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@zackw
Created June 29, 2016 15:02
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Shapely pole-crossing bug
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{
"metadata": {
"name": "",
"signature": "sha256:9ea8855d7063e8f9c6c3b97e217254e2135279df4dd7f44de639fff88d87c29d"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.basemap import Basemap\n",
"\n",
"import pyproj\n",
"from shapely.geometry import Point, Polygon, MultiPolygon\n",
"from shapely.ops import transform as sh_transform\n",
"from functools import partial\n",
"\n",
"wgs84_globe = pyproj.Proj(proj='latlong', ellps='WGS84')\n",
"\n",
"def disk_on_globe(lat, lon, radius):\n",
" aeqd = pyproj.Proj(proj='aeqd', ellps='WGS84', datum='WGS84',\n",
" lat_0=lat, lon_0=lon)\n",
" return sh_transform(\n",
" partial(pyproj.transform, aeqd, wgs84_globe),\n",
" Point(0, 0).buffer(radius)\n",
" )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_poly_on_map(map_, pol):\n",
" if isinstance(pol, Polygon):\n",
" map_.plot(*(pol.exterior.xy), '-', latlon=True)\n",
" else:\n",
" assert isinstance(pol, MultiPolygon)\n",
" for p in pol:\n",
" map_.plot(*(p.exterior.xy), '-', latlon=True)\n",
"\n",
"plt.figure(figsize=(14, 12))\n",
"map_ = Basemap(projection='cyl', resolution='c')\n",
"map_.drawcoastlines(linewidth=0.25)\n",
"\n",
"for rad in range(1,10):\n",
" plot_poly_on_map(\n",
" map_,\n",
" disk_on_globe(40.439, -79.976, rad * 1000 * 1000)\n",
")\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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SP32FqdX0GY2E+vmRFBODRhDQiSKhBgMGpZLm2lo6m5oI0GoJOMU7oNfrUalU\n2Gy2cc+TD61WS0REBH19fbhcLkRRZGBggGuuuWbCHgBT+T2cPiXlVGXkc0qJTRCwer10OJ3S+Wl2\nOOh1u4nV6UbOh+/90/OTpNcTr9Phdjg4fPgwHo8Hf39/Fi5cKFuSp4jD4eCnP/0pKpWK/Px8li9f\njtvtprOzk+LiYh544IEJ1+17v4+6B+vIL8lHO0NOCJWZfnxeb4fDIS2Li4sjLS1tlDDm9Xppa2uj\nra0Nj8cjLffl9ul0OhITE4mJibnsC1N4vV66urpob28fd86HkeOOjIwkPj5+jMfA4XCg0+kuGWG2\nv7+fF198EbVaTWZmJuvWrbvsvdmCIPDrX/+azZs3k5iYOOqzhoYGGhsbSUxMlCIhGhsbefrpp/nF\nL35BZ2cnnZ2dDA8PU11dzR133HHaKA2Zz5CVjQvAYOEgJ758grwjeejjz70hV23tg3i9ZubM+ct5\nGN0Ira2tPPHEE3zwwQc8+uijPPDAA2dtwSgtLaWkpISkpCTUarVUsUmhUGCzNfCb3zzE4cMq8vIW\nkZ+fT0REBDExMcycOZM1a9YgCAKNjY20trYC41dGstlszJ8/f0wXVVEU6XO7RwnLLU4npUYjnV4v\n3UolCj6z2kd4PGSGhbFw5kxJgA47Tb+J7du3ExERQXZ29pjzI4oi3d3do6o9+cIH/P3HJvEODQ0R\nGBg47uS9bds2ampquO2220hISDjDGZ9eXIJA26eKmO+8nnp+u1wuorRa6fzFKpUInZ3M8HpJNhjY\nuGABBtnjcUZEUWTHjh10d3fz0UcfsXPnTp555hliYmIICQkhNzf3tOs3PtaI+bCZnB05KFSXhrAi\nc2Xyj3/8A7vdzm233TZu6CWMhGtWVVWhUqlISUkhPj7+ivJ8er1eVCoVe/fulZQoX0PZuLi4cef8\nywlBEDh+/Di9vb309vayePHiMcL55Up/fz9FRUWSp8YX0nfq69RlNpuN//qv/+KWW24hJSWFwMDA\ncWUAmYmRlY1pxtnhpGRBCXP+OofQNWNLlE6V/v4Pqa29jwULKtBozs3iDSPx+D//+c95+eWXeeCB\nB3jkkUcIDg5GFEWGh4cZGhqSXr74WkEQSEtLOysh+NixYxQW/p6IiNf5+9+zKSqq5tprr+WWW26R\nhHSlUnnGTqpuQaDUYqHYZKLObh8lAOuVSknwPdUC77PKh5zjA89sNlNZWSl5IE5lxowZtLe3ExgY\niEajweWfklCBAAAgAElEQVRy4fV6x91OT08PkZGR0uenenV8HWVnzZp1yZfpdAsCHT5l5HNKSZPN\nRofTicHjYU5YGMl+fiTp9eQGBLAiOJhoebIexYkTJ+jq6kKlUrFz506uvvpqSdkOCgqasNgAgOAR\nqFhXQdCSIFJ+knKhhizzBcPj8Uh5fPPnz5euyZ07dxIaGorH48FisRATE0NWVtZFHu308eqrr+J0\nOomNjeX666+/2MM5Z3yFX0wmEzDyDJo7d+60FGi5FBBFkWPHjiEIAkqlUgrr870+/79SqSQkJGTc\nxrkyZ0ZWNqYRwSVwbNUxwq8PJ/Gxc7cIuN39HDmSw5w5rxEauvqctuV0Onn22Wf55S9/yS233MIT\nTzwxykvwzDPPEBUVRUFBgdQ92xcWI4oi9fX1kudBoVCgVqsl74XPGhAfH096evq4CsPg4C6qq+/E\n3/+P/O1vxbzyyiusW7eOxx57bNx4VLvXyyGzmb0mE0UmEwfNZpL1elYEBzPHYBgV8hR0juE7Xq+X\nyspK1Gr1pF7jub19FaU0Gg0qlWpSbnHfpHclUVJSwrbt24nJyoLoaPySkmh0ODgyPMw+k4kZGg0r\ng4NZERLCyuBgkvT6SyaEYDpwu93Sg+zzuFwutm/fTlZWFl1dXajVahwOh2Rlmz9//hk7Abt6XJTk\nl5D2XBoR18tdg2XOD93d3VRVVbF//34KCwuZN28ejz32GDExMRQXFzM8PIwgCCxfvhyFQvGFqWRU\nWVnJ0NAQK1asuNhDmTJ2u51jx45Jz6qWlhbCw8MJCgpCFEVJ0TCbzXKCuMw5Iysb00jdd+pwNDjI\nei8LhfLcBChRFKmuvgOdLo7U1F+f07aMRiObN28mJCSE//3f/5W6YX+eDz/8kFmzZpGWduaEdo/H\nMyZGv62tjZMnTyKKIlFRUWRnZ4/6vLf3Herqvs38+btxu6P44x//yK9+9Su+9rWv8Z3vf59jbveI\ncjE0RJnFwjx/f0koXRYcTNgkPBTt7e0YDAZeeumlCWuMl5aWsm7dOknJsdlsFBUVkZeXh8fjwePx\n4PV6pb99r+bmZqqrq3nooYdGPVztdjulpaU4nU7gszAwt9tNd3c3d999Nw6Hg46OjpGGbZ+64H0K\nWl1dHQaDYZTQfWpjvoKCgsvSffv5qjKCKFJltbJ3aIgik4m9JhNqhYIVwcGsDA5mZUgIcz53Hi5H\nBgcHCQkJQaFQYDabeeqpp3C5XCxevJiWlhbKysooKCggJiYGq9VKeHg4a9asoaGhgeLiYu67774p\n7c9UbKLq5iryDubhlzJ+iIuMzGTZsWMHdXV1pKSkcPLkScLDw7nrrrt46qmnaGtrIzQ0lM2bN5OX\nl3dZG0tqa2vp6OgYs/xM84/JZOLqq6++LATyxsZGqTiLXq9n/vz5WK1WSktLef3111m1ahVpaWks\nX76c0tJSenp60Gq1GAwGFi8e6ZNlsVgoLy/H5XJNeG7CwsLGPO8noq+vj8OHD6PT6dBoNCxcuHDC\n0DyZyxdZ2Zgmet7qofGxRvKP5qMJPfc41e7uv9HS8jPy84+iUp39jXjgwAFuu+027r//fh577LEJ\nHw4HDhzAz89vTFWMyeJ0Ojl69Chms5nGxkbi4uIIDg7G6/VyzTUjzQdFUaSz82VaWn5MQlYhBx2B\nfFhfz9tPPIGpuprsxx/nprVryVEqUZ08SZBGI5We9ff3Z8GCBRMmIQ8PD9Pe3k5DQwPl5eXYbDZW\nrFhBYmIic+bMAeDgwYOYTCby8vKYMWPGqPU/+eQTrr766nG37Xa7KSwsJCoqatT5KSwsRBRF9Ho9\neXl5oybMpqYmiouL8Xq9HDhwgFmzZrFp0yYSEhJGxTH7qmC4XC5uvPHGMZO5x+OhqKgIr9fLVVdd\ndVnFQO/evZvFixeP2yEdPvWY2e0jisfQEHtNJswej6RgrggOZn5AAOrLSKBpb2/nmWee4fnnn6eg\noIA1a9ag1WpJTU1lzZo1BAYGjrIwfv73Tk5OlnrWTGm/v2mn65UucotzUfld3gmdMhePjz76CI1G\nw759+2hrayMuLo6goCDJGv7oo49e5BGeP67kErt9fX089dRTzJo1S3r++SqGRUREEBcXJxlExuP4\n8eN0dHSgVqvx9/cnJydnwnm8ubmZt956i2uuuYa5c+dO+D2v18snn3xCYGCgVL7XJzc4HI5xZZOp\nlPqVubSQlY1pQBRFDiYfJPONzPNSitLhaKOkJJ/s7B0EBp4+SfR0vPTSSzz22GO8/PLLE8aYCoLA\nBx98QG5uLnFxcVPa/sDAAFu3bqWnpwe1Wk1GRgbBwcFkZ2dLyXIvv/wyiYmJdAOVCgVVCgVxvMUy\ntvOK4jfMEgKxHzrETKuVV156ieuuu44f//jHNDc3s2zZMmlfFouFo0ePolarpS7BPpxOJ3/605+4\n5ZZbaGxsxOVyASMei/Xr10u5Efv37x9VHeVUa4xP2Xj99dfx8/MjNHQk38bXo2P16tWjBP2qqiqC\ng4PHza/wNRn79a9/LSX7zp49m82bN48b/2kymXjvvfeIjY2Vykf6QtfMZjNKpRKPx4Moitx7772E\nhoZeFtZ/j8dDcXExLpeLpKQkUlNTz7hOu8MheT32Dg3R7nSyJChIUkAWBgaiv8Sro7z22msMDQ0R\nHBxMU1MTUVFRJCYmcu21106bsiiKIhXrK4j8UiQxX4uZln3IXLmUlpZSWFjIiRMn+L//9/9KlXmO\nHz+O0WgkICCAgoKCC+bJ6Ozs5NChQwQHf/Y89VWzgpHnwXXXXTcqPHH37t2sWrVq0vuor69HrVaf\nlXJ/qWGxWHj99ddxu91cddVV/POf/+T73//+Ba0QaDKZqK6uxul0cvDgQaqqqoiIiGDdunVS898V\nK1ZM2kvv9XopKSmhurqae+65Z1rHvm/fPk6cODHqGeWrlhkeHk5kZCRhYWGXfWWuC8nplA25buVZ\nYqseKXkXtPjc3aqiKFBTcw/x8Q+ftaLhcrl4+OGH2b17N0VFRaSnp4/7vaGhIQoLC7nuuusmtEZ8\nnubmZhoaGnC5XFRWVvKlL31pwsTxbpeLluXL+enAAMNeLyuDg7kmJITk4YcZPHKc/xf/34jir1Au\nXoxCoeCef/s3vvvd75Kfn8+9997L0qVLJaE6ICCAVatWsWfPHpxO56gJS6fTcdNNN1FVVSU1JTr1\nIQVINcN9lJeXj/JuiKJIV1cXkZGR1NbWsnHjxtP282hvb58wGdJsNpObm8uDDz7I3r17Wb58OWvX\nrp1QQWhubsZisUjVTpqbmzlw4AAajYbs7GyWLFlCVlYW/f39vP7664SFhXHXXXdNOLZLBZVKxf79\n+ykuLsbpdPL++++zf/9+Vq+eOP8oXq/nTr2eOz+ts9/ncrHvU+Xj/zQ0cMJq5dqwML4VG8ua0NBR\nzQsvFb7yla/Q3d3Nnj17EASBd999l7lz51JfX09WVhYajYacnJzzGoahUCiIvDOSgW0DsrIhMyU8\nHo9U7W/58uXMmjVL+qyzs5Nrr732go7H7XZz5MgRbr755nE/N5vNHDhwYJTg5zMmRUVFSZZ833f3\n79+PXq+XFJWYmBjS09NJTU1lx44dNDY2EhUVRWZm5mVhxIGRZ/fu3bspKSlBFEX8/f256667pOpR\nFyNRPzg4mCVLlgBISp/RaOTPf/4zVqsVGDFQ3nTTTZNSOPbt28e7775LWlraec9v7Ozs5OOPP2b3\n7t3cdttt+Pv7s2nTpjE5cl6vl2PHjvHAAw/Q399PVVUV8+bNQ6/Xo1ar+c///E9JCRYEgcjISObO\nnXtZhxdeCGTPxlnS+nQrjhYHs38/+5y31d7+O3p6/sb8+UVn1SW8q6uLzZs3Ex4ezl/+8pfTCjSF\nhYXSjeLxeFi+fDkGg2HC72/ZsoXMzExSU1N54YUXSE1NJSAggNmzZ0u9IURRZJ/JxHNGI9sHBrg1\nIoL7Y2PJDwwcNZGLokht7f3Y7bXMm/eBFComiiIvvPACTzzxBHl5eTz//POjlBm3201RUdGEAqsg\nCFI4V3BwMAsWLJD2u23bNpKTk+nv72doaIgbbrhBWu9f//oXXV1dJCcns2bNmtNahKqrq/H395+w\nLGBvby8///nPueaaa9BqtXi9Xqnk73i8+eab3HzzzZLCZ7PZ+N3vfkdfXx8PPfQQQUFB+Pn58bvf\n/Y60tDSOHj1KQ0MDd911F8nJyURFRREaGnrJJfY1NDTwySefUFVVxZNPPoler+fvf/87QUFBhISE\n4HQ6mTFjBnl5eZPeptnj4c2eHn7f0YFdEHggNpZ7oqMJvQTCy5577jnKysrIzc1lzpw5JCcnk5CQ\ngM1mG1UW0+Vy8fHHH7N161buvPNO0tPTz0sFGFe3i8MZh1nasxSlRn7YyZyZd999l+DgYBYvXjzu\n3L9nzx7CwsKYN2/eBRvTe++9x8aNG8edg91uN1u3bpUas3Z3d1NeXo5SqWTBggWUlZURFBTErl27\nyM3NRa1Wc+TIER566CFpfjUajVJuoS+0qKenh+rqagDi4+O54447xhisLia9vb0UFRVx4sQJHA4H\n+/btIy8vj6effvqysbaLoshNN93Ed7/7XVauXHnG7/s6qJ/6bDwVr9fLRx99BMCyZcvGRA243W6p\nwtR4Y3nqqae47777CA8Pn/QxvPrqq5SUlBAXF8fDDz88alwDAwNs376d+vp6br311iu6Mttk+EKH\nUQmCwKFDh7DZbAQGBpKbm3tewhrKrioj4b8TCN84+Yt2POz2RkpKFpGXtx+DYXxvxOk4fPgwt956\nK/feey+PP/74lLRrQRDYt28fdrudZcuWodFoqK2tpb+/X5qUZ8+eTXz8Z93LRVHkxRdfJDAwEOPQ\nELuUSkri4kCjYaPHww8KCkg6TTUdUfRy4sRX8HgGycr6F0rlZ56Enp4enn/+eX7zm9/wgx/8gAcf\nfFCaVHfu3Mm11157RivU0NAQJSUlwEiitdFo5NprryU8PFzaVkdHB+Xl5WRkZJCSkoLL5aKwsJCY\nmBhycnLG3a4vh+Lz50+v16NUKjGbzZjNZnbv3s2tt96KxWIZpdicKz09Pfzwhz/k5ptvprOzk8TE\nROx2O6GhoVitVjweDwkJCRMWArhQWK1WGhoaGBgYQBRFzGYzGzZswGQy8eabb7J161ZOnDjBJ598\nMsqaOhlEUeSA2cwfOjrY2t/PLTNm8K3YWBZcJGVLEARef/11TCYTqampaDQampubOXHiBOHh4RQU\nFKDX6yXLX1dXF93d3fz9739n8eLF5+36KFlYQsrTKYRefe5lt2WufIaHhykuLpYszS6Xi9jY2FGC\nUkdHB1VVVWNy1s4XgiBQXl7OwMAAADk5ORMaZg4cOIBeryc3N5eXXnqJ/Px85s+fP+pZ8K9//Ys1\na9Zw5MgRvF4vycnJkwrhhJFw2uTkZGpra1m7du25H9w5MjQ0RFFRkeTljomJkY71yJEjGAyGC9Zd\n/FxwOBw88MADPP7446SkTFym2+l0cvjwYanaly9n0ePxsHLlSuk6bW9vp6ysjLVr16LVatm/fz9O\np1OSeXwVM91ut6RQZmdns2PHDmJiRjy/Xq+X5uZm7r333kkfR3l5OdnZ2ePKHk6nk2PHjmE2mxke\nHiYsLIysrKwzVhS8UvnCKBulpaWYzWbJdeoTDhctWkRQUBB//OMf0ev1xMbGIooiQUFBOJ1OSbCO\njY2dMPzoVNxDbg4mHGRp11JUhrO3MIiiQHn5GsLCNpKQ8N0pr//GG2/w8MMP8+KLL3LTTTed9TgE\nQeDgwYOIokh6evppbxSPx8N3nn2Wtrw89qpUrAkL44G4OFaHhEi5Dm63G7fbTXBw8LgWGEFwU119\nO6AiM/PNMd6ckydPct999+F0OnnttdeYPXs2Q0NDHDx4UOrCnZWVdVZuy+eff56wsDA2b948Zv22\ntjYqKiooKCgY9xzs2bOHmpoa6RrxNTL0XUuBgYHo9XqOHz/OypUrp2Ql84VTTYTL5ZKUm9LSUpKT\nkwkNDcVms/HGG29QX1+PXq9n/fr12O12yTOSnp5+Ud27TqeTgYEBBgcHUavVnDx5kv/5n/9h7ty5\nPPTQQ5O638aj1+Xi5a4unuvoIFKr5VuxsdwRGYnfBbT41dTU0NTUJFm6fPOOv78/8+fPR6fTMTg4\nyN69e7nqqqsICQmhoqKC8vJyVq5ced6aZzU92YRgFZj1y6kpbzKf0dzcTG1tLRqNBpPJxJIlSzhy\n5AgbN27knXfeITQ0lBMnTjBnzhx0Oh25ubmn9Qhfbmzbto3MzMxRfQd81v+KigpSU1Mlpfl8sHXr\nVpYsWTJpC3NrayvHjh1j7dq1FBYWkpiYOErgdjqdHDp0SOoT1djYiNls5p577pFy8cbjxRdfxGAw\n8OUvf3nK+R8yp6ewsJAlS5acsepUa2sr3/zmN9mxY8eo5R6Ph7179+L1etHr9fj5+bFgwYJJ718Q\nBEpLS5kzZ860NF8UBIH333+f4uJiVCoV3/rWt4iJiaG6upq+vj7pexMZSE/tt/V53G43y5cvv+wq\ndl2RykZNTQ2dnZ3S/729vaSkpJz2YnS5XKNi8q1WK3q9HpVKRXl5Oa2trVJ5U1/Srk6nQ6/XS+96\nvR7bBzZMfzeRvS37nAS5jo7n6O5+jdzcfSgUUxOSXn31VR599FF27tw5yiLldrslz43dbufNN9/k\nhhtuOGdN2yUIvNvXxx86Oqi321nrcnEdcGp9J6VSiUajQavVolar6ejowGQyMTw8jMViIS4ujs2b\nN6NSqRAEJ5WVN6LVRpGR8WcUitHnURAEnnvuOZ588kmefvpp7rnnHumm7Onp4fjx49LNGhgYSE5O\nzmnzLU7d7j//+U9uvPHGCWNI9+zZg9vtZvXq1WN+36qqKjo7OwkKCiIyMlIqMehwOFi3bt2410NT\nUxMxMTHjuoUFQeDNN98kJCSEkJAQli5desZjOJXDhw9jMpnYs2cPqamp9Pf3YzQa+drXvobFYmHr\n1q2kp6ezadOmC14X/4MPPqC0tJSwsDCWLVuGVquls7MThUJBSUkJKpWK++6775weBF5R5MOBAf7Q\n0cHh4WG+GhXF/bGxpE6zIPjuu+8yODhISkoKAwMDnDx5kujoaDZu3IjNZqOxsVG6FkJDQ2loaMBg\nMJCens7hw4cZHBzk9ttvJyws7JzHYj5ipuarNSyqHr/ss8xndHZ2otPpRp33iooKnE4nCxcuZGBg\ngF/96lds2LCBuro6IiIiuOaaa9iyZQsRERFcffXVuFwuqfpdS0sLmzZtkkJKL1c8Hg9tbW1SHLrv\n5ftfqVSOyos4V85GsC8sLJRCaffs2UNGRgZRn+Z5nQ0dHR2UlpaSkpLC3LlzZWXjAvLSSy/R0tIC\nQEJCArfddtuE95Db7cZisZxWabyQ1NXV8eqrryIIAtdff/2Un9mTQRAEduzYQVZW1iXf8PdUrihl\nw+dizM7OHmUZ9LnNzicejwen04nT6cThcOBwOEYstf89gJgu4r3BO6a7tG8snyclJYWEhARpjHZ7\nMyUlC8jNLcLff2qT+Msvv8zjjz/Oxx9/TGxsLMeOHcPj8bBnzx5uv/12MjMzqa6upqenh+HhYURR\nlErc+ibnjo4Otm3bNqa+v8fjYWhoSFJOupxOfm808lJnJ5kGAw/ExnJTRAQapZIXXnhBqmAyHgaD\nQbL4BwYG4u/vP8p67/XaqKhYj7//XNLS/jDu71dVVcWXvvQlsrKyeP7558dMSDabjY8//piurq5x\nexV4vV4qKiokt7soirz66qvcfffd48YHV1RU0N3djUKhICsrS+p4/nnMZjO9vb0kJyejVCpxOp18\n/PHHGI1GdDodBoMBg8GAXq+nr6+P559/HhiJDY6MjGTjxo3S8VZVVUkJ7wcPHiQnJ4eTJ09OyaVf\nVFQkVQWrqanhnXfe4be//S2bNm3i/vvvx2Kx0NPTw4033njBPR0j/WOq6erqkiymPjo6Ovjyl798\nXvbTZLfzR6ORl7u6yAsI4NtxcWwMD5+2BNCuri7+8pe/oNFoSE9Pl5TXxMREUlJSpOttcHAQo9GI\n0Wjk4MGDJCYm8tWvfvW8jUMURIpjikd6biRfXpaw6cZms0lJ+kVFRdTX19Pd3S1Z6V0uF4mJiVL4\n4Z49e8jPzx9XMe/s7OQPf/gDCxcuRKfTUV5ezqZNm0hLS2N4eJjDhw9LycqXS0z9+cBoNGK320lM\nTJx0JaSzEexPLVX+0UcfnZck9traWlpaWpgxYwaDg4OsXLkSm82G1WolKCjoivJeXSo899xzJCQk\nsHHjxos9lLPiBz/4AY8//vgFKUl/5MgRlEol+fn5Z72NiWTj/fv343a7R30vIiJCqtRmtVqxWq3S\n/eBwOIiPj2fWrFkTPlOvGGXD18PA18H0YiAKIsXRxeQdzsMvaXIPdkEQaG5uprW19VNFRAQewc9v\nObm5T09oYe/s7OT48eN4vV4iIiLIzc3l2Wef5amnnuLpp59m5syZBAUFkZGRwbPPPsucOXOkOtqZ\nmZljrD5lZWX09PQQEhKCy+XC4/EQFBSEyWSSBCOVSkVoaCh9/f18DDwHrAK+HR/P6tTUUed9YGBA\nsqjPmjXrrCZmj8dMefk1BAevZNasX6JQKGhqaqK+vp78/HzCwsKw2+088sgjbNu2jb/+9a8cO3aM\n2bNns3v3bpYuXcratWs5cuTIGAuD0+lk27ZtLFu2jMrKSgBSU1PRarXU19dLYXZDQ0OoVCpWrFhB\naWmpJIx3dHTQ1dVFXl7eaaspncrbb7/N4sWLsdlsmM1mrFYrr7zyCklJSXzjG98gPj6ehoYGwsLC\nxrVqi6JITU0N7e3taDQaHA4H6enpJCcnT/qcVlZWcv/997N582ZKS0tJTExEpVLhdru5//77J6wk\ndiERRZFt27ZNKZRisji8Xt7u7eUXbW0k6fW8MHs2MRepQaIvvMPlcqHT6Vi0aNG0NGs8cc8JghYG\nEffg1EpZX2n46vqHh4fzwQcfIIoi7e3t3HzzzaxcuRK9Xk9NTQ2ZmZlntX1RFCkuLkYURTIzM6mq\nqsLpdGIwGCgvL6exsZGIiAhuu+22KeckXY688847pKSkEBYWRnNz86i8Nl8MfXJyslTi20dpaSkm\nkwkY+c1OZ9jx4VM2fOE1k52TJ0Nvby8Oh4MjR47Q0tKCXq+nv78fnU7HI488ct7280Xnz3/+MwEB\nAWzevPliD+WsefLJJ3nyyScv2P58eYDr16/n5MmTtLa2ovm0H9npODXM2+PxsGHDBukzQRB45ZVX\n+MpXviIpTaIoMjAwQFNTEwqFAoPBgL+/P/7+/pLhtL29nfr6ekmBMRgMo/qxnJOy4XA4LmgnY9/D\nwRd6Y7PZEEURi8XCkiVLLnrizXDJMCf+7cQ5hSwYjS/Q2fkSycnbqKmpk7pQA1Lviu7ubo4fP87t\nt9+OQqGgsrKSV155hTfeeIPt27ePStobGhpCEIRJh2R0d3cTFRUleWo+n1vQ7XJxf20t9XY7r2Zk\nkBsQQFNTk+T2hJHfydfEb3BwkObmZhwOBwaDQQpn8pWEOxMuVz+HDi3B7V6CIPwbSUlJREdHs2vX\nLqn/RUBAADt27ODHP/4xBQUFzJ8/X1IOvve9742xJNrtdv7617/y9a9/fdRndXV1NDc3o1QqWbRo\nER0dHezdu5e0tDQp1MdHUVERYWFh0jHs2rVL+iwjI2PcHiW+qkPXXXfdqOVer5fKykr+8Y9/cM89\n90yqYzuMJEe+88473HnnneTm5k5JyXa73cydO5euri5+9KMfMX/+fJqamrjjjjsuusXu+PHj/OQn\nPyEjI4PNmzdPS8KjSxD4SUsLfzQaeSY1lS9FRl4QI4Uv4dFXrnm6FIxT6flHD12vdpG9dXIdfa9U\ndu3axdKlS6VQy6ysLLRa7RkF2fOFKIocOHCAysrKUflIvrxAGPFupqWlXVIlV48dO8bevXu56aab\nTptL5GvI5mto6na7+fDDD8nLyxt3PnS73TQ1NdHZ2YnT6eTPf/4z119//Zgy3mVlZRiNRlatWjVh\nWOW2bdvYuHEjRqOR8vJyKZ7d4XBgNBrp6OggLy+PgIAAcnJyzkto2w9/+EN+8IMfXFK/1eXKW2+9\nhdvt5u67777YQzknXn75Zb7+9a9f0H1arVb27NlDVlbWWRkL+/r6KC8vR6FQoFAoSEtLIyoqij/9\n6U+sX7/+rPvOWK1WysvLJRl29erVZ69s7N27V2qYlpSUNK3WGpfLxfvvv8+8efMIDg4mICAAg8Fw\nSd3ofVv66Hypk3lbzq4soMPRQknJAubP342//1gBy+12U1NTQ19fHw0NDWzcuJGYmBi+853v8O67\n71JYWDitv8E/enr4j7o6vh4TwxNJSegmCLkRRRGj0ShZp3wP08HBQWw2G6mpqQwMDGCxWEatd2qT\nJt/foiiSmBhIe/tmvN4NwO14PB5qamrQ6XRs2rQJQRDw8/Ojv7+fb37zm7hcLv72t79NeON5vV5K\nS0upr6/HZDJhs9mIiYlh5syZUrL1vHnzJA9CYWEhDz744BjX6JEjRwgODqa/v5/4+HgpfnI8N35Z\nWRlDQ0MMDAxw4403jtpWe3s7JSUlHDlyhBtuuGFSHVLLysro6+tjxYoVWCwWysrKpMkiKirqjGX2\ndu3aRV1dHd3d3QCsXLkSjUbDggULJt1j5Xzhm+yGh4cZGBhgYGCA48eP87vf/W5akvdO5ajZzFdr\naphjMPCH2bOJnERujyiKvP/++9xwww2j5h+f8cW3zGq1UldXx+DgIDBiMdJoNBQUFFxQI81w6TAn\n7z3JgtLJJ1BeKVRWVrJ3715gxAhwsTtEOxyO095fbW1t1NXVSf9HR0czZ86cMz7njEYj//znP8nI\nyCAyMpL09PQp38eCINDQ0EBbWxspKSk0NzdTWlpKZGQk69evJyIigra2Nurr60eNRxAEALRaLbm5\nubLdTMkAACAASURBVBQWFqLRaKT9BwYGTjrUo7a2ltbWVsngExAQQG9vLwcPHmTDhg0ThmLV1tbS\n2NhIamoqqampHDx4EKvVip+fH7GxsURFRbF//36uvvpqPvzwQ1auXDluQ9Wp8PTTT/Pggw9O+xx1\npbNlyxZ6enqmVAXqi4YoirzyyitUV1cTEBAwykCRmZnJl770pfO2n/r6etra2khOTp5S1MSZOG9h\nVE1NTTQ2Nkru0fz8/PN6E7a0tFBbWyt1cMzOPrcE7Omg+81u+t7tY+5bU7fEiqJIRcU6QkJWkZj4\n2KTXe/bZZ/nxj3/Mu+++K5WHO9/0uVx8u66OYxYL/5+98w6L6kz78D10REFAkK6ioohUsYuIYo0m\nUWMSNatx0za9Z7PJl01bE43pcVM0mmLUxBoTNUoQVBCkI1UE6b2XYQpTzvfHhIlIr2LW+7rmEuHM\nmZdhznnf532e5/f7ztWV6T2QE01MTKS6uhqRSMSIESNwd3dHKpViZGTUYuJSqQSSkopQKEwYP96c\nuro8Dh48gJubFQYGL3LlyhRUqttYs2YNVlZWnDlzpkXGoampibNnz/L111/z+eeft5uSDQ0N5fjx\n47z88svo6+tTVlbGBx98wMyZM/Hz89OWtVlaWuLu7t5unXVcXBzGxsYtSi8uX77MkCFDtMGOVCrl\nwoULBAYGtnmO1NRU8vPzWbRoUZ/Uc6ekpCCTybqszhEUFMSFCxdQq9XMmjULLy8vrKys0NPTo7Gx\nsV8n07KyMpYuXYqVlRWTJk3Czs6OmJgYVq5cyfLly3u9IOgKMpWK13Nz+b6sjO3jx7PayqrT5/z2\n229UVFTg4OCgvQ+Vl5djbm6uXRCZmJgwbty4Pmn07g2N6Y2krExh+uXOg9i/AlKplL179zJy5Ehi\nYmJYvnw5BgYGDB8+/KZzh77WA2LYsGFMnTq13WOlUilHjx5l8eLFZGRkaHcUZTJZq3tLfX09qamp\nSKVS7fd0dHQYO3YsDg4ORERE4OvryzfffENkZCTLly/HwsJC61XUGbm5ub16r1UqFdHR0YjFYoyM\njLo0t0VHR2NgYICXlxdJSUnY29u3KMNslkgvKCjgypUr7d6Pu8oXX3zBqlWretWI/r9OUFAQGRkZ\nPPnkkzd6KIOOsrIy0tLSSE1NJS8vj/Xr1/eL1PRA0S89G01NTcTHxyORSDAwMGjh1NwXVFZWkpSU\nhCAIGBkZMXv27D49f08p2V1CXVgdE7/pvp9BScluior+i49PVJfN+z788EO2b9+urRu96667MDMz\n65LyUlc5VlnJo1eusNbamv+MGdNj+dCKimrOnEmhrm4I1dWGVFUZ/PH48+vqagNqagwYOlTAxERJ\nba0OTU262NiAoWENI0fKsLQ8y9ixkxk3zhMbG1o8mqt/0tLSOHPmDFu2bMHLy4snnniiTZk4CwsL\nDh8+jEwmY8uWLSQkJGBlZUVWVpa22bCnXJvdOHnyJEuWLGk7OBYEkMuR19QQHhTEeAcHnEaMAKkU\nFAowNtb8YkOG/Pm1sTF00myZmZlJeXl5t64NqVRKcnIyp0+fxsPDg4MHD+Lp6cnChQv77SZ3+PBh\n8vPzKS4u5ujRoxgZGXHHHXego6PDuHHj+rRZujMi6uq4//JlfIcNY/v48Vi00eQXGRmJTCZDEAQ8\nPT37vKekP5DlyUjwS2Bmft/Jkw5WlEolu3btIjw8nBdeeAFdXd2/jJlWeXk50dHRTJ8+Hat2AuLm\n5uqmpiaSk5Opq6tDJpMxZcoURo4cSVZWFoWFhRw4cIDHH3+8zRLFvLw8vvrqK0QiEU5OTmzatKlP\n55S+RhAETp06hZubm3aD5/z58zg7O7fwgaqpqSE4OJj9+/fj4+PDypUre1WiuWfPHmbNmvU/0X/T\nH2RkZPDjjz/y+uuv3+ih3HDq6+sJDw/X+lCp1WpKSkpYtWoVbm5uN5XqVHv0e4N4s6OnnZ0dtbW1\niEQirK2tGTlyJMOuc5HuCeXl5URERGBnZ6dtVjExMcHKymrAS6yK/ltEY2ojLp93zzlcLi8hNtYT\nT8/fGTq0beO46/nss8/45JNPCAkJwcnJiejoaC5evEhdXZ228acZhULBrFmzWLJkSZcVQWoUCp7O\nyiKiro5vJk7Er40a1+bSqGHDhrWpvlBdDadPw6+/av7V1wdbW83Dzu7Pr699aAKLP8/R0KDko4/2\nMWLEZOrrh1BbK6GiIhSFYgUNDS6UlkJpKZSVgasrzJ+veWji2waeeOIJoqKiOHjwYLuut82SwFlZ\nWeTn55Odnc3atWu7t6MvCJpfOD8fCgq4EhyMYVkZRuXlDFMoGCIIIJFoggiJ5M+vpVIwMEAYMgS5\njg4YG2Nkbq4JKvT0/jzm+ufq6rYOQJqDkqFDwd6eDKkUc09PrKdMAScncHCAbi4annjiCf773//y\n2WefUVxczDvvvIMgCEil0l73dtTW1rJgwQIcHBxwcXHByckJe3t7AgMDb5jzuUSl4l/Z2RyqqOAr\nFxeW/9EHJggCJ0+eZOrUqX3i7j2QNJU3EeMWw+yKwbEp019UVFSwbds2qqurue+++/D39x8UZbYy\nmYzo6GjGjRvXwoStpzQb0ba1IdIcbPz000+Ym5u3Uq3rilLTxx9/zMaNGweNnGhHNDY2cvr0aRYv\nXoyJiQl5eXmkpaXh5eWlNWtrC6lUSmxsbK+qAY4ePYqzs3O7Zq+36Ji0tDSio6NZu3btgJaVDkZK\nS0vJzc1l7NixWFpaDrqqnb5gQNSo4uPjOXjwIG+99RZqtZqKigrKy8upr69HqVQiCALTp0/v9gKj\nqalJazIklUqRSCS88cYbWFpasmjRoj7PqHRG/rZ8msqaGPd+19xJm0lNXYOxsQvOzpu7dPyBAwd4\n7rnnCA8P71KqWqVScebMGU6fPs1tt93WqVJHiVyOX0ICiy0seG/sWGS1tWRlZSGRSICWhjM6Ojqc\nPXsWLy8vbr/9DlJSlHz/fTXR0dYkJEBAACxfDsuWQRs9gl0iMTGR7OxsYmJiWLZsGT4+Fly6FMjY\nsR8xcqSmVrGpCaKjISRE84iNBU9PzesrlUF8/fUDvP/+29x///09G4QgQG4u5ORoAoprHwUFmn8N\nDDSL+uaHoyOCoyMia2sYMgS5ri679+/HefJk9IYNw2niRJxcXAiLiEBfX585c+Z0rYxKEDRZj7aC\nF4mE0qwswvbtw7iykqk2NoyUyTTjKy6GESO0Y2seZ5GuLmJzc0QTJzLGw6NF4JiYmIirqyubN29m\n1qxZlJWVYWxsTE5ODlZWVr1uhsvJyeHTTz9FT0+PhQsXoqOjo60ZXbZs2Q3LWp6rreX+y5d5zM6O\np21sOH78uHZBM9joTNpbKVYSMTKCuY1zB3BUA4cgCDz77LMEBATg4uKCpaUlFhYWXd5YGQjS09M5\nc+YM1dXVzJgxo4VijL6+Ps7OztjY2HT8d1Qqtc7I3t7ebWY3rpWNraqqIi4uTpuVUKlUeHh4tJsV\naeZGlgc1Njayb98+LCwsMDc317qJz5kzB6lU2ko6XiQS4e/vT0NDg3Y+7KmaWHcJCgpCqVS2Evy4\nRdf59ddfMTY27nVJ2y0GP70KNi5evIhUKkWtVne6gN27dy8jRoxg8eLFrX6mVquJiYmhrq4OBweH\ndm8WEomExMRErbO3gYEBNTU1zJgxgxEjRmjdqYOCgnjzzTdZsGABw4YN47HHHhuQ3cjct3IRFAJj\n3u56U01Fxc9kZ/8TX99L6Op23tB39uxZ7r77boKCgrpd2qJWqzl27BiRkZG89957bR5Tq1AwPTKS\nOSoV9wFXr15FLBYzbtw4hg8fjo2NDba2tpiYmBAREUFYWDQikT9RUVZERlqiUomYMqWUJ54YTUCA\nZsO9LxAEgePHjzNjxgysrKwQi5NJSlrEuHGfYm29ptXxEglERv4ZfFy6pEIkimHixBLee28pc+ca\n0aEUdlERxMT8+YiNBRMTGDeuxUL92sCCNvoLkpKSOHLkCDY2NloFmgsXLmBlZYWPjw9isRg/P78+\nWRhduHABiUTC6NGj21a0UqmgpOTP4Cg/HyEvj4bUVNR5eZiWltJoZYVk0iRKHBwYGhDABbGYO+6+\nW6ve8u2331JfX091dTUPP/wwdnZ2vRrz5s2bee+993BxceHee+/F29ubcePGDbgE75kzZygqKmLJ\nkiVYW1sjFot5/7vv+NLNjbVNTby/YEG/+SPU1dURFRVFcXExo0aNYvz48dryj2sDiYaGBhQKBbm5\nuRgbG2NqaoqhoSG///47FhYWCIJAWFgY69evb3EPFVQC5/TP4a8aHDv9fUlDQwMPPvgg+vr63Hvv\nvSxfvvxGD6lDfv31V06cOMH27du117xcLicnJ4fS0tJWzsEGBgbY2tqSmZmJrq4us2fPRldXl6io\nqBZKhSKRCA8PD1JSUnptPrdr1y4WLVrUbulGTk4OW7du5fXXX+8we9Bd9u7dS0JCAk888QR1dXVa\nYQVfX18MDAy4cuUKlZWVLQIOkUiEXC7HxMSE2bNnD+jnWy6Xs3PnTsrLyykpKWHr1q03vD/rZqOq\nqoovv/yyTdXIW/y16FWwERISQkBAQJdNeJRKJXp6elp9fwsLC4qKikhJScHDw4NLly4xatQo7USp\nUqkICwvT3lyazeeuV9mIjY1FLBajp6eHvr6+9jF69OgBaTBt5urLV9Ez1WPUK+3LA16LUllHdLQb\nkybtZfhw/06PT05OZsGCBfz444+90hF/4YUX2Lp1a2tJWJWKJUlJOAsC66qr0dfTw9nZGUdHR0JC\nQjh06BCLFi3C3t6e4cOnsWULHDkiYGtby+zZNcyYUcXYsY2o1aoBUX0Riy9x6dJiXFz+i5XV6g6P\nra+H33+X8n//F0JurjO6ui4EBupy//1w24wq9BOvCywUCpg6teXjup2+pKQkjh8/jkKh0JZIXK/g\nkJ+fT0pKCnZ2dkilUq1hmEQiwdjYuE8nx5iYGFQqFTNmzOjyc/bt24etrS3V1dUsmDuX4QUFlJ84\nQckvv+BQWopFVRWiSZNomDiRqxYWxOvqYr9wIS6urn2iVJGQkMCePXsYOnQow4cPZ8qUKSgUCvT0\n9PD29m4lvdwfSCQSjh07RkpKilZVTyQSMWrUKBQ2NsxLTOQrFxdu7wdp7bi4OIqLi8nJyUFPT491\n69ZRXl5OUlISAQEBBAcHY2lpqb13GhgYkJCQwD333EN9fT1isVgre1xTU0NYWBienp6tJErPGZxj\nTv0cdI3+OhN6ZWUlW7ZsYfXq1drrqjdIpVIKCwuRy+VUVFS0uDbNzc37rFymuLiYK1eu0NjYiJmZ\nWYcZeLlcTlFREWPGjKGhoYGIiAgMDQ2ZMWNGiz40jcBIEjKZrEtqdh3RXi/C+fPn+fnnnxkzZgyP\nP/44mzZt4ssvv2yzH667FBQUcODAAZ5//vlen+tGoFAoWLlyJVOmTNF6GNjb2/Pggw8O6n6XwcDx\n48cxMDDollHtLW4+ehVs/PLLL6xYsYLo6GhtiQ1oggQ9PT38/dteQGdmZnLixAnq6uqYO3cujY2N\nODs7M3HixBa1as0p1JqaGmQyGZWVlcycObPLPgQDTebTmRiNMcLxma4182Rk/AMQmDDhq06Pzc/P\nZ/bs2Wzbtq3XMmdRUVH89ttvWpOl0aNHs/Kuu/h7fj5DdHX5wdUVnT8mWoVCQVhYGEqlkunTp5Of\nb8bLL9dz/rwBq1cX8+KLpqSmhnD33Xdrz98fju3t0dCQQFLSEiZM2MGIEXd0erwgCOz89FP+9X8f\nssbmH6QWBnJFPoq/2YeyaWEhbkudNIHFqFHQxd9BpVKRlZVFSUkJ2dnZ5ObmAmBvb8+sWbNwd3cn\nJCQEe3t7MjIyMDQ0xMDAgGnTpnW7LOdawytBEDAxMUEikWjf77KyMlxdXfHw6JqnQlxcHLW1tSiV\nShwdHbWBvkKhICIiAkVdHVN0dBCfPcvIvDyEmBgMq6rAy0vTHLNqFXh4dPm9aouysjL27t3L/v37\nWb16NdOnT0etVjNt2rR+2SzIzs4mLS1N+96LRCL8/Pza3VmLra9nWXIyh93c2uxd6ikXLlzg2LFj\neHh4MGLECG2G18fHB0tLS4qLi7VqatdeUxKJpMN+mZSUFAoLCwkICNDWQocND2NGzgz0zfvf2XYg\nkMlkfPjhh/j4+LB48eJe328qKysJDg7G3t6eoUOH4u3t3eLnWVlZFBcXM3du35Wi7d27l7Vr17aY\n89q7dzY2NnLo0CE2bNjQ7/fWuLg49u7d26KsuampialTp7Jy5Urt92QyGfv372fTpk29fs1XX32V\n1157bcBlt/uSV155hXfeeUf7/4KCArZv387WrVtv4KgGPyqVin/+8588++yzbfqx3OKvQUfBRqd1\nHStWrABg2rTWJnY1NTUcO3aMWbNmtagRbd6pcXd3x9bWtsP6Sh0dHe1NPzw8HIlE0qXyipSUFGpq\nahg1alSbx5eVlWkb1fsSQSUg0unaRFBbe56qql+ZOjW102Orq6tZsmQJzz33XJ/oKU+fPr3F7tfV\nq1dZHBREtUjEmsREIpcu1dbK19XV/WG+ZMlbbzWRlibnb39rYMqUffj7+6BUahxxr2UgU9nDhnnj\n4XGSpKRlgC4jRrRTRlFRAb/8gujoUR4+f56pHu6syfyIxSuT+eLl3ezdfw8LvwOnNNi0Ce69F7q6\nqa6rq8uECROYMGGCNsMnCAI7duzQqhUJgqB1+zYwMECpVBITE4NEIumy94JYLKa+vl7bGNrcqG1s\nbExlZSVVVVXdLqG4Vv/+2LFjZGZmMmPGDCoqKvD390cQBBITE0l0c+Oet97SLHJrajTZn9OnYeVK\nTaCxcqUm8JgxA7rZ3DZy5Eiee+45LC0tUalUWFpacvz4cYYOHdrrXdprOXv2LFlZWYwePbpb5Ta+\npqbsc3XlrtRUfvf0xGPo0D4Zz+zZs7G1teXnn39GX18fAwMDbUZ24sSJWg8jaHlNddaYP2bMGHbu\n3IlIJNKWrYp0RAjKrvXYDXZ+++03fvjhB1asWMHcuXP75H4zbNgwTExMmDVrVptBp5OTE5GRkZSX\nl/fZvGFubt6iJEgQBA4dOqQ1p62qqsLKyorJkydjaWnJ6NGjqays7LTnordMmTKlS74YRkZGfRJo\nQOf+I4MduVzeKoPh6OjIsGHDiImJ6VCy+H8dXV1dnnjiCX766SeMjIxwd3dn5syZg6rn6hZtI5fL\nycvLQ1dXF11dXVQqFQ0NDejo6KBWq1EqlSiVShoaGjo8T68bxJtTu5WVlYAmeMjMzMTIyIiSkhKe\neuqpbqVgCwsLtV4bzef/Yyzk5eVhZmam/bBG/NF0e8cdd7SYjHJzc3n33Xf58ssv+3xRnPdOHsp6\nJWO3dCyFp1LJiI31xNl5C1ZWKzs8ViqVEhgYyMyZM3n//ff7crha/pWdTUhNDWc8PRmqp8e2bdt4\n8sknMTIy4sIF+M9/IDkZXnoJHnzwT4nZwUR9fTTJycuZOPFbLC3/aNgrKICjR+HIEUhIgMWLNYvi\nZcvAzIy6ujoeeOABcnNzOXDgAE5OzgQFwe7dEBwMK1bA3/8O/v7dWz83NTVx4sQJ5s+fj5mZGdXV\n1eTk5LQ7gcvlcqKiojAxMelwkj9y5Ajm5uatPreCICCTyaiqqsLCwoKamho8PT27LfnZ1NREfn4+\nEomE/Px8xGJx58GtIMClS3++z5WVcOedmsBj3jw6boxpyS+//MLYsWO5fPky7733HsOHD8fPz4/n\nnnuu18pXMpmMsrIyjh8/ztKlS3F2du72OQ6Ul/NcVhZh3t6M6atmJDTlpRkZGVqDRblcjo2NTavd\n9a5w9epVMjMzcXV11ZZSqaQqws3DmSuZ2+XNkMHIlStXSEpKIicnBy8vr05VlbqDIAgcPny4lS+P\nQqHg3Llz6Ojo4Ofn16bqXk+RyWScPn0aCwsLpkyZgrGxMefPn0epVAIatZ6NGzeSk5NDdXU1oMnK\n5eXlIQgCt99++19mEXvgwAEcHR37pBzuRnD+/HkkEglLlixp8X2VSsXRo0dJTEwEwMvLq13vp1to\n7l/JycmkpKRgaGjImjVrbjpvnP8lamtrOXHiBIWFhejo6GBtbc2wYcOoqanB2tqagIAAbXuDnp5e\n/6tRNaNWq1Gr1WRnZzN27Ng+bwi6NgVdWlrKxYsXWbZsmXbHIS0tjR07dvDRRx/1y+576Q+lVJ+s\nZtK+jtUwsrP/D4kkncmTD3d4nFKp5K677sLExIQ9e/b0ixzaRwUF7CgpIczLixF/vE+CoGmq/s9/\nIC8PXn4ZNm5sKUk7GKmru0hK0nJck1dg8U2KRjlqxQrNwjcwsM1udUEQ+PTTT9m8eTM7d+7kjjs0\npVgVFbB3L+zcqaKwsIbZs7NYsaKS2bOdmDx5svZvUV9fT0hIiLaBGjSfc39/f3R1dSkrK+P8+fOs\nXr26xd+vuR+poaGB8ePHM2TIEGJjYzE3N0ehUGBtbd0jb4tmZ9Hw8HBsbGwYP358jz7rV65c0TYi\nd0seMjPzz8DjyhWNFNm998KSJZ1GbHV1dRw9epT333+fBQsWaB9Dhgzp9fWakpLCxYsXEQSBBx98\nsMfn+7yoiI8KC7ng7d0lt/HuUFpayuHDh6mtrWXatGkYGBjg6enZ4rN1LUqlkpSUFO1CVCQS4ejo\nyLhxLdXwJFckJC1LYkZW13t5BhMKhYLg4GDGjBmjbZBvzqr3BZWVlURERODn56eVe1UoFFrn8blz\n5/ZpkHE9crmc+Ph4rcGetbU1BQUFuLu7t/CJuJbk5GT279/fomznZkYQBJ555hk++eSTGz2UHrFt\n2zbuv//+fs863cyo1WoSExMJDQ3VlgK3dR+WSCT4+PgQGBjIwYMHyc3NxdPTkzVr1tzqf7mJaBaQ\naq7EGBDp24FCLBZz8eJFbfpNKpWyZMkSRCIRsbGxHD58mHfffbffXr/2fC3Zr2TjE+7TwRiTuHRp\nAb6+lzA0bF/JRxAEHnvsMbKysjhx4kS/XGQZEglzEhKImzIFpz9S2Ckp8I9/aDaoX30V1q7t1D9u\ncJCRAdu2UZd2gJR/K3A1eBOLuc91efAXL17k3nvvZfXq1WzZskW7uBAEiI1V88UXco4c0cfMLIO5\ncy9iY5PBzJkz0NPTY8WKFW3eNLOysjh58iQeHh4oFAqtc3pzD8ycOXMwNjYmKSmJqqqqP15P01yo\nVCq1n92ekp2dzf79+xGJRGzYsKHFwkUQBHbt2oVCoeDKlSssW7YMc3NzpkyZgkgkQqVS8c4772Bv\nb99zeduiIvj5Z9i1C+RyePFFWLeuQ68PiUTCa6+9RmxsLJs2bWLDhg29DrIrKyvZu3cvkZGRTJ8+\nnWeeeaZX7+vzWVlUKBR87+raq3FdT1lZmda1Xl9fH4VCQVJSknZiBrTfhz8ViDozFqwOrib/nXy8\nQm4u99nk5GQqKys5cuQIvr6+lJeXIxKJeOSRR3rdy9OcdS8rK2P48OHaUmClUklYWBgqlYq5c+d2\neN89efIkgYGBfX5vLi0txdTUtMNs3qFDh5DJZNx33319+to3ipCQEDIyMnj00Udv9FC6jUql4qWX\nXuKDDz640UMZNKhUKt56660WZYI6Ojp4eXkxb968DjdQ2iqfSkxM5OjRowiCgK2trTYL3Iy+vj6G\nhoYYGhpiaWnJ2rVr/3LKezcjmZmZSCQSPD09b+5gIzw8nKamJkQiEQqFAmNjY+bMmdPqQxYWFkZo\naCj//ve/+3U80hwpifMSmZnXdipYENTEx8/C1vbv2Nk93OG5PvnkE60Tbn8ZnK1KSWGGqSkvOTnR\n1ATvvAP//S9s3gwPPKDxjQNNz8hASfoVFhYiEomwsLDoWondxYvw3nsQHg6PPw6PP06t3mVSU1fh\n6roHC4vWUsvtUVVVxYYNG6ivr+enn35qJesqlcK+fbB1K1hYqJkw4SgffBDAiBFde29iY2Opra3F\nz89vwEyMsrOzycrKQk9PDysrK1xdXVvczDMzM0lOTiYwMBClUkl8fDyCIODq6kp6ejr29va9160X\nBDhzRvPGpafDs8/CQw9BO59riUTCuXPnOHPmDD4+Ptxzzz29yoLu37+fhIQE/P39ue2223p8nmYa\nlEpcoqM56e6O9wCq3QmCgFKp7PYue8k3JdSercX1u74NjvoaiURCREQE06ZN4+rVq5SUlLBs2TLU\najVJSUk4OTm1WUbYFQRBID09HUdHR6KiohAEAQ8PD62XRHOmUaFQMHfu3C5dn2VlZWzdupV77723\nzb7Fro6rp4uiffv2kZCQwIMPPqiV1b4Zqays5PHHH+fHH3+8KReIgiCwZcsWJBIJr7/++q1eg35E\nqVTy4YcfEhgYiI+PZlNXEAQUCgVyuRyZTMbJkydJTExkwoQJrFq16qYzYf2rcfHiRRwcHHB0dLw5\ng43w8HD09fVJS0vrtEnt6aefHpD0rLpJTdjQMPwkfujotd6NLSr6nLKyfXh7n0ckan+3NigoiI0b\nNxIZGdlv9YoX6upYm5ZGxrRpJMXq8sAD4OwMX3zR0nxPrVbzxhtv8NZbb/XodQRBYPv27Vr/FBcX\nl1YTSklJCb/++iuHDx8mKChI+/3du3cza9as1hOpIMDJk5ogIy8Pnn9e01xxjbJTXV0EKSl3MnHi\nN1hadn2BqVar2bx5M1988QX79+9vpaj21VdfUVJSDqzi2DFXFAod/vlPTaVQP1ZaAJobbWRkJEql\nEnt7e5ydnVtNbJWVlZiamra521peXk56erpWhQw0SmRjxowhPDwcQRDw8/NDJBKRnp5OVFQU69at\n69ud2/h4zd8tOBgefhieekpjG98Ge/bswczMjNtvv71HL/Xqq68ik8lYvHgxU6dO7VNH5M+Livi5\nspKgm8A9OPfNXARl9/x/Bprg4GAEQeDChQuEh4fj4ODAypUrtWWNvaWgoICMjAxMTEyYPn167xRW\n5QAAIABJREFUq2xZUFBQtz8jcrmcX375hfr6enJzc9mwYQNFRUVYWFh0qgaXm5uLWCxm586deHt7\n4+fn10pqtiuo1Wq+/fZbrly5gpGREU899dRN6fWwb98+YmJiWL58+YDIpvcH1dXVvP3223h4ePRZ\n4/wtWhMSEkJTU1OnKnSFhYX8/PPPlJeXk5aWxo8//vg/Ewiq1WpCQ0PR1dXVCsk0K772F01NTSQl\nJdHQ0IClpSVjxoxh2LBhSKVSTp06xapVq26+YOPChQs4ODgwatQovvvuO9LT0zE2NsbKygp/f38m\nTZqESCSivr6e2NhYoqKi+Ne//jUgY4uwj8Dnog9Gji2VNeTyYmJjPfHyOouJiVu7z8/IyGDu3Lkc\nOnSoe7Xy3UAQBOYkJHD/cHvSt49k/374+GO4++7WCqaNjY289NJL2gls3rx5BAQEdKu0RRAEzp8/\nT01Njbb8wcjICJlMhiAIWFtbExUVxfDhw3F3d2fMmDFt7ywKAhw8CG+/rUm7vPSSZtDt3EDq66NI\nTl7BhAk7uySLey1BQUFs2LCB559/ngcffJD4+HhAU089efLkP1KCEBQE776rMRd/8UVNzNOHvcMt\n2L59Ow888ABGRkYUFxdz9erVFoFDU1MTI0aMoLKyEnt7+04bxAVBIC8vj+zsbEDTfxIREcGqVau6\n5dXRI7Kz4YMPNKmiu++GN96A6wzCZDIZ8fHx7N+/n+XLl7dpCNoR1dXV7N+/H09Pzw69DHqCQq3G\nLSaG7ePHs2iQL+4uP3AZ0xmm2D3UOwPGvqagoID09HSuXLmCWCwmLy+Pe+65p9emdG0RGhrKvHnz\n2l2cqFQqzpw50y2tf5VKRUREBL///jt2dnYMHToUe3t7ZDIZS5cu7fC5v//+O+fOncPS0hJdXV3G\njx+Pv79/r4QQpFIpn332GbW1tUyYMIGNGzf2+Fw3il9//ZWQkBDmzZvXZ4HmQHPp0iUmT558y6Su\nnwgJCaG+vp758+d3uerjtdde4+233+7nkQ08TU1NbW4GqlQqLly4gL29PVlZWQwbNoxJkya1W77W\nE4qKisjIyND+38DAAA8PD4YNG6YVxRGLxajVaubNm9cc+Nw8wUZERAR2dnatdvzVajUVFRUcPnyY\n+Ph4Ro4ciampKb6+vjg7O/eJAVlbyGQy9PT0tBFz/Mx4xn4wFrNZLXVTU1Pvxth4PM7Om9s9V7Mb\n+osvvsiDDz7YL+MFOFpRwQsHqhA+mMDs2SI++gi64lemVqs5f/48aWlpPPbYY11+vdzcXLKysqiv\nr2fx4sWYmJho37fIyEikUilz5szpeKItKtI0k+TlaXbGFy/ukrdDfX0sycm34eLyBVZWq7o8ZtB4\nm6xZswYTExOef/75DktwIiNhyxaIioKnn4bHHuu6dG5XKSwsJDs7u0ta/7m5uaSmpmJiYoKlpSXu\n7u5deg2VSkVRUdHAOXiXl2uCjm++gW3bYMOGFn9XuVzOtm3beOONNwgKCuqWItChQ4fYtWsX//3v\nf3ukPtUZRyoqeCs3l3hfX60vzWDk0qJLOD7viMXiwRUUhYSEsGPHDsaNG4eenh4TJ07k3nvv7Ref\nntDQUG2jYnucP3+eKVOmdNn7pllNytPTk9DQUGQyGS4uLowcOZKxY8cSERHBkCFDmDFjRpsKcseP\nH8fZ2Rk3NzfUajXBwcF9ZmzWXu37zcLZs2c5duwYU6ZMYf369TdledUt+o7mhW1DQwPp6ek89thj\n3Sovv1mDDbFYTGpqagsvreZ1t1qtJjo6usVGel5eHlevXkVHRwdDQ0OkUmmvDKCvRRAEYmJiqK+v\nR0dHBzs7O1xcXLq88XzT9WxEREQgl8sBcHNza7MeT61W94tyE2h2+s+dOwfAwYMHmTZtGhs2bMDE\nxERTk/9sLe6PuaOep0YkEmFjY0NV1QkyM59m6tRkdHXb3vZWKpXcdtttuLq68vHHH/fL2AEqqtWM\nu78Sw3hLvt2hy7Jlff8aycnJpKWlaV14nZycWqjHCIJAZGQkDQ0NzJ49m6Ed+RYIgmYh+vLLmhX8\nK6902GDcFhrjv6WMH/8p1tZ3d/6Ea7hy5QovvPACly9f5tChQ52WR6SkaFoTTp7UtCU8+2wr4/Ee\nk5OTQ0lJCbNmzerS8c3X508//cTcuXO1PShNTU1aXexBQ0KCxuDEzg6++goc/zTGlMvl/Pjjj1RX\nVzNq1CgWLFigdRavqqrSloZdW/L27rvv8t133/HWW2+1MJzsSwRBYHZCAo/a2fG3dkrBBgNRE6OY\nfGQyJpO6ZyDZ34SGhjJ//nxuv/12PDw8GDJkCM7OzjQ0NPT5ZktXgo34+HgcHR27pSgUFhZGSkoK\nsbGxbNy4kblz5xIcHIyBgQGzZs3SipbY2Ni0qS6XmprK8ePHWb9+PREREaxZs+bWwvoaYmNj+fHH\nHxk/frw2CL3+oaOj0+73p06dyrhx4269pzcRgiCQkZFBcXExEomEzMxMjI2NcXFxASAgIKBbf8/m\nZvU333yzv4bcL0RHRyOVSvH19W1zA+T06dPaTdq8vDwuX77MqFGjcL1GuCQkJKTXwUZTUxPh4eEo\nlcpelSPfdMEGaHaUoqKikMvlFBQUIJFIWL9+fb/WqqpUKs6ePUtISAgBAQGYmJhQVlZGSUkJs2fP\n5rfffmPRokWUv1eOvo4+u9iFRCJhz56dJCf7MmHCTiws2teFf/bZZ0lNTeXkyZP9tiN1/Djc96CK\nYf41pOywxMys/2/AlZWVZGZmIpfLUSgU2t/Nx8dHu2Bsl7w8TV1/RYUm4OhFfbxYnERS0mLGjv2A\nkSPXdek58fHxqNVqfH19+eGHH3j22Wf58MMP+dvf/tbpc3Ny4P33NVVCa9dqYqR2VCy7hEql4quv\nvmLUqFHdbnJWq9VkZmZSXFwMaByCH3300W67l/c7CoUmPfTppxq1ggcfbJW9EgSBX375RburdeHC\nBT7++GPeeecdAgICGDNmDGq1mgMHDlBcXMw//vGPfhNYAAivrWV9ejoZ06ZhNJiCtz9QSVRcsLrA\n7KrZ6BoNrvEdPnyYH374gaeeeoqAgADy8vK4cuUK8+fP79NAWK1W8/nnnxMQEKAtsW2L3377rdPy\np+tpbGwkIyOD8vJy5s6dy5AhQxCLxQQFBbFkyRJttrakpIT4+HgmTZrUIsuemJhIbm4uQ4cOZezY\nsf2Wgb/ZuXr1Klu3bmXq1KksW7ZMK/GtVqu1X1//UKlUREdHk5WVpT2Pra0tPj4+uLu799q753+V\n6upqPv30U6ZNm0ZAQECXhFya5dgvXLjA0KFDMTU1ZdiwYQwbNgxTU1MKCgpISkpCrVYDMGHCBOzt\n7RkyZAjjxo3rVHGvI9LT00lISGDduq7N+zeauro6zp07x7Rp07DpYBMrKSmJPXv2MG/ePJydnbVB\nhkQi4dKlS0ilUiwsLLokod/U1ER5eTkWFhba66Kqqoq4uDgMDAyYPXt2r+W/b8pgo5ni4mISExNZ\nsmQJOjo6CIJASUkJtra2fbqTERMTQ3V1NUZGRq1072UyGYaGhigUCnbt2sXdo++m4P0CvM54IZPJ\nCA//G3p6tUilzzFx4kTtZCIIAnK5nMbGRnbv3s3OnTuJiorq0ybWZlQqeP11+P57MHg1nV332OLf\nh7V7fY5ardnd/ve/4bnn4IUX+qT7WixOISlpEc7OW7Cx2dDhsc06+9c2KyYnJ7N69WoWLFjAxx9/\n3EXFGvjwQ/j6a83a+eWXoTd/4uzsbNRqdSsvhe7QlV1e0PjSXL58mfnz5/dprWenpKRoshxmZrBz\nJ3SwAFMqldTU1JCSksL27dtxc3MjISEBd3d3Vq5cOSCmZ/MTE3nK3p47B6HGfm1YLVdfuMqUqM4d\noQcahULBpk2beOaZZ2hqaiIzM5PAwEDsr1Wo6CPUajVlZWVcvHiRhQsXtplNTU1NpaSkBNAoTa1b\nt047j9TU1JCRkaH1wmjGxMSECRMmUFNTQ3p6unZy19fX59SpU3h6emJtba2V022Wu75Fz3jjjTd4\n4403evz84uJi4uPjCQkJYdWqVX3ey/VXRqVS8Z///Ae1Ws0rr7xCQkICoaGhSKVSpFIp8+bNa7ER\nJggCBw8eJDExkfT0dKZPn85TTz2FRCKhvr6ehoYGGhoaqK+vx87ODnd39z7PtmdnZ7N9+3ZeeOGF\nVuqSg5HY2FgaGxuZO3dul9awYrFYey+Ljo6mrq6OoUOH4unpqQ0aVCqV1t37woULlJaW4ubmRklJ\niXbzV19fX+vvY2Zmpq0O8vHx6bO19E0dbICmkbc54hKJRJibm9PQ0NAnN5ErV66QlZXF1KlTsbKy\nYseOHYwZMwYXFxdGjRpFWloaISEhuLm5IZfLmTNnDoZyQy6OucicmjmIJZdISlrM1KnJGBhYk5aW\nRnl5uXashoaGZGRk8Pzzz/PBBx9gZ2eHvr6+Nn22bNmyXi+Wqqs11gYyGXyyR878vBjKZ89Gd7Cm\nleVyzYALCzXZjN7Krl5HY2M6ly4tZMyYt7C1bd8/ojl1e72pVl1dHZs2baKwsJBDhw51ubehqAje\nfFPjd/fii/Dkkz1rJE9MTMTY2LjbUpcKhYLNmzX9Qjo6Op3KQMfHx6Ovr09paSnW1tZ4DrTqklKp\nidK2bYOffoJOUsFSqZSioiJMTEywtbWlvLwcfX39fgner+fjggJSJRJ2DkL50fxt+cgL5Yz/ZPyN\nHkqbXLx4ke+++45Vq1YRGBjY4cTW0NDA1atXe2R22YwgCPz000/MmjWrw2v32LFjLTJi5ubmuLi4\nIBaLGT58eIumzNzcXHJycgDN5J+UlMTs2bOZN28eUVFRNDQ0DKjc9V+VxMREPv30U3bv3t0n5/v0\n00+xsrJi7dq1fXK+vzK7d+8mKSmJV199td0yw+DgYE6cOIGVlRVisRiRSMRdd92Ft7c3KpWK3Nzc\nHimu3cxIJBKSkpJwc3Pr1BsoODiYSZMmdTsoqq+v5+zZs0ydOhXba0RWzpw5ow0yGhsbMTY2Zvbs\n2Zw/f75VudW1FBcXk5ub2+Vy7a5y0wcbbREWFoabm1uvyqpOnTrF2LFjGT/+z0m6sLCQHTt24Ofn\nh66uLnp6esyZM6dVf0jUhCgmHZzIFcUi7Owextb2gTZfIz8/nxkzZvDtt99qGwPlcjlnz54lMzOT\nhx56qN0JShAELl68yMyZbXt6ACQmasyzV67U9BF8U15MaG0t+/p4Ad9niMVw552arf8ffug3y3KJ\n5AqXLi1g1KjX2vU7OXfuHH5+fm32/giCwAcffMD777/P999/362mzsuXNWaJ0dEaAaaNG7tumhgX\nF4exsXGvfS8OHjzI2LFjtTrlbXH06FFqa2u1gdWlS5eYMWNGr9LZPeLcOVizRpPhGKTqNFckEgIS\nEymcOXPQ1YanrE7B6i4rRq7to8ahPuazzz7DxcWFhISETps+z5w5g1qtZuHC9stRO0KpVPLJJ5/g\n6OjYpd4IsVhMbGystiwHwMrKirq6Oq2xImjuB33VhHmL1sjlch566CGWLl3Kvffe26fX2LFjx4iK\nisLBwQF3d3fc3d0HNos7yImMjGT//v1s2rQJb2/vLj2ntrb2L/UeKpVK8vLyqKmpQSwWA9qFM4Ig\nMHz4cMrKylqt1YYOHUphYSGLFi0iLS2NhoYG7c8UCgW+vr4t5tPjx48zbNgwTExM8PX17dLY4uLi\naGhowN/fv8V1ERkZqfW2GCz8JYONs2fPkp2dzejRo7VGWB4eHtja2nL48GHc3d3R19cnJiYGJyen\nNmU+jx8/joGBAZMmTdLubufn52NpadlprXv6xnSE244iH/8bXl7n2vTUkMlk+Pn5cc899/DCCy+0\n+fOIiAiUSiXu7u7Y2toSFhZGbm4uJiYmrFq1ildeeYXNmze3efP94QdNc/Jnn2k8IADuTE5mjbU1\n6/uqY7kvqa6GZctg8mRNCVUH6VSFSkGdvI46WR21slrq5H/8e/3//zhGV0cXM0MzzcPIDFNDU4x1\n5FQXv89o2zWMc9iEmdGfPzfSM+LSpUsYGxujp6eHSqXC0tKyVfB67tw51q1bx6OPPsorr7zSLVGC\nixfhn//UtKO8845mHd3RHBoTE4OpqWmvzbuCgoKIiIjAyckJX19frKysWuyGXL58GalUSmRkJBs3\nbsTExITq6moOHDiAiYkJc+bMGfi68rg4WL5cEzFv6Lj87UYxPiqKA5MmDajJX2cIgkCkfSTeF7wx\nHjM4S3dyc3P5/vvvaWxs5JlnnmnxWQRISEigrKwMIyMjzMzMqKmp6fbCXiwWEx0dzdWrV7Gzs8PP\nz69LfTyJiYnY2dndMgW7wbz++us899xznff49YLmnoHU1FScnJxwc3PrsoLfX5n2pFX/V0hPTycv\nLw83NzfMzc0xMTFptd7Kzc3F0dGxVQlYQ0MDJiYmLdYFycnJ7N+/H2tra8aOHdtmtsPW1rbTeV4s\nFhMaGoqPj0+rstOUlBR0dHR6b8bbx/zlgo3mRfqMGTNaNIBdunSJ0tJSbcStr69PWVlZuw2B+fn5\npKSksHjx4m7XEebtSCDXaQG+fmHtemo88sgj2kVcZzs1SUlJlJaWYm5ujlQq5cCBA9x///1kZWWh\nr69PYGAgMTExBAYG0tSkaXE4eVJTstN8v5Sr1VhfuED2jBlY9rf7XHcpKYFFizRyttu2gUhEqbiU\nS6WXSCxNJLEskdTyVKqkVdTKapEr5drgYLjRcMyM/vjX8Lp//zhGJaiok9Vpg496eT118jqqJSUU\nV4UhF5kjE4ZojwEwNTTFCCPMdczxdvTGpNGEJVOWMN15OtYm1tq/WXFxMWvWrMHCwoI9e/Z0uKOj\nFtSUikspqCsgvy6f/LoCokItCPl6EbpGUjzX72OYSyIShQSpQopCrcBYz5gh+kMQ14jRQw9HG0fM\nh5ozzGAYDqYOOJo54mjqiKOZI0MNOlD1+oP6+nrtrqxKpWLPnj34+vri6+tLaGgoo0eP5tSpU60C\n4Pr6ej7//HOkUikvv/zywNedp6drPh8vvKAxAhxkPJOZiZWBAa+OGnWjh6JFViAjzjeOWaWzerUb\nnJKSQnFxMfr6+ohEIi5evMi6dev6RB5ZIpFw6tQppkyZwqhr3jtBEPj9998ZN25cC9ni/Px8YmJi\ncHV17XQylUgkbNq0CRcXF5544gmsra279T6o1Wq+++47Jk+ezKRJkwafoML/AI2NjWzevJl33nln\nQF5PEARiY2NJSUkhNzeXtWvX9qsR2i0GJ3K5nODgYCZMmNCr/sj+ICEhgZqamjZVufLy8igpKel/\nn6we8JcLNrpKVVUVRUVFLaRMs7Ozyc3NBehyF39bJF24m/rjxsx597s2f7579262bdtGdHR0p3V8\n14/56tWreHt7I5VKKSsrw8nJiZCQECoqKjA2dubTT2djZibihx/g2nVvUHU1b+bmcqGD0pkbgSor\nk8w180lcNYvEGaNJLNMEGAq1Ai8bL7xGeuFl48Vk68lYm1hjZmSGiX7r3YWeIpeXcOnSQiwtl+Ps\n/C4ikQiZUka9vJ5aWS25tbmkV6STWpFKxJUISlQlCILAJKtJTLKahOsIV8abj+fIV0c49+s5jhw+\nwkS3iaSUpxBXEkd8STxpFWkU1BdQ3FCMuZH5nwGCqSPWJtYY6ZiQEuLB8S+nMcqlnk0vZDLJTY2e\njh5SpRSpQopEIUGikJCRnUFFbQX2zvYUNRSRX5dPQV0BBfUFGOsZ42jmyJjhY/C28cbH1ocpdlOw\nHdq2YEJycjIqlQqRSERlZaXWrFEqlbYKJqRSKSdOnCAlJYXAwMAb01iZmwsLF8J992nEAwZRydLv\n1dW8nptLxCC6vsoPllP2Qxnux3q+Q5uVlUViYiKrV69GEAROnjyJt7d3nzdxZ2RkkJ+fj56eHiKR\niKamJmbNmtVmI3dBQQG7du3qUqNwcHAwgYGBPR6XSqWisLCQurq6TmWvb9H3ZGZm4uDgcEOa6hsa\nGti3bx/5+fk8/PDDLYLhW/x1SU5OpqSkhAULFgwKefjy8nLy8vJobGxEKpUyefLkNsujBEHg448/\nZt68eUycOHHQCVH8zwYbxcXFZGRkEBAQoG0Ed3V17XWJSHV1MBkZD6FYsYOZWfPQH94yixAfH8/i\nxYs5f/58uw06PeHAgULWr9dj/Xopu3eP4fqKnqczM7G+wTuvgiCQUp5CeH44l8oukVgUR0pBHDaG\nlnhN8MfLxgvPkZ542XjhYOowYPXvTU2VJCUtxtR0JuPHf9pm2RtoMkzm5uYYWhiSVpFGankqlysv\nE18ST0pFCo2yRlSlKkRGIkY6jMTN2o2FzguZZj8NJzMnHEwdMNRrvw9FLocvvtA4ki9dCm+9BW1t\nHqenp2NmZtaikUwQBKqkVeTX5XO1+ioJpQnElcQRVxyHno4eU+ym4GPjg98oP/xH+Xc4jo4QBIHn\nn3/+xim5lJbCggUa58SH2+63uRE0Zw6vTp/OiEFSdpD1XBb6VvqM+lfPr/m9e/cyZ84cRo0axUcf\nfYSrqytGRkbanxcVFbF+/fq+GG6bqNVqkpKSqKqqIjk5maeeegodHR0OHTrEnXfe2alMeEZGBkZG\nRl1aKF6+fJmSkhLUajUymYwlS5agq6tLeHg406ZNG1TlJCEhIZw/fx5BEFiwYAFKpZKioqIuyXLf\nontUV1fz+eef4+Pjw7L+MKa6xaBAIpFoBX8GiwR1ZGQkhoaGTJgwocuZ1bKyMr788kseeeSRDqVz\nB5r/qWBDrVYTFRWFWCzG1tYWKysr4uPjGT9+fJ+kylQqGbGxHowd+yEFd9nj9E8nLJf+2QBUXV2N\nr68vW7duZc2aNb1+vWYOHoTHHhMIDNzHRx8taPMDNiMujvfHjmXOADduqQU1FwsvcjT9KEcvH0Wp\nVrJgzAK8bbzw2vkrHiIbTHd+P6Bjagulso6kpNsYMmQ8Li470dFpvYg5duwYYrGYESNHkFKfQnR1\nNBerL1KvrGfp+KVMsZ9CQ2kDn+/8HDsPO8xdzYktiWWC5QTmj5lPwOgA5jjNYZhhx9msujqNR8cX\nX2hUq156qaVylSAIhISEtJDlbQ9BECisL9QGHmdyzpBakcq80fO4bfxtLB23FEez7jWRNTQ0EBcX\np12QDTiXL4OfH5w5A4Not3nhpUs85+DA0oFuom+HuOlxOG91xnxezxS5BEHg8OHD+Pv7t6lAU1ZW\nRk5OTr+l7ENDQ1Gr1Xh6emJqakpYWJj2M69QKPjll19YunRph34Jv/32G4GBgZ1qxIvFYqKiorTn\nl8vlnDp1CmNjY0QiUY+b0vsbQRBITEykqqqqR0o2t+g6r776KuvWrcPNre3S6FvcvCQkJFBVVcX8\n+fP7zRC6u+Tk5FBXV9ftCpv8/HxqamoGXkGyEzoKNgbHO94HVFRUEBQUpI1a58yZQ2FhIYWFhSxd\nurTPavIKCrZiYjKZESOWY7HYgurfqrU/U6vVrF+/npUrV/ZpoPH55/DMM/D77yL27VtHfn4+p0+f\n1paDNVMol+N0zY5kf9KkauJ01mn+cfwf2H9oz8O/PoyRnhEH1xwk5+kcdt2xiydSTZgTWYTpJ18O\nyJg6Q0/PDE/P08jlhaSnr0Otbmrxc5VahXKMkmMGx7gn9h5+qvoJ13GuHFp/iPKXynnS4Uk8Gj1Y\nYreEjH0ZjM4YjewrGYnrEvlo8UeY6Juw9cJWbD+wZeaumbxy5hV+v/o7EoWk1VjMzODttyE+HlJT\nNeq/R45ozNSBbmV8RCIRjmaO3DnxTt6e/zYRD0Rw9amr3ON2D+fyzuH9lTeeX3ry9rm3Kaov6vR8\ngiDw9ttv89lnn924xtmJEzWyuPfco1EwGyQ4GhpSJJff6GEA0FTRhOSyBLOZPW+q/fnnnzE0NOTE\niRNasy3QLPTj4uKIjo7u99rgBQsWMGLECLKzs2lqatJKzOrr67Ny5Ur27t3b7nOzs7NxcnLqkhnV\nuXPnWjSeGxoacscdd7Bw4cJBG2iA5vr28PCgvLyc3bt309TU1PmTbtEj6uvrB13T7S16h1gs5tdf\nf2XEiBEEBgYOmkADNBUMPSnld3Jyori4uMU9e7Dzl8hspKamUldXx8yZMxEEgbCwMARBYO7cuX36\nwZJIMomPn4mvbwJGRo6Ik8Sk3JnC9KvTEYlEvPHGG4SGhhIcHNxrJ0bQLDxffx3274fTp+GaHkpA\nU65VWFiIg4MDHl5eDAkLo9HPD/1+upgamxo5lXWKo5ePcjLzJBNGTGDlxJWsnLiS8ZbXafynpoK/\nv0bWdJDtEqlUMtLS7kEQVLi5HaS0sZrdCbv5OuFrRpqM5CGfh7h9wu2MHNq2old9fT0xMTEolUqC\ng4P54Ycf2Ldvn9ZET6qQElkYSWhOKKG5oSSWJuJt603A6AACRgcw03EmRnotg8LQUE1P9MiRGnPt\nUaMaCQkJYcWKFb3/fdUqooqi+CHpB35M+RG/UX48MuURFo9djK5O2/WqUqmUv//978yaNYsnn3yy\n12PoMZs2aS6Eb7+9cWO4hn/n5KADvDEIUvCl35dS+XMlk49M7tV5VCoV+/fvx9TUlGXLlpGUlMR7\n772Hnp4eW7ZsaeVD01cIgsDZs2e1101FRQVxcXE4ODgwebLmd0pKSkJPT6/FAjA+Pp66Oo3Ig0Qi\naWEy1hEhISE3vXxtbW0tW7ZsQa1Wtyh1uxalUsnatWtvKS11E0EQiIyM7HPvgVvcGCQSCeHh4RgZ\nGeHn5zfoJMvz8vJoampqYb3QFVJTU6moqEAqlWJjY9NlueKB4C9XRpWVlUV6ejpVVVXY2tpy5swZ\nfHx80NHRwczMDD8/vw7T7j1BEASSkhZjYbEER8fntN+7OOoiHqc9OJdzjocffpjY2Ng+qaFTqeCx\nxzSKoCdPwvUbzFKplG3btuHv74+joyNZdXWsLi+nYfHiXr/2tTQ2NXI4/TBH0o8QkhOUH+KRAAAg\nAElEQVTCdIfprJy4kjsm3IG9aTsNpBIJTJ0Kzz8Pf2/fVO9GolYrOB+3hILqJP6ZpOQO13t5eMrD\neNt278LNzs7m0KFDbN26laeffprXXnut1U2tsamRCwUXtMFHakUqU+2mEjA6gIVjNf0eOiIdlEpN\nWdWbbwrMmnWV778fy/DhfXuDFDeJ+THlR3bE7aCssYyHfR7miWlPYGbUene8rq6OxMREbUnXm2++\nOfA37MZG8PXV2LJv3Diwr90GXxUXE9vQMCjM/VLvScVisQW2f7ft/OAO2Lt3L8bGxtTU1HD77bdj\nZWWFWq2moqKCvLw8ysrK+iTovZ5rBTwiIiIwMDBopT2vVqsJCQnRNoCXlpZSWFjYZY36a3nxxRfZ\ntm1bn4x9MCMIAl9//TWpqakdGrTd4n8HtVrNyZMncXJy+suLIEilUsLCwjAyMmrTI22w0NPNj7Nn\nzzJv3ry+H1Af8JcJNgRBYMeOHdTX1+Pg4ICLiwsSiYTp06djYGCgtV/vD8rKfiQ/fwtTpsS2qPW/\n8ugVys3LWb1rNUeOHGH27Nm9fi2ZTGOwXV+vkbbtTMwqLy+P33JzebOmhuI77uiTBWFxQzHbo7ez\nM34nMxxmcPeku1nushxz4y7Uhv/rX5CXB3v3Dio1oWYulV7iX2f+xeXKND7ydcTOqAkvj9Po6/e8\n1yUvL4/bbruN4cOH8/LLL7ep1T158mRGjBhBvbye8PxwQnNCOZl1knp5PWsmrWHZqGXolOhQXiYQ\nHDyfEydEbN4M999PKzGAviChJIGPoz7mVNYpXp79Mo9OfbRVxqWZL7/8EpVKxZAhQzAwMOjXhuFW\nJCfDvHmaPo4bvHA6UVXF9qIifrvBE7ZaoSbCOoKp6VMxtOmaEIBMJiM8PBzQSN16e3ujo6ODoaEh\nTU1NTJ06tU2D0fz8fKqqqvp8B61Z3nbo0KGEhoZqMxzXk5iYSG1tLaCZzPz9/bv1Omq1mi1btjBk\nyBCeeeaZXo/7ZkGlUlFSUtJvmalb3Dz8/vvvzJw5k5iYmHavs5sdmUxGWFgYBgYGzJkzZ1CoTHXE\nmTNnutSTeT23go0B4PPPP8fR0ZF58+a1MlLpT5TKOqKjJ+Hmdggzs5Zu3kVHi1i0cREPvfVQn0xk\ntbUa8zdbW/juu64ZbCckJPDt1aucMzTkGweHXi0KEksT+TDyQ45fOc59Hvfx9PSnGWsxtusnqKwE\nFxeNtXkfaPT3JTk1ObwW+hrB2cG86vcqj/g+gr6OHllZz1FbexZPz9MYGPTcDFEul/P0009z9uxZ\njhw50qr2t62bREVFBb9e/JVzlecIqw5DqaPkrkl3sWbSGnRLp/P0UzqoVBrjxunTezy0DkkpT+HV\nkFdJLE3kzXlv8jePv7UorxIE4f/ZO++wJq/3jd8QpizZslQKKgiiqCCKuyo4quK2rqod1m9brVq1\nS2t/tdaqXbZWq7ZVrHXUhSwB2aBC2CB77ykjjMzn90c0FQmQQMC25nNdXK3vOOckefPmfc55nvtG\nVlYWWltbcevWLbi6ukJJSQmxsbFwdHSEi4uLWPlSmbJlC6CnJ3RHfI4kNjVhfUYGkp2cnus4HoU+\nQu6uXIxnSjbDn52djXPnzmHr1q2or68Hg8GAtbU16uvrwWQyoaGhgby8PJHcYkhIiMi3AhBeu46O\njjI1Xbt37x6qq6sxa9Ys+Pj4YOnSpT2+p9fX1yMpKQlcLheDBg0SpWGlpaXh3LlzGDNmDPT09ODm\n5vaPS6eQI6cvycrKAp/PB4fDgZmZGQwMDJ73kPqEM2fOwM3NTaQ011tz3L6mJysbhYWFuH//Plau\nXNlHo+od/5lg43mRnf0uBAI2Roz4pcO+97a+h8TTiQiqCoKKbu9kE8vLAXd3YanDd99JN5v95p07\n8E9NxeVJkzBx4sTuT3gKAQngl+2Hb+5/g8yaTLzr/C7eHPemZKsYz/LJJ0BVFfBLx/fqeUBE8PL2\nQrJ2Mr5/8D3edX4XOybuaKcWRUQoLPwclZV/wMEhAOrqQ3vV52+//Ybdu3fjxIkT7YQCxAUbDQ0N\niIiIwNixY2Fqaoq0qjRcfXgVV9KugMVhYdnI5dAsXI7Tn02Au5sCvvpKWNfRF0QVRWHv3b1gcVjw\n9PCEvVHHWgAiQlJSEry9vdHU1ITRo0dj2rRpMvdk6EBBATBuHJCdLQw6nhPVHA5GxMSg7nlIAj9F\n7ge5UNRQhOVnndeO1NXVgclkQkVFBUSEmpoazJs3r528Ym5uLphMpkhilsFg4NGjR4iIiICtra0o\nn/hJLRybzYa1tbXMZCNv374NCwsL2NjYIDg4GAMGDEBxcTFWrFiB9PR01NUJBTjYbDYmTJgAvcef\n/ZPg4kmBpI6ODhwcHKCkpITCwkJkZGSgsbERAQEB2LRpE1xcXORBhpwXjra2NoSGhsLd3b3HM+n/\nJtLS0qCuro709HS4ubkhOjoaU6dORXp6OiorKwEABgYGosmIJ0RFRaGlpaVfhSJCQ0MxZcqULldg\nuFwu7t27JzLpHTJkCKysrP6x97Kugg0QUad/wt0vNo2NTIqMNCYOp7bDvmvXrtHQoUMpYnYEVV6u\n7FU/WVlElpZEBw8SCQTSn78vL49W+ftTSkoKNTU10ZUrV7o9p4XTQidjT9KI4yPI8aQjXUi6QGwe\nuwejf0xdHZGeHlFubs/bkBEsFot8fHzogs8FMt9vTlNPT6WShpIuzyku/oGio82JxUrrdf9MJpOG\nDh1Ku3btIi6XS0REISEhnR4fFBTUYVtqZSrtC95HNj/akMWxwTTuox2kY3efjh0TEIfT6yGKRSAQ\n0Nn4s2TwtQF9d+874gv47fatXbuWrKys6Ouvv6aWlhZKSEggT09PqqyspIcPH/bNoJ6waRPRvn19\n20c38AUCQkgI8XvyJZUhD2wfUENMQ5fHCAQCOn/+PDU1NYndn5aWRklJSWL3VVdX07lz5zq05+/v\nT4cPH+7ZoJ9qp6ioiBobGyk8PJz27t1LTCZTtD80NJRCQ0Oppqam3Tn3798nPz8/8vb2JiaTKfpe\nyZEjpyMtLS109epVam5uJh8fn76/P/+DuHXrFt24cYM8PT3pzp07FB0dLdpXUFBAPj4+VF1dLdpW\nVVVFH330Ub+Osba2luLi4ro8Jjc3l3JycvppRL3nccwgNp6Qr2x0AREf8fEuMDX9H0xMXmu3Ly8v\nDy4uLvD29oZZnBka7zXC9nzPDPwyMoQeZgcOAK+/3rOxHiwsBIvPx/yyMhQXF8PT0xMLFy7Eli1b\nOhxbwarAidgTOMk8CRdzF+ycuBNTh0ztfbR84IBwBvq333rXjgy4evUqai1q8WnEp9g9cTfsmuww\nb273Zk0VFReQm7sLo0Z5QVvbuVdjqK2txerVq8Hj8XDp0iU8fPiw01zL0NBQTJ48WayBGREhrToN\nV9Ou4kLCFZRVt0CzaDm+Wrccm9yc+2SWI7cuF2tvrIWWihZ+mv0Tzn53FkSEV199tYO29/Xr12Fl\nZQUtLS1kZWX1nS9Hbq4wlywnB+hnL5kncAQCaEREgCtl3YAsac1rRfykeEwqmwQFxc4/+5ycHNy6\ndQsTJkyAjY1Nh/SJjIwMDBw4sJ2gBYvFQkFBAaqrqxEcHIz9+/eLrkl67PeQmpoqlbFcW1sboqKi\nwGAwQES4fv063nvvPZSXlwMAXFxcEB4eDmdnZ2hra3fZlkAgQGFh4T/GkEuOnH8iOTk5yMnJwZw5\nc3DkyBGsXLkSQ4cOfd7D6lcKCgpQX1+P0aNHi/2NfPDgATgcDhQVFdHW1obi4mKsX7++XwvKu1tt\nqqurQ3Fx8T/OT6Mz5GlUPaS09GdUVV3EmDFh7Ryn2Ww2Jk+ejLVr12Lbtm1gl7IR6xCLSWWToKgq\n3YWamSkMNA4e7J3YzjfFxShms/HtYz+RlpYW3L17F+PHj4eJiVCtpondhEORh3CSeRKr7Fdhu8t2\nDNcf3vNOn6alRVijce8eIKWUm6zhC/j4n8//cCP+Bi54XMBsh9lITk6Gvr6+ROk+NTXeyMzcBFvb\ni9DTm9W7sfD52LdvHzw9PbF161bs3btX7HEsFgupqandehoQEVIqU/HZ1avwyr0CTW0+dk1/C1tc\nXoPBANnm4vIEPBwMP4hTcafgtcoL4826rg+oqqpCWlpa3xYgbtgg9OD48MO+66MLGng8WNy7h8Yp\nU55L/wBQ9HURWnNaMeKX7nOS2Ww27ty5AwsLiw61XCUlJWhtbRWlSoWFhSEoKAjr16+HlZVVpz+6\n4eHhEAgEICJwOBy8/PLLYoPk0tJSNDY2IiEhAYsWLYKGhgaICNXV1TA0NPzHpgLIkfNvhYgQFhYG\nTU1NNDY2gs/nw9LSUmY+Y/92mpqaMH/+fLi6ukJVVRXz588Hi8XCjBkzUFhYCD6fj5ee9RjoQ8TV\nbURFRYHL5YpWBOzs7GDcV7nTMqarYKPjL4QcAACHU4mCgv0YPTq4XaABCCUUzc3N8d577wEAVM1U\noemgiVrfWhh6SK6Wk5UlDDS++KL3qp5qiopo5fNF/x4wYACSkpKEEXtJMRTGKuAI8wjmWM1B6tZU\nmGrJ2IU2OBiwt3/ugQaHz8GGmxtQwarAhRkXMFxHGEw5ODjA399fomDDwGABlJT+QlraMgwf/jMM\nDZf2eDwMBgMHDx6Es7MzNm/ejKKiIhw5cqRd3jwAaGpqorm5udv2FBQU4DBoFK6/Owq1tQew8dMH\nOHT2JL6KHobFI+fjrXFvYfLgyTJ5kFNSVML+6fthb2SPeRfn4dqKa5gyRPxDNhHh8uXL+O677xAX\nF4eBfbXysHEjsGvXcws22gQCqD1nKcXKPyox7Ifuv2dNTU3Ys2cPjI2NweVyMWbMmHbXhZaWFqqr\nq0X/dnV1BYPBQHNzc5eze1OnThX9P5fLxc2bN7Fs2bJ2x/D5fMTHx2PgwIHQ19dHTEwMZsyYAQUF\nhednFClHzn+YvLw83L59G2ZmZmAwGJg6darYSYAXGS0tLezatQvZ2dlYvXo1cnNzn5QMYPDgwQgN\nDe3XYENZWRkcDgcqKn/X+7LZ7H+9H5A45FdiJ+Tm7sKgQa9BU7N9IdG1a9fg7e2NuLi4dj/cRmuM\nUPlHpcTBRna2MND4/HOhtGlvUVdURNszbpLbtm3Dp2c/RZBSEAbmDsStVbfgZNZHKjq+voCE5lp9\nRQu3BcuuLIMyQxl+a/ygpqSG8PBwZGZmQktLC4MHD0ZhYSGGDBnSbVsDB06Fg8MdpKTMB5f7CKam\nPcxve8yiRYtga2sLDw8PLF26FF9++SXGjh0r2p+RkSG1EaS+vgK8TrggLMwFr79bh2SX89hY9AZU\nVRjYMm4L1o1eh4FqvX/oXzpyKbRVtbHkyhKcW3wO84Z1TEdTUFDAG2+8ATabLVPFog64ugrTqSoq\nABn42UhLK58P9ecYbLBSWeA94kFnSvfv8bFjx2BoaIg9e/ZATU0NAoEAaWlpqKqqejIDJfKriIqK\nAovFwsSJE9ulMhFRl4FrZyZoN2/exPTp06Gvrw82my1WUleOHDm9g81mIzMzE6WlpdDQ0ICzs7PU\nAjEvGtbW1rh48SJ27tyJ2NhYUYH281hpHTNmDBITE+HsLEzZzs3NBY/H6/dx9AfyYEMMjx6FoL4+\nHE5Oae225+Xl4e2334aPjw90ddsrNRkuNUTuzlzwGnhQ0un6bc3JEQYa+/fLzvNOXVERrU8FG3mP\n8rA7cDdCmkIwT3keft/6e9/pThMBPj6An1/ftC8BXD4Xr/z5Csy0zPDrol+h9NgL5cksrI+PD0pL\nS6GioiJRsAEAWlqOGDMmDMnJc8Dj1WHw4N29GuPw4cPx4MEDbN68GStXroSXlxdsbW3h5eWFmpoa\nbOrhxTBtGpAaq4dDh7bjx4PbsOajMEQWncS+0H1YYrMEW8ZvwXjT8b26mc62mo3bq29j0aVFOL/4\nPNys3UBEaGxsREVFBYqLi1FXVwddXV2Ul5fD1FTGK2dPUFYGZs8WXmsbN/ZNH13QJhA812Cj6o8q\nGK026rJW4wmLFy/G4cOH4enpKUqLsrW17aDEAgDGxsZgs9lgMpkAhDOAqampUFVVxauvvtrh+IiI\nCISEhGDcuHGiNM0n3Lx5E8XFxfD29sb69evlgYYcOTKmubkZv/zyC5qbmzFixAhRPZY80BAPESE2\nNhb37t1DdHQ0XnrpJURHR4tqv0pKSmBubi5St+svtLS0wGKxAAjvqTo6OpgzZ06/jqG/kNdsPINA\nwAGTORqWlodgaLhYtJ3NZsPV1RXr168XpU89S6pHKvRf0e/S0Tc3F5g5E/j4Y+DNN2U37pvV1fit\nogKew4fgy4gvcTr+NHa47IBVtRXef+d9zJs3D2+++Sbs7e2Rm5uLESNGQEVFRTbRfFqacFUjP/+5\nmfht89uG7Lps3F59u51HxBOICA8fPkRiYiJWr14tVRFYW1sJkpPnQF9/IV566VCv3zMiwoEDB/DD\nDz9gx44d2Lp1KzIzM2XyQ5GeDrz1FsDhAF8dr8ID9m84FXcKuuq62DJuC1aPWg1NlZ57YkQURsDj\nTw98PeJrvKT7EnR0dKCnp4e0tDSYmZnhzp07eP3110USpX3C778Lg9urV/uuj05IaGrCxowMJD4H\nnw0SEO5b3scor1HQHC17XxMWi4Xw8HCoq6ujsbERJiYmohk3ccfGxMQgPz8fixcvRkZGBjgcjmi/\nQCDAlClT2qUHyJEjR05/wmazcfr0aRQVFWHChAlwdXWFsbExWCwW7t27J3qwDwwMxOzZs5GRkQEV\nFZV+TaXy9/cHm83GpEmTYPicTWt7i7xmQwqKi49BTc0KBgaL2m3fu3cvLCws8O6773Z6rtEaI5T9\nXNZpsJGXJww0PvpItoEGAKgrAJl5VzEi4DTcrd2RvCUZF09dRA47B1988QWGDh2K8+fPIzs7G3Pn\nzsXZs2exY8cOmJmZ9T6v08dHGGw8p0DjXOI5+OX4IeaNGLGBBiD8EmhpaYHNZkutNqGmZo4xY8KR\nkjIPmZlvYPjwk+1c5KVFQUEBn332GWbMmIHVq1eDwWB0WjguLba2QGgocPYssGK+EV5/fQ9SPvkA\nkWWBOBl3EnuC9mC1/WpsGb8Fo4xHSd2+UpkS3rJ5C9+Wf4t78+9BQ1kDV65cwdKlS8FiseDs7Ny3\ngQYAzJ0LvP8+wOUKVzr6ERafD43n5EzbENUAhhYDGg4a3R8sJVlZWSgsLMTcuXOF3jReXmhubkZI\nSAiA9ikGRAQNDQ1MnjwZM2fOxKVLl+Dh4SFfwZAjR84/gqamJpw7dw4VFRV44403OmQzREdHt1tB\nePIMZGNjAz8/v34NNpydnaGjo/OPdzzvLfKVjadobc1HXJwTxo2Lhbr639KKt2/fxjvvvIOEhIQu\nH6T4rXzcM70Hp1QnqJq1/+EtKACmTwf27hWaIcuSuLI4rLu1CXkcBUQtP4txpuMev55WfP/99xg/\nfjysrKygqamJ+Ph45Ofng8vlgsvlYvny5SAiDO6N2/fixcDatcAzRaL9QUJ5AtwuuCH0tVCMNBzZ\n5bFcLhdsNrvHbtc8HgtpaUuhqKiGkSMvgcFQ71E7T1NSUoJly5bBzMwMv//+O7S0tLo/SUIqKoDt\n2wEmEzh5Epg1Cyh8VIiP/voIATUBMFYzxgrzFZhsMBmKCt0HYDweDzY2NjAzM8Mbt99AE6cJB+wP\nQEtLC6ampjh48CD27NkDIur7GW17e+D8eeCpupf+4Pfyctytr4enbc9krntD5pZMqA1Rw5APJUsD\nlJRbt26huLhYlF7FYrHg6uraIVVUHKWlpUhPT8esWb1TbZMjR44cWXHhwgVwOBx4eHiIvY+FhYVh\n2lPy5SEhISIVxaKiIjQ2NopNN5XTNXLpWwkgIqSkLICOzmQMGfK30k1paSnGjRuHa9euwdXVtdt2\nMjZmQGOUBix2WIi2FRcDU6cCH3wAbN0quzHzBDwcijiE4zHHcWT2UbxZPxj1U6ZAXUyEHB8fDz6f\nD6fH6R9MJhNMJhODBw+Gl5cXNm/eLNonNQ4Owge/MWN683KkRkACuJxxwf+c/ocNY3op5yVpnwIO\nMjI2gs0ugr29F5SVJXdZJwJqaoRBQEuL8I/LBZSU2Pjxx/eQnByOa9duYPRoG5mO2ddXeN1NnUqY\nNcsbq1e7Q4GhAK9ML3wV+RWaOE3Y67oXr456FcoMyVYK2Dw2Rp8cjfWD1uOjZR/h2rVrUFVVRXJy\nMlxcXODq6oq2tra+KxZfvBhYtw5Y2nOlsJ7wcV4eVBUVsa+fNesFHAGiTaMxjjkO6kN7H+RKA5PJ\nRGNjI8zNzWFtbQ1FRUVUVlYiISEBJiYm/xoNeDly5Pz3+f7778Hn87Fjx45OjwkNDW3nefV0sAEA\nfn5+mDt3bl8O8z+JPI1KAmpqbqCtLR/29jdE2/h8PtasWYN3331XokADAIzXGiNnRw7M3zeHgoIC\namsBNzfgnXdkG2hk1mRi/c310FHVQfxb8TDXNsehBw+Q29oKezEz92PHjkVRURH8/f0xevRoFBYW\n4uWXX8bDhw/x9ddfIy4urmcDIRLWajwHky3PJE8wFBlYN1pyg7HeoqioAltbT+Tm7kJi4lQ4OPhD\nVbWjnG5rKxAZCcTGAvHxQEoKUFQEDBgAmJgAGhqAujqgpAS0tamipeUU6uvPYMyYKdDWPg17+8UY\nOxZwdBQGqr2RSZ87l/DHH8k4dEgLH344H48e5cHBoRh6Cno4bH0YBYoFOJ98HvtC9+GDSR9gk+Mm\nDFAe0GWbAq4AU1un4lTBKezi78LChQvB5/PBYDCQnJyMyspKsNlsDBkyBM3NzViwYEHPX4A4LC2F\n110/k9XaiqUGsvUzkYRa31oMsBnQ74EGAJiYmEBFRQXq6uoICwsDn8+Hnp5e35k3ypEjR04PaG5u\nRmpqKk6dOiX1uXw+H+Hh4QCERqSxsbE9n4CV0wF5sAGAx2tCTs422NpegKLi3+kfBw8ehKKiolT5\n9ANnDAS/mY+mmCYo2mlj/nxg4UJg507ZjFVAApyIPYEDYQdwYPoBvD3+bVE+9bABA5DdSbABCHWk\n9fX1kZ+fj8bGRrS2tmL06NEIDw+HlZUVfH194erqKt1sdE2NMG++L+VOxdDEbsJHwR/hxsobEqUA\nyRImMw6pqfYYOrQZ0dHjoKDwNYyMxsPEZCQuXwZu3ACio4HRowEXF2DJEqG5+tChwiCjc17H/fsO\nWLp0GSwtYzF48Oe4e5eBjz8WBilz5wJr1gjblKQ8pqmpCQ8ePEB9fT14PB7ef98QyckN+PZbB8yc\naY1vvwW0tQkRERHwWuqFtPo0HIo8hC/Cv8B7E97DVqetYqVz8/PzkZGRgffmvod8Zj6OPziOnZN2\nQllZGXPnzsXEiRNFPhupqakwNzfv0fvcJZaWQkfMfiarpQXDBnQdiPUF5afKYfpmHyl8PYaIUFBQ\ngPzHQZyKigomT54MAwMDhIaGYs2aNbCwsOimFTly5MjpX7KzsxEVFYW4uDh8//33XdZlVldXi61T\njYmJgZOTEzQ1NVFfX4/jx49j/PjeqTjK+Rt5GhWAnJyd4HJrYGt7TrQtPDwcK1euRFxcnNQynkVH\nilCf0oIPKm1gbg6cOSOb2unihmJs8tqEJnYTznuc7+D+vTMnB0YqKtgjYf3Fr7/+ira2NjQ2NsLK\nygovv/wykpOT2y0vdktMDPD220BPV0Z6yMHwg8iozYCnh2e/9PfEmZXD4aCoqAhubm6wsLBARcU5\nZGbuwa+/nsONG7Ph7q6IlSuF0sY99bWrqqrCihUroK6ujj/++AO6unpISQFu3xZmqwHCt/yNN8QH\nL/X19bh//z60tbXR2toKNTU1TJo0SXTTZLGA3bsBb2/gxAkOVFXDYGZmhpEjhTUvaVVpOBx1GL7Z\nvnhj7BvY7rIdxpp/O5hevnwZycnJ2LhxIwS6Akw8OxGF2wvFqlwdPnwYLBYLTk5OWLBggdTF+Z1y\n+zbw88/CHLF+QkAErYgIlE+aBO1+NMtqzWtF/IR4uBS5gKHed0WEp0+fRn19PXbt2gUFBQWUlZUh\nMzMTqqqqMDMzk1gyWo4cOXL6GhaLhevXryMtLQ3Dhw+Hq6srbGy6TkHmcDjw8/PDokXtBYBCQkLA\n5/Pb1Z4JBALZ/V69IMjTqLqAxUpCZaUnnJxSRdtqa2uxdu1anD17tkd+AUbrB2GTRT005ghw6pRi\nrwMNIsLFlIt4/8772DZhG/ZM3iPykXiaYerqYDY1SdyuhYUFZs+eDQCoqKjAgQMHsHDhQukGV1go\nnLLvRwQkwOn407i+8nq/9JeSkoKSkhJMmTKlXXF5UhLw4YcboKhogG3b1mHVqj1QVx+HhoYGDBy4\nqIsWu8bIyAhBQUHYs2cPnJyccP36dYwePRoODkIls3v3gG++AQ4dEpppb9sGPF2P/WTVSiAQYNq0\nae3cyisrK3HixAno6fGxevU0rF8/AfPnT8KJE38fY2dkh/Me51FQX4Cj0Udh+5MtVtuvxgeuH0CD\nqwFFRUVs2LABpaWlsFKzgquFK66kXYEjHJGZmYlVq1aBx+OJDP5sbW0REhKCkSNHwro3+WBPY2kp\nVF3oR8rYbGgxGP0aaABA+elyGK837tNAAwCWL1+OgIAApKWlwcrKCqampn3nlyJHjhw5EpKQkCDy\n/dHS0kJUVBRUVVXh4eGB9evXS9QGEcHb27tDoEFEor+nkQcasuWFfjeJBMjKehuWll9ARcXo8TbC\npk2bsHz5csyb19Epufs2gQ++UEGjrgaOTS9Db59LalpqsOKvFfgy8kv4r/XHx1M/FhtoAMCIAQOQ\n3tIicdsDBw7Eo0ePAACJiYmwsrIS/Vti2Gxh8UE/cjfvLvTU9TDWpG+ViMrLy+Hr6wsdHR3MnTtX\nFGhUVbXi/feF3nILFgDXrs2Hs7MXtLWPwMamCGZmZmhsbOxV30pKSjh27Bi++H+fGJEAACAASURB\nVOILzJo1C3/88QcA4QrZpEnAX38BwcFAeLgwXSs0VHheWloafvjhB4waNQrz5s1rF2gAQvO2AwcO\n4IsvvoCHhxYOHrwNVVV1jBoF3L3bfgxDBw7Fj/N+RPr/0qGtqo1xv4zDzsidaNVsFaXYtLS0wFnZ\nGcdCjsHAwAA8Hg/Hjx/Hzp074efnBzs7OzQ3N2PZsmXIlGXak5qa0EykH8loacHwfk6hEnAEKP+1\n71OoAOH9YPny5TA2NkZiYiJCQkJw48aNfje6etEgIpSXl4PH46G8vBzNzc3Pe0hy5Pyj0NfXR319\nPW7cuIHy8nJ89NFH+PTTT6VSjAoICMCsWbM6SMyy2Wyoq6ujtbUVXC5X1kOX85gXemWjvPwsAIKJ\nyeuibT/++CNKS0txtYeGYf/3f8LC4Ju/c1G5owy006zHOX8BuQF47eZreHXUq/D08ISaklqXx4/T\n0kISiwW2QABVCaLy8ePH4/z585g9ezbc3NwwYMAAkeO2xCgqAv38MHIm4QxeH/t69wf2EA6Hg1On\nToHL5cLR0RGDBw9GbW0t4uPjUVCggf377eDg0IS//qrF1KlCCVRVVReMGROCpCR3DBz4GpKSZmHK\nlCm9Hsvq1athZ2eHJUuWIDY2FkeOHIHyY28JOzvAy0v4t3YtYfr0fCxblocjR45IdM1ZWlqipqYG\n48YxsWyZM157TVhfdPgw8HTZj4G6ARzrHJH7Xi5OxJ7A7ge74dLggs/VP4fDcAfstd6LE9+eQJNa\nE9QfB56vvvoqJkyYgKNHj0JXVxeampq9k1d+FoFAeO31I9GNjXDR1u7XPmtu1EDDXgMDRvRPkKOg\noABDQ0ORuVRraytCQ0Mxc+bMfun/34hQyTAFampqGD58eJfHtrW1IT09vd2kTn19PYqLizFgwADw\neDxs2NBzZb3Q0FAMHz683YqUQCBAUlIS6urqAED0sEVEYLPZmDVrVu+9lgCRQER/8vDhQ3C5XAwZ\nMgQ6Ojry/Pr/GEwmE9evX4eWlhYmTZqEjRs39ki6PiYmBra2ttAWc/9uamqClpYWxo8fD39/f7zy\nyiuyGLqcZ3hhazY4nGrExtph9OhAaGoKpRsTExMxe/Zs3Lt3r0fpHj//DBw7BkRFAUZGhFj7WAz7\naRh0p0sujwoIfwQORx3GDw9+wB9L/sAMyxndn/SY8UwmvrO2xmQJCwaCgoIwffr0nv/Y/PkncOsW\ncOlSz86XEi6fC72v9VCwrQD6A/T7pA8OhwM2my1armWz2dDV1UVZ2Ri89poCvviCjddeA4qLi5GX\nlyd6+AcAdXUWGhvfRmGhIczM/g8mJmawtrbutX/Go0ePsGbNGjQ3N+Pq1aswMjISjfXo0aMoKuLg\n4cNPoKWlhKtXhQXlkhIUFIRZs2ahvl7olRceDvz2m1AFq6WlBf7+/lBSUoK7uztUVFTQwm3B6bjT\nOBR5CG7Wbvh8+uf49v63MNYwxodTPmzXNhGByWRCQUEB48eP79V70I7MTGFk1I9F4rMSE7Hd3BwL\n+lGNKmF6Asz+Zwaj5Ub91uezxMTEgMViwd7eXnTdyREKJeTm5oLBYMDb2xsAsHPnzg6pZ1lZWaio\nqEBLSwu0tbVha2sLXV1dJCYmwtfXF9OnT8ekSZNkMiYiwsaNG3H69GkoKysjMjISXC4XDg4O0Nfv\neL9saGhASkoKJk+eLFU/bW1tUFJSwp9//glTU1Okp6fDzMwMHh4eMnkd3ZGamoqSkhI0NDSIVobq\n6+tF+5WVlWFhYYHS0lKMGjVK/gD5L4WIeh1AZmVloa2tDQ4ODmL35+fnIzw8HGZmZsjMzMTIkSPb\nyeDKkRy5z4YY0tPXQ1nZENbWxwAIJdPGjRuHTz/9FGvWrJG6vStXhA9qERHAE/PJkuMlaIhqgN0l\nO4nbYXFY2HhrI4oainBtxTWYa0un5LMjJwcGysr4SMJizp9//hm1tbX46KOPepajePkycP268L/9\nALOMidduvobUrandHyxDbt0SFmR7eQnVoJ7Q1taG1tZWaGpqIjIyEgCgoMAC0cdoalLF5MneyMsr\nBovFapcTOnDgQDg6Oort6/Dhwxg+fHiHH24+n4/9+/fD09MTFy5cQFhYGBobG7Fr1y4YGRmBxwNe\new0oKxPWT3etfPU3ycnJyM3NhYWFBcaNG4fbt4G33iLMm9eMGTMC4eBgjZ9//hmDBg3Cvn37RDf/\nRnYjjkYfxU+xP2GSxSSweWwErAuQ/E3tDenpQpmv9PR+6Y4rEEAvKgpFLi7Q7SfX8ub0ZiTOSMTE\noolQVHm+Ga9EhMDAwHauuy8ybDYby5cvx/HjxzFkyBDU1dUhOTlZtL+iogIrV65EamoqNm/ejF9/\n/bVDygcR4dSpU9DW1sarr74qs7EREbhcLrKysqCgoAA7u85/f+7evYsZM2ZIfO8nItTV1SEsLAyK\nioqYO3cuqqqqUF5eDmdnZ1m9hC4JDw8Hn89HW1sbXF1dxc5Wc7lcFBUVwdjYuMcmrnL+/WRnZ6O2\nthYuT/9oP0N6ejrKy8sxc+ZMlJeXo7i4uN+u5f8a8gLxZ6irC0J9fRicnNJE27Zt24YJEyb0KNAI\nCRH6aAQG/h1oAIDxOmMU7CsAu4IN1UGqnTfwmOzabHhc9sAEswkIey2s27QpcUzV0cHJsjKJgw0b\nG5veRfH9nEYVXRwNVwvJPE9kRUyMMNDw8wPGjft7OxHB19cXenp6EAgEmDx5MjgcDry8vGBsfBja\n2oeRn78Co0ffgrJy+5WmoqKiDsZCT9izZw+Cg4Oxbds26OjotHsQUFZWxpgxY+Du7o4jR47gk08+\nEe1TUgLOnQM2bgTWrxfWdXQ1KZSVlYW8vDyEhIRgz549YLFYCAgIgLa2Kq5cMcTXX5vj/fenw9n5\ne2zfvgTTpk1rN8ukraqNz2d8jq1OW7E7cDcuJF/AoYhD2O6yHerKfVzHQ9SvaVTxLBas1NT6LdAA\ngLKTZTDZbPLcA40n8Pn8fu8zLi5ONGPN5/P/EcFOa2srLC0twWQyRbLOenp6mD59OuLj4xEYGCh6\nuNHV1cWWLVtw/fp12NnZobW1FYqKilBRUYG/vz/Wrl0r04fh69evQ09PDwwGA4MGDcKwYcM6HFNb\nWwsigqqqKoqKisDhcKCmJtlvTWxsLIgIlpaWGDNmDBQUFKCpqSmqOZFFOlZ3VFVVQV9fv0vTNWVl\nZVhZWfX5WOT8c0lNTQWbze4y0AAAVVVV0TEmJiYwMTHpj+G9cLxwwQaf34rs7LcxbNhPUFIS3uSv\nXLmCsLAwxMfHS91eejqwapUwi+hZI13lgcowWm2EshNlsPy8a9M732xfvHbzNXw+43O8Ne6tHi8d\nTtbRwfqMDPAEAij1x8OYurpQS7WfiC6Oxlzr/nP2rKkBli0DTp9uH2gAgK+vL9zd3THgcc7S/fv3\nERYWhg8++ACKiorgcGbgzp2FEAimYNQoP6ipmSMoKAjW1tYYOnQolJWVRSlMzzJz5sx2efICgQDf\nfPMNKisrcfr0aVRXV2Px4sXIyMjAsWPHRKlcDIZwrNOnC2svnraIYbPZOH/+PF566SUIBAIMGzYM\nfD4fCgoK+Oqrr6Cvr48NGzZAXV0dqamp2LGjCqGhBjh+/BNMmaKMztL2B2kOwnmP8wjOD0ZYYRhO\nME/gs2mfYcOYDZ2KGfSa5uZ+FSYIr6/H1J5qGfcAbj0XlRcqMT5RhqlnvUTSB1JZUlNTAzc3NwDC\nWfjExESkpaVhxYoV7dIX+4vW1laRfKY4/xgzMzPMmTMHRkZGUFBQgLm5OebOnYvLly/jk08+gYGB\nAVpbW/HSSy/B3d1dpoHGvXv3MG3aNLHpUk9ISEhAW1sbtLS0wGazMXz4cFRXV0vkn0JEqK2t7fCQ\nr6urC3d3d9y6dQuOjo546ekZtz7Azc0NJ06ckKe6yOkUJpMJdXV1jHv2R1sM+fn5yM7OxogRIzC0\nn5U1XyReuGCjqOhLaGiMhoGB0NG4oKAA77zzDvz8/KTOq6+sBObPB77+Gp0+iJm/b44E1wQM3jsY\njAEdi+cEJMChiEM4wTyBGytvwHVw72btDVRUMFhVFYksFsZ3U8zK5XJ7PxM1ZIjQGrufKKgvwAiD\nEf3W3+7dwmydZ9TyUFNTg8bGRiQkJMDV1RVhYWGwsbGBnp6eaCVCRUUNxsZfQFc3EAkJrnBwEOZn\nf/nll5g4cSL09PS6Vf9qbm7G+fPnkZWVhffff19UZG1kZITY2FisWbMGs2fPxpUrV0T59KqqwrQ+\nR0fA1jYdxsYNsLGxQWxsLBwdHTF+/HjExcUhKysL06ZNg7u7OyIjI8FisfDw4UPo6Ohg3LhxUFNT\nw4wZwObNwLp1wJ07gKcn0JlHn72RPba7bIeumi52B+3GN/e/waGXD+GV4a/IvnCzsFB47fUT4Q0N\n2GBs3P2BMqL8l3Loz9eHmkX/P+CLIzMzs9vi557QXU720wGFvb09mpubsXLlSvj4+HSQsOwPfvnl\nF9jZ2WHChAli9xsbG8PQ0BAXL17E4sWLER8fDzabjWnTpolWAgBhfeD9+/fh6OgIYxldV3V1dZ0G\nGuXl5UhLS0NsbCxsbGwwceJEqdtns9liU5YA4QObrq4uLC27nlSTBVpaWvjggw/6vB85/06ioqJg\nbGwscd2tgoIC3NzckJCQgIqKim5XQuT0kKc1hp/9E+7+78BipVFEhD61tZUQERGXy6WJEyfSkSNH\npG6ruZnI2Zlo377uj03xSKGSH0s6bG9saySPSx7kcsaFShtLpR5DZ7ydmUlHCgu7PS49PZ1KS3vZ\nb0MD0YABRAJB79qREMvvLCm3Lrdf+oqNJTIzE75EcURFRRGLxSIiopCQELHHeHt7U319PRUX/0aR\nkUZUVuZHUVFRRERUX19PXC63wzlJSUm0f/9+un37Nu3YsYNKSjpeO0/g8Xj08ccf0+DBg4nJZIq2\np6am0vbtReToWEqlpaUUFRVFgqc+o+DgYCIi4nA49Ndff1FLSwsVFRV10Q/RwYNERkZEf/0l/ph1\n19fRucRzREQkEAjIJ8uH7E/Yk+tZV4osjOy07R5x5AjRjh2ybbMTuHw+6UZEUHlbW7/0x2fzKco0\nipoSm/qlP0l4cr3ICj6fTyEhIeTv70+BgYEUGBhIGRkZHY6LjIykrKysDtsrKiooMlLG11Q3cDgc\nCg8Pl+jY1tZWunfvHrV1c83ExcWRn58fVVVV9Xp8/v7+xOFwxO4rLS2loKAgys7ObncfkBZx10FG\nRka7e48cOc+LoKAgKi4ulvj4lpaWdveR0tJS8vLyotjYWGpubqaQkBCKjo7ui6H+J3kcM4iNJ16Y\nlQ2hp8ZbGDr0M6iqmgEADhw4AC0tLezYsUOqtvh8YO1aYPhw4LPPuj/eYpcF0telw3SLKRQYwpmt\nzJpMeFz2wNQhU/Hn0j+hqtR9TYekzNfXx1dFRdjVjdRoeXk5Rozo5SqBtrbQ86CmBngsl9mXVDVX\nwXBA3/cDAEePAjt3Cl+iOJqbmzv4WDxNUlISmpqakJqaiuZmUzg5XURi4jLY2p4EAOjo6AAQpjbU\n1dWBwWCIZj7nzJmDSZMmgcFgwMzMrNM+GAwGvvjiC4wdOxbu7u44evQoTExMwGAwsG6dAv78cyQa\nGoBJk9or5FRXV6O4uBgxMTFYtGgRlJSUukylYDCEhoKzZgGvviqsX/nuu/YSuYYDDFHVXAVAOFs0\nb9g8uFm54ULyBay+thpjTcbi0MuHYGto22k/ElNQAPT22pWQ8IYGWKmrY5Cq7L6jXVH1ZxU07DSg\nOVq2ha1tbW2IiooCj8eDi4uL6PqTBJJSKKS2thYDBw7sIIVKRHjw4AEaGhowZcoUUQoiAOTk5CA2\nNhZOTk6iba6ursjOzoafnx8cHBxE3wVjY2NUVlYiOztbbF1CX/Dw4UOMHDlSomPV1NQkmiEdO1bo\nFcRkMsFkMuHs7NxlGlRXzJw5ExcvXoSpqanIrPUJTwwaAwMDe2Ws2dLSgpCQEHC5XNjY2MDU1BQJ\nCQk9WimRI0dWEBH8/Pzg5OQkku2WhKSkJIx+Kv/9yfekoaEBycnJsLCwAKsf08T/y7wwwUZFxW8Q\nCDgwM3sbgFCP/OzZs4iPj5dahWn3bqC2Vqj6Kkl2iM4kHagYq6DmZg0MlxoiMDcQa66vwcGZB/HG\nuDd68nK6ZJauLtamp6OCze72AUkm6S1DhgjTWvo42GjjtYEr4EJTpe/VRWprAX9/4JdfxO9ns9lQ\n7ea9HT16tOhGFhQUhJwcbSgpfYO8vJ3g8Spgbr4N2dnZSEhIwJDHKUFPHurYbDYCAgIkyjkFgCVL\nlmDEiBFwd3fH/Pnzcfz4cSgrK+PNN4Wv4dtv2x+/YsUKJCUlYfHixVJp4zs7AwkJwHvvAWPHAhcv\nAk8UbQ0GGKC6ubrd8QxFBjaM2YCV9ivxY8yPmPr7VCwfuRwHZx6Errp0ktDtKCgA+qlY+K/qaizt\nJ7lbIkLx0WJYHZNdceujR4/w4MEDqKmpYdq0aWAwGGAymWhubu4QRDxWE+nQhiQ5/YAwLTUrKwuG\nhoZITU0VFZUbGRmBiFBSUoIJEyZAT0+vw7nW1ta4c+cOuFxuu/SpYcOGYdiwYbh79y40NDQw8HHt\njIODA1JSUhASEgI2mw0rK6s+CzwaGhpQUFDQ7sFElowfPx5EhJiYGMTExMDFxQW6utJ9P5SVlUWp\nW52hp6eH9PR02Nr2LOCfP3++6P8jIyNRWFiImTNnyiWR5fQ5ERERUFZWxoQJE0TPLY8ePQKTyQQA\nTJkyReJUeG9vb2hqaqK5uVls3ZSOjg6GDBmCsLAwMJlMaGtr90uK4H+azpY86D+URsVmV1JkpCE1\nNiYQEVF1dTWZm5uTn5+f1G399BPRiBFEtbXSnVd1rYqYE5jkmeRJRkeMKKwgTOq+peHVtDQ60UX6\nDRHR3bt3ZdOZhwfR5cuyaasLuHwuKR5Q7FUagKT88QfRokVdH/P0+xcYGNjlsbm5uVRdXU1ERK2t\nBfTggQ3du7eBgoICKDAwkH755Zdej5nFYpGXlxfNmzePpk2bRlVVVZSQQDRsWK+bFsvly0SGhkSH\nDgnTrD4P/Zw+vvtxl+fUtdTRVu+tNOjoIDqXeK7nn6WtLVFSUs/OlQK+QECDoqIoq7m5z/siIqr1\nr6WYUTEyvcZTU1MpPj5eZu11hbe3t9jtFRUVXaYDPoHNZlNAQIDYfQKBgG7cuCH2vUlNTaVVq1bR\nmTNnKCcnR7pBd0NRURHduXOnX+47RMLXGR0d3e09pTO6u6/n5+dTUFAQBQUFSfSZyJHzPCkoKKCU\nlBTKyMig2tpa8vX1JX9/fwoICKCYGOnvlTExMRQUFEREwnTO2mce5p6kUqWlpfXbd/6/ArpIo/pn\naCr2MTk5OzBo0AZoaY0BEWHz5s1YuXIl3N3dpWrHx0foEO7jA4iZmOsSg0UGOGd4Dh/6fojg9cGY\nOkRKp24pWWZoiGvV1V0eo6ysjLa2tt53NnYsEBvb+3a6QUlRCUqKSmjjyWDM3RAaKkwZ6gp6PAPM\n4/G6XB3w9PTEmTNnEBcXh7t37+L+/Xy0tHyNmpowAF9CIGjDqlWrej3msLAwzJw5E15eXpg8eTKc\nnJzA58fj0SOgtLTXzXdgxQqAyQR8fYXvVXkpAxrKXZt76Krr4qf5P8FrlReOxxzHtN+nIbVKSs+U\nxkahKIGNTS9GLxnRDQ0wVFbGMGlcEntB8dFiWOyykGlBvZ2dHZSVlZGdnS2zNjtDvROFMGNj4y7T\nAZ+goqICY2NjREVFiV11mTNnDgICOnq52NnZ4c8//8TmzZuhqKgIHx8fFBQU9Og1PA2fz4ePjw8s\nLGT7mXSFgoICJk6cCEtLS+Tm5kp9vrq6Ooq6EO0YOnQoXn75ZWhpaUFVVVXkyyFHzj+N1tZWREdH\nQ0FBASNGjICenh7mzp2LOXPmYPbs2XBycpL6e9nQ0IDc3Fz4+/sjMDAQeXl5CAwMRExMDNra2hAf\nH49XXnkFI0eOlDvSy5D/fBpVba0fGhuj4eSUAgD46aefUFpaiitXrkjVTkKC0DDNywuQVr5bQALs\nCtqFOxPu4Ne4X2G3V3KTv57ipqeH1zIyUMPhwEBFRewxEyZMEMkl9gpXV+Djj3vXhoRoKGugmdvc\n5z4OmZlCSeOuMDAwQFxcHPLz8zFv3jyxx2RkZAAAXnnlFTg7O4PBYKCgoADZ2dnQ0voFenonwecf\ng5qadA6+z1JeXo5Zs2bB19cXJSUl2L9/PxwdHTF3rjv09X9AVtYqSPCsJzWDBwt9Zr76Cjj4v3ew\nancEMKX785zMnHB/8338EvcLZp6biQ2jN2D/9P2Spcjdvy/UIe7kupYl12pqsLQfapEAoCmxCc3p\nzTBaJfuUFDMzsy4fQGVBdXU1Kisre92Og4MDmpqaEBgYCG1t7XZpEwMGDICdnR1CQkIACNMolixZ\n0u58S0tLWFpaIi4uDq2trT1OGQKENVFbtmzB/fv3UVhYKEp37IwnaWTKysqilDQ+nw82m40pU6Z0\nquYkDisrK/j7+0vtFzFx4kQEBwdDTU2ty/SmR48eITs7G8nJyWhsbMTUqVPFprfJkfM8iImJAYvF\nwooVKzpM5vUmCGAwGJg5cyauX7+OTZs2weBximx9fT2Cg4O79G+R0ws6W/Kg/0AaFZfbSNHRg6m2\nVrgcnZiYSAYGBmLVTbqipITI3JzoyhXpx9DGbaNVf62iKb9OoeraaooaFEVNyf2jMrMsNZXOlJV1\neUxPl+rbwWIRaWgQtbb2vq1usPzOkjJrMvu8H2trosxuuhEIBJSdnd3lMSwWi+Lj4yk4OJhCQkIo\nKCiIMp9qWCDgUXb2dnrwYCS1tnavIPYsDQ0NxGQy6ddff6UbN27Q3bt3yd/fn9hsNhEJla00NIbS\nggV7icfjSd2+NMw59CkZWTTQm29KdylUsippw40NZP6NOV1Nu9r90vW+fUQffti7wUqAQCAgi+ho\nSmnqn+9r6rJUKjrauSJYb8jIyKCybu4FPYHH41FkZCQFBARQQkJCj9IOHj161Ol5dXV15OfnR7Gx\nsWL33759u9PXxeVyKSxMdumqd+/epaqqKmpsbCQ+ny/aLhAIKCYmhu7cudPuu/00AoGAwsLCKDQ0\ntFuFKiKipqYmunXrFlVUVPR4vN7e3tTY2Njp/pqamnZKjL6+vh1SSuTIeV50pvDYWxISEiggIIB8\nfHzIy8tLniolQ/CiqlHl538EXd2Z0NObJdJn/+abb6QqImxtBRYvBt5+G1i+XLr+G9mN8LjsAR1V\nHdxZewfqyupo3dWKws8LYXe171c3lhka4rfycmzuxBGTutG4lxgNDcDWVphTM7l3M/TdMcJgBDJr\nMjFcX/aa/0/D5XY/ca6goNCtsouGhgYcHR27aIMBa+tvUVz8LeLjJ2HUKG9oaY3psk0mk4nGxkYo\nKChAS0sLw4YN67SQ3MHBAQsWxCIpaTkWLlyIixcvSqVCJA01ej74885CnPpsPCZOBK5eBSQRvjHS\nMMLvi39HeGE4tvpsxZn4Mzg+9ziG6XfyPY2KAt5/X7aDF8ODxkaoKyrCrgvFMVnBSmGhPqIeNr/3\nTWpYdXW1zM3WYmNj0dTUhAkTJnSpytYZTCYTDQ0N0NDQAIvFEmtu+cQwrrq6Gv7+/jAxMWlXpL1g\nwQIkJiYiMTERTk5OollKQOggbGfX/X22oqICmZmZEAgEonuiqakphg0bBjabjfDwcKioqEBBQQHB\nwcHIycmBs7MzVFRURCsXjo6OXa4KKCgoYOrUqWCxWIiLiwObze6wHxDek3k8HjQ1NTF//nypxBue\nZd68ebh58ybmz58PFTE3M319faioqCA6OhoTJ07EoEGDEBYWBg8Pjx73KefFhR4rzTU3N0NJSalX\nGRM8Hg8cDkeGo/ubJyuOWVlZWLhwIZKTk/tM+EHOU3QWhdC/fGWjvj6KoqJMiMMRztRs3ryZ1q1b\nJ1UbAgHRqlVEq1dLbyNR1lhGo38eTVu9txKP//eMMo/Fo0jjyH5Z3Wjh8Ug/IoIKOplmjouLo5qa\nGtl0tm2bsFK4j3nf/306HHm4z/sZNozo4cM+76YdlZVXKTLSkGpr73R6TEREBBVK4KHyNCtWEJ07\nx6F33nmHRowY0ensa2/gC/ikcVCD6lvrSSAg+vFHYfF4Z54cncHhceho1FHSP6xP+4L3UQunpf0B\nXC6Rpqb0Cg09YHN6On1ZUNDn/RD17aoGkex9MpKTkyktLa1XbTw9ppycHLE+G89SWlpKfn5+lJqa\n2m57bGwsnThxgi5fvkz19fVEJPSd6GzWsqCggG7dukUpKSl05swZysvLa7e/pKSE5s+fT7t27aKg\noCAKDQ2lqKgoOn/+PF29elWmKyZ9CY/Ho4CAALp27Ro1ixE5uHv3LtXV1ZG/vz9VVlY+hxHK+S/A\n4XDo+vXr9OjRIyIiYjKZXfo2dQaXy6W7d+9SQEAAtfZRpoS/v3+7f8sku0MOEb2ABeJ8fhsyMzfD\n2voHKCvr4fLlywgPD8dPP/0kVTuHDgG5ucDZs5JJ3D4hsyYTk36dhOUjl+PHeT+Cofj37BRDg4HB\nHwxG4eeFUo2lJ6gzGFhjbIwz5eVi9w8fPhzp6emy6Wz6dEBM4aasGWk4Euk1MhpzF5ibAyUlfd5N\nO4yMlsHO7jrS09ejvPw3scfw+XyYmpqK3dcZV64A6urKOH78OHbu3InJkyfDz89PFkMWUdxQjIFq\nA6GjpgMFBeB//xMKKezaBWzfDkg6SaXMUMbOSTuRuCURD2sewv5ne/hm+/59wL17wqKpPs4tb+Dx\ncK2mBhsHDerTfoC/VzVMt0j3uUoDj8eTWVu5ublgs9kSe05IgkAgkGh1xNTUFO7u7tDS0sKNGzfA\n5XKRk5MDTU1NrFmzBoaGhjh8+DA4HA4mTZoEb29vsVK+pqamUFNTg7q6EjyUxQAAIABJREFUOvLz\n85GVldVuf2RkJJYtW4YjR47g5ZdfxpQpUzB+/HgsX74cy5Ytw9SpfSvwISsUFBRQUVGB4cOHiy3e\nf/DgARISEuDk5CSXr5XTI2pra+Hr64tXXnkFAwcORHNzM0pKSmBubg4AqKmpQXR0NCorKzv16+Hx\neAgODkZISAhcXV0xe/ZsqKmp9clYCwvbP3vJi8D7ic6iEPoXr2zk5X1CKSmLSSAQUF5eHhkYGEjt\ncHr9utA9WlqD7ZiSGDI+Yky/xv/a6TH9ubqRymKRSVQUcZ7KMX6aO3c6n0WXipYWIm1tIhk44XZF\nXFkc2fxo06d9EBFt3Up07FifdyOW5uYMunfvJcrL20exsbGUkJAgkrP08fERO0PZGTweEUCUkvL3\ntsjISDIxMaHDhw/LLF/1UsolWnBxQYftdXVECxcSTZhAJOWCDBER+Wf7k/UP1uRxyYPKGsuI3nuP\n6PPPZTDirvmppISWPTN73lekLk+lwiM9eHMk5NGjRyLXelkgq3tGYmKiqEYgJCRE6muxra2NgoOD\n6cGDB5Sfny/a/nSdQ319fadyvLGxsVReXi52n6enJwUHB/fJKmB/kp+f32HV5mlSUlLo9u3b5OPj\n04+jkvNfITs7u90KZVtbG/38889UV1dHFRUVonqrlpYWSktLo5CQEPLx8aGkZ2TLr1+/LlEtkyx4\nInv7hJycnC6/I3IkBy/SygaLlYyyspMYNuwn8Hg8rF69Gh9++KHE5mgAkJQEvPkmcOMGIM0k8r3i\ne5h/cT5Ov3IaGx03dnpcf65u2Glo4CU1NXjX1ordb29vj5SUlN53pK4OuLsDN2/2vq0uGDNoDGpa\nalDU0LfKOq6uQEREn3bRKQMGjMDYsdHIy7uI0tJtsLe3RWxsLP7880+MGTOmnetyd6SmAsOGAfb2\nf29zdXXFgwcPcPnyZaxduxatra29HvOd3DuY81JHkz1dXeElsXy50BDQx0e6dt2s3ZDydgrsDO0w\n5tQYXErwBC1d2uvxdgUR4VRZGd7qpNZJlrBSWagPr4fZ230gFfaYyMhImRpStbS0yKQdKysrXLp0\nCcHBwWAwGFLPMKqqqoLD4cDJyQmxsbGoqakBIJTZfYKOjg4mTZqEW7duITExUbSdiHDv3j3k5OSI\nbXvt2rVwcHCQ2Wt9HrDZbMTGxnapoGVvb4+Wlha0tbVJ7RIv58UkICAAoaGhCA0NBYvFwowZM0T7\niAgVFRXw9PREaWkp3N3dMX78eKirq2PkyJGYPn06GAwG7J/+QXp83qNHj/p87EQEgUDQblt+fj4G\nDx7c532/6Pyngg0iPjIzX4el5ZdQVTXFp59+Cj09PWzfvl3iNqqqgEWLgOPHAScnyfuOLIrEokuL\ncG7xObwy4pVujzfdYor6iHqwUliSd9JD3jI1xS+dpFKZmpqiuLi4Q8Fij1i+XFgV3IcoKihi9kuz\ncSfnTp/2M3u2UNKV1fcfTwcEAgEiIlKhoPAd1NXZSEtbhLFjbbB06VKpU6hu3ADEKflZWFgg4nE0\nNWXKFBQXF/d4vESEO7l34GbtJna/ggKwcydw7RqwZQvw4YeANFk9akpq+L+Z/wdvuy/xuVMLVqTt\n7+BULktimprA4vMxU0oH555Q+HkhLHZZgKHR80Lg7qivr+/V5/ssampqMpmg0NTUxNtvv42ZM2di\nyhQJ9JLFoKioCD8/P9jZ2bUrDn8aXV1dWFtbt7vH5ebmQl9fv11g8jRNTU24du0aFBX/vT+RMTEx\nmDdvXrevYcWKFbC2thYFa3LkdIWKigqmT5+O6dOnY8yY9mImJSUlmD9/Pt577z2MHTu2w7nV1dVI\nSEjo4PmzZMkSlJeXIzIysk/HHhcX127i+Unw0RshBjmS8e+9k4qhpOQ7MBgaMDF5HYGBgfD09MTv\nv/8u8Q8Gmw0sWQKsW9e9x8LThBeGw+OyBy4suYC5wyTTaH6yulFwoEDyjnrIMkNDxDY2oqCTGWw3\nNzf4+fkhLy+vd0ZYc+cCDx4AnayiyAo3Kzf45/r3aR+GhkJhrWvX+rQbsbS2tqKoqAg3b94Bj7cf\nDQ1qYDB2gMeTzsOAzwc8PYG1a8XvHzBgAC5cuIAVK1ZgwoQJiIqK6tF4b2XeQllTGYbpda3y5uoK\nxMcL/15+GSgrk64fp8A0xGvtwlCdoRh9cjRuZvTNKtqpsjK8aWoKxT7O5e2PVQ1A+P2+dOkSmpqa\net3W3bt3MW7cOIwaNUoGI+s+X5rL5SIlJQVhYWEICQlp9/fzzz+jtbUVJiYm3daP2NnZoampCXv3\n7sX+/fsRHh4ONTU1ZGRk4Pbt26irq2t3fF5eHhobGxEfH9/r1/i8cHZ2lnj8qqqqcmM/ORITEhIi\ntu7P2toaTl3M0np5eWHOnDliJwaeKLr1xMhSEtra2lBZWSlSjYuLi4O/v3+X45UjQzrLr6J/Wc0G\ni/WQIiMNqKUll8rLy8nExKRDbl5XCAREGzcSeXgQdVLeIJbgvGAy+NqAgnIl7+sJPBaPokyjqCG2\nQepzpWV7djbtzsnpdH9jYyOlpqbSu+++2zs/hmXLiE6e7Pn5ElDbUks6h3SotqVvFYn8/Yns7KS7\nHmRFWVkZLViwgC5cuEA//PA9MZk7KDp6MDU1pXR/8mOuXCFycZFMSc3Hx4cMDQ3p999/l3qsm25u\nIqdfnCQ+nscTll2YmBBJ/BXlcoVmN4/rKCILI8n6B2tae30t1bXUST3mzqjhcGhgRARVPvYp6UuS\nFyZT0bG+U6B6mt6qUfH5fCooKCBfX18ZjUgyampqyNfXt8M96f/ZO+/wpsr2j39boJS9uqDsQqGM\ntrRFlojsDSqI4CtDxa0ooj/1VfHFiQXcIogMAQGBAoWutE0X6aK76d577zY759y/P0JrS9M0SZMW\nMJ/r4tLkPOd5npwm5zzjvr9flmXpxo0bFB4ernZdzfWwLEvZ2dn0ww8/0NmzZ+nEiRMd5m6cOnWq\njafGg4aXl5dauTDZ2dmU103KawYeDtLS0lqUEdPS0ojD4RCXyyUul0sZGRlKv3cSiYQ8PDwoPDyc\n/P39KTIysl0ZDw8PnXhCtW4/MTGRfH192/yW9eXj8W8GKnI2HorJBsPIKDrahYqLj5FcLqclS5bQ\np59+qlEd331HZG9PpIl/l1+2H5m5mlFgbqBmHW5F8fFiilusnRmWJuQKhTT89m2qlUo7LMMwDP39\n998aJSC3g8NRXEg9f56tV7fSTxE/6bUNliWaPZvor7/02oxS0tLSyMjIiNLT0+n48eNERFRWdoF4\nPHOqqel8hC6VEk2bRtRBbqxSkpOTycbGht5//321b/ZSuZSsDltRamWq+g3dhctVTDi++EKNCd21\na0Tz5rV5q0nSRG96vkmjvxtN3pneGrevjP05ObRbDQnWrlIbXEth48KIEXfPQNbX15dyc3MpJCSE\nAgICyM/PT21pysbGRrpy5QplZ2d3aRAgEAjanS8QCCgkJIT8/f0pPj6eiKjFkLKZxMRE8vPza2OI\nFxsbS5WVlRq1LxKJWhagWJaln3/+uZ0M5r1UVFTQuXPniGXZB3LSUVlZSb6+vuTr60tFRUUdliss\nLNTY7NaAgZMnTxKHw2mTYM2yLBUUFNDp06eppkb1QpAysQmRSNRlEYorV67Q4cOHSSgU0q1bt9oI\nSDRjmGzoHlWTDSNSkRRmZGREqo7fL+TlfYn6+tuwt/fBl19+CX9/f3C5XPTurZ5nob+/ItQkIgIY\nP169NjlZHGy/vh1uW9ywcJx28cYAwMpZRM+Mhs13NhixeoTW9ajDjtRUTOnfHx+rSBgMDg6GnZ2d\n9jKILAtMmwacOAFoGYetDv45/njP9z3EvRKnV+m68HBg82YgJQXQkxdehxQUFIDH42Hu3Lkthmx1\ndSFITn4aNjaHYGW1o8NzDx0CAgIALy/NZJurq6uxadMmDB48GH/99RcGDRqksvyNtBs4HHYYvBe0\ni7UtKVFc35EjgTNngA6bW7oU2L0b2Lat3aGA3AC84P4CVtiswJEVRzCor+o+d0SjXI4JEREId3LC\nZA2S8DWFiBA7Lxaj3xoNy/8ozxnQNTExMRg2bBjGjBmDPn36AACCgoIwefJkWFsrwrhEIhEiIiLa\n/Z7q6+uxYcOGDn9nQqEQmZmZ7UKRmunXrx8aGhowYMAAyOVyMAwDQHEd+vfvDycnJ/Tt2xepqalI\nT09HTk4O3n333Xb1SKVSREREQCKRoKGhAZu0EAqIiYlBQUEBhgwZgoyMDLz00ksq47XFYjE+/PBD\nZGRkYMuWLVi0aFFLsj0R4datW+jXrx+mT5+uNJ8qMzMT5eXlLUnsw4cP16lksCYkJyejpKQEvXv3\nhqOjI6qqqlBaWgqWZSEQCODg4NAiV2rAgDpQK2NgiUSCiIiIFpltmUyGVatWdXhuQEAA4uPj8dxz\nz7UbbwQEBGDJkiVa9am+vh5hYWFgGAampqZYsmSJ0lB6Hx8flf0zoDl3DROVPyg6moXQA7Kz0dAQ\nRzyeOYlEhRQUFESWlpYqV3DuJTubyMKCSJMoA88MTzJ3NafQAt3ISVbeqKQ7M+4QK9fvbkByUxNZ\n8Hgk6GR18tatWyQUClWWUclPPxE9/bT256sBwzI08ceJxMvn6bUdIqLXXlOYO+p5s6YdMpmM/Pz8\naOvWrW3eb2pKofDw8ZSbe0DpjlhcHJGZGZGKqDmVSCQSeumll2jGjBlKV4Ras+zsMjoTp3noVWvE\nYqLduxUha5mZSgokJRFZWRGpCG2qF9fTbvfdNP6H8RSQo13I0KH8fHqmG+Ruy6+UU9SsKGKZbv5C\nKYHL5VJpaSmFh4cTl8tVe/VeKpWSj48P+fv7U1hYWIe7DCzLUkNDg9r9iYiIoAo9y2cTEXl7e1N8\nfDwVq6FtLpPJWv6fz+eTp6cnVVZWEofDaZHZjY+PJ29v75ZwrNraWuJyuRQfH08CgYCCg4OJx+Np\nvBujD6RSKcXExFBBQUGbz2bAgLYUFxfT9evXSaoicuJe8vPz6fDhw0p3S0NCQjSqqzV+fn6d3sfS\n09MpU+nDxkBXwMMaRsUwYrpzZyaVlp6liooKsra2Jm9v9cMpmpqIZs4k+vFH9du8mXaTzF3NKaIw\nQoseK4dlWYp9NJZKTpXorM6OeJLPp58KC1WWYRiG3NzctA8bqK8nGjaMqJN2usrv0b/TinMr9NoG\nkcJCxN6e6Oef9d5UGy5evEg//fQT2dnZtTsmFpdSVJQzpabuIob556ZcXa1wP+9q6BfLsvTjjz+S\nlZUV3b59W2mZ0IJQGvf9OJLIu57fwLJEv/2mmPi3i2x57TWizz5Tqx6vDC+yPmJNb3m9RQKp+uGA\nIrmcRoWGUrwmcZRawEgYipgUQdV++ndAV4eamhr6/vvvlcZOKyt7+/Zt4nK5xOFwtB4MqCI0NPS+\nd7KWy+UUHx/fxs+jmdjYWAoICKDY2Nh2CzYGp2IDDyunT5/WypPm7NmzSvOlwsLCqL5e81xWhmE6\nDcFiWZaampooODhY4/oNqEbVZOOBDqPKyfkvhMJU2Nldxbp16+Dg4ICDBw+qdS4R8MwzwIABwKlT\n6oWaeGV64Xn35+GxzQOzrXWrYFAfXo+ULSl4JOMR9OqnPxm2qIYGbEpORtacOTBRodIlEonA5XKx\nbt067Rp6801F3NFXX2nZ086RMlLY/myLi5suYt6YeXprB1A4yS9cCPzyi0KxTN+UlJTg1q1bGDp0\nKGxtbTFr1qx2ZRhGgJSUrWBZCaZPvwqpdDCWLwfmzQMOH9ZNP3x8fLBjxw64urpi165dbY6tPL8S\nm+w24WXnl3XTGBTeJs88A+zdq3AfNyrIV8Q2FherbXpTK6rFHp89iCqOwuWnL8Pe0r7Tc46XlOBm\nVRU87Tsv2xWKfilCtUc1HHwc9NqOujSHEkRHR8PY2BgDBw5EyV2ZsMGDB8PJyQlEhKCgIJiamsLF\nxaUlDEtf3Lx5E2vXrn3o5Cj9/f2xbNmynu6GAQM6g2VZeHh4YMGCBRgxQrMwcKFQiPDwcCxdurTl\nPboblqUqxCk6Oho1NTXo27dvG2+Y5nNdXFwwcODAdueJRCLU1tbi2LFjWLVqFYYOHdpjIY0PKw9l\nGFVdXTjxeJYkkZTRwYMHad68eRqttH3zjSL5VyRSr3xQbhCZu5pTeKH66ieawt/Ep7xv9K8Isiw+\nnk6XdL6Lkpqa2qI2oTHZ2UQjRhBVVWl3vpocjz5Oy88u12sbzcTGEpmbE129qv+2ioqK6IMPPqCq\nTq4fw8goPf01ioiwpw0bCmnHDt2rZ6WkpJCNjQ3t27evZcs7rCCMxn4/Vie7GvdSUEDk7KwIXRO8\n/p4iJkwLziWcIzNXM/o9+neVAgwyhqGJ4eHEq6vTtstqIauXEc+SR43x+t09UZeysjKKjY1teZ2f\nn09FRUUtO5p8Pp8CAwPJ19dXo1CoriCVSunq1avd5ibcnWiijmjAwIOAh4cHidQdRN1DbGws5ebm\nklwup7i4OLpx4wZdunSJvL29lYZSFhQUkKenZ5sdxY6EG86dO0dBQUHEsiyxLEunTp2iCxcuEJfL\npT/++EOt8EkDmoOHbWeDYYSIjp6FCRO+QlbWKDz55JOIiopS2wXS21uRaxoZCaiTD3en+A7WXViH\nS5svYckE7ZKW1EGYIUTs/Fg8kvYITMxM9NZOcF0dXkhLQ+ojj6jc3aitrUVwcDAsLCwwa9Ys9OvX\nT7OGXn0VGDoUUHO3SRukjBQOxxxwcOlBbJy6UW/tNBMfD6xZozCme/NNzZKv1SU3NxeZmZkYMWIE\nnJycOk2ALygg/PjjYSxd+hMWLPDAkCG6XzWvrq7G008/jf79++Pc+XNYfnk59szZgx0OHSepdwWR\nCHhlpxj8axm4HjQc4x/VLnE1rSoNW65swUzLmTi29pjS5PFTpaU4W1aGICW7R7ok55McSAolsPvT\nTq/tqAuHw8HKlcqNGHsCgUAAX19frF+/Xm1xjwcJPz8/LFu2TK+CFgYMdCfR0dGoq6vDyJEjMX36\ndI3OLSkpwfHjxzFjxgzU1dVh5cqV6N+/fzsPDrFYjMDAQFhbW2PGjBkQCAQgIkRERCAvLw/jx4+H\niYkJKisr8fTTT0MikeD8+fOQyWSYMmUKpFIpHBwcUFtbCzu7++Pe+7CiamfjgZxsZGS8Abm8FpaW\nP8PJyQk///wzNmzYoNa5mZkKc7Hr1xX/7Qx+OR/Lzy3HifUn1HIG7yqZezLBSllMOTZFr+2sTUzE\nyuHDsUeN2ZZIJEJcXBzEYjHkcjkWLlyo3sSjqAhwcACSkwErKx30WjkBuQF43v15pLyeggEmA/TW\nTjM5OYpQqunTgd9+AwYP1k29iYmJKCsrw/jx42Fra6vWORwOsGuXIuxo587LyMp6E3Z25zB8uO4H\nkTKZDG+99RZu+t3E6FdGI/L9SL0OnGjfe/jpzlx8k7kZFy4AWoqTQCQT4W2ftxGcH4zLmy/Dweqf\nyZiQYWAbGYlrM2bgEV39IZX1IUeEmNkxcIl3gekYU721oy4pKSmQSqXtHIB7kps3b2L9+vUP5WCc\niMDhcHSifvP333/DxsYGLi4uOuiZAQNdJzY2FpaWli3KdupSU1PTYrLXEb6+vjA3N4e5uTnS0tKQ\nlpaG+vp6zJw5E87OzkhISMCIESMwaNAgTJs2DampqcjNzcWaNWu68pEMaMFDFUZVUXGNwsMnkERS\nQ2vXrqV33nlH7XPr64ns7NT3nMuszqRRR0bRhcQLWvZWc6S1UuJZ8qghWr9hC/zGRrLg8ahOQzUS\nhmHI29ub0tT1Inj7bcU/PfOs27P0od+Hem+nGYGA6KWXiMaOJfL07FpdQqGQrl+/TiVqhLY1U1tL\n9OKLRGPGtFVSq629TTyeJZWU/NG1TnVASUMJDdg4gMwszCg0VDdqbEopLiYaPpyouJj8/YksLYl+\n+KFrimB/Jf5FZq5mdCzqWEtY1Vd5ebSlGxSoEjcmUt5XPW+aVlNTQ7du3aLs7Oye7ko76uvricPh\nUEREhN59h7obHo+nVcJrR+zfv19ndRkwoAt0LYCQmppK/v7+5OfnR2fOnKHY2Fi6dOkScblcYlmW\nIiIiqLq6moKCgig3N5c8PDzo6tWrBpWpHgQPixqVSJRHPJ451dWF05dffknz589vZwDVEQxDtHEj\n0SuvqNdWQV0Bjf9hPP0e/XsXeqwdJSdLKGZujN6lMV9ITaWPtBx08Pl8Sk5O7rxgWZli0Kht7oea\nlDaWksUhC73m1CjDz4/IxoZo1Sqiu55kGlFcXEyenp5qK3+JRAoDSnNzhUiTsvGLQJBO4eE2lJ39\nsU4HbSzL0voL6+kj/4/Iy8uLzMzM6MIFPU3EX3uN6L33Wl7m5BA5OBDt3Kl+npUy0irTyP43e3rm\nyjOU3VBJI27fpqyuyDyrQZVXFUVMiug2Az9lMAxDXC6XeDzefT+Qr6urI19fXwoKCmqRZtVVn8Vi\nsV5UtFQhlUrJ19dXp3W++OKLOp28GDDQVXQ52RAIBPTee+/R77//TkVFRcSyLHE4HAoMDGwx+Cws\nLKTIyMg25qS6cB43oD2qJhsPTBgVy8oRH/84zMw2IDPTGc899xyio6PV3rb74gvAxwcIDARMOkmH\nqBBUYOHphXjZ6WXsm79PB73XDGIVpl+jXhuFkbtG6q2dIrEYDtHRSHBxwWhTzUM71DbFOXAA4POB\nq1e16KX63Ei7gXc57yL2lVgMNR2q17ZaI5UCx48rhLdmzQLefhtYvhxQJaYjEomQnZ2NxsZGzJvX\nuZJWaanCJ/HoUeCRR4CvvwZmzFDVp0okJW2AqelETJ16CsbGfbX4ZG35KfInnE88D94LPJj0MkFi\nYiLWr1+P3bt345NPPtFd+Et8PLBypSL8rlX8rkCgCBkrLVWEQZqba1e9SCbCXs5eXEr3wepHf8TF\nOfrL9WElLKJmRmHSD5MwYo1+TTs7IisrCxkZGXj88cfRX49mhbqm2SSs+RnUbAZoamoKZ2dnmGpw\nz2poaEBERARMTEzQq1cvyGQyyGQyzJs3D4P1GD4HKFSoHnvsMZh09uDRALFYjIMHD0IsFmPBggXo\n06cPFi1apHlenQEDXSA8PBzTpk3DkCFDkJ6eDiMjI7VDgDtj3759mD9/PoYMGYJly5ZBLBYjIiIC\n/fv3x/jx47U3HjagNx6KMKqcnE8oPn4FFRTkk5WVlUbKHh4eRNbWROpEqdQIa8jhNwfaH9Cz29T1\nd+op1CqUZHX6NV36b3Y27UpN1ercvLw89XY3RCLF8r+Xl1btaMLrHq/TlitbemT1ViQiOnWKyMmJ\naNQoor17iXx9FT4d97J///5OQ9GyshTeE8uWEQ0dqgjbUudyNyOXC4nPf4piYxeRVFqj4adpS2xJ\nLJm5mlFWdVunwJKSEnJxcaHt27frRkGIYYjmziU6caLDwx99pPg6afm1JSKiDIGABl75jMxczeno\nnaN6+77kH8ynxHWJeqlbHViWJZ92xiUPNkKhkLy8vNqsaKoiKCiIQkND2/2NWZalixcvUmBgICUl\nJVFdXZ3OvwcNDQ0UEhKi0zpbI5VKKSIigng8Hn3wwQd6a8eAgXv58ccf6ZNPPqFz5861vBcVFdVG\n4a6rJCcntyhi+vv7G0wo73PwoO9s1NYGIDX1OdjbR2LFimewbt06/Pe//1Xr3OaE8Bs3gPnzVZdt\nkjZhxbkVmGM9B9+t/K7HExXTX0pHr4G9MOn7SXpro14uh21kJDj29nAc1F6ppzO8vb2xevXqlteX\nL1/G8OHD4eLigqFDW+0ucDjA668DSUmAHlffRDIR5p6cixdnvYg9c/borZ3OSEsDLl8GfH0VC/V2\ndopdj8mTAak0G2PG9MOkSaPQu7dCeampSZFPX1Cg2ASKiwPkcsUOyfr1wLp12l02IgbZ2f+Hmhov\nzJzphX79JmhcR7WwGnNPzsWBxw/g2ZnPtjsuFAqxfft2VFZW4vr16xrrrbfhxAng9GmAxwNUKKWd\nPg18+CFw6RKweLHmzRgFBeEZc3N8YWWCp688jSlmU3Bi/QkM7qu7VW5xkRjRjtFwjnRGP5ueWXFu\nvfL4sHHvvacjgoODsWjRog6PExGqqqpQUFCApqYmPPbYY2rf+8ViMbKysmBmZgYLCwsY3/Od9fb2\nxqpVq7rlWdLU1KTUX8CAAV0TFxeHhISEFu+l8+fPIyMjA/3794eFhQXmzp2rEw8LDoeD0aNHY8qU\nKQgKCjL41NznPNBqVFJpBaKjZ2Hq1DP4/HNPZGdnw93dvd1NXRmNjcDcucBbbylUWFUhY2RYf3E9\nrAdZ448Nf/T4RAMApJVSRE2PgkOAAwbO0N9D5ERJCU6WliLMyQnGGn7u3NxciMXiFkm5wMBALFq0\nCDExMaivr8eYMWMwZcpdZa0tWxSj7gMHdP0R2pBXl4f5J+fj+Lrj3aIg1hlNTUBCgmLSERVVjbKy\n3pDJhkAkAmQyxSRi4ECFZ92YMYrwKEdHYOJE3UnrFhX9goKCrzFjhjsGD1bfkFIil2DZuWWYP3o+\nvl3+bYflWJbFf//7X7i5ucHT01O7rfTKSoXEl5+fQsWsEwIDga1bFcrKzz+vfjNe1dVYy+ejZsEC\nDOvTB2K5GHt99iIwLxA3t92E7QjdhAGkbEtBv0n9MOELzSd4uuJhNpIrLCxEZmYmAGDYsGGYOXOm\nUsncoKAgPP7442rVmZGR0WJq2HpVbsiQIZg1a1aL0WBaWhoKCwthamqKKVOmoLq6GhERERgzZkyb\nPlhYWBiMwww8VAgEArz66qs4e/Zsu3FSUVEREhISsHr1arXGaJ1x+fJl+Pv7Y+XKlVi7dq1GoZMG\nup8HNoyKZRlKSFhNWVkf0N9//00TJkygmhr1wkFYlmjzZoViT2c74yzL0o7rO2jdhXUkY+6vbbqi\nX4oo9rFYvSaLMyxLC2Ji6GhRkVbne7UKjwoICGgTitAmMbKoSGHj+xg0AAAgAElEQVT015X4FzWJ\nLIokM1cziimJ0Uv9+fn5JJVKW0yD1CU9PZ3y8npGlaiy0p14PHOqrHRXqzzLsvSs27O0+fJmYlj1\nkptPnDhBFhYWFBQUpHkHd+4k0kBdjkjxVbKxUYRWqZNjL5DLaXx4OHGqq9sd+z36d7I4ZEE+mV0P\nO6rh1lDY2DCSC3o2YTGgtVTZQ0yzKg2Hw6HExH/C1tLT04nH43W5/traWgoMDCR/f3/y9fVVGsIV\nHx9PN2/e7HJbBgz0JCzLkkgkUppsffv2bXrjjTc6NPKrr68nd3d3iouL01l/4uPj73tRCwMK8KCG\nURUWHkFFxRX063cCixYtAYfDgZOTk1rnfvst4OYGhIQAnU2G/8v9LwJyA8Ddwe0WnwZNIEaRLD7y\npZEY9dIovbWT1NSExQkJ4Lu4wKqvZsnEOTk5LQY6+fn5kMvlsLGxAQCUl5ejrKwMDs0r1b/9Bpw8\nCYSFdZ6p30WupV7DW95vIWBHAKaYae9bUlZWhuzsbEgkkpaVnLCwMEgkEgwcOBCOjo7w9vbG+vXr\nMW3aNFhZWbUktSrbIevJ1eaGhigkJW3E2LEfYfTotzosR0R43+99hBaGImBHAPr1UT8MiMvl4tln\nn8WhQ4ewY4eapn/XrwPvvafY/tEwnK+yEnjiCcDaGvjzT9XhZh9mZyNfIsHFDlabeQU8bLmyBe/N\nfw975+7VaoeTETKIso/CpO8nwWy9Wecn6JHAwEAs1ibO7AGmoKAAfD4fxsbGmDx5MiZN0l8YamuI\nCN999x327et+URFllJeXIy8vD3PmzIFYLDasChtQi6qqKpw8eRJ1dXX44IMPWsKhXV1dMWLECLz4\n4ovtzsnIyMCFCxdgYmKCJ554wrCb9y/lgdzZqKnhEo9nSRUVfJo2bRqd6CBhVBkcDtHIkUTq5A/+\nHPkz2f5sS5WCyi70Vr80JjYSz4xH4iIdJOCq4IOsLNqqSQZyKzw8PFpW+a9cudLx7gbLEq1bp1iK\n7gZOx50m6yPWlFbZPhlbLBa39NnNza1VF1m6c+dOy2doaGggLpdLZ8+epcpKxfekI6naGzdukJ+f\nH3E4HPLz86PIyMh2ZXx9fXt0pUYozKHIyKmUmfkusUp2LFiWpXd93iWn405UI9QusTwlJYUmTpxI\nn3zySeeyvsXFRBYWRGFhWrVFpEjO37aNaM4chdqyMviNjWTG41FpJ4ns+XX55HjMkXZe30kimeY6\nu1nvZ1HyVu1+R7rm1q1bPd2FfxWfffZZT3eBioqK6MyZM3Tz5k0qKioiDodDFy9epKampp7umoEH\niJqaGvr0009p37599MILL6gUg2lqamq5z+fl5dExdc3MDDxU4EHz2RAKs4jHs6Dqan965plnaNeu\nXWoPzrKzFeMWdaI4riZfpVFHRlFOTU4Xe6x/cj7NocSNiXodpKoKMemMuro6unbtGgkEAmpsbKRr\n1661bMNGR0dTVVXVP4XLyxVyTdqE2mjBmbgzZH3EmlIr24Zv3bhxg3bu3NkyOQgMDKTAwEDicDhU\nUlJC165do8bGRkpISKATJ07QRx99RMXFxSrbKioqarP9nJub2y6Mo6SkhPh8vu4+oBZIpTUUG/sY\n8fmbSC7/Ry6LZVna67OXnI87az3RaKaiooLmz59PW7du7VipimEUclsHDnSpLSLFPHb/fqLx44nu\n9eljWJbmaxAq2CRpoqcvP01z/5hLJQ3qmy3WR9UTz4JHknL1/H/0SVRUVI+F7P1buXbtGt2+fbvN\ne7pU51EHDw8P8rzHaZRhmDbhrgYMqMtHH32kkdKgu7s7/fnnn3rskYH7lQdqsiGT1VNk5DQqKvqF\nvv76a5o9ezYJ1TTdEggUxl8//th52ZC8EDJ3NafYku59EGgLI2Yo0i6Syi+X67Udz6oqmhgeTkIt\nzHGa3cXz8vJIIpHQ1atXSSQSEcuy5O5+T56At7fCflvNHJyu8mf8n2R12IrCChSr51FRURQREaHy\nHJZlicvlUl5eHuXl5ZGXlxdxOByN287NzW3Xlq5NvrSBYcSUnPwsxcTMI4mkgiRyCT1/43ly+d2l\nyxONZoRCIW3evJkWLVqkPN/qyBGiBQuIdChpePaswvSw9SX+vbiY5kRHE6PBZJ1lWfoi+Asa890Y\niiqO6rQ8I2Xojv0dKj1bqk23dQbLshQQEEApKSk92o9/I97e3hQXF0dZWQqJaJZl6fjx493eD2X3\nFz6fb5h8GtAYLy8veuedd6iurk6t8p9//rnBxftfygMz2WBZhhIT11Na2svk7u5Oo0aNoiI1VyJZ\nVhFG8dxznSeEJ5UnkcUhC/LN6vkBnybUhdZR6MhQklbr1wF3a3Iy7cnI0Pr86Oho4vP5xDAMubm5\nkVQqpbKysvZ6/3v2ED35pHqZvTrALdGN+u3vR+s+XEcVFRXd0mYzXC63zWt/f//7wu2UZRnKzv4v\nhYZNpE3n59CGixuoSaLbcAuGYejdd98lOzu7toOdyEjFrCBH9zuLwcGKHc4zZ4hyhUIy4/EoobFR\nq7qupVwjc1dzupCo2i0976s8il/Zs8mMQqGQrl+/rraQhgHdIhAI6NatW+Tj40MCgYCCgoJ06qys\nLu12k+/i4eHR7X0x8ODT0NCgdtkrV67osScG7mdUTTa6rk2mQ3JzP4VcXge5/HXs3r0bbm5uajuE\nf/+9wtvg999Vy4UWNRRhzYU1+G7Fd1hus1xHPe8ehswfAvNN5sjel63Xdo5OnoxrVVXwranR6vyh\nQ4fC1NQUxsbGWLJkCfh8PiwtLeHs7Izr168jJSUFLMsCrq5AebnC3l3PxMXFwaLeAiG7Q5BgkYBj\nKcfAEqv3doF/tPhlMlnLe7Nnz0Z0dHS3tK8KIyNjMEN24XSuELtH8XFm5Xs6F0kwNjbGkSNH8Oqr\nr2LBggWIjY0FSkqAp54C/vgDmKB7adjHHgOCgoD9+wmLP6zB+6PHwF5LD4In7Z4EdwcXHwd8jI/8\nPwLDMu3KCNOFKPyuEFOOT+l22ezi4mIEBAQgICAA0dHR2LBhA4YNG9atfTCgoH///nBxcUHfvn3h\n6+uLxMREsCyL5OTkbu2Hk5OT4nd2D87OzggICGgRsLhfICL88ssv+Pzzz3u6KwaUMEgN0Q4fHx9w\nOByMGTOmG3pk4IGjo1kIdfPORnn5JQoPH09lZRk0efJkOn36tNrncrlElpZEne0Q14pqacbRGeTK\nc+1aZ3sQWYOMwsaFUbWv5nkVmuBfU0PWoaFUJdVsF+XXX3+lS5cuUWBgYMt7bm5uLav4DMNQZGTk\nPyvcpaVEY8YQtUrQ1getdxaKG4pp/sn5tOLcCipr7CCbWIcwDEPnz59vt+LdEyue93Iu4RyZuZrR\nsahjVFXlRTyeGZWX629lys3NjczNzcnL1pboyy/11k4zH4YXUn8bIe15m+3yBlqloJIWnV5E6y6s\no3pxfcv7rJylQONAKvyxsIu91RyWZdvF5xvoeSIiIignJ6fF/TgsLIzKy/UbAnsvoaGhSiMDysvL\nicvlkre3d7fv8CojPj6e3njjDUpPT+/prhjoAlwuV+2QdwMPJ7jfw6gaGqKJxzOj2tpoWrFiBb2j\ngdZ+Xp5ionFPlEo7JHIJLT6zmPZ47XngNZurfaopbGwYSWv1G071TmYmbU5K0uh6sSxLfn5+lJyc\nTAzDUG1tbUv+huxuXH5tbS25u7u3vKboaCIzM6JW+vi65M6dO/TLL7+0eU/GyOhj7sc06siobgmn\n43A47bT5Q0JCOtQr1zeNkkbaeX0nTfl5CsWXxre839AQS6Gh1lRQcEQ/vxOWpbDVq8nS1JRO/P67\n7utvRWxDgyJ8qkREjz6qCLOUdDFvWyqX0mser9GMozOosF4xucjcm0mBCCRG1j3hgK3h8Xhqx1Ib\n6D5Ylm0XNuru7t7tz57IyEgKU6HyxuPxKCZGuRdRcnIyubm56f0e9eqrr+q1fgP6p7a2Vid+NgYe\nbO7ryYZYXEphYWOoouIq7du3j5YtW/bPILQThEKiWbMUOaaqYFmWdl7fSRsvbiQ50/Nx8rog/Y10\nSv6PfuU1RXI5TY+MpD9LNU94TUtLa0moLigoIKlUSleuXGn520qlUvL09KSc5nj9CxeIJkwg0tNK\nW0fmZtwcLlkfsaZXbr2is6RoZchkMvL396fc3NyW98rLyykhIUFvbXaEd6Y3TfhhAj1/43ml+Rki\nUT5FRk6njIw3iWV1/Hs5fJjI0ZEy4uPJxsaGPvnkE70MwIRyOdlFRtL5uzq4QiHRE08ohK80CD9W\nCsuydCj0EI39fizd4d0hnhmPhNndv6KXk5NDISEh3d6uAfUIDg4mgUDQ8rqxsbFd7lZ3UFpa2j5f\nrhX5+fnk4+NDXC6XYmNjydfXl3x9famwsLDlvqVP3nvvPb3Wb0C//P777+Tm5vbAL+Ia6Dr37WRD\nJmug6OhHKCfnM/rzzz/JxsaGqtWUXWVZRTL4tm2dJ4R/EfwFOR931nnia08iF8gpcmoklV3QbxhQ\n/F1vgtwubI+GhIRQQUEBiUSidoMjLy+vf5JZP/2UyNmZqL5eSS1dIyQkhKQdhITVimrpNY/XaOTh\nkXSJf0lvN81mdatmAgICOveg0CGljaW09epWmvjjxE5dsmWyOoqLW0qJiRtILtfR7+bcOaLRo4nu\nhpaUl5fTnDlzaPv27STp6pbDPezJyKBn7tmVk8mIXn6ZyMmpYy8OTTgXc46Gfzic3I7qNwRQGf7+\n/ip17w30PHK5vJ0qVGJiYotSVXfSfN/p7N5WXV3dUiY/P5+8vLzI19dXr/epjz/+WCNp1fuNhISE\nNmHD/zZ2795t2F01QET3aYI4wwjB56/FoEFOqKhYjX379sHd3R3Dhw9X6/yffwb4fEV+qap8zAv8\nCzgRewK3tt2679zBu0Kv/r1gd94OWW9nQVwg1ls7DgMH4qOxY7ElJQVipn1irDosXLgQWVlZMDU1\nhUQiaXOsoaEBgwcPVrw4cACYMwdYvx4Qibra9TYYGxu3SdBuzVDToTi69ijctrjhq9tfYenZpbhT\nfEen7QMKd01TU1MEBQWBZVmwLAtjY/3/BAVSAb65/Q1m/jYTE4ZOAP81PlZOWqnynN69h8De3gu9\new9FfPxiSKXlXevEzZsKh3AOBxg7FgBgYWGBgIAANDQ0YM2aNaivr+9aG3e5VlmJG1VVOGpr2yZZ\nu3dv4NgxxddrwQIgu4s6C3MvzIVrsStebXoVl5Mvd7HX6iOVStGnTx+DS+99Tq9evWBkZAS5XN7y\n3syZM5Gent7hvUhfiMWKZ8Rff/2Fc+fOdVhu+PDhMDIyQmZmJsLDwzFhwgTMnTsXt27dQmBgIJKS\nkrrUd7FYjPT09DbPgb179+KHH37Qus6e5JdffkFoaCgef/zxnu5Kj1BfX4+tW7diyJAhPd0VA/c5\nRqRClcLIyIhUHdcWhhEjKWkDTExGYsCAzzF//gL8+uuv2Lhxo1rnBwcDzzwDhIerFrLhFfDw1N9P\ngbuDi5mWM3XU+/uL/K/zUetfCwd/BxgZ60cFh4jwdHIyhvfpg9+nTNGqjqCgIDz++OMIDw/HzJkz\nMfCuMpBIJEJoaCiICPPnz8eAfv2A7duB+nrg+nWgT58u9z8mJgZ///03XF1dOy0rY2Q4E38GB4IP\n4BHrR/Dlki8xzVy3g7rQ0FAwDAOxWIwVK1botO7WSBkpTsScwFe3v8LCcQvxxeIvYDvCVqM6iAh5\nef9Defl52Nt7oX9/Lf7+gYGKH6ynJzB7drvDDMPg7bffRkhICHx8fDBq1CjN27hLmkCAhfHx8J45\nEy7Nk1glHDsGfP454OEBODlp3k5tQC1St6fCJcEFqfJUrLu4Dvvm7cM7c9/Ruu/qEh4eDgcHB/Tv\n31/vbRnoGmKxGBEREW0Go3K5HH5+fli9enW39aOqqgpZWVkQCoUwMjLC4sWLOyyblJQEsVgMGxsb\n5OTkwNnZueVYRUUF0tPT20ygjIyMMH78eIwbNw4sy6KkpAT5+fktkxIjI6MW9StTU1NYW1sjLy8P\njz32GADA398fMpmsW6+Hrvjss89w4MCBnu5Gj5Cfnw8vLy/MmDEDCxcubHk/ODgYDg4OGDp0aA/2\nzkBPcPe3rnwg2tGWB+kpjIphJJSYuI6SkrZQdXUlTZ8+nQ4fPqz2+QUFRFZWbQ27lJFRlUGWhyw7\nDRd50GHlLMUsiKGCwwWdF+4CDTIZTY2MpD9K1HdTbs21a9eIYRiSy+VK45abDQGJiEgqJVq3jujZ\nZ3XiwREYGPhPboiaCKVCOhR6iMxdzemJS09QUG6QzsKrxGIxpaWlUYmW17IzqoXVdPD2QRr93Wha\neW4lxZQoTwDVhJKSP4jHs6S6Og2TAO/cUXhpdBJmwLIsffPNNzR+/HhKS0vTqo/N39ETnbi8N+Pm\npuiapiHp0hophY0Jo2qff0I+82rzyO4XO9rH2UcMq9/QuPvBENKA+vj4+LS7d/j7+3d7jLunpycl\nJyd3mL9GpPDnSGwl1KFOvgbDMJSdnU2BgYEUFBREmZmZnYZF3rp1izgcDrEsS/v27VP/Q/QwP/74\nI6Wmpra83r9/fw/2pudgGIaOHDnSTjyAx+NRcXFxexNfA/8KcL/kbDCMjJKSnqbExA0kFDbS4sWL\n6a233lL7pisUErm4ELl2olxbJaiiyT9NpuPR3e/c2hMIc4TEM+NRY7x2pmXqktrURGY8HkVpkVMh\nEAjo5s2bVFBQQL6+vpSQkNDu7x4XF0exsXcd3YVCosWLif7zH8Xkowuoerh2RpOkiY7eOUpTf5lK\nDr850B8xf7SRPb1fYFmWYkpi6JVbr9DQg0Np5/WdFFsSq9M2qqt9iMczp/Lyy+qdEBqqcNbT4MFz\n+vRpsrS07NTd/V5YlqVNfD7t1nCiEhSkmHBcVvMjsSxLSc8kUcZb7U0vq4XV9OipR2nr1a0klukn\nBp3L5Wo8cTbQs9TV1bWTJ87Ly+sR9R6WZcntrsy4SCSioqIiqq+vJ4ZhKCwsrJ38bEREBBUW6kfS\nOTMzk0JDQ+mHH37QS/36oLy8nFxdXVsG05999lnPdqgHuHLlCl25cqWdumJCQgKlpaVRaWlpjwif\nGOh5VE02ui2MiohFWtouSKVlmD7dHbt2vQShUIgrV66gV69eapwP7NgByGTAxYsd52lI5BIsP7cc\nc6zn4NCKQzrp+4NA2dkyFHxbAOc7zug1oPPrqS1ulZXYl5WFaGdnmJmYaHx+bGws6uvrYWdnh7Cw\nMDz11FNtjmdmZqKsrEyxLSsSAZs3K4Lt//4bMDXVqs/NIVxdgSUWvtm+OBZ9DIF5gVhhswLbZmzD\nmslrYNpbu37pgszqTFxMuogL/AuQsTLssN+BV1xegdVAK72019gYDz5/HcaM2YvRo9/t2MDOzw/4\nz3+As2eBVas0asPT0xO7du3C2bNn1Q6tOFxQgL8rK3Hb0RGmatxPWpOQAKxeDXz9NbBrl+qypWdK\nUehaCOcYZ/Tq174dsVyM5649hxpRDa4/cx1DTHUXy7xnzx7s378fZmZmOqvTQPcQHh4OsVjcJnyp\nvLwcMTExcHR07FLooKbk5+cjLS0NvXr1wtixY9HY2IimpiZMmjRJqYkuj8eDVCrFmDFjMGnSJJ2Z\nVhIR3n//fYwePRr29vZwcXH5J3/vPickJATm5uZoaGjAnDlzero73Yafnx8aGhqwceNG9O7du+X9\n3NxcVFVVYfbs2fDz88OyZcu63dzUQM+jKoyqWyYbRISMjFchFKbB3t4bn376JQIDAxEQEIB+/fqp\nVcd33wHnzwM8HtBRqDIRYfv17RDJRbjy9BUYG91XBul6hYiQ9nwaSE6wO2en1x/6B9nZiG1qgvfM\nmeitRYJzY2Mjbt++jcmTJ6NXr16YOHFim+NlZWWIjY3F6tWrYSSTKWaZFRWAuzughpPpvehistGa\nWlEt3FLdcDHpIqKKo/Do2EexfOJyLJu4DDMsZuj12teL6xGUFwS/HD/45fihQdKALdO24NmZz+IR\n60e65QYvFhcgMXENhg1bgkmTvoeR0T2D7mvXgFdfVfz30Ue1aiM8PBxPPvkkXF1dsWPHDpVlA2pr\n8Z/UVEQ6OWGslhPS9HRg+XLggw+AN95QXqYpsQkJSxPgGOSIAdM7FptgWAbv+LyD4PxgeP/HG9aD\n2w/gNKW8vByFhYVwcXHpcl0Gup+UlBQMHz4cVlbtFwF8fHywSsMJeU+Qn5+P7OxsGBsb6/R+WlVV\nhZ9++gkHDhwwDFD1DJ/Px9WrV2FkZAShUIhvv/1WrWseHBwMoVCIiRMnwsbGps1EAwB8fX2xYsUK\nEBH8/f2xfPlyfX0EA/cxPTrZICJkZe1FQ0MEHBz8cPLkBRw+fBhhYWEwNzdXqw5fX2DnTiAyskXI\nRikHgg7AM9MTQbuC0L/Pvy95khEyiJ0bC+s3rDHqFf2tlMlZFuv4fIw3NcVv9yj+qEtCQgLy8/Ph\n6OiIsUr+qE1NTfDz88MTTzwBI5YFXn8diIsDvL2BESM0akvXk43W1IpqEZAbAL8cP/jn+KNWXItZ\nVrPgaOUIRytHWMACkkoJBhgNaLlOrX9TRkZGWLBgAUzu2SWSyCUobixGTm0OEsoSEFcWh/iyeOTX\n52Pe6HktkxsHK4cemVTLZHVITt6E3r0Hw87uL/Tqdff3duYM8NFHimRwbTKvW5GamorVq1fj9ddf\nx/vvv6/0e5YiEGBxfDwuTpuGJcOGdam93Fxg2TLg5ZcVk47WyBvkiHGJwbhPx8Fqe+e7RkSEQ2GH\n8GvUr/Db7qdxYv69eHl5Yc2aNV2qw0DPwTAMvL29sW7dunbHCgoK0NjYiOnTp/dAzzSnqKgIRUVF\nmDt3rs7qbGpqgq+vLywtLSGTyUBEKpPY7zcYhgHDMOjdu3e3KAzqgqKiIhw9ehQmJiZITk7Gnj17\nMGjQIDg6OqKhoQFyuRwsy4JhGPB4PCxdurTDpG9PT0+sXbsW8fHxsLa2VntsZ+DhQi+TjZoaf5SV\nney0cZmsGjJZJRwcAsDhhOKll14Cj8eDjY2NWp3PylLIVF65AtwVr1DK30l/4//8/w+RuyP1FkLy\nICDMECJuQRzsfewxyFnzXQB1aZDL8VhcHJ6xsMBH48bppY2mpibExcUpQqqIFINYNzeFjKqdndr1\nBAYGdtuDq6ypDHGliomB+x13VBtXo1RQCjnJMdRoKIaZDMO4UePQv09/9OvTD8YwRkFJAeRGcvQb\n1A/1knoU1heiRlSDkYNGYvzQ8XCwdMAsq1mYNXIWpplPg0kvzcPX9AHLSpGevhtCYQZmTr8Bky9/\nUWw/+vgAU6fqpI2ioiKsWrUKy5cvx5EjR9o8yEslEsyLjcXnEyZgh5IVY20oLlZMODZvVqhVGRkp\nJg4pW1LQe0RvTDmmmRrXqbhT+DTwU3Ce42CGxQyt+sTn8zFkyBClk3IDDw55eXlITk7GihUr0Oce\nlb0HZXejmYSEBAwYMACTJk3SWZ21tbVITEwEy7IYMmQInFotVrAsCyMjo/tu50MgEKBPnz746KOP\nsGnTJlRVVWHDhg093S2NyczMhI+PD6ytrVFdXY3Ro0cDAIYMGYJBgwZhxgzVO/b5+fmoqqpCTU2N\nYVfjX4yqyUZvZW+qg6npOIwYoc6PygjDh69AfHwWnn/+eXh6eqo90WhsBDZuBP73P9UTjTvFd/Cm\n95vw3+7/r55oAEB/2/6YfHQykp9OhnOMM/oM67p0rDIG9+4NL3t7zIuNxVhTU/zH0lLnbQwcOBBS\nqRQSiQR9+/YFDh5UDGIXLQJOnQKUrBIqQy6XKxKUuuFBZTXQCrbGtshJzMGblm/CwsICS5YsgYgR\nIS47DlGpUZBBBgkjQR+TPjC3Msdg28EgGSEnPQdjx4zFYufFsBpohV7G+su90QXGxiaYOvVP5KV/\ngFifSbDnT0X/O3cACwudtTF69Gjcvn0bGzZswHPPPYczZ87AxMQEjXI51vL52D1ypM4mGgBgba2Q\n1l65EmhqUoRvFv9UDFGOCLPOzdK4vhdmvYD+ffpj2dll8HzWE86jnDs/qRUsy6KoqAgzZz6c0t3/\nJsaPHw9ra2vcvHkTa9euhWmrkL++ffv2YM80Z+bMmfDw8NDpZCMyMhLW1tZKv+scDgdhYWH45JNP\nevRa3bhxA05OTigsLIRcLkdCQgIEAgFGjRqFefPmISUlBQUFBffVwkBTU1OL1LwyMjMzERISgkGD\nBsHJyQl9+/bFyJEjNWpj3LhxKCsrUzss3sC/j27J2cjJycGjjz6KY8eOqT3rZ1ngqacAS0uFJn5H\n48TC+kLMPTkXv639DRumPHgrCvoi851MiLPFmOE+Q2/+GwCQfDeM5ZIOwliUIZfLERgY2Ha1JDxc\nsfT81luKeJdOJhHV1dXIzMzUybZ/825Ls4a8tbU1Jk+e3GbFPS0tDSYmJjAzM1OZ8FhVVdVi8CWT\nyTBjxgwwDIPExETY2dlhgioTmfuFnBxgwwaUbB+OvEczMX3GdQwZorvwimZEIhG2bdsGoVCIS1eu\n4D/5+Rjdty9+1zKMrzNqa4E1awBbcyleDI/C7DtO6DdB+wepe5o7Xrr1Eq4/cx0Lxi5Q+7w7d+7A\nzs4Og7TIVTJwfyKXyxESEoIlS5a0vNedu6+6wNfXFwsXLtT54DIhIQEymaxdblJAQADi4+Pxyiuv\nYMCA7jfnFQgEiIiIwMCBA8Hn8zFp0iQwDAMHBwcwDAPLVott98suVWZmJoqLi5GVlYWxY8dCKBTC\n1tYWU6dOhZGREZKSkhAXF4fx48dj0qRJ3SpSYODhpEd9NkpKSmjy5Mn066+/anTe/v1ECxYQqZLr\nbpQ0ksNvDuTK60QL918II2EoZm4M5R/M13tbgTU1ZM7jEb9R99K7EolEqS8HFRYSOTsTbd1K1NDQ\naT0cDoekWkroVlZWkr+/P/n7+1N4eHgbDfmcnJwWKcmucgdtFvcAACAASURBVPPmzRY54JSUFAoI\nCKCAgACKjIzUSf06h8MhsrQk+uUXIpalqipP4vHMqKLiul6ak8lk9NJLL5HZ9Om0LCiIZDrwYFFF\nVY6EnPrW0abHRF1VXyYiIp9MHzJ3NSf/bPWNPW7cuEFJSUldb9zAfcWPP/7Y5vXt27epXgtJ8Z4g\nLS2tjdeErsnJyWm550skEgoKCqKoqCi6efOm3trsjKtXr5JcLlerbGpqKmVnZ+u5R21xd3enkJAQ\nIiIKDg6mgIAAioqKajne0NBAxcXFFBcXR/v37yd/f38qVtOPyIABdUFP+WyUl5eTnZ0dffXVVxqd\nd/Uq0ZgxRGVlHZdhWIY2XtxIz994vtvNkR4URAUi4lnyqNqvuvPCXeRCWRmNCQujHKFQp/XGxsZ2\n7LkgFBLt3k1kY0MUHq6yHqlUShwOR6s+qDK26sok5l6amprIw8ODAgICKDMzs+V9Ly8vioiIIJlM\nppN2uoxIRLR3L9Ho0e3M+urroyg0dCQVFf2il6Y/zs4my+efJ9upU9vpvOsSRspQ3NI4Sno3m9as\nIdq4kUisA+uM4LxgMnc1J490D7XK5+fnU0hICFVWVna9cQP3Dfd6/7AsSxwOR6/f6a7S0NBAycnJ\n5OOjf6PcqqoqunXrFgUGBpL47g8vLi6OSktL9d62Mm7duqVReS8vL6qoqNBTb5Tj6upKV69epVOn\nTrUz2yMiio+Pp/LycgrsxGDVgAFt6ZHJRmVlJc2cOVNjh82EBCIzM6LoaNXlPvD7gB47/RhJ5Kqd\nSlvD4/GoTNUM5iGkNqiWeBY8EqQJ9N7Wr0VFND48nHJ1OOH4+++/O3WjJTc3hXnc558TqRiQh4eH\nU1VVlcZ96GiyUVVVReGdTHK0IT8/n27fvt3mvfr6enJ3d6cjR4707OQ6KYnI3p5o0yaiDq6lUJhD\nERFTKCvrfWJ16Kb9v9xcmh4ZSRUSCR06dIjGjRvXzoRMF7AsS+mvpVPC6gRi5SxJJESbNxOtWEEk\n0MHPKLIokiwOWdCV5Ctqn6PpYMfA/U1HRqPh4eH37U6Wu7s7paamEqPnHcWO6AnXdSKi0NBQysvL\n0+iczMxM+vDDD7t1kYBlWfr44487NGFsNnRMTExsmcAZMKBLVE029JKzUVtbiyVLlmDVqlX4+uuv\n1Y6prqgA5swBvvoKePbZjsudiT+DL0O+RMTuCJj1V9/gKigoCCYmJujTpw9mz56t9nkPOqUnS1Fw\nsABOEU7oM0I/CePN/FxUhO+LihDk6Ki150FramtrERISgnXr1qk2fywuVugji8XAuXOAknwHIoK3\nt7dGEqIMwyAkJERpPPX58+fx9NNP6zRhkYhw7tw5pQmGAwYMgIuLC4yMjODj4wOhUIhhrfJk7sZL\ngmVZzJkzR2VSoMawLHD0KHDgAPDtt8Dzz6vMlZHJqsHnb4Sp6RhMnXoGxsZdu0Zf5uXhQkUFAh0d\nYXlXJvjkyZP49NNP4eXlBUdHxy7V35qin4tQcqwETuFO6D1YoaEhlwMvvKD4mt261bHXj7oklCVg\n9V+rcXDZQexwUO0jwrIsuFyuQeXlIUJVjkZqaiqEQiGcnTUTE9A3+pQQV4eAgIA2eS76JiEhAeXl\n5Zg0aVI7Lyh1YFkWfD4flZWVWLZsmR562BY/Pz84Oztj+PDhSo81K6AZGxujqKgIz6oaZBkwoAXd\nmrNRV1dHs2fPpr1792q0CiESEc2bR/Tpp6rLheSFkLmrOaVUpGjct+b4d09PT43PfdDJ3JdJcY/H\nESPR/6rU9wUFZBMeToVKtnK1QSwWk5ubGzV2lhPCMESHDxONGEF08KDShJ/09HTKyMhQu+3bt29T\ndbXyMLSe3NaXyWR08eJFqqmpaXeMZVk6f/68znJJKDFRkUA1Zw6RBtdOLhcSn7+JYmMfI6m0fT/V\n5Zu8PJoSEUGlSlbjrl69Subm5u12grSlyruKQq1CSZjTfndOLifasYNoyRLd7HCkVKTQ6O9G029R\nv6ksl5aWdl+H1xjQnMDAQJU7BOHh4fdd6FxPh990tBuka2pra+n69es6iYKIjIyk//3vf1RSUqKD\nnqmmox34wMDANt8luVz+rxwDGdA/ULGzoVP3mcbGRqxZswaPPPIIjhw5ovaOBhGwezcwerRC5rYj\ncmpzsOXqFpx/6jzszNX3WWhm9OjRsLGx+VeaY9l8a4NeA3sh883MNqZy+uCdMWPwmrU1FickoEQi\n6XJ9ffv2xZNPPomQkBCUlpZ2XNDYGNi3D7hzR6FfOmuW4r+tsLW1RWpqKoKDg1FUVNSuCiJCeXk5\nACA5ORlDhgxRulIUFhaGqqoqpY7A+qShoQFlZWUgIsyZMwe5ubntyhgZGWHx4sUYMGAAuFwu6uvr\ntWussRF47z1g6VJg+3YgNBSYPFnt03v16ofp0y9j0CBnxMUtgFicr3EXDhUU4FRZGQIcHWGlZAdp\n06ZN+Ouvv/DUU0/By8tL4/pbI0gRIG1HGqZdmaZUeapXL4Xi8ujRCtVlgaBLzcHO3A5BO4Pwbei3\n+D78+w7LTZo0CVlZWV1rzMB9hY2NDSIjIzs8PnfuXERERHRjj5QjFovh7+8PLpfb42pF/fr1g1Ao\n1GsbcrkcQUFB2LhxYxuFKW2ZPXs2bG1tkZKSooPedYxUKu3wuW5iYtJGZpnL5WLp0qV67Y+Bhxep\ntBJFRT8hPf2Vdv9UobMwKoFAgDVr1sDW1hbHjx/XyEXzq6+AGzcU48KOwhMaJA2Yd3IeXnN5DW8+\n8qbadRv4B3mjHHEL4mD1ghXGvDNG7+19W1CAU6Wl8HdwwBgdhFQBAI/Hg0QigYODA8zMVITQEQHX\nrwPvvAMsXgy4uip0lPHPbl5sbCz69OmDyZMnIzo6GjKZDEZGRjA3N0dFRQWGDRvWxliqGZFIhG+/\n/RY2NjbYvn27Tj4XABQXFyMqKgpDhw4Fy7IwMzODvb19mzK//fYbFi1ahJqaGkilUpSUlGDx4sWw\ntraGUChEcHBwmwdL//79UVNTg9WrV6vfESLg2jXFtVu6VHHtuuidUVj4AwoLD2PmTA8MGqReyNOh\nggIcLylB8KxZsO4kVC0iIgIbN27EDz/8gG3btmncP2mVFLFzYjF+/3hY7VQ9gWQY4MUXgYICRUhV\nV5U4C+sL8fifj2PPI3vw9ty3lZYxDBAePgoKCpCQkICVK1fCxKS9UWdZWRkKCwt7NOSXw+Fg2bJl\nqkNYuwmBQICkpCTMmTNHL/XL5XK4u7tjw4YN7UwXu4ouf798Ph8cDgeDBw/Gyy+/3PJ+UFAQHB0d\n27l8syyLS5cuYdasWcjJyYG9vT3GjNH989/T0xP9Ww3grK2tYWtrq/N2DHQ/LCtBdbUHysr+RF1d\nCMzM1mPw4AXtNhSsrV/VbxiVUCikpUuX0s6dOzVOHrtyRSFqo0qFTc7Iac1fa+g1j9c0qttAe0R5\nIgodGUpVnponSmvD4YICGhsWRslNTTqrUy6XU3x8PHG5XPLy8lItGdnYSPTee0TDhxN9/DFRbW2b\nw5mZmRQaGtp5Evo9BAUFKVX86Cr+/v7E5XIpMDCQTp061SJn2IxAICAOh0OBgYEUFBREycnJFBUV\nRTExMXTt2rU2oYssy3YYAtYhXK4innHGDKLgYF18pBbKyy8Tj2dG1dW+KssxLEv7MjPJLjKSCjS4\nxnw+n6ytreno0aMa9YuRMBT7WCxlfZCl9jlyOdHOnUSPP06ki692Xm0ejf9hPP0SqVzFKzg4WOPv\nqIH7H5lMRjdu3OjwOJfLpSYd3jvVoVluPCAggGJiYrq17c5QKoOuA3Jzc8nDw0Nvv7HAwECdqQnm\n5ORQbW0tBQUF0c8//9zyPsuydOPGDaXh6yzLUn6+fmXwW4e5JScnd0vomAH9wbIs1dWFU3r6a3T7\n9giKi1tMJSWnSSbr2GoAXVGjSk5OVvkvKSmJVq1aRdu2bVNbh7qZqCiF8lRn97N9nH209M+lJJXr\nRmL0305daB3xzHhUf6d7dN3PlpaSBY9HvLo6ndfNsiz5+fl1noeRl0f0wguKL9yXXyomIV2gp+OX\n74XP53ftQRkerkhGsLEh+usvxWhaD9TWhhCPZ0GlpX8qPS5hGPpPcjLNi4mhai0khbOzs2nixIn0\n1VdfqZUzxjIsJW9LJv4TfGIZzZRu5HKiXbt0N+HIqcmhsd+PpWNRx9odCwkJMUw2HlLi4+M7zA9g\nWZY8PNSTSdYVfn5+OpPz1jW6nmywLEv+/v4UHx+v03rvJT8/v90zqq6urstqepcvX26Tf1FfX6+3\nCVlntJ5slJSUEJ/P75F+GOgaIlEe5eV9SRERthQRMZny8r4kkUg9NTZVk43enW2fbN68udMtlvnz\n5+PYsWMabbUWFwNPPAEcPw4oiVRp4VTcKdxMv4mI3RHo00u/Skr/FobMH4IpJ6eAv54PxyBHDJiq\nX0fW7VZWMO/TB08kJeHklCnYoCr8SUOMjIywbNkyZGRkgMvlwsjICC4uLu2du8eNA06eBDIygM8+\nAyZNUuR37N4NaOF8LpfLdfQJdMOMGTM0P4lIkYdx8CCQmAh8+imwaxeg4xCC1gwduhCOjoFITFwD\niaQIY8d+1LIV2ySXY1NyMvoaG8PfwQH9tQjdmDhxIng8HlasWIGGhgZ88803HeaOERGy3s6CpEgC\ne449jIw1cyLv1Qv44w/gpZeAtWsBT8+uhVRNGDYBATsCsPjPxeht3BsvOr3YckwmkykNtdE3YrEY\n586dQ25uLiZMmIB+/fph4cKFGDduXLf35WHF3t4eXC5XaY6AkZER7OzskJycjOnTp+utD0SEzMxM\nFBUVYeDAgToPI7pf8fT0xKJFizBo0CC9tpObm4tHH3205TXDMJBIJPDw8MC7776rdb2bN2/GgQMH\nWvJQBw8eDAsLC6SlpWHq1Kld7re2jBw5Enw+X7vnkoFuRy5vRGWlG8rLz6KpKREWFlswdeqfGDx4\njtq5153R6WRDH4lNAgGwfj3wxhvAU091XC4kPwQf+n+IkOdDMLxf+yRdA9pjtsEM8lo5ElcmYtbt\nWTAdq5ucio5YNWIEvGbOxIakJFRIpdit42RDW1tb2NragmVZREdHo7GxEX379sWcOXPaPjhtbYGL\nFxWD62+/BSZOBLZtA/6fvfMOi/JM3/ZJ7yAdBFRQiooKRI29JCjWRGPUxCRqTDPV3WRTNt/uRs1m\nk2w2m1/absquq2jsRrGAIlVQxIoCIkoVQfrQhunzfn+MEAkgbQbQzHkcHCPMO8/7OO19rue+7+t+\n/XUY3jnTgZMnTxIcHKzV+fcqMhns3AlffqkpAl+3DvbuBS3V1XSEldUIQkJO3RYcRQwb9jWVSjXz\n09MZY2XFd35+GHeh5uvXuLu7k5CQQFhYGGKxmC+//LLNGrLCjYXUJNUQnBiMkUX3ctKbBMfzz2tH\ncAx1GErsythmwbEqaBUAERERnDhxovm4hoYGJk6cyGOPPaa1i8GdZGRksG/fPgwMDHjmmWfwvm0l\nLQgC69evZ8OGDVo/52+VJstqQRDafC19fHyIjY3VutjIz89vNpgwMDDA19e3V61lu4OzszMVFRU4\nOzv3aJyKigrS09OxtbXVudAAjbho2owVBIHPPvuMESNGEBoayp49e1i8eDHGxh0ux9oct7KyssXf\nAgMDuXz5MlFRUcycObNFDZ8ukEqlrTbfbty40ePXSI9uEQQVIlEcZWXhVFYeYsCA6Xh4vIqj44Ie\nW9W3hU76bNwNtRqWLgVra9i8uX2r/nxRPpM2TWLLoi3MHjpbq3PQ8wtF/yyi5IcSgpOCMXXW/c7p\n9cZGwi5f5mlXV9YPGYKhDhZKTUgkEs6cOYNCocDBwYHg4ODmi3llZSWZmZkYl5fjcegQg48dwyAo\nSCM6wsLa3d2vqKjg+vXrTJo0qcXfGxoauHXrFmVlZVhaWrY4V7+hqAh+/BF++AHGjNGIjDlzNC5e\nfYBSWUdm5uM0CiY8L32bx1wHs3HIEK09b7W1tcyfPx8/Pz9+/PHHFpHXm9/cpPjLYoKTgzF17fn7\nXq3WCI7cXI3g6GmLk6uVV3k4/GE+Df2UeZ7zOHnyJAsXLmxxzM8//0xhYSHr1q3rkiFHR5w8eZKc\nnBxWrVrV5v2xsbEYGRn1ac+F+43q6mry8vIYO3Zsm/ffrS9Hdzl+/Pg917vlbn2POktGRgYNDQ2M\nHz9eq5+bu7FmzRoWL16MlZUVFRUVTJ8+vdnJ8Ny5c/j7+3db9OzcuROJRMKzzz7b4u8qlYrjx48z\natQoPDw8evx/aI/Y2FjMzc3x8PBgyJAhqFQqoqKiWLBggc7Oqaf7iMVZlJZuoaxsG6ambri5rcTF\n5QlMTXtmAgN377PR62Lj7bfh9GmIiYH2DGbqZHVM+u8k1o5dq3ee6gXy3s9DdFzEmLgxGNt0fXel\nq5TKZCy9coUBxsZsGz4cu27s6HSVyspK0tLSmi8uTk5OjBw5EiMjI+rr60k4epSZ5eVYb90KeXnw\n+OOaiMfkyS0W42KxmLNnz7bahbSyssLd3R1XV1fq6uo4f/48pqamTJkypVs7VlqjokITtdi+Ha5c\ngeXLuxTF0TUHyopJu/o8E8zKeCjkGKam2t0NE4vFLFq0CEdHR7Zu3YqJiQllO8rIfTuX4KTgNi1u\nu4tarUmpys/XCA6LHg59peIKoeGhrHBawadPf9pmmmpMTAzXr1/n5Zdf7tnJukhOTg7Dhg3r1XPe\n7xw/fpzg4OA2Xfa0KTakUimnT5/G3t6eMWPGaGXM3uTYsWOEhYV1+XG5ubkUFhZibm7earNI19y8\neZOamhoMDQ1xd3dv0Yw1PT0dd3f3u7srdsD69etZu3Ztm1bsBw8eZOHChTrb/EpMTGTixInNaZ5H\njx5l5syZWm12q6dnyOWVlJfvpKwsHJmsGFfXp3F1fQZra+2mufUbsfHVV/Dvf2vSxNtoXQCASq3i\n0Z2P4mXrxb/m/6v/7Q7fhwiCwLWXriHJkzD6yGgMzXS/2yNXq3kzJ4dokYgDgYGM6Kl/qBY4ceIE\ntra2BNnaatKMduyA2lrNAv3RRzXt7buQyyyVSjlw4ACLFy/u3S/e4mKIjobduyElBebO1QinsLD2\nFX4voxYEPigoYEtpKXtGjMC56jMqKnYxalQUlpbaXcRKpVKWLl2KgYEB/37+3xS8UMCY2DFYB2qx\nw/ptVCpYuRKqqzV23j19un+M+JE/XfsT38z7hqUjl7Z5THh4OI888kgry8vuUllZ2amFT3h4OCtX\n3r37uZ7Oc/78eZKSknj55ZdbfV/01DpVLpdz5swZpFIp5ubmjB8/vk9qgLRBeXk5N2/ebNOW/G7E\nxMT0SifvrnLt2jWsrKx6FH3Yvn07lpaWLFq0qNV9YrGYCxcuMHXq1J5Ms10aGhrIyMhgwoQJAERH\nRzN7tj4bpa9QKhtobMxELM5ALM6goeEy9fXncXScj5vbKuztH8bAQDdW1v1CbOzbB2+8oREaQ4a0\nf9zb0W9zofQCR586qi8I70UElUDm8kxQw4hdIzA06Z3w8uZbt3g7L4/v/fx4rB/keBYUFJCZmUlY\nWJgmIpGRoREeUVGQkwPTpkFoKMyapYkOdCCGa2trycnJ4YEHHtDdpOvrNU1qjh/XhAxLS+GhhzQF\nUY880vNGEFqmRqHgqawsGlQqdo8cievtRU9JyfcUFKwnMPAgtrba7S2gUChYHracouQiIo5GMPAh\n3TUoUyrhiSc0t3v2dL/ePisrC7FYjImnCWHbwvj3/H+zePhi7U72V6SmpqJUKpk8eXKHx546dYrB\ngwfrNEXjt4ZSqSQpKQm1Wo23tzc+Pj5A9xfKeXl55OfnY2Jiwvjx43Wev99bdCe6ERcX1y9rUmpq\nasjLy+uyeLoTtVrN+++/zyeffNLm/br+v0dERCCXywkKCqKwsLBfirr7DbVaTmNjdrOoEIvTEYsz\nkMtLsbQcjpVVYPOPnd1kjI1tOx60h/S52EhOhsWLNZutd6ur3XRxEx8nf0zq86n6gvA+QC1Tk/l4\nJgYmBozYOQJD094RHOfq6liSmcnTrq5s9PbGqI+jWXK5nOPHjzNmzBg8PT1/uaOyEmJjNQv648dB\nKtVYqQUFad7YQUEwdGiLtCtBEIiPj9feF31dHVy6BGlpcPGi5vb6dRg//hcRFBysqVzuh2Q0NLA4\nM5N5Dg78Y+hQTH6VM11ZeZDs7OcICNiMo+N8rZ1XlCAifWk634V8xw3xDY4cOYKdnZ3Wxv81crlG\n61lbw08/df/lSElJwcbGBrmjnLk/zSV8UThhw7qeQtIRMpmMzz//nFdffbXTz4sgCIjFYqx7WqCi\np03OnDmDvb09vr6+pKWl4eHh0aWi20uXLqFUKnW70dFH3Lp1i/Ly8i6lgfVXsQHamduf//xnPvzw\nQ52NfzcUCgUJCQkEBAQgl8spLi5GJBLh6uqKn58fDu2lsujpEEFQI5Xm3xGp0IgKqTQXc/Mhd4iK\nUVhZBWJhMVRnkYuO6FOxcfUqTJ8O4eGaLI72SCxIZNneZZxYfQJ/J/8enVNP91HL1VxZfgVBJTBy\nz8heSakCKJfLefLKFZSCwJaAAIb0NOFdC6SlpVFVVQVo3K5adF0VBE0L6aZFf9PCXyQCX1/w8gIv\nL0Q2NsicnXEbOxZsbDSJ/JaWmh8LCzA2BolE89PY+MttebmmoPvOn8JCKCuDwMBfxE1wMIwe3fMC\nAR0jCAL/LinhL/n5fDFsGM+0kVvcRG3taTIyFuHj8xHu7s+1e1xnqY6pJmtFFiN2j8Bumh1vvPEG\nqampHD16FEdHxx6P3x5SqcZ1z8MDNm3qfh1+UlISgYGBXKm/wqJdiziw/ACTB3UceegMFy5cYMeO\nHZibm/Pmm2+2yCXvT0RGRiKVSnnsbvaF9yFNgmPYsGHExsa2u2OsVCpJT09HJBI1/23o0KH3tUVx\nV6Mb6enpuLm59UuXpK+//pqpU6cSFBTU7TG+//57HnroIXx9fVvdFx8fz/Tp03VaEB8fH4+RkREi\nkYji4mJsbW2RSqXY29tz8+ZN1q1bp7Nz3w8IgoBcXtoqUiEWX8HExKFZTDTdWloGYGTUvyKVfSY2\nSkth4kRNW4PVq9s/Lrc6l8mbJrPtsW2E+ujDb32NWqEma0UWKrGKkT+PxMi8d1SyShD4Z1ERfy8q\n4vOhQ3nG1bVf1OwIgsC1a9e4efMmAMnJyUybNg0ABweHlrtrVVUaS6LbAuHGyZN4GRhgUFwMDQ0t\nBYVEAgpFawFiYQFOTs2Cpfln0CBN5KQvC867wS2ZjDXZ2VQpFGwdPhx/S8sOH9PYeI3Ll+fi5raS\nwYP/0u33QfWxarKeyWLkvpEMmKqpaRAEgffee4/IyEhiYmLa7G+gLcRiTcnMyJHwr391mHXXJps2\nbSIrK4uQkBBsQ2x59uCzRD8TTZBb9xYmarWab7/9lhs3bhASEsKTTz7ZrXF6k7KyMqKiolAqlSxc\nuBAXF5d+8d3QG6SmpuLg4NBmesq5c+eora3F2NiYwMBAnYrn/sbNmzcRiUSMGjWqU8c3NjZy6dIl\nJk6cqOOZdZ2GhgZSUlKa3cEyMzMpLy/n6tWrPP/8853qe/LRRx+xZs0a3N3dW91XUlJCXV2dzntv\nyGQyjI2Nmy3Hp0yZgouLCxKJpF2ntd8iCkVNc11FU6RCLM4AwNp61K+iFSMxNtZdFP7u81Tw/fff\nk5eX16njv/jii94XG/X1mojG4sWaXmHtUSOtYeJ/J7LuwXWsHbu2W+fSo33USjVXn7mKokpB4IFA\njCx7Lyx3qaGBp7Oy8Lew4Ht/fxz7WYMphUKBiYkJsbGxWFpa3vXi1Z9D973BzxUVvHLtGmsHDuT/\nDR7cKm3qbsjlZVy+PB8bm2B8ff+NoWHXRFbVkSquPnuVwAOB2E1q+WUtCAIbN25k586dxMbGMlDL\nfV/upL5ek902cSL8859dFxy/diLak7mHdUfXkbA6AT9Hvy6NVVNTg5mZGRUVFQwaNKhrE+ljjh07\nxsSJE9m6dSsWFhasWbOmr6fUa6SmplJZWYmzszNGRkaIxWLq6+vx9/f/TbuCHT16lDlz5nTq2Kb+\nSJad2OzoC86dO8fQoUOxt7cnISGBGTNmEB0dja+vLxKJhOHDh99VYH/44Yf88Y9/bNP9UKVSER8f\n36u1FGq1GkNDQ5KSkoiIiGDGjBm/OTtclUpKY2PWryIVGSgU1VhZjWyVAmVq2j82WEETVX3hhRcY\nOHBgpy2y33rrrXbFRpttxZt+NHd3HblcEMLCBOGFFwRBrW7/OIVKIczeOlt4I/KNbp1Hj25RKVTC\nlaevCBdnXhSUDcpePbdEqRTeun5d8Dh5UoiqrOzVc3cWlUol7N+/X6ipqWn3mLi4OJ3P49q1a8Lh\nw4cFmUwmCIIgyOVynZ+zI2oVCmHVlSvCsNOnhdO1td0eR6GoFy5dmiNcujRfUCobOv24igMVQrJL\nslCbevdz/+1vfxOGDRsm3Lhxo9tz7AzV1YIQFCQI77/f9cd+8cUXwu9//3tBLBY3/+0/5/8jDP5i\nsHCjpvPzFovFwtNPPy2oVKquT6IfIJFIhMjISEEqlfb1VPqEgwcPCiUlJUJdXZ2gVPbu93F/paCg\nQMjMzOzUscePH9fxbHpGUlJS83d4fHy8IAiCUFlZKeTl5Qk3b94UDh06JOTn57d4zI8//igolUqh\ntLRUeP7554Xadr5rjx49KpSXl+ty+nelsbFR2LZtm7Br1y5h7969Ql1dXZ/NRReoVApBLL4qlJfv\nFfLyPhDS05cIp0/7C4mJ5kJq6kghM/MJoaDgr0JFRYTQ2JgrqNX99zu4vr5eWLduneDm5iZs375d\nUN9tEf8rbmuGtvVEe3cI7YiN2lpBEIna/6muFoRnnxWEefMEQaG4+8RePfKqELY1TFCoOjhQT5+h\nVqqFrNVZwoWpFwRFTe+/TnHV1cKgU6eE1VlZQtnt1/QFBgAAIABJREFUL+L+hFqtFiIjI4XS0tJW\n9zU2NgqnTp3S6bljYmKEzMxM4dy5c0JsbKwgCIIQEREhnD17Vmfn7WhOP5eXC4NOnRJeunpVaNDC\nokilkgtZWc8K586NE2Sysg6PL9tdJiS7Jgt15zp3Qfv8888Fb2/vVhdybVNRIQgjRwrCX//a9cfG\nxMQImzdvFt577z3h9OnTgiAIwj9O/kPw/9pfKG/oeBGhUCiEp556qlcW6hKJROfn+K0hk8mEbdu2\nCYqOLqrtIJFIhOPHjwvR0dGCSCTS8uz6lqioqA6Pqa2tbf7c9FeioqKaxcLRo0fbPCYyMrLF4i83\nN1f49NNPhXfffVe4fPlyu2P3xqbXnSQmJrb5Xj1y5IhQW1srxMTE9Op8eoparRYUihqhsTFPqKs7\nJ1RWHhYKCz8Vrlx5Rjh7NlhITLQQUlK8hcuXHxFyc98XSku3C/X16YJK1f/WLHcjMjJSGDx4sLBq\n1SqhshubvHcTG11O/p4zR9Mb7G4EBcHhw3dPLf/2zLfEF8Rzas0pjLuYHqGn9zAwMsD/v/7krMvh\n4tSLjIochbln7xUlzbS3J2PcODYUFBB49iwbhgzhxYED+9yxqgkDAwPmzp1LfHw8Uqm0RUHmpUuX\ntN40q76+nuzsbMzNzcnJyeGhhx7i3Llz+Pn58cADD3D16lXS09NJSkqirq4OX1/floXtOiSnsZE3\ncnIolErZEhDADC0VGxsamuDv/18KCj7gwoVJjB59tN1eHEX/V0TRP4oYfXQ0NkGd68j75ptvYmpq\nyowZM4iNjWXo0KFamfevcXLSGJlNn65xqepKveTDDz9MdXU1DQ0NDLntHf7WpLcQSUWEbQsjflU8\nduZt5/WqVCoiIiL45ptveqXfS3JyMv7+/r32vrvfEQSBzZs34+LiQnV1NS4uHXf6lUqlVFZWUllZ\nSVlZGWZmZsyYMYPr16/T2NiotZ4s/QE/Pz+uXbuGn1/7KYVZWVmdru3oKx566CESExOZMGECVu3Y\nlYeEhJCens7o0aMB8PHxIS4ujm3btrXbG0etViOVSnUyZ7VaTVlZWas6EYlEQmJiIlVVVUycOLH5\nuyA0NJTk5OQ+SxVSq5UolSKUymoUimqUStHt2+p2bpuOFWFkZImxsQMmJg6YmDhjZTWCAQOm4+Hx\nGpaWIzA2vndd+crLy/n973/P6dOn+fHHHzudNtUVer2DOEB0bjSrDqzi5JqT+Nj7aH18PdpHEASK\n/lFE8dfFjDoyCutRvf/Bymho4NXr1xGrVPzLz4/xtrr3je4KX3/9Na+//nrz76WlpRQWFvLggw/2\neOycnBxyc3MRi8XMnj2bhoYGXG8X0ItEImJiYrC2tiYgIABvb29A85rl5OSQlZXFI4880uM5tIdE\npeLjGzf4V3Ex7w0axDpPzy7VZnSFkpIfKCj4gMDACGxtxzf/XVAL5L6VS/WxakZHjcZ8cNcF8fff\nf89f//pXYmJi8PfXnSPejRswdSps2HB344y2iIyMJCMjgxdffJEBAwYgCAKvR73O5bLLHH36KJYm\nrfPR4+LiCAkJua8WmL9VEhIS8PLyahbEMpmM8vJyPD09SUlJ0fRlMTHBzMwMZ2dnnJycsLOza17c\nxcXFMXPmzH6TF64tjh8/ftcFUl5eHkZGRv3anSshIYFJkyaRkJBAaGhou85R27Ztw9LSstmZ7ciR\nI9jY2DSblkRFRTF37lxA4zZXXl7OtGnTdFKrkpaWRkpKCi+//HKr/0tISAhRUVFYW1szb9685vfc\n6dOnKS4uZsmSJd0+r0olaRYB7QuF1mJCpRJjbDwAExOHZuGgubX/1e8tb42NB2Bo2L9qR7WBIAiE\nh4fzzjvvsGrVKtavX9+j98nd3Kh6PaSQVZHF0z8/zb5l+/RC4x7CwMCAQW8PwszLjEsPX2LEjhHY\nP9y7NpmB1tYkBAXxU1kZizIyWODoyN+8vXHqJ51whw8f3tyhF8DNzY2CggLKysp65HhUXV1NSUlJ\nC5vHO3sb2NjYkJyczBdffNHiAmVgYICvry+1tbXEx8e3WGBIpVKCg4Ob5xUREUFcXByLFy8mMzOT\nsrIyFixYwPjxvyzof40gCByuqmJdTg5jbWxIGzsWTx03DRs48EVMTd1JT19AQMD/cHScj0qq4uoz\nV5GXywk+GYyJffcuCi+99BImJiY89NBDHD9+nBEjRmh59hoGDdL0HJo5E+zsNCYanWXevHmEhYWR\nlJTEjBkzMDAw4Ku5X7HqwCqW7lnK/uX7MTVq+Xn4LRsU3G/MmDGDc+fOER0djYGBAaampri7uxMb\nG8v48eOx7WAD5urVq9jZ2d13vTeMjY2bC5LbwtXVlczMzH4tNlQqFYIgYGpqeleL2qeeeoro6GiO\nHDlCQEAAISEhPPXUU0ybNo1ly5ZRWlpKYmIijY2NBAcH96hZYEdcuXIFizZs14uKigBwcXGhoaEB\nQRCarz9NncYFQUClquuyYFAqqxEENSYmju0KBjMzrzYEgz3GxrYYGPSOnX9/Jzc3l7Vr11JVVUVU\nVJRO3yfQy5GNCnEFE/87kT9N+xOrg1ZrbVw9vUtNYg2ZyzIZ+o+huD3Tfr8Enc5BoeCDggK2lZXx\nmocHb3p5YdfHlrAnT57E2dmZY8eO8cILLzSLjoMHD7JgwYJue5x35CcfHR3NuHHjSE9Pb97d6gwX\nLlygsrISIyMj7OzsCA4OxsjIiOTkZLy8vHBwcMDMzAzTNsRcYk0Nf8rPp1Kh4Mthw5jdy02b6upS\nychYhJfzeiqeHYeZpxnDtwzXSl+Ybdu28fbbb3Ps2LHmdAVdcPGiJi31p580/Ri7QmJiIoaGhkya\nNAkjIyMUKgVLdi/B2tSabY9tw1B/Qb2vuXNToyvs2bOHJUuW6LTfQl8gEonIz89vc8GUkJAAQFBQ\nUL+O7n377bf4+PgQGBjY6RTEq1evkpOTg6OjI2fPniUqKorHH3+cFStWtCkCtMl//vMf1Go1zzyz\nAiMjaSuhUF2dT0lJNgYGYgYOtG5DTLRMTeo4wvDLfYaGFvdddK63UCqVfPHFF3z66ae89957/O53\nv2vTwaw79IvIhlQpZdGuRSwfuVwvNO5xBkwfQFBcEJfnXUZWJGPQHwf1+gd/gIkJX/r6ss7Tkw8L\nCxmWmsqbnp687uGBdR+JjpCQEOLj4xk6dCjHjx9n3LhxuLm5ERoaSmxsbJth/ry8PAoLCzEwMGDC\nhAltLiDaWuzfiUqlwt7eHrlc3uX5tsWUKVP4+OOPmTVrFtXV1Tg4ODR7pJ+ureXPBQXkSiSsHzKE\nFS4uGPfBwsXW9kGGO0Vz+eI8bFYtYviaLzE00s48nn76aUxMTJg9ezaRkZE62/EJDoa9e2HJEjh4\nEG5v+HWK6dOnU1tby549e3jiiScwMTJh1+O7mLV1Fm9Hv83nYZ/rZM56+gfdERqCIODs7HzfCQ0A\ne3t7Ll682OrvcrkcuVzO7NmzWbVqFTNnzmR1V3MXe4nhw4czevRoSkpKOi02AgICKCkpYeLEiYjF\nYgoKCli8eHG3hIZK1VowtBdZKC/PxdtbjKmplNTUV+5ITbJvFgiFhSJ8fUMoKqrB3v7B5vsbGgw5\neDCe5cufw8Gh4/ojPdrjwoULPP/88zg6OnLmzBl8fHovu6hXVmVqQc3qA6vxsvXiw4c+7I1T6tEx\nViOtCEkJIX1+OpJcCb7f+vZa87878bGw4H8BAWQ3NrK+oIBhqam8M2gQLw8ciIVR787HwsKCefPm\nNf+elJREQ0MDw4YNw9PTk9TUVG7cuMEjjzyCSCTi/Pnz7Ny5k7feegtXV1fOnj1LQ0MDM2bMwMLC\nAkEQSE5ObpEy1RZDhw7lwIEDWu2M29jY2CwwYmNjuVhfz5/z87ksFvPnwYNZ7eams7qMzlB7spas\npfUM+cshKse9wLXrL+Dn953W8mqXL1+OiYkJc+fO5ciRIzprSDV1KmzeDIsWwfHj0JUaVjs7O5yd\nnSktLcXNzQ0LEwsOPnmQqf+bysBTA3lr0ls6mXNnKSkp4YsvvmDgwIG88cYbGPXy51FPS06fPq11\nw4r+zM2bN7l69WpzcfTq1atxdnbmypUrOkuR7Cn29vacPHmS4uLi5rqLzqBQKFAoFPzud7/D1tYY\niaSgQ8FwZ4RBk5qkup2aZN9mZMHMzBMTEweuXSshL6+IlStfu52e1HZqkr+/il27duHr64ub2zhA\nkxKsUjXg7/8gSUkpPProo1p77vS0T0ZGBhs3buTEiRP8/e9/55lnnun1DeJeSaP6U9yfiC+IJ3Zl\nLObG/au9up6eoaxXcvXZq8gKZYzcNxLzQX37+qY3NPBBQQGn6+p4ZeBAXhw4EJc+rOnYunUrYWFh\nuLi4UFxcjIGBAdnZ2djb2zNy5Ei2b99OYGAgNTU1jBw5EhcXFw4cOMC0adNISUlhypQp2GvJ1amz\nCILAP//5TyytrBi0eDEbMzLINTJirY0NfwoKwrwPF42CIFD8dTGFfy0kYHMAjvMcUSobuHJlGQAj\nRuzWqitIREQEL774IocPH2bcuHFaG/fX7NoFb70FiYmaJvGdRaFQ8N133/Hqq68271gX1RYxedNk\n/vbw33h69NM6mnHnKS4u5uuvv2bZsmU6zwvW0zYymYykpKReberW21RUVHDu3DnmzJmDgYFBq6Lx\npgarKSkpeHl54enp2Yezbc2dDWDj4o4zZUrQHSKh/bqGiopcDA3FmJrKUCpFGBpatCsY2kpJ6kpq\n0vHjx0lLS2PdunUdRtxB0xk9ISGBKVOmUFNTQ2pqKg888ACurq4cO3aMxYsX6zchdEh6ejobN24k\nKSmJP/zhD7z88svtOp1pg7ulUelcbPzv4v/4KOkjUp5LwdlKezuvevoPgiBQ9LnGcnT4tuE4hPZu\n/n5bXG5o4OviYvZWVPCIoyNveHrygE3nrFC1yfnz58nMzMTW1hY7Ozvs7e0JCgoCYPv27SxduhST\n2x3So6KiMDExYfr06fzf//0fS5cubbY57Q0uXLjAzz//jASoffBBkpycMDM25g0PD1a4ulJaWMjV\nq1cZN26cVqMonUUlVpH9YjbiTDGBPwdi4fNLqoBareDatbWIxZcZNeowpqbdL8j/NYcOHeK5557j\n0KFDWnEWa48ffoBPPoHkZOhsQ/PGxkY+/vhj1q9f3+KinVmeyUPhD7F18VZmD52toxl3jaioKIyN\njXViq6jn7hw7doyHH35Ya7nZ/RWxWMyxY8ewtrZmyJAhzXa4ly5dor6+nilTpgAdu1dpg19sVkW3\nRYOo3d8VChGlpdextFRhaChGpWrEwMAac3PndtyR2hMT9jpzTVKr1Zw5c6a5wLsjLly4QE1NDTNn\nzuSjjz5iwYIFeHl54ejoCGheq3PnzjF9+nSdzPe3zKVLl9i4cSOnTp3iD3/4A2vXrtWpyGiiz8RG\nbF4sK35ewYnVJ/B30p2VpJ7+gSheRNaKLDzWeTDo3d6v42iLKoWC/9y6xb+Ki/E0M+MNT08ec3Lq\n1RQgqVSKiYlJc/H1rVu3mDFjBpcuXWLixInNXwKnT59myJAhuLm50djYSGVlJYMGDdL6fLKysggP\nDwc0QtHQ0BCVSoXH+PHkjRrF1vJyZgwYwOseHkwfMKDV65iUlIS7uzvDhrXd60IXNOY0kvlYJtZB\n1vh954eRZevdMEEQKCzcSGlpOKNHR2Fp2b7vflc5fPgwa9as4eDBg52+2HaHTz+F8HA4cQJuX5M7\nRCaTcejQIR5//PEWf0++kcziXYuJeiqKsQN1kwbWVaZOncrDDz8M0NQ4lrlz5+r0Of2tU1paSnFx\n8X3nQNUearUalUrVvIkDGvMOT0/PZjeqkydPEhwc3KHNp1qtQKmsaUMgVN9VPCiVIlQqCcbGdreF\ngf3taIL9XX9PTy/Aw8OfQYOGExcX3/xZuddIS0tDJBLh5OSEj48P27dv5/nnn291LbkzmqOn56Sl\npbFx40ZSUlJ4++23Wbt2rU4sj5uQyUAi+eV3e/s+EBtXKq4wY/MMdi/dzYwhM7o1hp57D+lNKZmP\nZ2I20IyAzQEY2/aPnTSlWs3Bqiq+vHmTq42NPO7szJMuLkyys8Owl0WRSqVi06ZNeHp6MmrUqBbh\n/MOHDzNr1iydNV+Lj48nISGB9evXY2BgQIVczp7ycnZVVJApFvOcuzuveHgwuIMC1IMHD7Jw4cJe\nEZSVhyrJfi6bIRuGMHDtwA7PeevWJvLy3icw8Gfs7CZpbR6RkZGsXr2aAwcOMGmS9sb9Ne+9B/Hx\nEBuraf7XGVJSUjAyMmLcuHEtnp8DVw/wypFXOPHsCYY59J44bI+//OUvbNy4sa+n8ZsiMjKyRS3Z\nbw21WoFcXkVKyjFCQvxRKkXIZJVcu3aOIUOcOyEYBnRaLNz5u5GRTbdsVpuuAfHx8YSGht6T0aiY\nmBjkcjmBgYGcP3+e6dOnc/78+eZoUnp6OoGBgRw+fJiFCxf28WzvfS5evMiGDRs4c+YM77zzDi++\n+KJORQbAyZPw2GMawdFEbW0vi42yhjIm/HcCG2ZsYOWYlV1+vJ57G7VMTc7vchDFiRi5d2SfNAC8\nG7kSCTvLy9lRVka9SsVyFxeedHEhyNq6z6MxKpWKgwcPsmjRIq3P5fr16xw7down1qwhqq6OHeXl\nnKytZa6DA0+6ujLHwQGzTkZ8IiIisLW1ZebMmVqd452olWoKNxRSurmUEbtHYDex7Q7ZbVFVdZSr\nV1fi5/c9zs5daGTRAUePHmXlypXs37+fyZMna23cOxEEeP55uHkTDh2CzpYciUQizpw5w4ABA1qk\ne31/7ns+O/UZJ9ecxNVae+ll3eGDDz5gw4YNfTqH3xIZGRnY2Nj06/4SnUGtlneYitTe74Igw9h4\nAHK5Gba2Hhgb22NkZEdZWSPe3qPvKh40gqH3N6MOHTrErFmzOHfuHEqlEmdnZ53acHdEVlYWx44d\nY8yYMZ36zk9ISCAwMLBFV/OmKMatW7eIj49HIpGwdOnSDnvD6GmfCxcusGHDBs6dO9csMnRteQyw\nbx+sXQtbt2rs25vo1TSqRkUjM7fMZM7QOWyYqb+o/JYpDS8l961cvN71wuv3XhgY9X1a1a9Jb2hg\nR3k5O8vLMTM0ZJGTE6H29ky2te2zQuiCggLkcnlzvrE2yJdI+P1PPyEfM4aTUinTBwzgSRcXFjo6\ndssq+NChQ4wdO5a0tLTmgkxt0nitkayVWRjbGjN863BMXbte5F9ff4H09IUMGvRHPD1f09rcoqOj\nefrpp9m3bx9Tp07V2rh3olTC44+DhYWmD0dXsv7KyspITU1l3rx5zbui6xPWc+jaIRJWJWBjpr3a\nJbVaTW5uLkVFRU0XGvbv309YWBiurq4tiurFYjHffvst77zzjtbOr6d9BEEgKiqq30Q11GpZt8SC\nUilCEORdjiw0/dvISLOJ1LTYFQSBI0eOMGfOnH4bNaisrOTGjRvNhgrZ2dnU1NTotGasPdRqNUeP\nHsXPzw8rKysKCwu7nPbYVCi+YMECqqurycvL49y5c6xdu1ZHs76/OX/+PBs2bOD8+fO89957PP/8\n870iMgC++AL+8Q84fFhj334nWhMbFeIKNibePQR+qewSXnZebFu8rc93ifX0PZJ8CVdXXQUDCNgc\ngIV373wguoogCJypryeyqorjIhHpYjETbW0Jtbdnlr09Y6ytey3d6vLly3h6euLQg0Z51QoFcSIR\nMbd/GlQqZtjYMPe2wHAw0U4RYX19PTExMa2aZTV99i0sLBg/fnynvwsEQaDkXyXkf5CP9wZvBr48\nEAPD7j/vEkkBly/PwcnpEXx8PtFa99iYmBhWrFjB3r17u9RIsStIJJpdo9Gj4auvoCtvP4VCQVRU\nFBMmTMDFxQVBEHjp8EsU1BRweMXhVl3Gu0ppaSnp6ekYGhri7++Ph4dHq9f41q1bJCUlYWVlxfz5\n85ubq82YMaNH59bTORITExk7dqxWC0M1vRi6LhY0gkHZLbGgEQxWPV5P5Ofnk5ubi6GhIaNGjeoT\nk4uuEB8f3yKKkJeXR0lJSXORe28RFxfHhAkTsLS0pKSkhM2bN7Nw4UJGjBjRJSepmzdvcvnyZSoq\nKnB2dmbu3Ln6NWIXOXv2LBs2bCAtLa1ZZHSn5053UKk0jonR0RAVBW0FS7UmNmqkNWy9tPWuEzI3\nNmflmJWYGesm51zPvYegEij6ZxFFfy/C51Mf3J516/dfMrVKJQk1NRyvriZGJKJKqWSCrS3B1tYE\nWVsTbG3NEHNznfw/EhISmD59eqfHblAqSReLudjQQFpDA+fr67kukTDFzo5Z9vaE2tsTaNXzi3V3\naLI7tLW1ZcKECXedg6xYxtVnr6KsUTJ863As/bWTc6pQVJOe/gjm5l4EBGzG0FA7302xsbE8+eST\n7NmzR2eOKrW1MH26Jsrxpz91/fFJSUnY29sTGBiIUq3ksV2P4WDhwP8e/V+br4UgCM2mAW3dl5aW\nRkVFBW5ubp1K6ygpKeGVV15h06ZNHD9+nIULF+o8l1iPZie5KVe+LVQqMVJp4R22qp0TD4Kg6oRA\ncGjzPkNDy37/va9roqKiWiwO3dzcGDp0aJs2sr8WGwBFRUXk5eX1moNTREQEPj4+jLqjAVCThXtG\nRgaWlpZdFj/Xr1/Hzs4OFxd9Q7/OIBKJ2LVrF+Hh4RQVFfHee+/x3HPP9ZrIAM3G19NPQ1UV7N8P\n7bnx96n1rR49TTRcbiDrmSzMh5jj/4N/t1Jj+ooiqZSz9fVcbGjgYn09aQ0NNKhUBN0WH/6WlniZ\nmeFlbo6XmRn2xsbdvrC2dZFRqNUUy2QU3f4plEq5dFtc3JDJGGFpqRFBNjYEW1vzgI1Np+sveoPa\n2lpSU1Px9PRss6FW2Y4yctbl4PGaB4PeH4ShsXbnrlJJuXr1GeTyCgID92Niop3eJXFxcSxfvpy9\ne/fqbAFQWgqTJ8M778BLL3X98dnZ2RQXFzNz5kwaFY3M2DKD+b7zWTdmHefPn29OJREEofk9q1ar\nAU2TMV9fX1JTU1Gr1QQFBXV5R/jgwYMsWLCglYApKyvD1bVva0juVyIjI5kzZxZSaSESyTUaG68h\nkWTfvr2GQlGJmdmg5iZunY026AVDz0hMTGTixImYmpoiCAKlpaWcO3eO8ePHt/ostHUdAEhNTSUg\nIAA7u87XsHUVQRDIz8/n8uXLLFq0qNX98fHxKBQKQkJCWtRl6NEOCoWCo0ePEh4ezvHjxwkLC2PV\nqlXMnj2711P/Kivh0Uc1kYz//Q/u5l2jFxt6+g1qmZqC9QWUbi5l2FfDcH7c+Z69eJXL5VxqaOBi\nQwM5EolGCEilFMlkKAWhWXy4mJhgaWSEhaEhloaGv/zbyAhjAwMkKhUStZpGtZpGlYqcoiLs3dyo\nV6m4eVtcVCoUuJqaasY0M2OQuTmjrKwItrYmwNKyT7t5d4XTp0/j5uaGq6srFhYWyMvkXF93HfEl\nMQFbA7Adq7tiQUFQk5v7DtXVRxg1KhILC2+tjBsXF8cTTzzB7t27dZYilJur6Tb+1VeaKEdXqamp\n4ezZswAIVgKrTqziOd/n+PCxD+/6+auqquLatWuMGzeu2xc5qVRKYmIioaGhvPfeewwePJiRI0eS\nlZWFlZUVo0aN0jf76yaCICCXl90WFNlIJNeoqLiIQpGHWl2CmZk7FhZ+WFr63b71x8LCD3NzLwwM\n9M3UehuJREJkZCSLFi1qkYJ09OhRJk2a1KJY+tSpU4SEhLTawVar1cTH68YWt7S0lEuXLmFqaoq3\ntzeDBw9u8/shIiKCefPmtbAX1tMzmiLH4eHhbN++HV9fX1auXMmyZctapSn3Frm5MHcuLFkCH33U\nce2gXmzo6XfUnqwl+6VszAaa4fu1r9ZSZvoLdUpls/ioUCiQqNUaQdEkLFQqGtVqlILQLDyaxEjp\njRvYmJoyYsgQPG6LC3dTU4zvEUHREVu2bMHBzoHgomAKNxbittqNIRuHYGTRO4uf4uJvKSz8iMDA\nCGxttdMVPD4+nmXLlrFnzx6dCY6LFyEsDHbuhJ5Y01dVVVEpVDJt8zTCF4UTNixMe5Nsh1u3bpGT\nk4Orqys+Pj4thMvhw4cxNDRk2rRpWHfW6/c3hlJZf0eEQnPbJC4MDc2aBYVS6U5lpQVjxy7GwmIo\nRkb9s0but4xcLic6Oprg4GA8PDwATRM2Y2NjRo4c2XycRCLh7NmzbdaEJSYm6iSSevjwYRYsWNDu\n/VFRUZiZmWFsbMyECRM61UVcz925desWP/30E1u2bKGhoYGVK1fyzDPP9Gofq7Y4c0YT0fjgA43z\nVGfQiw09/RK1Qk3x18UU/q2QgS8MZPCfBmNkpd9tA82X+ty5c/t6Gjqh9mQtF1ZewH6wPb7f+GI1\nQvedTX9NZeUhsrOfw9//R5ycHtXKmPHx8SxfvlynEY6EBFi2TFOg19Mebck3knls12NEPxNNkFuQ\nVubXHVQqFfv372fatGm/6TxutVqBVJrXpqBQKmuxsPC9I0LRFKXwxcREYyRRXl5Oenr6PdsI7rfG\nmTNnsLOzw99f0/D4ypUr5OfnM3ny5Oad7OjoaEJDQ1ulICYkJGj9OyY5OZkRI0a0a0xy/fp1rly5\ngpubW5+4Yt1PSCQSIiIi2LJlC6dPn+axxx5j1apVTJkypc16ud7m4EGN/fqmTXAX7dkKvdjQ06+R\nlcjIfTuX2qRahn0xDKfHnO7Z1CptkJKSgq+v732XCysvk5P7bi6iGBEO7zsgzBQYPnx4n82nru4c\nGRmPMmjQe3h6vq6VMRMSEli2bJlOBcf+/fDqq5ou4z3d/NqTuYc3o9/k1JpTeNl5aWeC3UAqlXLq\n1Kn7vpuwJu2p5A5B8UsdhVR6AzMzzxYpT03/NjPzuKuTWnV1NWfPniUsTPdRKj3a48iRI8ydO7d5\ngSkIAqdOncLExITx48cjFos5f/58q+iGNsVbCb08AAAgAElEQVSGSCQiLS0NKysrxo8f3+5xcrmc\nqKgoHn1UO5szvzUEQSA5OZnw8HD27dvH+PHjWblyJYsWLeo3phkqFWzcCP/5Dxw4AOO6GPjXiw09\n9wQ1iTVce/XafZta1REymYzz588D6LRDdW+jVqop+XdJc8rU4L8MxtjGuNn3vi+RSApIT5+Hg8Mc\nhg79TCt57L0hOH74AT79VNPF1c2tZ2N9fupzNl/aTNKzSQww75vcYJVKRWJiYp+/H7SFUlnbpqBo\nbLyGkZF1CyHRdGthMRRDw66npdTV1ZGUlMT8+fN18D/Ro0skEgknT54kNDS0xd+zs7ORyWSMHj2a\n1NRUrKysCAwMbL4/Ojqa2bNn9+jc58+fRyQSYW9vT1BQUKdsbKuqqrh06dJ98zntDfLy8ggPDyc8\nPBwLCwtWrVrFU0891ZxC11+oqICnngKFAnbs6N51RS829NwzqBVqir8ppvCjQpwfd2bw/xuMuVfv\nWbz1JTt27ODRRx/tN7scPUVQC1TsraDggwJM3U1bpUwdO3aM2bNn93kUS6EQkZGxGBMTB4YP34aR\nUc+f/ybBsWvXLp11Wd+4URPlSEyEnjThFQSBN6Le4ErlFaKeiupxD47ukJqayogRI7Cx6XnDwe++\n+65Vs7DGxkZNrUplJZmZmYjFYl588UWtvPdUKjEiUTwi0TEaGi7R2JiNWt3YZmG2paUvxsbacxG6\nfv06eXl5/eJzpKd7XLx4EZlMxoMPPtjiNTx79iwmJiZIJBKcnZ25fv06s2fPxsjIiPT0dAYMGICX\nV+ejkTKZDLM7rITac7vqiK1bt7J48WKt11fl5uYydOhQrY7ZV4hEIvbt28eWLVvIzs7mySefZOXK\nlYSEhPTLz2lKCixfrrG33bgRumt4pRcbeu45FFUKbnx2g1s/3sL1KVcG/XEQZu73b++WtLQ0Kisr\nW+1w3YsIgkBlRCUFHxRgaGaI94fe2M+2b/UlKxKJOHv2LO7u7i183PsCtVpGdvYLNDZmERh4EDMz\n9x6PmZiYyNKlS9m5c6dOdgIFQZNOlZ0NkZF3tyTsCJVaxZLdS7A1s2XLoi29fkGMjY3VSq2BWCzm\nm2++4d1330WtVhMZGcn58+cxMzPD0dERJycnRowYgSAIfPHFF7z77rv4+Ph06RyCICCRXKe6Ooqq\nqkjq6k5hYzMWB4e52NiMx9LSD1NTd50+h2q1mpiYGDw8PFoUFeu5N6murubMmTMMHz6cwXd0Szt4\n8CBeXl6YmZkxbNgwoqOjGTNmDF5eXoSHh7Ny5cpOjS8Wi9mzZw/u7u5Mnz4dc3PzbouN6OhoHnjg\nARwdHbv8WEEQKCsrw+1X2+bFxcVERETwyiuvoFar+0XdQleQSCScOnWKmJgYYmJiyM7OJjQ0lFWr\nVjF37tx+W0gvCBqHw7/9TZM6tXBh1x6fU53DhVsXmn9fHrhcLzb03JvIy+Tc+PQGpVtKcV/jjtc7\nXpg6988Pbk/oDylFPUUQBKqPVpP/53xQwZCNQ3Bc4HjXRZdUKiUiIoLly5f34kzbRhAECgs/4tat\nHxg16hDW1mN6PGaT4NixY4dOCndVKs2OlKGhJvTdhYa+rWhUNDJzy0zmDJ3DhpkbtDfJDlCr1URF\nRWklDWjv3r34+fmRk5NDYmIiS5YsYfz48W02wBIEgU8//RQ7Oztefvnlu46rUkmoqUmgujqSqqoo\n1GoJjo7zcHCYi719KMbGurNs/jUlJSWcO3eO0NDQ+yYKqkdDe9eBM2fO4OTkhI+PDxcuXKCgoABT\nU1OmTJnSKVvU/fv3s2jRIiQSCRcvXqSxsZGhQ4d2WWiD5vOanJyMvb19i00isVhMQkIClpaW2Nvb\nExAQ0OJzV1FRwaZNm5q7j99JdHQ0BQUFuLi44OLi0u/TiFUqFRcuXCAmJobY2FhSU1MZNWoUoaGh\nPPzww0yYMKFFFKk/UlenKQLPzYW9e8G7i07w50vOM2/7PKYOmorh7XqyPcv26MWGnnsbWbGMwr8V\nUr6znIFrB+L1lhcmDve2x7dMJiMxMREjIyOcnZ071ZG5PyIIAjXxNeT/KR9lrRLvjd44LXbCwLDj\nnd2kpCTc3d373ObvTsrLd3P9+mv4+2/CyakLVhztcOLECR5//HGdCQ6pFObMgcBA+Ppr6MmGellD\nGRP/O5G/TP8Lq4NWa22OHbF9+3ZWrFjR43HWr1/PgAEDGDFiRKdz2s+fP893333Hxx9/3MKUobEx\nh+rqKKqro6itTcbaOhgHh7k4Os7DympUn6RDNBUPj+tq5aaee4K7bTqdOHEClUrFuHHjupzC1N0o\nRlvs27cPU1NTqqurWb58Oebm5sTExFBUVMSqVaswNDSkurqa7OxspFIpoFmcGxsbI5VKmTNnTqsx\nt2zZgo+PDyUlJcyePRv79lpU9xGCIHDt2jViY2OJiYkhISGBgQMHNouL6dOnt+iR0t/JyND0zpgx\nA778ErrajPxcyTnmb5/PDwt+4NGAXwwD7pZG1butCPXo6SZmHmb4fevHoHcGUfjXQlKHpeLyhAse\nr3n0iXWqNjAyMsLc3LxNH/V7AZVURcWuCm5+dRNVg4ohHwzBZbkLBkadW4RFR0czcuTIflco5+Ky\nDDOzQWRmPoZU+i4eHm/0aGE5bdo09u3bx5IlS9i+fbvWU+XMzSEiAqZP14TD/9//6/5YrtauRD4V\nyfTN0/Gy9eJhH93bqDY2NrJ7927mzZvX4+ZVCoWCioqKLhXPPvDAA3z//ffIZPVUVx+jqiqS6uoo\nVKp6HBzm4ua2huHDt2Ni0vHc8vPzAbhx4wbe3t4MGjSo2/+XX5OSkoKXl1eX8vT13FsYGhqiVCrb\nbKA5bdo0Ll68yDvvvMP8+fOZN29ep7+X5HK5VuYnlUoxNzdvEYWUy+XcvHkTb29vTpw40eL4pvkZ\nGxsjEolY2E6ezqBBg5BKpWRlZREQENAvxMatW7eaxUVsbCwAoaGhLFmyhG+//RZ3956n2vYFW7fC\nm2/C559DJ7PwWtCe0OgIfWRDzz2J7JaMku9LuPX9LawCrfB4wwPHeY6dXuj2By5cuICNjQ2+vr69\nfm6pVEptbS2mpqaYmppiZmaGkZFRpy5esmIZJd+VUPJDCTYhNni84YFDmEOnIhlNHDt2jPHjx5Of\nn09dXR0mJia4ubnh5uaGlVX/EI8ap6oFDBgwnWHDvsTQsGd7M0lJSSxZsoSffvqJWbNmaWmWv3Dr\nFkyeDO+/rwmP94TEgkSW7llK/Kp4RrrotibgwoULFBYW4u/v3yq9oqvMmTOHNWvWsGzZsk4dL5Hk\n3a69iKK29gTW1mNwcJiLg8NcrK2DuiQyDx48iK+vLw0NDTg7O5OZmUlgYCBqtRrvruYo/IqsrCyU\nSmWf1zbp0S0KhYKDBw+yYMGCNtNw6uvrsbGx6bIb1YEDB1iwYEGbIqYrxMTE8NBDD7WoqQgPD8fO\nzq5HlrhxcXEYGBgwffp0qqqqcHZ27tE8u0NtbS2JiYnNAuPWrVvMnDmThx9+mNDQUHx9fftlcXdn\nkUrhd7+D+HhN2lR3vkqahMaPC3/kEf9HWt2vj2zoue8wczfDe703g/84mPI95RRuLCTndzl4vOaB\n27NumAzo/ylWeXl5PP74471+XpFIxE8//YSxsTEymQyZTIZcLqexsRG1Ws17773XaodZEATqUuq4\n+dVNRNEiXJ9yJfhEcLfsiauqqnBycqK2thYTExNmzJiBXC6nrKyMnTt3smDBAhwdHcnNzW1ueNUX\nWFgMISTkJJmZy0lPn8+IEbs6tbvdHlOnTuXnn3/mscceY9u2bT22rvw17u5w9KgmwuHiAo+0vhZ0\nmulDpvPPsH8yf/t8Tj9/GjfrHvrrtkN1dTU3btxg8eLFPR6rpKSEwYMHd9hwrLExh1u3fqCy8iBK\nZQ0ODnNwc1vJ8OFbMTHp3o5qQ0MDrq6uLfrGSCQSNm/e3OP0sNLSUiorK5k6dWqPxtHT/zExMWHR\nokUcPHiQWbNmtUqXsrGxob6+vssbMoIgkJ2d3WMzAWtra6RSaYtaIWtr6x47U40dO5ZPPvmE0aNH\ntyk0BEHgwoULVFVVNW+KGRgYMHr06G4VqoMmjfn06dPNRd0ZGRk8+OCDhIaGsmXLFoKDgztlB3wv\ncPWqxmnK2xvOnu2ee+HZ4rMs2LGgXaHREfrIhp77AkEQqEuto/irYqqjqnFa4oTrk64MmDGgX0Y7\noqKi8Pb2JiAgoK+n0oLGxkY+/fRTDAwM+OMf/wjVULG7gtLwUlR1Ko2YW+2GsV339ymioqLw8/Nr\nztNvsjtscg8SBAFra2tsbW0pKyujvLycRx55pN3OtrpGrVaSm/sm1dXHGDXqIJaWPRNAJ0+eZPHi\nxWzdulUnTdjOnoV58zS2uFOm9GysDxM/JCI7gsTViViZaj/ilJGRQW1tLZMnT+7RODU1NXzyySe8\n/vrrbablCYKa6uqjFBd/Q339Wdzc1uDisgxr6+C7NsvrLCkpKYwZM6bFIkwbjdckEgmxsbEs6Eob\nXz33PIIgEBERwaJFi1rdJ5PJSElJQa1W4+Xl1anIuEwm4+9//zsvvfQSLi4uXZ6PVCqlsrKSs2fP\nMnv27GaxU1ZWxu7duwkODsbX1xdnZ2ciIiIYMGAABgYGZGRk4ODg0CnBLZfLuXjxYpubBfv372fq\n1KktaqpUKhWRkZHtpmb9GrVazaVLl5rTok6dOkVAQEBz3cWkSZOwsLDo5DNyb6BUwmefwT//qbG0\nXbu2ezV9Z4rPsGD7Av77yH9Z6N/+8623vtXzm0JWIqPspzLKd5QjvyXHeZkzLk+6YPugbb8Jg2qz\nA6y2UVQrKAgv4NIXl3CscsRtiRuuK1yxn2XfpVSpOxEEgdjYWGpqaigqKmLOnDlERkby+uuvY2pq\nSn19PXv37iU7O5sVK1a0KJa/evUq2dnZZGdnM3bs2D5z7Sop+Q/5+e8TELAFR8e5PRqrSXCEh4e3\nWTDZU6Kj4ZlnICame+HyJgRBYM3BNVQ1VrF/+X6MDLW/0xcVFcXcud1/PqVSKW+99RZ//vOfW1lq\nKhQiSks3U1z8LcbGdnh4vI6Ly3KMjLS7qPh1Ya8gCERFRTFv3rxujykIQrOL0L1mBaqn51RUVFBY\nWMjYsWPbPaap8LuhoYHKykoGDx7c7jUuKSmJ+vr6br0nIyIiGDhwIGPHjm0x/p3XsdjYWMRiMaGh\noRgYGBAbG8uIESO65Xh1JyKRiCNHjuDp6Ym3t3cLa+C7XUfLysrYu3cvGRkZlJeXc+LECRwdHZvT\nombMmNEvakN0xaVLsGYNODpqmsAOGdK9cTorNEAvNvT8hmnMbqR8ZzllO8oQ5AIuT7jg8oQLVqOs\n+lR49DexoWxQUnWwivId5dScqMFhtgMuT7jw34z/smDJghbda9ujsbGRw4cPU1VVRUBAAEFBQdjb\n27N7925OnjzJihUr2LZtG6+99hpff/01vr6+VFRUYG9vT3FxMdOmTSMwMBBXV9c2m7slJCTg5OSE\nkZFRi3SV3qSmJpkrV5bh6fl7vLz+0KP3UEpKCo8++iibNm3Syc71jh3wzjuQnAx3XJ+7jFwlZ+5P\ncxnpPJKv5n6lvQneJi8vD5lM1q3XVKVS8eKLL/Lxxx+32LFtaEinuPgbKip24+AwDw+P17C1naCz\nz/zx48eb63Dq6uqIiorqkatOXFwcIpGIuXPn6u1tf8McPXqUsLCwdt+3P//8M+PHjycuLo6goCBU\nKhXBwcHtjtcdV6qysjKuXLnS5uPufN+DJjqxfft2PDw8ePjhh7Uuku+sVVGr1URHRzNr1izy8/NJ\nS0vj4sWLpKWlkZaWRm1tLUFBQYSEhGBtbU1gYCB+fn488MAD/WbTURfI5fDRR/Dvf8Onn8Lq1d13\nKGwSGpse3cQCv46vUfqaDT2/WSz9LRnywRAG/2UwDZcaKN9RTvrCdAzNDXGY7YB9qD0DZgzoUVpQ\ndygvL0cikbBnz55ON2bqKXl5eaSmplJRUYFKqSLQOpAhVUOQJEuoTa7FbrIdLk+6MPyn4Rjbap6P\n3y/4PZ999hmWlpZt7lAlJCSQlJREWFgY27Zt44knnuDnn3/mf//7Hz4+Pri7u7NkyRK+/PJLAA4d\nOoSPjw9TpkzhypUr/PWvf0UQBF577TUWLlx41xzZGTNm8I9//ANfX1+GDh1KXFwc3t7evVrXMWDA\nFEJCTpORsQix+DJ+fj90e5d84sSJHD58mIULF/L999+3mTLRE558EsrLISxMIzjuyEDoEqZGpuxb\nto/Jmybzf6f/j99N+J1W5+nj48OhQ4fw8/Prco50REQEr732Gi4uLqjVCiorIygu/gaJ5DoDB65l\n3LgszMx0U29yJ0ZGRsTExCAIAoIgUFxcTH19fbfERmVlJVVVVSxdulQHM9VzLzFlyhSSk5PbrddZ\nuHAhr7zyCiEhIWRkZGBsbIybm9tdnZIEQejSYtvV1ZWzZ8+2+rtIJGpVxG5qasrIkSNxcnLSSTTO\nw8ODH374gZMnT1JWVkZ2djYVFRU4OjoSHBxMUFAQ48eP5+mnn+bBBx9sdc0SiUTExcWhVqvx9PTs\ns00rXXH2rCaa4e0NaWkwcGD3x+qq0OgIfWRDz28OQS3QkNaAKEaE6LiIutN1WI2ywn6WPfah9thO\nsMXQRLdpCzKZjGPHjmFqaqqTNJpfc/nyZf4/e+cdFtWZ9uF76CAgRSx0qSqiIoIUEQsoNoyaGBNj\nTM9u+qYnm3zZTdzUTcxukt1sdrMmMTGbRF2xA0pRBBsWRJogIE2k92GYmfP9McsoEYGBQdq5r+tc\nUzjnPe+gnDm/93me3/Pz335mjfMaJKkSGo800qbbxlXbqwQ/F8yEpRNu2bckPT2dU6dOsXjxYmxv\nuHpt3bqV5uZmNm7cyL59+1i6dCnGxsYkJiYilUo7rUfIysrixIkTbNy4Ud0p9tChQ+jo6PQoPSom\nJgY3NzeysrJYtGgRRUVF5OTkoK+vf9MX6Lhx4/rsbnQrFIpmsrIeQiq9zNSp/8XQsPf2vWfOnGHp\n0qV8/vnn/WIY8PrrcPiwautLHWdhbSFB/w7i8yWfs2py3wu6b6S1tZU9e/Zwxx13aOSYk5CQgLv7\nGNradlFa+iXGxi7Y2T3FmDGr0NG5fSYRR48exdnZmYaGBhITE7n77rt7VWOUk5NDZWXloG9qJnL7\niImJYcGCBZ3+XbS2ttLc3IylpSUfffQRvr6+lJWVsX79+k7HysvLIy0tTV1TMWHCBDw9PWloaKCu\nrg57e/ubjiksLCQ9Pf2mpps3Rl3y8/PJzMxEoVCwYsUKEhMT8fT0vCmtsSvkcjlnz56loaEBiURC\nQ0MDVVVV1NbWqqMWWVlZ2NnZMXXqVBwcHAgMDKS6upopU6YQHh5OWloaZmZmPXJ/KyoqIjs7G0EQ\nmDRp0pC2lG5pgbfegu++g82bYd26vvVbisuPY932dWxZuYVlHj1vtiqmUYmIdIGiRUHdsTq1+GjJ\nbWH0nNGY+ZlhOsMUMx8zDB0NtR56bW/q11tXok2bNlFeXo6ZmRm+vr6sWbNG/TNFs4KUH1KoSK7A\nqMiItjNtWEmssFyoElSWYZYYuxhz+PBhEhISeOWVV27pKHL8+HH27t1LfHw8CxcuRCKRIJVKCQwM\n7HQ1/t///jerVq265apufX19hwZIO3fuxM3NrUdNDXfs2IGLi0uXqQLtFBQUkJGRwfTp0/ull4cg\nCFy58h4lJV8wZcqPWFj0vl/K+fPniYiIYPPmzaxbt06LswRBUFnhlpTA7t1gYND7sU6XnmbJD0vY\ne89eZtt37fqkKe22n5GRkejrdy8UZLJycnP/SHX1j9jY3Imt7ZOYmc3Q6pw6o6ys7JYrxy0tLejr\n6/faYjQ6OrpfTANEhi4ymYx9+/Zxxx13dPkddPr0aZycnDAxMbmlW5UgCLS1tWHwv4tATEwMurq6\n6OvrY2Njw4ULF5gwYQJ2dna4uLigVCrZs2cPAQEBjBs3rsNYN9Yptadn3fjerl27ehStVV1Hr/Di\niy+iVCqprKwkOzub+vp63Nzc8PHxYe7cucyYMQNXV1eSkpLw9/dn7969zJkzBw8PD5KSkmhubmbM\nmDHMnDmzR7/XG8nMzKS4uBiJRMLMmTMHzIykNyQlwcMPw4wZqqauvaj/78D2jO08se8JfrnrF0Kd\nQzU6VhQbIiIaIKuUUZdYR8OZBhrPNtJ4rhGlVInpDFNMfUzVjyYeJugY9C4CkpubS25uLuHh4b22\n16uursbS0pK2yja+eukrjEqMMC0zZVzDOCTlEpqsm7AJsgE3cF/pjoXfzc5cSqWSjIwMtm3bhlKp\n5PnnnycnJ4eff/6ZwMBAsrKyMDAwYMWKFXh796xrcn5+vkZ9BWJiYnB1dVW7Ummbc+fOUV1d3W+F\n5VVVB8nK2oij48vY2z/fa1Ganp7OokWL+PDDD7nvvvu0Oke5HFavVlkefvcd9CXDYU/2Hh7f+zhJ\nDyXhYtm34s9fI5fLiYqKumWfAVAVfRcVfURp6T8YN24DTk6vYWAwrtN9tY1CoWDTpk289dZbWh87\nIyMDU1NTrTYCFBkeNDQ0EBsbS2Rk5C2F7NGjRwkICOiRUG8nJycHR0dHjP7XQrqqqgpzc3OOHTuG\nm5sbZ8+eJSwsrFOXpvZaDiMjI6RSKfPnz2fnzp2EhoZiZGREUlLSTcK5ra2NrKysm+orjIyMmDx5\nsjoVqj0FKiUlhdTUVJ599ln1GHK5nKSkJLKzs7G1tcXR0ZFx48ZpFEW5Fe0WuzU1NVhYWHRZnD/Q\nNDaqotY7dsDnn4MW3MP58vSXvHPkHfbdu48Z4zVfuBHFhohIH5GVy2g420DjuUaVADnbiLRAir61\nPoYOhurNyMHo+mt7Q/TM9dAx0emQlnX8+HF1wdqtEJQCSqkSZYsSWbmM1qJWpEVSWota1Vv7ax0D\nHUZNG6UWQTvO7yDqXBS/f+v3GhWhHzlyhG3bthESEsL69es5ffo03t7et7zpG0pUVVVx/Phxjbru\naoJUWsjFi3diaOjIpElb0NPrhZE5qhW2sLAwNm3axIMPPqjVOTY3w6JF4O+v6h7bl1/DFye/4LOT\nn5H8cDJWxtpdBVQqlURFRREREdHhJkcub6Sk5C8UFW3GxmYVTk5vYmR0e2/Mk5OT2blzJ++++656\ndVhbHDx48LakVIoMTdra2tizZw+LFi3qNArdm+LvWxEbG4uNjQ0zZnR9w9nW1sbJkydRKpUEBgai\np6dHVFQUK1euJCUlhcuXL1NTU6MWFRkZGTg6OqpFRfv266hJd+zfv5/Q0FAMDQ0pKytjx44dPPPM\nM1qtEyktLVWnuGo67unTp2loaMDCwqJHUXhNOXQIHn1U1VPpk0+gr4EYQRDYdGQT35z/hpj7YnC1\n6t3Cnyg2RET6AaVciaxMdtPNv3oraUXRoEDRrECiI0HHWAcdEx1kEhmjrEaha6KLRE+CokWBskWJ\nslmJovl/z6VKdAx10DHWQd9G/2Yhc8Pr9mLudgRBQCqVauwZXldXR2tra6982IcC7R1iV6xY0S+C\nQ6lsJTf3OWpq4vDy2oGpafcOXp2RnZ1NWFgYb775Jo899phW51hTA3Pnwr33wmuv9W2sF6JfILUs\nlej7ojHU064gVSqVxMbGsnjxYhQKKWVl/6Cw8D0sLefj7PxHTEw8tHo+Tdi/fz9WVlYEBARobcyM\njAzMzMyGdN64SP/Tbqk8c+bMm1bytSk2ekpTUxOpqanU1dVRWlpKZWUlBw4cID8/n+rqajw9PZk9\nezYzZszAx8cHb29vjRsS9oTm5mZSUlKQSCSYm5szc+ZMrQgPqVTKgQMHWLhwYYfU3+6Ij4/H3d2d\nq1evajU6cvEivPoqpKfD3/4GfXAMV6MUlDxz4BmSriRx8L6DfWrgKooNEZEBRBAEhDYBZYtKTORe\nzMUQQ8aaj0WQC+gY66BroqsWI7omuugY6fS6p4XIrWlsbCQlJUWdiiCXy9W+8Nri6tWt5OU9j5vb\np4wb13mhZnfk5eURFhbGM888w+9+9zutzQ2gtFTV7O/VV6EvWkYpKLnrl7sw0jPi+1Xfa13AHToU\nzZQpVygsfAdT0xlMnPgOpqbTtXqO3pCYmIhCodBqWt7hw4dZuHCh1sYTGd4kJiZiZ2eHm5ub+r3+\nFBsymYz8/HxycnK4dOmS+jErK4uqqipcXFwYO3Yss2fPxsvLi/Hjx9+yqL2/qa2t5ezZsyiVSgwN\nDfHz8+tTdF4QBOLj47v9e2+PTFZVVZGUlISent5NRfW9paREVQC+e7dqkeiJJ0AbCQcyhYz7/3s/\nZY1l7F63m9FGo/s0nig2REQGEYIgEBMTIxaCDgKam5s5fvy41us5GhsvcPHiGiws5uHmthldXc1X\n84qKili4cCH33Xcfb775plZv5nNzVSH4Tz+FvjistrS1sOC7BYRNDOOdBe9oZW6CIFBVtZecnN+h\nUFgybdpnjB6tvShCX+kPsXHo0CHCwsK0Np7I8OfEiRPk5eXh4uJCRkYGTk5OfRKsSqVS7e53o6jI\nycmhuLgYe3t7PDw8cHd3x8PDAw8PDywsLMjPz2fs2LEYGhoSGBioxU/Yd6RSKV9++SUPP/xwp72b\neoJSqeS///0vEyZMwN/fXy2gsrOzOXnyJA4ODgiCQHFxMQ4ODhgYGGBjY8PFixdZuXJln67bdXXw\n4Yfw5ZeqtKlXXwULi14P14FGWSOrf1rNKINR/LjmR4z0jPo8pthnQ0RkEHH+/HnG9LbpgYhWMTEx\noT8WVExNvfH1Pc2lS09z+rQvU6Zsw8xMM5cUBwcHjhw5wqJFi2hoaODDDz/UmuBwc4P9+1U1HKNH\nqx57g7G+MVHrogj6OoiJlhN5yOehPs2rsfECeXnP09pagqfnZ0RFlTF+vDWj+7bgplVkMhkKhUJr\n4129enVIud+IDA5mz56Njo4Obm5uTKWgwk4AACAASURBVJ48mZiYGOLj4zvs4+Tk1KHXhCAIlJeX\n3xShyMnJIS8vD2tra7WQcHd3Z+HChXh4eDBx4sRb1ij5+fn16+fsC0ZGRjz00ENkZmbi7+/fqzF0\ndHRYs2YNTU1NJCUlIZfLmTx5Mp6enshkMoqKiggICMDKyorq6moaGxsZM2ZMn/omyWQqgfGnP8HS\npaqeGdrMsKxsrmTpD0uZPm46f1/+d/R0+l8KiJENEZEBIDs7m8uXLxMWFqaRe4iI9klOTsbHx0fj\nGpeeUl7+I7m5z+Lg8BIODi8gkWiWS1xdXU1ERAS+vr588cUXWi2CTEpSuZjs2QN9KUHIqcph7pa5\nbF21lXDX8O4P+BUyWQUFBf9HRcUOnJz+D1vbx9HR0ScuLo7g4OBBZVKQkJBAZWUlvr6+GrmudcXe\nvXsJDw8fVJ9TZOiQlZVFSUmJOrJRU1NDdnY2x44d48yZMyiVSrWwMDQ0xMbGBgcHB9zc3Jg7dy6T\nJk3Czc2tX+opBhpBENi+fTtr1qzp87VToVBQWVlJXFwc99xzj3r81NRUJk6ciLW1dR/nCr/8okqV\n8vSE99+HHjjCa8SVuiss2rqINZPXsGnBJq1GzMU0KhGRQYhcLmfv3r1a7xwtohmtra2cPHnyll16\ntUFLSwFZWRuQSAyZPPlbjZsA1tfXs2LFChwdHdmyZYtWc6H374cHH4S4OPDy6v04v1z8hS9OfUHC\nAwk9PkaplFFS8hlXrrzP2LHrcXb+P/T1r6/yy+VyEhISBl2K0a5du5gwYQKWlpZ4ePS9WF2hUHDg\nwAGWL+97p16RkUFTUxO5ubnk5OSwb98+ysvLyc/Pp6qqCqlUqo5OODo6IpFIcHJywt7eHl1dXcLC\nwjA0NFQ7RZmZmQ1qm9e+sn//fioqKtiwYUOfBMfBgwexs7PDwcEBC23lM/2PhAR4+WVQKFSpU/1R\nwpVSlMKdv9zJS0Ev8VzAc1ofX0yjEhEZhOjp6REcHExycrLYMXgAMTQ0RC6X9+s5jI2dmT49nitX\n3uP06Zl4ePwNG5s13R/4P8zNzTlw4ABr1qxh7dq1/Pjjj1pbBV+6VGWfGBEBR4+Cs3PvxhlvOh6F\n0LP0IlVdxm7y8l7ExGQSPj5JmJh43rSfnp4eOjo6yGQyrVvN9oWlS5eSlJREQ0ODVsSGjo6OuteB\niEg7nRVmtz+vrKzExcVFLSrmzJmDQqHAysqKKVOmMGXKFCQSCY2Njejr63d6vbC0tGT+/PkcOXKE\nmpqaWzZiHcrk5uZSW1tLXl5ej/Y/ceIETk5O7Nmzh3vuuaeDzXD797W3t7fW5peerqrFuHgR3n0X\n7r67b32QbsW3577lpdiX+OaOb1jqvlT7J+gGUWyIiAwgNjY25ObmUlFRgY2NzUBPZ0Ryu25kdXT0\ncHZ+E0vLMLKyNnLt2n9wc/srhoadd6P+NSYmJuzatYt7772XyMhIduzYccuu75qyfr3KFjc8XJVa\npaHtvUY0NJwjL+95ZLJruLt/gZVV1wUjISEhJCYmDqrohoGBAYIgoKOjg0Kh6HVjznauXbtGS0uL\nlmYnMpRoaWnh8uXL5OXlddguXbpEcXExdnZ26jqKqVOnsnr1ajw8PHBwcLjl/7vS0lLi4+ORSCSY\nmpoilUppbW1FV1cXPz+/m64bISEhJCQkqFNqrKysmHaL/J22trYep/7K5fIBcaRqp66ujpKSEtau\nXcv777+PXC4nLy+PyZMnd7p/S0sLCQkJzJgxAysrK+Li4hg1ahSOjo64u7tjZmbG1KlT2bdvH4GB\ngX2qtSouVjlM7dmjSpvasUM7DlO/RqFU8HLsy+zO2U3iA4lMtun8s/c3YhqViMgg4MCBAyzRhmm2\niMakp6djaWmJnZ1mqU19QaFoobBwE2Vl/8TF5T3Gj3+ox7mzcrmc3/zmN6SlpbFv3z6titTf/EbV\nIOrddzU/9mjhUV6Pe52jDx7t9OetrWXk579JVdVenJ3/wIQJj6DTw8LEwdjwLi4ujmnTppGXl8fs\n2bP7NFZ1dTX5+fn4+vpqaXYigwVBEKiurr5JTLRvVVVVODk54erq2mFzd3fHxcVFqwshcrmcU6dO\nIZVKb5qjtbU1jo6OWFhYkJCQcJONbnZ2NqWlpcTExBAcHMyoUaMIDg7GwMCA48ePU19fz6hRo9T9\nZ+Li4jhx4gRvvPFGp/MoKyujuLiY8vJyFi9e3C81cz///LO6jqKhoQErKyvs7OwoLCzs4CZ3+PBh\njhw5wty5c5FIJDc5zeXk5FBRUUFwcLD6vd5ek86ehc2bVSLjscdUQkPLGVlqaqW13LPjHtoUbfx8\n189ab8D6a8Q0KhGRQc64cePE6MYAIJPJKCws7LKbe3+gq2uMi8ufGDt2LdnZj1Be/gMeHv/AxMS9\n22P19PT45z//yZtvvklwcDDR0dFaK1R2c4OrV7UylBqFooXi4k8oKtrMhAkPMXt2Nnp6PbeXEgQB\npVKp3UlpgZCQEI4fP66VAktLS0vOnTunhVmJDAQKhYKSkpJbCgpBEDoIiaCgIDZs2ICrq6u6juJ2\noKen16k9rSAI1NTUUFBQQE1NTacpVxkZGcyZM4eMjAwuX76Mh4cHmZmZWFlZkZeXh52dHTU1Nfzx\nj39EoVDg6+vL73//+w5jJCUl0dLSgqGhIaNGjaK0tJTJkyf3mznH2rVrO31fV1eXEydOqBcJFi5c\nyJw5c/jyyy958sknb9rfw8MDmUxGVlYWkyZNAsDOzo7S0lJGjx7dbWG9Ugn79qnSVS9dgqefVtmO\n96cJXU5VDpE/RrLIdREfL/oYfd2BNaIRxYaIyCDAx8eH2NhYFvXWg1SkV8TExAzoirmp6XRmzjxO\ncfFfOXMmEGfnt7C3f7rb4yQSCZs2bWL8+PGEhISwb98+pk8f+IZ3NyIISq5d+w+XL7+GmZkfvr4n\nMDZ21XiclpaWXnvk9yf6+vpdmgoIgtBjIdIfHe1FtItUKu003SkvL4/CwkKsra3VYsLFxYU77rhD\n/dra2npQ/xtLJBKsrKy6TAvy8vKitLSUxx9/HD09PQRBoLCwkJycHHx8fJgyZQpApyYHlZWVpKSk\nEBwcjLm5OQkJCejo6LB69eoB+b04OzvT3NxMXFwcEokEmUyGVCrlzjvvvGXa19SpU0lMTMTa2hob\nGxu8vb05evQo+fn53H///Z0e09QE33wDf/kLmJvD88+r+hr1twFlTF4M9+28jz8t+BOP+j7avyfr\nIaLYEBEZBEgkEvT19TXKhxXpG6mpqUyfPn1Ac4oBJBJdHBx+h6VlGOfOze+R2GjnqaeeYuzYsYSH\nh/Pzzz8zb968/ptoDxEEgcrKKAoK3kRHZxSTJ2/FwmJur8czMTEZkvUM27ZtY9KkSRqlRmkiUES0\nT1fpThUVFTelO4WHh+Pq6srEiRMxMTEZ6On3K782QmhsbOTw4cPqtKlbGZ00NTVx4sQJVqxYwenT\np6muriY0NHTAbZ7bi+g1ITQ0lKioKJYuXapebHBycuLLL79k3rx56qhHcTF8/jl8/TWEhKge58yB\n/v7TFgSBv5z4Cx8c+4Ada3cQ4tR/DouaIooNEZFBQlBQEMeOHRsUN4zDnWvXriGVSnHQZqekPmJg\n0LNC8V+zdu1abGxsWLt2LX/729+48847tTyzniEIAvK2Gs6cmY1S2crEie9ibb1cKzfPnp6eHVIY\nhgITJkygqqoKpVLZI7vNadOmsW/fPhYvXiwuOPQTSqWyy3QnhULRQUwEBASwfv16XF1duyzIHomY\nmZnx8MMPc+XKFS5cuMC1a9fw8/O76f9uSkoKBgYGHDhwAF9f3yFvsbts2TJiYmI6pH55e3tTUFBA\nVFQJJ04EkZBgzIYNcPw4uGoezO0VrfJWntj3BKfLTpPycArOFs6358Q9RBQbIiKDBENDQ2Qy2UBP\nY9gjCAIpKSmsXLlyoKeiNebPn09MTAzLli2jqamJjRs33tbz19Ye5VLu0zS15OHg8C02Nndq3Lyw\nK5ycnIiOjh5SYkMikeDr68vZs2d7FN0YM2YMERERbN++nVWrVg34yu9QRalUUlxcTHZ2NtnZ2Vy6\ndEktJgoKCrCwsOggKCIjI9XPx4wZI0aWNMTR0RFHR8db/nzOnDno6ekNeAS5K4qLi5FIJD0yCdHT\n02Pp0uvWsQoFbN1ay0cfyamqMuWll4z497/7r+i7M8oayrjzlzsZN2ocxx46hqmBdlwKtcng/dcX\nERmBeHt7k5aWdkvbQZG+c+jQIcLDNe9y3d/o6o5CV9eE8+cjsLd/DiurRRrdsM+YMYPPPvuMr7/+\n+raIDaWyjYqKHRQXf0pb2zVmuzxHddqHxF1Tsm6s9o3i2/PEh8rNoIeHB5WVldTW1vb4GD09PSws\nLESh0QNqa2vJzs4mJyenw+OlS5ewsLDA09MTT09P3N3dmT9/vrqWYjh2yR7MaKt/THsDwrlz52o9\nwnTmzBkMDQ01ciRsaIAtW1T1GDY2Frz1FqxeDbdbU+2/tJ+Hdz/Mb3x/w5uhb6KjxUUebSKKDRGR\nQcSECRM4c+YMXl5eYsi+H8jMzMTR0XFQ5lfr6hrj75/zv6LqV8nL+x12ds8wfvz96Or27AZJGzep\nim768rW1VVFa+hWlpX/DyMgVR8dXGDMmEolEl/3r5xG+NRxrY2vCXbUr6HR1dYeM0ACVW82hQ4c0\nnvNgal440MhkMi5fvtxBTLQ/b25uVvef8PT05I477sDT0xMPD49BaSgg0jcUCgWNjY288sorLFu2\njJCQEKRSqVZ6DZmZmWFjY0NJSUm3giMzE/79b9W2cCF8/z10YvDV77TKW3n10KvsyNzBT3f+xFyn\n3tfF3Q5EsSEiMsgIDw8nNjZ20PUVGOo0NjZSXFw8KKMa7ejqGjFhwgOMH7+RurojFBd/Sn7+m4wf\n/wBjx96Nmdmsfr3hnjMHIiNhzRrV83YEQUFt7VGuXfuBiortjBlzB1On7sHMbEaH46eNm8b2u7az\n5uc17F+/n1m22svPHmo9n06fPo23tzfp6ekDcn6lUklUVBSrVq0akPP3FEEQKCsruylCkZ2dTVFR\nEfb29uooxaxZs1i/fj0eHh7Y2toOKfEp0nsSExMJCAhgxowZXL16lcDAQI4cOUJFRQVWVlYolUo8\nPT35+OOPWbt2LY2NjT3uW1VYWIiNjQ1Tp04lOjq6U7FRUgI//gjbtkF5Odx7L6SmgrOzlj9oD8mu\nzGbdjnVMtJjIud+c6/f+GdpAFBsiIoMMAwMDXFxcyMzMvGWnU5Gec/XqVcaOHcvhw4eJjIwc6On0\nCIlEgoVFKBYWobS0XKas7F9kZt6HUinFxmY1Y8asYfToQCQS7Ua/AgLghx9g1Sr45Rc506bFU1Gx\nncrK/2JoaI+NzV34+2dhYHDrFuMhTiH8K/JfrPhxBYkPJOJh7XHLfXtKenr6kOtBU1tbi4+Pj8YR\nSj09Pa240sXExGBlZUVhYSFOTk59GksbNDY2kpOTc1OEIicnByMjI3VUwtPTk7lz5+Lh4YGrq6sY\n6RnBNDY28sYbb/DCCy9w8uRJJkyYwL333ouRkRELFixQL0C0tbWRm5vLc889x9WrV2lubqapqanb\nlDmFQsF//vMfXn75ZUDV76a6uhorKytqalRdvX/4Ac6fV6VI/fnPEBoKA5V0IAgC35z7hpcPvcw7\n89/hcd/Hh4zgFsWGiMggxMPDQ92sTVs5ryOVEydOUFVVxZo1a4bMhflGjI1dcHF5l4kT/0RT00Uq\nK3dw6dITtLVVYGW1BDMzP8zMfBk1qm91PgpFM42N55k8+TQffNDIqlWP8P77O1myxI2ZM49jbOzS\n47EiPSOpaKpg8feLOfbQMWzNbHs9r+zsbGQyGTNnzuz1GAOBi4sLhYWFGjckbGxs1EoTQyMjI0JD\nQ0lKSkJfXx9b297/G/QUuVxOYWFhBzHR/lhdXY27u7taUERERPDss8/i4eGBpaVlv89NZOhx9OhR\nnnrqKezs7Dp1Dmy/nhsYGKhtbBsaGggKCupRbY6uri4zZ85UjzN1qh/vvXeB9HQr4uIgPByeeQaW\nLIGB/hquk9bx232/Ja08jfiN8Uwde3sb0fYVUWyIiAxSwsLCxHQqLWBubj4snKckEgmmplMxNZ2K\ns/NbNDdfoqbmEA0NqZSW/oOWlhwuX55AdnY15869jo2NHXp6lujpWaGvb4murhkKRQNtbdXI5TXI\n5TW0tVUjlebT0HCalpZcTEymYGY2i4gIX+zslGzY8Hfc3aELs5lb8vDMh7nWdI2I7yM48uARLIw0\nt2e5evUq1dXVnXY9Huy4uLhw+PBhjQWukZFRn2pvWltbMTAwoLq6GlC5AcXHx2tVbLQ3dEtLS1Nv\n6enp5OfnM27cOHXak5eXF6tXr8bDwwMHB4ceWQCLiACcO3cOiUSCm5tbj485ceIE5eXlTJ3asxtx\nmUyGjo4BsbGqCEZUlARXV3uefFLVjG/06F5OXsucKD7BPTvuIcItglOPnsJYv386rvcnotgQERmk\ntLW1dfDyFhG5ERMTd0xM3NWvFQopXl5nuHDhTZYv/xubNy9gyhQDtbCQy+vR0zNHT88SfX2r/wkR\nS8zNZ2Nn9ySjRk1FR+f6Ta6tLfzyi6rj7bZtEBam+RxfnfMq5U3lrPhxBTH3xWj8JXnx4kUWLlyo\n+YkHERYWFtTU1PR49d7c3Jy6ujpG9/JOJyEhgZaWFhYtWqR+ry/1LvX19Vy4cIELFy6ohcWFCxcw\nNzdn2rRpTJs2jVWrVvHGG2/g7u4uXrNEekS7HXFbWxtOTk4dBEJFRQUymUzjhTaJREJwcHC3NruC\nAKdOwUcfXSMpaS729rB+Pbz3HmRlnWf+/Pm9+kzaRiko+fDYh2w+vpkvl33JqsmDu/6qK0SxISIy\nSDEyMqK+vn5I2X2KDBy6ukZYWwfx1VeH2bVrF4899hivv/46zz77bK///4SGqvKWV69WrfzdcP/a\nIyQSCZ8s/oT7dt7Huh3r2LF2B3o6I+drx9vbm9TUVBoaGggNDe3RMdOmTePEiROEhPSu+299fT0L\nFy7U2KVHoVCQm5vbIVqRlpZGRUUFXl5eamFx99134+3tjZXV4C9KFRl8VFVVkZCQQF5eHv7+/ixa\ntIicnBxOnjyJv78/oOpGrmlzW0EQqKqqUo/RGTk5quvYtm2q1wsW6LJnTwOzZpmr98nN1ePQoUM0\nNjYSEhKCtbW1xp9RG5Q1lLHhvxuQKWScfvQ0DqMHTwPa3iDpasVDIpEIQ80BRERkOFFbW0tKSkqP\nnTVEbiY+Pn7QrFTdTvLz87n77ruxtbVly5YtfcqLP3ZMVTT+3XfQm6w+mULGih9XYGtmy9eRX/fI\nC768vJxr167h7e3dixkPbWJjY3vlmvb1118zY8aMm5oIZmZmMnr0aHUqVVVV1U2iIiMjg/Hjx6tF\nRfvm4uIi2nCLaI1ffvmF0NBQJBJJB9OH48ePU1payujRo3FwcCApKYmHHnqox+MmJyczZcoULH7V\nTa+0FH76SSUySkpg3TqVm9SsWSCVtnD+/HkCAgI6HTM6OhofHx/Gjh3buw/bCwRB4IcLP/BizIs8\n4fcEvw/5Pbo6Q+PvTyKRIAhCpytbI2eJSURkCGJhYYGfnx/79u1jyZIlYs5zLxipUaGJEyeSlJTE\nyy+/zMyZM/npp5+6XPXriuBgiIqClSvhyy9VkQ5NMNA1YOfanSz6fhHPHXyOv0T8pdt/l/T0dBYs\nWNCr+Q5lzp8/r3Gn9ObmZr799lucnJzw8fFRvy+TyUhPTyctLY2DBw9SV1dHWloajY2NajHh7+/P\nI488wtSpU8X+FCL9hkKh4JNPPlG7i/3aXS42NhZnZ2f8/PxISUlh9uzZGo3v4eFBYmIiYWFLSE01\n4OBBOHgQ8vPhjjvg/fdh/vyOTlJ1dXVdFpIvXryYhISE2yY28qrz+O2+33Kt6Rq779mNv13vrteD\nETGyISIyBGhqaiIpKQlTU1OCgoJG7A20piiVSo4cOaJxSH648d///pfHH3+cl156ieeff77XK9Vn\nz8KyZfD22/DII5ofXyutZcG3C4hwi+Ddhe92ue/hw4eHfL2GprS1tREXF8fixYt7tH9eXh4FBQVc\nvHiRmTNn0tTURE5ODqdOneL8+fPk5ORgbW3NhAkTCAoKIiwsjGnTpuHo6CheQ0RuK4cOHcLa2hpd\nXV2mTbvZOa+0tBRdXV3Gjbu1rfatKCyE6Gg4cEAgNlaOq6vAihUGRETA7NlwKxfpnkQQExIS+v37\no03Rxicpn/BR8ke8EvwKzwU8h75u36yvBwIxsiEiMsQZNWoUixcvpr6+nujoaCwsLJg9e7Z4w9AN\njY2N4motsGrVKmbMmMHDDz/Mjh072LJlS696uPj4QGKiqnajuhr+Z0/fYyyMLIjZEEPoN6GYGZjx\nWshrt9x3JKbuxMXFdRvNEQSB3bt3U1VVRVVVFfn5+Rw7dozXXnsNDw8P/P39mTt3Ls8++yxTpkzh\n+PHjeHh4dNsZWURE2wiCQElJCUVFRZibm3PhwgU2bNjQ6b6auKW1tMCRI6ijF1VVqmvSmjUS/vEP\nfUpKzlJZWcno0ePR1+88DVOhUAyKTIETxSd4bO9j2JrZcurRU0y0nDjQU+oXRLEhIjKEMDc3JyIi\ngurqag4ePIiNjQ2zZmmvS/Nwoy+uPsONiRMncujQIb766ivmzp3LCy+8wIsvvtitc8uvcXeHpCTV\nl3tlJXzwAWiieceYjCF2Qyxzt8zF1MCUp2c/reEnGRrU1tayc+dOHnzwwW4XBQoKCsjKysLDw+Om\nZn6CIFBcXMzJkyc5efIkhw8fJicnh3HjxuHn54e/vz/33XcfM2bMwMTE5Kaxe7taLCLSF0pKSti+\nfTs+Pj7I5XKampowNzdHoVBofM0RBMjOVkUvDh5UXX9mzFDVj33/vWoR5EbdMHasKpWwtLSU2NhY\n9PT0CAoK6mApnZyc3CNLbYVCQXFxMfb29hrNuTvqW+v5/eHfsz1zO58s+oR1U9cN68VDMY1KRGQI\nc+3aNVJTU7G1tWX69OkDPZ1BR3p6OuPHj2fMmDEDPZVBRWFhIY8++ig1NTVs2bKlx770N1JVpUqp\n8vKCf/wDNLx/oKC2gLlb5vLHeX/kQZ8Hb/r57Uhf6G8uXrzIe++9x9atWzu9kcjJySE/Px8nJyd1\nnUZ1dTWnT59Wi4uTJ08iCAL+/v74+/ujp6fHY4891iOXHKVSyc6dO1m9evWgWMUVGRk0NTVx5MgR\nwsPD+e6777h27RqvvvqqRmPU10Nc3PXohUKhEhcREbBwIVho0Lanra2N6Oho/P391fUXMTExHeyh\nuyI6OrrHqY09YVfWLp4+8DSLXRfzYfiHWBkPTWc3pVLZ4brSVRqVKDZERIYBBQUFXLlyhblz5w70\nVAYVR48eJSAg4KbVYhHVivnXX3/Na6+9xjPPPMMrr7yiLt7sKY2NqmLxUaPgxx8177KbXZnN/G/n\n82nEp6z1WtvhZ8NBbIBqhfef//wnf/jDH9TvpaenU1JSgqOjI7W1tR2ERXl5Ob6+vuqohb+/Pw4O\nDmqxokktS1NTExkZGfj5+fXHRxMR6ZSrV69SVVWFl5cXe/bsYc6cOd264SmVcP789ehFaioEBl4X\nGJMnaxZB7Yy4uDh0dHSQSqW4urri7u7e/UFoz9GwuL6Ypw88TWZFJl+t+Iq5TkPz+1qpVHL48GHK\nyspYs2aNusherNkQERnmODs7o6enR2JiYo/9/Ic7ra2t1NbWikLjFkgkEh555BEWL17ME088gZeX\nF++//z6rV6/ucTjf1BT27IENG2DpUti1C8zNuz+uHc8xnhy87yDhW8Mx0Tdhucdy9c/a2to0/UiD\nEjs7OyZPnowgCFRUVPD3v/+dq1evkpaWxrlz5/D09GT27NmEhYXx+uuvM2nSpC7rVTRJtWhraxuR\ntS8iA8v48eNJS0vDy8uLFStW3HK/q1chPl4lLqKjVR27Fy9W1YKFhqoWMbRJb93tDAwMaG1t7ZCG\npQkKpYK/n/47f0z8I0/6Pcl/1vwHQ73ejTUY2L17Ny4uLlhbW5OQkMCyZcu6PUaMbIiIDCNKS0sp\nKSkRVzJROY0sWLBAvNnqIbGxsbz00kuMGjWKjz/++Jbe852hUMDTT6tyqffsAScnzc59suQky7ct\nZ9uabYS5qFqVZ2dno6uri5ubm2aDDRKUSiVZWVkcO3aMY8eOkZycTHl5OVOmTGHp0qUEBwfj7++v\ncfO9nhSRt5OcnMz06dO7tPcUEdE2sbGx+Pr6dmj8KJdDejokJ1/famshJEQVuVi8GFxcBnDSXXDt\n2jV1c0tNSSlK4XfRv8NA14B/LP8Hk200N+YYjFy+fBlzc/MOKcpiZENEZIRga2tLdnb2QE9jUKCn\npycKDQ0IDw8nNTWV77//nrvuuovAwEDee+89XF1duz1WVxe++AL+8hdV6sP27RAU1PNz+9v5s2Pt\nDtb8vIbvV3/PItdFeHp6sm/fPlxdXYdE4WRzczMnT54kOTmZY8eOkZKSgqWlJUFBQQQHB/PYY4+p\n0w76iiAIPfqdNDc3i0JD5LaSnJzMpEmTkEisOHDgurA4dQrs7VXXhQUL4I03wMOjY2H3YMXGxoa4\nuDhsbW173Bw1syKT1+NeJ7U0lbfnv8390+/vUTPToYKLhspQjGyIiAwzRmrH7F8j/h56T3NzM59+\n+imffPIJ9913Hy+++GKP3Vj274cHHoDNm2H9es3Oe+zKMVb9tIrvVn1HhFsEtbW1XLx4keDgYM0/\nRD9TUlKiFhbJyclcvHgRb29vgoODCQoKIigoiAkTJgCQmppKU1MTISEhfRZOxcXFNDU14enp2eV+\nMpmMlJQUMa1SpN8RBLhwQcb3318mP38cGRmWXLkCfn4qcREUBAEBYDU066ABlcA/fvw49fX1zJs3\n75YpVcX1xfwh4Q/szt7Ny8EvgkwVwwAAIABJREFU86TfkxjrG9/m2Q4MYoG4iMgIQrzJVqWTlZWV\n4evrO9BTGdKUl5fz/vvv8+2337Jo0SKeffZZAgICetD9G1asUImNt9/WbPUypSiFlf9ZyZaVW1jm\nsYy4uDgCAwMxNh64L2y5XE5aWppaWCQnJ9PU1KQWFcHBwcyaNeumOWZlZXHy5EkWLlyo1T4Xhw4d\nIiwsrMt9jh49ip+fH0aaVu2LiHRDUxMkJDSxc2cZFy9akJExGlNTBXPm6BAaakBQEHh7a+5QNxSQ\ny+UcOXIEHR0d5s6dq3Zjqmmp4f2k9/nX2X/x2MzHeGXOK1gYaWCZ1Ut+7Qg1kIhiQ0RkBDHSxYYg\nCOzdu7fLwkQRzaivr2fLli189tlnWFlZ8eyzz3LXXXd16V517ZrKqWr8ePj2W82KPU8UnyDyP5H8\nc8U/We6+nOjoaJYsWaKFT9IzqqurOX78uFpYnDp1CicnJ7W4CAoKwt3dvVvRdfnyZXR1dXHStIil\nC44fP46jo2O3TdB6IkhERLpDEODKFThyRM7Jk3ocOSInOxvc3ZtZtMiMoCAJgYGgQU++YUFTUxP7\n9+9n+R3L+fzk53yY/CGrJq3irdC3sDO/fQ00L168yJEjR3j88ccHXHSIYkNEZAQxXCxDe0t8fDy+\nvr6Ya2KLJNIjFAoF+/fv5y9/+QsZGRk8/vjj3HnnnUyZMqXTG+/WVnjsMVWkY/du0GRx/3TpaZZt\nW8aXy77EXeGOmZmZVm/a25HJZKSnp3PmzBm1wCguLsbf318tLGbPnt3jXO0baW1t5dixY712wfk1\nxcXFlJWVdWsAIZVKOXXqFCEhIVo5r8jIobUVzp6FlBRVrUVSkgKptI2pU+uZNKmGgAAl9947CWPj\nwV9H1Z/IlXI+jf+Uj1M/Jsg5iD8t+BOTxkwakLns3r2bhoYGIiIietR/p78QxYaIyAhiJEc2RDeu\n20d6ejpfffUVUVFR6OvrExkZycqVKwkODu7QIVgQVF3GP/9c1e1XEx18puwMS39YyudLP8ekwISl\nS5f2ac5SqZS0tDTOnDlDamoqZ86cITMzE1dXV2bOnIm/vz/BwcFMnTpV4y7Ht0JbaWCaROwSExMJ\nDAzUuG+KyMiiuRnS0uDcOdV29ixcvAju7hAQoMTc/CJBQRAZ6d3nHhfDBUEQ2J29m9fjXmeMyRjW\njF7DM6ueGfA57dy5E3Nzc8aPH4+3t/eAzEMUGyIiI4iRnD4xkj/7QCEIAufPn2f37t1ERUVRWFjI\n0qVLWb58ObNmzcLZ2RkdHR2io1WF448/Dm++qXKw6gnnrp4j4vsI3gl6h+l60/H39+/2GKVSSWlp\nKXl5eVy4cEEtLC5duoSnpyczZ85k5syZ+Pr6Mm3aNExMTPr2S+gChUJBbGwsERERfRonNzcXAwMD\nHB0du903NjaW8PDwPp1PZHhRUaESE+2i4tw5KCyESZPAxwdmzFA9enpKqaoqID8/nwULFvS6t8Rw\nJOlKEq8ceoWG1gbeD3ufJW5LiI+PJzQ0dMCdD+VyOUePHiUzM5Px48ezatWq2+7iJ4oNEZERxEi9\n4c7OziY7O5vIyMiBnsqIpqioiD179nDgwAHOnz9PbW0tXl5eTJs2DUfH2ezcuQpjY1N++km/x2lV\naeVpLP5+MRvGb+CdO9/B0NCQtrY2CgoKyMvLIzc3l7y8PPV2+fJlRo8ejaurK15eXvj6+uLr68vU\nqVMHpGA6ISGBwMDAPt249bS/RlNTE+fPnydIE+9hkWGDUgn5+TcLi+ZmlaBo33x8VELjxuBXWVkZ\nu3btwtXVlUWLFg3chxhECILA0StH+eDYB1y8dpG357/Neu/16OqoxEVDQwPp6endulTdLpRKJbGx\nsezatYs//OEPjBs37radWxQbIiIjhLq6OnJyckZEGpFMJqOgoAAPDw+Sk5MZN25cj3pCiNxeampq\nSE9PJy0tjQsXLnD+fDpnziymre0xLC1fZOzY04wePRpzc3PMzc0ZPXo0ZmZmyOVyGhoaqK+vp6Gh\ngWvKa2TOysTwnCF6J/Vobm7G3t4eV1dX9ebm5oarqysuLi4aN8vrT06cOIG3t3efIihxcXHMmzev\n2yLQ+Ph4QkJCtJYGJjJ4aW2FjIzrguLcOTh/XtWJuz1a0S4snJzoNhUqISEBW1tbbG1tB9Xfz0Ag\nV8rZkbGDP6f8mTppHc8HPs8DMx7ASO/mxYq9e/cilUrZu3cv33zzze2fbCcIgoBMJrut4kds6ici\nMkI4e/Ysc+bMGehp9Bv5+flkZmZibGyMVCrFyMiI0tJSBEEQhcYgxdLSkpCQkA7FyoIgEBPTwkMP\nbSEgoI6HHsqlubmW+vp66urqqK+vR19fHzMzM8zMzDA3N8fMzIwm3SYesHyAyKci2bxkMwb6Q6Mm\noa2trc/1E9OnTyctLY0ZM2Z0uZ9CoRCFxjCktlYlJG4UFjk5qq7b7cJi5UrVY29rhAVBwMPDQ7sT\nH2I0tDbw9dmv+fT4pziOduSNkDdY4bmiy4Z8y5cvB8De3p7m5uZ+TcvsKRKJZMCjLDciXpFERIYR\nw/lG48KFC0il0j4XCYsMPBKJhMWLTUhLgwcftOaFF6z5z39UN07d8UXNF3xY/CEP7nmQLSu3YKA7\n+AWHXC7vc063tbU1586d63Kf+vp6zMzM+nQekYGl3Wo2La2jsLh2DaZNUwmL4GB46inw8oIBbD8z\nrCipL+GvJ/7K12e/ZqHLQn6+62f87bqvD7sRV1dXDh8+zJIlS4bt93BvEX8bIiLDiIH22dYmgiCQ\nmJiIUqlEIpHg4OAwYC4bIv2DtTVERcFf/wr+/vDqq/Dss6Cvf+tjzPTNiN0Qy7od61jx4wq237Ud\nM8PBfYPd1NR0W4o1T58+LXYMHyIolVBUpHJ/ysi4/piRAWZm14XF3XfD+++Dq2vPTRV6Q0NDw4hM\nnUorT+PjlI/Zk72HDdM2cOrRU0y0nNirsWxsbFi0aBHx8fE4ODgwadLAWOEORkSxISIiMugoKSnh\nzJkzhIaGiv0yhjkSiUpgLFsGv/0tbN0K//gHBATc+hhjfWN2rN3BE/ueYP6389m/fj9jR429fZPu\nIS0tLcTHx2stxW/ChAmUlpbesqGfUqkccFcckY4olapIxa9FRWYmmJurohNTpkBQEDzyiOp5L1q6\n9JmCgoIeOZ0NBwRBICYvho9TPuZixUWe9n+aTxd/iqVx33/xhoaGhIeHc+TIEcaOHYuVlZUWZjz0\nEQvERUSGEcOhoV9FRQXp6ekjtlfISEYQ4Mcf4YUXYNUqePddsLDouE9iYiJz5sxBV1cXQRB4K+Et\nfkz/kej7onGx7EEe1m3i5MmTNDQ0MH/+fK1FHAVBYPv27dx5550dIiX19fWcOXMGCwuLbms6RPoH\npVJlJduZqLCwuC4q2h+nTLn5//ZAIggCsbGxw9qFqlXeyo/pP/JJyicICLwY+CL3eN/Tb6mYUVFR\nREZG3nYL2oFCdKMSERkhHD16lICAAPS7ykMZpCgUCrZu3YqNjQ3Lli0b6OmIDCA1NaqUqj17YPNm\nWLv2upPOpUuXMDY2xt7eXr3/30/9nU1HN7H3nr34TPAZoFmrKCsr48yZM/j5+TF2rPajLQ0NDSQn\nJ6Ojo6MWMaNHj2batGliE7/bgFIJBQUdBcXFi5CVpYpIdCYqRo8e6Fl3jyAIbNu2jbvvvnvY1RtU\nNlfyrzP/4rOTn+Fl48WLQS8S7hLe7yKgqamJ5OTkEdPzRhQbIiIjhMOHD7Nw4cKBnkav2bNnT486\nJIuMDI4dg9/8Buzs4IsvVHnrUqmUs2fPEhgY2GHfHRk7+M2+3/DF0i9Y67V2QOabmJiIqakpvr6+\nA3J+Ee2hUNxaVFhbdy4qhnrG58aNG7nnnnv63IByMNCmaONA7gG+OfcNcflx3DHpDn4X8Dumj59+\nW+eRk5ODUqkcEfUbovWtiIjIoCc/Px83N7eBnobIICI4GM6cgU8+AT8/uOsueP11IxobG2/ad82U\nNbhYurDqp1WcLTvLpgWb1I23bheWlpacPn1aFBtDiOpqyM6+ebt8GcaNuy4k5s+HJ5+EyZOHvqjo\njO+++45Ro0bR1tY20FPpE2nlaXxz7ht+uPADHtYePDD9Ab654xvMDQfmH83V1ZVjx46NCLHRFWJk\nQ0RkmFBSUkJDQ8OQvagpFAoSEhKGdGRGpP+orISPP4avvoLAwBI++siSyZNv9rOvbK5k7S9rMdQz\nZNvqbVop+uwpBQUFCILAxIm9c7MR6R9kMsjL61xUtLWBp+fNm7v7yLKVLSoq4uzZs0RGRg70VDSm\nsrmSbRe28c25b6hsrmTj9I3cP/1+3K3dB3pqFBUV0draOiIW0sTIhojICCArK4sFCxb0+3kEQSAl\nJYW6ujqUSiVyuRyFQoGJiQn29vZMnTq1V+O2F/yKiHTGmDHw3nuq4vGPP7Zl9uw21q2D118HZ+cb\n9jMZQ8yGGF6KeQn/f/mz6+5deI31ui1zzM/PH/IGDUMVQYCrV6+LiJyc68+LisDB4bqQCAiAjRtV\nz8eN676z9kjAwcGB9PR0lErlkLBQ/3Wa1ArPFXwU/hHzJ87vsgHf7aakpES0bEcUGyIiw4rb4Xrx\n7bffIpFI8PDwQFdXFz09PXR1dWlubkYqlfZp7KHwJScysKhEh4TIyAK2bh2Dr68Vq1erREd7QEFP\nR4/NEZvxmeDDvG/n8dXyr1g1edVtmd9IcZ4ZKJqb4dKlmyMUOTlgYKASEB4eqseQENWjq6vqZyJd\nExoaSmJi4qB2AhxsaVLd4ePjQ3Jy8qD+nd4ORLEhIjIMaGpqwsTk5pSS/iAzM5MPPvhA6+MOlRU1\nkcFBYKAHVVV7eeedZXz6qYRZs1R59Rs3QkSEqjHg/dPvZ4rNFFb/tJqzV8/yh3l/GFSrniKd09io\nSnvKy4Pc3I5bRYWq03x7lCIsTFVL4ekJYkuDvmFiYoKuri6NjY2DqsFfZ2lSxx46hpvV4E9NMjQ0\nRCaTIQjCiF6IEGs2RESGAYmJiQQFBfW75a1UKuXdd9/l7bff1vrY8fHxTJ06FRsbG62PLTI8qa+v\n59y5c8ydO5faWvjpJ/j2W9VN6r33qoTHjBlQ3ljOXb/cxWij0WxdtRULI+03ODhz5gzm5uYjIjdb\nG9TUXBcQN4qKvDyoq1MJCldXcHPr+Ojs3L+dtEc6giBw8OBBlixZMqDzaG5rJjo3mq1pW9VpUg9M\nf2DQpUn1hNraWnJycvD39x/oqfQrYs2GiMgwRy6X35beGp9++ilPPfWUVsdUKBQcOHCAWbNmiUJD\nRCPau8vX19djYWHO44/D44+rUmq++w5WrlQ1Ttu4cRw/rDvEn8+/xLS/T+ObO75hwUTt1DcJgsDh\nw4dxdXUVC8NvQBDg2rXOBUVuLsjlKgHRLiJCQuDBB1XPbW1BDHIODBKJBHt7+y471fcXFU0V7M3Z\ny67sXcTnxzPLdhbrvdcP6jSpnlBVVdUvPXeGEmJkQ0RkGHDq1CkmTZqEmZlZv57n//7v/7Qe1YiO\njmbevHkYGhpqdVyRkYEgCOzfv7/TRpBKJSQkqKIdUVEwZw54LotmW+PDrPO+i3cXvouxft8shw4c\nOEBQUBCjh0LnNi3T2AhXrqg6ZxcWQn7+dVGRlwdGRh0jEzc+HzNGLMwerAiCQGJi4m0xO7hUdYmo\n7CiisqO4UH6BcNdwVnquZKn7UqyMh0deXFxcHPPnzx/2aVRiZENEZJhjZWXF1atX+11saKum4vjx\n40yfPp26ujrGjBkjCg2RXiORSPD09CQrK+sm22cdHViwQLU1NsKOHbB//2IUx8/z1bwn2HJ0Fs86\nfM/94T64uGh+83v27Fm8vLyGpdAQBFV9RGFhR0Fx4/OWFnByAkdH1aOzs6rbe7uoGIa/lhFBf94U\nKwUlp0pOqQVGdUs1kR6RvDbnNRZMXICRnlG/nXsgGe5CoztEsSEiMgzIysrqdGVX22gr0nn16lUu\nXbqEvr4+69at08qYIiMXNzc39u/fj4eHxy0FsampqoZj40YQBGuysv7Dn6N/5IOSxWx+5jnML7zM\nvLl6hIbCvHmqG+au7g8aGhqora3Fx8enfz5UP9PWBiUlnYuIK1dUm7GxSkS0b87OMHfu9ddidGL4\nolAotDaWVC4lLj+OqKwo9uTswdLYkpWeK/l35L/xs/MbcjUYIpojplGJiAwDEhIS+j3kHR0dTWlp\nKQ8++GCfxsnIyKC6uprjx4+zbt067O3ttTRDkZFMc3MzJ06c0NhisqiuiAejHqS6oZk1Ot+RecyN\nhARVJMTVVbW1Fyu3P3dwgH37drNixYpBtWLZ1KSqk7h2DcrLrz/v7HVNjarHRLtwaI9O3Ph6EBkS\nidxmzp07h42NDXZ2dr06vqalhn2X9hGVHUVsXize47xZ6bmSlZ4rB0WzvdtFeXk5FRUVve4/NZTo\nKo1KFBsiIsOA/hYbp06d4tChQ7z22mt9Gqe0tJTMzEySkpJYunQpfn5+WpqhiAikpKTg6emJlYYe\nqEpByWcnPmPT0U38acGfeMTnUaqrJVy+fN2C9fpzgWvXlDg4CLi76+HqqhIfpqZgYgKjRqkef/38\nxtftXg5KJUilqnSkX2+3er+lBWprOxcTSqVKQIwde3379ev298aMAT0xt0GkC/bv38/SpUt7vH9B\nbQFRWar0qNSyVOY7z2el50qWeyzHZpTm5h8NDQ1kZ2fT3NyMn58fxkOwpfvevXtZtmzZoFqU6C9E\nsSEiMszpT7FRU1PDW2+9xV//+tc+j7Vnzx5Onz7N/fffj6urqxZmJyJyHUEQiIuLY+HChb06PqMi\ngw3/3cBow9F8GvEp08ZN6/Dzuro64uLimDMnjMpKM7UIKSpSNZtrblZFF9qfd/ZeU5Mq9UhHR5XK\nZGioSle6cTMyuvm9G9+3tOxcTJiaimlNItqjqKiIurq6W67KVzRVkFCQQHxBPPEF8VQ1V7HCYwUr\nJ60kzCUME/3uez8JgsDVq1fJzc1FLpd3+JmZmRmenp4YGRlx8uRJWlpa0NfXZ/bs2RgZDf7ajgsX\nLmBmZoazs/NAT+W2IBaIi4iI9BpTU1PGjBnT53EaGxtRKpW8+OKL/V7ILjIykUgkfVpBnGIzhROP\nnOCr1K8I3xrOqkmreGf+O9iMsiErK4vS0lLuuOMOJBIJNjYweXLvziOTqaIQhoaiOBAZvNjb25Ob\nm6t+Xd1STWJBolpcFNUVEeIUwnzn+Tw681GmjZuGrk7XTVAUCgUpKSm0traq/14nTJhAQEBAl/bt\nwcHBAMhkMk6ePIlUKsXAwIA5c+bcsk5roJsT5ufnExkZOWDnH0yIYkNERKRL9PX1aWtr6/M4Z8+e\nZcmSJRgYGGhhViIiN3Pq1CmNU6h+jZ6OHk/4PcE9U+/hj4l/ZMrfprBm7Bp+6/tbFizQTm8O8U9A\nZCiQW5RLpiKTvdF7iSuII686jyCHIOY7z+ffkf/GZ4IPejo9u42srq4mNTUVHR0dAgMDMTHpPurR\nGe0CA+DQoUPIZLJbRjk++eQTXn/9dfQGIF8wLS1N7Bt1A6LYEBER6Zb2VaV2EhISsLe373G3ZKlU\nSl1dnSg0RPqVlpYWpk2b1v2OPcDS2JJNczbhWuPKHtke7oq/i4/1P2a5x/IRkX8tMvJolDWSdCWJ\n+Px44vLjSC9PJ9AhkIUuC/li6Rf42fqhr6t589ji4mIuXbpEWFiYVv92goKCSE5OxsbGBm9v7w4/\nKysrY+LEiWRlZd3W4uz2Jp/Ozs5auxYNB8SaDRGRYcDhw4d7nafeG7Zs2cK8efN61DFZJpOxb98+\nVq5cqbU+HSIinSGTyUhJSSE0NLTXYygUClJTU2loaEBPT4+5c+cikUg4cOkAz8c8j4O5A5sXb8Zr\nrJcWZy4icvtpaWshuSiZ+AKVuEgrT8PX1pf5zvMRLgs8veppxlj2LYW2tbWVQ4cO9as1+8GDBwkP\nD0dXV5XClZGRQU1NDdbW1giCwOTe5jv2gsTERGbMmDEse+90h1izISIyjElLS8PL6/be+Nja2nL2\n7FmcnJy6FBByuZy9e/eKQkPktmBgYEB1dTUHDhzAw8PjJhOCS5cuceXKFQD1jUk7giCgVCrR1dXF\nx8fnppuFJe5LCHMJ42+n/sa8b+exdspa3pj7BhPMJvTvhxIR0RJ10jpOl57m6JWjxBfEk1qayvTx\n05nvPJ935r9DkEMQxvoqx6d4Ib5boVFQUMDFixcxMTHpMmIRERGh1c/xa+bNm0dCQgILFy7k2LFj\nWFhY4Ovry5EjR25rfaAgCEil0hEpNLpDjGyIiAxxYmJiWLRo0W09Z15eHhcuXEBfXx8jIyMsLS2Z\nPn06urq6SKVSCgoKKCsro66ujuXLlw9IzqzIyESpVKKjo0NWVhaXL1/GycmJq1evAqrmf05OTn0+\nR1VzFW8nvs13ad+xatIqXgj8//buLKit+94D+PdIAiEkFrEZg8VqszqAFyjekuCkcfa6jp2mudN0\n2k6XaR/amXam02lf+tK+3Dx17iS303TamWS6pMvESWoa29ix4w1hbLMaMCCEQCBARvuCzjn3gYti\nCsZmEUL4+5nRgI6Ojn7YQpzv+W8/ZksHbSj+kB83x27COGJE82gzjCNGWJwW7Nq6C/u37cfhwsM4\nkHcAuvjFB1CbTCb09vYiJydnQTekQCCApqYmGAyGDbF+RDAYxM9//nO88soryMvLQ05ODhwOBzo6\nOmCxWLBjxw7s3r074nW0tLSgsLAQ6enpEX+tSPjHP/4BSZLw0ksvQa1WL/v5nPqWaJOyWCxwOBzr\n3rIBzH7AnzlzBkVFRdiyZQtu3boFWZaRkJCAgoICZGdns287RZUkSbBarStemOxBprxTeKvlLfyP\n8X+wK3sXfrzvxzhceJjve1pXoiSia6ILxlEjmkeaYRw1onuiG2UZZajNqUVdbh1qc2tRkVnx0AO6\n54yMjKCrqys8U5QoipAkCYcPH17QOhhNXq8XjY2NOHbsGPr7+/Huu+8iPT0db7zxBlpaWtZscoel\nfPLJJ9i1a1fMDgyXJAm/+MUvcODAAWzfvh3Z2dnLaqVh2CDapP7973/jyJEjUa2hsbEx4s3kRBuZ\nP+THe23v4c0rb0KtUuMn+36CVytfXdFgWqKlyLKMwenB2VAxYoRx1IgbYzeQk5TzebDIqUVNdk24\nS9SjxuFwQJIk6PV6/PnPf0ZWVhY0Gg327dsXsdccGBjA6OhoeKasWGWxWDA+Pg5BEDAzM4MvfOEL\nD/1chg2iTcjj8aC1tRWHDh2Kah1/+ctf8PLLL8fk6q5Ea0mSJTTeacR/X/5v9Nn78MMv/BDf3v1t\npCSwDzetzJh7LBwqjKNGGEeMSFAloDa3FnU5sy0We3P2IjUhNdqlbmhTU1M4ffo0XnvttYgcP5IL\n6663CxcuYGhoCCqVCq+99tpDt9QybBBtQmfOnEFDQ0PUm7JFUcQ//vEPnDhxIqp1EG0krdZWvHnl\nTTTeacQbVW/gv6r+C3u27mEXK1qUJEsYvDuIDlsHOic60WptRfNIM1xB17wWi9rcWuQk5US73Jj0\nzjvv4PXXX4/IhbHNFDZkWcabb74JhUKBuro6FBYWPlRXVM5GRbTJzPWbjXbQAGZn9UlOTo52GUQb\nyu6tu/Hesfdgdpjxvy3/i6/+/asISSEcLz+OE5UnUJtTy+DxCJJkCWaHGZ22znCw6JzoxO3J28hI\nzEBlZiUqMytxrPwYfv3Ur7E9bTvfJ2ukrq4OXq+XrfAPIAgCvv/97+Nb3/oWAoEAenp60NDQgKKi\nopUfky0bRLHFYrGgtbUVzzzzzH1XTl1PVqsVZrN5WX07iR41siyjbbwN73e9j/e73kcgFMDxiuM4\nUXECdbl1PKHcZGRZhsVpmQ0Ttk50THSg09aJ7slupKhTUJlVGQ4WlVmVqMisQLKaF20iKRAIoLG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r1evPfee6iurkZdXd26vS4tD1s2iB5RHR0dsNlsAIDc3FyUlJTcN2h0dHRAoVCgoqJiPUsk\nojUmyzKsVisGBgYwMzMz7zFBEFBYWIi8vLxNfaXYYrGgubkZOp0O9fX1SE5Ovu++sixjfHwcg4OD\n8Hq9qKqqQmZm5opeV5ZlnD17Fk8//fSC7YODgxgaGoIkSUhMTER9ff28/wOHwwFBEObV6nA40Nra\nCkmSkJCQgNraWsTHxz+wBqPRCLfbPW8GwUAgALVavaqZBZuamuDz+VBYWDjvb4Usy7h9+zYSExOR\nlpYGnU635Purr68PJpMJKpUqHLbmqNVqJCUlISkpCTqdDkajEUeOHIHVakVrayuOHDnywH8Digx2\noyKisLkm56amJhw+fPiB+5tMJthsNl41Ioph//znP5GamgoA2Lp1K4qKihaclEmSBJPJhKGhofDn\nhEqlwqFDh6JRcsQ0NTVh586dyMzMxNWrV+F0OpGcnIxAILDo/lu2bEFBQQE0Gg2MRiOmpqbw+OOP\nIzExEcDsZ6rdbsedO3fg9XohCAIUCgV0Oh2SkpIQFxeHvr4+AEBdXV1EJtXw+XwwGo2YmZmBSqVC\nbW1tuD4AGB8fx61bt6BQKLB3797we+FeHo8HFy5cgFqtDocBSZKgVCpRX1+PhISEJWtoa2tDTk4O\npqencfv2bTz11FOwWCzo7e1FdXU1gsEg7HY73G43ZFlGKBSCXq/Hnj175oUPr9eL69evL/q+CwQC\n4RkQ3W43UlNTYTAYAACiKKKpqWley4ogCNDr9cjOzkZGRsaGaQXajBg2iAh2ux1paWl45513UFRU\nhMrKSmRlZT3weR9//DGOHDmyrk3jRLRysizj5s2bmJqaglKpREpKCqxW65LdJBdz6dIlWCwWvPji\ni9BqtRGseP2dOXMGO3fuRHZ2NoDZE9x7T86XIkkSLly4MG+sQFpaGoqLi8P/TqIowu12w+VyIRAI\noKioaN1ai2ZmZmA0GuHz+SDLMmRZRlZW1orHegSDQVy7dg1+vx9KpRIKhSLc2nBvy0MoFMK+ffug\n0+kgSRLOnTsHg8GAkpKS+x7bbrfj+vXrEAQB2dnZmJqagiRJsNls+MpXvrKyf4B7yLKMu3fvYmxs\nDJOTkxBF8b77CoKAzMxMbNmyBWlpabBarejv74coigiFQvjiF7+46no2M4YNokecJEl4++23odFo\nkJCQgK9+9asP/dxgMIhz587hyJEjEayQiFaqubkZTqcTKpUKu3fvxtTUFH73u9/h4MGDeO655zA9\nPY2Wlhbs37//oU+o53g8HnR0dMDr9S54TKVSISEhAQkJCVCr1eHv5+7Hx8dv2O5Y7e3tGBsb4wnk\nBiGKIiYnJ6Pa+iCKIqampjA2Nga73Y7MzEzcvXsXwWAQHo+HXbQegGGD6BEnSRLOnz+Pjo4OHD16\nFHl5ect6fltbG1JSUsIDGIkoOpxOJ7q7u8PddSRJQmlpKXJzcxEKhXDjxg04nU5UV1cjIyMjorWE\nQiEEAgH4/f7w7d77wWAwvO+95xL/2Q9/7r4oiigqKlow3fZasNvt6Onpgc/nQzAYREVFxbI/B+nR\n4vP5cPPmTfj9fgAIB2dZluFyufDCCy+wW9Y9GDaICB6PB7///e/x3HPPYfv27ct+/pkzZ6BSqWC3\n23Hs2LEIVEhEc3w+H27fvo3p6el525OSklBeXr7pujXNuXjxIoqLi5GTk7PqY126dCkcePR6PUpL\nS6HRaFZ9XKK//e1vyMvLQygUgiiKS3bPAoDExETs3bt3xYPvYwHDBtEmJ4oient7MTIygoMHDy4Y\nyDcwMIDe3t5VX83r7e2Fz+dDdXX1akumGBMKhTAzMwNJkjbtie5aGBsbQ1dXF2RZhiRJyMzMRHV1\n9UN3JzKZTOjs7ER6ejrKysoWHci72V28eBGhUAgAkJmZiR07dixrEVFZltHY2Ihdu3aFx2QQraVg\nMIhQKASVShUex7LU77jD4YDRaIQsyygvL8e2bdvWsdr1wbBBtEm1t7fjL3/5CyorK9HQ0ICsrCyc\nPHkShw8fRnJyMkZHR9HW1obCwkKUlpau6rXmBssdPHhwjaqnWPLWW2+hqqoKwWAQmZmZ2LlzZ1Tq\nkGUZAwMDKC4ujsrrA7PdEq9evQqPxwNZlrFjxw4UFhYCAFpaWlBSUhKeonRiYgK3bt0CAJSVld33\nJEMURZw9exbZ2dmoqqpanx8kBkxMTKCnpwculwsVFRXzunKOjo6ivb0dTz75JFQqFbq6ujA5OQm/\n34+DBw8iKSkpipUTLe727dsYGxtbcp9t27atqAdCNDFsEMWoO3fuwGg0YuvWrQsek2UZCQkJKCoq\nglarhU6nC28/deoUamtrcf36dRQUFKCsrGxVdbhcLnz22Wd47rnnVnUcik2BQACfffYZEhIScODA\nAZw6dQpHjhxZty4BoVAILS0t8Hg8AGbXhenv70deXh6mp6cRCoXmXVVMTU1FXl4e9Hr9mg1Qnlu9\neXx8HIIgoL6+Pnwy29vbC4vFAoVCgZmZGezatWvR8RLd3d0YGRmZ9+/W0NCAgYEB9PT04PDhww+c\nXvRR1tnZCbPZjLi4OABATk4OSktL0dTUhLi4OFRWVq54DQyijcRkMuHOnTtQqVTYt2/fslr2ooVh\ngyiGdXR0YGRkBHl5eSgvL3/o5126dAkKhQK7du1a1QlMKBTChx9+iKNHj27YmWVo7fh8PkxMTGBi\nYgIOhwOSJEGtVqOuri78B8/r9eL8+fNLzmwkCAKSkpKQnJyM5ORk6HQ63LhxAz6fb1nTKIuiGF4b\n4N4r1S6XC8FgEMnJyeGTzznT09MYGhrC3bt3Fz2mWq2GwWDA1q1bwwM8RVGExWKB2WwOd+G5V1JS\nEoqKitY0wDgcDnz66afYvn07F8wkogVmZmZw+fLl8PTJG7m1g2GDKMZZLBacPXsWCoUCX/va19b1\ntT0eD9rb21FfX7+ur0ur4/F4cP369QUnzvdeVV/s812j0SAzMxOZmZlISkpa8Ym1JElwu91wOp1w\nOp1wuVx47LHHlj31aiT4/X4MDw/DarWGB3YqlUoYDAYYDAauKUNEG05/fz9MJtNDzYAlSRL0ej2q\nq6vXrQWaYYMohoVCIZw6dQparRaCIGBkZARerxff/va3162l4WFXG6foGhgYgMlkAjA7+8mePXsW\nXPUnIqLNz26349atW5AkCfHx8aitrY1oN82lwgYv3xBtcMFgEEqlMnwVura2FiUlJevapWluFVp2\no9qYTCYTurq6UF5ezlBIRERIS0tDQ0MDgNlxdy0tLQgEAgBme0vs3r173Sb6YMsGxSS/349bt27B\n4/GET4DvPRFe7H0rCAK8Xi/27NmDLVu2rFutqxUKhdDd3Y3Jycl529PS0lBWVrYuA8dGR0fhcDiW\nNWaE1p7NZkN/fz+CwWD4PR4KhaDRaHDgwIEoV0dERBudy+XCxYsXMTY2hmPHjq3Z9NrsRkWbRnNz\nM1wuFzQaDaqqqsIzMD2MQCCAP/3pTxgfH8ePfvSj8Em6KIrw+Xzw+Xzwer3wer3h72dmZsLPvzfM\n+Hy+iMzMNDo6iu7u7vCc3QaDAQUFBYv20ZyamsLZs2fx6quvrnkdi2FXqsjz+/2wWq3IyMiATqeD\ny+XCjRs3wuMusrKysGPHDsTHx2/qxaGIiGjtDQ8Po6urC4cPH17zLrYMG7Rp+Hw+XLp0CU8//fSK\nnu90OsNzts+FB4VCgcTERGg0GiQmJs77/n6/jG+99VZ4OtnVdC2SZRmFhYWw2WyYmJhAUVERysrK\nIAgCJEnC8PAwTCYTJEma95y5ha4mJibg8XhWPbXtw2DYiKzh4WF0dHSgoqICExMTcLvd0Gq1qKmp\n4bgLIiJatcbGRjz77LMROTbDBiEQCKCtrQ0ul2vBY3MnyzqdDgaDAVlZWRv6qml3dzfGx8chyzJE\nUURycjJ27NgBvV4f7dJWpK+vD4ODg7hx4wZ++tOfPtRzJiYm0Nvbi0AggOTkZOzduzeiNcqyjPff\nfx/Hjx/f0O+NWNXa2opQKIS6urpol0JERJuAx+PB1atXwz0jPB4PiouLI3ZxkmHjETO3wu7Q0FB4\nW3x8PKqqqsKr2i7G5XJheHgYNptt0TEPQPjN9FA1aLVa7Ny5E1qtdvk/xEOwWq344IMPUFlZGV74\nhtaez+dDY2MjnnrqqSXfP7Q8siyjp6cHAwMDKC8vD69ATUREtFJutxuXLl2CRqPBwYMHOfUtrU4w\nGITNZsPY2BhcLte8EFBUVIT8/Pyozh7kdrvR2dm5YBD39u3bkZubu6C2wcFBDAwMLBif4PF48MIL\nLyz6GpFsEqTZGSva29vXdbXozcxqtaK7uzt8v7S0FLm5uVGsiIiIYt3Zs2cxOjoKg8GA+Ph41NfX\nr/vfbIaNDcput8NoNCI+Ph4AkJeXh23btmFychJjY2NwOp3hE/K5/4d7Wxbi4+ORlZWF7Oxs6HS6\nmJiWVBRF9Pf3Y2RkJLxtrjtUfn4+SkpKFjzn3Xffxfbt26HX68O3uT7sY2NjsFqt2LVr17r9DI+K\nmzdvIhgMsmvPKvznAO/s7GyUl5fHxO8qERFtbJ9++mn4nHBoaAhf//rXo1YL19nYYPx+Pz799FOk\npKTgmWeeCQcIs9mMlpaW8ODf1azeu1EplUqUlJQsGioW4/F4IIoiqqurcffuXUxMTKCvr2/eLFFz\nYY3WlizLcLvdOHfuHABArVajsrISKSkpUa5s4woGg7hx4wY8Hg9kWUZSUhL27dvHAd5ERLSmmpqa\nIAgCnnzyyQ1/rsiWjVXyer3o7e2F0+mcN2PQUpRKJfbv3/9QS84TbRR+vx8dHR3hSQZkWYZSqURZ\nWVlMrVsSKdeuXUMwGMSuXbuWNSUzERHRw+rr68OdO3eQkJCA8fFxjI6O4tixYygoKIhqXexGtUpz\n3XxmZmYQCoXmfXU6nTh58iT279+PQ4cORbtUonUVCoXQ09MDm80GAOFVxgsKClBQULDhr7asBbfb\njRs3bmBmZoZTAxMRUUSdOXNmxdP/RxLDxjK8++67uH37NvR6PWpqasKLqymVSsTFxUGlUiEuLm7e\n9yqVClqtFmlpadEunyjqZFmGyWSCyWSatz0rKwulpaVQqWK79+a94QKYnTK6pqaG3fmIiCjiYjFs\nxPZf/fsQRRGnTp26b1cGQRCg0+mg0+mQlJSEpKQkaLVauN1u5OXlIScnBw6HA2VlZZwphmiZBEFA\nYWHhgqlcx8fHcfny5fBgaUEQkJSUhJ07dyIhISEapS4pGAzC4/HA7XbDZDKFw4VWq0VdXV14BXoi\nIqL1EAgEYLVa4fV6kZiYeN/9HA4H7Hb7vIWKo3mhb1O2bJw+fRqHDh267wmMJEnweDxwuVxwuVxw\nu93weDxITExEdXU1B3MSrROHw4Guri74fD4AswFkuQPRvV4vNBpNeKKFlXTdcrvdaG5uhiRJ4d//\nuLg46HQ6aLVabNu2jeGCiIiiThRFXL58GR6PB7W1tUhPT1+wzyeffILS0lJ4vd7w7d4Lff/p3hlP\n770PAHq9Htu2bUN6evqSf19X1Y1KkqQN0+9aFEVMTk7CZrPBbrdDluVFF5jLzc196NmOiGhj8fv9\n6OzshMPhCH/2KBQK5Ofnw2q1wu/3z9s/ISEBd+/eRVxcHBQKxbImXpAkCZIkQafToba2lpM2EBFR\nTJBlGdevX4fdbkd8fPy882FZltdkDKEsy3A4HBgeHsbk5CSA+UswzH2fkpKCPXv2rDxsNDU1LbZ9\n1T/AvVQqFVQqFZRK5YKvSqUSfX19UKvVUKlUyMjIQFZWFtLS0rjIGNEjIhQKYXh4GNnZ2dBoNGt2\n3JW2hBAREdEsh8OB1NTUjTtAfG6mp1AoFP567/eiKCInJ4dXHImIiIiINiDORkVERERERBGxVNhg\nPyQiIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0i\nIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIi\nIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooI\nhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooIhg0iIiIiIooI1YN2EARhPeogIiIiIqJNRpBlOdo1\nEBERERHRJsRuVEREREREFBEMG0REREREFBEMG0REREREFBEMG0REREREFBEMG0REREREFBH/B+WJ\np7/6VBjBAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f3374f20860>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_poly_in_void(pol):\n",
" if isinstance(pol, Polygon):\n",
" plt.plot(*(pol.exterior.xy), '-')\n",
" else:\n",
" assert isinstance(pol, MultiPolygon)\n",
" for p in pol:\n",
" plt.plot(*(p.exterior.xy), '-', latlon=True)\n",
" \n",
"plt.figure()\n",
"for rad in range(1,10):\n",
" plot_poly_in_void(\n",
" disk_on_globe(40.439, -79.976, rad * 1000 * 1000)\n",
")\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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aahGbG4ukwiQkFycjvzoflbpKVOmr4KxwhqeTJ/xc/RDaIhS9AnphUOtBaK2y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"text": [
"<matplotlib.figure.Figure at 0x7f3374efe240>"
]
}
],
"prompt_number": 9
}
],
"metadata": {}
}
]
}
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