{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# To call functions outside of this folder\n", "import sys \n", "sys.path.insert(0, '..')\n", "\n", "import pandas as pd\n", "from src.analyser import Analyser\n", "import logging\n", "import matplotlib.pyplot as plt\n", "\n", "# logging.basicConfig(level=logging.DEBUG)\n", "\n", "data = pd.read_csv(\n", " '../data/multivariate/blow_mold_preprocessed.csv', \n", " index_col='datetime', \n", " parse_dates=['datetime'])" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "apikey still available, logged in\n" ] } ], "source": [ "analyser = Analyser()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'freq': 'M',\n", " 'period': 12,\n", " 'change_points': [],\n", " 'predictability': [],\n", " 'characteristic': None}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analyser.analyse(data)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analyser.viz.pacf()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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9xIkTNX/+fB08eDDbY3z//ffq1auXLl++rPT0dD355JP6/vvvs8xtNQpDp+4ju3bt0oEDB9SgQQPFx8drwoQJkqQOHTrkc2U5+/LLL1W2bFmVKFFCf//9t0aNGqUuXbrkScgAAAC4HXfyHI0bDZPKSXY3zclpePm+ffs0ePBgjR07Vm3btlVkZKRGjBih/v3764svvsh13TdC0LjPfPTRRzp48KCcnJysdyfw9/e/o31OnDhREydOzPa1pk2b6rfffsv1vs+ePauxY8fq7NmzCgoK0jPPPKN333031/sDAAC4W/LqORr+/v6yt7fX2bNnbdZHRUUpMDAw221CQ0PVpEkTjRgxQlLmowHc3d3VtGlTvfPOOwoKCjK8ToLGfaROnToKCwszfL/9+/dXly5dsn3tTnseRo4cqZEjR97RPgAAAAqTKx8Yr169Wk899ZR1/erVq3McqZKcnCwHB9u3/vb29pJyfnzAnSJo4I75+vrK19c3v8sAAADIV3n54L1hw4ape/fuql+/vho1aqTPP/9cERER6t+/v6TMZ4SdPn1aX375pSTpiSeeUN++fTVz5kzr0KkhQ4aoQYMGKl68+F2pkaABAAAAGCCvhk5J0rPPPquYmBhNmDBBkZGRql69upYvX67g4GBJUmRkpM0zNXr27KnExERNmzZNr732mnx8fNSyZUu9//77d61G7joF3AB3nTIGd50CANwPTvbrmOttgz9falgd9wp6NAAAAAAD5OXQqYKAoAEAAAAYIC+HThUExC4AAAAAhqNHAwAAADAAQ6dsETQAAAAAI+TwVO77FUEDAAAAMABzNGwRNAAAAAADMHTKFkEDAAAAMAA9GraIXQAAAAAMR48GAAAAYACGTtkiaAAAAAAGYOiULYIGAAAAYACChi2CBgAAAGAEhk7ZIGgAAAAABjDxwD4bxC4AAAAAhqNHAwAAADAAd52yRdAAAAAADMBkcFsEDQAAAMAI9GjYIGgAAAAABqBHwxaxCwAAAIDh6NEAAAAADGAy8Rn+tQgaAAAAgBEYOmWDoAEAAAAYgNvb2iJoAAAAAAZgMrgtggYAAABgBOZo2OBqAAAAADAcPRoAAACAARg6ZYugAQAAABiByeA2CBoAAACAAUwmejSuRdAAbuChv3fmdwkAAKCgoEfDBkEDuIEtDzbI7xIKhYZbt+lXx0r5XUaB1z7tYH6XAAC4AeZo2CJ2AQAAADAcQQMAAAAwgsku90suzJgxQ2XKlJGLi4vq1aun9evX37B9SkqKxowZo+DgYDk7O6tcuXKaM2dOro59Kxg6BQAAABghD4dOLV68WEOGDNGMGTPUpEkTffbZZ3r00Ue1b98+lS5dOtttunTponPnzumLL75Q+fLlFRUVpfT09LtWI0EDAAAAMIDpDp4MnpKSopSUFJt1zs7OcnZ2zrb9xx9/rD59+ujFF1+UJE2ZMkUrV67UzJkzFRoamqX9ihUr9Oeff+rYsWPy9fWVJIWEhOS63lvB0CkAAADACHamXC+hoaHy9va2WbILDJKUmpqqsLAwtWnTxmZ9mzZttGnTpmy3WbZsmerXr68PPvhAJUqUUMWKFTV8+HBdunTJ8MtwBT0aAAAAgAFMd3B729GjR2vYsGE263LqzYiOjlZGRoYCAwNt1gcGBurs2bPZbnPs2DFt2LBBLi4uWrJkiaKjozVgwABduHDhrs3TIGgAAAAA+exGw6Rycv0DAi0WS44PDTSbzTKZTFqwYIG8vb0lZQ6/6ty5s6ZPny5XV9fcFX4DDJ0CAAAAjGAy5X65Df7+/rK3t8/SexEVFZWll+OKoKAglShRwhoyJKlKlSqyWCz6999/b/9cbwFBAwAAADCCnV3ul9vg5OSkevXqafXq1TbrV69ercaNG2e7TZMmTXTmzBklJSVZ1x06dEh2dnYqWbLk7Z/rLSBoAAAAAEbIox4NSRo2bJhmz56tOXPmaP/+/Ro6dKgiIiLUv39/SZlzPl544QVr+65du8rPz0+9evXSvn379Ndff2nEiBHq3bv3XRk2JTFHAwAAADDEnUwGv13PPvusYmJiNGHCBEVGRqp69epavny5goODJUmRkZGKiIiwtvfw8NDq1as1aNAg1a9fX35+furSpYveeeedu1ajyWKxWO7a3oECbsuDDfK7hEKh4dZt+tWxUn6XUeC1TzuY3yUAAG7g0tcTc72t63/+z8BK7g0MnQIAAABgOIZOAQAAAEawu/25FoUZQQMAAAAwgMnEYKFrETQAAAAAI9CjYYOgAQAAABiBHg0bBA0AAADACLl4HkZhRuwCAAAAYDh6NAAAAAAj5OED+woCggYAAABgBOZo2CBoAAAAAEbgrlM2CBoAAACAEejRsEHQAAAAAIzAXadsELsAAAAAGI4eDQAAAMAI3HXKBkEDAAAAMAJDp2wQNAAAAAAjMBncBkEDAAAAMAJDp2wQNAAAAAAjMHTKBrELAAAAgOHo0QAAAACMwBwNGwQNAAAAwAgMnbJB0AAAAACMwGRwG1yNQuDEiRMymUwKDw+XJK1bt04mk0lxcXE33XbevHny8fG5q/UBAADcDywmU66XwogejUKgVKlSioyMlL+/f36XcttatGih2rVra8qUKfldyj0hsFMnBf2nu5z8/JR8/JhOTp6sxP8FyOz4tW2r4t1fkEupUspISlLcls2K+ORTpSfEW9sUe+45BT7dSc6BgUqLj9eFNWsUMWO6LKmpeXBG+SO4f1eVHdZHzkFFlbTvsPYOm6jYjWE5t3+5q0Je/o9cQ0roUkSkjrw3U6e//smmjYO3pyq9PVTFOraWYxFvXTr+r/aNfE/nV/x1t08HAFBQMEfDBkGjELC3t1exYsXy7HhpaWlydHTMs+PdL/xatVLw0GE6/sEHStz9twKfekqVJ0/R3889q9Rz57K096xVS+XHjdfJKZMVu36DnAKKqsyo11V2zBgdGjUyc59t26r0gFd09J13lLRnt1xKl1a5N8dKkk5OmZyn55dXgp55VFUnjdY/g95S7KadKt33OTX4ZZb+rNlel09FZmlf+qXnVemd17Sn/xuK27FHPg/UVM3/vqO02ARF/bpWkmRydNSDK+YqNSpGO597VZf/PSuXUkFKT0zK69MDAKDAIHblUosWLTRo0CANGTJERYoUUWBgoD7//HNdvHhRvXr1kqenp8qVK6fffvvtlva3d+9etW/fXl5eXvL09FTTpk119OhRSZLZbNaECRNUsmRJOTs7q3bt2lqxYoV12+uHTuXG0qVLVbFiRbm4uKh169Y6deqU9bXx48erdu3amjNnjsqWLStnZ2dZLBbFx8erX79+CggIkJeXl1q2bKm///47y3ZfffWVQkJC5O3treeee06JiYmSpJ49e+rPP//UJ598IpPJJJPJpBMnTty01n379umxxx6Th4eHAgMD1b17d0VHR1tfDwkJydJDUrt2bY0fPz7X1ycvBD3fVeeXLdP5ZT/p8okTOjl5slLPnVNgp07ZtveoXl0pkZE6++23Sok8o8S//9a5JUvkXqWKtY1njRpK3L1bMatWKiUyUvFbtyp61SqbNoVNmSG9dGruDzo153slHTimfa9N1OVTZxX80vPZti/Z7UlFzFqsyO9+06Xj/yry2+U6Nfd7lRvR19qmVK9OcizirR2dXlHspp26FHFGsRvDlLj7YF6dFgCgIDDZ5X4phArnWeWR+fPny9/fX9u2bdOgQYP08ssv65lnnlHjxo21c+dOtW3bVt27d1dycvIN93P69Gk1a9ZMLi4uWrNmjcLCwtS7d2+lp6dLkj755BNNmjRJH330kXbv3q22bdvqySef1OHDhw05j+TkZL377ruaP3++Nm7cqISEBD333HM2bY4cOaJvv/1WP/zwgzXQtG/fXmfPntXy5csVFhamunXr6pFHHtGFCxes2x09elRLly7VL7/8ol9++UV//vmn3nvvPet5NWrUSH379lVkZKQiIyNVqlSpG9YaGRmp5s2bq3bt2tqxY4dWrFihc+fOqUuXLoZci/xicnCQe+XKitu61WZ93Lat8qxRM9ttEnfvllNAgHwaN5YkOfr6yq9lS8Vt3Hi1zd9/y71yZblXrSpJci5eXEUaN1bcxg136Uzyl8nRUd51q+n8atvzO//7RhVpVCfbbeycnWS+nGKzLuPSZfk8UEMmh8xO38DHWypua7iqTx2rVv9uVLNdP6vcqJeY9AcAsMEcDVsMnboDtWrV0htvvCFJGj16tN577z35+/urb9/MT0LHjh2rmTNnavfu3WrYsGGO+5k+fbq8vb21aNEi65CkihUrWl//6KOPNGrUKOub//fff19r167VlClTNH369Ds+j7S0NE2bNk0PPvigpMwAVaVKFW3btk0NGjSQJKWmpuqrr75S0aJFJUlr1qzRnj17FBUVJWdnZ2udS5cu1ffff69+/fpJyuyNmTdvnjw9PSVJ3bt31x9//KF3331X3t7ecnJykpub2y0P/Zo5c6bq1q2riRMnWtfNmTNHpUqV0qFDh2yu2+1ISUlRSortm80r55UXHHx8ZHJwUNqFGJv1aTEX5NjQL9ttkvbs0ZFxY1XhnXdlcnaWnYODLvz1p0589KG1Tczq1XLwKaJqn8+STCbZOTjo7Pff68yXX97V88kvTv5FZOfgoNQo2+uYci5azoFFs93m/KoNKtW7s84u+10JO/fKu151lerZSXZOTnLyL6KUs+flVqaUXB9uqDMLf9a2J/vJvXywqn86ViYHBx15987/DQIAColC2jORWwSNO1Cz5tVPmu3t7eXn56caNWpY1wUGBkqSoqKibrif8PBwNW3aNNt5DwkJCTpz5oyaNGlis75JkyY2w5TuhIODg+rXr2/9vnLlyvLx8dH+/futQSM4ONgaMiQpLCxMSUlJ8vOzfRN86dIl65AvKXMY05WQIUlBQUE3vR43EhYWprVr18rDwyPLa0ePHs110AgNDdVbb71ls27cuHFql6u93QHLdd+bTJLl+pWZXMuUUciw1/TvnC8Uv2WLHP38VXrQIJV5fbSOvfuOJMmrbl2V6NVLxz/4QEl7/5FLyVIKGTZMaTHROj1nzl0+mfxjue6amW5wHQ+/O0POxYqqyYbFksmk1HMx+vfLJSo3oq8sGRmZjexMSo2K0e7+b0pmsxJ27pVL8QCVHdaHoAEAuKqQ9kzkFkHjDlwfDEwmk8060/9+2cxm8w334+rqetNjma77xbVYLFnW3Yns9nXtOnd3d5vXzGazgoKCtG7duizbXXu73Oyu0c2ux42YzWY98cQTev/997O8FhQUJEmys7PL8kYzLS3thvsdPXq0hg0bZrPO2dlZu35bnutab0d6XJws6elyvC64OfoWUdo1Q9GuVbxHDyXu3q3Ir7/OXHHkiE5cvqRqn8/Sqf/OVFpMjEq+1F/Rvy3X+WWZd1C6dPSo7F1dVGb0/+n03Lk5vvkuqFKjY2VOT5dzoO0d2JwC/JQSFZ3tNubLKdrd9/+05+Wxcg700+XI8yrd91mlJSQpNTpWkpRy9rwsaenSNb+7SfuPySUoQCZHR1lu8vsFALhPMKTWBlfjHlCzZk2tX78+2zfDXl5eKl68uDZssB1zvmnTJlUxaEJvenq6duzYYf3+4MGDiouLU+XKlXPcpm7dujp79qwcHBxUvnx5m+V2brPr5OSkjCufGt+CunXrau/evQoJCcly3CthqGjRooqMvHp3oYSEBB0/fvyG+3V2dpaXl5fNkpdDpyzp6bp44IC8/9eDdIV3gwZK3LM7223sXFxs3vhKkiXjf9//LyTauThLZtswYTGbZbqmTWFiSUtT/M69KtrKtgfQ/5HGit2868bbpqfr8ulzktms4l0ey7zj1P+CWOymnXIrV9rmmrlXDNHlM1GEDAAAckDQuAcMHDjQOgF7x44dOnz4sL766isdPJh5R5sRI0bo/fff1+LFi3Xw4EG9/vrrCg8P16uvvmrI8R0dHTVo0CBt3bpVO3fuVK9evdSwYUPrsKnstGrVSo0aNVLHjh21cuVKnThxQps2bdIbb7xhE1puJiQkRFu3btWJEycUHR19096OV155RRcuXNDzzz+vbdu26dixY1q1apV69+5tDSwtW7bUV199pfXr1+uff/5Rjx49ZG9vf8s15ZfIhd8ooEMHFX3iCbmEhCh4yFA5BxbTuR9/lCSVGjBA5caNt7aPW79eRR5+OPMZGcWLy6NmTYW89pqS/vlHaf+7C1fc+g0K6PS0/Fq3lnNQcXk3aKBS/V5S7Pr1WUJKYXF8ylyV6t1ZJXt2kkflsqry0Wi5lg5SxOeLJEmV3hmmWnOv9oi5VwhRia5Pyq18sLwfqKE6X38sz2oVdPDNq7f/PfnZQjn5FVG1yWPkXiFEAY82V/lRL+nkzAV5fn4AgHsXk8FtMXTqHuDn56c1a9ZoxIgRat68uezt7VW7dm3rvIzBgwcrISFBr732mqKiolS1alUtW7ZMFSpUMOT4bm5uGjVqlLp27ap///1XDz30kObcZPy+yWTS8uXLNWbMGPXu3Vvnz59XsWLF1KxZM+vclFsxfPhw9ejRQ1WrVtWlS5d0/PhxhYSE5Ni+ePHi2rhxo0aNGqW2bdsqJSVFwcHBateunez+1105evRoHTt2TI8//ri8vb319ttv37RH414Q8/vvcvD2VsnefeTo76/kY0d1YOhQpZ49K0ly8vOX8zXX9vyvv8rOzV2Bzzyj0q++qozERMXv2KGI6dOsbf6dO0cWi0WlXuovp6JFlRYXp9gN63Vq5sw8P7+8Evndb3LyK6IKYwbIOShASXsPafsT/XQp4owkyTmoqFxLBVnbm+ztVGZoL9WoWEbmtHTFrNuqTc2e16WTp61tLv97Vlsf662qH41W053LdPn0OR2f+qWOfjgrz88PAHAPy+PJ4DNmzNCHH36oyMhIVatWTVOmTFHTpk1vut3GjRvVvHlzVa9e/Y4ej3AzJsv1g9kBWG15MOdeHdy6hlu36VfHSvldRoHXPo3ndgDAvSxpy7Jcb+vR8Mnbar948WJ1795dM2bMUJMmTfTZZ59p9uzZ2rdvn0qXLp3jdvHx8apbt67Kly+vc+fO3dWgwdApAAAAwAgmU66XlJQUJSQk2CzX33r/Wh9//LH69OmjF198UVWqVNGUKVNUqlQpzbzJqIWXXnpJXbt2VaNGjYw++ywIGnmgf//+8vDwyHbp37//XT32o48+muOxr30Wxb0iP68VAADAnbCY7HK9hIaGytvb22YJDQ3N9jipqakKCwtTmzZtbNa3adNGmzZtyrG+uXPn6ujRoxo3bpyh550T5mjkgQkTJmj48OHZvubl5XVXjz179mxdunQp29d8fX3v6rFzIz+vFQAAQH7J6Vb72YmOjlZGRkaWebGBgYE6+7+5ndc7fPiwXn/9da1fv14ODnkTAQgaeSAgIEABAQH5cuwSJUrky3FzKz+vFQAAwB25g7tHOTs73/at9W/1OWsZGRnq2rWr3nrrrVw/3Dg3CBoAAACAEfLorlP+/v6yt7fP0nsRFRWV7d0/ExMTtWPHDu3atUsDBw6UlPkQZIvFIgcHB61atUotW7Y0vE6CBgAAAGCAvHoehpOTk+rVq6fVq1frqaeesq5fvXq1OnTokKW9l5eX9uzZY7NuxowZWrNmjb7//nuVKVPmrtRJ0AAAAACMkIfP0Rg2bJi6d++u+vXrq1GjRvr8888VERFhvXnO6NGjdfr0aX355Zeys7NT9erVbbYPCAiQi4tLlvVGImgAAAAABrAo757w/eyzzyomJkYTJkxQZGSkqlevruXLlys4OFiSFBkZqYiIiDyrJzs8sA+4AR7YZwwe2GcMHtgHAPe2+J2/53pb77qtDKzk3kCPBgAAAGAASx4OnSoICBoAAACAEQgaNggaAAAAgAHy6q5TBQVBAwAAADAAQ6dsETQAAAAAI9CjYYPYBQAAAMBw9GgAAAAABmDolC2CBgAAAGCAvHxgX0FA0AAAAAAMQI+GLYIGAAAAYAQmg9sgdgEAAAAwHD0aAAAAgAEsfIZvg6ABAAAAGIAng9siaAAAAAAGYDK4LYIGAAAAYABub2uLoAEAAAAYgB4NW1wNAAAAAIajRwMAAAAwAJPBbRE0AAAAAAMwR8MWQQMAAAAwAHM0bBE0AAAAAAPQo2GLoAEAAAAYgB4NW1wNAAAAAIajRwMAAAAwAEOnbBE0AAAAAAMwdMoWQQMAAAAwAD0atkwWi8WS30UAAAAABd3RY8dyvW25smUNrOTeQI8GcAM7mjfK7xIKhfp/btaBZ9rkdxkFXuXvVil6bJ/8LqNQ8J/wRX6XAKAQsljo0bgWA8kAAAAAGI4eDQAAAMAAFj7Dt0HQAAAAAAzAZHBbBA0AAADAAAQNW/TvAAAAAAawyJTrJTdmzJihMmXKyMXFRfXq1dP69etzbPvjjz+qdevWKlq0qLy8vNSoUSOtXLkyt6d6SwgaAAAAgAHyMmgsXrxYQ4YM0ZgxY7Rr1y41bdpUjz76qCIiIrJt/9dff6l169Zavny5wsLC9PDDD+uJJ57Qrl277vS0c8TQKQAAACCfpaSkKCUlxWads7OznJ2ds23/8ccfq0+fPnrxxRclSVOmTNHKlSs1c+ZMhYaGZmk/ZcoUm+8nTpyon376ST///LPq1KljzElchx4NAAAAwAAWiynXS2hoqLy9vW2W7AKDJKWmpiosLExt2tg+o6pNmzbatGnTLdVqNpuVmJgoX1/fOz7vnNCjAQAAABjgTiaDjx49WsOGDbNZl1NvRnR0tDIyMhQYGGizPjAwUGfPnr2l402aNEkXL15Uly5dclfwLSBoAAAAAAa4k6Bxo2FSOTGZbI9nsViyrMvOwoULNX78eP30008KCAi4rWPeDoIGAAAAYIC8ur2tv7+/7O3ts/ReREVFZenluN7ixYvVp08ffffdd2rVqtXdLJM5GgAAAIAR7mSOxu1wcnJSvXr1tHr1apv1q1evVuPGjXPcbuHCherZs6e++eYbtW/fPlfneDvo0QAAAAAKmGHDhql79+6qX7++GjVqpM8//1wRERHq37+/pMw5H6dPn9aXX34pKTNkvPDCC/rkk0/UsGFDa2+Iq6urvL2970qNBA0AAADAAOY8fDL4s88+q5iYGE2YMEGRkZGqXr26li9fruDgYElSZGSkzTM1PvvsM6Wnp+uVV17RK6+8Yl3fo0cPzZs3767USNAAAAAADJBXczSuGDBggAYMGJDta9eHh3Xr1t39gq5D0AAAAAAMcLtzLQo7ggYAAABggLzu0bjXETQAAAAAA9CjYYvb2wIAAAAwHD0aAAAAgAEYOmWLoAEAAAAYgKFTtggaAAAAgAHM+V3APYagAQAAABiAHg1bBA0AAADAAMzRsMVdpwAAAAAYjh4NAAAAwAAMnbJF0AAAAAAMwNApWwQNAAAAwABmS35XcG8haAAAAAAGoEfDFkEDAAAAMABzNGxx1ykAAAAAhqNHAwAAADCAhTkaNggaAAAAgAHMzNGwwdCpu8BkMmnp0qWG7GvdunUymUyKi4szZH/ZOXHihEwmk8LDw+/aMe7E+PHjVbt27fwuAwAA4IYsFlOul8KIHo27IDIyUkWKFMnvMrLVs2dPxcXF2QShUqVKKTIyUv7+/vlX2A0MHz5cgwYNyu8y8kTRjk+r2HPd5Ojrp0snjuvUtClK2v13ju19W7VRsef/I+eSpZRxMUkJ27bo1IypykhIkCRVmjJdnnXqZtkubvNGHXl9+F07j/zm0+YJ+XZ4Rg4+vkr996TOzZ2pSwf+ybG910Mt5dvhGTkFlZA5+aKSwnco6svPZU5KlCQ5lQxW0WdfkEvZCnIMKKZzc2cqdvmSvDqdfOXywMNyfait7Dx8lHH+tJJ+W6T0k4dz3sDeQW4tnpBzrUay8/CSOSFWyX/+qpRdGzJft7OXa7PH5FK7sew8iygj5qwurvpeaUdy/vkAQEHB0ClbBI27oFixYvldwm2xt7e/azWnpqbKycnpjvbh4eEhDw8Pgyq6dxV5+BGVGjhEEZM/VNI/u1X0iadU4f2PtbdHV6VGncvS3qNGTZX5v7E6Nf0TxW3cIKeiRRU8bKRCRv6fjr7xuiTpyJujZXK8+s/cwctb1b74UrHr1uTZeeU1z8bNFdirv87OmqpLB/fKp3V7lRrzro4NfVHp0eeztHetXE1Bg0Yoat5nSgrbIgdfPxXr+6qCXh6m0x++JUmyc3ZWatRZJWxer8CeL+X1KeUbp+oPyP3R55T0y9dKjzgilweay/s/QxQ77U2Z4y9ku41nl/6y8/BS0tK5yrgQJTt3L8nuaue52yNPyblWQyX9NF8Z0ZFyKl9dXs+/orhZoco4G5FXpwYAdwW3t7XF0KnrtGjRQgMHDtTAgQPl4+MjPz8/vfHGG7L8L6KGhITo7bffVteuXeXh4aHixYtr6tSpNvu41aFTV4YsLVq0SI0bN5aLi4uqVaumdevW5bhNTEyMnn/+eZUsWVJubm6qUaOGFi5caNPm+++/V40aNeTq6io/Pz+1atVKFy9e1Pjx4zV//nz99NNPMplMMplMWrduXbZDp/bu3av27dvLy8tLnp6eatq0qY4ePXrTc+rZs6c6duyo0NBQFS9eXBUrVpQknT59Ws8++6yKFCkiPz8/dejQQSdOnLBut27dOjVo0EDu7u7y8fFRkyZNdPLkSUlZh05dOcZHH32koKAg+fn56ZVXXlFaWpq1zYwZM1ShQgW5uLgoMDBQnTt3vmnt+S2wy/OKXv6zon/9WZdPntSpaVOUej5KRTs8nW1796rVlXI2UlE/fKfUs5FK2rNb539eKvdKla1tMhITlH7hgnXxqt9A5pSUQh00fB/vpLg1KxS/ZoVST59S1Lz/Ki36vIq0eSLb9q4Vqigt6pxif1uqtKizunRgr+JW/yqXshWtbS4fPaTzX81S4qZ1slzze1bYuTZuo8s71ytl53plREfq4m+LlJFwQS4PtMi2vWP56nIMqaSErz9R2rH9MsfFKP30caWfuvq3w7lWI13661elHd4jc2y0Lm9fp9Qje+XapE0enRUAIK8QNLIxf/58OTg4aOvWrfr00081efJkzZ492/r6hx9+qJo1a2rnzp0aPXq0hg4dqtWrV+f6eCNGjNBrr72mXbt2qXHjxnryyScVExOTbdvLly+rXr16+uWXX/TPP/+oX79+6t69u7Zu3Sopc9jW888/r969e2v//v1at26dnn76aVksFg0fPlxdunRRu3btFBkZqcjISDVu3DjLMU6fPq1mzZrJxcVFa9asUVhYmHr37q309PRbOp8//vhD+/fv1+rVq/XLL78oOTlZDz/8sDw8PPTXX39pw4YN8vDwULt27ZSamqr09HR17NhRzZs31+7du7V582b169dPJlPOnwqsXbtWR48e1dq1azV//nzNmzdP8+bNkyTt2LFDgwcP1oQJE3Tw4EGtWLFCzZo1u6Xa84vJwUHuFSspYfs2m/UJ27fKo3qNbLdJ+mePnIoGyPvBRpIkhyJFVKR5S8Vt3pTjcfzbP6ELa1bLfPmyccXfSxwc5FK2gi7+vdNm9cXdYXKtVDXbTS4d3CcHP3+513lAkmTv7SPPRk2VtHPrXS/3nmZvL4egYKUd3WuzOu3IPjmWLp/tJk6Vayv9zAm5PtRORYZ/pCKD35Vb2y6Sg6O1jcnBQZb068JaWqocS1cw/BQAIK+ZLblfCiOGTmWjVKlSmjx5skwmkypVqqQ9e/Zo8uTJ6tu3rySpSZMmev31zKEpFStW1MaNGzV58mS1bt06V8cbOHCgOnXqJEmaOXOmVqxYoS+++EIjR47M0rZEiRIaPvzq2PpBgwZpxYoV+u677/Tggw8qMjJS6enpevrppxUcHCxJqlHj6htVV1dXpaSk3HCo1PTp0+Xt7a1FixbJ0dHRep63yt3dXbNnz7YOmZozZ47s7Ow0e/Zsa3iYO3eufHx8tG7dOtWvX1/x8fF6/PHHVa5cOUlSlSpVbniMIkWKaNq0abK3t1flypXVvn17/fHHH+rbt68iIiLk7u6uxx9/XJ6engoODladOnVuuL+UlBSlpKTYrHN2dr7lc75TDt4+Mjk4KO2C7XCUtNhYOfr6ZrvNxb17dPyd8So7/m2ZnJxl5+Cg2A1/6dQnk7Jt7165qtzKltPJ9ycaXv+9wsHTSyZ7e2XExdqsz4iLlb1P9vOmLh3ap8hP31fxoWNk5+gkk4ODErdv0rk50/Oi5HuWnZunTPb2Micl2Kw3X4yXyaN6ttvYF/HPDAzpaUpcOF0mNw95PP4f2bm6K2npXElS6pF/5Nq4jdJOHJI59rwcy1aRU+XaNsOrAKCgKqyTunOLv+zZaNiwoc2n6Y0aNdLhw4eVkZFh/f5ajRo10v79+3N9vGv35+DgoPr16+e4v4yMDL377ruqWbOm/Pz85OHhoVWrVikiInNsc61atfTII4+oRo0aeuaZZzRr1izFxsZmu6+chIeHq2nTptaQcbtq1KhhMy8jLCxMR44ckaenp3W+ha+vry5fvqyjR4/K19dXPXv2VNu2bfXEE0/ok08+UWRk5A2PUa1aNdnb21u/DwoKUlRUlCSpdevWCg4OVtmyZdW9e3ctWLBAycnJN9xfaGiovL29bZbQ0NBcnf+dsf1Iw6ScJ5a5BIeo1OChOjN/rvb37alDw4fIOai4Sr82Ktv2/u2fUPKxo7p4YJ/BNd97LNddR5lM119aK6eSpRXQa4Bivl+gE6Ne0al3RssxoJiK9Xv17hdaIJly/qU02UmyKPH7WUo/fVxph/fo4orFcq7d2NqrcXH5QmXERKnI4HflN/Yzubfvpsu7Nkpmc96dAgDcJRZL7pfCiKBhkBsN8zFyf5MmTdLkyZM1cuRIrVmzRuHh4Wrbtq1SU1MlZU7sXr16tX777TdVrVpVU6dOVaVKlXT8+PFbPrarq+sd1e7u7m7zvdlsVr169RQeHm6zHDp0SF27dpWU2cOxefNmNW7cWIsXL1bFihW1ZcuWHI9xfQgymUwy/++Niqenp3bu3KmFCxcqKChIY8eOVa1atW54i+DRo0crPj7eZhk9enQur8DtS4+PkyU9XY6+fjbrHYoUUXps9pNug/7zgpL+2aNzixbo0rGjSti+VRGTP1TR9k9k2Y+ds7OKtGyl6F+W3bVzuBekJybIkpEhBx/bXiB7bx9lxGcfuP2eek6XDu7VhWXfKSXiuC7+HaZzs6fKp2U72ftk35t0PzAnJ8qSkSE7Dy+b9XbuXrJcTMh+m8Q4mRNiZUm5ZF2XcT5SJjs72Xll9ihZkpOUuHCaYt55WbEfj1Tcp2NkSU1RRlz03TsZAMgjZplyvRRGBI1sXP8Gd8uWLapQoYL1E/TsXq9cubJy69r9paenKywsLMf9rV+/Xh06dNB//vMf1apVS2XLltXhw7a3mjSZTGrSpIneeust7dq1S05OTlqyJPNWnE5OTtaemZzUrFlT69evt5lcfSfq1q2rw4cPKyAgQOXLl7dZvL29re3q1Kmj0aNHa9OmTapevbq++eabXB/TwcFBrVq10gcffKDdu3frxIkTWrMm5wnQzs7O8vLyslnycuiUJT1dFw8dlFf9B2zWe9VvoKR/9mS7jZ2zS5ZPgS1Xvr8uqBZ5+BHZOToqZvUK44q+F6Wn6/Kxw3KvaXtLX/eadXXpYPY9OXZOzpIl++to8OcHBUtGhtIjT8qxXDWb1Y7lqiot4ki2m6RFHJGdp4/kdPXfjr1/oCxms8wJ1wW99HSZE+MkO3s5V62r1APhxtYPAPmAHg1bBI1snDp1SsOGDdPBgwe1cOFCTZ06Va++enUYxcaNG/XBBx/o0KFDmj59ur777jub12/X9OnTtWTJEh04cECvvPKKYmNj1bt372zbli9fXqtXr9amTZu0f/9+vfTSSzp79qz19a1bt2rixInasWOHIiIi9OOPP+r8+fPWOQ8hISHavXu3Dh48qOjo6GzDxMCBA5WQkKDnnntOO3bs0OHDh/XVV1/p4MGDuTq/bt26yd/fXx06dND69et1/Phx/fnnn3r11Vf177//6vjx4xo9erQ2b96skydPatWqVTp06NBN52nk5JdfftGnn36q8PBwnTx5Ul9++aXMZrMqVaqUq/3llXPfLpR/+yfl99jjcgkOVqlXXpVTQKDOL8sMiSX6vqyQ/xtrbR+3aYN8mrVQ0Q5PySmouDyq11TpwUOVtG+v0mJsPx32b/+E4jb8ZX2+RmF24Zcf5PNIO3k/3FZOJUopoEd/OfoHKHbVL5Kkol17K2jgCGv7pLAt8mzwkHzaPC7HgGJyrVRVgb0G6NLhA1d7kxwc5BxSVs4hZSUHRzn4+cs5pKwcixXPj1PMM5c2rZJL3aZyrvOQ7P2D5N7uWdl7++ry9j8lSW6tnpbH032s7VP2bJX50kV5duwt+6JBcgiuKPc2zyhl5wbpfxPAHUqWkVOVurIr4i+H4AryemGoZLLTpQ2/5cs5AgDuHiaDZ+OFF17QpUuX1KBBA9nb22vQoEHq16+f9fXXXntNYWFheuutt+Tp6alJkyapbdu2uT7ee++9p/fff1+7du1SuXLl9NNPP+X48Lw333xTx48fV9u2beXm5qZ+/fqpY8eOio+PlyR5eXnpr7/+0pQpU5SQkKDg4GBNmjRJjz76qCSpb9++1gnYSUlJWrt2rUJCQmyO4efnpzVr1mjEiBFq3ry57O3tVbt2bTVp0iRX5+fm5qa//vpLo0aN0tNPP63ExESVKFFCjzzyiLy8vHTp0iUdOHBA8+fPV0xMjIKCgjRw4EC99FLunlfg4+OjH3/8UePHj9fly5dVoUIFLVy4UNWqVbv5xvkodu0fcvD2VvEXesvRz0+Xjh/T4VGvKfVcZpB09POTc0CgtX3MiuWyd3NTwFOdVXLAYGUkJSpxZ5j+/WyGzX6dS5aSZ83aOvTa4Dw9n/ySuOlPnfPwkn/nbrIv4qvUUyd1auIbSo/OnMPjUMRXjv4B1vbx61bLzsVNRdo9qYAX+inj4kUl/xOu8wuu3mnOsYifynz4X+v3fk8+I78nn1Hy3r8VMf5qaClsUv/ZrouuHnJr8YTsPL2VEXVa8V9/InN85l3x7Dx9ZO99zfCy1BQlzJ8k9/Zd5fPSmzJfupi5jz+uebihg6PcHnlK9kWKypJ6WamH9yjph9myXL4kACjomAxuy2SxFNbOmtxp0aKFateurSlTpmT7ekhIiIYMGaIhQ4bc8bFOnDihMmXKaNeuXTbPicC9Y0fzRjdvhJuq/+dmHXiG5yTcqcrfrVL02D43b4ib8p/wRX6XAKAQWrr9xsPTb6TjA/Y3b1TA0KMBAAAAGICP720xR+MumjhxovV2rtcvV4YyFTQ5nY+Hh4fWr1+f3+UBAADkG4tMuV4KI3o0rrNu3bobvn7ixIlb3lf//v3VpUuXbF9zdXVViRIlVNBGroWHh+f4WokSJfKuEAAAgHtMXj/he8aMGfrwww8VGRmpatWqacqUKWratGmO7f/8808NGzZMe/fuVfHixTVy5Ej179//rtVH0LiLfH195ZvDU50LqvLly+d3CQAAAPe9xYsXa8iQIZoxY4aaNGmizz77TI8++qj27dun0qVLZ2l//PhxPfbYY+rbt6++/vprbdy4UQMGDFDRokXVqVOnu1IjQ6cAAAAAA9zJczRSUlKUkJBgs6SkpOR4rI8//lh9+vTRiy++qCpVqmjKlCkqVaqUZs6cmW37//73vypdurSmTJmiKlWq6MUXX1Tv3r310Ucf3a3LQdAAAAAAjHAnQSM0NFTe3t42S2hoaLbHSU1NVVhYmNq0sb2jY5s2bbRp06Zst9m8eXOW9m3bttWOHTsMe0jz9Rg6BQAAABjAfAfP0Rg9erSGDRtms87Z2TnbttHR0crIyFBgYKDN+sDAQJsHOV/r7Nmz2bZPT09XdHS0goKCcl17TggaAAAAgAHu5B4/zs7OOQaLnJhMtsHGYrFkWXez9tmtNwpBAwAAADBAXt1M1N/fX/b29ll6L6KiorL0WlxRrFixbNs7ODjIz8/vrtTJHA0AAACgAHFyclK9evW0evVqm/WrV69W48aNs92mUaNGWdqvWrVK9evXl6Oj412pk6ABAAAAGMBsyf1yu4YNG6bZs2drzpw52r9/v4YOHaqIiAjrczFGjx6tF154wdq+f//+OnnypIYNG6b9+/drzpw5+uKLLzR8+HCjTj8Lhk4BAAAABrDcwWTw2/Xss88qJiZGEyZMUGRkpKpXr67ly5crODhYkhQZGamIiAhr+zJlymj58uUaOnSopk+fruLFi+vTTz+9a8/QkAgaAAAAgCHyao7GFQMGDNCAAQOyfW3evHlZ1jVv3lw7d+68y1VdRdAAAAAADJCbIVCFGXM0AAAAABiOHg0AAADAAHk9dOpeR9AAAAAADEDQsEXQAAAAAAzAHA1bBA0AAADAAPRo2CJoAAAAAAYwm/O7gnsLd50CAAAAYDh6NAAAAAADMHTKFkEDAAAAMABBwxZBAwAAADAAd52yRdAAAAAADGC5oy4Nk2F13CsIGgAAAIABGDpli7tOAQAAADAcPRoAAACAAXiOhi2CBgAAAGAAhk7ZImgAAAAABuCuU7YIGgAAAIAB6NGwRdAAAAAADGC5oy6Nwnd7W+46BQAAAMBw9GgAAAAABmCOhi2CBgAAAGAA5mjYImgAAAAABjDTpWHDZLGQvQAAAIA7NXFxRq63/b9n7Q2s5N5AjwZwAwlThuV3CYWC15CPdf6NXvldRoFX9J25OvFih/wuo1AImf2Tkv/6Nr/LKBTcmnXJ7xKAewYf39virlMAAAAADEePBgAAAGAAM10aNggaAAAAgAEs5vyu4N5C0AAAAAAMwD2WbBE0AAAAAAOY6dGwQdAAAAAADECPhi3uOgUAAADAcAQNAAAAwABmS+6XuyU2Nlbdu3eXt7e3vL291b17d8XFxeXYPi0tTaNGjVKNGjXk7u6u4sWL64UXXtCZM2du+9gEDQAAAMAAFrMl18vd0rVrV4WHh2vFihVasWKFwsPD1b179xzbJycna+fOnXrzzTe1c+dO/fjjjzp06JCefPLJ2z42czQAAAAAA9zJFI2UlBSlpKTYrHN2dpazs3Ou97l//36tWLFCW7Zs0YMPPihJmjVrlho1aqSDBw+qUqVKWbbx9vbW6tWrbdZNnTpVDRo0UEREhEqXLn3Lx6dHAwAAADCA2WzJ9RIaGmod3nRlCQ0NvaN6Nm/eLG9vb2vIkKSGDRvK29tbmzZtuuX9xMfHy2QyycfH57aOT48GAAAAYIA7uevU6NGjNWzYMJt1d9KbIUlnz55VQEBAlvUBAQE6e/bsLe3j8uXLev3119W1a1d5eXnd1vHp0QAAAADymbOzs7y8vGyWnILG+PHjZTKZbrjs2LFDkmQymbJsb7FYsl1/vbS0ND333HMym82aMWPGbZ8TPRoAAACAASx59MC+gQMH6rnnnrthm5CQEO3evVvnzp3L8tr58+cVGBh4w+3T0tLUpUsXHT9+XGvWrLnt3gyJoAEAAAAYwpxHD+zz9/eXv7//Tds1atRI8fHx2rZtmxo0aCBJ2rp1q+Lj49W4ceMct7sSMg4fPqy1a9fKz88vV3UydAoAAAAwgMViyfVyN1SpUkXt2rVT3759tWXLFm3ZskV9+/bV448/bnPHqcqVK2vJkiWSpPT0dHXu3Fk7duzQggULlJGRobNnz+rs2bNKTU29rePTowEAAAAYwHw3n7yXSwsWLNDgwYPVpk0bSdKTTz6padOm2bQ5ePCg4uPjJUn//vuvli1bJkmqXbu2Tbu1a9eqRYsWt3xsggYAAABggDwaOXVbfH199fXXX9+wzbU9KiEhIYb1sDB0CgAAAIDh6NEAAAAADGC5B4dO5SeCBgAAAGCAvLrrVEFB0AAAAAAMQI+GLYIGAAAAYACChi2CBgAAAGAAcoYt7joFAAAAwHD0aAAAAAAGYOiULYIGAAAAYACjHnRXWBA0AAAAAAOY6dGwQdAAAAAADECPhi2CBgAAAGAA5mjY4q5TAAAAAAxHjwYAAABgAHo0bBE0AAAAAAOYmaNh454bOhUSEqIpU6bccvvx48erdu3ad3xck8mkpUuX3vF+Crrx48crMDDwrl6PEydOyGQyKTw8PMc269atk8lkUlxc3F2pAQAAwGgWsyXXS2FEjwas9u/fr7feektLlixRw4YNVaRIkfwu6b7jWLOxnOs9LJO7l8wxZ3X5z6XKOHM85w3s7eX8YBs5Vq4nk5uXLElxStn2u9L2bZMkOZSrIecGrWTn4y/Z2ckcF63UsHVKOxCWR2d073Bp8LDcmj4qOw8fpUed1sXl3yjt5OFs23o+3UcudR/Ksj793GnFTn3jbpd6T/Fs8ai82j4lB58iSj0ToQuLvlDK4X3ZtvXvNVgeTR7Jsj71dITOjBskSSo24h25VKqRpU3y7h2K+vRtY4u/x3y7dqvmr9yg6PgklSseoOHPPqq6FUNuul34kZN68cM5Klc8QIvHvZJtmxXbdmv0rO/UonZlTX6lm8GVA7hV3HXKFkEjD1gsFmVkZMjB4d6+3EePHpUkdejQQSaT6ba3T01NlZOTk9FlGepertGhYm25NO+oy2t+UMaZ43Ks2VhuHfsp6av3ZUmMy3Yb18d6yOTmqUurF8scHy2Tq6dMdlc7Ki0pyUrZ9rvMF87JYs6QY5mqcmnznMyXkpRx8mAenVn+c67eQB6PdVXSz18pLeKwXB5oIe8XhunCp2Nkjr+QpX3Sr98oadV31u9NdvYqMnCCUvZuz8uy853bAw/J97k+ilnwmVKO7Jdns7YKfHWsTo8dqIwL0Vnaxyyardgfvry6wt5excdNUXLYRuuqqBnvyWR/9W+hnYenio/7RMk7NqowW7l9jz5c/JtGd3tctcuX1g9/7tDAT7/SD28NUpCfT47bJSZf1ptzflCDymUVk5CUbZszMXGa/N1K1akQfJeqB3CreI6GrTwfOpWYmKhu3brJ3d1dQUFBmjx5slq0aKEhQ4Zk2z4iIkIdOnSQh4eHvLy81KVLF507dy5Lu88++0ylSpWSm5ubnnnmGZshN9u3b1fr1q3l7+8vb29vNW/eXDt37sxV/VeG/SxatEiNGzeWi4uLqlWrpnXr1lnbXBn2s3LlStWvX1/Ozs5av369UlJSNHjwYAUEBMjFxUUPPfSQtm+3feOyd+9etW/fXl5eXvL09FTTpk2tAUCS5s6dqypVqsjFxUWVK1fWjBkzbrn2PXv2qGXLlnJ1dZWfn5/69eunpKTM/3GNHz9eTzzxhCTJzs7uloJGz5491bFjR4WGhqp48eKqWLGipOyHofn4+GjevHk26w4cOJDjNbxi48aNqlWrllxcXPTggw9qz549Nq9v2rRJzZo1k6urq0qVKqXBgwfr4sWL1tdDQkL0zjvvqGfPnvL29lbfvn1vel75xbluc6Xt3aq0vVtljo1Syp9LZU6Kk1PNJtm2tw+uLIeS5ZS8dJYyTh2WJSFW5nMRyog8YW2T8e9RpR/dI3NslCzxMUoNXy9zdKQcipfJo7O6N7g2aaPLYX/pcthfyjgfqYvLFyoj/oJcG7TMtr0l5ZIsSQnWxaFEiEwubrq8c0MeV56/vFt3UOKG35W0frXSIv/VhcVfKD02Wp4tHs22veVSsjIS4qyLc3B52bl5KHHDH9Y25otJNm1cq9aWJTVFFwt50Ph69SZ1fKiunm5aX2WDAjTiucdUrIiXvvtz2w23e+frn9SuQU3VLFcq29czzGaNmf2d+j/ZUiX9fe9G6QCQa3keNIYNG6aNGzdq2bJlWr16tdavX5/jm36LxaKOHTvqwoUL+vPPP7V69WodPXpUzz77rE27I0eO6Ntvv9XPP/+sFStWKDw8XK+8crV7OTExUT169ND69eu1ZcsWVahQQY899pgSExNzfR4jRozQa6+9pl27dqlx48Z68sknFRMTY9Nm5MiRCg0N1f79+1WzZk2NHDlSP/zwg+bPn6+dO3eqfPnyatu2rS5cyPxE9fTp02rWrJlcXFy0Zs0ahYWFqXfv3kpPT5ckzZo1S2PGjNG7776r/fv3a+LEiXrzzTc1f/78m9abnJysdu3aqUiRItq+fbu+++47/f777xo4cKAkafjw4Zo7d64kKTIyUpGRkbd0Hf744w/t379fq1ev1i+//HLL10+6tWs4YsQIffTRR9q+fbsCAgL05JNPKi0tTVJmcGrbtq2efvpp7d69W4sXL9aGDRus53TFhx9+qOrVqyssLExvvvnmbdWYZ+zsZRdQUuknD9msTj95UPZBIdlu4li2mjLOnZJz/Yfl8eI4ufd4Xc5Nn5DsHXM8jH2pCrIrUlTpp48ZWf29zd5eDsVDlHpkr83q1CN75VC63C3twqVeM6Ud2ydzXMzNGxcW9g5yCi6ny3vDbVZf3hsul3KVb2kXHk1b6fL+v5Vx4XzObR5qpYvb1suSmnIn1d7T0tLTtf/kGTWqWt5mfcNq5fX30VM5bvfTxp36NypWLz3xcI5tPv95rYp4uOuppvUMqxdA7jFHw1aejuVJTEzU/Pnz9c033+iRRzLH8c6dO1fFixfPtv3vv/+u3bt36/jx4ypVKvPTnK+++krVqlXT9u3b9cADD0iSLl++rPnz56tkyZKSpKlTp6p9+/aaNGmSihUrppYtbT+1/Oyzz1SkSBH9+eefevzxx3N1LgMHDlSnTp0kSTNnztSKFSv0xRdfaOTIkdY2EyZMUOvWrSVJFy9e1MyZMzVv3jw9+mjmp4GzZs3S6tWr9cUXX2jEiBGaPn26vL29tWjRIjk6Zr5ZvNJLIElvv/22Jk2apKefflqSVKZMGe3bt0+fffaZevToccN6FyxYoEuXLunLL7+Uu7u7JGnatGl64okn9P777yswMFA+Pj6SpGLFit3ydXB3d9fs2bNzNRzpVq7huHHjrNfwys94yZIl6tKliz788EN17drV2htWoUIFffrpp2revLlmzpwpFxcXSVLLli01fPjwG9aSkpKilBTbNzrOzs63fU65ZXJ1l8nOXpZk2/BrSU6Uyc0z223svP1kX7yMLOlpSv55ruxc3eXSslPmJ++rF19t6OQizxfHSfYOksWcOTQr4lC2+yyM7Nw8ZbK3lzkpwWa95WK87Dyq33x7D285VaihxO8+u1sl3pPsPbxksrdXRkKczfqMhDjZe998/pa9dxG5Vq+n87Mm5djGqUwFOZUMUfT8aXda7j0tNilZGWazfL08bNb7eXooJj77D7xOnovRpz+s0pyRL8rB3j7bNuFHTmrphp1aNHaA4TUDyB3maNjK0x6NY8eOKS0tTQ0aNLCu8/b2VqVKlbJtv3//fpUqVcoaMiSpatWq8vHx0f79+63rSpcubQ0ZktSoUSOZzWYdPJg5Bj0qKkr9+/dXxYoV5e3tLW9vbyUlJSkiIiLX59KoUSPr1w4ODqpfv75NTZJUv35969dHjx5VWlqamjS5OgzG0dFRDRo0sG4XHh6upk2bWkPGtc6fP69Tp06pT58+8vDwsC7vvPOOzdCqnOzfv1+1atWyhgxJatKkic11yo0aNWrkes7DrVzDa9v4+vqqUqVK1jZhYWGaN2+ezfVo27atzGazjh+/OoH62p9DTkJDQ62/G1eW0NDQXJ3Xnbn+D5Qpm3VXXsoc3nZpxQKZz0Uo/cR+Xf7zJzlWfcC2VyM1RUkLJunioslK2bRcLs07yL7krX2SX7hkd21vzrnuQ7JcTlbK/twNtyzwrv+fpsmUdV02PBq3lDn5opJ3bc2xjedDrZT67wmlHs9+Un5hc/2IVIss2Q5TzTCb9X+zModDBRfzz3ZfFy+naMzs7/XmCx1UxNM92zYA8p7FbM71UhjlaY/GlZR3/R/WnNKfxZL9H+Gc1l9x5bUr/+3Zs6fOnz+vKVOmKDg4WM7OzmrUqJFSU1NzdR43O+4V176pv9G5X1nn6uqa477N//sFnDVrlh588EGb1+xz+LQrp+PcrO7bce05Xru/63+mV4Y73cyt1HKljdls1ksvvaTBgwdnaVO6dOkb1ni90aNHa9iwYTbrnJ2dlTJz9E23NYLl0kVZzBkyuXnZrDe5eciSnP0EUPPFBNklxUupl6+uu3BOJpOd7Dy9ZY67MlnXIkt8tCySUs+fkZ1voJwfeETJ/948oBYG5uREWTIyZOfhbbPe5O4lc1L8Tbd3qdtUl8M3SRkZd6vEe1JGUoIsGRlZei/sPb2z9HJkx+OhVkrask7KSM/2dZOTk9wfaKrYn74xoNp7WxEPN9nb2Skm3vbf8oXEi1l6OSQp+XKK9p08rYOnIvX+wl8lZd6b32KxqP5L4zRjSA95u7vqTEychkxbYN3uyv376780TkveflWlApizAeQ1JoPbytOgUa5cOTk6Omrbtm3WXoqEhAQdPnxYzZs3z9K+atWqioiI0KlTp6zt9+3bp/j4eFWpUsXaLiIiQmfOnLEOwdq8ebPs7Oysw47Wr1+vGTNm6LHHHpMknTp1StHRWe+Ycju2bNmiZs2aSZLS09MVFhaWZW7AtcqXLy8nJydt2LBBXbt2lZT55nvHjh3WoT81a9bU/PnzlZaWlqVXIzAwUCVKlNCxY8fUrdvt37qwatWqmj9/vi5evGh9471x40ab62SUokWL2szxOHz4sJKTk7O0u5VruGXLFmtoiI2N1aFDh1S5cub48Lp162rv3r0qX9523HNuODs7ZztUKs9GjZszZI76Vw6lKyr96NUJ7w6lKyr92N5sN8k4c1yOFWpJjk5SWmZotitSVBazWebEG72BNmUOo7pfZGQo/cwJOZWvptRreiWcyldV6v7wG27qWKaSHPwDlfDN+rtc5D0oI12pJ4/KpWotJe/aYl3tUrW2ksNz7qWQJJdK1eUYWFxJ61fn2Ma9/kMyOTrq4pY/DSv5XuXo4KAqwcW1Zf9Rtaxb1bp+y76jalE763wXdxdnfTfe9m/ht+u2afuBY/qw/3Mq4V9EdnamLG2mL/1dyZdTMyea+9p+aAEgbzB0ylaevtvw9PRUjx49NGLECPn6+iogIEDjxo3L8S5HrVq1Us2aNdWtWzdNmTJF6enpGjBggJo3b24zHMbFxUU9evTQRx99pISEBA0ePFhdunSxzjUoX768vvrqK9WvX18JCQkaMWLEDXsPbsX06dNVoUIFValSRZMnT1ZsbKx69+6dY3t3d3e9/PLL1nMvXbq0PvjgAyUnJ6tPnz6SMucsTJ06Vc8995xGjx4tb29vbdmyRQ0aNFClSpU0fvx4DR48WF5eXnr00UeVkpKiHTt2KDY2Nsun8dfr1q2bxo0bpx49emj8+PE6f/68Bg0apO7duyswMPCOrsX1WrZsqWnTpqlhw4Yym80aNWpUtsPBbuUaTpgwQX5+fgoMDNSYMWPk7++vjh07SpJGjRqlhg0b6pVXXlHfvn3l7u5unZg+depUQ88pL6Ts/FOubbsq49wpZUSekGONRrLzLKLU3ZskSc5N2svk7qXLqxZKktIO7pTzg63l2vo5pWxZKZOru5ybPqG0vdukjMweJKcHHlHGuVMyx0XLZO8gh5AqcqxSX5fXfJ9v55kfLm1cJc/OfZV++oTSTh2RS/3msvf206XtayVJ7q07y87LR4k/zLbZzqVeM6WdOqqMqNP5UXa+i1/9k4r2GaLUE0eUcuygPJq1lYOvvxLXrZAk+TzdXQ4+foqeM8VmO4+HWinl6EGlncl5eKrHQ62UvGurzBdzf1OOguQ/rRvrjS9+UNXg4qpZrpR+/GuHzl6IV+fmmUOJP/1xlaJiE/ROn86ys7NT+RK2f5d9Pd3l5OBgs/76Np7/+//a9esBIL/k+ceaH3/8sfr376/HH39cXl5eGjlypE6dOmWduHutK7dJHTRokJo1ayY7Ozu1a9cuy5vI8uXL6+mnn9Zjjz2mCxcu6LHHHrO57eucOXPUr18/1alTR6VLl9bEiRNvOjn4Zt577z29//772rVrl8qVK6effvpJ/v7Zj6W9dhuz2azu3bsrMTFR9evX18qVK60PxvPz89OaNWs0YsQINW/eXPb29qpdu7Z1XseLL74oNzc3ffjhhxo5cqTc3d1Vo0aNHG8NfC03NzetXLlSr776qh544AG5ubmpU6dO+vjjj+/oOmRn0qRJ6tWrl5o1a6bixYvrk08+UVhY1gfE3co1fO+99/Tqq6/q8OHDqlWrlpYtW2adE1KzZk39+eefGjNmjJo2bSqLxaJy5cpluStZQZF+KFyXXdzk3LCNTG5eMsdEKvmnWbIkxkqSTO6esvO6ZhhLWqqSf/xMLi2ekvvzQ2W5fFFph/5WyqbfrE1MDk5yebiT7Dx9pPQ0ZVw4p0srFyj9UHjenlw+S/lnm0xu7nJ7+EnZeXor/dxpxX812XoXKTtPb9n5+NlsY3J2lXPVekpaXviH9uQkefsGXXD3lM8Tz8re21epZ07q3CcTrHeRcvAuIgc/23+zJlc3udVtrAuLZuW4X4fA4nKpWE1nPx57V+u/l7R9oIbik5L1+S/rFB2fqPLFAzV1cHcV/98zNKLjknT2ws2H8gG4txXWu0fllsmSz308Fy9eVIkSJTRp0iTrJ/v3shMnTqhMmTLatWuXateund/l4C5LmHLjniLcGq8hH+v8G73yu4wCr+g7c3XixQ75XUahEDL7JyX/9W1+l1EouDXrkt8lAPeMzq/m/vbx339S1sBK7g153qOxa9cuHThwQA0aNFB8fLwmTJggKfNp1AAAAEBBZbYUzrtH5VaeP7BPkj766CPVqlVLrVq10sWLF7V+/fqbDjvKKxMnTrS5Xeq1y5XnX9yL7kbdOe3Pw8ND69ffh5NjAQAAboAH9tnK8x6NOnXqZDte/17Rv39/demSfTewq6urSpQocU/eUeBmdedGeHh4jq+VKFEiV/sEAAAorAprYMit++gel7fG19dXvr4F797jd6NuI24bCwAAgPsTQQMAAAAwwL046iU/5cscDQAAAKCwMZvNuV7ultjYWHXv3l3e3t7y9vZW9+7dFRcXd8vbv/TSSzKZTJoyZcptH5ugAQAAABjgXpwM3rVrV4WHh2vFihVasWKFwsPD1b1791vadunSpdq6dauKFy+eq2MzdAoAAAAwgOUObm+bkpKilJQUm3XOzs5ydnbO9T7379+vFStWaMuWLXrwwQclSbNmzVKjRo108OBBVapUKcdtT58+rYEDB2rlypVq3759ro5PjwYAAACQz0JDQ63Dm64soaGhd7TPzZs3y9vb2xoyJKlhw4by9vbWpk2bctzObDare/fuGjFihKpVq5br49OjAQAAABjgToZAjR49WsOGDbNZdye9GZJ09uxZBQQEZFkfEBCgs2fP5rjd+++/LwcHBw0ePPiOjk/QAAAAAAxwJ0HjdoZJjR8/Xm+99dYN22zfvl2SZDKZsrxmsViyXS9JYWFh+uSTT7Rz584c29wqggYAAABgAPMdzNG4HQMHDtRzzz13wzYhISHavXu3zp07l+W18+fPKzAwMNvt1q9fr6ioKJUuXdq6LiMjQ6+99pqmTJmiEydO3HKdBA0AAADAAHn1ZHB/f3/5+/vftF2jRo0UHx+vbdu2qUGDBpKkrVu3Kj4+Xo0bN852m+7du6tVq1Y269q2bavu3burV69et1UnQQMAAAAwgOUuPg8jN6pUqaJ27dqpb9+++uyzzyRJ/fr10+OPP25zx6nKlSsrNDRUTz31lPz8/OTn52ezH0dHRxUrVuyGd6nKDnedAgAAAAqpBQsWqEaNGmrTpo3atGmjmjVr6quvvrJpc/DgQcXHxxt+bHo0AAAAAAPk1dCp2+Hr66uvv/76hm0slhvXfTvzMq5F0AAAAAAMcCcP7CuMCBoAAACAAcz3YI9GfiJoAAAAAAa41yaD5zeCBgAAAGCAe3GORn7irlMAAAAADEePBgAAAGAAJoPbImgAAAAABmDolC2CBgAAAGAAJoPbImgAAAAABtjwc/P8LuGewmRwAAAAAIYjaAAAAAAwHEEDAAAAgOEIGgAAAAAMR9AAAAAAYDiCBgAAAADDETQAAAAAGI6gAQAAAMBwBA0AAAAAhiNoAAAAADCcyWKxWPK7CAAAAACFi0N+FwDcy5bvTMvvEgqFx+o6atbv+V1Fwde3lTR0WlJ+l1EoTB7oobjwdfldRqHgU7uFHnriz/wuo8Db8HPz/C4BMBxDpwAAAAAYjqABAAAAwHAEDQAAAACGI2gAAAAAMBxBAwAAAIDhCBoAAAAADEfQAAAAAGA4ggYAAAAAwxE0AAAAABiOoAEAAADAcAQNAAAAAIYjaAAAAAAwHEEDAAAAgOEIGgAAAAAMR9AAAAAAYDiCBgAAAADDETQAAAAAGI6gAQAAAMBwBA0AAAAAhiNoAAAAADAcQQMAAACA4QgaAAAAAAxH0AAAAABgOIIGAAAAAMMRNAAAAAAYjqABAAAAwHAEDQAAAACGI2gAAAAAMBxBAwAAAIDhCBoAAAAADEfQAAAAAGA4ggYAAAAAwxE0AAAAABiOoAEAAADAcHkeNEwmk5YuXZrXh813eXHePXv2VMeOHe/qMW7XunXrZDKZFBcXd9eOceLECZlMJoWHh9+1YwAAAOD2OOT1ASMjI1WkSJG8Pux94ZNPPpHFYsnvMu6qnj17Ki4uzia0lSpVSpGRkfL398+/wnJhw6pFWvvLXCXEnVexkuXV8YVRKle5Xo7tj+zbrp++/lBn/z0iryIBavl4LzVp/az19W1/LtXC/76RZbsP5ofJ0clZknR0/w6t+WWu/j22Twlx59V72Ceq8cAjxp9cHrNYLNq0fJp2b1yslOQEFQuppVZdxsq/eIUbbndo10pt+OUTxUdHyNu/tJo+MVQVare2aZMYd05/Lf1Qx/etV3rqZRUJCFHb/7yrYqWrS5J++/J17d26xGaboJBa6jbiW2NPMh+1beCkRtUc5OpsUsQ5s374M0VnL5hzbN+wqoMeqOyoYr6Zn2X9ez5Dv25OVUTU1W0aV3dQk+qO8vXKbHP2glkrt6XqQETG3T2ZfPT9ynX6+udViomLV5mSxTW0RxfVqZL972j4gSOavuBHnThzVikpqSpW1FdPtWqm59u3smmXeDFZMxct1bptu5R4MVnFi/pr8Aud1aROjbw4pXzV+/lgPdk2SJ4eDtp3KFEf//ewjkck39K2jzQtqrdGVtVfW6L1f+/uta7/bvaDCgp0ydL+x19P6+P/HjGsduB+kedBo1ixYnl9yPuGt7d3fpeQL+zt7Qvc79Wuzb9p6ZfvqXPvN1SmUh1t+v07ff5ef73+0TIV8Q/K0j4m6l/N+mCAGj7cSf95JVTHD+7S93PekYeXr2o9ePWNsYurh0Z//IvNtldChiSlplxSidKV9GDzjpo7eejdO8E8tm31LIWtmat23d9TkYAQbVkxU99N66U+Y1fIycUj223OHNuln+cM1UOPv6rytVrpyN+/6+cvhuj5Yd8oqEwtSdLl5HgtnPS8SlV8UJ0GzJKbp6/izp+Si6uXzb5CqjbVo/8JtX5v5+B49042j7Ws66gWtR31ze+XdT7Ootb1HdW/g4tCv05WSlr225QvYa+dh9J0/KxZ6ekWtazrpP4dXPX+N8mKv5j5YUh8kkW/bE5VdHxm+HigsqP6tHfRpMWXbhhiCqrVm7Zr8vxvNbJPV9WsVE5Lfv9LQ0OnatHH41XM3zdLe1dnJ3Vu10IVSpeUi7OT/j54RO/NWiAXZyc91aqZJCktPV2D3pmiIt6eCh36kgL8iuhcTKzcXJyz7K+w6daplJ7tWFLvTjmoU6eT1ePZYE2eUFPPv7xdly7dOKwGFnXWK73LKfyfuCyv9R22U3bXjPUoG+yuKe/U0toN5w0+A+D+cFtDp1q0aKGBAwdq4MCB8vHxkZ+fn9544w3rp+ghISF6++231bVrV3l4eKh48eKaOnWqzT5udQjRleEwP/74ox5++GG5ubmpVq1a2rx5s027H374QdWqVZOzs7NCQkI0adIkm9dDQkI0ceJE9e7dW56enipdurQ+//zzLMdZtGiRGjduLBcXF1WrVk3r1q2ztsnIyFCfPn1UpkwZubq6qlKlSvrkk0+y1DxnzhxrLUFBQRo4cGCO5zdhwgQFBgZah/uMGjVKFStWlJubm8qWLas333xTaWm2/xd/5513FBAQIE9PT7344ot6/fXXVbt2bevr1w+datGihQYPHqyRI0fK19dXxYoV0/jx4232eeDAAT300ENycXFR1apV9fvvv9/2z+hG1+56MTExev7551WyZEm5ubmpRo0aWrhwoU2b77//XjVq1JCrq6v8/PzUqlUrXbx4UePHj9f8+fP1008/yWQyyWQyad26ddkOndq7d6/at28vLy8veXp6qmnTpjp69OhNzymvrPv1Sz348NNq2LKzAkuU01M9XpePXzFtXL0o2/abfv9WPn7F9FSP1xVYopwatuysBi2e0tpf59k2NJnk5eNvs1yrSu2meuzZwarZwPZT+4LMYrFo59ov9WDb/qpYu42KFq+oR7u/r/TUy9q//ZcctwtbO1/BlRvrwbYvya9YOT3Y9iWVrtRQYWvnW9tsWzVLnkWK6dHuoQoKqSlvv5IKrtxIPkVL2+zLwcFJ7t5FrYuru8/dOt0817yWo1bvSNWeYxk6e8Gsb35PkZODSXUr5vw51derU7Txn3SdiTYrKs6ixWtTZDJJFUraW9vsPZGh/SczdD7OovNxFi3fkqqUNCk4sHBOHVz46+96smUTdXjkIZUpGaRhPZ9VoF8R/bDqz2zbVypTWm2bNFDZUsVVPMBfjzZtqIY1qyr8wNVP1X9eu1EJFy/qw+EDVKtyeQUV9VPtyuVVMaRUXp1WvnnmyRL68tsI/bU5WscjkvXu5ANydrZXm+YBN9zOzk4aN7yKvvjmhM6cu5zl9biENF2Iu7o0fsBP/565pF3/xN+tUwEKtdv+iz5//nw5ODho69at+vTTTzV58mTNnj3b+vqHH36omjVraufOnRo9erSGDh2q1atX57rAMWPGaPjw4QoPD1fFihX1/PPPKz09XZIUFhamLl266LnnntOePXs0fvx4vfnmm5o3b57NPiZNmqT69etr165dGjBggF5++WUdOHDAps2IESP02muvadeuXWrcuLGefPJJxcTESJLMZrNKliypb7/9Vvv27dPYsWP1f//3f/r226tDI2bOnKlXXnlF/fr10549e7Rs2TKVL18+y/lYLBa9+uqr+uKLL7RhwwZrUPD09NS8efO0b98+ffLJJ5o1a5YmT55s3W7BggV699139f777yssLEylS5fWzJkzb3r95s+fL3d3d23dulUffPCBJkyYYP15mM1mdezYUW5ubtq6das+//xzjRkz5uY/lOvc6Npd7/Lly6pXr55++eUX/fPPP+rXr5+6d++urVu3SsocWvf888+rd+/e2r9/v9atW6enn35aFotFw4cPV5cuXdSuXTtFRkYqMjJSjRs3znKM06dPq1mzZnJxcdGaNWsUFham3r17W39v8lt6epr+Pb5PlWra1l6pZmOdOPR3ttucOPx3lvaVazXRqWN7lZF+NZCmXk7WhEGtNf6VRzTrgwH69/h+40/gHhMf868uJpxXSJWHrOscHJ1UsvwDOn18V47bnTkebrONlNkzcfrY1W2O7FmjYqWra9nswZo+qpG+DO2o3RuzDok6dXibpo9qpC/eaquVC97QxcTsf/8LGj8vk7zc7XTwmuFMGWbpyOkMlQmyv8GWtpwcMt/gJadkP7TTZJLqVHCQs6N04mzhGzqVlp6uA8ci9GDNqjbrG9Sqqj2Hbu0DkIPHI7T70DHVrVLRuu6vHbtVo0JZfTDnG7XrN1zPv/aW5i1Zrgxz4esRulbxQBf5+zpr265Y67q0dIvC/4lT9cpeN9hS6vlcsOLi0/Tr6rM3PY6Dg0ltHg7Ur7/fvC2A7N320KlSpUpp8uTJMplMqlSpkvbs2aPJkyerb9++kqQmTZro9ddflyRVrFhRGzdu1OTJk9W6de4+QR0+fLjat28vSXrrrbdUrVo1HTlyRJUrV9bHH3+sRx55RG+++ab1ePv27dOHH36onj17Wvfx2GOPacCAAZIyew4mT56sdevWqXLlytY2AwcOVKdOnSRlhoYVK1boiy++0MiRI+Xo6Ki33nrL2rZMmTLatGmTvv32W3Xp0kVSZm/Da6+9pldffdXa7oEHHrA5l/T0dL3wwgvasWOHNm7cqJIlS1pfe+ONq2PrQ0JC9Nprr2nx4sUaOXKkJGnq1Knq06ePevXqJUkaO3asVq1apaSkpBtev5o1a2rcuHGSpAoVKmjatGn6448/1Lp1a61atUpHjx7VunXrrEOP3n333dv+Wd3o2l2vRIkSGj58uPX7QYMGacWKFfruu+/04IMPKjIyUunp6Xr66acVHBwsSapR4+pYY1dXV6WkpNxwqNT06dPl7e2tRYsWydExcwhLxYoVc2wvSSkpKUpJSbFZ5+zsrLtxv4SLCbEymzPk6e1ns97T208J8dHZbpMYF51te3NGupIS4+RdpKgCipfR8/3fUVDpCrp86aL++u1rfTq+u0a894OKBgUbfh73iosJmUMa3D1tr4+7l78SLpy5wXbRWbfx9FNy4tUhEvHRpxS+fqHqt+ylB9v219kTu7Xmu3dk7+Ckag92lCSVqdZMFeu2k5dvcSXE/KsNP3+ibz/poe6jfpSDo5NBZ5k/PN1MkqTES7YBIemSRUU8Tbe8n8cbOSk+yaJDp2xDRJCfnV7t5CoHByk1TZqz/LLOxRa+eWZxCUnKMJvl6237JtjP21Nb4hJuuO3jL4/K3D4jQy8+84Q6PHI1HJ+JOq+wvTFq+9CDmvz6IJ2KjNKHcxYqPcOsFzs/flfO5V7gWyTz39WFuFSb9bFxqQoMyDq/4ooaVbz0eOsg9Xp1xy0dp1lDf3m4O2j5HwQNILduO2g0bNhQJtPV/8E0atRIkyZNUkZGhvX7azVq1EhTpkzJdYE1a9a0fh0UlDl2PSoqSpUrV9b+/fvVoUMHm/ZNmjTRlClTlJGRIXt7+yz7MJlMKlasmKKiorLUeYWDg4Pq16+v/fuvfhr83//+V7Nnz9bJkyd16dIlpaamWnsjoqKidObMGT3yyI0n1Q4dOlTOzs7asmVLlonL33//vaZMmaIjR44oKSlJ6enp8vK6+j+lgwcPWsPSFQ0aNNCaNWtueMxrz13KvIZXzv3gwYMqVaqUzZv2Bg0a3HB/2bnZtbtWRkaG3nvvPS1evFinT5+2vsF3d3eXJNWqVUuPPPKIatSoobZt26pNmzbq3Lnzbd1AIDw8XE2bNrWGjFsRGhpqEyYlady4cWrw5O338Nwqk657o2ax2Pzbuln7K0MWr2wTUqGWQirUsr5epmIdTfq/Z7R+5QI93fP/DKo6/+3btkyrF46zfv/0gM8yvzBlf31uKNttTDbfFytdXU07DJMkBZaqqujIIwpfv9AaNCrXe8zavmjxigosXV2fv9lSx/auU8XabW7jzPJf3YoO6tLi6vj+Wb9cyvwim0t5q/edaFnHUXUqOmr6kktKv66zIirWrI8WJ8vV2aSa5RzUtZWLpv2YXCjDhpTl100WS9Z11/v8rRFKvpyifw4f0/RvlqhksaJq2yTz77TZYlERL0+N7vcf2dvZqUrZYEXHxunrn1cVqqDRunmARrxy9cOikRP2ZH5x/a+JyZTt76okubra683XKuuDaYcUn3BrvdvtWxfT1rALirmQevPGALKVJ5PBb/Tm6WaufbN4ZT/m/3ULW7J5Y5bdm4vr33CaTCbrPm7kyr6//fZbDR06VJMmTVKjRo3k6empDz/80Drcx9XV9ZbOpXXr1lq4cKFWrlypbt26Wddv2bJFzz33nN566y21bdvW+mn89fNNbuVcr3ejc8/u+hklp/1OmjRJkydP1pQpU1SjRg25u7tryJAhSk3N/ENub2+v1atXa9OmTVq1apWmTp2qMWPGaOvWrSpTpswtHftWfx7XGj16tIYNG2azztnZWX/szWGDO+DuVUR2dvZZei8SEy7I08sv2208ffyztE9KuCA7ewe5e2R/EwA7OzuVLltd589GGFP4PaJ8zZYKCrkaqDLSM393LiZEy8P76vjs5MQYuXnlfCcydy9/XUywvabJSRfk5ul/TZui8gsqZ9PGr1hZHQ5fmeN+PbwD5OVbXLFRJ27pfO4le4+n66NzV9OAg33mv2NPN5MSkq/+vfFwNSnp0s3//rSo46hW9Z0086dLiozJ+jc3wyxFx1skWXQqKlWlA+zUrJaTvluXknVnBZiPl4fs7ewUc13vxYWExCy9HNcrHpD5+1i+dAldiEvQ7O9+sQYNfx9vOdjby/6a2cshJYIUE5egtPR0OTrk+f1e7ooN22K079DVXggnx8zz9S3ipJjYqyGgiLdjll6OK0oUc1HxQFe992Z16zq7//1vat3SZuraf5vOnL06ZyOwqLPq1yqiMaF34X8CwH3ktseFbNmyJcv3FSpUsPYeZPf6tUOUjFS1alVt2LDBZt2mTZtUsWJFaz236tq609PTFRYWZq17/fr1aty4sQYMGKA6deqofPnyNhOLPT09FRISoj/++OOGx3jyySf1zTff6MUXX9SiRVcn/W7cuFHBwcEaM2aM6tevrwoVKujkyZM221aqVEnbtm2zWbdjx611/+akcuXKioiI0Llz56zrtm/fftv7udG1u9769evVoUMH/ec//1GtWrVUtmxZHT582KaNyWRSkyZN9NZbb2nXrl1ycnLSkiWZtw91cnKy9p7lpGbNmlq/fn2WyfQ34uzsLC8vL5slc+iU8RwcHFWyTFUd2m17Y4NDezYrpGKtbLcJqVBLh/bYtj+4e5NKla0m+xzucGSxWHT65IEsE8ILOicXDxUJCLYufkHl5e5VVCcPbLS2yUhP1b9HtqtEmTo57qd4mdo6uX+jzboT+zeoRNmr25QoV1cXzh23aRMbdUJeviVy3O+lpFglxkbahJ6CIiUt843/leXsBbMSLppVqdTVv6f2dpl3lToeeeN/hw/XcVSb+k76bNklnYq69TkDDrf3p7tAcHRwUOWypbVtt21P77bd+1WjYrkctsrKosz5HlfUrFRO/547b/PBWUTkOfkX8S40IUOSLl3K0OnIy9bleESyoi+k6IHaV3u6HRxMql3dR/8cyH4oWsS/yer+ynb1GrzDumzYFqOde+LUa/AORUXbhtv2rYopNj5Vm7cXjvlWQH657aBx6tQpDRs2TAcPHtTChQs1depUm3kJGzdu1AcffKBDhw5p+vTp+u6772xeN9Jrr72mP/74Q2+//bYOHTqk+fPna9q0aTZzAG7V9OnTtWTJEh04cECvvPKKYmNj1bt3b0lS+fLltWPHDq1cuVKHDh3Sm2++meUN+fjx4zVp0iR9+umnOnz4sHbu3JnljluS9NRTT+mrr75Sr1699P3331v3HxERoUWLFuno0aP69NNPrW+srxg0aJC++OILzZ8/X4cPH9Y777yj3bt331GPROvWrVWuXDn16NFDu3fv1saNG62TwW9nvze6dtcrX768tcdi//79eumll3T27NXxr1u3btXEiRO1Y8cORURE6Mcff9T58+dVpUoVSZnzV3bv3q2DBw8qOjo62zAxcOBAJSQk6LnnntOOHTt0+PBhffXVVzp48ODtXJ67qkX7F7Rl7Q/auvZHnTt9VEu+fF+x0ZFq3CrzuRi/LJysBTNGW9s3btVFsdGRWvrVBzp3+qi2rv1RW9f+qIfb97S2WfH9DB34e6Oiz53S6RMHtOizN3X65EHrPiUp5XKyTp84oNMnMm+GEHP+tE6fOKDY6Mi8OfG7wGQyqe7DL2jrys90OHy1zp85pN++Gi0HJxdVeeDq8JHl80fqr5+u9hLWffgFnTiwUVtXfa6Ys0e1ddXnijiwWfUe7mFtU69lD0Ue/1tbVvxXsVEntX/7z/p747eq3ayrJCn18kWt+/F9nTm2S/Ex/yri0FYt+e/LcvUoogq1bJ93UFD9+XeaWtV3Uo2y9irma6fnWzkrNd2inYeuvuHt2spZ7RtdnY/Sso6jHmvopEVrLutCokWebiZ5upnkdE0mfqyhk8oG2amIp0lBfnZ6rKGTypewV9ihe+OmDUZ7vn0r/bRmg5at3ajj/0Zq8vxvdS76gp5unXmr2unfLNH4aXOt7b9buVbrw/5WROQ5RUSe089rN2rBz6vU7qGrw1s7tW6u+MQkfTxvsSLOnNOGnXs0b+lv6tymRV6fXp77btlpdX+mtJo19FOZ0m4aM6SSUlIytOrPq8Oi3xhaSS+9kNkTnppm0fGIZJsl6WK6ki9l6HhEstLTr/bQmUzSY62KacWac8oo3PPqgbvutj/yeOGFF3Tp0iU1aNBA9vb2GjRokPr162d9/bXXXlNYWJjeeusteXp6atKkSWrbtq2hRV9Rt25dffvttxo7dqzefvttBQUFacKECTYTwW/Ve++9p/fff1+7du1SuXLl9NNPP1nnUfTv31/h4eF69tlnZTKZ9Pzzz2vAgAH67bffrNv36NFDly9f1uTJkzV8+HD5+/urc+fO2R6rc+fOMpvN6t69u+zs7PT0009r6NChGjhwoFJSUtS+fXu9+eabNrei7datm44dO6bhw4fr8uXL6tKli3r27Jmll+N22Nvba+nSpXrxxRf1wAMPqGzZsvrwww/1xBNPyMUl5wl117vRtbvem2++qePHj6tt27Zyc3NTv3791LFjR8XHZ9460MvLS3/99ZemTJmihIQEBQcHa9KkSXr00UclSX379tW6detUv359JSUlae3atQoJCbE5hp+fn9asWaMRI0aoefPmsre3V+3atdWkSZPcXai7oE6jR3UxMV4rf/yvEuLOK6hUBfUbNVO+RYtLkhLiom3e/PsFlFTfkTO09KsPtGHVQnkXCdBTPUbbPEPjUnKivp09Xglx0XJ181SJkMoaNHaegstfnUx/6tg/mv721RD401cfSJIeaNZBXV9+926f9l3ToHVfpael6PfFb+lycryCQmqp88A5Ns/QSIiNlMl09bOVEmXr6vFeH2vjL1O08ZdP5eNfSo/3mWx9hoYkBQXXVId+07R+2cfa/Nt0efuVVMvO/6eqDZ6UJJns7BV95pD2bl2qlEuJcvcqqtIVH9TjfSbn+PyOgmbNzjQ5OpjUubmzXJ1NOnnOrP/+dNnmGRpFPO1ksVx9R9akhqMc7E3q9ajtMMYV21K1clvm0BZPN5O6tXaRl7tJl1Isiowx67OfL2eZMF5YtG78gOITL2rOD78qOjZeZUsV1+TXByqoaOZwyZi4eJ2LuWBtbzFbNOObpTpzPlr2dnYqGVhUr3R9Wk+1amptE+jvq0/HvKrJ879Tt5ETVNTXR8892lLdO7TL8/PLawt+OCVnJzsNe7mCPD0cte9QgoaO3W3zDI3Aoi4y52K6T/3aRVQswOWW7kwF4MZMltt4lHSLFi1Uu3btHCd3h4SEaMiQIRoyZIhB5d19J06cUJkyZbRr1y6bZ1IUBK1bt1axYsX01VdfGbbPjRs36qGHHtKRI0dUrtyNu/QL8rW7Vct33vrwK+TssbqOmvV7fldR8PVtJQ2dduM7zeHWTB7oobjwdfldRqHgU7uFHnoi++eB4NZt+Ll5fpcAGK7wDOIs5JKTk/Xf//5Xbdu2lb29vRYuXKjff//9jp5RIklLliyRh4eHKlSooCNHjujVV19VkyZNbhoyAAAAgBvJt0ewTpw4UR4eHtkuV4bJ4CqTyaTly5eradOmqlevnn7++Wf98MMPatXqzsaBJyYmasCAAapcubJ69uypBx54QD/99JMkfkYAAADIvdsaOmWkCxcu6MKFC9m+5urqqhIlcr6rC/IGPyOGThmFoVPGYOiUcRg6ZRyGThmDoVMojPJt6JSvr698fX3z6/C4BfyMAAAAkFv5NnQKAAAAQOFF0AAAAABgOIIGAAAAAMMRNAAAAAAYjqABAAAAwHAEDQAAAACGI2gAAAAAMBxBAwAAAIDhCBoAAAAADEfQAAAAAGA4ggYAAAAAwxE0AAAAABiOoAEAAADAcAQNAAAAAIYjaAAAAAAwHEEDAAAAgOEIGgAAAAAMR9AAAAAAYDiCBgAAAADDETQAAAAAGI6gAQAAAMBwBA0AAAAAhiNoAAAAADAcQQMAAACA4QgaAAAAAAxH0AAAAABgOIIGAAAAAMMRNAAAAAAYjqABAAAAwHAEDQAAAACGI2gAAAAAMJzJYrFY8rsIALcvJSVFoaGhGj16tJydnfO7nAKNa2kcrqUxuI7G4Voah2uJ20XQAAqohIQEeXt7Kz4+Xl5eXvldToHGtTQO19IYXEfjcC2Nw7XE7WLoFAAAAADDETQAAAAAGI6gAQAAAMBwBA2ggHJ2dta4ceOYkGcArqVxuJbG4Doah2tpHK4lbheTwQEAAAAYjh4NAAAAAIYjaAAAAAAwHEEDAAAAgOEIGgAAAAAMR9AAAAAAYDiCBlCA9OzZU3/99Vd+lwEA96y0tDT16tVLx44dy+9SgPseQQMoQBITE9WmTRtVqFBBEydO1OnTp/O7JAC4pzg6OmrJkiX5XQYA8RwNoMCJiYnR119/rXnz5umff/5Rq1at1KdPH3Xo0EGOjo75XV6BcfnyZU2dOlVr165VVFSUzGazzes7d+7Mp8oKngkTJtzw9bFjx+ZRJYVPQkKC1qxZo0qVKqlKlSr5XU6B0atXL9WoUUPDhg3L71IKvOPHjys9PV0VKlSwWX/48GE5OjoqJCQkfwpDgUDQAAqwXbt2ac6cOZo9e7Y8PDz0n//8RwMGDMjyPwRk1bVrV61evVqdO3dWYGCgTCaTzevjxo3Lp8oKnjp16th8n5aWpuPHj8vBwUHlypUjtN2GLl26qFmzZho4cKAuXbqkWrVq6cSJE7JYLFq0aJE6deqU3yUWCO+++64++ugjPfLII6pXr57c3d1tXh88eHA+VVbwNG/eXL1791aPHj1s1n/99deaPXu21q1blz+FoUAgaAAFVGRkpL788kvNmTNHp0+fVqdOnRQZGam1a9fqgw8+0NChQ/O7xHuat7e3li9friZNmuR3KYVSQkKCevbsqaeeekrdu3fP73IKjGLFimnlypWqVauWvvnmG40bN05///235s+fr88//1y7du3K7xILhDJlyuT4mslkYv7GbfDy8tLOnTtVvnx5m/VHjhxR/fr1FRcXlz+FoUBwyO8CANy6tLQ0LVu2THPnztWqVatUs2ZNDR06VN26dZOnp6ckadGiRXr55ZcJGjdRokQJ6zWD8by8vDRhwgQ9/vjjBI3bEB8fL19fX0nSihUr1KlTJ7m5ual9+/YaMWJEPldXcBw/fjy/Syg0TCaTEhMTs6yPj49XRkZGPlSEgoTJ4EABEhQUpL59+yo4OFjbtm3Tjh071L9/f5s3zG3btpWPj0/+FVlATJo0SaNGjdLJkyfzu5RCKy4uTvHx8fldRoFSqlQpbd68WRcvXtSKFSvUpk0bSVJsbKxcXFzyubqCJzU1VQcPHlR6enp+l1JgNW3aVKGhoTahIiMjQ6GhoXrooYfysTIUBPRoAAXI5MmT9cwzz9zwDUeRIkX4NO8W1K9fX5cvX1bZsmXl5uaWZSL9hQsX8qmygufTTz+1+d5isSgyMlJfffWV2rVrl09VFUxDhgxRt27d5OHhoeDgYLVo0UKS9Ndff6lGjRr5W1wBkpycrEGDBmn+/PmSpEOHDqls2bIaPHiwihcvrtdffz2fKyw4PvjgAzVr1kyVKlVS06ZNJUnr16+33qgAuBHmaAC4L7Vq1UoRERHq06dPtpPBr5/4iJxdPx7ezs5ORYsWVcuWLTV69GiGqN2mHTt26NSpU2rdurU8PDwkSb/++qt8fHyYU3SLXn31VW3cuFFTpkxRu3bttHv3bpUtW1bLli3TuHHjmOtym86cOaNp06bp77//lqurq2rWrKmBAwdah/kBOSFoALgvubm5afPmzapVq1Z+lwLAYMHBwVq8eLEaNmwoT09P/f333ypbtqyOHDmiunXrKiEhIb9LBO4LDJ0CcF+qXLmyLl26lN9lFCpHjhzR0aNH1axZM7m6uspisWTpKcKNZWRkaN68efrjjz+yfb4LQ1Vuzfnz5xUQEJBl/cWLF/mdvAW7d+9W9erVZWdnp927d9+wbc2aNfOoKhREBA0A96X33ntPr732mt59913VqFEjyxwNLy+vfKqs4ImJiVGXLl20du1amUwmHT58WGXLltWLL74oHx8fTZo0Kb9LLDBeffVVzZs3T+3bt1f16tV5U5xLDzzwgH799VcNGjRIkqzXcdasWWrUqFF+llYg1K5dW2fPnlVAQIBq164tk8mk7AbAmEwm7jyFGyJoALgvXZmk/Mgjj9isv/IpPP/zvHVDhw6Vo6OjIiIibJ5e/eyzz2ro0KEEjduwaNEiffvtt3rsscfyu5QCLTQ0VO3atdO+ffuUnp6uTz75RHv37tXmzZv1559/5nd597zjx4+raNGi1q+B3CJoALgvrV27Nr9LKDRWrVqllStXqmTJkjbrK1SowO2Db5OTk1OWB6Ph9jVu3FgbN27URx99pHLlymnVqlWqW7euNm/ezN27bkFwcLD165MnT6px48ZycLB9y5ienq5NmzbZtAWux2RwAMAd8fT01M6dO1WhQgWbibfbt29Xu3btFBMTk98lFhiTJk3SsWPHNG3aNIZN4Z5gb2+vyMjILHNeYmJiFBAQQO8vbogeDQD3pZwmOJpMJrm4uKh06dJydnbO46oKpmbNmunLL7/U22+/LSnzGprNZn344Yd6+OGH87m6gmXDhg1au3atfvvtN1WrVi3L3KEff/wxnyoreDIyMrRkyRLt379fJpNJVapUUYcOHbJ8Mo8by+mmDjExMXJ3d8+HilCQ8K8NwH3p/9u786gqq/1/4O8HREFkEJEkvikoCRIgKCLOM1qUCLckJ5xzBEJFzZumZkqlYoaL+0W8JVqUaSrfBicsFBQREAk9IlNQKBdREUNMgfP7wyW/TiDDBd3nOef9Wqu1cD+Pa73XWWrns/f+7P24wfFJ9PT04Ofnh//93//ljcyN+PjjjzF8+HCkpKTgwYMHWL58OS5duoRbt24hMTFRdDxZMTU1hY+Pj+gYspeZmQlvb28UFxfDzs4OwKNL+zp37ozY2Fhun2oCX19fAI8mDmbMmKEy8VJdXY2MjAwMHDhQVDySCW6dIiKtdPjwYaxYsQIhISFwd3eHUqnE+fPnsWXLFrz33nuoqqrCypUr4efnh82bN4uOq/aKi4sRERGB1NRU1NTUoE+fPli0aBEsLS1FRyMt5OHhAQsLC+zevRsdO3YEANy+fRszZsxASUkJzp49Kzih+ps5cyYAYPfu3Zg4cSIMDAxqn7Vt2xbW1taYO3cuzM3NRUUkGWChQURayd3dHe+//z7Gjh2rMn706FGsXr0aycnJOHToEJYuXYrc3FxBKTXLwoULsX79en4xoafOwMAAKSkpeOmll1TGMzMz0a9fP96h0wzr1q3DsmXLuE2K/ivcOkVEWumXX36p97SUbt264ZdffgHwaHvV9evXn3U0jbV3714sW7aMhcbf9OnTB3FxcejYsSNcXV0b3NKXlpb2DJPJl52dHf7zn//UKTRKSkp4qlczLV++XOUOjYKCAhw8eBAODg7w9PQUmIzkgIUGEWkle3t7hIaGIjIyEm3btgUAPHz4EKGhobC3twcAFBUV4bnnnhMZU6NwAb1+3t7etfvfJ0yYIDaMjJWXl9f+vHHjRgQGBmLt2rXw8PAAACQlJWH9+vX48MMPRUWUJW9vb/j6+mL+/PkoKyuDu7s72rZti9LSUmzduhULFiwQHZHUGLdOEZFWOnPmDMaPHw8dHR04OztDkiRkZGSguroa3333HTw8PLBnzx4UFxcjJCREdFyN8Nejb4lam46Ojspq0OOvN4/H/vprHsnadObm5oiPj8dLL72EqKgofPrpp7hw4QIOHDiANWvWQKFQiI5IaowrGkSklQYOHIhff/0Ve/fuxdWrV6FUKvH6669j8uTJMDIyAgBMmzZNcErSNr/99hskSaq9/DA5ORlffvklHBwc8NZbbwlOp954CefTce/evdp/E48dOwZfX1/o6OjAw8ODF3JSo1hoEJHW6tChA+bPny86BlGtyZMn46233sK0adNQXFyM0aNHw9HREXv37kVxcTHWrFkjOqLaGjZsmOgIGsnW1haHDh2Cj48Pjh49iuDgYACP+l2MjY0FpyN1pyM6ABGRKHv27MHgwYPx/PPP187MhYWF4fDhw4KTkbbKzMyEu7s7AGDfvn1wcnLCmTNn8OWXX+Lzzz8XG05mbt++jc2bN2P27NmYM2cOtmzZglu3bomOJTtr1qzBsmXLYG1tjf79+2PAgAEAHq1uuLq6Ck5H6o6FBhFppYiICCxZsgQvv/wybt++Xbtnu2PHjti2bZvYcDJTWFhYb6O3UqlEYWFh7a+nTp3KGdBGPHz4sLYx/MSJExg/fjyAR4cX8AS0pouPj4e1tTW2b9+O27dv49atW9i+fTtsbGwQHx8vOp6svP766ygsLERKSgqOHDlSOz5q1CiEhYUJTEZywGZwItJKDg4O2LhxIyZMmKDSpJyZmYnhw4ejtLRUdETZ0NXVxfXr12FhYaEyfvPmTVhYWLDxthn69++PESNGwMvLC56enkhKSkLv3r2RlJSE119/Hb///rvoiLLg6OiIgQMHIiIiArq6ugAe3Wa9cOFCJCYmIjMzU3BCIu3AHg0i0kr5+fn1Lvu3a9cOFRUVAhLJl1KprPfuhz/++AP6+voCEsnXhx9+CB8fH3z88ceYPn06evfuDQCIjY2t3VJFjcvNzcWBAwdqiwzgUUG8ZMkSREdHC0wmT+fPn8c333yDwsJCPHjwQOXZt99+KygVyQELDSLSSjY2NkhPT69zad+PP/4IBwcHQankZcmSJQAeHRe6evVqtG/fvvZZdXU1zp07BxcXF0Hp5Onxalp5eTk6duxYO/7WW2+pfL7UsD59+kChUMDOzk5lXKFQ8M9kM3311Vfw9/eHp6cnjh8/Dk9PT2RnZ6O4uBg+Pj6i45GaY6FBRFopJCQEixYtwv3796FUKpGcnIyYmBhs2rQJUVFRouPJwoULFwA8WtH45Zdfai8+BIC2bduid+/eWLZsmah4sqVUKpGamorc3Nza45bbtm3LQqMRGRkZtT8HBgYiKCgIOTk5Khf27dixA6GhoaIiytLGjRsRFhaGRYsWwcjICJ988glsbGwwb948WFpaio5Hao49GkSktXbu3IkNGzbgt99+AwBYWVlh7dq1mD17tuBk8jJz5kx88sknbPRuBQUFBRg3bhwKCwvx559/4urVq+jevTvefvtt3L9/H//6179ER1Rbjy/sa+xrDS/sax5DQ0NcunQJ1tbWMDc3x08//QQnJycoFAqMHDmShxRQg7iiQURap6qqCl988QVee+01zJ07F6WlpaipqanTzExN89lnn4mOoDGCgoLg5uaGixcvolOnTrXjPj4+mDNnjsBk6i8/P190BI1kZmaGu3fvAng0GZOZmQknJyeUlZXh3r17gtORumOhQURap02bNliwYAEUCgUAwNzcXHAieauoqEBoaCji4uJQUlKCmpoaled5eXmCkslPQkICEhMTVbahAUC3bt1QVFQkKJU8/L3filrHkCFDcPz4cTg5OWHixIkICgrCyZMncfz4cYwaNUp0PFJzLDSISCv1798fFy5c4JeTVjBnzhzEx8dj2rRpsLS0rPcEKmqampqaerf1/P777zAyMhKQSJ4aO1nK39//GSWRv/DwcNy/fx8A8M4770BPTw8JCQnw9fXF6tWrBacjdcceDSLSSt988w1WrlyJ4OBg9O3bF4aGhirPnZ2dBSWTH1NTU3z//fcYNGiQ6Ciy5+fnBxMTE0RGRsLIyAgZGRno3LkzvL290bVrV25Ta6K/ntgFPLoI8d69e7VN9bwhnOjZYKFBRFpJR0enztjjRlI2izaPjY0NfvjhB/Tq1Ut0FNkrKirCyJEjoauri+zsbLi5uSE7Oxvm5uY4deoU+4haIDs7GwsWLEBISAjGjh0rOo5aKy8vb/K7PASCGsJCg4i0UkFBQYPPuaWq6fbu3YvDhw9j9+7dPIK1FVRWVuKrr75Camoqampq0KdPH0yZMgUGBgaio8leSkoKpk6diitXroiOotYen+DVEE7KUFOw0CAiaoCXlxeioqJ4XnwDXF1dkZubC6VSCWtra+jp6ak8T0tLE5RMXh4+fAg7Ozt89913vDTyKblw4QKGDRvWrBl7bRQfH9/kd4cNG/YUk5DcsRmciKgBp06dQmVlpegYam3ChAmiI2gEPT09/Pnnn2ymbwWxsbEqv1Yqlbh+/TrCw8PZS9QELB6otXBFg4ioAUZGRrh48SK6d+8uOgppgdDQUFy5cgVRUVFo04Zzgf+tv/dgSZKEzp07Y+TIkdiyZQtXKJvp9u3b2LVrFxQKBSRJQq9evTBz5kyYmZmJjkZqjoUGEVEDWGg0TVlZGfbv34/c3FyEhITAzMwMaWlpeO6552BlZSU6nmz4+PggLi4OHTp0gJOTU53T0L799ltByUhbxcfHY/z48TAxMYGbmxsAIDU1FWVlZYiNjeXqBzWI0yVERNQiGRkZGD16NExMTPDrr79i7ty5MDMzw8GDB1FQUNDonQb0/5mamuIf//iH6Biyxl6X1rVo0SL4+fkhIiICurq6AIDq6mosXLgQixYtQmZmpuCEpM64okFE1ACuaDRu9OjR6NOnDz766COVz+vMmTOYPHkyfv31V9ERNU5iYiLc3NzQrl070VHUkpWVFU6cOMEjl1uBgYEB0tPTYWdnpzKelZUFFxcX9rBRg+oeJE9ERNQM58+fx7x58+qMW1lZobi4WEAizffyyy+jqKhIdAy1FRAQgA8//BBVVVWio8henz59oFAo6owrFAq4uLg8+0AkK9w6RUTUgFWrVrHhsRH6+vr1HhealZWFzp07C0ik+bgZoWHnzp1DXFwcjh07xl6XFgoMDERQUBBycnLg4eEBAEhKSsKOHTsQGhqKjIyM2nednZ1FxSQ1xa1TRKSVdu/eDXNzc3h5eQEAli9fjsjISDg4OCAmJoYX9jXDW2+9hRs3bmDfvn0wMzNDRkYGdHV1MWHCBAwdOhTbtm0THVHjcEtfw2bOnNng888+++wZJZG/v5/g9XeSJPHyPnoiFhpEpJXs7OwQERGBkSNH4uzZsxg1ahS2bduG7777Dm3atOGMZzOUl5fjlVdewaVLl3D37l08//zzKC4uxoABA/DDDz/UmU2mlmOh0TrY69K4goKCJr/LCRr6OxYaRKSV2rdvjytXrqBr165YsWIFrl+/jujoaFy6dAnDhw/HjRs3REeUnZMnTyItLQ01NTXo06cPRo8eLTqSxmKh0TqMjY2Rnp7Oz7EVeHl5ISoqineUkAr2aBCRVurQoQNu3ryJrl274tixYwgODgbwqN+Ap6g0XVVVFfT19ZGeno6RI0di5MiRoiNpBd4e3jo419p6Tp06xX87qQ4WGkSklcaMGYM5c+bA1dUVV69ere3VuHTpEqytrcWGk5E2bdqgW7du3Jv9jPELMhHJAY+3JSKttGPHDgwYMAA3btzAgQMH0KlTJwCPbrydNGmS4HTy8u677+Kdd97BrVu3REeRvfz8fGRnZ9cZz87OVrmP5O7du9zuQ0Rqjz0aRETUIq6ursjJycHDhw/RrVu3Os3faWlpgpLJz7BhwzBr1ixMnz5dZXzv3r2IiorCzz//LCaYhmKvS+vhZ0n14dYpItJq9+7dQ2FhIR48eKAyzvPgm27ChAmiI2iMCxcuYNCgQXXGPTw8sHjxYgGJNBt7XYieLhYaRKSVbty4gRkzZuDIkSP1PmfPQdO99957oiNoDEmScPfu3Trjd+7c4Z/JRsTGxuLll1+Gnp5ek38PN3UQPV3s0SAirfT222+jrKwMSUlJMDAwwJEjR7B79268+OKLiI2NFR1PllJSUrBnzx7s3bsXqampouPI0pAhQ7Bp0yaVoqK6uhqbNm3C4MGDBSZTfz4+PigrKwMA6OrqoqSkpNHfw16X1rNq1SqYmZmJjkFqhj0aRKSVLC0tcfjwYbi7u8PY2BgpKSno2bMnYmNj8dFHHyEhIUF0RNn4/fffMWnSJCQmJsLU1BQAUFZWhoEDByImJgYvvPCC2IAycvnyZQwdOhSmpqYYMmQIAOD06dMoLy/HyZMn4ejoKDih+urSpQt27tyJ1157DTo6OvjPf/6Dzp07i44le0+aeJEkCfr6+rC1tYWNjc0zTkVywUKDiLSSsbExMjIyYG1tDWtra3zxxRcYNGgQ8vPz8dJLL+HevXuiI8qGp6cnysvLsXv3btjZ2QEAsrKyMGvWLBgaGuLYsWOCE8rLtWvXEB4ejosXL8LAwADOzs5YvHgxZ4sbsXbtWqxfv75JfRfchtZ0Ojo6kCSpzjazx2OSJGHw4ME4dOgQOnbsKCglqSsWGkSklfr164cNGzZg7NixmDBhAoyNjbFp0yZs374d+/fvR25uruiIsmFgYIAzZ87A1dVVZTwtLQ2DBg3iJV70zFy5cgU5OTkYP348Pvvss9oVtr/z9vZ+tsFkLC4uDv/85z/xwQcfwN3dHQCQnJyMd999F6tXr4aJiQnmzZuH/v37Y9euXYLTkrphMzgRaaW3334b169fB/ComXns2LHYu3cv2rZti927dwtOJy9du3bFw4cP64xXVVXByspKQCJ5ycjIgKOjI3R0dJCRkdHguzwNrWH29vawt7fHe++9hzfeeAPt27cXHUn2goKCEBkZiYEDB9aOjRo1Cvr6+njrrbdw6dIlbNu2DbNmzRKYktQVVzSIiPDomNsrV66ga9euMDc3Fx1HVg4fPoyNGzdix44d6Nu3LyRJQkpKCgICArBixQoef9sIHR0dFBcXw8LC4onbVIBHW1W45ad5bty4gaysLEiShJ49e7Jn479gYGCA8+fP1+kP+uWXX+Du7o7KykoUFBSgV69e3HJKdbDQICKttGTJknrH/9rg6O3tzX3xT9CxY0eVvfAVFRWoqqpCmzaPFsof/2xoaMgbwxtRUFCArl27QpIkFBQUNPhut27dnlEqebt37x4WL16MPXv21BZnurq68Pf3x6effsqVjmYYPHgwjIyMEB0dXVuo3bhxA/7+/qioqMCpU6dw4sQJLFy4EFevXhWcltQNCw0i0kojRoxAWloaqqurYWdnB6VSiezsbOjq6sLe3r52FjQhIQEODg6i46qd5mwv+/st1/Rkp06dwsCBA2sLtseqqqpw5swZDB06VFAyeZk3bx5OnDiB8PDw2gsQExISEBgYiDFjxiAiIkJwQvnIysqCt7c38vPz8cILL0CSJBQWFqJ79+44fPgwevbsiUOHDuHu3buYNm2a6LikZlhoEJFW2rZtG06fPo3PPvsMxsbGAIDy8nLMnj0bgwcPxty5czF58mRUVlbi6NGjgtNqhtDQUMyfP/+JDbr0aNb9+vXrsLCwUBm/efMmLCwsuHWqiczNzbF//34MHz5cZfynn37CxIkTcePGDTHBZEqpVOLo0aO4evUqlEol7O3tMWbMGOjo8Do2ahgLDSLSSlZWVjh+/Hid1YpLly7B09MTRUVFSEtLg6enJ0pLSwWl1CzGxsZIT0/nBWkNeNL9D1evXoWbmxvKy8sFJZOX9u3bIzU1Fb169VIZv3TpEtzd3VFRUSEoGZF24alTRKSV7ty5g5KSkjqFxo0bN2q/zJmamuLBgwci4mkkzms9ma+vL4BHPUIzZsxAu3btap9VV1cjIyND5dQfatiAAQPw3nvvITo6Gvr6+gCAyspKrFu3DgMGDBCcTn7i4uIQFxeHkpIS1NTUqDz797//LSgVyQELDSLSSt7e3pg1axa2bNmCfv36QZIkJCcnY9myZbWnJCUnJ6Nnz55ig5JWMDExAfCoGDMyMoKBgUHts7Zt28LDwwNz584VFU92PvnkE4wbNw7/8z//g969e0OSJKSnp0NfX59bIZtp3bp1WL9+Pdzc3GBpadmkCxGJHuPWKSLSSn/88QeCg4MRHR2NqqoqAECbNm0wffp0hIWFwdDQEOnp6QAAFxcXcUE1iJGRES5evMitUw1Yt24dli1bBkNDQ9FRZK+yshJ79+7FlStXoFQq4eDggClTpqgUcdQ4S0tLfPTRR2z0pv8KCw0i0mp//PEH8vLyoFQq0aNHD3To0EF0JI3FQqNxlZWVUCqVtcevFhQU4ODBg3BwcICnp6fgdJrHy8sLUVFRsLS0FB1FbXXq1AnJycno0aOH6CgkQzwugIi0WocOHeDs7IzevXuzyCDhvL29ER0dDQAoKyuDu7s7tmzZAm9vbx7J+hScOnUKlZWVomOotTlz5uDLL78UHYNkij0aRET0TAwZMoTbVhqRlpaGsLAwAMD+/fvRpUsXXLhwAQcOHMCaNWuwYMECwQlJ29y/fx+RkZE4ceIEnJ2doaenp/J869atgpKRHLDQICKiZmvOMauP7yn54YcfnlYcjXHv3j0YGRkBAI4dOwZfX1/o6OjAw8Oj0VvDiZ6GjIyM2j61zMxMlWdsDKfGsNAgIqJmMzU1bfRLhlKphCRJvGSuGWxtbXHo0CH4+Pjg6NGjCA4OBgCUlJTUFmxEz9JPP/0kOgLJGAsNIiJqNn75eDrWrFmDyZMnIzg4GKNGjaq98+HYsWNwdXUVnI6IqHl46hQREZEaKS4uxvXr19G7d2/o6Dw6syU5ORnGxsawt7cXnE6z8CS0+vn6+uLzzz+HsbFx7WWST/Ltt98+o1QkR1zRICKiZsvIyICjoyN0dHSQkZHR4LvOzs7PKJVm6NKlC7p06aIy5u7uLiiNZlu1ahXMzMxEx1A7JiYmtVsjH18mSfTf4IoGERE1m46ODoqLi2FhYQEdHR1IkoT6/nfCHo3mO3/+PL755hsUFhbiwYMHKs84e9x0e/bswb/+9S/k5+fj7Nmz6NatG7Zt2wYbGxt4e3uLjkekFXiPBhERNVt+fj46d+5c+3NeXh7y8/Pr/JeXlyc4qbx89dVXGDRoEC5fvoyDBw/i4cOHuHz5Mk6ePMmZ5WaIiIjAkiVL8Morr6CsrKy22DU1NcW2bdvEhiPSIlzRICIiUhPOzs6YN28eFi1aVNs/YGNjg3nz5sHS0hLr1q0THVEWHBwcsHHjRkyYMEGlDyMzMxPDhw9HaWmp6Iiy4erqWu8Jc5IkQV9fH7a2tpgxYwZGjBghIB2pO65oEBFRi+Xm5iIgIACjR4/GmDFjEBgYiNzcXNGxZCc3NxdeXl4AgHbt2qGiogKSJCE4OBiRkZGC08lHfn5+vad0Pf5MqenGjRuHvLw8GBoaYsSIERg+fDg6dOiA3Nxc9OvXD9evX8fo0aNx+PBh0VFJDbHQICKiFjl69CgcHByQnJwMZ2dnODo64ty5c3jppZdw/Phx0fFkxczMDHfv3gUAWFlZ1V6QVlZWhnv37omMJis2NjZIT0+vM/7jjz/CwcHh2QeSsdLSUixduhSnT5/Gli1bsHXrVpw6dQrLli1DRUUFjh07hnfffRfvv/++6KikhnjqFBERtcjKlSsRHByM0NDQOuMrVqzAmDFjBCWTnyFDhuD48eNwcnLCxIkTERQUhJMnT+L48eMYNWqU6HiyERISgkWLFuH+/ftQKpVITk5GTEwMNm3ahKioKNHxZGXfvn1ITU2tM/7mm2+ib9++2LlzJyZNmoStW7cKSEfqjoUGERG1iEKhwL59++qMz5o1i423zRQeHo779+8DAN555x3o6ekhISEBvr6+WL16teB08jFz5kxUVVVh+fLluHfvHiZPngwrKyt88sknePPNN0XHkxV9fX2cOXMGtra2KuNnzpyBvr4+AKCmpgbt2rUTEY/UHAsNIiJqkc6dOyM9PR0vvviiynh6ejosLCwEpZKnv97poKOjg+XLl2P58uUCE8nX3LlzMXfuXJSWlqKmpoZ/Fv9LAQEBmD9/PlJTU9GvXz9IkoTk5GRERUVh1apVAB5tn+TN9VQfnjpFREQtsn79eoSFhWHlypUYOHAgJElCQkICPvzwQyxduhTvvvuu6Ihqrby8vMnvGhsbP8UkmiM/Px9VVVV1it/s7Gzo6enB2tpaTDCZ+uKLLxAeHo6srCwAgJ2dHQICAjB58mQAQGVlZe0pVER/xUKDiIhaRKlUYtu2bdiyZQuuXbsGAHj++ecREhKCwMDAeo/GpP/v8YWHDVEqlbz8sBmGDRuGWbNmYfr06Srje/fuRVRUFH7++WcxwYi0DAsNIiJqNY9PTDIyMhKcRD7i4+Ob/O6wYcOeYhLNYWxsjLS0tDp9BTk5OXBzc0NZWZmYYERahj0aRETUIn/dpvLXAoPbVJqGxUPrkySptuj9qzt37nBVqJmqq6sRFhaGffv2obCwEA8ePFB5fuvWLUHJSA54jwYREbXIjBkzcObMmTrj586dw4wZM559IJm7ffs2Nm/ejNmzZ2POnDnYsmULv8w105AhQ7Bp0yaVoqK6uhqbNm3C4MGDBSaTn3Xr1mHr1q2YOHEi7ty5gyVLlsDX1xc6OjpYu3at6Hik5rh1ioiIWoTbVFpPfHw8xo8fDxMTE7i5uQEAUlNTUVZWhtjYWK5+NNHly5cxdOhQmJqaYsiQIQCA06dPo7y8HCdPnoSjo6PghPLRo0cPbN++HV5eXjAyMkJ6enrtWFJSEr788kvREUmNcUWDiIhahNtUWs+iRYvg5+eH/Px8fPvtt/j222+Rl5eHN998E4sWLRIdTzYcHByQkZGBiRMnoqSkBHfv3oW/vz+uXLnCIqOZiouL4eTkBADo0KED7ty5AwB49dVX8f3334uMRjLAFQ0iImqRV199Fe3bt0dMTAx0dXUBPNqm4ufnh4qKCvz444+CE8qHgYEB0tPTYWdnpzKelZUFFxcXVFZWCkpG2srOzg7R0dHo378/hgwZAi8vL6xcuRJff/01AgICUFJSIjoiqTE2gxMRUYt89NFHGDp0KOzs7OrdpkJN16dPHygUijqFhkKhgIuLi5hQMlVWVoZdu3ZBoVBAkiQ4ODhg1qxZMDExER1NVnx8fBAXF4f+/fsjKCgIkyZNwq5du1BYWIjg4GDR8UjNcUWDiIha7Nq1awgPD8fFixdhYGAAZ2dnLF68WOWma2rc119/jeXLlyMgIAAeHh4AgKSkJOzYsQOhoaHo1atX7bvOzs6iYqq9lJQUjB07FgYGBnB3d4dSqURKSgoqKytx7Ngx9OnTR3RE2Tp37hwSExNha2uL8ePHi45Dao6FBhERPRMLFy7E+vXrYW5uLjqK2tLRabh1UpIkXt7XBEOGDIGtrS127tyJNm0ebd6oqqrCnDlzkJeXh1OnTglOKB8ZGRlPLGoPHTqECRMmPNtAJCssNIiI6JkwNjZGeno6unfvLjqK2iooKGjyu926dXuKSeTNwMAAFy5cgL29vcr45cuX4ebmhnv37glKJj+WlpZITEys8/f2wIED8Pf3R0VFhaBkJAfs0SAiomeC81qNa2rx4OXlhaioKFhaWj7lRPJkbGyMwsLCOoXGb7/9xlvrm2nBggUYNWoUzpw5U/vn7euvv8asWbPw+eefiw1Hao+FBhERkcycOnWKJ1A1wM/PD7Nnz8bmzZsxcOBASJKEhIQEhISEYNKkSaLjycqaNWtw8+ZNjB49GqdPn8aRI0cwZ84c7NmzB//4xz9ExyM1x0KDiIiINMrmzZshSRL8/f1RVVUFANDT08OCBQsQGhoqOJ38fPLJJ5g2bRo8PDxQVFSEmJgYeHt7i45FMsAeDSIieiaMjIxw8eJF9mi0An6WT1ZdXY2EhAQ4OTlBX18fubm5UCqVsLW1Rfv27UXHk4XY2Ng6Yw8fPkRwcDA8PT1VTpviyVPUEBYaRET0TPDLcevhZ9kwfX19KBQK2NjYiI4iS42dfvYYTz+jxnDrFBERtdj9+/eRkZGBkpIS1NTUqDx7POM5depUGBsbi4hHWsbJyQl5eXksNP5Lf/87TPTf4ooGERG1yJEjR+Dv74/S0tI6zzjj+XRwRaNhx44dw4oVK/D++++jb9++MDQ0VHnOgpfo2WChQURELWJra4uxY8dizZo1eO6550TH0QqbNm3CggULYGpqKjqKWvrr1h9Jkmp/5mWHzRcYGAhbW1sEBgaqjIeHhyMnJwfbtm0TE4xkgYUGERG1iLGxMS5cuIAePXqIjiJLsbGxePnll6Gnp1dvE+5fsfG2aeLj4xt8PmzYsGeURP6srKwQGxuLvn37qoynpaVh/Pjx+P333wUlIzlgoUFERC0ya9YsDBo0CLNnzxYdRZZ0dHRQXFwMCwuLBptwORNPIujr6yMzMxO2trYq4zk5OXB0dMT9+/cFJSM5YDM4ERG1SHh4ON544w2cPn0aTk5O0NPTU3n+9y0XpOqvjbdswm09t2/fxq5du6BQKCBJEnr16oWZM2fCzMxMdDRZsbW1xZEjR7B48WKV8R9//JE9QtQormgQEVGLREVFYf78+TAwMECnTp1U9sRLkoS8vDyB6UgbxcfHY/z48TAxMYGbmxsAIDU1FWVlZYiNjeXWqWb497//jcWLFyMkJAQjR44EAMTFxWHLli3Ytm0b5s6dKzghqTMWGkRE1CJdunRBYGAgVq5c2eTz9+nJ4uLiEBYWVjsTb29vj7fffhujR48WHU02HB0dMXDgQEREREBXVxfAo4v8Fi5ciMTERGRmZgpOKC8RERH44IMPcO3aNQCAtbU11q5dC39/f8HJSN2x0CAiohYxMzPD+fPn2QzeCsLDwxEcHIzXX38dAwYMAAAkJSVh//792Lp1a53tK1Q/AwMDpKenw87OTmU8KysLLi4uqKysFJRM3m7cuAEDAwN06NBBdBSSCU49ERFRi0yfPh1ff/216BgaYdOmTQgLC0NMTAwCAwMRGBiIL7/8EmFhYdi4caPoeLLRp08fKBSKOuMKhQIuLi7PPpCG6Ny5M4sMahY2gxMRUYtUV1fjo48+wtGjR+Hs7FynGXzr1q2CkslPeXk5xo0bV2fc09MTK1asEJBIngIDAxEUFIScnBx4eHgAeLQytGPHDoSGhiIjI6P2XWdnZ1ExZWP//v3Yt28fCgsL8eDBA5VnaWlpglKRHHDrFBERtciIESOe+EySJJw8efIZppG3KVOmwMXFBSEhISrjmzdvRmpqKmJiYgQlk5fGeoUkSeLlfU20fft2/POf/8T06dOxc+dOzJw5E7m5uTh//jwWLVqEDz74QHREUmMsNIiIiNTEhg0bsHnzZgwaNEilRyMxMRFLly6FsbFx7bs8NvjJCgoKmvxut27dnmIS+bO3t8d7772HSZMmwcjICBcvXkT37t2xZs0a3Lp1C+Hh4aIjkhpjoUFERKQmbGxsmvQejw1uHV5eXoiKioKlpaXoKGqrffv2UCgU6NatGywsLHD8+HH07t0b2dnZ8PDwwM2bN0VHJDXGHg0iIiI1kZ+fX/vz43nAv95LQq3r1KlTPIGqEV26dMHNmzfRrVs3dOvWDUlJSejduzfy8/PBuWpqDE+dIiIiUiO7du2Co6Mj9PX1oa+vD0dHR0RFRYmORVpq5MiR+L//+z8AwOzZsxEcHIwxY8bAz88PPj4+gtORuuOKBhERkZpYvXo1wsLCEBAQUNujcfbsWQQHB+PXX3/Fhg0bBCckbRMZGYmamhoAwPz582FmZoaEhAS89tprmD9/vuB0pO7Yo0FERKQmzM3N8emnn2LSpEkq4zExMQgICEBpaamgZJrpr83NRNT6uKJBRESkJqqrq+Hm5lZnvG/fvqiqqhKQiAi4ffs2du3aBYVCAUmS0KtXL8ycORNmZmaio5GaY48GERGRmpg6dSoiIiLqjEdGRmLKlCkCEpG2i4+Ph42NDbZv347bt2/j1q1b2L59O2xsbBAfHy86Hqk5bp0iIiJSEwEBAYiOjsYLL7ygcqP1b7/9Bn9/f5Vb13njestt2rQJCxYsgKmpqegoasvR0REDBw5EREQEdHV1ATxaeVu4cCESExORmZkpOCGpMxYaREREaqKhW9b/ijeu1xUbG9vkd8ePH/8Uk2gWAwMDpKenw87OTmU8KysLLi4uPB6YGsQeDSIiIjXx008/iY4gWxMmTGjSe5Ikobq6+umG0SB9+vSBQqGoU2goFAq4uLiICUWywUKDiIiIZO/xEazUugIDAxEUFIScnByV7Xw7duxAaGgoMjIyat91dnYWFZPUFLdOEREREVG9dHQaPjdIkiQolUquFFG9uKJBREREGqeiogLx8fEoLCzEgwcPVJ4FBgYKSiU/+fn5oiOQjHFFg4iIiDTKhQsX8Morr+DevXuoqKiAmZkZSktL0b59e1hYWCAvL090RCKtwEKDiIiINMrw4cPRs2dPREREwNTUFBcvXoSenh6mTp2KoKAg+Pr6io4oK1evXsXPP/+MkpKSOr0wa9asEZSK5ICFBhEREWkUU1NTnDt3DnZ2djA1NcXZs2fRq1cvnDt3DtOnT8eVK1dER5SNnTt3YsGCBTA3N0eXLl0gSVLtM0mSkJaWJjAdqTv2aBAREZFG0dPTq/1C/Nxzz6GwsBC9evWCiYkJCgsLBaeTlw0bNuCDDz7AihUrREchGWKhQURERBrF1dUVKSkp6NmzJ0aMGIE1a9agtLQUe/bsgZOTk+h4snL79m288cYbomOQTDV8ZhkRERGRzGzcuBGWlpYAgPfffx+dOnXCggULUFJSgsjISMHp5OWNN97AsWPHRMcgmWKPBhERERHVa9OmTdi6dSu8vLzg5OQEPT09lec8KpgawkKDiIiINFJJSQmysrIgSRLs7OzQuXNn0ZFkx8bG5onPJEniUcHUIBYaREREpFHKy8uxaNEifPXVV7W3Vevq6sLPzw87duyAiYmJ4IRE2oE9GkRERKRR5syZg3PnzuG7775DWVkZ7ty5g++++w4pKSmYO3eu6HiypVQqwflpag6uaBAREZFGMTQ0xNGjRzF48GCV8dOnT2PcuHGoqKgQlEyeoqOj8fHHHyM7OxsA0LNnT4SEhGDatGmCk5G64/G2REREpFE6depU7/YoExMTdOzYUUAi+dq6dStWr16NxYsXY9CgQVAqlUhMTMT8+fNRWlqK4OBg0RFJjXFFg4iIiDRKZGQkvvnmG0RHR9cec1tcXIzp06fD19cX8+bNE5xQPmxsbLBu3Tr4+/urjO/evRtr165Ffn6+oGQkByw0iIiISPZcXV1rbwMHgOzsbPz555/o2rUrAKCwsBDt2rXDiy++iLS0NFExZUdfXx+ZmZmwtbVVGc/OzoaTkxPu378vKBnJAbdOERERkexNmDBBdASNZGtri3379mHVqlUq419//TVefPFFQalILriiQURERET1OnDgAPz8/DB69GgMGjQIkiQhISEBcXFx2LdvH3x8fERHJDXGQoOIiIg0UmpqKhQKBSRJgoODA1xdXUVHkqXU1FSEhYVBoVBAqVTCwcEBS5cu5edJjWKhQURERBqlpKQEb775Jn7++WeYmppCqVTizp07GDFiBL766iveEE70jLDQICIiIo3i5+eH3Nxc7NmzB7169QIAXL58GdOnT4etrS1iYmIEJ5SXmpoa5OTkoKSkBDU1NSrPhg4dKigVyQELDSIiItIoJiYmOHHiBPr166cynpycDE9PT5SVlYkJJkNJSUmYPHkyCgoK6twKLkkSqqurBSUjOeCpU0RERKRRampqoKenV2dcT0+vzow8NWz+/Plwc3PD999/D0tLS5UjhIkawxUNIiIi0ije3t4oKytDTEwMnn/+eQBAUVERpkyZgo4dO+LgwYOCE8qHoaEhLl68WOceDaKm0BEdgIiIiKg1hYeH4+7du7C2tkaPHj1ga2sLGxsb3L17F59++qnoeLLSv39/5OTkiI5BMsUVDSIiItJIx48fx5UrV2qPZB09erToSLJz8OBBvPvuuwgJCYGTk1OdLWnOzs6CkpEcsNAgIiIionrp6NTd/CJJEpRKJZvBqVFsBiciIiLZ2759e5PfDQwMfIpJNEt+fr7oCCRjXNEgIiIi2bOxsWnSe5IkIS8v7ymn0T5eXl6IioqCpaWl6CikRlhoEBEREVGLGBkZ4eLFi+jevbvoKKRGuHWKiIiINMqSJUvqHZckCfr6+rC1tYW3tzfMzMyecTIi7cIVDSIiItIoI0aMQFpaGqqrq2FnZwelUons7Gzo6urC3t4eWVlZkCQJCQkJcHBwEB1XI3BFg+rDezSIiIhIo3h7e2P06NG4du0aUlNTkZaWhqKiIowZMwaTJk1CUVERhg4diuDgYNFRiTQaVzSIiIhIo1hZWeH48eN1VisuXboET09PFBUVIS0tDZ6enigtLRWUUrNwRYPqwxUNIiIi0ih37txBSUlJnfEbN26gvLwcAGBqaooHDx4862hEWoWFBhEREWkUb29vzJo1CwcPHsTvv/+OoqIiHDx4ELNnz8aECRMAAMnJyejZs6fYoBpk1apVbK6nOrh1ioiIiDTKH3/8geDgYERHR6OqqgoA0KZNG0yfPh1hYWEwNDREeno6AMDFxUVcUDUVGxuLl19+GXp6eoiNjW3w3fHjxz+jVCRHLDSIiIhII/3xxx/Iy8uDUqlEjx490KFDB9GRZEFHRwfFxcWwsLCAjs6TN79IkoTq6upnmIzkhoUGERERERG1OvZoEBERERFRq2OhQURERERPFBcXh1dffRU9evSAra0tXn31VZw4cUJ0LJIBFhpEREREVK/w8HCMGzcORkZGCAoKQmBgIIyNjfHKK68gPDxcdDxSc+zRICIiIqJ6WVlZ4Z133sHixYtVxnfs2IEPPvgA165dE5SM5IArGkRERERUr/LycowbN67OuKenZ+3lh0RPwkKDiIiIiOo1fvx4HDx4sM744cOH8dprrwlIRHLCrVNEREREVK8NGzZg8+bNGDRoEAYMGAAASEpKQmJiIpYuXQpjY+PadwMDA0XFJDXFQoOIiIiI6mVjY9Ok9yRJQl5e3lNOQ3LDQoOIiIiIGvX4K6MkSYKTkFywR4OIiIiInmjXrl1wdHSEvr4+9PX14ejoiKioKNGxSAbaiA5AREREROpp9erVCAsLQ0BAQG2PxtmzZxEcHIxff/0VGzZsEJyQ1Bm3ThERERFRvczNzfHpp59i0qRJKuMxMTEICAhAaWmpoGQkB9w6RURERET1qq6uhpubW53xvn37oqqqSkAikhMWGkRERERUr6lTpyIiIqLOeGRkJKZMmSIgEckJt04RERERUb0CAgIQHR2NF154AR4eHgAe3aPx22+/wd/fH3p6erXvbt26VVRMUlMsNIiIiIioXiNGjGjSe5Ik4eTJk085DckNCw0iIiIiImp17NEgIiIiIqJWx0KDiIiIiIhaHQsNIiIiIiJqdSw0iIiIiIio1bHQICIiIiKiVsdCg4iIiIiIWh0LDSIiIiIianX/DwmrZ5jtfhVVAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analyser.viz.corr()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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uTJgwgRkzZqDVavnmm28K/fApqeeeew5bW1u6dOmCr68v0dHRzJs3D2dnZ9q3bw/A7Nmz2bp1K507d+bll1+mcePGZGZmcu3aNX755Rc+++wzAgICePrpp/nnP//J008/zfvvv0/Dhg355Zdf+O2330oUS8eOHbG1tWX//v2F2g2XVf/+/XFzc+PZZ59l9uzZWFlZsWLFCq5fv25ULjg4mNmzZzN9+nSuXLnCQw89hKurKzExMRw4cAB7e3vDQ2kgv4nHxYsXeemllyokTiFEPkl+hTChgic3WVtb4+LiQkhICG+++Sbjxo27a+IL+R3efv/9d2bMmEF0dDQODg40b96cn3/+mb59+xrK/ec//+Ef//gHgwcPJisri9GjR5f4EbBFbXPs2LHMmDGDixcv4ufnx6JFi4wSMktLSzZu3MiLL77IhAkT0Ol0PPHEE3z66aeFOlpNnjyZ06dPM23aNG7duoVSqtiOfo0bN2bv3r1MmzaNF154gYyMDEJCQli+fHmhzmEl0bBhQ1xcXFiwYAGRkZFYW1vTuHFjVqxYwejRo0u9vtLy8/NjypQpRTZ9WLZsGfXr1+c///kPS5YswdnZmYceeoh58+YVastcGdzd3dm8eTOvvfYao0aNwt7eniFDhrB27VrDFf7S6Nq1KytWrOC7774jMTERDw8P7r//fsMjhiG/Le2hQ4d47733WLhwIRERETg6OlK3bl1DkghgZ2fH9u3bmTx5Mm+99RYajYa+ffvy7bff0rlz53vGYm1tzbBhw9iwYUORn31ZODk5sWXLFqZMmcKoUaNwcXFh3Lhx9OvXzzDEYIGpU6fStGlTPv74Y9asWUNWVhY+Pj60b9+eCRMmGJXdsGEDWq2W4cOHV0icQoh8GnWvLuVCCCFELXLo0CHat2/P/v376dixo6nDKVbXrl2pU6cO33zzjalDEaJWkeRXCCGE2Xn88cdJS0tj06ZNpg6lSLt376Zv376cOXOGevXqmTocIWoV6fAmhBDC7Hz00Ue0b9++Up7mVxESEhJYtWqVJL5CVAK58iuEEEIIIcyGXPkVQgghhBBmQ5JfIYQQQghhNiT5FUIIIYQQZkOSXyGEEEIIYTYk+RVCCCGEEGZDkl8hhBBCCGE2JPkVQgghhBBmQ5JfIYQQQghhNiT5FUIIIYQQZkOSXyGEEELUaDNnzkSj0RhN69GjBz169CjVenr06EHz5s0rMLKKsXTpUlasWGHqMGoNSX6FEEIIUaONGzeOffv2mTqMSiPJb8WyMnUAQgghyic9PR07OztThyGEyQQEBBAQEGDSGPLy8sjNzUWn05k0DnFvcuVXlMuePXvQaDSsWbOm0LxVq1ah0Wg4ePCgCSITomJs2LCB0NBQdDod9erV4+OPPy50i3XJkiV069YNLy8v7O3tadGiBQsWLCAnJ8doXUePHmXgwIF4eXmh0+nw8/NjwIABRERElDieMWPG4ODgwMmTJ+nbty+Ojo707t0bgOzsbObMmUOTJk3Q6XR4enoyduxY4uLijNaRlZXFa6+9ho+PD3Z2dnTr1o3Dhw8THBzMmDFjDOVWrFiBRqNh+/btPPfcc7i7u+Pk5MTTTz9NWloa0dHRDB8+HBcXF3x9fXn99dcL7bOouQqO8xMnTvDYY4/h7OyMm5sbr776Krm5uZw/f56HHnoIR0dHgoODWbBgQam3sXr1ajp16oSDgwMODg60atWK//znP0ZlvvrqK1q2bImNjQ1ubm488sgjnD17tshYK8qePXu47777sLW1xd/fn3feeYe8vDzD/GvXrqHRaFiwYAFz5syhbt266HQ6duzYAcChQ4cYPHgwbm5u2NjY0Lp1a7777jujbRTUrx07djBx4kQ8PDxwd3dn6NChREZGGsoFBwdz+vRpdu3ahUajQaPREBwcXKr9Wbt2LZ06dcLe3h4HBwcefPBBjh49alSmuGYiY8aMKfX2qjtJfkW5dO3aldatW7NkyZJC8z799FPat29P+/btTRCZEOW3ZcsWhg4diru7O2vXrmXBggWsWbOGlStXGpW7fPkyI0eO5L///S+bNm3i2WefZeHChYwfP95QJi0tjT59+hATE8OSJUvYunUrixcvpk6dOqSkpJQqruzsbAYPHkyvXr3YsGEDs2bNQq/XM2TIED744ANGjhzJ5s2b+eCDD9i6dSs9evQgIyPDsPzYsWNZvHgxY8eOZcOGDTz66KM88sgjJCUlFbm9cePG4ezszLfffsvbb7/N6tWree655xgwYAAtW7bkhx9+YPTo0Xz00Ud88sknpdoXUf0NHz6cli1b8uOPP/Lcc8/xz3/+k1deeYWHH36YAQMGsH79enr16sWbb77JunXrSrzed999lyeffBI/Pz9WrFjB+vXrGT16NGFhYYYy8+bN49lnn6VZs2asW7eOjz/+mBMnTtCpUycuXrxYGbtLdHQ0TzzxBE8++SQbNmxg2LBhzJkzh8mTJxcq+69//Yvt27fz4Ycf8uuvv9KkSRN27NhBly5dSEpK4rPPPmPDhg20atWKxx9/vMimC+PGjUOr1bJ69WoWLFjAzp07GTVqlGH++vXrqVevHq1bt2bfvn3s27eP9evXl3h/5s6dy4gRI2jatCnfffcd//3vf0lJSaFr166cOXOmTJ9RjaeEKKfly5crQB09etQw7cCBAwpQK1euNF1gQpRT+/btVWBgoMrKyjJMS0lJUe7u7qq402deXp7KyclRq1atUpaWlurmzZtKKaUOHTqkAPXTTz+VK6bRo0crQH311VdG09esWaMA9eOPPxpNP3jwoALU0qVLlVJKnT59WgHqzTffLHL50aNHG6YV1O2XXnrJqOzDDz+sALVo0SKj6a1atVJt2rQp1/6J6mPGjBkKUB999JHR9FatWilArVu3zjAtJydHeXp6qqFDh5Zo3VeuXFGWlpbqySefLLZMYmKisrW1Vf379zeaHh4ernQ6nRo5cmShWG/XvXt31b179xLFc/sygNqwYYPR9Oeee05ZWFiosLAwpZRSV69eVYCqX7++ys7ONirbpEkT1bp1a5WTk2M0feDAgcrX11fl5eUppf5XvyZNmmRUbsGCBQpQUVFRhmnNmjUr9b4olf9ZWVlZFarDKSkpysfHRw0fPtxo34vaxujRo1VQUFCpt12dyZVfUW4jRozAy8vL6OrvJ598gqenJ48//rgJIxOi7NLS0jh06BAPP/ww1tbWhukODg4MGjTIqOzRo0cZPHgw7u7uWFpaotVqefrpp8nLy+PChQsANGjQAFdXV958800+++yzcl9xefTRR43eb9q0CRcXFwYNGkRubq7h1apVK3x8fNi5cycAu3btAvKv5t1u2LBhWFkV3Q1k4MCBRu9DQkIAGDBgQKHpt1+1E7VDUf9/jUZDv379DNOsrKxo0KBBif//W7duJS8vjxdeeKHYMvv27SMjI8OoKQ5AYGAgvXr1Ytu2bSXfiVJwdHRk8ODBRtNGjhyJXq9n9+7dRtMHDx6MVqs1vL906RLnzp3jySefBDCqi/379ycqKorz588XWsftQkNDASqkLv3222/k5uby9NNPG8ViY2ND9+7dDecFcyPJryg3nU7H+PHjWb16NUlJScTFxfHdd98xbtw4afgvaqzExESUUnh7exead/u08PBwunbtyo0bN/j444/Zs2cPBw8eNPwYLGhu4OzszK5du2jVqhXTpk2jWbNm+Pn5MWPGjFK3k7Wzs8PJycloWkxMDElJSVhbW6PVao1e0dHRxMfHA5CQkFBoHyA/eXF3dy9ye25ubkbvC34MFDU9MzOzVPsiqr+i/s92dnbY2NgUml7S/39BO/S7dVIrOFZ9fX0LzfPz8zPMr2hF1XkfHx+jmArcGVtMTAwAr7/+eqF6OGnSJABDXSxwZ70r+N68valSWRXE0759+0LxrF27tlAs5kJGexAVYuLEiXzwwQd89dVXZGZmkpuby4QJE0wdlhBl5urqikajMXx53C46Otrw908//URaWhrr1q0jKCjIMP3YsWOFlmvRogXffvstSilOnDjBihUrmD17Nra2trz11lsljq2ojj0FnWW2bNlS5DKOjo7A/75oY2Ji8Pf3N8zPzc2ttGRCiDt5enoCEBERQWBgYJFlCo7VqKioQvMiIyPx8PColNjuVufvTFTvrIsFMU2dOpWhQ4cWuf7GjRtXRJglUhDPDz/8YHR+KoqNjQ23bt0qNL02JsiS/IoK4evry2OPPcbSpUvJzs5m0KBB1KlTx9RhCVFm9vb2tGvXjp9++okPP/zQcLUzNTWVTZs2GcoVfPndfpdDKcWXX35Z7Lo1Gg0tW7bkn//8JytWrODIkSPljnfgwIF8++235OXl0bFjx2LLdevWDcjv/d2mTRvD9B9++IHc3NxyxyFESfTt2xdLS0uWLVtGp06diizTqVMnbG1t+frrr3nssccM0yMiIti+fTvDhg2rlNhSUlL4+eefjZojrF69GgsLC0P9KU7jxo1p2LAhx48fZ+7cuRUWk06nK9OV4AcffBArKysuX75cqKnUnYKDg/n+++/JysoynM8SEhLYu3dvoTtNNZ0kv6LCTJ482fClu3z5chNHI0T5zZ49mwEDBvDggw8yefJk8vLyWLhwIQ4ODty8eROAPn36YG1tzYgRI3jjjTfIzMxk2bJlJCYmGq1r06ZNLF26lIcffph69eqhlGLdunUkJSXRp0+fcsf6xBNP8M0339C/f38mT55Mhw4d0Gq1REREsGPHDoYMGcIjjzxCs2bNGDFiBB999BGWlpb06tWL06dP89FHH+Hs7IyFhbSGE5UvODiYadOm8d5775GRkcGIESNwdnbmzJkzxMfHM2vWLFxcXHjnnXeYNm0aTz/9NCNGjCAhIYFZs2ZhY2PDjBkzKiU2d3d3Jk6cSHh4OI0aNeKXX37hyy+/ZOLEiSW6qPP555/Tr18/HnzwQcaMGYO/vz83b97k7NmzHDlyhO+//77UMRXcNVq7di316tXDxsaGFi1a3HO54OBgZs+ezfTp07ly5QoPPfQQrq6uxMTEcODAAezt7Zk1axYATz31FJ9//jmjRo3iueeeIyEhgQULFtS6xBeQ0R5ExQoODlYhISGmDkOICrN+/XrVokULZW1trerUqaM++OAD9fLLLytXV1dDmY0bN6qWLVsqGxsb5e/vr/7xj3+oX3/9VQFqx44dSimlzp07p0aMGKHq16+vbG1tlbOzs+rQoYNasWJFqeIZPXq0sre3L3JeTk6O+vDDDw2xODg4qCZNmqjx48erixcvGsplZmaqV199VXl5eSkbGxt13333qX379ilnZ2f1yiuvGMoV9EY/ePCg0XYKetbHxcWVODZR85T2/9y9e3fVrFmzUm1j1apVqn379objtXXr1mr58uVGZf7973+r0NBQZW1trZydndWQIUPU6dOni4z1znjKMtpDs2bN1M6dO1W7du2UTqdTvr6+atq0aUajNxSM9rBw4cIi13P8+HE1fPhw5eXlpbRarfLx8VG9evVSn332maFMcfVrx44dRucOpZS6du2a6tu3r3J0dFRAqUdf+Omnn1TPnj2Vk5OT0ul0KigoSA0bNkz98ccfRuVWrlypQkJClI2NjWratKlau3ZtrRztQaOUUibLvEWtcuLECVq2bMmSJUsMDfuFqG1ycnJo1aoV/v7+/P7776YOp8Ls3buXLl268M033zBy5EhThyOEEJVGkl9RbpcvXyYsLIxp06YRHh7OpUuX5FGrotZ49tln6dOnD76+vkRHR/PZZ5+xa9cufv/9dx544AFTh1cmW7duZd++fbRt2xZbW1uOHz/OBx98gLOzMydOnCjUi18IIWoTafMryu29997jv//9LyEhIXz//feS+IpaJSUlhddff524uDi0Wi1t2rThl19+qfDEV6/Xo9fr71qmuHF4S8vJyYnff/+dxYsXk5KSgoeHB/369WPevHmS+Ipyy8vL427X1TQaDZaWllUYUfWMqbxq4z5VFbnyK4QQ1cCYMWMKPTb5TnK6FjVBcHDwXR/QYIqHK/To0cPwgJeiBAUFce3ataoLqAJUx8+5ppDkVwghqoFr167dczzNdu3aVVE0QpTdyZMnycrKKna+o6NjlY51C3D+/HlSUlKKna/T6Uo0ekJ1Uh0/55pCkl8hhBBCCGE2ZEBHIYQQQghhNmp9hze9Xk9kZCSOjo5FPhJUiJpIKUVKSgp+fn7V5qEEUtdEbSR1TYiqUZV1rdYnv5GRkcU+N1yImu769esEBASYOgxA6pqo3aSuCVE1qqKu1frk19HREcj/MGvlI/qEWUpOTiYwMNBwfFcHUtdEbSR1TYiqUZV1rdYnvwW3hJycnOQkIWqd6nTLU+qaqM2krglRNaqirlWPBkxCCCGEEEJUAUl+hRBCCCGE2ZDkVwghhBBCmA1JfoUQQgghhNmQ5FcIIYQQQpgNSX6FEEIIIYTZkORXCCGEEEKYDUl+hRBCCCGE2ZDkVwghhBBCmA1JfoUQQgghhNmQ5FcIIYQQQpgNSX6FEEIIIYTZkORXCCGEEEKYDUl+hRBCCCGE2ZDkVwghhBBCmA1JfoUQQgghhNmQ5FcIIYQQQpgNSX6FEEIIIYTZkORXCCGEEEKYDUl+hRBCCCGE2ZDkVwghhBBCmA1JfoUQQgghhNmQ5FcIIYQQQpgNSX6FEEIIIYTZkORXCCGEEEKYDZMnvzdu3GDUqFG4u7tjZ2dHq1atOHz4sGG+UoqZM2fi5+eHra0tPXr04PTp0yaMWAghhBBC1FQmTX4TExPp0qULWq2WX3/9lTNnzvDRRx/h4uJiKLNgwQIWLVrEp59+ysGDB/Hx8aFPnz6kpKSYLnAhhBBCCFEjWZly4/PnzycwMJDly5cbpgUHBxv+VkqxePFipk+fztChQwFYuXIl3t7erF69mvHjx1d1yEIIIYQQogYz6ZXfn3/+mXbt2vHYY4/h5eVF69at+fLLLw3zr169SnR0NH379jVM0+l0dO/enb179xa5zqysLJKTk41eQoiKJ3VNiKohdU2IimXS5PfKlSssW7aMhg0b8ttvvzFhwgRefvllVq1aBUB0dDQA3t7eRst5e3sb5t1p3rx5ODs7G16BgYGVuxNCmCmpa0JUDalrQlQskya/er2eNm3aMHfuXFq3bs348eN57rnnWLZsmVE5jUZj9F4pVWhagalTp3Lr1i3D6/r165UWvxDmTOqaEFVD6poQFcukbX59fX1p2rSp0bSQkBB+/PFHAHx8fID8K8C+vr6GMrGxsYWuBhfQ6XTodLpKilgIUUDqmhBVQ+qaEBXLpFd+u3Tpwvnz542mXbhwgaCgIADq1q2Lj48PW7duNczPzs5m165ddO7cuUpjFUIIIYQQNZ9Jr/y+8sordO7cmblz5zJ8+HAOHDjAF198wRdffAHkN3eYMmUKc+fOpWHDhjRs2JC5c+diZ2fHyJEjTRm6EEIIIYSogUya/LZv357169czdepUZs+eTd26dVm8eDFPPvmkocwbb7xBRkYGkyZNIjExkY4dO/L777/j6OhowsiFEEIIIURNpFFKKVMHUZmSk5Nxdnbm1q1bODk5mTocISpEdTyuq2NMQpRXdTyuq2NMQpRXVR7XJn+8sRBCCCGEEFVFkl8hhBBCCGE2JPkVQgghhBBmQ5JfIYQQQghhNiT5FUIIIYQQZkOSXyGEEEIIYTYk+RVCCCGEEGZDkl8hhBBCCGE2JPkVQgghhBBmQ5JfIYQQQghhNiT5FUIIIYQQZkOSXyGEEEIIYTYk+RVCCCGEEGbDytQBCCFEdRYeHk58fHyZlvXw8KBOnToVHJEQQojykORXCCGKER4eTpOQEDLS08u0vK2dHefOnpUEWAghqhFJfoUQohjx8fFkpKfz5JsL8a5Tv1TLxoRf5pv5/yA+Pl6SXyGEqEYk+RVCiHvwrlOfgIbNTB2GEEKICiDJr6h2ytPGEqSdpahezp49W6bl5DgWQojKIcmvqFbK28YSpJ2lqB6Sb8YBMGrUqDItL8exEEJUDkl+RbVSnjaWIO0sRfWRkZoMwIDx02kc2rZUy8pxLIQQlUeSX1EtSRtLUVu4+wXJsSyEENVImR5yUa9ePRISEgpNT0pKol69euUOSgghhBBCiMpQpuT32rVr5OXlFZqelZXFjRs3yh2UEELUZHl6RSo6bOu1Iz7XhhuJGaRl5Zo6LCGEEJSy2cPPP/9s+Pu3337D2dnZ8D4vL49t27YRHBxcYcEJIURNoZTianwaZ6KSuZaQTh718HpsJqez4fSRCADc7a1p4OVAaIAzdtbS6kwIIUyhVGffhx9+GACNRsPo0aON5mm1WoKDg/noo48qLDghhKgJom9lsvNCLDHJWYZpluSRHnUFT/8gsLYjJTOXhLRsEq7e5FBYIq0CXbivrhtWlmW6ASeEEKKMSpX86vV6AOrWrcvBgwfx8PColKCEEKImUEpxODyRvZcTUAq0lhpa+DvTxMeJsAO/sXrVP+g76wtadepOZk4e1+LTOBaRRExyFofDErkcm0q/5j54OdmYeleEEMJslOm+29WrVys6DiGEqFH0esXvZ2M4H50CQCNvB7o19MRel39aDb+jvI3Wkia+TjT2ceRKfBo7zseSlJHD94cj6NvMm4ZejlW8B0JUf/LQI1EZytzobNu2bWzbto3Y2FjDFeECX331VbkDE0KI6ipPr9hyKppLcalYaKBHYy+a+zmh0WjuuaxGo6G+pwMBLrb8ejqasIR0fjkZTd+mihBfpyqIXoiaQR56JCpLmZLfWbNmMXv2bNq1a4evr2+JTvhCCFEbKKXYeT6WS3GpWGo09G/hQz1Ph1KvR6e1ZHCoHzvOx3IqMpmtZ2KwtNDQyFuuAAsB8tAjUXnKlPx+9tlnrFixgqeeeqqi4xFCiGrtaHgSpyLzn95W1sS3gIWFhl5NvAA4FZnM76djcLSRUSCEuJ089EhUtDKdZbOzs+ncuXNFxyKEENXajcQM/ryU3/6wW0OPciW+BTSa/AQ4IyePy3FpbDweRQ/Pcq9WmLnytpUFaS8raq8yJb/jxo1j9erVvPPOOxUWyLx585g2bRqTJ09m8eLFQP7txVmzZvHFF1+QmJhIx44dWbJkCc2ayS9AIUTVysjJY8vpaBTQxMeRVoEuFbZujUZD36Y+fH/4OvGp2RxIsAKNDIEmyqYi2sqCtJcVtVeZkt/MzEy++OIL/vjjD0JDQ9FqtUbzFy1aVKr1HTx4kC+++ILQ0FCj6QsWLGDRokWsWLGCRo0aMWfOHPr06cP58+dxdJR2cUKIqrPrfBypWbm42Grp2dirwvs6WFtZMDDUj9V/h5OQBc73PVah6xfmo7xtZUHay4rarUzJ74kTJ2jVqhUAp06dMppX2i+E1NRUnnzySb788kvmzJljmK6UYvHixUyfPp2hQ4cCsHLlSry9vVm9ejXjx48vS+hCCFFqsZkazsfmD2n2YHMfrK0q56qss62WHo09+f1MDM73j+RCQjZtKmVLwhxIW1khilam5HfHjh0VFsALL7zAgAEDeOCBB4yS36tXrxIdHU3fvn0N03Q6Hd27d2fv3r3FJr9ZWVlkZf3vKUvJyckVFqsQ4n/Mpq5ZWHH0Zv6pMjTAGZ9KfiBFEx9HzlyLJCLdksV/JzGkex621paVuk1RvZlNXSsDpRSJ6TnEp2aRlJFDTq4ejQbsra3Iy9SgsbLm7Nmz5dqGtH2ufUzarfjbb7/lyJEjHDx4sNC86OhoALy9vY2me3t7ExYWVuw6582bx6xZsyo2UCFEIeZS15w6PEJqrgZbrSWd67lX+vY0Gg2t3fK4Fn2TaDz5eNtF3urXpNK3K6ovc6lrJaWUIiYli3NRyVyOSyM1K7eYkloCJ69lyvd/k3p0AZnhJ8q0PWn7XPuUKfnt2bPnXZs3bN++/Z7ruH79OpMnT+b333/Hxqb4Kyl3bkcpdddtT506lVdffdXwPjk5mcDAwHvGI6qvnDw9McmZJKbnkJSeTXauHr0CG60FjjZavJ10eDnaYGkh401XJXOoa7FpuTh3fhzIH91Bp62aK7DWFnBz6zK8Hn2XL/dcYXBLP5r6yQMwzJU51LWSUEpxLSGdg9duEnUr0zDd0kKDl6MOFzstOitL9EqRlpXL9bgksq202De5H/sm9+Op0xPqmoeLtSrxNqXtc+1UpuS3oL1vgZycHI4dO8apU6cYPXp0idZx+PBhYmNjadu2rWFaXl4eu3fv5tNPP+X8+fNA/hVgX19fQ5nY2NhCV4Nvp9Pp0Ol0pdgbUR3l6uFCTAoXY1O5Fp9Grv7uJyudlQUNvBzw1UsCXFXMoa7952gyFlobPHR6GvtUbSfbjEsHuC/Ahv0RmUxdd4J1k7rIDzwzZQ517V5iUzLZfi6WmOT85h+WGg31vewJ8XEiwNUWK8vC7fAPbTvE918tpd3zHxCjdyAuy4IdMRZ0qu9O2zqu8oAuM1am5Pef//xnkdNnzpxJampqidbRu3dvTp48aTRt7NixNGnShDfffJN69erh4+PD1q1bad26NZA/vvCuXbuYP39+WcIWVaA8Y0tm5Oj5+dAVPB6eyqYbWvIiog3zHHRWuDtY42pnja3WEjSQmZNHYlo2MclZZOTkcToymdNo8Rz6NpEpudJRSJTLH2diOBiZhcrLpbWb3iRflONaO3E6PpfjEbdYufcaz9xft8pjEMKUNFobTiRacin8OgrQWmoI9XehdR0X7HV3T2E0QE7cVRpa3+LBVs3YfTGOy3Fp/HUpgaikTB5q7oO2iKRZ1H4V2uZ31KhRdOjQgQ8//PCeZR0dHWnevLnRNHt7e9zd3Q3Tp0yZwty5c2nYsCENGzZk7ty52NnZMXLkyIoMW1SQsowtqbG2xbZ+B+wbd8GmXlsstPbYN+5Cnsrv+d7Qy4GGXg54OuqKTT70ShGZlMHJiFtciE3BruF9TPktjmt5F5nYo4FcLROllpGdx8yNpwFIPrgep7pDTBKHm60lbz7UhLd/OsWirRfo38IXH+fK7XAnRHVxKDITv2eXcjElv7lRIy8HujXyvGfSWxQnWy0DWvhyOiqZnefjuBKfxo9HIhjSyj//goowKxWa/O7bt++u7XdL64033iAjI4NJkyYZHnLx+++/yxi/1VRJx5bM0UNUhgUR6RbEZGjQ87/k1Do3jbgDm+jVqyddOnUu0dU2C42GAFc7AlztCD5zkw1/ncS2Xls+/P0Cey7G88mI1nhVcg99Ubss2XGJiMQMPOwsCN/7LQw3TfILMLJDHX48EsHR8CRmbTzNslFt772QEDVYTHImszae5peTiVg5e2FnqejT3J9gD/tyrVej0dDczxk3O2s2nogkJjmL9UdvMLS1PzaSAJuVMiW/BePuFlBKERUVxaFDh8r11LedO3cavddoNMycOZOZM2eWeZ2i6hU1tmRWTh5X4tO4GJtKeEI6eep/bXhd7bQ09HKkgZcDYQd+Y/We/+LwQNcy3WZ21ELs9zP46Mc9/OdYKn9fvckjS/fy1Zj2Vd5mU9RMl+NS+Xz3ZQCeaeXM4ZyseyxRuSwsNLz/cAsGffonv56KZvu5GHo1Kb7fgxA1lV6v+ObvMBZsOU9KVi4WGkjc/yNDHh1U7sT3dn4utjzWNpAfDkcQl5LFhmORDG3jL00gzEiZkl9nZ2ej9xYWFjRu3JjZs2cbjcsrzFtOnp4rcWmcj0khLCGN2/usudlZ08A7v0mDu721IdENr6Bt9wi24+GurRi38hBX4tMYtmwvy0a15f6GHhW0BVEbKaV4d8MpcvIUPRt70tG/elwNaurnxDNdgvlyz1Xe3XCaTvU8ZOxfUe2Vpg9IWFIOyw7f4kJCDgAN3bQ86JbAPz5YjtVjgyo8Njd7a4a28efHwxFEJ2fy++kY+rfwkU5wZqJMye/y5csrOg5RiyRkaTh7JoZLsalk5+kN093trWnw/2143R0qv+dyPU8H1k3qzPOrDnPg2k2eWXGQZaPa0DtErpqJom08EcVflxLQWVkwa3Bz4sPOmTokgykPNGLziSgiEjNk7F9R7ZW0D4hGa4Nz5ydwav8wGksr9FnpJO1exR9Hf+EPlf/9UdKO9KXl4aBjYKgf645GcCkulf1XbtKpfuWP5S1Mr1xtfg8fPszZs2fRaDQ0bdrUMCqDOSrPKAdQ858go9cr/rqegc9TH7IzRgvkP4HIycaKJj5ONPZxxM3eusrjcrGz5r/jOvDK2mP8cjKaiV8fkQRYFOlWRg5zNp0B4IWeDajjbkd88c/TqXL2OitmDWnOc6sO8e89V3iktb805RHV1r36gCgFEekWnEiyJDMv/2qrn62eVn5W2DZ8BniGswd28evKj8nMzCy0fEXxd7XlgRBvfj8Tw4FrN/FzsSHIveKaWIjqqUzJb2xsLE888QQ7d+7ExcUFpRS3bt2iZ8+efPvtt3h6elZ0nNVaWUY5uFNNfoLMnotxzPvlHGeiktH5NcECRWNfJ5r5OuPnYmPy20g6K0s+fqI1Go6x+WQUE74+zJdPt6NHYy+TxiWql7mbzxKbkkU9D3ue71bP1OEUqU9Tb/o09WbrmRimrz/Jd+M7YSGjmYhqrKg+IDeSMth/OYEbSRlA/sg+3Rp5UM/DwahcTPjlKokxxNeJqFuZnLxxi99OxzCyQx0cbEz6AFxRycr0333ppZdITk7m9OnThISEAHDmzBlGjx7Nyy+/zJo1ayo0yOqupKMcFKc6PUGmNFewEzPy+PzwLQ5E5ncI0lkoYnav4cnHh9GgiU9lhllqWksLFj/RCoDNJ6OY+PUR1jx/H60CXUwalyi58txdudedlT0X41h76DoAHzwaWm16fp89e7bQtGF1FXsuaDgUlsiH6/7igXp2RS5b0+8midpFrxThN9M5HJZIRGJ+0mtloaF9sBtt6rgU+ZCKqtStoQdRtzKIT81my+lohrbxx0La/9ZaZUp+t2zZwh9//GFIfAGaNm3KkiVLzLrDW1G/cGuS0lzBtgvphlufCVjaOqHyckg5splb+75Dn5FM7uCHqiDa0tNaWvDPx1uRnJnDnovxPLPiID9M6EQ9T4d7LyxMqrx3V+52ZyUtK5e3fsx/4M7oTkF0qOtWrlgrQvLNOCB/7PSiOLZ/BLdez/LJngimjp6IPj2pUJmafDdJ1BIWVsRnagi7FM+56BRSs3LzJ2ugqa8T7eu64WSjNXGQ+awsLejfwpdvD1znRlIGR8OTaBvkauqwRCUpU/Kr1+vRagsfsFqtFr1eX8QSoiYoyRVsvYITiZZcTs2/Muai1dPOB5zr9udsoH2lt88qL2srCz4b1ZYRX+7nRMQtnv7qAOsmdpZxgKu58txdudedlfc2neFGUgb+Lra88VD16ESWkZrfZn7A+Ok0Di08rq9ewfZoPbdwpP0/VtHZM5fbL1JVp7tJovZQSpGYnsPNtCwSUrNJzcolIyeP9Ow8MnPyyMjOIy07j4jEdE6FxRM4eQ27YrVAIpD/GPoQHydaB7lUm6T3dq521nRr5MEfZ2PZdyWBuhU4vJqoXsqU/Pbq1YvJkyezZs0a/Pz8ALhx4wavvPIKvXv3rtAARdUr7gp2Rk4ev5yMIiI1/5ZVh2A3OtR1MzxBraraZ5WXvc6Kr8a0Z9iyvVxLSGfM8oN8P6FTmZ4aJKpWRd9d+eFwBN8evI5GAwuGhVa7Y8DdL6jY/R3ol8W3B68TnWlBvI0frevIVSpR8ZKz9Hzzdxh/nInhRMQtEtKyS7yshbUtOgtFkKcj9T0dqOdhb/LmDffS1NeJi7GphCWks/VMDJ2d772MqHnKdKb/9NNPGTJkCMHBwQQGBqLRaAgPD6dFixZ8/fXXFR2jqAZSM3NZdzSCxPQctJYaHmrmU6ObC3g46Fj1TEeGLvuLM1HJTP72GJ8/1VYehWxGjoYn8vZP+c0dpvRuRJcGNWsMaA8HHV0beLDzQhx/XUogwNUOT8fKH0JQmIesPHDtNY7nN8WQnRdjNM/FToubnTUONlbYai2xs7bE1toSG60ltlpLfJ1tICWWV8eN5MWZiwls5GuivSg9jUZD7yZefL0/nOjkTC5aVO9kXZRNmZLfwMBAjhw5wtatWzl37hxKKZo2bcoDDzxQ0fGJaiA5I4d1R29wKyMHB50VD7fyq5JxeitbHXc7Pn+qHSO+3M8fZ2NYsOUcU/vnt2Mv79B1IB2OqrPz0SmMWX6QzBw9PRp78lKvBqYOqUxCA5wJu5nO1fg0Np+M4vH2gdhWQGe9yuxcKKq/K/GpbI3S4tT+YbLz8q+GDmrpR+f67jT2cSxRh9AjR1LIiQ+nJvYZc7TR0rWRB9vOxnLmliWWTuY1gpU5KFXyu337dl588UX279+Pk5MTffr0oU+fPgDcunWLZs2a8dlnn9G1a9dKCVZUveSMHL4/HEFqVi7OtlqGtvbHybb6tdUqq7ZBriwcFpp/5Xf3Fep52tPJm3IPXQfS4ai62nspnhdWH+FWRg5t6riw9Mk2NXa4MI1GQ58Qb9YcDOdWRg6bTkTySGv/cq2zMjsXiupNKcWhsET2Xk4ANGTHh/He0NY80+8+kw9ZWdWa+TpxNiqZyKRM3Ho/b+pwRAUrVfK7ePFinnvuOZycnArNc3Z2Zvz48SxatEiS31oiMyePDcciSc3KxdVOy9DWAbVy7MMhrfy5EpfGx9suMn39Kd7p5lquoetAOhxVR+k5euZvOccXu6+Qp1e0DHBm+ZgO2FnX7GPa1tqSIS39+O5QBJFJmfxyMpqWtmVfX2V2LhTVl1KKPZfiORqeBEB9hzy2fziF1pP2m13iC/k/LHs19uKbv8Owa9SJAzcyadPG1FGJilKqs/7x48eZP39+sfP79u3Lhx9+WO6ghOnl5unZdCKKm+nZOOiseKS1f61MfAtMeaAhV+LT2Hg8koV7E7Fy9avxQ9eZE71ekZKVS55ekadXKKVQQK5eEZZqgXu/yUzYHEtqdn7bxaGt/Zk7tEW1Gc+3vNwddAwM9WXD8UiuxqeRbmOFxrocGTA1f+hGUTqHwxINiW+3hh54ZkWyPS/HtEGZmLuDjoZOei4kW/Lvo8k8/WBujf+xLPKV6r8YExNT5BBnhpVZWREXF1fuoIRpKQW/n4nhRlIG1pYWDGnlh2M1HJamImk0GhYOCyUiMZ2j4Ul4DZtBdp6poxJ3k52r51x0MmejUohLySJPqWJKWuEQ2ofUbEU9T3veeqgJfZp617qrWYFudgxp6cfPxyOJybTAd/RiriblIBerxL1cjEnhr8sJQH7i27qOKxEXI00cVfUQ4pTHmevxxOPNv7Zd4q1+1WM4RFE+perG6O/vz8mTJ4udf+LECXx9a06vTlG0k0mWXIxNxUIDA0N98agFndtKwkZryRdPtcPDzhKtmz/7463I0xeXUAlTuhqfxqp919hxPo7o5EzylMLSQoONlQV21pY46Kxw0FnhbKvFU6cn+dDPzOrhxu9TutG3mU+tS3wLBLrZ8WjbAGwtFVo3f/6xNZ5ZG08Tl5Jl6tBENXUrI4c/zsYC0CrQRYbMu4OVBdz843MA/r3nChdjUkwckagIpbry279/f95991369euHjY3xQwEyMjKYMWMGAwcOrNAARdVybDuIiyn5t4L7NPUm0K3oR6fWVp6OOqbf78rkjeHEYcf2c7E8EOJVa5OlmujvKwnsv3oTAGdbLS0DnKnrYY+zrbbI/1PExdMc2vYFLRaMr/ZjjFYEHycbevvk8N32Q9g17szyv67x9f4wHmzmQ99mPtxX100e6iIAyNMrtpyKJjtPj6+zDV1r2HB/VSXj0gHa+ek4FJnFOxtOseY58+sAWNuUKvl9++23WbduHY0aNeLFF1+kcePGaDQazp49y5IlS8jLy2P69OmVFauoZPsjMnDt/RwAneu708SncMdGcxDkoiXu5/l4PzaTM1HJuNhpaR9s+kfeCjh7y4Izt/IT31YBLnRp4G4WCW1p6Swh7qe5/HvzXjZd03M0PIlNJ6LYdCIKAC9HHc39nWnu50Qzf2ea+zvj71K+NsKi5jl2PYno5Ex0VhY81Mynxo56UhWebeXEydgE9l+5yc/HIxnSqnyjqgjTKlXy6+3tzd69e5k4cSJTp05F/X8bO41Gw4MPPsjSpUvx9vaulEBF5TocdpPFfyeh0VhQzyGPdmb+TPPMK4dp5ZrHsUQr9l5OwMVWS0NvR1OHZdbsQrpx5lb+Kev+Bh60NfNjtCRa++h4tn8bTkQk8cvJaHaej+VCTAqxKVlsPxfL9nOxhrL1POx5qLkPLe2lsbs5SM7IYf+Vgna+nrVqCMvK4O1gxYs9G/DR1gu8v/ksvZp41fq+MLVZqbstBgUF8csvv5CYmMilS5dQStGwYUNcXeWLqKa6HJfKsysPkZ0H6Rf/pmWv1nJLB6jvqAcHF45dT+K3MzE42mjxcZbbxaYQnZqL+4MvAtAuyFUS31IKDXAhNMCFt/o1IT07l7NRyZyMuMXpyGRORyZzISaFK/FpLN15GUsNuD30ElmSA9dqOy/EkatXBLjYEuIrP+xL4vnu9fjxSATXEtL559aLvDuoqalDEmVU5jE7XF1dad++fUXGIkwgLiWLMcsPkJSeQ0M3Lds2LsCi9xpTh1VtdG3oQVJ6NtcS0vn5eCRPtA+UKyRVTK9X/HN/EhY6Ozx0ejrVczd1SDWanbUVbYPcaBv0v6Y8KZk57Dwfx5oD4ey9nIBjywfZGqWw8Eijroe9CaMVlSEiMf+pgBYa6NlE+jSUlM7KkllDmjP6qwOs3HeNx9oFEOJrns0DazppLGfGUjJzGLP8ANdvZhDkbsfU+11ROdIr/HYWGg39mvvi4WBNRk4ePx+PJCtXLolVpR8OR3DxZg76rHTau+dKu8RK4GijZVBLP1Y/dx/v93InOz6MLL2GjccjOX49ydThiQqklOLPS/mPrm7u74ybvbWJI6pZujfypF9zH/L0inc3nDI0/xQ1iyS/ZiozJ4/nVh3idGQy7vbWrBjbAReb2jHgf0WztrJgcEs/7K0tSUjL5peT0ehlCLQqcSsjh/lbzgGQ9Nca7GR8+UoX4mFN1PLJBNvnoci/PX44LNHUYYkKcjkujZjkLLSWGjpIR94yeWdgU+ysLTl4LZEfj9wwdTiiDCT5NUM5eXomf3uU/Vdu4qCzYuUzHeTW5j0UXBmzstAQfjOdnRfi5Bd/FVi68xIJadn4O1qScnijqcMxH/pc2rjlcV+9/OToz0vxnI68ZeKgRHnp9Yq9l/Ov+rYOdMVeJ78my8LPxZaXezcEYN4vZ7mVbt5PwquJ5Mg3M5k5eby4+gh/nI3F2tKCL55uS3N/Z1OHVeHOnj1b4ct6O9nwUHMfNp2I4uSNW7jYaWkjA8JXmoTULFbtDQPg6ZZO7NXnlmt9ZTkmynMc1XQaDXSs6052rp4j4UlsPxeLm701vs4yJFpNdTY6mcT0HGy1lrQJcinZMmWsA7W97jzTpS4/HI7gUmwqH209z+whzU0dkigFSX5NKCUzh7jULK6nWODYZiBbr6ST6RRPIx/HSnmqWnp2LuP/e5g9F+PRWVnw2VNt6Vy/dg1qnnwz//Hao0aNKve6UlNTC02r7+lA1wYe7LkUz56L8Tjbaqnv6VDubYnC/v3nVTJy8mjh70w737LXh4o4Joo6FszF/Q08SM7M5VJsKr+eimZEhzrYaqWJVE2jV4pD/998pW2QKzqru/8PK+pcWlvrjrWVBbOHNGPkl3/z9f4whrcLrJUXkmorSX6rWHp2LqcikzkXlf8LPJ8Vbn0msOzQLZYd+huAJj6OdGvkyUPNfWgd6FLu3rjXb6Yz/r+HOROVjJ21Jf8Z3Z5O9Wtfr/mM1GQABoyfTuPQtmVax9kDu/h15cdkZmYWOb91HRcSM7I5dSOZLaeiGdY2AG95YlaFSkzLZtXeawBM7t0QTWbZ29WV55i417FQ3VXE1W6NRsMDIV7EpWRxKyOH7WdjGRAqj7GvaS7HppKUnoPOyoIWJUjSynsurel1pyQ61/dgcEs/fj4eyZs/nuCnF7qgraSH7oSHhxMfH1+udWRlZaHTlf1CgoeHB3Xq1ClXDNWFJL9VJDcv/9bhwWs3yf3/zlIawN3BGm1eJpeO/EnXnn1IzLXianwa56JTOBedwhe7r1DPw56hbfx5pE1AqZ/CpJRi44ko3t1wiqT0HNztrfni6Xa1fpxUd78gAho2K9OyMeGX7zpfo9HQo5EXyRm5hN9MZ+PxSB5vHygDnleg1QfCScvOo6mvE71DvDh6tPydSspyTNzrWKiuKvpqt87Kkv4tfFh78DqX4lK5GJtCQy8ZG7amUEpx8P+v+rYMdMHaquQJWlnPpTW17pTW2wND2H0xjtORySzZcYkpDzSq8G2Eh4fTJCSEjPT0Ui2nsbbFwsYRfWYKKjuD/Kyj7H1VbO3sOHf2bK1IgCX5rQLxqVn8cjLKcKXXy1FHy0AX6nvYo9NaEnHxNPt/XsDbMx6nTZs2JKRm8dflBLafjeG30zFciU/jw98v8OHvF+hY142hbfzp18IXp3skW0fDE/nnHxfZfSH/izA0wJnPRrXFTx5jWm6WFhr6t/Dh+0MRJKRl8/PxSB5rG1iqLxVRtOxcPSv//6rvc93qyhikZVAZV7u9HG1oG+TKwWuJ7DwfR6CrHTbS/KFGCL+ZTlxKFlYWGloFupg6nFrFy9GG2UOa8/Kao3y6/RIPhHhXePOH+Ph4MtLTefLNhXjXqV9sOaUgNlNDeJoFsVkWZOb979xpmZdF0qmdhNbzp02z0ifoMeGX+Wb+P4iPj5fkV9zb+egUtp6NIU+vsLe2pGtDTxp5O9z1C93dQcfgln4MbulHalYuv56M4scjEey/cpO/r+a/3v7pFK0CXbivnjshvk54O+lQKj/RPhOVwtYzMZyNyv8C1FpqeKlXQyZ0ry/JWQXSWVkyuKUfaw9dJz41m19PRTEo1E/GoS2nX05GEZuShZejjgEt/EwdTo1W0Ve7O9R143JsGjfTs/n76k26N/Isb4iiChy6ln/Vt7m/s7TXrgSDQn359WQUv56K5vXvj/PTC10q5Yehd536RdZnpRRX49PYezmBhLRso3mWFhry9Io8Sx2OLR/kKkC6Pd0aeuBiZ75jPEvyW4kOhyUaBhMPcrejb1Nv7KxL95E76Kx4rF0gj7UL5EZSBhuO3WD9kRtcjE3l4LVEDl4rfvxNKwsNj7T254WeDQiWocwqhZOtlkGhfoZHXu66GEcPSQjK5au/rgLwdKcg+bFWzVhZWNCtkQc/HYvkREQSoQHOuJrxF2hNEJuSSURSBhYaaFPHxdTh1EoajYb3Hm7Ogas3ORedwuxNZ5j7SIsq2XZaVi5bz8YQlpDfJMLa0oIQX0fqezrg7WSDtZUF2bl69uzazv4T53EI7cPV+DRuJGbQt5m32XbYNuk3y7x582jfvj2Ojo54eXnx8MMPc/78eaMySilmzpyJn58ftra29OjRg9OnT5so4pI7cPWmIfFtHejCkJZ+pU587+TvYsukHg34/ZVu7PpHD+Y/2oKhbfxpG+RKHTc7gt3tCA1wZmgbfxY8GsrB6Q+w8LGWkvhWMh9nGx5s5gPAiYhbHJMnYpXZqRu3OBFxC2tLC0Z2DDJ1OKIIQe72BLvboVfw58XydcARla/gfNTAy0H6JVQiDwcdix5vhUYDq/8OZ/3RiErfZlhCGt/8HU5YQjqWGg3tglx55v5gejT2ItDNznDxwNrKAhfSSfj1X7S3icPP2YbsPD2bTkRxJNw8H2Bj0iu/u3bt4oUXXqB9+/bk5uYyffp0+vbty5kzZ7C3z0/YFixYwKJFi1ixYgWNGjVizpw59OnTh/Pnz+PoWD07XBwJT2TflQQAOtd3p30FP0VHo9EQ5G5PkLs9j7ev+W1vaoMGXg7c38CDPy/Fs/tiPJ08pOlDWaw5EA7Ag8195LGr1VjXhp6E3wzjSnwa12+mE+hmZ+qQRBEy8+BCdH7HRWnrW/m6N/Lk5V4N+XjbRaatO0VTX2ca+1R8npKnV+y7nMDh/09c3R2s6dfMB/cSDJFqZ5HL0DYB7LkYx/GIW+y5GE+eXlV4nlLdmTT53bJli9H75cuX4+XlxeHDh+nWrRtKKRYvXsz06dMZOnQoACtXrsTb25vVq1czfvx4U4R9VxdjUtjz/1dD7qvnZnYHlDlrU8eFpPRsTkUmcyDBCq1XPVOHVKOkZ+ey4VgkACPaB5o4GnE3bvbWtPB3zv/yvBTPiPaB0jGxGrqaakGeUvg42cjDScqppMMG3u+q2OltzfGYbEZ98RfzervTKNC7wjqJJaVns+V0NDHJWQCE+jvTtaEHVqUYYs3SQkP3Rp7YaC35++pN9l5OwNbakuZ+5jNOcbVq83vrVv7jM93c8hPGq1evEh0dTd++fQ1ldDod3bt3Z+/evdUu+b2ZpWH3mRgAWgW40LFu7RtHVxRPo9HQo7EXyZn5Q6B5DZtBfHqeqcOqMTadiCI1K5cgdzvuqyd1p7rrWNedM1HJxKVkcSU+zWzbDlZbllZcScnvdCVXfcuuLMMGWtg64TNqIXH48/S/93Prp9mcPX643Anw9TQLjh24TnaeHp2VBQ+EeNPAq2z1TqPRcF89d/RKcfBaIjvOxeJko6WOmdzFqTbJr1KKV199lfvvv5/mzfMfExgdHQ2At7e3UVlvb2/CwsKKXE9WVhZZWVmG98nJyZUUsTFLRw/2xlmRp1cEu9vRtVHtenKaKJmCIdC+2XuJFEd35v55k/s75Ja7vXd1VNF17dv/b/LwePtAGTGjBrC1tqRVoAsHryWy/0oC9aRvQaUpS12zb9KVTL0Ge51lmRMkUfZhA1NzYWe0Au96OD/8DpcjYsqc/KZl63Hv/woHEqwAPX7ONjzY3Oeew52WRKd67iRn5HI+JoVfT0YxsmMds2gbXm2+kV988UVOnDjBn3/+WWjenbfTlFLF3mKbN28es2bNqpQYi5OTp/Ac8hZZek1+25vmvljILUCzpbOypItnLpsvpnENV9744QSfjGhd624LV2RduxCTwpHwJKwsNAxrG1Ah6xSVr00dV45fv0V8ajaX49KQ5xxWjtLWNaUUjm0HAxDq74Kl/Jgst7IMG+gekMWPh8LAuz7Ttiewsn4KjbxL1wZ476V4Xvk9DocWvQFFh2B3OtZ1q7ALBBqNhgeaepGYnk1sSha/norm0TYBtf6YqRbJ70svvcTPP//M7t27CQj43xefj09+D/ro6Gh8ff/3OM3Y2NhCV4MLTJ06lVdffdXwPjk5mcDAym0/+N8TKej8m6DVKAaF+pV5eKayPIr0drXp0YM1nb0VxK2fh/9TC9h0IorQAGee71b84OQ1UVnqWnGP6PzP0fwmT219rYm4eIY7+0mXt26IymGjzb/6e+DaTfZfTaB77X5wpMmUtq6dS8hB59sQC42iub9TVYQoiuDpqKO7dw6/nE8iCi+GfPoXU/s3YWSHOvdsoxuRmM78LefZeDy/H0ROYhR9mnjQsn7FNwmzsrCgX3Mf1hy4TtStTPZfSaBLg9p999qkya9Sipdeeon169ezc+dO6tatazS/bt26+Pj4sHXrVlq3bg1AdnY2u3btYv78+UWuU6fTlevZ1aX168koNl1MA6Cdey7OtqW/XVARjyKF2vXowdog68YZnmntxJdHkvng13OE+DrRtWHtGQO4tHWt2Ed0WmoJeGEllrZO/Lz4Lb57+XCx67j9kbuiemhdx4Vj15NISM3mhk3tvlpkKqWta5sv5H8n1bHT18omVzWJoxaiVkxhwPs/cCImm3c3nOab/eGM6RJM/xa+RjlDdq6efVcSWHckgk0nosjTKzQa6FvPji9feAn3xasrLU4XO2seCPHil1PRHApLpI6bXa0excWkteKFF15g9erVbNiwAUdHR0MbX2dnZ2xtbdFoNEyZMoW5c+fSsGFDGjZsyNy5c7Gzs2PkyJGmDB2AyKQM3vjxBAC3/v4Rv8cGlWk95XkUaYGCRw/u2bOHkJCQMq1Drq5VvIfq25GkceL7wxG8tOYoG1+8v1afUO6muEd0hqdZcDDBCjtLxcRXp1NU65DiHrkrTO/2q79nb1kCkgCb0o2kDPbfyK8nDRz1Jo5GAOgzknmnqxtnst1ZtPUC52NSmLruJFPXnSTY3Q4nWy0Z2XlcS0gjJ08Zlru/gQdv9WtCdsxlvsip/HNfQ29Hmiemc+pGMn+cjeHJjrX3QUMmTX6XLVsGQI8ePYymL1++nDFjxgDwxhtvkJGRwaRJk0hMTKRjx478/vvvJh/jV69XvP79cVIyc2nopuWP3augjMlvgbK0KSpQUVePQa6uVaSCJ/+cj0nhRMQtnv/vYdZN7Iyttfk+YvTOR3T+fTgCyKBFHXcCixnl4W6P3BWm17qOC8cikkjOAbvGnU0djtnrGWzLxj9241ynpalDEf/P0kLD6M7BDG7px/eHr/PdoQguxaZyLcH4Tpino44+Tb0Z0b4OLQLyhx47ElN1cXZt4ElYQjrJmbnsvRxPj8ZeVbfxKmTyZg/3otFomDlzJjNnzqz8gErhq7+u5o+Np7VkckcX/tCbdkirirh6LFfXKl7B1fQXW+l4Pc6Cs1HJPP/vnUzp6HLPDnDm0IY7MT2biKQMNEAzP2mbWFMZrv5evYlz5yfQl+DcLiqHv4stL7R34asJs6DnOlOHI+7gam/N893q83y3+txMy+ZcdDJZOXqsLDXU9bDHz9nWpKPdWP//EGrrj97geMQtGng5EOBa++5WSmOgMjgfncKC3/Ifwzx9QAh+1gkmjuh/ynP1WK6uVZyirsTrApvj/fgc9oRn8tOX75B67Ne7rsMc2nCfjsz/0RbkbmcWw+vUZq0DXThyLQG86nLgRhbtyvYbXAiz4WZvTef61a9jWR03O5r7OXEqMpk/zsbyZMfa9x0kyW8pZeXmMWXtMbJz9fRs7MmTHetw9Gj1SX5F9VDclfgLyXAyCTwfnMRjo5/H1broK2QFbbjj4+NrbfKbp1ecjcr/nJr7m8+ThWorG60lDRz1nEu25PszKUwcVPyQlEKI6u3+hh5cS0jnVkYOey8nUL+WVWVJfkvpn1svcjYqGVc7LfOHhcrJXdzVnVfi/ZUi7UQUV+LTOHzLjhEdAtFZmWf736vxaaRn52FnbUmwuzwgoTZo4JjHmbgsribZ8cfZWPo0LXpISiFE9aazsqR3iBcbjkVy7HoSrt61K9epnd34KsmBqzf5fHd+04B5Q1vg5ShDuovS0Wg09GnqjaONFbcycth2NrZEbd9ro9OR+WP7NvV1qvUDqpsLnSWkHNkMwL+2XTTbY1uI2iDY3Z4mPvmDCxy+aQkWted6qSS/JZSSmcOr3x1DKRjWNoCHmvveeyEhimCjtaR/c18sNHAxNpUTN26ZOqQql5KZQ9j/93JuKh3dapXkg+vRWWo4eeMWO87HmjocIUQ5dGvkia3WkuQcC5w7PWbqcCpM7UnjK9mcTWeJSMzA38WWGYOamjocUcP5ONvQpYEHey7Gs+dCPL5ONng5mc+dhDORySggwMUWVztrU4cjKpA+I5l+Dez46XwaH2+7RM/GXtI8TJi98oyjb8ox+G21lnRv5MmW09E4dxpO+K0c2pgsmoojyW8J/HEmhrWHrqPRwEfDW0qvdFEhWge6cCMxgyvxafxyKtps2v8qBaf/v6NbM3n0aq00uLE9W65kcPx6ErsuxNXasUKFuJfaMAZ/I28Hjl3WE52pZemhWwzqrmp8UzVJfu8hITWLt9blP8Vt3P11ua+YQfiFKK2C9r+rD4RzKyOHP87G0r+5T62/ShaTqSElMxedlQUNPB1MHY6oBC42ljzZMYj//HmVj7ddpHsjz1p/XAtRlNowBr9Go6G1Wy6br+ZyIcGOVfuuMbZLXZPEUlEk+b0LpRTT1p8kPjWbRt4OvNa3salDErVMQfvf7w9f51JsKidv3CI0wMXUYVWqyyn5V7dDfJ2wspRuB7XV+O71+Hp/GEfDk9hxPpZeTWTkB2G+avoY/HZWkLhzOe4PvsDC387Tp6l3jX74hXzz3MX6ozf47XQMWksNi4a3wkZb+29Ji6pX0P4XYPfFeOJSskwcUeWxcvEhOjP/CmBogIztW5t5OdowpnMwAPN/PU+eXkZ+EKImSz22haYe1qRn5zFt/akaPZqLJL/FuJGUwYwNpwGY8kAjGYRfVKrWgS7U9bAnT6/45WQUOXpTR1Q5HNsMBDQEudtJRzczMKlHA5xsrDgfk8K6IxGmDkcIUS6Kie2csbayYPeFONYfvWHqgMpMkt8i5OkVr393nJSsXFrXcWF8t3qmDknUchqNhr5NvXHQWZGUkcPRm7XvLkNGjh6H0D4AtAp0MW0woko422l5oWcDABZtvUBmTp6JIxJClIe/kxWTezcEYPamM8Sn1sw7lZL8FmHpjkvsu5KAnbUli4a3knaJokrYaC3p19wHjQaup1saEsXaYmdYBhY6exysFEFuNbetmCid0Z2D8XO2IepWJl/9ddXU4Qghyun5bvUI8XUiKT2HWRvPmDqcMpEOb0B4eDjx8fEAnInL5p87EwB4tpUDieHnSQy/+/KmHINP1C5+LrZ0qufO3ssJuD4wnrBaMqaiUopfLqYBUN8xT3r+mxEbrSWvP9iYV787zifbLjGklT/+LramDksIUUZaSwvmP9qCh5f8xcbjkfRt6s2gln6mDqtUzD75DQ8Pp0lICBnp6VjYOOI79l9YOXmSenIbr8//Z6nWZaox+ETt0i7Ilcs34rgeE4nWItDU4VSIWxk5eNlbcT0+mSB7GSfb3Dzcyp81B8I5eC2R2RtP8/lT7UwdkhCiHEIDXHihZwM+2X6JaetO0irQhcAadEfP7JPf+Ph4MtLTGfnmQq7YNiYqwwIHK8WQfl2xGtC1ROsw9Rh8onbRaDR0cM/lwJzX8Htpv6nDqRAudta8082N9l2Gov1opanDEVXMwkLDnIdbMOBfe/jtdAzbz8XI0GdC1HCTezfkr0vxHAlPYsraY6x9/r4a00zU7JPfAknODYm6ZYGlhYbBberg6agr8bLVYQw+UbtYWwJ5OaYOo8LpM1NMHYIwkcY+jjx7f10+332FdzecpmNdd+x18hUkRE1lZWnBx0+0pv/HezgclsiirRd446Empg6rRGpGil7JbOq14/St/N713Rt5lirxFUIIUTIv926Iv4stEYkZzNksfSWEqOkC3eyYO7QFAEt3XuaXk1EmjqhkzD75jUzJxXPQ64CG5v5OtJDxfIUQolLY66xY+FgoGg2sORDOH2diTB2SEKKcBrX0Y9z9+Y87fv3745yLTjZxRPdm1slvdq6eD/5KxMLGAXednh6NvEwdkhBC1Gqd63v874vyh+Ncv5lu4oiEEOX1Vr8mdGngTnp2Hs+tOlTtn1Rq1g2urK0sGBbiwMJfz3BfCw8sLWT4JSGEKK97Df/4gJdih5uWSzdzePqLPczt5YHOSoOHhwd16tSpoiiFEBXFytKCT0e0YciSvwi/mc6Y5Qf49vn7cLSpnqP7mHXyC9AtyJZX/jMRm0++N3UoQghRoyXfjANg1KhR9yxr6eiB7+jFXMWFIfPWEbfhA2xtbTh39qwkwELUQK721qx8pgPDlu3ldGQyz606xIqxHbDRVr8nlpp98guAXh65KYQQ5ZWRmt/Wb8D46TQObXvP8nGZGv6MVdg17kyHN1ZyYP5TxMfHS/IrRDVVkod6vdXZiXd3JLD/yk1GLNnBG51d0Vnl31mvLnd3JPkVQghRodz9ggho2Oye5QIAx9hUNp+MIgZX3B56iTy9qvwAhRClUpq7OgC6wBZ4PTaDo9HwyMd/EPvDbFR2OrZ2dtXi7o4kv0IIIUymgZcDfZp6s/VMNI4tH+SjfUn8p0WujAEsRDVS2rs6APFZGvbGKghsTugb39Iw5zI/zH+lWtzdkbOLEEIIk2rq60RybAT7Y2D/DXh02V6WPNmG+p4Opg5NCHGbkt7Vgfw7O/4pWaw/eoOkHDhp0QBrv8aVG2AJmfVQZ0IIIaqHADtFzJppuNhYcC46hf4f7+Hfe66Qk6c3dWhCiDLydNTxePtA3B2sydRr8Hr0XTJzTV+nJfkVQghRLWTdOMvCBzzo2tCDrFw9czafpe8/d/PrySiUkrbAQtREzrZahrcNxN9WT8IvH2NjZfrU0/QRCCGEEP/P3c6SVc90YN7QFrjbW3M1Po2J3xyh7z93s2rfNVIyc0wdohCilKytLLjPM5eMywdMHQogya8QQohqRqPRMKJDHXa90ZOXezfEztqSi7GpvLvhNO3m/MFzqw7x4+EIYpMzTR2qEKIGkg5vQgghqo07xxHt4Q7t+3uwKyyDLZfTiUjOZeuZGLaeiQHA18GSpp7WtK7jRqemQTT2ccRBRooQQtxFjThDLF26lIULFxIVFUWzZs1YvHgxXbt2NXVYQgghKkhJxxHVetbFrlEnbBt0wNq7HlGpEJWawbarN2DXDQD8XWxp4OVAoJstga52BLrZEeBqi7+LLa521ljIo+yFMGvVPvldu3YtU6ZMYenSpXTp0oXPP/+cfv36cebMGZOPEyeEEKJilGUc0Wx9LglZGsLjbnHxShhejVqTkmvBjaQMbiRlFLmMlQW42FjiZmuBm40lrrYWBLo78sbgNlhZSktAIcxBtU9+Fy1axLPPPsu4ceMAWLx4Mb/99hvLli1j3rx5Jo5OCCFERSrNOKIA9QD7v3fy1/cziAUsbBzRegahdfXDytkbKxdvLJ298/92cCNXD/HpecSn5wH5nefUuSSebONJUFBQpeyTEKJ6qdbJb3Z2NocPH+att94ymt63b1/27t1b5DJZWVlkZWUZ3t+6dQuA5OTkIsunpqYCEHHxNFkZ6WWKMyb8MgDR1y5w2d6uypevLuuQGCpuHXERV4H847OoY7dgmimHf6rKulaez9PcljXltk217LUzRwFo3+9xAuo2LKLELVC30KdoyMGKHI2WHKzI1mhJzcgi7PxJwga74+rqWmhJc6trBWrDuVhiqLh1VEQM1ep7TVVjN27cUID666+/jKa///77qlGjRkUuM2PGDAXIS15m8bp+/XpVVEWpa/Iy+5fUNXnJq2peVVHXNEpV35HDIyMj8ff3Z+/evXTq1Mkw/f333+e///0v586dK7TMnb+Q9Xo9N2/exN3dHY2mcCeH5ORkAgMDuX79Ok5OTpWzI2ZCPsuKc6/PUilFSkoKfn5+WFiYpp2i1DXTkc+y4khdE3cjn2XFqU51rVo3e/Dw8MDS0pLo6Gij6bGxsXh7exe5jE6nQ6fTGU1zcXG557acnJzkwK4g8llWnLt9ls7OzlUcjTGpa6Ynn2XFkbom7kY+y4pTHepate7aam1tTdu2bdm6davR9K1bt9K5c2cTRSWEEEIIIWqqan3lF+DVV1/lqaeeol27dnTq1IkvvviC8PBwJkyYYOrQhBBCCCFEDVPtk9/HH3+chIQEZs+eTVRUFM2bN+eXX36psCFpdDodM2bMKHRLSZSefJYVpzZ+lrVxn0xFPsuKUxs/y9q4T6Yin2XFqU6fZbXu8CaEEEIIIURFqtZtfoUQQgghhKhIkvwKIYQQQgizIcmvEEIIIYQwG5L8CiGEEEIIsyHJrxBCCCGEMBuS/JrYtWvX0Gg0rFixolLWv2LFCjQaDdeuXauU9a9evZrFixcXOU+j0TBz5sxK2W5l27lzJxqNhp07d5o6lFohODiYMWPGlHq5gvrx4YcfVlgslV3narObN2/yxBNP4OXlhUaj4eGHH66ybRecyw4dOnTPsj169KB58+ZVEFX1Isd2yWk0Gl588cUq3+6YMWMIDg6u8u2WR1nP3yURGRnJzJkzOXbsWKF5M2fOLPLx3RWh2o/zW9v5+vqyb98+6tevb+pQymT16tWcOnWKKVOmFJq3b98+AgICqj6oCtCmTRv27dtH06ZNTR2KENXGe++9x/r16/nqq6+oX78+bm5upg5J3Kamf5+Yg3feeYfJkyebOoxqIzIyklmzZhEcHEyrVq2M5o0bN46HHnqoUrYrya+J6XQ67rvvPlOHUSmqcr8yMjKwtbWtsPU5OTnV2v+LqHrp6enY2dmZOoxyO3XqFPXr1+fJJ58s97pqw2dS0eed8qrN3ye1hfwwKbmAgIBKu4AmzR5KqeAy/NGjRxk6dChOTk44OzszatQo4uLiDOWCg4MZOHAg69evJzQ0FBsbG+rVq8e//vUvo/WV5TZVwTILFizg/fffp06dOtjY2NCuXTu2bdt2z+W3bt3KkCFDCAgIwMbGhgYNGjB+/Hji4+ONysXFxfH8888TGBiITqfD09OTLl268McffwD5txY3b95MWFgYGo3G8CpQVLOHGzduGNZpbW2Nn58fw4YNIyYmpsT7X/DZrlu3jtatW2NjY8OsWbMAiI6OZvz48QQEBGBtbU3dunWZNWsWubm5RutYtmwZLVu2xMHBAUdHR5o0acK0adMM84tq9jBmzBgcHBy4dOkS/fv3x8HBgcDAQF577TWysrJKtf7aZMOGDYSGhqLT6ahXrx4ff/xxiW5XhYeHM2rUKLy8vNDpdISEhPDRRx+h1+sLldXr9fc81i9dusTYsWNp2LAhdnZ2+Pv7M2jQIE6ePFnufSxNnSvY9yNHjjBs2DBcXV0NX3iZmZlMnTqVunXrYm1tjb+/Py+88AJJSUmFtrl69Wo6deqEg4MDDg4OtGrViv/85z9GZf744w969+6Nk5MTdnZ2dOnSpUTngDvdvHmTSZMm4e/vj7W1NfXq1WP69OmG47pg///44w/Onj1rqOslbRZU0Axh9+7ddO7cGTs7O5555hmg+OZRxd1qTUxMZOzYsbi5uWFvb8+gQYO4cuVKkdvds2cP9913H7a2tvj7+/POO++Ql5dnVCY7O5s5c+bQpEkTw3lu7NixRufzgniKO++UVXX6Pvnwww9ZtGgRdevWxcHBgU6dOrF///5C5X/++Wc6deqEnZ0djo6O9OnTh3379hW5X6dPn2bEiBE4Ozvj7e3NM888w61bt4zKFjQ/+Pzzz2nUqBE6nY6mTZvy7bffGpWLi4tj0qRJNG3aFAcHB7y8vOjVqxd79uwpFGNWVhazZ88mJCQEGxsb3N3d6dmzJ3v37i32c1BKMW3aNLRaLV9++SVQunPK6dOn6du3L3Z2dnh6evLCCy+wefPmIr9H7mz2UPAZ/Pe//yUkJAQ7OztatmzJpk2bCm2nrOfbOxV8n50+fZrevXtjb2+Pp6cnL774Iunp6XddNjMzk9dee41WrVrh7OyMm5sbnTp1YsOGDYXKfv/993Ts2BFnZ2fs7OyoV6+eoe7v3LmT9u3bAzB27FjDeaXgfFDcfpXk3HgvcuW3jB555BGGDx/OhAkTOH36NO+88w5nzpzh77//RqvVAnDs2DGmTJnCzJkz8fHx4ZtvvmHy5MlkZ2fz+uuvlzuGTz/9lKCgIBYvXoxer2fBggX069ePXbt20alTp2KXu3z5Mp06dWLcuHE4Oztz7do1Fi1axP3338/JkycN8T/11FMcOXKE999/n0aNGpGUlMSRI0dISEgAYOnSpTz//PNcvnyZ9evX3zPeGzdu0L59e3Jycpg2bRqhoaEkJCTw22+/kZiYiLe3d4n3/ciRI5w9e5a3336bunXrYm9vT3R0NB06dMDCwoJ3332X+vXrs2/fPubMmcO1a9dYvnw5AN9++y2TJk3ipZde4sMPP8TCwoJLly5x5syZe243JyeHwYMH8+yzz/Laa6+xe/du3nvvPZydnXn33XfLvf6aZsuWLQwdOpRu3bqxdu1acnNz+fDDD+/5YyYuLo7OnTuTnZ3Ne++9R3BwMJs2beL111/n8uXLLF261Kh8SY71yMhI3N3d+eCDD/D09OTmzZusXLmSjh07cvToURo3blzu/S1NnRs6dChPPPEEEyZMIC0tDaUUDz/8MNu2bWPq1Kl07dqVEydOMGPGDPbt28e+ffsMj/189913ee+99xg6dCivvfYazs7OnDp1irCwMMP6v/76a55++mmGDBnCypUr0Wq1fP755zz44IP89ttv9O7du0T7lJmZSc+ePbl8+TKzZs0iNDSUPXv2MG/ePI4dO8bmzZsNt9MnTZrErVu3+OabbwBK1SwoKiqKUaNG8cYbbzB37lwsLMp27eXZZ5+lT58+rF69muvXr/P222/To0cPTpw4gYuLi6FcdHQ0TzzxBG+99RazZ89m8+bNzJkzh8TERD799FMg/0fVkCFD2LNnD2+88QadO3cmLCyMGTNm0KNHDw4dOmR0Zbeo805FqA7fJ0uWLKFJkyaGPhzvvPMO/fv35+rVqzg7OwP5SceTTz5J3759WbNmDVlZWSxYsIAePXqwbds27r//fqN1Pvroozz++OM8++yznDx5kqlTpwLw1VdfGZX7+eef2bFjB7Nnz8be3p6lS5cyYsQIrKysGDZsGJD/Aw1gxowZ+Pj4kJqayvr16w3b7tGjBwC5ubn069ePPXv2MGXKFHr16kVubi779+8nPDyczp07F9r3rKwsxowZw+bNm9m4caPhVntJzylRUVF0794de3t7li1bhpeXF2vWrClVm+LNmzdz8OBBZs+ejYODAwsWLOCRRx7h/Pnz1KtXDyj7+bY4OTk59O/fn/Hjx/PWW2+xd+9e5syZQ1hYGBs3bix2uaysLG7evMnrr7+Ov78/2dnZ/PHHHwwdOpTly5fz9NNPA/lNHx9//HEef/xxZs6ciY2NDWFhYWzfvh3Ib164fPlyxo4dy9tvv82AAQMA7nq1tyTnxhJRolRmzJihAPXKK68YTf/mm28UoL7++mullFJBQUFKo9GoY8eOGZXr06ePcnJyUmlpaUoppa5evaoAtXz58hLHULCMn5+fysjIMExPTk5Wbm5u6oEHHjBMW758uQLU1atXi1yXXq9XOTk5KiwsTAFqw4YNhnkODg5qypQpd41lwIABKigoqMh5gJoxY4bh/TPPPKO0Wq06c+bMvXfyLoKCgpSlpaU6f/680fTx48crBwcHFRYWZjT9ww8/VIA6ffq0UkqpF198Ubm4uNx1Gzt27FCA2rFjh2Ha6NGjFaC+++47o7L9+/dXjRs3Nrwvyfpri/bt26vAwECVlZVlmJaSkqLc3d3V7aeXoKAgNXr0aMP7t956SwHq77//NlrfxIkTlUajMfxvS3Os3yk3N1dlZ2erhg0bGtXXyq5zBeeId99912gdW7ZsUYBasGCB0fS1a9cqQH3xxRdKKaWuXLmiLC0t1ZNPPllsPGlpacrNzU0NGjTIaHpeXp5q2bKl6tChQ4n37bPPPivyuJ4/f74C1O+//26Y1r17d9WsWbMSr/v25QC1bdu2QvPuPE8UuPOYKTiXPfLII0bl/vrrLwWoOXPmFNre7eczpZR67rnnlIWFheEcsWbNGgWoH3/80ajcwYMHFaCWLl1qFE9R553yqE7fJy1atFC5ubmG6QcOHFCAWrNmjVIq/9jy8/NTLVq0UHl5eYZyKSkpysvLS3Xu3LnQft15rE+aNEnZ2NgovV5vmAYoW1tbFR0dbZiWm5urmjRpoho0aFBs3Lm5uSonJ0f17t3b6JhYtWqVAtSXX3551/0G1AsvvKASEhLU/fffr/z9/Qt9vkVts6hzyj/+8Q+l0WgM3zEFHnzwwSK/R+78zgSUt7e3Sk5ONkyLjo5WFhYWat68eYZpJT3flkTB99nHH39sNP39999XgPrzzz8N0+6si3cq+F88++yzqnXr1obpBd+9SUlJxS5bUNeKOmYLjqMCJTk3lpQ0eyijO9u8DR8+HCsrK3bs2GGY1qxZM1q2bGlUbuTIkSQnJ3PkyJFyxzB06FBsbGwM7x0dHRk0aBC7d+8udGvvdrGxsUyYMIHAwECsrKzQarUEBQUBcPbsWUO5Dh06sGLFCubMmcP+/fvJyckpV7y//vorPXv2JCQkpFzrAQgNDaVRo0ZG0zZt2kTPnj3x8/MjNzfX8OrXrx8Au3btAvL3KykpiREjRrBhw4ZCzT3uRqPRMGjQoEKx3P6rszzrr0nS0tI4dOgQDz/8MNbW1obpDg4OhT6jO23fvp2mTZvSoUMHo+ljxoxBKWW4MlCgJMd6bm4uc+fOpWnTplhbW2NlZYW1tTUXL140Oq7LozR17tFHHy20zwX7eLvHHnsMe3t7Q3OFrVu3kpeXxwsvvFBsHHv37uXmzZuMHj3a6FjX6/U89NBDHDx4kLS0tBLt0/bt27G3tzdcYStQEGdZmlEUxdXVlV69epV7PXeeezt37kxQUJDRuRfy/zeDBw82mjZy5Ej0ej27d+8G8s8ZLi4uDBo0yOhzbNWqFT4+PoWadRR13qkI1eH7ZMCAAVhaWhreh4aGAhjObefPnycyMpKnnnrK6Kq9g4MDjz76KPv37y90u/zOzz80NJTMzExiY2ONpvfu3dvozp+lpSWPP/44ly5dIiIiwjD9s88+o02bNtjY2Bi+u7Zt22ZUv3/99VdsbGwMt9bv5urVq3Tq1Ink5GT2799f6PMt6Tll165dNG/evNCdkBEjRtwzhgI9e/bE0dHR8N7b2xsvLy/D51+e8+3d3HnsjRw5EqBQfbrT999/T5cuXXBwcDD8L/7zn/8YfS4FTRqGDx/Od999x40bN8ocJ5Ts3FhSkvyWkY+Pj9F7Kysr3N3dDU0Ciipz+7Tby1VUDAXTsrOzSU1NLXIZvV5P3759WbduHW+88Qbbtm3jwIEDhrZdGRkZhrJr165l9OjR/Pvf/6ZTp064ubnx9NNPEx0dXaZ44+LiKqzxuq+vb6FpMTExbNy4Ea1Wa/Rq1qwZgCEJfeqpp/jqq68ICwvj0UcfxcvLi44dO7J169Z7btfOzs4o+YH8TiaZmZmG9+VZf02SmJiIUqrI5ir3asKSkJBQ5P/Qz8/PMP92JTnWX331Vd555x0efvhhNm7cyN9//83Bgwdp2bKl0XFdHqWpc3fuX0JCAlZWVnh6ehpN12g0+Pj4GPa5oK3n3epKwW3OYcOGFTre58+fj1LKcJv4XhISEvDx8SnUts7LywsrK6sKOVdB0XW2LIr7H9wZZ1HH4J3n35iYGJKSkrC2ti70OUZHRxf64VpR+1BcXAVM8X3i7u5u9L6gCU5B3SnYRnH1Vq/Xk5iYWKp1FijJvi1atIiJEyfSsWNHfvzxR/bv38/Bgwd56KGHjNYXFxeHn59fiZrVHDhwgAsXLvD4448XWd9Kek5JSEgo03nwdnd+VpD/eRVspzzn2+IUHGe3K8kxtW7dOoYPH46/vz9ff/01+/bt4+DBgzzzzDNG34XdunXjp59+Ijc3l6effpqAgACaN2/OmjVryhRvSc6NJSVtfssoOjoaf39/w/vc3FwSEhKMDqSiksSCaUUd6GWJoahp1tbWODg4FLnMqVOnOH78OCtWrGD06NGG6ZcuXSpU1sPDg8WLF7N48WLCw8P5+eefeeutt4iNjWXLli2ljtfT09PoV3x5FNUI3sPDg9DQUN5///0ilylIrCC/cf3YsWNJS0tj9+7dzJgxg4EDB3LhwgXDVfDyqOz1Vweurq5oNJoi25vd6weSu7s7UVFRhaZHRkYC+f/Le63vzmO9oA3s3LlzjcrFx8cbtQUtj9LUuTuPUXd3d3Jzc4mLizNKgJVSREdHG66SFMyLiIggMDCwyDgKPp9PPvmk2N79Jf1CdHd35++//0YpZRRzbGwsubm5hf4XZVVchxydTleowygU/+Vb3P+gQYMGRtPudlwWnH89PDxwd3cv9nx2+5U4KH4fyqs6fJ/cS8E2iqu3FhYWuLq6lmndJdm3r7/+mh49erBs2TKjcikpKUbvPT09+fPPP9Hr9fdMgB9//HF8fHyYPn06er2et99+22h+Sc8p7u7uZToPlkZ5zrfFudtxdrdj6uuvv6Zu3bqsXbvWqE4UVY+HDBnCkCFDyMrKYv/+/cybN4+RI0cSHBx8175JRSnJubGk5MpvGRV0+Cjw3XffkZuba2h0D/m9P48fP25UbvXq1Tg6OtKmTZtyx7Bu3TqjX1kpKSls3LiRrl27Gt2+ul3BgVrwC7zA559/ftdt1alThxdffJE+ffoY3WK7/ZfpvfTr148dO3Zw/vz5EpUvrYEDBxqGYmrXrl2h1+3JbwF7e3v69evH9OnTyc7O5vTp0xUaU2Wv35Ts7e1p164dP/30E9nZ2YbpqampRfZSvl3v3r05c+ZModu1q1atQqPR0LNnT6PpJTnWNRpNoeN68+bN5b7VVto4ilPQAe3rr782mv7jjz+SlpZmmN+3b18sLS0LfcnfrkuXLri4uHDmzJkij/V27doZ3Rq9V1ypqan89NNPRtNXrVplFHdlCQ4O5sSJE0bTtm/fXuzdqzvPvXv37iUsLMzo3Av5/5uff/7ZaNrq1auxsLCgW7duQP45IyEhgby8vCI/w4roJFkS1eH75F4aN26Mv78/q1evRillmJ6WlsaPP/5oGAGiLLZt22aU1OXl5bF27Vrq169vuMpXVP0+ceJEoZEm+vXrR2ZmZolHvHj77bdZvHgx7777rqFDXoGSnlO6d+/OqVOnCnVqvnPEivIoz/n2bu489lavXg1QqD7dTqPRYG1tbZT4RkdHFznaQwGdTkf37t2ZP38+AEePHjVMh8J3A4pSknNjScmV3zJat24dVlZW9OnTx9A7t2XLlgwfPtxQxs/Pj8GDBzNz5kx8fX35+uuv2bp1K/Pnz6+Q8S0tLS3p06cPr776Knq9nvnz55OcnHzX4XeaNGlC/fr1eeutt1BK4ebmxsaNGwvdkr916xY9e/Zk5MiRNGnSBEdHRw4ePGjobVqgRYsWrFu3jmXLltG2bVssLCxo165dkduePXs2v/76K926dWPatGm0aNGCpKQktmzZwquvvkqTJk3K9XnMnj2brVu30rlzZ15++WUaN25MZmYm165d45dffuGzzz4jICCA5557DltbW7p06YKvry/R0dHMmzcPZ2dnw9W38qjs9Vcns2fPZsCAATz44INMnjyZvLw8Fi5ciIODw11vu7/yyiusWrWKAQMGMHv2bIKCgti8eTNLly5l4sSJhdpVluRYHzhwICtWrKBJkyaEhoZy+PBhFi5cWKHjRJalzhXo06cPDz74IG+++SbJycl06dLFMNpD69ateeqpp4D8ZHDatGm89957ZGRkGIaKOnPmDPHx8cyaNQsHBwc++eQTRo8ezc2bNxk2bBheXl7ExcVx/Phx4uLiSvwF8fTTT7NkyRJGjx7NtWvXaNGiBX/++Sdz586lf//+PPDAA+X6zO7lqaee4p133uHdd9+le/funDlzhk8//dQwwsCdDh06xLhx43jssce4fv0606dPx9/fn0mTJhmVc3d3Z+LEiYSHh9OoUSN++eUXvvzySyZOnEidOnUAeOKJJ/jmm2/o378/kydPpkOHDmi1WiIiItixYwdDhgzhkUceqdT9h+rxfXIvFhYWLFiwgCeffJKBAwcyfvx4srKyWLhwIUlJSXzwwQdlXreHhwe9evXinXfeMYz2cO7cOaPkceDAgbz33nvMmDGD7t27c/78eWbPnk3dunWNhrIcMWIEy5cvZ8KECZw/f56ePXui1+v5+++/CQkJ4Yknnii0/cmTJ+Pg4MDzzz9Pamoq//rXv9BoNCU+p0yZMoWvvvqKfv36MXv2bLy9vVm9ejXnzp0zfHYVoazn2+JYW1vz0UcfkZqaSvv27Q2jPfTr16/QyB23Kxjyb9KkSQwbNozr16/z3nvv4evry8WLFw3l3n33XSIiIujduzcBAQEkJSXx8ccfo9Vq6d69O5A/7rGtrS3ffPMNISEhODg44OfnV+TFqpKcG0us3F3mzExB78PDhw+rQYMGKQcHB+Xo6KhGjBihYmJiDOWCgoLUgAED1A8//KCaNWumrK2tVXBwsFq0aJHR+srTO3f+/Plq1qxZKiAgQFlbW6vWrVur3377zahsUaM9nDlzRvXp00c5OjoqV1dX9dhjj6nw8HCjXteZmZlqwoQJKjQ0VDk5OSlbW1vVuHFjNWPGDEPPYqWUunnzpho2bJhycXFRGo3GqGcmRfTivn79unrmmWeUj4+P0mq1ys/PTw0fPtzos7uXgs+2KHFxcerll19WdevWVVqtVrm5uam2bduq6dOnq9TUVKWUUitXrlQ9e/ZU3t7eytra2hDDiRMnDOspbrQHe3v7Qtu8s0dqSdZfm6xfv161aNFCWVtbqzp16qgPPvhAvfzyy8rV1dVQpqjewmFhYWrkyJHK3d1dabVa1bhxY7Vw4UKjnuSlOdYTExPVs88+q7y8vJSdnZ26//771Z49e1T37t1V9+7dC62zsupcwfEQFxdXaD0ZGRnqzTffVEFBQUqr1SpfX181ceJElZiYWKjsqlWrVPv27ZWNjY1ycHBQrVu3LhTzrl271IABA5Sbm5vSarXK399fDRgwQH3//fcl3jellEpISFATJkxQvr6+ysrKSgUFBampU6eqzMxMo3LlGe2huOWysrLUG2+8oQIDA5Wtra3q3r27OnbsWLGjPfz+++/qqaeeUi4uLsrW1lb1799fXbx4scjt7dy5U7Vr107pdDrl6+urpk2bpnJycozK5uTkqA8//FC1bNnS8Fk3adJEjR8/3mi9dzvvlFV1+j5ZuHBhoXlFncN/+ukn1bFjR2VjY6Ps7e1V79691V9//VXkft1ZB4r6PuL/R11YunSpql+/vtJqtapJkybqm2++MVo2KytLvf7668rf31/Z2NioNm3aqJ9++qnI0RMyMjLUu+++qxo2bKisra2Vu7u76tWrl9q7d2+h7d5uzZo1ysrKSo0dO1bl5eWV+JyilFKnTp1SDzzwgLKxsVFubm7q2WefVStXrlSAOn78uKFccaM93BmLUkWfN0tyvi2Jgu+zEydOqB49eihbW1vl5uamJk6caPiuvFscH3zwgQoODlY6nU6FhISoL7/8stB34aZNm1S/fv2Uv7+/sra2Vl5eXqp///5qz549Rutas2aNatKkidJqtUbH3J3rK1CSc+O9SPJbSnf7YrtdZZwoC9ztZCWEqWVnZ6umTZuqPn36mDqUCiN1TlSG6vB9YmrFJX61wXPPPaccHByMhiaraGU93xZ3McdcSLMHIUS5FDx0oKCJx2effcbZs2f5+OOPTR2aEEJUidmzZ+Pn50e9evUM7XD//e9/8/bbb5e4/X1JyPm2YkjyW83c+RjeO1VU26HqKC8vz6gjxZ00Gs09OxWJqpeSksLrr79OXFwcWq2WNm3a8Msvv1R6W9GKUpvrXEn2rTz7J3W2eqvs/7/4H61Wy8KFC4mIiCA3N5eGDRuyaNEiJk+eXKHbudf5Vq/XF/mI+NtZWUnqJ80eqpGCW6t3exX1JKTaIigo6K77fmcbKyHKqzbXuarYt4InqRX3Ku7pj6Ly1eZjWxSv4Mltd3sJpTRK3eVnu6hS2dnZhYb8uVNxvSBrg5MnTxY5TmABR0fHKht6SJiH2lznqmLfzp8/X2ic1dvpdDpatGhR5vWLsqvNx7Yo3rVr1+75VNHiRmQyJ5L8CiGEEEIIsyGNfYQQQgghhNmo9a2e9Xo9kZGRODo6VtqjKYWoakopUlJSSvwM+6ogdU3URlLXhKgaVVnXan3yGxkZWe5nQAtRXV2/fr1Cn2BWHlLXRG0mdU2IqlEVda3WJ7+Ojo5A/ofp5ORk4miEqBjJyckEBgYaju/qQOqaqI2krglRNaqyrtX65LfglpCTk5OcJEStU51ueUpdE7WZ1DUhqkZV1LXq0YBJCCGEEEKIKiDJrxBCCCGEMBuS/AohhBBCCLNR69v8CiGEEOYmPDz8nk/6uhcPDw/q1KlTQREJUX1I8iuEEELUIuHh4TQJCSEjPb1c67G1s+Pc2bOSAItaR5JfIYQQohaJj48nIz2dJ99ciHed+mVaR0z4Zb6Z/w/i4+Ml+RW1jiS/QgghRC3kXac+AQ2bmToMIaodSX6FEEIIIaoxacNdsST5FUIIIYSopqQNd8WT5FcIIYQQopqSNtwVT5JfIYQQQohqTtpwVxx5yIUQQgghhDAbkvwKIYQQQgizIcmvEEIIIYQwG5L8CiGEEEIIsyHJrxBCCCGEMBuS/AohhBBCCLMhya8QQgghhDAbkvwKIYQQQgizIcmvEEIIIYQwG5L8CiGEEEIIsyHJrxBCCCGEMBuS/AohhBBCCLMhya8QQgghhDAbkvwKIYQQQgizYfLk98aNG4waNQp3d3fs7Oxo1aoVhw8fNsxXSjFz5kz8/PywtbWlR48enD592oQRCyGEEEKImsqkyW9iYiJdunRBq9Xy66+/cubMGT766CNcXFwMZRYsWMCiRYv49NNPOXjwID4+PvTp04eUlBTTBS6EEEIIIWokK1NufP78+QQGBrJ8+XLDtODgYMPfSikWL17M9OnTGTp0KAArV67E29ub1atXM378+KoOWQghhBBC1GAmvfL7888/065dOx577DG8vLxo3bo1X375pWH+1atXiY6Opm/fvoZpOp2O7t27s3fv3iLXmZWVRXJystFLCFHxpK4JUTWkrglRsUya/F65coVly5bRsGFDfvvtNyZMmMDLL7/MqlWrAIiOjgbA29vbaDlvb2/DvDvNmzcPZ2dnwyswMLByd0IIMyV1TYiqIXVNiIpl0uRXr9fTpk0b5s6dS+vWrRk/fjzPPfccy5YtMyqn0WiM3iulCk0rMHXqVG7dumV4Xb9+vdLiF8KcSV0TompIXROiYpm0za+vry9NmzY1mhYSEsKPP/4IgI+PD5B/BdjX19dQJjY2ttDV4AI6nQ6dTldJEQshCkhdE6JqSF0TomKZ9Mpvly5dOH/+vNG0CxcuEBQUBEDdunXx8fFh69athvnZ2dns2rWLzp07V2msQgghhBCi5jPpld9XXnmFzp07M3fuXIYPH86BAwf44osv+OKLL4D85g5Tpkxh7ty5NGzYkIYNGzJ37lzs7OwYOXKkKUMXQgghhBA1kEmT3/bt27N+/XqmTp3K7NmzqVu3LosXL+bJJ580lHnjjTfIyMhg0qRJJCYm0rFjR37//XccHR1NGLkQQgghhKiJTJr8AgwcOJCBAwcWO1+j0TBz5kxmzpxZdUEJIYQQQohayeSPNxZCCCGEEKKqSPIrhBBCCCHMhiS/QgghhBDCbEjyK4QQQgghzIYkv0IIIYQQwmxI8iuEEEIIIcyGJL9CCCGEEMJsSPIrhBBCCCHMhiS/QgghhBDCbJj8CW+idklOTiY9Pb3E5e3s7HBycqrEiIQQQggh/keSX1FhkpOTqVuvPjcT4ku8jJu7B1evXJYEWFSoNu06EBUdfdcyvj4+HDl0oIoiEkIIUV1I8isqTHp6OjcT4nn9sw04uLjfs3xqUgIfThhCenq6JL+iQkVFR/PG8j/uWmbB2AeqKBohhBDViSS/osI5uLjj5OZp6jCEEEIIIQqRDm9CCCGEEMJsSPIrhBBCCCHMhiS/QgghhBDCbEjyK4QQQgghzIYkv0IIIYQQwmxI8iuEEEIIIcyGDHUm7qo0T2yLjY2t5GiEEEIIIcpHkl9RrLI8sQ0gOzu7kiISQgghhCifMiW/9erV4+DBg7i7Gz/FKykpiTZt2nDlypUKCU6YVmmf2BYTdollb44hJyenCqITQgghhCi9MiW/165dIy8vr9D0rKwsbty4Ue6gRPVS0ie2pSQlVEE0QgghhHm4fjOdv29kYtfkfhKzNfgrhUajMXVYNV6pkt+ff/7Z8Pdvv/2Gs7Oz4X1eXh7btm0jODi4woITQgghhDA3ey/Fs/D38xwNTwLAc8hbbI+Gg0nX6BDsRjM/J0mCy6FUye/DDz8MgEajYfTo0UbztFotwcHBfPTRRxUWnBBCCCFETRYeHk58fMn6zuTkKVadSGbzxfyO5hYa8LXJ5fKF8zjUaUpKZi7bzsVyKS6V/s19sbaSQbvKolTJr16vB6Bu3bocPHgQDw+PSglKVH9KKRLSsrmRlEFmdh521lZYS1NfIYQQwiA8PJwmISFklGDUJI1Wh+fQt7ENbg1AytFfSPpzNVfTkwAY+MEqsjwase9yAmEJ6aw/eoMhrfyw0VpW5i7USmVq83v16tWKjkPUING3Mtl1IY7o5Mw75lji+ch00nKUSeISQgghqpP4+Hgy0tN58s2FeNepX2y5PD38GWdFfJYFlhpFR49cfIc8AEMe4OyBXfy68mNysjJpU8cVP2dbNhy7QXRyJhuPRzK0TQCWFtIEojTKPNTZtm3b2LZtG7GxsYYrwgW++uqrcgcmqh+9Uuy9nMDhsEQALDUaAtxscdRZkZSRQ0RiOnaNOrE1LBcb13QCXO1MHLEQQghhet516hPQsFmR85RSbDkdTXxWKtaWFgxp5Yefi61hfkz4ZaPyPs42PNo2gO8PRRB5K5M9F+Po0dirUuOvbcqU/M6aNYvZs2fTrl07fH19pdG1GcjN07PldDSX49IAaOLjyP0NPLDX/e8QOnvuHBsPXgK/xvx0LJJH2/jj62xb3CqFEEIIs3cwLJELMalYaGBgqK9R4lscDwcdDzbzZuOJKI5H3MLf1ZaGXo5VEG3tUKbk97PPPmPFihU89dRTFR2PqIby9IqNJ6IIv5mOpUZDn6beNPYpXMmcrCF69VvcN+MnotIUm05EMaJ9HRxs5FkqQgghxJ1uJGWw/3L+MKE9GnkR6FbyO6b1PB1oF+TKobBEdp6PI9DVTtr/llCZspLs7Gw6d+5c0bGIaknDnrB0wpNysLLQMKSV392bM+TlcJ+vJbujLEhIy2bzySgeaxeAhdwdEEIIUcVKM9JCcTw8PKhTp04FRfQ/WTl5/HY6GkX+3dQWAc73XOZOHeu6cTkulcT0HPZcjKdPU+8Kj7M2KlPyO27cOFavXs0777xTYYHMmzePadOmMXnyZBYvXgzkt4OZNWsWX3zxBYmJiXTs2JElS5bQrFnR7WZExXPu8gRXk3IMt2NK0o5Xa6FhYKgvaw5eJzo5kxMRt2gV6FL5wQpxF9m5es5FJxObkoXW0gKNbwhKBowXotYqzUgLd2NrZ8e5s2crPAH+81I8KZm5ONtq6VnGNrtWlhY8EOLN94cjOBOVTGiAM95ONhUaZ21UpuQ3MzOTL774gj/++IPQ0FC0Wq3R/EWLFpVqfQcPHuSLL74gNDTUaPqCBQtYtGgRK1asoFGjRsyZM4c+ffpw/vx5HB2lbUtl23ftFs5dRgDQO8SbIHf7Ei/rYmdNl/ru7Dgfx77LCTTwdJDmD8JkwhLS+O10DBk5/3sypXXvlxnx5X4+fqK1fFmI/2vvvuOjqtLHj3/ulJRJ74U0QkkIgdCCgAWQYsFeVtey4q771VVU1BVx8beyu5a1rOKugr3sqljBiiAiTXoJJQkpkEBCksmkTyaTTL2/PwaiSIAkzGRKzvv1mtcukztzn4z3ZJ4585znCD6ou50WTqe24hAfPPMw9fX1Tk1+a1raya/WAzAjK+6s+vUmhgeSGR9CkbaVjaX1XDtmgPhQfwa9ykb27dvHqFGjAMjPzz/hZz19wQ0GAzfffDNvvPEGTzzxROf9siyzaNEiFixYwDXXXAPAe++9R1xcHB9++CF33nlnb0IXuqmy0cjjK8uRJAUZ0X5kJYT2+DlGDAjjQE0rWn0HPx2q5+Lh8S6IVBBOr6zOwLf7a7DLEK5RMzQuhHazjb2HdWwta2T8Xz7BvPoFaGs86bEJ8fHs3rndDVELguAsp+u04A52u8zaojoAshJCGdCNBW5nMnFQFKU6A1XN7ZTXt5EeE3zWz+nLepX8rl271mkB3HPPPcyaNYvp06efkPyWl5ej1WqZOXNm533+/v5MnjyZzZs3nzL5NZlMmEymzn/r9XqnxdpfWG127vsoD32HDVNNCefk5PbqeSRJYmpGDEt3VFKsbSU3NYKoYH8nRyu4izeMtSajme/ytdhlGBoXzIxhcaiUjhmW1U/cSuY9r9FMFIm3PMcNucmolSfOvjx7+3R3hC0IJ/CGsSZ0376qFuoMJvxVCs4dHOWU5wwNUDMqOZxdR5rYUtbAwOggMft7Gm7dF++jjz5i9+7dPP300yf9TKvVAhAXd2LxdlxcXOfPuvL0008TFhbWeUtOTnZu0P3A6xvLyKtoJshPQd0XT59V8+zY0AAGxTjKJbaWnzyzJngvTx9rNrvMqgItVrvMgPBALsqK70x8AazNWq4dnYTGT0lDm5kfi3TIstigRfA8nj7WhO5rM1nZcqy7w7mDo9H4Oa8ccFxqBGqlRL3BTFl9m9Oe1xf1KvmdOnUqF1544Slv3VFZWcn999/P+++/T0DAqevtfv3J5UwLVB599FFaWlo6b5WVld37pQQAirR6XlxdAsCDU1Kw6evO+jknpDs+2R7UGahrNZ3haMFbePpY21XRRK3ehJ9KwczhcSi6+BAXHKDi0uwEJAmKtK0U17a6IVJBOD1PH2tC920orcNssxMX6k92Ys/LCU8nQK0kJykcgO3ljeLD/Gn06iPH8Xrf4ywWC3v27CE/P5/bbrutW8+xa9cudDodY8eO7bzPZrOxYcMGXn75ZYqLiwHHDHBCQkLnMTqd7qTZ4F/y9/fH3198td4bZqudBz/ei8UmM31YHJcOi3TK80YH+zMkNphSnYG8yiZmZonaX1/g0WPNP5idhx3fNEwZGkNogPqUhw6ICOScgZFsLWtkQ0k9aVFBolem4FE8eqwJ3VbRaKSk1oAEXJgR65KyhNEp4eypbEbXaqKi0dijher9Sa+S3xdffLHL+xcuXIjBYOjWc0ybNo39+/efcN/tt99OZmYmjzzyCOnp6cTHx7N69WpGjx4NOPoLr1+/nmeeeaY3YQtn8OZPZRTW6InQqHnqmmzsbc1Oe+4xKRGU6gyUaA2cO8h6ws5wguBsyhGXYLHJxIb4k9nFhiy/Ni41khKtgUajmU2H6pmWKXplCoLgPDYZ1hXrABiZFEasizrMaPxUZA8IY09lM7srmkXyewpOrfm95ZZbePvtt7t1bEhICNnZ2SfcgoKCiIqKIjs7G0mSmDt3Lk899RTLly8nPz+f2bNno9FouOmmm5wZtoCju8O/15QC8NisLGJDnDsw48MCSAgLwCbL7KtqcepzC8IvVTYaUQ65AHDU1HVndkWpkJiaGQNAfpWeeoMozxEEwXlK9QqajRY0fkomDnLOIrdTGZUcjoRjprlB/C3rklOT3y1btpy2fren5s2bx9y5c7n77rsZN24cVVVVfP/996LHr5PJssxfv8ynw2JnQnok14wZ4JLzHN/oYv/RFqx2u0vOIQhv/VSOpFSRHBFISg+2Ck2K0DA41tEeaPOxBSmCIAhnSxUWxwG9o5TqgiEx+KtcW1YVFqhm0LFWZ3mVzS49l7fq1XfPx/vuHifLMjU1NezcufOsdn1bt27dCf+WJImFCxeycOHCXj+ncGarCrSsLa5DrZR44qoRLmuPMjgmmCB/JW0mG2V1bcSfugxTEHqlqc3Mxzsci4HGpfW8Zn3SoCgO1Rkor2+jqqnd2eEJgtDPyLJMxIy7sMsSSRGBDI3rm/67o1PCOVhnoEjbyiQXzzR7o17N/P6y5UpYWBiRkZFMmTKFFStW8Pjjjzs7RsGFDCYrC78qBOBPkwd1zny5gkIhdW6WUVAt+lQKzvfBtiO0W2zYGytJjuh54/gIjR/Dj63A3lImZn8FQTg726tNaAblIiEz1UWL3LqSEBZAXKg/NrvMvqOi1PDXejXz+8477zg7DsFN/r2mFK2+g9QoDXdPHezy8w1PDGPH4SYqGo20xosV9YLzWGx23ttyBABb4WokqXttF39tfFokB6pbqWpuR4px/ZgQBME3Gc1W3spzJJ5DQ+1EBvn12bklSWJ0cgQrC7Tsr2ohUazhPcFZLbnftWsXBw4cQJIksrKyOrsyCN7hcH0b72wqB2DhFcP7pL1TWKCa5MhAKhvbKWkwu/x8Qv+xurCWulYTMSH+HD2yq9fPExKgZlhiCPlVelQjLnFihIIg9CcvrSml3mjH2lJLZlJEn59/cGwwmlIlRrONmnax29sv9arsQafTceGFF5Kbm8t9993HnDlzGDt2LNOmTaOu7uw3RRD6xlMrDmCxyUzJiGFqRmyfnTc7MQyAsiYzIAak4BwfbHPM+t4wLhnks1tQOS41EkkCRWIWeRVNzghPEIR+pLBaz5sbHZNLjatfQ+WG/XSVCqmzjOtQq/im9Zd69Z/j3nvvRa/XU1BQQGNjI01NTeTn56PX67nvvvucHaPgApsP1vN9YS1KhcRjs4b16bnTo4PwUyowmGX8B/TtuQXfVF7fxqaDDUgS3Dj+7Ld+DQtUd/YHfvnHg2f9fIIg9B82u8yjy/Zhs8tMSAqg/dB2t8VyfLKpzqRAFZHotjg8Ta+S35UrV7JkyRKGDfs5ccnKyuKVV17hu+++c1pwgmvY7DJ//8axyO3WCakMju3b1nEqpYJBsY7G20HDp/TpuQXftHR7BeDYzS0povvtzU4nNy0S2W5nTZGOgmqxYEQQhO7575bD7D3aQkiAijtGO3cL454KDVSTFuX4mxg86mK3xuJJepX82u121OqT+1Sp1Wrson+rx/tkZyVF2lbCAtXcP22IW2LIiHMk3JrM87DYxDUj9F6HxcanOx3tzW46J9Vpzxuh8cNe4agdXrLukNOeVxAE33W0ycjzq4oBmH9JJpGB7i83GJHkmP0NHjEdk1V2czSeoVfJ74UXXsj9999PdXV1531VVVU88MADTJs2zWnBCc6n77Dw7MoiAH4/Ph5TayNarbbLm06nc1kcyZEaAlUSysBQthwWbc+E3ltVoKXJaCEhLICpGTFOfW5b/ioAVuyv4XB9m1OfWxAE32Kzyzz0yV7azDZy0yL4bW6Ku0MCIC0qCI1SdrzfHhX9y6GXye/LL79Ma2sraWlpDBo0iMGDBzNw4EBaW1v5z3/+4+wYBSd6cWUhTUYLloZK5l42hoSEhFPecnJyADCbnd+VQSFJpEc42r6sKmp0+vML/ccHWx0lDzfkJqNSOndVidxcxdSMGOwyvLZBzP4KgnBqb2wsY1t5I0F+Sp6/PgeFwjMWdCskiYHBNgBWHTK6ORrP0KtWZ8nJyezevZvVq1dTVFSELMtkZWUxffp0Z8fnkfR6PUZj9y8gjUZDaKjr6n66G4+u1cwHO6oAmJKVyNAP15/2+NojB1nyyGwsFotT4vy19Eg1BXUmfiprprXDQkiA2PJN6JnS2la2H25EqZC40UWzLHdPHcza4jo+31XF3OlDiQt13hbugiD4hvyqFv71vaPc4fHLh5MaFeTmiE6UFmwnv9FKcQMcqNEzLMG9tcju1qPk98cff2TOnDls3bqV0NBQZsyYwYwZMwBoaWlh+PDhvPrqq5x//vkuCdYT6PV6BqYPorGhvtuPiYyKprzskEsS4J7EE3nRHEJGXUxHZQGpWeMIjTz9V8Stza7d4SoqUImloRKikvmxSMeVowa49HyC7/lgm2PW98LMWOLDXJOU5qZFkpsWwY7DTby5sYwFs7Jcch5BELxTS7uFe5fmYbHJzMyK4/pxSe4O6SQBSjCWbiUo8zw+3FbBP67KdndIbtWj5HfRokX88Y9/7DKJCwsL48477+SFF17w6eTXaDTS2FDPn1/9kuDwM++XbWhu4Pm7rsRoNLok+e1uPC0dNpYfaEUGmte/h3XaKKfH0lOSJNFWvInwSTeyYn+NSH6FHmk321i2+ygAN5/j2tq6u6cO5vZ3dvDBtgrunjKYiD7cqUkQBM9ls8vc/1Ee5fVtJIYF8M9rR/bZFsY9ZdjzHUGZ57E8r4r5l2QS5H9W+5x5tR4VyO3du5eLLz51q4yZM2eya1fvd1byJsHhUYRGxpzx1p0EuS/iyW+QkYH4QBlTVWGfxNQdxqJNAKwrrqPNZHVzNII3+WZfNfoOK0kRgVwwxLkL3Y5raGggISmFm6aNw95YidFsY8R195OQlEJCUgpjxo13yXkFQfAOL6wuZl1xHf4qBa/dOq5PtzDuqY4j+0gIVmIwWfl6b/WZH+DDepT81tbWdtni7DiVSiV2ePNAutYOSnQGALIjPKutmKWunORwf0xWOz8Wua67hOB7PjzW2/e341NctrDEbrcz750fmPfOD8y6IBeA4LFXMPeN75n3zg/UaLUuOa8gCJ7v052VvLLWsRD2mWtHdrYU81wyM9IdPX+Pl4z1Vz1KfgcMGMD+/ftP+fN9+/aRkJBw1kEJzrX5kKN2d2hcMOH+bg6mCxcOcex5vmJ/jZsjEbzFyCmXk1fRjGy38cQfr+qciT1+a2hwfr364NhgwgLVdFjt5ItNLwShX1uZr+WRz/cBcOfkdK4a7R1lexcO1OCnVLC/qoV9R5vdHY7b9Kjg49JLL+Wvf/0rl1xyCQEBJy4uaW9v5/HHH+eyyy5zaoDC2alqaudIgxFJggnpURi1nvemPXVIBO/t0LK2WIfRbEXj13/rkITuaYrMQgkMjQ/j0iXLTvr5w5flOP2cCkliXGoEa4p05FU0M9LjZ3kEQXCFb/fVMPfjPOwy/GZcEvMvznR3SN0W6q/gkhHxfLmnmg+3VTAyKdzdIblFj7KMxx57jGXLljF06FDmzJlDRkYGkiRx4MABXnnlFWw2GwsWLHBVrEIPybLMpkOOLhDDE0KJ0PjhiR3+MmICSYnUUNFoZG1RHbNGim8PfNWYcePPWCqQEB/P7p3bT/lzg8mKYqCj1jZ7QN8moJkJIWwtb8BgslKkbe3TcwtCd8iyTEmDGVV4AnaxmZfTvb/1CH/9Mh+7DFfkJPLU1SM8doHbqdx8Tipf7qnmq73V/GXWMEL7YZvRHiW/cXFxbN68mT/96U88+uijyLJjZEmSxEUXXcTixYuJi4tzSaBCzx1uMFLT0oFSIXHOwL5ZeNcbkiRxyYh4Xltfxor8GpH8+rAarZZ57/xw2mOevf30/cK/2lONpA4gPFBNckSgM8M7I5VCwZiUCDaW1rPrcBN42Zue4PsMJivz1zQw4M43+OqozGCzlty0CKKCPbDmzYtYbDKPLtvP0mNrDW7MTebJq0eg9JCNLHoiNy2CwbHBHNQZ+DKvilsnprk7pD7X4+2QUlNTWbFiBfX19Wzbto2tW7dSX1/PihUrSEtLc0GIQm/IsszmY7O+OUlhBAd4dinBrBGOhPfHAzrazTY3RyN4Krtd5u1N5QCMGBDmlhmX7MQwAlQKmtstKJJH9/n5BeF02kw2YjRK7OYObLJEcW0rH26vIK+iqXPCSugZVXgCf13XwNLtFUgSPHJxJk9f452JLzgmnI63h/xgW0W/vC56vRdoREQEubm5jB8/noiICGfGJDhBSa2BeoMZP6WCcWmR7g7njEYMCCMpIpB2i431JaLrg9C1dSU6DuoMyOZ2hg9wzw5FfioFOcnhACizL+6XbxyC54oPC+C1y2KpfPF6psZZGBgdhF2GDaX1rD5Qi11cr90myzIHWxUk/P4/FDdYCAlQ8fbsXP40ZZDXlTr82jWjk/BXKSjStrK7otnd4fS