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Recursive topk
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from operator import getitem\n", | |
"from dask.array import Array\n", | |
"from dask.base import tokenize\n", | |
"from dask import sharedict\n", | |
"import numpy as np\n", | |
"\n", | |
"\n", | |
"def topk_kernel(k, x):\n", | |
" k = min(k, x.size)\n", | |
" ind = np.argpartition(x, -k)[-k:]\n", | |
" return x[ind]\n", | |
"\n", | |
"\n", | |
"def topk(k, x, recursive=False):\n", | |
" if x.ndim != 1:\n", | |
" raise ValueError(\"topk only works on arrays of one dimension\")\n", | |
"\n", | |
" token = tokenize(k, x)\n", | |
" name1 = 'chunk.topk-' + token\n", | |
" name2 = 'topk-' + token\n", | |
"\n", | |
" dsk = {(name1, i): (topk_kernel, k, key)\n", | |
" for i, key in enumerate(x.__dask_keys__())}\n", | |
"\n", | |
" if recursive:\n", | |
" toplevel = list(dsk.keys())\n", | |
" while len(toplevel) > 1:\n", | |
" i = len(dsk)\n", | |
" dsk[name1, i] = topk_kernel, k, (np.concatenate, [toplevel[0], toplevel[1]])\n", | |
" toplevel = toplevel[2:] + [(name1, i)]\n", | |
" top = dsk.pop(toplevel[0])\n", | |
" else:\n", | |
" top = topk_kernel, k, (np.concatenate, list(dsk))\n", | |
"\n", | |
" dsk[(name2, 0)] = getitem, (np.sort, top), slice(None, None, -1)\n", | |
"\n", | |
" chunks = ((k,),)\n", | |
" return Array(sharedict.merge((name2, dsk), x.dask), name2, chunks, dtype=x.dtype)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[0.99982899 0.99665585 0.99658423 0.99627181 0.99333334]\n", | |
"[0.99982899 0.99665585 0.99658423 0.99627181 0.99333334]\n", | |
"[0.99982899 0.99665585 0.99658423 0.99627181 0.99333334]\n" | |
] | |
} | |
], | |
"source": [ | |
"from dask.array import random\n", | |
"a = random.random(1000, chunks=250)\n", | |
"k = 5\n", | |
"\n", | |
"print(a.topk(k).compute())\n", | |
"print(topk(k, a).compute())\n", | |
"print(topk(k, a, recursive=True).compute())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"a.topk(k).visualize()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"topk(k, a).visualize()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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VbgEAKCI9/YcWAIBnhYaGtmjRomPHjlWqVPn777+PHTvWrVs3vS2NQghbW9uJEyfevHlz2bJlR44cqVOnzsiRIxMSEmTnAgDg5ejvv7UAAGjExsb27t3b09PT3Nw8IiJiz54977//vuxQRWVmZjZ48OBr164FBgbu2rWrTp06s2fPfvLkiexcAAAUFcepAgD0Wk5OzqxZs2bPnv3mm2/Onz/f29tbdqJiyczMnDt37pw5c+zt7ZcsWdKhQwfZiQAAeDHmGwEA+isiIqJx48bz5s377rvvLly4UNZLoxDC0tJy2rRp165da9y4cceOHQcOHJiUlCQ7FAAAL0BvBADoo5ycnAkTJnh4eFSvXv3ChQtjx44tV66c7FA6U6NGjc2bN+/YseOPP/6oV6/evn37ZCcCAEAbeiMAQO9cvXq1WbNmS5YsWbZs2cGDB52cnGQnKhFdu3a9dOmSl5dXly5dRo0alZWVJTsRAADPR28EAOiXjRs3vvvuuyYmJv/888/QoUNlxylZ1tbWQUFBwcHB69evb9as2Y0bN2QnAgDgOeiNAAB9kZeX99VXX/Xt23fIkCHh4eF16tSRnaiU9OrV6/Tp0yYmJu+99x7HrAIA9BC9EQCgFx4/fty5c+dly5atXbt24cKFhnQ2Y1E4OTmFhYV9+OGHH3744YIFC2THAQDg/2MqOwAAAOL27dve3t5JSUnHjh1r3Lix7DhyWFhY/Pbbbw0aNBg3blxMTMzChQuVSqXsUAAACEFvBABId/ny5fbt29vZ2Z04caJmzZqy40g2duxYR0dHPz+/e/fubdy40dzcXHYiAACEQqVSyc4AADBeZ8+e7dChg4uLy+7du62trWXH0RdhYWHe3t5Nmzbdvn27paWl7DgAAGPH+Y0AAGlOnTrVtm3bRo0a7d+/n9JYmLu7+x9//HHmzJlOnTplZGTIjgMAMHbMNwIA5IiMjGzdurV6So2jMZ/r4sWLbdq0adiw4e7du8uXLy87DgDAeNEbAQASXLt2zdPTs27dunv37rWwsJAdR3+dO3eudevWLVq02Lp1q7FdYxYAoD/ojQCA0paYmNisWTN7e/tDhw5VrFhRdhx9d+LEifbt2/v6+q5atUp2FgCAkeL8RgBAqcrKyurWrZtCodixYwelsSg++OCD4ODgoKCgmTNnys4CADBS9EYAQOlRqVQDBgyIjo4+cOBAtWrVZMcpMzp16vTTTz9NnTp18+bNsrMAAIwR928EAJSeOXPm7NixIyQk5K233pKdpYwZOXLklStXPvnkk7p169arV092HACAceH8RgBAKQkJCenYsePcuXPHjBkjO0uZlJOT07p166SkpJMnT1pZWcmOAwAwIvRGAEBpuH//foMGDVq1arVx40bZWcqwuLi4xo0bt23bdt26dbKzAACMCL0RAFDiVCpV165dL168eO7cOSbKiunQoUMdO3b8/fffP/74Y9lZAADGguviAABK3NKlS/ft2/f7779TGovPy8tr1KhRI0eOvHXrluwsAABjwXwjAKBk3b59283NbdSoUdxGQleys7MbN2785ptv7t+/X3YWAIBRoDcCAEpW165dr127du7cufLly8vOYjhOnDjh7u4eFBTE0aoAgFJAbwQAlKDg4OC+ffsePXrUw8NDdhZDM3LkyODg4KioKFtbW9lZAAAGjt4IACgpmZmZrq6u7dq1W7VqlewsBujx48d16tT56KOPFi5cKDsLAMDAcV0cAEBJmTNnTnJy8nfffSc7iGGytrb+7rvvlixZcvHiRdlZAAAGjvlGAECJSEhIcHZ2njp16sSJE2VnMVj5+flNmjSpWbPmrl27ZGcBABgyeiMAoESMHj16y5Yt169ft7S0lJ3FkO3bt8/b2zsiIuKDDz6QnQUAYLDojQAA3YuLi6tdu/a8efNGjBghO4vha9mypYWFxcGDB2UHAQAYLHojAED3Ro0atXv37qioKDMzM9lZDN8ff/zRrl07phwBACWH3ggA0LHk5OSaNWvOnDlz9OjRsrMYi2bNmlWvXn3Lli2ygwAADBPXUwUA6Ngvv/xiamr6ySefyA5iRMaMGbNjx47r16/LDgIAMEz0RgCALuXl5f3yyy+ffvppxYoVZWcxIj179qxZs+bixYtlBwEAGCZ6IwBAl/bt23fv3j1/f3/ZQYyLUqkcOnTo77//np2dLTsLAMAAcX4jAECXPvzwwydPnhw6dEh2EKOTkJBQs2bNoKCgjz76SHYWAIChoTcCAHQmPj7+jTfeWL9+va+vr+wsxqhbt26ZmZmUdgCAznGcKgBAZzZv3mxpafnhhx/KDmKkPv744yNHjiQmJsoOAgAwNPRGAIDObN68uWvXrhYWFrKDGClvb28LC4tt27bJDgIAMDT0RgCAbsTFxYWHh/fu3Vt2EONlaWnZpUuXzZs3yw4CADA09EYAgG7s37/f3Ny8Xbt2soMYNR8fn2PHjj1+/Fh2EACAQaE3AgB0Y//+/a1atbK0tJQdxKh16NBBpVIdOXJEdhAAgEGhNwIAdCAvLy8kJKRTp06ygxi7ypUrv/fee/v375cdBABgUOiNAAAdOH/+/OPHj9u2bSs7CETbtm2PHj0qOwUAwKDQGwEAOnD8+HFbW1sXFxfZQSA8PDyioqISEhJkBwEAGA56IwBAB8LDw93d3U1M+GdFvubNmyuVyhMnTsgOAgAwHPwDDwDQgVOnTjVt2lR2CgghhJWVlYuLy8mTJ2UHAQAYDnojAKC4UlNTY2NjGzZsKDsI/qNhw4aRkZGyUwAADAe9EQBQXJGRkSqVqkGDBrKD4D/q169/4cIF2SkAAIaD3ggAKK5Lly5ZWVnVrFlTdhD8R/369W/fvv348WPZQQAABoLeCAAorpiYGGdnZ4VCITsI/sPZ2VkIERsbKzsIAMBA0BsBAMUVGxvr6OgoOwX+x9HRUaFQ3Lx5U3YQAICBoDcCAIqL3qhvypcvb29vT28EAOgKvREAUFwJCQmvv/667BTP8cEHH4wfP74UNhQdHT1//vyXekl+fv7EiRPv3btXQpGqV68eHx9fQoMDAIwNvREAUFwPHjyoWrWq7BRCCHH37t3CD52cnMqXL/9vz+rK0aNHv/3229GjR7/Uq5RK5YQJE0aPHl1Cs4J2dnZJSUklMTIAwAjRGwEAxZKVlZWVlWVnZyc7iIiNje3Xr1/hJRs2bJg+ffq/PasTV65cGTBgQGBgYLly5V72tba2ttOmTfPx8cnIyNB5sCpVqtAbAQC6Qm8EABRLcnKyEMLW1lZujHv37nXp0uXBgwev8OwrU6lU/fv3Hzx4cOXKlV9thAYNGjg7O48bN063wYQQtra26l8NAADFR28EABTLkydPhBCFDwfVlZ9//tnPz2/EiBHly5dX/JcQIjs7e86cOUOHDn3vvffat29/8eJFIcSaNWsuXbqUkJAwfPhwIURBQcHmzZsHDRrk6en57LP/NkhmZua6dev69evn7u5+4sSJxo0bOzo6hoWFRUVFde/evWrVqq6urv/8848m4a5du86cOdOxY8fivM0OHTqsWLEiJiamOIM8q3z58tnZ2bodEwBgvFQAABTDlStXhBCRkZG6HTYwMFCpVCYlJalUqu+//14IMXbsWPVT/v7+V69eVf/s5eX12muvpaamqlQqIYSLi4tmhNu3bxde8tSzzx2koKDg+vXrQghra+u9e/devnxZCOHo6Dh37tzHjx+fPXtWCNGqVSvNIH379lUoFLm5ucV5p+phv//+++IM8qwpU6Y0bNhQt2MCAIwW840AgGLJyckRQpiZmel22MOHD6tUqkqVKgkhPvzwQyFEWFiYEOLkyZMrVqxwcXFRTz8eOnQoMTExNDT02RHeeOONfxv83wZRKBTOzs5CCAcHh86dO7u6ulavXj02NjYgIMDKyqpRo0bVqlU7d+6cZpyIiAhra2tTU9PivNPXXntNCHHs2LHiDPIsc3Nz9VQwAADFR28EABSL+thRlUql22Hbt29fUFCwd+9e8d+DYNu0aSOEOHXqlJub21N/BPX29n6pwYs+iLq4alSuXDklJUXzMCEhofgndtrY2AghEhMTiznOUwoKCtS/GgAAiq9YfyIFAEA906ieddShzz//3MLCYsiQIWFhYdHR0dOnT588ebIQIikpKSYmJjMz09LSUrNyQUGBiclL/CVUJ4MIIZRKZX5+/ku95Fkl1O5ycnLMzc1LYmQAgBFivhEAUCzqcqLz3pifn3/x4sUTJ07MnTt3x44dU6dOVSqVQggXF5fMzMzZs2dr1rxy5crPP/8shFAoFHl5ef82YOFntQzyUhwcHApPP2qSF/2h+O8Fae3t7V9269o9efKE3ggA0BV6IwCgWNQHkWZlZel22FmzZu3evfvYsWMHDx6MiIiIjo5WN66uXbvWqlVr+vTpQ4YMWb9+/dSpU7/88svBgwcLIZydnePj4+/cuaMeIT09XQiRmpqqflj4WS2DqK9BqjnsNjc3VzOU5tmCggL1Q09Pz7S0NM2z6thVq1a9detWUR6qPXz4UAjh4eGhy49PiKysLAsLC92OCQAwWvRGAECx2NnZKRQKnd9ivlmzZunp6UOGDOnYsWPz5s3r1Knj4OCwbds2c3PzI0eO+Pj47NixY+zYsffv31+3bp36LMTevXtbWVmdOnVKCJGZmTlr1iwhRFxc3I8//piWllb42X8b5P79+1OmTBFCxMbG/vHHH4cOHVJ3vClTpjx69Ojnn39WP5w/f776/Q4YMEClUkVERGhiW1paWllZaa6Uo/2hWlhYmFKp9PX11e0HmJSUZGdnp9sxAQBGS6HzKxkAAIyNlZXVjz/+OGTIEB2OuXr16ocPH44bN04IUVBQEBcX9+effwYEBOj8+jHF5O3tXadOnR9//PGVR/Dx8bG3t1++fLkOUwkh2rVr5+zsvGzZMt0OCwAwTsw3AgCKq0qVKuqDLXVl9uzZn3zyiaaImpiY1KhRw8PDo3r16jrcik6sXr163759r9xm//7776ioqPnz5+s2lRAiKSmpcuXKOh8WAGCc6I0AgOJ6/fXX7969q8MBjx8/LoRYunSp5vDXM2fOTJw4ce3atTrcik5Uq1Zt69atY8aMyczMfNnXxsfHz5w5MyQk5Km7fejEnTt3atSoofNhAQDGid4IACguR0fH2NhYHQ7422+/jRo1atWqVTVq1HB3d/f19T1z5szatWvr1q2rw63oipub28yZMxcvXvxSr8rLywsKClq3bl1JtLu0tLSkpCRHR0edjwwAME6c3wgAKK6pU6du37794sWLsoPgPyIjIxs2bHjp0iX9bNoAgDKH+UYAQHE5OzvHxMQ8e2dCyBIdHW1iYsJ8IwBAV+iNAIDiql+/flZW1vXr12UHwX9cuHChdu3alpaWsoMAAAwEvREAUFz16tVTKpWRkZGyg+A/IiMjGzRoIDsFAMBw0BsBAMVVvnz5OnXqnD9/XnYQ/EdkZKSbm5vsFAAAw0FvBADoQNOmTSMiImSngBBCJCYm3rhxo1mzZrKDAAAMB70RAKAD7u7uf//9d15enuwgEMePH1cqlU2bNpUdBABgOOiNAAAdaN68eUZGxrlz52QHgQgLC6tfv761tbXsIAAAw0FvBADogKurq4ODw+HDh2UHgTh8+HDr1q1lpwAAGBR6IwBABxQKhZeX1/79+2UHMXZ37969dOlSx44dZQcBABgUeiMAQDc6deoUERGRkpIiO4hR279/v4WFRcuWLWUHAQAYFHojAEA3vLy8TExM9uzZIzuIUduxY0e7du3Kly8vOwgAwKDQGwEAumFra9u+ffvg4GDZQYxXcnJySEhInz59ZAcBABgaeiMAQGd8fX0PHjyYnJwsO4iR2rp1q4mJSZcuXWQHAQAYGnojAEBnunbtqlQqN2/eLDuIkVq7dm2XLl2srKxkBwEAGBp6IwBAZ6ytrXv27Lly5UrZQYxRVFRUaGjokCFDZAcBABggeiMAQJf8/f1PnTp19uxZ2UGMzv4RspQAACAASURBVKpVq6pXr96+fXvZQQAABojeCADQpRYtWri6ui5ZskR2EOOSlZW1evXqoUOHKpVK2VkAAAaI3ggA0CWFQvHll1/+/vvvCQkJsrMYkdWrV6empg4bNkx2EACAYaI3AgB0bODAgTY2Nkw5lpqCgoKffvpp0KBB9vb2srMAAAwTvREAoGPm5ubDhw9fvHjx48ePZWcxCsHBwTExMWPGjJEdBABgsBQqlUp2BgCAoXn8+HGtWrVGjRr17bffys5i4PLz893c3N59993ff/9ddhYAgMFivhEAoHvW1tZfffXVjz/+mJSUJDuLgVu7du3169e/+eYb2UEAAIaM+UYAQIlIS0urXbt23759f/rpJ9lZDFZWVpaLi0v79u25ZyYAoEQx3wgAKBGVKlWaPn364sWLL126JDuLwZozZ86jR49mzJghOwgAwMAx3wgAKCn5+flNmjR5/fXX9+3bJzuLAbp7966Li8uUKVMmTZokOwsAwMDRGwEAJejo0aOtW7feuHGjr6+v7CyGplu3bpcuXbpw4UL58uVlZwEAGDh6IwCgZPn7++/evfvy5cuVK1eWncVwbNmyxdfX99ChQ+3atZOdBQBg+OiNAICSlZKSUrduXS8vrzVr1sjOYiCSkpLq16/fqVOnVatWyc4CADAKXBcHAFCybGxsli1b9ttvv23evFl2FgPh7+9vamo6b9482UEAAMaC3ggAKHEffvjhZ5999umnn96+fVt2ljJvxYoVO3fuXLNmja2trewsAABjwXGqAIDSkJmZ+e6779rZ2R05cqRcuXKy45RVFy5c+OCDD0aPHv3999/LzgIAMCL0RgBAKbl69WrTpk0HDRq0cOFC2VnKpJSUlPfee69atWp//vmnmZmZ7DgAACPCcaoAgFLi4uKyfPnywMDAtWvXys5S9hQUFPj5+WVmZm7dupXSCAAoZaayAwAAjEifPn1Onz49dOjQN998s0WLFrLjlCUBAQGHDx8+cuSIvb297CwAAKPDcaoAgFJVUFDQu3fvv/76Kzw8/O2335Ydp2xYvnz5Z599FhQU1L9/f9lZAADGiN4IAChtWVlZrVu3vn//fmhoaI0aNWTH0XfBwcH9+vWbMWPGpEmTZGcBABgpeiMAQIKHDx+2atUqJycnNDSUAy+1OHTokI+Pz6effrpo0SLZWQAAxoveCACQIz4+vmXLlpaWliEhIVWrVpUdRx8dOnSoa9eu/fv3X758uUKhkB0HAGC8uJ4qAEAOBweHkJCQ9PR0T0/PuLg42XH0zo4dO3x8fHx9fZctW0ZpBADIxXwjAECme/futW/fPicn5/Dhw05OTrLj6IVvvvnG1tZ2/Pjx/v7+P//8s4kJf+QFAEhGbwQASHb//v2OHTvGxcXt2rXr/ffflx1HPm9v73379r3//vsHDhywtbWVHQcAAI5TBQDIVq1atdDQ0CZNmrRu3Xrbtm2y48iUm5vr7+9/8OBBU1PTkydPOjo6Lly4MDc3V3YuAICxU3777beyMwAAjJ2ZmdlHH30UHx8/fvz43NxcT09PIzw4My4urkuXLn/88ceWLVvKlSt38eLFrKysQ4cOBQUF1axZ09XVVXZAAIDx4jhVAIAeWbly5ahRozw9PdeuXVulShXZcUpPaGhonz59rK2tt23bVrdu3ZMnTzZt2lT9lImJiUqleueddxYtWuTu7i43JwDAOBndX3MBAPps6NChoaGhV65cadiwYUhIiBAiMzNTdqiSlZeX980337Rp06ZZs2YnT56sW7euEOL9999v0KCBetK1oKBApVJFRka2aNGiZ8+eMTExsiMDAIwOvREAoF/ee++9c+fOeXh4eHl5derUKTAwUHaiEhQdHd2iRYt58+YFBgZu3brVyspK89SoUaMKr5mXl6dSqXbv3v32229/8cUXKSkppR4WAGC8OE4VAKCPMjMzvby8wsLCatSoERQU1Lp1a9mJdCw3N3fevHnTp093dXVdt27ds6cvZmRk2Nvbp6enP/taU1PTChUqzJgx47PPPitXrlyp5AUAGDXmGwEAeufatWtNmjQJCwszMzNr1KhR27ZtP/nkk8TERNm5dCY0NPTdd9+dMWPGtGnTTp48+dxr3lSoUOGTTz55bi3My8t7/Pjx6NGjly5dWvJhAQCgNwIA9ExQUFCjRo1u3LihUChatGixe/fuTZs2HT58uE6dOnPmzHny5InsgMUSGxvr6+vr6elpb29//vz5iRMnmpqa/tvKw4cPz8vLe+5TCoVizpw5Tx3LCgBACaE3AgD0RXZ29qhRowYOHPjkyZPc3FxTU1MvLy8hRO/eva9duzZ58uQZM2a89dZby5cv/7c2pc8ePHgwceLEunXrnjt3Ljg4+ODBg2+99Zb2l7i4uLi7uyuVysILTUxMypUrt2HDhnHjxpVkXgAA/ofeCADQC9euXWvcuLH6wEv1ufe5ublt2rRRP2tpaTlhwoQrV6506tTp888/d3V1Xb16dU5OjszERXbv3r2AgABHR8fff/997ty5Fy9e7N27dxFfO2rUqIKCAs1DU1NTS0vL9evX9+nTp2TCAgDwHFwXBwAg39q1az/99NO8vLzc3FzNwooVK6akpDw12yaEiImJmTFjxvr16+3s7EaPHv3pp59Wrly5dPMW1fnz5xcsWLBx40Y7O7tx48Z99tlnFhYWLzVCbm5u9erVHzx4IIQwNTW1tbVt1qxZVFTU8ePH7ezsSiY1AABPY74RACBTdnb26NGj/fz8srOzC5dGExOT1q1bP1sahRC1atVavXr17du3P/3007lz577++uu+vr4hISH685fQrKyszZs3t2/fvlGjRhEREXPmzImJiRkzZszLlkYhRLly5YYNG2ZqampqavrWW2+dO3du6dKl2dnZnTt3zsjIKInwAAA8i/lGAIA0UVFRPXr0uHbt2rPnK5qams6fP3/06NHaR0hPT9+0adPKlStPnDjh6Ojo6+vr6+vbpEmTEousTXZ29v79+zdt2rRnz578/PwePXoMHTq0VatWCoWiOMPevn3bycmpRYsWO3futLa2FkJcv369efPmTZs23b59u5bL6gAAoCv0RgCAHBs3bvzkk09yc3P/7SI3Fy5ccHNzK+JoFy9eXL9+/aZNm2JiYpycnDp27NipU6c2bdpUqFBBd5Gf7/bt2wcOHDhw4EBISEhGRkbLli379OnTp08fW1tbXW1i5cqVAwYMMDMz0yz5+++/27Rp079//2XLlulqKwAA/Bt6IwBAjrNnz/bv3//atWv5+fnPPlu5cuWHDx++wkzdqVOndu7ceeDAgTNnzpiamjZp0qR58+bu7u7vvPOOk5OTLoKLnJycS5cunTp1Kiws7Pjx4zExMRUqVGjTpk2nTp26devm4OCgk6280O7du7t37z5jxoxJkyaVzhYBAEaL3ggAkCY3N3fBggVff/21EKLwrKOpqWmPHj02bdpUnMETExP/+OOP8PDw48ePX7x4MT8/38rKys3NzcXFxdHR0cnJydHR0c7OrkqVKnZ2diYmzznhPzs7OykpKSkpKT4+PjY29ubNmzExMZcuXYqKisrLy6tYseIHH3zg7u7eokULDw8Pc3Pz4qR9NcuWLRs+fPivv/46aNCg0t86AMB40BsBAJJFRka2a9cuKSlJc8MJpVL5yy+/+Pv762oTaWlpFy9ejIyMjIyMjI6Ovnnz5u3btwvfxqNSpUqmpqZKpbJChQqpqalCiMzMzCdPnmhWsLa2dnJycnJycnV1bdCgQf369evUqaMP5xZOnDhxwYIFu3fv7tChg+wsAACDRW8EAEi2a9eubt269enTZ/PmzSYmJuqrqkZHR9euXbvkNlpQUJCQkJD0X2lpaTk5OXl5eRkZGeprz1SsWLFSpUp2dnZ2dnavvfaajY1NyYUpDpVKNXjw4G3bth09evSdd96RHQcAYJjojQAAmZKSkurVq+ft7b1q1arTp0/7+fldvXrV3t4+Pj5edrQyIzc3t0uXLhcuXAgPD3d0dJQdBwBggOiNAACZPvroo2PHjl28eFF99dEnT55Mnz79/v37K1askB2tLElLS/P09ExLSwsPD69atarsOAAAQ0NvBABIs3Pnzu7du+/du7dTp06Fl+fk5BS+5wSKIj4+vlmzZq+99tqff/5paWkpOw4AwKDQGwEAcjx8+NDNza1Lly4rV66UncVAXLlyxcPDw93dffv27UqlUnYcAIDheM5lxwEAKAUjRowwNTWdO3eu7CCGw9XVdd++fX/88cfIkSNlZwEAGBT5FxAHABihnTt3btmyZd++ferTGqErTZs23bBhQ48ePZycnCZMmCA7DgDAQHCcKgCgtKmPUPXx8Vm+fLnsLIZp6dKlI0aMWL169cCBA2VnAQAYAuYbAQClTX2E6pw5c2QHMVifffZZTEyMv7+/g4ODl5eX7DgAgDKP3ggAKFXBwcHqI1RtbGxkZzFks2fPTkxM7NWr19GjR9955x3ZcQAAZRvHqQIASs/Dhw/r1avXrVu3ZcuWyc5i+HJzc729vS9evBgeHu7o6Cg7DgCgDKM3AgBKT+/evU+dOhUZGWllZSU7i1FITU319PR88uTJ8ePHK1euLDsOAKCs4j4cAIBSsnHjxq1bty5btozSWGqsrKz27t2bmZnZuXPnzMxM2XEAAGUV840AgNLw4MEDNze3Hj16/PLLL7KzGJ3Lly+3aNHC3d19+/btSqVSdhwAQNlDbwQAlIZevXqdPn36woULlSpVkp3FGB07dszLy2vQoEH0dgDAK+B6qgCAErdhw4Zt27YdOHCA0ihLixYtNm3a1KNHDycnp/Hjx8uOAwAoY5hvBACULPURqj179lyyZInsLMbul19+GTly5Jo1awYMGCA7CwCgLGG+EQBQsoYPH25paTl79mzZQSCGDx8eExMzdOhQe3t7Ly8v2XEAAGUGvREAUILWrVu3bdu2gwcPcoSqnpgzZ05iYmKvXr1CQ0MbNWokOw4AoGzgOFUAQElJSEioV69e3759f/75Z9lZ8D+5ubne3t6XLl0KDw9/8803ZccBAJQB9EYAQEnp2bPnmTNnIiMjmWzUN6mpqZ6enjk5OceOHatcubLsOAAAfWciOwAAwDCtXbt2+/bty5cvpzTqISsrq71792ZkZHTu3DkzM1N2HACAvmO+EQCge/Hx8W5ubv369QsMDJSdBf/q8uXLHh4eLVq02LZtm1KplB0HAKC/6I0AAN3r0aPHuXPnIiMjK1asKDsLtAkNDe3QocOgQYN++eUX2VkAAPqL66kCAHQsKCho586dR44coTTqv5YtWwYFBX300UfOzs4BAQGy4wAA9BS9EQCgS/Hx8WPGjPn88889PT1lZ0GR9O7d++HDhyNHjqxWrdqAAQNkxwEA6COOUwUA6FL37t3Pnz/PEaplTkBAwKJFi/bu3du+fXvZWQAAeof5RgCAzvz222+7du3iCNWyaO7cuffv3+/Vq9fRo0cbNWokOw4AQL8w3wgA0I24uDg3N7cBAwb89NNPsrPgVeTk5Hh7e1++fDk8PPzNN9+UHQcAoEfojQAA3eAIVQOQmprasmXL3Nzc48eP29rayo4DANAXJrIDAAAMwerVq3ft2rVmzRpKY5lmZWW1b9++9PT0bt26ZWdny44DANAXzDcCAIpLfYTqoEGDFixYIDsLdODy5cseHh4tWrTYtm2bUqmUHQcAIB+9EQBQXJ07d7527VpkZGSFChVkZ4FuhIaGdujQYfDgwUuWLJGdBQAgH9dTBQAUy6+//nrw4MG//vqL0mhIWrZs+dtvv/Xt29fZ2Xns2LGy4wAAJKM3AgBeXVxcXEBAwJdfftmiRQvZWaBjvr6+Dx8+/Pzzz6tVq+bn5yc7DgBAJo5TBQC8us6dO9+4cePcuXMWFhays6BEfPXVV4sXL96zZ0/79u1lZwEASMN8IwDgFa1cuVJ9hCql0YDNnz//4cOHvXr1Cg0Nbdiwoew4AAA5mG8EALyKe/fuubm5DR06dO7cubKzoGTl5OR4e3tfvnw5PDz8zTfflB0HACABvREA8NJUKlXnzp1v3rx59uxZJhuNQWpqasuWLXNzc48fP25rays7DgCgtJnIDgAAKHtWrlx56NChlStXUhqNhJWV1d69e9PT07t165adnS07DgCgtDHfCAB4OeojVP39/efMmSM7C0rVpUuXWrRo0b59+w0bNpiY8KdnADAi9EYAwEvgCFUjd/To0Q4dOgwZMmTx4sWyswAASg/XUwUAvIQVK1YcOnTo6NGjlEbj5OnpGRQU1LdvX2dn56+++kp2HABAKaE3AgCK6tatW+PGjRs3bpyHh4fsLJDG19f3zp07AQEBVatW9fPzkx0HAFAaOE4VAFAkKpWqU6dOt27dOnv2bPny5WXHgWRfffXV4sWL9+7d265dO9lZAAAljvlGAECRLFu2LCQkJDw8nNIIIcT8+fMfPHjQs2fP0NDQhg0byo4DAChZzDcCMHbx8fFpaWmyU+i7hw8fenl59evXLyAgQHaWYqlUqZKDg4PsFM+Xnp4eFxcnO8VLePLkyZAhQ+7cubN3796KFSvKjlP21KlTR3YEACgqeiMAY9e7d+8tW7bIToFS0qtXr82bN8tO8XzBwcF9+vSRnQKlh+9gAMoQjlMFANG+fXtuRWgMxo8fLzvCi509e1Z2BJS4w4cPl4m9EQA06I0AIKytrRs1aiQ7BUqctbW17Agvxq5oDKKiomRHAICXYyI7AAAAAABAr9EbAQAAAADa0BsBAAAAANrQGwEAAAAA2tAbAQAAAADa0BsBAAAAANrQGwEAAAAA2tAbAQAAAADa0BsBAAAAANrQGwEAAAAA2tAbAQAAAADa0BsBAAAAANrQGwEAAAAA2tAbAaAEpaam6nC03NzcsLAwHQ6oV5t7KdevX5cdoYxhVwQAFAe9EQBeTnR09Pz58zMyMhwdHQ8cOPBvq82bN8/T09POzk4nG01OTp48ebKtra2Hh4dOBiyhzbVs2XLPnj1CiH379rm7u2uW//rrr76+vl9//bW/v/+GDRvUC1/4GRb2888/KwpZuHChECI/P3/ixIn37t17qZAGg11Ri5LbFTUCAwMVCoX6ZyPfFQEYBRUAGLdevXr16tWriCv/9ddf/fr1y8nJefLkiVKp3Lp167+tmZ2drf6mrqOYKpVKVa1ataIPeOfOndLcnJqDg8OVK1dUKtWiRYv8/PzUC6dPn+7o6JicnKxSqZKTkx0dHRcuXKhSqV74GWrk5uY2b978h/+aN2/e/fv31U89evSoR48eMTExRYn3Ur/r0rdp06aif+DsitqV0K6ocerUKUtLy8KpXmpXfKnfNQDoA+YbAaCorly5MmDAgMDAwHLlypmZmdWqVevtt9/+t5XNzc2rVq2q2wCVK1cu4pqxsbH9+vUrtc2pZWRkJCYmOjk5CSFu3Ljh7OwshLhz586MGTOGDRtmY2MjhLCxsfH39580aVJSUtILP0ONDRs29O/ff8J/jR07VvPZ2traTps2zcfHJyMj46XfYZnFrqhdye2KaikpKTt27HjjjTcKLzTOXRGA8aA3AkCRqFSq/v37Dx48WPMVtm7durVr15ab6rnu3bvXpUuXBw8elPJ2b9y4UaNGDXNzcyFETEyM+sv62rVrc3Nz27Ztq1mtTZs2mZmZq1atEkX7DFUq1ezZsydMmODl5TVt2rTY2NinVmjQoIGzs/O4ceN0+3b0FrviC5XQrqjx3XffjR8/XnOQqoax7YoAjAq9EQCKZNeuXWfOnOnYsaNmyciRI9VfTDMyMr777js/P78vvviiVatW6lPvNB48eNCrVy87Ozs3N7fTp08LIVasWGFiYqL+0pmWlrZgwQLNw127dg0bNuyNN95ISUkZNGhQlSpV6tev/88//zybZ/78+eXLlw8ICHj2eiFr1qy5dOlSQkLC8OHD1UtSU1MnTJgwadKksWPHdujQYezYsSkpKUKIEydOBAQEODk5JSYmqkPWr19/27ZtL7U5IcTixYsVCkXDhg1v376tPv9w9+7dfn5+CoVi586dQogaNWpoVlbP0pw/f77wZ6hFampqhw4dPvjgg4iIiOnTp7u4uMyYMeOpdTp06LBixYqYmBjtQxkGdkVZu6JaYGCgr6+vlZXVc581ql0RgHGRfJwsAMhWxHPe+vbtq1AocnNzn1qem5vbqlUrPz+/goIClUq1evVqIcTu3btVKpWLi4sQQj1FtnfvXiFEs2bN1K9ST4BoBtE8vHv3bsWKFYUQM2fOvHXr1tq1a4UQTZs2Va+mHlClUj169MjPzy8yMvLf0gohXFxc1D+npaXVqVPn22+/VT+8f/9+nTp1atWq9ejRoz179lhYWAghRo0aFRoaun79+kqVKgkhwsLCXmpzeXl52dnZU6dOHTFiRHZ2dnp6upmZWVxcXHZ2dqNGjYQQWVlZmpUzMzMLfxRF9/jx45kzZ5qamgohVq5cWfips2fPCiG+//577SMYxvmN7IoSd8WIiIgFCxY89SEUVsRdkfMbAZQ5/D8LgLErYpdwdHS0sbF5dvmCBQuEENeuXVM/zMvLW716tfrCG+qvleov8SqVys7OztLSUv3zU984Cz9Un2Sleeq1114zNzcvvFpMTMyQIUMePHigJW3hL+tTpkwRQsTHx2ueDQoKEkKMHz9epVLVqVNHCJGRkaF+6qeffhJCfPTRRy+1ObXevXsvX75cpVJdvXr19ddfVy9s2bKlECI7O1uzWlZWlhCiSZMmLxzwuZYtWyaEaNy4ceGFcXFxQojOnTtrf61h9EZ2xRd+RCW0KyYlJX3yySeaj/G5vbGIuyK9EUCZY1q82UoAMBYJCQkODg7PLv/rr79EoYPflErloEGDCq+gOQmqatWqV69efeGGnjppytbWNjExsfASb2/vhg0bVqlSpYjJ1YfzqWdv1NRfoMPDw4UQJiYmQgj1lSGFED4+Pl9++WV0dLT2zbm6uhZ+WKVKlYcPH966dUs9G5ORkfHo0SNXV9fu3bu7uLiEhoampKS89tpr6pWTk5OFEK+//noR8z9l6NChX375ZVRUVOGF6iudPPVBGSp2xcJjluauOHz48M8++0yz7z158kQIce3atXLlytWqVUu90Kh2RQBGhd4IAEWiVCrz8/OfXa7+ghgdHd2wYcPSSTJv3rwuXbo0atRowoQJRVlf/XU8Nja2Xr166iXq783W1tbPrqz+Dl34QpHP3dyVK1eeemFWVlalSpWioqIsLCy++eabzMzMefPmCSEWLVokhIiLi9N8WY+PjxdCvPLd/0xMTCpXrvzUBUKfvUKJAWNXlLUr7tq1Kzg4+KmFLi4utWvX1vRbo9oVARgVrosDAEXi4OCgvoDHU9Tf0WfOnKlSqdRLbt26tX//fu2jqb9c5uTkCCFUKtXjx4+LnqRz586TJ0+ePHnyU1sp3CUUCkVeXp76Z/WUjvqsNrU7d+4IIdq1a/fs4ElJSU899W+be8r169dr1KihPkXt+vXrmktT+vn52djY/Pnnn5o1jxw5YmZm9sr3ZoiLi4uLi+vdu3fhheqJI3t7+1cbs2xhV5S1KxY+N1JV6DjVwpOiRrUrAjAuEo6NBQB9UsRz3oYMGaJQKNLS0p5aHhMTU6FCBSFEmzZtFi9ePHXq1GHDhqnPgFJPmKSmpqrXVB9bmJ6erlKpunfvLoSYOnVqdHT0jz/+qL6hwoEDB/Lz8x0dHQv/z7l69epCCPVFUNT3oysoKMjLy2vTpo2Njc3Zs2fVq82cOdPW1jY2Nlb9sHbt2hUqVLh9+7ZKpcrMzHRzc6tRo4bmvLIvvvjC3d1dPab6u29eXp76qd9++61JkyYv3NyztmzZ4uXlpf75vffeO3z4sOap2bNnv/XWW+qPLjU19a233po+ffpTL583b17dunU3bNjw7Mj/93//N3r0aPU93LOysnx8fLp3756fn194ncjISGE018VhV5S1Kz7luec3FnFX5PxGAGUO840AUCQDBgxQqVQRERFPLXdycjpx4kSHDh3Onj07a9astLS0OXPmCCHmzZunvkLGN998k5GRMXfuXPVBcdOmTcvJyZk9e3bTpk0XLFgwcuRIb2/vevXq+fn5paSkLFq0SH1/wpkzZ6ampi5cuPDevXtCiM8///zrr79WP/XDDz8kJiYOGjQoJSXF09Pzhx9+ePz4saWlpZWVlfpao0KI3r17W1lZnTp1SghhYWERERHRr1+/gQMHBgQETJgwwc7O7siRI5qVhRA//fRTUlLSgwcP4uPjjx49mpaW9t1332nZ3LOfT1RUlOa26devX1dfllNt/PjxEydOHDFixNdffz1kyJBx48ZNnTr1qZfHxMRcvXo1ICDg2ZFr1qwZGhr67rvvfvzxxyNHjhw6dOi2bdvURzxqhIWFKZVKX19frb9DA8GuKGtXLAqj2hUBGBWF6r9HswCAcVIf8bh58+YXrunt7V2nTp0ff/yx5EOVHldX16tXr+rDvwVRUVEDBgw4ceLEK7zWx8fH3t5++fLl2lcr+u9aiuDg4D59+hTld8GuWKJKYVcs+u8aAPQE840AUFSrV6/et28fV0osCZmZmYGBgStXrnyF1/79999RUVHz58/XeSq9xa5YctgVAeC56I0AUFTVqlXbunXrmDFj1LcLNwwZGRma/0oUExMza9YsNze3l31hfHz8zJkzQ0JCCt/dweCxK5YcdkUAeC56IwC8BDc3t5kzZy5evFh2EB3IyMiYMmWK+oKWo0ePfrWj8nTFzc3tFb5t5+XlBQUFrVu3TnPTQuPBrlhC2BUB4Lk4vxGAsdPzc96gQ3r+u+acN+PB7xpAmcN8IwAAAABAG3ojAAAAAEAbeiMAAAAAQBt6IwAAAABAG3ojAAAAAEAbeiMAAAAAQBt6IwAAAABAG3ojAAAAAEAbeiMAAAAAQBt6IwAAGfHUgAAAIABJREFUAABAG3ojAAAAAEAbeiMAAAAAQBt6IwAYsvz8fNkRAABAmWcqOwAAyJeenh4VFSU7he7l5+cvXbp05MiRsoPoi/T09IoVK8pO8QIGuSsW3cGDB93d3fX/11RM8fHxsiMAwMuhNwKAOHDgwNtvvy07RUlZtGiR7Ah6pFevXrIjvIAB74oAgLJLoVKpZGcAAJliY2NTUlJkp9C9bdu2zZgxo1GjRqtXr5adRY/Y2Ng4OjrKTvF8KSkpsbGxslNINnz48NOnT2/fvr1GjRqys5S4Ro0ayY4AAEVFbwQAAxQaGtq2bdu8vLxWrVr9+eefsuMARfXGG2/cvXu3S5cuu3fvlp0FAPA/XBcHAAzNrVu3unfvrv6zYLly5WTHAYoqJycnLi5OCLFnz54DBw7IjgMA+B96IwAYlPT09E6dOqWlpamvpEpvRBly48aNgoICIYRSqRw1alRubq7sRACA/6A3AoDhUKlUgwYNio6O1nzhNjMzkxsJKDrNtWTz8/Nv3ry5ZMkSuXkAABr0RgAwHFOnTt2+fXteXp5mCfONKEOioqI0f+nIz8+fOnXqgwcP5EYCAKjRGwHAQGzdunXWrFnqw/zUFAqFqSn3W0KZER0dXfhyfVlZWVOmTJGYBwCgQW8EAENw9uzZjz/++KmF9EaULZcuXSp8TmNeXt7KlStPnz4tMRIAQI3eCABlXkJCQufOnfPz85+6tRK9EWXLtWvXnlqiVCo///xz7hkGANLRGwGgbMvOzv7www+TkpIKn9aoRm9EGZKenv7o0aOnFubl5Z08eTI4OFhKJACABr0RAMq2YcOGnT59+rl3LFAoFEqlsvQjAa8gKirqufOKCoXiiy++yMjIKP1IAAANeiMAlG3Tpk379ttva9asKZ656wbzjShDoqOjFQrFs8sLCgru378/Z86c0o8EANCgNwJA2VarVq1p06bFxsYeO3asffv2ZmZmhesivRFlReGbcKiZmZmpJ8yVSmVISEh2drakaAAAeiMAGASFQuHh4WFubt68efONGze2a9dOqVTm5OTQG1FWREVF5eTkqKccLSwsrK2tO3bsuGLFirNnz2ZmZoaFhZUvX152RgAwXnyfAAAD8ejRo7179y5duvT/sXfncTXm/R/Hr9OqVRQGjWmTre1U0kIoqYSxVQZFUyrGMigZy2jsTBnZE0VlSSJrx5aicyolWqRCNYwlWrTv5/z+OPfPPbfBROecb+ec9/OPeVCd67zI1ZzPua7re7m4uLi4uJSVlZ08eVJZWZl0F0CHfPPNNytXrqTT6XQ6XUdHZ/DgwUZGRh4eHqS7AACAoiiKhrWtAQBEw/79+1euXPnq1SslJSXSLQCd5erq2tjYeOHCBdIhAABAUThPFQBAZERFRU2bNg1DI4gGOp1+//590hUAAPAfmBsBAETB48eP09PT3dzcSIcA8AadTv/rr7/KyspIhwAAAEVhbgQAEA2RkZF9+/a1sbEhHQLAGyYmJhRFZWdnkw4BAACKwtwIACACOBzO8ePH3dzcuDctABABampq/fv3x6mqAABdBOZGAAChl5ycXFJSMnv2bNIhALyESxwBALoOzI0AAEIvMjLSxMREX1+fdAgAL9Hp9KysLNIVAABAUZgbAQCEXWNj49mzZ7EiDogeOp3+5MmTmpoa0iEAAIC5EQBAyJ09e7a+vn7mzJmkQwB4zNjYmMPh5OTkkA4BAADMjQAAQi4qKmrChAl9+vQhHQLAY999913Pnj1xiSMAQFcgRToAAAC+3suXL2/cuHHq1CnSIQB8YWRkhLkRAKArwPFGAAAhdvz4cWVl5UmTJpEOAeALY2NjLI0DANAVYG4EABBi0dHRrq6usrKypEMA+IJOp+fn5zc1NZEOAQAQd5gbAQCEVVZWVk5ODlZSBRFGp9NbW1vz8/NJhwAAiDvMjQAAwioqKkpHR8fCwoJ0CAC/6OrqKigo4FRVAADiMDcCAAiltra2U6dOubu702g00i0A/CIpKamvr4+lcQAAiMPcCAAglBgMRllZ2ezZs0mHAPCXsbEx5kYAAOIwNwIACKWoqChra2stLS3SIQD8RafTs7Oz29vbSYcAAIg1zI0AAMKnurr64sWLWBEHxAGdTm9oaHj8+DHpEAAAsYa5EQBA+MTExHA4nOnTp5MOAeA7PT09aWlpLI0DAEAW5kYAAOETGRk5depUFRUV0iEAfCcrKzt06FBc4ggAQBbmRgAAIVNSUsJisXCSKogPOp2OuREAgCzMjQAAQubYsWO9e/e2s7MjHQIgIHQ6PSsri8PhkA4BABBfmBsBAIQJh8OJjo52c3OTkpIi3QIgIHQ6vaqq6vnz56RDAADEF+ZGAABhkpKS8vTpU5ykCmLF0NBQQkICS+MAABCEuREAQJhERUUZGRkZGBiQDgEQHGVlZW1tbVziCABAEOZGAACh0dTUFBsbi4ONIIawNA4AAFmYGwEAhEZ8fHxdXd2sWbNIhwAIGuZGAACyMDcCAAiNqKio8ePHf/PNN6RDAASNTqf/9ddfZWVlpEMAAMQU5kYAAOHw5s2ba9euubu7kw4BIIBOp1MUlZ2dTToEAEBMYW4EABAO0dHR8vLykydPJh0CQEDv3r379++PU1UBAEjB7b8AAL5YbW1tRUVFRUXFu3fvOBxOa2trXV0dRVE0Gk1FRYWiKFlZWRUVFVVVVVVVVVlZWZ48aVRUlKurq5ycHE+2BiB0Pn+JI5vNfr9XcvfHhoaG5uZmiqJkZWXl5eUpilJUVHy/Y0pI4K1zAIAvgLkRAOCTysvLs7Oznzx5UlJSUlpaWlpa+uzZs4qKipaWlo5vRFFRsU+fPt99952GhoaGhoaWltaQIUOGDh3arVu3jm/k4cOHDx482L1795f/IQBEBJ1Oj4mJ4XA4xcXFubm5xcXFpaWlJSUlJSUlr1+/rqio+KKtqaqq9u3bV0NDQ1NTU1NTU0tLS09PT0tLi0aj8akfAECo0TgcDukGAICu4u3btywWKzU19cGDB7m5uS9fvqQoqnv37twXl9zBj3uwQk1NrVevXt27d6coSkpKSklJiaIoNptdXV1NUVRbW1vF/ysvL3/9+jV37CwpKXn27FlLS4uUlNTAgQMNDAxMTEwsLS1NTU0/f1jSz88vLi6uuLgYL2pB3HA4nMLCQhaLdebMmdTU1La2trq6OhqN1rdv3/d7Zf/+/dX+X8+ePblHF+Xl5bm7VXNzc0NDA0VRDQ0N7/fKt2/fvnz58v3k+erVK4qilJSUhg0bZmBgYG5ubmFhMWjQIOxxAABcmBsBQNyVl5dfu3bt+vXrLBarqKhIQkJi6NChxsbGenp6hoaG+vr6ffv25eHTtbW1PX78ODc3NycnJzc39+7du69fv5aVlTUxMRk1apS9vb2VlZWMjMzfH9Le3v7tt996e3sHBgbysASgK8vPz2cwGElJSSwWq6KiQl5e3tTU1OD/DRs2TFFRkYdPV1dX9/Dhw5ycnJycnOzs7Hv37jU0NKipqVlYWIwZM8bR0XHIkCE8fDoAAKGDuREAxNSDBw/i4+MZDEZGRoakpKSlpaW1tbWFhYWlpSX3KKLAFBcXM5lMFot169atwsJCJSUlW1tbR0fHqVOn9urVi6KohISECRMmFBYW6urqCjIMQMBaWlquXbt26dIlBoPx559/qqqq2tjYWFlZWVpa0ul0KSnBXVzT2tp6//59FovFZDITExMrKys1NDQcHBwmTpxoZ2f3wTs7AADiAHMjAIiXvLy806dPx8TEFBUVffvtt46Ojo6Ojra2ttwTTYkrKSlhMBgJCQk3b95sbm4eO3asq6trQkJCWVlZSkoK6ToAvmhtbb1x48bp06fj4+NrampMTU0dHBwcHR2HDx8uKSlJuo5qb2+/e/duQkICg8HIzMxUUVGZMmWKi4uLra2ttLQ06ToAAAHB3AgAYqGmpubUqVOhoaFZWVnq6urTpk1zdna2srLqshcvNTY23rhxIzY29ty5cw0NDfr6+mvWrJk2bVpXeBkNwCtFRUXh4eERERFv3rwZOnSos7Ozm5ubtrY26a5P+uuvv+Li4mJjY1ksloqKirOz8+LFi/X09Eh3AQDwHeZGABBxmZmZ+/btO336NEVRLi4unp6elpaWQrQEf11d3blz58LCwu7cuaOhoeHp6enj48M9fxVASLW2tp45c+bgwYN37twZMGCAp6enu7v7d999R7rrC5SWlh47diw8PPz58+fW1ta+vr4zZswQ5Jm0AAAChrkRAEQTm82+dOnSzp07k5OTDQ0Nvb29Z8+eLeALF3mroKAgLCzs2LFjDQ0Nbm5uy5cvHzRoEOkogC9TXV0dFha2e/fuV69eTZ48ef78+ePHjxei93E+wGazr169GhYWdvHixX79+i1dutTLy0tZWZl0FwAA72FuBABR097eHh0dvWXLlsePH0+YMGH58uU2Njako3imoaHh2LFjf/zxx9OnTydOnLh+/XpjY2PSUQD/7u3bt7///ntoaCiHw/Hy8lq6dKlwHWD8vNLS0l27doWHh0tISCxYsMDPz09VVZV0FAAAL2FuBADRwWazY2Jifvvtt6dPn7q5ufn7+4vq0vlsNvv8+fNbt27NzMycMmXKb7/9pq+vTzoK4OOqqqqCg4NDQkLk5eX9/Py8vb2F+sj/Z7x79y40NDQ4OLipqennn39evny5iooK6SgAAN7A3AgAIoLBYPj7+z969GjWrFm//vqrjo4O6SK+43A4Fy9eXL9+fU5OzsyZM7du3TpgwADSUQD/1dTUtGvXrm3btklJSfn7+y9atEhBQYF0FN/V1dXt2bMnKCiIzWb/8ssvS5culZWVJR0FANBZmBsBQOgVFhauWLHi8uXLU6dO3bx5s6geY/wUDocTFxf3yy+/vHz50t/ff+XKlfLy8qSjAKi4uLiVK1eWlZX5+fktX75c3K76q66uDg4ODg4O7tu3b1BQ0JQpU0gXAQB0irBeiQ4AQFFUfX29n5+fvr7+8+fPb968efbsWXEbGimKotFoM2bMyMvLW79+/R9//DFo0KAzZ86QjgKxVlBQYGNj4+zsbGFhUVBQEBgYKG5DI0VR3bt337BhQ0FBgZmZ2bRp08aNG1dUVEQ6CgDg62FuBABhde3aNX19/fDw8N27d2dlZYnS4jdfQVZWduXKlUVFRePGjXNxcZk6derLly9JR4HYaW1t3bRpk5GRUXV1NYvFio6OVldXJx1F0rfffnvixIk7d+5UVFQYGhpu3bq1tbWVdBQAwNfA3AgAwqeqqmrevHn29vYmJib5+fm+vr6SkpKko7qEPn36RERE3LhxIy8vb+jQoYcOHcLFCCAwGRkZpqamW7du3bhxY3p6urm5OemirsLKyiojIyMwMHDjxo1mZmZZWVmkiwAAvhjmRgAQMrdu3TIwMLh+/fq5c+diY2O/+eYb0kVdjo2NTU5Ojo+Pz08//TRp0qQ3b96QLgIR197evnnzZisrKzU1tZycHH9/fykpKdJRXYuUlFRAQEBOTk6PHj3Mzc23bdvGZrNJRwEAfAGsiwMAQqOtrW3Tpk2bNm2aPHlyWFgYbo/2r+7evTt79uzq6uojR45MmjSJdA6IpmfPnrm5uaWnp//222/+/v4SEnhL+nM4HM7u3bsDAgKMjY2jo6O1tLRIFwEAdAh+uAOAcPjzzz/Nzc2Dg4NDQ0PPnj2LobEjzMzM7t275+Dg8P33369YsaKtrY10EYia+Ph4AwODysrKu3fvBgQEYGj8VzQabenSpWlpadXV1aamphcvXiRdBADQIfj5DgBC4Pr16yYmJi0tLVlZWZ6enqRzhImysnJkZGRkZOTBgwfHjRtXVlZGughERHt7+5o1a6ZNm+bi4pKRkWFgYEC6SJgYGRllZmZOnTr1+++/X79+Pc5ZBYCuD+epAkCXxuFwtm/fvnbtWhcXl7CwMHG4aTif5OTkTJs2ramp6cyZM1iwBDqpsrJy1qxZSUlJe/fu9fLyIp0jxEJDQ5cuXWpjY3P8+PEePXqQzgEA+CTMjQDQdbW0tMyfP//EiRM7duxYtmwZ6RyhV1VVNWfOnMTExGPHjrm4uJDOAWH19OnTCRMmNDY2xsXFDR8+nHSO0EtPT58xY4aiouLly5dxuSMAdFk4TxUAuqiqqioHB4ezZ8/Gx8djaOSJHj16XLp0KSAgYObMmYGBgaRzQCilp6dbWlp269aNxWJhaOSJESNG3L17V0FBwczMLCUlhXQOAMDHYW4EgK7o2bNnI0eOfPz4cUpKipOTE+kc0UGj0QIDA3ft2rVp0yZfX9/29nbSRSBMzp49O3bs2BEjRrBYLHV1ddI5oqNv375JSUnm5ub29vbx8fGkcwAAPgJzIwB0OU+ePLG2tpaSkkpLSzM0NCSdI4KWLFkSFxcXGRk5e/bs1tZW0jkgHCIjI11cXDw8PM6dO4crjXlOUVHx/Pnz7u7uzs7O0dHRpHMAAD6EuREAupZHjx6NGTNGTU0tMTGxf//+pHNE1vfff89gMK5cuTJ16tTGxkbSOdDVhYaGenh4+Pn57du3T1JSknSOaJKUlDxw4MDq1avd3d13795NOgcA4H9gbgSALuTBgwfW1tZaWlqJiYm4QyO/WVtbX716lclkTp48GaMjfMYff/yxYMGCDRs2bNu2jXSL6Pvtt99+++23n3/+edeuXaRbAAD+C+upAkBX8ejRo9GjR+vr61+8eFFeXp50jri4f//+uHHjRowYER8fLyMjQzoHupwDBw789NNPv//++4oVK0i3iJGgoKCVK1ceOHDAx8eHdAsAAEVhbgSALuLZs2ejRo3q37//tWvXFBUVSeeIl/v379vY2IwdO/b06dNSUlKkc6ALiYqKmjdv3saNG1evXk26Rexs3Lhx/fr1YWFhnp6epFsAADA3AkAX8OLFi5EjR6qqqt68ebN79+6kc8TR7du3HR0dnZ2dIyIiaDQa6RzoEuLi4lxdXVeuXLllyxbSLWJq1apVwcHBsbGxU6ZMId0CAOIOcyMAEFZbW2ttbd3S0nL79m1c00jQ1atXJ02aFBAQsHHjRtItQB6LxbK1tfX09Ny7dy/pFrG2cOHCo0ePJiYmmpubk24BALGGuREASGpvb582bRqLxUpNTdXR0SGdI+4iIiJ+/PHHAwcO+Pr6km4BkoqLiy0sLIYPH37+/HmsnkpWe3v79OnTmUwmi8UaOHAg6RwAEF+YGwGAJF9f36ioqKSkpOHDh5NuAYqiqLVr1+7YsePKlSvjxo0j3QJkVFRUWFhYdO/ePSkpCfdp7Arq6upGjx5dX1/PYrF69uxJOgcAxBTmRgAg5sCBA4sWLYqLi8OlO10Hh8OZNWvWtWvXMjIytLS0SOeAoLW3tzs6OhYWFqanp3/zzTekc+A/Xr58OWLEiGHDhl25ckVCAjdRAwAC8KMHAMhIS0tbtmzZunXrMDR2KTQaLSIiQlNTc+rUqQ0NDaRzQNDWrFlz586dM2fOYGjsUvr163fhwoXbt2//+uuvpFsAQEzheCMAEFBWVmZiYsJ97xxXT3VBf/75p6mp6fjx448fP066BQTn/PnzU6dOxY0fuqzIyMh58+bFxsZOnz6ddAsAiB3MjQAgaGw2287O7tmzZxkZGSoqKqRz4OMYDIaTk9PBgwfnz59PugUEobi4mE6nz5o168CBA6Rb4JPmz58fGxv74MEDDQ0N0i0AIF4wNwKAoP3+++9r1qxJSUkxMzMj3QKf88svv+zZs+fevXuDBg0i3QL81dbWZm1tXVNTk5mZ2a1bN9I58EnNzc1mZmZKSkrJyck4WQMABAnXNwKAQN2/f3/t2rUbN27E0Nj1bdy4UU9Pb9asWS0tLaRbgL82bdqUlZV14sQJDI1dnKys7IkTJ7KysrZu3Uq6BQDEC443AoDgNDU1GRsb9+nT5+bNm1gSUCgUFRUZGxsvXbp08+bNpFuAX9LS0kaNGrVz587FixeTboEOCQkJ8ff3ZzKZuIMRAAgM5kYAEJzVq1fv27cvNzd3wIABpFugo0JDQxctWnT37l06nU66BXivubnZ2NhYXV2dwWDQaDTSOdAhHA5n/PjxZWVl9+7dk5aWJp0DAGIB7/cDgIDk5OQEBQVt3boVQ6Nw8fb2tra29vDwaG1tJd0CvLd169bS0tIDBw5gaBQiNBotLCysuLh4+/btpFsAQFzgeCMACEJ7e7u5ubmUlBSTycQZqkKnqKjI0NBww4YN/v7+pFuAlwoKCoyMjLZt2/bzzz+TboEv9vvvv69bty4rK2vo0KGkWwBA9GFuBABBCAkJCQgIuH///pAhQ0i3wNfYtGnT1q1bHz16hMPFIoPD4VhbW7e0tLBYLKzMKYza2tpGjBjRvXv3xMRE0i0AIPowNwIA31VWVurq6np7e2/ZsoV0C3yllpYWfX19Y2PjkydPkm4B3jh16tTs2bPT0tKwtorwSktLs7S0jI2NnT59OukWABBxmBsBgO8WLlx49uzZoqIiZWVl0i3w9c6fPz9lypTk5GRra2vSLdBZjY2NQ4YMsbGxCQ8PJ90CneLm5sZkMvPz83EPFQDgK8yNAMBfeXl5dDr90KFDHh4epFugs+zs7Kqqqu7evYuLVIXdhg0bgoKCCgsL+/btS7oFOuXFixeDBg1avXr16tWrSbcAgCjD3AgA/DV58uQXL15kZGRg0hABeXl5RkZGUVFRP/zwA+kW+Hrl5eVaWlqrVq3CpCEaNmzYEBwcXFJS0rNnT9ItACCyMDcCAB9lZmaamZldvnzZ0dGRdAvwxpw5c+7evZufny8lJUW6Bb6Sv7//0aNHi4uLlZSUSLcAD9TV1Wlra3t6euIacgDgH8yNAMBH9vb2tbW1LBaLdAjwzJMnT4YMGXLkyBF3d3fSLfA1Xr9+ra2tvWnTpmXLlpFuAZ7ZsWPHhg0biouLe/fuTboFAEQT5kYA4JeUlJRRo0bduHHD1taWdAvwkqenZ1JSUmFhIQ45CqOff/45Njb2yZMncnJypFuAZxoaGrS1tWfPnh0UFES6BQBEEy43AgB+2bFjh5WVFYZG0bN27do///wzNjaWdAh8sYqKisOHD69cuRJDo4iRl5f38/MLDQ2tqqoi3QIAoglzIwDwRVFR0eXLl/39/UmHAO9pampOnz49ODiYdAh8sYMHD8rIyHh6epIOAd7z9vaWkpIKDQ0lHQIAoglzIwDwRXBwsLa29qRJk0iHAF/4+/vfu3cvKSmJdAh8gebm5n379vn6+ioqKpJuAd5TUlKaP3/+nj17WlpaSLcAgAjC3AgAvFdeXh4VFbVs2TLce0NUmZqajho1CocchcupU6cqKioWLVpEOgT4ZcmSJW/fvj116hTpEAAQQXhJBwC8d+zYMRkZmblz55IOAT5asmRJQkLCs2fPSIdARx08eHD69On9+vUjHQL8oq6uPm3aNJyqCgD8gLkRAHgvPDx89uzZ8vLypEOAj77//vtevXpFRESQDoEOyc3NTUtL8/b2Jh0C/OXl5cVisR4+fEg6BABEDeZGAOCx27dv5+fne3l5kQ4B/pKWlnZzczt8+HB7ezvpFvh3hw4d0tbWHj16NOkQ4C9bW1sdHZ3Dhw+TDgEAUYO5EQB47PDhw6ampnQ6nXQI8J2Xl9eLFy+uX79OOgT+RVNT0/Hjx729vWk0GukW4C8ajebh4REVFdXc3Ey6BQBECuZGAOClxsbG+Ph4XNkoJnR1dS0sLE6ePEk6BP5FQkJCdXW1m5sb6RAQBHd396qqqmvXrpEOAQCRgrkRAHjpypUr9fX106ZNIx0CAuLi4hIfH9/U1EQ6BD4nJibG2tq6b9++pENAENTV1S0sLE6fPk06BABECuZGAOCl06dPjxkzBgs2ig8XF5f6+vqrV6+SDoFPamhouHz5squrK+kQEBxXV9fz5883NjaSDgEA0YG5EQB4hvvy1NnZmXQICE7fvn2trKxwZKMru3LlSmNjI84CECszZszAGzoAwFuYGwGAZxITExsaGqZMmUI6BARq6tSpCQkJWFW1y7p06ZKVlVXv3r1Jh4Dg9O3b19zc/NKlS6RDAEB0YG4EAJ5JSEig0+nffPMN6RAQKAcHh6qqqvT0dNIh8BEcDufatWuOjo6kQ0DQHBwcGAwGh8MhHQIAIgJzIwDwzNWrV/HyVAwNHjxYS0uLwWCQDoGPyMrKevXqFXZMMeTg4PDixYu8vDzSIQAgIjA3AgBvFBUVPX361MHBgXQIEGBvb5+QkEC6Aj6CwWD069fPwMCAdAgImomJSe/evbFjAgCvYG4EAN64deuWkpKSubk56RAgwM7OLisrq7q6mnQIfOjWrVvjxo2j0WikQ0DQJCQkbG1tb926RToEAEQE5kYA4A0mk2lubi4lJUU6BAgYOXIkh8NJTU0lHQL/o729PT09feTIkaRDgAwrKysWi4U1qwCAJzA3AgBvMJlMS0tL0hVARq9evXR0dJhMJukQ+B/Z2dl1dXXYMcXWyJEja2pqHj58SDoEAEQB5kYA4IGysrLi4mIrKyvSIUDMyJEjMTd2NUwmU0VFZciQIaRDgAx9ff3u3btjxwQAnsDcCAA8kJ6eTqPRzMzMSIcAMRYWFhkZGWw2m3QI/FdGRsaIESMkJPD/ejElISFhZmaGe+QAAE/g/yUAwAPZ2dlaWlrdu3cnHQLEGBoa1tXVFRcXkw6B/8rOzqbT6aQrgCRDQ8OcnBzSFQAgCjA3AgAP5ObmYqF/MTds2DAJCQm8Qu06WltbCwoK9PX1SYcASfr6+vn5+a2traRDAEDoYW4EAB7IycnBy1Mxp6CgoKWlhbmx63j06FFLSwve0BFzBgYGzc3NRUVFpEMAQOhhbgSAzmpqanry5Imenh7pECBMX18fKzd2HXl5edLS0rq6uqRDgKQhQ4ZISUnl5eWRDgEAoYe5EQA6q7S0tL29feDAgaRDgLBtFD7yAAAgAElEQVSBAwc+ffqUdAX8x9OnTzU0NGRkZEiHAEmysrLffvstLjwGgM7D3AgAnVVSUkJRlIaGBukQIExDQwMvT7uO0tJS7JVAUZSGhgb3pzQAQGdgbgSAziotLe3Ro4eKigrpECBMU1Ozurr63bt3pEOAoiiqpKREU1OTdAWQp6mpibkRADoPcyMAdBYOawAXd0rBK9QuAjsmcGlqapaWlpKuAAChh7kRADrr5cuX6urqpCuAPO4/g5cvX5IOAYqiqFevXvXv3590BZCnrq7+4sUL0hUAIPQwNwJAZ5WXl/fq1Yt0xb9rbW1lMpmCeVTnvXnzJjY2dsuWLYJ/6q+moKAgJydXXl5OOgSo2trapqamrr9jYq8UADU1tcbGxoaGBtIhACDcMDcCQGeVl5erqqqSrvicqqqq1atX9+jRY+TIkfx+FE8UFBRs2LDBxcUlKirqg089fvw4ODj4i7bW3t6+atUqwRxwUFVVraioEMATwedxvwtqamqkQz4Je6XA9kruPwPsmADQSZgbAaCzKioqBDA3/vXXX1/92B49emzZskVBQUEAj+KJwYMHf/RlaHJycmBg4JIlS75oa5KSkgEBAUuWLBHAlYdqamp4edoVcL8L/N4xsVdSwrBXcv8ZYMcEgE7C3AgAnVVVVdWzZ0++PkVpaemsWbM6uZGvi+T3H+1TZGVlP/jIo0eP3N3d9+zZIy0t/aVb69Gjx/r16ydPnlxfX8+jwI/r2bNnZWUlX58COqKqqori879e7JWUkOyV3LkROyYAdBLmRgDorKampm7duvFv+y9evJg4ceLbt2/59xRdH4fDmTNnjoeHx