{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns; sns.set()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "trips = pd.read_csv('2015_trip_data.csv',\n", " parse_dates=['starttime', 'stoptime'],\n", " infer_datetime_format=True)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ind = pd.DatetimeIndex(trips.starttime)\n", "trips['date'] = ind.date.astype('datetime64')\n", "trips['hour'] = ind.hour" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "hour 0 1 2 3 4 5 6 7 8 9 ... 14 15 \\\n", "usertype date ... \n", "Annual Member 2014-10-13 0 0 0 0 0 0 0 0 0 0 ... 32 23 \n", " 2014-10-14 0 0 0 0 0 1 4 16 28 13 ... 13 16 \n", " 2014-10-15 1 0 0 0 0 0 5 7 11 16 ... 7 10 \n", " 2014-10-16 2 1 0 0 0 2 6 8 27 19 ... 8 10 \n", " 2014-10-17 1 0 1 0 0 1 4 13 20 19 ... 3 5 \n", "\n", "hour 16 17 18 19 20 21 22 23 \n", "usertype date \n", "Annual Member 2014-10-13 23 28 21 8 11 9 3 1 \n", " 2014-10-14 19 28 25 14 8 10 1 2 \n", " 2014-10-15 32 33 15 15 9 9 2 1 \n", " 2014-10-16 27 40 20 17 6 6 3 4 \n", " 2014-10-17 17 17 20 10 5 10 2 1 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hourly = trips.pivot_table('trip_id', aggfunc='count',\n", " index=['usertype', 'date'], columns='hour').fillna(0)\n", "hourly.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Component Analysis" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "data = hourly[np.arange(24)].values\n", "data_pca = PCA(2).fit_transform(data)\n", "hourly['projection1'], hourly['projection2'] = data_pca.T" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hourly['total rides'] = hourly.sum(axis=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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VSqWSCWPG8OCkiVdN1AAbd+3GYDBQVliALMsc2rYO78AQvP0CUJdkYUxKwNNU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\ngkBiYsDJDQjxU+lox2ANw1VRwOShJ1Yc+2DXQazZgdkLJX0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ZalN0Kh3FWxEkCXPiICS9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\n+zZoRtKh3xhQwXus3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hourly.plot('projection1', 'projection2', kind='scatter', c='total rides', cmap='Blues_r');\n", "\n", "plt.savefig('figs/pca_raw.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Automated Clustering" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.mixture import GMM\n", "gmm = GMM(3, covariance_type='full', random_state=2)\n", "data = hourly[['projection1', 'projection2']]\n", "gmm.fit(data)\n", "\n", "# require high-probability cluster membership\n", "hourly['cluster'] = (gmm.predict_proba(data)[:, 0] > 0.6).astype(int)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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EDbcwecyBPD18R+4/7gQOmXhtm8fsrCilePnm65l+zBG8fMrxzH17RsbrjYOH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\njxPVswYV8zrQIU1+laRfbap3vWRYhlSTHr/cCdmWtVwSSocaZZr0mMICg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1EvDUC6uqyDGWKctai+JaWop7iqOhl9rsA5ntnT+EIGsNRoX5jQyiJuTT4ZyHz8U6jQ8zCpHv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JqT99AdoZYnUVbdowb8r/3WxKdKiFSzLcxz9BfMtNkCQ400cVE0KSIZMYl3tQOaHbRYYC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import time\n", "fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", "fig.subplots_adjust(wspace=0.1)\n", "times = pd.date_range('0:00', '23:59', freq='H').time\n", "times = np.hstack([times, time(23, 59, 59)])\n", "\n", "hourly.plot('projection1', 'projection2', c='cluster', kind='scatter', \n", " cmap='rainbow', colorbar=False, ax=ax[0]);\n", "\n", "for i in range(2):\n", " vals = hourly.query(\"cluster == \" + str(i))[np.arange(24)]\n", " vals[24] = vals[0]\n", " ax[1].plot(times, vals.T, color=plt.cm.rainbow(255 * i), alpha=0.05, lw=0.5)\n", " ax[1].plot(times, vals.mean(0), color=plt.cm.rainbow(255 * i), lw=3)\n", " ax[1].set_xticks(4 * 60 * 60 * np.arange(6))\n", " \n", "ax[1].set_ylim(0, 60);\n", "ax[1].set_ylabel('Rides per hour');\n", "\n", "fig.savefig('figs/pca_clustering.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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DhQoVaN++fVGHKYQQQgghhBDiFVNsEl+AESNGPLJt2bJlRRCJEEIIIYQQQghjUWxmdRZC\nCCGEEEIIIV4GSXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1\nSXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQ\nQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEII\nIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyF\nEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1\nSXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQQhg1SXyFEEIIIYQQ\nQhi1YpX43rlzh5YtW3L9+nWioqLo2bMnvXv35quvvkKn0xV1eEIIIYQQQgghXkHFJvHVaDSMHz8e\nKysrdDod06dPZ/jw4axYsQKdTseePXuKOkQhhBBCCCGEEK+gYpP4zpgxg549e+Ls7AzAxYsXadiw\nIQC+vr4cPXq0KMMTQgghhBBCCPGKKhaJb1BQEI6OjjRv3hwAnU5XYGiztbU1qampRRWeEEIIIYQQ\nQohXmEJXDB6e7dOnDwqFAoDLly/j5eXFpUuXOH/+PAC7d+8mODiYcePGFWWYQohiKiMjA0tLS0xM\nisV3eUIIIYQQophRFnUAAMuXLzf8v2/fvkycOJEZM2YQEhJCo0aNOHjwID4+Ps9UVmKi8fUMOzvb\nGmW7wHjbZqztguLVtrS0NHb9byBlQ0+R7OCAw+ix1Avo+rfKKk7tetGMtW3G3K6XxRivFxj374K0\n69VirG0z1naB8bbNWNsFf/8+WSwS34cpFApGjx7NuHHj0Gg0VKhQgfbt2xd1WEKIYubQ9Mm8s2sn\npgB3klg7dSI5HTujVBbLtzYhhBBCCFFEit2nw2XLlhX6fyGEeJjlvbv6pDeP250kUlPv4+DgWGQx\nCSGEEEKI4kceiBNCvLIsmjbnhoUFADrgSq062Ns7FG1QQgghhBCi2Cl2Pb5CCPGsmvbpz5HcHEIO\nHySrhAOtvhxvmChPCCGEEEKIByTxFUK80pr1fwf6v1PUYQghhBBCiGJMhjoLIYQQQgghhDBqkvgK\nIYQQQgghhDBqkvgKIYQQQgghhDBqkvgKIYQQQgghhDBqkvgKIYQQQgghhDBqkvgKIYQQQgghhDBq\nspyREKJYuBx8lOi5P6BUZ6Ps2JnmAwcXdUhCCCGEEMJISOIrhChy9+7d5e5H79Mz6joAV06EcNrV\njbodOxVxZEXr1KYNJC9ZiIlWi+VbPfDp1beoQxJCCCGEeCVJ4ivEf4ROp+PY9q1kJd+jYUAgKpVt\nUYdkcDX0FE3zkl6AKhnphJ48Dv/hxPfGlUvYfPE57RMTAAg7H8YFLy9qNG1RxJEJIYQQQrx65Blf\nIV5hOp2OHdMmcqBVU/Z0aMPpLRsfe9z6Ye/ReGBvunzyAfu7duLenTt/q847CQlsH/4R+4YM4OiK\npf8kfIOy1WsQ5uxieB1vaoplhUovpOxXVcSRwzTPS3oBaqWkEHMipAgjEkIIIYR4dUmPrxDFSG5u\nLjk5OVhYWDzT8UdXLcd/7mxK5eQA8OeXI0ls3BRnZ+cCx10OO0uroLW46nQADDh7mhU/z6Pdl+Of\nKz6tVsu2t9+i38GDKICrO7dzXKmkcfdez1XOw1xLlebW5Oms/mkO5lnZpPm3pf1/YFjvyaDfub94\nIQp0WHTvTdPe/Qz7vOo34JS9PQ2SkwEIt1Hh7F27qEIVQgghhHilSeIrRDFxaMFP5C74EausTGL9\n2hLww1xMTJ48KCMr/Ioh6QWoHRfLmUsXcHZuVeC4HI0G89xcw2sFYKLVPneMiYkJVDt1CkXe64pZ\nmZw6cgjyJb5Xgo9wY+I4VEmJJNWoSZt5C1CpVE8tu8Ebb8Ebbz13TM9q17dfY75tC7kWFpR47wPq\nd3njpdX1LK6FncVhzEg65PW8h128wMXyFaju0wyASrXrcnT8ZCKXLiItIY54Ty/qZaa/1Jhyc3Mx\nNTV9qXUIIYQQQhQFGeosRDEQHXUD15nTeOtmFJ0SEui+ejkHFv781PPs6tYj0tLS8DrE04vytR7t\nFaxRrz472nUgE9ABaytXpWa/gc8dZ4kS9sTm603OAbIdSxY45vrY0fQJPUngzSgGbt/CwcnP16v8\nMhxftwbfH76l2/kwup86gdmYUcTH3C7SmK4dD6ZxvuHmte7f5/jSReydOI7DK5ai0+lo2qc/aXXq\n0TU2li+Cj+L1wf84vHjhP647bPef7A7syMH2fuz69mvS09PZ0K8Hx+tVZ1frppzfu+sf1yGEEEII\nUZxIj68QxUD89UjqpaQYXtsBuXGxTz2vYZc32Bdzm9Cd29FYWFB62KfY2zs8cpyJiQmBi1awaeki\nctPSqN3tbVxKl3nuOC0tLXGeNo2lX44hPiYGB0sLTK6GE38zCteynmg0Ghzi/4rbFLBOiH/uel60\n1EuXcFerDa/rJcRzOOwsrn/jGrwo5Ro2ItTenvp5Q5nPWlhQfdMGOmnUxJuasiPyGh3GTcT+wF4c\n8oaoV8nMIOzP7TDgnb9d7927d8ga+Qk9o6MBiD4fxuLjwXxxYB+mALGxrJwwluqt2jx1xIEQQggh\nxKtCEl8hioEqDRqyt2p1ely+CMApe3vcWvo907mt3/8Q3v/wqccplUr8Bg35R3ECNO3Zk/Adu/h0\n6SKU6mz4cweL1Go6rd2AmZkZcVWqoUtIQAHcVSjIqVnnH9f5TznUrUeElTWVMjMAOO7uQYW69Ys0\npkp16hE8YSqRyxeDTsf15HuMjLyGDjiRm0v64l/ZlpJCrtKswHnZ+Xr4dTodOyaOw3rfbjRW1jh9\n9Cl1OnZ+Yr1RF89TLy/pBXBXqzG/HU3+Ac7OCfFkZKQXq5m/hRBCCCH+CUl8hSgGVCpbKv2ymBVz\nZmGWnY1dQFfq+7Yq6rAeyybqRoE3D/uoG4b/t5j/G8smjsXqThKauvXx//Tzfz2+h9V/PYADY6I5\nu2UzGgtz3IZ+hLOra1GHhU/vvtBbP4lXTs830UVeYzPQFOiUmop26W98712TP11cqZYQz7HKVaj0\nyV/X89DihXScPxenvOe1t305kns+zXBwcHxsnZ7VvTnt7kGp6FsARJubQ606xF6PpFRuLjogqoY3\ndSTpFUIIIYQRkcRXiGKibJWqlJ379Od6i4N0Ty9y+OsNJNnTy7DP0dmZDsWwHS3fHQrvDn1p5V84\ndJDYo4ewLl+Rpm91f+rx6enpxMfFUqp0GaysrEguV565JiaotVoC8o4xASrdSaL0nsOER92gQfXq\nBXphNdciDEkvQI2Y26ydMZ0B02c+tl5Hx5LEfDubVXN/wDwzE/Vr7Rnw6efsr1kbxfFgMhwcaDF2\n4t+9DEIIIYQQxZIkvuKVFxN1g8gzoVRq1ATXUqWLOpz/hNaTprMsKwu78CukubnRcMo3L62u+NgY\nIkKOUa52Pcp4eb20evKLOBlC1M7tmJQsScsh7z91puMTQWspNfpzWiUnE6NUsv3SBZp+PJw7SUm4\ne5TF3Ny8wPEXD+4jaeRwqt64TnClyph8/BnVVq8gIS+J1YFh5uxUZxdcXV1xLaSH2rZufSLNzCiv\n0QBwFmi5chnnOgdQs2mLx8br7eePt59/gW2tP/iIUPcyaOfN4Xy3ADJea0e7MRNQKBSPKUUIIYQQ\n4tUhia94pZ0M+h2rcV/gn5hAcKnSxH/3f9Tyb1vUYRVrarUaU1PTf7RsjbW1NZ1ecq9u9NUI9k75\nikoH9vFaehqnnJyJmTSdht3efqn1Xjh4AJMPBtMzPp4MYOmpU7yx4DdDAqjVajmw8GfuXbxIxu1b\nmJuZkRxynJyUZJKB1jk53FmzgvA/1uCVEM+u2nVp8OsSXD3KGuq4/e039Iq8BkCNK5eZM3c2Vmlp\ndAEygeVASSDK1ZXq46c8NtZGb77NgqDfqblrJ2qgGlA9M4OV588/MfE9t3cX8T/NRZmdDR070eq9\nYcTHx2EyZjTd8yYji4u4wtHyFWj2H1hPWQghhBDGTxJf8Uq7/8t8OiQmANA2NoZVP88DSXwLpdPp\n2DJqOM7bt6IxMyNnwDu0/mh4UYdVqPhbN4ns251y164ahv22TEpk9YIf4QUlvjevRhB56iSVm/hQ\nOt9Q7bigtfSI1yd/1oD33j+5e/cuJUuWRK1Ws+q9d+izZSN7gF7An8AHeedeAY4CDsnJdMzrha1+\n+hTLZk6n/f/9ZKjDIjW1QCzOlpZcc3GhZkICnkBf4C6Q/vkXVPdtCYBGo2HP11OwvBFJdvmKtBk1\nBqVSSZtRX6I7cxqfvL+DAy5uVGnZ6rHtToyPR/3Zx/S8rZ/g6tqZ05zyKIvO2pr6+WbgdsvJIfNq\n+PNcUiGEEEKIYksSX/FKU2rUBV6bZasfc6Q4vGo5AUsXGZ4JPTPrW8JbtqZy7bovrI4jSxehXrMS\nFAqs+w6gcfdef6ucsA3r6HXtKhsf2v7wz/vvOrFuLbbjRtM5KYmjbm4kfDOL1/r1ACDHrOCw5FQL\nS8pYmHMvKYlD/XpQ7mQIiegnoLoKNMp3bBXgRzMzSltYQl7iC2CRkV6gzLQWvty7eB4HnY44U1PS\nfJpRr/1Ulnz0Hq1u3sRSoSC0cxcC+/Q3nLPzi8/puXQRlkAGsOZ+CjUHDuH62tXE1qvP+YwMbK2s\ncOr/Dp5Vqj227VdDT9Li9l+zOlfIyiTkdCj1P/iIY55eBORNVBZhZY1D3QbPflGFEEIIIYoxSXzF\nK03dMYCoK5fxzM7mirUNioAuRR3Sv0abl8A+61qrWdG3CkyEVCU9jW0R4S8s8T1/5BAVJo2j5v37\nAJyICOdq1WpUrF0XrVbL1lGfYX/0EFk2Klw+G0ntdh0fW5aZvQNpgA0QDlQGbiiVqJ+yVM+zSv1l\nPh2TkgDwi4tj1a/zIS/xrfPRpyw7FULH8+eIsrIm5Z13Uals2TFtEoNOhhAEOOfFVRU4D3jklZsM\nJLiV4k52Nu3TUrEELlnbYNmm4CiEDhOnsatUGVKOBxN3+hStlizkzMpluKpUnPOuhct7w3jjjW4F\nnq+1O3uaBwsZWQM5x4+xO+gPqqck4wlcdHWl6e7DuDxlturytesQ6uJKm7ze3Vvm5thWr4GDgyP2\ns39k5dwfMM/OhnYdadn5v/P3JIQQQgjjJomveKX5Dx9BSPnyHL10Ead69fF9QjJlTPbMmolyxTJM\ntbmkde1G+3FPn4XXy8+fI0sW0iwxEYAdFSri3arNC4spNvQkrfOSXoAG9+6y8vgxKtauy/4f5/Dm\nkoWUyNu3fsxo0pr5olKpCi2rRa++LD+4n+ZbNxGq07G6Wg3qDvuE197o9kJiNc3JKfBama931tWj\nLM037eRY8BGcPDxoU7U6AOZZWSjQJ72XgCNAJHALuGxpiZNdCeLu3WX8rZvkAnNUtti370jp9h3x\nCehaoD6FQkHr94exc8+fjIuN0bcZWHvvLm/fusnqWTPICQjEzOyvNXwzHUsWKCMsKZEvUpJ5MJ1b\n6fh4FjVvSLv/+4k6HV43HHdy62Y0N69iW6Me3r4tcS1dhuhpM1gzfx7K7GyyO7zOa2+8BUC1ps2p\n1rT537uoQgghhBDFmCS+4pXXKPBNCHzzpZUfum0L98LOYF+zFvVfD3j6CS+YWq3GzMzM0Pt37uhh\nav/wHdUyMwC4NfcHdpbxoN2gwU8sp1KDRpyd/SNr1q4iR2lGpaEf4ujk9Ez1x8TcxsXFFWtr68ce\nV7p+A87Z2Rl6fE86OFK+cRMAFDdvGJJegKrRN4mPi0VVsVKhZZmamvLGgkVcvxpBBaWSNuXKPzXO\n56Ht0pXI8MuUz8riso0K08A3CuxXqVQ0eq1dgW3OnboQvG0zvnfvshYYCJTJ27fd0ZHbb3bnozmz\nAP0yRB+lpfKHT1PqP5T05meVfK/A6wc9ul7R0dy9excXFxfDz73K+Eksvn8f16gbxJcrh4OJktL5\nnsmtDZzSRGuNAAAgAElEQVRNSSZp5jTIS3z3zJpJk+9n4JWdzTk7O45OnE7T3n31MT0hLiGEEEII\nYyOJrxBPsO+nOdSbPoWKWZlct7Rk34gvaP3hp/9K3Wq1mi3vv4P78WBSbe0o8dloGnR7m7jLl2iV\nl/QCeOh0RMz+jtZ9+j2ybM7Davu3A/92TzwmvxsXzhEx7D1qXrnESXcP7KfOoE2vwntdazRtwZHx\nk7m8egVahQKbfgNpnDeM2rJOPW6ZL8NDrX9G92zVajRz9yi0nAcUCgXlK1V+aoxRF89zacIYrJOS\nSK7hTbvv/g8LC4snntP6w085Vb4ixy6cw6V+A1q0efqEaDX9/LmwYAmr/9xGVOgp3j4ZYthXOyaG\n69Y23LCwwCs7G4Az9vZ41q732PLO79/LRY2GdoAKSAGy8/ad9CqH1bB3cbx2lfvu7tT4+ju8atTE\na/seMjMzaWBlRdje3YT2eZt6eb3XO4BAIDglBZ1Oh0KhQLlxvSGemvfvc2n979BbZmkWQgghxH+P\nJL5CPIFiyyYqZmUCUC4ri1NbNsG/lPju/34GAzdvxBwgIYHN0yaS1r4j3m3assnGhsB0/YRJR4HG\ncTFER9+kfPmKhZalVqs5+NsCdOnpeL/ZnVLPuB5u+Myv6X3hHAA1b1xn1XffwGMSX4Bm/QZCv4GP\nbPfp1Ze9d5IwObCPbBsVlT8fhaWlZSElPL/zIz5hwAl9Eqq5cI5VDg50mPz1U8+r/3pneP3RZ4bD\nQ45xY8Y0LFNSSG3sQ4dJ0wzPUdfwbUkN35aEBK0l6txZPPOSyhOe5XjtnSEEK+DkhiB0pqZYDByM\nT63ahdYdtvtPVB+8y5f37rIZiHAtRVblylQBfrW2JjksjA8untev5Rt9i6Vjv8AzaDMAVlZWANg4\nOLCjSlV2RUTgqM6mEWAPJDVqbOglzlUWXLIq9x8sYSWEEEII8SorNomvRqPhyy+/JCYmBrVazfvv\nv0+FChUYPXo0JiYmVKpUiQkTJhSY7EWIly0n3zOWADlP6VF9kZSJCeSvrWx8HPfu3cXD05PdnQL5\nY80KlOgnVtK6lcLJybnQcnJzc9k0sDeDdu3EAgj6Yw25y9fiXqHwJDk/i7SCy+5YPrQMz/Pw+/DT\nF/6lQW5uLo63bhpemwFWUVHPdO7RFcvI3ryeHHNz7np6UlaXS5qbO6xdRe/LlwBIOXua7a6utHko\n7kZvvM3e2zGc2LUTjaUFpT/6DHt7B/yHj4ThI59ad9K2zbS5dxfQ99KGpCRjNW8Bbm6l2PxOX2rG\n3ib/O51NQjyp91M49NU4rBPjSa9aA8ttm/ky4goAa01M2OzpxeYSJahUr4GhxzfVz59D58/RRKtl\nj0LB3YpP70EXQgghhDBGxSbx3bx5M46OjsycOZOUlBS6dOlCtWrVGD58OA0bNmTChAns2bMHf3//\nog5V/Ic4vTuU3ZHXaBIXywkXNxyGvP+v1W3brDkRv6+hUlYmOiC0dh3al9JPZdTj+/9jS3YWpY4d\nIUJli92nI7CzK1FoOZfOnqZdXtIL8Ma1q6xcsRT38ZMeW3f0tatcmDOLpLt32GlqSrvcXNKAez5N\n/3G7HiRlL4KpqSl3ylWAuDgAMoHsSlWeel7Y3l1UGDca77zEfhPQDIgF0vL1ipYAFBERhZbh9+En\n8OEnBbbdigjnyu+r0Zqb0+z9D7GxsSn03GwrK3RgSG6jVSo0hw+S5OmF/aWLqIEs9M/85gLJ1aqz\nd+i7DPpzOybAvZ3b2QCGMiy0WgbduE5pnY7EsLNsj4ujw7iJWIdfoZRWy26gpk5HyuGDhhjSUu+z\n75NhlAi/THqp0tScOgP3ZxhaLoQQQgjxKio2iW/79u1p107/7KFWq0WpVHLx4kUaNmwIgK+vL0eO\nHJHEV/yr6nTsRFyt2uw6dYIK9RpQyqPsPyrv5o3rJMfHUaVOvac+h9rwjbc5mpnF6b27ybaxodHo\nsSiV+j9ZMzMzui5YhEajQalUPjGRtLCyItPMzLCurA7QKh//p5+WlsrlQX3pc+kCAAdsbJjd3BfX\nho3p+MHHz9nivxxftZz0H+dglplBcmt/Os34/oUkwPVn/8iSr8Zgk5REWs1atPti7FPPSQw+Spt8\nvdkt0C9L1ARYpDSjSW4uAPcUCqj89EQaIPpqBDf7vE3P65HkAr8eOkin3zcU+tx1089HszDsLM1P\nHOeiSkW0uTn9hw4hzsyMs84ufIA+GVcCZ73K03fWXM74NubBwlWqvHhnAHbok18nnQ4AZ60Wm4P7\ngImYqdVUBB707ZtlZxliODB2NAM2b9CXeeUyS0Z/hvu6zc/UViGEEEKIV02xSXwfzBablpbGxx9/\nzCeffMI333xTYH/qPxhmKcTf5ebugdtTJmJ6FrtmTKPCj3OokpHOzgaN8F2+FntHxyee07R3P+jd\n77H7zR4ail2YilWrs6l7L1SrllMyN5e19Rrg+/6wxx5/MfgobfOSXoCW6enEVK1Om4+GP7Wux4mP\nj8Nq8ng65a2de2/pb+yuUpVWg//3t8t8oJRXOUotXvlc59yOiyEOcMt7fR7wQj9UOrNKFVaUdMLy\n/n3SmzSlWd/+7Px6CiYaDdV69sH9MTNRX/59NT2vRwJgCnQNPkzo0UPUL2TJqBIOjnQM2kJU5DWS\nFi7gw8W/ogBuajQQF8sUZxcqmplx19kFV52W021bEZ03oVkusAyYir5HeCNwCtiJfnklRwAr/fup\nRacunD8WjHdaKgmmptzPN1O1ze1o8q8AbXv71nNdQyGEEEKIV0mxSXwBYmNjGTZsGL1796ZTp07M\nnDnTsC89PR07O7unluHsbPsyQywyxtouKL5tCzt4kBvBwZSpX5/6f2OkQf52JSYmUmbhzzTO0E9I\nNehkCEE/z+bN779/YfEWRqfTkZOTQ8txXxLxZiBXs7Pp0blzocsSnT90iCszZ3Lnzh0iLCwomTdx\nUypgX8GzQHsK+5klJCRgYmKCUyFLJEVdDKVaXtIL4KDTYXEn7pFyUpKT2TlqFJaJiSh9fOjw+ecv\n/Ln+9PR0qh4+yCHAAlADx62t6a9Wc7JiRfxm/0DNVq0AyMrKYo2/P32PHMEE2LxjC05bt+JR6dHk\n19rRjhz+elNNViop41Xmib/fpUs7kvDHChTABeA+8IlWiy4xgXk1anAn9jbtEhJIRN+rO7tkSUxN\nTOiYmGhY+qgLcBV4ME3XCiDBXImTk4qAj4dyspIXmw4dwrpiRfoPGmS4nrqaNVAf3I9p3vkx5coV\n27/FJ3kVYy5Kxny9jLVt0q5Xj7G2zVjbBcbbNmNt199VbBLfpKQkBg0axIQJE2jSRL/2Z7Vq1QgJ\nCaFRo0YcPHgQHx+fp5aTmGh8vcLOzrZG2S4ovm0LXrkMzwlfEpCSwiUbFeu+HIfvczzf+3C7bt6M\np0TeLMygT2JyklNfWtuzsrLYPux/WIUcIyElhfbZWeQ6OZE98kvS03NJTy9Y7727d7jWtz9vRl0H\nYLGZGbccHCmhUHC9jT+Bb/czxPpw23Q6HRs//ZBqm9eTq1BwrVt3Ok3/tkDCWrJsJY5UrsJb4frJ\nmC7aqLCq0/CR9m/o8Rbv7N2NCZCwcSO/p2XReljB52j/qfj4OJzuJdM43zZN50Csp02mvlKFlZWV\nIa7g7VsJyEt6ATpHRPD956Po++uSR8qt03cIv+74ky5HDpFiZsbRXn3p7FX1qT9jt4BubA/agOZW\nFA9WiVYAnS9cIBG4jn6N3kBgU2YW2fMWkD6oD+QNbdYB6fnKswXKnzzJhQvXcHV1xbNhCxp07Ehi\nYipJSWmG45qO/opFyanc2bKJLinJ1D52nBXDR9D2i/HPeimLXHF9//inXuYHFWO8XmDcvwvSrleL\nsbbNWNsFxts2Y20X/P37pMnTD/l3zJ8/n9TUVObNm0ffvn3p27cvn3zyCXPmzKFHjx7k5ubSvn37\nog5TGKnIs6fZPXUiu/5vFmq1mqzVK6mdkgJAtfQ0tL+v/kflu7t7cKxla9R5rw+4uFGqyxt/u7wj\nyxaz9+MP2Pn1ZNRq9SP7930zlQGb1mMZF8vwzAxqaLW0S0gg54fvCj0+IvQkzfKSXoABGg2ZPXtT\n6eQ53pj3i2E5n0Jj+WMNb6xaRvPUVFrev0/7pYsI2bGtwDEqlS2e8xeyIiCQ39t1IGLKN9Rp17HA\nMRqNhlLnzxnelFy0WhSnTjzHVXnUiXVr2fvxB2z/aiwZGfqhwi4urpxp2IjcvGPCbG1xbNuB8uXL\nG5YKMsTt6Mi9fM9DawDVlo0cXrb4kbqsra0JWLuB8+u3kLhtD51n/vDYuBJjY9g6uD8HAtpxafkS\nHBYv50zT5mjyHRMHuABvoe8NBgjISOfMmBHsNDEhCsgAppub0ydvfxr6Huw0C0ssLZ/8DLmFhQWq\n0mUYkZJMDaBFehoV5//IzRvXn3ieEEIIIcSrqNj0+I4dO5axYx+dlGbZsmVFEI34L4k4GULG4H70\njIkhG/gtJBj7h0bX6hQFE7+Lhw5y+4eZWKSnk9Xaj9dGjnnikFwTExM6/bacP+bNxuT+fcp2CqBS\ng0ZPjW3vnFmY7v6TbGtrPD/+nCpNfNg/fy5NpnyFh1pNNrD0xg0C5y8scJ5FQjzm6Ify5o/KITWV\nrKzMRyZcKlvdmzAnZ/ySEgGINzXFtnJVVCpVgeMiw86w/9tpmCQkElO1Bqp7d7l96iRd83ofAaxy\ncgjbvwd375qc/mkuHDrArcwM7F5rz1s//oq5uTn3U5L1z83m5FCjT39Ke5VDqVRy1sQELZAN+AEZ\nJR8dNv2sjq1ZSaVRn1E1I50c4NfwK7y58ncUCgVtF61gxcxpWNy/j32b16jXqUuhZXg3asKmnn1I\nX7YYe2ARUEOr5cgXn9OkZx/DZGOgnyU5eM1KlJZWtOjR+8mxfTKUgfv2ogCyjwWzxtycgauDWDio\nD00O7CchR4Nap6Mx+h7dCP6a7KpdTAwtgOPAz25ulHUvy5Kr4dilp1Nao6GypSVXBg2mTgn7AnVe\nOnqYmD+3o3VwpNXQjzAzM8M0PY38T4mXyszgalISeJUzbFOr1eydMQ2L29Foq9fAq/3rqOxK4Orq\n+ow/CSGEEEKIoldsEl8hisrNP9bSIyYG0CeKzfbtIfSrKQRHhNMkKZFQe3ss+w0E4HzoSUJ2bsdx\nzUqGxNwGIC7sDEdKu9O874An1mNhYcFrz7DG6wPBq1fS9JupeOT10AbduE6ZXQfg8EHDNgvAKeSY\nYYmgqMuXuLp8CddiY4k2VeKUm0MYUAt9T+CVJk3xLmTZI7fSZbg1cRqr58/BPCuLtLYdaN+zT4Fj\ntFot4cM/pG/YWQCWhZ6iDxADbAVeB64AJ5RmDFn0K2dXr8AqMxMlMA5QL/yZX69F0P7Xpezr8QaD\nTp3EBPh922ZMVgdxdd8eeiUlUQ59sjfN3oHuY78q9NocX7OS9MMHyXZ0pOWosYU+s5y5bw9V856p\nVgIVT4WQlpaKSmWLSqWiw8RpT/0ZKBQK2kycxg/Ll9BUp6Mp+l7fYWo133bwZ/Su/QDcT77Hgbe7\n0v9MKNnAkh1b6bpkFab5lkbKz+HqNcMXEhaAVXg4lpaWdF2+ltu3o7n0/Qx6rl4BubnMNFUyMDcH\nZ/STcEUDh/PaVDXpDv3ylnKKB+Z27EzUnSQqr/+D7SdPUGfmD5TyKkfozp0o3+lHjztJZAGLz4Ty\nxm/LMa9Vhz9NTGir1aIFVpqZ4bBsEXEH9+H7wcdYWFiwffiH9F27CgsgcR2sn/IVVWxtOT/0I9o8\nx++zEP9UXEwCe1aHYmKmI3Bwq0dGaAghhBBPIomv+M/LsTAvsKZqiqUlDQLeIL1pC1YGH6Fcg4b4\n1KnHuvFfYLXgJ/potUQA+4DWgFtODjfGf8ndrZtpPmc+js7OLySujHNnDAkuQL1rV7l+NYIsVcFJ\n3rJKlEChUBBzPZLo/j3pcT0SLTDF1Y2K1WtwKyubUx7umHuUpdMnIx5bX8O3usNb3R+7Pzn5Hp75\nhsGWQH/NyqBfP/e7kk6YqFR8GnUDAP/MTBYBA/OOtwDe2L+XlXN/4L28pBfgrasRrFq3FtPwK5TL\n0Q/2VQDNdFoopBc9eMUyqn/xORWzMskBfrt2la7L1z5yXJadXYGf6107e2pYPv8H5SOzv+N7nY4H\nKexBwApwvvbX+r7HF/3KgDOhmADWwFt/7iB4106atO/4aIHAfXd3uBUF6GdpTnd3B+Dsjq3c27YZ\nB3NLdkyahjItjbLLFuMcrZ9x2RvYD9RE3wt8IkdDH/TPrLgC9mFnGB59S9/myEiWfjmSUit/J3rt\nWgLu6CcXswRqHtzPnTt3yLodTVWtlk3o1zCurdHQYdVy1MBvJ0/QdfkaHENPGtaAdgasdDpa3r/P\noXmzie/dD1fXB3NjC/HyxN6O50v/1djeqUkO2QRvXMi3294tdLkwIYQQojCS+IpXSkZGBnvHjMI2\n6jqpHp60nvoNNg8Nx31ejT4czqLjx+gUepJYSytuDvofVV1dwdWV8jW8Af1wz8wlv/GeVgvok70g\n9D2TiUDN9DTa7N3F0vFf0PGnX/9RPA8oK1Qk0cQE57w6z3t4UMWrHCVHj2XRjUi8L17ghpsbTiO+\nBODCxvX0yltOxwQYHR/H+i/GMahXX7Kysvhz5Kcc7+hPuosLNSdNx71S5afGcDchgaMjP6VE1A3u\nlfXEpIw7vvcvAnAvr/0KoDzg0LI1qtT7kJf4gn55oCD0bzQVACsTE6wdHblnYoJNXruyAYW1NVkO\njuSCIcGM1GgokZREiYeG7GYd3EfFrEz9NQK8Tp0gLS0NlUpFfHwcyUmJlK9cFZ/R4/j1ymVqnTlN\nbMmSqEaMLjA0+XGCg34nPfIaZZq1oJpPM8zSUsnfb+uCvndVbff3JyDynjGLpWNHYRMfzzUnZ9wi\nwtnZsCb3YmIYqtFgAiypWx/fTTs4smkDRP+11JAOfQLqC7gDS4EBwB2FAg0Fh7bbxOpHMmgsLQt8\nCZBsaUVpS0tUZT1xUCoJyMlhE9Ahb7854HNwH9HRt0jMzSW/FPTPH7ump5N4944kvuKFOBtykYsh\nUVSsXYaGLWo9sn/uiD+oemcwtnmLkJ0LW836VVuo1bA67h6lZeZSIYQQTyWJr3il7B75KQPWrsIU\nfU/ZEnU2nf9houng5IT/+q2EHg/G3s2NtlWrP3JMTk4O1g8lADkmJiw0VeKoUdMVfVKhu3yJPWNG\nYu3lQYMB7z3TOruP4ztwCNtu3kR1YB9qa2ucPx6Ovb0D9vYOdNi6i4SEeJo4OGJpqV/YRmlvTxrw\n4GuAeKUSu7ykZO+k8fRbvcLwPOePsTE4ODljlpVFbrsO+H34aaExHB39GQO2bda37cI5vmrQiP8r\nXRrbjAxuetdikbMLJW7dJMXTi1bffMeZjesJO3KYWhnp3FEoOKlS8U1qKhbAFmBr+QoEVKrK9u69\naPH7amxyctjSpi0BA4egVqv5+s/tNLwZxX2gRkYGZ0d8gnvQFkM8ubm5XLsZVSCJO6NQcK/nG0TG\nxNA4KRGPrCy2NvbBb9lqAtZvJSEhnrp2JQodDv2wHVO+wu+nOZTRaAi1d+D3PgPIys7mkF0JWtxP\nQYt+3Vy1jQ0+M2YZzms8cDCLt281DHX+vW17uuZbM/dhZatUpezvG8nNzSW7TXN6XdRPX5Wed526\nAC1OnyLyymVsh37Enq/GUCMxgR02NmjS03nwG+oHTLO15Y8a3mQ29sE5MRHNymWYof/7SKlUBQDf\nsWNZcvQY/mdCuWlrS8Z7H6BSqWgS0JVtJ0NwWr+Oy2mpdM7I+KuH3MoKN2sbMuvUZc31SMoAN4AW\n6HubLzVpRue88oX4J3auOcrJcS44JL/NbtUlor/cT6f+zVAqlSgUCuLjEok+m0Fj/vqSxY3abB+x\nh92cx61sLD1/iqd6w8LX2BZCCCFAEl/xirG/GmHofTMFSkRceSHlWllZUb+V32P3W1tbE1e/IWeD\nj1Ab/Xqr11u0xMnWlsAtm1CgH+6bHnGFARfOkQX8cvgYby9a9sQZkZ9EoVDQ8asphe4zNTWlVKnS\nBbb59h3AssMHab59C9mmpoT16E0nP/36w9Y3bxSYxMjp8mXe0l5AAdw8e5qQ0mVo9Obbj9RT4sGw\nWSALcLtwjvcz9b2tZ8POkPjjr9Ru254bly6yYXA/HE+e4Fx2FludnDDv+ha9li7CAriJ/tnYOVcj\niO7fg8RB75KwfS+arEy6NmiEqakp5ubmVK5ajRY3o7BEn9jGRl4zPL8MsPnjofQ5dYIlQEUgxM4O\n//R0PI8f4yz6RBCgwrGjLP9+Bh0mTsPNrdQj7Qrb/SeJv/yESU4O5l270axPf/112rKRMhr9cOt6\nyfe49ONshmq1rFGp+D/fVthWq0HDt3tQvnxFbGxsDOXZ2TvQet0m1qxeidLKisAevR/7fG9+d+/e\nxfPWTcNrG/6aav+mgyMubqWoVqs2cc1bsHzlUpzn/0j5h8rwauRDy1V/6H9GWVksNzfHNvIaae5l\naT1lOgDOpUrht3E7V8LO4FiqNK3KegL637HXJ39N9tiJlLt3j9/e6UPbEyHEWNsQ9+5QvJ2cqPJ6\nFyps24pTdhbNgCCVivjuvekwZvwz9aAL8TCdTsfKWTuJPmyKqSqLmFvx5CRnk0A0nmmt2PDNOg5O\nVpOVm4rO4xYWOfZkJJqQwV2scQQggfNYUAITlETfjGHj5Cyqb3qxiW9ubi4mJiYvfC1xIYQQRUM+\ntYhXyv2Hkpi00mX+tbrfW7+VlaM/Z0fYGazr1mPA1BlkpKextIQ9NrExhEffYlT4FdKAdUDFHVvY\n07QeJb8cT72Av5YuSoqL5djoz7C7HU1K+Yq0/vYHVLZ2j633WZmamvLmL4u5cT0SMzMzOnuUNezL\nKFeebDA8q5muzTUktGWzszkadhYKSXxTvMqjOxOKAv3EVR3ykl6A2vfvs/rgPu7Vb0jU4H64R4Rj\nKCEpiZ+vR5KiUkF2FqFAHeAkUFOtpszqFbh9+jnqzEyO79hGxfoNcHErRUZZT5TkG5Jb1tPwoVOt\nVlN6/148gH7oh5jvLl2GepcvEQV5H4f1TACLjEwKE3szCt1nH9Ejbxjw+TOhhLl70OatLuQqC/bQ\nW+UNx+6elsYahQK/ydMLLRNAZWvHa0Pee+z+Mzu2kjR3NuaZmWS0eY22o8cStmYldxQmNMs75i4Q\naWnJhpIl0X3wMd4uLmi1Wo6M+4KWm9ZjCoQAV9En/nvNzXHKN6mapaUlnfL1RB9duhj1bwuw0OZw\nv30n2n1Z+Bq9FhYWuLi50S5oK+Fnz1DCxQX/vJmdGwQEsj8mGsX2rWgsLCj1wUf4tnz8l0RCPM2m\nxQeI+bY5tjn69/M7itm4YI8L1TnKt7RI+QJTzLnIOlKuWWCFJS7U4hq7MMOKdBJI5ALe9MCVWuSi\n5vL1+S8sPp1Ox9yRQcTtcgDzHBoMNqfru61eWPlCCCGKhiS+4pXSePpMFqnVlLgRyX1PLxpMm/mv\n1W1iYkKfGd8X2KayteP1WXMByPr0Q0zDr7AD6AOY6nQQGcmaqZPI6Rhg6B07PuJTBu7Ur3OrPXuG\nZeZmdJzzs/61VktSUhIODg4FhkknxsYQ8sUIbGNuc79iJVrPmFXos80KhYJy5Ss8st1/3CRWZmRg\nd+E89+wdsDwfBgnxAMSYmWFVrTqhmzZwb95szLKzSPdvR/sxE2g583um30mCyKuklnGnzZXLeKUk\nA/o1ZHUubpzbt5vciPACa9AClMzM4M6Q9wmeM4sL6Wm4o3/Odwtgoc7m7PatOEyfRMv4eEJKlSZ2\n5g/4jZ/MstRU7C+eJ83FlZpfTTWUp1QqSc8brvxgMicr11Kcvx1N9dRU9qKf/EkJHHFyxrVz4UsU\nXT56mC55SS+Ad2oqYSeOw1tdMBs4mBNfT6ZWSgrbzcyoqPmrVbq8dPzAgh/RHdxPlq0ddUaPw83T\ns9B6Qtau+n/2zjsqqutrw8/MMJSh9yYgShMFLNgVe+/YTTQaTf2ZYrrpidFojOnGxNh77713RbAg\nUqUqSO9Dm3a/PwYRgqhJTDT57rOWazFzzzn33CvM3Pecvd+NctlvyLRaivsOwGXtSsZXO4Fnxkaz\nPCWZyXt2Uq7VshEotrTEeOIUBr32BsbGJhgZ6Zcpzu/ZyZhd27EEvgE6oxf9sUCchSWhnbvc8/wp\ncbE4fvEJHYoKAchITuaCnz8dQkfdsz3oBXBAu/b13u/+4nR4cXqD/URE/giZUVWYau4uYroLIWjR\ncItzWOGBDEMu8xvGWNEFvXO4khyyicSaJkRxDWuaYIw1sWyjCX0wt9GnfOh0uj8dZXOH3atPoF41\nFFdBv5x27asLBPVIoYm35wN6ioiIiIg8yYjC9zFTWVnJ4vf2UZZojtxJyTOzQ7B3tH1gv/3rznDj\naAVSRRUj3m6Dq3v9cM7/IvbOLgxet/lxT+OetHrrXZZeicAkJrqOGZJjfj5KZSlWVtYAmNcyf5IC\nmmNHOfD5x3iPHkfsG6/gGxfLdRcXHGbNxcjCglt7dxNzYC8zkxIxBrRXL7NaLmfQ9z8/cE4FubmE\nLZiLUWUlboOGErTgB26npnD8i0+YFRGBh7U1sv4DadWzD+m9ujAuO4sKYHNsDGvCzpOddZvgmzfR\nCQJZ2Vlcl0jJA4wMDLjZuy9jXn6FHfNmMwK9y3UZ+g+VTUBWRQXBrVrDweP4DuxFcEkJAGOBWc4u\neK9bTe9svfjum3mb9b/8RFDf/gz58d47N1KpFKOXX+XYl7MoKiwg0tGJTv97jRspicRuXI9cEPja\n1o7Gnp44DxhC8y5d7zmOZ6s2XLKxoVNBAQCpRkZY+TUDoMvU50nu2JldUZEoM9IRfv4BoaSEsw6O\nWE9+lpXvvYn9iqX00+lwApanJDNg7+F6Yc0pcbFYf/w+gwryAdgWG0OQqqrmuLNGgyzqGk7VeeNN\ngPRj+mcAACAASURBVP2GhrR45/2anO07qMrKUKAP7XcHOtU6FpKXy7cfzER6/SqYmTPomx9x99Hn\n3d6MimRQtegFcFWpOJmYcM97IiLyT2LhDtkoMap2JCgiDTXlGGJGIalcYxVOtMaQu+kEZjgQz000\nqOjGh+jQcY01NGc0YSykfSc509v9hmFhI6pMs3DvIKfH2EDa9ahvlPV79q09zc1L5Zi56Bj3eh8K\n06swFu7GkJiV+JGacOGRCV+VSsW6BYepyDLAo52CgU/d+7NKREREROTRIgrfx8ySDw8gWTcBS+QI\nCCytWMV7a0Pv2+f4jjCuvt8Ey3L9A+6v8av4cM8gsazDY8bRtREGAwajjYkmBWrq0V50cWFyLWfi\nEo/GCHExSAAdYJqbw6ifvuOrzet5v1oIciOBpR++R9PSEsZmZ6EGVqN375VRVzw3hEql4szk8Twb\nfhEJcHH/Xk598SXCt1/zeuINdMAyZ2f6vDKDuIiLBGVnIQDrgUmCgEHYeaKAUvRia5FGw0vVc1Zr\nNGy2sMTAwABbpRInYAR6h+FM4H1AfjmC8BeeJX3eAmx/lyPnE9wOWXxsnffktUo3NUSnyVPZfO0q\nQ9evZUR2FgfefBXHxcvwnvLcA/veobGvHxc++YKNyxYjU2tQDRlGnyHDa4438W9OE//mAMSFdGPd\nlSt4dwkhaf1qRi9fgpsgsA/wAwJirpOdnYXL70Luk8LDGF0tegF6qKo4ZGnF2Ord8jQjI1SujdAl\nJ9bk9ObZ2HFszmeYXr5EubU1LT78DDdfP9oPC2XN6hU8G3ERFXpXZUsgBdgvkVCxaS1z0LtsLxzc\nl2euxGBqaopf566cdHOj/y29I3SkhQXOHWrL5keHRqPh8OzPUMTFoHR0IuTzOZjfo160iAjA2Fd6\nsyhjKznnLchIzUGrkuLPSBTY4MdQjpq9ho9yKGmcwqHayq2cfLKJog1TAZAixZuBZHIFQ8wIX1FC\nJ211XeliiNq2gV27JKTPPkjolIaN5rYsOkry7NaYqdzJp4IfUjfQbVwz9q+IwKYoWD9c0+O06tTm\nkV3/d9N3YLzjaQwwImpbGlXlxxnxXI9HNr6IiIiIyL0Rhe9jpizZFPNq2yEJEspTHvyweONcEZbl\nvWteG1wL5ubNNLy8REfLx42hQsFo4DRwHcgHPN98t445Stt5C/gyNhq79HTMdFqGov9DdMnPrzOW\ncXYm3UtLAX1ZoHboXXUboxfPDyIlMYGQiPCafNl2hQUcWvYbHybq689KgXGXwjl8aD8tuvckzMOT\nrmkp+HD3gyEA2FX9sxOgQl/qxggQqoWdzMePcImEZEHAG70gvBOk3baokOSTx0no2Yf227egAM7Z\n2WM3YiS51yJJi43Bo6qKJGMTdAOH3Pd61Go1p3ZsxXXXdhppNQAMuJXG+hVL8W7T9oH3A6AwL4+I\nVcsQpDI6bd+Lmdn9S6D4BbfHL7g9SmUpRZs34CEIAAwGdgBaJ2faWtvU6+fbqQtnHRzpdiec3Nyc\nitfeZP2p48grK9D26c/4Z57li2EDcYmPBQM5KSYmvPfLQu7M6LtrV3EaOASHPv3otXEbG5YuJnvz\nBnbdSEAArICXBQElsAZ93nP3okIunztD1z79cHRxJe+7RWxYvBATiYB00HA6hHR/qPv0Rzk86xNG\nLfoRBfqFkeWFhQxdue5vOZfIvx+ZTMb0+foF3kXv7yBqiWGNaRWAt3IMF/kBH4YRzWaqKKGCAqoo\nQYMKA/SLvGVkk0MUUmTYaP3qnEOKAc6ajhz86ltGTBYaNKhKO6XFTOXOTc5RTh7S01ra/NSc0gUX\nidyxFeQanprui7W19SO5dkEQKImww6zaccG8yoOUk+HsNT9B0e1Kgvt649uifrqKiIiIiMhfRxS+\njxnjRkp06JBW7/sYu5U+sI/CQUc+lcjRh0SqHFKxtw/4W+cp8nB0mfYiS08cZczpU5RJJOwLHc3A\noSPqtLm6fAkzbqaxFxjJXSOnTIWCrLIynLRaqoBEJxeE0via41kGBtz09QM/f3rMnvfAuVjbOZBu\naYV3dbirGtCYWdSIV4BCqRSFtb5EkvX3C9nz3dfIz52B6t1XAb3YFYBooF9131ggrdroquvkZ1m9\neCFvJiWiRC/67yAAKhMThi34gd0tW6PLy8WtT38CO3SEnn1Yk55O1aWLSLx8mPT8SzX9qqqqOPLR\nTMziY1E6uxD88SxOv/4/Rpw4yqXfXafwwDuhp6iggPNjhjHpepR+t/vwfvpu3vVQZY4EQUCiq3um\nJEsrAj+djYmJSb32bk29uDJvAeuXLsZAo0EWOppBk6fC9Ndq2iTHRNM78zadNBrQaPg+8iq1ZXhA\nZibtly4mbusmEn/8hT6vv8WmQwewBK4BT1W3MwOaA7cBDeDgfjfnuHnXEJp3DcHe3pzc3Ad/tvxZ\nTGKuc+cuSgHr+Ji/7Vwi/y1enD2MWXm/UbYzG1PBER06kjmKLX4Uk0Y+CbThBRI5iC0+nGEOATyN\nCiX5xCMgYIY9GipRU4EcE7SoKSSJGLZQWJRPWVkZZg3Ue5eZqYhlO860wZ1OJObu4cq5GLoPaUf3\n+6/F/SkkEglSi7rGe3E3ohFe/x8mOjs2rDjOkEXRtO7c/NGfXEREROT/OaLwfUwIgkBZWRnPzu7N\n4srVlCVYYOhSxsQ57R7Yd+xrvfnuxlpyzzuBaTkhr1tiWSuUVuTxYWJiwpD127gWfpqzq9fiXVHO\ngU8/oNcHn9aEohumJGEC9AJWojdkynRywv+tmZypqkQbeRW1swujp73A0qkT6XcxjNsKU3JefoUh\n77z/0HNxcHAgdsbb7Fn4PTZlZVzr3IWJPy9h2fNTGHzsMGUyGafGjGdYiD7ErlmnLjTr1IXzq5az\nb/6XuBbkc9jBEVMHR95NTsKvuIij6IWmI+BWvesskUhwd3GFpETM0IdiH5ZK8RAETge3peub7yGT\nyej5Ul1zpJO/LmTkhjW4q1RURF9njZEhw39aDMDhj2by1IolGFaf74PYGD6JjcYIvalWBuACHHD3\nwHPKtJoxS4oKCVu9AqRSOk2eVqfkUPj61Uy6HoWkeo6Twi+yc8dWekyY+MB7aW5uwa1hI8hZvQIH\nrZb9bh50XrqSpi1bN9in1aChMGhog8eTws4zrnrX/DpgLOioBO5k+OagL28UXFTExv17ibOwokl8\nHAOA3uhD359Bv3BSDuQBFzt3ZZqvH/805Q6OdWorlzn+//AcEPnrSCQSPvr1OVY22cftU4ZkKGPw\nixtKHvH4MhQpMkyxo4pigngKHTo0VGKEOS0YSxw7sac5yRwhgb2UkYUJdrTnVeSYEC35ve1eXYa8\n1YJv913HSq13wffSDOb0is206lS3nrtKpWLVnEMobxpi5a3m6bf7/elyXr3fduLQp9uRZbuh9ruM\nbWo7THR2ANhn9eD8ui2i8BURERH5GxCF72MgMiyeLTPj4bYjBt4ZTP2xA40auzy4YzVyuZy3fx2D\nWq3GwMDgoWoMCoLA/k2nKLhVQeveTfFv+ejCojPSMln1bhiVN80xblLEtAXdH8qg69+IIAis//h9\nNNFRWPv40uvjWfV2DA0NDck+epQZ2/ShvSpgQWwMHhIJJclJJGs0OALdgInA9wGBDN+xD/N7lDTq\nv3UPCVHX0GjUsH8vhz95n+ZTnsOlccMmK/n5+aRGRdI4IIhuL01HOXEy5eXlhNrbI5FIGLZmI9Hh\nFzFUmDAssCWlxUVcPrAPKxdXWoZ0p+OkKZQMD6WwsJCnXBthYGDAteNHOTphFKO1WsyBTUbG+NUS\nnJqu3cg8fxZnjYZOwG+ho1C8MoP+Tb0bzD0XTh7HvXpn2QSwDbtQc8w8MaFmV1oCKHKza8KnRwMn\ngN+GDCP0o1k4N24MQElxESdHD2Ny5FUEYMmBfQzYtKNmR1ZiaEQGkA34oN8dlT/Ebu8dBs/7hnMd\nOlOemYH/gMG43sM9+4/QtH1HLtja0Sk/jxT0+dvb0N+L2+jFrYS7u+YZW9YzrlRvEKZA75CdAqjl\nco6360DraS8ydeDgvzSnP0vHz+awrLAQm/g4Sl1c8LtP2ScRkd8jkUiY/N4geA9OnzBlx5g8HGhB\nDJspJBkDTDDDAQANFTjQHAkSdOjIJRa1REnzcRoaBwhc3SfgcmZczdgWGk9e6vsl078cTauO/qyc\nfRBlihGmjauY/GE/Gnu5YemQpF9Nuw+L3tmNZN14DDGiiHKWlG7jxTn3do5/ECGD2tC2ZwWFhQVY\nWg5ldvuIug1k2j81roiIiIjI/RGF72Ng56x4nK9XByqGwaZZa3ljacM7Qw1Ru9zNg/hl5k7KVwzA\nRGfH1hVnKfnhKh16tvzD57wXq98Pw/LYRCwBIVFg1QdreHPJ8DptKisruXDiMuZWClq3D3oosf4k\n8suAXgy9HIEVcOTMKfZnZuIxYiQl69cgyGTYTXmOoD79MLl8uSb0swDwP3uaYdWlcWKBazIZCxo1\nwsHbl5CPPq8nejNTU7gy823MMjO47eaBTUoSTyXEA7Dx6GEMt+7GztGp3vwi9u2h7KWpdK2o4Lxc\nTvG7HzDw1TfqhPkZGBgQ1FFvcpR96yaRE8cyKiaa24aG7Js8jYFfzMXCwhKLWuZEBTfima7VcgZ9\nyHSCpRXdAoJqjvd67U3OWlmjiryC1t2D8a++Uc/p+PdU/i6/trLWPVC6utbZQbTz9mWFmweTr1xC\nABKD2zH5h1/q7OiGrV3F5MirNWZRk8POs2PrJno+/QwACnNzrsjltFarOQDc6BzC1N+Fod8PiURC\n5/uUAvqjNPFvTsTseWxasZSCMiXHbqYxvrgYgN9MFKQZyBCUSs5U75pf/LqumKy0tub0B5/i5uPL\ny3+TadXDYm1nx9An1G1d5N9F1+6d2NL6W8ovh+BEK4pJJ4G9mOFIBYV4M5BLLEaDSl/T1yqB579r\nxehJE1j1wz7SbqSTzzpAig3e3CYC98RnWDE+hqW+e2gR/TlGGFFJFb8qN/LKNyNQBN+k8HYSVkIT\n0sz2Mm6yW715FUdaYledl2uIgvj9VWRNz8HJxeFPXaeJiQkmJnpTPL+J5aQvjMe8sgm5Tfcy8YV/\nPmpDRERE5P8DovB9DGgLTOu8VhfWzxF8lKhUKjL22uBSHUplm9OZixu30KHnIxr/9l1RJUFC1e26\n11daWsr88fuxvBiKSlbE2fHbeGVB6N8qfsvLyykpKcbBwfEv13S8Q/y1SEKvXKJF9etngI9OnaB1\n2HkGVIesnoi6xs2tu6mwt6/pdx3oXaserC+wS6vFRKtD1jqYRj6+xJ49w+1D+9FZW9Pt5Ve58u4b\nPHP8KAA7Y6KpnWo2JiGe9du30OcedVWT3nuT6dW5t8PVan7+5iuEV2Y0eK+v/vwjT8dEA+CpUpG+\nbhXZr8zA0dGxTruy82dxQR9eDGCXk8Xp3TvpNkwvHCUSCV0mT33gPaxNwLsfsCo1hYCY6yQ7u2L/\n1ns1x7rOmstypRKrGwnctLHFa8bbNGvVmvUrloFEQq9n64YxA2AgR8Pd/GUVYFCrNFDFLwsZV/3/\nMBr4PvIyh0cMosmHn+Ldtn7t2n+C4NDREDoagKhjR9iw7DckWi2Nxj+Fa8cu5OflMsDLG7lcTstX\nZrA6PIwhUde4ZWxCzuRpDJw05bHMW0Tk7+T7AzM4c/osiXFHiP2ogl66L5CjIJGDFJCIilJ06DDB\nGueiHnw/fSe/vXEMWaEjbYSPMcQUAYFTzKYbHwLgqmnDxeiFGFSLVwOMyItUUFxcRNVlT9RCDtlE\nY1nuzO2kbFr/bi1Jblc3L7cqw4yF48KZvqkdjk72/BUmvTuAy92ukZ4Uzbg+rbF3+G9GTImIiIg8\nbkTh+xiwbFmIJlHvTFlBIQ5t7tb3LC0t5eDGs8iNZQwa16MmhygjPYP01Ez8g3w5vfcyBekVBHX3\nJCDYt974Wq2W9b/uJC9JRfNObvQY1h7B4Hd5Tg8RSiUIDTth1kbhVYIuWoeSTDIIx8LqBtCn5vi2\nRadwuDgZKTJMtNYUbKgi+plYWgT5NzzoXyBiyyaq5nyGS14eu1q2otuyNVjb2f3lcZUF+XgLdw2O\n5IBGAu1qla3plp3F+tMn6Tp/PsuzcrBPSeKGvQOG6emEVJeyWQm8CFim30L51Rx+jbxCx4hwxuXn\nUQmsuHoZ+1rliszQl6q58yhUDBjew0kYwKSyss5rM5UKlUqFkZHRvS9KXff3wkSj0YdV10Kj0ZCk\nVFKBPgwX9KG45XExMOz+O6ZhmzdQduEcKjsHMDHBoKQIt34D8W3fEdemXjjsPUxWVibBtnZ1QsYt\nrKwZsnwt+z+eSftVy1E8NZrDfQcw7LcVDebVhTzzLEsP7WfiqRNogPX9BjBixN0dWsPKug+unkol\nQ8+fZfW7b+B19EydY4IgELZ/L8qsTFoPGY65lRXR4RdRWFjg0+LvMZIL6Nkbevau8559rQUUR9dG\ndNl5gFOnTmDbyI2+gUG/H0JE5D9Dl66d6dK1M2eXzMcwRb/I5U1/ikjjOJ8TyAQEdNziLN2V8zHE\nlEssran9K0GCLT4ICEiqY0fkmBLNZgwwRk0FlQUxpCQ6Y3wrEDucSWA3xbpMjqyJYsCELnWiVkI/\n9mfRtIWQ0oRKCnGnC5Zxbhxeu5mn3xzwl6+3dYdAWnf4y8OIiIiIiNwHUfg+Bv737RDWOG6lPN0Q\nl+Yw9tWBABQXFfP1mCM4Xp2IFhVzD6xi5sqxbFx4lJMfGqIo8uNnqyUElLyIQmfPjuXnKPn2Mp37\n3jXYUalUvNLzO9wSnsEGLyLWppGVfJgWkwxI+u46FhXe5DXZz4QXG87xPX8kkgNz0tEUmmDRKp9X\nFw6+p3PtHV74pg9zS7+h4owPvqqhFJ+LZdPCI4z5n/4hXlBLkXL3AcJAY0G5Muuv3sZ7otVqKZ0/\nhzHp+tqlbS+cY83cWfT/+vu/PHaLjp3Z2qoNL165hBTYLJcjNA9gQ9h55Ojr9sqA7IQ43LzfZPDu\ng6hUKtobGnJx4zqWzZuNPPM2Gq2WO0HEZoBteBidCgoAvbFRwKkTRAS3Q0hOQgJ0Bb5o4sWoW2lI\nBIFzw0IZPnpc/QkCmYFB3Dx1AncgHUh0cWVAA6JXqVSSfimcfcBA9PV6IwYMJrRWTdrUmGjiXnuJ\noJhoFgFeQBVgKZdj+gABeGbFUgI/nknTykoqgXXoXayXLF9CWOgoQj+djZm5BW5u7vfsf/3ieTou\n+w3v6jxg77272L38N3o+99I92xsZGTF03RYO792FVC5nxIDBdR5ci7r3oiAlGRtB4AbUhKK7pKdT\nWlqCg8PdUOs977zBwDV6I6tff11IhlKJf24OpjIZ8ZOmMGTeN/e99r8LMzMzOj6mPF4RkceBQyNr\nslOu41gda5NOGIP4kUT2U0ER3gysEbtGmKNDW/N9oySLYm5ihQcqyskgnD7MxajaP/1q1Td4erlT\n2fgyN1PP4s9IDDCi6kpP3hv1I81be+Hf1YV23QPxDWjK6C/zODmuCVY0AUCLBlkDa4oiIiIiIk8e\novB9DBgZGTH1k/oPr7uXn8Px6iSkSJFigtGhkZw6dIGT31bgWDQCLWqsi1qjQL8LZJvbiUubt9C5\nrz60NzUljfCD8RgmtMYGLwAsdR7EbjvLnPMDuBYSQ1rCPsb1bImD4713QLVaLXs/Scflhl5YaTPU\nrHXbwrTPGn7YNjc3x87EHSOVPk/Zurw5UavjGP2yfse4x/gAlu7ZgVPScLSoqeq2h1bt7p8rWVVV\nRVmZEmtrm3vuOut0OsrLy+rUYVWpVOz94F1cq0Uv6HNEjUofTRkXIyMjBmzZybqF30NZORpnF16e\n+wV3LI62o89/db8UXtPnjrFTu7ETYOwEiooKOT5pAlw4W9Om2Ni4Tj5rkYmCLvO+YeWczzHLvE2p\nty/T5nxFVuZtBJ2OEU29GtyJf37zTpZOeRqD69eocnRi/LLVDV7P+cU/83Z0FOnoa/UWAvkSSZ2x\n4+d+wcTIqwCcBBIUChy8vMgfOIze93EsBtAcP0rT6h1oY8AOWA+8XFZG5uqVLDp2lODPZtO1gTzb\notu3aVstekEvVLVFRfc9p6GhIV1G3Pt3a/CX8znm40PSti0EX7zAnb3Vm17eBNTKL87KyqTZ5vU4\nabVUAqqUZGah//85q9UiX7WcuAmT8Av6aznygiCg0+kemAstIvL/mZa9PDh7Oo2bnEaBPY3ogCEK\nGtOd62xAy93PCG8GcILPsaUpVZRiihPn+R5r9Lu0bnSsEb0AdqoAZDIZQ792YPkzCRiU6VWsEWYU\nnnUg/KyE5JWgnH+BniM60KlHO86FbqJ0uyEGgiklXTYzberwenMWEREREXkyEYXvE45Op0Oo0Ocp\nSpCiQ1O3gUxLbOQN1k9PwjC+NcnmWSiqV6PvoEYf4hnYxp/ANvcPLy4tLUGac7cUiQw5lTn3duWt\njaCrK8QE7d28Wo8mjZi2TsLJzZsxMBF47rkR9zXmOrDuHKcXlCMrtsOgzWHeXDakTj7n1b27yJ/9\nGbb5+aQEtaT3kpWYW1hy6MN3eWblUtajd+w1AOJNFBh3f0TJzICZuQX93vsIgCOzPqFprfDZEPTG\nVRkyA5Ju3KCouBL36pI/d7Cysqbl7LmsmjGdJinJpLg3xueDj1kxfy69r1ziprk55S/+D3fPJrj/\ntqJOX8+HcBGWSCRMW7H24S5GpUIGeFT/ywYu7tzG+b796Vidd2pc7SIMehfqPDd3hkVGPlRN2Mrf\n1c3MA54GEoE0YHZGOinTnuGXdj8zZeueeuHYLXv3Y2tgEJOuRSIB9rm54zPkzz9kSiQSuj37PF0n\nT+Pg7M/YcimccisrWn74WR2xr9PpkFbX7I0GRnF3UaIzsE6rRVZ8bwGel53FhbdewyI1hRIPT9rP\n/xZ75/qO7WeW/IL6t0UYqdTk9+7H4K+++dcavomI/J2Meqk3Jfl7CN9RRNNbEzCujpcpIAkF9pSR\nTR4JmOPCFZbhw0AcCCSeXRSTSiM6UEUhwbxANJtrav0CFBsnYGranuK8cip1xXXOa4g5zRjBmZJ5\nmG13p+cI/WfIW4vGEDY+gopyFZ17jWzQtV5ERERE5MlDFL5PEEOe7cTX+1fieHUSGqqo6ruV7v3H\nknBqD5XLSzDCgkqjHHK5jHVVc/KbHGDcS97sXRCPU/x4AKSlY4g32E6S5jAuBJNhcI5+b7g+4Mx3\nsbS0QtIsEeFCCBIklBncxqvNg92j242353j4BWzzOqA0vEXTEVVUVlayf+NppFIYMLYbE9/p/8Bx\nysvLOT2/EtcM/S6g7ngn1n21ieeqd5x1Oh35sz9nXOIN/esTx1gz+3MGzFuAeVwcRsBYYCeQbmmJ\n15yv6Th67ENf/x/B3N+fW4aGuFXvSkYCRZZWJEkk+Pv7g4EBu8aMZ8j878jLzSUt+hqega3wDAjC\n49BJCgoK8LK2RiaTUdmlGzeuRWLj7Ez3BkJ/HzUBEyayfO0qpmRnoQb2AhO1WjYnJ9W0qerYmdzz\nZ7HX6SgDito9OAlNEAQqKipo+c4HrEi8QauoSOIUCtLKytBqtRwCGgMHgb5A64thbJvyFOPWbq4j\n/szMzGi3djNrf/oemVZDk3FP4eHX7C9ft1QqZcBHnzV43NnZhR3DRuCzaT22gkAqcOcvqAqIdvNo\n0EU5bOZbTD64Xy+U4+NYbiBj8Ip1ddqkJSXiNPcLOpboFxUKVi3jeEAgIQ8wqqqsrCTy5HEU1ta0\naNteFMoi/y+QSCRM/WgIUz7Q8f2Mrdw6bE9BXhFl5KBFTSBPUUQal1iMAjtyicMQMwIYyxVWkkMk\nvZgNQDAvcI4F2OGLFhUGSjsSExM4/nkFjSsGEMV6DDGjihLc6YoUGR50JTryIDCsZj4durWtmd/V\n87EcX5yKoJHSapQVPYY9HqM8EREREZEHIwrfJwhLS0ve2dqPgxu3Y2QiY8DYMchkMj5cMoFfmuyg\nNFPL1JBmmNloSYnfz7juQTg42rGnIqVmDCs8sHE1xb17Krl5YTz/Tn/8mtU3wAI4d/gKERtzwEBL\n7xe98W/pjUQi4eXFPdg4ex3aImMad5AyfGqvB869S/82WDsmEHlqM82aWtK+Zw/mjt2F3YVnENAx\nd9dKZq578Op4aWkJBgV3d5ylyNAU3RXeFRUV2BTm1zoOxoX6/FilkxMCegOmkcCqlq1p9zeJXoD2\nI8eyOSoKjh5EITeioH0HTGxseXX+l5gBaDQ4rV3FRhtbfDasoU1WFuGN3Mhc8AMtevTCrpbhlrGx\nMQHt/tkHJid3DzxXrOHrsSPxKSlmAnDNyppGnbvWtOnz9kxOWlmjvX4NrUdjBr3+1n3HjDywj9wv\nPsE6P5+bgUF0W7eZUqWSdrZ2NM66zSfjRjLxZhqB6E26NgA2gN/FCxQVFWL9O9MuO0cn+v3DNWEl\nEgnDf1jEsc5dqcrPozwrE+X6tViXl3HAozHP7Dva4O+xeUY6teWoRUZ6vTa3E+LpWnJ3J91GEFDX\nCs+/F8rSEo6MH0XoxQsUGhiwe8JEhj6CvHURkX8LUqmUGd+P5npUNFv7eGKv0+f8JnGEW5yjD18h\nRUoC+7jJGSxwQ0sVJtz9TJFhgAttKOU2xlihLM8kJjoOw6zWSJEjw4gcovFjBFboFyDLycdB2vye\nczp99AJbJhfjWzUGgMOHz5Ecv4Wp7+jTLQoLCrlw7CqNPB0JaOPP9UsJXDmajI2bMQPHdRMXr0RE\nRET+YUTh+4Rhbm7OqGn96rwnlUoZ/UKfOu81b3m3zl/jHlKSL6RiXtWYSkkh3r2MeHmufsc0PfU2\n30zbhbbIBPtgFc+8OxCJREJURDxHX5Njm6f/gt5wZSev7LbB3sEWRyd7Xv3xj9cVbt7Kh+atfADY\nvPgAdhcmI6v+FbM6NZGDWw8wZHzv+w2Bvb0DktYn0Z0NRoqUIkUMHXpY1Rw3NTUlJaAluhNHALBQ\newAAIABJREFUkQI3DQ2Rd+wMQIdZc1leWop1UiIljRoR8MW8P3wNf4RDcz6nxerlWFVUcLZHL8Z8\nOpuf+/WgdoCvg1ZL/o6t9MvSm3kNSr/F+oV64fsk0LxNO6SrN5Dxy0J26bSYhY6hbfX9hOrw4Ofv\nbSb1ewRBIO+LTxhfXW9Yd/woa776kgHzFgBg5uVDsF8zAm+mAWCJPve3BDA0NcPERHHvgR+CyspK\nTv+6EElFBX6jxtLIq2HztodBIpEQMu6pmteFb7xDRUUFLzq73PdhtbiJF7orl5ECuurXv8e/YyeO\ne3kTWh21cNnKGqcu3e47n3OLfmLqxQtIAVuNBtX6NcRPnobv3+QwLSLypNLM3w9pj41ojvpggCG5\nxNKeV5BWV/D2YSBHeZ9oNmGKA0XGsaRUHsWTXqgoI4Vj9OBzZBigQ8f1bUso9T1BVawr/oQCcF2y\njnwhAQlggg0GtjfuOZeV758isOrDmteNdJ04s+g8I58vpCC7hBVTY7FNGMwl42R2D1yO9nRbbHNH\nkyPNI/XqDv437+HriIuIiIiI/HVE4fsfoONAfy4f3EFmjgzn9jpmfKkPmRQEgSXTz+NwcTIABacL\n2Kg4wrhX+3DpSCK2eXedgW1T+hF+4iADx9TPhxUEgX0bTlCSV0nXIUE0alw/Z7F+J2pKSOiRIGiF\neza9cPwyabE5BHZpSrNAb2Ys78+GeRvRlBrSvqcFPYfXDa/ts2QFq2d/hklhIQYdO9F1yjT9NTg6\nMmT9lgfP7RGQnBCP/y8/0aravMn38EHWfPMVbVOT2Q0MAQRgiZU1noq6gk6uqqw33j9Nzu0MIjes\nQ2JkSJepL9Bs5boHd3oAFRUVWOfX3Y0vOHKQ8vJZNaWK1MZ13cELAQ8bW0qmv4ZxrZq7fwSNRsOe\np8cw7dQJ5MDO7VvQrdqAu6/fA/s+LNbWNlhbP7hdj/nfslIuxzw1BaWHBz3mzK/XxtLKGtdflrJu\n4Q/IVSpMh42gbcj9ha9UpaJ2NWoLtZrbykdj2iYi8m9CJpPxzoqRbP1lJ3EX05EfN6JMk40J+j9Q\nDSoUONCGaQgIFGriMMaWs9Uhzo60qFmQlSIlP9IItWcSvrxYc44WwgQO8haN6ICK28grSvS5/9U1\n4YsKi1j85mHUaXbkEoMzrQAoJh3jMlduZ2Rx/LdknBL037E2lc1J2BuPZ1VLCkgmVxeNdmcVqlkq\nMUdYRERE5B9EFL7/csrLy1k89RJuUa8DUJAfQcSI67TtFoBSWYrmhltNW2PBhtwogbKyMs7tisaT\ndPJJwABjFAoFjX3r5wILgsC3r2xBsjkUI8GK2b/8gIuvJWZWJnR/zoNWHeubZUWcvk7GjUJOyt6j\njfZlMgijjCy0UfW/4JfN3Uv05z5YVHRji90FQr4Kp9vgtkyd1Z+KinLMa7nt3sHcwpKBj6mczB2K\nc7IIrFUz1wiQV5RjrDClWXk5O9ALX3r3Q964MRk3EnBVq0kxNkbXd+A/Pt8r+/ZQcO40OLngP3Q4\nMU+NZnx8HBpgyfGjDFu/tY7hmEajabBebkMoFArSAoJqduMzAN9bNzn2/tsM/m4hAD6vv8mmuFg6\nJ8QRZ2sHz7+E68QpBP2FOsvRERcZXC16AYalJLNu03rc75PH+3dhZmbO4B8WPbBdk8CWNPl12UOP\n6zt2Ajt272B4SjJqYHe3HgwPbvcXZioi8u/FyMiICa/1R6vV8lbfxSREHUBNOUZYEcVanKqFaDl5\nuGo74ExLdGiQY0I21+rU9s0tTcP53ECUZGJRnc1fTh6mOGCJG41oT1bmOQoKCrCxsWHhO9uJ2JxD\n24q3MGYdZeQSwzYkSMglFh//Jng2acxxbVqdORvoTEjjDIaY4s0gMgrPc2RzGAOf6sp/hVuJN4g9\nfhTn5s0J6PTfuS4REZH/DqLw/ZcTGxmPIurubpFNUTBRxzfTtlsAZmbmSJyz9dtqVK+Eu6rYuvAk\nvolvcYlfCOYlVJSS6PwzzQLfrTd+VlYmxbtb4ChYkUM01rntsc3V56LuiNyP484sXBo51bQ/tv0C\n59+1xbroeTqRxzkW0Ad9jmbxyjT2tDjF4IkhNe2vrlZjW6EPS7XN60D42s1o1GEcm1uEtNAGw9bJ\nzFgyCLPfOQTX5urFaOIibuLb2o1WHVr8+Zv5B2gW3J69bdry7KVwJMBRZxd8R44hycycooXf072i\ngn3NW9DlvQ9wcvfgfGNPTsXFYBHYkh7DR/7h86nValITb2Bpa4eDg8Mf6nthwzqazHyLvmVKlMC8\nLRv5PD4OCSAHRp86QdiJY7Tr04+EsAskf/gOVpmZ5Pg1o/PC37B1dHzoc/X6bTlftQ3Ev6gIY2AA\nsDXlrlmWZ4tA7A8cJfZ6FM5NvAj8g9dyL0zMLSiRy0GtBkALCA3ULr6DIAhcPHSAqtIS2g4aet86\n1U8Cbt4+SNdtYf2WjQgmCgY//9IfXpgQEfmvERMVh23USNREksEltFRhiw9K42SyjE5SaXULocgU\nisGFNpxjAaY4co4FWOBKoTwO94oQGtON62zCDEeQasnXJdGZt8kjjhSOY+yWhbW1PzuWHUO9ajhW\nnEaKFG8GkMxRKuXZyJ1LaNeyMcPeao6JiQkdxrqx98RJ7LK7USUpwqxXPJknFHhVPg+Am9CZy2s2\nM/CpB1xkLSJOXefU0nTQQptxtnQb3PbBnf4hrp84hvDay0zIvE2swpTjb75Dj1dmPO5piYiIiNRB\nfHL6l+Pk5kCFZTIWxfqVahXl2FRvnkkkEkZ96c3OL9ahKVBg1aqQ0TP68PmkZWSQRBfeRYoMYyxo\nmvQiX85YzPvfvVBnfKlUiiDVUEgKMWylOx/XHLO71YfwEzsZ9vRd4Ru5oxjrIn0+sil2uNAGHTqk\nSLHUeXDrUjhMrHWCWtHQOURzOy2K7E/88czSh4jpjnVj3bxNPD/r3nWE9689w+VPnbEuHsN+i0gy\nPj7F4Ekh92z7KDE2NiZk7WbWfL8AQ1UVjUJH0ySoFU2CWnFj4BCuFefQMahdTZ3hjmPG/+lzFRUU\ncPKZ8XS9eIEMSytiX3+Lbi+/8tD9qw7to3mZEgAzQHErDR1wp3psmUSCoUIv/JI//aCmbq+Qk82q\nzz9i4MLFD30uC0srnILbM/TIQf0YQImrW502ZmbmBDXgivxn8Gnegt0TJiFftwobtZqt7TvS9z73\nRxAEtr80jWHbt2AhCKxrt4ReG7Zhb2/eYJ8nAdemXri++8HjnoaIyBODsYkhWnkZBepEWjIZMxwQ\nELgo+ZoZFxtjZhbAziWnifzmBIbFrlgY2hOguvsFFGE+B12xDoAWjKGMPC4rvqOr8gsA7GlGstFe\n3pjbDZlMRlG6BkPMKSSVcgpQYIs/I8no+A0zfh6Hg4MDlZWVfDt9K6XRlqjcclENjKVJc2eGPD2F\n2YP3Q0StC9A9fA3vW6kZ7HlNiUOGvtTc6UsXsXWOp0Wbe5tX/tPkLF/C2MzbAPiXlxGzbg2IwldE\nROQJQxS+/3JcG7kS9FYCEb9uR1ZhhkVIGqNevLujGNTRj6C9+lxHlUrFnPFbaXx+Jir2IqmVNSjH\nlMStNiS9nExTn7t1gB0dnXAcfZ7IFTdoTHdKuI0F+hzfErMYmvjXFTXlVSXU3mtTUVoTUqamEmVF\nXZfb4CnGXP0kjoKyTIwwxzvxVfKIqTkuRYa6sOEcqCvry7AubgmAVUkQkRtuMHjSw9y5v46VjQ39\nP9OXybi8ZyfHpr9IlamC9m/NxLdHp4eqdfswXFgwj6lh55EAvkWF7F/4PaUTn7lnGPi9qDKqu5vp\nYu/AkmYtmHDxPKUSCftHjia0OizNNC+3pp0EUOTlNTiuTqfjwKcfYnYpnHJra5p98CkezfwJ/uob\nVrz7JuYZ6ZQ09SJkzld/+Jr/KEPmf0v0uKdILCpkUJeQejWBa3Pt/Fn6b9+Ck6DPOX/2YhgbFi/C\n88tZf/s8RUREHh3evt7YTtiG0UozzNBHj0iQYCfxQaEwRS6XM+qlnnQNzSY/p4CrRxUkfx+FZVkz\nEqX7cCsYShGp3OQM5jRC1e4YFrfMiFPuwhYf7PHDROVEVnoeQUCjQAXrZYtorA0hjVPkyK5gYiPF\n81woP3XKwGvaJcqL1Rhsegq76uSLfPlqhs3Te2e0GmfOtYTrWJW0oMQ0nmah9xa+VVVVHNp6GolU\nwtMvDgIg/MR17DJCa9rY5Lcj6syWJ0b4SoS6Hh4SdAiCIDpXi4iIPFGIwvc/QOgLPRjyrBqVSoWp\nacN1Vi8cv4TZ6VHIkONGJ6LZTHNGo0NDHDvwrhpARmpUHeEL8PK84cw8swP3xBBi2KYvMWRYRM+3\nLAlofdedWKVSkZ1WQg678SCEXGKqd4q3IMOIKoqRxZSSl5uPnb0tZWVlJEXkU2RbQI4mA9+qMSiw\npYBk3OmKBAnFxom06mLa8MX//jv1MXzHRh46gOPr/6NfSQkCsOx6FE3Onn5k4xtWlNe5LBulkrKy\nsocWvs3eeJt1cdF0ir7ODTt7bF55g5YjR3Pk4D6Mzc0J7dG75uGkoEUA2rRUZEARoGrdusFxj347\nnxG//MSdWazMzcX9wDEcG7kxaO2mP3Wtf4XmbYIfqp26qhKTWg9pEgCN+u+ZlIiIyN/K/74awefZ\ny9Ad0NU4O5t4lNUxjXJ0dMTR0RETI1PSbhzmwpVF+Ca+joYK1JSjJItMn02Mn9SfE2964EZPbnOZ\n83yHl9Cfi4f20XdUZ5LDiwnW/g+ASoqRSCU45PYCDHAo6UzSz5cxDE7Amrt+CZU3zWsE4OBJITh5\nRhF/aTOtAx3p0LO+mWRlZSVfTtiOzZlJCOh4b89q3lw+HK8WbsSaRWOt1Du5K41u0szL8m+8s38M\n6wlPc+7SRTrl5pJqZERV6BhR9IqIiDxxiML3P4JcLq9jTnQvDE3kaCXlINhghgMedOWYwUxcNZ0I\nYDz5/jtp3al+mLBEIqFJLxlliUr8CUVFOdKxmxj1ct2SPBkZ6dil9kaBC5lcwRJ3rI1caF41GgGB\nMnLIiY9m0cvH+WjzKJZ/dBg2TMADGR5AFOuxwoNmjOCKwzxadvGmZYiC/uO6NHhNrZ8y41LCZawL\nW1NodYXWE+4jkv8m8o8eond1XVYJ0PFSOClJSVjb1jcL+zPYDRpC2N7dtC8sQA1c6dyFUEenB/a7\ng5u3D7Z7j5CSEEejRu419YO7DAut17b3T4tZ4/ARiuxs1C0C6P3GOw2Oa5AQT23p3SglmdLSEiws\nnpyHsXsR1KUbW7v3ZOqJY8iBjX7+BD09+XFPS0RE5E8gkUh4Y+EYfn11DYWXrZDZljHsE896ois1\n8RY/jr+Aw60xdMSJCBahwJ4W6GvwqhMq2TXrN1pU6dMkXGlDEckI6IjZqeGV7C+gyhhPiklgD03p\nQ4k6HQMMkSDlKivxrOxBkfQA5lRhUB37dDs3lVmDdzFmTnP8grwI7hpAcNf6ZcgEQWDH8uOE7U2A\nM52Ro3e51x0axccTF+Ig96GwxQ2UOVHIMMZ7uJoeg/55o8SGaNl/EEnOLqw7dQIbHz/69BvwuKck\nIiIiUo8nWvjqdDo+/fRTEhISkMvlzJ49G3d398c9rX8t7bu24dTwjSh3DEYumFHWYQ+vvNiT0ytv\nEZvwE/amVhzZdInhz3av13fCuz2Zk/gj6hxzfEIsmPLBsDrHs7NyuH7xBtlW+TTPfwFPuqOiDNc+\nZUSfXIqs1B4dapoRSkbcHjQaDZUZChTcDfWSSQxAgEqrVEbODGLAUw0L3jv0H9cZV+9YYsI30TnY\ng6DgB/d51KitrVFDzRp/uo0tbezt0ekezfiBvfpy/ddlbDy0H7WFJYNef+sPr6QrFAqat2x49/YO\npqamD+2YrW7sSQVwJ5D6trs7AQ+5C/04kcvlDFm9ka3Lf0OoqKDl+Kexd3J+3NMSERH5k5ibmzNv\nzyQyMwvvafqm0+n46tkt2NwaTAm3SOMUnvQmjRPEsQsdGhxoQUVO3dBjNWUoycISV1wvTMAUB66w\nDFt8KCUTV9phi75WtxWNOcVsOlh5IZu8iZhdVWgLzPBVjcEi3IXNH63ho136tlqtls0/H6U0HTzb\nm9N1UGt+emcrkg2jcReGkUssKRzHkx4ksIdmx15HjgkeqNGMWcuMn4bc935EXojjyuFUFLYSQp/v\n9Y8Z4TUNakXToFb/yLlERERE/gxPtPA9cuQIarWaDRs2EBkZydy5c/n5558f97T+tUgkEt7+ZSyn\nR4VRUVZFt/7Dqago59gnlQRmTIUMiIu+wSmncEIG3nWLrKys5OPQNaiu+iFHQZrRTWJiYjE3M6Wx\npycRp66zZ0YxVun9MCGc08zDxtiVpkOr+Oj7qfwycw/CikFIkJLIAZRVSaz6UonCU43muH5lXEDA\nrFUONkM30SnYnZbtupCdlceyN05RmWKJkVsJE79qj9s9aggHtGlGQJtm/+StrEO3199m6fXr+F84\nS4GZObw6A1tb20eW4wvQontP6F4/LO5x0vPtmazPz8PycgQV1rZ4f/jJvya0zcjIiN4vTn/c0xAR\nEXmENCTw9qw7gVfcaxijj0YpI4drrMaPYbii/66LYRsqoZwsg0s4adqQSyymOGFFY0ywwpJGAATz\nAhEsxh4/rGh899wYIcOI3Kx85i2ZxlfJhzA+NYRcYtChRp1ztzLBjzO2w4YxGGLKxTWJrHtvGSbF\nHjQXbAC9qVY+CWjRIDFTkqI8hoAODVVYX7t/3d+wY5Ecmi7DNm80RZTzzdV1vLN47J+9pSIiIiL/\nKZ5o4Xv58mW6dtWb7gQFBXH9+vXHPKN/PxKJhJA+d/OAL52PxDytIwA6tJiUu5EUcZWQWhFUy7/d\ngnC1Of4MREkuYRGn2Na3IxIDLZajtqLKMsUxXR8u1oSeVFKET+VgHJvtRCaT8czHvfgpeyXxZ3Px\nL5mCadEAlD9WURW6CruXd5J12QBDhzJmzBqAo7N9zXnXfHAGiyOTsEQCSTB/wjf8cO45lEolKz89\nSlW2CXYtNDz9dn+k0rtGXf80xsbGhK7eQFFRIZ4mCoyNjR/bXP4JcjMzOfDxZxiqVHiPHIvf198/\n7imJPACVSsXOl6ZhEx5GpZUVju98QGDf/o97WiIi/wjKfFWN6E3lFDZ4IyDUiF4AD0IwxQFN+9NY\n90gmen8kTS69SRk5SGvl7EqQUEgyzRhBArsJ5GkkSLjBAYJ4mpLEKPLz8zH2KuTaqdU0oTdKskkp\nOkt+XitsbK3JO2eNC/q0HCu1F2ZFfuio6zMg90/Bafx2Yldn0ShhJAps0aHlfOanbFliQKuufjT1\n9ax3rZe2Z2GbNwoAQxTkH/eiqKgQKyvrR35fRURERP5tPNHCV6lU1qnfKpPJ0Ol0j1Xk/NfwataY\nQ/bXyMoVUKFEhiHSC4lotVpkMn3Y182wSrzRK+FMLtGFmRjpzEAFZRscKfTbS+0qu1JkGGCIukL/\n2szMjPdWjmb+6EOYntQ7bxpgRN5Ve75KGk5ubimVlZWs+PwQpalybhZG4WwQRGp0MU5E4UQgALpE\nd45uP0/EzgxM9z2DMVLyDhazUrOfKR8MeuC1FhUWcWD9eeTGMoY83b2O+clfRSKRYG1t88jGe1Ip\nLy/nzKihPB0RgQQ4cXA/iSvW4tXmyaknKVKfvZ99xsStm/RZhzfT2PTxTFTdez7SvwERkSeVLkMD\nWLp2N46pQ6ikiMaEkMlloliPAca40o5CUtA6pTLunY5Y2ZqRHaPmZtlqCnTJaJQGWN/+DENMiWc3\nDgQQzs8YY8VJZuNEIA60wAoPpAUGpN5IwsRIQUvGIUWKFR5oCiqYHbqLj3YMQ2paVWd+aiowx5kU\nTmCHL2Xe53juhxD8Ar1JPaZDkWAL6L9brYsDyXp/JGsdz9FjXgRdB/7O1M+wroDWGSsxNLx/XXMR\nERGR/y880QrSzMyMsrKymtei6H30ODo50uz1bAxkMpoxHB8G4hbxCtsWH61p4+blWPOzFhVGtWSu\nsc4OhX8+Rab6EkTFpCMgkNV0O91HBdY5l8yysu5rq/Kanxe9tRf1kjHkHXHG6dKzWIWNoqVyOsXc\npIIidOjQoOLiwTgyThrVuHcaY0n+tfubegEU5Bfw9ajj5H86moz3BjNv0hY0Gs0fuFMiALEXz9On\nWvQCdM/OIuznHx7rnEQejCwjo06ZMfesLAoLCx7bfERE/klObomiSHWbSxYLKLILR0k2BhgTwHia\nMYIkg/1IBxzltV3B+AR6sPz5KAy3TcAr7lV8MqfR8v/Yu8/AKKq1geP/2d303kMaCSQkISG00HuT\nXqUjCNgFe0Gv+nq5FrwX61XxWlCK1CC9SCf0EjoJAdJ778n2nffDchNzIURQROL5fXJ2ds6cMxuZ\nffaceZ7BvqSyj0Q204yOhDEKd8IIpC8W2OBBOK6YqyHk2h8gODwIdJa19ykAW9xxSRzKzlXH6feC\nOzk+WynkMqf5Fj016KnGytIS2znreOXnroRFhQDg6A8ydVnoTZizV7vn9+TYkhvLzY15Ppq8Niuo\nIp8Cu5O0eUyHra3tXb7CgiAI94c/9Yxvhw4d2L9/P0OHDuXcuXOEhjZer87Dw+EP6Nkf726Oq0O3\nENKNfhjQks5BFKjwKlfg6mrLhmV7sPHRcNJqCRHa6Tjix3mW0ZYZyMgUt43hvW+e4Nyxa5zbF0Np\naga9WgUzbHZHgkLq1/h94qM+fFK4An1CcyS/HKYvjKwdW02iMy5YoKaU5vSqPaYZHTjHDzjgg4PS\njYp9LhiqK2r3y8jY+xkavT4bvt5Hs4vTkZBQYYXNvvFcOHmRwaNvzGL9e2mKf4stW4eQY2ODp9o8\nna8B7HfuIH7bT/SdOfOe9u3XkmWZsrIynJycbvghrSl+ZgA2XbqQs3IlPnrzbFBSm0imhLeoXdVx\nP2uqn9nd0pSv183Gtm/bcXI/70SoJhCAPOvjXPD8mG4FH9S+p61hNsFDt9OhUxgnj57FJqFH7T7n\nykgsVRdRt7DALcX8eECBy2H0dpfJLSjDKJVQpL1KIZcxosO6xo3SgmIGPRzGt+t241s+CCN6sjhB\nBJPITs+nOsUadcB5tDkORDEdC6zJVh2jwz8yeGLeM/X6/8TCgfwz50eqLnqSX55GM0332n0WKosb\nxuzh4cCHx3yIO3oRv0AvWoZ0/s3X9W75q/0tNgVNdVzQdMfWVMd1p/7Uge+gQYM4cuQIkydPBmDB\nggWNHvN7JhT6s/DwcLir4/IN8qc8bBdJiUYimIgRHWcOf8vLY7/FZstULHGg0u1NzmuX4kYYzgRz\njE+wC9Ayf/lE9AYFEZ1Ciehk/mHi59VH+HrOCSTLIwx+JoTwdsGkpaZSVlxJQHcL9D2vMGXOCKys\nrCgqKsJotEBvZ559ssSOKvKwx1yuJ5czWDqY8AuxpMwuDv9Db2BNIhdZjQU2VHmfp6OtL/P6/4TS\ntYaJb3TG1+/GBFg1ai0yMtL1uUoTeqprtHftut7tz+xecfYMIP7ll8l/913cZZkLwMM6HRvXrKNw\n+IMNHpeXkc6Fr79EaTLRcvosAltH/HGd/oXctDROz3mMoKuJ5Pj44b9gIWHdzZnAm+pnBjDwySeJ\nyStGOnoIjaMjUa+9RUlJTeMH/sk11c/sbn5RaYrXCxr+W4g/lYG9pi6vhZemC/KQXWg2lWEjm597\n1UolJF1L5T//XEdotB9q12s4lZh/uNVSiYefJV2+cGfvN2vAqGTQJA96PPAyBoOBlR/toeqjukdt\nakzFZKSdofegrkxYXs1Xz/0DUoNQYkmc6lOCl4xAjT1q1Gi5RhW5RDARZ0Mw167GcnDvac7HppN3\nVsbKQ8OL/x7NvJVj0Gq1bPy2mtSFNqCGEufTdB5rQ3p6/k1ndFu3M/8b+2f9vJvq/7vQdMfWVMcF\nTXdsTXVccOf3SUmWZbnxt90/muIH/Ef84X71zmoMn89Cef23kBpKSOZn2jAVMM+sxtq+gqLGFQts\nscMTv8FlvLl8er12ju87x77HXHCuNM/mZgfFoAzIp+ZQKBq5lNbyRAzoOOb2Jt42IThWtEZukUzg\nSDXH3rHEBjfSiaU5vTFhwBYPQp7K4rH5I/nxyw3kzx+FDc4AFJJIRtByWqe+jIYyrrINI1rslR64\ntK1i7tcD8W1uLlNTWVnJvybtwCNuOgY0aIav5rXFk+7a0vmm8I+NRqPh+Kb1KC0s6D56XO3soLu7\nPYuDWzEkJQlfzLWLV4x5kAe++eGm7ZSVlBA3ZhhTEs3L4TcHtqD5mvX4BLX4g0ZSZ8ejM5ixeWPt\n9o+dOjN42x6gaXxmDWmqY2vK47pbmuL1gob/Fq5cTGLN1Grc880/cBV5H+ChGDc2/PsklZs6AjL5\nLTbTPGUG9rrmFLbYSsCYUlI22oLaCvc+xTz7ydgGV0dkpGbzzaR4fNIexISRg/av0ToqnBptKT1n\nBDFi0gCWfL6G3IW9yNddI5SRXGQVUdfvrRoqSCcWtbKQMON4LlutIFQ3HlvZAxNGdKNW8uJ3Y1Cr\n1ZSWlpASn0NmYgmShY74VRJygTuW4Zk8/XV/3D3c7tr1/b011f93oemOramOC5ru2JrquODO75N/\n6hlf4Y/j5OhE6S9q6qqwwkT9Z2AdHVzpUPO32u0i7Xc3tJN4NB/nyrqlyiWpBsJTH+ca2/GjJ3rU\nWGCDQ3EkIcwwv+lcD3Jdl+Dl5YV3/mAC6Ekc/8HKTkGFy3FCFR24cvkaBrXEKctPCdD1w4gODRXI\nBiU2uHCN7djiThsmgxE4Az+8+j1vrpkAmOs8vhYznN3rt2Bta8mgMRNvGfSq1WounknA09edwMDm\nd3JJ72tqtZrtkx/k4WOH0QOLvv0PM7fuQqlUIkkSXs+8wJV334biIo6GhdPqhVcabOvMtk1MuB70\nAoxKS2Hl5o34PPfiHzCS+mzKyupt25aI51wFoSkLbRPMwI/PcvzHGCQJBj/cjBahgby1wJ6PAAAg\nAElEQVT4RXPSXk5Dq9WweHg7HHXmDMleKaPQ5K7h3WODMRqNN5RISkpIZdPCS5iqrPDvLTH5mUEo\nWv7M5bSNVJGHV1U3Co+a8GUA+0/Hc2L3Z0R0CsZZF0YuCdRQjBN1jwFZ40iJdTytNQ9hjSM2Wl9s\nMVc3UKCk7KwLsVvj2D2/DFV+AKbWGTzxdXe+mX2aZpenACAflln5zgqe/ffoP+iqCoIg3J9E4CsA\n4N3Ckb0Wi+igfxoTRtLCvqZ5iDWaLWVY4khBxGp8TCHU5JegpwZHfFFW3JjF2D3QmiuKImxM7gDo\nrYrRaisoJRkHfMghDlvcUVE/y6SyxpEB71oS+1kMqenJdKh8lJTq3bSpnof2S4mPF39LC81IHDFR\nSAK2eKCnGmW1IzpqkDFhSf1ff0oS6we2dnZ2jJn+QKPXIj+vkC+mH8L+/AOo7TIJfXY3U14YdLuX\n9L52ZOliHj12GBVgAzx9+hQfPjSRZ1b9BEDXadPJHziIxNQUOkVG1cu+/r8cvH3IU6nwu55MrByw\ndLs3MxO6Tl0oPhSLmyyjBUrad7wn/RAE4Y/TfVB7uv/PP+GSJBEUFMR/3v4JY2Wz+vtkBZIk3RD0\n6nQ6ls29hPcl82xtxtEstrkcRHvNnXDGkMhmTOiJwFxOyA4vDm89Se6uYkzWHxOqmcQVNmHCWJvL\nQkc1JosanDTmOsEGNPUey7H0rGHvh1X4pE+mklwKzpSy+I2dGIrrgmcJCUOpze93wRpQXFRM3OFL\ntAjzIySsJTqdDpVKJZKOCoJw3xCBrwDAyaXltNZP5QqbkVDg4uDOa9+OZudPsVSXa5k2ridvPrgE\nNe5Y4UQyO2kdfGM7w6f1JvPyJnJ2O4CVjujBVuz6zwJCdGPwIRoFCi6wkiIS0VGDJbaoKQG/HPqN\nHkS/0fB/3feSW3maCCbW3vyjNI9yhS1Y40JbZmDCiBIVRaWXyevzKcXHynDTtcGIASUqTBiRfPLu\n6Fps/PQE3udnICHhUN2M+O9KqXqsEnv7v06CANlorJfyXQW4Hz5IYWFh7fISLy9vvLy8G20reuAD\nbJ0+k7A1q7AyGYkbPooxU6c3etzdMOjVv7HH1g7p0gW0fv4MnffGPemHIAj3nk6nI3ODG2pKqKYQ\nOzxItt3MjIeaU1hYiEqlrFemLicnG2Vim9pte70fWedOUFSRQwAyjvhSxJXa/VfYRG/eRKlTISNz\n3msh4e0DyNKe51LiZ1gaHSgpKcG7sjf5XMCLKDysgkjw/RDniggUXqXM+CCSJbNSySYOHZX4043c\nAzLq8BOYckaiQEm1Ih//m1SUk2UZSZJu3HEH4s9cZe1T2Tin9ueEw2WKgj/BITsayUZDpyctGf1I\nn5sed/FMAgU5JXTp2+6WP5AKgiD8EUTgKwAgayywwYUwzEulSnQbUCgUDJ3QD5PJxNqlG3G9Nphm\ndAHAkwicA3+6oR1JknjqvTHwnvkZ0QVTN9BT938Y0NRmg7bCnmCGEss72OOJET2WO2WKCotx93DD\nwkmDBS5oKMeO6zPHqFGgwoQeA1ossDa/7pHOvG+mYW1tw9O9P+ZI+j+xwRWFfy6frn3ijq6FSWtR\nG3ADKNWO1NSo/1KBb5eHHubfX3zGs8VFGIE1QHtJgdF4+yWgJEli5D8/Ju+FVzAajYz18f3dvozd\nSV/6P/P8PTm3IAh/QrJEJJNJ4wBaKnHvnsXe5UWUbQtFVurwn3KYx/8xCgAPD08Mvsch3Rz8aqnC\ny0+mmZ83F8tWYYk9uZyureurQFWbN0NCwse5FSrXUgJWvo4VjhQoLmJhKiKIfuRyjiMsJGycHpe4\nlpgMEipXNcFtfFBE7KI4S0skkwBorhtEoaIYi0fXoCu0IrC9gvFP1U1py7LM4vlbSdtug6Qy0HG2\nDWMevXlg+mvtXpSEV6r5/FaVncg/m4YPQ5GQOP3BQaIHZ+Pr51vvmO/mbyX/u3bYaMOJjdrEnB97\n4OXt8Zv6IQiC8FuIwFcAIHCQTOb5DOy1AVRb5OA/QAuYb6AfPrmW3I0BeBNQ+34VVpjUt66fu/mH\nWNwPz0KJBeBEK0aQxgHUlGJAiy1udOMF83kqZZa/9SMv/GcMXZ90YM1bh8nKP0KYPA4lllzx+IHI\nwmcAiTOe7+NHVyT7Gno8a1/7i/ziE69z9sR5ANp3mcqen06QeqwSKw89U14ciJWVVQM9rS96jA87\ndh7BvagHejRY97mIh8fk27yi9zdHJ2faLF7Kwoen0bq8jKHAphGjGPsrZngb4u3drPE3CYIg/EEs\nLS0JHFdB2Xe5BOn7Uei7B/cwBZovx+J9PeNzyfepHB8QR9c+0djZ2THkXVf2fLQKY6UNbl1LmfTM\nWD5OW4FNwhBcTC3xtgynqPsSEmItUMl29Zct+1RQeMgFHxwB8DS1IZHNZHCEGoqRUHJlbyndC8wB\nZtmhdOZErsGzsj865Wlz/orrFCYrnnh/4E3HtXvdEUq/6YePwfxv7oV/niKiZzIhYS3v/GIZ6if3\nUmFdOzbb8mCy06/WC3wLCgrIWOaLtzYcAK8LD7H589U89t6IO++DIAjCbyQCXwGAKc89wG7fI2Re\nPEFgmC3DppjLM5w4GIe8aSiBuJHAT0QxDQmJbKc95P50kf1Lr6Kw0zHw8RCmzamfWMOgk1H84k/M\nAhuyOE43XuASq3D6RSAtIaHLt+PkgQscmg9heU9R6nYK/yeP0KFnOK9GvcDBnSeQZZkXh76AyWS6\n4dkihUJBx27tAdi67CAX3wzFSRNMBTo+SVrGa4sn/apr0alPGyx/uMyZnTG4uEiMf3L8PZuhvJei\nuvfCZfseErdt5rCbO2OmzWgy1yH+YCy5X/0bpV6Pxcgx9Hx49r3ukiAI98Bj80eyL/oIBRmHGTKw\nNSd+LqP0etALYKfzoyDzbO12j8Ht6TG4fe32tYQU1PsiqDHlkcxeKpVJzBjXFauJ1qz98BBHCt7C\nzykCl1AD0z/owjfTz9c7fwaHieZJAuhBBdmcq/iGagrJ4AhlpNKtyPzjcAXFFBCPJxGUKpIJHKJr\ncEzJF/OxM9T90OhUHklS/O7fFPi2HefMkaNxuJZFU6PIp1KVhkJnvv/WhB+kddv6M8o6nRaFrm5p\ns4SEbBBfOQVBuLfEv0JCrUHje3A9J0ctndaAUrbBAhtCGMpl1iO3ukpRigbv8k40owOOFb5kzM/k\ng4QlvPblzNpjH5jaic82rsQ7fiomjFxgBd14ESM69F7pWDnaYLpmQoECA1ocQ2vY92UW3lnmANW2\neDBZP69h1nPmZWUDRvT81WNJOqDBSWN+CFmFJVWnmqHX67GwuPUs9X+17RJO2y7hv/p8TZV/SCv8\nn3/5Xnfjd1WYn4/6hTlMycwA4PLpOM77+jJwyvhGjhQEoSnqP7JH7X9LksTSZT/jmTkEgMLQjUwd\n0rnBY+P2XsE9byJZnMSLKKLVj3Pu+UTkkVv5eNdcHBwc6v1g2GtuOoff2YVVQQja8BP4lwXhmmsu\n7eaIL65Kf1LYQySTucLm2uOCeYDj/JtSUrAw2eOjrqtEaTKZWPvFHkqvQbVFHmk/q3DhLM0wB+il\nzffToWfkDX0/deAiOz5Ix1Bhg1unMuZ8NPqGhF7/1W9UF5zdE7h0aB2Bza3pYB1G/Pb1SJY6Zj9/\nY4JDX18/rAatRrc1DEtsKfDdxYRJf3wJO0EQhF8Sga9wS936RbO/9zosD87EBlecw7Q4tvJEedUD\n+XoyDwAn/InfUf/G5+7hxrNrerDzxxgqKstgcwbncr9FY53Lkx/2o0P3CFa/F0N5igUOIWpmvT2U\njyYcqN8BreUd9VtpXz8zJg5VDd7Qfwu9Xo/BYMDG5u5n1BR+H9dOHaff9aAXILy6inMnT4AIfAXh\nLy+oVQATv9MSu3wtCpXMI09G4eZ+YwUDnU7H9rUHSEtNQ1YlU2nIIZwxALiZwkjYFM+c7csJDPdh\n6oeRhLcLwWQyMXBCFzoOLCUnM5eWrfrxxaxYyK1r18LZSKvqyUhIKFBRQTaO+KJHjQ2uhDISgKqM\nuhwb3/19K1X/GY41zigoR2YXempIZBOV1sk8/3lPvLw8buj/pr9l4ZNkLomkT1Kz0mczQ2ZFE/Pt\nzxjzXHBprmLK84Nq753tu7emfffWtW30H9PwdZQkiVe+mcCG73egKZMZODyEVhEi8BUE4d4Sga9w\nSxYWFsz7cSybf9iEQQsTpnQj5t1T6KhE+T8liYxobzjew9ONh14cislkYkHyaqwzJ2Jd5cyed9bR\n8sdK/rZ4Ur3i2q2GKbl6NgknTTDVltk0H9zwcq5bmfBaV75KWoriYlv0Hhn0e9ntpst0zxy7yLXz\nWUR1DyY8KuS2zrHuq32c+daEQmOLa79snvv3OJRKZeMHCvdU8zZtOefmTu/iIgCyLSywaxV6j3sl\nCMKfRev2IbRu3/D9QK/Xs+Chn3A+MAN7lFz0/gRTiT384nYloaC9/mlyLpxiwz8SOdMjhcurlCBL\ntBynYdYbwynMLya7JAWTYh3+pt7kWhzH5J+GLrsaK+xpxXCusJWKrj+Rn15Ku1xzFnoNZXiH1834\nFp60wQVnAKxxQokVAZhnsRM069i97CJRXcLIysjhUtxVIjqGYGmtRJkdWNuGBTZcPlBI/KIkHNXD\nyOI4PnTki4yNPP/vO/tRUKVSMeHxxksICoIg/FFE4Cs0ytramolPDand7jUjkIsb4ynX5hNPDP50\nJ5czBA6/MfD9r4vn4pF/HogN5menml2dwO7la2jfqX7A8eATA4j1O0nqmbMEhzvwwPhhv6qP5eVl\nnDx6Gm2VkS59OuDt48lbm0eTl5eLi0sX7Ozsbjhm4+JYEt4PwrmyOz+5naT7+8fpP7brrzrfikUb\n2fd+Fd66TvgQjTamkg1tdzP+8b9Wvd/7kW/zQLLnv8eab75CqdOiGTqcweN/3fPfgiAIO386iNOB\nh2qrC7TJe5GqKZ+SuWU3flUDKeYaKqyvVyIwkpNeiBQ3DB+NOZgu/CqTA+2Pc35rPq3Oz0NNCcVc\npVyfS+jZJ0iOWkizCzORJJmg8UU8+/nDZKRks+7dNRhKbXDvoGXyc3X3RqVj/XtvjVQIMlSQAyjQ\nre/H0lY/kfZdIM4FAznpeYpe72qRW+XBefMy7hplPvnJNUSrBwPgQhDxrEN/0gVBEISmQgS+wm27\nejYTH213irhCMVcpIoGez7gwYEQvFk7bhqnGkoC+MlOeq/ul18JCBUp9bVZKGRkU8k3b7zO8M32G\n3/i6Wq3my2e3UXHRmRplAcEjZaY/M4azB6+w7LmzuJR1wIt2HPHex6SvfWjXLRw/P/8Gx3FhlRb3\nyggAXIs7c2pFDP3HNj7+H97bSuEX/elo9KWQRFLYSwsGUJVvbPzgJuLcrh2UrF2FUaki6Mk5BLfv\neK+7dFs6T5wCE6fc624IgnAfMhjql3WTkGgRFkDodDs+ffRNfHLG0IKBnGc5rRlPskcsjpl1he/t\ndf7kJh9DX2SDBRK2uGFLN2oowkEbSOvWkXR7PxskiYFDZlBcXE1gsD8vL6l/PysuLkan0zJyXivW\nFK5CSmmJ3CIZJ490Eg9sxhonWjOOSlMuVzaa8C/oB4BHQR+OfbeWWV92ZMM/V2Est6JISsDpWJt6\n7SuxBLtKFj66jsp4Fyzcqxk3P5yIDre3OkoQBOHPQgS+wm2rKTXhTijumGdrNVTQInwPq59LxjvR\nXPYn82QW290PMWxaLwDCI8OwHb+O6hgXrEwuFLRdyQtP9Lut8y57dw9Wm6bjff3P9tzHK8k6sA2l\n0QbLsgCa0xsA/7wx7F20lnbdGklO9b9xt9xwxuJTBy+x88M0TJXWFGXrCDOan232IIxirlDicoou\n/RoOspuShKNHsX9uDoOuLxXeeO4Mzpt34u7ldY97JgiCcPdUVVXx2RPbqD7vTZHtUtxqOuBLNPmd\nlvBAv/akJGTz2spxnN2XxJmDOwi3DcExcBsvTZ3Mssm78cwy/xic7b6d7N2FZMVX0o5KrHDAhBEN\nZRjQYe9hoH3ntgD1KhdkpuWw/NUTaDIdKTJexbaoFXYGX2wfOMcbP4+lrKwUN7chFOZ3YtHk03hf\nGYkBLdr+m7CvcK8/GL2SoFYBvLg4gGX/3I7ikye5YtqGHjUKVBRwCa1HMkYvAzabX6SUOMqS8/lq\nzh6+OFYX+J4+HE/sdxlglOg42Y0+wzvd/Q9CEAThDonAV7htXYaHsGrVbjxzBiEjUxq5BZ8W/qgS\n6wIfe70fORdPkJyYxqZ/XcJUZYlfLye8l5yjsrSGWSMewMHB4abtH9h8itjPi5FrLPDqU8mT741G\nkiTUOVZY/uJP1gZX3M/0Id19Xb2ySQCy/tbP2safT0QZkURB8kk8azpT4hpH12mON31vTU0NW+bl\n4Z1sniHMY029/UbvTPr+y4mOPetmPauqqlj06mZ0BdZ4tpWZ8vwDTaYUUNLu3Yy6HvQCDElNYcuB\nffSdJGZQBUFoun58dz9Ou2fjggI/INHrWzyfSSfExYeV4ytwLujPca8TDPyXF1Pm1n9MZ/SXNcR+\ntxaQkMpzaHbwWZph4gpbqLFNx2hRhad1MOrOy3ni1dE3Pf+Kv53C+cAMALyQucQaWtAJ3eYIXslY\nyCvfTkShUJCdXIjRO4Mz2Z/haO1GYDMrmvWWSIm/hqM6hArrFEJG1d2Pco9b4GByx5+enOZbHCRv\nlIF5PPdNb3Z+lEYSO3EnFD+6kJ/cnM1LDjBqZl+y0nPY8mwFnlkTATgUdxI37ytEdhQ5EwRB+HMS\nga9w20IjWzLuOz3H1qwDlZ6n53bBwckWQ/M4SL8+CyyV4uZvYumcC3hfnAZAxpFs7BacZeSMgQ22\nXVJSzN43dDTLnwBATVIxG1vuZ+wj/XGPMFKwrRxrnAAoJZkQhiAHZKAt8qeSPBzwptDyPJ1H2zZ4\njmUf7CB9UWvsNU+T3TwGr9FnGTu8IxHtu930/Xl5OajSWtVu29OMDKu9eGo7URFwmNmfRtOxZ0S9\nY96bvgHLjVOxREnejhJWGHfy0MtD/rfp+5JdYCAFSiWeRvPS7sv2DviEhd3jXgmCINxd+mIrlNTN\nwDoYAhjxUDs+mRiLZ8FQADzz+3Pom7X0HArH953nwJfZyDoLWg6B5xeb3/PhxF1ISEgoCWcMuR4b\n+cfJ/phMplsmSNTl1q+La4H5PqfEgoJzKj7sfhmV22mqK6qxqAmmI2OhCrQrqjD87Wd6fpNFyrlz\nRLZxo/ewunwUSkcNAFkcoSvPmldDpcLmD1bg005F8s9qXDHXAPaiLQkbkxg1E07FXsQ9q+75INfi\nzvzwzrsEuKXjGKTjoXmDf3UJQUEQhD+CCHyFOxIVHUZUdP1gZ+gCV/Z8vBpjlRVePavoOqIdie+b\navfb633JPn/slu2mJ2dhk19XLsFGdqM41Zwq08pJwRW2YIUjBjTY4kFKy+945ZsJnNiZwKldS6ix\ntmTY7M506Xfzmr9VVZVcXeqEj8Zc07BF+mwoX01E+4Z/ofbx8cMQcgASzcGtpzIUt+d30DxUT5vO\n4Xh41l9CJssyZWed8Mb8BcZadqXgjOJ/m71v9Z8xgyWHj+O2fQs6CwvkmY/Qt237e90tQRCEu8qj\nnYn0Tdk44IuMTJYhDklqf8MKI1mnpLCwiB0vVeKVbU6cl3I+hf3+x+k3qivOEVqqDlRjiR0mTNiG\nlSJJUqNVAaxaFGOKN6FAgRE9eqoBOMEXdOMlLPTWkAdX2Y4ldUGyFfaUp0PP56PpOfjGdse+3oZ/\nXVqAnOlb73V9kS3TXu5H3PIYKPjFDqX5vh4cGUCCfQIuVeZng8sV6XC0GxYMoAI1X5fHMHehOTDe\nuvwgyQc0KB00THitGx4eN1/xJQiCcDeJwFf43XQb2JZuA9vWbqvVavR+RyDV/JqOajx8b57Q6r9C\nwluwIfg4JAUAUGGdTHMfPX8fvp6KS05IKPAkEldaUEEO7V8/iW9AM8Y91oxxjw1otI86nQ6F/n9q\n7urr/29QU1ODUqnEyspcrsna2pqJn7Rg28JVmKqt8O2pZ/qL4xpcuixJEpaeakg3b8vIKN1qGu3b\n/UKSJEa8/y+M7yxAkqR6z6AJgiA0VZZ2kM0Z4DQGNESUP8a2lQcJHqEg7XIKjpoWVNhco9VIJZfP\nXsMhu3PtsY6aFqSfPwOjYNabw1iq2ExZghWWXjU8Pd88+3r1Ugob30/AWG6FR2cNs9+qy/JYU1ND\nWW4NqaxChTWVzc5i56LicsIGbHCpzTAN4EILkthB4PW8F9WqXFpF1S8/+EstQpvjbtmCEmT0aLDA\nGgNanNtUolQqGf5mACf/fgLnko6Ueh4lepI1Hz+xEU2mHUUtrlFZcQ6VZE9eTSId8l8HzOWRis+Z\ng9sdqw9x7tWWuBrDkJH58toSvjjW/Hf7XARBEH4tEfgKd42NjQ3D3nFnz4erMVZa49a1jMnP3aLi\nPWBv78DkLwPZ8clqZI0FrQaqSIqV8Tz1MJ7X33OJNbjSAnWLU3TrG31bfXJxccVx0B60P7XHCgcK\nvQ8wapI5KZUsy3zxynrytnsjK/WET9cw/VXz8uTIjq2IXN3qVk3XM21hBD88uxJDniM24YU89X+3\nl8jrfiBqFguC8FeiUCgI5gFU12vYG9EDMPmZQRwIOkHGpdO0aedOryEDyM8vYK/XWWzzzY/2VFlm\nEtLaPAurVCqZ/daIem0bjUZ+fP4S3hfMjwZVnCpjretenvnHOAC2LD2IT9xT+F//2qbOHUD4W/u5\nuL2ElMPV5Jefx0s2/8icYbcT9+pWnFZ9hbOfBR2nODNqZsP1dI1GI4YaJWGM5BrbUKBCH3SJzz54\nAoDBk7vTom0y8XEbGdk9nJj3U7HdMgNrJBwxoZ+wnOe/GMDCaWrIr2vXwlUNwLZPE2htND/zLCFh\nOhNBTk4O1tbOd/Q55Ofnk56URXhUCA4ON8/NIQiCcDMi8BXuqu4PtKP7A+1u65jW7UNovawua+T7\nG/bU26+w01DTfQ3jng3C0dHpttqWJIkXvhjPpug9VBcb6T+kJWFR5jIT21fHovtxJL4mNwAyvrjM\nuX6XaNcp8rbOAdC5TyRBe5qj1+vFM06CIAhNwJCJvVmwYSluR2YiIVHUbQmPTTP/mNt3RBf4RSzr\n5eXJwH9mcnDRWkxaC5r1raRFuzZotdra1US/VFxcjJTconbbGmdKrtTtNxlkpF88X6zEAklSMu/7\niRiNRvb8dIIru5OQbLS88Ux/snMz0Vb7kbBZTVGizKnYi3TuG3XDeTUaDZ88uRF9iQdX2Yw9zXCy\nc6PDC5ZYWlrWvi8kvCUh4ebnfNUpV7HDvOJJgQJ1qgOSJPHg/7VhedkyDKleqJoXMO1tcyBeU27A\niB4l5nthuTIFN7dIqqtvvwTgztXHOPIPFXZF4WwLOcqUr1rU3sMTL14j4Uwy7bqG0SI08LbbFgSh\n6ROBr/Cn5xxVhf60Ggts0KMhdJzEMx+Zfz2O+XIPCWtNyAqZdg9ZM+aRPo22p1QqGffIjQm2ynI0\n2FwPegEcNC3ITNp+R4Hvf4mgVxAEoWmwtrbm9VVj2bFmC7IMj00eg7W1dYPv7zWsI72GQeyWOPa8\nrWTF51YYInYxc1EULULrL/V1dXVFbn4SEsxJFgu4TNmFVN4auhnPTgaGTe/Ows1L8T7/MDJGSnuu\nYMDIBwHzPW3wxO4Mngh5OQUsevQgXIyk2JCEozEIf7ry89FYnFYlExrZst55V320F/vtM3G6HpRe\ns1tLx48qGDyuV4PjsgqogHjzf8vIWPlVcP70RUxGE/+3dTRarRYbm7pHipqHeHOxeCV2eKGjEsvW\n6dja2lJdXfnrL/51RxaV4V1kziLtcO1Bdny6mrDvg9mx6ghxb7viUvYglzyP0OeDU/QZIUorCYJQ\nnwh8hT+9x98bwXLHTZQnW+AQqGPG6+af1Y/tO0Pywkg8asyzw/ELLhIYFU+7TnUZlg0GA6Wlpbi5\nuTX6LGrHQcGsXRqLe545eC4K3sHUgSJpkyAIgmCmUWvIT9RhqrTkmPN5+o3p0ugx+z8poFmWOckV\nF1uz6cNVvPBt/cBXpVIxYWEIWxasQl9mSV5eNlGJL0EipP2cyZcJ63hl3Xh2/LgOlYWCx2aMrTcj\n+19rPziOV5x5RtqbTsQTg0wX3PP7cGZvzA2Br7ZYVTsTC+CkDyGic8PPAwPM/GdvlrIMTYYj1oFl\naHTlbB3mCbKSHUNX8+pic2BaU1PDpu8O4hCsxrHMhKrADceW1cz+fFSj16whsrr+mGWdue9xSypx\nKzM/muRe0ItjP8TQZ8QNhwuC8BcnAl/hT0+lUjHrjeE3vJ4Wn49jTd0Mr3NFJEnn19UGvqcPxbPx\njTSkrACkkMPM+qIjgSEBDZ4nLCqYYV9e4sTqdchKA9OfCMfdw63B9wuCIAh/HUajkU9n7cLj6Gwk\nJI5tv4SkPEXfkbeeWTRW1g8kTdU3BqwAbTqF0mZ9KDk52fync929yhF/Lm5yJmVGJpPnDL3psbIs\ns2V5LMknSgilLvGiBXaYMKJRFRISYH/DccE9HTn101Wc1K2QkZHbnsPbuy4Xh8lkorCwEGdn59ol\n2l7e7ry61JytedfGg2x+3AEFCRjR4rWjH1tXHmDopF78a+oW3I/OwgoFNq3WMntbIEEtG1+VdSve\n/SvQLCnBWnalzPYybYdcn3E3/k/OCaNIuigIwo1E4CvctyK7BbHJJQ7XUnOCq2LPIzzQoy4B1bYP\nUmiWONW8cbY76xes5MXvGw58AaJ7RRLd686XNguCIAhNU25uDtLpDkjXA0vnqkgSD6yj78hbH+fW\nvRRdurl8UaVVGiF9b/3Vy9XVjQqHU3gXmwNqPWosDC5cPZNF+243vz99/eZmKr8bSK58Fk9ScSEI\nAzpyLY9h52okYHQ5A8fcONM6cFw39JrDJO2/iMJey5zX+qJSmftXkF/Eokf3I44PO0EAACAASURB\nVF9sjdHzAoPedKHPqPoJJU/sjMeXKThhThJ5gRW0LFdwZHccjkcnoLhe1s/76kSOblxH0Eu/LZvz\n0x+MYWPofsoy9ER1dafnEHPm6vAHFSQlXcOxJoQyx0tEPdjwEnRBEP66ROAr3LfaRIeRv+AYZ1bF\nICmg78PuhITXJQcxltrWe7+h3HwjlGW5wVJEgiAIgnAzzs7O6F3OQp75ERgjBiwd9Y0e98zHY1kT\ntIOqHIm2He0YMql/vf1arZb13+7DUCPR+8FImrf0o+tzFuz/+xKsTK5oqcDfoTWtOmpv2r4sy2Tt\nssdSLieSSZSRTj4XkTHSZ2oYj73X45b5JoZO7QlTb3x97YKjeJyYZQ7002DV3O/QaHQMnti99j1O\nkh+q60EvgBshtOltoKpUjV6qxFo2J6A0YURheetyhr+GJEmMnd3/htfHPzWAo63OkHrhHJ2jfYnu\n1fs3n0sQhKZHBL7CfW3guG4MHHfzfS7RpeiTzDUJ1YoiaJbL3wdtRl9kh11EMXMXDcHRUZRCEARB\nEBpnb+9A91cUHPlkI8oKNyyiE3jklVuX6ANz8qmpzw++6T6j0ci/Hv4Jp32zUGHJ4p82MXOZkclP\nDsfZ+QgX1qjR66xpOymX9l1vHsxJkoRkpccKR0pJIYi+gDnYvLD/nxzaepr+Y7ve9ngNFdZY/mLZ\ntI3Gl2Nv2REUmUzzln58/twWLu3Np/312r8ARr80Qlr1xdramqPj1lKxfjAWsj0VPWJ49NHGr9Vv\n0X1AB7oPuKunEAThPicCX6HJmvPRaFb4bKQ604KASAUX1znjfdFcI9GUbWL5P1Yy58PR97iXgiAI\nwv1i2PSeDJiopbq6CheXtr959dClcwko9j2ACvNzv96po4lds5YW/9ecIZN7MP0ZBwoLG89+3OVx\nO+LeTaG8LIt0DmKHF5kcpXX6sxx9PREP/0TaRIfdVt+CelkSvyMZZ2NLjOippoCWpYO5dHI9h3+6\njOX6aXRE4hJrUColDJaVKCpN/GviDqZ/3JGXFk3kxJTTqKu19Bjw4A3JuMpKy/jq2T3UJLpg2ayK\nie9FEtqmZQO9EQRB+O1E4Cs0WRYWFsx8zZwUy2AwcParw7X7FCjQFdk2dKggCIIg3JSVldVNa/He\nCWtba4wWVXB9xbQJE5KF6bbbGTGjF1G9M0lNrOLcqVOUfj6EKKajRIVVSTSXjsTcduA7elZfslJX\ncf7bw5Qbs/AggouqpbhrbajJtawN1tvyEKnyHrzUQ9Cr1aSfiOWz/om4Rp1l6sK2hPQOumn7S98+\ngOPOmTghQTqsfeNH3tpcP/CNO3iJ05uykaz1jHu+2++ScPLMsQukX8ul28D2ePt4/ub2BEG4f4jA\nV/hLUKlU2LUuQs6TkZBQS8V4R93+lwtBEARBuBPxZ66y9+tkTAYF0RPc6TmkI6HhIbhOXU/ZChus\nDO6UR//E9Kdvviz6l/5bwx4FRE2zZOyjfQkI9Ccg0B8nNye2LTGhrFQhIxOvWkmzuFL2rD/GwHHd\nbqvPc/4xhXcLvqHl+kexxwsMkPDVDoJnFpGvyMfO5AVAsdUlAtUDSGEtUUwDLXAKYt5ewd9ibh74\n6vNssfjFUmpdXv2s0+dPXGb7U0bcC8cjI/PvM0v424YRtbWTEy9cY/8PScgy9JsVTHjbkEbHs3zh\nz2R+HoWjpitfBe5g0tfltG7f+HGCIDQNtwx89+zZQ25uLn369CEgoC4b7po1a5g0adJd75wg/J6e\nXjSAH+evQF9sg3d7E1NfaPzLhSAIgiD8Vvn5hax9MhuvNHON2/1Hj+PonkhUdBhzF47jzPjzlJck\n0bXvSGxsbG7Z1vH9Z0laGIFHjbmKweUFlwhqc4l2XcwZn9t1iiD1tQOc+/EK6XmJRJY+ge1OD04f\nSKU0fw8TnhpY21ZGRgZGg4HAoKAGl2038whAi1fttk1OG+w9DnLAYRn25aFoKcPgnoUxU4+K+n03\n3GJllXNrHVUHarDEFhmZvKqrrP63keYRnsTvLiDhXBLBhfMAkJCwOT2QhPOJdOjSjuyMXFY9Wnc9\nVx/ehnWnI5Dpi8qzmof+0Y1mfl71zmcwGLi80gI/TSgAXmkj2PPNWlp/JQJfQfiraDDwXbhwIfHx\n8bRo0YJFixYxb948xowxJyZYtWqVCHyF+46LqwvPfCae6RUEQRD+WCf3n8ctbVjttltxVy4ciCHq\n+vLjDl3a/uq2UuPzcKqpS3TlVBnB1fMxtYEvwNjH+jL2Mfh7bwW2pR4AOGiDSN1zFp4yZ4L+4pX1\nFK9tg8JoidWwNbz8nwkolcobzte8vROnrdJw0AYCUOh6CKujWqLLX6l9T075AUwzf0C7rwh9xiAs\nsMGADsfI8gbHMfPNIfwgb+T0ynIU5a6EFT1Oxvtqtih/wEkfTAkygehql1Rr7XJw93YF4MiOc3im\nTahtyzNjGAkZ64nAnO1yceVS3oypn/lSlmUk4/987TWJer+C8FfSYOAbGxvLxo0bUalUzJgxg9mz\nZ2NpacmwYcMaOuSOVVZW8sorr1BdXY1er+e1116jXbt2nDt3jvfffx+lUkmPHj2YO3fu735uQRAE\nQRCEu6lluD/n7RNxrTIHuDXKfIICbj/PRFVVFZcP5lOsWIXJJNGc3hg80xjUs9VN36+w1tXblq5v\nH95zEvWKQXgafQGo2OTGi9e+waG6FVbe1Ux4tzVhbYMBc/WEbT98QuaJCGRkHEsCSE3YT3i9hk3M\n/NtQ7N93YNmCjVQkWWEboOHhN0c0OBaVSsWEF3qSuTIVb/oAYDI5ojTZE844ZExcYDleyggkp0rC\nH68goPkDAHj4OZGuysXO4GO+LuRhh3tt2+pkpxtKF1pYWOA3spTq7/OwNXpT5HWQIVOa/YqrLghC\nU/GrnvENDAzk66+/ZtasWbi5/fbEAv9ryZIldO/enRkzZpCamspLL73E+vXrefvtt/niiy/w9/fn\n8ccf5/Lly4SHhzfeoCAIgiAIwp9E67ahxL+0l/NLksGoxH9YJUMmjLrtdr5/YzeeB+bgjXmm8qzL\nJ0z/VztatW5z0/f3ecaLPW9uxyY3Ek3LM4x/3pw8qjS/AhtjXWKnDA7ROuFlFCjMiab+9iP/ty24\ndr+rug1ujK3dvlp6mQQphjD5QarIpSr4KM7OnQCY/VbDwS6AyWTiaGwcpaVVtO8chckrF8pBRzUX\nWIE7YVxlC7Z40J7ZFPX9D899NRxnZ5faNvoO68aV2ZvJWueFJEsUex8l7PLrtfut/StvunT7yXdH\ns7vjEYoyqhgwMITQSJFFWhD+ShoMfIcMGcL06dN5/fXXiYqKIiQkhM8++4w5c+ag1zdesP12zJw5\nszbNvcFgwMrKiqqqKvR6Pf7+5sLoPXv25OjRoyLwFQRBEAThvjNhzgDGPy1jMpluuqT419BmOWBH\n3fLcZq5B9B4W3eD7+4yMpk2PYjJSMgkO64y9vYP59RGd+XDxWrzjpyIhYbSpQKGua1eXZ187Y2oy\nmag0FPDLaQ+1Wk1LeRTX2IYNrrioW9c779mjCez9Kh10ClqPsmXYtF6AuW7xPx9di2LbcEBmz9B1\nDJ8fzs4PVpOWnEZ01SsoMF+bRDZTTjoRvZvVC3rBXLv4yXdHUzmvAgClsg1fvfgjpYnOWHrWMO2d\n9je9HpIk8cC4nre+yIIgNFkNBr5z586lQ4cO2NrWLcXp2LEjGzZs4Pvvv7/jE8bExLBs2bJ6ry1Y\nsIDIyEgKCwt59dVXeeONN6iqqsLevi7Dn52dHZmZmXd8XkEQBEEQhHtJkqQ7DnoBbAKrMB4yoMSc\nsdkmqKLRY1xd3XB1rb9az8nZiTkrurL16zVgVBBabUK7ogor7JGRsQ0tQ5IkZFnmw6diICGMi6zB\nTQqCsCRcbCTsSz0JZSQAhaqY2raLCovZ8Gwh3hnmxFPn4uJxbXaOrv3bsWPtAWy2TcUK8/c73Y5p\nFD6wi7/vHs6iZ3fC6rprY6dwxf3ZPTz45EQObY8jYX8xli4Gprw4AGtrawwGAw4OjoA5ELcP1KKr\nrMDOyQILq4YXNJ47Ec/lUxm0au9Lxx5Rv/LKC4LQFNxyqXP37t0BuHbtGuXl5ciyDMCgQYPu+IQT\nJkxgwoQJN7x+5coVXnrpJebNm0d0dDRVVVVUV1fX7q+qqsLR0fGOzysIgiAIgnA/e+TdwXxrWEnp\nVXusmlUz+/1ed9yWt48nj84317o3Go0scdlCabwVFp7VPDW/PwCH956EjcMJpBkGdFTKOTQfl0Rw\nm3b8/OJuXHJ6UuZyls6PONS2e/7EZZwz6pJvOVdGcOV4DF36yWiq9VhQN6GiwgZtlQGAkF6OxG26\nipO6FTIyVl0TefS1CRzYfJKjL3niUtGPKvTMP/4lljpX9NkuWLcsZtDzzYl5MQWXrAGUkkI59nyb\ndIo3t3rUrib8rx0rD3P2781wLpvILocE9oz8Hl8/H9r0bk7bzmJFoSA0dZL832i2AfPnz2f//v21\nS47/a/ny5b9bJ5KSkpg7dy6fffYZoaGhta+PGTOGzz//HD8/P5544gnmzp1LVJT4dU4QBEEQBOFu\n27p2H0cmRWONeeJBRsbnnc08/uZoMtNzOHXwEm06hRASVlerNzU5g4+7ZuFeZJ48qVTkkOKxAm/7\nVgSNqiQ9VsL9zFQACtut5N29w3FxdQZg09JYEnaVo3LW8cg/BuDq5sIHMzajXV73PHSacg9exo7Y\nYF7+fMnvIyKzXqrdH886vJStefayJSEhdc8pA8zrvRHbQ2N+8d41RDCJMvfTDPlKx+Dxt1fnWBCE\n+0ujya2OHDnCzz//XFsw/G74+OOP0ev1vPvuuwA4Ojry5ZdfMn/+fF5++WWMRiM9e/b8VUFvYWHl\nXevnveLh4dAkxwVNd2xNdVzQdMfWVMcFTXdsTXlcd0tTvF7QtP8W7uW42nWPYnu3NVgcm4UCJblh\nq5gwphuFhZVY2zrQa4g5UPxlH+0dXej0ZgLHv12LplymKK+EDvkvI+VLFHyZSft/nUA/chPV1Tom\nzeqBwaiksLASrVZLXkERzm1khk3phdGkorCwEp2qChkZCXOyqhqpqN6sMVX29fqswgqdVzJKZYcb\nrp3eYKi3rbheKsm5qCMHvltHhz6//Vrf68/sbmmq44KmO7amOi648/tko4Gvv78/JpPpjhr/tRYt\nWnTT19u2bcuaNWvu6rkFQRAEQRCEG1lZWTFv1Sg2LV6PSS8xYVo3PL3cGz1u6NQeDJ0K65fsJOfV\nJ2qDVnudP1UFx3nuvTG1X8hNJhPZ2Vl8/WwsnkceQULJBxuW8traEVy9kIrSUcvVVp/jnNIPg0sO\nKr8kpLPmRFw6qrFvU0z5qSScNMFoqaLU8Ryj/q977fO/vxQ93YETV07hUhJNjuIU1ibnup0q4+9w\nxQRB+DNrNPB1dHRk+PDhtG/fHisrq9rXFyxYcFc7JgiCIAiCINxbtra2THlmaKPvizt4iYOLM8Gk\noONkV/oM70Tnfm34zm83nlmDAchz209VSj6fPr+ZyIHeOLs7sHjOSYzxLSnVuiNxmWa0w+Pkw3z0\n0ico9g6Asn5USXupCVvNo+8Pok3HJ1j2Tgw1WVY4heqZ++pTrPlmM1dObCC4bTO+f3YuKtXNv94O\nGt8dv1bXuHgsBlNmCWUru2Cs0lPkv4cxjwf+npdNEIQ/oUYD3169etGrV6/aemj/WxBcEARBEARB\n+OvKTMtm63OVeGabMzkfijuBm/cVIjuGMurzUmIXr8Wkl6nMzMJz9fOUo2TjqoNoQo7if+Z5AHyB\neGJoRjsAys454F3mTwZHaC8/Apdh2/Pb8VxTxOPvjWTLslhyL8m8MflrbE8Oxk7jTVLhz1TOrMTF\n1eWGPsqyjE6nIzwqhICWPlxNSKJ6YAElOVt4sHcbfPy8/7DrJQjCvdFo4Dtu3DiuXLnCyZMnMRqN\ndOnSRdTSFQRBEARBEAA4deAS7tnjarddi7sQt3cFkR1D6dAjgg49Irh65RpreretrdPrUdCbSxan\n+GXqVCM6rvEz9p0z8bBxJjv5ZG3JJADP9GHsWv0Dttb25HzYA5NBAXjigblur33cTOZPeY+PdzyD\nQlFXl3jPuhPs/7AEKu1RtE7ClOuK/dU+qN2v0e0NWxH0CsJfhKKxN2zcuJE5c+aQlZVFdnY2c+bM\nISYmprHDBEEQBEEQhL+A4Eh/yu3ja7fLyODY2lSKCotrX9OoNVSRX7ttwkhOUTpV5AGgR4OMCX+6\nYutlpOcj3uicsqgkp/aYGoo5syuNzFgldgYf9NRgjWvtfgkJ/dlQVn68q/a1qqoqYt+vwTdlIr6F\nw/CIfZKKq3Y44Y93UX+OfFlXrlMQhKat0Rnf77//npiYGFxczMtGnnrqKaZPn37TWryC0BRcjU9h\n43sJGEqsce1QzWPvjECpVN7rbgmCIAjCn8aFuEQOLUsFhczAR0PxeCSOc59dQoUtMjJRGW+wadEa\nHnnbXCv42pkcamQVGRzFDg8yOEwzbXfSOUyu9UEsNd504FGscaZm6wAc5xbxyvYezBv2CQHlI1Bh\nRRlpeGjaofDVAuBMIGdZjButUGFJGrF4EEFxQmJtP0tLS1AWBNRuq7BEou6eLqutxGN8gvAX0eiM\nryzLtUEvgKura73lI4LQlMiyzI8vnMd+zxScz4xF/d0YVny0q/EDBUEQBOFPRq1Wc/TASa4lJv2u\n7aZdy2D9E8X8P3v3HR5VtfVx/Dsz6ZkkJKSQQChSBEQQBEGpIirSWwgWLFgQRVREBQUBRdSrWK7w\nKhYUkBKCiCgqqFdQg2JQAalSBEInECA9mZnz/hHvaC5gQkkmc/L7PI+P7FPXmpSdNWfP3pb5A7HM\nTWTuXXto0r4GsbbLaEhvGtGnaCZn519/L1a/qCrV/ZpRhVq4cFCX6wkgnAKy6Jz3Cu0Zw06+JJcM\nrNgwXAZ16teifffmxNCUqlxMU24msGYW3UbW52DDZDIsvxNTM4yfqjzNFpZgpxpVaYB/tVz3fWNj\n4zCarsWg6KnuMd8tGH45AORxguiOGfq7VqSSKPGJb4MGDXj22WcZMGAAhmGwcOFCGjZsWB6xiZS7\nzMyTGLtquNv+2DmxXU97RUTEu6QfOcq/b1mB/ddu5Absp/awz7ltTMmzM5fGD19sJDptoLsdtbMH\ne7cmY7v+Dwo+q4UfQRyqs4Tbbm7sPqZNp5ZsGvopm2f7k3fcgoN8AgijCYPcn/u9lJvYxEJqdM/g\n0uaJANwxqQvTc5aSvS0UZ2w2gydfQXztOOoui+fjD5ZzMs3KRcF1OfBdFoXpm8m7dBV3jevuvq+P\njw/D3mnPwhfm4cz2p8XVgYRFxrI1JZmoOBv97/nrs8n/5D8f/ciWb07gE1LIoMc7EBp66nJJIlKx\nlVj4Tpo0iddff50nnngCwzBo3bo148ePL4/YRMpdSEgolpr74HhRu4Acwi9y/PNJIiIiFcxH//6B\nmF9vw4IFe14022ccJ/3udCIjS16HtyQRccHstx0m0BkNQI7fXuLqRNLvjuv4+P0vyDvppEffS6lZ\np3qx84aM68HciCVsm3g5h1jPQdYTz1X4EgCAk0Ii+/7OY/93v/sprN1u55G3Ti1OP5u1ij+ebUNY\nXj2yfPdRa8T33Pr4NaeNt1pcNMNf61lsW9vrS5/vN4tX88PIOMKzr6UAF69seZdxyQP1pFjEy5RY\n+AYGBvLYY4+VRywiHmexWLjp5SYsnjSXwoxAIppncvOoniWfKCIiUoEY+b5Fw43/5JMXRm5uTrFj\nXC4XS2Z+Q+aRQlp1rUfDpvVKde3r+rVn+08fsf/jOAyLkzqJGbTr0gOA/ndd+4/ntr2hBTve20uT\nPQNx4eSngBe5NO9ObPhxsuN8nvj30FLNq7HtcydheUXx2gurs+sLP3i8VOGftS3fHCc8uwsAVqy4\nfm7KkSNHiImJKZsbikiZOGPh26dPHxYvXnzaYc0Wi4XNmzeXaWAintKwaT1GLyhd5y8iIlIRte5f\nk8VffEPUwatxkI/v1anUqDHIvd8wDMYNeovIFUPxJ5SkD76h1/RNNL+y8T9ctYjFYuH+F/qRNS4T\ni8VKcHBwqeOqdVENBs9xsuTlBYCFB25uT1b2zzgdLjpcPwA/Pz9+WJHK0YMnaX9DS8LCwoqdbxgG\nH737H/btPsjfBxtb/AtKHcPZsoUWUoDTPSTbEX6QkJDaZXY/ESkbZyx8Fy9eDMCWLVtO2VdQUHa/\nXERERETk/DRr3Qjfmdv4aWky/mEGw+4d4J652OVy8fQdMyhY0Qr/P8vHqINX82NScqkK3/+y20PO\nKbZW7ZpQ++Jap933f6M/4uSsjgQ5YvnpkoV0Gl0Ff18/Wra9DH9/f9584mNyZ/SgirGb3/mUGlxF\nVvRaOg07/yHcZ3LT452YsmUGrjVNcFQ5RLtRAQQFBZXZ/USkbJQ41DkxMZGkpCR32+l00r9/fz75\n5JMyDUxEREREzl3j5vVp3Lz+KduXf/Qt/p/3J5OtxXf4OMspstM7cGA/h+Y3IMZRVBTHbLyRube9\nSwNXL5ZfuZhH53TnwAo71YxwYgknlOqkNXmLMXP6Uy22WpnFZbfbeWpBIunp6djtdQkMDCyze4lI\n2Tlj4Tt48GBSU1MBig13ttlsXHPN6ScPEBEREZGKLSezADtx7OcXDrOJKtRiZ/RcHh3e3qNxFRQU\nYnH4u9sWLAS5orATTdAPd7Do/xZi/VvNGUwU8fG1yrTodcdisRAVFVXm9xGRsnPGwnf27NlA0azO\nY8eOLbeARMzmq0Wr2Lc5kzrNI+jQrZWnwxERkUquS782vDhnDg3X3cphNrC++ouMXdiP+NrVSz65\nDNWsWZPAG5LI/7g+/tjZyhKiaQKAFRuuAisdR0TwzVPLCDjYiLz6PzHo4YuBohGJhYWFBAQEuK/3\ny3eb+HTyDhzHg6jSIoPhr/TCz8/PI7mJiOeVONQ5ISGBhx9+mFdeeYUdO3Ywbtw4nnnmGerWrVse\n8Yl4tQ9e+oL9r7bBXhDPqsDtHHnia/oP1YgJERHxnNDQUEYmXc0nby/A7oL7h9xGdEzZfUa2tCwW\nC6PeTODTdl+ReTQfn6/2ELamG0DRusAJjbjo4lo0bX+UtD/SqNfwKuz2EJa8t5LV0/Kx5AZTpcM+\nHnq9HxaLhUVP7iRuy00AOHbk80G1RQwZ18OTKYqIB5VY+I4dO5bhw4cDULduXe6//37Gjh3LvHnz\nyjw4EW/3x+c2qhbEAxCaW49tS9fDUA8HJSIilV54RDi3Pt7N02Gcwmaz0fu2ojeI+w/LZdH0RThz\nLXQb0Jja9WsCULVqVapWrQrAwYMHWfO8neoZRQVtwYc5LGz8OdfdfDnW/X89wfbBn9z9/ohI5VXi\nytt5eXl07NjR3W7bti25ubllGpSIWVj8Hf/YFhERkdMLDAxk0APX4Rdi4asZW/hq0Q+nHHMg7RAB\nGRe5234EkX3YRXh4BNYGf7i351rTib7Ucsr5JcnJyeGHFT/xx85d55SDiFQcJRa+4eHhzJ07l+zs\nbLKysliwYIH7XTYR+WfthlblcPR/yOU4h6svo+OwOE+HJCIi4jWmjvqIA09fT8G7/VnzUF0Wz1hR\nbP/Fl9Qn79Lv3e2MsLU07lQNi8XCnf/Xhvzec8nu+CHRj/yHAcPO7qNGB/Yd4vleX/HdwCa80z6L\nUd2nsT711GU+RcQ7lDjU+bnnnmPixIm8+OKL+Pr60rJlS5599tnyiE3E63XqfQUNWh5g6/ofuaRF\nA6JjNCOkiIhIaaV/H04sResFh+bVZedXa2HIX/uDgoK4593LWfzKPIxcP67qHsaV17QGIL52HA+/\nfe5vOC9+NZVq628GwF4Yw7bUEyTdcQTL+xYubXnxuSclIh5RYuFbvXp13nrrLY4fP05YWJh78XMR\nKZ246rHEVY/1dBgiIiIX3MJpX/PbPCcY0CjBwqCHrr2g17cG5xdrW4IKTjmmRu04bhhWwH9mbWb7\n6qPUb7afGrVLV/Cm7drP/PGpONKDCGuSzd2TuuPr6wuAUVD8z2Q/7IQfbkTqkv+o8BXxQiUOdd68\neTNdu3ald+/eHDx4kC5durBhw4byiE1EREREKqg1KevY9lJDYn7vT8y2/ux6pSmrvv75gt6j00OR\nHIhbylF+51DjJHo+cskpx+zbfYCZt+2k8J2BFL6TyPTBazmafqxU13//odUEf34LYan9KHwvgVmT\nl7n3tewbx+HwomHUBeRwjG34E4Y1yHlhkhORclVi4fvMM88wdepUwsPDiY2NZeLEiUyYMKEcQhMR\nERGRimrnhv2EZv/15DM0tx57thy+oPe4us8VjFrZlAErTjD686up16jOKcd8u2Qt1f7o7W7HbB3A\nyk/XlHhtp9NJ3s4q7rYvAZzc4cdva7by+n1fsHr+ARo9spedLV/gN98ZxNOao+1nkPBApwuSm4iU\nrxKHOufl5VGvXj13u23btrzwwgtlGpSIiIiIVGwtOjZkXsz3VD3UHoBjUT9ydft6JZx19sLCqhAW\nVuWM+0Mi/TnAcQIoOibXdpiq1UJKvK7NZsM3/jgcLGo7KcSocpSF9wYQsycBgC2rVjB0XiOCqvhz\n4ngmDS5OwMenxD+fRaQCKvEnt0qVKmzevNndXrJkCWFhYWUalIiIiIhULKkrf2PtZ/uxBheSOLIT\n9RrWofOUX/lhZjIY0P7mqjRqeupQ5LLWLbETW79fyKFPmoHVQVTCVjpc35d9uw+Q/NwanCf9qX6l\nhcThXU6Zq2bwS81ZMH4OhUeCCW1ynLgmdvzm3+DeH3WwE2u+TubGEV2pXv1/7ywi3qTEwnf8+PE8\n/vjjbN++ncsvv5xatWrx0ksvlUdsIiIiIlIBpK78jS+GWql6bAAunLy0dgbjkhNoe11z2l7n2dis\nVisjpyaw/4l9WK1WYmP74XK5eHvYD0SvuQ2AtBX7+Th4JX2GdCp+sgV89rGWHQAAIABJREFUgyxY\nq7gIrx7IRQ2r8UfADsLy6gOQ7XOABrVKfnpckRw5coTd29K4+NJ6hISEejockQqjxMK3Vq1azJ8/\nn5ycHFwuF3a7vTziEhEREZEKYu1n+6l6bAAAVmxYf7ySPXt2U6fORR6OrIjFYqF69Rrudnp6Osam\nvz5/HOyI48CvPxY7x+l0MvOBX6m27taic35IZ1fIt9QYfpgt8zZicfoQee0BTmZU4afvfuWK9s3L\nJ5nz8NWHq/l2PAQdbsSSeqsZ9H+1aXxZfU+HJVIhnLHwHTt2LJMmTWLw4MGn3R8UFETv3r3p1q1b\nmQUnIiIiIp5nDS7EhRMrNgAKQw4TEnLqRFMVRZUqVXDF/go7itoO8gmpVnwppKNHj2LZ/ldRGOiK\n5Mhmg/undsUx0sGW37azYJgDn9k92er/B5uGfcbtT1Tsv3u/m3qMaocHAhC6vR9fvDqfxu+r8BWB\nfyh8Bw0aBMDw4cOLfR7CMAwAMjMzmTBhggpfEREREZNLHNmJl9bOwPrjlRTaD9Nk+AkiIyMvyLUL\nCgp4/5llZP3hT1DNPO4Yfz3+/v7ndU0/Pz+6PVONZc/Px3E8gCotj3Hzo72LHRMREYErPhW2XFkU\nBzlExDsA8PHxYeV7O6m2MxGAsPx6bJu7ldyHcwkMDDyrWJxOJyu/+BHDMOjYtU2ZTo5l5PoVa7vy\nfMvsXiLe5ow/eU2aNAGgdevWrFy5kh9++AGHw0GbNm3o0qULUPSLSkRERETMzW63My45gT17dhMS\nUueCFb0A08csxZidSAD+FFDAm9nzePC1fud93Su7NOPKLs3OuN/Hx4d+z1/E0ufm4TwRSETLE9z0\nSK+/DjCKr/ppcfrgcrnOKgaHw8Hzty8gYHkCFiysumYBo2cl4OtbNgVp7NUnyf3jGAFGBCeCfueS\nruf3BoKImZT4ltPbb7/N8uXL6dmzJy6XizfffJNt27YxbNgwPe0VERERqSRsNluZfKb35EY74RQV\naD74cWxT+a0e0vyqRjT/pNFp97W7uSaLv/uaqP3XkGM9QmzPgwQHX3VW1/8ieSX25YPxIwgAn69v\nY+ncz+hz27XnHfvp3Du5D4vrf0PGrgIuuaIqHXt0LJP7iHijEgvfJUuWkJycTEBAAACJiYn07duX\nYcOGXfBgduzYQWJiIqtWrcLPz4+1a9cyefJkbDYbbdu2Zfjw4Rf8niIiIiLiOb5ROf/Tzi71uYZh\nkJ2dRXCw/ZSlis5XszaNCZ73Bz8tT+aiuCCuH9D3rK9RkOfExl/Dj234UZjvvJBhFmOxWOg7pHOZ\nXV/Em5VY+BqGUexzFv7+/mUyPCMrK4sXXnih2L0mTJjA66+/Tnx8PPfccw+bN2+mUaPTvysnIiIi\nIt5n0NMtmZk1i7w/QgmolcngiZeX6rzfUrey4PGtGPuq4VNvL0OmtqZmnQu72G69RnWo1+jcJ/G6\nLuEqXlgwk5if7wDg0GUzuXWQh9d/EqmkSix827Rpw4gRI+jbty+GYbB48WJat259QYMwDIOnnnqK\nkSNHct999wFFhXBBQQHx8fEAtGvXjlWrVqnwFRERETGRmnWqM+6jor8zz+ap7cdP/07shpuLGqmQ\n/MwcHplxYQvf82W323lswQ18MmMhhgGD77iW0FCtrSviCSUWvk8++SRz585l8eLFGIZBmzZtSExM\nPOcbJicnM2vWrGLb4uLi6NatGw0bNnRvy8rKKrZmcHBwMGlpaed8XxERERGpuM52qLIjI/Af2xVF\nSEgINz14g6fD8DiHw8HSeSvJyyykc/9WRMVU9XRIUslYjP+uT3QGQ4YMYcaMGWUaxHXXXUdMTAwA\n69ato1mzZrzxxhskJiaydOlSAGbOnInT6WTIkCFlGouIiIiIVHwTb52DY/YAfPAnjxPEjv6KEc/1\n93RYchoul4sx/d/HZ/EgfAnkaJMPGf1ZO6rHV/N0aFKJlPjENy8vj/379xMXF1dmQSxfvtz9786d\nO/Puu+/i5+eHr68vaWlp1KhRg5SUlFJNbnXkSGaZxekpUVEhpswLzJubWfMC8+Zm1rzAvLmZOa+y\nYsbXC8z9vaC8Tu+Tmd+yb7WVfWGvUCUqiFYDYkl86DqPv176mp3eup9/I39xJ4L+nN266ob+zH1p\nAbeP9fwKMfqaeZ9z7SdLLHyPHTtG586diYyMxN/f3/35i6+//vqcbliSvw9zmThxIqNGjcLpdNKu\nXTuaNm1aJvcUEREREe+w8/c/+HVSVaqf6E51IDv7AFXjf8VqtZZ4rrfbtH4raTsOckXHpoRHhJfq\nnPz8fN5/ZhnZuwKwX5TP7WOvx8/Pr+QTLyCrzYphdcLfl0E2/5dLKpgSC9833niDFStW8OOPP+Lj\n40OHDh246qqzW8PsbPy9oG7WrBlJSUlldi8RERER8S7bNu4h9MTV7nawI5bDO7/3YETlY+7Ly9n5\n7/rYczqzqv7n3PpuA+o2rF3ieW8+thTLvBsJwI888nkrewHDp/Qp+4D/pkmzxnzeJ4ncjyLwM8I4\n3HQuD97doVxjECnxvZY33niDtWvXutfv/f7775k5c2Z5xCYiIiIiUkzzqy4ho+YKdzsjbC2NrqxY\nszlfaAUFBWyc6UNETlP8CCJmW38+/7+NpTo3c1MYPn+uJeyDPyc2BpdlqKdlsVgY9X8DafrWamq8\n+DGPLrqGyChNbiXlq8QnvuvXr+fzzz93D0Hu3Lkz3bt3L/PARERERET+V3RMJP2mRvL1G0kYDhut\n+thp1aGtp8Mq0fo1W1i/YhdRtYK5bkC7s5rF2uFwQKH//2ws8c94AHwjs4u3o3JKfd8LyWq1cm3v\n9h65twiUovCtVq0aaWlp1KxZE4CjR48SHR1d5oGJiIiIiJxOszaNadamcZlc2zAMHA4Hvr6+F+ya\n332+hhUjA6l6NIGDPofY9dsShj7du9TnBwUFEd31AHlzMggwwkmP/p7rE0o3I3Li082ZlT2LvN2h\nBNQ5yW0TWp1rGufNMAw+eucb9q1x4B+Zzy1PXkNQUJDH4pHKpVRvFfXu3Zsrr7wSHx8fVq9eTXR0\nNHfddRcWi4W33367rGMUERERESlzq5av5fNn9+I6GkpQswM8OL07drv9vK/7c/JRqh4dAECQI4Y9\nn9pxTXCd1YRcI6b055PmKzhxIJ+OXS7ikhYNSnVe7frxPLUkHpfr7O5XFj588z/88cwVBDviyMfB\na2kzGTNrYLFjDMMg5etU0g8ep2O3VqWexEukJCUWvsOGDSvWvvnmm93/PtuFxkVEREREKiKXy8Vn\nz+wlbuuNRe0vncyeNJ9hz/c652t++9ka1n10jG1r93LJ33f4OM/672iLxUKvwVeXfOAZeLroBdi7\n2kWwo2iJVBs+ZK2NxuFw4OPzV0ny5hMfc3JmR4Icsbzy9ocMnd2C6jVjPRWymEiJhW/r1q3LIw4R\nERERqaQMw2Dv3jT8/PyIiSndEN4LLTc3FyP9rwmXrNhwHA045+v9umoT3z5sJyLjaqLZzGafBdR3\n9OGkfTPNb7NVygdItrAcDAwsFOVui8gqVvQeOnSQA/PrUs1R9BHLapsHsfTN+dwzWfMLyfkr3afi\nRcRrbPhlM7u37ad158s0Y6KIiFR4DoeDl4YuJH95S5y+J6hxy0/c8/S5P2U9V8HBwQQ02Yuxsqgw\ny/bZT91W5/6n8vpv9hCRkQBAFI3AYSX/7tfol3A1jS+75kKF7VUGPdmOabtn4NxUByPqMN2eqFFs\nv8PhwOIsvsaw4fL8k2oxBxW+IiYy95Xl7HytASE5Xfmp7hfc9HZtLm5S19NhiYiInNHH7/2HgE9u\nJpQgyIf0dyP5tcd6ml/RtNxjGT69C3OfnUvBsQDqtLbR9+7Oxfbv2LyL5Im/UXg0kCpNTjL0hR74\n+fmd9lphcX4ctRRNRgVA6HH63349F9Wvc8qxx44dJTMzkxo14rHZbP8YY0FBAe9N/ILM7QEEVM/h\njmeuJTi4/JcoOhdR0VUZ/1ECmZknsdsvP2X4dVxcdUJ6JJO3sD4BhHGo9qfcfEvpPsssUhIVviIm\nUVhYyIZZNmrkXApAzI4+LH9jPhdPU+ErIiIVV85xF378NbNvYGEcR/Zv80gs4RHh3D/lzE+bZ4/6\nlejUWwFwrMtnVtgi7prQ47TH9r79al7fsIj9X0Zh+OXT4MYcpj28B+v+mlSpaaX32Itp0rIBSa9/\nxYZpIfhkRsOVyYya2fMfC9m3x36G8/2BBOGPCydvZn3AI2/1O7/E/4dhGJw8eQK7PaTEQvxsWSwW\nQkPDzrhv5NQBfHrVCrKOFtCj16XUrGPuNZql/KjwFTEJl8uFpfB/ll5w6kdcREQqtqt6NmT2/C+I\nTuuKgcHRSz/iymsq3lDggoICCndFuts++JO1+/RPe6GoiBsxpT+FhYVkHDvB451ncdmRx/ElAPbC\ngsc+ICYpnA2vhxF7vOjJsuvbS0h6eQFDxp2+mAY4uTmYMIrW9LViI2tr6AXKsMihg0d4454VODdf\nhBFzkJ5Px9MjsfzWSbZarfS6pXPJB4qcJQ2aFzEJf39/Ym9IJ9d6FID0qBSuSPTMBCEiIiKlVbdh\nbQa9F43vnQvxG5rEA3PaEhIS4umwTuHn54dfnXR3u5BcQi8qKPE8X19flr61mpAjlxUVvX9y7K7G\n/n178cv8q6+2YsOZfeb1g10uF/szdmBg/BVXTPbZpvKP5j+ziqgf7yD2RCfifh/EZ8/uuaDXF/EU\nPQ4SMZH7/9WXpc1XkLEvn47XlH6NPxEREU9q2LQ+DZvW93QYbju37uanrzcRWyecjje0cW+/9eXL\nSX56Lo70QMKaZjF4dClnGzasgIU8ThJA0RPawhrbaXzJQD5qswhXSkOsWDka8SNdb4g742XmTFlG\n1O+9+Y25+GEnp8p2nnym6/mkegrniUB8+WvGaUdGIIZh/MMZIt5Bha+IiVgsFnrcdO5r/ImIiFR2\nv6Rs5JP7s4naP5A9fmlsv+dT7nyqaOhxnQY1eeyDmmd9zWtvbcbOL9axY/tyLNjIj/6d0W91w9fX\nl0dmdWPBy0k4s33p2j2OVh0vPeN1jqyzEUkDIil6Y3tf0GJq1a9xxuNLkp6eTl5eLnFx1d0TTcW1\ntrD364MEOavhpJDQy45VyqWXxHxU+IqIiIiI/On7WWlE7S9ahsheEM+ODwNxPOEott7s2apRO477\nF/rwzcJfCAgx6Dn4Hvf1QkJCuHP86T/Te/LkSd578msK9ocQVDcLa4Sj2Dq4vtHZp8yMXFqzXvic\nbe9EYcsLw7dTEo++2x8/Pz8Sh3fhI/9v2P+Lg4CYAu4afebPG4t4ExW+IiIiIiJnYLlAM+JUi4vm\nxhFnNyz5jQeXE7z0NoKx4viuAOPG2Zzo8h7ZmyLwjc6m78Rz+0jT9t938Me0esTmtQDAsewSPpz+\nCTc+cD0Wi4V+92hyKTEfFb4iIiIiIn/qeEdNPkpdTtTea8ny3039gfnn9bT3fORtDyfkz7loffAj\n549wnlhyLS6X65yf9AKkHzxGYN4l7rYP/uSfOO9wRSo0zeosIiIiIvKnZm0ac8fCeKKeSabtezu5\nfUw3j8XiG5vp/reBgX9s0QzO51P0AjRr1YTM5p+5Z4c+ErOCVt3qnNc1RSo6PfEVEREREfmbWhfV\noNbQc5806kK5+bmWzBk9m7y9IQTWPc49z16YCSwDAwN58IOrWfTafCjwpXffmlzSogFHDh1l5Sep\nhEUF06VXO01qJaaiwldERERETO/3jTtZNHEjhccCqdLsJPc+3xNf3zOvmVsR1KpbgyeSy6YAj4yq\nyj2T/pq4au+u/UwfvI6YrQPYZT3Kpm8+5MFXB7A/7SCfz/sGe0QQ7a9vXSaxiJQHFb4iIiIiYmqG\nYTDnkXXE/HIrAIXr8/ggfDF3jC3lOryVwOfvrCV2ayIAQa4oDi9qytddv+Xbpwyid/Uk2y+NrXd9\nyl0TNMuzeCd9xldERERETC0vLw/nnhh325cATv5RsZ/2ljujeNNiWPlhwU5idvXAggV7QU3+SA4j\nJyfHM/GJnCcVviIiIiJiaoGBgfjUOeRuF5BDlXqOYsds3/QHzw/6hEnXfcW0Rz+isLCwvMP0qGvv\nuJSD9RZhYJBnySCk969UCYoufpBhxTCM019ApILTUGcRERERMb1bX27BwolzKTwWQPhl2dz8aPEh\nu7MfWUvMz38OhV6by+zQxQwZ98/Deo+mH2P53J+w+ULP2zsCIWUVfpmrXS+e+xb6s/LjZEKrBtI1\nYQAbfv6dRT8sIyrtenJ8DhLfL53g4GBPhypyTlT4ioiIiIjpXXRxLR6bW+u0+3Jzc3Hs/uvppi+B\nZO7y+8frpR85yqsDvyN24y24cPD8l+/x6te3X8iQy121uGgSh93gbl/a8mJCFqSx4fslBIb70bln\nLw9GJ3J+VPiKiIiIiNfLzs7mi6TvsflY6DaoE35+/1y4/l1gYCC+tQ5DelG7kFxCL/rnoc7L5vxE\n7MZbsGDBhi9Vvr+RLz9O4YpOLc8njQqndt14WrVpzJEjmSUfLFKBqfAVEREREa+WlZXFCwM/I3rN\nbbhw8MLS2Yz+oP9ZLVc0+OXmfPhM0VDoKk2zGfz4Pw9ztvqACye2P/+cdpCLb4D+tBapqDS5lYiI\niIh4tU9nfUfMmtux4YMvAdi/uZGvlnx/Vteo26g2j83tyZNfXMv9/+qDj09REZuTk8OaVb+wb+++\nYsf3HtKRI1e+RwHZ5JCOs8diunRve8FyAnA6naSl7SEz8+QFva5IZaS3pURERETEfC7A5MN7d+3n\nrSE/E7ShE7lhO7ns0W30vacTAEFBQTyR1IcVS/+DX4AvnW5IxGq9cM+Ujmcc59U7lsGay3GEr6PN\no9Dj1vYX7PoilY2e+IqIiIiIV+txa3sOXv4+Thw4yOdkp7l06d3uvK+7+NVfqLbhJkKJI+ZEO1Lf\ndBRb5iggIICu/TvRuXvbC1r0AiT963uiVt1JdEFz4g5144dXCsjLy7ug9xCpTCrEE1+n08lzzz3H\nxo0bKSwsZMSIEXTo0IG1a9cyefJkbDYbbdu2Zfjw4Z4OVUREREQqGLvdzpiF3fl8/mJ8fC3cO+js\nPt97RvnFJ8iy5gZTUFBwYa5dAmeWLxYs7rbPyUiys7MJCAgo83uLmFGFeOL78ccf43Q6mTdvHtOm\nTWPnzp0AjB8/nilTpjBv3jzWr1/P5s2bPRypiIiIiFREwcHBDLjzevrcet1Zzej8T5r2jOBYlTUA\nFJBNWMc95baObeNrw8kI+Q0AJw58Wm0mIiKC3Tv3smD656z6ek25xCFiFhXiiW9KSgr169dn6NCh\nGIbBuHHjyMrKorCwkPj4eADatWvHqlWraNSokYejFREREZHKoEO3lgQG/8aGFQupGgkD7h1Qbvfu\n1OsKLNZUtnyzEP+wQu4c1Yt1P25h8f3HidqbwB/+u9l232fcNqZbmdx//mtfsmUhGBaDq+6xc/0t\nV5XJfUTKS7kXvsnJycyaNavYtvDwcPz9/Zk+fTqpqamMGTOGKVOmYLfb3ccEBweTlpZW3uGKiIiI\nSCXWquOltOp4qUfu3bFHKzr+bVWlle/tInrvQABC8mvz+4K1OB9zYrPZLuh9V331M7umNCM6ry4A\nv4zfRFTd32hxpWdeB5ELodwL34SEBBISEoptGzlyJJ06dQKgVatW7Nq1i+DgYLKzs93HZGVlERoa\nWuL1o6JCLmi8FYVZ8wLz5mbWvMC8uZk1LzBvbmbNq6yY+fUya27Ky/uUZW4B/n44/9a2WmxERtrd\nSy9dKOlpJwn9s+gFCM1sxKFdnxDVy5xfN7N+P5o1r3NVIYY6X3755axcuZLrrruOLVu2EBcXh91u\nx9fXl7S0NGrUqEFKSkqpJrc6ciSzHCIuX1FRIabMC8ybm1nzAvPmZta8wLy5mTmvsmLG1wvM/b2g\nvLxLWed2+cAYPvvuGyL3X02WXxp1+maRkZF7we9T97LqrK+6moijrQHIiE2hfvPapvy6mfX70ax5\nwbn3kxWi8E1ISGDChAkkJiYCMHHiRPf/R40ahdPppF27djRt2tSTYYqIiIiIeEzL9k0IT9rFmv8k\nc0mdKnTs2qPkk87BJc0bcORfqfw8byGGxaDPiNrUa1inTO4lUl4qROHr5+fH5MmTT9nerFkzkpKS\nPBCRiIiIiEjFU/fi2lSvVY309CMUFhaW2dJKnXq2olPPon+b+emhVB4VovAVEREREZGSpX67gSWj\n92NLq4Or/hfc8volNLjkolKdO/fVZaSttGKzF9B9VAMaNatfxtGKVBwVYh1fEREREREp2Rf/2kXs\n9v5E57eg2oabWPLCxlKd98mslex78SpCUvoRtGwQ80dsJy8vr4yjFak4VPiKiIiIiHgJ54mA4u3M\nwFKdt399LsGFce62ZUtjXn5oPvP+vQyn0/kPZ4qYgwpfEREREREvEdUmk3yyAMixHSLuqsJSnbdt\n51ZyOe5uHzB+JXDRHRyadAOvP/xRmcQqUpHoM74iIiIiIl7i3ud7kVT9C07sgrpN/OhzZ9dSnVfN\ntyHb+QJfgnBSQB4n8ccOwP6UcAzDwGKxlGHkIp6lwldERERExEvYbDZueuj6sz7PLzqPJtyMhaLi\ndgN/rZxiteer6PVS+fn5fDJ7Bc5CF11vuoqwsDBPh1RhqfAVERERETG5m8e3583DM8nZWgVXlQx8\n8jI5+scWCuN2cPXDkZ4OT/6msLCQmZOWcXKHH0Hxedz21LUEBp76We7CwkKev2UR4Stvx4oPLy6a\nxagF11AlvIoHoq74VPiKiIiIiJhc1cgInkzqj8vlwmq1kpeXx57de6gW24zQUD0lrEjeenIpjvcT\nCCCAQhy8eXIOD0/rd8pxKz77gZCVifjgB0DsuttYOjOZmx+6obxD9goqfEVEREREKgmrtWhu24CA\nABpc3MDD0XhGZmYm00cuJ2d7GCF18hk4vgXVa8V6Oiy3k5vshFE0e7cNHzI2hp72OJuPDRd/zcht\n4MJqNcolRm+kWZ1FRERERKTSmPHkVwR8fCuRG/vi/+kgZj2+2tMhFeMTmVWs7Rudc9rjOnZtQ971\nyeSTiYMCDrd6n153diyPEL2SnviKiIiIiEilkZdmJ+Rvz/9y94R4MJpT3TSxNTNOziRvZxj+8Znc\n8nTz0x5ns9kY834iyz/6hoI8B3f160FQUFA5R+s9VPiKiIiIiEilEVwnG2eKAxs+GBgE1Tnh6ZCK\nqV4rlnGL+pVqiSmbzcYNA64up8i8mwpfERERERGpNO589nreds7l+DY7IXUKuPOpijk8WEtMXVgq\nfEVEREREpNIIDAxkxGt9AYiKCuHIkUwPRyTlQZNbiYiIiIiIiKnpia+IiIiIiFRKubm5vPv0pxRk\n+HJxxyp07tPa0yFJGVHhKyIiIiIildL4gUkEfHoLNnz48aPNOAt/4NqEKz0dlpQBDXUWEREREZFK\nJzPzJJmramP781lglZxG/P5NVglnibdS4SsiIiIiIpVOYGAQVMlwtw0MrPY8D0YkZUmFr4iIiIiI\nVDo+Pj5cP7Yq++OWcDjgZw63mUHi4209HZaUEX3GV0REREREKqU+d3SgWacDnDhxnGrV+mOz2Twd\nkpQRFb4iIiIiIlJp2e127Ha7p8OQMqahziIiIiIiImJqKnxFRERERCqREyeOk5+f7+kwRMqVhjqL\niIiIiFQCBQUFTLlnETkp9XHZj3PFcB9639nR02GJlAs98RURERERqQTmv/YVwZ/dRuyJTlTf14c1\nLwZy5MgRT4clUi5U+IqIiIiIVAIFGVZ88HO3/TPiST9y1IMRiZQfFb4iIiIiIpXAJZ2rcSzsFwAM\nDAparKJuvYs8HJVI+dBnfEVEREREKoEru1xGwSupbPxiEZbAPIaP6oifn1/JJ4qYQIUofHNzcxk5\nciSZmZn4+vry4osvEhkZydq1a5k8eTI2m422bdsyfPhwT4cqIiIiIuK1OvZoRcceno5CpPxViKHO\nixcvpm7dunzwwQd069aNd999F4Dx48czZcoU5s2bx/r169m8ebOHIxURERERERFvUyEK34CAAI4f\nPw7gfuqblZVFYWEh8fHxALRr145Vq1Z5MkwRERERERHxQuU+1Dk5OZlZs2YV2/bUU0/x1ltv0b17\nd06cOMGcOXPIysrCbre7jwkODiYtLa28wxUREREREREvZzEMw/B0EOPGjePSSy9l4MCBbN26lUcf\nfZS5c+eSmJjI0qVLAZg5cyZOp5MhQ4Z4OFoRERERERHxJhVicqucnBz3092IiAiys7Ox2+34+vqS\nlpZGjRo1SElJKdXkVkeOZJZ1uOUuKirElHmBeXMza15g3tzMmheYNzcz51VWzPh6gbm/F5SXdzFr\nbmbNC8ybm1nzgnPvJytE4Tty5EjGjRvHnDlzcDqdTJo0CYCJEycyatQonE4n7dq1o2nTph6OVERE\nRERERLxNhSh8q1evzowZM07Z3qxZM5KSkjwQkYiIiIiIiJhFhZjVWURERERERKSsqPAVERERERER\nU6sQQ51FRERERETE++3bfYCkp1MpPBZIZPN87hjbDavV889bVfiKiIiIiIjIBfH28FVEr76dAOBE\nygnmBi3nllFdPR2WhjqLiIiIiIjI+cvJycGxPdbdDiCMo5srRslZMaIQERERERERrxYYGIi1erq7\n7aCAwOr5HozoLxrqLCIiIiIiIufNYrEw8PmGLH56LoVHAwltepyhT/b0dFiACl8RERERERG5QJq0\nbECTJQ08HcYpNNRZRERERERETE2Fr4iIiIiIiJiaCl8RERERERExNRW+IiIiIiIiYmoqfEVERERE\nRMTUVPiKiIiIiIiIqanwFREREREREVPTOr4iIiIiIiJlxOVyMWfKMtLX++AblcPg8Z0ICwvzdFiV\njgpfERERERGRMvLBS8s48tK1BBKOCxfTDr3PE3MSPB1WpaOhziLHgNwEAAASGElEQVQiIiIiImUk\nfb2NQMIBsGIlZ3NVDMPwcFSVjwpfERERERGRMuIXmYvBX4WuT1QWFovFgxFVThrqLCIiIiIiUkZu\nGd+RaYfeJ2dzBL7RWfSdeLGnQ6qUVPiKiIiIiIiUkSrhVXhy3gBcLhdWqwbceopeeRERERERkTKm\notez9OqLiIiIiIiIqanwFREREREREVNT4SsiIiIiIiKmpsJXRERERERETE2Fr4iIiIiIiJiaCl8R\nERERERExNRW+IiIiIiIiYmoeKXy//PJLHnnkEXd77dq1DBw4kBtvvJGpU6e6t0+dOpWEhAQGDRrE\n+vXrPRGqiIiIiIiIeDmf8r7hpEmTSElJoXHjxu5tEyZM4PXXXyc+Pp577rmHzZs343K5SE1NJTk5\nmQMHDvDAAw+wcOHC8g5XREREREREvFy5P/Ft0aIFEyZMwDAMALKysigoKCA+Ph6Adu3asWrVKn75\n5Rfatm0LQGxsLE6nk4yMjPIOV0RERERERLxcmT3xTU5OZtasWcW2Pffcc3Tr1o3Vq1e7t2VlZWG3\n293t4OBg0tLS8Pf3p0qVKsW2Z2VlER4eXlYhi4iIiIiIiAmVWeGbkJBAQkJCicfZ7Xays7Pd7ays\nLEJDQ/H19S22PTs7m5CQkDKJVURERERERMyr3D/j+7/sdju+vr6kpaVRo0YNUlJSGD58ODabjRdf\nfJE777yTAwcO4HK5ij0BPpOoKHMWx2bNC8ybm1nzAvPmZta8wLy5mTWvsmLm18usuSkv72PW3Mya\nF5g3N7Pmda48UvhaLBYsFou7PXHiREaNGoXT6aRdu3Y0bdoUgJYtW5KYmIjL5WL8+PGluvaRI5ll\nErMnRUWFmDIvMG9uZs0LzJubWfMC8+Zm5rzKihlfLzD394Ly8i5mzc2seYF5czNrXnDu/aRHCt8r\nrriCK664wt1u1qwZSUlJpxw3fPhwhg8fXp6hiYiIiIiIiMl4ZB1fERERERERkfKiwldERERERERM\nTYWviIiIiIiImJoKXxERERERETE1Fb4iIiIiIiJiah5fx1dERERERMQbuFwupj+xhPTUEGyhuXR/\nvB7N2jT0dFhSCip8RURERERESmH+v78kb0ZvqhIKwMLH5tP467r4+vp6ODIpiYY6i4iIiIiIlMLx\nneD/Z9ELYN19EceOHfVgRFJaKnxFRERERERKIfJiK3mWY+62UXc7VatGejAiKS0NdRYRERERESmF\nhPu6MOPYpxxeHYAtNJ+bRjfCx0cllTfQV0lERERERKQULBYLd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(16, 6), sharex=True, sharey=True)\n", "fig.subplots_adjust(wspace=0.05)\n", "\n", "for i, col in enumerate(['Annual Member', 'Short-Term Pass Holder']):\n", " hourly.loc[col].plot('projection1', 'projection2', c='cluster', kind='scatter', \n", " cmap='rainbow', colorbar=False, ax=ax[i]);\n", " ax[i].set_title(col + 's')\n", " \n", "fig.savefig('figs/pca_annual_vs_shortterm.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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SJR3kNjt37k5YWBhpaalYWlrSrVtPADp06ESxYkU5d+4c5cqVo337Tu83sYIC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+7ceS5dumTcp7KykoKCa1y/nk+3bqHGY9/Mz681J08eMVm3a9cOnnvuGTp37syQIYPp2bMb7u7u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\nWq2WtLTtqFQqIiIiH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "usertype = hourly.index.get_level_values('usertype')\n", "weekday = hourly.index.get_level_values('date').dayofweek < 5\n", "hourly['commute'] = (weekday & (usertype == \"Annual Member\"))\n", "\n", "fig, ax = plt.subplots()\n", "\n", "hourly.plot('projection1', 'projection2', c='commute', kind='scatter', \n", " cmap='binary', colorbar=False, ax=ax);\n", "\n", "ax.set_title(\"Annual Member Weekdays vs Other\")\n", "\n", "fig.savefig('figs/pca_true_weekends.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identifying Mismatches" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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hourusertypeprojection1projection2
date
2014-10-13Annual Member11.801941-47.055049
2014-11-27Annual Member-39.2576598.284703
2014-11-28Annual Member-37.61764312.843594
2014-12-23Annual Member-21.4246919.384624
2014-12-24Annual Member-22.4598864.800410
2014-12-25Annual Member-43.63113010.346482
2014-12-26Annual Member-27.5419474.615430
2014-12-31Annual Member-24.51092210.280756
2015-01-01Annual Member-36.3854064.758340
2015-01-02Annual Member-17.2444727.139373
2015-05-25Annual Member-21.178644-4.670879
2015-07-03Annual Member-5.304581-3.541451
2015-09-07Annual Member-20.7926070.447123
\n", "
" ], "text/plain": [ "hour usertype projection1 projection2\n", "date \n", "2014-10-13 Annual Member 11.801941 -47.055049\n", "2014-11-27 Annual Member -39.257659 8.284703\n", "2014-11-28 Annual Member -37.617643 12.843594\n", "2014-12-23 Annual Member -21.424691 9.384624\n", "2014-12-24 Annual Member -22.459886 4.800410\n", "2014-12-25 Annual Member -43.631130 10.346482\n", "2014-12-26 Annual Member -27.541947 4.615430\n", "2014-12-31 Annual Member -24.510922 10.280756\n", "2015-01-01 Annual Member -36.385406 4.758340\n", "2015-01-02 Annual Member -17.244472 7.139373\n", "2015-05-25 Annual Member -21.178644 -4.670879\n", "2015-07-03 Annual Member -5.304581 -3.541451\n", "2015-09-07 Annual Member -20.792607 0.447123" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mismatch = hourly.query('cluster == 0 & commute')\n", "mismatch = mismatch.reset_index('usertype')[['usertype', 'projection1', 'projection2']]\n", "mismatch" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2014-08-30 2 Days Before Labor Day\n", "2014-08-31 Day Before Labor Day\n", "2014-09-01 Labor Day\n", "2014-09-02 Day After Labor Day\n", "2014-10-11 2 Days Before Columbus Day\n", "dtype: object" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pandas.tseries.holiday import USFederalHolidayCalendar\n", "cal = USFederalHolidayCalendar()\n", "holidays = cal.holidays('2014-08', '2015-10', return_name=True)\n", "holidays_all = pd.concat([holidays,\n", " \"2 Days Before \" + holidays.shift(-2, 'D'),\n", " \"Day Before \" + holidays.shift(-1, 'D'),\n", " \"Day After \" + holidays.shift(1, 'D')])\n", "holidays_all = holidays_all.sort_index()\n", "holidays_all.head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "date\n", "2014-10-13 Columbus Day\n", "2014-11-27 Thanksgiving\n", "2014-11-28 Day After Thanksgiving\n", "2014-12-23 2 Days Before Christmas\n", "2014-12-24 Day Before Christmas\n", "2014-12-25 Christmas\n", "2014-12-26 Day After Christmas\n", "2014-12-31 Day Before New Years Day\n", "2015-01-01 New Years Day\n", "2015-01-02 Day After New Years Day\n", "2015-05-25 MemorialDay\n", "2015-07-03 July 4th\n", "2015-09-07 Labor Day\n", "Name: holiday name, dtype: object" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "holidays_all.name = 'holiday name' # required for join\n", "joined = mismatch.join(holidays_all)\n", "joined['holiday name']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'Dr. Martin Luther King Jr.', 'Presidents Day', 'Veterans Day'}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(holidays) - set(joined['holiday name'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jakevdp/anaconda/envs/python3.4/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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AFxn5Tl6ytUyZsrx69UKh3eTkZPbt88bR0QldXT15ydFixYrx/v17ACpWVOwL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\nkqv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "hourly.plot('projection1', 'projection2', c='cluster', kind='scatter', \n", " cmap='binary', colorbar=False, ax=ax);\n", "\n", "ax.set_title(\"Holidays in Projected Results\")\n", "\n", "for i, ind in enumerate(joined.sort_values('projection1').index):\n", " x, y = hourly.loc['Annual Member', ind][['projection1', 'projection2']]\n", " if i % 2:\n", " ytext = 20 + 3 * i\n", " else:\n", " ytext = -8 - 4 * i\n", " ax.annotate(joined.loc[ind, 'holiday name'], [x, y], [x , ytext], color='black',\n", " ha='center', arrowprops=dict(arrowstyle='-', color='black'))\n", " ax.scatter([x], [y], c='red')\n", " \n", "for holiday in (set(holidays) - set(joined['holiday name'])):\n", " ind = holidays[holidays == holiday].index[0]\n", " #ind = ind.strftime('%Y-%m-%d')\n", " x, y = hourly.loc['Annual Member', ind][['projection1', 'projection2']]\n", " ax.annotate(holidays.loc[ind], [x, y], [x + 20, y + 30], color='black',\n", " ha='center', arrowprops=dict(arrowstyle='-', color='black'))\n", " ax.scatter([x], [y], c='#00FF00')\n", "\n", "ax.set_xlim([-60, 60])\n", "ax.set_ylim([-60, 60])\n", "\n", "fig.savefig('figs/pca_holiday_labels.png', bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.4", "language": "", "name": "python3.4" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }