{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised Analysis of Days of Week\n", "\n", "Treating crossings each day as features to learn about the relationships between various days." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn')\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from sklearn.decomposition import PCA\n", "from sklearn.mixture import GaussianMixture" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from jupyterworkflow.data import get_fremont_data\n", "data = get_fremont_data()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7PJMKpJxBFgxH1FFtYI4lAEG9oet2/G6UIY+qOgRe9g56ZdSqYtN6/ETgDk6C\nvSSjjRNosXGeR05z7CvtO8HNRwbRtdNtqEcNO88+xCbIbNeKq9J7YxwJOqa6X0PNfL+gxRIWPAsO\neymwIXNqanSMppXqjraGupOTkyWRRfbOd0UFccgkci5c+rTrTIklA8tmaPFPa8/WO97bqDY59Nam\n2ch8JyNij+Au+37z4AiJwB0cKQ/ZDDIyjbm2jPlsYd+oBoymMx2LV0qCy5A2Hd3iMjrKq+Je0e3w\n7a51y9oqjiEG7MQoDt/KbhGLLCR4Fsz56d7bqCi1zrauZITapqSvDAnfkWbLKJvnjHUFyaSSyUAX\nSJ5QMc5ERl9H6+P3QhtJhCQ+OtFJYyyyGaMyf1A2j3v9qInAHRwx8qhGOSNAq+to0Jl/q9Yxd3bF\nbfeRQY+51tF2Ju5AYVsbpg1fxqPruqX1ivvstlXbN6kFwTNjX90ZGXASoWtH14p2p7eG2NAaEBEK\njqcRjHMG3x0VuVFS4uzs9mjEbI08nz4JqO5UAhOtVehGWQpkwVxpOo6RRKb1J6OZMzheypP+4B//\n8R/zV3/1V7TW+NSnPsVHP/pRPv/5zyMi/OIv/iJf/OIXSSnxla98hTfffJNSCp/5zGf4+Mc//jTf\nf/CccC27fpuO8t0fl8NS3mjkEfex+AE5jWzkwfaSbkqSjHkfDknrBboamiF1R+uKOuja8WU0u+12\nCqNhx66PhMWMa/AU8avoTTelaqdro7uhHYaHHeQymjBNDUmJXNJ0vytTHhVyWiBlqjdyF1JeIGfM\nRnDWusXt9hBe0T6OmbohppgX0k4jQWLTeuw8Ucb9jW98g//23/4bf/EXf8GXvvQlfvjDH/J7v/d7\nfPazn+XLX/4y7s5Xv/pV3nrrLb70pS/x5ptv8qd/+qe88cYb1Fqf9jUEzxMPB8bZUW7TvtBM95+n\ngxEWYfhrpzSykPXycth7cnU27jayD1VDa8NqRXtHGQ1pZkZTp+lwUHLb6TpLlMmDp8puU7if4Z6a\n4do6yYc8gTso4zgok0lZGEorjApRMrwZm5xIZYxbpFzIyzLv3ZGJq3a220rTTr1caet2dKBLxtxZ\n1zoydbORol/p/O7fa3BcPFHg/q//9b/y2muv8e/+3b/j3/7bf8tv/uZv8p3vfIePfvSjAHzsYx/j\n61//Ot/+9rf58Ic/zGaz4e7du3zwgx/ku9/97lO9gOD5Z99RbgbTPzvnsldRy6QDp7CEubPtIyif\nlbMRtN2cCJbAAAAgAElEQVRobaXraPxx63SBZqBty8U6S4S9j3PA/dxZLFrBs2PfdDn7Lps2qja6\nGWZCSrDZjFntPEcfzZTEcA6TMsYf3Yy8ZJJkeimIDWlgyQIpsyps29zKitCbkRAsJ5opvXXA96V3\n9wjYx8wTlcp/9KMf8Xd/93f80R/9Ed///vf5zGc+czVHC9y5c4d79+5x//597t69u/+5O3fucP/+\n/Xf0Gq+8cvdnP+gEiet6PG4jxRgz2bvu8PEnC2xbp/WOmHJ2tqHksm/qSQbNjcRwPbrcXrK5cwd1\nYaFgPbO9zKTSkS2kWxl98GOSnHPvJwsI3DoX7v6DWyyy4e7Lt1Fzfv4X7nC2WSjLgpuNnD7np/B/\n62aJe/DmMXOaGW6d1hXdVi5rYeUnrD+BW7c2+GXFXbhVCr/w82ejEdMypWReuntOOT9DljMKDuKY\ndh7UMy7uXZA3BRMjZedsEaopZ0tmuS3c/cAZt2/dIuUNK4qp8tLmjNtn5+SSgIRLYlMKKY/cLj2D\nI6JT+vd6N7wf1/VEgfvnfu7nePXVV9lsNrz66qucnZ3xwx/+cP/3FxcXvPzyy7z00ktcXFxc+/5h\nIP9pvPXWvSd5a0fNK6/cjet6G3Yz05LSzLCHIYLPNvKmynbdsimZs43uK3qmtutYA4bL17au1N45\nW87o/T7WKxc/vsdqynrRWfsDfG2oPuD+RcVEOf9fPyaVwp1bH2B7qfzf/8//xVv/34MRuMsM3CJI\nOu1+zrgHjwObExBqjV5HQ9rF9gE/+l/3+dFPtlyujftr46XzhQfWuX1vpZIpqZJy4uz/XLIsHc11\naJhvErV2ugmXtWMPttBWtCx07axrY1362An3DfdvNVI5w8Xpa+P/lAvu3n6Js7OCmyOpUEohP6PA\nfWr/Xu+U93Jd7ybgP9Eq9Cu/8iv8l//yX3B3/v7v/57Ly0t+7dd+jW984xsAfO1rX+MjH/kIH/rQ\nh/jWt77Fuq7cu3eP733ve7z22mtP8pLBC8UIwruOchEZi8lOynw+wm1qke/GWMxovY6511JGULdO\nrW2oQnWnaUPrFtWOJcGSza5eQZtisxRvB+05ftCUFuXD4Klwfd5wmN4wOsK7GWvVaTUrlCQ4giRI\n8/jGp/ypmJKWDTpEySklseSE5kR3SG4UcTxnuhttrbSLLY6j3kkudJle9Yf3vMS9fsw8Ucb98Y9/\nnG9+85v8i3/xL3B3fvd3f5d/+A//IV/4whd44403ePXVV/nEJz5BzplPf/rTvP7667g7n/vc5zg7\nO3va1xA8hxwuGb4/wN4FcnB2PttOSjKEK3z8cYeC4EyBlW2lidCaYt7Q6uQzoZSMW8Gts9b7WPvA\nPEsfDWw7uVRJ/kxKhcGLjc/myZ16WV1XtnVLUwNPJHESTpaMeaLI6OXICCZGb42cC92VjLPkzLYq\nYs75+RmXWqc2gSDSMU/0LLT6ALMPkAtzfNLpZtTWWJaEyG6Y7MpqNDgunngc7Ld+67ce+d6f//mf\nP/K9T37yk3zyk5980pcJXjCu7fJnR7l2panO4OmzRK77blyY+uTaEDKIDW3zrvRqqCpaO2tvrK1R\nNgnTzqbcouD82JSXulG1g4DWNl9erjWn7S1FI4gH74Hr97jvNQf6tJZ1GzK9IkIugqeMlKGAltyg\nG9u1ImfCrZRJBimPM+2cEm2zkCyxyZnaKktaKL2xurO9rDQK/XIl5yHckiTReqNrB86RJGCGX6kJ\nX+thCm6e2EoFN87b2Xnu/m4vwuJD8WmUFnela7vKXBzcINk4M9feRyd5grUbXSupdsAgZUhpLFwK\n225ovaT1hqshOKaGmU8zk1i0gqfHTk/f5/2larS6pXtjxVCVEaSBJY0zcXGlZKGrIymj6jyoW8QN\n9flbIpD7mLpYym1cnKqN5KNDveI0HN0+QHsjZyFLIpGovaH9yvTETOfzxlz3sRGBOzhKDrMSm3KQ\nY557ZCdujlkHkam3bCCJbkopCeuVy/sr2o22GrRO741cCtqVZXPOeTnH0oJ2pbcxEtNrwzC0tzEv\nfjDLGotX8DTY3Ue2b8gU1B3F6X2cO0tXJBVEEmfLsOgsIpCc5EO33BDMOq1uERnmIpbHFIb1TlkK\ny7IZcqmz0Sx74qKt1MstZlBbH6OPAmsdOuZutt9Ex4b1OInAHdw8j2uCOWwG87GAiAiljIx7d+5t\n7iDDBQx1St7ZehrWDTXFeqXKOPtzW1nKBvKCp0JByGXB3Wmt02oD75j28ZocqFsFwVPCmL0a7rjq\ncKOrndorpuBJUIXNJrPWoehnKK4KJFIq3F1u0cnoWsdZtPuYtpA0lFuWzGY522scJHM8jSbPda1Y\nbWhfh7tYSrgpa5/HRO6jQc2uewYEx0EE7uBokN0Z9lwoRj+aHHw9zv/GuWBnZxZmrqiOTvAsCWuV\n7YNK945JYl2VXlc2LlgRKAvJxuttsiC5sDWj9supWOU4I8t3RmYUS1fw1Jg3k/rYXLqPme5WV/BM\nHeLipDyOcjynsY81EBO0gC1gmw1nKUMu6HZLBxYZAXccByVunZ2TlzxGK6vR8yiJV4x2/wLd1mlu\nMsx1tLeDDtDZuhaB++iIwB0cIVeyi+ZDwzmLzLK1oFpHkE9pn3UnF/AxQnO5bXg31JX1cqVpp3jC\nciexQXJmk8/wrjDdxVShKViruENtDUT2ZiOP01IPgidlV8VxwHDWB0NXv3bFakMyeJZRFi8JUyUl\naA5CoriSz4ySN3TteCpoEsQSunHwhG4rBpyXBQPSpgx9/ryQimDW6G2KGKnjJLoqrqO6ldwxu6o3\nxX1/PETgDo6GR8xFZlAeGiw+5Bxnt605MD24TadbGEKtbfhs65bajO12RUzJKGWzYbOcIVLQae9p\nAkspeOtDwKI9YG1tZEJms0FtOiXFeV/wHnnYqtZ3o2CtorrS3Ok6JHeTCEsWTJUixjSVB4wuCWsr\npETJCasVqytqSnGHnIfWuTspL5SUSIDrEFOp6tRayW6sD7aIDI30ajrG09yw4fUZAfsIicAdHB0P\nZ7duOoK16ugi99FV23sbIizDvJNuiq5DHaqT0d7BhZzzaGJTqNZJlijFyefnY9xGHXJhVWdbjd4b\nTRW10awjo16+10wP/fLgvbC/h3zY3bXa8FlRau7QDUFIOQ37TR2Ps3mvl2Xh7CwhOc8z7TwUzsxx\nhI0PfXNcsO4sS57z2QIGqkprSrUxaWFrp3cffvbblWY2XfHSftMazZnHRQTu4Eb5abt5nwpRZrY/\ndxtz1Hm6fhmqUyQFMAXzRtWVqpW6rbgbKSl5syAkUtmwkYScFapW3J1cnLQUHKO1Lb216VU83ptG\nxh08JQ6PXdxHsKy1YtrodTvGGRN0MiLO2o28EZoBLngWck6cyUI+y1hySgLrBiTUBeuj/O5JkLIM\nm9tUEIQsozu9quGSsVaRPsYnuyuehHXd7rvJZSdTGBwVEbiD4+AwKB587j5Uy4TZlIbjIvQ5czoe\n0+nd0FbR1qnV6BcNEEqGhKPa8eQwHZVWN7rBKpBTYZMLa3dM2yi927D6bLO73HaNOu/n/5PgucRh\nCP103W9Ova1Ud6y10YSWYFlmJu1KcqczpEglJSRvyJ4pSRBZYIGMIwIpZ7TXIaPqxmXXORpWyBnW\n6mQBVaeqorZCV+hj16BmowmUqZPgcd8fGxG4g5vlWsZ9vaPc3YfwxNVfD2EVU1xtPMqnzrh23Laj\nu1yM5o0kQjlLuCwgGbXM+bJgGL128jhERxhlRe/OWn1omdeG1orYELeIc77gqTBvo53fe+sdVaO3\njpHQPh6ypESyEUjFHHIijzt1ZNBk1CCdL7OXM435axsVopwKkoF5kFQkkSRxtiyjMU6gW6e2hrjS\nWqNkIbvQvOH7SpZfHREFR0ME7uAouBJ6kGvbe52Z7rhVne5O74o5JBlCEe6GWaU3wyTRLxoihZQz\nTOMQxBHtpLKwlgRJKUseOucYRRJm8KAZta6jfGlj8bK5gYgFLHga2MEGtZvRauWyb9Gm1FWRJLQk\nIInmOs+2He1KKsvYZLqRTUjZkeSUtOz7QfJS2MiULU0d8Yxi5DwGLBeBbYeGj65062jt9FrHxrgq\n7fBse97/u6+DmycCd3BUPNxRbjY0ykembaiB+AjY5oKZ0lujtYpaZq0rHUXmoqUMY4beFLERpEWd\n5BvO04acBUvQRSlnC6bCdq2odbx13BXtum8mitGY4Ek5PNt2htSpMe5xEC46iE9ltCSUXFA1TKA3\nI22ElGHZjUUKuGfOzs/G8+UhXTr2uomcMl07howKlQxjnbJswJVeK6o6xGC001sbs+U+DExcpvCR\n274CFhwHEbiDo8Afs6Pfia1wcPzdex9azcMEkaaK+5jb7tawOnTFC6CmI0+Xzto657dfomcgJV46\nP0O9gzpZhPOSKDvXJWv0tY2NA1dn2zt7z1jAgvfC/nY2Y10rSgcbY4wpJ4yFTQZEON8kvBslZ6ay\nCmW5Te8V13F05GmciStCTkztlcwmZzYpw5KoMjrQk0973PlDl9oQyRjDzjbZ6CFprQ5bXGCcUc3f\ngff7f1bwWCJwB0fJYXkuzZWutoo5lCzThxtand24vkG70TGsGbYMXebqnbUrt5czmL7dYxbWca0U\nARfHJSGlcLkarRqY0rTTu9K7Xm0irt7g+/8/JThpdps/Z7jb9d7H/HWbnvG9I+bIIpBGk1ltHclp\nrtRCloxaY10rdbslOUjKLCUjGK0+GLPaJWFASRmxFfGEC1gWNmXMdDf1cb6uw4/b3RB3xGD1jvfR\nR+J43O5HRgTu4MZ4bOZ6oFG+s9G02eW6dkVGXoEzsm/TS1QFFcW7YXVlyZluHfKw7/TmnJ/fIZ0P\nTfPztNDaCuiYgzUDMxbA1LnsSrtYh+dYNXCdQjA+O8xjFQuejGGPyeyf8KlJ3rhQBRPG0bJRUppG\nIomEY932aoGtd1ZVLlulVR/GIwLiCcuZLI7b2OAqCUmj6tTMWSThImQRHKN3o7eKJdB1i2kbPvS1\n0efxlDPmuqPSdDxE4A5unkNDEa5Kibv57NljDjjiCUlCV6X37RjTkgVbO2tbEQRNTpJEb1vcndvn\nt0hJaNbJVoCOzLPu20shpwQ50TPkUugdLrf3kCxY7+Oc0D0Wr+C9cThWZU6tHcTofcWbs206fhUk\nzWa0Cm1sSJm9GIsUqm6pWtm2PkbK1JC8sDkrmAnuirhQciY7YGcsmwUkUXsnL4lUCtYdtaHchiyA\nUi+3Y1RNdb7N+Tt50KAZ3DwRuIMjwR/5YIwZbnwuIAdd3utaaXVFG1BGFmK9DVVIH+W/7LBQ2Cxn\nNG3giSKCmI2Gm6Vg2RHJLElYRFjOMt2cdtlol2Mj0Po47957gN/E/57gucBnR3ltFYC2VtSc7gl1\nkCykLLhkPAtinZSAVIamfne2DS6bocXY1gdoGwJCyBwAF0NIYEJeBJKQchkz30nI5iTrbEqiu3C5\nbmG64xlDuS2Vwrqu+ByX3A19PKzbH9wMEbiDm+OhBWA/sb23E7R9+l1rHZ3kwsiA+yXuTlk22Hac\nFyLgKUNKLAybQ2eUDW0Reges071Rlg0qRlvHHKvJ6PAVSWyrclmHteeqwzKxNx2iLLFoBU/ALtgd\nZq1VK5mEoVzWxsYdJM0z7QWxRnbIJYMbWYShgGqQhFqdy9ao64qKkcuGgrNqHz9bpjSqK2aQlzNc\nBAc2t86RlNDe6A6qsO7u79ZBYet1VL3myKXErX80ROAOjobDznI1G4F7+ih11XHOp8728oLWdYy5\nIGwvH9B1xTzhJY3MGVAS5ew2mhSxxEYK7kbJCx0FS2h1ShLURna/MHrXWu+03pAEuFNbv/YeH/48\nCN4pZoa2ofTX6pZWK8mZuvqJIk5JiaZKLkJ3MIGUNkNjYCqk5Sys1mlrp1+uw6s7T/lSVVIq5FTI\nSRAvY1xMMsLUPBcwxrn62raUvKDrOgxGxPGmuPq0zjV6H+XzuOtvngjcwdGxa0xLktiZbvehDQVZ\n6G3FtFPyhrY2ehtmICkXpCSSDXcjNUanLkydcyOXkVWYGn29pLmxycOAoWSBJZElszVne+8n4H14\ngtvoMJc5ErZ3DAuCd8Bhiblrx0zxZOBwf1W66ZAoVchpZLipjLI3DF96rGHThnZBuJUz+EKrD1gv\nG2aJZUkkKVRvNFMkF5YMrlvchJJGh3pBcR0KbVWVWrfDxtMbOntDmikw1N1EfIxWxjn3URCBOzga\n9uImzIzbxsKm2nHt1Gas2/t0a5RloXelXmypPkQmUimci4zzOndMlpGT50JmIRUlyYJrww1cCktK\ndIeUEuLjXF3ykDldVUeAboZOacq9gtTN/W8KThgRcB0ZcUmFB+uDMRXRjawgOVNyRqRDV7w7ylBY\ny15Yq9LdKEWGMU6GrYDrCtlBCqZDbc23W7LD2a2RebsanjNOxpOQlzwy+26YCM1l30meu5EQ1lr3\nraEyNQzi3r95InAHR4HP5q9dF7nho9ubneBJorZKbytuI6tAGf7crizL+dBmbo26bundhutXzhiJ\nnMBaw6whmw2KsSyJZSl07SOTzonUYHPnFq05qzb6dBgz0VGuPzQbicwjeKf4VYd27Z3e+9gMumGm\nowJUEpbBbHhpJ0ksZ2cgwmazYSmCLiOM3skLZ8bYbKqM56sVMyFtEmJG7Y1e4Ww5Z1lkHC3JhrSc\nkcw5P9/sZ7erOa324bbXlVYrIKxe6d2uNacFN08E7uBGuF5ue6ijfDamjeTZ6dpx87286aZktrWy\nvdxSRZG8cPvObTZZ0L6SNmeYZEwbUgopL2i/JFFIaQi3iA+rxKpGEsjCaABaMqkPRbbtg0brndor\nqA+P7gjWwbvkqjHNaK1NfQLHakdN2dbGkhIio9/CEhid0jtNhi4/CuDUIU9AFiE73CkJTUJdR5Oa\n9Y7njJnTMVzAPbE5S2yykNLw5PaygCubkshzc6u9jo2ptqHI5o62XZUp466wdw2L34ObJAJ3cLPs\nR6yuOsrH+fGY23Z3qjbcBbWGumOS6VtjfXDBkjKlZLQ3fN2iBrUpiU7Jy2jQ6Toad8TJuQxbUHM2\nKZOWMj8v1D4MG1LJdCuYJS7u/xgXH8YQNs7Gbc64xuIVvBt2o4raFe0VVaO2FfWhpCZScIMlZcSV\nLk72Aj48t7dqoxaloO50gZIXylKwJKh1WmtD7zxvwA1vnd6dZXNGEcHFZlNnIbmw5DEzXrdKm/0b\n1Tuqc0zN+mimUx0/2+PePwYicAc3w0Pa5PusxGyWocdjzJxuhveOtob4mH313cxrEfJyRtIRnE0y\n1irmztn57eGMpCvmleV8g+c8fIdLAhKbUoaalBllk8jiSIFcEpe9j052tzlYPkfCguBdsO/dkDG9\nkNM4y27rltqVZIrbGNMqS5o+2pAlcdkNs9Gj1h2aGYsInhLLJpNLoqRC3ZzRuw6VNRxDEYPat7Ox\nU1huFeiQk+NzA2uSWbJgJDqOucxu8k52J6U0lNV0eIenlDDbKfgHN0UE7uBGubLzHDhDN1mmX7Gb\ngkNrHdzpCusDw9qWfHuDMkqH5p2GoO6oGyVvSCIkDPeVsnmJJQlmQnWjqJHSaFyTMiRSxZ2SE32r\nnJ9n1g4PekXrFm+KqqJu0ygslKSCd8i8RUaT5XCbMzO2XekG3Y0so1y9LAm8UswxBEmJJWfONhsu\ntZOScJ4KOS/IUpCm3Jqd4ipC6yvJhOpj0sJMoQ9/7bwRzpYFkzS61FNmsxRSFpIqzRzvSvWhnFa3\nW6wpzTut617RMO75mycCd3AU+MFHx5GUZher4io0HwvHdq3jnI6Eu7FQsAeXWB96kuv2AkmF27du\nowZ9ai+f31ogL/RWh2tYSmy7jU5xwFGSJB700e2bZGwgtmsbj7GGWh/TOT4clILgneI43Xb2sIxq\nkii1dhKCyZjNxsfoV5mZMzJUz9wNORgTSyUjZGTJqHXOyy3ME+aGt0pOBRNoprPxM5PUWZZELmU4\n6qWCOCwJShHcoDXFe5/uYwoi04AkjfdDdJUfAxG4gxtn11EOo2nMZmNa72Nsxg1c27AgZMGskW8X\nVEeGLCmBd5pOd6XM8Bw2pbb7lPOXOcuFrsZl3SLocEoijaxGBHfhfHa1l+wUSbhlWhPuX1ygfTTp\n1FZpNpvlIvMIfgb7IyDVYSriuybLcR7dtNOb0oG0pKH+l5XWDEsJHApOm2V265BKxmrnbDZeZsmI\nNnSz4Ahuw7db3Ugm9Np4sH0AJFiE0oejWGNk1ioJRFhN6MnwlOg6BJDMfZj5mCKk8TEa1G6cCNzB\ncbA/0x4yp8LoW1t7IyXBWkPbivhQS6ttZcmF+uAS3FnNae0BjvCBl36B1lZU+8y+z/CSubjczgxj\nQWVkKuu2IrmwWTaoGcnTPvPxJKy90tZ1ZP5zFMxGrXy85TjzDn4Ku9DWTUento1ejP5gxXV4y+Oj\n8zs5Q2egNzwxT6Zhsylod8yNs5wQHTazlxdb8pLJeWEhsaRMVSdlo/gYheyA9o6UPB3DnLOz8Vol\nl/+fvff3sSxJyv4/EZl5zq3qnn15kRYTEwkHCQnhASY+xgIrIf4FsNYDE62Dg4eEtQtCSPAfICQM\nEAYOEgJnDayvgXbf3e2uuudkZkR8jTi3umZ2eqenZ7qra7YeTU9116+T9548GZkRTzwPpg0PWCqo\nBeeRVp59Tvp+C+aoFmz2VE7TLGEBTxvXB8RT4H7Ce8cnW8EujHKPw30rAuIQPQlJLWY3QJlmlEVA\nhOjBshYsBtZ3ygjq6YoiSkxnzI3l9JyG07sxbYJmCrJvg7Htr4wVEMI7WoMoTrdgvco69z5H1to9\nrUTxV2nNn8XFKw5xnKcT15vDjk4JEWFMw+Zk845IBu5aCqYFFU9CZKnYdLTkqXv3wYxIcZbDQESG\nU4gkVCLg2Tq2jwGuVM20u5njw45ZXihNKUWoHixrpZGEsxoAwhwDHArK2HZsDPaYjD7v7vnFPewJ\nD4OnwP2Eh8Mn7DyRVG7CUwTi0Gtin6netJun3aGn8pnOrL0Nd7yA0Xh2fU3vt9jciSI8e/YMivLy\nxy+xvaNa8Jla5MUzDdlHQE0tZ3Fy4USoovgUbvZBWMdnBvmLCAv87AlSfCzDEPEUwD8LOYXT+Yts\n44oI9jlAsnXRZ24mWwW8E5Fe2VoKVQvqyghjep64PSnnDIdz77AWWmtUqVArwwIbnVoLHgNEmX3A\n0R1RlxOnuhCa5NBalVIqppmyH+GYG3vPvnA/iKIeHPoKcpdxesLD4ClwP+HB8MkFPy0PPeVHtTDn\nIEbgMdncEAOi06cTZ0cVpqdIStx2dD1lMJ/GFsH16f/SvHO+6ZhN6nWjaMEQCs6yNIpqjkMFZeGa\nwMNYimaKPoLRjZc3N7hNbPSjTul3NuE/k4HrPjnvEsCfgvjHcKdNPifhhpKtVjZTm3zuTpHApCCq\nnIqAOtUdR1lEaKJYTcvP4vme17rk269B7E6R5Go0hKU23JzhExFlObVMYJmz7ZbPFFDXQpOUP6UU\nRKEVclPrTtTsvhCckIu1rWem6/7G9RHd70snyFcBT4H7Ce8fx8PzE/7WwV1AjEOlLAgYxuxnBGVi\nyJ5pPVlbWhL6RLRxdVUJmxiO1MbV9Yk5BtvoSBE47DnPc2dZGnWttKJghodAUbxp9tRKyqkNEfoY\n7H1gc+AWjN4P9auv1mLwWbi/SItkq5KovjaI/6zj8m71I1iKCGaTsQ8sBi/2HZtgM5BaUFXCLXuw\nRTFAS0lmOMFSa77VAqqwnhoeQr+5AZkUrSnd2wouwu3YEVGKph3u6AObTiryB21tKLCcrmi1okf2\n21zQKcx9MI46N0ievg9Vw8tUeEwz/6IP8Zg2G6/DU+B+woPiYw9RkOm7CJDIFLhNzNJre7oh7pRS\nKQ2iBCOyb7UuCyfNtHmnclqvKZF1QRu5cKpUuhsnLVRtnK4ry1JRTQekUgSsUwvJ/J3GsijbDPa9\np6NTpMnDuNT4hGMxe/yLwWfiXknjPi5B/JOffzqFJ+Iw58AO5TEP3Dvu6QaGpASqCIy5Qz2lVrkq\nQqXPQQ9opSAmaFVKaVw9W1MgxZLzMcJptVK0MYdBz/ka6lRq1s/7ZO87RRsRkR7dHlQNtDWYhgXs\nfRxqgTC74TbpPhl7EtQuAfBR3dtHuNl4HZ4C9xMeHIIcjkYHa9smc0zCha2nfvLuCtaJUMSgPF8Z\nw2AYTKedSiqqAZTCs3Vl9s62DUwVqco82LAFQUsShaoGTQUzY0aBslLCEY1MNdaKGew2ETfGnCl5\nKp9M8//s4JOiOfc//1mn8Ee10H9RBJjbHZFLVBluWN+Y4QiGW1DXgpbMU4uXrCNTKaUgCN0GBWGR\n9Os2H5xqQ2mUIhQU7wOtipvTSh7L3Z1pQM2SD+aYCP141k5XK+aG0KjaUFXqEocceeqoDxtpXmLJ\n7fDDPSytcR8pQe0rMAWfAvcTHhD3CC7C3eISh+xpKj/NNPYYdthqCrVFKkWNDbdgbQtVNRfJ0ljr\nCt5xn+kprHklB9g7ta0sp8ocftS7FTnINxqVq/WaMQaVQhHBQ9g3Y99vs5/bnbBcwOSud+yrkYJ7\nHT7va/vMIP4Vfq/g1ft1CXKF9Lf2aXRLMZ85PLUHKNQK5oM6nOmGVlhEcAxD0Uh2WwicypJmHy5c\nP1tTj8CNcKOUhnuKF1kEYw4iDNWgtgpzgjm7Gdjgam2YGOvpihKgpKraHkItyq1NsMxcuefYJC4e\n4Zcuzg//Xv4En+YRjPmn4SlwP+FBcVcrkzydXIhibnkaiQh639CjZWV10FOhn0cuImZEIdOQ2jBt\nrK0Qc7J3T2ekVlJackzq6UStgs1OHx0vqflcK7gYroJoR6VkCj1SI/pmbLx8uWUPbp9JpDtO8Jda\n9+NeCj4Dr0mTvwk+NZX+M3IKt6M+3UrDbGLT6J7+190m+NGrXYTQYIhTQpCiVGCPtNpsUhEPSmuo\nC57CMN8AACAASURBVCLgc6C1spzqIbzScVG0FCQgbLKIoLEwiiCs1FpTlGUMBoK7UajsCKWl65ib\nM1HGGHgfjHFGwzGf+LS8VvjH1A4fC74q9qRPgfsJ7xV3piKf9kU/PLkd+kWwYkwIZ/eJFsUBqS0t\nCHsScmqr7L0zAq60UsPw2XGBulasCJjTwmnLgooxLYjSQEE8UA+8O14EKBSN9O4mqE2JCefRISwJ\nRqMnAeui+vYzwjB/XZr8TX/2dafwrxour2iY4Q6qhdl3Yjg+Bje3E5EKlqTI1C9P5nlpVxQ/VNRw\nTPI3FlWC1Cs3mUD2ZxdRFllwB7OOKLAUIoQ+jT43yiJYZOuZpnIQo/fU3i+wqPLs1KgiSGTPt4+J\nkwqGZumMZ+KMebELfTzz/TJK+YpE7qfA/YQHxd0DFYIdes1B4M7hXTwZKMWTYFOWwtgH++zgjooj\nYbg0vF6hVcAm0yFEiSKEge8j5UxJa8MIoQiIK1IyLegEYgJSOdUGY6ACrRV2u1h6bphbEov42TAa\niS9w2n4d7k7hn7zGVwWR85cAJbMLNo2x7xiD89jxnpr30ZSlSqaxa8XJ1Loj2DQk4FRL+sZrQcwR\ncVBHvEABl8wAqQ9KKdTIU7hbUCKYPRUIU9glg7ubsy6FUivDDNEVoqKtMCcMJAN8GHazYZ6e9G5O\nYHdqh48C94d5id2PZeyfgqfA/YT3i3sPy31LzzhqeHimEwlhHrrgc/pB6BGkKb1vsO+oO1KUPoMh\nhZMKdXYcx1qDqoTCvm1IBMtyhY0zfQKqtNIgFG0LSxGWCq5AFNZS0ubQ4eqqsVmwDWO77Yxh9Hk4\nhV3S5Z9sbfsq4RPte18m7oL3I15EP4nLvB5hgFMOw5w+JsMGUgKJYFhADdSE4QP1tPCstbC0goiy\nj0ERZY4UXVEq1AKtITXT40VquotZYAjDg7YstFpwn3QCzJhFUBWqNORoZ5yeXRfZteGsp4N3GYFL\nuukNy7LUnJkFc/dXvdzHs/sogqB87MOjflafAvcTHgR3piJHvWxatsnEsXiZG5N07yohuAgawWb9\nIK3lwlO14C5oadQilEIqSegCKvTzRnFFSskHthYoaU6iHiiWutCiaQHqgymKl6MGa8HNeaOGcnt7\nZu47TGeODS4kuvsL12NeDR4Yj2Lx/xzwcDyglcb0wdwtN5UW2AzCBloq0gIw5tQUApIUBZoReEl/\n7rVA8aC6UhYFHK0r2pSmQcjg1E6M/QxjElUxE1wDGxPrA1oquKGN4jVb0OIg0AlEq5QqtHBUJTfK\nbvR9Erblsxl+dHwcuus/rfT1geAyxkvA/iqky58C9xMeDPfJLeZ2tFkJFs44FgcbPWVQpRLiVK3M\nfUs5yLYwIhgUWijVAqnCiEpERyUwd7p1Wm04OyOMVStNVgbJUg9LbnkVwWbkiELQolTJ8dWq9Aj2\nbgR213/rbvdezyNeCV6DOyGVd2RjmpmWu9zlO7nG+8arjogAz9r0mDPtMm2m7viRVVJVluIwDNFg\nkcpybDKHT2yP5GCUlDbLEoNRjGxlXCthcLp6BjhFBGNn2GRZKlUW3A0H+vkl1IpUsrYuAjM4XV0d\n3vXC1XpNLZUqwTAlbBJytGWOYI7B9Mmcx2wXeZwCRI88Xf4UuJ/wQIhX6/RB7FLJWveMrKPhExeI\nSEvBUpSYA8wo00GV6QWlclorZY07q04tytg7bCOFLCSQ0rL+VyuTyX47UlwCoa0LVZTSckHSUrhe\nGzE6oOipYXOyeyd8o490S4qjFezTSgBfJbyLNLlHKnh95TY8QWaQIqg1l9h925JV7sa+TzoQroQE\nTcl6danouqSEaQjnMGRRqtZkf5cFicG0zEbFcESVerVQSoFWqWWl94GNjUkSL5tl+6QY7DEIV4oq\nGgpuIAOVgilMy/KFhyMKHQEbWDi+b/Rpr7gdRG5OPvD5/hPENB5/uvwpcD/h4RFgYYRE+gNbMG1g\nNtgN6B2RZJRv51Qwo1ScrLe1daUWSdcvU1SNmIN978cJW1ENDONquWJ6YdsdD8M1YGRKspZCQRBx\nthCWq8YoEzXQGPRQbm4m2/k2+3G37VVt+37gfph38UvHu9qAZAr545Ko9/kOXwUMH4cugBDEIdwz\nCXPOPiid7O9uiodhgySGlSMNXgrmyaFYwpCiLK5EPbT1Z9AvLnUS4HBaG6JK00pBUfFU+SstWyvH\nzFJQU2YM1AsSQSsVl6AiTBWWJWOxzGAC7inbehesA9wnEUlQuwuCH+q9+5RhPfZ0+VPgfsJ7wycX\n5zvxhsg6sUbWtMOcve+MuVPMmWHgnqzu4SyloSXoBsjC9dIQQLUxPRWe9jGxc0eqJhFHlVYW9LD1\nnGPHVOlhjOkQA5GKSqT9p4O65ulHlBGBGYx55va242b0OZlzJlmHd3MqfVB8yWzyTwZsIeu5QKZb\n7l/zkeJiQJOOWkatjT4707LebTGYFuybEUXBAveJhlMUTrUScdhmiqShlxaKHAF9CRhO2KDvt8w+\nqU1py0IJ4dSukaKpcaAVVUEBNcfFkTnZZ0eXFZUjMzCDUrLmjQhrWTkJlKpMTy5ImHPebxEj534f\nd2WiCzntg75znzaFH3G6/ClwP+H946LdTD40qUAG4enNPefMYOHKDCe0HapRgnkQ0xEKoYX2/JpS\nYMZgH8ayCD4mY3ZYlJMUTqdneCloUXaX1HEWAYVaW57yHaQpLfLErUshEEprlD4wd1rJOrdbMIcx\nJZXT7ouxXDYiXyV80Q3J6wL2fYIifDVO3cnXyE1m0axV2xjM207ae0xmN5BJSFCac+msqppMcgIG\ngZnSAqoIZW15Arec//vNDfuLG8wc3KmLUpZGXYSVlpyQUGpbkZK8EUFQUrSoH6qEEQrDKYugFKQo\nUiutNXzfiVIY0+keuEzmebDvG+a5yR5z5Ov+QO/ZTxvXY06XPwXuJzwYhEsacRA2AWHaoI+ZvaeR\nKk2FdDeidwo72ioGlKisocyY6bMdgvU9Gek3SaJZS8EXIbtpIVyYYyMK6DCIAa1i20RKPYg55fAD\nr6xVcRxMkaUypjPnxNixbrlIu71qi/mKHLq/jIU4ndNeH7DvPn8pN7zKuX7haz8k5hyAUFQwd263\nw6DGgx7GnI6IoktFW24kS13QVrNTwdNSE4HWQNSp0Wgtg7qPQdTUMu8vXzK7MeaGlgYiqC4IOSfb\nshIze8KnTcwMkXT3GgKlJAFRIzIDEMF0kFZgUZiBVbC+M0eWr8ax2Ubk0F3gg79nn3rgfsTp8qfA\n/YT3h3v9wK8Y5XlaFUkh5nks9n2cmRZY38GVIqSDlyjExKWiV9eUclgleqAlT8NjTKIFV7VR2jU2\nPXtTS8WnIVJwc6QM7FBC6zMwt2wrk6AI2EEu8ppsXdVUXHvxsuN9p287fYy7NOE8Ani+1Ee4GtzH\n5V7p518iLgH7kjx9XcC+D0FyXjzy9+2iLhYRB8ksyymoEqOz7yOtPC29ritKKxeC5ZKn8gIjHOw4\nJWt2N1AC6SNFhUaedPs+2PrG0hq4U9aSc9aMwNFwWl0A0g/cDBVN5UEUiYM5vhm6KGBQleJGE2gI\nFsIihWlG7zs+HRVl9P0Ve/7Ah3b/Po2Y9jE80nT5U+B+wgPgVd9znroNJOt6No3ZO2YDm4HbRFQY\n504Jo4ZTTteoLjRRpu+UKIx9UiL7ZPu2I1q4KldYE7QUliUXLbeO4egYqKWvt1ZwwLZBqSUZtpZM\n9jxVCDGdMYJBsM/J9vKM7yMXwEPtLf+7BK2fPXwyYAOfGbAveCVg83g3Phdv9ovGQCmVMSY2Bh7G\nFKGbY2a4JxlyTKMccqaKYMPQo7866ZhGXVfEsrfaJrh1ZEJqlRaiT25evCRkgIG2wrN6YvpkN6O0\niqN0T8vcmB0ppN54aUcavTBHSgijhavTNWsULCYdxT3ofTAYRJ/0MY6NqnOR+v0g69yfMaDHmi7/\nQoH7+9//Pr/1W7/F9773Pf7nf/6H3//93+eb3/wmf/qnf3pn0fh3f/d3/M7v/A7f+MY3+Kd/+qcv\nZdBP+CpAXhF5Ln+HNAvxmadwMqraoZA2I/DWsFDMg6VkGn1zQ1uw98HugRdhVUVaRQysd4wKXrBQ\nxphoMcJA7QgWIpinecjaFkQzBV9o1KWhCsyJEDg7N9vEI9j7fqxdnj7i/GSK+LHh80qcvi5g3xHP\n3hCC3LUifeip109Dki09ZUarYnPSR5qEpKzoTjcj9h0pgUs6d4UoWpU4iGQdp8+siLeqVAp6qKDN\nuWMzmJKSvY1CzEFMw2wgkSJEpWZbGZ5jWaUiosyAWgIvIGbsY0NEKSpUEVqpEE4HylKIsHTei+Qq\ncDDdx0zWvHPPJe9DvWc/ZRo/1nT5WwfuMQZ/8id/wul0AuDP/uzP+KM/+iP+5m/+hojgH//xH/nf\n//1fvvOd7/C3f/u3/NVf/RV//ud/Tu/9Sxv8Ex4ffkJpKcgea4c5jfNIItgYk2meNoPih8pU0Foy\nx7VUQlIzHAtqal2w7WdUhEWvMBFMjLYsRDjDBohTfcBwRApY0ORwZvJ6MMSdZ7XQmiAITcGLEC6g\nCy5ZH+xjz8UrXjlciWjWai8L3WPEG0qcflkB+4LHzsqPiIOsJVQED2fbzgjB6IM+d/o+MHFMBQml\nRJZlTrWlMhk17T8jEC20stCkEdVgdwqez0VVplryOUSJ6XifuHfCJkoKqrg4YwxKU8KAQxp1jUPe\n99KTbUb1YNYj8GshajrrFXOGOr4b++hp6DP8aN1MjseHmCF54zE9wnT5Wwfub3/72/ze7/0ev/AL\nvwDAf/7nf/Lrv/7rAPzmb/4m//Iv/8J//Md/8Ku/+qssy8JHH33EL/7iL/Lf//3fX87In/BocXlA\nPII+B0SgIpiPo/YXzJBDEznuXIgWVYYLyEI7RC66BUUDmjIB9aBqgVaoR0sLRdEo+DTm2BE3QLle\nTrSqeDdUwSSYM6ilHQtfYBEsNX9WPBBxbrbBvN0Z85bZB2b2MTb5JXDdBbZHtCC8yVi/7IB9H4Ic\nalz+SrXtkcDNccm5LKLMOfBpmE9wIcjOB4mCm1HbQlVBSVIZoRR1LLJ7QjyoukJM1IwYxtTAQ7j1\nYJ/pDFZIDQOZMG0wZ0ANnrWW2uYoUhtFSGKlpTZ5VEFM8YA+d6CmIAuAwEkUCMyDGVBQrM+Df5L2\ntmYpCJPz/8Msc3zWdvAxpsvr2/zQP/zDP/DzP//z/MZv/AZ/+Zd/CeTNuuyYnz17xosXL3j58iUf\nffTR3c89e/aMly9fvtE1vv71jz77mx4hflZfV0Rkmu14SqZnP+jtrhCGzEBXIWRwI8q0K/CZ0qQx\nwBfWK+P0fOX6a9c8u2pHmtE5nRpbD4a+QNeV56ev8ex6ZcagaIqzzLHTTit9c4pWrlj56Oe+lmpr\nP/gBXpVtQiM4tZV+vmVZFkScq6hYn9waSVwbjlRoYWgzvvZzjefrFVfLCWkNPbKGem/FkKNW/iHg\np92ri1Up+um16Y8ZSsgrUtmXCXdPEpWmxvyb4iGfrTg2oTfngoqyKLy8AfQas2vOP7rh+y8aSysM\nCtfPV65OC8+KcFqveXZ9IqxQmtC3DQV+7qqxtopeVU5XwYvv/4A6GsvzwrOfu6LWwmmpqEEpwkkU\nbZUX+2Tc7rAuLOY5EQuU6jAGrSnr/xGu6jW8GIzhqKwUlNsKfO0Z/Uc3SCu4TF52w0qjDVgEPvpo\n5epZ4/rnn/F/PzpxtV5zdXpGK0lTFxH0DebEu75f7rm1LPrZY7GDYPcm3/tZeB/z8K0C99///d8j\nIvzrv/4r//Vf/8W3vvUtfvCDH9x9/ebmhq997Ws8f/6cm5ubj33+fiD/afjf/33xNkP7oPH1r3/0\nM/u6Ljvy4JJCVvoc7PstAew3Z27OG//vRz9mnH/My9vBzXZD5Rpsx60zpdJXR17u9Nsdx1GM81Xj\nxW3n3G9YZeG8ndlud0qrCJ5Sk+Zs+y2ybdSilOeNFz++5fzSGDfOViYTYY+g3xrPrwv7zUuGARNe\nOtje2faJrILe7vzwRzvtdMP/t/yQj54bH50mqjVPM0HaKMJPnEwfEp91ry6n3NexyS/p/3cRsO/G\nEK804FXLG13noZ8tM2PvO1uftKZoCN//wfePjAy8+NGP+eGPX3LzYmObwXOd7OczpRgqjVstybfo\nhR+dz4gIz0qlrSvnly/pPzgzx87ZYQul2w1SlKsCJ614KSxr43oxzvvkfN5SF0GV6Y5GstVvzp2T\nwFU3WCFm0LeNMo1ojSjB2Xd0TmYPth1mn0QNboazWVB++JLeCwzw8zXXq7Ge7HA0S57CZwXu93G/\nLmx3fYNg7EfGTOSLlWze9nVFBL/wC1974+9/q1Xkr//6r/nud7/Ld77zHX75l3+Zb3/72/zmb/4m\n//Zv/wbAP//zP/Nrv/Zr/Mqv/Ar//u//zr7vvHjxgu9973v80i/90ttc8gmPHXfps/iJz0UEpRb6\nNMQ9bTNtUmRJWUWOLmyplNJy0tZC+OC0KNsWuHXUhFYXpFaKJjscSSvCOQ21JNq01lBRpqZsalsV\nH45FYH48FKKopn/3nEEVwV3BDKNiDDZzhk3MegphHK/l4/V7+Viw/pDr3p8nxfkuswcf8+r+wNKu\nr4NHzh9VRRz2PvA5mUenRJ8b3RzmhguYS6rqa6FEkrPdgy0GMwI9WhHDA7GRioASjEglvypKrYVh\naRWqYYzR6QHr1UrVlhpGtuN+tCyaA0E3wz2dv6IqYopJIGGHAqEQkaf4pSlaFJ9BtCSS7H2nexLv\nxgwmRnyo8/oNp+nDp8s/35W/tO3/t771Lf7iL/6C3/3d32WMwW//9m/z9a9/nT/4gz/gm9/8Jn/4\nh3/IH//xH7Ou65d1ySc8QmQPd7LIw50gRR/63hmjA2nrKZeSWQRug0K6gBUXaNl72krFAmzuufCI\nUqQSMZES4FkH92ngAx2TulRqWZgqhBWiLrSlcqqV6kHlIr9aaSizBKHB1dqQWvCqiDl9GHOfDNsY\n+wA97BEvtW75eCD8ZPD+0OqAwKsg+Zqg/D7HfFFT+5A3Ohdcygd+BG4lNQf80uLmzsC56VvOxXCU\nAgIqC1rXdKkD+syPtSqltXTNA2bf6CO5BSKB1qAU2KUSODEmY072cyfmYH3+HLSipaU5iThinta5\nCNu+oSMQN1wmPozs6yowJ6VULBPNmV0BhmdPxRwzJVdnbkoiIj8X8cHoln/e6z8ku/xt3qu3SpXf\nx3e+8527v3/3u9/9ia9/4xvf4Bvf+MYXvcwTvmIwd5wkOGmQ1p0hRAx6wOgbpTzPkzSC1EJbKhaT\nCEfD0JqmIkMHtk+erR/hGGupNF3YLBm+k1R+qiIgULWhdWVdrxB3ftjPFDpyfG8USzemw6Nb3DP1\nZyNPMj4YBvuc7Ddn9ttckGc16mHJ6BGH1/gr7sfFZ/nOESs+TCb168Z0X1DlvYzhaDEK97cSgnlf\nuLS+mkMtnmSu/QxH4JtjIN6ZI0/MtVWkKi2MoqlkgAtSwLvRJFiL0sopT1Y9e6ZdkmTm7iynK4oK\nEZ1t5um9zE4PZblaEd/RWrFpNIReghKV06lwe/uCXZSPMGICopzD0XOnfrSkVmERGEFpC/V8y+Ai\nKKOMaXikx/c8D+ZVp8qKR8qzemTO+UOY2Z9rDEc3yP1n9kPFh/s0POErhztiU+RiZzNVnPzQPWZ0\nZu/ohVATjsok3EAKQ+rhmjSoqohWfCS5plGzfaZWyioMc8bsjN1RN9QdFqjlhK6Foo2iTrghodSl\nUA8WO1GIUjJdKEGryWyX0hARtpkSq+aD3gfzfM6F9cgQ3L3eT3kPROQu8F3EWj4EfJ7e7fe1qF2y\nFB/Ke/Q6RGTLlZICJ31mm5b1NBvZZ2fYmTGOQrMEEoEq6VqnTmVgQLdBhHC1rBnUazDO52z/ksow\nz64JhaUtd2PQdUGkENGP2rkgmvrjAJVCaUGTiogw3LntnSoVbUfXRFUwp4pikdr8IamBrppBeaKE\nGXa74ZIs+ulOkPK/Hwq7/HLlzzNXHz5d/uZ4CtxPeCBkWjnC2XtPco9NxmHFGSjDDAvQEkxZ0+Wo\nCM2VQQqgTJkUUqVKIqjVwQudi8lDEPsZA4hGoVDaFbU05vaSGJ1al6w11oIC7oaLoWSg1rZgPimL\n4k1prmwKhHG7D4Y7c98ZPoFjx34XnH8SH2Td+zN6tx9iEb4/lodOvb4OKRyUWuAiAtOZfaR0aUxs\n29ntzG0f+TWU1ipLOKUCoogFoOwjzVjWUlIvvxvhg0HgFELiOBUGYUKoUEsBgpdz5hx2Z24bw4J1\nKUdTI0BhWioRtvWaFtxlrlClaWHvaT2qpWZ634NFyXS7CjEmtUbqI3hKBW+9E5Y66Hen1ct78yB3\n5O0v/nDp8s9/wafA/YR3jvuLrt/r4Y7LIhSw9w6+Y3AIr1Q0HI1BWOAHSc1sgGav7Bw7w0GlUmoD\nHK0LM8CsM7sS/cw0R0qwtIW6Zm/r2F9w+/IWGxurBtRGbZrroicxp4qwongJVlWuW4UQenGkO5sN\nHGUfZ8YhLGQRgL9avPz1D+WjqHsfuKTJ3zcrXjVPjBeW+YeGSwZpHuREtDDH+SArFoYlcUuG4WZM\nrykrWpTJkpKwlJQUNWPMIIrQlisqzuwvCQ4HPa3ZL39qh8qg0tZKSGS/+NKABm7MH91iwxCcYZ2C\n0rRxqkFBoDbO7kwfLCh1qewR2Oh3veFLrZhAkwIOooJLIdzYxmT2nTEN2ydg9H1PeseHkmZ+m2E8\nmBjL5xvsU+B+wvvDhawTKWcqyGFS4FhPd7B+nArkiKAeghalna4IgkVbmieUND9QBI0MKKfrRogy\ncGpUKo6MHZeglJW1tbQ5JJg3L7ndbrg532C9s5CnEz1IRrdjh6rIQchBJT2SzWnawNOPePZB3yZ9\nz6yBH4eiO7vPz3hLcuF+lTp/iOD9eSVO3yc+mCDwGkTk/E2DlHmQ0oIYnnOx70w7M30S0ymavtiV\nyPkppLKfKiOMVpTndQWtiAZ9d0IE18ZmlkJFc3Deb/IcLpW2NMKEfRvZbRHp/R19UiX19i0GRhBS\nUTcwo4Qf4ikOdTmIZiDTiKPjQhWkVVYtmIPPFEcKD2bfk1jae9a9DxW2fF8eLl3+Ra75vrMFbzvW\np8D9hHePe61gQabZIknf+ByMmW0oZv0I1oGZUMQRG0hb6KG0CmYTmLgHdlDPS1sgssbY3RljYzrM\n80v2gNoaa2m0UpBQzv/v+5z7zu5CD8XtjGhBtFCL3LXDuJDB3ALVQjmY614ao3fGhOmDfd/pL86p\nJX2oSF0IS/nyf/rD+eB17zdMkz8U3UiOU37e+w8HFwW5YZkeFg/mGNnaFUa/PdPZsch0tyDoWhAD\nqRNqQXF0TCwMH5OlVdqq2NzwsRPbnunuo0Uu3Ok2EeDm5pYw5aPrayjG7bxlYrT1GcEGMYiYRAi7\nTcyN3Qe1NSgLmzndB0XIGnZLTfI5J4sWCMU8ncBMlaqwlrwf043ZnT46AzssQ+edkMklsDxkDumt\nDtyPRLv8KXA/4b3hvm2juVNKIYA5Brt1xj4Ow4LsFx1mhAg9hHYwPm0OSinYTpo3SKGglLYy4jht\n09D9FnW7qwNetYaUlX7e8djYwinLyvDJ1p0mQS2FdamYgYfgJWhaUne6zZRQXQMpJVP1Ypy7s/tk\n23+c7kk+j3R53D38/ga76oeqe7+RxCk/PbC/a+gHyii/9Oy7XaR5hTH2I3DrXTap33T2LswoiGfn\nQdXKIkrVSijcjuyxQKFQWVzpWycQvFS6BzUMV9CqrK0Ramz7JKKyrCtqwjYmLg5tZUYSzqqNFCKK\nDVEImakQpimC9HK/YR6kt2mG+Y6EIEpGdJzWsi+8D6OWywZzMmxn9oFMTQe0OT/2/jzIfTk+vvV8\nfYB0+ecd64f5RDzhK4ePM8qNMGfaZGydfdtRG7g53Y2IBXMDT8tAlZbiKMNoTSAapg4xkdqgCKqO\nKfi2IR74nHQR1vUqa3oO83bg+4/ZCczT+Wi4cTsM+g31ILNdqWDd2DdDl8aKMi17zkup+JhAS2Wm\nMbA9swTb+ZxGEQGQdfjPa3X43oP3B5wmv4/Lad8+qFr3IboDd+lpi8kwAxH2cca9Q1F8UyIELCgl\nFfoCSeGh4WzhqBYWXVjqgkaHmNkyeWi3i9ZkmpvQVFjbwozOnMHXnn1EWRYGxu4TEWGpDQGW5Tli\nA/X1qHVXTkVpsmImuA1s7kRZcuwuaf8ZUItkqUkrqpVSJNP4pTHmoO9bblDCGaMz57zbqF7c8t5k\n4/ql4gte7v2my4O3yQ08Be4nvFekwlJkzXimjWZ4YOGYgByxqkgQnvW1KAUNP/qwC2aTyQBZKVoo\nRYhSGD7SNOF8AwhelIJzKpUwGP3MFGMY1LWih8HJYNA922BKabQitJon/n6oWy1loSg0cVopWJW0\nIJVJt87eDRsD85mmI0eq/OIU9nlwP3i/r13/h5omv+BDU1K7GODYjJTJdE9bTRQfxtg2zAZj9rT3\ndMEqrGulqNG0Uo9SjE3w8w4hrLVCpEXtdKPUK7pDK4JP5zxGdk+E86xkOWn0Qbhyta4wYJ/jUAF0\nqoI2Rbki2Nj6hgG1VFqthBZsOmsFwdOO9HD+ktrAPdvKilJECBOsD8YwHGF2Z45B73sSTv2+U94D\nzpkvcOn3lS7/Is/2U+B+wnuD3ylMcdS0J24XT+7Bbn64DQUSE7yjrRFSWKrmwuJk/6gr9WhTKbVi\nCLEb9WjFmkXQONSiDCKEkEkPJ0KwviVT1qHP4OV2qKtRoAmKYsfzq0AZhjalXBaEsuJ9MsMY03h5\nu2Mv0ymsHyee+45hn1vJ6V7N+13hQ0iTx9ES+Hl4AB9E+xw5n4elvph7MrLNPZnWZgwM6xtzkra0\nKnAEwVYKhZybJk5IoGvlpIKMDpYGOlFKkt1CiKpoLbQK6/MraMqpKjbPzBFcXV+xXp8ID85ju3JT\nsQAAIABJREFUYmRQL1WotYIrxY2UPurJHC+NkMbeO0G2lIUEMXaqCyFZVxfSdCY3tal26Ieb3z53\n5pi4OdM9T+0H3jdJ7Uu7zoOxy98MT4H7Ce8U9yd+REZsEcE9jSS2Pokw+mb4TGa5uDN9UqoyPYPl\nPjtyWBrOMERrnsCLMOaO+aBpoe+3SfTBWVSocBg9dHxRhmVfa4nAPRAzggy24TNr2gJ1OaE4t2PA\nurK2hS1lpjKYaWHc1fWgx2CMkaxi87u2MP2U9+FN8F5OKw+cJo8LFyD/9aqc8hpcTt0/ze7z/S20\nniOP9LIWVRxjDgOcbT8zbWACexekpoZ5aUJoyosWUUJh80CWylqzrbFIIY7NH6VSDhWyGRNxuF4q\n0oOyrrSyUIpgs+O7cNVOaCgWG9u0tOkcO6oV92znom9YgGhuLKVpenfbjh7sdo2AMLTUVEEToy4L\nUQQzR4sSARZGn/OQPE2+yujj7l49FEnti87o95kuf5tn/SlwP+H9QF6duM2yJiyWDVMzsj1lRhA0\nwp3qgocCJfuqQwDBwxhAuELNPLSqwgSxoy2nFOowYkxKCHU5YUsSb0SVmDvDnHM482gdO8/OzXlH\nMJo2VnGEhlm2uCwIp5IWpFfPSp5ClopXwDq2D/r+I8Y59dan3evljuBtzoh3p+53HIweIk3+KmjL\nwRq/1BReH7w/69R937v9XeKVT3xuQOeczJGnzyR3OdMGo9+mw9aA4ZN1FYqmclkNp9TGzU1njgEE\n7ZDYjX7GYyL1in3P0su0wCwQCVYtaF3RIZSryqkqc25IOEpQ6gITzCe3ZlnqWUuyyUMYR4nKZRBa\njxp6sJRs0jRV+sgNkiG5r1OhSqFIwU1IRdSCjUM0yXasT2aMByVkf2Fi2id//p2+mKdU+RMeC0LA\nU1DFPRj7TtjAShJ3XKCUoLtR14UojSJBUacAViphyqlVPByfOxNHpjF7J0TpNy+R0SmA6MJUKEvJ\n644BomkSMs5MJmN2UOHlbljv4EFVYYk8XSRBXKmTTMnjqAUhwTxnS9g059yN2LM1ps/xKk1497/P\nh8vi8S7S5W/Su/2u0uT3T9qX350fL39enz6/e08+8TX3uEsgvI/gHcAYGQDThaszzbFujPOZSSqL\n7d1xG0RoGocs5dAYFyQUrDLcQRqVQkPYxmBAyo62gjtZtqnKaVUWaYybQb+dVKnU0wktcB63VCmp\nV7Bkynwq9NtbkJ0mBSW1CRgTRiqnzWEMr+zmuPc0+MGR4UhA1ZQ5RTVP6Kq4W5LPSuAWbH0wZweL\nzDyN8WpuHRmS905S+6J4h+nyV7/z7Z6tp8D9hHeLS137YIjPmQKO0w0LT3nR6GzbwDGwILznz3mg\nKKhli5iWTBdqA72YHgS+CzWU4Z0wYxElCNa2QmuUU6OPybbvuO2M86THLeuy5CovnvaEYrhPltLw\naSwnqLWwuyGnhpaFJsGihaWUJO/EwMLZbfLjbWfbb+lj3Nk83o/YX2QB+NIXjzfs3X43+PRFS0Tu\nBfD8vp8I4JdT99FDHUfJ4/jSXax4tzHCuev4iyRROtDHzLYrC0Y/E9O47RVpylJTAMhtoFpYiwCF\nXtLJri2F60WwMSjiUBVvlRk5z2dMagjXpbANwzTFi2yH0iplOYEEE2cpNVskdUGnsOmE3ZASSC1I\nWQ5t/SR5NBVUciPh7BRRDEPc0nL0UK9Dsj5fC5SSnwsfjAgsBnPsoMqYM7UZPrYpe094O5L2p+KD\nkG59DZ4C9xPeC7KufTzMkfXtlAkVejeCkXVvS0/sIsaUhSIQM3f+7uCutFaSNWsb6IrsnT62DPrj\nFtXgtK64rLDUXPznToxJ34xJR2Wlnp7T1o8IJguBhfHD82TsZ0QqEUKJYB+D4cJaSlp7ekerpLrU\naIwxcAsmgW+TfrPj4YcMZhzy0vFWJ44Lw/xdktQ+De/KCez+SeN1C3oG8Ev6/BjNsQF8Fdxfpcbz\nZ16N/LLUvovNh9+xpoXplidLIgVI+mRY5zxu2MeZbTqjG2M463oxqik0YJFKn9kWKQSLCARUFYZN\n0Eq44pabwghBJTiVyrTCS9vZ1dKAxwtrLYQUtu2MA8u6IuFIESwqPToqTtMkxjVJ4lkyN4V6Spcy\nicPmc6lw/NtQohUqQdGVUiuzx9H6mO1k22YMOwRoCMaYx3vDx+7Fu9wQftm/+32ky992U/MUuJ/w\nXnBfLS3ItPiY0GemGPsMJBoSk2oOpSF1IUgXJamF0ExLlhlUTWlGv9kIoI9Bk6At6ZuttTJrRdQY\n2y2324YbhDo7wel0TV0XTtcrUUoG3Uu4OhZmNWNpjUUrZgNDqUWIMLQBrkwBlmSw2z656S+Jkeny\nMcbByP1ynv0va2H6Ik5gce+k+3bXvdS13+zan1r/PoKcmx/+1HA/YF/+/a5S5sHF591RAbfBbe+4\nBX2bbD7xmMyh6ZutlVYXqgoikV0TUlJDoHekVoo2xJ1+c2YXUiBFstVqEhSBqwb7Pukx8QZe6iFt\n2qlt4bQsTJRuG0sUtJQ00DGjHx73IiBtRcuJ8InPJHKaB9PLUbcfzD6YlhsMMyOKIFWoNXu8VYRF\noc8CPulz0vdb5r6h5ByZbndz7H2S1L7UreY7S5d/sd/3FLif8M5wf5d9YQKLwEwVFjwG+Egj4wCX\nZNsOd0pdUqCiGEUMQRghaD1hSzD3G+ZU8swwOJ2WdCgSQbUyvHBaG74P+uzYbWfEYCAsdaGdrnl+\ndc26fkRrH0HsTHN2SQOFVo4seklddBC0FoQKBlKTtU5VZjf2bWfMjR/3nbHdsm87xj1S2tEZ9jYL\nwJfeGvaWafKLl/hlLJ/ntXxaXftN8en178vX4NUi+CrQZ2LnXQTvvPY0T+0By7bGmOAxcJuE7fiA\nH906MSfXpxOrFBbNk+6CMAXGxhHMK01hFT109TPojnmUARRaLTxrhRjCbob5pNvOTQx8CmDUojRd\nmAZn32ltZZ+T0k5otOys6B18UrRQARsB4YzpSK1EVGZMQhQXY/aNqsoqJVvLVBEpqApa8jmeWTOg\ne9rkgjBs0PeUAH5feBebgnebLn/7LcZT4H7Cu8M9clbcRS4hIgUerA/Ce6YMw3GL9N82YxzN3nMa\nokkKQwSzM/SJziS5hWS7WPigri3T0VLRdSVi0scN249u8CKEasqaPnueBJ5SObXG6VQISjJlbWcH\n5j6oCLNHttEcqVqVAqVQrRMRTFHcFdOAEGw4Yxv02z3r+O5c3MJ+mlPYT8OXWSP8XL3b9xaW+0H7\nk9/3hlc+Pr7da7mkyDMQg0ga1filVstPEt1Egvvp9Dce6VHWuPy5fG6aZUeEw+wTd6MIbGPD+8DG\n5Gw9BXk2RzzNQdZTEtJoeZJutdBnEBgWGaivlHwmMESFTrK/h5AiQ5Ks8nMERrCE4kcAn2owoC2N\nZx+t/P/sneuWGzmurD+AZKZU9pzL+z/k3jPtkjJJAjg/QKnK7u6Zbrfd+/worKVl10XKS2UmiEAg\nYkay2N2cVvJ+UymIlOxFzxMtO1v7hNS8LkUyEW/aKOFE3FLAKIRKcHqgNUlqGoJWpU9Fl7f48KCP\nwdEtHfxCVrtovlu85rn82SS1H3m//Du4/I/oD/xW/IiF5Efi/oifH5GrcFQxnww3xhJsOPvAfWIW\n4MboWTmE7DQSlkZril14QnTVJkTqPQcnVUv6A4/8XS3K9dOGHb/w5fXOUEFUkFLRttN049NlY9xe\nmf3gun2m1guYgaTcaomZD7yAF9UUpXCjFGUvjXlO9kuh1gYONm8Qk/Ps3MYrMSd9nIw+VqZZp+I7\nT+EPEx/5Dpjcw9+S9DqUeD6E//3+PIiJ7xPoo1/9/vXHdn21MFRB9Okgl2//LaKbvkvev7+NbxN1\nfPP9aZ6V7/pZvCPNuRvmLIMNsJniKd3BmUliDKGW/BwJo5JWnscYUJ1WFo9hziShaU1FNpRCoB5c\nNYiZvt9oUGtjk8qwwTl7emn3ThFSCtUFt04OmEmKvISwtUqMwbSD/XJh23b6cM57Ch9ZJGkuzDnH\nyZjOJjU5HAW2qui+pXKRB8FkjMjj706ME/OZFqDrfn78/X86Re0HEtO+it/4zP9pYZaPxP0RPzV8\nQWXhLGZ5pDzkcMacmMBhDlSyr+zEvqO14WZctkqEESQBx0kGuAEWJ1stzEh5x1h3bqk78+jcx2QM\no5QGi4Fe9y3VpsbIh7t5ilp8egEFH53DBsfIpN0IDiN76muWVXdBSwEGKjCsYCLYmYpZ/zoHfpzY\n2Zn+TqiD77/hf1gV8Sdh8veJWUWfinDCO9lPt5XIfvv10PT+uhf99es/JdfHuNdjt1VXYqbkOFbY\n77xfAF+V8iPZOvbu5c8FxLv9dstztVCSvLocVf0qEQWT0XORN0dn+Mkcg9shoML1uqfYjxlRlLzO\nU2b0NMelsJdK7Ua3SZQNQpmR+x01lcpqVXoXZjj79Uqlca07KsrphpXBeRr0wfXlipadQ4VzdmwO\nHJgoRXdCYIwb04K97OxFkBoYzlSllqzaexgueVxFlCKVboO24H2VxkUrZoIymXj2uo/+XDC52Zok\n+fr6+tGJ72cm0vd6DL+x5e//3L9wT38k7o/4KfFVfzscUUVUcgSsD+ZKCP0+1k3uOGlQoB6ITLQ4\nwQAphMJpQV19v8KkFNZY+MzEKDmmoghz3PExKW3PhF4aul3YKTmXOmDeU3NZgOt2QctOEcc1+4jt\nSUwxxDZQJRCa7EhpRExAsSaYC9IUH0nsOY478xiYRPp442s+9q8/ZL73/X8WJv82aT/+lo/fVIGH\n9vzXc6n5etvce5LZ2ysr4n8vvvLtuNdj2/kNTYe5Z/v86+QL8TYehi1xFCN+Y+EgJJqjosnkX/ul\nCkXXHovgAf0ceZ2KcowTH6kPMOaNOU9eb6mu10ql7YXLBlZA3bloXk82cz66lII4RBVQUBl0ibQI\njUDX6fYx6BFQhO15ToSXds1WUSgUYeLEOLjuO0UKw4Moyhh5z3V3mhaiT8zuXGqhNUWi0EeAGgVJ\n7QSZHDYoLkglR8ZaRQXUC0VzSSakU5+5c9qDhLrmvsUZw59oxsN45Gel2Z9ScD/1FN7H21d//n78\n69DAR+L+iJ8TjyrmkQqWh28gq5oxwo+lVZ5iFvSJE5gUVDemnUzR7NkZFA3OwxbjVtjazhwJp7tP\nQhNclE3w+0jGrUgaKXiwt0KphUDwmPh0ZE48DPHg0+fPiFawoBPc3cCDEjDMGW4JXUpDKBSfyKom\nbAZ3OxBx+hic88DGoPfs4T8e/H/WLex9/OXRsD8Bk7/fxnO7z2SYBCURpWj+y7Ov/P71HrL+9mdv\n+/Dr2e33i75vd/nxc3meT1lQ+VzObO6ph/94sfYXHlogOQtetDxfuo7j2SdntVfWsQv+1qN1Z4Zj\nNukjNe69KMecjBncRnrGb9uV4snFaFoBqKUgCOcYRHFa29kFmIZFp+iFmOS1pukNfynQu6NVqdcd\nTw4njtMo7G1n9p5+8HOikuuOVnautWGzYxLZ9w5Fo6LLgnSa02rKB3sfWAinB0UbNo0zBuLGRQrT\nA5+ksJEo1OSVQid8YgjdJ+eXV+xIe97uSUwdo6+/3s+Jnw5cvxsN+f9Bj+EjcX/Ez4tI0guiSczy\nt1X5HJP7OLGYTHeKCm55URsbYYPWGplmU0vZOmnOMAZahDmMPm+MORGBWjb264bdX5nAERCqlFrR\nVikhbOR4yzw6LjPdvO6dWipbFaoWsKzEcUcVVBMWLSEMdS5V+L+fGiFCaYVk+FSG5QJgDuO/bwmV\nj/s9R4eecOyPOrXf+UHfJM1vP/Mx7vWIR9J2X65uvE+8T0gi//km6a4N/ltI8OFZ/ah78zJJUtNc\n0rjp/Zz79UjE7+tllmTn83siX/+crBZrSZKYEP/W4/ux6/qOEPdYyqQDXFbEFp1xTubsnPeDwzu/\nvB7YKLRa2bdMbhGBJaiPUjEXxjSo0BRinpw2kSpYKKYFIkWHVJUxOuYVU6EQNGlION6NGU4pDW0l\n/y0V7yfFO3VvSFW20mgFqggjToYGlEqMSchIO1tztFRmGCGFpgULYURwn4N5H6mTUFN2uDZ9ohSi\nwhipUz7PmWz7meellQoYZu+4Az9RSe1nib38Nlz+cznn/y4+EvdH/JR437MMePYGzY04JqMPbAbd\nkk1uGBZGfblQayHQVJASxST7hTodmU7UAijTJ24dmYaWnf2yg42lG23piCTCMUd20KMSBXLqzAgJ\n2Boazv0cNN24vnxCtCECrz7ZRLO6koFQcyzNbLHZN0SNVnPETUIxhTEG5zC+3G6M48Qie98PZv2f\nIWR9G987GvZHZrcfJDQVRZBvknaCovpQ0eI9e1veqpFn8n5L8r8Xc2lwpw736hu/Y45/nXp//XkP\nFOPxhiTN+ROMT+h7vWe9AjBPMtVvn4M3WP7bh7SIMi372UjQz471FEE5xo05elbDOOiGFLhYErWk\nKVsJYjpzBC6BaqGwJTs+gjGc4Y5KoOSiU8Ip4VALpW7I9EzqTdAm+JjEGdTtCiGEAypgA1zQ+oKW\nmt7ZPrNFVYTAUJcklcVEq6IRSAfXIKKgQFXjNg+qOLp6RyaFWhLmL9KoAhrpGNbdUrv97GtEztJ7\n3AObv33Of0j8dfT538ZvweVfI0Xf93nfGx+J+yN+eMTjyStC4pjKmCPtBG2mmYhZMnLDsz9nM1WY\n+nobA6uBo4QF0fP3SwGWDeJ93ECU2grbtlNDMXN6N47Vo3WpXMoOLuxbSy/hYzmI1ZoLAyZzdDAo\nRdjrxoFxt8ndT64+KQjHNCIyeUW5sIUiPrPHKTAtIDqocfbOMe5En9x7p5sjj7GwvwCXf/cN/wdI\nae/721//3qMC//V735L3+4rd+L2k/fidMe0hYY3weLA7Ni3Hk5CcGSYTFbEqYN665I/z+Hxmr2NU\nyfc+E/e77avqs1c9bX7NJo/46snsnnrjvmaTI8BnEt1i6XPbPPBHK2VMbq8nUoVPLxeagEkQtSWj\nWwutQB+FskGpjaZGrY3BSWk7tVam+1JOC0pxbBa0Nba9UqThkb1638oaOez4ubzjy4aVLZGM/gtF\nlKobe70A2a93C6gNR4hzUuu+Fsk5RhYKkyRi2jRmCRjBphUkyYBVhLCClJR8jfCcDkGYBPd+Zw5j\nzpOmBfdJH/NJVrWHX/0PqLr/Nob3Ey7/9Srhj+/Dj1lhfCTuj/jx8ewF2lfVGBHENNyCoDMmTM8x\nq+PuCIa0gkRQSj5EU2hRCYE94DxvSNvoczyrqVquqehUYR6DoQo4pe3oHGhR9nalFCH6kQYQW+HT\nduWyVfb9Am6cc6QRQ620UKrA65hU0UWqWb7EJagyaVtl0zWepI1hiSjUAIbzz3saL9hxT6Th8bD6\ni6f3R/tSv4fHFf0q4WbSWj/5HXj5mbx59MF/jQg8k7oH9o5sVgvUqtQqqL4fEctEEM8Fx4MYl6n6\nbUQtIAGZhKTHYNhICdJ3M96PJP5I6vJIxP7GRrd4jH+NVVk/9mUp4fWTMY3QyITtgfpgDOcYN/77\nv15BN1pJxEbDqAihKZ1bAo5jctiZ51nL0jO/o0Uwk0XymiDJB7GZ9p4WSTDD0gO+7g0JQbeWjPt+\nRyJwHJ2C1A3xwOdke3nhuu3Zx54QtVK00GMyFlKxXyqbKMVzbM1UaZKuey7Q3RCbqATTl5ohgotT\ntDHF6Esp8Fw9+H6/4yPlYEekyNIjYUt8PXr3I+Jnj5s9F4s/kRz6R+MjcX/ED494jMtoevYGMCLZ\npn123AfnPLHVExYLKoageGzJri1QJft62greDRejbW31PCcusEugVdBQ5hq/cqDUjWEzx19caKUw\n7x13Q1VoslH3xna5MqOmpeHMWddrq5R9J5Y7mEdQyYo5JSJTsa3WHVWhFEe1YlKYLkwLRkx6P3m9\n3+hHx+Z863P/xfP7Z6vup3/1b7zvkQAfEPn75Py+r626WOXub693D6LHPqm8scnfJ+tYpLFVGq8E\nuuDHgAhBpFCKouv77oK7EvH2mQ/i2ZOZvkhmERBjoggxLP2p3Z4CLY8k/oDjS9F3LYF1zXomzSdB\nTUsuDSIJeXNmCybMuI/OefuCi3BbCR0XXAxtFS2eOgS1IbWyS2rZB4XAiVbBocZApVAcXASpJV3y\nEBpCMYjaKNdK8UQMyr6x1cbLtVH2hrkyIsWKoqY4imihbErMjg2HaGxly5nxeQJG2wpzOL13AoEq\nlFaZpyOaCv4o4JMjDpiJjOiebPXLpkgpzL569ZbEUx8dD0nnvXu6/9W6kAJz3Ox3esbfF39Xh/n3\n4fK/cy8yPhL3R/y0eMxyEouJO1MkZRydc6TC0piORweBsl8pi/zixchWtGOHU1ayoBQG+UCu5qhu\nSCyp1OF0lmVogIwcEWtr5jpiMN2QtvP585V2USwG9UWptWXPe+YCYq8VF2GocrOOzwkhmBQwI8pG\nuWRCK+JEHbim5rpJx5icfXA77sR5cusnc06QnBuHv/bQ+h6v7m8T/m+R0B7x6FM/2tXhb6zqd7/0\nTOCPhAhZ1T5mpR+jXEEg+o6xLQ94NZneQa4rVJVSlFoziZeigOIumD+QgUUWVH1C3zbmkzSnWlCp\nyCJEpq2mf5XEgwB5LChS8zzcqAtib7U9e+iidRngwJzOnIO+hIP6GBzjxv21M4ehdafWVB8rmzIl\nKJ7ENDdy5IpkjV+l4GLYvOOl0Gpj2GTK8sz2A9UGtaEEGoJZZ2sVzGha+PxSuHzesWg5DfF64kVw\nQNsOalg/kFqo2yfCjRHBDGhlw2w8F6ybZmcrLI1RkEKj5j5hcBqtKD5SzbCWhO7LVhGBEnl+Qgqm\nkqz0OTjOmUiIJ0nTpqGLmxD8OJLa3+JCtuDyr7f157b7I/bzI3F/xA8Nf8DBj4tTsmpRYIbh5pgv\nSC1SqSkIRqxVuCQhxkLQaEzTVIpSQAO91DRLAC5teyYDAuYwDnPchWGOtIZoSWZrgJ03tFZKbURT\n+umI1KwGpHDdNkYRatXUYY6NmIPDnb0oNZwwBwoFJ4qjXtgkFwnEhmth9Jl+x3Py38fJ0U/8fjDf\nWFdPJvX3xh/16v69xP4+aT8WAU8I3pOLkAYp73rVImse/zH+tbaxNKofs8XuWZnlMfpzW2a+hHge\nlfiCq3kQy3hnYCJJfiorm0hW5e7rgf9ObtJGjuS5ROrJt8do16OiXtdMZFvmkcQh5437nE+7WUEo\npX51bOaBmy+ls4JP8OGoOaM7Y975179eQRMtaE0oAoRQtgslJmBsM4BCaRUpipDjhlQlVjvGLaCQ\nXxtoqehlh+mp7Le1tLMV5zxPrmWj7YW9pWlJuHDcT4pWwgeXrUIx+ujZU9+v7KUQmta1dSv0fiIO\npeWiK63rAytOlYpMcAquuXirVRju1FpWEp9oFAaTaT1f07OHHjPHzGzkCNmyux3DnsnnLyfun0xM\nex+yNvZb99V/XkR/QOUf8f9rPGDZdYF7pLKWeVbYcy7IOfLBXoH7GRQpWFQknCjKpooRlKrEmd7A\ntRTcHLwjy5HIXSh1w6Zz2AQfqDaKVEQrLZJwxhxQGlEql4siwBwze27ulK0Qs1OomAWXtnFtEGVj\nenD3Qa2gktW8A9UL1+sL4oHOoMaFcwalbbgZx4xlQHJwHie99yXG8mOBtX/7wHj0Et/3rb8VVnkw\nwSOVrnjOa78latG33vd7hrpHamzPuaYDpj+1rwVWlZxw+eqCp3AOKY4imvrdqUuW743Ix6MvVbNH\nFV4UWlUiVgVuxjgPhk2ivCVcyQMjVNFS1r4kFC9I8iXds9qMhG4frXwnR9FsKX49Pi8W4S5wpg16\nf6VI4T6N4wjGnLDtbPuVJs61FLqQsqPLKeugYKQewKU0iL4EhJasailPAue25HZ1u1BrauCbGJfW\n6PcTd+ccnS+vd/5xaVw/7exlJ3DOfjDnpJQX6rbj40AlERCJ+jwerxvFIyWILReSKkHRwhyGj6BH\nTlKEd252g5HyrixDlL0kMmWuqOS9pO6IG9OzAj/H5P564HPS3XDiHXciw9z5nvg7pUffUKXfg8v/\nSPyYFcZH4v6IHxbvZ3jfpDETNhXAx0SAPu4cR0cjUo6x9yWAsT5HsqqNEHwELQIL4FIWe3tQKGxS\nqFUIhNs5GDEJWnbLW/oEX7YNGXfcOqMI+2VHFc7bZMzOeR6EJgFOy0YVcFVEW5KMAPfCMU5kpinE\n6RA20W3Lfqwq2+XC0JNQ5ewTihFlcJ6Df93vMDr3nn39b3W7vzf+02iYP6DqBXc/ZD8f780Hsj9h\n8Cc8TvZ3RctXD6X3/epHz9o9VfG0FLQspbGi70bCckb/MZGl+uyaJ6MMWeYrj5lgTREeW2Iqizyl\nkhV4JnGhFGH0QR+TOVOetJT6lpgfZLVHZf584Mrq6yckHHOJ6mju7kPMZ9pcaIHhYYw5IGDMSZ8n\nCowZDLtxf73TtBIBtRZqCKC0unORsvQA8tjOkW5zgiPRE6YW2OrLWuQmSoEPQgqlNcb9ZItkoYuU\nnPf2QCI9we+vd7YSXF821AJtjS/HK2aTEca2fyLU0dFp2gitFDeoFdcdnc44TtxJ21qEgmNNiKaI\nV3oMukAxZys7EcE5Jq3Kuk+EIgX1RFzMeqokmqKRvgRjzFzURarCzWno45nxl++FvzGe7PJv4/f3\n/z8d25899o/E/RE/Lt5VYo+5XwdcshrzObCj8zo6BNzuKdRQqqboQ1WkGmhkVRXJDk+5psC0UMTQ\nZUhSSiGK0m+Tc5zUAG2NUkAdrrpRNN3Guns6ge2VaUqfJ4yBLnUzFUVaw2b6CQfKXoS9VGYFE+ij\ns4lTpmGW/Xe5BNsnRevg2rIfO0PTr2QYNiZfjpNjHNjRs8/nM3uJf5Go9m1SfR8e8XQjk1XRBrEQ\nhngwwt6ctZDHYPRXamfvP/9tE2/b0sWqz550odRKiKzes1JFcZsLNl9VVjwAx7xmcvzyJ/LEAAAg\nAElEQVRPSUeph2jPgtAfi4Rvj8+N1gpalVIyoY2RHujujvg7KVbNSjrH1PzZiy/aUKk5hrUUzdxi\n7ctkNTOX3rYzIiv883xdfe7OMQ5ur8t9rjZKdSQ8pUeLIjYQcfay4StJDwnGOAgRBoNAubSS5DJx\nxJVCzm1TG2LJ22hambNTa80phy1lWYdArIXRy+WaY5EifLnf0ans1xdGOF4c3ZRNEn0IP2GrSBH6\nNJiB1KCqUIuibkiJ1D8YSRSkBJgjMhAhuQBBEuJIctoYx1qzGV4Ck1RGvL9+wS012WVxClI69tdV\n7B+Nv5cSllvTb5En4LF0+H7G+Z/7/Y/E/RE/LN4LruS/sohNCZd3gz4O3IXDLW/s9ZtbqdhioW+l\nZA4pip1Z6UgrCTmaUQKusmOq9AH3805I4HpJH+8ICKcV8HHS+wHbzr7vmAvH6x2YDAv6adjtFdkK\nEyjtQiGlKS91p+AUAefCiEljkedCsZnjPiqXFHhxUKkcHnRLcYtXP+lj8q/XV/pxZIXoPw4u/7bq\nflbFi8GtTw7A0u/2bxYL7+HwB5v6G+jv1whBlhwPZa8HEz0WLP+A2EsO3a9EmONwbwpasXro/tUR\nSJbKCKnljbwtQsycYTOh2rVPW9tpW7ZYbNmonud8QvfE6rlDlvsIEkIRBVXqtlFKurypKkTB5nhb\n2FiabPSZ7l/uho9BuPDFOrcvg2EG+5VLU0qkhKirUmw+z0XbXpieCxKpsKswbOb5Q7nb5LBJxGSX\nLP/lZU8yZawqeCuILCh931GUYYMwwVWoWwVVLqVy1R0345fjznn8wku7ppCRnWzbC0UFOydSCsiG\nhtGHMebbuvs4BzGgtJp6LtH5YjdAEVkqa5FjboEhYcwwtAg+A7FBt0mfAWLYDI77ic25xt7y/Ia/\n6Rt8b7/7byGm5ZZ+Ey7/z7EW0b+jbfBn4yNxf8QPiSfrWGShkvLsYwuRD9xzkgYLTj+cUpIYo1IY\nnhKKLoZS8Sj4cHZZs6JVmD6hd+oivnSfMJypIEWgFsw6JQqbVloJ5nFideNSCmXf6dNxHdgZRNvg\nJWG/48vrUo8qzHFi5swGL63QpHFaGoYcvVOLr+o1e8dhAe5ISeONUtP9KZjIPDnPmWId9zv32y0h\n2ic0/Rchwner/weMnWc/1mjWmzFIeY57Sfa85U3vm8Ugf6+G9v4z3/hp6e+cb5evtv84ige0DY+R\nqpydzmLfnxX4I/m+ve9h9rGMPh6LAFm9Z7ccxzNPRKDoc+QrVJ8s81KXg5cnPGsWzwWkiGRfeRHv\n8lhWuSqaT0RRgkQM3FKSdw7D+skcJ94n5+j085X//td/U4piIygVGg8yXWGeJ+6DVhrn/ZUZgmt6\naYd7Cqxp4eXy8ryHdPlY11ppbcvrd072y5VpBpHOHhpKk5r2mTaY91Q/K9eU4P38eaNtNQ1zumHW\ncfFcZIijouwqmB2wVfZWc+Y7FNHkkzQACWRTLlqZ1vOa98lWW97LkLoHWjHbqKJJpJNcaM3zZHpg\nYxLmjN4ZwzjHuRZk9vZ3WdfBn0refxMx7Vf36Ddw+R8bC/txO/qRuD/iJ8RjXlmwmE89agjGuGE+\nkOq4DfBc0eOCSbJcs7eZiXt4h03oKO4TncF++d/0CkLhNk4sBlo/Qak0ERDn5bphc9BVqFtj+/RC\nHwP3O+Ywi1AkH1C2HtA2wTel1SuhDqF8vnymqrO1hpaNkImbECbYGczpXC6Fy/WKaGHTgLozihIz\nUYLRB/987dzmmcptPnGfz3v8r1bej55z9nLfqux4Wp2CSPahSy3JxA+e/d8np/yr5Py1wcez4vYk\nr/lygQK+EtKQb94fEdTVClHV1V9OEtOz374q9odACg8Rl1js+yecvxYj5LjUGHMlM8lkJvpUSgtJ\nD3XV3FezICxnnRHBRZ7Ih1n6wyOxetEFLY1lpwEzK8NzntyPL/kHG5Ze7/eJSYWS/e0XVVwAg70p\nKgWRygjlNiaCM2eni1NKELXQtkq3dR14QQKsNGY38JnnQXICvAjs1yvbtqU5iFZEDMw4vtyzhdQa\n8+Z82l4o8cZYjxEMFBVjazX75QZtr/SRTPthRidPaREYkYTBWiu3wxmWhD0bRivZ+y7qFC2gOWYW\nkeffLNhwhk+GFqQGYUHvY9ndPrzO3yDzH7GY/ZnxZkKT8UcWGf+5v/3n9+MjcX/EX45n9fiuevPI\n5PCovPp5J8y5jZH61D2S1SueUqOb4qTFJ6T4BtapLuvB3mkeXLTSPcd/5jlzTrtd0bZT5gSDa234\ncdLPjpeWYizDssc8A6ey1cJWs7fZLlsquvWDsNzvah0bxl3h87ahWrj3XEiId2IpsmkIWhytQdPB\nqFA98JJGEh7KYZ0xO6/3G/N20If9EMnHR0X81p9ePtlzQcnwhMLfC6vo6iHHmov+dib12372I4Ha\nqpTNI2FjS0/1hz+1flWBs0iKKZgiZKWboiuaDAhZqMyCpp+yo7BU0+z5WeKBxgLUFYzAlrOczUV+\nfLh2eY6yPQRcWNuINXjWhzPNYSXvNKlZlpMRFCUNcWZWiclul3TZmo453GbndjvRXZH9E5e9cpGa\nW9BGoyPLu9rduN0n+7VSr3t6uXtHtFARfumT+xgQKSDjAtt2TSORYbxsJdGoyHnrWiu1NS7XnZfL\nhbK94DVbTxGOjYMQpW6V/bqxtQszDGzSwzhGChyVKqgUTIK27VTSuGdzoZVA6pbohgojGm1K6hP4\nQKSCZjssWfrkQlgEH5Za6apYBHLemZbEPvPJ6HlvnWfKxboZ8U6rPq+6P3b95xX7d8TXe/S8Z77i\nX/z5PvebMuCf25uPxP0Rfz0elZPIs8J7XMwhyR51C0ZP6cNujvWUSISybDfTDalqIbykLrkIJk6p\nUCSQMZKgUwIonARRQPfPMFMmUotRFaZ1euT7NLMZQwwXpYqwlY1tiV6opha0W8cwRmm0/ZI3p8On\n7cIunkLPWom4J6xelD6CWpLwtpfC7kEVKGXnVEkVqXlwOwf/OgZnv9EX/En8sQfUb57ybyrip6DF\nu7EaKfochfpVRPAwCE8O2xtb/AGNPyptm3PNP0eaq9ScQzZiCZNk79yfo1/+TNosnoOHr0WcrFEg\nx+W9qUju+7TkAORCwbAxmKOn9vvMfrLN1A83n1kh2uQYeW15BKGyPjuTujtLPOWxEEiYfo7xrLTN\nkz/hNvJ4w+jL9vJ2Tvo4GF9e14IwR/vOsyO+IeFcLjsXTbZ7AVqF2i6UUhlnxxXCO+O8UTTYJLK3\n3q5JpIsF+RPs+47Xwr1PMEcvO2ID96BdchGpU4mpXPcL214JaYSwDHZymuD4cvJ52whRlAu1RGrn\nj465UkqlRcDp6LWQfxVLApk4itAkGDZou3Apytmd8DN11GUjV+cPfkSBgINESSqKhSJu+DzooYRO\nCoXb0Zk+Ec0F2ENZEP54Nft31eTxTWJ+hKo8IfM/Unn/yD58/c+/8hEf8fvxvKjf9bfzW8vkY+Zq\n2mYwz1fCQaYnk/xm1LajAdIi9ZddiGh4v+PubNdCD6dO51I2RghjpJ2hEGhpBGCexLHr9gnOO8Mm\nroLqlvtQlSgVjsm2b9SmlCiEDYpWvAxAGOOOyM4cSnHDVDlDeGmVO4p3mDGQfmfqhSKN8/XGrorE\nZNuFA0M6zFqILinUMQbHrXPMzv3LK58+X9nd00ZU+Kra+E/n+/1z5AEvrhy8EmTy4uWr9yXL//k1\n/oSdicAi0OVZLfJWzbtZfo2gayFgloYUognBJpcpUiAkgvS/XkrikdsWladAy2NuOxyGpQRtYPmZ\n6wISSaKiWyZR9wBNuVBzwy2lTiGdtnqkiYVEQEnI3da+uzkuQnXFRo4ePqpX1aD3XDSm0puhkdr4\n5sGc2UK5HwdHTCwSsv7ln//i7B22ayZgqRRxuleqZA++iIAUzmmgBddKqQ6z07aClYSkb54V/1Z2\nxD1h+nMQHuzXKz4zwdXtmvC2VNCKuODkfRFXeH19pahi3plnR0rly71zrYWbNpg71xh8GcEIuF52\nxJz77RVqequHT3wYWmrqk4vmKGaAtM+M8U/udVD1IKTleZNKqcGFwjEKRR0fJy6gZcejoNbpVtm0\ncM47Nl4Yp3GUO9fthQjHpyM1FfEe8Z51/nvx9xHTfh0qktf+uv9+u9r+/Ub82+L7zx3DR8X9EX8t\n3pV9T5jzkbg99cRHGHNktTnOwSlGt04QtL0wUaamktKEpftslDA6guKo5QjVlGDISsKlUOoLMiy1\nzg1sdroYPYL9Jc1HogoDx05j3yp1q2ykzvN131FR6nYBr6lbzeQMkP0l57oRWtnY8Jw/1Qra6Z6z\nxtJ20EmrV3Qal1BaLWy10OMkwhjnnXt/5cvtThyd80j4PFaF+ubX/fb6+jTHb1bZ30qRvuls5639\nIGA9SGrvVcNYpLFMorKqhnjK0z6cnEKEUgvp6rXMOyxHrlIqNSvpx7iZe6pyu6V1p7k/Nd9jEawi\nSiZWDdBHZZ4Ix0N2k3hIY2Z/vookK34CpHoYxaibUEtQa5AI7iqxYw0lbi0JZJGKXbOPHOVL38kc\nA/McBXPLCYhxpu3lOCb3OZ58DBxezzv/ur2COwPYN9hjIQgIzfta4BjHaXSBObMN1A0oZ7LlHe5j\nMnuORw0zqIKURp/BJWD/vGOkxK7i1LZRvRLq1IsSXtHSqMBlq1QV9ktDNohI33sNKCK4F5xgV7if\nnXMIUYRdC9GD8rLhpI0tZtQaTEqKsxSQplQrDHf6GChCat5EEjERkEnVxrTOmLbMeRQsnf26GRET\nIyc63BI5STKiPdnmXy86f6ea/ZuIaY/4veSq8sYPefjJP+LfwebfC5PDR+L+iB8QwRshife1nkJY\nYKMjwAkMd+Y9kg0uhZiphtUILq1QYsuHrsIsStVMThsgURgIPPy0y4454B11Z98qcwz6fVD2HTk6\nZZM0/jhT63nfL1QUWkFrQIFLy1nU+ulCWKAYWqDfO2FBU0HLxqeapCVf401lHBRxzFLPWtTZK2hJ\ntqx5oZeGjYHY4NaNf77euI9XzuNgjv6mm/0br7eF0Jtm+Lfks0fImpsGsEdv+CE7ugRB0jTFno5Y\nj0WDoOQEUrL/51i9bBypmj1Om8zVh0xjFX1W+Kx2RE6bBWZG74NznElmknzQhGVvfMzARlbYFosh\nrjmilf30wMfkvJ0cxx3zkf1oM4xsWbQN2lapdUMQrtvOVhtNk+HcirBV4bplUivLYS55ZZNpIxdd\nIrSadptVYG8bbWtsmzLnkX8nOxjWiZF98PuRNq1DL8nUX/yCOSBmJ7wk5B/Cv750LFLtLehgQvEk\n6m1lx+dk4hw2aBHs25V5jNTiR5C1YJUJVVJitJSCeycw2l5xS55H1ZbICIV9r/k39Uy0FyRn1Vuj\nXS+0KpzWqduFy34lVivjeZ0tHkBT51IkE7XAXlPIx0iSYmVn+MhEUlryEDQtecwnc57gE6ERt184\np6dn/TzxcO731GAYc+ZUgfBOae/t+fI/G38MBn9PLP8zSnDfgxh8JO6P+O741nXqIZ35ZAObZ5Uc\njnfPkRQHn0Y/D4okh2ViOdoTEF6wMdDpoMK0QZtGjUKXrHBia7RSEBM0jCZG85IPlDHQXanTaJ8+\n4ZEmCUTw6XMycSHh23q50q4XBGHbEjZstXFpG0rQJfcXC6hKK422VYLCqIVaB+dpbCjCnhBtaUjk\nw7UWoDamFIoI8+zcjsntPBjHyTnHV05X8c3/I7JSfTw35NFSe19li7yrrheUTj5cH6HvlMtENIlW\nluI3aWGZxK1hI6U1CbQkCSrbEA6en7HVSiv1OQoWAeHCnGl/KTgu2Rd/qHvFDHpfVbfldIGWrLCf\nns9jcB8H5zi53+8c543cE4iQlKclCWetJTehIJQQmjYeujIiWcEbqbKXC4N0k5OZx6wohRQMQZXp\n+f1aK60WlCXqVpVZsqdrvTPt4DgP/vuXfzKHp1vd5cImhU1TBrQyUB3M4fzyGkyBMGfblTGNYpNK\nwVWxcEYIdvbcHwWJ7M+XadRN6XPQamUrDrumrGkJWmsQjnun1R2k0tpO0wrhiAvblpMat/uJhLG1\nQtUNwSltA4FzpLc94VifbJeGkPu6kecuQQ/F7aCwc3bn6Cfn7MwY2W8tDZ+RTPpwQiuQbHEfuejD\nCoqlRO1CbY5zZF/eB7m4tNU2XpwL/30E6nHN/8z4vf72b4VIIljPvrfHu6r61+9/cEm+Jz4S90f8\n5XgkjFwtZ1ljy3bTzbBj0PsX+nTmOZiaMKqWRtdKVKM0pYRyHgMhJSJ1g0ImhAiwUpkkSW14pVah\neKe4YK0m9KzgFmwvn5FWeT1PbA7+8VJpdSdWpbddLgjKVje2647KclNqyjg7VZyt7pxY3owzUN15\n8YmUnekbJuBjcJhjE0yFrQiXqjQ1NAoqhYlz3k9i3DjGK/+8HZxf7sw+cUsm8WOW+HGDW7z5Vj+r\n7Adz7HHev9EP/3qWO/8eD/esTOjLplNiMcOXkhrBHHPxjCStMeVNrASXVVUrKRmaO6WLjIUkBP9Y\ndxQR6rbxctloRZ5VfJhRWkllu6IEzjGzKjebxHTE1wJAG1p22n6lblsuBgfJ4l/wv5I69O5LMc0S\nXQgUfUiuWY4zYen3vlVJydGShhfjfuO8v2KeGuKvZ+rK347O65fOeTr3c2ATxIJj3LkfneGCS6Ho\nYNPKMKHYQDT1BjZtiAi1Vcqm9JiE5PTBjYnEjvdsW6TCGngheQLTUqtcjFocn9Cun2h64fL5H2y7\n4pF64jk9d1JUqfuVbb9AqTlhEEKJnEP/5TSupS7r1gYiKU8auWh+2ba8plqq5qnqQl6Wzv3ISjpq\npXrBNJGdcE3inQheAyk7L21Dl9xut5OpgfUb040YJ5PCrB1WAn/9Muiz0+dYEqgJLT20AiJ+XfP+\nz1fhvx2yRhqfpPPfWHQ8vv9X4oOc9hHfFV9deI+LU5bykWT1ED1nOOcMbrdXGMtkwBbZpjxmi41a\nlWkbHicFOAl2c7DBpy0h8WGB7I1S0s2relDDsCkc3sGdrUDbLtCEX74cmE/+z/VCazs+08ji5XKl\nXXZqLcwRlEujHScTwaIyqlO0YfaKitDdMZI0cymNwkjY2UH0QF2hbGw0ehEqijIzgWnQXz5hv9zR\nPjhOOPrg9JPX253/9Y9/4KtX/D5pP8anHqyz9+f769bEGyPbPEec5J2sJ4C58XjULUI1qoGiiGSv\nWVeZ4KsqD/NH15KHQhpI/u3e9dHN5iKrpR1qRBLcasrNZX8aRzSTdlhnIszh5DIgG9FGpORtCKLJ\nxs7tLD/0VhkyKZqJ3c9ghHOOAWH841pS8760PA4bWbWRkL6EpLZKaZgb0wOfhtlE1Timo5YCL3OR\nyaYH007O8yR8yeOek1sfRNm47oWtKq0FG4USuc0iG/0gk6Ok+YbZpHowi6H6wiSgNs5+oDGJqcio\n3IfRCmxbau7XdsVfHKqyXz6BzpSVJdsO1kf2/4sBBbbC1XeOcM54pVbl7CcD4/XQpSNfCLmjrcLM\n0UopFTiYI6H/0yT5HTYprREVpkFT52WrvPbByWQrzsvlE+ftxk4SCN0Hn/b/yzlPKIGa56UwJxIF\n1RNGZYRR58YU534/2ErFy5pL11wgqshTHtjhV0S1v4uY9meNRJ6WxiRi9Hsku+/d/4/E/RHfF+9Z\nUl99e5Gh3BdBJ8lMM4xzKSjJOTEp6ezVfLFyWTKVDnOiOxAFKZJGIJf/hddCtYmxs21BmSfuwmuk\ny5hIoHWnXDaOI9WiLq2x71eQJMzsu9AuV2pR7vdfmHOisrN9uuLTmXXHfTBHVjE5mgSl5DFHaVzm\nyV03DgkutfPL7aTMwqYFbcKlFi7eGaJ0WkpvMlJjfZz8crvzetz5dNy5H3f2y/XJszF/uGtlxfhQ\n+NJlpflw3Xom4netCZGH5/Vbs80fI1KeJCFbmbtqWwYeyWa3COTB0l72kBFBLUvJDBYz3Z/bm9OZ\ntqbkNCnSovlwTe5B9rurCloqtlopbkYRTzORkQ/kqopFkpRKUVQTJneT9HiOnERorTLOwZiD2Tse\nKf5h3ZZN67mOPvd/es/kLcF+aRRJq8w5nBm5gHQSejcfWDgzwOZg+pHjYX0gPvgybvzXP3/BQpfD\n14ZQEx0xS8GXEKyTTl8BpQaGccExcSjBxcCGc0THbNK0UItisexITRgqVILp+ZkzAAPd8hopElwv\nld4nY1hKlzKoXvDLxh5KONz9n4skGXzpg39cGsUF2JiMRKEwau20Upl9wNbYpmMhiE+wAiVn4meM\nTL7SMU7uc4fe03dcYJjzsm2Jqsy07R0SbKXwGMELrfRuWHQKwjTnuG9s24nqxkZBSsGdZVwjC316\nhy3/bSX3X2PA6VqA5Pr0nS77X4DJ4SNxf8R3xLfVNkAsS0Yhb26HZaMcRDeGjfQxtrQjpBRsBHqd\nbLSc3e4DyP5waUr4nUah6MY9HFBalGTPerJTbzMwURjw6ZpjPucIhk+KCv+4fgJXxjyoF9he/g+l\nCr3f0VDEHNcTSkG3xlWD6RdohnhwQbnT2axRt8IWGy+jcnpWiDME6IQMwgtqO7Y7dW60bVDvAs2w\n1ii3Tr2/clwu/HKe/ON+5zwOxhxcdM8k6wviBlijOMFCMd7d6W9jYYsVJvn7D/vKYM1UP5N2kvy6\nGUYga2E1FxRaa1kLhUhluDVrjZYFwS+meJb7uAhjLug9udRoyYWBeywd7YeZhDDLowBfzPCA0Y2l\nt4O5Z2ItmQjncuOaw/CY+Ax0VPqRsqQeDrWwawOtsDcot4RVRdCawitpIS1srRERmI/VCkjp8lIb\nLAnSmGAzFyljOOM07rd77st5ch53/uv2haEXqkKpRtML2PJvFwETRpRsC1xaSqZiXMSQJtSb0V4q\nZlmFdQ8qwfWl0bwypVIAilPrzt42jtN4KZ/AT8ZQZhcubaPpxtZAMOZw2r4xY8IILtcN8QAxbrc7\n5Uxuyf0OL3ujWpI/BSEMKI0qJ0XBSk4IJM3EOaez1Rxv80goeA6oImgdYMmFoNQkohVFUC7bFe93\npsDAKCHPET/r0M2hOVtUbAb3+0ETpdZ/gE1EKmbp+y2r5/1V5fqTi+0fpd5WVBOJjMe8919bDMBH\nj/sjvie+qbb9UV2vh3rIMmfAGN3p543pzukjIUILamtEVcRBtkpYY+CoK1YF9xONimPM2nDRZB1r\nRd1w6xzDE9JD2K8p2xitgRsazj+uV7Qowx2pzmX/nNKkng5M+3bhev1f2WvrRvt8wT3YWgVr6WVV\nNpooEc4Yjokg7YKEoVpxabQdxrhzP43ZjeGwb4Uik01gl0LIjimcvdNH5/XLLeHyX16zCokl/xjp\nLsXqe5dS0FKe8Pjb6c+fJ/Hs7f/6zopzLCnP6Q9vsKAVRReRa87sS7eiiOccLQatwbYJ21ZTDtRG\nJnx/eForuNBKpWrJ8Z85uZ0nx9EZZtzPGyy5UhMYvpLxNGymiEomDYcZOSv9OjiOkbrgA0Yfue2Z\nHs7DB/d+595vRCSjmlagBLUYdReu14K0wDlT0lUK255KY23f3xYGdoD3PF4R+v3k+HJg55G9VnX2\nPXvrpSmjd375pedi5W7Uy4UqLU1FMBSjqRKlgW5YU6Y4k8mncGR0ig1cSy5a3Hj90tl9KY3NNXYo\nwBZ4UVQql1YpW6Oh6CaMc8J0JIJjWCZQhVIcm0ZBoMI4O+XS+Hz937Rtp7VktQ+b9NkJmaiRVTVK\n1ML1sqXo0Xng10vyE6YAAylKrWTyEeNCSrvep4Mk4kU4KgW3lDEuCm1xJf4fe+8PatmWlX3/xvy3\n1trnnLq3Wxu/L/EDURGDRkE0EASjNhEMpIMGE7NGkDYQRBtNTKTBsDHXQAQTcxPBwMBQMDEU+d7u\n/u6tOmfvtea/Mb5grFN1+9q3u291v74KNeFS3FO1z96nau855hzjeX7PNM8UCCEQR8WGj9BUjGmD\nzqQdSm1ulTT176tneMxHZ8Zvomn/e643B+yPCES/be7NmxS8t1zvbtzv1luv13NWAW+xGuBVQQTq\ncdCOxhyV2YaHcQxFgzEscMkCa3S7ydPwk78O4nSEZY7qKlQBkUm2hTUnVF29XImkIow2iUx6TGxE\nujbuLoWtrE5ronF/d8fd/QM2O6Z+ChYiS040WWnzxjgmy/2FcByYTECw2cmSudlBVJ+1rilzF4QP\nzrATckG6RxgaICNgabDEjRqfsBp9022B0pTxtPN02bg+7tznRt1vlGU956NCdHOsi8842+em9GGv\n4RRvhDv2eoYt5