5Xie/guey2WW2lDlWu49JDSdQrXRzRGcmSRKXHpv9/Xa/aB8ldO31DWUA2A7+hL/Kfdd1TnI4aqWEIjKZ9SWivaPgiWQi/WUuH5nABUOikSQ4UNPK2mKd+MDWDVVN7Xy0o5K9TSoU6gBGxPqx4r7zmZoR6+7QnCJMo+bynEQAPuyHbc9E8uuDCqv1tLRbCFQrGZ3sPbPyl2THA/DjgVo6LKL0QTjRvqPNbC1rRKWQsBWtdWssgWpl52K7xesOuTUWQTgdSZIYnRLBJcMdf1/zq/TsONzk5qg8V7PRzDf7qvls91F0rSZUkkzD94t5fHIkyZEad4fnVDcdK334Zl81LUaLm6PpWyL59TFWm51thx2zvrlpEfipvOc/8ajkcBLDAmgz28RsmnCSNzY6an0vz0kEo/vfvMckRyDbrGwvb2TXkUZ3hyMIpzUkLoSpGY6dELeUNVDZ6Im9f9ynw2JjQ2kd/9t6hEN1bUg4yvEuSrRgyFuBwsvLHLoyOjmcYQmhmKx2Pj+2VXx/4T2ZkdAte4+20GayERKg8oLdZk7k6PrgKH0QG14Iv1Re39Z5Tfzx/HQ3R+MQHKDCXrYVgMVrxeyv4PlGJoWTleColV9ZoMVoFlvK2+0ye482896Ww+RVNGOXITVKw03npHBhZiwBnl812GuSJHXO/n6w7Ui/KocRya8PMVlt7DzsmIE6Z2AkKoX3/ec93ubsh0JR+iD87KUfSrDZZaZmxJCV6J6Fbl2xFX6PQoI1RToKq/XuDkcQzmhKRgxRQX4YxTdsVDQa+XB7BeuK6+iw2IkM8uPKUYlcNWoA0f2kNdxVoxIJ9ldxqK6NDaX17g6nz3hfdiSc0q4jTXRY7URo1AyL95wEoSdGi9IH4VdKalv5cm81AA/NzHBzNCeSW+uYNdKxaOSF1cVujkYQzkytVDAjKw4JR1egsnqDu0PqcyaLjR8O1LI8r4qGNjMBKgVThsZw8/gU0qKC3B1enwoJUPObcckAvLmxzM3R9B2R/PoIo8VO3rF2JZMGRaPw4v6DnV0f9onSBwGeW1WMLDsWRPb1jm7d8cD0ISgVEj8c0HV+8yIIniwuNIDRKeEArC2qw2KzuzegPnS0ycj72yooOPZNzcgBYdw2KY2c5HCvfd88W7efm4ZCgo2l9ZTU9o+dK0Xy6yP2ajuw2mXiQwMYFOPdn1yPlz6sEV0f+r0NJXWsLqxFqZB4cMZQd4fTpfSYYK4fmwTAs6uK+1XdnOC9JqRHERKgwmCysvuI+xeQuposy+w43Miy3VUYTFbCAtVcNyaJqZmxBHhBO1BXSo7UMDPL0Q3k7Z/K3RxN3xDJrw9QhSdQXG8G4NzBUV7ffHtUcjgDwgNpM9tYVyxKH/ors9XO374uAOC2iWkMiQtxc0Qna2hoICEphfcevQXZZmF7eSMDxl9CQlJK523MuPHuDlMQTqJWKjhvcDQAO480Yejw3cVvVjt8u7+GzYcakIFh8SHcfE4KA/p4e3RP9ofzBwKwLK+KBoPJzdG4nmfveSt0S/j5NyPjWKGaFOF9fQh1upN3dJucHsqHu9tZtqOMUdE/36/RaAgN9c56ZqFn3tt8mEN1bUQH+zF3xhB3h9Mlu93OvHd+AGBjaR27K5oZcNWf+W1ucueH0Gdvn+7OEAXhlIbEBrMnLICalg42l9V3zv75EkVAMD/pVDSY21BKEpMzYshODPX6SSJnG5cawcikMPYdbeGDbRXcN80z/+Y6i1tnfp9++mlyc3MJCQkhNjaWq666iuLiExeNyLLMwoULSUxMJDAwkClTplBQUOCmiD1Psc5IUNYUACYNinJvMD3UYWwDSSInJ4eEhIQTbv+aezMAK/dXk5ic2nn/wPRB6PViVb2vq9V38NKaUgDmXZxJaIDazRGd2bjUSPyUCupaTZTq+t8iIsH7SJLEBUMcvX8P1LRSq+9wc0TOVW+0EXfzszSYFfirFFw9ZgAjBoSJxLcLkiTxh/Mcs7//3XIEk9W3Sw7dOvO7fv167rnnHnJzc7FarSxYsICZM2dSWFhIUJCjbvXZZ5/lhRde4N1332Xo0KE88cQTzJgxg+LiYkJCPO9r0L4kyzKL1lcCkB6hJjYkwM0R9YzF3AGyzN0vfERsYtIJP5NlmU8L9LQRyOyXV5Ia7oehuYHn77oSo9EoZn993F+W7cdgsjIqOZzrxiSd+QEeINBPyZiUcLaWN7LpYD3p0UGolKKyTPBs8WEBZMSHUKxtZfOhBq4ePcDdITmFTt/B4+sa8ItOIVApc+3YJKL6Sfuy3rp0RAJPryhCq+9g2e4qfjs+xd0huYxb/zKvXLmS2bNnM3z4cHJycnjnnXeoqKhg165dwLHkbtEiFixYwDXXXEN2djbvvfceRqORDz/80J2he4QV+7XkVRmwWzoYm+i9tUtBYRGERsaccAuLiiUjwbGy/6hRQWhkDMHh3jWzLfSOIn0Ca4p0+CkVPHfdSK9agT0mNYJgfxX6Diu7Knx/EZHgGyamR6GQHH1vq5ra3R3OWWswmLj5zW3UGGxYW2qZHGcRiW83qJUK7jhW+7t43UGf7gLiUdMSLS0tAERGRgJQXl6OVqtl5syZncf4+/szefJkNm/e7JYYPUW72cZTKw4AoN/2OcF+HvWf0imGxDpm9svr27D68CAUfmbosKIadz0AD8wY6pGL3E5HrVRw/pBji4gON6HvsLg5IkE4s7BANcMTHZMNm8vqvbpjSZvJyu/e3k6pzkBkoILajxYQJFY3ddvN56QSHexHZWM7X+RVuTscl/GYjEmWZR588EHOO+88srOzAdBqtQDExcWdcGxcXFznz37NZDKh1+tPuPmi1zeUUdXcTlyIGv22Ze4OxyXiQv0JCVBhsckcbhD70HsaZ481WZZZU1SL5KchJzmcPx6bgfA2Q2KDGRAeiNUu81M/2jFJcJ2+eF/LTYtAqZCobu6gotE7/97a7DL3Lc2joFpPVJAff5schbW561xB6Fqgn7JzC/lX1h702Yknj0l+58yZw759+1i6dOlJP/t1cbosy6csWH/66acJCwvrvCUnJ7skXncqqzOweN1BAO49PwnZ6pttSSRJYuix2d8irW9+iPFmzh5rB2paOdxgRLZZ+Nf1I722XlaSJCYPjUECSnUGpIQsd4ckeLm+eF8LCVAz4tgmMlvKGvDGyd8nvi1kTZEOf5WCN28bx4BQMeXbG7dMSCVCo+Zwg5Gv91W7OxyX8Ih3l3vvvZevvvqKtWvXkpT08+KW+HhH25Vfz/LqdLqTZoOPe/TRR2lpaem8VVZWuixui83OQZ2BDSV1rCrQ8n2hll1HmqjVd7jsayO7XWb+sv2YrHbOHxLNtCERLjmPp8iIdyS/h+uNmKy++QnUWzlzrBk6rKwvdfR0tu39msGx3lXu8GsxIf7kJIcDoJ5wM62i/EE4C331vjYuNQKVQqJWb6Km3Xtq7QH+u+Uw72w6DMALvxnF6BTffm90pSB/FXccm/196YdSn6z9devHIlmWuffee1m+fDnr1q1j4MATv+YcOHAg8fHxrF69mtGjRwNgNptZv349zzzzTJfP6e/vj7+/iwvbFSr213ZQkH+Y9pN2IHNsDRgT4s/YlAji1c5Ngv+39QjbyxvR+Cl56uoRSGbfnhGNCfEnOtiPeoOZ8maRQHgSZ4214+UOZqud+NAAjhz4wQnRud+kQVGU17fRQiRPrSji6WtGuDskwUv1yfsajqRnVHI4O480UdiiBLwjAd58sJ6FXzlaoD58UUbnLqFC7902KY23fyrncIORpdsr+N3ENHeH5FRunfm95557eP/99/nwww8JCQlBq9Wi1Wppb3esNpUkiblz5/LUU0+xfPly8vPzmT17NhqNhptuusktMVe3mIi/+Vl2VnfQbrEREqBixIAwzh8czcT0KEd7I4VEXauJlQVaVpQaUEenOuXchdV6njy2yO2RizNJjvS+DS16IzPe0dbsUKPZzZEIrlCkdZQ7KCWJ6cNi8crvW7ugViocvw+wdHsFG0vFboWC5xubGoGfUkGLRYEm8zx3h3NGtfoO7vsoD7sM145J4u4pg9wdkk8I9lcxd7pjo4uXfij1uW+v3Jr8LlmyhJaWFqZMmXLCBgcff/xx5zHz5s1j7ty53H333YwbN46qqiq+//57t/T43X+0hdlLD+CfOBQ/peONevbENC7MjGVMagTjB0ZyeU4ivz9vIBMGRqJSSOjabCTctoilu2ux23v/pm4wWZmzdDdmq51pmbH8bqJzEmpvkBEfggTo2myowroudxG8k8FkZX2JIyk8Jz3S59oRJUVosBWvA+DBT/ai87FNBATfE6B29KsGCD/vJmxn8b7lalabnXuX5lFvMJMZH8KTV2eLDSyc6MbxKaRHB9HQZua19WXuDsep3F72cCaSJLFw4UIWLlzo+oBOY29lM7e8tY3WDhummhKunz6OxPiwLo8NVCs5Jz2KrMRQVu8/SqUeXtpwlN01HTx/fQ5xoT3bjMJis/On93dRVtdGfGgAz12f068GeLC/iuRIDRWNRoKGT3V3OIITrS3SYbLaiT1WJuSLrLuXk3XB5RTXtjJnaR4f3nGO1y7mE/qHUSnh7D7SAFHJrDvSTu44d0fUtee/L2F7eSPB/iqW3DKWALXS3SH5FLVSwbyLM7nr/V28+VMZk5OUKE1nV2oZHR1NSor7N88QSyG7obLRyO/f3UFrh5WRiUF88+ICgi9dfcbHhQSomZYexL+eeYrEWXPYWFrPzBc38I+rsrkiJ7Fb57bY7Pz5071sLK1H46fk9d+NJTLI72x/Ja+TGR/iSH6zL/TqHpTCz8rqDJTVt6GQYEZWnFdtZtEjNjOLbxnDlS9vYnt5I8+tKubRS4e5OypBOCV/lZKMUBv7m1V8UmDgvitt+Ks8K7Fcc6CWV9cfAuDZ60YyMDrIzRH5pouGx5GbFsGOw01c/vh/qf38H2f1fIEaDUUHDrg9ARbJ7xnoOyz8/t0dNLSZyR4QyqIr0/n6/u7vgCNJEoY93/HeB4t5Yk0l+VV67luax6oCLY9fnnXaLYlbOyzM+TCP9SV1KBUSr9w0hpFJ4U74rbzPoJhgVIpaiEhk91EDs8R6Bq9mtdk7yx1Gp0QQ7WPlDr82KCaY564byZ8+2M1rG8pIjwnihlz3z34IwqkMCraTV9lAHVF8vKPSoxY8VTYaefCTvQDMnpTGpSPEG4KrSJLE36/MZta/NxIw+BwueWQJw1J6V35YW3GID555mPr6epH8ejJZlpn/+T5KdQbiQv1583e50N7cq+dKiwxg+d3n8vKPB3l57UG+3VfD2iIdd5w3kN+ek0JC2M/bE1tsdlbma3ny2wNo9R0EqpW8fNNopmbGOuk38z5+KgWDIv0orjezbF8ds3KHuDsk4SzsPNKEvsNKsL+K8WmR7g6nT1wyIoE5Uwfz8tqDPLpsP2GBflycHe/usAShS0oFtGz+iKiL7uE/Px7k+rHJBPq5f/bXZLVxz4e7aWm3MCo5nL+Ib1FcblhCKJcPDeLL4jYOK5OYkj4YtZeXbnl39C72wbYKVuzXolJIvHrLWOLDelar+2tqpYIHZgxl+d2TyEkOx2i28e8fD3LuP39k1r83cs8Hu7n9ne2Mf/IH7l2ah1bfQWqUhqX/N4Fpw8RCr8wox+zgukNN1LX65sYe/UFLu4WdR5oAOH9INH6q/vNn6KGZQ7kxNxm7DPd9lMemg2IHOMFzGfatJi5ISV2rife2HHZ3OAA8+e0B9h1tIVyj5pWbx/Srvx/udMPwYKwtOow2ia1lDe4O56yJq+YUyuoM/OObQgDmX5Lp1IbZI5PC+eLuSbxy0xjGD4zELkNBtZ5v99ewtriOJqOF6GA/7p82hFVzL2DUsWb5/V2kRompqgibHT7Z6brNSwTX2nyoHptdJikikCGxwSf9vKGhgYSklNPeGhq884+vJEk8cVU2Fw2Pw2y1c/s7O1iZX+PusASha3YrvxnuGKNL1h2i2ejedpNf763mv1uOAPDiDaMYEB54hkcIzhKgUtC4egkAuyuaOdrknVtgHyfKHgC9Xo/R+PN/SLss89BnJZisds5JCWXW4MDOXeZ0Op1TzilJErNGJjBrZAJHm4wUVOs52tROyLHOBrlpEWJFeBda96zAf0AmS7dXcNfkQSh9dZGUj5IiUyipNQBwwZCYLruW2O125r1z+o0uHr4sxyXx9QWVUsFLN47m/o/yWFVQy90f7OaJq0Zw0zmiBljwPBekBPL9ETvFta28tKaUxy8f7pY4DtUZmP/5PgDumTqIqRl9WwZ44MCBPn2cJ2o/tIO0IBuH25SsKqjl5nNSvLbDRr9PfvV6PQPTB9HY8PPXj8GjLiHqonuwm9v5/NHb+eSek5vTm83O+wScFKEhKaJ/bFhxtoxFPxFyzcMcbWpnQ0ldv66D9jayLKMafTXg6N4RE+Lbi9xOJ0CtZPHNY3nsi/0s3V7JX5bvp6S2lQWzhnl9LZ3gW5QKiccuG8atb23nf1uOcMuEVAbFnPyNjSsZzVb+9P4u2sw2JqRH8sD0oX12bn2j4/3/lltuOavnMRgMzgjH7XIibDTZA2hpt7C2SMfF2fFe2Xq13ye/RqORxoZ6/vzqlwSHR9FmtrP8gB6LHSYOjCTr9eUnHF975CBLHpmNxeJbu514C9lqZlZWFB/l6Xh7U7lIfr3I+pI6FAmZKCWJielR7g7H7ZQKiaeuHkFcaACLfijl3c2HKazW8/JNo4ntYS9wQXCl84fEMC0zljVFOp769gBvzc7ts3MfOXKEx749SEltB+EBCv44XMW+vXu69VhnzLq2Gxx9bWfduYCMkWN7/PgD29fz3Xsv0dHhGxvcqBRw8fB4PtlVSYnOQFKVnhFJXe954Mn6ffJ7XHB4FCER0azbV4PFDglhAYzPGIDiV59oWpu9s9bQl/xmVCyf7NGxsbSeguoWhid638Drb2x2mX9+VwTAyOQwQgPVbo7IM0iSxNzpQxmeGMaDH+9h++FGLnlpI89dP5ILM8UiV8Fz/GXWMNaX1LGmSMf6kjomD41x+TkrKioYc+NDhEy+HdlmpejNvzD9b4U9fh5nzLpGJaaSNKTnJR+1FYfO+tyeJj4sgEmDoth0sIF1JToig/28rv5aJL+/UFJroLy+DaUkMS0z9qTEV/AMiWH+XDoigW/21fDGhjIW3Tja3SEJZ9BsNBMaoEY2G8lNS3d3OB5nRlYcX845l7s/2E2RtpXfv7uT2ZPSmH9JptfW1Am+ZVBMML+bmMbbm8p57Iv9rJp7ARo/16YQG4uqCT7vVgByomDIX57o0eN9bdbVk4xNiUCnN1GqM/Dtvhp+Oz6ZkADvmdQQye8xHdafm+7npkUQ5eNN973dnRcM4pt9NXy9r4aHZmaQHClqpj1ZVLA/H985gcTMMQRe8rG7w+lTx7tXnE5CfDy7d27ni3vO5dmVxby9qZx3Nx9ma1kDL904moz4kD6KVhBO7cGZQ1lVoKWysZ3nV5Xw18uzXHaumpZ2nt/chKRUkaSxMWVMZo9rS31x1tVTSJLEjKw4moxm6g1mvt5bw7VjB3jcToCnIpLfY7YfbafdYiMqyI9x/aTpvjcbkRTGeYOj+elgPS//eJBnrhvp7pCEM5AkCdr6X9lQd7pXPHv7dMCxEO6vl2dx/tBoHv50L0XaVq54+ScemzWMWyakeuXCEsF3BPurePLqbGa/s4N3NpdzWU4CY5zYBvS4NpOVP7y7k6YOO+a6I4wdnSCufQ+kViq4fGQiH++spM5g4uu9NVw1KtErOlV5foR9IGDgGA41WZCA6cPiRPssL/HADMeK3892H+VwfZuboxGE3vt1b+Obpo2j6t252KsKMFnt/L8vCxh6x4s0trm3z6ogTMmI5ZoxA5BlePjTvRjNVqc+v80uc9/SPApr9IT5K9B99jfEPhaeKzRQzZWjEvFTKqhqbue7fC12u+zusM6o38/8tpltRF00B4BRyeFnvYvbqfSkP7BGoyE0NNQlcfiSsakRTMmIYV1xHS+tKeXFG0a5O6TT+nU/6TMR10H/carZYVmW2VPZzKaDDVhiMrh40QZevGEU5w6OdkOUguDw/2ZlsbG0nkN1bTz2RT7/uj7HKTOzdrvMY1/sZ02RDn+VgkfPi+C3f3dOb33BdWJDArg8J4Ev9lRTVt/Gd/laLs6O9+iJxH6f/C7ZVIUqLJZgPwUTBzm//VKHsQ0kiZyc7jflj4yKprzskEh8uuGhGRmsK65jeV4Vv5uY6tSd+Jypq37SZyKuA0GSJEanRJAUoeG9lZvRkcRNb2zBVvA9tr1fg2zvPPZ43bAguFpEkB//vnE0N7+5lWW7qxiTEsEtE1LP6jllWeavX+WzdHslCsmxg1u8Rex+6C2SIjTMGpHAt/tqOFhn4Nv9NVw6Ih6VwjOn7ft18mux2TlU3w7AucmBLmkubzF3gCxz9wsfEZuYdMbjDc0NPH/XlRiNRpH0dMOIpDCuHZPE57uP8revC1n2p0koPPDT5q/7SZ+JuA6EX4oJ8Uf3wTwuevob8qv1qLIvZsCkK7l4eDzhGj/g57phQegLEwdF8dDMDJ5bVcxfv8wnPjSA6Vm9a89nt8v8/ZtC3t9agSTB89fncOmIBHbvFsmvNxkYHcTlOQl8va+G8vo2vtpbzawRCR65CK5fJ79qpYJXrhvKoAkXk/jsYpeeKygsgtDI7vdF7G6ZhLO2W/Zmj1ycwcr8GvZUNvPZrqP8JjfZ3SGdUnB4VI+uA0E4TraamTYsjpRIDWuKdNTqTSzdXsnUzBgy48UHJKHv3T1lEOX1bXy26yhzlu7m9VvHcUEP+/92WGw89Mlevt3vSHSfuXYk14w580SR4JlSo4K4IieRb/ZVU9nYzqc7j3LFqERCPawNWr9OfgEUkkRHxT53h9GpN2US4Nztlr1NbGgA908fwlMrivjHN4WcPzSahDDvargtCN01JC6EuLAAVhVoqW7uYFVBLUcajKAS7RmFviVJEk9fM4LGNjM/Fun4/bs7+Oe1I7lubPeS14M6A/d/lEdBtR61UhKJr49IidRw3ZgkvtpbTUObmU92VHJFTqK7wzpBv09+PU1PyyTEdssOvz93ICv2a9lT2cwjn+/nvdtzRWscwWeFBqi5dnQSOw43sq28kSJtK36z/sLeymZyksPdHZ7Qj6iVCl69ZSx//nQvX+2t5s+f7mV9SR1/vSyLmJCuP5C1may8ubGcJesP0mGxE6FRs/jmsS5ZdyO4R2xoAL/JTearPY4E+NNdRxkb4Tn1vyL59VDdLZMQ2y07qJQKnr8+h1n/3siGkjoWrzvEPVMHuzssQXAZhULinPQokiI1rCrQ0kos1y7ZzEMzM/i/C9I9eqW14Fv8VAoW3TCKgdFBvLz2IF/vreb7Ai1XjRrAlIwY0mOCUUhQXt/GTwfr+WpvNc1Gx4TN+UOief76HOJCXdNpSXCf0AA1149LYsV+LRWNRrY1qAifPBubB7RCE8mv4DMGxwaz8IrhPLpsP89/X0xWQihTM2Nddr6etC4TtdmCqwwID+Sm8Sks/t+nkDqWZ1YW8c2+av5xVbZLNiAQhK4oFBIPzBjKhZmxPP5VAXsqm/l4ZyUf76zs8vjUKA0PX5TBrBFiAwtf5q9ScuWoRDYfamDXkSYCUkdic3/uK5Jfwbf8dnwK+462sHR7Bfd8uJv//n68S3bs603rMujftdmC6wSolVg3vsm/HrydJ74tpKBazzWLN3NjbjJ/viiDaLFdu9BHcpLDWX73JLaXN/LNvhp2HG5E12rCYrOTHKEhe0Aol41M5NzB0eLbiX5CIUmcNzgadZuOzxY/hd/9k90dkkh+Bd+z8IosjjYZ2Vhaz+x3dvD27FzGD3RuAvzL1mVBYZEYLTLNHTaa2m00m+y0W+x0WGWsx77esVnM6A4VsLGinfi2BmJC/IkN8SckQCVmPQSn+U1uMhcOi+Wf3xXx2a6jfLSjkq/2VjN7Uhr/d0F6Z1s0QXAlSXKU5JyTLmp4hZ8N0MjYWns2YeQqIvkVfI6/Ssnrt45j9jvb2VbeyM1vbuWJq7L5zbhkpyWaDW0WNMMms6clkJrqNgymM23xqSIwLYeKVpmK1sbOe8MC1aRFaRgYHURypAaFSISFsxQd7M/z1+dwQ24yf/+6kP1VLSxed4j/bTmC5cAaWnZ/Cx2tp3y82CxDEARfJ5JfwScF+il59/bxPPTpHlbs1/LI5/v5vqCWhVcMJzlS0+PnazNZ2X64kU2l9fx0sJ4ibSsxVzxMaaOjjEGSIDxQTXSwP5FBfgQHqNColZ0bp+iqK/jizRe58PZ5WNXB1LWaaGgz0dJuYe/RFvYebSHIX0lmfCjZiaF4zppYwVvlpkXy1ZxzWV1YywurSyjStkL6ZDSDpjA0PpjRyRFdrsYXm2UIguDrRPIr+KxAPyUv/3YMSxIPseiHEtYU6VhfUscVOYlcPWYA5wyMwk/VdZrZ2GYmv6qFbeUNbC1rZG9lc2cJw3Em7UHGjhzO4MQoEsNPv0OgohnaCteRGfkoCcmOXZDMVjuVTUYO17dxUGegzWRj15Emdh1pIjlURUBqDrLsASsDBK/Q0NBAQlLKKX4qoUgZhTxkCn4JQzlQ08qBmlbiQv0ZnhjG0Lhgj9yFSRAEwRVE8it4nZ50TtBoNNwzdTAzsuL429cFbDrYwLK8KpblVeGvUjAkLpj40AAC1EqMZhst7RaONBipN5hOeq6kiEDOHxLNuYOjGRRsI2vQZeR+9BOhkUG9+j38VAoGxQQzKCaYyRkxHK43kl/dwpEGI5V6K3E3PsnWI3quTkjo1fML/YvdbmfeOz+c9piHL8vhwQ+2klfRzKE6A7V6E7V6HRtK6hgcG8zQuBBQiLcFQRB8m/grJ3iN3ux+FxkVTXnZIYbGhfLBHRPYW9nM0u0V/HCglnqDmfwqPflV+i4fmxKpITctkgnpkUxIjzqhXEKr1Z717/NLKoWCwbHBDI4NpsloZkdpDXsLixmfMsap5xGEhLBAEkYEYjRbKdK2UlCtp7HNTJG21bFZxnXP8sDHe5iaGcuE9EhiQ0T/VUEQfItIfgWv0dPd7wzNDTx/15UYjUZCQ0MBRxuenORw7HaZikYjxbWtNLaZaTfbCPZXERqoIj4skCGxwQT5u2d4RGj8mJCsYeXD96F86jq3xCD4Po2fijEpEYxODqdWb+KAVs8hnYE2AlmeV8XyvCrA0T87Ny2CjLgQhsaHMCQ2hKggPxSiTZUgeJ0DBw706eM8lUh+Ba/T3d3vTkehkEiLDiItunclC31D1PsKridJEvFhAcSHBTBlaAzPz7uTOU8tYdPBegpr9BzUGTioM5zwGJVCIirYj5gQfyI0foQGqgn7xe3f/3qOlvoaZLMRzEZkkxEs7WBu5/h1LbpKCELf0TfWAXDLLbec1fMYDIYzH+QFRPIr+Lye1AhbrVZUqjMPC7Fjm+CLJElCri/jL5cOA6DZaGZrWSP5VS0U17ZSUttKRaMRq10+Vi98cm08AFmXoz7FOfxVCvxVCuorS7nzfzuJCw0gLjSA2BD/E/5/uEYtemALgpO0GxzlfbPuXEDGyLE9fvyB7ev57r2X6OjocHZobuEVye/ixYt57rnnqKmpYfjw4SxatIjzzz/f3WEJHq43NcKSQolst3X7eLFjm+DLwjV+XJwdz8XZ8Z33WWx2ci+Yga7VhBQYCn5BSH4a8NeAWoPkp8EiqUgffR4mq50Oqw2Txd7ZLcVktWOy2lHEDGRVQe0pz+2nUmBtbcDa1uKYPT4+i2w2gqkN2WwkQuPH6y+/0DnjHK7xI8hPKZJmQTiFqMRUkoYM7/HjaisOuSAa9/H45Pfjjz9m7ty5LF68mHPPPZfXXnuNSy65hMLCQlJSTtXWRxB6XiNce+QgSx6Z3a3jjx9rsVicFa4geAW1UkHtkdLTdpZ4+LIcHvnj3hPus9rtmCyOxLfDYuPDfz3GP1/8D7pWE7X6jmMzyR3oWk00tpkxW+0QGIEiMOKU5zEAN72x7YT7VAqJcI2a0EA14ccS4p+T45//NzzQj7Dj/w5UExnkJ5JmQegnPD75feGFF/jDH/7AHXfcAcCiRYtYtWoVS5Ys4emnn3ZzdII36G6NcGtzQ7ePP36sIPia0/cL/vmYnlIpFKj8FQQd21ejbu+PzLv+gq4PVqggMBS9GX7/5NudCXOH1Y7JYuv8d8n+3ag0YUj+GvDTICnVWO0y9QYz9YYefCtjt1P+zGU9/p0EQfBOHp38ms1mdu3axfz580+4f+bMmWzevLnLx5hMJkymn+vQWlpaANDru25n1drq2OazoabS8TX5GTTXVgPQVFuFshuTBN58vCfF4mnHuzqWthbHFsitra1oNCfvSHf8enbnJhg9HWvg6EXb0Xb6BROyLJ/1Mc54Dk86T1/GYrPZuO/lL057zGO/mXTWsXT3PIkaAMWx24k2LljAE59s7jyn1S7TYbVhPpYcmyx2Pnr5CS69Y/6x5PnYz6w2zBbH/3ZYZcyGls73gl/zxrF2fFHS0dICTO3GXp2z7mg5ALt27er1IieFQoHdbu/VYwGKi4uB3v8ex7+q1x4u4VBQz3f2dMZzeEIMzngOZ8Rw/JoyGAxdXrt9OtZkD1ZVVSUD8qZNm064/8knn5SHDh3a5WMef/xxGcdyYnETN5+/VVZW9sVQFGNN3Pr9TYw1cRO3vrn1xViTZNlz90+trq5mwIABbN68mYkTJ3be/+STT/K///2PoqKikx7z60/IdrudxsZGoqKiuqzn0uv1JCcnU1lZ2dkLVugd8Vo6z5leS1mWaW1tJTExEYXi1Nsqu5IYa+4jXkvnEWNNOB3xWjqPJ401jy57iI6ORqlUnrSblk6nIy4ursvH+Pv74+/vf8J94eHhZzxXaGiouLCdRLyWznO61zIsLKyPozmRGGvuJ15L5xFjTTgd8Vo6jyeMNfd8jO0mPz8/xo4dy+rVq0+4f/Xq1UyaNMlNUQmCIAiCIAjeyqNnfgEefPBBbr31VsaNG8fEiRN5/fXXqaio4K677nJ3aIIgCIIgCIKX8fjk94YbbqChoYG///3v1NTUkJ2dzYoVK0hNTXXK8/v7+/P444+f9JWS0HPitXQeX3wtffF3chfxWjqPL76Wvvg7uYt4LZ3Hk15Lj17wJgiCIAiCIAjO5NE1v4IgCIIgCILgTCL5FQRBEARBEPoNkfwKgiAIgiAI/YZIfgVBEARBEIR+o18kv4sXL2bgwIEEBAQwduxYNm7ceNrj169fz9ixYwkICCA9PZ1XX321jyL1fD15LdetW4ckSSfdutqZr7/ZsGEDl19+OYmJiUiSxBdffHHGx3jDdSnGmvOIsXb2fHWcgRhrziTG2tnzurHm8g2U3eyjjz6S1Wq1/MYbb8iFhYXy/fffLwcFBclHjhzp8viysjJZo9HI999/v1xYWCi/8cYbslqtlj/77LM+jtzz9PS1XLt2rQzIxcXFck1NTefNarX2ceSeZ8WKFfKCBQvkzz//XAbk5cuXn/Z4b7guxVhzHjHWnMMXx5ksi7HmTGKsOYe3jTWfT37Hjx8v33XXXSfcl5mZKc+fP7/L4+fNmydnZmaecN+dd94pT5gwwWUxeouevpbH/0g0NTX1QXTeqzt/KLzhuhRjzXnEWHM+XxlnsizGmjOJseZ83jDWfLrswWw2s2vXLmbOnHnC/TNnzmTz5s1dPmbLli0nHX/RRRexc+dOLBaLy2L1dL15LY8bPXo0CQkJTJs2jbVr17oyTJ/l6delGGvOI8aa+3jDNSnGmvOIseY+7r4mfTr5ra+vx2azERcXd8L9cXFxaLXaLh+j1Wq7PN5qtVJfX++yWD1db17LhIQEXn/9dT7//HOWLVtGRkYG06ZNY8OGDX0Rsk/x9OtSjDXnEWPNfbzhmhRjzXnEWHMfd1+THr+9sTNIknTCv2VZPum+Mx3f1f39UU9ey4yMDDIyMjr/PXHiRCorK3n++ee54IILXBqnL/KG61KMNecRY809vOWaFGPNecRYcw93XpM+PfMbHR2NUqk86ROcTqc76RPHcfHx8V0er1KpiIqKclmsnq43r2VXJkyYQGlpqbPD83mefl2KseY8Yqy5jzdck2KsOY8Ya+7j7mvSp5NfPz8/xo4dy+rVq0+4f/Xq1UyaNKnLx0ycOPGk47///nvGjRuHWq12WayerjevZVfy8vJISEhwdng+z9OvSzHWnEeMNffxhmtSjDXnEWPNfdx+TfbJsjo3Ot7G5K233pILCwvluXPnykFBQfLhw4dlWZbl+fPny7feemvn8cfbbzzwwANyYWGh/NZbb4mWMMf09LV88cUX5eXLl8slJSVyfn6+PH/+fBmQP//8c3f9Ch6jtbVVzsvLk/Py8mRAfuGFF+S8vLzO9jreeF2KseY8Yqw5hy+OM1kWY82ZxFhzDm8baz6f/MqyLL/yyityamqq7OfnJ48ZM0Zev359589uu+02efLkySccv27dOnn06NGyn5+fnJaWJi9ZsqSPI/ZcPXktn3nmGXnQoEFyQECAHBERIZ933nnyt99+64aoPc/xdjm/vt12222yLHvvdSnGmvOIsXb2fHWcybIYa84kxtrZ87axJsnysQpjQRAEQRAEQfBxPl3zKwiCIAiCIAi/JJJfQRAEQRAEod8Qya8gCIIgCILQb4jkVxAEQRAEQeg3RPIrCIIgCIIg9Bsi+RUEQRAEQRD6DZH8CoIgCIIgCP2GSH4FQRAEQRCEfkMkv4IgCIIgCEK/IZJfQRAEQRAEod8Qya8gCIIgCILQb4jkVxAEQRAEQeg3/j9pECV2bod6uwAAAABJRU5ErkJggg==", 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