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Octave Kernel Plotting
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"load test"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(I)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Y5L64o2PHjtE3+lzo5Zw4caJ88e677wZw9OhRAG+99RaAb33rWyh8sgceeADA22+/3a3y5JNPDofD7jg3dPX+4z/+A8Bf/uVfAqjrultsZWVl+/btAP71X/8VwPe+971uvysrKz/4wQ/GjvnZZ5/llXF3tM7oT37yE7S+4M9+9rPOicSVV5WvzM7Ocl16jWfOnAHQ7eiee+4BcPjwYUx4umRxcRFAv98fe/3y5csrKysA9u/f3y0w5Tf88JCCIAiCqSBySEGwmXn//ffR+gF8Ov72t79Nn4aZlcn0BjZ6iv/Sl74E4PXXX6czoapoH72ZtgHw1FNPoX207/V6uIq7xnQRk1tm9sorrwB44YUXunWZPqG3dOTIEfpGo9EIwNzcXHmQPLbXX3+9O51vf/vbAB577DGmXsrTodfSXRNun6dD6BitrKyUbgQ9JPpkY3QbRJs0AvDpp58C+Md//Ee0Obaqqiavqsj6vZfuEdqMGq8PUdVz586VG5lk586daB2gb3zjGwB++ctflru7/fbbMeF3TifhIQVBEARTQeSQgmBT0anCmD6hXo4ZiC51xPTJV77ylW6tsfRG+euGCZjV1VUAn332GYA77rhj8jDuu+8+tH7S66+/frX0SffiQw89BODNN9+c3FQp/LsGY8dMz4Z5oDHXpPNI0HpLTFNxsSeffJJJqZMnTwJ45JFHuoXvv/9+ivdIecy/+MUvmDFiBmgM+ny33norgE8++QRtUoq+y5gfWebMOn70ox8BeOaZZ7ozffDBBynSu9pFWFpaopv45JNPoki8XeMa3nDCIAXBJmTsHkf1M++zzz333MGDB9FGukruu+8+5tV592c4i3c9xuV27txJG0PJAO8eNEtf/vKXedPkulQ8M9DXZdcZEyOMQZURs46xOzJjVktLS2iN30cffYQJk0ZxAcNodV3/7ne/A8B44EsvvQSAd+eFhQWuxagjD2wMGiFadB4njc2xY8dKg1TSKSzK8+IF+c1vfkMjREPIw15eXkZrqDYMbG6oK6EB4wUZDoc8xzvvvHPDtQ4ePEhbXsY5p/yGHyG7IAiCYCoIDykINhUskFxZWZnUYY8Vfl5DID55W+DCDz/88Guvvda9+MQTTwB4/vnnUbgIpQiC8au33nqrjBd1HhWApaUlPu+XexmDkS6uVfLkk08+99xzVzuFDU/82m/RC3zqqafoFFJ2QcV2qSlHqx0oHc3hcEi/jcFMCg0oiwfAi8ZNTe73008/5Tle4wi5QW6BvmBXkMsFXnzxRbT1s1SHuzs9MO6dvt2U3/DDQwqCIAimgpB9B8GmgvrjY8eO8TmaCe35+XkUD+CT7XDGfAj+QCE18xbkhRdeYGEsC13pG1Hc3NVslqkU0mmmO111t8d7772XaR5qEJgo4gL0V44cOUI1eQk9s+7AmA3igZFf/OIX3/zmN9FWlW7oeTBRxLe4BW7wpZdeogbkGp2Qdu/ejbYWmBrry5cvU0zPS01Vd3dty95FTCyVl/3FF18sxfcbfhZ8kZedFySlRCepPM6xS8EeUTeFb0TCQwqCIAimgsghBcEmpOtGQzaUcTPBw2TP2JIlzFvw0ZveDNqqUsrHr5H54C7uvvtuPtpfI5fDwtjHH398bIFbb731X/7lX3ClMnsMiuh4hJ06vMw8fW7ObAxmYujxUOzXZcuu4VZOnj753KTdPffc895773W/0nWjQG7DdTu5OZ1IVhPTURuTyLPvKv1OJsZ4raaW8JCCIAiCqSA8pCDYVGxY3DrZfhRtk5u/+7u/A/Dhhx9Orltu8Be/+AWAb33rW5OO19h+yzzQWLnru+++iyvzOp02j0kXHgZrdLp6Ju6Fngpb8nQCwvIAmIZhr9gtW7YwhcbUFBfjuI333nuP51J6OZQmUi+XUqJSjgswscRCojHYOYnFQDMzM5OdYXkMFy9e5Ll0VVmTF42fBZWHZbcntFlA6gmZ3KLr9uGHH1J6t2/fvu6iXYOb4lYfBikINhW8L+/cuZP3tc/VdvNGxlsb2g4LDz/8MIrODpNrkc/dOBd4//33y2Z6pSXYtm0bLRxjeqWQ+o033gDwyiuv0PyU/bM3PBjajK5h+STc+JEjR3hleB+nqejiYwBOnz5dhjF5GFQl7N+/n73yWBdMaN6++c1vUuR9yy23jJ3ps88+SxkChR5cjAHGazwBkFtvvZVRxw1rYFnqWx4Md8FDuvPOO8vDoPaEn+zUEiG7IAiCYCrYzLLvcP6Ca/CHp7hvLtj1mZGrq8EJOvRaGArrglp///d/j1YoXMLea5988gmvGx/YS7rgGzfevYi20w+ubFbEHfX7fXoq9JC4wFgan/FG+kYsVmUYbWVlhf4Ne/yUPPHEE3yxHHREIfhoNKITWQ4QoodEdu3aVR4AXaLyXbROCa8JN3v48GH6RqQMbHaydbovPOaxvk1dG72x0//000/5Q+kbUWHRHQYDjOwRTiE+Y4mPP/4416X4m+KU8JCCIAiC4PPZzDmkTXxqwX+dzeohkZmZGQoEJltxnz17lh1lyn7YdBe2bdtWPp7TzSo9HrTuSNl7e8yhKRPvnyuMzjmzkpceUulkdItdTWP9xBNPMLH0uR9lOWxpjFKCQaX4aDRiXq3c49raGoohRhvWzE62i93w9Onw0TFlgurRRx+l08aC1jEx/aQghZv9wQ9+wPOaPP2xHlHUWVBzMeWEhxQEQRBMBeEhXXfcXARw8/r3//vtr//NI4AAjDhv5pTetLFZPaSucw8f1SkPY+ajm0rAMkzKvcauQzm1gc/UGwrb+Cw/JhWjT8Z1WZJJP+m9995jkoa/jm1t8oPYsGcr3TV2IbrrrrsA3HPPPffeey9aNSALP7lfyrg76OTRF2TKZ0PoOG6on+58DuZgyg6zHR9//DGuKfMjpcK7m6zBizzp8O3fv5+fYCmlG4Nien6mvGisLz516hTldvyYbgriDnjdEYXbyeMfvPiTpxfmXVP1ta8/5BDAb/IPw9qvU2dfx/D29XT9DioIgpuH8JBuDL/+9zd/dujlbVu9Wlj60T8fdgBwubmfD0onb8wgjb04Fae5uT2k8+fP079hVoYFqmW6qOMadUX0GNifplugTLqMwUqXcsgC6dqA0jlgqoYOzYMPPsjUC6uIunKo7sDm5uZYXjqZARob0Fe+uHPnztLR4Sl00/C4QTpt/PfUqVPdLi5fvsykC70Npnnoih09erSUz5Xs27ePS/L6XCNtxnF5dDG58Llz5yaXp5fz4osvTs7SpbN45MgRDhuk80TVYsnevXtZccXvwGg02vDIp4rIId0Y/upvDhw+/Ktz5+sTJ35jdf9qPsVNhRSWRq78b+zFIAiCDYi7w3XHzUUBQap+8tIbT/3wL3//27fv+pvvq9/sn4Y5zGxoXhv67nBfE4HIrPiCSlLpqVZhk64P3/ve9zhrnIU75QSH06dPU7LFypVSw/arX/3q/vvvR+vEMPM0xpiDhcIxom80KS3rslbcLL2Nrp0oPbnSNyoZ0/iVG+92wSwL2yt0p8MNlv/SFXv66afZ+oHCNh7M2MbLZBKbupbNT8cOo/uZwzU4u29Dv5MpNPpY5S5mZmaY+qKb+OMf/xjFcA3+SpeUFV3drIqyWRH3yxar5MSJEzxl+kZjrXWnkwjZ3Ugc+O/3/x8L25b+x7996FMXspuMsBnggBmye20+cIf5qlk/+9BRA+5igIusAYDPtdup4J4zxHsiKUmvStt61Y6kPaC6UYKOzRqyIzMzM1Qqz87Odi9uODGWRZRj42WpJ/7617+O9vbHcUeqWo4dugZl8r9TWHwuG+qku5Y/uHLo0fnz5yfHCJEHH3yQ9+7SfDLAtW/fPtpjBjAfe+wxXDlutZtCy0Af7TpP//Lly6yTZTu+yeBkdxhUdXf96AgF7rQfXIDq+bFmRRteCj5Y8Mi7/XIZhuwYb6S1Y3zvgQce4PKUNtBiTTlTdQf8wiFAtXWpf/4kMIX+UXc8DuTaluvcz/jM3MwH7qvteyaSHRnIAoErBO5QUU0LwBwg7jUc6iP3iw6pfUtdn+wPRUSrtGehd2ulO6bv9IMguN7EXeBG4nBNlVw05FpS70YfzsaYD8wHw/xJbSuO2t0clyDmpoA73N0gJnAATq2guLu7ZxWYu1M/KIA3QjsWGLrbYPh783rHgiRldGgKDfNNRuc0MCJXQs20iJQuSOkbdRrrci4RH8PHIkKTrsyHH37IJkB8kb4R13rkkUcoti5ja2OUNZ7lxh955BFuhDGrrrV2eaaMGZbdd44cOVLWhP7t3/4t2tlIXYUp64IZJRuTcXOPZRSR+uxjx45RuUCo0uZJnThx4itf+Qqu4nkz/kYPjME6bpyC7A1Do2MxzG4gLybUHNQ48KOhM0Sv7uWXX96wvfrkvqaH+OO/kQhkx659dvHXZ86c3HHb16fvwxgO8gfD+jPzgckFwOCtPN3dfQUQAcAwHRRQEYXUcHOI5YGJAA4V8Uo1iQrgdb7gLiJzoklgw/xe7p9ZqL6qunUhfVWg8bUMgi8m8Zd/QzC4QQRIO/ftOnNM+v0TO267q63UmYI7sgOSV+q3h/mk44IL3OGopViAdqmpPHJty49qd1cVdziyQFTVAUhtXgvE4RC4iyMpVuHzScVxfphryZrt/I7eAYlCpf8CzIFz6iiAZ555Bm0Ggk/ZH3/8Mb0EJkvYeZOzgtAKxMsyzDLV9PTTT3P7dCxKV+aOO+7gr/yXD+xM2ne1qHxUL8c0dJSqbjptLI8dDof0V7gR7ovpn/vuu4/DMrg8nRgqC8bqbTtHjefLE6fQg4dEp41Xqd/vU2JQOosbbpYwq8QE1Rh0+77xjW/Q3fnRj37U7YtuDZ28LqvHDqo8HV66bvwE6WZ2oOify70wS8e1uk+Tnz6FG7zsU86NvvF9QVGIugNSL1Y7F+d6uFhLJz+78U0bHJJX6iOD4QeicGQaSoe1LpE4QAkGf4fTT+Jxi7uJCCCyvnizZXHG7BwOiANoAnpYdawO698rtiz17gIUuGnKy4Mg+JMQKrsbhTvMkYbLZ9557o7ttz3y9cf+2afFIrlj+dTKK4YLABwDB03JUCQ1x9aYkyZB5O6iubFGENXGOImKQFrDw027u8AAiIiKq7vCBeIiDtwivmvX0oEki39ug7RZVXasuzx9+jQf6ifZu3dvOdW09HJ27NjBVp6sCWXOg1Pg2DJ1//79fDDvRMloH/nPnDlTbpAuFP2kp59+mg/pfJGOCJVgDz30UFkoSneEzzEbNk6lCrzTzl2jkQ8Po5SYc+EzZ86wxREpt9/Vz5ZOIQ+GorhDhw5R7PdP//RPaGXcVMo99dRTk3m1bqhgmzR1XHlfos9a13XZmJWXnV7so48+erUGtR9//DGTgtxLOSaDUvU33nijdEOn+37YEB7S9YfRLhEkEZif0cpEz8GPi+wG1CF+Q72DYX18UH8CMfis+0UHrUvqzCUV6u7Z4XAX6Zoguwh9pvUyX5HGG+qKf1UY6TMaKyC3pgrQVWB5eeXYQu/2hWr3dTzpIAhuPOEh3QA89/v9I27LsnJu+VLfjvfTou/avwPpSyn9tS7sF60gNyyPcmbwnHnfYWYXBHDUAByJHhIFc+5u6MMhIqpiZk0DR2kb1glEVKXtbtcYJYHDnIbMRURRmdeAuyemz9xdfX+S3buX/ryTxDarh/SHnNdY3qjj6aefZp6Dj9t0Ykp93WOPPcbeqXyRHk/XpLVsbMouQfR7xvqNlomQjz76qKwlmmQsbVPWk77wwgtl5qlssYq25c/u3bvRTsOjJzEcDunzfS6T4ye+8pWv/PSnP0XrIH7uBPduVAcvOMcelj2N+FczGo02nKQO4Etf+hLn79Hf3bDFanmjo3SQh/fd7363rJydXHgKCQ/pOlCz/NMhANx+7/WrSwvnAccOX7IK9/UgClHkS6h+DZyBL0AOANdTCM7WqDKo/92sdnfziy7u7vRtDEMRANng7m5OH84hOZsDmj0DImLwSkUEWmTFRCQJ1GEOB2qIwQRiDlepzE0AKMwEkOynHXlY7+tVu0II/sfCO87KygpvYRQp8O7cZelZB1rCUNjRo0epWSiFyGUt6iuvvFJukHT3ZZoi3mTZzbo7JJoumsCu6TgmGjGUsONcF3SajFyNdbfrTBHXpeGkTJyhMI5cGuu5UDK2i7KolkKDzz77bNIUsdz1wIEDjByWG6GNfP/99xlDmzRgXQ8FqjMYgiOdloHbZ1yUh0FV91tvvUURxPz8PFqhBy8aI4ELCwscrUT5xuRc3Skk/tSvA034jfdmt2Mq5yACmIu5umoCDA6oQi4CDu/DFfJwezPOf/4O2Uz/WLYL7rV5dkoBmxCdtX4SB2fYGiNzTfBRRMTdAZcmLEfzluCqKmgU4fMOz74K9AEHEhNR3maQALQ6Q3PPdV7pVVEwGwRfICJkdz0ZWH0c+SeahsASxKDS3oJZVSrigBtg7pWkpyB/dV1chGYXtZ1cGbye/bx7Zg0sGklCNh9CXEQbIYOoNNIGEekKXV2kFqkABVKVlkTmHJcUKrpFUAl65l7XnwBDM3fUcHHQnVIHnOE8AKjU9+7Z9UiSHX+mc97cIbter8fwDotVGbnqIkLXGAtbXhZ+rIxWXeNyUYnw7LPPMjJWDpPtcvWT/g0P7KOPPmJZK92dDTsMcV0qAtgJqXuFcmqqD7j3sbW4RwbrqCMfO/1rNDtnq2y2/6H/8fDDDzOYScUBdeSd50GvkQuwax+rdHGl4mCSffv2MapGZ4jeEmUUW7duLQNu5alNHvC1T2f67ocbEI+f1w8bvjOs31ysHNKjSJopmK7fqCAD5tboHdwOiVaQ3dfFPQKQh/UJ82xWm2VRNzdtFQoiyd1GyADgRv9ORJP24K4CwSJEsp1hcE/pN6Gnsku9B5j50GEiAoFZq3oQEXeIObcsgKsDgJmc7g/O7Fr8cxmkIAimjfCQrgcOE+jg5DeTLqeeQjTnWlS1WgAoQGMALLdKNAcEOcN3ovorl4Pyh/lJVsjzrlxhondrWwYEuMEVya2/PHh5WA8M51zM4SP3eXX37LA1ZIdJO3xvXhaApLq00Lu9rk9Aa0VVpZ11Pl/n36v24CIpwdOO3jcUO4FsvmZYzraS7TTg5tksqywAZp6p0DNPcDeDQOELSW//2q4fAeLIf/Jq2c3tIXVagLIkdsPmqm+99RZanfeuXbvorzDZU47YoYrhySefpGfTpevLXZfyh5deegmtemJmZoZaCTpAdIaupkqfhH4DJyqx/pTZoGtw+fJlHhvXZc6sOzw6LpyBxF4713AmSkfqtddem2yoSqH8Pffcw+FGbJfO5anmYP6soxwsyyTT4cOHmX6jq8cj7z4jOqB8kTknik1++9vfjm0ZEzr4Scd0eu6KGxIe0vVBYH3IUNXcICqakojA6BYIRJvFgMaU+BC+CDnn+deS7oFsUAc+ia4XqGr70bYhQR/ArShyMrgCCukpHIBZf2jDnEao4Q4Rn3dfrYdQsGcd15uFAOqOpAu9apubpbQNfku280M75xgA7j4QTSow2PLwaKXLAFR7ZsM6XxLx1q6JexaBdAqJ1nlyOJDNhoasqKJ3QxB8EQgP6Trhdmq4/O1eqiGVqEIKf0V03UlC24HUa1iCmKMSfQR64A/bTyN/ayNtNWwZNrD6rNhRb+ZHiIi6CTAHEZUFpF3QLeYXz9S/HdjIfACYSIb7yOtZlTW4o2bXhVnImuucpCp9dXFxp9WoegpPg+F77uYYGIYCiCSRJKqwBYhDkmCLu7mP4CsiMDNmBUTEvevl4GaZWjt4Euz82p5/qmTpT/UplGxuDwntNFI6Fp8rF+7Woh6MCYwyR8Ikyvnz56njmrx67777LvV4TEex0yhZWFigT0MtOAV4G9Z7UutMV4by6B07dpQ66bFhGWNZHLT+x8mTJ+lSMJfDZBiTMc8++2w5HYp041lRpN8IVdcU+913332llo+UDlwHa2/pqWwobxtrIFsuU7718ccfnzx5Elc6o90Cpb94tfrZsbWmnPCQrhtDETODNr0OCmcIaP/V1qERYBG6AvQE6vaKyC2Qr33uzCSnY5RPIp/IwyPJM6wGXGHAUNB5SCpI7Xwj9aGJVArdo4vDnFZQm9jQ80gEyJTaOQDBnCaVXi8tmmW32uqhOXKWXMMwMB+uV8FSreDmyCLZcg0sQxQucDPqyQF4E2KkSM/cuKs1d3eZk0t1vVz1lv7EH0UQBFNJGKTrgAOSLQOqSLL+WhmpY71pl0xyaIbvcOuLZvGE/A6qr6JNR11tT7LyCvI7sOOAJ0/sdop1O9RhQFdcIo6eIMOGsEFPpOcLEDkDnDFbRaPHbtsrqEiluh244Dg+yMuWBfUAgGpyr+HJ4SK1w+A5Z4PUGPZSqsyHbkORiuK9dhiFAmzDStU49e+UeCS41/kCelGK9Edz+fJldiMtR4iy9Iflq7gyO9I9PrP4htPt2BqnfPSmUG1D7r333slZf2UdK1p/ZWzv/IHlTax/Kh2Uffv2MZVFH4JtdTomW5oyN3P48GFmrdhdtOyB9OSTT056SPSNeGUOHjzIX5nrYpVPdxHoDzHTxutDF6o7I/ZYuuOOO8rts/9pOdSjHCfx6quv8sTZfqn0csZqilnoSj3h3r172euIlCfFjrFdxRXzZDcF8Xd+PXBAbTW7mWhyTrHr2mMLRCEcrtq0QQDLRMVEe3B3NclH3SrRxzduKpSXkc9geAR2FHAgt6bIN1h4YmWV3PZK5VEM4LJLdAE46XLB3AWSdIskSCWo4Mi5D3b9YXZJ4OaAGjLglkXEISaibuYYuNUCFVkoEkXsFl5DxI2aQ5j7yCDNOKUBdKnOw/iW/lHw1vntb3+bpog3eqbBeSNzd9qMsulcV+/JgBtNy+RmZ2ZmKH8oXyTPP/88zRVtAAtsu1LZH/7wh7gyvc9oWydt6IZ5j232wQcfpDKCZol6BIYNv/zlL5ejlfgWA1w//vGPeVMmXbvxDc8IbZiRR7t79+7yRl8aUbShOZqikjvvvPNXv/oVWmvKnylwQHv9Gfak3IOn0/W26DoBTh5kF9ZDa5V5nGgbnDM2272Iohc712UINOYhBeu4uzQ1O/SIZN0gAcAaMLvhauxzAHX4J8Bx4LZ2xdbNwsCH7yAfl/wRUAPr768rGK7hY0hXBFWu5QCSyB5X93wBMGCLq8HM+2YD90HrY603opOuNSwLmNCes/CVAAAgAElEQVT6f84hfp3/400MsDgqmqBmAahzFYe7XePYgyDYTMRf+nWARaMZzVShthNp4wZ1H8IasNa+caVnI+IC8b7VPxHdJ/o4b+oicB/K8ouo35SuJY8X0TiyoZvU3ebLd8WbDkcOziyqzO9SrYHjtV/sGXKG25wCQJLknYRP4J6belkK8tzdrZk+wWkV7Mpg3h47hGOTzJgMd/e1dlU2u3O3dtxs8IdCNcGJEyfo9LBak3lvShXefPNNDhKdHM+KK9vMMDx1jTw536IQ3N25LrUqhDLlhx9+mOGj0rGg0IBzYNGKEbhBPuAzWnX58uWymXfZZXzXrl1lwSmnHPF0lpeXy4mrdET4yszMzOQs3bJL0B133MEvJKt66X90F2Gyppgajc8++4zxSQqvy35LuNI1LMX0dGsOHz486XKRbr+l6qGTYJTSeR4YnWDubmZmhpL0m0i/E3/s1wl3qzSJqAPQHiDALHTtSl+mdAbWJwbBqWWoVfrwd2A96AOChPr3WHkWdkpk2Ixz9QkjUzpJ48fUvjVGhgskAeauELMe8FXV3w+HFwGh2XRksWbtplmD05/xpruDuJtrbpJjovDOVLplE1G+YWYjs9n1VkRwyxyNni1vSd2xxnc1CDY5Ifu+Jlfesg2ujU/wRw11zUCqV/6fSk8APUiGKHQeooBB1rrGpuVt11ELXarG5XFYBiq4GlRlP5bPuJ0TDIDl9VXHrM7Yr+UCuY34qTfiPrb/sTGPpLVwDgD/7lgVzAvWukl7QvVdYUcZjxOsOWYFoiqQ1i1sJBvmLkhwGXWOFHdu2kbq3FYrmcP2he9//bYnpPwYAAOOv/7KBZcHDjzkSfU/ZatuosfGP4oNazzZUZsP1MeOHSvH89ADoCPVTX2lQpopdAqOmZY/e/Zs59Og1T5sOLiozF2N8bkC5bJH9YYq7Y5ughFaD4mNRx999NFSyDC2R4rLqSNgLyK2R+KOuJ1uLeaf6CwuLCzQU6EDxBcfe+wxACdPnmSKiNeTOaEyxTV2XmOdjZhj44t0m+jrPPvss13/ocmLxrfo+dEzG/N6r1bhO7XEU+e1GLs3K3Dy9x9UqVrateePuXIsDMpXMReT/wKNxmAsF8SUjAmyD07AhoK6SRphbO2rI1daWRb8GH/0xtlpzQ/Q5Ho6EjByjPiGQ4pBfY09c6B1odofHK0j1QZzBO4OW/PWELVyjm6f7kJniyOWxs7N3V577bXVVN1++/7F3Tv+gNMOguAmIDykca4dG/q/v/WXF06def8//j+kP6Z3gJ3Mwx8qskgP4tBW8C1srGBX7rP4uSmSzRDABMhARh5i0IMZvIbamM0YP5kxJrwol7aFEOSKhE1jO6Qd9QoIapFl8xMG1VYh2OrVGXNb48KFfJ2/zolCZK1pYacOk0bIoI1qo1HZGVzcxF2wpg7s3fk/7trzSPex0KTV/ZXn/v7RPQcOHjz48OfWZl2NzeohUdnF0Tu4Shec8mGZYrxOh0ZJ2wcffACAwwvGnqwnr1v34E/vhDIzeg+Uw50/f35DL6qEaS0OeC0Z04WXczTGRiUR7vGpp54qD2Zym2il3qUUu6NUq5euzP79+0uB4tha9I3oQV7DC9zwE2GvJialSh3j1ZYvf6XQ/GpZqGvsfQoJD2kS7x7YJyNej/3w74/85Cd/7GWz4duKLE1ojP5E56cw8dPdVDsvwbs5rO1xWfPfICEDXgPZ8xXBsGs5SSJdAyAAUKVn1Ewld28Pwa/QRHTWTgCgcuwRHYzskrRaPAfTQ972SxVVh4mDGgluctWtMBvuMGoczLIqf2i1fXAbubsIxKFVdcX0Nl6TU0ffc/OHDj6M+AYHwSYi/pwn8JzrXA+Hw/7AL5x3szrXVaoWbllIi7eiXvWVwR81YdwxzMNPehVcRLxtf9qI2bryIyke9GcBiFAIPmqcA/pD2ZHhNY1QpkZv4+wR2g1j3bu48ixb4yQsIrIuNLY+bLzccvOzi/vuOfxyFWlOHO5rxXeI3pEbO895G9Zr3/T2h0z1nZtAcqOlcwjEnJI8/pcEWqXxKYXu/s6RI0vbt1uTygu9wxXwefnOO+8s/ZtUOPTdYztrM8cmPpRjZDl+tFyrm1JBr4h1MMxePPDAA6w9IizGpPv1wgsvMM/Bx3M+y/M4uy1PlriS7sGfHhJh0euG/kczubgd4kAvh88xHNY3MzMzOeWPDhwTOWgdcW6qXLirT5psV/r222+XkrZygU8//bQcV8h5Fpxt0e2OqSkO5eN+KQVcWlriFL6y3Jg8//zz187G7du3j0m+m4j4S26ajALuVi8vn8nL5/KlOveH6A/14kV3AJZFlgHMiwGV5v7vf92766+lvHwG6BXNttGmVySfhAwtQxd4g/bWTgh0BPf1qUiOtmCW6vBRI0tzBTIgXpsYRDjBjzttLUaR+2nMgICNXDtTVJoHqSqzLFgQAKmnw1NQQCqph01+SNfjdZ1M291cseRIdbMzFeRVAJrmDQIbNeVGQHN1zNtDc1AU3lwwd7YPd6agqPSGy6qIJwcUkl2qakd3Leth7p88WV88vyDaqxaWf/tbrdKO3bsEzSSp9lT/k0G8zQFDdh9++OHV5v1cvHiRqf7SFI3d2lgNyiw9R692behok6gL6AaecgulQeJtl1IIXDm3m6aIN/2uEwH3SDvHIlCKBd555x0u/weGWGlgNozmUdu9tLTEeGapOOhMEa8PZQWTwbcLFy6Um+3ODm3P77HlGQ/sSmvLVn5lC4b777+fpojPEBTuU7otIvyYGNJkte/YJ8t65LFAH4APP/ywbDdeHu3U8gX6uy1vx2ie+N2tPvPLo5/89jf5wkWt656oAZJ0fttWSeqXAHjKrm7ZDTVWHZ7l2AsvbXvpEAS+bevCPXft+qtvmCaF6AYP64N6cBSogQTzVv0MAOvpF7R+0nocj8dmbThO4IrsYgy7rbcCcvPWoVnP9KxbHW2EBtxiYaUAqxVAAuo614MkBof5UFkk1E6muOK4zKSVZ92a5Gh2EWRBEphZbk+oEzsUpU5svQC3toVdu+285jILAL4GOASSxd0zAMGim5z8zZGznyz3Vz7zc0N1cctSaV0t2dnT9enPXARbtmbxXbd9de/+uxcWFlKVmueA8gCCILgZ+MKKGhxuv37t1c+OvF2ZWM5wV3cVUdFZ1VU4ks5v3wob4eJQ3UQl1/lS0t+uLP/10tJWVQDJABOVapC27nroG4sH/mpsIFE9/Hf0DzlO9dIiBO4qKlDK2tg0iH2DFBBIbg2NAKuea1oUuCDX6NfIGRzu0FkuHT+t7ha8bvi0cZ7GTHKzPIBqCbmGJHcTDJEWfDgUOOTKGlsH26XKGgzpleWcBaikB7c2O9b0MZ9tt10ejKwfEgCsNSktbx08d0ChnuyU2MDlXFVJSnkRlt3NVQHkJKa6MshLYpUAKVV7b2dBU87mItqr9t69f/dXv9Za4auyWUUNZGZmhoOOvvWtbwG4cOEC2pbVhw4d4sDTTviA9gF827Ztpd/AMBrDWWVnGrTqakoGxhTe/LXUBXRvjTXUAfDEE0/w0Z57Yf1s14StpPxz7rTalGjz2b/UL/z85z/nAXOzPF/Gr1JKjIlRF85rwsLhrm83C2m5PB1EcujQIQYhyylK9Fr++Z//me7dht8rOpTltd0w2jYpxLh8+TL13+xD+Ad+aem5quq1R8pOIV+0B0gHxMx+88rzp49+pP3hkiYzE/dslgFzT+KwrCJwG512SWl2a+/SaHjLfMI80qWhwLPqzq09N1PJrmY+SDbsv3J25d/fXnrkocXbbkPqMbuRB58kGwBiAgg3Wzg0TQFO26PB2ogbAM9CfYHAHWI1ssMdTQIG8DZGd6UojwLrRr+NZuQSvaLmDt2liZw9UwFJkKHngaQKQ/ozECZxuhBb4yS5rAng6vlWSZ8McgZMtIZJa7qk9agag9Q6QALYGtBoRRoJuPHYWr2FLqf+MVSDqqeVGBSiakOYwZIBSxW2VsNLeUFMqwq39Kpq67DOkvPCGnbOruXVfOkslk+dWX77vaV9e/b8zQNfvG94ENzEfLE8JAcE+eX//l05tsy0RhKxphSUvdSQNM2prrVda1TVkmqvhy1zgouel39/Ni/0evfduss9J3Efuq8mz5nmw0QgctujB9NfHxTHB7+5cwkrKqIpIYloUmn9FAFSU1rUyLt1J3wEZLjDHNKML3LLMlDkDF8B25CW8/y6sF4pWxBpzFv3ugOaYObubJLQbMoFukDb43mIbJISzNfdGdqKNWBWsNalgOAu/3vZj0ovYeiq3JwqNDVJuTZOKG0DVrFGlefIUBF3z55McxLgVLKh4XzVw0LPKsnu8Hk3CLDQW4XnwXAlyelstywu9rKoam/LPCC+NkrmMNvi3lNJ5u7mVVWLLNx++54nn7TicEo2q4d0jfNiVl9VywQGHSl2FXr55Zf5JM6n8kOHDqHN6HSbLcf/lFqAqqqY7Zgsib3vvvvYhqd8sRNJs3P25CTWzocoUy9jE2Pp67DUlIWuXStSHjwZa3xeeidl2oYpn7fffpvZI8oKmBgrBybhylanvIAnTpxgV9lyF2Tnzp30FKlZL9sddXCwLzXrpUR+TOFdzv/FlVp5+md0xbqW5PQ1ORuXH/GU3/D/240+gOuMr5w5NTy7wl9URETptbhDRFTUzVbrGqzIoZrZHMC86KxWc1UPoga4uqubmFSovS8wwBSegOQ4/su3sbIMMbtQu7souy64WzvFSxilaiNyfMkvwXPhQrVKcBFvNN++gZyueIG9WPmfu0ATjPtspX3dKpoahZo7kD0P6+FAOGvCrJ1YceXu1orVBSJICrg1mu/W6nm7XlNDZc3rZo2cjq9kw9DgyAJYH3kAv5SSVhC4iKuKYE2aHamIJ616C7ffumfXLdt7VaUidmnVLl3yOjd9w9zNTJX99Axmg+Uzud8HOhlJEARTzRfFQ3JGuDz/w7337q7ds7l7pSqtkGwWWDMzMz5zzYpARKtq1bIBkhKSuiRDP7tUW3Tnnl5Vzefh2Xqlr5DKK3WVkXJupN6iJy7mvQ/d43JE5oapSiJeJaVWralyEmmm9bk1QS5xt6ZQtZEFmAsc5j4wyXWTZPL1PtoQht06U6GdYwKGxESRMyDg9HSKu5NAetYfqDgArxYFbYFtzuiyR2UOydvWr76eTFo2eeWUS4ILw4TNf+1E8sbsNnI7a3XmIjCvHUiSzNEXOddLtiBQ0SzzwCh5FslZBRCYKI1KbcjDLECVFN01cKgbgOQ+r1qJLVQV80lZ9OL2Ww78r59OlHQBm91DGht7OkbpIjABw699zplxAjbRuUbFJaXedKToPTz//POld1Xu6P7772e+igo9zl9gcmtsSSZ7yreWlpYoLufRchc8vF27dl3tQ3zggQe4KSrQqF/vWpFO5m9KZ6jcNYr2r5gYX0vKXN214X4p4KaYe8MF+BEwT7bhAmRmZoYydErqKUqkF8gC25mZmfITuSlu9V+UJ0dz8+Hg9eef21HbFpcRb5zZmFOZY+MB9zmq4ETE4W5WD+E+LwrPa8N6DuqwnggG9tG5WpMuVGnr1j1VNe8Ymc9KXtNt8yIqqbpvt9nxo/1ev7dYQcSSm5lK0161MYSWIYDnNrOfxB2oBQ7Xxnq4IGfJ7qMsaIdUtBqBzqACvP23/gikaWHgBlVUPQxWJKUmq5QNyGrAGnxLkrTDB2dEkPMwLS5hsLLBSL/SGgEwF6An6AF9E4eL0sXsCmwLtQIgaHxEAFDPjso1Hzecq3pSLUgPrTdlq8aW6LWKm7m5uQk0GcxM2eGirhtbDEnC3kcszTJJUg+GAjjExebP438/88zXDh6sduz483yzgiD4k/FFMUgi8o//8AM/ceq2jFVVdQbBfBYiwKiuZyGicMsC1saICEbZZkXXLM+KzIkCtYuIQTQtmHt2uJxeXukt9mZFkmhv6xZ3N6sXhhcBc5Vdg90DX3aHbBd3d4FZFhFRkaZOFvDMMJYoxwaxhtHcTFwA8ezC2eRQrAGzjdvS6BfWu/UIUK2fsMAxEFE4aPm8zu7QSuDAxZo+kFSLqFdEgVSltFgPpfKBu0mqGm8JpXGSrv0CALgnIGcXhWd6KxBtdOmlRWvk3vy6ZbhI/Rl2DJa252pNHcmzczDFQq5rBjElm8NUFDUUqDGsRJNlgbi4iiaHwAQyK74mMusOIA+9l9Q8m8CA1f4Q+OTN/spjP/3pF+TbPjbblMmecpLbc889VzoH9G/IkSNHDhw4gFbnVvpG9CHeeecdboQjIUpXo3sAp0StrA+9fPkyN8WCVmaDusZFTPBMlprylZWVFZY0Efor9JDoA2GjrkK3334732W6hb4RL8L27dtL56PUH/LcDx8+zI3wxdJDGnOPrlGXSj0hc07vvvsuD6a8UGV/W7QjaMmGvhH7qJZ9Vy9fvkzZHiV/nMJXagJxZblxNFe98bQ1MQ4YTvcXPSGJms26zXpbaqOdSnm9npITiObQFN+4m6pcMhdzV/VcW5IkOlvXKXvu11sEJlIPh1VKSaT2DJXK4Y5evVTDZLsbzF0EtUhqq2Ta2zZzL2LSjLATOMQTb+3uwMjFFXMGgV2CbpE2M9K23HFIWgA4u8FVFObCqJ0q3L23Q1b64o6hewXMQmYFcNjQ6qEmsTzQhUW1QWPhFJ4do0bD3QTg1qclCRw98e0VjvZ1ixmLUc2h3nSm82ZqHwV1su5dqSNrb8W3I601PSLgZkklDwdq7iKNCgIJjkpc3OCyUAmyezatWM4lIurus5A5+CpMRBTI3vwAuPM6XBzVK/1qaalNzLkBcxtORAyC4MaxyXNI7V00P//MP9g7x5aQktVz5pwwZJYBiKg07addmLVoS/275xcHRGXV4SoGWHbppTZXLgZPAgHm2pGwSUXgVVKBq8hwvk5fU7k1Zx9WqsrcVWP22LuhdUSkmUwHF5EKMBhyH7hYi5tqmzeaaw2StNJttB0fdAekQh4CK2aiLu4Qjmgwh7tfsqY7BNmakHMrsgDQqs9V3FxUfJW1q4JR2+bOAUd2KPDBUF5axhx9o/EpE8321lqNQ/futrPptnphjl0cREYu2VwE2QGR3DQIF3MXETGHuQtUXF34fFBpuiVVZuaC5IKc+dCw3qRBAJXa3KtqJDK49UuP/69/K78emzuHtGGrgo7JR3smQp555plyOEK5QfL44493SrPyRQAvvPACl2QyY+xRvdxvudnDhw8zvVRO4RtbhfMvuAB1aGVjBQAffvghgDvuuKN7patD2vCsr9audOzSlZK2bgF6VBQNzs3NoU2M9ft9dgMq/bmrnREmvn7dRsYWuHTpEvWH/IDKzgtoRyOyXoqtkuiZcd033nhjUtE35Tf8Te4h0aqIyEdH3t6HynwobrPZOKtUAFVVTQDcXZN0fdV4d9ZGhuYALJtLmyUReG6biQIKEaUgoZ1hRL/FHQ4VUdPhUa96rrdIcc3dm96odGUcEJjRHLqbew24G3zUS8JOeA5AOARintto7Qe3Z8ltBQKFwCsqE4TGZjhEk1qBiIJqdyooHBjBZ10EvgoBMNdct8aqzAKjruNR96+4+4KqrOW1om1sqcVD61MRyr63XJI9/d5WF1cm8tzNxNUB9iFzYxrP2xGz7UV2UVFVmdNKHBCFotfrpa1b67NnpR6qSG05qTYXxkwh2WpAcO7cqZPHd+/Z87kFs5uDV1999WoBpa7Wsvu1XIx34asVVB47dqw0SBwjxBDTiy++yBR62XCILC4u8gmMmy3DU11UsFQwl2G073znO+XRUqTAmtbnn3++FG2XPPTQQ5MGqdvXZPCK++re5d2/U1eXF4TzXo8cOdK9RSty9913lxshnG9bjovFVdqBU7TdiRG6hb/0pS/R6mz4eFG2qqNd33AeEsO26Y8aUHCD2Mx/mN6WwiyfOr5VKqvdBAqtes2TNQ2SCbQZvC1uLu0EBkfXcgcCjMzhnutsgIryPmltEWj2DAAi841w2kS1rk1Va7Pk7jnhpFdZbDvgzgRIE8ZyGKzZEwzOXteezcDRE75oGeJOUR4HCzWtULW1GcJUkwm1AO4CqDaFsaDl63yWbIxI+hpwyZortQY0YcpOMeGAyFybo+r+ZemsKiwnYNawOgdtJvJJY0SLT4GCCPdm/7f3q3lzE3OHZh3lDEDU3MyzWhdmtdzTZO4ZDhF1EUkCtkpS9CpLcyoqDl+DpmRWQ0RM3LxxVN2BZuZF5Xjt6Wf/51uHsbm/9EFwM7OZ/za7GFG/f543KTOTpMZ7Hp/ZNKl60mRmbW/qRpwMIJuJXJkIabORjSKat206G123bGBkNtc0IxAX5FwjqQ0y1KttqUkYraesvDtcb9vpdFWtfNKv6B41hyfuLkaj1Em0XSQhGbILEpCh3tbGci/iI5fW3UC3eXMIMMe4pWFtvfFPI5am4JsxN2uvbKtaWBfUSfEIwBjiei1t28uOsUDDmhmqtOaNGJwKveZ6eqOYE2BeU2OvlfI9tJ6kaLUFc6qqfjGLOds6uDdjlrrvgKjWw0GqqnpYOwQ5u2qTYNqk8KG43+9PygQoH7jlllv4sMxKUj6/U8Z99OjR0i0o2fAJnV5I9zy+kboeAB544AHKCiaHD/3ud7+jarmUXPM4qQ7nv1c7jEnfiMG0brxTefqs2+2cGwo3+BZLXLsSYGq4eU0YKqQcw8wme5jyMh49epQ/8F9OjO18I/byof9HVcjYiVDAPem6fec736F8f1I/MjMzw+tJF42CC7qM3Yxd6t2PHz+OVtnP4uipZTMbJKZJDP7O228nkWxWCdxsVWXWKYiW3o7t7muQ2WpWbNUBDJY/E97xRRjxgsvIZW6hNxJVt5xrF8BV2uJZjjYvY1OMPY3cR5bnFGJwr0fnBa5pV85bXE0MAsmaFG1lLD3r1uWCZGSIr6Jn/eYunZk3Mt3CYtG2/U9yuEMdrdYbom7sadqUFQEmWwQQZMeqy3zbdmFLp4pzgWCrwjLYC2K1NcLrYToirLw1h4iPAF2j+QHMZ1MTpqMVp9ERgatUA0h2yeLic+ZrjhGQ3ZAlwRWa4SqAZSpM1syo7YZDUjWvspqzO2Yr1/lKq55bTlssnz2HnJMmh5rXMIiIuRvEs23VatUgsF7d/80779x1YH2KQRAEU8UmFzUAAPz+L/+f2wzJvIL0gCQyL66tvUqpYnIISSGaB32493q9wWAwqm1WMHLJKtXiom/bfuue3ac/+iCvnEsiZuZsP5CNYoQk7fxT9y0pXaxrV5h5JZhDWuv5fA+9A1luyb2UzE15GCxjbR/s6UlYBlbBDS9aAnJqUywAoPB5oBk8W+Z2gEYb0CwGKNzcIGvwWQCQtStG1Ho7qwIAZsVGvq53mG18o2bz3Q8GuBikrg0pPXrURNyYkZpnK/H1jbvDR/QmZfuyV1l3AZXLHHQNjX4BEE0JAstNYztnHw0I4HOapNVLXKprANqrtizuFE0Cz4MLWtfqnpK6u5uZG5rxFnBvZngMBbq4cFLk395/n1Z2c4saxii7mnbVnd2k13JJ9unhxARuitlyduJZXFxkEqUcmzQG/+62bVufrNjv9//ACarlKXSr8NG+6cexEeyXwwPrGrOWh1HmZjaUe4wdHn+lPIEdd8aWpHL9448/RjvE6Pbbb7/avI9r7JEJuZQSPSS6X3yLbZbGVAljc5uufUF27do11jMJIWqYBsysucsD2QHFvIq5JwCQXA9Vk6G2rKmq3HzkttTbutrvo2lg4JDkcFnLH733TqXzWvVgpkmzDQQQBf9YDA433jsv5ezw9nUziNWoDViWSjFcNVGxOW/SQSqAaBKIOhM4CdqTepBt1YZ1rrpUkQpYWjvqJHaNQq8NNXaCPbgBIwOLrda6EGGTeWJX03XlggCz0LKwaW3yWjaWU9xZ1M//BDBLIpBsc+oLtwBCtTksi8F9hAtDl6GIqaXK3ddg2QculYiIyHyVROSS1wBEFfBZh6iO3FREVeu6Hhmjel6v9Oec1wsKuBnFJo38hDmspr4ZrUYFw+WBLlTN6CpHqL6DYNrY/AbJm742zqQRI1ir5soyVQWfq1W1V1X9/mDkPqv62fET5uZibg4TVc2DAYYr4mJa6cLibBI4sltPJQ+t1Ze7AG7N/0SVFinDoJodyO5nbfsC3LxacJ1PVa8S5W0VJtkhBva4czPoYgVDrgcsaTK+l7pcDpqe39LWUK0r/5rsEubbIqf2fi1zihEzN606G02KiD83nklZ2Nrptr290ZvDRQUD85xdE+7bm/furr6+rwcMWoEfe5VXUGtsZwZqP/nmsH/MLi6Lo0flHYOPvHoA5hpdoJubu6/acLWmVeUZeIKsDgbzSc2RtKKOwmy9GYRDIH7FsEQXgYjZqVMnd+y+TVw2q0Ha0BfpfCMU1Z3MizBfcvfddwM4evToZMOhUkm8IZ1kmRI4wsRGxzVW51ulyq58/cKFC8zi0Ico1eEHDx5kPoZOHrcw5qbwMMq9j41e5ZJl9Wvn0LCQlu5Il3niAdArouybkr9OfEjNYZnInJub4144F5FXeMPBE3RGCbdw+PDhsjyZV5h5tYceemgyoUWnjTrGsZGyU+4bkU1tkBpJAQsv1QWZg0nhYg6RWQfMDV4BAqmHNcM7Zpl3YDMBxBXZjJVBKgLLPRvacOju6m6OtmFqYxcYMhIIgwwiAJI7HGYOzXLJfWsPUiX0UlZXysaa+qekrnDJObuouSR38ZoKZqGX1wXcBFh1AJhXCJpBDutD8BSj3PlNQDu3bs2AxrXyZsxE0wJV2L2n8iZA17UM77ZhnY8EdTdgkP0bFQ5+Dws7tDVCCqmbwqZGN9gDjP3LvcLux23PQ70zv6w/eTvngSVfnIev5SEkwQxajcznBLAs7vMUetA8rbcgd4GMMk/EIDAz1Yr6vyTqlt1hgjXARcwdQI0M037AKsEAACAASURBVOHps7t33/bHzKAPguA6selzSG4+/Ob/9ZVbMipNKlBzmPfEFWzR43NNYamsMgNfFMNaK9TrFHhNOC0pOzjADd5YAQFURIUlRA60MSQx2oIMODzt9n0/WEi9BYgjGcRErLUvCqi7oq3AyQ51l89WqtoqTvHTpk83UnOQjbJpllG3tmDWmhFEXqu7S1LR5nZu2TV1U8alCWV2N+hEZ62L/13ZAog+5lDcfKhJqtzbC1QJyBQfNMugnUC4/pKvp6F8h/sAYkAlOdkJffP/HWxLO4DarF41nxNRUYVka/tQiAh81BrQphWtyJyIiKaklpvyI2F/drg7Vt3MYSIOmMjAzVQWHrjn8X/6n6pps+aQyL333stsCt2XyQIXtKIyNledn5/HNctpxxyvMinFaiQRoZSu9DbG6LR8aP2PsbQNf6VQjaK4Y8eOUYZHxvJeXIs+B/2PDSkLmzY8x/Iq4coLxV1wj8ePH2eV7qTn8cknn7BqdUOnhKK7ckAGoYf3xhtvsKq3dGFXV1cBzM/Pczg6S6NYkjVWYvW5+TleQG52ym/4m9pDAtDdBZswVCNVtkZlBxXAfATQYKDzDZp4mAAwc3NXldzWJuWcRZoGo3SSaHpcmUZq62LR/EvRHgBADLq4+77s4siCC4Chc7Gc6Y0m80G7ls0UjdUAoDzQ1Lg8MtuMXhVAZgWjVhdHF23gJ0/ZYBXnDQ/cbr2eQFyTePamHpbnQ+eRCRmK4ruLd8UYQIE5Mlxc9mJhBy9Yp/Ru65nQ7L74BLTNbdGSLAsYbBxaBdmLh3/hv/3h8fOnevMQ8UpkqNIUCzdNhByqUE0X6pqK+fmURmYj9zlFzq5dvBQwM2vii42+n7VdjIGsnDufc616ExQJ/ucYuzHxZjT2YnkLK+cGdUOJSjE0b8EsdO3u5mVlaKf2Lk3R/v370cbHurUYSuLPZaa92wthPSlvvjt37iy7GOzZsweteRgzLYxAdkOJaF2Y1WeEjeGsDnaHO3nyJNqqUhpUKgI6SmnD5cuXx6ZDdT+fP3+eShBSNtZD2zedBol0MVIA+/btmzQqjF7eeuut7EdHi9WZTAAHDx5k20AGCbtOfWiH2L777rs33VPX5jdIAERk5KZtFsnNvJ1OB5F5SHY3mEtCq972RjfcSdeQzZjpUVU3ProjAWaeVCBiTUypkwSgydsUt2Lwdunu7iojd5Om2U3btqf1q8wMhryaR9nmzBJF3fRYWHEzhAgkCaRRn7OZj0CoghsO7EwfUFVJfl7r5bzYU3hG3RYq8TBFoO3Ev86x6QR1nWAPgMAVsgjZxjEXCtpZzeUyDZ0jAwC5zXE1+nPYAqQHDDS7Sx+Qu54W5OGvf4jV/iIYKoU2zZxa9aFZVmm6mHfTz4VtKdD6f/RY3dfgEPAjYXWtCOUtlnPu9f6L36kgCP70fAEMUhc3gptD2+rX1n/xUbOYqGrOWYCmatabG58Vguw26NTeYAGHq1buubMLJbxrNp2B2CVI3H0VZq4G1OVRNobA1ydKrLm721o3UwIAYI6UKLUDDJ6a7kCAeYaIW4ab91eAKuWcL12yPETaBs9tm3BlE7km8mVSSL3XT6uQenfvbQWSrO8brZZP2kZ4MnEJrihianNZkiBLjkrsAxFB4mXC0q24sJKbWmPpnFUBpXdmLHCeg7j5bPPkIJ0aornabEjYfcCNoqNxjtEFOb8YlFGyDj44szy2dE3GGsqVPXvYoW6sERyXpxtEl6ij1A7MzMxMzjRid+oOemMUCDD41vXw5uggVumVR7hhV7oOFocy0tVNQkIRs3ruuefQRiwJ45A8kg52qBvbBTfCGB0dr+4txg8p1+7CfSzgLfdVfiLLy8sM1pV+Ehv0vfLKK4w38tfyHA8dOjTZiI+BPirgO8qxSVPOpv/TFIWaw1UZpmtU1W1/A/BXEXfkzM5y4CykNnPPzdDVEYF4M/O8ucepSM41OwSgtVPaPJszz9R2PGiTSjmviIhZVm1STQLjenBoqtzcPQ8u9WdNPHs/Y7siZ1Q9aBLtVeym18T1MsdlOFiWlKu6rocZQ5FL52xlBZZx+yIWFyHeunW811PdB1cvB/F1moimBw9b9KECbnEsNJes8XY6dR/aMJ+1r3vrJJVxvM5o6Qoy2wVSPigUWex4DO71ynsLYKxSRTwL56uz5R0E7iNkOGZFZlufC2hrnlRyzmv/P3vvHyLXdaWLfnqshtWwG07DEZSgBC1oQesiBeshDdIgPawQhQiiy1V4nocDepA/7Ic9eAZ7uPPwhPEwDpMwGcYhM8yYSXgZbgwxxBAP9oCNFawwNrGJTWxGAgvcoAY1qKAP6IA29IJeoPfHt/eu3VUtOTfz48rqWtil6qrzY59TVXvtb61vfauMT8y4qwgEESKiGhrMbGYzu//sgXdIyRzYBObcY/JJAITM7xHczURVRa3rLSjTN0CSmNPcoSgnM5Sku6zk47GsvfMUnGJ9IqpqXjjWDhVtPHofJAAWvQcVWcmK00FqMwezbg3ARucWZX0d4XCzcmwIMXh0Fp8igKmxjQ7RE2VCsbbed1Hdw82b1q/G420YDDDYH6VgMPrhUNyGj+8RMpCDMEOG6BKABjgg3jjh49iv0OoQH7Y/uZuJQa/mZFfuTCGQgMOP6dqV0e1VLGhrZqKp0NddkWqHZNNtXoOKuHuMEXCqAblARLaQVJUM5EBSrQIGaAjDg4ea5sEP2JX8ysR6H8DJkyfr5TZz3UWiezqZQYxVmg/RqDDE1AihxksvvcR9+RZzLeQl//SnPyUZgUbW8o7pDWIjZncIifbs2UMyNDkOE0biRk0WL+NnIqpWM+JhX3rpJXKsCWWovvPMM8+UIS1v7+W44zg5GCoDMcm0tbVVC8jWVvSNeBammpjWoj3++OMcRp1X4w1/8sknKa7KflS84aSYz8/P1ywJIk6iXuLIgiYnOuHez7Z7HJKwR7dmYnJpqO30H9ECvAnakasNN06BIgGQXO8jQEqcECUxw07AVDc+SLwIjzGqsEIzbSmLuBVHIi1g7pEHYurHPQINrIP1rthkMDH6+cODlaWB9x3UICZbAur0QKDCSqO1NYg1612E4sYNW1+zJuDkEhqNugBpSxAsW01/G98m4o3sbc09QA4qgiNUqbH6WzN9nBoSledVxA4sEFKD89OoRxBc41dfGHSXcPmHozlq0HJ/Z3QubbeVKSlwSFA4dY7gMS0POFwnSV3ERUzcgaPHjqXxPKB1SDOb2efXHnjaNxzxi//lvyiLetwX3BUITuIXAMAcIgYX90apBweWZKpo0TJIItMJEm2DFTlFVZITLpw9AWTVbRNEdQB6DoPz2Nu0gEEi01WachtNkNZj59b35nEDW+tYNHxp5RiiwSJCZOEs5gSiOfHUIeLaexb7NsbOEa58EN1w5oTonLctRCCaeXl50Kkal7bdLY1ZdhG+DNkvyKASZFZLdk61Z6rdyrTH8onnkgAdbLszU8AxAvr2n/+g24yYQ0hS7A4khySbbhRcImBSFYNveloOZyqGO6RPH5aYiglM9ekf/+jwiRPismfuc0ZA+g2N6+VPPvmE7URpE/1J/y1WS47SiLe+/vWv1yw7ctXqMWC78s0EFCNqIcWZoK1kWeo5ipCrVODWcIQAiBtsbW3Vxa3solTAIqVOWdZan6KU4jKVVbPm7kFXYw7ppZdeopzSjiRstuQgfCFpm91pibGef/555tWmz3Xy5En2mOBhyXWkZCp2qiaeMAIv6icRn93nE/6Dj5CYVxBzy73v9kKZIAoCFwQRCDETeqARCSKNACHRuYNpaoHk2luMZmMOgCU+eUoWFdyUNIfEgUYQhe3r3AMwkLjppp0CIWBBUshKAHEYegUEAehX0K40y3BgNEJq4udwx/wguyK4u0iLxgcP9e++2ikGN66OjgwwbIN71MUsA+TZBSTGhiBayvfoturX5FZNYI5lyL6KLKd5i2rj7fd6xw/gLp8KkMpxt21gcHgjCP1X/lz+9v+xAwG3YUBDWiCLjhdctwot0X3LPHepJT8+a6bDPRV5CVvDi4SVYycMbNk7s5nN7P6y3YCQ/Mv/xxd0FFO7PPNFiLqL5zpTLxOYQxBEAjBosX8lWDQ4+hFuR4+WqneMhIXENDbJy09xKDt7k58NAPAkcCpN0D5EU4RHtFm2ZkEWBC5QRVARcXG4iiKEGNx8+UaLaIBBzKUXKuQp614bzGWIpwDMvRdV+7R58TvrA8WBBqJo9kMVmtpsQFMnoQrJSWJipIgixtkjOBCAo4JQ+tJyl/y4fUJ3v8vS5t7z/t3W62R9O66+Ypf/SpsAFyMVL43bUeKPChUlmZ6nU0t4VhzeO0zgIgaYAu3gf/zqV8z0PdgICRkWkGzG3ANFaHIvlW1W5oF6ef7UU08hA4VSEMoN6jQM7fTp06+99hq297WjHT9+nFw1sr9YjcREyPXr1wksmFiaoIcBePvtt+serOlH7Y5cfzNhpZ504rrKpZVLYCMGYjheDvM6X/jCF+6m93r06FH2d5imt02MsJZGffrpp5lCq2EQcQ/rn771rW/do7j1bk0IJ854t3RaOSwnAlYx37e2KxzSf/3y79hq59kJBce8O2tvRNzMFRCRAAEQVBW+r7Fm6OriLjfWbNRLnzvFZS50otqJUJA0pd2Fda2KTBYXERfVJmC9NWswPCPtsuuCzAlEXBShSSJsg2446KXZUIIBiEHJQHB2lKAYKuYFKgi53tQ7IIoAvf7TC7a8GHArusBFwoKHwGQWmkpHdSxil+h/UM2Qy8h5czkM7EPyAoIqxLmDQwJ2CtnVYbodbTrtlJCckBiijn/+E7n5YQs3iAlEVQVUckr5JBVVTT409WxikXKq2VJL6uTiTWiOHv3L/+9/0B9/7moGf0PjTFf38562Wu+g7t8TQiCVYNp2bEJKbjdT8e+++y5LOOs+Q3SH3/nOd+424Q4Gg9FoVP5k+It06vq8yIE+ekfO7KWZ7I4BSW5DbgWJ4ywj/eM//mOekayHulp2wmPRRzLOVkqGSd2uw1+MXpYN6ntb1gTciwG0iXPxOds47Ujc4DZ0sWSxk+YgIjrW/09Gn8rj8KqROyFRyew+n/B3ReQiaDAfWapzLdKhxaOwrNUNrqpizOs0nKjNrDfv4J14ITNzCZ5mUffo40xSwkq5jCcXvjjEYwPs1xh8IFjYhM5BVJpOBp9q2/OLpYBBew9ILdY5PTsJ3elYCEAQhACRlKoyitDh4eMy6iIC+htA73BRdbrMGFNEUYAo5EMkvyRgc3QW8sLVtQW4zPVEEEiVTr8hj27CFZU//S7fuLGrk8yJg7rA8dU/8Bf/YNSPoNCgYpY+xBS0dHf3PoMj4ldSGHhYTwsHgku9+NQTJc83YzXMbGb3m+0KhzSX+AXIMjTJCBEERV4hla0ywWTmComGNOFXt6pa0GeNask9/fJp8jwu5q5Ia3ZRHfbxoKA1D4ImtaoI7MLgiAJHelRYDk0JtiEUzsWidHRZrwBkKrh7OwgWY+whEuA9M2GaXHGqYDVH9JwL89Txln5NW+bQxu1npEY8v70Vj+TbXrjr5kku6cLF8I9/Fc1Nc8mw5qRYvho4EWSSLM8+DWmj7Mp1gtH7QBpT99evX6+rQWu7c+cOo2RcxXOxz4jclStXpvciBaDIx9VLe/5umGkHcOvWrbIXN6OGTSkIJRmh1qgejUYMIjEuR2xUSmJRgSqesUiVczMiJB6BqXtSnB9//HGKG9W1vSzdHY1GDEUSQhF51LiwkKSJySb6MJV+S8Um9Jbq+Fjp3MqbzMcy+LLxD37wA95/UrdZx0rMWuBa3d5pQkn9M42fYBnn/Wy7wSF5WGyEqj9QS2l9uAvM2BIpqdG4u6MPGt3jetd2Aoyi+bpZD4GLZY6yAO5Sz6XqrqKpDQ8ndwACE5hAgWXFxSCNW4h0j/QoikQbH8GR4nJQuEMBj+Nlv3QQhQ4wB4hAB9AGMPU+F8kC5h4smAT1Zoj+hsa+d0DmIFsI85kl7RAo3OiBRBPZzSPENG7ZsMkZofKo2XX49td9+5MxAMoMCr4YBvAOHqAB4ghDxB6IMY6C5ECbZk4CsiuMcIc0GJzB00fDi49HUelGLuouFkSpF2GJVQ8RzRJ2Roq9eUoOiopBbomEpk1DfnDbT8xsZp9fe+AdkgtkeeXgp+99SHWb0veH62tzz+0UXES62AeoiERgPZogOBBFthxz8C0RuM+JbKKagtm5Owe8eEONVG/zxu3hBseXwvJ+k9YhjiZkjpwDDsuapEzDI6YAmQlCgEUAUOqAC+aVguBpYwcgbiZ5lkWADmAwbcTcbnfYC9GAMM/sV0ogeQ45ouIjCHR024YHFA2SZLhnHxO3u6h7kOsSBErpMwAI4t4J+SRcU3cfq6hZDDoAenIYtgUDk4sSMYfAEGUgF/8Cf/WHfQgtEBwdlS14u+l+XFNWqQrZJTqHwT2E0+fOovaYD6gxpXHu3DlSDLjAJ8mYa+2SByKDgDmkotlDEMlECEEGMRMFbMqCnQxvSpcWhve0pjjxxKVLl4ilpnMe5YAkRjMpRTI0kcrf/M3f8BKmFbivXr3KP2sMURInNbLhW4QIx48fJ0CcbnpbIA4xSkFU9TaUF6IxeUZcuLi4WJAiMnYkQJxoYsvRkvXAO1a66/Iju0d2k9iI7PmHHnqIV7SjlDuAp556imkwEtyZQrvP7cH9XSYTwA8dOvxGXrF79WQTEMG8o8xfm57e3xoHl9zyFFsaklJGCADyoYAU+JrLZ70R/fyyXliRsBiDRig8KFRFPXdq8NRozyX3I8oRNc/ZlFJsJIo5dfbUS2zpCI/wTnw8VGnQDjHq4e6hkY3ON3rMu1uEqTcLeXCAbabRyzw8wm7DohmwPLB82yaIBp95mye3d2apLEIGLCyW0IoE+BpwWHUNfhJy3fpV1YhYzptQZiajNwqDW7NP/vJn4TtPdt16p02DXPoqbExL2Knq7mDz2DzkpJMRwjeeeiKHVWc2s5ndj7YrfpxNWIRUU9S24JNswudEtkhMyE/yQj8iiWmjQBLPW5ao1PRcvek42uLMYR0sxEg6nIJ6eUBu7i10duV5VvOGJC0DqzJHqUCXnizAG1jMYMLG+tzzkAB1mElYKGRuCQEe3VVkDu7AlseYWHuA+JaYuRtC69vYdCgsjuxuJhBSZhbsgJkcQm/q0R2iTQJ/YAu9AxavqQrQajD4GiT1Qxz7Px7ZQj64QfzMBVx+Vbo4br6UBkZZwEQ1yV0zkJr7MUQamiYTGsY1zA+qlTajXJWTf1ysXk0zK0Ngsbm5ydU0X2RVKXv2kB59+vRprvr5IhMhfOvGjRvTi/QCEQ4fPgyANDyq4HBj9qtFhhHkvJH/xkso7SRqHtqOTOu6K+4777xTU+DIPCzFvDUhvj4CqYnnzp3jQYiNJojjd4Mvb731FinXd6OMYzuSo3Fg2P4xkblOdt+Oxhv4/PPPM7FXD4lEPuYRVZWgjTmkz0Xf2P/tf/UA/kMtOZ3h0pJDJGtcQzzm9fUcBCLsLwbSH0RM4Ox+KhIzU8tgpmLJMaSZ00Vi7pPKXkW9hjU0R1r89wuyvBDReBDAxU1d3MSd+SVzGIx0twxvYJoIDSiKOXRlCjTwIYJChT7HPbgF9J2woZILHLoJEzWVroPD9w6wPvIb6z7qxCDrIx/d9H7DrU9jjo7RDV9bt+udf9qjPZKYD+P5upD7UGBYxRegU076R1nXh141KNAhRmAIMSi8B+II8SrgwE3VZcgtyEmgR3TIsoDZn+IqmCNaZzZJAFg8ca55+i8waHqgsWA9lWtDGLtIDp56TSomDlXRDC7HG81sZjO77+zBr0MC3Cx+8X//gpu7MbDmQVQAdSiTQ0hpj7zKTmiqhkTJ6j4GDkjuMCui7iYqbocaPPvIUDbW20VFsJStagLUUwiQ6/vU4JS0MEIZzZmkxJjjxAoBpMHCEsIiBPANNID3sB6+CmhqjufAbZgj9tKtiUTpzD/6yMyhyuxVmBNsxTiv0gRxeIy+0QOQGF0VFy5K0zoCRID5BOwms0d8UupkPf/JKixRuLBcF+7QAAQoEB0WoQYVYMW9EwygbtKow+ObhE9aIKxn4XC66lxzlGgYt9tv/mGvoXV38aBByHL0HFA1pMSgiSCIiN5u25++9Vb99XhQ65BK6Q+X+VQmJX2LeGXiwuvGbj/72c8IWVjHyiTNdLEq7lkTSuNbzF31fV+3r70HSYzMOqZ/mCB55JFHmMpifoVZqwmrIUVhzdWDYZKGh93Y2Jgua92xjcX0BpcvXyb4oMQRMRxh30SqidWsf/RHf8SRc2x11w82gyidBtnNlok6vvjmm28CEBGS/abv83PPPfdP//RPyCRDZvLq237lyhW2AeTnWJol3u3m3w+2G5aKohqGy0tXP77GGJWmXqJIve2cOqWyRf+QHEyO/2QrDUmRHrMSUZX1d7enj8m5I43aeliEBHUxqEoTGFxziJgDhlAVHokIk70pOVSieRW3bSGSiZc0GGDuHWAimmgRaZRwR7fu1674lmGxkb5HHzEYBngcrUUATQMxv975mNEOD45hC3N3CutJ9dWow3FSBpizRuKZ8m45fti4K1xFxKOJ9oiB+AhQi65yTTQAV+FDRQtA5BQ0wq5W+CufmksCZFK3Am5YWF85JqvXFGIpzYZM2U9d5XPyXIUhuwOfh2YwM5vZLrfdgJAA+Df/399/9eVXFaKOwoVLtOuk1MkN8w5wKMtF08tuSTQhQSnR0habjiMCDfDji4MWIxWoKLni0jbM0Sdk5QZSIhSJ4T0OkbEjYKG0SQYigiCYb6ANRNHuh226X3Xv4KbkfANw8Vtujqsfy5UPYI4gcm3NRj1CkOFA+z6aQQUaxIG+zw3CA4Lh8GGcPSvSeJhASEhDK4/uSA056JZCA3NILGRBoKFLd+tFDdZAeiBCWnOoqKMXGThMZNnRCVp0a461IoOREBIqnJQjhBzA+5f1jdeXVIUcuwI1zdmDXVNnRQ3UbH/4G9947Kmn6q/Hg4qQaPe4umeffZYNI2j1DPDiiy9SuJOr+GnVhh0Vhmhnz55lmdG01udEr3EaQUbbtsQc05CLfDZmhorV+jcHDx5krotEQY6W4OCFF16omzLUbR0mLqG+Ug4pxkilJZZGlQKsuxmv+vjx4wRM0xeysrLCoqI6DUbJCWZ3jh8/TuxI+hzRaq1UW+xf//VfAXzhC1/gTdhRPKnYCy+8QOEGtmknaLvPbTcgJAB49tln37n8Tuyim4ckGp1iO2lqzV1FF1QB3K7T+Z4AUy9OWhzGQgySJPKAHvrEYW1vjXQRgPbRVKGDBhCPnQRh/z2IpnImz9G5/CnwPNQHRZNKdrOnbHDbfTPKnANXYC6yJmzYlH2Gb7pDevMrn/ovrmJT4eYdRcWjN1ejprZO4p0n7SHBYoALmoD9+wXI0KIgJJ96wiYQ6U83g4YWKoij5Jklp8HY+NCiaJuID9JqaOHrIg9DXbCI/oaEth992MDGSnrIY2BhUUKKmlNrIt4cO+1vvOGO4NKpByaf+ImkT8fd3Tfd3SAi57b3J32ArdR1cmZkh6FadK54I9KaKac2Me/Xkzvpwox6Fco4XQInRL5iZjtK/tRWT9YU5/6d3/md+kUGFR966CHkYGMxRiDrut3V1VVeAr0U1cFLFyVuQ1fEyBUPO+EaGe7ji2xB9IMf/ICsAc7g9NBkpQNgbI0BOirgsc73tdde41lqRzIhrEfWO4V/SG3nbSxDYjCT+kAUryv0fd7q2o0VMXKK8pGWQp43K38nrvRzQWrYLQ4pNINHL37j1Zdf6ddHbi7F3WQZbWH8TnzTHcC8yGZh0AlYxKOeMkYOwMcTJ6fNJbELQ3GB31bda6KQRuGGCIHCNEXkkLwS1CEO09SXNsWWqCsHz5I3eY/e5xtpGggQ14GOdHQnddyBLbijh8Pk3Y/9BkkLWYmHinT9+PygZB0cox4OCUOXAHcXzx3Kt/EEvGLTeXaBCoEGgXceo2hIbtZSjRA8AiLSeOyTr3PSuz3Keggt+k9gq5DDTbuMbhUxphNF0hkAgWwBUGw55g0FjboDnULcxYm00p5JJ9c83na4YkGxKdqbM9A/s5nN7H623RKy438/f/ONP/mDP0I0dQCuEIV47ibBBNKc6BaSJ7CcwPDc+MAtERCqfgfuQC/614f1wnJvQDPfQKOEInAQEukg5Z7gItIGiMMiTAClLjcsVyMB0D4xwvlKo1gYQA0e4T1gqbM4GQ2bKRsUI66Nmj/5q+ia8lWWT1vWHpaahkuS4FO44OnDeOQkGoUOERQQ6IIwuFmiiekxhTvJL2DEL0AlOYW0ZczeSyANQoO+gwASHCJB3ZC6RWEdPhCF92uJnZ1bR2QQqbhtDsh8GYYAMPO//bb2/TAihCrgGtn+3X0TQNAFDd42D184f/GJpyYWXw9qyI5Yh7gHuWyTtZNcvL/88suMIH1mMOoezIV7cAF2NMKCv/7rv0ZmV3Pfl156if2BaHVEjgf89a9/PS10TV44QUaxCThSG0nqBbvUl0D8V4/hzJkz5HTUV0TM9Nxzz5FXTSjzp3/6p8gBtGLEKHxkgW2BldO1vXxlZWWF4IygkCCMiLD0t+UNZGSvVODWwrjTcukTKrF86z6f8HcFQnLyieFf+sr5dy784p03LnkfswxQEqCjS5oTAJgTbCVynQCiKg54dCMqSnOmA8KgH4DDsLOHggNBYdqHIBB1sySwXUAGgDRjx/yMqY9emF4qQtxRHFFCziR5hI/gDo9jHjYw7nzrYu4e8crluGop/liXxZfeQ9w8eSM2c3IMW1UxF3UzcgB9M/dWr/1ZybGZwyEiorl2SjMEZJIsb+1uEtcAynf3ALwLog0keHRpB4gN4kikgSpil09XTmyYh0iVTMrhwqb1rjOmBXnP0RGu8QAAIABJREFUkqqg5hTYoGn3HTj5yFe/+t8u/HbfnJnNbGb/mbYrHFJJepvb2XPn3rl0SSS3PR2zGDDuYeQyt41hN96Gqne54DIfX+TMkgM9VAHzkBbxANzo8CRz5/ItJ/gKqHwU0Ur+m7kTNxLJijY5gMIDTHul/ibuDnd8uuauCTCNcz0VV2DiklTE3VUSntF6o3rA2PY8+XDJg+kNQZm3SbgNnkOUvM+S5P8UcPPYi6qENpUZIaZ8EZBEXuuRTvH9eCubvYprvB2SgRMrzURFoNru298sDY+dOr1Lvue1ldUxE+nsUcTcw+nTp5lo4XK7XrZvbGywepRU4/oITMWzXSx2wkY/+tGP+C7/JEGA6ZA9e/awqyzfItqgdk6BJtySe9VDWlxcrMEEsdGf//mfo8p71RuUBhZ1xyZio4Jy6uPzjPUR3n777Wm+A+kG5a7W2IjYpZS4EogwwVMSY9OdbWsy97Vr1wjvSEznoYiWyhlrXgZze6+88koRYEXmkfM5VZH27NnDmzChD3s/24NdGFuMsAMKPXHq1MWnngqDIEHZPFxlHB7aqvjO8wJG5tzN4e5pxmRvIgC9QwQ9whMr/uhDqXhWGgTLVbVJP44gJqQqV5ekWI0grN1REW2cdIIYgAaq1ioaFPqECMA4V3FvYCQRmON0Drh0JlcjgkCo2yPpcdq5VrfGBbKwwIa0BkKN7E28dPNymCGJxTLsyL0lwAUwdCP0vSQ/FCmsAHERT6VaqjBBL0Bj7gjRzTxS1TW4iScXuj2DVS6TI9niE/PNZv9ygPa594aLqmgIAhFpl5eWjh9ZOnbskSeeGLSz7NHMZvb5sN2ychRR92ju7nbx4kW4ffiLdzaurMVR5zly7e7z4zZHDNbxibMf6Tg0BCdnrnco4tnjQ8GI3ov4KUMihaqIw+BmouL0KKkbXs2jYwmQI1jK4XgDdUhuXu55Synec/yo89Sm81EnubapFE6Np3afepJDhgQVOUFWiG3bZRNU4Gw/yHcNcEuVs+NDewoClhNQ78jc4RIUGuASmiH69XRsoxDDmMhQfWxJtnbsjWhbqvONCAw91NXZ8goQ2GAY9u49fOrU/kMHj506JeO2ILvFmD0qeYvaKAt0584dZiymc0ik5BUjpCAaKAClXuzXYqmnT5/mW+RMk4dWNmaVa12EW2wabBFOMdW0tLRUn5EAaCKrxA1IciPT786dOyynnaZiv/baa7xFBDFMCU+Uyta9+/jWBHmPVzeRtqnPQr41bUdxVeJOFgJ//etf/+Y3v4nt1bU8QvmMSKXjoQj7yn0jyiQDngcnFH7qqaf4Z92D4z63XfRDZamrQd39wqMXz5+/8Fff/JP1j67dHnVIMye5YIkituXsZZBT96JJB2CbcGc41sQgI3cXlZATQNmtsX+si0iZE0UDu2ynOZ2JGmVvWEEQaICrmELEJAqiuJGfLhDc9rFnQg41biYHd8ukGYp3cIf1KeEyAY+2/Zk//9sWzV2CmLs6zJxq5arAZt54XhJhProEJIq2sAo1AJHRtkmhOEYPVVLn7BiBIEIyXp/ul1WDsu1P+M4cpXCro26JaFC1lItThYamWQwnj128eLEZtMjebVd5o5nN7HNtu+i3KqpAqkoBPDTN2QsXfvDJd0hGE8fCOBXBiV6YjEhUtZK5QUolkThwZAAmUqiiljvwIAXDkFfokpMcEEAcJuzgKikICKZelJM73VjQ0AAAoigwL9i0NE1Lwg3uwAJkDjmf402LaLB4V9XT8Q2pnvmmjwGYwx2qXjJEUg5f5Cs8vweHO6Jn7YlEvq6O7gA8ugQm7lzYSd4FRmUHSURxYAxQdwwyjpEd6YgKCW5uqto0sri3XV469+ijzaBNNIvP+EY84Ma8EXM/zHP8wz/8A4Df+73fI3rg8rzuwnDkyBEuzJmlYElTKWwC8Mwzz9TL/Fq18+DBgySV1ckM/mqeeeYZpqaKvCmqXuDMptRn4chpBZSQ3rYjl++tt97CVEFukZed2KttWw7jRz/60Y7nWllZqfl7lPMh860Yi3mJsYgjL126VMMsIkKeohyZWIq1U0Q8pWkeoQ8brvPg/Iz4iJwHotTsjuxHZrmIQQmF77bl/Wy7yCHRgqq5KdTdTzx8Jqi88t0Xr6+uuZmIjvGEAO5mJiIxWspsVCEwk6AeBX7u+MAxousBgJTVz7l2h4aQgmwqIoFs6dTCVloAblFAtp9aDKKNiGrTQZwzNRkSLonXUFh7mCcv0B2wLQcgwQcHNQqkU8C6fjxgucskj+xZ3GHmoZGgYm5mEEEIcE/8dd9MEBJubhBRqFt0VUdoIDG5snEHDZRzSwgw88ib06cMlQ7FR1CF5bLN4siINY11SJNDJz8lRgC6tLyMxcUzXzl/4pH/NnZYUjbcdd9wWkmG/+AHP0Ce6SYmJk67nLM4hV25coV/UqSgNib/X331VYb76qrbYnRFrMpkVI0Rp6effpq7c9qlPyjtU1lYWvsqsplpjz76KOkPjDuRxU5n9vzzzzNAR59KsgClx/fs2cMJeloI7uTJk2SBU1q7DhjSYRQPzVJTsi0YnDSz6bgc1ROee+656dmfDunFF1/kW6yx5V68+bzqEAJDgnUIdEJRopYSnxADLBWyqBjhqOQqPke2236uqbWouwnEzB46cfrGxbUbf/uPCx68i6I5r6Nq0UQ0WnShGo0INHpkIKiBd8AAvjToYx8UJgYG7gieRAToEIaJk9Bq6oSuDZyJEYVHABLIPQAgaoBHSO/qonQEAlOI5ZlaJDoaxXyqP7VboEa2uLj6gkYJCkeMkDgOgJW5uXzkxYcqMOrC/sU4cLFckOueK6MEsEwB30owSlRwy7AJnedldeOD8ohSaS7wooqf0Ky/J6twIEYtQ6zdGJ3THLBVZc7Sp9i49Esn//Li6f0ry8uSi16nvs277es9s5l9vm3X/WJF4C6i6u6qahbPP/Ko9f7+5XdcO+8jhTy3LKqIeQSM+Z+YJmURdwEGS2gizi01sN6AwGQFBR2g5iZgryPLWSIFRNwSF4Aq4A53FQlJbsGpGuFIitmeXVeajt3ALI5Ewxz9HjNQQuk2mEJtbsESP10QUi4LIc/0iu2K5g4B1kfxyH5JTTEYasxM9QnIAnehE1oMcCPgK2SExEMk/gtp4DlUmeKWbpboErH6Ak4zLmhbmDYRgwyGD58bovF7MAh3pZV1er1gf/zxx8sG3/3ud4kbvve975XHCaMMD49ADkJpz8PYEaWjmV0nt/iTTz6hUjgRBmNHhFPPPPNMfRbGD6lK/uSTTxLZMHRWq2LTXn/9deIGnoubcWBf+9rXGCQk+4DhrMIj5zXyXJSbI9Las2cP+yHVokG081lfqr513JhXfefOnRqplA68PFFp3VSMbz322GNERYQvvEYKOJVus9PlxhOi4zURv7xeAzVuQDzHD6JkT6drZu9b23UOaZuJANL18cy5c6L6i5dflQbBBG7uQQU3oknQ2EcCnmjmQNPKkeXlY6eX3nnj3WGbA1olSYSxUiuSDE9wUaGOKrNHyGAhS/swYJZqY8tbiMkhFehQRu3AluezwZEdTGZcCDtXGCRLpNYadSVNRkI1RHpz20rN3FkXm3JhpYBqmwasAM4OgY7SIy8hqxrieNmFLkol54k49OxMCvoZbwxgyhvV28w1Ge/+lh/+zGY2s/vNdol00ISlGdQicyzexT40oR+Nrn3wwfVraxajCt69/MZG7NdHvZtE99DoC3/636+vr75x6fVzp099+N6brYaLp7WJvUeXBg1E3FUSVZwMA6gDgtBAQxbFiYAhOKAs7UGT9Xko48P9tQF69z4pqLqB/IbCVRAgwOfgt0C0Nepx6Zq+I7CP0I18bc2byv1wfVt7o5gdEnuMXziF84cgQw1CJ4WQY3wipb1s9kYCLLJlRlU5JPmx6E3cI4mTE1fpffqeCfHire3IqfgvbfrFh9uv/OzfkiP63IXXf0NjXmdjY6MmNUz8Fj7z2tlch/mYeyTGSTRgRueNN95gup7iPfVen376KYVwqBDK+lnuVZR+7naWn/zkJ3W727rZa9u2tWgsz/53f/d3PBEHXx+cvZRee+01YjjyBUgumDhvLR1bF9i+8MILFy9exFTybPoSjh49iqrdETeYlg4iTnruuefqpmv1zT958mRdUzxhVISi7u2Ot/FukkX3re3O5aWkhniq7OIWNMC8Cc2x02ceOhMhIh6ib7Rh/0svf+/kyeWXX7qmYj/63vfOXvjK+fPn33j11f0rJx46oI1/rIKoaLIkqBO0OCDm6BFbNBAW1brB3WGiCoPDJAoah0RQXEEd3uRB9hCRFFPz5DqS7GrexAXmZpAAc3HzGGX1A8e6uesAyL3QU7FQblmedIPSMQCIj6DvrfrZA67m0ia8E92DQlQ8iSxobgIFAXzDICT4ZWrdZv6T2aNczFTdeACJ0JA6uN52CDCXc0XFaleE4o0Sg0O8Nz0IpGblu/NLPLOZPXi2S3/LkrUOGGfizA8wT6OiMIvnL5x/+Yff+cbFEweGTdzowj5d+6Dv+9Hy8NC+waBZCAeXDti197veB426mzIxk+f6BDCoNefu5mOAEWMONTncPTLMp0nyIBGpYyJScKylc6szFeVAagsoAqPKnqC7HuMIjQHiSh0IhwBBdQ6uiSUn8/CN3gpRwBwOWxshelC3GB1AUGGBkJqToCDRqCYx1kxyYhrBpmMue6PNHFqbm0rvbFaQibRA/jGueN3p0xrTBDPXcWEYmqX88e1eKt2OVkopa2xU6+588MEHbDXE2sxa6vS5555jIqSGFzVb7/HHH+eWZKDVWai3336b2REevIY1y8vL9SKdh9rR6hQIrTCwd8yyEK8QNk0oIU2neYpR+p1psPqAJAF++ctfril/Gxsb9b71oQhlyJ0rzWRp/BRIi5+bm+M3t9YimmCiE4GRL1ff/Pfee+9ucPb69evERne70l/96lc7JqXuZ9u1v2Qp2REIUr9wONTUg3tUURkeOHPq5PW1Kypy7MhQmxDQjW5ca5rwl9/9yy9/+f/yK3jqTDtCpsihmhvdE42ArbkFUqppXatEkcMhURCoKuTuvWRpBkGGGpoPXk7hAEj+g4SkEq6i3kMdQcwFYij0vXl3VWk00LVY7GTsk5P1wEc39WTI4q15DJ6FG7hLuT5hu4nNdBXbbi7/2QLmMmtxq3prCjNtM9/5z1xvq5BgejgMjtztADOb2cw+pzb7ORciAvPu1BNwEXWXEFrRRmRhQfV29OGw7Tf6tevXRqPRoJWgLuIaglvHEqbKL1X/5kxMflkS32zbtp56xRZRbhLSplUPyrilcOXym+kCVEQFIpo6yc4VRDgmGEg9IORk0trITh5E4h342LdakUvKF5Lkt6vRjN1bHpbkMe38LfO8caERltdlpy0JDaGCANknoZ0hox2tzihge2EKEzkffPABZUm5cGa9Djd7/vnniZBYGEt9T2ZcyNMrskN16oXktC9+8YtMvdS9/khym1ibUxK0FK7WOqTT9sILLxCBsVxpIgXC4iS2kKhJcUyuFLsHWqpre4vVpMR7gAxCGTLlmqaZkEQqw7ty5Qq3rHl9vMOsuCr0vFpwiPBrZWWlUPWQa7wo6rq0tPTEE0+UA7KPH/NktN///d//HGEj2u4kNYytcNPSH8Zkv1mESJD+0ofvvQ+7EYK+9/7Hg+Wlbr1zC4ceOvnyP/7w0ZODoa32OliyEQTKGdzTMp4uw8w1wBOfG4CLa+J2J4gmgHsjrDeVJA2X41Mq7LKeh5v+tUSAgzkQvDeIyKjzf3wZ74zCAICIx56qD3MijapIUFU3jx7N/bb7yNzgPS9YINBlt+f/Twz2M1LoqpTwLsT1xIsrVLnEqxsDTd7Fmv6wndpQ8+74aNtfqXUoyhMHHOaiKiYD0YHvP68nnvLEuvgtHdPn6Ff6P2UTMSuWjtaybMizG1czrGYlTeDOnTtkGdRTZwnWYSo/X1jL9QAY46JfLDrTdT/yHWfJmgVQ2507d+i6KJFXu4fScP0z+zZNvDIdGKTRy37ta1/jMBgDnDg7X2RpKt0DSdXItauM+5G4wdDfnTt3GBctiuBlMGSil/BmkfGevtXTEcsrV67QM5FawjMyHsjT7Xgr7vMJf1cvMXNKoroJAnhwqKq5mYcjy8f3XnvvxyqIfdetBqp1N3tDUA9qaFodUf5aXVwKDYFyQNTC8yRkl6p7UoM8gJFCSWqknuVzSlQrz7aJYq06folgyCEm7iZmcPfYYyOqWowS1E2TX2SbCPYtMoe7ZSp5+V9U3By2DnywrqcXrQn0AWOXowJLaq1j7jh9iZCsjtzjdQy9HMD4ujzf64ovh/or6NufOMUDkRl+Ah3CGywe7PTIcPshZzazmT0ANkNInqNNnOM9t2BwN4O7wFavvhE3PrZ487133z1y+NiNkYWwZHbtkI4GATaSoXcFO4i5O1hEmOREDVTSHgtj1wI59XSqGJMXUE386U+xBDGKR4MB0RAj3DEa4W9eRbREkAjAAlTFVaQJTeoD4RYtmuMW0LtHoAeMAuGAQFr1Zx+WfXt90MCpWZqBUfGIAmiVN9uhEmhbOPBut774tKl9y5v0RmgAgQSTRhePWFjRlUelKU0lDL+Vat0uQUj3uMx6gc/V/Y9//OMJ0bZiTMgfOnSoFhxiSKputzphE1iEEbzvf//7QCrb7Pt+WqaIxgCgiHDVT+g20XyI9vd///fIbWEZZty7d2/NCK/ttddeY4yRgTKG+Fg5W0Jn01NHYYVMtKkttrKyQhYJGeG8cKLPGzduEC+SglFrb098RjWpfcIYhCRaffPNNwH8xV/8BaFVTbuoYdCTTz5ZB2zvdmn3le2Sfkh3tZ2koLMfYNwK2g4PQZq23TccDpq2Wb++GmPfNi2zOOynlPZAhggpUuWeUkHj9BGQZFiT6IKPT1vnoGoIkRjj8DI6z49epnTHpmvqgZ5jkPXFeemOMabrTWayFNKbjHoxDxQN8rpFkYsb3GBGWYiKpFeur4x+rDIhk0OprVzqlAMrMJMiFOmcoe1dRNvtA5/ZzGb2INhuR0jIaaTqOZ+Zu5tHN8CtW3vHN67CNz5dXR2td25qCIea9ZWhSpQQ10qGP9X6eI7F0UeZK5hUYguLPHULCttNWDRET1PyNDkmZUj4yZxqdmmgkazyDtFw5dPw4pum4oEyDSIKmRdXSNDgIuoQ987ihlvviICnQ0kvrkDjcMhS4yeXcfogmpCiZZKhkgSUGCBpD5L1FlIaqTjCMWeBEn/1Hd/p+TgImO5Akh6COvWPFhrXI2hOYHCkWTrxm3yy97YHGyE9//zz1M+u6zrvgZkmMhZcy9dkgQmjoihzGLRf/epXzFfRdlzsEzcQiPz617/GFJ6j1cmYIpDDNBiZ63xlOBwSMBVJ7GK3bt2i+hHB2aOPPoqcsPn2t7/NfkikfZ89e7acizyCpmmYQ+K+fF5TsZEZ83UKjfCoXEgtI1SEzElh4FloZM//y7/8S41sKAJEssm3vvUtnovCP4W4Xw+m7jLFIxBNxhhJcGcN8rSY7H1ouxwhMfQ1niDHETLq1kFCCBBt2gM+38rCwfmgp790+Nr11bDZ3egMTSMqJmLZnRjchOWjEBfv4b0DMIe5R/PoOZmUgJRbkkuAZMwkAHIjWw7GHAaJLk7ZO4dFxMgW5yE6HLi2nipvmWQSxzw8QFXUCZsoGi4y76nJbFIaEg9AEEQA4us9Ll3FzdsS2SXWg5uaIwqTULDcBMMNnjW+c2ZL+Ho6oTvYfcNyq71pSCOkz6XdHTBX9wY6dLSGBjpwHQCttoeblTPN0rH/oG/DzGY2s/+1tssREuNqU68l4oDDI0td1bsP33ndbbS8T9auf9R38s6lq03j588uNTAfjQIEbgKnXoNsP+ZkvEoowjDuDFFoZokmoLkAScUSm7vghiQkVHyAOWIPN3z3FXQRKlCHAo3qgmY+gArMKVLZm93s+3UAqgaPSb1OVNXNVMVcmrYZ+vrjJwXijaYRagvNLdSRU0rkNKQOs0mmzjUx56aa9WGCiSekV2yDTAoHBWcDb6eEgUOxcHDNh8e++nRWQfq32oOKkGirq6tMYNAmsBEX6WwAQf7bZ1LUSvKGbxH6cMFO/ZtShnkPq6l0TPmsra0RvpAkRrzCxqlc3S8uLrIVLPet29eqKoELD8gNCvC6Gxx89tlnOWDaNNQrmGwa5N25c4fM7Hp72q1bt3hXp5nug8GgbgXLBku8uonhEQUSaNaMu7sZ4S8bMhER8l6RfFistJ7CDCHd/zaZ3JDxv5Viqg4PrFClGo7hUiuiMTohi6tCQ6Jsf1ZbvIn0j2fp1G3bZEc1Tq9U28OlpHbMwObqt0z6CMmRQtQzvZSmGyXKlq8xhdRS6auKWLTe4qiPqx1u3RZzRCaNHDAxEs2zfMSYCFIPN2WVclQxq2CMs0WeBfnc3QoKzLcl0erU3c1doDLXYE6hA0Pz2/EXZjazmX0ubIaQPPXVq17kAznL7ojWi7vAYevvXnp5Zb92Gzeur9kvLr87HISLF47ZaCQQWK+xE4tuUJAqzXaxQJr6E9bZBo9q/ESEpORRMwCYQBK3JWHbkoCDABQYws2b4cNr/sZVo5qqAipQkXmRRgIhDBxuJhCD37a47t4D2gQTRItBddAORuvrIWg09mn3w8EfPSGL6jKHpmEOzAmMVJmmGl9XvoLxY7m6xDYs/i+n6iR3iEf2waIKbaCp5avMadwKunjIIGH5nAyPOVr9d6J5P6gIaSKHVAMF1lEW5tUEpOCLzFgQr/ziF7/ATrVBuEs6igv8d999F1X/PQBt25IJVnftKy3v6gMSedT1oeUt1ucylUJS3NWrV5kNmrYzZ84QMdQ2XTp6NyMOYx5oQsC0dL4AsLa2Vi5nAgbRiD4ff/xxHoQEPHL82LuvpI5qSdb6EyniqjQWRfHS7kYjxHih6XUL2nr8963NHJJLTYOr32IVEdzc3F0MZuujtY/EVt07YGt001968Z9PHQ9nTqyYIyBq7NB1bh6QqQpFyDVPuxqE4KE4KnenQqioWKGhEzFQUJuuiOw5d4hE4hRHb37zBj5ek0tXXVXVTLI3EsGihoTzBCYijiDi5n3f3wDW3URFB22MkSzu2PeCFPGLKl30R1ucOqZzYs0iQkhVuk2TKdkUXM06F5J/CbxCza5jQk4ip+cAiEUbs/BEXAJk4K6iwefNNhH2Hly/FVbXby4dvbDy8MXqVP9We7AdUpnjpj1H4S6TIc14zkTSnvb2228jd4/9TWr+uT1Z4CwdLb6EMyM1FyaCYJz36xbmjEFxEv/hD39Yn7pmTt+DhF2s7m6+oxI2D8XD7nh1NY9gMBiw9S2J5juqaLMYtvQmv5txccC43Be/+MV6bPwR8dN57bXXSJrgi/TrEx/xtJXBMHZXk7/v8wl/1xYVVjzsHbwRyHFLD5wExSUMhisn168aHH67bxt86cLh99+4Orrx4dLBwcljy+ZRQwO4m4m4AklT1fMULPDomYqXsVjKpMDNUxZGYRWwYD7JPAfHzI39aYGNm1jvcHnVe2Bg7gJxKESB+RxvdLgaGiVdTiyd2AKSyIKIRDMzoxcRFag0bup4tUO8aieWNMA6QXAXoHeEpkQRUxclYcDNXLK4g5mnjoVZV6g8OnzcbDDdY3WI6EqMEWIeo/qg2Xfk6vWbJrJ88MjKwxeysveu/dLObGYPuO1yhIQqgLTTe543cHM3c4OLeFxbvdRi1G10jtuvv/LhYJ/4RtPH1TMnDw+kh/fBezETg3jqweBZNScVIsmY/C0qaYIGSo2RKef0NIzYA5Iaf0dAETb6CGD9Jl75GGs9AqSBUyuoEQV8sW2jWSOiEFWVRLFDNOv6fsO8BwwIg7ZTj10vIq2GEEIDIX/O3NZ67w1D4KlTulctBOh8qt7VAFEEhQhCEOo4pCvafg8Lhd0LKZyvq1C5QkPrCG7uUAkazVVV9x7sb+u6yYnzz4ouVcmjGUL6bNuzZw/X1EQbBCUF8TAuxyQ8K2HLCp3VsoyP7Sg5Q0ZAjXIoXVN6wv7kJz/BdrXvRx99lJRrEhnIXGAc6c6dOyRMUyJvGljcuXOH2neMzjESyJAd1e2wE7V9dXWVwn31p0yWtrtz+/qt+hIK8iDvYDoQN3FnGFL78pe/zAJeSvOxLRPBZTkjR8iIHKOXn9m+CDmIWmjl9Ri4JWFT3aJpogKXeK6WWbpvbUZqSLPo3We4QgEgGU4c2g4O9jHIgprJ8dOHr36y1u5vVtfi5cvr0gw8iIlYpupZTv+n/Eqmn9XnJiraxlwAPJMXLOeN+J8TI23BgC7KqE8zPvIpzD26S2KqpXRPTLQCSZIMkuly7LfB+JuIm8UYLUa4iTssCLAK/HwkEmGGuJldiwOZ72C1T/dM4M5pskz/HmfNxqz3jOHMe0MHjdE6CUEWBtGazm8vHXlYmqXUbndmM5vZA20zhISJ0hj3IpiAseC1m5uRimAWAbfY9d0VsbV4s7u+9unPL79/6sxDr7708f5Wz51/aEl66deDRTHGmQSZPQFk8gIyr6xoNHiSJwAS34wIyQwuEs3dAMFth99G77o6slffhyGRz1RAbTyF7Gvbw8eO+frIo4WmsaDSNMyIrV+7Fvtu0zGyyNO1S0sOd0vZsiBCEoc7Rr2NABNx94eH4cISVGwxuArCQqKAhxaQrJbEbn4Yp3oKs71y+tvaoUPURd2VSS4E1cUj8Zb0QHvo7PDwV/NnlA+5A5f8t7EHFSHdY7nNtfzv/u7vTr81kf3+9NNPkbM4XOY/++yzAL797W//ht1mWQRK+9rXvsaS2B2lTgkpiBuY7SBzgZWhN2/eLNhr2tgllsCrluQpb3Ewdf7/kUceuRuXmmO+du3atPrqjl1f66Lae1iRrCWE2hEGMZlEMgWZHRMMlBr4nW/xAAAgAElEQVQGkRbx+uuvs3J5WrqplMryHpKiQpR2n9ssHD9pRUzIPUEXEr6ggXBARN0thIFK6DqVhauHlg8dPHLg1Z9cevyJU3/zw3dvvPLx80+cco8wiFIQj7KkOaOTuQwxIjRiKapVeSOHd2JwqBLuuOOWISjmHYu3cSWGlz+M6x0M4LeMAzWgFTkwGA4GQwDNcLh2bXU4HOw7fgQCi74VzbvYRQOsgRg8Orq1NQ1BRCxGAH2WBWpEPd8LB36+Htd6PTkIX2nj7eAQ6DwU6DtIo3DTLEzurs5uGrn3E4dHpQeTHgjwIBqSDoQ0Iq0bZO9eR1jb6HRBZenC8PCp8rGMH/89vNHMZjaz+9BmCAk7iQdMvE/NAadeNtGSIQrgbnH0kXWr3cb1Nixe/sXrB1dOXLm6+vF71/786VPSrXrfiblq9mwAqQTGjJFChBI+43id5TBdKTYC9HaSfA39Lbu0Ku+vWkcmACTAWCkaAAEa1b2hURFRHTZt33UqKo2Gtm2avQD67ub6tWvmFmO8bR7FY3UDBIhjWANL6qtjQQsFTjQ4N5SlFnNBsGiDgMbgjQKmjQoEZBm6iYiImkdV8SxQIdpGh0hQaUxEVGV+UcMA0NVP19t9A7TL2uxvV05VVUf/Pnmj2h5UhMR62J/85Ce1kM/EqpwMLuqlspSSKZxLly7V2RQuzsh/4+Nrr71GonbpZoSpjE5R9kS1wCeXj2dkJwuCsLNnzxLEzM/PI3ds4lsTHxB7Q/zhH/4hKmJ0Ld5T52mQ8yhMwDAlNnE3aBwnUVrdXuhuVufYCGhI/n7iiSd4D3kfJhI/d+MoFqxTb0C5W8LEt956i8kzfiJsfsFeGAXp8tbVjZ3q1rQTdp9P+LPFJna6CdtdlEjSv3EiAMbgqMUTtDkQ+67du19gB5aGbv3xYyuXLl1bXQ/DEAUDaGdi5TwWc4qoRLQyoc4yw9uoUABsGts3kGcnq7ewuo73Vy33LqfLqOJZOTDm7uIeYw8zg8OiR8MAomJmUBGjMCy1sr1ctgLlW7yjozbgao8G3ggCfB6IDjSNeu9MHJGMQfp3Kosy95CjcyLaisFFERrBvPlWo00fLd7uL7/7zrmvngu6qO0yW+jW3SxmNrOZPdg2Q0j3sDpRnwl3MLibmVufSAeIsK7vbni82oivfvLJrdjtGw7//ntvnj9z4uhKhMGtE49i5u5SEiiOKFCFQ8gLoHbcbYM74mYqbSNzetTJe9f8wxEiO6bnPI1kLyJAEGlVVWVRVBxNpeUqAhWFBg1qMLiZWewN8Ftm0Uwz9W1B9BM3z0ksh3RIans0ARpoFHPHUPHosp4cmi4mIrgGAAhBAUhQIEAaRWCiCBAXcXfVBUDDYqMSRhvrV1c/2XTMhxCaZuno2aVjj2S8h/8IbER7UBES0wwTVZN1smFra4sN3FjHyi251y9/+Usq39Am9G8AjEaj+me1Y6nTjmiA63eu5T+zpKlugleMqG6iEnZH4Z/pwZDjR42iPXv2sJaIiIppMyacKLc6cZA6JXbgwAEqn/JuMMlUNiaGo14qjVDv4MGDOw6+HjNhFmue6mKjn/3sZ3/2Z39WrnQiCXfv73DZgICSVbf3uc0Q0j0sCSaMkxYC9nsVgUpweESEC2TQDAbisn7lw6VDR4bejz65+X8/8dX33v2w/zAcWmmaMJR+BI8KeCCmYY9WN0iMnrlq2IyJxga4OXrTGP2Ta3i3d0MjcEUkayD1VlVVs+I52cXpttgCux+xlCqXWolL18fM5kMQMce86Jym4qCgwc1COrgabJJqCjjQizWOCKwZvnPVw1V8aSiPrPhCI81eV4VragMvqnA1gZmJijaLMidBgoiONvr33nknjrq9g0YbbZu2aRbaAw+3x75R0x9YuWwGnWkGzWxmD7rNENK9zeuHpN9WqbCZRzdLgt0uHrvYXzHvg8fRrZtwubkWP/7g3YeOLB0YqkofVM0MHj1GN7do5okqsWkeNyGC3tVcr671NzpcG1GBO7hHFHp66RoOIMMjAVTQQBTSqKrIHKl3zsreJKGQCd/C0ipeWSP5T3dzu21uAFR68x5YTZ1gx8QMBajfTainEBFqQNgw4MgSVho0QfbuDUFFFaYaDbd6Mxc4Pv5k1EWsrAyOHBlAZDgcQve2hx4eLB2S5vB/2iLpQUVIO8qkctnO/NDXv/515oGmkcrRo0cphDP91kR10bTw6PLy8urqKjIaYwqEOZIJ/hutKH7W6O030YMotrS0RDpZ6UaBSiGiPggBEPFKAXnTLb13vHVMULH+6bnnnptGbzsS8Ha8kLuldiZGS0zGX+zBgwenR0ho+/rrr7PIrH5rYuO7wdn71mYO6d42dkj8MxXWuMNSO3B3MzM221Z47K9H68XWVWK/0cND1928fPnn5848FAL60UgCgiCO1t0dEbd6OGCbmeENudbJjc4/XnMIIjM0gBZtnqnxBUATq1oCkBwSMC+ClLoBRFSz+GmJhGVj+1dz72MUIJo7fEskmq0Dq/nUlndNDokcjSAKqKqKxti3gyb23cBEVQS2v0VIMUlnxz9RtG3Q0B45stwEyEBF9jb7Tyw9dF4Y9RsP8T/WHlSHNDc3h0quib8Cauew0WqZEGsR6B1tx1l1QtsNeZ4dDofkU7z++ut3O0Jdakoyxdtvv81GPvQWHDythOPqStJ65E8//XSttbNjgfu0//jpT39KjjVt+mvw05/+tKZs7FiXOl1quuPXaYK6zS1rQT8qG129epVrBZ53gpV+t/a1ZQVQ8ywmduQBuRlv431us5Ddb2DjappU1CqAq4gL1GGqCnMXEYsm4UATYDHE7upw37CLsV3Yd/HQYx+9895eNGHw0Ecfr73xysdHlhsBDH2MCEHNxcyujHwUPZqLJn6ZACHXk5aQFZ2BVEPLAgiJrh3N2GApkOUGARDzz1US3iG+EVUlIgKriMyDCCDmVP5xqc4+PqlDgBBUYHComLgNGhHrAexb8ibIcDBE7GEuQTVIWJTQyLxqaJeatoHPh4XGmuHhh86jWfZEF5nZzGa2e202A/xmNnGfJJe2ukJMIAGNWRQVM7i76gEd7lsffaSqDcwdR44fV5FLly+feXj5scfOvPzyK6p6aPkREX3jzXfe++Djrsd6B1NoEBV3Q0kNJQFWeoU6XieT4URzQMaFvZZZgWXtKKSauwBObyVJVcGSvqkKzKT4LUlH0MSuGAMsFYi7GYYDadsQPR5Yar90/PDeILesE5G9TdM2e82sEQWVAefpZl0gpsPBypnQLrtoaufuPssU/dtta2uLT7iOnl65P/bYY0Qqhw8fnnjrl7/8JfkO9RFqe/7554mNCl8ZGXKdP3+ejOe6XHTiCIz7sdKWktVlgxob0ag1fvHiRQIgAgXGDInqiCpwF2w0IZ+D3IjoySefpJxr2b0Y6dQFPzGWSO4DWQlltHXDIb749NNP857