jcfVeXoneeNIz0DLUTPm/TzxgEBo9fmNiLx1mQM4qx4w4HV5mJCiR4cYbP7P7n4\nQWFOo7fpUJM5z+ALoyeFKJ7c1QfjJJ7l4BGWMWRSyQ466YpNY8xBTtGtTBJJKZCfvcUoEvvZUYA2\nxnMmCMoFyA6SUXXwTrDzgHK+t4juMw8CktyHf22MvbpF+8zgnqOT1DhGc8Hb7WDMysujohJppRLC\nwho2clQwcWGZQkiFaR4HqwzqdGthjzCa8FDeZ6qwU0k4TXArK71HWBIyO9uaiOo36aMaSQoSO6OZ\nJ5olgxho4wZpwywg1lEaUu7IE6rcfLwQAvd3D+zzigy4WWWvgWVNCJ3WDnIsyPQx0JJcod+Dz9BT\nCDAmg4YCA6GcIJ6bGjkP6hgsOVF1kINR1W2FORaWzej7gco5QhNxb/hTc0FeGgwRZHZGWjjaIKVK\nmYUQz43GRQoI5ijkUwD5v399siL8ey/52K/P38cxvc+2t+8Fl/mk9a5wv1ufan3UAvZGfPHMqo5U\nbX4iVmUOB3m0WekDjtvVBSohOsUqdRYJmPqJHAZIgTwI1lEbWFiYEs75K0irWIBdFbUI3XGRe4jc\nLU6eul8L98sLhipqg2ULbJcH5DlE1AxCIRffgC6XC+OpM607i9rgsma2kthHRwGdJHcAACAASURB\nVEjkEBzOMdU50LEQ54HFyD6EEI3QDg5LbHcunlvL5BiBu5HpfSCyMfUJ+hP7fs/TGLxoN16+ekVe\nNpZ1eW3B+mhUprxWcnubLYTwWq06Tla4hDOcRQdzTo9tVPwQcNqdFKXVxpjzTRzns5jQXOkdQmCc\nbXEBUsxIkJPRPZntONvxQgyJMR1qYgLRDIlCn40QIwOfj2qdiKjbl4ZSgwe5ENxpV7KTt+ZrLowi\nIVByxCygc5Kii+yE5QTInMQ4ETjteGaVoWAWmYqL704Wu8fJmkdUVgeDaJ+03hh0dyJsmaEQO1Sb\n3I4nx3v2Sjs6tb5ktpWwBEqINJtsM9GsMY/MtiSsgxXnuTfp3ElgaGWYEWKhi1JjwmomL80xpsXD\nQmxCLp5yti3JbYrrih0Jgt8+lxJZt7vzwzho7caybKRQGG2n65X1sjHZ6K0ygS0v1O1AOsS5YCgy\nhWhGozOmi/eWlMgxckh1wtxS0Fo5DKJNllwwC8zmB5g4BjMoezAKoOJ0vCJC74O0JHQG7peNpsre\n68mRD6hMJ7/NCdkoFFQmt2OyxMYRK5cU/fPwPBI63/9e+LyF/r9/vV1h/ahw9OOFP5zkQOzNAfrT\nHg7eFe53662WiHxbEZ/6EV6vwZjDaVyzc/T+mpB0nBnAE0gkyqUwDjAmOgxLB9ljifwWURbEJhtu\n2fIZKnQN2HQFsGS4yysXSRAn67o5slL81vJi+xFXSqsyVAnRbUrI9PbktvDAC149fUBnEM90qKk+\n1+utkkJE0zwRnYnLeuHoB1c8f3kwoQHRqGOyBbAsrHGlxUoekZoH2iZ3E6wf3K5PPJbCttxR369c\ntu21J/vNB9//Sh1Peqr2T3/oM6LztVLnTHJ6BrQseaH15jdkAx0N9N5vLa83JI/BFIyuila34yHP\nN34/kI3RaK0xu2IJQoyEIedM3jw8RBUjuGBrePHv/ea9XBUSCykJqSzoVJIIuRS/ecwJUZhiQKTP\n6SKt3pycp89zfsgxY8EPG4STGWAeCDJ7YynF1fFBQAKtdsSMaNPjLyWe6Vc+cx1TISRqH8Qz6avu\nldkBMUbrPN4OmkQvoDmzUCjawM4DjgltN2I0ogRaNGwOiJPKoKoSl80zr/vk6MZdFAgrW9xoKujo\njOxa+6EelpMlMvJgRuGy3ZFjZM0rBB+NqF5po5GXlZIyR23cnuDy4uLEulaZGPdlQy+GPR7cIlQx\nLumO0V5y1IOYE30G4rpyrzDrlatOh66Y+8k7EaK631wMUWhDyWkwZ3SBKP6+UTEH3miAooSplFQ4\nZkPMaHMwh5HbCkxmNqzuKIlXya2iMUfYIKd86tIiYo7VVQyz5+7TD//2/b87nSy+Pnw/f8Y/3fO9\nVeHuvfOHf/iH/Pu//zutNb785S/zkz/5k/zBH/wBIsJP/dRP8Sd/8ieEEPibv/kb/vqv/5qUEl/+\n8pf51V/91bd5ynfrv8H6Tm9mn28/+4599qbqAQ19H1jwTORup12FxtgWMgNJhaJK18SczoAWifTW\nydKweMFIxJSIIWHWPXKQ5PxxVQjGshYuacFEKMtCkEzHYHZe3N1DzMgcDDMgk1MgRsi5OL5TlbSs\n3M17bvsTNzqWMuuycVTFwqT1SQjTWcs2uE2HYJgZGedDkwI2KlUzIoUlCyl1co6s+6RKYHChzivy\n9MTjesdnt86tHtT9hrz/2XN+5+3pZxrT861S50BPy1YM7l/2i0g8xWyCu7b8z7fWmb0yZ/eTfUhI\nFFJ6nnh74Mc8587g8IsQ4mtVOKbo7fB2vAqWT3zo7Oz1EVMlx0QUIZfV07RMUdwDHCTQDiUv2aMv\nJZOCuCgMqL2791+cN+9hJf46Hm83B8FkKLL4xi34TFW8Q/Cc6x3FECYxBepoMI2QI/MEwCjq1rR4\nAmBCYrQDnc7l9oxwY5qyH5UQYC0Za8bLaVybgqyQlBw34GANhTEGAA8LEDJTlKGgsfOAknRQp3JJ\nKzVErm2nVmVO45Yan718xg+4AkldHW7qorxaFMvi8+AGVQ62h/eYwQhqrMsGwL7feGqVLSa2JXPr\nxu1ayTlCLoyjkbPfXnuGMp2yN21SwsZcGqPutBi5lOLCPSAEdbugKUJEpxJCYEoixAOZCVHv4PSp\nrDHRwiRKJMWVp1rZQkCrEUs+95DJIYM+gTGwqEiJwCDEdMJflD4q41iI2WNYc/THh+BUOsTfu959\n+q+zhX2/69l//vGX9dGvPbfOP4Zn+L7WWxXuv/u7v+P999/na1/7Gh9++CG/8Ru/wc/8zM/wla98\nhV/6pV/ij//4j/n7v/97fu7nfo6//Mu/5G//9m+ptfKlL32JX/7lX6acZv9363/YeqYAhfCxLxti\ngYF7qZ9nikM79TigK71VD2wwRaohD0qMwpgOcnCxF0SpiJxgijRf38yN4a3hEBGdCJM+jeUS2dLl\nxGAauax0FBmDdcnkvLhw7myd5iQ+N83J6xIBCf78pVxQlP74IUkEyUKxi2/O8ewozEY85UgikUWE\nahOxlZQa1r0LMdokx0lMiSUOjsUoDdqiPg9vSjueeDVfcNcr9XZ4ezE7+Qrm6bd+Dv6QE5/ihW1O\ne225C0ncK6peNE0FHZU5mtuZMEJMxOQe794aan6DTymjXU/oSThvMfEE37h1S00IITGzb+haPYaz\nRGe0S3C4y5g7Y8rZDp3YFCQm8uLiPsyYVGREKs+e4nn6xL0LoAYp6Omv5pw5ZxpKjOqtUxGGum3Q\nseSTo2bnXJsx57kh3qqzBaZ7v/0bdnpz3UCfE9XhdsQQGG1ymw3VjkxX3j897ezHjVvfGS1i6+BH\nl8B7IVKSo0AHK92EKIMghSkHG5H7YtTqN/Blu0evj4QpDBsuKiSiGjwjW6Hcn5qG04YnkpmtMvZG\nWldE4Knt5LkwBRadLGlFNuHxdmVX5bKsrNap2undRxdxXZitsSyFXjM2OweDIglJmTQ6wwSZRh1K\nXle2afR+5chgKmQNHDTyzEgSNPj7raTAVOUwYwkBm4MQYUsJk8lQZ6VLHaSSkXJhsFNk8mgT+k7s\nL5A4Sal4l6ALr+rVrXFR4HKOZiQifISvz3Pn6NkzLT/EAv6DzLefH/+f98mPr+fD+feTLvbR9VaF\n+9d+7df4whe+8PrFxBj5l3/5F37xF38RgF/5lV/hH//xHwkh8PM///OUUiil8OM//uP867/+K5//\n/Off5mnfrf+D65OQg57WdFKzzq+pDWZz1nU7blQ1jjY9d1vd00tQSk5Yj+j0jO4UAUnQX0FaCXEh\npcKCt7mbQgp+KxpTSUvgYX2gLJkUoZQ7VyrNgyCJbb2gEt2LapByQlI457/m8BegDyUE80LNhW0b\n5Cyk7HCSlBc07LQWSJIw7TQNxJAoYrSgxJQxi+TiArxuRqwZiUZKgRSVZJEM3EhEddTosVeu28H1\n6crj44e8//5ncYfzaSPBXqdgBXw7GCdv3G/jyQEm5rGITkAzUC9KSsSCkFPBTDmG0YeiNglmHP2G\nEDEipWz+9xdA9Dn1C3IUDhukedqBgs+dc3YynALaB7frjT4qcqJeU17IwT3AIsUzsm26f9qlCQRJ\nhBSYze1n7hefmBopJULK5+NwC5WqK+cRsPNvxCDGiAQHisQz6ctHOQHwAjBaZXCCV9rEGOQgJAm0\nNtj7wPrBGgK30Xncbzw9PfLBtdJE0ZRJeLLcfVZaG0QC9yVS4+KAkNQxG1y0MponjN2thS1HXvaB\naSOqkoKRWWhNkTgwU9a0knD6nqSFIolUArskZjMuRQjT6GMnxMjRYaZJVtjKegaHHEQgzkE3I2hA\nTw92mJ11KdgcyLVTM6wpul4jd8ZozKanUNIBQkH8QKemMAIkP1xfTViTOXc+GHkOmEIKyUWqU9li\n5Gmqt9eHd1TSmtlmJmaoj647CMfBi7wheZBjoh5K7YEaDpayINXfI3IqEYN8tM1sr2+uP/wC/oPN\ntz/6/x99Pd/ptX1akdpbFe67OxdHPD098bu/+7t85Stf4c/+7M9ev6C7uzseHx95enri4eHh2x73\n9PT0fT3H5z738L3/0P/A9T/153rNx35GaKqic2KitD5577Mbpgu9V45DucbGosrt/4PtPrG+hIaR\nH+6QBd57uPCwFdruYqL7JZGkE2Qw4kbKKyUtyHLPloSok6odDULsQkgL7332nvfvLlzuMkvc6BJI\nYWCjcPdwR5SVGMwpZmlDciRHcQpaPLldBilcPAwBQTSwHwu3/YnPfHYyxsbTh0+0rhxjQE1EWblP\ngaf9RuuZhLKIEtIdSYRb3VlnZAZlyQmxlR+1DrGhkuhyhz0+MnUgurOm98k5Uxbh/jMLOQRC8KSy\nZ/WsEM6UrY5ZP0VrkZgyejLaHV+aPWlKB3MuhJwJ4u31qc5+f/9HLzBOyxlOPIsxIqLEmJnT+xyz\nD4zEDHAv5Y0fFZ8fz+m/2hjcbt1vb2nFiKSUiSWS4pvoTcbw23KrgIt0UozMCdHSCYtx73hOBQxK\nTFiAGPIJsvDZtmd9uzxXp/MB3nuREPz7PN9kzAaqZzLYXD3drDW6NBIFs4LWQR9K2mEVt/q9Py5Y\nfeQxwNE7YSQsCvcPFz6zLIQ0KdIIaUPWjeX5ABMH71vhTpQ2Btsl8GOf/b+p7YllzcDgvaWA3Fis\nUEJkiKNRf+RuYdkuDld5eJ+SE6qwvbfw3t0dpWRCyn5ACMZQF9ndlZVIYszBXm8ISkkvaEel3F9g\nGp1APyYpNp6eMtuxcO2NS1oIIbFeA7fuHYqVRL68YPmgs4wb+2LIfpBGoEdlSRs5BazuhJZZ0xnN\nmiNbSlzuA3c/ek9AufTB0YZDd+jELXP32Qf6tfIjDwe3ASIDKYm7F9F/rZluiXU17i+Zu4eVbXFR\noCeQBVKIfvgWyKdIzT6SysX5qXmbAv4clvS2j//c5+5fP/+bm3t4HZwi4Qc/VLy1OO0//uM/+J3f\n+R2+9KUv8eu//ut87Wtfe/171+uVFy9ecH9/z/V6/bavf7SQf7f1jW88vu1L+2+7Pve5h/+xP9ez\nEO21eErVRUEoD+/f8f9+8wNkKvXYOW6V2+6e2JfXnZdPB0+3K60NZgiUOri1DFRaE0adEBopK8YB\nGpgxM1TZauXalKGnarpXLCQu96C7OUK1Ga9sYjIRC+SlcOw7SXZIRkwbKVege4RnioArvTEjlkgU\nGFoxE4e53G984+lDjnpQx+TY4aiTKd6GDwj79J+n1o6qsUhx//qcLuKyyN6Uz1yE0Q/m0TDLxH7l\nSkRe7XyYHsn5AVMXgh0dLts9a1m8tXyyxANOJbPzJj3Ui7vpzRXj5gepGAJtVqYqIbiXVu3Zf238\n2P/1Hh9864o9jyPw2/Uc3v620TERevW288C8m6ATycnblN2LfdkSfT9b8qJIzjjnOhJ05zmTO5aE\n2XTgTkw+y+b5IAhCRNDXtygGkAKlpNNaGInPsJAzhnNOQ+I5S0T4sc898K1vnsrxEDGd9FN9PlQw\nOlEHOiOtHgRR9pC51Rt7rYzWiNrZFSROxjG4fvjIN771yHF7pFpCpLPcZa6HMeQ8OJkbGzKDlhW1\ng5KVbw3BLHG/3PF0feTltfK/rgf73DkMFlW2FW7HpOTBsizcrjcU4VIe6E8dK53Le3dcPzz857XA\nlEAOiZISdXoq17f0ibI4b6BNY7QG4cYiifrySlo2Z8GT4JioGMe1UW+DWxgQjBIC4+Yo3ieFS1k4\n+s6tVXbrxJYYU9iPTpqDW1B3L9RGPwKjTC4WkaRISOQPXxHNbQO3efi/U4N4fUlOV+4/8wINhbq/\nZDehH5PxeEe8X8mpM2fm1WPnWirvXxs5r6zbgpxuiBDkNQ0wBM4D4rlXvS688Hxr/jQF+Pnxz2l7\nn2b5Hv/0+vFvDhNvZt6f9Fo+zaXurQAs3/zmN/nt3/5tfv/3f5/f/M3fBOBnf/Zn+ad/+icA/uEf\n/oFf+IVf4POf/zz//M//TK2Vx8dH/u3f/o2f/umffpunfLf+D66Pp4B95HdctORDGo+CVAdoSJxc\nby8BoV8rUxOzQxhCXApJhFndzuRe5YG2hvYBKQPJ1d3BmENA3NJUT6jGZbljiwEJxujGpPs8NSXf\nUAMQlBgduhHppBBZluy3stNiFAKMw4VJKWQvIFFZl8J2ubCud6wlQ1CCCbE5jCIEYwkRIXEXCjOA\njo6mRJoBtcbeOqMNHruhlliWTBYl5EhEab25CrjdeKyVD/cb+9MOBq1WV+aLMUXRcNLRgjDN843H\naPRRmdb9k5wCXSuCEoOjSI3EVF63EMOZBBVMSKE4NUyctT5JdCvU3fGcqh10MG4Hs3b6tdIed4J6\nF6Ndd8aorgoPCyWvXJaVJSfyEs8xQaQfA22RSADtJIkkSUSJlFjO1mciSCGSIWfKspHjSlnuvB3f\nldGbd3T2K1M7vZ7hJbhveJ5JVh4n6qCR1m6INf85htG1MmxQp3AcndteGXVQ5iRKIEmgtwm1uU5D\nOh0jMlkz3jo2ZW/KDILGiMjEkjF1cBeF6w4Dn2OnkHi8TT6YRgdGC0RTRDb2nlhy8lQygfuyUsy5\n7SKBWp2sFoOgh6fs5eAiPLNBVg/UIQR6qxyjeo79soJ5YV9TobXDD1PRkCUiZJZUWC4ZUT8wDTVC\nCdBcD3AMZ6JvcSVjkCfYgA4vRyNox49Fgg7nKMznfwPi61zqOSZ3aT0Rud2981OxaFzKhcvlwhTj\ndrpP2CtdDQ2NUKHNztPjzphuyTO11zAiCeKjuvkGygLPhfHN/PtNC/373vHeYpf8pMf7nvndUsLe\nZr3Vjfsv/uIvePXqFV//+tf5+te/DsAf/dEf8ad/+qf8+Z//OT/xEz/BF77wBWKM/NZv/RZf+tKX\nMDN+7/d+j2VZfigv/N36r18fTaKCUyhFcN43cGuHM6BHZ7ZK75U2fM46G4hlongMZQ5CBeYQ7oI5\nGCVP93OLIDFTpNDnoGvwjZsJceW9FxeKBtJSvP1LJ0qmnLftFAI5GhYKJWVCMkQSIQqjgYlbmEoQ\nLArH7LRjkpeMSSKESU6JZfENZ05lWzds3tjNM5GJ4iEigMVM1oMZlC3CTIUMkDo2jOMGy0OG1lhz\n5KlDyJmuk37rXI+d99uF3gfztlNrpaRyqn4DSXyuX0dFz6hU8I4HKTO7kmJA5+5zP4QYC6ry2vYU\nTjV2bd66JHgKVAoep4p6HjMJNG5obUguyGiku+R+aBWCJIeh9OlzdT095ybIEKpCyd6uR6N3NaZi\nqaMhgBS394j49iZCDAY2MBmkUDxZy1wFrhOCRCS7Jc1MseCiMAgEi2ivPG2Jdmunt729vpEJRj+e\n/MDTBkNALDEl0lo7rYZKzJF9Btp4xbx68MeM0C2hFkhELuuKBDi6/7voTBwGWYWaO1k8pERoHCo8\nvH/hqDuDQJHAFqEnx/FeckbU6Nn90wm3U8Xk9DLsQMJKignLhpJJCoFIWbydrzIcbKPqj+lKyO5s\nUImuYTiaB43USs4JYiGkRJaNdR+MlDlq5YhKNmFdF47eqKNxyQshDuLI9NAxMWIKtOEAmBAjs+yk\nEajqgTO7Je5OtffRD7ayMkZnS5nrNmm7gUzu6mRq45I3Wu7U4clsKQRy2Akls+bFWey5cXsSbPN9\nZ70sqDxHaE6mGW1Mlvymtf3tlMHvf/79aWI8P83jzynjD229VeH+6le/yle/+tX/9PW/+qu/+k9f\n++IXv8gXv/jFt3mad+u/wfqOJ9WPYAdt2gk6UQJKOzrTGo+3V6+tOq02Rt8Zy0Iq5naj2phkGMJg\nsOVIHzsqKyUnijjuFATTzlCjR+Ozd5kShJgCHcclhiWxpIUlFRwqZUheiKEgye0iKQltOKnIdLDG\nRCnFP9KqHH0yzwxwDYKFScqR1DKlTHReGMdBJ7gXNUaCwJqEQebeNl5p42iTgbJEF+7sU0kx0roi\ntiChcQkrbXYOjKMf5KcPub54wfr0yIelELYLD+9tbGllmGHDxXh9nNQ3M0w8kGLURsmR3q5IzgQR\nQijU0R2UghByJEd3dynKDM90u+CQFvPgkgCYCKKTkAPRjLhcCGZISmB+m014iEaIxefNAUpaGDrZ\nYkTxrOUgQt4yIS3oUEySY9WDs8R1dBDooyEyEYknx7qBxlPxbZj6DDumhM5MCC5MnOaK+dknIkKt\nO1OEeHLRl2Wht0qtTm0jgVo4PfAVHZ1VFZKxj8Doj7R9J4qjOw9Tjr4TJJIuF/LdhSX6YWWaaw7y\n3rHNsDHIEax2rBTuY4EBjckwJVBoE4IOsmVGmCxxY1jHkhFThBRIa6bEkx8ejLsFvvFoxDCRGcAi\nOivb6lbFlJL/fS3ZiW/TP7NLOgWhOHM95MC+35BUKekereeBKAxSKcxe0SQkyUhtBITeO2AsMdNn\nQ0qgqyFT6TMSw6QlSNKJNWExYP3cHybksLLPg0UdKrQYjKj0Ac0aNgYhZy7LyuhXDpR8HLyXNsK6\n0mWyhTtqO9iTYIe7D2wf3N09nMLohJqn9fUxSDG+hhfBm9v3m/a5/Zfax0TkjcXzh7jeAVjere++\nPsECBrwmWMkJXGlnfq/2wewNDe7b7v1gTMOKEWiUWJgSGH2SJLjATSvHMO7uClEyUSLDDB2BqYE5\nGku5Y8srkQg5YqakLFwudyzmIRkWQGIGMjG5AC2FSW2TIAvC5FIWJLg6W4JQygKhsx8NUyESndGs\nSlwSaWZiGNy/eI92DCpQ9wMrhSiJKB4f+V4qvJqDNRp9ZpYU6PlgNOVpwItVUb0RQ0TulfgYOMbB\nes18+OFL3tvuuR07d/vBZ37kPcZ0S9gYrtjFnvGl3j53C5ew90qMgRyidzfGIMToN3ObBOCoQkrC\nkgtrLGjEhVrdPd6qLqaaczokJWUkBUJQokTm6CiuJBdnwBCkuMe2JCfnqadqOYwtkGL0giSZlANj\nDoIOxpy0o9FVwYYXcjKxe/cGiYx+ONp0iLvjnn3EyRgEaN27BsFn9/VWCSGRxRAp5JKp/WDMwRQH\nmthwgMuoBzCIaowg1Aa1vmS0QRZIZPbe2Vul0slrZolGCB0kkmJCSWheGExaUi4aSPuBRiPFzGce\nHrjdBi0GLEZa73TrqB402ygtMspgUUe0WkjEsp154zC2jYjjZxFjjoalzNgPNl24aWXdMmM6AOjp\nuCEpMWUSBjCVXFbGsWMM5u5jF+2VPXhutlji4QKvqjJadWwtPiaa9aCZsuULZo+kmajZYN+x7mK3\nLQiTRBBFxwASx+w+WpuTsKwEBgdK6UqKKyncaMM4bhORTBJYl5U+Gk9dOWxQ2qDcKmktqHW3LJpS\nu5LqwUWEY38k5Qs5Z1J0pr6L2RV77cR4s94U8NNU+T2K9w9mA/v2xz/f+t9mZv5J613hfrc+cX33\nuZAxEd98MWZ3a1OvlafbldnNKWJtMrqhiNt0UibhwR9BCkkaqTdUDkJYSclb3RN1+89stDahRN5/\n2IiG25BMIU7Kck/CKWoxBTQGJDyHKoBYo00jhoUY4LJsqE2ncIXwWi0vQViWSBuO5gwp0wakaPQo\nlK0wXzbu7jda82I38NzdhKHJr3kpdNqMTIEcIMVCm97WrQI5XJixsYSN3QaTgHajH50Pr5WcvLB8\n+K1XvHi4AM/q/UCJnoc9bSIxuThQfDY7LZCesaQYcQq5eDRi66e/u3mc5DSwOvwmHQK348aojRPo\nTcyJHBeiBWZTDu2IQAwJeYan6GQ/rsSY6fMglQzqYIxpRoQzHlMRaaBGSMIwPal6HRkumDLLhBAx\nlBgdw6p5RXSCQMjhVONGZ6ufSXHThHk7IAhliXAVUrkwZ6ceV2rdOfbOVDutdUqr3VXnZ7u3Dbjt\nLxlDSShJAre90kV5WYU4FzRBWRNrCARxzn4MiTihJ4hNsQBNIiVk1nXhg+uNFrJ3SBBu2hgymVPI\nYdKsIbNzt0S28OIcF3TCAJOVnBIlCaUULqUzJwxz6NDtGKxWuE4lbhkxhwn1oTSMqJOEoAzCsmA3\nF6CNY2IRJjsSO2u6Y/TBGoyeFkY7mLiPHDVCFO/ymOs/9rFT1oBopM5K10KKCfLOQvbPWTIsBqYK\nYXZyuTCPV/QUkD65Lysv25OnBM6DB1nPZLJEZjAD7DpZ5sC6UINySS8Yasw4OGoghuHWMK7A5g6M\n6KluTvITps5vy7h/s97Mvb/zLfiTvv5260173r4j/vRt17vC/W598nou3N92evQ3oGHY9BPu1IGO\ngY8dJ2O/MTACnhQUop7imEgKiT4aLS+wD4YciHSaTpbFxUkpbFgEbZ4YpBFerH7TXmNEOG9peaGU\nQmieRT11sq53pCQYgTkqInjGb85spTBnf20picktV701kiZUlMjZ+8V8hl4bKXsQRygrZTrYpY9B\nbQ0VIUUPLDExXrDxH+wUAvtU1gRdI7XD4zF5iEqzziKFtE64FR7njfgI9cUDNUcen77Fuq20S2RN\nmaVkF6kNpdtgmqD1YFlW37TwiMxjDswG5WRfj7PVKeb+d7GAjoke1cNERNivO2kaMRUPsMgLMTql\n7RjNCymKSEGDEkzZ98PDRGJAZDrNqvWPiJKi+3OjoaOTUyTGiDanjHk8ZKEs9wxTJAo2DQl+swIl\nqbvZfcObWPTUuaEgMTL8rUa+LIjA3f09tRl6ih333ag1MIaTzDFBmwOAGJMUEns7uPZGb4NLcF/7\n463zsg4Oc8V3CB5iYw/GbU6SRULohLygVskRUEHMsBTQUrh1tz7O0w0w6kEcjTArAfNIVDE2Uxbi\nyWX3PPARknP5TUnLxrbds90LY0zHl7ZKb8pxbYS8kmqFtXjXpzv7TlKkt0EKMHU/NQhKKULrkBHU\nBlV2CpEYBmsOGIW9VZoNYooInMEhK8FurCHSU2TKjTk8BrWkyS0Glj6xrozsh98oHg+LNZblBX1/\nSTXIXVhLPtkNMJMfxpZtQZlc90GTwQ1hkcR2J6h0imw87R/SlkDYYV0XgRIF/gAAIABJREFUvxxI\n89AV4muP92ntxyOAxL/G81Ymr2/AHy+kPzzM6acvzvoa1P/9rXeF+936nuvbToln4XbR1gQxat9p\nvWOj8+r65HjTENlbp+2NPsByJCQlZpga0OaoVCesNWYpZIvEEuhmaDV6azSD7bKyrIWEEIJvpjkm\n8nohDnNluBilXAjJW5PTGkEgpYU1L+SU3PIkAiF60T4/z6lkeq0kiYwwfTKsQjDQnKEqsWSCVdJc\n2O4KvXf6U2UkJZp4ShgFC5P3gvBkPi/WoBjTbzxdONIkBxh64xJWPpxPDPMN9YNvfIv3Lw/0Wjmu\nB9v9exymxOBAktqnM7pFSevpzx7Obh/DkGyUtLxOEMvRC2iMbtGyPkiixDj9Jj4VSYFcIpIyccmY\nwewTTIhLRFUIITMZzH74c81OToksEbXMPFxxbEwoiZSDz6VHBYn0MRi9eSE2I0hy50BQJBjMztBJ\nwEgh+txywAzOFJcUGX2CPivdHdQyTbEZWUpGQqA36N04aqe3AepjkWFK65WaAr1Ocim83J94ebsy\n2yDL5CmojzSOjpXFM77FSBZBOuEQcp5MTbAE+phIEaZE7oMQmaSSCTk6PEYDNp3XrWYQF+gJC8pq\n92RJXJZJjhuTwD4GJS2oZJoZpSltV/pQRD1D20ri6RpoVOiOKZ05ER4HI3vMJsAxjLxGaE4jDIBK\nIlilLEI/PBlsHjf2VEhESJWikR0XDU4L2Amz6d4QRxDGHKRFOA5Da6dLQqN4TGhTzDa3Q+LJfpxW\nv1DuUL0y1IiaWEPjVTVe8sg9KyUVllxoCqN3OpNsyuiTssEYB2va2OuVut7x6nrwsK3EsxORs0Aw\npk2QeHZwwBFRXsA/Klx7U7x/ePPu71T4n7//d3uK14yMT7HeFe536zuuT7aAAedtouNITJvCcQxm\nr7TbjanejtLDIxJbmxA9YznZRKPCLqTQEKn0oMRUSGXFNGM5MGujN8NypOTMEgrLicZcSiaW1TOK\nTWl4cEUshbKttH4gqqS8spbVk72+rWhH1AZt+Cm3xEzKmdYqJWWadhAPJBERF6IRySOzSyMHz0fO\nwTnOhxlZnD+mkljzxiu7YWly2ztFBAvQg/J4dN5LAsW4yMpj3mltcswbS3Py2dOIPIwnrq8icblH\ngvuFpRiSjIzflofOk2tt5CzkspBicfTpdHtczIKoocNO8pRnpes0Rm9IKYRSCDkxpyInn5xoDBWC\nCMMOpikhZkpJ5OnPM9TpYxomatlnzCESgwsLVQKMjum5UQZHoE4gmidjWfXQjxACEjNjGq03Qop0\nnZS0Yt1frxG8cJ4iuyiRYLBfD775zZd8+OpDdBqtNWwq65KpfTDCRENgXG9EEZ5uL3msjWGTmAZi\n8HQMavNM7KjGtEZMsHfl/nJPWQq9D+ISkOBs9jki2YSIEpdCVCHOSGOgsXgS3hwsUuhMAoVDXewV\nI+RYCPkO8NurbRvhbiXkBCIM6wx11sBzl2jbLsSwUHNFW3N/ffLCFAkM8U7YcTixb0niSXytO7Nf\nG7kYcwSCJfbemCF7lngyLuvCrQqq1W2Ep3bCG1GDkAykENJwKNIISCx0naSUEB3uCJCM0F1kOA0z\n8QN1qwiB9eFCePkB0yJzAQRyWSmjM8zDUoIllpTcNVEC2uCSL9z6zmF+k76TTPbgAe+qmLo7ARfB\nmnlBR7ywPt++v1vx/mEXcv92zy36j6nNXxP+Pt16V7jfre+6Pt5K8v+Us6PpARY90PvkWp8crhEi\nbSqzNUdMpoRZI64Z7TBKcZzmGOi4YcvKKgt5cRX4rMNzvFNku0vc5ZWiSlwh5RXKRtkuUBtDgiNF\ny0LKiVobwZSYF7Zl9eJ6Fm0TBzd07SeH2yMyu0yyRHLxm/QqZ/Qh6hCJGFDLNKmwJOgXtvcHxzio\ne8csoCGSAhSDZoP3ovBq+OGmBxfwlRBI+oLOjSCD1hqEiBAZUplj8h//6xv8P/nHuK1PbNv7WKik\nsqGLkGIiRb9Cta4+r9ZJzIG4bASJtHZgE/qYpOSzfNTFQyKBp7Ww90Ebg5g8GUzHgNa8ODAduBoC\ndrbmiZlsGyknYgzExVu5MkDVi27ADxKtddrRXNkvZ4vaPGXKty0lpkjJi3uwQ2Kqe39t+oxSJTBU\nYAZaa867zq52X+KCBSFKRlGqNvr14HYTxrUBwhISoUyCKTNORp30eirY2xNPtTKOnaBKKYXb7Yo1\nYIoLB2NnVIgN1iLkGRi9MXpCZDK2gsogpsx9FMYUivjMvc7u75wxCJxhJsDQBBbZ8PdkikpIF5pO\nUgwkKX44k0IyYS2LR7Tq5Gg7aotrE0RYL4nYF3oUJoY1RUQRU5IlUjSaeGdjzknMkyUVdAbaYah0\ngsGYRq6D23hCcyakhIiQY6Q3yEumHZUp/jx6RqaaNdIauL6sZCIkY2RB2iSOSR+HA3ckkkzR6vbD\nHO6Yl0iYAxvCFiPXqTw+7cy7yV3ZKKnQZDLaYGrjOBIhRswyZU3oMFYrdOvs9UaQO+IKvVbKsmAe\nj85ET7pe9HAcsZP3rx8r3m+U5j+s+fb3spt91Fb7cbDV97veFe536z+t7zXrUfMMZhWljcb1AGsH\nx77ThhGzMvcGpjQJyBKwGjwLWYVWjTArZTZMAmqFFIoHd1g4/d+wvIgOpRAhhUFKK2FZSbkgo2Nk\nV52WTC6OxBTzsILLevFb0RznvMvhHPMUYKkaYuKJZipoUnKILGWhtcolFYIqU7zZF0qm64rUyRBD\npRDLwmqKtU4fDr4YGN2C29mm51D37jNEnF/BtRkXBZhcuDBC47BAn0psLxnjc2fq0SDFQMgDRiIV\nQeZEhxdEwSMuQ0zMAUd1kZmIW4t0GDGeKWIxgQ2OtlN7J6TosaDHDfp05GkMXuglIQqSCvf5nhgT\ndhZnB2k0bE6yBCyIe8nnIIsgMyDisYsMhSwOUJFJkIRO92e37kE0rj9zJbXgEY4xOr6zzk5TB5nM\n6SOMflxJUWhjehHqEy2RkjLuA6soxqiTOSe1NboKkUa7XXnZPWtaKKRgPL58YnZ/L4lAi4pMKMlI\nDwkZmRiMegzWGGhmzh3IC1vIiHWWNVGHIdGYEhkqbDEQVFFxd0LoSkqeJ353AZPImiILkbislPWO\nmDP9dkW2O3oyUipOETT48OmJEBMlCzc1YsgQjIwxomAzo1YRmUQiiwamDmYKzBqIyQhM1nKHMehh\nZ4oyh2DjjK5t3eEtDD/EtooBzbxVvkqmy3AgTXZ6kVCpPUGAYygXrUi8p9eDvGwORjLDNELsiCWa\nDcJaKOtCOyq1D46rYUwelge242BfMm100mhk3dA6sD4pDwuCkKfSe2WmhVsPXJgcurNs24kGfs6M\nV791m6vzCZ6K9kZ17jdhOzG5P+DO+bF99HyG1weEj/7etxftd4X73frB1ydZwJ7n28AERmto6xzT\neDpeuT1MhHp0tA16cyuImhERZA6f0fbBKo3Zn7Ak3KVA3jJIpN4Gx96IS2FZFraykG0SU0ZiJJWF\nHIXQI4dWysNGsHyeov3P3a0bpj7vauqqa2ese8tMh7ddPXFI6DqQ4X9+TYkogYCRS6YPV2kHhTUV\ndBvnaV548fAeH/QDpqt5GQdrXsni2c53W+RRBqZGPwZirpymRlrKpHCwJeNRDRvCbgfrCHzwcuf9\nH7nnRVDq7Qq3K3lbMd1IsSDm6mYJkRgCUWHfr7TeiMEDNQKOKNVaHZRjHZIQc2HbMoTo2No+ICdM\njRg2xjBM/FadcKE4Nvn/2Xu37UiSG9t2AnZxjyCzSur//8J9ektVSUa4u5kBOA+ILFVJat13S91D\n9sSRGXkhGXQYgLXm8lgsy2zsjFMsnCtH6Zw5/hSCW2/Ey19Pz91/hNDKBlLw5thIy5AllQetKaYL\nB7OF28y3m080JvMysNeuUmAcmZHtAG60ocyz0HRlsIoZODw+PxgOY524O8dIwI+8xrgfJ4QNkMrV\nhAnEmLzvO9/feordtsGYF9LB98l9f0u9g1TubRHrpdLvikhDo9BspQiyVsI8wSkWvOmdqcaaF9+9\nv3Mvyu2+07Z3ytYZBDU2SinMlfqFoIFVSoCPyQrldksbnocjBLWkWr/o7eX1MFjpWKgu2Fo8l9Ka\n4Hbl5GbbKTW/J6jw8fjE3NjGM5PSQpAQ+lY5HxdLBKuCWgHt+BpIK5zPMydpJQhVUCFCOa8LtLH1\nQmgmhBlBqCFaGCsjeO/HlUQ5lHIFh0xa7TQzbCV4aMzFpo1rGPKp1F1ZnheU5/XkvRRGEXpJQWat\nCQmaEyhpg0zRY7oySik5qdLyJ8Vqf90j8w8LM/xu0/j7xfunvfYLSPXXnn8X7n+fX5w/r6wMzBwi\nu9djTKrkvvS6LLnUM3fbl+ZOqW9wrkHMG96V6UacB7Uosd1RvxMURApzHlgI2yZ8VystnN6VurUU\no5VCLJLTvFd8Kfe3HSI52LfeMxMaXoIngZKJYKKKWaIYiwilZcqULOEYTxS4PKiloqXTemfFlWPS\nFWjkPvxWjXN3xlC2tnPVlYKaldGXYvGiw2VEp8nC4qCL0KywtcLnMu6hSDl5041DBieLZcExP3g+\nf8XHjw+27lQRxrzgXYiW+87WCiUqIs7jcSRRq/fsykvOpe0ceE+1L1IIJNO2ZOXNyyCjExuihZBE\nyxIjOz2trACm4Wsm5jRSAV40UwHD4yUa9IRj2KJo2oFc2uvrLr/Lal+LWBO3FLOpKDGMp59JcHvF\neyrZQNeQzMl+uQPMFlOMaBXM6PsGBK07WgXRTgzn8fiBy4XfPp8EkSp0EiSjEfgs7DE5aDz7ThRj\nV+W27XzplaDQfFKXcc6BbEFhx2uDUN4a2HDKvjHMMl+tvC6FVSAKE6d6UC2oRTlDKcWoJR0OVRpS\nb/Qv7xl5uYxKA4nX2HsxxzNhJepUrVSpjDNHv4ggNTnsfWsQwTUSpaMNdFmS6ySL8LjshYg9QYPb\n3ui3/SfP//N6cp6D/VaZy6GWpKQ1Za5FmUJHWRE8Ce5fCl8vBXsia0dRruGpwu/BuA6a3BOCRBDn\nxFsBhVqUB4Vy73w5Bz9YJsCd5UD7DakNpjEEdD4hOq1vnGcCjEqDdZ6ovPG8DqS9w1zsCEvtp7Cc\n5QWxV2xsABEYOWHKpDn9RfH++8+fKvyv7t7j7yra8O/C/e/z++ePWMDyl/NGarZYK4MK1jhZY3HM\nJ+e4Mh1pXPgyDjPO3qg2YCpbL+xb5zfnZJuT4ErsqFVuv9qJ0jg/R96ub41bb/RW2cUpWtHW6G9v\nVBPmul7WpI19v2dwYyn0WrBlhAqRAdxIrfTaMHfWS4FdNYMJcMci1fF77cw1QZQZnrt5h1orx1gs\nO1BRWsD9rbN+a4wiSO/0VjhtoKIc58VeGn4ptMmXvfCUyjka4/mBynuOpG1j9oFO521XHgaPED7W\nE/38//j4+mt+/d076o0V6We+Pn7ktm1UCtI36C2nG1Scxbb11AQ72DBWccILUhqltRcOtWDmbLWg\nW4cQRmRq0Rwjld21Zjc+DiJyJ1hCCBpVFemSiWTLqKUkRvSlvfkGDOl75mOrKGaTGik6m9OwufgW\nGLLswFZ+D0IBFWoNpBf8JK1WWtHawRfmE1uRsbBV6V1RKfT7jv528vh88jEOHpfzeV7U1li+aKz8\nOnqO68/PyYEyyQf7W2l83xqtVSSEIs6IwXMtBhed7/HSuEVDXZG1EBI21IsSWtAomBphBSlpP1sC\nRQteFJsn5sZ72elWkS0Se3sNQoK3tlP7yxK3LGmEtRBr0ihocZCVP4MzBXHrUmrtnPMEKRSpL6dB\n7rxVg7EmpkqJ8tPXnUhPf22L0hv7+z136hEc14IixDwQWibpPcCLE60Sc+SEJJKfv6ZgPmhVWWSk\nqIljdiFnUPvG1pSwCaF4a/n8INjqRmnO+zQ+aezTuTiodaNuNal+Hngs5uHIvuPPJ7ftlhCm9WRa\n56gdfdsZa9BlI2Lm934505ICmCliyW4wnFK+Pe7kH6Y0/yVq9Q//nhSjxYu1/sd85n/Z+Xfh/ied\nfzR0/h9xft5t/7H/V8QrMSrgug6uYzCOgY8Hc+ReM0ZwPE+sKlohagZ3uBqP01Gv1PXBMmf1N27l\nDXclQvg4LorCdiv8qm/UNah7R7fO7ct3FEtcqakjpXG736kFpAjy2lOFKmaGovTaEc2xmkf+QLby\nGleH/JRdHeFMMbbthkWOUy+fTM9R6P3loz4/n/k5ngsVodaN2J7EufG+gk8PTN4ZMmhbhbnAT5SV\naNjaKHYimszyp2ceslwXtQgyC5dk4MPjMfHpWHdavTN8UObg4zpoutH2hX0I231nvwulFsZ6IC8F\nt7aWiWOtpN3nFeNZwtPnLprebIxNUwS21Yphrwe70VRwNMfopYCWHMFOz0RNhRUTakVdCMnABzOH\n86RI8tgJywhGtywqEowFNjNKNe1KQcFhOOMK4lNSCVwULRcyLswXrWyoGlVK7uyPk5jCmgc/fn7w\n8bh4zEx066XRVbkiGC54VHxMxmGcUyCUtsN7L5mD/VKppxZCMJtYm6hvtJvS9u9hndTWGcO4b7li\niOpsbJzmVBdGNXwFVTKVrbSWwJ/NaCtoW2PV1BM0hTlOLpvIZuz1DTXBidRG+KJWXqpoYZkzjAwW\nOZ+AstYL3zufRH2lUnla6XCjxMueJ0LflE0rcRlnOutobSGlsb1/x+PzR7YFbgvXTGfrwOzCPAYj\ncq1hbjymcf/S+fjtg1YEL8I8UxS2l8YRk89x8B4ZnRueY551GcM74zqRbaPWxjYmVyS8qGK0mmu3\ncGhtw3wgVdDrYvXOMQbNlYxnezCfhVkqslf0lXqn5OUKzUhbMUCCIklQ83SrvUSZ8Ltu+W8Rqf3u\nz/z+mPynV7wCXYC/q2jDvwv3P/F8K5L/OoX7T+FNeakv7SWqcDfmMsb1YNiV6lhx5jAujFOFNy2c\nx0UVx86Nqy/seSL2pFUoNLb7Damdx+eFulM25fueGddVK7Jt7N99j08nmEybSOn07ZZFWxQ8Uacu\nAstppVJelho0E5TcScJapON6+UqxSmQ0abjweT5opaYCdQU2gqKwbCBj0LbGdQw0Gu4HuND0HX8X\nrjX4DuFzTNwLtJEI0qtRV0Cd+NpZ9gFe0F7R8cYlwbQHNwofAS6kJez8LY8fv8P9Ttwyo/o6F2D4\nppwDRDvXdTF8sNeKewoGaxViOVu/oTNv+LVm5+m2uM4JTERH2r1WjqyLAuEoAQauStUNyA5vzoH5\nt/2zg9ZMXluOx2TKIgRUJPfScRDLsCv3iqGBz5l2M3KELrVl2tqsTIu8oISx1mKTzN5eEywO5pj0\nvVMsGAoFxdwY0yln4XikoE1D+VILFedpB+dafDwt96zPxYyE0rQt07MqzqbpJFAHbYU1L86X8rqU\nHSkd1qC2jSrJ9z5s0jdBovA0o0mmgvlwGoWmnVYLMyS99ItMq+vvaBf69sb+vuPAjlBvG/7y6pPD\nZWAhUtCieDbc3Eqjtc41O5ed2Jo8ltF7zzeQGCYTH8FWKtRClcGIwYjCMKGKUSYsVyQqdROkKtt2\n45iTuhq3KqyXuG+/Nda1sKfR3pVqSivK8IU0YRhc16QDjwm/moNWKhT4nCchwZe37/DrosXk+DyY\n4szr4O2l1djX4tgbJjCutARSOzOCrp05TlSVOidWgRk0CiYLGZ98Ppwv8WvK/RsGdVFbB7O86Pii\nSI7qc3j/Kt5CakNEX3vuX6q///xj88+P2H96zYtW+LeOyL+dfxfuf8L5hUjhH4jB+3vOn/Zt/2xU\nPp0ZxrpOrsfJ5/mAsNxfDrjOk7M2alUI482dq08wOIbxNp9IFVwrpWxIrZwmXHNRmvPrLzu7KBXJ\nnOz7GzaDXYUZI9ONSo6nv6EERZVWk9LWes0gEcmuxacnOiICSaZGjtMjs65DJINFbFIpjGtkvKcL\nqpE+4JmZ1OZG2wrn8wIKRRb3/Y5zIvvGPC62CueYjOdgVk/h2gTZ7qzzQNqGj2dax+qdr0toWgi7\naB5MrTxi8uX8kR8eB6sVlqet6/bq3GwGRZIQVtZkmHKG02tDRFgnIIM4B7V3at84Px9IUY6nEuck\nwjFbXDhNGq1U/FV0XQXy+cZ1PhKt6it55ZFwltZSUe0+X6TUfPChSSsLS0Eb38ac5yeQY90AiuTY\n9jzSMijAktyZ89JQfB1P1udCo7BecY52DPZSU7TkgSsM4BaFU4VVO3JdTJv8MIzjmjzdYTnyzI6v\nqbC/dbQIDadFQTSFcSHBHAc4DC6sKHpfeBGMCzfJImoLrfIixSml+Etxv2go1QTdnRGVLhCXIZKE\nuk2Mrac7ovdGUPhyv9Nb5bwOhMXzTJTwmzROHbgrjtG3Qi2NqsK23Rhz57g+WTOTwkqr2eWHoC0B\nLjUKKhvNBnY98LoxRNC2WBNcFuvipevY8XYxY1A8pyAZ5dIo98rk5HhAlET6RlRqKZzXSW05RZh+\nUOU/MkteFSdyonB88N3798jTEOBj5hrmEcb7/sZ+PbDr5FTlUmFzkFu8SHJKa3eO8SA00CudErYK\nda+YD+z5wQdByK+JCN72GxZ5kQ8zRHLFF5GKeMVTT4C8Qmz0VbR5Efv+tono74/JI1477Xh9Lv+A\nx/2/C/c/5cTvffzPL9zfzn81IgeYKzN4x7g4rsVxfHKcB6XmTvA5Dq4XDnWrQliBUpHrzphP6nGm\n22gZpb3zdvvCovD5nIjl6PG72gktbFtFe8sM7BCMgdQb7pXey8vLq7RWqC8la305PEwkO2knbVMS\n9FcoybTAlr04345LAYJWOlULsJgrOJdxmiSqtSemsgDXOSglPdtRswtC3vnP44k3oU7DpmGzZLAJ\nlRvOZQHvjfl/BuqFKxz2k23tzNrY5v/hXpX/uxL1eEZwzkF8HaztYqtCu93QviMF1vNkq8D9RjEo\nsiViUoLQRn0p/M2d8+MTPNnh237xcTxy5B1BU8XKoNzu6Se3QE1YhzPsQGsW2Co50ZC24RTO66KK\nImFoa2mzc8P8ZbkzA62ZOhWBmSIleM4DaY2IhQwwz+9HfOswHZ7meCzEjTmMwGiqlNZYBJ/iLDVC\nnIu0hhkb65pcYzJmYlKPV2qdzUzxKlthA7ZbJwK6K16CaSdqE2yxoiYsR5TVGreto6VQLGjbja0k\nCS5qqpqtbGyq+LAE9linhaMNLAr1deGd68TD6b3iFUI6b1/uucrQTiDMcyAWjJUxt1WDKQHaqQJF\netrrAkIV90nZhE1uCAcsY638c/3tHYBxDta8UIReN6Qp8xpYSV/51jIUZk4onJhUuL1BCNfzwSaV\nhTGZlCIU6ax4olN5rEG/N963nbUGdjmrO8uUr9fFl60TNjLjfBlnBHo86NuN3oxbUU5zpitnLDYK\ntyoMc6bA6XCzC9kaE2GLxk3eOa4P8KD6ove0itFrBuY8n/lzwPc4wa1vDIGmmhMXfxVvagb2eDIG\nVHPtgfwOzvLXFu+fK8d/8Ue+Wb8kxSB/bUf/x86/C/d/8/nDvNZ/LHz+bzl/rtv+ZgOzl4/Xxsn5\neHBeB75ypD1O5zwuDt25b4q40MldoRTjyaT5wGNRWqf2G0rlh+lJl6rGd28bIc4mMAXeb/fslluA\nvkFU9i3Y7xuFSt8Uccf9WwhF7m5/EpggpDVZcTNmCGtcuDu1au7OyCAMd7gsCBeIwbUq87oS/vCK\nw1IT9rrjulJ0dZ3Elb5kdAOerNOpYjzcOKdRN8OlUNeTDehfNq6vi7geFK30tbPWRdAwBn0trDau\n5bS3k3vAOGCE5tduTIootRZMAvn4YLt/nzx4Ch6Fneyar5p70qaVqo4G+X+l4FVoLTnnpSYaVdTx\nZZxXFmwPuI4nUKhakos+jVZequmYmC10GUSOPddIHKq/ir1JELZYosz5erA9LyALtCIZXfr6GZCX\nYEg8O1ndNlotyWPHmHOgS1ixOC1hluqKxMV5OWNOLIzztXbgPHi7FC2LaoV2U0zSxvZ5PtlQtEqO\n6bXSpHIs2LvyBef/vkbvlUJbhTknlw7a1Vkt/5EYRxY+rXRxVlWc/vq7QdZg74V4vXeGFVotXL6o\nJinorIpovPzqhV52tFRUd0QOtL1S2MwJ+VYICj4XBej3ZAyM88o10PNEEWorjFlfQ/f0htee1LvE\nqRbCje6BDcf8QnpPElmpxJw0bZl/HsL2nol7Y0zMKp/HlTGw0XA9QHaiwqlBmYtWhPpK4TuX8Xge\nVFXKfkfioESAO7OmPmW3xbson4uMn7UG5qgaQ1JQdmvvnOvCffAcT7oo1XdKr4wzUcefH8I73xHm\nbDVxsVUrGAQTacJ0pYoQJRHOaaNMTYfotySxVOn/6edz/NEPvz1bvxVtkZ+pOP/O8+/C/d9+filK\n+11O7D+ncP85Qdq3456d5LkuzsfFOA4eI0VAW1eez0/O0AyCwNmGU/uGbMLxUOL5SbFMmUILrd84\nqmEjaGvxqy87W1GK7ogot7cvVAp1a0QoeGHbgu3tjlLYtoL7K8Yh8hbryO9uyQiqkt5y1ww0WCfx\n6npqSZZxzZKfnbhNvDraCqUVXII5LjRq+pdZvN13lqelbSxnrIt5PfA5MCr+JtQJt60xfziQaDS5\nsFZYczBVkV6QseGPAV1oSxi60a+Jl+CDRWIynEMXrTnXcn7zwxPYufcbNKH2Su2FPn5EW+e2b6gK\nj5L40TKF1pQmCp4TCe2N2gq99aSUrVR5u6/XOLGgfYNwKhkMM3ywIn+/a+WaSSgzcvzn88kak2Xp\nTfVzsJWcwoQKi9f3wRYjnGMGrXWcoJRGIzCcuQyiIgt6S1+uCiyfDHtmiIY7pxv2Ku43FczB7yXR\nngYXqUmQc9LH4vKgSadsiw9zunnaoe4KIUxTTAu37YbZ4t6D3gtff3wisjMOKEUYXIjmRUi2iZc7\nen0yljI09626FNeNooVSgromvXXonaAwLb92Ysb6PHG52N42RDeGaXSCAAAgAElEQVTMDZH0WLdN\nkXDe3jeeR65mYgUhkhe0IsSaqOdUpYZTutLqjeu6iDXTXYHQtgTqzDWx06itplK9Vq41CUthoYjQ\nXPHjibSNuVdwo4cxpPBk5YX5fsfsweaLT48czRdnnE7EA768MYfzYwvevFMl2AhaEcIGv/3qvG8b\nRQSVpP+tpZjkWGhvzj2Us1ZC8nMoDqdfmcBWKxuVawkaF4dNmi+22Om9cx0XPtO+ebu/wR70ALYk\n2ZVIZTyt8woxpNS8+H67QMZrNZPPE0+o0Z88r+f5z56lvxCj/cz69Y945v9LFu5/XErLv9bJGxz8\n8hv2jdzzT+q6/wv71y9fEkxbGMF5nZzj4MfjIz2hy7m+Tq7ljCnc7tDSTQJSWCStK8y5Au6eubxS\nhMdVqfPkvsG+K1putBpsX97odaP2SqA4jd6CfrtRpdFqKn6hIJ5QMCdjCN0zkclfdi4XzdCDcdFU\niKr0Wl9aO8ks6jBEFlQhTDBxWilUCaQUbI78gRTlWE5V5ePjK+c1OR4/MsZEtk7ZGzoHMYR6nOh7\n4eM5qSq0faOezg/PC/WSEYgIsh6UAJYSW0kv75xY+57PM/A7XLIxyqKKcDF4rEkZ8La+I54DmrK3\nwbgG23ajlUXfdnRTxkwONi3JYB4rhTrTiZFqd3AmkyAS7LIy283jREhLl0dgPniWfKD5NX7qJn4i\nLUt2r2BcIgxTxBxfkxCYIiyDreVOeZdOQ9CexfNNShIqizAd8MX0gY+TZZPlzvBCKcoeRpSGaRLn\n2pVq92DB40Exxz8u2EHqBsV5WKFSieJsIcyhtH3HX2CtcxlRhd4FprPVja96oKcwxNk22DVQOfCy\nE88z7VC66KWyTcVLQ7RSS9q8am94q9zvv8Kuk1qdbXtHW+Gwi1oKagIDhEKpUMqilZ0inVo7Ujpm\nI4V/FM4rJz6lVKIr5QWciVhoWHbmktbNsMhgn6JARSTtYVqTpFeavMR6SmhQtkKbjbkGb6XwbIJ4\n561O/HCeZsnur5V2g20Y15r4cFgFxZnnoL0Zazau4lhLEt5Wgk83ihv/+fWDWy3sRQgWtoIhK4mB\ny2lFuJNQpHurmMEmefE5Y1JUE6yy0qJ4zSfXXOxzY9s3TCePx2eyy/nCqsF7uRHVWFKoUZCVFLgo\nJW2XGK3W3EVL+r7D/UUNTs/3H3s2/v7H30bh356vfyhG+/u77n/Nws2/jmjr/8X5faD9P6vr/ku6\n7W+vWSvRneOZ3fYxLuZciDrXdTJMKPcORdjM0H5HX7fwY3yiBD2MaJ0VhWcoLs4mzvv7jdoKtQi9\nbclybvUl6hBacW63L+x9T6uO516uItSa4hfkNe59WdbkNYK1MGQN2gvAsm8beL7GI/ebZtm5z0gr\nVjVJJXQtSQVTJ3OjlcfXzxy7z8FxPTjdaHvlu7qx1TvjevKbcRKlsKuxKvzwGHxBGLG4iXDcJnFW\nTM78P1elTMdLh+sizHmEMVbBn5PtlgVtlUUcE0pllcLTD7p24lx8nYL1RK/2lnnEdTR6LZz+oIpQ\nWuXTJufHQe0vfzjf1LSZBjXXidTX1Uc0E9Ns4KVwDKdxUhDMHPNgLiNqyaCQkmPxIyw7pVdqmpeK\n4+yhfGmChrDVtO2NsSjTX9/zzrVW7pDDeJ4XpsoxJ2stMCFiQWv0bQcP1nK6ZKc/4+I5JtdYxLUo\nFcYoaBm4JMxHUVoIo99prXFcuc8uxdi7QS3o4ZgEywZlKqE7RRtaL8ROri7486LXmtMlbehQtDY8\nFOeizeTgay9s919nbvUm9Hjjy/s7VzhRlb3X1AogaZcSCM09uqsz1pZAkxfJzFjUApH0HEqtsDV8\nLnS9pAVMVlGkb7Tg1T0aWhvXnJTaaU0ZM5P1ShiegG9K0+ygR7DW4FY3znGi07m3nDSdlrS7GIm9\nPaNiEmhZ+DzBhR6GV8eiw3S0NR7XSVHBxTGf/HhcfNl3bq1zzUFEZbAw84QFebC1RoxJ3TqMDJap\ntrjEWUJG8WplqztXTE5L7UTxgvTBnJXreLC9feHjPNlbY2sphBRzqgbLnMmi1hdoRjUdLYBIgloQ\ne2V9/3kbV7y4CFn09U8Kfv/X+bj/tSRbf//5w932z88/qev+U/avn73GbLHcOefF9Xzw9eOD8zFh\nOeecgLPC6MXRJVjpVIWxjMWJT0v2dQTqG9xvXFPZ58H2pWe6Ejvv+8b9ttP3jGkkFFHh7ct33Lb+\nCglIDfJeO0iOTkUVD6dK4VuqrQMeRvVFiFBUaduWD3gPrjnh5ZlelpnAxbJ39Go8uRjniQpI6Zk6\ndR6sa3DMJ2qLO8rt/g6l4NdkjUkB3to7z/UJDfYV/GrvfByDvlesDt5c8NvCr0qVkSI+dcYsaO8U\ng4ongGTvXMPTuuWwqlIBnYNrLWSXTKgyxU7jh/HJ1itzLW73HYvMODfNXWzbhekDG5PkfVlS5DAs\nMsIxlhLmGfupiY/UZYQLXpXhk+oBL753scUCThOOtVgrAR8OqZ5vwXdN6DW7OjVn2GReC9EU/g0z\nbA5cYKzIwkmFc+VkQm+EwjqDeTrreFI2QbowF1wUPo/FOhZzBpumR7q+NYYFyx2vwbZtSG/UWXhe\nmTq1t0i6nmRQBmWhlsEnqg3TQm2TwsFZSN+0FkyFVu40b4SmGE108PYqbPe3G/cvv07/uyxWOKad\nC8OKsJfOr95/xRgHtW2EG9ozpS2qJUmuBLoLmODLKfKK2+yViEWslUhfEbyBhKBRqTP1DaMIvVZq\nGBHJW3cpaVlrLVP0urAExpH/jrWgthsxlPO8mOFsqtx8MYoSNjhE2ffG4U7lkZ7+DvHscH3yvN54\n08KjDcyFcxi9drAL8SB8cA5wufjSGtGVNhxqWtwY1+vrBnvc4Jy0XpjmmDtdhWlCqZkkWEtDBogu\njmuyERRfPFrSE7Uq1RrHMiKcrXVCKxJGicAlY11LVaiVYNFrI16ddq7lvs2Wfl68fzcKd399DL8T\no/GHTdEfY5f/tedfsnB/+zQ9IlnI/yvOfw1c+Wd03X/pGyfi9dDz4Dg+GdfB53kAi2XO4zywIsit\nJXLwpcINd053/vMxkBUUnyn82DbWalQ1brvy3feVfXtnbzXHb/s97VwmaFPev/+OvTdEFCcjGLtk\nnCbfkoAk6FJyx6qavuwwaqStSIrSehbtYyzGXPmgMXAX0sWUFqiN4HFc+JUXj1r23AFfk+UT/KKZ\npZ/0fqPUjj1Pnu6c9mSZE62ha8vYSr1y/FeFeUxi7/SA/e2Nr+dJDWfEyghMFSxAu1LCCDV8GRIC\nr3VAjcBlIXMgtcI0VCtWKv7a95s7Xz8zpet+79Re2fpOoSWz+1pAjiixBQIek6WFijLswgTMnBLp\nwa2iBMrlguJ8iGPxUoyHEmasS4CCOlSBZoXaLWMzh7xY5/me2lWIpvhyMJg4vrI7HFeKgwxHLMDz\nYhb6CmUQgWmJxKzGOp3rVhmPQSnQi7CX7Bx7f00D2kbE9Yqo7Ixm3KQg4hQELkN0MuAVzdkYPvDa\nUQ1URyrzS6XpDVUjzJlRkaJpuyvGtoRWGv3W2bbvUDIL3cLR6DQtSAib3ni/3bDpFL0jESkSXGn9\ni5U2rZhG8yCKEFpZFtDy0ioWKa40R4tSake7YWshEvhzYRjDcnpUAkox1jlxNH82VlCqvJLShHMa\nLNCqqFRqW+x+5/z4StWgxqIjjDDOyJWSamU4oA26Ylb58evJemu05YTm1fzSRdeWvAALlk1sQtNK\ni8C7UJaw7R07Tqqku6O7ca+dutIxIlrzZ1zSc61bZV2TfduwJay6mGNwibA7nPpAHoFvN2p3Toyw\nQMrFbX9LsfdyXinvSawrNcWtpbw675fo1ZPIyEsbk+dnhfjbXvslRvvTfu2//Xn/r1m4f1bc/jeM\nzP90t83Pfu+/sev+S7ptXvvtubjW4Pnx5Ddff+Q4LsQWz3PgQ9AtRSSlkL7oMhmrMOSEpdQIFhNn\nJ0qllGB3Y9s2xnLeeqVW5da39PBq+rvfvv/CvW85yiVpaOUFDBFVlkATpVGYkTdjs6QlJT0p8Z28\nuMSf52BZxnXOARGGlkhQiudF8TivtEqdio1g6fUS0MzMeX6JcdCAsbDTWFiSpiAvBDNFXq0Ktt1w\nTvoyZruxuzLunfY86N9Vjq8N9ANhw2NklydXWs7KQKhAJSwBMq0Hcwbl9s6aA5fgsIs3Se1AIKgp\nUfMCc10XMR1Z/rKldD4eg5hO0XwbHG4YStO0ZFkspKRFqWggHlz6mmLIpApMgoFwmRHTcBFaFPq+\nUcwpRWnVUSsc1+CcQgiUDk0L5zJ0TvAsiAhcY9HrzjoHHpnw1bZAijAFiPZKXLsoEiyHNYLaGt/3\nylGEmNDI9UX0zqKyvfQPtdwZ7qwCuxRiLvpLdGeRVrZisDSo2qilYRzc/cE8L+atUeo7pcMcQqEh\nK8NOolxsXrjd3rh9+UJre9oPY9E9M+tv2omXre5O5NdRJWNBzOnldfGReHnEU4BoCvJyTrQq+f5S\nxWoy0OfKFZGK0mpjFgcPWu2cz0/sRSBbrCx0XWAuwhSacnmw1Uoso4lwSjDdkaZ02REZTNmZH0/E\nBZsLZdIIWltoNTaCazXe/0Ph2tB64+tz0nvhTSZSLK1tIQlvaQmlmdfBpzu93+gTVEtCUnojzsXW\nFI7BeQOrhTKDt5rcd7AUiUaO/I91Uovgp+RIm0yI+3w+WDu8I0jdYSpjfrxWb0/u2xulFdSc5YqK\nE7GYkT79UjQbyHjtrz1exfuXq8YUo/l/sdf+/fP3Pe//JQs3vEAQkUIY/scX7/+62/52/ju77j9r\n//r2uohUfEZ6tMf54Pl4oATnOVlzcYzBr/6jM8akbik6mxMuPfj64czzoljm/0bvSHQ2UUpXbrtw\n27+w3zu31iitor3DtvPlu3fubcu3tyTgRdFXWpcjIdRSEFHsNc5aNikCYpa/VgpOFvrjmMwwVNLC\nYz5AnEJjjbR0mTlukzmdu1aKXAjOmhdrToiJoLTbTjFnjjO15ibpKy+F0IaWgS3J4IVir18vnJfx\nPD+Rsdi1MN4y1tCuxhUXXSoIdEkf9uZCSD70pSgiNX26obgFpTeuNQgS+VnH4Pu+Udstd5BamWac\nc75WAfaC50x8CUuVUQqzJCxnueLTsMgo0aKABhMwO1kAUpGVnc5xBmWl1Uh9YQLHx1d8gysKRbMx\nLi1FVW6OncIS4+UCQkWzgI0MYxnjotRg24X2nipgobPmQsug4shZKaqoBpsKSOfWO/s0pp88dGOV\nxk0rdU5EleqwQhKoEgp+sunFmAsohGQgTEjS4qRksfs+DnxNym5MbtyrwjAiCrUUSin0lg/zfivc\nNuFeBSQZ4OO6iCnctxuu4BSqO61V7Bo5ju0QKGGpXq+SISfBTFCIVPY9Ub3iQdSaNr+mLPdM/QpY\nngTArb06fOvU+j3P44kvR7TjbtQGshUilHEZKImIbQWZyq7OczpbhfLSnIgqn8OZXOwiMOHkYvji\nrcJjzVSuj4P7rSfHAeVcBrXSLqO5cZUTp9LK/hKcSebSRzB1Y9NAWzIaVgkw4+0GvgpXpBK+mXLD\nWFrzuTIXV4AW5VqGVmecky6Kt9RxXOdniirXYL/d0d45Hx/Mtb+yCnZq1VxFRAVZBJM1cyWU4Qb5\njJbwl1c8VeeqBbNAXiChP7XX/kedf9nCDb/T3v1P3nf/Zd32t/P/vuv+S+1frxcTAWs6Hz985evn\ng8c1KbY4bTJH8gLXSyG9ueMaHOL88Dnx5fT1YOIQlUHmZjMvbvcOZWPvnb012tsdqTtlu/F2v3Gr\nPb8a6oQZEco1L7QkFKXU9BZPd8ItYRSirGsQEZRSMQ+OOVhr4ggFoWhlcmUy2ZLkLhPM6wQbVK/J\nx25KLcF1PrBjoBIU7RnWUV/xgK8UrGgNFSiaFpRoO0s6owilQ2kXhnBxUf3GnE+cB80b275zDWGL\n32bhiEBQaknP+NaUqDfWmMw5uBwomvnYDj2cFQu0sebih3FS5sVtbzS9QXl7kbYKJgXUOEr+TJUS\nCAu9RjLJyfddE8dCGCP4PF6xrNKQ2ii6UXdBAm4MJpP2Gin6CJYpYw28OYTlftoFtZr77SgMB/Wk\n0dVSckyhA5F42fSCYypt60yfNAb/se8UF7puaA1cA9eCrJkiyZqCI6t3qhu1KXblhWW1xcdQ+i50\nX7gOruU8capudC3U1phLECpbFcSCdT55nBe+OSH53jyumWPl1thKZ98LvmDfCvctw1wuJhrBeQ3u\n+zutdVrrDJ/ENG79hhQQGqrK1npaoaTm+NsddSdCWVcOcNfy9MdLjnKTUPeyKpGq51CYPlmn0npP\ntLxFhsyI4UgS8taAeFm99o2Yi6jCeU1qExjKrZEsczxJc3Uj3n/NEb/llIudjSHBpwjhPzIJ0IFf\nhfJ9dsWtNn54GMfpPFS5h9EqXOVit4DTOGtjYzEn1Opc1ijWYReidLpHFmN9UKOnNqIuWkCTTg24\n9w7TmDhtr6xzUHZhzIW6UC2gKnI9OW9vrPOgnhe3txvX88Fci7U77/uN0oBlWG0UidQmzMBLReVb\nkpi8YAMv4Z/b61npPwmr/5gC/efnW6MW35rTv/L8axfuF38u+J+87/7z3fa389/Sdf8F9q9vx91Z\nc/E8H5yfH/zmxx8IW3z98cnw4Hwu+q83qlp2VGo8vfF5nFxHsMtFJTv2q1RCd1pxuipla9z7zltt\n7FtF207bb7zddva2s9zREtiV2MwIRUvCH1QUXHjMQdUUqEEyxftLqDZTXvuTQrVKjuhXzNeONPfj\n15yET4oE10qGeQFYzvX5YKwPFkGnolWBxXzmaJhtAxG2CHxa7m8FrDi1dCo7PgaXK192YczgKgsO\npdedPk9866xtwblz+CdN7lxi1HInSgCFNc4kw20b5kHDwZVSFNkbczrnhLkZ2Cflmrg4e11sXET5\nnrWMEOURDjGpdVEElo/07oVQqJiX185aWSaUKjAEVWWXgizHfjMY4XTpbDRq9fTDbiMFRTQgBVpu\nxhJnvjCmw52i/kJzpuBHZdC7YmtQ+pZYSAddF6C09o6iiBpWgsvJ5DGfRM1LXL91fIx0A2hhHA51\ncRUhqLTdYD0YGM0ydGPrG1XvtALTUsx2nZPHYQgLs5MpArXT5S3xYl6oBRrCViFW5ft7Z2+V1htS\nKqcNlsJ39+/RrbH1iqoyRiq3tQk2BYojXWBctNJwmXgptNaT0f7C8F6PiZRglVSd16rUorgYK8cg\nbC0FlHMNlizmsWjaqa3QpDBnXgBEGhFCrCOz2M1pW3+to5K0VhvEWtyacJlyDGdTA3dqv9FWcMST\nrdyYKzjKO/f7k+NxsETQJZySWeG/ujd++1hcM/gsQpdJ98JVnZNJm5OjFjYRljslgjAI3dBmXAK3\n2qhzYfLKcZ+FVZNBUFqnhPHeKp/nxcec3DRyKlUqYZMllWrBNEf8SbzfWeb4x8yo0JXEvfNx8X7f\n6NuGWmBeaD3tjRLlJ093KSUvTx4EmnttMgXuhWvELXUkiPyiiP9UqONn9rG/4Vn/L1244ZcKvP9p\nxfuv67a/nf93Xfdf1W1DCtLmxdfPT47HwXNMagxmLJ6fIx86MmlsuBjPBR/nB88JdT251XzDHlGY\nUqj7BmNw/487W7lz3/YUD9Ub+/bO1hut7Wnh0sDGIlxxStpIVHLHbc60CcWxlaAOSHznXI7U9MNO\nWwiF1rKYH+t8RV4upBZ8DpjJE/+05Je3WjAbfP5wsOyDVneaVwxYz4vQ/5+7d+uOI8utdT8Aa62I\nTFJSdXtfznk6//+PeYzu6rpIJDMj1gU4D0iqVN1tu9rb9ijveNIQq6hMMjKwAMz5zUVIIWxH3GhF\nKNGJvbBmMH1lytSWyVqHZG629uDjrtxnYewb822gzSjnQblU+rlhDI6VB4BeFm8ziC139nV6IlSr\n4G5c2uNQG0JVpVyDzsaYBa/B4Xc8csxv8QO1PCd0xArHCkZXIhZCYQhU2zkjHn5gsJgUF/SEzZX6\nOJgMT3xs80WpOcq1JqgERTcigmLgIZw+WCqoGKWlVUzDqSEQJwOhaQZUEGBtxyiYpPd5E3tgXlIc\neVAYAxRHVFAKZgImDAlcCmqF19sdK4sDuNYNdWf3TK8Kr0Rr/EF2JsHoweurI5Hj2r0qQztR8oEa\nzwreCJlUqZjWFC1JpVPZLfPLi1UE0q+8Na77hbY1St0TADScivJ8+QAmzBgUmZxDmabcbmda1baG\nF38/7jPWRC0T+dYxqFth9IkUTcV+20nCbHrlq+6McRJFWTFgBCaaMoJwph+UfWONPdnr42C9LeqW\n3f/laaMfIxGgc1FksargNFTy91zHlpz/fqeGMqRyV2OundJOZED7CKw8gH28wlsfvN07oxurLEoV\nTnfmCMp5ErXSNqX7RtVIdb80pMJ9BV4LZXSawMRxN95Y1PsbaobWyaUqMuBlQsXxMR7AmpOpO+oL\nKIzbSVRjeWdGRtGugNe1mLPzdJ20rWKrQlRqy5+leM3I24eeAItHgJHkJF0VrQ24P563eVid/hDJ\nfkWeyvtDGHnMlP+tDv2vr99l4f5rxfP7vvv9a/999t2/vdt+v/4jrAL/8sv5bYI0yG7bw+lj8fL5\nZ/78+UfWOXh5OZj3hTtc9h2pSiW4aeXnLy8csbDzznMpyJq5H9UNKFSc675Rt8rHy4Vtq7SnZy5P\nz+yXyrZd06crM8U4kYrVVpQZExNhAaJ56mUZtRbwiXowZ2R+sThjBuHG8sl53MCD4QMfQSmG345H\nPKFzm2n/UT/ocxGzUy+fEHuC0vDlyDiY6jiWRSPSVuITomSKlValWUNDmJ7fR01xlGGFUycfLo3X\nedL3SvSDYFCDLGDsSHzBvBKDVJJ7MtdHgWoNPclQs2WcvtI6VkFm+lPvUpgBb1F408ltdOJcPG0H\nSmHcyb2uKkWNsIqpMeeCmKjAXg1cMK2YL86zs8zS936fjOG0DaRUtkuDlWzwPjuBcn+85qqwFQWU\ntSy98EoKnwIkFq4lhWgIl3JBFFpNhrRZsLowR4rhpg1C0/LnGogOimf3GqtwfzsfJLC0/JVaKGMh\nazBUCALbGorxdnbWuVgzsGTAse2Gy0mTjqox9kbrQayaQSmxkNK42pUwRdZ63Lc7R0yiO5enJ57b\nhdI2SqucfSAxWSto1hAViu7Y0xWfJ3V1fM6HejmIcTLGgYui2gi5Pvbcec/PyOmWLWGGomulI0Is\nC6sFtewQZCytJg/+Wjf6OJMl3ydWCmU3Zmkctxf6cdK2hk/SanaeuAaZkJOIVC2FWgP9qPQfJ7Vk\nTnjpQhmNaHfW3Rl1UFYBFiN6OkYiMDfu5+CcwdvLeyRs0E6hjAM/4PohuJ9CJVdq+9MVK4tzCXeU\nHcdiwDkIrfTH994G+CZcijDEeO2ZBObjZBJctzuilb4GFrCp4D7pnoV7E2eK8CKV6Ytnv/J0Ffo9\nmFOpzfASCRlSQcIf0ZxZeIPkm68VuQ+PX4abPMBbQTwoj/rL81j+sfrwfv1OC/ffFuhvxWr/Hcr2\nv6/bfr/eu+5/3y/1X389v+1yd/rZeXn7wv3tlc/9IOZJX5NjdHQ31lpUcdw2fvz5xqsf2GtnM1Af\nubtkY7DQeuVSheuz8mH7jm3f2NvGfn3i6emKlY3wiWom6MQUIoycmk5UjbkWpkItNTfWBmN2ojvn\nOPEmVDfmgPs5cHVERo7SR6CWY13zwM041sBkUnxhuzIO0B6o7Ji19IgeB9M7HkZrV5YkScmS3Uog\nnJ5c7HoOdFPOGax10nvapQa5magURIM/7lf+MpOrDc6636h6ZY3BHo0ZnVY31CO7r9YwU1YUaAUO\nuK0FLpm2dU5MF7Icc6dPaMXofdHPYI1CrEIdE/5po/98oq1yM1IBvmUXu0fmjq+Z98CKE62Srz8G\nqkZ9NnYzzhWcatxfF74caoZGq4BESY8wICPy70Qotj/89hB7hp4UVbyBOgzJcSY9c71VFjMyqjQW\nFFesgVsQA2wuxAKTwKoQOtkMpsFFKkWd1/NOE09xn+6MKay3iS/B3Nk3TRxpzWjSVA/vnO44DekD\ntzsyKu1aaNIyTEYWHz80Lq0wJT3c+3bhule2D1dCjT4XTqriqxhSDQcOv7F52hOl7VxUcZn4ynjV\nWGQ4iXQ2BhJBUWOGA5r2QoE1JyZJ/ipmaOiDaTBxX1xKpftDMS+wbzvH7IlORWhbpe07xYx+vDF7\nR1QxDVqryQawwv3eWeNxaI1AdbE975QD5tst3QVS+bBf+XJ3jgnHeXJpFaLk61FhuxSGOPM1CCZr\nGCpK3xbzvkAcXu+Up51xpE7g5I29bYgklOnwIDyoOik+8HuyDaYIZXTKVni2ZLS/iSIrdQVf3iYf\nn5QiOy4Z4FNFEEmio9+zgEsNbr445+R+v/HpwxNFr4z+WB3ORWt7fv7FCQK1TCpMgWAkvVEzRS6t\nZPbYZz8K+FcGOl934/+omO13Wbjh/bTy6+L9Llb7rSPzd/X0/2n26b/v+se77ffrP6Xr/ge6bUjR\nxTEHP/74mT/9/BNy67y+3pg3wCe1bmjtbPWZH+8nL/NH9BV2EWx2pjaI4FhGWMtd314oZeeybbRN\n+PDddzxtV2rZCSZiD5bv0AyPqCAaTE/W9dYKljiF3GPfU+19zDtWNqQbb2vmGF0DJXOdRQrbZUOm\nM9fimDkeLwIzAilCzBROLVVGwK0vXn7+EQtD2gVqwbeafGWfeWrWSMb56ZhPVqy0TKkx3ZiekZ3X\nCGJ/4uYviFaKO9Eu/GWkAOxaF94HaoU7lVjCOCfLHN1aqvvnQptyzBNrSvSC1sYci7fTeWqVsZyw\nChPi9oZ5Fj91o6yS+Mzl2cmvM8MfrGGzUreM9RSXh1c1PeQLxWo+sIVAluae3YJ1nvhauAVyKkpD\nWrKfGQu0ZjCNScZk+kI1LT+uQjEYAeKO4tgIaqQVydfExX8dCsoAACAASURBVKlI2qGKUkoQPtk6\nWHiGiKyE9TQ1PuwXjteOS3bHM1JP4a0RKHYW/N5ZA/aLYBegKUUHMQNfjquBGs0rx+xQAzkLl1Yw\nNy7XwkVBt8ZWsisWS6Ha84cP1K3RPWE+KkLbCkb52n2vSaaaHWfiYodyBFg1tqqIZufNCkTbw0vd\nEF8pxowFsjDJzPnpCxnKkIEWKFFT5W+FkPTlF03l/4rJpe5MGYkBngs1p14vSCvUOVm9M/sAXbS2\nMR9aEcqg3xZhgnmhNCGm8enSWBHc1sLWhu4H17rjVH46F7uCe8nPojt7rfj1BfwDHl9yDTELYjt9\nDnxMnr+cRNnoslhdOd5eU8DnJe/XtuMhHMdP7JQUqEZhSGBvB1upWBU+CrxeLqA5vv/x9eTpGmwz\nEwFvGlyW04oxZHJ0sCOzz6mLOSv3Y/Ddx0m77NStUSzAj0e3XRATWvFE237VJ+X1bY0Ska8FPGv2\nQ5gWwG9iof/6+l0WbtV8w39dvP+RffdXy9Pjz/+Vxfv/rNt+v/7juu7fav96v9zzJPn65QsvX37g\ny7gzz4PbbbLmSbMdHyfteuGnlztvesDLYFtKsYXUhk+hl5ZqTja+exKeLzt/2D/y9FT546f/xdPl\nSm0bHgMr+hg9pyXKWiJC+hKKClYMXRAIo3f66Ix54j6pZcNDGH7gSzI9SZIytZWNOWGdAx+dvia5\n6XoENqjit0FnMUd2SLECeVmoXtBWsevGXiuPGBP68LRG9YUgKJOhgUZl9oOqyqU1Lu2ZMTqV3PmW\nD5/o5xuyL3Q1eiw+U7i9gswTpFLiCdefc6y9CutmrG1RSiAxCBYxAykX5u2GrYaq8ON9sSnoGlgU\nRHZqUZqRPm4T4jjZtsbRoWjDW6pkSwH6iamkrgxSoPaAUHAq8aCkLc1c6ZjB1ATf6AOeoXriAV03\nJJzuByKOrGSYV1XWEqaDTaM+iFRrQROAiVghZGZmu1VeGexWsVB0OFsoSLr6y1aJFbhJKq9vB24L\nnUrTxZwGRXLScUKfB1Ib29OkPPzMsQZrpL95iWI0CiXDZkTglpb9MYO6J98bqdSAYpWqlf3jR572\na5LdxqTP/Lxtl+RoBw6Sz6B6SZuZr8Ua2fUjhejBW3esTvZLy2mrLw53Yk5csqDITADImAdY4mqn\nT5iCTJil4yrsmtoFyyMLqQGpSRoUxUjGfIQQa7KVwhJh2sPKFBmBicJlz9CUrqljmbOjKw+p6kkv\ne75ufP822fcL2pJ5ryecK5GqEVAsX88qlRVv2N2Teb/u+HZBpPAyJz0OnmOic6dvi8/HYluT/RS2\nWjnaTlHDygfe1p3ine4dUO5iHL1TZ1CtsJlyFMNM2O/KOILVJk1yBTPjTrH3Qxh0FjYUHSfLjLNd\n6X+583T9wNOHK5fnK2FOo2Y86BJUN8ydYpaiwchnCO/+72+uX8Kl3v/sqU7/B7Xlv8vCDVm8v55I\nvinev2Xf/W3R/vbv/qs779/bLv63vh734H6788PLC99/+Zn+5cbblwOmY6HJ7r4GIyYv9xdwKGNR\nNcVNZw8GQjHB9isfPgVXE2q7sF03nvYr+75jVvKBZiXHrV4Ie4w9EebM+E01S1WoC+O8MfxM5KVV\nStsIVWQJTiFKUqM4OksKc4Gsk/Hwe0NQRDI2ss9cCfSTvsbjgaaYVL774x/5co7MSvbOOA9CMvFJ\nVDNMwUFk5QfUQapR104Rp5piNrm2jfMYGEGbULaGrE6fyseu+LbRx8aQYH6ZuAwiSz31OKCu3KNL\n4DWV2pMz/cx1cNrJusGahTsFRLleEypjKKixtonUwLYn5GpcSsP7olkwCc5HiIiMnp3eTMUypSGu\nj4OQoC0tMSse3YTDTUlMZIUVjVgTiTNpYlbw1TK+MgrH4Wg81NTSOfvj4W/BazhgifVUBRNiJORk\nDiFWsOjcQiiSQqq4P+A3Z+f2Uenng5XNxtGgXQI5hfnWH0AZ49IGIzKR6njpmcfeCuaVppXwxQ1H\nxRnTmSu47le2cqGVHHkzBWlKRKNdrmx1TyvfyGKn4pRSkCUMyYf3mANqoRZDQqE2tPEIwJlpeQrB\nu3CPgRRoZrgG5xwsmdSeYrQ1BiKGeDDXmZ2c5Eh2nckquOmk1cK5FqigD6vZttVMDStJ1BlrZVFm\nUSTtkbLnGF49bX/Jv08h4Lp1lm74Mi5VGWY8fwHijU/bxmcRxjx5uhqmxn0OGBshHVZhxsml5n16\nbC+Me/q9ZbwQ0ogpvFQh7jc+PjltXdjLxtkXx5gEJ63cqdtGuVSKF1bZMe/06FhTlhvHUJpP1Avu\nUEx4qsqU5BT0cdK2C2s5Y570VXgqNQNabGT63JrErdNr434evN2vtC8Xnj/uPD9d2eueHu45uE2n\n1pXYWk386VwZSPTeiP79Z7HyS/jUb79+t4Ub3t/cv1y8/x6c5dui/TVG7fF3/xXF+z/KzvUe5v5b\nu+5/8xDzW4t2JNbv89sLP/70Z354fWHdE1Th82Azo1uwhfHT5zf8HFxd2WIhOKdvLDNs3ynXTzx/\nKGgMRBsf2hN/eLpwbVtmQTdD1JhjoWIJRKmZF41nTnSV/PNxDs5+sHwiHhRr2LahWpkeDB0QJz76\nA2ahFF2MNVLctUaGUeD4mWPtQQIr8Im408qW1hirbB+faD++0vudtYLZHSnBhCR+adKtNJRQY2PQ\ntkaQavjZO/MAsxNKwXtHH1GZ1a7smxFSGYfSi/PD54VcD/TmlBWUKNTSsCXsPuixWFHpR2fZ4Ogv\nuIKaITV3lXM4iPHlOGlWaWYUMfQ24HrFY3KYMI6JtEp4sPxApiIlR/s+yXxrS1SplIKIUkvCPpak\nkGuIY01YoZzL0HvqHQoZ8CJD0oPvi2uUBxs7wIJ7XxwaMCVxoh5UUcQyMGbNhRxB9YFoOvDrXjjP\n9Hh/8SMFiCN/j1WNjzRO61jdWRN8HayfC5sJHbhwIGVxuysRgxMQfaKo0B65zIffaBTaUpbDRqVe\nUtvwdGlsmkz5vTWK7ezPz5SaKN7DBcjxf7MNNWWMwdEnGoLWgk7y8FuN7k4rmvejChoJFRo+kVUR\nFbyOJLP5kex4VcZxUEuj1Y01nCobi1zdhOTInceq4QwASQ4Ck1qMfhsUUVRgxYJIRX4tCeSJB0pY\nHpzwmAt75NmrKB+fNr68HAyAVSh7RdbkMhpSJ2/nSdk/4iycybUWhg3OnofEIoURcFF42j/xIq/4\n7Ub4E+o3zijYm/JaBH85+MMl8P1KlcleF2sFPpTbedLODS4b61D+cN2RM++dEKcU53ZKgodKdtpH\nUz6W1A9YKaw+OCNoklbEl7VgDT7slwzSoVNEKeedMwQZnXHe6PeN1+uF5+cnnp+v7L7lwTAKR8/J\nnVpOLeZyLDJi+K+JoL9+fv+mx/PX63dZuOMdRPFVOh9fBWvvp5f3ffe3JfLvFe33P38t3v+tVOm/\n7fr2vX29/oURzb92eUR6befgzz//zPc//cz5cuPt5ZUxFiWgl2B7Ul4/n/S12FewWzCYuO9Mc+q+\nUa9X/ulT4VIbtyFc6s7zc4JVrh8/IfbIUe4jIRwGmCBSU/Vqholy9MHo2fEmU3igLYur1p0xBue6\nsebCR0fWQ/whzrmCOZwxBuqdTu4xsfTxhj/G4tUotmGXJ5bl1OD48oW3z59TIFcCbTkS5lwsYLeG\n+6S1fPjOKcx7x5nM4Rm0AbAC7idR2kOMBTRjt40hkyeunOckPgz+NG70LqwJtVaqPeU4zo3NJ+fn\nwVaCYRu0a44H5x3sJGwld3teKRy4P9FFGRjsSpMEnAiFEZPoM0NLEDxSsBczkLoeB5+BRNLOVBdj\ngTBoVhIWYgHd0CFg9oj+FM4JoYXHd8ano5ZWpT5TYS6haaXLHQJmlSX6OEg4dXkW7IewaFAy9Stm\nwkloKUrbNDtBHK1p0ZnzjqtSAmwDBHbSU9tdGTEQKtddkG1LrnpNnOzm9rDIVTbNQ8L0xfO1EHNC\nUdq2c3l+pm2NvSYWdspD9S1Q2yVpfivwmIjM5LkfnfKIIJVWsLLnhEih7AXbNNOvVkZgxlJ8COsM\nLnZhSkZ/nXNxjsyV37ct7UwzLWozJuGZzFasEsSj4KZ//n5MlgS1FkRyhC1qWAh+TjxAWqHVylgd\nH4EjRAzwSUhy6C/NYDiHS0JrWqF+vLC+3Phf2yUZ9Bhd8j5SKVwucDsO3mLSViW0ETq5FEW3J3q8\n0s+CHpI5BB3uKoQM/t/tJ/CG1I1Fp6+FhnIcA8bAauWnuSj7Tp2gEkRMqi/UdmYXjhXsMnkNI4px\nibzH2hqZ9rdgzhulFP5yf8P2J572xpx5oNpMeDtPNnfO+8GlH8zjztvbEx8+XNiuVwrKy2vl7X5Q\nS3r3BWGppji12N88hyNSbPftbvy3XL/Lwp1XPArRr4t3Rqv97b5bvvUo/52u+mvxflem/ycU72+7\n7f+I7/9buu6/txZ4vJhfvqb6b/b//riB3Bdfvnzm55++559/+AvHlxfWWIgvlgbagte34D472znY\nrDBkMaIxS9DKlf1y4dPHnQ+XnTDjapVrqXwohac/fuKMiYVhx0mpNSEaNTOy1/B8z9M57yfH/Q2f\nHaslISqX54zxrMb9/sYxb5yvJ07ajwzFY7HCmT2BDZdSErRiCZ9g5fhqxSAUcEOKMPrbI3xh8da2\nzOnWQLTA6CmKY2Kee8pWFe+TPiOtTngGskx/BIYEo5+pPF2LasqJZsejymV7Juad5/2Z8So8NWfa\n90RJbyjVYQ6qLxb5MGYI25j0c6FtY2hgEay1EB94eWGZUeIEM2zbshDVtMstXjOMxRb3GemzHotW\nMvzBY2GloC3tfBodmQtfeQ+Ns9PajndhZXvO9BPCkuZmhuvkkWGBWOQ2dXnuzSOxkqKDI/J7LnfK\n8dgzk55lx1lCKgiiZ9BKS53UrnesGpXKYqIIxTbquZJNH4poMtEHwVgbUhKf+iz7Y4erbJpq3jUd\nM6itYXahmaG1gOfvc/Wg1Z2tKZetsW8XrFSkNJxFdcm1gEuG1hCIKU+fPuFrZC625/i5SOoo4M7Z\nBbOKRKNsjXox1pzQhXk/iRCGC5+PQbPEpBZR3IVxOGueWBFsa/j0RONKCi2XLgKjSGXFZNPK3BZ1\nLM57h2r0EKws1uxsbUMBPzr3s1Nao5YMNfGa65FkcQtVG9IGosbZlTUMacEyS3CLFbbLlZf7jRmN\nsTKWVbcrU4PX2xtdB2spZbsScoPXnbINXlhYrzCCtQ7OI/hz27DoXOYbohstlDE62k58Vc4R1OY4\nC9murJGMfJXFOd4YUmDtvNyVyzWo2+CGIJ7MdxelykTrRp+dOTptDD7fLpRWqZeaRz+FwwemRtxP\naoD1k/PW2C7PXC6Vpyfj7S0BQ60WSjEygdUYS9la+QoWAx73//q/Y8edPrdfeupvYV/x1R8Xv4zM\n39Xj8m+ksXzzDf6zivd/5fUvTRji26LN4yf5bYF/TDK+PfiEg/uiHwc/fXnln3/6kfn2xu2c+Lin\nwGS/4h3ONai9U6UyYiLeGDXYeeL6xyeeLleetwRQ6BKmBk/bxofnC6eTo7fe0ZKpVkUFHwufgYYT\nY/LWB+4nAZgoZhtSKmGwpnPebtxfX7j3QRWhtYLJA/oRsN7uXEpFNRj9DcPw4ckWd89O++FNdUt0\nK4scr1sgW4H7Q9jTBxGC6wP9qTDm5DwzIEKo+DpyrywZC6iRrOcoBfdUXqum1WfyGAkfN4oZrRSu\nZeNVhdaM1+ONSXD78SeKCiPTW6B47vD6ooxI/ywfuPsASUP3vAXByRmdMRfl2hE5mVtNe5cEx5nT\nExfFQgkTPPLnbwL3+wuhlSqWUZ6a91O4YG3j7e6UOgmNFDlp+rLdTyzys6uaIkENpYQzVyayUSyL\nW09s55qORE4GQlZOQcSIBdICVDCFzRaCsRdhi0t2hyUFgYJALK5SkiGtyV9fKylx9lCEmwjuTquZ\nZc3smGxsamz7JYNFWnbB17oxVzBebtSSKurLfuV6/UBpG1aMcM286OUP7KUyx0oQikAfPbGolyd8\nDlZdhEoy28cjB94n59npPd0SyfEolFqya2cQa3C64bK41Iz9TEfDoh8Q94E1o24tEacKvoLpnXvA\n1ipaC9ULoXnPz+mMmaQ5SuJT5xiUqpiTiWII274l3ndTxjqZcxIBTTaqTF6BLoV+n3x4dkYsjrmI\ncfLpEUl7Uhh0xpz01fm4Na71yuv6ieM2EIz2wVhvwScz3uqiz4lYBWv0MKwEfTV4fUPUuV4assBv\nr5keV55hb/T9Bq1x0coyozOpq3POgXvh7XXDv0gmAe5p61w2eX545F0bWpU+DiwGc1U8rpxaudSS\nBtC5OMyRU1k6mX0wZ+d8Ndom+BFsTztjbmz7TlMlxFlLWCuJhaWkhUzUfnES/APX77Jww3tR/RYB\nCtnJ/rp4y6MI/5ZCLCJf9+KPFvY3v55/q5v+j+62369/qev+l4r2+//DO6VHNV9bxNdCTQSP6NhU\nlj467Tk6P7x85k/f/4l//v577m+vrNuB2CLahrA4RqDzTnVjcCJmaFGMC0//z3dcyzN/aJVtr0gY\nBWHbjKcqxHbJh2yflLJR6xMijp+DNT09nfcbK9LGVUujXBpmuWeda9GPk+P2yuiTxaQWaNs1fcAr\nmG+dFc4mnfADj6RtYfroEDNVt5rijxAS08pEKTU4gc0qzXaOOIBFSFLZ0EJIRlGKbYk8HCdSnMv1\nmgANd0wCqQ0ruW9UCj4GPk7GPKF3TgTvmSr2LI634H8+fYd4p48TP2Z2RdMzGEIVkZXJaDWIEqi/\nEUvYPcfA81yIOgUFASmOH4Mlnfs9Pb77XmjuYIVSUnBUgJAUgIUKlSvLFFc4+0is6Q5hDn7HSmVN\nBx9MKuoZFOLe8Hek6RkJ8ZHF8ESEjjkouhCZacMTMC1ZhF2TRtWyS9GnFLepp+JZI0VVHh0VckQb\nhSEZ33nRlmNwST73wtHiaBRqQHBHvQEwj0eeu1UuVhNsEzmqDpmENV5HZ81cixRdVGuUtrHILUH0\nHINHaOIzkbQH5ceL8+yIQZc78mAPmBnyYOyX7Rn3YD2cEeM8WTLyPn2E6EQElJ2YBx5GkCE+W828\n+xgdX4t+Ls5zcr/1pMpZAcuksypw3idrVkSNzXIvresBZ1mprI91ogLThemaGNZqnH2wbxUthkXN\nw7Z07tOpktjXOZ3L80f6YfzxzCz7uZy3x+TpWuAtFCUoFGYohcWujXXp9CnE3ZAt8OPOtUzkoviZ\nCFGnsI4AcdzSVrXujq8jVe3uMA/krmA7erkwrgXEuGyFSSDm7CxEhHMGSGXcg0Ny0jhaClfbBufs\nGQ/skxI3+pc3tF2ZVqn1oc9x4RZ5YJLDWf0NofD9939i3Jyn52eenz7AcWe1S4bilNzvazVKQLWS\nz4rEt/xDdeF3W7jfr18KF/x6D5AnV5HHjlv1N0nCvi3ev1Ws9uvDw38sGOXfc/110fa/ViV6/Pp9\nPkQqfNNli+Q+MTyYc3C/Hfzw9sLrywv//PkvrJ8/018n4SeqhXs5c58Zg20Jcy2iCGHCd/sH2scP\nXOsTn64NqwWbSmtKu27gzrZf8Ck0hVYv7M9XnLSxRHfEF2e/E5aMY20V2fJBMeZk+uR+u7Fmjh5X\nQCmZNKYDbqOzjgOVySYJJ+lLEjdZIvffDzpVK0lM6+Tob2eBBx5pk8EPdBXUFxJOqRulZfcQKINF\n+GDbjf2pIQQ+QIohYvgKZDicAw9YcdCPgyVBjOwqZU1UJSlVC77bn/Da+DSdI4RxPWjNWDRGPBK1\nVsCsMDJYYkZHSwAdW4L4JFRYyxgxMVNmOK4Z4BCxsLajuiOSFiopNVXOsrAWhKTdR4BKxXbN97fy\nQFBqI9Zgr8JYLQ9Qc6G1pkfclSWWYRkP9bnMxRKn1p08Ku40JdPdVhBaaHtFTDBJ8FSJFBY5F/oU\nxmM6smxPhXQBLDJBOYSpxqvcYJFMcZkwBlsRxioUbQnYaA+ewFYopeZqpBSIYBUY0/Fxz4jYcFY4\nhYbUxjlJsdt5JoBj0/Rrq+XPUhfCyvdclZhJHixqHCMLuKo8UsWSa15KxUNp25a71tlz7fH+3FOH\n2jARer+xvHOGcdkL1gp1b5iOTPEbk+4BOlExZDdiTcqCeRw4wigb+9zYtsalbfhqjN5xcabPLOg4\nUYw5nTUXsy+qWQZwkDGq2iRdGWFsNX3cUhvbH79jX8EaR2YcrEwaa1aJi6Yy/HajWeVZK5OC2MFb\nF+K+UH+I12Jy5wWXPecQtuWNMQqxnNt8TR5AOBKLKkqRwfCJv96xFyO08PZ0QZawXwzdlFoORArM\nAmFIWQmaGTvuizEV9EotEx8wS8HbHTk+c4gh9RNFGmEL08rlzJXZSSHGYP3FOU/n9WXwU/uZT08p\nYqxt53K5UNue96yv9McVAyn/UBMJ/w0KN/za+5bqcvA1c19JEmryK7/2d/9SpP5WqPX+tX+teP91\nt//NV37d/f4nddu/fr357+Zh5SHQ+6ZofytMW2t9/fr7a/r6sh76AA9AlHPc+fL5Mz9+eeHzyxdu\n95/5/ocfeLvd6f0FMeMeC+uCj85TFN7moGwGZmzlA+2f/gfPUvj0vKeaWZIi9bQZrZbMnSg7T9cr\ntu+0vSb56QZrdHxNRCeIo1KhKc2MMRb385WzH0lIe+zZ1oJWG3vZOO6D8/yJNTNwJCB3gFPoBqID\nn6mEtpioNl4jC7KZZhJQkKpy0+SQx6DfzyQgtZ0zlN6DPgKx5CxvNT3OEslNPmbHZo6DvA+W5+Fi\nzkXERCIwI0V5IpSasZsuiev0tbhsEB8+cKyDlwG2teyoLfnsVp4YrbO8o97wXr9S5WQtZMrDY/tQ\nLHvlsgvzOLFs5ngui2PO9J8WYN3RcCZKjOwai4M9RFWWZyCsFHxBnzmejt5xV/Za0xrlWWaLD6Iv\natO0+WCZ0V42pBhRBEWoj1G6ySMXfC4MZ00QLQ9RFBxrolXxi9DnYgwHyc/+5s56sNVFJ3RnyPoa\noGJUJC6UrVJr5bkVRNN5v1+uyQR45KivSH2kVGUvFyKgRuARPH/6jq3tia8VAcmYVotC1GS+V5Hs\ndMPxAI1BbFlg3ZP6th5F3Fcw1oGasaohGIRR0XRLSMbpCqCe65fljk2Y58HAmF6Qe6Z9mRm1KFvb\nKb5YnqudcT5od/VB8QrBmQ807c71+kStYLUyxsRcWedkeOJCuw2EYK7FPBccQlHQlp8BMQXNSN19\nwqsHroVLEfbrhf3DR+63gzVufL6dRCiqxuX5A1YDxklDmcugVu4l8PtCbgfH6kgMzBesSVjHXBkR\nj5S6K0qgNhlDOCIQL/jqbDI5ZOVC6m0SGG9nWktbqUgVWgGR9OzPWonjM3glTEEGd1+EVMQ7a4Ev\nQBf79j2yXZDyxPTgS9V0R8RgM0O58NpPbC24LX74clLrjX/6sHGpxuXjM1vdUClJYCtCqY/68//9\n799cE36XhXu5/92i+z4+98eJNDkB8hUx9355xNeRFbwryf/qe32rNP87xftvR/TfSvnhW/Hcf9WV\nr/fx70mqgd+j4R7J7vjKIiX6PooIkPefSf7dXItYztlPvv/hB378+Quvbz/z/etnjuON40+f6bcb\nEsF0kIsQfVJCeRkdKcayQts/8fQ//if/+3IhRKlaeLJGvTSeWuFpa+jTE9GV7bqje0ObMRfM1ztL\nApknqmTkZMt4RZ+De1/0fqfPyTxPVITwQGWjqqPLub38yHkeBJ4d0BQWyrGcKGmJkSXU/YKKMnwy\nJSiRaM291NxbewqXFgtfR4rRmnFqwft7gpVg6lTAVj4US9keB4rEHqo77iMLVKRyN9OFHnSv2tBq\nLA/WDAJn9YNgUkRQbfge/PG7P1JeWgrnFEYsnhsc62CXCr5xSiceGgJfiSuLGuxxJnbxvliykAWy\n77Qt043KpbHJjTl6isGch7CNtLSc9zxQtEqtkuI3CfDOmvngDZ9MqQiL8eYUhGL+sLtB3UirWhOQ\nhYvilsXclrBWsMSZHnQcmcJaK8fmNnDvD4AFZBKpwL1gphSy8IMjnmARU+EihV4X1XbackQKZgXb\nCw3L96CGaUac6gJkpVNgOqXaQ41dCJEUEalSbcf2LRXBazE1f2/K4qIJQEEK7o6sxOFWAbH9YQea\n+ewwQ9weU65JROAL/JzUavkcqy0FlcTjUx7EcNZ0YqZQUlHW6Ky3TE7zmuP3XlPZbwhaFA1gTkKd\ncwmUmlney1Et9KPT752277T66P4tHQVbFPpwdjf6WhQVlgXjfuaE4iUZ3dJSoe4xkarYfdJDOHZj\nfzx3np8bxx3+YJW+DsYx6WNRa+Xp6tzPN2xt7CroUr6Ujl//QNxeqdXx8cYWJDu9LK5FEZ2s4Yyq\nrCFsVfExGJtjLoyZyWq2OlMKglN1wwe8jYEdwk0M1YmRISxRDBFFl6BUlA0rgxUGkSmAc33h7eeF\n0inlZL9+SC2MD04WR2mc0Zm3mT+Xd+HnHJzjgKhc/nLn03eNVhtta9gjQKmUf6wU/y4Ld0SwIilV\n35bFd5HVewFHUsEZEbg/oC2P//+9M30v7u/78m8L+N8r3v9awf76Or7pgN8LuDyyWv/Trq+HhPeP\nde4Q4yu0Pr7a5QJSCBVB8EvmaxCs5fhc3G5v/PjjZ/78+Ud+/vIjn99+4oef78TrnaO/EXMyVJlM\n6kn6SD0S3LAX2vbMHz79ke8ujQ+XHP/UduXSjE9PG+X6hFBodcdaQUuqKdcxOe8nwkB54Cw10Y1r\ndO73kz475zizy4hAPLJj0wzzEJxj3Bh9EMvBA63tgawMtBXAKPslISQsRjgTT0FLwFUzw7fUyorA\nHrs90cqc0N8GnB1xx8j86NBgiDBE8gGsSXwzEYzILqzuxHTMcndrxdACVhtqaRGZY7BmR+bk9BTn\n9dFZ7mwtqXP1O2PTQrBwnxxH57v9wnGeTDtpI2leVWRXbwAAIABJREFUpwcaHfWK60RX4VI2/J+E\nebvTfVI8f4YRi6N35gDcoJ8Z8qH2eG1QniqFJHnNcWfT7JRVG1KU3FQ2JLKg8Jw4zZAMdwkrHE4i\nUashSO6/l2Xidy1QI5GdPlkurAWlOssDWQnuwCJPFUAw2bCHRzzhMqGFiKR8hQiXtiNe6T7Qek0P\ne9Xs7qUgVpM+9/Aqj5gUoNRU09d9I/wxxq4tx99aWZI4VjygCI0M83j/RLlnqlexmjoBjxT7+cLH\nJPKMkTt9FWQt0ML0Qa6ic+SMd+b9NQNFNGNRMcV1IuR/G6JwOtY2fHWwVCzjzrw5lHy/9HzmmSZk\nZY2Be47qUSFkwvQU8fXBWQq17UjNPHJhpWPiASzSx/O4tcogw2hAmN2Y55mQEZtoATnu9FtNzKwH\npQhWGpe6o7NRpVP0xrYZa29JtqsnvTtNk0nwuga30elnejXK9Yr3Ex0jscLjjljQvBEmDF2UNhEa\ncRwsW2ymuSoTR10JORmhbNby9zE7C+Fci1I25D4feNcED0GhtUbzRPSGBqs3goPJgY7B+dMLVRPs\nszC2/Y77lWOOxB2bUbTyOuFtQKuVk43+Y2Uzo2wb14tR9p0m+z9UDn6Xhfs9WzDzyrOIqrzfSI8O\n+r1DjncVegLgw+PBkf0FnZrdt/9NAYdfF293/2bV8K+Pvd+LdzzyV/8z/eF/rQj3cNz5eqwJkjYV\n/osAzX9R8D3eTVrp5tn56efPfP/DD/z55z/zl5ef+fL6Qv/5SHD0HByvJxEwY6bie6adJVqB1rjW\nT1wvn/j43Hjennm+bqypfHy2VN2WPTOMa0WtPsbhQoyZXQBOZDwUvS/uHMxIJWcfuWeTx0nYrKT9\n4jGGxScznHnPcWC1CiUtMr7thHmStYow+537Wg80oaNTUStYZNH1kRnDPpzZtjyurUktir1XeB73\nYQWWJuFKAi0bRUoWdF+MKbhlZ/q+S6+tUPfs4BJxOYhv95dV2crOGo5ppZXJ8IX45Djz4V1KjlAv\nNbUCZ6nMvjHN05s67yzfOAAZwtKge0cOp+iWhyPvec7FqNo4JLOD9fKUohiBBxge08kIR5thAULF\nIh+gFENs5a6RymYfE8gynVXS8z3WRLRw+CLOM7UnkZ1z9JGsdxQ4KWoPgZowvLEE0KCWDZhQH0VX\nwDRyXy+wZBJRKVYSxhOBRYN1o7BTNW1nxTfqRfIgkHo9ZqRSXfWCq3yF2HhkFOxSYUVHohKR8ZYr\nFhbGxg5WMBWMTNla4SCRAS+1JHp1ZQoURQlfiIGtx7PJFMLT1jWd5XmQdhQTIBbhx6MgG6NfCCor\n0qonBqxAbc/5bfz/7b17rG1XWff/ecZlrrX23qend7BSClGIFRNJBTEaID9uokEQorSlFRv6Ei5v\nREKEFqQp2FIpISRKjAGD0QAaG1TQaARELlFA8GjhLZTy9oUiFDz0fs6+rDnnGOP5/fGMufbe5+xz\nKZxzeg7Mb9qcvddeY64x5hpzPPfvo5TUE0Tou0KmnnvOozKUHgnON+ahy0ZQ4p2j71qcZkqyVrqu\nc0TnkBBQ78wDEQJFC41aNrvLatZ3ShRJkKFDCJXf3niUenILYLXj4sNm+FIcMltmthJYn8MUJSP4\nEJl36+zqhVhAVqasNYVu3ZE60GTlaUEAmUNKuFKYk82904OjhYkxyhXNTNrKryCOpJ4gjs4VpPQm\n+UomqxjbXSmox773dhVU2EiRdQGcY5ef4Mls1JBoW1o6zThdR9QRiOR5ZG3e4bSjbSo5TV8IE1MQ\n19YD682E1SjEMGGWJqzPPbHZILofAIu7n/ewtQZZpDYmB4tpbxKyKybYSv3fgpwJCXFbvFtEFgLc\nkrRkcQUzngft3h11b9TNzHdqtvtx6KG9VWg7cykOfMPiLPlHFWumUeW01ML/QQsRLPzQb8z5zl3f\nZe/de/nuvvvYe/89bNy7SrdqfXl7TaRUSLpBS08gU1RMuInVrYa4zMryLs7cvcxZS6exNJmxvNwQ\npGE6XUFcxE0iTgKas7mFcybiKKlHPaYIBKVd3aDrlSRq8SoS9MV6O4sJEofgpMXnQtZEzkLfJyAQ\nvNjDIwGdDO1HlDavU9qqHKREn5QgHnGJ0mdrE5qU0MxMy/YNRRzkjIqV9PhuQurWjWEJoWtNiXFN\nLXcSRaWnBHOXepSgyUgXwqRuCMhtW2OwdphrrrkQGHuTOoebeLTYd6gl03tPadRi9iK0xaoAxAeQ\nwHQWoGSWc2a9C2ixWPB6r6zPWzSBlkDJPZJtnRRBXWTaTCglL5qGqKvZYMUEqGphiljtad1zPdl4\nrIsSJVr810HSQqQhOWOQ86LMvNDTkZyQp8GEmncW49eJ7Qe1WHquubRW2mVlX9Y/3RSZPmOUpAKK\nr8+sw2mhCWbdem/epjKZ4JhApa5tpg7nBfGeIgWPAJ5J43ECGjyNRNSBeGf9rp2pFCJGaevV4VVB\nAl6D1efTMc9YUxoXbNe2HU6EvLaB9w7vLO4sbohVm/Xrvbd9IQVN1p+7ZaAktZrzkt1CoRmsXe1b\nO7MwGUUEKQknQpJCybVvuShRhL4ygPV9vV91TZYcZEQxPZYJnxBc6mi7UglDlOA96rW2IHVoaChq\nCpsLAtlRsoXcUupJfY+qt/Vpb4x6/Zymsf7sXVpHxFFEcdXYWVuP5JJQbwQwZGtHmjXhvXKmTghS\neAA1mtxoGeVtnyHP0NxBytAUfOrpSrCWmS2oizhpLY9FMjEnNnJPCopnSo8jqieh4DpQUD+E4jrU\nY6Q0pYdsuRv7ZQ5BEBdsX4mjOEE1gxb60uJSS9M0zPsEyeM3hKBCXiu4LIQohAjJCxthxv1Tz3S2\nxHI3MxKqB4GTUnDfu/YAq2upbnajyA8xglizCdWyKaSo1iViHXHUrPWU7BDNWK3e1kYlsCnATS7W\nZDOwh3oHATyUVLHlWptx+EHQH0ga8/1hq9AuKClZj2w/eBJ0M0nO1fi1VLKVwSMhYhnga/tX+X/f\nuJM777uT79x3L/d+9z661Tm5XaUtBemzbVRfaIt9YhEHJdFLwE8nhMmUs2a7OWNlyrkru1he2sWu\nWeTMsx5Gu14olZWJbC0SEUHTHBci7cY6WQqaevoNa/TR5gyi+JIRcfSlEEVpQqQviZAzpbOSm7WS\n8b6h73sSEFyh+IDzM0ruIfdGMNL3oJm2780iU5iEBnKiFGUSGjaSs8OgdEjT4GqtrBQ7rLzzOF9I\n3pFE8cHTLC/jagglxEpoIyAK3jWo81U5tBaUqFrimmZIQ+s+hxsIGVygbXtSn6CSxoiay3nJKa1A\n9FNSyfT0lDLUOJsS4QRcckz8LsQrU8nsClPWXEtbEqs11NBlIwix7ZDIYQqN3WtKqXWkIMGUg6k4\nps3gCBYQxyQHtCSKZhMDLlinL6VSoDqkequyF6KfWoy1QKvWuz0GUybNd2K+ryL2TAmWER99JdmJ\n3u5r8OYOV/O4Re8tyVDAaSU6UTGFYckTJRP9xOZT2yrmWlHhmgYnMIsR8Y25dxvjzBY2XcuungFF\nqQLXSH3Em5Lep0TJ5vWhdOaV8FanrkURhcQGwUWceJwEcGJx/mQhJ+c9pYB6Rwye4kzJjFrIvpBz\nb5wGWdm35pl3lmxXDyfjx/aWqAXgo5CLxxXPattaAmQu1tSFDJotB0RrP+iaKhPUEvVaEqiQVWrC\nXsGpKQ1FFMeaKcHek0VxfkIUwWdl3TsCgY2NOSkVVBw5mcKwnnqyL1DL83AeLR1FzcJuxVGqB02i\nx3VK8VDaQnGOWVlHmgk5Wv3zajsnx4yPFpLKPXR5blZy34MUCh1aJhTXQOrMQveC5J6YhJxaBAt5\n1S+B4i0J0blMKs7CI2IljCUK2iuqPT4LJQk5BEQavPf0Ra3jnTe2trYzelpB8CrMi3lTXGxoOyHO\nLedDxdTW9bDKfdMZS7t+ACzur9/5TVb390yaCbNoTEUxBGIwxivvAqH2+wWr/7SysHrgiJHj53qY\nqG4KVydbyEcWVnaNmQO5lpg577e8b9PlvKiHFnvcYasyAJtxb74v4b01SzyVTK6/B++ruxXrW13n\n46vGdmCS3bxt+Z+77uGOO27njnv28t937qXdtw9NHX3b1mzeRIenLZlYIOfWMn1zT5cdYTIjTiac\nFpc5e/cKDz/7LGKzzGkrkeWVFSQKvRaiOPqNDhUlxMYsu9rXNmstWclWhmaCSihiRBLTEEh9jzjH\n6toqokqrgU7NCp7EQJ8TWt3mGp0xhbUtFKXvszGhiS4EY9dZswjJ1sDCOU+XHaoJ7wPRe6Aj500u\ngD4pMYC6wNI0Ii7UQ8/qoFHQ5AnBU3QzBCPSL+K8UswdCzXhLFrORYbaLKNYMwwVpGZWU2xvTosn\nuYRGEJnTOHMFzwQywrxLRkKToatftYjCxPoxL00mLAG7+pa+ZLquZT33Rsbira41l46pszpXh9Tq\nhPrcVMsP1Og4BbLvSCgTMdILFZiIx0XBx6VFKpWooOLoOyGK7cupQBCH0Yda32/zPpqi6bW+NsSI\nRUwxVV0ko0mBibPntGD8z6Fpanc3a0O6vDIl6xwdQiyNx/poWIlZwFkc11u4hJoXYqILS+iq2pgE\nV92tlreQVC2XpLdOZs45GoRcwz5OLOShTVVCfM2zsQNn4RW08J9aTb+D0qkldUYjjolxApLwTtGQ\nSbkwmQU21qubunpE+tJbf/kwkLRgpYYIbhJrMly0ioU+4yTW5NRCkkzTePrKX07Ktn41l3pRsS5n\n2dz4Zv0H6/fdJ0QzLigdgnhhiWC11bMZKff0qSPl4XwUtB2OWcsRWfy8y7NRMLpYK0qnDw5ywcVI\nKT1FZgiZ2MHUReJkiaKZ1G+QJdH7hOZAHwteA3ndfteUkJQokukIuGzP7nrp0JQJYrkuyQuSO8xo\nllpSbPlSKSgtWsMaHjTR9WqlthqhXyMjLC9NyL2jr3LFSTGGSVVyKqTagyF067SYgRVcRHQDUHJ2\nuHbO6gNbZMxR4KQU3PfdtUq3scEc5T4JNCHSzKy1XGg8S9MZPgSCn+C8rxyw2A2WTeFlxCJmWYfa\nYq3Uw1dkEOKbrdcGK0NVyX3ajJEvAuJiLkapPYtR09gXfz4wae17E94D81kuRgBRXyWIWS1FLE5m\nZBebSXEHsqfte2Afd/y//+b/3v0Nvv6db3Pvd/aiGz1tu4ETxTvHhnaUrDi6quyI9TrOhd55vFvG\nLQXOaJb4kYefzcNOO4vp0i7OWAoQJnQd+D5CNyeTqyekGFVp6a2RRy7kZM3rRYQsljAGUPoOtNCR\n8OpYVyuPKQ6iL3gJlqQTIxIgZoUslPUW8Wa1FrVYdS6F1CecBFxISCrEEJBgAU7nreQs+mC0os5c\nwBojWQs+RHxW8EKYCeutR9Syn70L5NzjsDhw1xmPc4xCKQ4p1jDDSsSsWhmB1HZVvXPGzIZY0wmE\n7AUXPcMOSSmBau2b3ZFSb0mGRZEo5ib3rjraQXOmKPQFiheyGPNZyTBrApOc0OUZy12CbM/CbCVY\nE4wYzLOEGJtctWATgFr8VauV590yXo3L2k8xJiiVRbvSRKGpWbHFOVyEULv7CcaU5xwmGIpSxJpx\nqAokK6M269li+pIK0UdciMPWNwWpxsfV+UpxbHFvYcJsaUrXlUp5qhSnNM4RQrTQWknWKtM5HNm+\nq1Jw0UrEnFQ2xSrICbY2LUbfiioyE8twJtTkNbdQ7hW7V2YPaO3glQFnMW5fO6uVZPW+KhYHV7Mm\nnQiuZDMYEHIS4sSzPJmwX1cp6tBUFUwFQqBPmRgDOXcWClCqgmiUuVYNWujVqGTBSvrm/RwvBc0O\ndRbCcgLFmRISkpiCLaYkJMzqtNvioesI3vaguIjD0zQRLw2xsdLGosVa5Lq0IKjJms3Tg6Dra4Q2\noZoo4kgUKzdUe3bbYr3HNSULOfXQ9cPZNkF7U3gmUSlif5if3qLJ2gTnNaHkiMsW11ZJTGRmXewK\nCAnfWda9ZLOoSy4LGy10wqQoPYVezDtFrs1Z2g2KWDXD2v4OikNrWEtq4uTi1NeEkulRpGCK4LzF\nBWfnYMmV3vfByYmTUnDfeee30LbWB04aYozIPqWJkaaZsRr2E50xKYVo2nLTTIiTGd57grPSEbOc\nHVqEVOqDQiV+qDFv7y2hJIRQ48WlWupiRBrOVfd4FcJSaVa1bLrWq3Kw2RRlk/HtwQpvi9Vnci7W\nfk8Vj+B9WAh0qQrH8HkLRaXuupwL39n7Xb701Vu543++zde+fgdlbY2N1BIRVDJtTnRtYapGbGFP\nodoDJ2KkHCzDsnDO0hKPePh5nL5yNmEamAZhIxmVpVDYt75Kma+TJNOqlWZ1yeLlWWCja02Yutqn\nNlvtdimJ6CwBrdUp4lh4UqYx1DispxEHfcb1hZKVeW9Cl3adNmXjJp8X1DuCOmKwHso68WhwdiAV\nSC7gvKcTa2RQsqMUxTtTWrqup/EeLYF+NZG7bpHkKJqr+1XrvRY7iLN1eyrZaFSHzGIrpSumSHqA\njATI1XJsZkuWv1sKUjtDWbxWrJtY6k0Q5OoxUiv1Q6ycx0LopX5uoavEHX2fUa9mPXhPnzI+COoS\nITTsXlnmAV0nZ6UXU7ScBLMEqVnRCmFiXde01CoG31iXNNRi3d6hQ1hBC5Pa/chc3LY3bT3GbIbW\nkFWtYxbULN/6jAxUfk7A1bau4szdaAxiFjMOYs0/hrBBI1UATzxL02ANTIJZ1ZPGeA6cDzhp6jNT\nw0nOLT6z6t/VoqXWyJkV5n2Dqp0jPnizpqmENFsqN+w/sbCDF0qYkFOHqoUitKhVUIQGF6Jll5eC\nAxqNdF2PakI7oZQEGLf8RlfwjY0fPIRNDuQ+m2ciZSRXZbiGMrT0xEUliSDJXO1d3jClRqF3lg+S\nktG1SvSQhdxnW6sK1gLMQgiqytxlkjPPDbVUlGJ2ZN/PwUOIwUIq1QPqgq2/aKbBGn10qVgJo7b2\nnJaCJK3Kr1gYgkRyid5r7eNu2d6aE9p3qAi5F/p5Tyn23BSWiSGDRtzSjJR6crZQjaYJvTM+/+x6\n06xdMH3aZXyuZ2Cx94gM36unUSFpj0qypOBi+7dIwfkIpSenGmLxHpGOZEkpeOfJ1djyYlUFUpP6\nfLGGKBNnORYPBiel4P7i/9lDKJ7m9IYm7iZMlnEEfGyYRY9vIjMvnLFkpRNOLO0+Ng0hBGKMIIHQ\nGF2mDwEoxIk3K7oIEgJeHCEY9SPd3JKMvKuEFuaKElP3N6ux2Iypl6rhLixu6qGwzXU+aHHDobjz\nN7SoyS7FkktEcMWEtshwaMumq7/GtHXzg1CFe+67l9tvv4Mv3H4bX/v61+g3Vun6FjCtcd5lNFlN\n7VIQcrE4dhGQ7MhxYgeTNkwmibOnuznnrB/ltKXdzBpPcMJ6a/WvTbDYu0jL/W1LLtZZLIk9hOLM\nutSidHkDSRmwvsNKQURZ0wkTtPYpVqJab+i+NRc+6ljvO3PnUehLZr7RkUpvCllvtIoeRxM9fROI\nMdH6ADi8FsBKnXJR6LPFLUWgJEuIErFkopqgJiXjmkjorGwpek9SV5N3gh3gxZS8IsbhbcLArBCP\nWZbRiTkWnJiF5mvfZGdlfKjShE2BYgK6lvP5JftOvSLBWjOKN1eRZfpWYV4Sqc8sYT9ryeR5x7zr\nzIU6MSVm2JPNcsOSWpin1Jpe+yBnF8QSNwWrQlC0uk2T9T0Xi19aZUMyfnbvaFwk+rDwSDnvQCxT\n2gVTmLQKDTNLB9f88FxYrTw18QfZEmt2rjbmUEsKg0WW+FAcefruXdzfBws/BGiCx/lo5Xg1iOYQ\nfKgln1XZhnLA8yq4idvy3BdkUBYSaFIQU/YtWQ0QC9/YnD25JtKKxMo/YKQsmjPa5kriIgtaUxVQ\n7y2PQbLx3RfrXe7dBEdP42ogUEzQSHSkvgpzr7hSyAgJKMnT1vPEqUATcRmaGmZyYnczlcwEhxZv\njHFZCcEtyqS0mAVeckaKuX61K/Qh2ffhLSzgippXQQvFO7yPNdkU4zWQyrVREolCEGGJQkuPlGJ0\nuFqz8XsL17V4HB6Nnq5kNELqOitvIxhvv3h88aQ2ozmBFnSj4DTTinlRsjqC6yhOCSmD88TiSSRK\nrJ7XoJRs1SG5QF+M+XDDWd6mKGgJSHFWj0+GkkAifUoEtZLR3Cdctuc3qvW0l+AIzjLnVZW+JrJa\ncrFQBPpS2KFl92FxUgruB+69h64o8kBE4900GnDBaiyXQoObTJjMAi7sIuiE6fIy0xVhIsbI1NTG\nFc45wsTYIGYh4CcNIUR8aCx+5j3WYtcy1V3w+Cr4RQb3u/UJFnH0Xcfy8vK2g97VhJlFFnwxF7Bz\nrtZSw+A6L4MCULHQ1qmWdi6kkhelXc5Z3FqpAnuLaw4qkUo9DNc2NvjWf3+TW756B//nti+ytv/e\nOqWWslGgTfgAYcnBxK7fa6HPgsRgbFUS8HiEDh86di2fwVmnn890NmG965inDChxEkDMKtkomaU2\n8kDq0N4SsrwKrnTM+0T0QjtvWYmW2JNlinhzVzs3QehIovS6RlQjttBsFmMpha4UfDZB7x201W2G\nM9ayGB2T2ZLdq8ZKr1o8+IgZT8YGEHDECCF6nBeWmqZaUIHgq1UoprQ5EXadtkyk3fSiOLMgrHY+\n2aGFR8VYw5xYZrgzN45ZXmI5GVLdxGi1QKS6Y6snxzkr8ZMhYaamXAyeFVP+PNHHhZKIUq0JgaYx\nizlb2VueKctA381JqvRtb+GQ4Ni1exlxphT4EGrWfk1c8mIhmJyrwKpUJzVeqynb+hkSOcW8XtUi\n806MoAOrfd2cbK4VHsbepkVrBQB2JWe9pIXBe+VqcpgyqbkEIlRl276PRfljFbDn7N5N6U1ABPE1\njm5egcFCHMonB34HcVLd8NVbVTNeBfvuhrh0CMHWP6nRfLVyI1W38M5psfkUNUUFbJ2pN/50V+8j\njqoMWTa51Ox4cQHvmxqeU6h85XF5it/oyV1e3K8QIyqFZlJd46VYkyC1/IrkrExN1RSIBJRQG+tQ\nEwvF4c2UJ5XCNAajEi4FrwVxijZCO++s/a4W+w697Q1VSF0mqUAxRjmPVuKnddvrQ0jSYS6N+h04\nEXLKrM4thON0EFyZBkd2xpbmitC1VpONQElWI48zd3v2tTd8hL6zhL+SAlp6SjdHU0FwtKr2YIqH\nvjXPSp1cqTkqxXcojhJASsTFyrWvVFe6kEOlkU52vlj10sS45anES1nRbJnmwSVSL3h1FA+Kw1dl\nQJ1aErBW5fMHQXDv23Dm3isF37ashTl5w2r+9ldLrjgH4q1RQnW3ShScRKKPTJ31gnbRMfD9zuKK\n1eh6j5PCdBqZThy4xijovLkz7OGx5JWI4sWSbsRHvHjrvdoEmtkSy7Mla9E4nVnii8hCaLvqkrOD\ngNpuMi9i6tVotsOwWh2+WhreG7HFwDmuGAtT13W0Xc+869hY26BrW+6+6y6++T938aX/+yUe2Hcf\n4pSSW7QFv9HhpgG3e+gvrNZb2YVFe8zoLGGqiRnxPc43RBomZTf7V9eZzxNNcKhXkhQT2qJISUhp\nub8J5P2Z7I2cQbL1W3b0UBzZC6t4XEkoc4xNQo3YRDJm6CqlmCUj0VuNtBcypTbYEJrGPCQpdQQf\n8HEXcdLgGiXGCdlFEx4KE2dJTpNJtE5AoSH6mlgUG3xjLlAfA42Ptb7Wri/AOWevcLdbrSxXJkTM\nsraqhipZqUaaPYwY8YaVE0EUszpFBXXO4reyKTzArNqBn8CSuFi4ka0Gt9REpxobLJWYSFxlZWNR\nEWEWm21dC/WcRs6ZeWskIc7BmWevcF9cX4RwBsVx67lRqtUv9bq4GmMudhAO5D42PxNypVrwdggJ\nQ/JmzoMoNyGjJVtGGmZtDCEoy+CWWhplz1FsQq3l3yyV2Ywp6yL2DbA8bViZTheKlvODklsH1nku\nqI43veTVut68CcM1dQhBYfkg5uKyh9ZjbWijDl6KwTq3TmvDx5ZJYwpkTShdtBVQXVTGLDAkvtYz\nAWBZAnM/gSVdKE06tDYGsrd74YbEyWyMgUVN0Xdq43JKxvJXiaZSGhJzlYgzL4EPuGylgsEbm95K\nMzPvmBZS1xkVfLGwUolQunWKy3X9oJrxEmgLVpev0HcFFp3fbJ/GEtmYt3bK1vCMIjiXLWGShr6b\nA4HSZovRq/2bar/2XATN1g8gIGjJaOmQLEychQ7mZW6u9pLJ9DhxtMk8Bkqq35cpIpLTYk/1mEfI\n9qlYjknWRSUF1WGTS18Nq2ieWqe4UCssAJcLKWGCXCqZFKZMOa8UAYosvu+jxUkpuInmspCMLbob\nyha03kyoooxOe3sKA1bfCCZkxawhyEQx1009JcydKVaLavnGHqrVFaJllFs2qzCZNHQug3lpWFq2\nln7RC0uzKUvTGSHMWJmtMImBlWZCcJGllSWaydQsfkxAtP0K9967DkVp1zcsgzY09WGCGAK52EOX\ncyH3iY39c/av3c/+9VXu37ef+/Y9wP71Ofv330+fMRpP7dC2QzHKTd9aDap4R9ndkPqMcZcIzByD\nB8Ceq55eBI+nV6Epgb63rltzfz/thqUviWYyxdx4JIaTzokQ1JEKRkZRqgDzikjNXNbMkNXvZW65\nBbUaAFjUmXrXoy5CK6hPSAnVchbjLk/BsjqXzqCEQphM8LFhEq3VZuOM/tD7wDRamGQ6nRB9NI5i\nhdhM6nc9uL5rnWv1VdVkcCbNlMYnq1vF4X21SoXFIbU1ZCFirzlXLXzvFqRBIkObS1kc6CZ8B8Gr\ni3+1qIVFoFrkVdgP8/NbSg0PUALqRczFrZuseUvLSxbHFOH003bR9bL17RY/XcxnU5oMwhuoCsnm\nfLd+5KBcuuHmMVyTbZwI1nd4CDWxWKvYDcF7v0i2lKoAb88P2W6WDO9TVeLSlDhN9Tt0iwWIHJpb\nYZNEabsEHSiXB4VoGO6dq6Equ/jBdMw7Y6i+ScLQAAAVfUlEQVT8GGq6qfdgs2LFCHqoXrdhDMBp\nzZRukuhTqZnjQM1at/smtSzUJiuNs8Othti0Cu4+JabZ+j4X2dwjJaeqUFmOz9DiV9FKQ+ss1JaN\nDZAhQbb09LknlwklK13bUzL06shdomEogQTxqYZ/MiVD9p5GPMmpKYkiZhxpsQoPccaAOI01Ec9c\n0aXvEc14yaSSEO0ZunglAJcpGKWw+kQSoWRv7IrqEA2knPHO4ymoWt6QF2eKSdXLgnpzm6vJm1jU\nqnpEKFi1QylDCZntMyq/BtQSYwErFbFQuhRnCaupQBILG6ol4BaqK+pB4LgL7lIKb3rTm7jtttto\nmobrr7+eCy644PCTmgsaQT0wwVQXVbQz96hJXhMSxBrsSgoqaA9QYx4RcNAvahIsAaOeMmwMgWtX\nfVnOxhLqe1CjFURrMoOD+8AKdU0JGKpArXmjzTPX2JAULGbqHS564+6uSUhLwVOKstp1dKrM53Pr\nE51KLVS1j6W1RAqJceGeTynjgyOUgjo1L1Tt0KRzc1eqWt/q4sDqegAKdPUmezHLXgRXSyFEExRP\nEGhTT5seQCi287B4mi9WluTMrMOpWtywFCwRycpEpID3vREhWJeRyoJlAr3U18RPIEazMGOwxJho\n5VaILDoqOSA0keAds9gQY0OIwtQFJk3DUrTet5PhGj4QJ0Zv6EM04czAmidVQLgqIGA46FALUSz5\nhl1Lk4WAHpIZka0Cd6uYM5gLdvMhjAuGv+3vPPCYL8PT7q0WevN6skgeHITggWO3CR4xN9zW10pR\namsnYjNhFtNmCGCHCQ1CYZMH35BVt61XOODe7HAvhjUcON8DuRK2Wv8H3tOjQYwTmqY77HuGb2XB\nxngIoqXttMeb8zv4zsPWlW9d04Ll0d5knrgtn72dbkO3XcMEqilvzcoUv5HNDa26xTLbVPY2PRyD\n927TerPv0TELbjFKBgGtpXbEshCYLihm7XoLBVJnLKptaptZqJZy15NKouSe3HWkktFs7TgT1DI0\n62VgoSs7c1dWAvv2tVayVsxLkIc7LCbf+lIT7EqhTwVcAwo5mRJk7ngLO5QCvVZLOvdmxVamuaKJ\nvhJQefF088HiNk/npk/TPi8PRo1aiCDXnBAVahtpE9oizsrfqLInKSLWBGm42fY5dnaiitb2oZb9\naGIld2yey0eJ4y64//mf/5mu6/irv/orbr75Zt761rfyx3/8x4cdI4B02x8TH6wGUhUkCKlYmzkV\nQRJ2l5OasC9CpQeyUh4REI/EutGrUDPXVa5uSKBsdRwe/PDCQpWiRq1qaZZ9U2nLO/MgeH0dskYl\nNtly2eHgEMXa7lDT1IFs89TgaUIwizZbgpYWobRKX6x3L4C4BuM8Meo+ehMCEkrVkotlN1eSicVm\nyrV0qRJ8DCs3Jh+xzVqzXKnWXxQTg95JzQL2i9I6cdGcH8HjfFNDBZ6wNMM1DdFbZywXGqKf4JwQ\ngyV9RGFBtu/AYs9VoHpxlVkLmhBZms6YxUicTGimVhYozmpYow8LS8lFVxOSth+yCyFYk0Ts581/\n4zTiVgOb2fs7btVt1zosjhDE2uoO9rAp6A8UsDtdGtkmYA8UozVVwu5dDIus7wEHWpyL+3DAdY7E\n7bQjr/+DeO9WHCqJE3YW7MH56g06Mo4UT9yqRBzuM+31A5Sm4fctdMsHXnuHT7RrVSHs2NwPk6UZ\ns6W0qURVr8zi87coV7kUZGtYYYvVvdNcBljeRlkoYsN6D9wjCy8ONeyhQ87HMK9C21sZ45A0aGEG\nb6Ea7y386RynnzHj7rtXh4ubotB39MmIbHJKqBa63tYewqC02lUtMdMSboek3lRpZftS6FKhy52d\nmzXEkHMmaUJ83CQBMtIHtDgztzXXPAtr8QpqShOWi5BKpmStJDxWrisq9K01zwkzYb7e0eVC7tra\nqVHJdFb2hZp1njfMM5ALORby0lbpcWQcd8G9Z88envzkJwPw+Mc/nltuueWIY9wubyqXsHgADowA\nhIWrCGiGHw7emoc6bDaNmhMRLXgwNsQBa6hDh0ohBEsy8QICnTrrLOVNQ804GieEylnvpSbIqW38\nIpuWh+AxTmNl81WIVr9U3b2NtQ50gRAaq69tZkwmjtAEptMZu3bNaFvrS+wFywVwQnBCiPUAipZc\nNZ1EQo33em9EOrBZjgdUF3ZVIbYI04HqVnyseQomlLdazwPcwuXqFuPtX7b9vu3Ob2Gbi9FaQR7i\nWzl47CGkgR7Fe3YcNxy2W9zr38vnw/a5H2RpH2bszlb00a/h+8HRrmeAq16UnbCTEnCke7qzD+Hw\n1x2E1Y7XO5r7tsN7nPjNJNWd1rHltXjQX2GIm28K3mGuWz7jcHM9IJxz4N+3XVthabseswgJbe3e\nCMo55+zCxf07rqXUpFvZ8tqiUdJCOdruDdIqnEupNMspIUCfrSFKO18n94khEWxR+VBzAbQq+2ab\nDX5U4/MwJaJyHuRsQrvvNj9fdWFZL69MWV3dqGEzyzvIWlCsVLPtE6k1D8BGV0haaLvOWCQfBI67\n1FpdXWVlZWXxu/eelNJh25j9f09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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pivoted = data.pivot_table('Total', index=data.index.time, columns=data.index.date)\n", "pivoted.plot(legend=False, alpha=0.01);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Component Analysis" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1610, 24)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = pivoted.fillna(0).T.values\n", "X.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1610, 2)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X2 = PCA(2, svd_solver='full').fit_transform(X)\n", "X2.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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t3Ul8Rim2cR5/+/MjSUdFi401X4j/zi23zPqb19Qkfc75PM5MMl3GCUyfsRbi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X2[:, 0], X2[:, 1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unsupervised Clustering" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "gmm = GaussianMixture(2).fit(X)\n", "labels = gmm.predict(X)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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g0xtcfHClC9/O6AXaqp9Jpz+G0RzFx1c0iw5Xh6N1aIUQogpVZTfsnDlzCIVC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X2[:, 0], X2[:, 1], c=labels, cmap='rainbow')\n", "plt.colorbar();" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2Y9gURq2wujLa8f6XvdjoWM2Mb6601FUkj9ozPldEOT3ojvvksZrharPrn11E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\nW7Gfnmb8fHOhydJ2i2raDQU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2dG16PbPjDrO164RaN1fMrLvWTBacmtJ0XdpKpF0ZkSQT\nen1KKfSWKiRESjFazQybTAyRXtUSMIoqUrqObCoCIXaBjq/AH2ndjB2lFEUV1AShdI2lJRKCYURQ\nyDkCAaqIWSJaAbr9PUgkqyGhEK1gFEKBrJFWRiTLKJGSfdbOfvFgx81FN5BrfCO6gZS61ZF81r6d\neW6cns7a2XVmR8d7fzaYsXPWQFEzox1ntso2LpBFFLW1/UzbsdyviAEGTVeXHlOAnMGM2O8Te/2u\nIYRkRG0mpV5qymoe0GqmChXH62OkmM75uip0H9ss2JkGtTOIdqLP29mRtW6HB3wgzu3W9ELRBSGK\nERQicXpOGZamu75YTRo8Ri8FskTElPri4+RBJhfFTGlViKKk1BKCdB3Z6DpzmSqBSZbeb0qPNNVu\nzw4KYuPqk4xYwhQsgXYlHIQiiEU0gabYdWhDUItd4E3oZu8EoYwaUuqBGMNcqEywYDRFCOp7dvaD\nBztuLjYrYZvYrJRtnsMOp7N2dnHTPxkautHT2WjGTh5vlu3+fP4T2aTM7Oz5OluJIbDUr2iLkYtR\np0BuGgBSv9+1xoyJZDKdHbAXosJKXqVYoRd7HK+PTTuvnW1t387GTQpm0Zxg+rPSJIj1C8Z2rC0o\neLTjDiebBh1hOlAUunNiCKHrDtkMEYn0QqKXh7StUFJFffwYJt3iiMbAsGloVenXynKvoqpABCQr\npS1d++EwnuXjmZ0jzUwpVhAxgipmedxoRzGB8UTxbnNOKJRshGSQIhVd5kcUpARyDhgFYUDOLUUD\nichq01KJEFDathB1sm/Hr1/z5MGOm4vNOrGtNyllW99Ja18yO7u4YG3VWnqjxgVZ1wIgtfP/zEkD\ngZ1kdqBrZjCZAKFFKE0LqSKkLrMSez3qFKDkPe3byZJZyauoKUtpiWP18nlvluvxvh3ZoCvb5KZh\nFjfcMcau055ndrZl7bU/4ANxbrfWXSi6IAQgEEIkxsBjowGDtrBc9TmmLTJoyJqIdU3vouO0qyNa\nEQhKUxqwyFJVWF6KxNQtiIkJpoXSFkKI4LN2jj61ru20dudH1UIIBtYtzBKBkCB174VkBasCJSSi\nBVIwjNJ18jPIphAKJtKVT8aKtnR/DglaKdOSfQ925suDHTcXayv3m7/FUupuUtd3ZdMZ3gSfbVLP\nvZu9HVsNDZ18bv2eIDGjioFenMyc2fwi2U1oVlIKO85o5aws1ZHlfqKMGooYVtfTz4derwvQSt5y\nkOsZj1mU04OWXLogpZGW1TIA4Fh1jKWqv63Hme7b2SC7M50HOKNaqlRNZjf5zcj5TF4iHyjqDq/J\nnp04vWZMZuzkojw8OE0I8C0nTlIefYTRoIHlY4STx8nFsLYbemwBGoygLb1grIxOo5q7PYBFQZRS\nxpvIzbwb2xGnpTAqGbMARdAiSOz276BA6t55EQUVkhohRKwGDRVBBcGwkggZNEZCKJgWhqVQWSJL\nYdgMiVUii2Dj66wHO/PlwY6bC5GuD+hWZUohBKo6nVHKNu9hhymGbWVazja5id5qoOjkuU726vRi\noIqTzkCb/7xuDs7OStgmmiykFDl5rMZKZpgFXdcsIMRIqGoqFClly+yOmTEYFVaGmSLdnwd5wLAM\nCUSO18fopXrT7z9bGu/bkQ327cy6XHESVHuTgvOb7pfyYMcdVpMObHQlbf+fvfd5tWzL8no/Y/5Y\na+99zom4mWU+nw+RR4LVKhILpUoRhAKx/gFJsURs2JDCTglSilgpYqOwU1VqRxu2UjQpEOxLKZSW\nkIgIgmJHfA8kzXyZeeNGnLP3WmvOOcZ4jbn2id8/b5zMG5HrC/dGcM6Ovdfea+255hjj++PJ6c7N\nVChauNqN7EJi+v9+gJoTP/kEyRktfX0LIjSrzDiDV1qdsYcPQRcMpapjraGtGyD0vMitmfIxozuv\nddtp84aKQRDcBHHDQuzmPw6YE8zBBI2CihDUEQwzQxyW1cHNZKHVipiA9Qav4Kgp3jYa248CW7Gz\n4b3DvQv73kSPkfLTAaPnm8ldWE/Du5sUPFvQPAl9gsZm7tSzDTWKtxOBHjD2Mr53bf3n53wd9+6g\nZrXgr9Ch1GaoOUMKXISu2SkeKM9McGQcSDHgpb7Ula2pcX2qvXgKQk5wU088mmaiRK6Gi9tJzZsi\nhkiQQH0Vje09nedw1u1sxc5rcdcNhQ0b7hpnzc5t02r9o6kztZkhBy6HA8sPfkg9LXBxSbjY98ba\nsnRqbXCmWtDW2EWoxxuWpWCtIfQGlTZDa6chnW8Zm27n48Vtxo72UY6r9iJXwVzwAOrSXdlkdbZs\nYBksB6JDFqeKdEMDBcOJqbFUo1UlS2RpDbOCYtTam4Fb1s7dYit2Nrx3PNawvP7yOlPZzh35x9bT\nd4N3NSnQF+hyzjin0fdOYX/cEAJu3bIy0jf7z053zkVNnSZ8mWA60h49Qh9+ht5cY8cjdjy+9JiW\n1cbCNGoAACAASURBVLZ7yJGgjf2YsDxwc6pP3ZAl5W4G0R5T0548hmlpXJ+6Y9tuiFzuE016d1NV\n2Mf9S40IXockCed53c773nCf3f023c7rcdtQ2KqdDR8q3BG6ThzONvYCCLPO5BTYpx2n73wXMxi/\n8vup2unF3hq+2k/fuCJWyRROpxMncWwNSmkVzITaKqaN3s6HzZHt40XTRjPp0xa33nR0QHuQqBHA\nBMTRsVGD9qImRCwGxCNRtGtoLWAWegZPctQry1wYQqCZY6vxRV3Oxc52Xd0l3q5Vu2HDG+BFgv2X\nQUSIKdCqoSudK8jdUWw+z2RH5MWamsc32scUthzklosbvOIGpTkBB+sdI9wwc+qp9qlO6yF5EhPE\nAGq4NqxWQn6aPmbm1NZ1PtENt8Y4jowaKc2YlsfUMREhjjviVGlLwQ/D6lh01ub0z33MkarGzTJz\nqgu7PDDIjrkYl/vn7aXfBClEinXdTuTxc5xDWN/neY4x9MTz9VxteDG2yc6GDx9dOXF2YXOHSLeV\nbl4ZQ8IeXlOOJ+LhQLi6xIui2nUYIs6iymLKoIY+OnFS5WQRFyV2mTmmfcPbquK+Bpi63103bsOP\nDe6OalsDuo3gRnHHg4ElkO7eJyKIN0yEMBbCMtAAzQKWEC8ghqmAQlEjhIaLUbVANRgFtHu1leqM\nDiZbsXOX2IqdDe8dfi52XpKx8yxSirRqtHr3G9V3neycQ0OfJWSdM3ZylD7+9l7oCI7WBZsmcEd9\nh0lgPLutSdfSqDphlxgPI3GXkSemYd5an/DM03PFznmqM+aIlaUXYrvM2Pp047Q01IwYQp8gpYSb\nM91MhGGgrgWRuTOkyG6ImINYt3EVgSSZnLrgtzYlp7cveJ4MFx3j8NTn9r6piiH086NqpHc41p8U\nmPudNhQ2bLhLuDtOF4ab29oR755WxSqOkjWxfP8BAOnLX2KeFclgS6WVysVu4NO2YFa50MI0HTlF\n4YYdO3oOSlOnaUNrRat25zfW1/6xfgIb7gRmNO+aHZojwREqpoJ7hNjd+0Q6jbJYd08dxHELWAJN\nAVHFs+Kau2mOh/XfKUs1tBRgTzLHJFBaIxhdH7ThzrAVOxveO95msgPdSUsEtHVe9Fu6L78Vgki3\ng36LYuecOB+jUJ/53S29TYSy/j2HgHvDSwUESYkUEhYGfBhIKd4WNTpVJBjDbnhOvyIpIXnAa8Fq\nIeReLLg7pRlBepFlxwISyMNI0EIehNaMm6lzz8/HWD0wn2aOHBmHRIyBe/uB3RCJoTvVxRC4qQ2d\nAriQotAUTotyL4a33iAHCQQJa1YBt8ePv//NdoyBinbb821leynctsnXhg8ZZ6pz10ia90BRJ9C8\nhyrLTaNd35DGETlcYeIYAW+KaCMMIw+vb/BWyNORB3piigfEBxqRUSraBsx606mpcjtJ2uhGHyXc\nDMeorYE7phVEweNtlIbLmcXm7FBmHdlJAxvQAORMrF0foh6w2pgHOLgSglLmQFkKB+3MBs8wt4q4\n0zOj7J0p4xteje1T3fDeYWrdseQtNlQxRdS8/9s73oiFIOgrDAOehT1R0DyL2+eQbkIQBFIQXCve\nKiHtCRcXDLuBMIxoDLeFzq3l9FpovPBYd7t+DPN8+7PaOv0tpwi1Ak4YB4J0ml6QQAqCre8xRWHM\ngfEw4jijKz91f8//9fsu+ORyZDckcorEcwFmyi7nXqSo9+mROXN5cUDo6/Csbueucl7Ok8TNke3V\nMN8obBs+YNyuuQHDVipbb840r91Wem7gRjzsKZIIOdLMaNPCLkMRmOqCLTM385EWoNUEDZTUm1Xe\ns8tMG2Vp/fV8y9r5aGH9HlXViasTX1HFvNPRSAEPQoiBGBo7K8TaqK4MOJ4CNTnBIpFKW69Ld6MZ\nEJ0moG3BTXHrv1NTfGVq6FZI3xm2YmfDe4WvU5C3pSilHHCH1pQ7MmK7xduGi77Sdnpdm866+HOu\njtUFEOK4RyQS6falT+bt9IIL0isspyVGZBhAFSsF4NZtbRwCVpb+uGFcJzPdWns3Ju5fDty/HLnY\n5W63HTO7ITGIcxjTC4s3Ne0FUcp9ktWMIfegvqXqO+XYnKlsdbWgvs3Yec87bhEhRNmydl6Bu8yx\n2rDhR4Pz91tWSlv/UxBanfClEeZKzok6HPAQkCS0uUIppN3IwzozlUcM84mlNUoMmOXeBPCAmmFr\nA0uboq1P6bvF9ba+fIxwM6o2mjlCo7lhAcQVNetXnQaiWy9+GmR3WghIUCKCpoB7Jq73UTMBC9ga\nVloC1FPXzipCcMO83Wbg+Vbs3Bm2YmfDe8V53Pu2xc6tm9YbBl9+HoS3NCl4ne20u6P0sXQO6w24\nFmTV5YikbhIgnaan6/OdbaBzevVnFcbH0x01ozYjp0AwA9X+GiEQ12laU2WeK9qMpbRbE4JhSHzy\nyQU5QpnLC19L1wDQGCLjqnupzdgPEXc4Lc9n5rwOKfTnab4WO3e44Q5B6B4Q24bkRXicb/RjPpAN\nG94R/rhbshYf3WDFgTItSO0OmC4Bxj0hC3O1XuhIYwmVH9xcwzIR5gZBmRgI5ggzHgSTbmLQDFCl\nljOBeQsW/WhhxuJtPcVKM8Ml4B4QD1gfHiJi5Fhxz2RzJnHQiInhGRwhWsWC40rX7AZHxDCMpSy0\nVjDrBkQOtLoFi941tmJnw3uFraOOdxGf31pV3/H3/TyhaW9oU/y6QNHmnReUpRcbbg1vFULqupt1\nsnG2oL7V0OhqBPCaMNHb6Y4p080EdK1OPc3UolQPTKfCfKrMp0KZGsdj5cFnE58+mGlqHMbE5T4z\nXuwBKE/Q4p7EudhJEsm5a6lKNYYcSeuk52VZPS9DkECU2KdG/pg+eBfU5HMB5Vux80I8dmLbqp0N\nHypW/cRqVPB40NMNBUIzolaKRcgjMiRKaSzHG5oslCDUciSZoW5UnFJGxBbMTpg1XB3DaNoz4LRW\nrNY1a2dbWz5GuCpN22pIUNa9jK/W0tKtpx2CO1SHIsQmBBeWBuIBsqFxIGq3oDYVqNBUCGaE1HPn\nltPM0pTg6zVYzsXOdm3dFV4r41VV/vbf/tv8z//5PxER/u7f/buM48jf/Jt/ExHhD//hP8zf+Tt/\nhxACv/3bv823vvUtUkr88i//Mr/wC7/wo3gPG75AuNW3vKET25O41VyYAvnVD/4cOGtT3pjGtj7s\nZRk76t2pLccnKGzuhNwnMiIBIZBQylocJXdUnZxeLvpftKcwBxwLA2U+8dlpJlxckDThNycI0i2d\ntbubhRhIrIF4q4NcBlwNs0AeB0IIlKkv5s9mITVThK77ERFyCpTaC5z9mLg+VaalkWJ+qw1zCpFF\nFXW9pf7d2WSHXnTHrZfzHF6lP9uw4YPAum6fPdHMDCH1tbgasVSaR7i4Tz4MPFxmTvM1qU3ky4HJ\nB5iPiApNjGVNQ0sy0wIYimkgeKPZgJnRSqW6E3mcU7Xh40K1SjPBmhHxXuy44S323JwAQsakEUTJ\nOOZC9EwDAgLB0SGSl0DySmOHm7AgXLgSxPAQqdNEuq+MKrSotKa42WY/fYd4bbHzb//tvwXgW9/6\nFt/+9rf5zd/8TdydX/mVX+Hnf/7n+cY3vsHv/M7v8Ef+yB/hm9/8Jv/yX/5LlmXhl37pl/iTf/JP\nMgzDa15hw8cEs55B8CaBos9Cuh8upn6nFtQhSHd/e8Puv9rLrXqbGkY3JYjr77teB2TY3T5OQkLM\nCK40E8oq1k8vKQqrGp89PGEOFzkRRZgt4loYcZIYngPpsCdd9MJDRGgi3EwFDzAeMvcPA2VpaDMm\nLQxDJO8HluNMmxeGw/72Nd0ddSWttDvo1talGqUpF7vMmCNLVZaq7IY3tzyLkoDSXdm8XxsvKh67\nrqmRQnqn838umDca24vxMWfs/JN/8k/4N//m31Br5c//+T/Pz/3cz21NuY8Q52Lj3Kxy62vvUgtS\nK6E0qiTY7Tgy89l0IiyFXQpcXNzjuz/8Aa0pySrNKpMN5Oo05lv6m4qAdPtpbYrWgrUKqa953Z5/\na6Z8LHB3tFWaO1Z74YFWXBxMcHEaQggO3gg4LUaSB0Y35uhoTaSh4INgRyGIUsU661EDloyIUEPE\nyoy1BfIec2Vpxn0H2wJr7wyv/bb+6T/9p/l7f+/vAfCd73yHe/fu8V//63/l537u5wD4U3/qT/Ef\n/sN/4L/8l//Cz/7szzIMA1dXV/yhP/SH+O///b/f7dFv+MLB7N3zU9y7b7343TtqhfDmQvaXvSdz\np6wTlfzE770sEOJT2TgS+t/PVLa5nYudF38F53lG64lA7zYOu0S63LM/ZK4GJ6EMYyJf7Anh8XQo\nCCx1NTBIkRgD+8PAsEs9h2JR1BPajDotT73mY73O42NKsWuBajPMnd0YCQJzeTuzgid1O76G8r2o\nmJl14dhOLPpiTdHrcH7Ordh5MT5Wg4Jvf/vb/Of//J/5F//iX/DNb36T7373u/z6r/86v/Irv8I/\n/+f/HHfnd37nd/j+97/PN7/5Tb71rW/xT//pP+U3fuM3KOXdrrUNPya4Iaw2wOfrGemBjdqwubKk\nQDvAsSyICwcN7PNAi5njox/iQXECWhtKInqleUGXBdeGCiBdD2SqWGs9YJSz7m1bXz4quK+BtAZN\nEVNMDCVhFtaw77WZJtbtzUsjWCOtdEoXQQkwGISBpK1n55x1OxJwGiVETBtae84dbjStoL5pdu4Q\nb9SaTSnxN/7G3+Bf/+t/zT/8h/+Q3/u937u9WV5cXHB9fc3NzQ1XV1e3/+bi4oKbm5vXPvdXvnL1\n2sd8UbAd66thauyGTB4iu/2b09DOx3pzKhwuRgYRhjGyP9zdVHB/KixV+eRq90ItzhlqThgSY45P\nHStAbcpJYD8kfv+9PSKCloWp7cj7C8ZP7j31XHXpupWJPaepcsiRL13teBaqlaXe8KUv7bm6N3aK\nRTwwXoyE+yM7XUCVfO+KdHn51L+Vz0600Cl1X/rSnnsXTwR5mrMs3Ub1B9ZI0fjyJ3ti7svA3BbG\nKlzmA6aBnHv+zuW9xmmuXOxyd3lbGse5Mg5dB/TGn/ncE85THRERLq/Gpz7Tpo1YlEu67fUnu3e7\nho/7BXfn8t7zn+3nxYe+Bhynylwa9y/H12rFPiT8+3//7/npn/5p/upf/avc3Nzwq7/6q/z2b//2\nU0253/u93yOEcNuUG4bhtin3ta997cf8Dja8OR5nkrjbGicqqFb0NDMvlf3/8fsIKRJq4AJIdmS8\nzHzvwWfMdSYlodWFSTsNyfxmNY+pJB+BQG2KhK7tbEtFW8/aMbx35j6ufsFPNFyVZko1Q8xQdxwD\nDF1to90FPJJdoYGFgELPbQqGmNA8MaSC50gwh2CoB7IpKonshhKoGGmZ0MMFMSmqRmtGHOKWtXNH\neGMeyt//+3+fv/7X/zpf//rXWZbHHeHj8ci9e/e4vLzkeDw+9fMni5+X4fvfv37LQ/7x4CtfudqO\n9TVoVVnmxjBG8htSnJ481pupdtew9SZyuBjurAM9LY25KMupkF+RYlqbcTNVdkPk8jA89bkeS+XB\nTUH3mbgKDNvpIXo6EttIqk+fA9MFs8J1XbhZnC/vUrdDfQLuxnR6xGc3hcPFJfm6capHjss1KYzc\n32eOP3iAt8rASJgev0ZT4wefzdSm3Ps/7/G9737Gcm/Ps1A1TkX57PrIXL/D4f4VeUic6olilRtR\nTlMjp8i9ixFz59Gx8JnIbfH06FRQda4O+Y03zVObWLQg88SQM9Ncbs+/u3NdbzA3kiSaN05ZyeHt\n00HnqTvRnebyXq+fj2ENOM6VUo221Kd0Ox9SEfciPHjwgO985zv843/8j/lf/+t/8cu//MtPUWG3\nptwXE+9yrGU2QkjMwFignIzkA5UbTkE5XI78gf/7D+AXn3B9XIipkBnZf7Ln/33w/zAcIkOAm0eO\nh0gy5WQVN0VMkOAr3dMQcVJOmFYuDpkv/9QVexF24wUxfXEp+h/7NfC+ocuC2Y5d2TEOgRr61NAI\nXWOahaCREBtIIxgQIXkPtk3RMYVIQKPTciQ3IYuibSS3xkxgH2EMCSaIWhiGzP4icDFk7l+NjJ8c\nuBoO5Pj5NMtfhM/0TfGjOtbX7iT+1b/6V3zve9/jr/yVv8J+37vXP/MzP8O3v/1tfv7nf57f/d3f\n5Y//8T/O1772NX7rt36LZVkopfA//sf/4Kd/+qd/FO9hwxcEt+Lnd9DrQF9cRCDnSC2925FW++P3\njfiG9tOvsp2eV1ey3RPF0jn3JuTxucdLSGAFtwKebsNFz3B3tJ5YlkZIA7vdSBDIoVLmEy0Zn+zW\nFG9t2DQ9Dvpx53gqUBqDQPvhp9QH1xzT7+fi8PSxxBi4+tIlD0uhzYWyU1ozijQkBKalctNORI3k\nJOzH4daooKmRYuCwmhWclsa9N5zAJUnMXlBXRnn630xtxtzYxZEUEje1UbW8U7ETgqB0G/T4Glvv\nnzR8rAYFn3zyCV/96lcZhoGvfvWrjOPId7/73dvfb025Lx7e5Vi7tuKISGIy49RO6CQEq3z62SNu\nHhwZL+4xL4lH0w3z1IiPHnKVCj/83ws/fPSAmitlhuXU0AruSvWCWiPkALL29NUoahxvKj/VlE9/\n8JCQR3ZB2GUnxOfX+C8CPvZr4C5g88QPHjziwaMbltPCUsptKCgOJo4Cg/R7r4tANLwFpFbYe7dA\nN4HYtbNZMwnFg+PmtAVqLhAGigVOpxPDzUxzoQ5Hxv89clBjSsoQ372Q/qJ8pm+Ctz3Wz1MYvXZX\n+mf+zJ/hv/23/8Zf+At/gb/8l/8yf+tv/S2+8Y1v8I/+0T/iz/25P0etlV/8xV/kK1/5Cn/xL/5F\nfumXfom/9Jf+En/tr/01xvGLuRhsuBt8Hic2WJkBIsS1eLjLzJ1z8fI6k4KX2U43c5o6McitxsXN\ncK1IGgjx+U26SEQQvHVvfZ75nExnWlOaR2IekeM1dv2I9mghzTPp9BnX3/suWhZMjfbZA/R4g00n\npusb6mli8EbURqgzzCemTx9wfSrPBeENOTLsR1IWIt0N5nRamE+NmzIRY8Dc+OHxmqUVhrXoLPWx\n1mjIAVVnWX/2OsQQcXPU2lMTl6qVYoUokXEtdqJEqrV34jC/bY7STxLcP86MnT/6R/8o/+7f/Tvc\nne9973tM08Sf+BN/gm9/+9sA/O7v/i5/7I/9Mb72ta/xn/7Tf2JZFq6vr7em3AeHvh6ICIZhtqpn\ngvTgT1fSsGMmUNVI7iRdEFE+ffgI9YLkSJ0FbbpqNwvVFRPBGbqTpRguTvT+GloNbQ21NQtlswj+\nqNADRY2mTtCGe1u1OQEk4BL6Ztkht6Vn6HjAcYIJ0QzBcYuoh25SQCBIxTG8Ol4rzQXRihKxUmja\nEBPcFNWz8cam27kLvLZtejgc+Af/4B889/N/9s/+2XM/+/rXv87Xv/7193NkGz44mPXJzLtSh9zX\n4iEGJAitGcMdubLdTnZec9O6new8cwzVumA/S3i8uS6li2dfMNW5hUTcjCj21GubLrg3WgWVzE6M\naA4x0kQYD5GUFtqjI23YsT9c4LUiKcFuTz0VYhau9plHU6VNDwml4DfXlJh5ZJdcHvJtYZZiII4D\neizk4DAkggk3xwk1+MonV4Qh8XA68mC64f5+j0igNGO/npP9kKitMC+th5y+5jwFCQQE9U4P6Z+v\ncWozgnBI+9tzPcSBqU0UrezS2zVNZCt2Xoq7dDn8ceIXfuEX+I//8T/yZ//sn8Xd+cY3vsEf/IN/\nkF/7tV/jN37jN/jqV7/KL/7iLxJjvG3KufvWlPvQcLtmht7A8VW/g1OnQjSBPGACqOOlkKNzWiqn\neiQMxqyBeupUV1KgasXcep5ZTkitiBuaQJrSGGmldkG5GRZZ9RwbPhqYU+2co1RozRFSz1syw0Ig\nSARpCI6poCEhogziRFU0K14jxEQYFqoHcut21CBEMVQiQaGqkEOl6QI+oFZpTTE1LGz3rbvA23NE\nNmx4Adz7qDa+Qv/yKpj77WQHuitbLYo2I+X3T2UTkU53eo3rm64F3JM0NnOnWg+zG6LcbvK99KDO\nMPTNk5mhzUn5sVuaWkREGKOvglhHvGFW0OY0BmISBusOUTbsAeOQAwOF61JoOWFX94jHGzBnUfCY\n2Y+RNCTC3JhORzwZgy14mWjXcG0HLg7jrUYpj5npFGhL6TbWOdDEySGTPZNDRPMFpzoxpaV3qixT\nmjHmSAjCbohMizIvymGXMDeaNUAYXsA7jiSccmuxeSoTjrGLO2J4fJ5zSMwI1So73m4zej5Xz06z\nNvTMqHf8in7h8au/+qvP/Wxryn1cuLWd7v5XnfpMF5hrnQkIHgaa9vtRKDOR2im7zLQcqFOCcura\nHJTFKoaTJGOeCK4Q+nfFaaga1oxW2pq9wjbZ+chg2s0JtDrRvZ9zWTN2omACMYJYAxdaEMTXfY9E\nojZ8cHoQU4BBVmvqPtlBItGUxRI5Wrc3V9AyYe0exEZr1vPw0lZI3wU+0tvehh81Hut13n2qA48p\nNin3S7PdIZUthp6I/Krpjq/BnE+inqlt8niK4O7dNz9GQsyoGvOpUlb3szOaBUDYpf4cVRuuMwKo\njf2mmwTRhkpgWUfbQ45Ic3Z5RIbMVCZ83NHUmG8mYpBbxzgtC1obEmO3rQ7KqDN2OnJ9XJhLP54U\nAyEPNFVamXm4nBiHzFe+fK8Xgs047DKHdMBaIETjpp44PmFQMuaIiHM9T3w2X/OoXHNqU+fS2/P0\ntihnC2qlaKFYJUl6bnoTJJBDQl3X4unNISJIEOyO7cs/NHysttMbfoJwpvisS7a7EyRQdEGLIkQY\nhq6fqEqyiaUs3NQFl0Z1wWdB64IArTYWUSwqhMDoQsQRM8wjSqc21abdLtgUc3l8ABs+Cqg2KoY3\nA10wq5jErsEREJxAIOuCEdEYEAQzAROyKa4KYogL4gFPidIgrNNHoduYE6DngAt1KZgYYg3V1m3O\nt6nhnWArdja8F9i6KZd3Lnb6n7d5MaFT2VTtzjr0rzMpMO/Tl2cLuGL9mBJPTHVaxV0JKaMqzFPt\nk6ogtGrUVddS1YghMyTBtFDq1BuFjLiBixDcCDhHE66XRopClP4aebzgsNuBNyZvTNXwsrB7Ynrk\n0wkA2R2QcUeLkMTYWUHmE6epcpwrKQjkTFXneHpIqcouDVzuRlKOuEMUIaVAZGSMO1ISrpcjj+Zr\n5rZwU480mZl15jgvJEkMYVg/p+fzS1bmM43GdKav5ecd4wDyKtIsWl/4+1chBMF9m+48iccNha3Y\n2fCh4onJjvtt7dO0YqWvJ+wGWjW8FSgzc224FJZsmCY4VqL24OWpdZvhLIIwIJ46y6Dr0lFXDEeb\nYbWird1Olba15eOAm6HeaNbvsbX5ek82zAIuAD2IPKGoCAaI9vGfuZE99Oangpl02tsQ1uvUcJc+\nMSoL5rU/lkCtM7oWz+rWaWybZudOsBU7G94L3tdk58l9WEr9jnNXRgWvMyl4kTlBM+sib1YzhWf0\nOiqZZZ3kjPvEbp8RoU94asPMiSn3L55N3fFFBlrrFpYh95G4OlQCuirK/ezyNowM+YIcI3OZObmT\nkxBbLyzcnTafEBGG+58QhwssZhiE6MreC2E+siyN49IIIVCA69ORYMLV7oCI3FIHW1UOY2e71uIc\n8sCsM9+9+ZRP5wc0a+yGzNV4YBcuGGTHIe/Xbmt9wcItJIkc6xFzu33sGXNpfHazUGq3ne5GBS96\nnjc7t5tu5zHOxn1brbPhQ8X5PmGrTkcI4IGmDVQhRioDWhoy3SDBqe4UlBmwltBphqCYQAmGU0Ey\norlTkVIEP7PVDExRU7xUVHuRY1uw6McDM9SM6iCtrdS0PkQ0FyQ6YoGgSrBGiwGxSAiZQDfyiQbR\njZgbFgQ0wNAp8I7SXDAzskDxQMwrVa5WSllNDFpF10DwreB5/9iKnQ3vBbbupN612LFnJjtw91S2\n1012zu4oT76nsj42nSdQ52lKXVa6Qz/m3S6TUte1jLsMDqebipmTc8Z1IXohSKZ6RJvhK/1Kl8Kx\nGJVufmACdV4AQYaePTTmA7U6Go2UwEvBzWhVkbIQhwjDyDBkREY072AXEFP2Xsll6rlItXGthVNR\n9h7YD/n2PccUqLUxt5niJx4uNxSr7NOOxECUiEhgF0c+ORyIITAVxd0Z44jjFH16umPmKI66EiQw\nrlkV7s5xrkyL4t5zkMy7fshx6ttS2bZi5zlsk50NHz58/X/vmMtac7SlQFVcEkjESkP0RKsFi40p\nVVpLtCNoOWIilAbVF4IY4gMCRFckBMQdCyChu7K15n2yUyt97n42R9jwocPNaK5U97XRaDQcFBTH\nENyFZIrTqCEQNBDI3V2VTpkO3lAM1T55jCGCcGtJrR4ZMKpJ14IhWOtRDOad6dFaZ4DoVuy8d2zF\nzob3AjdHgnwuJzZ42hY3hECId0dle91kR5+Z7Jg7zZwochueHQJ4a9SlUE0IIbDb56eMGmIKDGOk\nNKUujUjDBVIIGIGbU2VaGsfaePRwYporJxO8FO7nAK0x1wY5336+pTpj3rMbIiU6zRo2T5R5Qqxh\n44EbC0gKBAm47GG3h1HAlFELuzph3vjhXCiLcyH5tus/t5nJT9y0E6d5YsiBIWaCD/zU/j5fGr/M\nPlwAzk09Ur0y5oiZMxdlCBkhsGh96typKuYNIZDWDB0z53rqYZcpdtMDWwues8nBs0XTm55b34qd\nWzymiv54j2PDhneGW99genezFO90VbUK2iBFqjntdE2ybh98onJSkJap00yQBUKiuGG0TnmVHWlQ\nDq2RvU+OVDrFzV0ps3R9ZS0Y68Rnm+x8HDDDrJtPuCnVFUzX9VLwIIg7wSoWhEokE9kLpCH1OAUi\ngym4E4J2emUyPA1AZ2o0zWCGt9XWOvY9hrYFc6FZw5ut9Out2Hnf2IqdDZ8bZt1JLb5jvg48vs7h\n1QAAIABJREFUr9k540xlu4vpThAhyKs1O/C42FnWY8hBbilBIQjzzUQpjZAzu4sdMT7/tUo5gvQs\niOPxyFwCU0nc3Cx8djOz1EYDojd2OXBxyHwSG7s2E8uMOdTci4OmxlKNIQ3cu7hAcmZqC22aqDfX\neBDY7TBgdiHHHmiqviNeXMAouDViK6T6kFoLjR2oY6VQtDLrQoiBMWUGRu4NV3yyvySSYC31xBMX\n+QIhMLUJkwURmOcjrZ4YY8YxinXNjZlxahMxRPZpxNyoTbk+FVSdMUcu95n9mIhRKLV3yXLIqOsL\nDQ9eem63yc5z2AwKNnz4WK2mfdVCILj0yY57wGSklkqikGgULzwKDfWAFUemI+KCBmHRBbwRfQee\nGKzRckQCyOryRgoQvHfhq1Jr7VbE6+tv+PDhZlTrkx2s0VSx4IhHemktq25WqRI63dycvVUGARHH\nTAitO7RJ6BqdgGApwTmzhwjuSDXUDRfDHNoyQetFdSu2NgS3a+t9Yyt2NnxunClsn2cT9TKKTVzD\nLO9St6P2YrGpmtO8/+fuFDNE1mJnfXwtSpkWRIzd5Z74TJiomrFU5dGxcKqVuUzcHCtTzV37Y5Uh\nRS6udty7GPgkC3mIxBjJIeCqpJsbQo5UIs2c06oJOuwSu7wnpwGGzHE60q4foDGR93vEwSSgeJ9A\necTD/rbgWeoJX2YOpgx5hzo8+uyGR6epT1Vk5N7hshcbzdgNnZbXTRakB7ARuBouSJKo3mh+Q2sL\n07yQQ0JYNxXA3BbUjV0a2aUd01L57GbG1/dy2KXba+isEzotjSz978tbTHduHdm2YucW50s8bKv+\nhg8Q7qvxtASMx9N+M6MtM+LQYqJOJ5I3YoJJesNHZ+tmLq0QvIcjqyxEAsaOREMCaIgED336KT3C\n1K2hZrTaaK13/G2b7Hw8MKOa0VQRbZ0KHkK/dwi4OMmMgFJiv7ckAntbSK69qFHrup7QHdnMBbNA\nChEImFTUIrVYd1o1IcSuDSp16ZNE61R0Ned1+X8b3h7bbW/D58aZKhQ+x2TnsWbn6Z+HILeubHeB\nl4WLujulKc2dWfti6O7klaqnarSl0ZaKuLK7GIjp6VyZpSiPjpXT3DjOFbeFe1cDh/2eXcpc7gcu\nMoxDwLOAGRHrYWXaMG+Ytk47Wz+Yh1PpYas5kNYJ0j7vieOOWQvXxxskJq4Oe4YQIAYWc2Jci7Mq\nxOES9jtqbMy1kk3ZeeO0KA8+O/LdTx+xLM689MKqrVoggP3QXdrO56NUI0jgIh8YQiLIwuIzUy2Y\nKkPMmBtTnZnaTBBhTAOlOlNpuBuX+3xrm31GiqHT2cxR7VS8avW1dEZVuz22EAR/SSH7k4htsrPh\nw8bj69fcbp3YtDW0ViJCVUFc2Uul1JkHoky1opqoSyFawQ2adNpScsFjIrrBEKk24CHQ/bacJkJD\naWr9dVqhqWObZuejgbtRWkObo6Y0M0z7QAbpDbPYHIKhIROas/duFz3KyhBxRzwgZr1oXq+gzuiI\nQMO6KoxQK8UDkh0xp5WFotbpcKpdF7ZNdt47tmJnw+fGYye2d7+czLtzyYs2YjEK+N1Qkl5Gd2pq\nFLNbC+OTnilsPbl7nmoPHDVlNwohZ0Qeb9jdnbk0gvQCYYyV+xeRL9+/5P79K1IITMe+2OXoLOp4\nrQhgIYJWJq8cveISiG4EbUylUd3Zj+mJ9xDY5QtKCJQ2I61wdXVYaXpdTFtVSTng5iwFrlU4hsS0\nKK02Qm1EV3JSRlGGEHtStHf63qNTZZ4bQ46kKDi9o1qq3hYTI84h7RjHHUtbmJelGxU4fFYe4g5j\nGJmKoa1TA/aHeFu0PYvzJGkuSvC0GhW83Iba3Vmmyjx1I4jztbRNdzpeNj3disENHwT87FR1nuj0\nDDSlYaXgREwCyRd2UXmI8gAjFqgWGMpErI0iQg11dd0awAM5OErCgtIb+g4G7gJifRPcHJ8VbYpZ\nl65v+PDhuhoSlIJrD8R2sZ6hE424uq9abDQR0EhWiMG7A1sEcFz7/RyAvNqiR4cQcCqKYjIQ6c6m\n66amF9FYd4Brtducb9fWe8dW7Gz43FDt4953dWKD3iR7Wcf5Nj/mDjat58lO06efe26dT5tjt38u\naqTQU2JOx25BOgyBMXoPEnum2Flqv2kOOZJCBZSUBmLaEVMgD4FaoDYjRu0W062iKwd9JVB0r/97\nF4gE9NE1mBPTakn9BLQ2PI4ECYhWrM1rzs16zPPCYs6jqfC9Tx9xszQ8XMLFBVf3Epe7zBCFAzNX\nVHIwzAopCbtdwsz57HrhZqrk1DN9+ri9vwfTGccZ8gUXuysQmGt3kDNXqlaswTw7ZnAYMhe7jPvL\ndTgicktna201ZnhF5s5ZO4ZDLW0zKXgGq4v5c5ja/KM/mA0b3hJ+m7HTcTYoaKXgtSEScSBrZW4z\nn6I936zt0OakecIRWlJUG9GEJjsiTs5KNWGujeJGDHHd4ALBuk7HFLeK4LTuUvDj+SA2vDf4ak5Q\n3TqLwhU968J6j5XQnBSMkgKukAmM3lCciBBktZhu/bHigDgqhuSIhEBw7ZQ4euPSq2MSe2aPKq3V\nnutUS2cn2N3lC/6kYit2Nnwu9GA3/1yFzvl5XsaueTx9ef/djrhOo56ksZk7U1VE4HKINHeqOQmY\np0pTJcbAOESwnrxNCLDmxbg7S131PVEpdQGJ5CfCM3uWTSCFjNaenOyqaIhghrh2bp8IdQi0nKnN\nObSFIUdmtaeO+WZZyO7cu7iHDJkf/PA7HJcTnx5n5lk5nSqPls5Lb14ZQuTe/h77y0vu/dR9Li8S\n6kZtlbwcuQpKoHczRYSri0wUmJfGtChVe7ReqcpSZtz7ZiPEkRwSw5Bo2riZu16nNTjNfUG/2CUu\n9gMpJpq/WoyZU2DMoVt3NqF5e6lRwVnXJUIPFbTHHeAN5+/Y818yfUXBuWHDFwbrenfWzPSMHah1\ngdZQIiFAZuYHy4lPcZIGWsjI9JCwzDQPtNg1ONG7TfXghufI0ZTFCmZGkIjjNNb1I/TNrE6lU43Y\nNDsfBaybBShdm7W0fmZRx+mhodENi0ojoHS9TjRlkYaKk4L3gkeFrJ090Qvz2J3XUia44VZRiWCC\n1Er10ClvqrQ6dRMNWx47sm3X13vFVuxs+Fx4HxQ2d1+7zi+uds5aoLuisYk8bT+9aBcJDiGsk59O\naZimiqkTY2DYJYJ1CpfEgBAe20I3w8wZIuCl093CjmHVpbg7tRp5TAz7kVYVPR0BR2NC2rqhF9gP\nFxADD7UhMXFIkMqCO8wrtW6qjdoK2ZWr/RUyHvjhw0eU+ZpjmVHgIgn7MTAc4LCPZE+YOiknxt09\nhvuXaFioEglF0UcP2UclR+v5QQ7jENnnsDrTCPNiXB8nTtMJNwhxB0AMkZwT1SoPT48o1Um+Q80Y\nR2FcpzVpNR5or3FZ242pu+ZpwI11YvU8zlqdcd+1U7X187MVO6xBiC+evm788A0fBlYaG13ALWvo\nY9OKm0JIiBW83vBDbVRLDLajzDNymmkq1Gx4UoJ28xYjkICCoDb34FAxkG43LAIWu0vX0gTVhtaC\nec9C2brvHzbcjWZGcUdK65NA+v2orffz6GACiiIIgxoqcOMj5oGIIKIEcYJDNCVEW8vhBMl7/G0w\nGtBSYlgqakAGXDoN05ymDSud6bFl7bxfbMXOhs+FW3OCz0lhg5fnf9y19iI84dql1qc44IwxoA7B\nBSuNUrU7pa1Fi2gDDMkJCU9Q2IquU53umqY+EmO8nSK11qcOw5AY9/seSjafWFp3ZwluqDVwYdhf\noE2YayFdjqSUGFrprjHmLKrcTAVx40AvOuXqPq06LDeMo+PJuBojWONklWFI4Im5LAwpktOOcX+J\n7gYsWbf7ngp2mhjrkV3upgzTopSiXOwy9y4G9mPEvVtnP5p78BpAkECOA80Xrk8TrUQuxwP7Md3m\nWgCrUw2ovzowNIh0O2oSc1GKtuc2Ge6OqROiEGMgD3G1LNet2OHl3zFz2zqIGz4MnCc7t4GiguNo\nWUCdRgCfuNGJUxwYbaAuhixHYp2pDp4a2iA2sDj0CU4qLN7pTBJ0tZV2kNC1iSJAQxVareiy4IQt\na+djgDlqDXVHVJlbt40WjzhCXLm/lsAIoDB6QMWwQVgwIk4I3X4gtATa/64x0HRlj4QI2uirbWA0\nxVRAOlW91rKaFCjWeszCZm3+frEVOxs+F24nO5/LiW112eHFz3G2Eb4r7UVcTQjMuvOau5ORLo6v\nSpsbg0AYImmI6ySqL44uQDw7rqyWpubkJIgYaoITyU98PrX0zlHKEYKQh8xgtW/kq/ZQUDWKZE4e\n8Ba71iIb4XAAhHGZcDcezJVSF8YUSA7qcDJH6sJQJrROzOacyoS3qQ/X845mjjYlBogSuwnCsEeG\nERkjxAGfF3Q+kaYjh6jkHJgW5ea4kFPgy5dwf5+oFnl4VD67WThOldqUqs5UF6z1gNEvXexJIdBo\nt5OEKBFBXjvZga59GnIEj5TaqPZ0gXSmsJ0zjvIQu4tfc7RtHdiXfcd+0j+XDR8OzkW5I90NTQQ3\no5WCEPpaXCeurTL5jmFSTCtWSxd9ByAaXg33iJG75fTYDWliaUSM5o65dJMCESz0rr6aU5bWpztm\nmyPbRwA3o7l2gwItKz3R1qLECc0JRDQpCxDVGdxoAdqQqC7EkJAI4hUjETR2l7/Qdb+SBJFOuXSB\nKqFHXhSjhtgt00tF3TBxvDXMfJu4v2ek1z9kw4aXw97jZOdVTLiwblxfpjv4PDjT5+amKL0DEEMA\ngWkqRBH2+5E8RI6nTmFAK0G8h87BrTnBvBYyY+wLlVr/+dlxrDXFzUm5L3hFjSjC5ZD4vjtynBn9\nhKVA3h04lQYeuNofcBpFjGG/h+kEp4kSEmhllwLenJnIPD3k/mFgWSbQwjUJnWa+lJzD7kuU2hfg\ngFOKcn8XmdvSj3G8wvYH/IcP8RagOTIZYdiTQuR6gh9Mlel0YjcoKUT2MbOcKidgDgHHeFQmCMK9\nw8iQUy8AJWMsLLqwT3tEhBwiuup2gry693IYE0vLnMqR3bAwxMdW32cKW7w9H8IwRpYJytJwH36i\nLZdfNdnZsOGDgDvCajutPaTRTamldOe0mFi0BzAnjUQxqhZsKVCFuG+UIPiiSBhpEjnEBSLE0sMk\nBxmYHFp0khjNBXMwujWxtYKVnrWjqyObEF976Bu+oDBjbr252JZCq07Iii2hT3VwLDouPTA0WmJQ\nYwqgMqBRqQYp0qmU1roFenXCABbATJAU8KpgRssBT4FQIOwgOGhbaKY0IjSllYrtt0L6fWKb7Gz4\nXDBzZM2eeefneIP8j1uTAn3/C0Cf7Dintk5c1uOo601tN+Zbq+fm3jU4qn3iFEPPWJZAbb37N+SA\n0BCgWf+KpXUTfp7q5KHfIJs53ow8RFIK1P+fvTfbkuNItiy36GBmPkQEBjJvZlX1Wr36/3+quyrv\nzSQJRIRPZqaqItIP6gHOM6pIZPrhA0nQEXC6m5mqqBzZp5SOtZaEh0RtjoqzGyaE0AM6h4ynjGnD\nLksfoDSjVGOtK9IWZAikNDJRyeK8my88Xc5sY6Y2Q4OQs+DqWOtI5xgabpFFt/juDhNBne4fPs/4\nPLP3hdBm1nXlsho5b9hvM/Ga+zOOkcM8M8+VLBPjILgba2lkyUSJFP06R+DFyvZLujshCLtxIEji\ntKzfAhWodn99/AbGOqVIyj2rpyw/bZX7V9ePYadvvvCbPh0Zne7oH3LZVA1rpdMqk1BspVhg484q\n0OYZWVdWlCDa53AMVulo/Ziusz+1Eci4R/CAiYGB0PAYsQDiTmuGtgLa14FbZ+cT1zVM9AORLUSC\nC65CNMVFICWchntkcAFX1hCpa2DxRHMHSUhUghrBA6Z9jkeioxIgCIMbZtAkYAJD6zlOLoo1R632\nOZ9ar3k/N3DMx9St2LnpN+tjktjgh7G4L/qxPJyPoRCE6t5x0h8yfYzajBCFaYwEEWII3f6lBq11\nW0WK3+/qpG65aBaY50YMfZOpzTrgIAVCCNi1cEruEDLjAKFVLu60kGkNphDYDInVnCkOOM7cFsow\nYiJsy5mIc5mVeS3MbUaSc/fmc0KeCMAgCyEK66q8O5+J9C6aJSFK5LIulFKhONoEl4Hp1QObhx3b\nu4Hd2x27z+7Z7ge2UbnnzGQrw7BBQ2S3Hwgp8H6uuMC0Dey3E5GJea2cLgtPx5WqxhBzp7hphwyk\na3em2S8rRqYhMeWBUo1L6aQ3sz4D9dLV+dbrN0P/bpbvz/n8O+nHuqe3rJCbPgW5dxOb9/Sv3uFH\nqFbQtXVGloNqZfVueS1lxZZCVSMMTguCFwUihUSOTorQFkXWSpJIIPagR3dSkP7PQTAR3BpWFV17\nIGlz5Taz82nLTam8BMa2PrclhroQzK+E1Q4kMGBAIAgtRswjRfI17wkkORFFLKEmiAqSAAvIEPAg\niBsEocRAUsVV8HANNl1WVMGsIOrX6+umj6VbsXPTb9ZLl+X3Fzv97z/V2ZH/jcWOCH040J3xWoSU\ntYFAHhLx+r6GK8ig1m5hk5fNtURq69SynAKBvnFflj4vYq2/5056+XZXh9aIgOWRqI0hrLQYKS2i\nzdiNiU2O/SRTMkkS51ZYTIl5Igdn1JXLae1UtMGRzYbIhNtIKU6k8WqzQYDH4zPnuhKi0wSQwPPh\nzOV0JoeB3XYij4k87Ynj0NfyGAn7DXF3R9hmBCVeFtL5yPlw4qunBVNHzZhb4eF+4O3dlu0wklIP\nX1uq8XRaKUVYFuO0rj3BPESEQPsZSME3dT9NiAjP84yZoe1lbuz7j7OeaRRxs/6d/pvqx7qn9m9c\nAN70Kenb1+lLDEEtHTttEnArmNE3kxJYjge8rICTouFB0NooRIgTkxgpNLwUVJ0SJqpscE04RjDp\np/ziWDCIRi094V5de1f01hn9ZNUPa43ihs2F0hzEMe17EhfBEYjKKj0/Z2i98NE4IFZxi1RVrkM7\nRG0ITkAQC4j0A06L4MGJ1rN6LGcCDauCp9jdE23FRK5WyQ4g+nc+oPvYuhU7N/1mfYx5Hfi6s/NT\nTrgPAZH/G27+ck3ijt43g8vaegcmhw8BmtADRs2dUmu3A31jXme9FjJjDrg3WnMup4qfT9AqtTT0\n2il6sVo1d7xWooCmibQu/aR9t6WpQFXGITDGgEhHYqcwUNQoupLECcPQKWiP76lU2jSS4gY3YUq9\ns6K1cL/ZsgkTrazMdmZthXmuLNUpWgnu7LYDu922fwalETZ7RAJ+OQGGjIl4vyO9es0atxyezsjh\niXA6sBuEFANL6UXiZhwY88iQAw93sBsjIIQQcI+cl8K744XTpWAqqP103s43lVNkP3aU9Wldv57X\n+YFiJwS5FpdCq/bhtf9u+rF7rOeV/PvOMt30ici/jZ3uxCxBtYIaTQbUVhRBLTKfFlhWzCoaHcxp\n0rAWMRmJAYZBYV1palRJVNlQNeDeQ0ObwMs4jl6pWW11tFS0NZrdSIaftMwwN9ShWaG2RrTuygjX\nZUIkotLJP6n2iG51o5qwhm6prDHh2g8/QzCS9teZxV72RHATJF+tcU1ose81vDnW2X7UUmiqNGu0\ntfbr/HZ9fTTdip2bfrNeTtd+D4kN+OC//snOzpXIZh95s9quqOkUpdPCVClLQ6KQcvowvwPdihaA\nVlvfIMZwncuB2oycAjEYDpxPSjudGIIhlzPHd0fcO24auC6ojrSKhwAihNoI0ViQPm8icDkVBJiu\nG/ljdYY4EjGWesGHRKtCmA9IbJSUsRYYBDxdGEPES8C8Ej0xWiJ45d3hHWtVCkbeCNsh455ISajL\nwrv/fMfpaYEQcK3U+cyynDgvRh1fwf0D8f6Bu+3A21TYXp4Y68zTaeZ4VqZxIIeENcG9MeXAmCO7\nKfF2v2XKieq1v4fqHM+N5/PMWvUXdRvup4kQhMM8U0pDgvxo0R2CEHP//NZ/Uzvbj91j5v6zYIib\nbvqj9bLpM/iAnTZ32rq+HMPTbMFEqTGjpydsabQgEA1Cn010jVgM5KBkXbHitOa0YaKRcROwhGui\nG94MJ2EueFBa690k14o6t5mdT1huhnoPjm3rwtqclLTH7PgVNR0Ej9pppS0woLQhoh4xIgpUy5h2\nRLlYAzNSdJoJKkYIvZyRa2A4LhiCBSOq4CJE6S6Pqtb3A6Wi18DTmz6ObqvcTb9ZZg7y00XKL9GP\nDU9/V+GKiP6Ym9X1Wjxtcy9C5rlvhvMQ+yb5OxtoMQVTWgqAg0TWeg2zzBG3yro25sOMmzNut72g\nOp6px9OHwlA/dHUciwmfZ5IELCWqKSklAoHTqfD8fkZXpTZlVe2D/gZzubCW7iNPySEmdOnMfs6P\n1PdfMmVhGzLL5cDT+UAomW0YcBZiKtgAqyhBMq0FRJV6PtOaUUtlnpX5XHn/7p+c5wVjYMiR16+2\nPLx5xfDZ54yv37DNgX05Iu++4PGLA2tVUoq4B6o2croGrqozpMTdZmK7CWw2gf0wIKGHo16WxuFc\naD9T1KaY2E8jpVVOS/0AgPgh9e8xEFLHl79AIv6d9EP3WM/Y+XkK3k03/eF6ydjx3t3pXZ2OnQ7u\naBC0vQx4Qz0fadIom57JY0FgdSBBSoyhktvMqs4lDHjYEYmESs9YEcGA4I6geADEUIQ2X7BSceh5\naDd9mjLrBDRXtHZbomA9RDRAC30NttAt30H79VAlQAgErVgQNGSaNVIIkCG1QtSIu2AW+9qcAhqd\nEA3UcRIlBMSs8/wMqJXFK1WcoIY2xW6Qgo+m2yp302+WXeEEv7/Y+Wk4wYs+NqSgaD/ZyUEYUsDM\nmecK8nUn4LsFmFy7OnbdXJsHarPeGYpg1jg8XrDS2N1viNstTDuag7dCfX7G29WP2ypJhBYTdjkB\ngZLS9fTHsCxYEg5L5f154XheuZwL69rQ4qytsixnsAttv6EFoc1PtPXA89MjppGpJXZ5TzkXLusR\nrUfu88S0SRAWtB5whDORZa48/v0r5lOlhMzJEo9z5Pm00A5HklYe9hv2m8w0JRBQE+LDA/mvf2Pz\nZs/9KMi7R774f/+TEIUkA00bbpUUhaaGmjHGDg5oXtltRu63I5uNMA0R955X9HPaDSMxCGvrQ8g/\npg8hpqnbAWvVD13Jfxf90D32Sw8Zbrrpj9d3AkURxIza1r4zlUCzShUYyoyVxhoLjhG1X+uhJUx6\nF32yFVw5B0FTosaJYW0MWkgG1qBgiEJAsBDRq7epzitaak+8t1uG1ycrN6rW7rIoPRIiWOtWDeMK\npmhI6MS+QVIvgsiIKUEMcVAiTb2v2aHn7cRqJImoBjBBtD+AgxjSOpRAcyCo4SIoTjFH60pTx2rD\nVPtc700fRbdi56bfJDMD//3zOtAXIvkFP+djQgrcnfW64R1jIAahlkZtxjDGK06bD3CCF1ltROnv\nxcxZa38v09C7OqfjTJsrOSfG/Z5hiv0UaL+HNFLmgp5OlHXFawUJPdyzNdY4oJ4YusWcHIy7XWa7\ny6zmEANjCDyfV/7XuzPv3h356vjM+/nAyZQ5wbSe2VxmGjtM9pRjQY8rY3jFOAxorKzrmVdpxGph\nnd9jc+VSnKfHJ86XQtpPbHYTeRjQKMhmyxSFdHnGy6V/FyLXzk0P9Aw5Y68f2P5ff2XaTJzfP3F6\nPBDjgDWoWhlzRERYixFDJF9PxJo1coiIOEPudrTafr4YySEzhIB6o6j96HXx4dpyGDoqj7L+e52Y\n2Q/cYy8zUnJbBm76s+vDzE7HTfe8HUVrQ0z6rI43qju2nDnTqNl6vo5KP0AyQ0Nk1JVEo1qkWkDj\nRNLA0PqBjIfYyW5muBjRFQsBRQhutNqopYJDc+NGZPs05WasajStrKtdD2/tWjx3cI6701CCCYMp\nSqDhV4ujEF1RhCIJrd4tkwKpaZ/FtYDG/ssehBCv80A1oCkTTDsB1fv7sbrS3AlmuOqvAvfc9NO6\nrXI3/SZ9TDiB+S87Xf4AKfgIxc5qhnsvdIL0WSBTxwRCCIgEogh6PqPzfP1zDauVMWckwKpKaUKM\n1+H8ZebyeEI8sH21J+aIVWUcE9vdiIwjLYyspdGOB8J8QUPEL2cwWGKiVtjEQPCKPr5jPD+TcyBF\nZ0rK3R0YC5f1CFVZW+X50jid+yK839yzkQ2tRs7jHQeLnM4Lgxmf3+1wFf7x1ZlyckaLeLsQ/URo\nF2QILCnhbkR7YkgLbx8Cw90DuvmMsqzUpy+pxyOlNSwKiyrPl8pzKRxLJWx28PlnHKpz+Oo9WR01\nqHUh524NLK3P5bx0d1YtxNBthOpKjj3I7+esbABZMtMYaaZcfoS29s2OYMqRmALajPYLukf/CnL3\na2fnO8UOL52d2zJw059bH2Z23K/2aUFV0bWgEnGtHV6gRmmFEh3LgWGO1xN1CN5RHCkpKRSOITGH\nLcjERCPaQgv9hN80dPwwsa9RESw5FhytTpsXxBx1vRHZPlWpoVZZW8VaQ6Sv8e49lkGkQ9Y0CMF6\ncWMx0VR6xlLo5LUk0ELuHT4RCE5wJ7UKElG6B04JyOAd/6+ChABiWOt/Hg61VZpD0xVdC/V2bX00\npT/6Ddz0aepr7PTv2yh9PTj986/9WDY2c6dcQyiHa6Boq0YQMAkYkIL005Xa82AsRbRkzGGYMrhx\nrs4YhSlHTBun5yPWYLPfkMYR6sLh+cAwbti9eWBdAvPZaWGAVsit0k5HtDTMhdWFGAdSDnB5Znl6\nxg/G5e0FHXYEF4iZ3IzX0dl89oAFOF3+yeJnNsNbJL3i+XBgDM/YkLDtxPm4wOXIviQsGs/nZyS+\n5n4SXsUNlBO+XlAbOM6KuPH2fqS1Z9rDK4pl1rAl6on1+MQoO8JSCJtNDx5VxWsjBmFKCX3IPD/s\neT6c2N9d8GSsotyJM6bIvCqlKtOQSEGodiLLNbTVGjmNrNWu9sAfv760GUPI+KS4N2qOI5WIAAAg\nAElEQVRLlKoM+duJ5iEEkK+vm2GMzNpR1PEbtL1/VfmP3GN2zXGIt2Lnpj+7rrk6fv0rAKWtoIqT\nwAqKYTRagzBGWtkSdCWMhhSnegfIJKlUU1YmmiQyifEl6Dj0Q5bgAbf+vEwO1XsWGyJoNXS5YG7d\njtwBxTd9YnJVVnPWZaGpEliJzWkITSLBDU+KGsTW3R+O0jxfi+8AEZoZEjJVhcnsQ3ZZaiBDonpk\ntEIMAUuBECrWMpqlAzQK6BaSGl5qj7GISrpCCm76OLqtcjf9Jr1sHH+J/eyn9AGJ+wuWiw9Ett9Z\n7CzXjsEU+0a3Xv26eYiofY17DO3rToFdZtq8AJCGTMAprb9yyJHj8UA9zozjSN5tkQCH44HHurLU\nE3Y+MkQjj4m5GEWFNIzUUqlPj6wKLpCGgTGAHx6pwZgd5PGJ127s0gY9J8ZSeTVmwnaDFGHyhXxn\nvH61ZTDrjH8cu5yRdkTViGZwKezmMzEWju3MUgwpW/QycLmced9O1FhJm4yS8FWxCjJmmAIHF55L\nwaQwRGEoM3sv7IIQzdikwBAG7qfM/es7ljjy+HRE5kpdG2aVIceO0b5CHaY0AtBcCRI6nOGK2v45\nK5tqt8MNKZFzD8ic1/aDNLfwjesmhEDO19mgfwM7m/3IPfZj2Ts33fTnU+9OOnZtpAitFrwpHhLV\nCu6GF6eIU1MiLAGJRkxGLH3q3IaARMcIzJIRS2QgrStFIIRGEEU8XLtIIBgWAhLApVGaUOeFWsu1\ns3OzsX1qcuv2w4pRFkO9dnuZGVUCLpFgArFbJ4NFAtK7M+K4OJoCKo3ojvvQUeUAsWKiJFMCgSYZ\ny6Ev8A5IAxWciEYnYZh094bWSqFhOF7qbSbsI+pW7Nz0m2TWOyP/JzJ2vqkQOlHrtz4AmvXTuChC\nDgEzo1ZFgjAMEcfRD8VOZVGlpYybsj4fOyI6vnS2IikJl6WwPB8IIgx396SUsLLyfDyDO2XKnMoJ\nW86MFFpr1Euh5gEXoTaoayWYEoeEnC7kVgj7HZvP/8Y+DmxOR8LlzPHpiC4Lwy6gc+kZOEMl7SfK\nAu3SyOOOzZvPSHGDibG7z7z+H2/Z7SfuhonRHBkgJCEshkrAX7+hbO6wV59hrz5jnXZcWmRahDfj\njr++fuCzzz7H1Hj/+AXr2LGcyRUuJ5bz5QMhiXXmzZTIm4FDcdYCdrlQ29o/oysMojZliJkokWq1\nLyZunFslhG4V+KnCVpshAtMwIQFiMszhPFeW6/zVy4Y+hL7QvPy8PPS5rFb1Xz5758c7O3324WZj\nu+nPLL/mjRj9uW/m+HWYW9wxj7S2YmJUd1SMxTKbpgxR0dWRxagp4AkyK+eQmTUhktiimDWEhmwN\nidqJXBqoONEh4FgQLCrmgbJUvCz9cOyWdP/JybVTVy+1sawrppCtYC4oGe2jN3hQ3IXogofr7BeC\nBqG2jIYMdFBBlaEX4uL9elIIxVASSCDgeOgFtTsogqV8JbIFXBVRKFppGNSKmd/w0x9JNxvbTb9a\nPXnYiT+B+/2letnL/lIi1MsptJkTf0O+zze7OnA92fertanq1/MN1/DQJhEbJvKy0JYCpN7KbkaM\nmYZTnp6x2ph2d4QYsXXh/OUXaF25u39NjhN1ci6lkNTYtIXSCs9PgqHY9p48CqtXOB5JpxOWhHS/\nZ9q/ZYwRPTyxPr5Hn8+E+8x8XhiINFk5pYG6buFoqAl3f7lj+zCxeuDyXhlDIG23BIHLWRmasX71\nnnXKTMM9m/09w35CKpzc8ZzQNhJXeDqcuR9HxleveXjzF9r5yPn8yH9++QWfffaW3BT1hXI4I8tM\nnnZwPCCq3KXA0/OF9wvsw5kl/CdNEsEcXRuXJVJ3kTgXqhUqMKvRkjIOO6B3d8Yhfu97VO3e6pQD\nOUQW+vBnpNPxmio9MOFaIKtizYglMoyRIMI4JZZLpayNzXb41dfSpyL/ZsH3Dd0ydm76NHQlsYlc\nsdP9/q+lQCf5ot5Q0069lAh1YJAnYnbiyWkOZYrk1LDqzDJCi+QxkVvrM5wjJK9IAHwieKCIsZHQ\nix9Cx1hL7LNClxl/3Yuv7z+hbvpTS3ug6KW1jne2RroaJGuK4B1W0ATCy/frPZdPExA6pW9tmehL\n7/55xEzADQkGREatrD6gIuRguEZSbqRimAoeI8EK7RpoXlyxtlLZI02vRDYlhdsV9nt1K3Zu+tX6\nYGH7CPYXt1/f2fnw+37l/V/UrpSznp/TmqLNiCmQcoTaezrmgDZWdcImIwJLiIxaoBbK2u1v22Hg\nfF6Q84EhBpAE5zO1rJxbZbjb8WaaKCa0OOHbxGVZQSoTjafnyrk6f/nLa4bPBg6nI8NX79DTE+Xt\nSGFl643t3R1Lbazv/85QnqhPYPUt+7uBuTmHeWL0B7JUptcDw10nwC0lYWFDyispC+tZUatoOdFO\nK2d74P4/9uz3n3NZHWsX3uwEl4Cuz+TtiJwS8+FCIDG+vuP1X/5G/M/CZS48PhZ2G2FpF+bjE5FI\nal8wEQkSuPvL59RiHC+NU5vZLBd0nkmbieh0C99ayAZzLVyuKHBpyigZwkBVY/yBL/olXDbGQJBA\nDolild0obMcBNaOpo+Z9Y6ROLUbzQq6RGDpYornjxQixMY7/mo/DD92tb9xj/bTcEPnX/H++6V9I\nHzJ2XrDTAdOG1oo4YIZJn3s0gxYDkxlDVKjGtFbe5w1tTOx0QUVYNUKMbCL4peIoEoyovdjxqohI\nJ2VFJYTas1KCEl2pzdGlorWibuQ/9hO66VfKValmLGtHTYsryY0lSLcsquE4LUFY+75DesRep6s5\nbGPDZaB5IJkTQqQpDDgmncaWtBF0oKTM4AVHCMF7l8cSxAyhYO2aZXot4mvr9ECrlWrG9Ed/YP8C\nuq10N/1qfZh9+A2dle/9rF85N/BbIQX2HdS0u3+Y1xjGl82091RsgbIUBNhMIyEGjmZc0oiyoucL\neb8nmNEOB+I8E7c7QqsoQhVBtxteff7AGDeEeWZRhzxRqNSobIfG4f3MUpR5jZxty2qVsc2sQakx\nQqk8pwOVgJ2fseS4GOvZoBSWdM9lVmJMPGy37AdjeDNQpTHYlvWiVAtsyEidyVp4N1+4tJnNdiKO\nO6xFZnXm6oxk9gFO85Hz2tCkPNyNyLmH9w2nhc1mS364I79/x3I4YPOGPCVO+weO7w7EdWUkklPi\nLcLD568oX5yYW+QSL2gU8nbLfhc5zQ3b3RE1wjogdSF7xeeKtUqcBpp2z/J3rw+9AjJeuotDHChW\nqVrIeUsIkfyNp1trxkkWkEBKAVWj1D5ztSw9zHS7GxhyYBrSR0Gq/1n0tY3t24GicIMT3PTn18vA\nt+PX9ULAvYcne6C5YWIUMTxAZeSNz4zeaGu3KZ8feiZXRwUn1hqREJhwKAuOk7xSZUAcGk4wwTwi\nEkgSWYPQAkwiFHNqKVhZaVb/2A/opl8tN6W0xmqKlwKq3TImGUzoVrVydbEkEoK0wpKEhpNFCCkx\nABeL4IZbZg7CVh2zSstOMEWao+OAyQkCSAxIVtwiFoWK4a3PAAVXVAurOmaKrIV2gxR8FN2KnZt+\ntb4msX2MjB2uP+uXvf6lwPq1xU75Dmq6loZfUcRfE+U67ac0ZdJKToEhZ7w1BgGmDcf3Z/beoCnl\n9IgcH5EUII3ItMURynxkmBKbYaCKUHVlvayUzcRcFsQKX5aVMsIYM00rl/dHxrXxMIzom9dojITm\n1MuJf1QlPZ3hONPGB9LWGT3SvvoKH5U39/fcbwaGTaKFyvEys9bE0s7EsrDUgumADIESVmILvPrs\nNew/57AUir1nzA/scqaslct5JqZIc6GFlbSJgDOfjlAq7WJMKPiZJUyclkBaYNSBcTOQX205//2/\nOP/zC+7/n/+b7Rg5lsosA8fTzJBH0n5/xVAbszkxDmRviHjHQlslueIeaWrk9HV3x713a0L8OtA2\nhUSUSCkLo2Ri+vZZa4xCjpEQhc0mf7iGmho5CPNcKWvFyZRW2I7pe1S3T1U/NBd3y9i56ZORv2Cn\nwUwJLjRVWqm4BZTWyWhNaSEjHtmFuXdnqlPiQB0DSRTxxsW3OJldCsS1UaxBghADcQxEdVpVnAge\nqFpJSTGP1KC4KK6BpRW8NqreZnY+Oalxao1WG+JKaA2noWlCTK65ON2iKJ46vEAdH4aOLyeQrt62\nY4t4NLwJGgdUlQA4haQBaRW1jEuH8zhCDkpp4EPokCelo9LN8dJYvQdfh9LJgTf9ft2KnZt+tV7S\n5z9GsfNrOzsinX//S4sdd6O1hdUSIQSGK5WrFO3o6fHrDa1ZHyBcSyUmmMZOCvNWGWOg5UyRxDKf\n4HBBYmJMQru/x3YPoOC6IskYNkP3kNPwBHEtaE1Ig50NnA3GjfDXu4m1JU7H9+R5Jt/tsYc7NGyI\nhwPh1Li8f6bNDfHIlAOv//YfbIvy+F9/R04Hdm8+Y5MjOmSO65mny4UpKGMpZFcWVs7ujGlEY2Qb\nM4PvmNOAeMV0peiR4eEN7bAgzagamcbErCss76E9MsrIPEfSOGISsag8zo88vVsRNd48bHn46+fE\nVHj6p/B8fGZ7fCSJcD8mVox3pfGgCuczw7hhro25KJshMQwD59poKdDWBlohRGr7drGj2gNt43ew\n1FkS5fLIsja2rz//1jX1QvL7ZkZTCMIQIkOOpCC9iE+BqsZ5aTQ1NmP65Gll9kOdnVvGzk2fjK7F\nDqDmiETUFG8V84D5imEoAReYSmHDwmqB6I11GNCUGG0mOlxKz94ZciReTqgbkgIWE9oSxApSCRap\n3tPuccVluIJOjFqEqoab0er6g93nm/6cclXAOS4N94rUFasVHwS1hEjAxQlZeu6eJ4LX7gYROkhI\nIlEqEoSUM+vsbMXBM5WV6H3vITGSzFgbWAgkax14EBu+NpSApkQqisZIpNKsUVypqqRSUP9hd8NN\nv063le6mXy23nsb+MW6+D5a4X/GzXjatv4TI5lZZWgFr30BNN3DI39jIml3nO7wjp7NAHPrQutWK\nNcWWQlwvFG2UtTAEGP/yOWHaUatdizDDo2ARLmoUi+y2r3kY77j3xGiR+aiMec/rhx3jPjNvBCuN\nXI0ShPNlxavx9FXl8j/f88oTm/2G+DoyTVAlML9+i+8joiD/fAQ7cfaZuSjeElMr3O8E2Q+EYctm\nCth6oSYo48i6NCYz9sOW1SKndmY5PaH1TJmhzPD+qxPxbOQGUmfW0GCaGB4ekPvPuDxWePdEtsru\n7o7t28+ZCGw1cf/qjoby/NR/5qALIQrFnecCpootF4r2PJ1NCoxxpFnjoEcWrdAUwb+HoNZ2tbB9\np9hJ145j0dKtCd9RCNek6h+4bsapn/uIOftNIkZhrcbxUn9RuOmfWX2h/PY99tLZ+TX33U03/SF6\nmdnhul4ItFLwqkDArJO1mnUy2x0VaYZqJDgsY0aSMNhK0UixSIzC5E5rCxZ6UcT1IC3giDfEBXEo\nDskgSCeyeTS0QiuN4E5bVvxGzPpk5NdO3KGWPrdYFImGhtDnZhzEvQ/meEAcUmvUK7o/RiGGABoY\nmpKvJDYAAtQgiDmCggQyPXe2xQEXx0WIOIGIEFBJBJRmPXPHmvdwUQxqwdy4XV2/X7fOzk2/Smad\nVvZbSGg/pJ7s/ut+T7iewv+S046qFTUnRSWHPqvRardA5W/YlNScRY0QA6kYQRKSElYrejygCqsH\nYoA0TEgM2OAk6xSWVo1pMiwoS3Roxm4ITHFCY+i2qsOJejgzeyRvRv5yN1Cio+cvEFthc8c8bFir\nY4/P+Ff/IAZnd/8W3zTasnCXBsQDC5XHmInDhuYry/v3hPQW8UxYjPHeyPcDbYbhEpkUvoqPxLuJ\nIUbK8cDlSbikLUZC5ILPj3gDDSOjzpRFaLLhP97+jcs4UyenufD+q5lsMMaBEM7s3t4Tdp+Rq7Gc\nF9Ju4O2bt6xPM6UKaTfgywFmRacdx9VJURCvbOvKIEJtjeIrCESJzKGxamUypYZE068DRvXKBf3e\nzFitZIlUU8p8/tCZ++Z1o3QbZkzynf8WyEPsmUsKd5vMUpSlKKe5shk+3Uel+fc7p18XO7fzrpv+\n3HqZ2bErBdTdKXXuczsK5pUqFfdAMmWqZ9aYCLWjqJdpJIgzuvPeMiaRTYzEtUcLEDIygkZnskZB\nCTlAE9yE5qA4wcAl00RBB9ayoqpYa2hrhB+gRt70J5R16uqxrj2stq0EE1QiLhEzJ3tDMVxGsjlR\njTn2+AIXEBc2ywqxkoaBkCK2OtGFIrC75jN5dGJrhJawzYDIBQtOp1EbUiMeI4bh3sFCbkbVher3\nhNpotYeLxni7vn6PbivdTb9KLzagjzXA/Vvasx8gBfrTnR13p2oPBs1yXSTX/u/Dd8hbVY1ZlSjO\nRhy/oh7b4yNeGyUkdMiEIbFNI8OrPYvDel6Q6+Z5scqzVtbgjCnzdtx16ps5NWfWy4w9nQhDZtgO\nCI6EkbhWxuDoJnLMmZWR5fmIiLG7HziL0k4L9/stef+KVxtBj+9Y1wXZTcz3r6ka0a+e4XBGrFCH\ngUvKpGlA5xPPx5lnW/EY2L96gyc4rwceD+95fnrHuBT89ETWE3c5sNklhl3gnDasYWI/PFCfhS+/\nmnn84kvm04HNPrF9vefufsObjZNdORfli5NTLzAMGalGGO/Z7+8YVCmXZ57nR76oxqLGqwS6nHl3\nPqGu7NOeKY5UaSxWCda/r5fuzkvGRrx26T58162BKtO4R4bM2masfru783NwizxEEHrukgibMbHf\nZAS4rI3jpfxgYOmfXS+dnW/qlrFz0yejK4Wtcwkcr0arleB9llzdUBVMhFEbEWdlImpjHkZajOSy\nYt642ABZ2MQA9UxTR0TxLAQCUZUceigz5iQLVBNMIdKwABo6EU7XSrFONdS6/tGf0k2/UN6UtTVq\nU0ItaG2YGCrSoQGueDBq6DCMhBLdO6lNjUgkqhGqEGfINIjQENCAXSHWmIMb0RxXp7ae0ef96mIQ\nwxTwAALWFBUBNbRW1m5DwFul/Yk6h7831P2P0qd7XHnTH6IP8zofqbNjP7AR+zl1oID+/E3nV5Sx\nQAxCXSumTsrhexaoS1XUnZ03olsP/JovWFmRYaAMe9a1MVplv7+jDhOnunI6VbLP6N2GuTSWUNjH\nib9Md1zOM189n9hsdjhw/PJIXAvb/QZrykHBlgOpKOPunjpkDmUhnvpDd/PmjuFuy1fHA8PU2I1/\nhf2WL776B+vhwJsA99t7/PV/8P505vzF/6Kezuj9RBj+RisL6/ORsp5IZC7JeBMmYhjYxj2bemRD\npYXIsCprzJSUmIYtdjeQziu2GofLykyANbKpKzI6UHlsinji1dwIXJA4otOW4/PKSSsJoc0z8v7I\nf/sffwURyuFLyvyMpki63/K0HlkuB9x3jLvXbPJI9cpzOXOuM690gjhQVdjAhwDQ735/tvbNRpo2\n5OaU8kxbFob8dX6O/EyxIyKkFGjVUDViDOQUuNsNXJZGqcrxUtmOifwRMqb+T+hDbtT3Oju3jJ2b\nPhU57oK5XoOBtQeKErAClhR1aMAG66n11QlWuUwPhATDsnLWRBUhEtia0toKIZJ3Ro2R6eKMtqLD\nADmgtYFHxAOIk1yYg19nKAxfGosqe3fqujLt/ujP6aZfIjfjsBaaNoa68oxACogHXARRISTHSXgL\nDLWHgFqIV4SRkNQZaqOEwGCVGAZqDIzqECJmBT4ErysBwzTQQiLQIAVSbiwl4WOkhQjm1CBEU7xW\nSiuYTVD+PES2tSqXpXG3zR+cFp+KbsXOTb9K9hE7O+ZO4Nfn9bxsWn9uZqdpf0gliVgprEsFMilF\n9FK5DnCw1sZyWqE2xtCwudByQlfDWsPyyGk1RjsxDYm0u0PXFUJmFWiuyDoz68r2TngYJrQ4T4cz\nUeC0nKkrWDWmMZMl0Erj6GDn9/haGR8eWIJQno7UJ2OIxmWAy/GJcYDtZmDxRmzKbM66zrz2yG47\nYXvh7+eFf0jF7Mj9UuH0BqtCm6EoVHtmPGWyTdTNqQd1NiFuI0WVlvcEeeBYrwt3uFAdzmujLMYd\ngZ1e+G+vJ87TA49f/pOnw0oU4KRsNkL6/I639xtyTjy9u8CaqJcDxR45fP6WIW/RuME1cbcql6f3\nfLG9p3hhmhOtGGTY5x1DSlxaYbVC1hGVgJl/na/zDRuam+G1wwxCzkxhS00XlvVM3myR1B9z4Rdc\nNyl3S2Kr+qGgCiLsN5ntlHlnzmmuTENkGuKffmj0a+z0N3/tlrFz06ehfq3619hpDx38UhtWjRq6\n3Uib4UQ2VXELhFYpElmHjKiRqMxhAA/soiDrGS0gI8jgoMLYnE1wFocogtKhMErqNiIzyAmP4OJU\nM+q6wutXWC24GfJLsaI3/SFydzDlUBrujVgqVY0YrXdkghDEUDEsDtCcoawYTr0eGsWUSbXgzYgp\nMqxO2ipLSNSq5Cg0ILpRJRAjDNZYW6ZNmSE2pDoxVaxMCB2eY7WhKTO6Yt5Y1DBXYml/GiLby2Fj\nbfbJFTuf1ru96Q/Xy4Bo+AgP9Q/J7r/FxvYLiGzNGlYLYS6szyfa5UiyFV9XvKx4LbRaWJtS3Rly\nIsdA3G7wYYKYWPPIY9wwHy+MYmx3E+qBpVYWjYTNjpwDenwiBCWlkdwmjucZ18aA4c24HI6M+4FX\n//GKIVS2U2SgYloJ44iMIyHCZAOEQN1VLrJy0meKrLAfKG4cjgeqGkah1DOnUHi/HJnbEwhMm895\nNb5h93xhen7kbx7567RDpHCxlaMbSyzUbeMwJc7iaDizcMT2EQ2Bf64z/98XT/z9n1/y5eWZr86P\nrPWZxRqPJyU2Z//wQEwOrTFbQ1Nkm5U3d5n//rd77l5tSNsdcUx4W7kcT7ScSDH3UL+1EmeH9w2z\ngWUpfPmP/+I4n0gh8ZDvaALPbSZ+w8qmzZAg37r+OozACdcZnRwzYZyo3uecXvRCZPup6ybGQIhC\nq/a9123GxN02E4N8mOX5s7f07QfusQ/zOrfH/01/er2Q2OQaKCpghrZKUxBXHKMRCN7DIc0T0Rtt\nnDrCXwumQvFECIkdAq3hKDE7JQTSKgymlLZBTAjRQfqf5wrNjeiGI2gIiDesKGVdUemFmJeble1P\nryuc4GlZEWvEajQBTY42AQuIgUukxYw3IWq3qPVaW4BAaoqF0AEE6kRVJAuGgQdWCwyu1yJFrjk8\nRtEAQTCELFebmkc8DGQ6JCG4Y8Uo3ijNYF37Qd+fwEKt1/VO/+Tr3g/pdrR30y+Wu2PqH8/Cdu3M\n/pbD8fAzm1bonR2rjSCZGgdSFvLdnhCvJ/IhsDRD3BlTwU3JkhHJtJAotVLzwOG80sqF3W6CYcfh\nMnNalBBHPr/bcjksnK2i1fD1HkvGenpG1sowbJifLyzPB15/tiW+eY0+PSO1sBFhDkLZbtkGIzQj\njxvuUmQenjjqQvSFkcDFCiFFLucLa5kZrXJxw+qRgxaswBt2vNrdsXkzsfUvsJMw3g8E3ZDDa2QK\nhDTRgiCbDZtTwumJ0GdvtOZMdyOP7cBydIIqKZ0IeYfuArbZcHz/nvNjQDaJmJwYQCZYpoXzeqA+\nOWojKRgljoRpJJxmTueFzas92xFKWbHdjq2MvB4nntaZxSptrnz5939wyInp9Z4xZs6t4FZwHVhL\nB+Sk78AFuoVN+P/Ze3MeS7O03ve3pnfYQ0RkZg09cDjnXsERFgIHDCQkLHCQEBbqb9BCQm0ijMZE\nrf4GGDg4CAkHH5OPwBHSvefqXkHTlZUZwx7eaa31PM813ois6qa6Kqu7ujKrib8TmTsyduyIXHut\n9Uy/v0sfeev03ZbzPLIsZ+Jm8yrj6r1bs8CfMisWYyBLpRb5T7NdMXj2m8S4VHJRjuPb7cnzaR47\nj21sj3rr9YrEtraPORwiFSl5hRV4QW2laDo1vAbElKTCqd1iQQnLTPUNBU+LESlkqWiEGD1aAlHW\nvWUJF7h6t+5r0UNZL7dZobd12kKjR71QSqJoRb2niiBLxnf9m/19PepTZfeXjmPONFowEYqDZIq5\nhzPCY61iCqkWgndkDwQQPL0J0RT1RuNBqhJRglPEJzChOg9W1uUblKgRFIwVa63O41whhHXwTImv\nCIAmioqSa1lnVWtFTO5bj99sJ8HDlesnmX2/zXoMdh712voiW9jgp6/sPLwGFVuNtz6hyiQqlLoQ\nAXEe321pGyM0EefXZb/IinQMgHMepwshgjWJulSWotxl8EumS8bStCyLMs0LAcdF17HpA6dh9Wlw\nS0CYmOOC5kyMLaMUwrzQysRYe+7E0dSCXyZS12HRowJTWTOVvnEEHZiXmeKUiKdrOrZpx2GcOepI\nLkdUMq2D4TywUGkXx7MucvFOQ/SZ2DxhoTK1LdN8pImR/+PiKS7uuFkWTuJJ3HFhHXZ5QR7vsBJw\nuyvKRrnO1/hpYRMC2vb47RVPt4k8F053I6clw65jdxHWgGu+Zcgj220m+B2zGsSIxZ5cDjTTmUEv\n2IRAKoXgApurK/bvbFjqh6QamAfDhokpVjR59tsNd3LkrCNt7VgE+hQIH5uX0ZLBFNc0P9JC0viE\nb1ryPNHNM3GzebVuhHUt/ySiYEyenKFWpWn/8+edc2y7RArCuNS32pPn0WPnUV9t3Qc7BirrPE7J\nC5IFs0SxEfWFakbC8AZODPOOklqcVqKHWT0WHF00rCwoGZ8aig9QAx2FTKAEw4sneMMFh1sq0Rzm\nwtq21CjmHeIVE13NqatiyaMiWK2v2mYf9fbJRBiXTJGFzow515Wu5x2qcSWoOUV9AHM0Za3oLW1A\nWYONWA2vlfP+ClczvhSSCCSw4NEaCD5QpZCsYm5LsIzhETFcCKhf6WutK8zaYsnBPXXUuYChZC1k\nW+E7KhWxN3thN7NXd0Az7im3b9d592l6PO0e9dr6iMT2xSybT5oneF19FllLtE14U7IAACAASURB\nVGJzBvFYbEgp4aPHbC1jixmLrN440TnEDC9K8IHYJMqSuT7P1FzYePBdw6yeYVxIZuzbju2u4Tgc\nEBG6brf29g4HjtOExobaJ3ITIQ7sO0XaxPXtkXHIyJwpZabeo7cXrWRVVBYGGRFXuWwvedI8pfEJ\npUXcOpMSSZQ5kusTzqOjTIXoYHtxSexbzsPEeJiZsyGnW+Yy4pxDbMtu+5Q+7DnNhYMuzPWMdt2K\nyJ4mTscDvgT+59VTLruWyVdc8NydFl7eZpLveba7ZL+54t3LX+KbV7/Ck+YZF9rgsuM8T0ycKb4w\n1IVTjczOcby7oU4TuydPuOh7yjAzjgXzgbC/oO0bvHOUeUDnhel0JBFwPnIqM8hCqUoV+xE4gS0r\ncc3/WFTinKPtthiOPA+vMnqfBSl4+NoYA6ZGrT+5V7pJYW1re4s9eT5KKHz02KPHzqO+Knrwr1Fn\niCrgEMk4VYoaRiVXt7rSi+B1bQOS1JKjx6lS1VG9ERFaVUooeFUiCfGBaEaqhRIC2i6A4s3wAcSD\nqUPXsR4CK3q4OsMEyrRQcoboUQz9BH+vR71FEuGQM6KV3itTrTiv2L157MMdJ3sPqnQieDOKxZVe\naYmYlUpDZsMQtkTnaIoRnGDBIQqow8zRWUW8uyf8efTeT0ecwwGNX4NltQjBgaxVIVcFK5lZZX0s\nv3kS6EPr2sNZ8raddZ+lx2DnUa+tV5WdL5DEBp8fUAAfgxT8hEtrXmZUKxBxIZDaFgfY/fzHfI8y\n7oJfK0RSSd7uW6GMu/PI6bzgaqXbJppNh1eFXDAgtS2LLZzOZ3QobAwu9j1ijtNYKDGs37fp6GNk\nd7Eh9MZxPnCeJ6wo1y9vEFnoI2TnWCQw18zCmaZvib5nIPN8uOPF6QbUc5WesJ06oOPQB4oUmEfM\nhCNwOt1gMuBjQ4gKUmhNEY0cp8KojhQTURpa3yPBqDJytMjLcWG++4CLsHC5ueT9r/0y/SaR51vy\n4cjtyxO3LjHsE/HZhiZ1zEclunfYbS65CA0tLcEC262iMbO4QvUe5pnj8wMTPU3T4GVkmmeG80Sp\nFd934AujGZYLskxM80gTW0oIzDKiuSB8VDo3VawWXIifmE3tYotvmx8xGfWfsW4elJp1a6zl0zf0\n4D37PtE1AVFjmOtrmd1+WbJPqOzYYxvbo74y+nhlh/tqSkZlxfaqE8QLFU/SCji8KbWPmAOtK20y\nYzR4XBAoFScRCQ0inlYEb1CDYq7iREEhOMM9JMc0YGIrRjh41K9WBppnSiloCIiBlcdg522WiXBa\nCiZl7Ywohmed11FLgINokDwmRiMVcY4SHdwHLNEqFUhJKT5RxNNJIWjGRY/6NXDJAk4L6h3BgbMA\nEqlyv54xUlDQilrACJgJhYCvipZKoSKmaJ7fOJHt4f730LJdP8P6423T42n3qNfWF9/Gtn78eVR2\n8jJBhdD2xBjWasB9eXiuK2Y6eUfynqKKlUoKnuo85zFzHhZCmbnoBN8GWoROVzACMSJBubu5QW7O\n7FwkbgKbd58hoWEqa3YwhEQryuXukqvLd7lKCZaBqR4Z5MCpDOTqKBI4z4HDotzqDYvPqN+waCar\nksdKPd9Sp2vG00uiDbx7AV/bJPoU6WXG6wLc4vOZpt+yefaMZnMFbULVaAzIBS8TKXhaBcVzNM8P\nXhR+ODhuhplxPjAPZ4aqhHQFdYcsM10ZiU2hNoG70FKK0ETHZMq5RMa6AR/Zq+NCCmGeqO2J7AdS\n79h2ihyP3Nwe0ACOmfNw4PZ04Hw6cPPiOTSFuO8wUfw4U+YVX60hMMtMLTMfjyMecNOu/YReM9bL\nfNNuEFPyNGBmn7luPlpfK6hAqr7Crf8kPXjydM1qSDctbwc5Bz65VfRh9uEx2HnUWy97ABSs5qKq\nq8kiFZR7apYLGEYohlPF1JhjS1HFmSJAMkjesFDwY8X5DSV5UFurPQiawGuleHDiCN5BMJyAw60t\nz6pY8Ig3BLAi5GVG7h/H7FUV+VFvl8xW35vDPZyg8Z6M4hDMeYwHVL9f54lFaVAKtibZzBOdo0Uo\nKeEawyXILtFUIYiAF6qPqIb1vKkFj+D9SvOrOKp5zCnVe3yoOLeCLyw0OFMKnoSAKpPKmrQt9Y17\n7Twkp2Nwazv4Y2XnUb+oUjWcd1/YXILxny9iryvv/U8ksuVSkTxjrG1fTbtmIpwLqBlLLTgH7X07\nVBbDqaACQ4G8ZGI+0TRGiuDLxDKMODN2XQTveXn9IeeXd/QxsXnvknh5wTALkjyxidQ5I8U4H48U\nwF1eoYtyuUzosvBhzpzbQE6J62Is58Iy3nDkGh8isXpizbRLRE8914eBU14Ic2YXPe9s36Pv3sW5\nPSKXqDTYfGYxJYevUXTHeBrJ6kETvhTKUvjg5ZnrmwPmHDMNL06ZD14MnK9nPEZZYCkD5+O/MT5/\nTpyBURl1WclqSRjzQj5mKJWrpxt8G8m+pYQNVirueMZE6doOH8GaDb7t8FIYhxk2W2KbqFY5DMrt\noPzbBwf+vw8L4i+ZSsQWwWtlyhMhJGYVSh3A2avhSMsLuB8FE/y42tStJqOyYKWsRLbXIPkBpIcM\n1mdUdx7UNYHgHUuRt6bEr5+QUHj02HnUV0XGaigqtlrXiyhSM6agQVc4gaxUq+gcQUGjp3gHJojz\nONO1StMUahH8GLCUmL2jU6EvmSmsBLcGw3mPE8ObYHFlFgYLFHUPURdED06QWcglU03Qh4qzvD3J\njkd9TCJUVYY8k1QJJVBMSCimAXNgwUEy1BlhVqI6chNQHGoObxUnhgueTVQ2rZFjBPHElRkIDVQX\nqD4h4vC1oC4SKYgFTCOoQ9x6XjThvo0ueIJTqnN4ASmVUjO5Gi4XzGx9H7whfTzZncLa2vm2nHOv\no8cT71GvJbPVuf6Lquqsz7l+/Gljp59EZMvjeSWkNBtS+sgLxbnIXAWs0gWPdw4zo9RCzoWyzilS\nTzc0FELbENot+TyyDGfQmVgz5faWPE742HL5jffx2455KZzOa+Xh6uqK4FsOz18wHe4Yp5EPx4Fl\nmtgWYRMbaK9w7SVdgHE5kPWGmp6TzGBpYSyUUqg+kdkyu2cUv8ctESkdH0wbnt8a1IZu8z5tCORS\nmYLH5Ew8HZDzQFiE0G9JbU+rC9NSOA1nglZCTLAou+GWqzLybLuhv3oKvjKX5wzj/+ZCDmwbRXzk\nZg7cHkdKFYoX7s4T41J5etHx9adbdpueUtfWPl8r/7274r9//V0Iicl5OoRyyNzeRfrYsMNIscO7\nSto0+G6PVs9pEYbTQszrhi8IuBZxlVrW2R0rq0+Sa9pPDb6jj6RuS9VKmcd13QS/kpw+4+AI0eMc\n1CKv1ZrmnGPTre1041vSzvZg2vuq9e+Vx87jvM6jvgIyvX8fGc7AVKi1IllRdDUYxRFV8boifrUJ\nZO/RKiDgvBGjrNXaEwQfyW1EFdpaKCZoE3BEnEXUJTDDe/ABcIIzQ/nIekF9QJ2uNK+SqUWx+/OE\nx8rOWykTYSyVooXWK8O0ULzdtysGwGHeY86jJiuJDUdOEWeGsWKmweGayDYUdo1hKVGANlcg4/GY\nD+A9JhBlwVKisYrg14qOKlVBg6OlgrEGPObWx2Xt21yksohCLUgtb3Ru56OZHfdqbla+Qq1sj9iQ\nR72WvugWNni4iP30laKPiGz2sVkMpcwTUiHtW1LzERJ4UVBzJK+ke8hCFeV8XkCN0CZcPVPPR0Lb\nkHZPmCoMs4NxIixHbg6V2G5owpa269GmJZeFu+OZYVl4dnFBt9kzXN9xvv2QYJW0f0q5O6CHgc0s\nxIs9580G7x3lvGDM1DSiYSYRqKNy0sy7+wu6ix1Nk8kpso+ZbXeisx2jAWS6lLjab8jjmVI31Lpl\nmG/ZXAi+S5gYezUKEbyynQcGH5lswZXMJk+gM6mPuHe+joyFw90LAhORhZGGkhpkqpyvlfP8hMsn\nHQdVrq8/ZD8OfP1rl+wbIdstsxTyuTItt2xtz8XuKYdN5jg6Yp3w45k8X+K3icud0YVCCZX3vnlF\n1J7lPJI3HfP1iWej0GxaztPM3rekKEzLiU3d0ugDmKD5zHXSpo6SGnKZSGX7ar19GpEN7kEFKVCy\nUOvrXWBi8HRNYM7CnIW+fbNbrNmPkdgePXYe9ZWSoffzDWYOqYIuC2IOi0aRSlFIKjhxgFFjoth6\nEQtO8S5DbNHi6CZB+h2T9zR1oiuFxYE6T8Jhs8dbAXN4VVxQcAHWuAkRTwTUs85XLEYpFanLSvSq\n4B8rO2+lTITDMiNa6B1MU0W84gsUW/dID0gwVAN9raiHJXmoCpZo6kwl4JPRkiFGfNdQx5ZNHrnt\nViqb1kR1ayUy1oyEQBfKOh/kAyoBD6h5ohesChrX+WIxxVwAva8aiuBEsVrX9vs39Pt7uGc5515R\n2KoqLW+n7cKP6zHYedRrSeWLD3ZMV5TjT3s0fDSobq8QIbIsLGUhpkTbfZT1FzOyri0KjX/ozYWb\n80LOhcsAm054+cEtznk2V++QVRmXwpIzjRTONwM5tmyu9jxRR4yR4ozrw8DxOLLtep5eXJLVk8uM\n10y73xF2TymnI34YWELCZyGFmZMzzsOBmBzdheAlEuiYcbjG4y/2bJotDXfUHJiXhYIHv6XkzL41\nutBiodBGT5o68gFGD+OmMJYRNwPzic55luNIFiVsdmRnMB9pzVhCIFC4OB+p48RxXkihZdO3LM3C\noVSmaVwDPipzd0Hses524DBc8/I/Wi5Swy6swAANERlPvPzgP9i/0/Hedse8jOTpSM8B577O6Fsu\nGKjTNVUhhZ5Olbjp2D655ObFC863J67ef8LtfMsYPe93PXXJDMOJLnpC0+DCZ2+0TUiEtiUPZ7p5\nxrebj9bNZ3z5q2CnvP4q7ZpArsqchRT9G3Wa/vicEnwcO/1Y2XnU2y/DVtCACB6PSl0BBeZRXcCt\nhKtGhWAedZWaItUMdRB8xYW17SgMRiueY2woCpeSSaocu25t67TEooLqalLsxJEiZAeopxIxFI+h\n3lG8ImU1Oi51YbU3fazsvLVS5TyvfnpdStyWE6qCeXvVpoZf7wiqjrYqGsIKBjBPNMOroC6SouHE\nCHGhabdY2hHrsLaCUwk+IL5FbCEUBc3gPY0KNQaKW3Hn4iBGJRRD1a8UUKlUFwl1rRyOUkEyKoXX\n6L7+uchsTTqk+yAneL92wTxWdh71i6aHIW33hVZ2fvoWNvg4pEAJeMyMaZioVdnsd6RmXd5mxnSP\nEO5ig6NQambKjjlXgmb2O89yGigZ2u0FoW05HwemlzdUmTATZudpoqOxgncNu+2G58PAi7s7ogu8\ne/EEfMSNB8p8YvCJGHpuhoIrypOrLeY75ly5Ha/JFFIxtEyEEGmbHmdb4rYjbBPqAmddoM6U88Dd\nJNzEhm2stL4SrdBIZTMV+qbBEzjOnrZ7CnFCA9A5Smjo8gTzERuUTox2vyF3e2rfEJeFtpyZjzfQ\nOXbbjn16Qv/kCpqFOLzgP6LjzECc72jOjm9se9z7V9xMI4fsGUuDXwLvBejev+L6VjjPZ7aMPG2e\nsLQX/Lt/SZxG6ukG3z7F5pGLvqPVDTpm/LYhxA0XZty1LefDwDvSkCwylwybLVYGpvOBvLtks//s\nqs6D2maDTBM5j7RNd79uPnuj9t4RokeqvvZApnOOTRs5T4Vxruw36Y20jT0E9P6TKjvuq5GNe9R/\nXT20gSprlcYBucxoERwN6oUsgmqgFcWrUZtE8Q4xJSK4IHjncdXjp4pFz9xGQs20OTOap8TEPgZ0\nNCYXiWtYha+Kb9YLbxDD4RFVGlmTaxqNmoWaCyplhRQ4/ziz85aqlsJpmXBa2LrEUPI6dyWKsdL7\nHIY4T1iE5BylXQMfVU/y0DhjCY6NM7QqqYFtUk5NDyXQ1EJpKho8FgKEgNY1CZh8S8iVTEBDj6sj\n1UUab3gKQgvmcVrJIdJVodZCEaXUulaI3lAb28db2B4UoycX/ZHOmrdZj8HOo15LD73KX9Sifug9\n/Vme7wGB/croKmfmvOBipOu7VxfMrPdZCe9ofGJeFqZlAd/gZKIJSgSGJeB9pNttqSj5eCZLgeAZ\nY897fUuqjvLhC2Lfk0PgePchOhU2V1tiGyjTHdPpQ8bzgUJEojG9/ADU019saLaOUyqYj4QCVSu2\nCMuxsO8bmg5c7Ng0F/jYUvTEsJxZziOad9TgmfWGrnF4J4QgxF2La9+hti2hmWm6wO7ZEzofqS5A\nVtyYGfqK1QGLiu8i3Tu/xM2LE73MZPXcNRm/2fM0vUMiIpZQTVxujTtv3BUDKqMtpKHwvu95UloO\nmz23PmLXBxbfsOsu6PbGMP2/HIZr3v/GN3jXlOPdJeN4wG5eUtvIXAe2TumtZ8lC/86Oxns2uqG/\n2HD+4Ibjy1sun+x5WW8428zOe+ZxYOh6dun1g50mJKauZRknUp6B5rWCHVhBBVKVkl//EpOip02B\npby5draHc/HRY+dRX02ta3XNKgtOHZIzJlABoaLeo16JykpC84HiA7VmklOir/jQEZZAlxemfsOs\nxt5mAsax7Yg+0VZhUH8PsVl9UYKtGGsX7uc0vAddvXyIIH5FFcs8I7mss0S+eTVn9DgX9/bIVKmi\nzDUTTQnVMemKFg94xK2AAu91NQ+tq6F3CQ+UNkd0umZo20iyTM6GC5UYZog9ErZ0ZWBoFEwRIkrA\nVFERaFoaNzFbZNHATsP9+hU6E8749V5AoeDZm1FMWagsIjRLXpHVZl/6/v1wVoaPHSbxnmZXRGn9\n2588ewx2HvVa+ni/5hehh6zdz/J8H5+9ACjTRM6VtG1o2/UiLPqReWgbPEsRxnkdON+1jpMUvCkq\nLdkc7SbiTHGqLOPaG95ctWjb0X3zm9QfXsNSCE65fvHvHG9vuAiRd9hyfPkBOp6ZlpkpewIRdx7w\ndabiuDmfUOmpbeDi6RXzXeGF3jDXSG/r/EjwW4JBVwqdM8ZpwE2VaBnpMpJb5jJiQLd/QnfVYLsd\nQ9Nzng3DEUrl8MMDw/WR0Ab67gItDcFt2H/9kiIjjszp3z7AO484eNEszLrwdOxp9omxFsQyfdji\n4gVdXei8w9qJ2Tv+NY/c3UTedZ79+Y4meQ61cPSJl9czfdjgtWU63vJiOvDNr/8Sx5L54ekanQ6c\nr6F2jolKlJl4+YQqlUjFU7h4smN4ccfd8xveu7oiuYZFFrY+oiZMUhEVwmtust55unbDOK0Ia2J6\n7WAnRI/zjnIPKnjdNdu3gSJvrp3tk3ysHj12HvWVkX3MrV1srdzkDFVRJ5jVlRCqq09O8I45ObIz\nzIQmCBGPWsLNSjRHjh2iSldHskVySlxRcRLIzlOC4Wuk0bq2waGYB/z993dgRXEpYMGoTqnLQq2V\nLAWL7UMpCj7B++tRb0YmwlAKuWY651jGwmgFb5Wi91UYNZytSPFY1uTuEmC15gukqhie0BieyiEE\ndktlu8vQ7dChpa8DzhQfwakj+0CbM74I1gi9CWdRxDcYAcyo3uFCXQmD3uNxLLrCOCiVXHWF8khF\nRdDov/Rg51Vl52PHxsO8q4hCevuDnccT71GfKVUF+4LndT4h6/x55ZzDeYepoaUwTxmCo+sS3keq\nGuN9S0HnHfNSmRbBAduUwVVqFnw1FvW4rmXTBmqtTHdHsihjOgJ3bGJEm5YhOlIfmBCu6xlLnquL\ndwgC4/Ud55dH7l7OhFl5psbOBaQKVq6ZpiPUmaa/QK3jJAWVdfYnNoEhb8mbK7qrS/bbnun2Ofk0\n0Lue2HXk1jHWBfELSxvov/EezTe/TtnvOEtBfaXrW+xwjR4PzFJ5eR64Od4yDM8xD6kJ7N9/gk4O\nP5zZB2FJC3elYjXgZmWab+g7x9PNjt41NL7nSf+U93aJbegIFWqYue7hQ1NKqcTzzJUG9veDv6dh\n4ug67oaJD/7t/+F0PnK5f8ru/ffAV/w44nMlm3KyheV0y/nujimvWPDtswu6LjCdRpapcNHsqeI5\n5YEUPGrGeZk+13ppQ4tvVpNRJL8Wke1BKXkwPtfsztrOth4C41I/12v9IvRRQuGjx9Ts0WPnUV8J\nPVgTqFvfpyJCyQsmDnFKUVYSmyhODVFFHEyurkPUCASPq46UhRo9owv0ZJx4Fp9oXKCrMIutrvZN\nwELE8GubtRgxrKQ1Zw7V1TwU71dUMaxVnZLRWteJnkevnbdPqpyWgWpC4wPHJVOc0KjirEGdwyvg\n3LqmasU7xxLXfR8XSSqoj0S/VhrnWZmKEmymaRRNHamCVwNvVA8lpPXLq2IYPni8CgWl+oSxAjBS\nUkIRzKX71yDrehNlrgu5CtTyxuZ27BM6cWK4p5V+ReZ2Hk+8R32mPoITfHHL5Yuo7MD65jODOkws\nRQltpG0SYo6xCjkL58PE8ZiZs+CpbDojBKgFKCvjvjYtfRMxMTQvDMNCDiMlHhj0wDaOjOMdoyqS\nWo6TcjpmktvQpZ5zrQSv2LZniT37pme3C8im4rdGWRSvkZ3raMrIzfWBYZnICF2b2DUbivUcl4lJ\nF57f/QfPT5khR4SGXFumY2XOI2qRc9fxvBw4jAMlO1qNPHPKdnlBV+94tvHsnjzFXELHkUmUs3eM\n54m7HxyYCti2Ze4ycxm4Us9TLohkZH7OljOWR+acycWxaRwXydNvWrbhkiv1bPzA0mWOF4nNe1c8\ne+8J/+3pU/7HPvFeL4g5lly5+fCH/O//63+xnG7u/9cqMY94Hwg7IfobTi9/wPH2wDBWbo8nfPBs\nL/dInjjenenbliBhNRJs1sHNYVkQff3gwztP6jYISl3m+5mW19uoYwrgoLym586DUgw0ySNizPnL\nDXg+8tj5MUPRx/aaR30VdF+FFNXVl0QFWeYVzesFQVBVoipOI4TAkgwTR6tGTAp4nASiKHPTkU1p\nZUJjZAyBzlW8d1Q8FhyhuYcPmEOrgjhCNAzDKVRzmDoCiosORbFs5FpRKtVsDYY+x770qJ+/pFaG\nZQYtdAa3S6VaJbqKEMGtprXmHWqBRgRrHLUCBgkjoWuLY1iNplUcuRolF1odkdTiXEcvBcVI3u7X\niMeZUKqAbwhUvAniGrwZhRV/7U3A1gSuKkiIBBFEC0utuCroPZHtS//9fcLMDqwBj6i9UST26+qx\nzvqoz9TPBzu9fvxZ713eO6oK8zBRnaPtIuAZ74EEdamcz5k5VLat0e88MUSwwHxzYpkWus0GTQ0s\nM+PhyPk8cDgfGdOZEIwmXTD6TJzvGEZlsoDdjcTZ0cfKkF9CCOyfXFG1x+uA2ULZZQaUUDwX+ydo\ne0nuNtweTizzC5wubFOHN8fMFmkMWZ5zuu2Qo+Fouex7bLwlZaMfF4I3tv2W2Yy78UhrSpMLjRlz\nOTPlETVPCE8oc+LCjnTaMGx21CzcDGcWgbDZs2kLU75BBJ65PVt/wVkyTUrkaaJK5TwPyCbTdkby\niXcvPFMxmCc2pqRne+Z55sPhwC6+T+p7ui7wTrOA33BLJi8veXH4EJ96lqEgk2PvKrVkikbaFJkm\n5ebmANHT9A3DtLC72nDzH3eMhyNS32OjDcU8ufP0RajzwrSd2fnta6+XLraUtqEMGV8KKonXieGd\nc6QUMDWkKiG+fuDft5Fa86t2tvAFJg0+Ta+yce6jvxtKcI/b/qO+CloNRdWtf9Yq1KUCHnMFzFPM\n2Gslmkejp4ZAFWWPEsnU2hGLEQ3G0GJW6RCUhhgDrSpCILuIC0bvPZYCkh0tDqrDtwbJoIB5hwm4\namhYiWx5rtSacVbXWSIz7CtktvhfQaVUxpLxajR4jtOE+EowRw4JVw1vSg3rHt95hwSoauAivhpe\nlNo6PMKsntlvQBfyMpLSiMYN1W/o8i3HtNpbWFxnyOIisAFLjqSgKiwa6BDMVqPrxoTJIs6t1Z/s\nPLFWqiqz1NVDqpY3EuyoGuETxhhicJQKtSrNW97K9qmnXimFv/iLv+AHP/gBOWe+/e1v8yu/8iv8\n+Z//Oc45fvVXf5W//Mu/xHvP3//93/N3f/d3xBj59re/ze/93u99WT/Do37OehXsfIonyefVw0Us\n/IwBlPeOMk6UovhtIgTHbGt5tQuOF6eFnIXYFrx5zkePDy1ez9y9vGacE+GypxWlDifm4w3jVJiS\n4DtP6y5I+oQ8FE7n55wOgrg9TUjsd0q3j+imoZVI6PYcbs8EGbBYuBUBhVgCV1dP4fKS//t25t/H\ngpfMfiN0qaK6QaoR7A5EGaeGqC2Xmy1lnJgUglXeaVuGNhM2jq7xnM4LN6eFq7ZSk8O7gLYdLgZE\nlXy+Zp6UcwlsGblAOUYjNw3FDRzqCR0WGjY02z2hD3Syw0lmyorJSKwRm5SwfUKzuUKXO/xGyDmu\n80GpJc3K7Xjguj7nKsI2eZJXtm1LeO//ZDxHTjrzUu9og+F2PTkXRBtujpHtJnG5a7m5m8g3ByQK\nfrvhsmvYbALHaWQ8zrRR6eKW0sGwjFyVjqUUWl9I4fXcB6KPhKanDAt1mVHtX3utpfvNvBT5XMGO\nd46+jQxzvaezvT5Y4WeR/Vhl59Fj51FfJa1gAl3XsTmkFGotmAVgoZhSBcI9lrr6de+nKqkpYAGT\nQFiE3CRGF+hsBOeZLdDg6NQ4eaXgaBz4CtHB4gOu1HUwHVkhBUskBKGq0Nk6xyfBkGKUsiBSuO/4\nfiSyvWVa6govCg5kEkYE0wo+YOpBKw6H+oArRnIgfh29UolEFHBYhOSUkwRSWpglUKqxY8bHisQN\nTb3Bm2AuEGJAQiDVBRXwjYHzgGCuxZEQHDXqikn3PWgkOWN2xqUoS87MptRc6Wr90tvY9Mew0x/X\nOocqVDGaN2UA9Jr61GDnH//xH7m6uuL73/8+d3d3/NEf/RG/9mu/xne+8x1++7d/m+9+97v80z/9\nE7/xG7/B3/7t3/IP//APLMvCt771LX7nd36H5jUM/x719ktFcV8gnAA+Gil61wAAIABJREFUsiL4\n2Z/TKFOmOkdoI0WFJkY20TPNlXEsOGZibImpwTQiVcjHidNU8dsLdpc9nc9IuUNM0MZjTSI2QhwD\nrjTMVTmHShHFNpUxwUXbrxbboxE2xgf5zDKMPLFKagJD9QRntCGRdlvu1PNivOFcj2wbj4Ut7UVH\n0J4yg58D4xixoRBbZb9tOInxfGnoTiNXfaXuNmDwzDWU4Ki5gkUaF3HJ6DYdvn/CvFQWeclcKpSW\nJgJe6VSZXGbWBV8nfB+w2DAuBWkM9Q3DGAhyzW7nCT10ZjCPSO05izGbkLZ7qJnzeWBjCUJLJnNY\nPqDqHp2EvTVswhZ/+T52/jeGuxewu8C9c0m5G6jqsdAxZ0e/aQld4m5c2OqIK5nuvXfoNx3jkhlv\nD4QnDV23oQ3CEkZyzaRcmePy2sEOQJd6cjuQzzNdzvCapLQQPT44pH5+3GaTwqtB0yULbfPzz4K9\nIh4+BDu/4B4719fX/PEf/zF/8zd/Q4zxMSn3lde9oagZmENLRsqKCa6uUoPDFyWpw5uRg0edx2OE\nmEEDXgJJhGPbUL1yoRVVhzjHBRULnqoRC4aP4BGShzkENIOJrgAbDBe4n+sAqsO162C2LEZeKlJn\n1ITq/KPXzlskU2UpC4tUOvPM88isFWeC+YipA6vg1sAjSCE6mPD3AB9HZ4IRaOMKxKjO07uKS5Fx\nCeyz0LuBc9jRloYoQm2NaIalgC3gxXAPfXE4igoEt+KuPXin+Cq4FPCWmXE8NcXJilif6kyvFVNF\nzAhf0j6uP6GFDbiv9qzmom+7PvWU/4M/+AN+//d/H1izLCEE/uVf/oXf+q3fAuB3f/d3+ed//me8\n9/zmb/4mTdPQNA2//Mu/zL/+67/y67/+6z//n+BRP1c9eHV8mtP8T/W8fDEzOzLNiCila1ETNsGz\nTRGP4+44U+rMs4tE32/odz1tE6mnM4cRJDTE4Ig24aaBPCxMapSUIBTaYgTtaS8vkbMjBEcNhaEc\nmSQT3CWpu2JPZVkqs0VSFnof7mEJRp2V4oV/Px25qy2n+UxsBlJqiM0GSse2SyyuYQobdvMAbqTH\nc/fyyBg8MxE/zhydcjFBs22I24b3N3tejAvmN0h0mB2QqXC8vaF3iTQuNOaR5IhdQ+wC41QxjFBg\nG3eEfSI1Fyy3C7dFULYclhOdeMQXtpc78jThDgsXWwibHtcGlhnaxbHLJ4IYT9uWCU+1wByNMTiW\n44mrtuCjp9SKq4ZbAu7yayzjD4l1xtXEjQRuUkvfgEnDbB12PqLuyEV0dM44v7zF4jtY57mYG4Rb\nXg53NLFn8g6Kp41rciVET/gU8lnykdT3zKdbyjjR7zevvd5iCmSp1CI0nxMnvWkjJ8lMuZKi/7l7\nE9iPtYr+IpPYSil897vfpetWD6W/+qu/ekzKfdV1j3BWUbwZ83xeQQXOUBGcWy+eGDgUCZ7ZwLP6\njxVtieJRD4OPBM0kJxTnSd7TyUKJPYvzBIwGaKIQcAzBUZyRFJwEUjRkcQTcfZsaq/mkr5iDMs9U\nqaCC+LBWpFRXXPWj3qi0Vs7jhNrqnXOcC8VVvFWcW9/7BpgH8Y6U1+Tu5P06t4Un2mo+GsNKHzMX\nSGVBGs/ZOt7JA91m4uC2ONfT1TPH1GLOwK8ePtQKkvDhHh+NUl2D1xFzAe/XdQ4Oc44qhplDRci1\nkHO+fw5BLX7pwc4ndeE45wh+fa1vAon9efSpp/V2u/bCn89n/uzP/ozvfOc7fO9733t1Qd1ut5xO\nJ87nM/v9/ke+7nw+v9YLePfd/Wf/o7dE/xVfa61C3zY0bbyfh/l8UlUWyRQp4BzerSQoNzpEVkTo\nO+/sfqqgx8w4LBP5omPabdntlPf3W7p2x3FYiDdn3r3q+OX/dolrdrRNpLOKhA6pO66c0F807HYN\n8u83lOpITy4prtAC/dzTXj1jc9my2/Woa0l1RA5HPC3ZeU5l4Wm/YfE99fbANmS0jIQ+sttekJpC\nXiqjD5zriaatqEJIfiUGaUKnPWFvNL7ybOfZBceLsGWZPUspPJMzu60j7T1p0+L2WybzvLd5Sthn\nphxoyDRxz+3Nwjye8C9vuIyB+PVvUEMi9KBpokyBdIJdeoprjWfvXtJZ4Hm+Q8eZYmeaTkCfMrmJ\nBkfsI15g86Tn2b7lziZOQ8bdDnTDib5J7N/dQXzC2XfMfaAZz9zWAVevae4KkYj1ezbbHdt9z6E+\nwe7uCCFguwbSwtNtYNO2ZL1Eh4qq0F+1dFWQsxD7hq5vuegb0sXX+EB/iLnCbntJ8J59070i9O32\n7aeunYvS8FwrSRzPrjp8er3K0Ne/fslwWgDY7tvPvW4vc2WYCikGLrY/30v206dbRI2nF2sAMJaJ\nvgYumt06t/YLpO9973v8yZ/8CX/9138N8JiU+4WQYc4QU1AljwVTh7jVf0QMggnePJij+DWFtgmF\nBEhtoDjGEBEcPYIzo1hkh5BwDLZ69qTgSbEwSqEJnuADNXiaqpgYoVE0rvCDtbXJ4WA1F0WRJVNq\nBiuoRQQjSsX5x0D6TauWylgnUCVU5ZgLlUJjlSo9qOG9UbynYuzv58SygiPgcURd/y+Dr8xmNCrs\nlgx4prBlrsbGLQS3UGlp62kFJzlHjA6NEVcr3lq8Gf4eiJBp2LphpcFFgbxSAX3wVFHEe5IYRStz\nVaRWTAQx48vqGpPPmNmOwVNlNWf18e2d2/nME++HP/whf/qnf8q3vvUt/vAP/5Dvf//7rz43DAMX\nFxfsdjuGYfiRxz8e/HyaXrw4/RQv+8vXu+/u/0u+1pIreRHaPhI/x0IuWsmSKVrg/2fvTXZkS7Oy\nzWd9zW7MzJvTRGSSQPELlVCJAVNgwJg7yAFSTrgDRjkgQQyYISFGKebAEC6CCeIKUJWEquqn+CMy\n4hxvzGw3X7dWDbafE5GR0ZxITmRGBP5KLrnczU3m7nvb3mutdz0vsA1rPzKbnufN3xzHJ7x8eUZw\nrwuh1x8PiNyiFSeO7hNWpTzNHF8eOZlHmRkQ7mvgpVbup8yLD27ZdY37KTDdZEThQCaVysvziSmv\nuF3k/nbl/r17bssKLnCiUOvEYh3FVZYP/x+krvzab7zDOd8Sg2Pnn7Bk4yYduT+eOKdIuFv4Tj4h\n1x2232Fz4nRzRxefcl7ONDlS5EiH4JdIWoUXpRH9hJwaoWXi8Ya5JT7Imdnvt8RuV9gfttiGKoF1\ncazLQp0+ZLfrmKcbzBo9hqpnt2TC2JO9Ixeow4G5HEm1UO8rQ43QN1R2pCPclXtKusFPlRMd9CNd\nN1JOC2s5cfV0hP6K41y4v1eynFiouOpIM2RVFq8MNlGPM3yoqFOqG7hbT7jjHdYC7jvvcswJf7pn\n3weO5rkIPeespKnywk/0wJw6NCkuZO66xkWreFXWOXN/XuiccTnuMef48HzD7nhJGISaDa+BVpVp\nXj+XHqimnFalns4gHfHi8IXH9DvvXPDixZm0bpOd03ndKG1fUuelUKpyHAL9V7TU+c47F3z4Yms4\ntbSdg3OZyVoo3c+ip79JjZxP6p/+6Z94+vQpf/AHf/C62Pl4HtJjU+7rq896rWZKScpSI21xVMlE\nD12IJDPUhNqUaEZogoYt00RVOchK0wAy4LxndYLS6KVScThn7GqjhJ7kt+XzPoLQMBFUDO8cxUek\nLFgNuG5DB5s51ARVI6ggrpG9w1dwAZ5cRULcc2GVw+UOP775TuDb1LfhGHhbunUFCdB3gV2rJBSc\n4iRgBdCCEbC43aN0WtHot0m4eWKzjajUGd5BMsGnil9XdmrcHA7MOnClhbErLEuHx+MpGBEJYD4Q\naqGJ0JkyCVsB3wJ7tx1PBEdMSlPHQ0DAlsHT6lZQC1zuPZeXHePVgX332bfvb/Nvep4zqTSuD/2n\nOiZKbRynzNgHdsOXL8F+Ucfq5xY7L1684I//+I/58z//c37/938fgN/+7d/mX//1X/nd3/1d/vmf\n/5nf+73f43d+53f4m7/5G1JK5Jz593//d37rt37rF/ILPOqr1Uckti8ex6spuWWyltfL0F48ve+I\nbjsJjK1TV/2KOqX3HcGF18uozdonntM4lzNBAu/unhPcR4fs+f5MViNcDLiWCeIwHEuqzPOCE8PH\nwGLKWk/kU6HGxmLKVBdyF1lKpRx/wq3eky525Ja5XydaLZzEI8MNtAQ+8sH5yHKK4DsO+8jQDD/s\nOLdKPZ/plzNNG4kDrSrteIeI496v1DgT3D37plx07+DLNXdzZYwjzsG8NIb7xIdupOmA08JFv3Bm\nmwDNThnnRCzQhUwGkiz0dcQzMZmjhCuiDwxe6J49ZTVjmSt3x5l1aOBGehPGXcFfRo4T/OeLmaBn\nhiGhe0dgILo9xIbNkbkkWFa+Kx14oUkipYp1Qpb9hvCOPX3pmaywmz4kJKHv9jyPA3l/TcuZPlXO\nopxdws4veLp/Sjz0WElc4Dgb1DUQQqZYorRGL541KTudGcOOtBZS3pNqw5rw9OIJ7y8/4Twdebp7\nSqW8Pj5as8+lrDlxjOOO47SwLmfCfvfGlpPYOWpplNJ+rmJn1weOLbOmBzvbVzT6N7Ofsh58tMPz\n7bLW/OM//iMiwr/8y7/wb//2b/zwhz/k5ubm9fcfm3JfT33eazVTWp2Ya+HlNKGnwvl4Yl0bWTJK\no5pw0IYgFO9oXpCmdBSyHGjSbYhgV+nNcBjZHJ0InQoTxmpg3tHTqFqQ6inB6IKyylbYmBleFQmG\nZYf38pDRBeoF9UKaE3d399xdnCB0ZEssa8PvfvH5Wt+WY+Bt6cMPX/LyfqKmyulu5lwLrc/E4sjN\nwEBFMBzURnCg3lEbVHHsxXDiwW9QA1NHVzKcG7urlU4KZ4vUnBiHwnLqMI2EtVGGiHogOnRWDCVq\nBXG0EEAdXrZMQBybtc4ieME3YXWBQ2vMqXK3rNzdnCnhnlgcF/HTb9/f9t/0NOfNpvYZ0Qlmxt05\nE7x8afjOl32t/5XC6HOLnb/927/leDzy4x//mB//+McA/Omf/il/+Zd/yV//9V/zm7/5m/zhH/4h\n3nt+8IMf8Ed/9EeYGX/yJ39C33++jeRR3wy1tiUJf95+wadNcTrX0fvuZxLuXwUaBhdxTth3Ow7x\nowJHTR8+tuJnqQseT9XKKZ95MlwDcD7NG8p319MPkbKsODxLVpoaLa0EaTA4Siv49Q5XEinuEAQf\nRkIMhOVEPn8AUQixZ23rFginEEbBzzPPd5Hnv/EUfMd/tJlVI/O54D3AxRYWmhriZqbocXll+V/3\nSF3QQ8+6EwaXsAqD7Bl5xl0uqAl0lVSFrhQux451t2ctwtP5ffquMHhPSzDPFdcyLffULkJ0nDP4\nKyP2T5hX4Tx1XFfjst/xvd/6Vd6/OTP/3++R7/8nyiVdvGDs9lxfNU49dEtCyWgtTHnA+8ZFgOIX\n5ikRoqPkyP0xY/Wedy4zYTjQE7nJRk2NTh2DNeoMu74jux2py7Q0o1YZdj1j/B+4mxeMOfHiMnKf\nz9hJiK6hpRLmyni4IsUDi0QcC8UMUsV3wuRgpNJZJatxWipXQ+X57jkfhpfczXc80WtwUCgIHn2D\nVOc+bCGjayvs1hW/e7PdHeccPrgHUIF+6fwp54SxC8xpo7MdxrdvSNCHm7GP2+wU/dYVOgD/8A//\n8PrzH/zgB/zFX/wFf/VXf/XYlPsm66FZZg9+gJpWWqs0HAXdCFZVCa3hCOTgKSZ0dUF6ockeKY7q\nG7VtodJIo5rjsoHiWJygKozeIS7TcmPNjs5B8FsAZBVHKOBGENcoEoi47f2lbUQ2vCOtmZQKRgUR\nSjV4xE//0mVmrHmltkIwYZkzhe1+w4vHoQhg7mGKUhSPI5si+G2yQ9ucJqFt0z9AUmVyHZetMtSV\new6k7NgfKjfBIHUMeqLYtgeEuG0vKCvOO7xsz1SaocHjJKF4xDXQbRrkVmEx46pVqFt4d60FaRsg\n5xe1I/MKO/1ZEtn2mdtDSPfXNcftc4udH/3oR/zoRz/6ma///d///c987fvf/z7f//73394re9Qv\nXVsStH0qcnqb4hSKltfTGC+eznd0Ln7uAf8KevBpJ+orC9urx6WW2YWRVdeNRlITEDjdnxGBw9WB\npRkeoxSozmg1odowB+YNWVYunEf6gRoO9OYRZ+QGsd5QK0R/Qat7cj4SxNMfdjhnDPfG093Icz8y\nXl0ga2ROFTtVrJ25u2v0q2DLFji2SOZuuqFvSh88iygu37HiKLojuKecS4AoPIlCqgkk8zzOHA4D\nHzhHN50JB4/0nq7tUL9C2ihEeniH4eI5ba0s+YSdj8R84Jw8blrJFpnHjpsy8eE0UfvKLhvTMcNV\nIY6BU6u0cyUU2O0jOjqm05GuJGSAtfVcC6w14alU35NxzMXx7FIZJML5nnxs1G6gA57pzM4/xV98\nh+PykhfnG1Qbh4s9w34PzhNvX4J53A7KeYEJNB/BoOt62u56C3l9wL8qlXnVzU+PsmuJdclMLpJy\nZux6nh2e8uL+Baf5yPXFE0pb8NYh7YubLTF4QjdQ5yNlXXDD8MbTnRC3YqdkpR++fAHRd55cG6Uq\npTbiW/Y6f1rGjpr+1GT026wf/vCH/Nmf/dljU+4bKsPAjGoNUaGsGVVFJGDSqGaIg6BbYGPzQhHH\nEApNPSp7Qq00yUDEuUJGGYgM2ijBs/gOZ47RV0QKqTiuzxNLGJFdwRGp3uFbgwK+N1oEKWBiWzbL\n6Kid0hZY54VmmYChCLU1vr4bDP89VEplWRaqwS5XbmqhuoJDkPZQtAaH4FCg14a4h/DYB2pBaJUq\nxj441AyrQsvK3HdEa1ykldt+z9ki362NuFdKinh1GEZuys4JEsLmEuk6OtGtaDchWyDaCg7MK+4B\naw7K2vx2v1QLa0ksa+JSFfcAKfiKGTefi53+uKJ3rK3R1AhvGWb1tvTf48r3qJ9Ln2ZhK1opLVN0\no3q9muJ0Pr7xjdQnKVGfpawFQxnjgNfAfbrnNp0JpcNq4/JyxIWA04QCUzL60aAVSi5YDy0ndFZq\nv6NGj+aNonVuQj0fkXzm1iC3SLGXtKb4MHIxBOR2wuZM5sj7/7bw/H//depaOJTKk65yc068XBpC\nx8EFNOx50YHIPa1znK4vEfW09iFuiazuiovdSIiRJ92OixD4zxcvKemO3DnuCLCeGEImXF4SmsOH\njpYFSQHXBvqrZ+yu9nTzSv3wjrtJcdOMa8ou9KwucCyZm/84cTct7EbPcx2ot426Vua4YunE9e6S\nVSq1KmaF3gWUcUuY9p7L/gD+jmQLgwrFBpbV0e5h7GB0nupWku2YzBPnibVU9k+uuBhGbr1DW4Nq\nnILnyeUlZVm4tIaRuRND1oRjZPVCa8LYO1z0HNcG1hico7TGxLaMGecz3eGCbJHzWjkMytX+itvT\nHafpzGF3wFoi14SX7gvx0M45+tCzxEjWRJcz8kDz+iKF4MmuUWujM/9zdbN2Q+A0ly17Z/927Wwf\nhfb+98rY+bu/+7vXnz825b7Bsm2mo8YW5JtWWjNqVUpsmBmhtu1xKiQRqhmdNcyPaA1QV0qnBDVM\nCmqeroI35ew7VD3BB6LfMrfiul3LUqmodoQA2Xt83XDVguLEEPG02tAKDnBmNC+0VkllpesqTRyt\ntUci2y9ZuSRWzVtztTam2mihEcWQh8mbqVKcR0UZtCJmJDMEjxdHQPE+bFWugK+FWo2bQ8A3zzt1\nxe8a5+qpa+IwZG7dDk9AtKI4mjOC90hu2B58s43Kpo2inlEgGXjv8HU77vGCbmUZTioFZS7rRil8\ngBQEvtrC4vOw0x/XqwKnVH3I3vn66ev5qh71tdDHw0TLg41sKhNZy7bzEEYuugO7OH6pjvEn8z8+\nS6mlrZjyHWMYECKntDCdbtkFx+5iT1VDUGo1VIXOV+YlU7QRh0KZEndneKkjtzlwXAq3y4n3X7zg\nxekFHyQlW0frBC2JjoHRO3SeqKfEPiiLgw+Plff/5y1VFV8W5pR5aRfMh+c0H1i8cDNcQTfy7HDg\nnScjXWeEXceuH2gFqMaaM0lXTApzPiH1TLPKC3O8TEpMC9f7Hg0HpHcINzRLtH6P9gNhGAj9nt3o\n2e97unCBtUZwhWIzNd5TPEwLRAai7JkCmCQknWjTHX5ZmVJirZWaCiKB8PzXCJe/jtSOC6c8Owy8\ns79EQkBaoy+JWgvvHxPHNXPpAu9eDlzEwHrrmJbGWmbmemaKQuf3XIpnMCNpY+oj4fI5NGOX4VAz\nuvPIxYCqEXPD5ULfH7Bxx+obrjV63XIKzlJZc0amGSuN41LItdD5jsvukrQmzusNTgSVSmlp69p9\ngaIPSOgp2qjr8noi8iYKwWFNyUtCU6LNM1ryG/+8d46h86jBmt6ut//V7/HqFPu2Z+w86tsmfW1p\nNjVKTqBb6qfWbY/GoQTdUuqbE8Qa4iomgahGjgYtELyCa6BCNMPEk70DHD0V2kqtnr5VYu+RsjnQ\nYlTMuy2x3oyIbW4B3LYwbgLi0WAkHLZW5rziraLIdp37BuSPfJuV88q6FlxTypLJWjFvBDVcE0SM\nhsOCgBh9M1Q8ag5VCM0QNcQrTrYCwy2F4jzihdlHUOXQMpMJKQuDL0g0sI5YDCcOC2w5Ta0BnkEb\nmCKukVoA2Y5p84bXCiaYM0QDq4CvjaaNec1bE7G1bc/nK9bnYac/rlfggvYLeE0/rx4nO4/6TGn7\nCDk414Vmjc5FugeowM+rT96IfZpy2yAHve9wsi0SetfT8oTVihxGCIFWGvqQKiwi1JLIKaG+4CUw\nnWGxgF8axTfasvDeyyNrqez6gLcRgqfUmVYM00ahsKrR1UYaR5Yn77B8eMZeHuE//j/cOxfU3RNe\n2oiLsJtuOVMR54gF+u4pZbcypokgR87qmcUR9EyfE8aBlAI5JaKudCbMpdD7zH6MdHGP9Q5yhjIT\nGyx+QHzH/Vq5TSeuuszh+pq5Js6+EGjUeiK5jqhXHPYRh3E+n0i50NlCyBP0lyxuoGYPRPpQ6fuO\ni4srji+OiBzogtBcxmXlO2HgRU1bmN/Bc5IOVuFJPTNGo3TgZ2NdlTpGlqmRkyLFEarjkGfKyXP0\nM3a3IDkQpcPCQAkCRHDbhYj5lm64IMpAPgTSy4Ur4vZ/1kJ2hW5eoV9YGTjPK/s4Mu52rOVEmc7k\ntYJzrH5iqMMXAgS8F7rQ0ySTWyKUgnxK7oq1huaMriumbbsbKpW2FMwJftzOB8sZObjNsvAGGrpA\nrkoqSgxKDG+n//TJhsK3OWPnUd9C2baT0BSkVHLeSFbZGuYarRlRFQeoh+wcpoXYOdR6yAXrGy45\nxFeqOfri6K2yhJ4sAW+OQRZMC5KNvg/o5Q5eTLhqSNgIWVmEobAVU76hOBwea4LU7TUU7ymlsaYV\n0UIj0mx733jT94JHvV2Z2TbZqQkzyDlTRME3ulyx6mgI6iImoKXiBVTcZvslEKWBOLw3olPSarSk\nVOfpOkWyYxLPvkzcuJGTBp7VjOsalMBgmckgN6ETQZ3DFdv2fUVpztPUY9LhXEFUt2mmbfjpUITk\nYFcaVWFqjZoT/UOw6Fe9t/NF2OlXcq/zdr6+xf3jWfioz5Q+dKVEoFkjSGAX3zyA8TOf9xMWm09T\naluWSe971tbIavQ+siueYis6OKpuoXMpV0QcQzSmKbGWhTCAJM9cO3LXiLpwGAKnBssp0UXH03FH\nS46znjhMdyQLTF0PnWNMyugExp79YaSfC+72BtaFsh447Q+M+54dCxYK2inVVy6DJ106VgaiJnJR\ncrtEByVw5lrgCRVKYDaHNehD5ML3VA/+6gIdLwnlll3vOK8OK4ldmShaOdaFFDum0fPubiS4xCE0\nBg9LP1DcjlpmpCp3y8R0mrDWce1GnJ/IUjkx0NaOJ1cjTQsQuL35gNbAxSckK4TpTPMdh/1zTO54\n7x7WyTBXKWOkWGCpK9LuCTj62sFtww2Z9UJJ48guG6KFIa/kJizWcBqY/Ijzhb6ccID5iF8K7nSm\nXZ7pJTLFSO4XWlPGWllQ1iCYroSaWHPg/i5xvSt0sWdUI9+dWK8Cex/IZJaSGMbPp8OICFEC1g2k\n5Uy/Lg8HacOaflTYYJSo6KvvI7jgib3QEKzfsJw6T7TpjL+4fGP7yq5/sLOlyqX//H23N9Wrjtwn\nbWzyWOw86hugzcL2ECpaMiUXxKA5pZpSrTFqwz2Q2IpzDK3giaQawW2AgOAE84pVI2rDOUeKQqNn\n9A1fpm1dvSnuYuQDFfrasGZIL0QXwEesVZwawRrJBToHqKJ4zCUsCHnJLGlFZOvMV93CTx/PuF+O\nqiq5JGptuFJJuZCdYghBhaqKevcwqRMCW6hnFWNj9zl22hATfFREtswlLZAjiAVwyqSOa030UZks\n8CRlYswU6/AqDztmIE6Q4LFquKB4NdQ3SvYojmBGcw8IdOsRvyLmWK3jomWWqlt8RM14lGq2TZq+\nwmLnVdPsiyY7sFnZUjFq+3pa2R6LnUd9plQNeQhNA36GrPbz6pPL059U0fp6igRCbooIjOpZmyFd\nxIJjKispg8OIfcBaYZnPrJa5jBesR7hLE/2+oxchT5k6HXERwoVjWgp1WolyIlhmGi6wrmc/GMPd\nDZ0DG0b8uuJjxT/dUcPAlAP57pb++QV7V1lC4+AKSRu2G9Co1NXh5QmxFRif8/wSRiaG1eiOSnAF\n7UZagSHuKG5PFU/uO0peGZuhEhj8njp4TimyFiOQMZ85r4F8vOc748yBzFJBuwtMA0s5w1xJU6Xp\nyLC7Ig+eKb1HW4+0tlJ4xp0bOAwj788NdStj9FxJIyQIh0hxRopPsRg56D16q6xlpVmjPBmwTtEK\nu2FHPXpqXjFrdAOknWfRQLfO7PeN3XBJvdohx5WUPf3+XZ5mR1pP1FPB+Q43VZYPbqgy4nG0iwPr\nceawJMbBISRWi3SlEmLmmODlzYmrviFN8dajzpO1ECSw5JVL3X03Qn0QAAAgAElEQVTuceucbAWP\n6yghkstK/1PWk422JM4TdiMuGeI8uA0JLlVZl4KKI3Zx60gv81bwHC7eqHAJfrOzrblt2SFvAVbw\nyb24j1DwX7+L0KMe9TPatsMfyJoF00qzbUFcZXOH+aqIeUrwVBU6KoLHzNFcwzXDolCt0RcYTFAC\nJQRoEC3jUFKFISqLGTVNOGnEImDgXKV6oSbDF4eLbVseF7dhiFuHD0ILjromSqpky4gDLUZr7fEm\n65ekUjPrmqhsWTVzLpRY8CjeoJqi5sAFxIEr205jVaVudCO8ZgTFO6U2peaGE6F1AfGGEKnFY5IZ\nbGW1kVUd+5hJdDQ6zLbwURVBnFFbppdAZ40sRkNJGtiLkc0QbzjbcpuqKItEfFugVeZcWdcVb0bV\nRlVH/Arf0psa8gU03lcK3pGKPhY7j/pmSVXBwAeh6ke0tbch+4LJzsenOlWNNVXEICwrfYjEfUeq\nhblkWhIODnxo3N3e8eI804KnzYH3744kqVyyZ4gD6eUNKc24iz3RAjrdUFLBdZVjF7mTjjFm2jqR\ny4x1gtnCWJXqjHV4wuoHZDrS1pkwKaf5FvH31BBQNY6xo9SBwRmdL7C/4tnY4QeHS41zyRzaitOJ\n3ibor9hfPyfbiEuF++M9ISQ6idwWh7UdMVwzl5XcFwa3cLXz6P1CcZXZQe/3JL9D/UifMrWvHJOi\nOrLfP2MYB+6XW2qKePYEKXR2ojRhXg+YBIJEokDsGn1rrETWVlnbmWKRQSpx7zmVQFmOpGXHuN/R\nXezA7fGhUc8dgtKfK61UNDisBgoBicKSCr2r9EOPDgOyu6ZfGnfHW5ZmxGKE6cx4aZRUYPeMugvk\n6chQCgNClspU7niiQm2V883C4bKnmsd1I7B18w6uZ6UxrQuXu88ODJWHN/EgkTYM5JQZhxG8R7z/\nqemMH0fc+ad3a3zYyDm1Kp0Zru+xVrGc0WnCH744rBQgBseaG6UanxGf8KVkn7CxverQyVe80Pqo\nR70d6cPeSyOvmaZbHIFJxdy2th3M8ChZHMWMnTNUIlocLhaoDguGqhKbETUy947mIiNKWBMbTFiJ\nMXBT4VQ6Rt+4rlv8gHhH8zDqtsiO27ryaKDlQmyGRI+4Qq5GWivN1g2rb9Bq++Jf9VFfiXLJpJrB\nwJZMehXc2RRpjsw2sVfnMal4McQ86hvSZAs1x3CdELzSqmFrowI1CNYdGPKWu5PFM7SFWfYsKXA9\nrPgwggqhOSwKOm+UUapSamRwjbNsOzylBgiCN0M9iG1Bpk5Am6cA0hpFG0taAUO0Ue2rvYU3ffPJ\n0asCp7av597O16/8etTXQvoxr+YrtHR4y5OdTzuHmjaqVoILeOdJTTnNmePdzIcf3HM8V47Zc5or\nN8fEtM44aZSamJaFRZW+v8JpJbUKsWM37rY9kXRCQkene7p746CBXRcJceSYdjgcT/cBf3umKxUX\n91CMZJVTTfghEg8j6/4Zw0VHm19wf/8eN7cTp0nQ/QVKoFphrxXnPbvocWVlOh4pdx6fK6WHppmc\nZoIP6PCEvhMOfmbnDErhpAt3p4lTatxXwYsQ3Aln96znM8865eCVXISXLXIbn7LQk7xtN+njjnj1\nhP3lgUknmis4d2B0T+jcU3Zdx95V9mEroEapjDGiNG5b5qVGiu8ZBuPprsP1Ow5h4VcH4yIauWTK\nMpJrx1xm8uAZn14ifc9yTuiLG7z3pP2BbD1lSbScKQTGUGnrxM25cm/KuW0XpbVl+lYwLexCQ8pC\nDZ427GjO4RtceKE15WY5EZc7WnlBYcUPB1LNlDVTxVAtOFXWmqn62cv/rztWBl3okbGndQEX45uH\njEYPBrVs54kbd4gPWC0fs719voJ3OIHyljzP+snJzkPGztc1A+FRj3olsy1bR82ouWG5bsGPudJM\n0baV7M4CalCdbAHSTmkacUFw1bBgVHTbkaiGd448eFrz+JrxVLI4Oqucmmepgb2vqI/UpGgxQmjb\n3o4TpG7dYSeCcw5TQavDGXgHzQJlWVjKA7LfNkLbl4GePOrtaLO3J9ZcaAo1JaoYLShdK7jqgAZO\nXrmU6RQwpaih5ogKXrdGavBGKQoZihNyjFgXyT4QNZCbI0gikFksYFWJcUIUvAkmm63R2KY7qluc\nQgAkGksVCH57v5bNhYmAhI0Kl53ga6Wpcl4LzRRfG2ZfHRTgFXb6TaY6sD3Oue36/HXUY7HzqE/V\nR3ACR7OG4N7acvPn7ex8fKqjZqTSSKlBrgQPfjfgLDClzc99uTO6OLELDY2B2O/YB8/NaaZ6uDrs\n2Xc9dn6Pui4Qe9Ypc8pKGQaGvbAWpREYBqW8uGFcK2PsCX5AGKgLDCHwv/36NaFPlHDD0jXO6R7L\nCyV72hqwNoBtHceiwt57ukEI6SVyNxGTsldYWLj1jux3VHry3U9Y79+ntTNeMpHGNGfa0nCrsi4r\nuSlj3DHo1pnKTnh+ODC6ERWP5Hum9X3mduZUlL7b8d1nVyycWXSm4ej6Hbn2nE+Bu3nH0AJjLQyl\nsQt7nlxf8uwQOVxAt1OGYeTpwXPoK924pw2OoAvXVC5jYNKR+6PjNFdyUJqzbVF4N+BcwBVP9EIt\nmY7ElUv00XCusqNiGSoHuLgkOUW9MJ8b5b4iQ0cgbQvIOFYRmil9hYM52to45UQLQrLCrhPUKSVB\nrUqqZ7q2hX4udf3MY1FEELcloke/hXvWh3DcN1WIDoTtYvjwnG6/B3HouqL5zQhtIThUjfYWCE5m\nW1dQHig/avqtx04/6tui7QLRzKA2cq2YQGm2WY9oeK04DPNQvMM040VQDahVtJaHfYzG2JS+dtvO\nn/MEAykFk+37HuNsgaCF/ZoJzqgNfFPEO4IHFY9VcFq35pptAYqqG93NRCkSaGvivM54GuaEZjwS\n2X4Jqqq0VlhrQXMir4XsDBWlb4o2ozmHScDwQNn+Z7btYOI6glWCCT7oRt3MW9FcvVC7juZ6UtdT\n/EDLDhEj2EIyT66RscsEM2LZLGwqPMAOHFYVEMTVB2ubQ83jRXHOUBoqHicNaUbGE7VQm3JOK00V\n9+C4qV9RMf2mJLaPK3jZJppfw2P+8er3qE/VqwMd9yqM8O3Fo20puz+LwVVTsha8eKILFN2KHWnK\n6Crfe/fA9773lKeH3etwaqkTU5o4L4VTg5Ic65SYqxLGnqd7z/ziPdqL/0UvFec70EYNwiKNu2xM\nEgn7jpGFencmpY61P5BaoFjH0Pe8c9jjVZnXW6qdOPsT57LizLMfDuyHC0iFdk7YOZFqRoNgvoBk\nLtOJK5t43is+rJRBGL77XWKvuPN/EPWGMMAYO9bage25GHr60DG6QB93xOGKGK/o+pHQD3R9T7y4\n5upwybVVdi4RXOKcKnNaOJ5ecDrdY+qIoefcGkvRDaOaFV/BtYX9oLy7F97F+NWrPU/GjgupmCg3\np4V1+ZC+S7j9BRlFZCSYI9g9qUa07ijzzHL3HkEn+ncDw3Umzzes54IuGYoyRMNaZkowxh3v7N/h\nVy9/lXeeXTEclBIqZ4UyV1rqCZEH+pHgY0+SSjvf8dwyrlRKFE4Kp8kRwp7d/hoToVVlzQWnC149\nVRupfXbB4dwWIOcfMg1e2TbfVCKyYajVqA+2FXHuwcIm6Dxj9YvR0q9tAPW/fvFS/SjJ2h6x04/6\nJsn0gcamaKqo1ofE+O3cymp0teLNKD5SVOipOASTiLatOGricdqI2dE7zzIGTCFowdE2q7YWFnpq\nMy5LplcjmJGiR6shqogzLEa0NjCHWKWKwwWPKYiCOGWNRkqN07RQbUVEaG3b23nUL1ZNCyVnaqtY\nLpTaKMFwWpEt/o1GpUhE/Nbs8g8TwyaGAoNuyPIubHbKNYM6I4eAdAPOeWzoWK93uOoxE6JkmhqL\ndXTBCJJxOKRCCQ421xpguOrozVAnFJRS/XZD7hqoYhqQaDiE2SJS8jaxqoW1bEW61fqVIajfNGPn\n43qb17C3rcdi51GfqtdwgteLzW+v2HmFif6kPprqbAStoso0ZSiFITriOOC9BxEux5GrXnGWOU6F\n/+tmYVkdoqC1MAw9/eg43r7E7n+y+XYP77LYgFjEWmM6V3KKmNtxeeiJbaYkYSVyrIHFj8RWAeXF\nYvyf/++HLHPlog+MSYlqtG7P2h3Io6MGcMd7+uOZwQthcFQvLKviy5lBP2S/mwh9hw078IZYIvqG\naxWdOyw5Og3E5ijHFVcbV87xZFzRdM/tIqRupAderitzn1iK8cEKxiXWLhBxmK3czSeKZfbDwhiP\n1DSTMC4H40m3UMRIsqfvO0RXynLHKUMpHb54qIn7JXC3su1IzZmz75muDzhpXOQ73hmOjC0jx4mc\nZkzOmPO0fU+MCzmtpCycl47jvWc9GXlZMVt5ciG8ezjwa4crvnvdI7FSR7CQKEvCakcNmeoitW0B\nbAuZnCcOlz25Ol6a5z8bvLjLWLiihJ5VI9WUks9EM7Qpa02vj+VP6tWY3myDcDRrn/nYz9IrxHXJ\n7SObpve4/Q4w2jRtnv/PUXy4ULwNK5s+NBQA2iN2+lHfIL0isTUMTZWcM2pCkc2+gwqdbj6f6j1N\nBCcFkfjANVAsBEwgZiOoI3WCBgNzoFsv34JRS2EVoTelU0NdxDUh+4ClhmvgfcOcYRqw2nBW8c4h\n3kNrtOrwzvAi5EXJ80yxhMgDPvsNGh2PertKtbCmlVo3wEXWRgtC1yrOHKVW1B6w07Rt2mdbUdOs\nAw3EVhBX8J3RihKzUsSxdgF8wDdFvad2gep3aBOCz2CZNQdUhb7PSAMxh8a4oaIB7xRrnr5tXjkR\nSLbl7WC6FWAPFrJgRpXtnkW0cmqVOafNTlnrawT129abYqc/rlfhovVxsvOob4LMbFtMcxvJBt4e\nie3V83+y1lFTctvCSqOLNLNtYXtt+Froeo/r+83WVpVD7znEhJgj5cAxJ1KtjLItkjYaTSfs7obo\nPJe/8muU3RWBinfKsWROOZEqBAeS7zje3GClYh3oIJxK5f12x084ck6NUiO7ceQy7BiPE3vtqPt3\nUb+niTHbglNlh3Ctipzv4IP34HyP5YL4yqkUrDhEI8vxyPnuSG4jy+mC6UVmPi/QGVaMbrzictxx\nkDOXunKBJ5WR+6PnNAvTEihrIC2FFaWUjmDP+N7hOf/Hd9/lO9cX/I93D1xEQ+vCIIZzjrrvaMFY\nzNDBM2fh5rTy3t2ZF3cvWaqRfGHVguJxwzOci8TUyFmpXhh2nndj5TvlniHdkxZlkh33WXh5nCnu\nACbENjOr41QF847LmBiYqOsNEibMHcF5rp/9CmEYmb1wh0eXlTobVEixIiu4CNUXUs70LjG6EWk9\n51y4mY50ORFCj7hA0cCSZ0hnOukw9HUx/Um9ghRoM4JsC59fdrrjvSNEhzZjXcpHgIDY4YYRTNFp\n+lz/vnOC91tWwX/F5/8aRvCGGTtr/fS/y6Me9UuRGYptGWo5bzegD/sJKg4VtokLRnFCFYgCuLBl\n31BQ7xFp9LkSW2Ade7bN8kZ1DvFKs5XmO0SFizRTw4B0A1EcHdCaodVwQZDOow7sIVdHxDDvsGKY\nelCHH5VSCuucyC3jxGhNHyc7v2CZGblmSs7b3klatsmJUzqtSOuormHicRIxp0DDO0G9YepwzdFZ\nI3aCibFWh68VE0ceRwKOXVsZSsFcoOx2aO62EHRWsjmyRmKfCVaJ1aPBQduw5iZbse4VxLbpYSl+\ng3+KITxYkMVwZJoGqgMpmZQL6zI//PxWSLevoNj5MtjpV/Ju2z39OkIKHmlsj/oZfTxMND/c9IW3\nRmKzrWPxiWont4xh9K5HRMi1Mp0TWrcb+ZcFlqnSamNtmeAyNVVKBQ09484IRbA5MWnlJqwMJXNo\n4C72vDBHkcohKLeSaazEJluqsRNSXannlUMb2V113Fskz0dql2my5/oQ2Y8jiKdfb7G2cB6u6K/e\noQ9GsyNumoljzzj21OVIujFOSXG1sX820Fzg/jhvi//cbFhVRrxcs+4OaH6JdAUvO5492XE5BmJX\naS8reQELI08vYbpbuLdAPOzpSodxJqixJmPolN948oxfeb7j2W7F6Yn/vBNO9zvER35lcDy56rj/\nyTbOD/0lumSWJNTRYa1S/RFDOKWZ2kDmS7qY8RzpLLEWx9RdkudGXzMaIm434K3jnBqdr/RdIchI\n8IkxVlro0bFHOk87nTjPM/72JfL0CbVC1z3juxd3tPUlix9YtTCe7wjq8HFBhp6DH1ksofOJse04\ndAOhGfdBOS4fUo6FOHY0jCyetczs1yOxPYPgSS3Tue5nCvdXnStVI4bA2ra9ne5hh+dN1Q8RKNSi\npLXSD2Hb3xkGrDWsZHSZ8bv9Zz5H9I61NWozYvj5bGefRLt/UcbO51n8HvWoX7wMs61IUN2oVLUW\nkIa69gAK2DrgGY+hOCpNw5aPI46GJ5aVWECDR53hDZrzuFIxV6gZPEJsBXMeiwPWB0IrOO9Ysue6\nGeYFcUoTR/z/2Xuz5kiyJEvv07vY4guWiNyqurqbHKEI//+voQj5MJypqqnMWAD4YsvdVPlgiMjI\nWpqdGZE1KSTOi4dABA5AwtyuqerR75SKjEZsiopHNW25KeM2MSrqqXPmss7sD42iLza2f7Zaa2ir\nrGXb99KUyOIQ2UKjtfYbxMb3gEcsbajnBkk8Jp5Y2waeGA2nRlq2oiJ5h8UOZ8KhLagT3nlH3XWk\nS2RsFXOJpht6ehcrkYTXrfgxx5bh4z1OPWIr0VWqD6SkMHaIZAjbzxW/hXVKC2TxxJpRUx6vExIC\nvmSKKlXliyOofw52+lN57yhV0eeG+W9FL5OdF/2NPoSJfiCxefFfjOL01/kf29eM1AqC+2hhm5ZK\nWhtaCl0oSCy8Oz3w9vEd5/N7LqczzjoUo0ojSmAXGp2fWXSiYsipYNLx3jmua6NzHa04VlMiRjDh\n0I0cxh1ubRxa4OYw0O06UGGIjfvDwH3/Gt8FNCy0kigPj1R3IB5/zy72uLBg7cqxGl/tHePrQNwJ\nazNOxVOGPV9/8w2uVea5ILXQucbQK/3OOPcJGR3dq4CLyr417rvK1F14XN9wbY2rCS42ftfPfDVM\nHPc9u2HHXBNqlX03oAhLKdQGNq2sf/kLT9+/YX13webAzjoOXcd0zoBnH0HORtOBcdhzN+6p/cDT\nbEzvEgeLjNG4pCfePV7JVon7QCeFponFe07VU8QRbnfY4KhNqAXSCosMVHZE9YSmpFmZU48LRyiQ\nnx4Y68TwdMW9ecdtzrx2C7uwUPqVVJ9I1weqnTmNhUlG3OjIfeFyfmKtZ/AzQTMnW/nvy1vm+Yms\nC+ApvmNOZ2qa6H0P8HdhBT/a2AzvPIL7ONH8uer6gA+OVreC52PhsXsmtOWMrv8YmPDB81zqL7cB\n/DXa/UOHzv0d7HTTxtpebDYv+g3JFDWl5rLZjVpDi1JFMYNg7ZlwBcV7pFWCeBoepaCyZWP5XAjF\nUccBcRVVWInbv2vCYdtunRY0DKj3+AC+97gGJQRabvgG6hT1mzXJTJHnfBR1G1TEmsOLktUopTFP\nF4QNgvCB0viif46Kbjs6a0m0JWMFqgc0E3W7t1dRzHWIGYoSmoFCEUMJBK14LUT/bOXPBhKZ+wDe\nM2hmrCu3bHterXO0bgcq9B6kLuQsFHPEkPFq0BzFR7QqoJhrBAsEa2iAZkJubiMLat1W18RBaAhK\nlYDTSm1wnmcq4EWQVn4VSMHPwU5/qo9Wtt8Yle2l2HnR3+jDYpqJYdgX3tf527yPogVD6Z7T49dU\nybnSWkV1IQQ2a1srwEoXKkPXiCxc15WHx8ctg0dnHuvE4gOH7Di4SBk7anV0wVOWhYdlYqkL0Qyz\nSO2FLAvl8YIPO4avd5TiidJ4ddvxu9tv+P3untKULJl0fWQ6rXjXc/dqTwgT6rdR9eFmz2EcuW2J\nfQyEY0+4EeLdV5wvwmlWShPU7bD9Hwjda1YTrF1x/k/bg7szpJyY1r8g7Ypfr2S3YIcDbrwlGniB\n1z3ce2G1C8UnovMMIdPJwjX9QHn7J9LbP3F9fEuZhQH4boB6XlmvE80KB10Zzm8olwuPpwv/99v/\nwePje3St+FWJqePV/ivGYUSb0Md7br/+N/ZR2MuV/tihrw7b1G86kVJFrVHrtky8e70nHEekdbgG\nsTT62gi65Rek5Ei6RyVQroUuw0GEvk5IM1wMuGaUGVKGye0J/S2D99SlUqcC1bgJAeGGxzQyF2h5\nBWusBFLNtHRGWiO6SLVKbj+lrX0gsn247qPz287Az7SyfXivfvix4Mmpfvz6j4S2BS1/f5oSvCDy\neQfF32bs/GMbW9FC+ZUWXF/0ol+ibWcHampYaahVclVUoFnF1YZvhgZPNSPSwDxiHUZFXUBqoU8F\nC4HaGb4ZRSJNla7Om43IgTPDhYD5gRgUV89IMCLgvaBNoUGIhkSHVoeow0ndOvRONkiBCCaNGjx5\nbcxTorYVcdCafgSXvOjXV22Fmiu1NlrZ3CAlQHQV1wJqDcVhBMxvk8OAAEYTQXFbrltv4Bxp3oqT\nKo7Sd3jn6MuMmcNrppeCaEN3A9o6DEdzmVYU046wB68V34QaO0TbluFkDprQoeC2ANHSPILgXcMw\nGhEfDK9QXEBqRVplyYnl+b4dni2eXxJU8HOx05/qx7yd31ax82Jje9HfSNVAwGS7WL8siW17/bRh\nkFpGEHrf0ZoyL2Wz0pUMFMwdWLNn3/eErseC0OtKnRNry7imeJep2TglSKwcNDEMPWkHIU1oNi6n\nlXfrmc4V7oeetRu4ViM8PhGr0N3c44c9PFa6oHTdwKG/42wz+MrOO7SeyTHhDq/woeA7RZIyjkf6\n/RHszPrwnqfVSHLgthfuOuXNZaOkmUKYjXFwNAlYO9C6laIXpAY681isVE3w1JCSKX6kxY5RI0/d\nLeH+yGE88lgSUhUqXLnShUgXPPrwjjftkaeysvg9u2h8c2zspNClBR8SxMh0NixPhLaSxsCUV/bO\n82+3rymuMRWlXRpdHfB+w10fTLjxB+a2UF1H33kOPvE0zQQKbbejlMK1efoW6G8jRa9cr47qA2oR\nI1PcEXLmT5eJm/tXVHdkvkYqhVAmcnXo8ZbdvEBKDH6iuYD2wqE/4Hplrkqb4SYIi9+xFiOljNQV\nkw7fday2kq5nhtuFYXdD1cpSV6ILP5lWOrdR3MyM4AJZC0XrL9pV+1DwrMtmaYNCP2y5PX6/p12v\n6DQjxy249K+/N3ymDeDDbuh/JmNnbYWXUudFvynZ1mSrOW+7Oq1RbLuuK8YOBYHqA9U7sIoEj7bn\n/W4cvmQ6BR1HkEZrsMYOnxYGTayuYa4j5IqFPYjH+5WmDSeNznlWrcxNOBYj9I7qwfDoc7NEpMO8\nRxSseZx3pKCUCmlaKJYJsoWattYI4cudoy/6+zIzcivUvJKaommhYhQPY1FUI0USJh6VDhPFiSJ4\nIFO1x6mjqwXZb89ANdetmBCP+m2nS2rhSQJdi9ySyBLQGFmmPf1wxqOYJYoOeOcJlvB1pIwj0i5U\nbbgYkBK3vRtXEe/JrWGRLWMHUHOoF5w1ags0Z1Aza6lclpXD8Fw8AdWUwJe5xn4JdvqDgnfPDbvf\n1snyMtl50U9kZmh7hhM8f4i+5GTnr7vOuRWabV13QUhLoZhCEFI6gwjqOoJUvr0duNkdCC7SWubN\nesU0cn9zR78/UjlS3Z6WEy1Vrj6yLjPTsnB6urKuV8bQ+Gbn+errA7tuQ4PW60oMHXK4JS9h6x66\nijDww3zi+/SW3mbu80qXDeTAGgaeSkKicmS7GeY2ky7veLwsvFuE5j1f/e41d4NwKY1zt8PtD/Tq\nkdOClp7sjeocc1FCbXjtUTlidqBPRqwjNn7LMEaW9JapLuiu56E2/nR5oBNHlzt8Fm5ij1+M6/vE\n+1l5199zca9IErbl98FTetAYSQlOJZJiRzzAYVc5ho6+3BH9LbvxNXEFOU9IW6gWyBmupwfOTTgt\nkTRVOgTf7SDsiAJdV/EhUlLh7Q8XHp8qZxUWg/epUlJmiJ64221LyGnimp+oe0VuXnO4+RfG/Q7p\nHKuP5PGAE8GXRG8TU3IsrSM4zxggt8r0dOUunkBgqQHwlLKQs5LpmJeZPF8QLfR+gxWsfwUr+Gj5\n0q3YAaj2y+1dIsIwRpyXjzs8ABICbvdMaLte/y6hLX6mle2vAQX/KGNHTUmtfvx7X/Si34Y2glnN\nRq0rRQ1zhjqjYfi27VMUtlBRJxUIULacFAG6VLAWqX1H1xLFdSwa2Jcr6gAv+LZ17k16XK8IlYsL\nII0Ytwl6UQ9Vt6Xx2MjCRmkTcB5ccM8gg20xO/oNP5+XxFzSc9CpUV+sov8UtVZpCjkn1lIgFdZn\nOmlsCZpQAJMNJiC6XUsRqOI2IE+DwTJ+2OIEWgFVIXUeiwHXtibWtXpObZsEdSjiCq0fcOoJUbY9\nzQaCJ4RG0AIWQRymG13UG/jqiFIwEVTdFjUqAIZXQxwEUUw9zTZgQdLMw7snJAbCr4Cg/khi+4Xr\nC8E7mv46lLhfqpdi50U/0Ue2+scwUfnCJDae3397/UCC6n1HTpXcFO8d6+XCWish9rRaMWv4bqRq\nYdAz6/qOay6stqPvbwk+0PAcXMS3Su5Hahy4zMq8dKxrYxgL3xwdv9vtUE00SZDPtNoINweOu4GU\nGlMpFA1MVTnbO4JfiUvGzjNZe1x/jzhhzWfS8gO5ZkQT9fxnpnniMdzSDr/nD199w9f+lu8fleaV\n8atXxG//lXBzpBMjlcxZhFmEThzmIrlFKp7d8ZbD/Svi7p6bcY87nXm6XLikwvW88qfTE6fqGPyO\ng/PcmONwuWDre2qtPHWv6Q7fcNx/BeMd71bhh+uZU8zMXaSFkfE4cveHbwmHkUMfeX24ISi8f/uO\n9+//iF0e2V0nuus7yvyOy8PKm4fK+yXzfqksNdGPRuxhN7wThdAAACAASURBVEScZqyu3B4rd3cw\nuoSuCx6jD4qKMktl1++5e92zO0TWeeHd5RGRhdfHyPH4iv3ujl4grQv1MOJ2rykqBM1YcSR1mBSE\nhIRGKo1wntmNjiIDWnuaKF4zxRxTbSynK63OdC7gxJFa+olNzfkfix0nDi+epj9ipH+JPhQ84oRa\n2kdLm+s63DBsuwnz/Dc/I4bPQ1B/Oj390cL2t4dW1UqzLwcfedGLPlf2PNVptWxkTK1UZbOn6YaO\ndrpZfNLW+yaKodLRTDH3/LVa0b4HzTQJLLJZ2wYK+IaaAwVkIDiPi4UZz8oN2RwWDW8CPtAMvCoS\n2Pbu1OHNtpwTec4DqiBmhKCsKuScuV5PONmKnfZiY/unqOqGJ19SoeYEuZK94KThyzb9qLLtX3lv\nNGl4U7wJilJ9R2hKH3WzuJVG1boR13xAnCOUbVJYGqxZuEgkON2Q5F5pdYfgaZKf7cqOfjScFUSh\n+IhvSnOKuQ15HZ1hUShNaOrwpjhvW76uE0QUI2yBp6WipjzNZ9amiGxUto3l8WWKix+fA39ZsfNh\nItR+Q1a2l2LnRT/Rh4tchI9wgi/6/p90natWqlaii2iDWhQTAQfz5URt0O8O9MET48DT+UxL72j5\nzJQy1XYchjtCP9JyYF0W1pYIEtnt9yBnJHtsDXS9oLsd/XBLVI+kRtcWOktUQDzc7DtyzVQFlZFV\nzkTecSyNkBPvnmZOc2INm8Wok0aZFpbljOkjpsJZXpF237I/vuKQ9rz7y8Ipr+xvPP/lONJz4God\nZ2bUTcRW8CWzzo63p4732dFCRMMt13bL0hxdKYRacT5QZc/7c2IuM6MPRLcn7HuOO8/iGjudOO4z\n4/0BL4bqSlVPCwNXEfBC1Mphp3z7OmKDJzmH+Z7+6yPzqPyPeeahLrzVzJt5QU6ZaIINHc3tiXTs\nRYjrzMMPTyyPZ1q+YGY4lDEUjgfY3wfuR2MM0HcwWuNp9vz5fMGLw3YdqwtMVzg/zeR8YWnG2N+x\nl8hQC1Ot+LsOjYHUKlINVzyEHQHP8QBrZyznlTF/z0LinDucgklFIiwI83lhvky0ujL6AYCl/QgK\n+Agp+OCDdn6z0vxCUMEHiQjjbit4Sm6U/FzwDCMSIlYLuiw/+R7nNgLPL0VQfwwRdfIfZuxsU1Wj\n/5nUuRe96FfTc6BoyRldEs2M2gxjy8lxpgQcBjQJgBKc0FQQMTAhpEI0IY87estUc1xsYN9mQtjg\nBzQQ5yGOWKc4KUxlYKdGVp7JoNvnsDTFVYd4gWi05lEBjyK454684fCIGEmMJSvLsqBkrOkzOvu3\n0+X+/6qqbrs6y5popaJtQ057GrFFoG32NeswAbEGZkhxJCc4c/QlEzrAeWrOVALJd5S4OSS6lmkm\naHR4g7V6iu9xHoJLqO8QvzlVrG6h2OodgYSUuoEMSt0Q607wFgitIg4KRm0eRInyjKl2YSu+m1Kd\nR5oiVpnnmbenKwD+mfj3paY7vwQ7/ak+Nux+Q+GiL8XOi36iD9hpdc9hol9wqgM/2thEfkTeBsKP\ni9ydZ5nOTHMm9jvG3oE1XL0yX94wXWeuc+aShJ4dd50j5sb0tPC0LCzrhZ3v6W3l4c2JZRa6ncfv\nA3EYseyoxbMWv1FXorEfoe89f358x7nM2+FJwtsT+9rYLzO9nknlikphplJjxeYJThkMmguc/Z63\n7ZZmI9/sjqx+x+QDu/vI61c7RnePXTJP15nvl8p1ShynSnsofP8kW2BoM2roqBZYi+D8CIuiVfjq\ncM83Q0eRjGlm5ztOdcI6g9d7rO/oHPixkPSBy3Xmkq5Urtwc99zcfIXXW6w5pnrhh/yOp8ufSW2m\nrJXTmwdSTohUAp4SApNEzn6P7ge6r4/k4cAaHLe3Hc2M96czf3k8U+fKrSlf0xhWiCXR7z39TeTY\nVXrJeKlEMqfU+OGUiP2B/e6GYJ7LdeG//vCO6/SINuUwdIyaqacHCo24P7LaSHUOqqCLEdSzk4i/\n63mQifXhLbL8iWm5orNQrKFa6XaB1YzrOTFfr1sH1gWqVsqz//5T/DTwSd7O59tPPp3w5NQoeTuY\n3H4P3mM5oemntrrgHWY/2gl+jj5OdvjHGTsbAbHixdP7Fxvbi34bMrZiJK8Fa1uSfFXDpKEK3gRv\nQvNGdoDWbdrjPNtjpeArlNARNaMiXFyHNmV0CScFVVATfPR4D9pVLikQm9FlRbIBW8aKB1J1tKYE\nBy5AM09T3cIfTVC3TYmcgTjbJkOrskwzVbaHWH0Of3zRryczJbeKlsbUMpYypTWaGNEKqCfTMARz\nfnv6dUZom52t+YA12LUFFw3MqBWa96iPWIx4UywnEIdUoTWhpoYER/UORbfgWYkQPbXlDU0ePME3\nfEk0NyA4VIWGbbY3AfUNdZAVNvNb3WAdTnBR8W0DFlRt+FpZU+L9+YyKbNNO1S9GZful2OkP8u4Z\ntPMbChd9KXZe9BN9wE4bz3CCLz7Z+fCqFC2bXSgDBq73CJXTw5mkjld3B6xVdH5kaI9QM9Os/PF8\nRlc4WMfeRdrpQp6uTG3rnr0Sz+NpZlo9RGV/46j7I5oCrsHjct1wyXHHGANfH0YckTfv39H0SnIz\namdCNUIdcEnwpXAzBIY+0tvM+vRn1ssD3jru+tfE4cC5Gj7Cv3/1FV/fHlkksbhG8DtK3fFfTxNr\nvdIFRfo9we/RJmjt2HvP6yEzDhe0LVgq7HtHcB3n85VyrUQb8ECThtXI9DSxPszMKZPEcbleeRMr\n1+OOqB1d3ZKguw5OnHhfLpzaSrLCXBpPp5Xz+cRpzvzw/pHrm/fsm3F/vCEMd4RhT7GeaziQw5Fc\nC8U1rsGT7jq62xts3KHjiNsHXt0P3A0N1xKaBH++UJzS7xw3O+j9Cm3mtBROc2PE88oZrilTSpT1\nQi4V8R3S7bntdsSizMuMG3ekoSe7zNI7Vlu4XC5Icdzc3+JvbtFc2V0fsfWJ65yxJVGmCaXSoqLF\nqDkxn874GhCEpa3PIbfbzfljseO+XLED26ExjOG54KmU0jb7wf6w7aUtM1p+pMT92Bn7+YeFPiND\nReQfZuxUaxRTgvP4L4SVf9GLPlvWaNrIU9ogBCK0uu3qqFV8Ljgzmos02HYrXcCKYhLxpeFbo4WR\nqJXkI1e3TXgGEq1WWtvwwM7vML/teVgJdNU4aCK0rRiyAB4wc2jbrGsS2Ihd1XDWNgS1bJMl1OEw\nWmzkoqQ5seYF5zYa25fcqXjR36pqpbbtHr/WthU7BNQnnBbUPMUc4gPOOcRVfFOCBlqAbB7XhIEE\n0aFZaQYVobHlNTlASqE6h4UI4tFkWAMbtwvGa0GagOvINDQ3hIAPSrSMqqOJx5oibgvHlSp42gas\nUaGxnU9igpnH/FZMK36bfmrBaFwvJ85lxYvg2ra38yUmiB/OkF8qkW0q2tpPf5+SK+0zYhU+Ry8t\nvRf9RKa2YXh5hhP8SpOdos8PdmVbAoydp4hxvVw4Lyt9P3J77Di/e0f0CnFH9J7z01uWHPlq/Iq7\n29csoqwpUZ0gsWPfhJMzniaHiyPffjfS7UY0Gb55bNqIO4SK9wFH2DKPi6MsGxhhfwTKE50fCBzx\n4cqcPNoCvgX6tBDahPQeuhF8I60V7wf+9dXX3HTKf3v/Aw/LhGkiusLTxVjryrc3lTH0TO2evl6Z\nl0QcPQefGTRRVGi5kMpp6yyKo98rN7s9492B/2N+oB88d2tlzspqMDU4/bf/TkkFDnccueeuGzk9\nPtD5hJuuTKnSNHPDwFQiWQRLW2p0M0XFse893353i4zfUNbKuj7wyBMtHrAQScvE0Pd4t6ekigue\nYwxIFPrB09/L1pZaBi6zoy0PhPoGfXVDiJ5jNJacGM2xnIw3rvG/HqBzCwsR9SO661nVcC4QdwfG\nVjnNC04ChMpUG4QBGXZ0aULfPvLV3TfEr/8XlqnBMnP2jcekHJJgfWE9nQldw9wd3keaJUgRdQ6L\njeQSQxi26/755iwiBAlU2/zRf88G9nPlnGMYA+tcyGtFgBA9fn/YCG3zhBxvNl/4M4K6NGX8BZ+x\n/7eMnaqFptDFQPgNBb+96P/fMlO0ZNq6gWuULZTT2Cw6exogFAk0J3ipiI1bmChbpIEadK3AIFz9\nFj1w5yuhJVot1G5PP3QgniwNloZTB1a4at5ytoBotu1WitsgwGqsMWxTpmxI0A1KEASroNnjQsNL\nJauwpJV5OXMY72ntOVz0hcj2q6nVsu1yLQspJ3wuZL+N3Py6uVaaczSJOLfFI6BKcBFtGWXA18Yu\nKEhEWmVVw3ygOIc6jysJRWgS6RRwjUJkPTfia0cJgc5nUMFFT3ERasEqhNHj5xnsBnMDaKI6JTgH\n1dPHyuI7WjLU3FZMP6OxXXCYNVp1qCi1NMwqec08XCYOtwFfKzV2n11U64fgd/9550LwjvpJQLaq\nkVPDeWUM3We99y/Ry2TnRR+lul3k3m8kNifuizzkfart2Wub6mgFpx7nBR8dOS88PZ5pGri7O6Al\nUfMVrcr3RfihTDQPgz8S45EpBOoyk1shuY6dCofQ8cOayc7xej9y3/eoHxlN0KkynWZMemI/Ms+X\nLUm7H0iaEe/RuCdWz93gqOpZ88LiGykLLJXejKiB+8Oe/f09tg+8X2beX437eOQPh5HH5YE/Lu9p\ndeW2n/B5QpeFgya6JqB3jPsbUu2ZM/huwB9uyfGAxT0uChwbfmy4fubm9wP77255rxMuGP962HHf\nxQ1R/Y0yuQeSZWpQxO2x1RHbyi42/DLTHk4wn7mPRug9qTeqr8S98Go38O/HO/5w/wduXv2e482O\nG3fhq7jw6mbH8bYn7hstBlzsCE7wbWS5RrJ5QoCSjZocQT30Pfsbx81hpDfFThPL90+sreHHga9D\n4C5uyNb3F+WP00zfG/s9hMMNK8a5Fh6zUrvEbteTa+BaEp7tgHG50Q2v8H1ElxV990SYMq6/I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x8X4aWZ0Q+shwOOzFi2HgfTOuq3E/Ru4Gw5cbTx+fWG6GyQE4kK4Ld63jWsHVTKw3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B3A5i275M+BzpEbw2lmF8+u5n/A/nhfjyhU2NdvmW7/+7v+L64UrzlaGBGC9HBIkNpnHc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\niIiINOn/ATg6b6xSfMJAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "pivoted.T[labels == 0].T.plot(legend=False, alpha=0.1, ax=ax[0]);\n", "pivoted.T[labels == 1].T.plot(legend=False, alpha=0.1, ax=ax[1]);\n", "\n", "ax[0].set_title('Purple Cluster')\n", "ax[1].set_title('Red Cluster');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing with Day of Week" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dayofweek = pd.DatetimeIndex(pivoted.columns).dayofweek" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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R9FOqnZRbhzF9kj87DgzMw9lehRkp4Ojtv8fJywdFIfDO07B7bfpjZFEvLyFE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4SeH2+i/u1HFpZpIQfdP9rM2bF61l0XZ51ZzM9+VsK+rvnXT7DY/UdHceckePbH6/GvCtJwSYZY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\nePslcxB3splofdc4YPgYyYiuIkLSEMgks9Swd2Arr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X2[:, 0], X2[:, 1], c=dayofweek, cmap='rainbow')\n", "plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyzing Outliers\n", "\n", "The following points are weekdays with a holiday-like pattern" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2012-10-03', '2012-10-04', '2012-10-05', '2012-10-08',\n", " '2012-10-09', '2012-10-10', '2012-10-11', '2012-10-12',\n", " '2012-10-15', '2012-10-16',\n", " ...\n", " '2017-02-15', '2017-02-16', '2017-02-17', '2017-02-20',\n", " '2017-02-21', '2017-02-22', '2017-02-23', '2017-02-24',\n", " '2017-02-27', '2017-02-28'],\n", " dtype='datetime64[ns]', length=1109, freq=None)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dates = pd.DatetimeIndex(pivoted.columns)\n", "dates[(labels == 1) & (dayofweek < 5)]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "What's up with Feb 6, 2017? [Snow Storm](http://www.seattletimes.com/seattle-news/weather/weather-service-predicts-3-to-6-inches-of-snow-in-seattle-area/)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3.5", "language": "", "name": "python3.5" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }