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@adelq
Last active August 29, 2015 14:06
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{
"metadata": {
"name": "Power Analysis"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import numpy as np\nimport pandas as pd\nimport seaborn as sb\nimport matplotlib.pyplot as plt\nimport arrow\n%matplotlib inline",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": "with open('speedtest3.txt', 'r') as f:\n raw_power_data = f.read().splitlines()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 112
},
{
"cell_type": "code",
"collapsed": false,
"input": "def chunks(l, n):\n \"\"\" Yield successive n-sized chunks from l.\n \"\"\"\n for i in xrange(0, len(l), n):\n yield l[i:i+n]\n\ndef clean_speedtest(s):\n return s.split(' ')[1]\n\nclass SpeedTest(object):\n def __init__(self, date, ping, download, upload):\n self.date = date\n self.ping = clean_speedtest(ping)\n self.download = clean_speedtest(download)\n self.upload = clean_speedtest(upload)\n \n def __repr__(self):\n return \"Ping: {}\\tDownload:{}\\tUpload:{}\".format(self.ping, self.download, self.upload)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 113
},
{
"cell_type": "code",
"collapsed": false,
"input": "raw_power_entries = chunks(raw_power_data, 4)\nobject_power_entries = []\nlist_power_entries = []\nfor power_entry in raw_power_entries:\n object_power_entries.append(SpeedTest(*power_entry))\n list_power_entries.append([arrow.get(power_entry[0])] + map(float, map(clean_speedtest, power_entry[1:])))\npower_pd = pd.DataFrame(list_power_entries)\npower_pd.columns = ['Date', 'Ping', 'Download', 'Upload']\npower_pd.describe()",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Ping</th>\n <th>Download</th>\n <th>Upload</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td> 547.000000</td>\n <td> 547.000000</td>\n <td> 547.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td> 200.049682</td>\n <td> 5.361444</td>\n <td> 3.156527</td>\n </tr>\n <tr>\n <th>std</th>\n <td> 340.657773</td>\n <td> 3.910149</td>\n <td> 5.613583</td>\n </tr>\n <tr>\n <th>min</th>\n <td> 34.332000</td>\n <td> 0.000000</td>\n <td> 0.000000</td>\n </tr>\n <tr>\n <th>25%</th>\n <td> 54.955500</td>\n <td> 1.760000</td>\n <td> 1.230000</td>\n </tr>\n <tr>\n <th>50%</th>\n <td> 57.220000</td>\n <td> 5.550000</td>\n <td> 1.680000</td>\n </tr>\n <tr>\n <th>75%</th>\n <td> 60.002000</td>\n <td> 8.330000</td>\n <td> 1.720000</td>\n </tr>\n <tr>\n <th>max</th>\n <td> 999.000000</td>\n <td> 17.880000</td>\n <td> 30.770000</td>\n </tr>\n </tbody>\n</table>\n</div>",
"metadata": {},
"output_type": "pyout",
"prompt_number": 114,
"text": " Ping Download Upload\ncount 547.000000 547.000000 547.000000\nmean 200.049682 5.361444 3.156527\nstd 340.657773 3.910149 5.613583\nmin 34.332000 0.000000 0.000000\n25% 54.955500 1.760000 1.230000\n50% 57.220000 5.550000 1.680000\n75% 60.002000 8.330000 1.720000\nmax 999.000000 17.880000 30.770000"
}
],
"prompt_number": 114
},
{
"cell_type": "code",
"collapsed": false,
"input": "sb.set_context(\"talk\")\nsb.tsplot(power_pd.Ping, value=\"Ping (ms)\", color=\"husl\");",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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SiCiojHoaa1sSFVvzXltNT9vZh8F2BHtmAxU0fvOb38RHPvIRLF68GMlkEg0N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\nD8/hikxKqnm5AAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x70d1c10>"
}
],
"prompt_number": 115
},
{
"cell_type": "code",
"collapsed": false,
"input": "sb.tsplot(power_pd.Download, value=\"Download Speed (mbps)\", color=\"husl\");",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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p4olZSs5MEJlCNZH1GM9km3lcQt40Efqkk4MlfDjy9Ln8jLq19q4oeJpcalfq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\nH/UBCb0Hv884AAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x70e9150>"
}
],
"prompt_number": 116
},
{
"cell_type": "code",
"collapsed": false,
"input": "power_pd['Download6hr'] = pd.stats.moments.rolling_mean(power_pd['Download'], 12)\nsb.tsplot(power_pd.Download6hr, value=\"Download Speed 6 Hour Rolling Average (mbps)\", color=\"husl\");",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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DTTfdhPnz56OxsdH6qgmCIAjH6V9kkA96NSpV72akv+jTwrsAIPT0QvY3Dcq6\nHCEeh3CwE3LTcMDtgmvLFxAOdcLz0VowSYJcW62IPsAwKYJEn630y+kDY4DXDURilnr1mRJ95557\nLv77v/8b48ePT3m8r68PL730Eq655hrTOyQIgiCcRbvgcpcLcJkO6KSQDO/SxTsj/WYb82o/uNsF\nFk9A6O6F3FwZok/ctRf+51eCRWOIT5uIxJhm+F9dpT8v11QhdPWlSpgbyXY/FN61F/1GzlCwwb1e\nsEjMUk6fqW+D22+/PeXfa9aswXPPPYeVK1eCMUaijyAIooTQRV+VL8crB4bm72Ynrfk1Y5Ab6iC2\nd0KooF597g3b9N/VtWUHxN379efk2mqErr4UvLFef4xXqYUciQQQjwNuc1WlRHb6V+8C6jna22d/\neBcAuru7sXz5cjz33HPYuXMnzjrrLCxZsgRz5swxv2qCIAjCcXTR5y9c9FFz5szo4V1DdbTcqIq+\nzp6B3lZ2GB07Fk+A9fYBAEJXzIc0pll3+DSMNxosFAGvI9FnC7F+OX0wpG5YCO/mrN5dvXo17rjj\nDpx55pl4/vnn8Y1vfAOCIODOO+/EhRdeCL9ank0QBEGUBloeHi+gmEAP05HTl5H+OX0AII9Qct2F\njq5BWZMTsHB665X4ceMgHTs2TfABqTcalNdnH/2rd4HkZ882p2/evHk4dOgQLrjgAvzhD3/AjBkz\nAAD3338/GGPZ3koQBDHouNZvgXvDVnCPB5GLz8m7krXcSDp9+d+Up4R3OVcSx4kk/XL6AEAeqYq+\nzh5AlgHBcle0kiNTbl5szswBX58i+iivzzaS4V2Dc6qPYrPJ6duzZw/Gjh2LmTNnYtq0aXkskyAI\nYpCQZfhefw+uL/fDvX0X3Ou3DPaKioZ2sS3E6dMvKLIMSJIdy6oo0nL6kHT6mCSBVUi/Pu0GInr6\nSZDrhyF69kzIIxoGfoMgGCq/qUGzbWQQffrf2a7mzG+99RbmzJmDX//61/iXf/kX3Hvvvdi+fXs+\nyyUIgigqLBgCM4gVYwJ6pWNLTp8hAV8PLVUALBAE6wsWvp1MOX0Nw8BVd0/s6C54H4OOJOm/pzT2\nSAS/ew1iM0/K+TY9NSBIos8uWFw9B93pOX22ib6Wlhbcfvvt+Pvf/44lS5Zg9+7duOyyyyBJEl57\n7TUcOnQoj6UTBEE4DzucemF37d6vhNyGAHaIPngM2T8WBrqXNJEoqpf+BdX/82d9rFW+ZMrpgyhC\nHq5Usgrxj3dxAAAgAElEQVSHyj+vz9ij0cpnSa6tBgAIgcLFNQElvUJz+tyG81ITgHHzN2WmEg5c\nLhfmzp2LpUuX4q233sLNN9+Mv/3tbzjzzDNx7bXXml84QRBEkRD6Ain/ZtEYhIMdg7Sa4kJOX2bE\ntkNg0RhYPA6hp4AZuZwbZqGmFjPIjepkDrXKtZwxhme1Vixm4Kro63/jReRJQtJnaaf06VMFILNw\nU2Y5y7S5uRm33XYb3nnnHTz22GMYNmyY1U0QBEE4jhbCk+uHQa6pAgCI+w4O5pKKgywniwxsEn1W\nnISSIp6A5/+tgfjlPgCA0N6pP1VIVTILR/SLMPem5k1q/2axwpzEUsBYiGElP1SurVHeT06fLTDD\n+Wc8L3XXz4Loy69VOwBRFHH22WfT7F2CIEoSzemThykXICEQgnC4/N2XXLBINClIbArvWnESrCLu\n3g/3us2IzjkNXBULduHesA3e9z8BAPT9540QbRJ9wr42AABnTK/Y1dHzrMpUKBvQHWO3y1KTZc3p\n6++2E3licNq5Jz28yxI2h3cJgqhAOIf7k/W6C1JpaKElXlsDrgo/dngIXITCRnemANEninpRAhwM\n7/pefAvuDdvgf+Zl27cttCXzzsW9bSlOHwoQfa7dBwAA8qgR6c2J1fCbleT6UoT19sGjCmarnyM9\nvNsXVELhREEYnb5M4V3EHAzvEgRRGbj/uQm+tz5A1TMvVeQXM9Odvuqk29db+aIvNfm+wL6EHi1n\nyDnRpyX7i109BRdXpGG4QLq2fJHSNLkQp0/co4g+6ajRac/pk0zKXPR531mtVyBbHeenh3clmRo0\n20Esc3gXWk6fhbZKJPoIYgjCevvg/vTz5AMVkqhvRFBz+nhNNfiwWuWxrh4I+w9WpMjV0JLvuSBk\nnJhgBe0C42R414h7c6ut22OhZCGC59PPwaRk9baVhrYpRGO6gyiNaU5/XnP6yjynz71lR/IfCWt9\nGvmwav3nIeGuO0zK+Weo3k2p5DV5jpLoI4ghhrhrL2oeezqlj1jFJVxzrv9OfFiN7vSxSBTVy56H\n54NPB3N1jqK5mbymquApGrqr4NRNAefghjWKatjULoyiL+25PJw+1+Yd8Hy0Fky9aUi0pIu+fHqn\nlSJa2xUAKWLZDLzKrx9XO3oiDnX0aRyiAIhi8gljhX3CnOgzVcjxySefZF4IY/B4PBg7dizq6upM\n7ZAgiMHFtTG9wboQDEManqXLfpkhHOzQL1Ryw7A08eN9/xPEvzLVUhuKckFQxbxsx/F0OrwbieoC\nCgCEHnunWGQbA2ZlXikACHvb4F/+hv5vaWQjkCHsqYu+WLy8x9cZhF707IHHrmVEEMBrq8EOByD0\nBVHseS7C/na4N24DBAHRs04FXHnXrJYGsfTGzEA/p89kXp+pv8R1110Hxhj4ACERxhjmzZuHBx54\nAP4CZj0SBFEEXGLaQ5Xm9Lm27QQAyHW1ymisDE6V+9MNiM0+pdhLcxyhUxV92UZlmcRpp6+/KLN7\ndJmdTp+rdVfKvzOGdgFwjyGkHo2V57xnznVRHL78AiQmHG19EzXVwOFA8b9bOIf/uRUQ1M+WNKIB\niRMmF3cNNqOFd1Pm7gJpTp+ZpBVT4d2lS5di7NixWLJkCV599VW8+uqrWLJkCcaPH4+HH34YDz30\nENatW4eHHnrI9C9BEMTgkMn9YIHQIKzEOVzbdwEAEseOU5yWDLltmjiqNGx1+hzO6euf5C+EIgVV\n1aZtP8NnXZ9XajGnz9juBRhY9Bk/a2Xb1Doh6U45z1O0asUf2dxWJ2C9fbrgA9KPW1kS16ZxZHP6\nzH3WTDl9jzzyCBYuXIizzjpLf2z8+PFobGzEb3/7W/ztb3+D2+3GkiVL8NOf/tTUjgmCGBy0RP/Y\niZMhdHTDtbcNQgWJPhYK61/0iePGDfy6SpwLGo5AUN0teUR9wZvTe4LZHN5lPYchHA5krHAVeg5D\nPmJk4TuJxfU8J+mIERDblGksiTHNcG/fZU1ccp7W2DtT5S6QOqGDRWOm3JdSwxj67j9xxCxa6oRx\nqkcx6D/+TqiAGcj6zUOa02fopWlnTt+WLVswZsyYtMdbWlqwdetWAMDEiRPR3t5uaqcEQQwe2p03\nb6gDVxvIsmAFiT6DmNPmoAJA6KqL4P58G3hNFTwfr8sa+itXRIN7aavTZ6EPWE44R9VfXobQfRiS\nKu5kvw8sngBLJCB099oi+ozHVxp7pC76JFX0WQnvCp09+uujs0+BNLpJCV9mIEUklWkxh9EFzdvp\n8w+O0ydWoOjTnT5PP8kmCOCioLiyJm/MTIV3W1pa8PTTT6c9/swzz+hisKOjA8OHDze1U4IgBg/t\nYij7fUqFJyorvGu8mBsvWNL4oxD56lxITcr3VCWKPqFdueDJfp8tRSrJli32OX0sHIHQrcy9FdXW\nJ7zKpxTcABBsyuszio3YKScgPm0ionNmgtcr+7FSyCEcUAwN7nEj9i8zII0/auAXG9yYsq3gjRTu\n9MlaeLfIffo0p0/bvxAI2poyMBiwAQo5jI+ZTcEw5fQtXLgQN998Mz744ANMmzYNnHNs2LABBw4c\nwKOPPgoA2Lx5My6++GJTOyUIYpDgPOn0VfkNoq+CCjm0ubOMpYQ/NFJyjWQZECqnc5W4W5muIh85\nypbt6c6CjblpmZwXropU8VCXLggLRRP1HACv9iNy8TkAoE+gYQkJSCRMVXaKh5R0AXnk8NzVuIyB\ne9xgsXjZ9urTBDEH8u71qId3i3xzpTXgTkw6Fp7PNqiPdUNuOaKo67ATvZAjg+jjbpcyetFO0Td7\n9my88cYb+POf/4wdO3aAMYYLLrgA3/jGN3DEEcof8uqrrza7foIgBgtDiwxe5YMcUURfReX0aaLP\n5814geZVqtBVX1sxbVs4h7hLETSJcS32bNOBQg6hsyftMe73JUd32fRZ1EWf35ci7I3uL4vEwGty\nXwY1B1VqaszxSnUfXo8i+srU6dPX7fPk3XImJbxbrNY1sqwXaEnjjoS8uRVCOAKxs7xFn3bTlRbe\nBZI3tnaKPgBobm7GHXfcYfblBEGUIMa7bl7lB1e/KFgkChYMgVdXwfXBZ4j19ALnnA54yq/dRPKC\nlXntxpFSLBiuGNEntHdCUENpkk2iT28RYWN4N2PVtNdjuzMkqHmqvDr1+KYUWkSiutuddVtGp88E\n3OsB+oJln9PHvfmf/7qjznnRWtewcCTZn7OuVrmRCEeKnldoN9nCu1ZTMEyLvmAwiM2bN6OjowOy\nnNqde/78+WY3QxDEIGJsZcCr/JBqqvRQlGtTK+LHT4Tn7/+ADMDb2YvQ1ZeWXXPZFKcvA0aRV0l5\nfdo8WLnab0uPPgCGQg77RV9iXAtcu/Yq2z8cAD9ScWJsE32qoyg3plYxpxz/YAjI9bcKRXQnXDbp\n9MFT3lM59PBuAUKN+1PPs0K2ZZb+N7VJF6xMW+do6IUcmcO7ymtsdPpWr16NH/zgB+jtzZxgS6KP\nIMoDPeQlCkrCOWNITDga7g3b4N64XWlkrCLu3g9x935IY48crOXmhS76BspFcruSOVcVJPr0Y1uf\nPoEkX6xeUHIh7DsI1xd7AACJY47SRZ/cUJeaa2lDOFDoUkXf8H6tazxuyNV+CMEwhO7enJ9vLZ8P\nACQrTh/KuE+f7vTlP7s5xVEPRcBN6uVCYCk3tb6iz452Cn39mQo5XK7U1+TAlOi77777MGfOHNxx\nxx1oamoCK7M7f4IYirDuw3Dt2ov49In6vEZjEYd2UY1PnQD3hm0QD7TDtX1nyjaE9s7yFX3+gZ0F\nXuVXRF8F9erLluydNx77qneFfQdR9ccX9H/LTcMRvuw8uDZtR+yMkyH0KgUcLJFQRGYGV8M0nA/o\n9GmPCcGwLgyzrlsTjzXVpkOU5T5/1w6nD14PuCCAyXLRKni185l73IDLZbhpKVPxraLP3s3k9FlM\nwTAl+nbv3o1HHnkEo0bZUxFGEBVPPJ75rqxYJCRU//4vYJIEcBnxrxwPIFmlawxxSUc1672ePJ9u\nSNmM0NtXvDXbRTR3PhKv8gM9hyvK6UOWC0O+6E5JQiqs0lmW4VvxDhjn4IKA2MyTlJsJxpCYfIzy\nEsNFi4XCBf0eLBTWxX+a0wdAbqwD9hyA56N1EA4cAkQRkUvOAa9Oz+9jh9Vzpq7G9P65T3XIityu\nxC70Pn0FOH1gDNzvAwuGinae6W639v3mRJ/JwUCfyJFBsll0+kydwVOmTMG+fftMro4ghjbe195F\nzUP/C3HP/kFbg/ufGxXBB8C15Qv9cdeO3QAUlyX5oGvAZrisx572GcUkV04foOS9AZWV0zdg1/4C\nyGfMk/H1vuVvwv3pBgjtnRBV5y18zaWInXVqWvg2NdcuDESi8C1/E671Wyyv21ghLDem5+xxg/vn\n2r0frp174F63OfO2+gLKdmotiD5VPApl2vTczDlkBi3EKxTL6esn+pyaKFNssoV3k7+jjaLvtttu\nw69+9Sv8/e9/R1tbGzo7O1P+IwhCRZbhWbsJTJbhfXv1oC3D/dlG/WctxCR0dENUm8zGpx6X8nrp\nyNR2BsJEZcB6OTp9enNm38AuhVbRKfRVUH/CAeZzFoQvdaSYFdzrNsO9uRW+N96HeEBtwux2pX3W\nkvvygqtOoufjdfC+/wncm1vhX/F3CAc7LO1bD8lW+YEMYf5MIV+tEKY/TP2MaC1lzFDuTc/18G4h\nTh+MPTGL7fSp+YQVktMHPXUjm9NnY3j3W9/6FgDgu9/9btpzjDFs3pz5Dokghhopcx8HK4mbcwgG\nh0441AX3R2vhe0cRoXK1Py1PTzI085VHNMD9lcmQt+5URF+xemzZhCmnT73oZ+oZV67oX/p2On0p\nPe2i4HW15tdjcLnca5WbEHl4/cCfJcbAq3xggRDcW3akPOV79e8IfeNSczl1nMO9XhkPmuJoG8go\n+va2ZQxhM93psyD6VKePBUPK+YPyOX8AAOp4xoJFn9qrD+HiTMTQcpZlzemrhJw+SQLTOqZkajav\n5/TZWMixbNkyc4sjiCGOcSg769faqFiwcCRl30ySdMEHALFTT0i7sElHjVa+ICUJ0a+eC1+VcnFl\n0ZhSyZelKKLUYCZy+rS5tKznsOmpDKWOnuydyQ3Ik/6iz9J6EpL+szb3NlOoNWV/VX4ggzsmtnXA\n//xKhL9xSc4bELF1F8R9bQCA2GknZHyNrI5iU15zIjwfrQWLxSG0d6amOnAO4bAi+riF8K6sOX2S\nrEyIqSmvXpD6JJFCRZ9PdfqKNAZNd/qq++X0lbPTZ1i7HTl9pr4dTjvtNFMbI4ihjnaxAVRBIUl6\n5WyxYAOELOOTj0V0zmn67FEjvMqP0L9/TRnTdsRwMJHrz/leW4XIRWcXfAEoCrKcFH3ZnD61Nxvj\nHEJX74COUFnhQCEHXC5wlwiWkKyLvgyj/TIVVaS+IP1GKXbKdHg+WQ/Xl/vAwpGczbTdag5rYkwz\npKPHZH6RS0ToqosgdB9G/CtT4dqwFUIwDHH3/lTRF40lq6KHWQnvJl8rBELlJ/q0c8hTqNOn3jwO\nVk6fKpLKtnUO1Gp2jYw5fepjJn/HAUXf+vXrMWXKFLhcLqxfvz7rRqZPn25qZ7no7u7Gfffdhw8/\n/BDxeByTJ0/GwoULMWnSJFu2TxBOI+xv139mnEPoPmxfo1yT6BW62r/V/0cuOSerANXWKQKAwdVw\nb/0CUssRiJ+a2TUpKQx5ZzxbTl9drTKzMp6A0NFVEaJPv9O3U/RBEc8sELI8tD7TzUcu0Sf2m8vL\nGUNs1lfg+US5BrGu3pyiT2hX8sy16uCBkMYfBc2LlMaMhrBlB8S9B1I+58acz3wKOQAtzF1Gny9Z\nTrrGNoV3iyf6Iin7hcXQZ0liqDzmGSISensgk+fngKLvyiuvxAcffIDhw4fjyiuvHHADdub03Xvv\nvejp6cHrr78On8+H3/zmN7jpppuwatUqW7ZPEI4iSRC6UxuYC53dRRd92vQAXl2F6JzT4Pl4HSIX\nnGXJcWQCg9RyhJLnBEA8cAjlcK9s/OLLWnnIGOTh9RDbOiB0ZBgLVo7EHCjkgPp3DIQsO31CRqcv\n+7kQnfUVeD/8DHJjHRLHjUPiuHHKXF6vBywag9Ddm32GqiTpx1MeNcL0WqUxzXBv2aEUcxhyWPUi\nDsDUuDYdl6iI5UgULBACz/2O0sHgGHFvYZ8l7RwsSnjX0A9QC+/qTl8Z5/SlOH0ZZu/qbmokair/\nekDR99Zbb6GhoUH/uRhs27YN1113HWprlWThyy+/HE8++SR6enpQX58jLEAQgwzrDShzJqE4FIxz\niPsOIjFxfHHXoVcbViExfRIS0/NzyqNXXgjP82/AtWufPnu01DE2W9bv9gdAHt6oir6urK8rF5xo\n2QIA8OZx4eYcrE+5+YieeSo8//gnuM+bsYDCSGzmSZAb6yGNH5PilsmN9RAPtEPoyjwVCgAgSXBt\natXzWSUL7q00phmAMqZQ6OrRxalwWKle59VVltM05JoqiJEoWCBYVqIvJRRaaEqH0elzuCCMhSN6\nVCMZ3q0Ap88gWDM5fVpxE5NlJT85x03fgKKvpaUl489Ocu655+LVV1/F3LlzUV1djWeffRYnn3wy\nCT6iLNBcPg4gPuN4eNZ8DvdnGxGbeWLOkJSd6OHdGvM5SBmp8iP+leMV0dfZMyj5iVbRwnHc7cpZ\n6SmPVOZCie0VIPokSe/LaGtOH/Jza5TB98p6Eke3IH7iZHBRBFw5Pj9eDxLTJqY9LDfUKaKvuxfe\nle+BBUKI/Ot5KQVJ3lUfwfPxOmXNHrelSmN5ZKPuJoq7D+iiT9yl9KfNx63nNVVARzeEQAiDU9KV\nH8bWPAXn9GmfHUkufMpKDtLm7gJ6tSuT5bL4/spESoFGpupdb78K+3xFX648PiN25fR95zvfwXe/\n+13MmjULoiiiubkZS5cuNf1+QSizsvghhnZ8KvU4udQxUryuFokzT4Z7/RawWBzej9cifu6soq1D\nD+8Oq4YoWv9bG48TP0IJkTFZhu/9jyHu3IvY2TMhH3OUfQu2ETGgVloOq4Hoyt6GlDerv1t3L8RE\nvDwKVQyknE9yslJW8HmAPI77gKjhIyEaM/15YqFkBa5QV2OpCCIjw+sAAK4v9ybbcmzfCWnKsfpL\nXJtb9Z/NHP8URBHymGaIrV/CtfcA5JOnAvEEXK27lH1NPsb6uaTedAmhcFl99wmJpLMkVHkL+iwx\nQwGLKxYF9zt3jgmGmxKh1g+ITDkXVEQpkTE8mrKNEjxOonYzJwgQM6yfVScjGmIsBp7jeGXN6TOD\nnTl9119/PSZPnozHHnsMXq8XL7zwAq655hq88sorGD48t1VfX1/gFwtRFCr1OMVDIUgAXE2NaGwZ\nifhZJ0N6czXcazej5tI5YEUSFdFwGByAf2QDahvNJ5/3p76+GnxYFaJuNxCPw716LQCgasNWeE6Z\nYtNq7SUeiyrHoLEOjTl+d+4eiyiUQpf6SBhCcxEmwjtAfX01OGRol7xhI+sgFHDc+xOvr4EEwCNJ\nqDG5Xelgu5IDyoD6MU1gYp7j27TtHTUKcSQT9QGgmktwGdYT4ckgqmfWiaiy+DdITByHROuXcO1r\ng/9QB+L/86zyBANqZx4PNsza9uIj6pS/WyyKGvU7rxy++6SDgp6/2zCqAawAAcRd0D+XdR7B1s9l\nf6QvZWXdXg8am5TooBwNQ/MtG6q9YPXm9l9Kx0nyispn3+PO+J3Gqz2W/sZZc/qKSVdXF9auXYsl\nS5agulr5g19xxRX41a9+hbVr1+Lcc8/NuY2eniBkuZyyJ4YWgsBQX19dscfJe6ADIoBobTUCXQFg\n6kT43/4ILBxF37ufIXHy8UVZh7+nDwxA0OWG1BWw/P7+x8nb1JjSf1D+fDtC9zyGxMwTkCixil7P\noR64AMT8fuUY5MBXUwUhEEJg+x4k6uqcX6CNGI8Tb++B5qn0huLgeRz3gXAzAW4A8b6gqb8pAIj7\nO+CFkgvX3Vv4VArB40P/DM1QbxAJbT2xOKpUhzt6+fkITT4GsPg3EEY0KvvoPozIK+9CCwRK449C\ndwKWt+diAjwAEn0hhHqCZfPdJ3YeVo6dx43ungIn1iQkaJmZh9u6IfudE1Ou9h54AMh+H7rUY8VC\ncf286DnUCy5nF7CleI0SuwPwApDdLv33SoFz+AUBTJbR194Dqb4h6w2vqZy+YtDY2Ijm5mb86U9/\nwp133gm3243ly5cjFAph4sT0HI9MyDKHJJXGgSIGpmKPk5pkLtXXKb+f34/EcePg3voF2Jf7IZ00\n1fk1xOL66Ceptqagv7N2nKJnnw73ZxshdPVAbFPGaQmHA/C88QGiJ0wpqcbGTB0bJ9VWm/rd5aYR\nEAK7Ia7djOgJk9OaVpcDsszBI8k8rIToAmw8vwSPB24ACEdNf57Ew4pYkGvMHYdcSHXD0kQfegL6\ntoWu5ASaeNMI8Dz2KY0aCa/ak1C7yZGamxC6+Ny8/p6ClmsVjuoCohy++4RwcgRbwWtlgt4aiYci\njv7uopbWUuXT98MMOXxyJAbZ5P5L6TgJ6nQUuFwDron7vGChMORg7r9xSeX0Pf7443jwwQcxZ84c\nSJKEsWPH4uGHHy66ACUIy8iyPvqMNyQdIy2ZvFh9qrSZo0Du9hhmkcY0QxrTDHH7LlT97bWU51w7\ndhe9OjkbTBUb3GQoTjpiBFxf7IbYdgi+l95G5LJ5Ti7PMVIqLkuhkEMvJrLQ5iQbfp/eAkXfR1/S\n9WDauceY6WOfhihCOnIUXF/u1x+Knj0TqMpeBT4Q+jSKIp37tqE3+bYnHYX7fWDxAJjDo9j6N2YG\nUtsXletUDpZt7q4K93mBUNjUOVpSOX2TJk3Ck08+acu2CKKYsMMBvVWE3JCceGHsSC8cOAR5RH3O\nkvpC0EQfd7ssDYg3Q6ZqYNem7aUj+iRJFxtm56TGT5wC74efAYDSo61c0S7UggAUmD/XH6t9wIBk\nFbWVebW5kBvrIBqan2vj0QAoM6Khiv0C3NrExGNSRJ9knM5hEf3vFosrlaNlgl69a1MOMvd5gcMB\nx8Vv/7m7AFKrXcu1V5+27mzjFS3cmJVMTh9BlDPGpszGuZ7a3b54sAPVf/gb4pOOUVpNOLWOTkX0\nyY1ZBtvnCa9Nd21KSSixQCjZp8uk28PrahFecD78z68s2nxQJ9Cbz3pc9vdCM/YBM9l2Q3f6LEyx\nyIXcUJ8i+lgG0SdbaNOSifiU4+B74/3kAwUIn5Tm4A67XHaSnF1tn9MHACzitOhLd/rAGLjLBZZI\nlK/TlzDp9AFghjSPgSiZnD6CKGc00SfXVqc4ef0bBLu37EAkEs3ZQ840/ZwXzenL1QQ3r11l6DUo\nBMPKeC67fp8CYPmOzNK+MBMJICHl7iVXgjCHpnEAqeKFhSOm+gBqx0K2K7wLxekzIoQjigh1u5Lh\n3QxzpS3h9yI++Vi4N7ciVmAOrvHcd1rw2IXQdkgfeVfoNA4NzfF0Wvjqoq869XuKuxXRZ3Y2bcmh\njWHLkjttJQXDdAZ2Z2cnnn76aezYsQMAcNxxx+Gaa65BY2N5tjkgCDsRupWLjtyQemHSv/AMuLbt\nzHtKRgqRKKr/8H+QmoYjsuB8ZR2a05drsH0+DBA2Ezq7IR+ZZTRWkWBRNQEdsOTQpIiaSNS+PLRi\nouf92C/65Lph4Gp1oLjvIBK53DRJ0iej2Jli0P/cApS8Pl5dBdeuvcqubRh5GLnobCSOG4vEMWML\n2k6qWC4Pp6/qzy/rP9uW01ek3Ma0ubsaHjcQjlSA0zfwuW1F9JlKfli7di3OO+88vPjii3C5XBBF\nEc8//zzOO+88rFu3zswmCKKiYZrT15DqNGQaBeY2NJEtBM9nGyB098K99QvFbePcUaevP5rjownN\nwUYvZvB6LIU4+4u+csSxEWzqNiV13q2oiqusawmGk2H2QqfCGOjv9AFKXp/WBJ2LIhLHTyh8R24X\nElMnFO5ee9xKjiXKRPRxnvr5ty28W4T5u8a5u1XpTh+Ass/pMxfetcnpe+CBBzB37lz84he/gEu1\nGOPxOH7605/igQcewDPPPGNmMwRRsegj2NKcvnTR5/piD4RDnZBHmp8NmgnjhYQFw8oXn3o32198\nOoE8UunfV2qiz+oYspTcqzIVffqFwaExV9K4Frh274fri92I5ijmMFbV2lrI0TQc0ugmQFZublgs\nDnY4APfG7QCAxNTjUub1DjqM6a00UA4VvP0/+zblhnK/805fytzdfuFdLd2mbJ0+bd1ZRZ8q0KM2\nOX0bN27EDTfcoAs+AHC73fjOd76DDRs2mNkEQVQunGcJ72Zu9+BZ/c/C9ysnJ3oKoRBYb/Jiy4cV\nltA+4C4NoU99KH1ntyP7soyWgG5V+Hjc4OoFruydPocqwxPjjgSgVOX6n3s1a36UPgZQFO3N9RRF\nhL65AKF/v1wvlhL6gnr+oOZGlhJFcblswjjtBLBPpOkulINup5ZOAFSi0zcI4d2qqip0dHSkPd7R\n0QG/v3iD5AmiFGF9QX24fFreUb+7s7g6K1Qb5F7Qfg2D0VkgDEF1WLgopN/t2kT4axdCGj0Koa9d\nAEnNGxRLRPQlQ5wWw1KqIwOUx8U5E/m6nGaRm5uQGKcU97l27IZ31UcDr6VPq9yttr+SmDHleKnV\n2awvABZW8wcHuMEaVMqoV1//NcZm2DRByFi9y51peKxViwNZnL5Y5Tp9WlqHGTfTlOg755xzcPfd\nd2P16tWIxWKIxWJYvXo1Fi9ejLlz55rZBEFULAO1a8mE1NIMwJ4vQGO1KguG9GkUvLbG/outitzc\nhNC/LYB03NF6pSQ7HHTsy9wKLKa1mshD+JS56EuGdx2ajiIICF91EWKnnQgA8Hz6OYRDnRlfqvdK\ndLAgRqvOFjq6wSS1P2aG6vLBpliVq3YgaNWvooC+H38HcnOTLdvV3U5J1l0ru9GmEMlVPkBMrb7X\nzlBb0WAAACAASURBVAlWtk6fiZw+zQWMxXN+F5v6hli4cCEWLlyIb33rW2DqxYRzjvPOOw8LFy40\nswmCqFj0di3V/pzJz1pVLZNkIJEoKByXMpEgGAJLqG5jvhMJLCKrSfoskVBCq4PdtiWa/ySBZAiq\n9B2ZTDgd3gUACAKiZ50K99pNYNEYhIOZ81KFPvt79PVHc/q0sYBAaTp95fS50gsh/P404VQIWvWu\ntg8n3Gg9pSBT4ZB2TpRrTl/CgtPHec5G4KZEX21tLR555BHs2rVLb9ly7LHHYuzYsZDKqNM4QThB\nsnI3vbqwP8bQAwtHC2qxIfR3+rQQX5FEn7G1iRAIQR5k0ac5fflUsGoXZ6GrVxHjJTRP2BQOh3d1\nRFEZqxWNpY5E6z4Mz0f/BCQZ4s49ylpsnghjRLuxMYazMvWRHGySjYlL3+lLNje2Vzwb21axSFQf\nTWknmtOXqZBHc8jK1ulTw9I8W58+oyDMEca29M02btw4jBs3DgAQDofxhz/8AU899RTeeecdK5sh\niIpioMrdTKT1hMtXoEVjKfNWhUBYv1MvltNnFH0sEARGNEA41AVwDrmpsMrkfGAFzAzVjot703YI\nHV0IXX+FYyFyJ9DFj9OiD5mTxr0frIH7860pr3MyvNv/vOGMAT57WozYiX6+l4PTN1CfuwLp7/Q5\nQbZZz7xinL4s57bhvM8lbrOKPlmWsXTpUqxduxbHH388brnlFsRiMTzxxBN46qmnEA6H8dWvftX8\n6gmiAhmocldDrqtNzgY1fgEWcPcvGBKXAdXp0+52iyT64HIpLSkiUWUEWiiM6if+CgAI3PZvxW+f\noYm+PHL6uEEwiO2dYKFwabX/yIGTEzn6k0n0aRMxUl7npNPXL3TMq3wlKdI116x/ZWwpMlCfu4Jx\nicpUjHjCMcdTC+9mbBGkOX3lOJGDc1MuvvG8L0j0Pfroo/if//kfTJgwAU888QTi8Tjeeecd7N+/\nH9deey2uu+46jBgxwsqvQBCVBefJnL4BeuOFr7gQnnc/RvzUEwC3C1wUwSSpoC9Adrif6OsL6G0L\niuX0AYqbI0aiYIEgxL1t+uNCexeko4srmvRq5gLCuxpCRzekMhJ9RQvvInMbEsGQX6q/zsbGzGnb\n7ndxL8V8PkDNj0MydFrK6OFdB/6W3O8DiweUaURHj7Gt8bMGC6pOX6bwrqeMnb54Qu8/iCxFWraF\nd1955RXcdddduOqqq7B69Wp861vfwkknnYQ333yTxq8RBJQvSr0hcv0ATt/I4Yh87UL939znBQuG\nCgr5sFAo5d+CoU+V3OD8NA4NXlMFdHRDCIQgGS8Wg2C6FBLe7Z+4LnR2Qxp7pB3LKgr63X0Rw7t6\nM1/OUyrJNexszJyGS4Q8rAbCYbVNUQnm8wEGpy+eAC9xp0kP79qc0weoQlJrpM0YIpeca+PGeTLK\nkSmloIxz+oxrzuriWwjvZm3Z0tbWhjPOOAMAMHPmTLhcLtx5550k+AhCJaUpqMkcJjsatrJILOPj\nck0VeBGmcWhobg4LhFILS6KZ1+cosTybMyP9i1LoKI0pI6YwhoAGIbzLQmG9bUrK6xx0+gBAMsx7\nLnXRBwAo8RCvY+FdpJ6T7g3b7G3xFIklOxdk+MyVdU6fwbXL+r0mivrIv2yN04Ecoi8ajcKnNZdk\nDG63G6NGjTK5WoKofFgw6biZbYhsRyNg7b3SyEbIBodNGjO6qLlNWrI+C4YgGPO6BkH0sahh9q5F\nYidOTQnxlsyUETOkhICcF339expmcvkAZG8xYQPSkclrUamHdwGAB0JZXjn4OBneNaZ+AFAKvmxC\nCBoaM1ew05ezHZP+exZYvfv222+jpkbJEZIkCatWrcLw4amVefPnz8+1GYKoSDSnj/u85ntb2TCW\niKkzFnmVH9KY0fB8poxDlMY0573NfNByaIS+IGTD3XvRnT5Z1qvc8nH6eGMdAt//d7j/uQm+N94v\nL9FnuLMvSk5fmuhTQ6yCACanO35OYRR9eoVjiWFsV8KDYaDKWfczb2LxZHqEA9N8YqedAO8/1ur/\nFvccsK/C3xD1yCRYNaePJSRldKVgaiZFaWDh3OYet9JKqZBCDgBYvHhxyr9/8YtfpL2GRB8xVNGc\nPtnCF6UtI7/U93KfF/FpE5Kir8h5aFpCPQsEIRguvEUXfXYIH0HQm2cLfUHFrbQ54dwJjFWJ2br2\n20X/z69wODl2LXLmqfC//DZiJ01xfB3yqGQRIRdKr3IXgBJ283mUdIxgCBg52AvKjJYbCQCyA3O7\nYzNPAq+tgWtzK1x72yDuOYC4TWPemLFXcKYbb2MBRDxRFue0RqrTl+Pc1p7PEd7NupUtW7aYWhhB\nDFW0Agor7T3saNiq5fRxnwfy6FEIX6okRssjGvLeZj5oFwgWT6SEFYot+lL2V8CXutyYLIIReg6n\nCIuSxXhhKKbTF08AkqQ7fXJtNRLHT0Cg5YjitA0SRURnngT3llbEZn7F+f3lCff7wSIxxekrUZhB\n9DnSasfvQ/zkaWDRGFx72+x10lNEX7qLl9rOJAFeTqJPc19drpwOpe5oFhreJQhiYPQ8mHycvkKq\ndzXBqG4rMXVC3tsqhAGLRqLFnUCQ4nblU72rvbe2Wm+pI3T3loXoS3X6ili9C+Vz2H/sGs8xf9pO\nYmfPROzsmUXbXz5wvw/o7i3pnD6t5Y5c7Qdc9o1g648muHIJE0uoRURcEDLmM6e43+WW16cXaOWW\nasnWNAUUchAEkR0tvMurLDh9dhRyaDl93sEdfcb9vozh1OKHdw15PYW4XYzp/Ra1ptslT8xCCMgG\nUkRfOApxzwEAA/epHOroFbxl4PQ5OS8ZMIgXG0WfHt7N4PIBSCmAsFVsFgFLk3ZMNqEm0UcQBaAX\ncuSV01e409e/qXDRYSzjJJKBWso4toyofSFOzanSZiqXOlreD3fnDgHZgfEzJ+74Up82k5h0jOP7\nLke0FijlEN51vLG7E5W0uujL7FCWtdOnndsmvtPMtqYh0UcQBZCP6NMcERaJDdzuItd+DTl9g42c\nIZxX9Jw+LTzl9xUsfDQRK/SUh+grZo8+AIDXA61OWy8gGt4wKPOWywG9orSUw7ua0+ew6HOkZ54W\n3h2oe4JB9JWd06e5dmbObVUYFuz0cc6xf/9+RApwJQiiIuFcz+mzUr0rNw1XBsQDENoO5bVflIrT\nh9QcLk0AsiLn9IkdSmK4HYUsuugrk/Aui1kIAdmyQ6bnkgo9qss3+ZiSnH1bCshqeLeknb6+Ijt9\nspxagFEAOcO7xsbFZeb06S5+lhFsGtyki5pT9MmyjHnz5uHAgQNm1kgQQ4dwVO9LZiWnD2633hpE\nPNhhfb/RmN6Md7Bz+oBU4SkdNVr5ochOn9bs1RbRpwnXw4Hy6OJfxLm7Gv1D+uU0sq7oqOcoH4wp\nNWbgPOn0OZ3T5+rXPsUOtGkw2fqkerR8tzI4n41YcfHtCu+KooiWlhYEAukDtQliKJOzE3wW5COU\nhl35OH0pBSD+wRd9moAFgITaHLrY4V2tBYQ8ovARkfJIZRsMgGv7roK35zSWQkA2kTi6Rf+ZCwxS\nc4k2oCsBdJemVEVfJJqcH+6002ecEWtXQ23V6eMDOX0wtjMpM6fPgovP7QrvAsAtt9yCX/3qV2hv\nbzfzcoIYErBe9e6YMcu9rSS1FYiYj+gzXDxKwelLTDgasdNOQOSCs/ScIJaQbAvf5CQa050KO5w+\nPqwGifFHAQA8a9YXvD3HsZDsbRfS0WP0n7nfX1TBWW7oLYRKVPQZGzM7ntNndPpsct308G62VjMO\nVA0XBUuFHNrvWOBEDgB4/PHH0dbWhjlz5qCpqQl+wzxBxhheffVVM5shiIpCq1rkw2osFw9oSe9C\nX1Cx8C1csI1OXykUcoAxRM+ZBQAQDiRFLIvGHBne3h+hIznHU3PpCiV2yjS4vtgNcd9BsM4ecIOb\nWWpo4/y4t4iizzACTS7hv01JoJ3bkpbHVlr1k3q7FsYsRywsY8hNY4kEeJaXmkYL7woDi77ydfry\nKOSwozlztjFrjJJ3iSGKJvryCYnIhtwZFgiBN6a3PRkIvV2LSwRcpdVfPaXbfSQGFEP0qQUX3Oux\nTWRK41rAXS6wRAJi2yEkSljYFKvHWgqiiOjsU+BevwXR82YXb79lSEo+ViwOeAbfnTeiNWbmtdWO\nt/xJdfpsEmCmwrvl6fSltGPKgf45K2QMm8att95q5mUEMaRgmtNXZ31WpfGOWggEIVkRfeokj1Ko\n3E3D4DyyaMzanXwsDvem7eBVfiQmHG36bUxtzMz9XvsqSAUB8shGiAfaIbR3AlOPs2e7DlC0Hmv9\niJ1xMmJnnFzUfZYlBgeWRUtP9BX1psGd6vTZATNVyKFOAgkXt6tAwVgp0rIzp48giHR0py8P0Qev\nJ5l4a7F/F9OcrbrSm4BgdPosNZ8ORVD92NPwvfYufM+vBKyMqFPv3u3uU6fnXeZTYV0kOOeD4/QR\npkn5XJZgeFE4rBSkFeWmIaV9ik2uWyJ7c2YgmesrtpfuuZwJKxM59BF3OXKpTTl906dPH3hRjGHd\nunVmNkMQFQUrRPQB4NVVYLFesIC1Bs1CV4+yXwvuYNEQRXCvBywaszRbWNzXBkF9PVNbSMhaU9sc\nJPNe7A1163mX7Z22btdWQhHdMZGHWSsmIoqD0aXJ5cIMBlqPPl6sz4/bpbSdsksAy2p41zWwhyU1\nNwEAhLYOJRyczRUsJSy0bElJrcmCqW/Je+65J+XfiUQCGzduxJtvvonvfve7pnZEEBVFPAFBbcyc\nT3gXAOTaagjdvRAsOn0lLfqghFkV0Wc+lCL0pDZC1mYamyGZ9+KM0ycEQ2DBEHi1w0nuecANfzdy\n+koUo0tTghW8euV7kT4/3O1WOhDY5PQxE4Uc0ugm9bUShENdesusUkcXxqacPnNpA6ZE34IFCzI+\nPnnyZHz22WemdkQQlYS4r03/uRCnD7AY3uVcL1yQG0uzuID7fAD6LDl9aaLPyt9Ebf1gd8sSYyWw\ncKgLkp2iLxqDeKBdaWZdQPI8VydiFKXyksgPQQB3iWAJqfSqRzk3OH1FumnQJ0fYHd7NUshRVwvZ\n74MQjkDc314eoo9z/W9kqpDDZCeHgnL6Zs2ahTfffLOQTRBEecE53B+vg/+FNwAo0xvydfq03n5W\nwrvscEDP2ShZ0aeGZQsRfYKFkVX6hdTm8C68Hsiq0LN7JJvvjfdR9eeX4Xt1VUHb0UVfESoviQLw\nmKusLDas+7DulBWrEIjbLfr08G6WkC1jkPUQb5n0GzZ8VvRej9kwGd4t6Fviww8/RG1tfhc8gihH\nxJ174Hv7Q7BIFNznRfhrF+Z9sZVrrDt9WmgXAOSG0ivkANQqWlirlGMFhHfhUHgXSP6Nhe5e+zbK\nOdwbtgEA3J9vhWtza/6b0kUfhXZLGe2iXWo5fe51mwAAcpVfz2F1fqfmmgibhSVyh3eBZD/J/jeY\npUrKVCMzLp4gmIp2mLo1/va3vw3GGDhXGjBwztHe3o7t27fjBz/4gZlNEERFwPqSrlzw+ivydvmA\nZNsW4zi3XAidaj5fbXXJTkGw7PRxrn8Ra73xrAhhK6OKrMIb6oC9bWA99ok+o3AHANfWnUhMPjav\nbXG9VyQVcZQ0WlPiUhJ9CQnudVsAAPETJxetuMF2p8/MRA4kZ2prXRdKnZTJS2acPijFHLluLEyJ\nvhEjRqSIPsYYpkyZgkWLFuH00083tRiCqAS0E1EaXl+Q4AMAXqOGdyMx01M5xL1KLqFUwjkpVkUf\nC4aUsW0ApJZRcO3al6fTZ3+jarlBKZaxM7wr7jmQ8m8tpyov9J6N5iqdicFBb88ULR3RJ7R36BXz\n8RMmF2/HLpsbJcuK05etOTOQzL1mh4PKe0o9HSJl3KZJ0efzAn3ZTQRT35L333+/qR0SRKWj332Z\nPAmzYRxfJe4/CGlcS5ZXA+Ac4u59AKAUAJQoVkWfMdwijT7CsujTHQMnwrv1hvAu57Y0f9aEu4Zx\n9qllImpj6iKOYCPyQHNqSqiQQ9BSA9yugm9grWD3SDRmok8fkOyywGQZrC9Y1N85H7Sm8wBMRzHM\niENLUnfPnj1YtWoVVq1ahT179lh5K0FUBJroM2u3Z4PXVEPSmoZ+uS/n64WuHr3AobRFn5bTl1n0\nCZ3d8P91BcSdyncI0y4+Xg/kEWrejRXRF3Pe6WPxBJiF4pJsaJXfWu8wFgjpboVVuHYTUqKhfkKB\nm5yWUEy0my25fph9k2xMoJ+nNk3k0Ao5slXvAqldFsohxKu5wtzjNn98TLRtMfUtGQgE8LOf/Qyv\nv/56yuMXXngh7r33XlRXUz4JMUTQRn6ZLI/PhTS2BWJHN1w79yJ21mlZXyvu3q/s2+spXtJ1HuhO\nXzSWMYziee//Z+/N4+So6/z/16eqz7kyM5kjJ0kIhBxcybAQEi65VL5BARGUFeUhEdjfCoguCyyK\n+EAFggvogosGlMVFFtT1ItGwLKgsCIlyJMEAOQg5JpNJ5p6ePqs+vz+q6tPVMz09Vd1VXdXT7+fj\nwYNMH1Wf7uruetfr/X6/3psQ2LUHgV17MHTzNVmfsIa6rI1NIqVZMUxQpwMgO5HDhZo+c7OMdLgX\nSqm2KIkkpF6tPjCz8EjIB7o15WEkLtL9trAzponwDiMo95FPHxswJvuUWfESSp+zli18oprEcEjY\ntrD+QcDHF86AabykjaySlfOSJaXvnnvuwdatW/Hoo4/izTffxJtvvom1a9di8+bNlPolqgonlT4A\nUObOBABIXYeAROFuV+mgNhlCmdHu63oUbpqkwfK8JslUcxJ4+73sGLGGuhyvOTZBbYp4nLBscSHw\niUag6NY44T9t1FK8JSB3HRL/Th+dnS/Mikzx8oRz5QaEexjpdz/59BnpXaOEoVwIpc9pc2YLjShG\ngFsJSh+KONdYMWi2dOZ4/vnncdddd+G0005DJBJBJBLB6aefjm9+85t47rnnLC+IICodUYjt0EnW\nmPrAOIc0gV+f1Kd37k71pz+fQU5TQZ4Ur1qTvT+45d0cpU+d0iBOCoEduy3sjJtGFTmf3gWA5Lkr\nAQDy/oOQd+0paVvyAS3oUxsbwJunCHVCshjgjl2ccWIgpc/X+NCnT6R3y670udS9O0F6F8i+1koI\n+oqpH3dM6RsZGUFbW9uY29va2hCPO1PnQhCVAEtqypUdyb0QOduZIPVjpAX9aspsYNT0Afm9+sxW\nBNLgMNigXtPXUA8EA8gsnA9ACwgnRFHBDPXNpcBHmX9EtqGjtzTrFumAZgyrTG8DGMsadBej9HGe\nLTegoM/XcL8FfaqaVdg9U/ocei8Uo3vXgtKnG1BbzSJ4icgq2Qn6nGrkWLx4MR599FGopmJjRVHw\n6KOPYsmSJZYXRBAVTxFfxIKYh7EXsnNIp7OKmM+DPoRD4Hr6OV8zhznoY0OxHKUPANLHHQMAkA8e\nhtTTV3hfZtd6F5sZhJG2HSuZ0XBuauLQLHeM1ywVY9uSzgBGttmhcgPCJXzWyMGGYmD6+bzc6V1R\n0+fQe8FsKH3cie9xuUgV0ZkfcaiR4+abb8bq1auxceNGnHjiiQCAN954A319fXjsscesL4ggKhzR\nUeVU0CdJ4MGA1h2aGl/pMytMavMUZ/btFoyBR8JgI/Fxgr6s+sdUNRtI6wGQcsQMcFnODkef2jT+\nrsxqQcid9C4A8Nqotr8SOnil7h5Iuum0Mm+2tl19kgYbLEJ5yDFvJaXPz4gLEp8EfYbJO+BBTZ8e\nmDCnmloUa5YtgDZ5BKiMoC/bveuB0tfR0YENGzZg1apVSCaTSKVS+NjHPobnnnsOy5Yts7wggqh0\nRMDiYOG8+KIWOCEYQR8PyOUbjF4Chbz6WCL/j72Y/ckY1EbdU2uCkUnmuiA3lT6jq9jOTODRBHZ+\nAECbpqK2Nmv/1idpFGPQbA54KejzOUagM0GzVrmQ9TIDtXmKa2UR45ET9BVpVZSDnfSuofSNJLLB\nok8prqbPIaUP0Or3brrpJss7L5ZXXnkFDz74ILZv345wOIyPfvSj+PrXv+76fgliQlRVBBmOKX1A\nNvVT4MrXGN2lNk0pq6dWsYzr1cd53tpFDoj6NgDgjVOAnv6J52Smy5PeFVYyJSgE8k6tCSRz5BHi\nGBpKX1GNHOZyAAr6fI0IdNIZLdgo08iz8cjWlraXfd85Nb+JJLiuvhW3MS7S1JbSu8b3GFrgZ/7N\n8RusiHpdZfZ0ZObMLPiYgkFfZ2enpR3NmOGM381rr72GG2+8Ed/61rfwoQ99CJxz7NhR/DBygnCU\npFlZcVDpM4axFwj6DMXLMAv2O1mlb5Sykc5kGy/Mj6+vzTkRZidhTKD0pcqd3i0h6DvUC0D7YTbI\nUfpsjoYylwM4+XkknGe0jZERfHizGA658yAAQJkxtkHT9d3ndPcngVKCPsWkFFpR+kzvO4uN+Dro\nK6p+PBBA/IqPoVAuqOCv5Nlnnz3hPhhj2LZtm/VFFeD+++/Hpz/9aZx//vnitsWLFzuybYIoFXMt\nGhwyZwayX+pChc1Gs4PfRwcZiKAvkav05QwRZ0wEgMqMXMXBSO9OrPRlxLbcVE+EQjASL24cm6Jk\nu/FMJx5R06dy+wbNhlUNY9ZMrAnviOR2tHsZ9LGhWHayz3Qvgr5RSl8pGzOlaC2ld2si4NCVPp/X\n9Tk58tNMwaDvv/7rv3L+vuqqq3Dvvfeivd15SXhkZARbtmzBsmXLcMkll6CzsxNHH300brnlFhx7\n7LGO748g7GIOypxM72btHAqkd3VbE7UC6vkAAOOkd81Bn9rSlFW/Zo4K+ozxZ4OFFbCsMXPA1bS3\naih9iqrNu41OXDtjxlzLZVZ9zPWZbDBmK+jL8YysgJR/NWNOaU5kwu42hkE4lxjUdg8m+0RC2cAr\nYW0+93gwc12ehfQuJAm8Jqo1mTk0VtEtxHjJcgZ9RqeuWARjWLx4MWbPnu3oIgBgcHAQqqpi/fr1\nWLt2LebNm4cf/ehHuOaaa7BhwwbU10+scEgS/fD5GeP4VOpxktImf7loGJCdeR1MVw2lVBpyvm1y\nLjy1WGN9/sc4iCPHSU/ZSPEkQlveQWDLu0hdeA6Y6T3MuYKdPS3ndbGpetCnqggMx8Cb8ncYSpns\nCDY33xdmSgMFEnHwukiBR+d5vkklluoiYMZa66KiUzkQG4YiW7+gljJ60OfyaydKRwqEAIkBKoec\nSmaPvwfIh7ULLT61CbIdOxDHYJrymUhCTqZK+h1lJp1QCgWsva91UWAkDnkkDj7q8b45R5lqn1k0\n7Oj3270iGJsY83svueQSLFiwAABw7bXX4rHHHsMbb7yBM844Y8JtNDb6OD9PCCr1OCldMtIAIDE0\ntTeCOaSupBtqoQAIcQV1zWOVPD48gqQ+X7J+dhukPI9xg1KOU6ZlCjLQbErCz74IAKj723uQjjoC\nhl4aCMriJ3vK4nlgpokavC4MI0xqUNKQx3nNmQBDBoAcDaPZxffFvJ4pErd9DNT+PhjhbuOMqWCm\nFFeysR68px+1mQwCNrabkbTXLrn82glnSNREgeER1Mts3M9zOUgNDkEFEJjZ6tnnJlkbBU8kUSvB\n1md+NCrPiO/VlOY6S9/LVGMD1O5eRJU0guM83utzFE8ks79/LVMc/c33TdBXX1+PmTNzu04452CM\nWT659vfHoKqlzcYk3EOSGBobayv2OMmHBxCGVjTf1+eco3uQMwQBpIcTGO4da93BDnTDKHXuhwzk\neYyTOHGcZA6MToAmuw5DaZyiv4dBJFZ0IPL+fmSOmYeRobFpnmhtFCwWx/C+bigt+dNQwa4eBAFk\nolHEXH5foqEgWCqNoQM9UJqbbT1XPtinvW5JQl8sBYxkSwXCtTWQe/oR7+pB2sZrCA4MIwhAkWX0\nuvzaidKQJIZoNAw+PILY4X5kPDxekf3dkAAkGhry/t6Ug3A4BBnASM9ASe8F6x0Sv40Dw0nwwMTb\nCoVCCABIHh7A0Kh9++UcxQaHs68rmQG3+R4VCuZ9E/QBwBVXXIEnnngCq1atwpw5c/DjH/8YoVAI\nS5cutfR8VeVQlMoLJqqNSj1OcreWFlFro46uXzasRpKpvNsN9OljymQZSiQClOm9K+k4hfOkP2Nx\n8Hh2jF36iJnIfPGzWmdsnv2o9XWQY3Ggf2jcdQT7s7WObn+meE0ULJUGHxqxvS8ppgW1PBrRGw6z\nz1fr6yADwMCwre0GTQPZK/H7VHXURAH0gY8kvTteqgqmT7lRpjZ5tg4e1i8J46W9F1IqW9OnQAK3\nsC3DoBmx8b/HXp+jpHi2DEYJBC29LqsUDPq+/vWvC5WNc450Oo3vfve7qKurE7cxxnDnnXc6spir\nr74asVgMn/vc55BMJrF48WKsXbtW7I8gPINzBLftBAAo8+c4u+lwYcsWMSOzoa5iCvZ5nkYHaWB4\njA1BIcsEtaEOctehgsbF0oA+wq0MXc28Jgr0D+Y1nJ4I4zn53hfVmL87bFM9FtNhyKOvEmBRvXM0\nzzzqsq2hb0BrRgKgtthTq51E+BYW8V3KwWb3LpCd/cvSPjZnNrsclLORY9euXTl/L126FAcPHsTB\ngwcdXYSZG264ATfccINr2yeIYpAOHobUp03FSC86ytFti+5d0xc99NImBN/ahvgnLxgzm7YSMHeo\nGrDB4WwXq4UfMqOz1Qjs8sEGdBW0HEHfeN6DVohnlb4x260Zf3pJIUQ3ORkzVwbGcfawe1fWx69x\nSYI6TnNUOeBOTSjJ8emz6HFp2Bv5eCJHjgDg8Pe7YND3k5/8xNGdEUSlEnx7OwBNUVKntzq78dE+\nfYqC8P/9Rbvrj6+JIMPLH2m75Biw6jBVRfiV17X7LQR9RpA7rtKXzkAaieuPLYfSV1xwZn5O3qDP\nCCZH7AZ99h37Ce9gNfm9K8u6BnPWwMOpIELxLjHoy7Vssaj0yRUQ9Jm/2zYM263g7NYIYjKi2T8s\nfQAAIABJREFUKAhsfRcAkD52geMpVuOkzRQFyCiQO7vFfVJnt3DPzyyY5+h+XcVkFpxeNH/M3VbM\naYXSNzisWRiMgunehQCgTnFfBc0qffb9vYzAvWDQF0/kfZ3jYgSfeQJswof4QOkzDImNCTNekTVv\nL/G9MIIjxqwrfXrQxxQH5v66hale12ko6COICQjs3ANJV2HSxy10fPtm1YulUpDf3yv+lvQTuxqN\nQJk7y/F9u0nivNOQXjAPiY+elXO7Mr0NyZUnTfh8ofSlM3kVAXPal5ch9V1Kereg0mcEA5xrxs9W\ntzmsBZ+8ztsTOGENZhx7L2v6dENi1csxcDDX9JX2Xhjm7mqzjZnklaD0idpn51V8X3XvEoQfkfd1\nAdCClfFMgksh52oulUZg974xj8ksPNLzIe12SZ90HNInHTfm9pHPXGRpbJg5kJMGh6GOCpjElJLa\nGiDg/k+ZCM5GilH6xm/k4NFozuPyPSbvNoVq4+0JnLAG84HSJ/lE6TPq1FiBKURWkLp7AABqW4vl\n53BDEcz4OOgT9bqk9BFE+dFrcNQGlww7TVdzLJ6EdLBnzEMyDncMl5vUsiUANPXP6pxYXlsDrtez\nmFO5BtkmjvI0uDii9OUZLm8Ek9rjLAaUqbSmgMIHJ3DCGlGHmhdKwFD68n0Oywk3bKrSGXslDdA6\nkKNP/hqBLe9CPngYAKC2Ww/6jN8fVhFKn/NBHyl9BDEBLGF8Ae3NW7UKr4mCB2SwjILAB/vA9NFi\nZpQ5M/M8s3JInrMC6Y7joLY0WX+SJIFPqQfrG4Dc0w/l6FF3l9GuBTAFfZkMkE4DQYupF1UtWNOH\ncAicMTDOLTdzmOeGktJXIeiqDVNVLbXogXJvqNSef2YM2xRAU9yC1kOR8At/RmBPJwJ7OoXbpdJm\nY4awSO9WQE2fC+ldW0of5xybN2/Ghg0bsHXrVscXQxB+RFyZR9wJ+iBJwjMroHsBjqHSOzQDAXsB\nn47xY26kccwY6h8vQ+cukBuw2VH7WN+AdqKHXns05gEst5nDyjb1NB1ASl+lwMzf4fTYCzvX4dw/\njRzB4t8LaSjrZ2lU8dlR+iqpexcuCA0Fw+sHH3wQHR0dOP3009Hb24vrrrsOmzdvBmMMnHMsXboU\n3//+99HUZP/HnCAqBSPo424FfQDUtqmQuw5B7jqk/d1QB2X2DATffg+Jj0w8d3qyorZNBd7dlTfo\nk/T0btmUPnMadiRuuXlEPqxNQOCSBN6UJ+gztj0Stxz0GVY1kGXtYsTHogWhE8qeblkmAz5mUKHL\npNJgeh2bX5Q+AGDpNDisd6CrjQ2QD2QdDtS6GvA6G6/H6N7lHFBVxy1RnECkd1242C/4an/xi1+g\npUWLoNesWQNVVbFu3Tq8/fbbWL9+PRhjWLNmjeOLIgg/wZLuB31Ka647vtrciMQFZyJ21SeQPnGx\na/v1O6qh9PX05V6ZqyqYfsVfLtNq8/G349Un6UGfOrVx3BNM0UpffU3FTGmpeswn8FT5lT6zOqx6\nrvTlBsDFPheAfVeDgOk76NNmDiam7ZS5kaO/vx8NDVq34saNG3Hrrbdi/vz5kCQJRx55JG6//Xa8\n9NJLji+KIPxEVulz/gtooI6qSVGnNmop0eltVX1SV1q194WpHJI+TQAA2FBMu1JHeaZxAABkOTsy\nr5igr0B6O9sZbK+mj9lROAhPMad37QY6TiDllAT4R+mzm95l6XTO35l5s209P2dcm1/r+lLuNXIU\nDPqmTZuGd9/VTGkZY2IOr3iyJCEWszkvkiAqCZN3mtvp3Zy/mxtd21clwRvrRYrDnOKVcoyZyxT0\nobjpGVKPofQVCPp02xa7Sh8rMLuY8Bk5Sl96/Me5hOjcDQQ8rxHmo9K7dmCj3jtlnk2lzxT0+bWD\nV4xhK7dly8c//nGsWbMGu3btwpVXXok1a9bggw8+AADs3bsX3/72t3HyySc7viiC8A3JlCgWdjPo\n4zVRpE5YBM4YuCwhY/eHbLLCGFQ9sDH74zG9c5eHQ5bm+DqF3TQsOM8GfQUG3Nv1ABRKHwV9lUPQ\nW6VPBH21Ue+zB4HilT5zwJyZO8u+apmj9Pk06Et5ZM587bXXYvv27bjwwgsxe/ZsdHZ24sMf/jAC\ngQAymQxmzJiBxx9/3PFFEYRfMHtquRn0AUDygrOQPPtU7Qe5jIGM7wmNmk2M8jdxGNidv8viCVE8\nX2ithm+aFLMW9BmvH5TerRiYLIHLkjb+y6a65cj+jTIVi+bfrsIYeDAAls4Iv0nLT9Xfu9QJi5A8\n7zTbu85J7/qxpo9zwKjpc0HpKxj0BYNBfPe738XLL7+M559/Hnv27AEAtLa2oqOjA6tWrUI0SnYB\nxOQlx0jV5aCvbPuoMHge9342rFtPlFnpsp3eNQWHeT36jPvqdDVzOKb96BdQYqSePtHlLc2rbP/G\nqiMYBJSk7UDHCcrhQmAHHtCCPts1ffrFn9rabMvfT2Bq5GCqAnvW0GUgnRH1ynChjtzSO7Zy5Uqs\nXLnS8Z0ThN8pp9JH5EfYFpiUPq9OYLa7bE1+foUUFl6vKXYsndGMWQu8ruCb2wAAan0tpIVHAgMj\n4z6W8Bc8GABLUNAHQKsrjCfsvxd653PRdiY5Sp//GjlEPR/cUfr8Z1BDED5C/FAGAxU3+3bSYKR3\nk/mCPuv+Xk5gP+jTx69JUsGUvVqXVSyl4cJBXOAdzcBbOXERmEw/4RWFoUx5Yc7ss6CPG3V9dhs5\njMcXGfRxn9f0GRZhgAfduwRR7fju6rgK4bqpbU56tww2OnnXUkRNH6B/fgqkbLkp6GND4zsisKFh\nSINaE4typD2rCsIH6M0cdjtWnSD7WSzvhdK4GKPY7ATAnAvFn1sdgzgan3fvup1doqCPIArh4uBr\nwiJGisN8oqyY9G4i53njEpChGtseHj/ok/cf1LYnSVCnt1paA+EfuIdKn+vjJG2SfS9sBMCKkq13\nKzq9awp7fBj0wZjTzZgr1joU9BFEAUjp8x7RyJFMgw3HEPzrVkj9g9p9XgV9FgvQs0HfxOs0mlKk\nAkqfEfSp7S25thdEZVCMuuUQvvstK+K9MHfwF13Tx5hWbgH4MujL6bJ2wVqHfjUIogBC0fHLD2UV\nYm7kiP7i95A7s3M3y20/kTN/N54ADxYeAWc0ckyo9AHa/NDuHktKnzKz3cpyCZ8hUpJeWrb45LdM\nvBd2PAvNQV8xnbsGARlIqWB+bORwWZEd91176KGHLG/ki1/8oiOLIQi/YRiaql6PLapmwlmfPqm3\nP/c+j5Q+QA/6Jpj7azm9C2RNqAsEfYbRs9LeMuH2CB/ildKnKGKffgn6xHthYw5xTi1kCalPLstg\nSPtb6St30Pfss8/mjF3r6upCIpHA1KnauKienh5EIhFMmzaNgj5i0mJ0UnIywfUMQxEwN3KI+zwO\n+iZCPMaS0jdBepfzbI1pDfmjViQe1fT50XpKKHVFK30l1LsZzRx+DPri7joTjBv0/f73vxf//tWv\nfoWnn34aa9aswezZWsfY3r17ccstt+Cyyy5zZWEE4QeMGaeeDyivYvL59In7yn0Ck2XwUBAslbZk\n0GxH6eNC6RvHssVl01bCfUR9apmCPtY3gNCmzVDmZE28fTGRA8h2MtuYQ5yjCpbS5KA3c/i5e9et\n3zZLjRwPPfQQbr/9dhHwAcDs2bNx22234Xvf+54rC5usyPsOILD1Pa+XQViB8+zkB1L6vEOfP5