w6mgT2Ki+G4Q1RK7lihgI5TB4pWfOnLmbSG7Xdbdv30amQlBZvB7nD3/4Q5YM84Akjk9f9X1lM4f0G1tp4wMgSQ+QlKwuAoui6u6iJk6VcDTtUTfr+yvqfRB1lTNnz+G2vfrqe488+g24v3/5sqg+cuHoI4+c9E3zeGut61569cNPV71TIEJFDeZwRfIdWYUVWoQO+GoBL5IQTwCipyblmqjqSIo94m6uEsSgqiPv0gUmqORwh7gJOpMASncXaXQx9+EgxGgx+qlTw0cvnDh9+mhAE1Te/+AXSwcHIRx19xgtp9ygGty8uzXSeVVd0ubQcPkYJCQ9u0S+mH0bZzazXW2zHNK9bRvzmw5pXLPDLnSJ6GBJg5XcNhuzBAQ3rVu32yNdUIiqi3u/dv2T5UMHB034+KMrqjrYtx+QaB1kC1joN+z1n3/y+hsfdxEOie4hVJkfFzPXMn3n9noCSFLgcQFUxc1V2IGWbZYgkHlWCykCVAANYT0mxgRNzCj9ekNkTSzr1Imoxj4CGAxakdhHO3li+Kd/8vSgUbfYhAYqo7XVptFoEUngLvUmj7d6QJrFJoRgGLTDI9IMARXNyuf/6WujBzWHdI/r4i/i0KFDJCOwUQIVV7nXY489VvfOqffiF39ubm76Z1VI1TwISdVMFJFpfenSJWIp7suK3e9///sAvve973H9zn3rXg87ErjZJoNyq2+99VZBGMg5ErY7Kkkjsh4IFMqhagzHDWjMZk1QDD6TZ3GPDcpb9+j2dG87fvw47w/HRiOBe3l5ub51pQNvfd6aRvG5mOpna9J725h/vK1/UVUsm00hDhMJhASWJUVhti8M94b+Rr+xCv//27u/0LquKw3gy8MyLMEWHMMVXIECMjjgwLjUZfyQUkNSklIbWiaFKaSQBz8kJQ9uacAPaXGgNiTgQgIpZMCFPjRgQ/tQcMBTWmhLCklpBgJJIQEbYrDBAl/QBR3QAi3wPHznbG2fe6U0LZNsy9/vwcjS/XPukX3WWXuvvXa7FjE6kA4dOaoSH1+7dvjIEXef3L4dIs1DB01UorWljVP/tXr61BFNo7WJf/jhzdf++3e31rAmVz08JYmI1sVUNGmE943yMAKnXSWEedstedLUd5wQ1QVTwx4QEt5GeIuZMVOLcMWxm7pgDa2YaUiotM2hJpl+68kvP/P0kxG3VNV0qqHi0aqLi5m1jrbiqpokzFQl1JbNI0JXQ5fS6iFRdCHXmfNMRA8uZkifCRKU2J5JKcru+it8iIi7Y8cK/LVtW5VW/Y5EK+o3PrmuKt76qDERsf2aEhKbyXRdm+XVEBHXZD69/ZGIrywtSaOWVj9e848/unXhZ/9za21NxFCnkFQkxD1MTcS310x1NdkiXYuiSNqPi4UvS4NGsZuK7nohogsmWyFtvzB2GjJRSSajkT3//NOPP/4fIa1qiE9VInxkpmYqEuj+gKpDdw9MCbnLZrdXUuzXZnx4tHLMrBE1NRwLigS/GA9shjR4wGAXPuQWZRFd+ayzZ89iAmb2pVZXV1E4h8QLZkvydj827IUx2PEBszi4zUfBOuai/vCHP2AZL3oRlQ8+duwY5lTwgpg9GpwfvCMqA1GH9qmH9/Wvfx2fqHx8PhWYfEKN3KDvKsrtkP/tsnffbD363OXG+Ho6naLsG78yvO+gf9Lsr6nyCz7vTP8ZKttlAv23VLE7noZ0+zhohEa4uksata5iYtJE3Fh9+JCKTicT2fTJdGJdQiMqo7Skpu7RurShK7Z8RCImGjGZNu1kVeLwkfSfV54J0RCdtq6W2jbWJjHd8Hf/96Pr76/dmUxvra15G61HColuiiZEYuphKuPRaLkZNyvp6LGj49Xx6tFDat5trdFtSoGdjSLCxPp9IzzCu0q9NkxtLM2ai3h0TepiEiIxbaex6WutJLNkGt42i6amo5V/1+aIpJGoWXT1EiyrI6ISLwifnWr/R16X1DWR62qkMaljKmEaHhoaniSh1ZDogsZNjemoSWFqixYhLTKJmMpGqGlaSE2z4qh2Q2dWa1xi6m5mNnWUKKSImLZjs2YUnvzfTyzJiWVLKaURigXcfTptm9S07uPx4Wk7kYi1ya3rH310Z23tTry/fkPb+KhpDoioitpCMjNrpJtyQqQMDA+2ItLNi4XH1hq+FlUzs/0KyZKLrS6iUHCiC6PRyuHWDkrTiCaEvbBGi23M6f/D22+/XfawAVSyXbx4sUwpyqqwffv2oXALZu+vz507h/Y/WOBSTlHcuHEDuVH5rJwbIWPA9AnylUGiVqYygx+VbZDKtObatWuoHCv7EuHBuTgNu2YA+sPmKaKdJopyDoFUBh8qPxildFg1lU+aiFy5cgU/wiENVneh3O7vf/+73Av7XIzHYxw2ZtfmJjFl31V8/cYbb2B1FLJG1NcN9nTHIzHnhJVPleOQ3WcyU106U3C6/Y3IlQ59gYM7+oOr3NGYSoT4FBVx7hESvoGdxDdVZbS0pGburak1oybQPKF7YRdRw2rYbumRIPyEq6iEOCZ+JNRdRqORqoXqdDpVFbMkIgg7ffdSC+/amEug4rv7KNPWu1qNzTZCmkXr1zypmuFgsGAJNze+6bpfug5LEdYcGq0eCW1UTTWpJRUV0+0usF+cvT1k9+KLL2Jr17JaGtUH2S6z8VhPistu2YBO/qmZ+RwD5jYOwFHhCPEAXL5xtb18+fJO7zW3RUKe2y8/HZqI53E27BKErnRzd41C7XtZJgBHjx5Frfxs74l8MHPHPPH6Fy9elD4w5IpwEfnb3/6G0Tw8bDDOiSKRckMpjA3++te/PnnypPQF37On4u7du/g3AGVsrhZvUf81qtq1Xe26Um9nTiqKBgsaEqrRzayoSHhymYhuiqqamIb6RNxbaURaDJat3b5jtqCqoT5Zv6EizWITKamKR5Lo9oyIkPGoMdNw9whVF5HGkoi4u4uLytp0LUJMLaWkYijHax098dDpbtrVCoqjJUP0NYTSLViNtGjS7/befa9tQ0S2RBCHREXEFsSSeduKWRofTuMjog2SJ8PuR13lOf/hEdEQM6TPZOd9EGL2EV1FuGy3v4vthMnbiHAPianJelI3lbadtu0Ug2MqSVVu3bwVsaUqSRfEVNVUTSR0fzfchfknd5etaJZGZqilQC86c4lu/FC1ScmSiUiIog0fMn2EJESIwAoqcRwp4qr3lRqxFR4ieQtcd+m7toioLYhZUtW2dR0dSmmkzSNiqTERTbLdMkKKphNfpL2aIcEuVchra2sYH5v7ALQXKpfHzlXu2ZNhVyEkNIP+2bOwmdD58+d36iZ35coVEfn2t7+9U++cnHmUvbRR5vDuu++W41RIKZDxXLhwAUeI8TH8L8BQ4dzTMigcnx3cw0l4/fXXZ895TkqQAA26g0uf3Fy/fn1wJrPTp0/j05UrXvEKJ0+exNPL98XmsL/85S/xAORzyAjvi152vFH9TMrTFXN/sl0nHn0/034LiT558nDswiCmrYdKNNNwcWn0E0sRquESmxNLzeojh7DC1O+stdN1NGlIuiRq2ARjvV1/aOWAqplae8d9f7RbfeazX+XOpOumajKdTmPTbVEjXFVUk6opPoclRc4znZil6OaGJDxiy937iSPfjK70faFJyRZXRUJlgj5KYuaiYitpfFDTCpoSiZqYYqPYea34iIi2MUP6V+ycMG2X4fXphURfNO4RIYF9wlv3yKUCKdZVJ61PvG1jw3XBLKUQ8dZls23b1t0jtiJaVVNdwOV9Or2DzCnZomF6BluPh0S3DEnadmpqImFmmMQJ937aacvSIpowIDHqA2dIbEVEmzMh7f4wW2zbjWRLapIWRFSaNHJtRExt2ZoVsYRBOlVT64vPK5g3Ku3VDCl/LnQgxYpU9Okp65KzT134WXbjHjx+MBmTS8NFBNXhA2YmfUfRQc3Fs88+K31JArKWnXYPkpk5obm7IuFgykQN+wxh56e5n26wjnXuOSnbqpYnRPq1q8jJ0CP8U+3yjvjOz3/+czQZKjuaY5JpaWkJ97yDKvlZSO/KJcDVqugCcR8quifM/qy7rOdmPV13H+uWznZDZEh1IjxC3JPKQpNSWOs2nbYT91ZVm8bcRBfUNxC69rtvemxgzsosuXt4u9FOJWKh731gZqH7TZsIuTPdUtlcHi+HWHh8sjaZ3LrWJFPTBZWt6XTBNEI2WxeV5dFIdH/4JlIf63rYhYiMl5fNrN1ws6VmwUVVtHEZTSNZekQtaUpilqzLy/qFT19MLwYiur/wGvGv+5SwFP04V271g8C0/WOz6GZtXDx5jMJb12uaTMQ9XCQspVARaSMiNhvVpN71LFILswURcd8IbITR+pZEtCrhYklUzT2SqC2K+J219bW1tZRS621SuzmZpKZZGh1MKUWIu4tGO91Yn6yp6oGULJlpSmnRFi3E2oi0NJbAbujSRrLmYGoatZGZipl1E12al+Hyn9nnL9+2l/XHg9wIqQySJ7h69SoKt8rEIudGUN7FP/bYY7Pfxw37IJNYX1+XfnoJuRGmVdbX11E1Xr4XOhshDbp27RpesJzgQU727rvvYrKknB1BRXvOrvCyg4kfzJC98847g+fObR2ESSksH7516xYqzvHcH/7wh+XHx8EgN0JTn3Ibi2yQ3onIr371q9mVuTiGS5culQdT9gp6/fXXd5p5wsdZXFwsi/g5h/Tgir7TkAxWLInkBqf9D6OrdJOQSKHhIWKS9Ph0OjHz8I0ID1GzVkIlvN1ai9iMrtpbVDBSh+Z1G+He5WQqLmMs1F00EwnEt2h9ZKMDK2I6Ml1QfcTFrRuR08ZS65PULI5GB0RCQywl3Y9sR220KiLT6dQj1qZNSs145RG1pCZmjaiamqhtb4jBf2BE9A/jHNLnYJg8dZNK3R99GZ50zVrd2xARb/MCJhFxj2QufieijXbN3WXL8zO7Rquo2osNEddAEbd3HY1CLI3GSwdDZHJnMmosXDAeaCrR7ewkqqr7ZboRKiESqqGxNVp6KETVxigWd5fppqQD42b8sJqm1KiZqQrWGPWzTSJSeTTa23NI77zzDm7ty2++/fbbInL8+PGd9rUbLBgqVwjBuXPnMOmCO/pBgxy8/uyC3Gx2u7xd5P+/OADU9WEGCNkVNk6VeVMvg18uas+wxPXSpUvlJ5q1vr6OLAdFg2fOnJF+M4uHHnoo70ibHz94L2zohyQPmdzq6ioWM83uiJgz0dnuq8gp81zUbHVfToDwTWw7MtjFY/AiUtFVcT4GpP9fc3dqyXQQqxA8EFb6RbX4rod7O412XSSSunu7veoWRW5Is9qILQ+fRt9zXHJniaQi5t0zHDUOomKqttBYalS19an7VDfzs2LSxrXrN0PUbLQ8figtr6bUpGbJUqOWRCwlQ1cI1X4Pv/tkmdHeDkhHjhzBda38X4BRr6Zp0C17LuyfjabaMPdKh9baGEzDKF8OZnmoTfrr8iuvvPIP9sxGbEOcyx9npw5vZoYeDdgstRy/On36ND4saiUGhQyAZapl0wo4fvw4Ims+gJ2OuTxy6bsklEtcc+k5HoPDwO8Fhzc4LbMnPys3rs3viICHlbOIlINBwhqugZ/JfXDhuK91neQK5WheN500GMFL/Y0rej1Itz7INLmNRCLaSahHbAZ2Bt9sJ+ES4e6jFOmANgeaCG83vOmrCSJCFmw8Wg0Rb1tVcXeJ6Pak0OZ/33tvw32xsZS00YUQcY/WN0MPLB86pmbNgZXUjDQtm5laMkuomFLrp4v6fnz8R0VE/xxeOz4H95zkvpNq95fyR9FXAnT1d6J9G3EMzLlGG+FiqdtfVQL97rxbZrsR7XRtfU3FTRvdr745cfdwvz2507atxEdmaXm0NF4Z24JNNyZ+x2/e+ERMwkXVNqYisT+aRtW0acYHxpbSqFkOVVEzlHH3RJP2rfsk7yxLXzRU9x48eBB3DLnvmfQJze3bt8u7fhRh49b7L3/5S3l7jh8hN8KN/3g8RvqC4T7kRpBfs+zzllvXzOYZuHn/7ne/i7cGvPgu3akHK2Excjg7t3/s2DHkDYuLi+U5KR+D5AnvjnE5NLs7f/58zjJnj3m2Hzke/Mc//rHsCojBNLy79EtikZOV1Rnlfk5yb34zaIxUnqVcAo6sCN3zMBiDhuu5UAUF9Gj+hJNW9hmqEK8gn78dz7nqzJfaDcahaUKSFCERrXUzUJFCIjx1LX1CHKN5bYS37broWLQV8wM2PhAe7lsSGxEbt26IyH5REVkcP6RqomZq6cA4pUbSkqpaSmZmNspLkMrJIVWRboxudk0wEdE/gxeR+4iKhKJFnkqgFgGbqueAhBbd6ACkKrHpniLcvZVw3/T+0ejl0PWS0AU1TWqW0kh1QaxBnwW1Lh+SPiDFdvU6/+VUCnlAnkPCDBB+bV/72tdkJllBeoE06MMPPzx8+LD0nT1x/44SZ5RKX7hwAY/fZXIibz6bv3PmzBlM1WAhLbpi58MYj8fSzzb99a9/nX01fITyHZEZnDt3DkXYpbxItqzpwDaymPf6yle+gm9iRgeZB8rEUdt9/vx5FF/gBP7oRz+SPiXKE1p4kbJ/dk6P8HjkRnn6DaXtZesgFIxg2XJWtpHFK+CJssMJxzpi7IEE+DXl9qzIjXaZmqoNLyv3By3r1rSv0FMRhKVeBEJV5E56eW91CfXwvqwqtl9UsaVrErR6Rem2CL7efl889PP7xET0wGGV3R7QZUflX0WwiKjtYlju3p3/rtsdTrfX7PYDhH3fue1Chb1nr1bZoar4zTffxO0z/hfg7hh3yvv27cP0UtddV0Rm5h4wl4O0oKzWyykCYKUt3vHmzZt4JKZeUC+HHOvu3buo6yvLvvGsq1evIhXApAsWxg42d8DUS5ly5XK+cj3pYKKoLGrHktW8VSsqyNGSB3B4SGi+9KUvYSdWTCkhZcQDBmtmSx988AFOOFIlHO0vfvGLuQ+We/PO559/HrtRzK0mL7f03QWei2NAffn169dRrY4EETOCZQVjhfbmteYBk0v1+lwpF++pSahiLE/7hkUi6KjaP3t2+ar3jxH+CyGizw0zJHpA7dUMafC5ypUugx3nyuRpl5VJeUMHmVk5O/i67F46eADq8ZBtlNu8mtnsL2KwgHT2vfCjpaUl7O+AjSSwXcVgC4m8hlT6JGxwipC0YetbnIRHH30UHxYzXpiPwQNefvnl2Y+fZ2iwhx6eizQR+cpbb72F2Ts0nC3XP+XXefnll6WfSBvA1BfOKloxDWaeUDiXV4Pl7++yBUm1eP9LtKfM7YZQXoYuX7789NNPy70XrMGEP0bwfvrTn0rfsQ2F49K3Yyifi5lz6S/NgAfkASJUDeDSifpjXKzzvqh4RwxPAboM5CLsubuMl3/FICGiyJkzZ8ojRGkA+iAgbGSIN+WrXb16FVd/LDstC7hfeeWVfB6yXCyALxCQEG8QoSMCL7XTUtyUEiIrDh4LbDHMmEPgbNmDNLsAAApfSURBVFuN/IJl8T1iFcpGMvwWcDtSuX/7og+AiIhIhEN29MDa80N2WOz5u9/9Tu6tJz516hS6uuGWGZskDR6GNAJlymUjuCeffDJ3rsvmrl0tnThxYpfNjWYNxq/w+ii4wOQ/iiny+CHGx7785S9LURAxO3iF79y4cQOJRV60m+Vef6gCKEfG8Nw333yz7H2Ob+be4Tst/v3BD36A5kYltFpH7rJL9z+5NzVEKcSf//xnEXnxxRfxTfyyULKBKvZBmohyhlxgsst7feGYIRERURWYIdEDaq9mSJhRePXVV1FBgNpuzD3kTjaXLl2Svos2VpIiycjnBJMQKGfA9AamRr761a/evn1b+tn13/72tzJTb42Uq9y5R/rpJdzF5/oIEVlaWsJkEh6P5w5+NblFqdz7n/r69etYGPupnVvLz5uV+Q2mbVAN37Zt2cV8MHc1O6GV5eWog7d4//33v//970s/pYQkpmwFNB6PUWGPmTwcZ67Rn/04+O24O+YCczn7wC4VKNXay0UNe/WKQ0S0J+3lDInoAYT7sFOnTiGxKDv9oFr6tddeQ+qDnAMpFFKT3/zmN7NTL+V80gDqs9Es5xvf+AZSCuQBmDTKMy473aTvUqQ+Nwspt4W9cOECdvopV/UOtmiafVnpC8RRhI3cCNkkCuI3Nzd3upc9duwYsihsRIvXwYTTt771LczJ4YRjD47BZ8R6W9S7I0PCCRzUvuMj4MDKRGr2g5R/zQ1n84GpalkLjt8FtrOqFueQiIioCsyQiPagXRKLixcvfmqmgjItrJ4ZZC0oGEM6guRpl7Fx5C6ffPIJko+57zj7TUyNYOLntddeQwY2913QmBXTWnkVkYicOHECyQEaj6L0Dotb5y6PLT377LNIZbDGFh2GZsvkBmfmypUrSJVg7mriWdj0Fgt783vhaHNuhHdByR/SWexS8cYbb2AmbxYypPfeew8fBB2MyqW41WKGREREVWCGRLSnDOrBypo3VNmNRqPcPSjDhNOhQ4cG1XFyb2camZfQoL3Cc889h1KxvGPCLKQyZXefXbIHFP6VK6gGBv0ayqwuK3uYDt6xzG+QPOHIdzmkEydOIOdDe9ayHcb6+jomaXDA5Rne5QU/Vd73L0/ylT8d9IKahXo8ZFf3xaWeAYloTxkMheFaXFZaDzqnDaqfy+Y06BU96L1dKq8eP/7xj/GyOADUguOKmXuE/4PX5ePHj0vRowjdejA8tcusPr5Gf6AnnngCYQ+rgyG31cHjEVpQC4BPjVKI3PK8hNXBDz/88BNPPCH9/rmlffv24TFN00hfrYAoPplMUDo/WxiC8F9uFJuP+Wc/+xn+ihdEMUW5U+3Zs2dRl1GeinJ0TvraChQy4Fdc+QWfQ3ZERFQFZkhEe1DOIcqibQxqRQRyI6Qv+ObgJh3FAuX9OEbbTp48WW6TCqiZfu6553J/7mwwqoaRLiRP6Pn9wQcfIKeBXUbYSmgg27YtZv6feuop6Vfp5k9dbs8K2KT1e9/7HrINlF/PTdrmjo8BBveQDKHSIa+HRTqCpAdtagdLhgFnEmd48O7o8YP8Zu5A3NymSjtVyZ8+fRpHiB+hRB4ta6vFDImIiKrADIloT8n3yOW+Cfhvjtv23//+9yiGxsQS0gVMouT6Yyjb+QxevGw4lH9UzjlhhgbTP4888ggOAPNAaJAKd+/ezYlL/mZZ+3D37t1ySwV8BGRpjz/+OOZ7yu6r2Czj1KlTjz32WH48MipsKrGyslJ2TZ3tKnThwoVvfvOb0k9HQU6DZhMRpH1YD5vh5COdeumll8rJHpx8NEzK8FvA48sf5QSx3B8kH0NZ1FAWtefmsLNHW/kFnxkSERFVYS/3siN6YA1uhLF5BBILJArSl2vPLb7Cus5yYgllY3fv3kVZM9KaMocwMzTUKV8c9+aHDx/GJn5Y11ke4WASBUtiMb+C+jfpc6PykZi1+tOf/oSVpNhI4qWXXpI+1XvhhRcwHYV3wSwOkozBXg+oYcODcWbee+89fK7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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%plot -f png\n",
"figure\n",
"subplot(121)\n",
"imshow(I)\n",
"subplot(122)\n",
"imshow(randn(100,100))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"%plot -f svg"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<svg height=\"420px\" viewBox=\"0 0 560 420\" width=\"560px\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"\n",
"<title>Gnuplot</title>\n",
"<desc>Produced by GNUPLOT 5.2 patchlevel 2 </desc>\n",
"\n",
"<g id=\"gnuplot_canvas\">\n",
"\n",
"<rect fill=\"none\" height=\"420\" width=\"560\" x=\"0\" y=\"0\"/>\n",
"<defs>\n",
"\n",
"\t<circle id=\"gpDot\" r=\"0.5\" stroke-width=\"0.5\"/>\n",
"\t<path d=\"M-1,0 h2 M0,-1 v2\" id=\"gpPt0\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<path d=\"M-1,-1 L1,1 M1,-1 L-1,1\" id=\"gpPt1\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<path d=\"M-1,0 L1,0 M0,-1 L0,1 M-1,-1 L1,1 M-1,1 L1,-1\" id=\"gpPt2\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<rect height=\"2\" id=\"gpPt3\" stroke=\"currentColor\" stroke-width=\"0.222\" width=\"2\" x=\"-1\" y=\"-1\"/>\n",
"\t<rect fill=\"currentColor\" height=\"2\" id=\"gpPt4\" stroke=\"currentColor\" stroke-width=\"0.222\" width=\"2\" x=\"-1\" y=\"-1\"/>\n",
"\t<circle cx=\"0\" cy=\"0\" id=\"gpPt5\" r=\"1\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt6\" stroke=\"none\" xlink:href=\"#gpPt5\"/>\n",
"\t<path d=\"M0,-1.33 L-1.33,0.67 L1.33,0.67 z\" id=\"gpPt7\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt8\" stroke=\"none\" xlink:href=\"#gpPt7\"/>\n",
"\t<use id=\"gpPt9\" stroke=\"currentColor\" transform=\"rotate(180)\" xlink:href=\"#gpPt7\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt10\" stroke=\"none\" xlink:href=\"#gpPt9\"/>\n",
"\t<use id=\"gpPt11\" stroke=\"currentColor\" transform=\"rotate(45)\" xlink:href=\"#gpPt3\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt12\" stroke=\"none\" xlink:href=\"#gpPt11\"/>\n",
"\t<path d=\"M0,1.330 L1.265,0.411 L0.782,-1.067 L-0.782,-1.076 L-1.265,0.411 z\" id=\"gpPt13\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt14\" stroke=\"none\" xlink:href=\"#gpPt13\"/>\n",
"\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"textbox\" width=\"1\" x=\"0\" y=\"0\">\n",
"\t <feFlood flood-color=\"white\" flood-opacity=\"1\" result=\"bgnd\"/>\n",
"\t <feComposite in=\"SourceGraphic\" in2=\"bgnd\" operator=\"atop\"/>\n",
"\t</filter>\n",
"\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"greybox\" width=\"1\" x=\"0\" y=\"0\">\n",
"\t <feFlood flood-color=\"lightgrey\" flood-opacity=\"1\" result=\"grey\"/>\n",
"\t <feComposite in=\"SourceGraphic\" in2=\"grey\" operator=\"atop\"/>\n",
"\t</filter>\n",
"</defs>\n",
"<g color=\"white\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"11.00\" stroke=\"none\" text-anchor=\"middle\" transform=\"translate(15.9,190.3) rotate(-90)\">\n",
"\t\t<text><tspan font-family=\"Arial\">Frequency</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"11.00\" stroke=\"none\" text-anchor=\"middle\" transform=\"translate(299.3,411.0)\">\n",
"\t\t<text><tspan font-family=\"Arial\">Time</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"\t<g id=\"gnuplot_plot_1a\"><title>gnuplot_plot_1a</title>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"<image height=\"344.3\" preserveAspectRatio=\"none\" width=\"471.4\" x=\"63.6\" xlink:href=\"data:image/png;base64,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\" y=\"18.1\"/>\n",
"</g>\n",
"\t</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<path d=\"M63.6,361.1 L76.1,361.1 M535.0,361.1 L522.5,361.1 \" stroke=\"rgb( 0, 0, 0)\"/>\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"10.00\" stroke=\"none\" text-anchor=\"end\" transform=\"translate(55.3,364.4)\">\n",
"\t\t<text><tspan font-family=\"Arial\">0</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<path d=\"M63.6,292.2 L76.1,292.2 M535.0,292.2 L522.5,292.2 \" stroke=\"rgb( 0, 0, 0)\"/>\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"10.00\" stroke=\"none\" text-anchor=\"end\" transform=\"translate(55.3,295.5)\">\n",
"\t\t<text><tspan font-family=\"Arial\">0.2</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<path d=\"M63.6,223.3 L76.1,223.3 M535.0,223.3 L522.5,223.3 \" stroke=\"rgb( 0, 0, 0)\"/>\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"10.00\" stroke=\"none\" text-anchor=\"end\" transform=\"translate(55.3,226.6)\">\n",
"\t\t<text><tspan font-family=\"Arial\">0.4</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<path d=\"M63.6,154.5 L76.1,154.5 M535.0,154.5 L522.5,154.5 \" stroke=\"rgb( 0, 0, 0)\"/>\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"10.00\" stroke=\"none\" text-anchor=\"end\" transform=\"translate(55.3,157.8)\">\n",
"\t\t<text><tspan font-family=\"Arial\">0.6</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<path d=\"M63.6,85.6 L76.1,85.6 M535.0,85.6 L522.5,85.6 \" stroke=\"rgb( 0, 0, 0)\"/>\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"10.00\" stroke=\"none\" text-anchor=\"end\" transform=\"translate(55.3,88.9)\">\n",
"\t\t<text><tspan font-family=\"Arial\">0.8</tspan></text>\n",
"\t</g>\n",
"</g>\n",
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"source": [
"pkg load signal;\n",
"Fs = 8000;\n",
"t = 0:1/Fs:1;\n",
"x = cos(2*pi*250*t) + cos(2*pi*750*t) + cos(2*pi*1250*t);\n",
"specgram(x);"
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},
{
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"metadata": {
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},
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"Fs = 8000;\n",
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"x = cos(2*pi*250*t) + cos(2*pi*1250*t);\n",
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]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
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"\t<use fill=\"currentColor\" id=\"gpPt10\" stroke=\"none\" xlink:href=\"#gpPt9\"/>\n",
"\t<use id=\"gpPt11\" stroke=\"currentColor\" transform=\"rotate(45)\" xlink:href=\"#gpPt3\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt12\" stroke=\"none\" xlink:href=\"#gpPt11\"/>\n",
"\t<path d=\"M0,1.330 L1.265,0.411 L0.782,-1.067 L-0.782,-1.076 L-1.265,0.411 z\" id=\"gpPt13\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt14\" stroke=\"none\" xlink:href=\"#gpPt13\"/>\n",
"\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"textbox\" width=\"1\" x=\"0\" y=\"0\">\n",
"\t <feFlood flood-color=\"white\" flood-opacity=\"1\" result=\"bgnd\"/>\n",
"\t <feComposite in=\"SourceGraphic\" in2=\"bgnd\" operator=\"atop\"/>\n",
"\t</filter>\n",
"\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"greybox\" width=\"1\" x=\"0\" y=\"0\">\n",
"\t <feFlood flood-color=\"lightgrey\" flood-opacity=\"1\" result=\"grey\"/>\n",
"\t <feComposite in=\"SourceGraphic\" in2=\"grey\" operator=\"atop\"/>\n",
"\t</filter>\n",
"</defs>\n",
"<g color=\"white\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<g fill=\"rgb(0,0,0)\" font-family=\":Bold\" font-size=\"11.00\" stroke=\"none\" text-anchor=\"middle\" transform=\"translate(269.5,30.7)\">\n",
"\t\t<text><tspan font-family=\"\" font-weight=\"bold\">hi</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"\t<g id=\"gnuplot_plot_1a\"><title>gnuplot_plot_1a</title>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"<image height=\"350.8\" preserveAspectRatio=\"none\" width=\"435.2\" x=\"51.9\" 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ll4sbH+2NIe0XeboiVcAXoTlqWGeSnldkRd6hRRyWrFilhnME+8uPRkr68jUpcXx+OnTo9epEomzBsQUIH8WUsQP4cA9v5poAFBwQEDRpxPV19erv5f82+f3oFtNzAN2TBsS8TddnQ3XlQ6fYQN8CHePffjAafAUI+wSz1k+TrijP4ydAKcgkgIOHnGnvgfJ1z7+QCaAcQUZ9P8eKr7Frul7ZecUrOsdu/U3UWByKyplqpwgJpbgpmogQxlpDKsCceWPVHLrkmlzJAWtapM4+IZsDkDgTHqMgx7s9FsALYQFU7SbbQ4RYyZG2JTzIqr5hwxl+EcOk/uWloLIgvNSFgviybMrPhoLADMTOnKlNid9tRS225eznfTw+32qPAO+Z4y0mcvQfwcAnhQggZYAkBiMAAN+VuaPhfts9vxoW0NRtjEsm+JQMjkPgzDAAvkVUb4x49gM6zC98CV6Unmt2MebNyZ/VXgT8vRRAdcgF0CHxK+YnaKxwIUM7S4uty/fTW9XeO8tv3SzpuuhElYDuElk6SMyLnmrv+/u0FbqWa2hhrKDAomeVoIFQoH3b1rVLMCR7QEqlszb/CC1r3XvWTABtpABfQyFHNYPRaL5JAPw7aUMtVpt79MvinuhAk02gh1D7wXcmCNalnhgX8gJcAyk5QQiX1t53vdf3L5+na7vX10TBukQ1nPs1cj/RwCeNNjkESsSgYV8RbOfpPLl7bDq+OY0J2sQ5bmm9mHO8wUwsxQDKiKCC40KQmZ5QxcAmAGouUymw8od6GXjYdH/uFpUxMqgdVOIWo+vty9OS33YXPgKjkBM6xKLRAk0bqjubTY1bhMzUQmKA8g06qyQUk3QyGTCvUAtYwoZjIr7l4jAaSqYi4WRqMJkYBlMjE4j922Q7FS0jwcI32jNOUwDCcbP6HVrLeX9gQ50+A2oBTRgYxsNSdJkEPFrBBFaZKEloneoUwLYQldzHU42/3B0XR0cnTPcYdkb3/+YT6Y7yLPH4BVegGuEIYRAvBgf/75ePCFsn1nPN7DCtLJIy+ABfPUkZCQDYugIDmgzGYkHZ6CZVMuxFJY2/KtVn6z8B7tlxwbsEEL9CFRv4CUpB/Om/3c7k/1ftN5ckrNkZOsSnPNmmokmQ6C1mhpkDJSVSGYAwk2oXUSHDe6m0VXfUXp0QyQFwFyHNPUWv/dxQrNksjEFrkxO9qMt4eypWXmfmltRAxFPriikE6MGzvB0a0y75EnLR+bsrc3gDOY0WaJUutF3UYTUmCqgj3qlmCS3YC/2tfXLna3b598/PZ4KgwEnk326ecPwIA5GjJSGzOoYvraxcVvHOG+++x+BCuwwlLgm4xKO4YZmMhEVHT7uxCqTjMBNSKaqiA4i3Np+dWlvjDyJZafFQP8UC2y/HDBc9Xj3fT2XB+l9i2mJaalTbQ5LVosLQLAthQQtDSgWLHcVAnMpe1JGVMIZTqcNAq1CnC3QmwgSqkU3Yvdog/FosWRdA41ULBZ4XQvpWw2m8FPIhS1ZGzEE5StsSSQwcYkOQ7bYi+1tsQyRdtHS6JXXve2YAGgJdnA7BWzygksNJd6p1WATZgr37qYXri4+vTx+GMFQ6cRfvbw+xwCuJfTg7QBAuLq6vKr8/L5O0e7Mg7wY5mDjXYByMSW1WDWa3BtAxIsgJU8IwmFLEHCBuYowQa33Ef+Xq23ioLlz8BP5c/is39/UYEAprDsl/uX+7fnep5YqpZa51orhyAyEpkgmVqUSomWNCMHKjOy8rIYhIRCmYQSRiHCio9DOR7HY4ip8BLFHXHiflK8UMdzy5rn4BUxeTmCGX2SaoTUTjb+4sl4POoePWlL01WNqS4NPrkNERctL1pcUq0/aLyHp44E0IToRXcglBN9S20yoWyJgm5S29nl7q0n48O7p5MNRxRA4UBn8OzIcwlgUIChAGjz5bR/K+NNeTSeFN6SqWEPtdFGlKPmIvIwCaCo62LFaCACFmTCBsQW6UiDTR4e8bC2LxCfLPZzIKrNIz4cDcQkMmEOYZ6X82l+0toEb5J6nJYwUp04yswidxGigVQv2cj0TKAggUL21e5VlZTGcTsOx0fb2+NwEhG1ztIC4Gi4vR3vum2n5ciXueaSCLDB9iIjj+bl0nQ88N7pyY/d8Y85Pt6wa3i8+IPIB7VdRFb3abd/fb+82/Rk9FJ8y/SUK7k2JHeyeCWyR+AENtBBBy0zs9PnZrpN83K5n85bWzB0GrA0s2fNE37uACyzikuAjhMkcvf55dFvvbCJUcUykXsmMc37WttGx6fDdkgA2cNQ1kg3ugEIS4ki4CTgAS5ghm+yXZWIId5Q/YcYAvbvW74Eq0BvdDrM8mFW1OF7BPbu0CnDw0BdEQGU67Y84jABTECibQ4B1/euwqEB2gBb2zB6Y/PO6ga3TFanXdu/PvBN18VyJR7vDfM4hg/ct7pEpRXRxmE0RcQcmLPNwRkMMcbYKFoHpxGjHTtOHcehUvjJO0efGfz04urttLd92AuLyreXiFvjT72wuZNP2v7iUlbLGEO+pFaijRivoG/OeFDG+dhJ3ClYDI78yGAv8mg3tdcvp2+2+XzkOPpHOjFI067WubV2NNzrfNShJXJJyCxpqHGbpLypl3VFkmKZl/1Lw7hM9WuX86dPj+4ZB9ADTwx3/mW23wcuzx2AKXAdwwHk1dKegNM4ZGutAEZHMbcyjizDACuIpTeIiiYZv8MYNqIjqaOHAKiLgpG5hVI8Q/0m/HXHS9/Rnra+hfn3vv7H0X89gAlMcUiMgFWuxcQGUIY0CUxo7DZHANeDg7y37PQrSZSn8BcGeJ/qOS378/nqIq7moWaxtm+tpTlYsCGdBiWEad73YFUiU90hDSATzVy2ll4UQ+nZmjIcHW1PSikRNTOV3uoQAY5Ly8X0eCibpV0IC00AIi/dtmUYyohMtHa5m+4/0Hhqg3kCYTYMfgTUue3OLy9kAtKMoPV+ib7UeT2FFCDWEmyCpRQpMg9Ny+q9TSE0sLXYT/NlovXCL3v2zKjnDsASDEOvf4/6uNZ34JdliEhEiK3RirsPNPMBEqIBAIzmvbOVCBlxnVfoJvlaWJ/KneEI2kI74+OlfsXwk2XzStMrh0HUhxFegP0JnOMErMErAKEAI2VIwOEg0XpvHRhEgo27B1QVGphrrwEcNGkP9OaewWwLO4WdgBvEOcopMhiPI87mut9zTvOxbFCXyGatKRpjIclUy8l6spshRSpJySA0ycgBcshTZhSJwe6cHr042GY/17EcHQ+vAMjU3L4eYdP8pEa2PKMvQADMvCyDWalEE5Mc5vZwWTKOAzUBcx5vNsdmnGJXlYzqbp15Fodx4SQjZltJc2hWUkQCpLtnKrNJkYlMEU4wtRO2S7u42j+osSt+pARt+8Hswg9OnjsAgzCUbn4mzxruwy6Fxf32elqLMLqVlGJZHNkpgyU3Kx22TGbvEBcBR3cOFZIze2pqD1tgwXwU8xeLb1j+JrBJrX+BSE/r1/O9yXAFlIZtgA6U7C4mEDvEhHaG+gDT/Zgf1PmRYrL2W1KmJq3d7W4cSFfdZO/yQ4Ftit1yPzFucfLj2NyBcZzvH9d39jnVGnNqZp1jMVYoUktqtkREyCrWPqSEoncdOVfGnAxXDoAXDFYGGkd7+fT4ZcOtebo4Od6cnh4To3J8ePZo0dTissUeuHRr6u4ogFTUaE2krAxkCNNl+4pxBBy53bWtmbWYUKTWUsakpIjIzN7poAxBRCFduQJbaULtRdpau5M9MyBkTlGmrE+udg+W9uTIP9L5PJ4xF/j5AzD1HnsXl8KZ2xI1ywaEAZ3DxWkGISLctO7zHsw8VIEoe1tMSoGVoJgSTPeACX4BAn5naGXK16JdeP5Z2EuOFxuBPnWP3YX+3mSPk9UoFIqAeILpDzC/0x69Jk2IC8QjxAPkowFXljPrQyiAGeqz/xw0YMDQoICiW9jQAA5QuXr04ma4bcOpG+6yjomTyqtFb+gxYodRUMqWhpBU1VxNiYCE1rJr/jVnYyxux2Yn0ODwPnt5sO3AI2p0+Oju8KgezcyM1iLOMq/AmZZa+4o20BjNM9OKhuJ0pnLX3nE7IkaoNBnCoilClj3exuxdEplC55Y9jC+Ude68zATUYpEi1fpZISmzZUamtdhLl1N9NC9n2OSBWPPZkucOwDBQaxg6tY/cOTKa0ZPFpM6yItBtpWvqJDsOOoyQodvPtG5Qk1D2zlcnBJ4IEzzZ6bXcCx9He8fnX0f5DIY/7zoNQkyBf4IJD91cdQH1AsvXcfXb9eLz8/6bJ7lTNkZV7KmFqJ2HGXgMrl04QJ8t5qBjuQMmWIEOYyaKkkO+ztxy2Q48ulNunfrpnTzep3vJWVpimqb5IqdwhJd0YZlTQGQiUimDSZSsmNl2M7ywHV8yHiGytqsW89X+/tn5sfFoXvZJLeH7XWuLJx83nS31cWJX+sSxFH0tdwVBGBWtTYRla5utRat1qZJozd2lAhWhrdpUypAOBy6yCD1Wjsw+XU1Sa7FIEkKS5EBmIpMZaK0Zlnk528+PcGs2P+qMnM+UPH8ARgNKZ7GqbaptKnLHrVwbWF1YSbHoZjKYIKNRMNFEF52koYBcfyr0ZHAneVBs4HcgUBXlqki1Trn7dRsX4KMsP82uwpF2GOfxLy5jvIPpXTz5Sr34EuavMV6zfPc4r8iFKWQwKnSYdc0E7wBNGNCn72anrbGMmYZkI0WazIhCoxshIC4Rl8gL95MTHB3LXrDtznkpPohkrRdU3aCSEQvQ+/VAruUOEvqkz+K3NsNHBj9VLBAzMec3Hp5fUscRdagBm5a5ZZpzgV3UOEs14JgYskfhbIfuyhqlJZqgvXI8ilNF8USLq+SlIt22hSc12yEa1Xlw2RNglpuUSMnyOlJ16KkI5WFchPqRKmLMEBW1Xe2ns8TeePSs2c94HgFM4XCOttaiLoS7jcGdWem1VZnJPJQv23j4NQMpc3SQW+kR7W6FEoACLLCdcuu4JU0tH5dhDzuxtonp9w2vYDhDaUBZaZwOe/57kNf/PuZv5/Tlob6KfAQkckSOwAj0TlrBFvnSfQXLCVh5f4CnjMdWHJJ3+keRHIiAytTuFKtFk9oVcke/gI0EyvnHbpe8vfXj4cgZFvW8qmYeFoZmoMOMSQDoDZrKoij0Leluk3Hxo7OmVpextcZ2Ke4yw70MulfGCWxQKrkqdTa3GqlEUpRmRNAGYnt1vhmHzXbY5pjTcrG0S1kr5p1hqzPvkOzursQMkjDvxDoCkj1eLeukPzpoa7C7zWP/PnKZl6tEtX70P2PyzF3Q910EEY0YUMdpf9yyxW43xpBKg9lAM3CkRqAIkuauyOgOG5wjygDyQD9pQKAENAkTGBlbbpSYzKzoLjKjLVHaiKXO/0R+No6PHL9sMaaNsPszbjtGwFLIxOAwJNA0j1YAz/4dLr6qy/9rmX97c/EbUDUtyFmYiAp7DBPEPrUX6ARdhJCplSNVT6F7WIY4FBkaCKiFqqCt76Ae7jHkBr0uWsTRA8DQ+EIrd2z41DA+2F09vLr85x/xIm7AMU21zQgNtO0IlViO6K+cbv7MdnO8n15v+e0l3xzn4xa1xVVEVU0azUYIiYs2I7kBc25XQNIyZZw3pZhZTRnC6UO2jNi5P1xwVmvJNGI7llvEkJlSNXqLFqlhGAmD0o3Vztw9+qkdsea3YJHKHFpDa40kmaE217lApdwLz3HUk+lsv9itoazMpc+SPH8AXmvrcCB80DVTixmAXJkc2OfQ9sRqb5F1kGLvTvd+TgM9CrzCZu10XR9yAgCz08HgaLRk1f22/G7ZvszyZ10D9PKGKYlMEDBDb3nTqJ5xjBm7N/LyS7j6oqZXx/YIcYEe72Vln8eZB25bfQ8DBZ5WFB1+ay0YVhx+LvZxCBBo2dJIyMCkDVv6nc1AbX6yLud1vkzMA2xbhuFoLJttGXI7WozF57m9WatdTW9P86PUUpWZLbMzzmWnkpQ4DN8RDughYWQLAkj3IRnGApEoBGudMwcyIbfDs1vvwvq9IPv35LgAACAASURBVDMzsrVm5u+9x05J3YPPgZaZkZEKys08kxEwrlZ1qkVEi4rxWZzY8BwCGFhLWrP30xQb3EspAQeYImCi8Wmil0565yPuQwZ6KyLWz+99247hg7Wa2c1Td8emWKbnw6i/ZVhsswN/Hm0DM2afSNCJ5F0oNBiukOftyVfj7Au4+Lwtr5a4T+wTl0BaPy64sldLYPfh33sx+uOs87V8H4cYUf/tuF6gtQ1SAVqnxWGydwIMLLcdR9vhTrN3oG9peScxtQjfjBo8NssMxi742rLczxZzfUJOw6ioMwAo+unDNYWOVJFEKg/Elh1AVXthEDLhRvOedpdHLplJOlFKsUwHMpqkSo7d85UYmZmdlRaHcug1oZCZrTX5Eq1lSGGkSxZLxGIsi1klMyJqm2utMT6LXLPPH4B13RQWmYsU6IOey1r03MmHO0F0EoARvb+/R2n6BHoJlQcieODALivjGuPu1RoJgRTMGsLThlwy3ohliohhs4H/RahTlRcw0LKlzAGCuyd59dnlyf+p8y9tpsclL2BvgVegowMr0CPpOowd6ndF8l9IFV9HVK/HDR5+a52JwO7Vr6SQxgHdLlcgArICK9JRcOvDOHAby9sL5pjnzcjtOF/sUwG+4yYpDFl8pDZEStEpeAFBnU0WdZ4AwOCFMFvXUUohoqpTTNIEJ5kBruCHREVLMIOttdR8qKiiFCS8sBSLCCAlRdSI6ACOaLI5pQhBDg4ZPQTNYKSnEBERFhGHoOAz1tj9HAL4Wku1yCUVJJUEPWGUkyYUkyUIem9Bg2yNNz1NI4SAdaLDtfC9anmtFln1dsk2cWg0puX9KT6f2GyOz2W/AAwJE0wFBam8bMs0vPmPsXxhmD7P5ZsFAVOf9mKMdcR2QgoK61jqvA5TPUXvH+WvZdfRxHWPTe85OMB5ZWu9PhfW6gfRCAlNq9m+tKNx/KQNpyi3Yrkvu9zEjnUgMmfkJMANJKR9m3IcxxTVszgZNBmN1NIqACYz3alMKKHsMQtGREgEI2VWMuGlAQ5VEoKrl1AqIqvFyq3H9eGsUyB6ZrjWGhHXA18MYKpbPz1gjUgnu4aOCFpISepZSyB1ef4ADB76kSKiAunubkPIQJoN5kcyFwahOF0r1+lTl7F/SSxEHyPQ59kFeNjuCqxYyLUNVTGUo0W1tSwe8Cxxv7XPLdP9cftx8a7wUqCr3jPuvjw9fnV49L8ZLg3n4AJ/AjRpC32EeAyIglKHyUzd2cb1Ba65TwL2XbXxajt/N12tpyWfawBsCUnpoLuZoEQK0FKw0TIsfDlta5vjgm9FfbibMpGxCDCBBQZkYGpzsUFCZmdy79YMYSjWCzeEjCZICigzB/NOndEiycUQzNbzQG4D6VDQsltLBiUhRPdu1w6oXJdI0rIsy7JkZp+xJKWySLV3WQmKqEKQisyIABs9ONLduXaJ3GjgZ0ISiFQ1w2azKXbUeqOcb+hH9JLonCwjmZB6V9wBGgGwU/t/xwI+pQuXJNqBTadb3Ni6N/gEBsjiznw36x74DQ5/ystA3PNYcPFlPfyHw/nnsHwFpcFn2FVqUcijHpqZAIAMXtvqwIpgSYcCRP8ji0SIfrB0Ogqxh9DMFMl1jLcOC9W/UqkE6IIbRENC8AIEUGeE3bZNJfdRNbWHto6tUCLTAUa01jDtand9SfYTSwLSUKoByW7m9lmhZjBlSXV9WEFBYd1vVgGdNCAzG2TZ25JJKVtr0Xrh3EHTmnWnt7WGQzRLUkbJSKVAZbYWLVM0ZFWtNXK2sa1JshsN/OyI1jRsuGMYBpYNlgUsxhE+wIqJsAG+ARdIQHR7TqvlrD7QnUzJVrfzgKDrWbjs9I6ZkFCLu2Fb0faIAgwOeM7YfQkb8vhTznv1ybv17S9tzj87tN8Gj4JvVwYI13bIDXQBLIoNIK7G/KFnkAfXQHqaMfqjHWGuujoTIrx3VbB3GApai5mhayS7QQGoswEaBHjCdd28mMC8wfAiZMKTAUaYCnKDsFRmpimn/WzeWdoB0JyZIpGxloLkegqtHUPZihmyh9BsTVtjnXUGM2QosyWQgdaCLsBqXTJ7G4NLJCNbXhdXArgORBOmdCkARkRES6WZZUKsXZkD2V+vTD5bCvgHAOA4RDW/sytV7VqTfMf/T9YcbUAAmSmzTcJCPnxAKye/XNrp4GW5erD1109uXbIMidu+fQIw1KzNLFiTvXVJyFwwgUmEC70UUbFhzwb3GzCDCoBUdRskKVNKmmAN2eCBXNQsY2McaRu0zHmaxi8f2x5Xb+HhNDx6DftvCA9V7mV8zZLbnm3WAlvgBAtixvtis2U/KGigg0QKGXJfCUjQr6jXjhjRLPcRM9zNx4Ih4Q0lbSBCEFAGeEHNaJGpMlasTUcN0dVRb590OOD97NBJXY5SHwfun/s5Y1daKW0DsjHM6mZryy4lIDLQEhYoA91d6Z2ynYAyDUCIxoirzM6HISQSznR3F8YaPaTcD7IFMHMYS4uFSKOUjSzU0CprW3raSIQZApWgLFqeLFGj1WszOxqapP2dxquyVV1eRIyllMi5HNJROhSLHDIO2AHHV2f/9B/8vbevnmjzwq/8x/9ZOT2drG2/z1MOfwAa+DrIeegiIAHEd/nLI2Tg5379Ny/OHv74pz79iU/+xHByx8oHuAobNzhQ22Ni14ORsnAwye+wkxS9QXhVdMxe9LwmI0yrj7iCaT1fzKyTP+Xqehlk122JQoEZe/kHQgzHVX0SPH+oy8T82PjYeS5MXf88vZaniv3978pIszUUfRj6JbOnweY+OKjrpUyZpQpMMCcGwQSHiLZXJkgMqn1UIEn3rhqB66eYWI8Rrfteh8Y9dwPwig2ssQSCWIwGZiba3AenZ/T8ejcBehp8TdodGoMEIKlOXHUdI89Y4ws6TAxedaOY2accDkpTsienUss69puHIq0esE/CBBg7p8qKXkZTBJU2z7OsBSrKkkHAzHr9XO+CwHvRC6Au+//uv/1v/tn/8Ws7h45e+Et/6d/89M/+zA+AvuP7D2Bfd7bWMxroY7CwvPf21mwgYGFvfOMP/vu/+3cffPu1V158+d/+pX/vP/w7/xXsA5y7OwwE8lFbXiPOhZppzgSNXB/LapcKQAANFNigJsQ6IxN4GmTGYSeyJ50K4KDIJBzo5GmsagYnRqxtDCnO4rwZM6+mZf8QM0ruiMfiudDM7bBeQK+ryPyjiukPzZB/6NtO8HRwa0GuR4FctgFHgxUYwBDRtRPWsLQhkBld03Qd3nu5Dqml9Q8daGL79wJAs08NxbJMtT2sqEQxmRK5Tl02gwEwZAINynR3rfBQP2UAmCGvB1bhYPAryIxO0V5GKQCTMiIykKZMRvZSZ0rRGiLktl2rnZHZOd5FmkJL5JzZAFNapmVQ6ZlJQ4SWTLPRfSD4XtOHay3BapAfG37nc5/LFmV7fHTvpRdeeglm/pRE4fsl33cAL53y7T2FuH2LlPyuf1rE2dXji93Zg9954/jo9n/wt/+L5sPgH9ClCkDD8k0s3zA7PwzX6Ux39jQD1DMYvaxqTWgkMtidP11vqdXj7ODH2jHa38QOnXpSMs2MLhoBZoNVYqLtcHaFy+0Qx24OXCGvYEE3xCGK+h674I8C8HvzwO/5tq/2ITx+/RoEQQeVhl4rqgCC2Lr3GgrIUtnzn2YGrbNXeUDXupn7VLFMKftiCELGbdZXil+2uJh1ycTGBgPbISu3xq6AHiTs77xC4tCySUrW5wAf6udypbKCzNIMUjUrZGZmNGVmIFM1M2ixWiIUqFpnrl3KxLXd0LTkVWtNmZ3NT1mgApXNxmwoSxRq3G5O3Hq5azOu/nOXawCfffuN3F/dvX3nyVD+2i/+4t2XPoKI9xAdfb/k+w7g65u164BIdAX0/j6tWXz0Jz7xZ3/+5759q9x/9bUHZ/cv5t14584H6Unocdt/he1bhRNQ+pDatcBDQgbMDmkh9O57qNdUWjeh1VtdAFxjFf0dGE3FAHTj7/pQMAese4oZysasiGatxaOGObwGMtB2GRMYVjZgHmrr1WtICHaax/e/p4NyuFaFXWiGQ00geiziYD947zvqnoEhjQKjMXs5i61/qVuqaiGt+dL+977jLLkeE3pdRVHnu8P242X76Go/BeDJTY8eE0AG0amjISQFqF0H37qKNpoZHQyJ7LtFWI8JoEf7M8E12GYHwzt7wAxabYf++trmPt+wB5+jRbdNGqK1hiSZSosW2QxIt1KK13TD5mh7xzCua/udB2hn+QCwu//27WHcT7vh9u1f/OV/FwDg5bs9rQ9Ovu8AjlzQS4fVZzyv2yfLH7aJ+wMcZObDL/ziL/zumF+92A3bk5Pbt3bAB8VlIoDLm8vl71u8wxKZhTZCFfJD7ZSu29wFQRsmYKXbnZAA74Pk0fewnqIXh7IKrE3DAIXs1iKpRAajIRaoYmmxRGl30AYshphWa1KKWrvBcSjKfKo587tviWtAXUN4TQ71BMvTyisCGMejblMgGkD4CB+FQlaPOATV0yKEoKk7qtdHCsg17l3beyq61lpFQmiCx0cxPCHmxPmMtrYaWnZC9c5/cIgK9aq361uRSHqmaW3NWIssrtX/wcxuALqrQhoAeiAk9CwyASo9QhG1k2QSkNRS0fsOvSh7BTgjorWIFpCLZmWIhuLDdnOLKNdLBxy8EjzVxl//3d/hPCnyz/2Fv/Dix16RkLW6/2HAf+DyfQfwaHrqm10fskTJBRGIUCZJlLImLvPI0E7H8fWv/P6Db7720595ycsHySSWuJx3ry1X39rYY7NsMcALoq3pE3IluLo+OxvXC5MfLDkHD4UdayuPXd+ieydGN66nQE/M0AJAQ1TkjGiogZ1iD9uZNaIJWOCzjTArUEGNp3F7ad25xFMd+J0iexptXlUFV/X7Xvx3/QOAGg6nVTemR2BDGZzICrTVK2CqM5PIOop4yHavywW8z6FCxgBvdWj4ZBl2WfcV5xSONiVbv6I0mcEP+0Etr68Nva0jwx05rMUwPa6fhxtZ10U9zJb9UgEEp1STene39fkPET3+F9mz2YkW3Rw3yXq3YvflVwdcJTIyXVnKuN1uTtdyt74ChxzytRs8TdMXP/tZ1nrn1u1f+uW/LmAJbDYDOH9vu/N7l+87gImc52l3cbm7upovd/uLy93l1TRNw6P78zzv9/taaynl5OTk9u3bR0dHp5/8V49f3Fzef/iVz3/h43760x/7OBq2H9xlJq6W+qjO7243e+ZWWZQGVNgaReNafWFYoxaG1FoR2YFKx6qSiFU/dACvUaI14GZCeFcRSjIDCmRFzshEQ8xZd+ISow8YgAxoVi8oULOO3o7AvDaQge9ypK9OeMdoJqC1+OD/o+1Nmu3KrvPAb6219z7nNu89NJmJbMhkL9GWSdOqohxVEVK45AhHVHjgQY1rWjWoP+ORhx5V1FAKW5ZKMk2ZamhaFE2JEsU22WQikUg0D8Br7r3n7L2aGuxzAdBWYzlcdwQ84AYuzj3r7LW+9TUvlcTzA8Qden0QdjLtXShncVAzKXxQ1QiTRCIcYZ1tLcxYqjdelHEERBYo+ei13M9LHcE7kOppWt0Of69areCBJMjd3EHeg8eedxm9+z6ize4LdUaORM9u2BxH1nk/9V/GQSMA1HpY1taC3isRMSKOoLeZk1lYp+dQaOu9IRNZRL9uIDg7MyfmlNJQyvD8sr+MPPdXa223233w3run42p9+/bPff5z14Gx81vM//+OfP+vrYznDdjzG4nixQ9NMadaqFvOqNlk7fDs6eOnj8/j/qPdbndxcTFdXPnVIS72uNjHfl4ddmbW3AA35mvma6aIoBMah+3lYffF8eQa11eHn7z3H3/n7c//o+nWtivGCvAcDgyApgCbF1ZmBxieAYpQMrIiDFADHDFUB4mVq29dX/0npHNz4ODrjdG6NQP5LMKUOzNSYFhCd4a5bweDwLljWC0QXHu1JHBaSJDEADdIQgBz+AFhTAwUcoE8CVUCIwY7TPpsTjO2fAKZEc9ge9geBKpAEuZkmBfwlRlCOI6XvW/rXaB2ODf1Y5BMPeUEIbgTExBaPRUx9b68EVmKhAjDzU+Bnsz1kWkp/CbRlnBV0hMZ/55c3sf8GIUxniCYpwn7K8AjXANpgDsQEM7t0JK4e0eusAA8lMA8NFdULRhi/8mMSLi4wD3kOzRTYBQw43BABRKv1LDeHkQkIlpzd4jA3dxNCEd151Kv5ohASgxANZoFUaScO9eKY1nwuLJFuM8dI2ceIsKdzMz0edo49nzFjmIpmSQv5KkRBbhEpppsX8rJazdPPuMVJAj1Q94XLoL09OGzx/fuHs4fXT669/CDu6/lzbsPH/ziL3zhm7/xb+nkdLxxsjk7e/OtN1KbIIzMBnaQW2RiJig5AT32vCymEXAz+esJdH/bAn7pmfpS3Tog6CFV2qacWDKvnWx39ezhw8uHDy4fPbh48OH5/fuXT85vDSsw8ZDHcSyrlZPsw/dWDxeHTjiWcAqL8IiwcJt0yrVaYxPXuP+Dn3z11379z//dN2+enZ3dOnv94x+9/YmP4rXbWI8Tl4Ysa0pIGShLd8UgGEHg/xlrNQuAWq/vW71AzMfVgyVNxAI3JxfnhWTIsdAKuklaHwqdEQSwoRvLds7EAlMBHOCEACzMIqLb8/RHPZyoG3F4sAr3w9yPF7SbeyDgcLWgwHKwOf1Mv3g8c352RRwBBjEv39NS5yIpd4z0SN5Az0MBMyEqdIrmQyJZDfDEU533e46HRHuwelU1p1wkpoD2hQgzulw6FOBltujcxv7ZopOPI6CNGYmZ1ODYCG4lPLraHUokhgWSoF8RDzX1eUZKxkxL8/+8dTg+qX92ibOMLRFLQ25mHbySY+gpYMtDzykiWhdLdL3i8aiPQEyQxCzsHNpqi0MLdshOU2ZgtV2drYfBBWhtfvrsxw++9877791//533zu8/mi4vyWaru/3uQqOsX7n17o9/dPfuu8HSWNJqfXJ249Of/uTm5tnrn/j4W5/69OmNWxBGwBQpRV9Dg1MgrHkKkv8CGPobX39dAbvDzI407uVlc8hA1aPqYVXykEP3z+799O6j7/zog5/+9N6PfnR4dE67fanzKrBK5Zk5kshm3J9uhpONDAVAOdvy7gJVuWpWK+4UaFabmzefyQ/aTClUeDfjvbvK5x5+nvjRuuCVk/LWmzd+/jMf+fznTz/69h4nQA6EqQuIEiMgwHFzhePXCYI2e7K/+mGrHyY+UBQgzJpY4ijuvjzegWXQZEaXrwXLUqsCMAgMhszLfBt9B8UdLAYotLk26XpcDziBYBXCCc1xqH4IbkJq4S380PetL+7MgIcv6/PlbHuBS7kFi/UqZoYIoXcukagbc3l08pv0OZBj2W3TS5tkZujOdQ+FJANVhEfbk7fd/HgVTdj6k8zaIbyVAvgAuEeDCIdpALEQDJcPE8t6O7p6oEHGFEEwg+FE+K1BPnjQ9iesmRhGikEgBLfmgXmCJaQUL1fv8zLrqmTv+6flKi2wVn9cBAIwsyjS3+L958tFBGqL5xMGwN28JBxrDObWUBvQjpCTONbpNWumEz2Z3v3a9a8/vTs/uf/eB+99hx9eT1f7pFSQqM4aOpyV083w4erOp95++8E7P5w+fP/Vm7dMCsyp2p8+uEu5nLzy6puf+uSbn/jUa29+5PXX3zw5uwHvXT21cCLKWWBAw9/WOv6vP4FdpHsdILozGDOPZIBQbIro4dkPvvnN73z9j5+8f/fiu+8fri7jcNiA1yCZm6tV4jSuKYle768eP3mWOZ2stzfO1tuN3Nra1b7qHF45kPt36U4OIXf45HYx1ZzzNuZXzZ0bNPzC9VkcfvyTqz/5i8vf/frZq6/f+sVfeeVTb/PH3/IiMxiG3EJAllSW1TEtzN3Y1937Ov009BxpplyYhSWie49iwSfJnqM+DNROkAQIECCDMoiPVGFyxEK06gJaBMKj1dAaKajb4wQADgsoMJFfw3bO6jBz17C9h/f0ns5XEYIwHcfN/5x6FX08J8YideJwuIdQN2HU54yy/l7h7loN5iDqnl9ABOpVeONAtErX5z6HxzysBw1pcxPKWJ8VLtP1M9eGNbwV02oVgxvhxRI4TJfB/zlZC0D3YCVCDTigWAu9WYaPRvvuxAE4clgLxorRHJHg2i8eRKivl4gIFN2cLxxgcnRSDNA39b6wR497g3CHLu6weHH1AhHQI6WCKOiIgUcEiRtr/5YyGAexK4kD2UU77PbzxbPd9fwsHsznbZ08H554yEax4pzJZ9WaQ5Ac3Iz2V9ft/Dw9uygiE1hro1P/5EfuTLW16XD+o588uXtfVqvTW6/cvn37Yx9985W33rjx5htE7EgVKIz/BtrlX1fAL5PFIqKvvOZoicA63fvBD779h3/wzn/8o8MH90fH2cwnHg0M1VCNABIFk2orTGukwTEd1ObLaTfbOOS3TkgQgzSPWlsKl0widHW142FNhRBpN2GN2LfdpOanGzIvjpUxt+YX53J/X9P73/rGj175+U++8vf/7tnnf/7sM58KyS4p8CKKCMDROG5XD++nONfYkSlCUk5EDa5hmopQBMKCLBwUDRIUyWYjYpJMzOHduyVAy1xKEREKcMCpI7c+QRXaACAlOGAMokQMBQ6KvdFsHF3lYEG172j5uW9497EF4SjO/ZmXLPhMd/+I6MI3kPQ2EiKUxgxmWHM1RJjBfYH5mZ9TsQ7Sx3aHt6vWPCVCXq3kFcQ1WoWNkLVAww9ozq/d4f2enj4kN1Ac524nW2gwy2Y4FuftlIEIV+84M4XdZnxqRT+81F0FTgcgm3kkuBtlRIiqe8BjSY5YnC57AQNB4QQQ9chQt+7/2q+UdLUD8NwEpQM2HVkm70hdtwyLXsPUQbJrbolRaOA6xNM033f9wNql+dNJIK/ls7Wd8UTTMx0LhZaLnFa5lJxVq5Lk03Ea8tPD/vLe3ffu3z9t8yqlOh14u12fbU7een0lnPNSSG06HC4uLx8+Pgzl/g/Gm3fuvP3Zn3v7s39ne+uVgMwIYin//QrYj/PUc942gBhonp5d/Pkf/OEf/ZvffvAX331N8h0p88VFGJKIBKpqMzVmIyFoRri6hSaWAQiC6b5e7dpA45DLem2Fd7tLMl+XtF4NLeaUjLWtVsSD0KrEupDFwAOF5fCxGyy00Fa9VbrYPfnmo/Pv/NnZ1z7+9v/0Szf+wd/jj70xl836CAY4mBwcAB10/nCwHXuLYFMO4UB3AXZ46rgcdQ4twNZZWhnMFIzorKEGEoCic5sj4MFxvMsAWGWr4RZGi/AwKNyYCeaoRs2yC9BALtRYYuFuxsJyCQAJi1QQL6HOAQCq4OXsJSImSUmC2TgPbMlah2AyyOHo2NWLV6dD9ps7AQE2gEBChYQ4YMHjKTYJl09ttxMj4ewxYHdAWSEiXa0wXS+rMcDcUwc4j/1z359Tf2bWIH2uRsRI+pGT8eTx4XKPyMolh4k7GQ7qkkzcgwyR0PfDXWykR01UAMEU3fWECL1jDhAz6AV/y7qq6biNDyczi2BjMjczhL8A5CMwJKE560Wq92m+p3hIZb89tdU63Y6qYx2T56iNI1RNPXiCj1HR9tHmMfPpepZ02eqZ73E9bW+clO0msmxfvyO3b/F6JS3cJp8mNlsFSqtTPbTW9ieb+e69Z++8c+/Pv/Nzv/gPPva5z6VxbX9748u/+W/3zpmI3H2e5/b+d3//N3/nL77yVX/w5E6Lm0WyujVIzgCa9uh2V14cdqVA1bxVC0opcRJKLEL0aE8na5yWSCVWa/iMnLmUdDbytB/afktIdZ725WBEm816tbZ5T1rdtXmYqGYKx8ZzIZ+vrq7/7NkPHj4Yv/+dN//nL37kH34xeEtjXiR+DsCg1/uLe2m6Ig8X0caVFDIzc6EIM1oWm0HsC03DQZSIGNLTwDx6hRG59lMUtBB8bbl9dQJ1VXm/vSQi3MChNk9x0NT7NW/A3mLmfCytzmkgA8J9MfA5bptfbIM6xWjph4nA3HcgACDCZu4KVYS2Zr3MUzryMSPMghmUEqBd7h/dxB4IB7VwN2YHHywmJmIWhMNx8cGHa2GdqsxRuvwokYiQ2c8qGY9csRahliiZa5/nTafT8fTtrTz+8PryynhkUsiQZk5VYjQ2I5AFOMgZoFhkTv26ByH6Fe/8raPOjYkiOp/AAZD18u47XnPvw7ArkdnyFhxBQPeQJ+v5qe/v+nQ3+Mm4bSc3ytm2rNvVARpFfMgeGcTY6TxZPTHWprHK21vb9Y3trpTLZ5cPrp+8njMRa8mxHoeTE75xe1bsPnz8cDdltZX6GWGdZAg97K+ur6/1MK/Xa3+2e/b+oz/7yb1n79//5C/9DzfeevO/fwE/J4vN8/zkyZP/91/8i7vf/j6fX7+GMU+q007WK065q6VbaxQYJBERBVPAVXPKK8mFxSKUQsMtaPusRvV9G3QLylRyYSYzm7WtbN6Q31mNJ5Lm2aaD+lbmNVCSmJIRN7WpRmtuSPskg+WSgny6fvLkP12d/+T9x1/708/8n//HJo9dzsICNI/D1cXFg02tQUEkpqjQ4HnIiYawznDvSO9R0EAI8071N0RYaB+1wJQiRYAXWzmH2xIM3ZQSMYVFwJVYAHY391qnGVMVTeQBb2a1URWCHFkCnUZCbEQIP26mXm6jA2WQY+FFRJAZLMzMWk1JzMzMIyoRMUOGAdYo52XzVKvZQvAIBSUBwUxZu1JKJFDbfohrYFdWwNowtaAZGQ7Oq012BTl8seDT8MJ9zn8+dPamDaE9/oLD+gwBmyE5Pnbrle89vD4/wLVZQzFqxadEompuRBBxSeTescHFX2yZfjsvZqGjHHnR7gTxhbUNOaomO451fJHaMkr0fTaBeiLS0x/t5sfwB+Pq+sYNvnO6Oclgs3abPBW95AAAIABJREFUqLmxTWLNM5cclinJ6uQaE2zm6XI+3Hvv7mNVG7enNzeHdx+f3L6tqzzcvLW9/Rok0zwXjkmMjL3t6mFS8m1JG8KNVd7P2q6epnFz4+z08Xv3v3Xx5ae7qy/86i/ffvPT/y0F/JxW8tJvufdsRqiYV5gP73371//5P4//8P3XiRFs7RoBIsZcGTTPDcAQWDTQx4u3jpzhRUAUoa21yszrUq79quigV5PXks+2bVw/SVxWoxRMVV2na5t1TI8eXz3h3XTnxpmwqRfhFKXtg2W1aut2gA5XNYIcHDXXekJk7eLB43dx74OP/dNfuvm//qNZPqKKkeWwv/f04p1buF6vR5vMDk/KyQbDiRrN5GQzceJIZOxGREEiSNIDpskCbuJKrhFGcM6fghCsIRooQO5RmYngMPclBj4QE7RRa7wrw24b7sQT+BLtit2yDewzpQSOiBYAp+dmtc9tIHwR74S35pxs+XFnIDH3Q7lsBm8t3Md16l+BJKnTnBicCpBQW6vHgtBqQHKG52S0IEiVoRhRMW4wfgJQtFnrhToCuFkvcXVArVU1sTAYcxQZ4Ar3WDKGcXTllE4ug7ckBCNECIXurj6Bw9sJ713Bb7+y58esFQayVSN1Z5BbRSuRC6XExtCyHJq0eAoyBzNz87rgzwoiWAxuYRY8tESAAg0pkFKKCHVD2xofLFsuSMH8bNB71B41/3A9esqx2m5Ot5HGg+a9YbY5C0dk9kTNg1bDerNeX7nh8nEln3nzaD//9HxP6+2d23dSKsNrN13Irdhl3U0fMnOYmtl2rgKBxxzxuLXa2s0xb4fVrWkyano4R+zeGMfNnPwP/sPd9z4o//v/dfKRGxPB0DboEYocL4aCv6KA/8uXhQuxO5y0AD/+zre/9C//5aN33n2DBRHhJkSDpKEkIQ61kGRmbuZhAmIWWrzxqc5zqzXlLCKZxd11riBqc+2Ld68tlWHIQ0lF01lahVre7RVlinRoFJZYB9XWHHOhKAIUOzx7dqn7U5R+BGbjLMk5e7Abzu//6PG/+uCNh/c//av/2/jWp0HzxdPz6eFFva0j9aY5KBEozLQdvJQCgMLRH129OyVQdF+pbkN1lC1BEE/hHG6hxgtfqu+ZKgB+IbkjFmEH5uo1rCn7TDTBmocvgVkvAc0Ryzvdlz75xVdCJAJXDk6xLHuZRcLhykLgYV1ErdZaIyVIKhwTM2CGoA5DgmyhNBVg2GIWmEGbGxDKw9rsimuq2vbTlIVXksZcolZrB4mGCOYAqXfPWmu9o+2I8c/sf1ioe9UvWl4WcqSg4M0a+Rqtzm5oDk5oc6MUnQXVP55ZAM4Me+m+5a6t5kUn3I8JiwhXC18gxYZwkEKCFDJXTGqzI+Xrvg/1a+yfhT5q8Xig6+3ZeBNObIwQM/IheRTOzHbZNewOBDmYKFFBmk63Ghqr8fbq5udefX3cnm1Xp/VQMzXvNnh1nua579Ngzq265ERM0V36rU4+Gd8ackBqrdUbGsjS/vHje7VefOk3v/CPf3n7sY8A0kC5z+rWSP6WBezuQdbcCsvFw3tf/de/+b3f/9qbaeS+cm0qoJxolI5S+SBJA0YWED568MKUQ6ypuXNEKkVkyfnbrsbaWnPz1ux6l1hYOMz4dE3ibhoxbdZnN065lMFI6hpJVmg+T9fKzm5tUDltuAAbGMySMomDm0PNecT+w/vv//a/ffLe08/8k3/2+v/4sdvrPDTbqWbXJAzyTJFSpAii7jOqZL2fdSImV5DQki5KCJAf+1oK96ccyaq5I1MBeqZI6jZTCIN5bwyWvKRJvVWohU9EM7zvicwdwtF/GwQYlszgzmTura97/0kEUjpZhAS9G3Yhd3JGm5EFOUlI1kPihOEkyQrtAk3dHKDUAwLFwKCyQl6hmim9YA8MqUKHRCw8IK1yoTTgMNMUTo1cWSRl6fM/ADPI8qSi4whw3N6wdCoF/OjnyAxANM7WsoZdHQ4QKCACVeduoE0AQg1BMI+uB8aRCEgEImcGM0O6oxXUYQqNLrIHGgtIIO7RzCe3CWiMoSLXkAo8S3Ge8WydD6cDthTBDCnExBGoNWaHWWyyk4CJjBDMyhHkxrndPEtCPI5CKWala9OLi5h11w5uBnO4MVEiEmYBeT2QiHM2B1uzsCZcleoqjWVYDULV2CzAOEzzNN372u+eDPrZ9T9Jr77hQA0U6jq2v/z1lxTwIssSAChMPl/+/m/8q2/9zpffwHB7hs0zebA5I5glqMLDmwq8EFEZ+nTiWrt/Z0p5FOacJKVulZ9Fcs6pDNdm6D5FhylY3L2G67NtyG6vV7PHq/n09qunt9bjaINKPjlbi0+XTz7YPX1SL3doMQ6FbhbxlD2xZWoSjagFUyDk9Vfv7Lz++E+//uGDe5979+/cfuPRKzeyyABKGqhWUadNKlk4C2lYOBtAoQ5wQELInWhA1/e7LQmdC0NDwU6uZBGkANyRKMHrUmquYe4RUIuqqEFmZAeKxdeur2TDu5V6ZzEhHNSNomVZ+0AtIsKWM0dsXpBlJ0jfGktioM2YKjhBMofur+pKr4kIBWbhZiJpKTPJGARphLMd5jarDMLJwglMks+4SNT9qhANBfOEwzUycqLwBbXrtBgw+Bi0233TjzfQkfAVgB97CvLu0autnQzlJNn5rDEw2IEc7to6OMzoSuQIZrC8KGA876IZRF3axhFhHqZhC/WGW/XVkIMwt3aoUEEUTimPk/oO8VT46VCuNmU6ybZNGFyuUyYuxik8qArUc/PQUGFUkZ6vpNK8kVGbJqQytHk/zbbb7fVgyThL3m6k0/RSkLgziKEUGFXRLLxZBEwzw0t28OXlnjbrMads5taK2DaVEpyePvzx731ZNuvP/9N/VnOpHuVnnYv/5gLuNXw4HDarUaDf+8YffeM3fovvP3zj1huy3x/UpbfGFlarqTOc3cM55VxKokC1SdXFgiOyIyWRlEWkmaqagCWTToeos4ATxBwyVfaI1sQxx67ZHkw3N6ucszzVfX364UWeX8F6FJ3PrDGw4uRltZ6DCyVY4olscmOKITHLZvMqtnF2Rp97yy8eP/ngK7/15KMXm4/uzzanGVm9ufFUm6RAFg6mnPvt5t45S13gH6R1OVGh4UrdoIMZIWCIE4Uzz+EKr2FCOvTem90RQRo+qc2VD4XM4bPrQTpnA0QRvmhkCX2b3EN8jyq7fufG4uPTcekJJN14howpGE497Aem5AasSFIqRJzNTNQYJCkjlSW10BwmRA5vXl3aolk2Sgkpp1cRjdyoZBSKZ7urg57eXgOgeYYDHqaLQplo8d9ZXvQS3VGPGsYuoXdCWETAsUl4dY0HE2YXNQ4TszCECAWzUI/HWNqX55fhpUM4aDEPIaL+DFnwKls4qe7kU8CAgUGa5r3hwy3vKV3w+rBd+2aFDSSFUwyJs5ugxeSolNe8hiS62nNi7NjgYY65qoWBZNjJzqb9NKlBJDPYPcwjexFQAglcHOzaQz6KNge5IzQkgqRvylm97WOHlMjcW1MWT5k4n4727N3L7//7r6xu3fnML/+KJNLaEv/l/fNfXsD9BOZEgD/54P1//2u/tv/xTz+9PqXLq1UqXkmECexWoR5UwZxBTRU9SwROquw2EEkayDxUEQER6RtWbTFF4yCzxAkIIcGh+lRZfTAE1RVzc5O2H/Iw2f487HyTLlaXm/Vqs8onq81qvLFapXEcKlVAQsmT0xCZJKchD8PZ+u0dX9JqOhV6u8jlxe7J5ePpg51Jpio+kqQS0GaUyS0o587Hi75MkiOfEjZ3ZSxcETXciXts0haJ0AducvLK0cibGzh4cd4gAUHA5PBZKALaQs0DLNLTyDqkQN6JxbaMw0SuyoiOURERCy0mz32/5HxcUyHYg9zCUyrhgFVKUjY3sFrL9bXtryUl5AJOMIK1qEY2cQkYZQWcfGdNgM2Q0paG07h60vY6qGG23eSyHnDjDp4+gIc3x3Mdi0YcaU/LUjVemucjAOL+Z8FdYw8DE1YSd05XP3522FfMQuFqoYmpo/j9mjAzcY/gFhyNL/ASucjhRM7MYIrgfuEClgnVrAHVUYBVXfkz0sd7/mkakLa02fJqLWtmdriSz7NTEIzc4eGEFuo6m2Jo7m2u3VK+VkRYknHjorPKrAJOFETugXCtFxMTGaI4BWIkySyJiNoMYrCAmIjEI5pWjxvjYFObMRUWRNfCmSH82m6Nmyc/vfvdL//uK2++fuvTn0aRheH7X1PAzwWZYx4F7atf/tIP//gbdzzOLKK2Bi4sTBxmFHA3AacIIFIQmrWqIGdQ13HBg8PV3LRBhKT7rlFozyGQUHUDc/IabsFErR4qmY0F7hQ65pXZcGjTCSW9rq3gsA4tthvr9mQ1bnjcrIKIwANL2qScMyeiJLvLp9ttpF2dL57M82EcxtfT6/ur4XD/GW+VbxU5SwQON0eAudsFd94HCxGliOCwBWTuLbRXDw1zDlARGMPVXTkESOQESCc2exAHL6RLI7RgLUy5N8nh6DkhAUeAu3nWwi3omWq0KBk6SbMPw8Jwb7rYuJEMnBLySMzJ3fcPIRHard08e0XjNk8LSKaOmJdTLKANyWccGqaChjDQSvJ4hnICbvP1E52vvdphqlK2ZzffAk7RHsOyaRVizhkR0Q2W2QCEd2riS3cSCS3Vu4BY5O4BYYi1W+vNig5tblVynTVlhIDc1Tw5pQyRBS+nFzLDhQS9iI2ATnzpptbPO21mUo25++ZNqV7I8CGfnG/fuLyVk5RShiwRVqM21dnceOQhOxfVpG4ArGmb5pKyu3tVc2NOPCMaUokd9m2uEigkUhuChZmZUwQHJFwskgdgzIkY2RtxCVoCADhaGMw0uEQLYg7pJ4aQJFc7THUtqxPYxfe++53f+90v3jodbr0Swn9VG/2Xn8AAKvTD99/9vS/9O7+4vrM+0fOr126/9uj6cgUOc1e1poxgBjzcNfGgpmYtEUtmInI1szZI4m7GEeFqAASSkuzrIedu6uuSmCPgnvMQg1+rU0I0RFgHkKZZbw6DIa3LSmS8vLh4dn7YnW42J2uRzKBVTtvVarMea641WjW9QQVPDhvdZaE6yH72PJdbfOuD4YnDaOXYZjdXcuVQQVjt/xwJS3AAKTOcCbUzjhHqofDW/xsSRJHMPKxn7WbyDEqg6/BwNXMqBBihNa2t0AjeE4QMCAZlcE8k+xmu87FpFGY9SouOm+AIuKfhBoAIMrMwETBI3IBM6g3Cab2CkauxNyoilSOiHQ6mkTLnMVGS5IYGu3Y5TGARhgwbrM6QV7j4sNWLk5un2K5XT/fY3sHmzvm989vWl7DMnDCuoUZ6AFH8Vb5tLF0tt+RGBJ6Pya5YJZaAVbRsCkiCWcBwZEEfL8VLXMCXuuhY0PouZqAFne6vZjyx1UwUya7YP7Dh8XiznrzuG2892lsjSwYbEoUNcoMiTbO1/a5qywmCICPaV6JIagxOSbTCpiiVpk1rbcpBhcEaiTizRJBnBbGwZKJElNzFLAVn7kZAcLL+f+iPmv3VPAjTkNxs1tbc3Wl2qykfHj25+eodub76s699dfvJj33hf/lVA/9VaHMCuhkFNwUnqJsINBph/zv/z/+N77//tm1jgpycXM+7tXk2N7MwEwSDu+sMBctoaMbdS7UTY8UJCDJaqDORFhNQjzaPAZ/mTATh0EMgSkol6bOpZQ3aHXIuAXv09HEEnQI7nTbDmFRlutzMVZr5fL27mM4ygagxXwvXnMechmHYSpra1cyxY6xL3lQ5kYCHOb3y7BP7TW0HQ4GMjEwtIpogHjGzcM6UiRIBYexOTA4GmYNCurzdHOZcCHpgbwiN5kQCznBBtbCUaAUy1x0jENIqJX3qNidawQ2YMOyRIDMOO6xOuoZJaRBmNwqR1ijCggEyCqW8PsG4QQQxo1VzVTf3tqERibk1gFgBMPYThhWn4lNLJyd68sr+/sNNbaVpPK04qbg1zG6lDpFabLs+UQDF4SHsfHr44GQjMU/z3sfVBllweX8zPUZvVQRYCwYgWqWaWdoOKYGZYR4WYVisCEKhvuBws8FAyNTMmW+Li15+7ATfeoAdD0TzavJ5ESeSE7UKN+QiIhQandLc3EyPqzORhbcRHN19A4unbubWBE3zOA0nd/3sPby+T3eGTWuNktgUaJCMprNbPRkGx7zbPWlzLYQhZW3e3MJBLk4gXjOBDCNHzs52yPvkmt33r91eb8fx+vxK963IiJIAQJ0DwpJSoUBTI08pCamNhYzs4HMrScNXUCPemyYWzikT1A5bQmplknR5dTVuT24/nn/wr7/y0Y9/dvzEJ5IfybYdsIAGseJoDbk884CAqZkIffUPv/IX3/wTHA5jGkmbEEPbOIjvpkxAIjOYNjMXEBG1+UiujzC3WAILjvukn5VGAOgmooTFvG3J9PMQkDEThXe5rgb5gleY2WyzxKKscMCbRkoUoe5hcDOrNO0PRDQOQXAl8jp7TWPfxJmG+GzzVCqteVVSlmR5P7fLVQK6wOBI6unkFqdGToIgXtyBASGGt0bczYB6n4xoza2KyGIXFx4LITkiQKxRa9UdfKIuOxGoIiUgGGBihgeE+n0svU0mBlM4QBUKN1e7ChpLuZGGWzrNU73m+Sp0SiUFIUFaazFfkxQFVpzS2bAas4TCQgGp4F31AHFK7DCHWfUI7MlbDdsOXXmIBLLa5OISTTn6J/IIhxpqjdpC4WJlZHRVARGlzmI8pskEoIYgN4eDPFoLpA4J0CCcFxSb1I+NNrpCxN2h7Tj5xgIU9eM8PMK9tS73PaIGC3+OdwNaBWnIhW+u080YNjKGWRLq31cQ3D00XKlR1HnXWgPAXQvpfcdMS+4pEEBaQu483EoegkrvJckhIjxI4XQ1XyfQKpVVGQZO3TCAE48YVnkAK0e0pqQhQINTP1M9LIwCRkACEyWEhEsiwKbD7undd7/1ta/9yic+6ngJySIwuC8cE8BH69KOOiBgbW5f+9KXP/zxj35uGLdS/GIvLNEmbxLaWCQRL/RZN2LOJAB3ObKpqisHmEhEmPklOQTTMRUOftS7M9AV80094B4iiTI7y2zmbjAgQgLedLKWQB26gLuH10kjgkFJCJLApEQUIWBm9lCbIxr7MGQhVxuyUEg8diOPVUlrqSeH2XfFSn+QPdfQHx1DKxEFBUcIA6SSAsGqyuRHyYGHu6q7RrggiCRRIgbQYNVsJm37ab5EmwQQhhO49CBgP8I/3OFdYg5VKfmoTgrqyQOuESbZQUHjFsPtNLS0Z9gBAw4msGARSeRKKQ85CSjh8jxBURiUkzcz2HVAgXQ4LnsiJeL1iJKsVdQZTSGckkA95gPMSxcqmAMRtZGH10YOIWDIMc2mkRIt9jrm7mALM5CBofAeO4gwKLwQBFintE6VLYy8nyMRCKfgTksNMyPqwkmLCHU6emI50QKMur0AqJmDyPeMVLF6yifncvtq/Zpv1pCwiiRECZ2DYuIaMIlKcz2QcOEE5urB/ThhLpTUTN2JSEAS6Oql1qqQwbzu5v0c3lw4EUeykIi1yK3VOrPs56k5KCc6GEPghtpSUwlkDtXAKhbX2whXR48DYMK0B8zIwx25TTp/6w++8qlf/IWPfPbvz6ZJEhYhCQs8EJ3/AgBJyN2ZIkn6wU9/+INvfKNUPd0MNLdoNSDc9HC4GnNBmBFFhJCzIDGlxHm17rXqTVWU8Rwt7LrN7qV91DRFJJB1Sq959KcueVPzlFLmUgZljtpCQt0BhJqaw8OA7sff32Uwd2cQCXkmykIAPFqtzMzh4RYmFNyEwpQjcUjRYTKrJfKaIjsNhpDo2d7HOKxOiTJrXRMPAoUvYAJTYiAQ1gjubn1SZRZrMwgsmaLLWb3O1Cq7HgjGjEzg7l1rCWUATWFGBjCZARzM1gxDokUjsUC9DrAk9xC18P3T3AxE4AYqgK/OXsVUYQT24zik+4ungjlnISlgpmGUqUXzFIidB4FzBINzwnqNkldVcD1HAMlpFDDIFK2r5RdPylgiZki6sNFdFaZI3U7AunQPHXM+OroQMZM58xLbwmHbVE4SpJryErzQkSo3Ij6K9QPM3cEZXaa9HMnHX3VQsJ+T3QJ+ArZXcvqkvHa+ujOvb1Ih9hYE8vDmzjCoO7XF+orMc0oplyDANEBCnCSLukSI9hRmokC4OdznPYmQhsLnVoVozALEyWZLzdZ5WOdBQI0bhIfNOkbJKenFlbVKJEWokCCqugPEQtILgeAeYc5mDDvsJrIqq5Obw8ndu+/90W/+mzd+/u+CUW3Okm2Z+pk8UhecmUUSCteUAPif/8k3n/z03kfyyXRxvWtWIuZ5XgMZLCLRx+CI7vmVOg4nQv17Ex5k6BxUa2oBwBZ8iLqqyaIrkwgRYWa0BJy4mQWzdysQW1pZYX7OtcbyNFYhSiyJOJekoXB3dev6BoAC3pS5cy7cG8di9uw1xTgIRHRns7e2stU6yuulL2q6Y85LAgIPKKL3XUFdX8ghiIgUcIR6eMDImUiI4XAKbfWaBTDTibQOHGO4lsRZEgFQrQ3NLSOQ3AyJA4lSjxFnSdG8NVpkeliSWOAQtGlNyRUXc30sIgMN7Am2OdTLaJYdGQxnCFDy0AQVHO5tDg0okwaHQDLk0Lep6oi5ld0es9T9vpD0r8imJiKECHNrC9opGT1i7Mio4K58Zj52LxYAKDGpd1eg3tj1bRCHcc7RGhs2LGsGm4M5JDr18KhP6AIjPF8yPy9dPxbtC1h2YaMuj1068Ooi3b4Y3pg2N+soCM8hBULSzKDmzU2BSAR2hDiyU3JUN29KZpKEKWhuZJZ777700tGpdiNzSM6SMktOshoHtzauTkwaU1KIAi6ljGV9cpJv3Bg51WfPDueP9fIyvEqRnNFqI5JEnFgEruHuzT0KJSfa11oI0zytN9tTt3e+/vXvf+tPP/eFL5jIHFooWYBBCErHixLPRTj1cPXNP/7aEKUgTde7UymljLa/ZpGTkxuKUFI0JQKJcEokwqAaxt3lBMEilBNFNDd2et6UPp+B3R1Dkd5Odz0YwlVDo5/hze3gbh5EIpKZOFoFUxBZeJhHDyCS5Bph5moR3sRDaVmzsPVDPzEAHKYmxEQxza2ajokcPD9Fu+f8Kt+4sfahf0KYGRGDltn+CB2gs4gDCvNYFid9J+x9Fwj1CEoCc5/r3l3Zw6bsbRAa50mHRB4hPZWzR/6YQggIN+cQ5ITMEJIkNk/He5QAhlqrQAJmKsOIEtaqu0IdukZk6FyI0cw9rCkdIq1GFichQLibJJvDIsypKcpRb0Uwg08zg2hylAygO79FsZyFEksfawndLqQ7fjGo80ZTCurmAO7UFVSdIkZE4bAABO7eLBwhGa2hYaTYCItFCOlCLH1xYruzu9sRpH9x9hL3XbEc84mWP3UzRQRu7scbV/nWPp82EjODqQQHiUtrEU2jaRiIwRDVxmCnVjWaqZkHjuZs+31iTkFupqotevw7D8QCiJTERRiZKSduAQpJWUzkOrGI0FiGYczDisd1zpndotW9zjZpjHkY8/78gjzCnLAY2NcINwuSEPRzMaZm19e3Xn/1vNrv/9Zvf+4XfkFyjlZREnetESEFYOYlMbqNVMRP3vnhd7797Zt5TcqErE4K5jS4h6Qya2XJfQQnIkoppywiipZzJiLtjA6hsHCm9Nwe4fkTM6ILRIKPPXZX1jAZgTwM1jzM3JlTShQwN+4YJ8Goz4voGep7m/t3n6jHzvbDgMjDTPsnDA4NZeac82xhh7mWYF5ppPa4pnt13Kp8VDoW4x7RH2yLTZwRHaND4eEaPTYxCBThRj0X0Nyd3UI4PNi1e6zBatNqxcENalA1AVYjpBCCOqlLItQiahPJaAoHUpKEbkaDCCTuFI+EMdEEM9QgZTL35rBrTr5KDBL4DA+imCsoTZwJIa7GzmyBLkFwmEIcLUAJIsQRbAAoB6AODiaKngNDAAelJSuqTw7Ng5Y9USxmedaxq6M5QWuoOI7EANxtQZsCbAZvGAqNzGSqGqwoR3daRDBT99kneK/k6HHgtDQlx7+5jGPuy3EdgbPzdLOV7URocwu1IiFi6tS81tbUPUIQLOTkrdXw7BEOq6YBYmGoW1hutQzjKmdiOUSQuhEocYreTrt04J3CzNRatpTWI2/GKAkpjalkEjh0VyfR2M3wyJIgEhEKS10o3rR5/zCAB0XngZNI2e2noDRd7dLp6fZk871v/sk73/jmp//hF8e05LWEg/oe2CwgMDNhgtv7d+8+eHj/ZF5Ptd2QPB0msnZzNVhth9lqQERK7opfSEoyDEMu4GkcRyKq09xhvQAhMRkvPk7Pux2ncNrXuZ+UtgTgsXXrjmP7KiIsklIKgzcloQg/zrtEoPAwVU5ddN8z/xaIjAJNW60V4GFAf6xQkhGkJNO0L03LwNVoelr9w2ve1JtvnOH/4+vNeiXLsvOwb6219zkRcYfMrLGrutjddFO0u0WAMiEQ8osHEJAAwgNswBD0G/S7/OQnGwYsGLCtB0mkJBikaFCWmlOb3TVk5XzvjYhz9l5rfX7YJ25l24LvQ6IyK/NG3BN7WGt9k6Ru3e/g9hogMvjRmwgptwaMoaqjuMz0TF4SfqS1HCwDNYjCyWh99f607gXhS+uB/TTcdgLRYTsBorkvmKynI4B5n7JXeDKQDsuk1Fqq7K5RXyJbHhE5FzXmWTWw67h3lMJzygSZbZIYew86+XKWHmUjaQI7MWMKwEG4MXSnp/REB68oYjabVUV0jz6SzItuUYskeqLIxTZwzD8z6BjNCxPukBXFggEEVKnURJgpSQYYMEodzOdAD0x26fQNo4u5FM+PId2jXhBAyBQUbuOVoezFcM863NsVbPLoa4tJdbqiMtbk2tfuSVKp1aZi1FzXhHOQ98kQLQPdYKRCZi0llTNQAAAgAElEQVTXu71cqgMvorUakaE51mDqlnjIEJRpd1We3PTJrJSpzmWNeDjvaXFq7f44ee6tFqvRl2U5FZkyw8Mzwqo9JkqqlFqtSdy9fXu4feY9Hl68gXtO85/883/xGz/9qT25OfV1rnsxIFGk+6EUJNXkPs43Jn/6z//lZ6veSDXp9319VtQEvrYiOKsry2hNRXUV5O2zJz/+8ZPPPnv75V+uy7qb9tdSzw/nWF16Ht++K4d7PwXq1Ndmpn1ZSymmelaqaDRXlGV1KvY3z1ZpLmGE9n5QhZgrY9bYW/Vq5EE1uy/LYqZWSmfX8KLWL57+IoqIFBk+zsjsax9XgxY7Z8x2KpZY3dd3Mq2Qvrytd99ezb/4cv74Bk8qtddMbfCYcprFUCeFaHjPCBGoKKBhQRJaEKqSKZuhk1dhAxxr1qWrr9ybX/GFCJFZD9UiImmLoxpqzb7o1b7usIRnkVjpJ9QT5Rl03skePC/nHmZRpOXbB3t21VrPmrtJUSdxg2dminZvnQINlEa1ikg+BA461QMifGl9SXHskpin9dwyAaeZz7PJYRP9iy8oRAEY7q6l6L4yE1w1AKYEDoTE6J6lswObe+dQ+kmiZOhB2UMAUUNopo9gHa7LQsAwVwp6g4pNc18WRylSJxOxCz6UQEqFEkwdpZogAJoiW06KBBagC0zm6271ns9OZ9XlneeTafro6gOTeV3MUxZ5cARERS27LNFIclVqAKKCGWQ2nlcDpgGAAojURKVMUKNIypGY5rov1VQQTMd6dsMub856+HC6fXZ986GI9Pu3RU4ffnR7+vqXXM66nr1HFdTpwChVdmznYdxkYpLaMhcRFzN0rJzEPrr66KEHIXJesrcffXr7x//rP/q7/+1/s3/ywVSrEZGERbFSHrlARfR4uvvqq69674PoAgCSFB1TvovVWua47yDGsL7a+Syrl4Ql1NIUZT/X67q72h2fn1jUIBrmIIuy6HpuCaoqpQIqRTDNerie96HTJIC0djreZ2YtpWVfWzMr4b7Nh0e7FD282RiebyJ3RMQIjYWpAMVMIZ6xeM81LQM7FLJAQInIXDMevN/hfIzyJLM7ZJmKmVrQQ6D9rDlpUTBURoauJP14vyo2YrCCjE15sySlQTpCMlyi0899WSItlbDNlAlwaLqY607gYSa7Wm0q1RxTR6k5LPJUy1TNQmpFKQDY3RKS8GXVNVQknRFRRcw42kjvOcyoFILTGaZQLfNcLNASq+Pc9tczLsUogE2cuIXeE+7JjBjgUBEj3AWJAZAPkHwUK7pRprgZPYLBHD5hQ99PglTRwUIoqs5gApdQ0swUQxUgmM1D3QxaMO2giuM9dBssakpGbAlJ3SdHijCMomqNpbXS3PwHZJd0EYkmPY9rS4oExN2DQAeh0zTVWmHalzauPhk8hq3ColnJzN57EMF8BFB2ddrv9rt5VqItqyeLqJnZNHzIEtnVai1qIauvy3LyZc11LZmlFhUzMzICgtH7ioopL0RUd6eQOhSkMFETpcjD3f2S+Yf/5J/+3t//Ueem5SC2Xg+IhErR8uU3z//6r36eHmkpJCSDGPhcUh1S4WqUCmpki9ObF9+u67u//nI+7DJT5h5mnijTLHWeynyeKlf1yC6cagmlqnYDQwMKURd0FNbJd7MW23/vh7e317v99OUvfv7q6y8T1GW9KXsGmicyTW3aFZHNVgbpnmFk1ULSw1N1KoXKwbsopbAj29o8jBmJWViBQmRqUnAv+RrH19g9RdlHyOrYmWpjc/qVpkhcwFiKMDPdm4qOofpwb8pBciDEBc7e4BGtI05pp1wX5ZQGTEBRGeKZMU2tQmTDJLYr6AEFdhPUzvf9IKtME0S2iKPekUmlaTFoW1uGm6lQ6Y4qagVF1BnNo0MEYpSR1iWqqgIb3QEvXcHAgdM9e5i7mKWHCKQWFTUBqGhBdxl8pxxEO4FhmNuXoeTLbVsjuTX/uFhIJLZAFAEiS50y1uiwQd5JJQWOFqJFZrVaqtZw+rlHJpQTILJZfY/JcQhEn9JXbwEnGFaOond2uDeVKCKT2qyKyGiLrz1NXHe5kTR1E7xyiBa/E/rIFqGWJGdTZfa+DnKrmZRiMGUth6nu5yk9XCgZsI19E71lP3qrKVaih/f747t+XmJtuaxQmVRFRbdSUWTQEFU5JItJYgNNM+kCiKipkBI81IOX6Q//93/8n/yX/7XuDwEUAYjCca2KEFTI29dv3r54dSg1ogkzkynSkSWgRhA1eylGg5pUCLrn/dt2f29PngSlFdU6oRTpbW0tBVSTUoO+u7754IMPHh4eHh4evBSNJDQELWQFx/hvKjWm3eHmyc0Xn324m2Oa8/hwfvFiTpZSSp16WyUJBqOHOyMGsQaKwDaLtFRVzXBJapUqwgt7JAXns0fJSThxaCLNjuS9PbzCzfcE1xlKF6+leIaLRzo6owgkzYRFSTrhfhmtc4Bh2xxlWSgNbFg7m3vpuNL5sJu6P2wuTxQ1U0sRUoBkLFChWPRIGAwFGvN0iSbL5MWOLZNmo/vDBIkgNo4nOOokrSg0Uhib66qDgpQMoSI1NpFAPzZVjDSToa/wIOAmCKAMUccwSPJYFt+VC11v481tCfePVGgFNidAQREiIUPZ4YkYuefK9HSmoycAI0qM4kXAiU56pPVuAAyl2jxZf2i8oEcbEwsg0e81AqGAFnHIErszb9dq5WWRUmg9oL0AVsqU0HP2zDCrYltyRylFRDzWx927jcREMnMqtrmvJAGUYtM0WS0tYBG5rt57tjW8ZQjT/WxVpOz2ADKzJLGczu/e7SNG/pJuVzwz+pCkhEomg0nAc8PZzSyIjARAlUT0yIa8/egDKYd/+7M//+qv/vIHP/2t8dQFVnr4ZBWqSFfF8f6+retTK9H6GPwmzaFrEgAFs0IUiKbJKlrNTLRA43yWYgztrWcptEVqqfOOvQMQ05snt5/94Itvvvnm7fEe1aJnkinqyBANEN4VB63lzcNdeTOh2Gc/+AFOpxcBfzh6NKtTZnpvkkRSkFYQMfJJBk4iY5yhrkEXwNxX1YgIkLJNLDuAjKSppDt8gd6jv5blXdGbJQp6ila4IgsiLcnwTCYUWocDE0SHMNVSQEoMDw5gFUxVSPTgOVECu8x9pkDILaeBSlClqIjAuvQUArDiOSRRQalzhQjc2xruW7KRKtgpvcEUoqbZGw20osxET/gKGCiqqkNpXBSkZ7bOTFZgLor9ZMvChEeowlStjNwGalH1zJ4JJFAmmFlV2GMmgoC5kWaBVMNj7Oi40rd7crMxYeaIOhwHiLTu0ZEBT/Zx/ogKsRZAUA06BpKEJDRU+y3gkCADEemMruGY40mmh0SH59nLMQ8xPytzrOlS1hA/tTXbfp6squdC1GAyu6JQZD/P17dXtdb49u17TMGNgZeZVcXMRAeaFWYyT2W32z0cF7Z1Xc7u7r0zIsloa/a2b32qVX1190iUjDifozdmmtBUig4bfmb0IgbAM3zo0zJHwewqCJJMMiFMEEnG8fW9O315+OM//Gc/+Ol/QBggSJT3ucoA796+Y4zs8xjdZkCdqZlDHhi1VhUgJV0VkPSkg7Eu+/1hOKFktxCVOk2qbfXefO2tlNPD/enheF7WbmYhPdMxvrnNYoJwpOvy7s3bt29++fMiuN7td2rNE3WuppggIhmOFDVRMWG4b4snOGJnczS948fyDK5rcIRBp3tXVREGwnMRWGTJJVYNvJzvXqQ+JWbcn1qronuh9vugFqPAB6UixWoBWA/DNUVFjDDduGSy85xRtCtOa9wv8dCWe3/T+jOzzMGZIxO1ahWRsoVGIIFIITSgIVollzYAsclGLvimxifAhGVqHbHDuEzvZDjqC9MMRS7exw6IlmIDC0aOnHBqmeHuHuGApZqJmIDoMZyTVYQC0Qq1aeAbowS98FxGIoVum/pyM25e9LJBzEklclh0JJkZi4MQhQeX7t5tk7oeP0AGNVgYXJVeZjkccHNztMI6pRUA4t36qu48373RRHc8LDg2yAPaG9wvUq+fphSVUqZWoqFkl+XU7nN6KiKlFK1FYFZ12K1OZYOpRGT8CakkpxSzQtNgjhpVCUuUZO+997aNcsHMiIhYlon0Umw9j2kAUHaQaB3hg8s16jUDixqTJB3syAE5DuqtZ+SmoKRSBDARhZzfPiBxfbA//aM/+i/YKRoBCynDPgKEiCTz7u07g0jShGrQVNkobNKZQjv1NKs7SIXOVqDSjA6J07HWmqCYHaadE+u6NrAtfVmWHv66vSL59u6utaaqIc2ZEppJK1XJdj5HtXr3vN4/tHPrKXdWj/PucHV988EHsi6CfECeT/cqVFXvy7qsaaKqHCZeFwzK3cUGVSU9OfI4qBIRNvLZuSYqNJyleerZ9bW++XYtH7dyDT9jmtbDsyLK5qw7TvNcdqaT1V2tc4XKmneEiijFCCW2wCJ6VxabtMzlcNjhOlAegmd0ADr2MAetClBKViYgDm0JgSSoXXQezBpM0yhzEQH3wVscCU3j8rKKx2ZTNxUFJJEy2FjS7qPM0KtZrnYmgqXH8bQuPFQDabJlp+blyBtJCKgKURkoLplOCcjQO3PgwxdW6YVoMbQoIwmJhEDgZEBVxIQtGVvJrWqKWCJPZy7dVasIpuN9sX6zx7MDPrrFx8/wgy+efP/TD7//G6+sRJ2zFFFV5pRR02vYaln7Oj1/yV/+sj3/2fn4s2P/8u27F28fjvCGa5l2nDIKkbSJw0u2WK0VKiLS+7r0xUSHPkLGxMg2/4AqCaGPxkgSybae2Vs20F0iB15NAkmSU0Ba73fvuJxLKZmglF3dRbqMUzo9OlEEZFG4D9x8c8xNwUDGhtXKY0M+OpUi2gPZfH8ov/iLP3/x7TdPP/011YIVZdT98JCqmXk+n1VEsfGZFCpDMyjD71wW77UJvLt7zoZpagbWOtdCSSbmOn3w9Jl7vnj1cr178AQj9vOuh799+/a0LGJ6Pp91x54uKXRoWdGlta4m59Mrhc60YjtC0r2UwqLtrgvzfD4vy7JT7OYiWb2tTsqIx2Ni6I4xbF+iqCEvkU616EBGwqEeiABVD47sQWbqUR/eLddHnw2ne0wTdO86Y3dzPR/m3WEvRVGAKl1JMqsB6hzxBsOOHQEpRcJDMxIqs0ogDJ5QKRB/JAZGQDUpClOp8ehgrLmZINu4dlv7zrFGBKWouKoiN/8D7CZQ0B2ZWkyrDO4EY5QdnHZAoj2scl7LNImomc1T+hqliEzTWLCIreCCiQTZ05meKHPUqWZmKXXrgEe20WgHgHr5iTjmW7kJDMZkXggxkwTHpEIBaFUNCQ+uHe6okxD4zR/1Lz7H3/qtZ7/1k2efPF00nwNvUd/i/AxI8DRsapEVPICVZRUVHPDhh/nT3yr4u4aHK7yrL/740y9/9vzlX5yWr3D3vJ3vnTGn3pA9QPQ2SAfFJpgWkRR/n2j0yNg3Zk8PMgZKHLn42oImE0kwTRCZYCYdzLlMlujHI9ezzvsM9FQ9QItqUpI5BHOjh7qInLeNOqqd7wphUR1hExgMcZBK7WtbT3z97fmbb766/fT7oxoqVQK9wArgYqdffP1vteja6j6FEBc5ZTZBsZwpjTxEP62E2VxnCeriFAB9FfceV2U/Q49v3p1anFo0siNTeG7nAeDDJDPSpDWDlDSGyimTbSF5fPe2lCqS06TCNX09WLbTq/X4Ml69iuy995lUaOts6WdmAqZmQGRWaK01Pda2WBFPH/zrELK3GDmCBcyiciNqGRlybvTusXu4Wo75sPhxh3rA7onOHxyuPqzL9b4b09JKmKigShhoWhawKCyxsyyZ0xiono+nqvNCOZOAXqVXljnfHP1ojko1qmVYUAKlZrYxLt6othCBKx4CO0VPKHGYYYreSEoxNUX0cKYjkNZSMIOznO83sw9i1KhQbthNkdopIVgD2ocaUp4d0p2+OaukwwRWjTUiNuf2GdCQeOh0+E1ThVDRmQmlmJlZxbkhUy91PAAzMuHvUIpIoYcnoQbv6MecI1eBXNWvvzrPL/Gf3+A/+k9Pv/lTfPSjnaqqNei3DAYqUKULpzciJmIwlS05PYAQ/wgy9E1J72SwOD/A1e//xU//3jy1D/HW7n/Rfvkn68//aPn25+3hm/OVfaJ9th5XNyF8245F7Paj3e3zF98Gdb669s7o/TCrsElrFgFyEkvwwvE28xYgk86MZFBUFKLMiEgzU9h6XkjO8yzabveH0+m0tKUrpBx2ZUJ0b10i9yKT1MX7GtmDoVgsd/P1w/m0ZoTZktmZKRKZb/TsPbDuPzxcv/w3f/Hbv/275+77uRS+R1EecoJBLem9FzWWqlbMKcEekRGDjPN48ugwHATqpExpHjyfknZyP3kE0DNyG3ggh3ohMzM7IaaqWwkQGT4INZsD1XBT5zZUAHk+CZH0iLA+aLZ5sRN4ZHEM3YuaWW5uHkgQRFzOvC0Da+RuiKRyvMDKB11XF9w+xW5fr55+MD+pdqO0TBnkqhQZkJJA1FjwmBH06AcBLaXoSGNKIRlkHTVSAIRlcqQlCQdXIFeUAp0MppAcApDMmHXYOaOuK4pt1MFRoCYVsAImMp1OpkSmcRDrxuMbKmOcFtRKALUSGekoe5WdIsjm4VkERQ2V8EQPERQAdmlzVa2KAbRGSvQkoaMi81RvFxkR3qunAaA8hYggWLogDCxFtGg86O6+vwv0H/5Ev/hbVx98fP3x513Ly9SLIkJGx3PBZUVEKHKxKtn4cAo5AQklGEDfGm7E5J8LC7TiA948Ofzkb8w/+XtPcb7+9k/++P/8p8c//5cnf72Ls316e/vx7YdrK1hf7XbZMhSnocaTKMN5JDOVA9whkaBoUgQZ6d6dUC0wyxHNdBmAuftYgaoaEaWUqtZFIry1NkLttofFTYGgY2o3JD0RnsNHFElyzDLGqgYafW3LV199xcxaZ4xPfPNEBCKiD3OPzGDqZp0owykZQGQONnL4YM6Nx5ciYmFIrPS1ZyTOwU6mSvOOTeq1Cf6HcMghCglGMIPoI5QKyN4AIIZRa/bez+czSWtnM1Mio3sSoA6rm2gxcA2QOozsRYv1QQMCiI2IN6CIGONQxDBOiU22lrYTFky3u6ff/2B3fV3nq1ajlVU0KBHqlJWatjmoptJAFRSMeeBFEGNWJQWZGz6aiEEgusypU7eGcdjnTXE5PpkoSd0ywkVQBpW4Ee4iCMCbFysQVSOKCmnn9HQQ80GQyrX2BdETKvVQy1yvpxWqbKsoI3xdkRmlQBHSaQ61kdg5rHCJO8AUI32QAU1UxVSl7KV3iksOe4UyPkvZZIDb/pWLLt8NExI0hGEBmnsyBcstrp/o4YvcfwyZu0wPKOctjF02wGhoFkTei4cSypYsPp5WQk6XlxzHqwMQoeY1mMlT4Eg7yxV5tRMcPvn49vf+zid/52f4P/7nl3/+B+ubVzcWmXyJuAODka2fgTQrmvtJK2RQvyAcjOcc8y0VFhEW02QM5SpFhDqSeZLMgKFYUSK7+9pykDIIeri4XiQ8mRkbUCuq4u6Rmd7dPcg0STLGylbJ7LJZqvOv//rny7JMhxlASaTpdmpmZo8tkB6mYkpBbLRZFhVAEx5JlzRAMnV4rAqjJwCoJrQL+ojf43brbuMlFQIjlnw4CWZ4j2zuCZRStJR1JKnnhr+NPQxgByZ9RD0AKYPfTjAzcvjHZW5GhtgQo7GrZPCUR4Isc8zmARFNYW5phGwuSKnXnzz9/Mf16jZpC05ejtXPEFdp0Gk4pujYfkHBJfL7OxXxmD0IAhIZlIjohIqMWVEknKJIEWQgDeZlk9pqoqgWaqUp4WWocsSDgJoJGZGMICg2rEoJhyZUkAtVK/r+xbfLL79qD47bD6cPv/f01z94JUXdFyCs6DTlsH2bWtvKBifSN7GRCryACgjUtwGnKYTogeQlK8K2Qh0jG1kv1wkeFUIYiSwdODdf0AV6DT3g2Q8f6nXaU2CXQIMTjQAwbaovbik/oxYTUV4KnATswufGd6OBYQl0YaojfwkRnaEWHKkzeSbW+3O9+Z5fPev/8cflh785/V//2+tvfvZiws1+5wxjLx6tlKzmk8Rcpt5FRZAODtIzQEITxDyVve1b+HFdvXVCxJSAWRHRiEh6UiMJ4P7+flSQW8bY4HYDBJw5MLVU4egHImDDbVSoW95iZjrD3cVUpjLP86tXr9Z2rofbCCk5yqWh2QYjgnLB+AQjAw8kVDIJMBIiGRS/kHpMhKIDwOnJntHHuhr0CWhu3mMj8lLGcTqqrkgMH8UgkTDCH/WdgMngvoeIuEGCQpiicNhBDi5ebqe/UFX78DyPCF5ieogUyc2BGWkYLiBgEiaADDcVn8k6Hz67evojL3NfArIXmy0egICshhXo+hgixSNEwQIYqKCQMgYV6MwWdAYy1k7vihyS9EIZocAwIiGpunQpombbTT4YiGA0H9T/TBQIShFBSWcwguEonQAQUAJW9cTj3fLixfLVC3x7r6/X+vA125++/vu/c/fRx7vREhdILROIaA3xOE/bZLdSNtrjmLzSkgUCsKc4+nqhWhKkbyQHEaRugsvH/asKkYmCTpyDiTxAn6B+DH021Q/aQM6iwWQSrdCRdZqbVmS7ioXIrTQcoYS4FM+jtMRue//br5vORPR+PBY0IIpCVFIk/Ml6XA51nacfrD/89O2H37v/F/8DvvxXk/kK3KpcTyVUj8rFNA/TdN+O48zHMLxHEipJZ7cipnVCaeoNbbC2yVImK6V09N67t45CVe2tATBRGR2PyLDU3urciEBGIkRHq5iP273YUMU70cJHgZzppejp9LCu6z6iSnkMN9tOsxy2Tyrr2lWEVqEqBQj3IbEXKjWQPpRdJqCKwqxmxhp+9mggtIhYJmSTa2xIOS/Bej0hIgnIEJ0RnuEt00gRJIuqmg0rJBPtHpluxOjIJJLpSljZ6G+qQ8p7uWxBgYy03bHTNzR4w+44YE9CiVQgWUA1u5Jy5Y7uKSbwGCisoKoIUHQcdVCwXc5+JSVzuGnB3dGYneHR3GNZ+tpK96Ao4TEozoQPNwtSCSEDWMkgC2SCGMK3T0XGUdoTSfaQ/VzUN+0cFSzwglXevfTn3/rzl+hSbj/8NfqT11/f/9WXr19/hg9vdH+zB84bWSxVmsEUGewMwmzoBOGeak4AgrykNA2qjAaswIa15EDsSKhhRLthq5g2+wEVhKH1MNgNpmfAM+AG3LdMmIjIpCEOij7oRJ2AlpdJxujacpDQhoUuOK4oBeKCPT9+jfv/8UI+wINB9iI5iyh0gZ3idJztaro6YL2H3V//bv3Pntz+6z94+LP/5Xy+74yplgN5dk9kqmpG0APhAoWmYowtUjJ8XYZ8RMDJSmbrnlJseP2oAhidMEqZBi410BBmajKLFrM+yucB1Y15GDYlcoKQQSpnMHtmRJRZe3hE9Na899aWzNSCgguAB0A2w2EdF3eMZlUgAckMJjLTmJku0ICMykkwYP9MRKIjU4uWmhzc8+1Y3r4th59HxiAzi2Rux2oMFqgNSlvaJVQ8IinaBokBVCYiJHISm6pBIvNCsCN7bucFRLEpbsfBtB0jwQQpFGVCLCVFSEj3E9e+toe13feAMSY7Bx7IVTRVUpCiVAJQZgiKQERs1BaDXhtBdx+leXr2dV1Op3I+l94ikAFNiYG+yqCGadZUBUdMmkMMU0CmYjVksJrGx9M9Ot0x1w5VwNATYfByOsbDffuzX5ACvRKT6dgfHh6ahH10dY3zG1kEs0ACQSAgVm2PPGNAo2MLFMN4pT3MABUb91igbL1oXkgnGFXZyC9CuyBg40MQwgiDm/MKegU8E9wqKt0yOub5kK0DqRU6EZPAmAG9uMmKblwRebxXRt7MdtMM2puKHL+bHW4ByVvpngHEDD4VPINU4AF5f4N+Pn3VJpmmyrySnvLDu59+1K/O8q//ePn6//7a/eMCp/jS/Hg8RcRgdYuiSA0jUwRSawEQ3gMyFI6lmKqWQcV3fyR1iYiZicjo3B/Z+8wMwN2hYmaERHiPHJ1xMD2TGXDp3Vumb1rsMVfz4/G+5icRMc7X725geQ8EExGojIq6Z2awuI9+EhQKM+DMEe4jyiRbIoQ5fsQ6lbLzHjHsCMdPYiOQZZtz62AmufcYgRgAkKLBUAoyY9TPuX2Nvl9hAkZQM22a9vsrb8e+fa5bETVuWrvMLbeWfnQEQJLD1iG/6zSEzMO1RPHE2f1hbb2kp5yaP6+Tjnp+019ByUsQlwigIqOou9CtE3rpXdy9rb23NndkDLHKmNiKXNxzmvs0oVRV1RKRmeIKDkMQjFUAFXgYO4B2l7UmgN4QLfuab17Gq5eI2w8U7tHO5/O7+9PbVzjeYV3segdJ8eM5yFLBZLE2bJRQCqoYk2MTq5Rqi65SoQVIBYMOEYUYrMId4UPUIJSMjEDt26gQvFS4BIjysWEGrgXXCY0WEME87ZCLaqICgliRAZs0WVTa5QKXrbNhfofPghstcLOPjeRj7KiMZYkNGG2qkjIT1ynfE7lJrC4P8/IH+/0e0b0t5api7nnvUuVH/9WPjutfPX+++PnBzABZm/fz/b7KtuoAAAYZ08Z5ngFEMltv7gMh16nUHOHMMVaGqhbVauZrV9WqJmYy/MUH4pRptvk2dOZj9sK25ANBeEbEVoRExLgC13WdlIPmAYxrhCgGQBV2uH2ygLvDzqITaEkhp0wjbfSPOVzlTAiPFBGHqhou+faqEoITPQ25K1OPzOx0BrZ5klFEJrceiMHQFKQhwaQLRZMFap7dFxGhaUOKkpk9ViaKsJgy/Xy8W01yCB8H/4TbXZ99HcfywJkSHOEHEbWIikAQVJGqYHT3s9ymLyLn9fTLyFan+RxH3WdmUUUMN5/N88OlCJuTY3pqpvvDPHfRlnEnz1sIKuUAACAASURBVJNrximjWeult6XrOSXmMB+NXmZswsyI1ajshRy9EZRATyCD2E2aPcQEBqLLrpA+nUs8uEmZdhLWnx/jtSOePN23129P8u3d4e708etX57fP7z+c8Vs/3P34xwtwAliKQBWTQCXZlTXpQWZFmWAacElnEdARTmWIqFRszadHP0cE5iqiFT2V1FopgYD4SIhp3ShXrNfeP8fo61VBwWSACqSFpZRtr9kg8pKKvs3cASQ39RI2BTG2QQdFdbhzg8MidBvWcJQSAiAglebESfFKfEZPS5UEDi1zBaSIYHFAdFcQvP/RX/3Nf/jx+ebFv/kf3+zun2S/Phn0quzSEVHNa4nez5K2s71gXvuiWnrvrXUdAp/mBUqNyJ6BYgZKUd3X+WZ/teANEBgk95SIC6t30u49+uoY4aXGkGCuWGWqqrJmNPGmlMmsThV8WNajWnn2pHPaXd3u6gSibHOCBBRmttvtSHp4FSTHMPgRQZVAelA1A6LcGlrJsMCDR5h01e7skUEfaAOkEhEZnkFmkOMGHv6FA0OCbkCtILWYCYTUDQFEMEazoAMUvBRXm6OcyOguLiasW2s9lTJOqYFt5yWSY4wT9RL/ngNfVZpBJ0Dp2SN6Zg10pg8vGw6QcpNFJ4aPsxQRZQoxpEUe8CeW75bjcnevIRKFvaxLX5fIK0jgfIY7bip2e5kO07wrdnMl485hIBq9RXaEQ7G0EMccfbjDwd0UKG5XE9qh3fur+37/gIcFa3+Ic7074u71cv9u4X18avjJF/idv/mpL38JQGzz2BylsW6DSWqB1mFVZ1BRg8Dx2HUgSVEGxtRdMJUh0M9s7g5FFC3ZMyKsCGYpe+IauHrcvQrhdpCOCvmSQzo2nFw0QN+NYd7/eu8P3+dL/f99SQcg6tB76huIU4XaMUSZ+avfRKgJz9d/+/e/qG++/Ff/6N2Tq/1Ebf3+wcUkzSolVUkQQpH+WBSSHAt8rLqRxSkYdZlk5rquZsZhFDLojCljSjVCh4PRR1+qgJrWYsxsHZkO8WAGOFrEiJaMhJhExG6qQ0aG70roHAMZu76+Hvf1AMGG235nCkGhpfQMgZlAhIPBz6ADEZ0pYZaqVNOM6J7B2O862SMGQs2LB0lKXOBhHZMhG5BaigAFUkxlw2mzX4bKptsHP6bwkpli45EIRxTYVl3EpRXhhbBWSjEzjxj+wlaGrXMEEqpSWfaaEj2XTq+0pDN6cIEPgQ+GLR4kkVTd1aoqhWPioB4Snad6elPaEWtbFvQ1z2dbz2U5x6tzfHKrN7e7g+qzq8PhYKUGdoVXI/dIgAQrYpJ0kLu1t+NRR2m6QHPMF4EDQJxP+e2L/vKdrDDn3BLffpN3r87nt7gt+P5H5bMP5NMP8ym+2fbM6JICwZDcuIIiUBuVybi7dAP9x8wxhaTkNr1XoCggBSnwTEc6Mod1RyYge9ityZOCa2KmVlxkvDLM+wUDf8BFETEGTwRwCSx9b8cOufJ2yb63ty//Lb86uXp/Xw5mG3hOPme+BQAJ6KaABhUgLju5eNHi+PTb3/79J3cv3/7lP/vmttzuDS2VpfaMbKkqqkJpKUbKgG/fO1YkL2EANkygEuHeez+dTir9QtWw78blijpV72TGCENmIpExYNdkC++kkyESmXBvAqqUqTpxe/t02FchHpMZBqEIHBtYVUP0Qrgfp+dIokERDdExgtLLlJSEqzQPZtRpN5fJKN1bOy/n4eIV3OCT0TAperqImGkVVJgAlkKwM41QwCimJpI9RpX1uBI2+shWHA9PvMcp1gZJchBithywCzY5hk45FOFqquiZEKppt7XOdF1XH25POwgznVwzszEUaSYmepmnmEipmhkAhRnBNfxhPb0OQCqWE5aW6yoPZ3/7JvsON589+f7Hn9xME2YDz/AHVO3sOlLvBakQKypVFLAs2TQ7FvAMyaIkEC1x/9DevG13Z3QeOq/uj7y7X1/+/Lg3/PCmfnaz/+QJn1wvh10oT8UUIrANfRkMWxEMw4Ox9NPHykpNiBo4stUoVCSFwiFLBBCAJwLFrCCZwNnVIDvojeCJ4AnywKxZINDtdSEqzK2nt9heVUVw4WX8O6/f7f/86u59pL386j/hRQFAytbMCcUWYME4+AbxB7rRkSVBoUhF1dmX1233hf7t33/25vmb+z+7+2j/Pc6EZO+t06e5VEUimJ4yDcTh/Q083sxwj6i1juswY0C4rqoGHU5pI7sOo8WnOHO4o0MYI+pOtCedGDT7HKS+ZFYVU50qRD78+ONptxcYNm04Nmw8kYfDgWQpJfpKCiQVVKGDSiGSZgnpHPi9XKb+4tCGiEzvrtoHOjRVe9eW7RGPZX45UMfsuoBVrJBKbkZmpHDwm4b9MgcvSLZ2iUm60CCDSDG+ecoF4RjD3e1tyeO/ikFS82EWnaaqMthxhFAMXdbDzODaIosUopMR2SOXzMzoIlJCSlUjRCSwFC9qhSnIFWD2h4j7KFiJZsBOc9XVu3dW4Ne/OHz28Sc3VzfwhrZmnnqea9GpKCK5ZYxkqtgQ/iJZBRCsPB5Rs05lXtaHV31+d388NehUU+e3z9cvvz7ev4svDni6Lx9fz1fFq5wo0D3KbXXvZiqDmbMFEQsg8MT4/Iffdm6uGtvxRCDHmhgUKW6+k33cXTrY28Or0Q4iTw1PFTfBfUZlKpQjJGkIgwfbR3Dx98Qj1j9e7b1t/Fgxvb9dv6ufH0mz3yHA75E6SMYkm79SiDSxMZ5VBDaamApABCApAilE7ne3ubxZ9v/+9Hv/4ON/8t+9OP+iUxMETCVrEn0QcWQkSG/b9fG9jdmVXAw9BKqqgwaqUsYEF5RgOmMMz5fz4hFBJFTNUIrisW2JiHCRGLWEaApDBGoJESuffvb54zXyXegZSQiurq625wMNCRX1YcMPcUmhpFoQwkTCIKI6StXuo9313vud+wzb12nezbact58TwzEjxkPfGcysiFW6EYK0rcUtuqGJguRQv6vIiGIYOo5N/w6Jixx2jMfKxvrcKFyPi2M0zuTwjlITMVVhpgBKM0lhaOoOXdbjep65r1YES8SashlxCTNMjAPXV2EyOlEFRTIzTmwPmg+s8IYQmKj1Pq/47Il9/qNPf/OTJ/vdHmtr53dqgbJqiREbAmxrjI9gHrVb2E6QjIKXRyxvluur/enM1w+NqjLbutRvvn77i5+TgU9u7Sffn2JdKh6mHfZXODwpcrB37jcFQaqFDD7f9vAgdZxzivq+MNCGWcaG0GyhnQAU3iOAEacCgUd6RAefwp4oPqy4DsyZRhmEJeVItRoIAyXHvuIlo5Dv/TrKJ/x/vwYg+N72/JXN/N5f++4vbd7bJhhjMwIGTuR52JZiqwUeGV0deg2b5eoVy93V73z2H7797B//91/zjZGyq1d1nnvvGWFWhyv52L0UvSwxPK43p4OUYdg5dMXzpl6MZM/sOZA84UhQE0LEQbrnmM/IMA3SZMKMaikK0CVUxZFlN3/++ecbCcnHEOvy6Ax2c3Mz3k0oNDQQCroM5EQNGRAglRIiAoIYtmgSVNOqtSO8N1x8fHdla0p7hqRjGBCLzFqsiAmKKBGbuYVgoo3Wi5kuHDQtkWEEPdbSds1uXLuxuwARjHyU8RdtUwhzPD4bNryZkixVdVjBSJpZWEJoE8oMz/W0uEcYVbG6HLVwxE6oqQpSoFCSphwe0VVEwNZWxGmSbGlVEqnh2EFubuVvPP3k3/v0cywr1gZvdUzSimACtCNls9uwIioQ3dT0UghBwK6vjnH8xQt+FLb6rvVFS21308sX/ZtfMhb82mf40Q9LtVZ3POxxdVAtyeqhJOKR46kCEQ73jEwU2DbvdRkRu6CCF5gGY5/LZWvp4CUOsxu4RwMCtWh7lrgVXAfmnoVDBIGUsMcsUGLgbIPxb7/asP7qzn0sjHlhvL2/N//fv/137nntTCdnhctj7EoMTDFH5DozKKJIyNhr7bw+7J9aHkPyxSe/+8lv3OGX/5PcvfVVTqXumEZqFYmQIVcdGzgGrXUjNAjJZI4ERbvcwBEhNAqd6QNCtCLF4CECpXiie8RIClBx0S1AGhoUDkXvaN1KTej19fX3f+2Lx1OsbA+FGDzXxyn0gD6Z+BUwTuAegJiocdCYxmCcVYSAqlXTNJFIj/6w9meHfQ5/7oCClUoRVT2omqgON+CtfykiFC9jhOLujLzMUB5nmOP8l/FmuDm8b3xcAI9Ky91uN9C2vDBsx6SBhuGkERiYO1Q1mTahTCXpfUVmm+Ws6IPyPZUsZSpmukXAJaCmIglNDqGxZ2h2FexlLoIlHYlPn97++vz0GQvevEwpw0NKigBBXyg9s9u0FwPm4ayg29SRoIZIgrDrK85xbMsTu5V69eTw6u29f/P1+fmXIv3qi0+mX/v04Wa3eikK6BVwlUikolgUorXxM6IWmhYUCqCZCMMwqY9thGBMJmS/VbJJ6LgACSDGJzW8WOj0jnlSXN/g5i53iRIh21QMLKCoxgYCAcRIEhyp59ue2j5BAkAMN+j/h7B367Vty86Dvq+13vuYc67Lvp19LnXq4lNVdt1TpqqslBPJcSkYIkiQEEHkX/ATeEc88cwDL0h5QAgBD9hIBAUrMooipCQCm9g4VXZVnfve6zIvY/TeWuOhjbn2PkeusB7O2Xvtueaac47Re2/ta9/l/+/rXDXHX3EInxc3NXv9U/4KAm4WZqFQAPHKbG9Fw2u1cZyuMJ+sVeBRtfkXP/h79fhHV7e3nx5OvcgcoUUKROd52TQ+LODM+cnXssLC564gD5WImJchYlSxvMdVtFUt5dD3EUl8CHc3EEqR4vHgyAFfV4aA1Fq0ViF2V1fPnj6XNeEMJVCogIWIHLpcXr/l27qf765sA3j6os7DpoELlg3LSKIIzIiqhKbQLqYl9WCINQaSbE1VbVPj1HcsF7tauEgzb/PsR5VLn126bLBhNHePMClyCO02DtYPoy9uQwS1FBHP2BULphsWRQilLG1NsyeiwDWBLdjJPCIV1BKkBx0Ywg05qw4EQzfC4sPQeYn9O7CnchyUCN3op9hPxFQgiiiIEi6WSRLJqZdFg37U+3mcalBLbfNTPy2f4n4HfkWfv7l560m/0qPD7mJ0qRmn56HG6kl/hwf5DCD62TqByPNCeaC+6cUd/s639M/+Eh9+8v9+4yu/+9Ofnm4/edE/Hk8CX/myvfNmmXvvd9g8Haoio/RbU3opERNUWZpksKAvcDURRRFojdMpgOhApRaGSghdoxzTN+dMkwiEMQLeogxgmXACfdHLsDddn8/lImTKCTaRptwY0iTcz0O9gLBInMGbxJhWsCPv1JI3YwQ9Xi2tSHtXwPCgaziXYW7ASlJcidw5DXUOVZwfNhwBGogTH8rdrOITDAXcTQgumFKOiI7nW4/2W//p/K//S9z8S202X8hU1I/jDu3pye7d/RhdVV2wLLP7rKrbWYMwDRcBwZSsWIySxSIixOF09d6H2QjNMWoPD4gh3IZbj+3OwJ7JuKpDpCPGGO2y7peTXD1584vvvfnVrx/ALVD4Wg+c+8rql7uc1sJUHohZOXpdEb1U7g4PFaGQ5ECkN777OtlSQonjYZYxJq3uKJPsrkq9mjomP2k0+Awsah3htJDe/dSX7jYY1CQuMtndziRrxlrqhcMZJClrKYgAwuHqyAFI3gFgcrSSRZWD64BACVVGISuguKzYQjYdrWPXRYldiY3HfAgtKCO0UqoijV0kynHvSvGmFcIWUa2Fhf/67Rt1rrtle7WExgHsKPeuB/VX/ToSE9UiMKwRCZG9WZ5RTudGwgwY4Hj2hasf/83y/p/Kn/3pP717WV98NF8Inj3TJj7327ZFu0ACEx6LJK2GSH2F9TXJloBZhAwdADgW1AmoLV1Wwxwaq6YibMWlkTWmkDqOCwAshj68oVwAFxVlOFfR6WcK4/O5lFP7RBIfjqZXhynwagDMzxfT6/9XFGytBB5mYq8GSK/j2HkLrD95foC8+vPrz/z631ZAfgU9ifD29u4n/2D+/f9q3Py5lMs4HA5tdzni58R1dri2ShECATMz0SCcPPPwUYJr4B8Bd3O3cKfRRFVHysV9VQue2WTSe6plgQdpZQTJuQ/RFirvff1rm9pO50d8ZgGr6jRNtdYO5GA1gpFRBA4XtRBXRgxAhjv1HFYDQYoKkkFqzogYbhyo0rBKH0W53dXttQ5xv0VUGcSh+2IxPGbz4X67zEEYMZj5iRjh7iEKBFNQHclxTnxxAEnqjNykSaR1W756xpqLkn+VVDowWFRLUavOwmiwR+gbSgkKXFxBoQbHqBoUAOpRHTogHBJYmpFVYc1bs6In+gF+LF998Sa6YRnwBXqPskAOJrOeaqRsCwn7ZXbaeeia9jMSaT4hGmjBMSg2+r1M/a2vX1228uH7f/GLP0Yc8PiRXG5r4ckHQoGCTYUIirKIFEEyNUZHWd3ak5Hjlk03QxzoXFHi9JsQUIZLCWRI7nl5CAHWBYBiWCdkCzwuuKSVnrzsdRGQIJNWel63r77OIO3ne9pXC/j1774aFz1888wAYJqa+/lnYr3Z12dbN0m+2hfO/33t1/EBS3NQVxSR6VXgAQae7b/wo/FbH+Gf/Df7D97fPbu+Os57I+A9Gc6ejOAzmaNHgOKCgfSMsGB1Sq0EwkZYjJ6atHAJWIg9eODTAuqAhc3uBkbOfrhW0UEOoG6mXvQb3/suHpwFz2Ok9cMSSK211noySwTIc6wmdIUFOqOtJt2eonhJg9fwHhnYi5WbseZ3Qze1iig8ctDFbr6MOG5QXUr65c9LzINzcDbc2SAJoYsaE3mP4V5zXIaVluwQCJQMO3MlX+3ugnT+RfBMz0rOyEprJijQQinsBaNF37BONVYSM8xdRU9h3T2Ku8CFVtTqQEGE9xijXBYvm6VuT+3qoLt71bsiB8cpdTkdeoLMwOLsQYcuBIESUgmuMC+57rMiUKAIWqAEBKCZdi2WLoiVh4u33vzGd+Wf/zN/6x08aQV+qhPKhGGwGU83KgLVkHRzHmEWsLi6yOAdiQx/yWukIqoxus3DgQduowVchhaqgiWFR0Snm8m4BMxxlAvoE+A6MHVTtHJ+FyupcZ1Kvlq9fNgJssKIzyzr147mz373TNjgZ/7xARbnw3fi1eMfBP9xHledu+11hvRqv8ADGyzWex8OKSurgWZ6jIbv/p7cfuR/+A/trm8udscxcx1kqDgoIqVWVXX35TigMMZwGJwhoFeVVirdoxhY4Zb+MR6xSEbqwmFmyeJwR3gpAUKTuhuGCBGqaCmctrzYfem9XwuE5rxPP3sCB2KlK42RecrmOQ+jZtoQeApTRtKnZI2tdUeclllBAZtoVa1VcuYnqrWUEqZi6SLee+/sF5wiaGZLt/2w2eoxfDY/YR1WxvrGYuRCXOcfIeA6mBfxpE1G5oJEWpF7fnySoyOEe9bTHiDVNEgo6RImNuuYJ/Qdt4zm3gxbYIrUbMICxSABalBGaDFlB9zx/MUT7XFx0t1RL+7L5qg4BhaxcgOaSkcbUAMkvHAUyHIWRDC96yQRxBJUQSUaMRFNUAiJ8IMjIMEJVYCDo948fuZf/SreerS5ZI29oVtQgNpPcYulFLSGWlCIjCCMgaHmkg7hFh5wqEKcEHU3M1+PI8mtEDnCJRUuyGpmcbOQriNOtkG7Bh4BkxkBBYpCAAsDNCJSgyHy+QV5/lrX9WuL+DNH7XmZfXbhr//+qtzNgXWc//CZBX/+vfFq9X4Oyv7s60mJVa54hwjcAuzA5mKDevrR39FPfo5/8b9+UjZPIJvF79LtcRX2ympP6zIiwqku7iMxfYoj5XFJikn7Qg8Pp1MGYeIWEoQJPOcvqlSN83ZoBFVYlLV11adffPf6jTdsRCkrnFse3kfi2KWUUs4+Vcl/jKjOASFRgILwJF3kIbIG3Jh78oPVKKREphWROmZjZM5vq0VFACnK4hd9tt7RI5bgvfs+sER0Wcs3z7cdYUk8iLXKw1oURw+Xs9t4XszzZDGXtQBwhlEMbnHu5OHK8JX9ZCe1ecK4LrdXIRu72mDaokwqIqwMhDVrwBTYHuvlnW4G6gId8vRuQ4vSoRaa7hOC2PqQAyWgEA2GIoJG8YfQPQWKr7eZgIwWKGBVbBStoEmoQMhxqNMGsaAfUQ0zsMyo+PbXy3I8XTbfvHH5wS9u7m58F2V0vz2iTdjtwC20QgVSlSrHY08DkITPBagKFxNxVS215JJJ2SgBySzfAVkRDdoId5kPx6UObfBL6AVMEIHGPAFXhCgePHCEcU6uWFdPBF7RWj+3hgDgLGB4tVwBUM690mer7vMNu0pV8TAilrXfPfNAXut+P/urHzpnsuAhXYIPpD4Uv3S/52B7p/71v3v69AP8+b94+ewSKDLSsCSfImmVEQg5v0F5UE25+2ledbCgBsOC5nC3oWICc0AlhBRNcHyslEOER6hQBCqhEtp6kW//8Af14kJ1ndy7j8+U0ABKKa01VfXFh/tIc4YMNYZ4wAQS6Guy4oNsMzIcGOSI6DHg6Vqo7XiqYU1KFCFaeJa/Fb5dltNh7seBGTwA+xiLeOY75nx39dBISv26z0YAHqYg1rwiiQgNrwSCnnMEePi6J48VjhcoRdgBDSurqNcXQd8CV4WTS4kJ2HVcwKr7VITh2urkctH1YqlXR90edbcUrhZsntxCqKPYKOGKaVkV+7Hql13ChYA3QAFdvZsT5SuIiSzEpJg2qNVLMZUgmkzrJjlazEfrKNpqWd681vePY8Zy+WgzHeVm78u8txO5bZlWQZwdnklVXUaP8/CVq/AacCwM9Sg1lBLhDPEz/BMh5uYSEckHpNsYg3KBcgW5ACoSBQQ38BNEuPJAeU5YOftj4PU1uTargfM6/xVfnwGzfF1vn1/2HmGvnud87vK8XTyMmmLlksRf/TxngtDZVCgsH6vW5yM2raIvb34Nv/Mf1uP98eX7qGzWLZS1FDq62/AQEYYwMEASIiUd7cO9I1ZTR6aGRtICeiBSlm7IAg+JvXo2xivMKaKaA4JQ1Tb98Ld/zFqyVgARRImHdoEkqKq1rlqHsxTXSZhILhcPYQxzN4MBkFAEuWojPGKkgQ6laUFTjzEGO8Nac0dfEIwisixyPPlxttmwOBe3hd4ZhTjzrxH5hI4Ir5JtSn4Ubh6r3leFnqE5AkZ40sIx8soL80KDoYCLLAMlHIgOUfhCWEXZtveO9kj9meHtBddhbcaugI7Hc0Lx1dGADWQ7tEmZlripRAlfWaScC4fTYFd52yR1XHRQAXWMXSYgIcjkITPSFBqFqIqqaC2kBMsAWq3L/UwY0cKXcAMr6RO5mXC/oMvy+O2reX9z+hgYIdipQLhEzL0bHIghMZqAZBFJg39ZGdEBwTLstFhRtCKqinCzUAlqpJNA+CottAFUmS61PRJsFleHJmta3ZFbrkgKUhGe3hLnhYTPsanWP/zq9bs+bD3hzqDXmTv4sIDP5/kDt4sEV/XPq1Uq50rbXu99X38dzMnWug4evq3zZjf5cc4b8b3f0r+H3X/9X9xYXxT04kwAd4y8DwvVIgS0Nbcz875ktQCCOILQSDmMaFA8fIQbEGOYIN0XTRDUIQjRVEEMMiJKnaJNX/2NXx+IlUFMF6BMyczJYjSGgjq1U9XLCYTTo0hRFoMcA6LFfalTqa1i2BjWzDeiRdXP9YxAfYyMgdxIvd/tjoEDfN+Xu0/s+kYva9sU3svt/Tw+HcvHo98YjpDhNUBHT9p37h0AREVERl8xiJwYna9mtD63UkuZBGHu3Xpyqq+MMzhb9c3WxN1O4nOzLgIplWU6cIidHhV8q+K5HX/8y3nacHNRpBISlCZ1g7qNynAJCoGQED3qZkG5385HuMDFwfUY9S40XBh8wE3CJQQuWAgn9B61swAysVxH2UADMjgUugu5YrtAE+VQPzSfw660Gv0GdiMOaYITWmsv2v2kOu71+BfLk6+6PsO8B/sTzgdvYx52f0JRbMtWol9sxZVpse1mEoCLzbHMUQKlom20lDLM5qWXInWapqfb5Xjj5ssdaKXqtS0nwxKPBq7MhZKWfQRawPcg3MEGFHoY7XwGr1rOUBUS7kGShVQi1Xipalyb3qALfG1z09RpXXUHyASkd6DKODk6SqshG50OkAxMKoYtirDZ6WT0y1a3dVshgC2BW9Yj7srpMACoiCBUBepjCZWFBKQwiAEYJB3r3TCCNrnPMgHF3/je6T/5z/A//ecXx2Wvk+wPEnqz3WLetwlPj+WmgC1YKZlAaOLDUYKszYd3uFQd4NJNio5gD1q2g6WG0EEzM60R1lq5Pew319dddAlGab84LH//P/r71xePDTLD0/6QLq+DWKlKLNvt1t3TtXlV/QLuzs9umkkqc8JTT+a0lDmSjjXd67SMqW7hw4fN1m9HH2Wchk0qy/B97y/7cjd8DhokxAEZY3xuM048XEURoGuIZY23/uvaLUcmW2alJuQNXVXAJcbJATaiTifhnqcN+3X4WwXvXMm7j/DFjT527h5va5MyAdnR5kiBHa5cETGCDA87HkHX6KCAVaiQrPRtZdg+TB4j4A4qSPcheTRJCVjQJSnadQOdUCZwAxZgBhxQcgbOhB4H3dH73K1OGE2lAuqqutvhtmAey2E/G7ErcELJbhbLSFBmaukGATMIvLXampbow93DerczskbQb25uxuzi8AUycPLT/fEgFY83KE1EBYL02MxhvNT1xqHyrFxbxbM5lcjT8uHYBP1znXCCKHwdvnoNxdJdAd3D6GBRVbeO6J2XbwIVfg8DY6eypSo1Lh9fo14giOMNlj0o7nq4xYWOUqHILKNQJUBluDtDBA4/a70N8PA5Rl8IlkqWgHJ6unmX7d/9B/4//7fc38uzN+T+5tntzbFOC5uYuaCYrHMdR1jQ4d1dHAZQYHQOgwAAIABJREFUVEtD0NCzEJMw91gB02y7uK61Yaa1OOLUF7QNVbeXF9/53ndZioUJNUtNBsqDK3QgSJZSnjx55p5DShEJeLrdBlbiI5K/6IQIPVKg4kwf1XhlXuc27OSXbQOvFj5c5hiHxbVbEXaT2eIwcAx0Ii846f1se30WE2WlFCsLg0GPB/4aAIMsD7NHj2x5BDxNFPf0gRCFaSw+uvGi4WnFly7x9cf1q0/4hWtvO4ec8OQRCKhDNW+goFFWmtfKJwiGd8QIdCtdJNnLaQBtq7Wxk3mA+MihH6ksCLirsaYMkVRlBWpBKagNpaKU1RJ6TVe4Cxuws6N2AD7cxxIIWVwwDIstpYGKpR+GtWX22kupBlEkEynQgHjYf5K+UrSgxQiOeRg8gWSl6PmjTyBaidjsT8s8sLvAtINsKkoWz+uYHb5aTUgaltNfZYTI6gV1RhnX2U6KAV61wCs35xXBcd34HqriSCMiukhxpUiZOsDT/o6Ya3HRxqmxNFQFA4ce9klEiA5wcT+KxNXFlR3vNNO0ezoP5/1OGAKR2WswhK3O+JK6LQk2gQZixka2b2++9W/Lz97f/5P/5fCzX/JiO3m5mjtZ7xP5ENBE8lw1CU/OUTCE1ArN2CKcp+ESDEBCaBRPL07Cwe4mRXv44ialaJG33n3nN3/4AwBhrkVBUog+ClbQV7JVVNU33njD3V+tH2CcjeAMkW13WTdbz3xQDwrCEB6OFVfnCPcxOCigqEJIqPsSZt6HlutBm4t2DEtdEEI8oOVhjMBzatnZQTYiTAKBs6SGkcyBEUYPRKYRQICeQobKUooP60dvao83+NEOz6/bl561LzzG5eVSdgu2Ob9JF0aHAhSsDiCDJrDhY1nfWZE8cCAdAqADyRvmqo/sxJnbELbKLKhFxVADDSgFWlErKtE8ymBi2ZKWmgvZgYHRoy9wY044RKCQgs01ghUW9/MIep1qKR0a+30/LrF4TBfcXYRsKKq1rXZvy+hhSdbEGGOx0YSgQgyCEXCPsRhpsk3SB8M3vZf96SANV0+3ZTOjypobmrlbGbuc6b6W7LbzRIZAIZ1riAPO89kMF879cV2kPINb/vqx/KpHHQ5VVTGI9QBcWVC16AkxAg5Nt7FTP8kI34rMdu8mk2yBZV6OQm7q21oHwsIHuHIw88gVySMiIhgeGDl7hdRSfKzCtsBiAI9Settd//Dfwcsj/tk/2n+8nx9fPS7y6G4eMslqqJu9LOFkAJXFyVVbTQZo5GBSFIhQF6QsyYIZPwaVESaigxG1opWu+r3vf2/79AmAIsJVyQsULXmigglEOajPn79FSiSuxtXPEefk8txdDQGGJkDgQnjB+lIIhihIc3Q32lgtswoj6NBBOKMSodrBEXAazHV1kD/Tx87Fc4oQ9FxgnR1tHqYFHBGaxzIiZ5OM8AVsmHl1u9BOt28U/MYTvPfG9odP7PpCH11Z2cyj+mEDXBW5utigIxiUNFUjgxKrNA5GO7txrzdsjg0CKsipbSRlVyLINXgzRN0RogWqKCWz0aAVUqDlnKVyAAbZiZMH4cfwo2BBDITn1r1GBkpoQX1ErVOBxc3oHmbeHaII4v6Axa0tOC7jtEEljkdcbii69qVKQBExfEBaAxTC4cP6OgEiYYszYKfox9NxfzpaPHsHm8fKKpBx5iX7uSoSEU+tb3LM4GfOY1bTvmqAw4MEjA9HdK5irEQvrg94xZA6j301neUbwDEGQVHnGOXyCXq3eVmWHuwoCNmGbObxom0h2Ma4Avvu0QQ8wfwuyl/4fBjjrohJCwygO4JsCgvSGGFn9i0cqRaKwBjQVmqBxfAYsLunb+1+7z8+vPkl/O//o968uHn6uNPeNP04QAHdg+GEQjVDmlOpHyLDAwoXdcATjlY3ZPdNYwQil2eED4RJqdttTE1q/dHf+DEEw4aWEg9l8xpQi2xdVwTu2bNnqkrjGYiOJHemAj6bFouMHGIFTYIhEgFhSGoaQcKFLgxi0AeQxjzZ70CqjR50I9L6RxgGFnC4rZdvrXTWjaMkkwceAWWyMpiWOrmNS/atgDEkoiqGy/FwWGK8vcUPv7T5wbvTl66wu75rbWh1FKiiNbpUDqLlhlDWe0gcHKRDe5LL1AmLTNNaHUXJ9bgmxegm0Sm1wDLCj6BKATQZLjz/V53Vo0goYeETvcIVBngPO4nt4QvguvKAFW4wj4wWY0CPZat14GhI297trlw9qePl0ZPshe6B7sAJHNEaN9MaDmEhhcrC2/tFVVYmG8CC1f1yEThPBz/d8f7gusV0BW6OJlYgzpXS7Z4OCjnKDORb8RCc076TxUVHCh08lZgeylVSxvNgCQTobiJZnJ81SmdSV3RzcWdJXhOw+HK0fWVs6VS6qEct0h5Br9D/Ejogz1nfgR/gv0Q8At+DEuWl9QrsmwYwfHQ4ZC0QJHv6JKAEAReI0UFXxpWiqB/MD6jiS3/6pYufvF0vr45/8N/1j39++8Ybm/uBCnZCIUSQQhGUMsYwIIpCS1oishYJHzZCJPy1FR4IEVA9wkUH3JVlux2tXD9/81vf/14fPT87tzSIl3BPEt1DPSOAX189Ltoyr32ER0SyVda1lIB4MCcVJitoswxTVVLWejurW9Fxrn1fdyEhOewIoQsNTGs7BUEd0fOaBtaly9yiU9AbZJiB8EwWyF3HBWBAHmAUYG5X43S3hX/rOf6tX5u+++7mi5d2qcv9zkUQDSxCZQmiL1hGXIGsaTKZZ2zyVCgDFJSKdPExP6MClYOgQx2UcIVXQGFJBTOqQ9NThkCANVZuS4U0yoaqVNe4hk+wCQLxgw/GCIZBu48udCBiIAxEaIEHfFjd8VI0TnY6tVLmcjnt93N3uEcLFq3TjpWYuDne3aqUrqzqEITLiBjd7u9RimsBFKVQRQH20ccyWbfTgfNCD7++xvUbLepCBXLMe6Y0IwCVmIEIrFo6H4A4KGBJGSjBgOHMz0cguH7ISI8HxANnCq+W7rmNiqTCq6hOEKIE4DIwu0y6kzqBDhwBuKmgQp71fl/lEdqXgI+Px58KD9OkiOeyuW6YlvmXjllKhcoYvZnBV5nMar+0RtQWCEWctkG/wBCYqRhKQLsfRDb8rb89j6H/239fRr/psRURlTS/iIRiAiyqEaFtgqp5uCiLuFGwhq4ygDPIBMCJYRZlpRKL0Iu8+2tffvTsafLcwlxFbQxUCeJhAceZoxbTNKkq+hr0kBUt8fCwDMINzcHvGY6O3CKFSKg1p/gqp/lAUkCqrnIwINyVPahBBSJbpHMu/CusO5d6ttQiGhFhq7FTTr2S3pMls5J+brgIfNSxC/zGG/i971/85hfbNl5KBCZcFkVZcyp9jDhT8ecjRFFURTU0IBEKSiwxKyqDEYLUD1MgIpwiFltG0CmFWlQqpLmf3MAIigs1vdQiQkS5trJN0j2gKIpjXCM28AobcI9RpWsEYixjDBUTrl7SQmilI/wI0KQWO1nvfX9Em/e1FQ+cZuB+kQoRNIGrEG3pPkZvFVMVox+PfrzDZpOnoIhIrQXE6XQ6HHDYH0fHfEiHVmx2bXdRBpaqgCRJm+uNEAEWygxNTOVc2GUJvbrDrpSDFR8TrCnBJERy9UbmPMgrdtQKdHH9XVILNzugWV9iMao50DYm4mDATmPcDoaKUnbH42ibCbpF994P0fbQEfah4XnZXSm7Ly+GjTaJVPfFwpbIBezJ4GaOjt2Sf0t6hRWcEC7cblBeIkDxw8v73Q6//XcubF5+/x8+GnoqmbsjsjbBgCO0FICl1lCN3g1Bh4WLikRkGDMdkr4LRADdrUgFCeFgBPX5228NRKUAWJZ52mxygYhIAXsAKkKoUobh+btfsFZttjpdjEWXYTm0V6VE7MNVWEPCIYYCNGgRnVsEYO5Iw5osk4TYXfbeR0IUER6eFPD92MarS0UQFt795K3AgxHiEIo6aJCA12TuBgAjzZlvQN0qhNg1YonDMYDt5cvj9JXx4ltv4Sc/wvff7Zt+otVyQUwzwjCIUV3UtbkO0+4MXG5EmoTCwMVCBitZmh+htUqtSMfkpWckH4TEpKwhESV78iN4lKmJw0Ng4lQRpQqFEIdfYLlAXKFs0Yg2oA7tmBZMdBZfBKPFaZHxgoLNKrzQlUMznBZtD+jFEdxzPzbt5V8SnOuu1ov+vOPnP8ftgQYxk4uNLtRWbBwHAtuKXqIgNHA14UZYEBImwzC6dSwn9I7DIhZ+CMy91Wn55nuLXywFxatDKCwwiGIzORjwg0+QNaQDKQOT1RKp+VigFOrwHoFSECKlOCR87lILBvrJa2kknQPQPhZ3lCYkAy6tLPMybRtkH8eP+gm1bLReCZ/u+76VY93ssGzj3loxLLc8fVLK0xhjmX/Wtq0++YK87Ld3N9OTTYlvL8ff1+UvLkywdPSnqG81/+fuqfaHaoEI+nAfaYSBxUlC7ry/ZFOywAz7bcEMYtOwHNGu5Ie/Y7z44A//B3zw87Z9/Ov39mGZRj9OxXePtuVgUWvtpZgZSBVSQyHDYng4QgROcRsgqeLBXmVWtFZbmXpH3+qXv/+9zRmmn7YbAFrXAXDxCKFgjTjJ0eLunbff/fDTP3ZHCDMPPiLS36KV9qDJTojLIyzlumfk8DPVcpEH+68UKwWZT/tA1YizIwlJjRXJzA1ppJnOynyNiIBIsiizMNeC0/CGvncuAAXjeD/h/hvPN3/zR89/48vL4eUHxzs8eUSWNgKlKrL6V9FJS2vQDpoRutK5DGJrFL1QSmo6U652fg2ZzyfBDGZYIwo9AJo9FIQrIzcP0GiQDXQHvQC34fSlD/aGmXSICGcujnHL2IMnYJOb1TrEMsDCDDrgWPoIH+GnBbNoh1S7evvidj/rJ8N77LvZ3ubRW8Gji4vQWhB774ejiaNV7KYpRo/CUBlufYl5QV9gA3Ov85j3BwT6G48wTQmhuWdumwgdpEfyuQmemQTZhb0qn7L9+Rx3wM9DUs8BUois3HBpF1CtsYM7VDOrOoaWqnBBH+aihVomaAHKZnMRnegdbsoeGGRHY6GLvBsD4/TzErfRLyaWsBdR/1x8I3qF3fvQFxh36AXVpQuTVvJQbObVM/+8BCIJJ/AIp1K00RY/7rfXF7/9Nwb3mz/8R/c3n97V7U7LglomnYZ7FjkkRdWIjAj1h6zMcM9kgpXLEN3DsnskMuFBir7x/C38iq+yVjY5RkIIeH39+Dvf+c6Hf/wnNgxCqoSNWJ0uXhW3+XNrmMIrB6NXX/nXViZw5X+uK1yYT0tm9Z/dztpcqb+65y0CzBi90HUcuFLFLVa6rWnxMQibQa8798MEfOcJfvJbj772RW7idl7QGkqbPAzMwHGAUio4VTSkCE37aS2+IWCwMCpQpbEBq2YjgeCcRCs6KOvEKMkWjgerNK6YngElMR9HjTSmCgUmspJRJbh8gk5IgDPHEXYL7MEF0RAG93BLtb/b6koVERpjIwDLrjRe4LLp7PPuuj59UzuWeURUHAP3e9yfDq3WbWsqitGtL3XGzWxXm+IUCTkNu9/P93ssPfNw0QeWGW2Kp8+vqUcL0/aZmyYeiIcr7x6J+6yS4NyAk0WXj0lEL9FBD4iQDncQrEAxkD4voupBoEi0xHMQVTdzWHdTllqkomwgDaha2jjt4UeEQWZwgAZRsQ0MhMHu7bSI+1QafZntLzbyJRBz/1ONkBh96QFsks7v8ASUHm5yf3iP52lqhLtrcQfUDZV1Axsd7HK1+fFPdj//xf3/+X/cbKZ3e1CKl1bG7CgjhKrq4Xo+8BIbtlzGHpb2AACckFoLRwmqBGWYDffnb735Kxfwgz+liObsZrfZ/eAHP/ijP/iD+dObOLvJq5DCTCUmaBRNgo0wwBGR2Vjr9YvzEXpum0kmoUBEIxPXRfDgJHTe4ICM3UQOZeIcspw3jSNRLEREOkYIcW+YBEf3jmpS2PHrO/x7P3z0rXdPMX9wOuKi4fryAnUy2UOxBLRqa002Eyohaaxg5TQoAwyk6QyFhagEKtwBgwVU5Jzo4XMX2Kqsdg96iuMjRghXzB4KH7mavQ1gHmiMk3iVENENigIzCsAOd/e7wKwMUDAskJc4J5ZgrCtBs2AfmO/txUfH5QV6i/uPsb3YXu62H2IeHeXiSumHw/5+H4VLLcumcdMaoxxHt8M4HBFEUPuI44LTgFkBOHejq9KmgutH0xh3Y2Bz6ZC190+0kGkbKw8LOherrNqWtB3K2sp97XvXQuwcDYGItd4ORAw7wTCcRJFhtWylbKCKqGbwYCkCUTgRA0KMKQzgDJ/BWVScbt3VJoyfoXgpjxBu+lPlDvGWj8D0JYzD/hgX+sWyeUvtp8vyMdYpMCTO+1GOydZ50oMWItbm3LpWAEAfKFARW/bL/X777MV73+Sf/SsM84g6eOoY0EkJSglJf5lcTKkQ8rE6zBA5tU3IQKitmgSlWMTJbLvdXj1+9G84gcUsgFAlKR5DKN/5znefvPnGpy9vl75U1Kx4GZ43ryMMMchKsRVjzfoRD9yph0PYx+rBvvK9VFKvz+5ZWjyc1avpHPFanRW2wgEIKSkyynpjJOYmaoEOLggIl/n2XcXf+k794VdaXT7SwGaLQoQ7JXSaljG3i12dCqYJhfABGxGxls+JyqXCRQJG9MDI2vXM9JZVqx7FIVhNhnFWwZBnMwsHBGERAncyShsAnYdUrYQtHBugYXsNATB7jLFaUInGRmMwozWAdWRFEYpZB90Mo+P2Jt7/EKdb1Apx+PD9cXn5Ei9usfT58mrTo7Sd95Pv98BdbKd5u6VSI+K4YAw/zTYMA+Ih3VdMgkO2imc7tIswxOJYHDVtUF6X46+tgSIi4Bm085Dpe74VsKpeUiW3nt0K1fAOAKVGuLm1i4BBc5PGkqnxCBmjmpFsiOLDe58pVkqRTtqAjog5sEjdwGSZY8sbkzvNQb0Dsne4jGlbnsDuwVspbWpfw+br5eSGO7f5TEBbX/a5hXuA31bOWV7oPlC3ColYnA4wtOlG4Sf78tfrO1/1/+f/+lTlqZa2+NLKBussPPy8cJL5a4g8jalpmLJi38dhqCXlSgSH+1vvfmG7vfw3LOCH67FOT0B84Qtf+MY3v/nB+x99cvgEoObEcFhuF7neDKHnAF4gGJ5DqrVSwpmkPjxxZMvUE5Uk8GQIKrgmHXjOJYJjHTOGrW1U9sTwyuHhXLN/bSUAoLrNESZawy6AH72Nv/mNNzbjw00FHJsqiGmZh46jGumo0xYC+EAfsG4WCKUoa0F6+ThjRGQ4a0ExCbPkgkvRkIAKAGqFpDegwVfbtZVZEg5oXh34SK6cLydqSOHq4BKO3uEFFxs4www+02f3OdOO1Uda26xYrAMhErJANAUFUW4P+uGNn05VfbkcuBm8PY0XAx8e8f68XB58s+Vb026py6Evpw7u0Xq0Fqoqm83Jl2MffXEGM8XVDNvHjCUA7K5R2txagYxlQDXCIgMGyDgHLZwZVLk40w0g6TaxYpPJfT770cUa80txE1BVd7Q0n9iDobWCApeIgfDeQ+WpSBFVqMIX4SlBTFu24Q4d4ScQQAVrBLx+LHwSjm6fOlnxNmSa7dOJz/rxn7J+uNs0KLHc2vFGOK/esmf+0DqFfvD9yRmPAQhm+xaI7tRz828BOOtkJ3v6XL76Df2TP/nE8bRO2z5OThdXj3SBTvMYOsWZNjppb4Q80lZlvZAqZzt9H45f/41vGlB/1QKOoEhSmHIgJ4BfXFz9zk9+92c/+8v93REHj5yBRgglY0GzYehhyAMz4rNd0qtmWFUpecPBUmu/7i54OHvPk32KyOk8NcHq04ScIRrC13543UFSEdk8jtQjSo35O1f4nfe2b5fDOFndaHc7LVSJ0Oh9hrJuG8AY3ZZjYJAZ860xDG3CEESgg441ZrkboqeDoQg5nLISJw1Fk2WR2P95ZMJKPIB2azcfEoy5ojAsWEfYDCML4RHHDzmCYyFeSnxS4s6tu5VQfzU8BRCZ8mbU5tTFlrsTfv7x+OOf23GGbMZT3Z5i3offWf204u5kcje2jo+XUNWItsQYwzEgJ5AueucD0SHgpFILS7XCGCWG2q7g6gkMe9WqhZD+2Yv7qgd+GNgiciyU/fwZ9hPy7HkBDwxHBcLgZfRAqSqXgChgpx4R2ipLCY/zMTCEClEw891YVYCAdxWEGdyEMA8MIXetXbK+T9+ZKyitXgjfiIBWxbI/HX95US4lno7jz3T52ei/bBO4RpmGezCCkvcu+EravBq+ZNavso2+aIS0NB9xHz5Op1bq3OevfP3x5ZPD4Sao2yI+7KSxcfcgulkQUFlXKSU9bhIdzSxvd0dpAfEwN0sq8Te/823/1eLLYmZnC44MF2PKUv76b//4H//jP/zpn/1sP98n0KRgKQUZ2wskudDwYA4arz/vA3tZa1VVQ4iv9lw407kefuph9ktyyFrGJl6VUmxBJtQTWIVmEZbQSQBa2jII4Dffe/ztt+t48dHmCi9v7GK3ieD+eBRFbRBRTDsE3Mx9aAltBTJhCDrOp8haIoqntVVubdSsKVYMneGYR2+1lvXWzLFhkIFWk04KII1AEAFGkWuAYWHmhoGylKpSlfoBhmB04AX0JXFSg46BDeOB4R/wNcpRejcSpwV3h/HJLT54gaO5OD48HhfiCBzR96MtLBaLnPDJp6PVUat4Rj6GpJNRS0MBwZYcsB0hilKwEFDWTVxdt2GLhddStHUh1/m3AOqRvsiCsCwpHg6AWMsvzygGgUDE8qw2g9bc7DzTSMANpILQ/sjN4Aqj21AlRFUKLHH4AThoUItYzE9lKpgNaQYIuJO6Ke0RgoZ7x7a172D3GPYJey/1m5j/cqeU9g4Ocnv/Rzs9tFZZASY5Ji3/UJKVsPZDyQiE+8pCpYhBtG6kAWHWF5Ui06Qc6M/2+/ffeKs8fir3t27OOtUxzzEimF7LHmldlFSFNZs627a1f3T3BcN7mAaEVarU8mtffe9zUujPLOBcvSAAE66IIdEePX7z3/+7/8Gf/qs//79v/uV0tTndHi/rxkYoZk33o7PSLZkcQyfABRSGMpQCOh3dYx6LE6raRM2j2+Aw1WruHhkcyiSgjDGqiZm5w33FsSKdG/ucp647g3ABQnqEAvsS0o+/c42/9aRf+I0rxv2ubg7CEyvpGMTmYsvdFiPgXQ0qO7BgBsxgeXMskA219T4ErhPQOrxbBV0kttAdosJjuDux3e2BEYCFBwM1Q8yLtzZGt95VvFRVCYjBHLtbUAbQtelmqptrYrMs0eYOOUJfAjfQASAMy4D2KNmZD8BAT48RO25M731j09jHn/zr5YVfdC8buzl5HeEW6G4lFgrCGV0GbHTE4nldoalMKsLBUkJ4cusRw/XUC7v3085u7OrLN74JQbPTYq231qwtm9bQFL54j9XfHogGeEJSEZIGF/Duuikww6mHQFpJV3WpfuzRWo0Ru10b/YTjR5ltHVC53MGGn/YqQBYLtZhVYkgMoIMBD0pRvcb4uLQFdgxPIPElSPQT9i+1XujT56iLxycWC8a+4oDxMy2PMeO4HDbbr8X8KTcAJPY/jQzT0wIY5pxUAkegCp19Ngxo22FUmIN3UgRz2pikdaIp4YbLzdbG7Zff8Q/+9B5SF46hz7V1N8NwOtM7y5UUtQGxdKKIjn4KPyG8SK2zQlvZHo0n0S9/89tf/rWvnWlWf9UCPtdBr87PcxPDv/bXvv+7v/u7n7z/8d0nL6ZtO9ydLuvkWBUmq4VS6qMId18Dp7iWjmmfmdLRB4A+6+QEnx/O4MTICikifVkezufPv1jhGs9FEOIMgrPWfjx9ccK3v3j16DIMMRwFKA1CDUDVckQPXyxcMpPUKTTgHCpNDQPDwyyNPFWQ+ZeqGoEwZwzESvaiwEZZ3wtXe7M1zMtOKixayLUeQxBUjAEt1KJaVasowKWFYznAZnBYmEbOsFYEx8PFVwjaPSxgwHICZhuj/OIj/+Qljv2E0u4P0MJ05xTIOpbP2mD96M5sKB+gArgzr96rKsOIKG7Slwh0jLIAglpQlCKkhkcoMMbQsJAQTa3da+PuvDQSEFlniiM5tQhAzUAFg+R2mqAKd+TRoRKjjzGk7vR4hIpME6wjM7TmmaUhBqIjBgxQQQjl/6PtzZtlu677sN9aa+9zuvtObwQeZhAkwMmgJsoSzcEGKYmUK84/+QT5JvoaSeUDJKWquCq2y6UqyZoi20kUWxXFlEgKHCCCAAjgTffe7j5nryF/rH36XlAEB0c6f7zhvvv6dp+z195r+A0y7cBcClYkBi7gNWKImamMFtDHjyfM4/pk3KxhEtOlt4cgkeFkfcQQsZiw3/puxwkIuxYfWac7wOYIFskszGAcZguldjnplotYEUZkZzeGOkQDWnM3pDE1hCXrR+4IrTwAI6BhLSzhQc48yMCl7izKOJ7P7Z986YvTtJdhLPLjI7j8SJwc/tqm3dHJ6Wtf/o1v/fW3/sMf/ymGWo5AILQ0ZuxPjok57aPVJKdKET0XjXzwfuhdpiec9HLpUEP1aD2k1LFw9JcNBYGuVZfQy5TvzRR6O65l237xzvjZ509ONu/PhiBIrZJ6zhxl5DJIGRjsZA0Y+g+1pH+kO0YawyRg22koGBk188DSwfWZyBGXWqgyNMGc1JVqlrqXccGdaQSYhaeNooQrSREeS1mhMGgPzOAWcUncPKawUOsevEU4YoZHaIdyaKYkgWiYDTtdvf7m7v4ldPCysmmHEi3bJC3gAYvIBdYlG6KHsgMRBuDSUQzkbhHIMhSIwAw9A2TAKETqERKss/sm0JqbYRjzRS0Twc7c8LxJ1HtBi2NbPkL34IRncNjFXoSaRt0MEEYtFF6GQjFcXjwWkdVQ53lGmAi5ex0nmAVa4qzBFcGA1PEobHbdEZypAmtgBZIAyeZY1mdxOdv+HD6bsKYDAAAgAElEQVTNlw+ni8cnN2ietrZ9z4lX4+ztgmIiNvAiMeV+pbNq+bZBcBEGF5ib791RytLuuh7xANU9vAFx++6mjm3aaZsjYKn8lP4H6E3u3tM5zAl7GcCFRDgK0zCsyr7IU08//cWvvEZV8CHRC3xQVvZ6DNdxbeYf+/grv/XbX/vO69/+/t/8zXozTOeXI2W3GCn7TLF4ki8das7GaXa1AyycPecA4JGiTInkXhjHHQ/bVNMl+dDcOrwlIkrvNjC5J/nB07fpwuaXB/zavaPnTxpjogIhDGPRfEfMwyhcBJzOAwQbhByuYeGmy08xKdxncoXLUDEwBmEnNMWBXA5iIRTCUCGAGbmFpwpSirAGpy4QumhTbknsTkJgplL6EvBL2LnapXADg02T6eQFzGVBDmS1mCgOahEawIwGvH1Rvv49vz+VNqoPPtug0wxAgSTU9E+1dA0BINjCl/Y+9rUSUfPWDE6d75iqMivF+hiVVTWkUXFAe1GDgj6eyS1B2GCA5/gsGCIUFDlES0+H7unsAQGoCBmI3axNcxQepsnCZago66MId4XwsFolnUtcgRnQ1JojeKcrOng9YHYLDje4QVqAFQyLKoxC4tO83ZsOA2M4Odb2eJ60Vi0iXUTGIZEPLvtqBDMQ9dRJ4JYzLwJxhME8fQOA3rOk65Ess5Rww/GZc730y5se5HDja765RDk9MkRayroQRaEwIpZBeKiDrE3o7O5dWHvtt79277lnqNTrc64fH8A9Bq9hKoiH1i5Xq/XnvviFN77z7X/5v/zuwx++y+uKqQEemhOOrslLkTT+6FSxDM4gMEk6o6N7kaXbWK5qIhKRnIHpAsbM8e9i63S1p+Rf86aomy6IyzLtP/P88JmnVgO9p45hAAvZag4KKjSMgiIg7ylZWeTUucDalbg/UuUajBTAiZ7cOIlFWl/kRMHdOWH6seuU8N7u6OHKCqgBcyTBuzCluAMcYfAZURCOdqn+2O28lI5yZc3NP+k8nRGVBNsIcsCcmkfbY6urb7wx/+Ub+v5cghChoTIuuU9Xv1hoIZemGc0WFkEWfV1uiRHenFoECJVJhQE0Mh5wclJrUYpowcUAwDQFPQjgaO4RVMDCFJYMQsuNi4I4yWtp5RhYXNkFigiUgqGOMaFwg7uqhstqbI8vSuUIanOrYwXC5p2q1jV4aYzlTYaZO4k9hM/CDeRgQ6j6pYZzrPz8Ec8Nsx1X4bFAHWHQdeE6lmNQAHs2kRAqjEiXEg63Xk5LLgbvWSIncMlQgnMZmPcZZk6JEdlYFR6bT3Wcy2AeRrzqjSkA0e29PWXrAEVimGt69jKc6ijDsD6+YVXG09MXn3rita/+JpUPmx9dC+DrTeBDKrvf7aUOl9vL09Oz3/5v/5vv/+0bf/h7vydRycPJ+vvOQ7gL2fTdFhRd2vaK59RHgh6BOPCIojONioCJoret9/P0I63pbGgbIj3GLVyj88pB/PHqn31m/cTJrD5TxSASEq1ermqUUlAFQDQzc0pOb1czCXJiIC1OgEBqkZPDyeaJnRym4TRg8ZgxD7RmQBQM5JdJlUrnEqCDxdmLRQR51JDKzAVDgDlgYbswF2sQQuzZ55QiXHKFBUUCBfQAZwEIIeFQ82bBxg8fr//Ldy7evMTEBsU0gdhWV880TWf7X1rKVwUMHUqU2/mlNkL3qRABkYRFRCgwFpytpUpjFq/VworBFXUAEWfABiCL9EwvHvr4P4Eu4eaLLcZSf0Swq02oWRWJ1JR0M4dDRGhcC+9jsryfwlVGcdVIm8xkvnVAnsZ+Cw+3lulOFJCgMoWSuzJZRQFVqPk0m0a9dVZ2gpDYX9C8NdUyrFE3ON+BecHAeofWEYEWdfqUcKAQCQhj7ihfJA992R3hAh8Rk1Q9OhF/y0kEpBqQvrPl7DPMuzMW9f4vCbwIl82qHq2H45v19IhONr/2z7703Ec/2itOP9zlvxPA1+l7uAalEpFSajPdt+mZ5577zd/+2jtv/eCbX/8vZRiMmnuwOgdxZGp7mAwhU4NsaDMIoTnUAyAEhUdn+UpcTUqvEuZkICdyq5/JaRuX+AEsQsEASxGR116cPn1bmB5tC47qimdx2do6SgGxgQIpswuGQVuIGCXDHhZOB0P6LgfiwRKwgEEiiODFyYmvUpVIz3SOVcerWLpMduIyTIQjUucn1F0ZjFIoyHw2U/KZQxDGINAIMwR3xxhyEiRRNJWZDvupOjXzqaFovPeufOt7bRrQJDwwO5zRrMtUdfBW9MQ5adMZwEBuGNGzP+oAOXHUIAFc3YDNSGMhc1BBsERgyLTcKQwGJ0rNU6BprmOksB9xH7yZI+cuATAzedfrALwADFOXRIA00908YOvjCeYpTC3cd7vcG4UobAUYZTNg+SiRGhZB4hVqHg4Dr8CF3PcAYw6dw7Aa1sK85pM12hvwAQiKC+CSacrtzcyE8wE5vGFxsw336FHTVXhByOIo1yxToizDACK41rARgjrg1u2jv4mIAFGoO1iEeamJOo0hGdHMtQgRy2o9rG6ebs5OeHPz5M7NZz/+ymc//3mk2X0sUhs/NoA/7B9qHc8vHm+ON5eX50zxhX/6hXd+8MYP3/7Bfncf7mDLbYuuWhUg7+AjhHeAFcHMmDm57Ic9AliC0z00wNTcWmuttR85fg/7Qk+Zg5Z2CYtIGeqvv3D85JFPc2sbbMrGL2YaIOvc9BQGVRCqcEFwc5McWi54TzenZGKJEKegydVuxhCLfRexZWaKykKDYDWgDQiHmbembgBxKSKCHNUMTtg1n1xjUKOqKCfUNDB7KEddwGoSZtTdp5dEMa/efE6XOYogM5hB9/HuD/c/+CFigAKhlcqgfim19mw1tZ26NnNo5kGIBAPEld9kAxjmArCjuA8swcHAWqiQNwUkBT9QhR0eEWnHV6tIYZCbmjpq97tZ4svdNXhc8poi1GV5HYQ6BIbqTXP9IrgSABKprU3DOMjREbaXak0S8YaRQxcrYQcDYUnUprpCrajgtodP3rpvGMgAkSASUCnmrLNRPAqtY4zzfF7LHkD4pDaFQQYCV4gSRzotdFks7h+oZ5rcnw4dzDCzZR0IRng1ZZIyDHJ2dhJhEcElVCO7pMKc/vJYRi9ExEVKLTSMw+nR6d07p7du+cmt9a2zz732pTtPPKVhBZRSVR9moPwjsrIgsDCEMU+7odS2m4/Go/20jcKf//JvPdrr7/2v//PuwePde4/4woWIuZrZfm43S061IiLS3zI/o1Cvi7OnJUhLw9i51lqDMKtGoBR2cFPPqaATQNLFcomUDO5blFXxlfh7MyY+emo+/+8/MT1/63KmWB2VUbTZfb2L1Yr4McLToktKxw0F3CTU4CUELhRryf2HnMWhBmYLS7MiTt8Eo2oMJnN3GA+jDBVMOltZPfYdxTRSWw+1YOUYZq/zvgzrypj3vttWQRCFMs0V0kQg2T4PgxQnniNWWgOOaEGRixxG4aBS0tVkjgArSR2oaNP3MPzhdy7eH8l25ay2y2j7aEcy+DwzQ7hGb5Nk1wfVDwEMAEE9JrXTLRCAE5xdOdx9slqO22o9pBizxxYzKxExtFElZmDeG1Na1kPGJCr0/jMCrjE1rHNpCVCAVAI0IJQHAFGPbsOitZlhZSywHV34MM9+7lwKhlIIPueA8TKPvOX9g4gK+aSNTEuIcAEDJtSIlLHeAGPbz5Pv1+s96iNua542sPWwXsOcZaDVjSrU7j8AMNQZU0PMiOhWr56lOi2JIDoObPbQIAMIkjWwLvPwAIZz12jTiUqc3FOsLsTvTHquPIDT8D1ESl2twJjafAyEyMzum+HoyTvHTzyxuXVruHHj7Lnnf/VXf/X5F16IiELS7+GH259/6AmcTIPdbpc8J2a+d+/eV77ylXZx/0//4A9j105PVhfv3p+20ziOhVXDGAlbWpphRLnxxIJwSh2tBDMzSz4MXjwf8qf06O27eUR0kSUmcMRe3VNxyPbP3sRLz97i8jinw8jmFINB6Ry84FoXrWaGSFVEmFEqMbizSBQPhoCdKMRZBAIiQQAuEO+nC6VGSiDcvLE5IFSMRSAGQSDMIngECoR4CHAjcZIE6QuYwdJR0BFchpELyMlnP/Ts0oUNpK0xQyoP7E0Z1jt5F5cx7ZDA80MH1Mzo6o71EfohNTpELz44/jhcRFcpTzKH0hYHMLMsjVkbSgkiIXIEzJxL4cLdfPmq2gUzqsCsEaErKILhZuqzoSiK78kFXCtLDjR6VpqFojuaGndcYLa8vRNNejMlGCMXdw+1XEUOJLeJIjDUOmyqzxHb6dE5wYb1uH80sVuETbs9m3ERn+d+x/utyXZ0nyQtiWJ+S8A9Eq2/sHJ+9B4Gi4zEwkLEbO6pVHc8DEJMETqbzfPerK7GzWrdAmUchnGsZ2fHd+6ePfnkveeff/KZZz766meeeOIJAO4uIv3hLuy9v3t9aACXWgGIzEQgzkgen3rqqd/8F/9iXG3+/I/+94fff3t94wbzRdtNJaXMhTlAmRgn8oe4mQEgSfQn+eFHsmRXnQtn/jzPqq2PhzMTjKXjYogCVIlLgwdxHYe2f/np1UeeOma7AJwoglFyYE4ssbRxom/dxAwqkChjwEs/BgNOEC4u4cEhQKGomTslULA7IRKlG0ZCUtL+KQCjEiBHHVCEuLAz4xio4AGSipNzXwcWcLVQMFATwh7EgJmpUkSC4w/vNtSi9/A7gTGblecXtG+QOoCYfU61WVcH5Yw3W54doJ1l7lX05gHTY/3HP/fcJliEmR3mDrNk1/eUkrmY6zxBxHkoFHOv4Q9jA+Ii0TQCkAihgAAiUmNlQQ1u8HnmAZSVYaKm25StayYCqASQGctuf3iztKT/kb2IzHZDDWCRul5hfYQItAAYw4aAMj8wPQfLaqxQBXEZSgbtOAoCtkueGRhXrb+4wh70EXFCOa/S6Wt3sC80L4yRpbo4IdcVWGC7HYsMdVivVx7UIizVfU9v0Go9nhzdvHfv6Y997NmXP/bsSy8++cyzwzBgadz2QFn0bX58nH7YP7gGcUTQMFQRnud5v9+XUp587oWv/PN/fnJ0+me/9wfvfvsNZi58Pu334YzuohGilgwOoCNRCIjc53kpgC36fJjg7k1V3RyBpXGVK8kO9y3A5JWHiQqH3SJ84qnxZNj77KULBHAVEknGe2cRLLdbgAIqvYkjBYVkUHZQoRAIh1GRGlEd4p2Ilq1DPzwvRmbWziyEKAGDtKhBVVAG0CiQsBOAAbGYZ50oohaTUGiZVOcAj1gPIGI0g3q4hhn4MBCIFBOTIbI414MqKLOI76YaMg9H4g2YIIwaMllbSrI8fq+e9/XojbjKbq5fdJXydESDmRuCpXdkzcADADL13NDcY559xSkK2jeeJBxCGCJ1bBowh6sXcaoFpRIzLp21qTnMwLnNCEKQutu1pEgt+rbHB0wIeDEPzHZYCxCzCIPC1YlT0wzw3cV+f7Fb1zoMc9jMYdBzROh+X4QREU1J6Gp5ZA5BQSCEk4NzVnRgaHi/j+n30tMNulLAJWABmUsQh7DUgaUY063V6X6/V1WQUB25FFmtxs36nfXm3osvvPSJTzz/8keffemlm3efkHWHGGW4SlevxoGt8PMFMIu4Wb6KqpZSiKq7zrOe3Lj1hS9/+Xhz8vv/2796+1uvM59M91Wnhk6MXua7ASIaVvUQyRFh3uUpjdNXjS0Tai45zJh0H4sYgC832QnKcAcVUS3Vti/cwCtPDNEeOCzt25i5FmZm8oSwOROhw0wyixNEzNO2EshL1m0eCA8LL6tKEszuYhGaewAFhRI4gnKcKyCBoHglZSqOCoyCOoBWsBW8pLEcyprJiGdiJ3agQY0CIpAClgoDZvNdQxFeDI9TwNE8OJRrUiQSosMlytS0ebSI4Ribjcy7fTDaBFXPj+gdh7+09K90Wz8QvdfRB9di+JBx86zYzVObbTVQLQVs6j4ETGOCBrJbpwjkOJ4o9eAQjAC6TfqqFLMWYQafIaGlAoXRxDWcjQt1AIwzwKr7UvK4NzdzD3MAGCW92UGep3M2/4BZwUAZMJSKaqZtP9FsLlFic+P4mJhhDR5M1OHW5qhJXVgGQA6hNIHpCdkC8UsbmgCs+63k2Dd9qpOf8sEcJmBm6aOxKrVw3TjK7HFucxDV9UbW65AhSlndvHl66+bZR1/6xV/+lU+9+o9u3r1Dkrg2zI4NE7B4JmaIfnj0/qQAzlcZx9Hdd7sdEMMoZiRUm03HN2782hc/L0L/7l//m9f/8v+V05U/DFULN3FUYkkxdw/wVVrSuxxMETGOIwBzd20dWRXZc++iz4k69gxjoDGhBXmYt2PgU8/gmbNgbftAzc4YBUmnFpNT0PIoEm0TJUc+Fs7sJScATMwwCiInFwKBcqOAh4URgdwqBUM8HGQMF3THiAISDIxxgAyw6l61hfvsIB7WxEdja5T7uSlChhrDivpMpjXsjRqIA9m7dk93J3eYeinIOoALODitklVh3I5OcSp28XgG0AKTGwvCuui2+9UTjB7GV5nzdYYi9ZHSB3v+BDPMk84aJWOGpCumATYDcBESKSB1j9wESfqHAOAIDgUxSCpHJXfkFIvggcmRyE0PqCE8ZnNjGQpKyWk8BzNF4UjP+qvizxcHQQICbULs5zoqjYNQYTWDRszDMGJVwMCM9JeLGc0m0ygKa63NEEKq+oxrIlACjPhqwtaTEUow/7Vb2jmGWM7hw32TfaABAFeWjZSN2qhRHkeM46ocn9jqSKXUk7M7H3vpuY+89I++/NpTTz1VBzKHNeMqBIycnII+Ijkcwj/h+tAA1maAl1KWX3s3vFLhgv1+N27W//hLnwc5CX74/R/s+f39bjddbN2ViIRFQAFXyx00Ux8IxJdBETF7hKq21sytmakq1ZSjuVpoSV+YZVXbLrQRys0Rrz5/dlym1q2V45qdWMDy7L3Wes89PBiBWsbCFekigQCJlBBiaHZdCcyck/pwQCjWi3iXWgshh1BAKApQ4CNsCAzuQ0CYIeUxF0ACXMKFMID2yajqvbTwMEczaqAGcHTH4DmcMhLIorvnpHywHmwxGDy049s4S4+iAiXaKzDGPHGKgi7SEUvdGP0GHL5y/eon2oJoBXIenuBWqAaZSyHOZpTAzFXzzE/2pWcqms5j+RVYhMPNpFYMBQwOhS/yQ0hLKVc1cyMIh8BpmrQ0BWDW6RyFEL7w5pNZSj15iAAqBxwGM5dpJggxF5HCxbe72L4D0uZ7KhjKGXhd5GJYMYZSthwxV5EwiwgYUtc2Jfp7HtRnlvAUSkrJZhDsqrdy9esSziCLMLdQI6fVanVDBK1UkOjmeH3r7tPPPf/ip1795K/88gsvv2DLE2mt1ZJQ9CxDeo156FqZmZllbfxzBHCpvXtNoNVqZabzPAPQ/UTCRYb9vK9Sfu2Ln9+Mw+//23/7YC+PHz56pKG2JxaRyg4n49q7pY5AdEWviNjOl7XW5jZNU9NG0ilKznl+Lv35RdTBuBQCwivi5lF5+s4x2tt5PhNnUdYHyxQgXjq0SdQ+INkCXAuiwOCWQA5nEgjHDHJH2i/0UouAYBl6P8vDzaCgMKcoIWHSZniwVyk8DHWFQSBbEABza1NToTaII195bjMQFaWQEKfWpM5RigEwT6w+S6lgcyh1gyW0ZqoORq2giqNTHA1iBmaapvFi2ypbm+mQBn/Y2P9qvdGHflOvoYkiYAao1qGQsDDVWhvt1Vw1qHtToEpv8wMEJrKu0pbkEBhgCLXmQWIiYFoBFGFNEYzNwBiOsBokS1/VMjd3ZylgZo9orX8s6tlEH1gUGjYjyggA22naThwowigeZjIyBuYgh1BdA6c+XYILojRzteBuh9PVJ5GNgGUQT0jMmdvhNgXgHT78Y+4n8r01dWuzTntFyProxvFmNR2N47h68plnP/mZX/7EL//K7ReemwVboC6qB6ux5uwBOoOZPiggmL3on3AUf3gKfTC4ACdtV8oYEasjbHeXhYR9aPO0Xm8+/uovKQ9/EL/7/jcuBHW1lvn+dnZbr9c6K/M81Lrb7919tdk8vrhYr9fTNLEcK7WpXcx8aVUthGWQOrb9XMqw1V0wGSICrsYg3m4v6wp1M2zv/+Nncef0zSa4fHx6VHdDKyOTtMkw14FTVVjDwlF8zRzgHXAZdEzDCdNJVkQ8CiqjIGi2UNwp7JUbQUsgIkSxDj+quCBxVJVqUgCpkBVziXEIw9AYM8ANxVEvUAibcNNkaw9gaPGJbSoJahSDCEgDpWIN6EwzQpiGASudoHXwWiYRyFjtwuaJzJLdHab18rFOYzBj4IubttadtMF3Y8yGvagFXMicLM9upOtXV4YkuBBRjgcWswTuAnVkygxGRGW/OMfD7emlPhiAyisE9rEXhzZNTxltGIRWtbCAwFyCGTBE9mqTC0nQSaFaRpJ1HYhcp33DuNvLQDSWdWG4YQr4JeqEi33v1hGoEBBJ17EVylC9Nd1BGBKQAAqw96RzJZFzXJeeThzflWnCtIudEbEIoO/A3xYnzEBEdaoR2HkHVPEygez8fUvmDakhFUd7rpE8onCLw2nc3UkAZ/DjO8PxxbDaX8rn3pjW9Il2wXL77OZHf/0LH/nIR1555ZWbN29mYNWIgZZ94MBhI6Cu8HeuD5se/QwB/CPhvEx3zawr3Yo0RXM7Ojr62Mc+9tYv/dL5o4u/vX/BQ1mdUNvOrTVmURILYBitNRVBrZetpUvDbj+pqkh1CwTCMPvMzI8en0dllqKtEVEpYmonm/H9adu2+6cELz59++R4K20nI4UjtQ6Sieru7gKJUuAzPJRzgBRKOSaOfTAhW/MDwAF4hBbeUAg4srkFYgkEe5g7goMJkriiBTrrywvm4/cEfLZZA6g0otJCJS1UCjFAioJexZl1U9YFnyZSRgph673OqU07THsQodSkm0M1hIg5pIAHpzXqEQ17MlDsyFLrKIK6SLCDINHb6NTHYn3ljMv6YYRYMBSZzjvrjN2umcJTCaAQHDKIMCVnOt8JRQNAybVO3f/SjdSCEcHDQFQZQMxGAh6GzVH16TIsMLWU8nAmgqE1lhSb6ck5eiYp5AYFo1TRPpmlZQ5GiwCdJtQaAAQXHYDqruac5GqGHxSa+rQKKUFoLYjAvHT7lvHF9W59RBxcUw9tQSznNhGBKSRaa+dtJ3eGL7z2lc+UF07Ozu7duUW379Zac6Dg7sz8U2Py57p+UgD3blvnJPQ/cC2S0DEKUWmtodbbt2+/9tWv2mzbR9tHb74zHq2Ox1F3bb/d+XqMCBHSpmRORby1oVZ4zvqp1pqY7nBeHIYxDENzY8ZQxJqG4f52O1Tc2fArZ/LEGUF1NmzbxXrIZjWxkIRENA2vJERiZq7TQDnYzU/qTqnnXEkClTqC3YOipOhnwraIG0gAc1gQHIWpChcIQdJG1ikrVCJAERRhbt6lhtJPkFKLhSkhHMjoUVMwjIyTdxrq1QxRRRYKPMK12wZRl9wiD/IAeWXMUkDrxhuiPWm1WcC1prQIAwSXpd1SQUBID2AIukKVLI8YQPTSGURo4GY4P2+tsav73HgcQ6HkJNTdnbD0uwFrYIGkLKVHErcI8NaPfifXCC6ohcHMJ2uourZEjDCgGu4Yqy1BGKkdn3U7G8ANtRCXHDWBCe7WkizRG+y2xF7FlHSOBEgnSfPQIvEFk3OYWh/cJq+2BVzVF4tNOS84kwWkdDUQ7rIG7tuAGeqwufX8Zz+P8cVep3Q8ZuBaP7m1VutPoRn9jNdPOYGX1sZVo5JZRFxVCVzq2Ob9fr9n5qOzs89+7vNtb//nH/3pg++/PQzDahwgvLeUAaKhRKgVKkXQ9rNJSAVQ1KwZHDHPkzlE6no9aJhaY8I8aSU8/8zNcrbbnc+3y/Dqs6t7NwjaiIBizEIw4lKEybN1nDgqdp/C5iLEPiDY4RwtQoIK0ehSWQoIoCJRvRmUQ40wc21BhmIEEwp1CsBDGIU4pe6UXIikP6Quc2TEUWXlMMqMwib4BGswQB2kAKKENlCgkCdSwBp4mmXo6lm5iMgxFgw8GKJZa9aaSQDROALmgLkRnEECLiCiwmSCaihBlYgpyGNNEhEZ1ZmcCgsRkbbOjeu8iS6i2ogocH7empXwGS3QIhjJa80pLy36sMxUmcHBvAg7erYtIhxtAolRQUkHrtmgF6hHCGc/xAgK9Z2TlrLNc9vKFddggIRC2NRRnamoWZWeyWYKXTIHJsBCNVyDCEUIRG4eungCxzJGW5Sf8+t9dWcrLwWxusxjkFMG4CJicXiRPIYDJBEYBm5lELnR+BjjqTEUII1KvUd4vdX/9xW9+FlS6OUH9x8/twZQRJh7EcEwxBSq8+X96ZkXXvzy1zbjuP7Pf/bv77/5tu7beOu4bomZrU1H49h0qkxS6OH9++di5Xglju3jcwUcMkWrg1xuL0ulaY7Ts1oqn50cP/fUvReeeebuS/WP/80f86OL524Pd87IdwiiVWGqyKkDCTMivSzymGGmkGVNhRAxSNmPXDhoFVSBykHkSmRul25G5iGezgxpV03ErDD3iJbVY4QHWtopJ8c5XSuIMz4KuyMarLnu2FvOh9BaOsscBq7MzJUiTBVowNzggbQjlSB3hgQVDw9vpmgWGjAjc5iCDWQQR2GMzJfzLA1rhxBV4gGQCCaMy4w37xKDSlpHAgi4IEU8tLcDyaiwtwc732slGNySULEqkgde1/DIo6cEUZBTRHgB9zFgEMU41HB1hDAjnaWsWXPSbSxAGwCCYIEUXvpgADlHlzgHUs0QUCAirNvcch6J/bwGBaNIR9K6ptox9X/jrvR26Dg5hadxGSLAtafVADqF89C3iv7RAFrkgziJoT2FDkSOoAguNhlhvEHjLURVAIDUD0Cosn37k5FVP+/1c9TAyx+kFBaRNu81+Re1gjMwG94AACAASURBVEhcrPnprdtf+I3Xnn3+ub/6z3/xg+98b9pe2n1rbbo4D4KueT1Unnfbo9vrtx++7Y2B4UJ1Viu1emE5Xv/WF391fbT6+je+Pq7H995967O/8slf+NQn3nrzB/uHbx2LPfXU+OTtIHqsDQSBKo+dtJL+zOnbEpG6OpVYO3aWswoNcmNmJwowIvnmGe0NJGAnBopACFIpCiKEMpk1gsEpUk2HreNzUzoIh42DcpIb2IdNyEWHhCNEMmSLgIhQCkIIU2VnSr9ppIRquJFCJ1ObXSiCktexVzSjYAw8CI1tjrjQ+f397pEPl1js5qgEBC4IBsYFiCBIvCkkrB8vycJPMgNREIKyPivvX+iDrc83UIncFpajOzwSCJhrQbh4a2loxoEuw5fUBWLiKhkoTeEAk2QpQQTySKyGL40cPZxxQATyuGdGZUlIh0MANxBcmH3W7EhHINiJPE3VUp6sMIWHq8OdWUAcqv1N58/xBUHf3bmAawUwgMJMEf3RJnsItARChHdCZqJlAjQZpqghNzYnz4DXmTv7pDxIxq2IZPWbM96/rxj+mQL4gJsnoloLABHyWtwtiAQSEQOVB48fGOP49u1f+NytZz/y3Fvf+97Dd9//4ZvvX55f7C4fmU5Hm9X28YP/9Of/x+ntU5mHH779fuH1Vu3R5VzKJAN85t/86mvPvfjcH//pH42r8q//1b989Oit9947/sZf/8V0+fbdzdmvf+YjT5686XRRx4GmCleHkRQKambFQoiJxAKmNuRKaotEk6QaxTlhJQwvQWzkgVCYg5XZ4NHL1yA3MkedLaIJOQkIM6hw2k+RMRPIYUzsHvBQDkl6KkHBGuHhSsmPTUafAxAiW25tgCF5JjcggAoYZnNRuHZ1K0OYITGVGjHP2AbHg9i/qY/f0d0PMV/i2A8lbmflMiCEIZxB6chEi+BR1mQpAJLtOAuyQINpKEPeO9d3H++2T9BIQSDiwa3Bna5gH6mIJBEt4SCLbFKGHmNScCoZhGt/cyKEo1RBZXIn0gWo6N763DtjEpzNJ0dJqXdPFCy1cDhXSimrnHOiY28BICyHQdHxGA73yDJ/SaJ7R4oWkHl/EssfDsVwv9L+JLrEfjgluLcPJnPjRvCwqnQy8dlqfQcoDFQ4lfTVldSKOkTTzxyeP/36WU9gLI3oILRpJgoWrrV6KBGbGdRON6daYzdNc9uvb559+s4vtt00G87Pz4W97S7PjlZ/9fW//I9//X+PT548v3nh/sW50Nor7l/eN0MNbOfpT/70333t9Gv3nr792mtf/O53v/7n//7/On/wdrS2AW5ujk7Wo/mOhihlNT3W4hxdqwHuagaW3FXd5ijsLOFm2hpRIY6IqbKDFKnExxXhiAZ30IxgD6KEArO3EDMrc4M4lZkSypDATyMv3nXAGAgKaKotSCJ1OWJRXhJHNKPo0B92T840mgPgborXMd9k5g17jY1BhAoNc9g069TCnVhgiO0Wb2/327/F/D20C6DRmRyt/IJZGJK+0QCYUAXVU9GZpK9piwAHGiHxUQ5YhBPNEQpyNMd4bni0wzSHFnC4yFgrwhhwJke4GRocmIeSGO4IhiQJLCBMptrV0ZKMQ4BDI2y7o0yDU+aNGenSsQh6pB9yZjNg9nAiMnf27qjhisEta4Pe0wI4J/4RnFpWDiaQDMTkrenkh6qz96V6ZdvRe1dxdSCE2/LNH4BcceL3Pa2qCKkIwUyzkWyOSj3C+iwTwTZtBx4T1X9Imw+n8X99yH7wkt/5nd/5qd90rWghJMIwtU2S9EtEUp3JKNyCnSqJGKu6gwvPso56OlpdrY/vbobN+btvfPMv/ug3vvTfffOv/uxXfuH0M5948u3X3xXFq598SfU+v/vgeFzvt7t/9pu/9a1vfvub3/imGz1+tL/76X/yqVeeevzd//DJWyu62K8kHpzvy4ZurUtRotmKQrqHfGEqZd6QC4WTGHELKKxSO7L1EWhkF1KHKWyC7dz30/wQ1GR0GpiIYUzq4pNsRyJENR+VSiMymJJbQMkzraawhNITk1jZcfFE7bJr+GyxRzHSgBBz73MypTy6sQlEgl0BVDAXMpLmFrLdOQ0RTGYUUS8utSlef2vzF385nf9g095S2RF0M9DRqBNgTCGwSl7hK9CKMIKL+whsiMegSjSUEkKOqJAs7xQIIiPK6VpIPHZGWYnFy7ePb5VpNZhFUNmXkaUwM3EpgTCPICHRuipBMDcSJFSYxxVvmFI90CIdV5kgRNZSXxDkgIEse+RCheGuLUzRD9vkspiTB7NQl7AILiBZ2m4WSA65gYIoSGeYdifHbJmTiAzFLg3W0VzLpCrheRxL3xBgOGCOVF3zIKToHVHuim7WgoKEhKiAiMINrhFr7OfhufP1L54+/znUm3CSYZiFK/H1ovcnEAP/666f4wT+sddhPkxEzCUnXe7uFBQcMI9i1kSEEaq6Xq9efvlj7/7gpQePvv2lL336yXvDzdO7j967eP3b73/8lVvD8Ttyn37/D37v07/0C+++9eZqNdRBzh9t10N56t69j7xw4913NpeXuzHweDuLYFUH98Yg7oLivcBwd6GGJC9GytUUMAgeHhQU3sjQO6fuFFYTzOu9ucFYzEFoBjT1EF0DcHLhEOZKkMytQIkedFILcVUkZALkApLU4RLuy+eQpHUBJkZ439FzUTIVEvVgRkSoull4pq+BR/e324fYtQm7oBmgRgEOKwwGCVH6jVdG4VJFou2FqBJAEBEUKQw1myaj6+OUBYOlDibMOj98pO8/3r9wg2aNKtIagJaddynk6nAwuxnarFkmqgZRpqw7cfZuEZx9CRAxmEayxFPmj4RFqEWANweQ+WG4lUhHMIfIFZuxM71nxaG7Gr1+jUBB558jALVONQLK6nq7GYdiNw6GwIcvLpX48sXsufdJVKcc+6KzyggGE6hsuB6X1QmkdhdggGD//0PsJ18/aw2cf4iIlG7KLhHIYhGiDGEQ2ItDGQXQRFIiVmnzVbhqm47Xq1c+9ckHD7/z3b/6f1766I0bZ37jWH71l58R3t88226Ob333Pz18993t8VF97503T9bD3dt3hifK33zr29vzi4Fv3Tk9EbYi9b33L0ZGmlcyJElIka1KM2ZmTBEczsxrIkQnsjRzBLpdVcCoNzRImKEOdaDlzJbSgY0dBEqmhfXCDzRSDDmNQMxMACmgYUpt74YWJMQiPcHmFFXKVg/1VULoeZqlnC4DBt1r6tybZzCgNVXNtJSZfX7segl3VMMABKFwFNJ6cP8IE2AgGYsUlqBSiQsxBbgI19IomqG14AgO7w3piEB4RANKLXPbPdjib9+dP/HsccwXx+pDhSkcQQIJSbIJM6fte63ZffcgEKG1cDYsAKeeakbAoA4iiESXN2CQO6UNB5gPenwRvoAcw2FdsBNXrxnLDCnffcJVHZX98OWeOl5BJJfrWrMqZw3cUZpLL+taKn31xbi2ucSi8RMEEhLGcIfGm+PRLZQ1FqGpv89i90Oun68GxlUMI8IQ6YnIQDBXoEURVkRv0qhFCDaFzG2uImoWEbeeeOIjL78yPfwebFqVUUiffGLz4nOnDx+/9/LHnn/7G4+f35wQ5u9993WJePreE1/96lf/x//hf/qPf/Inz84vvno8D8PQEDvF+nhdcMW6wqG/l1s1tYgKFMQKREQOUpCzGxGB3F0REeEsYGbYCLNwNQQvlRUhIJqZFbdECTLVAWWAC8zcGkgpk0IoRSOdyUFd6UxSHhlxULRdUATuy0OmUKhBCgyYFRHBxUwghcyhieggEqkiM00Dz/tCQ8VuxXAOIh0CA4RzKsxFwivRkGo2pdRShFiQHHOKNjdTEbGIxTqjr/TsbAkHgB3wxvu4vxtv8aVcTsNK3JwQkWOZuIIpqEIElSQomFFTCTQUAFGuEEp/1ogo4zK28SUq3M2il6IH4Sl3Bke4DHJ4uoeFmN/QW0gAAuSRvC/fg2XpbB8AVZ1QePW/D6/XzQH7GGn5amY71+a9QHRpNPgB9RGpQsgjldHqEz7crcd3UVb5E6l7JP/DXj8flJJoaUckWAKLxyjyHRd28gK+YoCxBxdezTqJMAtN847L+s7TL378o5/+znf+Er4eeG3Sbp2ePHzw/mZYv/TxZx88ePjm919frepqdbS9fPzqq6+++ouv/s3v/v4br3/j1z57ZxzKu4/3Xter9dFAU5dKWlzPcbXtOYD0ryEWMKXLEME76ySFKXOG652hBs8+qHHyDQmBhHEQLMVOhap09GBY2BSYIWkHqeHeB5pJfmhKC3hiwWzlvDVH07E0UiFASckPa7NCDFiBnZpl/5JybMxsOsEbqHAJKRTOROHsEHKmKESFiIMqIOHsYCEhXtWhiATQ3DgQasyVmemgzrYsVAFUGwTN8f37ePOhnB6daHvcZk+YA7kDuamAuY01OSS9+HCgy2i79m0TPcb6GTZ0VgCAbkmTdCxbQJRX/V8ilpjzJKfesqKleIUCh+MRQN+3vV2b5cbVOSjlQ2JpwXVc/fXab1cvEgvIBBQWAqAQQYAx+EjkqMmTKrdWR08GrbzbHjhff51/mOvnPoEP+24v18gRkntgMnLFa7DJ8n9cwQKoCwXJYGFGenLjmcvjm8NwY96j3jyeZXu0Xt+5cWd30Z55/o7HnmGP7r/91t4fPXj0zjtvP/3sM/eeGDd1Olkxke7dh+NjKqz7LVd4J3N+4ChOUasIWkLUE33DJfWfM6I43VUQkYLuia3q5DUmIjeHqCMk2zBBic1LAN6MmCP2vkALI1DyjCWmiEyDOYd+cX1N9DWNCAgYBAnmEhCmkNCDIklrCAcJu4dpmCaXC4Wl1nGUcC6EELqg5li875hA2flMkhOJSE2Z40jFUBK6dl1/b8wymYVgD7zT8Ppb+5fujacBbVSHwmwR7tbHre7pz2rawGwdCRlzKQUEomAGeRARLaWrT51FsCTSBBYwuTa6QoZfRayrdbxG0rYXEJiUpYpe/kP+2nXolw8VSzBTLR+Y81595N7A5liy81h0ZGNZ8JH8VkZEuHgoGIWK0+CxIjomOfN6z4e7ZXNHqWaO1SdP/8DXhwbwzzJrvj4fjkO+JEQRXpLJoRgIiNVQGYggKWtQoVJv3rl74707mC/UsVqVO3dvbPe7/bQrK5yejWdHG5t52j18/tln33nnnVqroN05G0IvL6edei11sJhdDQLKAAYOgDV3J9QAIiy67Ye7kzvVkodj0EIESU8FMT2MMpD9SkTXUvQE+xHIgww2kSpMEDNi32Om54PJRkQ3tSaHJOVnkVdPSHkHEhECSN1RR5AHCQUzSzg51D1aQxBEpDWbpjZNqYkILiJBLBCu7soi3kxAHiwURCzCRUphMRIpY1BRDzNvFgEhGeDXwTnXY5i8j6XLFv76m48/+9HT0wqavBQm4fAWARahHCR7zvCg6qWkGACYPdVyPLcwSUhU9gM6rjjcrSGngESIkpqBfe1FPk0OGeu1gjWbHO4OOeTEyz/035kPDS3gAEUGqeIaAgyHkGdKyasgkCznbZaA/fZIP8e7ZHQJCw+LIkANrJiPebiJ1e2ot2RzS4kp/0/ETwugv4fr52+RxQG/zYdD+HC7KGHjIZxOtCHjqqruaxWbMU9aZENlcKUnn777/b89umiPzy8eHa3L+rhebh/NinvP3Iym82U7PTqTsr5x96lpmi522xunR6+8/PTJ5v3HDy+CBkeYNaZOue71TIpa9k1Feu2yqHNFhC9+ie4B9+SpRFAEohlnakxu4TCnhOQF8vjNpnG4mjmb2M5ARhLd+pBAXMkZrs3NLUicxyIVJOZw9y69mqy0ZUcnn60ZImCuyDfjmbtzRKStX0So6jzHPKO5msG8pT2Fu5gbNxvT3QUWwcFBwqVwKSL/H3Vv1mvJlaWHfWutvSPiDHfMmUmyWEWyqrqGLnVbLcCS4EEyLOjBMGA/+sn/zTBgGLD85AGw9SDrodFSd5e6q2uuYpFMkjkPdzjnROy91ueHHedmklVUW9VkV3sjkci899zMe0/Ejr3Wt75BF5azQL2UqfjUoPTW/syXrInl9rLtCDOEgpJY7dHZ5eNnl9cHMCHniix0J/a8JMBbsRhAy1pgiWicK+4P5JYVRiBUtU7+ikf4K7cVMbtQAmi4PCgRrZ9uV7d9mQKQaKHbVyMZzmNgpI5Xt6PZDKAJ6dPMuHqJq+n+ec0ZtG5Mq7m7vnr1K99iuxlIRyAcYUbJqkvoSvOh5iXy4hVI2z83T+GLW5+7gT/v+LUEQK7yuwE03zydPWxIOhSkhqmKsRbTIaJTjTwUenGvCTIt317dPbv/9GnH6bTvN5fnh+vVn/zbv7h+9Pphd/RUXlyUC+91OMp5gfsfv3/72uHtm4vtdldPTnnenYiuxh0cB3koMke1m2qimDOqpwF18vApaRLUmBwlDBhz5JQ61QgPAmZMOcCoOw2xEIMYBaHwQEB6hFU1YWI0MsRIFMrkqtAE8QYOkSwB+BYpQQ0wCouoIomK6GYGcpAVwnBGk5a2zo0I0gRMQnCslRUiS5EUIuO4225YLsELnE8HKzkftxfsD84cg0zddCEVWbusmjQEbirZkmoGU46KGpNpVS9aaimsngALrR4ye5QxBC4IQnLyMllgQm3l07/6od+6flQ3L7Srh81jYAOti35IotO2jKpIScMwBcUM5pdTyVkAaULPlCSLgSiTdymFzy41rS2lI4gMicKgi0BNVRNEEIypgWFo2aUN9KLDkrycRUU0y3cA2EH3hwl8/6ggtAAAG7jc2i1hCC0CgpSvimd3AQ0pBtAhJeg14I3kqkhyWasFDnQ4zXkVNb/QVb+6+TFf/+prvweEohLJAUUP//dZOn8h64sfUr0CVgMAVDAjLSJNAQsl3NLitTtv7Z5/snv+3rb4an14+2698f7h2fmTd9999/HZY7WEirPn52997eBgdfx48/zsUjubLC8I3+3KMkITQgAVoYpISilRTBiQykKhZGELWWscnwhTTaJQ0xYfGBQPCLqWIuXBID3myMeYmXJojW2QhCg5s1mAeZDY4G8I0A2zPXG0hJSIpp0v++RoTRQVTVARqNY5lhAgSvhsrtYc6ryOo1Mw+bTbYpywm1Cm2uJs9wPMytace/PnC4FnNl2uKGHJoBIkPdw9qkc73RqdcAaOuB9/AkzAJAoLF/GgPNvxvUfj996QqIjKLAAwjtugDqvWiaJleKnF7NrXEu3asd7CjZ2zi7NUhaiaWpsttbPslRsGV/NYgpSr8e2+/Z2h69LoJ3J1jojsgayrRrkRGK8GQAJpbOlG0WhU+CaRjn0DfIU7R7PtMjBUCJhoJ7DtdmPDUbLjnA+8mnO1PvyK51tDf6xpBaQWKLT/nr/w7fXZ9Vtu4E9PhkFSr/zc9y9oq83UJKzFOKnSSQ1D9Ecnd27d/upH49lmfDIM6eDo6LU379z71QfvfP2N3GGcxkV/sLm8PH968Ud/+Pfv//xf78ZzLiekCrUaHhBVrbW2ClpV3V0oXh01gp5NVTXoFKgBGajU1nm2YjM8gjSFiarBI1piUsxDhCZYnZvVkBYAiDa7T7OIEATbTKgNJHKGEKgyV/CKGtwfHk331wBrgga4zByBijmPp0H8lZzKtN0CirFit8Vuh8sttpN7w9HDJdh0uCZMEA0oaSpJtLPUWxKYJCUJD7qjuvsMNfksyJnX1ZVraIIRECoYtIfb+v2Pdu8ep2zsxbVHn2RyjiXMpywtuJszYbntpSSBUIWIijadorZ062mCCM08hYhQER4IzsemXNmnzRUe1fYlSgOZ2MTb2OupeAWJSRNAc0a2Mav655/L2liwfUpM8EqdjJeg19VicyIjgARNKp1IDyQim11Dtw5dFIp0N9PyrZ1cWx++bt0xkLH3/oI0GskXphz8jesLY2Lh5a5+CY2IiGginQpxo1Foqu3sWBC6OLx7cv3s/Akux7PO7O4br334q/eePvvk9GT145+8tz5MR0fH7/3il//kP/9nX/naXevut+zPbtGngLoEeJXO5iAiIiil0tHZrGpvmd3JDIiqgcIGMLMWb4Z72YW67wla84RZuS6C2ZBf51haQbMvjDTreGQP+zaavEXd8wz29yIM4S3pB0qIeht2BCoComwVHRGi0VzWIA6WiuIQR60IxzTp2TkvRy+BpBCvEnuWkCJbSgIBkrKz1KecLSm16N6WLWAUEykRFBREReu1Zf/8gQIttBGAEVkroGfAzx7LLz+sbyF1JkZ2S81ZK8qugI7URN50CMNbnBqDLcmhRc9SxFVNVXJjcDbCM0i1nGTGIV+BIXl1NRogP0f2tKpBbSZbAoDsaVERjSNFuWJyvGQsg86ZsyDYgziMmYzHK07Ivh1GyDiDWRIiCWoII9JieeqWK3TnkYZDW1/fYL2V09Pj15CPwKTzCdzIAPXv6AZ+9QSWT5+9Vy9oKxowDcKgntzYBD0A3bk4uHnDQg0XT34F21y/cfvu63eePnv4zW/9Plnuvf/LG3/v7tn58x/95b87Ob1h9Uk3DBNsWC66CpkuvTKbKhCCJNJuaCRTBJRBMMJbUp4GFZFgVQpCK8XnTHYVmJrXinkA9NL/HyKlhopok4YKQZgCAuf8tS0WmW2jOwLRmOohsBCEEIyKWZimUA1aozdAkrlHqIUEKU2tVB2OGNswWiHNBUpsLMPTs8vNOB+bRijDQCHETEW1FYgSr16dGjTCRDo1mtVwVxZEiQjQMVvGS1MUYJYxkc1qvpp1O9dnu/SD96b+IB2fLLp6udtGv8yafCyRbGYXKxUSotQQitVa2azRo1UfzS4d1ATs5VhCcXdVEVpL+5oxvlfgYmd4+Jw2RrNGSlWEt3cTgDaZCJu+HnPY+tUEqX3EA4JG1W5wIvmydm5WXO0snh8e7f5pj2WtgDsqA2mRR3c3jKMfrte2Pnk+6XByvVtdh+b5FpqvP/nlF9G//Qn861X03AnKZ16mrZWUZi3FBK0Uuo8USYsjqAyHF2XaWnkicfHmm29+//vfr3X6xtff+Zf/9x//9Kd/eevGmz/54Z+vTuVE2Z8e1NoNOshuQqUYaq1s3AFTAUxgqpJECVa0rDTO3wIoYGesQdJkFhWImSZjeSn44lUPT1aFCJOYaBuAzzbj3kzAZe/YKs1kcp4Dt6rYPbTNk3ze8wCscUbMAkFhiIYwQh0SIs5wsBAFEJWUEKWlqvbjaI+eYKyyL2+9JV8LISIeASApQlAZk9eG0niaI2ATJaCTKOABzirFebAlppbcR6IHJ8ClaQ/CGINkJ35+gZOnuHm7M5liGp2lW0gAVHFnRFETEaYMagvpq82dvNGzGgUoIsbL0jiU1qrXvXZqNfAzx2+7x1hbqO7+dlJtV8ArzRzAnM+8r4Fn7jOBvbtJ63Fmhoi3oozNWEiu+JlzDfTyfm5OYo2W6TSBEErBWMaqCbqM3HE4ndJh2PH69lvor07aq/QL+zSK/aWsLwzEunrTPztAVpFQgCGiqk5qJIpXi1qooiFD7k4Wyxv1cvRxun7t9rXTG88eP/vqV7/29Xfe/PEPP1h1A5geP+xuHsJs5WNYzpqSKkXhU0R7gvrseNGcFi3UW7eY2yHZRo7wpGzWsyLWhl4qV+6hM5mr3ToqIhIKVfWWRhcOiLUw3yuA82pYInOt3XLsIzinWgtMDBbeGt+5gowSEQ5LOTxKRIWg2cmSNeCGpEJBVNaJtcjlBg8eIqjN+a0dv2l+q3UK75KqNf6EOFjnH0r2JwqNELLZ6DtQnRUIE1U1QCSE7OABc/U2Rcs+ZUkOPUP+2f3d6WHp38iWzcZmiIAibdILC1oCw8K1SuRe9zxKWhIzg0dESIIoTE0UGoQFAIW4N6rGy7NXBKps0VCqcxz8bOkVs2+2fir7qd2IL+1U95zfhjA234d4tS6AXKU2ti9+ed9GrEVEVQIqYmAH9NC0nTb54LDiqF/ehN7e+enhjXeG47vzf9vU12Cb/r+CLXxZ6280p/prmR77/0RmvBMqIhSAOgwdFB6g9Wk46IbDZAvTYbk++OY3v3V2drbb7b73vW8fHHYPH30SnDbbWosxcikOTak3SaKKnHPOOaXUHA+kXWdVhNGbq1xKmlveqYhUNpMbNsksBSV8qgVB93BHrXCHN8G6Kc1oGnMYGQJ0ou4brXmEsU+iuppKYj/daIk/llJ7vrUXz0dN8woTcUh1uLOGO9hEcg40BLZWTiPKxO2uPD9DG38KbKaK7e+QmMeoqmZMClMxlWRs/0s0/sOc/9rMK30m/85f165mApKoqDVlAYDEmuHoTj98jp9/6OebItYDiQ53jCOmaRZuqcxpeuOubLex3dZx9FrDK929lDqO7Z7RFsjhTZFoOXV5jqTwl7/aR5QwSFIzS9LCmjxYfX6rSbpHdS/uzfHZ3at79TlLQnW+H14+cV/eklf3/6/3gPBD8Eh5qDgUroEVZGW6pnS5O66x6rubkBvOw8PTr4QsojFEyX3UUhtxfekw9P8nPfCvrwYvkEFUNv/hVs7Jqy+Qz2LpInulp5ZxXAwrrwKP9aL3untx8byKiKz65Wos58/P7t29e61bLP7qR++PRe92flFeHLx2fXm48suzTFycn0vC5FHEKQ5rSVpRyUhdLZswhs4TDnGLCdNloIRFS9WSqUaN1iqzVnhL08iwrJYsFB6tQQMjSngNNN9HGrpl1mQweDCaYg4ShA0pIE62J73azO+9qCikG8Jyaep5KsVK272BWlknTCN9AirWE1CXl6UbvRB4dlF/9GH64cfcsBo4VzWkEoPlLLpMHAQDddC8QGpDgYBboMUgF0ZtOncS1Z/lbmQUoqpW4RjuERCM2a1jZiyUAKYAO0C51BL0rYPg8RqLrhRwspQJk2xcoGiphIX0ZI9EmCIlE9H23BBL3ZDpHs5Gv5nnNR61sXtEUgAAIABJREFUNJspgaiopma7R2GAFQKr1b2EIhDhNcygliToE71AomlGRKDV2UxJ2mYHZ15P1AghVMUUaoQ44cGM5WyDJKxkZe889DjWg+OJ4lBKLmFhA/vDyfqEdcga/Um6/tYTHt365j+wk7sRllTas2LWY8hLrdSXur5cseJvxLfax82slALAzELKsFh1w+rBvU/yQXd0sLp58+bDj1/sNtsbpyev3732wftPzuXm8tCePN8susVyvUzbKS/6Ur03AUPFTYUIOpWCqJVIJkm0+fG28rq9vVfWvM2iaObqSAsVgQhCpSHDVNHGzRQoMW9UBUzHUlRFhFe2UmZqcxAGRWBZAVQPVjcTMcGMiLL12EECrFUiUGrsZzAiEDKKYvJJJflEryjVHj/fbiGpHSpN09RgbhGZ4+S0ZRnN5qmtAi9uBkHLbUTxUsGJe4M1gZgRDPcQqEnXqbu7Y9Eny1p0SkmTaC1Vh64/7i/Ef/lo0wluHktsa+mhWhNbrgpLIQtMMU3Ic1ArIoIVkWpEK9gpM+u8CTkhIqWB6ntPD2BGhDtLagYgWMnZf4xzMsQ+yVD2g2Igr7v57K5trrCnTKZZIMh9NkirnSffaaLmK64kG6o37bYksyURdeG+5JKKRbLl4c27T7axOLlm/Rpiql/+Tv2c9eVu4Kv1Ku227Wozc69mGoQXHxbr4+Nbjx/cf/Lk/pCPbl6/PW2ebDab05M73/v2723O/vzZ2YiEZ8+3N6+tD1edl8mWQ2zdtAtOiCoaCtIqA1EbptP0juLh0qBJU8wTxpffW+thvcXzKqASxgbAOMJeuhVDBLB539eKlAidu1+ZB5BSnO4wQ05GwD08EEL0It7Yk2wmUB4EUV08og2KAmBoDUZgS9QyJXgtKBOenscnT1CQFlpNofuhh4iw9YepmQPM46/598YoYeM2aaioRFRxBT2UoCnMHAGXllFdhX3fo0fX58aR7bukqpvYSddNy5P7ZbP7ZLPOuLbudDfuGrgQO1NRC5/ae9hOToA+qw4Ar4gIZFGqyfxMBNDSEcxeAf9nzsxLPLr9SFcbUkQaSUP2BCoSEgGR2EzYM0H2e9sgQm8S8Jloyf3DukYYEWx9E0LULGnKBmlNR0SUKszQEMKwvF6640su7z3dvf3mdQxrIH35lfLnrt+yhAZwBdq1v8jc5eLV3/FyNP/yNJ7Hw+4UWMoRXsqYs/V9MssPPvzVNG0O14tFb5uzs2z58OjIVB9+shvLdlh1164fD524l6g1qH1aUrQRtBsAjGB4IFr5KkEGaKJ7FjIgM/1mD1KCQJnpGYqkUA1FSARBZ7B5tqA5ac3DBYWaUOcMpza5cNID7ainabOxrAAV0ksIG2xLsDpb5RywcHFHdUTIVFkrS8HGWxA2a8GLy/Sj9/zHH6LKcqHFIAYqmQgTmqg2TwOIipqZqYlZG+52NBEVUYg246spojC2UGcEKClJMlcNIEyqu+VkqqpiqqYK4XazmZyXtW5oF7tycTGuEm6t+gXKrmU8VbRxNAAKTLNKeCACEJqZJoWwZe7KrO8P557BPLda8yfboLbt5NpSF2RmmxJQU01aPAhQpF2dlmUJ0Tpn580s9yDcWavTOcfOY5/L0d6wRCocqERIJ2lpaaF5UcpUS3EPp8EW3eIodYcufSzf4OLaew92u3TtzW/8UV6cEubNwP93sb7ADfzvW78Od0lQ1IK1RiECQVVbrY58Onv8+AlYT0+PSpkuLi+6vl+ul2cv+NH9T5yxWq0Wy2G16mvxUtn3BxRzRMBnmXmbEqlAxBkMqqolI1AjUhPS7XkaV9y72qrrrGoaKkQ0mEf2nnPz0PEK9TOIipgSpEJMIBpAYK7HikdhICmShJCmtRmBCDxkqvSKqKghtbJUusNp4VIqS8GWMMXuArX2Hz5Kf/JX9dEO1g+dTwIq51RDE5jOg00BTNXMzJTSLKWooh7htVZGMCavk1cnJ5iHTwBUdOi0y66ojEB49eJ1uVz0wxDu07jb7lgVu4mbadpNrMVZsTQ/XK0kT3MME5EyTJUtdClmq7qG6LVplZmQrYURQBrVqXE5S4QzGOERHhEeNeicU+lEBGioPlTbuJv7mdPLw1ZV1ZqUoj22mueRAFJ9L+5rw4V275LadSESNOhC8zqlFW1ZaaSLdakbNK2YltYfRz4o6Hz55vLk9R/fO/vqd//hzde/WZEVUkdP6W+EB//W6wsuoeWl7v/q/f0MT2tezTqr1upk7oaYxl2JIS3ffPe7j549f/T83tHx6vDk9lh89Not+jtvnfzkPbn38eUwPFwvh9OT6/kAId2EjqaiHhIiIU5meKCZdcyPY50f7gRgjXEXM2FD5zpNwKtOhvR9sQC9ujDavAW5D9oNQTtAoCoQaw1aAAarwrFGEH1nUK21IKLu7Ui9ea85SExC9/AKZ3NkbHWCo3Ze/PLSL0v/i4/r+88QgMVGg3umXjv2ZS8uVkJDlBSnQCSAIHZN8eduoVCJSlRoSDLTqmSMtfTou76fDLuoJgpgOSxOT0+j+vnzFwSuXz+YqAdTKR4uFqPfe1b/VENyekfzwSIpJoeHWwgCQpEd0ffokzGijBRl36MfmoUA2GyjNEnTezZzOMBlnycGttpY5+sFzAZOCEh4zTnPk0uhKOeHseg89/Wm0VAAIiqq854VbX4xrRMONMekLKm3vDJbhXbF1Z1dvxIRaO81O3rYQRpOjVmGa93ha9fu5Nff/nZFXytTQt//zmroL/0E3rdjn6qrgUaUmjV0mozOqBBa7tU0XVy8qGVarYeusyApkRa6m/zRw7OL89L3Xd/LkHM3dGNYS1EQC5NQkO61hs3XVGdLCN2zbPebdP5+ZJbIa56ZQIwaDY/WpjKaq0kRRBsjzoedNFlDtH9HJYKlNhM3xsxSBE1CWBGl7mvmUEaqZZ6UOMQrm6KQSKR6hVeOu257Pl1s8NGj9G9+sru/4yJlidoRzTHGFMmQTNpMdci9mprobP6FWcJcBIUhIimnpIagu7PGpUoANWIitLO0WNB09JJNl8vlerVeLobN5eb52VlOdnBwAOkW4ispgwphZ2O9mHBe4lqUPvdJLaJY860NmIgYVVsKHmVv5z4zmxqKh9m6c35sNmtCUbVkOh+hJqaQiFA1ETCoBjNrR+4V9QD7kyMiRK31zuFwpzuba9cVQ8qxJywIRFAlwTq1ldraMVR0lB7aVSlT5ejq6Ngd5+UNTwcXo6C76ba69uY31idvOIyBJET4nH31t76+sBP48wDn3/gCERGYCLs+lYC7i1k3JHG52D75ytvvbrdPHnzwg92YF4uDEnWzKac3lt/7g+88flA/+eCjX33wQHkm79y5df1w0nbZqyATHcLDJAxRo6XC4eoIMpNkXsqeJ0BVl1mghmEwksHa9pUYEmCidXaIgYPhEYAIRdD1uREVGXQSEbVyV9ANiIKW/i0qdcaq4CHVSUJFEYyQcG2j0/mfh5ISjlp9qqw7PXuBKeT+k/Hj5wEsuk59W2ZpVPNVVjHT9miyLjev1mgotsyoRJgCZtDOuiwqRJ0KxSMiq5lWBmutGdRkKaUkyDlP0/Tw8eMyjk3C9fDRo+BiqNuB0A4iCTk9K3Vzf/pmxaob87UuK0YFATMwy2IYWoHVGfq+s+TuvtshZSRBBFPyhpmTQniAsne022uNwSsaCtl+3pQspeTu5eV1nAG9hj2jhABmmpLpvKkUwHa7bRedDbg2NVERmagJGZJr2OQEkIa+77odvLIyTLtltzp06z959Py9ew+/+o3XouTvfucfVyCAnGQOwbIvl/P8ees/+ARuc9Y9V6HBDyrQzxBiZL/a315SRPefbzwZUsVFCA0STnHRxWZXj4+vieq9e/eS2I3ja9vzne+Ol4fT4TX/8U8/2G316Oj0g18+qJuTu2/n1KddrTBT0e14yeoioX7kDo+qGl1iUiICJbiFV8BbdopZyo3pV7eVlY1ZPM/xxEJs9CYLpirM1FRUmy1YU8wpDTCdJKoCCVyIDln67EBlRCAqSkUpoCICuxK7GkVYVXZRTWIz0qFFcFbqqO7A+SXi47Lx7kdPlv/mg/JwS4P2kAVkZzIFe9NFSsmZGX1KXdJ+l41tgK1ZMIgswFUEoKn4sut6y1FJIiqmsbCzcEZT56e0PFiJpc1m08EQmGq9uNxe7sZJZBO8rIDWoqg2B1FkjxQA8IMNLC/vHPIgFzdg6NDlcTdVDWcih6loLRAwaZjiosAFmjTlHCGl1GComKqEU0ShmKpTQpJUei0UEwpqtCmTeqA6+65tfnLmYsn8pHU2lDKc1cM9aoRHqESr1FyADHasxl1ESa/16xsV/c7ZL5bayVgvnButd0SXRZf90ds2fPXFuWynZ2qP/O4//s4f/CPLx1q75vUZAibTL1+7/xvXb1FCvzxmP93WXm3pVz70Cuz8mdfLFf+UwRlEJBqRlJHM+i5LxDhtay3D0NVyYZpX66PDo/6D9z98/nhz6+ZrH9z78WbDO7ffsKQ5e5Tt9vxiNRyw5oQQc1iYzSyLpjkwgxnUYFnEVHTm+0UNkRmXUlWZRWxspaBoA7ERZHVUR1MnsLVqgsbSVRUXtnCmiNhn+mBv5C/RhkgEqO6zt884IrwLqFcPx7SR8+eYinxyzl88nD56FruKznLPgJdkTRkpGehEc85ZTUV0WNLUhRQ6AxHVo9Sau04oSU21FZ1Rai21XCJKlEo6QFPtMxTVQ3JycCplnMZSACKp9DklsfXQH62Wq77rTbJJTpKTTpXb7VSncjwM1xJkLFOtXPY9K0vQHQxVpgwxQJly45FBVcxEEE3saIaIl2epzJ5bUL4cPV7dQo1gOZfQM2ld9gyzPeFKEEHfl9lTbQ9qDSSPBAyCpehy0b9FdGVkVHFinLbjNJIR6LrF4frw9crux7/42U/e/4X2R9dufPvO1//x0a03gR7e9BczH0+/bOX+56zfpoR+FZ262pO/Xj5/ZjN/poQOIZtyxprqVqM1j3DJHZDXR2/cekM+/gCXl5+s191ydf70aclD+u73vvbh+x/86M+eFHand4/+9E8+efbM/8EfffX0cDGs8rU7hy8+eSCg9ZOQGm301+YSCpOcpNm/zzK12SbjJWmmtc6BtgOZdNY2tGY+moMSwQli0NzmHSEqEBWD01tkmDsr57sw2OIC5hiYCG1Uv4BuCr3mZEMwfJqmgu0lz1/geV3//Mn5zz/Bsx0UmnV2Rk2iOWmqIS6WNaullFVx5qMSBvaaFimpSDZTSFLzJjoW0uARTBHm9CZrpwIete7GbHqwGO5fnk/TVMcKIiUMXbdcLPq+72nLPi8T6FsWda/b3TiO9bLHhyO272OgrV/H9aEiMKayUkCpyZHgIhun9eh7kUQAxakII0RE7crtlGx66FnHywjMPXTLXmulERHEVPYJIS07219KfwmoinOOPZ5NuBQVIshEFumhS0iv0GmrAafmlLJHmQpJ9WT9MiOtgssXZxcPXjyO4eDaW390++5/dPraN8AB7F89cRWfKj//NtdvfwK/UiG3D//mn+FTp+4rdI6ZaN6IR3N5TQKF1bTzsHBNedCkJeq2lGuLfqxTqVtBHB1e31yUDz95/84bNw/713/ys5/ff/j07Kwa1sfHN6Y6Ik0JOyRQAwI6EWCIQqgIneEoj3BnGyim2fJ/dnVoVKUaMNtbjpqImai2+TBiniNCmqanzTG1aIhqCKrDKUFxF6/YbTBNKAXuqJXjiFoRxKZStAPSbrfbXLo7xtJdXOIvn/S/uD9+fIEKDJZ6IEUxIAG9JY3oxbIoI1LOfb8o1ZUySFpqGpCy5mzdkPomNmyKgQCnOhXWqU5TCMmZeg1Q2OV+tVxtzCMciKFLh+vV4WK57PtV1x10y14VZcdpm4VdEkSddrGD1iqX4NlZCZGDdb9KIRcRFbPnJMSduxFRYMmm5kwiUDaTTaghd9l9nt/um1ruW9wmWZiHwI2OPiMLogF1ojpqNIvgVkqrmLFJ8gmqQC11GiEeoHW5X2nuK2QqtZYaLJqIhClqQLrhoFsc5fWdsdqzy/HxZpcObr37vX/69nf+y/WNbyEvgATuB4oKgQdcv2Td7+et/+AN/CqqjFd63UZN+/VPvfKFn6J5zMRXAZvzeYtqBB2uYnSrhYAslkvt0nacyqVbP2qeNhdyenzn4Ch/8NHP7j84+9Y3fm846P7qhx9/+OHzZ09lN/H1t65N8lzp0VjM7uGgNzM7uBIzjbvlkcIEKuga4iVzyF4wSASQ8swwUFMxDRVHUKABSQoTbwE9TRiAiE4Bc8pMyg+tjuqsU5u0IIjq2E0ojgiMBlWUUs8vylhRFOe7/sHz+OP34/GZb4ke6MwsagJzFguYQDySpVp966XvhmG16gIL2FLSSrsBKSOb5a4bLmoRyyUcKqGyq2MwStSQjFbCN3fsiK7P6+VyI4xSotTe0jL3vaXmI43Rfdr6buNlmxDJxGuZCrfTOifziIfggwnFhmPoNa8N0KqO2qjIAQX6vGAtJjCox3xmigJ7QGGmc8xT4sb3aAIz8VkxIq3kxpwTKtEQub0UDSatmdnrT0TVRBWWnRoQyUmSVCmjbye/zIvEtJu43ZZtZeqWJ93ylubji3p6Nu7O6s4Ob9195z95/e3/LB9/BVlB1DormRo1CNIUpr+bEvqLO4HnvMmX7e5nNvOrXyKz/ex8ra7aFkCSKCimWUWaMX/Og6TFdBljPBVMi3Rad358km/dOv7og8fvf/izt9558+B4de+j5++//2Kz3S0OZX266Fwo1nahhGtAHQL6POFXNG6GwFQae2kPiMxtUyMH5ayQpmdjKIKsoAOmBtUQcWGV2Xy2CpCUEK+cvAWGS3WUSlgCpAIlsKuYHDVQiF2gligl3FENZ6X/+SflR+/7Tx7HFMjAYJKFGpEFucsMFyLIrDZFEdj1m7dXB4dHOXWwTFlq3w8L63tdLnUx7HIaDg5dVfuBorupsKXPWGpUilZ7EjDRvuvcoLWaRyZyC2MLp1cNJomkkho/lRIudN/shohtEd92+mCSR893yevpatH1AzXvSi0FZmiyP6WJMKp4jXCoIqUEnWlVEG2TctkfuRAhQ1RiRhzQhvlBShv5slnRWlMSiGYRQLQxl6kqaqIGsxKgiKYeOdXgWIsHQ0W0d2BbvUoaDm8tDu+GnGynxUUZzku145u33/2PX3/3v7DVHXfRVNuouYU/tMKLEarpr6MyfVnrbwRi4dU9+Tkb+DOt8it/bnrR2eSEQrRxZYhCkoqKE86gWs55uVivnPQ6rRe57C5ZefvG7a7Hz395j7J98+1bMDx9dnF+Pj5/cXHnjTevLbuAIaAeBiSGNZDMpF3dNjDVRoYAGHv27R44VxVt3Ol2YgscnC2iDaC6wAVV4EoaaAhDJap7cU6FtbJNj2pFkeSQEthWToEgQrVQRm9qQRD5fOx+/sn0/V/Ezx7iEskgvUgmjcwKUQkgtVlL0FQVduPmzXd/71uHp6fX1itAGJGHYXlynE6P4nDlB8PRrTsnt2/bsBxWC1XbbXYINB2fCEv12mTSAKMCcnRweNgv14vlouttxu5IssuJdPGizTvPpVSNsLHuNvQRoHXupRLPRjyU4dRLSHYg6CpzLKgGIoIuHowKAKItPibQ0KCYyRskIuYsiPm22w+NMLOv2mltoqqapKV4Q5oFt4NznppZQy4gCWJIWXVJDIGV6LrLJ1M91HQo6aBf3zg4foN2cr7pd2WYzDFcv/HVf3jz7X8ki5stPBUIis1HAUsb4IVD9W8hROU3r7/pBm5LRAQvdfyvnr2vbuBXXxCQxpxoYV9EgCADhTkZENXHdqp7CJiYp9Vw3ceNl/urTn3Tbzfb23e6g6N3fvqLvyh48u2/982+O/jVLx5vtzXp8ttvnwIUd6F34QlhEQJMmCNfsTcfa7OIBhm3kq39wczUbCpxhZLP5h4JquIuLnTSBWLCpJJEVEpl07WWOX5EwtWd2+KFLB7jBA9QlWqkpJymbUxb3U3po8fjD36JXz7EBZaAdoqMqkQCOoOIVmdq5tWOZCkP/Vfe+tq3vvud5cEhyu5ys9nsxm6xOLx1c33nVr5xqieHN2+9fu3GrZRzlzt6vbg4Z3EvbSaNqU6VhMCBEkCUqGGqQ+oU0gyJZgyPvr28vLjYTbsCkqHuWlyqTDvgkj2dS7gBDwM/28Rrz4t1ZRiyWjUBHRpYJPVg0myWnD5NmAqLs3iTLrXHPXWG8amK4NWp265Wc/ZmtLNXRC2rmag1Q0K02LU5TSrBDKIk+uVASrATW6Z0nOy4y9dTOkr22rC6noejvDi1/vh8ay8uAFt7Oltf/8ZXvvnPdX1zR6iEicPF1Z1VxZ3VxAAND7X/P21g+Y2/KPESgWiNcjtiZZ8aLy2wZH69NbesufVFi60UzSp0eo1oj1BQlBCykwVI6xZV16MLtWR19f70bh7S8tG9TXL9xjdvy3D53v3N/bPNybGd3rmzPFhst5tx9Oo2iVYVZ8wZ60I2A1po0MYURVEVMGhSFauV087HCs1IObliIqvCFaFaWglpYIKbhqI6Jg9/kXeXnIqJ9qHdZfCy1i0BLEaXi+LbAA05syezR/fCPdInu8WffiJ//Kvys8c4J4hyiNrB7criMKBkZ/BAEixSWqf+9rUb145Pd9vp/PLi9Pi6SDp7cT6Veue11+6+/ZXDmyeHxwdH6wH0oR+GfsDEuNzxYpNdqkSCNF2sAVlVwNHppdTdWEuJUqftbnN5OW12qMGL0adaHLvA1llc29t3XqOSaFHLgrHhBRF/XnG/LIzL67JaTjWK7zIuujCFJBd4E08FUUU1L+KytHtLtfk2Uwwpo9QlRRt9SqS1MowKTSoChrJGnRDVDIukC++3lXAxppXravKl41DytarH7E4iH4St2R3pcK3aelP7ab3E8jAfvLaJ9b1HlxfT1B9JWm317f/mjW/+0eLoVJk7wiiAUdTETJIgmXSAAfI73L34m1EpP7M+B0mn/Kb6uU1V8ZmDGgAYKrMXySusR9aYJKk2VZFX99qspl2mk+NrJvLo8cdAvPPO24tF/uFfPXh0b/P66zdzd97laTmsNy924DisKgsswzIsNUcrUkCTrouckRJMdXZUEjVTalgSmDpiL3mZy4arHzggEWilMoUudLCSY4kywV3AtHOIqppoKwCq1InjiHub4eeP6vffH3/wYfnoBbaEak6577zqTJGBAtbANgUEWZHFOss5ZVUr7tvNJomUcSqbXZSqqrtpOjs7u7y44K7sLja7zbaOrab3Ou7GaTNG1XnqysrZ2x1EDUbzuKjVS3V3YZuio7aRPYBmxQ0IMDIqWIHaImiuLjtQp7Idt5NvIknqkISpQNIQ2o2KYtROe2VX2e2KG0SMDdlqBmNVGFk0qek+lQ6699TWFKKUpvEXUiimYoBly8t+ODRbahq6/iD1q5QXSEuHjZXFlbpI3dry2vJydXRbpHvy5OzJk+fQfnV0c339zRuv/97J3d8/OLwOZNDa9CoaTeHXZDm/2/W3qgf+VDn96afW1fuiZu1NMiBEFDUiIC1ZVzUfDqssUNU0Wfbx+dnTR9ePr33rO98w3d1/cO/09PgPfv8b2bp/9X/+8n/8F//6v//v/tM3bx4+/uin124vy9luhGgaadJwIfeW+hECdD47woRHKYxAEpiZdaJmV2E7V2SM2nz8m2FryFSjVlZH0wxGC82sVisDScUKHaUwQgTJhtHz8xfT07Pxzx7Ig2fx/mO8qChQRVZJ4eAcGzfbSrE58rXUQwJqYlbDz86e23ajqlLGhWX3Usv49OGDs7Pn0Zn13fl6PSxXuV+ImE/FWSMLu5SpAMjUZa8MSoRQFS1u20uNUoE975peVZtrX+s9C5smXvzK/w+zC2PsjbfPiR9f4nnBvU195xDvHnS3Fh1L8UPEIOjJBFUdAhZSaeHaRneaetFGDcjoJoYL1CkCAbNpgumunKcEM1FLcGVo1QhRymG2ziVtJ69V+z7lbqFMY3SW0rBOmrLmZdcdWl5C+ufnePjggXu5dff19bXbGz3oDu+ub71lh3cABbK7a0qN7T5T5P8urS/sBJY9p/Izv/Dp1vczJ/DVZ69+33uCzSoztnE+IIkltFSB9l23tJQi6uS+HLrtZjf0dv3Gcfj07OnTnPPXvvqVdMwf/vDhr355effu106uW+H9vl9Pu0OxKcxc6UomMCMSwsSmpuaNEnBHu1YkmUBDCCpIUzGDiHtMok44bXJMVaeJ24m7EZcVk6OElIrdyHFkmZqYz70wHDXy+bj48Kn85YfjDz6IP/u4PrjAxufd24kai8akwtkpVpqrWjt8oKCJdjn3Q29qrI5wIb0WllK2uxinmIpPU7nYjJeX02YTU4kSXksp0+XmfLO9cHo2ExHEbPJ2ZYtuQK+aZXbPVGAAerUJcNL3xukNFg4yRGszsmxm9nOsq1BBgQM7x/kWF5c4n/zphFOdNHli5YSY4E6XwbuVYEdGiQCoyUTUqRBz7tpMgEDAKKl9RzUm0QVlQV0Ge9cl0lLyKvU3U3cgtnYsoEukg9wdpWGNdFTRVap1q7w4Cu3PLqeHT178+b/74V/8xZ/v6u7a7ZscjrC6efjat/uTtwQdaF5DTFXbrC2af/EXsl++qPU7O4F/HQubXyOAWvOgJU0koDbbGjncQTHooN1JWu56Jk4Dyv1NPT9erb/2zjc/eO+D5+cvSP/OHx73+e//7//iL/6H//n/+W//62+//do747iJtTGq+1h9K5iyNod394isOaIyAIH188OjOoq0eG8hlCqi5oFCjpWkVGe4TpVTkV1BLdgwWYs8qR51JlECSAZAxpKeXNp7jy9++tDfe4ynOzhExEwlEcZq9A5QQYE6qFRphnVQqkC0T0lVJWdpf6hhQA/BNBXzllEuolJcAHWJiPOxbM4BkFuJAAAgAElEQVQ2y+PDxWopEaRbki73444xSlaR3AkdpZnfMKekql5qdSfQi2ZL2/AaSC1KYh8AJg0MpmK2tWtuyNIMD+AqtARD0kdaH59N/nx6usNXSnztdLi98KVQUHfT9nLcHq1haMMMpDpWToBa5DZdFU2wTsWALiTR+iEft0C1SkRDT/pFyn0wjTTVlAaDS/HYRdfFUCL3i25YDZbT+XZ3/8FHH33y+OmzF5vNjj1lkZ5sN17rG7dfX1+/XWGpYZopNV1m7P12Pi9m+He1vsAN/JtLi6bD/AyR9dde87ITbslJUFEkAEGqBsmoyKI0MDB5lVDtTpa2eP4Iy2Pbnn3w9Pz8eHnyxlu93vvV8/Oni3H97W/fyN0f/Mv/49/+T//Ln/3zf/KH3/n6ne7wyVRuxHRZa6++Jap6ZUGUuiWj3YyKJvqnhwNjavRpaRbKAXqwVJ+oNVBrVOdUZKqcCmrBxBnY9lAAzYnKGefT8Oxs/OhxufeofPgcD7a4ACZ0B4kIIoo0R8gZEgQVhAaaKXIjUBtVum4QEUlGEW8mtgzlLG4SRSTxWhFQ1aR7JqhXH3c74ebyPKZx6LNKKqrJBExGIsTdSS2OFJFFOVsASa8piT1rgl0gibkC7m0CWKhEs6TbV9HzRVUQCS4gmXeSNlo3Hv/rQ7xxie889W+f5q+fyuk68hB9h1pEFZqpCieUJF2Mho6QEE3WifXBFBhUO9FDU4OaaibMRUPyjirBEq6acjdIlzIs990wLI+79W68fPLk2YMnD588e3qxG1NeXLt+dKpHy6NrRzfeOHn967ff+u7qxjuERjiaF6Cg7V5AgLQPT/w7tP4aDeAXsV6CW6/+X/Mc8JVPXck7SSK8/V5rrbXSC8ZdBZ0xenV38SqIRKmcpu3HZ09+vDu7f5C6RU7Pzx7cf/DeCotJJ0/p/LL7v/63P7t49PS/+mffu33LF12vKCl2WjapbGTcSnEUh7k0cYWEgqKz8/huaCmVVqsXb3K/KBUV6jXGilJQqkwVtaBGMxdBDXEkoqvI213Zbsb3Lhb3H53fe4CnBSNAJDGFAdX3gaLzETR3Dtrg2EhEBjqRIaVkctItRUST9Ka96BBcQnoxJVSVbQBTKoIqYmadpWF9QEsVYNvAdXd4sHSxshvLOMFj8hinqQAu2G0uzEwhUkOAXlNLCv2o1h3LDpTcuWCaaiAy7AwywrfgFpgAn5/R8v+y965PklzXndh53Xszsx7dPU9gABB8iSJXsla70q4U4XXYsY6w/d1/7PqLFev9sLRshbSkJFIkxSeAAQYz0z3d1VWZee895/jDzeppPIak1hsiQOIEYlBVU1OVVZW/PK/f+R0AIHBeFLIgCLmwOe6rg3ny+jrDV8/gq2fw1Qf41mubIV+tN7EbUDqNnSMpMqQUSRAAkJnTwNI7JoAOKbH3QIwcMCSUZCgKqAZRAiJxkBA7SR2hGKC7P3vvybOLD588e38uEyXp+iH1q5C69cm97uzR+uG37n7pX508/Lp7KkVjFHAyB6JFsQcgNBf1m+Fbvdr+G1ahX2WffoFoF/RP+uT2SGNX4FEa2wFTcyRWHSqhEzI6m6JhcsrbNUfhy4vLUupmu1pv+3petADEELrwtW++Nc0v/vN//uGQtpuzHimIsLQ4s3owEhKPyFEkBhJpsmscQ+xCDooiTjSrtqZlrlAquHlWqAVqbf9RE7VqGXxRyNn3M5+/KO+8O/7sF/aX7+Z3XsCFSaUTkjUikI6kWtqYBIE7VIACYEKQOlLDY6WgVaFFmEnE3BZXZ+wQAIM5qYPWqsW0KtoinWdaSiZCYp5yHfNEiOQKVtm8LqueENxNrWpF4hgjgQkhmaF7Yu6kNeXr3tFAAZA5IKFbK97TAcEAC3hpZNJlLAEECMCUQAUwQCSPGaVWRDPCQvICwk/3/uNzf/cZPLn0h8dxhBaqNmoWc0Cy2rZvoBiKQzAXx8BMRXXOdSpZAVBEuihdEkxd13fDGijMWZ+eX/z4Jz/9u+9//x+/9/3rw3XXh+3pelil2KX1dnP3ztn27PW7D7/2+lf/rL/3LYXkQIEYrOU9TfzWzB0xAMA8QfhspcD/vB4YbmF1mTe57ZOX28vjbSJvEYV1xzKraq251YJUi9ZsZq5TlESO4/XV1Yt3p8P7COchlM3h8OHV812ZKhFg8so/+cE7f/2Xf/211+//0R9+697dhL4LuAPbuV5anYcYGbXUya2Kc5ncNAxxs8sfuGNRQIrTrONsDnQ4lOIPLE9sE3jOGQpCJZgqsMk+w/k1fXBJP39q7z3T81kKBKcJANwVWz9zKekBE5lZo/LTMqZPiMj1WAQ2aNF1QmTmU2ICjCyJMJFE4qZHEiKxAauyA4MfVUTcs2HTbRduI/uNnFSzmlk1rbWWJgoNgIhr9CZ1VLS248s5T9O8BzCACcARKPGUNRsIwAXgOfhzgEJAwOhewVwACgAsR94xxhC8aq5aCJiXrCC2bcMKjPBogLtrePve8NYpvHmib5/RgzV0WOpdNzPmkFJKsRMRRAYAlAE5IkSHxLLtulMJKze6KJf7ET/clV+8f/6TX/z84vLx6YZef3h6f/tl5LweeHtvHVebHE5p/aBb399+7X8/PT092Z40B+uLUshnLNN9tf2GAQyfwHAb0gaA2+h1dy+zqzYFftOqWqyqWnHI2PqPtWq+ytOTaX6a84uNTgA623R+eX44TKu0tSJPHj//m7/6tpD/wTe/8sajbaApcUaY1quwvxqZkVxdZy9Zc6lzrblYqWaQqwOG8VDH2VhiyTpNWhUYAQVmCyPEfQlXY3n3yX4/wvMdPN3B8wMcHAqgxLXX0W5lDQzATXFm+aQAi8rxcuoI+FF9EtiB20gD0sqdkRJJJxxZehKhpjqpbEBu0ZHQl00Li/wyIN7MOVP7Ky2tD+SqWo9EYwc4EULE2kYbTRtxuqpe52IIGUyRUHiumqsJ4xOFC/BzgEzAwG6m6MYAtY0cASEkwiACalq1BGjL06JgF5OrutYQwiokhlLHKRg8PIHXzuDeFk63/Ws4nmzjdjt0kYW9iywBCH3sV6Ywzbof65ytKqmTG7773pPzq3p+BRVhezY8ev3sjddPzk57irzerE5PzqRbFexh9fDeW//itbd+zzffjDG2PVlm1q4OZtaKF599+2wFBI2VjEdNvKa/viyeJGpeinw5ZncnDAqNFYhBUopnHAkOwXnQelnzdYzy1hAPV1c5K3Vx+/W3tifpxz/5wXd/8IOxPPrKlx6aU9cNP3v3w/VdKXMWwEhdKWW63rtVQagHnmcdZ2Cpc4HxAA55nGCIUCtkh4zhfAofXMF7F9fvn9cPr8ARnEEJ5+BTAQMvdZf8SE+BtkZguc4fy3svv4QmtNp2IAIhOTYktyacuROCglc3Aa9uYMBIRQsjBkcCF6CWhhq4hNiuiG34GY+etk3At9sBX56sJMjM7OKEOk2lViSKzJ2ZIydosxxEYExEzGh6TOAR/cjwd5Cj3Oci/uyK4HhTUieIElJgRUOivo99WlvVQ1aNvt+e/VTtOz8/Rxof7EPXc8CDa+4T3DmBoWcCNb20ti5DoVoT1geJ9PBeWp10w1nq1ycPHjx4cP9kuxLCGh8GwJj5xLuHq7tfPnvtm3cefUPWp8f1nwt62wX084Je+CwAGPEjUcDHopcGY3cHkuWcYwAwQGZnRFQgRnRCUzRzwyH09zmdzvOT6fl7lutmM2zuxv3+cL2vYxlf/8qj0/snX/29r3zvu9+5/uEvvvn1r12/qGn1xrf/y98cdvsA8fU7DzfdyfVFLofLPoErloxzcTXfH3ycYLUS5LAvfHk97Sa7muHJbvrwyp5fw4sZHAgZhQIHkaABptKksNqUDXnbqIZLmmAfm2K58YTuoOjUBuiWBjoaOBAagKKrW6nV0QScHJBAgBhBidvimNa/qsuUwFEk/UiAO6pxOmLT61h01atVX7TV24Ykc3dAjNQ2MZOBZ9O2tM7AiYB0Yb3KzS4gX06stlAMAUCtaYOBQowQRQI5agHLhMBkK5hnzz1WIka16tUxINJF3HSIgpW4VFJSmWZ31TgjoHHg1GEfkQOkoRtW3cld7rvV5uR0vV4PwzB0qe9iCPIieQjbbvPm6b1v3HvjD+KdNxTSruiqDaGB3qD382W/sRD6eD59/PGbdV03afBSnW5qwSWbVzPzWtSqmc11T07uqKVqacs7lIhKfVbGF2X32MenPdfNejDHi6ursWqMkQm86t/8v3/1+N33/ui/+8P1en11sJ/86Bd/9e2/uXjf75/xg9PTQBoFr/LFmKFUGHpBTqWiAx0O4/uH4WK32412qHCYQQEkAfGyKByRgUhV52Kqy2Qi4iLb1vrgi86pcMuB4aN+uAWfgUAQIzbeJ5BDQiDEABQQIpAACjgABOaAlEgSYQBqWzgdbzkTa5cDoOPbmBmaM5KIBBFmZsBJx+X7RzCzXGut1cyoGiMu0/m1zK6ZsLj9wvwC7IVDJSQjca/Q9kUCLik9YFvUuLwubLZdYNIyuRkhpABdF7CaMKfEMYjVaZ6KGUSBL92Hs81w7/R0SEKl6HTwksE8rjtiCF3sBpZEFK3rQr/qVne/jIh9F/u+RwhqRJL6fjVv37z/8CsPHn2TN49ANgqiAA4QrCIiHmOQ4w+B9JlrGH26/SYB/PFHjjnwze3bBmrmqqqu1byCVrWqqjXPN+WutgtDVc2M4CCkNr3YX35QD+cxWpeYCKe8F5E8z3XOp6enP/j+D//qL/+fb3zjG//mz/5wuz75yY9+8R//z//03jvvPbzz4Ctvf/n+g7uzbX76k59952+//+57T692AASrYchVf7zDaS5GzCmaV7csZAigM0AbZiKohjl7MXBo2D4uLwWQlgMzqNNNDoy3tsOhASIIQCCIyIzefGZ0J4CAFAkDcTRkAnSIIoyYkDvk1sdukjlGjVeyrPnjJt7qYKBuhuZCHENIEpoi9OhZVQEAmIioVbNUlWohc3GyqodSMvrEvq/1A8Jz80sEBQxObO7gyq4KBG2iC9RsUeQkAIOTdYdk05gRYOig7yBGgX5T5hFs7sjXEV+/d/qlN+6fnZ5sNk8aRY6NAlIv3XZYr1arXA7MHFKIXaAIHFiSxCgjrgA8RYmxmwscJqF0Mmzuvf0v/pfV9i6u7wDEuaATBkEAY3ip1m8GZsZE7YL7ubDPFoBvP98/YWbmWs2qWzWrqgqmmE1V1XJTY28V1ForWQUAJHXL4/Wz/e59sn2XIGJpT0P3w+FwstnO8/gXf/EXAZ7/+Z//2b/8kz/eX7349re//c477/Xdan1y8ub9P+67Ycr2+IOn3/3uP/zwH396cbF7fq4fTHC1g9mAOhARQUyk4JYLVAPTZfywKJoDkagWgCUJFoS25JqI5rJcoG6kTtp9IkADQggIiwd2AHcBF0RBCggBKCCxGwEGbgCmCBSIbwTolVtqCgQYkAjaVlY0UHBnwMCSYozLjgnfQ25lLWZ2hHY1dELMM6gFAyh2yPPMtGfblfqM8EUDMFJyZnVDB4FaDdGZGZjMaq6OCCIgTkGo1GoK6wFOtnE9pJTCTz88f+1++vJbD7/61utvP7x3to4BlNwu6rmIdDGtumG1WqXQWdVSykmKRASE6gDIFIRIvLHPyBjBnGePHh9sH/ze3Xtf2t79uhNVEpTAFBAAaoVSoe9uagEAsBBL4QsAv7RfAWD4OIY/HcAA0BCrWsDVzFSLmcXCZrXqrDpXK8eQG0W1OkxVs2aCmfxq3r077Z5vg5pXEWlgaa5hvRl+/p33fvijv3vw6PS//x//dH2yeu/9x7945/F7776/jft79x/cuXMvddtxqrv9dL2fnzx5+vRi9bf/8OPv/sPP331i1weIAtuBU5DLEYupORqhuk+1FHNEFHVGCMJt2V/b3gXm+/lmSdfLop2Zh0BoDu4NwAGXDmkKRIDiKODBkR3YDR1ijAIYnQJiQEJ0JwTCBmB0EEDBZfK9+WcACEgpxD5ERgI1U73C3EALhGaWtRKRiEDNWDQYeNax5FHgQPBiLhe8ANiIO2dRcFIjbEEFMwNhadk6Q4y87dY5T/M0pwD3763vnm2GVVr13Z/+m9e++pUvPzjdRvIAtR6u83g9dHF1ctp1HaLnnM1qCAEJaq3WI5IU85LNQUgSYDADzEDN5SNz/2D74PdPX/uD/vSNOs8YBUNAIndkZ1AEB4hQa0Vk5gXALRri33x16NeyfwYAv8qOPZWPovR2TctviFkAoHDTWmrZb3O5Oh/8puVUi6q6NZpyC6rbzp3FY7vV6/PvkeVgh0AaBEC4kqj5/eH0wyfv//CHP5jmq2998/e+8ftfBisvLs///r98FwBS6reb05OT0xg7rT7PRaZpsumQx2dXu+/96IO//u7jH/90f9jzTnQ8AACE1FXFuc7algUVYAocCJmRsZpWN0SsNdfq7iAEQui+lJC6RSwT4OixW4AtlQJREGGvVCs6CEIg1EpCTReaxZGJ2oC1S9vi1Nw1LNIV6Pt5CiCrkHqK4hhCZOYp1w/xsgnIIYBZxUXRE4pbMpcye64Z4RD4Bdil+juzpBTmnNU1pkiCpRRERNRSQTiAy1Sn1NHJ2dD1/PTJ4XqXT7bwx3/05r/6469//SsPvvr2g7fefL3TLQsNQ3z2/P1//PH3JPhbX3o9pZhCn2uZp1Lb7hVwM6uqUHC1Wqt6nisCjON+mg6piyd33p4rG667zevb+2/3p69h6swxhQ4RsUkKwzK8Ae6An5uC86faZxHA8FHoLo8b+s2+R9eXAK4Tmt+kx7rITCoUP4bZtWG4eWzxD2ve5+vzMp57mVEwdoliwtFijOtNf/78yQ9/9Pcx4O9/8+t37pwK+JMnT95//8k8le325Oz0bt/3iAxcr/cvxnzouhhSlye6uJivd/k//d8/+cGPfvajn1xc7WAyqCAVaK516EiEiKgV4ZroRCnGlEopy54E5rb8FABKhUgkIm3RGlhFREZg9cDISOxOpgIujEI8zYWJmjiFAC6hMlHLh9uWCQFnB3QgNxoQqnUoAVmAU0pINObyrFQAOLJNsO2bRwebVbyGqmBVRQ5C5+CXJT9LBgBF3d0bNoiIQ9ztdmgIQDHGs9P1ZhsP08X7Hxz6Ffz5v33rf/tf/+d/+6//6P6dDdpsdXarJ/1dJMcoZdw9e/YBsa83XSlzztmbbJ2BOxqQuwNgLeCuu8vLaZqGft11Q0pps9lezKnrt8P24Wr7mnRnEFdOYkAhJCJaUhf4AsD/DezjAL79d58K4OaB3f02gE1LA3arclnV5fFcmk82r6Bq3rBdkSe02aYX+fpZ3l/UMjb1nCDDMHRzPlidYuTxcFXqfO/enSFgSskMnj9//uSDp/M8b7cnZ2dneegJHCHrvC/zDm3ug3QxDN3vX+7Gpy8OP/z5h3/5Vz/667/72TsfTPsDeABE6LvARONhRocYxd3nogBARJHFzEpRd2fmjAnajm6tZBXcBQAReukIXIhIFdzZXQiZuWgmIiZia+OHKMSChKaMeFP3ishMxAiZRlJPLI3tLCJVfXfY17A2MzRt7778PlbDCGxGpoBWRa4Znmu9qOV8BbVCCBBCKKW4YwhBOM6K+931ekhvPHqAtr++fv61rz78H/7dn/3Lf3P25utv3jk9y9M87w8RZeh7ETGk9sPlPE/T1AL9cRyJa2OsuXNR0Oqt9+lGqRP3gkyxG2rBcXLCju9+abXarrf3YzoFjIZCwsTsEBFx2dF03GPkH1Wb+DzabxDANzrcx7PkFpUSPoFh8uUH9mUbkS93rbaiFDRqoBm4uXuZ8zGEbkUvbXfHMiWBiAX12g4vxv15Hi+1zBD7cb8Toe12EwMCKoHVWi+fvXt6enp2dkZE19eHq6ureZ7dPd5/lEJKFNkNrYIe5ul8GncpRGBYrdfD9nQq8uGz6fEHu+fPrv/Df/zBD3/4jx98WFWhGpAE5DhN2aiIQIwkIuNcDgd3hxhAhh7MXCuZ8rJ6ENCBXYiIERgRHchBiJmoUOZlSzGwQRMvYeauTVe4sUFAiMRCLAQdkau1bUmqhYMY4ZTnueZW4WuSkYzkrqoaMqMbuqJAjbJDPK/lssJ53+Wchy7EJDlPEjAFKXU+FLh/73SV+O5Z+rM//db/9O/+5M037wSGcXosIkmSkBAwGmoxK1aihRAAoFZzQ0Q0czPLcI3I5AFRwAWcGRiR1ZHY5ro/5NEhOG2Yz9bDvfjG20SRqRPqRSIHYUYgckiNmnbcs/Y5aRP9KvsMAfjm8U+6Xzh64KOzthsAq7a5JTev7g66eOaaG8NXVQu6mtV2d1YlcPaMPonuLV/W8VLncV/HeZ6bLEzOc2AfhoEIWMecJ3dfrVYnJychhMO43+125y+enp483G4fEPZaEdGRqkOxuru8ejaNFwili3S6Pbt352Efu5nf/ODJ858/vvjO9378f337O//w4yeXeziMEDtWVSQWidV8nCsAhNhZuRbiwCLgYIZm5ECAkVOTPWifGszACQGUZkRkRG4qIYiCxEgrRnQIiEwUEMSRkQhMrkCI+xQQPJdi7CY015nMVdWsChIxtDdSrcSdWQVUFNQg12iX1a9rvZS7uRxiwpS8i/7ozbt372zmPN597c5Xv/zW17/+6Ctv3rt/p2eYrRyEMYU7pRRXI2pLv4GImHmknFIiElMwgzxrztkMuHetXqt6RavuZdk5OOVK4hVyQZS07YfX1ts31puHvj1zY6IgHENIUQjAzCrFDQAc4+ejB/7cFJtfab85AN9+29sVaSjw6hD6BsAA4K4AoHrzmJoZHlf7trNEtZgrmKqV5qLdsZRSa3afxWe2PZWD17H6NTM+f/78enfZ96mWvN/vY4xnQytHGhGJUAghJhGRXs6v97rbafWhX9/t1ms120/7nk+DaBIt84v9xfuk8+lmWPWddjWkoVvfNVxfHODpi/H7P3rnb//+H/6P//Dzy8vL6/3sxA48zqWqI/OAJYQgJKXoPGYzSLFLsS/zedPTpoX11OJcIlYiIsDmrtlRiIhIdGbmSBSRmYCslffqfThDciEsWvbTvpAq+6TaQW9mBECEQkzcpjt9p7mtYcQAhWA0GBVmh30gMOsHvHdv+NY33v73//7P//Wf/OFm1V2NL4Y+BKmqe9QJvAbiIDJeb1IXUoiIsMz6aKm1QBQAUNVatc1s5pxrrdAlV6tFTRWKg5qqgrsRA6KzyLAZzl5fn7w5rB91/WlBZ4rIiTkQcWOSADlQfzzBCG/IBl8A+L/ePva2N5XnVwO4IdbdYRl4MACohu5ODuYK5u056IsbaXmvg7lWtWJmMBd1r+bFiutEOnK9RiuIT0spq1WP5o/ff3ee5yhhHPcwzczIzCwoQiIcIjOzwE4kIid1qQbGy7RAF+5NhxHMEpOwMZRxf3V9dXHvNWAOQOLAMQ79aiuhL6U8u7rz4YfPHn/w4bMXVx88ef7uex88O39R1C6fPnHHXPz6UC4vdT9CqQAAmwTe/O4xgiEicArkTTNPGlvDYFkWU8cWLzbOVsuQya0LsZTZzBXAGLotyqZX1LPujIhYsAsxxhBCCCxI7l1bB8vDMKSh59Bh6Dim/l7su3j/zsnpyfp0098520aB6+vr1arPZSz1YJaZSLgzxTxWDC1/b/tBvd2e5zmINMS2MuXS5DPbWwrEjKA1l3n0ktGdiCgFScNqc284eyNuHlI8VRqqy50hIQfiDim2OSwODAQAYYn14MjSBoAvAPxfb694W/cMn4if3b21keAIYLjxwG0Lu7mDoYMfPbCZwdIrrm5qVl1NrdU6uDpPWnI5YD2IzwmV6XEpJU9zCLxarebDeH5+nsuUKozjOE57d0spdL2ICIBHOTWvRJ5WoesCsc3zmMtsUIT7ob9DmOapmimLO1Qoh1KKgG2HvgviZY6EPAzQW6kKLBz6KevlfjKn1A95tinrOOnuYBdX8+MnL95578Pnzy+evTPN87y72l9d7a6vD+OhTKVqhQ5ACNqmQvFl8wUiks2NPx6F1yltV+uT1Tql0N2hrusePLz7xttvPnr79ftvP+pOV9nLurOFrYXICERE6IgYe1ItCEYEBq4VAYWkc742MwTA6mXObIStAKHcdg6p6mHKTEOQda0M3fsG6IbgbAam2Mb3PFspBdBqzfv9vpTsoLXW831a9d2qD+Re8g61xMB9imHVp+FsdfIobV6DeNfiBsOaOKa8Q44cBpABmJvInoEJJzgqDfiRcW+fvQH9f6r9BnPgTze3/PL2J0rTtw0W6uUr/vajJGrXheNhZW5kLVc1q1a1ajaz4IB4hX4OcM527UU9u1cseZqnMuWcqxkFJHFAdxzirr0gM6WUhqEbhiGEcH09HjthRkQhLONpRlzqrLkg1CgUmuyFeceKuLArWo7QSnTzjLXWUgqAxRhTF2KMzDzj6MZVZZrg4kX+4IMX7z5+fn5x+YvHNI7ji4urFy+uEKlFoaenp/fv83ozvPXm67/3jbe/9Obrm21H4IAW7NC+tFLKPM/zPNfayoFXLXxmTjH0Ka5iTCIROyCilq/eTD4AgJpAE+s8MkIbI4UAWt8OmrQ3mGqptVKlnHPOuRUvzKyUUkqZbJrneZqyKaXUDcO6S4NIrJgYJ8wvvFwxE/GA4SR0p/bgj/p+NfSrEAfEYMBMSURchuUgWbA1jdp6h895u+hV9pkGMPxSDMMvBTAaLDsXbqrTVt1d62xmWqpZPQ4Yq6uRZ4AJ7Jxgx37AWqGqK3gdtXpdXgKL+pxrKQXq7gZygBZjXK1Wfd/F0JvXBgYRjjECmKqOpaYQRMi0lGkE1y6mrk9Q2+Z4PDYml163SGx0sZynaZpKmQGAmdVIJEjsYteH2JN0xKFh5nA47PdjLbrZnBDJfr+PoTu996VxOszzCK45H15cnH/49PGLFy8uP3ymquVJrhkAABmySURBVI10FUJYr9fb7XYYhq7rAAC88a9CkCQSmTmuPwLgZd4YoBr5kcFaSmkfHBFBF05ry1wWBo42UC84l6PR0ZikSQmpaq2mqhRTFMN6qPWAEDis0/rBenv/0L8VUtelQaRzFMJILMwBJB1fS9r+yOX8+ALA/0zm5fYhvaxCHxlanwAw3n5yO5lu7hLcMKitlbisloXLVW+S5GJmWCfzjDaST+gT2QSWwatPOzMrukTm6lZrVdX97hoR1WoppZWpmTkEPjk5i1EQsZSiVmKMq9WQUppzAXR0oLZAb5EKUqulfToJzMxE0D4C44IuZhIRB22Oi2wFAI7uUAyNBERIRHrZjOM4T4VI7t27L/3a5xklVobD4TDPMxGllESkfTP9cBfc239+nLgGRPB4G40tygAAoMPHvuf2+OXV5O4tp739T063gx3ZF9hWBpIAQIwRABqYG9qXy4EtB6ZWVNVdqRXlyCKLeTUFjps43O82DzenD+Zwh5mRhSkRCXFkDkzBhRAR20bCo/v1z5XIxj/JPosAXv7/8SmljzC0PvWwb59YL1/B1N0bht0djpQsq+rQIFzMzOsezKwqagWYyCf3PXou1xcOiqZITq1+ZNW1HEasNc/z3GrapZRc5lprjPHk5GSzWQHAPM+qpXmtYdWFEEII5FBrVa3NbdaFfwbM3FwRAJjXRBUAWg9WrQCAiDATa9eCUkQ1rO7FXN3VptNSSq2m6l0aYkyllJT6HC6IqPVURAJyYmamMM2tUPSSybB8t5Ra4gFg7orUvnm3W1NfN67b3f3oge04B9Zeitjd0dTNyI3cuDW5pnK48d43VwdEhCzubl7NCjGIUEpBAtdpRxKqC8eT1cmjsHrI3WlKW4gDIhMxcRCJtNScyZk+1u99+Ra/jfbZBTB8yqDSywdvofQTp2Dzw+1ng+Z4F/7lcVKg3hA/XI/EzLq3arUAFHefwPfuB4cZph0RCFNkRVCrh5JHLXOpMefcgttW8W6eWVVFhJmxESGY3bXWajWLSEqpS0NKiYIwMyLmsvTBANtGioVtdu80iUgIAdFLKdM0trwxUAWAFuBGCYjYXNkIMyIKx1oVEYkkz1VEBCWGFFLHFACDoyCyY5PdXsat8ZblOrdVng5qVt211Q8h8w1Q/dactineBD63f5pS87IWxsWdlq1wAIh6EyW1qGpJGbxzVwAnhhgpJglBEH2/30u35nRHhgfr0ze4O3XqSSJxbB+TgwhHFEFEcEJpq7noNlujLdr6rbTPNIDh03LgT9ymTz7hBsAA0EaXFgy730xENArXDX/LdTIFK67F1LLrwWxvXlArugkrYw4+o2XwCUxL0VLKNE3juM85myszMzN4KKXs97vD4eCufd8PwxCisFvO2RRS3602267rqvk8zyml45E33eXlsGsZiaGl1uv1SkSan58OH9RqtVZ0iRyYAjoBwBh37i4c3DHGLqVUixHRRk6grRVwcAws0YncPZf9zZfWgLRUlXC6+SZvSggAAOUlgG/Q6+4M6cb33sZ27AIAuWG7RJgu0l9BYJEKPl44lveqSw7S+lYA0N6tUrfZvhY3r9FwP/R3gDogTCkBxiUhl8jM2Byv4zJGdETvb02/91X22QMw1E+dNHzVcR73+X4kSYal3XdsOx0x7O527DCZVXS48cbgVVWttviwWp2qzqpFK7kV0D3bJDBGLkksEuR5V2vNSwV3XIbgwQg2LWW9vr7e7S5zzi2X6xiZAzEDkSOzxBg7jqFMIwseo0pDRGZi5vZ6ZrWUolpjjOv1elh1atdmpsWsLuo3kQMzW/BSCgLXqiKxS0NjMt09GyQGlmDY5udI3Yqp+FLlbkd+E8Uw6IIEoCPwWoSQGzhfBs9LhtIURfTmkYbkUheEIy5Z7vKEObfc4eYdG4yrzcvFLiStnnNWNXcPd74+bB7I8ADTGYQVojPp0AegjSO2i2ZDr1OT70s3/d7fJsLGq+wzCWD4lGnhVx2n2cu9Sh95JstxNbdDaw6rAboB2sLZcndtHEwzo+ZDWs6pxaqWOqtq0QhWUA+ke7ZrgZG9ECraZa11GdMHq7XO8zzn0eu667oYo3md53maDtM0zfOM81TdqhogowQJiSQSEVpuJyEcnbAEFhHmVfuAzEhEgEvmma2kGCILuGqZwTS0WrcfwCnGqOqIzBQOhzHnvM/jajP0qxUHwSjdkLr1KqVkE9Vac84NwzdprR0KIoOzO5qSKaq6O1Z8evP13g656ww3cfgNLN296sJ4M69tP1tLXg5PL4Zh2Gw2Xde1JGIBYSoiEZHzXOZZCWWz2W42J37yTYonyicmW0mJxQKVPnjBs+XtCNvwc2t7g0c4sjV+m/q9r7LPIIA/3W5rsv76x3w7K2430MrtB1/6DZ1bGAlaVdWOhWvI01IXrWqmLaxz97v0vlmptq96qLXkXEpGrQD1aUp9SD1LVIC5ap5rVoPLZ6WUKY+11oUuRgAAvdwjImRx9zb4epinnPNbb54CAJEwS+vlEDURAq1upVp1cCAkBhZC6Q8vxnGsmkMKIbCTi0hMktUOh2sR7odkVtVmZkYEMEqxZ2ZERqdSasCw2Wxmqw0Y7jjP8zRmROz7PuejdAg4IZpVr7rUq48LNLQJdteqqtm14ROcRCSlrvWxk7yOlIkmt4PpRICRo5DgOqhhsWC8IjkNw52YTkLsPd1lZjky4IB4MRmWC3erMCMfF1P/lkwp/Jr2uQHwDcXqePdXHPbHI+ojUF8JYKtw7MF6LWbmrXxdJlXVUo9sajUzN1vZNXgG2hOOqmOe9+M4lmmGWpmZQwypI4lqUIrmWjqdWs582+mZmemEyCTMzEiC2Balw+7y3L0FiRIkhZCapnnXE7RmKbIhmWPT2aJSc87qFgIbwjzPOWcHWMduzqOIdF1EdGIUabrQYxskAIB5muapMCAzx1WvqgBE1DLY5StBfjlcCMf5TXet1XK75JkhEzMjESLGPtZaRaTvVwAwjvNyN2xDwJSQyACdSVJaxdDXsHYQpwQ8UNhyt41xQ5I8BObArebHwszMAYmI4g2A4QbAAL9rAP6cCIcAwEdn/T9WeX7V81to57faxbisE3EAB3DEJmQMyA7ApGZUAWkp3pgrAqoyq6q4WpsrBrWSO4DMNBDvYzg08UdBzPtaVItWtZwScwwUMQQWF1GV0Ld2bpmX/HOyndqcZ1v2/SGhMCLeuXOnFatUzbzOs+WMADRnFwkSI3NwBDc0BACirqsg7lglEgmjhmRE4vMMFHKt887dXYQlEACcDts5j8RAAFUXToV5PX9xcdhPLadF5PV6vdlsAexwOMAyGqylzq7Wklsr1QnbBYJDuwC5u7cdS6lPQxcBgBzcYwhhEwGoDSsnDB1gNE+jMsgjlkixo7CikCisIHQYYghOwu0Kh8JETadg2WyxLDu9Qe9vy5Dgr2+fJw/80bu/orj1SYQvjvcYit+OqwGAji75Y1NNWufFWzapgCOZqOZgOqMfBA+JM9tB866WqebDNE1zHgGAwsJmEpGccyMnaVEtpcWdZma2U9VcWggKAABEiEze2Ei11pdFI3cHaG2q0JwnMLVmlTEDEEsMoS8K17vp+no/zWUVYRjWm80mxuiOtdb99WG/3z9992cAFmPoEsdELMAI5hU5uXvXdbXabrdjlr7vc8537py10NWtCc1WAiQiQSp2jCaa+jwTIp6cbNbrdUqpFG0T1EwBEU9SBmanDqhXXlXoAToD5v5rIYTYDxwThkAcKAWmEAWWJFkCImKLPojc6fhDN7bGDePq//ep9rmyz40H/hggf/2+/E0svURcJMe7H8F2W15NAM7I6O4E7gSg4IyGVI3NG7ZrMDMNipWtJDdRKIgd8Ap96rpnmBLNsepkWqtl0IoiIOBoRACojipYWdTdNW+MnLldJMDdDQkA0AuzMTNzbUheAu861UKNe+yudCQk9oOUaqpuilUxz5rV0HAmkDrvx3G3hzzbOE5Xl9eHw3T/5GyzWUWhrg+np2u3chivET2b12oAUMshV930w937D0MIahnR0bwUM9CGYQAYrw5OSEQhhNR3wzD0qyHGSEQxJkQC9xi6GGMICQDAzlEGoNVUwziJcUzDSTesJW0khpASByFhFJYQKIhUAqa2QRkIEdmREG/auvQR9P7u2ecGwDd2O5D+JfaqJyzY/eRr2gJpNHB0PCKcODg5mrCru7NWZTUzx9FqBAlgCKa1zlWvi0s9vFBzQKLYk+ZSxwpKHmK3BlevRWlCPCioqZpVxy2QMRK4OCzCXu4u3LovsbGpa62tKq5l2YOtqlazWUXLUOv185GIQkiJo0cusGiyQ5LtCa9XHbhMU3lxofPIWvHy6pn5nPPkWjabVS3z9fUuxhiGbhiGBw8e3Lt7Xx9pC0rHcVyt4zRNV1dXh+ureZ7RrV041psBhWOMMcbQ/kxRRDCt55ytWEhdlxICt0ZT7B/ljFOWaj2m9TCcpWEjKUrsqYFWGIWptYcQkAMRERKyAIAj4bJBGY8nA/2ued3b9vkDcLNfE8a//B9+xI2TgDmSOSKZuiO4I7q6tBsEDADODKpoRuBGhEKuoFoqoUJV8nl+UMrMaImBQmE4OBRzdNswOkph2DNIdnIkt1yjubs6qhgbuXtCAkfBVeNmIYK7ljrnjLVWGhI6NDqnFgKrbTKYVg+rm6rmUkrOZrW6OXlwgDpbnsADKa7ikO73QdKwhb7v8zTPc+ljAoBaa5cSd1xrbfW7tm0khND3q9A5MqkWZjwj6Lqu67oYhA0NF/42tDmkxm0OKZC4YQiBOLh7yVkVdppKQbUuDXe3pw9W2y3FAOghDESETEzSQMsQwNsLSgvLbekZ828vM/KfbJ9XADe7CY8/aTePf+pP/Un8IyIwgiGgIjKAeluHQojm7obIBOZECGpUQTtnNgB1JTRCkiBoYeBvHA7XtYzMxpTd91Ync5unFAQCG6GAUDR0JNOQ86Wa5lJK0YYbAwIA0qEN1ocgTZ4KMYmw1mxVwaprZXQSZmREPFjPRMKQwGwZS6zqzqibYROkzzPMh+ni/Ho8FOEUr69Xq00KkUhyceEoEtVgv9sRMTOnlJiDqqoCEux2u1ozM282myhERLWW3Tz1HClIG5OgNqgkjIga+/UwENH+epzm2R2K+jRNNdwd1qd3t6/1wylLh8IUnBn7tAEAZGEKzEIoTgwADhl5kdUghCVmfmkfDZ79dy4H/twUsV5ldpw9+uTjr7hKf/rz8RPTTu0uu33swWZ45B61LnGtxwHXuvdGS1xEqpdi2P5QmDFyDVzRRq/7Wq+tZMsXVrWN3YGau7mZu1cFRGyVV0THI8OkGoFl8wJewBQNXcEdJ2/TQrT0fXThV3Sb+5v1yXp1puq73X6ex5hoterrITNzKaWUOUpgoWWNYCjgjBAMAIFRkNiJYLdTQEM3QGVUQkBURJRat5vT2G2KC0AXug1LX6sd5r2Zz8XH4rMCSj+sTrphFU9eCyHEGGPqRYQkLPOJYX2bH/KSqsURPnoVxt/VgvOn2ucewK86/lcB+1UAvv1qt/8UeFmsvl24pmNluAF4mSt2d5tvdZuqt5E9cKdkNZe813wNOpFPCJUAPD+vtdaSa63WxqSsgpohNQAHYhZEX4Yu2GPVqZaplhFUCRCRGDjTTXUdVFXrcfAgSQwDc6wFxnHMeVIrAHb35LRbIudCbVGDGhFBYHAikRT7GKOzlTLmMqEGd3WrAEbsTIDoiLjtN7vr6dn55fnF9X4CwMihk5C6fhW6vh82cdhIWqfVdlhtu35VqROOIcUYIy0jlOKEElZwpFXicUkFIhrKp6EXvgBws893CA2vToYa+bbdvg1IeJWWzydec/nT7WPx9pI/HyGNxqhKJrzMSGDT3juOOtW2c0gdK7l7B2ZqqMZuldyG/h6rUpm5VPOF3mTNb2OTbsTWrXVQd/dRgzCjMJKVrLVqBTMvx0gBkRGFHYUQCHgdmIMpmlpKIaUAWFVrznPzfIDmTTI+hJQSYCchpdSLSLF5zgf1CgRSZ3cHBKRl56A7mNVfvP/8+fmL8xc7NSHpJYZu2Gw2J2l9p+tXq81pWm1D7Cn0EhOHGCgyhxgjB2ESYDoyzPi2Bz6yMvCLZPeX2+cewK+ydh4sGLuVKr/qhPh4Pnw0O17pbzoXSwDn7Z8YGhGLubSQVSu6O2g1Exdf6FzuZZ6RokRiDh5WZZ5qKar1cj+bkXtCT4hIwQkA3QGzt+sAmKOra0P1do0A7jqqstbJSts+gVHDcR7oJgRlRJyhdl2X4lALTNNkZg7F3QISM5cy17LMGwQJqQvEW6YQY6LAWFm9GiR26uhGRG8ZXWqCP+8+3U2TYtxu1qfrzZ3Yrfth06/WYfUwpZS6tcQOJCILS8fMMaRGjUQJjU/WjtbaJvCFDnnELeLt6+0XYP6kfe5D6F9pt0NfAHhVCP0xhL9sO98KxT9yArXeI75UqF7exY6i8/py8NiPbE2rWpvuTF3S4zI9V9VaimqxUtVKrdXVSj2oFlettbjVWnMbsbh/gjFQ6j0FIDQtc57mWo2Oof5xUTUu9MZu2KxPh35rBtOUzWpTqpgOeyJqeiAxSlsaHAIjnDx+/Pidx48Ph4NE6fsQBxahu7GrbqqubrVYrnUuWmv17j4zh26VulXo1l2/Sf069QN2d4RDjB1L5BBJgkgUjhKadE5AJkS2RUOLb0+V4S3H65/65QN8EUI3+50AMHzEwf7qotdtDKt+5Pu5xSdpJ1l7teN4HRoCu7fl2NZIXWYVzBEZ1Kq27mzWkpcUOo9m1oR+wOoymmc6z3tTLWUuZdaSa80lZ9US4UoE+h6HjmMEdKu1Wq1kueG2cTxyrk1J54OnVyfbswcPHp2d3lvkbHzZVkFEZpUBAWA8XO/3e1X9wY9/dvlid309Eoeu6zgysSN61wTlOVKIEvqYhjawkdZ3utW6H1YknYSuW2/6YR1jVyAyhxACkzgxEREKIkoMREJEjtiimcYAf9UFFF7peL8AMMDvDoBv2SsBDJ84VxDxVbUwNz5qaADe0qleepUOAI0UrGaG5loAwBzUrFTNtc5NDZMq3YDW3UGtVcW4cTW01Fq05lpzbdN5ear5MJcrt1HEuiDSpGTmc63epoLmuYzjeH19mKap1qrViGLfrVer1TD025P1ej30Q3T3PM3juJ8Oh4uL51dXV64mA+VZHWKQDii6ewghpZCGLUlkiSQ9xz6kIXVriSnGru9XXb9yFkACSRxik6dbpog43E5xKXSICNzG/QgAiAQIwT4ylvxrRMtfABjgtxjAr056fxmAP81enii3vyu1NoHqiMsKv/YytQAAEAM6IDos0buRBnfVJinvk1lxUHetU2xyme6+yIbYgnl3b4tRXVunqpiqZq75kMvO7AA2a53yNM/zjOWilJJz1rpsSF70fXDK2bQCU6q1TvMB0VOKSIqIVrWV2cy0aVNKPx8OOWcKMsRuEyR1Xdevhsp97PrUrTmuSHoKncReQooAHERiJzE5BWRBDsj0/7V3dsuN2zAUPgckZTfNRafv/5zbWCSBXoCUZa+TdjNxdpzgu8g4keyJKEMkfniQkyXQ1e5nYDmTbJLdP/c9VEaICEG+mR14+758Z76sAd+b1wz+tfHc2krsk1IA2unHVZpqUF+2l3sVG66n1tZeT72vaq3Vf9b1ZV1XXVfVpr22furrqfWX1laYwqZ33bu3fXOP3b/+/AmkRSQzl5KPh+Pz8fB8WJ5SWfD8lwtxpbyUUqSMDRXL4W+OAqycUhLmsZ04pZufz3K8x+34tnzZKPS9+fWI6MWuxg33S69sGIAl7A34/PeltNa0VrXVtLX251JPvZ68zWpvtbVV20uta9dq1tFGnYmpqvaxJkAnhoFtIs9OOhRhynnJy9NS/ijLUykHkaTlWURSyTkVKS7mnCFMU5XaPdvNgHUmcq+CUsHHEgb8Tt5hwDc/oYyWHzvT9ZC13K4MM+PSq7eMIaz32tvaexdXG+hVu9vw2nszM22uQlC1dUBHYs26NzThvnrZXQIxSaWUQ8mHXI4pFWMhmcsT6fo3xTfoiogRTAeMB0H2eLJf19jtOC/1vcMc/AexhP5g3hjP7dD+HO76Ie8NGHqhj729pSltavQBuml6mXdXdYXNqX0NNS+u7L3u2keZWXfdj52DunVLaUg55yVJllyE2SgAlnQcp6UsIkRyGapU8ryQWaXsPRBe1XEN3/UjCQP+JK7G+fyrXlv1sFjcELgH0OzcZdVLID3cVWdTOHo0e5u9lYbuuejZDkKtq0neJ2y2VW5ZhKTvAgJdjZ0KWcznZ5JTgwoAIGU/0ybgnCG/OQpftcXJ7yKW0J/GdYJqvErnw26q8wBvztgZo735dqaYADCdCRgj4GVNANB79zd4VFymutg+mLR3B7beK56n9X18mcxDHF2A0SZbzQABdTepnqWYeTt6H4vpDyZm4E9iG+b//RWeota71TUAipkNkxQDZtefitOoizBshwA0O7nfSzL5CtfVgvJh/j/nCBNJ09nNgLvDpPiMOqsv/BFhsLmbXi4u0+AtYCN2dW9iBv7d7J6fF89SEYNtNSKYtUrZlIARVAWEph5PTjmZGY0GivkPo0lJybxmm/ROv1DCertcPFNG22tKAQCoXDqxZpUuXkMAVHhWjLbrYAIAhPlG6nuMVfATMQM/GK/dr1+9jxdR4uBhiRn4ixCL1e9JGPAXIQz4exJL6CB4YMIRCoIHJgw4CB6YMOAgeGDCgIPggQkDDoIHJgw4CB6YfwGynvIAXJqEagAAAABJRU5ErkJggg==\" y=\"52.6\"/>\n",
"</g>\n",
"\t</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"rgb( 0, 0, 0)\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"2.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"2.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"black\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"</g>\n",
"</svg>"
],
"text/plain": [
"<IPython.core.display.SVG object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(I);title('hi')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"Im=imread('./cameraman.png');"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%plot -p gnuplot -f png\n",
"imshow(Im);title('hi')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<svg height=\"420px\" viewBox=\"0 0 560 420\" width=\"560px\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"\n",
"<title>Gnuplot</title>\n",
"<desc>Produced by GNUPLOT 5.2 patchlevel 2 </desc>\n",
"\n",
"<g id=\"gnuplot_canvas\">\n",
"\n",
"<rect fill=\"none\" height=\"420\" width=\"560\" x=\"0\" y=\"0\"/>\n",
"<defs>\n",
"\n",
"\t<circle id=\"gpDot\" r=\"0.5\" stroke-width=\"0.5\"/>\n",
"\t<path d=\"M-1,0 h2 M0,-1 v2\" id=\"gpPt0\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<path d=\"M-1,-1 L1,1 M1,-1 L-1,1\" id=\"gpPt1\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<path d=\"M-1,0 L1,0 M0,-1 L0,1 M-1,-1 L1,1 M-1,1 L1,-1\" id=\"gpPt2\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<rect height=\"2\" id=\"gpPt3\" stroke=\"currentColor\" stroke-width=\"0.222\" width=\"2\" x=\"-1\" y=\"-1\"/>\n",
"\t<rect fill=\"currentColor\" height=\"2\" id=\"gpPt4\" stroke=\"currentColor\" stroke-width=\"0.222\" width=\"2\" x=\"-1\" y=\"-1\"/>\n",
"\t<circle cx=\"0\" cy=\"0\" id=\"gpPt5\" r=\"1\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt6\" stroke=\"none\" xlink:href=\"#gpPt5\"/>\n",
"\t<path d=\"M0,-1.33 L-1.33,0.67 L1.33,0.67 z\" id=\"gpPt7\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt8\" stroke=\"none\" xlink:href=\"#gpPt7\"/>\n",
"\t<use id=\"gpPt9\" stroke=\"currentColor\" transform=\"rotate(180)\" xlink:href=\"#gpPt7\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt10\" stroke=\"none\" xlink:href=\"#gpPt9\"/>\n",
"\t<use id=\"gpPt11\" stroke=\"currentColor\" transform=\"rotate(45)\" xlink:href=\"#gpPt3\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt12\" stroke=\"none\" xlink:href=\"#gpPt11\"/>\n",
"\t<path d=\"M0,1.330 L1.265,0.411 L0.782,-1.067 L-0.782,-1.076 L-1.265,0.411 z\" id=\"gpPt13\" stroke=\"currentColor\" stroke-width=\"0.222\"/>\n",
"\t<use fill=\"currentColor\" id=\"gpPt14\" stroke=\"none\" xlink:href=\"#gpPt13\"/>\n",
"\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"textbox\" width=\"1\" x=\"0\" y=\"0\">\n",
"\t <feFlood flood-color=\"white\" flood-opacity=\"1\" result=\"bgnd\"/>\n",
"\t <feComposite in=\"SourceGraphic\" in2=\"bgnd\" operator=\"atop\"/>\n",
"\t</filter>\n",
"\t<filter filterUnits=\"objectBoundingBox\" height=\"1\" id=\"greybox\" width=\"1\" x=\"0\" y=\"0\">\n",
"\t <feFlood flood-color=\"lightgrey\" flood-opacity=\"1\" result=\"grey\"/>\n",
"\t <feComposite in=\"SourceGraphic\" in2=\"grey\" operator=\"atop\"/>\n",
"\t</filter>\n",
"</defs>\n",
"<g color=\"white\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"\t<g id=\"gnuplot_plot_1a\"><title>gnuplot_plot_1a</title>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"<image height=\"342.2\" preserveAspectRatio=\"none\" width=\"347.1\" x=\"72.8\" xlink:href=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAUAAAAFCAIAAAACDbGyAAAABmJLR0QA/wD/AP+gvaeTAAAAUklEQVQImQXBsQ0AIAgAMEwccHDTRDZf8AAS2WDgPY/wNQ5wtYV773sPAMzsnJMigpmJyMzGGGnO2Xt3d1UloiwirbW9d611rZURUUSYuZTi7h/9fRQnWUOjNQAAAABJRU5ErkJggg==\" y=\"31.6\"/>\n",
"</g>\n",
"\t</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"\t<path d=\"M72.8,65.8 L85.3,65.8 M419.9,65.8 L407.4,65.8 \" stroke=\"rgb( 0, 0, 0)\"/>\t<g fill=\"rgb(38,38,38)\" font-family=\"Arial\" font-size=\"10.00\" stroke=\"none\" text-anchor=\"end\" transform=\"translate(64.5,69.1)\">\n",
"\t\t<text><tspan font-family=\"Arial\">1</tspan></text>\n",
"\t</g>\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
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"</g>\n",
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"\t</g>\n",
"</g>\n",
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"\t</g>\n",
"</g>\n",
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"\t</g>\n",
"</g>\n",
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"\t</g>\n",
"</g>\n",
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"\t</g>\n",
"</g>\n",
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"</g>\n",
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"</g>\n",
"\t<g id=\"gnuplot_plot_1b\"><title>gnuplot_plot_1b</title>\n",
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"</g>\n",
"\t</g>\n",
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"\t\t<text><tspan font-family=\"Arial\">5</tspan></text>\n",
"\t</g>\n",
"</g>\n",
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"\t\t<text><tspan font-family=\"Arial\">10</tspan></text>\n",
"\t</g>\n",
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"\t</g>\n",
"</g>\n",
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"\t\t<text><tspan font-family=\"Arial\">20</tspan></text>\n",
"\t</g>\n",
"</g>\n",
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"\t\t<text><tspan font-family=\"Arial\">25</tspan></text>\n",
"\t</g>\n",
"</g>\n",
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"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"2.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"black\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"0.50\">\n",
"\t<path d=\"M463.4,373.8 L489.3,373.8 M463.4,31.6 L489.3,31.6 M463.4,373.8 L463.4,31.6 M489.3,373.8 L489.3,31.6 \" stroke=\"rgb( 38, 38, 38)\"/></g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"rgb( 38, 38, 38)\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"<g color=\"black\" fill=\"none\" stroke=\"currentColor\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" stroke-width=\"1.00\">\n",
"</g>\n",
"</g>\n",
"</svg>"
],
"text/plain": [
"<IPython.core.display.SVG object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%plot -f svg\n",
"A = magic(5);\n",
"imagesc(A); colormap gray; colorbar"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Octave",
"language": "octave",
"name": "octave"
},
"language_info": {
"file_extension": ".m",
"help_links": [
{
"text": "GNU Octave",
"url": "https://www.gnu.org/software/octave/support.html"
},
{
"text": "Octave Kernel",
"url": "https://github.com/Calysto/octave_kernel"
},
{
"text": "MetaKernel Magics",
"url": "https://metakernel.readthedocs.io/en/latest/source/README.html"
}
],
"mimetype": "text/x-octave",
"name": "octave",
"version": "4.2.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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