{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Launch this interactive notebook in Binder ⇒** [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/arundo/adtk/master?filepath=docs%2Fnotebooks%2Fdemo.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ThresholdAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ThresholdAD` compares each time series value with given thresholds.\n", "\n", "In the following example, we detect time points when temperature is above 30C or below 15C." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "s = pd.read_csv('./data/temperature.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "from adtk.data import validate_series\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from adtk.detector import ThresholdAD\n", "threshold_ad = ThresholdAD(high=30, low=15)\n", "anomalies = threshold_ad.detect(s)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.visualization import plot\n", "plot(s, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag=\"marker\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### QuantileAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`QuantileAD` compares each time series value with historical quantiles.\n", "\n", "In the following example, we detect time points when temperature is above 99% percentile or below 1% percentile." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from adtk.detector import QuantileAD\n", "quantile_ad = QuantileAD(high=0.99, low=0.01)\n", "anomalies = quantile_ad.fit_detect(s)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag=\"marker\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### InterQuartileRangeAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`InterQuartileRangeAD` is another widely used detector based on simple historical statistics is based on interquartile range (IQR). When a value is out of the range defined by $[Q_1 - c \\times IQR,\\ Q_3 + c \\times IQR]$ where $IQR = Q_3 - Q_1$ is the difference between 25% and 75% quantiles. This detector is usually preferred to QuantileAD in the case where only a tiny portion or even none of training data is anomalous." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from adtk.detector import InterQuartileRangeAD\n", "iqr_ad = InterQuartileRangeAD(c=1.5)\n", "anomalies = iqr_ad.fit_detect(s)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag=\"marker\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GeneralizedESDTestAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`GeneralizedESDTestAD` detects anomaly based on generalized extreme Studentized deviate (ESD) test.\n", "\n", "Please note a key assumption of generalized ESD test is that normal values follow an approximately normal distribution. Please only use this detector when this assumption holds." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from adtk.detector import GeneralizedESDTestAD\n", "esd_ad = GeneralizedESDTestAD(alpha=0.3)\n", "anomalies = esd_ad.fit_detect(s)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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bYiQTKgLKyZMr/tODzZs3V7vt6aef5umnn678+8EHH6z8/+eeew6AiIgI/Pz8AFi3bl3l9tWrV9f4/6NHj678/0OHDgFUjooCHD16lFmzZjX5cRgzGckUQgghhBCiDdgRlszUvh3YNC+QQO/6C8V0dbbmSkYhWq2uBVonGqq0tJT7778fGxsbhgwZ0trNMQgZyRRCCCGEEKIN2BmWwhvT/Bu8v62lGbaWpqTkleDhYGXAlonGsLCwYOPGja3dDIOSkUwhhBBCCCGMXGx6AVmFZfTzbNeo+3V1tuZyW5+XKdocCTKFEEIIIYQwcjvCUhjfyx0TE0X9O19HZW7Ki7+ea1A1WiH0RYJMIYQQQgghjNyOsGQm3ube6PtFp+YT38BqtELoiwSZQgghhBBCGLGUfDXJOSUM6uLY6Ps+NLQz1hbKBlWjFUJfJMgUQgghhBDCiB2JK2RsTzdMlY3/6T5zgCcKFNzezckALROiZhJkCiGEEEIIYcQOXy1kgn/jU2UB7FVmOKjMuJIpxX9Ey5EgUwghhBBCCCOVnFtMQq6aoV71r4tZG38Pe8KS8vTYKiHqJkGmEEIIIYQQRmpXWAqDO6kwN236z/ZeHnaEJ+XqsVVC1M20tRsghBBCCCGEqPDjyTg+3R+Dfwd7yjQ6jsdm0M7ShCMxGQR6N200s1cHO745ckW/DRWiDjKSKYQQQgghhBFQa7Qs+S2MuOxiQhNyuLd/BzwdrYnPVTdrCRJ/D3vCEnPR6XR6bK0QtZORTCGEEEIIIYxA8NVsPNupaGdtxsJxvgR6O2NracYbW0KbtQSJq50lShMTknNL8HCw0mOLhaiZBJlCCCGEEEIYgX2RaUzp68FzY30qbwv0dmblpA74NTFV9ppeHnaEJeZKkClahKTLCiGEEEIIYQT2RqQyxs/VIMf272BHuFSYFS1EgkwhhBBCCCFa2ZWMQvJKyvH3sDfI8Xt52EuQKVpMvemyxcXFvPjii2RmZlJaWsq8efPo0aMHzz//PBqNBhcXF9577z3Mzc1bor1CCCGEEELcdPZFpnGHrysmJgqDHN/fw57Xt10wyLGFuFG9I5n79+/H39+f9evXs2rVKt555x1Wr17NnDlz2LBhA507d+aXX35pibYKIYQQQghxU9oflcYdBkqVBejkaEVBaTlZhWUGO4cQ19QbZE6aNIknnngCgOTkZNzc3Dhx4gRjxowBYPTo0Rw7dsywrRRCCCGEEOImVVBaTkhcDsOaWdynLgqFgp7t7QhPyjXYOYS4psFzMmfNmsWiRYt4+eWXKS4urkyPdXJyIj093WANFEIIIYQQ4mZ2ODqdfp3bYW1h2IUf/DvYE5Yo8zKF4TX4lfzjjz8SERHB4sWLqyzkWteirhEREc1rnYGVlJQYfRtvdtIHxkH6wThIPxgH6QfjIP1gHKQfWsavx9Po6WhR63Otr35oRwHHItMY5SYps00h74eGqzfIDAsLw8nJifbt2+Pn54dGo8Ha2pqSkhIsLS1JTU3F1bXm/HE/Pz+9N1ifIiIijL6NNzvpA+Mg/WAcpB+Mg/SDcZB+MA7SD4an1eoI+TWBV6YPxNNJVeM++uoHk3b5/BoZLH3aRPJ+qC44OLjG2+tNlz19+jRff/01ABkZGRQVFTF06FB27doFQFBQEMOHD9djU4UQQgghhLg1nEvMpZ3KvNYAU5+8XKxJyS2hoLTc4OcSt7Z6g8xZs2aRlZXFnDlzePLJJ1m6dCnPPvssv/32G3PmzCEnJ4dp06a1RFuFEEIIIYS4qeyLSDVoVdnrmSpN8HG3JSLZuOZlPvdjCLe/vZcDUWmt3RShJ/Wmy1paWrJixYpqt3/zzTcGaZAQQgghhLj1HInJYEVQFAvH+RJowCqrxqRco2XTmURUFkpGdHdpkcfdy8OOsMRcBnZxNPi5GiKrsIwtZ5PQ6uCf64L55h8DGep1a/T/zcywJayEEEIIIYSoR3xWEf/+IYTMwjLeD4q6JYLMErWGZzaEkFeiJiGnmBUt9LgtTU34eF8MPm62RvE8/xqcwFAvJ4rKNIz0cWHRxrN0c7Emv6Sc5yf0MIo2isZr8BImQgghhBBC6FNKbgmv/BbG3R8fZpi3M9YWSoOuFWks8krUPPz1SVTmSlbPDqCfpwMLx/m2yLkPx2SQWVjGiqCoFjlfXXQ6HRtOxjH/Th82zQvkP3f6sHvBSKJSCjibkMs7OyJbu4miiWQkUwghhBBCtKiYtALe2h7Bwah0Jvi7s3fBSJxsLNgSmsjPpxNau3kGlVFQysNfn6SfZztendILExMFo3xbZk4mwHNjfXjm+zMsGOvTYueszbFLmZgrTejfuV3lbdYWpqya1ZdFP58lo6CU1LwS3OwsW7GVoilkJFMIIYQQQjTbh3su0vfVINYcvFTjOuqHLqYzduVBpn1yhFn/O0ZEch4anY7k3GKcbCwAGN/LnQvJeVzNLGzp5reIfRFpBL6zDx83W16bWhFgtrSJ/u2xszLD192uxc99o+9PxPHAEE8UiqrPQ6C3M8deGsODQzozc80xknKKW6mFoqlkJFMIIYQQQjTbF4diKSjV8MGei/wcnMAwbyeOx2YxoEs70vJK2RuZhkaro7OjisMv3EHw1ezKQj/XWJopmR7QgZ9OxfP8hB6t+GgMY+mWMErLtVzNLKwWWLUkLxcbLqUX4GJr0WptSM8v5VB0Om/fc1ut+zw92hsLUxOmfXIEVzsLXproJ3M02wgZyRRCCCGEEM2SkF0EQICnA18+NIDXpvZic0gSkSn57AxL4a7e7flwZl/6eTrw1ozbsDRTEujtzKZ5gdWChtmDOvFzcAJqjbY1HorBFJWVk1dSjl972xabf1mba0Fma9p4Or5iVNXSrM79Hh/eDYUCwhLzjGIeqWgYGckUQgghhBDNsiU0ial9O/Dm9L9HpT59oF+1JUkm9/Go91jerrZ0cVKxNyKNCf7uBmtzS/vu2FWG+zjzyZx+rd0UvFytuZTWeinJWq2OH07G8ekDDXsunhzuxYrdUa0enIuGk5FMIYQQQgjRZDqdjk1nEpjRr0OV22sbqWyI2YM8+eFknL6a2OoKSsv54s9Y5o/p3tpNAVp/JPPP6HTaqczp3dGhQfvPGeyJTkeVAkHCuEmQKYQQQgghmux8Yi7lWh39PPUXAEy6rT1nE3Iq03DbiiMxGUz9+DBHYjKq3P7t0SsEejvT3c22lVpWVWsHmR/tjSa3WF3teaqNlbkSb1cbwpNyDdwyoS8SZAohhBBCiCbbdCaRaX076LWQjaWZkml9O7DxVLzejtkSXv09nLMJuTz3Uyj5JWqgYk3Mrw5f5t9GMooJ0LGdFen5pRSXaVr83Gn5JYTG5xCXVdSoOZYBng6ExOUYsGVCnyTIFEIIIYQQTaLWaNl2LonpAR3q37mRfN1t+OzgJQ5dTNf7sQ2li5MKV1sL/NrbcufKg2wJTeSbw1cY5eOCt6tNazevkqnShM5OKi5ntPy8zE1nEhnW3Zl+ng6NmmMpQWbbIoV/hBBCCCFEkxyKTsfTUUUXZ2u9H/vn0wmoNTre2B7BLh8XvR9f37RaHaHxufz45BC6udgQfDWL5346S3xWEe/d16e1m1fNtZTZnh4tt16mTqdj46l43ruvN/07Ozbqvv082/HeTqku21bISKYQQgghhGiSTWcSmd6vo0GOvXCcL252FvQwknmM9QmOy8bR2pxuLhUjlv07O+JkY44O2HDiaus2rgatMS8z+Go2KGjS/F1PRxUl5VpScksM0DKhbxJkCiGEEEKIRssrUXPwYjqTb2tvkOMHelcs9xGVmm+Q4+vb9vPJTLrhuVg0zrfRaaEtxcvVmkvpdafLarU6lu+MpN/ru9kbkdrsc/50Kp6ZAzo1af6uQqEgoJMDIXHZzW6HMDwJMoUQQgghRKO9sz0SE4WCC8l5BjtHgGc70vJLjb7KrFarY2dYCpNuq7quZ3OWcTE0LxcbLqXVPpJ59FIGUz85wtqjV8gqLOO5n0IpK9c2+XwFpeXsCk9hRjNGvgM8HQiJl3mZbYEEmUIIIYQQosG0Wh3v74ri5+B4covVjaoQ2lhKEwWjfF3YF5lmsHPoQ0h8DjYWpni7to3UXoBuLjZczihEq9VVuT0oPIU+y3bxnx9DeGJEN9Y82J8ATwe8XW1Y+PNZNDfs31DbziYxpJsTLrYWTW5zP892nLkqI5ltgQSZQgjRAPsj05jx6ZEGr+klhBBtWWm5hrlfnWDmj1f44lAsOl1FYFFQWs4/1wdz8nIWH84KaJFU0Dv93NgTYdxB5o7zyUw0UNqwodhYmGJvZUZSbnGV21/9/QK5JeV0bKdiSh8Phvu4sHleIBueGEJaXgnLtoZXvh4aY+PpeO4f0KlZbe7dyYELyXnNGlEVLUOqywohxA00Wh1PrT/NkZhMrC2UFJRoKFZXrCW2ZPN5gp4bibmpXKMTQtycSss1/Gv9Gc4l5JJXqmVFUBQbTsQxoHM7fj+XxO3dnFn/+GDMTU2qzUE0hOHdnXn+l3MUlJZjY2F8P111Oh07wlL4+pGBrd2URrs2L7NjOxXAX8GjDh83GxbdcPHA0kzJFw8P4O6PDnP72/t4/77eDOvesKq/MWn5JGQXM8q3eVWCbSxM8XRUEZmSR++ODs06ljAs+ZUkhBA3+OpwLMcuZVJUpsHV1pJT/72T7x4dSDdna6zMlQx7dx8LNoYy7RMZ2RRC3FxK1BqeWheMhakJq2f3xc/Fgi8fGsCK+/uwPyqNErWW3OKyFr3QZmtpRoCnA4ejjXO9zHMJuViYmeDjZjzrYDbUjfMyQ+NzMFOasGv+iBrnkdpZmmFvZUZKXgnzvj9DWl79lV7VGi3Ld0aiUMCJy1nNbnOAp4OkzLYBxnc5SAghWlFEch6fH4zl9Wn+rDt2lYXjfLGxMGWEjyv7FrkCEJmSx32fHyO/pJwVQVFGWdBBCCEaq0St4an1wajMlXw4KwAzpQmukzrg99do1YezAlgRFNUqlVLH9HBlT0QaE/z1O3K6NyKVj/ZFs3h8jyZ/lm8/n8wk//ZNqpja2rxcbLh4XfXejacTuK+e6q8vTOjB+0FRdHZUMWn1IV6f6l+ZKlxUVk7w1Ww2BSewLyodlbmSzMIyFEBpuVYv35kBnu04EpPBI806ijA0CTKFEOIvpeUanvsplJcm9mB6QEemB9RcAa+Hux3/N7knL246z9OjvfVy7jUHL/H5/qt8/KCLBK1CiBYXk5bP09+HkJpfwoez+mKmrD5SGejt3GqfT2P83PhoXwwarQ6lif6CuUU/nyW7SM2T607z+LBu2FuZsTkkkUcDu9Crgz0nYjPZeDqeFyf61fjYdTod28OSWfPgAL21qSV5udiwIywZgOIyDdvPJ7Nr/og673P96+BMXDYLfgplzZ+xRKfmo9bo6N3RnoTsInKL1Xg4WLJ/0SiCr2br7QJFP08HPt4X0+zjCMOSIFMIIf6yIuginZ1U3Nu//vLq9w7oxL6oNK5kNr+svk6n48O90RSVaXh92wV21vMFL4QQ+pJXoubDPdFsDklEZa4kp6ji75E+rq3dtCo6OapwsbUgND6b/p0d9XLMtPwSStUabutgz1293ckuUvO/XbEUqzU8/+s5PB1VJOWUUKzW8MR3p1kw1oe7erfHzdaSS+kFnL6aze9nk0jLKyWrsFQvbWpp16+Vuf18Mv08HXC3t2zw/ft5tmP7f4Yz/oM/KSzT0LeTA7/8ayhHYjIqg0pLM6VeL1B0c7Yhu6iMjIJSnG2aXqlWGJYEmUIIARy7lMlvIYns+M/wBqc8PTXSi3+uC2bukM71zk9af+wq609c5ZXJPat90f4ZnUE7lRl25grMpKCQEKKFrAiK4rMDlxjW3Zmg50YQlZLfaumwDTHGryJlVl9B5s+nE5ga0IG3Z/SuvG1Ed5fK5yDQ25kjMRm8HxTF2J5uRKXk88GeixSXaXCyMWeYtwsJWUWUlmtZuftig4vgGBN3O0uKSsvJLVaz8XQ8jwzt0uhjqMxNeeee3lVeO4Yc9TYxUdC3kwMhcTmM7elmkHOI5pMgUwhx0zscnc7yXVG8MKHmOTflGi3//vEMdpZmRKbkE+jdsCujvTs64OViw5bQRO6royS7fqUAACAASURBVCz75pAE/u/3cDRaHct3RrLlmWGV23Q6HR/tjeb5CT3oaprLvD9SOHk5i0Fd9fMjSgghapJZUMqn+2PQ6CCvWI2zjQXO3hZGna4/xs+Nf284w4nYzMogsKk0Wh0bTsSxZm7/KrffGBzd+HdMegEhcTl0aqfig5l9q4zYtUUKhQIvVxv2R6YRk1bAGL+mBW0tnUrtYmvBC7+cxWp2QJsM7m8FcslcCHFTC43P4an1wZxLyGX5zsga99kbmUZRmYZL6YWNXlT8X6O8+PzgpWqLWUPFguXLd0aycvdF3pruj4utRbXy+8djs8gsLGNybw/MlAr+M6Y77wdFNWkNMiHErWPb2ST6LNvFd0evNOn+35+IY3h3lxZZ51Jf+nZ0IDW/lDNxOY3+rL7RwYtpONta4N/BvlH3WzTOt8pzFujtzKZ5gUYdnNfHy8WGFbujmNq3Q5tZnutSWgFZRWoWbDwr35dGqm28koQQopHiMot4ZsMZ/rnuNLMGetJOZUYvj5p/TPxwMo4HB3du0o+toV5OWFuYsjsitcrteyNSCXh9N3sjUvltXiAzB3ry5+LRJOWWsPOvIgsAH++P5l+jvCoLWUwP6EBGfilHYjIb+YiFELeSt3ZEkFtSzmvbLvDGtgsUlZU3+L6l5RrWHb/KS5P82lSAZGKi4NHArlibK1kw1qdB9zkcnc6MT6svN7X+eBwPDPZsdBtuhqDyRl4u1sRnFXP/wPrrERiL5yf0oE9He2wsTPm/reE1XugVrUuCTCFEm/PVocsMeWtPrWtUfvFnLKNXHMDCVMn+RaP47+SefP3IQA7FpKO54YsoIbuI0Pgcnhvr06QfDgqFgn+N9OLTAxWjmScvZ/HSpvM8uS6Y3GI1KgtTnP4qTGBlruT9+3rzypZwMgpKCb6azZWMIqYHdKg8nqnShPljfXhPRjOFELXQ6XQoAB83Gz6aHUBmYRkjlu/nzpUHG7R279bQJHq42+Lrbmv4xurZCxN60NnJmvyS+oPqtLwSHv/udLWRz4TsIs7EZXN3bw9DNrXN0OqoWGqkoKy1m9Jggd7ObHlmGL89E0hYYi5LfguTQNPINCjIXL58OTNnzuSee+4hKCiIF198kbvvvpu5c+cyd+5cDhw4YOBmCiFEBa1Wx/tBUaTklbJk8/lq23OL1CzfFYlGq+NyRgEq84r01ADPdjiqzNkfmVZl/59OxTOtbwcszZRNbtO4Xu6k5Zbg898dLPgplE6OVqy4rzf9PB1YdMPIaP/Ojszo14H/bg7j430Vo5g3LhUw+bb2lKo17I2o2lYhhAA4n5iL0sSEXfNHMPG29nwwsy8OVubEpBXw2u8X6ryvTqfjq8OXeWxY1xZqrX6ZmCh4eZIf7+6MpKxcW+t+ybnFzPzfccb3dEdlpsTJxrwyCPnhZBzTAzpgZd70z/2byYGoiikjzU1Bbg12lmZ899hgzlzNZsjbext0kUW0jHqDzOPHjxMdHc1PP/3El19+yVtvvQXAggULWLduHevWrWPUqFGGbqcQQgDwx/lk2ttb0sPdlszCMuJuWELklS1hjPateZ7Rw0O78O2xK5V/l2u0bDwdz+xBjU+Zup7SREE7a3PKtTpc7SyYN8qbaQEdax0Zfe5OH84n5nA4JoMODlbVtpuYKJjQy435P4XIF6YQoppfgxOY0a9DlUrYr07tRVdna3KL1XWmzh69lIlGq2OkT9stljKsuzOdnaz5/sTVGrcnZBcxc81xZg/qxIezAzi+ZAy5ReUs+vksxWUafjqV0KRU2ZvVwhvmmbY1NhamWJqZkJZfyht/1H2RRbSceoPMgQMH8uGHHwJgZ2dHcXExGo3G4A0TQogbqTUVZeJfm+rPzvkj+M+Y7vz7xxDUmoqr2VtCE7mQnMeHs/rVGODd1bs9Ecn5xKTlA7AvMo2O7VR6SRlbcpdfg7+kLc2U2KvMUWt0fLQvusZ9Dl7MoKBUU2uxIqEfn+yL4c4VDUsxFLeWzWcSapzL19rKyrX8fi6Ze/pVnT8X6O3M/kWjGNLNkXd31P658dXhyzw6rGuDl2oyVi9P8uOT/THkFqur3L75TAJ3vH+AkT7OPDnCC6gY7fr20UFkFpYxZuUBStTlpOa1zXUtDeFmmGf6/IQedGpnhQKFTDUxEvUGmUqlEpVKBcAvv/zCiBEjUCqVrF+/noceeojnnnuOrKwsgzdUCCF+DU6gvb0lw7pXfBE+GtgVeyszVu25SEJ2Ea/9foFVM/vWmgJlYapkzqBOfHu04ur3Dyfjmj2KeU1jv6SXTKo7KF003hdbS9Mml5MX9SsqK+eDPReJSS/g/TaYJiYM49qyQs9tPKuXKqb6ti8yDW9XGzo5qmrc/uoUf4IupHIoOr3atpi0As4l5FSZB95W+brbMqaHG58eiCGjoJSNp+P557rTLPz5LGUaHeFJeVX2tzJX8sVDAygr11JQ2jZTQ0Xtrl1k0Wh17ApPrf8OBnAkJsMoL0y1FoWugeH+nj17WLNmDV9//TVhYWE4ODjg5+fH//73P1JSUli6dGmV/YODgyuDU2NVUlKCpaVlazfjliZ9YBzaQj+UabQ8timel0e54efyd1uzi8v5528JlGp0jO5qw/zAulPAMovKeWpLAssnePDCriTW3euJhZGUbL+xHzaezyGzqJx/DW67V5eN2Yaz2ZxNLiY2q5TR3WyZN6TieTbW94NOpyM2u4ytEblcyizjsYFOBLSvnm59s2iNfigt17LqaAbJ+Womdrfls5OZDOqo4qWRrkYz8vfavhQGd1IxvrtdrfucSSpi1dF0Pp3SEZu/LrpptDr+b28KV3PKWDDMtcGvHWN9P0DF5/ljm+JQa6GniyXjfWyxNFWwKTyXuQGONT7GkORi1oVk1brdWBlzPxiTkKQiVh/LYM20jpgr9ffdnpSnZtOFXEKTCnmkvxPDOtsAoNXpiEgvZX9sATsv5qHRgZ+LBSsntf0LOQ1VVFRE//79q91uWsO+1Rw6dIjPP/+cL7/8EltbW26//fbKbXfccQfLli2r8X5+fn5Na20LiYiIMPo23kx+C0ngze2RfHB/n8qFc6UPjENb6IcvD8US0MWZGSMCqm1zP5BFdFoB6WXKBj2OUVFq3j6cyT39Pel7Wy9DNLdJbuyH6bY5LNh41uj7pi1Kzy/l958PsvXpYeSVqHl07SmWe/lgZa5s8ffDjyfj+ObIFf4R2IXhPi6EJeTw8f4YZg/ypIuzNccuZfLjyXi0Oi02lmak55dSVKbhl8hi5tzRr8Xa2dJauh/S8kt48rtgOjna8fmjvbE0U/LI2DIe+PIEmy/Dy5N6tHqgmVVYRlh6HP97bBi2lma17ufnB1EFYbx9JJeknBIcrc2JyypCo9VRrG7ca8fYvx+6H80hLDEPc0tLnp08CIAnJtS+v58fzLmjhRqnR8beD8bCzw/2JZzmSEZFfYSG2h+Zxts7InhgsCeB3s5YW5hy6nIWy3dFYWFqQm6xGp0OMgs1vH0wjc5OhbjZWRJ8NQtXWwvmDO5MltqMuKxC/ju1D35tOPW4sYKDg2u8vd4QPz8/n+XLl7NmzRocHBwAePbZZ4mPjwfgxIkTdO/eXY9NFW1VfWkCb/wRQXp+Ka9tk0nZonF2X0jhnR2RjOnhWuP2ZVN6NapoQf/O7YjPKsbX3UafzdS7Xh72ZBSUkppX0tpNuems3hvNjICOeDqp8O9gT//O7Vh3/EqLt0Or1bFk83miUvNZtjWcez87yrzvz3A+MY/Xtl3gwz3RfHfsKukFpbjZWXFg0SiW3OWHhalJg9cJFPWLSsln4qpDpOaVMHNAx8pq0w4qc75/fDDHYjOZ9/2ZVk+F2xqayJgernUGmNe8OLEHVzOLSMkroaxcy5EX7uDLhwe06QIvNXlpYsPnw4tbw5K7/Pjiz1jS6vnuzCtRsyU0kX+tD+axb09xMbWAd3dG8c91wUz75AjPbTxLQnYxChQce2kMq2cH4Odiwdp/DOLTB/qRnFOMWqPDzc6Sp0d7My3Ag8Fdndr03FZ9qnckc/v27WRnZzN//vzK22bMmMH8+fOxsrJCpVLx9ttvG7SRom3472/nuZxRxIqgqGpvsLS8EorLNLjbW2Jn2aABdCEqLdsaTrlWx8bT8cyqYQ5loLdzoz7Ufz+bBMDPpxOYPaiz3tqpb0oTBbd3c6q4gNOv7SySbUxWBEWx/Xwyr07pVZlBcSm9gD/OJ7N3wcjK/Z4b68OcL47rbY5uQ11KL8DJ1oKODlYsHOdLoLczR2IyWBEUVePfCoWCOYM8+WRfDO72kjqnD8cuZfLsD2ewtTTlSmYRK3dfrHytwF+B5mNDGPz2HkrU2hq/41rKr2cSWTy+YcGUytyU1bMDKl879iqzRn9WtgU342MSzdPV2ZqhXs6MXXmQ9+7twzh/9yrbNVodL28+z8+n4+nT0YHZgz2Z0teDL/6MrfzcBap89popTQj0dmblpA74/VWZ+a0Zt1VuB/Bxs62s+SAaEGTOnDmTmTNnVrt9+vTpBmmQaLsszZQoTRT079yu2rYvD1/mvgGdeH6CL8Pe3c+VjEK6OFu3QitFW6PT6dBRsei4vq5ULxznW+WLwZgFejtzuIYg80hMBu8HRbHoui/ElrbhxFW+PHSZ16b2qvKj3FBK1Bru/ugw5qYmvDzJr97HnVus5tMDl9Bodcz7/gy/PR1INxcb3tsZxZMjutHO2rxyXx83W4Z5O/PNkSuMbcH12UPic7i9mxMfzvo7DfzGH803/q1QKBjj58buC2l4uza/MvKt7PezSSzbGs5HswPQQa2fC/YqMxaO82X5zkievaN1src2no4jMiWv/h2vIwGYuFUl5hSTW1LOvA1nWHF/H6b08UChUBCXWcTCn0OJSM5DqwOFAu4f0AmAif7tqxyjvvfPjdt93GyJzSigXKPFVI/zQdsqeQaEXsRlFpGaV8rPT93O5pAkcorKKrflFJXx06l4nhzRDZW5KbMGduKbI5dbsbWiLTmbkIu5smLRcX39WGpL5doDvZ05GpNZrST769suEBKXwwu/nqtcYLwl5ZeoWbY1nNiMQp5cF8yJ2EyDn/OnU/HEpBUQnpTXoMqQ645dYWg3JwI8Hbird3vu+ewoD355nL2Rqfi6VQ/O5t/pwzdHLpNf2nLLdIXE5dC3k0Oj7zfGz5W9Ea1TQfFmcCQmg2Hv7OP/toax/vHBDP3rx2JdnwtPDO/GHT1ciWhkoKcvq3ZHo9boWLXnYqucX4i2ZPH4irU//zvZj88OXOLujw4z7J193PXRIcb3cuezB/rrPc3a2sIUV1tLrtywfvetSoJMoRe/nElgSh8P+nm2Y6K/OyuC/v4SXHv0CuN7ueHx16LzDw/twm+hSeQWqWs7nBCVfgmO597+HVu94EZr6eKkQmmi4FJ6YeVtOp0OpYkCdzsLLExNeGTtqXrnnujb/20NZ1h3F/p5OvDI0C4s2HiWGZ8e4a7VhwwyZ620XMPnBy8x/87uKBUKnhrpVef+RWXlrD16hf+b0pPN8wJ5e0Zvdj03gsiU/FrXJ+3ibE2fTg7M25rQYvPuQuNzCPCsnv1Rn9u9nIhKzSezQNb6a4pXfgsjIacYDwcr/NrXXqX1Ri9OrJjrlZ7f8s+7pZmS7q76y+gQ4mZ27aLRI0O7su3ZYWQXqUnIKaZTOxWPD+/GcB8Xg1xs9nGzJSolX6/HbKskyBTNptXq+DU4gXv7V6TzLRrny46wFMIScykoLee7Y1er/CB0s7NkjJ8r35+UvHVRtxK1hm3nkpl+C89HVCgUBHo7VQl6DkVnUFym4dALd7Bz/gj6dnLgro8Os2p3FNNboDDJtnNJhMTl8PGcADbNC+T5CT3Yu3AkybklDR5lbKxfgxPxcbPlP3f6MKWvB5czCuvc/4eT8Qzs4lglndTV1pIPZwXUefU6Lb+UjCJNi6ybWVhazpWMQvzaNz7l1cJUSaCXM/ujqq+F2BbM+eI4d6482CpFdNLySsgoKMPX3ZaXJjauWmdXZ2tm9OvIBy08mpiSW0JWURnb/zO8TWRgCGFMTJUmLL+3N/08HVhyl2Er9PZwtyUqVYJMkCBT6MGx2EzsrMzw72APVMxdWTzeh1e2hPH98avc7uVEN5eqVTwfG9aVb49eQa2pPc3vWtXF6Z/Iwra3qj0Rqfh72NPBoe2sZWYI14q/QMX74p0dkSweX1GIwExZUWX0swf6sebPy4TE5fDUumBWBkXxv4OX9F4NMzm3mGVbw1k1sy8q87+n9VuaKXnv3t6ozJUM6eakt/MBqDVaPj0Qw7/HVJSjf2xYV9YevYJao61x/9JyDV/8GVtj+fr6UiKXTPJDZVZRcMnQzifm0qO9LRamyibd/86ebkaTMrszLLnBr7UStYZjlzKJSSswyAWJuuh0Ohb/co5/BHZpcgr+v+/ozq6wlEbPj2yO3RGp3OHripnM8xKiSVpqmoyvuy1RrZRSb2zk00o02y/BCdzXv+pI0339O5FXrOadHZEEelX/sdbLwx4vFxsOXSmo9bgbT8fz/Yk4QuJzWvyHiDAOv1w3Qn4rG+rlzPHYTMo1WraeTcLc1IQJN1TLG9DFkS8fHkCfjvb8c2Q3yrU63guK4kyc/t4/Wq2ORT+f5eHbu9CnhnmEw7q78MVDA9h+PpnyWgLAptgckoino4r+nR0B8O9gj6ejih1hKTXvfyYRH3dbbuto3+hzBXo7syDQlZOXs5rV5oZo6nzMa0b7unA4OoPS8pabQ3qjs/E5PLr2FE+tP9Pg19qx2Ewcrc0wUyoMtgzLnxfTmLDqTw5HVx3pXX8ijuyiMp65o+Hr593IXmXGM3d48+YfEdXmShtKUHgKY3u6tci5hBBN5+tuy8XU2n/b3kokyBTNkleiZk9EKlP7Vi3HaGKiwNzUBB0VgUJNAr2cWX0sgwNRadW2ZRaU8t6uKKb0aY+NhanMQbkFpeaVEBKXw/he7vXvfJNzsbXAw8GK4KvZvB8UxUsTa14UPtDbmS3PDOOZO7rz/IQeLJ3cE1MTBY8GdtVLO17/4wKh8Tn06VR78Bbo7Ux7eys2nUnUyznLNVo+3R/Dv8dUrej52LCufHUottqP/HKNls8OXuKZ0U0PIoZ0UpGQXcyFJMNejQ6Nz27SfMxrnGws8HW35Xhs1YB4T0Qq0z45bLAMkCMxGUxY9SdTPz7MU+uDGeXrwpQ+7XG2MW/QZ/WByDQeG94NZxsL2hsoS2HplnAiU/L55/pg9kemodPpiE0vYGVQFB/M7NvsEcEHh3QmJrWAsR/8afBMm7wSNSFxOYzwMXwFZyFE83R1tiYpp5jista7+GcsJMgUzfLHuWSGejnhZGNRbdt/7+pZ59ynvZGplGp0PPdTaLXqmG9uj2B6QAfeu68PFqYmt3y65K1o05lEJvq7Y2XetFTCm02gtzMv/HoOXzdbBjcwlXPu7V2YN9qbX88k6GXE5ceT8RSWali1p3rRnOstHOfDh3uj9TLCtu1cMq62ltVScMf4uZFbrCb4anaV2z/YE01mQWmtqbQNoTRRMHuQJ+tPNH7eeFB4CiPf219v4KHT6QiJyyGgGSOZUPE87Lnwd8psaHwO/1ofTGh8rsEyQN744wKRKflkFZZxYPEoHrq9Cy9P6klZubbGEe7r6XQ69kelM9rXlRHdXfjzomHmlNpbmdHFScU/hnbl3Z2RjHzvAJNWH2JKXw+8bpi+0RRmShMszU1aJOX3QFQ6g7o6Ym0ha0wLYezMlCZ0dbYmJk1GMyXIFM3y8+l47uvfqcZt9eW/Lxzni6+zBc42Fry7K7Ly9qOXMjh+KZPnxvpgYapkRr8O/Hgq3iDtF8ZJp9NVVpUVFdqpzLiSWdTolLlnRnuTll/KxtPNew9dySjETGnSoJLvA7o40t3Nho3NeN9mFZaxJTSRN7dfILuorFrQpjRR8I/Arnx56DK5xWo2hyTwz3Wn+exADAWlmmb/8J81qBPbziaRV9LwKtil5RoWbAzlamYR7+6MrHPf5NwSNFodHds17wLa2J4VS5nodDq+PXqFx9aeYu6QzigVCoOt52imNKFjOyveuad35XxSd3tLhno5szmk7hHsyxmFlJVr6eFuy0hfFw4aIMjMLCglNqOQ7f8ZzqLxvuz4z3DMlApK1FrOJ+Tq7TyvTfHH0syE0b6uejtmTYLCUxgnqbJCtBm+7rYtOmfbWEmQKZrs59PxnEvIxdy0aUtLBHo7s+quDmz85+3sDk/lu2NXKC3X8N/fwvi/Kb0qr9rOHOjJL8EJzRqZEG3Ld8eukJBdTIla0k2u2RtZkVbe2GDR3NSEFff34d2dUSRkN33trm3nkpja16PBhRMWjvXl4/0xjerDQxfTGfrOXu5YcYCRy/ez7VwyKnNTomsZLbq3f0cOx6QT8FoQ645dZWxPdz59oJ9e1j5zs7NkeHcXNt+Q9vvxvmiGvLWX3ReqzgfVanUs/vkcfu3tsLcyZVg9z1FIXA4Bng7NXprHy8WGcp2O25YF8fWRy2yaN5Sld/diUFdHg8zVPBSdTl6xmn0LR1V7Hcy9vTPrj12tc9R8f1Q6o3xdKqomezlz+kq23t/n28NSGO3rWlmYSqFQ8NpUf72viTfcx4VVMwPYEZbS7LVqNVodb2y7QOA7e6vMIy0t1/DnxXTG+EmQKURbUVH8RyrMSpApmkSr1fH6tguUa3X1ps7Vp521OWv/MYiVQRcZ9OYeHKzMqly19Xa1oZuzNXsjqs/dFDenj/dforRcy8rdsuj4NYvG+Tb5R3IPdzseH96VJ78LbnK12W3nkpncu32D97+toz2d2lkxZsWBBp/vze0RJOWUoFQoCH5lLF88NIC3pt9W6+O2tjCli5M1137f39u/IxP82+utguCDQzqz7nhF0JRXombxz2dZvTealLwS5n1/hqPXPa7lu6JIzClm3WODeX5CD5Jyius8dmh8drOK/lyjUCgwM1FQUFqOo8qczk7WAEzt68HWs0nNPv71NFodb22P5IUJPTA3rf7zYaiXE2qNltM3pDBf70BUGqN8K+YW2qvM8HGz4fSV2vdviq2hiUzpU7VOgKEqS47v5YaJCewKr7kIVUMcicngrtWH+PFUHIk5JSzYeLYyUD8em0V3N1tcbKtPSRFCGCdfN1nGBCTIFE302cFLuNtZEqCnK8OeTirc7S3JLS6nrFxb7er+zIGd+PFUXLPPI4yfVqujXKOlZ3s7Kfh0neb+SH5yeDdiMwqaVG02Ji2f7KIyBnZxbNT9isq0JOaU8OYfEQ3av08ne1xsLVg2pVdlEFPf435pkp/eR6iuGdKt4vF+tC+GiasOYW5qwqcP9qefpwPz7/RhwcazLN0Sxhd/xhIUnsKXDw3A0kzJKF9X/ozOQFPH6FZofE6ziv5cb/m9fejn6cCi8X8/BxP923PoYgb5jUj3rc/mkERU5spqlY2vUSgUzBnsyfrjNc9lLSor58zV7Cp9OdLHlYMX9XcBMTGnmJi0ghYrkqNQVFTI/WDPxTr7uyZbQxPp82oQ838K4T9juvP5g/3p09EeawtTXv39AjqdTlJlhWiDZCSzggSZotGOXcpk7dErfPvYIDbr8crwK5MrCgW9NKn6QrmTbmtPaHwOifWMDoi272xCDk42FrLouJ6ZKk24p19HnKwbVgH0etvOJTPptvaYmDQutXPJXX50cVKRXVjWoGAnPquYt6ff1qh+N+TaZwqFghHdnfloXzRzb/fkzem3caefG5vmBfL0aG92zR9BbHoB7+6M5Nk7vGlnbQ5ABwcrnKzNOZeQU+Nx1Rot4Ul59G7CEis1qek5sFeZMbibE7vC619HMygspd4R5+KyinmuL0+qubLxNff278i+yDQyCkqrbTt2KZPeHR2wtTSrvG2EjzN/XtRfddbfzyYxwd+9xpFWQ7mWmrvtXMNHjkvLNbzw63lyi9V0dFAx8bb2DOvuwpZnhrHlmUDOJuSw5Lcwdl9IZZxU2BaiTengYEVRmYbswrLWbkqrkiBTNEpafgnzfwph5f19aG+v34qvdf1YtDJXMqWPR7MKiYi2YWd4ChPkR5VB/HtMd8q1Ovp3rnkEbdnv4Yy/YUkGnU73V6qsR433qUugtzMHFo/mDj9Xnv/lXJ1z9YrLNJyNz2FIDevqtqbQ+BzUGh1BNQRr9ioziso0lGt1rLth9G50D1cORNVc1CYqJZ+O7ayqBFuG0NCU2aVbw7iUXsiyreG17vP1kcsEeDpUrlVaGweVOeN7udc4d3j/damy1/Tu6EBafgnJufq5gLg1NIkpfTro5VgNpVAoKioq74lu8Pqwb2+PxL+DXbURaAA7SzO+e3QQwVeyyCtW15t6LYQwLgqFAh83m1s+ZVaCTNFg5Rot//4hhFkDPRneveXX65o10JP1x68w9WPDrf8mWpdOp2NnWEqt6XiiedzsLOnZ3q7WtWm/O3qFqNR83t7+d3prVGo+RaXlzVpqY+ndPUnMKearw5dr3efklSx6ethhY2TLNCysZy5sbdtH+bhwoJbKqSFx+pmPWZ87/dwIicuucVTxmsLScgpKy/F0VJGWX0pKbkm1fX44eZWVuy8ypkfD0jbnDunM14cvM/26+b86nY4DUemM7lG1EqvSREGgtzOH9DCaGZOWT2ZhKYO6Ni6tWx+GeTtjbmrCqPfrn4O8MyyFPRGpfPnwwFovrNpammFlbkpJudbgS6QIIfTP193ulk+ZlSBTNEheiZoHvzpJeFJeraMghtbTww5QcDYhl8e/Pc1rv19g9d7oJhcyEcYnMiUfjVZHLw+71m7KTWtKLaNb64/HMcLHhQ4OVuSVlFNUVg5UrIV7V+/Gp8pez8JUySdz+rF6bzTjPjhY4/v1cHQ6w7yNb7H5+tJxa9s+oIsjsWkFZNYQ4IXocT5mXazMlYzp4cr288m17rPxdDwjfFz48/nRPDG8K8/+39UrJAAAIABJREFUcKZKJe+jlzJ45bdwNFod3zdw3dA+nRxQayrWAX1t2wUALqUXoNXq6O5afY3KET4uHIxu/lImW0OTuLu3B8pmvFabSqFQYGqiICG7mNf/esw1ic8qYsnm83w0OwB7q7pHshePb3qxLyFE6/KVkUwJMkX9jl7KYOKqQ8Sk5ZNfUs6qPa1X8XP17AACPB14foIvTjbmfHogpkmFTIRx2hGWwkR/92Yv6yBqN9HfvVpBmBK1hnXHr7Jkkh+HXxjNgM7tWPzzuWalyt6ok6MKF1sLLqYW8H4N79dD0RkM637zzME1NzVhiJcTh6KrBtQ6nY6jMZl8d+xKi1wcm9LXgy2hNafMlmu0fHX4Mk8M7wbAvFHeqMxNeX9XRf9sCU3k2Q0hvDChR6ODnU/mBNDFSUVqbgkv/HKOzSGJjOrhWuN7e6SPC0di6i6UVB+dTseWs0lM7duyqbLXe2mSH92crcksLCW3uPocZLVGy79/DOGpkV4NushgyPnGQgjDkpFMCTJFHfZHpjHozT08/f0Z3pzuz4ezAlr9qmqgtzOb5wXyj8CuPD3am3fv6Y3SRMHMgZ1arU1Cf3ZJqqzBOajMGdzNscocw62hSfh3sKO7my0KhYK3ZtxGQnYR838KRaPV6a1AzWtT/bGxUDLUq+qP5vT8UpJyiumjp/MYi9G+rtVSk786fJncYjURyfktcnFseHcXLmcUEp9VfY3UHWEptLe3rAx4TEwUfDCzL78EJ9DvtSBe+z2c758YzBMjujU62BnW3YUDi0fz5wujUVko+XT/JU7EZtYYWLvZWWJrYcqEVX82OfD++vAVUnJLyC1uvUIbgd7O7Fs0irtu8+D5X85WmYMcn1XEzDXHuJRWQA9321ZroxCiZfi623IxJb/OWgQ3OwkyRa0WbAwlLb8UT0cVo3xdjfKq6tS+HXh1Si9+OBnfrKvgovXFpheQXVRGQKfWSce+lUzp24Etf6XM6nQ6vjwcy+PDulVutzRTsmbuAA5GpVNaruHopUy9nDfQ25kPZwWwLzKtyhfvkZgMhnRzwlR5c30ljfJ1qbKUydFLGXx+MJa3Zvi32AU7M6UJfTs5/H979x0eVZm2Afyekslk0juEFAglhIQSii5dikGagqhohF3XtS0quCKIisCqn1ItKIKCsgoW1mBFIEFXeogQQgkmJCEE0pNJb5Myc74/QiIhPZnJnJPcv+vaay/OzJx5znlkmGfe931e3LftZIOGTh8fTcITE/rWe76TtQoutpbIK6tCTwcrDOzRsanrdmoLrJ4dgMBe9riSU9pkYa2Qy5CQXYLFX0c3WhA3p1hXhfVhcaLZW/elGQORXqDDf04mo6SiGusPxmH2B8eRUahDka4a75hxNhARdQ4naxXUKgXSG1nn3l10rX/RyWjOJOdBLgOGeTlg+V0DzR1Os0Ju84alUo6dJ5puKkLid/BSJqYF9OjQ2j9qnan+bnUNYY4maCGXyTC2X/2urj3s1fB0skJWUYVRR9wm+bnBYBBw9KZppMcStBjfhabK1vJwsIKLTc1WJukF5Vjy9Tm8O38Y5gZ5duoPdtlFOmQVVeDZr86itKJmrW3k1TyUVlRjyi2NeABgVe12UtMbbifVXiumNz/l9v/mDsZQT3uM6+uC2R8cx98+jcTifaktjmwKgoAV317EuH4uZp9pU6t2DfI7h+Ix7N/huJBagINLJmDj/UNFEyMRmZ67nSXu33oSR424F7CUiKuNH4mCwSDg9Z9j8eqsAMwJMt/6ltaSy2VYN28I5n54AlP93dHbxdrcIVE7hMVkiv4Hja5Co1Ji8o2GMIf+yMJj430bXSv30nR/bAq/bNQvxXK5DE9O9MW2w1cwcYArBEHA8cQcPDO5n9HeQ0zu8HND2KUsnLyixT/G9THLutOXZvhjQ1gcbNUWuPuD49jy8HBsP5qEx8b7Nvqjzth+LkYvgFs659h+LvjhmXEAgIKySkx79yiyiirx1v5Y7Fs8vsnX7Y68jqScUny3aAzUFgqjxtwR3s4a9LS3qunOXKlHD3s1etirRTUTiIhMq1ovIL1Qh8c+i8KauwMwb0QvWCrF8zllaiwyqYGfLqQDgoC7h3a82Udn6e1ijacn9cNTu6OgUSmwNNiP/5hLSFpBOa7nleF2M2w90F3dPdQDq3+8hMpqA2YP7dnoc0xRbADA7KEe2BQej/MpBdCoFFDK5ejtrDH6+4iBi7UKbx6Iw+19nPDkBN+WX2ACNXmsKeD2RqXi/m0RKK/UY8FffMwST0scNCq8/cAwLP06ChmF5biqLUWfRn48jEkrxDuH4rH3n+IqMGutmj3I6D/SEJF0vDqr5jNg1hAPhF3KxIawOFgo5Jg3ohfuDfKEr6uNWbphdxZOl6V6dFV6rD94GStnDZLctMW/j+2D1PwynL1egFU/xMDANZqS8eFviZDLZIi8mmfuULqN8f1dkV9WCaVchjPJ+Z363hYKOf4xrg+2HblS01W2n0uX7Sh84FImAKCiWi+Ka5w3whNejhpUGwS8/78Ec4fTpLH9XLBznjeWTRuIhz4+hcTsknqP/3Q+HfO2nsRDt3k3WoCKgRj7GBBR56n9DHh0XB989uhtcLdTI7u4Al/9noLHPz+DQasOIui1cOxrZFuxroAjmVTPJ8evYqiXPUb1lt6IkkIuw5aHh2P1D5dgMABT3j6CiQNccD61EC9wZFO0Csoqsed0CqoNAjaFX2aeOolKKYenowaXM4vNct8fvM0LW35LxFVtKZ6e1DWnygLAC8F+ohvNemWm8adBm8qDt3nDQiHHfVtPQqNSwMtJg9T8cmQWlkMvABFXtADEfx1ERLUjm7Wz7e754DjOpxZiyZ5zyCquwN9G+3SpBngsMqlOdrEOO44l4funx5o7lHabOMANh5e5QRAEnE7OxyM7f0dZpZ7Fi4i9tT8Okwa6IrekUhJferuSVbPMN51Po1JiwgBXfBedBqXC/CN8pmKqKccdIcaYmjNvhCe2/JaIJG0pVEo5dv3jNqTll+OdX+L5mUFEknHrZ+/yuwZiU/hlPHSbN344l47/nLgKS6UCq2cPwvgBrmaM1DhYZFKdld/FwEIhR2p+OXycxTn9qLVkMhlu6+OEh2/3xt6oVH4REalTSbk4mpCD8H9NgK3awtzhdDvmLjaScmqmQG4/moTpgY2vCyUCgNfnBNb9IOLragNfV5su8SWMiLqvm/8Nvm+EJyZvOoLEnBI8+tlpPDOpP+4f6QkPByszR9l+XWdMljrsSHwOsouNu12Buc0N8oSjtUpSv9qb24lELe798ES7N0VvLV2VHi9/dxFr7g5ggdlNLb+r+W0tiGpxfSMRdWUymQxvzKnZQ3n17ABoSypw5ztHMG7t/0z+fcxUOJJJAIDU/DJYKuUI8LDrUl/4+rvbIL1Ah5KKathY8j/31nhrfyxi0ouwIcy0U4w/PHwF/d1sMC2gh8neg8TN3COpREREYnHrv4kX0wpxLqVAsku+OJJJAICIK7kYP8C1y/1SbKGQw6+HLS6lFZo7FMmY6u8OABjh42iy99hz+jq2/JaIWUOks00OERERUWdZNs1P0rN9WjW0s379ekRFRaG6uhpPPvkkBg8ejOXLl0Ov18PV1RUbNmyASqUydaxkQhFXcjGmr7O5wzCJwb3scTGtELf7ds3rMza5XIYgbwccjc+BIAgm2XbhjX2x0BsE7DxxFbMltB8rERERUWeQ+myfFkcyT506hYSEBOzZswc7duzAm2++ic2bNyMkJARffvklfHx8EBoa2hmxdprE7BI88fkZzH7/uGTnQbeFIAiISMrF6C5ahA32rCkyqXUuZxbjb6N7Qy6T4bgJ/vs/nqCFtaUSQRL+dY6IiIiImtZikTlq1Ci89957AAA7OzuUl5cjMjISU6ZMAQBMmjQJERERpo2ykyRmF2PxV9GY/1EEjiVocTGtsEs1wWlKcm4ZBAGi3dC6o2pHMql14jKL4NfDFo+O641Pj19t8fmCIOCRT3/HzM3HWvxRRhAEbAiLwysz/fFdF5uaTUREREQ1Wpwuq1AooNFoAAChoaGYMGECjh8/Xjc91tnZGTk5OY2+NjY21oihGp9Op0NsbCwEQcDqXzNxNr0cU/ra4ON7PHAooRifnM3DfX5q0V9HR+2/XIQAFyXi4uI6/b1rc2BKeoOAtPwynDl/CdYqLkNuTG0eKvUGpOSVoSo3FX5qAW9dy8OhU+fhad/0dPjk/Eocjq/5DHj9h3N4Z0avJp974lopisvK4WtRgNhYFv636oy/D9Qy5kEcmAdxYB7EgXkQB+ah9VrdbvOXX35BaGgoPv30UwQHB9cdFwShydf4+/t3LDoTi42Nhb+/P/ZfzEBM9nXoBUBbqcSIIQEYPlhAePIR+PXzhX8rGqBsP5qE76LT8MpMf8mNzmyJPotpwz3g7+/V6e9dmwNTG+SRj2rbHvDvolOCO6o2D5fSC+HjrMWQwEEAgIUZShzLqsJrf2k6R2G/xCN4kDtOJeXCz8O5yXzqDQKePXAUr949FAED3UxyHVLXWX8fqHnMgzgwD+LAPIgD8yAOzENDUVFRjR5v1bDOsWPHsG3bNmzfvh22trbQaDTQ6XQAgKysLLi5SfcLY0W1Hm8diMW/pvav18FJJpPhvhGeCI1KbdV53jkUjz8yiiQ3vVYQhC7d9KfWkF72uJjKkbOWXM4shl8P27o/L/iLD76PTkNhWVWTrzkYk4nHxvvi16V34GRSLiKTcht93nfRaXDUWOAOP26gTkRERNSVtVhkFhcXY/369fjoo4/g4OAAABgzZgzCwsIAAOHh4Rg/frxpozShz04mw8/dDk9M7Ntg+457gzyx/2IGyiv1zZ4jWVsKXbUeGguF5BqZxGeVwNpSCU9HjblDMalArstslctZxRh4U5HpbqfG5IFu2HPmeqPPv6othbakEiN8HOFqa4l18wbj+f+eR2F5/aK0olqPdw7FY9m0gSbpVktERERE4tHidNn9+/cjPz8fzz33XN2xtWvXYuXKldizZw88PDwwZ84ckwZpKgU6PbYdScI3T41u9PEe9moM9XJA+B+ZuGdY0+vMfr6YgftHeOGnC+kY5uVgqnBNIuKKtst2lb3ZEE8HfHj4irnDEL3LmcUIuc273rERPo54bd8fGOBuizv86s9aOBCTgWkB7lDIawrHyQPdccQ/B098fgalFdUIud0b/d1t8XlEMop1VajSGzrrUoiIiIjITFosMufPn4/58+c3OL5z506TBNSZvjyXj7uHeqCvq02Tz7lvhCe+OZPSbJH50/l0vHZPIBJzSnAupUBSazJPXsnFzCE9zR2GyfV1tUZWkQ5FuirYqS3MHY5oXc4sxsAedvWOfRedhiq9gJXfx+D4i5PrPRYWk4ll0wbWO/bSDH+MfOMQSir0eG3fHwj0sEd8VjGKdNXYFH5ZUn8/iIiIiKjtum2rzcTsYhy9VoIlU/o3+7zgQe64mFaI9ILyRh9PyCpGQVkVRvo4YmRvR5xJzjdFuCahNwiIvJrXLUYylQo5/HvaIYZTZptUWF6FwvIqeDpa1Tu+NNgP/j1sUVRejWLdn9Ng0wrKcT2vDLf7OtV7vtpCgY8WjsRwbwd88rdRCP3nGGxdMKLemmciIiIi6rq6bZG57JsLsFTI8EdGUbPPU1soMHNwT3wXndbo4z9dyMDMIT0hl8sw0scJZ67lmSJck4jNKIKLjQpudmpzh9IpBveyZ5HZjPisYvR3t4VcXn/N5Nh+Ljjw3ARM9XfD9qNJdccPxmRiqr87LBQNP0bG9nOpt8b51j8TERERUdfVbYtMbUkFskv1reoGW9tl9tbtWgRBwL4L6Zh1Y7rpCB9HnLteAL2h6W1dxOTkFS3G9O0+X/oH97LHBXaYbVJcZjEGuts2+fjzwQPw+alryC6q6Sx9MCYDdwX26KzwiIiIiEgium2RuXbeEPi7WrZq+t4wLwdUVOsxedMRnEjU1h2PzShGZbWhrtmPk7UKbnaWiMtsfnRULH6+kIETidp619SVDfbkSGZz4m/ZvuRWno4a3DfcE+/9moDsYh3iMosxrn/3+ZGCiIiIiFqn2xaZY/u54O0ZvVo1fU8mk8FObYGr2lKs/vFS3fGfLqRj1hCPelsyjPRxQtQ18a/LrNIbcDGtEEnaUsnt7dlefV1tkFNc0WB7Dapx6x6ZjXl6Uj/sv5iBbYeTMMnPDZZKRSdFR0RERERS0W2LzLZ6ddYg+LnbILtIh5OJ2gZTZWuN6O2I0xJo/nMhtRCejppu1YxFIZfBv6cdLnE0swFBEHA5q+Ui09Fahccn+OLTE1cRk1bYbUbBiYiIiKj1WGS20th+Lgj710R8/NeReParaHxy/CqUcjkCPOpv9zCqtxOikltu/nMiUYt7Pzxhti/pEVe0uHOQe7drxuJiY4kXvjnP4ugWuWV6WChkcLGxbPG5j47tAyeNRbcaBSciIiKi1mOR2UZ/8XXGew8GYe2BOJRX6nHySm69x3s7a1BRbUBaE1ue1Hr5u4s4e73AbF/SI5Jyu8XWJbe6klOC9EIdi6NbJBdUYkAzTX9uprZQ4P2Q4d1qFJyIiIiIWo9FZjuM6++Cfm42yCxqWKzIZDKM8HHEmWZGMw0GARVVBqgUsgYjoa11MCYD/q8exJ7T19v8Wl2VHtHXC3DbLfsbdgcrZ/lDIZPh72P7mDsUUUnOr2xxquzNuCUJERERETWFRWY7vTprUJMjOaN6N9/859e4bLjaWuLgcxOw70IGUvLK2vz+b/wci/IqPVZ+H4OsG1tKtFb09QL0d7eFndqize8rdRMHuOGeYR7IL6s0dyiiklxQCb9WjmQSERERETWHRWY7NTeSM6K3I8400/xnx7EkPDa+D3xdbfD4BF+8/N3FBntwtkQpl6G/mw3mBvXCIztPo1jX+o6p3XWqbK3ggB4Iu5Rp7jBEpa0jmURERERETWGRaQKBHvZIzi1ttPC7mFqIlLwyzBhc05X28fG+yCutxN6zaa0+f2xGESqrDTj43ASsmzcEQd4OWPTFWVTpDa16fcQVLcb07b5F5sQBrriQUoj8Uo5mAoDeICC1sKrVazKJiIiIiJrDItMEVEo5AnvZI/p6QYPHdhxPwiNje8NCUXPrLRRyrJs3BGsPxCKnuKJV5//mTCruHe4JhVwGmUyG1+4OgEohx6P/Od1ix9qyympcSi/CyN6O7bu4LsBKpcCYfs74NS7b3KGIwrdnU2EQBJxLafjfKxERERFRW7HINBFPRyss+uIsDsRk1B1LLyjH4cs5mD/Ku95zA3vZY3RfZ0x9+wiOxec0e97KagN+OJeG+0Z41h1TKuR4PyQI0dfzcfZ6AdYfjGvy9WeS8xHgYQeNStnOK+sa7grsgYMxxp8yeyQ+G1M3HZHUFinbjlxBlQHsuEtERERERsEi00SuaktRUlGNxV9F4/SNTrOfnUzGvcN7wd6qYcOd1PxyFJZXYVnohWbP+9vlbPR1tUFvF+t6xzUqJbY8PBxutpZIzS/H+SZGpU5eycXovuwIOtnPHaeSclFaUW3U877w3wtIzCnBhrCmC32x+YuvMxzVCm5HQkRERERGwSLTRF4I9sNwbwcsmdIf/9wdhXd/iceeMyl4tImtM14I9sMQT3tUGwz4Prrp9ZnfnEnFfSM9G31s4gA3/P7KVLwxJxB//89pvPbTpQbTZ7v7esxa9hoLBHk74EgLI8dt8dXv16FUyKC2kOPuob2Mdl5Tk8tkmD/EgduREBEREZFRdO85kyY0tp9L3Zf2e4d74pFPf4cMwPW8Mng5aRp9/o/PjMPlzGKEbD8FLycNRvjUXzeZU1yByKu5ePfBYc2+9/TBPeHXwxYzNh+DrsqADWGXMbafC4p0VUjMLkGQt4PRrlPKpt3oMlvbhKkjTifnYVP4Zfz3ydHYcfwq5DIjBNhJknNLcad399vOhoiIiIhMgyOZncDDwQo2aiXyy6paXPfm18MWG+8fin/ujmqwf+b30WkIHtQDNpYt/zbg62qDLSHD4aSxQG5JBa5qS/F7Uh6GeTvAUqno0PV0FcGD3PFbXDYqq5vuyvtl5DWMfOMQ3j0U3+TU2rSCcjz9xVlsemAYfF1tEOhhj5j0IlOFbXTJuaXwsGORSURERETGwZHMTrI02A+bwi+3at3bpIFuCA5wx6SNhzHE0x7j+rlAALD9aBKWTmv9urkp/u6IevVOfBF5HfdtPQkXGxWKddU4kajl1EgAbnZquNupMeO9Y/j3PQEN7oneIOCNfbEoq9LjkxNXseP4Vfi6WkNbXIGJfq7o42KNq9pSfB+djrlBvTBxgCsAILCXHT6PSO78C2qHymoDsgor4GbNjwIiIiIiMg6OZHaSsf1c8O2isa0u7v5IL0K1QUB+Wc1em59HXIOu2oADFzNaeGV9MpkMC/7ig08fGYVruWVIL9Sxi+hNdFV6JOaUYGMj9+SLyGvwctJguLcDti0YgZMvTUaxrgrphTr8GpuNnOIK/BqbjfIqPeIy/xy5HOBui+TcUuiq9J15Ke2Sml+GHvZqWCgkNL+XiIiIiESNRaZILb3ROOiNOYF4PtgPHz48HMO9HdrdAXSolwM+eWRUh87RFf3f3MGwUyvhZmtZ73h2sQ7v/pKA90OC6n4csFNb4I05gzHc2wHvzB+GV2YOwjvzhzW4p2oLBfq42OByZnFnX06bXcsta9CpmIiIiIioIzhHTqRubhzU2J+NcU4CJgxwxbEXJ+OeD44jNCq1bv/RN3+Oxf0jPTHA3bbe81ubl0APO8SkF2Kol7ibLF3VlqK3c8NGVERERERE7cUik7o9eysLfPzXkXjw41Po72aD0spqnE7Ox6HnJ7T7nIG97BGTJv7mP9dyS+HjbA1AZ+5QiIiIiKiLYJFJhJp1lG/OHYy//+d3lFbo8c87+kKjav9fj8Bedth7NtWIEZpGcm4ZJgxwBYtMIiIiIjIWrskkuuGuwB5QKxWoqDbgaHxOh87l39MOCVklqNI3vT2KGPw5kklEREREZBwsMolusuH+oUZpjqRRKeHpaIWErBIjRWZ8VXoD0gt18HKyMncoRERERNSFcLos0U2M2RypZl1mIQZ52BnlfMaWll8ON1tLWCoV5g6FiIiIiLqQVo1kxsfHY+rUqdi9ezcAYMWKFZg9ezYWLlyIhQsX4vDhw6aMkUiSAm50mBWr5NxS9OZUWSIiIiIyshZHMsvKyvD6669j9OjR9Y4///zzmDRpkskCI5K6wF722H8xw9xhNOlabhl8uH0JERERERlZiyOZKpUK27dvh5ubW2fEQ9RlDPKwQ1xmMfQGwdyhNIojmURERERkCi2OZCqVSiiVDZ+2e/du7Ny5E87Oznj11Vfh5OTU4DmxsbHGidJEdDqd6GPs6rp6DhwsZTgUeQE+DqomnxOdXoZd5/KxMMgJQT07rwnPpWvZ8O5vi9jYii6fB6lgHsSBeRAH5kEcmAdxYB7EgXlovXY1/rnnnnvg4OAAf39/fPzxx/jggw+watWqBs/z9/fvcICmFBsbK/oYu7qunoOgPuUoVzvD39+z3nFdlR6/xWXj+3NpOPRHFgwCEBpXjpDJwxucI/yPTGw7fAVLg/2M1pQIALQ/Z2HcMD/0d7ft8nmQCuZBHJgHcWAexIF5EAfmQRyYh4aioqIaPd6uLUxGjx5dd4MnT56M+Pj49kdG1IUFetgjJq2o7s9XtaX4+87fEbAqDO//LxFTBrpj5cxBUMhleGCkV4PXX88tw6LdZ3H2egE2hV82WlzVegNSC8rh5cQ1mURERERkXO0ayXz22WexfPlyeHl5ITIyEv379zd2XERdQmAvO3zwv0RcySnBB/9LxJH4HFgq5dALAtQWcjwwqqawtLeywJbfEjFzSE/Yqi0AANnFOiz8NBJudpYQBHR4786bZRTq4GKtgtqC25cQERERkXG1WGTGxMRg3bp1SEtLg1KpRFhYGBYsWIDnnnsOVlZW0Gg0eOuttzojViLJCfCwx+nkPAS/cxRzh/XC4WV34GJqITaFX65XNM4b4Ymo6/lYHnoBHz48HEW6avz1k98xb7gnXG0tEX0936hTZZNzS+HDpj9EREREZAItFpmBgYHYtWtXg+PTpk0zSUBEXYmTtQq+LjZIzClBkrYEdmoLjO3n0mjBuGrWINy/LQIfHr6Cw5ezMbqvM56d3A/HE7X48Vy6UeNKzi1DbxcWmURERERkfO1ak0lErffvewIw3NuhxemuagsFPnx4OD78LRFXsksw2c8NMpkMXo4apBaUGTWmZG0penOPTCIiIiIygXatySSi1mtq5LIxXk4a+Lra4GJaId75JR7jB7iip4MaWYUVqNYboFQY53eha7mlGNW74bZDREREREQdxZFMIpFZMX1gvZFPS6UCzjYqZBbpjPYeNdNlOZJJRERERMbHkUwikWls5NPLUYOUvHJ4Ona8MNQbBKTklcHHiWsyiYiIiMj4OJJJJAGejlZIzTfOuszMIh0cNSpYqbh9CREREREZH4tMIgnwdNIgJb/cKOf66XwaSiqqcCJRa5TzERERERHdjEUmkQQYcyTzs5PXUFKhx6bwy0Y5HxERERHRzVhkEkmAl6MGqXnGGcl0tlGhr6t1i1uqEBERERG1Bxv/EEmAsUYy9QYB17RlOLzsDjjbWBohMiIiIiKi+jiSSSQBPe3V0JZUorLa0KHzxGUWwdXOkgUmEREREZkMi0wiCVAq5HCzs0RGYcemzEZdy8coHycjRUVERERE1BCLTCKJqN0rsyNOJ+djZG9HI0VERERERNQQi0wiifB0tEJKB9dlnknOw8jeHMkkIiIiItNhkUkkEV5Omg41/0krKEeV3oDezhojRkVEREREVB+LTCKJ8HS06tB02TPJeRjh4wiZTGbEqIiIiIiI6mORSSQRHR3JPJOcj1GcKktEREREJsYik0gblK1uAAAO9klEQVQiatZktn8k8zTXYxIRERFRJ2CRSSQR7rZqFJZXQVelb/Nri3RVSMkrQ4CHnQkiIyIiIiL6E4tMIomQy2XwsFcjtR2jmWev5WOwpz0sFPwrT0RERESmxW+cRBLS3nWZZ5LzMdKHU2WJiIiIyPRYZBJJSJvXZer1wL598P5wE6ZdPV3zZyIiIiIiE1KaOwAiaj1PxzaMZOr1wLRpECIjMa+kFPJfvwJC/wOEhQEKhUnjJCIiIqLuiyOZRBLi6WiF1NbulXngABAZCVlJCRQQICstASIja44TEREREZkIi0wiCWnTmszoaKC0tP6x0lLg3DnjB0ZEREREdAOLTCIJ8XLUtH5NZlAQBGvr+sesrYFhw4wfGBERERHRDSwyiSTExUqB2y6dQOXqfwP79jXfyGf6dGgHDYPO0gqQyQAbG+D224Hp0zsvYCIiIiLqdtj4h0gq9HrI7roLbx87CYsqXc2o5O23N93IR6HAkr+vxXNVibitMKVmBHP6dDb9ISIiIiKTatVIZnx8PKZOnYrdu3cDADIyMrBw4UKEhIRgyZIlqKysNGmQRIS6Rj6aynLIBAEoab6Rz5WcEsRryzHsnwuBlSuBWbNYYBIRERGRybVYZJaVleH111/H6NGj645t3rwZISEh+PLLL+Hj44PQ0FCTBklEaHMjn68ir+P+kZ5QKTkrnoiIiIg6T4vfPlUqFbZv3w43N7e6Y5GRkZgyZQoAYNKkSYiIiDBdhERUIyioZorszZpo5KOr0uPb6DQ8NMq7k4IjIiIiIqrRYpGpVCqhVqvrHSsvL4dKpQIAODs7IycnxzTREdGfpk8Hbr8dgo0NDJDBULsm8+ZGPno9sG8fkha/iAXai/B2sDRfvERERETULXW48Y8gCE0+Fhsb29HTm5ROpxN9jF0dc9BG774Lm2PHcOGXKOT19cPIv04H4uNrHtPr4f3441BfuICBZeXor1aj9PdvcH379hbXYjIP4sA8iAPzIA7MgzgwD+LAPIgD89B67SoyNRoNdDod1Go1srKy6k2lvZm/v3+HgjO12NhY0cfY1TEH7RAYiOwZeXh370UsDAz88/i+fUBMDFBWBgCQ68phERMD/+TkmqY/zWAexIF5EAfmQRyYB3FgHsSBeRAH5qGhqKioRo+3qyPImDFjEBYWBgAIDw/H+PHj2x8ZEbVZkJcjSiqqEZ9V/OfBNjYGIiIiIiIyhRZHMmNiYrBu3TqkpaVBqVQiLCwMGzduxIoVK7Bnzx54eHhgzpw5nRErEd0gl8swc3BP7DufjueD/WoOBgVBb6WBouymQrOJxkBERERERKbSYpEZGBiIXbt2NTi+c+dOkwRERK0za6gHnt9zDv+6cwBkMhkM0+5CjOdABKTEQqkrrykwb20MRERERERkYh1u/ENE5jHU0x5VBgP+yChCgIc9fojJxOfPvI29PoXAhfM1I5jTp7fY9IeIiIiIyJhYZBJJlEwmw6xB7ojd/iX6C9k4cVWJlaufgNzXFbh7trnDIyIiIqJuikUmkVTp9Xh67dOQn/4dyiod3lCpoU77DQgL4+glEREREZlNu7rLEpEIHDgA6/NR0FSWQy4IUFeUA5GRwIED5o6MiIiIiLoxFplEUhUdDRm3LCEiIiIikWGRSSRVQUE1HWRvxi1LiIiIiMjMWGQSSdX06TVblNjYADJZzf9zyxIiIiIiMjM2/iGSKoWipsnPgQM1U2S5ZQkRERERiQCLTCIpUyiAWbNq/kdEREREJAKcLktERERERERGwyKTiIiIiIiIjIZFJhERERERERkNi0wiIiIiIiIyGhaZREREREREZDQyQRAEU5w4KirKFKclIiIiIiIikRgxYkSDYyYrMomIiIiIiKj74XRZIiIiIiIiMhoWmURERERERGQ0SnMH0JT169cjKioK1dXVePLJJzF48GAsX74cer0erq6u2LBhA1QqFQoLC/H888/D2toamzdvBgBs3boVJ0+eBAAYDAZotVqEhYXVO39xcTGWLl2K4uJiaDQabNq0CQ4ODpg8eTJ69OgBhUIBANi4cSPc3d3rvfbkyZN4++23oVAoMGHCBDz99NONxhwcHGzq22RyUstDeXk5VqxYgdzcXFRUVGDRokWYNGlSJ9wp05JaHmrpdDrMmjULixYtwr333mvKW9QppJaHyMhILFmyBP379wcADBgwAK+++qqpb5PJSS0PAPDjjz9ix44dUCqVWLx4Me644w4T3yXTk1oevvnmG/z44491z4mJiUF0dLQpb1GnkFoeSktL8eKLL6KwsBBVVVV4+umnMX78+E64U6YjtRwYDAasXr0aCQkJsLCwwJo1a9C3b99OuFOmJeY8VFRUYNWqVUhISMC3335bd/zNN9/E+fPnIZPJ8PLLL2PIkCGmvEWdSxChiIgI4bHHHhMEQRDy8vKEiRMnCitWrBD2798vCIIgbNq0Sfjiiy8EQRCEJUuWCFu2bBGeffbZRs/17bffCtu3b29w/P333687/vXXXwvr168XBEEQJk2aJJSUlDQb3/Tp04X09HRBr9cLDz30kJCQkNBozFInxTz8/PPPwscffywIgiCkpqYKwcHB7bhycZFiHmq9/fbbwr333ivs3bu3jVctPlLMw6lTp5qMQaqkmIe8vDwhODhYKC4uFrKysoSVK1e27+JFRIp5uFlkZKSwZs2aNlyxOEkxD7t27RI2btwoCIIgZGZmCtOmTWvHlYuHFHMQHh4uLFmyRBAEQbh27ZrwxBNPtOPKxUXseXjttdeEnTt3CnPnzq07FhkZWXfvExMThQceeKAtlyx6opwuO2rUKLz33nsAADs7O5SXlyMyMhJTpkwBAEyaNAkREREAgDfeeKPRjkYAUF1dja+++goLFixo8FhERATuvPPOBudrSUpKCuzt7dGzZ0/I5XJMnDgRERERjcas1+vbduEiI8U8zJgxA48//jgAICMjo8EvSVIkxTwAwJUrV5CYmNglRmwA6eahq5FiHiIiIjB69GjY2NjAzc0Nr7/+epuvW2ykmIebbdmyBYsWLWrdxYqYFPPg6OiIgoICAEBRUREcHR3bdtEiI8UcJCcn142YeXt7Iz09nd9ZbzBFHgDgX//6F6ZOndrgfLXH+vbti8LCQpSUlLT6nGInyiJToVBAo9EAAEJDQzFhwgSUl5dDpVIBAJydnZGTkwMAsLGxafI84eHhGDduHNRqdYPHtFotnJyc6s6XnZ1d99jq1avx0EMPYePGjRBuab6bk5NT9zoAcHJyQk5OTqMx1w6bS5UU81DrwQcfxAsvvICXX365rZctOlLNw7p167BixYr2XLIoSTUPiYmJeOqpp/DQQw/hxIkT7bl0UZFiHlJTU6HT6fDUU08hJCSkS/wAIMU81Lpw4QJ69uwJV1fXtl626EgxDzNnzkR6ejruvPNOLFiwAC+++GI7r14cpJiDAQMG4Pjx49Dr9UhKSkJKSgry8/PbeQfEQcx5aOo9tVptvR9Zbv2skjpRFpm1fvnlF4SGhmLVqlX1jjeWvMbs3bu3VevAbj7f4sWL8dJLL2HXrl1ISEhoMB+7vTFLmRTz8PXXX2Pr1q1YtmxZq+MUOynl4fvvv8ewYcPg5eXVqudLiZTy0Lt3bzzzzDPYunUr1q1bh1deeQWVlZWteq3YSSkPAFBQUIAPPvgAa9euxUsvvcTPpRvM8e9DaGgo5s6d26bXiJ2U8vDDDz/Aw8MDhw4dwmeffYbXXnutVa8TOynlYOLEiRg8eDAefvhhfPbZZ/D19eVn0g3m+Exqa4xSIdrGP8eOHcO2bduwY8cO2NraQqPRQKfTQa1WIysrC25ubs2+vqysDJmZmfD09ARQM2WgdlTrxRdfhJubG3JycmBra1vvfHPmzKk7x4QJExAfH4+8vDwcOHAAjo6OWL58ObRabd1zbn7trTF3BVLLQ0xMDJydndGzZ0/4+/tDr9cjLy8Pzs7Oxr41nUpqeTh8+DBSUlJw+PBhZGZmQqVSoUePHhgzZoyxb02nkloe3N3dMWPGDAA1U6JcXFyQlZUl+eJfanmwsrJCUFAQlEolvL29YW1tzc8lmOffaQCIjIzEypUrjXYfzE1qeTh79izGjRsHABg4cCCys7Oh1+slPftLajkAaqZv1po6darkP48A8eahtrnQrdzc3OrlJzs7u0vMsKglypHM4uJirF+/Hh999BEcHBwAAGPGjKn7ZSA8PLzFTmRxcXHw9fWt+7OXlxd27dqFXbt2ITAwEGPHjsXBgwfrna+4uBj/+Mc/6n7pP336NPr374+QkBDs2rULmzdvhqenJ0pKSpCamorq6mr89ttvGDt2bKMxS50U83DmzBl8+umnAGqmIZSVlUl+vYcU8/Duu+9i7969+O9//4v7778fixYtknyBKcU8/Pjjj/jkk08A1Eybys3Nlfw6ZSnmYdy4cTh16hQMBgPy8/P5uXRDZ+cBqPmSbW1tXTeFTuqkmAcfHx+cP38eAJCWlgZra2tJF5hSzEFcXBxeeuklAMDRo0cxaNAgyOWiLAlaTcx5aMrYsWPr4rt06RLc3NyancorNaIcydy/fz/y8/Px3HPP1R1bu3YtVq5ciT179sDDwwNz5syBXq/HI488gqKiImRlZWHhwoVYtGgRRo8e3WAe+q0WLlyIZcuWISQkBHZ2dtiwYQNsbW0xYcIEzJ8/H5aWlhg0aBDuuuuuBq9ds2YNli5dCgCYMWMG+vTpgz179jSIed26dfDw8DDinelcUsxDz5498corryAkJAQ6nQ6rVq2S/AenFPPQFUkxD66urnjhhRfw66+/oqqqCmvWrJH8l2sp5gEApk2bhgceeAAAsHLlSn4umSkPLb2n1EgxD25ubnj55ZexYMECVFdXY82aNUa/L51JijkwGAwQBAH33XcfLC0tsXHjRuPfmE4m9jwsXrwYmZmZuHr1KhYuXIgHHngAs2fPRkBAAB588EHIZDKsXr3aJPfGXGRCV5sATERERERERGYj7Z9SiYiIiIiISFRYZBIREREREZHRsMgkIiIiIiIio2GRSUREREREREbDIpOIiIiIiIiMhkUmERERERERGQ2LTCIiIiIiIjIaFplERERERERkNP8PUVDWeUTtOQ4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag=\"marker\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PersistAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PersistAD` compares each time series value with its previous values. Internally, it is implemented as a [pipenet](#Pipenet) with transformer [DoubleRollingAggregate](#DoubleRollingAggregate).\n", "\n", "\n", "In the following example, we detect anomalous positive changes of price." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/price_short.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import PersistAD\n", "persist_ad = PersistAD(c=3.0, side='positive')\n", "anomalies = persist_ad.fit_detect(s)\n", "plot(s, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, `PersistAD` only check one previous value, which is good at capturing additive anomaly in short-term scale, but not in long-term scale because it is too near-sighted. \n", "\n", "In the following example, it fails to capture meaningful drops of price in a longer time scale." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/price_long.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "persist_ad = PersistAD(c=1.5, side='negative')\n", "anomalies = persist_ad.fit_detect(s)\n", "plot(s, anomaly=anomalies, anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may change the parameter `window` to a number greater than 1, and the detector will compare a value to the median or mean of its preceding time window. This will capture anomalous changes in mid- to long-term scale, because it is less near-sighted. In the same example as above, it detects drops of price in the long-term scale successfully." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "persist_ad.window = 24\n", "anomalies = persist_ad.fit_detect(s)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s, anomaly=anomalies, anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LevelShiftAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`LevelShiftAD` detects shift of value level by tracking the difference between median values at two sliding time windows next to each other. It is not sensitive to instantaneous spikes and could be a good choice if noisy outliers happen frequently. Internally, it is implemented as a [pipenet](#Pipenet) with transformer [DoubleRollingAggregate](#DoubleRollingAggregate).\n", "\n", "In the following example, we detect shift point of CPU usage." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/cpu.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import LevelShiftAD\n", "level_shift_ad = LevelShiftAD(c=6.0, side='both', window=5)\n", "anomalies = level_shift_ad.fit_detect(s)\n", "plot(s, anomaly=anomalies, anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### VolatilityShiftAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`VolatilityShiftAD` detects shift of volatility level by tracking the difference between standard deviations at two sliding time windows next to each other. Internally, it is implemented as a [pipenet](#Pipenet) with transformer [DoubleRollingAggregate](#DoubleRollingAggregate).\n", "\n", "In the following example, we detect positive shift of volatility of seismic amplitude which indicates start of earthquake." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/seismic.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import VolatilityShiftAD\n", "volatility_shift_ad = VolatilityShiftAD(c=6.0, side='positive', window=30)\n", "anomalies = volatility_shift_ad.fit_detect(s)\n", "plot(s, anomaly=anomalies, anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SeasonalAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`SeasonalAD` detects anomalous violations of seasonal pattern. Internally, it is implemented as a [pipenet](#Pipenet) with transformer [ClassicSeasonalDecomposition](#ClassicSeasonalDecomposition).\n", "\n", "In the following example, we detect unusual traffic, which mostly happened on major holidays." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/seasonal.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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//v298u8IgiAIgvDfi2SnEQRBEDxpcdRfQRAEQRAEfyCWv4IgCEJTRFAVBEEQBEEQBEEQzilEUBUEQRAEod05Xao6QRAE4b8PEVQFQRAEQWhXFAn7KwiCIDRBBFVBEARBEARBEAThnEIEVUEQBEEQ2h0x/BUEQRA8EUFVEARBEIR2RQx/BUEQhKaIoCoIgiAIQrsjsZQEQRAET0RQFQRBEAShfRGVqiAIgtAEEVQFQRAEQRAEQRCEcwoRVAVBEARBaH/E9FcQBEHwQARVQRAEQRDaFbH8FQRBEJoigqogCIIgCIIgCIJwTiGCqiAIgiAI7Y4mtr+CIAiCByKoCoIgCILQriiKGP8KgiAI3oigKgiCIAiCIAiCIJxTWJq7oLa2lieffJLS0lLq6+u5//77GTx4MH/4wx9wOp3Exsby8ssvExgYyIoVK1i4cCEmk4mbb76ZKVOmYLfbefLJJ8nLy8NsNvPiiy/Ss2dP9uzZw3PPPQfAoEGDeP755/1dV0EQBEEQzlE0sfwVBEEQPGhWo7pu3TqGDh3K+++/z2uvvcacOXP45z//yfTp01m8eDG9e/dm+fLl1NTUMHfuXBYsWMCiRYtYuHAh5eXlpKenExERwZIlS7jvvvt45ZVXAHjhhReYPXs2S5cupaqqig0bNvi9soIgCL5C0zR251Wgye5aENqMWP4KgiAITWlWUJ04cSJ33303APn5+cTHx7N161auvPJKAMaNG8fmzZvZsWMHw4YNIzw8nODgYEaNGkVGRgabN29m/PjxAKSlpZGRkUFDQwO5ubkMHz7c6x6CIAgdhT+nZzH9X1vJyrO1d1EEQRAEoc1o99/PoKFD0R54oL2LIghAK3xUp06dymOPPcbs2bOpra0lMDAQgOjoaIqLiykpKSEqKsq4Pioq6oTPTSYTiqJQUlJCRESEca37Hp0VVVVF8yIInYzSqnqcqiaRSgXBR8hIEoR2Zv58TKoKb73V3iURBKAFPqpuli5ditVq5fHHH/cSuE4lfLXm89MJcFartaVFPOvU1dW1qHyvfl/Ej7k1/Hl8Iv2igs5CyYQzpaVtKnQc/NWmSkM1VyWHYKrIw2rL9/n9BW9kbHY+PNtUdTrJzs4mMtjczqUSWoOMy85F3JQpdF22jIqbb6ZQ2rXT0JHHabOC6q5du4iOjiYxMZGUlBScTiehoaHU1dURHBxMYWEhcXFxxMXFUVJSYnyvqKiIkSNHEhcXR3FxMYMHD8Zut6NpGrGxsZSXlxvXuu9xMlJSUnxQTf9gtVpbVL7IzHru6JPIpLQBEoL/HKelbSp0HPzVpjE5WcSEBZGa2s/n9xZORMZm58OzTc3mowwcOJCo0MB2LpXQGmRcdi6cXbsB0K1bN6KkXTsNHWGcbt++/aSfN2v6u23bNt59910ASkpKqKmpIS0tjTVr1gCwdu1axo4dy4gRI8jMzMRms1FdXU1GRgYXXHABY8aMYfXq1YAemGn06NEEBASQnJzMtm3bvO7RaVEUkrp1ESFVEARBEE6BuMcIQvti+td8zGL6K5xDNKtRnTp1Kk899RTTp0+nrq6OZ555hqFDh/LEE0/w4YcfkpSUxPXXX09AQACzZs3irrvuQlEUHnjgAcLDw5k4cSKbNm1i2rRpBAYGMmfOHABmz57NM888g6qqjBgxgrS0NL9Xtr2QtVcQOh+KoohPnSD4CDnIFYT2x3n3PSjz38J0773tXRRBAFogqAYHBxspZTx57733TvhswoQJTJgwweszd+7UpvTv35/Fixe3pqwdGlmCBaFzIWNaEHyLHPwIQvvi/L//46kx0/nbjEvauyiCALQimJJw5mhoclosCJ0QsZYQBN8gK6QgtD+aJutaZ0LTNHbn2jB14EZtcXoaoQ1osggLQqdDQVLTCO1CbYNDUp4JguAXZFrpPGTl2/jV3I3klDW0d1HOGBFUzwIy5gWhE6JBoa1OhAXhrDP8+bX87v0MsvJt7V0Un6CqKg6niqrKWDoTth8+zu5cObgQ2o75oQd5+c7L0B54oL2L4oWqqnI4dwakJkbg1DSSu3XcaOoiqJ4lxPJXEDoXpdUNfPZTXqcRFoSOg92pMW/GKFITI9q7KD7hqle/xVbnILuwqr2L0iG5+c3N3Pf+dpmLhDZjeftf52TU3zF/XcdvFmwjK0/6eGtwux12ZPdDEVTPAnICJAidj5iwQH41MqnTCAtnE03TeGn1HpkbBUC3TLCYFQbGh/n9WWdLM6NpGn9dbT0rfVxR4NHxA0lJCPf7s4TOjeO3d+M0meAcivpb1+Agv6IONE3cbVrAhz8c6VTaZxFUzwIaolEVhM6GoijERwR36JPK9iIrz8Yb6w/I6XgbuKsTaRdMJgUFxS/BHDRNMzZttQ0O+s9exe3v/sDuvArfP8yDrHwb89bnnBUtp8Vk4tUvs7EWVPr9WULnpv61f3Ln61/D66+3d1EMHv94JwAzLurNkKTIdi7Nuc8Tn2QariFuYbUjC60iqPoAz4Xw5P9HX4QFQRDOIY6UVvNtdvFZX8Tcp+JyOt42/P3+yqsbWL+3yO/9w2xSUP30jDfW7+eOd38kK9/G9sNlqOim0/5ek92WFv6wuGi657CYFF65eUSnsu6oqZeAYe3B2JfWsS2vpl3NyDVN49OMY0bb94kKASCtX5TPn7Xt0HEyj3W+fuZ2DXG3owRT+i8nK9/G9XM3nnJgi0ZVEDofCv47pfTciGqaxmMf7fDLsy59eT33f5Bx1jVz7lNxOR1vPSWVdQC8c/sFfn9/X+8p5JEPf/Z7/zCh4VA1VFX1+b1LKhsME/2B8bpp7NOTU0hN8q9Q50/fsOc/z+I3C340NCaaAqqzc220h/+pcwUM6yiU1dgZldilXQ89svJsPLpshzHvuMfQwx/u8Hl/mPnOVu5a+GOnsU5xMyQpEkVRjHaUYEr/5aQmRmB3ap3qNLM5LbEg/Lfx9y/3eo0Jfx4+/XreJu5asI3deRVk5dtYvv0Yn+/M88t4dKoaquZ7AaE9+G+Yt2Yt2wH4Jz+3pmks396oyXCqml/8wjRN4xtrofEch6v7fW0t8ulzAN7bdIjNB0pwOByYTf4btE37Xk6RbobrD+H7SGk1917aj9TECD7Yepjqeif/8+HPnUqoczg1Hrta/G7bg/ZeDZpa3LiDgb92y0if77NNJkXPHdvJrHtW7Mj1mnt+yq/psOuiCKo+oLmTU03z/YbC32Tl2Zjy5uZOtfAJQlv4x9f7Tzjh98e8X1JZx/Yj5YDuMuBemF9es9dv4/Fsuya46+Hr+mTlt9+8VVBRw+xPdrZZMNE0jde+yibzaPlJNxZBAa628kPfe2vDAR77SNdk6OZ3udxzabLPNbe7jpXzm4Xb2FdSC0BooBmAKwfH+fQ5bnbnV/L75TuNqMIvrtzj8z5y53tbuWHuRnbl6mP3ile/BSA9M9+nzwGwO1WKKvXUWBaX8P0/V/TvsEKdpmlkHitjxc/em+u/rRG/2/bgp7zadt37NbW4cbsFDEoI9/leOthi4u+3jGBIUiSaprFyZ36HFeg8+f2HO0jPzDfa8a/fFnfY/bwIqj6gqbOyqqqs2V3Q+Dl+iRHRIg6XVPPz0bJmB56mafxheaN54eCEcGoanJ1KSywIbaVnVBcGxur+Mv4S7j7afgyA2ZMGk5oUwScZRwGYN90/6UicmnrWF2b3htrXG+vUxAi/zVtNNWaaprFw0yHDPPvNDTks/uFomwWTrHwbr321j98u2maYdmZ45Mk0Kfqy7Y/Dzzmr9wLgcDrIyrex+eBxCirqfP6cb/eXAPBTvn7vwABdUDWZ/LMlSYoM4m83DqWfa+zednEvn/e9A0VVNDg1DhR5p9iZNDTBp88BKKysZ/63OaRn5hvvbN6GAx1WqMs4Usa1r2/iUdfm2o0/UjCdLauLwooabp2/BafT6dfn+IP+0YHteujRVPnjcKpeP32J2WSif5wuAGfl27h/sX/MzZ1OlR8Plp61tXZ0chQTh8Qb42fa8K4ddj8vgqoPaKodyMqr5N5FHjnN2vFw5u5/b/MuyynIyrexbNsx4zoNMCntk3upuYVk26Hjnd68Tzg32bi/lP/9Yo9fn9E9MhiAvq4AEnNW6s/bX1zpl/Fod2gcLK0Gzl7qDmu+vqH29cban36BH207yuT/+97wZdqdV8GzK3Yb5tmLNh0mLNDMxCHxbXqOezMxd/p5pCZG8OPBUm6ct5lp/9rCrtxyokJ1X6OURP9tJDfuP26UIz2zwOcbt/suTQbg10MiUe+/n2+euIrn187zW0ClfFs9a6zFZBfq/fzdjYeNPugrHC77xNzyWq/Pfd3HNU0jv6yGX4/qzqShCcZx2Z9/NbTDbkSTIoMAeHXKcCYPS/Trs1Zm5nPLW1v87pP40ppsNuaU8qcvsjrcXmV/acM5eejx3saDPn+XFpOC03VPfwZA++SnXG5954ezptXcuL+UlZkFHc6a82SIoOoDmnbuQQlhKHh39vbqK0EBJp6YMLjZgde0DnoAqPYRUvv+ceVphetfv7lZgiwI7cZ5PRvNIH2xZGqaxloPC4wduXrajDsW6Bo1i1mfpk1+0uBOGJLA5OFJADy89Cdu/dcWn6fu0DSNVZmNJlUD40+cI331HM+f1fV2Pt/hG9/eHUeOo2kYGhLN7Til6fVwAlUNTlbuLmzzswAGxOun/A0uLUJlvYODxdXG/1U/7n3H9G+MrjlzdC+ft5PZrGtQD1U4UN98C7OmcuvPq9hb4Ps5/bIB0YQGWkiOCWNAXCigH8K21SdN0zR2eUQLTYjQD5juu6yf13W+trzIyrdR2aCyenchewoatbd9Y0I77KZ0bVYxAIpZwWQyGe/0vvebP2RvLcW2ehqcTqP988trWPLDEZ/7Ek8aqh9Yrc4s9HsqJF8zLD64XQ893G3ROLb0g4ylPx7zeX9QFI3Vu/JRVdWvB519Y0LpEx1yVt+r6mEt9WFmRYfdM4ug6gOadm4NBYtZ8fjbfzuKj7cf9YoOeqI2RKFfbFizA69pHZxOFc0jCqOqql6LcoPDSbqPgrvU2RvD0LsH0iNXDTjtgL75/B4MPgvJ4QXBk5jQQK4b2R3w3eFTVp6NexZtN074L+jdDYCnJg0mJSGcriEBAEwekeSbB7pwj92osEBj3NfUO/XANj6esrLybfzug8bDJaemYfbD6tPUuuWLzAJmfeSbSJH5Nt1M9dt9+qZ64eZDxv/c7y8uPPCMTD0Pl1QZwS/cZX37u4OoqordFc01JMBM35hQymvtAD4TwD0xoWsYLGaLUY4CW71PnwGuIE3A//syn8Ujr8GhmPhg5DUcOV7j0+domkaA2cRdY/owpHukMWifnDC4zX63Wfk2fvVGY7R/twluU/NlX2u+3SaZ9Q4Vp9NJvkuDu7fw3NOAtZTLBkQDupm0ev/9aAEBPL92Ho9fPcjnG/ukrsEMiA0z7vvc51k89Wmmz32J8yr0ceNQ/Z8KyZc8v3YeSx4ZDw8+2G5l2J2n92X32OoZpR8wveqHFEz1Do3/Tbf6xZfcE4vZRHCAuVEu8LMJusUE/eMijAPNsX1COqwPuwiqfkBtEjzJn3lUZ32000j8npVv49fzvAOJqJrKwZKqVg+GlbsKUGkMBPHaV/u49Z2txr235Bzn4SU/NW48nU7+utp6RqeSI5//0tCQuieh3i6zx1Px96/38cWuglY/63RomsaB4/Udykyn3u5k++HjHarMHYV6u9PrcAagvNbOnkJ9PBVX1qOeoVrrX98eaDxgahLh0OLa6L765T427i/B6tKa+OKU13NxdI/djzOOsdulxUXRtU2+nq6aWmxk5VXiUH0fTKnpc3p07cLAuDCfbG66d9XnpJ7d9J+f/Zyn/8PjXZXXONhTWNX0q81y2d82GP55hunvuv2k78wjOUZ/XkiQBZPJRLcu+sHFK19mt/r9aZrGO9/lGH26uLKObYca548gi0Lv6BBSEsONcqzale9zM0m7U8UE2OpUnp/wO66as5Znf/k7xg2MbfO9axsc/ODyBcvKt7HlYJkuLCiNuVp7Roe0eTylJITjVDVj81fT4ABOPEDw9btzmyzXO1S+P1CKyb3x9aeK3c/klOgHFHsKq1DffAuT01pXDXEAACAASURBVMmtP6/i2uFJPtduHSmrJaekxjBtTU0I4xd9uvnEl7i0qt6YX/Mr9AOEScMS/Gqm72tu/XkVZlWFt95qtzIMTgjDpHhb+PmLAJN+97a6bDSHWYGqeocxN7zwhVXfu/tJy9krKoTUpAicrj351qO156Q5d0sQQdUPaJprs+fxt78tcjT0BbPW7vQ6NalpcPKndKthetLSU5wJQ+IxmzD8RcKDLVw2MMbLvDk82GL8PW/9Aeatz+HzHfrmzeFU+elI80GcAOocqhE0wb0oPbqsUQtSUFHrVeaQABMv3jCUycMSXdECfXMq9dG2ozy5pnFTtju3gvkbDpzTQuDfv8rmdlcy+/ZE0zRmf5p5Tr+r1vLY8h3c9p63T0m30AAGx4exO6+CpT8eZU+B7Yzq/MLKPcYBk3u8usdSXrmuuXv0qoEUVzUm6T6TNrY7nEYQHoDp/9rCPf/ebhwKDe8eQb1d5YDrMEvTNCYPS/SbSa67LAPiwwi2mPxmBpVxWJ97nKqG3enk8x15bTbtu7BvFCN7RnKtS6PuTqkyOD7MqF9y7Jmbdt2Z1ofJwxKNOTAyOIDkmDDW7dUDD918fndSkyKoqNMFot+PH9iiZzU4nF6HE//7hdXoSw8uzmDG21uN9SHAYuZYWS3W/EoPi6C2WwWpqsqyHw+z4qdjqKqKQ9UIDjDx2CWxBJtNVDfo5tTfuOraFv7vm338xrUBTE2MYNzgWKLDdL9etyznCytP96bP/dO95r+w0uo1VnNKWn9wcTo0NCwKXD4whnsvTaZHVBcAeseE+vQ5Z5O+rsOYlIRwFo+8Bs1s5oOR1/jlWYkRQQyICzXm3fJaBztzbV5m1GfK+X/+ykgr1st12J6eWYA1vxJN09iSc/aC6ZwpH4y8BqfJBPfe225l0FAwKY1Wie5x+4ePd/p8r1PboN/cH4oPzz3wodIajh6vMcp/qLSant2CQfNPPvajZbWGAgtg+ggJpiR4oGqaccrpxp9y6jt36Inf3QtmuocvGJr+bLdGd8qbm40N8ulQFBMBZpNhxmQ2mYgKDTImDrOi4JlfPNiVXsDNG+sPMMNDA9taHhjXGGr/ohe/4Tfv/Whspkwmhd4uf5ysPBvXvf69T8zgDpVUU+9QjZyS3+wp4rWv97W7EHg64sODuHxQbLtPQFn5NhZvPXJOv6vWEmw2cXVqvNEPr06Np7iygfTMfGM8fb+/5Iy0WqBvODU0MvO8N7x9XZFJfzkknr4em09N1Vrdx2979wfuXNB4kLE55zgJEcEMjtfdAUb27MqNo7pz7fAkth06zjd7S0jPzPf5yavbMuP29/SyqCoEWEw+0ZaoqnqC2ey9Lt+2Q6XV7C2s5tEPf261aVdZdT2PLP3JEHAVxUT3biEnmHbO/+6g8VyL6czrdGHfKK97vzxlOEO6R3L5wFj6xYZyy4U9URSFbi5T8F4uAaU5zvvTiRYr7p/ZBTbqHKqhjQswgVNVcaqNkUpvuaBnm81k0zPz+cPHu3hkma41djhVQoMDGNMnlABLo09iz6jgNj0HIDEimOSYEKOPx4UFkVteaxzEAEbwlLYwKE53PTHWqX4xBAeYeGpiivF+Y8ICDf9vXzEkKZKL+kXz6/N7YjabjT6zv6j1llPnCvtdvtfWgkpemPgAsz74kWd/+Ts+/znX53U6WFrNnoJKYw9kVhSf5pK2O1XQoH+83i8sJgUN3Q9y6nz/B3FqK8/+8nfc9vrXKHPn+vU51vyKE6Kou/92t0XTmAMv3jjMD3lU9Z/9YsJOeF5byMq3ceMbm4y1YUBcGImRjb6/JkXhx8Pl3LWw+f14a9A0jbTkKBxOjZySKga5+mGPiACfPeNs0yJB9aWXXuKWW27hpptuYu3atTz55JNce+21zJw5k5kzZ7J+/XoAVqxYwU033cSUKVP46KOPALDb7cyaNYtp06YxY8YMjh7VUy3s2bOHqVOnMnXqVJ599ln/1K6daCqo+tJHdfOBkhM0lUOSIlGUxnyLf/o8y+j4QQFmnr02ldQk/X/bDpe1qEyq5u1XoaBRWtVoFptdWEVVvcN4zhWD4ogJC+Ralx9dXFggQ5MiWmwT795Iue//+jf7sBZUemlBGsuj8PsPdY2r23DyL01Osc8Es0k/xXOnf+gZ1YWBCeHntF2/oihEhwb63DyqtfgzWl57UV5nZ83uQkNo6xYSQJcAM/1iwozxdO3wpFbX2d1Pn5qUwpCkSAbFh2ExN45f99B0OFWveeS3/259YJFAs8IN53X36sPbj5TxhUtoM5tNpCZFYjKZjIOnvtEhDIrzrXbmmlTdrGrBHReQmhiBQ1V1Td0ZbAiaWoUkz17FI0t/5vMdeQx2Lcq/HqX7sLu1Gg9d0b/Vpn0rM/P57Oc8Q8B1qiqVdY4TyjwmOcpoO7PJd6fjxkGgopDUtQuqpvcFd5945MOW+d5WNzgNixWHU/U6NHULoAdLdEHh/D5ROFU4VFpr1CMmrPXzS1MLC7dlzms3j2DysEQOFFVSXFnP3iLdPPJ4ja4lHpTQ9vnj6RVZZObaDA1JeZ2d5dtzXQckLkHVB2kudrrypbrXwLiwIC7qG83k4Y1a8ZBAS4tS7uQUVXLDGxtbpPVXFIXIkEBjBXdrcp/7fHeHC9rjpm+0Pk41VdcW73a90xdW+T7f7T++2keDUyOnWNegarjX/rbpbdx9PcDceFg1pl8082aMYkhSJI8s/RmAA8WV5+yBgrtcttoT5zlf8973h7yCZf39y2xjH2jNr8ShanzuioPi1qi608j4FCMlY5hRlnnr97fZAiclIRyNxoMss0nx6hteRfChjJCVb2PnsXLSkqOZPDzJuPPL33fiPKpbtmxh3759fPjhh7z99tv85S9/AeD3v/89ixYtYtGiRVx++eXU1NQwd+5cFixYwKJFi1i4cCHl5eWkp6cTERHBkiVLuO+++3jllVcAeOGFF5g9ezZLly6lqqqKDRs2+LemZxG1iamvL01/H/3wZ+5874dGnzIPjIBINHZ8s0mhb4x3MKXZE5uPAqxH/W38u7CynnV7Gzu6qmm6yYJ7GCgK4cEBxqJcYKtnV66txZoZ90bKff/7LutHamIEO47p9bwyJY7BCe4TL42Xfz2c1MQIY6P1zu0XtllISuoazMCYQMOfpLiyHquH6cS5yLmy3PkzWl57ER0ayFUpccZCExcRzA3nddeDsriICQ9qdZ3d/dTtf9XUVWDLwVIA1jSJHvvO7Rc0P26bRCK1O3UfVM9xaDZB3+hQNE3jeFU9eWU1aJrGQJeGaEeujfnfH2xVnZrjiU8yAVBMujnXla9soKbecUZj6+a3NnPPv719e/RpQTM0ZfO/y+GLzHxMrhf7wdajrdYSXzE4jvBgiyFkHSurZduh48Zzx/TTI+MeOl5r9IGs/MqTzs0t4UhpjdFuJgWeXbHbdRgHgWYTjiaRMP82ZXiL5zz3YeZPR8vRwChjSmIEQRYTfWP1/hAVEsjVQ+KZPDzRqOeuvNabt7stLNwbTfe6cN15PTCZTHz4o35g/af1xZgVCGtikdNW+saEGAcTsWFB/GqkfqCU7Qo4tCWn7X79B1xaQLdpb1FVPduPlHn1szq7s0XP+TjjGD8dKSd9Z95J//+7RdtY9mNjZFqTh79t42GW0qGC9niyv7gGs6IfxqkoHHS903m3nufzw0+7qgea6R2tWyREhwVxzdAE4/DxTHGPF3f+a1XTDwIHJeguTUEWvW1eXtN63/KzRVa+jefXzuPTx67m+J13+/VZXUMCmDtN3/dpmsbRshrm3ar/PdAVKPP5z7PYnVdhzOtnGhPidNTaXWvG9weNvvbSmmzDje1MaWrhqAGHS6sN6x/3sHVbRPqK1MQIrhvZg/P7dMNkMhlC/h8vjeuwioRmBdULL7yQf/zjHwBERERQW1t70gTGO3bsYNiwYYSHhxMcHMyoUaPIyMhg8+bNjB8/HoC0tDQyMjJoaGggNzeX4cOHAzBu3Dg2b97sy3q1K9oJGlXwlfGvU1Upr3V4+b009Tm9//L+pCZGUFlnZ3eezdjguHnhi+a1j03rkBQZzKUePqrdQgII8vAxS9+RR4OjcVFOiAhiWPeWa1TduO83bnAciqIwyDVhfbjtGF/sKmDehgNU1TuN9DnuDeKQ7pGtFhhUVeUPy3cYi/8fP93tlT8s0GzSn4Nvo7T5Mtqbpmkcr2k4Z05oO1N+28o6B6t2Fxia/pKqBkO75B4/JR4+pC2lUaixGX6DDQ6NeRv0U9zze3UF4PKB0V7fS02KaLaPb8gu5qY3G82NokIDmDg0wRiHFqXRPDUr38aX1iIjf7J74zs+JZZ7xya3ul6no8Hl0JlTXI2maZTX2gkNspyRtcKx4zXcPTbZ+G7PrkGEBppJjg1jlUv7GRqkpyMxUFof0E4DAjyityd1DeYXfRq1pz27hega9tjG59idGgfO0CfxrW8PeJmJ3XZRL1ISwlE1jUCLwp4CXRNzyBUZ93BJTbP9oakp28KN+gGEu4xx4UEMSYowDglX7iogKjQIk6lxbv9uX+tP4t3ffXnNXq/vun2UJw5LYHB8GE+OjcZsMmGr1/cUX2YV+WT+yC2vM4IOmU0Kca4DpWSXKf0nP7U9zcX41HiCLSbDtDcmLIirUuK8fM5KqupbZNY3MD4cs4J3n/Vg1e5Cnvwk0xBkTYqhCDJ69R+vGdxmYau96BcbQkJkEG/fdj7BFoUBrkMz/dDf98K3U4XDx+tcv2skRAaf0XNKKutY8bMueLjno0lDE4wDSIup8UBBc2lsp43uec4KDKmJEdz68yosmkrU+wv8+iyNxhRcWfk21u4u9Jg79bZocKhe48kfW4uUxDC6drFwzyV9vftAGx/m7g8vr9bnQKeq4lDRrX88M2b4uE6KohDrcYDuDqbUL6r9Le/OFEtzF5jNZkJCdLOM5cuXc+mll2I2m3n//fd57733iI6O5umnn6akpISoqMbca1FRURQXF3t9bnJtkEpKSoiIaByo0dHRFBcXn/T5Vqu1TRX0J3V1dVitVqPDZWVloSgK5bUO7A6H8XdVZSW5ucewmsva/MwgxdXpAiqwWvWF+K53t/D/xsXTL0rPNfXGN3uJVSo4VKZvot/+KpP7R0djMpkwAQ6Hg4MHD2K2negP5H7fVQ1OVNVp/F1YWEFFRS1WqxVFUbhz+WHqHCpfbNpB/+hgXv0qB7MJvti0g35RQezMOc6OoxWs3LzTKNfpaFqH7H37qQwPwOoyDbt5SCT9LOX8WKCbW2kVeVitjX2mJf1E0zRyyhpI7qYP2EUZJSzLtNEnuI5x/Vymq7GBKOW5WCvy0Kqq6BFuhvJjWG15vLOthC8PVPHnqxLoH33mvlQbcmz835ZS5lyd2Kb7AOw+WMrX2TbjvdvqHBTXOI06ni3cwn7TdjwXcI/T1lJZUU693cGBAwc4dMjMip/zGdsnBKtVRXEvMnUVLbr3hhwbDg3G9Q0ztEu3/Wszz10ZT0KYK4rrmmxMNWUcKG1AARatz2SAx3tM3/hzs/3FXl5PsBkoO4a1Io+Ssgq+y67nF7FO+kUFcWmfEDYdrSHnYA79o4O5uEcwIQEmlPJc1lj1sdbNbCc7O7vV7+t0KA36BuQv6bswVevjtrreYcwfLcHdjnaHg9e+3EO0Vq5/V3WApnLw0EHybboJ6S+Tu6BU5HKkQN+MPjy6G0pFLlbbqU/JVVVl7tZSHnDNlT8creJ4tZ15X/zA5cnhHMutpLq62pgDTQ2VXN63CyZbHlarLiAPiAqkv8fc7OZQWT3F1U4u6N7llONyeFyA0W61dfW88+0BegVWY1HgcGE5z35aApVFRCp6nXqZy7Faq096Lzf7S/Vr3X3HYtev72cpx2qt5HtrARlHapi/ehuX9Q1nTK/gE/r00NjGcrWWkbEW1NIj7Dqu13nm25t5/sp4KupUugY4yC6uw+mwG9e//pXerm2ZP4bHB7GzsJ7vduzFXBnB8dLjWEwKVquDTYf1fnhJzyBjnj9TbHVOAsywd+9eAIqKyqmsaOCu9/Q5EPS9bs7BHEwnWWs9UW21xISY9T5aeXJf6tBAE1QWYbVWUmmzcSzXjjXYRm6u3qbHcvOwhlSe9c3omc6vnhwua8CiOck5eBBNU1Ec+t4lJ+cQobVFviimF8MTgki2lGG12sgvLKWszklWltrqd3fD+znUOyE39xg9IvWAXfNWbeOK5HByCmopKbNhte4hItiCBf0w5rLYBvbs2ePzOvmKH0Zew4wdq6i4+WYK/bj/Liou4a3VlYzvp1v8JXez8JfPd2GqKjbWRFVVyTmYw9FyfY746sfdXNSrbfmCy2sd5FfaGRyrH07EBTux2p2s2pJprEUmQKkuxmo98wBbB47r6YmmDQlDKc9l/UF9TQgJMKFUFlFYqlu13PbOZp6/MsGne6bikuMogNXqJLNAX9ezC6uwmM9deep0NCuouvnqq69Yvnw57777Lrt27aJr166kpKQwf/58Xn/9dc477zyv6091Knqyz093gpqSktLSIp51rFYrKSkpLr+Qg2hdu5OaFMm32cXUOY4Yf4f+UE2PHj1ISWl7+PPQkGKorGTIkCGuT3KYOroP11zU35VEPYd7xw1k4sV9yMyt4G/fF7NqXyVXn9+P60Z0JyjgEG/d/gvO793tJIM9x3jfFTV2zOZc4+/0I3vYeKTUqJPFkgs46dunLyk9ugI5dA0O4JqLhmE2mxluO8wBm8LEi4e3wEcnh5lpyVxzUbJRB2dYHIMHx9OzrwNW5TPpFwNJ7R9DUnEOUM6AAQOJjwh29Z0c1IikZjVOn2Qc4+m1u1l270WkJkWy55vvAUhKSiIlpSeQw/FaJ4MGDcJsNrP1+EHyqkqgWw9SkiIp2rgFp6rQp08fUnp0a02zkXmsHJNJ90P84fghqu0lxrvLyqug1u5kVK+TtcnpSSnJwW4JYVLaCBRFoc+TX9ArKkQ3pU6KpN7uZG9BJcN6tF7j3Bqe/kw37bztkmQmpfU/p07u3OO0tQRuraTBWYcSHs+kkd3ZWKD348GDB7vqdxCCIjz+PjVTP1xDVYOTXj17cN2I7pjJQTOZ6NunL71iQoHD/H3qSCYPS2TdniKO1uRwweA+dA0JAvTNdHLfZFK6n95E6FBmPlX2POjag5TukfTIrKNvopmJFw/VU5tk1mPJayA5OZnU7l0ZeMREWJCF1NT+dE2sgS8LSO2bSEqKbzWq5h11QBWzrx3KpOFJPPh5LgB9+/YlpXvXFt3D3Y4hQXmU1zqM8RO2pohqZwP9kvsxIsjC6z98x6ZcO7+5qge9AhuAAq64IJWkrqcPPrRiRy4rsw8xwTVXbinNAYp4a1s5l543CLVLEbuLy4w5MPZYNrFAaupA1x1yGNA9ymNubuTNJT+xYV8pH/x2NKknNfPK4ZucamZNPo/BiRF0CS7kwauSmXRBT1bvKuBQeT73Xt6fSWn92X48C/ZWMXDQIKLDvDc3mqax41g5I3p0RVEU7EePA3n07t2blJ5RROx1AFUo3XqS0j2S3nsdBOceY+yIQaT26MrAXP2AIiVloDG3ZhbZjTmwdeTw+d5KUvokkhDZBThMnRP69OlDabWd8DyV9zOLiA0LxFzfgFODB68cxKS0Pm2aP1J21xMfZeeeCaMwm83EHsvGpOh1skRVwvoiBvVOJCWldfOUpmn8OT2LG0f1IDUpgpKqBgIteaiRullxbOEBAsPsPDpZ//vBz3OJCg1k8piRzT5nV/URSusK0Lp2P+l4iA87yg3n92RS2kDMZjNdM+tJSIwhJaUHR9UCoJAluyr55YWDT9G//MeZzq+emAoqsWwu4+VNZZjNFsLCQqG4gZ69e5PSL8ZHJdW5aVQ9q3cV6H26e1ecu3fw3d4CHry6O6nNzK/V9XZ2HK3g4n7RKIpCTHgeVfVOxo4Y5DJLzWPRjkrGjRqMWlXOvuPFaBFJpPSLpktQHmV1daSmpp5T62NTrvnl71g+81E+f/RKopq//Iwp36wf2Cf31tfEXj/VcvfQBCYOS6Sy3gEcItBiJjk5mUN7ioES3thWzujhA0/bxzVNI31nvpevuCd3LfiRn46Ws+iuX5CaFEm3LDsmc73H+ppD75hQrr3kvDa102BN48HPc7loWH9SenVjX30uUMKdY/oyecxAFmdtAep59rqhTBrR3ad9IuZYNgr6nBffsx7W5BMYFNiivUp7sn379pN+3iLv8e+++44333yTf/3rX4SHh3PxxRcbE9MVV1xBdnY2cXFxlJQ0hpYvKioiLi6OuLg4Q1tqt9vRNI3Y2FjKy8uNawsLC4mLizvjyrU3nkFQNE2je9dgokIDPczaNB96jpwYlewf3+z3Cq39zvcHsRZUGsEBHhzX3/CzsphNhrmF112bmIhpnGj6C43mDB5xjQxKa+xGOVrro/rKl9ledXjmP7p/ltuQ3x2WXEHX3Dlc5udu8627Fjafj6p712DiwhvbpYvLL6pfXKO51cFyB299l+O6vgvDu0ca7RtgMZ1R0AVN07j29Y1G4ACzyx3rQLEepXHWRzuMIAJnQnSYt5/kG9NHGWV+5j+7ue3dH/zuExPgeiX3jk32+USoqqrPUhCdjga7w8sPrF9cGEEWE8mxYYaZ+ReZ+V7v8rOf807qk/jl7gLW7W00Y+zaxcIdaX2YNDRBT5uCniJDURRUV9Scfm5fckUhKiyIpz7dbQS5AU5q1udwOHh17V7DHaPe7vCKYGmrc3oFhIoLD+LGUd0NnxjdhNAVIK1IPz3OzD2zlDunI9aVHsRtFgcQFRKAgtLss6rr7F7tcqSsDludozGNS5dAHvvlQFKTItCAUT0jmTgs0SttzJ78k/efDXuLDHN19xzp/tmzmy7YWswmFBQSI4NJ6xd9WrM98ykO5RIjg7ikX3Szps5uE9xDpbWG2WPfmFAuHRhLfLj+Du0Ova0dJwkIlJVv44a5jabfOcW6mfChUv1UfXBCOAFmxYgtEBcRzLXDk7z8rt24X9fovlFnZKLdNdhMeJCFsf1juDo1nshgC6GBZkyKCU2DQfHhzBjRjW4hgXR3HSL4Ir+prc7JtsNlRr7jEo98x+5bv/3doVbPiVn5Nt7ZeIjb3v1B95tT9bfYGAhQj0jv9gcGsHiYjp8Oh6p5Rec/UFTJR9uOGn2+sMrO/G9zSN+p+7vZau2GSZ8RXOuqAeesSWlzqJpGWJCF16aOxDO0TP+4k5tCn47mXGsCXQFt3O9abx+NlgS0eXNDDnd7+MeHBFp44YahDOkeicP1vFsu7EFKQji9u4Vwfp9u9HcFpnO6+qAvMhT4G+dZyMnbOyqEZ69NNebbkqoG/rYmG2tBJXtcZvvTf9GLIUmRxLk0rH+6LrXZPp6Vb+OhJT8ZbdS0P0SHWggLNBkBA2PDg/jViCSv9TUsyNLmecj9/d99kEFWno1kl4vIxz/lYi2oJDxYr9O1PhZSwdvR0N2SL6wvOmd9o5uj2R13ZWUlL730Em+99RZdu+onfQ899JARvXfr1q0MGDCAESNGkJmZic1mo7q6moyMDC644ALGjBnD6tWrAVi3bh2jR48mICCA5ORktm3bBsDatWsZO3asv+rod9yd7N5FuiCSXVhFeY3d2BxqPvSzaHBtaj073PiUeCOnKMBTkwa7cpLq/78oWTdl0zR9MTzVBsfzZ9OAUAWu5NXuqIKBLmnL0wk8MTLYmHQSIoOa3dR5ctmAWOO7AL9MjWNwfJjh3/GXG/Sw5Htduc4WbTmCpmnG/VsSaOZoWR25ZXVGu0SG6Bu/oR4n2LFdTNw9po/+DoCILoFeG+I7L+nbaj8g9zubdmFPUhLCsbg2s+78tmGBZqZc0P2M0o+At+9dgFlhYELjQURlXQNjB8boEeg0jUWbD/llkcwubkzY7mvmf5vDLfM3+z2s/9+/yuYPH2fyucsPLCEimF+mxhubeHeqCXfwB4Bau/OkPonzv8vh8Y92eI2nZduOkpXfGJzr4n7RpCSGs6egEoXGwxZN0wPA/O+vhnqlpznZHPLWhoP885v9vPmtfrjinh/cfaJrFwvjPVLsmE0mYjwONkyKgns6cEfe/Nrq+wXtsMuv8guPFDGKYtIX8Wae9cyKXfzh40y+PdT4nhX0KI2gHyAlddVNajXgeI2dBZsO8cWuAo64nvvEx5knfc7t7/1opOtyW364f/aPDycuPJB//+YXxpjvFnJyk3p3fzCfYpovq3Hw3f7SZg/u3NHbB8WH4XCq+n0VvY6vfqmnynIfXnyZVXjC91MTdWHdPReOT43HYoLJw/W5tVdUqFcQOsDLn8kT99y7KafU8Pf0ZGtOKRv3l5xyPgkJsvD78QP18aMoRIUF8vKUEa5AMxpBFjMjE7sQFGCmj6ufD4xve4T1mLBAbrmwpyH0p+/MM3zJ3RvwO9J6t1qoa7xeDyRodzoxoRgBYPS4Dt7fcaoti0fQo2sIqUkRRj978IPtPL58Jyt26JYHMaEBxsFBVr6NTftL2HG03CvlTs9ubRfy2wtNgyCLmQHx4ZRW29l6UHeTsua3/tBsd14FN76x8ZQRkGPCArmkfwyDE8J4bNlPbNxfzORhiS0KaLN821FG9Ig05lOTSaGPK1XeoIRwunUJ4OMMXRDRUIgKCTB8y91nWL7IUOAv3O/acRYEVRSFcYPijPnWYlKMoJpuH+W4CF1BsjNXn3+OldU128cHu+KauH+u21PITW9sMvpDdlENR8rqjICBTX06Qfdr9xUNrpSH7jd61yV9jdgD4J8cqp64m/L/jYvvsAdZzQqqK1eupKysjEceecRIR3PFFVfwyCOPMGPGDDZs2MCDDz5IcHAws2bN4q677uLOO+/kgQceIDw8nIkTJ6KqKtOmTeODDz5g1qxZAMyePZtXX32VqVOn0qtXL9LS0vxeWX/z8pQRpCZGkBwbSpJHviQ9II9vaMb3TQAAIABJREFUCHTthDw7XL843e/NPfm5N2eNk46+E83Kt1FV78B6kkmyaXoRt1DrprRa9xE4WFLj9T3PwR0cYD7jhTI40OwKQKCXedGWI3yxqwB3arN+Lq2WOyLvf37O0zWsrQim1DcmhD4xIaccrF0CzJTUqqxyBfQ4WFKNSfGYRBRdy9qSOjqdqhE4xC00/HvzEawFlUZAjwCzfqprV+HN9TlnlH6kKSYFduU2boxW7ipkZWY+O4/o0Uqf/s9un4ReL69pYO66fcZzBsToGhFfpzUBmLN6L6rashPvttAnOhSLSaFfTGMgD89B4LmgNUZ+jebak+RJDA8yc8PIxrQwx2saqKxzkFNUTaor0mqGK0LogPgwwoPMPDFhkLGABZhNJMeFNTtvjBmgB1y6tH+Mq8yNFhEAtjoHH25rjHiroFFgqzPaTfGIHrrPpVEd54e8vH1jQgm2mLyCxWiaamzyT0dMaCABZoWkcN1TZXj3CFAaE7RbTIoRpEnTNBIjg3n86oFMHpZoaEX/csPQ0z7Hs281ChYKXQItxtyiapyQH9uNuz/sL6o86diKCQvkuhGJLYraDPqBwz9cOZxVVU998vCVusasf1wYIYFmenRrPo9qg1Ml0GzCml9pRJ4MDw4w5jDtNHUy9qraydMnzFm9h0c+/PnUc5aiMP+7HNemXU/b0T8uzAg0Yzbr9jFmk0JFnd31ldavH06nk0eWZhjv3WwyERcebAj9k1yHuJqmsd/Vx1Vapun0ro5bS6pr5PYWVFJea9cDdbn6B5ref9xlsTvUFlnLNDicNNhVo/0DA/SDYPfyE9klgD9eM5hrR+gHZSN6dmXVLj3Qm3u9P1R6en/ltqJpmiEc+xpV0zCbICvXRoBHs8xa1rIUTJ4oKNQ7Gtfdqtp6frvwBxwOh6sPVLPpQAnpO/JZnpHH0bI6Y3w0R76tnh3HKrzm0w17i1ztrRAZEsCcm/Ro3KqmUVXvMKzBurja1BcZCvyF+13X2n2TU/Z0OF15r91js6ymwaVgUQwtyevf7Ccr38bQJH0dHTugeTNw97rw1nc5uFPbNDhVoz8MSdD3KG6FhKZpFFfWe7V/wKlOHJvhx4OlJxxMBZhNmJTG6Lv/+k63eCyq1H1YW5vfu7W4y9IvqvUZCs4VmhVUb7nlFr7//nsjFc2iRYu44YYb+Pjjj3n//feZP38+0dH6ZmnChAl89NFHLFu2jOuuuw7QgzG9+OKLLFmyhIULF5KYqJ/s9u/fn8WLF7N06VL++Mc/+rGKZ4+BrgTjGo2Clxtf9Q/1JJNpkWvj6Z78Fm467HXyvulAqfH/biEB2J3qCZNy0/QiGt4bmOHd9XtPGqb72bpPpj1PdA+WVLPLlVsuv6KOTQdKW7zIbMgu9tI2/fr8HkwelmiYMLrNnIoq9ZPxe8b2bfVkb1IUAsyKMTm6O7/7pO23l/QhrVcXJg/TUzPMWbWHmgaPCbsVmvGHlvzEre9sJSvPZgjXT7oEkSNlunZ69sQUUpMiiAg249Rg9jWDWm1ipzXRfJsUE/+z9Cev9+5U4ZWv9xv3/tvabNJ3tm1y3JpTqmt4XFrOYtdBhtts2teM6R/j0xDuJ6NfXBj94kINDWp+RR3r95w84qm77/2ib9RJfbBr7Cqf/pxrbGiSo/XFUVM0I/roUxNTDA1YUICZV77MNjb1ZrOehD7Hw/T3ZJqZ1KRITAoM7dFoFRBgbjRPD3bZZLvbvrTaTvqOPKNOnr3ZbZoU5TLT9SXx4UFc0Ef363bXoazWYWzyT4eGgt3ZmOIkNSmCKaN6GBYYdXYnb6zf35jKxWJh7IBYTCaTYfKqnUYwaZoewC1YnJAPW9Pv5G4Hzw2Ouz/szqs86dhSFMUQnk7H7rwK19xdxfXn9TA2vBaziZ5RusYsLiKY29N6M+Ak2semljG78yqptauGtl7VNKobGnMkOpyql3DtWSf3WvOrkd1POvYCTQo3X9DD6FuaphmHcwAhAWaenqSb6jlVFbtTa8xjqqqUVtXjdKrU253GPHImQtB/duTz2c/5Hu9dI69czwPb1GTfbaFQWF7b6sM69/WP/3IgKYnh9IkJJT4iyONwF45XN/C79zOMzafD2bLDmI0HSrAWNPadqJBAugSYjTEZYDEzZkCMEZCyd3Qo00f3IjUxgkSXW073rm0LzNccWfk2bnhjo9+0gQ0O3Q3Gczp9cFz/Vq/z7vXW/fPGN7bwlbWY/3VpMr/fX8yYfjGGqS7AzryKFgsMfaJDDG1dVb2TV9Zmk56Zb1gJ9IkONfaB0aGBvHijbg1mMesVO5MMBWeLxnzQLStfWzIYHK+2Gym4svJt7CuqMuYB99xz6cAYBsSEsGDzIf15Lbive11YslW3YBoQF0ZkcIDRH46V6wHmVroE2pKqBtJ35nn1a3daKadTbVX9pry1xbDQcfPaLSN1KxLX/HFHmh7NPdYVX2DikLbHrjkdZ0M57m/aluFY8MLdH1RVo8HRKAz68gSy1u7tmwmwalcBu/MqjMnviQmDDc0uwPLtxwzto0kx8dSnu5pdbFRN8xKACqt0QcRt2tngbNTSet7LrXFNjAwmrX/LTX/P69mV1MQIrxyTJpOJPS5T32zXc93vsnvX1oeTV1WV3XmV3Ocy0e4VFUKQxWQ0nMlkok8379QMNQ2Oxk0cLdeMr9xV4NJgaIaw8uLqPbrvMHoet+RYfUGrc51e/mWV/n9VVVm46VCLNlJaE//nALPC31yafYBJqTH0iurC2zPOM8z3As0m+saEtLAmrudoGt9mFxvv32JSjPoBDI7Xfd8u7R/bqvu2lK6nMLn0JSaTieCARt+U2LBALujd7bSHB6da0HOKKokPDzI2ND2iQ7gjrTfXjejuepZi5DdWNY3gALO+oLlMCANMJlTN2xT8ZJoZjcZ0M/D/2fvOwDiqc+3nzGxvarvqxZYs2ZYxBlND75BrWnACgQtJLiGBhIQU0i5JLmnADaQHAoQSWughYJoxHRuDwd1WsVUtWVp1aYu0fc7345SZWa0s2dfcj3wf7x97pdXuzJlT3vI8zwtUF7pQVeiSh7KAPIo5aIQvZ5tGgSVlXvxjU9+cnNEXt/fPeIhPJlJ4amOPDFwGwkls2jNhQg347OqcEjM+B6ukzs9nnB5VIfB79flQ4LbhyhPm87FjYyuWDuWndK4EX7aJ+/j8UZVYVOJBRqNIZvSWWxqlCMXS8jkMR5N4flufhIorAGyW3GsruyK5ZmfQtMbFQUzAqoCHV+XDz3lZ4p71eyCoLHDldNqykTH1xW7kOS2SGrFndAothj1792AUrzQPSifd6LTNdn5NpTJ4aqPeo/drj2zEyjvXS8621aKimnNOW4MR7B2fkn1Me8ZieHrTXmwNxqEq0zUS9sd6Rthn1hSwQG1iMoknNvZKZ9EE2Qdw/rIyPL6xd78rGeL9N7+8i+3TlKFwxFhplMLvtePOy5dLZznG2zLNtnd5HVbYVCLnjkVVGOKG77OptIbdA3rVT1UISvMYuqdvgiVjenm7lY/KWNIEcz7Tu4ajWNs2nPOZUkqxc++E3B80SpHvsuCWi5aaqDinLgrs974v5qP4NzjBfIcfn7MQjWU+nLesAvUlHpzdWAIeO+KcxlIT9Whf1hyM4MUdLMjJd1nx7TMaeFKdrf+0Yc+xqCoWFDMqjjG5/3E1MdZzDW6uuP+DA9bX8DlUXHEMC9oay3wo9drwRusQMpmM3Ov+uaUP1z62BbsHWcK2bWh2zROR0Lz0mCosKvGgY3gS4URazod8TvkSFdZclJ5dAyxoPvrm1w/o/oz7vbiXTu4b3/NON/MDue/QNMdq/py/O6tCLIo87aPxj/Xc25d9EqgeBNMFO9iEax+Oom8ippO5cfAqqlZRVTAcFhqlplRTDXcOxEK85qRa+X6bheBXF84MgxOOp5bREJpKYudeBvWp4FlbIRglkBFikwGAo+cV4NxDGcxqe18Y+U7rnA8Zq0WR2W/+NQAghQjEAS4rHPspaAQA6zvGABj6mBH2ebmuUfzM2IQ9k8lga+/4nDPx3zytHkvKdT7L989qwOJSlomv9XtklcLCN6wbeIXthR1B/Oz5pjk5UppGMTapb0qEwCTAk4KKaDyD9tE4FvLruPqkWpMzMBdrDoZNokyLynwocNnkPVQUOHFoRX5OURaACcD8T3qshmL/C71iKcV4NKELmEQS2MjhudkmDvINXWM5+0rnu+zMoRHwVFXF4dUFOg+S6II24A6OEDmjlDmiGY3KigqAnJWZ7Ip699gU+sZj8poLXSzYEQHzvkyjFF88bh4+s7xiTs7otY9uwRfu+yCnmNTrLUP4/tM7ZCWv2GfHGYsDuPcLR8jPDicycxJbE+9Zu4cd9KFYGo990Cvnok1VUOoTiStq6l1YwYOX2lzBI3+PEDkTn/fbNW14cecA2oeiGJiIy553FKwvreBRBTw2nLAgIHuFWlTgmNrCOVX+b1ndihtXNckgVzzDxWVemVC8Z22XrIKyxBB7j6ax/dcYuAjLRsYIQSahiF5Z4MCSMp/cxxcUu01OutFpE+Px/PZgTkfN67DgutP1itfqpiHE05oUiUtnNKR4QrO+2IP5RW7Zc7Yi34GzG0uwuj0Ci6KiPI/BmAU0d3/s1RbWvmRtxyi7dz5WYn0ZIfuUAkfWFEjEzv7YuUvLYFWAu/jzT2co0ho1ObIKYWJKEmUxA2w628rznDi5ISD3Zb/XjiuOrcGS8jw0B8PYMzaFX/L+55RX+iml0DR9jMvzP9qWYGJOGZMY+7LfvNKKrz60SaKsjNYcDOPc29/FlQZevlVVURtw47i6ItgtCvKdVrQP7T+cWVb4ueZDaQFb+y81DZrpGwMRyc/Pd83NVzmyOg92i4J5RbrQ2nELWKUblCWKWw1wVotCJIognqPI8HG1zByP2nVtI3I/3F8bn0rjoff3oGWAtVSaSmn47au7GSqLAucsKWYUBy60prDtfc72m1dYpbsu4IHfY5PXePwCP46qKcC5yxhlJxelR+PiWqOTyTnfn1gT931RR+i4bKqEflfx9fkTriEjltC1jx64kKaweCot/SsjL59Site4lsHP3hj8l5h7ueyTQPUgmJhw33liC5r6Q5hf5EZVgc6FpHT/m83PaFmOCMA/2/DxYvPt4pyVYFjPtKqKgjrOE8plX7r/QzT1h/Ba6xBSGhMbaQ6GZfZHiJ/wPVduMgAwz++WXNlHN/QgEp/uwM9kbUMRk8PfPTopeWIAoFH2bykPmEW1eH/suDomtn7NSXUghGWkT1kYkAIWlFKMxdKmQ1hVgHmF7KDrm0jg7xt65pyJFwGocLRve0WHdlJQNPezA63AzTJ85y0rByEEKw4pxfKqAqw4ZHZIyFAkgVcN4jehWBr/+YwuHFPotsnAXARXiqov+5FIHKu29M0afGdXajTuJImx6puIoznI4FO5nJgjf/Xa/0jZeF37yEcupvRu+wh6xmMyMeH32HHWktwCBCIQWts2grvfmQ53PmZ+AU5dGJDPUCXmqp5C9GBXo4zHIkTONMoq7m2DWUFcDphsxgDZBICaAhcWlujJI0UhIAY+ZzbMyZh9zWgahiIJ+D1zr16PTSbRniPLXcPXjDEwLct3YZFhLJ0WZU4BdJ3fDZuFoMLHKqtFbhs+d0SVzIBH4yl0j0S5c8jGtp0HSz1jrNr05q7plR0xBt8/e6EJzfHdM+qx4pBS1AbcCHjsMhDVNA2hWFryqAghqC/x4K7L2T3Wl/iwtWciZ/Cdvf+nuXKvELAiWXuFz2nBVSfWynWrGIJvjQKDkSR+/Ox0ZIy4R1Gp2j0UQTiWNjxvAlUhch9XFAUNpV4ZWBmdtoYSLwiAExbkViu2qCoqsgR8LApLKjLl4km8LVAYhMDjsOh+JiE4tDIfZ9Z54HMoCMdY5b8usP8qr0v4czu5nqE5Al47PntEZc6EAaWAzaJiaWX+HNqmmY0QAofVgkX8+ac1DW67uk9Htthrn5uTC4YMEGNpVRWU5Ok82/piN37I56lIZGkaxW2v7MLvXmUthXrGP9qKqrC57uMv7hxELJVB1/D0YFOs+0slekHDZDKNDIf4WxXg9MXFudEJlOIn/9xugpkbIagCOSTQGw0lPhAACrL3Tva3VpXMmIzJNp/TBrtVgapwDjF09f6MpiEUS+HnzzdLbrlqSDARiT7a/zn+v237o/prVLneH/M5LPjOGQ1yfXjtKi45shJfPWE+NAqU+Jz4xmn1KOeJhutOr5eia7OZAiZ8V+f3MCqeQT+FEILqInfO9S+uZXlVvtw/9nV/SUMCXswfo7hivtOKX13ACkPvdY6DgFGKjJ8nkFT/Ezv9tjfxuTvXY3vvmOTla5yK8YsXmgEAVx1xYOrtHwf7JFA9CGY8fAkXmXdmcVQPVpyaCyJ1ysKA6VAWG2cdD+ae3dJvyPjqgXUuS2YyAGWCKgDw4H8cZVIQFoeyylUejBNfOGM6z2HuMJe+8bjkNzosCv78erspc7trMCw5RwDLvFNKsXfcLBy1LxMbk1E4waiAOhxJ4K3OSZNaYEZjVSpKKVw2BZcfUz3nTPwdb3WgORhGY5kPTquCP156OBrLfOgamUTX6JSsNlmy4KOtg1G0DobnpKAb8NpxZuP0YEqIGikGiJgIau55u0Nmuc/+w1p856ltswbf2ZWa15oHMR5LmxRyl5TnSac+20Lx9AFnXgF2cB7simo2p6483wmVQAr+UEDyCrPhNBqlcFoI7BYFJy6YLvAQiqexuXdCPkMCBneU92AQMcpoGtIGLgzL5KZw00ut5vY0OcauJRhBMq0Z0BssIBDPaWGJF6cuDOSsmAHmwLVtKIq/vduNwXBiTuNX4rGCkNxiPJ3isJZCMxQ2lcHixLVGkxlTSyphg6EY3mgZlGNVlu/EKQ3FejN2w9gxztkoHuC8fI0Ck4k0bn25Fc3BMDIahcOi4K/vdE2bl0aagRgvlQCPbexlrU0AeJ0WGYj2T8Qll14YIXo7ktMXFc8Iq862BIf7d3InXiBU9L1TQWUBW7eapmEsmpDOo0Ypqgoc+MUFS6Z9l7g2sbfUBTwocFlkBVXsAXPhTVIAh1XnY31HbrViBRTdI5OmdWm1sPYzjWU+VBW68OiGHkNVWDEkZyhGokm82h5F/0QCEzypKfZ1o2mahh8+vd3Eo93QOSrfd1hNIc5qLJE8bVVRcioZMyGdCAiZ+bwYDMdmRH4k0xoUwoTyAKaMalFV+fwppRjhvFsAuPToakyl5oYaYLDylPxehQB7x3SebZ7LJlv3UAgoODA+mQRHF6Mi76OtqArb3318Xo5gU6z7P77Rjhd3BNE1OoVNe8axiyfnNErwRusQ2ocn8de327Fqm55MbQ6G8ciGXoNKOsWFf3kXVz7AkuwCOSTg7gtLPDijsVhW0IQtKPbAZ1ex8vAKnHfo7EJnAEv8fum4eawVFqUYDMfxG37mtQ5E0Ds2hS9yRWkK9hyF7zLJ9S5y7XkfN/v2c38GtVhAr7121vceKFKKQhf6BIAUBda2j2DX0CQomKBgeb5Tus6V+XZ0DE/O+l1szQD3fOEILKnIy6k1MBsFd64V9uWGBLyYP8IHopQiQ6mkeB0zvwAnNwRwXB3T9BFn2IJ9FI7mamNTKUylNPxjc79Mor60I4iO4SgyFFi5vBwPbsmNDvtXsE8C1YNgYgP9xil1WFzmndaD9GC614m0vlkLy15Uv391N/89+9m5y8pke5JkRpOOca7elCoh3LlkU+MQ3jheKqbxQznN/yxXBU1cy9u7R3IGLe93DOO21S2mCmqp146rT6wFwARqhIiCcM5uetEs6f4znrU883fvTBuPmUw4/eKAy2Q0jE9lQUqJufqxqNSLFUvL0Nwfxtr2URT7HLNm4sXnXXwkU30lhMBuVVmFghBUF7qwIOCWB2k0kQagizo1lvlwVE3hnA5OQggCnulO2d3vdAEw98ls4hXJyWRGcolVAvzXuY2zBt/ZCRIp3KFBVkyqCp3Sqc8OAoEDz7wCossdC1YPVk/Vd3YP4zOGNgbVhS5UFDhNFXZxoGW3uQhNpfC5o6qwcnmFSchIWJHbhlMaAjKRE0mk8eD6bnmAxZIpdHCnfPdQFN1jU7j+qe0yuFII8MNzFs7anqa+xAOHVTVUujVMJXVeJQiDFOeqmAl42oqlzEmbV+jGNSfXwu/OLaZkrFoArL3T985ukA7gs1v2GoJtntiQiAiWuNrZF5Jjku+w5Jx397/bjese19Vks1tljU8mJAexscyHkxv8uOJY4RxSFLptuP4sVn2qLHDiouUVuPG86f33spMvzcEwMhS47jS292gaEycT87bEZ8epi3RFZGPygvLAa67V6GO4syLea3akKGCouHeOTOG5bUGTmnswFMd83hbDaOLaxN7ClqbeBqhnLIYdfeGc1fnsZAzVGNx1puA7ltJwx5vt8jktr8pj5we/L7/bhm+fWS8FoVRFV3XXKFBV6MTFS/NweHUenFYF155Si5/wKrFxrr2wI4gnDJzSLT1juOSv70vIeSyZluInAFe2DsWm7RE79obwnSe3YTAcn7FidMzNb+BKgxhK13DUVDGJxNNY3TTIg34Kq8HjZUmfIHbwvw3sgw+ebX0TMaxr18UHw7GUbGcFMB56OqMnKlQC9E/EZJUOYO3X/jdsrvt4kYshIHKhycS6z3daUev3oKbQiePqCpHOaNA0DRqluOzoasz3u3Hzy7vw3Sf0ZKrYPwRaozkYxrbeENIZpvSrcQiuFC0iChaW+EznNqUUrQMR2CwKlBkSG7mMUTLY/5uDYfRNxHHxUZUcUeHBkoo8nLDALxPDe0YnZU94O89G1Ra5P3oay//QPrvpZZBMBrj77lnfe6BIqfGpJP74Wpv8W6ui4OfnL5EoEouqQNN0jY+320bx69Wts36X2MdFwJbRKJJpfX8Qle9cz0B89lRSk379vtBm0XhaJv3E/BE+UHMwjJFIAq+38H7qRGFJFO5bC78vV+uv/bWjuFDh4VXmVnpVnPrisCj48SnFH1u16dnsk0D1IFgzn2i3v9kuRRaMe146ncY/N+/NyWXbX7PmaE+Tfeh+kztaaf59L2wLomUggtteaUX/RBxtQ5P42fNNuOK+DdMW/Q0rFmNJeZ48/mbKlonz2VhBG52Mm4KTmWCTN/xzJ+54q9OkEFvktUPlvVlVhaCqiFUTRIb1C8ea+979dAXjc4r+NXOBNIhWFeKAC4YSeLN1SHLQAl47TpnvNvVJ3Tse49UVMQazHzBiPB54d4+E96oE8v+UMvEMcZBKJK4sthHYrcqcDk5No2jq1yvP84t0BUhKKSamUpIj08AhR1ccWy37KlotKk5bVDxr8C2COVlt5pvtL15sQXN/mDuiulO/c+8Ezv3zOjy/tU9e2zOb9x5wWxwCxttr6g/h/NvXzdgjb39MIawqIhyp7tEpDIQT8mA0tiNpLPPh3EPL4eeKuEff/DpWbQ2yK8vxnELxNN7aNawLODgtOJv3M20OhtE5MoVbeNWvzu9GQ8CNW1cydci941N4Zgvrn0iyA5gcI6Mq7Lk09YXQNTKFVgPfUqPU5ChSSjHEg5HmYBgv7gjKA50CmOf3zEiov+bhjfji/R/IsbdaVJy4QJ87335im3RaKnkiQ4g6UV79+fYTW+WYOGwqg8Jn3VfAY4VKdIhcf4g58Z3jSXHLSGeoVAQnREEph0lqGkUkntarkRSmAGna6BHI9dFY5oPPYcGpi4r5eJgF5SiICYFhrEZnJzKyLZuneHhVPg6vzpfrUFwe229ZwlDCuQudWLm8XELtR6JJ3L+uOyefU1yb2FsY1FXvT1iR78BhVXk59+XsexDB5UxOvM+h4oJl5XLv9TosEhEAsMpmTaHbxLsWRxWlTMm42G1BNMnExOb5PVI/4aYXW+RcEvB58e/2Xjb/OobZ/W/fG8La9hEZyIxPprBq23Qo52CIBfoEdEaxGJUn9sQ9nPrbt+V1LCzxIs9pxe1vMOc6ldYQMwTIfo8NFx5WjgxX1SeEwO+xzYnTWeJz4MQFRbLy7ffYZf9rALCoxFRRn5hK4elNe2XyAgAyWuagB0A7+yZMKtfA3FFSx9T6QQB0jU5N+53cM85o4Octgc2i4hcvtKB9aBKJtAaLoUXId8+ql89f7B8CjSDm8o3nNWJxmZcn+vS/1TSK0ai5/chINIkf/mM7Mhrd57rNtnA8jb9v2GOqoJXxXp8UrI2QKBD0jk3hg64xXHn8fHQNRRCKs8DkaweBk/hRGgHw5PJPg6oqcPXVs77/QJFSPocVXz2pzqCfoqCa7xeapmsNLBEqziUefO+shlm/q7GMtX8T/k77UAR9E3F5bu0dj2FtW24qkREN+PcNewBAUoFymaqY+9Znf1aRx4Z71nXp3HIDhUOIBGa06V04ZrN1bcN4cH23/LuFpT6c1ODH+YcxsUaRkG7iscmzW/Vz/l/RPglUD4It5I3nb+Yy5JRSbN8bknCV9Z3jWLUteFBad2RXAQCdkyqskrcxWNs2AoAJfDSW+dDCF+a8Qgc8dgvOPyxXtpdXQPihKA7p7PktKiYiewQA69pG8eUHN8oNITyDAE51gRMXHV4hK6iAWWWObVTs/wK+fFxdkYQQAjBIwLPrmIkbabQ9Y1OwWRQQhS3YYh9rmSGCbUIICp0WWW0CgOM5P0vcY3l+7t6F963twHOc6ykVg1MZDsNm9/SDf7CecBK6xW/awvkunSN6L8iRyNzEgwYjccbf5AffiqXlOL62COctK0dzMIy3dg0jGGKZ9lZ+wJflO3VRH2VufBQR7Ih+lbUBNwpcFlhUIiudRjjNlQ9+CArg5y/olfDvPrltTm1xXsqhJlvqczChGV5DeGfX8P+4F+yCYi/yXVaZmKjMd6Ay3yGdQ41S03rLdthXHlEpA9ds87ttuPBwXZQomshgddMgWgZ88Vg3AAAgAElEQVQiLPse0DlnAIHXaZNiSuV5Tnz+qCpUF5ohc7lEi9gYEVz14CasvGs9KKVoLNcDEU3T0GFoPzISTeJFHlxlB98ZahYiyrY9o5NIpjWZUFEVgkzWe4XT0s6dSGPAXJrnxG8vXmZwBogUMjLaSDSFUDwtIXIlPgdOqvejtoBdp6IwnqVCFA79HZFzvGN4Em/tGpb8/J7xKfxzSz9+8UJLTufQohCp0kkIo2yI1yK4Mo61Mej3e2xYsbQMoCxRZhzL2WwomkTbYFRCwxtKPLDxvsoiQJRGCFRFxV+5uJLfY8NXTqo1VdtnMgpzAgmETFPQFtXL7HsQyu/ZPQaFxVIant3WLwMHVVFgMbRGUhRDX1/KnpsIACllPMxgJI23dw8jlaGc8+vlyTs9uBbK7+LfgJdBXAV/saHEi9OM8HavXaIEjNbH58hoNIngxPSKK8D6lH9fckHZ779xah1DJIFBwX/N+2R2j06ibTAiE52EEFhUgm8ZesuORJNzqjgRsPknKt8TUym8aWiNZZynmsaey2cOL5diax67irveng5vn81S6QzWzaDMCwDn/vldef3is2f6jlgyjYff053nuoAbZy8plcmYXPb713bzRCdQ4nXgh+csxIJiN+8T7JIJnMc+6JVrRTzXXxvObYC1XWsZiMh9TNhgOI5V2/pNyU2/x4Zfnn8InDYFx9f5UeS2glKKnVlone29E1jTNCB/Vuiy4ozFxRIptawyD79Zs5t9tkgwQaCOnFhxaDlOavDjx882yd6k3z9z9mDrf9OMSBiArdOb/+1akHQa5I47Zv37uVbYRyJxUx9ejVIT9NduUZFI68UcISgo+o3+dW33PtuMCSOEMPE5vleLx2nstQ3sW+RsQ9cY4gnW6WJe4cwdEhRQPL+t3+SLfOG+D9Dcz+ZlvtMmiyoUercEQE/WCLGl/bE1TQP47Rq9SBSKp7GtNzSNLnbaomIAwBePq5Hn57+ifRKoHhRjC6IuINpNsJ8a4SoATIHZXO3tXYP4w2u7czrlYsKnsyq1GQ4RElj4k+oZFGU4yhb8O22jmOFcwm2vtKKpPySFXISzkJ1NFX9v3KSWVfpw7xeOkM7c6y3DObmPqqri00vLZAXV+LkAG03xqm0wCqdVlVnZQe5sCAEXIUBz2+rc3EijVRU4TYEIwJ6ZMdgW1hwMgwBY1z7KBZB4lnQ8t8T3Latb8V3O9RTj4bFbUBfw8PYjCm7i1QKNMv6FcDyK3EyZVQTMO/aGsJP3U5zNBEzT2CdzW18IrQNRNJb5cNqigHTsGorZewTfk1KKZCqDV5sHZhdT4sHcbWsE/4KJFdz/paNYBZ6aIV7DvJ3RA1860jS2c2mL843HtsgWQsKC4TgLrvh1/ObV3ZIfe6CWoebMe/dYDH0Tcel4cwTmjJaLmyl/pygo9umBbYHbhkuPrpIQIa/Dhnl+kWyhJtENCqCiYPo45eTvUSZgc+8Xj0A8paG60AWPXW+Z0ToQwWutQ3IdGjmq2cG3ppmvI9taBydleyxx/9ktF8Teo8MwiXxtVRUs5IHIZUdXIxxLyaDAaJ+qLUR1gdMkJlZkgNQWex24aHkFGsuZANJJDX6U+PTg5YzFAWh8jpfnOXDJkZX4sUBgZJlwhoRZVWJqmbEvbpPIUF/zyCa8sD0oA7xcKBSqUWzp0RXDiz02LK/Jl5SMeUVuXPGpGtZvj1fyxUdoGkVFvgNX8d7RhBDUFOrtabIh2UbTsq45+54AYJgHUy0DEblXNPWHGG+6Lzytx6CwPKcVVx4/T45rgcuKFUvLZBXddA8cVdI2GJVjqyoEAbeKUxf6ZVVBvD+tUZ37KYLbLFRL1zDTDiAKQb0B2qlkzWsBaT6ulonpjU0lZcu2bFMUBbfys0T8/pcvtjBdAzA4omg3UlXgwrwitwlVVOpz4PcXL8OanQMYjiRQZFCJ3pdplNEFxHuFeKFYP6pC5FnXEoxgddMAKIhMnF56VCW+cgC9xV/aMYD/eODDfZ414pqyBfWybX37COuLKSpVhKDQnRsKTylFiceGcCyFDi6E5rCpqCp0QVEUWFQFFoWgbTAKAuDiI6okwkJ83vF1hVhY7JacYAHBTKc1Jlho9CkM9CXxen7ADQqCt3cPoW0oigfWd+Fzd79nqrTdu67TFEiE42m81jIkzwhxawJybEINgKA0zwEKwG0VzxNz6h39v2WUUnz7iW2mhCEBpiUg92Vz5ah+8W8f4isPbZTfE4mlcOdbHTKBYLMoktrGOO3A3vEpjESZz3faQj+qC3IXCrLNqGMgONI3v8TQX6V5jmm6LsI0wxYjfJjusemIAPk9ioLvP73d5OdmNE1HlagKanhRRey94jvEDBB9dvfHAl47jp6viyOV+BxYkYtnzZOGVYXTaSL/SvZJoHoQzHgYs9dssf3u4mU4d2mZdBT2V2UQAB7/cC/++HqbXAiawTEUC348lpY/A/RNhsgWLuwCSrgTcvyCQoxMJvDc1ukOyOXH1ACUqfsCeiAqRIv0rKR5Yyr1OdA8EAVRiAwmzl5SkpODlmu9ZMPzerjqb13Ag6PmF6KGq2P6nBa4bKocB8GV/f4cICHdI1OmQERsHLkygo1lPlxyZKVUvBSZv/vXduaEjDgtKm668BB5v8fVFeJH5yzCkgoGo7aprHm7gMFZFIKd3CHu56rMQp23rtiNBcWeOW1ew1l9MgEdusYCEUMTeH6L97zTiab+EO5f14XBSBK3vNw6a6Uzm38hOCRi7LLh7sIUVYcwF7ltc2qLY1MJrju9Xm7Cpy0MwG1TTY6Gx25BbZEbmqZha+/4AUHedg9EMD6VkmugKt+B6gLXPmHkIigAgKc39WIkmkTXcBS3v9FmugbFACkFGMesxKf3/iUGDqIOTxXfAV7Z1Ne0w6Lglhz8HI0ylUw5rgSYSmZkFaS+2IOzGnOvw2wT1zGTFbqs7PdiPyP69Yk18aUHGDS4pohV+zqGo9A0TWbGRVDo99hw3rIKk5CRsL5wHIORhMwOaxqDOorvUhWCYh6IMHilHfqxT6CqKv4kxNgAVBW6cvI5AcBCCHb26Vl+SoEfPbNDVnmMf6Jx6JbR/B4bvn/OQnz3yW0YiSZnrKANRhJ4c5eeuAuGk9i8hykENwfDeHP3MASMnGkc6IGZRpnDU57vMswfhjr59cvN+Oyd63HlAx+a9iXZZiwrMM1oFOG4mZ8V8NhMwZS4h9daBrGmeQDH1/lz7kUWIXbCPz+azODlnYMSzh1NpKV4k0YpYqmM1BoQPEIKAlVREE9psioOMOEiYdkBkuBi/kK2a9m3OIqAaL+5myGMnt82gGUzwJ8tfH6LfrbCZHBtcIBBmMNoTHQyFWUf/vhGO57ZvBfDkcScKk6UB+7ivcVeO85fVi7PUoshsdlQ4sEFy1jle3SSOdNPb+4/oACopogF2/s6a8Q15UJzGW110wDbs/i8Hc1SGO8cCuOON9qQyWRAKVDkteF7ZzXgvEPL2XxQCHYPRSQ6ZyAcxy9eaAYF8LtXd5sgmE6Lgic39eGv67qwaQ9rO6dRDYQQvNoygKlkRu7Tfo8NJy7wywSKsHSGaXVoYCI+nVyE0lhp83vsWLm8Uo5Pkcdmep3ntOLbpzfwBBM19TsWbaU0DbBYGczz0AqGYvm4mHg2RhTBja/8BTtuOi+nkJIxKSb2kFyomFyW57TgW6fX61BfK/NP+8dj2No7DptK5LrXKEu6P/xej0RoHFqVD3PXeN2e39ZnDpiJZIXJFkepDA8giZnCYbyvjKZBJcDy6gJcfCSD0c7fB6fYYSH45QVLTOfrtacuMLUeNKq1G895sS+LxNf+2OhkEus7dE67QnJrlRh9kH9l+yRQPQgmNjYBwRXcibqAB4qiwGVnm9SB8BIashzNeIoL7/SFdHgf58SISSlaNUhVUf7vlFCaHImhyGVjVQmDMAgAPLJhD0B00Sb9Js3Qz+x1e/GRlTjPUKkBGG4+V3BOKUUPV9IFgMuOrkbv2JQcn8lkGne+zRRzQViAYzQGITObBjrrYq8qdKHeEAAKOFouI4RAURSpeCkc7PQM6rMuuwUnLwzI+1UVRUKwRQXVyDGKpTK47vEtaA6GcQi/nqtPrAUhBH96vX3f0swGK+bJB3FPAa8dFxxWITdK1gZF3yjPWVIiHTHGpwG8dsucKp0A8PbuIR54aEimdW6FESYLQIqMGB0gl12d04Zstaj4w2ttei9Qtw3/cdx8NJbrvR0pL3c+vy2IS+5+/4DWVl3AgyK33l+te2wKPeNThooqnQZ7HIkmcc3DmwCwALrIbcVbu4dxu0FUBoCUoTcGV0ZILTEEeVJoBobXfN6Ic+ZzR1bi7hyVf8ZB1YNnTWNcQRl4EGJah/tuT2PmZGbbcXVFuPhI3UlTCKQglLEnrICvAsB3nmQog6FIAk9v6pXw81xQamE1BS40lOjrNBiK461dw5Kjyiq5+vsJzK1/Srx2XHtqnRREUlVdbXaaKQTffmKbLuihKqDc2aZZc1pjZRqTQ0QIayeV1igKXRb4s4I+YYeU+3D8Ar/cx4u9Npy5uFhWqs5YVIxir40/E8ZJ1CvsVELGNE3DYDgOUA3tQxHc9XYXNvVMIJbMmBxsESyLdSJs7zhTV121tQ9/easdmqZhJJo07dviHk5dWIwrPjUP9SW5VSktioKUoeFioduGyzhqoDkYRkswjJ7RmLynPIcV//npRdIhVhU21gGvHTaLgvI8PamWMjxgsR7FvyfW+1Hqs0tFem2WeStQBKW86n7awgCOqM7PeU9Om4pbP3uo7DsrjM0HcwVetA0yBqLG5E08rWF0kvVlno2fL/rdGhNhxvWhEga9Z2uNtXoC9HZt15/ZIHvRZtsTH/TMXHEHO7v2tS/PNQk4PsnWp5j72Qrjp/1uLW5bsxt3vd0JCsBps+KYWtaDlIJiIpbC719tw0g0KVEDN6xYhOoCh0nkkFKKApeK85eV4qsnzEcb52qLNjgqpwaI5TA6mcK7HSMygSL2u9ZBlqg8pT6A8w8tx1HzCnHkPHMfZHaMGROQuu9BKcVUMoPyfK4MD+6b6FshVEXhKt1OlPrsOLHef0AFi4/KxLMRCcOmvjAu3fIyLFTLKaT08+ebZVU0O8jNtuDEFL7z+BY571VFMdAq2J52xuJi3LhqJ656cCMSqQzaBiMyCC7Pc+DSY6pweDVLwi4o9s44F7/52FZTgpAAaBnQ+9mqBLjxvCVYUp4HTaPTElsiOdfUH4ZFVbC9L4S321gC5CsPzwzdd9iYpoHxmYr+pQCbD8Z7NvoB4k8OJJgU1z9b20vxXf0zUB3+Vezjs2L+hU3Ms7YhscjYa915Y/8eCC9BVRU0GFQ7hfJf50hUHi6beibQHAxLVdc/v9GB5v6wPFD38qDQY2dQ25pCJyhYFVR8hliIVxxTkxMSUZbvwBHVBRL6mc1jMzqesy2IaCKNO9/SHfvsA83nsODqk2ql6m84lpL3Up7vxL8fXT2tn1adf269yTx2i3TgZqoCCjNeV3qWzcSmMjlwsSkboSeUAlaLESbJnLbfc77e6FQKPodFVpDufqcTbcOT+xV8zcSlNEJNMpoGj92CL3KIobj5X37mkFkrneKZ3rqaNeRuH4qibyJmCngM7VlNQhjCrHM8oN02Fb/6zCGGKgWRYjmNZT4UuixQFQblqix0oqbIdUBrK0PNXMDKApeEkwKMm/fslr14fpsuCCUqaACwumkQI9EkagpdqCpwIpbQe/COTZoDQkLMXGDBtQX42BEjZMwY2LIfluU7sajMhzvebDc5nZSyz/3yAxtNf6u3zDDDl/fVnkajFApm5iSG4mm8uH1ABgyxZAb/vboVzf1huWfcftlyNJb7pML29WfW49ylZShy23Dp0dVYUDw7r1KjFImUngQJeJnaruDYGLnq4rV4qVEm0lPJ+3umNQ1D4fiMQYJdJZJzSClFntMqBeWyYbMUFGNTqWkVU8Gl7RieApkBoaGqCryGtkEaBQJ8/yWEwO/Vq8IZTcPEVMq0X4j58OfX2/D4h73YuGccN73UCkGeuPK4atO+rVM2zBD1sjwHjqopwAfd47j9jXa0D01Og/YSQrC41IufPrcT5Xkzq6FaFKBnVE84qgox9f5cWpGHCq46qWkUk8kMakSLFapXG0TiUVSTKaWsTQxHnGRXVCkICtx2qUivUYpR7hxmJ5co1dWYxfhu7p3ASDSJdW3DeJHzS+U9qURCSeV4gK9XnnCUc03TMJkwCxgZ91sACE+x9cX4+TNTFdj9A7e/0Y4r7vtgmrhPNJHG/e92y2q0QFwILmZdsXdGnsIPn9kxI09W0yhybNX6vRuQH8Ky1dyFJblvIlRMs88iJ5+s5T67pMOIChqljJrz9VPqUOS2QtM0qApBrd+DEp8DZzeWoDbgkUiyoWgK77aPYdfQpBRJnM/1LFJptm928oS9cc8zCoaV5zlQnu9EfYkHxT4HLApBKEtXY3wqhX9s6pNjNxFL4R8cNt4cDGNnX1gKWmUyGibjaVMbJYsi5rqC4UgCo1O51Wb/b1l2lby+xIMnDv800kTB2OVfmvb+9ztH8aNzWLJJwHDPXVqWc494ctNe/HNrv0SRxFMZ/JkLkTUHw3hz1whebRlCjO/1E7GkTPhmNIrhaBIlPoekiFl4wnEgFJvGJQbMok4UwPVPsgTkfL8H8/xu2adeJIUAPVErIPoLS7ywqgSnLQrgxPoilOfbpYJ6LjNSRQBgXpET967tlPesgOrJXMoSTmJe6tcwt2dltLI8J85cXGLqUJDr3BZr94H13egYm1vbuY+jfRKoHgQTk+NXXLCjmsNUheOwP82Tc3++/n+njS1aI3zk8Kp8NJb5sLDUizyHypQLQaWz+AjvZRdNMH7ZuvYRaBpFKJaUTq9UsMs3QEVhlOYmqDa2H8m6f+MiEVyaoXBuPqfHbsXXTq6TzmF2WweFKLKRfNtQFO93jqJ7RPAECCoLXSYIiM9hQWOO4DrbNArE0josMlsRNduMB22Sc/MUA/TRaOkMcPOLrfoGZYB+supjBq08w5fRNEymMlItrtBlxfF1flMj8JpCp1SANFoyncELBufKCAWf6R6EU79rIIJXmgYwwPtkys11Bv7CroHwtGbWZzUW46snzMe8IjdzEKiAGpuze8I5NjpHsWRmTgJIdosiN3fxWeLuCCHw2K1QOaRY0yim4ik8v7VvTp9ttLahKIYjCUOwzZQIzZUUgptf2mUIOAnO42uPECaxTwjQNjSJqwy82oDXBgVEwohVYuZ+5hKa0V/rXNFwjEH7CH/fb9bsxiV3vyf74Apop4T9a9qMgUWutWZ04jRK0Tsem5GT6HNYsOLQUv2euJNsrORJcQweIJ/cwLLNhBBUFDhnzQADzBnaPRQ18X4CHgNsevqdyYyxCIAEiqR/Ioa/b+iR7Ziyzaqqso+dRgGHVUEqrTuaxrGldDpMFtBbbeQ5LTOuw4FQDG/tGpbw3Gx+tKjIfOrm13DP2i6sbRtG3wSrRsoKuwb8fUM3uxYtgx+dsxBunnwUFTZhu3n1aFqwTQkUheDlHUEsLvVhQbE7ZwuV57f14/XWYWzfO7O6diShK6AC4NdoTMbojtLuoQg294yjk59JGU1D4Effxdcu+BTOuuOX3HFj720OhvFex5hsI2YcI3YP5nsajCTw0o5gTvVl42sBR//e2Q0o8tjxxMZe2Q5Hjg+An/J2IgBQH9ATK1rWOu0ZjaE5aNYSUAi7t8p8Vr3Nc9lkX+ZaQzLVCKEUr9l8oFhenY9Cl8V0pha5bFI1nFJdPVQgglRFFyDMZTPxZDMaRSI1s1qwSqbz0C+9JzeCxcvnolDjzra6Yg8IGDxa0yiSaU2K51DKOIrpDKvwh+Np9Ifi0CiFzapiddMgrnpok2xJVVXown+dy3jn9SU+FLqt0t+qLnKhpsiN29bslmJL4hw3Csi1D01iIBRH+xCrVG/tZYGncd8pdFmRSGfk2Rzw2KUIZWOZD8uq8iRPuG0wig+6x+Reoxmek8PGgiyC/fcHpxLpg9aSbSbT24oBvz7vm1jwg1Uo/Ns9Od9bx/fLbzzK6GG5qFAAcFxtEWqKnHJ/9DksuPCwCilOedbiYnzuiAp47BZ8/dQF6JuI48LDGMqvYziKpzf1IhiKyX1SJLZW/GkdvvrIxpxzUJhVIQwZwX1Vt92YJKQm/+SF7f0YnUyx5CQAj03ltAXAbdO7M8xkxv3C77Hj66cukPecSGuSwy56R//hVRasU75gszVm5mKKoqDAwP8ejiTw3Na+ad0QJJpuBiTgv4p9EqgeBBP7zo8+rat4AvrBuuLQMrht6owLep9GKYYiesCnq7Xqj87LlWpBgNMWleDqU+qwpDxPqoZeehSDY3m5HPaD7+3B6GQS967rMmVay/IcuPUVsyjRXe90QMCISValRli2c7CT3+fz26e3CBDjUsVhsdl/y36vB+e1fjdOrA+gqpAdBoL3YVx0VlXZh36bbhql8NgspkN7tsbPwl5pYlUTowKw0QpdKs45pAT/tqSEQ4LS8kBqCUbQNTKFn61ivV97RmPYvGccrTzzPBJNYX3nKJr6jf20dAVIo61rG8Z1j22Rc2mIC2Q9n1UZAJhjMRqJY4A78fXFHpxQH8CrzYNoDobRzx3htqHcfbzO/sNafJn3FGws8yHPYcHOvjBvyM2gPOIas+E0oo2ScKwAJoiUS1wr25IZilteapVKzhNTScl1A9h8/68VjWgs9+G9zjHsDSXw7Se3zemzjTa/yIkCt9Wk8mu8h4DXjgsPK58xo3r2klKs7xhF7zgbx4sMKr8jkymMx1Ky+qhkKeQKIaL71nYio+mZd0B3xLtGoriWc8WHI3F56EQTGYMzxBy8H69YBIBxu2ea0rnXmu7EiQRTLsVUAJhMZEwVVa/DIgWidvKARmSxKwucWFTmNfHCRLVppuyvsKPmFWJhqUce9tmBSbZNTKXw9Oa9uqK2qgdMJT4Hrjx+ntw/sk1ViISZapQilQF+y/tQa9ScYMhkNIxOmmGygL4XP789iOFI7qy16A0pnPjseyIcoh8MJ/DH19pQX+JBWZ5ejRwIx5DRNMnX6hqdwjy/G3mcFvGnNzpMe8X3uMBHRtOQSGVMAlH5LiuuOnE+nDZlRgh2Mm12nhgXfML0zAIeG05dWCzXDyEEAgncHAxjR18YvbzaVOt341iD1kDfRBy1z/wdiqbhsJefNFXtGst8OKwqT667jMbSkjPxbv1ulmyxKsDWnnF8mu/BIgErAhOxgywIMAXfUi+DYho56W6rxSS8paoEFpkUYwlHsRdVFDhwSHkW15UQ7BqIYCicQFmeHQtLfVhSwQIo8S8ANPWFsfLO9SZVbAJWsdvQNYaO4SmZMKKUoj8Ux+qmAQ5fFW109IRgNrVgrtY5Mon2faB3FAKppSDes7QiN7/3kMo8WFVdtCh7nfs9dtgtCuYHXHx+hPBu+6h8psORJO56h3VGKHBZAVD57AEgmclIHqrbbsF8rni8azACO690P7i+GxqlCHhsOUUSxXwHgAzVUFngxLr2YbQNRnFEdR4ay7wmvuGuwQhiKQ0v8rPFopr58flOm/Q96ordOK6uCNV8rxFJM0H9YWcmOweyExX7smsf3Ywv/e2DA6K3zNWEH5jRGCIFmJmLLJ7v222jABj9I5cpCoHdotN9YkkNz27tQ8tAhPGw85wo9jlhURWcurAYh1cX4IgahpKY73fj0qOrUeJ1yDESe6RNJfjqibVy3YrfX/PIJnzQOYJVW/tACKsOpzOabGMlxtxIFchWvtcoxafq/Hhz1zDe2j28T80GAHBZVZzVWCwTGQ6rBUfPL5TJGLfdguu5yrNGgfJ8B647nbWPDPKCwRutQ/v8jpxji+ktl0DMgmGUUuweiMBpYcnJT8SU/n83PleEulf25iMgj/uSw57JRqIJrN45YKr65LLBUAzN/WEoCkGFQeACAEryzK9/eM4iFLhsoJqeadUoUJ7nwPfPXigXXYHTgsc29EoH0OgclHhtcFgU2Y7FuNhF/6rzcqmQcRO3kf23lLI+iMasbMBrN8AkYYJJAqJquM9hlN9p5BRlMpqEjM1mJzf4AQC7B6Mm4SJhsTTFyzsH8NJOFgRu3xvGHq5U3FDiQUOxR8qUVxY6cOz8QtQXs3Hye2y44LBy1gyaW1rTpIqh0QSvS8wlwd+97ZXpqsfNwTBe2jmAZ7ZwhwcES8p9uIQnLsQe3Du+b/6CEGZy2y246TO6crHTpsr5k9Eoxqb0sRQO6wvbgzKoLvXa5yTqE/DYcN0ZDDLaHAxjbfsoghNMQIVSilSGsuocIaz3IBhHay6fbbSO4SmMT6ZMfVONBxMhBMU+x7SMqrifIu4g1/CEkN/g8Be5GP9XOvEAgqGY4dAl2DM6hV++2IL24SjnNlF5HQOhOP74ejviKX0dGB1Rvf8m4/qJao3Rec02sdaKcrRQoZTilpdb8Zs1u6QTlm0Fbiu+cJyu8hpLUTy1kTkeKY0FNhctZxnznvEYukYmTWtF8KVzBcwmIwTFXocMAEWblJmsyG3DSs63z4ZRaxSoLnLn3HkFuqE1aOxvrOJb3JHI5hQNZe3FwmRjeMr+n1P1F4psqQOwqoqsSFMGXRXBdb7Lisp8vfrcPTqF+9d1o38ijsuPqQLAeP0aBZxWVsW6jVcPAMBjU3DtKXVYcUgp2ocZRF9UJylle4iqKNi0Z2LGZ1DiY852Ke8R+fD7Pbgsq5IWiaexhie9AHPLrexqEwVBoccu/7Y0z449n70cGUXB9n+72ARzJoTAZdcrGRmeQPryA6z1WbaolQg+blzVjJ8+14S943G8yCusxkBcXJtCgKFwApE4a41jnKP9EzFs7ZmQr712K35w9kI0lrM2OZ3Dk5ITCQPPX5hCgPpiD5ZWFiDgdchkLMCSiWKuzPM7kdY0g3VqtdUAACAASURBVLPNzqYSrwOnLyo2Vbqbg2Fs7Z3AaYuK0TUcRUtQbxcn5mb3SFRSfHKZGLtsq8yzo8RrN6F5jEbAAoCmfl0TY199H1V+YU39IQxHEiZ0htWiwmZRoCoqFpV6saQsD89s7mXjQhmP86oT5sPvtUMhCv7yZic6h6MY5dxX0UubjTNLIH35wQ9xwz93IEMpVm3tw42rmtA1MmlqyZQrMTYSTeKPr7XDbbPghAUBvNsxgj1jMXidZkQNz+2jhsNcs/nxxv1B9FnWKLgwD5u3HcOTKPXaYVEYf76pL4yL7lw/p7ZFAKMrXXnCvBl9qYNh8hznSaCfr7kT1GLJKagkhqe2SKzt3BX0PaNT6B7RtUfyXVZ8+YT5mF/kwvsdowDfcwViytiDloJRcSggkSXr20ehaezb7n6nU65bI1f23+/7AN95chvSGfbZR/7qNfx6dSsS6Qyag2Gs/Mt6DEbiJl0HY6IundZQ5GboheNqi2YNVLtGJvHgez34w6u78UbLIBSiQ31FgqJaqP5qGkaiCUlL8XEEwkwtD/dlg5E4XmsZMt3DBVx8Tcz34UgCP3+hGYpC8OklpZ+0p/n/3YxiNcbXRo6VUeBmfyzgteOcJaXTRI+yD4pjbnkD33xsCyLxtAxmJeeN/yDCG05TACBMSEGqtmoa4mnW3uL0370DgMEl7rriCOm0GddsbcCLeFrDXe90yOs08q8AoNjAgTWa8UfZGf3mYBibe8ZllWqaIirotOyxyLTNZtmZ+MFIAi/vDBqSABRjsXTOQ3gX7+F3ckNuBcw8hxVuGxMlaizz4fCqPGiUt1wAQb7bhtpiofrLnDbxLYToMvbCekanZPbYaIvKvMhzWqbByu/69+nZYxaYlOGCw3Rop1XV1WereID1KIeG57L7vnSkLsykEKlQJwSAxPwZCCfwlqHvn6g63PRSiwyqS/MdmIuQxFQijbW7hmVF5MQFRdA4d605GEb3yCTe3j3MIXDs82pmUHXdl83zu1Ce7zA4YLMLcgF6koAQNu/FnOo3BPyjkym4bao8TMcnk3h2i4GzCgrKn938Ijfvv6d/fnWRC984dYF0ARRiFgQS900py/IvMnBzkDMs27eAUXN/GLsHo7j8mJoZe4EaYbAA4HOo+PqpomE7gQLgmc0scK3Md2JZZZ6pWiXmjQyY3dYZgjpzsC1eNw9O4aYXmqdBvFVVQbFXFzQx9nellMI6Q8ud5mAYQ+EEvv/0dq7yS2FRDE3n+diKcS9y27Di0HIsLvWarnsbryanMhrGY9M5rABQ4rPj9MXFklOUDT9b0zSAoUgCVpXgj58/HCU+h5xnVYVOXH1SLYp9dgxxlddgOCGDa4BV38X9gih4evNetA5GMb/IjaoCF+79whEYiyaQ0TIIxZKoKnBiWVWe6VkbHfqGUr3FzFA4jlKfHYcY+NsAdIE4KuaHnowR1SbjUxW8SvaKIPb7P+EP/1iPN795o+FJM0umMwZ1UXMbkIxGEU+Z92lKKZxWgrMai3FYlS8nnFnoDOwZY/B2i0pw9LxC0xyNJjP42/pumYxSVYJqjv6pL3FjUalX9q8Ve6ARysmcbgKvQ0UsmcFwJIGvPcJQEcZ2ddv3hqFp7Nlv2jMmK4eKQlDotsu5DLB9/IzFJVhU6sU3HtuK7z+9HYO8GhMMsXPyF883s+veR+AjeLZPbuyVY/d+1zh6xmOSZ51tYo4aKzUbusZzolfK8104an4hesYmsfLO9dA0DcfX+eG1KXhm814UuKy44lM1yGgamoNhVBU4cMFhFbj+yW3YMzrFla1ZAtJpU/DN0xdAo0AHR/w8+B9HyfUj9pI3WofxqwsOgUoIbnm5FYCerJtMpPBu+4gMmJv6Q3JO+T02fOv0erjtFizk/YMzmoYtPROmgF5RWKS6rnPM9L26USlyJRIo3aOT+Oyd76FvIoahSAK3rW5F91gMaQ3YuGcc1z2+BVt6JubUtkh8Z4VB8ftgmpgHAiWSyWjQqIZ/3/oySCYzTVBJ0yjvDU/hdbAkzUs7BnL6TLV+t0k/QqiE37euG1c++CHGplI8CQ6OyDLsD1TnYQsRtEc27MGesSk4LAp+fv6Sadz18w4tR1pjSTvRGSIUT+P6MxvgtllQX+xBMqPB77FjPIfWAACc/Yd38NCGHlbIIWTWQFXc9rqOUXzvqW3om4jhdq4jsbM/bFJv7xmL4bEPemUBo8DN7otguj8/m2WvS3G2R+Ip3Plmu+TD/2TFYqiKgldbBtE1kdqv7/g42SeB6kEwMcVkdnPU3Ox+Xw7ibKYoiqlSI1QWzQqj7Hd/uOQwFLptcmEYuVUA4wgAQHWBE5SauRJNwQjah6LoHplCN19IDquKxjIfHnpvDz9I9euvL3bj+NoiWXE1WppzvAZDuSt1mqbh4fe6c3IKG8t8OKKmQCpAslYNRrEUQFV0Qrq4web+8KyLPTvY9nuY4ynFc6JJrO2eynnYa5SJ/BTM0Bcu4LPjm6ctwCEVDLqiKAr+urZLQreMm7CELxv+Xs06ADNUVzE0WiZDkaH6sxUOi2hNYHQ2CSEoyXPqFQVZIWJ/IoKd7+6jAblRGMaYEBCwSGHFXhtzxPnniLny439bbJBqz73d7BmZxKqtumBRXyiOjT3juPudTj6WBI9/wOZZY5kPNYVuPPFhL4cq8YCYt6rYH6OUwGXTuSuiGjebifsR493LWzf9Y7POEWFVch0KHPDacf6yMoxHE2jqDyEaT+P2N9sAwPBc9LG1qooJrlrqs6HFcH96Fc/8TO9Z1yW56EaLp9JSgMJ4h2K+yLVItRlhueF4Cg+9p3MSLaoi0RsLS72oKHDgv3lPOAog32UzccnFOhb74ehkbmfByFcU9wgATzWFcO+6LtluQLx3NJowVeQshsqe4Gh2jUzvQdtY5kPAa5OKy6KqRQ2frZjWJYP9/WbNLpPgjc5Fpyh0MQ7r4lIvXm8e1PdgEBS5jb099eCrscyHc5aUIuCxwWFRUVPkgmoQ7QFYG5G+iZj8mdhPbBa+9/N2PM3BMKaSaVx9kp5AcPN9/4r7P8TW3hDWd4wiGE7AbTOrvRor3eKr713Xhee3B2Xi0GjZK2VsKol/bO7T1YZBsYdX+QS/M5NhEGJN02BVFcnbAoD+Cb09zYTBkWTQeAX3felIKdTVNWLep0eiSazvGMf6jjGMxzI5+6gKkaT5fhfOPbQcNpVgbfuIiZJT4bOBQU4ZbzOWyui8axB4HRa0SaVrlsjY0jMuBdcIKFoHwphMZKQf8JfLlgMAfnfJMon6qMh3IM9hBdUoVt75HgbCMdOzGIkm8SKvRrJ93CHX+NdPqUWJ14bhSEL20f7lhUtwxbE1M+7jYuya+8P4AU/MAMAx8wvRUOyZEY1iUQm+e2YDFpd55XjPK3KZehwbrcBlwzgXPwzF03i3YwRf+NtGXP/kNuwajKLEa8cj7/fgW49vRTSZweFV+Qwhk2fHQCjGYJlgZ8W8IhcopVhYwlEpBvgiQ2ew7xRQzjsvZ+NcWeDEZDKN+9Z24ssPfAhKKVYsLcNdb3Xgygc+lKrCVYUuUFCMTibg99iQobpwlrATFhRhaYUP15xUy2eAbpRSDIQSuH9dt0QrKGCcw1gqgxKPDZUFTlx/1kLUBdxQCbClZwLXnbZg2rhRSvGDp7bN6MMcCBpvLiaeqf5vBKFYGn8/7NOgqgpcfbXp/fF0Br/iZ63PxebempbhOZ29CmEJ+GKvDcfWFsLvsXGEB5GVXGNrH4Ey0njHiRs+vUj2+ja2GzP+qyoEZy8phc2qYtegQEqwnyfSGmx8z/F77NMSBZQyAadMRpMt1QhmFg8DdIpTqc+Oc5eVoW88hgsOK8d/PdeEa/++CaOTSZmQrsh34Ipja6T4l0CF/PwAfJeKfBdOavCbxJSGIgms/Mt6/GbNbiwtz0PAa8e8IjdsKsGZi4sxP986y6d+fG1Ogeqtt96KSy65BCtXrsSaNWsQDAZxxRVX4LLLLsO3vvUtJJPsoFm1ahVWrlyJz33uc3jqqacAAKlUCtdffz0uvfRSXH755ejt7QUAtLa24vOf/zw+//nP48Ybb5zxu/8V7PY3mMMpOF6VBaxSdTCgGtmwFQt/YotKPNIpnkymQQDUl3hZBYCfqxmNwmO3SGd+Mskc2K6RyWkLb1GpB4vLfCbnWFEYbOnGVU3on4jDGGcoioIj5hXIiqvRVjcPAgD+ubU/Jy93MBzHuvbRab07//z6bnzYPYZ8Dr8ZCMXQNhiFQqh0NDVKEQzFJSEdYIT16x7fgqb+ED7oGjVVnY2bjKZlwyJ1vgnA+63Nc8kK8lA4LgWh5vnd+MpJtbxn43Rz2iwI+PTPynNa8OUT5ktYtZFXmy3KAUxXixRKjNnPaU3zICLxNJ7nGbMS3tJCVAWGIwk8t00fd5atE59lhucR/ovK/NyVbwBYtU0XKTIlDDQ6rerl99ikkyp+JZT2ACA2g2jHIxt6cMM/dVGTs5cUw25RcOICBrcuctskXJkQgoDPJvuxtXMY3qcPKd5n/9NcplENCUOLnQylUBSgNRjGvWs7ZzycxP088SHro1pVIATI9OqSMTnVygOIIrcdl9//Ib72yGYoBLhoOYNxvrN7mAnPaBR/fbsDmqax+WHI47QMRHD9k9vka8Edz2iUJS/4m798wnz4nJZp1/zA+j246qGN06CeQvVXwBnvXdc9I7e8wGnFWVzQBTDPWQoCj8OGBSWi4s6cTbPSMcWugTCmEikMhuNSaTG7QqlpFNF42rCOmYryzoEYDqnwSeXgdEbD89v7saZ5EIMRHRquKAS9PEDKaGy/+OPr7dPuiRBWvbrxvEau8stUO8VYUrB1uL13HC8bOOAKIThmfiGK3FYQwsRFACDfaUHAa8eS8jxs6RnHlx/aiKa+kH5dOdZYx1AET27sRZGHwd4sKmEUDhgdcdai59ENPXLPmOd3Q6MUhRxifutFDJK/uNSLEp8DJ9X7kdEo2ocipnVb5LbixAUB1BQ6MD6VNAneGWkY4rldcHg5zl1aCgJg294JExeeEMISf/y2ij12XLCsTKoNR5MZ3LO2UwqJWBSCrtEpXHjHu/jZqmYohCXdRFW3PF9HlVhVYqClUMTTGjI8SVtV4ER9wNz70++x4eSGAK44djoiQMzxrlHRvkRBwGtHOJZCPKXhtRY9oVBR6EZGA7pHmaL5Lq4vIOZhLKVJ0URKKaYSGVzzyCZ86/GtGArHsb0vjBue2QFCgKoCFwJeOxaWeaEQ1g5L7B0tAxGE4ynJ76NU5ywPR9naONdQvVeIXhG+460ONAejeGF7PwbCTMxtcVkeyvKdeL9zdJ/cR+PZyJJsMfi9thnbyGkU+PMbrFWYqGwOhPUex0YTHP9avwcNJV7UF3tw7qHlqC5w4KLlFegYjqI/FIfHYcHvL16GQpcNezms88M9E/jbu93YyxMiqkLQOx7Db9bslpW7RSUGdIbhXn70zx0YiiQh+sb3jMXQEgwjFEtx9BgLcF9tHsSnaotQ5GafR8F6Tq/aFsRINIlSH1u7pn6rvJoZTaSxoXPUNK4sMRTCOYeUsH6smoZQPIXb1jB/cHtfmCccXbBwjuolR1XjzMYSAMCVD3wofbjmYBhPcjXhbPsICqnSsquSCwJuFLltuPGsr4Gk0yB33GF6v92iSAqTsdqYy9ftHJnEnlE9oRSOpXDP2k70T8RR5LZzpBwLBncPRgDoLRX1iqr+M6IQ3Pl2BzQKU1sso1kU1otVVQjquBBahtPIWoJhJNIaBsMJExpMmESDUcYV13gS+iIDlzzbTmwohsumIpLUcERNIY6oKcTy6gJs7pnAJUdVo2tkUhZ+IJMj/CXfOH9i4MTP1QSNRphIbFlUgm+ctgDLOdeXUoacfLVl6P/tiur777+PtrY2PPHEE7j33ntx8803409/+hMuu+wyPProo6ipqcHTTz+Nqakp3HHHHXjggQfw8MMP48EHH8TExAReeOEF+Hw+PPbYY7jmmmvw29/+FgBw00034YYbbsDjjz+OaDSKt99++yO/2Y/CPugaxf3vdgMA3m0fMW1kBwOqMRRJYHXTAJr6Q9jWq3NnfvpcM754/wc4s7EY23onoIoFaoAMdY9OwmVTdZVX/nNKp8OTAQKf02rK2ymESO4K6/FHEI4l8egHe2TFzrjYKWW4/1M5n9OikJyZQCdv9DyvyIzNf+g9nmlNpKFRimNveQM3vdiC7tEp/Ik7mpQC1YUuSUgHGKT5utMWgIDgYkNPzab+EM6/fZ3eY5Lf60wHuUIICrkwVXMwjFXb+qXTrlFgvt+dE0IIAHZVkT1mAeYMiWpTdtULoNNUYAGzuEJNkUuqFhqtssDJnB7OSYzx6rWJN0tpznEXgaqA523h82nVtulCTMK+Y4CrGTOemWlVL5jgNKKqJxwiAGgfiubc8AtdFhw9r0AGQOX5LlxyZCUOqcyX31tigJEbe9QKQahnNgdzcof3ZZ3Dk9g7PsUgYX0h6Zw/8v4e3Lq6FVt6xkEpxRutgzIBQinFzr1s3C4+sgp+jw3vd4qG81Q67cYE0x1vteOt3cMY4kI7f7nscBBCsLyaVWYffK8b/aEY2gYjuPnlVvRPxOUhfVRNAQAmGPPrlUvltT/47h409YfQNhRF38SUFPuoyHdCIQQbOkfw9w3d8po1TcMPzlk4zYkXqr+hGAtgT1hQhHOXluY8OEOxtOT+iedizICrCkxzXCHmtRYMxfHT55rQeOMaPLmxF8ORBBrLfHhq415c9BfdGdgzFsPOfl1NlVKKgNeG8xbnyb7Bw5EEPnvXetz0QguOnV+IAE8gUf47AYPUKMV8vxvfOHVBznuyWnQOUUswgq17J9AzMoUPu0aRzmQwHE3g649uwbWPbZFBfjiWwrq2YbQPTUIBkOQJylA8Ld+zizvynSPTAxGjXffYFvznMzvQMTwlYds/eXYnxiaTOjIGLDD9/NFVKOJwMdGfMczXWc9YjMNFWdUvrVEc+atX8d+rW5HKaFjEne/SfBeKPDb0TSSwuWcCqwxcYaPQzG6+lp7bGgQhBDWFDiTSFL98odmgbG2mtFhUBX4DBLuQc9Iay3wySSiSOhTA2rYRWWFn80nA2SnC8bRMTImEjRBuY0kRFmyINSr45CV5jmmevZjjggsmnkORl13LIwbqwxE1+Th3aSnO5foKSyryUCla7FCKPIcFN/zbIpmALHBZceXx86QQ0ss7gvjqSbXIc1phszARpoymSa6nFE/SNFAAFQVOWFUCv9uGkWgCQ+E43mwdxuhkCgGvHV+4/wNc8/AmhKZSsjXdLRctxbJKllRwWcU5wtb5ZfdswDUG9XGx9uR3i6EhwIfdY/jxszsxlcytOsqq8xl8/RRWnX9yYx8AhqbKtZbEM1YVBS6bCoUnBKwWC85ZUopTFgaQyXCVYTDlc/FMjqjOx1dOqpUCYqpCMK/Ihe+e2YA8nozJFqMTe83NnzkElQVOqY1RyUWujppXiGWVbG4Wua2oL/FgXfsIRjl8nlIKl03FBYex5EzveAxN/WYV5/6JGNa1j+DHzzbhqoc2Su5f//gk2gciOIbvPRfesR5v7hqG323D9WfWAwAK3VZDMMYGvqLAKa87ndETmwt5sotyddbm/hCe2byXPT9K0TeLjsT+2EscBi3WDQCJSNOgd5bIZaqiYB6vZs4WPNQUuTA/oEN/Rfu6tKYhFEsBlJ0XKY3iVy+0YCBkbCsF6TOJM2ZBwIOrT6qF26bKDgpGa+oPwaIQPPxeF0JTSYmg+P2rbYinMmgo8cJpVeF326AQgngqjY3dY6ZEHcD81jyHhSWRKFDksc0YSC4s9eLCwyrgtanon4ghz2mVz/eJD3tQX+wxCYGqyv9h773jJSvLfN/vWpV3Ve1YtXNO3bsbuhua2KQGSYpgGgWdwTwDM6PjjF51Rubcg96jzhnDQR1EFEFFggiK0OSGpulM57BD75xT1a6cw1r3j3etVVXdG9Qz18853nvfz0ebvXfViu/7vE/4Pb+f4Bx46eQ8R6eDACXV4T90LEZSvDHsL0FwvXtDIxUOKxd31hiJJ72f/CMXtf6/u0f1wgsv5Hvf+x4A5eXlJJNJDhw4wDve8Q4Arr76avbt28fx48c599xzcbvd2O12zj//fI4cOcK+ffu47rrrANiyZQtHjhwhk8kwNzfHhg0bSo7x5zg+dP9+ANbWOXnkgC6s/f/c8evKbdywvp6FcIoP/mif4RSBwocuaGFtneivsJgEe6UkCVF3VVVprnLwT9f1Gs5phba5t9aU4dMqEIWMv1bFK7p24WgKh2UhLBrQf3dsnm+9eBrfKiQcPk00eUSDrF7Z4111gRvMxZJc4sg6rTLvO6/RqC4BfOVda+mpLTiaqipY6Vqri6Ef4p50GIRxTlUj9dErE6qoPp8JN0ykcxyeCqAoitGjuq6hnFs2NhqEUNl8nqVwsoQQp3gkc3l+uX+qyImnBI6oSw/o11HcdwsiI/b5Xx03DM98KMUXbzxbSLu71kWt224wSOpkSnqQ93b90IoWPOnwvA1N4tg7Tp8N3REwWPj3D5zLu89tMKqkxT0kZ0p31Kwi3bGtqDpXVWZZlbRjMZrm4FTQCDRNskxNsRzJGUF9cYB0cUc1AHffvO6Pzkq21ZTRVu1EQuK9P9zDbDBBPJ3nmWNzZPIqu0ZX8EXTfO3ZAe74xSEOTQZYjqT4xM8OGseQJMnI0F/SXmk892J90iqHBbvZJCpwCFmck3NhZoJiDd5+STsnZkMcmhQsivl8nplAgryiGtU6kyyXJB8kSWRkOz1lNFY4uGf7iPEeoqkcdz58mP/ydD/LkRT+WIYHdk0wvXK2RIsenPTPiXe0fyJoyMmcOWSpFBpX3J+nKjpDbmGOx9I5PvvYUeP9N1c5uPvmdcbfgwkhj/Xl35wknVOM99dcaWdjc4FZNK+oBOJZZEli33jA0P70R1N84vL2Em1WVRXnuf2SVqOyp8OoJUniF/sm2TdWqIyYZcmooPbWudjcVoUqqXzw/v3snwgwshTjzqs6cdvMRZU/B30N5ewc8eGPpUlrhFfF0PZr1nhxmGVu0iCVhlSFopRITQhW4g66vWUsRVLGM5QlgXx44uAMeQ0mW+e2FwV1Yk3oJC9X9niM81hMEkOLUULJHF+8YS0uq7mEr0CSCoiNK7o9eFxWplfiBquvP5bhrqdPAaJqraoqLw8IZsrWqrISlt9iiK0IygqJC3NRsk7VelSnAgUIcVt1WQmbtz4GFoQ25Zn97t/RdKf15/PmZIAP3Le3EGijcmw6dFZLiX6dug0xWGm1a725RHLJRG99ubEGKh0WA3qoIvqhOzxO7nr6FIrGkHpRRzVet41ur5NPXtbB1jVeI5EAgvU9rwqyF31OK4pYA6lsHrNJZikqiLokSWVTS4VhUw5OBrjntk143DbjOXR5XZhNJrxuG787LpA1b4z4UQGHRaLaaUXR3ptBNHOdOLfRtoDEMc1RTmRWR7qsayinymnh6rW1SJKE3VIgAlvt83k9AEEtQQeBynQggSxJ/PrILGP+GJ//1XHCRXwQ04EEbUXVJj3gbal2sBwR73fbiYUSVIP+3921btx2SyFppkC5w4JJlkWl8tAMK/EstW47f7e1u4i4UTyJBo1sMpsXyYNiH6jWbWfrGi9r611cr7FJ/+7YHFu/s5PPP3mCVDZPQ4XQpX9ozyThVI42LYl87+vjLISSRvuBCM7FGrHKmmSIdrJ+TQHg078QCYWnDs9y129P0T8fJpzM8dCet+8//mPG3z16lI/+9E3D9wP4yAP7jWTtW5HxgbiP0SWBbotncsbvVyPqAiFFCHBkKki108btl7YBEnvG/CIZp4LTImMxS5yYCxkV9eJ2GN0XnPQnaKx0kFNUAT8+A633qZ8dQkXlu9tHWYlneeTANAD/cE2XqMArIpGsqGL//P6rI3z8IQEF14ssIBIokXSe77x8mpwiOA7O3A91tJ5uVKLpHA/smiCWyRvz8J5bN9FU6SCvqHziwTfJ5RUWI2nue32U72wfYdwfx26Wz9Jt/oOGqgo0mI6O02ycxVyKYhr1xQgnc2Lv/lOW5v/E4/cGqiaTibIyAWV98sknufLKK0kmk1itYrHX1NTg8/nw+/1UV1cb36uurj7r97rx9/v9lJcXnEr9GH/OQ1+Qx2dCTK2c3Vv4PzskSTDJdXtd1LisXLO2FrfdTDSVp9ZtM7KWJllicD5CKJ4x+shUSvsIi2EVkaQwMm+MCFKaAklR4dyZXMGQqoiM8Q9fH2Vrr3dVwhWPFqh0epz8wzXd7Bnzr1rl0p/VrlEf7713D8OLUZYjQn7jh6+Ps6dI8kNRVcwmEy01enWyAAkBuGVDPTaziVWl26TSf1VVpdxuPiuY+uYLg3zioYOMLseNHlU9Q68TQo0ux7jv9TGeOb46LLK+3MblPR46ahz0z4XPCOpKn+2ZPYkgpIG+9RcbDCdqXWMFN29oPMu4KKrIeOq/X4qmsVtk4zm/XT+0Ds3S4Xl6b+X7Np1NPDKwECGvCriZHiiWwpdVzKbi3mHhmOpVkNsuaMZulg1yKRCQsedWIeGoddu4fn1dob9VKn02klQ8d9USjVq0KkxHEaxO33R+XwZaRcJukRj1RcnmVerL7VQ6zNy5tavkc7KkEkrm2DseIJTI8rl39BhHEO9AZOijmcL59AznwFyQVwaXSWXzrMSzyDJ84/lBur1Oo1JzdDpIb52bbScFoUkgnuV/vDLMocmAsc6aqspKgvWPbmkTDH9IVLusfPdDG7X3oICqcvPGRiMYFD1a9fx832SJfEoxRFuvLn3tPevfkkypxmXjIxe3GgmhEu3XM+yHqop+tXtu3VSQgpLlkp7VcpvJmO8yRbBExBzI5fL88PURFsNJnj+5gAxc2FZFhcPMTec2IEsSP3ljgpVYtmStmWWZMdMuAgAAIABJREFU+ooz0AyafXhg1zj/9MSxAlOtJBmOl4pw8lu01o1al40L2qu4tLPaODaAzWLizckgiUweWZbI5BUu766hr8FtPLsRX5x0XjEgknlF9MI9vG+K2368zwiuzCaJunIbgUSObSfmsVpkvnDDGuor7MyFEnzpqRNM+WMl0j4ggjJFVUnmxM+jmj6pqgpY3NefG9TfMia5wDx7YjaMBHRq0h69GlT74w8d5M6HDxs6u1+9Zb12fWLPri4TcHK9D3a1Udq/V8qIqigqgUS6xCkLfuoO/uW2K9j6/buN56uqKs2VdiodBdko3bbp+6pwNFVS6Sw2k2xc22wwydPH5hgr6mE+MhVgeDGqScvo5xbXpFfofnN0gUEtUJAlStaZXJSMURSBhBldjvLogWmmA3HMJonhpTgr8QyBRE6D9kkla6G3zoVFBiVfCPC02Je94wGSmTyBeIabzm3AJMscnQkbVT+LBp9XVZURbS5tH1gy9uWbtV7ba9fWoigqyazK8dkwH//ZIaOn3yzDDefUI0kFh/ujD77JlFbtn15ZnZdBkiTsZpNxH2lNS3xgIboqmdJcKMn+8RWmz2Afjmfy3LdzDBn4wPlNeJ1WPnNNNzVOixGY/MfrY8yHU8azN5uEZZhcSTCwIAKI775SQBgV76/DSzFkqTBPpoNJZEkke2PpPIoq7HGx/JiqFkiQdBsYT+fO6rsW37VhNpnwOAuyNGYJ/tt7z6GlqswgvLvrpj68LluJlrAvmhYJBm0PlSUheZNRAKmAIuipFTbnJ7cL38SmJQUkJCocZt55bv0f3drydiOYyDDmL8C3o6kc4/4YubxC9m10PTM5ha9u66d/PlzyrFbTx84rWrFjLsz779tLJJWlvtxOU5WDy7o8eNw2FFUlo6jMBVO4bGaDZVxFfHcxnCKbV/hv713P154bYCaYEMnFfJ6dw8slSSkVkLXrqCozc4GGRloIpxheivHSwBKpbJ7lWNpIQp3fVkmN04I/luHTPz8MQHu1k26vkw9d2EI8kyezCsx479gKtz/4ppE0lSWJT1zWTpXDbNiLnjo3JpPMgYkAO4Z9HJkO0lpVxh1XdhKIJnGYxd7xxrCfRDrLM3+EFrxuHyaKYg3xzErJ3YRN5Q9Wt/jfdZzdzPQWY/v27Tz55JM8+OCDXH/99cbvf18vxB/y+7d7gIODg2/5t//VI5UqkD9UmrN8+Nxy7nq6nyq7gE7o1+73B7Sf/3hh3+WlIOPBDBPVafK5HJZsjMtb7ZCOcmIsjt0sDKeqKHz5yaNsrLNzQ5eDX7x2gpwKO8bjbGkpY3Awx8KKMPj7To1RLguH9Rd7xmm1xmlwW4jHYkxNTxnnlpUMhETGlkQIOZ3lzgsqmQwmWVlJIAHP7Y4TTiv4fAJ6JocVRuayyMkkl7XakUJzDIbnS+4pGtWYUP0+snmVncPLIEGVTRgZRVFYXhIZ/P/69Ekuay2jmiiDaoCFxTBSXECUB5UVMskoEgpTU1P4F0X/87Y9x+iusSPr2dfwPIORBWZmY8TjcfKBWT6/PYBDe3ZmGS5uslMpJ9jSbDOuufi95cNJbju3nMlgBik0x0BojvFghs4qQa40veBnz3SCm+9ZIZjK01tjZdaR4cW0H38iTywaYXJyEldyidnZGOFgmuGRHGGXBb8/QM5uptcRQ8qIuWPKJxkcHDwr4JwOpYkn0/T39/PaRBwlnuHKtrKzrnlgIMd4MIPPFxOwxsE8e6di/Gy/nytanQwNDTE0tYwE+FdWGBoaKjmP3r/69W39lKVXaK+ykU2n2XFkiGybk6n5JKlEnP7BQcyyxNJykGxepX9gUMhwZKJc3VmGKbLAUFQEYGYJiC4zOFiavFheCjDrSzMwMIAsy/h94hkODOSQJIlgIIA5bWZwUJDmpBJxpqdnGCTAxIJwdN44Powl6mIhmuXLLy5gNkn869V1dFXbSKVSq9qRCV8KfyTJ538lej9n5+ZZWInTV17o5VCTIfI50etU7zRRZUrSahY9hFIyxPBils0NYnPtnwsZc29lJYAE3L9jkYVwRtx7KowJUTGVlSwzswJK99ppHw4z/MX6Sh4+HqJaTnB9l5OnDk9zaWuZ9owWaTYVoPJXetIMDQ0xGcyQSaeQIsJxfPXYBAcmYlxcp+ItMyFl4jw76mdrexnZXI7pJT9S2kp/f5bRlTSnp6NU2U24NLiXHF1mZSXO4ODZG2Y4HMKlWhgaGkJVVRb8QWZmMgzaIoRTedKpFKNjY2RXrMzMxohFk0iRBYaGlvD7A5TlwrRWWKi0SYTSKsMLAQgJqKkC3P/CQbZ2lnNoMMTRqSD/11MH+MWxEFta7FzWaqfapnBoTrCkXtFehpITcMhwOIg1H+cHz66wEM3T6DaTysPgYJzFpRCziOsblAJMB5JsbS9DWZlmMGwmHIvzby8M4MwGqHWaiUUizMwKO/397cN0Vlv49e5BwqkcL5+cYXOjg6y9CBqXCPLLHREC4ThjwSyNZXmOHs9y94vzlJkx1uXglI/XxuLUygk8ZTL5RJDhECxFstw77ueSFgdbWuz0L6WYmVsgnsmzGBHz8AevDvNfrq7n1GyCpFa93X9qjCqHCTkrHJWp6WkGCJBVVOR8ho9urODfd6X4xrZ+vE4zSnAWEIRfV7U7masUxz49vSCqV0qad7S7WAmsQMqM4koiA+/udaKmI+hAP1VVGR8fxxRx4Dtjneq258jxDFPhDJFwlJnZFJ98c5TmCivPnwqxvb/ALvu+N7dhUhQ2PP8rWP+XHBuZxpVZ4ZqnZ8XaeeEQV3W4UJM5bCb4zouDODMBQsk8K+E4f//oEZI5laPjC7RX2agy5bmizUmlnMDvTzE4mOf9Px9HArZEHYQCArGw+/gw/kjWaE/IZLOMjY8hRxz4/CuEUnkGBrJIkkQ8GuHNgTEe2zXAWq+daCTF3LxI8i4t+QgncijuDA0uM6TCzM+ncKb9RKMRUqkMfr+PodPiWf/jE8dZWJhja2c5akT4DhdVp3nYKlElJyGdIpCCc2stkArjT0soqsJnfnmInhoLxxbEd+599TQ39JQbwaokwdTkBAuL8QJTcI0JNTDDUNiESZIYGBrCbi7UJYKJDBOL4nl0VplX3acBwokUn/nFPr5+bT27RsXnq+0ynaYgg4MiaNTtaz4WorvaghpZYiUSx+fToKWZNO9d4yKYjKMm08z54/z3ET8b6m3Um4V9a3ZKSDEfcysqvniWcCzB1NQU5BU21tnYP5vkcxdXcmxghNMjEoFwlPGJCQD+9TfHKLfJqEFx/UrUx9JKhAVnAfW1suJnOZjke68EuaRV2NH900k8ThO+5WVSOYVQMgeoTExOYIoKm764GCIUz2FKmwkm89jNcEWbnb1TcZSoj2g0xvy88KXm5mYJBjJMyoUA8KnD09hyUe3YsDg/Ty5sxmmCrW121OAMg5F5to+KZ/mbfYOYzqnEko6wsd6GFJ5jwR/i9ZU0l3jzdFWvzpHxxwwZ+PxlHrotYWMvvrbLRac5xKuHFlgMi3m22p6ZTqdIZRRhA/JFmtGhWQYjpfNnYjFJMplkeExo40YjEY6Ppmh0myGTIbAivi/nxXuS1Txz8/MMDsYY96U47Uvxm+MhLmp2cGoxxXv6ylFiAcxKhnAqz7dfHoZ4gNYqGxLwlSuquXu7uIZqG0gx4UPWyTHaKs0okWVsJlATIUaCCnaTxKGJGE5SVNlN3HVlNZ/dNs90IM7Y/DKXtTopt0qk0xkGBgZKfLFcLMu1HQ5MUoLLWu0kMwmWl/NEImmOnE4J33jfSWKRKPU1ws545TiLCwLe7E+I31lNoMRXWPdfhwE4PDTJrRuqfm/10yPHWV9ro00O8pudy/h8CZAkEvE0+/vHiKbzSJJEk9nB+9eV8+rgAhdUVSFJ//vGU283/qBAddeuXfzoRz/igQcewO12U1ZWRiqVwm63s7S0RG1tLbW1tfj9fuM7y8vLbNq0idraWnw+H2vXriWbzYp+I6+XUKjQb6kfY7XR19f3n7zFP90oXshLaZnb1rTBgRX+4sI2frJr3Lj26ukhRpfjrFmz5g+S5ygZI/28cXSSj2/tQ5GW8Xi8eCWJ6ZU4rw4ts6XLQ0+dC7s1wd3vWc+puTBWk8z3XxulwmHmry/vIqeo9PX14j0QhcUUtbV1+PJhIM5PP3kJ6xrKiaVzVJ5I0dzSCghnwuUsQ6loBCapq68nZUlwzeYOfrFvkvGlGBubK3hqJMyx2TA3rq/H47bR19dL2UqcFTmIWpZg3bres25J3RkEkpiclUCQK3u9VJVZOTgZgFhCVIlrvUAYk9mMp6aapiYvfX317PWPI1tk6svt9PXV0zsj096ocN3FnZqBnUd11bJ2rV6NnGDdOgE3HMvOUxlcJOtu4LcDk3zkolaqXVaiqRwdLgmH1Yzs99HX1yfIb2pENaGvr5eoPUB9s4J1IsC6db08cXCab70+zM8+fiHrmiromZbw1GSZ9Mf42DkNnJoNU19fxZ2/OUljpZ3eWjctrW30ddYwnJ4jLEfp6mqlpbqMmpnT5FWVzq426iscwAQDvixqZRPrzoDwTp5cYCUxx06fle/snuT2S1rprbZi9zbx6uAyNTUeJEnigZNx9o0H2NrrBUli7dq1mKujpGyVZHIKfX1ruDJaRkNtnPNbK+nrazzrPVWXzYIEHR0dgqjrJR8PHo1w2cZemuQ0lfMqvWvWYDOb8M6PkFdV1q7tFr1qM6dRYxn6+vq09zDO5vYqbr78vLOM8OTeAxyYCzGWreCWTc0weJI9w/N85kZx/56xAWrL7fT1dZLNK1QdS9LY3ERfXz1+sw9Y4OHjEa45fw2/3D+EP5nni9f38q5Lu5BlmcHBwVXtSKIsSF1ljK/c3Mk/PHYMtayK/uUgG9rrAGHLQkoZDVVmpkJB2mvLqa310NXTgtk8h+SsYs/JaTb3tAB+ZNlEZ0cnbR4nrz29kw9ubuZ8c5LRwBw2s4TH48VujfMP1/ayfWCJhsZGQGym6xqreN+WtTx8fB/1DQ2c31pJc0OAeDoHwzEaGxro7vHSUbPCxEqC8VwlN69vgsUorpMJenp6gSn2zqY4t7mSKzat5dmxk/S21lJdneGCtkrqaiM8cXCGcncFdzy7SCKbJ5NTuWVjI21N5XAogFRRh8cTpa/v7HXrGe3HW1VGX1+H6OXyTXPFuhb6+nrwx9K4D0bp7Oykt87NcHqOmtQKvb29uO0WPLPDtNS76fS6OKc5yagvzlV9zaxZ2wtMAnDZuT30tVZzfnae/gDccnEPjxw/wPndTZhkmWjIz2Q4x9beWnrqXMzGl/nQunoyuTwmWeY7rwr48y0bG9jcVkVfXweexVG6Oz0shFP09dVjNU3w+mSCi9ba+butPdTuCfNXl9czHk8TszgoL8/S1NQALPHZa3s5MRvmfZe289iJfZz2Zzi/o46QJAEiKJtO2tg57GNdg5vNrW56mqvYvqAwFsxRZpGN+b9mwYzDmaC5qYLFo4OElDJ2T/rZ0FzOeRUuLDYzHR4Xw8EFnhyI8u4NjVzW4uCV8UFiWVhU3bw2scI7z6kHYly2oZtwKocntgQjMR44GuXSDWvo9bgo3x3hsg09sMvHl97ZxwunFlErmgABheto9NDa2gAssHs6hSRJ1JfbeOxECKtZ5n3nNaG6vajM4fV6UVXY2FLBfQcPYZJlOjo66GuuMtbpJ6+uZSaQJG/JUFtu5+O/ncQkS1zUUYXiqOC1CT/VZRmu6vVySWcNX90m9s3sp/4afvoTTrzrVgDO622ls7kSmEUFfnY8wpXnraG7yUa7J8jdt5zDJZ3V7Bz2UTuV486rG/j6C6c5r7MBk8lEXlFpN8sG6ZBaUQeMc+P6Orq8Tq1dJURzcxOp5TgNJgmGojhsVro6u+hrqkA6w/bIe8I8NSjgl7umk2xqqeLSc7pht59NvS0cnQnT3FJLWX+C+ZSVi9c10t5QjjQwiNmiUuPx0tPbgc08TTajcMXGNfQ1V5KdCQHz9PT24n5tRezJ0TQv9S9yfmslXq+w+3ZLnM9d18tCKElbfY5H35zm6x/YyNBilFxe7zGMsHZND8PJecosARJZlb0zScbzVdxyThMW8zRdPb2U23XWz3HuuW0TP981BqSw2ezGHnnmyKmTHFtIMZarNH4XzihQ1Uxfk/idbl+fnRrk9EqY+byb6dASbV4Lm1oq8WejeGurMMUzlDsslIUlzNEolRUVNDTWAn5O+TJcrrppa3Dimw2zEIsil3tpcdtpCy2wf3aG6y46h+u+u5NcXiGeyTOfcwFL/M1VPbwyuER3b6+Y484ahgMrTIQL0FSPx0tVbIWr1ldi1qqiF/RaeaV/kbq6WuLpPHUS5Mxh/FRw05p2ZFlmt28cJZKittyGFEnjtJnxAofmp7n3zRAbWyqprasB/PzwQIBLuz3kHZWGXb/1wnYu6Kxm++AyEGZFdfH4m4sk8vDbwShbN3bynnOaaW7P8J09r/D8aIL3X9rHipLDUSbsR+PxFD0tFt516fo/3n9cZVgtk3zy+s2UWXX3f5yD82mkqhau9Er88lScCX981T3T8cISiUicjvYOqmYmYDqBWQa1ssmYD/oIWv24RzLceMkGvvzyIp7qCp7r9/Hpy9uoqMjg0fqTXWE/+DKE0yqqo4q+vl4SZQEqvVnipmWaKuz83fU1VJVZODUfwTSZAdI4LCYy1nLu3jGLSYIbLtnAN3atQDqNbLHT2dUNzNHS1oZrNMt/HAwjySawV7BnZIFbL2ihPQTBnJkeTw3vvqyXz26b54L2anqaq2htrcZuC7McTRu+mA6n76wzU7k8jc0sIcWzpMJJto2E6al18vxoHFmGew+GWFvvpqW1BVgmZ6+itbGCTF5hS2eWMV+cO67soLzMBogk0LaRBB+68pyz/L4zx8nYDOsyAfYG7Hxv+yzvO6+J2nI7YxE/vzoV5Z3n1OMtt9PaVkNTs8Inr7Uiheb+t46nAA4fPrzq73/vrI9Go/z7v/87999/P5WVYiJu2bKFl156CYCXX36ZK664go0bN3Ly5EkikQjxeJwjR45wwQUXcNlll/Hiiy8CsGPHDi6++GIsFgudnZ0cOnSo5Bh/jqO9RmQET85FeUGD7v360LTx92gyw5NHZnlxYHFVuMzvG3WahhSqSiCeMaB7XreNK9d42T3qY2QphlkWem9mWehkAnz26m6uWuNFRWTCs4qAvn53+zDBhMjyGqLYnM1Em87m+exjRwGYCyZZiaXJ5fM8c2yencM+AyZ2XV+d0VMDpWL2IFgzv/n8oAFrcGrVG5NmdF877TN6RADaqh0Gm+2/vHMt9RUFAoKFcIrvvzpq9DpJkkRTpegR0SGJ33r59KpQpryiEk/l6PI6sZllPC4rK7EMTx+dwx8rZAfff99e7tBgcPrIKUrJPS2EUyU9JrIs43HZMJlMtFSXYSrSX/z6e8+hqsyCoqjc/Uy/BiEThCV6T9hjB2Y4vRQ10AWX99Ss2nPZVlNGrdvOo1r/RbXTiizBq4NLfPeVYeOaJ/xxPn+dCDb0XkkVibYaJ8WY6KZKO9PB1YXim6ocfGJLh9Hr57SZ+MpNa3ltcInJlThmrc9mx9CSeOdFBBfF8gr6eKssYVetU8ARtd4eHTar96MF4mmjP0tAOWUDXqUzbW/t9bC2zkVSg6c9uGfy95IrqRqs/OYNIkivdVnZ0l3D2iKIVWWZxTiHP5bWiInE+xOQ2gZDSun81kr6GtwcngqyEE7hi6axWsRcT+REf7DVLHP3swMcmSn04wC0VNmNe3xtcAmTLNFY6TAgPgsRMd80RBhff36ohE1Vf30f29JOiyYoLlHUn4foEb6s28OeMT+zoRSqonJlt2Cv1ddmd+3ZPcT6KO4LW9dQzpauGuo18h0d+v1WTNaqqjIXTJBXFGwWMw6rGbNJ5lRRb9OE1kOrIiSJ/vGJE8iyZDhn9S4zyaxCpUauklNUHtg1zunFaMn83TO6Ykid5PMKUytxQV6jqtSX2/joJa3ccYWQm7CYZJqrHHx3+yh3PX2KhUiSmUDhOkRvcHG/ucrmFuFE2ExwaWc1n7mmm3KHBbddELFtbhX7ZCqnFJHniKCiw+Ok2+uiqkwwm6dzKjtO+3mxfwl/LIPTamJTcwUSCgtFci2oKu87r9EgO5IliSl/3NjAdeZI0QsLYxpPgIqEWZZL3mtx/+QFGnlQQ4VNQBi1JdruKcNmlo25XTx0mJ++Tn/w2hhf+PUJnj42z8hSjHQ2TyiRZTFckD1y2kyadFph5H7wH9z9yC5e/4e7xXHPsA9f1no6FVXFYpbpqXOVwLllWSaUyBhrxKTBsHUSs5/untAuWGIlnuWl/kUcVhM9tWJ963PzizesMfaOYtsDotfxDk2a5K539dFcaWNS23tmg0mCiQy5vMLQYpTXh33MhxLsGFrm4GSAlFb9VvIFwHtfgxtVVXmpf1HY7YElA2vscVn52JZ23LZC/UCSJO59fYxAIofXbdN6quHne6cMW6+qGOR8V/WKhP/nru0xJGdWY6ztrHFyeFbYx+Wive/MYZLEd86So1kFBKdqF7McTaMCu0f9+GIZ4pk8P35j3GhDKHdY+Oot65EljPYTgC2dNZp0iJUer4sOjdlal/EQa1BA3lurHIZvdEWvB7MsMaDZkoYKO5tbK/mri1sL16aqrMSz/PrgjCFv1VzlMI6tPWwOTgX52rZBw1fL6+dXC/YfxHy++5b1GqRYfD2SzvP60DJzoYJdb6y0MxVIGP7RxuZy/u3951JfIfwbnRTRwB+rMLQY5ZcHZtg3tsLAQoRwMse24/MGPP0/O4rZ2EeWIvRo7LgqKuFkdlXSN33obLtvjPqNeauK13LWyOcVVuJpFFX4TqmsSiqbxx/NGHMBMHr8K8vMGNrzqkbO5rKBJHNOU4Vht3Q/0WySiaTzJDI5cqqQBXJoqAG7RS7iz1Bx2038/TXdpDT/QJCr2RlYiLJ/PIg/ljFs9bIm1zbhj2MzSVSXFciU/u2FIT7+4EFeHVzmiUMzBvTXJMFHLxHSM7df0opZgk9f3kGVw8K0Zi++9+oo85rEWDqnsBzNsBzN8K2XTtOhES79nzf1/UEQb12HW9Z8d528UdbeY/HnTCb5LIbjP7fxewPV559/nmAwyD/+4z9y++23c/vtt3PnnXfy9NNP85GPfIRQKMR73/te7HY7X/jCF/jUpz7FJz7xCf7+7/8et9vNu971LhRF4cMf/jCPPPIIX/jCFwD4yle+wne/+11uu+02Wltb2bJly5/8Zv8UQ3eaLCaJtfXC6Ogwj/75MA/sGmMhnObcRvdbapW97dAWm+hTKfScmUwya+rcXN7tZc+Yn7yi8NrQEr5oypiozdVOZEnCF00zMB9h57CfT13ewT++o8cgVjJOo4jJMO0vbBxOm4nv3bYJgMcPzfDq0DKvDS2zpAXLNU4LsUyelwcWDWcBxOKQJAyH4VM/P8j9b4wbIsS6URZBE8ZC09mApwMJ3hhZMf5mMcmoqsK9O0bwuqx84bpemipLHaihooDoR3+1WWOaLLWes8EEb04GGJyPGoQBHpeVD5zfRK6IIGLcF+Nbf7GxpFdPaPkVFnpduY27buorIqcQQ0ZlSpP/mQ0WZA10IfCf7RUU/IF4ln/9nZBk8bisfPTSNrq8LsNYJjOr9yooKpQ7zHzpxrUA+KLCWWmtctBQYTP6tXR2Pq/bVhT0lcrzzIaSfP+1Ue57ffwtA/uH908xuBjVSFpkOj0uvvPKCPfuGCWWzrPtxAKf+NkhTi9GS3pJPS6rIJJRC5qfx2fCq55nfWMFV/V6DYKo4j7bgYUIrwwW5pyqCgixrs94QGPc/fWROZ47tWj0uPw+g/+1Z/sZ98VBVQ1Shh2nfVSXWWj3FMh5vG4bWW0eTfgTLEdSDC1GQIVfHZwVjrP22aMzIQYXoiWkowbBjjYV9WRHl9dpCJkDvHrax55RcS97xwPa/WE4OE0VdrGutO8XkwUV9wI2VjgMoq7i65gLpXhwzxRVZcIRB7BaTHjcdlbiWb7/2ph2fW+9JZxJiS9LktHnp8/xgjSWQiSZNcge/LEM978xzqgvRioryKL88QzZXGGed2l9kyoqFQ4L99y6UTw4HcKv3dBzJ4WchNtmJpLKsWvEX9J7+/7zm42AbjGa5uvPD3JwKsiXnzzOXDjN+W1VmEyFZFlWCyTuvnkdbdVlNGkERU2Vdk2zOY7WCookSfjiYs2ZTCbMJpnacjtHpkMshoXUi6Q9w3Kb2ZiDS9E0L5wSeqQKqtDV3dRIs2bHGirs1DgtmE0y24d8PH5ojkcPzhj39It90yX9vbtH/PzgtREmtaC6XWMuVikwpoLoWdY1J3XzJUsYkgkHp0JIkmTsWesbKvC4rIwsxzDJaH2DKnprqamIWERfp82Vdq5Z6+HKnhr2jPlFlUHSJSfEmAmmePbEYolNNklinhS/u+LR7ikzCJqKg2tFoYg1XSpy0hR+d3TO0IJNZcU9vX56GVVV+cjFbVhNkhGc6JXX5irHWfdUzDDepPUsX722FrPZRJvmVN73+hg7hpYNvVT9+w/sHqejpgxZEm9saDFKTLPnz51aZGAhwr2vj1HrtnHfzjES6Sz37xxFVVVaqx3k1QJjuN0i89/ec46xF5lkiKezvOucOiP5oqgKI0tR5kMJY4+6rKumpPr2T786zrdfHOTUnECyfernh4y/dXvKVn3+4tjieHqvtVkCq1lwJBycKJXCqS+3c0F7Na9o8nSCKCaP2yZjt8p4nBbyikh0fPXZfp47uciDejIBMJtlrf9YMsiQxJ6lJSUVBbMsYzbJZFWVH2g2S1UlUjnFkO+aDSWpctq4pMtjHNsXTTPhj7G5vYrXh5cFJ4aiEktnWdLmuKKqOK0mzm+tMnw1PSBYjKR4eWDJmKtWs0xbjbNzJMJbAAAgAElEQVRkXoIIbJ8+VihImGWJe3eMGv6R2WSip66chvJCG4c4t/jvL79zLe3a+2itEcRlO4Z9qGppAPKfGYLjQfz3df9jF+P+OB+6oJn1jRX8xY/2MxM4WzNZH16tgPD4mzOGmgRwtqgysG98hZGlGC+cWkKWJHpqXdy4vp7acht7R/2MaNwAbk3n2W4x8cv9M4bKgk4Yp/uTEjATSNJQIWz7Qx/bzAVt1bi0xM4Lp5aMvTidU4xnOulPIEmij7vMYsLjsuJ120oIQWucFkPea3Q5xtHpMP/x2ig5VTXYuwGC8TTv6Kvlqh4P7z2vie5aJ+/e0EhVmd4DLfgRTLKJn+yaIJ7J01xZeNdtNWUoaoH5eiWW4gvX9Rp62N94cegPUi/Q+/RRRYJckiQRMJtk7riqSyOPU5nwx1d7NX924/cGqrfeeiu7d+/m4YcfNv7X1NTEQw89xKOPPsq3v/1tLBbhTN144438+te/5oknnuCWW24BxGb+zW9+k8cee4yf//znNDQIA9Dd3c2jjz7K448/zr/8y7/8CW/xTztkzXhs7fUgy6W03nc8fIghLQvWUOH4o2AbqqryjecGjUk7E0iiAi/2LxmZk8VIylgoKvC97aM8c3zBqCaoqsrEisj46EaupbqMlpqyAkmS7miiEkvn+I8dI8Y1pHIKa+pFJulDm5u5rq/WoI8H4XzqGpfFQV1OUVkMp4xK3qWdNdgtslEx07N5hZYZ8bPuPPbWudk/LgLV5ko7y9E0U4EE33ppmOVYmm6NOVZ3UBbDKb701AlOzYqMqk7ok1MUjRxD1d6Bncu6asgqQpBbZ0SVJYnXhnxGhtpiEhUISasg9c+HyeZFVlDfKrJ51ZALKB6JTJ7/2DHKbDDJY2+KqudXfnuS+VDSEHpuqLBTV27jq7esN661qcqBqoprv3F9HcdmQqsGdaoq6Ny//ZLoaXj0zWl80TQ7R1YY9ycY8wkHVGcNLXa8iskkQJAYffmGNfy1JiFx5nDbzfzTdb3k8wr9c2ES6YLG5B1XdpJI57lnu7iOF/oXSyrQOunE3z5yxMhOr2sofwsWaIkKrcJ05ljXUM716+s0cXDxLqKpLD95QwTXm9sqee/GBu64opN3n9tAOCWc02++ePptDf6Deyb5xvMDBOMZI5B+ZXCZmUCSyZXCRj28FCtCAEiEkln+z9/1I0nw4YvEvNcrrplcnlw+ZwRcOskZCF1dKBjc4aUYc0UVs0vaq7iwvcr4ucsjNjTdwVmKpkWSQkswbe2tRVWFTqZEIaEtKhTCeU0V6dbWl9u4tq/W2KRtZonv3XoedRV2PC4rn7laE6FXS3WbS95TUYV0YCHC7lG/wRSrqKLKPOqLakmaFDtO+xjS3oHHZeXOKztRFZVyh5n6Cht15TajumUzS0ZVS1HRAnKJXB5jXvni4t2e2yhYUS263kHRGgdorCgQmnicVj59eQfPHJvn1cElHBZRQdWHSYJJv0AHNBo2Wryz+98YR5aEHJY+PC4rbdrPqWyepWiahgo7G5orGF6O4Y9l6NQSHdF0zljDNU4rN21oREJlRPucVyNpAYHQ8McyxnwxSXDd2kI7zN239OFxWY1n8eCeCa7q8XJ0KqQ9M9X4V2TZxXHufmYAXyxNLq+UcMu1asGW02pCUUSgA1BbbmUlnuUbzw2hIPGLfaJypx//tgsLZFr6CKVyHJkOU+Oy8+4NjTg0luF1DRUGugfEHlmcnBmcDxNM5QsJTCgJZFWdbVfVCPQUlS/8+piQe5EkOrxOWqsdLEfTbDsxz9GZMNPBJOc2imBbJ6oBYYvqK+xaFUI/vjhXcbLkzCFRIFdSVJ2cUBwgkVWo1Qhh9NFa5eCTl3cwsZJAK97QVeukxinW/03nFKSf6spt3HlVF+G0QiqnMqwFg5Fkzgi2LaaCHAhAOqfyfzx5kt8eW2DbyUXt3cA/PH6MXx+eM5hYi1dvj9dJIpPj3p0TfOxBwVj+xRvWGH8f8ydWJXF5ZWCRlPZs+urdtFQ5yKlwXrNAjnzw/v3c+cvDjAcLld1OTxlfurHPeD7PnlhkKpBkLpjixf4lsrkciqqwFM2Qyatc1lVTOKGiMB8SCUiTLBmJMZ348fRiDLfdgtNmYi6Y5P3nN2n3KpBi//b+c5FBY/EtvRd/NMnG5gpe6l8mmVUIJbLMBBIMLUR54vCsxvyKUaHSRz6vEIilyeTyBtkXiPkokuOqYf9B6IzesqFQfZZliTuu7DS+J8vinvTn+ulfCNIr/fl/95Vhw8bOBJLGHvbujWcTHv7PDpMsfCPjHlXBiKvPMaHpvPrQ7dWPbt9s+DNel23VpPAFbVWsqXdz/bpaJATqrLfeTXO1k0qnlZcGxPw1aXbcbjbx4YtbtCKDwnQgriXJBFprzBfjZ3snmQmKAHlSk+TSEQjX9tUaFVU1n2d4SdjeH74+SiKTY2Q5RkIjNQRK0CL+WEYEs3213HPbJs5rreDvtnYKPeuiZxVMZnm5f4kRXwxFs0Net41oOsfD+6eIpLKoKljMEnfd1HcWiuTQVBBFEcEvwPYhv5aEED9/7NI2Givs9M+9PRmkoqqEEjl+snsCCckoSFQ7rTRqRIL+WIZ7to8wHTib7f/PbfznAe//Hx96VmY5kqalujQz+aXr1/LSoGAzfjtI3WpjYCHCj3eNU6U5uFf1FrKDqqoSSGR55ti8obdWbjfzt1d18IHzGw1nYDqQoMsjAlldZ/C/vzjE9EqCkAb9HViI8OOdYxyYCFDpsPC3W7uNSZHK5I1FWl9RYMAtvg6TLFPrthkU3yAC0dbqMqOS11bjZGtvLX0NQry8wm7GLEuGjqdOgag74bVuG395cauR+X/y8IxxHTWaBtbUSoITsyGeOT4PqHzz/eeSzmmshPO6jqrIzBU05SRqXDaDnjyUzGpOksp5rZVG9arYkPs1yZ1Jf6JEfmI2mFwVYlzusPA3V3RSbjfzoQtaALh5YyMn5sJMGZBCAVvpqnUVZe4lLXMo0atJDq22MeW1rO99f3W+8btAPM0rAwvUuW0FqQ6pWNMS9o/5GVkuDdxUYG1jBXUV9lWDRIvJRHOVg1vu3cvfP3qUkeW4qEIinJLBhXARA64IhoqdNp0FWs9Oe90WQ6+teORyCnPB5FnOkqII6KSYu0Ls+3OPH8Mky3zy8nbxfCSZze3VXKJVEMq0oPKBj27+vRt7KJljJpSkON/gtploqy5sYLtH/RycEjIO7R4nPbUu7nrnWpAk6rQEgJ6BzimwZyxgVBklSTJkQPKqynMnF4w5mleUkvuVz6DA3zsWIK+ohYpqpZ1cPm9oHq5vquCSb77K17YNkMzkDGf6ob2ThJNZxn1xZgJJI7CZD6d46dQCR6aEfIfNbKLNU4ZJY2LXtd7GfXEjwXTmKGZjXtdQznktlbwysGRkwJPZPN94TkCSGyrsXNsnekn178qyzDdeOE08o2A1mTDJMjnteJmcakDbVFWEWb11LgOiDwL6C7BvYgV/LENac/Y6apzFl8n3Xh2hfz4smBSPz7N1jZdPXt7OSiJHIpNnwp8wzrMUTfPjN8aRJIkvPnWcmZUEqkYhfnQ6xEygdF76YxlmNVkhp9VMvdtKLi+0WnVZkVeHRH+aavyfuH+dpT2XFxIXiqKUQg8pFCb+8qJW1jUV+pTMWhJUnw9337yOa9fVce06EcyOaG0DSl7V5EbENWfzIgAaWixU+lcSGeNMvliGUDLLudq5ZjSY4pdu6MUkicp9jdPClMYq7HFbz7IVHqeVq9d4GV6KCgkmLUA8NR/i+GwB2r1z2M/hIi3wPWMrVNlNRoVfZ1fXR6/m/Oa1wGV4KcZTh+eYDiS1YFNUW1877WNLVw0Xt1exubWK81oFzE1HO33wgia87kLyQr9+vTq2d8z/lk6hQH3qSV2FSCpbwqq5qbmcxopC4mM+nObybg+XddVgkjEqqhazmLuDi1H+6fEj2rElrllbi0OrplRq7SF6S4EItgXL75m28X2b6rl5Q4MBPb3vL8/n/ec3slZLLOsJZlVVqSwzc8sGYYMlVCwmjHkDMBtKr9qWVKzb3j8fxixBR42D81orjADqizesoaPSwo7Ty0LaRJaNijPAppZyA1o67k9wdDrMnNbysKHJzRU9hUD14QPTPP7mjJGw0RNjHs136fQ6sZplpgNaX7VWWRtdimGWZbpq3ShgyE8Vv9E3RgMGxLTLW0ZPnYumKiEz9aELmqlxWvBF0yQyeY5OB3n2+DyvDCyyGBE69npCW5872Xyer/z2JMFYuqSyeN26OrxFyZmOGpGA1tnuJTTounacr7xLQPYHF0TC8XPv6KZbS3Se21RI7L54avGP1gl/qyFLEoMLpftwsUbtQvitoeC6uVrXUG4k1RajaZ47tXjWZyVJpr7CjqTtMXphQQKWwikUDTGk75EWs8lga/+rnx7gnu0j+GMZ8orC0EKUnjoXH72kjTV1Yj5d1+dFUTHQLjtO+4zWnzF/krufGQDEnq6q0O114rKaOL0oEgPLqyA5ZFnmlo1NomgiSSxE0gaiCoTE40cvbUNV4TdH5w0bUu208uGLWqjUKqtmWeb5EwtEU7kSn+jXh2aZDSbJ5ERi9yMXtdBSXUajNpfvuLKTa779Oh//2cGz5HdArOcXTi6QVxRqXBb++vIOwz6J1gCZnNb+UOO08Jmru+n0Os86zp/b+P8D1f/kaNKyMrVaqb14vPPcQmYtkBBZQUVR/iDpDEMkWcs2jRVBciVJotZlZU1tGaPLUfL5PFazmfNaqzGZZMNA/3jXOJMrCbxuGz/aOQrAX13UQlOlg3KNuXJtnYtHDkzxz0+dIJrO0lzlMCqdkytJw3nUs70dntKAW5KEYdt2QizaU3Mhnjsxj0kuiMc/sHuSvWN+tp1c4AP37SWbV7BbTHg1B1SSSvuT9o0HALFJfe3Zft7RV2tAkJaiaaZXEvx41zgf+cl+cnlRNe2pdfMrDSqnL9yeWuHo9tW7OTQZIK85hp0eFxV2Mz21Lt69oRGzSebodKjQ6yRJQmKGQrDVUGEXsDdEX+TUSoz3n9doZBIVwwirPLBrjO1DPvKKMJq/OTLLeS2VhuzFnEafn88rhuB0Ma3420nM6DC44iBs16if2y/toK7CblTtJVQmVmLGPLvtJwf4xnNDzAYSRsUsr6hYTaW6W8VDBOwiaLjn1k2sbyqnzYAUqlze4+G6dXXG5+Uz5I0kSWJ9YwWyLPORi1rZNbLCp35+6Kwg6OhsmMNTwbOcpbt+e4qPPfgmAS0JEk5k+c4HN2CSJRq04NroWdXuM6xl36VVtM9WG7UuCz1FOpzxdM4IZEDoTK6rLzxrSZKYCSVJZPL0axtJrdvKf3nXGi7prOJDm5v46jP9xucDGkw0mspzaWd1qYRH0U+9da4SZ+EaTW5C76daCKd4/OAMA9p6PDUXYTkqqgDJbCGhFEsJ5sp2j5NKh5mntYCoocJOOJVnz/gKo8txbBYTqWyhyqZXlbq8ZW+ZJCmW7pAkiXZPGbde2Myx6SBD82HKbWb++Z2ir1AFaoscNhVoq3HwzzeuodJhJq+qSKgM6kkkSquixZWNQoVXXK0u06IHIlMBAe3S+3evX1fH68N+HtozyeRKggl/gqZKMW+dNrPRNjCwEOH0YoR3b2zAapIIxLMc1oJTfRyfDbNHYztFu8b73xCQQ1ExjZHNq1hMJtx2CyvxLPfvFH+XAc6Ygl1atTWRVcS71d5ba5WobOvB90qiVE6g21uGohZkCUyabIwO1f7680P0z4f57y8NcWI2ZPSoAlzUXl3irHic1pLKZaXDYuwHQmolKxgkM3kkRH/nfdr+oUuUqKrKmC9mtKG8cGqJw9MhRpfjOKzimjY0VRowUIB3rPWysblAuHJlt8c4VvG/+iPTYzNdG7ZTg0TuHxf9cSoYuuJVZVb8iSyHp4OM+URVTpfC8bqs6NJmqqoyuiTk0PTJ/MiBGU7NhQxH+sx5qF/HjiEfu0f9TPgLz7ahsozZUHGvuQMQCVEVkUT80pPHyWsJKlR4+rhw6pciKYaXCm0odeV25kIpdo74OajtC7OBBN94YYjXhkqD1XAqX5I4Npkkat12zGaT9szE5wYWIpyci/L6sB+bScIfz5LNw3MnCra21mWhs8Z5lk+iB4gA48txpoNJZkMpxnwJY9+7eUMjE6Esn3vsKAvhFLIkGb3mIHTYE1qAuKm5gvNaK4inxRwe8yVYiBRQOL21Tj64uRmPy6q1LwgJGR04oaqFgKqx0k5LVRmyBN94YZBEJmf87VeHZlgMp0vKylf11BjIGK/TZiAnyh0WGioEF8C2E/OYZTivtYqmSgd/84vDKIrKTRsaWdfg5qZzGwyfJq+oxDN55kKpEn6OtXUuGooSF8+dWqKx0lGUjBGX5dYKEDdvFKSPX3ryOLIktIV/e1SwwevPCeDG9XV/sDxNKJHhX35z8i19TEVV+KcnjtM/F8akQWrryu3G/Hq7HlW9JWlgIUI0Lfbapkr7qm1tBrpDFefQtcXnwykjOTy6HDfOl80pqNo15BT4/HW9eFxWlqMZ/u7RI4z749RX2Ilr8+nF/mVy+TyxlHhOdz/Tj01zXiUJPrGlHYCJlSTHZ8OM+OJk8qphp4rbx7yr+O9NlQ6aKuxkcoWkcl5RWY4Jzoziz5tkidOLUUaWokZf9fOnFnl1aJnpotaAj1zUQn2Fna5aF5VlBSk0PdgeWoqJwFhdHeo9sBDhbx85wnwohVmWkSQ4Mh0yAmZJgn97cYjfHZtjJZ6ltbrsbdt5/lzGn/8d/C8eGUWsst1jAaNpWh/FmRQ9KPvKb0/xlz/Z/5YCyfqQijYvKJA2gV5RzXBwOsKbk0GOTIUwmyT++uHD/ObwHPNaxrLGaTU295NzwiH0xTKoFLJm9+8ax2wqruqB3h7Z7S2jS3NwfndsjlAiy5kxjSxJ1LqtBvz4kw8d5IevjzMbFItzYCFCMptnbb2bjpoyUlmFqjIrt2xsNIKqluoyvG4bi2Fx3ec0lhtECamcqpFUaVkjl43uWhefuryDhHahBqxVm81jSwKWoSB6FX70xhh/8aN9zIdTmCRB2qRDU71uG42VDi7XhO/FAeFfnz5lVCDXN1aQVwq6a/vHV3ixf5lfHZxlx9Ay92wfxqfBz5ajaZZjWTI5xdDz0zW7dAfnp7vHGVqIcHQ6xIfu36fBTkQyoNhp658Pi8RGEQxEh+8+e7wAl7uyx8uWruqSHtpUVuGeV0ZK4Li3X9KKRIFcKa+oWM2SoXunn1M/l8UkkcuL3tSuWheVDgvjWhD3k90TWoBYOhfeanP0uMQ7/+nHLjgrCFpf7+KcJjfv0iDP+Xye4cUouXye2y5sxeO2Gr0qiirxxoifGa2qpShCz1X34RwW8QzW/IEIhsVIhueLssEqlJBh9Na76a0TDsLUSgJ/LMNlXTWU282s1yCQ8+EUP907RYfHzbMnFnllUFTUlsJJioFkEhJlGkxpTa2rZBsKJnIlz9IkScyFkuwZFYgMWZJ49vi8sZ7/9pHD2veyjPkSDBdVomRJBDGBeIZEJi96BbVju+0murxlWGSJU3MhliOiP+uNUcFyvHPYj9dtYzma4s2JUgIWCVgIJ8nl8vTPhzUHW+Kup/v58lMnWI5naK1y8ImHDgoJHqk0cSFrfdM66ZIvmuHLT50obEIahFf0HYsgNpVTeOzgjLjOM96dVfNgz2+t1HqJxe/fs6mR92xs4IWTc9pLVQxbHE3l2DPqJ5LMoORVLmiv5ryWSuwaA+bmtsqS9oatvR4u6ijogwP8jUbEVFVm5pwmN5lcnlBSBJYel5VPXyF0eM1mGYnSNTFZ5MR315ZxWoPcTqyI6rfLJpzpl/qXWIwUoOG7RlYMohnxXZdIMGkT/0s39PKD10b53dE5EX8VJ4yAfBFsIBjPMBUoOE+yLBvOX1OlDY/LSmu1gwqHGVUVVf3Le7wA7B8XAdTAfIRtJ0SvsCD4yWvX5cSmBUsVDjO3XdhinEckLgo2an1TOcFUnmeOz+OymZkLJemudVLjFPfYPx/md0dnuPPhg/iiadEbDrw65GMyIOCq+j5W47QYqCGdYFBPJL05WYBH5xWVLz91gmdOzBfBaUWV/dnj8zz65nQRSZEgl9HbHR7YPU5PrdvQPwahT1g8X+ZCSWOupbMKXreNv7mii0AyW3gZ2vDFMvzzb06W9D/raKhRX5yR5Rg9mh3rX4gZSSuAvjpXybz67KNHWSoKvhVFYc+oj3Aiy+a2Sj59RQd2S8Hd+/bLw8ZzW45l+dtHj5yVQHzkwHTRT+K4LVV29oz5S6o9HZUWLmivwqtVgNuKkGVbumoM1ECZ1SQQBZpR2NRSYXAKADx+aM5I3sXTWXaN+PjRzjECCfE+hhYiuKwFmKgOxf7CdWtEj6B23PNaKmmqtBlzEmBtQwVZ7T3G01mjXUGfAzqJlt1ipqnKQbvHiU0j5PG6rJhNppJEYplGkndyrpR34cBEkOIt8LzmClQoIUFTFKXEd1FVldlQinK7mW6vy+gj7l+IcWouxObWKl7sX/qDK6pHpoI8cWjmLfWOTZLIOI77Y0iSRmIEbNOSF2+V4BXz7f9m783D7KjqvPFPVd1933vfl3TS2UkIJIQtsodN3AARFQWRQZ1xxPF9VVBk3H+OMoCAjoos4oAKJOxrICQs2ZNO0lt677597+2777fqvH+cU6eqkvjO+zzO8/zG5+H4PJLb3bdu3VNV53yXz6JBwQPsOaWiVCemEpxnqhDIbB3ZvLyRdw8BYPtIHHmGEppIFjCT1tY8vY7IfZ9cjUV1bigE8DHk3b+9PIRdE0kssOKdAK2xI4oaSggAVrd60RV28v24O+LEfNZIVVLPl39fAFVFQaZExawIIRiMZvGHdycwlSwaChepYhWvHIlh90QKM6ki7xLrJBYAMD90UH2Wh244FZ0RF0UNsLlcXO+GJAr4xdWruP6JfvQxhFLIacZCoXIC/zRXriGeq8DrMCPgoJ6u/7fCw9/L+CBR/RuHgy2cG3uChg0MALYeOBEOka/UcNuWf8eSthDILbeA3HILFMkEcsstJz2+unDrK+TP7J+FunGIAtDst/IkpcYWYIAmPm+xbkCIieysbKbdjlaW+D72ziRECPiHc3sQdFqhj3AcFokvdn6HGRG3xdB9ExjfR12II24rPrqmGQCtpBJCeBWQdoKoHXPEY0PYbeXVJC9Ty1ShXvlKzRCUbugM8I4IAJhNIpp8dupBBY1HNMSC9X/8z33YcmAWNdadUPmc9R4rh5BlSjUekJgkEYCCo1FqDG83ibigvw5vDcf534wv5PHdLQOI5ypcFfZzGzuQyJfx768NA4Rg8/JGuG0aVHNdhx+SANx+aT8kUcDPX6b832xZpvBAAbCaKLl/Nl3EHc8c4vOtQo63HJjFNb96h/9clim/5ofPadZIvXVuyAoMnESnVcKt53YZeDUP7RyHKAq8Y6YQgolEAY+9O4GB2Qwu+rdt+NSv38XBqRRNRAAci1Ez9d3jScRzZfzoeeq3+rkzOhB2WU6Ap5ysOasqG4fdVvQ3nag+N5upYDRewO92TOBjv9yBPRNpPD8wh5l0Ga8fncfADK1SEkK7cuf31/GATiE0oVaDCLWj+vT+mf8StQCwzqAusBIFcEVldZhZ4F3nsVKFXAhwWU2Isu5LxG3FzWd1Ieg0o0MnTPLUvllkmVej2yqhp84Fu5k+h26HGQ/tGNedBzF0uV4fjKHOY8OlKygPqzXgwO2X9mN5sxc2k4AvndvN/7YlYEdHUNuUfSzBUANgohCefOdKMuW1KTJufWwvHn+f8rOW8Go9gaIouP2pAdz40Pt4Zp82j4k8Vcg+44ev4jO/eQ/JfAURtlHffHY3Buey+PPeGbw+GMMbg3GIgqaKLUAzI08Xq5BlgnqvDXdethRmSWCVfQEDMxk8+u4EsqUapwQANBA4/moWGB8vV6oZfv7eeApBlxUDs3TNnEjkoRDwJP+hnRP4yC934NO/eRfzWSqqoia9eyfTmE5rhYpMsXoC3aGZ3S+5soz5bBUTySJePxpDtkz9RM9kNI1SVcFnf/eeoSipF+pKFGo8UFcDJFUcTdaJuwF0vSZECyIlUcBksoDnDtGO5XSqhJcPRbGyxYsGr9UQpG0fiePlw1HoqZh6gY+Qy4JWthZ77HT9UtWCf//OBBL5Ks5dFGbzk8LB6RSHsC/kyyBEYSI5NOlVO2A7RhcM16zRZzPsH88ejMJvk3DZikY8fuNpaPZR2J+JHeDLj+/Flx/fj6H5AgajOTyr208nFwqGzt1wLM/VwzpDLmwfiSPAeKFNHitUJVEIAkyigI3dIR5kXruuFZuXN8DLvrtaDBiYzWDnqKYgXa4qGIxmMaZDXGRKxuItIVTEJV2sIlOqIpGvYmNvCM1sfvXB56KIC9+/chlHMxBCDIG6LCsIsXNs8dvQGdKu2f1vjhmKkPddewqCTiv/2XMH5/DD547g8w+9j4PTGTT5jLzNj7F9OsmC/K+dv+iEAuIwizmcVgldETfaQk60BSiVqCLT63/fa8MYWSjjndEFvD+R5B1DgK6lfoeFB+G7xpM4Gs1yz+a1bX7D/fG/L+5DxE152Hsn0/jVW8dw+YpGDpP9xp8PIFumczUSy2E8kUdVITg8m0auXON0ncOzWWTLNbw3pkGXBUHgyeHhaJ52zqHTvxc0BFiqUKFFsqqCP7D1MZGnhWi1eKd2rmUArx+N8c8JOM2oKQQtLBbsrfewvUtbB4eiOUMSqf47WazhhcPzqNN1ZI/FC9g1kcSF/XV/lcpCbrkFxKTFkG1BBzw2CeS4NUQdVrOEH3x4OTYvb0RHyAkQ4MFtx/jetbjOhe+8eJ/hmOp57pqga9mWA7M86TP9lY6dmiQdmcugWJF5DKCHSm9e3ggfe+56wk6+nwDA9587TNgcguIAACAASURBVFFqHJlFGxIKqL7Jred2Y0WTF2aWFX5z82LOUe2JOA1rrVo0VZdAPd1Ff76S7qvoC34KaHHu0GwWFy6tp5aKTo0GEXJade/TxOdO6wrw/QKg2hNqI6m/0cspX0W2nh6ezcIkagrnx4+B2Rz7bxavH4lBkkR0hhzYPZFkRUX6rM2kShiO5bFvKnWCKv7f4/ggUf0bR47BHwSdyAIArGv34wIdD0TdQOrcVly9aytEWQbuuw+4/36Iigzcf/9Jj68S9fUd1a6QgwuJKATIlBReNTGJmpAGQKtdhBDYLHQxmM/Tyr8aDNx9zWrYLRJa/HaYJGOHrCITrqQ3n60gni0bSPhg33jnSAKjcfoAffQUWkF/5fA8Ytkyhw6vafOhr8F9nGokPUamVAMhBIvq3DizN4Rj8QJmdRt2yGPlG5pa9VIIQVkGKjWFi32UWOB6Xl8Ym5c18ArkdadTmfrpVAmSALZAEb6BiAKFkbxwKIqxZAUEAp47OIcze8NcxOfHLwxi8/IGrqoLME6AJAFE2+jUhSJVqHLxl6f2TkEAwa2buvh72wIOtPi14KHV78C3mMUEgVZFvGRpPVY0e3nCP5rIYypZwNWntmnXQBAwGM1ieD6P+Qy1RaHdTQHP7J/lsJCvX9iHtqCTw4plBVhU78bH1lABg7FEHgv5Cu59fRjX/8e7GFso4P5toxAA3PzIbhydy+Jq1iE5HnILUJ72yRbEgdkMFwc52Yh4rDizJ4yNPSGEPRasavXiwiX16Ag5cHAmg7eGYzgym0FNVnBoJsNg9ur9QPkgx3/uD587uUXR8aMjaAfRbQiiIOCr52tCI1QwjD47quCNzCrEjzE+1Uy6hHtfH8bwfN5QPV3R7OEVUJ/DAlEUuQ2S22LCdadp9gmSIBgghW1+u7ESL4roCLnQEnDi+vUd+NBiDXI9FM3hlSOah/VUqmwIAAMuK0coEFDl8IqsdUiCTjN/GL+7lXo+Ty3kEHZZcNsT+3kxgj21yJYYJ1bQfnpOXwTrOgK4lHHhtg3FkciWT+jsHYvnsXM0gaqsQBSoII7FTLsjNz+yW+MDKgSEKHyD6g47MZvRoHACSzgAen+p1AQAeOydCUQzZc41pugBBW6bCWaRrpEOs4iKouDoXA57JlN8PTx7UdjAOZREwdBJSek6bK0BB5p8NtS7rfhQX5jCUXWFQoAmq39NrDPsssDv1BKRkMvCu08XLa3nHUKAQsP1QxAo/P3SFRRS+PCOMZgk4N2xJGbTZW7fRc/Tjgd16qqEELwztgCvTeKQvDiDqA/MZhHLliErFElx3WmtdA3ksGuC/VNpfPa3VDX2hYEoDs5kIBO1YEh4x6zBa0NIB4scmEkbEtUOpuob8dgMBSxRoPP746uW6ubKjLdHNAh2W9Bh6Nx5bSZe6Nk3ncayRi8AmkxsOTjH9wiTKOBHH1mB3jo3/7xlzP9RTUDVny9p8GB9d5BzIdOlGhTFeH376t0GsZL5LO3W+R1muK0mavtDqKLp8UOSBHTXuXnwHE0X0aATm3prJMHfN5UsYTReRIQl0VetbkRQJ2DY36TtGwDws5cGQcGtBOlSDZPJAlfgdpgFPL1vFlevbYGfXZ/OsPOkgTEAXL6iCf1NXtjNtCMadlv5dfzRi4OYTFXQHXHhpYF5LBQqfA10WU0Iu63IsBipRgjeGoojyQpLiXzluEeDYC5DobRr2v343uVLsarVz1Fln9/YgTrGU9cjFX779jjeHVvghepilULWVZsogHaY1e60itwgLBNR1boBoKIo2DWeNNynIZcF9R4byjWCnceSmM+UeHIlAtjYrfFsV7b6aaeWPS8TTL1d3fu0jjs9/qGZNN8jmnxWbOoLG857M1tP/Q7tWp8w7r8fgqzFkEPzOSQLNXzuoV0n7IGFchXTqRLaQw5WVKKK36d3BTQHA1HAtXufMxwTAOcaA8CPXzjKufqlqnLC/vv9Zw9jIpE3iJGpQw+5Dbkshi7o8YVuvY2Nithq9tvx+TM7sWlxBDPpMt/LZIX+PQBGodDu52JFBiFUjAygsHt9jKmiyfSPACEEfqcFPrsJl61o4vDfPoaGima0+0bl6/ocZtR5bJz+0BVyGiyYdowucIE6QIcGhNpcooUA5fhJY6O3zgVJABbVu/ChxRG0B52YTpVwNJrDUDTHz8MkUUrH3a8O4/vPHfl/ioX+J48PEtW/cXCopkIMD9n+6QyXdAe0DUQSRe3JJQS46SbUBBG46aaTHjeaKcFqEvDGkFa1W9zg4ZX4zqAdPXUuVFhV9vwldZr3KoA7nqFdwDXtFL52Vk+Eigmxh5jQMr0hAVRHk8+OH3x4GX89yXwQ1bH1wCwS+QpePRrDC0yNWFUzU89fTbQ9NhN7WLTjq12esTitcIqiiHXtASxr9nKoNEBl79WN45XDUUCRoc+Xw24zFALYGXzv+vXUrLs74oTLasKrR+jcPbxzHKkirYDLCvCXvdOc3K+OXKUGl82Er5zXi8X1HoDxVQHgwTePYddEEgOz9PV4Io/usAutDLoMgMNYVrDvIBPg5cMxPD8wz0VGAGBDVwDHEgUUKzIOz2aoiiXj/8ayZX4dBmYy2HkswUWIFJmgr96NGza2Qz8K5ZpBICpbquJfnx1ATdY2kfaQ0yDeIjOvsAhLXG0mCT6HGaIg4MyeMCYXCrhkeT2cDI5IANSxoO2BN0aRKpQN3DcBhIuBxJgX2aGZNBbXU3GooNN8Un42IZQPZZJEKrIjSeitd/PkgRCa+BxL5PGtpw5xCDohBBMLVLFVrWCq0Mm7r1l1QgW6Wq3hY798G7Wa1oEbXyjiHx7dw18H3Va0BZ04pZVu2kEn5R2qXUqAbiJ2s4SrT21B0GkGUQhuOacb24djeGcsyY91YCaDBBMtq9QUqCJoADCfqxi4TKJA1QnVMZUqcgVM9fcqVK3Jb8fAbIbDizpCDpyzKIQu1nFp81sxMm9ce/ZNpvlx/A66+QLggksKoZvBtzcvQXeEbn5DsQJqimIQa7hsRSPcNhNuOacLQaeF36dD8zkEnFrQUazKyJSMcGZRoF7P67uCkBXKUaWKjvTeuvcaDe6089gCvvz4Pr5aJAo1PHFI60yG3VYOPeuJOPH2iJaof/K0NoRcFi5g99pgAjOpIubSJVQVCueVRAHZEn1Wlzd5eSU94NCSdoAiSQzBkwCMsaJctSbzDtLK1gDG2VyqAXOd2wKbSQQBQTRdRDRdxEgsB8NgHzWZokUQC7uorx6Zx7yusPPa0bjhbSrsWg3iFdYBrSm0e9+iCwankiV8er1W2JpOlfCf703h3L46/vl2lhCpAbzCipmNrMupzoEgCGjyWrkV2wVL6rC62cvOga5dHisN4kdied4BACjaQZ/09//r/8Z3P3kmzrn7Dv4zQgCJCUftPJaEmt6tbvXhzit0iavTfIItTDRLA8+gw4xVrV7UWNdvfVeAiw5JooAeXZIKUHjfo++M4/ZnDvE5+MO74/jd22Pw282Gwm9/o4fbFwG0C6a3WDm13adBHtl1qsmEc3v1CBQV9qmOiYUCZnXdpo3dQV6Q7gg50BV2YBMrUDX6HIbvcEKSKQioKoTb4sgK9aIFKFLq9kv7EXZb4bSacHZv+KQwQwD4zov34c6PrgJuuYUF+1SoRUWSq5+qqkaHXVa+Xqj3TIQVXEyCgI09IZjUcz3u+++ZSOHJXZRbF3Ra0VvvpnPIOna/2T6OmRSdH59DQhNDBRAA/Q1utPm1woUAhdtEAZQL6WD3pcDmS1Go5+sTu6c0xX9BwKJ6twHdEsuWDbSasYRm+SEKAi82AdS6RyGEazeoXUA1/msN2NEZdnGu9s0P7+ZCS5JA7Xgmkjr4K/sOjzLU00nHcTHk7U8dBAB846ITu+SqE8Gj70xQMTdQBM7bIwu8sD8YzeGRlReBSJIhLn3sXc0u65fXnoKOkAM2k4ih+Sz1aScED24bgaIouH/bKO7fNop8pYaeOhdcNhOPkfSogXiuYlDCn9P97jMbOvD2SIJfGz2VRAS9fvpY96cvDfJ/29l1UIfHbjYUH9LFKn6le25j2TJufWwPEro1l4DG6w6LCaIoYtcE3dvj+QqG5/N44dAcXhyI0maHqBbZKCdX7TIvFKp4cJv2OYJAuFuA/u+TTMPmjmeOcPGokxX9CRgCUKC2aBC07Wr7SBxpRjFY0eTnGhHnL/l/5zf/Tx0fJKp/82B9BtFIfj6zJ3iCjydAF8gDl1+DmiBi4frPAf/+73hk5UXA/fefALMAaDKxutWP32wf47+LeGz8gTKbaJVTfSgFGOEeN27sYBVxOsYSNNlU191bH9uDYqWG8XgOyXyZC1DQQdAV0W5wj1XCsC75vmRZA9TEU/3MV49Sfl6jz4aAwwTVu/zp/XM0ITCUrE6czUS+ggNTaUR1Igu/emuMKwTvm0rj3tdHDItQIker2OrDPpVSPTcF2M0CvnYe7ZD1RFwIOc3ctLpUVSDLMg8ORACNbgszurfz6lRNdx33Tqbx+HtTAIBqjUCSBJ6cx7JlGugC8DrMhq/XHXIY5NDNJrrRElBblOlkAcPzWRycSuEve6YxFM3i5od3Y9tQHJUa5ZNc8+BO/PzVYZYMGAOT5oADy5vcUAjBxUvrUazKKNVo508NYkbnc5hc0JKfuUwJX3/yAGbTJeRLVWQrNfz0o8tR57VjcYMb6zqCWNXih4UFsXpYV7pUgwAj1PePu6ZwZC7LO6jD83nc/PBuHJ7LIuy2IpGv4uaHT+RCUciNYBCUAoA0q45CADb2hNAWcOCGDe3s76gi8I9fGMTu8RTGmXCUqlQpKxTCesfTBzEUL4IQgl9uG8W7Y0ncuVWDTXeGHLj7mlX8dcRjBwHBVQwZkMhXEXJZ8I2LFqO3zoWw24qaTJigExXheOy9SbQHndjQHcZTTAgDAC5d1sADnFiubOgo13sshrlLFWuc+wgAnWEXHnt3UhNJgFbfeuPoPL702F6eqK5o9kEQRN4ZnkyV8X0dNHwkVsCzB2kwFGb2NKMJxvHlNTMCk0nEeUvqIIoiVrZ4sbjOib46FwIOM149TCGmYbcVgiji/m2jHGYNUCGLXFlLTD+yugl99W5UZRl/2T2F+UyJQ8VEkRZUotkyagrhQe9oIq/rcrnx5U3d/H4LOc24qt8YdKkVcQHgYiUAcEZ3EIIgIOiiz9tXNvWgzmNDlMFqXz4c46JF9AAax3ksYbTqMEmiYR3fObKAI3N0DZxJU8VPmRAsbfLgV9evQchlQXvACZMooC3owIOfWgNREPGH96fw1L5Z3KW796I6iLH6NJcYV3TT4oiho9riM4p9HO9pe+OZHQi5LQi7LMhVZIwntWMvbnQbbEBWtXhx66YeVoQyMdV4BvnV1VBVP15As425aFk9xhdK2HmMBm1+hwXpsjZfhBCYmYrtuk4/T2gBJhBGCPc9xAMPQFIULN/6R/UyAKDPBgA8tXeGJ1cWs5nbPgFAoUrw4xeOavMnCHy+0sUq4rkKsqxoqHK2FQ0GYBiTCwWDgNZgNIvf7xjHd7cMYCpZNMzz4dkM3j2mFaMaPFZ86vQ2ftRd40lqHVGsIleuYT5boSgk9gf6GMFtNRn2iBa/HfU66GPQZePQ37lMGQuFmiHhUTvY0P1XXWNuPbcbdW4LF8tp9Np5McJmEnnBWVYIjs9x1XHx0npcu/c5SIoM8sADmEwWMJ+lgjjqI8I+HWtZIZx6dNKf5ss1xLJlTp1Y0x5Ab53b8J31sfiaNj+uWNWEkMsCE0Ne6ef+tgsXwclEvxbyNbw/oUF7D0xnMKJDpGSLNcgKYTGIiM6wg8/d8iYvwm4rppJFjMZyOHdRhP+uLBMcncsauuTP7J/lPt4AjUGm2POlEKPkjcDmtJ7t9Sqvkv+eFTA8zDv0vmtXc+rJTLqIFwaihq66el3XdwX/arIh3HMPum97GsI99wAAotkKnv/1LbhsdQuwbJnhb1Vo7RO7prBl/wxG4gVIoohPnd7Gk9omnw23n38zhFqNHxOAISmkqDwJogBOJRqYzeCuZ49wUcTNzKaHgFr+qWt7s66gEHSaKc0DtLCnb1A0+Wxc/Rqg95asKBicy+GRd8bx4kDUoCdxy9ldvPPsshmfLX1RFaAInc9v7NDmUAB+8tHlNMZhxbqJhTxWtfi40NJpHdQ+bkWzB+1BB5wWCUfmshzBBtB9bTZd4s+UQhR89ox2/jkP7Zhkn6fikwjGEnmc0urD+o4AHv7sWoiCgH/50/6TFiaqzGZMtegiRLN7vHhZA18D1YLgonoXXj0y/9+mGP3/1/ggUf0bh6ok57ObDYtuvizjK4/v46+1qhCw7Ut3oPu2p3HlkmswMJs5KcxCq4QJODidxvWnaxVxKqqgbQaquhoAvDgwb7jBWwO08lqVFZy7KMw3X/VB+enHVgDM+uOlw/O8agQAR+ZyBqivyWTiD4DmUEdf97Eg/hzGZTo8l8PeyQwe2jnF3/+zjy4HCMFcqoD5TIkvyGGXGiQR1HtsWN8dREjn5XX2ojCe06kU9je4QQiwsTugngSVKWcVdJUfIrPF9Mcv0oDm3bEkhuezGNYZ0U+lSqhjJtb9jW4EHCaUKtQfVFWGVC1f7ti8GJetaESVdeTKtRqIQlCqylxMKVNSTebjmNUFosOxgmHzozBr7YYRBOCuZw/ja0/s5xLr9127Gp87ox2L6qk68Y7RBVy1ugkutkCqgwbWAt4bT+PFgXmkilUeDLb47AgweNc/P7EfP33xKAYZF1eWCX728RWIuK34+SvDkBVgPFHkolp+J02mnCzAWd8Z5Fw2gPKzqrrCxifWtsBhEXFkNoNLljWgO+LEfZ9czTdYFc4MRcG/PLkfMrte6v0riQKS+TKmkjSZFliSt6iOCRoJAu569gi2HpjFTLrIj/vErkncv+0YBmYzWMwEjo7Fcrj6wR347dvj+NYr1EKlyFQUP7xSS2qcVjO3dKC3EgGIBrWndhsCuiIu2C1mndKwwL/Tx9e2YHGDBz11Ltx1pRYYCIKARlb1DzotCLkssDNBk2imYkAnLG/2okk3t331Lm5v1OC1GURaNnSHAIHwAkK6VKWiUmxzdFkEfF3nk9gZsuO6dRRmvFCocuVYgCYtIRcVItGLLhSqCoZieQzGCvjB80fx5cf38jXMbhZx+6VLDJv/tzcvQUCnJhvNliGKAvZMpPCVP+7DY+9NYnyhgJFYDpkC9ZoTQJUeVY2XS5bW4+fMl/fAdBY/f0XrMMeyZUScGuz+6FyGW3c5rFq1HtAEi9SKckfIgelkAWtZl/zDqxrR5LNxbhMhmtbA7omkIfgRj4O3b+gO4qweykFd0uBCo9fG5o7yqNRA1G6RYDWb0Nfg4cnapcvqDOv4eKLAC4MtfjvCbisXvFna6AUEqigNAF/5435DoWNkPmco6jT5HHDZzFAIQUvAzj0OAWA4mjdoHAzH8mjx22E2mXh3qdFnYxxTgdECjPeDOgcmQUSz38bvNQB8/QQ7Vol18bw2iwFFYjFJUBTC+dXCjTdCFkXsv+Rj0A8Vyrd5WQNUxOx0smDwq3RbJfyzDqIfdFmomBCogmayUOEwWVUQUJZllGsyjrd6eeSdCYNy65tDcbisEj6zoR2tQYch0VjfFcCTu7U9LZopot5L9RIA2umsybSD5rCY0Oi1oqYQniTqO5fFqmKIGSRJwqxOQCvstnJ+5po2v8FHd5p13dTXakeLEAKTCJyzKIxEoQaZUA6/AsCsFhxFEXduOYx4roJKjeCdYwsnDYq9dhMeWXkRZFGEcOONaPY7EGF+jZ1hulZJooAWn5XHBSOxPMZYwqh+NdNxBV8HQz7VMTuzi/pp99FiNnFaisgKl4ToiuCHo/DZmVWVx4qn92qCgqvbfGgNOOBmz/FCvoyJRB5fvWARKrKChUKNxzxOm5lD55c3+9Df6NE60oRgaaPHYAe4eVk9FHbv2c0iLl/RyBOqdR0BhF1WtLLnLZops849PQ91n1ev01SyiOFoDnkGh4YAbn9S57Hil6+PcBs7AJzf/sqR2EntSk42vvPifVgUH6e1kUOHDL9TPytbqqGd0Y8sJsEgajWl8/fWjzYd53MkRmGmCsCvmRqzqgrALx+ex/vjSRydyxrKQ/rufzxX4dWKuUyZ6z4AwI9eOMpFL9X3zabLeGs4htM7g7jv9RFD8W46WUSRFfqKOr0OgBY19fttIl816J6EnGYQIuDJ3dMYmM0gnqvgwW3H0OS341g8j4HZDO55g3ZG/7x3lnmhanB+UaCf5bFJiLgtqDLO6XMHoobz+NzGDkPCP54o4J7XhrFQlLG2M4hlLX5YTSJu2th50sLEwEwapZqCuXSJF4VUNKUoCFxQ9DD7Dh9f04JfXH0iuuzvbXyQqP6Nw8Uq0ZMLxsrrrokkbjlH4ySqm4iaBADAfZ9cjSUNHr4Z6GEWmhqdFZeuaKLBKRvbR+KI52mFbzZNOYlWFjlcd1orFtXpb3D6YdOpIg5Mp3HDhnZq7cF+q8gENrOIm87qxEVL67GqReNHRLNlg69dWG9uzvml9IGMZSs0AGCByVm9Iaxs8eCT6zTVx7dGEqgpwOO7pvHM/lm8cjQGAUCuomDrAcqlnM+W4bObDYpsF/bX48KlmtVPZx3tHK5soRWute0BEF2lfgfjMikKgdtqwk8/upy/dz5bwQ+YIBBAA3W1M5MqVpEsyjgSzWDvZBp/ZEIKB2doUiiIlE81x7q9j703hdePzmMsUcDO0TguWdbAExjCEh799dR3ZloDDoPRvADKIT0Wz+Gc3jAWN3jQ1+CBAhEem5lDgJ7cNYViVTFw1obn84ZKvccq8Q7JsUQBIzFt46vKBG8Ox/Hkrkk89t4kxmI5KIRgXSedywYvFdSaSRdZx1TreJVqskG1FKD8SD4IwZb9c/jWU4eg+mb2N3pBIHBucn+jF/dvG8Uf3pvEL5nNh6woSOYpVDhblvHk7mkMRrMIM2inGryrt97ZvSGEnRZeJbz61FZ8jvmqNvsccFgktAQcvBu5sdWBxfVuPL6Ldjv13SY1MV3WxBLceAEE4B0WNanTV/cpbFXr6NV5bLwj3B05edVbFOgxLlpaD5tJxKHZDGZ0CdHATBZVWVOpfOnwPBcd+9X1a1jATD+/PejENy9ZAhvrNu0cXcDQfBaEWzgZBYBGYgUIIhUsCrupqmtfhG7Se6fTSOSrBrginRd1vgkCDjPOW6x1HcyShLagk1phsTeUqzIyOv7mtsE4js5lDP7RokC5TXun0nBYJDT57RiO5ZBma8iRaA4/Y4JjK1q8+P8+toK/d2KhgNmslmBvG0rAzISpjodQyrLMrz0AfPnxffj9zgl4WbU97LGhUCUcWTGRyHGhodVtfgNHFYqCsXgen17fyj9LhRSaJRNHAejVImVCxZmKlRq162IiQNmygvW6ddxtM6Fco+iWMlMi51xiQsV/PnZKM2wmAXdfvYLP/3WnteKbfzmI6RRFCjT5bJAVBbJCkMhXUa4ZE6Dz+iNo1fE5tw0lMJYoQBK0jul8toyQy4JGn42v85Jo/E4A8BzrzC9lcF8VKQEAksB8EdX3CUY+50y6yLw2WeB577341sPb8Nqtd2jTTQgv1P15r6YCu2ciZRCtMUkC2nT+ufFsGX/eMwOXRYLE4O3qfaVawx2J5pAt1fCa7jiXLqtHTSYGvtoZ3UH4nVac0haAJAqYTWlrniSK+MJZ2r5+cDrD7HPoPdEeckBWKG9eFKgKKe1anti2JIrmdwtoXEh1CIKAFIPyEei7MFr3WU2wF9e7Ec9VsPXALEsEBa6uapHo2qUq1QYcZtx24SKEXBaYJQGndfgxMp87IYEPu2ln7efPDUC4915YTSIkiXJUB6M0GW0N2NEVsPJgecdIAgr7Tup6o17vfVMpKtzWQNfIGLPX6qlzY22bDyLAz8HErOAUQpBgkPitB+c4EqLRZzd0qrpCThAAHzmFikTVee24/81RSKCUFn2nTo3FplJFuK0mAx2mIhMcmsngtUENai+KIh5l1ncCGO2Ada46QpTbe8WqJvTVu9ASsEPRdalVmx312RVA7XTUhXZxvRvsdkfQacX3rliKHzHxRwtTDb+wvw6lqoxtQ7H/UhSHEEIbH3/l99WaFr+NLRQxmSyCgPLw1WJFs8920veq19hmEtEVdnGKABeKUjnmbH2cTpVQkxVWkCaYz5QMtlDq+apCQgGnGUGnhZ/HpxiFQx0iK9xtXtGEsxeF8b0rlhroM3/aMw23TSu+6adq33QaQ1GtWEeO64TvmUyjI2jHpr4IFte7EXJZ8Nkz2nFWb5h3jHvZXvbWcALbBmPcLSPstiLO9ptMsYaojrpFN1LtarQdV/jqDDvxhbO6DN9TJsAvt42etAuqsp8J268nkkVe2As6zbxI5LGZKC0JAhbXe066/vw9jQ8S1b9x9NW7cU5vGPum05hKFrB5WT0E0EqbXlXsmf2zGJjJGAJetQK/bvIgREUB3ngD1WoVV967nfPo4rkKgi4jTHDz8kYEHawqI9AbN8nEMBK5soGb8f449YdTN0uq9ks7VwDwmd++h1KVQvbqPFYDNHd9VxDtumCgwWvjXMAGLw1oVOuOuWwZeybSPBnbP5WmAYKuon46g04AwMVLIzhnURhXrW5CoSJjQxcN4J7YPYVUsWpQfzNJIpY2aZXoxQ3eE7hvsqKpcUazJWpPQwjsVpNB7XJJgxv/9KEe/jqeq3BVwslkCZmyzEUDTmnzIeAwYXg+C7tFwn2vjyCRq+BDfVQkqyoT3sU9llAtgWjgcMGSiKHLs6kvbECdSaKAcV3SF82U0RZ0oixThWHVUqNck5HMV/lm8IWzuuC100BEHZ0huyEJThWq/Lc9ESe6w1qQevHSOly6rIEL99z13BHMZcq8Q/vNpw7hWDyPv+yhPFdCwDmqB6aNJuGiIBg67ol80qHFbgAAIABJREFUBQ1eK7pDTig6n7GaohiC3nWdQUiigDO7afd9Nl3Gy0fmDQHkm0NxnhQfnM5y42+AWqjMZSq8StgSdKBet2FtXlaPnoiLaUwDb44XqKAOu1Z3bdUKFSZJhEwILmeiNN0RFwjR1Fn5BkIUJHI0mZYVgg8tqcNf9kxzfqe6ESi6wDPstnIj91xZZkIQDly8tA6q8bs6ntg9hd3jGpqhPeigXWWW3OutgESRBunqZ7YF7OgIOXmSczSaM2zSXrsJdR4bvnN5P9xWqrDdHqbP7comH+PvEZa40DfSwgLQHXKi3mtDwKn5+pqYbZEK/ZYE4Ct/3IeXDkexfVgX4OkSX4AGdV89rxeb+iIwSdQDtMVv513DPl3xxWs3o0f3+uBMBgmWcJhE4PIVDRyRsWuCCpyo47WjcS7e9eHVVDX0vCVhzmlt8Fp5NxYAfrNjHCKTtFFkxXAN/7R3Bne/Oox6Nw3eFjfQIlnYZcHBmTRNvoiR0aAwKPuB6Qxufng32tk+0BWma686to8uwOcw4x8/1MtRCybGz1Q7ZJIkwWk1o7+Jrp3zmRI+vqYFd125FPUeqvJKCO2CuFinKpouYceoJjwkCUaRkitXNaLBazVoDoRcVtx2YR+8dgvfowSAJ8Pq+zd0hUAgcP9bAJzfKxNaNFM71Sr88uNrmmESabAxlSzye+zQdJp3owGqmzAay2OciRrdeVk/rOxY7UE7ztCJ1uQrCu9aALSDesXKBnz70iVoDzkR8dh4wB10UH65x2aC12bCuX1h/r4bNnZCEgXD+uF3WCAIwDvHEkjmKwZuXm+dC81+O/5xUxdMIhW9UhSCT62nMMKpZAnjiTx++/Yxzimndmj0/c/s17qA+6azBsuZeK7CbyQV1qvuIW5WhA27rVjZ6uPrk1okODyXRchlwSXLGhB0mXFkNoNSVV1/gclEHiWWEWXLMpp8Nr6mxnJl/OMf953gY32yod69qkKsAIKRhTL2TVEY7iXLGkBYWMmTa3a9lzR4EHJZYDObYDdLnEoiCAIkScS3nj6EOSYGKAgafy/ksuCB61bjQ31hNLPO5UKhgkavDad1UlTVZKqEmkzQFHDCY5Xgd1lxw4Z2dEZcEARjFy9TqmI+W8ZDO8aRr2j0BcLmfGWLD2f2aAWloNOM8xg3WPU/dlrNcFlNSBa1QqbNbIIkCphJF/l3VnmV6ue3hxz42gV9PDk+PJtFO5tLr8NigLcva/RicYObi0D9bsf4f9lVPTSdxiMrL4ICyltfuP4Gw+9VSHLAYcbm5Q3ojbgolFRWEGS0JRWWrAoMqc+r+syfvSiM/iYv0sUq7GYJQzpbveOHrNC4qiYTPPbeJJ7eP0PnRzfUGDNZoEmeuq+f2Rs28rBB6UohlwVmk4TOsMuwrl22ogGndQZxxapGjgpRx6I6N/eAV4e+MHNKqxeHozkOkxUEAc1+B0ysMCMIApYzXrHdLKLBp8XC8VyFc0MdFgkhnRrw8iYvF2MDgG8/dQizTLxLtXhr9tshCnS/VRTaOPru5f0n7YL21blht0gIMiuoZp+NU4AS+SoCTs0uJ56rYDZVhDEl//scHySqf+OgsEAnNnaH0OCxwW0zI+A0o6fOja6QtujQCg5h3CLjMfQwja//6SD2TKRw57OUy/TouxOIZcsY1fEvwm4r6hmksJlVwNVDJgtGSOFT+2jAFnJZ8cCn1qCXdSNVWKVMaGfhJy8MYtfYAsZ1nxNyWQ3nGstVqRULNPiOKg7T4rdhZQt9sL54difnberPRd+Nm0qWIIoiLlvZiIDTgh4GHf74mhZ4bZTfefXaFpglAbOpkiHJEwRaaR2ez0MSBeweT+L1wXneSX1i1zS1p5EV1GoyyjrxHJMkGlReJ5O000y/rxltPgsPnHaOLmA4lsc9rw3jsuUN+PX1axFyWRDRcU1jOa3LQwjhSni5smwU4WjyGrgZ08miAQIi6roPo/EC3mC+iRf9/E2ML+R5lfH4zhf9+6JBWQ4C9egDaNVU7SgAwMtHYhBFEWvaaOD7zYv7EHJZuHVOtabAb7fg0hUN8DsskAnhC+EZ3UG06DozZpOE7+k4d8uaPEjkq9g/k8F/7priXS1FMfqTtQWd6G/wYEmjB//w6G4EHCZc2F/PIZXqZ6mJhd9hQsBhQpLda711TtTkGt9ofvbSEKZTRQzMZPCH96fw3EHqZVpiFQpVPEx1MVEFr+ixLTSRZtG2JFLxGzWxVjecHcwneSiaw7F4HuctjuBBxklUlaMJIdR2SDf66l347IY2FBk8XBAEhNw29vfa331ibSuWNXnx+TM6YBJxgqKyenx6jmpCqbDrX8BILI8yq6wurnejNWDH6cz/UzW37wxp3q09ERcu7K/HKe10851NFyEIBENRKuIQcFrRGXZhbKGIaIYiK/TdjprKkQHhz3q1ZuTHh902bhEFUBGi1qATIbeNVYRpsWd9VwguqwlbdX6220cShm79xUvrsShEnxdJoLDehUINLouEmkw35itXNkAA0FPnpAG704zPbujA3VevQshp453NyWQJeQZPFQF86rRWXpXePrKAvZOaaJMkCrhqdSNaWTAliRJkhfLlBNBlSTmuo6oQKuq1uMGNn1+9EgpbBxYKNcP8XL6iEfVeO87qDaPM5q6LFZUCDjMvPlFeVhaD0Sye3jeDzz20i92nAkIuC01a3VZuGeO2mvDkLg2eKgKGoK2O8fN+9tIgakz8bD5rFEYbnMuip86NJ3ZNMTsjgt9+Zi22j8RZF5eeZzxX4V1AAVT1Un1u90ymMJsuIuKxoSXgQDxfwRO7prgS/A2/ex/JomyAGLeHHFjKAsL2sIuf92y6jFHd/nFgOoO3dcm432FBxGNHb70HNrMEQRBgNZvgtZsRz9Og7dkDc7CYRIPn4/JmLy5b0WgoKguCgPlMBb/fMY5sqcYh+ADlkssKYDabYDebYLWYIRMavNNBMDyfQU0B5bIfFzD/+HmNV7uozmmY82SBzrPKlYvnKhz6m2Y+vYIgMD9SFXGl+S+q8NKFXBXf+PMBiCL93FJNwe93TvBu5FSyhDeHaTGnWFUwPJ/DV8/v4ZBNdajH0/vK0uIl4c/maLyIqXQVjaqol65AqQre8fezuQ27rTirN4R6j413tjw2E3541XIQIjAxwBrf5wVBgNlkwvvjKSQKVYigKJHd40l4WVLls5kwGsuyBpaANwbjXAxHv4721rlwhBUPrzutldvJqaMiK9g9keLWPABNAJYwSknAYUJ3hBYFr13XCr9dez8BMJsq4U+7pzmnlfIqdeu4KKI14OA2UFVZQZEly5IA7t0OAIfnMjg8l+X3a6EiG7xh+ecuXYpjP9wMsnQpZIXg9vNvRufXt+Avuybg/48HDMmmaumlzqsgCJjPljGdovcEoO2PA7MZXHnP2zz2+Jc/UZEmr81EFXIB3Hn5Uuqr+1eEnk5p9WPT4ggv1GzsDnERLEDltGt0B1XYEThRIGwwmqNiW7kKt3XRo5KoajotTx+ayXAnCoAmjPqYiRBioHiMJIroCDpwzbpWniCq902MwZEVQu8ZKmakFem37J+BnyX5xaqCaLbCxUoPzWQwk9bQPV84swMRt5XbD47FKaXh6FwWAqGaIpJIO9Yn7YIKKpSeQaIFgSPegk4zF9dr8tFn64ndU9RH/e98fJCo/jcMURThd1owky5h64FZKIQgWahyg3KAbohLGjwQAJz2029h+EeXcfGko6E2+hD19+PGje1w2yR886I+/l6iKKhWjV6B6tprMVGSuqo8995YClGdcuAPPrwUIZcFskIfVlEQMJUs8i7isiYvgg4qtvTOWMpgY6Aq1qkj4jJz2FO5xniZ+2iFOJarIFmUoRCCrrAL//HptQi7rQbosD7pVTlUZkli1SSB80ZUnlfYbUWTz472kMPQMXx5IApFUdAdceJnH1+BOq8N//HmMSxnNgOfWNeKS5bWY2g+j6FYDrc9cYC/dzJZRJMu0Vzd6kOAbfY+O13oTNz6h8BrM+F7ly9Fg9eGJYzLoiajJlHA8mat6qUoCnwOTVlQn6RLxyWX8WwJkzoI6vquEBSFYGMX/Q5L6l2QGSTNZhI5R+be14cxnykbjt0dcfLFXwAN2lQo+JpWrwFWcv7iCIJOM++oXbaymVYf2Wq3rtOPiMcKv92MqWQRNVnm8O65dNmQXL05FMd169r464HZLK94y4R2Fw9Np5ErVRDPlTjkajRGjca3HpjDlv2zOBLNIeK24tVBvR+dFQ3sOkWzFYzECqyTTO/xP7w/jfteHwUAXNhfhzq3FcUKTWRP7wzgvtdHkCvR110BExbVOWFjc/K9y5fwz8lXFei0Trg1x/F7xMaeEJr8NvgcZtzz2hDeHknQ55l1n0RBYLyWUf6e+QwtxpzaETTMW6PPjnWdQV7dBoBVrT5AENDgs6Ez7EJ/44moAd5RZf9WOyYRF+Umulnn+0g0i/GFIqceqMm0nnYgiiJ6690QBBHxXAVP7prGh1c345t/OYihaA4mSYDHZsKG7iBS+QpeH4zx4FQSBaZsS+GpVhZonNMXxmmdWrGh0Ws1qJXvm8rwuSKsy3AsnsdrR+ZxRlcQnTr0xoomrwE2nCpUES8oCDjNKMsMCeGy4Msf6kE/6zq0BJxo8dvx2HtTEAQBiXwVX3xkD0QG2b+Mdc0fe2ecd1QJAAgCrOyZX9HsxvImL5YzKPh5S+qwui2gU3Wkxb2usAt9jR40++0GJVtCCFX2FcAscwTOkQw6jcqTEQ9N2McXCphOUcXghUINNrOEx96bwjyzMqopwJf/sBdvDsWxsTuEX1+/Br0RJ6ZYcWpRvRvTqSJPRNKlGj68ulm7d0TBwO8cnM+h0WfHbRf2AYTO5Zb9M5hIFKAwON8Pnj+Kt4Zi+AYrZCmEYEWzF5uXN6Ir4uaF06DTzIt1douEiMeGHPMOJkRTWAUE/GXPNDb2htDfSNeeX1+/Bl6bZIBeVmuEKx/LCkGGHas96DBYtJ3TF8baNj/uuqLfMJcmUUsMQy5acFP54ZuXNxrUW+nciExYx8gNbQ3YcMGSerQHHTz4A6gYmWo/QhMhwVCo+OmLg5hKluC2mUCBegSjsTyHev7yulP4sdTutTreHklgOlWA3STCIglMcbwCSaDIKC1hpPOqh7cfnstiC+vW3nRWJ+68vJ/vY1ZJwCfWNCHE4KrLmjw4pdWPzcsbYZYEnNUbwc1ndRsSePXa1rutHCVU57VjMJpDPFeh/pug6IZmrxllth9NJou457URfgz1OQXAoccQBPgcZsRyZb6vmyQRffUefp2CTmrVpD5afcxGrb/Bgy+c1YneiBNBlxXbRxYA0ALsT14cxDxT8T+/vw4NXpthzQOAOy7tR0/EhTqPDXUeu6HARPdswjpb2vPitQo8prIzBVh9rKIOQghagw5ctqKB712iaKQlcKoAuw//4bE9uOKetwFQXZNOXUe13mMBiFagzJdrGEsYu5EAgEOHeKNDRZl+58X7cMXadiQ/cyMu+cVb+OrjeyHLMofP5ytUjNBuEdHM+PEemxkCwGHsi+vdqMgKimVjgS1VrOJzv9uFrQfm0BmmRUH9eepHuVZjSTF9TRF42pwli1WehBQqVcg6l4LjxUgXN7hx+apGhFwa6sMg8MSOS9j/609HEoFhXREgXapxL3aAesfWFKDFr6lpEwKMxnLYsn8GA8werzviwjWntqI96ECFIRQuXloPSaL3ttsqIeQyc1upi5fV83sB0JoMQacZ/3xBL7rCDuyaSOKFgTkMx/Pa/fdXOtTqvql/rQ6KrqE/mEmVIAgCrlrdjL6/c8Vf4INE9b9lqPdNvcdG1ScJ8OKhOYOFyv6pNA7PZRHPlnDqi0/ARBQunvROy1LIggicdRaIIKHR68CgjleYKlZx13NH9R+J2XQJYbcVZUYeVzucF/TXGbzr3mEKhTKhi+NILIffvj2GJFPsdFhMvBMDACuajMIyCiFcMXLnsQU0em34zmX9nNOzkXXBOoIOhN0WpuAqctGImqJgdQv9909e1OTDIx7Kq5o6TiRDUCEQrOJnkURMpYqGv/m3V4Ywk2Yd2RVNaA868ekN7Tgwk8YXz+rAs/tncXguiwaPFT1hJ+7S2Rq8P5YydHYlSeI8B3VxUfmdkkh5lsWajN++rcFuwm4LVjV7uTKhOqaSJX6sd44tYHAuBz/zXT0yl4WiEHyCGa03+OwGePPOYwuoyQrKNVpZNZskDDAhhWxZxqeZb2GyUMXRaAbP67pPgE6tk82hZqptPMfnDkWRyFdRYfN5dC4LWVZ41/TFgRhGYjnc/doI3h5NYP9UmvN7BqNZgyXER1Y34TR2b0gCEHJaMK8LnjIlGV94eBfW/uurePx92mEdmM3g208PYN9UmsPHukIOjMTyhiQv5LLwTrDPbkJnyI4CE6D46OpGXLWqETMpei4fOaUJBAKeYBzUoItyffpYZXTvXAUPvHWMbyY/eH4QQXZdPFbJoIy8Zf8Mg2QbA1qTSYTHZkHEY8MVK5vw0I6JE7rcIZcFd1zWz9+TKlLo9KJ6N9w6eX6BBWoKofxrkyggminxJM5lNeFoNGsoRug3L4FV6V1Wunw3+e34zjMDPCA7bwnlJE6kNJ6tQgiFeupVvVknLeg04/JVjbjtgkX4+kV92D4SR74so1SVkS/VEHFTLttonEK8KjUFP3nhKBaYJ7OqVBtyWgwY2MNzWUNitrLZwyw72HokUBGfGzZ2wOcw43MP7eJ/67FLhsKO125C2GnCHZf2wySyTpIgoD3kQr3XzoNHv9OC2y6kyZUq3tXXQJVGVXGlaLbClb4JaCFQDRyb/U4IooizF0Xgs5uxrEktGKiJKk1MJheKGJzLYiZdwkyqyO+WeK6Cn700CKskYkN3ED0RFw6xDmIiX8XYgvb8zLNr3hNxoc5LEwJCCM7uCeKada3cRF4Awd1Xr8RlKxrRW+9Gf5MXw7ECHn1nAvFcBSOxPH6/cwISE/Ro9tmwtl2jWQiCgGPMUsMkapY73cwPkEJGG9EZcqJQkZFgCfLpXSFsXtbAYXSiKCLkshg8a+czJQ7dtrGiqVqSW9PuR8hlpcGvSD22eyMuLjTTf1yXQxCA4VgOe7lytwJWe0FPxAn9MymxN7TrBF4oYklLbgRBQJ3bxougKoTv+ORiPls2BJMAUKwSvDE4j71TadRkmYsE7ppIMcVNen7RdIl1VuiHXntaK94bW8BF/XUQBJrg3P3qEIfd6r+wz2EBIcA/ndcLAJz+cvszAyjXKN9YAO3Od4cdvNCnEIKJZMHgTb2kwYPNyxsRdlvRFnShM+yGn9GDyjI9lpq4+p0UKUXnQ0TAZTXMiToS+SrMZpHDi1c2e/HQDafSwgX7myUNXnQHbdxyZlWL16DNoSapLpvJsBakClU8uWsac5kSv6oqmgNge69uzZNEasUkiiJagk6EPTY0+uw4h8G4L1lajy9v6kE981yvc9tAiGCgM6jHcVhMBn9k9fMJIZBlBcsa3ZjQIZReOZLg97hqv3ayoSi0sBxwWrQ7lXXuiO6z9Jzlq1Y3Ic2gPoQoRqVahwU3Pfw+f97+9cpl3FdVPwZZo6PU28d5lNfufQ6iIsP/yG8BUArDL7eN4PH3KdLitM4AF+sRRaqi3xl24VPr23inUUU+fPLX73KLPoAWwn91/Sm4dHkDp6994eFd+NlLNEaVdVoLo/ECXj4cQ6ZIf6b6GavDZzdzHvbhuRyORHP8s4aiGVo4rtXw9L5pCAAibhsgCAypoCWn6vwB1CJpeZPP4LN8YDqD7z93xPC50zrRqEShdoLWgEJoYq1yVMcSBdzz2ghFCkDgsPFkocLVdjNlGfOZMt8G9WhHgNJfCKHP1k9eGMSxRBErmn24cEk9ltS7mV3biX6y/DvCSDPRLyiEoQwBqn8QcllQ57Hy9fbvefz9f4P/CYMAC7kyplJFDj+4ZFkDOnUdgQ1dAYBVQ/64+iJqT/PJz4B88Yv41J6tPHGtyQQTiZyh+uO1mfC/LtQUDgmrJN12wSJYmdBMW9AJm0nElv2zOKoLJP68e8rAIeipc+O6da04yrxAU4UynEwpb2mDG5cub8SmvghEAciU6MOrcnp2T6QwvlBAV9iJZj/1DlXtWKxmCZIoGrpR8VwF33/2CEZiOazvCODuqzUbkHiugj0TKfzkxaMcdgeAQyLVtaxYqeEnLxw1LCofP6UZERdNigiDSpzRTUnvTX4HBPa/y+99G6PxogHqK0nGLrEqWgJoEB2fUzVVb0bYbUW+rPol0t9Xago+fmoLJEkF/9GxotnNA97lTV4Gk6O/e3EgiomFPCIeGywmAR0hI7/i9zsn8PZoAvum0iCEco71nouXLNPEpNw2E37xyhB/PTyfN8BYBEHA2jaN06a3wfjsBipQoCZ9tzy6G9FsGacyrg8ADjcDALmmcA4agbErnirW+DLZFnRAFAU89PYY//2iiAP/fs1qOmdVBYqiGHgX6j2ZyNewfTiGz27o4L8bms9xDmKqWMNovIgR3TMhiCIefY8mppPJEmRCEGbBxOpWHzrDLrQHnbCKwIZWG27a2Mk7fw9edwrO72+ASaSVxyMzaagL/ublKgyQGM5RNZgXBAGrWv24/dIlBogQReEIBo5RT8TFYMQih/IR9W8BzKVL2D4cg99pRkvAAVmhxyjXFHzpsT2YTdFkSFEUniCp14cGrPT75Esy/vfFfVxZVGJ2HO0BJ/8Os6kSfvzCUQ6HBqgf3Nb9M0jkqwi7rBicz2PzsgZsXt7IFUZ3jC4gWZRhFggG5/OIpotw2yR8ZHUjQCj3Xe32E8YLX8UKU+liFY/sHNfuK1Hk/E2FPeRjiQKrYsOgIJ0tGQWBRFEEBLDig04JEobYH6IooD3o4AmJyu/VH2tDZxBtAQZXFQACzTohU6KQckEQOI9W3xFQCwbdERfWtgcggNqoHGMFnJDLgi9t6obfaUHEbYNCND4fIQStPju+cBa1IXp63yzms2WYJAFmUcTwfB5bD8xCEKl/qba0CFjS5EXEo3Vw+upd+ATz4+utc+GaU1vgtFrYvNN1+xNrWyAJdE1t9NnxxbO7cGp7AA0+O+ckqwXBsNuK8YUCJpni6FWrm7B/KoXDczR5mE1Te6F4roLvPKMpiY4vFPg5ySyI9zJYY2fIyQPJco3gyT3TmGdq0OqghQvtdWvAjk2L6+BzmKlSMePsjsaNBU1VqGmCiZ6pexy/t/4vgxDC4XwDsxls3T+Dad0aGcuWEXaZUagqODCdwcBMBnWsyLR7PEVV80GLsL96cxSz6SLvdDX7HfjEqa1Y3uIDAS0i3XRmJ87oCcFqEnHD797XvoJAuzyd7P7oqaNFl3+9cimsJlr4CrutuHVTL5xWM7YemOWc+I6gkz+n9FhaIi6JOFEMS1E499AkgguJqbSFk42g04zf7fod7vzoKpBbbuHPk168zGWjnHfV+3OhUENLwIE2BqVWob8Os4RcWUOFee1mnN0bgsygwvmyjK89sR/D83ls2T+DdLHKu48qZ1Wz4NMmUO0S1/vsaAnYqZCNQmhnnRAIAkFNJpSLy44jE7Vrqq3bKpy5olBk2QM678tNfUFEsxWYJQHzuYoBCq0W6wCgUJVx72sjmM9WeKH45cPz+MO7ExyNIgrsvNix735VUzZXlWrPWxKBAODATBbXrGvlHtGbFted0PUGgMtvuhcPrboE1uEh5D5/M77z4n0QiULjnhtvBEB1JlRNCIDa7B2ey6JQkTG1UMRsugwCqi59KUOeZEr0e5ZqCkZi2t4bdluxtMnH16OQy4KvXbgIv3iVdtK/88wA/9uNPWGc2xeGm9kKbdk/g0ldsU4SRZ7kLWlwozvsxLeZD+zuyRS27J/BnskM/unxfXj+4Jy2B4p0vdEXc9WnXhAEugYJAm+kHJxO4xqmfA8Azx6c43uCCKoiXZUVw9qkXxtpB92Ka9a1oibXIMsKanoUtlbtYMVblphny4YNammTD6qv7n2fXI2eCNWaUH3jVUj1X++o0n3z1SNUTfj4rnN3xIkzuoPIlmqIM5HEk9Sg/u7GB4nq3zhUKOMbg3H8ZvsxxHMVCAJQ57UZgnoCyskRBeCdr96JHmZPQx54QAu2+vrws5eOolgj+Kc/7ufvzZRldETcuPpUypWhkB8BnWFNUCXksmB9VxCXLGvAW0OaoMmXNvVi+0ic+65KIq13H2BKtkejOZ4EhphHYn+jB50hF0JOVf2R3iZXn9rC4TT85heomihRKMzpyFyG24uEXBbcdsEi3HZhH9Z0BLCowQiT3bJ/FtevbzNUKI+v7BLdRnIt+/4bukI4OJPFVgbJEEVwqHBX2IWvXtDLOSVrOwI8EAAoTLTZb8ftl1L4ZzxXwWy6hIjbytUmVRhgkJHi2wIOfO2CRbxLPJsu4RevDGFlk89gA7FvOotErgKrScTeqTQ2MO4dmyaoAbaiELw/voBxXXfymxf34dR2P65c1YR/+8RKhDw2/Jwlo16rZOigxnJVXLGyib/uCjt4R8As0XmoY53d4XgBT+3TRDLO6KECBQenaTfwE2uaIcsKmn12WETAbhKwWHednj88zz3jeiNODu0FgKWNbp7cq9Y7F+sqvkOxAhYxa46KrGAhXzZc6+v+gwZtFKLXxG2FAAorViv5jT4rvHYThxROJIsG1MBUMg9FUWBjqIID0xnUFAV1Xju+fVk/1jQ6IYoiD9wWNbgRdlsR8dgwMJvB1/90gFtbAAAIuNCVGpQIglY80ScugKbAR39Hf9YTcVKxElnBSCyHak3Blv0ziGXLmGNBccRNFb1dFhNMuoTIYzPhnmtWYyFfxfMDc9hyYJYJVxEmQW+suB6Zz2EyWcD2kQRE0I6/QhRuc6DSEb5xUZ8B+hh2WnB6VxBBpxnRTAm3Pqp53polEYQQbOgOYnWrD2zqMZksolI90z+fAAAgAElEQVQDHnt3ClsPztEOOttFplMljMcL2NAVhCQC740lsYmJkACUZ1ipKTBJ9PznMiXc89owZtMl2C2S4dw6Q47jfPDMIArBsXie21wIOHET1nfUtJ8ZN/4DM2luwWCVRETcFjjYc7prPIm9k2nOSVK9RLXljgbPJkmE32FGa8CJS5Y3oJsVKFQRDptJQqZEVZCLbPKe3jeDsYUCzu6lAeNlKyiPdiSWR7kq463hGDZ0hRBkhTLD/Wb8SpBEkXcLJVFEvdeG9pADkkBhbe+PJRFxW9HosyPCOMEtAQeCbhtEQWQQMsJ5hABVoGzy2VHvsWFxgwc/+ehKLGnwMGg45ToRQvDNSxbz8/DYTDxYypRqPCA3SwKSxSqfd7Mk4B8/1EOFinTfgz474NeTQMCKZi++el4vWvx2MNAAjiUKGI7lucjNXLqMmkw4HHj7SByxbIUGsIZCpIKj0QyHciqE4JXD87wbubjejQ1dIYN/KeViarxBr92EiMeGZY1ubFocZjw6dn0EAUTXZesKuxB222BixRFJFNDgs2NDVwhXrmzE/7pYo/TMpkv47jMD2MP8QNXiCvUaFfjPWgMOuG1mnpgqioKJRIFDIC9YUmfgIar3qDrPogAEXFbUeezw2EzIV2SMMd9pFcZ8spHIV9H2nw//H/bePE6uss7/fZ9zat+7q7q6q7csvaQ7+waGRGSRJUAAQUFQYHD5jQvqVRk3HGUcXowOrldFFHVGCAKCGxgQUEAIIYAQSELSnfS+L1XVXV1de1ed8/vjOedUVRJn7mvu9fcb773PH5Dqrq46y3Oe57t8FhS12joPMIVk0oVqWKjgqMJVOq+3fzZN0G3l2tNacFhks0iQyC7xx2NRfnVA3IeA08I3r95Ae9htdoYlCSYTWfYcmtQLEfo8kYznvPoch+NZfvHnMRNaq2kaI3Gh4j6gJ8CjujtD+RqJT4ilCrzQX6YpfLCiaLqQ1wh7bXzjXevxORQTCj2dzPPssaipB2FTZD7x9nZqXVYadSGvC9fUc25XPfv0ZNPwAjXG2yuEvYzkubvBh99p4axVdXz4bW26Xz1VqvDV90IzO6h19/9M/BsoIXH0ln8B4MYzlrGmyc97ThfJ2vpmP90NXlw2hWVBpy4SqGKRZdG1rLjHNovQNzD+Np5ZqkqQJEmq4jfvqRAMC5owXfF6e1uoSgW3zms392WjY35I1wiodVq4ZF2Eza1+vvXuDexaH9H1Jgz6i8ZkpZVOxecahY1NLQE8doXLNjZxxsqyGNuOtpBpHSfM/QRizLCZEZ9HVeI6Op9l9/4RHn5tkoFoykQVdOgCjCA4+qWKNZUTRBMVpSyuVRZJFL+PpQp86hcHyRdL5lp74tAQtKrDE0mOzywK4U3jd/q8vnJTE621Lp3yw198vv+Wxv+fqP7fHNFUgZcG42xs8XPj9uU6nwezWm0oyBoJmCLL+F1WLLLEXddtRvr7vxftfIDeXp7ROQTXbSsLOAScVkqqyroK5VuNasl7SZIIeoQiYGWysHNNQ1XlVZakKs7NypCb6KJ42OfTBROW4rDJZkBpfE8kILo+4/NZxueyZofIp4sfRVMFbn30KD/WPS0lSaI15GZlndfkFBhjPlPg77Yv59xV9VVBt3FKxkJoVWRuubhbX/D09ygST/fOsKMtpPN+y59tUWRaalzmQ17jtFTBQwSUTzKTIkFAt/Pp8zrM6m5K76AakBsVWBEqk9tDHjs3X9DF4ckFhipgxB672MS+tKubKzc30VHv4czOMHZF4vzuehoDDl1ZEO5+foh7KrqPK8MiOKn3O7lsYxNNASefeHuneU0qO2FrI17eW2H7IxI6o8MkukNG0L824uHyDeX5sH9gTodvlvDYFP7txWH2HJ4GSeKTF3RitSimkqHLKnPN1iaTM+bWE8Gz9EC7dzpldjmKqlho1+nJvIRI9A34EAhBEMOSptZpYff7twLw471DYlGtuE872mpp8ImAwCJJPP7mtCnac3giaVoEAdz13BCTiZy5mD1yUAQ2kiRhVWR+/Nocb04kCOi8xMPjCSRJwmu3sLbJx22XrTFVP0UwkzE5WAa/czCaMtVgx+YzfOV3R8vQ3woUgappfPHiLhZzJX6nQ9Bv+c1hNE10awEeeGWMZHbJLK5oUNVlzBVV1jT6hODR6gYBv0RjKJpGlnTeWyyFfjmwWxQa/Q5RCZfAIssMxzJ8+w8Car9rfSMNfgdtdR7yRdHZji7miaUL7B+IC7VAl43PXLDKhIMt5paILhaQZdFZNEAPm1sDBFwWbjqnjUt1LplVn2t+l4XvPdvHQCxDSYWL1zdWrVm7Xx5hOJ5mLr2Epmo01zj5H2eupLXWScTv5LvvKSMuElnR2bzmNDHPB6IZZtIl/unRcjdP0zRG5zJVfLJTidVV8nuN62GIoBRVjemFvDnztiyr4feHxfwp6WrVlVA9o9pt2C3JskRI59OVj0vYXPzpWJTe6UXO/uZz5nehYQp3hX0OYqkl/unRI2jApRvEmiHL1VZWJ3YdTzwn49+NARcfO7ediM/OptYAkiRht8hEF3MMRQWn2CKXqRXDJxRjZEnGYVVQdO/H7ojX7JhcvqkRWZLMoocxVjX4mFnMEfHbsSoS+wZiOG0W3r9jBbW69oFxDivrPCYnuPJaVZ6aqlNHDEVPQ8F+baOP1lonW1oDWBWJo1OLDMfSjOrnYOxxEpCr8FA8Ppvmjz2zJiTuonUR7n5+QC8IWNlzeIp9AzFeHy9DG8V9Nf4t/hNLiWfhT8djTCSEwBgafPTsNlQkvqF7dVdyVo37VixpKIqgkVTSX45MLnDRugYeOVgO7NEEpzVfVKs6d6n8kpmYZvIlvvZEr8lR/cR5HXzkvgPm+w3boURGvPbZRaId8tjYuaaBTL7Ij58fMruzlR1V7aab0CwWtJtuIuSxkbjhfZRkpco6D0RydMXGCMenUwzMlekeCX1dMwoK7WE38fQSD/x5jMxSSVjoHJpEAq7Z2sKVOudQUWS6GrzE0+I8LbLEsSlBf7hkXcRU264cqiaQbADxlFABvvb0FoFiOSFZNxLg5bUOAW3X0SCgMZ3MEnRbuXSDKP66bQo/3Tdsfo9ITCWsikIyVzILqA0+4RtfqQHRVudBRTxLAP2zKbp0H3RjbhnIGRC8fRDrykA0Q/9sWkdzyIQ8dpPS8JWn7qIh6DN1TaqGJJkWh4UPfJCfbxSIvb53XMvvDwvU0T0vCaqKkWQfGktwdCpJplBCkSUeOThlfrcxjD3QblGQZMk8z4jPXlUMAqqsVM5oC1b8RjNRQSBQA5FAuSgkSZIpkij2nDxG3/2el8ZEIU5RuGxDk7kuQXm/NFBuEoJOZX6rhmnVougIlco9oFJR3jj+f32it8qm6sQCYcTn4LbL13DFpsYqEadKbmgis8SjB6eqrmPlvDX2FWMIpJT4d1PAwR3vWo8iS/zLY72nFKjSNJD0z9vbH6vSozGUfv/1yWPm2iPyhJM+5m9u/F9KVI8fP855553HfffdB8DnP/95Lr30Uq6//nquv/56/vSnPwHw6KOP8s53vpOrrrqKhx9+GIClpSVuvvlmrr32Wq677jrGxoTUe29vL9dccw3XXHMNt95661/h1P7XjDqPjUvWN7Is6KYx4DS7f4oiFsprdbhBZ9jDLZd0sZgr8D9uupzjX72E1RfsQPrBD8piSl3lauutu8pct8ffnGYkXg6ehc/diSw6I5iRqiookozJjTtiQBwr/7ACO9czk2JS94xTVY25TIFihbS+wS1bWedmecil88Ac/MPOVTisCvU+O1+8uIuPnr2yDItUKXuLVqwUyVyRiN+BVRHy/Wb1SIP5dJ7pZE6vmEp0hD1MJ/P89g3RGVQkiXdtaaGj3oPBaS3DPmAolmbPIfHeNycS9Ewm2K5DW6M6R2JiXjzgfTMpJhM5FEVmaiHPfK5Ee9jNztUNtIXdJ52Dfohcsl4UACqD5JeG5omnl2ir89LgF3OhzmNjbXOAtU0+jAuvakIZ+YI19abo0XAsxXAsXcHRkTmvW9jgJHLVypgttU6OVdgaGMcE5W5CXLcrcjusZncV4L6XRswAxWaR+fKubi5dL3ho9780yrpGP2F9Q8oXVSRZoU4vbCwLuVE12NDsx2mV+f2RaQajKXauFnYjDT6HWWXU9PnSXuemxiGsCGRZ4T49OU8VSiZcLrtUMvl6xpBlmf2DQihjMVdk1/pGU030RIGKb1+1nrqKjvgVGxvNZ2VmIUdmSWNwNkWjrrq8t08oly6VNJFIS5KZCFyyLkJJVU37HmOO3Lanx+SDR/yOKvn4ykRC1YQFjcHhWVXv5Y53bkCSxHNY57Vz7emt+HWeYOW1KqkaM8k8PVNJYRekQ4JkWWZkLst3nznOsZkUI/EM33u6n+ySit0i8e6tTays81LvE4UQWRaS9zfr3Dfx/EuMzKWJpfL0zQqBCAmNnWsbCHlsRFMFvv6HY2bAEfY5cNgUXh9JcKiCnxRLFcxksM5jExwi/Tye75vjHRub6Ay7USTY1OyvUom+cftySqrGY4cmTWGyBr/DFDDrrPCgfbp3lr6ZlAkjbqsTgmq3Xb6m6lh+8Gw/i/lyp0EEgqoJ7RQ/E/fFeB3y2KjXg5qA00p0MYffaUXWu2c710bYNxATCYbO3zIgseI+YSZ8xppYuaSWVGFfc9HaBlZUCAB1hnUPvYq5G/LYdOGbCg4l1fBUg7tcOSS5HAAZHWOj+2bXrT9AIBl+88YU3392gOlkHovO/SupminyVIaPlhPHYkW3Saxj4tguWRepevZmF/OUSir/+s71WGTJ7IaZQmGa4ICqmmYKHVV1VKlOwgV3uQyRtOlJfUutuHaKImORJS7f2IiKxjf1Yoxx7QajaWYW8mYSt6rew3ldYdr1tfzLu1Zz9w1b6aj3EE8v8fUnjrGjLVSlzRDy2Ejrc6rOY0fTjC6RxFVbWlBVjV8dGAcJlofcBN02PrezS78XAvlg7pmy8Voy4X4gvE3f2h7iyk1NfOhtbfqlEv7Vqxo8ZR42wnro0PhCFbqjco9fHfFx13WbzfdrmkbPdNIMiC1KWbwMSai5XrK+wezOxtN53hwXNnb86EdIJdFBlSSJ4M9+wnefOArf/745HwUXbpHVEV/VvgjlorpRBDF4zZ+5sJOSqhF0W7lkfSM1bpvo9vuETY7R0TI63fU+B59+6CD3vzJmogaM9VIykEmaZvJuDVRVJCAsoGRZYmI+y226Kr0sy4S8dl4anGd0LsvxmUVKmkYqX+TBV8YE/UGPky7d0MiXKlAD/bNpHe7vxmsvd1QNTrwxfzW9A1dZuPzUQweZWcxX6BOIjmrYY2Njs5+rtjYR9thQZKFlYFjVGPHdkckFgm6r2TE9sbNtvlm/Lmhw6wUf4eEtF7PqkQfZ9HURWxdLKhKSmWRvbw+hqZpQm0XjknURlgddVXFGvqjylafu4o3bLmb17beYP5ckAaWtXAcqKT3frvCtX8gW+eJv3zQtAmVJYjJRTq40TTM1MMrPmRiX6HtT+XvLB2fAwsMV19U8Gkl0+r/7dL/JiT0VJaDy5dpGH586r7PKb9pYm1RNWMkUVY01TX6CHjtvWVFOxo0EEUSzYte6BpNm9MSR6aqu7ycefL3KSs3Ym0Csbe1hDy6bhc/tXHVKexqNskrypesiJncaBHc45LFxy0Vd5nN6iqbs3+T4TxPVTCbDbbfdxhlnnFH1809/+tPs3r2b3bt3c/bZZ5PJZLjzzjv52c9+xu7du7nnnntIJBLs2bMHn8/HAw88wIc//GG++c1vAnD77bdzyy238OCDD5JKpXjuuef+Omf4Vx6SJJmS2mWolriwfTOL5iI2lynyjSeP89BrkzRPDJoqbVBtT1P5ucbY3haktdZV9pur+K7K6rEsi+8OeWxctEb4uRpQrNlkjg/87FX6ZlJVlaWJRM5cREpF1YRyZgolnjgsEhHjSCQkUyzJo/sxIokqougKybQG3Syv6D4KuW3x94ZXp9Mqc3giyWQiy0g8Q1EtS9jPJHO80B/nkTcmqxaZoNvGOzeLiufqRl+VjLkBAwIYm8vw/Wf6WB4UgehALMsXfyvEewCaawQ/q1X//d7+GL94dQwZjYDLSsAu7As66t2mJUflOQCmobvohpXvk1HVF0IQ5XtlcLbG5oW/miTBmZ1huiM+rtu2DBBQtjuf7S93N3R4Z6ve+d25psxRVRS5SiG1zms3E+aSuWkJGIoxT1p1yO6Fa+oJeUSQcPsV67hsYzNhn4Ogx8Z7trVyeHKB43oS7LAqhNxWJMkIBgTH0EhWjIRle0cdW1oDtARdFCqIG7IkvNfmcyU+c0EnW5fVcN325ea8+JfHy9Y28VSe2/aUX3eEPZyxUojKGEJEKd1SZNe6SJVH7ZqmgOhiFVVqXFYigTLs3rTxlSQ6wx7OXVXHw68J/1OHVWZ7W5BlQVe5Wy9JfO+Zfm7XAxwDEva+7csQUhcamibREfaa80/VyvY0A7MpZElwUeq8dmZTeboj1VC+xoBTwC8reLBj81mWiiU0hLqqAV03xsqQi3dsbGJvXwwJuOmcNtY1+XDZLDT4nWZgoxloDmBFBV/W6DKgiWDyEl0kx4C3hzw2fnjdFnNztMoSxWKJ05bXsKklYH7OIwenmE0VuPPZfvpmUzx6cJKcbiL/9u46NrcGmMssUdIQfLGKczizPUiDz8E5q+qYyxSYWsia4hGV4iYgPFXb6jymANZcpsieY8mqpCbksfGxczpw22QziJbQ2DcQqxKakYCZhayZvAjbD/EZ731LC386HiPksfOOjY0EPXbW6eq2kiSu5UQiy11/6jfvn7EmGYXByg4JCO5idqmEIkmmNcCVGyOsjvj53rP9JiTb+LzO+pMN2d+cTJrncCqekcFZNi2gjOe81kU6XzK5mw6LwhWbGvnQWStoCjixKLLOty53fYziqoEaMD67wgKb6WSOTzzwOpIk+PUAtW4rjx6c4pcHJsVnSdXJtnGtHzs0Sb6ommtaVQdVq+hWS+VgX5HREQQnv1ckJE4a/U7+4cKydoO4LmUtARBrVlvYa3L7KnmWIY+NH16/hY56jymuBYJaY3hXxtJiD9q1vhGvw0KD30GD38m7NjejaqJgYXSLjXMwAk9Vn48lnWOO/t0g1tawz0lJQ/c2F9fqwVfGGIpl0Cp42C01TtY1ldXbXTYLn925qkqczTgngJ+/PMoXf3PY5KFaKqgCIY+NHe0hNrYEzO7eM71RPnDva6KD09VlFs01reyjeXQyyaMHJzk6mSSWKnD74z3IssSZ7SFW1pSDZVmWGZvL8i+Pl4VrRIdaZiiWIZ4WHumGb+RMMmfa0XTrglAhj43rti3ju9ds5NrTWvROcnVnyljrGgNOVoRcwjKrpJbXQFmi3mfn1kvXlOeWqtIUcNBU46A7ImgrPofV5HqX55BUJdK1b0B0rkbmMizmisR1X3OjmG6MkqoyOpcxjwPgu9dsIuSxmzBlCVHoUmSZkbkM9788xtu769m2MojHbqmaOwvZJbNT/vONF6EqJ3e2jUl//euPI6slbD+5G4CrXhOvz33ut4DQ9eiOeKl1WbDIYj8pmoU8kcSDZFInZEnog7z3jd+jqCrcfTfRxTxBtxBT+/gDr5vr64njiaNlCDWaxj9fvqZqbTdoSiG3lb6ZFPOZJfMeG51nEM2AU4l8GfdzIFqOZRW5MlMVlISbzmnDEMiKpfIUiyo3bhfxVnQxj6oJ5BLoSLxaF5YKDrBBxfneM/185L4DjM9nhL2hRtUi1hH2EHRb+bvtraQLKpIso9e0OaMtSL3Pbsau/3B+p8mrNs5jQveWNgp5iizm3ynPXUBS9L+V+OkLI+avDM6wJEmMzWcrkDJ/+y3V/zRRtdls/PjHPyYcDv+H7zt48CDr1q3D6/XicDjYvHkzBw4cYP/+/Zx//vkAbN++nQMHDlAoFJiYmGD9elF5Oeecc9i/f///A6fzv2kYFTX9pSEgcPvjPczosNrKauq8Q4dA1dSc/Fn6qDR2NngfVWqFCM/DyUS2As9eFsfoqPdgs8h0R7xVx2hU681DB9Y0ifd4nBbzOzRNRL6VD6VRiZclzAdaBMYCtiEhIKWTFSp3JgxK00woxsfOaePS9REafA5W6VBDY6No9DtY3+xj17oGE0ZtQNsMaEdldVUcV3kjbqvz8KGz2nhIV7fb0OTltstWm9YUM8k8xZJqBi6XbWjk6q3NWBSZ+cwSibxYYfpm0zx5dEZUU9UT1eDKQhWVHSMDmqXI1XAqSf/ee14cNgNPiyyxVNJMleC3dYb40FltZudHlkSFOZ7Ks21FDZ86v8P8vHqvvSoBAJhcyJliOiCS14+f22FyZC/f2EhLjZMrNjWJAEXT6KgvJ1tz6SUeeHmMHW0h1ur2EZlCialkDpdNfG58Mcefh+PsOTSJpsEH37qSRr+DmYUcPoeFyYUcB3XFThAG3ipCxfaszjCKovChM4WQzLqIh1sqLJgWc0v83Y5l5Xsqi4LBVVuaTfifrhvGmsbqwN6olhpKxrL+HGiaZlZId62PEEsVaKtzc9M5bQTdVrMiLpI8ybyHHzunnS9dIo7NgIS11rqYXsgTTxdMxVoQz8msHuRGUwVuf7zX5HzHUgV++/qkKHicUNo0gnIQwiZ3/amfo1OLPPDKuPlsVXYFFVlmfUuAd21poj3spbnGxYaWGu774FtorXVV8WaNjnPl/qRpQsHQ77KaG9qjB6dM7vqJwW48vURBhf2D8Sohs7e21RJwKCzkivjsCpdtaMSpowLqPKKjHvYKpdeWWtEFPV1XoN03MEdRVQl57PzwvVtoqXEJ3q2MCbE1RlPAAVIZ/BHy2NjV5Te7gAYfpzXoIp1XzaQuW1D5xStiHhtryrHpFI8cnELTNDw20REZ16Hi9740ytmrQtR57YS8hliRZHahZV1t9KNni66XhGbyjtEMX+zqaz0aF3zhPYenTO72ZZuaqPc7uenstpOq3JVzAWAuU+CPPTNsN87hlImqSB4Ff6/MZ9q6vJZ/vnwNjX6HKR7T4HfSGBCFTqtShv5WCobFUgX+ec9RFrNFHRZZDbwJukUhQ0D0xbj3/adz+YYIV25qRNbXfqOSP7WQM0VDDFsYi1y2cqqcl6dKRkfnsnzn6T7WNvlx2RTiqYJpoVWVIFYkFACdDV6CboFcEIq+1clE9XWXWB3xEU0VTI6qhODbx9NLeG2iMKeqWlUCriL2IgO9UAkRNIq50VQen93KZCJHoagyNldGywTdophm1QVhKuf41VtbWNVQDXOVJcn0+4wu5kES4ol/KYh3WCWCLhsBl5Wg20ZRqyhgShI1LhuayefTuGhtAz+6bjPdDV60I0fF8Rw9ano9xlIFNPQODWXtidnFAvsGYgwlqr3EmwJ2/nFXd9UxrQi6aPCVrW6Max3y2HW0jBVFrlZmXt3op15HJlUWozVEJ9QQPQOJX78+ydh8xpzbRnJuQDxlSSKaKvCvTx7HrihYFEUvxkhE9O8A+D/e3s6eQ5MMxtJ8RVdw39EWos5rozPsxee0mkJzv/jzGPOZJRP9kCuW+OZTx4imyqqvqxt9qJoQamqqcTISTzMcT9Hgs3HLxd188rxO85wPjCaElREibqp1l2PG2y++iccPjCLdeedJ91uRxLqk3wAA3rjoalRZ4Y2LrgZgz+FpeqYXGYiKIshgNENbnUcULPS/M1wYjOv8TG/UhBRLuiiTVZEJuW186+oNVcn90amkmUysqNAEMahsRePZVVVzMfvyZWtM7u5H9XWx8jMfPTSlz7mTx0Qiyx1PHGNah+pqJwgrGboqjx2eoqhq/ObABPuH4vzmwIT5nslEjvlMef8rFEuMz1fHrn16ofGu6zYT9jpQJMPCrtqpIp5e4sk3Zwi4xPwwOqqdYQ9Ikmkf2KZ7Qxt7+0A0xb37R/Tif9m66ET6ijE0yhxnTdP4wJkrqo4DyloDAjHx/xHor8ViweFwnPTz++67jxtuuIFPfepTzM3NEYvFqK0tK4fW1tYSjUarfm7g7WOxGD5fuWMQDAaJRqMnfcffymjwiYXG4BVpmqgafXZnl5mIGIEgQCCndynnhXVMpY+qMVZVYOif74vz0mAMNJWNLQFUVWV6IUd72I3PYWVvf8wUcTLmdyUnFkTi8tMbt9Id8VVZVFy9tZlNrTU4LTJ3vXeLyV+1WxQuW98oYH1m5c1IVAVvzRgjc4JbMZvMMxBNc+ezAxXWHWWPyR8+P8Dbu+p48NVxXcVTMo/PON7GGhejczlzrgjVVCPAEd/XWwFrAj2BLgm4nyKLReG+l8eMC8GKOo9pTXHPi8OMzZftJMI+Bw0+J6safNS6rNTo6nRd9R7O766nrc7FUCxtdsyiuqpgZTdNF002IR2KLJscJWNE/A5u2LaszBWWJaaTOX70nOBsKrp4ze8OTXF0UnSOVta5uXxTC7s2NJpdTYDROeFvaiSQfTMp6j02Pl+hDC1JQgTKLDLIwoZARSy0xZJaJV5T2V0wfBE1xGId9jpwWhX+dDzGb16fZEdbCFkWScLIXJb7Xxkjml7ipy8MmfBuCVjb5GNVvYfLNjSaHcJevcN/ZDrNv1RYLi0LujmzQpVQ04RQgoRmogZWNfhx2pQqHgnA0z0zFPVijlWRURShPh1LFfiaLknfOy26f/e/Msa3/9gnrB8kTH6zsZhLkkRL0G0WMgxIWFvYQ4PfTr3XfpKyteGzVqffg2V6tz7ksXH5xkbRUa3aeDQS6TxTekHHbpG56Zx2Ous9XLetlYDLytGpZFVX0IAgRfxOHU4oOGwCfidzYmfqxERD1UTVWNGfK+PYaisCg8phBJQiqSgfvKLIpmhF7/QiIY+NbbqthhEcGgq9FlmmqGpctUVYMp3dGWJsPsuvXp8ASSSnxZI4bhnRfTeHvp6aXCBJotJ25u8AACAASURBVM6tmP6dZjVfApddMSGpLpvMJ8/vNGkBAGsavVyiw9sDLiv9s2m66j3867vW8ePrt9BZ7xWfVxEIgwgIphey+toj5sP0Qs7kHSdzRSRJdHIGoym9wCTgzF+7Yh1/f+YKc/236Z1hSZL4+pNiTlYmUJXzo9Zl5dxVYdpCTmJpQb/onaoW1xB2SCLI72rwmsVBSZJoD3sY10Vo8kWVmWROdPXkcoGxpGkmvN3wuvzAjhXE0gWiqepijHGh1zT5qRRGWdsUEImELPHJhw6aPHURxI8yFBNJuhGIG3xN41PfnEgwnylWnbxRCG2rc3PT2W10NXj52pXrODqVFBY7+josS5LOT62O6BRdNE3S95zfvj5JLJ3nxGGs5UcnhervwfEF/A4LN2xv5U29SHz+mgZKGqaVW2UR1+zcSUZHXb8vevK5rNbF7g+eTmuti4lEVsAQF/McmVjggtUNjM9lGY1nThJNafCXhZgqj9Xg7+05NEm2cGpRHWOsbw6QzBexyDLfvHq9qb1QOXfMV5JAeHRFfDrsv5zwGMX1kMfGmkY/l29sMmOYsfkMv3hllO1twaqO6p7D04zN50wPZOM6j8YzTCVzJvRUNJjLfumKLJ8k+lINby/Pu6mFHEcmF5jU9wGbIvHurULo0VjPzfcbsQsatW4rt1zcZXrPlzQNNI3phXJy8snzOtm1vpHWWhfLgmU1ZpBQFMmcW6Ko0Gye355Dk6iaxud3dumCYZJ53DMLOV7oj/LZnauQJPi3F4aJpgu0hz201gqFcp/DwunLa1lW6zJjDMPmr85r53M7u2itKSeAleNUSsDPfeJW9rw2wv03fAaA05YH6G7wmt7z7WE3hZJGS62LyYUcsVSBfj12i6YEZ/+05TXcesFHeOCFAaQf/MCMIZtqXHRWFLlBQH/fresJrG0qI3Au6A6biDsQxXdD9ddQmK/z2mkPexmdL6NeQCTKf6lruzLk5pPndYjio91CURPaKSayRoKmgFPv0GpctbWFra01pnWSQU/46pXrzPvUM5XkB3/q5+hkEk3TODye4HO/EqKm3Q2i4NBfIcplDGP9vO0da3FaFSRApuoBRpIkvnHVBj76wAGOTS9y/yujHJlcYFW9V1iR6fDv3umkqYNwqqFPWUBHZ/lPzs0UWRa8Yv35+n9Bnorlv/JHl19+OYFAgO7ubu6++26+//3vs2nTpqr3/KUq5imVrP7CewF6enr+4u/+d49cLkcslqHD5ebpIzOo2SQWGYpqiVh0Fr9qZ3ZePGixWJSjRw2auB78SRJHjhzhkg/cydVr/dy4uRbuHQLgd/sOAnBFt5fp1BL3vzTCwvw80/MpDgzkOTidZ1OgwFfOrePxY0nILZDIqRxOL2CRMQOo3+8/RDQqSPLygkr/bIkjQwld3hvUTJJktkhrwIqcnGJ6Js1ivkS+kCe5kODbhyZ4S6tYIA/1j+O2SgS1BLlshlhMbJjWvDA3n5+fo9mW4eq1HqTEBLHYPMOlBY6XNLRsng9vDTCfKXJFRy0vjiwwOZmhT05wWpOTaHRWbABNRf7xrCAvjiwQy0sU8gWef6OX6WienFMEex+65xVOa3Lidyj09JQYm84ymVzi0TfmWOHMCTEDROX76GSSvQePE0uJa7+r042WnmNsbNG8LymLzJhtEbVUolQqEYtFUWSJGkVjYDLNvcNpzlrh4fx2D4++McNblznZsy/L7Owij0/PYpWhoMLobAxlycHoSIbobJbUkoAApVIFZmZK2BSJuYy4ZiPDw2iZDO9c7eWHr8QZGRpiejqDWioxODTIzFyBYyRQCilmp9M8mYqb825ff5QHnl/ifZv83PnyHHv7ZmEpxZ/HxeJpXMtxLcni4iKxmJiDhVyWFw718+gbcaRcktTcDJkmF7GYKJjICyrx+Bw+W3lpG5qM0RqwsqbOilXW6Ag5KapZEcRPTYKmsbPdxWSywJZVblS1DGuMRaMcO55Fyifp7e0lFptDm19iR4uTVyez3LDewx0viGBjYSHB4NCQ+bd949PsHU4zHY0SXczTNz5NjUNhS4MdLZMgVsFL/Mbvj9BV52B5jZUvnFnLQjrO8wdjqJkcF7a5eOhwgcGhQc5c5iBgV+gOO3hpbI5cNs/Cgkb/QJHDE1lzPoyVktR79O50TszDoaEskloiHo+RSyoMSgukZiyQW2BHqwMpMUE8Ps9ye5pXhwtEtDni8XksssRAXx8lVSUWE8W4mVnY25dAliXOXuFmaWkJOTPH7Hwev10hk84hJSbY0eqA3AI9PT0Mx/OMzhXILKmMykkOTGZ59HCC7fUlYuki8zaFaFScQ+/wFLbcPEldPCoWi2JTZIYG0ywVl8zjsCky8cUSVhnmcyWOHi3qhcQ508N2fb0NtWLuBaQMBVVc+0OTi3gtRZYFbKwIWJmfizOqLRLLlNA0mJqcQEOjoEODR0aGKaUynLfChZSYYGIiw1ymiLpopSea51v95UR1fHaeZ17r4ScvxcxzqLFpyIszVfdlXFokk06TkHLsHc7Q5LNCKkY8ngMN9uzLsLLGhpRLgqZx3Xov339pFmspw44ttZBapHdkjmcGU2xrceG2yUyVUsxnixRLKj9+vp8L232sCYuOWzwe5/ljSf5ucw0Hp5KMj40yOJnmd6+PkX97A7FYBkveQnutnfm5NF/eJ7yBP7L7z5zR4mRbq4edbW7ufaNA39gMNU6F/v4smVzBfG7bau3cdShOR9DKoWkBn/7QPS+zqdFBrdNCT0+JQkljNppAKmn84ZU3eejPM5y53EVPj8rYQgEtnWdHq4M1YQc/eXUcNZMk4rOwMJ9nISFR71YIRZzmtYznJVYvc1PrVJCzCWYWNI4fW8JhlYnFBFe8p6dELDbH4FAat1Viz743iEZTWBWJz+yo4bNPTENOUCxOa3Twwkgcr5yj1mlhqVBgaGiIaCxJLiXWm7/7yUukCioR3yQ9wTzj42msikQ8U8S7NI+WLjI3l6e9ReXatV5KySi9UzmKJY1jw5M81b8ImaA5PwAGB/IUlvQ5rmmctcwJuUVielLe01PS15dZ9g5nOCNcZEerg6Cc5pNnBDm9WWY25kDKJ1kXtPNGjZUaKUssliOTzjM7W41lGRsbpW8sxaBbrHtDA4PMRtN4S0lWWt1MTaYppZe4Zo2Xgbl53v/vU2yK2FldZ+OloRgHRuc4v10kdf3jMzT7bfT1pavO6dVknINjCWqtBXa0OhhL5BkdHSEWy1adk3GfOmqtaJpKIjHPxHiRhWyR42NC4MVrU0jmVSYmcsTSS5RKKvNzcY70FHEosHvTJVx38PcsvPvdxOMxc0/o6Skh5xfp7e2lb3yWF4bTqEhIhTS5XDlROrPVAek4Q4Mp/TpPs3c4Q7MtQ51LZn5+Di2nkMxrzGhpFnLi2BdyKseP9xKLJcxzyiypTE0nyRc1jvUWmZ1NoKERdltoq7GJfaCgks/nseQXGJ9YpFhSUTWIzk5TVOG5tFi7jo9O47QqyN48hXye6OwMC7kS07Ece4/PsmOZi1qnhd7eElI+yfBIkbzOiYrHY1hkePa1BfKF8vpZKGo8c2yBTREHO1ocHJzOYcnEiMWTHMqIteyJ/QcpZdK8dZmTdusCPYkcF7W7kTILjI7kmc8WicZyTMXy+B0Kew/18egbcZZKKon5OXp6eojH5whJDgaGElhTJycmlToZAO/o9vLAy8NcvMpHTi8MPHcsyuP7DxGfS3Nxq8bLc3Mc7V2i2Z7jtreHeXFkgdJCgXev9TKfTQpo7bCAlU5MTdPTkyUen0NeUIlFFzjam+b42BxHjxaJxebp7S0hF0RM1dtbhn3LSxkGBgbM18lkkp/2RQk4FB7ffwgpnyaeh1BziVvPDvFYr1gb3tLs4LqNtewfFWvTiXN80pZGXVLRcjlu3l7DV56NEo1GebwvxXvW+bEVS4yNjSHlC4CEJb/A6HgaWb9UsViU2ZhEU7sHGZiemiSaKVLS46++8SQvDKe5cXOQ772U482jPUxMJemwu9nR6kBLlZ011Mw88byC7M+ztLRE3/g0Q7E0dgVe65+g0WfDpkhc2FTL53bUsqcngVWWGBoaYsFlgWyGeLZIcl5iz7EkfrtCb98gMxOjYu+qKAhE00WWinoekVvg9eMVntazMwJiP5hhIZ0lOjtLIq/S01PAosjkcrn/1vnUfzT+S4lqJV/13HPP5Z/+6Z+48MILicXKN292dpaNGzcSDoeJRqN0dXWxtCRgEnV1dSQSZYjgzMzMX4QWd3d3n/Ln/x1GT08PoZCbS7Z3EAjHGIyldShdEskVoKkpyFA2DsRoCNfR3tkODHE81Mqq2AisXk34jm8zdO9PAch1dsMVXwegsbkZmOIfLtvKL/48xs5NdlZHvFx7loUnDk+xsnGJXTtWY7Uo9GeFoEQymuIP/TEuWhvROQcJvrV/njM76gh57XR3d5LIFAiM93P1Fh8P/HmMUF0d+fks2ZkYUqCRcDiJPbuEbapI9/IITfVFHn5NdCd/35/mio2N4K3B58kTCglI39u6wvz6WJa1K5uIBFysclhY3R4iNHEc1a5wzwvDnNsV5pzNbbwyPMeuLc30ZY6LSrvfxUw2TofDT8hrZ/XqTlYDx9PHRJdYyfJvrycF1r/eB8zxkxu38XTPNLOLBbq6ukjY4hSjKS7d4OScLSs4MpnEYY2SWRJiCw2RCMX5HJBgS9dy0vkiLTUuYJpQqA6nTWFVRwTpj7NYLBZCoTpsFplUvki9LGF3pfndwWnO27SSyzZa0TSNO/bFWRPx8cpwnA+f3c6ykEdwkmWZlSvCvLkwRdArICFudxZcXkJ+J0pmCZhn5YoVDOVm2LSshh++EqetrQ3Nu0jWEmfXjrU8/No4ra0BpKkRJJeVu/48bs67szrDPN6X0C0A5rh0QxNBt5Vtqxzc+rujaHYfSBKtLWHcEyMEg35iqQJuF2xb08bMkpNat5UfvTbB1jUdhEIWNE1D9TcQDMrkiyVgHosMm9sjxNNFjs2JTurGznpG4hnk3hStzU0MxTNsCFkpDCfY2hXm5aE5/M4MC9klGiMNtLVHCMVG6O7uJDR+nM5V7ZwxY6OlIUtzcxAQa8afRrJcsKkNp3Wa7JJKe1M9DleWFwfi+B0WOpobQJKQXXka6r1YUwVArCGntYV5oS9GayTEpTvW8MAro9z3TD+bW2t4YTBBe9DGJds30J/tp7nGSdBt45svviEEYuxuiq4QTwyI7q5m99HUFGRZ0ANMUlcn1qW2tgjWF+epD9fjtMp0djYQ8TupGz9OSNPQAg0Egwqqx80v9/aya1s3oZAFqyLR3b0SjWFCIdExDnvtxIvCIzHksXNsboqW5mYG0rNEIj7G8wlWr15N54R4rru7O9Emk6RsCQpFlbaVQTTvIhnFwyXb1/LssVncNgtR5oF5nh/JsnZFI8uW1QCTBIMh7FaFVZ1NSL+fNo/DYVWwZQssZovsOz7Jx3Y2sbrRT2j8OGoyB6RY1hBiVpUAESDIrhq6QhaeGRxkZdDFxhX1WCwWXNFp/jCU5cZIPZpaAOZpaWlmqaTqsK8obStX8kpsjPURJ6tXr2Bcm0ZOZFke9uIIZDlng5UP3vsaAaeF4/NFmpqb+eCZfr75hz5CwRBkE3R2dgBj5n1paQngHi3R0eynJlCgs95NKOAiWBLiM3fsi3HXdZsJBhViqQJ/v3MNo7kjNAYcdHWtRJKgMzqIx5fDbZeZTRYI19egpApI0gIfOacDp1WhNegGZtjQ0QKOBbavjXDvGwc4f0OIlnoH158Z5tzuMEPP9FMfcNLRGqDkTrJ5FTz6+jhP98bQbG40d5ArVvm59439dLTUAxKaz89CfhzN7qPO5+B953XwlnVJHj80yYpIkZ+/PMpPbtzGU0enkSSJ7u5Olkoqe2cHWCppXLx9JW8kevE7LKj+CCuDMllHkrwtzU3ndRAIjWCVZRw2hZFMjD/0zPDu01pob28BJqrn+PNxGhoaUFIFurs7BE99vDwPg2PHUN0uPndRDXe8MMRb20OEa5xcumMFn33yCfOzupZbsTjn6AiLzrZ1LA/eMCVriSf6xVy654Pb+OojB1jb1kx393JGStNYFQlHKk9bkx9rPENfOkZ3dzdJe5xneqM8NzIvunChIDfW17F9VR3f3Bc153RnZyuyUp7jrTaF+XQBh06L6O4WAmMdYzI1gQK7dqylP9tHU62L05fX0hp00Tkpznd5a4DmCY26sOgQjWcTNNTXUdLpLhBH8oZ4ZTLGlo5GYArJX0+gdoHm5gDd3Q1MaDMsRVNsaAngGJnn/efW8vBr47TUK6xoKLK2yU/Eb+dXRw6wqrUBl83Cqs4WYIRgMEQsVWBLZ4jXoxqdLUEkSWJuKU5LayuTxbny+qBpaD1vEvLYWLGsBuv+eWpqajn/tE7u2BujJlDLY4en2LmmgVq3TEPEj5rIoUlJGhvCtHcsYyye5tYLPsIjH/wCv/7oDkJ/OE53dydXfe49dF//EFdd8m66r/05HWMyZ65xoKExs5DH7igXDTtaGmhq8NJe7wXG6WhuoCZQ4KxNrTzUc4B9YzkhpuQEzWkh6BbdTWt2ia6uLkJTA+Y5ZQpFXooPMbWQo6urC7X3iKBsWBTCNRL19XU4sktYp4o0NkawyJKOwIgjuWqoc1k5p7uef352hq7lERZzJVauaMT25yQN9fXIi3kaybBtlcvslBr7VGtrSPd1FnNpPlPgh6/OoCKj2X2EPDZq3TamC1YOjiXYtT6MbS5Ge9tK1OE+Htfn+Nf1+KuzTsQ2hbEERVeSpZJGW0tAULdSUXrjE2xb4WX7unYmC05+9doYODzimoz3sWJ5DQ6rQvfyMmoRRJMnVxys+tmFmzu4+clbaPrKbgaufA+rPvSPLOaWuGT7ao5n+ujq6kDreZPmZSuIKwl2bWrmeOY4za21LJcl9g/GkVgg3NBEjStGweY1j6O7u5NXF0ZQvS72jYo9IxSymNcNEnrMrh+T3cWKlSsBEb+43R5u3BGhzuvk4jOW0ZcR3P/KuG//+DBrltWza8ca+rN9p5zj7SvriafzzElJ1rcH8e+fR7N7uXSDn8u3LeMD97zK2pVNhJQikKSxMUK9rrAPM+Dw88ThSYK1tTTWOJHdtayL2NmySmHX5ib6MsdpbVC54a3L+d5Lz7DkqScYstPd3UpnfIjmJj8fepubHz0/yILmpjPkpb2tCfWPs7Q31RPwF1gecvGj5wc5NJvmzPY6uru7WS1JHE8fo7ZWrD3xdIHB/BRKqkB7nZvGhhxPHZniS0/P0FLrFLoRjWXlfH8ii8o4oCI5A2xcXsPhuMaB0QQJ1UVn2EtDcx2qFCOBkxdGY9x0YTPdTX56enr+W+dTAK+99topf/5fsqf5+Mc/bqr3vvzyy3R0dLBhwwYOHz5MMpkknU5z4MABtm7dyo4dO3jiiScAePbZZ3nLW96C1Wpl5cqVvPqq8FF86qmnOPPMM/8rh/LfYkiSRFfEZ7bYVU1YUOwbjLNbN7yfzyxxcExUizorxJNCu//NJNk7jperHfsGxEInFBwFzFJRBBREKOk5ToJ8BN2C42Kq/wF3vmdzFe6/b2aRXx4YL0NX1TLEZ1WD11TMNPxTNy8LcP02wR28cftyVE3jtj1HqyS5ZVnCblFQZJmiWjZN1jSNoqrxpV3dOrep2lxc0zQ6670ikDwBgmhAKgG+vKubUoVAwdomH7MVkMuxuSz/59P9gh9qQsLE6Ay7WVYhPFTJsy0fB6ZKc/meGgqYEm/vquezO1dxqQ5TqfPaueu6zbSH3Xz07HbO7qrnso1N5v0YiWd4+LUxEyYSTeV58JUxJhey5vea6pAVx2XAoAyY3LHpFI+8MYksSXzlstXl40Xj8xd1CR4fIMkSP39lnGUV3BDDZiWZLZYhY0ui2mx4iN7xzvWmeE4VH0m/DDZFpn82Q9Bt5YI19VXiTCVV48BIgp/uHWJ6Ia+roApIlOFRKxmci4qKoOFBKUsSd+gQSKusw1Mkic/vFAtpPL1Ed8THVy5fg82AsWga8+lqD7f3nN7CwbEE29tD1LqEkNWKkJubL1hFe9jNZy/qYmBuyVSztSji97vWN3L5pkZeHIijqho3bFvGe05v5bHDAtZzMq9DMrmCxRPOqfLaLQ86+cTb28uKwFo1bA3E81LrtlNnciKF0NYjB6eYTuZRJKp8EcXfCOVGWecjjc6VfRQBBmIpE7X3zi1NNAacpmiPaVtxgu2Jgeo1eISVKoPGmhF0WymVSuZGIawjxKtB3dsSwGlTeM9bWlE1jd++Lp7bcUNYRL9Ug7E0v3xtnBkd3mVyciQBS15Z5+ET57Zz3wffwhUbm1gedJtrieDJcRI8EAS/GcS8Pm1FkNsf6zHhWHddt9n0At1zaNL0iRU8uLLQRJ3XznymyDO9s6bPLUi01rrFOgBcc1oL0ws5atxWVjV4OberjtagUKPtbBBQOFlXCZYlCUWRWRFys6rBx7ev2UCNy8adz/YzrPsnG7fXY7fgspVrxmW+sGxSMVY3eqvWXAl0CLxYp8NeO/G0EF8ZiqWr4GHLg8IyQ5IkNrcGOLcrTJ3HdtKVzC0JubBZnYN1Km5TLFXgjieOIUuYsFADilsJjJJkmVp3eX4WShq3P9aDqmnccIbYT9Y2BfA5LCetD5IkYZFlRucy5ho/Op/lVwfGOLtTwMwf/PO4bgNSfZCK/qwZkEx0jpuqaScoQZf5kCC6Uv2z1TBcAe+tfl4Mio/xdyuCbs5eVcdb2w07Fo+uaSD+RpYEn05CqKyXNI3HD0+RyBaJBJzmvg6YgmIG9NxYt8cTOTwOaxW0/0Ti3tGpJL87OEHfTIquBi/XbWulzmsXwlSKEMvZtb6RoMdKIlMw9zpN07DKgipRVDW+8tRdPPzxt1XZoKx/7CGkUol1e35hXrvlQTdtuu2cpsHpy2twWWWOTS/q/uDV11lRJGyKbIolzWeWePCVsQpop3YSvF1CYnohx+8OTrHn8BR7Dk3SP5vm3v3DuiiRztUDXYgGGnWofUT3sTfWD+EdXEnxwNQPaawpc1SNazIwu8hQdNF8Xeexcce7NqBqmknJMOg1pr+tJu6h32nhRl008K73bq7y2ZUr9g9jXwh5bGxdXovPaWEwJtZ1FXjqyDS/OzSJpmm0f+XzbGkLn2RPY1CsDPpYtrObyYUczQ/tRlZLtP36fi5cW8+zx2KoqkpMh7vvOTTJ0YkFDo8vUCqViC7mKRRLpoqyJAn3hM/t+T5fuGw9c+/7H+Z3WmSJtjqPuWdomsbhsYRpc1g5fv/mLP2z5a7f3oE54ukiP9o7WGVpY95zSeKidY38oWf2JHuWSjqMomt8GF6pn72oiz/2zurcZh9fvKTb5IWqmmbaRVbywS9Y3cCvX5/gsztX0RhwUNIEv9NYx+t9Dp7uFd3z9/3sVfpnFk09gJKq0q17xPudotA/lxGxUzy9RNjn4O/f1sad79nMBd3CR9c4n8q1pzI2mE7m+Ld9wyR0NNO1p7WYdnHm3KTs7BDy2ECCr79LaP201QnY+MYWP//+vtPoqvewc23DScKMf4vjP01U33zzTa6//np+85vfcO+993L99deza9cuPvnJT3Ldddfx3HPP8bGPfQyHw8HNN9/MBz7wAd73vvdx00034fV6ufjii1FVlWuvvZaf//zn3HzzzQDccsstfOtb3+Kaa66htbWV7du3/9VP9q85BK7ceKVx/bZWTl9Wa6qMKZLEJ39xsOLdmCR2DTEBi/4ytt8QILlv/zClUgm06k1Zq9Kb1T9VkkyhFICty2qqFmCA7oiPd25uMjloU3pQJsyHJWaSYnPMFUsosgimmnTF2OYaJ0GPnQ/sWMFANEV00bAB0MxNoFjSTO5jLFXgJ3uHzGqletI5iI3EEHGpVBk0gmeHnqg/3RtlVg9wJUl4FxoL5YqQi4+fKxTeBqMp/v3FYTMKdFqVqgBqfF7wO4crjZLRhMqpvqGIAKccpGiSxNu7wycpR8qyTFON0+TZGqMj7OGa01tM77Z6r51rT28h5LZXBRuVPLBK7heAIgsbmndtaaa11snoXBaHRYTpiiTRUusyeXPG56+qFwtSnR6USJLE0UkBxdu1vhGPTWEwltIXWhHgGucbdFv5wXs3mdce4GtXrmPfQExXanTox6gLDaDxm9fH2bmugYjfTlIX01I1TMEbNI0jEwniqbKgyVKpRGwxT4PPxp3v2QIID9ZNLQGWBV001QiIZa3LgqZfy4JuXxRLFXjueNTkqF62IcLevhifvajL7NwYm0xLrQtZlrl0fSNnLneZSZgiy5S0stjU+3Ysp4RGJODg9ivWcumGRsF1OuHhkiRDrv5k8ZxKLpeGVOW5a/zNfzgkaK11cvG6CI1+B4v5YpUvIojnZqmkMp3MMRhL85O9Q+bvx+ayfOcPfUR1T8EGnxB6MaxRjGTC8Fc0hqZp5t9UBu2AySUbjGbYc3gGv6tsyXDKU5AkmgIuIn4HV+oKh3c9N8B4BR+8o87DZRsbzQBClvWgTS4neLFUgTWNfiIBJyVNWP0Yxyr4zyJorFT57tGVSKHaqqNSIMpYT7obvEIMo1Sid2qxat0OeWyc2xU2k0MNTSTbemJy/RnLuO/lUaKLeQw/aoM7bFwWTRNFBMNiRVUFh+yyDU2EfQ4+cnY7EsI+yDjm05bX8osPbatSsja+XwJ2rqlnz+EpMxHRNGEr8egbE/TNpsxzMOZhe53nBDGecnFuXUtAJOPJwkn3cm2Tjx/fsJUGn10IhJl0RY3ZZI4jE8Iq49PndSBJ4lobiUrlR2kn/B8Ej/BLu7oJuKzmPQVRKJ1eyJn7h7FHKLLga5prfNDFh89qM4Ou689opd5nP+kcjPthFCZmkjliizlietJ3Km9CEGJ0//jbN6t+f+JnlwvRFcJlkiQKZIZNO+oG8wAAIABJREFUiiQxU2E/MTaf5ZE3RNHQIku06wF+vc9uiktVfp+qaaZSNKDzJcv2YsaFHY6nTT9kTdNYHfHx1vY6IW4UzxDyiDlseFgahZt4eonnj8cYn8+YXMhZXbNgecjNDa8/JlRef/AD8+sOXXI1mqJw5NJrzJ8JJXyxZ/fHc3TWe/jaO9fzQn+Mu58fYiCaqTpkgxdrrDO1bivvPq1cVF/ILPGx+6vXPEmCWrfg0ht8xvawmy9fuprjsymmdRG7kqoytZBjbD5t3iRFT77LXNFKsUshbvjUkRkWc0Xz+4z4I7qY544nj3HHk6KzLo5JEmJTmrAwK1s6lZMOQ/W9pAqPaOP3jx2eqlAgl8xChiyXReH8TiupfImvP9mr8+XhjJVBvv6kQJbVP3DPKe1pjERm36+f4ZevjPDEA0/xwz/1M/nuG1BlhWOXX8uvX5+kL5riR3sHhRAiQsV6OJ7hZy8O86O9gzx2aJKhWAarIs5D0zTqfXaufu33WDSV2vt+Zl4fSdPomSoXUmOpAh+891UeeUMUKI9U2JntaKsxdSsUGd7WHmRtk4+vXrnulPYrIGzPKhXojbG6QhXaqsgUSyKO6Zle5MLV9eZ8Mnj6xrhgdT2zyVyVH7Yiy6xu9PH1d23kUj1WmpjPVImiqZrGhavrAYE++sVrE3x496u8OjzHcDzNV39/jPY6N4+/OU0sVWBjS4Cfvf+0qrmxOuJndZO/KqmvLJgZ8QQInY5bLu7CpYue3Lt/5KRkXtM0U827VBIUGyP+nMsUzWLsmkY/iqIQ9Jy8Rv4tjv80UV27di27d+/mmWee4amnnmL37t1ceOGF/OpXv+K+++7j7rvvJhgUPJGdO3fy8MMP89BDD3HZZZcBoCgKX/3qV3nggQe45557iEQiALS3t3P//ffz4IMP8oUvfOGveIr/a4axUIGY5EYi0lwjgvamGiffuGoD157WQsLhNpPTPTsupyTJSIAlJSblWe1BPv7AGzR47Xzn6X5eH12oqgYBVcGBMflPrADfetkabjph8RfVd+FdJgO/fn3CJLDLkkSdVwR0dt3GoFIRVdK7jOd01bFlmYCg7Dk0aXqmSXowbVQxgx4bN25fJgIpVdU34PLxGd0mcc3KnamjU0lzA5BlibY6UbWOnII4DiIQ1BAbgiRLokiwIogEBNw2swL11SvX8ZO9gxyeSPKdP/RVHYdFEQqP87mSXrXLm0d6oupv5TCqqJVDUWShsqlb2CiKTCTg0pOW8rVUVWMWiC7ZiYIXRVWjMeBkOpnnx3sHObszzHeu3sCLg3NCHdDclEXQLEnCfgZEQLA86KIr4jO7wPmSxnf+2EcsVWAikeMzvzxoVqqFuJC4hkcnk9gtMivq3ObGIKExn85XCYZ94rxO1jX6mF4ssLcvxngiR1HVGNHnw5HJJJ/91SF+eWDCVLE+OrXIrw6Mk8gWdWgVfPDMFWxq8TMYTfPEkRlkCV2dUCARHFbFDLTOXhWiVFKZTeZYVuvih9dvYde6SHWHHxiILpriVrU6VzO6KLqVlQqYiiTxnT/2M7WQQ5KEF+ypOndSxf+NDon5u4qEqLKbYlyn8r/NyJ+5TL7q9dh8llqXVcyZisS3PB+EldQDL48hS/C+HcvN3y8Puvj4ue3Ue+1CDXYhy0i8bN5uJBMneslFF/P84ejMKQUrjM9uD7t5/47lfP2d68xziKUKBBwWOsMeOuvLFV+x6YprCHDTOe3U+xym6MlgLE3Qba+yAJiYzzASS+t2XmkzmTBUgGVJ4p8vX8Njh/8ne+8dHld1rQ+/e59Rm6oujbplSZYlN2xjm2JCcyim5VINNiUQCC1AEpIbktxAOpDkhtATSuglQOg1lIQasAEbXCXbsrpGozZFZaQ55/tjl7P3mZHsm5vf81y+h/UHWO3MOfvssta73vWuHvSPJtEaisn5ALB2LHPL/JpzIARf+mOpGbStvaxX47a+GC57+GNs64lqgi2iTQMAPPD15fjT27vROzIOAuYonX1ANXJzWHaLtXoBwjFbACQcS+ChD/bgzW0hUGJpbRkIIajMy8HsYi/uXLcEBZ4Mufeqisvq3CEEuPyIetz48nYsKM+VyHxTmR8rZhfg3dYwtvdGpZgWAxx1MR4IcAVM5XbNssq0GVXx9/2xCby+LYTt3EkKxxJ4dmM3zr9vPWvNQQhuer1VBnWWuFk45nhsAiHewoO1/PJJka8MSrC5ewQjE0k8/M92W3zPNNHD15dlKQwTyvdUDs6V57m5sIj+uSJLL4AJQoDXtoYAIIU1oFrQz4Cq6X4urDcyhinTZvdQngUV+8Wu/hj+tjWEziEGAFfl52D1/CBmFXpgGBRTliXFgxiLJ/V8FUr4Yt9WfQuAqbH//m8tkrEjzsv6EhYEN5f5pZjc1U9sQiLJeheHYwkUeDJxWGMR8z02deOM5VV4YkMHtvVGMT6pizQJh/rNy69FPD6O9799nfyZWJt/eKMVP30zhKc/7UFtkQcnLCzDN1bOQl2RDTCx92Jngggg91oQ5isV+bJw+1lL9L6ZAEKRCZT4s+RZKsDH35++SPbfnJgyce87u/HgB+0SxGRjqZ6v9nk7PplEMJCFw+YUIZDjkuMv/A8A+O5XG/CfxzBxQqF03dIfY73FOSDqdAmmTAs/fX4LBrlQH6AHV+K+ppKm3FPEmLA6UwvfWdXAs7OsXd4dfEzCZ50Lk6a2p5FMIS5kV5XvxmWH1yPzjtvw0DuteOr8a/D0x4x2e+HBs/j8YAJNy2bl4eKv1OKilbU4bkEZggG2Nx84uxCZLorO4TEMrj0XSf65oegEzv/zemzqjuB7T37GhB97Iij0ZuKWM/fDKt73/fz71sv7o4Tg2ue3AAD82RlcWZ1iTpqWXPK9q3u4gwUhFJdhmfhgVxihyDgufvBjtPbHuQ9E5OeKFXPp4XW4//02fNQ2KPep/hhTJW8MMlZA78g4Hv2oQ3amkOAeFw298sh6FLhdSCQtvL9rEH0j4zjv4BqMTyWlwrzqB8hn4UedWMdOkUQ1QWFw4FbM2XXLq1Myqioj6tUtfZqqr5MZJUC7/z/Yv0T9/dJsEygTLEvSi85aXoUHP2jHnoFROYlC0XHMLvKg0JuJvHG7N+ng6BSoZcIEgcUlwCemTIyMT2FxdQDfO7oB+1UFUlBrwEZ8BXo8PJrQHBRnI3D2N3YGIeB2YXzS1H5mgWjUuKRlSS9dNGEnhHAp+UwcOz8IQPSKYwvNUB1kEFz73Ba0huK49tnN0mkFkBJ8q1Q9eU/8v7nuDBkAq8+8pScCSli2l2VM/Cjx52BBZR4OqS8EQKQi8OlLK3DRIbVoLPXhqiPr5fszTRMtfRFMTCWRm0Ul4i02BdHbyvnOLf7OnRkzFyUp3yMQlB/29e5wHFNJCx1cPW5XOK6pyQJMIS80MobKvBz8+LgmNJT6cMJ+5TjngBpU5OVoY5c0LbSGYtjaE9V6sXqyDDlP8t0ZOG0Jy6YXejPw+9MXSaS6wMNqb1fPDyLfk4ncnAxQQuVcaAz6sWHPMLpHbLU7AibIVR7IxpFzi1GdnwPTtKQ8/YJyP76xspYfGmysppImzti/Ei5KcMWjnwIAnv6kC63hUfzqxa14bXMvvntUA+qKPTAtC81lftx1zlJ5EFBC8OiGTjy3qQcD8Uk0lwVk8NEfncDm7hG0D47it6/uwLP8IAVs2lDX0Bi290Xk4VeRl4PLD6+TWT6brqy/P8tiDk5fZIK3nIkjnZkWNJk9Cxa28iBdBCV5nkx82jEi39M5B87C7W/tlGCTyzBSDzyehTj7gGo0lPi0lgp2Bpng8YsOwGMbOvGnt3dLVVdxX07Z+xJ/Fo5sLNb2B6eJTKlYezv6oijwZOCyI+pRVeC2WQYgcn8QYEx1AQsmKnl2ob7Ey9Vn2c87h8bw10+6cP0r29EzMobqArc8aCmAllAMjJ1SzeZojoH6Ei/uWGc7tBV5OVjmqNsC+P6wMTWDJhzH+iIvbj9rCZrKbEXmhRUB5LkzJKVweW0+Lju8DkU+1uOPjUUOC4BNE0PxBNoHR/FuSxhvbAvJLMThjSW48+1d6BgcQ2sopgUZKotkID45Y5bPgkDl/bhj3RIsrs6V40MIo9+duKgcTWV+PTCFhQ6lzYRKsSaESNBsOqA9GMjBIQ2FMntZ6M3ECQvLcDdfh1X5Ofj2qgaN3r6tN4ayXAaAEgCeLBfe3zWA5zbZ2SQRrBACPHrRClz84MewLEYFFtdqH2JZnt18PxSm/q36TMKx7I+yoHhb7wgmuQhOkS8Lpf4cHNlYjCJfFgq8mdjSE5EZI+EEW5aF7pExrV0XABksC4tPTOHRDzvQF5mQg8ccWnss64t9OHROkVT+ppSigPfWdhFIRVGDt+tJmvb5GhKt05TzE2nekzvTwBVH1kvGjhg7AcZkGBSTpolCbyZuPGUBCCyZBWTOfhZK/Sxb/bMTmnH2imokTROfdY5on6POTWcJh9qibXWDF1/bL4jmsgCK/dkoz8vB7gG97CCFGs7/b/Egn1KK5nI9eNneG9WykfJv+Zro4+8vy6C4YOUsrNm/Uu7jvSNjmEpaknYaik7AtIBd/XF0j4yhL5JAvidLK58S/keRLws1hV7UFdt+SF9kHHNLfchwkWn3ywyD4NoTmuHLdingg04xp4Sga3gc93+wB7vDo3I/joxP4f1dg9zPY/v0K5v7AL5mQ7/6LV7/rCulPU1T0I9jmkvh+e6VOOWAWlT++GrUFnlYxtFkSsffPYq1WtvWG9P+dtIEDuFt44p8WZhMWtgzEMf+NXn4ap0Xpf5sWZamWqkvE7/82jwcvyAo96K6Yh8WVOZizf6VuPucpfxZ2b1//aBZAIDrTmzmveenb5mirktnUAfYft9D/2zHAx+0Y3h0ErevXYzGEp92thElU8n2/CCe29iDruEx/PTEZjy3sYd3FWBWkZeDkxdXYDbvh0w5w66lLwYXJfjvv7Xgq81BPHTBMhzVXIL9qvJw2Jxi3LluqaYw7zTnHuIELkQ3CQB4YkMX/vPJz2Qf+3vea0vJqKo06vahMXQOjwEWkMcZT/pcg+Nc+OLal4Hq/9IECtcSiqF3hNGLvra4HBceUouyXOZM3nve/njkww5s74umbLpnffoSKACLEnz6/Z+DAvisawTnHzwLCypyccmh9TAMA6ZlYXd/XHN6hAkkpbbIg8j4pIZAOWm1IqgEWMYAgKScOQ8T2fhd+aykydoafNQ2iMFRRg/82fNbERmbYsFY0pQHGAFzhn9x0jxG2TmuSTqtAEOHVHn+dIhUeS7rPabWBW3uZhQ01WkTz+EyqAym89wZ+EdLGO/vGpCUiMp8N3ojdp+zcCyBUHQClz/yKaZMYHjCZMgtsQXGna0a1JpE00qliFFCtIyc+PdU0kSI13H8/IWtCMcnUCMk8Iu8aB+0qSc9I2P49Uvb8MhHHegZmZANoAkhKM/LgWlBosf9MVZTXF/i1YCJ3JwM3jOPPcnlR9TjWR7gJS1gXnlAItUD8Ulc8tAnEPTxW89arNU2HL+gDL89baGkRX73q3Nw8xut6Boeg2GwjK5BKSaTJt5pHUAwkI1QfBIH1RVizbIq7pgn8L0nN8HglOkbeG0FIQR5ORn4/jGNuPqoRlz8lTqWJbdsp0RkTAs8mThyThFWzyuRTqbY/AHg4gc/BqUEVxxRjxP4QQowitRBswuRYRBZwwiw7HdFXo6W6U5yVPPA2gI5dpHxKdnzcPX8IBp5fYqz9o3VYaugBrumJ8uuQTyquRR/Ps+mCJ19QDWuP3kBcj0ZIASy9ZO60gWNtCLfLdvRaD/jDt+S6jycuX8lzjuoRvaYNC0LfdFxUFiYVFpVUMJaFjnnr2ma2NDG6ulb+mIwLeaJ5+a48HYro4LXFLgxPDqp70cEGsJLQCRFEGBsjkkFBKgpcGP1/CCuObYRlXk52Nkfk850fyyB619iPWltZ4/ds4q2j0+aeIlTr1RLV3cr5lqRLwsgBM3lfs1Rrch345EPO9A7YpcY1BS40TNi02B7R8bxxrZ+/G1rCH/f0Q9CgKayAO74+06ZCW4s9eGGkxfAoAQ3vLRV0nXZfLCzb9PdozAxtOn2RYDdkgpYCFN78/HXooNgFutzKih5lqX3KjQoRSAn097H+Z4g2tMABLMcDembgj786eylck5/bb9yPHTBchy/IKg59oOxBAALi6vycPvaxfBmGrJGkPDn+frBNUwvwTnHUwJXVlMm7NmN3bj4wY8xMWVqGQsxxwcUxo4KdIZjCTzwfjvrjasYc3Zteq03y4U1yypR4LGz0Xa205J/E+Agnxj7qaSJtnAcfZFxXPPUZzyYZzWZyWQSBMB1JzTj6U+60BedSOv0ansBJajO93AgONVcStsnd5aB7AyXPDvEWAJEZigJJbj6iU0YjOp0XXVuWpYO1pomK0E5urkUD28awcjYlLy+ZQF13OFXmQ7O7I4Fe38UGgeqNZf5saqpBKV+nRIPANv7onhyQydaeLuzqgIPijkVHwAe+KAdoeiE7KNaGmDiT7VFHgQD2SjPzVaYNTZTRPgTKr1bzJWd/XHAIspzWhiMJzT/pYEHTNMFYpQCRb5MnHNgDeqK3GgfYD6dP9uFlXVFqMjLYfMNwGpl/FkrL2f3dGa57gz8x4cvwDCTKHr4Phg8kZA0LUwlLdRzGuzOftaiTbCbJiaT6FJ63rcPjuKnz2/B1t4oCt0uFujefzejHN92G4p5e5qqAg9qi3xamVkimcRALIEiX5b0G751RB0aSnw4hNeVzy4ULYtSg19h6rp0BnWAvWf+x37svK8r9rAyLENnHdjlDux9La7Ow7kH1qAq3411K6px4qIyFPky5Xyh1GbwiTmRNC00lvrwza/U4jenLECRLwvzK/LQUOJDJ2d9pNuXVSMcpFe/dgIXYl0QWAi4XVjOy/7+a/XclLNBBNKzC3MYM8livVi9Wa6UM5ASlqRx6l18Ee3LQPV/aQKFa+DZgtXzGbJYzUU2KAEObSjCuhXVqC30wLIs3L/faiQpBS65BLsKK2EBGKicjUTSYj0BF5ThtKWVMKghP6djcBS/emmbTbdSsnpi8h/eWIKnP+3SJqyoL9rRF8U3H9yA7b0xhCLjkiYLsANDzRAKE6gUIQSnLC5H9/AYppIm6ou9OKiuACW+LOR7MnDBwbMwEE+gLzKOyWSqo94Y9MMwKGoKPZJPb1kWPu8awbcf3yjrQtItpu8f3YifPr+V0WnA6hK/+cAGtIbiSpbNduoMyhanZVk4vLEYWS6KZJIhyk1BP7qGxvDkhk7NWSz0ZuHOdaxeUvRRJco1TSWjKoKj289ShUQgx9GyLHQNjWIqmZS0N0Is9AyPoXdkHE/yhtPnHVCNqSm72eWucBz3vbcHA5xGWJnnxpVH1mPdimrUFLihKtALWnBFHgsaS/3ZstejunFSSrCp087cLarMxR1rWTYqqdQSq/OYFeinobAQ5oCLN3ThIbX43tGNnELI+upasNASiuLP77bhB8c2oiI3G1OmhfJcdqCV+LLw8xPnoZLX9YoD9NurGjhV2YPaIh2dpMSmywzEEjiwrhAf7hlCZDzJaMoKTbzQm4nvHtWA2YUeVOa7tYN0a28U7+4MI9NFceqSCqVPqJ4REQfHzv5RdA6PIRxnIj6LKnNx73n7oyw3GwXeTBngqAcrIcyBc9LEm8sDeFypQXQGHoQQzOH1T4RAm2s2Nd5C9wjrK0tpanZC9FEnhKAi342yQA4IAZqDflaft7Ebr24JYSppKU58esS1NRTHu7tYW4d3d4bRPTyOOSU+PHjBcpzAHYfOwTFs6hrW+t6JLJewdi6mBIC1zIIOZBm8t29dsQ89kQn84kUbQAgGsnDVqgZUyVovyP1UHXcLVgprRIyps+7Wac6fNQX9+N1pC1GsOMYdQ6P46yddaB9iTnx5Xja+0lCErzaX4K5zlmJWAXN8hTAZC86BOaV+zCr04Mzl1ZqQhsqMUe/RWbsEICXzoM41ca109c/1JT6sW1Gl9WxW++z2Rsbx10+68NYOJhQSjie0iUAJ60stso9OEwAS+7clRWmcc3peea5cg5Zl4a3t/fiwbZBlMvgaACEp66Uq38MARy0wJbLG7JwDqtE9PIZk0pQBYZEvCycsLMMf1y2BQdUAyb6uythRQYJCbybOXF6FhmKdZkdAEJ9IyqwOpQSlgRyWUeU7YVs4jqRpYld/HN4sF3byr9sHRyHqbkOxCfyaC1Cdf/AsplxLCJ7+tAvr24dACMHZB1Tj5CUVKHBnpFKynWUIyhp4IU1GntH/2dmzsCIX95+/zBZYtCwMxsbRpWTcRUv0W/++W+vpLubmYTdfi4DfjRW//S/5GSK7XV/swRUHFqIpaI+dZdl1c3I+IP1eI+qw64o9aQTkCHLdmfIdq9YU9OOQBlaTO8kPRzW4XLeiiguC2QEBWy8U2RlC+NGSGcN0a0uMeqE3E6vns7mi+ke9kXH8fYej16dlYWg0fe9PNg5sf6jMy0HbwCjufbcN/dEJRCeSyPNkYA8XEAOYOjzAADmXpIXqtqUnghc+68HY7HpYAEZn14NSIntYT/L9ds3+layfqWWLde3sj+GGl7fLZy70ZuKiQ2oxt9THSlyGxvQP42vWZdAU0GFLdwQPfLCH9Sbm18vgPbsBgmuOacTFD31si+JNsy+r6zLdHi5ZAy4X/Nku1ocZaTL2RGdGUUpRGsgG4YBIMJCDpKWf+yqYx3o+m9jRF0Nlvhuzi22/RGiv7ArrwE46o/zcmha44J/bH53AVxqKMZm0kJ2VAXemgToHw4M9GPtfdCKJlfWFCObmoK5YZxnZY6CX032R7ctA9X9p4sBtCcXw5CddCnJJNESnIt8tnfyffPVi/PCxjwHLQn0/UwAu2tOC+b+8BuccUIP9qgIp9ZzleTm4ZnVjikqrOgGbyvxMZc6y6x239ETw7MZuvN0SxtVHzUFzmV82ihfXEkjz9j4bUbYsJnIxxdV2zzt4Fu56ZzdC0QkYiuqwBYJD5xSjxJ+FYCAb7QMxvN0SgskzNx1DTFjE4Au/kx/g4VgCb2wP4YojmLiIk+KhPdPaxch1M3XIm87YD1cfPQfv7gxrtCLh1BiEHQThWAI3vroDxy0I4inlvVTlu3HifmUSiRfvan65LQEunt20xAFoBw/hWAIvfNYjKTmiubiwcCyBKx/biJteb5W0t/MPrsXTn3YjaVk4dUklbjxlPv70zm68tSOM9oFRBAPZqC/xYs2yCpTwOlyDUpTnulFV4IbLYGrKwgwqlEUpfFkGwrEJjqBDewY1oFbnKuGBroqQqz9zigXZv2TTxhn10MN66RGgOt+Nj9oG8eGuQZx/8Cwcv6BMOgOqqmVVgRt90QlOEzfhzjRwy5utGIhPptBmRXZORVaPnFuCP529NIX2BjABoN+8sgMdQ2NwnuniGpkuA4+t75RiQakHFAtc64o9uH3tYhR7syQYxAQKqEbhLvJmYvX8oEwP7OyPwZnncGaF05kIxAiIVP0VdHqAUdZe2NSN3si4Vu8lrp/u67bwKKITvH/wgjIcN78UlCDlQHNaXbEHxzSXAgAOml2IEj+rqVMDD/ae9EliC02x79/yJsu4dw2PozTAMqaqYjIhtpJxdYEb3zu6Ud6by6CozLMpx5Sva3Ft4dA0lwWmRbVniFHTGiGM4q5adb4HJy4MoiafMR8MShFwZ2gK7CZs1V+GxDPnkFKC5bX5emZqmvtKR3ODpQcpzgysWjuvZ0SJlmklgKwNBRhL5YSFQRw2h7Vwsds2MKOEYGh0egdHVW8XFOttaRQ8Vfv5SfPx53d3o7HUL4VmAD3YtiwL7QOMVWI4QA/C5zwBcNr+lbj33Tb0RMa1Jy/2Z2N+ZS4oofLZ55b6GN1QWcNs/rJ6ZHEuBHOztdISNg5MjM/O6rBatuc3dcus+/Uvb8NgfBKzi7x47KIVmFPixUAsgVveZDW8BIwt8sNjG5Hhorjrnd2MvXLobJyxfxUWlAdkzWYwkM3DNjvTrY6T05zzQYAdW3uimjKtuj7CsQRe2RLCIx/ZirtVBR78/KR56Bwax9Hn34qGH7yAzS+/Iz9HqP7OeeYR+T0B3lJKcWCVVwPV050f2tmkfF8AN/UlPnzzgQ0a+4CQVKEu+W4oQUMxq8nN4qrwGuBIKV76vJeXD9gUSwHOEQ7GDI1OoGtoVGNo2flxOxsp2FpqgFbqz8YhDYWyhhUAWvtj2LBniLfJEc+ony9i3TaU+LDuAAYMrG8bxMjYJKq4irAYM6HQm3Xlt7B6cVWK6q9gCrl3tYAAcO9s4e+FZQT/8EYrLriftfxoLg/gxEXlkpFS5MvCdSc2y/nTOTSOPwo1XkI0wE41SVlXnq9NKTMRdZX3vNuGUGQcLaEoKvJyNJXwdO9U+IWqmv101lTmqP0F9CQLdBaJAErEVeU8gHK+KPspJUxw61uPfoK+yASSXGhTsPm+fnAN6ottNsd0RngckE6tXtxHb4TtKXmeDJx/0Cw0FHtxEi/pSB0j4KzllaCEIs+dyWnz6Rk3lLCSOWc53RfRvgxU/03G1HQrNO65s6aGZT14NsEgwO232wsHQM6f70ZmhoG+yAR+9vxWhKJ64FZXZCMsaes5+aH7/KZuueE3Bf04YWEZTlhYxtTNAPRFJ7TNQFyrOeiT9KqppIXH13cw4RgeLFy4spYLibDCb0HHMihBpstAXzSBx9Z34fqXt+N5Xlvy8D/b0RqKg1KCllAMf3x7lyzAP2VJJY6ZH0zZdFQTB61pQraNOH5BWYpAgdhkKLVb7tyxbglOXlyOSw6r07ILRd4szSkxLaaiWeLPwtB4EuFYAn/Z0IFdYUbLUd+j0zlImgLNsxDm6rl3nbME9523v6S9LanOw+9OX4gCTyaCgWycsqQSPz9pHg6uKwAhjOq5KxxHoTdbItGVmpkSAAAgAElEQVQikKPc+d3Zrx7g7P10DY/igfOX44kNncyhVDbqcCyBSx76BBaslADJsiz0jYzhuY3dKc3C2c+ncQ7E7q58LVDr5vIA/rK+E4tr8nBYY5F02ienTK1meXtvFPe914ZQdALbeqIwCPC9o+co7YvsD7b4Z6jIqpgPgrKsbs5iHtcWeTCVNLUaNDHnZhd5cJk6H0RwJauhgU6u/ieUsE1TZy8ktWCL3dPFD32M1lAMt7zRItvCqJY2EHGMrThY96vMk06beLyGUh+ObCpBRZ5bSu0LI9IJsw/ZpMlobqLmqtCXBZdhaGi2k5Yk74VSNAg1yZ1hlsl1zIfqAjeay/wyS2xZFstyKUIzlx82m7EbTBN3rl2ChhIfppKqM0Bk4OqiFNX5bu3eWPBtvxfLshRHY+8ZUzFE6bKV05nzcgYlKPBmS/YJIXo5hBx7pSZN1Ok7lU7FPaVzWtLR3Jz343xmdV/S/gZ6LTLh67RjaExm6Qu8WXC5OHsErAZPjg8BfNnpHRzTsnjtM/tduR/upQXCQXUFuPPspSgN6HWBSZPNG8uy0Dk8jnvfa0M3P3M6h+IKK8V2+JuCfpy/chYKvZnYHY6j1J+tg5bKe871ZOLhf7bLPXA6GpxwYrXaVViITUwpZ6UFWBaObi5BGW8Nds0xc+HLdkln0aAU3mwXruAtqhgAxWr4ago8uOZY1qqNUor9qnIBYovysLlj4uXP+5DnzpDPZMFCbHxK3neWQdHOVevV+aCyDKY7Twu8mThmXilOW2r7Ki5KMavQi0sPm43rXr0dW399PNzfvkKOg1D9bfnamXysLOwZjDMAmupAH4A0Owr7m4mppCMItSQjoynoTwGgAaQAwcIoBxtYmQ6RgYpYWxW52TiquRQNxXbNoSgHFnvgQDyBz7oieJQDl/o6tbBncEyjkYvsmHoPeW7bjyJg1MzFVXkaGMOYIPYzdIu2UgZFWSAHxb4sLKnOk8+glmI1cIGsykfvkxRc1QRTKHTmOTCpga7T12HPwKgEev5jcZl8ns1d+txPTJnIUPygIl8mbjxlIWeGsPseOe8CJuJ0ySXac6uBan8sgTv/sQsnLCrjFGsbPBscTeCXL2xD98i4DJC7h8fSIi/pzkjn3j3dXq6KJ4l30Tk0qv1clISxr6HVhwt9FTWwTZombl6zCFX5OVKcTG3hN53ApmqE6OUwTqOE+aPHLShDY6kfpYHstL6NHA8AS6rzcPe5S5V63/QXF692b/TkL4J9Gaj+m4wSgmKf2n5E77dmUOZYiE0oGMiRXogFwCIEHaesxf3vtYESgu8fPUerzXAGD06kVJgqUy9okcX+bJkJ2dYbxXMbu1OCF5kd4N/KyTRw6pJKqSZLCFOsDMW44AulMKiNYo1PJlHmz8JJi4L44bFzcRwXbzhtaSXmBn2g/O8v/spsSesoFofMPjidQ6MJPMjVIZ2/T8Dk+ilhDmK30nLHZRioyHMrGxRDXi2LZQGFc9JU5sc95+6PvGwDhd5MnLq4Ap+0D0sJfzXY0pxF3n9PIJ8D8UnMK8/FvAo7+yQyaoK6SAhDUwM5GSAguOOsJZhT4tOCK9aOhIEAXUNjuP6lbRJ8oIRgz0Ac97zTBpfB+ry+3dKPFkXgRwRt6bLV4VgCT3/ajaseY6q/TrNmcA6cBzUL1Nm8u+rIBlTluUGU+qzW/hgoseTvV+a58Y1DZqEiNwc1hR6csKhcysOriCeQKrblvEc1EFXVU12G3oNxaDwpDxiDUlTm63V9at+/UDSBRz5sxy6h/kcJ+qMTMrtEefC9vdeurVb7EH/zK7Mxi9eGqveYLhBRfy4dLUJw+NxiXH30HHywe1C2jzEoQW6O3cO0a8iuLRJOhXgiu2WKc4+wYFmQbS2KvBkSZJnOVs8Psp87HQNK4c1y2WCXLxN3v7Ob0zqB6nxGkXzko07c+tZOzkAAb+1i3/dU0sTucNx2HOQzOOpdCdAfn0J6N3hm2xtIoBrbD/RvOIEMU3N4dIoZc3AsEJpKRwP0bKT2uWn2wL09qaUwPdRLUgJHXRRD7e94q1VS1JOmhR29LFsajk3g5c97ZfaUBQHpHZxwLIGbX2/FHi4Cty97t/i95rIA9Op9IJZI4t5327ClJ4LKvBycvaIalfk52BmK46F/dkhlUQLWhonwa1XlM6Gu2iIP7j7Xro11gjiqoKCmKu8YM4sPojpX9gyOoiUUk/PmKw1FePKTLlhgIEQBrylPOoAL0wJqCkS7LHABMSDDMFCVb7MEZBZQZnXY+vjda9tx3YnN8pk6Bsewuccu4bj8iHrc/ved09ZlC1XXdO9EtFVSFVLtYJNg3caX4bJM1Dz1kNw/37z8WnSHo/j0+z+Xc+BP/9iN3eFR2ftVOy+4r7KoMlfuLTtDcYRjCXnP88r86I9N4OXNvQjxutzjF5TJ/UYNTNKtFwEwqgwFNWA2eB9fCUhbFlPy59emBPBlu/Dnc/fHn8/dX9uXxbVnFbi1soJUGqb9tRoA+3Nckq68uXsEpmWDd7vDcTy/sRvdIzYzhhCCC1bOwodtQ7KDgriPzT0RFPmmZ8CIcyVw9524/W/b8Pql/4UbX9mGka9fiEu/2oh1D9yIu89dCkIIzr9vPZ7b1CNLrToGR/GjZ+yWTFMmMI+veTGvh274PTatPg24804cdvO18r529EXlMxV5M/HTE+dhSVWeZH+t2b8SmQbL+gkNAoDNncc+6tB8FeezqO/CSckWX4tuBWoZi7ruU+r0ie5POJlUwl8X87gvMoFXtvSBECrLEAo8GfjuUQ2wLAv3vNvGOi/sxcR+MN3uSGChLzKOQi9rcTWdSq916aWwXC7kf+9KqCVeTp9JNad44hfZvgxU/01GCByIDuunB8WZ3K7Qo77yh+sAvtGiuRm/f2UbRv/7Jlx4SC2qCtyozM9BSDixYrLvAyhCiC1Tny7dr2YvN3ePwJNpSCefgNUbWZYFl0FREmCCA8Ip7hoex5vb+rGzP87oJTxwGYhNYGLKZJlaXzZWNZUykQYeJIugNmkxmpFELbHv9Dx/ToamDqnabtFXMp7AjlAUT33clYLK2uPDDoc9g6MwYSEcn5CCSM1ykyb42uIKeDJZI+euobG0h6VpWdjYMYwfPf35jCg2kA7RIxgcTeB3r+0ACPu6c3gUj6/vwJbuCCiFrC+ZVejBGcuqJPhgUILSQDYuWDmLUx/9WD2/TAr8sOdkz5MuW13ozcRJi8rw36cvxHHzg/L7InBSHS/VhJOujaVpMueTsPs0YSN53SPjuPn1FvRF7cNi0rRQU+CBQVl2tcSRbVIz3dNldgH9AHMGIgZhNDqxBvKyDelwCGaDsO7hcdz19m50capWMJCFU5dUSjEQgKn0iuwSAUE4xihBagNvAYqU5dp9dfX61VSHXleuJnLchdPGhESy5XyZ4lTg1lAMj3zYrqk7p9KXU1Hcrb1R+LNdsq0FCJHtaabLNhFC8MiHHZJCJ36q1oUDrBWNQXirFsvCbWctwePrO3D4nEJccUQ9moJ+tIbieLulH93D4/K+w7EEfvHiVnQMjaWI56jzsD82gb/tjGFHny54sy/WFPRrDvDezu7eiA0CiEDeHlsRXIjxETXOdrAxmRQZVaQ4HjPt407wJRwdT8/5lNdKDyiRNIBSvjsTlx5WJ0HCUGQC33tiEwo8jLb41eZSpa3B9B9b5M3EZYfVyR69/1Nz1t26MyjOXzmLKT0TghJ/FrqGxzGnxIszllZKZdG28Cge+uceWQ9rg2Q0LRijZu7UXrrT0uAsu32P2C9r8j2oK/bKvXPtimr8/vT9kOdmAeqfz1uOX764DUNjdjsSAmAwzgSj2Nd2IOcyWPs2NTBNmib2DMYlWJXnzsAtZy6W4B3A+mk3BQPyPlStAdX2HTTQM4MiUA3HEnh62WqYAIhp4s4P7rWZQ0nWq9SyGFvpvIMY9ZHtS/qcNi2mtjsYT8he63XFHhR4MuU9zy3z4/mNPVhWkyf3OHH2Cu0Bdq00ASJERlaMOUkJVGwAwQ483m4Jo2NwFLnuTBlYzqvIVUTC+HgQJkZFqT631OB5JhPn1slLyhlAGk3Ic62u2IujmkpAYIHCvudD6ovwn8c0apnY/tgELnv4E7Y/Z3J6cWb6d+7ifWPLcnNwzTFzkffQn2GYJha8+JgELm45cz+ctrRcgtemBVzPa+sBYHIqiZYQA2BX/fFGnHNIPQq+fxUWPPcISDKJhc89Iv3AX7+0DYNxW3Sutoi1XxLnaxEXXirxZ6Om0CNZFCJ5MafEm5IdTTd/nQw28bXoVqCy6tTX0lDiw5pllTLZ4wQ+AX3/JETvyhAMZOPIxmI0B32gYIF5OJbAb17ZAUJYTbkQ6tLfveOZMEMpFYDtvUzgKhxL8Cx4+t/DbbeBJJPw33uXvBZ7F2OYCdIMx/aNSfR/3b4MVP9NRqCj511D4/jze22yHUtvZBzXPbdZOpfNzz1qo7rbtgFgm3J1ARMc2hmKs6CF17mkoJYz3csMBxYLHjmNUqQ5uG3tjeJ5vmgIgJ7hMXQNj9mId34OVtYXYk6JV6r0mZaFpTX5eOD8ZSjPzUbPyDgUZhdDqagoTk/tMbmvz2SB1Vale6a6Yi/WHVCNoD8bzUE/jl9oK006M0aCcjSrwI071i5BkScToeh4ymJuKvNLJPLxDbajrtpALIGXPuvFNw+dPSOKzT5X1KZA3pc3y4Wrj55jKw0KFU5O55jiGVWXQbGsxq51ExSkSk6VZPTE9KIT6eYCIQQlgRycsKhco+GJgC8UnZg2o2o5HOCppIXOISEcQpBUqJ1VeTm48JBaVOaJYEuI6VD0RMZx3XNbtB6U6TKo042neoClSL5TnXIpMtphrjiqBkTVBTk458AaVOTZNYjFvCZTPKOaXaIE8Oe4cMuZqQ4v5YG4eMd7U3XVhSP0IIYQVtvWr4BVUyYTUpob9OG0pZW2o2pZjAqoHPhTSSbwIuc1D34e+cYKWd973PwgD+AzpNiasyax0JuJNcsqZW9HdilWSziVTMr7ay4L4KpVDXinNYy+6ASayvy4alUD5gT9mMUFshpLvVg+Kx9VvN6TEsCX5cJPjmtCbaFHAxAMQjgViw1IqT8bh87yaPexN1PH0ukAT2fbe6N4coMNdDFwxv65CD7VWia1RZWg2Rp8f1SzxGLspsPAneDLa1tDMqOejvImPjfV4dOdafFp1RwkJADyPRn4zakLcf/XlyEYyEGBUgqiKlE6jRCCyoIcbd9Qn21vFGuWAVCfn2VHxWd3j4zjjr/vREt/DCUBmwlUV+zBaUsrEfTbe0k66vPW3ijKc7NTso1iYKajwQnQVN0vKSXwZNqsATaHfTAtCz3D42gu8+FHx82FL8uAGOXWEFPE/2D3gFy3gnXiohSJpKmdAV1DY7jpby0MrKKsnVtTma1kb1mshZknk0pAaTo21b6YhdRskotnRQu9mZjz5P2wqAFiWVj+2hPyM3b0RfHA+3sk6BYM5MBlcADaTC3ZaOAK9ACkYm6mi8r5J1ou1RZ5NXAype4W6ee4fGf8X51DQlzLfldJk4n7AUAwNxsHzc5HPMFEDruGRzEYT6TQYQEF+HOM3ZaeCAI5GennFphwXftgXJY//OaUhbjtrP2QVDLEBiUwCXD3O21oCcU1zYfaQg86BmyQLOjPZkr7viyQSSYmiclJ7TNF8CXABtMC6kq8IBdeiCSl2HTs6fL6s4u8yDAMzA36cNwCRtOdU+rT1t5Vj32KLT0RLHrtaVAzCd999yjzjAkb1hQwocdiCTCwOc7AOdFdwmY36YwDltGnNLWnaDpT16NlWejnNaxOeiwB0DeisIwIQbEv28Fe0MtO1Puy9zwi31PAzT6nZ2QcP3t+KwDIUpqyQI7U3nDOEfWZnLoNTmsq8+HYeUHOxrR9qTQDof8f7Lx48IP2aVvl9UXG8Y+W8F7PvC+CfRmo/puMEJ1uVV3oxpr9K8EQXguVeW78aPVcqTa69YQzJOUXF12Ew26+FnOrCtD0ix/AoKwFyZpllXZgMk2Wa19NnfpiHTSV+XHiwjJJR1Yd/tP3r8Qzn3bBNC18/eAaNAX9MCiFP9uFlhCj6gnkXRycPZEJvLK5V6NEiPYUBiWy5lLY/6gZ8QxBrUHt9igug6LAo8h/U7uOFLCzTQItHRid1GhvwsQzFfmysKDMjz3heEo9Z6E3E2etqMaquSV7dRpEBgDyIGUOsFC5pQQo8GbhrOWslYtBCBJJk0vNAyb0wEvbdIW4wf9ggoiRT0dPLfBk2qgd/53N3SOwYKJraFTWjVHK6p3/xOuObVRS3BdFaSBHC/omudpwVZ4bPzimUR524rP21flSDzBnME4BtA/oG744QPYM6t8XaoDq/NBqVRxIrWARzCtLbVhOCdA+EJeDK7I46Xo3pnsG0yG60B+bwFOfdMmMq+ixSCnVFI33DI7hnnfa0MeZEZQQ9EbG8YsXtmqUqUse+oRl7/khL9bA0Ogk3m1lYmvp2rmU+JX2PfxaN73egoHYJJ7b2CVbRKxqKsXqBWUIBti9zSr0cjDKHmt3lgvdw+PS4U5aTEjFZTgFofQAkFGfXSmCN8D0AZL6pQYKpFzBtrlBH07ar1zS7UTguYfXqxPizFbrYhnq/BH7tvPeppviTvDliMZilPjY+nA6QJZlYYD/W/ysf4aelb2RcXk+EcICosagH83lgVQVaf6M09Vzmqb9TlVL53imtG+y9L81YQeulmUhmTRxyaGzMTeo94YVc7Y3MiHnTrrar6agH39U2uTIv3cuZIc5QVPGpBmFOL/V6/RHE7j/gz3Y2htFfbEPSdOSGgJzSrxoKPbi8Y9s3QCh5M4yqvreUuLPxpWr6iVY6QQ2wrEEbnmjFf2xhFxr4n5M08SO3mjKubQ3wIA69hp2fpjyzPuM16RuXH2a/JtZhR6cd1CNBNWmTBM7QzHAsrBrcAKiQtCymLNNlfNTsBlMM7VMA9CPLedeLjKqMwU1swo9uPPvO9Gr1NJ3D48iHJvA95/YiNlFHoia1htf2Y6rj54DQgg+2j2I8+9bn3L2G5RwwFGfXE1BPx7+xnI5t7JdFGOTdt3tpYfX4cdPb0ZkfEqCHoQQvMpZK2Lsc7MzcOHKWjSWerWWS3sG4rjlzRb5u+FYAnVFXhYQKYBjayiKd1vDsCzWbizDoMp4MX+L3HYb/vDyVrz1rWvl9bf0RPDIh+3Y2hN1tCRk7yQ3x8V6Swf92PjVk2BSA/Fzz8fG486AZRj451GnoSnoh8ugKMtlQIW4xiQHYPqjCVz52Kc2u4lyHQIl0mDhIFH8jYx9aqGypSeCFzbZZWvqHN/eG8MzG5WezZSdLeq5lVRcJCfQRcC6Y4h5LJTSKWF6DN8/eg6KfFma4GS6PdAJmos1Pd2eTylFPu+zvDMU15hSqvWsORdJSjFyzvnyXRf5MnHmsko0pMnsAiyxc3BdwRdeSAn4MlD9t5nzHDQoEyq56+3dnK5JUVPokWqjz37jhxiKTeCmV7eB3HorFrzwOGgyiYrHH4BQuAzmuiWyq072fUGuhaVFIvkCdR4K6tdrV1Tj+8fMRbE/G5X5NhI/GE/ge09sxK5wPIUKWpmXg0MbijBHoaBK5WOAB7AO9DLNCrYstmmEFIEPlT5hWRZCUbtFgMggUZrai01QJu0NiX3dFmYHfrEvS6O9OY0QgowMih/89fOUek5CmFqkkW7HSmN65iVdzYSdNabKMwnHQj4ToNPKCZlWWEWM13TzRXUARGDl3ChFbderm/vw2PpOWTfGxCRcuOiQ2ZK6p74nyh0al3JK7QzFwEQ4gClLdwacm/90dNS92a7+OO59r017DnGA1BV5U2iRei0kG/cW3t+XgFEw7XtgolnphjoUTeCed9vQNmADNWpdnLPeRjU5H5QL5+Zk4LQllXJsWYadH7JKPfOsQjfOObAGwYCdbSrwZOHHx83VKFOC9uicD8W+LBwzL6jRDYWxGm1T+36hNxNXrqpHnsel1cMblKDQY7fuIUSozdpB3PBoAreIWkmwsgHC5TfalAywEFqy5xJzpncotcFifoj68H1F5mcySqjsoyzuORSbwG9f2yGzSVpADQuR8UmACDYEr8MFOwP2KLXSThSfnRmpbcaEg5vnzpTlH04HaEtPBP9o6UdfZCLVOYK+L7cNxPHy573oEHWlfOxUp825xjqHx9Jm2MUz7qsgVDg6gRc+s+d8Cg1OWfNdw2N45KMOGISyzJMWILK+0Y982C7nTu/IGHaGYtq9i2AL/D3YFDwLfZHpRVmcbI5wLIEbX9mBPYNj+rwirG+lKEMhsNA9PI5rn90sz/kiXza+s6oBTUE/2gfH8G5rGLvDcbgo0NoXtYE+QmACqBHlMCKodQAslx3OxN/UtQaw7O3LW3rx/Gc92vPMFNRZFqvVVM9EpuJq/86bl18LTE7i8XN/AMuycNjN12JWWR6OvfMXEJTbrqEx/OiZz7G9L4bbPxxAb4QFnwPxBB76YA9e39on5zQhBD9+ZjMmeWuslDYwjj3fKZ5DCUmh7/NXAQC4/PB6llGEHXzf9fZuJE0Llx5Wh0TSRF9kHP5sF+5YtwTHLyhDVb6bidKcszSVGQMOOKZRb1cz2U1BPz7aPSjpzXNLfaw3sFK73xTUe8ESwsCZKl7+0q30MZ1d5MU3D2Xv+p5zluKJjzsxcdHFuPjIRvUmcMPL2/DNBzdgc/cIJpMWMgwC69JLccXRTWj8+Q+knobTRE2vAKyEbybmywG/uxbNNQXAZZfh9Qu/h1tf3Yrob3+PNy6/FmRqCu9/56cQDK7ElIn+qJjHNtunLDcbvzllocZom0rqAKxlsRp+sd8NxCf3qYWKur8453hT0IfVSs9mAmAqmZRtmqQPpZzzlsLu6Boax2tb+vDWjn4bROWMHoOydarOBqdAljpHnJleM4VFolvStNAfm0BjqRenLqlMAdnEOAKCEcG+J9hfrY49UJhBCfzZrmnbjH2R7MtA9d9kjPprTwaDEBR6s6QTz9RD7dYQZbnZSEyZspflptWnwaQGuk9fJ9uPKEsbHUOjMhCeyeF1mtqD0r7a9NlJFfGsLXSjZ8Suk6IU8Ga7cPkR9fi8K4JQdFxzJgxK4cvJ0AKTZJIJz/RFx3HbW63oGBIiHJg2+BYtdURA5LxngawNxG2UcjJpaoGtcAAJLC0AooQ5T796abukW+V7MqZdzIQAc0v9+J1Sz2kqzqU5PZNPeyYCIBQZR7eivCk2QvEMYrMHmGPVMTQGg7C5tDtsO/Fdw2O4/709sq6SgGVutk/zDOnmi7hlp3MpkPvnNjFFYKFkfPvaxVwtshzH8boxhkoyxJE5JPo7pYQgMWmie3hUjsXNb7aga3gM3cPjuP6lbRr1VxwQ4t8tfbFpneV0Jt5LfYkHZ6+oTtnwi3xZaR3gKdNEp/Je+iLj+NHTTGQiFE3gta0heQ89kQm8u3MgbTuOYCALa5fbLApg+t6NThM1zFqgDsasEBl3ka02KJGS9sI5LvFnSeVWoYBYV6z0YVOcLOd8EKiuM/P7k+Pn4vlN3egZYX2Y1UxwTb4H8YSptQmSgMk0z0QJQZaL4rQl5Zhb6sOegTg+bBvE7nAc7YOjuFnJJth7oA2iDYwmcSWnpgE2CLC3+nDV9gbyEaJT9AkB8t2Z+C7PNrO1ZmJbLxurtoFRbOmOYAefD32Rcby1vR/be2OghKBMqZWWbA5l752pz91AfAJPfNyZtsa5KejHgbUFMgNQ5MsCARNvgWWhe2hM7oe1RR6saipBDa8rFa0rpNPGs8JiT+sZGcO2nojMsKcLHtIdH+nAgIIUKif7RGFqDWJVgRunLqlEVUGOZC5o1+b9TpuCfnQNj+HFz3vxEx4gOq0/OoFnN3ZjSzefK/EEXvq8R5s76howTQvb+3SBtLvOWYJ7zlmKAo9NwaeEPYMQ6NsVHkVLKIoLeJ0t4QKDgu5eU+jG8ln5qC/2on1wDDe/0YKnPlH7Lut1lG9u79f2FkIIqvJzEE8kU1py1RV7cHRTKY6bH9Sy6jNlqhpLfXh9awihyIS2TtX2Z4fdfC2sjAws+NU12NITkSB6zRMPyt8p8Wfj+pMXYH65HxcszZcqyKX+LBwxtwS3vrVT68/586/Ng0GhtYFh718HEFLfi03Jno6+31Tmxw0nL0BeToZUer3okFoE3BlY1VSKO9YuQVkgBxbsPdCgFP6cDFmfqs7x/hgDHHdzQT1CnIw09rtzgz7cwfuvP7+pG1t7oxwkscMSQlh9eCoFFdgRiuGx9XabIEIIKvh+f1hjMU5fWongY/cztV8ASWoAF1+MTNFj2GJ1pQOxBHDnnaAme0e7FF9BtdlFXpx3YI0EckyL+RZivqx4lbUhwu2386y5LSKpjo9BmT/y5Mdd0oea5Owvl0EZ9Zj/neHYa9i1dJdpptpxzYdS9hc5xx3dHFR/qmdE3T95PThnWokMqnizVQU52K8qVyaWRHkVwHQsfv3iVo3NkDRtMHtmsxCK2p+T7vzpj03gmU+70doft8vyHOBh8SP3wTBNBB641z4T+b19/8lNCvCjA59Do/sGAvxfty8D1X+TqRMbAKcH2E68UP09/JbrsPPGE7D8tz9BYiqJfl7s/Obl1+Kjlj78/VvXghILk0qtX380gfvf3yOVSPdW+8YolOzf6dVGp2eJqgfFnoFRPLmhU6roijrco5pK8Mezl7C2AFFbPdiuQbSv3hudwGUPfwwC4Bsra21nyZFdUD9XtNQRQhqAXr/XFPTj6OZSlHD6iliwoqZXXO/iBz/GrvAo7zEqvTLkujPxw2MbpTjOwAzOolAlPmEhq+e0LAutPIAKxxI8I5B+NNVn2tYbxZvb+/HAB3uU7IpCgyOsZYz4sn1oDE9s6ETX8DjaBuO47a1Wpe+dG2uWVaIy3x7L/ugErnp8Y9pnmGm+OJ3LIlavkIQAACAASURBVI7c3/jKdqmsNxCflGJBxf4cSTulhNWk2oeD7oizjFKcOS3dEQS5AFRtoQfVBW5cuaoeJSrSrIxHOJbAO639Gh1V5jTTbPZqYLt7YBQlAZsaC7B5OcDFH5KmJTNVlDBU+y5OXzYokOfOxC/+Yz6agn6U+rNw+JxieQ8VudlYVpOfth2HQSmSFvDLF+0m6ioKP1NWj8DCQHRCoyxPmSb6FGGfwThzLikHwVQqa/fwGB75UMx/C71Kvc7e5gMlBP2xiZTM7/68Ltq0gO865lb74ChaQzGtrQNb/yzQEcFMUsnGUkIwMjaFv2zowtbeKGoLvVhUkYuGEh9mF3lx0SGzFYVLC3sGRrFnIC4DBH8WxU1nLErJEqerD2cOZ2pAmo5C66zvnDLtbAH4nldb6JFzfnh0Epc/zMS0Zhd5UF/sxVx+T2WBHBxUV4Dmcj/ABfWEGjylLFvfGkpVjE63NvPcmTiVZ9RT5gt/1oc+TN3zXt3ah0fWdyjMB6a+aYNgREP5CYG2B1bmubGkKk9m2NV9zLLYe1Fd95mZDwSlCk3dNPU6LPWsMji9V5QKOAElE0A5ZxlV57vx1bnF+NkJzdOfg5Yls0clfp05o64Bdv8RfEeZ44QQzCtnQjsD8UlNFE3NvtYVezCvPBeHzym290TlrKKEwJeTAYNS1Bd7ccHKWTh5cbm2bsVYludm4+C6QjQF9Trs7AwXuofHUlqoiDZSlFLtnBf7TJhnqoTKq2VZOHFROe4+ZynyPBlyPrgMBqKL0Z7PA9PTPn4RTUE/Pj/udJiGgY5T18p7MgHMKfXBMAyU+TPt8g5K0Vjqww0nL5RjTQhBiS8bLoNiID4p+9cCbN49yYMJIBXYMC1T7mXTnWOEEDSU+hCOTeJPb+8CwDKW7H5EOzOnvoI+v8Jxe46XBbJw5rJKOYcIWP2jqGcV60EEpkW+LMd96TWJajCunpFNKS0NFYEoHrRGzv66bA/zh5e3gNx6KzIMAoOfJ5u7I3h8fQcG154Lkxr47LjTZXbfaRaACqUe3HRkNuX6tXQVegI7OSDYDJPJJE5bUiHZPkL40cn+ImAKvOrgO1uqODPVqu1rUsb5t4SwNX76UpuR1BMZx39zZkxfZAJ/2xqSoJDLoCjPzcZFh9RibqlPSzzVFLqxZlkV3lPYDD0jY/j+k5+lDRDVM2VrbxSvbemTyZ90bId8d6bcE0TnB5GJFdZ/5jlIUorhtefZewtl7+16Za2pwCclBL5s15d9VL802+QBpmTu1IwZwBbs/Bceh2GaaHj6YWzujuCpj7sk6rsrHMdNr7egY3CMN1BmM7XUn4U1+1falC3iKDBPR+1VMhFOJ860rLS1XoB+gM8u8uKERWWo5EIzhGfQxOYfiibwdmu/sonYAkBsDAgK3Bm4Y90SVOS5EcxV6xV1URJdWEZvqSOfidjPlO/NksXslBDke2y0XVzv9rWLUV/sxVTSlIJJAqlXa0PzPdM7iykHmhJAFXozZ5QeV5+pucyPlfUFOPfAakU8x35PLX0xvMaRbgCYVeDGcQtKQQDUFXnwjZW1Wt+7Yr9dV0lgYco08fvTFqbNgOyN9uhELetLvLhj7ZK0ynqqk0YAhhYqn8Mc8ZgMVKaSFgh3GCmvJc5wURgGRXkgB/0c6BCH3W5O/yz0ZuL4hWrrmpmpbeFYAu/y99JY4kup9fq8O4LnNvZgdziOjsFReeiKoO/ClbVy7lkA5pT4JPKe57GFZhgSr9NpxCdRApT4dMrtdOZ8R9t7Y/jn7kHc9nc7EzEYT8jgc0dfFBv2DKOT95i0ACVAZMIRZy5j879nZBzPbuyWGQHxruS/HfOB8qyhM/MrnLASfxZ+e/pC7ZlqCtyoK/JoABjhAe/D/+yQDo0KxhACZGdQfJvTIikl8PAelC6DIhjIlvVHPSPjuOed3bjp9Rb5niwQNAUD2j5gy/Tr49kfncCzn9oZNWHpKLRq7R8BQSiawDMbRZDn6IdNAXemLaZFCUVOpiH3U0pZGyFCCNoGRnHHP3ZJgIQQRqn98TOb5fwJ8wxYWvCCEFnvm8582boSutjzjm4uwelLKiTQRzlIqgam6llFiN4Y3qAE3myl9ZCyj4VjCdz5j51aG42ZssJOqm9sYhJ3KHPcUih0KmvACf45KfqUEuR5s1CviMGoVuTLwomLymX2yKCU196nd4Zf39aHb/Hep05Tn98JSBuUwq2+f5KakRcskwwXRWnAjTJe3tE9PIbH1negnY8lpew9OIWqVtTm4x5HCxWniTWtjlu6FmWEsJ7XpqUECmC+iWma2Nw9gk3HshrVz1afDkII3vv2T7G+JYTtP/41ALt+l0Io5NrBpGBzzA3q76WpzI871i6WjrywPE+GBsY4fZv2wVE88EFqW7p0Z1yuOwMXHVIrn8kp4qMDKXrGvtibhWPnB2UNpmkBv3xxG7b0RDAQm8Dzm3pkPaszYHbup6ZpoUPRQuiPTchgXBWyMqhjH6apFPz3v30d7nlrB8itt8pgKNedievfvBNN1QVYeP0PcfYB1ch3s7nhzjTwi5PmpZ3HpqLVwd6j/vWm49fAMnjPVJ50EFnDpqAfq/kztw+O4p5398hSK1slmYDAwsube2XddDiWwM1vtEgmnfjc6Xwm53udDpxIyxTU/Bj2OWL/JAQo9GRKSn4wNxtfaSiUPjUlBIPxSfzxH7uwtTfKyyHYdTMMA8tm5Wv3UeLPxg2n2IrJ05X4NAX9OLKxWCpbCwq7qawDdp+s5reHM6XC0XF8rgh9tV13A8649W30/eq3KWPXqKw1Ffhke9C/Lrz2f8m+DFT/TUYgDig7m6TKXXcNjeGGl7bhw1WnwDIM7PyPszBlmrJm4LCbr8XpB9TiwU/vh0EJ/viPXejlisEGpbBgpaU5OR0tIFWwQjXLsrNJ6vfS1UlRypx4VUlPa6qdl40DavMBSyx2pnpq9/azEIompPOj0pkJD0y2codtpmDKsiwMj05qqFzSNJUNjWVxVFVg4cRSQtA5PIZnPrHRQJW6Jja06RxekRkXli6Ami6jqo0lIQjkZKJC1PsSnSY7N+jDIQ2FkkLF1PKAW95sxZ6BMencAKpqI/u6LzKBt7aHQfjBsTcU0vmMzt+XY+dU1iPaK8Cu/jje2NavUZBHxifxn09t0oLAK1fNkePLesNSSWd+Qh7gLEv3q5e2paU6hmMJGVymYwmo7yVdP7K6Yi9OWVKO+mKv1rpGOJ5VnPngVMRkz6wgxAQYHptK65gLAYf6kvTOs2rOYHtu0Icl1Xm47NDZ8vDzZ7uwbgULROYG/Zhf7kdNgTsVteaBaxmnjVXmuXHsvCBmF3nsdz7DvQgkf7rMLyEEc0UQz+cOIQQ5iiKquI+8nAysXVElgy9V8ZAQXUBMrAFBZ94zGMfzPAtYmefGuhXVuPLIBgnsWEqmymnp5rzIqKWjjwGMJju31OfoO83oiScuskEz9vrFnsYc8XnlgZRnYGNp14DVFXnx9YNqUKK0GCrxZUlHsn8f1qn6vOneYaXSI1qsW8MwNMVcwYTRrqUATpSkZv5TaLd8PhR6M/GNlbXa3Jqp/tmCnu3wZLpwyaF2QGhBEdsi7IygxA747HsQ9c72PWnvhejjkzKHkQo4irEv8LLM9dHzSqcFDGTtMJztioTjbe/NjEZrw3kCkDUI0Xo2V+a7cfLictTwvsuE6Cwj9fP/FWdTCBo1laXWd6ptgtoHR3HLGy1oDcVx8YMf4/HzfgBMTrJaVbBgNDGVRBevpxyIJ/DoRx1o7Y/DoED7yJQMJgXYkJrhsqm7eu2sDsaof7WlJ4JNnSM4Zn6qhoRz/xSU7Mp8NpadQ2Mak4o65ocaiADMXyv02n5PkTdTAo4lgWwcPa9U1rPuDfiNTkzhdl6HDwCB7Aycsb8Ixi1ely+E+VTWgF7/HopO4Npnt8hsnAiGLrj0RBzz9l9Bkkl47/4Tqgs8wB//CGomMfuphzGHj5Xq51mWhe19EYge1gBSSk3e5LWo5NZbOQg9gauf2CQBDvHMdUVenLmsUp6NhEC2TtvcE8V1z22RSrTludm4cGWt9BEBtg5F6YTT0vki6cZa+AD5nN5umiZa+mK6HoCSkGEANJGUfIMyMOLyRz6R+7432yWZVOq7MSib07rpZ6JlWbj9rNQSHwagZCqtJtk6eDGlBRNnSnnY3xJCcNnDto8hun6ojBQnK9EJfDrn1xfZvgxU/xfmRHCSpiUpY/LQ4bNoVqEHVx1Zj2e/cQ3ApcZXL67GfevvQ3NZgNWBmEnUPfUwagrcOO+gGpTnsp5ahABF3iz87ESb5iSCS6ejBaSi2GpwuqUnglc296Zko9I63o5nEM6D6ILCkF+Cix+yqQZCmRRgdJoXP+vGc5u6Aej9Bg3K6Krib2eyLT0RbGgfkq1+AJYx+SuvkdgZjuOZT7tlNtL5DMW+LJy8pFxmcbTsgqzyYjY0ntTr9xyL3Ynqsp6Qe6fBEYLU+j1lbA1KEeAUMfE5/hwXvr2qAQ0l3hQaXFIBQcpys7GyvhBzS1NpbenMeRjs7ffVsVSfq77Ei5X1hUq7EQJ3hoEbeG82AqBrZAyzCkUQCCSmkmgfYKrRpYFsSc0B2GF3zbGpyrPiHlcrm3+6ljvie4YjkAMYmlye64ZBCTqHxyVFTqj7QTqa0FpBiQyBOgbeLENzzMMKjXi6HrROEwi12lLHn5OB6kK7vscCkVQtSgiyMwx0Do7x/nv2tVgAaM9pgxLkezOVLI/DK3OYCCCnMxV5F8FVb2QMniyXNh+EOIwAjAhH5W36ri0IBbC1N8WBLRbEZePEhSKrQVCam4PaIo883JMzPINzDqsZteky8Bc/+DFTblX6ThOw1VwqkHg4s4/OTA1jmcixVOo9KQFK/TnyPRhEBzKK9mHdqXPJCYoxZkzq3zidcOq4Z7t2OH0Q51zn4rM3d4/IHs67+0elg6Y6R+nEctRrRManUJVvg27OXoaTPLhw1qiKe1bPIg1QQuo962OiUz+dzmSJwlCZyYjjc8WaV3+uljCIcpjWUAxt4Tge/GAP+qOiDpui0JutrdOZRPH+VVODRJnJVwTh6ouZiE99sUf2m04qgPOB//0THNgYhOfbV2BLTwSl/iyctKgMhLC5U+IxZGZfZr7T3IcILoq0MqTU57WU319RW4D9KnKnDVRU2qx4L3esXYzb32rF0GhCm/MzzXGxhwK8lGhkArOVoKbQm5W2njUdo82daciexQCnrHNAqaUvjnd3DqBjaEyOlVr/rIJeFbk5+M9j5kjwWgBCZZ27tPHtjYwDF14Ikxpo+dqZMAiRVN3+6ISkfv/XM5uZ5gjYs/YopUZOI2Bifr87fWFKJt8w2Fg+ytk+lDBxpY7BUSwq9+OHxzairtjDf5fChIWb32yVc29LTwRXPPppWr9PPeeB6TUFxHk/yOntz3/Wg5c29+Kg2YWKloAOxjl92UCOC7dKZgzbbwSTSj0TKSH4YOeAXjut+HLhWAIvfNYDEHutqf6JqjUgntFZpy3AWtNif1sayMEf1uynjANw7J2/wNyqAgSuvsqucbdsnzoVrLUwNDo54774RbEvA9V/0SzLwl8+H9ZqV5iAQw+vddP7ABqUwiSQh0XtUw+Bmkns99LjIIRIMaUn91+NjuExlAZyQJQDzARBQ4lfm5TpHC0gFcV2ZqNWzS3GdIIvqoneXGo2wenwqBx4SoHEFBNPsiwLJf4sLK8twI2vbEdvZAJTSRakiE05T6GbzWRNQT8WlQdAlHsO5GTgNB7kzCnx4uh5pShXmmWLpSkWczBgi9IkTUgHTz2gACA3i+Kg2YWYy/s1Op0+1fpjCTy2vh2vbunTspPpgn5CGKSrOodJ0+51yZx6lTbN7nN2sRcug2JK8YaFeIGgF1FKkesQbJipLUqBJ0N7xr0hxPJzHc6jYVBOVVMdLaCRO38dQ6N4+pNudPKMKyUEHYNj+OWL29AxNIakCZkpDscSuOedNlBK094H4YDDdBl39fnEfag//7x7BAZlFLf73mvTkPik0rBe1t3Kz01tJA8grTBROrr/dCbGXBs7h4OnMjQoIYiMT+G3r+3A1p6IFE4C2Lp0KhczFU8x1yzWnmSaiSwyn+nG0+IOjVgEIriqK/JhVzimBX8SyJLBA6O9/ebV7dKhmVRaVFFq/z4lLAsis4CEIJm0xZRE5ntf2AviayFMMV0GXuw9WsaM6PWbzvdiZ4khf66+J0KAYS5gsSs86mjJZaFraEx7TzNS8h1fs+DB/npa5Uk4M6J8DmvBNrT7UKcGQSpwIfa1gXgC7QOj+NkLW1JobmJcU/tgsg/a0hPB590j6HTQAMV9GcQWmnGuOzsAUs5ER1Z4Jn9MdTzFM9tZUv0+VUtl2OgqnoQ4qOFEqMzb83BkbBI/eGoTKAFOXVJp1+UjtZTCUhzP6Zz0f8XU9yLA6m38fDAoq88T7aoIYefLQJx99txnHwE1kzhl/Yv8nKcwTQvfeXwj+iITMGFn9p1zS7V08115/Wl/35+TAcNIz3QqdLB9xFge1VyKyw6vhy/bpQFMGvBBnfu6DUiGIhP4y/oOWTqRrvxH7XecqrBMUM1r2i2LZVDFsm0s9WJZTT5nxkATxQMIJqdMDMRE+zeCynyPBl43lwWQ5OC6BSDhD+Ced3Zjy49+hZte3oIPv/szUGoH8haAix/8GADwX8c1SVB5IJbA0590Y3tfan94MV5JCzarhKsKW5deyoBQT5Zk+xiUoG0gjt//rQX98QQOnVMs6esGYTXqVx5ZL0sH/r69X5Z/pPvgYgeTaibWidjHhdBlfYko6eLAppgAFhO6E29Z7PMCfGDr1gFQ83feMTiKv2zokEEwoLN79gb0O7UGnOtA+MPqPDMo0XrcLjz2YJz9yQv6OiT6/uG8j56RcaxvG/zCCykB+xio7tixA0ceeSQefJCpvvX09GDdunU488wzccUVVyCRYIv02Wefxcknn4xTTz0Vf/nLXwAAk5OT+M53voM1a9Zg7dq16OjoAABs27YNZ5xxBs444wz85Cc/+X/xbP9PbUtPBI9/NqxN3nxvpk0Zg4XeYRuxMijrHSkmUtvJZ0kEDGC0izc+60TG7bdiVoEHyaSJnpFxGcQ4e8ZN52hZFlMzU0VYnOgxCMHTn6RSPZ0Ok7M+y4ngODnwhBAMj01KyoJBKWoLPbhj7RJU5GajY2jMbvMA/H/svXl8XNV5N/49985Io220LyPZ2ixZGhljMJTFQAJJSRy2UkjYCvRNaEtS6PJr0tLsNC1JkyZ5m+R1G5o2YWmAQEI2CIQkUPYlYDDGGlmSbe0jzabZF83Mve8f555zzzmzyOFt+ymfH+cfe2Y0d876nGf5Pt+nan6W2AghMAnwLYuRDaD9sBlRqcHElHfxUuM1Ru2nSQqPqqTFciaePRKCz0qyJwCCCpswe3ZHYw3eNdaFbzw+KylqlYxvKTIDCq1htS6ZoBQ/X4vRXGUCSNEkjVDW131PHLEZ6hTNslpZlHAqL43xeBtTrOx+QIJXESJ7hAfbG/C+E3owzIgtCNDeUIPPXjyB4Y4GqURCj7sW1+8ZxEhn+Zpg1ZqqLBBiSrT/69ki/vL7BxBMbGB7dxOuO6NfqnMmKYvWnreVepWEo3pkRo2IVFUxRUUJMmGYaZqIpDY4VIsQoNZB8Fd7x0EIUcbLlGfWR3mvhVIbZWsFQ/h7sYn7JZTcwIP7l3F4LcHno7Op1so5O0XOUYVC0gO6L//KIsRihrydGmDXVj4WTOHO5+etslO2s0E0AKrVowMqzzVz3LD8V/ZeOZnH+izmGKoyz5ReK+eW0JIA/3ztbmzvbpTSP4KJDXz/lSXMBkqVw3JGifg7gEXyJBBEVSokT4gNP2Z9EiPuHL4qOAHEvy+XK9duyTVPswtdTbX47MUTJTA39ltqHiFbmQmPGzs8zVxZNk0TqbydDqJpNvN56bjovWbXgi11IFWDuW0Gg1PPXqV8eDVXlo2T9wMWj4Mgx+ucOr54+S5s72lCl7uWK/Gio6bcvP8m7P5iK7eXxHWZ8LjxWwNteHKaorAculyeBgAOrcR5usz0pVfD0HSsXnU9aISRoLm+Bl+/6mRsbatDQTBMeYrPJne63ddSwxzKGdBIhTqqioOAOQkJIRhor1ccCkrE3QTi2YLigKD/72utwyUn9fKooOqgVesdi04w0zSRyBb4GCb9cTwzE7KYX2nAguXl6xpBe4Oc/7y4nub58bomI9Q4qsEq50UA1MRj+IgApTcMkxMtdTbVoqupFv987W50NtViqLOBV2ToaKzBJbs82KEQd4mN1WQ97xu3Av/0T9CNInD77XBY55ShfQhMFIoGPvae7djaWi+XFdPo3hqySjB1NNbg0pP7cMHO8jB7tW1mBDI5rgnGPFvgQNzeS4vrafzsoB9zYaFSgnBn6hosYkj2XHr/mqZJywa9c4QbwfTp9m9t5nAkpDLXgGlS0j/2UVBAZ4l7rmHmMEf7FBqtqK/ioNY02XmztbUeu/tb3vJESsBxGKrpdBp/+7d/izPPPJO/9/Wvfx3XXHMN7rnnHgwMDOD73/8+0uk09u3bhzvuuAN333037rzzTkSjUTz00ENwu92499578eEPfxhf+cpXAAC33XYbPvGJT+C+++5DMpnEk08++V83yv+CNuFx4x1DDSWbl0HG5sNpPHJoFYsRiyjBUnjYhj70yS/gaZ8fr93yd/yZRZOWlNA1DYvrGdz53JyEtxf3eSVFa9IfxyNvrOLB/ZUvuNY6Jy63GNuqNUJkGA8T5mJOkaFe0oaBb157Che8Jmj0Sdc0dDXVchbXQGIDvxTKfmzmPW6sdeDD77Tz98T8A41QL+h3np3DoZUYZtaSAkMdNVpEJV4u9KzOjc5JFQBqTIr9lCNoBOOeJvzjlSfZMNAqxrcJOwIyE0hiIZLmRdSZwsuU+PlwGr+cCuLvH5nC0VBKMkR1jZLf3PyuEf5ddX9UK4uiMl4er9eeKe2s2RBC+3Mx+qRrND/D6bAvkbxhYqynCQ5d4zA/+rcaetx2hFGat7JKvP2eqizMBJL4wStLXKlpdVGCia1tdVYpFyHfF4x50+5z0ZCVeHnMpZ54MQ9ZjMZuNrc0mmAbPCIMctIfx0tzEQ7VYnO/rbMBE72lsDc1yieug8p4qjb1HIv7gykWDFYujluVP6qRPxdO4cnpEFceASCZLZTAsXRCCbyuPm0LJ52gZQ0M6W9FxeJ49q340fGzR6qpEyYiKVvhKTV4TGQ2CsLn9CFU5hHJceNprsXvnNxbtkB7OUVczCMEqMPsB68s0xI0sLkIxNQONgY1QiqmCgAmjZYx45SoEVj5NXtvR28zHJqGgmly+HI1JW3SH5cYLwmh5FkMKTTpj+NoZIOXFKH7wShxnADAbCCJRw6t8vOg5ukDqLof1HOrNlMwalQyFCkab9oKrN3n0gi7RFwFAq+H3uviOjDHFiQZYPfpeFMy+Bisf8vvJbsRQjDU2YD3WzoAATAXtjkuCGhO/wcsxNL+v7oNP31lHnOf+xIAi0DJMLGjzy2Mqbzjpmp/TdMiGrONuodeX0EoZfebOWPKoSJU+SnlMIPWbOaODVCeCx4lW8/QGsxiio/B4O2w8lXte0uGd8sIDHH/T/rjmFyJcfKgCY8bpw21WtFyO+jAUykSG3YaivUsxgBr6wT0d5nzOVHfJK0nYyQHZEcg6ysjFJtek8setTdShu2yjg3YsuvEh+/nRhJuvBEEwPJ6ms/1WjzHyZWcukarWbBSNmzuhD3fJdSpVpu6bUqijygfrVfbdCCJRw+tYs1KBxtor8d7dvRgqMNOU1KDP9HMBhslVqJZvGRFI50OTeIIMUwTfoGte7NWDt7O2qQ/jqemQwjEc9K5JYq8yrtbOPrAGY9ac4PSNDbhO7pG0FjrPG6n0f/ktqmhWlNTg29961vo6uri77344ot497vfDQA477zz8Pzzz+PAgQPYuXMnmpqa4HK5sHv3buzfvx/PP/88zj//fADAnj17sH//fmxsbGB5eRknnnii9Iy3UiOEoK1OJhOBcNlt62zEu8c6uYBiuZGs6RpBLl/EqlBDzLCEjK4BXU01+OCeQW7wHS+kcMLjxnt3dOMDVk4mUKqkmajOJsma+rs29Fe4hIWzurSexpQ/ARBwwWvYupBEpOJprsV5Y50V+1iu9VsePAan0QXh11znxB+cMwQCgmdmgzzSfSRI632xSA0ASfEkRPZis/q3bMyeZhfOHe8sa+RZv46J3tL8rHLCX/Taj3uaMNzZgPPGOq25guQ9He5swNnb2vCZi7zw9jRZJTPshHzDNDHYYRMzicoRm5Nq5DjsdTkyrkqNWBowN/KtPi/w2mRAPJuXIiR5YUwwKRHA0WBSGK/9LKlcj9Aq5RiKsHu1xuTFu2zyEEIIhjoa4dS1EkfFfDiNnx5Y4XBEAkhRoHK5b7FM+bwPRrrAc7QFyH25Zgr7gRCLsMF6PeFxY3d/K48+EdC5pGQsUNZTzlFldTJFJ4DIeFoCo4OJUFKG1amKWCWWcLGpMNjhjkacPdLOiXcm/XEsrqc5YywhQL5oYHotYTFguiT4elHgpGHGExHmtlJt4HJNLXtRqfHfsZ52LJTGMzMhm0HZNJHI2uvPWKR/dnDVVkQFo1ZEHOi6hs7G8kpauchM2Cp/xRqTH6xvzLHB8tHEqJ+4P7kSb/VjJZrBc7NhrriqsFl2jtVIIQCOUBHnupLUYIyXDOrKxqUJ53SwxYmBNptMKF80MBdOw5DI8mgplPO9XZy3QTVMgskcHj1UGTVACKQ9rjbRKaCiJMSzdng1iZfmIpwvwY78cxcKUrkCRPnBzgQ34thcllGWKznByvZZOceGYSCUzMHb07RpXWHRqT4XTuHbz8xJ8tUwwWt66lZKD6upqWkUoqoTIqQ4sTHJXAzVGlPS1+J0Lic8btPSuAAAIABJREFUblyw08PLztExwoKCl4ENC/ITpol1wehdWs/glfko3+PL0SxemV/n+2OwvR5eKyIK0H0UStASXf5YVhqTrugI5eaStQmPG95eNwaY3CYEpkkk5mLm2CgXrS8aQpqSRrAh3J/M+Xzw7L3S7y9HbYZhtaID61souYHbHp6SeD7O/fqtIDVORD74RyX3KyE2Our1CykL9GsXXw2ybx+OWZwgbN36Wuvwe6f3Y7ijAZpGLFIjOyqcF+phl6ybOI+bOKTZ60oQffHf8Z4m/PZ4F8/v1TUNbQ01tkNFkxEp8+E0XluMchKoLa11OHWwjUObxTrD4SRFxkyXQaSVHQPsAIX6+YTHjbNH2tHbUifdARohMAWUgzMe5c6C5MgYf38tbjscS+Q4+f8RmZLD4YDL5ZLey2QyqKmhQrC9vR3BYBChUAhtbW38b9ra2kreZ/lnoVAIbretMLBnvJUbC+Ez0aDrBEUAX7dgoRqAOaEQs0Yo6+ldz81JzF66ZudJbWXQCkIqEhSojRCC9oZaeAQPULm8oYowhJJcPzGHxkQ8m+djZBcta4PtDRjraZJgYKLSJnqTdSuvsnIf1b7Zh53DaeIMJkiV/IF2Gm26eFcfj3Rv727Exbs8XGDNh1N44WiE16RVyXJUT5auEbTWObnxqV6YokdLzQMq8WoryqPLoUuXSiSVw5KVd6prGprqajDa7Yaua1iOZkoY7fi6kNKIarV1FRsVlDIZF4MYqTBqgM4NU/g0QgtKsxIix0IpzASSmA7YCrBYV3c1TkuGfPzBg1gIp5FXPPFFiS1T7uOFiuLV3liDi3aVNzwclgtaLA5fMEw4dI0q2kLu43BnA953ggf9bVQBXolm8NRMEDNW7o4q/JejWRxYjEoKsWHNF4Ecjdu83rG8hqaypo21DqmcUypXxN8/crhEGWd5trJRJ+fvVcqxAuhl99R0qKySX06ZrtyoA4lHFzUrx8waw4THDU+zC6NdjbyfqVwRH33gAI4EU6WEP2I+qzKm44k2qX3utvJfN410C4rUts4GnLmtHcOWsb2wnsH0WpLP1bbORrQ11PA8XMawy35fzW893vy9SX8cT8+EsCoQxLXU1+Cq3+rnNXwZukU1cuk+lOdB9Opvaa3H6UNtGGc56oozZmk9Dd9KvOx+0AmwGLERCBpRDogyprZGuy4qn1vh8zqnJkDBgSPBFL706BSv4czkJ70vaoX9IJ+1HrcL75norrgf1uLZinuc9UvsdyUDcaK3CbsHWrFFIDoU72bfagKL62kcsxxKosJv53CLY4C056upleq+VVmjAwlaRsW3mijJgQuVGAC2cT3W3YTrzhyQ5KsotzXC2Nqt1zCxlsiC5tXJhjrXVaoIDNaLCY8b54x2wNNcx7/b3lgjRQRFB1zpc+x5nwkk8cKxCJbXqfE02F6PXVub+R7vb63DyVttGCQrK0QE+dJqlanrb6uXnMaUcK/icADBeCKEoKHGId3rDbU6PnS2HHTQSLkosYklIYddJwTbbr0Fl58+BPOmm7jz+YxfPmjPCCH4+q9mEfngH+JP907g9K98GtOriRLZ1tFYg1v2jmGw3ebxOPHh+0GKRbT9+3fKOjYu/pfb4HTVoO/1l4FiESc9dB/Mm27C9u4mvHdHD7ZYnCC6RqOkDl2DTmiKwiUWKR5HKAlLaGMI5LaZQxqQczLV7zbU6LK8EA1TQkqCLuKabutswISnGWMW2kXXNDTW6lx3VxFHl5/Sh/EysqbcGEQ5pQYGaJBF3vO0vwoChD2AELz0kycBUIf6w6+v2A5HTSUMq06S+FZqjv/XB1S+7I///WreKp/P9+Y69t/QCoUCQqEgfL4ijkRyePSgH8ZII3y+POajGzAySVy1owkkuoznjyXReuvncP3+RxC58kr4f/8vkM8XcfFYA0h0GaHQOlwbMdSka5DeMLASyCJd54DPFcfaahzr2SJmZ7OINTgQCkUAAD5fEQBKXocjEZCsDp+PHpZwOAICmhcMAJFIBDUbCfh8Wem7RyI5/OQ1P84ZrIfPZ8CfyCMUjmGpNgMfieCFmTgOLcfw6AuvY7yzDv6VJKLxFF+jRX8GZiHHfycYiCEcz8Pn88G/ksRqsoAOMwZXahWBtTjC6zn+XbWPwWAEOiF8TPFEAktLi/CRCIhpYkdnDUhmHT6fD/FsEaHIOlaWc5hyREFycYRzgM9nIJopwsjEEVhLwefLgiSz8HY4QRJr8PmiWFuLIRzN834UCwUEQyH+OhCI4dhqFjd8ewWfOq8bIcvA9fmKiITXQQgwPZ1Dja5JYyCmibP6XUA2xp8Vj8fhXynCVxtHJm8glc7g6NGjyIdrcCSSw/75dUwux9DrSEADEFmPYn7uGBJ1OoxUAmf1u0Ciy1iIbGAtmMSSIwVfMUTXIZrC4akp6Bop2Q8zSwE8PZfGnu4itrXVIhgMYz1bxORkAYQQtOoZ/uxgMIL56Abuf2kOnzqvGzNLMem704sBPLeQxhmdRXTUO2Dk0nyPa4kNeBp1aHE/fL4A5oNZBMIJLMwX4EzUQkvHcUafC+cON0JLBbAcyMHlIPD5UggEKJzxGIkhH64pGYO4pqZpYmYxiI56B98v4t8bpgkjE+djKhQKODwziwMraXQUQnj9aBwNDgKfr4CFSA5mNoXl5Tx8ZB0kncTOrlqQuB8+XxCrq3FEolm+hiSVxHBrDUh0Gb7YCkKhCCKZAm54aQ7vHW3ESryA2eYs0oGaMntanvdQKIJaqx8AkEymsLS4CJ8RBgDE4nGsLJvwOaIoGiYK+Rz+10ktXF6w8S7GNrAWSCGfcMDnS2J5OY1QOIUjRwxkgk4EA1EEUwVblmZjfG58sRWQTAwndstjYs8Oh9dRNEwcnsrDqZfuLfH1TCiLp2eC8NTmsaMhiblIDuH1GObmjkGP0yiJWSxgbu4YzGgNlmIbKORz+P/O6IAW98O/ys7WBpZX0lgN5LBAEmjOBbDqTyBfKGJqygdCyHHNLYEtPwJBe67V81AqP8Nw5Bzw+XKYX9+AmUtjfn4eNclVkGQaW5ocfK6WYhtwEgO3nN0JEl2GfyWFWIzKxGCqAP9aEjU6gc+XRWA1jlC6gNnZLCJ1DgSDleeSmCZ2ddeAZKJ83SKRdfQ1O/mYY7E4XpnKo19bl86HYZoIBKMwTRM+XxGriTwi0Rjm5+fRmFnDykoKZj6DmZkZ1Ds1er9EbVlMkin0Nzuk/WBa/Zo8FsEj03H0OlLI9TcgHFrHRtGEz2eUjAEAQuEw9CydSwBIplJYXFyArxgCAOQLRbx46AhaNgJ47mgSvz4WwhUntGKbIyrJz0SuiFB4HX6ShM+XwEIgi/VoDEeOHEE64EQoGIWZLZaVBwBAMjGcJOxxcb8EgxEkcgamOnKodWgl3w2G6F5jr7GRgd+/Al9tHNFMEalMBrOzs4g1OEBMEx31OrREAD5fHMfCOSRSKczMTGOjaGAtkEDWpcHny2BhOYXpxRSGXSm4UqvwryT53ik3BnXfEuUcG5k43jHgKpEP6r1O91IEtXmqAwRTBSCdRjhVgM9nIBSKIH/DZ3DNgw8gcuWVWL36z7AYy6M2U4+GzBp8c2H86nAcP3v+dawl8liMpEGwBF9NDKurMcysZTE9ZaCuRi8rL0zhtZlLIbBWgM+Xsc5xBPU1tkyMx+NYWTHgc0bLPoudaS1XxHi7E0iF4PNlsOjPwNjI8j3O9jzbHwv+DJJJe64DgSgiqQK0mIZVfxKBYA5Hj2wgG3RibVXWVdR+BIIROHVBjqdSWFxYgK9A93gsnoCjzcDU1BQyeQOxRAIL8/NozgWkc/vSUgr3vRjEe0eb4OvIYWUliffdfxc0w4DxzdsRPOtqPPRsGu3vuhhn/PJHAID1gSFcs7MJrZ+5A5pRxMRP78OeU6/Hp87twuGFGAgIJicLCIfXMehKYyViwId1hEIRvPiuS3D64z9B9IorpH4AQCGfxxm//D6IYaBjfoYah6YJ45u3Y+6DH0Yxk8CqfwM+VwJrqwkkNwy0FKOYDGTxvYNRnNVfj6mpKawsJ3A4vAFXtg7NuQCVy4RgaipPKz+Ichso0ZnEu2oyuozphQBqdYLJyby0x4lp4h2Ddfy7mbyBcDiCVTMJny+F+bUsQuEk5uZyqE26Ss7aQjgHI5/FkdlZBF06VlaSWAnFccO3X8BHTm9HLGsglMxbd2IELoeG2elpuJxaidxWxxCJrGPNTMHny4CYJnZ21+DpmQAefu4AtrXVIhJdx2pNBg8/F+HndKi1FlPTKbS4dABA8YLL4H3kh5i7+HIsLS3BhwiQieKMLS6QGNW3QsEokhtF/rvLyynEEwn+Opu19Zi3WntThmp9fT2y2SxcLhfW1tbQ1dWFrq4uhEIh/jeBQAAnnXQSurq6EAwGMT4+jnyewok6OzsRjUb537JnlGter/fNdPG/pTlei6CjoxNe73aMmyZ+uUjz5bzebXAGknD7j+HMnb2Y2NYOozmKif2PQjMMtN5/PwY+878RSm5gqMaBiQkPOpan0dNRj9GtrUhk8wggjJ7mOni9vXgtsQASy2Jsez+63S50LE0DALze7QBQ8rpl9hC6W+rg9Q6X/3z6DXg6GuD1DkmfjZsmnlvT0dFYA693DE3rabiXj6C/vwve8W4kXWH8an4DF5y5C7VOHfNFPxpDy3yNojVh1M3k+OuX1ueQ1pPwer2YK/iRD6UwPNwB75YW7I/PI2LG+d+WjGnxMByaBq93FADQ8EICA/398I7TfdJzIAu9sQnj4yOIZwpomDmEgX4PvN5u6VnhZA5twTn0NLvg9Q6guBxDz6KJ0ZERDHc24uXoHGJI8H44D0bR0NTCX78cm0fUjOGvf4cy3M2kZ/izu/0zKBgmxse3odahl4xh+7L8unF/Glu2eOD19iKzUYTziQhGtm3DcGcjxk0T3z6QwsW7PLhwzxCm15KoPzaN0ZFhdDTW4hfLs9i+VcfExBiKS1E8sXQM/f1b4B3txLGCH40RP7xeL60Hp/RjdFFDa8sGLtxzAo0oTb6Op6ZWcNN7e3FCXws6lqbRCWBiYjswdRCvry3jtst24oKdHjy7+gYu3tWKC/fsBCEE2+aAns4iLtyzA7FMHg0Hszhz5xAmtrWjJpCAe38S3vFxNNQ6sNEYxbOrcyBNXRgf92A6t4Iwoth7xgjCqRzWzBDcLie83q14af0YLXzf1I7x8W50LM1IY+gUxnRoJYbnFhdx6Um98Hq9NPLre4PvW8MwYEwdwmh7DSYmxuA48CyKDZ348eFJjA5sweNHV3HJLg+8Xi/Iahyvx5bRv7Ud3vEuLJlr6IuvYnxsDK0NNTiYWsRSLsL3g5+soWtlHhMTE3zftpsmbt7bg6emA3jQdxRXn91Tsg8BAL6DeHZ6BTfv7cNEbzPa5qfQWOuA1ztC9/izcfT398O7vZO+fimJgf6t8Hq7YZomah4L4bzdXoz1NKFD2Fu1wSQOp/zwtNTB692CkCOIQ/FVjI5sQ397PbpDR1GIZvgYOsX1BvBaYgEhI8rH1L54GKHkBsbHx9GzdgTpXBFe7yiculZV9owZBh6cyeOk7R54vVthrsTRtHgE24aH4bW8z46H1zA6sg3bOhtRF0qh9oUYLjhzF5K5Ag4ml+DUCbzeYaw7Q1gthjE42AnvUBsOZ5fx8vKsNO9V53ZhCrOBFMbGxqBpGlrnptDkonOtngf1Wa0zh9DTVg+vdwj6WgJNC7MYHhqCt68ZCVcEbdM53g9XKAXn0xFcdNZJAIDZ/AoaY6vwer1ojWXxenwRqY0CxsfHcSCxiGIkje2jQ+hsqt1UjvdPFdDb2wyvdwAA4J46iL6eJni9gwAA86l1/HAqiUv3TKCjw8G/a5om2pft89MYSaPpyGEMDQ7AO9CGRWMVTRE/xsfG0FDrwIHEPCajAYyPU6KudWcI7UcLfIxdyzMoGga83jHsis3D1ZTAu04ZwkBHA7pXZ5HKFeD1jpcdQ+vMIXRbcwkA9c/EMNA/AO9oBwAg95Ml3PtGAu/5rXG84yQTByIaPnD2CHZsacH2FftZsXQezXOH0dfXAq93CzIN62hYPobRkRFsbatHd/AISNy+e9R+vBpfQMS097i4X+Aq4qkZP2747T54t1J5aJomjGaa192xRBV19qymV9LY0tcLr9eDcDKHmqci2D46ip5mitpx/zyEkZFtGO9xw1iJwXUwjfHxMeTyRTwfmkOXm95Fr8bn8fxSGHt3b4PXu4XK8dBKxTGo+1Y9x+3HfGhtqMHExDZJPqj3OgC0CjpAWzyLxeIazr3t4xi/7n78+ZZhbpy03n8/tD/8Gzz26jGcMTEIr3cLdkbnEDfDuHDPLtzx3Bwefn4Kf/yuLfB6t+GRxcN4eWUOaOmDd6B1c11lMg+PpwVebz/t15wPLXU18Hq30f3y6xS2btkCr7en5Lui/EzmCuh+I4eBga3wjnUhVhtGw/wRvscXjFU0Bpb43K7XhFA3a++XnvAx5CNpeL1eLBirWC1EMDIygIH2hk11lfaFKbgcOtdV6p6OYWBgAN4RuscbXk6hf0sfvF4P0hsF1P06iaGhQXgH26RnuXvSOJI+ipFOui4LxirmLr8Wgz/4LsiHbwRczdj42Kdw2ksPAYSAmCZaFubxjpO2g3z4RhjfvB1vXHQFbv/90+HUCJ5+7HkQQnDz+/rQ0eHAWd/6IjrvuRPkwzei49I/wwt/9fc48xcPog1Axy/kMf3qyEt49t2X45zHH0TI2g8gBOTDN2Js+yialmfpnen1YDK9hHAqh5FtnWjuymJLXwbR9Aa83lE8EzyKx389izO8A/B6t6JjaRqEABPeURp1Fs7hjt7mEp1J3OOHVmJ4dnEBGiH4yN4+SeYBsr6V2Sii+ajPkp9bka6P4I3YCoaHtsC7pQWzG7acBgBzJY7aQxmMjW1HS30NjhX86Akt47YPjKKlzolnZkMoRrPwerejY2kaLqeO8fFB1NVsrve1TBXQ43FzOX7SAsFIb4GfY/fBDfT1tuHCU7bwc3rB7bdh7Mf30Jzgffuw76NfwBW7/wCf+50d6G+ohXe8C7+OzgH1GXi9o2isdaBr7Qhq0huSrtKwPM9f+3y+/9H2FAC88sorZd9/U+Vp9uzZg5///OcAgMceewznnHMOdu3ahYMHDyIejyOVSmH//v049dRTcdZZZ+HRRx8FADzxxBM4/fTT4XQ6MTw8jJdffll6xlu5EUIpu3nNPM0uXg5QOOLCB66FoenAjTeC1Z4SQ/75goFjwSQIoOSyyMQixwNdE3H8pfBNlIXmqJAnG25nQ2DqnA4pj6yEaMawYaMqfEGs26XmUZUbg9hFQ8GLRNJ5fOdZCzZNZLIQcbw24Q/rM0qgSSo5hqmOqUI3NY3moFUqmSGPx0Qsbedvqv0ghKCh1oHhTkpSohGav6drGmYDSTzwyhLCFsnEXDiNX/gCWIiIJCSVoeFloWyElIVUdTTW4OJdfbj4xF74VhN4+KCfw88Bmt/cLZQQEcm1AMpSyMoTEQBzoTT+1mI2ZjloDo1YReQNrMQoO+9aPIfvvbyEj//w4KYQZJqH3YMui3hHhdP4VhN4+PUVRNI2/GZrWz3+5LxRvHdHNy49uY9/l0GC2FSwPSvm1UZScv5mJaKZ/rYGvHu8C6NlyHLY3ErwduE5pmkikbNh9YBcjoQQxpBb9tG0lp4Asxch+SpTsdqqQYNV2n6xlaQKaBrcdU6eg6lpkJh7AYtJUjiLLBeMybiSMQksr9XkhTq3M4EUHp1cxUMH/byvuiC3JJb0MnlRHGmFcmRa8mtVXrAl1AiwEstK9QZ/E1ZoU8iVBUrzz+prHFK9RtZU2a5pbD8IMDihH6vxHJ47EpZY4EsZden/nbqGduGeI0RmJC/XxN6ocr3GAXzsPRYrtEbQ5HKWzYcmWpn6xkoqRbVeENCcX/YdlTBMZUAVWdPV3ohjUInMABmuSmATzqnpL4PtDTjf24XhDpsV3awyis1yVmXCrOrfE3UA3dofDArKjFQTAG68EVtb63HpSX2ckd2h05rfhFB23QvG3NhqwUD7WutoTe8qbLJiU/eDaco8BUyPqPRd1lQ+DQZJtj8v3S8SPF54LiMAEomafhNdRSVBo+XwZAhquTGxPEpdt0u7vHrLbXjk1UWQffsosd2vH4ZuGDS6qelYvvI6ODQCsm8fXr/wCux86H5s+dTH4PU04ZJdvbj4RJsYsvOeO6FZzL0lYwBw3jduhelwWDBj4Acf+jhIoYD7/u1hxNMb+JcnZkD27YOuEWwUBVJNjdY/1giBQ9PQ11LH74CB9nr8zsm9GGqvLztfvwlh2ITHjb07uvF+gX+lUuN3i/1OSVkpaT8oOats/+/obYZT1yh/hDRfx5sOI6c7AIBhEnQ326l5TE8Vz+n2H90DUrTXqrOxFu8Y7aApB8LdJD6byg+5xTOFqnv3rdI2NVTfeOMNXHfddfjhD3+Iu+66C9dddx1uvvlm/OhHP8I111yDaDSKSy+9FC6XCx/96Edxww034IMf/CBuuukmNDU14YILLoBhGLj66qvx3e9+Fx/96EcBAJ/4xCfw1a9+FVdddRX6+/uxZ8+e//LB/lc3MfeT5U3yy4AQHPz45/G1RydB9u2DRmh9JnbYz/3GrXj/GcOIfOiPcCycKskLE5OmNyMeUlnGgokcHj4okilVFv5iU5V4ngspfC4fdoLURsG+4IXLYCWawU9eW6lYm6xkDDAVBUdWlhtrdPzRO4Z53gcra6DOj1rWQmVEXY1n8dRMUGYfFsrR0DzM8rVRGfvh8cirSX8c+xeiWGakPaSUdKJomHAIynS+SJX6CY8bv7PLg65GCp8c7WrEuWOdGGy3SUjUMkLVRFNnUy0u2dXLc93EPojCshzBSzBpGw/qHtcIkMkX8af3vYpJfxxz4RQm/TH84dlD9joVTeg6JYA6tBLDXc/PY9IfR2+LC5ft7sUXL9spEWyVK7FDnUI1Uu6jmGfLDFnGIAuT5jANdtTDoWuUrEBQHFSCE5HUaDWewwtH7Vpk5cpcsFcs71rTKojVMgoj+++kP44pf0LK/5NJWiwlrszBPRpM4qcHViSGYLm2Y3UjTzW+ReWBKm1G2T1eiV3UNvJkciVALl9EyYaoY4OA1V+kny1G0njkjVXMc+KlTQwRZW5Huxqwd0cPr69nVFB4VSIiykRqkxiVO1sy07nKfE7n69BKDIQAbfVOXHN6v0XMoxahV6xcpZU46wxwIx+gcz1olX0wpe+pZFlKaSxrPzClrbfZhdOH2/i5KyVXMhFI2LUdxbJSuuIEKU9+Yn+WyMrOGAKC4c4Gyzkn5yWLrdT5gpLct2r3yVo8h2dnQ5IxLhKGdTS6pHNbrcyYlFsOIC2wPgPKGSCQyJREA4iyotdWdPz+ps0QHNSbOrMFRZvdYwcs0pzQ4CgMXcexD1wPsm8fHDozoKxzCyCczOLQcgw6IWir0+26mRotFVctR7WkH8LrYtGQHEeGYWJxPVN2HOIY1Bx2JvMqO5xUw1UkQYNVTsZ+XayyMHS9ZTmtOphE51y+aOBYKF3igCXEZkGnf2tiIZKCWPuT3HgjDXb88R/ja49OwjBMnDDYAfOmm3Diw/dDM4povfs78K0m0OV28brUALB61fU8UFKuMUcFbr9dyuHUNDmoQp3MRSxb60IAiyQxwe94O0BD0NEgk/GJ87WZ80VsNIe5lpNNVf9btv62bqJWe4gJLNAsD5t1kwhyTSN0fKU53pt2GaZJSb5kQ1VmZi4YBvwxeY/P/u41MHV7rTaKJm647ys4bXsPRv/mFt7HcozjrC0pzNZv5bapoXrCCSfg7rvvxuOPP47HHnsMd999N7q7u/Gd73wH99xzD7785S/D6XQCAPbu3YsHHngA999/Py655BIAgK7r+MIXvoB7770Xd955JzweqjiMjIzgnnvuwX333YePf/zj/4VD/O9rsndD9pypic5L6xnc99IC9s+vwzRNLmQue+lhjHQ2Wgyo9Mv+WBY/P7SKmTVq5G1O0iJHVFsbnNQwESM5x3GhMS80V9ogK5oEpsSAqhGg1qHxC168DAba67H3hB5s67SJVNTabepcMuFGFZwCRHWsaAID7baCUyjarIQSa6Mme5pVD3hvcx3OHrFr4UazRfxyKiAYJuB1EdX5tqPmm0usCY8bu7Y2YytncQUyGwVJgOWLBhYtMiV2aWkanYe2xlrb02qR1HAFB7JQJgCtOVhBSTney6Ecwctjh9YUlkJZUOoawf+5hs7Vts5G7Nragnd7u+glC8pi6NAokdhT00FctLPHIl3Q0NnowvYeu7RPtRI7RcNAKJnl4x7tbpSYOlvqnQhbkfJYtoh/+PlhLMcyNksl95bLnlRNY3UA6Zi2tLpw2qCtxNO5FufIfsMmyqg6rbyJ0ZMJjxvbuxsxKHmeTckwESNKYtve3YS9J/Sgr9WOEktK/SZkIKrxLSvxsNgdbcOjUlkg9rn9nNL5KBYNHAnaZB+ZfBE337MfM8GkZBAPd9Jok11OoKpNVzomTcNYTxNXoAtFWldPPRPqGCb9cfzH4SDWeEkV2agTFRj7c3EuKSv0R/59P2bWkliL59DXUsfllGiMq9HZcsOTlHhl/Y0KylJJXWEA62nR+JaNPF3T0FJXI52BgmVsU+eUXYdXF6IndAzyXislP4EkP2hZLtEZY2LOYg2vFr0vGzGT5rK6wdzb4sIZw+3HRWxG56h8+Tf6bHvepwMJrMZymBFq44rGuRi9ZncRl5eaWt+2ukOptB+lRHci43h1Zzak9T7ty5/GiQ/fD9x4I+7/9s8wOR/G5Ke+wMewUShyMsjVRA7PzIZxw50vY3E9jdWkfTeLZEHH02dV4Q8lN/CD/Uu834lcAd/8j9ny4ygxCEUHgRIV1UplkzrVLOK+uJ7Bk9NBHAkyQr3q8rM0oiq/Lhr1jK9FAAAgAElEQVSmbeQTgkQ2j3/4+VQZByzVAVZj9F5bWs/C88mPYe/J/TzKaX7j//BgBwBsfeDfoVnG5esXXoGipiN6/YfKlp6b/szf49WjQf5dKYIKcHZfVoKGfc+h0Xubk2lpBOHkBv75SVrH3R/L4ievreDTPz6ExfWM5Mjijl8hOl3VOVd5mvlcs71lVNFd1YCERohUJ3UlmsH+BZsUkYCWTrO/b8vm2WAK9720WEKMyfZWNR3aJsWz2ZZFZwQArIvoQKu9dsttWAkl+FrlCgZ2P/oANKOI3u/dTftMFPSGcp8MttdjXGC2fiu3NwX9fbuVb6IHjxUvVz1+rA11NOCc0Q78YP8yJv1xHLzwChiajuyHbrBqk9lK25aWOvz2eBfGemwjr0Nh9VMvLElQmpBYgKnnlX5WWrrGbjOBFJ4/GuY1wVQjb3k9i4PLMclLbcK+4CkUmP6trmloFbyyOqkOpxEP3KQ/Dp8/LkWbWCkf1q9CsTy0r4TtjTCmRasfGpGUtPZ6h1Q2Rx2T2kQlvlojhNa0Ysbl4VWqxLLLEACSuQK++otpHgnOW5cDY84Tn6VGZsSpDCVz+JnAeFu2P8L/N/O+szbhceN8bxcvH0DAytHYCrBpAjuscj26TlBfIzPXsnUa627C+07wYPdAK98rYm1cNs5KJXaoQrMs7T3xTAQTOfzwVfp5e4OOu165E1eduQ3OP/0TuUh2yYUG5TWFs0oKsRQRAo8A2GzM5ZU0dc5DiRzfOoTQuSLC+E0TJQyYepk9qOsaTTtgkFuiRgE3oak3TawL8HexBRM5PD4VhM+i4q9WFgiQveW2F9v+fKNo4pM/eoPucY1AA/DNa0+Bt6dJqsmrMZZXVsgdQHyj+Bsq8vb/Q6kcvi8owKypY5jwuPGO7R3wWPmGBFSGiftFVXjl59Gaz/987W5oBFYtPxbppogErtRr1ddFhYEahnw+RJSJ2A3V+J4NJnFgMWpHpxkMju8PORqpERolZGiGbnctzt/RzR1KhaKhfNf+7fIM83a/RjplZ0y2YHKlncoHA0eDyZLyNCrTOWAilpGNb3Fd1HtN02y4atm5Ps4ICf1lOosALYPR2VSL7d021JV2w75v8gUDU34LNSDscQL5rt4Moq+2coyo7NmbObNFtmGdAOM/uQ+6BQvVCEHXxz+KCywDSdcI/PEs/s5K4dja6sLpQ234t98/FRoheGwmgaWoXa5H1HvUu6WcviHKy+Y6B9411gWvxdZbX6Pj5vNGK0S2UUaO2/MuOgVUlleWasCcMYFEFk9OU2TVUEc99gy3Y7SbsWID66ny9yMdX1ZWAUz5PEpRUgA1uoZPvM9b4oDVCEEgkcNdL8zzfnzglUc4XLccBHXu8t+DYRmXT/zJrfj6o5Nov+NbIISUzPW2v7kFJ2/rhHnTTTBNEzsf/p4EL33iT24FKRRA9u2DCRNRKwihWxFVB9e3gI1CEX9ipR30t9XjvTu68YXLdmK4o56i5qxuOjRNMVz/35hoi4aJNcsJH67ijKFnq1TGsf2xpZWyQrN9dSyUwnwkxRl0iSDnJzxNuHz3FsUhaz+7mlNowuPGnpF29Fr3CdtroqxpENCBvP8EkgMwmy/g5fe+H4amw3/l9dYYSYncCibtAIXKbP1Wbm8bqv+JTYxkagSWB8c2zHZ+/pP4070TMG+6CQ5dw1BHA/78fCqEH7/5s/jSQweR/urXQGBKHhhdJ2iut6GOhLq7+Oclwl/wlgKWUScqk8KBFQUlg70yKeP1NOHUwTahJpgcfepvr8OExz7sqjEuvibWfNiU75WhWirEdMLjxlh3k6TgFE0RJgup1InYKDzVkNdFvMBKlDSaaywaJpX6qSrxmzexhmATWutrpHzGGl3DLe8b5zBZZqiqkQYWFeTwVWUuu90u7N3RI0TQqxuiapmDSo0QOQ/78FoCU/4E5sK2I0PNI8sXDTh024FAc1Q16Dp1XNhRYNn4LgchFCFhLfVOfOCUrWXHaJomCoaBD+xmBe0Jxn58LzSjCMe/fqsEvq4qi2KkhhBZBxGdLwAQFpwCmgbJa1utTfrjeGxyzSppZY0ZstIGmJiP2CWtjAqlTTg8V1AG5OhTdeVgNZ7Fi8ciZde/t8WFd2y3EQeb5hRJSlppWS1CgC9efqK1LqBOoL5magApfRaddSvRDKaCuTcNY2qpc+LKU7du6l0mhKBVgG+XGP0ohRDK8oEAloNl3OPGu8a60GuVMvHHsnhiKohpq/SRauSpS6sqIQXDwKoAEZNyqZUxiE6b7d2N2NHbzEvsMCVIysGTn4Bah87RDLqmocOSiXa6Q3n5qBr+prAfCCGor9WlPjs1glv2jnMkRDSTx+cemiwpT8P7bH11LpzGweUYZoWolzgGdZ9ulmrC+nc8TVwXXdPg0InkQDBME0eCSQ6LZKiB6bWEYkzJDkgoCCX6TuWm1gYWIYXVUDMMjsiePhNI4v7d70NR04Abb4SuAR3fvYMbSBoxUSgY+MxFE3w/uOtrsKOvGds6G3HecCMG2sqX61F1E3VdVKd6JJ3HE4cD/E41QTDQUV8yDuroE/PyS41+Nc9aOqWEILVR5M4YTzPNrZ3wuOHQNJorbT1sNZ7FCxXkY3k5LjvniqpT3QBGrPJ5qlO92eXEB/cM8nn2XXIVh+vqGgG5+Sb8maVDAsCrt9yGxbUYj7yJTZxrwzTR9727efQ1lNzA/bsv4Eau2oKpAq1C4I/DoRHkCkW+x2fWknh1MWql8FBHemtDLcZ73Fhcz+Bfnz7G69ZrGiQeD00jVXPaS2Wg4ugQHI7V7iK2/qIuIspxXaOBAztVpBG9zXXw9pTKC6eu49J//Tz+/H07+LzbMeLqdyIhNBDC5m7SH8cTU0GrVjttIjpQ7L84TcvRrF3LW7nnWQsmcnhiKig47zeXeW+V9rah+p/YJEEJFW5lYvjB70pey7wBDHc0cu/XvS8t4Fe+AI4EU3jkjVUsR5VIpvU71S5l5mkSd3nRkCMz4kUrCspJfxwPH/Rz0h5dI2iqtcmT1MOjemwU+5l7NVmNyZJi5xXOEIOYBhNMSSGoq9GlaFNRMNSIpdSWg1yqETNANkwIiHKByZ55FXIoCs6+Fhe/3I6niV5sTSOWgqNJn492WRcYCPfEqsa1GvVTc5sYVFiMPlYzRNvqnbjkpOMjNBCdMRTe24DhDtuRIeanMM/rkUCSw+FYHohOiAQhJESGNqp9DiU38LD1muUReprlMbLPKXwzBIeDXqSxXBEPnHIBDE2H8Yd/JMHqCZ9LbiIrkZpSRVz0xHe5XXiv5RRQ8xnZfJVranSa/bH43cyGgX/8xYwUMVHrrQGWMqAcpqgge9QooHr5b2mtw28J8Gax6ZqGZgFxsBls3IQY5TMRFQjE6G8D4xa8myqPdnxKdJJxiLb1rK1t9Rhrr/2NYEzqOmxp3Ty3CZDPKZMHslEnK8AqgRybapqDaNeR3dJaj7NHOjDWY0dqgonKEH3VcRHNFCSImGGgrMyjXxblhYaGWgePuLM9bd8BpQRRAGRkDN9LVkRAgHpW7L9pIpLaUN6TDUJCgBFL5mkEqHPquPWSHbhop0eGlZsUIsemfqSzEV6PG9u7WCTTru/MHqwSA/7nqWzKPaaksGTzBm79ySEO53RoBN+89hRMeNxS/rtqXC2vZ/HGSkxSNDcLsfY02zmIooOtWpv0x/H0bAhrVo3eHb1uDHU0AMIe9wv5jCvRDB6bDEDXwA0qFu1x6AQtLl1Azch1VVUlXnWiQNkPbpcDV58mOyDLjWnSH8cvfAFuIJZDxogRtdKcVAKXmKZknVVCqNNBdHyr8lFNfxDluGmaSOUKECW/SuZYMKgDujSX3EQwmeNySiMET/7prXhqcoWSGBFA/9a3JEKkE//+k+jvbuYGlNhEWR1JbeCBUy/ga9rRWIODH/88SD4Psm8fzvvGrZIB3N3owO7+Fu40n/LHYfmbMdHbhHEP2zP0dwpFA5pGMNLViOvOHOAM2CqPBwF4vvvxNFUPaBUcjtXuIn6vi3dAlf2gOpxEeaFpwMRP75Pm3ZDWdLM70ZbjrHZwX4uLf24I3CSsqcGHjoYaHl333HcXH6MoPzzNLpwroAHZmWB301u5vW2ovslmmiYiCqOW6D2eCaRwYMmGWx0NpfDAKRdwryWLmLFoU2+LC+eMduIbT8xCI8D53i7OpMfzLbhxhYpebHoJBaWIrOp5r0SmNOFxY+8JPZy0R83zoM+y/17XSiOoohKnEYKoRUS0tJ6RWdVI5UjlhMeN8ye60e22lXjRQAJkOI1GCPIFAwuRdMmBZAKL2YNqtAmKIapGn1TPrCg4dZ2S59iQ6s3YmO1+sFw3cRkKhugRBy+yzmAoonJUkkQv7gfIQnizKFil3MdyTfwdh66hxmETadgKsL3GiWwBt/zgIIczM8WDGldipJtFjcv3WXzNvJIBwSvZ3uDEnm0d8PY0WeRKHei1Csl3NTiw9Hf/gKnFMLBvX0n0MZS0owuLkQwOLsdwmBXRJhB1DmgESOVsWKSuaWhrrOHRJpUtspKiqUanAZTkyTW5dPzle8eEvFx7neQoL5EYpBciabwyHxWiTQqrb6oUFtnkcpS9aNULfbMmRn2PhlI4tBLD0WCKf140DMxyx4Xt+Dq8lsAvJgMcJqs653RNQ51TO+6oV0m/FIW4elPPlgIhEwwTjdD8LZFAToSrinvaoWlw19mOv1Ayh8cm1yRHhJq/J26Ixhodf3DOkBKNKlV46QhkdI/snJONcfpbqhy3mwibXInl8OR0kOdkVouQTPrjeGpGvotMyMa1SADE5np7N80tFpW/w6sJ/Houwp23ukZQ59T5XK7Fc3hqOlQl4m5iXSBPoU6SN9dEY5srxMLnGgFuu/QEa50IYKEGNEIQTuZK5bj1TjmEUrU+qgRhhmFwWGS1NuFxY882G46oE4LfeuwB7kTXNYLDn/4CN5Aaap0SzFy891XnHB2TjYTYNLKblp3qJoC+VjuCapq2M0Tc4xMeN9493oXuJguib60DpH7IDsh4Vlh/60u2M8aWRYx7go9J09AoyMdSYr9aKWI2G0xxRn66LnKkm+kuai75TCCJ/zgcxEqMBSggpTSFkht48LQLqQ45Po4/2zuBkR/cLcF31fllc9bjrkXwC1/BzHIEZN++knXZaXGksOdohDJwE0LQdstf4KJTBjD+d5RLxqFpqNE1OHWd758Ni/jRoWvoanLZxEuarKuEkjk8dmityjmVW4nuQgh6W46HTEnViWh1BzvVRkHSKfnjIHaQRScEBy+6khv5BMBa7PhSvoDSwFBLvZPzjQCW3qfLcrwcUuXI714DQ9OxetX10hjFqhwikZlGiKSrvJXb24bqm2yT/jienkuXMF6yHen1NMFrEcoAwFh3Exb+9kv42iM26+9aPMvFaI1Dw1B7Pb521UnY3t0kQ31hIpy089k0rXIuC1PS+yy4GSBDT9hrf7T0QiOEoKOxVvAqQVK0yuVnlZQxEJU4DWiyiIgG2+ulZ7FoiwjttNnvCNobamTj2jQrGnUaIUjkCvjyY4dLD6RJhaN4cZZGp2WBVqk0A4CSnJJqRCJqE3NjaddURlQKi6VzR5AvFjG9lrDgrIJCx4U/YZODRLYgKMilMKdyuYSsBRM5/Pi1zaG/1k+VKMBiBFV1XOgawVev2GV5re3P7Yiq9bcWbBaCQBc97+IYmFeyV9jjoVQezx0JwbeaACEEzXVOOKzLwKFpaK2vQY1DA4EpKXNHgim8cDTCFYuhjgaM9wgEBCaNTtoKLoHLqQuEYbaepRomAC27U26PszWQ9oNiTOmahm1WtAlg5UlKn6N6rYc7GnDilmYh2iSXYOppqsXeE3oEhbhy4EbXqjNeqk00tse6mzDS1SjB2/NFEx974AAv+8EePeFx49yxTniabQihiiIQe1EOGl5irAlfENmHN4PCm8o5rQohBFXGpP0A1mciOReok8w2EHvcLrx7vEtiuX5IQA2sp3MlSrwIEWNKfDn2ZVHGMRTAUQuOypR21lSDqCxs0no52F6HM4baeVS4GjJGdRjxfgmCXHYSygSEItx/R68bJ29tKXXeWt/1NLtw1rZ2wCy9KwAKu355zoZvqs6838RoFf0HNqRQlq1jHhE1QNvh1QSemQlxdm47zcB6lqahoVaX5Looq9R9q0ZQI6kNfPfFBb5/KpIkEhmOOLWWwP27LxCgvwQbBft+He1qxEn9LdKaM5lAZY/dD92CelazI9hHk/44XjwW4fNBxySnKTEnewlBGKEQ/YCgM6jyVNxri+sZTPkTFdnbxXtfI5TzgjvJSHXHr+gUmvC4MdRRzxn5AeoIFuwS6pzRSln1d/S6ceZwG7a21ltzafFUWM/ua61Dz13/hq89MglMTVHD0jQ5AZIaFQ0qTvUut4vrlGp76fz3o0A0RK79X/w9NuQLnvspHKaBXT+9l+csi+RKhNA8XUJM6ARYXE8JiCSLQdl6Vo/bhd8WZJ7Yyu1ZVXepxN5e7lnRjC3jjoVT+PVcRKg6USrz1LSlpGXkHV5N4Fc3fxZf/znV3SOpHB4+6K+Y8qWeOBUVoO7xco4LFSV37jduxcgP78HRy34Pc3/zJTo3kB3DLPhhjwmSrvJWbm8bqm+yTXjcOGewviTBmh0i1eOraxou/pfbOM59PpzGE4cDWLQUZIdGsBzL0hwJXZOUtNVYFk/PhDAdsPI2zNLaf6wxJV0ygEyZhGM9vcET9tVmwr50uDAXFO+MQGiiKinlclQZEZGmaVLO7ko0i1esHAigfJ6tbKhCzgOSDFWa6/TXVq6T2A6vJvDCUdsTT2AikbGhOQQqXLn6mMSmEzma0HkcbMziBS5GagBmfIP3K71RxF/cT5V6KaoDWtuTdXxpPQOfBXnlfa5iXGhEZgVuqXPi/adsOT7orxiZUbzWBMBGwZAMqHzRxI4+ixAJRPJSiqQs6kVB1IURGvVK1kjOl/YGGb5MlQNbecoWijTnZzWBx6eCHFY+1t1I87Ct/GeHTuASIncqO6BGUOKJZ3OtEUiRzXBqA4+8YZNaqZFM0dNqmiZSGzKzNXs+a0XDxOxaEpMrckkV23EBa7wW1NMav1onk5Ev2ZD9yntcI5UjZuWaOCanQ0ONQyspqfO/r9zFoVvsHDp0TWKyLmVnroxsKPdaVUQMQVk8PkZU/grxjF1+hICydYuOCwAC6Zet8BJCUTPL0TRXVqS8KU3O0+5UUAMvHI3AHxdymQwlgmbJ9fLsyyLMDUhkC/j8zyhp0eJ6BpMrtBwSG2NMcsZQpxGDjInRCYeuo9HlkBS6Sga/ahCxfkExJo6FWB42hd2zT0U4v6YRaU9z45kbeXTuP/Ld8tGDra31HMrI5oR1m6AyS3o5h0g8Y5fYof0odaJy/gTY0eodvW6cNtgKApPLUVGeqg6jUMpmWwZKuQTEKCcANLmcuP7MAUx43JvvcchwRGpY0denffkzeM+uLRixymBoli7jEFjnucNRk50L3GCsZqlabcLjxmmDbZytHKBG7qqwFszYLLfHw0K+ommaSGXte12FAg+21WN7d6MAQS5FRrC55+SFwrqIf6s6UdXIl1hrHmCBAiGCZhGGAZCMMIdO5bYuOasN/iynruHkL34Sf/6+HcD4OAxNh+/SaxGPZ0D27SuJioryhN7FBsqljgDA83/xN/jM919D23e+xeeHOfCXr7zOds5Yz46n85gP03O7tJ7Fs7Mh/MoXwNFgCve+tIiABcleCKfx5HQQc+EUH1NrQ/kIezmHm9qOFxkz6Y9j//w6/FZ0eqSzEbv7WzDSJeTpq06youxUrGdGXq9b4nkR033UVgndIvaYOSpYY2UJxT2uplSwqiDDD35XRg2YYtBF4TywzmIlItC3UnvbUH2TjRCCtjobDkLzcWQWz4KkPBJs/9G9XJCMdDXi9KE2jHTRaEM4uYHHDq1hei3Jowns0Ay2N+DUwTaMWx7NYDKHnx9arapoiReYioFvrHXgQ2cNVjho9v9VZfFYKIWVWEZWBkXDVCsV2mJtMpHxsL9NZl0rJVlQjTpZGRANEUIIDAAjVgRJFBQ7et04ddD2Uh4JpDATTGI2kLK+KwsE+puKsV1BQdY02SAUvX/lIzyK510do3ChaZbS+42rT6a5xwJBw5FgCq8txjBnwcoH2+sx1t0kX8JVbIuwwgpcNMHhNKIT5HiErjiG2UASsUxeyrFi5WjY62SOEljMBBJSDqIaIdkM9qYqaQUDUn010WupEwrp1S2F57yxTvQ0U1i5pmk0D1vM3xO8lFuVfcqiU7YSL8/1ulCDs8ft4mypANDdVIsLdnoET7z9xUl/HEeCKcwLkDECE/Mhm0wpXzTxl99/HSZMSWnjcHbY8yzO5ZYWucSOQ1OjCaZUU05sehX0Rrlmm3N2pFeSRaZq1IGPQYIxESKR53DDxGrVoOHseeJ4xOjT5uW9bDl1JJjC5EoMRy1P/LFQCsvRjLTHVUeXqPBGUhv49jNzNqutGiVWviuiBk4fakNfs5DLpMp1S55WQkyIjgiXU8cnL6RMo4Nt9dje1UhHapqW0zAqjSmTt4lmRN2WR+/5s01e1qPSXLKvm6ZJa44K+z5XMHHbzyib7JFQCtNrSc6ELpUZ4/LA3h9FZb801zkrRg80TSZPERmXI6nKLOmq8jzpj+ONlRiWBCb8knquhuhwE3PdCAwQ3PEccxKbEtJBdcZ0u2vxHkEh7mhw4qJdciRP1T+3WrDZEpJERY7LOcoEp//i+xz6u/1H90Aziui+9y7er4KUamOjLAiAULogy+3jFBiEWGXWiK2Grqc3eG1t2k+6f8vt8db6GlxhEepRyG2SVwaguojgdNc0yqouOFgMU8jfE2SRTuQcVRVGqqZ0mIrxpN6RhaIhyfFs3sBnf3yoZL85NE1GGRHC038AKk/q7/g3qkMeOkTnB3bpG1aeJnLtB7muweZM12h6FEcrlFkLCcEEgivv+CJMhwMEwMzl13Ho66Q/jvlICrdZLNBDHfUY87ix74kj0AnBZSf3wWPVMB/pasSe4Xaez1rN8V/OGaE20bFTrU14KAJjS4sdnabrb+tXcroDlFxa28gDqCPL1uVpXeFKxvbDirGt9rlQKOLAUhSG5f0oWGUJAdtxccLnP4Ftfa08Os6qgsz87jUSnD2Ssh2Z5cb0G4Ch/ke3tw3V/6Q26Y/jGaFeEsfmC0pbpH+YCojxcTh0DXVOHfNWXmV/Wz3OHG7DCb1uG1pj7UenQ0O+YPCD0eN24T0T3RUVLUORlOIlA1DDpJ8Vilc9xhAPlew9HulqRI/bpTAp2r+jRlhFeC+L+oh5LqLioF5EamkG1UtbCmemlxNTLIJCtKmx1iZ7GO1uxFAH9a6yPou/RKB4T2EimrKVeFEB0KswF5fzDooRd/pazv8VPfEMJniCFY0UA9tj3U3Y0UuJjOgYNUo2VeFiVZvqEaRlT+hn4ZRMSiSOwTSpUioKXVFZ2t7dBLfLYe8PjbH82spBfY3GvZT5YikbsworrtRUCBCFTSteSmtQ4UwRD72+grlwGoQQtAqwcm7klXgpbYVWUnAJjXRLOYk8vzWNVxejPH9P1wjahBxmXSNob5QvOPZ/GtWQIWOpXBFfeGRKUGhMfPXKXdjR2yydFTUPSEVC6JpaYofm2LA9vRzN4tVF21ARZ53C4IzjJmQQHRcUuqYaqnJJlXzRsKN2UhkY2ahTkQ6qvFBfq6VfRMdGOaVXbCJEf3t3I8Z6mngKx0hXIzySDKwOIWyodeAP3zEkpQpUihJLcsgyvFQ2WdXorzQGyQDW6GtGWkQ0KvP++J5XrXIjdThpq5wbqdbD5mPSqGLFurUWz+HZ2cq5oYZh8rqQk/445kJpztsAAA4N+MyFExazeyMG2ut5qZeSO8GU94fK2yBGD1TUEYVkyw5Jtp+6m2WHkpgrrCrPEx43dnia0d9WL/dDkuN2HjYR1oIQgiaXAx86mzqJ58JpvDQXwbEgKxukpk5oaBcVYkLQ3eQS5qPUeStyIIi8FSWRKmXvHLjgCm6IHLns96hcNw2YN91EDaaCgem1JL/LCxYyZi6cwktLaZ46UU45rupwhGxslzjRlTtTbb0tLu7YGe5swGCHXac8nbOREKVOISArOWNsOU7zFe0821I9p3SMUhcVh3R6Q5bjugbcdtnOEv2NwERYNDwAvPNrt+KUbV20UoRGkPj9D9F1IgSaUcSOH30XDQ0umDfdhMdv/ixuvuNFXDpxdQn8u5wsFls5B8M7/+NBkCKt2/niRz+Hxw4sguzbhwmPG30tdbj1EpsFuquxBl+9chfGPE1ob6wFsTaiQ9fQ6HJCLFGnOu/FlK8Sh5uqnyrOukqNnjWnhMAo4RqQgiz0nvNZ8ybul0l/HI8cWuXnp5reVxbdAnmPL65nce+LC3jooB8AkMjleVlC1vqF+rhiE41efyyLF45GODKmVH78ZvwS/5Pb24bqf1JjBAWMzYspWhzxQUy0LhyhAm1qChqh3nZWm8zpoAnpmkavPJqTyhTJDPYvruPwKiN4IRU9OgCLCAgKjSFDf8UIawlESFDSDq8m4fPHsRBmlxCBUydcCAJAMpeXlQHhYCyvZ/DruQgOrcT4fLC22SEyDDu/zzQpk55oUqpeSgYFVgUFU4A5JFvX4HLownxQr/ahZStCZnmp2HOX1jN4ZWEdkyt2vU6pRmuFIZQTWGLEyJpqSYBJxjexyJSseaIkHPTHdI2yINtRQOUSti68SjlYIgGQ+rvdQv6iOoZJfxxPTgc54Q0gG9u6RlmMRYMoX5BziZkySesxyjUFRVIj1TBRm5qfVShxXNhnoLfJgXeMdsLrabL6bENvWLRAVEpKjD4pgqoq8fbcD3U24IQ+N8/logaksC7KmNRoWl2NDBlrrnfg0xd5BbZJCJBZ4bugDgaulGnyXmOXMhtDMDYdBYYAACAASURBVLGBX00F+Jnvb6vDiVtsQ8U0DM6gqmkE65k8V+iqpR2YpolE1u4HjRDIbNwszxagZQ6S2QJ++voKTNOEYRrwRzO24SpFzEp+Tv5t5bVoiABU8RRLu1R9luDo0wh1Aon7xSHIQGYgsSbKXeZs6W+jTkGVsGMzZwwbB2si6zOFOuZxzMo7VddFdDgSKMyjoPLDZjzVOHEKG4Ns9Nm1TR3WuWXr0tviwhnD7RWdpuvpPE8zmfC4MdBej+EO2xkDQjBqlepwaBpqHbZTUW2maWDJcuyy+8M+t3LkP5jI4ScHViS5rTpVTWGfig4lsT5jOYdIg0uud1wompIRnC+a+EshDzubl+v/brX2A4UjtmJbl82eakp9lPeWYZhSnUTDMCUGVTHibsI+896eprJ30Yp11kzTxD3X34J/+oUPZN8+HPjr22BqOohpArffDgL6O7f84HWa70goSd5H/n0/NAKc3GPXiCyX31wNkiGS7wGAAduJzj5nZ099iuiooZBbu/QRQz5Mrdp1MVUl3qnbueViN3mOqnAeVKNGdYKJ51SNqDp1IslxwwS8PaVy3LeawIHFGFasNKW5SApnPf4DoUwQ8PxffA7/+Mgh4CMf4QYrI1MKJzfwzGyQE/BJxI+anFcKxQB06GqtduA/zr0Mpk7Je3Z/6dN4z66tMG+6CYQQOB06Z2+ndyiVF05dl2Q+y7PlMk+Tz2G5urriOlerFSwaseXRX2plhMryQiM0is5TBwTZPOFx45+e+zd85nd3ccdNUWH6tudNda7RYI04qG53Da49ox8X7fQAAGocOi9LyNriFddKpYMY9Hf7j+61kVKMjbrXzh1Xx/R2eZq3m9QIobVOufEAIJm1N+hsIInv7b4ARctrqRGaz3frxdQrFUjk8JJF9nAkmMSzR8IcXjTU3oAdvc1c0VY3pNqEYAqA0vp7IhyvXF0zdvnt6HVjpKsRgwINeU5guFyIpHE0kOKKJkBKSjXQuaD/WU9tCAILJcJeFDrHwik88Moij+wdC6bw7GyYj0H0UlJDNo9jATvvQ43iqEob69NKLItfH4vghjtfxqQ/jmCqiGdmQ1zBsaEyZkk/q+WCMvhVyILFmaaJpJBDY5omFeDCd/JFg9ffY0JG06hS/MThINYSNhW/WjNOVJQCaj0t0NIfbO4IZKEuKgO6rlGPKCmFWzESox6BHIUaffaYVWVAJBrRiB2tprByO6K6Es3gmZkQpq01BDYjvCklJHBIyqNt9DisiHONxVIoGi1M6VCVEn7BAUgIzHn0J5QcVZM5EDS4nDonwCqXs81em6aJUDKL1ahgPJlyhETTNIx2N/EIkUjUJO7Dw2tJiRFVJDth6xITjM3eFhfeud2msdc1DY21NixuLZHDQ6/7uVLaVGsbNcFEDj+1DADTNBGIZznhy6Q/jgNLMSxFs9bvslINdhMh2eM9Tah1aPiHn1MStEgqj3+3yGB0riza65DMFbhDqcyGkJRFde7/L3tvHidZUaYLP3FOZlZWVWbWvld3VXVVd1dWb9CsgiiIKNiAo46gLG7MIA6o47iMo6PiMjPXGXdhUEccFBUHd2h2BGVrtm666e7M6trXzKzc9/2cuH/EOXEiThV4P6/fnevvGv9o0VWZJ05EvPEuz/s8KZu0y8sN0cEx96zo8Ig2cL0NYH2Wx1czfL7cDhK533ddMoauJ9uyvztzjoFwFvOJAu87tcs3xXNCGwpg699jNnkjCDafs/BzIJTDkzMJ7D8ahqowOP+JtaxRqZGr9fbha3TwvklCCFwOgoWElWCktmBD2uO2z8qV67jld7Nc9qWu6zgRYWcN9jko7MN5lcyWGGU2sMyrTaLj+fug4bquYylR5Hu+WNPw4PGIdI7NPuzZWB6JQlXuSzc+R1UIml0q5mIFfl+K9ydAJbsdzVVw9xELopwoVPHzQ6tWC4emS8HnzFoe1/3wIIKR3LpKVbpYw/efWuD368n/+o943wV+wxEH0+80HOW5eBHLyRI+eP6YUUEjaHSyZN22Hi80EHztYVNGS9aC/b0tHDrFaspi67drvr8ceY5dvUBM/I52edDT0oCJfqEVQPhb9rN4BihSBgzbZP2diuT4utj1bcW9plMLNcDXWEowMbSRHHyvn89Enw+7BnzYZFTrx7o8+N25b2IB6bXXIpKt4DN3HWdkOzffjK/fH8CRi9/GyZQ6PS5csmcAl+zu5/6Hhf5iVXGz0h/PV7HrXz4B6nSy4BOQGaMpxXcu+xBQq2Hxc/8G/113SP2vYnJbJH1SFSIlsuzQeLuP8PvOWkezE2cbbP7muzTfoxjEvhSCzYIy25MiFLmyXGQhgIQiMZ+SEIKzfvMLPn8CSAmjlxuBcBbPLSQ5k7PxgTh9pIOrJeiUYmu3VzqfU5/6IgKLCa6Pm9jE0JipoS2Wr2Kw9VsSh3IrASEsifZneZo/D2noOkXIcIBPrOWxlCxylrEd/T48/XefxY8enwa5+WbMxwo4Hspy+ZFNbU04eZCRPWzr8eJ0geCF4eutTLPdsbAPTdcRFgLTZKGK/3h8njuXmWKVQz3twUg8V8EvjcvPTghFCOBUrGrSls5m9La4uaOpEEhO3OaOZpy0qRUT/T4sJop4fiGJRyajvGJSFy5lu9E5uJDijJgTfT70tDTgh89YvSsqAd599jD8vV4EwlmEM2V8ytCuWwcXgdCrYjjAZjAx1M5INm5956lSZtV0cIY6mrFnsIX3KoiEFgoBv9w2GvY5TUayeHo+wR2cQqWO6bU8//1aXcfHbVIuALvAXrWtk8sJKIrsxNsdy/4WN161zdJ3TRgsdSIpx0OCLIZd6uflgm87iZG96iW+CkLkCrt4STGd4Rp/z5vam3DGSDu/kOL56sv2Ydsv+7pOOdkHAKRLNXzn8TkEwlk4FOCS7/wTfL5G0OuvR6pYwx3PLvM1lC9SWb5IUYBmsfpkz1IK1SaFANlyjRNgcVIOc/6C4xkIZ/GbYAw/eX5ZyhbPCygBhVhkSoFwFhUDfme+H3Nv7ez34aTBVgy2NfHvyRZrOBGxYEweIdhUVQUtTSLsXk4atTY6cc5W5hyYe0skZKBGABAIZ3HXkRAPapmj1YLNBjPrTLSAaK7CodBsjpamM1GIpDEpBTUA07M19sdSqoj5dI0nlOxn3C7tQmxOfrNLwV+/aotQnX7pC5zqFCHT8SSwJTJkGwibA7ycKiEYzuGa7z+P46EMMgLzpClfpEhnTd/QBrJntJJ85hzNdzfR50Ofz42/OofZQNGhC4SzeDCwxjUmT6zlsJAocpmgjRJKdtSA+O+7Bhkb6cW7+qAQsm6Pv1TCka0DwaAgN1Kq6fgf91ns7BRWMpCdRavFBVRGBjW5VFx/3hg/h8Wqjo/+7MV10E2A9au/YVcft9t2G7mWreD+42uM2E2x952vr4qI1epCVcNNj87wPe9SCb7xyIx1jgHsHGgFIQTber1ob3JKfekiYVymXMPn9gd49bZQtZJisVwVDwvIh/ZmF94oEMa1Nbnwl3stErx0sYpv/24Wx0OZddU1+/AIEOSJPh8uP3SvoPEO3PnujyOwGAe5+WZs7W7GpvYm7NvdJyTnmE1wqAqanAQfeR37ntV0CcGQSOy3PiEtvstsuYbvPjEv30U2hlwe2lM5mZ3IV6WzR4XfVRUCl6pKNs6+xuJzraZKeHouwTXfo7kKPmxUxZdTJRwX9W0hByrxfAU/fnaJ+1eFSg1z0bxgmwA7eY6JlJLOCiEGTJb9rkNV8IOrPoazPv8AAv/4Lxhqb8Qn3+CXKuOPvv9GkHp9Q8kZCf0F4Hg4g4//gp2XTo8Llx26l8NLEwVZKitaqOPISoafcVGeBWBJIq5QYAT5hBgQY12uqIo8J/ae9nXPbK02ACBRqOFJg82fvUsriSgGuRsj2MRWAZkDYylZwtRaXujLl1Ek9sTW869/K5+/vRDwcmOiz4e9Q238bhbX3xx1bX3iwvRLzNG+PAcCoH1+GkOf/ih/V+L1FclWcGAuIZw9IsHb/5THnwPVP+JIlywigJ39zJEwWcacRqO8GWxu6/VgtMuD7T0mTFBhkCIjK8WYFS2WvVrdws8T26WsG9k/szk7XazhPx6bw/EQy+qb2VnTuTyyksbBpdSGkIm2ZhdngCWEXeALcTPjyw6XeZgdKsvomI4mAcvqfuR12+Dv9cIhVGpGu5ox1t2MbxkZcRE+ZBpO0eicu70buwfNbCeBt8GJT77Bgs+U6jr+4/E5BMM5TPT50OVtwD+/ifV92NkRdV3HSsqEFAKlqoaPGQ6OQ1XQ7HZyZtoerwOvGO3gDo6qsj4z05B2NDlw9hhzCEP23j7bu7TPabC9CXc+t8IdHLdDYesiBNRfNqVciKXjBYDptQp9HjJ5jg1upcj6rj0+Ny4UelJ7vA2SLIbItPhy/RfmHM3vpZSiXNM4JNnOHmuv/BOhYjAZyeH4qkVKoiqsl8XMDvZ4G3CBf2Mae4DNPyRUIzVNrqg2uVT8zbnMqXUoBK985OccItXS6MQVZ2zmDq+4x1WzVyWU5XOVM++yw3tcqDYphInIf+3ykwxIJasac8htvoqHglG+/udt78KVxnNQyjQFv3i/hRLIlWr8wmfzwIbkQapC0CQwos7Fi5iK5XkwwdZBqAKDtRaIAbE4p0SxisenTakfSDJSXd4GXHrSAHb0M6jwJXv6cemePm4vPMJz7Oj3wdugGheqnLBg38s2BX+3IJwMZjaWx5GVDBbihmxQRzM2tzh5Qske1MVyVR4wmz+b7xow9AgF5yCWZ/rOx0MZrAlVYUopllMlXm1iTNU6ZqI5wfaKDo3sLIx0NGNbtwe3vvNUEBAcWU5j1awwgyW2AmELcZIsWJXuDlt1QdN1HFpKcrvOWhisM08J8IMDSwhGcpJDN9HnwwX+bvQaOtQTfT4MtjVKjJfiCSeQUQPENienqmJTezMURWFEM3UdX73MZG627JRp/359eNW6e2AFogDgUhV8Yp8Fc7OjGcSKKoOyig9KMGzAQgmAuqbhy2/dsw66yZ5ZWacpKNs1y2apCkEsX9nQoaOUYmotz6vVANDoVHh10XRqv/62k4R1sxxPVSFQhXYIu5xEs0vFjZfuMOZAoVOKW65kSZDeFjfO224hH0BkwjgQoLfF6lnVDdApAVlXXdsoeWtC0gkhePZ1liMezpTxqxdCvJdYVRSoCpFYf00nmr1Xgi1d7LOGO5oZ/wO1znxUkOgSERkAY1b9iz39QsXMrvlu7QF74vex6bjUhqJTyqv1pl0XA1OZWwDSISCEldQIWMU/nC7jA8YaD3c0MSJLat7xZdx3NCL4V+azUo40+7zR0kUpIxAzCwOUUlQNUqONqoASKzgBmlwKhw07VBWv+MqnmXLEzp344IUTOO+bN+Klhrjma7kKDswmcMN51r49uu9yXo3t9cl7bdDnhN/wW1QFePj6T+OpyQiv8GlCcLWULOHEWg73HY2AgEoao1xb3Jj/WraCx2diL+kziVVxAOtsIutZXh+I2wNe9tlyq4Box0c6mjDa2czX1EQzWPtBvuf3X/tJ/PCJGZCbb8ZAq1wIsM9BHIQQ+Bocsq+iy4kLnTLUl4lQihqylaK9ShoVVQKg68ffN/YHgU6tPT7Q6sZpQ23WnBRmb/8sT/P/+LBvUJ/biXefNcydR1UlmI2xgzK5lsNjUzHEDPimmXkS4RNmVpuAOSlLyQI3srlKHR+44wXe9yJChGaiBdwfiPDmbEakQnhA0eRSefA50efDcGczfn5wlUPGRO2+eL4iXX7Fmsb1SdnhseZvHmbTaZuLFRDLV/HP904iGMnJupkKg5T+61t28wCBE+sYhlM0Oq1NTgHSwAzYmACPMI2KyYbrdCi8Z8IOF8mW6/jWb2f4BeVQCQ8IHbaql0oYiYlo8DIlS44ilq/hqdkEgpEcNrc3YteAdYGt6/e1zamjyYUPX7BN6DMk+IgRMAPmu/Rxp72uU6E3UOizNbKU5usRg1rT6NptptRSQYBOj2XURaZFe9BiH+JzmJVskxHVJG0xh91ZYFUQ5hBTUIwbTgCfA6XCHBWJxt5+1tKlGmdTBRhsWpY1AEYM50khwP1nX8ovZQAYaG3iDm80W8GXHrD2eLpYw/t+dJBD2WSNWjnTunuwRao2UUowYayhSlgfurmGvb4GvGZ7N1//tmYXF7cPhLOIZMp4p1FRDISzBtGKWAUTqpG2vSVeylu7PRjpaMI3DOeZwdysZ47mynhiWiTAkefY0eTCm/cOYKLPh1C6jCMrVjJGVRR0Gf3N5jP0+CznmcJyJByqAo2CV70saJyVTReh0EkjKw8A23u9hnNIjQQCI58zE0p2yFhbk4NXgQHmwJvvGmDQvW8/Nsvn0eVx4Zar9oKA4G6hKhwIZ3E8lMHFu3r5uytUNXzaYOkkoOt6Dmt1jUOSzaTBjoEWTPT7sHOgBUPtrMK8nCrieCiD995+SLDjOg9M7M5WKFPGD5+2SDfquo6lZFHai597Iwty7Ay5rU0uRHNVfn+4HAqI0JYiPv9GqAHp34V1WkgWMBMrGHIwLEhLC7Byc11NndJUwaqKs3WGBHPTdYpZMwkAlkQ0La9dc1WskMzG8ghnKlAU4/sE6Cbbp0TiRLBDgzs9bly0sxcTBnmhz70xY3AgnMWTMzGcPdYp/BvBSKdH2vMi4sCOUBFtoAwrZxwHJix0MVnCXLzIAibj3YoyUrpuwZXNdykGdc0uJ254zRi3P+Jeitnu+UzRkgEyP9scm9ubcOGOXolwkJHiWYlSi1yL2BAoLJFj9vrF8hXcdywstAdZiAwAyFbq+PWREK+YiZBSSo0+bCOJKN7rE30+vHKsQ9LoLVc1/KuR6FMI04IVIfpugVuAgDFbm8+0qb0Jpw63Y6Lfh23dXgy2N+HCnb1G4UABpdacxF5vAGhtcuKdrxjmyTuRaIhVxiv47YkYTCRNsaphOpr/X6oC1jRrfzgUgvYf3cZZfxVdw+677wB1OECvv35dtVr0RwZbG3He9i6MdFjJqt9c/2kElhLATTfBoTKtcXMdHaqC6+78CuB0YtOnPib3t4Ld1eZ+GO1qRp/Pja88NIWHg1E8FFjDiytZHiyJPasDrW6cNWr1tK9Hkcg8HvZ9bEdSicgYu49gbxXIlev4lGHHVVUBJdaaqrbeWeZDWf9B0lhVFPjcTsFnruLuI6vSHhfHetSAjtWU3IqnGi1edx0J4e4Xw1hJl6Tn6TAqqhRA7Mp38jXMFK0Eo8qMobRP7bbpT3X8OVD93xipkiYRNlAwg2c6ceWajs/efZxXUE4faccmw2mZixUwF8vj0RNRHlxkSnVDuiOPVLHG+z5UhRG43HSF6dBAcoC39Xjw+oke3pztczvxvnO38P6MbLmOXx8OGRUSgrZGFz50wVbu4OwTtPsemYwhKmj3NThU/L2hT2qHV9krZlt7PGhvclkwWiHoMYPa7b1mIEaRL2sbksMA67PplEIyUKpC8MU37+aVT123/j1pg4uIkDFW9QP8xvfaHRrxmQEGCQoIsJ8OjxNvNCpIDlWBTi3D0Olx4iwhQMYG2eGRLtHBobz6BgA1TeOQZBAKXbey67quI5wu84CvrumYi1ow0XShiut+eJA7wGLFzC5nZIciNblUXLy7F/5ediFqLxOpis7jRJ8PPb4GzojKqhyWjqpCmGyM2N/ZYGiT7ehvkeDsCmE6ZiIBkLi37BeaV2BTZWtexe0HFoXLwHIWo4U6PvSqaxFYYj0fVHAGGCyygCvPZAHifLyAeL6Cj17IoGwrNtgXwDLk5hwdqoLB9iaDRApS362qsOeUYMMiEoJaMCdW9WrCq7d1gxBGCnbmlnZsNZxF8/dPGMgJewZXvJRVhaDBqcIvXFBij9VgG4NZm+9uxbbHRXjVUEcjd8DMNbX3Z4nnVNMpD6bMy/4rRr+e+fkSLNBIsARCLDAPZ0zWdOYcfs6oTNgdB7sDEy/UeBXY3E+iRmmDU8X7X7OV20+AXeAT/T5cuqcfl+zu44m800Y6sHeojdtxp0rwT3+xExN9PszFCojnrZ7DqbUcKhrlkGSx2kQIkXQRzWrTd69mCJRwtowDc0kemNitYK+3Ae88a4jb9WKljq8K7JCaDp6cs7+PRL6Knxsak/aedrMqzN+lHTUAinJNF9631fu0tduD4fYm+HsthmCxh7nL24BL9/Rjot9KtoSMijKlFKVqXdovFU3HP/ziKAKhLKaiOaxly3gosGYEM5DuBhHVs63Hiy5vA/zGvgxnypzjAWAVVdGO2YNvCqDLYNB1KOweExmDRdbffbv7Md4r9xiKV5ZoT9i/iwklxkUhJhwtmCPr5zRXY6SzCcMdTdJZE585lqvgF0JPqvn54hgWiIjEISYyAuEsDi6mOWkPAJz58M94D56qKHjrbf8DowPtBnkOZNkUhfAgxdQSF4Mrt9PaDz1eN84YaeftQV3eBrzRQGQALEHyPgP5AjBFAvNuCoSzWEhYMigiaoAQptErBk8uh4J/MEhpCGH21wpMKQpVy9+Yi+URy1WEBBxBi0EopqrszIuVzUZhTr0tblzg7+H+FaUEg22N/Bw2OFXu50z0+eBtcOA7j81ZUHGHsmFiin2WXFGVeD0IMPumK1nle8cO6AqDNptIoVSxKlX+xTV3OoykoUCIFc1ZPuQrvvJpfPrNe7gcikqA1z7+KxBNQ+ePbkMkXV5n560iC9N//dbVp2Dfrl6ctKkV9xv+holQmjF8FSYHZwV59oTjurNkI0kUCcMA5heYc7AXXXRK8TfnjhqfTaFpFP/0FyZ6AVLiYqMKvJn813UdiXxFKhSkilUJDfjKsS6+xzWjd17XmQ3VNIprz7F8lWypjlt+Oyv7KgrbK+ZddP43P4uTt3Tx9XjRkKc5tO/tWPn8l/h+8LhVodgDeN0Oiejxz2RKfx4MTCtkB3XbIVMV4PNGxtt0Wkz4zPZeLzqaG/iGVRSLiXG8z4smp8qrb2bFzJQqUQirOJob0qEqGOv28gokhQXrAZiRNQM18zm3GAGTaCxNOGKfoTFpjlEeXFGUq5YDw7KSltOuqgpcDoVXPcRMvNkjYB72pRSDi7wUdl402OyZbUEfBcb7rSBXNJx2Dbl8WcPmDrOCRo2svfHMhCBTqkpzEg/3cEcztvdZGqUUBD0G/Epcs4k+H5LFGp6S+ilswTbkn3Wbc1TXKD74k8MIhLOYXsujUte5E5sq1vBjg2gGoEgWq/jcPay3aTFRQDhT5v1IkUxZkozo9jbIcjS6zAqcKdVxz4sRBCM5qETu5Vm3LoAQTBI4VQVzRsb7RCSHcl3nmUVCCKiu4yOv38aD90K1LiQxbL2hNofn5UgXdCrv8aYGFX8lXAYiudImn1NyAEUSjh39Pox2e3DO1k4QQpgEU4ubQ+ZGuzwY67aE4hfiRYTSZaF6BO7Er+9JBZLFKp/v+t4WWTKlwaFyTTxCWDVF7LsFWAZ4/9Ewg4wVLMhYk0vlsC6LtZL922q6jCMCRN2hEngF1IB9jyfyVe4Qq4qCJkH6SFFkQiAqOJYso1/GTY+Y6AUCgPCkkAjfMjPnGqW8wn6K0MujEAZb+uyllv0UUQH26kF7k5NXgc2/lzLignyRKiXQCLp9bnT73NweigQVBBSFioZtRqCyvdeL1kar59CExm2UnAPkO4FxDTix02hpGGxtlBIG9kFBcNqwRbrhVAmuOGMzP0uiBJN9tDY5ucakmSQUU2aFimW3qa2iPhvNI5orc2ij2PvkVBU4VEVgQWaOugWNl++TU4fbMWj0LAfCWYQyZc7bAADlGjXeMoW/zweXquArD0/h+GoG0ZwFIaSUIlu2pNIUhSUZzfMz1N6Mkze1Sutv71kW52j+DtsD4CzXgJwUI4RJSolVvly5LiUV7HcT+0xrrxFiBUzifpiLFRAIZXnvsIka4IEsASfjA4ye1FOsnlSzCm0OUZ7GPsTfm+jzYc+mFk7aQynFau8Qe7Pj41AVgpPvu5P3LyoK4fbcnBNncldYMlLsuwase01VCLZ0eaz2IGKXoSMY7rB6mEUyJXt1ciPiRylhABF1RVGtU/6di0kmoWPawK3dXnR4XPyzxLYVkxBItM26NCdFSoLZ199OoOZ0KPjiX+6W7r1poYdVHOJnzSeKOBbK8POymi7hipOuxo2/OAxy7Bi+dn8AhwUypd4WNy6Y6LHsK5EVCjwuh9SW0tZs+ZDbfnUHVF3nZEkOheD+s98IqqpYeMuVOOPLn8ZpW3t44CRL6cls/o0uhSODFMLgvmbBhiEwqpK8m7gfNF3DiUiWtzto1M7mr2NFIN/qNJAx9v0RCGdxLMS+jxCCmVgBM/GCpEogJi5MG8mRIQYa5LofHsT+o2E8IcDMFSInoAlhzOXmHp+NFvCAgXAMhLM4vJKBQqzvbXQpeP/5QnLGeJfiXdT3X7dL5FWPvP9GPDu9hgfe948CGZ29LUmuoDK/ct0W+5Mcfw5U/zdGe6ODZwcpZT1m5pGilKJSoxLb219+719wySlDhiaWAqeD4KuG4TCNM5fuoMAWQ/fO3rtDCGwbUg6u7FUOHQTDnZZTz2Ab1i+Y/48QgyzHcI4pNWVh2JiNF5AsWtWE+XhBctrt1RYRgmrOwXyGkY4mjHV5pEvHTo4ivstizSZPswE7oPmzaPxMKJ/ZCzkdLSCWr3BSmpV0CZPhnBQ8pIXqk6oQNDkdgiHVOSuyuGaEEEnaxfzdWN4if8hXLEeLUmpAptjPgXCWZTwNUorxXi/PvAIsU2YSzUxF8ohmy7jmbBaYjXZ5sKmjiQdXA62NErwGkC+DSLaMh45bxAnNLhXXGkQzhLB1Nauz9v5ne8azXNNx410WasChgmcWVYVB2770wBSCkRwjF4sVpUziYsLqIalrOiYjZh82NrzIxfWWnANbDyLrE2M/O1QFH/jF1wCD4ZA57VY22OVQ3+wWEgAAIABJREFUpeywU7UulQanggaH9fNYdzN6Wxr4u41kK3hqNsEvYTHYXstW8PScVeXpb3XjXKEPSJRN2mhOCoF0SQPM4b14Vx/esKsPPV4roURBMNTZLNkDy4lvxM4BWSdTgrvb9nhbswtvMRxiO1mOPYEgOt6BcBYLsQIuO3WAJ4nqArO1+fkmAsHwJ3mF3et2CA4we5em/bTD2ZO26oFOgT6xX0/XMR8v8H2bLdXx9d9M86Sg9nI3uJBgmo7msZIqYTbG7IXTCNK4064oUAgRknPyvpUqJIrMMK2qRGLMtT+RfT8UazrueHaJJ8Lqur5uf4jD1Jg0CdLM71lMFLEQt85hKG0jizHvGWPlNrU14vThdisJoltyE4S89LskhMAnBP0mAmOs20IJlDXgHa8Ygr/Xa9gLHQQEc/E8Hjy+xvv3AuEsJsM5LKcsZmtdIKZyOhQ0uqw9HMtV8NiUlRRiJFcWyY+m6ZzUZc1GQrJRUsz83EA4i5loHstJqxoprpMd3q4QwvuwAUjyTdt6vRjraubvw35/rmXL+J0wBwqgv7VRuIuo1O6g6RTLyY0lmOzBt0dImh8PZdAfXmSrPTkJVQGefd1f8gDI/lysX9UKWsXAzEyqW3sAUrXaPjYK8sT2BqfDqk6uD3KtdaGUoljVYJ6i2Zjsq2zv8coa8AqR7LxoX1Tuq1jztSc46EvYQPPndUl1QY5G1ylv4xIHpYwEbzHBgtiJXi/TfO9miaktnc1436tHOakiIJMpqYSw4MpoWxF3gYkcM2HhdljozJuugKYowLXX8jl+5Y0fAGo1lL76DVz+wr0y668mKAUICdrptTyemk1yktDZaAHLySJPIisELwmzBxgB333HrDY2SbIPBjHoY/OS7NRLJclEvePtPR4MdzRxTpjlpGwDzXvNfK7FRJEn/y/e1Yczt3RgoLWR/64YINqfY6y7GRdO9OLiXQyls3uwBZvbBaUEACPGXU0payURzTghQHlsK08c0euvxwcvnMDIZz6GtWxFgLfLdyIBRaYoM27/uaL652FkQKyA6OBiCiEDuhYIZ5EsVjFrZMMopTjn0V8Imlish2KXwQ5oOurHQxkoYEGOZfzlPhB7psTMpJjDrjFpp3y3a06KQ3SkAmFGDLCQYHPw93rhczu4gRnrNijgBQdYIvUBOAU4g/paMCdVVeAWKjWJDRgvRcbTtUwF83FLKN7eq2DXYzPHRJ8P430+DBkGa7zXg7YmJ5f6Ge1qxmhXs9UzUazj4EJKukREGvN4vopfvRCyAhMRXqZY0i4A6wv69WGL/GE+VsSi4eAEwlnUdYoTkTx/TgC4ZE8fz9oC4MYsVaxiwIAX7ej3oafFjdeMd8Gs7DY45Ey86FjYM+9dHpcUUOtg7MaEEESzFbywlObVWbH/mVKKZL6MVYEYQFXAYZFMA5gI5FoUGrV68LZ0NmNIqGyKUEYCBt97/49fkN7tSzGiarosa5AqVvHvv5vlF1hd17FsQFBVQnHRk3dZEKlClaMgmGNlwXXtsEenykjQxDUW2SQHW92CEw8pE7+pvZH1PXHnSJH6n5lMjthXKyeYRNZfc+zobzH2mVzlyZZr/NayJ7ZMaJYVXNkuMFuiCyA86FMJ4ZJC5vuitr1lPqN51l4x2sltImMqzklzEKFKIJazpNsqM+sYcoXv7Wtx44IdPVIwIb6rY6EcHp+Oc4enwaHgI8aeJoCkP2kfovO8o9+HTk8Dxg0HR1HWB/kyxBQoVDRpTa3AjyJX+V+X7rDvhwaHwtswAGbHnS9RQhPh/QRy//dYlweD7Y38c0a7PFLScHuvD+3NLkvaQ7Eq8PZqk0KArIBIsSccqVDJNREYok7qaQON+PpvpnHPsQirfoDg1nediot39+MCfzdPxkz0+bDNcDbN7xWDCcY1YG3UwbZGSd91qK0Rm9oaeTU6kmO9k4FwFptMPUKzukYIOu19ccIe39LVjOFOqxrJEl9WwlH8XzOgNv/bkZUMJ9diyWqVJ4btZHR9LY04Z6tM2iKag2Sxiv96zmINz5XrnI3YjjjYKPjmiW8Q/OTkiziZEgHwvbd9GJF4DuTmm9fd6wohUAm4PromnD27Tubv3+P2IM/Wl/z7fBXj/wfCWaykilgwCKC298jIB7bvrASTotirTRRpYx/zvltYe9zOzSFWuu3oL023ZOaA9YUBjQL/fuUp6wK1QDiLybUcvvwgS6g5DU1hE2XjdCjo8bl5gsEwn3zE81U8O5/kd7f4XKaOqnjPiazo97z3k9jxif0IfPJfAACRfI1XoB2qgqfOf4uk6ylWVFUFPFm1Y8CH0wQUhb/Pi80dTXjteM+GAbLdXgx3MnZps93B7ruyMy7rFm80CJH1jhXC0H7mXhrr9mCwzbKBJsrGfK7RLg82G8l/xZDgMt+7vY3APhRFwbZeL6/eeoT2DzYHa06BcBbJQlVCmQBA49QkW9vjx4FbboGqa+j+0X/C1+jg8HZAtr2hdBkHF1OC7ZH37Z/y+IMC1WeeeQZnnnkmrr76alx99dX4/Oc/j3A4jKuvvhpXXHEFPvjBD6JaZZnQu+66C295y1vw1re+FT/96U8BALVaDR/+8Ifx9re/HVdddRWWl5f/eDP6bxoTfT6cPNjKpRkm+nxobXRiu9FjFghnpctAUYBKXeeZSUUBZ8E9sZaTBadtTKyM4tvO2ilk+OzN2pqOZcGp114mE2/vmxtobeQ9iA4jAyk6vKLTDsoY7czvWUoVMRlh1cq5eBEz0QLXybQ/83rGS0vqx+x92ipk4hlcwtq+rA8iz6uXpvEjhKC5QeiFNIyH+bNDZRU1cw79Xid2D/r4cywni5iOWjTmrY1OgRWZIlt66QxWe5MTbzqZVZcm+hhx0IjhaJmfv7Pfco7M52M/y/17T88lETGSIGaPkNjfKRpOO005C/REZj2Cbq9YfbKcgf7WRrxya6cFfRWyg4FwFgfmklyPkhrrvbXHhJGz7zeN/dRaHjUNFjmIwnQUzb9tcKr8Ul1OFzEXy3OZAwIqVXbtjlauXOM9mYDhtFLrAstX6pwELJyv48cnXwRdVZG86t04MJdAxOjDJoQYiR327IwQzOpdYoGqEKlRKpFwAHIvZLFa55GcqijwCgGi/eJIFWv4wdOL/H2UaxrsY9rsWbYNe5UnGMpy1IA9yLMnLhTIskrEeF8iFNQc9oqZPTmj6TqihsNDCIPCmwESq7CTdQ6ZyPIrBb0S0YwciBBbFcOlqmhttN67fYz3evDqbV3c4dEoc04IIYjnK3hQQBSsf7dWUOc0tHfNc2knX7Ov6WKiiMVkga9pXoCJLiZLEqKA2IJvUDuqRK6oU8hERHWNcicW0sew824OQmSWcIeqwCVUk1wOFU4BNWDCaq19K8Mia7pVJV9Nl7iMBbBBwhHrCZHEq+fG1/TgK5fvwcW7+ozfIzwZ097cICXsGl0WEz6x7XE714BDlddpKVViVVWjGt3R5MQle/p564zHLZ/TtYydtAj8exudFgLDnKf5uSIkHACIYu2PiT4fdvZb1RUGm9WFz5aTQIpCJOZiCjkZ0+J24AJ/Nw++G50K/va1rA87UZARB/ZqpBR89/vw03d/HD96Yga46Saspkt4cjbBUQR2+0EIRcKARU6t5ZATEjMbOfEvV9XRhYQiwOzJcsL6uabpmI9tDJOFYAMn+nzoa3FjzPBV7HvYoRApgaTYknOsPSLD+zftqAHxd+2VbnvSvFTV8IlfHOXQebH6aI6dAz6ehBb7obd2efCxC7fxloKswPyuKgrGv/BxvOfcbYw8CcB537yRkykNtLpx3ng3v7tFqR+VGFqnxofF81U8FIhKCRVQy/Zf+N0vIfgvl8D/hX+AQoD/etfHMbmUtFh/qeUziMkYQuTWCVVVOArFXLSUUPWz2wtCFOw0zj97t3Iiw+104EOv3c5RjL9Pa11MqGk6uHPrdMjIKfs1Iib/KaXY9+0v4C9OG2Y6w0Jgbn7Pyz3HuqKKwPo70edDs0vln/MSE+H/e+NbTsI5X7sRhBCE0iW8uGrZ3s3tjThpk4yc+n++onr66afj9ttvx+23345PfepT+MY3voErrrgCP/7xjzE0NISf/exnKBaLuPnmm3Hbbbfh9ttvx/e//32k02ns378fPp8Pd9xxB6677jp8+ctf/mPO6b9lEGJIyggXKzOWFuyptcnJf19VCCp1TcL5mw37/l4vcuUadwbEniqAwZoeF1g7mXi5qE1Wxy2/tXTdcpU6vs4FuZmDY+Lc1x+y9X1z5qFyKgrqgtNud1qnowVkyzX+PcPtTRgwsthbu5uxud2gecdGMGHG5GkaDpGJlhAGNRKzUtW6hoeORzi0r1Kn+OjPmBzHenkauR9JpEt3KOxSMofLIQeuw51NGGh1S4LTAwb8aiVZkoJYe7UJxKpMEULglrRwDQfL1oNoNfOzS8Ps3xOzlObFKQci1hcPCFU+gGnC3X9MIFPS5URHXdd5ddKhyqzHYnZwoo8Rgv21AeMxs4Em66+dXGtHP6syioazVLOIRcRe6dFOD7Z2e3lFeS1XwQvLqZfUAWx0KnjL3kG+Lk0uFR96nXWBaRrl1aehFie+/qYPAtUq2v/zOzhjpB0DAnxKvNDsPYhOVUFV2PNz8YJEwkFhJXZMKPykUSXfsGe1ILKEO/AugyU8EM5iLVuRMquZUo0z5toHFS7wiT4ftvd5MWwwOpqVXe5oAVJCJZQp4/CydcEt2/YxFRxAxkYuVpTly0/sZwUgVUXNYNQeTErs1OvmZP1uvlyX5lAWkmAOlUi2iFIqVacpCN+3gNyz3GdjBBZtIKVU0j51KERirbRXVM3nNec02uXBQGsjX9PJSA5LKVblGbUhCgjkc7seNaBjJSnLGoivsqZpmFlb78QHwrJ0h4nA4TbPFsQ5FaaNKgcb1ueJjqiqGKRnxocNtTdJZFv2hJKm6Ti4mLJ6znS5+qQoCi7dM8ASiACqmo67Dq9C1/V1TqoIySagqNR1Xsm0kydFshWJXGlTWyM2tzVZ/b3UgoqbczJHolDl1VYAEsQYkJNE6wJTIXlktoeYPf8AJHItldir0y8v72UfqWIN9x9fQzCcM18PhxT2+hokSTJxUEqRLdVhnj5C2Fn66kPTCISyGOloxt7NbcJdLevsLsRZ8vajr98OlRAspau8krnRvS4lo+h6ZlZRgzZXruGL90/y91Wu6Zxx2z4H1mplzUFs4bAH1wuJIhKFiuAzye96U1sjT1ATAJWaBSMmtp5ue6XbLpVmDjMxZO+zNJ+XUorptbwEyW5qcGDUSEbNxQoIZcq8h9mhEIz8/EcclXfeN2/Enrvv4Eghh0OVWgnqQuuRHQnR1+LGueNWG8pQRxPO2GLJ8m3+9c/hoDrwne9AUQgqNQ2LCYu8sa6xliDzs8XATUz0mQGy6UOGM2U8L5zLjexF1N4CJpy9uq7DyB2u8/PsgwpFF0LkVgG732f9jbmfrLspEM7i3N/+kr93AkjBdrzw8s8h2gtA3g8MDUnw9z8/KiEhpNHWxp9F1XW0/eg2AMBwZzOXEGKfxST+rO+iqNgY6v9Uxx8N+vvMM8/g/PPPBwCcd955OHDgAI4cOYJdu3bB6/XC7XZj7969OHToEA4cOIALLrgAAHDWWWfh0KFDf6zH+G8d68hzqBz0XfjkXRL0V9dtDiFYtWFqLY+ZaAGLCctpLQlMo5vamnC6QMIRy1fwkCDW3ORScYPBcAnIsDeAVX3++V6Gc7c7R/a+OVGgXFUteLJpoERjP97rgafBggavpMpYNbLYrBfwpauATlXOiPvcDi71AwD1uo5HJte4w1PTKD7xq2Mc2leta/i7CxhpT0ezlS1n6yJr9WmSwVJQF5wUlTDhdPPZFpMlrKTLEn2+WQXf0tWMLQJsWHTo2LtcTwhl/mjvZTKHSKev68BHXs+yq163QwpqRT0+uzOgKgpahEx8l6cBF+3skwLXe45ajli2XMfNj87yy1IsIIrXKyGsp26zARNmz+W0YJE2R8uhKJKRJkTW9aKCwXaoClxOhQcWm9uacNaoVdm179NcRccvDq1a/XqCjmognMVSqsgJCsL5Oj7wy68DLhdwww1oaXSu0zEz36W9B9GpEMlJ2WYj4aDCbbitx8OSLQbJGgE4nAxgmXhRFoaCwYPNd9nhcfF+JIBV5D94/pjFIi0Mu21pcjqky0/c4ytpuT9vuKMJOwesC26ks0mCv4vrbtfVtSdjWm0EL7rNKRPthzlEIg1RnkZkQJ2J5rGatnpD5xMFRPJ1PgeHqqAmnLVMqYqfHVyxgjwqf6/Y7mAnQ7HrM0rap4Qx01pJQ2ZrTDka+5xU1ZSCYWs62tkMYsxPVRQ0OIUsPoCMYGvsqJKsAOUEWPVpQXIWKT74k/W9bhN9TLrD7KmilDksU0b/tz2BspwqYjkpVnrtPYnWHlAJgxBOhk35CVln2g6bjWQq+P5TC5J0mr26ZI5JI+D60H8dYa0GkJ1U8W+n1vIoVOo8KaQYdttcl6H2JolcaSlZwlKqaNlxSqW7SHS0+1vceO2EDCsX7bbI2/BSQ7TjJmEYS85ZrNhmFdhyptf3nImkdwSQAiJKmQ3hZI5CkkhVFbR5NkYcBMJZHF9N47mFpFW51HWAMESKqipwO1ULTUAIaro1h7HuZkz0teDiXX3YMdCCPq/T0ugFI8wTK5fiObEHF26ngg+9dqvwrglALGk9CsqJiOxzeGbeYgmnlKJUs4Jv9h6s7/X3eSXfBFRHsapxf0JVFHga2J05Hc0hW7b2lr2nW1Vkjd6UTSqNAHj/+Vt5e5EY1JnDREo9MRPD2aOdsq9i/M7Ofh98bge2C8n9QxddxlF5e+65E3yW733vOrRHLFvGzw8yTWNCGFSct14pRJKjUQXNewAoDY+wJOz4OOt9Ldbwuf0BiRPg+jtkX8Uc0j5U5DaUTW3yubRX+mP5CmcrN9c1KkCUM6U6vvGbmQ1RVvYkiIjmIERm5FcI09U1f9cO2TfltQBmTx945aWoEwXJq961Ltjue5mkEGCgBATUQF3TOTcHe186v+fjeYaEkEYqxfeEpihIX/VuAMyXcgtFFfvdPBsrIFmorbsf/hSH4w/9w5mZGVx33XXIZDK44YYbUCqV4HIxPaiOjg7EYjHE43G0t7fzv2lvb1/3300oZrVa5X8vjmAw+Ic+4v/vo16vIx6LIxhkGz6cyGBlhSKopAAA1VodMzPTiLuZwe9vaIKvlEe9uRnTUydQ13U+v6W1EhLZPAKBABRK0etRoORjCAZzOLBUQCRTxj1PHcFoewNia3lolSImJycBAKSUwSl9DSDpVQQzIeQLBajFBCYnGRSwWCpBLcQxOckMr16v4a/2toOkV0FLaezqdgKpFQQzISTTKURcJQSDLEgulSuYn5+DnnKhUtdR1XRc872n8Y/n9aDZSVAoVREIBEAIQaZUR13TEAwG2eHJF9HZqACpFcwVNBRLJUyfOAG3U8FCvIxUtsD/NplII1PW+PvIZHNQfHU+x1y5is/tD6CcieHVI17oOsXfntWJUUcagUAGGgX+9d7jcJXiiMULaHAQ/reFQhFLS4torUZRqmooV2uYDAbhUBUspaoolsr8e1dTRQTDWex/8jDGOtxArohBr8rfbSyRQK2QQaCliOVYBXqtyr8nFk0jXqjzz4onElDKDgSDzHimsgU8cXgKjqwHcykGjf/2fc/hVcOWZM3Hzm4DSa/iRIr1jv7z3ceg5GPIZLIIhzQEXSzTXKlWMTc7i/yaA4upCrLFMn+X4VAe6XSBP0csngLRKH9OrZjG7m4XX/NauYS37/SCpFexFskjnS5Zc4gnAQDBIIOlpm3PQamGudlZJBtVaEYVxHwOc5iftZAoI1MosXeZXkUqV8DC/Dwa8m4sx8vIF6zvjUVz0Col/swoZ3D2ZjdfB1or4a07PNa6pPP40v1B+OopbGlzobNRhZqPIhjMor+R4vxD90IBBb3lFqR3X4ZwuIZgkDmt5XIFC3PzoCkX0mUNlWqNP8dzKwVEsxW+HyK5KqrVOt/joVAOuQx77kiuhlqtjr+67Rn843k9OBou4YXFFD+3pJjFrm4Xf+Z0JoNwqI6g26iIaBrm52dRjDHkxXI0iYcDYTRVkxhtb5DeZTQWx1oMCHRVQAhBrlDA8vISgrUYUqU6CuUq3+NqoYhBr4N/7+pKAflCkc9hOVoGrVv7OJFMwl3PIRgsYzFWRr5QxP4nD2NLmwvRtSziGev9JFNJ9HqcmJycZJDTbB6LCwvwlJjESF2jODEZlNiL+R5Pr4JSYP+Th0EpxeGlFA51ApvVNJSqhja3AiUbQTCYgJoro6vJOofRSAbz4RLfa2q1gHOGrP2xtpZCuU75cxZLJSwtLEDJuBCNZpAQ5iDuLQDY0uaCUogjGCxjNllBoVzHw88dx67eRkzGSqhqFO+49QA+e34vXxdzTvPpKjIF6yyWK2X8231BeGspUArJ1rwwlcJzC2nLrscSyFZ0vi56pYTzRtz8nGYKZdz4qxeBXBRb2lyMfO2sVpD0KmKxJFJlDYFAnWXpK0VE1yIIBouYTVaQKFTxkTsP4/MX9KLRoaBYrvDncBYqaHVb7zZVrKNctez6ykoB2WwOwWAQ6bKGUqWGa/6T3QHpkoZcLm/th0QKNY1ye+FGBW8c92HUkUYwmEW5XMGPHj2CfdtYtbtctt7HQpzdV1ef1IpRRxoPxRPIpVMItJdACEGhWMTi4iI8pTUoNQ0OFVAyKwjmQnh2JoepSI6vSyRXQy5fEO6iAoZanZa9iCVQb1QRDFYRDhWQMeYHAMl4GnqpLpyHBBxVJ4LBCmaTFczH83jyxWm4C17MJln1w1xDc1yxsxlIrWAqCega5fsjls7haw+l0EHT6PU4USyVMTMzjUSjA/PJCrIFa0+/OJvEE1MZ/tkL4RieWy1hp6/M7qZqAfu2eaBkQghmw8gXC1heWkJLJYpELI1USdvQjhNK0eNRccczi5jwVjDa3gCtWsU1J7dCyYSwHC3jLd/9PLzvuQfJyy/DzMc+AV3T+ByeWC4iEErj3gMvYlOLCw4CLMwvAGkXnpzPYSlR4M+8tpbG7FqFz4mWMnjl5kbBVyliLRJBMFhg/16v4D0nt4JkVhHMhlCt1eHMr2FyMo5YLGHtcQD+TidIMYVgMIjZZAWRdBmPvXAC9SEPMmUN1Zp1F+cqGjRN52t6z4kMcuU6vnP/83j1iJft8RzbA2pVg1MBFubn4Mq5oRYq6G5WLNsSySKZss4PLRfwys0N/JyWa3V88+ETaNfTGG1vQF2j+KvbnsFnz+9h6wbgmu89jU+e241XDjWiXS3z5yqWSlhaXESzYT+rtToeeS6AXb1uPLlUwDf2Xo1Lr7wBV53UhvRUGKc/8mtkLr8cazfcgOh0BImkdYemMlnouob5+XmciLMkzr0HXmS2JppBIm3ZwHAoj3TGOsfjc7MsCD5+HPNzs6hXSrh2bwt/BwBw5U4PkFrBfElHqVLhd0Qmm0VolSLoSKOmUZTKVczOzCDd5EA4nAetWfe63b+g5TxeO9LEv2c+FMfhSAm7Wsx9WsaVu9lzJBPMzzY/a3oliscXijirR8OWNhdiqRyWFhcRrMeRLtWRLZQxPXUCPrcDz64UsJa1fGpiJoOM711IVSXbdPtl78cL7/8Y3ryjBcpCEls7LFuSTKShV7SXnFMsncdXH5zk+yGZLeDzdx9FQymGsQ43apqOLz8QRFM1CZTzOHtTI8pjY3DPzKA8NgZHNApHNoua14drvvhrXLGnDcPBIFYiJW7jAGB11drDAEByVTQ6YO1LYT5/auMPClSHh4dxww034KKLLsLy8jLe8Y53QNOs/qqXw4z/f/nvAOD3+/+QR/w/MpQXEtDdXoyPjyMQzmI2tQjF0wm/f4T9AlkC8fVhfEu7YaTzIAAc2Sx2+P3Q6Tz0FpYRCpZWEcqugbYOYEefD80PJzE6ugX+/hY0duXx7YNp7DtrD4OE1EJ4fHUJ4+PjDOYTn4PmLmFiYgIA4H4iDXg6MD4+xOC7v0mAerowPj7AnLq7wxjavAl+fw/IiWM4Oh0C2gYx3ueD/kwefX098Ps3g1IKnYQwumULtvZ4UdN06HQBt77nTEz0+fDbE1FkKiugLQOYGGjB07MJlGpL/OfjxRXESlGgbRBb+5xQH0/C7x+H26li+vAqIoUwaOsAJvpb0BebRXw1w+fkPVzG4EA3/P4BAECjaxl/f9E2XHnGZlZ1I3M456RtmBhsNTJG8/jEJTuxb3c/jmVPwOt2wO8fY3N4MIbhoSH4t3Tg8HIKFW0RpHUQ/sEWOKM51H8Xg+5j2n8PTT8DStke9w+2IdOQQOeJKn+32nN5PDiXxtXn7cQWL0XD0QLfowcS86gmi/znlqljgEPl+2OtMI9bX8jg1Xu3Y5/fhxvuXsVth3M4Z892TAy0AJjDyMgI/H0+IzM2z9/1/rlD2DTYD7+/z1iXZWzbOoa+1kYsHY8gUQzxdzlTDcGTifDn6Fw5gaOhLLZv387e3fEXcXQ2ArQNwt/fAuejSbz65K2YGGrHicoKZvMx4W+nAAB+/zb2vY9nsGlgAH5/P9viyjK2b9+G9mYXjq9mACzw52Bjju/x+aMRxItszQEgnF+A4mNrrK1m4DyU5987XQ0hmLXm0BuaRntdx8TEdgCA90AOp08MY2J7NwDA90gC73vtEPbtHQQhBM33x7Bt6xi29niRPnQMPLtOKTxeL9Dkxfj4GAghcN67hrGxLRjr9iJTrAFklX9vwhEDIWvYMrIF/oEWRE5Eka2u8jkezS9jpZKE3++HN1VEw29i+A9DqqRxcg3Pxyg/t8cKy2hKheH3+1kV9GABkXoDXxeHI4StW7fyStjIlIa/vWgAJ29uNQJ/9i79vV6kDuRweDmNv76APUfj71J8jz89m0C+uoT5WisHFTUmAAAgAElEQVQu2dGPQmMKLZNlvoefSy1gNhnj57TUnELDMWvftp44CjQ4MD4+jkpzGqUDKXzxySS+ddUp6OtrwkIxwc9p69Qx9HY2w+8fwfFQBqHsIoivG37/IENeYJ6fNXM/XHz2ScZSUADz+OKTSdxy5V7sGCiit7cH4+MjqNR1NNwfxfZt29Dtc0OJ5OB6Isbn8MDqFI5E5vg69C6fgFNVMDGxFQDQvjqFcKbMn1PZHwHx9WB8vAfPpRawVEryf+tamUIXgImJbQCArmfyGBraDP94D8YpxUfvC2NoeAjjw+0Y26rj7+4N4wfXvIIzaIpzWjpmnUV/nw/qfWv4h/NHse+UQQTDObiez/L3fEothGcjs3jDK3ZDURTox47gsakIrn89Wxf6cAK/XSjjneexc9rsjuDy0zbjDa8YMSqD84CvB35/P2jwKB4/EcYNxt/6jlXR398Ov38TxinFZx6J4ktv3YNzt3djJVWC8kiMn0tPqgTX75L83R6YTaBYW+LvdqEeBl1awPj4ODKlGhRlhdulp2YTcM9N88/qW5tFplTjc/Q9V8Dr9w5ix45eAEANi/jWswlsHxnEG08aRDAY5L87Tik+cE8Yn7nsFey+PHIIv5mJ493n78JEfwsaHkliZHgY/qE2lGsaCFnGjh07AADl5hT2TxXxtbedjIl+H257agFTyTifQ8IRR9fCDJ+jd+oYFMM2hxFFfXqG3wF9iXmEl9J8f7ScOAriYudhHMBXn07jVXu2wb+pFeOU4oa7VzEyPCLIpc3hx8cKOOek7Rjv8oBigduAzqeyuPKsXuw7cwilmgZy3xq2b9uGDk8DFo6GES2sYqbWgkt29+Ok/DLWKi7+t62HS1AjVW6L2gI17B5sxcTEZgBAw6NJbBkZgn+oHX3xOdB0WboDotmK5TM8lsZ1ewew77TNzCe4L4qhzYPw+/tQbEri5Kf2Q9F1tN15J7bf+n0QZYXfTZ6eIp5aY3ZN0ym0u5cBbzfGx3tBW7L4yfECf+Z7lk7ghcg8X4fOpRPod1jnFA/GcMexHF532jgm+lvgfCCGzYPsfiGEQMcSJvzb4XM7QQMv4rHJEK5/fT92DrSi94US0OzD+PgYxgH802MJnHeKH1u6PEgXq1DUEJ9/rlRFVV/itrZzoIT/PPQ7XHvhqVAUBRESRfPqAvx+P8o1DTqW8OUDaXzr6lMw2gp4D+X53jmaX0aomrR80ycyeHI5h2svMO5TxzK++ra9OHusw5jDHIiisj1i3PO3vvtMTPT7cKIwBZdDgd/P3kfDI0mMjAzDv7mN2Ugs4ZvPpfHtq0/BazoVLJYXcPKmVvj9m3C40Q0Cgra2NrT7/QgUV7BQivPnGpnWMTZAcPHZfnTMJvDbpSpfl4OZBczm43w/LNTD0JYX+M+iR7516xhcLxTw2tMmuKSRuMe3DTaAkjD+9ckUbrlqL5o9RWzaNAi/vxeapqP2ixVsHRtDT0sjlvQImqMrkn9BwfwLAGib0jDa5cHExDAAYCBQRW9nK7eRDb9J4FV7tmJicxu6Q9PQdB1+P/MJRpcI2ttq2HfWTgTCWSxmFkG8XfD7h/DMfALJ8jLQ2g//SAda+or4+oGk7dzO8zVWIlnoj1v3nOfZPM7YsRkTEz1Y0sPoia/y3x2IzyGcsc5a+/IJJApV/rftj6fxjlf2Y98Z7Kw57olA1ersPA20ApjHt995OvYMtmKqMAUUqnBfcAHo3Dzcr3sdhxs7igW4mz0YG2X+eLEpCVewxL83hAj02Tn+vYnpGIr1Fe7nibb2/9Zx8ODBDf/7HwT97enpwRve8AYQQrB582Z0dnYik8mgXGYwjLW1NXR3d6O7uxvxeJz/XTQa5f89FosBYMRKlNINq6n/t49UqY67DjNoxUSfDxO9FgTBJJr58E+PcOz5dJehVbZjB4ckmGQxo13N2GQwMdrx9KqiwCHoP0UyZbywLDPTij2H+XIdX35wijOgFqsa/vneIAIh9hzZcp33ffR4G/AGg0Y7EM7iqdk4XjTgU4FwFpFMGY9NxYx+Gwb5MJ+xycmgnTpluA9CqARFGu6wBMwVhcGGg8a7GOv2MJp1apF/PBSIWgQEui7DnEB4/w37d3CGWM6Ya8BEdV3n5EGBcBbT0TwOzCVAKcUuHkBRo9+mgLVsBdd8/3kEwllOMmKSdug6laBMzS4VF+3qZXIKRIZC20muEvkK7nhuie+PgdZGfOaSCf7+YD0J//8WLJL9LLLjiSzI6WKNwyLHuprR5bXYlwmAtECWs5Iq4eFgFHcbkJL2ZifeeJIFmalpOlwCzEtAQktwmkA4ixcEWKQFKWSwJpMl1A6Buea25xEIMciYKRFgJ+qywxEdBEgK79LeB6NpGva/GOIJMkaWIxLN6FzfVVWAn5x6MZNb+Ju/QcYG1aICPFlRZNjjjj6m7WjCuLZ2NcPjUjkcV4QXrdcQVNDoVPj5j2TKklxNKFPBD59ekqj4Z6IWREwhZJ0u4jW3PY/9L4bw3EISrxkX+ywtgobxXi8aHAr+zSCTcqiKtE9dDmJUv9m5rdc1ZIoVDoOL5yr4wYFFHFtNYylZRDhTEjR6S3j0RIyfU51SrBnQLJMwbEtns7QPJvrXQ5cBC2b10ddvN3qjCP790TmJ9VmENYks0EPtTTJTK1j/kwWzruBeAd5equlcy28tW8HvpuIvCYnSBZkP02n78J1H+LukAJejsUP4t3Y3o7XJCX+vlzlLiRKHoCuKDM0KZ8qYiRY4HFWErAFAg4Pg8tM28b1W1Si+99QCgpEcn7cpBWX+vaXpLUPDnaol8+FQCSp1q1fcoQDZco2v//YeD5pcFkxyOVnAC0tpDiGs69YdQAgj4uKfRcg6IiIRfaoQoKXRidFOixhv3b4IMVksXae4/LRNEizS7JMjBFLfpFNV4HKqfF3YvWP1ztpZQuP5Kn52kDHmrqRLOBbK8Dsglq/i0RMWWU6yWMOdzy9zuLpLVTgE29yfpuSSOcz2hqm1PDQK3P1iCLquI1epY8jQDTWlfsx1GutuRrvHxdfU3h7jdTtw7vYubouordVIEyCFBEAsX5buoruOhPi5BQi2dFpInkKtjn+6J4hAOIvlZAl3nHQRZ3kloKhplPsqqqqg02P195bq4LBQ5qtYhHmb2xtx5ojFvqzpOmIC47bLoUjawKWaxtuSAHY3iczWRIAFZ8p1bsfZHrdYXQkINMHmPRSMoqZRbmtVVYXLYbWaUEqRK9UlaPy3rjbZ64FipSbA/SnXzgaA5gYV7zXk3dg+ZVBj8Y53qAQgls0zCQbFfkVKKYoCrJxSirqu42uX7cFEnw9OVUWLwD67+547WSvZv/876PXXQ1VYfzXfMwToFfqwxb0Uz1clnhPGW5De0CaasHpzr5mfY7L5Kwr7HbGlx9zTk2s5ZEo1TEdFHguxPcjWLkVlpvNUsY6HglFuI2saO+tserI8E0DQY+hhT/T5MNbVzPiBKcXugRZ4XApvw3CozHe1n1tzv5j9wSLUmfMUEFmRQFVkvoRYroJ7XhR63KlMKOdSFdx46QTvB9aopf5hQn/pd77D11bzekEB1LZuY3JvQlwgtsstJw1ypZCpFexBk+Cr/CmPPyhQveuuu3DrrbcCAGKxGBKJBN785jfjgQceAAA8+OCDOOecc7Bnzx4cPXoU2WwWhUIBhw4dwqmnnoqzzz4b999/PwDg0UcfxRlnnPFHms7/2UEMgnCTMIQS4ObfzvJep3KdYc/NIPB177kZvzy4DBw9yjfx20/fZGjIKZLEiKbrWDAcbUbgYRndkc5m6RKOZMp4ZDImHbi6TrkjCmqGjyzYyJRquO7VowazHBM0Nw/3jv4W3Hc0wgPA1iYXvvvEPALhLDcW5vc0uhhE0QzqJvpb4HYo1gHUKSfmUQgLmE39MFVhDp9pKBzCBQMw8hfzewEWeJgN5wCrj4ki4oAVbMTzFfzSIHiZ6POhv9WNO55Z4pcsAPyNEeRu7/WircmFW40q2Ei7Cz2+Bh50LSQLmBGIZtLFOu4/GkEwkgMhTHPVvMCj+Yrk4Fjm0yBTcjqwtUe+wG5916n8fQGQRKTNQSlFuljFSrLAAwJvg8UUx7Q/LecglC7h+cUUd0q6fQ1ocCjcOaQg/AIDGHHEkvHZoBTLqaIVtAg9RRN9Puwe9HHWykA4i1JNxweMPjn7OoiDgu1jk12UEEbUZbKW2skNwtkKXhAuTnv/ayhdxs8OruLbj88BAGp1HUtC/16pquGTvzyKQIjpuX7houtB6nXgppugU4r3vHKYX6rFah2zBmO0Q5GDutl4HuW6zp9jPlFErlK3Ls66hmA4C01jWmgiI7CqEOQEJ56Rcvn4xdHrc+GdZw1zZtpqXcNHfvoiv2gypSpPxvBeMk3HSEczXuPvlpgj8xWrv1NRCRwK4Y6WQyHIVzT+HC2NTkBIxjw5k8BCosSduFiuinJNw3y8iC1dzRhsszR6mYSIdU7j+Qp+9MySEcSw/sxFmxMvOoPi/5rvgTG+EjQJQugKYXMVWY8LVctZZoRA1n5J5Cv41QurRlUfaG9y4OyxTv4dBBTvfdUW+Hu96G91Y9eAtQ723qZcRe4NBYCvv+0kvl8A8PNh722aixeQKlQRDLNgcrCtUdDJlO345vYm7BJ6hds9DXjz3gFuDwpVDT80WKEB1sf/mYvlRJdpA7u8DVzTmz0fRdhI9FFKUdUschhGtmXJRj16IoZcuY79RiKLacNa57iqUb7mM9E8yjVN6sfTdMo/K56v4IHja0JAJPcKOxQFN12xFzsGLJtnjkA4i16fG9d8/3nsPxrGY9Nx6TlKVQ1fNDQECVgvHA+eDLIY8XvE/QFYexYAPA0KTh1qw3iPByMdzRjv9fI7YKC1EWePWcGVz61K7Lr2YArAOl1IM1m1w0jS/NsDJ7D/aJhpwSZNdm6gVKnjRMTs91XgcTn4moYzZTw9byW2fvjMMu4/FhHIk2QHuFjV+fuJ5St4VPAJrL5oq/dTXBcC4AtvZDJj23u9+O7bPoxj83HgppswHc2jUtd5skohbC+aQ9N1fPbSHZyptly3bI3LITvTyUINdx2xnPhCtY4fHLCShg6F4NPGHgeMQNX4ri5vAy7d08/vZm+Dir9+1YgUBJt2HEQOri/dzWysaWvN4Ns8z0vJIo6HLdZfUapkIV7EarrEExnrWPVBOG8DsJ6tGwC+967TJNIxHtTqcgJ6Pp7HkzNxnhiuaqxnmBACVSU49xufxSWnDIFefz1e3HeZReb37W8jnCnh2bkEvz90nWkEU+NOn4rmcfeLISPR14jtwl003NEoPV95bIwXVeZiBczHC5w00R5sK2AKFmbRIVOqQSFWf6enwYHx3o21ggmhCEYy3J7aiYd8bhWvm+jlz1nXLaWMeKGK+0SSSGolQQghACH4+sMzxj5UUdOAvzMSjiazs2m3zGEl1S3pRUqZPqmYkM6WaxYvgUIkAqi2JgfOGevgz5wv1/GlB6zCkU5lyR0xCO70uLBvdz/ItdfytVXTaRAArukpWXaOALmSlUBx/s/2zjs8jurc/98pu9pdrVa9rIply5Ysq7jiBpieYIxNC80G05xgIAmBkIRyCRACJDeXkJDAxYTeTflxY7ApDr2DMWDLlmy5W5LV20orbZuZ3x9nzpkiuciSLZfzeR4eIcnamTPnzDlvfyXBYqzc0hxET0RhssrhzH4pqqeccgpWrVqFBQsW4LrrrsNdd92FG2+8Ef/+97+xYMECdHR04JxzzoHL5cJNN92ERYsW4corr8TPf/5zJCQkYM6cOVBVFfPnz8cLL7yAm266aajHdVBIdks4a6KxcXocElNMS/w+uGQRc3QhjL4MtG8k/f6lb2qI0gMgaLLahWKKYaUUSAELZrWWBMQ04xDOSHDimPxk9mJIErFqUkE0ziHh92eWsI0o0e3A6aWZTGGgG4cgCMhOcuGq40YyYcjtFNkBZt9ky/VwPtZvT/885tVSzdYvcujQQ5gcdkZhnREp8UQ40D8r3inh7AnZhqApCPgfe1GFvvoQACAl3onzJuewMSS6nfidqfcUYAgWDokoS9QSTz2qdAwjkkmTaPq3HqeIeRP8GJeVgO2tPWgKhNgBnuVzYUJuIrvnJI8DC2eMYGOyCxaAcRiaE/ftnprK+gB+qO3AQx8ZBY/MleJEweohcciCvsmRi+WleHBCYRoTDlVVRVPA5IEPK7hHt6b/UNuJNTs7mNKSEu9gAr8gCIiPMyy6JX4fnJKA/10wySLE2wvNUGVcEARTBC5REOnjsCt5o9KsHhFRgMXyOiLFjfMm5WDxrAIANGrAEB4VvUiJBg2yCCbEVtYH8P3ODta6oLI+gOauMG77P/osyTplChGt0qzf6bisBMSbinJ8sqkVFXUBPPrpVmxv6UFnr1G8QATxctDDsD4QQlVDwHRwiJg2MsVSmTamGJVt07xxeETvt2cWigW9EIZZwNnSFMQXW9qYNyWmamwtybriStd8iT8RaV6jT+bUUckYnR7PhDinDJw3OQdnlmfp7ZuMaI68ZA+ON72nmgamxGiahvbeCP70NpkHKnysq+1g65jeL2C09DCeh4CRusAn6HNKqx5vawmiM6SYPLthrN5hGDI6Q1H0RhVsaSFRBk3dEXyxpZV9djim4mFd+WzuiqCitpP9rqmLeJuoIGHexwGyZOn6pe8F/UrfdWa11oyoEqq4yyYPQGfIMGyRNgew4E90s2dtN95BEFgrKEp/ze41jXiEn/5iOzOakggMImhuaQqiKxxjgubodOIBL6BeToHkFhvr0InxuYkY509gxk3D29pLPlf/LGp4ovdsbncGkLz7cTZDHKXE78Pjl0/BE5cfg7nlfswqTIM/0c1+75QF1kNwY0M3VICtB1KMzzgTGwK9WF8fMDz/tsiYnW29eH9DE1asa4AsiXA5ZXYGOCQRPlP1TLtXxymJ+P3ccZY9r799m0yZblC4ZArmlvsxNjOB9YKtbuhGIKzg+qU/MOU7FFPZZ+Umuy3V2y+ckgtZFE3FkzTUd5i8kxJwekkmijNJtJK5Mm2mz0Uip/T3lhR0MQx70ZgGWSb3GueQEFVUViynNJsYu6ixShIEti9W1gfQEVIhmc5+WTTO9YZACF+ZlKcMXxzOHG8U9oNmGPvp+ijKMta4qgEb9Ygd8xrXFypGpBgKYiSm4fZ/r0NlfQBbm4MImZRrWba2mapu6kYwYhRny050YXRavH7OwTKHYzLikemLMxky4iwGR7MHESB7/kZbW7Etu2mxE40p2KgraiV+HzJ9LtayjMpJpdm01ycw+Z1XWEHOD395F9bMm08ihRYvJueNZjgo2noieFWPGhid7oXf52Le+uauCKpMzgdJFC2G4O1vvAFB0yCsW4eiTC9SPU7WatEuB25uDqI7rDADU0VdB1Ztb2dzJgjA5qYge07m62xuCuKDDc1sP43FFFTUGopre28U/6lstBVNJHPoT3Thx6aiZ81dYfzf99Z9/Nc/KmJ7lqKpzOC4ubkbwYjC9i0zxIhjRL9U6vtInd7+TRIFeJwSW+NNgRA+2tjMrtvSHcWnm1tNkTLUTUQ+MBRV8Udd3qKYjdEAgIcfZnMbKhoHVZQQvOIqtAcjbD/d2daDmvYeZkAZm0V6PFNjZXFWAjzmAmKHMfulqHq9XixZsgQvvvgiXn31VZx44onIyMjAU089hRdffBH3338/HA7ibZs9ezZeffVVvPLKKzjrrLMAkLCLP/3pT3jppZfwzDPPwO/3D92IDiL2bUcDMCrNyzZsDejTjoSFk9gs4jtae1DbbljtHKKIu3QrpSgQJZC+GHUdIWyo72ILvakrgtU72tmLkeJx4Bcnj2GHEgQjLJJ6RYz7soaj2VsCaBpp82BW3voTMoC+Xq9QNIa2YASqqmJbSw8CIUM4os+HCloO2Vp1LhCK4Y01u9iYSDiNVcCh1i/6gtO2BqIoIkMPAdE0DaGIggJT2DBM1xUFWEp4y6KASMzc9sL6PDp7Y1i+th5VDV0ozPDCn+hmB3hTVxg/1HZY7tlsxSeWs/6fnV2IN38t8ZP+ezecWsiEI0XTcL+uuAsCqcZJ10dBmpcoJPSAE0X4TD0nm7vDeG11rSHEKQrOmpCN4kwvpuYnoTzHx5QW2gqJWvHNLTOo1bIsN4kpfQDYGrYLcdA0FmJYWR/Aro5efFJNrMfbW3rQGDDaB8TJEuJMCpKmEWs5PcAcsozTy7Ig6SHLDslqiZdEAfdfOIH0ZARpe0G90ZPykpCbZPSzTYl34r/PK0eJ34dNeqgeFXDG24wxsiRaWlkcPyYFE3J8WDyrAGU5CZBFgQkwdR0hVDcZQnxesgdT8pMtoYzWEHDiCaJLRhQF6LYm9jfPXjUNpdmJxFreZYTc+hNdeOFrIuBsbrJ6gSWBhPbReXDIIvPyk2crWN69zpCCT6pbsKGxW2+vYYxXFAUkmFogJHkcWDgzHyXZeoudzhAuPzYfJX4fEz4uf2qVxThHv9qVPLOXZ0NDF4nAOIUojIUZXqR4JPau5ae4UZBmtBspy/bhlLHpmDee5E4nuR04ocjwqCr6xiaAGOOmFxgKgDnklninY0xhNuaJjJ++F/SrXdkuSItHQpyMcVkJ5LNCUdYHcltLD9q6I2xt1baHSPVPUwSG2RGT5HHihtOK2NpTFBUfbWxm78DuIMppJ84cn8UMjD6XA0UZhqDpdkhs/ONzkyDrxjoA2NTYjV6T13RHaw8q6gKoqu9ioc/02YxK81gqn49I9uD4QrMhw9ZHVbV6E8wIgoCynCSU5pA+ikkeozq3pmnojaoYrbezop5KpjyJ1vY0TkkETPvvjrYeVO0yKl/7E124eOoIzC3392nBJICkhNDnbPbqaBrpd0zvgwqn7Otu9nEIRElyOyUI+phKc4gx+yHd0LeludvS+sr+rpXm+HBycToTRDt7jT7MAAlRfuGbGqxY19BH8bATjCiszzQAhKIKbnudKHlOSYSmGbKJQ5Jse5WG7a3dTLnyxYko0j1mAohRiBnJRBEwCemiAGimZ+11ybjljGK2XsweRvpeXvPC6n5DUslZZFRPlUTgPn0fn6Dv23R92BmXlQC3bLwD1U3d2NIcRJVJrrJ6owWWk94QCFsMjjFFRa2pT72qGakCAHDZzBH4tV7Jmv7skY83Q1VVbG3pwRtr6rG8oh6CQPbh2880oiZUDUwx29IcxMuTzmBVf0/+510Yv+IVEp798MOQJYmki+iHRorHiQun5OlRNSIS3Ia3flSaB6NM+2dtWw/W1wXYOjaztaUHzd1hfLCh2RIpQ7+O8yfAJYvMwDQyLR7/b7XRsiymaPjNq/R5aJbq3GXZPswqTGP76c62Hry6uoadHYkuBy6bmc/mKaIo2N7SzUJuzZWL6bKi+3hPJMbSxTRNs6St0ZQeuxJHjepbW0gRRXpuFWV6TRWsSfoc/SwaVk3XeHK8A+dOymGf7XZKuHXOOPbeyqKAu+aVWq5NnQw09LeyPsD0C/q5gd6Yvk6JMbYo02sxoMTJIiIx492SRBEidi+vH04MWXuao5H2XsUSi66oKna0GVZKTUOfHLPdUZgZj6xEsujGZSUgFFNRmGFSek2hKGPS43WPE7WWxlny1RySBH+SYZlXFA3bWgyLXlRR8H4VafVizxkw5+9pmoZIzAgZs1uLqaJjDvNSVMMS/9WWNmxo6MLytfUoy/HBZRKOBJAD3xwm2WLJ+5BZeDL97A2mEu/PL5qm/9Tw1NC2BtCMvLnK+gC2t/awVj/2MWxtDiIQMiyrkgjLfVU3dmFDQxfbwONkAbPGpKE406uH3BrKVHaiC+U5hke1PRjBi9/sNEJTzKFJOm+sqWMHvj4gpnzQ7wHA63JgpL7pVtYH0BNRWBsVKszR9eG0KXl928bQC5Hvg1ENj3+2jQk4bqfUZ3Ojm2VnbxR/f7+aGQgUU+sOOu7HLyOHoX19fFzdTEKJK+qZgvjk5yS8e6w/ASkeo3+pJAABU2uXDQ1d+LDasLz2l9titoSHYyqK9TDrHZ1R/GHlI9AcDuDnP7cYH+jzKtLz90pzrPnOos3QtLmpCz1Rha0HUZRQkpMESZKwtbkHEUVjAkxhphf5KcZ7KokiElyy5WA1KyaiKOCf8yexA62jJ4pFT39rer/AhKXWYARLvzHy5nxuB/M2jdcVDnrd7a09aOw0BGDZ1gpqa0sQGxsMAS1OFpkyJQjW90EUyLo25wXlJJGcuxK/D7nJHpxUlAFBEJjw8cyVUy3GObq3VNWTSBJqBDG3xirJ9sHjkDC7PIutcZrrCZDQ8C3NRn6nQ5aRnxbP5qslGMGn1S2Gt1YA/qkX2pElEYkmw02q14lzJ2WjNDsRlfXW3qeaRvY0uo3bhTS78v1DbQBd4RhW6CFp9Z0h3PEGyY0tzPAiw+cylO1Uj6UPnl2pc8oi6/UJADNHp+FPb28wvQPG/mGmxO/DlJEpOCY/xfBySQJTkGTZuqadsmTJBy7O8kKWDINLj+6J1DStH8OFNWXFIUtIiHOY1rhmac2gsVjFvaOZDHuV9QHUtPVgm76P299LSQCCYWOdlmQnWlI4cpNcyDcJ5qqqsbNZEmHJf6/Y1Ylvd7Sz59zWY3h1KusD2NUZYv2O6b5Iv9r38b7GGGufYUkU2L5tb30FkH7ixhlpXbdpXidOKzZCkkUBuH3OOMwt96MtGMbHplzypq4w3llvhElWN3Zj8ohkjNXbysQUFdfrLTIckoDeqMLeWXu45vtVTfhgQzPeXLuLGb5pK5utNmV7dHo8SrOT2J7WFoxYWqPJoogRKR42ppiqYqtu2KH/hqZH2UP0A6EY/vXpVrafhGMqxup7vn192M990m3C+H1POEq8kaaz2Ng/gxYjak6S22Jw7Aor+F9TqkBKvAO/PNloK3bXvFI8cNEEzC3367UtgL+u3ITlFfUYkeLGOdGQRcMAACAASURBVBNz2F4J9I2aqNJDw0v8CXjrmt/j86p6CA8/bOSoPvooAGBUWjzKshMNBwUAfxLt466hJ2IYEBoCYWw17Z8QiCdW1foawcqyffDEyX3SIejeQ+unUANTWnwcfnXaGJOsBzxwEcmz3dUZwvpdAWbMjnNIGJHiYfPlT3Tj4mkj2PPQICAn2W2apxh++9parK/rhACgyZTvnOp14idTctg+vqk5iB1tZB+vrA8gqmjY2EjPC1GXA6zrgz6fwgwv0rxxFoPBg3pbnPrOECpNRq/8VA9mmHrQarZzXQV5D9ieCNKv3RyB8Zsfk9aKNPS3xO8j7YcUBe7qDRBVBf6Xn0V+spvl2RJjlGFAqevotbQZ06AiHFP3atg8HOCK6iBI9cisEBFAQij//p9Nppj5vj0EqReQwvqtiSKcMgk/qmroQlNXGFubjR5xEVNIoEOW4JT7KhMUhywiakrujqkq7npzPTu0AiEFt/1fBZav2QUB1j5VCXEyy/uorA+gzRQy1sfSCIEI3rrksbGxC4JgWJdTPDJkkeQ/OCURDtPba7ZYAUBjZwirt1sLRJkPsNFpXlz/0vdsDMeNSWPWL/r8b/pxIc4sy0JrMILXTTmquSluFtZmH8O47AS4TJbV2s4ousKG4lqU6UV8nMQEkawkD95YU48V6xr6hKs2d1tDCpPjnVgwbQT77LCiWnqRmS2tgiAgI8FJNnCTl5iGCZotzSV+H1yyhGK/EW4YjhnrQxZJfqNZuTAXf1g4YxTi42QmMGqqggun5GJOaSYaAmGsqTW8PBkJcTh7YrZlEwYMA4Gih2YBhldJoAqFYRIEAJwyNh0JcTLOLMvS70vA3XrUgCySxuB07DXtvahu6mZraVyWDycWprMDTBRg6SkZiir4/bJ1zEMVCEWxWV+3BclOLPx+BURFAR55BN/XdGBXR68+HmKMMSuu5q92HKKIRLdsKVpD++6yUHg/7V8ssRBjgBhnzEqeqqqobe81fW9VVC48Jlf/O2Kc8LlkNi+JbhkLpo9gHvYek5eH5mHT647NJHnYhhFAQChmrNt0rwOFmV4jdUAUWI7VtharkFbfGcLXprw5AKjr6GGWdlLQRO9PqX+lHncAOLYgxYiEgIaMhDhmAQ+EouwzaciYpe+yaR5Gp8ejyBSSb+8hmEgLzzDFBCjJoYK39d8CArISjX62YzK8GJlCBPjK+oAeftjNvgfAcr0A0reacu6kbPz94omYq58L6Qlx+NO55Xr4mUgURqpciQLinbJFWDIXhJJFAdtajDV+37ll+Jsu8JLvy9n+YRmNIMDnktmzI59teBdl0WqooGFuZqNQTNGYAeGsCTnwuR16ZAD9PGNv6TH1GXZIgqW/bXdIYT2a9b9kBfX2hrmnJAm5dO+2CNO21iDagsY6dTslwBQ1UNMews7WXjamrCQ3XvqGeG5EQUAwZIzhmPxkTMhLYs/Z7NUp8fuQmRjH8o7pvki/CoIAlyywfdzscdc0DcFQ1BLCZI6yIcYYw8DYFLCeiXbPb06SB+9taGJjEgUBToee7iNLlvSPTF8cTrf1enx7XQP+9ek2AMCk/GT87T+bUFXf1SeFgd6PuUaG2yGxuVBMBvmizASkxDste6DZaJrpc+HHpvsQBTDFFABCERW3vl7BChACRnqUvQdrvNMwZlfWk9obm3WZya6Y9vFwa6TVHhXiMxPdUBQNW0296ylmpYXMgwifydPti5NwvG68BoCHL5mChz/awuZeFEWcNSEHoiiiqqELmb443PTjQswt90PVSDi02bBj9yjT/VISBVzy7H/juHF+lqNKvasASfnyxEmWz2rQ95OaNqsSMybDS6rrUmVS3xepN9ZMnEOCpmn4+0UTLeuH7j2SaO2HbY5I0TQNMVVj0XCFGV6MTo9nXkBRECzGB1EUMTEviZ0dqqpa9sRwjOTAbmnpRkt3xFKbRYCALJ+xjxekeTAq1YickgRYzkCzTG03qgsQbBEawGnjSFh9YYbX4iiSRNFi6GruCjP5kyw1FZ9uamFrLaao2NpkNcbc99YGve6JgAw9vL01rwAaANXhhAZAGTsWigb8Xi+Eur0liCaTUajE77Oc8yvXNyIcU5nB7XCGK6qDQBYFJJsaP7sdIn7z47FGeKapmTf599BbvBhKJA3XFEGKRVArrM8lo1A/DDc1daPbpDxJAtBlOlhbuiN4f0OTYaUUiBeF/v7nJ40hB6B+NzeeOgbQABUaWrqj+E+V8bcagLzkePayJ7pljM0kwh7diOnXkmwfll49wwiLFAWkxscxIb4sNwmJbickUcLmpm50R4xwsrG2Ay0/1YPxuWbvgjVM9o/nlBGhH4YiYc7PeuqKY7B0VS02NHbrHhIjR9UlS8zraLeWSjZlc0yKA4UZhtB+fGE6nls0nQki95xdir9dTITFrc3dlo1iZKoHU0w5RQ5JtOTUyIKARceP6tfSCgBPXj5VnwONFTaZP42E7sQUFTXthkIgCEZI0LaWINp7Iuw+att7sbXZOJTqAyGsMjWoLs9NZMUdAGBWUSZeWV2Lt9Y3EgUgw1AABNE6Bo9Twm/0Kq3M4txCwsD65OsJgM9lKMRbW3rQE1WwoZEUp2oJRpgit6U5iM7eGLO0yqK1iqkgCJYm68GIgsc/NYpthaMKOVg0I7RREsCeF7sJQcCEvETkJpMDrLI+gLZghIXT2AUc+9fxeUl48Wcz2LNrCoTw4YYmVkyI3iuZfwFdoSj728Yua4GoQCiGRz4yrNSKClYlHAAmjUjGE1ccg5Js8l68dPUMk6AgIDfZwzzsZm+THacsQRStXuFgKMYO5bQEF1q6I0ywum3OOPztPZJLX5RhfU9zk63ehEAoihe/3mkag2qJ3rBz25mkPL4GDaXZiXjyyqmGBbyxC1/r1bk1TUNUVSGYrB2RmBGtIYvWYkqiAIvBrSEQwvsmIV7TVLy7rgGqqkIQSP4W/beKakRgCAJRHiX7fqGHmpb4fTijLIvlelXWB5Aa7zSFaxpCKQ1JLfYbFXLNxm0BsKyPzt6YRcDpiRBPDZ0n82cDwPlTctn+Yfc2KYqGOn2/0DRNN1xq7LrmXGi7EO+SJaQnGPv45PxkPGWaJ/O/3dEaxPbWHtPZJFiqdbscAn4yJYftCVPyky0Gxz2hqoagLQjW4mv297I4KwEJLiMiwyEK6OyNMOFwSn4SfC7DwPS708cypX9nK3l36BicsoRMX5whLJu8wIIgwCGaqsv2Y9h68WczyL2BnOXj/AmsCvSm5iB26sWUyGebjVPEaEbHVJAez959gCiqZgPDScXpJExXH9OvfzwWdy5bj+UV9RiT4bV41wTBKJpIiXdKOG50CgDgljOK2T2X5fQfFkmN6iXZPuK5ojUPNCOcWxBgefdlSbAYTWVJRGq8cR9doSh5l3SDZFRRyRhN3q750/JQnOlFRoITZ5ocA4IA5KcasorPJaMoczcGadvZ9H5VM1TVqAK8cEY+/j5/IuaNz+7zt3YDkwCg07R/9EYVLFuzCyvWNQAAxucm9imuRSnx+/DY5VNx7YljIIoiWoMRvLyqhnmFe6MxtufRdySqKNCgYUtzN3702TLmRf3gF3fiv179HnjoIfJsbQXF2k3Vqsf5EyzKtlMWETVtRiOS40l0R3bfe5ZFARFFQ5mt0vkDF07QC+GBFYmr3GWNSKmsDyAcU1GtezJdDgkOyajO3dwVxmem6sMOCZbc6faeCB7/dCt7Fg5JwB/PKcO88dnwJ7pwYlG6JZXGXEzJ7ZSZ3CcI1lS8DXSOqdPIZlTf3NSF1mDYlHcawdJVO7Gioh5xDgmyZO3C8a3JoJTkceD8KbmmM1LBP97fxNZaOKriltfXWowxVHHXNI0VZkrdsQkCADFK8lKljRshCkZ4e7E/AUluY8+Lc4iImtqEnl6aicL0eOYYOJzhiuogsLfUUEweERpj/sfl61kLjVcWz4RDEiEKorGZ61+I0hNiVthAKMaqrI3zW/Mp7NaxUWkezDTlXKXEO/H059vYy332pBw8deVUtgn98tRC/H3+RJw1IQd5KW5L0QVz2AIVtOihTDdi+tWsLALEqmyuYnt8YTqeXTSNHLbZPvh9cSwkShQFS9isQxIRM94xkn9iyvsoyfYxob0/ThqbYSj9grhbK6WdDzY0Q4NRHGVXt4JQVDW8g7YxmoXFoswEpHjM1mMRUdMgJEGweMx2tPViycdbDAu4TfAszTGeX0GaF8keB04oTIcgCOgOx/Dge5vYgRY1hdyWZltzzgrSPIiTRWZQOGFMGs6ZaC1MZR7T/14yiQltcQ6JVeYFoIeZmOfFWOP039z4yhq8uXZXn3y90uxEvHS1odTlp3qQ5CatO0r8PqR4nChkBRoS4HFKbMMuyiRhpEwh7ArjPZNBJdktszZBAHD32eUkL00P51JUDb/RC/FomobnJs0hRSeuvRbeOIfFcOFzO5gxxi6k9JevZH520wtSEB8ns2JCgCGo1bT1oMHkjSzK8FqMAPFOEedNzmVjuGhqLn51amG/82S/rqKqaOjsZWHiZm9TnzA3AQhFDAHYG+cgVlt9BU0dmYLH9ecOABPzkoyiZ7aWKrKt0ExavBMnjzXCD8MxFX9404gaAAxPDF0T5uJa9GuJn1TnfvarHcwrHolpqG4kBoQdrT3oDBuGrtqOEDY1GcpFVyiKj6qNUMdzJ+XAJRuRELfOGYdbXq/A8op61HeGsHqHIVi0ByNY9oPhqSEpHIZRCLCGmv7vJZPZ8ynx+1jdgf6IKQo+2NDEFGSzIlLb3kvSCkwhhWeUGd6mY8ekEoFoN7Gy5v2jpSuMZXqrNIAUl6JhkZX1AXSHY9ikP0uah20W4n0umc1haU4iU0zpmM3zBBgK/Oh0L3L1tmoAMRB8t9MwxnSHY6wqNAD89vRivXJ0/2My095j5GBqmrX4Wh9lQhDQ0Wso/Z9vaUVPRGH7utkoYn92BekepHnjTBWiwaIkoP//s1/uMK0PrU9xHHMINjUwlWaT6KhgWGEthUbraTuAEVZOhYAdrT1oDRoGR6ckWdpeSIK1DZ39vD1nYjYzXMQ5JEsRNPvzfvyyKUhwOSBLcp/PcsoSYqo1fx4AfnM6CU+URasH2lzldluLdQy17b3YbHpP7RFcN59RbFG2rz1pNNvHAeCMsiw8sHITVqxrQJwsIWJ6HopqhJUbsopR6M/8taqhC6nxTnY2zZvgx9/0yAf7erCHbwuCdQ8k+4exxkekuHHquAymENj3ajP23yW6ZVwyPZ95hRs6w9jS3GOZszvnlZJ5kSRsTs0jT6q42JLPCJB9PmB6B3xxEqbkJ6E40wuXQ2YF3gBgR3M3qhu7UVHbTodq8RLbiSkqkwtZWHeGlxjkNA0xFbjmudXQQFoPjko1WpTJkrFvOGyGi7wUN6aNMmTXYFixGD5pLQWjWjWJriPh3daUptZuqydTUUldAPM6ZUF9NDKECuACaf9Efy7rbeoUVWHzlhAnoyDNC4ckWJ7zyFQPxucmms4AAdmm1LssXxyuObGArTVF7WuModdtNs2peS5USUJ00U/RE1VYeDtVlum/297ag87eGFOuaztCCCsaNuj7/uEMV1QHgQTDEg+QQ/lPb1dZLCXPfLkTj35CWmiYPST0ZaIeJECDppES28SF70BRJg3FMwRwgFTFy/AZ1jGXQ0KzKaTwvMm5JG+oH+8jYN2U4yRrmLDSJxxRRXUjOZRZHoWq9Rv3br+OXdD2xMmsHY0AIGwS2nZ1kl52Zm/Tg+9VG6EYe9j8+/7esMQD1lxhe+jeXFvZ+oJk526toXZkvW8bvadGW0uVjt4Ilq6qYWPI8sWR++lThqvvGEpzEvH8T6czq7VLFjFf76loz7ewW0fX7epieXIACcX9zFSFzo55PciidROGTbAI2sLbAZI/W5Aar4fwwnTAW+dsR2sQoahCchMFQQ8xFdmzpOMWBFIt1fxs81PdGG9qKVKYlWCpBjhnvN8iiIZiKuZPJZb4za0h3Pnja7F+ewuEhx8GYO0xKYkiU1ztlncimJm8xDaOH2MYY+xrqzSbWPmN91REh+mQ/nhTK5auqmFjOP+YPPzzg837VE6+LRjBU59vZ55cs7fJLsRvae5GwORBLcn24UmT4WpP7+2W5iBau8NsTPZ8565QDB9sMCqiqqqGn84yogamjUyy5Nnu7j0WBAFOSWJCCV1LtGfk+NxEiIIxD4UZ8Rhhyv89oTCdtMLS97wflWTh6auM9TB/2ghmjMlNjENuoosZcjJtlUiDkRj+qheaoXNFC7XZx7C3famxK4K7l1dieUU9trcELUJ8UaYX+anGGOJkwfKuLT5hNFtbe0OW9HnRpybeKeNaPSyyxO/TQ2HJe0nzsM1CfKLbsVvjXH/QEH1RFCw5qqPSPBYvYDSmojsUw1Y9DH9vBkczCXFGz2qaG0ZzQ+2KyPtVTQAMg+M5E40Q7L2NqbY9hKZAiIRQayT82pz+kOh24PJjRxopHDGFhafSa9EwSPu1Svw+S8sxhyjgi61trKBcTNVYWHlZTqIlDaW+M8TyYgHS9sXcdmxP57pTFi1KnaZpaDF53E8dl2mZB/NniSCCdEVNu0UZv//dalQ1dOG9DU14Y209e14RhXjMiNEsAV5TpdGiTC9ykg1DRmMgjHdM7YtmFaZb9u3FJ462fP/wgklM+e7sjeLd9Y0m45QRkULvg86u3VhX4veRd4mGHNuMxP1BizgJsObpJ7okiIIRWdYZUvDt9o79UghUjUSp0LWS5nWgto0U8qJzQ3uNl2T7UNSyg4xx/Xqkxjtw3GijYNz21iCqm4x6GhsbSUXdFRUNcErE2E2LGFXpa+6zza0AiEGtuSvcr1y3flcnSX/QDews31qvR/LO+kYAwPzpeSjNToTbIbI+1ICedqBPTG17L3Z1GP1JZUkkhl79H6R7nTjRVAQvP9WDC4/JY+eAJAi4fimJyGgLRvBJtRH6m5YQh3MnG0WMeiMK/ufdDZZ9nGI3RpRmJ2Kpyaje0RPT04uMVlI/1wuU1rRZx+CQRXhMdT1UVbXoBS6njMkjjOr+Z5T7STcM01ZEz8h0rxNzykmO6rqzFkCTJHQUFBHjWW8MjYEwi/6yp/A4JeI1NufL76sse6jDFdVB0B5SLV6emKKCRlgJgoA3fj4TiS4Zx49JBdC/ZZrF6osCUUaZBYlUedP0sBqzcOgQRUuIx/q6AH7Y2YE39XDRgQgDTV0hfLa5hW1ugVAMj35i5BRFFQ03/z/imRJFUpb/16+uHXDcu6ZpcDlE1qpjSzPpN0ivk5/shs8ls+IO3+3sQFgxBK+B0BQIEcvaLsNDslUvj87Cbpetx7q6jj6hW/sipFFIyXPjBkeney2tbJZ9vwu9kRircuiSBZxlarmzJ+z30R2JWcrWy6Kx2W5pCiISM/Id5pZnQhKAOaWZAAa2YdW09WBbSzcTJNp7opZqhevrAzipyMjHueG0QrgdEstLfWXxsX2aaFMyfC4kuBwsJzEcU0w9wQREFGtxrR6TF7CjJ4rvajqYN/q6k8bgySumWnJs7PP2wH82YUVFPeoCUYgCWOsSsyVe0/QcVf1v7F7hqoYuZCW6d6s8mq9L5/W+FVWo3EV6CEZN7+mq7e3Y2dbL3lOAhPfRNT+QeVJUUsWQvh+KqmJbs3WNm3uIajCqbQ5kjY/N9MLllPA/72xkQpu5wEtqvAPj8xLZeqgPhPHIR0bUwJ3zyvR72Pu1BAGkH6Op9Q01KOxs7UVMNeVBw9ryoTSHhLPvTvk2C6Zr6rqwuTnIDDkOWUKKqXqkU5bwu9mkMBV9D254+QcWjj9QThmbhjNKMlCWnWgpKBfnkFhLLwD4T2UjPtjYjDfX1PU7hj3BjDqmf0rDIgVBQCii4FdLf7B4t6nQujevsBm7gZXkXRsCrkOSyH5APe4JcYiPk5mwPZAxtXRHsGJNPetJm+mLY5/D7kdXmGeXpgMAzijJALBvigiFGJQcLJx7ZFq8pciVU5aQaUp/aOqKQFFU9u49cOEESwqHGft4W4IR/OO9TaygnLn9SJwsImJSFEane5DidrB3a2JuMqnOvQ/vkkMU0NljGBybu8NYWWkoeXuah399tg0AcOmTqyxCPj2755b7mdFn/a5ORBSwfs8OWdIVE3OklDGm//dtDUm12c1etKf3Ni/Zbel/7HaI+IkekVJZH0AwHMOmJrLHU/lkySdb+jWa7gn6jE4pTkdxppf0Rjal1lTWBxCMKGwfT3I7cOb4rH061+0IAHMMCIKAhkAE9761AW+uqYMgCMhNIn2FqUHSfPetwQg+2WQoaoqiQtMM5fzYgmS4HRJGprqxrTWIoN5CprI+gOtPHQ1JBBafQNq7fb2tHRsbuvqV6+hVqTG3qqELCS4ZP32WKPJnlhNP8uJZBRAEAcGIwgx9dmPMOL8PSaaiibIoWOo2dIVieK/KGNMFx+Th3fUNbN9/4opjWERGQZrHUlshTpYsVYCdkoBLp+ez9WGe26qGLqR7nWwM9vUxjxq6dEdGb1TDU19sR1VDF8Zmellld4CcUeZojvbeKF7WQ64B8i6az6p7zy23RKxcPWsUe85xsoimLrIeaJRC0rZNEBQF6S8+jUS3zBxYW5u7ETQVArUXURzImj/U4YrqIEj3iJiYZ1R53dbaq28WZEGW5ybjxatnoDw3uc/fapqGrIQ4jPMTN77bIYEVctc09EYU3Pr6WuZtjSoqEyy2NJNiS+vqOgAQ70KcLKJAD7cYyAJVVA2qavTe8jhEnDvJCEcMhGIoy/GhKJ2EK1157MjdHsp7orI+gI31Xfh4UxM0TUNhugdOWWKH8Acbm9HcHcGjenEHgITs7i7XbU9EY6qln1g4puKPK0g4It3wOnqj2NbSg/W7OuFySPuUM2VHABCKGFZKkiNgHMpzJ5BiCTR3cMH0kXjmyx1MQB4IkZhqU0yADXo1wDLdQ0ItnB9Vt0ID8JZu6RzIenCIguU6eclunDI2wyLEvvZdHRvDr04ttISfTRqRtFtlyxxeVllPeju+X9UITdOwuanbomxvaepCfWeIzUucLgCZc1b3NKaFM/KQ5HGgIM2LE0Z68feLJ7LWJYHeKP75fjULMTWHRdqtxSV+Hx7dRyGeri2aa76lmeSW0zHkp7ghCmAhuhcdk4vvd3YwwXAg8xRVVEAzcnh7TX2X6X0s+WQLVFVFnV44iqYSDIStetPw355O+tE1BkL4bqfh1alp78Wn1S1YoQs48Q4BoajCQqYGYjTrjSpwOYz+jIoGvF3RQJRvP3lmqr6/VtZ3WUL2B/LsZo1JRWGGl+1hsiigPmCNItlFhUeQhvY07GugXH/KGPynqhmPfb4dLqeEmGKE3zlEAa3dhpI3o4DkC5LekgMj0+fC7LIs9h5GFQWrtrexz1Y0PYJFNfLfaduggTw7+h7cNqcY47IS8NXWNjQEwmwetjQF8NnmFsRiMQDAmHQvLjomd5/m305IrzhPQxZlUcAn1c3MGwkAlz35DSp3BfDCqloAwGOfbx/wdVxOksNttGMRLcq2KGj4bkeb1dtkelYDUYodooDb5hTruX2CpQrwlqZuxBQNb66pg6ZpWL2jHQ1dxrMdyLtU096D7a2GwTHeIcDvczGj2J6gvamfv2qqxVhD58GSh60rMb+bTWpzOCWrJ3d7Szfq2nuZrDJvItmD92cvauoKY62pWGFXOIaXv61hhgxVA5Z9X4dYLMbe7We/2NFvy5U9Qdf481+RVj/jMr1wSKKpNkciyR3Uxz5/+gh8vLF5nyJh7Ly7rh5LPt7MQnBlAXq+DfnsJZdOAdC/oc/lEC0Fs2Iq9aeRfWx2eTYSXA5IooRyfc3QivxupwOKaqQ0TB6RhBJ/Qr9yHfVmUsNuid+Hl342nTlZNjR0wyWL2KAro05JwIIZI1iKjwDDGOOURERN7f/qO62pAqwivS5/lGRbjbcT84yoxPZgDBsauthzl0Wr/BWKqXj+6x2oaujq91x/6sqpbAx27O+0UwJ+qtcXqWnvRWcoyq7bYKsCnJUQh/Icw3ibluDEko+37DYS4tY549iYNjR2sb6yxctegqAo5JyXJGg/uxqKojHj/sS8JGgwZJaqhi44ZaNN4JEEV1QHQW1nFN/uaGcb4V8vGI/eqMIUkz0JAMsr6tEcjLBDKMHlRHqCC6IgEuE5ouCU4gwUZ3qxpSkIRTWs2PUdIQDA1iY9DConkViSxIELOJqeX0KrvXWEYvj3D3XsJRyR6sa76xtxz9sbAAzsUDZT4ifVNGlZ9g82NqM3qjABd3ZZFjxOCSeMSQMAPHjhBERiar9V+PZGRBfI6GYnChrmlGehOJNUuXvzF8fi7xcRa5kAAUmmkMGBsLO1G11hBVc9QwS+mlbS5oMeyhdMycHcCX6cqW/+P501ylK1cyBsbelhVepo/vNVejVA6r2i1sF5E/yWsLeBIAkkHIkq+Y2BXny/s50JaaeNTcOswjTmrd2bRdyMPaJABPCXdzZiXW1Hn4q5pshjAMS7kJUYt89W67vPLsezi6axkvnmNRsz9dQs8fvgcojY0UrCrei6v/ypVajcNTAhflxWArJ8TrgcEiDoQgdg5K7lJ+O0cZlM0Lzv3DL8bnYREwwHAm0nwsL79dD8YpOF+a/vVmP52l0Ym+lDisfRxxu1L1DFsUDPC3LSsv4wQrUcksBykn52wmj0RhQWMjWQ59fZE8HvXl2DdXUdbB3QXo/UMHLF02QPPKM0A6IpamAguJ2SrgQRWrvDeLuigQkSrd0R/O29ary5ZhdKsn1445fHkQJausV6IPzq1DFsjp0SqTRJDVufbSLGuTfXEMVxTnk2UuOdGJ0x8HmCpqHD5Jlo7ArjsU+3svOlKMOL7jCpe0AV7kXHjRywF4jO4/0rSRjoGWWZcDsklp/3Qw15hnevqAIAnDc5DyurGvdLiJcEAZfMMHoodOkWTgAAGT5JREFUdvZEce9bVVi+dpcheOoGycWzCvb7XXKKpO1Wsd4WRNBU7GgNstoSb1c04JXVdWyeEl2SxUg0EHojChx6eyAi+AOVJi83QCqAVtYHUK6vt/0xQDskEcTMQv7t459tR3VTt8UQvDtob2pRrx5uLzRjhioxc8f7dWMCMQzTNb6jNQgVwDY99PuCKXlIid+/vSjZIyMnyc2UbVUl7TcUVYEgCEh0yXhpVQ3++FYVif46cxyMeJJ9hz5felZ/sKEJ4ZiKFWvJu3T+lFw8OH8i5k4gSveE3KR9jkjo71oxFfhsEwnB/ffPj0OKx9gDaN2KkmxSaGdjWj4ZTWkp8lM8mJSXxOaAVlync242bFTrnmaaQkbThqhSowGWnr1m7PKFIBj9jomxRUOSx8mec2dvDM9+scMoZAcjN3R7q7Ud4MhUD0pNqQJ2r/Ge5IsxGR6kxjuZQihLsFQIdssCJueTFkz0epc/9Q3zTpvHsDfGZvmw5GMSaViaTfof07DhsZnxSDJFPmxpDuKzTS1Yrq+XBdPyLal4dsxjKkj1YMaoFJxZloXtP7kEqiShdWQhAOKp7QrHsFmX+6tN0QPUqJriidsvWfZQhyuqg6AuEEEoqmJzE3kJzp2UQxL0dc/NnjCHzwDWTYW+tC/qzbupN+HW2WMxLisBXhfxvkLQw95sRRUGQnqCE4UZXhTrDbvDkSimjTT6q31w4wm4/NgR+P2ccQP+bDsjUjz4m14pbmwm+fyRKcRTO21UKl69ZibKcpMAGKEX8/bhWdqR9aILNJ+pMRDGU59vx/K1pA1MeW4yzpqoF04YgJXazjfbiBV0dkkmSvw+bG0JQtEMA0KK14U1NZ0sd2V/lXxKOKpga0uQrY+YXl6fKpW3njFWDyPf/+vUB8IAjNyM11bXYWd7L8uzLs1JwmebW5m3dn8RBAEKgM5QDJ9sambKHP2alUjyeenYWoNR1LaH9tkbvUeFGRouP3Yki2boiaj4r3+vI4qJ34cHL5oAWRq4gFPV0AWHJOG/5pLm3p9vJcLHp5tb2BjMFmBJknDdSYVMMBwIiqpZHG9NXWE88fk2LF9bj6qGLsQ7RHh1L2BpTiKeM+U7DwSnZF1D+ckuJLkd7P09c3wOEj1OttauP7VQ3wMHbiTpjSroDMWYUAsYFT/tPVk/qibPdn/W4bc72rCzrZd5FmOqasnvzElyQTXlWQ9EoLFjnmM679TgGE/b2pjCl6lxZaBU1QdI2LA+po0N3ZiUl8RCYR+4cAKSPU6MTifr4YELJ+Clb2sGrEBSIZD2/atp60Vv1ChyddmMEfA4JZw/KUcfk495KgdKe08Ez3+1kxmCQ9EYvHEyRqXGo6qhCx4HyWsXBXFQ79LzX9UgpgKPfkr2uI+rW1DXEcKSj7cAAGaXZVrG/qfzxsPpkPpt5bE3OnsjuOuN9XhzzS5mGKFGMVb4S++H7I1zIM27fwbownQPFFVj7+kZZZlwySJmjU7d69/ScdLWaIIgINNUnNAMXT/vriORMbRVGfV0T8oj0WQj9QJS4/OSSBX9/Vjjn25qRXVTN2up4090ozeiYFsLKT60+vZTLbLKVceP2i+5iJ5Bc8v9EPVe6YARzWM/XwcTYpmb7IJLFnHcGBJNYd8DzJ9dWR/A7EUP480faoGKCrT1RC1F4SbkJSHJ47BUqKZ/S0Ott+j1RsZlJSBOFpnBJyvRjZq23n69cXTcl80c0a9hyy5/BsMkv9Pc454qU2XZxMNKPZsCNNR19DCjUHFWAjGO7sOj/KGmE3UdhkzQ1h3BWxX17L1q64nh7YoGPPrpNpPXGfuVTnbDaUXMCODUQ/RpDvPX29rQ2BVmimlLV4ik2tD86AHImPWdvcTDvCuA6jv+jA0725CycysERUHK80/BKYkYa+u+QdNyBiPLHupwRXUQHD/SC1EAO7AGoiDsabOjG96lM/IwpzSTeR3vXlGFqoYuzJuQQ0qpT8jp87cDZW1tABV1hseipTuKFRVGfzVZlvGHs8ohy/KAP9vM+l2d+HhTCwrS4yGKInZ1hkmyut6QeU+5KQPlmhMLkOxxYlQ6OaRzk1xEFuwnjHgwz25WYRoSXTLOn5ILQRCQkeAi26Ew9Mnsry6ezgRNQRDwP+eXoztMvPeiICLd68SYjIRB5yOcXpqJCbmJLO/k4mNyIAnA8bqA86vTCvfbK2znlycVINEl44TCdCYk3vDKD1BVFdtbey3FDM6fkjtk16WFiMwhYZpJMTlrYo6lfc++QnP95o3PhiAIuOaE0fjd7CJcc8Jo9vuhWg8OiRy9VIiIKGBrvMTvw8vXzGRewEHlqgi0SAO5zuvf16O5O8L2hxmjU/G0qTDTYN7biAJ442SMTPMwAef+ldVYUdEAQRAwLdfNxjOYqIH8FA9EAcyzSKpQGoLFXWeVITWevE9DCRUsqMGxNCdJ96D2X417ICR7HLpn28N+tnpnBx77bDsAqwAsCALOnZSzXwokFQLve4ucRbva9bBy3bgweSQxOJbrCspgxtQdjqFL75kI6G1iQNZ8id+HV66ZiWev2rdiU3ti8QkjAQA/O458pcJ4bpIbAHDpjJGW9XBGud+SDz0QoiSaGYARlRCOKlBVlVSrT4hj+3hZbiKeuWrafhmgl+qh0PQ9XXT8aCR5nIaXdA/Qd2/+NFK8ryTbt9vx0vVz39sbbCG2xOPsiXMgy+eCJBIDwmDWw4gUF2TROIt+eUohUuKdzDtrl1X291q0NyiNRjh7Ug7+YZK3hpI7zypDksfJqi/v6Z7puqSKSW1bEKGYypTQ0uzE3Z5b21qDEEBkSJoekpEQxwwNE3IT8a/L+t8PSrMTMTEvEc+YKl+bsd9zTziK+dOM0F8ALP97c2M3VACLniXGuuVrG1DfGcYf3yIRGAtnjiRFJPdhzZ8yNg0eh8iMcZ29YURNz+Oec0qIfDEmDSXZPvztgvH7rATbMSuBW5qCiCnAb08fq4ec042JfL3xx0VIdDvYfjGQddgUiCAcU/HxpmaU3XcbivNSSD9VSULbpVciFFOxUk+XojL7KeNIv/AjKSfVDldUB8HphT4iLE0YuNdvb/z3T8rxwlc1eGt9IwrSvEhyy7hz7rhBe8zsnD3RjzPHZ7HQrSWXTkaiS8YsPQR3qBCgN7fXd4m542my+tA/u7KcJDy7aBrKcoh39m8XT0JKvBMF+xNSt6fr5CbhxatnMC/wwpn5eHCIDAh2jhmZarG0/mRyLunnOj4bJdk+PD0EAhsAtPZE0d4TZV7geRPzkJ7gMsLBhnDt/fr0Yvb8Fs8qwHFjUvFWRSOWV9Rj7ni/pZjBUF63OxxDoDeKzc3kkP73dTORYhJE93fe7H9n9/IM5Xr43exxiHfKzEj2wqJpbI0P1gtoRhREpMTHsetcMj0PCab9YSjH9OfzyuBxypBEUnDo5tOLkORxYJSuuO7siBqtGAaxHkqzfRiT7mUhc944ByKKyvLmBuPZ3BN2g+NQXicpPg4xRcO2VmL4e+O6mZZ9fCAh+ntEl8lu071+YzITiLK9H8WS9kZ2YhxOLzPOpnvOLUcwTMLKh3KNv13ZBFEgXwHgLKqYTKRe4d17uQbK2RP9+M3pRZg73k/6kU7OZulCJdk+Sxu5wVznrAnZ8Jnm39z6bG+U+H34+4UT8NI3xOO+t3QOAOiNxKCqKsljBXDH3BKUZicOqZenNCeZ5Fzq++mBek/t0W5DefbYmZKfss/Pp6qhCy5ZwPzpxIBA6yps1Q05e5onIm9NYBEp9gJqe5vje88p1wPJ974Wg1END324mYVKA8ApY9MxNiMe2/VUrsv1kP675hVjRLIbt+t9fAey5l/7rg49UZUZ477d1o6oSmq4AMDJxVlMvhAEAedMzt0vA7T9vkr0CMdRejTgrMJ0pHgcTL48aWwmXvzZ/kUN/PpHhUh0yTixMB3ZLz8HUVWQumMTAGKMlETgnx+QStdzy/343ewifFC1f/nRhxXaIcy333473LewRyorKw/YZyuKoi37oVZTFEVTVVVbV9ehqao65NdZV9ehzfrvD7R1dR2apmkH7FoHcgxDee0DOaeHA/ZndTDnzbzmhxL7nE7+wzta2Z3vaGt3tmmaNrxrc385WPN0MNfDnq6lqqr25mffD8l1l/1Qq42+dYW27IdaTdM0raKmXZt890qtoqZ90J+9Jypq2rWJf3hHW/ZdzZA/P/u7c6DmaV1thzbt3ve0dbVDc17sab99ZdVOrcA0TwdqfzhQn9sf9vP2QF17sPMykL+/5flPtYJblmv//r5GW1fboU03rY+h5HDcp4cSVVW1ZT/Uasf/9/vauroO7ZnPNmv5Ny/X1uxoHfJr2d/LgTz7m17+Tht183Lt/77bqa2r69CK/ustLf/m5drDH1Zra2vatMl3r9TW1pCz1/4+DIQ1O1ot5/jrq2u0Ubcs15Z9VzPgzxoIy76v0fJvXq5NvnsleyZDtS7Nn9V02SJNESVNFQRNAzRFkrT8m5drD71fvV/7/OEg2+5O5xM0bT/Kqh4kVq9ejSlTpgz3beyWqqoqjBs3+NzN4UTTi/PQPm9HO0fCnHKs2Of0uS+34Z8fbMGTVxzDvO6cQ5+hejdVVSVeez0H7WDtgUfCXjvUY9jTnNrn6UjgSFgDdtavX48tsSRWyfhIG9+hhHn9vPF9HW58dQ3+ftFEnDVxaMOSB7PXmt9bQRBQUduOzza3YvEJBRBF0bI+BvM+2P/2YO0X62o7sPDJr/GHeaWYNzHngK3zjQ1d2NzUjezbb8LEt16BdvXVKPCdidR4B565chqL5NtXDgfZdnc63+ASDzmHPTSkgcM5Wrh0xkhMzk85IhphcwYODeWjHKw98EjYaw/mGOzzdCRwJKwBO/Z5OtLGdyhhXj/zJmZDkIQhqdswlNjXw/i8FIzPS2Hfm9fHYN4H+98erP2iNCcRz/90xgE3xrgdEkJRozp9e08USRky2nui2NrSPWBF9XCGK6ocDueo4kgUFjkcDodz9HAkGnIOBw6W/JB2y40498knIGgqBE1DyvNP4bntf8G2lp79qqp/OMMVVQ6Hw+FwOBwOh8M5BHA/9QQEVYEKAJIELF6M8txklOcmD/etHXSGNfHjvvvuw0UXXYSLL74Ya9euHc5b4XA4HA6Hw+FwOJxhRfnZ1VBFCa35hcN9K8POsCmq33zzDXbs2IGXX34Z9957L+69997huhUOh8PhcDgcDofDGXYkARBUBWk7NkFQFODRR4f7loaNYVNUv/zyS5x22mkAgNGjR6OzsxPd3d3DdTscDofD4XA4HA6HM7w88ggEAAL09tWLFw/v/Qwjw5aj2tLSgtLSUvZ9SkoKmpub4fV6Lf+uqqrqYN/aPhMKhQ7p++MMHD6nRx58To8M+DweefA5Pfzhc3jkwed0+Cm2fb/hF78ABjEnh/OcHjLFlHbXzvVQ7vtzOPQl4gwMPqdHHnxOjwz4PB558Dk9/OFzeOTB53T40ZKTobW3AwBiV1896Pk4HOZ09erV/f582BTVjIwMtLS0sO+bmpqQnp4+XLfD4XA4HA6Hw+FwOMOK0NbG/t8xjPdxKDBsOarHHXcc3n33XQDA+vXrkZGR0Sfsl8PhcDgcDofD4XA4Rx/D5lGdPHkySktLcfHFF0MQBNx5553DdSscDofD4XA4HA6HwzmEGNYc1d/85jfDeXkOh8PhcDgcDofD4RyCDFvoL4fD4XA4HA6Hw+FwOP3BFVUOh8PhcDgcDofD4RxScEWVw+FwOBwOh8PhcDiHFFxR5XA4HA6Hw+FwOBzOIYWgaZo23DexO3bX/JXD4XA4HA6Hw+FwOEcGU6ZM6fOzQ1pR5XA4HA6Hw+FwOBzO0QcP/eVwOBwOh8PhcDgcziEFV1Q5HA6Hw+FwOBwOh3NIcdQqqn/5y19w0UUX4Sc/+QlWrlyJ+vp6LFy4EAsWLMCvfvUrRCIRAEBnZycWLVqE66+/vs9ntLS0YOrUqfj666/7/C4ajeKmm27C/Pnzcemll6KmpgaKomDhwoXsv9NPPx1Lliw54GM9mhiOeQWAd999FxdddBEuvfRS3HTTTew6nMExXPP53Xff4cILL8Qll1yCBx544MAO8ijgQM8jAHzzzTeYOXMmPvzwQ/azDRs24OKLL8bFF1+MO++888AM7ihluOZUVVXcf//9mDFjxoEZ2FHEcL6XCxYswKWXXorrrrsOvb29B2aARyGDmdPXX38dJ554IpNRH3nkkT6fv7szk7+XB47hmtND5T09KhXVr776Cps2bcLLL7+Mxx9/HPfddx/+8Y9/YMGCBXjxxReRn5+P1157DQBw55139pvcC5DFk5eX1+/vli9fDp/Ph5deegnXXHMN/vrXv0KSJDz33HPsv7y8PJx99tkHbJxHG8M1rwBwzz334PHHH8fzzz8Pj8eD//znPwdmkEcRwzmfd911F+677z688MILaGlpwXfffXdgBnkUcDDmcefOnXjqqacwefJky8/vvfde3HbbbVi6dCm6u7vx8ccfD+3gjlKGc07/9a9/we/3g5fXGBzDOYf33HMPbrnlFjz//PPIz8/H66+/PrSDO0oZijmdM2cOk1GvvfbaPr/f3ZnJ38sDw3DO6aHynh6ViurUqVPx4IMPAgB8Ph96e3vx9ddf49RTTwUAnHzyyfjyyy8BkInqb+K//PJLxMfHo6ioqN9rfPnll/jRj34EADj22GP7CLpffPEFRo4cCb/fP2TjOtoZznlNSkpCIBAAAAQCASQnJw/t4I5ChnM+m5ubMWbMGADA8ccfj88//3xoB3cUcTDmMT09HQ899BASEhLYzyKRCOrq6jB+/Pg+1+EMjuGaUwC49NJLcckllwzlcI5KhnMOlyxZwt7LlJQUdHR0DNm4jmaGYk73xu7OTP5eHhiGc04Plff0qFRUJUmCx+MBALz22ms44YQT0NvbC6fTCQBITU1Fc3MzAMDr9fb5+0gkgocffhg33njjbq/R0tKClJQUAIAoihAEwRIO+uyzz+Kyyy4bsjFxhndeb7/9dpx77rk49dRToaoqjj322KEe3lHHcM5nbm4uVq1aBU3T8MUXX6ClpWWoh3fUcDDm0e12Q5Iky8/a29vh8/nY9+brcAbHcM3p7j6PM3AOhTns6enBsmXLMHv27EGPhzP4OQVIqPaiRYtw+eWXo7Kyss/vd3dm8vfywHAozOlwv6dHpaJKee+99/Daa6/hjjvusPx8b6EL//rXv3DBBRdYhKC9Yf7MxsZG9PT0YMSIEQO7Yc4+MRzzes899+C1117De++9B1EU8f777w/8xjn9Mhzzee+99+Khhx7CokWL4PP5eDjTEHAw57E/+BwOPcM9p5zBM1xz2NPTg2uvvRZXXXUVRo8evV+fwemf/Z3TCRMm4Je//CWeeOIJ3HDDDbj55pv3ei2+rx4chmtOD4X3VB6Wqx4CfPrpp1iyZAkef/xxJCQkwOPxIBQKweVyobGxERkZGbv9288++wyqquKFF17Azp07sXbtWjz44IO4++67AQCLFi1CRkYGmpubUVxcjGg0Ck3TmAXk448/5gnnB4jhmFca8ksNDzNnzsS6detYaAZn/xmu97SoqAjPPPMMAGDp0qVsjjn7x4Gex5NOOqnP39lDlfZ2Hc7AGI455QwtwzWHsVgM1113HebOnYvzzjvvQAztqGUwczp69GimjEyaNAltbW3o6enB4sWLAexdtuUcGIZrTg+V9/SoVFS7urrwl7/8BU8//TSSkpIAkLjsd999F2effTZWrlyJWbNm7fbvly5dyv7/lltuwbnnnovCwkI899xzlmu88847mDVrFj788ENMnz6d/a6iogInn3zyARjZ0c1wzWtycjI6OzvR1taGlJQUVFRUYOrUqQduoEcJw/me3nrrrbj88stRWFiIZcuW4Q9/+MMBGuWRz8GYx/5wOBwoKCjAt99+i2OOOQYrV67EwoULh2ZQRznDNaecoWM45/Cxxx7DtGnTcMEFFwx+IBzGYOf0scceg9/vx9y5c1FdXY2UlBR4PJ59lm05Q89wzumh8p4elYrqW2+9hfb2dtxwww3sZ3/+859x++234+WXX0Z2djbOOeccKIqCK664AoFAAI2NjVi4cCGuu+46zJw5c6/XmDNnDr744gvMnz8fTqcTf/7zn9nvmpubkZqaekDGdjQzXPMqSRLuuOMOXHPNNXA6ncjNzcWZZ555IId6VDCc7+n555+PW2+9FQAwd+7c3RYL4eydgzGPH330EZ544gls3boV69evx3PPPYcnn3wSt912G+644w6oqooJEybw3PEhYjjn9I9//COqq6vR3d2NhQsX4pRTTsGVV155IId7RDKcc/jCCy8gNzeXFYGZPn06fvGLXxywsR4tDHZO582bh9/+9rdYunQpYrEY7r333j7X2N2Zyd/LA8Nwzumh8p4KGg8w53A4HA6Hw+FwOBzOIcRRXUyJw+FwOBwOh8PhcDiHHlxR5XA4HA6Hw+FwOBzOIQVXVDkcDofD4XA4HA6Hc0jBFVUOh8PhcDgcDofD4RxScEWVw+FwOBwOh8PhcDiHFFxR5XA4HA6Hw+FwOBzOIQVXVDkcDofD4XA4HA6Hc0jBFVUOh8PhcDgcDofD4RxS/H8szujF8TYqtAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import SeasonalAD\n", "seasonal_ad = SeasonalAD(c=3.0, side=\"both\")\n", "anomalies = seasonal_ad.fit_detect(s)\n", "plot(s, anomaly=anomalies, ts_markersize=1, anomaly_color='red', anomaly_tag=\"marker\", anomaly_markersize=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AutoregressionAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`AutoregressionAD` detects anomalous changes of autoregressive behavior in time series. Internally, it is implemented as a [pipenet](#Pipenet) with transformers [Retrospect](#Retrospect) and [RegressionResidual](#RegressionResidual).\n", "\n", "For the same example as above, we detect violation of usual regressive behavior in traffic history." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/seasonal.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import AutoregressionAD\n", "autoregression_ad = AutoregressionAD(n_steps=7*2, step_size=24, c=3.0)\n", "anomalies = autoregression_ad.fit_detect(s)\n", "plot(s, anomaly=anomalies, ts_markersize=1, anomaly_color='red', anomaly_tag=\"marker\", anomaly_markersize=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MinClusterDetector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`MinClusterDetector` treats multivariate time series as independent points in a high-dimensional space, divides them into clusters, and identifies values in the smallest cluster as anomalous. This may help capturing outliers in high-dimensional space.\n", "\n", "In the following example, we detect anomalous changes of relationship between the speed of a generator and power generated. The violation of regular relationship indicates equipment failure." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('./data/generator.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "df = validate_series(df)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import MinClusterDetector\n", "from sklearn.cluster import KMeans\n", "min_cluster_detector = MinClusterDetector(KMeans(n_clusters=3))\n", "anomalies = min_cluster_detector.fit_detect(df)\n", "plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_color='red', anomaly_alpha=0.3, curve_group='all');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### OutlierDetector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`OutlierDetector` performs multivariate time-independent outlier detection and identifies outliers as anomalies. The multivariate outlier detection algorithm could be those in scikit-learn or other packages following same API.\n", "\n", "For the same example as above, we apply `OutlierDetector` with a scikit-learn local outlier factor model." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import OutlierDetector\n", "from sklearn.neighbors import LocalOutlierFactor\n", "outlier_detector = OutlierDetector(LocalOutlierFactor(contamination=0.05))\n", "anomalies = outlier_detector.fit_detect(df)\n", "plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_color='red', anomaly_alpha=0.3, curve_group='all');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RegressionAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`RegressionAD` detects anomalous violation of usual relationship between multivariate series by tracking regressive error. Internally, it is implemented as a [pipenet](#Pipenet) with transformer [RegressionResidual](#RegressionResidual).\n", "\n", "For the same example as above, we apply `RegressionAD` with linear regression model." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import RegressionAD\n", "from sklearn.linear_model import LinearRegression\n", "regression_ad = RegressionAD(regressor=LinearRegression(), target=\"Speed (kRPM)\", c=3.0)\n", "anomalies = regression_ad.fit_detect(df)\n", "plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_color='red', anomaly_alpha=0.3, curve_group='all');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PcaAD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PcaAD` performs principal component analysis (PCA) to multivariate time series (every time point as a vector in a high-dimensional space) and tracks reconstruction error of those vectors. This detector may be helpful when normal points are supposed to be at a lower-rank manifold while anomalous points are not. Internally, it is implemented as a [pipeline](#Pipeline) with transformer [PcaReconstructionError](#PcaReconstructionError).\n", "\n", "We apply `PcaAD` to the same example as above." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import PcaAD\n", "pca_ad = PcaAD(k=1)\n", "anomalies = pca_ad.fit_detect(df)\n", "plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_color='red', anomaly_alpha=0.3, curve_group='all');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CustomizedDetector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`CustomizedDetector1D` and `CustomizedDetectorHD` help a user convert a function into a customized detector object that could be used (by a `Pipeline` object, for example) as other detector object.\n", "\n", "In the following example, we detect when the power generated (in kW) is less than 1.2 times generator speed (in kRPM)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Speed (kRPM)Power (kW)
Time
2017-05-02 17:08:376.06657910.308257
2017-05-02 18:08:376.0357649.186763
2017-05-02 19:08:375.92273010.128382
2017-05-02 20:08:375.99958110.290300
2017-05-02 21:08:376.0310678.910037
\n", "
" ], "text/plain": [ " Speed (kRPM) Power (kW)\n", "Time \n", "2017-05-02 17:08:37 6.066579 10.308257\n", "2017-05-02 18:08:37 6.035764 9.186763\n", "2017-05-02 19:08:37 5.922730 10.128382\n", "2017-05-02 20:08:37 5.999581 10.290300\n", "2017-05-02 21:08:37 6.031067 8.910037" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('./data/generator.csv', index_col=\"Time\", parse_dates=True)\n", "df = validate_series(df)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def myDetectionFunc(df):\n", " return (df[\"Speed (kRPM)\"] * 1.2 > df[\"Power (kW)\"])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.detector import CustomizedDetectorHD\n", "customized_detector = CustomizedDetectorHD(detect_func=myDetectionFunc)\n", "anomalies = customized_detector.detect(df)\n", "plot(df, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_color='red', anomaly_alpha=0.3, curve_group='all');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transformer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RollingAggregate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`RollingAggregate` rolls a sliding window along a time series and aggregates using a selected operation. Common examples including moving average, rolling standard deviation, etc.\n", "\n", "In the following example, we track the rolling count of valid values along a time series, which may help raise alarm when missing values occur frequently." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = pd.read_csv('./data/pressure.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)\n", "plot(s, ts_linewidth=1, ts_markersize=4);" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import RollingAggregate\n", "s_transformed = RollingAggregate(agg='count', window=5).transform(s)\n", "plot(s_transformed.rename(\"Rolling count of valid values\"), ts_linewidth=1, ts_markersize=4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DoubleRollingAggregate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`DoubleRollingAggregate` rolls two sliding windows side-by-side along a time series, aggregates using a selected operation, and tracks difference of the aggregated metrics between the two windows. This may help tracking changes of statistical behavior in a time series.\n", "\n", "In the following example, we track the change of statistical distribution of series values." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = pd.read_csv('./data/seismic.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)\n", "\n", "from adtk.transformer import DoubleRollingAggregate\n", "s_transformed = DoubleRollingAggregate(\n", " agg=\"quantile\", \n", " agg_params={\"q\": [0.1, 0.5, 0.9]}, \n", " window=50,\n", " diff=\"l2\").transform(s).rename(\"Diff rolling quantiles (mm)\")\n", "\n", "plot(pd.concat([s, s_transformed], axis=1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following example, we track the shift of value level." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/cpu.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import DoubleRollingAggregate\n", "s_transformed = DoubleRollingAggregate(\n", " agg=\"median\", \n", " window=5,\n", " diff=\"diff\").transform(s).rename(\"Diff rolling median (mm)\")\n", "\n", "plot(pd.concat([s, s_transformed], axis=1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following example, we track the anomalous changes of price by adjusting the window parameter." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/price_short.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import DoubleRollingAggregate\n", "s_transformed = DoubleRollingAggregate(\n", " agg=\"mean\", \n", " window=(3,1), #The tuple specifies the left window to be 3, and right window to be 1\n", " diff=\"l1\").transform(s).rename(\"Diff rolling mean with different window size\")\n", "\n", "plot(pd.concat([s, s_transformed], axis=1), ts_linewidth=1, ts_markersize=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ClassicSeasonalDecomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ClassicSeasonalDecomposition` decomposes a series into trend part (optional), seasonal part and residual part. The residual part may help identifying anomalous deviation from seasonal pattern.\n", "\n", "In the following example, we calculate the deviation from usual traffic pattern along the series, which may help identify unusual traffic." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/seasonal.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import ClassicSeasonalDecomposition\n", "s_transformed = ClassicSeasonalDecomposition().fit_transform(s).rename(\"Seasonal decomposition residual\")\n", "plot(pd.concat([s, s_transformed], axis=1), ts_markersize=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ClassicSeasonalDecomposition` without extracting trend could not handle cases where long-term trend is mixed with seasonal pattern as well as noise. In those cases, option `trend` should be turned on.\n", "\n", "In the following example, `ClassicSeasonalDecomposition` fails to decompose residual series and long-term trend from a synthetic series without `trend` option turned on." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/seasonal+trend.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s_transformed = ClassicSeasonalDecomposition(freq=7).fit_transform(s).rename(\"Seasonal decomposition residual and trend\")\n", "plot(pd.concat([s, s_transformed], axis=1), ts_linewidth=1, ts_markersize=4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We turn on the `trend` option of the model and re-apply to the same example as above, where residual is separated from trend." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s_transformed = ClassicSeasonalDecomposition(freq=7, trend=True).fit_transform(s).rename(\"Seasonal decomposition residual\")\n", "plot(pd.concat([s, s_transformed], axis=1), ts_linewidth=1, ts_markersize=4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Retrospect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Retrospect` returns data frame with retrospective values, i.e. a row at time t includes value at (t-k)'s where k's are specified by user. This transformer may be useful for cases where lagging effect should be taken into account. \n", "\n", "In the following example, we create a retrospective data frame for a synthetic series." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "s = pd.read_csv('./data/sin.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import Retrospect\n", "df = Retrospect(n_steps=4, step_size=20, till=50).transform(s)\n", "plot(pd.concat([s, df], axis=1), curve_group=\"all\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RegressionResidual" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`RegressionResidual` performs regression to a multivariate series and returns regressive residual. This may help identifying anomalous violation of usual relationship between series.\n", "\n", "In the following example, we track deviation of series from usual correlation between generator speed and power." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('./data/generator.csv', index_col=\"Time\", parse_dates=True)\n", "df = validate_series(df)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import RegressionResidual\n", "s = RegressionResidual(regressor=LinearRegression(), target=\"Speed (kRPM)\").fit_transform(df).rename(\"Regression residual (kRPM)\")\n", "plot(pd.concat([df, s], axis=1), ts_linewidth=1, ts_markersize=3, curve_group=[(\"Speed (kRPM)\", \"Power (kW)\"), \"Regression residual (kRPM)\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PcaProjection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PcaProjection` transforms a multivariate series into representation with first k principal components.\n", "\n", "In the following example, we transform the 2-dimensional series used in the previous example into 1-dimension by only keeping its first principal coefficient." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import PcaProjection\n", "s = PcaProjection(k=1).fit_transform(df)\n", "plot(pd.concat([df, s], axis=1), ts_linewidth=1, ts_markersize=3, curve_group=[(\"Speed (kRPM)\", \"Power (kW)\"), \"pc0\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PcaReconstruction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PcaReconstruction` projects a multivariate series onto the hyperplane spanned by its first k principal components.\n", "\n", "In the following example, we project the 2-dimensional series used in previous example onto the line of its first principal component." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import PcaReconstruction\n", "df_transformed = PcaReconstruction(k=1).fit_transform(df).rename(columns={\"Speed (kRPM)\": \"Speed reconstruction (kRPM)\", \"Power (kW)\": \"Power reconstruction (kW)\"})\n", "plot(pd.concat([df, df_transformed], axis=1), ts_linewidth=1, ts_markersize=3, curve_group=[(\"Speed (kRPM)\", \"Power (kW)\"), (\"Speed reconstruction (kRPM)\", \"Power reconstruction (kW)\")]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PcaReconstructionError" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PcaReconstructionError` projects a multivariate series onto the hyperplane spanned by its first k principal components and returns the error that indicates the distance between the data point and the lower-rank subspace of the first k principal components.\n", "\n", "In the following example, we project the 2-dimensional series used in previous example onto the line of its first principal component." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import PcaReconstructionError\n", "s = PcaReconstructionError(k=1).fit_transform(df).rename(\"PCA Reconstruction Error\")\n", "plot(pd.concat([df, s], axis=1), ts_linewidth=1, ts_markersize=3, curve_group=[(\"Speed (kRPM)\", \"Power (kW)\"), \"PCA Reconstruction Error\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CustomizedTransformer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like a customized detector, a user may convert a function to a customized transformer with `CustomizedTransformer1D` or `CustomizedTransformerHD`, so that it can be used by a `Pipe` object.\n", "\n", "In the following example, we obtained a calculated series of generated power (in kW) divided by generator speed (in kRPM)." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('./data/generator.csv', index_col=\"Time\", parse_dates=True)\n", "df = validate_series(df)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def myTransformationFunc(df):\n", " return (df[\"Power (kW)\"] / df[\"Speed (kRPM)\"]).rename(\"Power/Speed (kW/kRPM)\")" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Speed (kRPM)Power (kW)PCA Reconstruction Error
Time
2017-05-02 17:08:376.06657910.3082570.097240
2017-05-02 18:08:376.0357649.1867630.006847
2017-05-02 19:08:375.92273010.1283820.168298
2017-05-02 20:08:375.99958110.2903000.139034
2017-05-02 21:08:376.0310678.9100370.000547
............
2017-05-19 04:08:376.0402139.5315710.024986
2017-05-19 05:08:375.9484709.9596000.119861
2017-05-19 06:08:375.93211510.1448190.163950
2017-05-19 07:08:375.9866758.9833100.006974
2017-05-19 08:08:375.99143510.3052610.147651
\n", "

400 rows × 3 columns

\n", "
" ], "text/plain": [ " Speed (kRPM) Power (kW) PCA Reconstruction Error\n", "Time \n", "2017-05-02 17:08:37 6.066579 10.308257 0.097240\n", "2017-05-02 18:08:37 6.035764 9.186763 0.006847\n", "2017-05-02 19:08:37 5.922730 10.128382 0.168298\n", "2017-05-02 20:08:37 5.999581 10.290300 0.139034\n", "2017-05-02 21:08:37 6.031067 8.910037 0.000547\n", "... ... ... ...\n", "2017-05-19 04:08:37 6.040213 9.531571 0.024986\n", "2017-05-19 05:08:37 5.948470 9.959600 0.119861\n", "2017-05-19 06:08:37 5.932115 10.144819 0.163950\n", "2017-05-19 07:08:37 5.986675 8.983310 0.006974\n", "2017-05-19 08:08:37 5.991435 10.305261 0.147651\n", "\n", "[400 rows x 3 columns]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.concat([df, s], axis=1)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from adtk.transformer import CustomizedTransformerHD\n", "customized_transformer = CustomizedTransformerHD(transform_func=myTransformationFunc)\n", "s = customized_transformer.transform(df)\n", "plot(pd.concat([df, s], axis=1), ts_linewidth=1, curve_group=[(\"Speed (kRPM)\", \"Power (kW)\"), \"Power/Speed (kW/kRPM)\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### OrAggregator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`OrAggregator` identifies a time point as anomalous as long as it is included in one of the input anomaly lists." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It could be applied to merge anomalies in the format of binary series." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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overcurrentoverheating
2019-12-07 14:00:00FalseFalse
2019-12-07 14:01:00TrueFalse
2019-12-07 14:02:00TrueTrue
2019-12-07 14:03:00FalseTrue
2019-12-07 14:04:00FalseFalse
\n", "
" ], "text/plain": [ " overcurrent overheating\n", "2019-12-07 14:00:00 False False\n", "2019-12-07 14:01:00 True False\n", "2019-12-07 14:02:00 True True\n", "2019-12-07 14:03:00 False True\n", "2019-12-07 14:04:00 False False" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "anomaly = pd.DataFrame(\n", " np.array(\n", " [[False, True, True, False, False], \n", " [False, False, True, True, False]]).T,\n", " columns=[\"overcurrent\", \"overheating\"],\n", " index=pd.date_range(start=\"2019-12-7 14:00:00\", periods=5, freq=\"min\"))\n", "anomaly" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-12-07 14:00:00 False\n", "2019-12-07 14:01:00 True\n", "2019-12-07 14:02:00 True\n", "2019-12-07 14:03:00 True\n", "2019-12-07 14:04:00 False\n", "Freq: T, dtype: bool" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.aggregator import OrAggregator\n", "OrAggregator().aggregate(anomaly)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It could also be applied to merge anomalies in the format of event list." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "overcurrent = [\n", " (pd.Timestamp(\"2019-12-7 14:00:30\"), pd.Timestamp(\"2019-12-7 14:01:45\")),\n", " (pd.Timestamp(\"2019-12-7 14:02:00\"), pd.Timestamp(\"2019-12-7 14:02:45\")),\n", " (pd.Timestamp(\"2019-12-7 14:03:15\"), pd.Timestamp(\"2019-12-7 14:03:50\")),\n", " (pd.Timestamp(\"2019-12-7 14:04:15\"), pd.Timestamp(\"2019-12-7 14:04:25\")),\n", "]\n", "overheating = [\n", " (pd.Timestamp(\"2019-12-7 14:01:10\"), pd.Timestamp(\"2019-12-7 14:02:55\")),\n", " (pd.Timestamp(\"2019-12-7 14:03:30\"), pd.Timestamp(\"2019-12-7 14:04:25\")),\n", "]\n", "anomaly = {\"overcurrent\": overcurrent, \"overheating\": overheating}\n", "plot(anomaly=anomaly, figsize=(16, 2));" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(Timestamp('2019-12-07 14:00:30'), Timestamp('2019-12-07 14:02:55')),\n", " (Timestamp('2019-12-07 14:03:15'), Timestamp('2019-12-07 14:04:25'))]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "overcurrent_or_overheating = OrAggregator().aggregate(anomaly)\n", "display(overcurrent_or_overheating)\n", "plot(anomaly=overcurrent_or_overheating, anomaly_color=\"red\", legend=False, figsize=(16, 2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AndAggregator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`AndAggregator` identifies a time point as anomalous only if it is included in all the input anomaly lists." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It could be applied to merge anomalies in the format of binary series." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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overcurrentoverheating
2019-12-07 14:00:00FalseFalse
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" ], "text/plain": [ " overcurrent overheating\n", "2019-12-07 14:00:00 False False\n", "2019-12-07 14:01:00 True False\n", "2019-12-07 14:02:00 True True\n", "2019-12-07 14:03:00 False True\n", "2019-12-07 14:04:00 False False" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "anomaly = pd.DataFrame(\n", " np.array(\n", " [[False, True, True, False, False], \n", " [False, False, True, True, False]]).T,\n", " columns=[\"overcurrent\", \"overheating\"],\n", " index=pd.date_range(start=\"2019-12-7 14:00:00\", periods=5, freq=\"min\"))\n", "anomaly" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-12-07 14:00:00 False\n", "2019-12-07 14:01:00 False\n", "2019-12-07 14:02:00 True\n", "2019-12-07 14:03:00 False\n", "2019-12-07 14:04:00 False\n", "Freq: T, dtype: bool" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.aggregator import AndAggregator\n", "AndAggregator().aggregate(anomaly)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It could also be applied to merge anomalies in the format of event list." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "overcurrent = [\n", " (pd.Timestamp(\"2019-12-7 14:00:30\"), pd.Timestamp(\"2019-12-7 14:01:45\")),\n", " (pd.Timestamp(\"2019-12-7 14:02:00\"), pd.Timestamp(\"2019-12-7 14:02:45\")),\n", " (pd.Timestamp(\"2019-12-7 14:03:15\"), pd.Timestamp(\"2019-12-7 14:03:50\")),\n", " (pd.Timestamp(\"2019-12-7 14:04:15\"), pd.Timestamp(\"2019-12-7 14:04:25\")),\n", "]\n", "overheating = [\n", " (pd.Timestamp(\"2019-12-7 14:01:10\"), pd.Timestamp(\"2019-12-7 14:02:55\")),\n", " (pd.Timestamp(\"2019-12-7 14:03:30\"), pd.Timestamp(\"2019-12-7 14:04:25\")),\n", "]\n", "anomaly = {\"overcurrent\": overcurrent, \"overheating\": overheating}\n", "plot(anomaly=anomaly, figsize=(16, 2));" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(Timestamp('2019-12-07 14:01:10'), Timestamp('2019-12-07 14:01:45')),\n", " (Timestamp('2019-12-07 14:02:00'), Timestamp('2019-12-07 14:02:45')),\n", " (Timestamp('2019-12-07 14:03:30'), Timestamp('2019-12-07 14:03:50')),\n", " (Timestamp('2019-12-07 14:04:15'), Timestamp('2019-12-07 14:04:25'))]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "overcurrent_and_overheating = AndAggregator().aggregate(anomaly)\n", "display(overcurrent_and_overheating)\n", "plot(anomaly=overcurrent_and_overheating, anomaly_color=\"red\", legend=False, figsize=(16, 2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pipe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Pipeline` chains transformers and a detector sequentially.\n", "\n", "In the following example, we connect a `ClassicSeasonalDecomposition` transformer with a `QuantileAD` detector, which aims at detecting anomalous deviation from regular seasonal pattern in time series. " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "from adtk.pipe import Pipeline\n", "steps = [\n", " (\"deseasonal\", ClassicSeasonalDecomposition()),\n", " (\"quantile_ad\", QuantileAD(high=0.995, low=0.005))\n", "]\n", "pipeline = Pipeline(steps)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = pd.read_csv('./data/seasonal.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)\n", "anomalies = pipeline.fit_detect(s)\n", "plot(s, anomaly=anomalies, ts_markersize=1, anomaly_markersize=2, anomaly_tag=\"marker\", anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A user has the option to get intermediate series and anomaly lists by setting parameter `return_intermediate` to True when calling fitting or predicting methods of a `Pipeline` object." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = pipeline.fit_detect(s, return_intermediate=True)\n", "plot(results[\"deseasonal\"], ts_markersize=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pipenet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Pipenet` is a generalization of `Pipeline` to non-sequential combination of model components. Some detectors in detector module are internally implemented by `Pipenet`.\n", "\n", "For example, a single-side level shift detector (`LevelShiftAD` with parameter `side` as \"positive\" or \"negative\") is implemented as the following `Pipenet`. A `DoubleRollingAggregate` transformer with parameter `diff` as \"l1\" is connected to a `InterQuartileRangeAD` detector to detect level shift on both sides, while another `DoubleRollingAggregate` transformer with parameter `diff` as \"diff\" is connected to a `ThresholdAD` detector with parameter `upper_thresh` as 0 to detect positive increase level change. Positive level shifts is then obtained with an `AndAggregator` by selecting level shifts that are positive." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "from adtk.pipe import Pipenet\n", "steps = {\n", " \"abs_level_change\": {\n", " \"model\": DoubleRollingAggregate(\n", " agg=\"median\",\n", " window=10,\n", " center=True,\n", " diff=\"l1\"\n", " ),\n", " \"input\": \"original\"\n", " },\n", " \"level_shift\": {\n", " \"model\": InterQuartileRangeAD(c=3.0),\n", " \"input\": \"abs_level_change\"\n", " },\n", " \"level_change\": {\n", " \"model\": DoubleRollingAggregate(\n", " agg=\"median\",\n", " window=10,\n", " center=True,\n", " diff=\"diff\"\n", " ),\n", " \"input\": \"original\",\n", " },\n", " \"positive_level_change\": {\n", " \"model\": ThresholdAD(high=0),\n", " \"input\": \"level_change\"\n", " },\n", " \"positive_level_shift\": {\n", " \"model\": AndAggregator(),\n", " \"input\": [\"level_shift\", \"positive_level_change\"]\n", " }\n", "}\n", "pipenet = Pipenet(steps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The flowchart of a `Pipenet` object can be visualized by method `plot_flowchart`." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pipenet.plot_flowchart();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Method `summary` and `get_params` can be applied to get information of the pipenet object." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "name model input subset\n", "--------------------- ---------------------- ---------------------------------------- --------\n", "abs_level_change DoubleRollingAggregate original all\n", "level_change DoubleRollingAggregate original all\n", "level_shift InterQuartileRangeAD abs_level_change all\n", "positive_level_change ThresholdAD level_change all\n", "positive_level_shift AndAggregator ['level_shift', 'positive_level_change'] all\n" ] } ], "source": [ "pipenet.summary()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'abs_level_change': {'window': 10,\n", " 'agg': 'median',\n", " 'agg_params': None,\n", " 'center': True,\n", " 'min_periods': None},\n", " 'level_shift': {'c': 3.0},\n", " 'level_change': {'window': 10,\n", " 'agg': 'median',\n", " 'agg_params': None,\n", " 'center': True,\n", " 'min_periods': None},\n", " 'positive_level_change': {'low': None, 'high': 0},\n", " 'positive_level_shift': {}}" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipenet.get_params()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = pd.read_csv('./data/cpu.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "s = validate_series(s)\n", "anomalies = pipenet.fit_detect(s)\n", "plot(s, anomaly=anomalies, anomaly_color='red');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to `Pipeline`, a user has the option to get intermediate series and anomaly lists by setting parameter `return_intermediate` to True when calling fitting or predicting methods of a `Pipenet` object." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = pipenet.fit_detect(s, return_intermediate=True)\n", "plot(results[\"level_change\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Module `metrics` contains four types of scoring function that measure the quality of a detection results against true anomalies." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All scoring functions support two modes:\n", "1. If inputs are in the form of binary labels, every positive time point is considered as an independent anomalous event. This is equivalent to the definition of scoring functions for time-independent binary classification.\n", "\n", "2. If inputs are in the form of event lists, every anomaly time segment is considered as an event. The scoring function calculation will be based on the length of segment that appears in both detected list and true list." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, `recall`, a.k.a. sensitivity, hit rate, or true positive rate (TPR), is the percentage of true anomalies that are detected successfully. In the following example, there are 13 data points that are known anomalies. In the detection results, 9 out of 13 are detected successfully. Therefore, the recall score is equal to 9/13." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "s_constant = pd.Series(0, pd.date_range(start='2017-1-1', periods=24, freq=\"1d\"), name=\"Time Series\")\n", "\n", "label_true = pd.Series(\n", " [0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0],\n", " pd.date_range(start='2017-1-1', periods=24, freq=\"1d\"),\n", ")\n", "label_pred = pd.Series(\n", " [0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1],\n", " pd.date_range(start='2017-1-1', periods=24, freq=\"1d\"),\n", ")" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s_constant, ts_markersize=8, \n", " anomaly={\"True\": label_true, \"Predicted\": label_pred},\n", " anomaly_tag=\"marker\",\n", " anomaly_markersize=12,\n", " anomaly_marker={\"True\": \"o\", \"Predicted\": \"v\"});" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6923076923076923" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.metrics import recall\n", "recall(label_true, label_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following example, there are 6 anomalous events (including 3 instantaneous events). By default, an event is considered successfully detected if no less than 50% of the segment is covered in the detection result. In this example, the first 4 events are detected according to this setting, and the last 2 events are not detected. Therefore, the recall score is equal to 4/6." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "list_true = [\n", " (pd.Timestamp(\"2017-01-03 00:00:00\"), pd.Timestamp(\"2017-01-03 23:59:59.999999999\")),\n", " pd.Timestamp(\"2017-01-06 00:00:00\"),\n", " (pd.Timestamp(\"2017-01-08 00:00:00\"), pd.Timestamp(\"2017-01-09 23:59:59.999999999\")),\n", " pd.Timestamp(\"2017-01-12 00:00:00\"),\n", " (pd.Timestamp(\"2017-01-14 00:00:00\"), pd.Timestamp(\"2017-01-17 23:59:59.999999999\")),\n", " pd.Timestamp(\"2017-01-22 00:00:00\"),\n", "]\n", "list_pred = [\n", " (pd.Timestamp(\"2017-01-02 00:00:00\"), pd.Timestamp(\"2017-01-06 23:59:59.999999999\")),\n", " (pd.Timestamp(\"2017-01-09 00:00:00\"), pd.Timestamp(\"2017-01-09 23:59:59.999999999\")),\n", " pd.Timestamp(\"2017-01-12 00:00:00\"),\n", " pd.Timestamp(\"2017-01-15 00:00:00\"),\n", " (pd.Timestamp(\"2017-01-17 00:00:00\"), pd.Timestamp(\"2017-01-18 23:59:59.999999999\")),\n", " pd.Timestamp(\"2017-01-21 00:00:00\"),\n", " (pd.Timestamp(\"2017-01-23 00:00:00\"), pd.Timestamp(\"2017-01-23 23:59:59.999999999\")),\n", "]" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(anomaly={\"True\": list_true, \"Predicted\": list_pred},);" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6666666666666666" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recall(list_true, list_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we restrict the criteria of successful detection such that an event must have more than 90% time segment covered to be considered as detected successfully, the third event is then not a successful detection because only half of its segment are detected, and therefore recall score is equal to 3/6." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recall(list_true, list_pred, thresh=0.9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scoring function `precision` is similar to `recall`, except it calculates the percentage of predicted anomalies that are true anomalies. It is also called positive predictive value (PPV) in some context. \n", "\n", "If a detector is too tolerant, `recall` score will be high, while `precision` will be low. If a detector is too strict, `recall` score will be low, while `recall` will be high.\n", "\n", "`f1_score` is a compromise between these two, where the harmonic means of recall and precision is returned." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Intersect over union (IoU) score `iou` calculated the length ratio between time segments that are identified as anomalous in both lists and those identified by at least one of the two lists. In the previous example, the union between true anomalous segments and detected segments are 13 days, while the intersect is 3 days. Therefore the IoU score is 3/13." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.2307692307692289" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.metrics import iou\n", "iou(list_true, list_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Module `data` provides some functions for common time series processing operations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validate time series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Function `validate_series` checks some common critical issues that may cause problems if anomaly detection is performed to time series without fixing them. The function will automatically fix some of them, while it will raise errors when detect others.\n", "\n", "Issues will be checked and automatically fixed include:\n", "\n", "- Time index is not monotonically increasing;\n", "- Time index contains duplicated time stamps (fix by keeping first values);\n", "- (optional) Time index attribute `freq` is missed;\n", "- (optional) Time series include categorical (non-binary) label columns\n", " (to fix by converting categorical labels into binary indicators).\n", "\n", "Issues will be checked and raise error include:\n", "\n", "- Wrong type of time series object (must be pandas Series or DataFrame);\n", "- Wrong type of time index object (must be pandas DatetimeIndex)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following example, we validate a series with duplicated time point, unsorted index, and missed frequency." ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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valuecategory
time
2017-01-022.0even
2017-01-011.0odd
2017-01-033.0odd
2017-01-033.5odd
2017-01-066.0even
2017-01-044.0even
2017-01-055.0odd
2017-01-077.0odd
2017-01-044.5even
2017-01-088.0even
\n", "
" ], "text/plain": [ " value category\n", "time \n", "2017-01-02 2.0 even\n", "2017-01-01 1.0 odd\n", "2017-01-03 3.0 odd\n", "2017-01-03 3.5 odd\n", "2017-01-06 6.0 even\n", "2017-01-04 4.0 even\n", "2017-01-05 5.0 odd\n", "2017-01-07 7.0 odd\n", "2017-01-04 4.5 even\n", "2017-01-08 8.0 even" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('./data/invalid_series.csv', index_col=\"time\", parse_dates=True)\n", "df" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
valuecategory
time
2017-01-011.0odd
2017-01-022.0even
2017-01-033.0odd
2017-01-044.0even
2017-01-055.0odd
2017-01-066.0even
2017-01-077.0odd
2017-01-088.0even
\n", "
" ], "text/plain": [ " value category\n", "time \n", "2017-01-01 1.0 odd\n", "2017-01-02 2.0 even\n", "2017-01-03 3.0 odd\n", "2017-01-04 4.0 even\n", "2017-01-05 5.0 odd\n", "2017-01-06 6.0 even\n", "2017-01-07 7.0 odd\n", "2017-01-08 8.0 even" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.data import validate_series\n", "validate_series(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally, the function may automatically switch categorical series into binary series." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
valuecategory_evencategory_odd
time
2017-01-011.001
2017-01-022.010
2017-01-033.001
2017-01-044.010
2017-01-055.001
2017-01-066.010
2017-01-077.001
2017-01-088.010
\n", "
" ], "text/plain": [ " value category_even category_odd\n", "time \n", "2017-01-01 1.0 0 1\n", "2017-01-02 2.0 1 0\n", "2017-01-03 3.0 0 1\n", "2017-01-04 4.0 1 0\n", "2017-01-05 5.0 0 1\n", "2017-01-06 6.0 1 0\n", "2017-01-07 7.0 0 1\n", "2017-01-08 8.0 1 0" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.data import validate_series\n", "validate_series(df, check_categorical=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validate event list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Function `validate_events` checks the validity of an event list (a list of time windows). Common issues includes invalid time window, overlapped or consecutive time windows, unsorted events, etc." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(Timestamp('2017-01-02 23:59:59.999999999'),\n", " Timestamp('2017-01-01 00:00:00')),\n", " (Timestamp('2017-01-02 00:00:00'),\n", " Timestamp('2017-01-03 23:59:59.999999999')),\n", " (Timestamp('2017-01-08 00:00:00'),\n", " Timestamp('2017-01-09 23:59:59.999999999')),\n", " Timestamp('2017-01-05 00:00:00'),\n", " (Timestamp('2017-01-09 00:00:00'),\n", " Timestamp('2017-01-10 23:59:59.999999999')),\n", " (Timestamp('2017-01-04 00:00:00'),\n", " Timestamp('2017-01-05 23:59:59.999999999')),\n", " Timestamp('2017-01-07 00:00:00')]" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "event_list = [\n", " (pd.Timestamp('2017-1-2 23:59:59.999999999'), pd.Timestamp('2017-1-1 00:00:00.000000000')),\n", " (pd.Timestamp('2017-1-2 00:00:00.000000000'), pd.Timestamp('2017-1-3 23:59:59.999999999')),\n", " (pd.Timestamp('2017-1-8 00:00:00.000000000'), pd.Timestamp('2017-1-9 23:59:59.999999999')),\n", " pd.Timestamp('2017-1-5 00:00:00.000000000'),\n", " (pd.Timestamp('2017-1-9 00:00:00.000000000'), pd.Timestamp('2017-1-10 23:59:59.999999999')),\n", " (pd.Timestamp('2017-1-4 00:00:00.000000000'), pd.Timestamp('2017-1-5 23:59:59.999999999')),\n", " pd.Timestamp('2017-1-7 00:00:00.000000000')\n", "]\n", "event_list" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(Timestamp('2017-01-02 00:00:00'),\n", " Timestamp('2017-01-05 23:59:59.999999999')),\n", " Timestamp('2017-01-07 00:00:00'),\n", " (Timestamp('2017-01-08 00:00:00'),\n", " Timestamp('2017-01-10 23:59:59.999999999'))]" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.data import validate_events\n", "validated_event_list = validate_events(event_list)\n", "validated_event_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert a binary series into an event list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Function `to_events` converts a binary series into an event list." ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "s = pd.Series([True, False, False, True, True, True, False, False, True, False],\n", " index=pd.date_range(start='2017-1-1', periods=10, freq='D'))" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(Timestamp('2017-01-01 00:00:00', freq='D'),\n", " Timestamp('2017-01-01 23:59:59.999999999', freq='D')),\n", " (Timestamp('2017-01-04 00:00:00', freq='D'),\n", " Timestamp('2017-01-06 23:59:59.999999999', freq='D')),\n", " (Timestamp('2017-01-09 00:00:00', freq='D'),\n", " Timestamp('2017-01-09 23:59:59.999999999', freq='D'))]" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.data import to_events\n", "to_events(s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a series with regular frequency, every time item in the series is assumed to represent a period instead of an instantaneous time point by default. A user may turn this option off by setting `freq_as_period` to False." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Timestamp('2017-01-01 00:00:00'),\n", " Timestamp('2017-01-04 00:00:00'),\n", " Timestamp('2017-01-05 00:00:00'),\n", " Timestamp('2017-01-06 00:00:00'),\n", " Timestamp('2017-01-09 00:00:00')]" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "to_events(s, freq_as_period=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When time points are treated as instantaneous instants, the function will not merge \"consecutive\" points by default, because \"consecutive\" is a concept on continuous time line. By setting `merge_consecutive` to True, a user may force the function to return \"consecutive\" time window where positive time points next to each other in the time index are merged into a same event. A user should be careful of the meaning of such time windows." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Timestamp('2017-01-01 00:00:00', freq='D'),\n", " (Timestamp('2017-01-04 00:00:00', freq='D'),\n", " Timestamp('2017-01-06 00:00:00', freq='D')),\n", " Timestamp('2017-01-09 00:00:00', freq='D')]" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "to_events(s, freq_as_period=False, merge_consecutive=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert an event list into a binary series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Function `to_labels` converts an event lists into a binary series following a given time index." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly to `to_events`, argument `freq_as_period` controls whether an element in a time index with regular frequency represent a period or a time instant. If a period, the period is marked positive as long as an event overlaps with it. Otherwise, a time instant is marked as positive if an event covered it." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2017-01-01', '2017-01-02', '2017-01-03', '2017-01-04',\n", " '2017-01-05'],\n", " dtype='datetime64[ns]', freq='D')" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_index = pd.date_range(start='2017-1-1', periods=5, freq='D')\n", "time_index" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "event_list = [(pd.Timestamp('2017-1-2 18:30:00'), pd.Timestamp('2017-1-3 02:00:00')),\n", " (pd.Timestamp('2017-1-4 20:00:00'), pd.Timestamp('2017-1-5 09:30:00'))]" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2017-01-01 False\n", "2017-01-02 True\n", "2017-01-03 True\n", "2017-01-04 True\n", "2017-01-05 True\n", "Freq: D, dtype: bool" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.data import to_labels\n", "to_labels(event_list, time_index, freq_as_period=True)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2017-01-01 False\n", "2017-01-02 False\n", "2017-01-03 True\n", "2017-01-04 False\n", "2017-01-05 True\n", "Freq: D, dtype: bool" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "to_labels(event_list, time_index, freq_as_period=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Expand during of events" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When calculating the quality of a detection result, sometimes slight offset is acceptable. Function `expand_events` expands the duration of events in a list by a given factor, such that scoring is more tolerant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following example, we have a detection result with 2 ~ 3 minutes offset from the true anomaly list. If we accept 5 minutes offset forward and backward, the score of the result is more meaningful." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "true_anomaly_list = [\n", " pd.Timestamp('2017-1-2 18:00:00'),\n", " pd.Timestamp('2017-1-4 20:00:00')]" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "detected_anomaly_list = [\n", " pd.Timestamp('2017-1-2 18:02:00'),\n", " pd.Timestamp('2017-1-4 19:57:00')]" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.metrics import precision\n", "precision(true_anomaly_list, detected_anomaly_list)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(Timestamp('2017-01-02 17:55:00'), Timestamp('2017-01-02 18:05:00')),\n", " (Timestamp('2017-01-04 19:55:00'), Timestamp('2017-01-04 20:05:00'))]" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from adtk.data import expand_events\n", "expanded_true_anomaly_list = expand_events(\n", " true_anomaly_list, left_expand='5min', right_expand='5min')\n", "expanded_true_anomaly_list" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "precision(expanded_true_anomaly_list, detected_anomaly_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Split a time series into training and testing segments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When building a time series anomaly detection model, splitting a historical series into training and testing segments is a common operation needed.\n", "\n", "Function `split_train_test` provides four modes of splitting. A user may choose from it according to the specific case.\n", "\n", "1. Divide time series into n_splits folds of equal length, split each fold into training and testing based on train_ratio.\n", "\n", "2. Create n_splits folds, where each fold starts at t_0 and ends at t_(n/n_splits), where n goes from 0 to n_splits and the first train_ratio of the fold is for training.\n", "\n", "3. Create n_splits folds, where each fold starts at t_0. Each fold has len(ts)/(1 + n_splits) test points at the end. Each fold is n * len(ts)/(1 + n_splits) long, where n ranges from 1 to n_splits.\n", "\n", "4. Create n_splits folds, where each fold starts at t_0. Each fold has n * len(ts)/(1 + n_splits) training points at the beginning of the time series, where n ranges from 1 to n_splits and the remaining points are testing points." ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s = pd.read_csv('./data/seasonal.csv', index_col=\"Time\", parse_dates=True, squeeze=True)\n", "\n", "from adtk.data import split_train_test\n", "splits = split_train_test(s, mode=1, n_splits=3)\n", "df = pd.DataFrame(index=s.index)\n", "for i, (train, test) in enumerate(splits):\n", " df[\"train_{}\".format(i)] = train\n", " df[\"test_{}\".format(i)] = test\n", "plot(df, \n", " curve_group=[(\"train_{}\".format(i), \"test_{}\".format(i)) for i in range(3)],\n", " ts_color={**{\"train_{}\".format(i): \"tab:blue\" for i in range(3)}, **{\"test_{}\".format(i): \"tab:orange\" for i in range(3)}},\n", " figsize=(16, 8));" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "splits = split_train_test(s, mode=2, n_splits=3)\n", "df = pd.DataFrame(index=s.index)\n", "for i, (train, test) in enumerate(splits):\n", " df[\"train_{}\".format(i)] = train\n", " df[\"test_{}\".format(i)] = test\n", "plot(df, \n", " curve_group=[(\"train_{}\".format(i), \"test_{}\".format(i)) for i in range(3)],\n", " ts_color={**{\"train_{}\".format(i): \"tab:blue\" for i in range(3)}, **{\"test_{}\".format(i): \"tab:orange\" for i in range(3)}},\n", " figsize=(16, 8));" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "splits = split_train_test(s, mode=3, n_splits=3)\n", "df = pd.DataFrame(index=s.index)\n", "for i, (train, test) in enumerate(splits):\n", " df[\"train_{}\".format(i)] = train\n", " df[\"test_{}\".format(i)] = test\n", "plot(df, \n", " curve_group=[(\"train_{}\".format(i), \"test_{}\".format(i)) for i in range(3)],\n", " ts_color={**{\"train_{}\".format(i): \"tab:blue\" for i in range(3)}, **{\"test_{}\".format(i): \"tab:orange\" for i in range(3)}},\n", " figsize=(16, 8));" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "splits = split_train_test(s, mode=4, n_splits=3)\n", "df = pd.DataFrame(index=s.index)\n", "for i, (train, test) in enumerate(splits):\n", " df[\"train_{}\".format(i)] = train\n", " df[\"test_{}\".format(i)] = test\n", "plot(df, \n", " curve_group=[(\"train_{}\".format(i), \"test_{}\".format(i)) for i in range(3)],\n", " ts_color={**{\"train_{}\".format(i): \"tab:blue\" for i in range(3)}, **{\"test_{}\".format(i): \"tab:orange\" for i in range(3)}},\n", " figsize=(16, 8));" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 2 }