1e/YjYwMNDW1vb39+dt2Ae6devW1NTE16eAjmhsbKQoin87JvZKSqj2SoqisGMCQCdhbgSAzmppaZGRkeHf9o8ePfrw4cPXr18vWLCA+5GampqAgIBffvllxYoV9vb2K1as4N4zMC0tzc/PT1NTs6ysbMaMGaqqqvr6+mfPnv3nNoODg7t16+bn5/dFq2t88KimpqYdO3Z4eXkNHz7czs4uLy+PzWYnJycvW7ZMU1Pz5cuXY8aM+e677yIjI318fL799tt3797NmzdPTU1NX1//3r173G3+cyMffeoLFy5kZWU5ODh80V/dB+zt7cPCwoqLizuzkc+TlZVtbm7m3/ahg1paWiiK4t+Oib2SEp69kvvPADsmAHQWBwCgE1pbWymKOnv2LF+fhaKowYMHc39dW1urq6sbGBjI/e2bN290dXW1tLQqKysvXbokJydHUdTixYtv37594sQJJSUliqKYTCaHwxk8eDD3h15lZaWbm1tOTk5Hnvozj5o/f35BQQH31+PHj+/Tp095eTmLxZKXl6coauvWrTdu3PDy8iosLFRUVKQoavPmzX/++Wd0dDRFUSNGjPjURmpqav75p/7hhx9oNFpra+vX/yVyOPfv3+eGdWYjn+fq6jp9+nT+bR866MSJE1JSUnx9CuyVwrJXcjgcSUnJkydP8vUpAEDkYW4EgE6pq6ujKOrSpUt8fZa/v1Zbs2YNRVGvXr16/9nIyEiKolauXMnhcHR1dSmKqq+v535q165dFEXNnDmT8/+vNYuLiz09Pd++fdvBp/7Uo9LT0//5Thz372HQoEEURVVWVr7/Yu5H3v+2T58+srKyn9/IB39qDQ0NFRWVL/pL+yfunRUnTJjQye18hru7+8SJE/m3feigiIgIeXl5vj4F9kph2Ss5HI6cnNyxY8f4+hQAIPJwnioACBnu2WjcQxZc1tbWFEWxWCyKoiQkJCiK4h5boChq8uTJFEU9fvz4/Rc7OTnV19d/6f0J/vmojIwMPT29D36kOjk5URRFo9EoiurRo8f7L+Z+5L0ePXpwzxn7zEY+8Pr1679v8OuoqKhQFFVWVtbJ7XwGjUbjcDj82z50Tdgrv5oA9kqKomg0GpvN5utTAIDIw9wIAJ3CvXKGe7aqYHBfg5aWlr7/SJ8+fSiK6t69+z+/uF+/fhRFffvtt+8/EhQUFBMTs3379i960n8+qqKiori4+INbaX/pK7OOb0RSUrK9vf2LNv5PH7xQ5ofm5uZ/rjkJgicjI4O9kgt7JUVRzc3NfF29DADEAeZGAOgUaWlpCQkJ7iIc/EOj0dra2ri/5h7HuHz58vvPPn/+nKKocePG/fOB3FuW/f1TEyZMWL169erVqxMSEjoe8M9HDR48uKGh4e+vWR89erR3796Ob/OLNtK3b1/uKiN/98Fr1s//lvr/ezN88803XxT5RTA3dhHcuZGvh5iwVwrLXtne3t7e3o4dEwA6i6dnvQKAOJKVlY2KiuLrU+jo6CgoKDx79ozD4TQ0NOjp6amrq7+/mGrp0qVWVlbc1Sm4Fz61tbVxP3Xs2DETExPupzQ1NSmKYrPZbW1tNjY2Kioq9+/f/9en/tSjmpqatLS0KIr68ccfjx8/vnbt2vHjx3MXz9DQ0KAoqq6u7v1GuB95/9v+/ftTFNXa2vqZjXAPd2hoaHAf4unpSaPRamtr329k8+bNPXr0KC0t7chvuXJycig+r8Dh5OQ0b948/m0fOujChQsURTU1NfHvKbBXCsteyb0/JL+vQgcAkYfjjQDQWQK4ZZ+zs7OysnJGRgZFUXJycqmpqbNmzZo7d66fn19AQICqqmpiYqKUlNT7r9+1a1dFRcXbt29fvXqVnJxcW1u7adMm7kl027ZtKysrmzdv3rt370aPHr1t27bq6uqPPmlVVdVnHtXU1JSYmDh58uT4+PgVK1a8efPm+PHjkpKSGzdu5D5k+fLlDx48oChq//793I9s3ry5pqYmJCTkxYsXFEWtW7eOw+H8cyNKSkolJSWrVq2iKKq0tDQkJOTdu3fu7u4cDic1NfV9nry8vLKy8vs/9ed/y8VkMiUlJV1cXHjwLfmEpqYmHNboCgRwyz7slcKyV3Kv28R5qgDQSVjAAAA6S1NTc8GCBStXriQdQlEUNWTIEO4C+qRDeM/JyUlXV/ePP/746i1Mnjz5m2++OXToEA+rPmBsbOzg4LBlyxb+PQV0RGZm5vDhw4uLi7mH5sjCXvkZAtgrnzx5MnDgwKysLDqdzr9nAQCRh+ONANBZampq3AuWhBTt0woLC0nX/VdERMSVK1e+et3F9PT0oqKi4OBg3lZ9oLy8XFVVla9PAR3B/S6Ul5eTDvlK2Ct5iPvPADsmAHQS5kYA6CxVVdWu8/KUeyUP978d9JlT+bl3eOsievfuHRcXt2zZsg9WeuyIV69ebd68+caNG3+/UwI/lJeXf+ndFIAfuN+FLvKGDvbKjxLYXsn9Z4AdEwA6CXMjAHSWmppaV5gb6+vr16xZw13FccmSJWlpaaSLeE9PT2/z5s379u37oke1tbVFRkYeP35cXV2dT2FcjY2NjY2NPXv25OuzQEcoKSnJyMgQ3zGxV36KwPZKiqIqKiq6dev2/v6ZAABfB9c3AkBn+fn5JScnc5fHAHHGvYwqIyPD1NSUdAtQGhoaCxYsCAgIIB0ChG3dujUsLKy4uJh0CAAINxxvBIDO0tDQKCkpIV0B5HH/GXDvYQDEaWhocJcMBTFXUlLSFZZHAgBhh7kRADpLU1OzoqKitraWdAgQVlJSoqSkhPNUuwjMjcCFuREAeAJzIwB0Fvf22XiFCnh52qXgRADgKikp4f6UBgDoDMyNANBZmpqaEhIST548IR0ChD19+hQnqXYd2trapaWlbW1tpEOApNbW1ufPn2PHBIDOw9wIAJ0lLy+vpaWVk5NDOgQIy8nJMTAwIF0B/6Gnp9fc3FxUVEQ6BEgqKChoaWnR19cnHQIAQg9zIwDwgIGBQW5uLukKIKmxsfHJkyd4edp1DB06VFpaGjummMvJyZGWlu5SN70EACGFuREAeEBfXx8vT8Vcfn5+e3s75sauQ1ZWVldXFzummMvNzR0yZIiMjAzpEAAQepgbAYAHDAwMnjx5Ul9fTzoEiMnJyZGTk9PR0SEdAv9lYGCQnZ1NugJIys3Nxbs5AMATmBsBgAdGjBjBZrPv3r1LOgSISU1NNTU1lZSUJB0C/zV8+PC0tDQOh0M6BMjgcDhpaWkjRowgHQIAogBzIwDwQP/+/QcMGMBkMkmHADEpKSlWVlakK+B/WFlZlZeXY2kcsZWfn19ZWYkdEwB4AnMjAPCGlZUVi8UiXQFkVFVVFRYW4uVpV0On0+Xl5bFjii0mk6moqIhVjgGAJzA3AgBvWFpapqamstls0iFAAJPJ5HA4lpaWpEPgf0hLSw8fPhwnAogtJpM5YsQIKSkp0iEAIAowNwIAb4wZM+bdu3eZmZmkQ4CAGzduGBgY9OzZk3QIfGjMmDE3btwgXQEEcDicmzdvjhkzhnQIAIgIzI0AwBt6enoDBgxgMBikQ4CAhIQER0dH0hXwEQ4ODn/++eejR49Ih4Cg5eTkvHjxAjsmAPAK5kYA4Bl7e/uEhATSFSBoJSUlRUVF9vb2pEPgI4YPH66qqoodUwwxGIxevXrR6XTSIQAgIjA3AgDPODg4ZGRkVFRUkA4BgUpISFBSUsKiOF2TpKTk+PHjMTeKIQaD4eDgICGBV3oAwBv4aQIAPDNu3DhpaekLFy6QDgGBOnfu3Pjx46WlpUmHwMc5OTndvn27srKSdAgITnl5eUpKipOTE+kQABAdmBsBgGeUlZUdHBxOnz5NOgQE5+3bt0lJSa6urqRD4JMmT54sKSkZHx9POgQE58yZMzIyMpgbAYCHMDcCAC+5uLjcuHHj7du3pENAQLgvTydMmEA6BD5JSUnJwcEhJiaGdAgIzunTpydOnKioqEg6BABEB+ZGAOClyZMny8rK4siG+Dh9+vTkyZMVFBRIh8DnuLi4JCYmvnnzhnQICEJZWdnt27dxFgAA8BbmRgDgJQUFBScnp8jISNIhIAh//vnn7du3Z86cSToE/sWkSZO6det26tQp0iEgCCdOnFBUVMQdOACAtzA3AgCPeXp6pqSk5Ofnkw4BvgsPD+/VqxdOUu36FBQUZs6cefjwYdIhIAiHDx+eNWuWnJwc6RAAECmYGwGAx+zs7LS1tcPDw0mHAH+x2eyjR496eHhgJVWhMH/+/Nzc3LS0NNIhwF9MJjM/P9/Ly4t0CACIGsyNAMBjNBrNw8Pj2LFjzc3NpFuAjxISEp4/f+7p6Uk6BDrEzMzM0NAwLCyMdAjwV1hYGJ1ONzY2Jh0CAKIGcyMA8J6Hh0dNTc3JkydJhwAf7dmzx8bGRkdHh3QIdJSPj8/JkyfLy8tJhwC/vHnzJiYmxsfHh3QIAIggzI0AwHv9+vVzdXUNDg7mcDikW4AvcnNzr127tmLFCtIh8AXmzp2roKCwf/9+0iHAL3v37lVQUJgzZw7pEAAQQZgbAYAv/P39Hz58eO3aNdIhwBdBQUGDBg1ycHAgHQJfQF5e3tfXd9++fY2NjaRbgPcaGhoOHDiwaNEi3BcHAPgBcyMA8IW+vr6trW1QUBDpEOC9Fy9enDp1yt/fn0ajkW6BL/PTTz9VV1dHRUWRDgHeO3r0aH19/cKFC0mHAIBoouEsMgDgk+vXr48fP57JZFpaWpJuAV5avHhxfHz8kydPZGVlSbfAF/Px8bl+/XpBQYGMjAzpFuCZ5uZmXV1dJycnnIcMAHyCuREA+GjMmDFSUlI3btwgHQI88+zZM11d3V27dvn6+pJuga/B/Q6GhIRg9RRRsnfvXn9//8ePH6urq5NuAQDRhLkRAPgoJSVl1KhRt27dGjNmDOkW4A1vb+9r164VFRXhaJXw+umnn7hHjHFreNHQ1NSko6MzY8aMXbt2kW4BAJGF6xsBgI9Gjhxpa2u7bt060iHAG0+ePDl69Oi6deswNAq1NWvWVFZWHjp0iHQI8Ma+ffuqqqpWrVpFOgQARBmONwIAf929e9fc3DwmJsbZ2Zl0C3TW1KlTi4qKsrOzpaSkSLdApwQEBBw+fLioqEhVVZV0C3TK27dvdXV1Fy5cuHnzZtItACDKMDcCAN/NnTv31q1bBQUF8vLypFvg6yUmJtra2iYkJOD2GyKgtrZ20KBB06dP37NnD+kW6BQfH58LFy4UFhYqKyuTbgEAUYa5EQD4rqysTFdX19/ff+3ataRb4Cu1t7fT6XRNTc3z58+TbgHeOHLkiI+Pz/379/X19Um3wFfKzs42MTGJiIhwc3Mj3QIAIg5zIwAIwpYtW7Zs2ZKXl6ehoUG6Bb5GSEjIypUr8/LyBg4cSLoFeIPNZg8fPlxZWTkxMRG34hRGbDZ7zJgxLS0tqamp+A4CAL9hbgQAQWhpaTE2Nu7Tp8+NGzfw+kboPHv2bNiwYStWrAgMDCTdAryUkZFhYWFx8OBBLy8v0i3wZe7cuXPv3j1/f//09HRjY2PSOQAg+iTxIgAABEBSUtLExGTdunVaWlqGhoakc+DLuLm5tba2RkdHYzkcEdO/f//q6urt27e7ubnh6jjhcvXq1UWLFqmqqrLZ7MbGRjU1NQUFBdJRACDKcLwRAARn8eLFp06devjwYe/evUm3QEedOHHCzc0tOTl55MiRpFuA9+rr6w0MDOh0+pkzZ0i3wBeYOnVqUlLSu3fvJCQkuK/lNDU1x48fP2rUqNGjR/fv3590IACIGsyNACA4tbW1BgYG+vr658+fx9mqQuH58+eGhoazZs3au3cv6Rbgl5s3b9rZ2R09etTd3Z10C3RIRESEl5fX1atX169fn5GR0drayv24jIxMW1sbm81WU1MbM2aMnZ2dlZXV0KFD8fMWADoPcyMACBSTyRw9evSePXvc3d2lpKRkZWVJF8EnsdlsOzu7V69eZWZm4h4qom3FihWHDh3KysrCukdd39OnT+l0uq+v744dO169emVgYFBVVdXe3v7Bl0lKSnI4HDabraqqamtr+9tvvw0ePJhIMACIBsyNACBQr1698vLyYjAYo0aNunXrFt4F78q2bNmyYcOG1NRUOp1OugX4q7m5ecSIETIyMkwmU1pamnQOfFJbW9uoUaOam5vT0tJkZGQoikpOTra1tf3n3PgejUbT1dXNycnhfj0AwNeRIB0AAGIhNzd38+bNJiYm/fv3v3LlCo1GKysra2hoIN0Fn5SSkhIYGLh582YMjeJAVlb2+PHjeXl569atI90Cn7Nq1aqcnJwTJ068HwJHjx69bdu2z78HFx4ejqERADoJxxsBgF9aW1tv37594cKFc+fOPX/+XEZGprW1lfsz548//tiyZYutre3JkydJZ8JHvH792sTExMTEBFeiipXo6Gh3d/eYmBhnZ2fSLfAR586dmz59enh4+Lx58/7+cQ6H4+zsfP78+ba2tg8eIiUltXTp0qCgIMFVAoCIwtwIADxWX1+fmJh4+vTp+Pj4uro6aWnp92s2UBQlLS1tb29/8eLFmzdv2tvbBwUF/fzzzwRr4Z9aW1ttbW1fv36dkZHRvXt30jkgUAsWLIiOjk5LSxs2bBjpFvgfhYWFZmZm7u7ue/bs+edn6+rq6HR6aWnp30dHCQmJPn36PHr0CDsyAHQe5kYA4JmwsLATJ07cuXOHzWZLSkr+851vCQkJFRWVgoKCXr16URS1devW9evXMxgMGxsbEr3wcQsXLoyKisLkIJ5aWlpGjx797t271NRUFRUV0jnwH5WVlRYWFmpqardu3frUGaeFhYXGxsaNjY3vX9rRaDR9fX1ZWdkjR47o6+sLsBcARBCubwQAnmltbU1KSmpvb+dwOP8cGimKYrPZ4eHh3KGRoqhVq1ZNnTp1+vTp+fn5gi2FT9q5c2doaOjRo0cxNIonGRmZM2fO1NXVTZs2raWlhXQOUBRFNTc3T5s2rbGxMTY29jOXKQ4aNOjIkSPvh0ZpaWkPD4+4uDgFBQVjY+NVq1Y1NzcLKhkARBCONwIAL3Gvsfn7ianvSUtLz5o16+jRo3//YFNT07hx4168eJGWltanTx8BVcInXLp0acqUKdu2bfPz8yPdAiTl5eWNHDnS0dHxxIkTuMCVLA6HM3fu3Pj4+Dt37hgaGv7r1y9atOjgwYPc228UFRX16NGDw+GEhYX5+fn16dMnLCxszJgx/K8GABGE440AwEthYWG9e/eWkpL64OMSEhI9e/b8448/Pvh4t27d4uPjpaWlJ02aVFdXJ6hM+IjU1FQXFxcfHx8MjaCnp3fq1KkzZ84EBgaSbhF369at434vOjI0UhS1c+dOY2NjDodz6NChHj16UBRFo9G8vb1zcnK0tbVtbGx8fHxqa2v5XA0AIghzIwDwkoqKypEjR9hs9gcf53A4J0+e5L6I+YCamtrly5efPXs2efLkxsZGgWTChx48eODk5GRnZ7d7927SLdAlODg4HDx4cOPGjf98uwcEJigoaMuWLaGhoePHj+/gQ2RkZM6ePbtw4cKpU6f+/eMaGhoMBiMmJubs2bMGBgZXr17lQy8AiDKcpwoAvHTr1q05c+a0t7e/ffv2/fQoJSX1008/7dq16zMPzM3NHTt2rImJyYULF2RlZQUSC//x+PFja2vroUOHXr58uVu3bqRzoAvZvXv3zz//vH//fl9fX9ItYic8PNzLy2vHjh28PQXgzZs3fn5+UVFRzs7O+/fvV1NT4+HGAUCE4XgjAPBGe3t7YGCgnZ2dmZlZXl7emDFjpKWlKYqSlJT87rvvtm7d+vmH6+vrX7lyJTU1dfbs2R+9PBL45OnTp2PHjtXS0rpw4QKGRvjAkiVLAgMDf/rpp8jISNIt4uXYsWPz58/fsGEDz88b7927d2Rk5KVLl7hrJuM7CwAdhLkRAHjg+fPnY8eO3b59e3Bw8Llz59TU1KKjo5WUlGg0GofDOXHihJyc3L9uxMzM7NKlS1evXp0xYwbW/ROMhw8fWltb9+3b9/LlywoKCqRzoCv69ddfV65c6eHhcejQIdIt4uLgwYM//vhjQEDA2rVr+fQUTk5Oubm5M2fO9PDwmDhx4vPnz/n0RAAgMjA3AkBnnT9/nk6nv337Ni0tbenSpdwP9u3b9/jx4xRFrVmzxszMrIObsra2TkxMZDKZDg4OWLmB37KysrhHGm/cuIE79cFnbN26dcuWLb6+vsHBwaRbRN/evXsXLlzo7++/ZcsWvj5R9+7dQ0JCkpKSnjx5oq+vHxIS8s9L0wEA3pPEUmkA8NWam5tXrFixfPny6dOnX7hw4dtvv/37Z3V0dNTV1ZcsWSIpKdnxbfbv39/Ozm7nzp1Xr16dMmVKRw5Uwle4ffu2g4ODqanppUuXlJSUSOdAVzdy5EglJSV/f38OhzN69GjcnIMfOBzOr7/+unr16p07d/LvSOMHvvvuO09Pz/r6+sDAwJs3b1paWuKKRwD4KKyLAwBfqbCwcObMmU+fPj1w4MDs2bN5u/FHjx45ODjIyclduXJFS0uLtxuHEydO/Pjjj5MmTYqOjsYqRNBxhw8fXrBgwezZsw8dOvSZG9DDV2hpafHy8jp58uShQ4c8PDwEH5Cdne3p6Zmfn79+/Xo/P78ver8PAMQBzlMFgK8RGRlpamoqKSmZlZXF86GRoqghQ4akpaUpKiqamZnduXOH59sXZyEhIW5ubj4+PjExMRga4Yt4eXlduXLl3Llzjo6O7969I50jOqqqquzt7c+dOxcfH09kaKQoytDQMC0tbf369YGBgSYmJvfu3SOSAQBdFuZGAPgytbW1bm5u8+bN+/HHH1kslo6ODp+eqG/fvklJSRYWFvb29tHR0Xx6FrHS2Njo5ua2YsWKPXv2hISESEjgfwHwxezs7JKTkwsLCy0tLQsLC0nniIJHjx5ZWFg8efKEyWQ6OTkRLJGSkgoICMjNze3Ro4e5ufmqVauampoI9gBAl4IXDQDwBbKyskxMTBgMxsWLF0NCQvh9opqiomJ8fPyCBQvc3NyWLFmC+3N0RnFxsaWl5ZUrVy5durRw4ULSOSDEjIyM0tLSlJSUzMzM4uPjSecIt7i4uBEjRvTo0SM9Pd3AwIB0DkVRlI6OTmJi4r59+/bv36+vr5+UlES6CAC6BMyNANAhHA4nJCTE0tJSXV09OztbYG+KS0pKBgcHnzp1KiIiwsbG5tWrV4J5XhGTkJAwfPhwiqIyMjIcHBxI54DQU1dXv3379syZM6dNm7Z69er29nbSRcKnra0tICDA2dl5zpw5ycnJ/fr1I130XzQazdvbu6CgYNiwYTY2Nj4+PljgGgAwNwLAvysvL588efKKFStWrVp1/fp1wb++cXV1TU1NffPmjaGh4YULFwT87EKtubl5+fLlTk5OEydOZLFYWGQIeEVWVjY0NDQsLOyPP/4YPXp0aWkp6SJhUlxcbG1tvWfPnoiIiP3793fNRYb69esXHx8fExNz9uzZwYMHnz9/nnQRAJCEuREA/kVycrKRkVF2dvatW7cCAwNJLbKnp6f34MGDH3744fvvv3d3d6+vryeSIVy4100dPnz44MGDx44dw01NgOc8PT3v3btXX19vaGh46NAh0jnCITY21sTEpKamJi0tbe7cuaRz/oWzs/PDhw9tbW2nTJni4uJSXl5OuggAyMDcCACf1N7eHhgYaGtra2pq+uDBg1GjRpHtkZOTCwkJiY2NvXz5somJSUpKCtmerqytrS0oKMjExERWVvbBgwfe3t6ki0BkDR06NDU1dd68eb6+vq6urmVlZaSLuq7Xr187Ozu7urp6eHjcu3evi1zQ+K969+4dGRl5+fLltLS0YcOGRUZGki4CAAIwNwLAx/311182Njbbtm0LDg4+d+5cz549SRf9x4wZM7Kzs7W1ta2trRcsWFBdXU26qMu5f//+iBEj1q5d+8svv9y5cwfnpgK/devWLSQkJCEhIT09fejQoUePHsXdoT/A4XCOHDkydOjQzMzMq1ev7ty5U+jugjNhwoS8vLyZM2d6eHg4OTk9f/6cdBEACBTmRgD4iAsXLhgZGZWVlaWlpS1duhhkZtMAACAASURBVJRGo5Eu+h/q6uqXL1+Ojo6Oi4sbNmxYbGws6aKuoqamxs/Pz8zMTEFB4cGDB+vWrZOSkiIdBeLC3t4+Ly/Pzc3Ny8vLzs7u0aNHpIu6iocPH3JXl5k3b15eXp6dnR3poq+krKwcEhKSnJxcXFysp6cXEhLCZrNJRwGAgGBuBID/0dzcvHTp0ilTpkyYMCEzM9PIyIh00SfNmjXr0aNHdnZ2rq6uo0ePvn//Pukikthsdnh4+KBBgyIiIvbu3ZucnDx48GDSUSB2FBUVd+3axWQyKyoqDA0Nf/7556qqKtJRJFVWVi5evNjIyIh7NePOnTsVFBRIR3XWyJEjs7Kyli1b5u/vP3r06IKCAtJFACAImBsB4L9KS0vHjBkTERERGRkZGRmpqKhIuuhfqKqqRkREpKWltbS0mJqaent7v3jxgnQUAUlJSWZmZj4+PtOnTy8qKvLx8elqh4hBrIwYMSIzM3Pv3r0nT54cOHDg3r17W1paSEcJWnNz8+7duwcOHBgbG3vw4MGMjAxTU1PSUTwjJycXGBiYkZHR1NRkbGwcGBiI++sCiDzMjQDwH7GxsUZGRi0tLffu3ZszZw7pnC9gZmbGYrGOHTvGYDB0dHSWLVsmPitzsFgsW1vbsWPHqqqq3r9/f+/evaqqqqSjAChJSUlvb++ioqJ58+b5+fnp6uoeOXKkra2NdJcgtLa2hoWF6erqBgQEeHp6FhUVeXp6SkiI4CsuQ0PD1NTU9evXb9++ffjw4ZmZmaSLAICPRPCnGAB8qcbGxqVLl7q6us6dO5fFYg0cOJB00Rej0Whz5sx5/Pjxjh07YmJitLW1V65c+fLlS9JdfJSSkjJhwgQrK6vW1takpKSrV6/q6emRjgL4H927dw8KCnr8+LG9vf2CBQuGDBkSERHR3NxMuotfmpubjxw5Mnjw4EWLFjk5OXF/IikrK5Pu4iMpKamAgIC8vLyePXtaWFisWrWqqamJdBQA8AUNK54BiLmHDx9yl86PiIiYOHEi6RweaGhoOHDgQFBQUGVl5axZs5YvX66vr086imfa29vPnTsXFBSUnp5uZWW1fv164V1jA8RKSUnJxo0bjx8/rqqqunjxYl9f3x49epCO4pnKysqDBw/u2bOnsrLSzc1t7dq1GhoapKMEisPhhIWF+fv79+rVKywsbOzYsaSLAIDHcLwRQKxFRkYOHz5cTU3twYMHojE0UhQlLy+/YsWK0tLS/fv3Z2RkGBoajh8//syZM8J+hVVZWdn27dt1dXVdXV379+/PZDJTUlIwNIKw0NTUDA8PLy4udnNz27Fjx4ABAxYsWJCVlUW6q7MyMzN9fX0HDBgQFBQ0b968kpKSw4cPi9vQSFEUjUbz9vZ+9OiRvr6+ra2tj49PTU0N6SgA4CUcbwQQU9XV1fPnzz979uzatWvXrVsnKSlJuogvOBwOg8HYt28fg8FQVVWdO3fujz/+KFwLjba1tV27du3IkSMXL15UVFR0c3NbvHixjo4O6S6Ar1dbWxsREREaGpqfn29sbOzl5TVz5kzhOvxYWVl56tSpsLCwBw8eDB061NfX18PDo+uvJSYYsbGxP/30k7S09L59+6ZMmUI6BwB4A3MjgDhKT0//4YcfWltbjx8/bm1tTTpHEF6+fBkVFRUaGlpSUjJ06FBnZ+cffvhh0KBBpLs+ic1ms1is2NjY06dPv3792sTExNvbe86cOfLy8qTTAHjm3r17hw4dOnHiRGNjo7m5ubu7u6ura/fu3Ul3fVJ1dfX58+djY2OvXbsmISExadIkb29vW1tbrGD8gaqqqlWrVh06dMjZ2Xnfvn29evUiXQQAnYW5EUC8cDic3bt3+/v7Ozo6hoeHi9vam2w2+/bt26dPn46Li3vz5g2dTnd0dHRwcLCwsJCSkiJdR1EUVVVVdf36dQaDceXKlbKyMjqd7uLi4uLioqWlRToNgF9qamrOnz9/+vRp7jA2duxY7o7ZddboKioqYjAYCQkJt27doihq/PjxLi4u33//vZKSEum0Lu3KlSsLFiyora3dtm2bt7c36RwA6BTMjQBipKyszN3dPTk5efv27UuWLBHnN8jb29tv3boVHx/PYDCePn2qoqJiY2NjbW1tZWVlZGQk4BmyurqaxWKxWKzExMT09HQajWZubj5hwoTp06fr6uoKsgSArHfv3sXHx1++fPn69evV1dXa2tp2dnZWVlYjR44U/BWDJSUlKSkpTCbz+vXrxcXFKioq48aNmzhx4vfff6+ioiLgGOFVU1Ozbt26vXv3Ojg4HDhwYMCAAaSLAOArYW4EEBfXr193d3dXVlY+deoUnU4nndOFPH78mMFgXL9+ncViVVRUKCgomJmZmZiY6Ovr6+npDRs2TFZWtiPbaWxslJOT68hXVlRUZGdn5+Xl5ebmpqenP3z4kM1mDxo0aNSoUfb29uPGjcOrUhBzbW1tqampDAYjKSkpMzOzpaWlX79+FhYWRkZGenp6BgYGmpqaHXnni3vHyI68E8ThcIqLi3Nzc3Nzc7Ozs1NTU1++fCkrK2tiYjJmzBhHR0dzc/MuclaCMGIymV5eXi9fvtywYcPixYtF8m6WACIPcyOA6Gtra9u0adPGjRtnz569f/9+rNzwKRwOp6CggMlkslis7Ozs/Pz8pqYmKSkpDQ0NTU1N7n8HDBigpqbWu3dvVVVVNTW191cbtrS0rFmz5vfff3+/tcrKyvLy8oqKioqKirKyspKSkpKSktLS0qdPn5aVlVEUpaqqamhoSKfTR40aZWlpiet/AD6qqakpIyODyWTevXs3JyenuLiYw+EoKipqa2tz90pNTU11dXXuLqmqqqqqqiotLc197JUrV2g0mqOjI/e3ra2t3F2Su2/+9ddfJf+vuLi4rq6ORqNpaWkZGBiYmZmNHDnS1NS0W7du5P7oIqWpqWnbtm1bt24dPnz44cOHhWt9MgCgMDcCiLzS0tIffvghLy9v//79bm5upHOESVtb2+PHj3NzcwsLC0tLS7lT3/Pnz7lHMN6TkpJSUlJqbW2tr69XUVFhs9nV1dUfbEpBQUHz/2loaAwbNkxPT69fv36C+8MAiIq6ujrusfri4mLuXllSUvLmzZsPvkxOTq5bt2719fUURSkoKDQ1NTU2Nn7wNX369Hn/rpCWlhb3FAO8s8ZXOTk5np6eeXl5AQEBq1evlpGRIV0EAB2FuRFAlJ05c2b+/Pn9+/ePiYkZNmwY6RwR8e7du7dv33KPWjQ0NLS3t9fU1ISFhXFv42ZqaqqsrExRVM+ePVX/HxZBBeCrtra2ir9pbW1tbGysra1dvnw5RVHBwcHKyspycnLS0tKqf4PzToloa2vbt2/fmjVrtLW1jxw5YmpqSroIADoEcyOAaGpsbFy1atXu3bvd3NxCQ0M7eN0dfJ36+no1NbWmpqbp06efOXOGdA4AUBRFxcbGurq6UhQVExPj7OxMOgf+x9OnT729vW/fvr1w4cItW7YoKCiQLgKAf4HrkgFEUH5+vpmZ2bFjx06fPh0ZGYmhkd/i4+NbWlooirpw4cI/T1IFACKioqIkJSUlJSWjo6NJt8CHtLW1b9y4sW/fvqNHjxoaGiYmJpIuAoB/gbkRQNRERkYOHz5cUVHx/v37eItdMKKjo7nLA7a3t58/f550DgBQ7969YzAYbW1tbW1tV65cqaysJF0EH6LRaN7e3gUFBQYGBuPGjfPx8ampqSEdBQCfhLkRQHRUV1fPnDlz3rx5Xl5et2/f1tTUJF0kFiorK2/cuPF+sZyoqCiyPQBAUVRcXBybzeb+msPhxMfHk+2BT+nbt+/Zs2djYmLOnTs3ePDgc+fOkS4CgI/D3AggIu7evUun05OSkhgMRkhIyPtl6IHfYmNj318ozmazb926xb3NBgAQ9Pd3cDgcDt7Q6eKcnZ0LCwsnTZo0bdo0FxeXt2/fki4CgA9hbgQQehwOJyQkZOTIkTo6Og8ePBg/fjzpIvESFRX1wQJjcXFxpGIA4P/Yu8+4KM61DeDP0gVUEAQLKmBFAVFAaUpEBSwYTRRjlOiJ7eiJEo/dJIomGnti1CS2qIgNRGMDO1a6glKUKk1UQECawO4y74c5L4cDiCCz+8zuXv8P/tg2ewn3vbP37MwsIeTVq1f37t0Ti8XsxZqamjt37uTm5tJNBU3T1dXdt29fUFBQRERE37599+/fTzsRAPwPzI0Asi0vL2/MmDHLly9fs2bNlStXOnXqRDuRYsnNzQ0NDa3dHY4QUlNT4+vrSzESAJw6dYo95LiWsrJyQEAArTzQfGPGjHn69Om8efMWLFgwduzYrKws2okA4D8wNwLIsBs3bgwcODApKenu3bs+Pj713ieBFJw4cUJZWbnuNQzDREZGZmRkUEoEAMTX17f2w0aWWCw+evQorTzQIpqamps3b757925GRoaZmdmWLVvqbpsDAFrwLhNAJolEIh8fHzc3Nycnp5iYGDs7O9qJFFTDt6eEEBUVldOnT1PJAwBpaWmxsbH19h5nGCYmJiYlJYVWKmgpR0fHR48eLV++fO3atcOHD3/69CntRACKDnMjgOzJzMx0dnbeunXrzp07AwICdHR0aCdSUKmpqXFxcfXenhJChEIhPtkAoOXEiRMqKioNr1dVVcUGHdmioaHh4+MTFRVVXV09ePBgHx8f9ptyAYAKzI0AMiYwMHDQoEFv376NjIz09vamHUeh+fn5ve+8tU+fPk1ISJByHgAghBw7dkwoFDa8XigUHj58WPp5oJUsLS1DQ0M3b968fft2W1vbqKgo2okAFBTmRgCZ8e7dO29v78mTJ48fPz4yMtLc3Jx2IkXn6+vb6NtT1qlTp6QZBgAIIY8fP25iZ9T09PTHjx9LMw9wQkVFxdvb+8mTJ/r6+g4ODt7e3uXl5bRDASicRnbkAAAeSkxM/OKLL7Kysk6fPu3p6Uk7DpCcnBwTE5Pu3buzFwsLC1NTU4cMGVJ7h7y8PErRABRXfHz8iBEjak+jkpqaSgjp1asXe1FJSSk+Pn7gwIHU8kErmJqa3rhx49ixY0uWLLl06dL+/ftHjhxJOxSAAhE0PDIHAPjG19d3wYIF5ubmp06dMjExoR0HGuHv7z916lS8ogLwCruVzd/fn3YQ4NLLly+/+eabc+fOzZgx49dff+3QoQPtRAAKAfupAvBaSUnJtGnTZs2aNWfOnPv372NoBAAABde5c+fAwMDTp09fvXrV3Nz87NmztBMBKATMjQD8FRUVNWjQoFu3bgUHB+/atet9p2ABAABQNFOmTHn27JmHh8fnn3/u6emJQwMAJA1zIwAfMQyza9cuR0dHU1PTx48fu7m50U4EAADAL7q6uvv27QsODo6MjOzXr9/+/ftpJwKQZ5gbAXgnLy9v7Nixy5YtW7NmzdWrVzt16kQ7EQAAAE+5u7snJibOmzdv4cKFY8aMyczMpJ0IQD5hbgTgl5s3b1pZWT19+vTu3bs+Pj5KSmhSAACApmhqam7evPnu3buZmZn9+/ffsmWLWCymHQpA3uAtKQBfiEQiHx8fV1dXBweH2NhYe3t72okAAABkhoODw+PHj9euXbt27drhw4c/ffqUdiIAuYK5EYAXsrKyPvnkk61bt+7cufPMmTM6Ojq0EwEAAMgYVVXVlStXRkdHC4XCgQMHrlq1qrq6mnYoADmBuRGAvnPnzllZWRUVFUVERHh7e9OOAwAAIMMsLCxCQ0O3bdu2Z88eGxubqKgo2okA5AHmRgCaKisrvb29P/vss/Hjx0dFRVlYWNBOBAAAIPNUVFS8vb2fPHliYGDg4ODg7e1dXl5OOxSAbMPcCEDN06dPhw4deuTIkZMnT/r6+mpqatJOBAAAID9MTU2vX79+6NAhPz8/S0vLmzdv0k4EIMMwNwLQ4evra2trq6GhERMT88UXX9COAwAAIIcEAsFXX32VkJBgZWU1evTor776qrCwkHYoAJmEuRFA2kpKSr788stZs2bNnj37/v37pqamtBMBAADIs06dOgUGBp4/f/7mzZsDBgwIDAyknQhA9mBuBJCq6OjowYMH37x5MygoaNeuXaqqqrQTAQAAKAQPD4+EhIQJEyZMmTLFw8MjNzeXdiIAWYK5EUBKGIbZtWuXo6OjsbFxbGysu7s77UQAAACKRUdHZ9++fUFBQXFxcQMGDNi/fz/DMLRDAcgGzI0A0pCfnz9+/Phly5atXr362rVrnTt3pp0IAABAQbm7uycmJs6fP3/hwoVjx47NzMyknQhABmBuBJC4W7duWVlZJSQk3Llzx8fHR0kJfQcAAECTpqbm5s2b7927l5WV1b9//y1btojFYtqhAHgN718BJEgkEvn4+IwePdrOzi4mJsbBwYF2IgAAAPgPe3v72NjYtWvXrl27dtiwYYmJibQTAfAX5kYAScnKyhoxYsSWLVt27twZGBioq6tLOxEAAAD8D1VV1ZUrV0ZHR4vFYisrq1WrVlVXV9MOBcBHmBsBJOLvv/8eNGjQmzdvIiIivL29accBAACA97KwsAgLC9uzZ8/evXttbGwiIyNpJwLgHcyNAByrrKz09vaeNGnSuHHjoqKiLC0taScCAACAD1BSUpo3b97jx48NDQ3t7e3nz59fVlZGOxQAj2BuBODSs2fP7Ozsjhw5cuLECV9fXy0tLdqJAAAAoLlMTU2vXbt2+PDhM2fODBw48MaNG7QTAfAF5kYAzvj6+trY2KipqT169GjatGm04wAAAECLCQSCr776KiEhYdCgQa6url999VVhYSHtUAD0YW4E4EBpaemMGTNmzZo1e/bs+/fv9+zZk3YiAAAA+HidOnU6c+bM+fPnb926NWDAgMDAQNqJACjD3AjQWtHR0YMHD7527drly5d37dqlpqZGOxEAAABwwMPDIz4+fsKECVOmTPHw8Hjx4gXtRADUYG4E+HgMw+zatcvR0bF79+6xsbFjxoyhnQgAAAC4pKOjs2/fvpCQkKSkJHNz8/379zMMQzsUAAWYGwE+UkFBgYeHx7Jly1avXn39+vUuXbrQTgQAAAAS4ezsHBsbO3/+/IULF44YMSIlJYV2IgBpw9wI8DFCQkIGDhwYFxd3+/ZtHx8fJSW0EgAAgDzT1NTcvHnzvXv38vPzraystmzZIhaLaYcCkB682QVoGZFI5OPjM3r06KFDh8bExDg6OtJOBAAAAFJib28fGxu7du3adevWDRs2LDExkXYiACnB3AjQAtnZ2S4uLlu2bNmxY8fZs2c7dOhAOxEAAABIlaqq6sqVK6Ojo2tqaqysrFatWlVVVUU7FIDEYW4EaK7z589bWVnl5+eHh4d7e3vTjgMAAADUmJubh4aG7tmzZ+/evTY2NhEREbQTAUgW5kaAD6uqqvL29p40adK4ceOio6MHDhxIOxEAAABQpqSkNG/evCdPnnTq1MnBwWH+/PllZWW0QwFIigrtAMCZ4uLiyspK2ink0IsXL2bOnJmVlfX7779PnDixtLS0tLSUdiiioaGho6NDO0XjKisri4uLaaeQNva//OrVK9pBKOjUqRPtCPBhirmOYP/LCtiYfF5HSA6tP3SbNm18fX1Pnjy5fv36a9eu/f7774MGDaKSRKHo6OhoaGjQTqFYBPgKGrkxZcqUM2fO0E4BUjJ58uSAgADaKRrn7+8/depU2ilAerAekQlYRygUPq8jJEcgENCOANJz+vRpT09P2ikUCz5vlCuffPLJ+vXraacAiVu3bh3tCB92584d2hFA4kJCQnx8fGingObCOkJByMQ6QkJ8fHxGjBhBOwVInLOzM+0Iighzo1zR19cfPnw47RQgcfr6+rQjfBhKUREo4O5/Mg3rCAUhE+sICTEzM0ORA0gIzosDAAAAAAAATcHcCAAAAAAAAE3B3AgAAAAAAABNwdwIAAAAAAAATcHcCAAAAAAAAE3B3AgAAAAAAABNwdwIAAAAAAAATcHcCAAAAAAAAE3B3AgAAAAAAABNwdwIAAAAAAAATcHcCAAAAAAAAE3B3AgAAAAAAABNwdwIAAAAAAAATcHcCAAAAAAAAE3B3AjNUlJSwuHShELhgwcPOFwgr54OJAqlCMBDaEyQb6hwAIK5UZGlpKTs2LGjvLzc2Nj4ypUr77vb9u3bnZ2d9fT0OHnSoqKiNWvW6OrqOjk5cbJACT3d8OHDL126RAgJCgpydHSsvf6vv/7y9PT8/vvv586de/LkSfbKD/4O6zp06NCgQYPatm1rZWV1+PBh9kqxWLxq1aoXL160KKTcQCk2QXKlmJiYOHHiRH19/Y4dO06bNu3ly5dE4UsR6kJjNkFyjZmbm3v48OGpU6c6ODjUXonGlARUeBMkV+GNLgEVLjMYkBeTJ0+ePHlyM+98+/btL7/8srq6uqqqSllZOTAw8H33rKysZF8uOYrJMAxjYGDQ/AVmZ2dL8+lYnTt3fvr0KcMwv/32m5eXF3vlhg0bjI2Ni4qKGIYpKioyNjbetWsXwzAf/B3WWrVq1YwZM/bu3evt7d2mTRtCyO7du9mbCgsLP/vss/T09ObEa9HfWvpOnz7d/F84SrFpEirFxMTESZMmnTt3LiYmxsvLixAycuRI9qYWlWKL/tZAF9YRnDwdS0KNycrKyiKE9OvXr+6V8rSOkBxCyOnTp5tzT1R40yRU4e9bAtPCCmda8rcGDmF9Lz+av55ITEzs3r37mzdv2Iu9e/eOj49v4v79+vXj9hWz+Qt8/vz5sGHDpPZ0rLKyMiUlpcrKSoZhvL29fXx8GIbJyspSVVX9+eefa++2ceNGTU3NgoICphm/Q4ZhsrOzp0+fXnvx6tWrhJBevXrVXvP48WNzc/OysrIPJuT5e4LmzxIoxaZJqBQZhtm1a1dFRQX7s1Ao1NHR0dbWrr21+aWIuVGGYB3R+qdjSa4xazWcGxk5WkdITjNnCVR40yRU4U0vgWlJhTOYGynBfqoKh2GYGTNm/OMf/+jQoQN7Tf/+/Xv16kU3VaNevHgxfvz4/Px8KT9vWlqakZGRuro6ISQ9Pb1nz56EED8/P6FQOHLkyNq7ubi4VFRUHDp0iDTvd5iZmbljx47ai66urh07dszLy6u9xtLSsmfPnsuXL+f2v8NbKMUPklApEkIWL17MfuLNEolEs2fPrr2oaKUIdaExP0hyjdk0NCYnUOEfJKEKb3oJBBUuCzA3KpwLFy48evTI3d299pp//etf7KtDeXn5Tz/95OXl5e3t/cknn+zatavuA/Pz8ydPnqynp2dubh4dHU0IOXDggJKSkkAgIISUlpbu3Lmz9uKFCxfmz5/frVu34uLiWbNm6evrW1hYPHz4sGGeHTt2aGhoLFu2rOFB20eOHElISHj16tWCBQvYa0pKSlauXLl69eqlS5e6ubktXbq0uLiYEBIeHr5s2TITE5PXr1+zIS0sLM6ePduipyOE7N27VyAQDBw4MCsrSyAQCASCixcvenl5CQSC8+fPE0KMjIxq79ytWzdCyOPHj+v+Dpvg6OhoaGhY95rq6uphw4bVvcbNze3AgQPp6elNL0o+oBRplWI9a9eu/fXXX3/99de6VypUKUJdaEyeNGaj0JithwqnVeH3799vYgksVDjf0f24EzjUzP1Spk2bJhAIhEJhveuFQuEnn3zi5eVVU1PDMAx7ypaLFy8y/7+Hw7p16zIyMi5fvkwIsbe3Zx/FboWqXUjtxZycHG1tbULIxo0bMzMz/fz8CCFDhw5l71a7y0RhYaGXl9eTJ0/el5bU2VentLS0T58+7P4SDMPk5eX16dPH1NS0sLDw0qVL7IcnixYtunv37okTJ9q2bUsIefDgQYueTiQSVVZW/vDDDwsXLqysrCwrK1NTU8vNza2srLSysiKEvHv3rvbOFRUVdX8VLfXgwYM2bdo8evSo7pUxMTGEkLp7cTSK5/sgNXPfRZQi9VI8d+7c8OHDCSEmJiYHDx6se1MzSxH7qcoQrCNkpTGZ9+ynysjLOkJySDP2XUSF06rw5iyhmRXOYD9VSrC+lx/NXE8YGxvr6Og0vH7nzp2EkKSkJPaiSCQ6fPgwe+wy+4rDvpIyDKOnp6epqcn+XG+n+boX+/btW/cmQ0NDdXX1undLT0+fPXt2fn5+E2nrvmJ+9913hJCXL1/W3urr60sIWbFiBcMwffr0IYSUl5ezN7EfnnzxxRctejrWlClT9u/fzzDMs2fPunTpwl7Jvr1md/dnvXv3jhBibW39wQU2JBKJnJ2dT548We/63NxcQsjYsWObfjjP3xM0c5ZAKX7wVyTpUiwqKkpMTNyzZ4+mpiYh5MiRI7U3NbMUMTfKEKwjZKUxmffPjfKxjpCc5swSqPCmfz+MxCq8OUtoZoUzmBspUSGgYF69etW5c+eG19++fZvU2X9AWVl51qxZde/A7npBCOnYseOzZ88++ES192fp6uq+fv267jXjxo0bOHCgvr5+M5Oz+1Swm9BY7GtQaGgoIURJSYkQwr79JYRMmDDh22+/TUlJafrpzMzM6l7U19cvKCjIzMwMCwvbuXNneXl5YWGhmZnZpEmT+vXrd/fu3eLi4tp9TYuKigghXbp0aWb+utavXz9y5Mgvvvii3vU6OjqEkHq/KHmFUqy7TCqlqKOjo6OjY2Zm1r59ey8vL19f35kzZ9beRBSmFKEuNGbdZdJaR7wPGrP1UOF1lynNCm/OElDhPIe5UeEoKyuLxeKG17NdmpKSMnDgQOkk2b59+/jx462srFauXNmc+7OviRkZGQMGDGCvYV962rdv3/DO7MsQu+t8E0/39OnTeg989+5d27Ztk5OT27Rps3bt2oqKiu3btxNCfvvtN0JIbm5u7esd+313H/EVTJcuXdLS0mr0f11vNSPfUIrUS7HWp59+SghRU1OrvUahShHqQmPypzEbQmO2HiqcVoWzsZteAiqc53BeHIXTuXNn9ijqetgX4zbuIQAAIABJREFUyo0bNzIMw16TmZkZHBzc9NLYDq+uriaEMAzz9u3b5icZO3bsmjVr1qxZU+9Z6r6gCwQCkUjE/sxuV2MPLWBlZ2cTQkaNGtVw4W/evKl30/uerp7U1FQjIyP2OIHU1NTa84N5eXnp6OiEhITU3vPWrVtqampffvllM/+/rOvXr+fk5NR91Q4LC6v9md321qlTpxYtU0ahFOmWYl3synvs2LG11yhUKUJdaEz+NGZDaMzWQ4XTqvDmLAEVznf0dpEFjjXzeIbZs2cLBILS0tJ616enp2tpaRFCXFxc9u7d+8MPP8yfP5/dm5/dalVSUsLek93Bg/2CnUmTJhFCfvjhh5SUlF9++YU9q/WVK1fEYrGxsXHdAuvatSshhD0S3cTEhBBSU1MjEolcXFx0dHRiYmLYu23cuFFXVzcjI4O92KtXLy0traysLIZhKioqzM3NjYyManfu9/b2dnR0ZJfJ7r4vEonYm44ePWptbf3Bp2vozJkzrq6u7M+2trbXr1+vvWnLli29e/dmf3UlJSW9e/fesGFDvYdv3769f//+DQ9cZN24ccPFxWXP/9u9e/eSJUu+//772js8efKEyP45D5p5zBtKkWIp7ty589ChQ8XFxQzDVFZWTpw4cerUqbVH7zDNLkUc3yhDsI7gf2Oy2JOF9O7du+FN8rGOkBzSjGPeUOEUK/yDS2hmhTM4vpESrO/lRzPXE3fu3CGEXLt2reFNcXFxbm5uurq6Xbt2/fbbb9++fVtTU7Nt2zZ2E8O3335bVla2detW9uLSpUurqqqSk5OHDh2qpaXl6uqanJw8bNgwLy+vU6dO/fLLL+zdfvrpp7dv39ae4n/+/Pnfffcdu31u06ZNL168YI/qbteu3c8//1xcXPzLL7/06NEjJyeHjbR69erOnTsHBgayF0tLS1esWOHq6rp06dIVK1Zs2LChqqqKvYl9xdy+fXtBQUFeXt7mzZvLysoKCwt//PHHJp6u4S9h06ZNixYtYn/W1dVNT0+ve+uhQ4e8vLy+++672qPG61m4cKGSklLXrl0b3hQaGlp74EEtgUCQlpZWe58//vhDWVm57jWN4vl7gmbOEihFWqXIMIyPj0+vXr10dXUXLFjg7e1948aNendoZilibpQhWEfwvzEZhgkJCZk3bx4hRFVVdevWrbGxsXVvlY91hOQ0Z5ZAhdOt8KaX0MwKZzA3UoL1vfxo/npi7Nix3377raTzSFm9c5pRlJSUVHuu7Zby8PCYO3fuB+/G8/cEzZ8lUIoSJYVSxNwoQ7CO4EmtYh0hOc2cJVDhEiWFCmcwN1KC4xsV0eHDh4OCgnC6KkmoqKjYvXv3wYMHP+KxERERycnJO3bs4DwVb6EUJQelCB8NjSk5aEw+QIVLDipcvmFuVEQGBgaBgYFLlixhD6KQD+Xl5bX/UpSenr5p0yZzc/OWPvDly5cbN268ceNG3VNsyz2UouSgFOGjoTElB43JB6hwyUGFyzfMjQrK3Nx848aNe/fupR2EA+Xl5d999x17VrHFixeHh4dTDGNubv4RL3kikcjX1/f48eO13xylOFCKEoJShNZAY0oIGpMnUOESggqXbwLm/083DLJuypQphJCAgADaQUDieP639vf3nzp1Kl5bFAH+1jKE568bwCGF/VsLBILTp097enrSDgISh781Ffi8EQAAAAAAAJqCuREAAAAAAACagrkRAAAAAAAAmoK5EQAAAAAAAJqCuREAAAAAAACagrkRAAAAAAAAmoK5EQAAAAAAAJqCuREAAAAAAACagrkRAAAAAAAAmoK5EQAAAAAAAJqCuREAAAAAAACagrkRZA/DMLQjAAAAAPAO3iOB5KjQDgBcqqqqevXqFe0UkpWYmFhWVjZkyBDaQWiqqqpSV1enneID5L4UG7pw4cKECRNop5Cqt2/f0o4ALaAI64h6UlJSxGJxv379aAeRKplYR0jI27dvFa3I6zlw4MDcuXNppwD5hLlRrly8eLFz5860U4A0TJ48mXaED1DMUpw/fz7tCADvhXWE4uD/OkJC5s2bRzsCfWvXrqUdAeSTAB9ny42nT5/m5+fTTiFZFy5c2LFjx8yZM7/++mvaWSjr2LGjmZkZ7RSNKygoSExMpJ1C2v7888+TJ0/u37+/b9++tLNI2/Dhw2lHgA9ThHVEPQzDeHp6MgwTEBAgEAhox5EqPq8jJOfu3bu0I1BWUlLi4eFhbGz8119/KSsr044jWf3799fX16edQrHg80b5YWZmJt8rifz8fA8PD0IIwzB4n8pn+vr6ivYHYhhm2rRphJCkpCTsIAT8JPfriIbCwsLy8vIIIerq6nZ2drTjgMQp2qqnoaioKEJIZmZmXFzc4sWLaccBeYPz4oDMWLZs2bt37wghqamptLMA/I8HDx7k5uYSQo4dO1ZTU0M7DgAQQsipU6fU1NTU1NROnjxJOwuANKSlpQkEAoZhVq9e/fLlS9pxQN5gbgTZcP/+/WPHjgmFQkLI8+fPaccB+B8nTpxQU1MjhOTl5WFHKQA+EIvFfn5+1dXV1dXVx44dE4lEtBMBSFx6ejq7MhIKhStXrqQdB+QN5kaQASKRaN68eUpK/ynX169fswMkAB+IRKJTp05VV1cTQlRVVU+cOEE7EQCQmzdvFhYWsj8XFRWFhITQzQMgBenp6WKxmBAiFAr9/Pzu3LlDOxHIFcyNIAN27tyZlJTEvhQSQmpqanJycuhGAqh17dq1oqIi9mehUFg7QwIARbV7ARBs0AGFkZSUVPvRurKy8vz58/FJO3AIcyPwXXZ2to+PT71jxjIyMijFAajvxIkTqqqqtRfLysquXr1KMQ8AVFZWBgYG1m7BEQqF/v7+7BHyAHKs7gkgRCJRSkrKH3/8QTEPyBnMjcB3//rXv+ptLVNWVsbcCDxRWVl57ty5ujtOKysrHz9+nGIkALh8+XJ5eXnda969exccHEwrD4AUVFdXsycQrlVTU7Nq1SqcIAe4grkReO3KlSsXL16sdzSjiopKZmYmrUgAdZ0/f77ehxgikejvv/8uKyujFQkAjh8/Xu/L65SVlf38/GjlAZCCjIyMhif0FgqFq1atopIH5A/mRuCvd+/e1T0dTi2RSITPG4EnGr49JYQIhcILFy5QyQMAJSUlly9frrejikgkunTp0tu3b2mlApC09PT0hlcKhcJjx47hRN/ACcyNwF8//fRTbm5uw41nYrE4JSWFSiSAuoqLi69cudLwrAMCgeDYsWNUIgHAuXPnGj0XiFgsPn/+vPTzAEhHenp63YPta+EEOcAVzI3AU8+ePdu6dWvtOVTrwVc4Ah8EBgY23K5BCBGLxdevX3/z5o30IwHAsWPHBALB+26SchgAqUlPT2+08kUi0bNnz/7880/pRwI5g7kReOrFixfTpk0zMTFhXwTV1dXr7rCKr3AEPvDz82t0biSEiMXiM2fOSDkPAOTl5d2+fbvRbY41NTUhISH1ThwCIDdSU1PrnaSNfeOkrq5ua2tbUFBALxrICcyNwFMjR4709fVNT08vKCgICgrS1NTs2bNnu3bt2FvxFY5A3atXr+7du8cwzPvucPLkSWnmAQBCSEBAwPt2VCGEiMXigIAAaeYBkJrk5GR2laSsrNy7d2+xWLxu3brY2NiysrLIyEgfHx/aAUHmCZp40wPAE/n5+QYGBsHBwW5ubikpKREREREREQsWLBgwYADtaAD/4e/vP3XqVLyiAvCKp6cnIcTf3592EACJW7RoUd++fW1tba2srJSVldu1a/f777/PmjWLdi6QHyq0AwB8WEREhEAgsLW1FQgEffr06dOnj5eXF+1QAAAAAHyxe/fuuhetrKyioqIwNwKHsJ8qyICIiIjevXvr6enRDgIAAAAgA2xtbaOiominALmCuRFkQERExNChQ2mnAAAAAJANNjY2jx8/rqqqoh0E5AfmRuA7hmGio6MxNwIAAAA0k62tbXV1dXx8PO0gID8wNwLfPXv2rKioCHMjAAAAQDP17dtXR0cHu6oChzA3At9FRERoaGhYWlrSDgIAAAAgGwQCwaBBgzA3AocwNwLfRUREDB48WE1NjXYQAAAAAJmBU+MAtzA3At/hpDgAAAAALWVjY5OYmFheXk47CMgJzI3Aa+/evYuPj8fcCAAAANAitra2YrE4NjaWdhCQE5gbgdeio6OFQiHmRgAAAIAWMTY2NjAwwK6qwBXMjcBrERERBgYGxsbGtIMAAAAAyBhra2vMjcAVzI3Aazi4EQAAAODj4NQ4wCHMjcBrmBsBAAAAPo6NjU1qampxcTHtICAPMDcCf718+TI7O9vOzo52EAAAAADZY2tryzDMw4cPaQcBeYC5EfgrPDxcIBBYW1vTDgIAAAAgezp16mRkZIRdVYETmBuBvyIiIszMzHR0dGgHAQAAAJBJOMQRuIK5EfgLBzcCAAAAtIaNjQ3mRuAE5kbgqZqamkePHmFuBAAAAPhotra22dnZr169oh0EZB7mRuCphISEkpISnBQHAAAA4KPZ2toKBAKcGgdaD3Mj8FR4eLimpuaAAQNoBwEAAACQVTo6Oj179sSuqtB6mBuBpyIiImxsbFRUVGgHAQAAAJBhODUOcAJzI/AUTooDAAAA0Ho4NQ5wAnMj8FFpaenTp08xNwIAAAC0kq2tbX5+flZWFu0gINswNwIfRUdHi8VinBQHAAAAoJWsra1VVFTwkSO0EuZG4KPw8PAuXbp07dqVdhAAAAAA2aapqdmvXz/MjdBKmBuBjyIiIvBhIwAAAAAncGocaD3MjcBHUVFROLgRAAAAgBM2NjYPHz6sqamhHQRkGOZG4J2srKzc3FzMjQAAAACcsLW1ffv2bWpqKu0gIMMwNwLvREREKCsrW1tb0w4CAAAAIA8GDhyorq6OXVWhNTA3Au9ERESYm5tra2vTDgIAAAAgD9TU1CwsLDA3QmtgbgTeCQ8Px06qAAAAABzCqXGglVRoBwA59O7duzdv3rx580YkEhUXFzMMw16vrq6uqampqampp6enp6enrKzc8LFCoTAmJubrr7+WbmSAFqtX53FxcYSQGzduNKfOAUBCSkpK8vPzi4uLhUJhWVnZ69evCSE3btzQ1tZWVVXV0dHp2LFju3btaMcEoMDGxubo0aMikUhFpZH3//V6p/Z69A7UEtS+pwf4CFlZWXFxcXFxcc+fP3/+/HlGRsaLFy8qKiqa81h9fX0jIyNjY2NjY+O+ffuam5tbWFikpaVZW1vHx8cPGDBA0uEBmonzOm/fvr2kMwPIN6FQ+OzZs7i4uMTExIyMjIyMjOfPn+fn5wuFwg8+VlVVtWPHjiYmJiYmJsbGxmZmZpaWln379lVVVZV8cABq4uLiLC0tHz58qKqqit6Bj4C5EVqmtLQ0LCwsNDQ0NDQ0Ojq6qKiIENKjRw9TU1NjY2MTE5Nu3bqxH7Po6+urqKjo6urWPra6urq8vLyiouLNmzcFBQWvXr3Kzs5mX7CSkpLevn1LCOncubNQKFy7dq2Tk5OlpSU+qwEqJF3nJiYmdnZ2Dg4Ojo6OqHOAZsrKyrp//z7bm/Hx8dXV1aqqqn369Kl9F2toaKivr6+vr6+rq6umpqalpVX72LKyMqFQWFRUVFBQUFBQ8Pr1a3YbUHp6ekpKilAoZI/+cnBwsLe3d3Jy6tatG73/KADH2N4JDQ09cuRIdXW1UChE78BHwNwIzRIbG3vlypUrV648ePBAJBL17NnTwcFh6NChlpaWFhYWOjo6rX+KjIyM+Pj42NhY9j1BcXFxhw4dRo8ePWbMGHd3d0NDw9Y/BUDTUOcAfFNZWXn79u0rV64EBwcnJyerqqoOHjzY3t7exsbGwsLCzMys9R90VFdXsx9dRkdHh4aGxsTECIXCvn37sl3p7OysoaHByf8FQJrQO8A5zI3QlNjYWH9//9OnT6enpxsaGrq7u48ZM8bZ2blTp04Sfd6amprExMTr168HBwffu3evurp6+PDhnp6en3/+uYGBgUSfGhQQ6hyAb6qqqq5du+bv73/hwoWSkhJLS8sxY8a4ubnZ2dm1adNGok9dUVERHh5+9erVK1euPHnypF27dp9++qmnp6erq6uamppEnxqg9dA7IDmYG6ERRUVFx44dO3DgQHx8fI8ePTw9PadMmWJjYyMQCKQfpry8/OrVq/7+/pcuXaqqqho3btzcuXPd3d2xax+0EuocgIcSEhIOHDhw7Nix4uJie3v7qVOnTpo0ycjIiEqYnJycs2fPnj59OiwsrEOHDl5eXnPnzu3fvz+VMABNQ++AxDEAdcTGxs6cOVNDQ6Nt27Zz584NCwurqamhHeo/ysvLT5w44eLiIhAIjIyMNm3a9ObNG9qhQCahzgH4RiQSBQQEODo6EkJ69uy5adOm7Oxs2qH+Kysra+PGjaampoQQJyenM2fOiEQi2qEAGAa9A1KEuRH+49q1a6NHjyaEmJub79u3r6SkhHai90pJSVm+fLmOjo6WltaiRYsyMjJoJwKZgToH4JuKiorffvvN1NRUSUlp0qRJ169f5892nHrEYvG1a9cmTpyopKTUs2fP3bt3v3v3jnYoUFzoHZAyzI3A3Lp1i91MNWrUqODgYN6+6NRTUlLyyy+/9OjRQ01NbeHChTk5ObQTAa+hzgH4prKy8rfffuvcubOmpubChQtTUlJoJ2qu5OTkBQsWtGnTpmvXrnv37q2qqqKdCBQLegeowNyo0GJjY0eOHMm+kw4LC6Md52NUV1fv27eve/fuGhoay5cvLy4upp0IeAd1DsA3NTU1vr6+3bp109DQ8Pb2fvXqFe1EH+Ply5eLFy9WV1fv0aPH8ePHZWVrFMg09A5QhLlRQb1+/XrevHnKyspDhgy5c+cO7TitVVlZuWvXLj09PQMDg3379mHXeWChzgF4KDQ0dMiQIcrKynPnzpWDj9Czs7Nnz56tpKRkb28fERFBOw7IM/QO0IW5URH5+/vr6el16dJl3759YrGYdhzOFBYWrly5Ul1d3crKKjo6mnYcoAx1DsA3xcXFixcvVlJSGjFiRExMDO04XHr06JGzs7NAIPDy8sK5rIBz6B3gA8yNiiU1NdXFxUVZWfnf//53WVkZ7TgSER8f7+DgoKqq+t1331VWVtKOAxSgzgF46O+//+7SpYuhoeGpU6doZ5EUPz+/jh07GhkZXbhwgXYWkB/oHeAJzI0K5NChQ9ra2paWlpGRkbSzSJZYLN69e3fbtm0tLS3j4+NpxwGpQp0D8E1paek//vEPQsjMmTPl/vOE/Pz8GTNmEELmzJkjr9utQGrQO8ArmBsVwps3bz7//HMlJaXly5crzqmr0tPT7e3t27Rps2fPHtpZQBpQ57SzADQiPDy8Z8+eHTt2PH/+PO0s0nP27Fk9Pb0+ffpERUXRzgKyCr1DOwvUh7lR/sXExJiYmBgZGd28eZN2FmkTCoXr1q1TVlaeOnVqaWkp7TggQahz1Dnw0N69e9XU1Nzc3F6+fEk7i7Tl5OSMHDlSXV193759tLOA7EHvoHd4CHOjnPP19W3Tpo2Li0teXh7tLNTcvHmzY8eOAwYMSEpKop0FJAJ1zqDOgWcqKipmzpyppKS0fv16eToxVYuIxeIffvhBIBDMnj0b33IOzYTeYdA7fIW5UW7V1NSsWrVKIBAsX75cKBTSjkNZVlbWkCFDdHV1Q0JCaGcBLqHO60KdA0+8fv3azs5OV1f38uXLtLPQd+HCBR0dHQcHh/z8fNpZgO/QO3Whd/hGwDAMAblTVVX19ddfnzlz5sCBA1999RXtOLyA34n8wd+0IfxOgLrU1NRx48aJRKLLly/369ePdhxeSE1NHTt2rFgsxu8EmoDeaQi9wytKtAMA90pLS93c3IKCgq5cuYI3jrXU1dX9/PyWLFkya9asbdu20Y4DrYU6bxTqHOiKioqys7PT09MLDw/Hm7xavXr1unfvnr6+/rBhwx4+fEg7DvAReqdR6B1eUfbx8aGdAbhUVFTk7u6elpYWEhIydOhQ2nH4RSAQjBo1SldXd9myZWKxeMSIEbQTwUdCnTcBdQ603L9/393d3cHB4fLly+3bt6cdh1+0tbWnT59+7969TZs2DRs2rHv37rQTAY+gd5qA3uEPzI1ypbCwcNSoUa9fvw4JCTEzM6Mdh6eGDh1qZGS0cuXK0tJSV1dX2nGgxVDnzYE6BykLCQkZN26cq6trQECAhoYG7Th8pKqqOmXKlIcPH65fv97e3t7ExIR2IuAF9M4HoXd4AnOj/CgpKXF1dS0oKLhz507Pnj1px+G1wYMH9+rVa+XKlUKh0MXFhXYcaAHUefOhzkFqQkNDx40b5+HhceLECVVVVdpx+EtFRWXy5MlxcXEbNmwYMWJEt27daCcCytA7zYTe4QPMjXKioqJi/PjxaWlpN2/e7NWrF+04MsDCwqJHjx7Lli1TV1d3cnKiHQeaBXXeUqhzkILY2Fg3N7cRI0acPHkSb3w/SElJaeLEiVFRURs3bhw9enSXLl1oJwJq0Dstgt6hDudTlQdisXjixIkRERG3b9/u378/7TiyZPfu3d7e3n/99desWbNoZ4EPQJ1/NNQ5SE5aWpq9vf3gwYPPnz+vrq5OO47MqKysnDBhwpMnT8LCwrDTnWJC73wc9A5FmBvlwaJFiw4dOnTz5k17e3vaWWTPmjVrtm/ffvny5dGjR9POAk1BnbcG6hwkobCw0MHBQUtL686dO9ra2rTjyJjS0tLhw4dXVVU9ePBAV1eXdhyQKvROa6B3aMHcKPN++eWXZcuWBQQEfPbZZ7SzyCSGYb788svg4OCwsDCcZIW3UOethDoHzgmFwlGjRmVmZoaFhXXu3Jl2HJn04sULOzu73r17X716FbspKg70Tuuhd6jA3CjbQkJCXF1dN23atHz5ctpZZFhlZaWLi0tRUVFERES7du1ox4H6UOecQJ0DtxYtWnTkyJGwsDBzc3PaWWTY48ePHR0d58yZ8+uvv9LOAlKC3uEEekf6MDfKsOzsbGtraycnp8DAQIFAQDuObHv16pW1tbWNjc3ff/+NXyavoM45hDoHrhw/ftzLy+vUqVOenp60s8i8U6dOTZs27ejRo1999RXtLCBx6B0OoXekDOdTlVUikWjcuHEqKiqXL1/G4dStp62tbWNj88MPP2hra+PwOf5AnXMLdQ6cSEhI8PDw8Pb2XrJkCe0s8sDc3Ly4uPjHH3/8/PPP9fX1accBCULvcAu9I2X4vFFWrVu3btu2bdHR0TixJIc2bdq0YcOG8PBwKysr2lmAENS5ZKDOoTWqqqqGDh2qqal59+5dFRUV2nHkhFAodHR0rKmpCQ0NVVNTox0HJAK9IwnoHWnC3CiTQkNDnZ2dd+3atXDhQtpZ5EpNTc2oUaNev34dFRWlqalJO46iQ51LCOocWmPZsmX79u179OhR7969aWeRK2lpaYMGDVq4cOHmzZtpZwGJQO9ICHpHajA3yp53794NHDiwT58+Fy9exBFKnMvKyho4cODs2bO3b99OO4tCQ51LFOocPs79+/ednZ3/+uuvmTNn0s4ihw4ePDh//vz79+9jN3L5g96RKPSOdGBulD0rVqzYt29fQkKCkZER7Szy6cCBAwsWLAgPD7exsaGdRXGhziUNdQ4tVVVVNXjw4B49egQFBdHOIrfc3NyysrJiY2NxRLc8Qe9IAXpHCpRoB4CWefjw4S+//LJ161a8mZacOXPmDB8+fM6cOSKRiHYWBYU6lwLUObTUjz/+mJ2d/eeff9IOIs/+/PPP7OzsLVu20A4CXELvSAF6RwrweaMsYRjGwcFBVVX1zp072HNPolJSUiwtLbds2bJ48WLaWRQO6lxqUOfQfCkpKebm5tu2bUO1SNqOHTu+//77xMREExMT2lmAA+gdqUHvSBrmRlni5+c3c+bMyMhIa2tr2lnk3+rVq/ft25ecnIwzO0sZ6lyaUOfQTJ9++mlqaurjx49xHkhJE4lEVlZWZmZmAQEBtLMAB9A7UoPekTTMjTKjoqKib9++7u7uBw4coJ1FIZSWlvbp0+fzzz/fs2cP7SwKBHUuZahzaI6bN2+OGjXq6tWrrq6utLMohKCgoHHjxt2+fdvZ2Zl2FmgV9I6UoXckCnOjzNi6deuPP/6YmppqaGhIO4uiOHTo0IIFC54+fdqzZ0/aWRQF6lz6UOfQNIZhhg4damBgcOnSJdpZFIibm1tJSUlYWBjtIPDx0DtUoHckB3OjbCgrKzM1NZ03b95PP/1EO4sCEYvFAwYMsLOzO3LkCO0sCgF1TgXqHJp2/vz5SZMmRURE2Nra0s6iQB4+fGhra3vx4sVx48bRzgIfCb1DBXpHcjA3yoYff/xxx44dz58/19XVpZ1FsRw/fnzmzJnx8fH9+vWjnUX+oc5pQZ3D+9TU1AwePLhXr15nzpyhnUXhfPrppzk5OdHR0ThDmCxC71CE3pEQzI0yoLy8vEePHt98842Pjw/tLApHLBZbWFgMHTr08OHDtLPIOdQ5RahzeJ+LFy9++umnjx8/trCwoJ1F4cTGxg4ePPjy5ctjxoyhnQVaDL1DEXpHQjA3yoA9e/asXLkyMzMTJzyk4uDBgwsXLkxPT8d3CUoU6pwu1Dk0ytnZuW3btjg6ixY3NzexWHzjxg3aQaDF0Dt0oXckQYl2APiAmpqaXbt2zZw5E2+mafHy8tLX1//9999pB5FnqHPqUOfQ0MOHD+/evbt06VLaQRTX0qVLb968+ejRI9pBoGXQO9ShdyQBcyPfBQUFpaWlffvtt7SDKC51dfWFCxfu37+/srKSdha5hTqnDnUODe3evdvKymrEiBG0gyiu0aNHW1pa4mtyZA56hzr0jiRgbuS7AwcOuLi49OnTh3YQhTZnzpySkpJz587RDiK3UOd8gDqHut6+fRsQEPDPf/6TdhCFJhAI5s2bd+oh/wHlAAAgAElEQVTUqeLiYtpZoLnQO3yA3pEEzI289vLly6CgoLlz59IOoug6deo0duzYgwcP0g4in1DnPIE6h7qOHTsmEAimTZtGO4iimzFjhkAgOHXqFO0g0FzoHZ5A73AOcyOvHTlyREdHZ+LEibSDAJk7d25ISMjz589pB5FDqHP+QJ1DrcOHD0+dOrVdu3a0gyi69u3bT548Gec6liHoHZ5A73AOcyOvnTp1asqUKerq6rSDAHFzc+vYsaO/vz/tIHIIdc4fqHNgJScnP3r0aMaMGbSDACGETJ8+PTIyMjU1lXYQ+DD0Dq+gd7iFuZG/kpKSnjx54unpSTsIEEKIiorKxIkTT58+TTuIvEGd8wrqHFinT582NDQcPnw47SBACCEuLi4GBgb4+niZgN7hFfQOtzA38ldAQECnTp2GDRtGOwj8h6enZ0xMDLZacQt1zjeocyCEnDlz5vPPP1dWVqYdBAj5/w06AQEBtIPAh6F3eAW9wy3Mjfx16dKlCRMm4KWHPz755JMOHToEBQXRDiJXUOd8gzqHnJycJ0+e4JBjXpk4cWJMTExubi7tINAU9A4PoXc4hLmRpwoKCqKjo93d3WkHgf9SVlYeOXJkcHAw7SDyA3XOQ6hzCAoK0tLSwl4AvPLJJ5+0adPm6tWrtINAU9A7PITe4RDmRp66du2akpKSi4sL7SDwP8aMGXP79u2KigraQeQE6pyfUOcKLjg4eMSIERoaGrSDwH+1adNm+PDh2KDDc+gdHkLvcAhzI0+FhITY2dm1b9+edhD4H6NHj66srAwPD6cdRE6gzvkJda7Iampq7ty5M3r0aNpBoD5XV9eQkBCGYWgHgcahd3gLvcMVzI089eDBAycnJ9opoD4jIyNjY+P79+/TDiInUOf8hDpXZImJiUVFRdjRjoecnJwKCgqSkpJoB4HGoXd4C73DFcyNfFRUVJSUlOTo6Eg7CDTC0dHxwYMHtFPIA9Q5n6HOFVZoaKi2traFhQXtIFDfoEGDtLW10Zi8hd7hLfQOVzA38lF4eDjDMHZ2drSDQCMcHR0jIiKwt0Proc75DHWusMLDw4cMGaKiokI7CNSnoqJiY2MTFhZGOwg0Dr3DW+gdrmBu5KOYmJju3bvr6enRDgKNsLKyevv2bUZGBu0gMg91zmeoc4UVGxs7ePBg2imgcVZWVk+ePKGdAhqH3uEz9A4nMDfyUVxcnKWlJe0U0Dhzc3OBQBAXF0c7iMxDnfMZ6lwxiUSip0+fYkc73rKwsIiPjxeLxbSDQH3oHZ5D73ACcyMfxcXFmZub004BjWvbtq2xsTG2WrUe6pzPUOeKKTk5ubKyEu99ecvCwuLdu3dpaWm0g0B96B2eQ+9wAnMj79TU1KSmppqZmdEOAu/Vr1+/5ORk2ilkG+qc/1DnCig5OVkgEPTr1492EGgc+6dBY/IQeofn0DucwNzIO7m5uVVVVSYmJrSDwHuZmJjguK9WQp3zH+pcAT1//tzQ0LBNmza0g0Dj2rZtq6+vj8bkIfQOz6F3OIG5kXfYmjY2NqacA97PxMTk+fPntFPINtQ5/6HOFVBmZia25vAcGpOf0Dv8h95pPcyNvJOVlaWqqtqlSxfaQRohFAo/4ttvPu5RrZeXlxcQELBp0ybOl2xsbJybmysUCjlfsuJAnXMFdQ4cyszM7NGjB+0UjUNjsoyNjfGZCQ+hd7iC3uEzzI28k5eX17FjRyUlfv1pioqK1qxZo6ur6+TkJOlHceLZs2cbNmzw9PQ8duwY5ws3MDCoqal58+YN50tWHKhzTqDOgVt5eXmGhoa0U9SHxqzL0NAwPz+f88VCK6F3OIHe4Tl+vWkDQsibN2/09fUlseScnJyPfqyuru6mTZu0tLSk8ChO9OvXb8eOHRJaOPsHKigokNDyFQHqnBOoc+DWmzdvJPSVqmhMrujp6WFrDg+hdziB3uE5zI28U1BQIIn30xkZGV9++WUrF9KhQwepPar11NXVJbRk9g+EV5/WQJ1zBXUOHEJjckWijYmtOTyE3uEKeofPVGgHgPpKS0vbtm3L7TJfvHgxfvx4fNspV9q3b08IKSkpoR1EhqHO+Q91roDKysratWvH7TLRmNxq3749upKH0Dv8h95pPXzeyDvV1dWcb2s5cuRIQkLCq1evFixYwF5TUlKycuXK1atXL1261M3NbenSpcXFxYSQ8PDwZcuWmZiYvH79evLkyXp6ehYWFmfPnm24zB07dmhoaCxbtqxFh03Xe1RlZeXWrVvnzJlja2s7evTo+Pj4mpqaO3fuLFmyxMTEJDc395NPPunRo4evr+/8+fO7detWXFw8a9YsfX19CwuLhw8fsstsuJDW/r4+RE1NjRBSVVUl6SeSY6hz1DnwDcMw1dXV7N+dQ2hMbqmpqVVXV0v6WaBF0DvoHUXBAM9MmDBhxowZnC+WENKvXz/259LS0j59+vj4+LAX8/Ly+vTpY2pqWlhYeOnSJfbbhxYtWnT37t0TJ06wHwo9ePCAYRj2W1MZhiksLPTy8nry5ElznrqJR82dO/fZs2fsz66uroaGhgUFBaGhoZqamoSQn3/++caNG3PmzElKStLW1iaEbNy4MTMz08/PjxAydOjQ9y2kpKSk4f+aW6qqqsePH5fEkhUE6hx1DnzDbiP4+++/OV8yGpND586dI4QIhULOlwwfDb2D3lEQmBt5Z8yYMf/4xz84X2zdJvzuu+8IIS9fvqy91dfXlxCyYsUKhmH69OlDCCkvL2dv+vXXXwkhX3zxBfP/LyLp6emzZ8/Oz89v5lO/71ERERENN2RcunSJYZi+ffsSQgoLC2vvzF5Te9HQ0FBdXb3phTCSfD+tra39119/SWLJCgJ1zqDOgWdKS0sJIZcvX+Z8yWhMDl2+fJkQUlpayvmS4aOhd9A7CgL7qfKOkpJSTU2NRJ+C3c2g7tFlw4cPJ4SEhoayAQgh7EYjQsiECRMIISkpKbV3HjduXHl5eUuP/274qKioKHNz83oVOW7cOEKIQCAghOjq6tbemb2mlq6uLrt5r4mFSJRYLFZWVpb0s8gx1DlBnQPPsE2BxuR5Y7JHu6mo4PwUPILeQe8oCMyNvCOF3a/ZF5e6X37KfukQexqMethvZu/WrVvtNdu3bz99+vSWLVta9KQNH/XmzZv09PSKioq6d2vpyy4nC/kIkjg8T6Ggzlu0WNQ5SAH7t0ZjNh+VxmT/QJwfSgetgd5B7ygIzI28o66uLomXHoFAIBKJ2J/ZDVTs5/Ws7OxsQsioUaMaPpA9C3/dm8aOHbtmzZo1a9YEBwc3P0DDR/Xr16+ioqLui9HTp0/37NnT/GVytZCWEolEYrEY76dbA3Xe/GVytZCWQp0rGmVlZWVlZaFQyPmS0ZgcqqqqUlVVZUcI4An0DnpHUbx/F1agY9asWWPHjuV8sb169dLS0srKymIYpqKiwtzc3MjIqHYveW9vb0dHR/ZYYXaPdpFIxN509OhRa2tr9iYTExNCSE1NjUgkcnFx0dHRiYmJ+eBTv+9RlZWVpqamhJCvv/76+PHj33//vaurK3tUtLGxMSGkrKysdiHsNbUXu3btSggRCoVNLITdjmVsbMzRr/C/2PM4BwcHc75kxYE6Z1DnwD/a2tqHDx/mfLFoTA4dOnSoXbt2nC8WWgm9w6B3FADmRt5ZunRp7cmmOLR69erOnTsHBgayF0tLS1esWOHq6rp06dIVK1Zs2LChqqqKvYl96dm+fXtBQUFeXt7mzZvLysoKCwt//PFHdj/1TZs2vXjxgj0au127dj///HNxcXGjT/rBR2VkZEyYMKFDhw6dOnWaN29efn5+eXn5hg0b2I0a8+bNY1+k9u7dy17z008/vX37lj3amxCyatWqd+/eNVwIwzDp6emLFy9m7/brr78WFRVx+MtMT08nhERGRnK4TEWDOkedAw91795927ZtnC8WjcnhL3Pz5s0mJiYcLhA4gd5B7ygCAcMwBPjk559/PnToUGpqKq0AZmZm7JmRaQXgv+joaFtb2/T0dHZrHHwE1Dn/oc4V0ODBg93c3H7++WdaAdCYH7RixYqQkJCoqCjaQeB/oHf4D73TetjHl3f09PTYvdJliOD9kpKSaKfjHvsH6tChA+0gMgx1zn+ocwWkr69fUFBAO0XLKGBj6unp0U4B9aF3+A+903o4Fy3vdO7cubi4uKysjP2yVOkrLy9n/9XS0mrmQxRt+1ZOTo6WllajZzCDZkKd8x/qXAF17tw5NzeXYgA05gfl5OSwB4kBr6B3+A+903r4vJF32F3CMjMzpf/U5eXl3333HXt6rsWLF4eHh0s/g0x4/vw59txrJdQ5/6HOFZCxsfHz58+pPDUas5nQmPyE3uE/9E7r4fhG3ikvL9fW1r548eL48eNpZ4HGTZ8+vbS09MKFC7SDyDDUOf+hzhXQ4cOH//Wvf5WXl9f7tm7giZqaGk1NzYMHD86YMYN2Fvgf6B2eQ+9wAp838o6WlpaBgUFaWhrtIPBeOFNI66HO+Q91roBMTU3fvXv38uVL2kGgcTk5OVVVVWhMHkLv8Bx6hxOYG/lowIAB8fHxtFNA4xiGSUhIMDc3px1E5qHO+Qx1rpgsLCwIIXFxcbSDQOPi4uIEAsGAAQNoB4H60Ds8h97hBOZGPrK0tHzy5AntFNC458+fl5aWWlpa0g4i81DnfIY6V0wdOnTo0qULGpO34uLiunXrpqOjQzsI1Ife4Tn0DicwN/KRpaVlQkKCWCymHQQawW6y6t+/P+0gMg91zmeoc4VlaWmJz0x4Ky4ujv1cC3gIvcNn6B1OYG7kI2tr6/Ly8oSEBNpBoBGRkZF9+/Zt27Yt7SAyD3XOZ6hzhWVtbR0ZGUk7BTQuMjLS2tqadgpoHHqHz9A7nMDcyEcWFhbt27d/8OAB7SDQiPv37zs5OdFOIQ9Q53yGOldYjo6OycnJ+fn5tINAfa9fv05NTUVj8hZ6h7fQO1zB3MhHSkpKQ4cODQ0NpR0E6hMKhdHR0Y6OjrSDyAPUOW+hzhWZvb29QCAICwujHQTqu3//vrKy8pAhQ2gHgcahd3gLvcMVzI085eTkdOfOHdopoL6IiIiKigpssuIK6pyfUOeKTEdHZ8CAAbdv36YdBOq7e/eupaVl+/btaQeBxqF3eAu9wxXMjTzl6uqanZ2NQ7/4Jjg42MTEpFevXrSDyAnUOT+hzhWcm5vblStXaKeA+oKCgtzd3WmngKagd/gJvcMVzI08ZWtra2BgEBwcTDsI/I/g4OCxY8fSTiE/UOf8hDpXcO7u7k+fPk1PT6cdBP4rPT09NTUV7315Dr3DQ+gdDmFu5CklJaVRo0ZdvnyZdhD4r9zc3NjYWLz0cAh1zkOocxg2bJi2tjY+NuGVS5cutW/f3t7ennYQaAp6h4fQOxzC3MhfkyZNunv37suXL2kHgf84c+aMtrb2yJEjaQeRK6hzvkGdg5qa2tixY8+cOUM7CPxXQEDA+PHjVVVVaQeBpqB3eAi9wyHMjfw1fvx4bW3tc+fO0Q4C/+Hv7//pp5+2adOGdhC5gjrnG9Q5EEKmTp16586d3Nxc2kGAEEJycnJCQ0OnTp1KOwh8GHqHV9A73MLcyF8aGhrjxo07ffo07SBACCE5OTlhYWFTpkyhHUTeoM55BXUOrDFjxmhpaZ09e5Z2ECCEkDNnzrRt29bV1ZV2EPgw9A6voHe4hbmR16ZPn37v3r3U1FTaQYAcPXq0Q4cObm5utIPIIdQ5f6DOgdWmTZvPPvvs8OHDtIMAIYQcPnx48uTJ6urqtIPAh6F3eAW9wy3Mjbzm7u7erVu3Q4cO0Q6i6BiGOXz48FdffYWXHklAnfME6hzqmjNnzqNHjx49ekQ7iKKLjIx88uTJnDlzaAeB5kLv8AR6h3OYG3lNWVl51qxZR44cEQqFtLMotBs3bqSlpc2ePZt2EPmEOucJ1DnU5eTk1L9///3799MOougOHjxobm5uZ2dHOwg0F3qHJ9A7nMPcyHdz5swpKCjw9/enHUSh7d69e9iwYf3796cdRG6hzvkAdQ71zJ8/38/Pr7CwkHYQxfXmzZvjx4/Pnz+fdhBoGfQOdegdScDcyHfdunWbMmXK1q1bGYahnUVBJSUlXb58eenSpbSDyDPUOXWoc2ho9uzZGhoaf/75J+0gimvv3r3q6uqzZs2iHQRaBr1DHXpHEjA3yoClS5c+efLk1q1btIMoqG3btvXq1cvDw4N2EDmHOqcLdQ4NaWlpzZkz57fffqusrKSdRRFVVVX98ccfCxcu1NbWpp0FWga9Qxd6R0IwN8oAa2vrESNGbNy4kXYQRZSVleXn57ds2TIlJTSLZKHOKUKdw/ssWrSouLgYJ4ekYv/+/cXFxd988w3tIPAx0DsUoXckRIC9wmTC/fv3hw0bduvWrREjRtDOoljmzp17/fr15ORkNTU12lnkH+qcFtQ5NGHRokWBgYFpaWlt2rShnUWBVFZW9urVy9PTc+fOnbSzwEdC71CB3pEcbFqWDU5OTqNGjfr+++9pB1EsGRkZvr6+69atw5tp6UCdU4E6h6atWbPm7du3ODmklO3Zs6e4uHjlypW0g8DHQ+9Qgd6RHHzeKDMiIiLs7e3Pnj07ceJE2lkUxdSpU2NjYxMSElRUVGhnURSoc+lDncMHLV++/OjRo8nJyTo6OrSzKITCwsI+ffrMnTv3559/pp0FWgW9I2XoHYnC3ChLvvzyy4iIiMTERHwrtxSEhoY6OTlduHBh/PjxtLMoFtS5NKHOoTmKi4t79+49c+bM7du3086iEBYtWuTv75+cnNy+fXvaWaBV0DtSht6RKMyNsiQrK8vMzMzHx2f58uW0s8i5mpqaIUOGdOjQ4dq1a7SzKBzUudSgzqH5/vjjj2+//TY+Pr537960s8i5xMTEgQMH/vHHH3PmzKGdBTiA3pEa9I6kYW6UMevXr9++fXtCQkL37t1pZ5Fne/fuXbJkSUxMzIABA2hnUUSoc+lAnUPziUQia2trAwODa9euCQQC2nHkFsMwI0aMKCsri4yMxPmN5QN6RzrQO1KAuVHGVFVVDR48uEePHkFBQbSzyK3c3Nz+/ft/8803P/30E+0sCgp1LgWoc2ipyMhIBweHgwcP4qu0JWf//v0LFy6MiIiwtramnQU4g96RAvSOFGBulD0PHjwYPny4r6/v9OnTaWeRTx4eHsnJyY8fP9bQ0KCdRXGhziUNdQ4fYcmSJb6+vomJiYaGhrSzyKHc3NwBAwbMmTNn27ZttLMAx9A7EoXekQ7MjTJp8eLFfn5+jx8/7tatG+0s8ubAgQP//Oc/b9++PWzYMNpZFB3qXHJQ5/BxysvLLS0t+/Xrd+nSJexxxy2GYdzd3Z8/fx4bG6upqUk7DnAMvSM56B2pwe6/Mmnr1q1GRkbTp08Xi8W0s8iV1NTUpUuXrly5Em+m+QB1LiGoc/hoWlpap06dun79+p49e2hnkTe//PLLrVu3fH198cZXLqF3JAe9IzXKPj4+tDNAi6moqNjb269fv15JSWn48OG048iJysrKMWPGGBgYHDt2TFlZmXYcQJ1LBOocWqlr1641NTXr1q3z8PDo1KkT7Thy4tGjR19++aWPj8+0adNoZwFJQe9IAnpHmrCfqgz77bff/v3vfwcFBbm6utLOIg/mzp0bEBAQHR3dq1cv2lngv1Dn3EKdQ+uJRKJRo0bl5ORERUXp6urSjiPzCgsLra2te/bsefXqVWzNkW/oHW6hd6QMc6NsmzVr1sWLF6OiokxNTWlnkW0HDhyYP3/+mTNnPvvsM9pZoD7UOVdQ58CVvLw8a2trMzOz4OBgvF1rjZqamvHjx8fHxz98+LBjx46044DEoXe4gt6RPhzfKNv27t3btWvXzz77rLS0lHYWGXb//v1FixatWbMGb6b5CXXOCdQ5cMjAwMDf3//OnTvff/897SyybdWqVbdu3QoMDMQbXwWB3uEKekf68HmjzMvIyLCzsxs0aNDFixdVVFRox5E9aWlp9vb2Q4cO/fvvv7Hlj7dQ562EOgdJOHny5PTp0/fs2bNw4ULaWWTSwYMH582bd/ToUS8vL9pZQKrQO62E3qEC58WReTo6Os7OzuvXr8/JyRk/fjxO7twieXl5Li4uXbt2vXTpkrq6Ou048F6o89ZAnYOEWFhYMAyzZs2aIUOG4IjZlrp06ZKXl9f69esXLVpEOwtIG3qnNdA7tGBulAddu3a1sLBYvXp1eXn56NGjaceRGUVFRaNHj66urr5x44aOjg7tOPABqPOPgzoHiXJ2dn7+/Pm6deuGDRvWo0cP2nFkxu3btydOnOjl5bV9+3baWYAO9M7HQe9QhLlRTvTt29fU1HTFihVKSkrOzs6048iAioqKcePG5ebm3rp1y8jIiHYcaBbUeUuhzkHSBAKBh4dHfHz8hg0bRo4c2bVrV9qJZEBkZOSYMWPc3NyOHj2qpIQzTSgo9M5HQO/QhblRflhaWnbq1GnZsmXKysr4srumvX37duzYsSkpKbdv/x97dx5XU/7/Afxzb5sWLUoYRYstKpMmyY2syTKYkhjCGMvMMGbMjG1sgxmMmbEOZhhLC20M+UlRCi3KklSESJKSSvt6t98fZ75NU7kqdT/3nvt6/jGPOvfe0+uO8773/b5nuVdwfIh8wXbefNjOQTq4XO7kyZOvX7++fft2JycnfEIhWXx8/Pjx44cNGxYUFKSiokI7DtCE2mkR1A51mBtZ5YMPPujWrdt3331XWVmJA/nepKioyMXF5enTp+Hh4f3796cdB1oM23lzYDsHaVJSUpo2bdrt27c3btw4ePBgfGXOm1y9enXChAmOjo6nTp3CycZAUDvNhtqRBZgb2cbW1tbMzGz16tUvX750cXHBTvwGsrKyxowZU1xcfOXKlX79+tGOA62E7VwybOcgfcrKyq6urqmpqZs2bbKysurbty/tRDLnzJkzH3300eTJkwMCAtD4Qh3UzluhdmQEmi0W8vT0DAwMPH78+NSpU8vLy2nHkSGJiYkODg5cLvfatWvm5ua048A7wXb+JtjOgRYVFZWTJ096enq6urru27ePdhzZsnv37mnTpn3yySe+vr44xA4aQO1IgNqRIWJgqevXrxsaGtra2j5//px2FpkQHByspaU1duzYkpIS2lmgzWA7bwDbOciCbdu2cTicr776is/n085CH5/PX7p0KZfL/eWXX2hnAVmH2qkPtSNrMDey2ZMnT/r3729oaBgVFUU7C01CoXDdunUcDmfhwoW1tbW040Abw3bOwHYOMsXf319DQ2PEiBF5eXm0s9CUm5s7bNgwTU3NoKAg2llAPqB2GKgdGYTjVNnMzMwsISHByclp7NixzEc1tBNRkJ+fP2HChF9++eXPP/88dOgQjnBgH2znBNs5yB4PD4+4uLjnz5/b2trGxcXRjkNHdHS0ra3ty5cvr1+/Pm3aNNpxQD6gdghqR1ZhbmQ5LS2tgICAbdu2rV27dty4cbm5ubQTSdWlS5cGDhz44MGD6OjohQsX0o4D7QXbObZzkEEDBw68efPmwIEDnZycNm3aJBQKaSeSHoFAsGHDhpEjR9rZ2d28edPKyop2IpAnqB3UjoyivcMTpOTGjRu9e/c2MDA4deoU7SzSUFFR8fXXX3M4nJkzZxYXF9OOA1KC7RxA1ohEon379qmrq/N4vPT0dNpxpOHhw4dDhgzR0NA4cOCASCSiHQfkFWqHdhxoCPsbFYWdnV1iYuJHH33k7u7u6uqak5NDO1E7ioiIsLa2Pn78uLe398mTJ3V0dGgnAinBdg4gazgcztKlS2/evFlRUWFtbf3zzz8LBALaodoLn8//6aefBg4cWFtbe+vWrc8//5zD4dAOBfIKtUM7FDRCe3AFaYuIiDA3N9fR0dm3bx/7rtaVk5Pj6enJ4XDc3NxycnJoxwFqsJ0DyJra2tqtW7d26NDh/fffj46Oph2n7V25csXKykpdXX3Hjh3se9kBilA7ICMwNyqiioqKVatWqaqqDhgw4NKlS7TjtI2qqqqtW7dqaWn17NnzzJkztOMAfdjOAWTQw4cPx4wZw+FwPDw8nj17RjtO23j69Clz6Y5x48Y9fvyYdhxgJ9QOUIe5UXGlp6dPmTKFEOLs7BwfH087TuvV1tYePny4R48empqaW7ZsqayspJ0IZAi2cwAZFBwc3Lt3b3V19eXLl8v1lw28fPnyq6++6tChQ58+ff7v//6PdhxgP9QOUIS5UdFFRkYOHTqUEDJp0qSEhATacVqmpqbm2LFj5ubmqqqqixcvzs7Opp0IZBS2cwBZU1NTs2fPnq5du2pqaq5aterly5e0E7VMbm7uihUrNDQ0unXrtm/fvpqaGtqJQFGgdoAWzI0gFovFFy5csLOzI4QMHz48ODj43r17Mv4hVnFx8c8//9y9e3cVFZVPPvkkIyODdiKQAw22c6FQSDvRW2A7B9arqKj45ZdfDA0N1dTUFixYcP/+fdqJ3u7+/fuffvqpmppaly5dfvvtN+z8BypQOyB9mBvhX9HR0e7u7kpKSsrKysuWLZPNo+dv3bq1aNEiLS2tjh07ymxIkGV127mRkdGqVatkcxPCdg4Kpbq62svLq3///oQQW1vbP//8s6KignaohqqrqwMDA5kTzHr16rV79250vUAdagekiSMWi2ldyhVkUGlp6QcffJCenq6vr19SUuLi4uLh4TF58mRtbW26wR4/fhwYGOjn55eammptbb1gwYK5c+dSTwXy68GDB3/++aePjw+2cwAZIRKJQkNDDx8+HBISoqOj4+HhMX369GHDhnG5NL8zTCQSXbt2LTAwMCAgoLS0dNKkSQsXLnRxcaGbCqA+1A5IB+ZG+Fdtbe24ceOuXLmiqqpaWlr6999/+/r6RkREcLlcFxeXCRMmjB8/3sjISGp5RCLR7du3Q0NDz507dwFj1V0AACAASURBVPv27c6dO0+bNm3evHmDBw+WWgZgt5qaGmznALImJyfHy8vL398/OTm5W7duU6dOnTBhwsiRIzU1NaWWoaKiIjIy8sKFC8HBwbm5uQMHDpwxY8bcuXO7desmtQwALUWrdoRCoZKSEvMzaofFMDfCP8Ri8Zw5c/z9/QUCgZ6e3uvXr5nlr1+/Pnv27N9//x0VFVVZWWllZTVixAgej+fo6Ni9e/c2jyEUClNSUmJiYuLi4iIiIvLz842MjCZMmODu7j5y5Mi6VyWAtoXtHEAGpaWlBQYGnjt37s6dO6qqqsOGDRs2bBiPx7O3t9fS0mrzP1deXh4fHx8bGxsdHR0TE8Pn821sbCZPnjx9+vR+/fq1+Z8DaD9Srp2NGzfa29vfvHkTtcNumBvhHytWrNi5c6dIJCKEGBsbZ2VlNbhDdXX1tWvXwsLCoqOjk5KSBAKBkZGR1f+Ym5ubmpp27dq1RX+Uz+dnZWU9ffr04cOHycnJKSkpqampZWVlurq6Q4cOHTFihIuLi5WVVZs9SYC3eZft3N/ff8aMGY2XYzsHeEd5eXlhYWERERExMTGZmZnKysp9+/a1tLQcOHCghYWFubm5iYlJx44dGz8wOTmZw+E0WV9lZWVPnz7NyMi4f/9+cnJyamrqw4cPBQKBmZkZj8cbO3bsuHHjDA0N2//JAbSjVteOBI1rh7kqD2qH9TA3AiGEHDhwYMmSJXW/DhgwIDU1VcL9Kyoqbty4cfPmzZSUlJSUlLS0tNraWkKIurq6sbGxgYGBvr6+vr6+qqqqjo5O3YHs1dXVVVVVFRUVBQUFBQUFeXl5ubm5QqGQEKKnp2dtbW1paWltbe3g4DBgwAAc/g7UtWg7z8/PP3v27OLFi7GdA7SrnJycuLi4xMTE1NTUlJSUzMxMZrmBgUHXrl319fWZ2lRSUtLW1r569SohxMnJqbS0VCgUFhYWFhQUFBYWvnz5sqCggHmgqamppaWllZWVjY3N0KFD33vvPVpPDaBdtah26h7VnNo5ePBgeXl5Wlqaubm59J8XSA3mRiCBgYEzZsyovyXweLyYmJjmr0EoFGZnZz99+vTp06cvXrwoLCxkXl/4fD7zcsPcTV1dvUOHDpqamsxrk6GhobGxsampqampqYGBQRs/K4C2Jnk7f/bsWV5eXr9+/QwMDLCdA0hNVVXV0/959epV4f8IhcLS0tKUlBSxWGxtba2tra2kpKT/P4aGhqb/o66uTvtJAFAguXbq7vbW2hEIBB06dBCJRGPGjLl06RK9JwTtDnOjort27dqYMWMEAkH9LeHDDz88d+4cxVQA8kUsFnfv3j03N3f58uU7d+6kHQcACCEkLi6Ox+MxPzg4ONCOA8BOmZmZpqamzM+nTp1yc3OjmwfaDw6RUmj37t2bNGkS8+3ndQu5XK6uri7FVAByJzo6Ojc3lxDi6+vLnCQMANT5+/urqqqqqqr6+fnRzgLAWnXHu3I4nM8++6z+vkpgGcyNiuvFixdjx46tqqpq0OY2OK4dAN7q5MmTqqqqhJD8/HzmfCoAoEsoFJ44caK2tra2ttbHx0cgENBOBMBOmZmZzGXAxWJxSUnJ5s2baSeC9oK5UUGVlJSMHTu2oKCg8Vspl8vF3AjQfHw+39/fn7lkjoqKysmTJ2knAgASERFR94VSxcXFkZGRdPMAsBVzmVbmZz6fv2vXrqSkJLqRoJ1gblREAoFg8uTJaWlpfD6/yTu09IrMAIrs0qVLJSUlzM98Pj8gIKCmpoZuJAA4efKkiooK87OKisqJEyfo5gFgq2fPntVdAZEQwuVyFy9ejOunsBLmRkWkrKy8f//+L774QkNDQ0lJqcE3AYhEIuxvBGi++u0pIaS8vPzixYsU8wBAdXX16dOn6z4b5fP5p06dqqqqopsKgJXS09PrH7wmEAhu3bp17NgxipGgnWBuVFCWlpb79+9/+fLlgQMHunXrRghhzs4ihAiFQsyNAM1UWVl55syZ+rvulZSUsGcDgK7z589XVlbWX1JVVXXhwgVaeQBYLCMjo8ESsVi8fPnyuq95BNbA3KjQOnbsuHDhQg0NjWnTprm5uamoqKioqGB/I0DznTt3rrq6uv4SgUAQHBxcXl5OKxIA+Pr6MhfqqKOkpOTr60srDwBbCQSCV69eNVgoFourqqpWrVpFJRK0H8yNii40NDQ9Pf2HH344efJkdnb25s2be/TogbkRoJlOnDjRoD0lhPD5/ODgYCp5AKC0tDQ0NLTBVd8EAkFISEjdqcgA0Cays7Prn9xYh8/nHzt2LC4uTvqRoP1gblR0Bw8eHDVq1IABAwghhoaGq1evfvr0Kb4fGaA5ioqKLl682PiixBwOx8fHh0okADh9+nST37ohEonOnDkj/TwALPbs2TMJty5atAhfgcMmmBsVWlZWVmho6Oeff15/IZfL7dChA61IAHLk9OnTDb7+lCEUCiMiInBqBwAVPj4+HA7nTTdJOQwAu2VmZta/vKKKigpTfQYGBh9++KGnp2dxcTG9dNDGlGkHAJr++OMPQ0PDKVOm0A4CIJd8fX2bnBsJIUKh8NSpU5999pmUIwEouLy8vGvXrjV54JxQKLx69WpeXl6XLl2kHwyAlTIzM5n3QTU1NRsbm4yMDB6Pt2fPHmNjY9rRoO1hf6Piqq2tPXr06KJFi+p/hQAANFNubm5MTIyEr6jy8/OTZh4AIIQEBQU1OTQyhEJhUFCQNPMAsFufPn0OHDiQmJhYXl5+/fr1CRMmlJSUYGhkKw6+l1NhnTx5cu7cuU+fPjUyMqKdBUDuBQYGenh44BUVQKZMnz6dEBIYGEg7CIBC+OOPP1auXFlUVNT4inHAAtjfqLgOHjw4efJkDI0AAAAA8O7s7e3LysrS0tJoB4F2gblRQd2/fz82NrbBFXEAAAAAAFrH2tpaU1MzISGBdhBoF5gbFdTvv/9ubm4+atQo2kEAAAAAgA2UlJQGDRqEuZGtMDcqovLy8hMnTnzxxRf1L50MAAAAAPAu7O3tMTeyFcYGReTt7c3n8+fOnUs7CAAAAACwh729fWpqamlpKe0g0PYwNyqiP/74Y+bMmZ06daIdBAAAAADYw97eXiQSJSYm0g4CbQ9zo8KJjo5OSUnBFXEAAAAAoG0ZGxt3794dh6qyEuZGhXPw4EE7O7sPPviAdhAAAAAAYJvBgwdjbmQlzI2KJT8//++//8bORgAAAABoD/b29vHx8bRTQNvD3KhYDh8+rK6u7uHhQTsIAAAAALCQvb19bm7u8+fPaQeBNoa5UYGIRKLDhw/Pnz9fQ0ODdhYAAAAAYCE7OztlZWUcqso+mBsVSEhIyLNnzxYvXkw7CAAAAACwk6amZv/+/TE3sg/mRgVy8ODBMWPG9OnTh3YQAAAAAGAte3t7zI3sg7lRUWRkZFy8eBFXxAEAAACAdmVvb3/r1i0+n087CLQlzI2K4o8//ujateukSZNoBwEAAAAANrO3t6+qqkpNTaUdBNoS5kaFUFNT4+Xl9dlnn6moqNDOAgAAAABs1r9/f21tbRyqyjKYGxVCQEDA69ev58+fTzsIAAAAALAcl8v94IMPMDeyDOZGhXDw4EFXV9fu3bvTDgIAAAAA7IdL47AP5kb2u3v3bnx8PK6IAwAAAADSYW9v/+DBg6KiItpBoM1gbmS//fv3W1hYODk50Q4CAAAAAArBwcFBLBbfunWLdhBoM5gbWa6kpOTkyZOff/45h8OhnQUAAAAAFIKhoWHPnj1xqCqbYG5kOS8vL7FYPHv2bNpBAAAAAECB4BRHlsHcyHKHDh2aPXu2np4e7SAAAAAAoEAwN7IM5kY2i4qKunfv3uLFi2kHAQAAAADFYm9vn5+fn5GRQTsItA3MjWx28OBBBweHQYMG0Q4CAAAAAIpl0KBBKioq2OXIGpgbWevly5dnz57F128AAAAAgPSpq6tbW1tjbmQNzI2sdejQIW1tbXd3d9pBAAAAAEAR4RRHNsHcyE5CofDo0aOffvpphw4daGcBAAAAAEVkb29/586dmpoa2kGgDWBuZKdz585lZWUtWLCAdhAAAAAAUFD29vY1NTV3796lHQTaAOZGdjp48KCLi0vv3r1pBwEAAAAABdWnTx89PT0cqsoOmBtZ6MmTJ5cvX8YVcQAAAACAIg6HM3jwYMyN7IC5kYUOHDhgZGQ0YcIE2kEAAAAAQKHh0jiswRGLxXW/xMTEbNu2jWIaaBM3b97s1KmTubk57SBAhg0btnr16ndcyfbt26Ojo9skD7Sf/Pz8e/fujRgxgnYQeLs1a9Y4Ojq+40omTpzYJmGgXd27d48QMmDAANpB4O1CQkLecQ3oY2VTfn5+Wloaj8dTUlKinQVapkEfq1z/tpycnAsXLsyZM0fqqaAtjR8/XiwWczgc2kEU3dWrVzU0NN59Pbdv3753756Tk9O7rwraj4GBgYWFBe0U8Hbe3t5z58599/VcuHDBycmpZ8+e774qaD945ZQLz549u3r16ruvB32sbML7o5xq3McqN76Tl5eXtPIAsFkbfnmmnZ0dChOgTXh7e7fVqr744ovp06e31doAFFZgYGCbzI0MvF0CtInGfSzObwQAAAAAAABJMDcCAAAAAACAJJgbAQAAAAAAQBLMjQAAAAAAACAJ5kYAAAAAAACQBHMjAAAAAAAASIK5EQAAAAAAACTB3AgAAAAAAACSYG4EAAAAAAAASTA3AgAAAAAAgCSYGwEAAAAAAEASzI0AAAAAAAAgCeZGAAAAAAAAkARzIwAAAAAAAEjS7nNjSUlJe/+J5pCRGC0lp7Gb79WrV0FBQVu3bqUdROHIyKYlIzFaSk5jNx8KkwoZ2a5kJEZLyWns5kNV0iIjm5aMxGgpOY3dfIpWmO80N6anp//2228VFRUmJiZhYWH1b6qpqdm6devQoUP19fXfLeE7kZEYLSWnsVvqwYMHmzdvnj59uo+PT+vWMHz48PPnzxNCLly4wOPx6pbn5OQcO3bMw8Nj6NChdQub3FDf5MiRIzY2Nh07dnz//fePHTvGLBQKhatXr37x4kXr0koNCrOdyGnslpLlwrx///7UqVMNDAw6d+48c+bM3NxcIieFiapsJ3Iau6VkuSqbXINcVCVBYbYbOY3dUrJcmEePHp0+ffq6desWLlzo5+fHLGyDwhTXExAQ0GCJBFeuXPn4449ra2tramqUlJROnz7d4A5VVVWdOnVq/grbiYzEaCk5jd1S1dXVhJB+/fq17uHdunVLS0sTi8V79+719PSsf1NWVlaDNb9pQ21s9erVs2fP3r9//1dffaWurk4I2bdvH3PT69evXV1dMzIymhNv2rRp06ZNa8HzaYv1oDDblZzGbinZLMz79+9/9NFHZ86cuXPnjqenJyFk9OjRzE0tKkxCSEBAQAuezzuvB1XZruQ0dkvJZlW+aQ3iFlZli/rPtloPCrNdyWnslpLNwty8ebOJiUlRUZFYLC4qKjIxMdmzZw9z0zv2sa3c35iWljZnzpx9+/apqKioqqqamZn17du3wX06dOhgaGjYuvW3IRmJ0VJyGrul1NTUWv3YioqKvLw8U1NTQsiTJ0/Mzc3r32psbNzg/m/aUBvIzs5+/vy5j4/PF198sXv37rNnzxJC9uzZw9yqp6e3cePGyZMnV1RUtDp5+0Fhtjc5jd1SMliYhJDw8PATJ05MnTr1/fffP3r0qK6ubkJCAnOTLBcmqrK9yWnslpLNqnzTGohsVyVBYbY/OY3dUjJYmM+fP9+yZcvixYt1dXUJIbq6ugsXLlyzZk1hYSF558JszdwoFotnz579ySefMB8kEEL69+/fq1evVqwKoNWePHliZGTEVGxGRkaDemtSczbUZ8+e/fbbb3W/Ojs7d+7c+dWrV3VLrK2tzc3NV6xY0drg7QWFCbKgnQqTELJs2TJm/z9DIBB8+umndb/KZmGiKkEWtF9VSiabVUlQmCAb2qkwfX19+Xz+6NGj65aMGjWqsrLyyJEjzK/vVJj1dz42c/8+swfm+vXrdUsuXbrE/FBZWfnNN98sWrRo3bp1a9asYWZl5qZHjx5NmzZt1apVnp6ew4YNS05ObrBaoVB45cqVr7/+2sTE5MWLF05OTj169CgqKmrygcHBwYsWLTIyMioqKpo7d66+vr6lpeWtW7feGqOkpGTlypWrV6/+5ptvnJ2dv/nmG2Y3bkVFha+v78yZM4cOHXr9+nUbG5uePXvGxMQ8fPiQOZ2mX79+detnQezGbt68aW9vv2TJkvXr1ysrK5eXl7/pX61Ff/T69evffvutiYnJy5cv3dzcOnXqZGlpWX8nO6m3F76qqurnn3/+9NNPP/jggzFjxqSkpDQZ9ffff3/T9lxQUNDkmhl1G2qL6OjoTJw4sf6SAwcOKCsrP3nyRPIDpXycKgqTBbEbQ2E2ac2aNX/99VeDhc0sTCLF41RRlSyI3RiqsrHGa2A0syqlfJwqCpMFsRtDYTImTJhACMnJyalbkp2dTQj5+OOP65a0uo9tzdw4c+ZMDofD5/MbLBcIBPb29gsXLmR+ffLkibKyct0Ke/fubW5uLhaL+Xy+rq6upaVlg4fX1NTExcVpaGgQQrZt2xYREbFgwYLy8vImH5idna2lpUUI+emnn549e+br60sIsbe3lxyjrKysT58+P/zwA3PTq1ev+vTpY2ZmVlxcLBKJHj9+TAjR0dEJCQm5f/8+IcTExOSXX34pKSm5c+cOIWTEiBGN/2/IaezG+vTp06lTJ+ZnDw+PV69evelfrfl/VCgUnj9/ntlF8OWXX167du3kyZMdO3YkhMTGxjJ/q35VLFy48MGDB8zPzs7OXbp0KS0tbRxVIBBUV1evX7/+iy++qK6uLi8vV1VVzcnJqa6urn+3N72NtUhsbKy6unpiYmL9hcxz3LZtm+THSnluRGGyIHZjKMwGzpw5M3z4cEKIqalpg9GxmYUpzbkRVcmC2I2hKht70xqaWZVSnhtRmCyI3RgKk/H+++8TQqqqquqWVFZWEkIcHBzqlrS6j23N3GhiYqKrq9t4OTM9M+d3Mvr06VO3wp07d/r5+YnFYpFIZG5urqKi0uTKmcN2X79+XbfkTQ9k7ll3ty5duqipqUmOsXbtWkJIbm5u3U3e3t6EkJUrV/7zv6Pev1D37t3rr9/Q0LDJZy3Xsevr3LkzIWTPnj0ikSg1NZXZ0CX8qzX/jzJPpKKigvl19+7dhJAZM2Y0WE/dqUr1nT9//k2B3d3dDx06JBaLHzx48N577zW+w7u/EQoEAicnJ+b/QH05OTmEkAkTJkh+uJTnRhQma2LXh8JsoKio6P79+7///jvT5Rw/frzupmYWJpHi3IiqZE3s+lCVzV9DM6tSynMjCpM1setDYTKYj1brj6BVVVWEEFtb27olre5jlRs/w7d6+fJlt27dGi+/dOkSIcTExKRuCZf77/mTy5cvr6ioOHDgwOvXr2tqavh8fpMr53A4hBA9Pb23PpC5Zx09Pb28vDzJMWJjYwkhzOcEDOZ/blxcXOMk9e9GCOnUqdODBw+azCy/ses7ePDgJ5988tVXX/n4+Pz+++/Mepr5ryb5jzJPhGnyCCGTJ0/++uuv09PTG6zk5s2blpaWKSkpjddvYWFR/1cDA4OCgoJnz55dv359586dFRUVr1+/trCw+Oijj9r2K3Q2bdo0evToGTNmNFjOnGrM/MPJDhQma2LXh8JsQFdXV1dX18LCQkdHx9PT09vbe+7cuXU3ERkrTFQla2LXh6psPhmsSoLCZFHs+lCYjH79+l27dq24uLhLly7MkqKiIkLIe++9V3efVhdma66Lo6SkJBQKGy9nvg+EuVxPYzdv3rSysjIzM1u3bh2zj7uZWvpACTGYf/jMzMy6Jcz/Ux0dnebnaSa5i+3m5paUlDRu3Lhbt24NGzbMy8uLvMO/mgTMhtv4OlGFhYUZGRnMzvQ6IpGIEJL2X9HR0YmJibW1tY8ePUpLS5s3b96SJUvS0tLa9l3w/Pnzmpqa69evb3xTgxdNGYHCbA65i43CfJMpU6YQQlRVVeuWyGBhoiqbQ+5ioyqbTwarkqAwm0fuYqMwGQMGDCCEMHsUGcx3HTs6OtYtaXVhtmZu7NatW3FxcePl/fr1I4SEhIQ0+ag5c+bw+XwXFxfyv/+JdZqs3uY8sEkSYjAfb9S/6fnz54SQMWPGvHW1jclp7DfZuHGjmZlZWFiYn58fn89ft24dafmzaA7mNaVx+H79+lVWVv788891S9LS0t506vDjx4+NjIyYI84fP37c5pdBCw8Pz87OXrVqVd2S69ev1/3MfHLTtWvXtv2j7wiFyZDT2G+CwnwT5o2QuQAAQwYLE1XJkNP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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"topk(k, a, recursive=True).visualize()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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