{ "cells": [ { "cell_type": "code", "execution_count": 132, "id": "15e7bc6a-c8fd-4803-9907-6b744a5819be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 133, "id": "2536cab8-1d4d-4d69-8d34-ba1547c892c4", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "mpl.rcParams.update({\n", " \"figure.figsize\": (6, 4),\n", " \"axes.spines.top\": False,\n", " \"axes.spines.right\": False,\n", " \"axes.xmargin\": 0,\n", " \"axes.grid\": True,\n", " \"grid.linestyle\": \"--\",\n", " \"grid.linewidth\": 0.5,\n", " \"axes.titlesize\": 14,\n", " \"axes.labelsize\": 12,\n", " \"xtick.labelsize\": 10,\n", " \"ytick.labelsize\": 10,\n", " \"font.size\": 11,\n", " \"lines.linewidth\": 2,\n", " \"lines.markersize\": 6,\n", " \"legend.frameon\": True,\n", "})\n", "\n", "# mpl.rcParams.update({\n", "# \"figure.figsize\": (6, 4),\n", "# \"axes.spines.top\": False,\n", "# \"axes.spines.right\": False,\n", "# \"axes.facecolor\": \"#fafafa\",\n", "# \"axes.grid\": True,\n", "# \"grid.color\": \"#dddddd\",\n", "# \"grid.linestyle\": \"--\",\n", "# \"axes.prop_cycle\": mpl.cycler(color=[\"#4C72B0\", \"#55A868\", \"#C44E52\",\n", "# \"#8172B2\", \"#CCB974\", \"#64B5CD\"]),\n", "# \"font.size\": 11,\n", "# \"axes.labelsize\": 12,\n", "# \"axes.titlesize\": 14,\n", "# \"legend.frameon\": True,\n", "# \"legend.facecolor\": \"white\",\n", "# \"legend.edgecolor\": \"#dddddd\",\n", "# \"lines.linewidth\": 2,\n", "# })\n", "\n", "from plt_utils import plot, savefig\n", "\n", "import os\n", "\n", "task_name, data_name, default_window, default_token_dim = \"assoc_recall\", \"data_100_30\", 20, 6\n", "# task_name, data_name, default_window, default_token_dim = \"assoc_recall_mk\", \"data_100_6\", 100, 12\n", "# task_name, data_name, default_window, default_token_dim = \"var_copy\", \"data_100_5_30\", 20, 12\n", "# task_name, data_name, default_window, default_token_dim = \"binary_recall_mix\", \"data_100_4\", 100, 12" ] }, { "cell_type": "code", "execution_count": 134, "id": "d84cc6a2-95b6-4091-8434-d157a6605ac6", "metadata": {}, "outputs": [], "source": [ "dashed_task_name = '-'.join(task_name.split('_'))\n", "\n", "all_losses = {}\n", "all_accs = {}\n", "all_params = {}" ] }, { "cell_type": "code", "execution_count": 135, "id": "db00c2f6-aad7-4330-b4c0-35edc28bc8ca", "metadata": {}, "outputs": [], "source": [ "for run_name in os.listdir(\"results/\" + task_name + \"/\" + data_name):\n", " if len(run_name.split(\"_\")) != 10: continue\n", "\n", " for run in os.listdir(\"results/\" + task_name + \"/\" + data_name + \"/\" + run_name):\n", " if run.startswith(\".\"):\n", " continue\n", " \n", " # print(\"results/\" + task_name + \"/\" + data_name + \"/\" + run_name + \"/\" + run)\n", " data = torch.load(\"results/\" + task_name + \"/\" + data_name + \"/\" + run_name + \"/\" + run, weights_only=False)\n", " losses = data[\"losses\"]\n", " accs = data[\"accs\"]\n", " # args = data[\"args\"]\n", " params = data[\"param_count\"]\n", "\n", " if run_name not in all_losses.keys():\n", " all_losses[run_name] = losses.unsqueeze(0)\n", " all_accs[run_name] = accs.unsqueeze(0)\n", " all_params[run_name] = params\n", " else:\n", " all_accs[run_name] = torch.cat((all_accs[run_name], accs.unsqueeze(0)))\n", " all_losses[run_name] = torch.cat((all_losses[run_name], losses.unsqueeze(0)))\n", "\n", "for run_name in all_losses.keys():\n", " all_losses[run_name] = all_losses[run_name].detach().numpy()\n", " all_accs[run_name] = all_accs[run_name].detach().numpy()" ] }, { "cell_type": "code", "execution_count": 136, "id": "19ab59e6-0045-45fd-a438-bb35bdf8a6b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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+Wloazc3NfrcNdo3uv/9+Tj/9dB5++GF+/OMf+z0uwCOPPILQurL9/l122WXDtsGb9PR0v/cLAj8PI4nzWpx99tmDXosVK1aEfY7hPCeR+q4Eg/N77U/Qx/ElLkCOQJ555hlUVeXYY4/lqquu8vlz/mi6N+U6m7CdwiUQKSkpTJ8+nYaGBnbt2jVkWTIzM2lubvYRIb29vUHt701dXR3Tpk3z6cI4dOgQ9fX1wyorwPe+9z1ycnJ46qmnePXVV+ns7OTqq68OqYwzZ86koaEBq9UadnmcTeMff/wxQgiPbUIIPv74Y498gZg7dy6A3yGvzrShjhEpCgoKuPDCC3nnnXcoLy/n/fffd71RDoYsy37fRkGzr6+vz9WF6M5g9plMJv75z3/yrW99iz/84Q/86Ec/8ti+ePFigKC7TSLJnDlz6O3tZf369T7bPvnkk1Evz7Rp00hLS2Pt2rXYbLYRP1+oz0mkvivBUFNTA8CsWbOGfawjgbgAOcJwvolIksSzzz7LU0895fP3zDPPcPTRR7N582bWrl0LaG/+Op2Ou+++2ydOiBCCgwcPutZ/8IMfoCgKN9xwg88Pg9ls9nj7X7hwITabjb/97W8ex7vzzjv9NtkORUlJCbW1tR5vO2azmaVLl/r9cQylrKD5kFx++eVs27aNn/3sZxgMhpDnnViyZAkWi4VNmzaFXZ5JkyZx4oknsnXrVp5++mmPfE8++STbt2/npJNOGtT/A3CJzfvuu8+jCbqzs9PVnz8Sb/EAFouFzz77zCe9t7eXnp4eDAYDsjz0T1RWVhb79+/3u81Z9jvvvNPj/u/bt4+HHnoIvV4f8A06ISGB119/nTPOOIOHHnqIW2+91bVt0aJFLF68mJdeeomXX37ZZ19VVfnoo4+GLHs4XHLJJQDcddddHsJry5YtPP/88yNyzsHQ6/UsXbqUPXv28OMf/9jv9+yrr74K2BI1FMN9TiL1XQkGp2/MkiVLhn2sI4G4D8gRxgcffEBDQwNLlixhypQpAfNdccUVfP755yxfvpwFCxYwa9Ysli1bxs0338yMGTM466yzKCkpobGxkY8//phvfetbLFu2DIClS5fy0Ucf8corr1BRUcG3v/1t0tLS2Lt3L++++y7Lly/nrLPOAuDGG29kxYoVXH311bz33nvk5OTwySef0NHRwZw5c/xW0oNx0003cdNNNzF37lzOOecc7HY77733HkIIv8cLpaxOrrvuOn7/+99z8OBBzj77bL8+AoPx3e9+l2XLlvHee+/5OHOGUp6//OUvHHvssVxzzTX861//Yvr06WzdupW33nqLnJwc/vKXvwxZluOPP56bbrqJRx55hJkzZ7qa0V977TX279/PzTffzPHHHx+SfcHS39/PMcccQ2VlJfPnz2fSpEn09PTw73//m8bGRn784x+TkJAw5HFOOukkXnnlFc466yzmzp2LTqfj29/+NrNnz+aSSy7h9ddf580332T27NmcccYZ9Pb28vLLL9PW1sYf/vCHQb8HRqOR1157jXPPPZdly5YhhHA95y+99BInnngiF1xwAcuWLWPevHkkJiayd+9ePv/8c1paWvz6+gyXyy67jBdffJF33nmHuXPncvrpp9PW1sZLL73Eqaeeyr///e+In3Mo7rvvPtavX8+f/vQn3n77bY4//nhyc3M5cOAAW7ZsYdOmTXz++echf1cgMs9JJL4rQyGEYOXKlUybNo3KysphH++IYJRG28SJEi688EKfQEv+6OzsFImJiSI9Pd0jHsWHH34ozjjjDJGVlSWMRqMoKioSZ599tvjf//7nsb+qquKpp54SRx11lEhOThZJSUmioqJCXH/99R7D3YTQYnQsXrxYJCQkiAkTJohLLrlENDU1DToM1z0glPd5H3/8cTFjxgxhMplEfn6+uOqqq0Rzc7Pf44VaVifHHnusAHxiQATL9OnTxfTp0wPaEGx5du/eLa644goxceJEodfrxcSJE8UVV1zhE3BNiMCByIQQ4umnnxYLFy4USUlJIikpSSxcuNDvEEnnMNxAweoGw/v6W61W8dvf/laceuqpoqioSBiNRpGXlyeOP/548eKLL/od0umPQ4cOifPOO09kZ2cLWZZ9nm+bzSZ+//vfi1mzZomEhASRmpoqlixZIt58802fY/kLROYsqzOAnHtwtra2NnH33XeLmTNnisTERJGSkiIqKirERRddJF5//XWPY4Q65Hwwent7xe233y4KCwtFQkKCmD59unjyyScD3p/BhuH6+y4N9qwEKqvdbhdPPPGEOOaYY0RaWppISEgQkyZNEt/4xjfEX/7yF9HT0xPU8b3LFcpzEigOiBChfVcGux+Byr5q1aqQ4gHFEUISwqtTLE6cOINiNpspKioiJSWF+vr6oLoJvFm+fDlXX301n376aXziqjhxYoDvf//7/Oc//6Gurs7vMPs4vsR9QOLECZEVK1Zw+PBhrrvuurDEB2hzYcyYMcNv3IQ4ceKML3bu3Mnf//537r777rj4CIF4C0icOEHy//7f/6OlpYUnnniC5ORkdu7cOaxpv9esWcN//vMfbrvttiNqVtw4cWKNDz74gP/973/89Kc/9Qh2GGdw4gIkTpwgkSQJg8HAnDlzeOSRRzjqqKPGukhx4sSJM26Jj4KJEydI4lo9Tpw4cSJH3AckTpw4ceLEiTPqxAVInDhx4sSJE2fUOeIFiBCCrq6uePN6nDhx4sSJM4oc8QKku7ub9PR0uru7x7ooESNQWOrxSizZE0u2QNyeaCaWbIG4PbHIES9AYpFQZncdD8SSPbFkC8TtiWZiyRaI2xOLxAVInDhx4sSJE2fUOeLjgHR1dZGenk5nZydpaWljXZyIIIRAkqSxLkbEiCV7YskWiNsTzcSSLRC3JxaJt4DEIBs3bhzrIkSUWLInlmyBuD3RTCzZAnF7YpG4AIlBrFbrWBchosSSPbFkC8TtiWZiyRaI2xOLxAVIDBJrkyHFkj2xZAvE7YlmYskWiNsTi8QFSAxSVFQ01kWIKLFkTyzZAnF7oplYsgXi9sQicQESg3z11VdjXYSIEkv2xJItELcnmoklWyBuTywyrMnoWltbaW1tRZIksrOzmTBhQqTKFSdOnDhx4sSJYUISIL29vbz66qu8+eabfPbZZ7S2tnpsz87O5uijj+ass87i3HPPJTk5OaKFjRMcU6ZMGesiRJRYsieWbIG4PdFMLNkCcXtikaAEyOHDh3nggQd44oknMJvNzJ49m+985ztMmTKFzMxMhBC0t7fT0NDAunXruOaaa7jpppu47rrruOOOO8jOzh5pO+K4YTabx7oIESWW7IklWyBuTzQTS7ZA3J5YJCgBMnnyZMrLy3nwwQc5++yzycnJGTR/S0sLr732Gk8++SRPPvkkXV1dESlsnOA4ePAgxcXFY12MiBFL9sSSLRC3J5qJJVsgbk8sEpQA+cc//sFpp50W9EFzcnK4/vrruf7663n33XfDLlycOHHixIkzngg2uLgQwpV3pMORj0a8c50celTXeCj2GAzFbrfb0euH5V8cVcSSPbFkC8TtiWZG0pZgqo1gKpZgah9nFsVuR6fXhXZOrwTvcg91+lC3h1KbKoqCTqcL4joNr4oOau8hMg0pLSRINoT+rAW9x86dOykoKCAlJSXkk8QZXbZu3cqcOXPGuhgRI5bsiSVbIG5PqASquAf7/R+sUhN+lpxrX23dysxZs1ybgql8By1HEOUJXJogzuWWIPnJs2PrVqpmzPTYxb1iDKaiHfodfSCHEAKh2FHtCqpiR1XcPxXPdbvjU/Xc7txf8dpfKAqNBw+Sm5eHUFXtXM5PoSJU57oKjpYSoaqeebzSEALVuY/qPI7qamnxv79w5PfK5yyD+zF8juk8j+Dih58K4ur7ErQAmTZtGs8//zwXXXQRoI2Iuemmm7j99tupqqoK6+RxRoZYc26KJXtiyRYYP/a4V77CI90zX19/P3ZV9d3fa2GwpnOft+IA5/K/j28m73P7q5yduG/r6+vDYld9tgXeK5gK2jNToPyucjgqccVmQ7XbUex2FLtz2YZit7vSPdNsKDY7iqJ9qnYb+3bvpn/XNv8iIKBIGBAIiluaUBTHuve+biLBz3MQaepG/AzRTdACxFs9m81mnn32Wb7//e/HBUiUEStdSU5iyZ5YsgVGzp5gBIPw/l84Kjyv/UQQ+zlJSknF7Ki0g6no/aUErMSlwNsl1+cgMsFPH7vzjVWx2VyVt3NZNvfTvqfeleYpAAYqeNW1j7s4cFu22XwEgs82xd8xtM9IsjeiR4sTCEmStedNkpBlGUmSQZKQZBnJz2e4DKuD8Ah3H4laJk+ePNZFiCixZE8s2QKaPZEQC+77BiMYJLf83svOJY+fRcm9kvfc6l6xTy6ZjEH2DRAthPCtZN2WFZtXxe4lBlyVt8c+Nq+K3OYmFjz3V2x2VMX/sUfFwzBGkGQZWadD1ukdn45lvfap0+mQ3LbrdDpkvd7/Pl77Orfp9Hok2ZFPrx3TJ7+sw263YzSZPCt0SdaWZUmr2CXZIQAk8M4jSY58bmLAlUdCknWO/YbO432cULGF2VoUG95WcTzYvHkzixcvHutiRIxYsme4tvgT/YGqn0D1kr/Og2C7GLwFw4aNm6hesNDvsUMRC57ruASDqigoNiuqzYbdZtOW7XZt2W5DsVoHKnObDbvN6lpWbNo2u/u6ze6Z7rV/b3cXBr3er0iI48tAJatHZzBoy3oDOr1jXacfWHam6z3zyQZnup9tjn11ej0NDQ1UTK0aqMy9hIHOsS7JOmS9Dp2fSj+cynWkWPflGqYtXDTWxQibSDRAhCRA/DW1DKf5JU6c8UJQDnx+Er2rcVUI7W0hxIo+0PE98w4uKiSfHIG7GSQYeMu2WbFbbQNCwGpxVfaH62qotZsHKn2nKHC9uTvTnOtWx76+ee1eAkGx2jRHt1Gmf9TPODg+lbpz3WDwSPeovA0G2tvbyZtY4FGJD+RxW3Zsk3Xe+fyc0ykK9AZXpT5adMpGJs9dOHTGUSTYFwLv76JzUVEH8/4JnBpKDn81dKj7+M3v7gsUpg4IehiuLMsUFxeTnp4OaEOItm/fTmlpqd+Q65IksWnTprAKNZrE4jDcxsZG8vPzx7oYEcNpT6REgPuPgT8BEEzl7+9nw/24/ip2CWhpbiI7N88jzRPP1gBVVbTK22Z1e7u3YrdaBypzhyAYSPfKY7dhtzr2tzoqesc2u5u4ULzExWg44UUTzjd2vdHoVhm7V/B6rVI2BBADOi8h4NzfrVL3FRCDp8t6fdg/7s1NTeTm5Q2dcZzgbs9wKn7fpMAiIJBoF+4reH+P/bToObe4dQW2NDWRkzfYb4Gf/X2O52cvadDVoI4czhMXThyQoFtAjj/+eB9jc3NzQz5hnJFHUZQxPX+oPgGupQBOhP02G302X5sC/oAM8cbvLQq81/x+jSTPdAmtrIrVis3cj83cj9Xcj91iwdbfj83Sj7W/H5vZ7NpmM/fT1d6O0aB3iQNnN4DdWwA4tqtjfC9HA53BgM5gRKfXozcYkQ0G9AaDW7pz2YDeYERn0GvpbvvoDAa3P20fvdEpANy26w3ojQPHdO7rrOgbDx0kf2LBWF+SiKCq0fXsBBT7gfx9hFZhOzfb7Hbsqqqth1rxy775/fkLueo4yd9xArsIB6EDPI8PyAhMQ8Q1iXWCFiCrVq0awWLEiST79++nsLBwyHyDtSiEM9rAuRyuA6Fz3bnkXD64/wB5+QVe2wOPHPA3WgA0fwJNLJgdgsCMzdznse4UCpqIMDtEhNc2177mMekiiCSSJGsVsqPi1paN6I3OytmIzmjUlh1pzjw6g4GmpiYmlU4ZdsUfLRzYvz9mBEgkbAn4MuGW4PMdJ8B3XBqQCB7fY9nTQdi5XZI9XIVpPnSAkuIij/KFU/FHC8H+TscyQQuQK6+8kuuuuy5mnAFjFSEEqhADbwoBxIK3UBjYFroDoc9XO8gRB0PaoqqYe3uwdLbTvne3W0tCYAHh0fpgMXsICcVmDfrco81Apa5V8HovQaAzGBzpRrd0g5tgcKwbElxCQdueMFDhu/Yf2E/W6Yb147zuyzVUj2NHuljF1drg/d0f7OXADV/RoK24PymyR6uCQzQ4+hj8ty54Ht+1HOTzJ0lSWM38caKXkHxAXnjhBVcgspHi0Ucf5cEHH6SxsZE5c+bwyCOPsGhR4B+4jo4O7rrrLl5//XXa2tooKSlh2bJlfPOb3wzqfLHmA2JTVXr7zBiMxpCGJuKTd2TeGlRFob+rk77ODvq6Oujv7NCWO92WHen9XV1R1cIgSTKGxESMpkQMJhMGx6e2nui1bsKQmIghIRFjYiKGBG0dWUdicrKb0DBGXStAKFitVoxG41gXI2JEoz3eXRfCq+XBr3iQwG61YjAaPV8AvF4OnJ/asMyBI3j+DngeeyB9dJ/ZaLo3g1Wbg1Wo7rsNZU9wXi5Bnt+fD0wII+qGyiMBCWF0J0XVMNyXX36Z2267jccff5zFixezbNkyTjvtNGpqavz6m1itVr7+9a+Tm5vLP/7xDwoLC9mzZw8ZGRmjX/goQFEFVkXQUFfLdK+QxSN6XruN/s5O+rr8iInODvrd0s093f49RUcAncHoUfkbEkyO9URt3V0smJI8hIPRuY9pQHDoDMZh/+hu37aVaZOnRMjCsaeudhfTps8Y62JEjJG0x0dIuK04ZYS734OzFWLALcHR1iA7Wxa1VNmj1WFAPGyrr2PGzJljKhqCJZgQ9TU1NcyYOdORf5Bj+d3bK8V53QN0MfnfO7BTejDnF14rO2tqqJw2PaxRKk689w0oPoLsqgruLL4pKoKEoI83QFQJkIceeohrrrmGK664AoDHH3+ct99+m6effpo77rjDJ//TTz9NW1sbn332GQaDAYi9QE/BIlzDOwX9fX3DPp7davURD+6iwr31wtLbEwELBpB1epLSM0hMzyApLZ0es5n8wqIBIeEmCtwFhOd6IrIu+hy8+np7x7oIEeVItGdwIaH977ci8CMSBroxfP0eXILDy+EyWBHR19eniRM/ZffGb2UboBYcsoL1qtx9fEf8rAdzrq6eHvrtit9zSX738dwW6M09UOqgV9mvE6xn2lBRbc19fX6D3o1HVDVYyeRJSALkk08+wR5CQJ5LL7006LxWq5V169Zx5513utJkWeaUU07h888/97vPW2+9xdFHH80PfvAD3nzzTXJycrjooov46U9/ii5A5WOxWLBYLK71rq6uoMsYzdgUFbsq0EsSyQEmDLSa+71aJjp9uj6c69b+4YsYd3QGI0npGW7Cwm3Z7S8xPYOEpGSPH9kd27dRNW16RMszVgS6N+OV8WyPvwoyKTkZRRU+QsLVGoHWveEtJNxbJSQkjy4NZy4hhI+Y8OdF6eObJbw8NdzL7VbZe1f0pqQkzF4V9nCC0wWqyP2lB3pnDlglB6jQ3SvzlOQUdEE6nI8HxvN3J1KE5AMiSVLQ0c8kSQppOOjBgwcpLCzks88+4+ijj3al33777Xz00UesXr3aZ5+qqip2797NxRdfzA033EBtbS033HADN998M7/4xS/8nufee+/lvvvu80lfuXIlycnJzJs3j+3bt9Pf309qaiqlpaVs3rwZgJKSElRVZd++fQBUV1dTW1tLT08PycnJVFZWsmHDBgCKiorQ6XTs2bMHgNmzZ7N79266urowmUzMmDGDdevWAVBQUIDJZKK+vh6AmTNnsn//fjo6OjAajVRXV7NmzRoA8vPzSUlJoba2FtAmCWxsbKLlcCt6nZ5UxcLmzz/F1tuLpNhRzH10Hz6Mra8X1W4L+n4Eg2wwYEhKJjVzAobkFFRZhyEpmdKp02jr6gaDgcy8fEqnVrGrtg5JkphUMhm73cbBAwe061I9l9qdNfT19ZGSksLkKWV8tXmTdg2LiwHYt2cPkiwzc/YcdtfX0dPTQ1JSEuWVU9m8UbveBYWF6PUG9u7ZDcD0mTPZv28fXZ2dmEwmqqbPYON67XrnT5yIKTGR3Y7rXTV9Oo2HDtHR3o7RaGTWnGrWfald79y8PFJSUqmv06535dQqWltbaDt8GL1ez5y589iwbi2qqpKdnUNGVia1O3cCUF5RSUdHO60tLciSxNwFC115s7KyyMnNo2bHdgCmlJXR29NLU1MjAPMWLGTrls1YLBYyMjKYWFDI9m1bAZhcWorFbOHQoYMAVM+bR43jmU1LS6N4Uglbv9oCQPGkElRV4cD+/QDMmlNNXe0u+np7SU5JYUpZGVsc8XoKi4qRZYl9e7UZN2bMms3e3Q10d3eTmJhIZdU0Nm1YD8DEgkKMRgO76+uRZJlpM2Zy8MB+Ojs6SDAlMH3GLDasWwtAXn4+SUnJNNRrU29NnTaN5qYm2tvaMBgMzK6ey/q1axACcnJzSUtLp652FwAVlVNpazvM4dZWdDod1fPms3H9OhRFYUJ2NplZWa7rXVpeTndnFy0tzUhA9fyFfLV5IzablfSMTLJz86ir2aFdl9Ip9Pf30trUpF2XufOp2bYVc38fGZlZFBQWsmPbViQkJk2ejM1q5dBB7XrPmTuXXTU76OvvJzUllZLJk9m6ZQsCKJ40CVVVXdd75pw5NNTV0tvTS2JSElPKK1zPd0FhIbJOx/69ewFB1YyZHNi3l+6uLhJMiVRUTeOrjdr1zs2fSEKCiX17GrTrUjWdpkMH6erswGhMYNrMWWxar13vnNx8kpNTaKjbhSTLVFRW0drSTHt7G3q9nlnVc9m0bi1CCCZk55CekUG943qXV1TS3t7G4dZWZFmmet58Nm/cgN1uJ2vCBLKzc9jpuIZTysrp6emm2XEN5y9cxJZNG7FarWRkZpI/cSI7tm3TntkpUzD399N46JDjmZ3Pjm1bMZvNpKWnU1RczLavvgII+BvR29NDalqa39+I/Y7f5PH0GyFUlYqpVT6/EZs2rNeu9zj6jSitnEqKMfQOlZAEyK9+9Su+8Y1vBH3w+fPnB503HAFSWVmJ2WymoaHB1eLx0EMP8eCDD3LI8aB7468FpLi4eNw6oQohsCgqiirY+t9/88nz4U2L7MSYmDTQKuGnlcJ9m8FkipAVg7PuyzXMj5GRFrFkCwS2J9RAUUL1360hwK01wusNXQitNcL1hi659nVvaZDQEvw6Y0ueJdu0bi1zFiwc9K1fInArgM/x/WQarNnetR4BX40j5Vkbr8SSPTZVDUuAhLRHaWlpSKIiFLKzs9HpdDQ51LSTpqamgFE9J06ciMFg8Ohu0VoEGgN6GCckJJCQEI67THRidXS9dB3cx2d/f9ZvnoTkFJ+uDx9hkZZBUno6emPsXJsjmaCixgbY6K+PX7gf0y2/KsRAM79b14CWfyCve5eGh4OlI9VnBIYYGLHh4fvgihkhufwbJNljT5+h365EAlX+ntJEjzSum/bjxBkKoQpUVWifiueya5sjfbBtzvSCmVlhlSNqnFCNRiPz589n5cqVnHXWWQCoqsrKlSu58cYb/e5zzDHH8OKLL6KqKrLDmWfnzp1MnDgxaoZrjSR2VWATAhSF9x9/GMWmdbFMXnQMi759NklpGSSmp6PTG8a4pMOjsKh4rIsQNt5CoKCoCNXb897fELkAS35FgL/zDnpcP+JEOISAGNgqvF71hdenDGRPLMCmDESn1DSBhIxDQHiN2HD6Rvg6Y7qLALy2jh6FRcVRO1IkVMbz98Yf0WiPqqjYbSqKzfFpVQZftynYrSqKXaW708TqA3U+lblfAeCex48AGFIkeG0LephNkFz2p+PD2i8iAkRVVfbv309+fv6wKv7bbruNyy67jAULFrBo0SKWLVtGb2+va1TMpZdeSmFhIQ888AAAS5cu5c9//jO33HILN910E7t27eL+++/n5ptvjoRZUY0qBFZFRRYSa996lZYGrf8xs6CIed+7kNziSWNcwsghj8Lb6KARH70Shdf/3qLAXRB4CwG7Cma7il+JIQIMq/P79u5ZPbvK4DWE07PcwqP7wL1rQkiOWBAMjMhwInud3z3YlMmgJ8mt6dVnxMYYiIjhMBrP2mgRS7bA0PYIIVDsjsre6qz0FTcxMMS6TcVuHVh3CQZXXrd1xzmcXYfh0zbM/cc3QQuQyy67jLKyMr/bWlpaKC0t5b333uOkk04KuzDnn38+LS0t/PznP6exsZHq6mreeecd8hwT9uzdu9fV0gFQXFzMu+++y6233srs2bMpLCzklltu4ac//WnYZRgPCCGwKSqqELQ11LL2jVcAkGSZU5beyv7GRgpiSIDs27uX3Lz8gCLBtR5AJDiXxMBwAp9Wg2D2dxcIrjd+j6P4VreSex8C0Hhgn2NCLbc3fqdzt+Rpm2DAv8Fb9EgIlw0SIGTPSt81IsNPOm4CwrvMoQqIg/v2MTF/4qB5xhPOZy0WiEZbVEWruG0WRfsz27FZFOzOdavbskXBZh5YP9zSRnLSITeBoWC3u4kDu+r7wxDjSBJIOglZ1roNZVlyrbsvS7KErAuQZ7BtgfZ3rDuXwyVoAbJixYpBtwc7OmYobrzxxoBdLv7mozn66KP54osvInLu8YIiBHZVIKxW3vvLH12zli4863zyplSw//CaMS5hcHj7DAz4Czh8BVStknX6GfgXCQNLfkUCeAkF/1Wqt1CQnTsSmkNgMFEr7cKzJQKH+PBX6ft0YTgK6y9qpb+IleOtBSJO9KAqbkLB4ikMPETCYNvNnqJCsQ0vsnE3nRGyLjRknYTOIKM3yOiMOu3TuW5wrBu91g0yeuPA+kCaDp1epra2hqrp08ISALLO0Z0ZJa1ctjBnzo6YD0is9JtGO1rXi0BC4otXnqfjkDZULXdKOfO/cy6gDY0aKwJXwAOiArQWCPeRDiCc9bDbKAat+qyYNtMVIdJXJEA4QiEUO1wxFtxsca56OFP6ERHeAmL6zFkY9bJ/seGnqyXaBcRYPmsjwXi1RwiBYlOxmu3Y+hWsZjsTTCXs2dwapIiw+2xT7NHbnDAgBmT0Bp2bGHBU8O7rBp1LHIQiGFzrehlZF/mAYdlT5mIapZGE0UrEBEikWkDiBMa966Vx2xY2v/svQAvy9fWlt6HTa7dz7+4GKqumRfzc/kQFaKIIEUBUgMux0V1UwICgcLY2BFLzh/bvoayyKuxyg5sgclvxKCNegsIlBgbK5B21ElfUSt9WiEAtELv37on4vRlLRuJZG0tG254B4aBg67drAsKsCQhrv9ZFYTU7PvsHtrnyuPZTIuCPEHl0BhlDgk77M+nQJ+gwGHWuNH2CLuB2j20JOnbvqWPqjCp0ejkmXnhj7bsTDhERIFlZWXz44YfMmTMnEoeLEwC7ENhUgdLXy8onHnalf+2Cy8gsGJimuru7O6jj+Zsp01kpu4sKLa8zn6eocHYdeISNdkuLxA9Fb3d3RMNfe0etdO/SCBT+2vMI4RPsvRkvHKn2OB0enSJhQDR4iYT+QQRElAkHvVH2Kwy0Zf0g2zTxYHCIB73btkg6wppre9Ebom96hXCJte9OOEREgBgMBpYsWRKJQ8UJgHOiOVmSWPXCU/S0tQJQNGM2s0/9lkfexMREVLdug2BEhXPdvSvBX/eAHCFR4Y5TCPlrPQEwmBKxO0ZwBCskQmmVGE0SExPH7NwjwXi1R7GpWPpsWPrsWPrsWPtsWPrtdNTDxrY9fgXEwLq2rCpjKxx0eglDoh6jSY/BpMNo0mNM1GEw6TGadHR2tzGxaOLgwsHZ8mDQRY0/QSDG67MWiFizJxyCjoT6+uuvh3zw733veyHvM9p0dXWRnp4e1ZFQ3aOd7ln3Bf9Z9v8ALWrphf/vEVKzc1x5FSHos1jR6fR4+FX4awnwrphHoFlzKHExUA6tXLI0ICq0Lg4JxW5Hr9dHlZAIF7vDllhhLO1RFdUlICy9Nqz9jmWHsLAGWLb02YftDDkcdHrJJRIMJj3GxAEBYTDpMCYGsS1Bj84wuF9C/FmLbmLJnhGPhHrOOee4KqhgNEuoc8HECYxzojlrVycfLn/MlX78Zdd6iA+nj8j2zRuZM28Bg/lVRIKQxYXs1lrhEBcSnkLIn6jYtHFDzIQs3rRhfczYAsO3R1VUN+GgiQRrn92zZcJ9W78dS6+2bLeOroiQdZKvIDDpMSQ6Wh/8pA2IhoFtQwmHSBF/1qKbWLMnHEKSLCaTiW9961ucd9555OTkDL1DnGGjOKKdysCHyx/F3K3N3jtlwVFMPfZEz7xCoKjCUakPT3iMlriIM/5RVaF1Tbi3OPRrrRKWPjsW57Ze28CyI5/NPHovKTqDTEKS3vFnwOi2nJCktTYcbNxL5fRKl3BwFxux5H8QJ040ELQA+e9//8vf/vY3/vnPf/Lmm29y8sknc/HFF3PWWWeRnJw8kmU8YhFCaOOrBdR8vJLd67X4Holp6Zx41Q88RIYqBDaHj0jexIIhjzuexMXEgsIRO/ZoE6222G2KJgwcAsHZKjGQZvPd1m+nv9fKhuc+GrUAULJeGhAMSXoSEvUkJA8IiIQkAwnJWrrRkc+ZNxgBkXlAoqAwexQsGXmi9VkLl7g9sUfQAuSUU07hlFNO4fHHH+ett97ipZde4qqrruK6667jjDPO4OKLL+b000+PmT6taMA50VxfS7PHLLcnXX0jiWnpHnntjuG5Bp2M3mBAcTicRru4CAajcXzPZePOSNniaoXo9y8anILBXWRYXPltoxrzQZIlTRgk60lIdG+JCNAy4basM4zsEMz4sxa9xO2JPUJWCwkJCZx77rmce+65dHZ28uqrr/Liiy/yve99j/T0dB599FHOP//8kSjrEYVzojlZCFY++TA2cz8A05acQun8xR55FVVgFwKdLKGogv1795CZnTMuxEUw7Nm9m+yc3LEuRkQIZIsQArvV6Q9h82hl8BANrhYIm0twjHZXBmgjkIyJepAV0rJSHELBvSUiQMtEkh69URe1cRyOhGdtvBK3J/YYVnNFeno6l19+Obm5uSiKwieffEJNTU2kynbEojq6XiQhsfndtzi4YysAqdm5HPf9qz3yOrtpnEJCRSBLYNLL40JcxAqagFCw9isDLRFOgdBvx+b4PLDHSueWrW5CYiDfaA/rdDlIOgSD56fBc1uSs1vDU0Ss+3IN8xfOH9Vyx4kTJzYIehiuN6tWreLFF1/k9ddfp7OzkyVLlnDRRRdxzjnnRO1wVn9E2zBc4Zjl1q4KOg/u55W7b0Wx2UCS+O5dv6Fw2kyP/FZFwa5ookMBDLKE3WImKSl2/HL6+vpISkoa0XNoozEGgkn5/ikDgiFAHjHKIztlneQSBMbEAb8Hf4LCU0gYMCbqIhJeejTuzWgSS/bEki0QtyeaGfFhuABr167lpZde4uWXX+bgwYMsWLCAu+++mwsuuID8/OiadXG8ojiinUqKnff/8pAmPoDqb3zbR3xoo160aapVIdDLEgadzN4DByivqByL4o8IBw/sH9QeZzhrlzjw+PRqkXBsc2+VsPVr81+MBcZEndZ14WhdGBASes80P8JipP0hgmGoezPeiCV7YskWiNsTiwQtQKZOnUptbS1Tp07luuuu46KLLqKsrGwky3bE4ZxoTkZi7Zuv0rK7HoCswmKOOu8Sj7xCCOyKqrmXCi0KqF7Wul06OzrGoPTDQ6gCq9mOudemxXnotWnLfXZ217bQulkeVFyMRVRKpx+Ez5/JveVB57Gtrr6G6gVzMCbpMZj0EQ1VPRaMx2dtMGLJnliyBeL2xCJBC5Bdu3aRmJiIXq/n1Vdf5dVXXx00vyRJbNq0adgFPFJwn2jucP0u1r6pXV9Zp+OUpbeiNxo98itCYFcFOknz+zDqZHSOt+EEU8Kol9+J05nSXUC4lv2IC+eytc/OYJ2BjeyPeFn1RjmAgNC5WiAMzhYJP396Y+gtEG2WRFKzYycE81g+ayNBLNkTS7ZA3J5YJGgfkBNOOCHkH9sPP/wwrEKNJtHiA2JXVSx2FdVq5eW7fkhn40EAFp9zEQu/e4FHXlUILHZVi+chaX4fBt2A06mqqsjy8Pv3Fbtjvoxeu4eAcC332X2FRZ8NdRSGdEqSv9YHnX9B4fSBSNQiVDoFxUhMsT0Ukbo30ULcnugllmyBuD3RzIj7gKxatSrkg8cJDmfXi4TE5y8/6xIfeWWVzP/2uT75nTE/JAmX34f7iJcN69Z6hPhVVTEQfbLXhrnXa7nXa9khOkbDL8Jg0mFyDNdMSDZoy8mOIZyO9H0HGpg+e5qHmDAkRO9QzsHwvjfjnbg90Uss2QJxe2KReNSwMcY56kUVgkNbN7Hlv28DoDcaOeX6HyLrPKM3OmN+OAN6OP0+QItmuf7/drN7m5n9H61ztUpY+u0jHqlSZ5BJSNY7xITB/7K7uEgyYEoOrhWi68u95JdljKwBceLEiTMMAnUmBPrpFWhd6UNmDOqYg+882Fbv17hw8ob7LhgRAfLBBx/wt7/9jUOHDlFVVcUtt9xCSUlJJA4d8zgnmrP39bLyiT+50r924eVkFhR55HUPzS5JYNBJLr8PgDX/rGPbxwcda91hlUeScYgGTSB4LCcHTtcbR26ejLwYGmEVS7ZA3J5oJpZsEUKQl5fvU8kPVrkPlkH4WfKXXQqQ7rNN8k33TvFOz80buD+SxBDH8H9ufyne23xaigdfHfRMkW5zDlqA3Hvvvfzud79j7969ZGcPzJXw1FNPcd1117kejHfeeYcXXniBNWvWMHny5AgXN7ZwTjSnkyRWPfdXetsPA1A8cw6zTvmmT367ECiKChIYZBm924N1sKbdTXxoGBP1nq0P7t0cfro8TMkGDKbo69qIpZgmsWQLxO2JZiJtSzCVf6CK31+F7zE9RIA04bZiTE5ECSARAv1iSTJ+t3tX1851yT1MtN/jDnG+QX46vTdlpqWQqJc9z3uEEbQA+fDDDzn99NM9xEd/fz+33XYbGRkZvP766yxYsIC3336byy+/nF//+tc89dRTgxzxyMa9NaP+y8+o+d8qAIxJyZx07c1IXs5JqhDYFYfTqU5G7+b3YTXb+fhvO1x5CxcYOO2So8fEyXIkaKivI2vChLEuRkSIJVsgbs9YMJQQcK7X19eRnpnlJ19gEeCvencXAf4qZH9VpyR75vVX4btX9v7es72P+1VDA4W5/kOXBxYE0Vux19XVedSnRyJBC5CdO3dy6qmneqS999579PT08MADD7BkyRIAzjvvPFauXMl///vfyJY0xnB2vVg6O1j19GOu9CWXXUvqhByPvM4hunahopM1vw/Z7Su35p919LRZAMgvTydnujVmxEecOOOFoITBEC0DrjySryBwrfu8nfuvsJ2TTXrm0pY83vj9vu0HEBZ+Ev3ni3zFL0kSchQLijihE7QA6ejoYOLEiR5pH374IZIkccYZZ3ikz58/n2effTYyJYxBnF0vMvDhU3/G3KP5a5Qt/BqVx5zgm1/gmO9Fa/1w9/vYv72NHf87BGhxLY7/fhWyyT4KVoweU6dNG+siRIxYsgXGhz2hCIOKqdNQVOEuB3z2cRcG3n4AQ1Xi3l0C3qLAvyAIIDAG6cuXJIlZM2dg0o+cb9ZoM3369LEuQkSJNXvCIWgBUlhYyO7duz3SPvroIzIyMvxeyFiJcR9pVCGwqioIiR0fvceejWsBSErP4IQrl/q8OTgnplOFNsGcu9+Htd/OJy8OTP636LtlpGUnUl9XS0pK6ugYNAo0NzXFjD2xZAsMz57wWwx8hYG3D8HgXQf+hYEEtLQ0kppW7qryvVsKhjzOEA5+o9kl0NjYSGpq7DxrcXtij6AFyHHHHcfTTz/NtddeS1FRER9++CEbN27kkksu8flSbd68meLi4ogXdrzjinaqCnpamvj0heWubSdefSOJaek++9gVFauiYvTy+wD44vVaetu1rpeCqRlMO6YAgPa2NoihKPmxZM94s8VdJAj3T8dKW1sbJaWBWwwCdiM4VoIVBu77j6Qw6O7oiJlWg7a2trEuQkSJ2xN7hDQK5o033qCsrIyioiL27dtHUlIS99xzj0c+u93O66+/zjnnnBPxwo53XBPNCZUPnngYm7kfgOknfJ3Seb4BaRRVay3RyWDUefp97Nt6mJ2fNwJaMK/jLq5CcswrYjAYRsGa0SOW7BlpW/wJBteyT8gBT9ng3bXg263gVvE7hIHRYECWR14YjBbxZy16idsTewQdih00r92HHnqI+vp6SkpKuPnmm326Xz799FN++9vfctddd3HUUUdFvMCRZrRCsatCYLZro142/ecNPntxBQCpOblceP+fMHp1WQkhMNsVrKogSS9jcAtIZumz8dpvvqSv0wrAsRdVUvW1ghEre5yRJVKiwZngTzCAVtl7+x64+x0Mth/e+8WdAePEiTNMQhIgschoCBBntFObKug6sI+X774V1W4HSeK7d/2Gwmkzffaxqyq9VjsmvYxRr/OoEj56fju7VjcBUDQtk9NumO1RIaxfu4Z5C2InxG802DOYv4K/2AeBuiQ2r1vL7PkLgKFbGSB40eC+lz/BACMjGlavXs3ixYsjftyxIpbsiSVbIG5PLBKxUOz79u3j0KFDlJeXk5WVNfQORxDOmWslxc57f3lIEx/A3G+e5Vd8qEJgtqnodTIGL/GxZ3OrS3wYE3Ucd9FUn4ol1iRlMPZESiAMNvQxFH8Fyet/l2CQNGfiYFoZYGREQ5w4ceJEA0ELkNWrV/Puu+9yww03eARPOXjwIBdeeCGffvopALIsc8stt/D73/8+8qUdh7hPNPflP1+hdU8DAFlFk1h8zsU++YUQWOwKqqSSpDd4+H2Ye2x8+vedrvWjzi4nOdPkc4ycAMF6xhNCCFQ08TEhJ0cL2kb4AsEZ6thbIITiszDUsMdgyM/LQx8jM2AC5MbAs+ZOLNkTS7ZA3J5YJGgB8thjj7F69Wp+/vOfe6RfeumlfPLJJyxZsoQFCxbw/vvv88c//pEZM2ZwxRVXRLzA4wnXRHMIWut2su6tfwAg63R8femt6I1Gn33sqjbs1qTzHHIL8Pk/dtHfpfl9FM/IomKx/7ke0vyMpolmhNBGUQgBqkNeaHpAQi9DZno6CTrZp6ti4H9c+7gTjS0J6enj694MRdye6CWWbIG4PbFI0K9iX3zxBaeffrpHWk1NDR988AHf/OY3+fDDD3nwwQdZs2YNs2fPZvny5QGOdORgV7WuF2G28P5f/ogQ2lv8ou9dSM5k37GYqhCYFQWDrHW9uNOwsYW6tc2ANsfLsRf6dr04qavdFWFLIocQAlUIbVZfVcWmqtjRBIgsg1GWMOl1JOp1JOplEvQ6GurrMOhkbf4b15+EXpbQuf3Jkuef5PYXLezaFb33Jhzi9kQvsWQLxO2JRYIWIIcOHWLq1KkeaW+//TaSJHH99de70gwGAxdeeCFfffVV5Eo5DnENoZUkPv/7s3Q2adFK88oqmXfm2X73sdgUhIAEg6ffR3+3lf+5db0cfW45yRkJI2tAhBBCuHxgbKqK3dG1IsmglyVMeplEnSY2THodRr0OvTwgIOLEiRMnTmwSdBeMwWDAbvcM8f2///0PgGOOOcYjPTc3F7PZHIHijU/cJ5rb99UGtrz/fwDojUZOWXorss430JFNUbEiSDToPPw+AD57dRfmHhsAJbMnUL4wb9DzV1ROHXT7SDFUV4rsmMPGObIjWIFRVVU1coUeZWLJFojbE83Eki0QtycWCboFpKKigg8++MC13t/fz6pVq5g3bx6ZmZkeeRsbG8nLG7ySjGWcE83Z+nr54Mk/udK/duEVZE4s9MmvqipmRcEoSRi9HBTr1zfTsL4FgIQkPcdcUDlkxd3WdjgCVgyOv64Uxa0rJUEn+3SlGGTZ1VUSSutGa2vryBkyysSSLRC3J5qJJVsgbk8sErQAueGGG3jjjTdYunQpzz//POeffz4dHR1ceeWVPnlXrlzJjBkzIlrQ8YJzojmdJPHJs0/S266F2y2eWc2sU073u49FVZGBBL3n7ejrsvK/lwe6Xr52XgVJaUN3vRwegQfbXWzYHV0pTrFhcHSlmNy6Ugw6OWJdKbH0RY0lWyBuTzQTS7ZA3J5YJGgBcskll3DDDTfw5JNPctlll/Hvf/+bSy65hKVLl3rk2759u8sxNVweffRRJk+ejMlkYvHixaxZsyZg3meeecbD2VCSJEwm36Gpo4Fwm2iubvX/2PnZRwAkJCVz8rU3I/kZfmlTVBQVjAYdsiR7HOt/L+/E0qt1e02uzmbK/OCGben8dPGEaoeH34aqjeRx+m0k6GUS9TpNdLj8NrTWjZHw25BjaNhqLNkCcXuimViyBeL2xCIhR0Jtbm6moaGBkpIS8vN9h4E2NTWxf/9+pk6dSkpKSsgFevnll7n00kt5/PHHWbx4McuWLePVV1+lpqbG77jpZ555hltuuYWamoFZYSVJCroLKJKRUC12BZsqsHS089KdN2Pp6Qbg6zf8iKnHLPHJr6gqZruCTidh0nm649StbeLDZ7YDYEoxcPZdC0lM9R22O1wG89vQSSDLUlh+G3HixIkTJzhGKyD5SJ5FDqNuCDkSam5u7qABVPLy8obl//HQQw9xzTXXuGKIPP7447z99ts8/fTT3HHHHX73kSTJrxgaTbTWAoEMfPjUn13io3zxMVR+7Xif/MIxMR0SJMieLRZ9nRY+e2VgiNYx51eGJD42rl9H9bz5fs/pFBvC4a+BBDISsgx6JM1RNMrExpdffsnChQvHuhgRIZZsgbg90Uws2SKEYO3atSxYsMD/9iH3H2L7EEcTAVacwiHQ4f2lO9M2rV/HnHnzRy1y9dCnCb8gEhJJhtBb3oMSIPv27aO4uDjkg4e6r9VqZd26ddx5552uNFmWOeWUU/j8888D7tfT00NJSQmqqjJv3jzuv//+gD4oFosFi8XiWu/q6grSksCojoBjMhLbV73Lnk3rAEjKyGTJFUv9VuR2VUUgSNDpPLYLIfj0pZ1Y+rSulynzcymdmxNSeRRFcR1LxfNLIkkSWkwvLXaGhKQJjigRG/5QHVFQY4FYsgXi9kQzwdgy2Jt3wEo1wAb/Uyr6ToUQqNIerLIWAqx2hX67r01DiQd/ZQDPQIX+9gple6Atg/2qKoqKUIfIFMRxgmWoY/hOLhE89jBVVFACpLy8nIsvvpjrr7+eRYuCmxTss88+4/HHH+eVV14Jekhua2sriqL4tKDk5eWxY8cOv/tMnTqVp59+mtmzZ9PZ2cnvf/97vva1r7F161aKiop88j/wwAPcd999Pulr164lOTmZefPmsX37dvr7+0lNTaW0tJTNmzcDuETOvn37AKiurmbXrl10dfdgSkoiLz2Nj5/7q+uY8875Ptsc5Z4xcxb79u6hq6uLBJOJyZVT2b5pI7IkMXFiAQmmBHY3NHC4zs7er7Rop3oTZM6wIIRg/dovHdcin+SUZOrr6jT7q6bR0txEW1sber2e2dVz6evvY+2Xq5mQnUN6RiYNtbuQJJhaOZX29jZaW1uRZZmFCxeydu1aFEVhwoQJ5Obmsn271u1TUVFBV1cXTU3avDOLFy9m/fr12Gw2MjMzKSgoYOvWrQCUlZXR19fHoUNarJMFCxbw1VdfYTabSU9PZ9KkSWzZsgWAyZMnY7fb2b9/v3aN5s1jx44d9PX1kZKSQllZGZs2bQJg0qRJAPT29rJ69WrmzJlDXV0dPT09JCUlUVVVxfr16wEoKipCr9eze/duAGbNmsXevXvp7OzEZDIxc+ZM1q5dC8DEiRNJSkqiznENZ8yYwcGDB2lvb8dgMDBv3jxWr17tevbS0tJcQYOmTZtGc3Mzhw8fRqfTsWDBAr788ktUVSUnJ4esrCxXd2BlZSXt7e20tLQgSRKLFi2iv7+f1atXk5WVRV5enut6l5eX09PTQ2NjIwCLFi1i48aNWK1WMjIyKCoqcsXWmTJlCmazmYMHDwIwf/58tm7ditlsJi0tjcmTJ3s8s4qiuK733Llz2blzJ729vaSkpFBeXs7GjRsBKC4uRpZl9uzZA8Ds2bNpaGigu7ubxMREpk2b5rrehYWFGI1G172ZNWsW+/bto6Ojg4SEBGbPns2XX2rPbH5+PsnJya7rPX36dBobG2lra/O53rm5uaSnp7uud1VVFa2trR7PrPN6Z2dnk52d7fptqKiooLOzk+bmZp9nNisri/z8fLZt2+Z6Znt7e13Xe+HChWzevJne3l5qamooLi52PbOlpaVYrVYOHDjgemZD+Y2ora2lp6eH5ORkKisr2bBhg+uZ1el0rmd29uzZ7Nmzh87OTu16T5/O+nXay8zEggJMCSYaGuq153DGTA4e2O+63jNnz2ad43rn5uaRnJJCT08Pn33+BVOrqmhubqbd+Rsxdy4b1q5FCMGE7BzSMjKodwQvLKuopKO9jcOO6z173jy2bNiAotjJzJpAVnY2dTu157tkShm93T20tmi/EXPmL2Tb5k3YbFbSMzLJy5/Izh3a9Z40eQpmcz/NjdpvxKzqeezcvg2LxUxqWjqFRZPYsU17vosnlWC32zl0ULveM2dXU1+7k/6+Xnbt2E5J6RS2bdGud2GR9nJ7YL92vWfMms3uhnp6e3pITEqivKKSLZs2Oq5hIQaDgb17tOs9feZM9u/bR5fjN6Jq+gw2rteud/7EiZgSE9ldr13vqunTaTx0iI72doxGI7PmVLPuS803MTcvj5SUVOrragGonFpFa2sLbYcPo9frmTN3HhvWrXU8szlkZGVSu3Mn5r4+ero66ehop7WlBVmSmLtgIZs2rMdut5OVlUVObh41O7TfiCllZfT29NLUpD2z8xYsZOuWzVgsFjIyMphYUMj2bdpv8uTSUixmC4cOab8R1fPmUeN4ZtPS0iieVMLWr7a4rreqKhxw/EbMmlNNXe0u+np7SU5JYUpZGVscv8mFRcXIssS+vXtd13vv7gZKwwz9EJQPyJo1a7j77rt5//33KSkp4aSTTmLevHmUlpaSmZmJEIL29nYaGhpYu3YtH3zwAQcOHODEE0/k/vvvD1q0HDx4kMLCQj777DOOPvpoV/rtt9/ORx995PqRGgybzca0adO48MIL+dWvfuWz3V8LSHFxcdg+IHZVxWJXkYTKG7++i0M7tYdl+omnctLVN/rkV4XApqgggUGWPfrNejssvPabNVj7tRaMr187k5LZ2T7HGKo8fd1dZGVmxozfRmdnZ8yELY4lWyD27Ono6PCwx+ct3c+vpd+JDd3e9v1OjOhYDvp4jgV/cyF5H9eZ1t3VSWpahkeaDxKDbg+YPga/KV2dnaTF0LMWS/bYVJUUY+hz2wa1x6JFi/jvf//Lxo0bWbFiBW+++SYrVqwABh5Ep44pLi7mrLPO4sorr6S6ujqkwmRnZ6PT6Vxv3U6ampqC9vEwGAzMnTuX2tpav9sTEhJISIhMFFH3ieY2/d+bLvGRlpPHsRf7Dk8WQri6XnSOcOHu2z55scYlPsoX5oUsPlSh/ULV7dpJzlFHDcOy6GLHjh0xM211LNkC0WGP+zuURwUv3NPc/heewsD9c+v2HcxdMOA3MZi4CEUMONd8qm0/AkDynxNJDq3Sr9+1i/kLg3v5Gw/s2lkTtyfGCEmyVFdX8/DDD/Pwww9z8OBBduzYweHDWtCrCRMmUFVVRUFBQdiFMRqNzJ8/n5UrV3LWWWcBWj/mypUrufFG39YEfyiKwpYtW4Y1DDgYhKMlQ0XQuX8PX/zjb9oGSeKU63+IMTHJt2xCIDmcPvWS5xCsnV80sn+bFjMkKc3IUeeUh1wmRQgMIzQUNk6cSDKUaBhIF0OKhsH2cRcJ3svOJe9vy1BiIFQhECdOHP+E3mbioKCgYFhiIxC33XYbl112GQsWLGDRokUsW7aM3t5e16iYSy+9lMLCQh544AEAfvnLX3LUUUdRXl5OR0cHDz74IHv27OHqq6+OeNncsTtGsUh2O+/95Y+ojjD1c795FgVVvg6winMOFCGh8wrO1dNm5ovXBlpsjr2wElOyIaTyqEIgSRIGnUxFRUV4RkUpsWRPLNji7kRYXlGBonqLCf+tDUOJBvd9nGIhKNHgNkuyu2AIRyiUl1eENZwwGikrH//Pmjtxe2KPsAXISHH++efT0tLCz3/+cxobG6muruadd95xOabu3bvXI4BLe3s711xzDY2NjWRmZjJ//nw+++wzpk+fPmJlVFSt60WWJNb88+8c3rsbgKyiEo469/s++YUQqKqKLIGQtNEn7ts+ebEGm1nreqlYnM+kWaF1vYAmcIyOyKOdnZ1kZWWFZ1wUEkv2RKst3iMTtKHaWooAhDogIoTb9ta2dhJS04JobQhONMDYtjB0dXWS4TW1xHgllmyBuD2xSNQJEIAbb7wxYJfLqlWrPNb/+Mc/8sc//nEUSqUxMNGcoLm2hvX/eh0AWafn60tvRWcw+ORXhCZWVAR6r7ermv8d4sCOdgCSMowcdXZZyGVSVO34ep0mzJqbmyktLQ3HvKgkluwZTVsGFRVeLRPORgz37e54iwing/PhlhZKSibHTLdES3Mzk0omj3UxIkIs2QJxe2KRqBQg0YxzojnVYub9x/+IENq49EVnX0jO5Ck++TXx4WhOFrJH10v34X5W/7POtX7cRVNJSAqt60WL9SFI0Mkx03QcJzDuosLbyVIIhyMy3qLCkebuPCk0EeESFc4RU46UYAWFFOUxZEIlhkyJKVtgZO1RFAW73RY4+MkIIElgifZZ4yXQ6w3Dnt4j4OFDDcUea4QSil1RBWZFQUbi4xV/4auV7wCQX1HF9+55ANnrJilCizcqC1AAvZvvh1AF//nzJg7u7ABg6tcmctxFoY+lVlThmn02liqCIwn/omJANKhuzpfuosLfiAyPlgo3UQGxJRTixIkEQghampvo7uwY66JENanpGeTk5g3UXwiPllWbopJuCu3lGeItIEEz0PUisW/zepf40CckcMr1P/QRH87p6vWyhIJAh6fj6fZPD7rER0pmAou/G3rXi3AIHL3sGU11/fr1zJs3Lwwro5PxbI9n+HvYuGE9c6rnukSFt+jQWso8HTA9fCQcokIehqNlJNm8cQOzq+eOaRkiSSzZE0u2wMjYo4mPTnJyc0lKShpVkW7u78eUmDhq5wsVZzdtf18fLS3NKKpKVm6ex++Zs+XVrqpAXICMGFZH14u9t4eVf33ElX7MRVeQke87GsguBHrJ8XYrtEndnHS19LPmDbeul4unYkwM/VYoQqCTtUnj3LHZbCEfK5qJZnvcBQY4RIRbq4UqPFsrLFYrFkWNalERCtF8b8IhluyJJVsg8vYoikJ3Zwc5ublMmDAhoscOBlVRxnDmdo81P0sDmBJNCATNzS2kZWYj63QDQS4d3bV2JbwpDMISIL/85S8H3S5JEiaTiaKiIo4//ngKCwvDKly0YFcFNqEFD/vg2Sfo69DidUyaPZeZJ5/uN79O1uZYsSqejqdCFXz8wg7sVu2GTTuugMKq0EdFOIOOGWTfrpdoHGUxHMbSHo/YEyKQwNDSJTefDMkhL5xxX0ATFllZEzDE0DTcmTH2rMWSPbFkC0TeHrtdEzRJSb4xm0YDnT7y7/++DhXeofSCQ/JaSkpKRpJaEKqCzhC5cod1pHvvvdcnAqoT73SdTsc111zDn//8Z4/hs+MF10RzQqJ29Sfs+vwTABKSkjnpmpt9Kn9NGAj0kuyYHdez62XrRwdorOsEIGWCiUVn+TquBoMz6JjOz9vyWM8MHGlG0h5v/wtna4WqDggMbbumNNyHlkqOpguZ4B03c4cxU3Q0ErcneoklW2AE7HH6T42Rb5QhRAESSqvFYEhu/we9j+saRdZlNCxFsH//fmbPns1ll13GunXr6OzspLOzk7Vr13LppZdSXV3Nzp07Wb9+PRdffDFPPPEE999/f0QLPhq4op0KQX9nGx+teNy1bckV15OSNcEnvyIEBklCdfiAuAuEzqY+vnyr3rV+/MVTMSSErgHdg475wznhVqwwXHuc/jiKKrTWLFXFalcw2xXMikq/XaXfrtBvVzDbtbl97KrAOZmoBOiQ0MsyBsefXpYd3V9a7JVgf8RqHJPPxQpxe6KXWLIFYs8e5yStmq+F+59w/Wa5/3n+G4jJ48RjFNsg/yIzt25kCEuA3HDDDVRVVfH0008zd+5cUlNTSU1NZd68eaxYsYKKigruuOMOqqureeaZZzjttNN47rnnIl32EUcRWoWlAz548k9YensAqDjqOCq/tsQnv93RKiFLkqvLxomqCj762w4Um1arTV9SSEFleEFoNJFDfNitA2+BYXcIDItDVHgKDAWLXcXmEBhCHRAYhggIjDhx4sTxh7fA0FpYvYWF8BEWMLSweO3Vf/Dds75LyaRJpKWmMH/eXFY8/bRPD0W0EVYXzAcffMDvfve7gNuXLFnCHXfc4Vr/5je/yY9//ONwTjVmuE80t+2Dd9i7eQMASRlZHH/5dT75XcHAZEkL0S4kD8fTrz7cT3N9FwBp2SYWfjvMrhevoGP+KCsLfURNNFNWVjYQ32IIPwxnRE4NLz+MKIhZUToltu5N3J7oJZZsgfFnz0DdL/x2XBiNCT6+FkMc0SOqoHA7yR//+BCTS0r43W9/S86EbN5f+T7XXXct+/bs5p6f3eW2r7Mr2W3d9SECfqoWK6K/n74PPsBmtiBUBRQVVAVUFd255wd7WTwIS4AkJCSwevVqrr/+er/bv/jiC4xGo2vdbreTkpISVgHHAveul97mRj598WnXtpOvuYnEVM94IaoQCElg0ulQVK353t3xtKOxl3X/cnS9SHD896swJIQe2CXYoGO9vb1kZ4cezj1acH87UFRBe1cPiemZuH8BvR09Qw2gNVb09fWSNQYe9yNF3J7oJVZsEaqKsNnobW0hXa8HRUEoCtjt2qeiIOx2V7r7MoodYXfkUexgH0i3IqEWTETp7ETp63OrdJ1/zopaeG3zXPaXRwy2D2h5VIHNNWfBQB7hLQIc+Qfj1QcfJNstrPuxl11GS0MDy5Yt4/Zzzx22/6WiqqgdHXQ9vAz50CGf7RNGU4BceOGFPProo0yYMIGlS5e6Qks3NDTw2GOP8cILL/CDH/zAlf/DDz8c0blZIo1zojlZqLz/+DLsFgsAM076BiXV8z3yOv0+jI6KzybwmGxOVVQ+en4Hil17gGaeUER+eUZY5VIF6GXJJ5y7N42NjZSUlIR1jrFC60ZxiA7Hn2OgD81NjRQVF48LgTEUTY2NFBVPGutiRIy4PdFLOLYIVUVYra4/bFaE1TaQZnMs25x53Lc597F5brNZ3Y5pcx0Hj3S3Y3ut45joE2BPBK+POnEi6t13oRgN2MdogESkOkiy/cwpM2faNFa89hq9/f2kJidH6EyRJSwB8rvf/Y6mpiYeeugh/vjHP7rUlaqqCCE4++yzXV00ZrOZ+fPn87WvfS1ypR5B3Cea2/jvN2jctQOAtNx8jrn4Cp/8Tr8PretFs99dbW75YD8te7oBSM9NZMGZ4c0DMhB0LHYinqoO0aGoKooA1aH6ZTS/C2cXlkTc3yXOkYWw2RAWC6q5H9Fv1pb7+xFmM8JiRvSbUQMsC3M/qtlM8sGDNKY+71mZO0WAv8rfZvOo7ONEGMnhAOpsthVuMX+kAJ+uWRs9P6UA6e6fn3/1FYX5+aQ7w2C4HVMaYl/vT9luQ7ZYSL1+KQa7HUnWgU4GWYc0iDvAkJdkOKHYN2zYwDvvvMOePZouLSkp4bTTThtXUSvdQ7GnpqZiUVQUVdCxbw+v3PMjVMUOksTZ9zzAxKmerTiKqr2im/QyqhBY7KpH60f7oV7++du1qHaBJMEZt84lb0p6WOW0qyo6WQoq5LqqqlE55NnZyiHQnEUVh0OW9n2UtOGsfmyLVnvCIZZsgSPLHiGEVlk7RIFqNmuCwPE3sN6PMFsc685lh3joN6NaAu03sHxECQFJQjIatT+DEQwGJKNhIM2VrkfS65F0OtDpkfQ60OmQdHrtU6/zvy1Aui0pkfYppZQUFWFKSPCo/L+7YiMtvdZABQ4jyTeDQAwEI/QiO9XImz84drCrNiiffvopJ514Ag/+/vfccssPwz6OE7PZzO7dDeQXTcKY4Bs8rd9mJzcl9KBqw4ooMnfuXObOnTucQ0QVzonmJLud9/7ykCY+gHlnfM9HfKhCoDr8PgCXw6pH18tz21EdXS+zTi4OW3wMFnTMH5s3b6a6ujqsc0Ua4d7KgcNfRmgKXpYIqvLatnULM2fNGfnCjgKxZAtEvz3CZkPt6UHt7kLt7kHt7kZxLXehdnejdnWj9nSj9vTQ3dxMkl6PsFg0QdDf71oWZvOQffFRj07nqNAN2p+jgsdRybsqfrdtWrr7NqdI8E332ddoAIPRS0wYBvYzGEGvD+p37astmyL2rAkE/f1mOvbtQU5LQ/KKSNrSZ6OpO5AAiW7279/PRRdewAknnshNN9081sUZlGGHNOvp6aG9vd3vcJ9Jk8ZPX6riFu30i9df4vA+rVVnQnEJi8++yCOvu9+HXpaw2BVUITwiXG56by+t+7Rhuxn5Scz71uTwyzZI0DF/WBw+K2OFc9y64tbKISSQhTasNVQ/Dot5bO2JJLFkC4ysPUIIreuhu9vtb0BIqN1dLvGgeOQZ+BP9/SGdUweM6h2SZSSTCclkQnZ8ei4nIpkSkE2JjnXPZcmUqOVNNCElOPZLTERKSGBrzQ5mLVzoJiCMWkvAOCXcZ80VXNDh+Kmi+dNZVMWxfQBni0ROakLA1olIIYSKJPl/ActONfpNH4qOjg7O+NY3mTBhAq+++o+ob50MS4CYzWbuu+8+li9fzuHDhwPmUxQl7IKNNjZVxSigcdd21v/7dQBknZ6vL70NncFzkh072iRzBp3sIVycHN7fw4b/aAJGkmHJJVXoDeF98YcKOuaPjIyMsM4VLoM5kMrucTTC/D6nj7I9I0ks2QKD2yOEQPT1oXZ1OVoeBhES3d2erRLdPSjdXTBW85kYDF6CINFR4ZsclX6CQxx4iYJEE3KCyXM50SEkEhKQncsOkYHBMGI+XamKHX12zogceywI5rvjiqPh8CkTzpcg1+gSHNGpQe+KCSr5iI3hdH8Ei8ViJsFPd0a49Pf38+1vn0lnZyef/u8z0tPDa3EfTcISIDfccAPPPvssZ511FscddxyZfjxwxxt2VaCY+3n/L390NbMuPvdisks8nUadcTiMDkFgU1WPmB+KXeXjF3agKtoxZp8yiZwSz2G7oeBsaQnFCbO4uDjs8wVLsA6kkaCgsChixxprxpstwmpF6epE7exE7exC6erSBEVnJ0pXFyntbTSbzVpLhFM89PRoeXp6cIWTHUWkpCTk1NSBv5RUdGnO9TTk1BSv5TTHegpmAcmZmUgjME/HaDPenrWh8GeP6hAWAoHqat1wDo91iAtJCzTo3fI61s78BkN4rRz+sNvtXHD++ezYvp1VH308buZfC+tb9vrrr3P11VfzxBNPRLo8Y4aMxGcvPUNXSxMA+RVVzP3WWR55VEccDpMjDofVrvjE/Nj47h4O79e6XjInJjPv9MlhlymYoGP+2LJlC4sXLw77vP5wj83hdCB1CjVJktCP4BDZ7Vu/Yv7CRSNy7NFmLGwRNhtql694ULs6tfRO7dP5pzjyqF1dmt/DaCJJnuLB+y8lFTktFV1qGnJKCnJaqpuASEVOSRmWeKj5cg3zc2Kj1SCWvjeg2VO9YKHWmuHWlaI6HNnB6VsW2RegkcJi7icxKTLDY2/8wQ28/fa/efD3v6erq4svvvjCtW3u3LkkJCRE5DyRJqxvqiRJ42qkSzDs27yBrR+8C4AhwcTXl96KLA90m7jmeZG1OUFUIbAJPMJ0t+7rZuO7ewFH18ulVegM4fXBBRt0bCSJhANpnMggFEVrXejs1FokurocLRJay4RLPLjERKdLcIi+vtErqF6PnJaGzksw+Cy7tT7oHK0PcmoaUlISUvy5ioOn74aqan5lFkVxde86Wzf08akSeO+99wD4iZ+I47V19UyePHmUSxQcYQmQ73znO7z//vtcd51vSPLxyifPDbTmHHPxlaTnTfTYrgjN78Ook12RUgXarLcAik0LOCYc06dWn1ZCdnFq2OUJNuiYP5yB4cI7r6cDqXMETrgOpJGgJEq/PKEihGDShAnY9u3z0/LQ6bHu3gqhdHUhenpGrZxSYiJyWpomJByfcnr6wHJaGrr0dOS0dLoUO1nFk7T01FSkhIRxXRnEyrMG49MWZ5eK6vPSAwWTSvx2pYxXDMbIdcHU1TdE7FijSVgC5J577uG8887j2muv5brrrmPSpEno/HhXZ2VlDbuAo0V/Vwcmg4FJs+cx46TTPLYpquYIanTE4LD7Cbe+4Z3dtB/sBSCrMJnq08KPRDrcoGNWa/DDx1wOpDhFh6cDqX6YDqSRwGodI0fEEBFWK/bGRuyNh7AfPIj90CHshxodn9q6sFjoHoWySEajSywMiId0N/HgLSbSkNPT0KWla8Myg6TjwAGM46S/ORjGy7MWDOPBFsHA74/WyhF41Jxis41rcetNtE8UNxqEJUAqKioALRDZ8uXLA+YbT6NgABKSUzjp2ps8HnLnbIXOrhD3Seqc+Vr2dLHpPWfXi8SSS6ah04ffjKwI4ZqJNRwOHDhAUVFgB7TRdCCNBIcOHqBgjCs5IQRqV6cmJg4ecoiKAWFhP3QIpbU1snEi9Hp0aenI6W5iwXvdJSYcIsO5boqcd/1gRMO9iSSxZE+02qI6RYfj98c5QsXVtRvgpaf50EHyC6LPnnCx22wRdUQdj4QlQH7+85/HlBJ1csIVS0nJHJi8yd3vwykGbIoWbl3v6Ke22xRH14u2z7zTS5hQFP7Ee6pD/QcbdCwYvCd3c8bmgJF3IB0vCJsNe3PzgLA4eFBryXBbDzWmhDtSYiL6ggL6TCYyJk0aaJFwCAafro70NKTEpJj8nsU5snC1cji7d90jIDN2Xbtxxp6wBMi9994b4WKMPVMWfo2Ko4/zSHP3+5AkCUUV2IXwcApd/3+76WjUnPyyi1OYc+rwgq8pCAxS8EHH/DFv3jwPB1LVYYv7W4ZuHDn6zZk7fIdntbvbJSZsbq0WWldJI0pL87CGjOpyctAXFKDPn4h+ouOvYGBZTkvXuu/sdvQxMMTTSSTuTTQRS/aMlS3ezqO+razhObBPnxM7UbcBTIlJY12EMSd2fgmHydEXek40p83zIrlaIoQQ2FRV+xI5xEFzQydb3t8HgKyXOP6SKuRhTMyjDScLLeiYN0IIvtq6jakzZmoOpGhf+vH8lrFzx3amz5wVcLtQFJSWFs9WC4ewcAqO4ThxSiaTJiTyfYWFfmIB+ry8oP0mhrJlvBG3J3oZTVuEW7eK5wtP5FpZ63fuoHL6zIiUNxqwWMyYTIljXYwxJSgB8stf/hJJkrjrrruQZZlf/vKXQ+4jSRL33HPPsAs4WphSBkasCDe/D2dLhN0R/8LpeGq3OrpeHF3+8785mayC8LteAEc499CCjnmjCOjr70Midoan9be3Y62rdWu1cHw6nT2bmmAY/ka6rAnoJ+ZrLRjuwsLZepGZGbHr2D+MbpxoJG5P9DKStjgFhzMAWCSmXBgKcwzdGwAxBkH6oo2gBMi9996LJEn89Kc/xWg0BtUFM94EiBMhtG4Wd78PVQhsivCI+bH23w10NmtfiJySVGadPLzoo86RNqEGHfM9jkpKSuq4n75eaWujY8XT9Lz5Fplth9kf7oEMBjdR4SksDAUF6PLyRs1hEyA1Nfyh2dFI3J7oJdK2hOs8GimSY+jeAB5xpsYLQgg6LO0c6NnPge79HOjZx4Ge/fxo/s/DOl5QAkT1Umre67GEt9+HM+aH+2RzjXUdfPWhViXqItD1EqmgY8Lh4DVpcvhxQMYapb2djmdW0PXii0E5fcoZGT7Cwr2LRJc1IaoCW43ne+OPuD3Ry3Bt8R4iO9bOo0WTJo/auUaDSMYBiSQCgV21YVVs2FQrVtVKf38/h/tb+dl7P6O+t85nnxEVIEcKip9p7xWvrhebReHjF2pcUyjOP6OUzPzhhdNVBejCDDrmWX7tB2L7V1vGXQhmpaODzmeeofPFv3lE7pSMRqylpWRWTvX0vXD4Y8hJ48uRa+uWzePu3gxG3J7oJVRbRsp5NFLUbN3C7PkLx+z8kSaSodhDRRUqNtUhMBSr41Nbt6k2nxglqk3L32+LbFTluABxoDUnCoz6Ab8PfzE/1v6rnq4W7c08tzSNmScNr+vF6W9ijMCwW2UctkwpnR10PvssnX/7G6K3d2CDwUDaueeScdXVbNq7h6kxUinEiRNNjIbzaJyxQREKNkVrwbApNu3TITjsqj3k40lI5CblUpQ5icKUIgpTih2f4U96GJYAEULw5JNPsnz5curr62lvb/ctrGPI4XhBxTf0uXfXy6FdHWxddQAAnUFmyferhh20a7hBx5w4u19kSaJ40vCGAo8GSlcXnc89R+cLz3uOUDEYSDv7bDKuvgZ9fj4AxYgARxl/jId7Ewpxe6IXf7YEdB4l+kfLFRTHzr2B4XfBaF0ldrdWDJurNaO9s4Mzjv4WTYea+Pt7f2dmdXCjhyRJwigbMeiMGGWD49OIahXIyToePvFxjAm+PnP9tvDq+rAEyO23385DDz1EdXU13//+98nMzAzr5NGEXtaGv7q6XhwxP1wByCx2Pn5hhyv/wm+Xkp43vOZ/p9d4JIKOOX9IZElCVaO3wla7u+l8/nk6n38OtdstKLleT+r3zibzmmvQT/Schyea7QmVWLIF4vZEM05bnM6jQlWxD+Y8GuXEmu9hMEGThaOrxF8rhr+uEid/+cNjARsAdLIOg2zEqDNikA0egkMv6/HnRWxWRmZW7LAEyLPPPsvZZ5/NK6+8EunyjBlGecAB1F/MjzVv1NN9WLsJ+WXpzFgSfrOTE3sEgo45cXa/SJLEgf37yPeqxMcataeHzheep/O551C7ugY26PWknnUWGddeh6GgwO++0WhPuMSSLRC3JxpxTui2f/9eMnNzUQQwTlo5BqPxwH5y88f3vXHHbrNiMBhQhYJVtbl1l1ixOloz7Gro8/nU76rn70//nZ/9+i7uvvUuMk1ZFKYUYXAIDp0UPaNvwhIg/f39nHLKKZEuy5jiLgK8Y34cqGln+ycHAdAbZY77/tRhf4FVhze5PgJOXe7dL9GG2ttL5wsv0PnsM57CQ6cj9TtnkXHttRgGmbcmTpw4gXF3HBWqcPhxAM5JJlXG3Hk0joYiFMx2M2alH4tiwWzrR7EqKGroMYwkSdJaL3RGrTVDNmLQaa0Zt9xzC9dddz1HzT4agHRjBqnGtEibExHCEiAnn3wyX375Jddee22kyzPmeMf8sPbb+cS96+U7U0jPGf7IC2fQsYi0fgg8fFVmzZkz7GMOF7Wvl64XX6TjmWdQOzoGNuh0pJz5bTKvuw5DcXAOvNFgT6SIJVsgbs9o49eHAzfHUUe3iiRJTJ81JyK/L9FC1azovjfu2FUbZsWM2W7G4vi0hdiaIUs6jDqDZ3eJQ3DoZT2Sn66S1/7xD7766ite/cdrrF+/PlLmjBhhCZDHHnuM0047jfvvv5/rrruOCRMmDL3TOMBfzI/V/6yjp90CwMTKDKYfN/zZGCMVdGzgeKrHo1hfV0fVtOkROXaoqH19dP39JTpWrEB1d06WZVLOPFMTHpNKQjrmWNoTaWLJFojbM5IMtG5o/huqY9nZegqa0NAFGKmyt76O8qppo1nkEWU07ZH/egL0NAeZW7hGUTrFoIwgCRj6VVVCa7iWXCOPQIKUXMQ1H4VU5r6+Pn784x/x61//hrS06Gzx8CYsATJ16lRUVeWee+7hnnvuwWQyodN59itJkkRnZ2dYhXr00Ud58MEHaWxsZM6cOTzyyCMsWjT0MMy///3vXHjhhXznO9/hjTfeCPm8igCbW9fL/m1t1Hx2CABDgo7jLx5+10ukgo45Uf10v/QOY96TsMvR30/X3/9Ox4qnUdvaBjbIMinf/BYZ11+PcfLksI49FvaMFLFkC8TtiSSDtW6A5r8hScFPsdDXG1v3ZlTt6WlG6j4YdPZItzMJpJDH/v3mN78mLy+Py6+4YujMUUJYAuTss88eMa/pl19+mdtuu43HH3+cxYsXs2zZMk477TRqamrIzc0NuN/u3bv58Y9/zHHHHRcwz2A4HU9lR8wPS5+Nj18c6HpZ9N0yUicMf+KgSAUdcz+ee4sNQFLy6AW3Uc1mul55mc6nlqO0HR7YIEmkfPObZFy/FGPp8CIyjqY9I00s2QJxe8LF2boh3Kapd0Ydxa07ZTgOo2MV5GqkGFV7UnIdzrwC9xaOYJEkyRU/ytG24ZNHCBG4Hk0JXNf5Y8+ePfzxoYf4x2uvu178exxiuqenh56eHlJShjdX2UggiVCu6iiwePFiFi5cyJ///GdAG3pVXFzMTTfdxB133OF3H0VROP7447nyyiv55JNP6OjoCLoFpKuri/T0dFoOt2FKSXW9XXz8wg52ftEIQMHUTE6/cfawRZfmLCpI0MsRcT4FsNgVzWHW7XhWqxXjCIf5Vc1mul99lY7lT6G0tg5skCSSv/ENMq9firGsLCLnGg17RotYsgXi9gSLt7Oogvby4D46xTmNSqRe7mxWa9SG+w6HSNtjtZhp3L+XSSUlSAZJcw61mzErZiyKJSjBoZf1mPQmEnQmTDoTJr0Jg2wgmDYRIVQkKTL1wKpVqzjl5JMCbl+0eDGfffZ52Mc3m83s3t1AftGkgHFAclNCn1MrqiKhWq1W1q1bx5133ulKk2WZU045hc8/D3zxfvnLX5Kbm8tVV13FJ598Mug5LBYLFovFtd7lGJlhE4Jkh/jY+9Vhl/gwmBxdLxH4UYhU0DEn/rpfALZs2jhi4aRVi4Xuf/yDjqf+itLS4rEt+bTTyFx6A8by8oiecyTtGW1iyRaI2xMI51BYFYfgCOAsOpKjU7Zv2RRTocsjYU+PtZtdHTXsbK/hYMd+liQfi9qlIBuGvg8G2TAgNvSa4NDLhrDLYu6PXCj26upq3l/5gUfapk0b+dFtt/HYY39hwcLofA6CEiDPPfccAJdccgmSJLnWh+LSSy8NqTCtra0oikJeXp5Hel5eHjt27PC7z6effsry5cvZuHFjUOd44IEHuO+++3zSt2xYT0pyClVTZ/Phc1+50uefWUJN3Wao0yILqqrgwP59gOYxX19XR29PD0nJyZSVV7Blk1aOwqIiZFnHvr17AJg+YyZ79u2hv7ubxMREZsyYwbp16wAoKCjAZDJRX18PwMyZM9m/fz8dHR0YjUaqq6tZs2YNAPn5+aSkpFBbW4sqBKUVU+lobaGtrQ29Xs+cufPo7Oxg3ZdryM7JISMjk9pdOwEor6yko62d1tYWZFlm7vwFbNqwHrvdTtaECWRn57CzRrvOU8rK6enpprmpCYB5c6rZ8fAyDG+9hewV+Va/ZAnSBRew32Rif3sb1YrCjm1bMZvNpKWnU1RczLavtGs6qWQydruNgwe0iLKzq+dSu7OGvr4+UlJSmDyljK82bwKgyDFKprOjnXVfrmHm7Dnsrq+jp6eHpKQkyiunsnnjBu0aFhai1xvYu2e3dr1nzmT/vn10dXZiMpmomj6Djeu1650/cSKmxER2O6531fTpNB46REd7O0ajkVlzqln3pXa9c/PySElJpb6uFoDKqVW0trbQdviw63pvWLcWVVXJzs4hIyuT2p2O611RSUdHO60tLciSxNwFC+nq7GTdl2vIysoiJzePmh3bHde7jN6eXpqaNOE7b8FCtm7ZjMViISMjg4kFhWzfthWAyaWlWMwWDh3S+qir582jZvt2+vv7SUtLo3hSCVu/2gJA8aQSVFXhwP79jme2mrraXfT19pKcksKUsjK2bNrkeGaLkWWJfXv3AjBj1mz27m6g2/HMVlZNY9MGzbN+YkEhRqPBdW+mzZjJwQP76ezoIMGUwPQZs9iwbi0Aefn5JCUl01CvTWI1ddo0mpuaaG9rw2AwMLt6LuvXrkEIyMnNJS0tnbraXQBUVE6lre0wh1tb0el0VM+bz8b161AUhQnZ2WRlTWDXzhoAysor6OrqpKW5GUmCeQsWsXnjBmw2G5lZWeTm5VGzXbvepVPK6OvrpalRu95z5y9g29YtdHa0U7trJwWFRWzfqj2zJZMnY7XaOHRQe2bnzJ3Hzh3a9U5NTaV48mS2bdmCAAqKilBVwaED+xFA5YxZ7G+op7+vl8SkJErLKti2Rbve+YVFyLLMwX3a9a6cMZOD+/bS09VFQmIi5VOnsXWjdr1zJ07EmGBi/+4G7dmaNp2mQwfp7ujAkJBA1YxZbFmvXe/svDySklPo6uxg87ovKZtaRWtLM51tbej0embMmcuWDWsRqiArO4e0jAx2O653aXklHR1ttLe2Iskys+bOZ+umDSh2OxlZE8jKzqbecb1LppTR09PD4WbtN2L2/IVs27IJu9VKWkYmufkTqd2xTXsOJ0/BbO6npVHzqZtRPY/aHduwmM2kpKVTUFTMzm3a9S6cVILdbqfJcb2nz66mvnYnXZ0d1NZsZ9LkKez4arP2HBZpvxGHHL/JVTNns3d3PX09PViNdqyZdj7d/iH7LPs4qBzkUP+AX8dE40SOKT8KfxhkAyadCZ3QY5SNpCamodoVVEUBJBINSfT39WLDik5vQKeTsTpebI0JJhS7HUWxgySRmKjlBdDp9eh0eqwWM4qioCh2FEXBbrcjAYlJSfT39yOEQK/To9PrsVi0+FNGYwKqqmK3a6NpEpOSMDvyJiaaOP744zCbnXmNKI5802dMZ+7cuZj7+1GFqgUiMxoxm7UpRQwGIyCw2bT8psRErBYLqqoiyzJGYwLm/j6sVistLS3o9QYOHdCud8W0GRzct4fCKRV+r+NQBNUFIzsidfb392M0GoNS7ZIkoSihjW8+ePAghYWFfPbZZxx99NGu9Ntvv52PPvqI1atXe+Tv7u5m9uzZPPbYY5x++ukAXH755YN2wfhrASkuLuZQSxuZGemsem47tWu0L1TR9CxOWzorIq0fNqFikAZm2Y0E/rpfABoPHSR/ov+gXqEibFa6X/8n7U8+ieKoHJ0knXwKmUuXklBVFZFzBSKS9ow1sWQLHJn2BOssGsnulHBobjwUU4G7AtkjhKClv5ma9u3sbNtBTfsOdrbvoLm/adDjTTRO5I7yOygsKSQ5McXVspGgS0AeTtdIME4NEthtNvSG8FtQhuKjVas45eST+Xz1ahYsWBDy/u5PrtYFs5v8wuKBLhi3DIoQZJhC7x4LqgWkoUFT3c6+Ued6pMnOzkan09HU5PngNDU1ke+YF8Sduro6du/ezZlnnulKc4br1ev11NTUUOblh5CQkEBCQoLf8+/Z3OoSH8ZEHcddWBmRHxD3oGOR+kEK1P0CIMvDj3QnbFa633iDjiefxH7okMe2pJNOInPpDSRMG6UhcRGwJ1qIJVsg9u0Jyll0kKGwY8loBB/z9/46WP0b6HVX+FlyrQnnsoTNrnCwdz8723ews2MHu9pr2Nmxgw6L73xk3hh1CZSnV1CRWUVlRhVTU6eS3GOgMKUYk2lw/4XB76w06GrAvVwOqmHtPiQnnnAiiuIWvn4YB9bKCgadDqPe9ztvCzNMflACpKSkZND1SGE0Gpk/fz4rV67krLPOAjRBsXLlSm688Uaf/FVVVWzZssUj7e6776a7u5uHH36Y4iADXQGYe218+lKNa/2osytIzgzdqcYfqhDoIxR0zP2Y3qNfnOzbu4dcr26sYBE2G91vvknHk09gP+g5DC3phBPIvOEHJEwf3TgJw7En2oglWyA27ZmQm+tq3dBib2hiw91ZNFpmifUWAO5rB/btJSsn15EvwP6DLTkW3K10bZN8tznX/F4VZ34/Gz1+wRwZJEmi39ZHQ1c9dR27qOuoZf2+tRy0H6TXNvRw3GR9MpVZVUzNrKIqaxpTM6soSZuMQR6o8ixmMwd69yAjISNFfiztENisWij2I5mockIFuO2227jssstYsGABixYtYtmyZfT29nKFY2zzpZdeSmFhIQ888AAmk4mZMz1n+cvIyADwSR+KdW/W09+t9YEVz5xAxeLI/KgqjqFWhggFHXMdVxUR/b4Iu52ef/2L9icex+7wF3CSeNzxZN5wA6ZZsyJ4xjhxxgb3Vg3XIEt1YJSKRVG8nEWloGe9HkwQeObzVy7PJXch4CMCfASA/8rfeYxQKv5A7+SBhIW/9EBXy18LsF21sbd7L7Xtu6jtqKWus5bajl0c6Nnv5wi+ZCRkUuUmNqqyplGYUjRkN4qrLP5HycYZBcIWII2NjSxfvpz169fT2dnpM1OhJEmsXLky5OOef/75tLS08POf/5zGxkaqq6t55513XI6pe/fuHZGmxYaNLSQak0lI0nPsBZHpehGOVooEfWSCjjkZrPsFYMbM4IWCsNvpefvftD/+OPZ9+zy2JR57LJk3/ADT7NnDKu9wCcWeaCeWbIHotcefyEDVhsGrjjRnNwoMVLFlVdNBHfhuacfQvsfOde+WAfdWAe8WAZ9vaICWAG8x4CsE/AkDf+ccWJ85cxamCPqcDRchBId6DroERl1HLbUdtezuagg6THluYi5THSLD2bKRl5QXNTaGgilx+HGlxjthCZDNmzdzwgkn0N/fz9SpU9myZQvTp0+no6ODAwcOUFZWFlL3hzc33nij3y4X0MY7D8YzzzwT9nkBjj63guQM/z4ioRLpoGMDxw3c/QJaM3LF1MEdQ4Wi0PP223Q88Ti2PXs8tiV+7Wua8KiujlSRh0Uw9owXYskWGFl73FsT3BsMnCLAPVS5K1iU24RsWrLDV8P1sis5Km2H34bbW7AE7Duwn9KKyiBbB/wLjGBaBEajwty/b++YPWsdlg43kbGLuo466jprg+o+ATDpTEzJKKM8o4LyjArK0svRHZZYMHPxCJd89LBZrSQM4XsS64QlQO644w5SUlLYuHEjSUlJ5Obm8vDDD3PSSSfx6quvsnTpUv72t79FuqwjTsmcbMoWhBaBLhDOeQGMEXQ8dTJU90uX+6yz3uVSFHr+8x86Hv8Ltt27PbYlHnW01tUyb15kChohBrNnvBFLtoCnPUMJBs9tnt0Mkr9lCbe+CsklOlQxIDxc7RRCyyJLEnok9LImDyS8Wgq9BILHsiTR19ONyY+T3XhkNJ41s72f+s56l9Co7dhFXWcdrf0tQ+8M6CQdJWkllKWXU+YQG+UZ5RSkFPp0oazbv2YkTBgzQh0lGouEJUD+97//cfvttzNp0iTaHPN+OLtgzj33XD799FN+8pOf8NFHH0WupCNMQpKeY86PTNcLRD7omJOhul8AEv007QlFoffdd2n/y1+wNdR7bDMtWkTmD24kcf78iJY1UvizZ7wyXm0Rjkrfu/XBaDJhV1WXYHD3SfCo3OWBbZLbdkmSEAiX6BBCW1IdPhlCkhyNGMLVVa+TJK1ycg51JXItCuP1/vgjkrbYVTv7u/c5BIZTbNSyv3uf40kYmvykiZRnlFOWUe5q2ShJm4xRF9zwzVi6NzA6o5SinbAEiKqqLp+MjIwMdDqdS4gAzJo1i+XLl0emhKPEou+WkZQWmTC/QgiEBIYRaP0YqvsFtEBPrrKoKr3//S/tf3kMW12dRz7TgoVk/uAHJEZplDwnU0dpuO9oEM22uESGa9ijW4uG5NaiIGujQWRZYtaMGejdWgy8Ghvc0iWP47tGmQity8SZ5uGdKZwtGI5zj8Kok2i+P6ESji1CCJr7mx0OoQNiY3dnA1bVGtQx0o3pjtaMAbFRll5GijE15PK4E0v3Bjjiu18gTAFSWlrqigUiyzKlpaW8//77nHfeeQB89tlnrtEo44WSOTkRO5YdgUHSQi1HmmBGv2xcv5558xfQ+/57WovHrl0e203z52vCY9H46E/duH59zIT7HmtbPEUAePSNSAM+ErI0IDKcbRn+gmut2/Alixcv9nt8VzhyH5Hh3t3ibAlxDHEd46GtY31/IslQtnRZutxaMzR/jbrOWrqt3UEdP0FnYkr6FIfQ0ARHeUYFE0zZI+LjEkv3BqC/ry/mJnMMlbAEyKmnnsqrr77Kb37zGwCWLl3Kj370I+rr6xFCsGrVKn70ox9FtKDjhZEIOuZ+bPsQ3S9CVTGsXcuBBx7A6ggJ7iShulrrajnqqHHpNR4nOLxFhrMlQ3L8p7UmgA7HMFPZOXOnWzfJYM+Yu8gQApui+ogM4aFroktkHGlYFAsNnfXaEFc3x9Dm/uag9pclmUmpJVpLhsMxtCy9nMKUInQxFoguzugSlgC56667uPDCC7HZbBgMBn74wx/S29vLa6+9hk6n45577uFnP/tZpMs6LlCEwBDhoGNOVKFNCR2o71Dt7ubQ9deRsmkT7o2lCXPmkHnDD0j82tfGpfCYGEOhviNlSyCRAc6WigGRIUvyQFqQIsPfeVSP4FzaObPz8rEoasyIjPH8rAkhONh7gF3tu9jVUcOWts3c/6/fsK97L6oILlJlXlLeQPdJutaiMTm9lARdZEYGDofxfG/8caQHIYMwBIgQAp1Ox4wZM1wXUJIk7r77bu6+++6IF3A8oQiBPAJBx1zHH6L7peOpp7A4JhYDSJg1S+tqOebYcSk8nCSYxv7HL1IEa4tzRIm7z4S7q18wIiOUe+7XP4MBoeE20ATnTK4SEsmJiYP6I403xsuz1mfro66zlp3tNdS272Jnh/bZa+8Nav9UYyrl6Y4hrhnlLn+NVGPaCJc8fMbLvQkWaQS+N88++yx/evhhtm/fTkpKCgsWLuS1116LWgfekAWI1WolKyuL+++/n9tvv30kyjQucQUd00U26JiTobpfhKrS/e9/a8uyTP6fHiFpyZJxLTyc7G5oYEJ25Hx0xhJ3W4IVGbI8EJFzOCLDyVCtGs5COMOOD9aiEUv3BqLPHlWoHOw5SG3HTna272RXx052te9kf8++oXcGEnQJlKZPcbVmOMVGTmLuuPttiLZ7M1ysFgt6feSCkd//m9/wu9/9jjvvvJOjjj6a1tZWPli5MqqH+4ZsfUJCAvn5+QEndDtSUR3iQD9CTc9Ddb+Yv1zjmq3WNmsWySecMCLliDM8BG4TN0luLQqyuz/G8EWGE+25Ca1VY7x2n4x3em291HU4WjU6drGzfSd1HcG3auQnTaQis5KKjEoqMyux7DfzjaO/FffTOAKoqanhvvvu440333TNDA9w9tlnj2GphiYs+XX55Zfz3HPPsXTpUtcMuUcyzqBjCSMY9nio7pfuf/3LtZzjGI0UK0ybPmOsixARFFUwddp013Pi9JmIRByLQK0azvVQWjVCIVbujZPRsMfZqrGro8blr7GrfVcIrRomyjPKqcycSnlGhePTt/ukL7s3psRHrD1rJlPkukWeWbGC0tJSD/ExHghLgMyaNYs33niDGTNmcPnllzN58mS/fUzf+973hl3A8cBIBR1zMlT3i9rfT+9//wuAlJJCR1kZE0akJGPDoYMHKKuoHOtiDAunSG1pPEh2xvDCY4fSqjHSM7fGwr1xJ9L29Np6qe3YxS5X98mukFo1JiYXOFo1KqjInEpFRgVFKcVBCYv4vYlubDYrCbrIxAJZvXo1M2fN4je//jWPPPIIHR0dLFy4kN//4Q8ew+SjjaAFyEknncRdd93FySefzIUXXuhKv+eee/zmlyQpqvueIsVIBh1zMlT3S98HKxF9fQCknHYae/v7R6QcY0VHR8dYF2HY2B2jozpDsCWUVg0ktLlNRrn7JBbujTvh2qO1ahxgl8NXw+mzEeyMriadifKMClcXSkVmpd9WjVCI35vwufDtC2jtbx3RcwjHTOn+yE7M5qVv/T3oYzU2NrJu3Tq+2rKFPz/6KElJSfy/Bx7gG6edRs3OneTmRmaKkUgTtABZtWoVV199NQAffvjhiBVovOGsWEbyd1/rfgl8Avful5Qzv02CMbaGd413fyNFHRgdFcgW4ZqlVWvdUNzWPWOFjXyrRiiM93vjTTD2+LZq7KS2Yxd99r6gzlGQXEB5ZiWVGZWuz5GIqXEk3ptI0drfSnNfcHFSogFVVenp6eGVV19ltmP28qOOOooppaU8+uc/c98vfznGJfRPWF0wS5YsiXQ5xiWqEFplMMKtH1r3i//t9pYW+j/7DAB9QQGmefOYMc6824dixqzZY12EsFGFQJUEJp0OWZKYM2eORxeKog5MrBYtrRqhMJ7vjT/c7XG2auxsr2FXxy52OT7DbdWozKykPKNi2CHJgyWW781Ik52YPWrnisT5MzMzmTBhgkt8AGRlZTF37ly2btsW6eJFjMiNAToCGcmgY06G6n7p+b+3wTGqIuXMM5FkmXVfrompkMXr13457uxxztpqVwR6WXtDMauw7ssvqV6wIKpbNUJhPN4bf3Rbu6jrqOODTe9hTrO4wpOH0qrh9NFw+WqkFvvM6DqaxMq9cTKa9oTS/REufb29EQvFPn36dOq85vpyYjabI3KOkSAkAfL6669TW1sbVF5JkgL6h8QCIx10zHWeIbpfet56y7Wccua3R7QscfyjiQ1nPA9NMCoCbKpAkgSSkFFVobVqEP2tGrFMj7Wbus466jvrqO+sp76jlvrOOlrcp48fpOU9UZ/omsm10iE0RrNVI04cf3zrjDN45pln2LhxI9XV1QAcPnyY9evX88Mf/nBMyzYYIQuQ119/Pai8sSxARjromJOhul+sO3dirakBIGH2bIyTJwOQl5c/YmUaC6LFHmegMJevRgCnUAlt5lcZMMk69G4iNT8vf9wFgBqMaLk33vRYuzWB0VmnCY6OWho664Oe/wSgMKXQzSFU60IpTCka01aNUIjWexMusWaPPoKh2M866ywWLlzIeeeey69+/WsSExP57f/7fyQkJLD0hhsidp5IE5IAefzxx6M+sMloMNJBxwbOM3j3S/e/3Fs/znQtJ6fE1gyLo22PU2i4D3X1EB4uoeG/+8TZAmLUy+i97l383kQWd6Hh+uuoC0lopBvTmZJexpSMMgoMBcwpnEt5ZgUphpQRLPnIM9b3JtLEmj26CIZil2WZf7/9NrfddhtLr78eq9XKsccdx6qPPiI/P3qFW0gCJCUlhQkTYinCROgIIVARmEYw6JiTwbpfhKLQ8/bb2opeT8o3BgLQ1NfVMT8rdu7TSNnjLTREgJDkMCA0ggng5YwLo/fzfMTvTXj02Hpo6KynztGS4RQbTX1NQR/DKTRK06cwJaOMsvQypqSXk2XKcn2X1325hurcuSNlxqgSf9aiG4vFQlIEQ7FnZ2fz3HPPRex4o0HcCTVEFAH6EQw65mSo7pf+1atRmrW3vKTjj0eXmTmi5RnP+AgNxzTyg7VohBsp1CkaDaMgUGORXlsvDa5ukwFfjaa+xqCPkWZM01o00suYkj6FKRnlTEkvY4JpQvyexIkTRcQFSAhoQccEBlk34j9kQ45+ect/9wvA1KppI1q20SYUe/w5hPpr1fAQGtLwQ6GDm2+QPrBv0JF8b9xxCg1X90mHJjpCERqpxlSX0ChLL3MIjSlMMGWHfT9j6f7Eki0Qe/aYTJGJgjqeCVqA/OIXv/AYY3wkMhpBx1znGqT7Re3rpXfl+wDIaWkkLznBY3tLcxMpqbHjle/PHvdWDXUIh1AJRmWiNbvqGJY9SOV3JNwbd/psfa7ukobOelfLRmPfoaDPkWLQhEZZRtmA4MgoG5bQCEQs3Z9YsgVizx6b3U6CLnbm6gmHkATIkcxoBB1zP5cySPdL7/srEY5w68mnfQPJa0LAtrY2SstGtIijhkDQ1tbGpCnCr0PoaM99EghFFciyhH6IrpdYujcwYE+frY+GrnpXt0mdQ3Ac6j0Y9LGcQmOKw0fD2bKRnZgzal0nsXR/YskWiD17FLsdYixabajEu2CCZDSCjjkJpfsl1av7BUAfQcem0WIwh1BJp8NiH5hXaLh+GpFGdc6GLOuGHJY9Hu+NOzbFxu6uBnZ1aOHHNxxcT+sbrSEJjWRDisMBVHMIdbZs5CTmjrmPxni/P+7Eki0Qe/aM9bMeDUhCCDF0ttilq6uL9PR0DrW0kZmR7jeP4rhEpkH69iOJ2a6gqPgd5mtvamLvKSeDEOiLiin+z3/G1YM81MgTIXB1PDmFRiSmqx8phNDCqet1EsYYak4VQtDc3+yY52QntR217Grfye6u3SjCHtQxkg0pWmuGW7dJaXoZuVEgNOLEsZjN7N+7m8mlpXF/jCEwm83sbmigaNJkEvxcK5uqkmIMXSDGlqQcAZyOhUZZGhXxMVT3S8/bb+MctpFy5pl+f8g3rP2SuQsWjmQxhyQcoRGoRWPLhrXMmrtgNIsfNIoAWZYwBDmmPxrujTd9tj7qOmtdk6rVduxiV8dOuq3dQe2frE92DW11dwgdj0IjGu9PuMSSLRB79kQyFPt4JS5AhsAZdGykQ64PnC9w94sQwiP4WOqZZwQ8xmgRSaER8BxqdDbSqUIgQUhDbkfz3nijqAr7e/axq2MXtQ6xEcrkajpJT2l6qSsUeXlGBf17ejnl6NPGndAIxFjen0gTS7ZA7NkTJy5ABmU0g445GWz0i7VmB7ZduwBIqK7GMKnEb77snJyIl2s0hEYgsrIjb89wcXa9JOjlkGLCjMS98Ue7uc0lMGo7dlHbvou6zjosSnATU+Um5moiI7OCigxtFtfJaaUYdJ7ho/fYGmJGfMDo3Z/RIJZsgdizJ9Z8WsIh7Cvw7rvvsnz5curr62lvb8fblUSSpICz840XRivomBOt+0UE7OrxdD4NPPFcRkb4QcnGUmgEIi0jY8SOHS52IcJ6NoZzb/xhVaw0dNY7hIajVaN9F4fNrUHt75wy3ik2nMsZCRlB7R9pe8aaWLInlmyB2LNHp4usAHnrrbd44P772bZtGykpKRx73HE88MADTJkyJaLniSRhXYEHH3yQO+64g7y8PBYtWsSsWbMiXa4xRzhGNuhHIeiYE637RfMp8CmP3T4Qet1gIPkbpwU8Tu2unUNOWx2NQiMQu2t3MXt+9PT9Ko6ZbcOJdhrMvfGHEIKmvkZ2te8caNXo2Mmerj0oQhlyfwmJ4tRiyjIqHBOsaUJjuJOrhWtPtBJL9sSSLRB79lgsZpL0kfEBWbVqFWd/73tccuml/OrXv+bw4cPc+4tf8I3TTmPT5s0kJiZG5DyRJiwB8vDDD3PSSSfxf//3fxgiOKNfNOEadjuK9e1g3S/9X3yOcvgwAElLlqBLzwjqmCM138mRirNbLkE39JDbcOmx9VDX4ekUWttRS48tOKfQ9IQM1zTx5RkVVGRWMiV9Con6pBEpb5w4ccaWl//+d0pKSli+fLnrpSg3N5dTTj6ZtWvXctxxx41xCf0TlgBpb2/nnHPOiVnxoTpe/0cj6Jj7OQfrfukOsvtFICitqMCmKDEjNErLK8e6CIAmPgainYZ3jPLKAVvsqp193Xtd3Sa7OnZS17GLg0HG1NDLeqaklw0IDcfnaAbucrcnFogle2LJFog9e/wNZw0Xm81Gamqqx/c+PV0LKxHNkTbCEiCLFi2ipqYm0mWJGkYz6JiTwbpf1J4e+j74AAA5PZ2k4/2rWYHApqi0Hj6MKTl13AmNQHR0tJGa7j9Gy2iiCrRZbkPoehFC0G5po7mvmaa+Jjbv2chh+TC1Hbuo76jDqlqDOk5eUj4VjtaMMofYKEkrQS+P7UtAR1s76UG2xo0HYsmeWLIFYs8exW5HF6HYQZddfjnPP/88f3nsMS66+GIOHz7MXXfdxdy5cznmmGMico6RICwB8thjj3H66aezYMECLrrookiXaUxxtkKM1rBbJ4N1v/S+9x7CrI1eSDn9dCSD0SePU3zYVEHn4cNMnhy9jkeh0t7aSnFJ6ZiWwRnt1OgW7VQVKu3mdpr7mmjqa6Kpr5Hmvia3dW3ZptqCPk+SPsljmGtFZiVl6eWkJaSNlGnDorW1hZLSsb03kSSW7IklW2B07dl9zrkorcE5coeLECLgi4wuO5vJ/3g16GMdd9xxvPb663z/4ou58cYbAaiurub//vOfiImckSAoAeJvEjq73c4ll1zC0qVLKSoq8jFSkiQ2bdoUmVKOEqMddMzJkN0vbrE/Ur79HZ/tAoHdIT50khQwhPt4RRoDezRx0UZzfxPNvU009jbSam7msLmFpt5GLb2vOSRx4Y4syRSnTnINcdXERgUTkwuG5RQ62sTasxZL9sSSLTC69iitrdibmkbtfMPls88+47JLL+Xqq6/mW2ecweHDh/nNr3/NmWecwUcffzy+nVCzsrJ8lNqECROoqKgYkUKNFaMddGzgvIG7X+yHDmL+8ksADCUlJHiNOPIRH5LErLnzR6Xco0Wk7VGFSpv5MM19zbT0ay0XLX3NrtaL5v4mWvqbsavBhRwPRKoxlbykfHKT8shz/OUnT6QsvZzS9CmY9OM//PPc+dEZoTZcYsmeWLIFRtceXXb2qJ0rEuf/4S23cOJJJ/H7P/zBlXbUUUcxuaSE559/nmuvvTbSRYwIQQmQVatWjXAxPHn00Ud58MEHaWxsZM6cOTzyyCMsWuR/+NXrr7/O/fffT21tLTabjYqKCn70ox9xySWXhHROAaMedMzJYN0v3f8OHHrdXXzI0kCrzdZNG5gxZ+7IF3yUCMUeRVVosxx2CYqmviZa+psGxEVfEy39LUHPZxKINGOaQ1jkk5uU6xAYDrGRnE9uYi5JBt9RJ5s2rGfalOnDOnc0sWnDeubMnTfWxYgYsWRPLNkCo2tPKN0f4dLf10diUmRGpm3bto1vf9tzcEJRURHZ2dnUR3E8rqgLxfbyyy9z22238fjjj7N48WKWLVvGaaedRk1NDbm5uT75s7KyuOuuu6iqqsJoNPLvf/+bK664gtzcXE47LXCsDG/UMANLDZfBul+EEPS4d7+c4TnzrV0VPuIDHNM8xxBOexRV0VouvASF+3prf2sExEU6uUm55CbmkZ2YR35yHgUpE8lNynOIjtywh7TaY+zexO2JXmLJFog9eyI5OqWkpIT1GzZ4pO3Zs4fW1lZKJk+O2HnciUT5wxIgH3/88aDbJUnCZDJRVFTExIkTQzr2Qw89xDXXXMMVV1wBwOOPP87bb7/N008/zR133OGT/4QTTvBYv+WWW3j22Wf59NNPQxIg0igPu3UyWPeLdetWbPX1AJjmz8dQVOTaZhMqVkV1dbu4k5E1YWQLPYIIIWjsPURtpxYDo76zlr1te+h6q5PW/paggm4NRroxg9ykXHIcXSI5iXma2EjKJzcxj5ykXBL1Wn+pTVXRSxLGCLaKZU0Yv/fGH3F7opdYsgVizx5dBEOxX3fdddx666388JZbOOOMMzl8+DD33/8bcnNzOe/c81xhGMKVDMIRycGuqsiqqiVKA8Eqw/WZDOsKnHDCCUH/IFdUVHDfffdx/vnnD5nXarWybt067rzzTleaLMuccsopfP7550PuL4Tggw8+oKamht/+9rd+81gsFiwWi2u9q6sLYNSDjjmxO6Jq+qP7X/9yLae4xf4YTHwAZI1x/2Ww9Nv7qXME2qrrdEyQ1rmLXltPWMfTxEXewJ+7uEjKJScxF5M+OGes4UQ7HYzsKJzXZjjE7YleYskWiCF7HCpAr9cPWxg4ufGmmzEaE3jiicd5+umnSU1N5aijjubvL79C1oQJPscP9idtQGBo8aMS9DpM+oEBJ8P9aQxLgLzzzjv89Kc/xWKxcM0111BeXg7Arl27eOqpp0hMTOTuu+9mz549PPHEE1x00UXodDrOOeecQY/b2tqKoijk5eV5pOfl5bFjx46A+3V2dlJYWIjFYkGn0/HYY4/x9a9/3W/eBx54gPvuu88nffOG9aSkpDBv3jy2b99Of38/qamplJaWsnnzZkBr5lJVlX379gHaMKfa2lp6enpITk6msrKSDY5mMOfIoD179gDaSKLdu3fT1dWFyWRixowZrF27FkUI8icWkGgysbuhAYBp02dwaO8exFtvIgOS0UhtTjbiyzVk5+ViSEziQEMDElA2tYrWlmY629rQ6fXMmDOXjV+uIS09nazsHNIyMthdq01gV1peSUdHG+2trUiyzKy589m6aQOK3U5G1gSysrOp36nFdymZUkZPTw+HmzVP8NnzF7JtyybsVitpGZnk5k+kdsc2AIonT8Fs7qel8RAAM6rnUbtjGxazmZS0dCYWFvH55o/Yb9lPl6mbhu56ajt30WprccRpHZoUXQoTUwpIESmkSqnkJuYxtWg6fYe6yNRnUVk8neSEZA7s1a535fSZHNy/j562ThL6TBRUFbF143oAcvInYjIlsm+31rpUXjWd5sZDdHW0ozcaqZo5my0b1iJLEnl5eaSkpFJfV6sdd2oVra0ttB0+jF6vZ87ceWxYtxZVVcnOziEjK5PanTu141ZU0tHRTmtLC7IkMXfBQtauWa3dm6wscnLzqNmxHYApZWX09vTS1NQIwLwFC9m6ZTMWi4WMjAwmFhSyfdtWACaXlmIxWzh0SAtYVj1vHjWOZzYtLY3iSSVs/WqLdm8mlaCqCgf2azPezppTTV3tLvp6e0lOSWFKWRlbHKPVCouKkWWJfXv3avdx1mz27m6gu7ubxMREKqumsWmDdg0nFhRiNBrYvHED6RmZTJsxk4MH9tPZ0UGCKYHpM2axYd1aAPLy80lKSqahXuuLnjptGs1NTbS3tWEwGJhdPZf1a9cgBOTk5pKWlk6d45mtqJxKW9thDre2otPpqJ43n43r16EoChOys8nKmsAuxzNbVl5BV1cnLc3NSBLMW7CIzRs3YLPZyMzKIjcvj5rt2vUunVJGX18vTY3a9Z47fwHbtm6hubGRSZNLKSgsYvvWr7TvwuTJWK02Dh08AMCcufPYuWPgN2LS5FK2btnsuN6TUFXBgf37HNd7DvV1dfT29JCUnExZeQVbNm10XO8iZFnHPsczO2PmLPbt3UNXVxeJiYlMnTaNjesd13tiAQmmBM/fiIMH6OjoICEhgRmzZrN+reasnpeXT3JKMhvWrSU9I5OpVdNoaW6ira1t4Jld+yWqEGTn5JCRkUntLsczW1lJR1s7ra0tyLLM3PkL2LRhPXa7nawJE8jOzmFnzf9v783jo6jS/f93Va/ZE/YQsgABErawBnG5oHB1EBl11FGvc2Vc5wp8HeTnNqMjKoOIOogKI86GzohXvMy4L6gooKOyb2HfA4QQEJKQPd1Vvz+6u9Jbku5Op7tTnPfr1emuqlOnnk91p+qpc57znD3O32wuVVXnKXOOFhk5upAd27bS0NBAaloaPdLT2bPLcY3I6dOHutpaSk+edP5mR7Jn107q6upITkmhV2Ymu4oc5zsrOwebrZGSE47zPXTYcA7s28vJkhNk9Mokp09firY7frO9MjMBOO68Jg8eWsCRQwepqqoiPj6e3P4D2L7VcU3umZGB0Wii+OgRp9Z+NNps1NbUoKoqVquV2poaAEwmE5Is0+B8WLVa42hsbMRutyFJEnHx8dRUVwNgNJqQDU1lLVYrNpvN0XUsScTFxVNb4yhrMBoxGIw01Ndht9uJi09Asdu07qX4hATNHoPRiMlopM6ZgsFisaAoCo2NjU1la2tRFQWDwcivfnUvt9/+3z5la2uqiY+Pp66uDkVRMBgMWCwWapxaLRYLqqrS0ODISRQfH099fT12u92jbENDPT+eOY3ZbPa4rx0+fJiBA0OLa5PUEDpyZs2axffff8+aNWswmz1zUtTV1TF+/HjGjRvH/PnzqaurY9SoUcTFxbHBOZqjOUpKSsjIyOC7775j7Nix2vqHH36YNWvWsG7dOr/7KYrCoUOHqKqqYtWqVcyZM4f33nvPp3sG/LeAZGZmUlFRQXJyZHMt2BSFOpuCyc/wsurVqzk1YzoACVddRfc/LMDmbPmQ1JaTpG3ftCFqc6fUNNZwsGI/B8ubMnseKN9Pja06oP27xXUnN60/uSn96Oscnnp23ylGjr64nS134J7tNNytHwCbNqzX1XwWQk/soictEH499XV1HC8+Qk7v3litVp9miFBaJfxdLpq7glRXV5OQ0DQXTCzPKl1XV8fhw4fp7TpXYSKkFpBly5bx+OOP+zgfAFarldtuu425c+cyf/58rFYrv/jFL5gzZ06r9Xbp0gWDwcApr/HXp06dokePHs3uJ8uy1gozbNgwdu/ezbx58/w6IBaLBYvF0qotkaCl7pcqr+6XQJ0PcLRetDeKqnCyukSbgdX1fqLqWED7mw0W+qT0pV+qI7NnboojH0ayxTfjaafcyM2C6cp22h7OBzieGvWE0BO76EkLBK/H9WytOl+e3R0qjYrSNE9WM95GMA6Fo3zg1wyr1RrTTkckCMkBqa6u9nES3Dl58iRVVU39+KmpqQFlYzObzYwcOZJVq1Zx3XXXAY7WjVWrVmnZ3QJBURSPVo5YpKXRL/bKSmq+dqZe79QJ88UX02BXA3I+AKqqqkhJ6xQ2W6sbqzlUsZ/95/Y5YjXKHS0cNbaagPbvHt+D3NT+zpejZSMzMQuDHFiGvnDraQ73bKftdWGoqjpPWqf21xIphJ7YRU9aVFXl/PlKUtLSnMvO9c6/7v6D5Fzv+hd2pTiQZMc2yblOMToe/2TJ8fJHezoIdrvdEQdyAROS+iuuuIKFCxdy0UUXcc0113hs+/DDD3nppZeYMGGCtm7r1q3kBDgUaNasWUydOpVRo0ZRWFjIwoULqa6u1kbF3H777WRkZDBv3jzAEdMxatQo+vbtS319PZ988okjJ/6rr4YiLWLYWxj9Uv3556jO/riEn/yERtmA5HwyD4Qfy06RkZkVtE2KqlBSddxtBlZHq0ZJ9fGA9rcYrPRNydWmfO/rdDaSzW3r2gpVTzCoqoqiqBgN7TsHUNmpU2RmZbdb/ZFG6IldOpoWVW2auRuaZvJ2UVZ2igynHndnAhzB+D4Oh7bsfPdyJhSbo5XT9Yo0jY2NMdMaHy1CckAWLVrE5ZdfzrXXXktGRgZ9+zqa/A8ePMiJEyfIzs7mlVdeARx9R8XFxdx9990B1X3zzTdz+vRpnnjiCUpLSxk2bBifffaZFphaXFzskZK3urqaadOmcfz4ceLi4sjLy+PNN98MaNRNtFBVVRtl4Y+qj5q6X8yTpwTlfARKtWvK9/J9HCzfx/7yfRyqOECtrTag/XvEp2uxGo73/mQk9gq4VSPWsKsqsiz5jccRCARtR3MwcPzxdjAk50gLnC0Srkk0JadLYZAk4oyys+yF3XWhF0IKQgWoqalhyZIlrFy5UouIzc7O5qqrruJXv/qVR3BNLFNZWUlKSkpEg1AVVaXWZseAr+fdeOIEx666EgBD7950+ed7bUoNr6gKJ6qOebRoHCjfx8kAp3y3GqzOYFDXnCWOydESzUkh2xRr2BXHv4DFKEd0DiCBQE94xFyortgLtekxS3L8cXV7ON4lzfGQpOZbK9qD9gqs1CMxFYQKjqE6s2bNYtasWWEz5kLB1f0i+WnVcG/9iJs8JWjn40jFIT7a8i5V8U2jUersdQHt2zMhw6P7JDe1HxmJmVGfHG3Xjm0MHFLQLnW7JiCMlPOxY9tWhhQMa/fjRAqhJ3ZpDy3u3SRN7obzr9QUXyHLLgdDbmrZAM3JCMXB2Lx5MyNG6Ce1vPcomAuRCzsCJgq01P2iqqpn8jGv+JrWeP/gv3h+41wUVWmxXJwxjr4p/bQWjdzU/vRNzSXBlBjU8SKFzRkP0y51q6ozCV1kWj4a2lFLNBB6YpdQtATaTSLJIOPoJnHEsUlOxyJ0B6M1XPkv9EI4U7F3VEIOQm0NSZJYtWpVKNXrGhVHC4i/G17dju3YjhwBwDJqNMYg0tivOf61X+ejZ0Iv+qX1p29KP+29Z2JG1Fs1giE5tX2G4dqd8+gYIzgBYWpa5IYURwKhJ3bxp6UlB8PZQ6K1VjhaMRwOhsvFaE8HozXSdPTdABf8CBgI0QFRFMXnB2i32zl69CjHjh0jNzeXjIyMsBioN5rrflFQqXy/aeK5+ClTvHdtli1lm5j93aOa83F11hSu7f8z+qT0I8HU8Zv4uvUIbj6hQHANubXIhojGffQIcm6kWEfoiT1cTkbX7j2wKapHHIbqasHAzcGIYhxGMPTs2TPaJoQVk8kUbROiTkiPwatXr+brr7/2eK1du5ajR4/ywQcfUFVVxYIFC8Jta4enue4XBZWGunpqPvvUscJiIW6i/1Ty3hwo38cj38ykQXE0t/4kZzLXmCczpMswXTgfgJbyPVy4vgej1L5Dbv3hSk2tF4SeyKOqqha7ZFdUbIpCo9vL7mzV2L9nN0YZzLKExShjNRqIMxiIM8rEOZctRgMmg4xRljHILmckOsNSW2Pnzp3RNiGs1NYGNuIwUA4cOMD//M//MGzYMIxGI4MHD/Zb7q9//Sv9+/fHarVSUFDARx99FFY7giHs7fDXXHMNv/jFL5g5c2a4q+7wuLpf3O95CiqNdoXqtd+gVlQAEHfFFciJrcdjnKwqYdbq6VQ5J28bm34Jvy2c3aG6V6KB3S3bqUAQi2gOhh8nw4aqORmyDEZZwmKQsRpl4owG58vhUFiMBsxGg+ZguDsZAn2xc+dOPv74Y3Jzc5udm+Xtt9/mnnvu4eabb+bTTz9l7NixXH/99fzwww8RttZBu1yB+/bt2+q8LxcidmfouOuf3+V82BSV+k+avND4a1rvfjlXd5YH1kzjTN0ZAAZ2GszvL3keo2wiM6dP+wiIEuHUozgDv0xy5OI+3Mnpo6/vRugJHfdWDJeTob1QcUVzaU6GRyuGodVWDFd+Jr2gNz3hTkI2ZcoUjh07xooVK5odLTR79mxuueUW5syZw+WXX86SJUsYPXo0Tz/9dFhtCZSwOyA2m4133nmHLh1kSvhI4Wr2dwV4qW7Oh3z+PHVr1gAgd+6M9aKxLVVFTWMND669n+LzjvwrWUk5vDDuZeKcU83X1YW3aS/ahEuPlu1UDn9it0CpC3Oza7QRelrGs6tEbWrFcOsqkWSHk2FqratEljEG0Yrhmu1UL+hNj6K0PFoxWORWkigeOnSIffv28fOf/9xj/S233MKqVauiMn1JSEGod955p9/15eXl/PDDD5SWlooYEC/cR7+4nA9XHEL15yvBNcXypKuRWoiObrQ38tt/P8jus47+0C5xXXlx/GJSLU0R4qdLT5Ke0atd9USScOmxq6qj6yWK2U5LT54ko1dm1I4fbi50Pb7Jt5oftmrAMy9Gewd8njx5kqys9p3CIJLoTU+kU7Hv2bMHgLy8PI/1+fn5NDQ0cPjwYZ9t7U1IDshXX33l8w8jSRJpaWlceuml3H333Vx55ZVhMVAvuLpfkKHRrtDodD4kSaLmo8C6XxRVYe76J1lf+j0ASaYkXhz3R9IT9BUd3h64Wp/aa5ZbgX5pMTeGT/It/6NKxG+uY/HOMxuoqWzfnDCqqiA1E68Xn2zm578dHdbjnTt3DnBMDuuOa3jz2bNnw3q8QAjJATnizFUhCAxX9wv4Oh+2Y8do2LoFAGNuLqZmPFBVVXll6wI+P/oJ4JjOfv5lC+mb6jtF9aBh+skWCG3XE+lspy0xbMTIqB4/3OhFj8vJGDJsBHalycVoyvDpNXTVbY6SWHUyRo0aFW0Twkok9dRUNlBdHtszqusBkQklAqiATVFQFBWbiuZ8ANR83NT6kXDNlGYvYm/t+TvL9y4DHM24T4+dx7Bu/m/MB/bsYsCgIeEVEUXaqsemRDbbaUvs2bWTQUOGRtuMsNFR9ASa4XPfnl0MGjIkohk+24uioiIKCtpnCoNoEEk98cnmdj+GqqrN/p7a4/iulo6Kigp69OihrXe1jHTq1Cnsx2yNkB0Qu93Om2++yccff+wxGd0111zDbbfdhsHQMWdFbQ9sikKDTQFJ8nA+VFWl2jX3iyQRd/XVfvf/5PAHLN62UFt+eNRj/Eevy5s9Xn1dYHO/dBTaoseuOGa5jWS205ao09l3Eyt6XA6G47P/DJ94t2L46SpprK/DatTHtStWvptwEUk94e7+8EdVVRWJAaRbCBeu+I49e/YwYMAAbf2ePXswm830icKItpCi8SoqKrjkkku48847+fzzz2lsbKSxsZEvvviCO+64g0svvZTKyspw29ohURSF2kY7dq+WD4CGbduwHzsGgGXMGIzde/js/++Sb5i3vmmI1L1DpvPTvj9r8ZiJySlhsj42CFWPK9upWY5+14uL5BR9fTeR0uObfEvVRpO4D1v1lxvD6pYbo7Whq9794x2ZFJ391vSmJ9IP6X369KF///783//9n8f65cuXM2HCBMzm9m/18SakFpDHHnuMTZs28corr3DPPfdoKWUbGxv5y1/+wv33389jjz3GK6+8ElZjOxqqqlJnV6i3q5hl32FzNW4z3/oLPi06s53H//0wdtUOwI39bmbqwLtaPW5PHY1KgND0aENuDZHPdtoSvTL19d2ES4+/qdybm2nV34gSCE83iZ5GWehJC+hPT7hv+DU1NXzyiSNG8OjRo1RWVrJixQoAxo0bR9euXXnyySe57bbb6Nu3L5dffjnLly9n3bp1rF27Nqy2BEpILSDvvvsu06ZNY9q0aR757E0mE/fddx/33Xcf//znP8NmZEdEVR1DbRvsCrIEBq+hn2pDAzUrPwNAssYRN2Gix/YjFYd4cO391NsdzY4TMq/k18MfCujium9XUZhUxAah6LGrIEd5yK0/dhXp67sJRo+/xFtaXgxV9ciLYfSbF8PViuHbghGuDJ87duxo0/6xhJ60gP70hDsVe1lZGTfddBM33XQTq1ev5tixY9qyK439rbfeyp///GfeeustrrrqKv7973/z7rvvMnZsy7mn2ouQWkB+/PFHjz4kb/Ly8qIypCdWcHc+VBWMfoZa1a1di+rspoqbMAE5Pl7bVlZzigfWTKeywZGafWS3Qn530RwMsj76ptubaGc7vVAJZip3CcdU7lIHGE0iEHQEcnJytJbElrjrrru4667WW9IjQUiPh7m5uXzwwQfNbv/ggw90lzY3GFxDbXFeSP31AFR/5DbzrVv3S2V9BQ+snsapmlIA+qfl8exlf8BsCLy5LiMrO0TLY5Ng9LiGPJtirOvFRVZ2TrRNCBj3uAv3eUlcMRg2RSEjK8snsyd4pw/3nKPEanC0aphDyO7Z3uTk5ET1+OFET1pAf3oimYQsVgmpBWTatGnMmDGDq6++mpkzZ9K/f38A9u7dy8svv8wXX3zBokWLwmpoR6FRUWhQHBlPFVVFVUHyuhHay8up++YbAOSuXbGMGQNAna2Wh7+ZyeHKQwBkJGayYNwiEkzBRUrbbLYwKIkdgtFjU1WMsmO0USxiszVG5bjuMRaOZdyWm/5K7u9apk5XlAVa64U2QFWxYzXKMT+Ve6Do6X9HT1pAf3oCaa3QOyE7IGVlZTz77LOsXLnSY5vJZOKJJ57gvvvuC4uBHYlGRaHermCQHBdsm6L6HX1Ru/IzcP4zxV89GclgwKbYeOK7R9l+ZisAaZZOvDhuMZ2snYO241TJCbqn6yc7aqB67IqKHOPZTktOnCC9Z0bI+/s4Em4Lri0+jgRaY1xTwKabI6HlupAlX4dD28+17HleS0tKyNZRYO3x48fJyAj9+4kl9KQF9KenoaEhKiNPYomQ84A8+eSTzJgxgy+//NIjD8jEiRMvyInobE7nQ3bmF7A7m639Jb+q+dB99Ms1qKrKcxt+z7cljkjkeGMCC8YvpleSfi7s7Y2qqiioWAyGmBly2xrt1SohOfNbuJdqzZEQCASCSCOpQbYD1dTUkJmZyaOPPspDDz3UXnZFjMrKSlJSUqioqCA5OTmkOlzOh0RTts1GZ/Ixk8EzzKbxyBFOXeuI+TANGED3d1awZPsi/r7rr451sok/jFvEqO6FIWuyNTZidBud1NFpTY+qqlq201hp/WguINPW2IjJZPLfKiG5t0rgcKT8ORwx5Ew0OvXoBT3p0ZMWCL+euro6Dh8+TO/evbFarWGrN1AURWl1BttYob3OVdDq4+PjMRqNJCQkhM2IjozmfKhNzocrENLfk7h76vX4yVN4Z99bmvMhIfHERb9vk/MBcOjAvjbtH2u0pkdRwRDBbKcegZluAZmNbq/mAjKPHtzvlhjLM0FWnNGgJclyDTN1BGk2BWq6gjVdAZvRdrZcM2zqBT3p0ZMW0J8evWWqDYWQ3K8bbriBFStWXPBBNDZFbXI+3AJNFRxDQb0HYaiK0jTzrSyzcWgcL21+Qdv+wIiHmZDV9lmE62pq2lxHLNGSHle2U1MYs52qXqM+XM6Fv6ybfnNWNJd5U5apq62NSUciVGp09lvTkx49aQH96VEUJdomRJ2QYkBuueUWpk2bxuWXX84999xDTk4OcXFxPuVGjNDXrKzu2JtxPoBmR780bN2CveQEAHXD85m9/3ntOfmXA+/mxv63hMW2+AjOLxAJmtMTSrZT74ybjs+++SpamjfEVSaUnBWRnPshEgg9sYuetID+9Ij50kJ0QMaPH699/sY5nNQd1yx/drs9ZMNimSbnA58bX4vdL27Bp29kHsKmOEbCTOlzPfcMmRY2+7JyIj+pUHvSnB67qvpkO/WdlAxaSunt+iw7R4C4hpM6i4a9ZUJv+XGEnthFT1pAf3pEHpAQHZClS5eG244Og8v5UFVHv743ru4X79Evan09NV98DkCdWeLbvg2AxGUZ43lo1G/DeqPbU7SdoSPbfzbHSOGux+Vg2FUVVQGj0ZH7A1V1GyXi3nrR5GDEwtTq27ZtY4wz74seEHpiFz1pAf3pqampCWurzoEDB3jhhRf44YcfKCoqIi8vjyK3qRIqKytZsGABn3zyCfv27cNisVBYWMgzzzzDkCFDwmZHMITkgEydOjXcdnQImpwPFWMz0cvNdb/UrlmNev48AD8MgHqzREGX4Tw9dh5GOeTR0LrDd1IyR7xFo7O/VHKOSVUUFatJ1mI/wj0pmUAgEHQkdu7cyccff8yYMWNQFMUnxqS4uJjXXnuNu+66i9///vfU1dXxwgsvcNFFF7Fx40by8/MjbrO48wVIIM5HS90vle+/q31eM1iiT0ou8/9jIRZj+Id/pXeA2XC1YarObhL3KAyXM+GKv+iVmYnFaNBaL2x2hTij7FjXwZwMvc3oKfTELnrSAvrTE+4kZFOmTOHaa68F4Je//CUbN2702N67d28OHjxIvNu8Y1dccQXZ2dn88Y9/jMrs9SE7ILt372bp0qUcOnSIc+fO+YyIkSSJVatWtdnAWEBRW3c+oPnul9rTJ6n/7jsMwJkk+DEvndfGLSbZHFrekY6Cv1wYGm4TkxkAyW1q9aZ8GI7zaJCaUqvbFRWDLGM2xka+D4FAIIgFWssp4i91RmJiIrm5uZSUlLSXWS0S0jDcf/zjHwwZMoRXXnmFAwcOoCiKNnGVNoGVToYYuZwPpRXnw1XWkWCq6cZoV+y8/9r9GBTHzXfD0DgWXPEqXeO7tZvNJ48fa7e6/eE+zbrHFOvO7hNwxGOYZAmzs+XCajRgNcpYDQbMBuekZJKMQZKQtSgOB8ePOfQozmynZoPUYbKdelNcXBxtE8KK0BO76EkL6E9PQ0NDtE2gvLycoqKiqHS/QIgtIE8++STDhw/n008/1XXadUVVabAr2FXVY6SFP7TuF7cbp6qqvLj5OUZ905RA59I7nyInuXe72dxeBNNl4neKddrmMKjOvBwmWfKb3l4gEAjCxZu/mUl1+bl2PYZrtKg/ElLT+MW8he16fICHH34YSZL4n//5n3Y/lj9CckBKSkp48MEHLwjnw6aoAc2s6q/75fWdf2bdD8u5pdSx3JCbRf6oSe1kcRN5g4eGtJ+rG00Bj/Th0ORkaF0m7o5GmJyM5hg8tAC7c9SROUZSrYdKQUFBtE0IK0JP7KInLRBZPdXl56g6+2PEjhcNli5dyp///Gdef/11evXqFRUbQnJAhg4dGrU+o0jg7XwEcsOzK4pH98t7B/7Jn4te5daipq6orteHJ9FYaxQfOUTugOab1KLdmhEshw8dJDcvD5Pc8YJOvTl48CCDBg2KthlhQ+iJXfSkBSKrJyE1rd2P0VoLSHvy6aefcu+99/K73/0uqqNaQ3JAFixYwE033cSkSZO4+OKLw21TVFFDcD4cMRBo3S9rjn/FC5ueQVJVLtvpvLkbDMRPav/WD4CaqqqwBYBGG1VVqao6j0kKPNtpLFNVVRVtE8KK0BO76EkLRFZPJLo/qqqqopLd9YcffuDGG29k6tSpPP300xE/vjsBOSA//elPfdalpKRw2WWXMXDgQLKysnzSykqSxPvvvx8eKyOEy/mwB+F8gGf3y5ayTcz+7jcoqsKgYpUulY4y1osvxtC5/bus7KqKOS4OG6pHQi45gl0m4UJVVWyqSnx8gs+swh0V9yFwekDoiV30pAX0pycaM+Hu2rWLyZMnc8UVV7BkyZKIH9+bgByQ7du3+70ZZ2VlUVVVxa5du8Jq1OLFi3n++ecpLS2loKCAV155hcJC/zPE/vnPf+bvf/+7lvFt5MiRPPPMM82Wbw6X89EYpPMBTd0vByv288g3M2lQHNHNtx7pBTgit+Ov8XXiwo1NUUFS6dd/AGaDocM4Gv5wOR8mWWJgfl6H73pxkZeXF20TworQE7voSQvoT084p7UHR2bVTz75BICjR49SWVnJihUrABg3bhyqqnLVVVcRFxfHAw884JEnJDk5mYEDB4bVnkAIyAE5cuRIO5vRxPLly5k1axZLlixhzJgxLFy4kKuuuoq9e/fSrZvv0NXVq1dz6623cvHFF2O1Wpk/fz5XXnklO3fuJCMjI+DjNtgVDCE4H67ul1PVJ5m1ejpVjY5mwss6X8SAbVsccSGJicS5zZ8Tblw3a4MsYZINbN2ymZGjg3PAYgnFbcSL2SCzftNG3aRg3rx5s260gNATy+hJC+hPT7hTsZeVlXHTTTd5rHMtf/311wAcP34cgAkTJniUGzduHKtXrw6bLYESUhvQ2rVrOX36dLPbz5w5w9q1a0MyaMGCBdxzzz3ccccdDBw4kCVLlhAfH8/f/vY3v+WXLVvGtGnTGDZsGHl5efzlL39BUZSgk6CF0vIBoKhwtvYs/9/a6ZypOwPAwE6D+U39VajV1QDETfxPpDB7u03Hb2opMBvkDj9E1a6o2FEx62DEi0AgEESKnJwcn3xcrtf48eMZP358s9uj4XxAiA7I5ZdfzhdffNHs9lWrVnH55ZcHXW9DQwObNm1i4sSJTQbKMhMnTuT7778PqI6amhoaGxvp1KmT3+319fVUVlZ6vMAZIxHCze58QxUPf/trjp0/CkBWUg4vjHsZ26crtTIJU6YEXW8guN+sTQZZC4LtGUTLTyxhU1RUScVqkDG7pVmP1hCx9kBPWkDoiWX0pAX0pyfcqdg7IiGNgvFOu+5NfX29T1BqIJw5cwa73U737t091nfv3p09e/Y0s5cnjzzyCD179vRwYtyZN28eTz31lM/67Vs3k5iQQMHwEezbs5va2lqSkpLIyunNzh3bAcjMykJRVE44M40OGDyQmV/cx57zOwHoau3Krzr/imP/3kTad98BYO/cmb2qQv+6WkqOFVNVWYklLo7cAfns3LoZgG7p6ZgtVo4fOQxAbv5ATp0s4Xx5OSaLhbxBQ9ix2dFf16V7d+LiEzh6+BAS0C8vn7LTZZw9exaj0UjB8BEcPXyYkhMn6NK1K6mpaRzYv89Rb//+lJ89x5kzp5FlmeEjR7Fty2ZsNhudOnemS5eu7NvrOM99+uZSVXWeslOnABg5upAd27bS0NBAaloaPdLT2eOM/cnp04e62lpKT54EYNiIkezZtZO6ujqSU1LolZnJLmeMTlZ2DjZbIyUnTgAwdNhw9u/bS01NNYmJSfTL7cumzY7z7Zr74eDBgxw/fpyCggIOHjxIVVUV8fHx5OXlsXmz4xz26tULo9GodRcOGTKE4uJiKioqsFqtDB48WOvzTE9PJz4+noMHDwIwaNAgSkpKOHfuHCaTiREjRrBu3TrA8dtLTk5m//79AOTn51NWVsaPP/6IwWBg1KhRbNiwAUVR6Nq1K506dWLv3r0A9O/fn3PnznH69GkkSaKwsJAjR45w/PhxOnXqRPfu3dm9e7fju8nNpaqqitJSR9KYwsJCtm51nu/UVHr16qXFOfXp04e6ujptKPzIkSPZudN5vpOTycnJYft2xznMzs7GbrdrTa/Dhw9n3759VFdXa2mYt27d6vh9Z2YiyzJHjzqc6aFDh3L48GHOnz9PXFwc+fn52vnOyMjAbDZr382QIUM4duwY5eXlWCwWhg4dyoYNGwDo0aMHCQkJ2vkeOHAgpaWlnD171ud8d+vWjZSUFO185+XlcebMGc6cOYMsy4wePVo73126dKFLly7ataFfv35UVFRQVlYGwJgxY9i8ebP2QNKjRw8tXq1v375UV1dr53v06NFs376dyspKqqqqyMzMZMeOHYBjDo2GhgZOOH+zI0aMYPfupmtE7969Pc63oigcc2bvHTZsGAcOHKCqqoqEhAT69+/Pli1btN+swWDwON9HjhyhsrISq9XKoEGD2LRpEwA9e/bEarVy6NAhAAYPHszx48cpLy/HbDYzbNgw1q9fr53vxMRE7bvJz8/n1KlT2jVi5MiRrF+/HlVV6dq1K2lpaezb57hGDBgwgLNnz3L69GntfG/cuBG73U7nzp3p1q2b9pvt168flZWVnHJeI9zPd1paGj179mTnzp3a+a6pqeGk8xoxatQoioqKqKurIyUlhaysLO185+TkYLPZtN/siBEj2LNnD+fOnaO8vJy+ffuybds2j2uEK0tqMNeI/v3709jYSHV1NYqiEBcXR7Wz1dpkMiHLMvX19QDExcXR2NiIzWZDkiQSEhK0UTkmkwmDwUBdXV2zZaurq1FV1aOsqqrIsozdbqexsdGnrNFoxGQyUVtbCzhiRlxlwZFavba2FkVRfMpaLBZHXKMz26p7WYPBgMVioaamxm/Z+Ph46uvrsdvtWtnq6mrq6+spKyvDbDb7XCNCjR+R1Na8CSfFxcXaFzd+/Hgef/xxvzf58vJy5s+fT1lZmXYRCZSSkhIyMjL47rvvGDt2rLb+4YcfZs2aNdpFqjmeffZZnnvuOVavXs3Qof6TcdXX12s/KnBMUZyZmcnJ02dJS00J2FZFVXji34/x2VFH0E+SKYk/TvgbfVNzOf+Pv1PxwvOO9ffcQ8qM+wOut/XjOuIjjF6tHu5s2rC+w8SAuOJXXEnG/KVYX7dunW76fvWkBYSeWEZPWiD8eurq6jh8+DC9e/cOe0BoIERrGG4otNe5CrgFZOnSpTz11FNIzjiJuXPnMnfuXJ9yqqpiMBh47bXXgjamS5cuGAwGzaN2cerUKXr06NHivi+88ALPPvssX375ZbPOBzi8PYvFErRt7qiqysLNf9CcD7PBwnP/8RJ9U3MBqPnoI61s/DXh636xK47cpCan89ERR7e44z7SxdSM8yEQCAQCfRKwA/Lzn/+cwYMHo6oqP//5z7n//vu57LLLPMq4mpCGDRvm040SCGazmZEjR7Jq1Squu+46AC2gdMaMGc3u99xzzzF37lxWrlzJqFGjgj5usPxj9xu8tedNAGRJZs7Fz1LQdTgAjfv307jH0URpGjQYU07b531xzYOC1BRo2pLzMXDw4DYfs71RnBPYmQIINh0yZEgELWtf9KQFhJ5YRk9aQH964uLiom1C1AnYAcnPz9dmzFu6dCnjxo0jJycn7AbNmjWLqVOnMmrUKAoLC1m4cCHV1dXccccdANx+++1kZGQwb948AObPn88TTzzBW2+9RU5Ojtanm5iY2C7NWx8d+oCXt7yoLT886nEuyxivLVd/9KH2ORzBp+5dFEY5sFEux48do1//AW0+dnthV1QUqSl4trXg3+LiYt3kANCTFhB6Yhk9aYH20xNgFELYaWho6DBOSHudo5CCUNszd/zNN9/M6dOneeKJJygtLWXYsGF89tlnWotKcXGxRwa5V199lYaGBm688UaPembPns2TTz4ZVtu+PbGWOT801Xn34On8tO/12rJqt1P7yceOBaORuJ+0LfW6ez4MYzPxHv6orKho03HbE0eyNLAaZIwBZgKsiGE9waInLSD0xDJ60gLh12MymQDHyMloOAJ2uz3ixwwVV8Cq65yFi5AckPZmxowZzXa5eI9XjlSStB1ntvPINw9hVx0/mhv63cLt+Xd6lKnfsB67MwLfeumlGNJCn1DI7hySanY6H8HEe0QjoKo1XC05siRhMchBzesSi3pCRU9aQOiJZfSkBcKvx2AwkJqaqo2aio+Pj2jeocbGRm3kTKyiqio1NTWUlZWRmpoa0ujWlgh4FIxeqaysJCUlpcVRMIcrDnH357+kosHhgU/MupLHx8z1mZ317OOPUfPhBwB0euEPxP/nlUHb436jNhlkjCH8Q7iGT8UKgYx0aYlY09MW9KQFhJ5YRk9aoH30qKpKaWkp5eXlYa030GN3lESLqamp9OjRI+z2xmQLSCxxquYUM766T3M+CnuM4fExTztnkG36MpSaGmq/dCRnk5KSiPuPcUEfK5AhtoGwdfOmmBmG696NFOpIl40b9ZOKXU9aQOiJZfSkBdpHjyRJpKen061bNy2/RqTYtm0bBQUFET1mKLhyl7QHwgFpgYr6Cv7fV//DqRpHYGtep3zmX/YHDLIZvNqNar9ahepMAhN/5VVIQQ71tSsqio6G2EJwI10EAoEgWhgMhqi0FumtmyxYQkrF3lpCMD1QZ6vlgdX3c6jCkXmwV2ImL41fTLwx0ZHBzuteGmruD1VVsSkKSGAxyo5ZbNvofPRIT2/T/uHA5VCZDXKbnY/0GNATLvSkBYSeWEZPWkDo0SMhOSBjx46lf//+zJkzR0sNrCdsio3ffPsw289sBaCztTOLrniVznGdsauKY4ZbtxuqvayM+nU/AGDIyMA8fHhAx3GfxdZskDFKIX0dPlijPLTLpiioElgMckDDbFsjPj4+TJZFHz1pAaEnltGTFhB69EhId7w333yTfv36MWfOHPr168cll1zCkiVLOHv2bLjtiziqqjJ33dN8c8Ixm2+CMYGXLl9Mr6RMZ0IwfGIzaj79BBQFcLR+BHLDtXtNOR/OWWyPRMkpVFWVRlVBkqSghtm2hmsOET2gJy0g9MQyetICQo8eCekO8V//9V98/PHHlJSU8NJLL6GqKtOmTaNnz55cd911rFixQpvYpqPxx22v8OGh9wEwySZeGPcieZ0cCdgU1RHX4Nv90pR8LH7yNa0ew+ZKqW6UdRPv4crWapQkrMbghtkKBAKB4MIjbMNwDx48yFtvvcWyZcvYv38/KSkp3Hjjjdx+++1ceuml4ThEu+A+DPez0o/4w6bnAJCQmHfpc0zMbhpK22C3Y1NUjyf7hr17Kfu5IwmauaCAbn9/s9ljuQ+xDXerhzvV1VUkJERukiPFqzUn3MGmHWnSptbQkxYQemIZPWkBoUePhKeNHEde+/j4eKxWqza++f3332fcuHGMHj1amwY7Vvnq2Jea8wHw8OjfeDgfru4X79YKj9aPFoJPFbeJ1yzG9nM+AEqdU15HgkiMdHFNO68H9KQFhJ5YRk9aQOjRI21yQM6fP8/SpUuZOHEi2dnZ/Pa3vyUnJ4cVK1ZQWlpKSUkJy5cvp6ysTJvLJVZ5dsMc7fPdg+/lpv43e2z31/2i2mzUuKdev/Iqv3XbFRU7TXOfhJrfI1DKz51r1/pdaCNdjG0f6dIS5yKkJxLoSQsIPbGMnrSA0KNHQsoD8v7777Ns2TI++ugj6urqGD16NAsXLuSWW26hc+fOHmVvvPFGzp07x/Tp08NicHthU2wYMHB97g38aug0n+12VUHCc/RL/bp1KGfOAGD9j3EYUlM99vFOPx6uUS6tYTab2/0YNsURbGoxGDC2c7xHuOcfiCZ60gJCTyyjJy0g9OiRkGJAZFkmMzOTX/ziF9x+++0MGNDyzKvr16/n1VdfZenSpSEb2l64YkDyX81nQr+JPHvZCxhlT79MVVXq7AqoeARXnv3No1oLSOcFC4mbMEHbFq6sprGGx9BhWQSbCgQCgSA0Qnok/+qrrzh69Chz585t1fkAKCwsjEnnw50hXQr4/SXP+jgf4L/7RamupvarVQDIKSlYL7tM22b3iouItPOxacP6dqnXfU6XYCeUawt6SnynJy0g9MQyetICQo8eCakLZvz48WE2I/rMvfhZrEb/aXH9db/UrvoS1TmTYdxVP0Eym7WhqEgSJqNjIjk9DLGF9h/pIhAIBIILi5BaQB5//HGGDRvW7Pbhw4fz1FNPhWpTVEg0J/tdryUf87rh1nzoPvrlmqZ4D2frgEmKXn6Pbt27h7U+V4uOOUrOR/cw64kmetICQk8soyctIPTokZAckBUrVjBp0qRmt1999dUsX748ZKNiCVf3i/st13aqlHpnN4cxKwvjkKHaENv2zO8RKImJSWGry+5MmmY2hieteigkJ/t3DjsietICQk8soyctIPTokZAckOLiYvr27dvs9t69e3P06NGQjYol/HW/1Hz8MThjd61XX4MqEbEhtoFw6OCBNtfhMUmewYBJjl63y/79+6Ny3PZAT1pA6Ill9KQFhB49ElIMSGJiYosOxuHDh3UxzbC/7hdVVT26X+KuuQazwYBRRzERYqSLQCAQCNqbkFpAxo8fz2uvvcaJEyd8th07dow//elPXH755W02Ltr4635p3LMb2yHHJELm4cNJyMmKOeej/4C8kPeN1kiXlsjPz4+2CWFDT1pA6Ill9KQFhB49ElILyJw5cygsLGTQoEHcddddDBo0CICioiL+9re/oaoqc+bMaaWW2Mdf90vVBx9on5N++tOY6HLx5syZ0ySF0L8YqyNdysrKdNNfqictIPTEMnrSAkKPHgmpBWTAgAF88803FBQU8OKLL3L33Xdz9913s3DhQoYNG8Y333zT4b077+4XVVVpbGig7rNPAZDMZhKbSb0ebc7++GPQ+9idzke0Rrq0xI8h6IlV9KQFhJ5YRk9aQOjRIyG1gAAMHTqUNWvWcObMGQ4dOgRAnz596NKlS9iMiyau7hejJGn5PWzrfkA5exaA+PHjMaSkRNlK/xiNwX2tdkVFlVSsRtljpt9YwWAwRNuEsKEnLSD0xDJ60gJCjx4JKRW7nnClYj95+ixpqU0ORYPNrs3j4uqWOPvIw9R89hkA3RctImF8x45zcTlWkhQ78R4CgUAguDAIuQUE4Pjx42zZsoWKigoURfHZfvvtt7el+qjh6n5RVEBSHenUq6uo/fprAOS0NOIvuTS6RrbAlk0bGT5yVItl3INNTTE+0mXDhg2MHj062maEBT1pAaEnltGTFhB69EhIDkhdXR1Tp07ln//8J4pzVlRXQ4p77EBHdUDsikqjYscoy1gMBgySROUXX6LW1wOQOGkSUgzPZOjPGXTH5XyYXLlLYijewx+t6elI6EkLCD2xjJ60gNCjR0Lq8P/tb3/Lv/71L+bOncvq1atRVZU33niDzz//nEmTJlFQUMC2bdvCbWtEUFSVersdoyxhNRm0rKbuo18Sp/w0WuYFRJcuXZvdprg5H+YO4HwAdO3avJ6Ohp60gNATy+hJCwg9eiTkVOx33HEHjzzyiDYENyMjg4kTJ/LRRx+RmprK4sWLw2poJLArKjZVwSBJmI0GbYhtY0kJdRs3AGDq3RvL4MHRNLNVUjul+V1vV1TsxOZIl5bo1KlTtE0IG3rSAkJPLKMnLSD06JGQHJCysjIKCwsBiIuLA6C6ulrbfsMNN/Cvf/0rDOZFDscstmCWZYwGGYNbfo8qt8yniddMifkb94F9+3zW2VwjXQwyZqMh5jW4s3fv3mibEDb0pAWEnlhGT1pA6NEjITkg3bt318Ywx8fHk5aW5nEyKysrqXNOVd9RMBkcI0EAVJpiWVRVpeojNwdkypRomBcyqqrSqChIElgNhpgcZisQCASCC4+QglDHjBnDt99+yyOPPALAlClTeP7550lPT0dRFF588UUuuuiisBra3lgMMrKEz9wv9UVFNB4+DIB11GhMPXtGy8SAye3XH/Ac6dJR4j380b9//2ibEDb0pAWEnlhGT1pA6NEjIT0O33///fTp04d656iQOXPmkJqayn//938zdepUUlJSePnll8NqaHsjSRKK6rhpu5+Uqg/dgk9/GtvBpy7Ky891yGDT5jh37ly0TQgbetICQk8soyctIPTokZAckEsvvZSXXnoJi8UCQGZmJrt372bLli1s376d3bt3M2DAgLAaGglszmFRWvdLYwNVnzpTr1ssJF55ZdRsC4Yzp0+j6MT5ADh9+nS0TQgbetICQk8soyctIPTokaAdkJqaGn72s5+xbNkyz4pkmYKCAgYPHhx0KvBYwJV8zD04s+bbb1GcXmr85VcgJyZGy7yAUFXV4URJxNyEcm1BDxpc6EkLCD2xjJ60gNCjR0JKxZ6cnMwf/vAH7rnnnvawKaK4UrGfPVeOOT4BgyRpP4xTsx6g+vPPAejxx1eJ/4//iKapzeJKqa5KYJIkjDGe2VQgEAgEgpC7YL7//vtw2xJVvLtf7BUV1KxeDYChU2fiLr44WqY1i6vFw4aKQZaIMxgwG2S2btkcbdPCyqZNm6JtQtjQkxYQemIZPWkBoUePhOSALFq0iG+++YbHH3+c48ePh9umqODd/VL9+UrUhgYAEiZfjRRD3Uqa46E2OR6uyeQkScJms0XbxLCiJz160gJCTyyjJy0g9OiRkByQgoICjh8/zrx588jOzsZisZCcnOzxSglxqvrFixeTk5OD1WplzJgxrF+/vtmyO3fu5IYbbiAnJwdJkli4cGFIxwR/o1+acn8kxUjqdR/Hw+jpeLjQW4Y9PenRkxYQemIZPWkBoUePhPRYf8MNN7RLAM3y5cuZNWsWS5YsYcyYMSxcuJCrrrqKvXv30q1bN5/yNTU19OnTh5tuuokHHnigzcd3aWo8doy6zY5uDFPfvpjz89tcd1vQYjxAm71WlpoPYurevXtkDWxn9KRHT1pA6Ill9KQFhB49EpID8vrrr4fZDAcLFizgnnvu4Y477gBgyZIlfPzxx/ztb3/j0Ucf9Sk/evRobTpjf9uDQXJPve6W+TTppz+NWrRysI6Hi927dzNmzJjIGBkB9KRHT1pA6Ill9KQFhB49EjN5uRsaGti0aRMTJ07U1smyzMSJE8Ma8FpfX09lZaXHyx1VVTnv6n6RJBInXxO2YwdKoF0tAoFAIBB0VEJqAfn73/8eULnbb7894DrPnDmD3W73aZbq3r07e/bsCcq+lpg3bx5PPfWUz/rtWzeTmJBAnmzAVlwMgDJ4MLbUVLZtcMShZGZloSgqJ44fA2BIQQGHDh6kuqqK+IQE+ub2Y8e2rQBk9OqFLBs4VnwUgEGDh3Cs+CiVlZXExcUxID+frc5unvT0nlisFo4cPoyKSr+8gZwuPUllRTlWi4Vhw4ZpsTA9evQgMTGRAwcOAJCfn8+pU6c4e/YsRqORkSNH0tjYyLp16+jatStpaWnsc05ON2DAAM6ePcvp06eRZZnRo0ezceNG7HY7nTt3plu3buzevRuAfv36UVlZyalTpwBH+v3NmzfT2NhIWloaPXv2ZOfOnQD07duXmpoaTp48CcCoUaMoKiqirq6OlJQUsrKy2LFjBwA5OTnYbDYteHnEiBHs2bOHmpoaEhMT6du3L9u2bQMgKysLcDin69ato6CggIMHD1JVVUV8fDx5eXlsdp7DXr16YTQaOXLkiOO7GTKE4uJiKioqsFqtDB48mI0bNzrPdzrx8fEcPHjQ8d0MGkRJSQnnzp3DZDIxYsQI1q1bBzh+f8nJyezfv18732VlZfz4448YDAZGjRrFhg0bUBSFrl270qlTJ21epP79+3Pu3DlOnz6NJEkUFhZit9tZt24dnTp1onv37tr5zs3NpaqqitLSUgAKCwvZunUrDQ0NpKam0qtXL4qKigDo06cPdXV1lJSUADBy5Eh27txJXV0dycnJ5OTksH37dgCys7Ox2+3a+R4+fDj79u2jurqaxMREcnNz2brV8ZvNzMxElmWOHnX8ZocOHcrhw4c5f/48cXFx5Ofna+c7IyMDs9msfTdDhgzh2LFjlJeXY7FYGDp0KBs2bNB+swkJCdr5HjhwIKWlpZw9e9bnfHfr1o2UlBTtfOfl5XHmzBnOnDmj/WZd57tLly506dJFuz7069ePiooKysrKfH6znTp1okePHuzatUv7zVZXV2vne/To0Wzfvp2Ghgb27t1LZmam9pvt3bs3DQ0NnDhxQvvN7t69m9raWpKSkujdu7fH+VYUhWPHHNeIYcOGceDAAaqqqkhISKB///5s2bJF+80aDAaP833kyBEqKyuxWq0MGjRIGynRs2dPrFYrhw4dAmDw4MEcP36c8vJyzGaz32uE67vxd41Yv349qqp2iGvE8OHD2bt3L/X19ezcuZM+ffr4XCOKndfsgoICDh06xPnz50lISGDAgAEe1wiTycRh59QaLV0jevbsiTUujkOu3+ygQZw8eZJzZ886zvfw4ax3u0YkJSdzwPWbzc/ntPMaYTQaGTFyJBvdrhFpnTqxb+9eGhoaOHv2LOfKyzldVoYkSYwuLGTzpk3YbDY6de7suEa4frO5uVS7XSNGFxayfds26uvrSU1LIyMjg53Oa0Rv5zXipPMaMWLESHbt3kVdbS3JySlkZWdTtMPxm83KzsFut2v3tYJhw9m/fx811dUkJCaS2zeXbc77Wq/MTGRJpth5XxsytIAjhw+Tl58fUuqHkPKAyC1MaOb+hG632wOus6SkhIyMDL777jvGjh2rrX/44YdZs2aNdoFqjpycHGbOnMnMmTNbLFdfX6+lkAdHHpDMzExOnj5LWmoKZ+Y8TeXy5QB0nTuXpGuvC1hDqLiSoOEcTmuUZQwBdLU0x9GjR8nOzg6rjdFET3r0pAWEnlBo7pLb3IW4uSu06ueT+9Kxo8VkOm/QgRy/JRtaI9T9WtvX3dQTx4rJyPTV0x4Erid05e2hpy3fQ1uQkEgwGYLeL6QWEJcH6Y7dbufIkSP88Y9/pLi4mDfeeCOoOrt06YLBYNC8aRenTp2iR48eoZjpF4vFoqWQ90ZtaKDqs88AkKxWEib+Z9iO6/d4Po6HoU2Oh4vS0lJd3RT0pEdPWiB29fi7yQZygz958iS9nDeF1m7wrg+uY3nX39xyqA6F64Pkt5Tv+pOlJ+mW0cvnOKFfXZrfs106hr0qLTt1yueG3V4d0oHWK7XBgjOnysjKjL3/nVCwBd+OAYTogDR3wenTpw9XXHEFkydPZtGiRSxevDjgOs1mMyNHjmTVqlVcd911ACiKwqpVq5gxY0YoZgZNzdq1KBUVACRMmIickNAux2kvx0MgiCSqqmovj/XNlm9mvZ+92nKTb8sN3q6q1Nnsfutu7cbvvabZ/2bJ/36S9u5/TynIJm4JR+C6XpAAg86ukbq55ofogITUBdMar776Kr/73e84c+ZMUPstX76cqVOn8tprr1FYWMjChQt555132LNnD927d+f2228nIyODefPmAY7YAFef7tVXX81tt93GbbfdpvVtB4IrFfvJ02epn/0ENau+BKDHa68Rf8mlQdnfGuHuamnpOLr5YRMbeoL5N2m5SdlTS6DVBnaL99rithCwkxCgDaqbY+D93QTzJN8uN/lmbvDN1+VcL0kx8VsLF3rSAkJPLNOoKCSag2/PaJf0ngcPHvSIswiUm2++mdOnT/PEE09QWlrKsGHD+Oyzz7TA1OLiYo/4k5KSEoYPH64tv/DCC7zwwguMGzeO1c406oFir6igZo1jH0OXLsSNuSho+5sj0i0eW7du9TgvHQXvp1xVdXzevm0rQwsKmsp57OS/jmY2h7wtGDe9pcb/Xdu3M3DoUP9l3Ra8fxnNHV4KoIy/+prbGvAv0llw147tDB5a4G+T3yd5SZLar908DOz0o6ejoictIPTokZAckLVr1/pdX15eztq1a3n55Ze1bpRgmTFjRrNdLt5ORU5OTlBPpi1Ru+oLcKbGTZx8TVhSr0erq6XBmUI+VnB3LLQnZxz5TVTF+e623VXaVba2ro56m6LV0RKB3mhbL9tyxS3t69u03rSmsaEBQ5ia2GOBxoYGZJ08xQEhPTjFKnrSAkKPHgnpLjt+/Hi/N1FVVTEYDNx000288sorbTYuklR/9hlm5+fEKVPaVFe0YzxSU1MjcpxAHQvFa5ukNjkSroZ07anZ+YAsIWk35LTUNIw66ctOTU3VTbMrRO63Fin0pEdPWkDo0SMhOSBff/21zzpJkkhLSyM7O5vk5OQ2GxZpGnbswGwwYO7fH0teXkh1RNvxcNGrl2/kezCE3bFwOhWya22QT/rpPTNC1hJr6EkLCD2xjJ60gNCjR0JyQMaNGxduO2KGxBAmnosVx8NFUVGR3xS/seZYBMruXTsZObqwXeqONHrSAkJPLKMnLRDbetQAwsS9owV27drJsFGj/dYW3LGDqCKI4enBVGuzKxCpINTDhw9TVFTElGa6Kj788EOGDBlCTk5OKNVHD1kmcfLkgIvHmuOhOueNcaVyVwFFaXI6Ys2xEAgEgnARihPQVM7P2C23JzXVp7xPkWaO7fXJbQSYoqrU2wJL1tncFTgY5yHYQdzB1GFTgnOaXITkgDz44INUVlY264AsXryY1NRU3n777ZCMihZxF12E0c+su974H04b2XlaVFVFUR3/dIqiooC2nJGVQ50zaFMPjkVO797RNiFs6EkLCD2xTKxoackx8L55qz5/0e7yGdnZNNh9c7S0xQlw303yLuMzYKuZod9+hn1LzZR2v+Zm5fTWT56WwJOeexCSA/L999+3mPJ8woQJLFy4MDSLokhr3S/uN/1IOR5NrRqO49qdXSWKCgpNTRgyEpLkeLc1NOjnhw3U1+knWlxPWkDoiWUC1RKqg6B9cl6gVI8yTZ9bdTL8OAQSzi5jRQFJRVJV6qoqsSUlgqoioTorbnqXnJ3IkqqCqmjbvMtKrqNo6xSfuhzl3NfTYln347nKe+7vW9Zw5jSGys4t1+1Hj6ft/o7tpkuzpTV73bc1HdvnvPnVD7VjZhIKITkg586dIykpqdntiYmJ/PjjjyEZFC2kuDgSJkzwuy1Sjoe7s6E4WzbsquufWPXIryBJYHQbKeLOyZMl9GxjIGrUUVVQbKDYOHXsED27pbr9+Gn67P6P1Ozn5i4q/upo5p+01bq96vV34VBV6vfvQ67u16TDIcZTt/f6sJZtbn/8rG/9WPYjh5DLsp3bFe08SKrrs/vL65x7v3Av11TGty7389rScXzLSM0e37Guc1UVpsRE/+elOUK6DgS3jxrCcTqdP48xMdH3t+n1O1VV12/V+8blbz981kse++H3/8XlHDj2pYX6nb8dP6QFpT72iY+2AeEkkg5IVlYW//73v7nvvvv8bv/mm2/aPBIj0sSNvxw53vMn0Z6Oh3vdqupIAe1adjnckrPrRHbGlbR63IYqpPJiks7tRDraCIodFBuSanPezO3aTR3FDvZGx2fVhuSxzbusY1ny2dboU9anHrWlerxfbvW4XYQuAljV5lMeE+QBbI2yEWEkF2BntK0IH8kA5VE2IkykAJyLthUCQfOE5IDceuutzJkzh8LCQmbMmKFlJ7Xb7SxatIjly5fz2GOPhdXQ9ibh6qbg03A6Ht5dKO7xGt5dKEhgaKZVA4CGaqSKY0jlR6GiGKm82LlcjFR+FKn2LABDANYHbapAILhAUCUZR5CDBD6fAUlCRXa2ujjXe5QF3Larkp+y4Kdux2e1mXrwqQdn/W7rXPV5HaupTHNl3d4lCRXPZd/yeNTjt35NZ+DHdtWjqiDJslddXsdv6djaMn5s8t7HX/3e32dL59n3O3HfFupDeUhzwdTX1zN58mS++uorunbtyoABAwDYu3cvp0+fZvz48Xz66afNzjobS7jPBZOakqw5BkZZwihLQTke/rpQtOBQ52l2fGVSU8It97obazSHQnMwyouRXJ9rgptbJ1ZQZSNoLwNIRuc6g9t6o1s5t/WSgeqaGhISkzz/OXwujM5lt3Wq93a//3j+LpCAZHBb38x+/v5Zvct62Vl26hTdeqS7nR3J481nQXJcqDyb3z23+9bVTFncL9SAqjZ99kZb3/JxS0+W0L1nppte2Xkz8r5wGrT1qnZBlLUbl+OGJHvUo2131eNeVivvdVNzviTnu+L2XUhu25FkVGTHw5Pb93pgzy5yBw7ye/b8LnufvwAvp61HaLVQTwuXI3d79u4sYsCgIb7/Ky1XESaCO0IgpXfv3EH+oCGhmdNetOFE7i7aQf7gIRH4LoLH9RCuqM77mOuzn/WqqpKWaCbZYgr6OCG1gFgsFj7//HPeeOMN/vWvf3Hw4EEACgsLueGGG7j99ts95mzpCCiqik11OB7mAFo8XM6G6wtQVFe8hnsXisPZ0LpQbHVIlcfB1WLh3YpRXRaS7aokoyb1RE3JQknN5HRlA13Sezlv5Cbfm71kcLvhO9cbnMuSAUk2gsGE6uUgIPlxEJzLLudBMphAdtYhG1u96Gm3Ofdz7XVP3rl+PaMLvcf/Sy0sNb9O2xbkf30wxZvLEgxwbN06eo4Z0+ztpbn7l+IvLsN9yc3J9a7Ce9nVudVsCEgze6peHyTguH0jnQpGaWUkP8fz9035c2/8+mJe5TzcoXYI/rbZ7MSbLe1WfySpb1QwmWL/ITBQamtrtRufXW2KkbMrCnbF8T9iVxwv12dFVbEpTWU99nW9POp0dIfbFf912Z03XZ99vbbbFEWry1W3XfE8zukzp0nbvU3bxzG60u2z4uyed9bd1FXvuV7x2sf7s4fj4KcuRfF1LoJtlih6+qqQvtOQJzyRZZk77riDO+64I9QqYgqjQcJq9O94uL4Qf0NeVe1iLCHZ6zFWHHM4FBVerRcVxUhVp0KyTUVCTUp3OhhZbu+ZqKlZkJyBZDTjfBbk3L69dPObzTWwp5+Wrrst39Tb54KdmpISsVTszU1m52rZ8lzvdatWmxzT5vaNT0qm1qYEdZP3LeV1o3d6u75n3//33eT04Xd7Uzk/NXp9x6kpKVgMhmZq6HgkJyfHvONhVxz5I+ptCg3Ol/tyvfN1tNzAmZ2lHjdT35uy6rPd/cZq8yrf3H7eN3q7XfFwDuyKojkA3nW6H9OueB7XfZuqAh+sjPbpDy/HT0bbgqgSkgNy9uxZjh8/zlC3WT3d2bFjB7169SItLa1NxkUSi8HhfKg4/klcQ14VmrpUsDUgVxxHrjiGsaIY2eVYVDhbMc6H9mNyOBg9UFMcToXi5mioaVmQ3AvJaMbZcI0kS44RMOC3K6dP7966mTsFaDahnbuzoHqsx2t98I6Cv/1d+7rf/L2f+CW3T95P9xKQmZnl6ijyV6qpeAfJ0ZKZlR1tE8JKS3pU503TdZNvsNk9bvhNDoG3M2B3cxTc1tkVGhqd+9md6xudZd2X7YpHffagkj6F1qoqiH0kCecDMxhkCdn1WXL7LDseqB3rHPcJR1nPz7LXPt51ye7l3Pd31hsqITkgDzzwAHv37uWHH37wu/1Xv/oV+fn5/PWvfw3dsgjTYFeora+HyuNI544iO1sxTM53ufwonC9F8nkWDQwlsYezxSIbxelkqKmuFoxMMFocXyog+3EwIPAWhu3bt/tNxR5O/IUOBdOt0GILgOp5jC1btzFy9Og2OQrg6zi4PvlzFNz3cS/RVsdg986imE0nDU7HTHWdY9XtXLuvd7YGqrBlyzaGDBvR9ARr93w69nl6VlVsdq+n22aexN2bsm2K4rvstr7Zp+jmnuL9PYErKmcrKjFb47UWhXqbQqOb0xDUvV/ggey8uWkv583M6LzhGWW3Zed2V1lZkqirqSY5OUnbzyDhU977XdtfpuXtLttc27xsdLzjabPfY+Jhs/dnl05JcsSADC0ocG5zXN99PvtzGpzOQSy11DUq/odOt0ZIDshXX33V7BBcgClTprBkyZKQDIoWpiUXEddY1uwY9NZQE7qjpGY6ukc0ByMbNTUTUjLBaPVyMPAIRoW2/aA8nuidF2Ftm59PHktBxA/4u/m3dBz3YzQ6n/hqG+3UNjou8LWNduob7dQ12qltVHw+19sUSkqq+frsPq3LS9FujI6bFC2sc+8qU9Wmvk7Ao7+zKabHtb9bfyhoc+W41vmvv2kf3Opyr7+mphbLv9c6nSS3EVKu47p9l6p73a7vCV8HAa9l9/1cdrjvg1bG28kIkU90MkZaozLaBmAySJgMMhajjMVowGx0fDZ7LbvWudY3lZEpO1lCVlZm083Sz029pZu+Vt7QirPgvGkaZLnpXWpadt1823rD3LRhfUw778FyLtFAZiddZQMJmpAckNOnT9OlS5dmt3fu3Jmyso7V9CefP4lkaSHoNKErSkomako2SqrDwcAZ9ElKFpjiwu5g+J88zvHX40ZM0w0FVHpkZlJrs7cYP+Bar9hV6u2Om73LKahrtFPX2PTu2qattzk+1zc2ORC1rvLObXUNTeVcdYU6XwAA+w6Fvm+sUVUdbQsELWAySB439KabvOeyxbnObJCxmJqcBZNBwmJyOgMuJ8LkcBqalp2OhMFZl8m1zVHOEIYuuLJTyXTr3j0MZyQ2uJC6+y4UQnJA0tPT2bJlS7PbN23aRNeuXUM2KhqocZ2xd89xxGCkZjkcjNQsrVVDMsU3ORiShFFqcjDANw6jxWN5tFY432l9VlpVUalttFNVZ6Oyzsb52samz/WNnK+1cb6ukTPllRjMpz2dBpeDob0rmsMhCB+uZlJt5BNo/amSBKgqsixrvxcJwNm32tTlJmldQZLk6ci6fmPuy5qTK/nGBcnOA0h+6sPNBo/6nDZJfvbDq5ytsZ74uDivp2Hfp22fp2rZ/UmcVsv4q8v/k3jrx/NuRnff9+zpUnq2cZr0EDIbtEsddrstLPXECu2tJ9Jnyma3uY1uuzAJyQG57rrrWLx4MZMmTeKnP/WcP+X9999n6dKlLXbRxCK10zdjSUkO2cFw9J17OhberRWKqlLTaKey1kZlbSOVdY1U1tmoqnW8V9a5ORR1jZx3vdc6tp2vs7WtFSFCyBJYTQasJgNxJgNWk6wtW40yVrMBq9FrvfOzxdi0j+sp8sjBfeT2H+AMlHK7MUruN3dXkJTstME5N45fR8DZt0pTX2tLZd2P2VS26ebsXtYHr1VbNm5guGsK7jZ8lf53bb3CQA/p75fub99tmzZQMHJEgLWGdtxwEKjukhPH6eqRpyVA2rk7PpTqT5w4Ttf0ELTEKO2vp21fYrB7l5w4Qff0nm06ZqwQaotdSA7Ik08+yZdffsn1119PQUEBgwcPBqCoqIht27aRn5/PU089FZJB0SLOKGM1+g4ndO8GsdsVahrsVNQ1UFlro6KmyYmoqHU4CA5HoZHK2iYnolJzJmxBRrCHF4tR1m72cSYDFs1BcHMGjAasZud2lzNglp0Og7vTILttdzgKrjJGQ5Pj5h706aHcI9izKczTo8vK+b658ggjc7t41NdWwlFPIHW09IAj+RmoFOi/sf9yUqtlAnGSArfD4bz5+78JllgJpzNIEnFh0BNuQgmfiFUtoRLreoL9igyS475zIRNSJlSA6upqnnvuOY9EZH379uWGG27goYceIiEhIayGtheuTKiLVm7DJls1Z6LSzYlwb5GItAMhS5BsNZFoNZJsNZFkNZIc53x3W9Y+W02YZIXkeKtHK4TFKHtcxFT3d9V7verXcXB9bqrHcwSJ1lzvVl6SJA9nw2NEidvOLcXJNDQ0YDabWzxPsYz7v5i7lliKYg+Vjv7deKMnPXrSAkKPHgnZAWmNc+fOdYg8IC4HJHPmO8iW8EckuxyIJsfBRLLV6HiPM/osO8qaSLIaSLKaSDAbPO7Uqs8HzyGoAHt376J//kBtWXMiWnAEvFsdZC/HwbuVAq/yjvXtc0MtKirSWtk6OnrSAkJPLKMnLSD06JGQM6H6o76+ng8++IBly5bx2WefUVdXF87qo0LzDoSb8+DVIpFkNZEUZyTZYiLebECSJA8nwd3j89fC4FqQaEqb7X1r1+YE0rZJWotDfW2No8XDbb22n+S+j2tdbD+JV1frZ9SInrSA0BPL6EkLCD16pM0OiKqqrFq1imXLlvHuu+9SWVlJ165d+a//+q9w2BcxnpgykB5dOjkdCqOjy8NiIt5iQJYkXyfB50bum9PSt2WhyUlwrWxt/6at3tuadxqSk5Iw6SgTamJiYrRNCBt60gJCTyyjJy0g9OiRkLtgNm3axLJly3j77bcpLS1FkiRuueUWZsyYwUUXXRTzT9UuXF0wp348S0pyMuAZu+Badn0K1EmIpv76+voOMRNxoOhJj560gNATy+hJCwg9eiSox+RDhw4xZ84c8vLyKCwsZMWKFdx2220sX74cVVW54YYbGDt2bIdxPtyxGg3OxEMGzEYDJoOMSXa8jNrLfy6Cpjz6Ta9osnXr1qgeP9zoSY+etIDQE8voSQsIPXok4C6YsWPHsn79erp06cKNN97IX/7yFy699FIAbRSMQCAQCAQCQSAE7ICsW7eO3r17s2DBAiZPnozRGNb4VUEYyczMjLYJYUVPevSkBYSeWEZPWkDo0SMBd8EsWrSI9PR0rr/+enr06MGvfvUrvv76a12l+tULso4CUEFfevSkBYSeWEZPWkDo0SMBn4Fp06bx7bffcvDgQWbOnMk333zDhAkTyMjI4IknnoiJ2AeBg6NHj0bbhLCiJz160gJCTyyjJy0g9OiRoF2w3r178/jjj7Nr1y42bNjALbfcwurVq1FVlWnTpnHvvffy0Ucf6SIHiEAgEAgEgvYhLJlQFUXhq6++4s033+Tdd9/l/PnzxMfHU1VVFQ4b2xXXMNyKigqSncNwOzq1tbXExcVF24ywoSc9etICQk8soyctIPTokbB0QsmyzMSJE3n99dc5deoU//u//8uECRPCUbUgBA4fPhxtE8KKnvToSQsIPbGMnrSA0KNHwh4FY7Vaufnmm3n//ffDXbUgQM6fPx9tE8KKnvToSQsIPbGMnrSA0KNHRBiuDtFbs56e9OhJCwg9sYyetIDQo0fabTbcjoIeY0AaGxsxmUzRNiNs6EmPnrSA0BPL6EkLCD16RLSA6JDNmzdH24Swoic9etICQk8soyctIPTokQs+namrAaiysjLKloSP6upqoSdG0ZMWEHpiGT1pAaEn1klKSgo6F9gF74D8+OOPgEiLKxAIBAJBqJSVldG1a9eg9rngHZBOnToBUFxcTEpKSpStaTuVlZVkZmZy7NgxXcS06EmPnrSA0BPL6EkLCD2xjEuL2WwOet8L3gFx5eNPSUnp8D8Ed5KTk4WeGEVPWkDoiWX0pAWEnlgmlKlYRBCqQCAQCASCiCMcEIFAIBAIBBHngndALBYLs2fPxmKxRNuUsCD0xC560gJCTyyjJy0g9MQybdFywSciEwgEAoFAEHku+BYQgUAgEAgEkUc4IAKBQCAQCCKOcEAEAoFAIBBEHOGACAQCgUAgiDgXvAOyePFicnJysFqtjBkzhvXr10fbpJBYu3YtU6ZMoWfPnkiSxHvvvRdtk0Jm3rx5jB49mqSkJLp168Z1113H3r17o21WyLz66qsMHTpUSzo0duxYPv3002ibFRaeffZZJEli5syZ0TYlJJ588kkkSfJ45eXlRdusNnHixAl+8Ytf0LlzZ+Li4hgyZAgbN26MtlkhkZOT4/P9SJLE9OnTo21a0Njtdn73u9/Ru3dv4uLi6Nu3L3PmzKEjjwM5f/48M2fOJDs7m7i4OC6++GI2bNgQ8P4XtAOyfPlyZs2axezZs9m8eTMFBQVcddVVlJWVRdu0oKmurqagoIDFixdH25Q2s2bNGqZPn84PP/zAF198QWNjI1deeSXV1dXRNi0kevXqxbPPPsumTZvYuHEjV1xxBddeey07d+6MtmltYsOGDbz22msMHTo02qa0iUGDBnHy5Ent9e2330bbpJA5d+4cl1xyCSaTiU8//ZRdu3bxhz/8gbS0tGibFhIbNmzw+G6++OILAG666aYoWxY88+fP59VXX2XRokXs3r2b+fPn89xzz/HKK69E27SQufvuu/niiy/4xz/+wY4dO7jyyiuZOHEiJ06cCKwC9QKmsLBQnT59urZst9vVnj17qvPmzYuiVW0HUN99991omxE2ysrKVEBds2ZNtE0JG2lpaepf/vKXaJsRMufPn1f79eunfvHFF+q4cePUX//619E2KSRmz56tFhQURNuMsPHII4+ol156abTNaDd+/etfq3379lUVRYm2KUEzefJk9c477/RY97Of/Uy97bbbomRR26ipqVENBoP60UcfeawfMWKE+thjjwVUxwXbAtLQ0MCmTZuYOHGitk6WZSZOnMj3338fRcsE3lRUVABNEwd2ZOx2O2+//TbV1dWMHTs22uaEzPTp05k8ebLH/09HZf/+/fTs2ZM+ffpw2223UVxcHG2TQuaDDz5g1KhR3HTTTXTr1o3hw4fz5z//OdpmhYWGhgbefPNN7rzzzpDmHYk2F198MatWrWLfvn0AbNu2jW+//ZZJkyZF2bLQsNls2O12rFarx/q4uLiAWxEv2Mnozpw5g91up3v37h7ru3fvzp49e6JklcAbRVGYOXMml1xyCYMHD462OSGzY8cOxo4dS11dHYmJibz77rsMHDgw2maFxNtvv83mzZuD6uuNVcaMGcPrr7/OgAEDOHnyJE899RSXXXYZRUVFJCUlRdu8oDl06BCvvvoqs2bN4re//S0bNmzg/vvvx2w2M3Xq1Gib1ybee+89ysvL+eUvfxltU0Li0UcfpbKykry8PAwGA3a7nblz53LbbbdF27SQSEpKYuzYscyZM4f8/Hy6d+/O//7v//L999+Tm5sbUB0XrAMi6BhMnz6doqKiDt0vDzBgwAC2bt1KRUUFK1asYOrUqaxZs6bDOSHHjh3j17/+NV988YXPk09HxP3pc+jQoYwZM4bs7Gzeeecd7rrrrihaFhqKojBq1CieeeYZAIYPH05RURFLlizp8A7IX//6VyZNmkTPnj2jbUpIvPPOOyxbtoy33nqLQYMGsXXrVmbOnEnPnj077Hfzj3/8gzvvvJOMjAwMBgMjRozg1ltvZdOmTQHtf8E6IF26dMFgMHDq1CmP9adOnaJHjx5RskrgzowZM/joo49Yu3YtvXr1irY5bcJsNmtPBSNHjmTDhg289NJLvPbaa1G2LDg2bdpEWVkZI0aM0NbZ7XbWrl3LokWLqK+vx2AwRNHCtpGamkr//v05cOBAtE0JifT0dB+nNj8/n3/+859Rsig8HD16lC+//JJ//etf0TYlZB566CEeffRRbrnlFgCGDBnC0aNHmTdvXod1QPr27cuaNWuorq6msrKS9PR0br75Zvr06RPQ/hdsDIjZbGbkyJGsWrVKW6coCqtWrerQffN6QFVVZsyYwbvvvstXX31F7969o21S2FEUhfr6+mibETQTJkxgx44dbN26VXuNGjWK2267ja1bt3Zo5wOgqqqKgwcPkp6eHm1TQuKSSy7xGbK+b98+srOzo2RReFi6dCndunVj8uTJ0TYlZGpqapBlz1uuwWBAUZQoWRQ+EhISSE9P59y5c6xcuZJrr702oP0u2BYQgFmzZjF16lRGjRpFYWEhCxcupLq6mjvuuCPapgVNVVWVx1Pb4cOH2bp1K506dSIrKyuKlgXP9OnTeeutt3j//fdJSkqitLQUgJSUFOLi4qJsXfD85je/YdKkSWRlZXH+/HneeustVq9ezcqVK6NtWtAkJSX5xOIkJCTQuXPnDhmj8+CDDzJlyhSys7MpKSlh9uzZGAwGbr311mibFhIPPPAAF198Mc888ww///nPWb9+PX/605/405/+FG3TQkZRFJYuXcrUqVMxGjvuLWvKlCnMnTuXrKwsBg0axJYtW1iwYAF33nlntE0LmZUrV6KqKgMGDODAgQM89NBD5OXlBX4PDf/gnI7FK6+8omZlZalms1ktLCxUf/jhh2ibFBJff/21Cvi8pk6dGm3TgsafDkBdunRptE0LiTvvvFPNzs5WzWaz2rVrV3XChAnq559/Hm2zwkZHHoZ78803q+np6arZbFYzMjLUm2++WT1w4EC0zWoTH374oTp48GDVYrGoeXl56p/+9Kdom9QmVq5cqQLq3r17o21Km6isrFR//etfq1lZWarValX79OmjPvbYY2p9fX20TQuZ5cuXq3369FHNZrPao0cPdfr06Wp5eXnA+0uq2oHTsAkEAoFAIOiQXLAxIAKBQCAQCKKHcEAEAoFAIBBEHOGACAQCgUAgiDjCAREIBAKBQBBxhAMiEAgEAoEg4ggHRCAQCAQCQcQRDohAIBAIBIKIIxwQgUAgEAgEEUc4IAKBQNe8/vrrSJLExo0bo22KQCBwQzggAoGgzbhu8s29fvjhh2ibKBAIYoyOO7OPQCCIOZ5++mm/sxfn5uZGwRqBQBDLCAdEIBCEjUmTJjFq1KhomyEQCDoAogtGIBBEhCNHjiBJEi+88AIvvvgi2dnZxMXFMW7cOIqKinzKf/XVV1x22WUkJCSQmprKtddey+7du33KnThxgrvuuouePXtisVjo3bs39913Hw0NDR7l6uvrmTVrFl27diUhIYHrr7+e06dPt5tegUDQMqIFRCAQhI2KigrOnDnjsU6SJDp37qwt//3vf+f8+fNMnz6duro6XnrpJa644gp27NhB9+7dAfjyyy+ZNGkSffr04cknn6S2tpZXXnmFSy65hM2bN5OTkwNASUkJhYWFlJeXc++995KXl8eJEydYsWIFNTU1mM1m7bj/7//9P9LS0pg9ezZHjhxh4cKFzJgxg+XLl7f/iREIBD4IB0QgEISNiRMn+qyzWCzU1dVpywcOHGD//v1kZGQA8JOf/IQxY8Ywf/58FixYAMBDDz1Ep06d+P777+nUqRMA1113HcOHD2f27Nm88cYbAPzmN7+htLSUdevWeXT9PP3006iq6mFH586d+fzzz5EkCQBFUXj55ZepqKggJSUljGdBIBAEgnBABAJB2Fi8eDH9+/f3WGcwGDyWr7vuOs35ACgsLGTMmDF88sknLFiwgJMnT7J161YefvhhzfkAGDp0KP/5n//JJ598AjgciPfee48pU6b4jTtxORou7r33Xo91l112GS+++CJHjx5l6NChoYsWCAQhIRwQgUAQNgoLC1sNQu3Xr5/Puv79+/POO+8AcPToUQAGDBjgUy4/P5+VK1dSXV1NVVUVlZWVDB48OCDbsrKyPJbT0tIAOHfuXED7CwSC8CKCUAUCwQWBd0uMC++uGoFAEBlEC4hAIIgo+/fv91m3b98+LbA0OzsbgL179/qU27NnD126dCEhIYG4uDiSk5P9jqARCASxj2gBEQgEEeW9997jxIkT2vL69etZt24dkyZNAiA9PZ1hw4bxxhtvUF5erpUrKiri888/5+qrrwZAlmWuu+46PvzwQ79p1kXLhkAQ24gWEIFAEDY+/fRT9uzZ47P+4osvRpYdzzu5ublceuml3HfffdTX17Nw4UI6d+7Mww8/rJV//vnnmTRpEmPHjuWuu+7ShuGmpKTw5JNPauWeeeYZPv/8c8aNG8e9995Lfn4+J0+e5P/+7//49ttvSU1NbW/JAoEgRIQDIhAIwsYTTzzhd/3SpUsZP348ALfffjuyLLNw4ULKysooLCxk0aJFpKena+UnTpzIZ599xuzZs3niiScwmUyMGzeO+fPne6R6z8jIYN26dfzud79j2bJlVFZWkpGRwaRJk4iPj29XrQKBoG1IqminFAgEEeDIkSP07t2b559/ngcffDDa5ggEgigjYkAEAoFAIBBEHOGACAQCgUAgiDjCAREIBAKBQBBxRAyIQCAQCASCiCNaQAQCgUAgEEQc4YAIBAKBQCCIOMIBEQgEAoFAEHGEAyIQCAQCgSDiCAdEIBAIBAJBxBEOiEAgEAgEgogjHBCBQCAQCAQRRzggAoFAIBAIIs7/D5hGVyM/8ueFAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "params = {}\n", "params['layer1'] = 'SSM'\n", "params['layer2'] = 'TF'\n", "params['window'] = default_window\n", "params['dim'] = None\n", "params['num_heads'] = 1\n", "params['state_dim'] = 1\n", "\n", "name = plot(all_accs, params, 'epochs', 'dim', x_axis='epochs')\n", "plt.ylabel(\"Accuracy through Training (SSM-TF)\")\n", "plt.xlabel(\"Epoch\")\n", "plt.title(\"Accuracy (color is token dimension)\")\n", "savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": 137, "id": "e2999a82-3fa6-480c-bf64-8ac42e66b6f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "params = {}\n", "params['window'] = default_window\n", "params['dim'] = None\n", "params['num_heads'] = 1\n", "params['state_dim'] = 1\n", "\n", "name = plot(all_accs, params, 'dim', 'layers')\n", "plt.title(\"Average Final Accuracy when Varying Token Dimension\")\n", "plt.xlabel(\"Token Dimension\")\n", "plt.ylabel(\"Accuracy\")\n", "savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": 138, "id": "8368191b-a58d-470f-b3c8-6cd2af1c474b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "params = {}\n", "params['window'] = None\n", "params['dim'] = default_token_dim\n", "params['num_heads'] = 1\n", "params['state_dim'] = 1\n", "\n", "name = plot(all_accs, params, 'window', 'layers')\n", "plt.title(\"Average Final Accuracy when Window Size\")\n", "plt.xlabel(\"Window\")\n", "plt.ylabel(\"Accuracy\")\n", "savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": 139, "id": "9d75f567-d9e7-4156-81a3-89f4fe5f0da5", "metadata": {}, "outputs": [ { "data": { "image/png": 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eey8BQH744Qen8okTJxKlUun0I2wwR6hvJMbxM8cvz6G2UQPRNwq9ePFiAoBs2LCBr+NLRyg7O9vFaeQia7Nnz3bZ1xNPPOFybrhnOjc31+X+sdlsJCcnhzAMw/9o2Lt3LwFAbrrpJrfngPtRf/DgQb7M2zYgKyuLyOVypx84HLfeeqvLczIcR8iTl6Mj1NDQQKRSKZkzZ47b/b788ssEAPnqq68GtcHd87JlyxYCgMyfP9+lfnl5OZFKpU73UVtbGx+Z6ntPDJWAJEt/8cUXaGhowM033+w0+mfx4sX44IMPsGbNGpx33nkAAIlEguuuuw7PPfccvv32W1xyySUA7COfampqcNddd0Ems8swGAw4ePAgkpKS8Le//c3luFyfZElJictn06ZN69fezZs3Y9WqVdixYwcaGxthtVr5zxQKBf93e3s7ysvLUVBQgPj4eJf9nHXWWfj++++dyrZv3w4A2LFjh9ucI6PRiMbGRjQ2NiImJqZfGx2pqakZMFl6ICZPnuxSlpKSAgAuc1Ps27cPzz33HH755RfU1ta69Pk2NjYiMTHRKzsA4K233gJgvy84wsLCcOmll+LDDz/Ef//7X5x//vkA7Ne0o6MDc+fORWRk5ID73blzJwDw99hIoFKpMG7cOLefmc1mvPrqq/joo49QUlKCzs5OEEL4z6urq72yVS6XY8mSJXj22Wfx/fff88Nj33zzTQDArbfe6pHts2fPBgBs2rQJV199NTZv3gxCCObMmQOj0Yinn34aHR0dCAsLw6ZNm5CdnY3U1FSX/Xh6L3n7DEyYMAESiXOaY3/36kDccsst+Oabb7B27Vr87ne/A2DPB/nmm2+QkpKCefPm8XWHcu04BroXbrvtNvz973/Hm2++iXPPPReAPa/it99+w7XXXouoqCiPdQx2vsPCwrxqo4bCk08+iQ0bNuDRRx/F5ZdfzrfNvmL8+PEuQ/G5NmbChAku9bnP3F2Xs846y+X+kUgkOOuss3Ds2DHs378fc+fO5e/Puro6t7mC3PdJSUkJxo4dy5cPdN3d0d7ejhMnTiA/P5+/bo7Mnj0bb775Jvbt24dFixZ5vN/+mDdvHr777ju3n23evJlvBzh27doFm80Gk8nk9jwcO3YMgP08XHTRRQCG9rxwOT1nn322y77T09ORmprqlMun1+txwQUX4Ntvv8WkSZNw5ZVXYtasWZg6dSrkcrlnJ6GHgDhCXLKr4xccAJx77rlITk7GF198gebmZr4RWLRoEZ577jl88MEHvCPEDdN0vCFaWlpACMHp06fx+OOP93t8d8lz7hoFAPjXv/6FhQsXQqfTYd68ecjIyIBGo+GT+RyTu7mE7bi4OLf7cneM5uZmAMBrr73Wr72czZ46QsNBr9e7lHGNmc1m48u2bt2KOXPmALB/Sefk5ECn04FhGHz++efYv3//sOaFqq6uxnfffYesrCzMmDHD6bPFixfjww8/xNq1a3lHqK2tDYB9iPFgDKWut8TFxfU7d8oVV1yBr776Crm5uVi4cCHi4uIgl8vR2tqKf/zjH07nbai23nbbbfjb3/6Gt956C7///e9hNBqxbt06ZGZmYu7cuR7tY8yYMYiLi8OmTZsA2B0ivV6PyZMno7u7G48//jh+/vln5OTk4PTp07jlllvc7sfTe8nbZ8DT/Q/GRRddhPj4eHz++edoaWlBZGQk3nvvPVitVtx4441OX5ZDuXYcA90LeXl5mDlzJj7//HM0NTUhOjqa/wHgqePK4cn58KaNGgppaWn405/+hJdeeglvvPEG7rjjjmHtry8DaRzoM3eJuf1p5cq5Z4+7P7/55ht88803/drW93tloOvuDu7a9GcX59Q5DgzyJ9x5+PXXX10Stx1xPA/etHUD3Zt9BzX861//wjPPPIMPP/wQjzzyCAD7fbBkyRI888wz0Gg0HmnzuyNUWVnJ/+KYOXNmv/U++OAD3H333QCAsWPHYsKECfj666/R1tYGuVyOzz77DKNHj8bUqVP5bbgHYfLkydi9e/eQ7Orvhl2xYgVUKhX27NmDnJwcp88++ugjp/fc8evr693uq66uzqWM2+bgwYNOvyaCnaeffhomkwk///yzi6Oyffv2oWXsu+Gdd96BzWbDiRMn+r02X375JR8liIiIAACcPn160H0PpS73JegYBeTgHlx39Gfzrl278NVXX2HevHn45ptvIJVK+c+2b9+Of/zjH17bCgCZmZk477zz8OWXX6K+vh7/+9//0NLSgmXLlg2pUZ41axY+/vhjnD59Gps3b8Y555wDqVSKM844A2q1Gps2beJt6vvLcagE+hmQyWRYvHgxnn/+eaxbtw533nkn3n77bTAMgyVLlvD1hnrtOAY773/4wx+wZcsWvPfee7j99tuxfv165OTk8CNXfYk3bdRQeeSRR7B27Vo88cQTLj92Obx9rnxJf1q5cm6+Ju6cvfLKKy6jKQdiqJNIcsfpz67a2lqnev6GO+6yZcucRtb2x1CfF+58D+Xe1Gg0eOqpp/DUU0/h5MmT2LRpE1avXo1//OMf6O7uxv/93/95pM3vw+ffeecdsCyLGTNm4Oabb3Z53XDDDQDgMkR60aJFMBqN+OSTT/DZZ5+hs7MT119/vVOdsLAw5Ofno7i42GdTjB8/fhz5+fkuTlBNTQ1OnDjhVKbX65GRkYGysjK3F3Pr1q0uZdzcJNwQ2VDh+PHjiIqKcnGCDAYD9u7dO6x9k57pDwD7rKnu7pMzzzwTZrOZjwyOHj0aer0eu3btchkm3xeuG9STLgCum82dI+LNNAFc18+FF17o1DAAwM8//zwsWzluv/12WCwWvPvuu3jrrbcglUqdvtA9gXNu1q9fjyNHjvDRP6VSiTPPPBM//vgjHzEa7hd2MDwDN910EwD7cPkdO3bgyJEjmD17NrKysvg6Q712nnL55ZcjNjYWb731Fv71r3+hra2t3yjbcPGmjRoqUVFRePDBB1FXV4cXX3zRbR1fP1fe8Ouvv4JlWacylmWxdetWMAyDwsJCAP67P/V6PbKyslBWVub2vHBTDbjrAvQHU6dOdZrOYTCG+rxw59vdZ6dOnep3CD1HZmYmbrrpJmzZsgU6nQ5ffvmlR3YCgF+TpVmWJZmZmYRhGJfhiY5Mnz6dACC7du3iy2pqaohUKiUzZ84k8+bNIwzDkJMnT7ps+89//pMf6dHZ2eny+YkTJ5y2GyhpjxBCcnNziV6vd0os7O7u5hMp+57CRx55hAAgf/jDH5zKHUcqOCYB1tfXk7CwMBIbG0sOHTrkcvyuri6nETYD4Yvh854mL5533nmEYRgnm61WK/njH//I63Q8z0NJlubqDpQgXFJSQgA4DS/mhtp7MmqMG8rtbiSW42g4k8lEwsLCSFRUlFPiam1tLcnOzu43Wbrv+eXYunUrAUCuuuoqp/JDhw6RyMhIt/vz1FYOi8VCkpKSSGJiImEYhlx88cVubRkI7vzGxsYSAGTfvn38Z0899RSRSCQkOjqa5Obmumzr7n7hcHcfDPUZGCxBFLAPrR8q3NQL3L/r1q1z+tybazfQveAId+8mJSURuVxO6urqXOoMliztDm70j+OzONQ2aiD6a3MMBgNJTk4mYWFhJD4+3sW+bdu2EQBkzpw5TgnLW7duJTKZrN9kaXfXfKC2xd296M2osaKiIsIwDPnoo49cjmGz2cjmzZudyjy97n3hRo0tWrTIKQF4//79RKlUkvDwcJ+NGvNm+PzChQsJAPLcc8+5TVDevn076erqIoQM/Xmx2Wy8f+DJqLH6+nqnBHWO06dPE7lc7jKQaSD82jX2448/4uTJk5g5c6bTL62+LFmyBNu2bcOaNWswZcoUAEBCQgLmzp2L77//HhKJBDNmzHC7cOjtt9+O7du3491338Wvv/6KuXPnIikpCXV1dSgpKcGOHTvw4Ycferzo6F133YW77roLEydOxBVXXAGr1Yr//e9/IISgsLDQpQvowQcfxL///W+sXr0ahw4dwtlnn42qqip8/PHHmD9/Pr766iunnIPY2FisX78eV155JQoLC/H73/8eeXl5MJlMKC8vx5YtW3DmmWf2m9QWKO666y58//33mDFjBq666iqoVCps3rwZp0+fxqxZs9xOlOYpXDRwoCjG6NGjceaZZ2Lr1q3YsWMHioqK8MQTT2D79u14//33sX37dpx//vlQKpU4ceIEvvvuO/zyyy/8r6l169Zh1qxZuO222/D+++9j+vTpMBqNOHz4MH777Td+Ej+FQoG77roLzzzzDCZNmoRLLrkEHR0d+OqrrzBz5sx+J9Xsj2nTpmHatGn4+OOPUVNTgzPOOAMVFRX48ssvceGFF+KTTz5x2cZTWzlkMhluvvlmPPnkkwCGnmvCnd/ExETU1NQgOjraabbg2bNng2VZNDU14YorrhjyvvsSLM/AzTffzOc/RERE4PLLL3f63Jtr5ym33347XnjhBVRXV2PBggX95kn4gqG2Ud6gVquxYsUK3Hrrrejo6HD5/IwzzsBZZ52FH3/8EdOnT8c555yDU6dO4YsvvsD8+fPx2WefDev4njBv3jzcfffd+PbbbzFmzBgcPnwYX331FWJiYly6bdavX4/Zs2fj6quvxqpVqzBp0iSo1WpUVFRg27ZtaGhoGHTNOk944IEH8M033+D9999HcXExzj33XNTX12PDhg2wWq148803ERYWNuzjeMvrr7+O0tJSPPDAA3xbFBERgcrKSuzevRvHjh1DTU0NNBrNkJ8XiUSCN954AxdccAHmzp2LhQsXIikpCT/++CNqamowfvx4HDhwgK9/+vRpTJw4EYWFhRg/fjySk5PR1NSEL774AhaLBffdd5/nwjx2mXwAN9HhYL822traiFqtJuHh4U7D4D/44APeK/y///u/AfexYcMGMnfuXBIZGUnkcjlJTk4ms2bNIi+++CI/ORohg0eEWJYlq1evJmPGjCEqlYokJCSQm2++mdTX1/f7S6y+vp7cfPPNJCYmhqhUKjJ58mTy6aefkhdeeIEAcDvhVUlJCbn55ptJeno6USgUJDIykowbN47cfffdLpMT9oc/I0KEEPLJJ5+QSZMmEY1GQ2JiYshVV11Fjh8/7vZXqKcRodbWVqJWq4lWq3WK4LjjzTffJOgzvN5oNJIXXniBTJgwgajVaqLT6UhBQQFZtmyZy7wStbW15M9//jPJysoiCoWCREVFkaKiIvLSSy851bPZbGTFihUkNTWVKBQKkpubS/7xj3/wkwkONQpQX19PbrrpJpKUlERUKhUZN24cee211/rd31Bs5SgrKyMASHJyskt0zFO4X2ELFixwKjebzUSn0xE4DLF3ZKgRIQ5Pn4GRigh1dnaSsLAwAoDccccdbusM9doNJTIwY8YMAsBlrhoOX0WEOB1DbaPcMVCbY7Va+QlZ3dnX2NhIFi9eTKKiooharSZnnHEG+e9//zvg8HlfRoSWL19Ofv75ZzJz5kyi1WqJXq8nl112GTl27Jhbrc3NzeTRRx8lY8eO5duWnJwccu2115JPP/3Uqa63ESFC7PfhX//6V5Kbm8vPHXT++ec7RUk4/B0RIsQe7XvuuefI5MmTiVarJWq1mmRmZpJLL72UvPfee07T2XjT1v3000/knHPOIWq1mkRFRZErr7ySnDp1yuU+b2lpIStWrCDnnHMOSUxMJAqFgiQlJZHf//735D//+Y/H54MQQhhCHMayUUaU66+/HuvWrcORI0eQn58faHMoAuaTTz7BlVdeib/+9a944oknAm0OZRCMRiNSUlKg0+lw4sSJYUdkvIW2URQxEtC1xoSKu7WDtmzZgo8++gijR4+mDQxlRCGE4MUXX4RMJvOqW4zif95++200NTXh9ttv94sTRNsoCqWXgK4+L1QuuOACqNVqTJgwAVqtFkeOHMF3330HqVSKV155JdDmUQTKwYMH8fXXX2Pr1q3Yvn07br/9drcTHVKCh2effRYNDQ34v//7P8TFxfl83p3+oG0UhdIL7RobAVatWoV169bh+PHj6OjoQEREBM466yw89NBD/FBMCsXXvPPOO1iyZAnCw8Nx8cUX4/XXX4dOpwu0WZQBYBgGcrkchYWFeOWVV3DGGWf45bi0jaJQeqGOEIVCoVAoFNESlDlCr732GjIyMqBSqVBUVMSvt+SOd955BwzDOL0c1y+jUCgUCoVC6Y+gc4Q2bNiApUuXYvny5di7dy8KCwsxb968fqfdBuwzctbU1PAvx/W/KBQKhUKhUPoj6Byhl156CbfeeiuWLFmCgoICrF69GhqNhl9ywR0MwyAhIYF/DWXhQEII2tvbQXsIKRQKhUIRH0HlCJnNZuzZs8dplWyJRIK5c+cOuL5JZ2cn0tPTkZqaiksuuQSHDx/ut67JZEJ7ezv/On36