtVPPjgg2qf37VrV/U/BSA+Jx3BnJjivvOpp57Chx9+iKSkJKt4N2vWLHV/TgpROKI4w/0+9/98nzhZVt2YpCL//vuvWm+KXBV5/vnnlQuM2aZ//PEHbrvtNtX5jeMwCk1alOL7S8cYx0gcF/Cz4PvKfTb/52Nv2rRJfSeYrcXxmb7fmDFjrK+HYyPmIHE/z/eBr5/vA9dRO9YY6M3XM2/evHLryjHEM88849DnJAiCYOZ998LtiZjx+3bsSsxSl3WICcY9E3pgULsoRAb7VRJlGmu9OBagq4nL4bRc7EzIxM7ELGNJyERqTiEOpBgTQMTf1xsdY0LQqZmx0FHFkjoGlx/LKkBydr46PZaVj2PZBcplNaZbM5zWpyX6tA6vUzxAy4ggXHJcO/RsGY6J765QLqzHf96KJ87pbZrYgQYVpjiY0jNURGdBXXXVVWoWje4Wzi5pKHDceeedSqziYKlfv37KEWP7GPUNB6m9HvkDrmDrE+MR7O/4R8D3g2GOhAO3N954Qw1IOCDiTCIHsByM6dJGDvAYzM2ZPw5qKTpx0XAAR6GEA1sO7jhw5GBTzzY6Aj8/DvTo9CEUkTR6IEpnlM5z4OwmMxv4+XOGl7z33ntqQMVwcYZ1aijEaNFNP151688BN78vdF/pASXFTb5Xmirfp++/xbdffoTrL7cEhXLW2z8UCAhDWvJRpGdkoVVzQxCyhYIZPwe+bxzs063Fz4QHD3xvOGDmKUUpQvcUZ5S//PRL3HjfjWjesjkm3zoZLUOMmWyGcXKw+80336hBJQeyHHzy92DvM+Hj0rUmCIIgNPb+/oDD1zu7v6eQwkwcDhYptFDE4HnuW7Qgxa7FzHAin3/+uboP9/kUmei6orhEOHE0cOBAtQ+hKMJ9FU+1AOLI+EGP0TghpCdHaoJCDfMqOYHGyZWa4P5Rl51R+OEkJYUpri+zq/73v/9Z8y+5X3/ttdfUa+CYgg6ua6+91vpYHIvweopvWvSxNyaxB/ep3KfzdhXha+GkGaEgxc+AnwvHKtz383PiJKx2PfH94uvguITrws+F7z1fK095P45d+BlQcOJlnLwjbLbC95DjGH3QwDEF1523Y4kk4aQgb1OxtJLjA07o8TE8JWdKEISmxeZD6Xj6120q6JtEBftZXE7tlcjjSrhdZpkeF2ZTdYwNwcguseVuk5yVj/8SMlFQVIJOsaFoHRUEnwbOo6qJ/m0j8crEgZjy+Vp8unI/OsSG4LoTOqLJC1PcAdtazytCccIW7oz1DlmwL0zZQqeOdgPRcs/BF8vJbMnNzVUzjYTX045PVw5FQc7m8XpbcdBZaKWfMmWKcrWNGzdOiVQV19MWrgtnAW2zmji7SxGGM7q2VJytrGn9OQvKGUXbDo5dunRR4pGm2vdp/0EgOAYIigb8gw1xitcdOapOAwMq52lwwGk7c8zPhANTwlOWBHDwagtdUkHhxkwtr39hxgv488c/lSDLgT+v17PYNcEZX12KIQiCIDQNWN5lO4NJ18yLL76o9hncV3Jfx9JwDfdpFLD0fpSCDd08dBbRhcPxmBam6MRavny5dbzlyPiB0OGsRSk6ePTkEqEIRuHIFrqFNm/eXC4n9MYbb1Tlaho+r8Z27KDLDjnGoTDFdaRLiAKchuNLii4Ugtg9j+WCHCPwtnSJ8TrCMQIbhjgKXzcFOnszyPwcKp7XUQF87ylI2Zbi8XkpJPE6ClP8XDgJx8+RnwvFJf258PVTiONnRfg6eJ6ThbawosD2c+HEoL28L44P+B6oMUcV7jChduxNzkL/8HBXr4YgNGk+XLoXT/yyVf1PEerakR1x00mdER7ofC6vq2DZHBezMaFPC9x/Wg9M/207nvp1K9pGBeHU3o6ZUhoScyVeuQDa6zmT6arndgYKOLZw0KQHXhzccSDHwU1F9MwgZ+joTOJMKAUbDlRo86cYUluYSUGrOcUiilOc1eTgmc6fulIxKLU+1t/u+8T3MGkbIiPCgLAWgE/5AV5MbIx6r1PTUp3+TChacbBcsewhtcR4rFlvzMJHb32E1199XQ0u+Zo5I+zoa2LGFMv+BEEQhIbf36fnpeNw1mEE+QWjQ0R7u7fZnbYHBUX5aBveDqH+IbXa39cV7k/oEKL4wYUl8BRA2CGP7h1OEGm3lSPjh4r7ZE4cMZpBw+xHW+hi/uWXX5Rbq02bNuWc0NyX28N2f6pFIdv96Q033KAmwyrCEke6sTkW4ULxigIaBSmed3aMw0wvTvhUFfBeF1himZmZiXXr1qn3Zvr06epzYckdHeF0OWmXN18zczZtxTiNrWutqlB5jg94nYhS9c/5b63AnWf0x+RRnVSOiyAI9cuuxEw887vRSOTs/q1wz4TuKtxbqD+4/dp3LEdlXTHL6psbhqNvmwi4Eo8Xpjj4ccZeb1boEjp69KiaRWVApz1oOWfeAtsH60GPbYgm4SCMM3nOwNlBzoJyYW4YS/MoTOkBne3jUUTh5VwXzr4SDpA5UNYW/aqoaf05W0wXFfMaOJgjnG3kzGm171NBDhCaDbB7kndlFd4/IBC9unXC1u3/wTDOOwZLJ/jaOePLwFZbdqftRl5RHtb/sx4nTTgJl/3vMhWay0E4Mz1sZ3er+0w4G01xThAEQWj4/X1aQT4C/b0RHRRS5WOF+PvC27sQgX61fz5mSdrCtvcULDjJQXcQ93W8jRaXjh07plzDet/B18r9zo8//ogtW7aoJiN04tI9Q3cThSUtaDgyfqgIxQ5OEFWELibu/1lmT6GLuaG2sDzOXolcTXAdmZ9l7zm1Q5nvAQUe7VjSIeMae2MSezAHivD59P+2n0PF8/w8CE9ZOsdFrwMfg8Hy+nOh0EdnFCMAKMTRDcb3gzlUFPJ0eaV+zSzn4/XMkHIWjg84DhHqn8KiEjw3dwd+2XgEz17Qz+UHc0LTJD23EPO3JuCU3s3dyiVUV0pKSnHvd5tQUFyCk3vE4dVLBpgmA6kp4eXlhcfP7o34lBws2ZmMaz9ejTk3j1Qh665CZP4mAsvoaClndxY6lyjY0KrPAFE9OOOglqGlnOWkRZwda/RspIaDUs7isayMIeI1QTGJmUi00nMGkCHgepBG4Ylfeg62WE5AIYkDYZb+MUuKWUsctDEzg7OTLC+ojprWnwM8vg/Mw2BeBgUq/s8BtN6g2X2flv6FB595A2u27OKvtPITe/lg/JjhWLqy5q5CtrCEj6UNDGTnevM94nrRVbZg7gLjPerUHiv+WoG/lvylrP6cEdYdfGw/Ex6AcF35mejXzPP8nPiaBEEQhMbryBfkW/XATXfmK0XtW1jT7cNcTopN7NT6+uuvq9I8vS9kyDb3nSyT4/7w8ssvV13ieLmGJWG8L8UVZiwxZ4iOHTpwbAUQR8YPjsLyPZbqsSMuS9AoeHFheVxdYLg714lOLI4BmLNF0Y3ntWuKwhPfJ3b3YwYXcyhtsTcmsQfdSBSFbEsQbSfI2LCFE0jsyDd79mzr58L3kU417vc5HuL+nvt/vte20QT8XGw/AzrbOG6iCGX7ufBx6N7iZ8rSSY4hKPbRNXbw4MEa3zPeR+dQCfXL9PP6qMDlrUcycO6byzDjt23ILXBNIyWh6TJr2V7cOXsjrnh/lQrX9hSYe7R2fypCA3xV5zwRpRoOOj5n/m8QujcPQ1JmPq77aDUy88q6yzc2Ikw1EfijZecZDjqvueYaJYpccsklKsRTW+xfeukllbfEGVZ2s6PF3TaPSdvsOSils8mRgFPOPHIgykEVgzv5vG+++aa6joNkBpgyKJTroAeQnNFkFhW7z/H56WqiuGWbBWUPR9afQaN8Lr4PdFZx4M7BsW5tbfd9umoS9h86guYt21Tx5nrjukvPxW8L/rJ2GHIUBpVyYMpQfzq6OPCnO6x5a+MzufHOG9GrXy+cfcbZ1gwQ3sYWlj1wlpwzrro8gfCAg4NO7TwTBEEQGg522ssvzndYmOLtawv3GxRzmL/IfSzFDx1CrvctdAafeeaZSlSiU4n7NttyOIoc3EfrzCLC/yte5sj4wVEYRM79JB+f5YF6oehSF+gyYkkiBSE6wegEeuSRR6yNRbhvZG4phSLuKznOYNm/LVWNSaqKKbBXQsd9OcU6Pj875HFcwrGIfh8plnGcwveSQhVD2Cu+dkc/FzrcOFFI0e38889X4yxO4DFjqiYHFSetKOTx8xTqn7MHtMb8O8bgrP6tVNesd/7egwmv/o3lu2ue0BUER6FQQDYeTFeCQZ6Lusg3JofScvHcXKOE794J3dHKhe4dTyE80A8fXD1EZWFtP5qJGz5d67LvmldpdenkbkhGRobqZMaBUcUdN3fmnHGitVwLFULThrOKtNSzWx9bX9sleSdQkAVEtjPCzyuSnwUc24mLbrgPg0acqMoV6wJ/cluPGWF+of6hyCrIQlxwHJoFO9bpiDD7grPmnJW2DZKvDvn+C7XZbjZ1PPm1N3Xqe5uXU5iDvel74ePtg+5R3aucxT2YeRDp+eloEdICMUF29ik1QHGCLicdqi00PhQFOZlEUUkHntO9TJd4TbEDZoAOM8YYvPvuuw3y+/HU7aa9171gWwIe/GEzjmbkqfND2kfhsmHtcHrfli5pYS80He6evRGz15a5I8f2iMPbVwxusrlmPD665qPVWLwjSf2OmHnk7eIOdp7Exvg0XPreSuQUFOOk7s3Udy3At+7bMGf2F03zmy14LAsXLlQWfg6mOFvIWV8OJjl7aRfqsoWWEoOqZsAts9/PP3KHKoeoK8WlZSq0nnUvKHYunJWuqQceeMBhUUoQBEGovzK+6koLrMHddXBMCa6FEQB0YDsSaWBGmEtVsZRRaBjG9myOeXeMxhXHt1dt4NfsT8Ud32zEsOkL8MTPW1WIsyDUBmYskdP6tECArzcWbE9U3y269JoiP244rEQpfx9vPHNBPxGlGpn+bSPx4dVDEejnjUU7knDLF+tRaPkONhYiTAnVwnbQFGPsLewmYzYYpE7Bpnfv3qqUj/Z+ZjJU7J5npaQI0EKRbxUz6t7Gz6RDmxb10m1QC1Ms9wjwMVqI5pcYdl1HYQAs86gEQRAE8+RL1Vcpn+B66FxjbIA7wpJDZ8swhdoTFuiHJ8/tgxX3nYy7Tu2mwoMZXP3hsr0Y99LfuPidFfhxw6EmKygIDUNBkbEPGdElFm9fPhi+3l74eeNhPDRns3IXNSWOZeXj8Z+3qP9vObkLusTV3QggOM/xnWLw3pVD4O/rjT+3JuD2rzegqBHFKfdvRyc0KO+//36VoaUM7DQbul20w1jdUgFWAaoS7NZHeJDBHUEdQ/h0eLmPlw/8ffxr5ZgSBEEQTCpMWeb8SlC7wRwnUwTzUbGLsSBUJC48EFNP7oopJ3bB3zuTVBt2lvr9szdFLd+uPYg3LhuEiCDP6bAm1J58izAV4OONk3rE4ZVLBuDWL9fjy38OIDzQF/ed1qPJBIM/+ctWpOYUokeLMNwwprOrV8ejGdW1Gd6+fJDKmvr13yPq+/fCRf0bxcEmwpRQLQwLbdIU1VDGRyyz34p6EKasjilvb/h7W9pXlxSjqKQIvt7ykxQEQTAb3D7rCQRxTAmCUB0s6Tupe5xajqbn4avVB/DOX3tUS/bz3lyGD64aio6xIa5eTcFNHFN0r5Az+7VCdn4R7v1ukwrcDw/yw6RRHZGYka8yzo6k5yEh3ThNzSnAuJ7NcXrfFqYXrxbtSMScDYdB3ePZC/pZX6/gOk7u0RyvXzoIN3+xDt+vP4QAP29MP69vg3+X5ChY8Gy0Y8rPUWGKopJ3vQhTdEwxRNfP2w+FJYXqoEeEKUEQBPORV2QEG9PlWtN2WgtTTa3UQhAE52kREYjbx3XDKb2aY/LHa7AnKRvnzlyGmZcNwgldY129eoIbCFPMl9JMHNoOmXlFeOrXbXj+jx1qqYof1h/ChN4t8NR5fVTHNTOSlV+EB7/fpP6/dmRHlXMkmIMJfVrglYkDcNtXdOnFqyD0R8/q1aDilEiSgmdTmOeAMOVV9lOphxlwW2GK6HI+3YZcEARBcM8yPiLh54IgVKR3qwjMmToSA9tFqvypq2b9g09XSHmoUDX5lmyfig6iSaM6Ydq4btYCDl7fPiYYwzpG45wBrXDDmE64ZmQHlUk1d8tRnPry36oky2xw8ubxn7bgcHoe2kYH4Y5Tu7l6lYQKnNW/FZ6/sL/6rn20fB9u+nwdlu5MbrC8PLFnCJ4LDxoss+DVlvIR5k8xG6o+hKkSizDlXSZMZRdmS86UIAhCExCmpJRPEAR7xIUF4svJx+OB7zep8piHf9yCHQmZePSs3vDzEa+AUH0pny23jeuKy49vB28vL0QG+9l1sVw4uA3u/GYjth/NVCVZv21uiSfP6YPoEGNC3NU8O3cHZq89qESPGef1Q7C/yBJm5ILBbVSHyPu/34TfNx9VS/PwAJwzoDXOHdAavVqF19tzyVZQ8FyK6FBiZpQP4FNDEKVXwzmmrJ35xDElCIJgylldp4QpHX4uwpQgCBUI9PPBixf3x70TGFwNfLbyAK768B/sTMiU8t96pLHb3DcE+UXG8YJ/FaJlTGgAokL8qyytokvvp6kn4NaTu6jcM7qmTn35L8zd7Hr31MxFu/D2X7vV/8wukrJWc3Ppce3w480j8b9h7VTzhoSMfLz79x6c/toSTHjlb/VZJmfV/ThWhCnBc7HmSwXWHGiuhSmL26ku6IOVisKUOKYEAZg5cyY6dOiAwMBADBs2DP/880+1t09LS8PNN9+Mli1bIiAgAN26dcNvv/3WaOsrNH2YAcjwcy94IdA30HHHVC278gmC0LShkDDlxM5494ohCPH3wfLdx3DKy39j1HOL8PCczVi4PQG5BXUfb3oSeYXFWL4rGc/O3Y6z31iK7g/9rt7LpuqYchTe945Tu2POTSPRvXkYkrMKcONn63DR28uVmLDjaOMLop+s2GfNxnrw9J5K9BDMD/O/nj6vL/55cCzeuWKwyi+jaEpH3jO/b8fZry9FanbdjmXFMyeYti1zx44dsX79egwYMKBhhSkHZsC1MHXFtZPRs09/PPDAA+o8D6Bvv/12tTjdlc/ymDpjqqCkQO0cHA2Ve/vtt/Hrr7/i559/dvi5BcHMfP3117jjjjvUd5ui1CuvvILx48djx44diIuLq3T7goICnHLKKeq6b7/9VnUR3b9/PyIjJTxTqD+0WyrAN8C63faEUj7+7saMGYOdO3ciLCwM7sTcuXNx3333Yd26daoDriCYEQaif3fTCHVQR3HqYGouPl25Xy0UFI7vFIOTujdDn9YRKkOoWWhAg3fFKiouQU5h1aKYn7c3gvyNidXaQtHtYGoO4lNz1GumWNIhJliVBHVuFupQWSNDs3cnZmHlnmNYuisZ/+xNQb5FyNH8vTMJTSP8vG7vN+nbJgI/3TISry3YibcW78bqfalq4XevdWQQTuzeTHWRHNElpkFL6r5bexCP/LhF/U8n1+TRnRrsuYSGgd/H8b1bqCU9pxC/bT6iHHD8LT/wwya8+b9Btd5OiTAlNDgzZszA999/j+3btyMoKAgjRozAs88+i+7du7t2xYpysXj5Gpx00fVITU2t/mDWywcbt/yH3/6Yh7fe/aBeM6bYlY8/YIpSnJnXQlW5p/fywg8//IBzzz3Xetm1116LJ598EkuWLMGoUaPqtE6CYAZeeuklTJ48Gddcc0058fXDDz9UB5kV4eUpKSlYvnw5/Pz8rGKxINQnzpTx1ZcwdfToUTz99NPq+3/o0CElvnKShpMgY8eOrXZi5LHHHsOcOXOwYcMG6/nHH39c/e/j44M2bdrgvPPOU/uP0NDQKtfh/vvvxy233OJ2ohSZMGECHn74YXz++ee44oorXL06glAlPVqE46NrjkNOQRFW7D6GRTsSsWh7Eg6l5eLv/5LUogn290G76GB0iAlB+9hgtI8OUZeVotSIQVXbnVI1nqQJhuVbLB3kws5utqcZeYWGOJSSi/gUQyCiUHQkPa/GYGM+RlSwv8o24mlUiB8ig/0RFuCr7ltcWmqc2iy5hRSjctVzUoiqCjowurUIRc8W4Uqo6hIXipTsAuxLzsH+lGzsP5aD/cey7T5GXFgATugSi85xocqRU1f3hqthrk9dHVMVBYW7x/dQDqUF2xLVd43fOX7XPl91QC18Lr6HZ/RtiVN6N0d4YA1RJ04wd/NR3P3tRvX/1SM6YNopEnbu7kQE+6nvU59WETjvzWUqf+rbtQdx0ZC2tXo8EaaEeoPuBX//yqLKX3/9pUpthg4diqKiIuU2OvXUU7F161aEhITA5R35HMHLG6/P+goXnXt2tQP52mRMUXSiGJVflK9ypuwJU/bge33ZZZfhtddeE2FKaBLbj7Vr16qDYQ2dDuPGjcOKFSvs3uenn37C8OHD1fblxx9/RLNmzdRv4t5771UH4ILgSmGqtuURdAyPHDlSTZY8//zz6Nu3LwoLC/HHH3+o7zoneZyld+/emD9/vtoHL1u2TE1s5OTk4J133rF7+wMHDuCXX37B66+/DneD7xWF6quvvlrtH0WYEtwBulTG9myuFm47didlKYFqya5k7EnKwuG0XOQUFKuyGS6uhM6koxl5aqktYYG+aBsVjDZRQSqMe09SNrYeyVBOqM2HMtSCtdU/Bu83sG2kyieimEIRi2PqY1n5SpjKyCtSDjBfNw2WL3NM1e/6t4kKxlUjOqiF7rUVe5KxcHuZIMr/ufh/743R3WJxRr+WGNezOcLqIFIt2ZmEW79cD2qeDGV/5MxeDe7+ExoPOvLYVfG5uTvw2E9bMKxjDNrFBDv9OCJMuQknnngi+vTpo/7/9NNP1aBrypQpeOKJJ6w/bLp+brvtNlXalZ+fryz4HJR17dpV7eQ44/rWW2/hwgsvVLfn7GtCQgKOHDFC8JYuXapmYvk4wcHBKrvlrrvuUgd8fLwhQ4bg5ZdfRv/+/cvNyk6dOlXN7LKEpoRTNnYs9bZ89NFHal14EDp69OhqX/eePXswbdo0rFq1Sr0OOih4IKrhOvNAds2aNYiNjVWzwHRoacGL79Wrr76qShJ42cknn6zKg+JiorBv/37lliJRUVHq9KqrrlLrVxHO/nz763x8/sHbla7j4J6D/NmzZ6vHeeihh3D99cbjkvj4eNx55534888/1YH2wOMH4t6n7kXHvh3V9atXr8Yd996BzRs3o7ioGAMHDFTv86BBg8o5QPjaSPv27dWBCznrrLNUKVNubq5yowmCu5KcnIzi4mI0b9683OU8X9WBOLcPCxcuxP/+9z+VK7Vr1y7cdNNN6sD00UcftXsfbsu4aDIyMur5lQhNCe478yzdWx0VpvQ+mY4pZ8qzNfwO8z7MV7OdvKG4xH1NbfD19UWLFi3U/xMnTsSCBQuUsFuVMPXNN9+ofT3LYzXcN9KdxdO7775b7ds4znj//ffRtm3Z7CjHGS+88IK6niX53CdqcYhjCv6eKXoR7o+5j//999+Vy4l06dJFOSQnTZqkzvPxX3zxRezdu1ftD2+99Vb1HtmW/X/11Vd488031ViB4wSKUtw/cnyye/dudO7cuVbvmyC4Av7+u8SFqUWXOlGkoNuIjqF9xwzn0IGUHHU5NzHszmY9VY8BFJWUquylvMISJSblFxarU17GcjwKQ22jg5RQwVNDKApWDijjUey7eOhESsspRGpOgbFk87QQ2flF8PHxgo+XF3y9veDtXXZKt07ryEDjuaKCldOiIiUlpcpVRYFKLYczsDc5S4V8s9SvPZ1iMYZjjAe9Vbl5GM7M18+5gfTcQnV/d0SXJtaXY8oe/B6c3KO5Wri/+i8hC79vPoJf/j2CXYlZmL8tUS1chzHdmqny0mg65IIMxxydclHBfuqz4HtO8ZTvOR15LPPi/wkZeZj+23b13TmtTws8c35f9Z0QmhY3jO6MxduT8M++FEz7ZgO+vv54p0VhEaa41SrMcc1z+wXXHLptw8cff4zrrrtODVYpxFD8aNeunSp9IRyIMQuCg83w8HDlGjj99NOVM4lCFkWgxYsXK2GK4tO2bduUmMFBYo8ePZSzia4milLkoosuUtdzwBgREaEGsBSu/vvvP0RHR6vb8EDwu+++U6V6jjoU0tPT1al+jOp48MEH1QCXohT/v/TSS9VzcpDNwSYHsk899ZQq6UlKSlKDUC6zZs1S9+cBKssVWDaYmJio8mv4Pv32w9do26o5vvvgZVxw3TQlXPE9q0rc+XfrDqRnZGHIwL6VruOAmc9BJxhzbigYcrDO5+TzMyOHYhpL7rjedz98N26ceCM2btwI+AGZmZm45H+XoN3T7RDuF45P3/5UfW4614PCFYU8via+Xtv3mWIhZ8A5GKd4KQieBIVw/jbeffdd9bsYPHiwKnuiy6QqYYrCtS5rEjyMWuzv84vyUFqQDR8vbwQUFwEl2TXex7ukGF6WDMPSgix40UHl4P6epamczOFkjz1HcX3lp3FfR5diVXB/xf2LvYkYrtsnn3yiXLsUiC655BLlwiIsOecEGQUnuh0pQLE0l+WDJ510klXIogjN3yzHHZxU4tiE+zf+frlv1/szluI98sgjeOONNzBw4ECVO8kxD98bTiRpKGRxX8zbsHEC4fiIwjZfiwhTgrtDYaBTs1C1uHo9QgN80bbmIbzTUKyg4MRlQh9DSK8NPBimUEJRhMKZOwpTugSyuq58DSGIdm8Rppbbx3XDfwmZSqD65d/DytE2b2uCWuzfl5UgXkoMrQoKW69cMsBtHWxC9bB0+KWJ/XHaK0uwdn8q3ly8G7eO7QpnEGGKg9TprVzz3A8cBvwdL2XjjCSdNGrD0b07Nm3apM5zkKYFKQ4OmeGkB3S8D11NFJk40NOzo3///bcawHEGlQNCClM85aBRO5EogFHMYacrQoGIj0XxRTuCOLDlAJUlNI4eSHLGlWUK2gFWHZxdPeOMM9T/PJjkjDGFKa4vDzDplND5GhSv6BDja+CMLQentrPLnTp1UtdTfMtKTUaojw+iY41AZR7cVjfg3x9/RA2i42Iq74kpIunZW4qB/EwWLVqkPiOGOfM1cyCuc6Seeu0pDO8yHEv/XorTJpymXFyD8gbhUNYhhPiFqINsrgsH7Geeeab1veVlesZbQxGRoiHdaoLgzvDglL8xujht4fmK33sNO/FRdLcVa3v27KnyeaoqLabDkgK1rWPK1u0hNGFqsb+nxNHLyafxsXcfB/f33L9xP8F9nCNwn0NHki387vfqVfVa0638xRdfqH1PVXCfYk+Y4mQLRSI2J9ATZvzNcbxw3HHHqXECJ3/0PpG/tZUrV6rLKUyx7JyTMRSYKCRzLEL3FccWhOMQurTomiIUmCk4nX/++eo83VGcbONYxlaY4jhA38aWVq1ayf7RQ3Akz5TjYI6tbLnhhhuUy05oWtDFYwhThXDnMj4S4OcaIadb8zDccUoYpo3rih0Jmfht01FVVqoFv9RswxHF8kvO+xRZytf9fLyUa43iYHiQn/q/h0Xsqo8gd8G80BH55Ll9cPvXG/Dqgp0Y3a0ZOkU4/v0VYcqNOP7448uVBNCFwwEbZx7pfqIbRw8WSUxMjNoh8zpCwYYzmXQWccfMHbQWpujEYoDwPffco25LN09WVpZ6DFtYMsbZTA3LyrRwwlnJ0047zXodB44UjmxhPsbmzZuV8KW58cYb8dlnn1nP83k1/fr1K3cQSiiWcdDOdfz333+VAKfhgJ5CEC3/HCxzAM6SQ96WLjFdanhg7270ah8D+Do2i5Kbn48Af1qbK88E2K4jPx++p1xH/T7yQMM2PJblHfl5+aoMSR943/fAfVi4aCFSklNQWlKqZqWZ8eEIHIDx9oLgzlBE4oEqS4x0yD9/rzxPF6Q9KHDzAJu305236OjktsKeKEUotGuxXRDMhrO5VBR1KATZwgkYCj62cCKL+YgcL1C44oQPBaaq4L5eO49s4TiDkzsa7os5acJxBoUpntqWsuvfKUvqCW/LEkGOO/gb5cLbU4Divp9jEz1Blp2drcYbHJ9oZzihS5gTMrbYE9GI7B89B0fzTPldYgyGRlcJCE0LlpjhWI7bBqDbClON5ZiqCh7bMKSfS1XrSoGKDi+KUIF+3pIf5cGcM6AVFmxPxM8bD+P2r9bjy6uNCCBHEGGK9nrOZLrquRsRBqiyfI47by6041NE4YwSy8U4E6rdVhwg8uCOg8eK2DqLbHf2HBjqLkCkYlYMDy5p6+eAmbZ+DQcIdEbZQ3faKpfbYRGXuI6c6WLeREVo4eeglmV0XCheUUCj2MPzBbkMjowBfAIcdnPk5OahID8P/tWso15P23XkwbYWzwqKC7A/fb+6zfBuRlYWZ32TjyXjvqfvQ6u2rdAjrgdOGHlCtWUWFUs/HHWsCYKZobuCvwduS3iQy3Ig/o51l74rr7xSuSk4M05YNsuDawru7B5G5+j06dPtbhMEoTb7+z3pe1XGVJvQNggPcLw73Y7U/1QH1k4RHRHoG+jw/p7OX+4fHA04575Ju4s09srkOUlFVzWFJbqIqhJubR+XkzkNASfFOLagQEwRiuvLiSROWHFswkxG20mq9957r9ykG6kYHVBVIxXZP3oOjuaZUoiqyoUrNC3HFGEWljuSX2Q0SmIUk9lL31je2SxMJvwEA45hnjqnD9buS8G+Yzl4/g/HG7aIMEWxw4lyOlfCHCFbaI/nIJYDNA7qdNaQFpeOHTumspO0pZ9fFNroGWa+ZcsWnHDCCWoHzSBgupt4MKgHdwzeZjkMB7GOtl/nzGTFAbKeAeZBI7MnOBilFd8WDhy4OAvXkTNh9p5TzxDzPXjmmWespTrM5lIUGaKPf5BRq89Z5OoY0M/Iltq6fQcGNO/q1DqynI+vjxlWuYW5KE0vha+3r3XGl+WXDG0dOn6oOpDxzvRWQdAVxS9768jZ5Ly8PFWWKQjuDkOZ6ehkpgy3P2zQwIMNLXJTWNbOKMLfNTuVMTyZzkWKVhSpWN4kCHXd33N7nMv7+AUhKJgTGY53JPLyC0FpSSFK/IKcmoSiSMPJk5kzZyqBtaLgwqYktcmZohBV1b7SHtyncP9aEY4zuB+lcEw4xuA6cQxCeMp9mm2ZHc/blhZSjGIuJMcXOvCcYtWXX36pHI86X4q/e4podBdXdF87AveN3EfK/tEzqSrPlBOFdOlTnGJA/sMPPyyuqSZIFB1TbAyV456OqcYIPheEhoLNDV68eAAue38lvl17yOH7ybfdjeBBGR0FHAhyAMc2zjwIIxSozjnnHGVR5qwjS8guv/xydaDGyzV68McDPtr6eZDHmSTuqLV9njC0lKWCLKlhNzl2vmGpHwPIreKOg9BazUEAS25Y0sYDTi4sFagLPPjkOtGJRacW3RIU3XTZD11THIzzfeLAlrPFDCk3KAW8vNG+Uxcl2NHJxQNi2zJCW5rFxWFQ3x5YunK1U+vIwTRnnvkZsNRx957d+GfZP3j6/qdx8OBB62fH7oHxu+Lx79p/cdUVV1UKYac4yJImvm+2s9h8TGZnSbCr0FTg75eZMBTMKbTbOiUobFfsmsntFEV6fRDK8g1HGzEIQnXkFRvd+DiR4OeEKEW8GXhuKd12FopSnIig+MPmIty3sUSOJXq2XWkbEopjK1asqDQhwkkSTjTxt0knCssIGTOghSqWFvI3ypxHrvdLL72kcn9sXdEcczBnivtdLULxlOMQOrW7detmvS2zJemQ5GunaMUJJzYC4ePWBLcLdGU11nsmmIeq8kwvu+wyNR5lDijzBjn24li5KrgfYg6h7SK4B1EhWphyT8cUO9iZoYxPEGrL8M4xuN7SVdRR5NvuRrCMhWIOB4AUeyhK2WY5cLDGsjEGZnMgRqcSW6jblppRfOJA07aDG/+veBnFGt6XA0iW0XCgyM47PGCsWKJXExygcuaKj89Bp17oJKoLdEjQ9s/BKp1gnBWl04IzrIT2fQ6QZ8+erWZr6ZxiAKsV30C0btNGDXzZ0Yevq6osG3j5YNKl5+Hz2T85tY6chWPpIkUyBrMO6T8Ej9z+CArzC5WDinzwwQdKbDprzFm4/6b7cd2U6yo5yJglNm/ePOUQsZ39pchom70hCIIg1A+5RcbkSZCv/W6tjghTpXZyCWuCkw3r1q1TYeEsa+OB9SmnnKImJ7g/bQyYF0lH0/z58yvt0zgpxAN8HvRzgst2X87JLOZJcV/LZiV0Y3NsYju+iIqKUtEC3EfrkHeONSgm2E6QkUmTJqnmIXwM3ofXc79e0XltD+4fOTkkbhjPQ+eZfvXVV+Uu55iZoiu/S/xusHkP3fy22am2UBSlu10v0ijD/Ur53D1jKsBPJtoE9+WOU7qpLo+O4lXqbNKmyeFsBnceFEL0gb+GM+oMxeaAxl6op5nhoI4uJ2auCHUk4zCQlQCwNCOynWP3yctA7qEt6D7mAnw9+7taz8Cm5KXgSNYRhPmHoV14+edOzk1GQnYCIgIi0CasLIOrKliOya5KFOYqBsHafQlu/P0XXLfdbOp48mtv6tR1mxefGY+M/AzEBcehWbBzOUX70vchuzBbbcu5TXdH6Nyi05jlsoSCEF0oLN0zOyyHZ64WHd6OiFiCc78fM283OcFI9zwnBWv67JlhSHGVJeMUrOw5prhU7OJqxtctlOezlfvx0JzNOLVXc7x7pf3mCGZmY3wazpm5DK0jg7Dsvqo7qAqC2dl9MBFd2jZ3aLspGVOC51FoKSFk9oejeHkjKCgQn7z2dKX8J2dgZgnx8ao8A+LvbdiO84vLBkHVceTIETXb54goJQiCIDSeY8rarKMWpXx2KS4CSgqd22/VETYXoQjFsjvbzrLuAOMHmN0oopTnUFOeqT10wx7d9bki0sXV/TOm3Df83OKYkowpwc1pFu74xKAIU4LnUWTkhsCZgw1L4PKJI4YALYwg9NpQXGoRprwrC1MBlg6B7NzHAVZNrVaZAyYIgiDUP0UlRSgsLqxzKV+9CVNp+4H8DCC2O+DfOKVpLOVjrqQ7wmYuXATPKt9jlindUjrPlHDyjrmdLNfj9aeffjpiYmLw77//qsYZLCNlNITQREv5cty7lE/CzwVPQoQpN4GzP0I9UFIEFFt2Un5OlHZYDjJQx4MMfZCiD1ps0eG6vA0PipwN2xUEQRDqB5bhEX8ff7sTCY0uTBXmGKcUpxpJmKoIg865CIIZ0flrtnlmhPlk/N6yGQ4z0xiJwRI+luRdcMEFeOihh1y0xkJDEmntyueejqkCS+MJcUwJnoQIU4JnUWhxS/n4A95OfP116R0PMhjLVoObqUbHlJ1SPh7I8CCIjimW84kwJQiC4BqYB0jC/WuXI+ONehSm+BicVCH5WYB7VdUJQqNQU2QuhSg2zBE8g6gQYwydluNYFYLZEMeU4InIt13wLCyZIezI5xS2Dqc6HGhYM6aqmIGnMEUoTgmCIAiNT25hLnIKc+AFL0QHRtfqMayOKdSDMGUpKVTQyVVfLixBEIQmnjFVVFKKzHyLsO+GGVMiTAmehHzbBc+iNsHn9SlMVeOYss2Zyi9xLABdEARBqF+O5R1Tp+EB4bV2rmphql4aH9sKU9z/6P2YIAiCYJdAPx8E+Rlj7bTsQvcVpnzkUF3wHOTbLngWtRamvOolZ6omYUocU4IgCK6D2970/HT1f0xQTK0fp1678rEbny0s5xMEQRCabAC6lPIJnoh82wXPgTPXtenIp6kPYarEQcdUsTimBEEQXJUtFeIXUqtufA0Sfl5xoqJAhClBEATHA9DdV5gK8HW++YYguCsiTAmeA8UedZDgBfgaAlBjClMs6dAHKVVmTHkbO1G2Ka+3bk6CIAiCQxMHqXmpdXZL1b8wZXFM+YeWCVP1USIoCILgEQHo7lfKV1AsjinB85Bvu+AUO3bsQIsWLZCZmanOf/TRR4iMjHTJuhQUFKBDhw5Ys2aNcx35/AJr11VPC1MW11Nty/hsD1oq4uvta71OyvkEQRAaj9T8VCUk0bka6mcRgWqJtStffYafB0YYHWIlZ8ouHA+88sorLhkLuRNz587FgAEDUFIik19C06YpOKZEmBI8Cfm2uxFHjx7FLbfcgk6dOiEgIEC1vj3rrLOwYMGCGgdmjz32mBqI2J5nBgYXX19fdb9p06YhK6v6EoH7779frUNYWOP2q664/sTf3x933XUX7r33XsceRA/ka1ueocvvajkDrmfOKTxVJUzx85CcKUEQhMaFjtaU3BSrW6qurcUbxDHFIHb/EON/Keerd0488UTcfvvtDt3WVWOh+mDChAnw8/PD559/7upVEYQGJVoLU9nuN57OLzImsyX8XPAk5NvuJuzbtw+DBw/GwoUL8fzzz2PTpk1q1uukk07CzTffXKvH7N27N44cOaIe+9lnn8W7776LO++8s8rbHzhwAL/88guuvvpqmIX//e9/WLp0KbZs2VLzjYtqGXxeT6V8Ol+qKlFKIzlTgiAI9UNeUR4OZBxAWl5atbfLKMhAYUmhKrOOCIio8/PWqzClw885aREQaooAdDqWzUJjr4sZx0KOUlhofJe47q+99pqrV0cQGin8vNCNM6bkUF3wHOTb7ibcdNNNagb3n3/+wQUXXIBu3bopYemOO+7AypUra/WYdErRit6mTRtMnDhRiTw//fRTlbf/5ptv0L9/f7Ru3brSdX/88Qd69uyJ0NBQNRtHwcuW999/X10fGBiIHj164M033yx3PV1PfE3BwcHKEfbwww9bB1AsF3z88cexceNGq8uLl5GoqCiMHDkSX331VfUvlqJQvsVy7xeMWuGtham6lfJVlS+lEceUIAhC3Vl9dLXKjKLIfyjrEJJykpQzqiK8LDk3Wf0fHRhd4+SBI+jHsPd8jjh3pk6dqpaIiAjE9jwBDz/3Jkq9fK05U6mJh3HllVeqfSD3m6eddhp27txpfc5mzZrh22+/tT4mHcctW7a0nueEDp3XOTk56nxaWhomTZqk7hceHo6TTz5Z7XMrupa5L+/YsaPalzvyOugqoguJ69m8eXO89957yM7OxjXXXKPcRl26dMHvv/9uvU9xcTGuu+469RxBQUHo3r07Xn311XKPS1Hl3HPPxdNPP41WrVqp29iD68qoAe0q37x5s3qfOE7hulxxxRVITk62PuZff/2lnkuPMzhp5+hYSMcazJkzB127dlXvz/jx4xEfH1/uvm+99RY6d+6sHN9c708//dR6HR3gZ555pvU83e9cD05Cavh+8XU5Mrbi+vP+X3/9NcaMGaNuo11SdNszBmH37t3VfIKC4N40hVI+EaYET8Ljv+0cwOUU5rhkcXTAmpKSogYmdEaFhFhs/DbUV8YTB4HVzTwuWbIEQ4YMqXQ5B7YvvPCCGmD9/fffajaRAywNB0KPPPKIGkRu27YN06dPV8LTxx9/bL0NB6gc2G3dulUNDDl4ffnll9V1FM3o5NIOLy68THPcccepdasWzpZz5pqijy6FaGzHVGn1HfkqOaZKxDElCIJQG1YdWYVnVj2DUpTCz9uYNU/ITsC+jH3ILsguty8+lndMOaooYAX5BNXL/j2vOE+5tZzd32u4f+Tk0T8rluHVJ+7CS+9+hvdnfWQ4fr28cfXtD2HN6tVqMmnFihXq8U8//XQ1oUMxYvTo0Vi8eLF6rNTUVLXvzc3Nxfbt29VlFGGGDh2qRC1y0UUXITExUYlEa9euxaBBgzB27Fg1/tDs2rUL3333Hb7//nts2LDB4dcRGxurJtUoUk2ZMkU914gRI7Bu3TqceuqpSiDSAhlzjzhZNnv2bDUe4NjhgQceUGKQLRSbmPM0b9485V6qyHPPPYf77rsPf/75p3odFN4otg0cOFAJMhxTJSQk4OKLL1a357hj+PDhmDx5snWcwbgEZ8dCHOd88sknWLZsmXrOSy65xHr9Dz/8gNtuu02NZyiS3XDDDUqgW7Rokbqe4hEFQ4pz+jPie6c/x0OHDikhiYKfo2MrwveBz8vbUCwj7dq1U+JcjWMnQXBjJPxcENwLX3g4uUW5GPbFMJc896rLViHYAfcOB4McdHI2zBHoPnrooYfKXUbBqVevXlXehwPRL774Qg3cqmL//v12B2McCL/99ttqFpBwlveJJ56wXv/oo4/ixRdfxPnnn6/OcyaUA8533nkHV111lbrMdn2Zd0Vhiy6oe+65RwlmnOHUDq+KcMaU61YtOZbBdXBM7YLP6yFjyllhKrcwF4k5iWgW1KzOeSdC47M/Yz8+2fIJLup+EXpEO/bbFQSh7mxI3IBbFt6CSO9IBPoGol14O+QgB/vT9+PSOZeaen+voSjCyRmvwlx0jzwdm3bswcuvvIrJ19+AnQeS8NOff2HZvF8wYtQoq0jB+9CxQ+GH4gX3sYQTRhRkuP+kyMGxBE8phBCKIRSOKEzRRUU42cTHouvq+uuvt44jKLrQVeUodBbp/TtzmZ555hkltlAAIhRW6CL6999/cfzxx6vsIzqkNRwvUHijMKVFJMJJOrqF6DyyNwbiRBmFHU5okTfeeEO9BxRvNB9++KF6z/777z/l2OZjUaizN85wdCzE5xk2zBhTUiCim4nvLSfQ+J7SmUUHPNGOd17OWIZRo0apMPX169er6AZ+bnfffbf6HAg/M7q06JpydGxF6FjTt3F67CQIbow7O6byC0WYEjwP+ba7Ac7OtHIgw9lM2+XGG2+sdDvmVFHwofDDQRNnCzmoqgrOttqz73Mgp0UpwnIBDnAJLfuc4aM1n8+ll6eeeqqchZxWc5bkcUDI6zmQpfPKEbj+erbVLkX5ZUGxQdGoNdaufHXLmKpJmOKBVGxQrPqfpScsQamXnBKhUaEo9c1/3+Dy3y7Hz7t/dvXqCIJHsOXYFkyZP0VNOg1oNgBRAVGqrI7b1FahreAuUKRRExKWku7hQwerUj26abbtO6Qmaob1Lythi4mJUaVhdMUQik4UKZKSkpRAQ6GKC8UNCijLly+3Om9YssfGJ3wM2/303r17y+2n27dv75QoRfr162f938fHRz1H3759rZfRtUP0mIHMnDlTCTN8Lq4H8y8rjgf4GPZEKQo1dFxTbNOilH6NdCbZvj492edsOVtVYyF+JnShafj4dLTrz4SnHOfYwvP6et6WQh4/I47P+PooClKo4ufDz1GLiY6OrYg9Ec2hsZMguDlRFmHKHR1T+doxJeHnggfRoI4pzvYwqJtuHNqiaWNmLkB1cIfMWSSGWXMmiwJFQwZMBvkGqZlMV8DndgTmFXCAqi34NcHZSD2jpomOrizIcBDLMgAOpjhzZm+QV/FxWRJQEc5w2sJ11WKa7vLHgaKeRbQdpBLOhjLfirOktJkzU4NuKQ4wHYGlBtUOlnOOGacBYYBv9a+xUUr5asiYIs1DmsPPxw9Hso4gPT9dhfK2DWsLX2+PNzm6DXsz9qpTlgc9sPQBbD22FXcMucNaViQIQv2yM3Unbph3A7IKszAobhAeOP4BHIkvyztsEdICCy5agEOZhtjPfTAz/biNDfMPQ5uwNvW2LtwHbk8x9tndoro5vL+vMvjcdr/haxFFOOHCfa0dRy2FG+73KWZwYbkXJ37Y6GT16tVKnGI5nd5Pc0JJl4xVFRVgL0qgJuyND2wv025glvAR7vvpmOb+n5NlLPPnOHLVqvLjtKrWha6jX3/9VTmsWMKm4WtkrhJff0Vss7ccoaqxUH2gxUM61yhC8TOk64pCGz9H3aDGkbFVTe9VjWMnQWgi4ecp2e6bMeXvW/MxgyA0FRr0KJczOpz9ufbaa+3aiCvC2bkzzjhDuXtoS2eGAMM4OWjQdfH1DQdFztjrXQEHJnz9nEW89dZbKw0ymGNQm5wpClEVBazqoA2eM7DOwNlQil579uxR4pM9OHPLmdgHH3zQellFeznXVecuVIRZDVw3u3DQblvGVxe86yZMadeTo8G6DOH19/ZHfGa8yijZm74X7cLaIcDXKLUQzA3Lhsgp7U/BvP3z8Nm2z7AjdQeeH/28akcvCEL9sS99Hyb/OVmJTH1j+2Lm2JnwLfGttL+PC45DqF8oDmQeUC5WCsd0qbYOa13vY4EgvyAlUHGb7Ww5tlWIKTaEqZXr/lWTVBQdevYdgKKiIqxaswEjTu8B+AXi2LFjKnNJl+zz+SjS/Pjjj2qi74QTTlDu5vz8fFXqRReNHkswT+ro0aNqkoql9K6E2UwUzHS5m7OOJrq/GSfAJix8PTrvkq+R+Vh8fbzcHtWNMxwZC/EzYX4V14Hw8+D4jMIS4Slfn22ZHc/bxixQjGKJIdeRr0GLVV9++aUqOdQuN0fGVtWRl5en3tcqx06C0ASICjEmo3MLi5FXWIxAP/cReST8XPBEGvTbzu4ntBWfd955Dt2eOUWskedMGXfgHFxceOGF1hBsT4aiFAdMHPBwcEVLP+3fbPfLWcXGgOIY3U2ODNxsoRNqxowZal05sKJFfdasWXjppZfU9Rxs06bPmVIOlHg7uuts4WCSwiXLEtlFh4NrDcM7GaBqF3bi44wzy+cC69gC3KueuvLVUMpnS6h/KDpGdFTuKXbp25O+RwX3CuaGQmJirlGa8ujwR/HKia8g2DdYdQm75NdLsCV5i6tXURCaDIezDmPSn5NUiHn3qO54a9xbattZFRSgOoZ3tLoXKUzx91nf6EmI2pRic59I9/iO7dvx5Zy5eP3dj1SANenarTvOOW0sJt/zJJYunq/K1C6//HKVP3TOOedYH0MLGuymxzIvb29vFYrOiT9dEkbGjRunxhF0tDMsnN3cOGHEySIKLY0JxwN8Tnb65XiBYd50eDkDha3ffvtNjT3Y2Y6weQwdQpdeeql6PI41+BwMH9djGo4zKAjy9XOcoV1cjo6F6ARjwDsfg5UCdPuzJFMLVYxZYJMXZmpxDMcxEIPkbZvF8PNhzhQD3bUIxVN+ZpykZRaWo2Or6mC2FV1ZjTV+FARXEBbgC19vL7cs5ytzTIkwJXgOpvq2c0fPAZK9AUBVUKDIyMgotzRFOnXqpDrYMCCTVu4+ffrglFNOUa4yDnIaAwqNnMWbP3++U/ej640hpRwwsbyAA2IOzihCkrPPPhvTpk1TQiQH0BwQczBqywUXXKBmD/n6aT3nYJvwu5Genq4EzGrL+IKjy4Sl2lLX8PMSx0v5bOFBU6eITmr2nQc4DNVmdym2Qc/Iz1AiSH5RPopKimrVmlyof/gZaddbREAExrYfiy/O+AIdwjvgaPZRXPn7lZizywi0FQShbny05SMk5CQoEf+dU95Rv7maoIuJt6d7sXVo6wZpMOGN2gtTV155pcoyOm7cObj5wWdw2003WEPIyay3Xsfgvj1x5oWXKXGB236KMbZlctzXUjzRAgfh/xUv42vnfSmKUKih+MFucnQu6wyoxoKd6uiwZ+ddlqjRCWbrnnIUOsRY0sc4iNdff125i+hO4mvnRBbHIgwFp9ucgh2hQERHGh1MHGdUlXNZ1ViIjjQGr1922WUqO4piIPMzNRT+2P2PYefMv6JzjeMi288iKipKrRufX2dg8XOhSGYrJjoytqoOjqHotNJdGQWhKcJtW6SlnM/dAtDzi4xjBhGmBE/Cq7SRjmS5cagpY4qDIQ6K2LlFw8ESy/sY0Migxoo89thj5Tq4aChWhIeHV7Iu03XDnba94ErBMecWc6k402gGOHhluSjbSVeiuAhI2EwlCYjtDvjXcQCWmwak7gX8QoBmZbOWjrI7bbdqH84OUcwzcRYe3DAInWJUdYT4haB9ePtKB1ry/W885u6di7v/vhsD4wbik9M+sV6eWZCJB5Y8gMUHjSyXJ0c+iXO7VJ+71xhQ0Ge2m73tZlPHk197U2HaommYf2A+Hhz2IC7pcYlptnm7UnepUkEK0iH+juczUajgJI1y+yRsBYrzgZguRk6irRv42C6Arq/mvWvfbVaol7EQBSEKXSzdMzt0gzFjlM606kSs6n4/nrrd9NTX7c6Me+kv7ErMwheTh2FEZ6OxkDtw5utLsPlQBmZdMxQndY9z9eoIQqNsN91ehqWIxReql/j4eFevUpOGs5naau5q2Lqas4R0W9kll+GkpQBDZ+sqStVn+LkTpXwVy0LahLZBy9CWiAyIVKUqDNRlmZ9tblV2YbY6GBJcH3xOgdAWCpKvnvwqLup2kTq/6MAil6yfIDQlGHZOqivfcwXWYG/Usqsq5w11+LlPhaYJKg/Ly7je0rlP8MyxkLOwVPHNN990yFklCE0lAN1dS/kCpCuf4EGYqsUXO8YkJCSUu4znqa7Zc0sR1shzERoH2tdtQ8obHQ7UMw4CxcXwjzS6NlaJtYyvnoKm65oxVVI3YUqtgpeXKg9DoH1HFQPS6cpiF79Aezeqgh0pO7AwfiF6RvfE4OaDa+XoEiqX8lUUpghFxBPbnojZ/83GkeyyjmGCINQOljOTEF/nu8Y1JHXJmLLua/R9K3bzZEk4xanCbKM7XyM3xWCZm21od0UYDt6uXTs0VVw+FqoDDL7nIgieQGSwv1uW8lmFKT8RpgTPwVTCFHMSWLpny7x58yScUSgj4zCQnWz8n1IIRHcu65ZnS0EOUJRrzCgHRdXPc+tsqFocZLBi1tqVz9761tNBEFufU5hiULozTF81HesS11kfp0d0DwxtPhTHtTxOlaOJUFW7jnwMWLYH29aTw9mHG3W93KVEhu3h2SWMZbrMh9HhwdXB5gkMNmb485w5kt/lSZjVMVVbYWrxYqPUF4W5ZfmG9rIJA0INYSo/q/4mYByEmU1sRlLd9Z4Eg865CIJgLqK1MJXtnsKUv4/7dBIUBFMLU1lZWdi1a5f1vO6qFh0drWbSWIZ36NAhfPKJkcFy44034o033sA999yDa6+9FgsXLsQ333yjAiwFATkpQHZimXuJs8TMfIruWDnYPDfFOGUnPp96+prXoZRPl/HV1TFVE7rLVEGJczvg3elGO+7mwc1ViPDWY1vV8vHWj9XBVa/oXhjddjRObnsyukV1a5Cg4KYCRcjqHFOkVYhx0MbW9nR71HebeneFQcHsRMYOrQw+ZsYOG2Cw7XpcXFy1pSkMLh41alSjrq9gLmHKbL+jOjumiqso49MoIS7B2Be6wDHUpUuXRn9eQRAEZ4gM0eHn7lXKly9d+QQPpEG/7QxWHDhwoFoIDzj4/yOPPKLOHzlypFzXE9a7U4SiS4oz5S+++KLqOMIDE8HDKcgG0izfldDmhlOKX18GgaceMEr8NDwIoIhF6nMW2VaYcrJngNUt5eVdLg+qvqFjihTqAxoHoDjChfx07k+Yf+F8zBg1Axd0vQDtwtqpdd98bDPe3PAmLvz5Qkz4bgJmrJqBlUdWqpJBoTwpeSnILMyEF7zQNryt3dvQ2aFdaGx1LxiwzfnkyZNVEwyWCVGgYteoDz/8sMr7sMsWu0uxCQa7lwqeW8oX6mcyx1QduvI5JkxZShfpkC1yLzeAIAhCYxDl5qV8IkwJnkSDOqbYWaa6pn/sYmLvPuvXr2/I1RLcDQ7OUxgmXQoEhANhLY0ORHRKpewB8lKBdG8goq1xeV66kc1B95BtF6O6Yiso8UDDCeeTdkw1pChF/L39nXZMHcw8qE5jAmOU44DLmZ3OVAs5mn0Uyw8vx6L4RVh5eKUqP/ti+xdqCfMLw6g2o3Bax9MwsvVIq2PLk9FuqVahrRDgU3XuC11TOwp2qPezS5Q4D9jMYO3ateW6srLsddy4cVixYkWV93viiSeUm+q6667DkiVLGmltBbPAMQYbPuiOpPYoKamlMFRfjqnahp9bg8/9q3gCnTOVY8mZiq7tqgqCaX43glCfuGv4eX6xCFOC52GqjClBqAQFIIpPHKD7BgJRHcraYgeGA1HtgdR9RtA5haLwVjah59H120K7ojAFH+eDz+3lhNQj7NCnHVM8YHOk5C4+0+hk2TasbZV5SOd3PV8tuUW5WHF4BRbHL8ZfB/9S7qDf9v6mlqiAKIzvMB5ndT4LfWP71rrcb3PyZry18S2Mbj0aE3tMhLuxL2NftWV8GnZX3JG6Qwl/gtHCnO6n5s2bl7uc57dv3273PkuXLsUHH3xQbdZNRfLz89Vi28ZWcF+4TSrlpIUdYcrf31+Jm4cPH0azZs3U+cYsQy4qKEJJYQkK8gqQ553n/APkMiuxFCgCkFfV/QOBomwgKw3wNlcpo+CecOzAiYKkpCT1++HvRhDcFXcMP1e/QR1+LsKU4EGIMCWYF7rt0uKN2WCKTnRIVRR2GGxO0Sc93pI/VQrkZ5YJU/UJD2goTqlSPudmErVjqiHzpYh2LLF0pKi0CH5efg4LU+3Ca+6gFOQbhJPbnawWim2bkjfhj31/4Pe9v+NY3jF8teMrtVCUOaPTGcp1VZXgVREGtrNccNaWWWr9lx1ahgFxA9A9ujuaojClc6aklK92sE37FVdcgffeew+xsbEO32/GjBmq7E9oWvlS3LYG+pTvRMqDakYEMDaA4lRjk1mQqZYsvyxkBdQiByo7yQhADy4G/A1XWCV4PW/nnQaElwmuglBXWEbNPNiGatjijk02BPct5XMnx1RhcVm1kTimBE9ChCnBvHCwrUPM6ZSiY8oeIbGGUJRxyLiPDoWt6vZ1weTCFEtHKE4x+4muKUdK67Qw1SasjVPPRfcXhSMudw65U2VO/bz7Zyw8sFCVs1Fk4jKsxTDlfDqx7YlVrg9dUg8tfcgawh4XFIfE3EQ8tfIpfHyaEcDubh35OoR3qPZ2LPUj0pnPgOKSj48PEhISyl3O8y1aGF0Mbdm9e7cKPT/rrLMqlZ4wmJmB6Z07M4uuPCwVZN6hrWOqbVvHxFPBvMIU3VL23FB0e/DguqioSDnyGpMfdv6AWbtmYUzbMbizx53OP8BXDwLJ/wFnvAJ07Gv/Nixdf/8qY1LmmrnG/lAQ6gi3xdyONsVGJ7VtsiG4dylfiht15csvKttX+fu4z/hXEOqKCFNuArO3BgwYoHagZofZYbfffjvS0tJq/yB0PVFoIuGtjbK96giNM5xTWUfr7JbiwS5n2Zl1xve8HFogKSlWg5gxY8Zg586dCAsLq/Z1W0v5GkiYou2+W7du+PbbbxHTNUYJU8yZCkZwnUv5HMHX2xcntD5BLcx7WXBgAX7Z/YsSq1YdXaUWik0Xdr8QF3a9EM2CmxnrXVygyvZmbZ6lxLvowGg8MvwR9I7pjbPnnI0NSRvw464fcV7X8+BuGVM1CVMskSRHso40ynqZHQoIgwcPxoIFC3DuuedahSaenzp1aqXb9+jRA5s2bSp32UMPPaScVK+++mqVYlNAQIBahKYVfF5VvhThwbWfn59aGhMffx8cKTiCxIJEBAbWYqIkcYNRmh7VAqjq/rw8JAJI2ATMvhQY+yjQZWz9lrELjeMQX/yMMfY5/kYgsmYHs1D3JhuEAhUbL7HJxn333efq1RPqmagQwzGVkVeI4pJS+Hibf9uoy/iICFOCJyHfdqEcHTp0cL34RTcSc6NIUDQQYogYNRLWwghGZ3lfYFTDrJsWlkpLlPPilltuUaKUw1356sES/9hjj1USzHhQf9ddd+Hee++1BqA72pnvQOaBOgtTtvAA8ezOZ+PdU9/F3AvmYlLfSUpwogOKDqpTvz0Vdy6+E7/s+QUTf5mI9ze9r0QpBqj/eM6PGNturBJtpvSfoh7v5bUvW7sGmh0KkPr9bB/hYCmfOKascBabpXkff/wxtm3bhilTpiA7O9t6AHHllVdaw9F5oN+nT59yS2RkpPo98n/JRfE8x5TZYOkzySkyxDOnKMwry0tkdmJ1jH0YYJfPo/8Cn18AfHQGcGBVbVZZcBUJm4G/ngFWzgReGwj8dEvZOEio9yYbbKrhTJMNwX2JDPKzar/pue5RzldgCT738/GCtxsIaYJQX4gwJZgPCiolTHv1Kuu05wi8HcUplv01VCaCxTF14MB+/PLLL7j66qtNU8r3v//9T4VB796x2+HOfHlFeUjMSaxXYapiudptg27DvAvn4ZlRz2Bg3ECVffXn/j9x/5L7sSttlxKtXjnxFTw3+jlEBkZa73t5r8vROaIzUvNT8dq61+AOUGSiW43iYIvgyuVnFcPPSVJOksMiYlNn4sSJeOGFF/DII48o8ZWh5nPnzrUGoh84cEDlBQmCJrug+o58riTYN9ga0O40mZbvOUvSOdlSHd3GA7dtBIZPBdgJdP8y4MNTgS8mAkc312bVhcZm/3LjlF0WOf5Z9wnw2iBgzs1GAxihwZtsMG+qImyUwXJv20VwL3x9vBEW6OtWAehlwecNG/8hCGZDhCk3gmUt99xzD6Kjo1XmCp0ztrCEbNKkSar7UHh4OE4++WRs3LixXCbLOeeco3bAoaGhGDp0KObPn1+uXHD//v2YNm2aKn1wNFuAJWzM8GBQ5nnnnYdjxyyzvDb8+OOPGDRokHI5dOrUSYUPM/NDw+d65513cOaZZyI4PAo9x5yPFes2Y9eePWq9QkJCMGLECPUaHH092gE2ffp0XHvttcpJwfV89913y93mn3/+wcCBA9W6DRkyRJXwVYlF8Prm2x9UYGbr1q0r3eSPP/5Az5491TpNmDBBHUjbClPvv/++up7Px3KkN998s9z96XpiWR7fT75XDz/8MAoLC63vNd87fq76M+JlJCoqCiNHjsTP3/2szjsidhzKMsolQ/1CVVe9hsLfx1+FoX9y2if49qxvcVG3ixDuH47TO56OOefMwdj2Yyvdh3lUDx7/oPp/9n+zVQ6Vu5TxMUi+pg6MMYExCPAJUB3FEnLK5yp5Mizb43aIBwSrVq1SGSCaxYsXW7/v9uB1c+bMaaQ1FcxANjvSWbZhZnVM1UmYogvYkX1xSAww/mng1nXAoCsNd+9/c4G3TwC+ucooE1v+BrD2I2DTt8COucC+pUDiNsNKILgWiolk1J3AtX8AnU8GOG7Y8Bnw+hDghxtFoHIBbJYRERFhXSSP0N0D0N1DmMq3CFMSfC54Gh7/jWdLzpKcHJcsfG5nYHkLBRoerD333HN44oknMG/ePOv1F110ERITE/H7778rqzKFoLFjxyIlxQgQz8rKwumnn64yWyi+UDRhcDBdCOT7779HmzZt1ONSTHHEmcB1ue6669TBJN0NJ510Ep566qlyt1myZIkqwbntttuwdetWJUDxAPLpp58ud7snn3xS3W7DqqXo0aUjLrvpPtxwww2qdGfNmjXq/bLNmqnp9WhefPFFq+B00003qfIg5kPpx6AY1qtXL/WeUexjSVxNjqkly1eox6xITk6Ocnx8+umn+Pvvv9W68PF0xtR3X32n3CB87SxVomhG4YmfrUbnVfG9YlYOS5tefvllq6PkzjvvRO/eva2fES/TsKvMquWrrPlNzuRLNVbIKbvsMUdq2aXL8OzoZxFVTdnl0BZDVWc/ijcMQtfvo9mFqZo68hG+3y1DDNfUkWxxAQlCbcgqMHEpn18dhKmMw2UZi84Q0QY4+3Xg5n+A3ucboehb5wCLZwB/Pgj8fBvw3XXAlxONkr83jwdWlp8cERoZjgX3W8rI2o8E2h0PXPEDcN18oOuphkC18Uvgw9MAi0NQaJwmGxx/pqenW5f4eGPMJLhnAHpqdqFbOaYkX0rwNDw+/Lw0Nxc7Bg12yXN3X7cWXsE1h1Nr+vXrh0cffVT937VrV7zxxhtKlDnllFNUCRedPxSmdLAvBRK6BxiIff311yuHDxdbIeiHH37ATz/9pAQfOrG4w6YwYm8HbQ8KJxSE6OQidPosX75cld9o6PBhoORVV7FzEJQLiM/N++jXQ5gjc/HFFwM5Kbj3pqsw/Oyr8fBjT6huKYTCls6aITW9Hg3FKwpS2o1EkWfRokXo3r07vvjiC+VE++CDD5SDiYLPwYMHlXhlF0sp3v4D8RgybESlq+lsYpCm7gbG9aDQ90TpE+r8M089o4Sy88/nAQNUyLoW6/T7wwBnW8cXha2vvvpKvV9BQUHKicVuOfY+o1atWiH+gDFwYkkZs62q62hX2458jQk7/i2OX4wtx7bg2/++VR3+zMq+9H0OBZ9rKEzty9iHw1mSMyUItUHnN5lSmPKtD2HKEK+dJrYLcNEs4ITbgc3fG937KGpQyOOSnwVkJQIZB4GdfwLDb3b8sfk4v91tCCqxXYHYbsYS3RHwadyA+SbBsd1AdqJRhtl6UNnlbYcC/5sNHFoHfH6h0dzl6CZDuBIapcmGNMtoGkRaHFMp4pgSBFPj8cKUO0FhypaWLVsqIYqwtIvun5iYmHK3yc3NtZa/8Xo6gth9hE4bltLx+ooOI2eg64fle7YMHz68nDDFdVu2bFk5hxRr/PPy8pTDiCVr5V5fSRGaNzNeR9++ZS2yWbLH+7DGn6WKjr4e2/eNLhUKOvp94/rzetuOSVz/KrGIPHwee12W+FpsW9Trz4ilfDnZOdi7Z69ymLEjjIbrTYu4bSvj1157TX1ufI28nq/XEShc8T3l66TDjOIUy8UasiNfQxMbFIupA6fimX+ewavrX8W49uMQE1T+e+6OjinbnCkJQBeEJuiYqhdhqobg85po2d9Y7HHkX+CdUcCh9Tw6dzybkULXhs/tT9xQnKJIFdcTaNEPaNkPiGzA3MemVMbXZgjga2d/TbGqzXHAf78DRzaKMFUPTTY4EUjXO13mbPhj22RDaHpEh7hXKV9ZxpRsNwXPwuOFKa+gIOVcctVzO0PFVtcUHzjTQyhgUARhBktF2KmK0HnD0j86qbp06aJEjAsvvFB1KWlIuG50TWmXkC224o719ZUUW8vKbF+zvky/ZkdfT3Xvm9NYhKnYmGikpqZWutrec6ly0ZISJUwRlubZ5uYQOtUIu8IwxJzvF51iFKzolqLLyhFYtsmMMYZv5xfnq5yp6oSp+u7I11BM7D4Rc3bNwfaU7apL31MnlC8XNZsw1SHCcccUOZIlpXyCUJeufKH+5s6Y4n7AqXLpTIswFVZHYao6KB5xHdn1NGW34X5yhIP/GKftTwAiWgPJ/wHJOw0n1rFdxrLjt7LbB4QDzfsYIhXFqlYDgWY9RKzSHNBlfJVd2FYoLmphSqgTjD9ISkpSsQoMPGejDdsmG0LTI1KX8uW4V1c+cUwJnoYIUwyQdqKczqwwT4o7WJZ4sfzLHnQtsYucdjhRMNq3b18lmzPdTI7CEG/mTNmycuXKSuvGTCeKRw6hOvLVjCOvx5H1Zx4UnVhaJKu4/uWwDKQH9u2tSvAchY6p2LhYVWq3Z88eJT7Zg2WQ7du3x4MPGqHfhEHQjn5GmzdvVkHuDBunMFVTZ76DmQfVabuwdjAzvt6+eOj4h3D5b5fjx90/4oJuF6gOf2aCHQ51VpSjjil2LSTimBKE2pFTaCnl8zWvY4ol1dwWVzdJ0GCOqepg2R0Fj/iVwME1jgtT8auNU5b/9Tjd+J9lfQxsp0iV9B+QsMlwZCVuBfIzgAPLjcVWrKJDiE4glqy1HgIElXVldZiErcCaD43nPv35hn2/Gtox1a4at7Z2vYkwVS+wbM9e6Z7QNHG78PNCY4wvwpTgaXi8MNVUGDdunCpBY808g9GZ9XT48GFV5kbhhpZl5lIx4JwB4RTkGLpd0TlEUYuh3Zdccomqq2dQZHXceuutqhMcXUvskMeOdLZlfISzUgwYZ0c8Opq8vb1Ved+mTZtUUHqlWWQHhSlHXk9NXHbZZUoEYmkdQy4pbPG11OSYGn/yCZh0+4NKINJuJ0d49LFHcftttysnFLO52HmMwe50X9FeztfEUkS6pNhlkJ8fc7MqfkZ79+5VYfMMq2cmmM5AYNA8s7b8LDkf1QWgM0hcd+Uzu2OK9G/WHxd0vQDf7fwOdy2+C3cMuUN19Wus0PaaoPuMIe1h/mEOdzgUx5Qg1I9jKsTfvMIUyS3MdVKYsmwTGlpooThEYerQWmDApTXfnllVSdst9x1adjm3w1xXLp1OLLuc3WEpVlGkOvqvcXp4vSFW7V5oLMYDGC6qdsOAjqOBDqOB0Gb216GoANj+M7D6gzJRhyTtAK7+FQhzI+dL+kEg7YBRBtn2uJqFKXZRLMwD/CpHCQiC0ETCz7VjSsLPBQ9DvvFNBB6c//bbbxg9erSqk6cwRXGJbhttT37ppZcQFRWFESNGKDGHpWJ0M9nCoG6KM8xJYklYTRx//PGqNI0h6Awi//PPP8uFdxM+zy+//KKuo9jC+zz/4vMIiA2wZhzVRphy5PXUBIPEf/75ZyWS0WlEkerZZ5+tUZg6bexo5U6bP3++U5/R9ZOvx/vvv49Zs2ap/KwxY8aoDnwMQSdnn302pk2bpmbyaC+ng4qCmy0XXHCBErXYAZGf0ZdffmktA2TXGIp/LOUjzJiqiqM5R1FUUgQ/bz/EBcfBHbht0G3K3ZWYm4j7ltynHFQbEjfAVGV84R0cFsu0Y+po9lHlqhAEwTmyC7NN65ii05PbV6dzpth9lA6gxhCmdNg2hSlHoLOKnf6iOlQtHNnCSZLmvQ3Ra8IM4JpfgfsOADcsAc54Eeg3EYji/q8USNoGrP0I+PZa4IUuwJvDgd/uAbb9AuSmGiLOwqeAl3sbt6EoRUGnx5lARFvg2E7gk7OBrCS4DbobH4WngLCqb8fvQXCM0aEvcUujrZ4gNKXw81Q3cUxZu/KJY0rwMLxKGXzQhGAwNt0oPECvGBjNci06TSgC2AuuFhoWftUyCzKRkJNgdfKwY1zPmJ7lb5i4HeAgProzEOhY6HejkZMCpO0H/MMw8+s/VAdAusSqgwcke9L2qIOU7tHdGzQ3geLgAw88gIz8DCX6BfoGonNkZ7vf/5VHVmLyn5OVkPLzeT/DXeD7+enWT/H+pvetB3vjO4zHtMHT0DrUydbq9QjX59V1r+LMTmdixqgZDt2HwuGQz4YoUWrRxYtU0LvZtptNHU9+7U2BS365RHXsnDl2Jka3GQ2zMfLLkcgoyMCP5/yITpGdHLtT5lHgxe7GRMhDSYBPA5rbU/cBr/YHKKDdf7BmJ87iZ4DFM4C+FwMXvFd/60ExidlV+5YB+/42us+Vw8twZWkBP7Q5MPhqYNBVRs5Vyh5g1hlGNldcb+DqX4DgaJien28H1s4Chk8Fxpc1iLHLp+cZDrMzXwGGuDao21O3m576ut2dpTuTcfkHq9CteSj+nDYGZuerfw7gvu83YVzP5nj/qiGuXh1BaLTtpkixQqPl79BRQrGEopSPt1H+xgPySk4R7Ziy3MZUWBxTHBzfcMMNyqGWmZlZ7V1YMkf0a24IGPhOBxbdVoQZU4Th51VxIMM9gs/tlcdc3+96/Hb+b6q0zwte+GPfHzj7h7NVMLru0tXY7Es38s0o9DmKrVvtcJbkTAlCrR1TJuzKR4L9gp13TGUYJdYIbdGwohSJbA8ExwJ01yZsrvn2By35UtWVndUGuq96nAFMmA7cuBS4ew9w8SfA0ElGlz86qjhW6DAKuOgjYNoW4KQHDFGKRHcCrvrZeM/oKPrkHMNlZXb2L685+FwjOVOC4FHh59KVT/A05BsvVMtpp52myt3sLdOnT6/x/iwV4wH37rTd6gCCJU50hXSN7Gotd+JtykGrOvH2NbEwVaxK+Vj6x4ynmoLPiQ9LDhoIBqKzhJKdCYkuH+Fza2GsyuDzcHMHn1cFv0ePjXgMs8+ajWEthqlw4Q83f4gzfzgTv+z5RTn0XFHK1z7CseDzijlTEoAuCE1PmNI5UzlFRki7c/lSxrahQeF+uPVgx8r5mOGohSnbfKmGICQG6HWOUe43dTVw5w5DjKITqvd5RolgRWK7AFf9BIQ0M/Ks6DBiJpZZyU4GknfUHHyuEWFKEGpFdEhZ+Lk7FArlF0opn+CZmPDIXzATzEPKzbU/0xsdXb1NnoITBSktPIUHhKN5cHOrm4dCTVFpkVW4sQ58tYPKjI4pvU5O5AE1hjBVEbqzuFCUomAT5F0WwqvR+V7u5piqCMsj3zv1Pfx98G+8sOYF7MvYh/uX3I/vd36Ph4Y95Hj5TB3h8zrrmNLC1HqslwB0QahL+LnJhSnnHFON0JHPFgpTO/8w8qOG3VD17ZjhRKGHr4m5UY1JWAvHbtesO3DlT8DHZxoh659dAFz+vfliAcgBS75Us56OlR1qYSphixEqb0+cEwShyq58hcWlyC4oRmiAuQ9/Jfxc8FTkGy9US+vWrdGlSxe7S03CFA8YKEoxW6lDRAclgGhRivDySo4p6//MkzB3KZ+jWEv5Gvn1WAPQqyjnayrCFKH7bkzbMfj+7O9VQHqgTyBWH12NC366QJX36ZbyDUVaXhrS8tPU/wxndwYdgC6lfILgHNy2asEn1C8UTcYxxZwkEtZIwlQbBx1T8f+UBaabWRRp3gu48kcgMNJweH1+EXB4A4Mu4bZlfCSyAxAQDhTnGx0IBUFwiCB/H2tZXGq2+QPQ8yX8XPBQ5BsvNBhaEOEBg73ZbC3UlCs1K7XJl3Kws5nZhSmdoeXt3bg/Ny0C0jFVEVqZtTDVJqwNmgp+Pn6Y1HcS5pw7Bye2PVE58ljed+6P52LBgQUNZuHen2mU8TEvSmfKOFvKx858giBUoDAP2PoT8PXlwPunAJkJ1qtsxR7TO6YKTeyYamXpzJey22jwURUMJ2+MMr76oEVf4Mo5QEAEEL8SeHcM8MZQI7w9eRfcUpjiGKJFP+N/KecThFq5ptLcIGdKd+WTjCnB0/DIb7w71Bc3BdhxTIsF9rA6prQYRUpMnC9VUZhy8HvkilI+25wp3QHR9nufkpeiDuoYHN4mtOkIUxp253v95Nfx2kmvoVVIKxzJPoLbF92OWxbe0iACkM6XcraMr5xjSjKmBKGspHvvEuDHqcAL3YBvrgC2/WwII9t+qpQvxW2drRvXTLhFKR/LyBgeTlj+VhXxDRR83lC0Gghc85uRVeUbaJQisqPgG4OBd8YAy18H0i1B841NXoaRg+WMMGVbzqfvKwiCUwHoKTkFbiNMiWNK8DQ86hvv52dslHJyGrasR6ggTFkEkoroLnXlHFNm7shnK0w54ZpylTBl7cxn+RzYuU+th4+P1S3VPKQs86spclK7k5R7anLfyUoI/evgX8o99c2Obyp3g2zkjnwaCmdEMqYEjyctHvjzYeCVPkZG0PpPgfx0o6QtzpJplGr81twh+NxthCnSekj15XzMlkra7j6OKU2LPkZ3v7t2Aue9A3QZZ8QEHNkA/PkQ8HJvo4Pfv98ABY04NmRZJPdBUR2c+5wlAF0Q6uiYMr8wlV9kHDeIMCV4Gia1pTQMPCCPjIxEYmKiOh8cHGztDCfUPwxNLykpQWlBKfKQV+l6Xl5SWII8rzzk+ViuZ9B6USng7QXkVb6Py6HriOtHcnMcytkoyCtASVEJiguK1WttLPT7m1ucixzfHCQlJanvPLsJamHK2Twkd4QHhrcOuhVndjoTjyx/BBuTNuLJlU/i972/4/ERj9dLV0JrR75w5zrykRYhRqhvZmEmMgsyEeZffZdHQWiyzL4aOLTG+J8lWL3OBvpNBNqPBNZ8APx2VzlhyuzB57USpriPybSI1GGN0JXPNgB90zdVC1Pq8lIgsj0QGge3g+Hn/S8xFnbD2zoH2PQdcGA5sGexsTC/iR3/Bl5uiG8NOT7k8xJ+t53BKkz9azgLGzkiQBDcvTOfO2RMiWNK8FQ8SpgiLVoYB4FanBIaDjpASjmQDS4r27OFs93p+enI8M1ATmBO2awsF/9cINWmxM9MpB8zZjoz/RwqOUzKTVJ5W0WBRTjmewyNBZ1oiTmJqlyvJLREOdTatWunxNimFHzuKOzO9/GEj/Hl9i/x2vrXsCZhDc7/6XxMHTAVV/S6wurgq1NHvgjnHVPMpIoMiFTh6QxAZ5dBQfA4mMGky8jOfw/oeTbgF1h2PZ0lFR1TBdmmDj4nwb7BzglTeWmAbtbQqI4pmwB0imMVRRl3K+OrjpBYYOgkY+H3aeNXwIbPgbQDwLqPjSWmKzDgMmNxtCNgbfKl2g137n6xXY2uiHQLMhOM5wVBcLiUL9UdMqakK5/goXicMMWD8pYtWyIuLg6FhebfOLkrqXmpuO3329T7/e1Z39rNmVpxaAWe3fIsukV1wwsnvmBcuOQlYOMXwMCrgN63wJR8OAXISQYmfgE061jjzaf/OR0J2Ql4ZvQz6BhT8+3rU5i6+6e7VSnhhxM+RKuIVtYA9qYYfO4IFJ8u73W56uD3+IrHserIKry49kX8se8PPDHyCXSNcn6Qz5LAAxkHau2Y0gHoFKaYhSXClOCRJGwBWPYcHAv0vaiyMGIrTFmEk+yiJljKl2FxSwVFAX7GfRstLJxl99lJhkAT1b6K4PMmIExV/F6deB8w+h5g/zJDoNr6o5FHteBxYNHTQPfTgSHXAB1PrB+HEgP9tTPNmXwpwgkUliey2yDL+USYEoQmV8pnDT/3M2msiSA0EB4nTNmW9XERGoakzCQcKTiC5sHNERZivzQpMixS3cYn2weBgZaZcXY3y4oHAv0BfZnZKEwz1rE0x6F13JO9BxkFGYgIiSh7nY2El78XjmQewdH8o2jjXSZCeaJjyha+7vdOeQ/f7/weL6x5AZuPbcbFv1ys3FNX977aKfcUXWl5xXnw9fK1Bpk7C++3LWWbckwJgkei3VKtBtgvoYpkya0XUJAF5BxTrpcs/t/khCmdL9UajQrdaRQ8+DlQNLEVplgyRiGEtHWjfClnoODUcZSxnP68IU6t+wSIX2UE7nOJ6ggMvtoo9aPrqrbw/WVTktAWZaHzzpbzKWFqA9D3wtqvhyB4EO7kmMrXwpQ4pgQPQ77xQrWwk9tPu3/Cpb9cihWHVzh8P32Aze5oVREVEKVOU/NTyy7kAQcJioZp8beUjVjKSGpy0zA3iIT7h6Ox0R33DmYdLHe5pwtThG6+C7pdgDnnzMGJbU5EUUkRXln3Cq7941rr++NMGR/dZ1UF/TvimCIN0TFQENwCHmSTlgPsX+8bUCbWpOxtuuHnmYcbP1/KXjmfLXQPscSer6V5HzR5AsIM8em6P4EpK4Djrjfyp1L3AvMfBV7sAXx7rVGOV5suz7qMr/3w2uVY2eZMCYLglGMq1Y0cU5IxJXga8o0XqoT5T3f9dRceXPqgcpR8t/M7h+97KMtowVydgyQqMMp6cJFfnG9cmJtS1r7arPiHOCxMMZxX5WxRmOLAtpFpHda63Oeh3++UPON99mRhSsPOhK+d/BqeGPGEyoNZl7gOF/50oXJTUZitif3ptQ8+1+jfyeFscUwJbk7iNmDu/cDy152732FLl7FWA6u+TYWcKbcQpvxq65hqxHypmjrzabcUPxsHGn40KZr3MhxUd24Hzn4DaDUIYKfbzd8Bs04D3hkFrP/MKM9zFJYM1ib43F5nvtoIY4LggUSFaMeUCFOCYFbkGy/Yhe6o8388H3/u/9N6mc7RcQRm5dg6QexBBxHLn3QmlSJHC1MxMC3+wQ4LUxn5Geo0wCdALS5zTGWWOaa0G4iONekAV+aeOq/refju7O8wKG4Qcopy8OjyR3HrwluRnJvsWPB5uPPB5xr9O2HDAEFwO1jq9d8fwCfnAm8eD6x8E/jzISDVEG1rhAf1SdvKSvmqItq+MGXm8PPal/K1cp1j6vAGoNim+Uj8P027jM/RCalBVwDXLwJu+BsYdKXhIDu6CfjxZuDlXsD8x4H08u7kSvB91e+ns/lSmmY9jTwwBuUzD0wQhBqJ1I6pbDco5ZPwc8FDkW+8UA46l55b/Ryun3c9EnMT1cH29BOmq+v2Z+x3yEFi69CprpSPYoB2TWkHj9UxZepSPsvsvOWgqDqYLeWqMj7bcHN7wpS4pey/Xx+O/xDTBk9TnSQXH1yMC366AAsOLKhRmGofUXvHVMtQQ5gSx5TgVuRnAqveBd4YAnxxMbBnEeDlXVbufGCF48HnJUVG8Hl12UpWx5T7lPI53ZXPlcJUTBcgIALgumqh0NYx1dSCz2sLHUtnvw7csRU45Qkgoq0RQ7D0JeCVfsA3VwIHVtq/79GNxtghMNIQmGqDr7/h5NKuKUEQaiTaLcPP5TBd8CzkGy9Y2ZGyA5f8cgk+3fqpOj+x+0R8febXmNBhAry9vJWLpCb3SMWMqZrCoLUwpRxTnElkjoXpS/kcz5hyuTBlcUzZlvJ5akc+R2Hw+bV9rsVXZ3yluvRRNL190e14YsUTyCuqXK5BwbaujqlWIcbvhL8va1mrIJgVukL+eBB4qRfw+91G23oKGsOnArduMDqY2Wbp1MSRGoLPNQyftnFMsVTa7MKUdkzlFOY4dodMi2syrJVrAsBbW0opD64xTrlPZnkmaePBjil7cJwy8jbjOz/xM6DDKKOzJIPTPxwPvD/O+L+kuOw++jfRbnjdOvy16GecijAlCE5lTGUXFFuFH7OSX2RsM8QxJXga8o0XlAvqs62f4dJfL8WutF2IDozGzLEz8dDxDyHYLxh+Pn5W55M+CK/p8XQpn6PClHJM5dqEoHM2sQlkTOlSPlfkS9mKT0m5SdYZe3FMOUb36O5KnGKXPjL7v9nGbyR1l/U2hcWFVtGvLhlTkQGR1gNYCUB3A3bNB94bC3xxSfmDzqbO0c3A99cDr/YHVrwBcPtGl83pLxjukfFPG93c2o1wzjHF0rHqgs+rEKaspXx6ssCEuFUpn70AdHVaanRFDGvumnUyOz6+QM+zgKt/AaYsBwZeAfj4G04zuqdeHwz8854xZti/om5lfPZypgRBqJGwQF94W+Y9zO6akowpwVORb7yFVUdWYdKfk7AuYR08LeD81kW34tnVz6KwpFB1J/v+7O8xus3ocrdrF97OYWGKXfb0ILy6jCkSHRBtI0yllIlSHOiZFb9gpx1TEf4RcAV0aun8Fe1ii8+IL/eZClXj7+OPO4fciXdOeQcxgTFKuL3k10vwzY5vlAAbnxWvOi/y4LNZULNaPw/LWq05UxZR11OZOXMmOnTogMDAQAwbNgz//GPJY7HDe++9h1GjRiEqKkot48aNq/b2dSZ5F/DFROCzC4BDa4D/fjfK0JoyLN/esxj49Hzg7ZHAv18bZXd0h1z2DXDzauC4yUCAjTjU7njjNPk/IDvZcWGqunwp21I+ijeFeVZhihMoTUKYKswt2w+Gu6ArXzlhyjIWipcyPqdo3hs45w3g9s3A6LuBoCij9PS3u4CXexvlrvUiTFl+KyJMCYJDeHt7leVM5Zg7Z0qEKcFTkW88gPn752PK/ClKnPp6x9fwFNYnrseFP1+IxfGLVZv7+4+7X3UniwmqHDyuy5T2Z9YsTOkAZx6o88C+OqItWVKqlM8afG7iMr7alvK5yDFFwUO7prSzRxxTzjOi1Qh8e/a3GNlqpCq1e3Llk7jzrzuxKWmT9ffB97ou6JwpTw5A//rrr3HHHXfg0Ucfxbp169C/f3+MHz8eiYmJdm+/ePFiXHrppVi0aBFWrFiBtm3b4tRTT8WhQ2Wlq/VCbppRusZg7//mAt6+QEhc+Q5bTQ06wdh57N0xwCfnALsXGPlRvc8DJi8y3CHdxtsvR+I2XOfnVJW1Yy/4vCbHFB9XNWwoVaHP7hZ+XmNGoy7jo9DmKtewFqb4meRnleVLtRVhyinoLjv5IWDaFsNRSLcfXeEs6eTnqx1PdRHA+HvMTgQyxWUrCI4QGWx05kvJNrljyhJ+HiDClOBhePw3/oedP6gDTLqFbIOMmzJ0eLy/6X1cM/caVTbULqwdPj/9c1zW87IqD655G7I/vWZhSgsgNZXx6c5w2mXlFsHntS3lc1HGlG3OFAUplp4dzTEGsSJMOUdsUCzeHPcm7hx8p+omOW//PDyy/JE650tVzJny5AD0l156CZMnT8Y111yDXr164e2330ZwcDA+/PBDu7f//PPPcdNNN2HAgAHo0aMH3n//fZSUlGDBgqrD6p0WZ9bMMkpxWLrG/UTXU4GbVgLHTzFus28pmhRFBcDaj41A82+vNRwZFFeOux64ZR1w0UdA60E1P452TdVUzmcNPo8BImrIveP+yaYznzuEnwf5GcJUcWmxdZxRYxlfWMvqs7YakrAWQHgboLQEOLzeJvhc8qVqPV6go/CWtcDFnwLdTzcC03386vi4wUBsd+N/cU0JglM5U+5Syhfg6+PqVRGERsXE9VINz8dbPsYLa15Q/49sPRLLDi3DvvR9alazru4Hs8Jw5QeWPIAVR4yDhTM6nYGHj3+4xoG91THlQCmfo8HnlTKm2NXGLRxTlrIRB8JsXR1+TnQ+GAVDLrr0jKVpgnOwCcDVfa7GkBZDcPdfd+Ng1sE6d+TT6FI+/fvxNAoKCrB27Vrcf//91su8vb1VeR7dUI6Qk5ODwsJCREfXwzaEgtPv9wEJhisOsd2A8TOAruOM8x1OKHNMlZTULcjYDBTkAOs+AZa/BmRYHGcsQxp2IzB0MhDi5PaCpUprZ9UcgK6Dz+mWcmS/y3K+o5tUeZQ7hZ9r11S1LuKMI67Nl9JQeMw4CPz7FZCXBvgGAi36unad3B1vH6DX2cZSX9B1RWcbhSm6FwVBcEiYMnspX76U8gkeikd+4yk8vbbuNasodU3va/DaSa/Bx8tHdZ5LzLFfNuLusFTxwp8uVKIUB8tPjHgCM06Y4dCgXucR0XVTXEPYr3Z8aAdIdTBovUyYchfHlC7lMw6KzFzKR3Qp38HMg+U68jVV8bUx6BPbB7PPmo2zOp2FML8wjGo9qs6PaS3l89CMqeTkZBQXF6N58/IByzx/9KhjpSr33nsvWrVqpcSsqsjPz0dGRka5pRyp+4FvrgI+OsMQpQIjgAnPGqHGWpQirQYaJTksz9GlaO4Iu64teRF4pS8w915DlAptAZz6tJGTc+J9zotSuusY4UFzde5SR/OlKuZM2TimzFzKxzJ5X5Z+OpIzpQVBVwtTbYYYp//OLvuu19XhI9Q/LaUzn2bfvn247rrr0LFjRwQFBaFz586qJJwTHra34bin4rJyZQ3lxkKTIcpSypdqYsdUcUmpWoh05RM8DY9zTNEtMn3VdGuW1O2Dbsd1fa+zOksOZB5Q5XzNQ5o3qdf84eYP8fr619X/XSK74IUxL6BzZGen3BwcYBeUFKhSMO3CqatjSgtTKmPKT2dMmdzJ426lfFqYyjqovt+2pZlC7WEnsOmjptebw9Jayuehjqm68swzz+Crr75SuVMMTq+KGTNm4PHHH698BX/PC18Dlr8OFOUZ+S1DrgVOfMC+MMMD9bbDjDDjfcuMzBd3grlZK98ylvx047LI9sAJtwP9LwP8qn4PHSKyrVESRucNy8E6nWj/dkcc7MhXoTNfYcpelfdmdscU4URQZkGmmvhyKGPK1cKUzpmyvL9SxmdSpDOfle3bt6sy7nfeeQddunTB5s2bVVl4dnY2XnjBmITWzJ8/H717l22vY2JMPuYU6o2oEPOX8ukyPiKOKcHT8ChhivkODy59EL/v/R1e8MLDwx/GRd0usl7fIaKDIUyl78OwlsPQFKBj58ElD2LxwcXq/LldzsUDwx4oV17gCD7ePkrM2J2+W5XzVSdM6Yyp6m5TsZRPCVM+WpgyLjN/Vz43K+XLPKRcU0TypeqP+nKeaSE3ISdBuRL5m/MkYmNj4ePjg4SEhHKX83yLFi2qvS8PPChM8YCjXz+Li6AKWCrIgHUNHVMMTcc7Y4BCy3Oz49xpz9YsNnUYaQhT+5cCw66H2wpSzKoZdQfQ58L67YjafjiwaTawf4V9YYrB54nbauWYymGnM4tRysxd+WyFKYcdU2EuFqZUWaW3kTNFJPjcnOjyyvR4w3Fu9hiEBmTChAlq0XTq1Ak7duzAW2+9VUmYohBV0z5FaNrh52Yu5RNhSvBkPOYbzwHhbQtvU6IUbfXPjX6unChFOoZ3bFIB6NtTtmPizxOVKOXv7Y/HRzyOJ0c+6bQoVbGcr7qcKbpHdCmSLk1yxDHFrJACnTElpXz1CgUPCrGcrf836V91mQhT5oNdLBmqXlRSpLLgPA1/f38MHjy4XHC5DjIfPtxSFmaH5557Dk8++STmzp2LIUMsJUjVEBAQgPDw8HKLIuuo4Ria+Blw1c+OOaDa65yp5dz4wdSw5HDRdKNk769nDFGKnfMYZs4w9/6X1K8oZVvOV1UAeqJt8Hlbp4SprAyjLDnQJ1C5ec1MsK8hnOUWViFM8bvDksq0A+ZwTAWElnVVJG1EmDIlLDOO7mT8L66pSqSnp9vNGzz77LMRFxeHE044AT/99JNL1k1wccaUibvy5RcbcSneXoAv/wiCB+ERjinOVE5dMBXrEtepQezLJ72ME1pbDihsoGOK7M3YC3dnzq45eGrlU6rUgY6Zl058Cb1ietXpMR0JQKcQo3M/HMmYCvMPU9le7FiUmpsMVUBp9lk/Z0r5TOCYCvAJQFxwnHLibD62uVx5n2Ae6JBiCTEdhxR3m1I5saPQyXTVVVcpgem4447DK6+8okox2KWPXHnllWjdurUqxyPPPvssHnnkEXzxxRfo0KGDNYsqNDRULU4x5l5g7J3OlbAxJJrB0NlJQPJ/QDNLlywzwUzAv58HVswELKXFiOtlvN6eZzdsaDsD0AlL+YoLK+cU6XwpR4PPSWQ75ebJLilwC7cU0ZNByjG143dg5zwgKwHISjQEUZ6yfFQTXvOkToPD7zaFQ77fYZ63LXKrcr6UPYYw1fkkV6+Nadi1axdef/31cm4p7hNefPFFjBw5UjXW+O6773Duuedizpw5SqyqKpOQi6ZSJqHgVrhDxlR+YVnwuWTBCp5GkxemGKp947wbsS1lmwopfmPsGxjUfFC1wgtL+dwVClEzVs3Adzu/U+cZyjxj1AxEBETU+bEdcUzpfBw6oQJ5wOZAlzOW89EhkpKXaghTpndMBTskTDHPi6Koq4UpQnGSwhTXiYhjypy0CGmhhCn+jgbEOVja1ISYOHEikpKSlNhEkWnAgAHKCaUD0Q8cOKAOKDQs02C47YUXXljucRh6+9hjjzn35CNucT5XyTfAyN/Zt8To4mdGYYqd9hYbQh7iegMn3gv0OKtxugiyRDAw0ujsduRfoI0lu6hivpSjZXyE4lZEG2TnHjV98HklYSo3Bfj6OqCkijIS7qcZPN6i+nLURqHLWGD9p0CXqhsJCCYRprb80GQdU/fdd5+agKiObdu2oUePHtbzhw4dUmV9F110kcqZsi0Xty3jHjp0KA4fPoznn3++SmGqykxCwS2JtDim0sxcyldsEaYk+FzwQBpFmJo5c6ba8PNAo3///moWg7Ph9vjoo4+ss+O2pRd5eTaziQ5yJOsIrp93vSrNo1DyzinvoEd02c6rKscUDwop8NBp4k4czT6K2xfdji3HtqjSrZsH3IzJ/SYr8ac+aB/e3mFhypF8KY0WplILM9wk/NxyIMTZb7oRqsgConNMC0GuLOXTDik6BgnLxRhmL5gPugzXYq21s6UnMnXqVLXYg8HmtrDLksvpcIIhTO1fBgw1GmmYij2W92zYFGD89MYRpDR8Lpbz/fc7cGB5ZWHK1jHlDFEdkJ2f6BbB5yTIzyJMsXsjRanQ5sCYe4xTtcQZp5bbmYJe5wLXzXO/UH9PQ4uYTVSYuvPOO3H11VdXexvmSWkoNJ100kkYMWIE3n333Roff9iwYZg3b57zmYSCWxJtCT83s2NKZ0z5+3pWzqggNIow9fXXX6uN+ttvv612ACzNGD9+vAolZI23PZj5wes1tbEy7k/fjztW3aHEGh6Ev3vKu1bhqSpiAmOUqyqzMBMHMg6ga1RXuAtrE9bijsV3KIdYZEAknh39LEa0spRR1BNamKL4VFhcCD877aN18LkjHfk00QGGQyrFUgLoNqV8pDAHCAirtoyPAqerRU7b0j1+Nrp9uWAudC4bRXXBTaAwRdiZj1lBZrPes4yO9DijcUUp2wB0JUytNFxp5YLPtzrvmCJRHZGVuMZthCmdMZVz7D/jgo6jgaGTYGr4PZbQc/fpzJeyG8jLAAJdOwlW3zRr1kwtjkCnFEUpZhXOmjWrnLu2KjZs2ICWLaueqOPEOBehaYWfp+cWoqSkFN4mzHDSwlSABJ8LHkiDf+tfeuklZaWlC6pXr15KoAoODsaHH35Y5X0oRLFjhl50GYcz3Dj/RiVKsTzvk9M+qVGU0s+rb+cuAegMG/96+9eY9MckJUp1j+qOL8/4st5FKR3OzJIE5kEdzDK6u1VEB587ki9VqTOf3kGYvZRPlSh61VjOl2HJc3F1GR9pE1omTEkZn3nRvxtPdky5Ha2HABSemRV0bDdMRfpBo9Obl4+RGeQKbAPQbQPidfA5t/eOBp/bOqYsAqBblfKl7jEuaNs0uv4KJiAkFogwYhZwaC08FYpSJ554Itq1a6dypVgSzioNnTtIPv74Y3z55ZfYvn27WqZPn66ORW65xUYwF5o0kUGGY6qkFMjIM2c5X74IU4IH06C2CWZ/rF27VllhNZzBGDduHFasqKJLD7vtZGWhffv2qiPToEGD1M6jd+/eTgUTpuanok/rPnj7lLetnd8cgULWpuRNbpEzVVBcgOmrplvzpCZ0mKA67zVUGKwS7sI7qLwulvN1jOiInIIivPv3HpzWpyW6twirnWPK8vmksJ6a6+5szktjwwMilvMVZCItPQ1vLUlFRl5RpZslF21RpwHerj9wsnVMSfC5+R1TFNUFN4HbK+YCsZRv/1IgtgtMQ/wq47RFn/JOz8aEZXoUZth11TYgXpfx0S3lrMuMwpTFDeFW4ecUCYk4kYT6diX+e8DYBnloADrL8Rh4zqVNmzaVJnA17OC6f/9++Pr6qlwqVnVUzCgUmi4MFA8N8EVWfhFSsgusmVPmLOUTYUrwPBpUmEpOTkZxcXElxxPPc7bCHt27d1czGP369VOtXjnzwVrxLVu2VNrZVBdMOKDZALwz/h3V9c0ZrJ350s3dmS8pJwnTFk/DxqSNKk/q9sG345re1zR4BwcGoGthivyy8Qhemb8Tmw6m44Orh1ozppwRpqyOKR8fIMi5z8tl8CCvIBPzN+zBO0ttXABeBfD2T4J3QDJ8Q7bDLxJIz/Y1lWPKpzjWpesiOOCYyjqsBtPSkcVNaD/SOChkOd/g6vNQGpX41a536Pj6G8KdyuFaXiZMHallvhSJ7ohsbzd0TLGTIEsPGUIvCPW5/fn3a2P746Ewh6qmLCp2fOUieDYs56MwlWrSAPSC4mJ1KsKU4Im4/oi5AsOHD1eLhqJUz5498c4776iZDkeDCV856RWnRalynflMXMq3JXkLbll4C5Jyk9RrfG70czihtSXnpIGpGIC+OylLne5Jzi5XguRMKZ/VMcUZcLPnS1XozJeUcQQBcWsRFZkM+Cchuzi50k1LiyLhakJ9o1Ba4gsv7yKUFpo8XN7Du/KRnKIclVFWH900hUagw0jgb24YTZYzpR1TbVzs0GE5H4Up5kwNuaayY8pZojogy+KYCvE234x3lcIUvxcsqfQx3dBLaAo5d4fWAIW55grRFwSTERXsj4OpuUgzaQC61TElXfkED6RBR0dszerj44OEhIRyl/M8s6Mcwc/PDwMHDlT2XGeCCQNVDpDzWDOm0veZ1rHw4NIHlSjVOaIzXjv5NeViaiy0MMVweHWakqNOD6bmIDUvHZkFmXV0TLmLMGWUxazLXwX/mBVQspwxyaHC5ylwhni3xMJ/gRjfxhENq+NQWi6KczrCJ3gvSvMlY8qscLtFoZZ5cXRNiTDlJlD48fYz8pxS9ylHj8vhAerRf81ROtbueOOUnflIUT6QuK32jqmgKGRbSr5Dis05621fmPJ2/WchND2iOwGhLYycu4NrgI6jXL1GgmBaoqyd+UyeMeUnwpTgeTTot97f3191x1iwYIH1MuZG8bytK6o6WAq4adOmartm1Cftwtqp0jh25juWdwxmI68oD7vTjYDdd099t1FFKVthSjvKtDBVWFyKzQn7rMKMM7kf5TKm3EaYMspHUoqNluW9w0/Cp6d9iiUTl2DJJUvw6emf4vYBD6EgZQyyclw/e8nPKTf+KmTtuh/H0k2e4eXhSAC6G0IHpQ4Xp2vKDBxeb4SL84A1snH3E5WgGENRJu0AkH4ISGDweaESmGq7btkBxuRAaEEu3EaYYvmhBJ8L9Q0nUOnaNNP2RxBMSpSlM59ZHVNamBLHlOCJNPi3nmV27733nuqGsW3bNkyZMgXZ2dmqSx+58sory4WjP/HEE/jzzz+xZ88erFu3DpdffrkKKpw0aVKjORa028eMAeg6XJy5GuyS19i0DzOEqYScBOQU5uDAMUOYIpsT9jvtlirflc/HfUr5LMJbOtLUaf/oERgQNwCRgWVlexFBeudXWC580xUYn5MvUByCeIuYKJg7AP1IltHhUnCjnBdilpwXXcanRCEXO38DwoAW/cq689nmS9Vy3bIt5UrB+YZL18wElZSUlfK1Gerq1RGa9PZnqavXRBBMX8pHUk0qTEn4ueDJNHjQwcSJE1Xb1kceeUS1bR0wYADmzp1rDUQ/cOCA6tSnSU1NxeTJk9Vto6KilONq+fLl6NWrFxoLlvNRAKIraEiLITAT8Znx6rRtWFuXlBlSeGF5UXp+OrYm7kVmflk3ul0pRnlf69DWTj1mdIAhRmX6eKMwMAKGnOMepXzp3sZBUXs7zjUtTBWVlCKnoBghAa7LFdlvI0bttxETBfM6po5kizDldjkvS18yOvOZgfh/jFOzlI4xZ4qCFIUpXX5Xm3wpC9m+fkABEJpjTA6YmaD0g+o0l846d5l8EdwzZ+rgaqNU1rdyxIUgCEb4OUnJLjS5MOXj6lURhEanUY6Up06dqhZ7LF68uNz5l19+WS2upGN4Ryw7tMyUjimd7URhylWwnO/fpH+x/uh/3HRaLz+Yabi5WoY4V3YZHhAOH0tEU2pACOLgBviHIsvLC3k+xoxLpyjDSWZLkJ8P/Hy8VJljem6hS4UpW5dUYmY+cguKEeQvOz0zO6Z0h0vBTWCJlpePUa6WFg9EujDLjQ5NqzA1zDwt7Ve9BexfURb+3WpgrR+O218SklW54YTZCDq2r0yYEoSGILYbENIMyE4CDq0zfm+CIFTpmDJrKV9BsZTyCZ6LfOtN2plv3YFULNtVecB9INMQpho7W8peOd/2Y3vLXZ6Ye7RWpXzeXt6ItHwVUzgL7g74ByPezzi4KikKQcuwyp336GjTrikKU65EZ4FpGFYvmBMtOuvfuuAmBISWCS2uznlJ2QPkJAM+/kDL/jCNY4okbjUypmobfG4h28sojw7JNHL+zExQMidxgFxf83cQFNwUCrXtRxj/N7BrMzk3GfP2zWvQ5xCEhnZMmb2UT8LPBU9EvvXVdeZzkTCVV1iMKz/4B1fP+gdJmflVlvK5Ch2Avj/DyJQKDzQEmoyixFqV8pEoYzuMFHbmcwf8Q3DA13jdpQUxVgGqIuEmEKaYb6WFKf1ZVRSqBPMJ43RHlpRafhiCe6ADiPctce16aLcUhR+zlPSExgExXbhFMkLZ6xB8TrJLjIOKUIapWzKcTElxEYISd6h/c1yd9SU0bdqf0Cg5d3N2zcHDyx9u0OcQhIZ3TJmzlC+/yGjxLY4pwRORb301B4YHMw+i0AWtqLccTkdWfpEqAduZkGlaYSox18jNGNE5Vp0W4FitSvlIdLGxIU71dm1IuMP4hyLezxCdSgpjEBZoX5gyg2OK4mZeYQnYEOq4jjHqMhGmzAsdh77evsgrzsPRbMOFKDShA0Pmv+SkOP/YFF8yHfw+HDRZvpSm3fFl/9ch+JxkF+Wp0xC+n1km/p0kbkFwobG9zS0154GQ0MSEcTY+aKCxKye6KEwJgrsSHWIIUynZJndMSfi54IHIt94OccFxCPYNRnFpMeKzDCGoMVl/oCzMdXdSlvX/wpJCa+5Mu7B2LhemMoqNcOaRXWIA73zAJ7tWpXwkqtBwhqXCxDPftviVlfL5lTSDD1UfkwpTWoRqFRmEzs2M0HYJQDcvFKX079uMOXdCDcKLlzeQuhfIqJARVlIMrPsEeKUv8HLvsnI2R1n0FPBid2DzdzXf1mz5Upp2llKjOgafFxQXqP0hCaFgl2ri30n8PwgqMSZccgtzXb02QlOmWU/DiUgh9PD6BnmKtQlrlVs+yMfoiikI7kZcmOEiTs7KR5Elz8lMSFc+wZORb70dmA2kxZe96eVzlBpbmNqVWCZMsX08xbJAn0A0C24GV6HzrYq9MgHvXPRqFY6ocGM9Q3xDEeYf5twDFuQgutA4yEgpLl+6aFr8QxBvKeUL9q46rj1SC1M5rhem2kUHo210cKUwdMG8rs29GZW3PyWWg1zBhASGAy36VXZN7fkLeGcM8NMtQFaCceC4/HXHHzc3DVj5tvH/X88b4eZVkZdRJnqZzTFlG8hch3yprMKy/WIw34uUxt9POyVMWUpyi0rphBbXlNBAsMN1e11O3DA5Uz/s+kGdntLhlAZ5fEFoaGJDA1RjIg6l2AzIbEj4ueDJyLe+ppwpFzgWGHyu2Z1kuJBsy/jahLVRgeGuIsQvBLFBhjDm7Z+sxI7YSEPoiPBr7vwD5qYgim4CClNFZa/X1PiH4oDFMRXuW3XpopkcUxSmuNheJrjX9ichIw/HTZ+P6z5ajYw8OcA1ddt2BhAn7wK+uAT45GwgYRMQEAEMm2Jcv+lbIDPBscdc/ylQaNk2Jm0D9pTvZluOQ2uNHCfmN4W1gKmI6mi4OvxCypf1OUm25b0Igo/q6Gpqx9TBfxBsIybnFMm2V2hAtDDVAA0YMgsy8ee+P9X/Z3U+q94fXxAaA29vLzQPD1T/H04zn4s1X8LPBQ9GvvVV0DG8o0sC0I+k5+JIupGdUdExpbt0uTJfStMiqI06DQxKQbPQAISFGllYgV5G3pRT5KQg2jJDkJpXJsqZmTxffyRYHFPR/iYXpixle+1igtE+pkyYYlaE4F6dQZfuTEZyVgEWbE/ExW+vMOWgyuPRwtSm74A3hwH//Q54+QDHXQ/cuh447RmgzXEMpwPWfFjz4xUXAaveNf7XYeEr33K/Mj7CTKmrfwFuWlEn0UwLU6E+lmB3swpTWYlq3fzgBV9+BzgPUyS/WaERcqYOrDS2HfXI73t/V9mHnSM6o09Mn3p9bEFoTBhtQQ7bHG+ZTZgSx5Tgici3vgo6RnR0iWNqg6WMr02UsdE8mpGngtB1ly5X50tptEsoIiJdlT76B6YbVxRFOf9gdEzp8PN89xCmDhUbYk9QcSmiA6t+zeEmc0xxZ8w4LO74zGhhFipsfyoIUztsmiFsP5qJ895cppolCCaiHcvVvICCTKP7XNfxwE0rgdOfB0KM5gM43uKaWvMBUFjDwHjHb0D6ASAoGrj0K+Oxd/5huLHsweBjswpTJCQWiDJK5WtLVoGldNzPENpVppcZ0SJhXC8E+RrrKsKU0KA072M4M/kbObqxXh/6+53fq9Pzup6nxn2C4K60ijAcU0dMOLlXljHlJl3KBaEeEWGqplKaRnZMrY83hKnR3ZqpOmiy2+Ka0qV8OuPJlfiVGiV7AUFGJ74SH+M0Lzeido4pS7vvlLxadKtyAQeKjM+kdVEpIi2tZ03rmLIRpvx8vK0zRVLOZ37HFLvy5Vg6emkxitx8Umd0ax6KhIx85Zz6678kl62rUIGgSOCEaUDH0cAVPwD/+wZo1q38bXqeDYS3AbKTag4z1+6oIdcCzXsD3cYb5/95p/JtuR09uMb4v81QNFV0OVyIzjM0q2PKKhIORZCvsd0VYUpoULx9yrLcqusO6iQ7UnZgy7EtqjmHlPEJ7k5L7ZgytTAlh+iC5yHf+irQrqS0/DSk5ZWFkTc06y35UoPaRaFLXEi5zny2GVOupiTfmPkv8TEOiHNLktVpZqaTweck5xiiLY4ptxGmCizOtsIiqyvKjMJUbkGx1Rml86WsOVPSmc+0RAZGIjIgslwJL9lxNEOdntwjDrNvHIHhnWKQXVCMaz9aja9Xl91OcDHjHgWu+hnofLL96318geMmlQlPVZXVsrPWgeWAty8wdFJ5t9X6z41QdFuSdwD56aprqHJONFG0Yyo0MNq4gAJfflnZu2mwKasM8hNhSmjsnLtl9e6WOqntSYjWvztBcFPMXMonwpTgyci3vgqC/YLRIqRFo7qmuDH696BRljOwXSQ6Nwu1ClPFJcVljikTlPJlZhoHzdmlR1VWUVphojqflBaMYme7huWmIsqSMcVwTd0G3MzE5xkOsQ6FBVbxyR76ugwXCVPxqYb4FB7oa3V22eZMCW6QM2UpJ07LKVAOKdKteZj6bn187XE4b2Br9Zu797tNePHPHZId5i4Mugqgi4ah6FV10NKd+HqfD4Rbsuw6jlGlYSoMnaHo9hw6rQcb4lcTJdvSJCM4INwocTSja6qowBAWSZvjxDEluCAAfQVgaSxTF/KL8/HLnl/U/+d3Pb/OjycIpinlSzff9ji/yPjNBogwJXgg8q13pGV7euPkV2w/mqGyf3jA2TEmBF3iQq0B6Ik5iUqwoY1aC2auJCk1DKWlXigoycGhrENIyzecToX5kc5bY3NSEFFSYv0yNqZDrbbE5xpCXKeifEQGVv0zigh2rWPKNvhcwy6K6joRptyinHhvxt5yZXytI4MQFuhnnVF76eL+uOXkLur86wt34c5vNlpn3AQTExwNDLjU+H+VRYCyJfNoWZmfdkkRZrvo8wxFtw04jl9tnLY9Dk2Z7AJL+LlfKBDVwZzC1NF/geJ8QziL6SzClNB4tOgHsMyV7smEzXV+uIUHFiKjIEONPYe3tJQJCoIb0zJCl/KZ0DFlmagXx5Tgici3vhadsZwhp6DIqn7XxHpL8PmAtpGqnWmZYyrb6pZqHdpaiVOuhI6MgymFKC00XFMrj6xUp14lgUBJEOKdFTxyU9QXMdIn0G3K+eKzj6jTNkVFiPGr+vONDDJcSmm5hS5xstjmS2mspXwiTLmVY2qHRZjq0aJ8uSxDaO88tTuevaAvfLy98P36Q7ju49XWpgmCiRl2o3G6/VcgpcIEyOoPjM59DDFvPaj8dX0vMgQPhqLv+NV9gs/riaxCHX4eAkR3NKcwZdsd0ctLhCmh8aBbst3x9ZYzpcv4zu1yLnyYYSUIbg4n+EhKdgHyCuvuKqxP9MRigHTlEzwQ+dY7EoBey858iZl5OH76ApX/4my+FOlscUztS87G3vT96v+2YW3hargh50FvSUGsOr/i8Ap1GujF817OCx45hhAV7RvqFsIUnWuHLcJUu8IiRPoV1ljKx1IrZgE1Nvqz0C4p0j7ayC4TYcpNHFMWx6buyNe9gjClmTi0Hd6/agiC/X2wZGcyJr6zQm2DBBPTrDvQZRzlfuCfd8suZ6c+duyr6JbSMK+IYei24ejcjh7b2eSDz0k2yxi1MGV1TO01bfA5sQpThSJMCY1AB13OVzdh6mDmQTX56AUvJUwJQlMgPMhXjZXMGIAuGVOCJyPf+mroGG6/ZbujLN91DBl5RVi265gq03O0Ix/zpUjL8EC14SwqKcWWpD2myZfSgkaQl9GZb9VRYwAe4RdX7nqHyTHymqL8w9Vpap4h0JmVI1lHUFxaDP+SUjQrLkakT0GVtw3084a/ZdbDFeV8+rPQYpStYyopM1+Fowvm3v7sz9iv3HbaMVWVMEVO6h6HLycfj5gQf2w5nIEL3lqOPZbmCYJJ0cLTuk+BPMt+YtNsY7vIzn09quiAxTB0umcPrAAOrQMOWiZAYrsZZYIeIEyF+pu4lE9/Hhb3mjimhEalvU0AuqXrcW2Ys2uOOh3Wcphy7AtCU4BO85bWnClzTeCJMCV4MvKtd8CxwK5YRSXOl8VssAhNZM76w9XeNjkrH/steUD92xrCFMv5OjUzBIVdKcagu124eYSpaH9jkJLOHAMAzYONcN79tSjlI1GBhlMsNd/cwpQuq2xVZORihfsYgdRV7fx01770nEJTlPIx94ph6LbXC+aD7kgfLx/kFOUgIScB/zkgTOntx3dTRqiQ+/iUXFz49gqrG1MwIZ3HArHdgYJMYMPnRoc+nTk17PqqQ8wZhs5QdMLba4dOm6adL2UrTAX7BgNRJizlSz8IZBwCvHyAVgPL1lWEKaGxaDUAoKMwNxVI2larh2DTHS1MXdD1gnpeQUEwSWc+kzmmmDVMAnylbFbwPESYqgYGPQb6BCpRigHfzmJ7MPjThkMoqaZb3QZLvhQDz227vHWx5Ewdzj5omlI+nSHVOrS8SNY23BCqnM6YyjHep+jgZur0WK7hoDIrFCpJ80IvdRrmXbVjikQE+brEMcXvW7wdYUqdl858psfPx886Q73m0H/IzC+CL8XqWGObUB0dYkOUONWvTYQqvb30vZVYsC0B7sDMmTPRoUMHBAYGYtiwYfjnH0tWTxXMnj0bPXr0ULfv27cvfvvtN7gVDDMfdoPx/6p3gD2LjcBiv2Bg0JWOua02fw9s/80jgs+rdkztr5cOZPWaL9WiL+AfUs4xRaFZEBocH7+ybUEtc6aWH16uJkUiAiJwcruT63f9BMHFtDJpALo4pgRPRr711eDt5W11KDmbM8Uwva1HjLIMlnIdTs/Dmv1VuxbWxxvXDbS4pTRGAHop0gqPmEaY0s6urnqm2kL3mHbOix3FhUbnGApTlm6DZndMHcgwhKmYQuPnE4zqd2paaGxsYSoxM1/NvDAQu2WkYVnWSM6Ue9AxwviNrT28w7o9cHSwEhsaoMr6xnRrhrzCEkz+ZA2+WWO4/czK119/jTvuuAOPPvoo1q1bh/79+2P8+PFITDS6YFZk+fLluPTSS3Hddddh/fr1OPfcc9WyeXPdO1E1Kv0vAQIjjZykOTdZLrsUCDJcpFXCUHSWijEkXbsimnjweaXw8/BWgLef8R5kVO9Mbvzg8zKRMIi5YOKYElySM7W0Vnf/YdcP6vTMTmfC38do5CIITc0xdSTdXNvkfOnKJ3gw8q138MDQ2Zwp5rsUFpciNtQfZw9opS6bs+FQjR35BrUvfyBCB5WXTxaKka+EMjPU+Gsxo1dc+3IdAvs0N2au03IKHRdhaDNXeCEqpKVbZEwxDJREFRqCk7dl9r4mYSqjkYUp/Tmx+4hfhe4eOgzdaXeb4JLOfDtS9jhUxleRkABfFYh+4eA2oGHzoR82IyOv8UtKHeWll17C5MmTcc0116BXr154++23ERwcjA8//NDu7V999VVMmDABd999N3r27Iknn3wSgwYNwhtvvAG3gq6awVcb/2ceLt+xryZsw9EDI4yMqSZOufBzdgmLam+ucr6DNh35LEjGlOCynCk6ppzsCswmNIviF6n/z+tyHtwBOm0Zn2C7PPPMM+Vu8++//2LUqFHKYdu2bVs899xzLltfwbXoCVsaB8wC80Stjinpyid4IFWEVwgVDwx1Zyx7IsWLa17E2PZj1axSxTK+AW2jcO6A1vh27UH8tukIHjurt1LBufF5ee3LCA8IxzW9r8PGCsHnGnbm8/Y3SttaBLcwxayVFjM6xIShTWgbq2jXOaodYkMTkZxVoG4T0TrC4Y58PKCKCo5xC2FKl/JFFgQYFxRWL+5EBvu7xDFlL19Koy/bf6x6UU0wR87doawDtRKmCEXJ5y/shzX7UrDvWA5W703B2J5G4wIzUVBQgLVr1+L++++3Xubt7Y1x48ZhxQqj82dFeDkdVrbQYTVnjpGLYo/8/Hy1aDIyDGfr8TPmwyegrElAY9Mc3XB1WBi+Dw/B/xLi8NhM7nNq7jTngwDMCGyGt2J8cc6xaLzyxDw0VZqFBuDja48rK+Xzs5S1spzv2C7g84sAE+wjtQvYtjuiFqaW7zmCvvP/cNWaCR6EHwoxKSIKn0cEoGRWH6fuW+TlhSJvL/QuKEL3d06pfIO82geqNyRPPPGEmtzQhIWFldvWn3rqqWqfwkmPTZs24dprr0VkZCSuv/56F62x4PpSPvNMFtDQoBHHlOCJiDDl4IGhPcfUjpQdmDJ/CpJyk/Bv0r84o+MZaoamYoe94Z1jEBcWoEqr/vovCaf0ao6tKVsxa8ssdZueoSchu6AYIf4+6BpX/sCTAcY+FmGqebDr3VL5RcU4kpFnFTco3PG94aA7MiBSOXEoTFEU6eOIMGUJPmcXqejAaOtMnVkpKS2xOqaCCy3lcQWOOabScqvPomooYUq7o+wJU1LK5x7CeHqR4bbsUQthinC7xO0Qhanlu4+ZUphKTk5GcXExmjcvv248v337drv3OXr0qN3b8/KqmDFjBh5//PFKl2flFcO71PkmF/VFpncgXo6KQYFPCV4Ki0XmEUfXpRRPtYxDhn8mvgwNRmaa615DQ5OZV4QlO5PLl/KRjmOAXfMBupHM4khq0Q+IbFdJmDqamY7cvKb7GQlmohQftQtHro9zbilbrkhLA/LtjBMKav+YDQmFqBYtjFiIinz++edqAoQOXH9/f/Tu3RsbNmxQTl0RpjyPVhbH1JG0XGUW0Mdvrj7G0gSIMCV4ICJMOdiyvWLG1NqEtbhlwS3ILDQ6ZSXmJmJP+h50juxcLsycwhQzfs7q3wofLN2ryvkoTK04XOYA+GXn3wDiVDct3tYWdmWIjMgAh9ph3vZ3to3JwVRuwIFgfx/Vkl5ncLUKaaU26u2jg1VZosOCh3ZMBbmHMJWYk4iCkgJ406dQGGL8ggqMg6SqsHbla2zHlMUNZc8xRcGTxKfmqpB0doAUzCuMF3mnAF6FtXJMaY7vFIMv/4nHit3mbi7Q0NCRZeuy4iw6Szp+vmUkwsLCXbZeP+39Ch9sM1wIOdH78f0FfREZYGwTq2NLygY8sNLYDxXGFmPBxaNNMcCub16c9x9+/fcIkjPzkGNxqVqFqZG3Ar3PA4qq7pDa6FCUsvkctDAF7wJ18fw7xqDpfUqCmdibsRO3Ly1FoHcAXu33pFPbhbTcQsz4ZTdeKg7F0OuPR1xo+ZxKZGYCzwyC2WDpHku627Vrh8suuwzTpk2Dr6+v1WE7evRoJUrZOmyfffZZpKamIioqymGHreD+tLQ4pmgMyMgrKtd4ylXoMj4ipXyCJyLCVA20DzeyK47lHUNmQSbC/MOw6MAi3P333cgvzsfAuIFKad+QtEF1MKEwlZiRh0NpuWrw2a+NUZrHcj4KU/O3JiAzrxArD6+0Pse6RLb5PguD2tkPug0OSVXClHdxLFyNbXkYBzldIrsY5y0CldNOHKtjKgZRgcbrzyjIQGFJIfwYaGvS4PNwvzjkwTnHVHpu486S689Ai1C2tIwIVCIod4J08rWIqDDoFExBTGAMgn1DkVOUhdCQNJUXVluGdzJKZbcdzUBaToG1xNQsxMbGwsfHBwkJ5bsH8nxVM+C83Jnbk4CAALVUpGNsKMLDa+542BCwLfvcv79V/wf4BKh9y6pjv2JKf5v8qCp4ffN31v9T8pMRHJyFlqFGXl9TooNlO5aQlYni0uLypXwk0vWNQapDC1NeXoUIDfC1NDYRhIZjRfJWdTqoxWCM6H+a0/eftWEF/tmbgq93B+CWscZYz4q/+QSaW2+9VWUMRkdHq8YYnIQ4cuSIckQROmk7dizftEc7bnmdPWGqKoet4P4E+fsgKtgPqTmFqpzPFMKUJfjcz8dLJowFj0Tk2BpgO+pmQc2srqkfdv6AaYunqQOHMW3G4J1T3sHYdmPV9doFpcv4ujcPUwNQ0qd1ODo1C1Fd0n7ZtB/rEtdZn+No4b/Kcl0xX0pT6ms4HHJzaujQ1Ij5UlqAOq3jaZg2eJpabMvGDlg699VIjsW9ERyNCP8IeFnmkNN1RofJiM80upqFerdAjlWYyjFlV74DKblVOqZ8fbytIofkTJkXir/R/kYJb8tmmXVywsSFB6JzsxDleFy5p4Ir8dhuuBrOYg8ePBgLFiywXlZSUqLODx8+3O59eLnt7cm8efOqvL1ZWXxwMQ5lHVJt2R8Y9oC67OvtX6OguPryX5YVL4xfqP7X+ylOkjRFYkIMMTEx2zgg5r7C6kJyA2wdU2GWcYEgNCRrjq5Rp0OaD6nV/S8Zaoi936yNV85qV3DfffdVCjSvuOhSbzphTzzxRPTr1w833ngjXnzxRbz++uvlHE/OQnErPT3dusTHm7uzreDenfkk+FzwdOSb70Q5zcvrXsYjyx9Rs7XndD4Hr5z0ihpsDm9lHAStSViDwuJCa4c9W6GJO89z+hsHmF9t+ks5guKC4xDoE4gS70x4BxzFgLb2hamcUsMRkJruujITjRactNgR6BuIa/tca+1e2D7GKK2oTSmfj7eP1TV1LPeYqYPPAxCH7FItTGWZTpjKKShCclZ+lRlTtk4qyZkyN/4lxoxuRLixXakLzJkiK/fY/L6oVM2+CmaABxbvvfcePv74Y2zbtg1TpkxBdna26tJHrrzyynLh6Lfddhvmzp2rDkB4cPLYY49hzZo1mDp1KtyJz7Z+pk4v6nYRzup8FuKC4pRLd+6+udXe78vtX6rcu+Eth+PUDqeqyzYkNk1hKjbMEKaSstOtZXzuVLIY7Gtsb728C1S3TEFoSOjkZ+QEGdKidsLUaX1aKhE1PiW3/D6jEbnzzjvVvqC6pVOnTnbvO2zYMBQVFWHfvn3VOmz1dfaguzY8PLzcIjS9cr7DaXnmEqYkX0rwUOSb70QA8eqjq9XpNX2uwZMjn4SvtzG47BrVVeUjsQ00Z6s3xOuOfOWFpnMGtFKnO9KNWayRrUaiU1g/9X9ss/2ICa1cXkLnUF6xIXwcTHL97PB+7ZiyUx6mLreIICxlLLJYUh0r5TMEqagA4zQ1P9XUjimfkljkIsCpUr6MRhSmtNjE567KnqwFK+2CE8xJQa4hJvkEJNf5sYZ3MsqBy+VMJWwGUis3d3AFEydOxAsvvIBHHnkEAwYMUMG0FJ50ucWBAwdUaYZmxIgR+OKLL/Duu++if//++Pbbb1VHvj59nOtA5Uq2HdumJjV8vXwxsftEVcJ8ac9LrYIVDzDtwc50dPCSy3tdjgHNBqj/NyZtRFMkNsQoPU3JySifL+UmWEv5vAsQGijClNCw7E7brcZRnPzsE9On1qVOZ1vGrV+tdo1TqFmzZujRo0e1i21mlC3cf7Cza1xcnDpPJ+3ff/+NwsLCcg7b7t272y3jEzwnAN0snflYVaPzhQXBExFh6v/tnQd4U+X3x79tmu69WzqgrLI3CIIiICCKoIgyFEEEFBEV/4obxw9x4cKBA0EFFEWWgCgiiMiSvctqKd107zZN83/Om9yQQkfSpk1ucj7Pc5t1782b5r33zf2+53yPEUjRQMT/9fw/zOkxp8pMraODoz5q6t/k3TiWpJ3R7XaNZ1TzQA8hVjm6nxeP+4X3g5emvbjv5n2hVk+jSpU30vM0KCyzbDUfScSoKQqHqg+S0q+u1CA1z4gZiGKdAOWmNfmVIqZySq1bmIIqAEVSKp/OiNeaIqaujWyrDq7MJw+ycrUCdwmuCjL15YYY7XEWl16ALF1EHU6thzVB0U6XLl0S6Rf79u0Ts94SO3bswLJly6qsP3bsWMTFxYn1T5w4gREjRkBOLD+tjZa6NfpWhHpoZ+3vaX2P8Jo6nX26Stq3IevPrxfFN2jipH+z/ugS1EU8fyb7jN4c3BYjpvLKrqnIJ7dUPodyfYo/wzQWJHYTXYK7QKmov3fOfbp0vi0n05BX3LR2BKZAxuYffvghjh49iosXL4oKfGR8fv/99+tFJzJDJxFr6tSpOHnyJFatWoWPPvqoSjEMxl5T+UqtSpjiiCnGXuGebwTkozQ0eijeu/k9PNih+pQXSqUgdiT+i+JytQh/blWNuemQjq5QuKYBGgf0CeuD/GxtCHI+4oRvVY0ROjrj8wsZtaeNNSY0c6831K5B8CCzvkg/N+MFD73HVEAVYcoaK/OJz68TClWl/ig2MpXP1/2qMFVT9EOjmdTXENkmXmNhyuqhQgmZOT7i/pXSpAb3H4rKJO87QvhM0f5OrjNLWxnTySzJxG/xv+mjniR8XX1FSp9hmp8hlL634vQKcX9CuwlicoRELUoPp1Tzk1knYWsE6iKKC1VF1xufyypiSg1PF/mkIDLyFqbq6y8l0amZD9qFeYsUI6oqba1Qyt2PP/6Im2++GR06dMD8+fOFMEXRtBI+Pj74448/EB8fL/wMKU2QonOnT59u0bYzloMKAUlZHtYAp/Ix9g73fCMIdAvEwoELMaz5sBrXuSHsBnF7If8M4FiMzpE+1VZU8A+8JG7VpeHILlDizGV3EQ1VoSnH4YzDNXoa+Si1M+kXrlhOmMoqKheiGwWLNdOJT9Uh+UxdMsYAXZ/Kp43koJRIa42YIrGsuKJYmO4WF/mg2MRUPooia6qIt2tN6quDhSnr52x6ISrLA4SQXagqMItgK/lM7bmYCWScBrLOAVZYAdMe+DnuZ+E32Dmos1gMmRg7UdySuTmZnBvyT9I/YmzwUnoJv0OConhtOZ3P100pKok6OJbJMmLKXXn1XOzirK0qyDCNAU1gNNT4XILOK/f1jNCn8zXV5JqpUDW+vXv3Ijc3FyUlJTh16pTwI7y2AisZo//zzz8oLS1FUlIS5s6da7E2M5bH6szPdRYobH7O2Cvc881EiEcIWvq0FNX1nDwuoFtk9fnqJ7K1PxYqilrhwz/PIb+kApqS1lWq+lUXMRXqHmFxYUoSmsK8XWvNfzZJ8DAwPzcUpqwxYkr/XXiEIr8EV1P56qjK56pU6Gc/miqd75IxwpQumiqzsBxFFk4RZaonLq0A0CjhDK2YlJCfYD5hinymTumipWJuafB+GdOgins/xv0o7j/Q7oHrXm/l10pE4lJ0FJmcG/L96e/F7Zg2Y6oIHlI639EM2xOmaKLH38NZtsIUeYc56H5yubrw+ZZpPGicoOIJzo7O6BTUqcH7G92tmfgNczo1HyeStR5vDGNLwlRaXqnFKk8aUqbSTlq4KPnynLFPuOebEclnSuFxrkpFPgmaadqbulfcVxe1xq9HU8T9CNfONQpTUupYS99ocXvegql8dflLmWyqTTNvJTlVIqas2WNKil6L9IoUAlOxxriIKUv4TOlT+Wr5rrxdlfo0w8s5HDVljcSlaS8C/J21FT3j8+IbvM8bWgSIqMcLV4pQcUInTMXKy5fJFqAUPhLgQ9xDMDh6cLXrSOl9ZHJOZufEuZxz2Je6T6TvjY/VmqRLdA2+GjFlrZENDSGAhClFqSyFKYo8UeiibF2ULEwxjZ/GR1GY5FXXUHzdnTGsgzZqf9UB7e8ghrEFQrxcQMktKrVGX8naknDEFGPvcM83I10Ce4tbJ49z6BKh9YUx5HzueVwpuQIXhSuUqqvlbfvo/KnI6PbaSCEpSqdjMEVjaS8mLYXeX6oW3yKTIqZK8wCNulrzc2uOmAr3iBAGhVcjpgqtSpiiWZ+k7JI6hSnD1yWzdMa6OEMRU3TM6SqDJuQ1PGLKx12J9mHeaOWQBKesOG0aX+tbG7xf5ipbErbgw4MfIr2oamlyCRKNJNPzcbHjRDRNdZCpOZmbk8k5mZ0TkrfU4KjBCPfUVsySaOffTkRJUDUuSUi3JYLIAF2mEVOEo06YUjqxMMU0Hvo0vtCGpfEZMk5ngr7+cApKyjkVlbENnBSOCPHWVeazAgN09phi7B3u+WbEqbwlNBoFHJ1zUKzJuO713Sm7xW3PkB64tb02NY+4sXlztPFrI+7TTLgEzZBTODbRO1Kb7peQWQSVTlFvaoyJwjEUri5lFRlnfE4XGErtwBDgqk0zogsra0OKXgt01V4MlkoeU0ZUwJKEqfwmEKbSC0rFrIuTo4Pe2LEm2GfKeiHxgqrnEe0DW5otlY/oGxOAEY77tQ9aDgJcrxfSmfpRWlGKF/95EUtOLMHIdSPx+ZHPr6uSRxENVD2PSrlTBb6aoKioie0m6gWprJIs/HrhV/H4gfbXp/9R9a0OgR3E/SMZR2CTEVOyFqa0Ze2dlNZb3YyxAX8pMxmfXztmRPq7oaCsAr+daHiFWIaxFqTfyalWYIAuCVMuLEwxdgr3fDNyKrkM6uKoGtPy9qTu0af8je56daa7W5Sfvqqf4XZShI6fix9aBQTB3VmBisqrlfGaGimqps5UPj/t6/mlFbWXF74mjU/6rNYaMSUZEPspw8Sto4u2uhkqSgF1hdVETEleYGRQT7NBtcHClPWSUVCG3GKVCDPv2ayteYWplgEYodCJ4B1Gm2WfjJbjmcdRXlku7pdUlOCzo58JgWrDhQ3CL8ow6okq71EFvtq4s+Wd8HL2EhFQ//f3/4l9dwjooDc6vxbp+SNXjthkZT4HR+2stqezvKryCSp1wpSChSmm8X6nZBRnwMnR6bqCCg31eBvbQxs1teo/7W9ThrEFwnQ+U9ZQmU+fysfCFGOncM83I4cTc4R3lGF0lKHR7cG0g3ph6qY2QRjaPgT39YwUYaSSPxWJV5I3iCRMkacR/SiICfKwqM+UsRFTbs4KbcpFXYKH3vj8qlG8lMqXV5aHikrrSneQUmM8FVqvBaWbTpgidP4v1iBMGfs9Ga7DwpSVGp8DaB7ogTb+MfqLDpW64X2oj3cWYh0vo1yjQFoYG583RhrNbc1vw7s3v4tmns3EheKLu17E+E3jsfHiRvyV+JdYR4qGqg0yN5eiqqRICPKeIs+i6ugS3MWqI6ZmbZuF4b8MR6ERKdDXEmiYyuckv4gpjU6YUjixMMU0DtI5olNgJ7g51Vw9uT7c0yNC+BPui89GQl0R8QwjE5rpK/NZPpWvTCVFTNVcYIphbBkWpswEiUlHLueiQidM7U/bX0VYoYuEUnUpAt0C0dq3NZQKR3w5qSfevkc7o9U9pLvwGUkrSkN8fnyV1LFIb+0sVasgT4tV5itVqZGWrz1pRwd4mEfwKMm+LmLK18UXDtBecOWW5cJayC/P17fHBUHi1sPdDXBQGFWZTxKmKAKmsZFM51mYsg1hKjbUSxhk00WGWqPG5cKGz1Z7nt8kbv+t7IjdyewXYk70aTShPTG8+XCsH70eT3Z/UqSenco6hef/eR4aaHBj+I1o6atN0awLMjlX6M41QW5BGBY9rMZ1pcp8F3IvoKBc24eshcySTPyd9DeSC5NxOONww1L5nOUnTFXqhCkHBxammMahMdL4DCuY3dxG+/tn7aFks++fYSyaypdnRRFTbH7O2Cnc882YPpVTrIJTRSS8nb1RqCrEicwT16Xx3RB2Q7Uz3XTRSeKUYTqfFDEV5aVND2wpCVMZTT9TlZSjPWF7ujjBT1fJrTaidYLHpeyiuj2mdMbnhMJRIcQpa6vMJ30X5IFVWqb9/D7uzoCUTlIu04gpnR8YmaWrraBULnO98XnbEG9xziATbHMZoOOU1kh7c2Uf7LmgOw6ZBkORsVQRz9B4mKpiTe00FRvv2oixbcYK3yhiUvtJRu83zDMMQ6OHivsT2k0QXlI1QZMfEZ4RQvw6fuU4rAlDMYpEuvpETDko5BsxpVbrvjdHbaonwzSa8XkjCFMERfkT64+wMMXYBmE+UiqfFURMsfk5Y+dwzzcThy9rRZSO4b7oE9bnOr8oKbVPStmrDslnam/K3iqpY5TKR7QK1oog5y0QMZWoE5jIX6qmFBJDJB8qKXqn1lQ+d63huYQ1Vua7nK8TCb2j9OKSN4lN0qx9HWkplvCYMkaYogGZTNJpliZdFxHHWAdx6fnitm2oNmVUL0w11Gcq6wKQfhyVDk74Q90Tey6yMGVOf6kydZkQsFt4t7hOMHql7ytYN2odlg5bin7N+pm073n95uHjWz7GlA5T6ly3a7B1+kwdSj/UMGHK42oqnxw9pioqnLR3HFiYYswPRSKmFKWI6ErpHGBuBrcLEZGLmYXchxkbS+WzBo8pFqYYO4d7vpk4nKhN8+oa6VfFL4rILc3F6azTVcSn6pC2ozRAVaWqiscU0VInTF3MKNT7UDW18XmUv3GeBfVN5TMUpqwpYspQJJTEJSE2ObsbVZmvKYUpSQysy6SeUDg6IMJP+51yOp/1QNFr59IL9al8RHMfM0VMnVonbiqbD0CRo5eIhkzi796s0Qo9QnrUKOC38GlRrzLulAp4S9QtIqq0LqR0Pil6y1o4mK71WSROZp00eftAL0rl0wro7oq6z2/WRIW6EhUV2nGg0kErrjFMY5x/qDgCedM1BnTBfHf3Zo2yb4axBGG+2lS+K4VlemHIUrAwxdg73PPNBPlLEd2ifPXi07Erx4TB6960vSKtopVvKwS5a/PzqyPWP1ZUpSuuKMZ/af8JvykpSoeIDnAXQgKV66WKXU1JYnaJ0f5S2vXcTTA/rypM+bv6W1/ElIFIWFWY8jAplS+/kYWpwrIKZBWVV0nTq4so3XfKwpT1QMayFNLtqnTUi7xmi5g6qRWmnDrehc4RPuL+/gTrOdZsxV/KkkjREjQGqSutw0OsSFWEuJw4/eP04nRklZgWredv4DFVWaktsCEXisrV+qp8arAwxTTe+adHaI9GfZ/7ekVhUt/oRn0PhmkqKAKQhCCa77d05kBZhXa8dmFhirFTuOebyRj8VEq+XpiK8IoQvlBkVEwCk5SaV1saH0HeI+RBRaw+u1rceio9hVglVWmQLlIvNHFlPsNUPmOQ2pmSWwqVzszP2IgpSZjKKbOiiCnJiN4rUi8uaYUpT+NS+dybJmJKimwjHzBv17q9wAyj4KRtGesxPm8T4iUqcpotYir7IpB2TGvaH3sH+rbUptH+F8/CVEOhKFe9v1Qj+bsYC02CuDu5C6/DC3kXYA0czTiKSk2lqFIoiaympvMpFQ5w0PkzlZUbd36zFmjSQKPRClPlak6bZuTnLyVBthLPDo9t1PdgmKaCopvDdQboKRZO5+OIKcbe4Z5vBk4k56GiUoNATxd9rrIkQpG3lOQv1S+8bk8Rabvtidv1QohhSkjLIA+LVOYzxVCbCPJyEYo/pSTVeKKvIWJK7zElCVdWQFJBkrglwbFKxJQULm9kVb5GF6ZM/J4M1+WIKesTptqGaNP4COlingTbvLK8Bpmeo8UAwCMAfWMCxUOOmGo4JzNPoqSiRBRvMLbaXmPh5OgkysVLFWGtgYMZ2jS+7sHd0T6gfb2EKfr/wkGbxl5UIjNhqrRCHzElPgfDmBGKsE8qTBITnHSMMQxjugF6ioUr83FVPsbeaZKe/+mnn6J58+ZwdXVFnz59sH///lrX//nnnxEbGyvW79SpEzZv3gy5pPFJIpKUzrc5fjNSi1KhdFQK3xFjhakKTUUVfykJyWfqfBNGTJGflamCB/0f6hQ89Obn1whTuggxa4mYKlYVI6Mk4zrz8/qk8tG2lY1Y/c4UfykJFqasWJjS+UsR5BkS7B4s7sfnxTdMmGo/Stz0iPYTUSjp+ZxaZM4y7VLlPUvSJdi6fKakinxUfba+whSlAxIajSPySzTyi5jSCVOUrs8wjXH+aeffTpaFARjGGnymKMvDGiKmOJWPsVcaveevWrUKc+bMwbx583Do0CF06dIFw4YNQ0aG9kL/Wnbv3o3x48dj6tSpOHz4MEaPHi2WEydOwNqNz0mYkugV1ktcnOSX61L8grvBzalu4/BQj1B9ZIShv5REyyDtD44LV2oXQswJGQKWqipBGUVSRJhZfKbqSOWzFo8pmoUkvJy94OPioxemfE1J5dMJU6RJFZZrRcfGQPpfS/97Y4jy96i7giLTpMSla4Wp2FDv64yz6+0zlZMApBwGSDSJHSmecnNWoFukVghmbMNfSqJrUFerEaZUapXwu7ouYirbNGGKUhMFlS7IkllVMENhiiOmGLmm8TGMTVfms3TEFKfyMXZOo/f8999/H9OmTcOUKVPQvn17LF68GO7u7vjmm2+qXf+jjz7C8OHD8cwzz6Bdu3Z444030L17d3zyySewVg4naiN7ukZeFaa8nb3RMbCj/nFd/lKGGK5LqWPX5vY3dcSU5D1Eoa6mnCylqJ1qvYso9a2itFbzc2upyicZn0vfRa5OmPI2oSqfq1KhnwHJK268dL5L9Ujli9R5TJFpOl08MZalpFwtzM+vjZiqYoBeH5+pUxu0t9E3Ap5XizDcoPOZYupPRWUFDqcftqoLw85BncXtpfxLFhf5qQJfmbpMRMOSuEpRHVL6kSlto+hVQkPClK7Ig1zgVD6mKSpeWoswzjCyTOWzcMQUFb2RPIUZxh5xasydl5eX4+DBg3j++ef1zzk6OmLIkCHYs2dPtdvQ8xRhZQhFWK1bp60kZSzqza8CAeYJZyb/KPKRKlFdX92IqjhMKsqDgxPQ89we4OJV4aZfSTm0c8RA38SjQNorRr1fv9JU/KC7HxG3FUjQXvAQHVSVeM4pASgG9nyxBk0BCSnPORUj3MkV2LrD6O3uzspDiFMW/I4osedyVaHEWV0CSmysdHCCo4tXtR5TlAL5/sH3TWprWl6paK+4oK++WrvJnM46XSWtstpUvvN/AuraL5RedL6EYqjhumMn4FW/ilLU385fKURmYfWpV4PSCtDPqRL9E3YAucZFt9F//1W3BBEVd+CrjXBRNs1MjcLBQZh7++qM4Y39/GczCpBtRRelrk4KdGzmI1LizEFBQRnmKpJFRb6gvfuqvNaiUGtkvf3MT6hM2GnajjPPA36+QGAgYHBcpTiUQhnYwEp/dg6dIyg9iyYkWvu1hjVA0Z0xPjG4mHdRRCsNjBxosbYcyjikjxymNG9KNSKRlSL/KJ2vf7P+JkVMadQuNZ4DrZXCMpXe/JyFKcacXCm+Io4lBziIVFmGYUwjXJ/KxxFTDGOzwlRmZibUajVCQkKqPE+Pz5w5U+02aWlp1a5Pz1dHWVmZWCTy87Wpc5ffXwuvwblwcqmhIpyJ/yRtUkT19JP+i9rie3r6uzhjcXgo/NVqtPvvO6Pfr5eDA1yimqHCwQEtDv8AGFS1IznjEen9UtF00HvSNcG/xm9C1rudaLvymtuarPbDkl9P4fkRsfoZAvLRoTRI+vG+9MTSejV3t2lVyI0ixjdGVGCUBg5Rac9DF3lCKVK01MIk+kP/D0mtrAckfdBlb02Xvn2l9zhp2n4nS9tlomlJMf3zt4UVog2qMwvB0jGuuf54a+3qAoSF4GJFAS4WatP9jIZ+d7l6A1kHtYsBLgHXi+6M6Wl8dFFoDf5SEl2DuwphigzQLSlMSdFkhhfN7QLamSxMFUlefpWuyJRdKp8aqNSK8CxMMY0RLdXWv60QxxmGMY1wfSqfhSOm2PycsXMaVZhqChYsWIDXXnvtuufLcpS4tLs1omb2h9IEX6Tq2BefjaNJeQjyckaYt1ZVN4RmgMmUPNBDOxsqQdazb5UkIVLhAcdmxvu4UAzOp2VXUKxRIzAs9LrX0/JLkUDpcRQ+0kQ4KRzRLswbHs7Gh5dS806k5KOorPrUtWKVBp+ltsGB3Qk4eCkHn07ojqgAdzHT/85N7+D4lePGvxc02HgsVURMEWE+rrijczjMhYfSA+PbjtdHS5HflqezE9B1ojYtsVTrM1YbG46mIC2/DEPaBSMmUBdpZSTF5Wr8cSodGQVl4r0p0si5hgidQC8XtNJ5kRkLpcVQeigZ3TcVSbklyC5SwdvVCaO6hsNNWXvfOp1WgH/OaZWztiGeVmEOSd8nfSedmnmjb4x5UuIOXMrBocRcxIZ64abW2qp5Er00GjxXHI9UdT0vbL3DAf+Y657edTIFp6GNDGQaZnxuTXQJ6oI159bgyBXLVear1FTqI6YMq4V1COiA3+J/M8kAvahCZ35eKcOIqVL2mGLs6/zDMHKBrhkI+o1fVFYBDxfLXB5zxBRj7zTqkRcYGAiFQoH09PQqz9Pj0NDrBReCnjdlfUoTNEz9o4ipyMhIOIWEoDw9E5e+PIaob5bAOTq63p9j2fKD+K0iDa/c2B539deaDxvL7fV8zz61vEb/ier/G9YFySbaguW1cCYdc346iuPJebj943/w9j2dMaJTGIY1HyYWY1n6bzwunTsFd2eFyNFOyNBg+PD+IsXKnJzNK9D7SzmSQuTmC9z8jFHbrk/9D9uyM+DduhNielf1DqsNSiOd/t0BpOSVChHns4k90P8awaKhkKTS1E5DVwrKcPfn/+Jydgl+vOSLH6bdIMy4q+OvM+mY9vdBqCs1eGJwa9x8axtYA9/vvYQ3153AEPdg9B3Wyyz7XLHqCNZWJGNux1jcNLDldcfURJif6W3z4TPlg0bYs+2jrlTjUPohq/R3kQzQT2aehKpSJarDNjUXci+IIiBU/CM2IFb/fH0q8xXqikwIYapEZsIUTdCwMMU0pr8UC1MMUy+8XJXwcnVCQWmFMEBvFVzVYqSpKK/QRq+zMMXYK43a852dndGjRw9s27ZN/1xlZaV43Ldv9Wbg9Lzh+sTWrVtrXN/FxQXe3t5VFiLq66+gjI6CKjkZCRPvR2lcXIMrnZliKM0Yx6DYEGyePQA9o/1QUFaBmSsO4eV1J0TKnLEkZBbh7S3a1NDnR7TD7Z3CxP0lu+LN3t4q/lImIm0j7cMYtpxIxdjFe4QoFRPkgfWz+ptdlLIUQV4uWDalt/CYOnI5F4//cFgIT9dyLCkXj63Qvja2RwSeHGIdHj6G54QaK0/Wg0s643NTKisyliMuJ054H3kqPRHrd1V4sQaa+zQXqT2l6lKczT5rkTYczjisN2M3FMYkA3TyEjS20EWR6mrElPyq8qmvRkypWJhizAMVBCDxl+gSTHH6DMPUh3ArMEC/an7OwhRjnzR6z6dopq+++grffvstTp8+jUcffRRFRUWiSh8xadKkKuboTzzxBLZs2YKFCxcKH6pXX30VBw4cwKxZs0x6X2V4OJqvWAGX2FioMzNx6YFJKD5cuwdQdVBqk1RVji8UGy+3+4fpN+BRXXQIRaGM+Xw34jN1fiK1UFmpwTOrjwrj7htbBWBi7yg8PEAb1fYrpc6ZOV9cqqhXH2FKVPEzqOpXV79btO0cHll+SJjuD2gdiLUzb0QLE1MArZ2WQZ74elJPMTv05+l0zNtwoko6IR17Dy37T/8/ePPuTiJ11lqINhCmzJUGmZitvWhlIVxeZdrJ2FvhaF2VdMjvSqrOJ0VVNDXS+/YIpnIXV5EM0E2JmpKEKahdRHpzcbl8qoiKiqc68/PyynJhSE9VCVXqxqvS2lDK1eVNmt7N1E8YJysD8uYMdLONSSuGsQRhVmCAzql8jL3T6D3/vvvuw3vvvYdXXnkFXbt2xZEjR4TwJBmcJyYmIjX1qjN2v379sHLlSnz55Zfo0qULVq9eLSrydezY0eT3dgoMRPR338Kte3dU5ucj8aGpKPzXBPduXXQLRfIQEX58odhYKBWOmDs8Fsum9IK/hzNOpuRj5KJdQlyqjaW7E/BfQo7wvnp7TGeRXtc5whe9W/iLaorf7kmwmogpqfpcXRFTdCHw9M9HsXCrNsJhcr/mWDq5V73eUw70bO6Pj+7rCtKblu9NxOK/L4rnc4rKMXnpfmFy3D7MG5/f30P0E2sTVSmjk4TRK2bwvKELbck7J5KFKXn5u1hZGp+E5OtEFU5f/vdlXM43o1O/KRX5Qrpd9xoZoBMns06aVJVPAe3MtpyipgpLVbqIKa2wPnHzRNy6+lZ0X94dA34cgLvW34Vpf0zDJ4c/sQoxiCLdeq3ohSUnlli6KUwtSKKuFIHIMEzDDNApQ8FSlOvMzzliirFXmqTnU7TTpUuXRPW8ffv2oU+fqw5KO3bswLJly6qsP3bsWMTFxYn1T5w4gREjRtT7vRXe3iKtz6N/f2hKSnD5kUeR//sfRm9/SRctFezlUqP/DWM+BrYNFql9vZv7ixlmSu96Ye3xalP7Ll4pxLu/a1P4Xri9XRXh8GGdF9iKvZeEkaG5yG2CVD4S5dYcSoaTowPevKsTXr2zgzCft2Vu6xSGl2/Xes5QWuaq/xLx8HcHcDGzCM183YRg6WkhM8raoFmtMF34txRZ2RDIb0vqK7YqRNZEdnY2Jk6cKNKxfX19MXXqVBQWFta6/uOPP462bdvCzc0NUVFRmD17NvLy8ur1/vtT99fL2FuKCOoVYh6PMXMzod0EDGg2AGqNGuvOr8PIdSPx0q6XkJif2OjvnVKYIqKCnByc0DlQG7llCBmgmxIxRWlLhLtSGzlqDjG4aSOmlBgWPll87hD3EPF/IXLLcnE+9zz2pu7FF8e+EPctze8Jv4v+veniJks3hamF01mnq4i8DMPUj3AfK4qYUvD1JmOf2PbVrg5Hd3dEfvYpvIYPB1QqJD/1FHJ/+cWobdlfqukJ9XHFyml9MOuWViKKZuW+RIz+9F9cuHL1IpX8hp5ZfUxEqvRvFYgJ15iJD24XguYB7sgvrcDqg0lW5TGVX4cwRdXxiO7RfpjQx3iTdLnzUP8WekFx7i/HRaVGMnsnUSq4mmqYtugzZc/+UiRKnTx5UngKbty4ETt37sT06dNrXD8lJUUsFJFLExg0wUHRuCRo1YfZ22dj9l+zTRJszuWcE8be7k7uVnthSBVFPxvyGVaMWIH+zfoLgWr9hfW4c92deHHXi40qUEnRUvS/cVde36dNNUCXIqa8nD3kFzFVpp1cGRn9AH6840f8OfZPHHzgIHbetxNr7lyDL2/9ElFeUXrfLUtzPFNbFZf8iwrKtUU/GOvjdLZOmLLziCma5KY0/+qW//77T6yTkJBQ7et79+61dPMZK0CaZCTzc0t7THEqH2Ov2E3Pd3B2RrOF78F37FgyJkLqiy8h65ulxgtTdnihaEkoQuj/hrXFt1N6I8DDGWfSCnDnol1YfyRZX4WPhAuKoqFKftf6DikcHYTQQXzzb3y1ptr1Ib8JIqYoEoxoGWRbflLG8AKZ13fWmtc7Kxzx1aSeaB1imeooxiKJSOYQpqR92FsaH/kPkqj09ddfi4ja/v37Y9GiRfjxxx+F+FQdlN79yy+/YOTIkWjZsiUGDRqE+fPn49dff0VFhelRkgoHBbZf3o7R60fjg4MfXPUzMiKNj/ylnBytL6LPEPKa+nzI51g5YqU+gmrDhQ1CoHr+n+f1BsrmRKpWSP+f6oj1jzXJAF36TnxctOcEKe1VNlX5yFvLIPKTPMD8XP3Q2q81+ob3RQsf7ZiVXly1MnFTQ75XZ7K00cjkXySJVIx1UaYuw8Xci1VEXnuFbEDIFsRwefjhh9GiRQv07Fk1zfrPP/+ssh4VaWIYKZUv1ULm53SdIl2rcCofY6/YVc93UCgQ+vprCHhYO6Oe8c47yPjgw1r9HKT0HI6Ysgw3tQnC5icG4IYYfxSVq/HEj0cw+4fDePd3bZXFF29vJ1K9quOeHhFCDKJ0TDLWlktVPkpfI2ICPWFvkEfYwrFd8MKIWKyY1gd9YgJg7UgiknlS+ezzfLNnzx6Rvmd4ATFkyBA4OjqK9G9joTQ+SgV0cqpZJKIU8fz8/CoL8f1t36NfeD+oKlX45sQ3uGPtHSL1jdKZ6jI+t1Z/qeroFNRJRFAZClQbL24UHkdPbX/KaL8nU4Sp7iFan6tr8XL2QrR3tNFRU5Iw5euqPTdmyUmYKtWKpVSSvCYovY9IL7KsMHU256wwaJc4euWoRdvDVM/5nPOo0FTAz8VP33fsFaoCHhoaql8CAgKwfv16UWjp2olLes1wXaXSvtLmmeoJ15mfJ+eWWMTnT0rjIzhiirFX7K7n0wAV/H//h6Cn54jHWV98gbTXXoNGfb2HEcGpfJYnxNsVKx6+AbMHtxapfRuOpohwV6rSNq5XZI3buTs7YaIuFW7JP/HyEaauaC++bK0Cn7G4KhWYflNL9GruDzlg1lQ+Oz3fpKWlITg4uMpzJC75+/uL14whMzMTb7zxRq3pf8SCBQvg4+OjXyIjteeQGN8YLB6yGJ8M+kSkVGWWZAqz8AmbJuBIxpHr9kM/XCV/qZ4h8hGmrhWofrz9RwyOGiwiY/5M/BPjNo7DI1sfaXAVv9zSXFzIu1DFgL062vu3N1mYCnD3EbdUGEEuFOlS+Txq8cqjympERnEGLMm1EVIsTFknp7J1xucB7ayqWq01sGHDBmRlZekrgBty5513ivGGInNpvdqoaSKDsU0bEYKuL3J0FbivHfM/3X4eC3473SjCFQtTDGOHwpRE4LRpCH3tNVKqkPvjKqQ88ww05df/yGVhyjqg1Lw5t7bB9w/1QaCnC4K8XPDWmOtT+K7lwX7NoVQ4YH9CNo5ezrUaj6nKGlILabCLlyKm7DCVT46YU5iS9hFtI+eb5557rkbfD2k5c0abMtQQ6GLh9ttvR/v27fHqq6/Wuu7zzz8vIquk5fLlq1XqqD03R96MdaPW4ekeTwt/JoogeuC3B/DszmeFkbcEpb7llOXAVeGqN/GWIx0CO+DDWz7E2jvX4o6YO0RK478p/2Lylsl48LcH8U/SP/X6EU5V3YgYnxiRrlYTpvhMScJUsIePrMzPyyrU+mpLtRVxCPEIsYpUPkmYuiniJu3jK8drjRxkLGt8LqXEMldZsmQJhg0bhoiICP1znp6eWLhwIX7++Wds2rRJCFOjR4+uVZyqaSKDsT1cnBTi+qI6A3QaA9/YeFpka3zx90UkmCFC/lrKdAESdFlDxY8Yxh6xW2GK8LvvXuE7BaUS+Zt/w+XHZqGypKSKei2Z4LHHlHXQv3Ug9jw/CH8/M7DGFL5ro61Gdg4X97/eFW9RYcpbtw1pUgU1VApMyy9FiUotBiV78xmSK5LHVEZBGUrKq4+8NAYSK5N0Vfls5bt/+umnhX9UbUtMTIxIp8jIqBolQj5RVHmPXquNgoICDB8+HF5eXli7dm2daRkuLi4i3c9wuRalQonJHSdj410bMab1GDjAAb/F/4aRa0fisyOfoaSiRO8v1SW4i1hf7rTya4UFAxbg17t+xdg2Y6F0VArz8pnbZuLuDXcLPyryHjLV+LwmfylDYcxYYUoyPw/29JZVKp+UxleXMGVtEVPU90l4JYP/hPwEi7bJFkgqSMIXR7+oVwVQe63IV5/JjaSkJPz+++/XFcIIDAzEnDlzhI9hr1698NZbb+H+++/Hu+++W6+JDMZ20/muFaY+2HpW+NVKNEblvjKVVJHPkSMgGbvFut1amwDvESPg6OWFpMdno+iff5A49WFEfv4ZFD4+Is+YRARXpSOCdCo6Y3mUCkexGMvUAS2w5nAyNh9PxXO3xRolaNUpTLkr65WiRn2JKglS1FR14la8Lo2PonBM+YyM5aDvkXxjCkorcDmnGG3qadaeXlAqoipIlAzThZTLnaCgILHURd++fZGbm4uDBw/qjWj/+usvVFZWiouI2iKlaFacxCaa9XZ1Ne//LdAtEK/2exX3tb0Pb+1/S4gtnx/9HGvOrYGvi69s0/hqI9IrEq/0fQUzOs/Ad6e+w+qzq3E+97yo4PfRoY/wQLsHcE+be+Dp7GmUv1SPkNqNhaVoj5SiFJH+5+uq/b9ei7pSLQRBopk3RWClyyaVr1A3EeHurBDRvzUR6h5qcY8pqsAXn6e9AOsa3FVEtFG/P5pxVES/MaZzIvMElp1chq2XtorIM39Xf+y4V1tFrr6QFx55gRmmw9oiNLkxefLkWtehyQ1Dli5dKnykKGWvLmh8oUqwNUFjCy2MfRDu44ZjSXlIzbtqgP75jgv4+K/z+t97dB3QGMKUFFXLxueMPcO9n2YwBwxA1DdL4OjtjZJDh3DpgUlQZWRUSeNj9Vq+dAj3Qb+WAaLaxbe76z/rS6G8ecX1j5gyxmfqQqZ9+0vJETo36NP5GhDeTSb9RDM/N1GV0p5o166diHqaNm0a9u/fj3///RezZs3CuHHjEB6ujXhMTk5GbGyseF0SpYYOHYqioiKRtkGPyY+KFnUNnoH1bl9AOywbvgzv3vwuwjzCRKpVXE6cTQpThmllz/R6BlvHbsUT3Z8QIh1F8iw8uBC3rr4V7x98v0YBhQQkKQKqJuNzUw3QiyuuHlvhPr7yipjSCVO1+UsZRkwVqApQrDJ/qogxSOb3zTybCQGlS1AX8Zh9pkyDBKgdl3eIlNjxm8bj94TfxXMUfZldmo2LedpqevWFxEMyqPdUeiLC62q6mq1BExt03q9tIeNzw99pJExNmjTJKFPzI0eOICxMWwmYYcKkiCldtsx3exLw9hZtRB5NbA/roE23NhSuzO0x5eykMPu+GUYu2NfVTy24d++O6O+/gyIoEGVnz+LSxPuRfkarkLO/lPx5eIC2DPcP+xJRUGp8OoohFOkkzWg0ljAlRUyxv5T9+UzZu5/dihUrxEXG4MGDMWLECOH/8eWXX+pfV6lUiIuLQ3Gx9v906NAhUbHv+PHjaNWqlbi4kJbGSLcgAXJ48+HYMHoDZnWdBTcnNxFdRCbitoy3szce7vQwfh/zO17v9zpa+LQQKXVLTyzF8F+GY+7OucKDyBB6TNXCqFJYuIdWWKwNvQG6zsy5Nn8pSjEM89ZGa5FBrUp3TpZFRb46hCmKQiNfM0v6TEnfZefAzuKWhSnTIFH257M/Y9S6UXj8r8dFEQEnRyfc2fJOrB65Gr1De4v1GlpcwNBfytGBf8pLUKRtfHw8Hn744ete+/bbb/HDDz+I1D9a3nzzTXzzzTd4/PHHLdJWxjojpoiU3FL8fOAyXlmvFeofH9QKj9zcEmG61yWbl8YQpjhiirFn7D6VzxDXtm3RfOVKJD40FarLl9H6jTlo3vMhRPlrRQ1GvgxsEyyikMhY/O+zV3CHznfKFCQxiVIxavMJaYgwdTFT66HSIrD2NBnGupA86BoiTF22c2GKKvCtXLmyxtebN29exYR74MCBFinp7OrkihldZmBSh0ni/V0U9pHm4axwxl2t78KoVqOwM2mnEKYoxWtz/GaxkIBxf7v7MTh6MA5mHNRX4zMm2pjSxX5L+K3WiKnCcu25kSJEfN2dQRlxlGqfU1SOYG9XWURMebrWPW5Q1BRFw1B0GomAlvKX6hjYUe+hJpn903dQVwqnvZJSmIIf437EL2d/EZ5chJfSC2PbjsWE2Al6Y3uKINyXtk8IU/e2vbfe73c62/b9peoDRc/269dPTHJUB1VuvXTpkqj6SuusWrUK99xzT5O3k7FOwnVWH7vOXcGmYyni/kM3thDFl6p6UDVCxJRukoUr8jH2DAtT1+AcGYnoFctxedp0IC4O7/7zGS71oTBf283htwccHR1wQ0yAEKZOpuQ3SJjydnWqd2pnnRFTXJFPlnDElP1BEVP2CEVnDIwcKBYSklacXiGM4SmihhaKkqIIEWPS+K6tzHcyUzs7XR1FFdpzo7vSXUwO+Hu4ILOwTFTmk40wZcSEBv3/SJiyRMQUCa2SMCVFAlIKJ6X1JRcmi9f6hvdt8nZZK/T/oiIIdAxsv7xdX7mQ/l8T203E3a3v1kfASUieayRM0fb1/S2hNz73Z2HKkNomNx588EGxMExdqXwUjUuM6xWJl+9opz9OGzNiSjI/54gpxp5hYaoalMHBIq1vy50TEJN2Ae3ffwmFLbzgefPNlm4a0wA6hGsrOZEw1dQV+a6tzFedMEUlxaWomRj2mLI7YUrymGJhipELJCjN7z8fT/V4Cj/F/YRVcauqCCrGClNS1EdtBuhF5UX6iCki0NNZCFNyMEA31mPK0pX56LvLLMmEwkFRRfDoHNRZCFMkPLIwBeH/RVGCJEhRYQCJG8JuEILUgGYDoHCs3ieG/pdODk7if039nUQsUyEBTB8xxcIUw5gNw+JIo7qGY/5dnaqIx1LEVGqjRExpvTE5YoqxZ1iYqgGq1PfyjTPwxK5v0Dv9DC4/NgvhC96Ez8iRlm4a00Bh6lRKXr1mKs0hTEnb5upmYwwh42xKTaFZ9SAv+0gPshUkMYmExcpKjYjQq3cqny4tkGHkAkXVzOw6U3hRUfQUVfIL9QhFK99WRm1PBuhRXlFILEgUUVj9mvWrMWJKikAJFJVyC2RhgG6sx5QUMUWkFaWhqZGipdr4tREpqxKUpilFxdkzcdlxwj9q08VNwmdNipwk/6jxsePR0rdlnfug9dsHtsexK8dE1FR9hKlL+ZeEl5WrwhXNfZrX67MwDHM9Id6umH5TDCrUGjw/Iva6KqpSxFRBWYXwq/Vyrf/1QI3m53ZW/IZhDGFhqgYojDNb7YjX+0zBdvVOFG3ahJRnnoU6Oxv+HAosS2JDvYUvCc2wZxSUiQGoXsKU+9UKMKbi6+ZcY8TURYOKfFwFUn6+BPQDpqyiUqQWmdq3KKIiq0gb+RFpgYgpdUFBk78nY5s+VORBRUt9oq+EMJVdvTAleUxdFaa051KKmrJ2ikzwmJKEKUtETF3rLyUhGaCTmELROvZktl1aUYo/Lv0hIgINhTkSUskjinzXqECAKVA6nyRMkahlKmeytVXC2vi30afNMgxjHl4YUXMUIkW9kp1HfmkF0vJKzSpM0e9HgiOmGHuGR7QauJSlFQmCfD0Q+dw7SA/wR8533yN9wVuoyMxC0JynWDyQGW7OCrQM8sS5jEKcTMkzWTzILS43Q8SU9pDLr06Y4op8skWpcBQh3pezS0RKnql9S4qW8nNXwtuMP3SMQZWRgcTpM5r0PRmmOmFqS8KWGg3Qpap8UipfgIiYArJkkMpHs+vGpvJJJtmW8JiSKvJ1CqxaabKtX1th8k+m3hStYwlT9qbmXM45rDm3BhsubNCbmVMK3i1RtwhBiqrr1Veg6xnSU1s8IP1QvbZnfymGsexEZH5aAVLyStE6xMv8EVMsTDF2DAtTRhgROzg6IuT55+EUEIgrH3yArK++QkV2FsJeew0OTvwvlFs6nxCmkvMxKFZ7AWAskpgkiUv1wce9Zo+peH1FPham5AidK0iYonNH7xb+svCXKr90CYlTHxa3DGNJJAP0uoQpMj+/msoHEaEol1Q+Tyv2mFJXqnEy62S1wpRSoUSHgA6iCiNFDdmqMJVXlifS9NZfWF+lH4Z7hOOeNveI6ChKW20oXYO7wgEOSMhPEJ5epu6TogoNjxmGYZqOMB9XnEkrQGqueQ3QpYgpNj9n7Bnu/XVEMEhpNRQdFThjOkLfeJ1KvCHvlzVImv0EKkvNb4DHNB4dwn3qbYBuTo+pvFojprgct70ZoF/1l2o6UbLkxEkkjJ8AVVISnCIimux9GaY2A3Qy2aaqdHVHTDnLJmJKMj/3MiGVL6skC6rK6qu3NgYX8y4K3yJ3J/dqhScpnc/WfKYqKiuwM2kn5uyYg1t+ugUL9i8QohRFRw2OGozPBn+GzXdvxrTO08wiShGU+kc+XgSl85kC+WNyxBTDWI4wnUE6RUyZk6sRU9UXTmAYe4DDfWpAuriMvsaI2G/sWDj5+SF5ztMo/OsvJD78MCI/+wwKb9M8BhgLV+ZLzbM6YSpe5zHFFfnkSZS/RxWRqX4RmlcrwjQmRbt3I2nW46gsLoZL+3YIWbgQiIlpkvdmmJou1pt7NxdRJHeuuxPdg7vj9pjbMaz5MPi4+OiFKQ9n7XEWpIuYkoPHlCRMGRMx5efqJ3yDSDDJLM5EmGdYE7QQOJF5Qtx2COxQbUU5WxKmSNwh8Ykq65Gp+5WSK/rXYv1jMbrVaNzW4jb4u5oW+Wqqz1RcTpxI56M+bixUyY9SC6mPGFtcgGEY8xGms2owd8RUuZrNzxmGhal6pNZ4DRmCyK+/QtLMx1By4CAuPTAJkV99CWWwNgSfsV7a64QpSrkiccgUkakxham8YpXe/JpT+eSJdK6Q/OlM4ZJB6nBjk//bb0h+di6gUsH9hhsQ8ckiFFVqfxAxjCV5pe8r+Pzo5ziQdkCkjdFCESz9m/XXp7Z5OHnINmLKGI8p8i2iqCmKHCOfqaYSpo5lHqs2jU+ic1BncXs+57wwovd0ll9k78Xci3oxioz2Jfxc/IQISqb9JEw1Bd1DumPlmZUmR0xJ0VKtfVuLFEuGYSwTMZXaaBFTLEwx9gsLU0am8l2LR+/eiF7+PRIfnoayuDhcGj8BkV99BZcY2/ResBV83Z3RzNcNybklOJWSj74tA5pUmPLWbZtfqkJlpQaOulK0F3X+UiHeLkZdvDDWnMpXYvbzjbnIXr4C6fPnU8gAvIYNQ/i778DR2RnINz21lWHMTa/QXmJJK0oT4gH5/VBUyY7LO/TrSIKI5DGVVVQmImCsuRiJ5DHlZeS5nXymJGGqqZAipmoSpoLcg4TXEkXsnMg6gRvCboBcfKN+OfeL6E9SNTvCVeGKgZEDRWTUgGYDmlzkoYgp4mzOWREBZWxlv9PZp6ukvjIM07SE+2gjplLyzO0xpRa37DHF2DPc+2s4OaTml1abymeIa2wsmv+wEsroKKiSk3FpwgSUHJV/mLvdpPOlmJbOJwlTkrhUHyRRS6MBCnQXK1X8pQLlNwvNaInSnSsotai4/Op3WxfqSg2ScqTU4caJlqML94yPPkL6//4nOp/fhPFo9v5CrSjFMFZGqEcopnScgtV3rsaaO9dgasepCPMIg7OjszCONoyYUqk11aZGWxNFUiqfER5Thj5TTWWATt5SVIWO6BjYscb19Ol8GfL4nUPG4pN+m4QPDn4gRCnyjbop4iYsGLAAf9/3N969+V0Mihpkkcgj8qui1FUNNDiSccTo7dhfimGsJGIqt1T8tjJ3xBQLU4w9w72/GpJzSoRw4O6sQIBH7RduzpGRaL5yJVw7doQ6NxeXHpyMgh1XZ3cZ6zVAP5VqWpRIXon24sLXrf4X8y5OCrgptf4dhhdTen+pIE7jkyskOkrCI6WKGktafqm4uFYqHBCq8y4wJxqVCqkvvYSszxeLx4GPz0LIyy/DQcEGm4z109qvNZ7s8SS2jNmC/RP3I8YnRn8ulczEM608na/ABI8pw8p86UVNEzFFYodao0awW7AQBWuiS7B8fKZySnMw7Y9pwtSd/p8v3/Aytt+7HZ8O/hR3xNyhr+5oSSidjziQfsDobThiimEsX5WPKFGpzTopwql8DMPCVJ1+L8akBzgFBCD622XwGDAAmtJSJD02C7m//NIELWUaEjFFqXzGQrMieSXaix8f94bNrlbnMyWl8rG/lP35TEnrRvi5Q6FL7TQXZG5+edYsUUWUqomGvvYagh57zKrTnhimJu+la0255WCATmOHKebnhsJUU0VMHc88Xme0lGHEFPlRmTNSoDHS90iUOp97XohtS4ctxb1t74Wvqy+sCSmdz1ifqSvFV0QUGB0LUlU/hmGaFlelAv66oIWUXPP5TLH5OcOwMGU2vxdHDw9EfvYpfEaNAtRqpL74EjI//9yqf7zZKx2aaYWpcxmFKFVpc7rrgmZGKKqloR5TNQpTulS+lkGcymcbPlPFFveXqsjOFhGcRX/vhIOrqzA597vvXrO+B8NYEjkYoBeXq0UEtkmpfB7aVL6m8pjS+0sFVe8vJdHWry1cFC5C+LmUfwnWCPk1Td86XXiTBbgG4OthXyPKOwrWiCRMnco8JdIpjY2WauHdAm5OTVPBlWGYmqOmUs3oM1XGEVMMw8JUdSTqKvJFm3ih6KBUIuytBQiYPl08vvLRx0h7/XVo1MaJH0zTQOlSfu5K4e1zNr3AqG0kEYkiWjycFWYVpsgEPUEXNcMRU7bhMyWJTcYgiVimnm9qozwxEQnjx6P0+HEofH0RtfQbeA0aZLb9M4w1ECiDiCnJX4qCIaU0bmM9pppKmDI2Yoq8mDoEdGiydL7UwlSsO78OL/zzAob8PAS3/HQL3j/4Pi4XXK52/YLyAjyy9RGcyjoFf1d/LBm2BC18rLcgDZnJ03ddoanAsSvaqohG+UtxGh/DWJQwH60wnGLGynwsTDEMV+Wr9UJRusg0BUqRCZ7zFJyCg0X1q9wffoQ6MxPh774LR1fz+8cwqNd3RD5Tu85n4mRKPjpH+JpUka+haVCSebq0T6rsUaqqFB5DEX48C2pvEVNSFT9p24ZScuIkLs+YAXVWFpTNmnG1UMYOIqbKrN5fiqqtGjt2GJqfN3bFwaySLFEB0AEOetGpNjoHdcahjENCmBrVapRZ20Kf90DaAexP2y+W6gSopSeWYtmJZbix2Y0Y13Yc+jfrL1I8i1RFmPnnTCGy+br44quhX6Glb0tYM/S9UtTU5vjNIp2vT1gf4/yl2PicYSxKuK/2ei7NjBFTV83P2f+TsV9YmKqGRDOk1vjfPxFOgYFIeeYZFGz9E4mTpyDi88/g5OdnxpYyDfGZ0gpTxlXmyyu+Kkw1lGsjpiTjcxImnDi33DY8pkwRpnTRcuZI5Sv8ZxeSnngCmuJiuLRrh8gvFkMZrPWrYRhbjZi6YsWpfIW66qteRvpLEUFuQeJWValCTlmOiP5pLE5mnRS3FFnk5exV5/r6ynwNjJiiz3Y2+yyOXDkiqvzR/lKKUqqso3BQoENgB/QJ7YPeYb1RrCrGT3E/4d+Uf7EreZdYKOpobNux+CfpH7Ev+gxf3vqlbDyYJGHqUPqhOtfliCmGsa6IKarMZy7Y/JxhWJi6Dpqd1EdMNfBC0Xv4MDgF+OPyY7NQcuQILo0bj8ivvoRzlHX6HdgT7XUG6BQxZQySiCRFO5lDmMrVmalL/lIx7C8le6RzRlJ2iUjRdDTCzNxc55vcX9Ygdd48oKICHv36otnHH0PhyX2KsV3klMpnrL+UlDJH/khZpVmiMl9jClNSClldaXzXClNkLE5RSh7KutPP1ZVq4UlFET9nss+I96R0u1J11Ys6MvUmH6veob2FEEWizbX7HxQ1CIn5iUKgWnt+rRCzPjr0kXjNU+mJr279SlbCjeQzRcKcSq0S33115Jbm6oW7WP/YJm0jwzDVR0xRxoO5YGGKYViYuo6sonJhVkqR8+ZIq3Lv1QvNf1iJy9Omo/zSJSSQOLX4c7h17myW9jL1g1L5iDOpBcJrqq5qaIapfA1F2kf+NRFTMewvZROGmE6ODqK6SnpBqX5WrSbyS1XI0UXj1Sd1WBLTMxd9gszPPhOPvUeORPj8/8HBWZvmxDC2SqCMUvmMrchnWJmPhClKb2tMoUUyPu8caNxvkiD3IBGlRCIJbXtt+hn5PMXnxQvz8TNZZ4QQdTbn7HUiFOHt7C2ELlq6BncV4pgxQheZmf9fr//DrG6zsCVhixCp6P+0cOBCEWElJ2J8YuDn4ici4yh6jf4PtaXxRXlFGRXZxjBME0RMmdFjiqvyMQwLU9dxSWd8HubtarY8X5eWLRH94w9IeuRRlJ46hUuTHkSz9xeyGbEFIZNxMqKlanvxmYVoFexllDDlawZhyte9airfhSuF4jYmiIUpuUOpmM383MR5hJa6hCnJJD3Aw9nkC1dCU16O1JdfQd769dr9PDIDQU880aieNAxjfRFT1p/KRx5TpkCV+UiMaEwDdBK19cbnQcZFTBEkJJEw9euFX0XkFAlR0nKl5Eq121AVOUqvo2gf8rLqEtwFzb2biyip+uLq5IrRrUaLRa7Qubp7SHdsS9wmvLvqEqY4WophrKkqX6nZfADLKrSFslw4YoqxY1iYaqLS7eTzEv39d0h68ikU/fMPkmY9jpCXXoT/hAlmfR/GOChCql2YFw4l5op0PmOFqcb0mGoRyGlXtgCl5JEoRSl6N8QEGFUBtD7nG3VBAZJmz0bxnr2AQoHQV+fBb+zYerebYeRGgE6YsuaIqUJdxJSXCal8TVWZL7EgEfnl+XB2dEYbX+M9mUhU+i3hN6y/sF4s1XlktfJthdiAWGHUTWIKRfqQSTlzPd2DtcIUGaA/1PGhateh6DNCTmmKDGOrhHi7iswaSr+jTBtpksQ85ucsTDH2CwtTjeT3Uh2OHh6I/OxTpL72GvJW/4L0199ARUoKgubMgYMjn4gskc4nCVOjujaziDBVqlIjOVebo84RU7aBJDJJIndjnG9Uqam4PH0Gys6dg6O7O5p99CE8BwyoZ4sZRt6pfEXlapSUq+HmrLBaYcrUiEi9MFXUMGGqsLwQ+1L3CQGKPKFoKa4oFrfk+ySJHTV5G1XHrdG3YvXZ1SJSgEzTDZdo72hONTORHqFan6nD6YeFH9e1Ah6lRx7L1HqBtfdvb5E2MgxzFfKBIjHqSkGZMEA3pzDFHlOMPcPCVA0XitH19HupCwelEmFvvAFleDgyP16ErK+XoDwpGeFvLYCjqzY0lGm6ynyEMZX5zClMSQbqtE+KrNFotLPplM7FyJ9oncgknUvMfb4pPX0al2c8goqMDDgFBYnKe67t+WKFsT9I7KEf8fSDngzQzR3pbE5hyqMeHlMEeSfVh9KKUqyKW4Wvjn+FvLI8owy4TWnb2lFr69Uu5nrI8J28tQpUBSI1sq1/W/E8fW8rTq/A8lPLxWsuChe0D+BzPcNYA+E+rkKYIgP0ThFa39qGwMIUw7AwZdbUGmOhXOSgmTOFOEX+MAVbtiAxNRURn30Kp4DaU38Y8xugU8RUXTnijRIxVazCRb2/lCf7AtkIUvST5FdnjDBl7PmmcOdOJD/5FCqLi+HSuhUiv/hCnEcYxh4RY6mni4g6tVphSucx5VUPj6n6pPKpKlVYd34dFh9drBe1Ir0iRTSTh5MH3JXu2sXJXYghvi6+GNZ8mEnvwZgXJ0cndA3qin9T/sWB9AMiWu77099j5emVKFRpfyO09GkpDN99XX0t3VyGYXQG6EeT8pCqy3owm/k5C1OMHcPCVBOm8l2L7+jR4qIy6fHZKDl6FAn33ieiH1xatWr092aANqGeooJabrFKGBiG+7rVKUxJ0U7mEKaoWtP5DJ0wxRX5Vc6SOwAASopJREFUbIbGSuXLXr4C6W++CVRWwr1PH0Qs+hgKb23UH8PYKwGezjphyjoN0IukVD7Xxo2YqtRU4veE3/HpkU/1KXphHmF4tMujGNlypBA/GOuFotZImPr+1Pf4+NDHIt2SaO3XGo90fgRDooc0yCieYRjzEuZ71QDdHJSpuCofw3DvN4D8ftLyS5tMmCI8evdG8x9+gDIqCqrkZCSMn4CiPXua5L3tHaq62CrYUx81VRuNETFFKXw020KwMGU7ROnS8sgQU0rjqY4KdSWSc0rqPN9o1Gqk/W8+0v/3PyFK+Yy5G1FffWlzolR2djYmTpwIb29v+Pr6YurUqSgs1Aq3dUERj7fddpuIoFm3bl2jt5WxHgKt3ACdJiAITxdlvTymKGKG/KBq43zOedy38T48u/NZIUr5u/pjbq+52HjXRtzV+i4WpWSAlE6ZXJgsRCkyjP9w4IdYPXI1hjYfavei1Pz589GvXz+4u7uL8aE6EhMTcfvtt4t1goOD8cwzz6CiouoYvGPHDnTv3h0uLi5o1aoVli1b1kSfgLE1wnVVl1PMJUzpIqZclNbnlcgwTYV9j3TXkKS7SCTfCv8m9PtxiWmB5qt+hFv37qgsKEDitOnI/eWXJnt/e+ZqOl/tHhz5ZhSmKEzXTTfwHLmcI25bsPG5zeDtqoSfu7LOqCmaZauo1IjZsVDv6v3l1IVFSJr5GHKWLxePg56eg7D//Q8OzrbnR0ai1MmTJ7F161Zs3LgRO3fuxPTp043a9sMPP+RUWDs3QKdUPmtESuXzcDHtYoPS7DyVnkal883fNx9nss+I9R/r+hg2370Z97e/H84K2ztP2CqdgjphQLMBokLfx7d8jJ/u+AmDowfbvSAlUV5ejrFjx+LRRx+t9nW1Wi1EKVpv9+7d+Pbbb4Xo9Morr+jXiY+PF+vccsstOHLkCJ588kk8/PDD+P3335vwkzA2FzFlhlQ+mlzTe0xxxBRjx/A0mgGJ2UX6VJymvshx8vND1NJvkPrCi8jftAmpL76E8oRLCHrqSa7Y18gG6L8cqj1iigYMKWLKVyc4NBTaT0meWp9+EhOovQBhbAOKgMopzhM+U+3CvGtN44vwd4Ojo0P1lfceeRRlcXFwcHFB+Ntvw3u4bXrBnD59Glu2bMF///2Hnj17iucWLVqEESNG4L333kN4LT5adIGxcOFCHDhwAGFhYU3YasYaCNBFTFlrKp8UNUkFLkyFoqYK8wpFZb4Yn5gaTc6PXjkq7i8fsRwtfVs2sMWMJVA6KvHZkM8s3Qyr5bXXXhO3NUU4/fHHHzh16hT+/PNPhISEoGvXrnjjjTcwd+5cvPrqq3B2dsbixYvRokULMV4Q7dq1w65du/DBBx9g2DDbHFuZxvWYMlcqn0qt0d9njynGnuHeX43xeZR/zV5DjYkjXXy+9y4CZ2pnhLK++grJTzwhjI6Zxq3Md6oWYaq4XK0fNMwRMVXdfpoHWp9pL9O4PlO1+UuVHD+B+HvvFaKUIjAQ0d9/Z7OiFLFnzx6RniGJUsSQIUPg6OiIffv21bhdcXExJkyYgE8//RShoaFGvVdZWRny8/OrLIz8U/msNWKqqJ6pfMb6TB3PPC4Mz4PcgmoUrxjG1qExpFOnTkKUkiCxic7vFIkrrUPjiiG0Dj1fEzxeMDURrouYSs8vhbryqrBUH8oq1Pr7LixMMXYM934DErPr9ntpkipDs2cj/O234KBUomDrn0iYeL+InmDMT3udMEXmuTlF1c+4S9FSZJTu7mye3G9DE3UqOevuzMGLtoR0DpHEJ1OEqfwtv+PSAw9AfSUTLm3aoAWl+XbuDFsmLS1NeIIY4uTkBH9/f/FaTTz11FPCd2TUqFFGv9eCBQvg4+OjXyIjIxvUdsY6UvmyrDRi6qrHVD0ipoyozHcg7YC47RnSk9NZGbuFxglDUYqQHktjSE3rkNhUUlJ9OhaPF0xNBHu5QuHoICwZGjoxIqXxEZzKx9gz3Puru1AMsLzfj8+oUYj69lso/P1Rdvo04sfei5IjRyzdLJvDy1WJaJ1Z9anU/DqNz831w98wYiomiNP4bA2pT5kiTGkqK3Fl0SdIfvJJaEpL4TFgAKJXroCyWTPIleeee04cM7UtZ86cqde+N2zYgL/++kv4S5nC888/j7y8PP1y+fLler0/Yx1Ye8SU5DFVH2HKmIipg+kHq5hnM4xcaMzxwVzweMHUBIlSIV7a8SelgT5T5Trjc6XCoVprB4axFzhMoxqPKUtGTBni3r0bWvz8Ey4/OhNlZ8/i0qQHETZ/PnxG3mHpptlcOh95AZEB+o2tAhu1Ip+E4b5acEU+m03lq1WY0qcOu4t03ZTnX0CBzoTV/8FJCH7mGTg4yfsU/fTTT2Py5Mm1rhMTEyPS8DIyql58UzUlqtRXU4oeiVIXLly4rkLTmDFjMGDAAFF9qTqoGhMtjG0QIEVM1RDxakkovaNEpU3R8KynxxRBHlPVoVKr9P5SPUOvpsEyjC2ND8ZA48T+/furPJeerj1upDGEbqXnDNehSrBubtVbePB4wdRGmK+bqMpHPlPdGrAfNj5nGC2NetVDFxWPP/44fv31V+EVQhcMH330ETw9a44QGThwIP7+++8qz82YMUOYFjYmZHBdm+eLpaBoieiVK5Hy7LMo/OsvpDzzDMrOn0fQE7PZFN1MtA/zxubjaTUaoEvClGH6nXkjpliYsjWkc0hSTrG4OKWZtWuRzjeR6gIk3D8TZadOA0olwl6dB98xY2ALBAUFiaUu+vbti9zcXBw8eBA9evTQC0+VlZXo06dPjbPtVFHJEPIYISPbkSNHmukTMHKJmMopLkeFuhJOVvTDXjI+r09VvirCVA2pfCezTqJUXQo/Fz/2l2JsdnwwBhpD5s+fLyY4pLRwqvBKolP79u3162zevLnKdrQOPc8w9SHMx9U8EVOSMMX+Uoyd42iN5b+nTZuG1NRU/fLOO++gsblSWIZSVSXo+rGZr2XMz2tC4emBiE8WIWCa9iIs64svtKboRdoIL6ZhdAj3Ebd1CVMcMcWYUq2FQrLJND8t//qKLXnFKtGvYrMT4PjoFCFKUdpu9LKlNiNKmQJVRxo+fLg499Os97///otZs2Zh3Lhx+op8ycnJiI2N1c+K0+x3x44dqyxEVFSUqLzE2Ad+7s5i3NZogGwri5qShCmaBXdxUpjdY+pA+gF9Gh/7SzG2TGJioqjASrdqtVrcp6WwsFC8PnToUCFAPfDAAzh69Ch+//13vPTSS3jsscf0EU+PPPIILl68iGeffVakCH722Wf46aefhFchw9SHcF/zVOYrY2GKYQSOjV3+++uvvxYz3v379xflv3/88UekpKTUuq27u7u46JAWmvFobKTqWXRBaY0nBoqOCn76aYS9teCqKfq48ShPTLR002ymMt/FK4UoKb9aGUMiv5GFqZbsMWVzUIRUhJ97lZQ9Qy7nFGNI4n94Z9diVGZlwSU2VqTtuuuiheyRFStWCOFp8ODBGDFihBgzvvzyS/3rKpUKcXFxohIfwxgea/4e2nS+TCszQNf7S9Ujjc/QYyq7NFuk7dVofM5pfIyN88orr6Bbt26YN2+eEKPoPi0HDmiPAYVCISbA6ZYioO6//35MmjQJr7/+un4fNGGxadMmMVnepUsXLFy4UFyjUGU+hqkPod7aiKnUvBKzCFP1mcBgGFvCyVLlv++6665aL1CWL18uRClKyXj55ZeFWGUKX+68ADcPL6PXj0srsLo0vurwHT0aztHRSJo9G2XnzglT9GbvL4TnjTdaummyJdjbVaSDkHnu21vOIEhnZiix+0KmuPV1N58wJe2LRFBpxoWxPZ+p+MwiLN93CYcSc/TPO6jVCFzxJZ4+pE0p8Lp1CMLfeguOHvYdOUcV+FauXFnj682bNxcp17VR1+uMbaI9f5dbnQG6FDFVH+NzglL0lI5KqCpVyCjJQDPPq4UQKiorcDjjsLjPxueMrbNs2TKx1EZ0dPR1qXrV2YUcPqw9bhimoYT7Sql8DYuY4lQ+hmlkYaq+5b8nTJggBhdK3zh27Bjmzp0rZsnXrFlT7fplZWVikaCyr8TH287D0cV0kamFDPx+3Lt1Q4vVvyBp9uMoPXoMl6dNF9FU/g9N4XD+etI5wgd/ncnAst0JdXqZmIMg3b5iAj2q9R9i5A99tzvPXsGmY6liIXzKCvHcf9+jU+YF8fjwzXdh/Ef/Y784hjGLAbptCVM0nlPUVHJhsqjMZyhMnck+g+KKYng5e6G1b2uztZlhGIYxDsqyMUfElFSVj83PGXvH5F9LZDj79ttv15nGV18MPajIyDYsLEykdlD1pZYtW163/oIFC/Daa69d9/zd3ZrBxd20FClXpSMeHiAPA1FlSDCiv/8eaa+9hrxf1iDj3XdRevo0wt54HY41VBdhambu8Fgx86GqqD7iglIxxveOMtv79W7hj6dvbYO+LQPMtk/Guph2k/ZcIqWHBiRfxC0rP4FnXiZUzq7Ye98sDJ0xjkUphmkgIV7aWeu1h1Nwe6dwo2edyyrU2HoqHf1aBurTARslla+ewpRkgE7C1LWV+Q6mHxS3PYJ7QOHI6R8MwzBNTZguYiqjoAwqdSWU9RSWOGKKYbQ4WVP57+qQKjKdP3++WmHq+eefx5w5c6pETEVGRuL10R2bxJvKkjg6OyPsf/+Da/v2SF/wFvI3bkTZxQuIXLRIVPNjjKdtqBf+N7pTk70fVY56fDDPctsyVETh1Ts7iPu569Yhbck8aMrLRSpuzKefoHOrVpZuIsPYBA/0jcam46kiQvHJVYfx8bhudVbnyy9VYfp3B7D3YjYGxwZjyeReZm9XUVnDPKZqq8wn+UtxGh/DMIxlCPRw0Re6Sc8v1XuLmgpNkhAsTDH2jpM1lf+uDqq6QVDkVHVQtQ2p4oY9QqH+/hMnwqV1ayQ/+ZSo7hV/z1jhO+XBJXAZxqJoVCqkv/0OcpYvF489Bw5E+DtvQ2HjojnDNCXdovzwxQM9MO27A9h8PA2uTsfw3tgucKwhTTojvxQPLv0Pp1O1qf/bzmTgfEYBWgUb70tpDAUNTOWrqTKfulKNgxnaiCk2PmcYhrEMNMaE+rjicnYJ0vLqL0xJEVMuLEwxdo6jNZX/pnS9N954Q4hZCQkJ2LBhg6iqcdNNN6Fz586N1VSbwKN3b7RY/TNcO3SAOicHiVMfRubiL6Cp1J7sGIZpWioyM5E45SG9KBU4cyYiPvuURSmGaQQGtg3GJxO6C8++NYeT8fL6E9Wa4VNBgjGLdwtRinwDu0f5iue//ie+0VL5PBogTEmV+chjSuJ87nkUlBfA3ckdsf6xZmgpwzAM0xCfqZS8+hugszDFMFocran8t7OzM/78808MHTpUbEdpg2PGjMGvv/7amM20GZTh4YheuQI+94wBKitx5cMPkfTYLKjz8izdNIaxK4oPHED8XXeLW6q2F/HpJwia/Tj7STFMIzKsQyjev7cLqAbIin2JmL/pdBVx6nhSHu75fLeY3aYKvL882hcvjGgnXiMx60qBec3Ti8q1wpSXa8OFKUOPqQPp2jS+bsHd4OTYaDVsGIZhmDoI99H6TKXmljTc/JyFKcbOcbKm8t/kDfX33383ZpNsHkcXF4T/739w79oVaa+/gcLt20VqX8THH8G1nfYHOMMwjQOdz7K/WYqM998H1Go4t2yJiEUfwyVGHkUVGEbujOraDKUqNeb+chxf74qHu7MCc4a2xa5zmZjx/QEUlavRIdwby6b0RpCXixCoukT64ujlXCzfewlP3drGbG0pMJP5+bURU5LxOafxMQzDWJYwX6kyX8MjprgqH2Pv8BFgo/jecw+a//gDlBERUF2+jIRx45H7yxpLN4thbBZ1fj6SHn9cVMgkUcp75Ei0+GkVi1IM08Tc1ysKr45sL+5//Nd5zP7hMKYs2y9EqX4tA/Dj9BuEKCX5NE4b0ELc/37vJSFqmYvCMvMKU5WaSiF+6yvysfE5wzCMVURMpTQgYqqMq/IxjICPABuGqvW1+GU1PG++GZqyMqS++CJSX34ZlaX1V/UZhrme0lOnED/mHhT+uQ0OSiVCX50nTM4pjY9hmKZn8o0t8OzwtuL+hqMpomrS7Z3CsHRKL3i5KqusO7xDqKiimV1UjjWHks3WhsJSVYOFqUD3QDjAARWaCmSXZuNi3kVx66pwRceAjmZrK8MwDFN/j6mGRExJwpSLk8Js7WIYOcLClI2j8PFBxOefIejJJ2hqGLk/r0bCfeNQdvGipZvGMLKHohdyfv5ZRCRSZKKyWTNE//AD/MaNE5EYDMNYjpkDW+HJIa3h5OiAyf2a4+Px3ar94e+kcMRD/bVRU1/vuojKyutN0+tDUZk2+sqzAR5TSkclAtwC9JX5pGipLkFdoFRUFdgYhmGYpiXMV+cxldcAjymOmGIYAR8BdgAZLgc+8giilnwNRUAAyuLiRHRH7tp1lm4aw8gWdWERUubORdrLr0BTXg7PgQPRYs0vcOvYwdJNYxhGx5ND2uDEa8Pw6p0dRMW+mrivVyS8XJxw8UoRtsdd9XNqCAVmSOWrks5XlIEDaVrjc07jYxiGsTzhuoipzMJylFXULxWchSmG0cJHgB3h0a8fYtathXvfG6ApKUHq88+LC+vKoiJLN41hZEXJiZOIH3M38jf8Cjg6ImjOHER89qmIUGQYxrpwVdadHkHi0fg+UeL+V/+YJ6K4sEzV4IipKpX5DCKm2PicYRjG8vi6K+GiE5TS6pnOJwlabH7O2Dt8BNgZTkFBiPr6a21qn6Mj8tZvENFTpadPW7ppDGP1aCorkbV0GRLGj4fqUiKcwsMQvfx7BE6fJiITGYaRL5TuR2l/ey9m40RynvlS+cwUMXUg/QAySjJEel+nwE4Nbh/DMAzTMMi2IVxXmS8lt37CFEdMMYwWPgLsEAeFQqT2RX/3LZxCQlCekCB8p7JXrhSeOQzDXE9FVhYuP/IIMt5+G1Cp4HXrrYhZuxbu3btbumkMw5gBuri4vXOY2aKmCkvNlMrnoRWmdlzeIW5JlHJ10vqaMAzDMJYlzKdhPlPlasn8nC/LGfuGjwA7xr1nT7RYt1Z445BHTvrrbyBp1uOoyM62dNMYxqoo2rMHF0ePRtHOf+Dg7Cyq7jX7+CNO3WMYG2PagBhxu/FYagPLf6v1FxsNTeWTIqbK1GXilv2lGIZhbKcynxQxxcIUY+/wEWDnOPn5iap9wc/NBZRKFG7bhot3jkLhzp2WbhrDWJzK8nJkLFyIxIemQn0lE84tW6L5zz9z1T2GsVE6NvPBDTH+UFdq8O3uhAZHSxEezubxmJLoGcL+UgzDMNZCeAMr83EqH8No4SOAERfYAZMno8VPq+DcqiXUmZm4PH0G0l5/A5Ul9Z8xZhg5U3r2LBLuvQ9ZX30NaDTwHTsWLVb/DNe2bSzdNIZhmiBqauX+RBTqKuvV11/K3VlRazVAUyKmCIWDAl2DuzZofwzDMEwjREzV02OqjIUphhHwEcDocW3XDi1Wr4bfpAfE45yVK4UxesnJk5ZuGsM0GRq1GllLvkHCmHtQduYMFL6+Im0v7I3X4eim/fHBMIztckvbYMQEeaCgtAKr/rtcr30USBX5GugvdW3EVIeADnBXujd4nwzDMIx5CNNFTKU0MJXPWVF3BVmGsWVYmGKq4OjqitAXXkDk11+LCn7lFy8KY/TML78SF+wMY8uUJyUj8cHJyHj3XWhUKnjefDNift0A76FDLd00hmGaCEdHBzx0Ywtxf/2R5IYZnzfQX4ogIcrL2UvcZ38phmEY6yJc7zFVvyyTMjY/ZxgBHwFMtXj2vxEtNqwXlcdQUYEr77+PSxPvR9nFeEs3jWHMDlWjzF2zFvGjRqH4wAE4uLsj9PXXELH4cyHQMgxjX9zcRnvcn07NR6nK9EmZonLzVOSTaO7dXNz2Cetjlv0xDMMw5o2Yyi1WoaTc9PGCPaYYRgsfAUytxugihenNN+Ho4YGSI0cQP3o0spYs4egpxmZQpWeIapSpL7yAyqIiuHXrhph1a+F3771scM4wdkqEnxsCPJyhUmtwKjXf5O0pDdCcwtSr/V7Fm/3fRL/wfmbZH8MwDGMevF2V+nN9Sj2ipsortNdULEwx9g4fAUyt0IW57913iXQmj/79oaEqZe++h4QJE1B24YKlm8cwDYuS+uUXXLzjDlGNEk5OCHrqKUQv/x7OUVGWbh7DMBYe+7pE+or7Ry/nmry9ZJpuLmGqjV8bjGw5ksVyhmEYKyTKX+v9dy69wORt2fycYbTwEcAYhTI8HJFffYmw+f+Do6cnSo8eQ/xddyPzq6+gqahf1SKGsaSX1OWpDyP1xZdQWVAA1w4d0OKX1QicMR0ObD7JMAyALhENEKbMHDHFMAzDWC/SRMbhxNwGmJ/zZTlj3/ARwJgWPTVmDGI2/gqPm28S0VNXFr6PhPETUHr2rKWbxzB1oqmsRPb3y3HxzjtRtHs3HFxcEPzM/6H5qh/h2ratpZvHMIwV0TVKJ0wl5Zm8bVGZ+czPGcbemT9/Pvr16wd3d3f4+mqPS0OOHj2K8ePHIzIyEm5ubmjXrh0++uijKuvs2LFD/I69dklLS2vCT8LYKt2iGiBM6czPXZV8Wc7YN/yLiTEZZWgoIhcvRt669Uh/802UHj+O+LvHIGDKZATOnAlHN211CoaxJsi4P/Wll1By6JB47NazB8LeeAMuLbTVtxiGYQzpEuEjbuMzi5BbXA5fd2ejty0wcyofw9gz5eXlGDt2LPr27YslS5Zc9/rBgwcRHByM5cuXC3Fq9+7dmD59OhQKBWbNmlVl3bi4OHh7e+sf03YM01C664SpY8m5UKkroTQh+ulqxBRH7DP2DUuzTP2jp+4aLaKnPIcMFpX7sr76GhfvGInCv/+2dPMYRk9laSkyPvpIVNwjUcrR3R0hr7yM6O++Y1HKisjOzsbEiRPFBQPNiE+dOhWFhYV1brdnzx4MGjQIHh4eYtubbroJJSX1K9nMMIaQENU8QOsbcszEqCl9Kh9HTDFMg3nttdfw1FNPoVOnTtW+/tBDD4kIqZtvvhkxMTG4//77MWXKFKxZs+a6dUmICg0N1S+OjnwpxDScmEBPeLk6oVRVibg003ymuCofw2jhI4BpEMqQEER+8gkiPvsUTmFhUCUn4/KMR5D0xJNQpadbunmMnVOwY4cQS7M+XwyNSgWPmwYII3//CRPgwD9GrQoSpU6ePImtW7di48aN2Llzp5jxrkuUGj58OIYOHYr9+/fjv//+E7PjfKHBmNs35IiJPlNF5RwxxTCWJC8vD/7+/tc937VrV4SFheHWW2/Fv//+a5G2MbaHo6MDuko+UyaMF+pKDSoqNeI+C1OMvcO/mBiz4EURC3364MonnyL7u+9Q8PvvKNq1C0FPPAG/iRPYUJppUlQpKUh7800U/rlNPHYKDUXIC8/D69ZbuaqVFXL69Gls2bJFCEs9e/YUzy1atAgjRozAe++9h/Dw8Gq3oxn02bNn47nnntM/15a9whgzG6CvP5JisgF6AZufM4zFoFS+VatWYdOmTfrnSIxavHixGGPKysrw9ddfY+DAgdi3bx+6d+9e7X5oPVok8vPzm6T9jDzpFuWHf85l4nBiDh64IdqkaCmChSnG3uEjgDEbjh4eCJn7rKhu5tqlMyqLioQHVfw9Y1H833+Wbh5jB5AhP1WKvHD7HVpRyskJ/lMfQstNG+E9dCiLUlYKRT5R+p4kShFDhgwRkU900VAdGRkZ4jVKyyBT3JCQEJHGsWvXriZsOWMvEVNHk3Kh0WhntY2hkD2mGKZWaEKhOjNyw+XMmTMm7/fEiRMYNWoU5s2bJ6JpDSctZsyYgR49eogx45tvvhG3H3zwQY37WrBgAXx8fPQL+VcxTF0G6EdMMEA3FKZcWJhi7Bz+xcSYHdfYWDT/4Qfk/vQTMha+j7LTp3HpgUnwGj4cwf/3f3COaGbpJjI2Bl0wFu3cifS330H5xYviOfeePRE67xW4tG5t6eYxdUBVka41oHUiUdHfv8aKSRd13/Orr74qoqooPeO7777D4MGDxYVJ6xq+d54BZ0yhQ7g3nBwdkFlYjuTcEkT4aT2n6oI9phimdp5++mlMnjy51nXIL8oUTp06JcYASgN/6aWX6ly/d+/etU5mPP/885gzZ06V8YLFKaYmukZohamLmUXIKSqHn0fdBTPK1GpxS/OmNNYwjD3Dv5iYRoH8e/zGjYPX0KG48vHHyP3pZxRs2YLCv/4SESyBDz8sIqwYpqGUxp1Fxttvo2j3bvFY4e8vIve877yTI6SsYEb87bffrjONrz5UVmpnGWkGnExuiW7dumHbtm1iJpxmuquDnicjXYYxBlelAu3CvHE8OQ9HL+cZLUwVccQUw9RKUFCQWMwFeRRSIYwHH3wQ8+fPN2qbI0eOiBS/mnBxcRELwxgDCVExgR5CmDqSlItb2tZd8bFMJVXkc+TfrIzdw7+YmEbFyd8fYa++Cr/x45H+5gIU79snjKjzflmD4KfnwHvkSDahZupFRWYmrny8CLmrV5NKAQelEn6THkDgI49A4eVl6eYxJsyIU2UkSs0zpKKiQlTqo9eqQ7qYaN++fZXn27Vrh8TExBrfj2fAGVPpEumjFaaScnF755ovYg0pYGGKYcwGndNpPKBbtVotBCWiVatW8PT0FFGyJEoNGzZMnN+lSFuFQqEXvz788EO0aNECHTp0QGlpqfCY+uuvv/DHH39Y9LMxtkXXKF8hTB1ONE6YKldzRT6GkeBfTEyT4Nq2LaKWLUXB1q3IeOddqJKSkDL3OWR/v1wIVB59+1q6iYxMqCwrQ/ayb5H1xReoLC4Wz4k00afnwJkFBlnOiPft2xe5ubk4ePCg8P8g6IKBoqL69OlT7TbNmzcXpuhxcXFVnj979ixuu+22Gt+LZ8CZ+higL0ei0b4hIrVYEqY4lY9hGswrr7yCb7/9Vv+YomOJ7du3CwPz1atX48qVK1i+fLlYJKKjo5GQkCDul5eXi8mS5ORkuLu7o3Pnzvjzzz9xyy23WOATMbZsgL7mULIwQDfFY4r9pRiGzc+ZJoRCVMmAOmbTRgTNmQNHd3eUnjiBxCkP4dKUKSg5ftzSTWSsGE1FBXJ/+QUXbrsNVz74QIhSrp06IXrlCkR8+AGLUjKGopyGDx+OadOmYf/+/aKE96xZszBu3Dh9RT66mIiNjRWvS+eTZ555Bh9//LG4KDl//jxefvllYZY7depUC38ixpaQSoBT1FSFbna7NkpUauiqf3PEFMOYgWXLlgnB99qFRCnJa7C61yVRinj22WfFOFFSUoKsrCwharEoxZibbrrx4sjlXFRKA4FRwhRXL2cY/sXENDmOLi4InD4NvnffhcwvvkTujz+ieM9eJIy9F1633oqgJ5+AS8uWlm4mYyVo1Grkb96MK598AtUlbYqWU2ioNhX09ts5FdRGWLFihRCjyLiWqvGNGTNGiE4SKpVKREcV66LkiCeffFKkZDz11FMizaNLly7YunUrWvL5gzEjMUGeQmCiSnvnMgqF55QxxufkY+um5IsNhmEYeyE21AuuSkcUlFbgYmYhWgXXbi3BqXwMcxUWphiL4RQYiNAXX4D/gw8i85NPkLdhg0j1K9i2DT6jRiFo1mNQNuMKfvYKzXYW/LEVVxZ9jPLzF/TG5gHTpwljfUdXV0s3kTEjVIFv5cqVNb5OqXvUJ6ozWKeFYRoLhaMDOjXzwZ6LWTh6ObdOYcrQX4rNbBmGYewHJ4UjOkf4Yn98Ng4l5tYpTBmanzOMvcNHAWNxnCOaIfytBYjZsB5etw4RRtZ5a9fi/LDhSHnxRZQbhGIzdiJI7diB+DFjkPzEE0KUcvT2RtBTT6HV1j8QMHkyi1IMwzS5oS1BBuh1IUVMebkqG71dDMMwjHXRTTdekAF6XZSr1eKWI6YYhiOmGCvCpVUrRCxahJKjR5Hx4YcivY+q9+WtXQfv4cMRMGMGXNu2sXQzmUb0kMrf8juyvv4aZWfOiOfIh8x/8oPwnzwZCu/aoxQYhmEa0wCdOHI5r851JeNzDxdO42MYhrE3ukX6iVtjDNDZ/JxhrsLCFGN1uHXpguilS1Fy5AgyF3+Bwh07hMcQLZ633ILAR2aIdRjboLKkBLlr1iB76TJRrZFwcHcX6XoB0x6Gk592gGcYhrG0AXpcWj6Kyyvg7uxkVCofwzAMY58RU2fTC4Q3YW1jQZlOmOKIKYZhYYqxYty6dkXk4s9ReuYMMr/4AgVbfkfh9u1ice/TB/4PToLnzTfDQcGz0nJEnZeHnJUrkf39cqizs8VzCj8/+D1wP/wnTIDCVzuwMwzDWJpQH1eEeLsgPb8MJ5Lz0buFf52pfJ6cyscwDGN3hHi7opmvG5JzS3AsKRf9WgbWGTHFwhTDsDDFyADX2FhEfPAByh6PF2leZJJevG+fWJQREfCbMAG+Y+6GwsfH0k1ljKA07ixyfliJvA2/QqOrsKYMD4f/Qw+J79HRzc3STWQYhqk2ne+PU+nCAL02YaqoXIqY4kkThmEYe/UlJGGKfKZqE6b0EVNsfs4wbH7OyAeXmBYIf3M+Wv3xu0jxIiGKUr8y3nkH5wbegtRXX0XZ+fOWbiZTDZrycuRt2oSE++9H/KhRyP1xlRClXNq0Qfi776Dl71vgf/9EFqUYhrFauujS+Y7UYYBOZcIJTuVjGIaxT7pFGmeAzhFTDHMV/tXEyA6Krgl++mkEzpyJvI0bkfP9cpSdPSvEDloozc/3njHwGjKEhQ4Lo0pNRc5PPyH359VQZ2Zqn1Qo4DV4MPwmjBffFZdTZxhGTj5TFDFVG+QpQni6cCofwzCMPdItSuuPeuRyjqg2XdNv3XK1ZH7OEbYMw8IUI1tIdPIbOxa+99yD4v/+EwJVwbZt+jQ/R09PeN92G3zuugtu3bqyANJEVBYXo+DPP0WqXtHu3UCldtB1CgqC7733wvfesVCGhFi6mQzDMCbRKcIHNIwk5ZQgs7AMgZ4utVbl83Tln1gMwzD2SIdwbygVDsgsLBdjRqS/e7XrccQUw1yFfzUxsocEJ4/evcWiSk5G7tp1yFu7Vnv/55/F4ty8uRCofEbdCWVoqKWbbHNo1GoU7dmL/F83IH/rn3rvKMK9d28RHUVRUg5KjiBgGEaeeLsq0TLIE+czCkXU1OB2IbWbn7PHFMMwjF3iqlSgfbiPGCsOJebUKUy5sDDFMCxMMbaFslkzBM16DIEzH0XxfweEQJX/++8oT0jAlQ8+wJUPPxTV/ryGDoXXrUPgHBFh6SbLFk1lJUqPHUP+738gf+NGVFy5on9NGRUFn5Ej4XPnSDhHR1u0nQzDMOY0QK9LmCrgVD6GYRi7h3ymaKwgn6lRXZtVu05ZhVrccsQUw7AwxdgoDo6O8OjTWywhL72Egt9/R+7aNSg5cBAlhw+LJePtt+HSvh28hUh1K1xatrR0s62eytJSFO3Zg8K//kLB9h1XfaPIOsrHB14jboPPnXcK8Y9TJxmGsTW6Rvrgl0NJOJKUV+M6+ogpTuVjGIaxW7pF+WLZbuBwLb6E+lQ+rsrHMCxMMbaPwtMDvmPuFosqLQ0Ff25Dwdatwpeq7NRpXKHlw4/g3KIFPAb0h0ffvnDv1VtsxwCq9AwU/fsvCv7ahqJ/d0NTUqJ/jXy8PG+6Cd63j4DngAFwcHa2aFsZhmGaojIfzYLXZGhbVK4Vpry4Kh/DMIzd0l1ngH4qJQ+lKrVI76vZ/JyFKYbhX02MXUH+Uv73TxRLRXa2iPzJ37oVRbv3oDw+Xiw5330PODnBrUsXIVJ59OsHt04d7cYfSZWRgeL9/6F4/36xUBqkIU5hYfC65RZ4Dh4Ej169WIxiGMZuiA31FikXeSUqXMoqRvNAjxojpjxYmGIYhrFbIvzcEOjpLAzQT6bko0e0VqgypIzNzxlGT6P9apo/fz42bdqEI0eOwNnZGbm5tZdXJmj2cd68efjqq6/E+jfeeCM+//xztG7durGaydgxTv7+oqIfLeqCAhEVRAbelKqmSkxEycGDYsn85BM4urvDtVMnuHXupLvtDKeQENmnq2kqKlB24SJKT59CyZEjKN63X4hzVXBwgGv79vAcOBBegwfBpV072X9uhmGY+kAXD1RtiTxDjiblVitMXfWYYmGKYRjGXqHfyl0j/fDn6XQcTsypIkxVqCux6sBl7IjT+rNyxBTDNKIwVV5ejrFjx6Jv375YsmSJUdu88847+Pjjj/Htt9+iRYsWePnllzFs2DCcOnUKrq6ujdVUhoHCywvew4eLhShPSkLR7t1CpCresxfq3FwU79snFgmnoCC4du4soqlcWrUSqYDOkZFWG0FE/lBl5y+g9NRJlJ46hdJTp1EWFwdNWVnVFR0c4NIuFh69esO9Tx+49+wBhbe3pZrNMAxjdQboJEzVZGhbpBOmvNhjimEYBvbuMyWEKZ3PFAVh/H4yHe/8fgYXrxSJ56L83TEotvpiGgxjTzTar6bXXntN3C5btsyo9elA/fDDD/HSSy9h1KhR4rnvvvsOISEhWLduHcaNG9dYTWWY66Bqfc733gu/e+8V1efKzp1D6fHjKDl2HCXHj6Ps7FlRha5w2zax6FEooIxoBpfmLeAcEwPnFs2hDAuDU2CgWBT+/nBQNE4JcY1KJQQ08tEqT0yE6vJllF9KRPnlRKgSL6MiI6Pa7Rw9PODarh1cO3SAe+9ecO/RAwpfrY8KwzAMU5WuOp+p1QeTkJZXKmbBu0f7oWMzbzg5OqK4XFtliVP5GIZh7BsSpogjibk4kJCNBb+dwcFLOeI5fw9nPD6oFSb2ieZUPoaxJo+p+Ph4pKWlYciQIfrnfHx80KdPH+zZs4eFKcaiFf5c27YVC6X9EZUlJSg9fRolx46h9MRJlF+8iLKEBGiKi6G6lCgW/P339TtzdIQiwF9EWwmhytMTDq5ucHR1uXrr4gpHN1e92KRRVYiUO3G/gh6rUFlYBHVODtTZ2ajIpdscVBYU1PlZqHKea4f2IjVPWpRRUeIzMgzDMHVzY6tAcUGRXVSOLSfTxCJVVWoXfjW61MOlcSYhGIZhGHnQOcIXjg5Acm4J7lm8RzznqnTEw/1jMOPmGHi52od/LcPISpgiUYqgCClD6LH0WnWUlZWJRSI/P78RW8kwWhzd3ODevbtYDKP+KCpJMlEvo9uEBFRkXEFFZibUWVlAZSXUVzLFck0CnXlwcIAiMADOUdEirdA5OgrKyCg4R0XCOSqKI6EYhmEaSJCXC3Y/NwjHk/PEzDcthy7lIKuoXFTrIzycFXBxYmGKYRjGniGvQSqacSo1XwhU9/WKxJND2iDEmy1qGKZBwtRzzz2Ht99+u9Z1Tp8+jdjYWDQVCxYs0KcNMoylTQ6VISFi8bjhhutep6gnqgSozswUaYAkVlUWFQvvJ01p6TW3JbRHOCidAKUSDk5OcHBSisqAdN/Rwx0KP38o/P3g5OcnUgQVdOvt3WipggzDMIwWKvvdq7m/WKSJCarSRyIVmaJLzzMMwzD2zRujO+KPk2kY2zMCrYK9LN0chrENYerpp5/G5MmTa10nJiamXg0JDQ0Vt+np6QgLC9M/T4+7du1a43bPP/885syZUyViKjIysl5tYJjGhAQlZXCwWBiGYRjbmpigCn20jOkRYenmMAzDMFYC+RAaVuRjGMYMwlRQUJBYGgOqwkfi1LZt2/RCFIlM+/btw6OPPlrjdi4uLmJhGIZhGIZhGIZhGIZh5EWjOR4nJibiyJEj4latVov7tBQWFurXoZS/tWvX6mcbn3zySfzvf//Dhg0bcPz4cUyaNAnh4eEYPXp0YzWTYRiGYRiGYRiGYRiGsTVh6pVXXkG3bt0wb948IUbRfVoOHDigXycuLg55eXn6x88++ywef/xxTJ8+Hb169RLbbdmyBa6ubBDHMAzDMAzDMPbG/Pnz0a9fP7i7u8O3hiIuNMF97fLjjz9WWWfHjh3o3r27yLRo1aoVli1b1kSfgGEYhqkLBw05dtoQlP7n4+MjBC9v76tlmxmGYZjqsefzpj1/doZhGDmcN2mSmwSppKQkLFmyBLm52uqXhpAQtXTpUgwfPlz/HG0jTW7Hx8ejY8eOeOSRR/Dwww8L6xDK1Ni0aROGDRtmVDt4vGAYhjENU86bJnlMMQzDMAzDMAzDNBVS9e26IpxIiJKKKV3L4sWLhZ/twoULxeN27dph165d+OCDD4wWphiGYRgZpvIxDMMwjLFkZ2dj4sSJYjaFLi6mTp1axZOwOtLS0vDAAw+ICxEPDw+RovHLL780WZsZhmEY6+Gxxx5DYGAgevfujW+++QaGSSF79uzBkCFDqqxPghQ9zzAMw1gejphiGIZhLA6JUqmpqdi6dStUKhWmTJki/AZXrlxZ4zZUIINSOqhgBl2M0Lr33nuv8DIkT0OGYRjGPnj99dcxaNAg4UP1xx9/YObMmWJyY/bs2fqJjJCQkCrb0GNKMykpKYGbm9t1+ywrKxOLBK3LMAzDNA4cMcUwDMNYlNOnT4tCF19//TX69OmD/v37Y9GiRcK4NiUlpcbtdu/eLQpm0Ox4TEwMXnrpJRFtdfDgwSZtP8MwDGMazz33XLWG5YbLmTNnjN7fyy+/jBtvvFFMSsydO1cUVHr33Xcb1MYFCxYIbxRpiYyMbND+GIZhmJphYYphGIaxKJRKQYJSz5499c9RyoWjoyP27dtX43ZUpWnVqlUiDbCyslIIWaWlpRg4cGATtZxhGIapD08//bSYlKhtoQmH+kKTHGSWLkU8Ucp3enp6lXXoMaWPVxctRTz//PPCsFdaLl++XO/2MAzDMLXDqXwMwzCMRaEUi+Dg4CrPOTk5wd/fX7xWEz/99BPuu+8+BAQEiPUphWPt2rWiDHhNcGoGwzCM5QkKChJLY3HkyBH4+fnBxcVFPO7bty82b95cZR1KHafna4K2lbZnGIZhGhebE6Yko0O+2GAYhjEO6XxpaBRrrlSNt99+u9Z1aFa8vlDqBnlM/fnnn8Jjat26dcJj6p9//kGnTp1qTM2QKjwZwmMGwzCMZceMmkhMTBSRsXSrVquF6ETQJISnpyd+/fVXEf10ww03wNXVVQhOb775Jv7v//5Pv49HHnkEn3zyiUjxe+ihh/DXX3+JyY1NmzYZ3Q6+xmAYhmnE8UJjY1y4cIE+NS+88MILLyYudP40JxkZGZrTp0/XupSVlWmWLFmi8fX1rbKtSqXSKBQKzZo1a6rd9/nz50WbT5w4UeX5wYMHa2bMmFFjm0pLSzV5eXn65ciRIxb/v/PCCy+8yHEx95hREw8++GC17799+3bx+m+//abp2rWrxtPTU+Ph4aHp0qWLZvHixRq1Wl1lP7Q+refs7KyJiYnRLF261KR28DUGL7zwwgsabbywuYgpSv0gaFaFjAqtnV69euG///6DHJBLW+XSTlKQyUiTPAvI48Cakcv/lOC2mg55Z0RFRenPn02dqkGpFBT5RKblPXr0EM/RbDb5RpFPSHUUFxeLW/KhMkShUIjtjE3NiI6Ols2YYS39xRi4rfY7XsjlfyqndlpbWxtrzKiJZcuWiaUmhg8fLpa6IP/Bw4cP17sdfI1h3+2UU1vlNGbI5X8qp7b2kul4YXPClHSRQgOGtR+I0kWUHNopp7bKpZ0S1FZrb6+c/qfc1vpzrcjTVLRr105cVEybNg2LFy+GSqXCrFmzMG7cOISHh4t1kpOTMXjwYHz33XeiCl9sbKxI45gxYwbee+894TNFqXyUwrFx40abHDOsrb/UBrfVfscLOf1P5dJOa22rpcYMSyGn8cJa+4yc2ym3tsplzJDT/1QubVXIdLywrxHFCnnssccgF+TSVrm0U07I6X/KbZUnK1asEGITiU8jRoxA//798eWXX+pfJ7EqLi5OHymlVCqFkS1FZI0cORKdO3cWotW3334rtrdF5NRfuK32jVz+p3Jpp9zaylgHcukzcmmn3NoqF+T0P5VLWx+TSTuvxYHy+WBDUOgizWRQ2Ji1KYUMYwj3VcZasOe+aM+fnZEP3E8Za8Je+6O9fm5GfnBfZeTYF20uYoq8Q+bNm8flXRmrh/sqYy3Yc1+058/OyAfup4w1Ya/90V4/NyM/uK8ycuyLNhcxxTAMwzAMwzAMwzAMw8gDm4uYYhiGYRiGYRiGYRiGYeQBC1MN4NNPP0Xz5s3h6uoqSprv37+/yut79uzBoEGD4OHhIXIqb7rpJpSUlNS6zx07dqB79+4i3I0qTlVXHreu9zVk586dwhiYKls5ODiIqlWGZsJz585Fp06dRBtpnUmTJiElJaXOz27udtbVVqKwsFBU6oqIiICbmxvat28vKnjVxbFjxzBgwADRDiqd+s4771y3zs8//yyMl2kd+n+QqbKtIId+Kqe+yv2UqQ98HPJxKBfk0Ffl0k/raivBfZWpDj4O+TiUA3Lop3LqqzvtvZ9SKh9jOj/++KPG2dlZ880332hOnjypmTZtmsbX11eTnp4uXt+9e7fG29tbs2DBAs2JEyc0Z86c0axatUpTWlpa4z4vXryocXd318yZM0dz6tQpzaJFizQKhUKzZcsWo9/3WjZv3qx58cUXNWvWrKGUTc3atWv1r+Xm5mqGDBki2kXt27Nnj6Z3796aHj161PrZG6OddbWVoH20bNlSs337dk18fLzmiy++EO+7fv36GveZl5enCQkJ0UycOFF8Dz/88IPGzc1NbCvx77//iv2888474vO89NJLGqVSqTl+/LhG7siln8qpr3I/ZUyFj0M+DuWCXPqqXPppXW0luK8y18LHIR+HckAu/VROfXWznfdTFqbqCXXYxx57TP9YrVZrwsPDxcFH9OnTR3yppvDss89qOnToUOW5++67TzNs2DCj37c2quvg17J//36x3qVLlyzWzpraSu/5+uuvV3mue/fu4gCuic8++0zj5+enKSsr0z83d+5cTdu2bfWP7733Xs3tt99eZTv6/mbMmKGRO3Lsp3Lqq9xPGWPg45CPQ7kgx74ql35aU1u5rzLXwschH4dyQI79VE59FXbYT60ula+2cLfS0lI89thjCAgIgKenJ8aMGYP09PQ691lXaBp996+88grCwsJEWNyQIUNw7ty5GvdXXl6OgwcPivUkHB0dxWMKWczIyMC+ffsQHByMfv36ISQkBDfffDN27dpVZT8DBw7E5MmT9Y9pW8N9EsOGDRPPG/O+5oBKOVLooK+vr9W1k/6XGzZsQHJysvjOtm/fjrNnz2Lo0KH6daid1F7DtlLYqLOzc5W2xsXFIScnx6jPI9e+asv91Jr7qrX1U1uHj8Or8HFovcehtfdTW++r1tpPrbGv2jJ8HPJxKJfj0Nr7qi33U2vuq/2srJ+aG6sSplatWoU5c+aIkoKHDh1Cly5dxD+FOjfx1FNP4ddffxUH1t9//y1yP+++++5a97l7926MHz8eU6dOxeHDhzF69GixnDhxQr8O5Vl+/PHHIkeTDiLKL6X3pQO/OjIzM6FWq8VBZgg9TktLw8WLF8XjV199FdOmTcOWLVtE/ungwYOrHOBRUVHi4JegbavbZ35+vsjHret9Gwp9Xsqxpf8X5QFbWzsXLVokcmkpr5YOruHDh4sTNx1sEtROam9dbZVeq22d2toqh75qq/3U2vuqNfVTW4ePQz4O5XAcyqGf2nJfteZ+am191Zbh45CPQ7kch3Loq7baT629ry6yon7aGDjBinj//fdF550yZYp4TAfGpk2b8M033+DRRx/FkiVLsHLlSmGiRixduhTt2rXD3r17ccMNN1S7z48++kh8ac8884x4/MYbb2Dr1q345JNPxP5Jbfzwww/x0ksvYdSoUWKd7777TnwZZDg2btw4kz9HZWWluJ0xY4b+s3Tr1g3btm0Tn2XBggX697EWyPjt3nvvFf+Pzz//vMpr1tJOOhjpuyalODo6WhjE0YwBGcRJKq/0v21sbKGvyrGfyqGvWlM/tXX4OLQcfBzaVz+Va1+19n5qbX3VluHj0HLwcWh/fVWO/VQOfXWRFfVTm46YqivcjV6jzmL4OoUjkiJoGGZGYY+kzkrUFZoWHx8v1EDDdXx8fETYZE3ha4GBgVAoFNeFTdLj0NBQvZpKiqYhdNJITEys8X9A21a3T1JrKaSyrvdt6EF46dIlcZIyVIetpZ2kPL/wwgviZE3VCjp37iyqEtx333147733TG6r9Fpt69TUVrn0VVvrp3Loq9bUT20dPg75OJTDcSiXfmqLfdXa+6m19VVbho9DPg7lchzKpa/aWj+VQ18tsaJ+avPCVF3hbrRQyJphrqfh6xItW7YUHUGirtA06daU8DVqR48ePYTqa6gM0+O+ffuKkwEpl5S7aQjlgJK6WRO0reE+CTow6Hlj3rchByGFVf75558iX7kuLNVOWujkbAgd8JIqX1NbSU2mbQ3b2rZtW/j5+Rn1eeTaV22pn8qlr1pTP7V1+Djk41AOx6Fc+qmt9VU59FNr66u2DB+HfBzK5TiUS1+1pX4ql76qsqJ+2mhorITk5GThPk+lJQ155plnhKP9ihUrRLnFa+nVq5dwxa8JKnW4cuXKKs99+umnmuDgYH15RHrflJSUKuuMHTtWONTXBJV/dHFx0SxbtkyUVZw+fboo/5iWliZe/+CDD0SJzJ9//llz7tw5UZXA1dVVc/78ef0+HnjgAc1zzz13XdlJ+synT58W7ayu7GRt73stBQUFmsOHD4uFPuf7778v7lOVgfLycs2dd96piYiI0Bw5ckSTmpqqXwyd+5uinXW1lbj55ptFNQIqkUltWLp0qfifUrUBCWontdewBCiVyKTnqEQmtYvafm2JTCcnJ817770nPs+8efNqLZEpp74ql34qp74ql35q6/BxyMehHI5DOfVTOfVVufTTutpqTX3VluHjkI9DuRyHcuqrcumncuqrBTLpp42F1QhT9MXTl3ltWcRJkyaJzrJt2zbxBeXk5FR5PSoqSnxpNREZGSkODENeeeUVTefOncX9CxcuiP3Sl27ITTfdpJk9e3atbV60aJF4fzpB0Mli7969VV6nUpDUyenL79u3r+aff/6p8jp1rgcffLDKc9TRunbtKvYZExMjOpyp73vt/ujzXbvQ+8bHx1f7Gi20XVO2s662EnSCmDx5siizSQchlblcuHChprKyUr8PWpfaa8jRo0c1/fv3FyeGZs2aad56663r3vunn37StGnTRrSVDvhNmzbZTF+VQz+VU1+VSz+1dfg45ONQDseh3PqpXPqqXPppXW21pr5qy/BxqIWPQ+s/DuXWV+XQT+XUV7fLpJ/avDBF0Jc1a9Ys/WO1Wi3+edSpSe0j5W716tX618+cOSO+rD179tS4T1J577jjjirP0YExY8YMcZ++yNDQUKEQSuTl5Ykv7ocffjDzJ2RsBe6rDGN5+Dhk5AD3U4axPHwcMnKB+ypjr1iVMFVXuNsjjzwiFMe//vpLc+DAAXFA0WLIoEGDhDJpSmgaqYb0PuvXr9ccO3ZMM2rUKE2LFi00JSUlTfjpGTnBfZVhLA8fh4wc4H7KMJaHj0NGLnBfZewVqxKm6gp3owNj5syZGj8/PxESeNddd4mQNkOio6PFwWZKaBqpxC+//LLIv6QTweDBgzVxcXGN/EkZucN9lWEsDx+HjBzgfsowloePQ0YucF9l7BEH+tO0dusMwzAMwzAMwzAMwzAMA1StN8gwDMMwDMMwDMMwDMMwTQQLUwzDMAzDMAzDMAzDMIxFYGGKYRiGYRiGYRiGYRiGsQgsTDEMwzAMwzAMwzAMwzAWgYUphmEYhmEYhmEYhmEYxr6FqU8//RTNmzeHq6sr+vTpg/379+tf+/LLLzFw4EB4e3vDwcEBubm5Ru1z2bJl8PX1bcRWM/ZGTf00Ozsbjz/+ONq2bQs3NzdERUVh9uzZyMvLq3Ofr776Krp27doErWcY24DHC0Yu8JjBMJaHxwxGDvB4wdg7ViFMrVq1CnPmzMG8efNw6NAhdOnSBcOGDUNGRoZ4vbi4GMOHD8cLL7xg6aYydkxt/TQlJUUs7733Hk6cOCF+sGzZsgVTp061dLMZxqbg8YKRCzxmMIzl4TGDkQM8XjAMAI0V0Lt3b81jjz2mf6xWqzXh4eGaBQsWVFlv+/btGmpyTk6OUftdunSpxsfHR//4/PnzmjvvvFMTHBys8fDw0PTs2VOzdevWKttER0dr5s+fr5kyZYrG09NTExkZqfniiy8a/BkZ+WNsP5X46aefNM7OzhqVSlXrfufNm6fp0qWL/vH+/fs1Q4YM0QQEBGi8vb01N910k+bgwYNVtqHj4KuvvtKMHj1a4+bmpmnVqpVm/fr1Df6MDGPt8HjByAUeMxjG8vCYwcgBHi8YRqOxeMRUeXk5Dh48iCFDhuifc3R0FI/37Nlj1vcqLCzEiBEjsG3bNhw+fFjMkIwcORKJiYlV1lu4cCF69uwp1pk5cyYeffRRxMXFmbUtjLyoTz+lEFsKDXdycjLpvQoKCvDggw9i165d2Lt3L1q3bi36LT1vyGuvvYZ7770Xx44dE69PnDhRhPsyjK3C4wUjF3jMYBjLw2MGIwd4vGAYLRYXpjIzM6FWqxESElLleXqclpZm1veisMgZM2agY8eO4kB844030LJlS2zYsKHKenQA0mDRqlUrzJ07F4GBgdi+fbtZ28LIC1P7Ka1P/Wv69Okmv9egQYNw//33IzY2Fu3atRP+BxRq/vfff1dZb/LkyRg/frzop2+++ab4UWTom8AwtgaPF4xc4DGDYSwPjxmMHODxgmGsRJgyB7fddhs8PT3F0qFDhxrXo4Pq//7v/8SBSIaFtP7p06evm83o3Lmz/j4ZIYaGhupz0RmmLvLz83H77bejffv2wnRQgvqm1E+pz9ZEeno6pk2bJn7Y+Pj4iBkR6ru19VMPDw+xHvdThqkdHi8Ya4PHDIaxXnjMYKwJHi8YW8a0+L9GgGYKFAqFOFAMocd0sjaGr7/+GiUlJeK+UqmscT0aMLZu3SrM40gBpsoG99xzjwihNOTafdDAUVlZacKnYmwNY/sphcJS+LaXlxfWrl1bpS9t3rwZKpVK3Ke+VxMUYpuVlYWPPvoI0dHRcHFxQd++fbmfMnYPjxeMXOAxg2EsD48ZjBzg8YJhrESYcnZ2Ro8ePURO9ujRo8Vz1PHp8axZs4zaR7NmzYxa799//xWhiXfddZd4TApxQkJCA1rP2AvG9FOaxaAKGnSSp9BtKvdqCA0AxvbTzz77TIR7E5cvXxZhuwxj7/B4wcgFHjMYxvLwmMHIAR4vGMZKhCmCymOSgktmgL1798aHH36IoqIiTJkyRbxO+bW0nD9/Xjw+fvy4UIujoqLg7+9v9PtQ2OKaNWuEGSEpvy+//DKrv4xZ+ikNGEOHDhV52suXLxePaSGCgoLETIgp/fT7778X70P7eOaZZ2qd/WAYe4LHC0Yu8JjBMJaHxwxGDvB4wTBWIkzdd999uHLlCl555RUxOHTt2hVbtmzRm8AtXrxYVAeQuOmmm8Tt0qVLxexETdCAYFit4P3338dDDz2Efv36ibBJMh2UDmyGaUg/3bFjB/bt2yfWoxBuQ+Lj49G8eXOj++mSJUuEoWH37t0RGRkpTAcpRJxhGB4vGPnAYwbDWB4eMxg5wOMFwwAOGo1GAxvlrbfeEsryiRMnLN0UhqmRRx55BElJSdi4caOlm8IwdguPF4xc4DGDYSwPjxmMHODxgpETNlGV71oo1PHQoUNitmPIkCGWbg7DVAuZGO7cuVOEfnM/ZRjLwOMFIxd4zGAYy8NjBiMHeLxg5IhNClNffvmlOAi7dOkiQiIZxhqhvkkVW8gok2Y0GIZpeni8YOQCjxkMY3l4zGDkAI8XjByx6VQ+hmEYhmEYhmEYhmEYxnqxyYgphmEYhmEYhmEYhmEYxvphYYphGIZhGIZhGIZhGIaxCFYpTC1YsAC9evWCl5cXgoODMXr0aMTFxVVZp7S0FI899hgCAgLg6emJMWPGID09Xf/60aNHMX78eFEK083NDe3atcNHH3103XtRCU4qmeni4iJKcC5btqxJPiPDMAzTcHi8YBiGYYyFxwyGYRjrxCqFqb///lsMCHv37sXWrVuhUqkwdOhQFBUV6dd56qmn8Ouvv+Lnn38W66ekpODuu+/Wv37w4EEx4FAp15MnT+LFF1/E888/j08++US/Tnx8PG6//XbccsstOHLkCJ588kk8/PDD+P3335v8MzMMwzCmw+MFwzAMYyw8ZjAMw1gnsjA/v3LlihgAaHC46aabkJeXh6CgIKxcuVJUHCDOnDkjZiz27NmDG264odr90EB0+vRp/PXXX+Lx3LlzsWnTJpw4cUK/zrhx45Cbm4stW7Y00adjGIZhzAWPFwzDMIyx8JjBMAxjHVhlxNS10CBB+Pv762cqaIaDyrVKxMbGIioqSgwate1H2gdB6xrugxg2bFit+2AYhmGsFx4vGIZhGGPhMYNhGMY6cIKVU1lZKcJfb7zxRnTs2FE8l5aWBmdnZ/j6+lZZNyQkRLxWHbt378aqVavE7IUErUvbXLuP/Px8lJSUiLxxhmEYRh7weMEwDMMYC48ZDMMw1oPVC1MUGkthsLt27ar3Pmj7UaNGYd68eSKPnGEYhrE9eLxgGIZhjIXHDIZhGOvBqlP5Zs2ahY0bN2L79u2IiIjQPx8aGory8nKRp20IVcyg1ww5deoUBg8ejOnTp+Oll16q8hqta1hlQ9qHt7c3z2QwDMPICB4vGIZhGGPhMYNhGMa6sEphivzYacBYu3atMBFs0aJFldd79OgBpVKJbdu26Z+jUq+JiYno27ev/jmqlEHVMB588EHMnz//uvehdQ33QVCFDsN9MAzDMNYLjxcMwzCMsfCYwTAMY51YZVW+mTNnimoY69evR9u2bfXP+/j46GcZHn30UWzevBnLli0Tsw+PP/64Ps9bCq0dNGiQMBp899139ftQKBSi2oZUypVyyimU96GHHhID1OzZs0WOOG3HMAzDWDc8XjAMwzDGwmMGwzCMlaKxQqhZ1S1Lly7Vr1NSUqKZOXOmxs/PT+Pu7q656667NKmpqfrX582bV+0+oqOjq7zX9u3bNV27dtU4OztrYmJiqrwHwzAMY93weMEwDMMYC48ZDMMw1olVRkwxDMMwDMMwDMMwDMMwto9VekwxDMMwDMMwDMMwDMMwtg8LUwzDMAzDMAzDMAzDMIxFYGGKYRiGYRiGYRiGYRiGsQgsTDEMwzAMwzAMwzAMwzAWgYUphmEYhmEYhmEYhmEYxiKwMMUwDMMwDMMwDMMwDMNYBBamGIZhGIZhGIZhGIZhGIvAwhTDMAzDMAzDMAzDMAxjEViYYhiGYRiGYRiGYRiGYSwCC1MMwzAMwzAMwzAMwzCMRWBhimEYhmEYhmEYhmEYhrEILEwxDMMwDMMwDMMwDMMwsAT/Dyr9eup6IVALAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "allcols = out['dispatch'].columns.values\n", "heat = []\n", "power = []\n", "for mycol in allcols:\n", " if '(heat)' in mycol:\n", " heat.append(mycol)\n", " else:\n", " power.append(mycol)\n", "fig, ax = plt.subplots(1,3, tight_layout = True, figsize=(12,4))\n", "out['dispatch'][heat].plot(ax = ax[0], style = '-')\n", "out['dispatch'][power].plot(ax = ax[1], style = '-')\n", "out['prices']['input data: price'].plot(ax = ax[2], style = '-')\n", "ax[0].set_title('heat')\n", "ax[1].set_title('power')\n", "ax[2].set_title('power price')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpretation\n", "\n", "Heat demand must be met in all times. Depending on prices, either CHP or power-2-heat will be utilized to meet heat demand. The heat storage is utilized to arbitrage between the best hours (mainly with regards to prices on the power market)" ] } ], "metadata": { "kernelspec": { "display_name": "my_env", "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": "3.12.9" }, "orig_nbformat": 2 }, "nbformat": 4, "nbformat_minor": 2 }