mv\npNkL1cKObUu2pm/idap1pqCPj50TkKPWUDd5ZVKkN12xRJ59AaG/bkX0vzeI23yj9AXsK31GepcH\nZEAqvg9VePX5cAybZ+ldM93d3TmpXgPGGA4fPuz4oiYrbCSOmp/8CgAQa2qAOnOaxysiCpJMiStB\nqunzjoKu9B50sPJoFOgfshb0JWwofUbQp6pgI/Ex6nKuaWs4bxBM+BvhOVkmpS+wryt3/4B/5noX\nU99YqkefQUAL+pjix0YO6x3/xWApVF62bBnuuusu7N27V9y2d+9efOtb38KyZctcWdhkJLD5HfHv\n4FvvIPiXLd44sxOWME9GIKXPOwpaM7hgaTARxhX4hEFfOg2mKwl20rtAfoNmljCNZ/KJWkPYRHTv\nlud3f4xePIFJeDnhIuizkd4tcRqHwMc1fW57kFq6TL7rrrvwj//4jzj//PNzGjmOPvporFmzxpWF\nTTo4R+iNv4k/Q29p8zMD23cj/qlVvvkiElmMej6Aavo8xQWD0lIQqdUJapHMNX+Wgr6aCDhjYJxr\nQd+0UebLCZNpayl2FYRniEDHTvNCKfurq83pBvfVxUIxTS1C6Svt88/lCvDp8zLomz17Nn7961/j\nlVdewY4dOwAARx11FFasWJE37UuMhcXiwlDWTGD3PgTeex+ZY470YFVEIYwfSx4O0UnWQ4o2YXUJ\nHh6/m9iM+WRrnq07LpIEXlcDNhSDNDyC0acjYxD7RCPdCB9j/I7YaF4oBXNJAJC1BfIDoiu/GHNm\nh5Q+3zVycG6rDrgYLJ/JGGNYuXIlVq5c6cpCJjsFDVff30tBnw8RHn2U2vWWQEAoYL5ArzFkycIn\nbmH3E5Atd9vyulpgKAY2NDzmPiPo801NFmEfI9Aph9KXTo8JqFJnnOz+fq1ShNInGjmcSu/6zZw5\nnQFT9TV52b0LAE899RRWrVqF448/XtT2/fCHP8T69etdWdikIJUWnUnj2jAAkLuoGcaPSIbSR6ld\nbxlnBmXytJM8WEw2vSuCsHEw6vJ4Xa1lZU4tYNuSTftQ0FepcHPzgssXMebygsyRRyD2uUugHDHD\n1X3aQXyPFMV64OdQIwfXGzmg+kvpK4efoqWg7yc/+Qm+973v4aKLLsq5vbW1FT/96U9dWVjFkMlA\n3ntgTG0A6xtE3Xd/jOhTvwU4hxQbP+iTunt8WVtQ7TBjvispfd5jUkaSp52E4WuvQMqroE/4BlpL\n79pRigsZNBupOh72UV0WYQ/zxYuLKV555x7UPPlr8XfiwrOhzvDX6D7zxTQrcH40I3z6Slb6dJ8+\nn1m2+Cbo++lPf4q77roLq1evhmzIogAWL16M7du3u7KwSiGy/o+o+c9fIfTyX3NuD259FyyjILCv\nC1LX4bxX7ly/+meKAqmnf8z9hIdkMgi8vw8AoJC1jueYrRXSSxeDN0/xrq7NNBauENlpLtbrqHih\nUWwJo6aPlL5KxXwin0gpLhZ5bydqnlkHaWBI2ydjlhqJyo1am50qY5TSTIjT6V2fiS3mOmG3Lu4s\nBX379+/HokWLxtweDocxMmItQp8ssKEYpAOHxN/BtzWj5fCooM9cSxF4b1e2KcDkK6bOaBMSt9R1\nCIR/kHfvFyf1zDHzPF4NkT52AQAg8eEzbAVRbsBDdtO71pU+QxXMF/SJRg5S+ioXUz3m6CYLJ5B3\n7UH06XU5t/FoxJ+NP5EwuG6wXCgTZkZcaJWa3vVp0Jej/rrUPGgp6Js2bVpeRe+1117D3LlznV6T\nf+Ec0ad+g9rHfw55b2fBh7L+AfHvwDu7hNKnmgalc1mG0qZZ4MiHel1YMFEsgXd3AQCUGe3g9XUe\nr4ZIXHAWhv/h75FetsTrpYjuXSRTBeuyxIWejY5J47HSSGLMtACR+qFGjoolR+lLOK/0RTb8aWw3\nrFz85ApXYQxcV/usKn2ikaPUgEj2pzmzEdTyUNC1QN3Sp+GKK67AN7/5Tbz66qsANGPmZ555Bt/5\nznfwmc98xpWF+RHpUC9kPQ0b+vObgDr+B0bqy9qzyL39kPcdAAAopqAPkgTeUA8gvxkr4RGqisD2\n3QCA9ELqqvYFsgze2OD1KjSM9C5QsADdSO9asmvRyTFoHqV+5Fi2EJVJMCDULSScVfrY0DCkfi2l\nO3LpR8Tt+epD/YJR12e1pg8pp9K7+jHwWU2fYxNHCmApXL7qqqswMDCA6667DolEAp///OcRDofx\nhS98AZdffrlri/Mb8vvZiSQsNjJ+oMY5pL6BnJskvZNKbWnKPqy+Voz3KmTpQpQXeU8nJH3aQmYB\npXaJXMxj4Vgylf8ElMlku21tpXdzp3LwKfXZv43tkdJXuTAGHg6BxRM5RftOIO8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SAAAg\nAElEQVQfAPDmKRTwTWLERIiYhaCPc0gHDgGJbJ1XYPfe3IdEK1fpU5unQJnWArWxAaquWBoTrgzc\nGFEmbFscUPrkHR9AOni46OeXYwQbMEHQ19nZiWOOOUb8/fLLL+Pcc89FR0cHmpqa8A//8A/YvHmz\nqwv0BJMxs1WpdfRVFrczWsd05ULzd71B1r3W1KYpNOqKsAxv0E12jaDPpNpQwEYUws5ECHnHB6h9\n/OeI/nJD9rbd+3MeU9FThCQJI1ddith1V0Bt10YcGuU2Bm6kP0XQV6LSJ3X3oOZn6xF96reAqha3\nkVR50rsFg75MJoOQKb351ltvYenSrH1Je3s7+vr68j21ojHP3bU8PzcaATelc1XTLM4JkSQx0onm\n73qDdEj7HJdUUE1UHapu4i2UPn2iAGesomusCPcREyEsBH2R/30FABDYvR9QFIBzMZ4vM2cmEh8+\nQ0yIqVgYAxjLb1zNOZDS59I6WdNX61DQp0/NkeIJ8VtgF18ofTNnzsSbb74JAOju7sbu3bvR0dEh\n7u/u7saUKTaCmwohZ+6uxUYOjPqRH296x3iIDzIpfZ5gTFVQW5o8XglRSRhqjXHSECPYamuo+YIo\niPjsWEjvmgUF6WAP5D2dYHqqN3n+6UgvW+LOIj3AEEykXtNcYkUFMxQ0P6Z3TedtIwC0ixF3uF3T\nVzCPdfHFF+Ob3/wmtm/fjtdeew1HHXUUFi1aJO5/8803sWDBAlcX6AVGTR+XZcBkpzIRRicQYD/o\nQygIxBM0f9cjjB8YauIg7CBm5Orfeyc6d4nqQLWh9JkzQLX/kR1goLS3TLoaZKH0DQ5rNe7BQO6I\nMieDPr0OkiUSJW3HLBRJ/YNaU5ddjPS1VaGpSAoGfZ///OcxMjKC559/Hm1tbbj77rtz7n/99dfx\n0Y9+1NUFekF2lqHN9IxpXqA61Z5iJDqSKL1bfjIZEWyPbsghiEKI9FAiCShKdu4uBX3EBIiavomU\nvmQKkl42MJr0siUVO293PMylUVLfANS2qbllT06md/XyLZZRtFo8GyJPDqaglBWt9OmCj5dKH2MM\n119//bjmzP/2b//myqK8xpB687WRF3yeqbPK9tWXfvVCjRzlx3zcbDXgEFWPuYGLxRNCtVEp6CMm\nQNT0JZJARgEC+QMO6XD+unm1vhbpJUe7tj6v4A114LIEpqjZoM8tpc88Yz2VBoLFBX0sJ707VOQ2\n9Ayjlz591QoTdTn2VB9z8AAbli1ANo9PjRzlh8Up6COKw/wbwWJx0Ylp94KRqD5yjIdjI+BT8pvC\nG/XGZmKrL9cuLFxWhTxBkqA2TYF8uC9b12c6Lzpa8xbK9chFbXHNV8yBmj5fdO9WK8UqfcmzVwAA\nMrOm2d6nONCk9JWdHKWvgr2uiPJj/rywWDx7wVhPdi1EYVSTpY80ML46JOtKnzKzHckzT8HIFR/T\nXAYm8W/V6A7enAxYyEFzZpM7R0mCi6mmr+j0bro83buk9OXB+OFWbSp96aWLoU5thDKt1f5O9Zo+\nauTwAD3o45JkeXQeQQAAZNNkhdgIpXcJ60TDUKfUQxoYgrz/IJQjZuR9mKH0KW1TkVqxrJwr9Ayj\nro+NUvq4LBVfd5eHHNWwBMFF1ONBs21BMmU724ekDyZyVCtGJ57tsTaSBGXuLKCIFCEpfd5hKH08\nYmN0HkHoGBeHUk+fsJXgtaT0EROjzJoOAJD3do77GKOmr5qcBXhTrm2LG3N3AeRYspVST59j84bC\nyu242zCUPrvBok0o6MuD6N4tZ12OqOkjpa/csLjerk/1fEQRGL8T8sGe7G2k9BEWUI7Qg759Xfkn\nOSRTYtpLNXmIivTuSAJIJIWS5ni9myxrGR6gNMFl1HNt1/WpqtZBDA99+n75y1+CWVQ9LrroIscW\n5DmZTNanr4z2HaKRg5S+spNV+iZvjQzhHsKrr1sL+jjI+oewhjJbC/pYMgXpUO+YqRrm+bPVpPSZ\nfW6l3oFseteNgCgU1APLFPjEj87L6PO27bq+nO5kd0uMxt36HXfckRP0ZTIZqKoqbuOcQ5IkBAKB\nSRX0mZ25y6r0GVcw1L1bdlhCD/JJ6SOKQAR9hkdfbdTRuiNi8qI2N4KHgmCpNKTDeYI+PbXLI+Gq\nupDgtdHs+9Lb7+qIMh4KajW5qUzxQV9yVHrXZtCX26jibnp33KBvy5Yt4t8vvfQS/vVf/xW33nqr\nmL37xhtvYM2aNfjSl77k6gLLjXkkTnmVPr2Rg5S+spNV+ijoI+wz+ndCbZp8oykJl2AM6pR6yId6\nIQ2MndkqOndbmqqr3tj8vgzHxHnRDRWMOyG4CCUyAJbO2A/60u74EObDUk3fPffcg9tvvx3Lly9H\nOBxGOBzG8uXLcdttt+Gee+5xdYHlRti1MFZW+w5HPnhEURgjeCjoI4rBPEEAyBahE4QVDH8+lqf4\nn/VrliXV+JkSv8eJZPa86FZ6F2PVOjsYQanaqqXgbad3ky75EObBUtC3d+9eNDaOnTDR2NiIvXv3\nOr4oL5FGTJ275byyClEjh1cIpS9KQR9hH7V1au7fVXiCJopH1YO+fB2fUp8WPFTlZ0rvYmWJlEnp\ncye9C5Tg06eq4ryttGm/BdLAUM5YVgAI/G0Hok/+GlLXoTGbyNm3y7N3LQV9xxxzDB544AEMD2fl\n5+HhYTz44IM45phjXFucJ+idnOUOAMTs3VR6zIeFcBlK7xIloDZPyXYAYqzyRxCFUMdT+jgXaUK1\nsaHcy/IcHtZ+j1ky5eq0CmHQXGxplel5aptWk8kyCph5XnI6jci6FxHY04ma//yVOOeM3gaXnPUh\nzIelBPmdd96Ja665BmeeeSaOPlqb9bd9+3ZEIhH84Ac/cHWB5Sar+pS5k9O42gCAdMZ1V24iC9X0\nESUhy6IDEKhSVYYoGiO9Kw3q6pCeYWLxRDZtWI1BX0RX+pJJQNHtbNxocijROcOs0inTW8ElCUxV\nIXceRKahTtvF29vBMhn98RmE/rIFqdNOGruNMgwHsLSHJUuW4Pnnn8dvf/tb7NixAwDwiU98AqtW\nrUI0Ork6irwKAMx5fJZOu17MSehwnp29S0EfUSQ8IMMoBqGgj7CDUPoyCthIXLhGsL4B8RjeVIVB\nn6H0JVLCw9Adpc+UZSsCc7DIa6JQp7VC7jwIee8BZBbOBwAE33g79zmDo5p2DI++gE+CPgCIRqO4\n7LLL3FyLLxBzWD0M+pDKAGToXx5S6ewUhUk8y5JwF2VGO6T33tf+cNlRn5hcGEofAAT/sgXy/oPg\ndTWiVpSHglX522QofUgmYXipcDe+W7p6WLRzhrkJIxSCMnu6FvTtOwDW0we5sxty12EA2nhGaXhk\nTO2++DvovtWT5aAvnU5j69at6OzsRHpUweOk8umLe5TqC41S+sq796pFGspecan1FGkTxZE87zSw\nkTgyi47yeilEhcGjEWH1EX7lddM92wHoynE12bUYRExKn/Hy3WzkKFrpM3X9hoPIzJ6O0GtvQu46\njLof/ld2P5EwMkcegdDmd4DMqIZN/W/fKH27d+/Gtddeiz179ghTZlVVJ6c5s0c1fdycyyevvrJh\nyOwcAKegjygS3lCH+JUXe70MohJhDOrUJsh5ujqB6qznA7KqHksmAb1Rys3u3VLTu1zWmjCUWdO1\ncg89ZWuQOXJ2tiN5tNJnPLYMQZ+l7t27774bRx11FDZt2oRoNIp169bh6aefxsKFC7F27Vq311hW\nPPNsy1H6yLalXEhDxhSFGpqiQBCEJxhWH/moppm7ZoxzMEubRqO60chRqmXLaA/BaBgjV3wcibNP\nReIjZ0BpaQIHkD5xcVbcGb0vofT5JL371ltv4fHHH0ddXR0YY+Cc44QTTsDNN9+Me+65B7/85S/d\nXmfZ8KyTU5LAZRlMUYr/8BG2EUofqXwEQXiEWijoax3/vsmM0ciRgwsedqWndzM52wEAdWY71Jnt\nAID0cQvBYiPgU+oh7+/SnpMZp6bPL0pfJpNBba12UmxqakJPjzZYfNasWdi5c6d7qys3qpqdw+qB\nUW+pMjNhH8NLSdVb6wmCIMqNeeYuH1W/p7Y1l3s5vkA0cphvc0HpE02UxXrkmkaw5SUgi2YdUbM3\nOptnKH1lsGyxFPTNmzdPBHcLFy7Ek08+iT179uA//uM/MH36dFcXWFYS2YJMTzzbSpWZCdtIQumj\noI8gCG9QTGoeH3UBWq0WQPmUPleszIw6O1UV1il2EAqhlfFpelDn+5q+z372s+jt7QUAfPGLX8Rr\nr72G888/H8888wy+/OUvu7rAcsJMLtk8Uv4W+ZypHERZYHr3Lm+g9C5BEB5hyiylj1+Ye59k6TQ9\n+cij9Llhh5RjAzN6UoYV0mPTu+PuawKlD36p6bvwwgvFvxctWoQXXngBO3fuxIwZM9DcPHmkZ6OJ\nA/BoDmuQ5u+WG6ORg+xaCILwktiVFyPwwX6kTj4BoU2bwRJJKFPHzryvGiQJPBTMNT92o3vXlNUz\nGkbswEY3chTCUPrGWLb40JzZYGRkBABw7LHHOr4YrzErfV4YrBrO4EWbRBL2SKayXWFU00cQhIeo\ns6YhNWsaAGDk0xci9JctSJ66zONVeQsPh7KWKC7NpTUrfawIpU+sLzRxOMXN6V3zyD1hzuyT9C4A\n/PSnP8VZZ52FZcuWYdmyZTj77LPx1FNPubm2spM1Zg55I6kbVwpU01cWpN5+8e9q9cIiCMJ/qNNa\nkVh1Nng1K30YlXoNBd0xqQ6HssMQilD6RKrWktJneoxiqh/0m2XL2rVr8fDDD+Ozn/0sTjpJGxK8\nadMm3HvvvYjFYli9erWriywXLO6RR59Oqa3jhD2kQ1qdKg+HwOsovUsQBOEneG0NcLhP+7db2TfG\ntMxeMlWa0mch6MtJ36YzonGjnI0clvbw1FNP4Wtf+xo+8YlPiNvOOOMMzJ07Fw8//PCkCfrkg/p8\nvEZvuqU4KX1lRdZ/TNSW5uocc0QQBOFj1KlNwAf7AbjUuavDI2GwZEpYttkibT29a07fsnQGPKr/\nUUalz1IOs7u7Wyh8Zjo6OtDd3e34orxC3tMJAFCOmOHNAozW8XgRHUSEbaTDmtKntFan4z1BEISf\nUc2/zW4GfYaKmCxC6bOR3s3x4TM1bIrGDr9YtsycORMvvvjimNv/8Ic/YNasWY4vygvY4DCk/kEA\ngHKEN96Dhh+T1NM/wSMJJ5DMSh9BEAThK3J+m9UijJMtIub8FqP0pSYwZzZjVvrMHbxpxfo2SsTS\nHlavXo0777wTf/vb33Jq+tavX49vfOMbri6wXBgqH5dlKNPbPVmDcVUjxUaAeAKIlt8rsGpIpSEN\nDAGgoI8gCMKPmOcOG9OT3EDU8Rel9OnlWHZ8+oBxlD6fNHJ88pOfRHNzMx599FH88Y9/BADMnz8f\nDz30ED70oQ+5usByIR3SRsup01rL8sbnQ5maDT7kw31QZk+iaSc+w0jtAqNSCARBEIQv4DVR8W9p\n2L2gDyUofUZ610ojx+iaPkEZ07uW93DOOefgnHPOcXMtniIN6ia9+ow8T6iJQK2NQorFIR3upaDP\nRYzULo+EtA4xgiAIwrdkXKy1N0a+sSKUPtjw6YMkgcsSmKICGV0hVFXtb5THnLlK57uMxRjHpXo8\njstINUqH+jxdx2RH1u1aFOrcJQiC8C2xz12C1PELkfh/7mUVuTHyza7SpyjazF7Amk8fkLVpMZQ+\n87zfoIfp3eOPP97SBhhjeOuttxxbkFcY47h4vbeTGdQWrUVd6umd+MFE0RjpXarnIwiC8C/qjHYk\nZ7hbZ59t5LCp9KWyKVpL6V1ozRosmRI1feaGDk/HsN15552u79w3cC6KRLnHM1hJ6SsP2c5dqucj\nCIKoakQjhz2lj5k9da2kd4Gxhsxmpc/LoO+SSy5xfed+gcUTYPpIFNXzoI86eF0nmYI0qKfzW0np\nIwiCqGaKVvpMQZ8dpS/nuWmfKH354Jyjr68PnOf65UydOtXRRZUbcyu41+ldpYU6eN0mp3OX0rsE\nQRBVjWjkSGfAzTNxJ4CZ0ruWzaODuTV9OX59Xtb0mdm3bx/uuOMObNy4ERnzAqHV9G3bts2VxZUL\nkdplDLw2OsGjXaYmArUmCmmEOnjdwmjiUKMR7483QRAE4SmikQOw1czBcpQ+axqaeJwRS/mlps/M\n7bffjsHBQdx9991obW0FmyTdjvKuPQhufU8YM/K6GkDyvqFZbW2C9EFc1J0RziJ160FfG3XuEgRB\nVDvmub48mQJgUXEz5u4C1uvxAtq+skqfT2r6zGzevBlPPfUUFi5c6PZ6ykbgnZ2I/Op/wEypaq9T\nuwZqSzPwQWdOGpJwDmHE3VrZZQkEQRCEA4RGKX0Raxkgkd4NBS0LCNmavkzO/zkAyO6LTpb20NbW\nNqaOr6LhHOEXX80J+AAgM8c980c7qO0tAAB5Xxdgt7CUKAznkLuNoI/q+QiCIKods9JnaxRb2sbc\nXYPRNX1GDWEwUJbMk6Wg7ytf+QoeeOABDAwMuLaQ++67D6tWrUJHRwdOP/10fO1rX3Ntf9KhXkj9\ngwCA1LIlUOtqkVx+IlKn/50r+7NLesE8zbU7oyC4bafXy5lUsOER0aGltJHSRxAEUfWY07u2avp0\ntc6qMTOyASZL6fsxtiGXZ/yrpfD0gQceQFdXF1auXIlp06YhaHqBjDGsX7++9IUEAvjOd76Do48+\nGgMDA7jllltw66234t///d9L3vaYfb27C4Bmz5I8/3QkP3yG4/soiWgEmQVHIrhtB4Jb3kV66WKv\nVzRpkA4eBqBJ6dS5SxAEQYAx8FAQLJW259WnN2HwgPWATaiK+n6ys3vdr+cDLAZ9F1xwwbj3OdXU\ncdNNN4l/Nzc348orr8y5zUmMoC+z4EjfFvJnjp6L4LYdkLoPe72USYXceRCA7odotcWeIAiCmNTw\nUAgsldYbOaxRjNIHwxNQn9lrpJONhlK3sRT0XX/99W6vYwx//vOfsWjRIse3y3r7hWVH5ph5jm/f\nKXhdDQD9Q5XOiDoAojTk/VrQp8yc5vFKCIIgCL8wWoGzRFFKX27Qx/T9GQbRbmMpkrj77rtx6qmn\n4qSTTkJdnfsdrhs2bMDTTz+NJ5980tbzJGli1S6wfTcAgNdEgLkzIFt4jhewumz3UCCZAI/Ue7ga\nZzCOj5Xj5AqqKpQ+PnsaZNmfx95rPD9OhCXoOFUOdKwqgHA26LN6nCS9CYMFA5bPJyxi1PSlIcsM\nkl7bxyLhspyTLAV9O3bswDPPPINUKoUlS5bglFNOwfLly9HR0YFIxNkxYb/73e9w55134pFHHrGt\n9DU2TjxCLbl7LziAwHEL0NzSUOQq3YcHGYweoikBBqnZH3YyTmDlOLmBeuAQUvrVVf3ieZPqPXUD\nr44TYQ86TpUDHSv/kqqNQoXWyGH1OKUlBgVAsDaCWovnE6W5AWloQV9zcx1SqgoVQLCh1vI2SsFS\n0PfYY48hnU5j8+bNePXVV7Fx40Y88cQTUFUVxx9/vG1Fbjx+8YtfYM2aNXjkkUewdOlS28/v749B\nVQtby4TqaiHLEmJLFkDtHS52qe6jqogCYAAGu3qh1lZ+gCJJDI2NtZaOkxsENr6NELTaif5gGPDz\n8fcQr48TYQ06TpUDHSv/E5IkLSBKpiwfp9BwHAEAKRUYtng+kVIKIgCQyaD30ADCgzHIAJKSZHkb\nE9FcIHi0XCgWDAbR0dGB2bNnY/bs2WhpacHvf/97vP32244s8oknnsDDDz+Mxx57DMcee2xR21BV\nDkUpfKDiHz0L+PCZQEAGJnistzDwaAQsngAfGpnwdVUSVo6T4ygKIn/dCgBIH7sAigrodpjEOHhy\nnAjb0HGqHOhY+ReuN2PwRMryceJ6I4cakC0fVx7INn0o8RS4biGmhkJl+WxYCvo2bNiAV199Fa++\n+ir27duH448/HsuXL8fjjz+OE044wZGFfPvb30YgEMCVV14pbmOM4fXXX3dk+wJJsuhO6D28JgLE\nE2DxhNdLqXgC7+2GNDwCAEh1FHdRQRAEQUxOimnkEN27Afvdu4CW4vVlI8eNN96I5uZmfOELX8Dl\nl1+OmpoaxxfyzjvvOL7NSofXRIGefrCRuNdLqXiCW94FAGTmzgJvbvR4NQRBEISfEEFXMd27wSJ8\n+qAZNBvDAlAmyxZLmtftt9+OZcuW4ZFHHsG5556Lm266CU8//TQ++OADt9dX1fAarUmGgr7SYLER\nyLv2AADSxx3j8WoIgiAI36Fbqdjy6csYSp91S7XckW9mpc9HPn1XXnklrrzySnDOsW3bNmzcuBEv\nvvgi7rrrLrS0tOAPf/iDy8usTniNZtsixSjoK4XAe++DcQ4eCiKzwL/ejARBEIQ3FOXTJ8yZbfjo\nmpW+ZFL49fFIedK7tqrb9u3bh61bt2Lz5s3YsmULMplMzkg2wll4VAv62AjV9JUC0+csK9NaaQoH\nQRAEMQYj6DMaK6zAMppPH7eh9EGSxMg1aSiW3b+favpuu+02vPbaa+js7MT06dNxyimn4J/+6Z+w\nfPlyTJ8+3e01Vi2U3nUGo4GD1zpfi0oQBEFMAkJF1PQVo/RBCzBZOgM2kLVo8VV6N5lM4rrrrsMp\np5yCOXPmuL0mQsdI71L3bmkwPT1ujLYjCIIgCDPZ9G4a4NasU1gRY9gAaAFmLA5pyOTLV6b0rqWg\n7/7773d7HUQeRNCXTAEZRfMWJGzDhjUJnZQ+giAIIh856dVU2poNi9HIYbPMjesj39iQT5U+AHjv\nvffw6KOPYseOHQCABQsW4Oqrr8bRRx/t2uKqHSO9CwAsHgevr/ypHF7AYlp6V62NTvBIgiAIoirJ\nsVKxEPRxbqrpsyfIcD2VLA0OZ59fJlHHUiPHH/7wB1x88cXYs2cPVq5ciRUrVmD37t24+OKL8cc/\n/tHtNVYthtIHUDNH0SiKeO8ovUsQBEHkI0fpS1po5jBUPsCWZQsAEWCyQT0LVSaVD7Co9D344IO4\n6qqrcPPNN+fcvmbNGjz44IM488wzXVlctZOj9FEzR1GwkQSY/m9K7xIEQRD5MAd9LDFxM4eYxgGI\nblzL+zKCPqMmsEydu4BFpW/nzp345Cc/Oeb2Sy+9FNu3b3d8UYSOLIsPAwV9FshkhD0LAEiHexH9\n7w3ib1L6CIIgiLyEQ9lp7FY6ePXULgDbSp+R3jXvu1xYWumUKVOwY8cOzJ07N+f2999/H42NNNLK\nTXhNFCyZovTuBMi79yHy7AuQhmJIH7sA6RMWIfrMOnE1xhkDj0Ym2ApBEARRlTCmjUJLJLOj0QpR\ngtI32i+Wh2w+vwQs7enCCy/EHXfcgf7+fpx00kkAgE2bNuGBBx7Axz/+cVcXWO3wmijQN0BKXyFU\nFZFf/w8kPTAObn0Pwa3v5TyEcQ5ItrzICYIgiCqCh0NgFoM+VkJN3+h07hjlz0UsrfSmm26Cqqr4\nxje+gXRaGxkSDAbxmc98Bl/+8pddXWC1o9ZEIIPSu4WQDhwSAV9m3mwE3t/r8YoIgiCIiiMSBgaG\nAAs1fTlKn+3u3VGdwWWcbGYp6AuFQrjttttw4403Ys8ebXD9nDlzEI2SBYbbCK8+Su+OS2CX9plU\nG+sRv/z/IfLr5xHctgPJs06BWluD6LoXkTr5BI9XSRAEQfgZY/4ts9C9m6P0lZreDfss6DNIJBJo\nb29HU1OTW+shRkGj2CYmsEtT9jLzZgOMIfHxc5E86xTwxgYAwPC8WdS5SxAEQRREWKfYqOnjjAFy\ncT59Aj8pfT09PfjOd76D//mf/8HwsGYk2NDQgPPOOw9f+cpX0Nzc7PoiqxlD6ZMo6MuPqkLqOgQA\nUObO0m5jTAR8AMjUmiAIgpgYQ+mzYtmSKW7uLjA2vTsm3esiBVcbj8fx93//9+jr68NFF12E+fPn\ng3OOHTt24Le//S1ef/11/PKXv0QkQl2RbkHp3cKw4REwVQUAqE1TPF4NQRAEUanwiKb02ene5XaN\nmQEg7NOg78knn0QymcRvfvMbtLe359x37bXX4vLLL8eTTz6Jq6++2tVFVjMivZtIAopiW0ae7Jhn\nF6qk6BEEQRDFYnTVGj59qTSkwWGoLWNL2owRbMUpfaPSu2UM+gp6WLzwwgv4whe+MCbgA4D29nZc\nc801eOGFF1xbHJGrXkmH+zxcif8IvLsLoT+/AUC/2oqWb5QNQRAEMbkYrfRFn1mH2rX/hcjPf5c7\ndg3ZZg+7nbvA2KCvnEpfwaBv165d+Lu/+7tx7+/o6MCOHTscXxSRhTc2CE8f6eBhj1fjH6RDPYj+\n9wYEt+8GAPD6Ws1ckyAIgiCKQAR9yRSQziCw9wAAILh9N4Jvbst5bOC93QAAtb3F/o48TO8WDPqG\nh4cLTtxobGwUzR2ESzAGpW0qAECmoE8Q3PJuzt9qA6V2CYIgiBLQGzmQSI7JrEndPdo/UmmEX3gF\ncudBAED62GNs72ZMkFdGc+aCQV8mk4FUYIqBLMtQFGXc+wlnMK4kSOnTUVUERk3c4BT0EQRBECVg\nWLawjAL5QHfOfVJvP8A5Is++gNBrbwEA1NoaKPNm2d/RqNp87ifLlq985SsI5OlOYYwhlbLgWk2U\njKIHfXJ3D8B51acxpc5uSLFcCxtq4iAIgiBKwUjvAoCsp3YNpJ5+BN7ZieC7u7THhoJInruiuPGe\no8/hfuneveiii8AYA+d83MdcfPHFji+KyEVt1dK7LJkCGx7R6teqGENWN8NraToMQRAEUQKRbJpV\n3tsJAFBamyEf6oU0Ekfk938CAGTmzkL8U6scE2B8Y9lyzz33lGsdRAHMAQ1LJCno69Rkd2VaK2Td\nmLmYtnmCIAiCMOC1UUCWAEWFNBQDAGQWzod8qBeAfv4NBpD46JmOZtx808hB+AOjexewNhNwsiMK\naBfNR3rJAijTWpFedJTHqyIIgiAqmmAQ0oK5OTelFx2Vcw5OfujUnIlPjuAXpUk6LggAAAuGSURB\nVI/wCaEgOGNgnAPx6g76AlvehTQwBABQZ7YjvXypxysiCIIgJgvSCcdA3abV7Skz2sCnNkJpbUZg\nXxcyR8xAetkSF3ZaPv2Ngr5KgDHwSBgsnrA2HmaSIh3oRvRZzQxcrY1Cmdbq8YoIgiCIyYS85Cik\nAzJYRkHq1GUAgOQ5K6Fu24HUKSdWfCMlBX2VQiQMxBOaaWSVIu/rEv+Of+pCoIxt7gRBEMTkh9VG\nkfz0KvD+YWSOngsAUGe0ITmjzduFOQQFfRWCUVNQ1UrfIc0cMzN/DlTdsJogCIIgnESdMxPKrPFd\nSyoZauSoEEbPBKxG5INa0Ke0U8BHEARBVC6ZOTM92S8pfRUCj1Z50KeqkA5rbfOGbyFBEARBVCKJ\nC89B6P/+gsxxC8q6Xwr6KgRjPAyqtKaP9Q2AZbSRf5TaJQiCICoZXl+L5EfPLPt+Kb1bIVR7eje4\ndTsAgAdkqM1TPF4NQRAEQVQeFPRVCpHqbeSQOrsR+vPrAID0CYvL6mlEEARBEJMFOntWCNWs9IU2\nvgXGOdTmKUh+aLnXyyEIgiCIioSCvgrBqOmrNp8+FhtB4F3NHT118ok0Y5cgCIIgioSCvgpBKH3J\nFKCqHq+mfIRe+guYqoKHgkgvpvm6BEEQBFEsFPRVCDySHfiMRHWoffL23Qi98TYAIHXyCYBp6DVB\nEARBEPagoK9CMJQ+oHrq+oJvbQMAKDPbkVrZ4fFqCIIgCKKyoaCvQuB1teLf0tCwhyspExkFgd37\nAADp4xdSxy5BEARBlAidSSuFUBBqbRQAIPUNeLwY95H3dIKlMwCAzPwjPF4NQRAEQVQ+FPRVEGqT\nZkrM+gY9Xon7BHZ+AABQ2lvA6+s8Xg1BEARBVD4U9FUQvLEBQHUofYGdewCQykcQBEEQTkFBXwVh\nKH1S/+RW+lhPvwhsM/PneLwagiAIgpgckNNtBaE2mZQ+zgHGPF6Rs8gf7Edw02ZIg1qjihqNQJ3R\n5vGqCIIgCGJyQEFfBSFq+lJpsJE4eG2NxytylvDzL0Pu7hF/K/OPoK5dgiAIgnAIX51RFUXBvffe\ni1NPPRXLli3DDTfcgL6+Pq+X5RuMoA8ApMOT7H1JpSEd6gUApI85EslTlyJ5Fs3ZJQiCIAin8FXQ\n98Mf/hAvvPACfvazn+FPf/oTAOCf//mfPV6Vj4hGoDZrgZ/8wX6PF+MsUncPGOcAgOT5pyF11nLw\n+toJnkUQBEEQhFV8FfQ988wzuOaaazBr1izU1dXh5ptvxksvvYQDBw54vTTfkJkzE4DmYzeZkA90\nAwDUutocI2qCIAiCIJzBNzV9g4ODOHDgAJYsWSJumz17Nurq6vDOO+9g+vTpHq7OPyhzZgJv/A3y\n/oMIbnzL6+XYQpIYMjVhBEaSkFSec1/wnV0AAGV6qxdLIwiCIIhJj2+CvlgsBgCor6/Pub2hoQHD\nw9bGjknS5OpmzQefpyl9TFUR+d9XPF6NfTIAQgXu59NbIcuT/zj6GeN7VA3fp0qGjlPlQMeqMqiG\n4+SboK+2VkvpDQ0N5dw+ODiIujprExkaG6sgLdhcB9w/eescI14vgBBUxfdpEkDHqXKgY1UZTObj\n5JuavoaGBsyYMQNvv/22uG3Pnj0YHh7GMccc4+HKCIIgCIIgKh/fBH0AcNlll2Ht2rXYt28fhoaG\ncN999+H000/HjBkzvF4aQRAEQRBEReOb9C4AXHPNNRgYGMCll16KVCqF0047Dffdd5/XyyIIgiAI\ngqh4GOecT/wwgiAIgiAIopLxVXqXIAiCIAiCcAcK+giCIAiCIKoACvoIgiAIgiCqAAr6CIIgCIIg\nqgAK+giCIAiCIKoACvoIgiAIgiCqgIoO+hRFwb333otTTz0Vy5Ytww033IC+vj6vl1V1rFu3Dldc\ncQU6OjqwZMmSMff/6le/wrnnnosTTzwRl112Wc7UFQDYsmULLr30Upx44ok477zz8Jvf/KZcS68q\n7rvvPqxatQodHR04/fTT8bWvfQ0DAwM5j6Fj5Q8eeOABnHPOOejo6MApp5yCq6++Gtu2bRP303Hy\nF6qq4lOf+hQWLlyIgwcPitvpOPmDW2+9FcceeyyWLl0q/nvqqadyHlM1x4pXMN///vf5+eefz/fu\n3cuHhob49ddfz1evXu31sqqOl156ia9bt47//Oc/54sXL865b9OmTfzEE0/kL7/8Mk+lUnzt2rV8\nxYoVfGhoiHPO+eDgID/llFP42rVreSqV4i+//DI/8cQT+RtvvOHFS5nU3H///Xzbtm08k8nwnp4e\nvnr1an7dddeJ++lY+YedO3eK9z2RSPC7776bn3322ZxzOk5+5LHHHuNXXXUVX7hwIe/q6uKc03Hy\nE7feeiv/6le/Ou791XSsKlrpe+aZZ3DNNddg1qxZqKurw80334yXXnoJBw4c8HppVcVpp52GCy64\nALNmzRpz389+9jOcf/75WLFiBYLBIFavXo1wOIznn38eAPDcc8+hpqYGq1evRjAYxIoVK3Deeefh\n6aefLvfLmPTcdNNNWLhwIWRZRnNzM6688kps3LhR3E/Hyj8ceeSRqKurA6BlNBhjaG9vB0DHyW+8\n//77eOr/b+/uQZLrwzCAX82WQ0RD0Cack4JYhBlNldBSLRVBuLaEzUFROEpbQxQRRAU9NEhQQdma\nFJFB3x80REnUUtFRK4m83+GlQ+ctHp7h7fHYuX4g4rkV/nKhXqh//fULfX19kA//dcCczENEDNn8\nl5WyytvSp2kabm5uDB8nlpeXo7CwEKenpzlcGX10dnb26SNfVVVxdnYGADg9PYXT6TTMnU6nPqfv\ns7m5iYqKCv0yszKXpaUlVFdXo6qqCrFYDCMjIwCYk5lks1n09/ejr69PL+nvmJN5FBQUYG1tDTU1\nNWhqasLw8DCenp70uZWyytvSl06nAQBFRUWG43a7HalUKhdLoi+k0+nfZpROpz89WRYVFTHDbxaN\nRjE/P4+BgQH9GLMyl5aWFsTjccRiMTgcDgSDQQDMyUxmZmZQWloKv9//acaczCMQCGB1dRVbW1sY\nHR3F9vY2BgcH9bmVssrb0mez2QAAyWTScFzTtE/hUO7YbLZPGT0+PuoZfTVPJpPM8ButrKxgaGgI\n4+Pjhnf6mJU5lZSUYHBwEHt7ezg/P4fNZoOmaYbrMKe/7/LyElNTU4by8BEfT+bhcrlQXFwMAHA4\nHOjv70c0GsXr6ysAa2WVt6XPbrejrKzMsMPm6uoKqVQKiqLkcGX0kaqqhoxEBCcnJ3pGFRUVhl2J\nAHB0dARVVf/qOq0iEokgFAphfHwcXq/XMGNW5vXxxUlVVRwfH+sz5pQbOzs7uL+/R3NzM3w+H9ra\n2gAAra2tmJub4+MpD7x/z89SWeVsC8n/YGxsTJqamiSRSIimaRIMBrl7Nwfe3t7k5eVF1tfXxel0\nSiaTkZeXFxERicfj4vF4ZGNjQzKZjExMTEhdXZ2kUikR+XdXlM/nk8nJSclkMvquqN3d3VzepR9p\nenpavF6vHBwcfDlnVuaQzWZldnZW7u7uRETk5uZGenp6pKurS0SYk1k8Pz/L7e2tftrd3RVFUeTw\n8FDS6TRzMpHl5WXRNE1ERC4uLqSzs1N6e3v1uZWyyuvS9/b2JuFwWGpqaqSyslJ6e3vl4eEh18uy\nnEgkIoqiiKIooqqqfn59fS0iIgsLC9LY2Chut1s6Ojrk6OjIcPv9/X1pb28Xt9stfr9fFhcXc3E3\nfjxFUcTlconH49FPlZWVhuswq9zLZrPS3d0ttbW14vF4pL6+XkKhkF4CRZiTGSUSCcNPtogwJ7MI\nBALi9XrF4/FIQ0ODhMNhvdC9s0pWBSK/2cdMRERERD9C3n6nj4iIiIj+HEsfERERkQWw9BERERFZ\nAEsfERERkQWw9BERERFZAEsfERERkQWw9BERERFZAEsfERERkQX8A1FwXRNqRMpwAAAAAElFTkSu\nQmCC\n",
"text": "<matplotlib.figure.Figure at 0x7211690>"
}
],
"prompt_number": 117
},
{
"cell_type": "code",
"collapsed": false,
"input": "sb.tsplot(power_pd.Upload, value=\"Upload Speed (mbps)\", color=\"husl\");",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Ys2cPAKBYLKJcPhjdoYceigsvvBA//OEPMWvWrMjI7r77bnzxi1/EzTffjJNP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\nWGWgD9Lxk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Ajh/dQqKBaL5NChQ8Z/b731Flm8eDHZsmULyefzvJ9aCI8++igZHR0lhBDy\n4Ycfkuuuu47ccsstxv126qsJT/oURSF33HEHWbduHVm5ciW55ZZbyIkTJ8a7Wm2FBx98kCxevJgs\nXryYDA0NGf8eOHCAEELIL3/5S3LRRReRFStWkGuuuYZs3brV8vw777xDrr76arJixQpy8cUXk4cf\nfng8XmPSY/HixWTZsmVkeHjY+G/lypWWNLyvxh+qqpJvfOMbZP369WR4eJhccMEF5Dvf+Y5BAgnh\n/dSK2LdvnyVkCyG8n1oF119/PVm7di0ZHh4mF154IbnjjjsMQqejXfpKIMTDj5mDg4ODg4ODg2NS\nYELb9HFwcHBwcHBwcLCBkz4ODg4ODg4OjjYAJ30cHBwcHBwcHG0ATvo4ODg4ODg4ONoAnPRxcHBw\ncHBwcLQBOOnj4ODg4ODg4GgDcNLHwcHBwcHBwdEG4KSPg4ODg4ODg6MN8H8BBOEhWzR6we8AAAAA\nSUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x752c350>"
}
],
"prompt_number": 118
},
{
"cell_type": "code",
"collapsed": false,
"input": "sb.set_palette(\"Set1\")\nsb.boxplot([power_pd.Download, power_pd.Upload]);",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x7528150>"
}
],
"prompt_number": 119
}
],
"metadata": {}
}
]
}
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