NMLDw93Ofio0qqqqAm2C3xCLVqpTWFCdwkIsOkOdoBo+39jYCJvN5hLRiY+PR0lJidttRo8ejbVr12L8+PFoa2vDCy+8gDPPPBOHDx9GSkqKS/2VK1fi8ccfdynfvXs3tFotJk2ahOLiYnR3dyMsLAyZmZn8tN7p6elgWZZf/G3ChAkoKytDZ2cntFotcnNz+QUDU1JSIJVK+W668ePHo7y8HO3t7VCpVBgzZgz27NkDAEhKSoJKpeIXcR07diyqqqrQ2toKhUKBCRMm8HlSCQkJ0Ol0KCsrAwDk5+ejrq4Ozc3NkMlkmDx5Mnbu3AlCCGJjYxEZGYmjR48CACwWC8xmMxoaGiCRSDB16lTs3r0bNpsN0dHRiIuLQ3FxMQAgJycH7e3t/Iq/RUVF2Lt3LywWCyIjI5GUlMQ7nNnZ2TAYDPzcJFOmTMGhQ4dgNBoRHh6OtLQ0HDx4EACQkZEBq9XKNxCTJk1CSUkJDAYDdDodsrOz+WVL0tLSAAAVFRUA7IvyHT9+HJ2dndBoNMjLy+MXeE1JSYFMJkN5eTkAwGazobOzE21tbVCpVBg7dix2794NAEhMTIRGo+GXxxgzZgyqq6vR0tICuVyOSZMmYceOHfy9p9frcezYMf5819fXo6mpCVKpFFOmTMGuXbvAsixiY2MRFRWF0tJSAEBubi5aWlrQ0NAAhmEwbdo07NmzB1arFVFRUYiPj+fP96hRo9DZ2cmvMD1t2jTs27cPZrMZERERSElJwaFDhwAAWVlZMBqNvM0JCQk4fPgwjEYjv6im4z1rs9n48z1x4kQcPXoUXV1d0Ol0GDVqFPbt2wcASE1NhUQicbpnT548iY6ODqjVauTn5/PnOzk5GQqFAidPngQAjBs3DpWVlWhtbYVSqcT48eOxa9cu/p7VarX8+S4oKEBtbS2am5tdzndcXBzCw8P5852Xl4fGxkZ+6v6pU6fy5zsmJgYxMTF825CTk4O2tja+G93xno2KikJCQgKOHDnC37NdXV38+Z46dSoOHDgAk8mEiIgIpKam8vdsZmYmzGYzvxDmSLYRJSUlOH36dMDaiNGjR6O5uXnE2whCCJqamgLaRowbNw4VFRUj2ka0trYiJSUloG0EAEyePHlE24iCggKEMkE1aqy6uhrJycnYunUrpk+fzpc/8MAD2LJlC3/jDYTFYkF+fj6uueYafq0lR0wmE0wmE/++vb0dqampaGtrg16v942QIIVbk0sMiEUr1SksqE5hIRadoU5QRYRiYmIglUr5XxgcdXV1SEhI8GgfcrkcEydO5H8N9UWpVEKpVA7b1lBk2rRpgTbBb4hFK9UpLKhOYSEWnaFOUOUIKRQKTJ48GRs3buTLWJbFxo0bnSJEA2Gz2XDw4EEkJiaOlJkhCxfeFANi0Up1CguqU1iIRWeoE1QRIQBYunQpbrjhBkyZMgXTpk3DqlWr0NXVhSVLlgAAFi9ejOTkZKxcuRIA8MQTT+CMM87AqFGj0Nraiueffx6nTp3CLbfcEkgZQYnZbA60CX5DLFqpTmFBdQoLsegMdYLOEVq4cCEaGhrw2GOPoba2FhMmTMB3333HJ1BXVFQ4LUrY0tKCW2+9FbW1tYiMjMTkyZOxdevWkE/eGgkiIiICbYLfEItWqlNYUJ3CQiw6Q52gSpYOBO3t7QgPDxdFsnRXVxe0Wm2gzfALYtFKdQoLqlNYiEVnqBNUOUKUkYUbWikGxKKV6hQWVKewEIvOUIc6QhQKhUKhUEQLdYRERFZWVqBN8Bti0Up1CguqU1iIRWeoQx0hEWE0GgNtgt8Qi1aqU1hQncJCLDpDHeoIiQhuunUxIBatVKewoDqFhVh0hjrUEerBZDWBJWygzaBQKBQKheJH6PD5nuHzB04dQGREJJRSJVQyFWQSGeRSOaSMFAzDBNpMn2C1WiGTBd3UUSOCWLRSncKC6hQWYtEZ6tCIUA8MGEgYCQwWAxoNjajtrEV1RzVqOmvQ0t2CLnNXyEeNuJWgxYBYtFKdwoLqFBZi0RnqUFe1BwkjgUKqgEKq4MusrBUWmwVtpjawLAuJRAKZRBayUSMxJe6JRSvVKSyoTmEhFp2hDnWEBkAmkUEm6T1FLGFhZa0wWAzoNHcCAKQSKeQSOVQyFRRSBe8cSZjgC7YJfeZsR8SileoUFlSnsBCLzlCH5gj15AgdrjiMuOi4IW/PRY1sxDZg1MjRoQoU3d3dUKvVgTbDL4hFK9UpLKhOYSEWnaFO8IUtQgyZRAa1XA2dQge9Sg+NXAMGjGuuUUcNWrtbA5prdODAAb8fM1CIRSvVKSyoTmEhFp2hTuDDFAJDwkiglCmhhJIv46JGrabWoI8aUSgUCoUiJug3rx9wl2tksVn4XCOGsY9YU0gUUMlUvFPk61yj9PR0n+0r2BGLVqpTWFCdwkIsOkMd6ggFgL5RI0IIbMQGi80Co8k4YlEjm83mKwlBj1i0Up3CguoUFmLRGerQHKEggGGYAXONGroa+Fyj2o5aPtfIbDMPKdeoqqpqBFUEF2LRSnUKC6pTWIhFZ6hDI0JBSqCiRhQKhUKhiAk6fH6Yw+cDCZdrZGWtsLE2MAwDqUTqlGvEOUYSRgKz2QyFQjH4jgWAWLRSncKC6hQWYtEZ6tCusRCGixppFVroVXroFDoopApYWPsItbrOOlR3VKO6oxoNXQ04dOQQui3dsLLWQJs+4hw9ejTQJvgFqlNYUJ3CQiw6Qx3ahyIgGIaBjOl/hFprRytqO2sHjBoJha6urkCb4BeoTmFBdQoLoerkUjW43ggbsUGvDN1ZtKkjJHAcc43CwsKgU+icco0IIXyytkqqglKmFESukU6nC7QJfoHqFBZUp7AIdZ2EELuzQ2ywsfbvDTNrdlpNgYCAEBLSjhDNEQrhHKGhYjFbIFfIXcqHmmsUCphMJiiVysErhjhUp7CgOoVFqOhkCctHdqysFVablXd4rKzVaXSyVCKFlJHy/zIMgw5TBzIjMwOoYHiExrcaxSccO3zMbbm7XCO5RM7nGtV31fO5Ro1djegwdcBoNQZ1rtG+ffsCbYJfoDqFBdUpLIJNJ/ejt9vSjU5zJ1q7nXNJazpqUN9Vj1ZTK4xWIwBAKVNCp9AhTBmGMGUYNHIN33PAMEyAFfmG0O37oIwYDMPwUSAO7gHqsnSh3dQuiKgRhUKhCBEuusP9a7FZYLKaYCX2qD8X4eFWNZBJZJDL5JBKpAG2PDBQR0hExCfFe72tu3mNrKwVFtaCbmM3gB4HSiKHUqqEUqbkHaNA5Bqlpqb6/ZiBgOoUFlSnsBhpnY4OD9cem61mWIkVVtYKLvOFYRi+O0vMDk9/UEdIRDAS34Uxgz1qJJGIIypFdQoLqlNY+Eon5+jwScusBUarkXeE3Dk8GrmGRuc9hDpCIqK2qhZRsVEjtv9gihqdOnUKCQkJPt1nMEJ1CguqU1gMRSc3JN0xadlsNcPMmu1lrA0EvQ4P124qJUrq8AwT6ghRRozBokYd5g4AoLlGFApFNDg6PFyUh3N4rKyVH5IO2H9cSiVSu8Mjow7PSEGHz4to+LzJaIJSFVxDObmoEfcCfBM16u7uhlqtHimzgwaqU1hQncKBEIKu7i7IFDI+ymO0Gp3m4GEJyycscw4PNyQ9lKDD5ykhQ21lbaBNcIGLGqnlan54plpmbyC7LF1oNDSipqMG1R3VqO2oRWt3K7rMXTDbzE5zW/Tl5MmT/pIQUKhOYUF1hh5clNtoNaLL3IXW7t4pRw6VHuKHpDcZmtBtsacIKKQKfrqSMGUYtAotv3B2qDlBQoB2jYmIrs7QmO5dKrEn+w0n16ijoyNg9vsTqlNYUJ3BCzfpINedxU06aLaZ3Q5JlzJSmAwm6BQ66twEOdQREhEqtSrQJniFu1wjrkFyzDWSSWSQS+T2X1ZKGcw2s+BzjYTevcBBdQqLYNbJEtZpDa3B5uCRMlKoZCq3Q9LVajV1gkIAmiMkohwhq9UKmUyYvm/fXCOb1QaZXBY08xqNFBaLBXK567IpQoPqFBbBoNObOXi4fz1FyG2uIzRHiBIyHD14NNAmjBh9c42qj1bzuUadlk4+16imo4bPNTJYDIPmGgU7e/fuDbQJfoHqFBb+1GljbTDbzDBYDOgwdaC5uxm1HbX8shK1nbVo6GpAu6kdFtYCCSOBWtabs6hT6KCWq6GQKoY8EaGQ21whIXxXlSJafJFrRKFQgp++c/DYWBtMVlPvHDzE3qXFgOEjPHQOHgoHbe1FRGxCbKBN8BvutA6Ua9Rp6XSba6SQKXjHKBgbzOTk5ECb4BeoTmHhrc6B5uAJxkkHxdTmhjLUERIRMoV4LrenWkM9aqRQKAJtgl+gOoXFYDo5h8cxadlsNcNkM/Fz8BCQ3ghPzxw8KpkqqJKTxdTmhjL0KomImooaREZHBtoMv+Ct1uFEjeQSud8b4ZMnTyIuTthJ/gDVKTQ4ndwPD34NLZsFZtbMTzpoY238Ntwq6QqpAlJZaEw6KKY2N5ShjhCFMgihHjWiUAINNwcPF+Wx2Cyo76qHxWaxLyvhMGCBG50VSg4PJbShw+dFNHze2G0M2bmEhoq/tToOweUeKX9EjQwGAzQajc/2F6xQnaFB3zl4rDYrjFaj0xw8BARWkxUqtYpPWpYwEkE6PGJpc0N9+Dz9udqDGPzB+up6pGWnBdoMv+BvrUONGqnkKj5iNJyoUWVlJUaPHu0TDcEM1RlcOI7OshH78HRuDh53kw7KJDLIZXJ++HlFVQWisqMCKcEviKnNDWWoI9TDjLdnYHzaeIyNG4tx8eMwNm4sRkWNElTXRmd7Z6BN8BuB1uqvXKPW1taRMD/ooDoDg2N3lo218ZMOWlh7Do+7SQcdHZ7+CPTz6S/EojPUEc63/DBpNbbip4qf8FPFT3yZSqZCfky+3TmKsztHBbEF0Cq0AbTUexRKcYxIAYJTqydRI+7Xs6dRI6VS6Tf7AwnVOXIQQnq7tHqiPGZbzwitEZqDJxifz5FALDpDHZoj1JMjFP1ENJrYpkHrM2CQHZXNO0bcv7Ha4J8vgmVZSCTBNxfOSBCqWoeaaxSqOocK1Tl8+k46aGWtg87Bw0V5fD0HD72ewiLUc4SoI+SQLE2UBAfrD+JQ/SH+3xMtJzzaT4IuwckxGhc3DukR6UE1Cd+R346gYGJBoM3wC0LR6hg14r6o+F/kUiVKD5Ri8tTJkEsG744IZXbs2IGioqJAmzHi+EJnf5MO9p2DB7BHILlRWjKJzG8Jy0J5PgdDLDpD3RGiXWMOxOviEa+Lx9ysuXxZp7kTh+sPOzlHxY3FMNvMTtvWdtaitrMWP5z4gS/TKXQYGzfWyUHKi8mDQkrDpRTPGCzXyGQ1oaajJmjmNaL4j75z8FhZK0w2Ez8HjzuHhw5Jp1BcoY7QIOgUOhSlFKEopfdXmsVmwbHmYzhY5xw9ajO1OW3bae7E9qrt2F61nS+TS+TIjc7lE7I5B0mv1I+4lui46BE/RrAgZK2OuUbxCfHQKXT2bg7WjG5jt1PUSCVTQSlT8o5RqEaNEhISAm2CX3Cns+8cPFablZ90sO8cPKEy6aCQn09HxKIz1KGOkBfIpXIUxBagILYAC7EQgP3XWWV7pd0xqjuIQw32f093nHba1sJacLjhMA43HHYqzwjPwJi4MRgXPw7j4uyvBF2CTxsylUb481lwiEWrSqMaMGrUYe5Au6kdQPDMhu0NWm1oDlAYCixhoVKr0G3p5ufgMdlMfLdo3yHpUkYKpUwJKRO8Dk9/iOn5pAQ/1BHyEQzDIC08DWnhabgg5wK+vLm7GYfqDzk5SEebjjr9igOA8rZylLeV45tj3/Bl0ero3pyjnghSdmS217/qT5efRnhkuHcCQwyxaO1PZ38j1EI1anT8+HHExMQE2gyf0HcOHovNApPVBCux4tjRY8gYkwGg/zl4hIDYn09KcEEdoREmSh2Fc9LPwTnp5/Bl3ZZulDSW9CZm1x3EkcYjMFgMTts2dTdh86nN2HxqM1+mlqlREFvAO0hj48YiPzYfGnnozkZLGXnEEDUKNhwdHi7hnZt00Mpa3c7BI2WkCFOGBdhyCkVc0FFjQbLEho214UTLCT7niHOSGg2Ng24rYSQYFTXKZUh/tMa5f9rQZYBGKw6HSSxafalzoBFqgY4adXR0ICwsOB0Ex9FZ3KSDJquJLyOEgBACiUTCOzzcshJ9ofetsBCLzlAfNUYdoSBxhNxBCEFdVx0O1B3o7V6rP4jy1nKPtk8KS3Ke68gci2ljponi133VySqkZKYE2owRZ6R1cl/sXASDAWOfPVgih1qutkeZJPIRH3p97Ngx5OTkjNj+B6PvHDw21gaT1dQ7B4+bWZZlEtmQ5+Ch962wEIvOUHeEaNdYEMMwDBJ0CUjQJeC87PP48g5TBw41OOQd1R9CSWMJLKzFafvqjmpUd1Tj++Pf82X6H/UuQ/pHR4926jIRAu2t7YE2wS+MtE4u14jDKdeo23+5Rs3NzT7b10D0NwePmTXbR2i5GZI+3FmWHaH3rbAQi85QhzpCIUiYMgzTU6Zjesp0vsxsM+No01GnvKND9Yf4Na042k3t2Fq5FVsrt/JlCqkCo6NHOw3pHxM7JqRzFWRycdza/tbZX66RhbXwuUZc1EghVUAlU/kkaiSX+9ZR5xwex5XSTVYTzDYzPwcPS9jeEVp+moOH3rfCQiw6Qx3aNRbEXWPDhRCCU22nnOY6Olh3EDWdNR5tnxmR6TRibVzcOMRr40XRtUbxnmDKNXKcg8fG2kdocXPwcGUc3AgtLmmZ3ucUimeEetdYUDpCr732Gp5//nnU1taisLAQr7zyCqZNmzbodh999BGuueYaXHLJJfj88889OpaQHaG+FO8rRv6EfDQaGp1yjg7VH0JZc5nLkH53xGpie7vWeuY8yorMCqqlRIBerUInVHQ65hqxhIUEkiFFjQZbemIokw5yjk4wOjyhcj2HC9UpLELdEQq6uN2GDRuwdOlSrF69GkVFRVi1ahXmzZuH0tJSxMX176iUl5fjvvvuw9lnn+1Ha0MLzueN0cRgVsYszMqYxX9msBhQ3FDstNbakYYjMFqNTvtoMDRgU/kmbCrfxJdp5BqMiR3DR43GxY9DXkweVLLATSYWhP79iBAqOvvLNTLZTOi2dIMF61HUiF8lnXN6bFYYrUZYibXfSQdVMlXIzMETKtdzuFCdlGAi6CJCRUVFmDp1Kl599VUA9tV7U1NTcdddd+Evf/mL221sNhvOOecc3HTTTfj555/R2tpKI0JuqKmsQWJqosf1rawVx5uPO3et1R9Ec/fgiatSRorc6FyXxOxIdeRwJHjMULWGKkLSOVDUqLG6EdGJ0YPOwRMqDk9/COl6DgTVKSxoRMiHmM1m7NmzBw899BBfJpFIMHfuXGzbtq3f7Z544gnExcXh5ptvxs8//zzgMUwmE0wmE/++vV08Wf06vW5I9WUSGUbHjMbomNFYULAAgP0XTk1nDZ9vxDlIp9pOOW1rIzYUNxajuLEY/zryL748RZ/i5BiNixuHFH2Kz7snhqo1VBGSzoGiRlDZl6eRSqRQy9Qh7/D0h5Cu50BQnZRgIqgcocbGRthsNsTHxzuVx8fHo6SkxO02v/zyC9asWYN9+/Z5dIyVK1fi8ccfdyk/eeQkGnWNyB2Xi4qyChi7jdDqtEhITcDx4uMAgISUBBCWoK66DgCQMyYHVeVV6O7qhlqjRkpWCo4dOgYAiEuKg0QiQW1VLQAgOz8btVW16OroglKlREZuBkoPlAIAYhJioFAoUF1RDQDIHJ2JxtpGdLR1QK6QY1TBKBTvKwZgX8RPrVGjqrwKAJCRk4Hmxma0t7RDJpMhd1wuivcXg7AEkTGR0Ol1qDxRCQCwWq2IiY9Ba1MrJBIJ8grzUHqwFDarDeGR4YiIjsCpMrtDk5KZAkOnAc0N9uhPwcQCHDt8DBazBfoIPc5OOBsp7Sk4P/18JJ+TjIb2Buw8sRNlHWWol9Vjb9VenOg4ARvpTUYFgKr2KlS1V+G7su/4Mr1cj2xdNvKj8lGUVYSwjjCka9KRnJoMAKg7bT/fowpGobqiGoZOA1QaFdKy0nD00FEAQGxiLGQyGWoq7YngrI2FPlKPzvZOKFVKZOZmouSA/R6KiY+BUqXE6VP2deAyczPRVN+E9tZ2yBVy5IzJwZHfjgAAomKjoNFpUHXSfr7TR6WjtakVbS1tkMqkGD1uNEr2l4BlWURER0AfoUfF8QoAQGpWKjrbO9HS2AJGwiC/MB9HDx6F1WqFPlKPqJgolB8rt5/vjBR0G7rRVN8EAMifkI+yI2WwmC0ICw9DTEIMTpaeBAAkpSXBbDajsbYRne2dmDxjMsqPlsNkNEEbpkVCivM9y7Is6qvr7ffs2BxUnahCt6Ebaq0aKRkpOHbYfs/GJ8WDkTDO92xlLbo6u6BSq5A2Kg1HD/ac74RYyBQy1FTYz3dWXhbqq+vR2d4JhVKBrLwslOwv4e9ZlUaF0+X2852Rm4Hm+ma0t7ZDJpchd2wuivcVgxDXezZtVBram9tRVV4FfaQeeePzUHKgBKyNRURUBPRRelSUuTnfDIP8Cfk4eugorBYr9BF6RMVFofyo/XwnZyTDaDDy5zuvMA8nSk7AbDJDp9chLikOJ0pOAAAS0xJhNVvRUNsAACPaRhw9eBRqrTpgbURadhraW9t90kZEx0Xj5FH7PZucngyT0YTGOvsEsYQQqNQqmIwm6PQ6xCfF43iJ/RwmpibCarWioabnfI/NRcWJChgNRmh0GiSlJaHsSJn9nk2O97qNyM7LRl113Yi2EZ0dnZh2zrSAthEAMHr86BFtI6LSohDKBFXXWHV1NZKTk7F161ZMn947NPyBBx7Ali1bsGPHDqf6HR0dGD9+PF5//XWcf/75AIAbb7xxwK4xdxGh1NRUUXSNHfntCAomFvjteCarCaVNpU4j1g43HEanuXPQbZVSJfJi8uwj1mLtidkFsQXQKTz7heVvrYGC6hQWVKewEItO2jXmQ2JiYiCVSlFXV+dUXldXh4SEBJf6x48fR3l5OebPn8+Xsaw9WVImk6G0tBTZ2dlO2yiVSiiVyhGwPvhJG5Xm1+MpZUqMjx+P8fHj+TKWsChvLXcZ0l/X5XzNTTYT9tftx/66/XwZAwZZkVkuQ/rjtK4OrL+1BgqqU1hQncJCLDpDnaByhBQKBSZPnoyNGzfi0ksvBWB3bDZu3Ig777zTpX5eXh4OHjzoVPboo4+io6MD//jHP5CamuoPs0OG9uZ26MIC22ctYSTIisxCVmQWLh59MV9e31XvMqT/ePNxfhZfACAgON5yHMdbjuOL0i/48jhtXG/OUY+DpGxTBlyrPwiGa+oPqE5hQXUKA0II2k3tQTd9ylAJKkcIAJYuXYobbrgBU6ZMwbRp07Bq1Sp0dXVhyZIlAIDFixcjOTkZK1euhEqlwtixY522j4iIAACXcgrQ2tyKpPSkQJvhljhtHOZkzsGczDl8Wae502VIf3FDsT151oH6rnpsPLkRG09u5MvUUjXGJYxzcpDyovOglAkrGhjM19SXUJ3CguoMbkxWExoMDajvqkd9Vz3qOut6/+7q/bu+qx4mmwkn7j4RaJOHRdA5QgsXLkRDQwMee+wx1NbWYsKECfjuu+/4BOqKigpIJKHtfQYKiTS0zptOocPU5KmYmjyVL7OyVhxrOuYypL/V2Oq0bbetGztP78TO0zv5MplEhtHRozEmbox9vqO4cRgTNwYRqgg/KfI9oXZNvYXqFBZUp/8hhKDF2OLi2LhzblqMLYE2168EVbJ0IBDTPEJChRCC0x2n+fXVOOeosr3So+3TwtP4hGwu7ygpLCmoZhymUCgUd3RbutFgaBjUuanvqndZmHs4xGhiEKeJQ5w2DmsvWRvSydLUERKRI1RyoAR54/MCbYZfKDlQgoTchF7HqMdJKm0qdRnS744odRTGxo51yjsaFTUKMklwBVHFck2pTmFBdQ4MS1g0dzcP2CXFvW83+W4uPLVMjXhtPGK1sYjXxSNOG8e/4rXxiNfay2I0MU4LL9NRY5SQgbUNvpaYUGBtLCJUEZiRNgMz0mbw5UarEaWNpThQf8BpSL/BYnDavrm7GT9V/ISfKn7iy1QyFfJj8p3yjvJj8qFVaP2mqy9iuaZUp7AQq84uc9eAURvufUNXg0c/2DyBAWOP3mjj3Do3vJOji4dWrhVlJJw6QiIiIioi0Cb4jf60qmQqFCYUojChkC9jCYuTLSdxsP6g05D+BkOD07ZGqxG/1f6G32p/48skjATZkdnOs2XHj0OMJmZEdPVFLNeU6hQWQtJpY21oNDTanRmDc/7NqfpTaC9p5997Moeap2jl2n4dG8f30ZrooItkBxu0a0xEXWOdHZ2CHsrpiC+01nXWOSVkH6o/hBMtno2OSNAlOC0jMjZuLNIj0n0+zFQs15TqFBbBrpMQgi5LF+q66gbNvWk0NPKL/Q4XKSNFrDZ2UOcmVhvr8eSy/oB2jVFChoqyClHMcgr4Rmu8zh4unps1ly/rNHficP1hJweppLEEZpvZadvazlrUdtbifyf+x5eFKcL4EWucgzQ6ZjQUUoXXNorlmlKdwiJQOq2sFY2GRtR11jk5NE7OTac9stO3u3w46JX6QZ2bOG0cotRRgl1HL5ihjhCFMgR0Ch2KUopQlFLEl1lsFhxtOuoUOTpUfwhtpjanbTvMHdhetR3bq7bzZXKJHKNjRjtFjsbGjYVeqfebJgollOEm9XMXteEdnB7npsnQ5DRJ63CQSWSDOjbtp9oxfep0aOQanxyTMjLQrjERdY11tHUgLDws0Gb4hUBrJYSgsr2yd8Rag/3f0x2nPdo+IzwDY+PH8g7SuLhxSNAluCQyBlqnv6A6hYUnOs02Mxq6GvpPLO6sQ73B/rfRavSZbRGqiAGdG+4VqY4ctKtbNNeTdo1RQoXO9k5RPJRA4LUyDIO08DSkhafhgpwL+PLm7mbnIf0Nh3C06ahLjkF5WznK28rx9dGv+bIYTYzLkH5Np0YU1zTQ19NfCF0nIQStxlYcrjwMtpV1dWx6Eo7ru+rR3N3ss+MqpAqPnJs4bZxPZ58X+vUUCtQREhEtjS1ITE0MtBl+IVi1RqmjcE76OTgn/Ry+rNvSjZLGEqcRa0caj7jkKDQaGrH51GZsPrWZL1NKlBgb7zxiLS8mT3Ch+GC9nr4mVHUarUY0dDUMGLXhXn3z6YZDlDrKyZlxcXR6RlWFK8MDMiw8VK+n2KCOkIgQ0/wQoaRVLVdjYuJETEycyJfZWBtOtJzg8444J6nR0Oi0rYk1YU/NHuyp2cOXSRgJcqJyXIb0R6mj/KbJ14TS9RwOwaSTJSxaulsGdG64KE7ffLjhoJKpBozccM5NjCZmWAMN/EEwXU9K/9AcIRHlCFFCG0II6rrqcKDugFNidnlruUfbJ4UluQzpTwtPo421yDBYDANGbTjnpsHQACtr9ckxHSf1i9XGukZxdL3OTpgijN6TIUao5whRR0hEjtDRQ0eROzY30Gb4BbFoPXroKBJyEnC44TC/jMjB+oMobSz1aF0hvVLvHDmKG4fc6Fyn6fODATFdT2902lgbmrqbBk4s7vm7w9zhM3s1cs2AURuuPEYT4zSpH72ewiLUHSHaNSYirBbf/LoLBcSi1WqxQq/UY3rKdExPmc6Xm21mlDaW8qPVuATtvl+C7aZ2bK3ciq2VW/kyhVSBvJg8lyH9gZzATUzX05FOc+egjg03qZ+vlmSQMJLeJRn6cW64z7y9J8R6PSnBCXWERIQ+Qjxz04hFa386FVIFxsWPw7j4cbhm7DUA7DkfFW0VTt1qB+sOoqazxmlbs82MA3UHcKDugFN5ZkQmP1qNc5ASdAkjI6wPQrqe/KR+bpybU/Wn0FHcwTs/vpzUT6fQ9ZtMHKeNQ5zG/j5aHT3ik/oJ6XoOhFh0hjq0a0xEXWOGLgM0WmGNJuoPsWj1hc5GQ2PvkP4eB6msucyjZQNiNbF8xGhcvH2+o6zILJ8vJRLs15MQgk5zp31JBscZi/tEbrjojS8n9YvVxLo6NxpnRydWExvQxYH7EuzX01eIRWeod41RR0hEjtCR346IYvp+QDxaR0pnl7nLeUh//UEcaTji0cR1GrkGY2LH9E4G2TOkXyVTeW1PoK6nxWZBg6HBxbHpG82p76pHt7XbZ8cNV4YPOmqKW5LB106nP6DPp7AIdUeIdo1RKBQXtAotJidNxuSkyXyZlbXiePNx5661+oMuE98ZLAbsqt6FXdW7+DIpI0VudK5L3lGkOtJvmjgIIWgztfUbtXF0cpq6m3x2XLlE7jZq4+jctJW34cypZ0ItV/vsuBQKZWBoREhEEaG2ljaER4YH2gy/IBatgdZJCEFNZ43TiLVD9Ydwqu2UR9un6FNchvSn6FNchk97otNkNfHRG0fnxl30xmQzea25L5GqyAEn8+M+i1BFDDosPNDX019QncKCRoQoIYPRYBTFQwmIR2ugdTIMg6SwJCSFJWHeqHl8eZuxzWXEWmlTqcu8NFXtVahqr8J/yv7Dl0WoIlwiR831zbC12fofHt5Vh1Zjq890KaVKj0ZNxWhifLokQ6Cvp7+gOinBBHWERERTfRPik+MDbYZfEIvWYNUZrgrHWaln4azUs/gyk9WEkqYS57XW6g+hy9LltG2rsRW/VPyCXyp+8bldMZoYt11SfXNx9Ep9QCb1C9br6WuoTkowQR0hCoXiF5QyJQrjC1EYX8iXsYRFeWu5y5D+uq46j/erlqkRr41HrDbWbZcU59zEaGKCbqJICoUSeGiOkIhyhFiWhUQSeiNMvEEsWoWqs76rno8cFTcUQyaRIU7nHLXh/tUpdIJZkkGo17MvVKewoDlClJDhRMkJjCoYFWgz/IJYtApVZ5w2DnMy52BO5hwAQNmRMkHq7ItQr2dfqE5KMCF8V5XCYzaZA22C3xCLVqpTWFCdwkIsOkMd6giJCJ0+cGtF+RuxaKU6hQXVKSzEojPUoY6QiIhLEnYOlCNi0Up1CguqU1iIRWeoQx0hEXGi5ESgTfAbYtFKdQoLqlNYiEVnqEMdIQqFQqFQKKKFOkIiIjEtMdAm+A2xaKU6hQXVKSzEojPUocPnRYTVbB28kkAQi1aqU1iEgk7WxsJmtQ1rH+ZuMywmi48sCl6EoFMqk0IiFXbMhDpCIqKhtgGxibGBNsMviEUr1SksglknIQTtTe3o7uge9r4sFguaqpt8YFVwIxSd6jA19NGBWXbGH1BHiEKhUCiD0t7UDmOnEXFxcVCpVcP6UjQbzVCoFD60LjgJdZ2EEBi7jWhoaAAAhMcIcwFZusSGiJbYsFqtkMnE4fuKRSvVKSyCVSdrY1FfUY+4uDhERkUG2hyKn2lpbkF9fT3i0uLcdpOF+hIbwu74ozhRUVYRaBP8hli0Up3CIlh1cjlBKrXKJ/szG8Ux47JQdHLXfbi5YcEKdYREhLHbGGgT/IZYtFKdwiLYdfoqR4QlrE/2E+wIRadQc4M4qCMkIrQ6baBN8Bti0Up1Cgux6BTDiuyAeHSGOvQqiYiE1IRAm+A3xKKV6hQWYtEpV8gDbYJfEIvOUIc6QiLiePHxQJvgN8SileoUFmLRaTKaAnr8Dz/8EGeecSZiomIQHRmNcWPH4fbbbkd9fT1fx2Aw4Kknn8L4ceMRHhaOhLgETD9jOv766F+d9qWQKaCQKfDG/73hcpz/fPsf/vPy8nKP7duxfQfmXzgfqcmp0Ov0yMnOwcKrFmLnjp1D1jF3zlwoZApcd+11Lsfp6OiAXqeHQqbAe+++57F9QoM6QhQKhUIRDS88/wKW3LAEM2bMwLoP12Hdh+tw4403Ys+ePaiurubrXX3V1Xj1lVexZMkSfP7F53h99euYPXs2vvzyS5d96nQ6fLzhY5fyT/71CXS6oa1Av/XXrZg9azakMileff1VfPHlF3jgwQdg6DJg165dQ9bB2ffN19+gq6vLqfzzzz8PylGK/oYOnxfR8PnmhmZExUYF2gy/IBatVKewCFadFpN9YsD0jHSoVMMfOWaz2iCVSX1g2dDJTM/E3N/NxZtvvenyGcuykEgkKCsrQ0FeAda8vQaLFi1yW4dDIVPgmmuvwYaPNuD4yeNITk4GAJhMJqQkpeDCiy7Eh+s+xNGyo8jIyBjUvhsW34BdO3fh4OGDkEqdz5HjsT3RAdgjQiqVCnv37sVLq17C1Vdfzdebf+F8RMdE48N1H+KtNW9h8Q2L3dpkNBpxqvwUopOiIVe6dvfR4fOUkIGw4vF5xaKV6hQWYtEZSFpaWpCQ4D4Xi3MeWltaAQCJCa5rhblLgC4sLERObg7+9fG/+LL//Oc/IITg/AvOH5J9rS2tiI2NdXGC+h7bEx0cMpkMly+4HBs+2sCXNTQ0YOPGjU6OkVihjpCIqKuuC7QJfkMsWqlOYSEWnRZL4NbfmjRpEt58402sXbMWtbW1buvkjs6FTqfDAw88gG++/gadnZ2D7nfhwoXYsKHX0djw0QZcdNFFQ46gTZw0Edu2bcPyx5ajpKRkWDr62ve/7/+HlpYWAMC/P/k3UlJScMb0M4ZknxChjhCFQqFQvEby91WQpWcO+pJeepnLttJLL/NoW8nfVzlv2NHhWuYhL7/6MqKiovCH2/+AtJQ0jM4ZjaX3LnVKZtbr9fi/N/8Pp8pP4bJLL0NsdCyKphVh5TMrXfJsOBZevRB7du/B8ePH0dnZiW+/+RZXXnXlkO1bdt8yzJ07FyufWYnxY8cjIS4Bixctxi8//zJkHY7MOHsG4uLi8PlnnwOwO2pXLbxqyPYJEeoIiYicMTmBNsFviEUr1SksQlJnezuY06cHfaGhkd9EqVLa/2ho9Gzb9nbnYxLiWuYhY8eOxb4D+/DFl1/grrvvgj5cj1dfeRWTJ07Gvn37+HpXXnklyk6UYe07a3H9ouvR1NiE5Y8txxlFZ7h1hnJycjBp8iRs+GgDvvjiC4SFhWHe7+cN2b6wsDB8+923+HXrr3jk0UdQWFiIf3/yb5w751ysXbN2yDo4GIbBlVdeiQ0fbUBlZSW2bt2KhVcvHLJ9QsQrR2jHjh2+toPiB6rKqwJtgt8Qi1aqU1iEpE69HiQ5edAXYmP4TSzmnq6x2BjPttXrnY/JMK5lQ0ChUOD8C87Hiy+9iF27d+Hrb76GwWDA00897VQvMjIS119/Pd58600cO34MDz/yMEpLSvH22rfd7pfrHtuwfgOuuPIKsDbvZ5aeOm0qlq9Yjv/+7784dOQQUlJS8PBDD3ulg7fv6oXYsmULXl71MgrGFGDcuHFe2yckvBo3N336dIwaNQqLFi3Cddddh6ysLF/bRRkBuru6A22C3xCLVqpTWISiTvbee8Dee8/QtmHtDoLt88+8O2hY2JCPORDnzTsP4wvHD5iTwzAMlt23DM88/Uy/9a686kr85cG/oLSkFJs2b+J1DpfMzEwsWLAAq1atQl1dHeLj473SMWnyJGRmZeKVV17BisdX+MQ2IeBVROiDDz5ATk4OnnzySeTk5OCss87C6tWr0dzc7Gv7KD5ErVEH2gS/IRatVKewEIvOQC49UVfnmpDe3d2NqsoqJMTbR2F1dHSgu9vVKT129BgA9OuIpKSk4O6778bV11yN6WdO90qnO/sA4Oixo1AqlYiIiPBYhzseeOABXHjRhbjm2muGbJtQ8SoidO211+Laa69FY2MjPvroI3z44Ye44447cM899+D3v/89rr/+elx88cVQKBS+tpcyDFKyUgJtgt8Qi1aqU1iIRWcgl56YNGESLrzoQvzuvN8hMSERp6tP45+v/RONjY248+47AQBHS4/isksvw6LFi3DWWWdBp9OhuLgYzz/3PMLDw/udbwcAnn/xef5vb3T+4fY/wGa14bLLL8OoUaPQ3t6OTz/9FN9+8y3uvvtuKJVKj3W448YlN+LGJTcO2S4hMyy3PCYmBnfeeSe2bt2KY8eO4ZFHHkFJSQkWLlyIhIQE3Hbbbfjll18G3xHFLxw7dCzQJvgNsWilOoWFWHQGcomNvz72V9RU1+CB+x7A7+f9Hg/e/yDCwsLw3+//i0suuQQAkD0qG7fcegt+/uln3HLzLbjwggvx95f+jlmzZ2Hbjm1IT0/36Fje6PzjH/+IiMgI/O3Zv+GiCy/CLTffgpLiErzx5hv42/N/G5IOimf4bGbp6upqrF+/Hu+//z4OHDiAyMhIyGQyNDY2YtKkSXj33XdRUFDgi0P5FDHNLH3ktyMomBh812AkEItWqlNYBKtOX88sbew2QqUe/n6CHaHopDNLD0BHRwfefvttzJ07F+np6Xj44YeRkZGBTz75BLW1taiursaGDRtQX1+PJUuW+MpmipfEJQnb0XNELFqpTmEhFp0yuTjWtxKLzlDHq6v0xRdfYN26dfj6669hNBoxdepUrFq1CldffTWio6Od6l5xxRVoaWnBn/70J58YTPGeQCYo+huxaKU6hYVYdDJgAm2CX+irk2XZAUeSSaVSMIw4zk0w4dVTd9lll2HHjh249957UVxcjB07duBPf/qTixPEUVhYiOuuu25YhlKGT23V4NOwCwWxaKU6hYVYdAZyiQ1/0lfnU08+BY1K0+/r/ffeD5Cl4sariNCPP/6IWbNmeVx/2rRpmDZtmjeHolAoFApFENxy6y248MIL+/08IzPDf8ZQeLxyhIbiBFGCh+z87ECb4DfEopXqFBZi0ckvsSFw+upMSkpCUlJSgKyh9IdXXWOPPvooJkyY0O/nEydOxOOPP+6tTXjttdeQkZEBlUqFoqIi7Ny5s9+6n376KaZMmYKIiAhotVpMmDAB779Pw4vuEEvYHRCPVqpTWIhFJ7/EhsARi85QxytH6JNPPsH555/f7+cXXHABNmzY4JVBGzZswNKlS7F8+XLs3bsXhYWFmDdvHurr693Wj4qKwiOPPIJt27bhwIEDWLJkCZYsWYL//ve/QzqujdhgsppgtplhsVlgZa2wsTbYWBtYwsJHswwElK4O96smCxGxaKU6hYVYdPpq6YlgRyw6Qx2vusYqKiqQnd1/CDczMxOnTp3yyqCXXnoJt956Kz/cfvXq1fjmm2+wdu1a/OUvf3Gp37eb7s9//jPeffdd/PLLL5g3z/OVfxVS+yzYnNNDQHjnh4DA/v+BnSEu258bKcAwDBgwbv/l6vUtG0nEEo4GxKOV6hQWYtEplpFRYtEZ6njlCOl0ugEdnZMnT3o16ZbZbMaePXvw0EMP8WUSiQRz587Ftm3bBt2eEIIff/wRpaWl+Nvf/ua2jslkgsnUO9tne3s7ACAxLBFhYWG8A9TXEXIs6+8zlmXBond4JPc3C7tz5RhZctxuKE4W4OpAOf7L1XXnZGXkZgx6DoWCWLRSncJCLDrF4vCJRWeo43Wy9P/93//hD3/4A5KTk50+q6ysxBtvvIHZs2cPeb+NjY2w2WwuC9rFx8cPuCpwW1sbkpOTYTKZIJVK8frrr+N3v/ud27orV650m7+0e/duaLVaTJo0CcXFxeju7kZYWBgyMzNx4MABAEB6ejpYlkVlZSUAYMKECSgrK0NnZye0Wi1yc3Px22+/AbAvvieVSnmHcdy4cSg/VY72tnao1Crk5+dj7969AICEhAQoVAqcOnkKBASj80ejproG7W3tkCvkGD1mNA7uPQgCgujYaKg0KlSVV4GAICU7Ba2Nreho7YBUJkVGfgaOHzoOQgjCIsOgCdOg9pQ978BmtSEiNgIdLR2QSCRIL0hHRXEFWJaFNlyLsMgw1Jbb6yakJcBoMKKtsQ0AkFuYi5NHTsJqtSIsPAzR8dE4ddSuLTk9GSajCY11jQCAvPF5OHn0JExGE3R6HeKT4nG85DgAIDE1EVarFQ01Dfb9js1FxYkKGA1GaHQaJKUloexImf26J9vvg7rT9sUFRxWMQnVFNQydBqg0KqRlpeHooaMAgNjEWMhkMtRU1gAAWBsLfaQene2dUKqUyMzNRMkB+z0UEx8DpUqJ06dOAwAyczPRVN+E9lb7+c4Zk4Mjvx0BAETFRkGj06DqZJX9HhiVjtamVrS1tEEqk2L0uNEo2V8ClmURER0BfYQeFccrAACpWanobO9ES2MLGAmD/MJ8HD14FFarFfpIPaJiolB+rNx+v2SkoNvQjab6JgBA/oR8lB0pg8VsQVh4GGISYnCy9CQAICktCWazGY21jehs78TkGZNRfrQcJqMJ2jAtElIScLzYfr4TUhLAsizqq+1dyzljc1B1ogrdhm6otWqkZKTg2OGehSST4sFIGD5PJTs/G7WVtejq7IJKrULaqDQcPdhzvhNiIVPIUFNhP99ZeVmor65HZ3snFEoFsvKyULLffr6j4+z37Oly+/nOyM1Ac30z2lvbIZPLkDs2F8X7ikEIQWRMJHR6HSpP2J+xtFFpaG9uR1V5FfSReuSNz0PJgRKwNhYRURHQR+lRUebmfDMM8ifk4+iho7BarNBH6BEVF4Xyo/bznZyRDKPByJ/vvMI8nCg5AbPJDJ1eh7ikOJwoOWG/Z9MSYTVb0VDbc8+Oy0VFWQWM3UZodVokpDqfb8IS1FXb79mcMTmoKq9Cd1c31Bo1UrJS+GU04pLiIJFInM73od2HoNaqoVQpkZGbgdIDpfZ7NiEGCoUC1RXV9nt2dCYaaxvR0dYBuUKOUQWjULyvmD/fao0aVeX2ezYjJwPNjc1ob2mHTCZD7rhcFO8vBmHdnO/sNLS3tqO1qRUSiQR5hXkoPVhqf550ehCWwNhtBAAoFAqwLAur1QoAUKlVMBlNIIRAKpVCJpPxPzrlCjkIS/i6IAAjYUAIgUQigVwh55ejkMvlICCwWnr2q1LBbDaDZVm3dYHeYepKlRIWs4Wvq1AoYDTa7ZXJZWDAuK3LMAyUKiWvTSaTgZEwfI6PUqmE1WqFzWZzW1cikcBsNtvPi1IBm9UGm80G1sZCo9PwdaVSKaQyKcwmM38ObawNNqut9xx2m0BA3Nb19nw71h3sfPc9h3KFHGajGRaLBa1NrZDKpS5tRFRaFEIZr5bYKC0txbRp08AwDG6++WaMGTMGAHDo0CGsXbsWhBBs374d+fn5Q9pvdXU1kpOTsXXrVkyfPp0vf+CBB7Blyxbs2LHD7XYsy+LEiRPo7OzExo0b8eSTT+Lzzz93O7rNXUQoNTUVbW1t0Ov1Q7I3WOAjSw5/u/v3t92/YcKUCS6fuYtgOUayAPdRMS6INZQuw8G6B91Ft7whWJcq8DVUp7AIVp10iQ3vEIpOoS+x4VVEaPTo0fj5559x11134e9//7vTZ+eccw5efvnlITtBgH0RV6lUirq6Oqfyuro6JCQk9LudRCLBqFGjANijNMXFxVi5cqVbR0ipVPKr9woFR8dhoAlbU1NSoZFrhrTvwboHB3PAALg4V9y/3HZ987JIr4fllZMFAOGx4TBZTYPmZ4U6MQkxgTbBL1CdwkImC8zSEwqZYtA6b615C+fMPAe5o3Ldfr5t+zZMnjK53+23bN6C38113yPhyNGyo/hpy0+45eZbXD7TarVoaWsZdB8U3+D13Th+/Hhs2bIFjY2NOHHCHkLOyspCTIz3D7JCocDkyZOxceNGXHrppQDsX6IbN27EnXfe6fF+WJZ1ivpQ7HjzS84pAXwE/AZvnCtH58ydkwWAd3aHkvzOgHEqc+c0BVPyO2B/ZsQA1SksGElgfoT8/MvPTu/PnnE2/nTnn3D11VfzZVnZWejqso/ee/KpJ11+UOfl5w14jImTJvLHsbE2HNh/AHffdTfeWvMWRo8ezddLTEzk//76m68RHh7Ov5dKpUMTRhkWw3bLY2JihuX89GXp0qW44YYbMGXKFEybNg2rVq1CV1cXP4ps8eLFSE5OxsqVKwHYc36mTJmC7OxsmEwmfPvtt3j//ffxz3/+02c2CYUTJ04gNjY20GY4wUdxfNwunjpyCqPTRg8p+b2vA+YuguUu+b3vdn2dLIZhXKZf8HSEYX+fcVRXVCMiOsK3Jy8IoTqFhcVsgVTt/y/7ojOKXMpSU1NdyjlHaFTOKLfbDIRer+e3MXYb+TyjMWPG9BtJmjR5kk+/RylDY1iOUFVVFX777Te0tbW5nS9h8eLFQ97nwoUL0dDQgMceewy1tbWYMGECvvvuOz6BuqKiwmlhwq6uLtxxxx2oqqqCWq1GXl4ePvjgAyxcuNB7YRRBMFJOFuAarXJX5skIQ0LsZd6OMLSyVnSYOlx0838PIYIllO5CCoVCGQpeOUJGoxE33HAD/v3vf/MZ91yj7diQeuMIAcCdd97Zb1fY5s2bnd4/9dRTeOqpp7w6jtgYO3ZsoE3wGyOt1V9OFjDw9A1h48Kg1qhdnKyeWm6T31nCuhynv+5Cd7r5v4cQwRquk5U5OnQTMYdCqOk8o0iKulpvrqvOJ8ePTyDYvsPmk325w3GUFmDPR3X8IT4Ynuaj2mw2p+PQVej9i1eO0MMPP4xPP/0UTz/9NKZPn45Zs2bh3XffRWJiIlatWoXq6mq89957vraVMkyqqqqc+qiFTChrHYqTVVFXMSSdw01+dxfB6jvC0G3y+zBHGNZW1yIpI2lEnKxgorG2EalZqYE2w2PqahmcPi2Mc++O6665zun9nDlz8N3333m8vaNzMxCpyc7XfMXjK/DwIw97fBzK8PDKEfrkk0+wZMkSPPjgg2hqss/DkZycjDlz5mDu3LmYM2cOXnvtNZqnE2S0trYG2gS/IRatQ9UZqOR3TycndZf8TkBg6DAA6N/JGsjB8nQy0mBwrjraOgavFETEJ3i39BAhxCfn19vje8ozK5+B45x4YfqwIW1vs3kWrfruv985JUsnJdOFWf2JV45QfX09pk2bBgBQq9UAepPLAGDBggV44oknqCMUZIhlRAogHq3BpnOkugxrNbVICksaMJI1VAfLXdK7N92EnjhVjudmIAdArnCdoyWY8bZbymQ0hcSsy5lZmQMOlR8MT5298YXjabJ0APHKEYqPj+cjQRqNBpGRkSgtLcX8+fMB2Ccp5GbzpAQPEyZMCLQJfkMsWsWkcyScLG8jWJ46V333MZiDlTAqAZ3mziHlXYVi12AoOEG+QCw6Qx2vHKGioiL88ssvePDBBwEA8+fPx/PPP4/ExESwLIu///3vOOOMM3xqKGX47Ny5E0VFQxsKGqqIRSvVOTxGyrkCBnai+vv3wJ4DKJhY4Dbh3ZvoFQHxaKSgv50rocy4PBjc0hqU4MYrR+juu+/Gv/71L5hMJiiVSjz55JPYtm0bFi1aBADIzs7Gyy+/7FNDKRQKJRQYTh6WXCpHlNr9uk1Ddaoct/G2a5DL5bGZbfx7btShi243ehlfepgUygjhlSM0Y8YMzJgxg3+fmpqK4uJiHDx4EFKpFHl5eQGbQp3SPwMtUyI0xKKV6hQWA+kMZNeg0WhENVMNqUQKmUTGf8btg9+fY2SKc6bcRKskUkm/DpUjvCMVog4W/R4MDYZ8lQwGA66//nosWLAA113XO7RQIpGgsLDQp8ZRfItO55u5O0IBsWilOoWFv3V66lwxNgYSRgKpRAqpZOAZofvOog64Wc6GMG734865ctmegJ/p3Vs4zSarid+/o3OVkZEBs9U8rGMA9u/FmbNm9ruvxTcsxuIbvJtvj+I7PJ8ZqgeNRoMffvgBBoNhJOyhjCBlZWWBNsFviEUr1SkshKCTYRiXl4SROL3MJjPvVDm+ZBIZZBIZ5FK500shVUAukdtf3Ps+deQSOb993xe3f+74LvlPxD41w3BefDTN4X9m8/CdKcrI43XX2LZt23Drrbf62h4KhUKhUFzo67y4dI950Vs2YOSpt9Cl3Gq19ts1yDBM76KpPQ6Wt4R612Co4JUj9Oqrr2LevHl49NFH8Yc//AEpKSm+tosyAuTn5wfaBL8hFq1Up7AQi05u/rlAM6hzZS90Qabs/6szPT0dJ0+eBABI1BJIpVJXB6ufkX7+7hp0KRMpXjlChYWFsFqtWLlyJVauXAmZTOaypgrDMGhra/OJkRTfUFdXB71eH2gz/IJYtFKdwkIsOi0WS2/UJATZtWtXv58plUrewbJarZDJZP6JXg0yjULffQzFueK6/brMXZDCft0cR0cONvlosOOVI7RgwYKQm8CLAjQ3NwfaBL8hFq1Up7AQi05P1+AKVqZMmeJRPV/qDGTXoFVihYSRIFIdCYVS4TIlgygdoXfeecfHZlD8gZiGcopFK9UpLMSiUyw/pINdp6ddg1yiuVahhUopvIkwGeJurKOIaG9vR3h4ONra2kQRkqZQKJShYjQacfLkSWRmZkKlEt4XIWVghH79vfr58d5773lUb/FiOj9CMLFz505+sVyhIxatVKewEIvOrq4uaLXaQJsx4ohFZ6jjlSN044039vuZY6iNOkLBhZiCf2LRSnUKC6pTWIhFZ6jjlSPEDQ10xGazoby8HK+//joqKirw7rvvDts4im+JjY0NtAl+QyxaqU5hIRadcrk80Cb4BbHoDHWGPLM0YJ8noe8rKysLc+bMwSeffILY2Fi8+uqrvraVMkwiIyMDbYLfEItWqlNYiEVnoIfOr1u3DtOmTUN4eDj0ej3y8/Nxyy23oL6+nq9jMBjwxBNPoKCgABqNBtHR0Zg6dSoeeeQRp31xs2evXr3a5TibNm3iPy8vLx/UrlmzZrmdmdvxxfXIZGRkuP38hRdeGNa5ESNeOUKDcdFFF2HDhg0jsWvKMDh69GigTfAbYtFKdQoLseg0Go0BO/Zzzz2HRYsW4eyzz8aGDRuwYcMG3HTTTdi9ezeqq6v5eldccQX+8Y9/4Oabb8bXX3+NN954A+eeey4+//xzl33qdDp89NFHLuXr1q0b0vpxr7/+OrZt28a/Jk6ciLPOOsup7K9//auTjY6fbdu2zWkNUIpnjMhYzePHj8NkMo3ErikUCoVC8ZqXX34ZN954I1588UW+7Pzzz8f9998PlrVPKlhWVob//Oc/ePfdd51yXRcsWIBnnnnGZZ+XXHIJ1q9fj9OnTyM5ORkAYDKZ8NVXX+HSSy/FBx984JFtBQUFTu/1ej10Oh3OOOMMt/Xj4+P7/YziOV45Qj/99JPb8tbWVvz00094+eWXcemllw7HLsoIMHr06ECb4DfEopXqFBZi0RnIIdgtLS1ITEx0+5lEIuHrAHBbj6vjyIQJE7Bnzx5s2LABS5cuBQB8++23IITgwgsv9NgRogQGrxwhrh+zL4QQSKVSXHnllXjllVeGbRzFtzQ3NyMiIiLQZvgFsWilOoWFWHTabLaATR45efJkrF69GpmZmbjooouQkJDgUmf06NHQ6XRYtmwZnnnmGcyaNWvQLq5rrrkG69ev5x2h9evX4+KLLx5Rp48Q4jR7tdOCrxSP8epO3LRpk0sZwzCIjIxEeno6nZgwSGloaEBWVlagzfALYtFKdQqLUNM55Y0pqO2sHfJ2hBCfzLqcoEvA7tt2D2mb119/HZdddhluvfVWAEBmZibmz5+Pe++9FxkZGQDsXVJr1qzBLbfcgvnz50MqlaKwsBCXX3457rnnHrdzA11zzTVYvnw5jh8/jvj4eHz99ddYv379iA6hf/311/H666/z76VSacgvXxIIvHKEZs6c6Ws7KH7AXUhXqIhFK9UpLEJNZ21nLU53nA60GUNi7NixOHz4MH744Qd8//332LJlC15++WW8/fbb+OmnnzBhwgQAwFVXXYXf/e53+Prrr7Fp0yZs3LgRjz76KD744APs3r3bxRnKycnB5MmTsX79emRkZCAsLAyzZ8/Gjz/+OGJarrrqKtx///38+2Bf0iNY8XoeoUOHDmH+/PluP//qq68wbtw43rumBAdTp04NtAl+QyxaqU5hEWo6E3Su3UqhcHyFQoELLrgAF1xwAQDgv//9Ly688EI88cQT+PTTT/l6kZGRWLRoERYtWgRCCJYvX44nn3wSa9aswd133+2y32uuuQZr165Feno6rrrqqhHvHYmNjfV4AVhK/3jlCN13331ob2/v1xF67bXXEBER4XY4ISVw7N69WzQPjVi0Up3CItR0DrVbiiPYlp6YN28eCgsLUVxc3G8dhmFw//3348knn+y33sKFC3H//fejpKQEP//8M7q6ukbKZIoP8SoOu23bNvzud7/r9/Nzzz0XP//8s9dGUUYGm80WaBP8hli0Up3CQiw6A7n0RF1dnUtZd3c3Kisr+cTpjo4OdHd3u9Tj5nlyl2ANACkpKbjnnntw7bXX4swzz6RLbIQIXkWEWlpaEBYW1u/nOp0OTU1NXhtFGRmio6MDbYLfEItWqlNYiEVnoEaMAcC4ceMwf/58zJs3D4mJiTh9+jReffVVNDY24s9//jMAoLS0FPPnz8eNN96IGTNmQKfT4ciRI3j22WcRHh4+4HqbL730Ev93IHVSPMerq5SWloZff/0Vf/zjH91+/vPPPyMlJWVYhlF8T1xcXKBN8Bti0Up1Cgux6AzkGlwrVqzAV199haVLl6KhoQExMTEYP348Nm7ciNmzZwMARo0ahdtvvx3ff/893nrrLXR0dCA5ORlz5szBI488gvT0dI+ORdcaCxGIFyxfvpxIJBLyj3/8g9hsNr7carWSVatWEYlEQv761796s2u/09bWRgCQtra2QJsy4mzfvj3QJvgNsWilOoVFsOrs7u4mR44cId3d3T7ZX0dHh0/2E+wIRaevr3+w4VVE6KGHHsIvv/yCe+65B08//TQ/G2ppaSkaGhowa9Ysl4XpKBQKhUKhUIINr5KllUolvv/+e6xZswbTpk1DY2MjGhsbMW3aNKxduxY//PADlEqlr22lDJOcnJxAm+A3xKKV6hQWYtEZyCU2/ElfnSzLwmq19vsiNLk6IHg9e5dEIsGSJUvw1Vdf4ciRIzhy5Ai++uor3HjjjSE3KZhYaG9vD7QJfkMsWqlOYSEWnWIZHddX5xNPPAG5XN7v69133w2QpeLGq66x5uZmVFVVYfz48W4/P3jwIFJSUhAZGTks4yi+pa6uTjSTXIpFK9UpLMSi02KxiKLXoK/O2267DRdddFG/9TMzM/1hFqUPXjlC9957L0pLS7F9+3a3n99+++3Iz8/HmjVrhmUchUKhUChCISkpCUlJSYE2g9IHr/qwfvzxR1x88cX9fj5//nz88MMPXhtFGRmKiooCbYLfEItWqlNYiEXnYCu5CwWx6Ax1vHKEuLkX+iM6Ohr19fVeG0UZGfbu3RtoE/yGWLRSncJCLDrFsvSEWHSGOl45QomJifjtt9/6/XzPnj2IjY312ijKyGCxWAJtgt8Qi1aqU1iIRadYRkeJRWeo45UjdOmll2LNmjX48ssvXT774osv8Pbbb+Oyyy4btnEU3yKm5HWxaKU6hYVYdIpl6Qmx6Ax1vLpKK1aswA8//IDLLrsMhYWFGDt2LADg0KFD2LdvHwoKCvD444/71FDK8BFTkp5YtFKdwkIsOsWy9IRYdIY6XkWEwsPDsX37djz66KOwWCz45JNP8Mknn8BiseCxxx7Dzp07aUgwCDl8+HCgTfAbYtFKdQoLseh0t7K7EBGLzlDH65kPtVotHn/8cRw8eBAGgwEGgwG7du3CmDFjcO211yIxMdGXdlIoFAqFMiwYhhn09c4776C8vLzfz3fv3u3RsQwGA5599lkUFBRAo9EgOjoaU6dOdVl+qrKyEjfddBMyMzOhUqmQmJiIuXPn4oMPPuDrbN68mT9+SUmJy7EeeeQRMAwjijmoRoJhd2ASQrBx40asW7cOn332GTo6OhATE4Nrr73WF/ZRfEh2dnagTfAbYtFKdQoLsegM1GSK27Ztc3o/ffp03HXXXU7fV9nZ2fxor2eeeYZfkZ4jPz/fo2NdccUV2LFjBx5++GFMnDgRLS0t2LVrFz7//HM8/fTTAIDW1lacccYZiIyMxIoVK5Ceno6qqir8+OOP+O6773D99dc77VOn0+Gjjz7CihUrnMo/+ugjOlR/GHjtCO3Zswfr1q3DRx99hNraWjAMg6uvvhp33nknzjjjDDAM40s7KT7AYDAE2gS/IRatVKewEItOlmUDctwzzjjDpSwtLc2lnHOEcnJy3G4zGGVlZfjPf/6Dt956CzfffDNfvmDBAjzzzDP8+08++QTV1dXYtm0b0tLS+PLrr7/e7Tm65JJLsH79eidHaMeOHTh16hSuuuoqbN26dci2UobYNXbixAk8+eSTyMvLw7Rp0/DJJ5/guuuuw4YNG0AIwYIFCzB9+nTqBAUpNTU1gTbBb4hFK9UpLMSiU+jTBLS0tACA22lkHNfibGlpgUQiQVxc3ID1OK666iqUlZU5zTf14Ycf4txzz3W7D4pneOwITZ8+HTk5OXj11Vdx7rnnYsuWLaioqMDzzz+PSZMmjaSNFAqFQqH4nb6rxXsayRo9ejR0Oh0efvhhfP311+js7HRbb/LkyWBZFtdddx22bdsGq9U64H6TkpIwc+ZMrF+/nrfv448/xjXXXDM0YRQnPO4a27FjBzIzM/HSSy/hwgsvpPMjhCBTpkwJtAl+QyxaqU5hEXI6v5sCdNcOeTOtr46vTgB+71nysjcsXLjQ6f25557r0fJRer0ea9aswS233IL58+dDKpWisLAQl19+Oe655x5otfYzMGfOHNx///148cUX8emnn0KtVmPGjBm4/vrrsWjRIre9K9dccw2efPJJPPfcc9i0aRNaW1tx+eWXY9++fT7RLEY8jgi9+uqrSExMxGWXXYaEhATcfvvt2LRpEx0mH0IcOnQo0Cb4DbFopTqFRcjp7K4Fuk8P+cV4sY3719CdsKHwt7/9Dbt27eJfr7/+usfbXnXVVSguLsZ7772HxYsXo7GxEY8++iimTJnitPTGc889h7KyMvz973/H+eefj507d+KGG27A4sWL3e53wYIFqK2txa+//or169fjggsugF6vH7ZWMeNxWOeOO+7AHXfcgZMnT2LdunX48MMP8eabbyIhIQGzZ8/mh/ZRghej0RhoE/yGWLRSncIi5HSqE7zajCUEEl98X3h5fE/JysoaVpQuPDwcixYtwqJFi0AIwfLly/Hkk09izZo1uPvuu/l6mZmZuOeee3DPPfegs7MTV155JT744APcf//9GD9+vNM+o6KiMG/ePLzzzjv497//jbfeestr+yh2hty/lZmZiUcffRSPPvooP3KMS5a+44478J///AcXX3wx5s6dC5VKNRI2U7wkPDw80Cb4DbFopTqFRcjp9LJbytTdDbVa7WNjgg+pVMr/zTAM7r//fjz55JMoLi7udxudToc77rgD3333HYqLi10cIcDePbZo0SLodDpceOGFI2K7mPB6QkXAnuj10ksvobKyEt9//z3mzZuHDRs24OKLLx5wdXpKYHAcnil0xKKV6hQWYtGpUCgCbcKI0tHRge7ubhedR48eBQAkJNgjWQ0NDW7TS/rW68sll1yCSy65BA8//DANOPiAYTlC/E4kEsydOxfvvPMO6urqsH79epx77rm+2DXFhxw8eDDQJvgNsWilOoWFWHQKfemJ0tJSZGVl4YEHHsA333yDLVu24J///Ccuv/xyhIeH48YbbwQAvPvuu5gwYQJeeOEFbNy4Ef/73//w+OOP469//SsmT56MGTNmuN2/VqvFp59+igcffNCPqoSLz4d+qVQqLFy40CXbnkKhUCgUMTBq1Cjcfvvt+M9//oP33nsPHR0dSE5Oxpw5c/DII48gPT0dAHDBBRfg1KlTePfdd/Hkk0+CZVmkpaXhvvvuw9KlS5261igjB0NEPuyrvb0d4eHhaGtrE3zmfV1dHeLj4wNthl8Qi1aqU1gEq06j0YiTJ0/y62ENF4vFIoqV2YWi09fXP9jwSdeYr3nttdeQkZEBlUqFoqIi7Ny5s9+6b775Js4++2xERkYiMjISc+fOHbC+mBlssi4hIRatVKewEItOsfz+FovOUCfoHKENGzZg6dKlWL58Ofbu3YvCwkLMmzcP9fX1butv3rwZ11xzDTZt2oRt27YhNTUV5513Hk6fPu1ny4OfqqqqQJvgN8SileoUFmLRaTabA23CsHCcbbrvy2az8fVCXadYCDpH6KWXXsKtt96KJUuWoKCgAKtXr4ZGo8HatWvd1l+3bh3uuOMOTJgwAXl5eXjrrbfAsiw2btzoZ8spFAqFIgbkcnm/r+zs7ECbRxkiQbVOhtlsxp49e/DQQw/xZdyItG3btnm0D4PBAIvFgqioKLefm0wmmEwm/n17e/vwjA4hxLQmnFi0Up3CQiw6NRpNoE0YFrt27er3M6VSyf8d6jrFQlA5Qo2NjbDZbC7JgvHx8SgpKfFoHw8++CCSkpIwd+5ct5+vXLkSjz/+uEv57t27odVqMWnSJBQXF6O7uxthYWHIzMzEgQMHAADp6elgWRaVlZUAgAkTJqCsrAydnZ3QarXIzc3Fb7/9BgBISUmBVCrFqVOnAADjx49HeXk52tvboVKpMGbMGOzZsweAfSE9lUqFEydOAADGjh2LqqoqtLa2QqFQYMKECXzeU0JCAnQ6HcrKygAA+fn5qKurQ3NzM2QyGSZPnoydO3eCEILY2FhERkbyc1JIpVJERUWhoaEBEokEU6dOxe7du2Gz2RAdHY24uDh+oq+cnBy0t7ejrq4OAFBUVIS9e/fCYrEgMjISSUlJOHz4MAAgOzsbBoOBXzl7ypQpOHToEIxGI8LDw5GWlsYPC87IyIDVauW7ACZNmoSSkhIYDAbodDpkZ2dj//79AHrnVKmoqAAAFBYW4vjx4+js7IRGo0FeXh6/CnNKSgpkMhnKy8sB2OcpUavVaGtrg0qlwtixY7F7t33yt8TERGg0Ghw/fhwAMGbMGFRXV6OlpQVyuRyTJk3Cjh07ANjvPb1ej2PHjvHnu76+Hk1NTZBKpZgyZQp27doFlmURGxuLqKgolJaWAgByc3PR0tKChoYGMAyDadOmYc+ePbBarYiKikJ8fDx/vkeNGoXOzk7U1tqXDJg2bRr27dsHs9mMiIgIpKSk8MsvZGVlwWg0orq6Gu3t7Zg9ezYOHz4Mo9EIvV6PjIwMp3vWZrPx53vixIk4evQourq6oNPpMGrUKH6NotTUVEgkEqd79uTJk+jo6IBarUZ+fj5/vpOTk6FQKHDy5EkAwLhx41BZWYnW1lYolUqMHz+e/7JISEiAVqvlz3dBQQFqa2vR3Nzscr7j4uIQHh7On++8vDw0NjbixIkTiIiIwNSpU/nzHRMTg5iYGL5tyMnJQVtbG9+N7njPRkVFISEhAUeOHOHv2a6uLv58T506FQcOHIDJZEJERARSU1P5ezYzMxNms5nvbh/JNmLnzp1QqVQBayNGjx6N5uZmt22EWq2GzWbjFxBVqVSw2Wz8SvI6nQ5dXV0ghEAmk0Eul/PD5JVKJViW5etyK6uzLAupVAqFQuFUlxDCdytpNBoYjUa+rlKphMFg4J9zAE51TSYTbDYbJBIJVCqVU12GYfgfwmq1Gmazma+rVqv5pS/kcjkkEolTXYvFAqvVCoZhMGXKFP48yOVySKVSflZwtVoNo9HIL9Kq1+v589K3ruM5ZBgGWq2233PY93xrtVp0d3eDZVm359vxHDrW7XsO3Z1v7hxydbu6umAymVBfXw+FQuHSRhQUFCCUCapRY9XV1UhOTsbWrVsxffp0vvyBBx7Ali1b+MayP5599lk899xz2Lx5s9vZOAH3EaHU1FRRjBrbsWMHioqKAm2GXxCLVqpTWASrTl+PGurs7IROp/OBZcGNUHQKfdRYUEWEYmJiIJVK+SgER11dXb8zbHK88MILePbZZ/HDDz/06wQBdu/XMXQpJoTwQHqKWLRSncIi2HX66nezWObHEYrOIIqXjAhBlSytUCgwefJkp0RnLvHZMULUl+eeew5PPvkkvvvuu2EtkCd0xJTEJxatVKewCFad3Fw4XHfKcBHLj1Gh6OSuuxDmRHJHUEWEAGDp0qW44YYbMGXKFEybNg2rVq1CV1cXlixZAgBYvHgxkpOTsXLlSgDA3/72Nzz22GP48MMPkZGRwff563S6oP915W/2798flGH3kUAsWqlOYRGsOqVSKSIiIvj8K41GA2YYq8d3dXVBq9X6yrygJdR1EkJgMBhQX1+PiIgIwUS4+hJ0jtDChQvR0NCAxx57DLW1tZgwYQK+++47PoG6oqKCT7QDgH/+858wm8244oornPazfPlyrFixwvMDW632l5BhWeFr5BCLVqpTWASxzoSYGIBlUd8ndcEbTGYzlAJfeBUQjs6I8HD79e/v3mQYIISdpKBKlg4E/BIbhw5BHxYWaHNGlJrWViRGRATaDL8gFq1Up7AIBZ02loWFZYe1j/qODsQJvL0FhKFTLpFAKhkki0YuBxIT/WPQCBB0EaGAIZUCAvDcB0QmE75GDrFopTqFRQjolPa8hoPcaIRKBHPsiEKnzQb0DOkPVagjxCGV2hshAVPR2IjEuLhAm+EXxKKV6hQWVKewEItOOCwrEooE1agxCoVCoVAoFH9Cc4S4HKGjR6GPjAy0OSOK0WyGKsjD7r5CLFqpTmFBdQoLUei0WgGzGehZCSAUoREhEXG8ujrQJvgNsWilOoUF1SksxKIz1KGOkIjo9NFkaKGAWLRSncKC6hQWYtEZ6lBHSERoBLhGTH+IRSvVKSyoTmEhFp2hDs0RElGOkMVqhVzgI+M4xKKV6hQWVKewEIVOmiNECSX2Hj0aaBP8hli0Up3CguoUFmLRGepQR4hCoVAoFIpooY6QiEiJjQ20CX5DLFqpTmFBdQoLsegMdagjJCJkQu+rdkAsWqlOYUF1Cgux6Ax1qCMkIspragJtgt8Qi1aqU1hQncJCLDpDHeoIUSgUCoVCES10+LyIhs8bTCZolMpAm+EXxKKV6hQWVKewEIVOOnyeEkpU1NUF2gS/IRatVKewoDqFhVh0hjrUERIRbZ2dgTbBb4hFK9UpLKhOYSEWnaEOdYREhEroIVoHxKKV6hQWVKewEIvOUIfmCIkoR8jGspBKxOH7ikUr1SksqE5hIQqdAsgRopMccJx9NjDYDTt+PPDBB85l118PHDgw+P7/+Ef7i6OzEzjzTM9se/99oLCw9/333wP33Tf4dlotsG0b/3Z3SQmKPv4Y+PTTwbf93e+AF190Lps7F6ivH3zb5cuBBQt635eVAZdfPvh2gF1bQkLv+/feA154YfDtsrOBzz7j3+4uKUHRyy8DW7cOvu2iRcD99zuXjR/vmb3//Cdw1lm973/91fk6D0Tf++b55+3XejDOPBNYvRpAj86CAuCyy4Djxwff9r77gMWLe9/X1gLnneeZvZ9+Cowa1fv+3/8GHn988O3i4oAffnAuW7YM+N//Bt/28suBFSt6dQLA9OlAV9fg277wgrO2/fvt19oTtm4FdLre9//8p/01GMNsI3bPnNmrMwBtBABgxYoRbyNO3nwzRv35z70FAWgjAAB/+MOIthE2qxXSN98MaBvBM5JtxPbtg+83iKGOEIcnSW3Jya5lTU2AJ3NFdHQ4vyfEs+0Au7ftSHe3Z9s6NuQcra2ebdvS4lpWX+/ZtgaD83ur1XOtLOv8vqvLs231etcyT69Ne7trmaf2mkyu772dO6S93bNtm5pcyxoaPNu2rwPBsp7ba7U6vzcYvNfa0uLZtq2trmW1tXYnYTC6u53fm82e29s3UN7R4dm2tI3waFtJ3+dGoG2EAhBXGxGiUEeIIz5+8IhQdLT7ssTEwfcfFub8nmE82w4AFArn92q1Z9tqtU5vE2NigIgIz7Z1100YFzf4dgCg0Ti/l8k819r3Gmi1nm3bZyr7xJgYz6+NuwbSU3v75gAolZ5v684OT7Z1uA8TY2Lsf8TGum+s+9LnnoBE4rm9fWfJ1Wg829bdfRMZ6dm2EREAHHQC9miAJxEhtdr5vULhuVaGcX4fFjbka+NU5mEb4aQzAG0EAL+0EXpHnUBA2ggAI95GWFkWsgC3ETz+aCNCFJojJKIcoca2NsSEhwfaDL8gFq1Up7CgOoWFKHQKIEdI4FlcFEeOnz4daBP8hli0Up3CguoUFmLRGepQR4hCoVAoFIpooV1jIuoa6+zuhq5v3oRAEYtWqlNYUJ3CQhQ6adcYJZSodjeSQKCIRSvVKSyoTmEhFp2hDnWERESLJyMGBIJYtFKdwoLqFBZi0RnqUEdIRMjl8kCb4DfEopXqFBZUp7AQi85Qh+YIiShHiEKhUCgUn0JzhCihxI4jRwJtgt8Qi1Yx6CQE2C4CnYA4ridAdVKCCzqzNIVCCQoIAWw2+w9Mmw2wWBmYzYDFChiNDGrrGKhUgEJOIJMBcrnrBNAUCoUyVKgjxGHtBKzc6RhO6zrItgO23N5+5tl+4yP1AGt2+9lIHdP3+/WM+KioYe8jFAhFnZzDwzs9rN3hMZm58t7rL5USSKVAhDYKZgvQbWRACAOp1O4MKRX2FQvkMvv7vquAhBqheD29geqkBBMh3mz4EHMjYHZczI9geA7RCEDIAE7C4LbqpSbAWDv0bQPovA35M4YBwEAvNwOmBtftBjzmQD3Fg/QiD7hO3Qg51gwDvUoC2AzuPvTeHh9eFyeHh0hgMgFmi/09yzL82qYSid2JUcgAqdLVBL1GBY2Kddqv1WZfe7Wjw15ZJiOQywCVyu4YyeX2fQ62hGAwoVerAcIOXjHECU2dQ3+O7ToFnoZLSMhrpI4QB6MAZG5WYg4lBrkZj9U3oyg8or+Nvd7vgNsO+NlAmw3WSPazX2L/z7GaRhRlu1sAchB7BtQaiIedGfC4xyobUZQd0+/n/TJMp7ovLGt3TGwsA5uNgcUKWMxcmd3pYXr8UJkUUEgAmUvXFmOXanXd/+nGOoQnJPDvZQBkDKBS9MqxWgFbN9Dead8pw9ijSUqlPXIkldodJZl0yPL8xrHKOhRlxwfajBGH6vSAUOn3tVoBiwVAeqAt8RrqCAmJwR4chgEYL34eh8jz6AQjBaQCn9EVACStI+fAu3EKWZaLxpCeSA/Dd2lZrQAhDAgIJD1OiFQGyKWOUZlhONUD3LsMA8gVgONgZZZlYLUChm6go4sBgx5nSA6olICsp3tN7hI1CvCv21D5AhwuVKdwYE2BtmBYUEdIROQnexE5CFHEonWkdNojLAxsLJe8zMBssf/ws9nsTgYAMCCQygCpBFBrOIfC9w1/enQ8wAxtThaJFFBIAYXS/t4xGbutHWDBQML0Jl6rVXZHSSa1d6kF4vsrPyUOkCj8f2A/Q3UKCIkk5J096giJiPr2Lug1qkCb4RfEonW4OvnEZbY3b8dosv/NvQfsDo9Eau9WkintDoM/aTF0Qasc3vVkGPRJqCb2CJcVMBoBg8GeX+aYiK1Q9CRhSwGpH7rU6H0rLMSiM9ShjpCIaOroxqiEwesJAbFoHYpOLsGYG5llttjnQeMiPL2Jy/Yvf0VPXg3/Y49YAdYMhlgAixkMMQPEAoY1A8Tde4v9X7annDjUYx3fW3r261CP/9z+r9zCQtUcCUjUIBI1iETb868aRKoBJBoQiaanzPFvNeBQt++vc4nEXiRXAFyXGDd8v6MDIJD0OFAOXWqykYsa0ftWWIhFZ6hDHSERIQ2l4TPDJGS1EgIQC8DanQiwZoe/7Q4DehwHsGZEm+qAep1TOWszg7VawNrs29isZrA2C2Azg/Q4MhJihoaYoYUFEpjBoK9D4sZBQeBG+egBoHP4+yGM3MEp0rg4TUSi7XW2pPbPWKhhgwZWaGAgGrASDRipClKFFnKlGjKlCjKFGnK5ZNhRo5C9b4cI1UkJJugSG9wSG/s3Qx9DXXfRwDsc5j5Oh7Oj0e/fHtWz9Cl3dGb6+9uCgCfrBhkEUjCwBdqMQWEZNSBRA1KNPVFfqgEj04CROpdBqump5/Ce+1uiBqTanvdcmcBzTCihjdUKGFuA3BmBtsRraERIROwqO42po5L9e1DCjoBzMbhD0dXdBa0CDuV9tiUW/56HEIAwchBGYU9KZhQgEvvf9jIFCCMHJIp+3vfUk/SUMwr37xl5z34dyt2+d7RFguLqU8iPjwbDdve8DD0v+9/g/rYZnD6Dm7r2+g51feRkSUi3ffy+rdkn++NhZC4Olqvz5FjGlTvW7+uE9ZR5M4rUBwSkLQoAYtEZ6lBHSCgQ26DOhdZ4Gmg+6bVz4fp332iKxXWfxM2kMH5ACwDB6uv0OAjo+cLn/iYSBQC7A0AYBVjIwUJhfxH735wTwkjt2zV2GxAXHuvsnLhxJvo6G5yDwm1ndziCd+QHgQSQ6kCkOt/Gy3oig26dKkcHytbjPLFdLs5Yr7PV1+nq9pGNVsDWYX/5Gomq1ymSuHGmPIpg9d1OO+j9xIqkI0IsOkMd6ggNBUL4hFFfRS76dyjc5YcM0IXjQf5GAQA0jvRJCg4IJGDcOBu9f8v7lPeUDfo3t23fv+Vu9u/G4WFkIGBcRmqZzL1D090tMSHtZ9RSZ2sz9BHCn8Y/QqMdmR0zDO84EkT4dt+E7XGSehwsmwGspRvEagBr7YaE7YaEdEHGdEPG2P/t6m5BuNLmEF0y9Lx6/mZ7/vXVDwzWaH/5/EeD1NU5kvZ2HRZYpMDRiD5O1UARLMcoVhDPiNmHWL0m0CZQPIA6QhzFdwMaDO7g0PwNZxiZG0fDE4fCE0fDQ+fCzd9t3VZEaAM/bJUfqdXH4eEcIJbYZ93hRmrJ5YBKRTwOzuhVIpg0EiGqk5EAUi2IVOvUajAAuK9yqw0wOay51q3oRpdK5TxCzd2kj6zZwVHqBlhHh6kbsHW5Ok9Onxt6tul2dbR8gm3AKFYYALR5uWuJsv98Ko8jW33zsHpysXwcFY3SUUcoFKCOEEfHAQR1PibnYAzDuahuNSIpOtpr54L/29HhCdJfZ6XVtSjKSfHb8bg1tWysPaJjsTgvIuo4NF0qtTs8TkPTvaSiuREFSanDFxDkCFUnF+lT9Azfr6huQFRYqn3SRyPAQsJP+qhQ2J0j+6SPCshkCjDycN8aRFh7hMjROeKdLcf3fZwudpAIlq3bd3l5rMn+Qotv9scjGTifyrEL0KVLUNPrYDlEsMqqWjAld1TQtpMUO9QR6oufIxeuzoW7v2U+SWqsPFaFpEz/OQdCpHeJCfS7xATQu86V/UuOhNTCn5TAwaD/SR+7u4GuLudJH1VKQC734aSPjKT3C97X8FGsbuw/cRKFqWHOESruxfaNavUX2XKIhvnGQMDWaX/5iCkAUAN7FKs/56m/CNaACfLctm5WKKYMGeoIcUz+HohKDL6biuX+M/w5XHLjIuzf1iJguFoJcXB2bPacHpMZsFoAG2HA9kQPGQaQ9kR51HK4d3h8c/nckhoeKYprKmadEtjvK/ukj3asVsBmBtq7GX79XJmUuHSpyaTB1KRJAEYLyLRIS9bZ1zTxBXwUq9s5AsX2cZY4p8qxS9BtHQdnzNdRLGurb/bHI+kToer7t4OD5ZiDNWgdtf0HuEfaAje/mK+gjhCPRPANbUuHAZEKcYRoPdXquP6UjTCwWgCzxb5Yp5W1OzwEgISxfxnJZAQyBpAq3OzMBr93r3YYDAiTCP8xpjqdkQGQSQBlj+PNsvZuWVMXA0O7vUwiBeRSAqXS7iDJe6JI/lgqZDB83xb1DH6Q6nsTsHwBa+lJKO/jILGOzlbPv27KDMYOaKRm53rcvz7JN2V7Imddvk94ZxS9jpWkj6PEv+9xqFJv9fHB/YvwWxZPiY0FIuMCbcWI0lDbhqwEcUwa6U4rt3SCraerwWzuWWKCAVhJz2LrPXmYUimg7FlMNJhp7WhBUpyw71uA6hwMSc/LcVlaLkm/wwawNrszL2UAubRngdmeJOxALDArlrbo4L5SFE0Y7foBIb3RJ6vB4d+uPv8aAGtXz7/d/ZT3+Zw1+8Z4YgasZniU1T7xId8cM0BQR4hDKrO/BAwjkQheI2B3dAgjgcEsA9vTpWUxc4nM4LsSGMbu8MgV9n+DpwvBcxh7mCrQZow4VOfQkcnsC+Qqe94TYv8xYLYCxg57FEnas2aaUmlPxuZGLo70DwCxtEUD6pTJ0bN4jG9hrb0OEu9U9XGw3DlbTn93udmHAf1GsYIhzDgM6BIb3BIb1YehF3hESGiwxCHKYwUsPVEeroxlex0emYzr2gpNh4dCGQm40Y4WC/iRjVyytkpld4q49xL63IgbQuzdhC5OkwGImgDoMgNtodcEeeCf4kv2HDgaaBO8giV2J6fbCHR2AW3tQF09UFtrf9XXA41N9tXCrVb7j5PK2qMICwN0OkCrtf/ilQf35MleUXo8NK/pUDCZgOJjwtcJ+P96ckP3tdreZ0UqtT9Hra1AQ4P9GaurA5qagc5OwGiyd7sNh1Bti4aKoHQyjD0vSBkDaNMAfR4QNRmIOzvQlg0b4ccmKTzWIE8GJ3CI8PQkMJsdZlzmBidwXVpSCaBWux+pxbLBrdVX2EJcZ0cng5oaCaq5VzX3t5Qvb2mVQKGIREY6QUY6i8x0GzIybMhItyEjnUVaqg1K5eDHCgUCfT0Zxv6DQe6QbMQ9jwaD3RECwM+FpVL1dqcNJWoU7G2RrxCLzlCHOkIiIipyBPqjvYDA2dlhWcBodHaCAHujLJH0JC4rh9YNrdcFh9aRJlh1EgK0tTG9Dk4f54Z7dXR4FpQ2m6U4egw4esz1M4YhSE5i7Y5RRo+j1OMsZaaz0OtDp/c/GK+n86SPvblGVivQ1mZ/frluZ37SRy7XSGqfG6kvwdIWjTRi0RnqBJ0j9Nprr+H5559HbW0tCgsL8corr2DatGlu6x4+fBiPPfYY9uzZg1OnTuHvf/877rnnHv8aHELEx/p/TSpuPS3OwTH3JC5beyI8vTMuw2GJieF3YUUJef0th7S+qPBIp/f9bDCUnQ9ag2WBpmYG1TVSVFdLepwbKaprpaiukaCm1u7wGLqH1/OuUBAkJtiQEG9DcwuDyko5jCbXG4MQBlWnpag6LcUvW133ExXJIj3Niox0W6+TlG5FZroN8QmeTHbp6c3oQb1BbuxQuG/dRY3YnufcPumjvUwqtc9jpFL3RozkcnvUKBBtUSAQi85QJ6gcoQ0bNmDp0qVYvXo1ioqKsGrVKsybNw+lpaWIczOk1GAwICsrC1deeSXuvffe4R2ctbkfdjjkXHLffuk4Vx/evotLT6CoMMtHtji/tbG9Tg9r60lcNjmO1LJvIJHYu7QUUvtcPG6/F2wEnn/5oHcYmAPlFScxJjsQyXvDt31g+uisHFjnUO9em41BfaMUNTXSHudGZv+3RobqWnt5TZ0MZvPwPFW1ikVSkg1JCTYkJtiQlGh/JSZY+b+jo3qdlCPHy5CXOQp19RKcPCVD+SkZyk9JHf6WoaXVfciwuUWC5hYFftvv3o60VCsy0u2vzDQrMtItyEi3Ii3Fyi994Qmen5H+98fftx7fF0O830YIKezPtZKfX4vAamVgNQMdRjhM+mh3hkpPncSkgkzI5Ix90sfBDuCxRP85rZ7sq7j0BIomjPLseB4f04caPT7mIPsL8TFXQeUIvfTSS7j11luxZMkSAMDq1avxzTffYO3atfjLX/7iUn/q1KmYOnUqALj9fEhIZXA7/e+QQxND+BU85GUzhrJv+1T8zmVSQNbfKt6MR1r5JSZYiX20iRkwW5zzeBxHaknl9nlLJP2Mx3X/+AztnBM39YmkGqwitp8thnhNh+Go+Lx+H1uItBqsKtGj/Vss9qTX6hoG1dUMamqA6moG1TVATTWD6hoGtbV2Z2g4hIURJCUBiYkESYlAUhKQlEiQmAz+fXg4wDDuZr9xtp27P4ikCowmCQkZQEIGwXQ3tdvabCgvB06WMygvB8pPwv7vKQbV1b3LnzjSbZSg9JgCpcdcZ8iUSAiSk2HPTcoAMjJYZGTY/87MIAgLc65PHP47KP18cRBpDVgldz09/XLxoJ7HX1SeOn2D15MqAKlDPS5qZLAAZutp1LVG22fMlrH2pUIUPZGjfpcK8WAGY0I800A8nQ3Zk2MOVIfpaec9Pf8e2uXL6+npvgaqF+KTnQaN9WazGXv27MFDD/VOzCSRSDB37lxs27bNZ8cxmUwwmUz8+/b2nmlY1YmA2rE/dyS/LAPDqNFjAFW0R3W5PAAuj8dqdc7jcUlcVgGKvitkO+7PRxo8JSU1D5Dp/HxU/5OSMhqQKGEyocex6f2379/19cP/4RYZiR4np8fBcfN3WBj3LPjumUhJyRn0h0N4BFA4wf7qi9EIVFYCJznnyOFVUWEfmdYXlmVQWQlUVjL4+Reg7w+R6Gj0OEiur/h475qElJTR9ocpyPHmNmLQ4+wASM/Mh06v7801MgKku7c9USjsAyEcE7FDoIl1YVSeEtA4tLmBcGAC4lCHFkHjCDU2NsJmsyE+Pt6pPD4+HiUlJT47zsqVK/H444+7lO/esxdarRaTJk1CcXExuru7ERYWhszMTBw4cAAAkJ6eDpZlUVlZCQCYMGECysrK0NnZCa1Wi9zcXPz2228AgJSUFEilUpw6dQoAMH78eJSXl6O9vR0qlQpjxozBnj17AABJSUlQqVQ4ceIEAGDs2LGoqqpCa2srFAoFJkyYgJ07dwIAEhISoNPpUFZWBgDIz89HXV0dmpubIZPJMHnyZOzcuROEEMTGxiIyMhJHj9qHcOr1erS1taGhoQESiQRTp07F7t27YbHYEBkZjcjIOBw7VgyWBeLjc9DZ2Y62tjoAQFZWESor94JlLQgLi0RsbBJOnjwMAEhOzobJZEBjYw0AIC9vCk6ePASTyQidLhzx8Wk4fvwgACAxMQNWqxUNDVUAgNzcSaioKIHRaIBGo0NSUjbKyux9GPHxaQCAuroKAMCoUYWorj4Og6ETKpUGaWl5OHp0LwAgNjYFMpkMNTXlPVqj0NragM7ONiiVKmRmjkVJyW4AQExMIpRKDU6fPg4AyMwcg6amarS3t0AulyMnZxKOHNkBAIiKiodGo0dV1bGeeyAfra31aGtrglQqxejRU1BSsgssyyIiIhZ6fRQqKkoBAKmpuejsbEFLSwMYhkF+/jQcPboHVqsVen0UoqLiUV5e3HO/jEJ3dyeammp7rus0lJXtg8VihkwWCYslBb/9dgr19QqYTAk4fZqgstKC+noFWloImpqG/y0RHW1DQgKLiIhOxMaakZcXBbW6Hnp9O1JSGEyalI2qKu58J0MmU6Cm5mTP/TEO9fWVqKxshUKhRFbWeJSU7OrZbwJUKi1/vjMyCtDcXIv29mbIZHLk5k5CcfEOEAJERsZBpwtHZaX9fKel5aG9vRF1dRVQq3XIy5vqcL5joNfHoKKipOd856Czsw0tLfVgGCA/vwhHj+6F1WqBXh+F5OQEWCxHkJICLFyYDaOxC01NtWBZIDx8KrZtO4FTpyRoaAhHQ0M4jh0z4vRpFTo73TeTTU32V89j7IRKZUNiogm5uUpER7cgLq4DmZkMpkxJgtG4DzIZQVxcCiQSKWpr7W1Edvb4nvusDEqlChkZY1Baat95TEwSFAoVqqvtbURm5lg0Nlaho6MVcrkCo0ZNQHHxTv58q9U6VFWV9ZzvfDQ31/WcbxlycyejuNjeRkRGxkKni0Rl5dGe8z0a7e3NaG21txF5eVNRWrobNpsN4eHRiIiIw6lT3D2bA4OhHc3N9jaioKAIx47thcVigV4fiejo/tuIyMg4NDRUuW0jYmMzYDZb0dxcBUKAjIxJqKsrgdVqQFiYDpmZ2Sgu3g+GAdLS7G1ERYW9jSgsLMTx48fR2dkJjUaDvLw87N27t8deextRXl4OABg3bhwqKirQ1tYGlUqFsWPHYvduexuRmJgIjUaD48ft9+yYMWNQXV2NlhZ7GzFp0iTs2GFvI+Lj46HX63HsmP2ezc/PR319PZqammA0GjFz5kzs2mW/Z2NjYxEVFYXSUnsbkZubi5aWFjQ02NuIadOmYc8eexsRFRWF+Ph4FBfbz/eoUaPQ2dmJ2lp7GzFt2jTs27cPZrMZERERSElJwaFDh3qexywYjUZUV1cDACZPnozDhw/DaDRCr9cjIyPD6XvNZrOhqsreJk+cOBFHjx5FV1cXdDodRo0ahX379vU8Y6mQSCRO32snT55EQUGB22ckVAiaCRWrq6uRnJyMrVu3Yvr03sD3Aw88gC1btvA3XX9kZGTgnnvuGTRZ2l1EKDU1FW1tbdDrhZvhTwiwffsOTJpUxEd1zGb7L2HHkVpA7yiRYFmXyBuOHNmBgoKiQJsxKB0dvRGb/qI5ra3DOwbD2CMUfaM3ju8TEhDUQ9ADeT1bWnqjRydPAqdO9b7v+Z4ZElIpkJLiPpJkNO7ClClTfWZ7sDKU68lN+Gi19uYaOQ7fd5wRO9iiRjt27EBRUfC3Q2InaCJCMTExkEqlqKurcyqvq6tDgg/XpFEqlVAGc4vvA/hFRHscHJPJ7vQYjfYvVy6Px3HIa6guMRGsEGL/Ah3Iwamu7h1h4y1SKYvEREm/Dk5SEhAX5zzChzI0IiPtr4kTXT8zGu1da5yT1LfLzexm/IXNZnemTp0Ctmzp++lUxMb23+UWGyu+51TaJ2eIXyrEbB+lBvSOZFMqeydP5WbEplAGI2huE4VCgcmTJ2Pjxo249NJLAQAsy2Ljxo248847A2tckML+f3vnHhZVtf7x74DcERC5X0IUJSXU1CAvhSWG5CntSdPKS5ZaPZrHOnbi+EvJ7CSerPSYlZapkWmImae8VSraMbNSOV4zVPCCAopyGy7CzPr9sd2b2cwemBkYZs/e7+d59qOz9po968s7e+add73rXXpxHk99Pef08G2GS9OdnYHY2ARZ/mqyBT17SpdcaAv0euD6dbFDI+Xs1Na27nVcXVvOxwkI0Kjiw96W9mwN7u5Ajx7c0RSdjnsfSDlJBQUAn57YlGvXuOO334zPeXoC0dHSTlJEhON88bfGnqaKPjY0cAUfKyu5Nj7XiN8qRCj62I77KZgq/ULIC1ndNq+88gomT56MAQMGICEhAUuXLoVWqxVWkU2aNAnh4eFYtGgRAC7B+tSpU8L/CwsLkZubK8xrKgVhpVZDY5iYd3j4cDFjjQ4Pv4li0xs+Ly8X3btL/KxVIGfPWqdVp+OSiptzcK5e5WzQGjw9pZ0bw8f+/i07rWqxqbX2tCf8FFhEBDBkiPgcHzE0nHIrKABOn65CcbE3bqeBGFFdDZw8yR1SrxcZaTqa5GVqwagdaGt78lEjPtjPR43q67kfJMLy/dt7qLm5iROxbUVubi7ulgolErJCVo7QuHHjcO3aNcyfPx9FRUXo27cvdu7cKSRQX7x4EU4G3+5XrlwRvcmWLFmCJUuWICkpCTk5Oe09/FYjtVLr1i3ukFyp5cx9oZr7C6e+XiJOr1CktN66dXv5eDPTVcXF4nwpa/DxaT6SExbG9WmLyJxabKo0nRoN5+j6+wP9+jW2nzp1Er16JaK6unHKrWlE6dIlaUdcp2vsIwU/5SYVUQoIaN9Isa3taaroY309Nx1dUdF8rlFbRY1uSc2NErJDNsnS9kLYfb4dk6UZE0d4Ghq4CA+fEGjo8PB5PE3nya3h0qUziIyMbb0AGcLnP/FOzenT16DVBoqcnWvXWr/609+/eQcnNJTbvLK9ULJNDSGdjeh0QGGheJrN0FHi9wOzBG9vICpK2lEKD2/7qIkc7Ml/DvM10AyjRoZTanyukTWO4pkzZxAbq/z3raNDjpCNHaGmDo/hSi3DLSZ4R4c/bPHrrKZGCw8PGcXHzaSqyrhGTtNoTmlp618nMLB5Byc0lKttIicc1aaWQjrNgzHuXjDlJJWUWH7NDh3EU26GjlJUFBeVthS52pPPu6yvb/xB6uQkjhrxzpE5P0y1Wi285DQnSUhCjlAbOUKGm4gartTi25smLvM3UnuGo+W2pJwxLkTd0vJxU0ml5uLkZN7ycX5TSUdCbja1FaSzbdBqxcv/DR2ly5e5zy9LCQ6WdpK6dDGd5+ZI9uTTFJou33dz45yj5oo+0vJ5x0BWOUKOgNRKrVu3TG8xwSfnqWGlliGMATduGDs3TR9XV7fudVxcGqM1vFMTGgro9XlISOguLB93lNU0BGFLvLyAXr24oykNDZwz1HR1G+8smbpXi4u5Q6rUW8eOYseId5Tq610RG+sYdcqaLsNnrDEJmy9/wacweHiIc40Ix4AiQiYiQvxKLaktJvhfBkDjrwM+wtOeSzMtpazsGvz8TO2/ZT56PZdv09LycaltCyzB3b3lfJyAAOm/eVtplTukU1nIVSdj3D0v5SQVFHDnLMXFBbjjDmlH6Y475DcN3RyGRR/1+sbIf3X1NQQHB8q66CNBESGB2lrujctHeJpbqeXh4Ri/ZJpy61bLhW0aGsxbPm5NCN0QT08uCbO51VWdOln/oWGOViVAOpWFXHVqNFxkNSgIkCqNU1VlPOVmuMpNaiVmfT1w7hx3SBEaKs5FMpx2a81ngy0wVfSxpqYWN29yjw1Lm1DRR3lBJrhNUREXxuVXajk7cxEJR3R4THH16lXU1kY2O11VXNzo/FmLr2/Ly8f5v7WtuH79CoKCIm33AjKBdCoLR9Xp7Q3ExXFHU+rrjafcjh27gRs3/FFQYHrKjf/RJbXnto+PcQkA3lEKC7N/ZJ5fvl9RcQUREZw9pYo+8lEiexZ9JMgREnB25r6cHZXq6sYPDkMHp6jIcPl466ucdu7cvIMTEtK+y8cJgpA3Li6ckxId3dh26lQeevVKBGNcBNrUlNv169LXrKgAjh3jjqa4ujY/5ebu3pbqzKe5oo+mtgppj6KPBOUICTlCJ0+WIyhInpuuVlW1vLLq5s3WvYZGY3r5uGESsr0+RCxFp2uAs7PyPz1Ip7IgnWIqK007SZcvWx691mjEU25NHSU/P8uu1xKW2pMv+sgvyOFTMprWNWrLoo8EOUJ2dYQYA8rLpR0cw8d8GNVanJ25Ja7+/lpER3tJOjvBwY65fNwU5879D9269bH3MGwO6VQWpNN8bt3i8o+knKQLFxqjLJbg5ye9PUl0NBftttT5aK3OpkUf+URsvuijh0djnpG1RR8JmhqzGXxhs+YcnKtX22b5eEsbcwYGcjfJqVMnHKZ2R2upq5Nn0mlbQzqVBek0H1dXoFs37mgKY1y+o9RmtwUFXGkPKcrKgNxc7miKu7vxlBvvJEVGNk55GdJanYZlWHj4Ei41NY3L9/lEbMN91Mwt+kiQI2QVOp3x8nGp/7d2mxkPj+YdnLAwLmfH3F8pXl7ynPqzBWrRSjqVBelsGzQaLoITEgIMHGh8vqLCtJNUWCi9FU9tLfDnn9wh9Xrh4cZOkrt7ECIiuOTutsLJiXMCDSP4fFmXigrbbBWidGhqrMnUWH29ePm4VDSnqKj1y8e9vFpePu7n17Zv2rq6Gri5OVBxjlagFq2kU1mQTvtTV8dNuUk5ShcuWFcfzd/f2EniSwIEB7d9vg8fNeJzjQDjrUL4XCOKGpEjJDhC8fHluHbNByUlrV8+7udn3vLx9saRytq3FrVoJZ3KgnTKG72e+yFsKppUVmb5NT08mp9ya6vcTVNFH6USsdUWNaKpsdscP25ev4CAlpeP0x57BEEQysPJqfGzfvBg4/NlZVzUiHeUcnNLUFYWhIICbkZBKuxQUwOcOcMdUq8nNeXGO0qW/KA2VfSxro7LVW1a9JHfR00NRR8pInQ7IgSUIyTER7RUXGpjTkdZPi7FjRtF8PcPsfcw2gW1aCWdyoJ0KgtDnbW1zU+5WZNT2rmztJPUpQs35WZpZMdwD03eMzAs+shPqSmt6KPC/Tzzyc3lPG8lo9dL1LlXKGrRSjqVBelUFoY63d2B7t25w7gfl3/Kb3Db1FEqL5e+fmkpdxw+bHzO05PLQ5JykiIjpTeFtabooxK2CnHgobctatgpuKTkMgICFO7t3UYtWkmnsiCdysJcnfwUWHi49JTbzZuNTlFTR+nqVelrVlcDp09zR1OcnYGICNPRJH53AN7pMfx+5KNGWi23So3vExHRokzZQo4QQRAEQciYTp244+67jc/V1AAXL0o7SRcvctGcpuh03HTchQvAvn3G5wMDTTtJgYGN0SCAixq1tuivvaEcIQfYYqOtqK+/BRcXBZWPbga1aCWdyoJ0Kgt769TpuCRtU9EkaxwYT8/GLUn44/HHxXvJORrkCKnIEcrPP4Ho6LvsPYx2QS1aSaeyIJ3KQs46GeMqbBs6RoaOUnGx+dc6f96xHSGaGrtNXZ3YO1ZiHYWqKi2qquw9Cg5b/32rqrRC+fnWIuf3QlWVFtXV8h5jU6wZq1arRa0ZuxVYem1b97f0OdXVWqEAnq1eoz36t0RNTRvdnDJHzjo1Gm7VWefOQP/+xuerq7mpMykn6dKl1hcVlhPkCN0mMFC6DDpj0rUf5Epz4+3Y0btNS71bi+H4bPW39fb2brN6TvwY5fg+8PLyFpV0UNL71RAPD2+zlutaqt2a4qmWvoYl/V1dvc1y+FrzGtZijW5TDpSzs7fRtExz/e0Fr9mScRnqkNIpRXvotuY1oqK4IylJ3N7QwE25XbzIOUuO9JkjBU2N3Z4aKy8vh48cvAQbUldXBzepnQEViFq0kk5jbOmo2Lr/rVt1cHV1s+qLxZLn2Pr6LT2H19na12gPHa15DVM6pfpbar/2cPrNfY5GwwUTHBWKCKmI3NxcJCY6Xll7a1CLVtJpjL2nfVrD4cPqsOexY+rQeeiQOnQ6OgqqDUkQBEEQBGEZ5AipiMjISHsPod1Qi1bSqSxIp7JQi05HhxwhFeGkpM1hWkAtWkmnsiCdykItOh0dspKKuHDhgr2H0G6oRSvpVBakU1moRaejQ44QQRAEQRCqhZbPq2j5fE1NDTw8POw9jHZBLVpJp7IgncpCLTodHYoIqYj8/Hx7D6HdUItW0qksSKeyUItOR4ccIRVR6ehbBFuAWrSSTmVBOpWFWnQ6OuQIqQg1hWjVopV0KgvSqSzUotPRoRwhFeUI1dfXw8XFxd7DaBfUopV0KgvSqSzUotPRoYiQijhy5Ii9h9BuqEUr6VQWpFNZqEWno6P6vcb4gFhFRYWdR2J7tFqtKnQC6tFKOpUF6VQWatEJAB07doRGThv3WYDqHaHS0lIAVAqdIAiCIKylpKQEgQ66Bb3qHSF/f38AwMWLF+Hr62vn0diOiooKREZG4tKlS4rPhVKLVtKpLEinslCbTldXV3sPxWpU7wjxe8H4+voq+s3K4+PjowqdgHq0kk5lQTqVhVp0Ouq0GEDJ0gRBEARBqBhyhAiCIAiCUC2qd4Tc3NyQnp4ONzc3ew/FpqhFJ6AeraRTWZBOZUE6HQfVF1QkCIIgCEK9qD4iRBAEQRCEeiFHiCAIgiAI1UKOEEEQBEEQqoUcIYIgCIIgVIuiHKH9+/fjkUceQVhYGDQaDb755psWn5OTk4N+/frBzc0NMTExWLt2rVGfFStWoEuXLnB3d0diYiJ+/fXXth+8hViq9euvv8bw4cMRGBgIHx8fDBw4ELt27RL1eeONN6DRaETHnXfeaUMVLWOpzpycHCMNGo0GRUVFon5ys6mlOp955hlJnXFxcUIfudlz0aJFuOeee9CxY0cEBQVh9OjROHPmTIvP27RpE+688064u7sjPj4e27dvF51njGH+/PkIDQ2Fh4cHkpOTkZeXZysZZmGN1k8++QT33XcfOnXqhE6dOiE5OdnofSll9xEjRthSSrNYo3Pt2rVGGtzd3UV95GZTa3QOHTpU8h4dOXKk0Edu9vzoo4/Qu3dvoQjkwIEDsWPHjmaf44j3Z1MU5QhptVr06dMHK1asMKt/fn4+Ro4ciQceeAC5ubmYPXs2pk6dKnIQvvrqK7zyyitIT0/HkSNH0KdPH6SkpKCkpMRWMszCUq379+/H8OHDsX37dhw+fBgPPPAAHnnkERw9elTULy4uDlevXhWO//73v7YYvtlYqpPnzJkzIh1BQUHCOTna1FKdy5YtE+m7dOkS/P39MXbsWFE/Odlz3759mDFjBn755Rf88MMPqK+vx0MPPQStVmvyOT///DOefPJJPPfcczh69ChGjx6N0aNH48SJE0Kff/3rX/j3v/+Njz/+GIcOHYKXlxdSUlJQW1vbHrIksUZrTk4OnnzySezduxcHDx5EZGQkHnroIRQWFor6jRgxQmTTDRs22FqOSazRCXDVlg01XLhwQXRebja1RufXX38t0njixAk4Ozsb3aNysmdERAQyMjJw+PBh/P7773jwwQcxatQonDx5UrK/o96fRjCFAoBt2bKl2T5///vfWVxcnKht3LhxLCUlRXickJDAZsyYITzW6XQsLCyMLVq0qE3H2xrM0SpFr1692IIFC4TH6enprE+fPm03sDbGHJ179+5lANjNmzdN9pG7Ta2x55YtW5hGo2EFBQVCm9ztWVJSwgCwffv2mezzxBNPsJEjR4raEhMT2fPPP88YY0yv17OQkBD2zjvvCOfLysqYm5sb27Bhg20GbgXmaG1KQ0MD69ixI1u3bp3QNnnyZDZq1CgbjLBtMEfnmjVrmK+vr8nzjmBTa+z5/vvvs44dO7KqqiqhTe72ZIyxTp06sU8//VTynFLuT0VFhCzl4MGDSE5OFrWlpKTg4MGDAIBbt27h8OHDoj5OTk5ITk4W+jgqer0elZWVwqazPHl5eQgLC0PXrl3x9NNP4+LFi3YaYevo27cvQkNDMXz4cBw4cEBoV6pNV69ejeTkZERFRYna5WzP8vJyADB6DxrS0j2an5+PoqIiUR9fX18kJibKyp7maG1KdXU16uvrjZ6Tk5ODoKAgxMbG4sUXX0RpaWmbjrU1mKuzqqoKUVFRiIyMNIo4OIJNrbHn6tWrMX78eHh5eYna5WpPnU6HjRs3QqvVYuDAgZJ9lHJ/qtoRKioqQnBwsKgtODgYFRUVqKmpwfXr16HT6ST7NM05cTSWLFmCqqoqPPHEE0JbYmIi1q5di507d+Kjjz5Cfn4+7rvvPlRWVtpxpJYRGhqKjz/+GJs3b8bmzZsRGRmJoUOH4siRIwCgSJteuXIFO3bswNSpU0XtcranXq/H7NmzMXjwYNx1110m+5m6R3lb8f/K2Z7mam3Ka6+9hrCwMNGXyIgRI/D5559j9+7dWLx4Mfbt24fU1FTodDpbDN0izNUZGxuLzz77DFu3bsUXX3wBvV6PQYMG4fLlywDkb1Nr7Pnrr7/ixIkTRveoHO15/PhxeHt7w83NDS+88AK2bNmCXr16SfZVwv0J0O7zquTLL7/EggULsHXrVlHuTGpqqvD/3r17IzExEVFRUcjKysJzzz1nj6FaTGxsLGJjY4XHgwYNwrlz5/D+++8jMzPTjiOzHevWrYOfnx9Gjx4tapezPWfMmIETJ07YPQetPbBGa0ZGBjZu3IicnBxRIvH48eOF/8fHx6N3797o1q0bcnJyMGzYsDYdt6WYq3PgwIGiCMOgQYPQs2dPrFy5EgsXLrT1MFuNNfZcvXo14uPjkZCQIGqXoz1jY2ORm5uL8vJyZGdnY/Lkydi3b59JZ0gJqDoiFBISguLiYlFbcXExfHx84OHhgYCAADg7O0v2CQkJac+hthkbN27E1KlTkZWVZRTSbIqfnx969OiBs2fPttPobENCQoKgQWk2ZYzhs88+w8SJE+Hq6tpsX7nYc+bMmfjuu++wd+9eRERENNvX1D3K24r/V672tEQrz5IlS5CRkYHvv/8evXv3brZv165dERAQ4FA2bYqLiwvuvvtuQYOcbWqNTq1Wi40bN5r140MO9nR1dUVMTAz69++PRYsWoU+fPli2bJlkX0e/P3lU7QgNHDgQu3fvFrX98MMPwq8VV1dX9O/fX9RHr9dj9+7dJudM5cyGDRswZcoUbNiwQbSE0xRVVVU4d+4cQkND22F0tiM3N1fQoDSb7tu3D2fPnjXrQ9be9mSMYebMmdiyZQv27NmD6OjoFp/T0j0aHR2NkJAQUZ+KigocOnTIrva0RivArbBZuHAhdu7ciQEDBrTY//LlyygtLXUomzZFp9Ph+PHjggY52rQ1Ojdt2oS6ujpMmDChxb72tqcUer0edXV1kucc9f40wq6p2m1MZWUlO3r0KDt69CgDwN577z129OhRduHCBcYYY2lpaWzixIlC//PnzzNPT0/26quvstOnT7MVK1YwZ2dntnPnTqHPxo0bmZubG1u7di07deoUmz59OvPz82NFRUXtrs8QS7WuX7+edejQga1YsYJdvXpVOMrKyoQ+f/vb31hOTg7Lz89nBw4cYMnJySwgIICVlJS0uz4eS3W+//777JtvvmF5eXns+PHj7K9//StzcnJiP/74o9BHjja1VCfPhAkTWGJiouQ15WbPF198kfn6+rKcnBzRe7C6ulroM3HiRJaWliY8PnDgAOvQoQNbsmQJO336NEtPT2cuLi7s+PHjQp+MjAzm5+fHtm7dyo4dO8ZGjRrFoqOjWU1NTbvqM8QarRkZGczV1ZVlZ2eLnlNZWckY494jc+bMYQcPHmT5+fnsxx9/ZP369WPdu3dntbW17a6RMet0LliwgO3atYudO3eOHT58mI0fP565u7uzkydPCn3kZlNrdPIMGTKEjRs3zqhdjvZMS0tj+/btY/n5+ezYsWMsLS2NaTQa9v333zPGlHN/NkVRjhC/dLrpMXnyZMYYt1QxKSnJ6Dl9+/Zlrq6urGvXrmzNmjVG112+fDm74447mKurK0tISGC//PKL7cW0gKVak5KSmu3PGFc6IDQ0lLm6urLw8HA2btw4dvbs2fYV1gRLdS5evJh169aNubu7M39/fzZ06FC2Z88eo+vKzabWvHfLysqYh4cHW7VqleQ15WZPKX0ARPdcUlKS6D3JGGNZWVmsR48ezNXVlcXFxbFt27aJzuv1ejZv3jwWHBzM3Nzc2LBhw9iZM2faQZFprNEaFRUl+Zz09HTGGGPV1dXsoYceYoGBgczFxYVFRUWxadOm2dWBt0bn7NmzhXsvODiYPfzww+zIkSOi68rNpta+d//44w8GQHAkDJGjPZ999lkWFRXFXF1dWWBgIBs2bJho7Eq5P5uiYYyxNgouEQRBEARBOBSqzhEiCIIgCELdkCNEEARBEIRqIUeIIAiCIAjVQo4QQRAEQRCqhRwhgiAIgiBUCzlCBEEQBEGoFnKECIIgCIJQLeQIEQRBEAShWsgRIgiiWXJycqDRaJCdnW3voZhFcXExxowZg86dO0Oj0WDp0qX2HpLF8H/znJwcew+FIBQPOUIEIQPWrl0LjUYDd3d3FBYWGp0fOnQo7rrrLjuMzPF4+eWXsWvXLvzjH/9AZmYmRowYYbKvRqPBzJkzJc/xNvn9999tNVSCIGRAB3sPgCCIRurq6pCRkYHly5fbeygOy549ezBq1CjMmTPH3kMhCMIBoIgQQciIvn374pNPPsGVK1fsPZR2R6vVtsl1SkpK4Ofn1ybXIghC+ZAjRBAyYu7cudDpdMjIyGi2X0FBATQaDdauXWt0TqPR4I033hAev/HGG9BoNPjzzz8xYcIE+Pr6IjAwEPPmzQNjDJcuXcKoUaPg4+ODkJAQvPvuu5KvqdPpMHfuXISEhMDLywuPPvooLl26ZNTv0KFDGDFiBHx9feHp6YmkpCQcOHBA1Icf06lTp/DUU0+hU6dOGDJkSLOaz58/j7Fjx8Lf3x+enp649957sW3bNuE8P5XFGMOKFSug0Wig0WiavaY1/PHHHxgzZgz8/f3h7u6OAQMG4D//+Y+oz40bNzBnzhzEx8fD29sbPj4+SE1Nxf/+9z+j612+fBmjR4+Gl5cXgoKC8PLLL6Ours6oX15eHh5//HGEhITA3d0dERERGD9+PMrLy9tcI0GoCZoaIwgZER0djUmTJuGTTz5BWloawsLC2uza48aNQ8+ePZGRkYFt27bhrbfegr+/P1auXIkHH3wQixcvxvr16zFnzhzcc889uP/++0XP/+c//wmNRoPXXnsNJSUlWLp0KZKTk5GbmwsPDw8A3LRUamoq+vfvj/T0dDg5OWHNmjV48MEH8dNPPyEhIUF0zbFjx6J79+54++23wRgzOfbi4mIMGjQI1dXVmDVrFjp37ox169bh0UcfRXZ2Nh577DHcf//9yMzMxMSJEzF8+HBMmjTJrL9LbW0trl+/btReVVVl1Hby5EkMHjwY4eHhSEtLg5eXF7KysjB69Ghs3rwZjz32GADOafvmm28wduxYREdHo7i4GCtXrkRSUhJOnTol2LWmpgbDhg3DxYsXMWvWLISFhSEzMxN79uwRve6tW7eQkpKCuro6vPTSSwgJCUFhYSG+++47lJWVwdfX1yytBEFIwAiCsDtr1qxhANhvv/3Gzp07xzp06MBmzZolnE9KSmJxcXHC4/z8fAaArVmzxuhaAFh6errwOD09nQFg06dPF9oaGhpYREQE02g0LCMjQ2i/efMm8/DwYJMnTxba9u7dywCw8PBwVlFRIbRnZWUxAGzZsmWMMcb0ej3r3r07S0lJYXq9XuhXXV3NoqOj2fDhw43G9OSTT5r195k9ezYDwH766SehrbKykkVHR7MuXbownU4n0j9jxgyzrgugxeO3334T+g8bNozFx8ez2tpaoU2v17NBgwax7t27C221tbWiMTHG2czNzY29+eabQtvSpUsZAJaVlSW0abVaFhMTwwCwvXv3MsYYO3r0KAPANm3aZJYugiDMh6bGCEJmdO3aFRMnTsSqVatw9erVNrvu1KlThf87OztjwIABYIzhueeeE9r9/PwQGxuL8+fPGz1/0qRJ6Nixo/B4zJgxCA0Nxfbt2wEAubm5yMvLw1NPPYXS0lJcv34d169fh1arxbBhw7B//37o9XrRNV944QWzxr59+3YkJCSIps+8vb0xffp0FBQU4NSpU+b9ESQYNWoUfvjhB6Pj1VdfFfW7ceMG9uzZgyeeeAKVlZWCvtLSUqSkpCAvL09Y8efm5gYnJ+7jVafTobS0FN7e3oiNjcWRI0dEukJDQzFmzBihzdPTE9OnTxe9Nh/x2bVrF6qrq63WShCEMTQ1RhAy5PXXX0dmZiYyMjKwbNmyNrnmHXfcIXrs6+sLd3d3BAQEGLWXlpYaPb979+6ixxqNBjExMSgoKADA5bAAwOTJk02Ooby8HJ06dRIeR0dHmzX2CxcuIDEx0ai9Z8+ewnlrywtEREQgOTnZqP3y5cuix2fPngVjDPPmzcO8efMkr1VSUoLw8HDo9XosW7YMH374IfLz86HT6YQ+nTt3FumKiYkxymWKjY0VPY6OjsYrr7yC9957D+vXr8d9992HRx99VMj5IgjCesgRIggZ0rVrV0yYMAGrVq1CWlqa0XlTScCGX7hNcXZ2NqsNQLP5Oqbgoz3vvPMO+vbtK9nH29tb9JjPLXIEeH1z5sxBSkqKZJ+YmBgAwNtvv4158+bh2WefxcKFC+Hv7w8nJyfMnj3bKCpmLu+++y6eeeYZbN26Fd9//z1mzZqFRYsW4ZdffkFERIR1ogiCIEeIIOTK66+/ji+++AKLFy82OsdHVcrKykTtFy5csNl4+IgPD2MMZ8+eRe/evQEA3bp1AwD4+PhIRlhaQ1RUFM6cOWPU/scffwjnbU3Xrl0BAC4uLi3qy87OxgMPPIDVq1eL2svKykQRuKioKJw4cQKMMZFzK6UVAOLj4xEfH4/XX38dP//8MwYPHoyPP/4Yb731lrWyCEL1UI4QQciUbt26YcKECVi5ciWKiopE53x8fBAQEID9+/eL2j/88EObjefzzz9HZWWl8Dg7OxtXr15FamoqAKB///7o1q0blixZIrni6tq1a1a/9sMPP4xff/0VBw8eFNq0Wi1WrVqFLl26oFevXlZf21yCgoIwdOhQrFy5UjJ3y1Cfs7OzUVRt06ZNRlXDH374YVy5ckW0fUl1dTVWrVol6ldRUYGGhgZRW3x8PJycnCSX2hMEYT4UESIIGfN///d/yMzMxJkzZxAXFyc6N3XqVGRkZGDq1KkYMGAA9u/fjz///NNmY/H398eQIUMwZcoUFBcXY+nSpYiJicG0adMAAE5OTvj000+RmpqKuLg4TJkyBeHh4SgsLMTevXvh4+ODb7/91qrXTktLw4YNG5CamopZs2bB398f69atQ35+PjZv3iwkJtuaFStWYMiQIYiPj8e0adPQtWtXFBcX4+DBg7h8+bJQJ+gvf/kL3nzzTUyZMgWDBg3C8ePHsX79eiGqxDNt2jR88MEHmDRpEg4fPozQ0FBkZmbC09NT1G/Pnj2YOXMmxo4dix49eqChoQGZmZlwdnbG448/3i7aCUKpkCNEEDImJiYGEyZMwLp164zOzZ8/H9euXUN2djaysrKQmpqKHTt2ICgoyCZjmTt3Lo4dO4ZFixahsrISw4YNw4cffij60h46dCgOHjyIhQsX4oMPPkBVVRVCQkKQmJiI559/3urXDg4Oxs8//4zXXnsNy5cvR21tLXr37o1vv/0WI0eObAt5ZtGrVy/8/vvvWLBgAdauXYvS0lIEBQXh7rvvxvz584V+c+fOhVarxZdffomvvvoK/fr1w7Zt24zyvTw9PbF792689NJLWL58OTw9PfH0008jNTVVtEdanz59kJKSgm+//RaFhYXw9PREnz59sGPHDtx7773tpp8glIiGWZMVSRAEQRAEoQAoR4ggCIIgCNVCjhBBEARBEKqFHCGCIAiCIFQLOUIEQRAEQagWcoQIgiAIglAt5AgRBEEQBKFayBEiCIIgCEK1kCNEEARBEIRqIUeIIAiCIAjVQo4QQRAEQRCqhRwhgiAIgiBUCzlCBEEQBEGolv8HbEyS42OexQQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "params = {}\n", "params['window'] = default_window\n", "params['dim'] = default_token_dim\n", "params['num_heads'] = None\n", "params['state_dim'] = 1\n", "\n", "name = plot(all_accs, params, 'num_heads', 'layers')\n", "plt.title(\"Average Final Accuracy when Varying Number of Heads\")\n", "plt.xlabel(\"Number of Heads\")\n", "plt.ylabel(\"Accuracy\")\n", "savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": 140, "id": "0ed6897c-5a02-4f9f-8b68-e11c4ee395c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "params = {}\n", "params['window'] = default_window\n", "params['dim'] = default_token_dim\n", "params['num_heads'] = 1\n", "params['state_dim'] = None\n", "\n", "name = plot(all_accs, params, 'state_dim', 'layers')\n", "plt.title(\"Average Final Accuracy when Varying State Dimension\")\n", "plt.xlabel(\"State Dimension\")\n", "plt.ylabel(\"Accuracy\")\n", "savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": 141, "id": "338c2549-3d14-46c5-a8c4-241112e8d64e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "params = {}\n", "params['window'] = default_window\n", "params['dim'] = None\n", "params['num_heads'] = 1\n", "params['state_dim'] = 1\n", "\n", "name = plot(all_accs, params, 'dim', 'layers', param_counts=all_params, x_axis='params')\n", "plt.title(\"Average Final Accuracies (1 head, 1 state dimension)\")\n", "plt.xlabel(\"Parameter count\")\n", "plt.ylabel(\"Accuracy\")\n", "savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": 142, "id": "a5d13fe7-d71a-4017-a83a-c30b2badd116", "metadata": {}, "outputs": [], "source": [ "# params = {}\n", "# params['window'] = None\n", "# params['dim'] = 20\n", "# params['num_heads'] = 1\n", "# params['state_dim'] = 1\n", "\n", "# name = plot(all_accs, params, 'window', 'layers', param_counts=all_params, x_axis='params')\n", "# plt.title(\"Average Final Accuracies (dim 20, 1 head, 1 state dimension)\")\n", "# plt.xlabel(\"Parameter count\")\n", "# plt.ylabel(\"Accuracy\")\n", "# savefig(task_name, name)" ] }, { "cell_type": "code", "execution_count": null, "id": "36c7b32d-4bcd-45a2-b309-ae1c751939e9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "ea3f8447", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "hybrid", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }