{ "metadata": { "name": "", "signature": "sha256:358fdc6228d039d352e7c9377d0fd7c0d0e3bf53c42dc4c654415b1d1de1a8a0" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division\n", "from IPython.display import Image\n", "from deltasigma import *\n", "import warnings\n", "warnings.filterwarnings('ignore')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "np.set_printoptions(suppress=True, precision=3)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "order = 8\n", "osr = 32\n", "nlev = 2\n", "f0 = 0.125\n", "Hinf = 1.5\n", "form = 'CRFB'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "ntf = synthesizeNTF(order, osr, 2, Hinf, f0) # Optimized zero placement\n", "print \"Synthesized a %d-order NTF, with roots:\\n\" % order\n", "print \" Zeros:\\t\\t\\t Poles:\"\n", "for z, p in zip(ntf[0], ntf[1]):\n", " print \"(%f, %fj)\\t(%f, %fj)\" % (np.real(z), np.imag(z), np.real(p), np.imag(p))\n", "print \"\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Synthesized a 8-order NTF, with roots:\n", "\n", " Zeros:\t\t\t Poles:\n", "(0.677171, -0.735825j)\t(0.574412, -0.755247j)\n", "(0.677171, 0.735825j)\t(0.574412, 0.755247j)\n", "(0.707107, -0.707107j)\t(0.576806, -0.657630j)\n", "(0.707107, 0.707107j)\t(0.576806, 0.657630j)\n", "(0.707107, -0.707107j)\t(0.637688, -0.578575j)\n", "(0.707107, 0.707107j)\t(0.637688, 0.578575j)\n", "(0.735825, -0.677171j)\t(0.751098, -0.551585j)\n", "(0.735825, 0.677171j)\t(0.751098, 0.551585j)\n", "\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "plotPZ(ntf, showlist=True)\n", "a, g, b, c = realizeNTF(ntf, form)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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B2L59u0XPqV27dmzatCnFsWazmdOnTzNo0CCaNWvGggULUuxfuXIlrq6utGrVCoAzZ84w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\ngkd+B4ivgfFYj2KVgHeApkBbYAJQLP9McwwOHTp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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "Image(url='http://python-deltasigma.readthedocs.org/en/latest/_images/CRFB.png', retina=True)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "b = np.hstack(( # Use a single feed-in for the input\n", " np.atleast_1d(b[0]),\n", " np.zeros((b.shape[0] - 1, ))\n", " ))\n", "ABCD = stuffABCD(a, g, b, c, form)\n", "print \"ABCD Matrix:\"\n", "print ABCD" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "ABCD Matrix:\n", "[[ 1. -0.528 0. 0. 0. 0. 0. 0. 0.001 -0.001]\n", " [ 1. 0.472 0. 0. 0. 0. 0. 0. 0.001 0.001]\n", " [ 0. 1. 1. -0.586 0. 0. 0. 0. 0. 0.008]\n", " [ 0. 1. 1. 0.414 0. 0. 0. 0. 0. 0.028]\n", " [ 0. 0. 0. 1. 1. -0.586 0. 0. 0. 0.126]\n", " [ 0. 0. 0. 1. 1. 0.414 0. 0. 0. 0.048]\n", " [ 0. 0. 0. 0. 0. 1. 1. -0.646 0. -0.018]\n", " [ 0. 0. 0. 0. 0. 1. 1. 0.354 0. -0.574]\n", " [ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. ]]\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "DocumentNTF(ABCD, osr, f0)\n", "f = gcf()\n", "f.set_size_inches((15, 6))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Br+wJTUREnMyun3ypwIdAN691VYE/MFcVD2AG57gY2Fbsva5BgwaRmpoKQHJyMh06dCA9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+2TFCm54VrdG0QWSnom//Yfdu7issjHqtPnukV4T27OiHr1/PJ0do8+oLhcht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\njCoY1Eii241nTB3xgzRNSUOcMYG+pa6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CPwkjGkELnX7SUEtD1QZD3lCIHsRTHwwRrwkG\n9dpMLvuTSfSZA+VNep/rc0PARUBR+JVmr+WPIjCtjhJdsjoQJO+TrtT/axAVxR7jGl3TlrXXD7vt\nkZg/+ghc2RZt2fgqEtwudUJSIzvHtPbwF6TApp7Q5LabtFmoq7IMTyZWqfW129eRJ46vtgXryMuz\nC2362/54+3YqKyN9kRS/GgUy1oLL0SgsDlK6V5sIjg/hGlNnCNQ1wSBduwCnWr5/N00h9KuzeGK6\nKewOHxvi7lMGmOdYB39AwtBGBg5Wf/dK8XD5a/vp81NzEPvKK9Dbo5b9unWt7OPX9SZvhzkoveAK\ns3z27DFPix9Vz4QzzO2sbMUeul2bZA4pim3QXLozgUmr90N1PD5FsQ2WR04MEB9vmv15XC5V0J29\nB57J5JS7ijnjuir4+R41qp9mfeTN76JaNQVdKKh9TvirKqAKEEWaRj8+ROIZ2mT3fbmM/2c+jDTL\n4+t3EtW+990hlORH0Xxn9VDNZ71u7tai2Vr76p07Qe/me54cJGGI1zA3bGhwUVyMLb/6fq+Sk//n\nMOf/wKdGDxlRb7xfUREcOABffaXA7MkwZyI5vxxFIABFWQngU9tg9yE+7vp3JbyQwawnDsCFpjC6\ncY2HAwfg8Wt7wntDeOO2k/jvf1WhTWf46UG1Y9ZUR2PPDkAPdQKr8rAbclNpCAb5y1+AvaZlRK8Z\n1WqQQItiwRDgLebLjKmFOMXQog04xVJK+5LZrw2s52j5CfaJRr3V2TSDlx40fEVt+okefjz6pNnP\n9kKCGaofoKbKxQcfmKdbTVlPGh2pNT1Z07T1T0hgxBCzfXgbzN+uwTFMZSdb5JW8bjQ1QZkvAK9Z\nlrj4fgmcrFaYM84xJ0pqMrsa9TrYWYW2eJcLZUrkAMHlVuh+mTbje2455zxWoqobNbprtmATJ5uV\nYMsWbV0Rq9A2Tb131+FNJPWJMkNflsjij+yZphdbV22Q07Q7CVZaZiF+l2cu7p2Xysr3k/gsypoD\n+gerdLepDYwf7FUdXq84gOcHJUyaBKMe3QMe83mMrFMrJVC9L57sIrPS6R9xb6j5WeOV1dVQ0BVu\nmAq/mQS3n0VFhfkBt16vB+1ozmQyHF2trn/w+jYTjKXn6tXcUVBgCGuxNIPtgaGxOOHNI1Vs0SM7\nUSASV1oa34SZvLRESFGMABStRe8Qa4JB5u7ZYwRCOOzz4WqnReRbo8GJtp5OTSBg7F9SVka/u4v4\n8LzRuH41iYNFsbtqXdPWVhPgcKEtmkbso0/Ve+prcr1SUkKWxQzz3w91pey6SWRefyo8OI59FX6o\n8xCyNGmbeYlOYxzWyXKfosDyvtF9l63BKCw8umcPpT6f2l+vj/QRe+ABBW+lmm+GeaSi0BQKkerx\ntFrT9vECuxZo15YEyO0G1XHwhzPsAkxxCn/9i/rMV0pKyNrnjRmwgPFVDOkZb/tI9x1sybiDSSiK\nwtr/eqj54RQyZk3At0KdxKzxheChcXDDVHb+YAK3faQO+P2KAp/2hytmwI+m8/m78byjaZiMBYst\nz4s2wbDzlZPY+MfBHP7HIF69YiAFBXahbe2myHwrKwPPZxbt27hq4lwuBo8x32fbdk3T9upwuGUy\n/H4CKbdPgRXmt3T8LyrsljQ6Z1aq38NBYQOnlICqrbIMqPLytLZwOJGVHyXQtNcsvw0bIBjNt+jD\nQZRrWqLWTPCNeN3i33BqDa64kKlpCwRUk9UJkZqzpjqzHY89M2gP/DCjFFcv89t+0vfLDcuA7h4P\nTZ4gPX9dREoPLajJPvAVqJMsUduYFU+Uun5yIxPPit4G3KPrmDTeTFtODra1uHSB9Pt9+jBitJlf\ny+/tz5aHBhH/v1PJ3+Yy/LsAho4KGdrMRM080nj/SVWMvrGcWXNLVY3EhGp1oKvzl9PguqlUZXSJ\navKqgF34H1tDSBsz4Yb4cTXwG1NYWPdxEpXVCiwxheah9+9l+j2WsWdmT1gwnOc1B1xrX62bQAIM\nGRNUx4iDTamioAB27DTPH3aa+p0yUu1RGDrO/Chv2QKP3RdvWG7VZnVl4UIoXG9OWA2Z4sWrhOCM\nasb8sFZVQOjpyfTwxhvgrTfr1wsv2NM5fJS9rId2SYLplvdd3YeKSvjHPywn/S6PkX/bCb38NqFt\nyxbo+//cvXd8XNWZ//8+905X77Iky5Z7Ry7YxthGtEAggSSEBFJIgfSySUjZzSakN5JsAqGFntCS\nEAIszWCKMDYGV9m4d0mWZMnq0oym3PL749w6IxN2X/llyfd5vcCamXvPPfeU5zz182zY4PMCMkd6\n7sLWnNZM8fCy4zFHFvOWh/HyIhOJNJppszxtQQPmDxOsGccIWpRBxcpDPa8HHt8Az7wCn3ZD2L73\n0LAT1uo1HpTMzEWPtsMjK4JBGuoUnwJoU9DDY9YvXOj+UJyBGus3TWHXLtjyQtA9FyI6fKTV0SOm\nTRUolbIPelyFDWXw3zXsfDkE5j9XacsDHgdeBtYC9m5YDrwGrAeuO9XNP7DCGwNCSJf2rGHf77Xn\njFBUrbsIXVn3216w2ioFtUoOSCoF65sVOCwHTwQMWCIFw5iqMOmiYcajJ57MSmI0TS4rL3cGPfNU\ntQPbeu5FOlzcBVe4McqP/byAfX25C8NWUno8SluoPinbDZioXzvI1q0QmT/KM/Pn875yC0EnaPqs\ndge3uAqRzfSyIbezBRLdNOGmaW79nNY8rr3Wvc57/RHrINdMk+uOHuWP1f64ZvvaX7W18TsrDtlR\n2qxrKkPjxHLb95uyNIItBPz/CUhi9/Wfhb73f0Hy1ZoAKzzS2vTK2zynbX8i4Vu3/1MgDdtT+z9R\nyO1DYkjTHOta2jBOCd7zv6FTWeq9OVPjedqG7UKcwImNeXDLNFL9Acy9hdz5tVwYa5t6/xeetoxh\ncIFlfrTHbzxQzWfWAKa7vz9z4AAPWaEtzc3w4p0eheXVct5ZXwzvXsX+D86D41H0tPBZe5nvqc/l\nqd2dNgynVhPA7Nmee7aOr7Rdd+wYG4aGuPN37kJfcUWc0hmS946NCbSXpELgjGsnxJ8pJ9gd/bs5\nbYZp0p/Q2No8jgGquVIW8N1TlPPTg/copNNyrJbdfuzU6MRnn6Q8GPSFCFXVe/rUHaFv2OS/PleA\nMRjEGA1w8ofTYCDIk/fLEjgAxnCQ278iC1gPHgvCb2bInKCRIL/4YgyOScE+bRg5YBsHxsacunEA\njAZou8fl98khlS98wQ9EcvAUYFhamyesacEQApgyywMJv1uwfbsJD05yvksci/gU7mkXjFK0ICvc\nqTIJNUmpCL1zlv+3OcMIFZ+n7dAh2PF8GD6yjJs+U0zXhxthjVxbPm/RJR2uoJ1RaL50JjxTnWP8\neHVoiH/LCsdjl2fe5w1jgs/TFlUUqXi8Cc1bZPiVtpCJ8sPdcFYPl34hwaSP9jpC/qxYjIRhkFJ1\n5p7lzlf3Rrn/vErbOZ/LkmvKU/CdLJx2gMkJ5s05RUjo9FEmVCoypA6JZvr8857fLXmkKhTik8uy\neVMTmaEA9/44xkNbXLll0jSDHzc0cPuMGYSEQBXC9/4RRfEhNsY+1OkYqwHoiXDgm1PoGzJywsVN\n8Bt3Fg76chQThiHTbizhemxE4W//XgYD8gwQlSkmv3eAaVf3wMePuu08VitTYfArbd660BMaLKWt\nylUu2tqg5YDb98kNkp94e71isdu/Bx+Eg7v9RrQ//AGOeZS2KWekmByRn9OG4QsVPrJLzYloePll\nfwhn7TSrP1bO4edqarjqMs8z15ez5b4CHJvc5Di8s8vFQpjqGut277aQQvfkKm2R8Txtx13e4F1x\n2XvNF5w2cwRCBuFJ4yhtJWn/+okYEDZ8Smj7a1EOJOR8b9rrnu+FU3Jl86iiMLJyJUFFIRQSUJbr\njQvVu/04syiL70/3K7Sv/8HjLXx3J5RmnDD24mAAtdHDG743D34zg19eUQq3Tf27xtd/pNJ2DbAZ\nOAu4H/im9f1twJXASmAZ0DjezZ+wFIOgEHJWv7EfKuQg5ddkmH1tJwWq6ghq2Zs2YA2IIgSRaS4D\nv/FnHoSnRXGIyfujisK8z52EpX0wZRQ+5e7CV9b5GZlumlSEQtJSYoK+wT1krvmMNcBXthMolxM9\n2hOAhyZybrE/7MNe/L3H3D6F65POJNhTlTFNKkMhx4sGwFyXEe99yd0A9kGRDVTgVYQ+uncvI21B\n2Onvz733wrYHCiEjfEqb/XfGMLijq4t7TviTpCPr1hHXdb5x5AjfsJLzbOHzrean2V4S+Md62l4c\nGODLngPWQbf7f1hpGw89UvD2L649a9MmvnvUPSDHA3V4M7LXTbaysmFo6JRF3m1BfUTXncOlN5Nx\nQjq861cbx6L7VuitqJDZnraMYbiFOIFnb/OHn+1d78+D9ZK9X/8nyqsXRdMeR69V1qaOYwp0Rn1e\ndxNpGPjer0+t6GbaovDzWfQfCjrrs2hiBjwAUF40r76jQThgHXRBg1tu8TTWUkxG97+bnQs4dizC\n1g3WoldNzvvaIKdd6RFa11YRFDJMkIP5/PicKhI/mcnBK+bRsunNj7/fd3ZSducbpBLjrMuHJ7r8\nVJjw5YNQLQWEkWHh5LOkXnd5bv4VncxaYg3G8j644ARhIXxnWXGJIJRvzU1S5Qc/gJF+t5/mmArN\nlfzl11kgMa15vLhep/WxEgetDsDQBeL2qRSpKmnT9OV0zonJNnwGrU0lGEn/uKxdC/EDEWcNtO1x\nGUvd9FxrUEGJAfUJhBBMn4ZTe7WrQ/DQ798EWCZPo2puiglNWWH1K3tBWGddWZqqcz0Cz+XH5TvV\nugafDRtMHvxaqYtGqQv45SzYUeRX2maNwMeO+Z/1q5m8kQXUcbNVZsFHXg/D3CGptHly2qKKAgsH\n/GhzWbRitZ7D8/S5Q/D9PTz+/k3khQXnFhezY8kSJoTDDuJhY5O777pftZU2t8/L3p2i4b1u1ELw\n462wohcKsvbrlFEmlKmIMr8QGyjNoJUmpSw2Xv/zPZ4FYPqs8XnkjpdC7Njqvl/DdJPT8vP5VE2N\nPzzSooii+AT6gkoNvrvHpwxp/UGevi+UY7TXNRNe9XjbF/f71npC14moCjS5aSj7nnZ5bPCSLgrC\nKr1ahtjH211cBU2BeyYD+HLaPMcWNfWGBJipcsdx925g2FrrQYPqahMD//kyr9Hlad58QpteeAFa\nN7j7fObyFJeUl3NaXp70Bte5eZN9nSprsyKHh4f9RdQdpc2iCaEQt11ZiWLJxByPsfkGTwTZFW2g\neCKuJrtn6oEDQFz1h0fanjZr3Gt94ZHue3gB6LKjudas8XywPNWx+nHqqhbJ8EifjAyI+gRqocWT\nRoK8cVjDMKCnzVVOv7iklC/U1PjuU4Ug3xumVJmrKEYnvUl91xmuQvv443B8vRVeKkzU90iPcdQS\nzooDAcTCU0QVPVzHkT1vXj35H6m03QD81Pp7EjAAFAAhwF7izwLnjXez7TZ3mNiUONz/OnMffYMP\nrz0KE1IUBALOJJ8qMT8sBLGZLkPp2uYqOGVNrsAQURRChQb84g24awt8oN05XNrbhIOO80L/APvu\nLeOR90xi/fVl7NoFZodsU0R13nGuNYRRneLPuJDEyl/qGe3y15azD8c+T7IudQnHumSYJgcSCVpG\nRwl4rAi/mjoVznBhc3Y/mQdj8rkvWzkJo2Mm/GY6XHYG3DiNwYy7Ye7v7qZnQy7ACsArP6iCTy/B\nq5d5EddU8JnxbKZjj78iBCOa5ri87S34ZsAJ9nX2eMQ9HhObMZ4KxOXv0fVtbfzOc8DaQvE/qqTB\n25H+leu0lQdzvcZvRnFd504LWn3kFJ62ldu3876sYkTzN2/mzs5OR8HTTBcK/KKdO5117UVYrXz1\nVb5+Kk1pHPp7OTFvltNmv0vGNGEkANty83yyD2WbshHDvHSq/Drvew5r8mDzpBr4waC2Ffv2jwEc\nHkqxbq3n+PhQqwxV89LuInY/7Fokq2anZRSFRV4r8LGnPNDuZwyyerWnnuZAiJ0H/PvXLq+y8TmX\nx+afOUCgIsOCd8URFtQ8u4tQesNyvG+eRnLYUs6TKr/9ap7PC5ad03YsmfRZ78/5YJJw4Th85D0d\n8N4OiWJo0Zo1yIHa7OZkl1/Yzy+fGeT2XSfhZ29AwESxFUqLQoogv9YVrm/6zThH9K1T6evMPdhv\n+6NO94b8nO/NjWVE9xWTNgwfaptd4823bsYrRQAkHq5x1kznfnfPXvLJXEFmzjINJBYBZZGAL2zs\n6fvdUMXqxVmGleV9hIIw/f0DlNVZgDZlaSeKJSgEtLRwxs87mPqlTi6+qROW9ktlzqNEDA8LEtlF\njw0B18/yg3XMHIFze2S+jn2/IbjpBv+YZwuWySSugQEcg6rNv5KGFSoZNOG32yn5xhH4/Ramf9UT\n7rdgkJkzxZsaqkJCEFFVFuTnE1MUErpOyjA4/Wx3n/Vtj8FAkIMHrXZUk+lzDOZdd5xFv2rlugeH\nyL+0B0ImNGVB+M0ZJk9RCE72RzhEZybIYMp3aMhV2qoWJvlsrSv0zp1vIsLeMWoGQNcE6f3uelw1\n1103p/K0eUcjpqqwsg/+9Bp81Y2zfPmvkRwe27UtCoNWdE9pCuYO+7zKCcOQQDbZoCRAMGrAxZ3k\nqyo9mQxTY1GfEZ+1VXA0xpnbt/OaJW95lbbayWaOp827ztQJSVaUFOV42rxK29+jvLo01RNdmStj\nmhAwfeHC4wWqeHGx6iylTbHkuYAQRKMw4dJx0pEqk3Jv4JGdojohK1RR05DIkrZhZGLC8U6FHE+b\n5/06otzVIYVMxfrMI7W88KLplFjAyConYKcyTRynTqeV05YdORBSBPkzXb6ydZvMF7T7GSnWeWd9\nMTfNmOG7L4fLVuTytXxLaXtk7tzc/ni8nk89hROJN3FFglCdvM/2tBUFAmhN3VA/jkHEFHzr7PF5\n8Cn7+hbpauCNrP8WI4+pF4AvAI8BRYDXVz9ifZdDgWylDSBkUlyfIRwUJC00q0yW0uClXaefzrLC\nQvJnjLN6hUnJOQNO+1FFcdpYmJ9PYViBSe5k2zGw5/2uE/3WqZzcG+aNu8pY4JZQIbp0iIKo21/l\nghOOm9RIKRy5eYKvC7aS0n/MZV4nq4cdRmUAl1gPDgqXoX+trg7mDTuHXzquwFOSad7U0cGopnHj\nTwPw37XQH4ZH6/jj3S7yEcDQDg/k9pVtTgIqAMfyuPFa93dv8r7dh0OW58IWMm0lTQHObmlhpVXp\n9K0i4Bim6ShUtvAcXreOLx86xLCm5YC4vBnticepskzb3VlhbvYzxsv5+1N3N5FsyK1/QcpGjwQL\n2OhtHB5pHwR14bCzRrOtZuPR4729fMpKlDiVpw3IQYLbFY/zUE+Pj3/Yyt6OeNxZr16v74CmnVLp\nGY/sFdYyOjpueQ0vZXvabCNFXNdhY5mED86iU5Ury5gmeYoy7jhMfu21cYsLe99zSNPo7HQT6yPF\nOqz2CHjbS4h74OF10+SV9aZEowNKJqfhU0fh4Y1wx2Y4y7Vmv/GAq3zWzM74BHg738U0of1p97rC\nC/pQFIgscA/CP7+Y9oEt2ePXstEVzsPLB9k6MsLyiVGqT3cPRGNDGXveEL4aVACtewNOHt/JdJob\nrFBvkLXvrm9v94VmfuZ9Eaadl3XQChMus4xEnhyTtWuBgwWOIKmUpCmfk5JzVe7yIgU/rwwIQV7t\n3wnV9dQzY4pr4f3rnSHi+6RFWwRMqla7R+/g7+tZNzjkeB/6MhmShkG+qjrhOIYBbHKVzJXfdudR\nX1vJUI8gnYbew+759Y7LMznlauYtk/0XQEkw6LPQOxTWufSuTqJNlsBYnoJPHEMVglixSd+tG1l6\nwzFmPrQLKvzCYFGeoPYT3dSfL989qCgQNXxCs02X/KjPVf47ozhps2HdPe/P64F/d8MHn3pU8fHU\nsay9/Ppmw5mDsoYMFGd8njbw1Hwr0qh6fy/MGGXOJ/o548ed8LlD8MNdRBTlTXme97eYqjoFoevq\ncMA/jLQCj7q5hKI+TklMISUMSs4dYNUFHm/ehR7LbFHaAXcJNWQpbY0jZExTvsM4c3fleWFu9Qi9\nsYgg/5Jxas16SA2YLJ7ppkzYkP9eoVu1ECVt8iH9ntPt5Dq2vhEg3S/3/fFkkru7ujj8nMdYsbJX\n5rF57h+z1joNCQlcYZEIGjR9pxetOC2VtnSaunBYgtvY2AqmgFumMazpPGJhznuVtrrJ1v71eGe8\nSJurZkWYGA5j4K8sNXMOLhaCly7pyPmqZMmoMx4KMjIjLATUjx9Rkk15+SYVE+TTs2XtyR896dRT\ntCl61XGpFOL3xMemevbYY54c1ka/QwSgoNAkUGrxsozC/bukwpvYF4NrlsBN0/nkxVG4eBV8YSG8\nVCkVLICijESFBQrqxuGHxWl/TiSS34QUhYJZ7nreu0PxzVVRvdvWx6ur+ff6eiBXXhBVWUpb0KBg\nguQjtqF5++LF7u/Txi+303DJkNNHu9xQgapiRgy4cTvTv38MfrMdbt067v3j0f9WabsLmJ/1Xlnd\nLgAAIABJREFUn/3Uc4HVwCPAENLbZlMhMG5lzy9fcw3cey/rbrgB/vpXx7sTURS6Nm2ie9MmN3G+\npYVuz65obm6mubmZuXl5CCFQjZexrT3WFURmPEWgQpNMoqWFka1beX1YLoqaPXv4zeio5wBs5pFH\nrPv/Vmu15W8PmilYNSAnu6UFWlqImzp8/pDze+9zJfT1wZoXXuDpF16QAllCZaRjg7xGNWDCGCc3\nbXLe125v2yuvOJPz8ssvw44WuLTDff49x+CQVLSeWvMSD9zmwZelmbt/Kz+b1niNemORqp6BL90B\n7zvuXL95zUYnTnvPhg3Q0uJT2i65/37AEjJbWviw5c9XhGDvq686/Tes+Yh7nmfPj0MtLQxu3eoI\nK1teecX53TRNnn7xRWhpcZTq7PuzPz/47LP0WOuhJ52Glhbn9zFdh5YW2jxZ1Pb9u+JxUqb5d9t/\nu38+fNj9OxCAxNat0NJCwIH8b2Z4+O3T3+bmZta+9BIglfe1/4P5Tlnrr7m52QkB3rxuXc76SngS\nppqbm6GlhRM2GmNLC5vWrXOVnJYWNlrFhDpSKd/z6sJh32fR3MxXHn543P7Z6/mjf/oTH/vTn3J+\nt3Ommpub2W9pYEnDoLm5mRes9gY0DZ7cj8NvzujF5id2BQ1vf5JJeO4/9qD9sJtBS8ZY88ILhG64\nwXn+o2vX5vT3ZWv8AW55+mkeftj9PVb2AsQ8CSybdrBz/Qbn/Y5s3MgD97zi/Fwxfa3c/zEdpsVh\n6pNu/+UTgWbq52SsMLaXgGaOHoV0Gm6/vZlEq0yoC+UZBPJeoLm5mbzTXH78y/ufcYpCNzc3s/mV\nV8CAnRsDTvssGGTzyAi0tFA5zXVLZu47wjc/7k3Ya3b699e/yvZ+/8wzPFZX57R/95o1MBqQgCPW\n9WefDbMvivvuZ3kfgZMb5fufNmglsDezveUlD8BGM0x7ktJQAM00ecPiryBDheLWfgVLkFJeyhm/\nqkVPIxyvh+f5XzkIhc/lXB9rWMOCa08gFNmf5NbtfOz8KOJkCFpaKL/5ZlKWIfR1a/9s346V49OM\nyHueMz8xauWWN0NmHSfuqmX/fjA063ytSlJaBkx+yvf8xRPkeSaQoUCEX8jpH1OfJC8PQj/cA9++\nBb5xG9SOoQpB35YtcGgrnNlHURnO+RoSAhobGdqyhZObNzsRIeb27fKaOcNu+zRDzRinXTlM+N1/\nynl+7eQXHVQ6WlpAW4dqpTcMDb7Mih8/4BgpOq3zedX27TzU3c0f7nPnZ8oSed6MbtniKiAtLfTY\n1aiB+JYtKC0tlAQDsibrjCfh6BZCiiLn23o/h6zP9tnb3NzMrg0bGDMMMqbJnldfhUlPu9ffd9R9\nv2mjHN64ke5NmxgzDCKKguYdny8fYMryZ+DqeyBPJ6goBMrW+sZHlDyHtn07ASGYNlvHt96AvLyX\nfPxk8yuvEF7xKA89BEv+q5X3fD6RM94llS86BsXm5mYGN292w9us980YsnyI/dmpqdnSIteDNb+m\n+TIjD8tY7ucGBrj6T39m/5OeuNeaZ6ClBcec09JCfOtWV35c/Cjv/8UjXHjfMRY830J04rMY1vN6\nMhliO3fKZ15z1NnPbNkJT0xgWNN46aVmDh5032/wxDqSW7d6wiP94xUOvcS2V17BME25puz3CwuU\nBj8/EQETTv8bIuJFhWomWPOsowyNbN1K56ZN8vOkRM7zRPmzOeNfXd1MUPEoa571le58jYlnPelc\nXVf/IqFaN04xvm2bsz7LZqTd5zkhj81Q/CzTojIC7chGyQ+FEEQmJT3Xy98PXHcUku75Ac2wZzv8\neI7zWZnxBPYEGoMbct6HoQ0yGs2zfuzoNDXs7s+O3SGeesodn6K6jHN+3jNrFheXlkJLC61Z8iHp\ndf7nlT1LNCDHf+f69TQ3N9NYIFUbtaWFXyl9Tv6n/b7BmEH52YPufFvrb/v69QRaWqBIo/Ld/cDL\nsOseqmf8J/B94OO8GQXe9Nf/Gf0HcBy4D4gDGtKzlgamIEMk32H1Kod+f/fd/Hn9et7R0ECit5dN\nFoJhVFWZsnw5e/r6XKbY2EhJaaksTkJuAnnNhQtp/cN0MlaOhhJeTe13dqObaUKKQmbhQgqKi2m1\nzG4zVqzgrNpaeLzTaqGJoYQurXK7irBBHlxqgqBB0ert0jJkJXbGDQMah2DWIthXiJmRrtJnlkzg\n4Z4evvOyAv+2GLAWe/0oBE2qly2Dnh4UcNpbuXy5I6Q47zenk+ij9Yx1NEEC+BTw4VY6zp7AWDzk\n61/HEdjXnmFarQpTl6D1rpQ/BQyZzB0y4ZxDMkF0k2z/2Wfhc5+DicuWwdGjZGylrbGRUauOxZiu\nQ2MjhcXFMDiIAoiFC6FPgd1RtDKTpqYmQpGIY7rPKVrb2EieHZcNzFyxgqaKCmhuJqQozF6xAkIh\nUoZBTFVz7s/+vGDlSifWKm2a0NjoXJM0DNnfMulyTug6Z6xeTVhR2GoVkPl77b/dP9fWup9VFaKL\nFyPGxlCcU6uJsAcA7/+6v01NTdL78+qraKbJolWrQFUdb+ib3Z+y5rOpqYknLKvn7DPPpKnME1LQ\n2EhRfn7O/XteCXPXviictpoFK6fwnI3w2tjIwsWLYetWlm7bxs4lS5gdi8G6ddSGwzQ1NXEilXL2\n4+j8+TTNmpXTvhNG0thIkQe8Z7z3ea21FY4eZUzXaWpqIjAomXtHrwH7341zYn20FTbK+/ftkx5T\nb3tf+hLsf+RSAO75YJqf7AbttNPIqCqaNZ5VS5fK/eV5frq/38FBTi9YQP6wi/xRO38F/e8MwR1p\nGApB/HzUouOO0vb4xImwY4lz/aLLl3Bwep5rRX7vDLjnTI9ZWfZ38pwu0AzK6lbRdzyAYciE/vZ2\n932mnR9HnLGIpqVLKdy/l177/s44g1rCHc+BAXjsIEP9CtBEpERjsHYDIgOXnncer+V3sOM+q9He\nCzjqKcqqXD0J4y4Jx7x+Pdx2WxOKNf5pw2Dl6tVog4Pw6xOWx7OJkrljVFTA9FVJquacQfeeMORp\n8OkjlM9YKsvAoMscoKNN8t0fct/ffMce5uaF2DY6yowzzoBS6dFSgOCiRdh1ZgJCUL5oKe3Pe8Gf\nmpj/gRO8sL0PjuY546lUJTHmDcG5c+DROt/1tRecoGRqHzMvG2Lfw9b47obu/5wBXzXg1qmc/G2E\n8su7WfCduZxRVMSPfuTeHzyzh4LgmAxN/L68P/43uLHUnU8a+lBEgNDlM0j/WO6HKXM0Pvvps/n8\ny4KoqkqlbcV8WDPP1z8uOEBIUaTH9/w5zi8CqFu2DE6cYMwwqAqFnPPV9pzMXLGC9oEBx+hSsGQJ\nfckknOy1ChHL/oUuP0QaQezTDSSfWwJ97vMXNSXowFKsrPYDpw2hv1ABNLGp9yBJ6/wJLVwIo6Os\nHxpiQijEcHcT9v6cuiTN5sZGYrGYG3ra2MjkujpZ5dua3/0LFvBfx4/Tn8m472NH0zRmpfl7fge5\n3stGR/ndnj0YwOmrVsHeNnDkyrOdW82ZI6w46ywePnSIpGEQVVViixYxYHvb39vJkfdGgZnOPeUf\nn8nKgcU884iJ/rFjhN81m2A6jRCCnVfOofxLs0lYeZ0ipnPFJ1cxr8TNUVp51lkE8vO5YgX8cecQ\nFyxbwWO3eL3aTUxd4Hr7m5qa+OO+fbQODTmKOMizWxnn/ScvXy5DlU/vd+QxvVd69nrSaQitJt2/\nSDaen4HLpkPAzd9UGhsx8KDlNjayqKGB3fE4iZSgaMkSgj09hBVZu+3cs8/mimCQy/fskWkzf26S\n992bZvCqQ8QalpJKWe8f0zjn4tXcs28v9NheqCbfdK5Y2cTS1WMYe/dKlmi9nwIY00fggHt90cwx\nBlfOx/x0LdxofTl9MeVXHXDep3jJEoqCQcIjI1aInf95ee+fyehtk33jv3iJQVDI8y68aBEJTXNy\ny6qXLmXakgCD9xwlNhDl0R+s4H1dUQZtgCLP+pwxx+BwtjwcWwlXqlxbV8fnDh7kNEseU4C8SSlG\nt1vXHz/IzjdMEoff6dxaWqXT353VHk2E3rWXJN0cP+MMPl9QwRvfnev7ndN2uOGRVv9CltJWc+FC\nWu+U67v/UJCI57wsqdN856dq3T99yhS39aYm1PW70Jx8wCaYcZKIIvfzstWrOb3QDecPLFzIogUL\nZErByy7/WXhRnFRYI7poEcMZF4jkvLPPJhqJkNF1TKz12djIN746jWtvjXNFeSV/+o8/cCr633ra\nxqO7gA8hzagPAp+wvv8s8ADwOrANCVaSQ7Z8GRCC1z1ux5ClTY8Zhi908s1ypsKKgvj6fsSEMQLF\nGRp/2UpgegLDcvmHFcWXDJmvqnJAPfHbO/eaMlHeSuoun6T5wy/e1Um4+BQxyatcCeGZZyRcr344\njx9/sBiOexLILZeqPQmKEM7fQSF88d1yMEzmfL/dzdcAeGAS114Tyr4SgD8+l5QhPt6C4Q1xqbDZ\n5KkxYUck2uGRcV2XzLKlxQmHzIb2V4VA35MPVy6HLy7ixc/Uo2lvLactmQBMmZNkhz6FhHDqw2WD\nq5yKvOsiO0dgNG3ASMBRCBpee40PWNVFiwP/SJvF/x1JXaEZ8IRHCoH6Ni6ubSsAOm74xVuBYPfW\n1ho+RU4b5IY7sKYavn4a+++sgC8v5MEbQxzfE6Q4HXb6YVPCMJxaiPZ6+sqhQzRZ1sZTrWxvmFt2\neHBC133W6b4OBXYUMTJm+N5lzW15Tl0epo/A7BHCFRY6ZNpfS+nICY2773Wf03coxOOPw0ErucEu\nhnw8leJbhw/zq7Y259phTZeIenc1MNSt+uD3KxtkTpI35GXvuoj7Tv0hB5EX1WDqGUlfgWfyNdSp\n/jBCEdOpk3oSEzwJ6gcO4EOlazh31Jm7wrkJN2ynLY/BPvl9xjA4e8cOH7BS/dIkqpDjHlVVZkxW\nKZ6XGzpUf9Yoocs7LA8U7N0r8z7sfKl37tzJvM2b5Xx4yrrUn28l2YcEl/+lXdaRumcTTE5Q6uUj\nc7KQ+wAUE/P0AT5WXc2fe3p8ayM7py0gBNGarHBWYTLj7CTmO/whaKWXSIAOzsrKVQImrBwhIARL\n/vME9R/tcULLUrsK4OrTYUspRmuMnl818Ogfgrxjxw7++pi7j4xlvTKcbHWvL5/6zjs9D5k2igqE\nzz/JrXfr1H+mi58+mMDeejWhkFwXjYOuVwuk4XDVSUJC5ID2mLjC+phh+NZVzLKq51lpEva+d0Kk\nzumBc7sJRg1mXDBK0Xt6SJkmRsCEd3X5nrPs3NzwZbHAk8e5s9iZF6+skDFMtmx0+zR9Sdrpd6En\nidgb2mcbPwNC+ML0g0I48OjjkfcsCwrh8D5VCFjc70Osc+g0GQKbtICNshEZx6OgIvj53Sk64rLQ\ndcJwUS2jUfji19w+l1zTTjTiby/gAdPJmCbDJ9cRyvPPbH0WCMZ4OW0pw/CNtc0HLrQMHCx0+VF6\np5RpujMZ+KvHYLGyFwImaxcs4G/zvIYCf4mTw2NjZEyTmKoS12XpBbvEUlEgQIG9pz95TIbuAgyE\nOPRCHsuf8MDh1o4RUixZLV9Hzc9dVw0NloKWldOmCgHT/WF1NY3Ws97bwdJ7DrL8R53w2xZSipuP\nqgghwyMdT5ufii/uyymbMcuTP6lZqSw2BYUgqerUfegkXZ/Yx41jR0+ZX75o/jjfn98t892s/kU8\n/SyY5OFl7VEefdzTr7N6uGVnnwSb8VJZCvVMaWGpDYcJhk3yK7MEGCunzdvPoKLI8MhJaef9hzuC\nvmLyxRP97dhrLDtDWK3M4sFT3PDUbBlTsdayV+4HOO8jSeKGW1szZq2vqNVPkHzDbk0JST614iOn\nBi+Cf6zS1gO8E2n2WQ3Y8SivA2cAS4Hvnurm7DjbxKpVzuegEI7SZjM53ZTJn+/3WJBtCglBetoI\ntY+00PDUNqack0AzTXRkzGtICF9+RL6qygH1wAa3H1bY6y3FckYabt4GH2yTtSA+d9g3eb5J99SZ\ne/ZZKFdC8NQEdC1rwVuHrc2oNFNC4YPcSNnMNqoo5C8e4ax7j/jgVx1STFmM0KIjO4P859GjfqVt\nVhaj93y2CxDawvP3jx1zDgp7vGxFyh49AaTunOwUGu/eKOuLnCqnzTBNMKH7txN5aMlMePdK1j0a\ndkNdcAv0jpeH9rvjx/mv9nbfd6dS2trb4aoVBXDJSrZ/s55MRhYitqHl7bWU0HXu7er6lwUrya7T\nZjOCtzN6pL0+NA+K6FtS2qxr9sXjfMTaoGnTZFjTnJos4FfaBkakZ8EhU/D778X4w7snknjfMiJ/\nqSdjuOt1+bZtPG154Wxh5M1NEP53Aj+4w+O9veS94oaDbN8ON76jFr6ykF9dWkkmY+W09Yd4/S4P\nGtflcp3n17nv5dG7uPFvCYwsnvLoo+6+sddz0jC4vr3dqdcFcM8Po/CL2XD/JJ7/2CRf8dHqBmux\neIA1Dr4Yc9/pJQ/PnTdMrMAd71UWFLKSBXcempIgzwovqZvizvPmzbBps9WuMKlaGnfaisQEJXM9\n+Qmb5IJ2+rHTTY+eujTt2/sfr65m6At7Ze4O0HimBtfuZ+UNxwnGTIoaLOAkA6bfv8stCZBOs39s\njD0HDHi13Glv0nlW/pQQpAK6hHO3cq1KvTUp540D875ogFCxxoK8PNKGwR88qE+C3Jy2aDZa2rRR\nSsoNwlMTlHymDUrS1K0a5dtfV7hh2jT5TC/aWX2c8rlyPDIBnTlfP+ErSZNNt14XYe2mDDu3yfkR\nAQNtSb8EbhDA1w4gCsax+swaRhGCgCK4/CMGdZ/uonaSO7c14TBCCB5aOp3ZH3AF7tIPdENJxhG4\n8hS/GGLP45iu+wTtBgvufETXyZimwwscwU0FvrOXb+1u5dKbu4mFpZKkmaaE3bbQE/MXjLLyHD+v\nCQmBNteTuXEg31lnUU//htuC9J20npefoXaG3Csmbq1YyFXagopES/QpbYrihEyNR16BNGQpYiqW\n0KYCP9lFqMEjtM8cJjAtTkiR+a1JwyCqKH8XATdoKQGGxeUSuu7Lz/v375rEbm7h9dch74NdOQJu\nwGN40EyTgCKonutfw9PnZ423YuW0eZ6TtmQ6gNtnzKDWCg+5fsoUuUZmjjg5YEZ7jJ4eOHTE9NfM\nvUx6Q5YWFlJvrRe7zXzPWN914gSPnDxJxHIIBIVw1ldVKOTOX8iAi1yF/+ijxRJEw6baMZ+BPVqd\nmz88pUEK9gauHFUcCEg+51FEAeZd6M5nfM4Ak983CDGJGmorbcIaq4ii+HKEAaiPU1Cp+9BUAWbN\ndPdVttoVFIKErjvr977ubityIJeaGkN+pwFIICbc9eool0DhZE87x2M8+YTn6Wf2yrP/nB54r5y3\naNSEb+4nE3AFFiEEhbVZ/KckPe57BIWQUUUTrPc3Bc88415TOsnfjtdh4qWi+oy/VtuM8ZW2+2bN\n4o+zZsm5PLsHLukgmmdS+LHjzF+uMWoZBBbl58tQTCzlchyl2H7jf5ni2tnokarnX3tRBSwvGcgX\nzFdV7pw5M6ctmxGUBQIMmxr5qooOPk+bl4U4nrbqlAOherJL8UFST5yuS3Sczx4h9KHjBEL+ybOZ\nb0xRYGqcgiq5OAYGoKsl4tTUceiDbU5NifFsGgGP1815hsWM8+bH4adv5CaxLu2HM1yF8dAOi0l5\nlbaZWZbgKa5Wv28fZDKW52JMZeefCuGRWph8urNgk1lKm9kXQstCurvttlMj6CV0HdZWcfJBq9Zd\nPMDtXyziR4/KfummKfN6kId2xjCcsDSArx46xLVZiH7ZFkmb6j/WQ/tBOQYnnyvBTvOxrWj25tgw\nNMQn9u9nd/zNLRxvV5LD1QT4If8VNfuatw85njbTdDxCqVOsmX87eJDzLC+XLaidSKchI6ArQko3\nWL19Ows8eN5epa30F/tc+OUsSscVkrdO4W/3+r2uf+rpYXVR0bgeY/ubk+k0Rz2QXV5me8Tz/cGE\nJ6wP+Oa3DQkmBHTuDvHQQ5an7bEatJS166ePOOhd+RPcyfMqbbs25XqKn3oKRpNyjGwwFLtfC62Q\n0cFBeO4OF3hotC3Ms8+6bdTaRVGXu0pb19YofQMmvFgBN09zL17e5wMQsMddzPcrL+H5I47wWzfZ\n5VsPPWRiWtEMebMSKEW600ZQCIoXuntyx8syosC0/+fxtM1e7lfaYqpKZE4c/vwaJU+8xq+fGIF3\ndZFSNQJCUDHPVXK63rDQJRsbHYCWv90Qc6HzF/dTNlUK/AEhckqU+DxtS8eBcn7/cSnYCUF5MMiG\n4WEuKy9nx5IlKPijEgJCEJ2apLzBk3z/jhMEFQlaEb3qOPztVVbe1kZVkSrnVEWWyIlpUJiBrx8g\npLieHRUk+MI4MNYAo0MK/MgNUcxfMUS02BPZUp6m7KvHfPeIkAHzh1Cwoi1MCWnu3XdnWyVvrqiq\n4vzr+rjq1l5W/vo4s74qhWDbAu0VpgV+FEavp00Iweuf/CRXVlZKT5sdnZGl9GmWRyOiKKQMQwKt\nlKXh1q1U/mw/DTfvozDkvycoBFp93C1CfSJK/5D8WxlT5bo/GqO3xSOwzx0moMq+mqbpew+voqeZ\npsy1wW+YCgnhuy6bvHJB0J5LrzG3IkXVbbskcuvFnfCjXahCLgfdAvqKKEoOPL5N/1Zb67SdMU1n\nHY5l1fMLKsC8YZYuBQMzJ4ohW2k7fdUqpi73K21zF/19T1vGMByZZ2F+vmu8URSmRqMQMgjNdo3V\nz7+i88LNBe4+XdIvc2oZv3xMVPGjU+pIw23ScgjYSltjfj5nFRdjnHWWvNAD4DLwWiHs9mDp1Y05\nHhSA2IRc0IwZU6UstzeR4DMHDvCusjIGVq6U71efkOVCStJELznBgpUurx/y1O1MW2sIcBBfY4oC\nUYOwp8QVZ52UayoLoGTOHNfTFl60yPdbUFGIG4bP6JCNmGrT7MIYodUetMnF/Q5Yjd0/e+0oQlA6\n2TMebxSx1Y6zU0xY1s81dp2ZLx2Cv2ykvcNEXdpP2oOnoABKOKs/pekcQ6rt4AkI4fNAjnr8G2WT\nTuFpy1ov5aUCrj1A2YyUBMFZ6paQ8K7Zj1RX8/7KSsljFeCrB/n9oW4avtBFWFEYtfSWrUuWcJEn\nhSObZ8FbB/F72yptdse8YQVBr9JmhUeMp7Ha35UFgwzrOvmqKj1t1sIPCeFTKvJUVR6KAQjUuMzm\nSTc3k4aZ7qKJWJqylzHYE5qnqiBg9tnuAfnKLUXQIxlCsECHtS/DZ484XHm8SRjP0xZRFNKGIYXb\nypRjiZcDaMDHj/mgRw/sUKVwsy/X0+aEZcR0IlXSGqJpEhVpZBT44kIGrp8KN02Hjy5F7CxGNDfn\neNoyL5b76gKBRLlLHZOH209aW32/jWg6PFTv+87QBT/9fBTSAh0XSS9pGDzW20tTSwv7LcE3e0y+\nefgwF1uIm6bHUtd5woR1fkX5lltkx+1C7LYl9aiVe/dWwzHfbnQq9Mh/FU+bbQgYz7MKUoF6wVLc\nbaFnx2sqXLEcPrScb59Txo62jA+x0WcNfsVjib28HZp6KCo3UDxGj5u/G4X/rpEF6B+sJ9GryMLH\n1u/jhRidt2MHU15/PeedAF4fGWGPZQTwvtfgILy01t/WE09Af0KDJzy1Yz7U5jCGotrxlbbDO3OV\ntuFhOLRZWqhtZfjbFnyWLVQ++SRo6VOHTE20PWGlaSY3WuFfuuD+ewT810wHzpiyFLxLWt7t8bb/\nNRYM+kJ0QssGXaVtkvv94cNuP4rmjpGxlQygM5Xi8HwXSW3Ls2Hu6Ojklo4O6IpAr5WoGdOYNt9g\nojdx037fsEGgxBV+7NCvqnkeofJQgfP7sKZBV4SWv3nQ6K5q9SmSo1mbqczraStN03ihx8p92qCE\npbfe3RaMKkMhFuTnjxseqWNy+S/7JHraB9vgvR3OuWXzqLjlhXLW5ZIBeORV+MtGmD/kCC+2QErU\ngJ/sQpk6KiNKvrUPrvHAmnvqKIXPl4Kfz/Dxzj4i73DDMCvfdxIKNelps5Q23TSd/phNTaz21CnN\nDylMu3CUkvMHKA/L8bLPaa+yY+LKABnTX1dOID0oxYEAGcNwwiOzZQDNAnyIqiopw3ABh2qT9Czv\nYizo9+CBpUAGTYKeArpv7IJEArZ+fDr8aC58cik7v+M5u+YO+/hM7FThkdaayw6PDIyjtJ0qXNLx\ntGUZcweiKYnc+vUDUJFGR8pSBpLvRN7E0/ZvFvCOrXQZ1vO9IargKuWA076XcjxtQrD08jhBO0Ry\n1Ukapvv7YNdp8z4nbZpO1JE3VUS1+gSQf5orgd98C4w9VeU26vEme2Uzu81Q1vMAJ5Q0qCjMjsWY\nGok4+9kJ1ZyQdD3ouoAnPXy6doxCVXXkjryaLKUtP0NZiSvLdaZdD5GzWt7bAX97lczX9lMadHn6\nsKY5qSIpj6wrhPSM2utt5s+PMOW8UYnae0W7fEdPlAQVKebPz3WI2BQUgriu56SLHFi6lKuqqnzf\n1YRCpD5/AC7sks/7lhsqmh0eKbA8W7bHKqli2mfH/CEo9ChQQvYzVugqa7acpgjB7A+6hvuKVcMg\nch0DQSFccJ/xUDVVg5IJby08siQQgIu7uPyJVvjuXlDNU4ZHetsBKUeGrRBIO/QWZKTA9VbuXHic\n9an/qyltimezQq6nLWUxA7vDtqUtMo7Gai+e8mCQMStEwGZKIWswvcNiHxrnFBcTnege5n0eg8LU\nLKUtnHWo+ZQ2YME5bjsHm90DcerZcQiYPmY9nkAYzLIKgTwUkoZBu43N/cmjcPURJp4/DNfvlOED\n1UmC1mYYGVRkxfqTUmEkrDtWEa+gUeixhhw8CJvvKIYjHqFldAPx78yGkYATcmW7+ZPP54anAgx/\nfwY8XMd3th/3fb9tpwHHXCu/CFnjejICz1ehm6YPDt3+e9amTZxMp3MYzn/3unHETu0unhmRAAAg\nAElEQVStvhC117blwKYfPQoci+Uobbaw/48s8v3PpJw6bXbuw9skpy2p65xIpajfuBHR3ExbMunz\ntNmCzKnCI72CTtIwYDTAdR/Nl+UtgI59Qfj9FMdSCu6eGhvDB2POxV3wvT3cu6ePD7x2gKopcmAS\nIwJ+MwMeqYM7pnD0/Y10PF6CZoVNeledPartKb81OdsrZ99jexCbm5vZtg103b+GX3hBKiROnaGK\nJKzq5ZsTJwJQXuuuS1tpM03oPOgpcnye60E/8JIch+yyA/beebNqGqIoQ1mp27+557pC7I/+PQhx\n65mVSSbculvmr1leJO8z9JI0fPEgFQsT/PjHEFgy6EQjTJ48/rOLpqZIm64l/3AyKaG3rbC2vg6V\na9d0880jR+B1z5zOGyItDB6cM4dbpk93vrZ5rOHhKXbERtUcr9KWL39vaZE84IF6THuOFg7AgiFf\nznV2DUlvrUGAy37ZJ8N9PtAOP9gNwhWC/2LV+LH7k+1pU4Xgmf5+AgtG4JZt0rinugKJzX8Tuk5M\nUfwHeMSAsBsyqHrOTUDmUN+5Be7bJL0H5/aQQ1ENfXlvjtIWURVqrjvMDX8eY9qNB5j7jS6n/yqu\nonSqYL88C7J+SNOcs8c+p/OzFCgn98Y0fRbp4kCA5uZmoopCWyrl7L9sQVyG+smolwd7enIs8nE9\nV2mzBeLodFfh3r0Lbr8dRg9GGZcaB5wxMsHnFcwJj/TMh01iPKUty7Nok+1pU/DLC4s8gEtg1d6z\nlCxbWTyVKdIet6CiOJ42+/lDXgOYkMbUtGGQshRHL3mVtoxhsGP9eionGVzx5+PU/OQQfG9Pzj22\n/GTP70OzZ/O76dOd9Sw87ylwBfTCRldpe/VFVSpRQGDhICxyBfvxBOuwooyrtNnhkeWhEIeWLx9/\nrM4bZ68A1CYoDAScucrLUgqYkPQpoIBPGfWSZpoUehSnYV33GSttz7TtabPXTvlUjQtv7oTv74GY\nZaC68AScNkgoZBL+ZCuK4o5nxoOsDLnhkTZNj8UcRc7eLUII6bX+1n75vAo3/NHeQ97wyFhU5OSR\nAbLY+zjkGJlw+YIAJr5jGC7upOy0BJO/IAEDDXL3iONpmzJO+lB1kmDQP+anmgubp3tlkreqtGWs\nPRi2lGHvPvuGVWLAnktvTpvhuf/N6G2DxGAaJsIAYZq+fDOB+4LegRnVdenuPsXmBHfgw4qsyWZY\nh4B5CqVtzWmnUVPfw8irWQ0GDSZNBqx6vRFFQWQBozhKm/Vv41kZ6f3KUhyWXpRmH1KTH7Pihsez\nrQVFbnhkTFGcnDc5IMBH2mgoGqJ9aIjSQIB+TaN0TpLu1yxm/rjHKjRt1EkI9x4OZZMz9FgOg5YW\n2P2AP9wRwBwKwjPVjCzTwYCep0vgmXoyeywvXsAg+K0DZH4iUcSMQ/lwaBo8VsvoeWCfLWufdZ9b\ndf4gyswRum6Swil/mYj2iXZHiEnaEMAW9WUyzpjc29XFxydM8FklRlMGvT+dAk/6rUM+2lxKwXIp\nBHqt70COBf1fhbzdtqdVCIFQxr/mn0lDmkZxlpbwbH8/yyz0Ja+n7VRKWypbaXtiAsN9WbujuZJY\nyg1jsXnFc8/h5FvWTtfosMImvnLoEK2pFD+8qYLr3l2Ss0/NhMrr36mlMNEHP/E/6ngqxdGxsRwl\nfzRhws9nyXDkq47B6Z4+W+RF9rZpYADW/NCDfnnhCVBdAaqq1r3fVto6OyE9avU5T2PW+4Y4/rwc\n02Pr8uDSADt3AL0hadEMucLWRi/6fRaptUnJy0xZpufpRbsQ4aWQUv186ht7mVhv0D0Kqg5BzUTV\n4KbJU9lSNspVe/fBuzq54BMZ/mPObG7dYBDOQDANkyYbBLOCtgRQNTGJMWYQToOe0AknAUw4/STi\nRbmnQy+VEgkl4A8TkQDFwMJeUkMh5hRFmFMYQRvRwITCMUFsDIKqgTakkTcKhtApTMPEuhR5WPXE\njgXZuz5BZEsBge5SxDNlYP3GZUcRQzLXItOXITxokOnNUOgx5DaUBCiy5EUVIC9J8UctY5UBoh/K\nw4J0d5oSoKQfAqpGqigFQxqFvQYRi40pJzKU9cJJPUGZFWkpTIjlGVT1gpYyKQDUMY1YSEcIg/Jc\nHBIKFZOgMAiNahSFFMr7c6+5praYv84cZHC/a+xgyUmCA2lqxiIEY5rTdlUC3llQTPeEVqpjQ1T1\nhakYADoyVPRAqj1JwQkD8jIkh3LDMIu7DYaSKZThDLVFMSp6IJqnUdEDtQUKnVaASETVpNG9BwQG\nhUKnogeub2jgA5li1nenKe42uShRwObuESqBsjGo9ET9B5EgBVUJ//c2xVSNQFWGSg+uS3UQyEBl\n1TA9SKNi+0aNI2+YVFrX+NZ/SRrKhwker6TqBJREDCIxjSqLBeXl6c7fAWFgtKfJ69TJO6k7yPDJ\n1iTRYfc6gJKgIGotvTxDIxmRY2loGmVdJgWKgNaUc8+klEJVVkSu0ZqipNNAz5horSlKOw1Ua7sp\nuMIhbWnGQiZlXQaakiIVMmnoUTiR0QGdsWNSgTVMKO8yeecTWwgnNLSKJGMhd/8apkl5p8lv1x+m\no30UMaYRbdeoiSaZMmcIo8dEaU0zlu8qxAUdGuX9BvkJjeoueHd9AUpCEG3PUN0FZmua/C6d6l5I\nHktS2mEwYQwaqkdIB+OYnlqFalhHfGg/mgdrJnVUjtuETlCFiW5CiW5Q2wsjHtZTqhvkDWUImSZj\nR3Lr+06wAMUbF8XZIRJulIFNgQTpI0kqjhvUJKA+lKAftx1RMszY4QB6MkWNFTRQPGYwFhsjo+vO\ndzblxTTuCE7ie8f8EUoxoaPmpUgUJChr0zE1nQnhADVDUBuHYCBNjaUHFUV1asYM+EYLG+cv4oI9\n3SQO1WGMyD5ET5qEOyBxSDKx4jadvEGdylGDGs9aTBxKUNSmU9sFUUUwZpgkDiao9dvhHQrlZag9\nDmpxitrjoOSnKevTWTCvn8NtBf6Lp56UWPNZNHggTn2HYFiHKRFB4mCC4mPSMFj3wQOcXVzMkJah\nrh2IpahoNxwoitooFCgmJVGdutIRJMS6h0qHiB3VSKTd781Eirp2iKgZEnH3+xtFPVOTCokjaeos\n501ZWqeuG4yyJIlwlmIVl+0ACJGkol8nZKQpOqYxIRYmUeTvS3WrweAYlOTp1CVMMiaEjDR1HRDU\nx88ntOnUMTL/XDJfEi+9tWx//NF4iv238P9umPI36c4H3VJpncusawBCqkCxfhzLmJia8HdFQDQG\nY7qBKWS7pvXsmKIyrOs5z4qpCvG4cCxBdnuxIoO4aRDAETkIK4KUYTr8wBRQGQySMg0GdZ2qYJDu\nTIagIhzABC/vUBXQrPfVBATGgqRGVauYo3D+NQsymGUZDAUCqiCFfGb+SJShrgAmAjUAaev9jZCB\nWZXCaJdw3maeztxlOjt3gdETkdcgrzXL0tA4grG1jMRgEA1h/adwwcWCxiUCJahw410GrUcD6CiU\nv3uAwJw4+35Tz1g6RBKVOV/v5fQLTX7a38EDS+bSH9S58pB0wa9rbOSiN95gVNf5UGUlD8yZw6SN\nG2mzLK7XPLyKO2/JsvWWpph6TQ+Hr7cUwyX9fOGBXm6aMYNft7fz9cOH+XZ9PT9ta+OOGTO4pqaG\nfzW6+mq4+2759513ws/mvkZnOs2zkxexepLUlktKnAoZ/1TaPDzM0izL3ofLq/hwYCIXdWzlOxPr\nKR8o5CuDu/lCQzU3eYq22iQs1EWzqYnP7N/P7ZdOgP2FgEkUnTx0IujMvbaNP15axUWv72Cpmsf3\nquq5/y6DdS8aBDBZuDLF3lntBDSpaAQ0eG9RGWu2JIjsLAbdIFSVxBwIIMZUVEwUxeTiC+GNsWE6\nk2kUAxRDCtKqLm0gqwuKMA2TQ4dM+rotKzEmU2fqFIYUusZSDKQ1ZkWinOiCkRGwOYxw/vN8Lk0j\nFJOCgMqIppNvqCT6VQQmARXKSiWS5PCQdY9qEokZpEf8oWS+dhWTYFBa6VKp8Z8LuaEXDq81Pf9Y\nNwtcPmjgIv+ZWHlFQrYXEDJnJqAI0lZe8Xh57krIBIu3hoVCwrTESx3QpKFNCIv3efX7iEFUVXKs\npaOGLq2xSK9b3JShl3Y/U3HF817+e02QkxuTEl5YFeQpMtxuzDB8KmdBQHXQPwXSgOf03X434RoR\nuzMZIopCUUCiIPZnNIefTwiF6NNksWZvsfSigMqorjtnRlARMoQH6Enn5tHkqwogSJnSuDim5xpE\nSoIBRkch41k3FGcgIL1zhQGV/ox8YkgRxBSVjGmQtOYwYRhUh4L0ZjJUBEP0ZjKUBgOERPYqkgax\ntCk9NXmqypCmO0ZGO0QN3JAo2yBSGFAZ1nQqg0HX0CikAc8O/40ogqQHSChfVRBI7894Ie8CWX/R\n6ykPCHmGBtMqmUE5rsGgzPF2SDUxdQk6YRZlIGJQEQhwUtMICkF1KEh7Si7simCQk56bJ4XDDGka\nI7rurJ1J4TBp03SQmUGGTdneuAJVdfIlTaAtlUIRUB0K0Wk9J6YqJLLmti4coiudRjdhUkS+pz08\nQkgvPcDESBgFOGnBkYcVhe50hpAiSOgGkyJuuHFrUo6VKaA+EibLhMPRpESQTRgGteEQScMgbUiD\nXMY0qQ2HfOtiSNeI6zoxRWVA05woiUFNY0DTqA2HGNI0RnWDhkiE46kUaUzCQpAeUjEtj78QJqFS\njVTIbwSaYrV3JJl0+FSRKveQ98pia18JRE54NUiDmyIEY4ZOb7cCKc/aVk2oSjHV6l/KNIlpARI9\nri9EFGhMqZD1GVut9ZavKFSFQphW/7w0IRQEhG9NgLtmQ4qgM50mY4W+juqyaLjA3TNeOXGyNf+T\nIxGShkFHKu3IqFOjcox6MxlGdJ0iNeDgCYD8vT8j50NR5D3To1EHnTibasMSwEUzTVqTKerCIbnv\nU4LECTcaQY3q6KVe0DDZtsC/XvNVlepQiBPpNKaQ75enKOiYJA2T2lCIXi1DynrXsJBhqEEhGNZ1\n1BMRP/hfvkZ5hUlpwO1L2jQ4lkxRFQzmeBpHdJ0RXa5BwOFXUyORnLMmZRjO/FYEg4zqOhXBIG2p\nFFFFyVlbbakkScMkYsv+SAyOfk2jJBDgXcdW2dOeQ28bT1uT0YRobub2GTP4lCU4i+Zmrq6u5szC\nQj65/wDfmljHH090cyKdoTSgkq+oHD3jDJ9nDhM+vW8/93Z386NJk7nu2DF+2tDAz1pbqQgGqQuH\nyRjyUFo/PIwwoXvFcgqsBKDFtx1h/7VT8DV4Zi8b/hLhou3STD4vFmPMMJgSifLIvLkUr1vPwoJ8\nto+MsqqokFeGhnlw1kyu/tkIybsnuSO/pI87/qjz6QMHWVlUyPohaQa8qqqS+05Is58w4acNk7m4\npoanT/Zxzf79nDjzdKo3vMqZhQVssPpsk/23MGFCMMimxYv59N29rP1+mayhhlX7BBPlw4cQSwdQ\nDKhSVXrTGsKEC9uqWPvTUnmt5rnnrC6U1XHEdRNRTBBxk7GFw6x5sdC5RmCiKAbKpUcprlOY3Jgm\ntraUwztNVKSwvO2QRuMSSA7qjLUaVKMRxGRCZoTIbpOqiuNEOsJE0Yn+Sqfkjgy3BCGY3ktV3GCN\nCkNFkKrexw8jOr1FUD1hhLYFbTSmdUIV0JWOcvdtWcJCRIdv7aN2fpDD11vf7SoiYkrT5P8rnrZs\nb/p4to+/43H/h9O+eJyqUIiMabK8sJCWgxrJNRXQG+aB18t44GQYYmfyCxQyCQWKl3P0hhMww+6v\nSaojRfyNOJc8BzXdsPu23azeO8Ty/UMUolFABl2FuB4kiYp+h8mRDaNcmYZYfoqeCb3Et8NUAmgo\nNBRlaIuDEYCMCqkwKNVBus9IcuX7TV4fG2W/lmQgZWD+cTJGTxTdgIpCQesFadYNpjFV0INSeDEU\nyA8qfOy0BgzgsxfDKMIyZAguW53m218M8+fWYzzc38ueZfP49iWCAyNyjuouHqT9qRJp9LD+K547\nxsB3d3JFVSWlwQA3dXZybUkdvzq/BhOIhqD8nm1UPT+J139bLue6qYcv/yLBfZ+toHdLPjav97aL\nIVhw2RA/+0gR77oIQGA2jMIF3Ri3TcVW38JfPMzTPyjlHA+cZFUwyEy9kPe0T+Nro3tkGDZwdXU1\nd504wa3Tp/PD1la60mnMprOI6zr5Flrm5RUV/GXuXEr/P+7eO76Oq8z/f8/MLepdsiX3JvcWWy5x\n7Ig0WhKSUJJQQ4AQyi586YS+ARYCC0s2lIWFXTokECAklAQi2XFvkXvv3bJky+rSvXd+f8w5c8+c\nO3OLbKf8ntfLvrpzZ06bU576eVauZO1VVzF5/XqOLFrIuOlxEgeTbtIUxrh/00F+d66VmYWFPDtn\njius0xWC1y1xJEi3Q4Bp86afneTE1DOs1ILrAa7auJHnu7qIGAY/nzqFd+zeTV0kQsQ0uaOqil/e\nX82RZ4pTngMcWPpHNsNkx83mwyNH8O2JE/np6dN8aN8+j/vYxnlzuF6gVuWZJnfX1PC/CkIkwLSC\nAnYsWAA459rdNVX8ato0VnV08HoFgttuvJrbt29nd08Pu3uS2tkf1k/gW8ePu9fG50X566xZdMXj\nNKqIWYI+OrIO0zB4sq2NhuJifnbmTMo9v546iSfPtnP6O6P456qEE1sj0grMKizgi2PHuulRbigv\n466aGlZ3dPDP8+dZVlbGz8+cYWfDHN69fTt/njmT923fzq+nTWOm5rIH8KszZ/hzWxvPtLfz1fHj\nee/evfxy6iTesmsXd1RV8Lhwc//YqDpMcFLVAF8eN5rPHjrEqrkzWFyaBIB43969/OCkYwZ5bUU5\nTwmNVJ5p8paaGvJMk2P9/TzR1sYnRo1yywNndcSvXcSS5cvda5Pz89nT28viC9WsuV3kYFQEthEN\nvZz42jpmtlbzurHlfKt/Pz0J+O20eu7euZMJeVH2L1rEQCJBdMUKnpgxmcfPnOGx1lbHBbZxMV89\ncoRvHjvmMsZ242J2d3fTuMFBZzi5eDH5pkn5qlUAvLu2hh8JoLWEbbNk+XIqQyGenTOLawXo0t01\nVfz6rNd17/jiebxp0ybODgzQu2whN61a5Z5t0woK2CnmUOc1DRSFQvzPyZM0X7jAA2PGcN+OHVxb\nWsp/nzqF3bjYLfOa5mZXT3LhmoYUBnfZ8uVcX17G39rb2dUwmxUdHWzo7GR1Rwc7e3rY3jCb6YXJ\n9f5fx4/zWGsrt1VV8blDh+he5rglPnj4MJ8/fJht82fxo2PH+MWZM9iNi5iybh17entpKC5iR0c3\nPU+V88680ey9fj/VNQZ/POd1t7MbnfIWNze7QCsfH1XHL86c8QhEnx8zku+fPMmwSIRtDQ0E0Q9O\nnOB9D3fCQ8n8nFx3Gh7Yjd24iNkbNrC1u5u7QsP4zdKki3bBZ3bQ/cnpHO3rY6lI4Pz6qgp+N2MG\nsUSCq1es8NTzt1lT6U8keOt2x62rLBSiNhJhV08P2xtmMb2wkFe0tNB84QL/N6Wee3bv5t21NXTE\nYjzW6pjFry4pZvXFi4QNg/0L5/KGzZs5dfUiVl64wFtbWpKCkBijTxw4wMPHj/PpMSMZm5fHPbt3\nu2P4+UOHePDIEeoiEU4ODGA3LmSRkrpGpabZU1lcXs7u7m6WbdjA8jnTWNHWxp6eHp54AvjNaF47\nM5+z9+1iA847iBoG/zlxIu/bt49Sy2LF3Jl8ZOtW9i5Y4MaFvWPXLrrjcZ5qb2dxSQnnBgfZ1t3N\nUzMn87VDh3heII1cVVRIWSjE+Px8/ufUKV71h2n87WEFjfmBbXz9LaV8YnQyLvVAby/L1q3jJ5PH\nc1Ntrac/j7e28t8nT/K0yOf8xbEj+eLhw5xbMs8bxwzs6u7mWrGOHxw7gmfOn+c7Eyfy9k2bWFpa\nzIq5cz33f2jTJtZ1djK7sIDdPT302zafGzOCbxw7xodG1MJEAuklI7QFkWGIrOcGmI5jLrYJF+0E\n1ZEohmWgZzTrMhPEQxDJs4iFIRw16Q9DfxisPIt4IsEgMBiB11VWUlaclILDEwbo0z3zJ/QRLSmm\nV4SmGcUWdhzieQahkhDdRWCUWHTbEC4L0x2H/IowPTe10/Oz8RATwsTN5xgor+JiKXSWGkjPjcFy\nE9WjZMyoYiKVEUbkFXK+FSLDIpyvALsixPmQk+bgd62pPjGRiEHeqDwKlyU4jY8f/rW9XF1fwlfH\nj+funTs5Jfau10/JY9dXS1Lvf+VhmJegdtJGTu29CYAt3y9nQOrj63opXHIerm6je04fIyIR+opC\n/OUbtZj/u9HJBwTQ1s+DX4zyz3/C97/pXAqN66HhK13UhMP8aUc3vHO668ZGB3DrCX7zozDYNu94\nfhelHfCNkhqe3HGcUFuC62IWf99xhoa9MW49bFJ3qp9eezX7KGbfsBB73nKeLQ1xOocnKKusdOKE\nWvOgz6J1dwQmO/73DJjsXx2B0tDLNqbNoWag0c2RZLj/OfRCC21TN2zg9qoqPjxyJINH8uh79yTo\n0hAce0JJvuhCmAPvK2X73qPE15+nc3MnhmVQNKuIiXnQNtyg6hVVPGHlsWHrMC4SpnzJAIv+pZNf\n3OUoeSJF/Wx4ZpCPbdzIvKI8xtTV8oUxZUj70XXfucCPjp2lPJTUKN4zq4a/7GjlVRNL2d0WY2XH\nAK2DcYh0w1fHAHBwJQyb18umh2Y5Fp4P73OZ27F5EcoWlbFpE2zQwEf/tivGV2eFOBu2OHoGblr+\nKGsO3uNYdQybeR8+zrq/1npcB6rfeI6p9aV8Z+40Pn7gAOcGITI+RFteyFkfvXDCjlN+1KIDEQM3\nqZ9oZYTiN1zkyMZyt6xwns2gGYceZ5vf9Fg5j5fDoJwY07qIzLtITLGv2TMukmd541TDpgkFMa69\nNQabkkBHwyJO/Zbh3YFV1YkLYKDEYOSbJomablCFtjHdFFom5wYHabrghcGmKOYALO3W9qhXn2L4\ngh5Od/k7jEjLjLS4FIu4qgLLwjIMRryi0yu0Vf8NSq6B4kHMtx8hMbmLxrIymi9ccE+EUsvyCGzg\nMMJ/nTmTV2/bRsK2ffcRPXbJzQHm0+5Sy3KSMCsUNgw6xJy1cCwAER8Xevd+ERMtY0QWFhezrtOb\n7iVimkTDBjd/4TzrDh/2KK1CIgbLvVdosGUsueyPzFHkhx6pUoEIyu+Ix13rkYyB0ePS1a1K3iND\nEZqbm2lsbPTEj6lhClHD4MenT/Paigo3hlIHWJBInvp4gUivYdop4FqTGns4YcK2Ya1s622lMhSi\nR4nvkm12EfRMk0cmTeKv7e3OOSPGRgdbUiH/a30sPZJMw0Gf1IFIJFT9IcViI9EjXVASZfN/T20t\n15eXM2vjRjeebFReHmcHB4mLmEQ9RhOtHL+4xbBhuMAwm557jvDs2cQUYDA9DkgCkUSUuDZIrgdD\n21PkqJlAj5mAW07xhplVPHw8QcTIjo3NFNOW6VmWthL+4UTHEmva8Pqkb6N8urg6wRu/2MGqH5Zw\ncmQ7xYs73Ha792rxvypFDIMu5X2ViL0KknNLvofJ+Q6PV2CatCnPvK+ujkenT2fC2rUMKGE88o7+\nzZtByWEnMSPChsFYJS5ctkeOUyZykYOVWMSoaTr74ZILsKSNB+bO5f/tj0Fn8hk1r9v1W7aQZ5rJ\nPHmiHImWqab6SNhe/whPTBtw83t7aX48St/xKJHJXQzMb8dEQf4kOKZN9l1F0ZR7XrqYthKRQ9I0\nkqCJfnPLjf1WrsWFB0MmLvQlA0QiSe+egX9+CRfy1Iek24QaGOkCkYhNQlrndOeJgrrBlMSEjO7x\nDHye0AB4DgvRFtmmAssiPrzXCUSf3gHvOgjLzlEjGB3VDK0DkUhGp6GkhP5ly9zrcoMPQpiSrS4b\nHYMizWVmeC8M62N4JOLA2SqLfPxYO7XPoQRMd8TK8XOTbR3oUcb8U7vI/9AhwvOdjSkskKoSgDGm\n27F0AZyLcuYMqEql0JwOBm3bCQgf3gff3OJNR/DECNb9IwSGQX8enB0GJ6dZtCwyefqVsOPeQu67\ns5fPXZzLu08u4zX2Uu5nHk9QS2zBeW55bpBfvyvB994HS37QS934pCbu2CbhFnDMgrcs5Ml3jIa7\nF7FrjT8s/Eud/CxtutD2YlDr4CCDts2Rh0ekCmyCShjkTo7yU9bzuZ5drP9zH7+4OcZvHi/n6tNX\nM/uZ2Xzro/DY2wyGvXkYzfuHc4gi2ojSeJvN3IYEZr5Isn0yyo79DgpWv22zf5uVVJiM7KG6Krmx\nSpLrWOaBnC2tBI2tFFQ45R4/Dps+PtoB4egNwUOT4YijwZHuXOvXp/ZtT4tFPJ6MaVu9ZyAJcDGi\nl6qRCQfoQpCRH6fihvPJgHGZh8o0HKRGSeci9B1UlDJjuykJhSi9sZ3S+45CTR/mTaf58paT8ORK\nB4UQiA8afPe7yqSYepFIfY+Tw6qqH95+mMTkzpQDOmQ4bo0x2/bk1JLMnQeGHO9+JvdXVWjLM01n\nzas0pieQ4QdS8hkBcMcJHj5xIvW6IBeIBCdFxIholB4RGB4yDGpffd5BQCsedMbgE7sdoI5vbyEh\n6pNniGybrmEF51B+lQLnrAPAgBdZELxAJDqVCDcZTx2m6VoILPE+QkYqwrDappBh0C/m9dp587ix\nvDzlHomGqZ8pEjhDkkESGn5AgHuBw8B70CN9W+Ocjx0xJ92CBAEJq/MhgCIBjFKBtoZXC022PIef\nam9PeXdqX3SS5/tgKAF1qe5fUxq981W2S7ZcbsEqwyoBHsLKWOlxu+kg/1PaKAQd9Z2HDYMDCxd6\n7rOMJDCIaXhDPcKmyQxh8VJR+jrjcUdoMww+PHIkv5g6NaVMv7/Va88KZYsl9lQ13lwX9KJCCNVz\nVrmAdNr9tvY7eFH6sqEg9MheBSwi8FnThKI4c/93H7z3APxnC6XTetxxku89ZFIU/PQAACAASURB\nVBg0vruLg8dswg9tZ+OCq1LarQqmfvUMaHNE9k620VUQKLymCl4RNU1GRKOYQhgLzgToLVd9D70i\nT7KsI5rFGOvvToJxqMBN/YlESooT+f6643HOKbgFarkSeEWC4dxUXu6xvMu2yvx/ADVVBrN/s4sH\n/nmaOx47CuHUdBW6QKyXp+burRW8ezohrNiyGBD7YDqhTa49dSwkur1fmiGVXnJCmx+5qDlpNm6V\n5KEpBy0ihLa4ACJR87TpAxQKk8pQjO72vGyJHumXXFtuVBKxkqvb4JHn4a1HwYCbyst5cuZMtiuA\nIvorVdskJ/SP6uv5wpgxnn7plDw4gEkaes4NZ8FITi51WygvCKX0OTq120EjA151j/dQADArB2D6\nRUZEIh4GJCHab4UMT+LH/fu9Qps1u8NhAuU7nH4RvreZuhuS+Z1+9kAxA31AlwVrKjm6K6l1MsCB\nSN8uF65BK3msf1M/P/3IIJ98CG7/A/zwPoh2JHhk60H+i800cpYTAhL9L1+qSMKG94b462er8MPC\nUKF3X7rU6PlmGIZHmnuhLW3g5Nnbv9PgXLOyub76FHc8eJ4ZT23ibTeu5TdFa7h+cRsPMYW3spBP\nnarnmzM6+QltKYdaayu0bkoisd7wmgS1hWFCSiLnN88tpeet8zj0oUn85eeK1nDqRfdQUhG6CoX2\nVVoknpw504kVCtvMujUgb1/cdNNWSKZLeLN4qKfL4MCB5J5QELou+eOELufZD++D0d1EKwcZ86WD\nxPOTdi/5nGUYUKXEOJyL0q8KbWO6KbEs+hJxOu4+CL9dS/XnDxCPxpyF8uYj/v2Y1ukIhB/ZC4+t\ngXceJk4SsU/uaVKLPqiuV5ICjK7997W0kVQ6+Qpt47sDBRAArtU8C+acd3NMBqFtyUM2ahgc6+tj\nZDTqCuchw2DQSjgIaE+scsZg/hzP818cO5YHxJ6bTmhTzwYb/9QVQZY2vz6XhkIpsM9y7laHww4z\nJvohS/3KuHFMULTkaqoceU7p0PhSYdEVj6ecKSHBVEsyBMM7KFLOqNpxFz0Sf4Ze1rW+s5NR0WhK\ne/S61Z5LYVKW29jYCHiRGm1wGTi1LMksyfp+LRhsP7gjeW+RZaUmLK7sZ/Q0rxAt26hb2lQKGU48\nudoOve5chDaZ28xjaTNTwdgsweTK96czyYZhYDc2unOv2LLojMVcy1xVJMJbNKh3dS74vWPVurz0\n2mtThLacLW1a+VLJrl7vFfPWL+2TSvLXqGm6vKQkmccuk9DmgtqN6YO7jsHMDsbm5bnjpFoUByWS\nqmEwUqxJj6UtTT0R8bxf+3XhVPa7wDRdBZ9sg6xTtbTJZON+edrkp1Tm54m9uk7xpshEqrAmv+eZ\nTg64V5SVcU1pKQPCAixJTfsg23lRU3rJfhQIgajftvm/KVNS9mLd0lZgWSTy4tTUx8gP+8sQsl+6\nNR5SLW0yLs3X0iY+S0Q6EtXSls4yF7dtd+9oi8WImObLT2jTNyCpsZJ/qxRkaZNuHqoGQQoTep42\nfRO1DMNxx1FpXI9n0/LL0yZJWvnyTf+kloZhpEAcv7ay0gPd6/fcu+vqXJ/woA1Gbmzvr6uDeQqk\nlGHDjU6MhRwxdWLkmWbKQVV0VdKVZurchIOWpVBkWRsfHDXC0cIrEzthK9DPI5QEw/tgyxalgOkX\nnVwjyjs0TZj12RNES5wRaDsS5utvLoO3L4QHZvL9V4+k88uTYMBwTsm/KD7IRYPc+6Vuit5/2L00\nGIGWubDiU0W8/zsl/IZRvIHjfPbpnfz2a4fZ98+kAABw4WCUnz7dw2AiQdP55Phd19LCZD9TykuQ\n5NR4KVjaehMJnnk0kryw5Bx8Yg93L+zg4x/oZGJfH8/9sZpjPytjd3kBYNDaChwpwMaBNb9t2zY4\nVEj/09W8//22a6kypl1kyugQVeEwA3O9CCsDR/LpXlPG33+puBtNvegeesXK+ptcUOBhbqOm6Vri\nFrwxTbL1f9TAuYi7+e7c6X/brl0K03BQce+b1OUcliN74f82cP2zuxh+fSf9djLX1aAqtFV6IeoT\nIll4XoENNf2UhEL0JhLMFHtEVLijAbC43bGkKWQVxmF0d8oeliB5AEmlWNhQLG3iWsRIJqO18E41\nj6XNtnndtm3u+PYuXerUqTPGMzrSa4TrO909jPIB+Nf97k9B07xOHLI28N2TJxkVjbrw62rOrPGa\nS5CkT48ezWKBcppOaFPPrCChLRdLW6mPMlLu+ZPy8zEhKbSJ6wuKi7lfAVGylD662mQfpi9smr5C\nm7TquH0kyZAOJBKuAG6Kuu7YsYPzg4OBgndEtOX11dXunJN9SqfFD7K06XNMkmq1U1Gn319Xx/XC\n0uiXt0yW9+DYsTBOW/cL28m3nLI+KBJSJ7T3Z/uUqffTj/GVQtumefNSftPvlojSat/9eBCTJOw4\nwOuqqnil6LvfGisSlrYtXV2BzLlaTyam0RZW4MFEItAVUE2urVp59dRPkhLa7wD/c+oUEYU5zkRB\nljZIXRs63VRezs+nTHFdSMHr2iqfVnPeeRRZPn30baNp8trKSv5t7NiU+3VLm1wb+cJtUFJIGcNB\nO5nyY0xeHrZQeqgUVspfXFLCf01MBlTdWlXFlIKClGf8SE3RIL9HhSWzwDQpC4V41datbv5S8Apt\nki5oXgaGOH+kcNovLKw6eZJrg+tOKd0OIXXuyu++QptoOzjrZrgQYNMJYaqlTdbpN7dUoU3O7f85\nderlaWnTh0MV2vTGBlnapAuCmuvNwkHjkpY2OSwpljbDcHLsSGo8C5btWWh+ljZZii4w+pHe6tdU\nVrJp/nz3u2QUdJIbYFDeFXl9ZF4et9/Xx6R5Iu3A/QdgtCNA6Za2paWlzqY5wusSUjovaanbv3Y1\n3Hwy+aNpwy0nKBSLQkU5S+AInaZhOAypoNWrHWhzgHBBgkR1n9fShnDpqYiz9KNJJnzHqgicTzL+\nfX+rga9OpX1HfjLfW14cfruWZfd1Eg0Z/EHkQlKpZFo/m4oq+SBz+c9EPbF/O8PX2cowvBr/e3/U\nzi/PnOE6RcI8OTBA6+AgsUQCq7nZ94B+MclpTnPye+A9V46qVq7kT1oweE88weonFaHtVae45jmo\nvPsYP3sLfOFL0DHKYsBIUDRLsQzvdLTmW7u6+NMjBXBvA/GvTOV3v1PW2+3HqQ6HqQ6H4YYzmHlB\nq0LQzKSlTRXaikMhj3skJDfZcTPjDL8qOYdLGy7CLOGmFzfhyTr3mYNKnmIakvNXFea61iQBJ5jY\nldzPDIeJzxPuH3KNyoM4ZBheS9umpJvb6MlxMJ0DqjeRoCce59dTp3JNaamrQMKy4Q4vvnJ86Vmw\nUg8gqYmHpFJMKmZUJcsnR492xzHFPVKtB3hCJLy0cDS4hmE4yV/rhWJofBdM6kphZtaqGmEDeGA3\nPLoafr4ulbH2oaXC+iL3J9le1Qp1VVER9ZIp0fIxSIZCCiyAG4/lR7+eOpVbKivZoMWOQZqYNp9z\nQgd5gOScbCgudt0jVcFKfW+QdFtULW36uRMRVuaueNzXJVZltBOiPj0/qkyufbivj7ZYLJChkAxm\niWV54r7A6+6v761+MW3gdTP0WOaUfqjPfre+nmrBdMkn9y1YwC3CrVXWO6e4mLHXaV4qrz7l9vcb\nIjmuLCPI0lYbiXiYYbUPKoVME7uxkauKAwBxFHLdI9VrAQykuo88On06T86cGdiGYsviaH8/79qz\nJ1Bxoq7NIMFOXm1ZuTKjpa06EqE6HHZd2vQy9Bpc90jl2vKOjoyWtvr8fBYJfkrn2UAR2tKUAc46\nnZCfn2K1lBRWypE5C4P2xHQ1hQ2DynCYzwmhzVae1dsov8v8vfp1OQ/0PvdrwEXq/XmWxQdF0nVw\n9qJdCxZkpf+Vc8dUPqOm6cZ+yvc0oI2hHLugOqQSIl8IRH0BQpsnuTbCbVS4Y8r7g9wj/fZc1dIW\nNk03tMlP6HZj2kKhrGLaXPdIUj3rXvYxbeANcFR/D3It+MOMGWycN8+TAV5O4IiYPHKYdK2bZRjw\nyjPw6V3whmPwwf2eNkDS0ua3eUmhLZ2ftXzujdXVnL36as9v15SWuhriINLbvFL486tX8wrhC0+2\nw1+egzelJsT444wZ/HTKFFbMnetMrpFezXflnOT3iGk67p23nKRsYh98Yjd947oosCwPsyvbJl0D\nGJEs48knk2VXjB8gjp3ibhUWpuGZd3dQel0afPrlNTz15jHJ78taoSBO68AAUdPktupqbquqcn+2\ngZK8EH0N5wCDzVTwjt4GWijj+2zitdfuS5b1XBU7u71joSbjTpCqCXopkXwVhvvfC0NtsRhrOjo8\n1zoPRjh1UGyGeXFu6mjnXx+GxGPj+ecNTvtkcu2K2cqY7yjBtm2e3xeDH49LrWxBG1x3lkLLchix\nikEWffsoLGxj4V1dTPnwKe/9lf0woctdk/KgPiYSqarukZA8fKKmwfUPn3Dm/V2neMW3T8JtSgzV\nk7UYMYPBQSfuDXCs2gva3Ft27YKB8xZ8bBaDJ4VFJ5yAGR2ezX9QCm1KXNCdNTXcXlXltEe1lG1M\nJpYeMzm53/QmEpyPxbi+vJySUIgDKjTz60/AfLGm6nrh3kNAgNAm/v53waCGDAdCuVfAtctrqiXD\nw5Ro+4Ekz34ZsuG7m7nnV6fhOy1gpcYbzFLQ5lyqHoBC77EWpI+4taqK2LXXut/vqK52265aoXTP\nB0mm6EueEicRNk1fSxjAXcOG8Ydz51JcGwGmatrqTDFtOoUNg30LFvD1CRM8Wn35t/4OLMOgQIQB\n6EAEkqS3SLcPE6QLbYf6+pIxWoaRcraq9fqR6gqpW6CGEtPWFyC0eSxtAcKqvH9iQQFjfKys+TO6\n4Q3HyBvdBx/aCzMuJhkw8SmFPD8GLnbttcwsKkqxcGbjYpaOXPfIDOVYhuGxmKt1+7VBBX0IaqM6\nxn6KBnCs0HZjI0WhkCu8yDv1cq8tK+OnU6e6/JhbtvjU+xg03hEzfUzb9oYGfi+UuFJJoVK2Qpvs\nQ0xx71P3tsemTWOT4DkzWdrS1eQngBraetHvLRDWckmqe2S/YmkLoqB1opKfh4FOupVUCi498bgH\ncEQlS6k/aB83EO6RZjKmTSp61J7J9+traZNKJr1+cW+Qpa1HMcJUhMM8PWtWYBvBCbcYSCQ8MW1+\n71ReU90jZT0vO0ubToZyGOmNDTKLj8/PZ57QSMrnZDC9XOSB7pHgvIGbzsAHDjjZ37W6gyxtjWVl\nruZOTsT7ffJ+yUn9qooKV/uXC6ltfmrmTJYIjbKtMUhxbIjYvs9eW1bG24cPB8Q4XnsOCmNYls2o\njx6loCj53PylSyGSgI/s5ZV/POAItTiLokcJ4jVIxrSZ4LHenVL46JoJMeKauxU4E/mv7e1s6Opk\n7oMnqF4qgEmq+hn2yE64Nckw22r+jRud9pwV+Y+AlHdTZFnwmmQj4pj8mjF8pmYS9+46yd2Rw86d\nrXls2eVlCqXQJhfTiX6vq9mLTU6zGj3XUjSVL4Bx8OvHjvHxAwfc790bkxbjhglHeO+PbT75TQjP\nTTLjMrl2zRzF4rnLee7J34SSSa+LB+G1J5n8mWPw5e1gOmtVMtwTru2Fr23jjq+3M/1dbRTdrkCu\nv/0IGEmNvpwbMt5At0ioLj0XS3rhI3u58N49jB8WgqXnkq6KbVHam8o4doxkLGTlgCeedOdOeP7L\ndbCpAvcdLWuFwrhnc47ZTqB1v/CHB3hlRQWPz5iR6h6p0MwGZ66WhkL0xON0iDwv99XW8ue2pPBI\nJAEPbYVfrYWfrXeEH1IZAXXdvFNAIIcMg9MDA7x51y7Xu0F1a0nHSKp9TGH2QjajFvW67uhBB2om\n8nN308uojUTcg1kH6XDBVeZ4Y9pke/M0V8ELS5dyj9g7dVrk4yXxw/p6NzZOUtqYtgD3yIkFBURN\n031GdY/UETxDhuH2V75T/ayTMSB/PHeO42JPU7X6shW1kQiFwkLWFY87woP4TbpHonz3I9eqppyb\n6jWV1HNMt7Q1Cvcu1dKmvn/VaufGZqaZR35eE6YBfOAAEx7bCred9NSve6rIcVBLUZXMls+zQyXX\nPTLDfaogLykdYqE6/kHxoenWmFuH+GxsbHSFF3ktSHCQ1hG37T7MOHjRI/U601naVEte1Eh1xUtn\nDdHJMhyPDFmfqjgYmZfHVcXFSaEtjaUtk3ukTqb2m5yz8nuBZXnAj1QMCD9LWzggpi3d/Pz99Okc\nWpiKbeDXTvlp4Iy5tLSV+whGMwoLM469dPOURgJwLNSQdFmE5H4mx1fiSqgxi/oZlM49Mmwoljbx\n3I0VFSn3QdJ6KF3I1XmZ77Ofy3cn75Uxk5GXo9Cmvz6DYD/nTI2XQ2WJwR8Uvq3pgEiCJq7uHqmj\nRwI0zZnDl8aOBZKbVKXPZJDt8tvIstnWZZunFxTwGgW1TO1JyDD4Lx9kNb/NN880oWIAHlvNtn1x\nKu86GygQqxtVoWXRrWxisnw3IH2kfxLG2olO0LOOACon8sqODoaVmoz61l7480r47RoqGrrgA/th\ngua6Ut3nIvCdHhhwmUq19bZtO4LXPIEWJ8iKJDjw2VM8+MMwrwqf5r0cBGxOrPNqxaUmUvb8+EtM\naFPJMBRG5NJ4hCHRN5V8SAObHWVCHb08cOA43/6KxYG3X+vZpOM4c2r4dMX972gBiQGD559WtOAf\n3gcf20vN689BOMnw5mvMoEQUK/voId7xk7PwHy1wq8N4BWnt9dgfVTusvuu5RUWOhejmpPB//LdV\nHDqkFDa8D8YmrYabNsGJfyiM/CvOwof3AjBfcYnqjsddoU3f4kOGAdX+c27uojiHFi5kekEBF+Nx\n8i2LkGkmUTBVMoDaPrBsV7jQx6IrHmd8Xh4PK3EN8n11xeM0C4Q4GT8Azn4WtBdncFr1xMMGua5k\nomz0ESZeNzVVUA+ytEnShTYIZmJ/OmVKyrXyUCjleTlv/Xro66qjMrbiU7W0qQIcOGNXrgDFQKqA\nIhPRxmzbmdskmVjV0rZ53jyenT2bsOFY5SKK4CjdI9V6/ci1tCn3+wGRpFgDA9bsO4cP59Mi31KQ\ne6SfW2Im5GWVupW5mWL50a4HzUF1nWSyeEgaHeBpI8E71Lb41Wsp70anTC3wQz6FVD7Jj3SlgQc9\nMmheaO6N8i9TK0+uN72UtsFBj6XQj2TdEdMfiAQyx7QBbqoN+T47fDxuZCzfZbW0ic8gS1u+6YB9\nqO7fiPolymw6ykapUBEOMzY/NY3UZ5ScZ67ArdQvQ5EsUpUzXxs/nj/OmBGIWSHJABextlOLv/3V\ntGn8+7hxbj8ipulBp5WWtqC+yRXu57WneuRlEiyHRyLcKeJ1pXtkkIUUkvuQtMp9bNQop07zZQhE\n4keq5K5SpkPdzyVAbhJBMW1BWhAdiEQ9fFSSL0qWOtJnA1bjEIZCfkG56nVZ9kaf2Aq/CeEugvwE\nw0Y6k1w1ZW9audL9WxXaSkIhuuNx92A1DMNraSsbhMLUja1uYhxTlKXHtEkqtCwHRago5sbsELHh\n37YnQQwKY/DJPe7LOTMw4AqB6si4ljYD+Nwu+NQurv3IeW55/BDFczs5XmXzg/eMpIF23s4R2tZ7\nGV7d0nZ6wAvK8tKgZs83XaP0gofhJSDRUoZJggfYxS9us9gzy3RR6CRJS1tZMUmo7YTBYEspp7aJ\ntWPZNL1nJKOiUWJKILhq7ZFMeY+Iz0kYNqMau+GqJFR80GpLsbTJ8vEK6JMKCvj7rFlOfKflrIML\nm4t45hmlsNpeKB0kr1yZ9yLnkzn2Kfj8TiiK87FRo3izgtB2PhZzNYm+CFejNeAOwCyMUT8Nxubn\nu2tYWo0yuVCF0uxBIdPkX5S4Bt97DK+lLchlKtMBNJiGscv2cMpKaFME/Dwh4KcIbVpMm6R8H6Et\nqF9+B7T+LvYsWMAvBZKhXx+l0FYcsDeqVhPV0qa7R2aytEGSWb1PWFXV9aTGaRSFQoRNB9wmapoe\nrbp6NgYCkSjKFVlnoKVNfU6bpzKmbUZREV+V8WWqpc3PPVJpUzb5piSpLmf6U27OsgCB2G2D4pKX\nCXpd0taAJM8yDYOukJQ0Jhrl5OLFSb7Hp4xMHIeKlqdSJuWLWnZzc7PH4gDBvM6E/HxuUFJRuPNK\nu39ecbELfKRS6+Cgb145lZLu7pfuHtkrlBbgTdskKdeYNhkjWaQIGjrJWajzlirkf088nhRWlHnv\nZ2kb3LzZ2y+lf7mSn4VZfYdR5TxSx/j6sjLurK4mz7JYXFrKH2fMCNzHXUubCAFQ13hJKOTy2NLS\nNlyB5h8UHl2uRVxbpxWhEE/NnBmYfkFSJqE+apr8Zvp0LCG063ux3/2QBAxSXcZfVjFtc4uKuFrL\nvWDgldzV7me0tCnPSTSeilCIinDYfXkfEGhQkvQJLieEn6UtaJJ/fswYKsNhTl99NdOUuAzdbWGo\nljYduUqSOiGDNkk/9wdV+ygnuQryoparCm0jIhHXeqm2LYEYL4NUlDhgxMSYyzTp7pGS8k3Tk9/D\nNTHX9cFPNnDHEwfh12s9KJmnBwaSGmyt/3JT/Oz40fDKM1Tfe5LCcf2OtTAep+4VMT7ObG7kDPPX\nOta8/xRWI1mmZNRits2dO3Zw8iVicdNfqY1cNy9GawQdLISLYe7mGP1hk8ffPZjUGCr+5b84c4bf\ntrY680AFl3h0lPtn6axuxlaF3SSbUeV59SCT7gxRoWHTExSXhEJMzs9PWQNh0/QX2gyDVqUMQ9RJ\n1YADpCHoe99TChvex8Z586iYmCrYJ+Yln9E1qudjMarDYc77gDmEDANKYykIkIVXdZIf8mo3dcS/\nIMpF+6/eI2NQZI4lWWeulrZbKitdVMopBQWsmjs31fUpywmcjdBmgLvXFIqEtTlZ2rRrQf3yFdq0\n7/UFBVSlCWqX6KXVCjMa1vZYSZbyqY5XyEi6IwXFtBnKb3paHZvUc8rjHqnMN09MW0pvHEoX0xZN\nM2fTwWaD4151k+KypCto9Wf9XJXAfw71KbEzev06MEYulrZ/HTHCg9Cnk5+lFZz+qHueTgmcBN1B\nnkmkeVZSkPCZlaVNm38x207uSwHPTMjP54vCUqKWobfy99Ons3vBgpRxbh0c9HVtU8m1tIl38eaa\nGjYKtE6/cIogMsWeIeeyn9CWTUyb+vfHhKVKChr6uWCDb4ysem++OL/kXFUVKv0+QpteWhBQUTak\nlqUL3NLSBs47UIWgn0yZ4lruLMPgdQoGwf9OnuypQ1oMJU+q79cqumbYMDz51CQQSRBgkGEYHm81\nldQ9NxuhHpLukR6vB5/7VPdI1QvkZWdp2zx/fhLJS5DLKJG64WTSDKhmXzl5PjxyJJ8ePdo9dO9O\nk48E/LV1BZaVAvmvDvOXxo3DMgyGRSKeAZaHsC685UpBljbdPdKPfIU21addTHLVbXH2Nde4f6tC\nm8z7oS7GBCSBSCDVRdKwGTkh4TJNarLekDbGau4Xj/k6ZFM6aQCKvZum6h6p9t4mucHJTfp3ra3s\n7ulxrRvjp8Q5n2fxGWZwb+cRJq8J8f9EfJZrlZVjZNs82trK71q13FEvKjUCXiAS9U1fSUubngwU\ngOfLqaKPN3KMR68eia0sLD+o70LLclAEJSlgG5VLLrquDoOKpi0F3c5wLG1R06R1cJDvnVQQT0V9\nuxcuTFkD0q1SXzN+lh93D1qYFMA8Bu3hfcwrLmbYdE1osxLwtvGetqjUFY+7B3dQLhkWtnmuF950\nLuUwydaqkM7SppOqZdy1YIHrGu6xtAU8G3QAPTFzJg9PnMhgIoFt274uhNlSNmiupmG4e1qhZflb\n2rSYNkl+7pFfGjuWn0+ZQrP2jDpWEwVTks7qmc7SVhEktGn9Aq+rJDjnWIrQ5hMKoAsUsgwV2lwV\nslxLm3K/OoeysbTp7pHqPM3kHtnY2Oj5fVtDA/+qWIXV2v3O7iDwskChTdw/rbCQZ2fPBhwe4l+F\nsjcbHkSPGaovKPAg9AWRXrKfpU0lPXF3NmXqVBvgmpmNpU1SY2MjYRFPJClbr6IgS1vI9Accqc/P\nDwQGkiTHXc49yzBcFNicLG04glrMtvnttGkpCcghKbTFs7S0ATwzaxY/qK8H/GPadKFNfgsp62fA\nRzAxDcPXPTKixbSlA6nJRKoCyRfyXxEIVbdfv7rklXtqa1OuS/dISCq19Odk/OIkse9KS1tcGYNc\n2CB13LIV2iwx5kECuyS598mcbh5L28tJaPMjwzA8B4RK2aAoyU/VzcI0jMCYBH0yqVp9cDbs99bW\n+sLHBrVfUo2WqPBSLW3qvX+ZOZMnBKwvBGtN/LQ2KgO5sqPDEdqUhaHmMfIE3/okG9zY2clXjhzB\nBL48blwKKmXx6AEK851JauNN26Afrr1KXfphO5BIpGjYWgcHfWNFbJLMlKrVvRiPu0JjccSiYT4c\npZBvUc8XH0pQ2JV8HpLjLl1I/PIxvRjkN5UNvJa2Kym0dcbi8Kc6+Ngs+NVoenuBTeW8h0M8SR1F\nN3jHyQ81rtCyUuMVBVXf0OFxdYimecfdPvDlOulCZjogEpVMlWFaGIBuWusAqkxcqlmYF7RDadJq\np6NxxWybYQGJTN1v7zjiuF8C5rWt5L2iLeWQV78NRWh7cOzYlHvVO/LNZI5KT0xbDkoiSWHBbMgY\n2KEeRtnGtMngdRnT1i8YnWVlZWmf9RPaJhUU8Nbhw7lWe1aOyVfGjXNR69L1S861xrIyN8VBcSjE\nzoYGL7S7qhhTGSXxqQvOmdwj5xcXM7WgIFVok8yEDzMmLaMR5V2ZRo7okQqD4uceWWBZfGr0aF4n\ntN8RZY5lQx7XSh8rStCa8MRVib9lGg5wxvkVwo3v2xMncrtAIg3S4EtS14n+mYmqfZIHp4tpy0Zo\ny7TGJvnELUFuQCSgWNrE92wFAkP7TEfvGj6c306b5sZuSpqmKf7leElLO5bsQQAAIABJREFUm2rZ\nyBWIBODdtbW8qabG494uSVpa3Fy1WhsgtW83VFS4PJZfO4KYeDlPJc+jg+SY4OseqZd2KUKbr6VN\nto/kerMMg3tra92cb7ns9dI9UpYVZGmTa21cfj59y5YlY9rIvE79aChCm4xpzJRLUc472bawMkdf\n9kIbBGtfMm3kKsKVC/mZ4eXpEzeiTehh4TBl4XAKEElQom/16gIBPHCpMW1xH6Ht1ZWVHgZiqJa2\nu3ftctwjxbWTixdzeN0693dVkJJjqguCvz93DssweMewYTDKa2krntLrbpzgXYAeNxZtPFOENttm\nXlERzygQrKoQ6GHohRUGvId2Tzzu1h8yDCQ40kqq2VBZyPuF25s8sOS4y2BtXwvTi0bNgAAiEVeG\nOL1yItu2+e53gf+sdxASfzSeadNsJq6LMI/z/JLRjF/inQO+ljbThJnelAEAjO+icEy/6+qgJgv1\nQMujuEdm6HiKe6QQ2uRMdBkN8SktFobyG8P7YJg3xx/A6lc72tf6pf0MnybcGS0b7jrmxkx9YcyY\nFLdscPYWSN2UD/eJeqr7nRxlf1hF4gs7ODzYl3KYqP7wQQxqyDB4g8Z0SvJzzbJJuqwUWBZRIcR4\n0CN9a0rPSEYUBsdU2rI8wOIVRNmswhTNvZFEj3RzZAXEtPkJbUEkx6RQeGP41e1pl/gsD4VYqCBP\nTi0s5N7a2hSrFPhb2nRm3jIM8i2LqJFEelRn/XVlZRiGV8MLyTkfs+2UMzKsCFlq6IE6NkHzQE23\nEdb6JPeBB0aP5oHRo6mORNz5qbtHypg2P/pBfT131dQk2+sj8AVZ2oLWSlTjGyTpDGoQPxFW1knY\nR4gMouOLF/N5TYESEW66aks9Qpu2r/nVksk98pFJk3yvDyWmTVqcsqlXb1/QPFJ7KEGXrioqYoXY\nMwxgx4IFKc+FDMONpzQNwzMfIUsgEtG2IGukLMd1jwxYF34joStNVAqytAF0L13q7tl6fKVlGPzh\n3DlPXjSAAS2mLRsgkiDyjWlTPlWvGNNIxpvlUpeBw2sFpQiRJZValpsuRcbd2pAWiCQdeYS2LOYH\n+Fva/OqOaHNDdVN/WcW0+ZHKKBl4F/9QLG2ZNtnXi8NCkm5pk3UWW5Z7AOxsaOAnPqhh6v1fGTeO\n7wkTeFpLW4Y+fW38eD4u/KDT9T9QaPNhonQmN05S+NGZwr5EIiXwVwov8k7JhIUMA2ZeADM52ifr\nW4mYJh1C8FGFXd0FVSXdqvZYaysH+/pSxsAFItGu+wkK3YmEq6ULGQYLFiXb+X0mMKcF2p5qcw8s\nmTRXCm36Iflika+lzTA87lBXoqlrOjow/7mCRx7yvqvDhw3ezFF+yyjyRttUj/FuQ667kHKtyLKg\nYtCZLyrdfsKBzxVWmZgigKsUV9wjM1ratMHIM006YrEUq5Wcj3K+mxpjzNSL3oKtBPMnOAd6NGxw\n909P8fWvw6yf7IFZSYE0aG0OC3CPvLG8nA9LdyoLB+BH3KK3WUV/CxqHdVddxb2aC4rbBZ+2JWzb\njQXyWNqUA/l306e7+SJVSiu0mU5OmzhOn2XNuuXrjqoqXhMAtQyZ3SN/WF+fEkMkLf3ZMNB+MW1B\npFquguDLVQryIgF4b10dv5k2zVMu+FvadPdI2a/ycDhpafMZp3SWNr8UAQB319R4zkN1DIOYI3X/\n1c8/uSfPLCx055mc1zoQSTp6b12dB1bcL27z46NGua6NkOQDMglzeu26dSJoDvpZ2rLpy4hoNGVt\nSzjzoHM/GyViupqLFKZ3KKSWLS1OUdOkMYMlWyXXSpPFGLlKNsNgqagjUBlPEohEtbTlCkSS6V43\npi2Ni5yvu1yaMyvd7lagJKuX4yFPANMwePr8eZoueM/UQEtbmnqCyG8vMpTvKfyzVmc2JC1tIe2d\n6fV+buxYPqCk2DJE+1RX72xc6SUN2dKWQ0wbePfQ/19Y2gyCD7ZcYtrCGjMfZO5/bWUlH1X8zXVL\nm2zDh0aO5CMCpnNqYWFg8kF5f0UolJLgbyiWtk+OHu1qZNO9vFwsbSGNKVFj2kKG4Ykj6Esk+Pr4\n8fQsXRpYpnR3sgzDyQf1RgEDP6MDXnvKHdNSy/JM3nSxB2rC8bcJt4TWwcGUMQh0j/QR2i6KnFay\nn6+4DiQqYO+BMv7j1kL2/cs+zL4E7C/kju+ehfNh1z0yG3eUF44agaSlzYD0J/RloLODg7CrmNbT\nyTE1Ignq6GUuF3iSWqbf0p2y4cnvqvDkWlw/vseJbSsfIHzPEXjNKRdxctB2ErL7baAJ28nB2JPw\nokv5BanrzE1pKETb4KA7L2XpKUIb2pBqQltkbB9yGwgbBuHyOJ/4BORPFwArQhscxHTJMdAPlqmF\nhXw7ALhAD1zvChDa/mPCBPdvXVN/QYlZ9dtTVeFG5lWSsSHgjMnEggI3X6RK6dZInukE0HtiYH1o\nQUlJ0hrmQ5mO4ffU1fEqLdjc1z00TUxbtnt1WGECgzxEVDIy3KMm9ZYUZGlTGV05nmWhUNp4jrDG\ntMrnBm07ZR7Ke6YVFnqEFg9z6tsLr/Zd77Prgqi0X85rPdeaehb50Y3l5Xxcgc9WnwUnAfp3FGuS\n7GFGS5veH+XzmtJSXhmgVFCVG7lC/+vkJtdWrqmAKLlYw/wokwukhWPZCSxbeUchw2BXTw8bOjt5\nSCAkZkMqw+9HfpadbEgq7qWLaYqlLQchMV1eOA8QiXKf+oTf08MiEdc9Wif9vQStS6k8Wyj2ykCr\ntx7TJj+HMC9fVVGR9GjTFD+6pc3zmUMdBt7UBSmWNoW3Cym/mYaRYmnLhWMbUkwbsLWrK2NMm8qj\nqEqEbGLahq5WeQEpSPuS0T1SmSDZon+pz0GqW6X8LMwQ/CpJz12hlj/UmDa9bD/KRWgDZxJJYUSN\nadPLkXlKVBQuWaa8Uwbhus++9yC86ZiDgGcls9NXhsOeDTCde6TaiquKivj5mTN0xeOplrYgIBJt\nkwZnDqhxHxWlBtZ1rcSfcYTCzb+fRWThPsZ9IgFNAoa5MMa2L52BeS8190gvGVx5IJISy4Lnk3DN\n73oXnLhrH8vuTfDnY7X0Nraz6P7ulDkkNyg95x/guNP+eKPTByGBGiShlAdtm+IAwUIFIpH0XxMn\n8rbduz336mugxLJoHRxMKnbEdblOVffIdJa2/HF9gOOzLw9vIKO7gyS/2KNMpB4mFt6+qXN9jBKX\nqluIVTAgv11NZRoMwfx4QGDStC+dNbpEpPWQSGtBd2bSjg5lautC28+mTKF1cJCPKsnhJZWHQhkR\nJiWpgmw6K5okXQMdVF4geqRyxnlccpS252RpE9d93SMVJYZEzksRZjIwN4byjAsQoTF0kBQmI4bB\ntvnzs3avC5smr62s5BvHjvkCkQRRkNDmJ1CqZVqGwXM+Fma3PYYSr5KDe6RvWdI9MoAJ7L1ES1um\ndWQZRooHTFDZnn0ph/5mY50eSrkSjC4slBu6i25OlrY0VjE1ps3jEhkgwKmkukerlOm9qB4PqqdY\n0FrUr16Ke+QNFRVsmj+fORs3phg2TFKNHkOJn5Pl5ZKuAxRLW471SfLsR1k+35NI0KPFtI3wcadV\nQVkMku/gZYce6UfpDr9s3SN1Fw5IvxDUe3VNW66v3u9QvhRztKSfTJ7MtxTtuU5DEdokxWzbZeRC\nhuGJI+jzCWxNsbQJc7Q76Q0c1zfLuU8u5AoRG+jXZt1dwMCJrwNnc7tZaM7195KLpQ2SDLnUwBn3\nHSQic2ydi/Kh3eNZ2nSRSkR8UneI5R8bAf8+hWdPX+QrR47wYpMz/M2eawZXPqYtZBjwfNL15brr\nYEJpggUdrfzhsaPwhZ0Y+YkUYUi+i34/oU2hAUUZYBhGSnJTldSYNnVzr/CxgH9y9GhPUtCSUMiT\nukIqJEzld8ADRBIxDJjWSXR4EiWy4vpk+gkVPc3dhANiptxnRP3ZwGtLUvvaWFbGdCUIX/1N/vWd\niRM9Sb3r8/MzAkkk8ApOejxvOg19OrCe0lCIC7GYq+QJFNpIFdymFRS4e8BQhDYdyv1tw4dTvG0b\nkHrOfLe+3gWeyJZspZy0MW0+Sj2/3wPRI8VnyPACkch+lSmonH6ub3pMm+semUgExrRVh8PBceZZ\nCG1yrav5s9S+gJfZm6Ekik8X0yZJlpOLZUtVQqp3B7lHpoPVV2mo7pF+FDEMLxgSyXWhn2tBlE74\nzbSO0vW1afZs/iyA0GRMm/tcVi0T7cuiLkn6OKarR1rXwiLWKWKa7GhoyEoQU8uA9Ja2qOHEyuqW\nNk87c3j/to/yRP+uK1zcegLK7NfztF2C0KbWo+8JqjCiC3Q5xbQp5/Ibqqu5RfOaCFLqyTMlZgdD\n/qcj9T1lG9MmeRp59+mrr+Y9PqEId9XUcG7JEgDaYjGPkurlH9OmHEYG3s0z04tXzb76vem0tx4f\nfaUdsg25kKF9qmVeiqXtnbW1LPJxR3LrCBiboJwfUdN0ct6UlxNXYlj0NvpByEoBT6YAkBtW0OEk\nJ2hlKOTZAFW23a/96qEnYV9VZChIMgTyfa2YM4cf1df75gQCr6UtZBgkqvqZ8+Bx9/eVBwr4O8N5\nC5pw9vRwtj04gs8eOuTbxxeLDMN/bl8JS1t/zIadSe1gYyNM+9sA7dfkcV6kXfFzZ5QCuepOpwtt\nKqCAK+yZJj3xuO8GWhEK+Vra/A7YO2tq+LLislOqxdFUaoHdxYoQJ0sLGQZYNlO/fISZM+H17+mn\n5npv3NqJ/n76RQoNcIAW0tFQLG2qO8hfZs1y8w8BfL++nl9NncrfZ81y18mrKyrcfl285hp+NHmy\nrxeASjapCY/VtZ1OyEznHlkaCtERi7lKnrRCm3ZNFSRziVMAmF1UlETyVa6rKGQqqXFYuVA2ljaX\nSQ343XXJUt6z2t90QCTgIP9K996fTJ7MXg2kQRckVCCSaQUF3Dt8eMq9VeGwp2/qyGRiKKSXht3Y\nmLS0+bgx+rk2Zksuc51DGYHukQHCmaV9BtHlFNrSoUdmAl+SlO6uTO6R6d5tY3k5sxXhWu1jm08+\nsyDy45dUUue+/l7TCUPzi4spFak+5H3TCguT6yeLtmUT0yZjr3VLm0pDe/vBFGRRznbtXKoRQVdg\nqIK3Hm93KZa2fNPksenTebcSt5aODJxzYmNnZ9JFfIiMULaWNv28GxaJ+M5LwzCoDIdZJnggDxDJ\ni2BpmwJcACLi+yJgLbAS+PxQCgzSamVqvDoZ9Y0yHWMU8tkUg75nIr+2BzEHl5NyASIBZ9OPGgLx\nCS+MrB5HoJY9OT+fz4wZw7klS/iOiLuRPsRBC1NOyspw2MNgp9POGYYX+MC1fojf5W+liisbwNKy\nMkbm5QVq1FShTcYF1CzrhDccc+/5NaO5jrPUfGET3Hg6+fAzw50k0i8yOcPZ6LlmGMYVj2k7cdSA\nAQFQURWjrg7GPtrN7jfmY+K8m34fy5j8fltVlattKtTei+qOJoUKCTmul3d40SK+MWGCI9RplrZs\nNNByLkkBT8anuhYKRRGgMskALRNO8IG/neRfHuolEkq2K2QY/P7cORo2baI/keBPM2bw4O23p9T9\n3/X1LmpkOje2bChimuQp4za7qIi7hw3jpooKX8tIsRJnKykIiESN2Y1oQkxa98h0Qptl0RGLuUAk\nQQeqr9CmaKBzEXLtxkbeVVvropipe86iZctSrg2VcrW0Bca0+TCKqiZW1Vz7KTQfqa/nFpG4tiwc\nZpIGhx4ERBKzbYpCIX6sAGxFTZMiy6LIspLMteGNpUtnyVkzd66HsVdjUdS++LVLUqaYNrUcXRBN\nR7kCkeRkadPiprJlAHXyQ4+U7X53bS1vzMIanK7mbNwjsyEZ0yZpQZp4VJ0yjavaxhQeIU25z8ye\nTZFQ7Pm96Y54Zid2PwWKTlHTzGhpy/Xt6/ui/p6k9TVFiA0oL6y5816Ke6Raj99noKUtl/LFs0Fr\nNIhkb1q6unwRdHOhbNes9CzJtp4RWtqsbIBILndMWwnwH4CKhf194A7gEPAUMAdI7yekkIF3Evgd\nTEGkHkT6vd+aMIFj/f2+z6mLTSK6DZX83CovV0xbOgoam3TukVHT5FmBNOTmwvIpR233bomTD3QI\njZqMUQlifnrEBlmpIJsBvppiSQZejVKpZmmrDIXoisddq0jQIatvFioQiXTBS9g23H+AUMwi9qda\nOgssnpwd4a2bOvnWA7spG8jjwnLhFvibUXCvbzdfFJLDpvf/SljaDu9NbqIFY/vo3GwTuZDgC6Pb\nsHEYnu54PGUeyDmVZ5ruRpyvWdqKfNyVghi5MUqOm5543KN1TnfASpJCmSzfFdrE78WKgkCWrLbh\n28eO8cikSZ6NXf6+rdsBIZmUn+97iN9XV8fjra38/fz5IVnasqVsNcpBo3VdeTlnrr4aSLW0Bea8\nJH08X4mwtJWEQmkVcH4uQuoYDWVqy3XvyUcmPi+L0KYgiKXrm5/7vEoSeCKTq5VqQZDPZUOqhld9\nzu+csAyDTh8gimxHy88zxG5s5IhIaeGxtF0CI5mL9UTS3TU1HPfhB4KASLK1GAwV8j+oLNXS9oup\nU7lNCORfzhLsI52QeSmWNp1kn985fLi7f2ZDhvKZaZRSzpUs2xXTnvtAXZ1r8UhH2VjapHtkPI2l\nLRf3SMjuPJBzw6+ezYr3hR9dsnukLpgpn7oySL8nG5J35iy0+eyHLzWhrcBHofNCWtoM4L+BTwMy\nMVMJEMUR2AD+DtyQa6FBfv9ZW9qMVFe926qr+RcFJTKo3NdXV9MmrAFweSxt6dwjLxcNxT1StVCo\nbmV6HEFQu+XTEg0u6P1IJrsyHPbm2krj+gDevDsligvbvgUL+IvI11YSILTJ73rvJeS/6g4as22w\nYNynjtG4diuzn97Co5/oobEZytuh/B0nkgU017D39ADPnj/Pi0vN7l+yj1dwegFwdJ/yhkf3cPr/\nTtN3dzm2uBwxDHp9YiAl5ZkmBZbFs7Nnp7qk+TzTLpQCQTEFYcNJmBwJmMdB5FraxHPyAJcChwpG\n4Gclb4/FnJg4pV59k7cMIzAeR2ech2ppS0fZxhLov6+/6ip+OdXJPSddCt86bBgzCpMW5iCmIlNd\nMsakKx7HMnKLaYsrgtxQXF7kvnNUYdQ3Pvcc8NKztPkxDPKK+l7V/TZdH941fLjrfqwLErKMoHNC\nr/9ykNsXpc1+aUEgu5i2oTCGc4uL+ZVIr6A+lW2etiCSbveQW/oCP5KQ//LpOUVFWQOiSUpXc7o3\nfkN5OZ8dMyarOpqbm10GO9tYO0mZFB3p0COzFdr0slVrdDrS3W79yHWP9GlfLu1UKZvdLWQYKWvF\n9ULS2jH4/POe75eCHqnWoxsoTFLXsd9az7Z8XbErKZvxGWrfJGUb05az0KaFIV3JPG3vArZp//6M\nY0nbKu4xcIQ2FWKtE8is0lBI1bgEabuCyIMemcskUe61bdsXzCDrssSnWns6zUa2KFnZ1itJMl5B\nlrY8YWmTpC90P9eVlDrFdall8uvLK8vLmSoYvjEaqo6f248kA6+pPU/RgE4sKGCUKEsy4EHjqDOY\n0j1yrBAkLSOJ+lcbidBKP4lIgoul8Ox1cPsfgKmdhKY4OdsYNHnLw+1cv2WLb30vBPm9UoMrjx55\ndF9yE100zaT1d6003jvWtZLJpNVBG7R8h68oL085cFTGRn36lsrKwLXs536UjaVNarskU3VbdTV2\nYyO9wiLsp/31xGwMDqa4beqMWTpGTWdUstGs+qUySEfZMrL62DaUlDBSQZ4EuKe21lW8VIRCTNVc\n7oLK8qNiy3Lz2uQS09avAGUMdWr/acYMPqXEGV5Ot3WbVJcgPzK0T50s/BkGXQi3tDLSsfL/M2UK\nc4XLmr5mTMPg/ro63u+T/D2ILnW0/FymLkXA8TtzcyH1OT0NiKRsrROXFYhEc4/MlXmbVlDArMJg\nd/506+iZ2bP5WIaYXJX0pOjZkrsesnhOV8hlIwjI5NpDoSAhSCXXPVLL1aVSzkJbBvdIEMiiPopC\nyDyWubgR+5Ef1L+s112L4tpQvEhcIJIcFQAqveCWtiwZLt3SVhYKXTH3yB+LfyrtwxHm3gUMx7Gq\n3QKoDs0lOPFuKXTPPfcwduxYAMrKypgjcubURaNsXLEC9uzBqK93JrxAYTPGjQOS2jfp7y6/jxRB\n1xufe84JhhUHVdD98vuhNWvg1CnuvPFGGsvKPNo9O4vn1e+mYUBLC3va2+GOOwBYuXw5bNtGSLRP\n1x7mUn7Q9/2trSB93FtaqAN+P306xZble3/vvn1EBTojLS2OW5eywYe2bGFg9mwAtq9aRai4OKX+\niYsWARBvaaE7Px/mz3fLA2DOHBeN8hf9/dwtgtx/2tvLO/bsIe+669z7t1+8CBICt6WF+oEBDKHp\nW7diBYe6uqC6GlOUF0skwDQpEf07dfQoiEOmubmZfWI8bNv2tKc8FIKWFk7FYnDDDYQMg7aNG6Gr\ni4obbmB/by+RLVugv5/H3jiHRz4IT87ZQMHsg1zc/WYAdj++GWr2Okgcl+n95fL9zJlm9z0ZBvRt\n3uwIzZNniKvNOHvJ5a3/2N6r3fKvPddFuGYYRVMKifxjC8RiRBYsoC+RYO/q1XDsGIY631taiM6Y\n4X5vHRgA6Yrc0sLxU6dAoC61b9hAc3s74CDXbV25Erq6UsY7LLSl21etgv37Yc4cIoZB/Z49zmER\n0J89a9bA/v2EhbVW/t4rNO9yPzAXLnQOoZYWrqqo4J9jxzp5xlpaaDl/nrDI/9Tc3Mye8+ehvNzt\nz/qBAe666SZobubAmjU0Hzrk1n9uwwa4eBFDfG9dv57mtraU8XappYVBywIFrS3T+9om1pMVdH9L\nC8yZE/x7wPe2a66hubmZIz7lWdItR643n+cjYn9cFY9j19f71ndw7Vr64nGQgkRLC12WhS1i0Lo3\nbaK5tzfn+Xur9n3JsmWwbh2x55+HWGzI65mWFva2tmLedhsAz69cSX9hof/5IO4/U1EBIn5M/d0y\nDIyWFprjcU/5thhPeR6uTCQwxXqipYWtXV003nxzxvaGxfivGxyEcBgLuPPkSaccke/M7/kdyvw+\nu349XLjg5rnLdbzWrlgBO3diivOlubmZE/39EI16LNSNjY00NjZmLG/zypWwZ49b3uaVK4kVFfne\nb4vxalae79q0Cfr6nP3DNKGlhTWDg9xx443u8+1ivzIz9C9kGJxev57mEyeYKtyLt65cSTygPem+\nh0ePxjIMVixfDlu2YGr8Q8p6bmjw/L4jTfnvP3uWSeL8v9TzAWD58uWAo8DN5Xm5HlbG4yAAJ/ze\n17cnTuQ+sR/I303TzFh+Y1kZa5Yvp/nYsZz7t0TsN9tXriQR8P6ihkH7hg2sP3sWU1iz9f37uJgP\nmeqT1Ld5s2c/urhxI/T2evYne9s2LNE+dzwE/7RhxQpa8/M974eWFvf551euhL173f06m/0NcNf7\n+hUrYNcuTJHvc0VzszM/r77aEbhaWjh88iSMG+d4kWjrze1vwPs7snYtnD5NfkD7dqxaBUeOBO7X\ntLSwW+xXdo7zUT5/rqIChOEj3f19iQS0tHC6rAwE/5Du/gLLgpYWHluzBvbs4bmqKg5oKYpeKDpE\nEojkeWA8joLhKaDB537bj1r7++1YImHv6e62aWqyf3zypD1m9Wqbpiabpib7a0eO+D4n6WBPj01T\nk727u9tuPn/epqkp7f2Svnn0qE1Tk72ho8NznaYm+5tHj2ZVhqR9ou2/OH3avdYbi9k0NdkHe3pS\nyr+xpSWn8oPoe8ePu+OUTb+vf/55+64dO9z7N1686Hmu/Lnn3N+eO3/et4wTfX3uPYs2bbJt2/a0\ngaYm+9atW32fpanJvm/3bntDR4dNU5P9j/Z2e6R41zPWr/fct62z035E9G9rZ6dt27adSCRsmprs\nI729tm3b9n27d3vaL8fj6bY2T3u6xLuQVPHcc/Y1mzfbNDXZd27fbg9budKuX7vWvf/BJU32nR9Z\nbk958nnbsV/ZthGJ2/xtecYxvlJ0552225Zf/cq2a1etskeuXm0/13rBvW5Zl7/e4oq4W/7Gt++x\nD3/lsG3btj1s5UqbpiZ7zOrV9tLNm+2fnjpl09RkD1+1yn2Wpib7b21t7veTytyhqcl+8NAh9++b\nxZyhqcn+2P799k0tLb5z+o3bt9s0NdlrxRyiqck+3Ntr98Xjdm8sFtiP9eL+Z9vbPdd/Jtr9H2I/\nONLba7d0dto0Ndk/OnHCXqfU851jx+y7duxwn/392bOe/hwT85KmJvvLhw976rl561a3PzQ12a/a\nssW3nTQ12YYoT67HbOmf7e02TU322f7+wLJparKfaG3Nusx0RFOTXbpiRcY9aOyaNTZNTXZ3LObu\nu3o5Xzx0yP74/v2eskpWrHDnwYQ1ay5Lm4/29to0NdmjxL4zVKKpyX7k+HG7fWDApqnJXqedIyq1\niXves3u37+9rOzrsYStXppQfaW52vzds3GgnEgn70TNnMu7ROm0W+7xs69wNG7J6TtZl27b9FuXc\nGAqdEmu/WWnzkd5e2xhiedvEGn1WzPkVacbi/j17Uto9e/16tz/vF7/r6+Zsf79NU5N9sq8vbVtu\n3rrV/tSBA7ZtJ9/1+jTzIR198dAh+w3bt7tn3d7u7sB7aWqya7R580KTPNNzoV+cPm3T1GT3xmL2\nO3buTHk38mz2oyKx31wpiotx33TxYuA9e7u77Qlr1tjrOzrs+Rs3en6Tc+oj+/ZlVR9NTXbdqlV2\n7apVnn7N27AhpZ91q1alnBtXb9pk09Rk7+zq8lyv0M6OLWK9bBG8VDbtUtf7YbFv9ihnLE1NdqtY\nMzQ12Q+INXCrctbpVLh8ue9vkhfYpfVDkroXBbX1cXEeP5RBZgh6/r1ZzmPJK6q8QDr6xpEjNk1N\n9vNiH37y3Dl7zoYNfs4lLg3d3pie1ArvB34JrAM2AxuyLaQqEvGa6x2CAAAgAElEQVT46ufaWNXs\nm4uZPhcTfcayfFxkXkwgkiCKmqYnjmhSfj7XlzlgG83NzZ54t0wxbRBsap+exj0DYJR0UwSOLV5M\nyDAYr7lnJZQ26PGOmYBI9JVQKOCn3XYbyUBQmWtLje/40+vgxicSlA2Pw6gep8wBE7b7J8Z84agZ\n0IBIlEG43O6R585BZ7vzxs1ojL6/t1L9JseyK10gIqbpuEcGlFGtuB3L+bpQWMPV+au+y4pQKHCN\n+LlHhg0nqWpemtgP6Veuu1JeV17Oe2prPe5W7t9abMTqjo6UegFeU1EBpOY7VEmPH0oX0+a6vATe\n4U/uHpqje+SlUDZlRZT90Q5Cj/QBIlFRKYfq7qTT2hUrgKGj+6mkukelO7dkTUH3BLlHqnN1/bx5\nHmRTyH5MVJe9UsviKgXd8YUiv3HSE7hLClpDvuVdhvcYDlhvl5KnbajzK2w4cUtDTT/0QpH6jjLF\nRurkrodLcIu9UpSN+7SMaTvY1xfY95zdI7O4xzemLWCe6DFtlw09Unveg1egfeZUvnSPzDF+U6WQ\nYfDp0aN5k5JKKBfKNqZNxsUGnWU6Sd5Djn1VOPyCo0dKGq/8vQ5YfCmFZUpAGkRqHMfcoiI+Ltw9\nMtYnPi/HpuhX1gshtOW6gUn0SEkloRD/EOZv8OaxCcpp48c0jMvL45BAB3tk0iTuz5BjI6IdhueW\nLEnxXU/YyVxxaksuXnONi1SlzxX5LdNSCilCW8Rw4tvUOMBN86CgGybstll71Xk4JuJ5tpb5FfeC\nkL7GXwggkj17kn9Pq24lUhmhYGKBp/6w4QCR+B3ApxYvZrgS06jHXAXFtM0uKmL5BV8Pa1+mKJsh\n0P3KJY2IRvnh5Mk8fPy42zaVwZR/10Yi7O/t9c1TNLmggL+0t6c9EPVNOt3BNjE/n909PbkLbVnG\nLVxOoS0bRZkaS5ULEEm/Isg9LdxaL5UuJ0CUioh5JYBI/IB61L0w2x6oQCRnlywZ0vuXe202kPO+\nz4tPHYhkqO8hm1jCbEmOTxAQSS552iLKWA+FggTZIHopCHW5Cm2ZeK90zPAL1d9080qiR961c2fg\nPbnysXqffWPafOaGnmM46PnLlqctzT1SETkUkC1ZblBMW7ZAJF/NEmHVj7JVtMwTSudseymBhOQ6\nKTRfnDxtl51UbWQuE14NFi6wLB6aMCGr57KZhNlSujxtVxSIJMdydPRIlRobG7lb0VAECm3K3891\nOImGD4o4N3Bg3LNBlIPk2JSGQh4NS0UoxKi8PHeD0fNOSQqqRd00bqmsTPndRY8UbdGFNtuEJ18L\nC/8wCNMVjJ092eeiuTLUCHgtbVcSiER1u15snqPqliT61szCQsZEo66lze+dD9dAaLIBIulftozX\n+LwzSREf4StorqokD4MgpEnP/qNckyWPz8vjQF+fLxBJqYJy6okpUChFaAt4We1LlvCIiJvLlVwm\nM5OlbUil+1M2gePZJEDWfUX0nDtj8/OH1D6dlor3c6lC274FC3jrsGE5Qf4H1RgotPmMrRHwdzpy\nUcsMIyX/XrYkn3h0+vScnwV/hUKhaTJB87AAAteQpzytXbkiGKpn8JUAIhmqYsQPbCIdXQHsqaxI\nfUc5W9oUfilXXuhy8U6ZKN07kEAk6Sjb2VhgmozJy8vqPfrNjaD9R8/TdtnQI3XhUOWbxOelAJHk\nuo5VulRlZFWOYITZzvpbKyv593HjXB5T9fQKopeF0BZk5s30GiztM+v6ZPk+Lzpbs2dKWT6/Xckt\nJmdLm2GkXRRfGT+ebwmhN8hMndH1Kst2pLu37ZprPPndsn23fpa2JwSQg6eNyqIJGwZxUg+ev74a\n6p8ZIH90R/Li7uIrgtA4VDK4spa2XbuSfy++eJHKm5PC1F9mzmTHggVEhNYxm7mou/15hDZNUx1E\nej6kT4wa5aZ0SEdB7pGS1P1HPaDk9ZHRKBdiMc/zrtCmuT/4UYp7ZMB95eHwkBG0snXnulyuhpCd\nO0tYYSzSWdpUkvtUrntxJkrnAZELTSwo8Lr1X4KlbXQ0yluHDUu57qeMGIp75KW6Rl0O8hunPMti\nuwDayJVUq/2OhgYackjurFM44P1k624cNowUa91QR1qHq3+hhJRLoaFa2oJ2uXSlvVDMbLp3HjFN\n+jP0Odu3dnTxYv4+a1bKeRBkadP7n63H2KXuAapSM4hcoe0SLG3ZpO8JoktJo3N3TQ0PZJnuQlK2\ntZWHw3xqzBgaiotpmT/f4T8zPPPyENrkp/bSsp2MuTIil7q5+pWVbRsu1zaca59rIhFPjJFK0kdd\nMkvZWNqG0iaD7DeOTBDmelvkXTMyxNSFlEUTFla3QU1zdr4Czi2Kct3ePih0cofREWHfoSuRFjkz\nOftRs/I9dcu4Upa24fRSOhijuCHJGOVZFoWWlYxpy2I9ZeseCcHMiq7RzsbKBkmLUGAqC/mpaH9V\nAS7q87z8u1RJ3h4Uj5OtpU1tS2WOmr9s3bkuJ/OejYAp37NhpHGPVFwhb62sTAptl6GNKq0WMW2X\nawwuR0xbWTjM58aOTbnuN7eHYmlzLce5WjWGUFcQpfM80SmrmDblc1ph4SUJN1IRo492ti5lqqVN\n0lDnbVU4fEnph14oUt9RJquBTkOdjwCjotFLgoXPltK986hhMJDB0pYtl1AZDlMcCmWlnAoZwcm1\n9bFMydN2mRQ3ej2qEtN1jxxKueLzUmKN/z/27jxMjvuu9/27qrfZZ6QZ7bJWW/Lu8W7F2yQxIYEk\nEMIW7gEUEiBw4BA44bLecIB72TmX5d7LEhKWkwCHhy0kucQBorHj2JYXeZw4iaXIkixZq7XMolm7\nu+r8UV091T29d3XPr2Y+r+fRM1013VWl+XZ117e+v6Xemwel9l+PepNEy7K4radn5VXa6j3YRt+M\nle721Bv6Snc7ar2obES9W/6t3bv5/twQ/OX4F0vlPhjDGOTAP/Gr3W0o1aet1HZ89/b1sSWZZFtH\nR35i2XLb9ZO0fNJW4iS6+O5e3vx5YM9Uft2TzyxP0hbk/7cty2pJKfd3Tp7kXy9dyidt93GJg8Mx\nLHvpzvJ92mrYbrk5ZuqRqJJ8VXtdOQX92HLrrMD6UknbkuaRge0VN7Uofq9X+tD2/y4f3buXY/fe\nW/G4S72unc0ja/l8CybnZQciYfFz95O33NLUHddK/KMNo09bcHsVK201PKeUUq0iwqyStlMtd+rr\nYdJAJJ22veT7stHLx+9cv57/fu21NT9/ud8NcctiuImBbT68fTsfzw2zXosDw8OcCHTHaJW+CnNk\nxmv4zKs3kS1+ds192mosPtTbp21TMln1OZfuv7/g75QfiKSB5Ml/Rbnvrlq2WO/fPKiR86jRvcWo\nfqyRSNqCd1/q+QM22sGy0YFPSin3hbTw0EMFfbCKn9+sRi56y12s+G3U/aaLZZO2Mtt9IteGup44\nVB1Bp84v5lt6engtN09OpTtXMRYnIPdHCCzVRn16pJtdx2DTtsVBMQ7WPC5quLzDHVlcpnVf2D99\n7Bi/ffQ0x497y/dxiaffWDrFTlpW2T5txfz3xvdu2MA7Bwfz8f2VHTtq7sdVXGmr929Q7m5csLl0\n/nwONEfxk4iSzSOL+rSd3reP9+fmnyu330qpv/9+X5NIsLOOvly1XmSGWWmrJbkK7q/UX/9/XH89\nP75lS8E5m2xRpc3/nAtj9Eio7WZjozckw6q0hVGZaLrSlvtZy3uvlj5t9YywWq2Kka+0FV8QF+2r\nnF/duZP/rah5a1jv22r/v+Xu0zb/0EP8Qp3NyoJ2dnbW9bdbk0iwvoaEohnphx6quo9qzfibSSDK\nKZW0lSsYxIv6tNXbPPLIPffw7qHFPuyl/jfFFWH/PGvkf54NXI81qqlKWwP7bThpWzGVtqKftarW\nhK6cSnf+6q60lUkAax1CtFGN3GWsdoe5Wp+Pcie936G82odC8G9U7SSrNkJYpb/u/f39rC1ztyxu\nWQWVtWBzyYLnddg88QC8ae5Sft0Lzy33vc3yQ/6H6fyRBI4DCRxutiZ4/t7SsfIHcqmn0vZd69fz\nyVtuyb/H3jgwwOaiQUvKKe7TVo9f3L6dXWWSoFIjRtZcaSvq07Y5N2FwUCPNI+v9H9ZazQgzaasl\nDsH9ffu6dfxo0eiy/2njRjamUgWfu+9Zv563rFkT+kVpWH3afLVU0ayin7UqWWkLPq7x/7AumeTK\n/ffXufdCzd7cDHPgr+B2Gq20BV+VKHNstR7z2kQi32cW4F9vuYUbu7oaOq5i1f53rUgO6tHIYCLV\njni5u43XUkkrNbJrULVWRMWWVNpKxDVh2zUP+V+s3hZpPfF43a3Emqm0NZNw+er9mwc18inSaB+6\nldOnrcybr+qb0f9Zb/PIBu/Ul9xW0c9qwrpkaiSw5S5W/Dbqi0PJl35e2f5lDTRTbbbSVmlPP751\nK5ceeKDsdhdqmAMqbln8x5th5Mh0ft1LYzZVmrO3RHGfNij9/w/rO/zyYS+JuoFJTvYkmS7TAqZ4\n+oZKMSmee6iRztFLKm11vPZXd+4sOxBPsLpWstJWqk9bbp1fTbetOvq0VTjOZpt+lfubTObOh1CT\ntsC2fqfMyL3BC43rurr4f/fsqbrd39y9m0dvuy30gUieyMUnrKStlvm0Go1nySH/A+vq2drAMveT\nqqfSVkuftjCH/E+W+SxpNG5vHRwMpQXPb+/axTUVbmalLItLmUzT+2lELTFayaqNclhvElJLAlCy\nT1vu55I+bYcOFSw3O3pkLZoZPbKZhCu/jag0j1xxlbY631SNfniXe7NDE5W2Ol/XrGYqbff1lZ4o\nupm7B1A9DsEjrvbGrbbNWxpsS188+lO5C8O4ZfHibbBm0uWaXm8UyelJiyNHXP7q3LmG9h0Gy2r9\n3cjJI17l9A6u8MKO8k1FahnOvVjxsNh1vbbBPm3VlOrHFnzsX9glSjSP7K1hBMV6Km35qS6qH3aB\nau+J/N+9zu1W4v8Nvnv9ev5rmTkya41vO+6w+/EcqNBnpRG1jHgXdvPIVg/IEPxubPZsCw7zHoZm\nK21B+ZEfS/zuUoPz2oXhQ9u2Vaz6NNOXzGRh36hphWpJW7v6tNV67VnvSNzgfaa/PTf9zrpEgh/b\nsqXi8/24VfpuK3czo1qSW+tALY1qZ6XNruG1kUjagncs6/kDNnpHK9R52oq2WU1o87Q18Br/jf23\nuVndfX4b9Wpvw5Rtlxyeut47Of2xGHurNCGpVmn7gY0bcR5+uKb9BXXaNjPZxXs75f7PccvCicHj\nI/DGvtP59Y8fdPj+l1+uOldL+EYKlizLWjopZ0jfd3Nf92JzB1c4dGf5jZZrWlRO9uGH88PEV6q0\nlXsX+fuL1/hlVauyA5HkHpeqtPnv+fWJBD+3bRtQvj9O8Z3EVlTaqn2xhTWCWFAtX5S17q/UF1nY\nl29vfOMbAW9Qpq/efXfIWy8t/91W59/91hIX5f574sg993B9lVFymxV8PzX7jslX2mp4bk3ztLWi\n0lbidyaP5PhPN9/MU0V9l9qllhitZNX68jabtJVScXLtoucW92lr5LP/7UNDfCo3ZVLctvnDKv3O\nnaKfpZT7jmq2eWRPLMa7161r+PXt7NNmW+VHUfaFe0uxRZq9c1bvnfdKIz7WPU9bHReQH9u7Nz+j\nerMa+VuVGm49qJY05M/27uXj588XrKv3Q2H8wQerPqdaItho8ttp2yz4HV8rPC9uWezs6GDqm+Lc\nf2Ccv8qtf+5ZYDucnZ8PbdLfaorfksGBSCxr8fdhJG1W1sI53EsHGXYzzUtvLH+pVa4TfznB5zVy\n9y9hWcQtq6ZmafUIfv4UNI/M7SdV4rzxjyFu2/zarl0Vt79kIJIW9GmrppEmzNXU8rlb6x3QUn+R\nVt1z77Ztdrfp3G3EzIMPVpxc2+RjLyXM0R6hvoFIqik3T5vpNqVSbKqxL3CUmF9nC795ZM1JW9G6\nVvVpa4RTQ6WtnGaTtuHcUPqNaqQPaqNHbFH9OjsSlbZyd85quTB3R0boqKGJUsn9hfAmDl7kVfPe\nTZtK3kFtRDPNnIr/zn4b9XKDdwSlbHvJm7zWD4V6/trVhvxvVPGEwJUqbcfuu4/dDw+xfi7NBuYA\nOJQbjOTMwgIAE23rVzAKFA1EElgOg+u6uF/vgdkYtzLB0WQ389sWyj7fv+PYyHsx2cAXScJaOidS\nGEo1iSxVaSsYCbHEF00YfdoaHVypmlYkg2FW2kqNyBb2BVxx311TdcZiJeNvFf1spXv6+rgrd4Mx\nrEpbLe+9uuZpa/AcCb7Kbx4ZrZRtealPm/ee+YMy0zPUXWkrbjFT4jn19GnLFM3T1uzk2rWopU9b\no80jW2n+oYf4UJmm/ZU0XGmjemEoGklb7me9zSPD2F+xeis4UerT5is3MtDbBwc5lxs2v5LiC6xW\nXhCGffFa3Bek3J2h/Add3OKp++B+LgLw0osWZCxOz8/zqYsXGXjiCd738stkWthcstw5vnTUqeb2\nk3VdrC/1A17TyOM7KzfBqrfSFuRPHl1vn7Zg0hbWOyN44yX/mMX/l/8lHUxO6/lT11Vpa/BmRbXj\nabSZXiW1NFOtNaH/5R07OHjHHQXrGu03sFIt3qhp/bfNto4Onr3zzlD2F3aftjAHImlkUCNZ3ZKW\nxW3d3fz41q0lf9/s6JGlJGy75j5txdsLe/TWUvyrn0r/l3LJSrUkt5XfAknbbujcb/S7ybKslVFp\nK1etatXHaKU7lnU3jyz62S75KkCdb7ipBx5gTVFbfb+NumVZbKhhHpTiakcryu9hfjEH1dqBP5g0\nPvEmlweTFwCYn7PgRBeT2SxfmPAGKPnYuXNcaXnFbQTwm0O6Lam0pV0XHvMmJr+dcc7eX7nyWtyn\nrZ5DqZS0ldtOqyttBUP+W0vnaQtWljYlk+zITXXhK9fX47aenvxIcE/fcQf/fPPN5Y+l6JjCFuZW\na4lFrZ+mffE495QZICksIyMj9MRibR2IJIr7aZVa3ns19Wnzf4bw/ovEBZJhWtmnLQrv8ZRtL2mx\nA/CmgQGg+eaRtQ5EUq6ZcHGfNoDn7ryzpdNQ1TIQSTnNVtqW43ZLU5W2Ks+JRp+2NlerwmweGeZE\n3Q3tt87X9YRwwXJtZyfPTk3ll1s5yEGrK22VmkeC93967i74hexVekkzRQK+1sfC2xyOzs7mnz+d\nzdJ4V9j6WdbSDq3NFiaeec7F/WofnWS4hhkWvqeb79+wgY1lEvniIf/rMeQnbXW8JmlZBV88YQ/q\nE6z0B5tKlmoe2ROPc/y++2ra/j/cdFP+y+zeKolJozcrluNip5bmkV+anq76nHL+xw03cGp+vuHX\nlzJVQ3/aVlAdpzUDB1XzDWvW8Nj4ePljUoVN6pSybeIlvmz/Y3gYa3S0ZQORLJlL0P9Z9B4utb2w\nxlIo5duGhviu9d7N3lY0j7y5xYMuNaKpPm0rqXlkuzoDVxyIpMFtLVelLYy/Wb1t1D+6dy8XAxO2\ntqL83rJKWx192vz9L6Tg6M5u9pGbaPurfSy4LrOBJpHTLW8eOVqwrhWVtj/5I29jNzDJ2cEususz\nfOvQEL9RZg6uRob89/Xl4lBPU5JWNY8M3sQJns+VKm2llDuPkrZdc7/bRs/rWj+3wvyEraV55P6N\nG/mF3Oia9drV2cnDubvXYYh6X5zlqkK0M62pZ562WhKub1+/npfvvbfZw5KAVp5HUam0dVX4PK83\naSu+iC/V2qtkn7Yyn7/Ffdpa7R9uvplvWLsWqJyQNDp65C09PbiGjVja6NQUK2f0yMAFcpjzw1Td\nX9FJ8Na1a3lb7s1X77aWq0/bcswj0xmLlWweEKZ2VNoqbbm48+6ZN3Zw39FLfI6N8LU+5p1LBR/O\nwWkEWsmyyn+xNVNpcxz413/x/jY3M8nsQ0nmHKdinJNNJNaN3OEubh4Z1jsjWF0L9v1a0qetDeda\nozdA+mo8H8P8H5TrGxv0Mw0mbFGyroah4cOa0Hs5bKqhyXwtWlEZb+g4yjwWqUXSsiqezy0bPbI4\nacv9LD6S5XxPNzS5dgT7Lq/6SlulPmatUO7N/q+33spwnWXkdlcJfWEOe9yueVfqOdZGhoSvRb3N\nI/1nz357jDu4go0Lr3YzcaXww2a6hUmbt5uRgnUWuaH/Q3rbffWrMH7F29htiXEW3moz5zgVL8yb\nGYgE4MIb3lByvr5a+7SFnrQ1WWkL4zxqdPTIG7q7C6rfrfbU7bfz4R072ra/MLTic84dGalpPq/r\nGxhW2hS/uH07Z/fta3o7YfVpa3bKDzWJbM5qn6ctZdsV+8a3ZHJt215yLVTuujm2TPP3QWsm1zZR\no+2qaqm0RSJpK1f5anWlLYzthz1nVK2Wq1lmu7Rq6PNyH7YH77iDrYF5b4orbfauOBeTCfYyCcCJ\nsSTjL3XBv26EC6mWNo8M8ittJZv2NvHZ99JL3k8blxucKS7ekWS2StKWKEqsh+qcjHZdnXfwE0V9\n2lqh1PD/zTQDrXv/RT/rMVjD3z+sC9b7+vvpC3lAj5WslX1KWi1h22wMYU4wE1MlE49pJav2FdVo\ns7N2qto8shX7LPHdt1zjKVTSyFVQFJO2Rt+nFitlnrbcz3ZX2qI2oWZQmIOpmNjXw/9IDDtC5Zr7\n3dPXxwt33smf7tkDLG2embQsnt2W4h4uA/DX+zdy6Hv3wG9dD++9m5e/HPKBBpTs05b/wA5nH0eP\nej93cpWrvXGm+y2veWQNSZttWZy67z7+/bbbwjmYcvsr6tO2pwXVi1JVt1rnowvjPAp7IuKgv7nh\nBnYWjXgZhqh8ii7X59zZfftKVpRXk/esX1/TTZ16YtTopd4bWjxK6Upn4vVCOyUti64K34t1N4+s\nYZ62H9+6lR/atKlgXblKW7rNfdqC1td54xYimrQ1+LoVM09bsFrVjguAVlTH2v22i2KlrZZKgK9V\nd5EqXXgPJZP5i9riKlLStnn2IYe7ubL0hTNx/vo32zPCUfDPseTDvok3oZ+03cIkF6/tZt51qzaP\n9O/82cDWjg6GQur7Uk5PLEZ3LunOPPww37YunPE6g++wguaRRX3a2tEvyX+/teK8/u4NGyJ9oyqq\nwqhSQTQGaSjnr2+8MfQqeaN/j9+/7jr+4aabQj0WWT1CH4ikhudsSCaXtExZrvEUKvnkzTdzukxT\n6tu6u7mus3PJ+mb7zC7H/7/hPm0rZSASX7u+lNpd2WuFMO/It6ON+on77qvr5GxVMlrt7+X/vrjS\nlrIsvvwdk+z4C5s+J80khQnoi/+RYnoaWjc67Uj+UbB5ZGES1/jW/aTtZiaYu7OTBSfLbI2VtrCb\nDZZL1O/o6eGTuTnOWtVUMXhDJ19pq7F5ZBjnUSsrbavdau+LEwX1xKiZpnT+K3WW1W+1z9PWG4vR\nX6FpeCvmaSul3HVsbHjYG1lsGQwkEpQb7/ffb7ut5P/td6+9ll+KWP/oZipt1SITqaQt6HvWr+eb\nBwdbsu1WXBip0lbZ9jqbZbXqojV44V2qeUHxnHP+z6Rtk+6AL93tsG/3l5gf3syx3ec4+VN74NVu\nsmmL55+Hhx4K/5hLfQf4A5GExU/abmSSy49sZd6ZrFppa9UIn3+6Zw/H5uaWrLcsq6ZBH5pRqul0\noiiRb8v+W76n8JjUp0KkFlHoO7UaRSEqP799e8XP53aNhhhsyh8F5aa9Sdl23f3bl1ul5rGV1BKr\nKH33F1w8f+LGG7muRf0AVkKlLcyBOkxso96q2JT62OgJfJj47421uTtpxf2anr0H7pucZtvbx8lu\nnIUbJ/Ovfe65Fhxw3iiwWFkLs9J29SqcPw/9LNBLmrX7EizU0jyyiSH/K9mUSnF/f3/IWy2v1DQj\nFksHo6lWaQvjPGrVADyt8hu7dvFTW7cu92HUxMTPOSnUrhhFITkwVTMxqjoQScNbbp/uKlMetStp\nK9c8Mjs21pb9r1aH77mHv77xxoZfX+2bPVJJW7lR8cLWismg2y2Kd+Tr0aqL1uLt/tetW/m7Eieg\nP5KkfxHt92t64Xa4acxdnFx713T+NS+/3JJDXpKMBe8Sh/FnOnPG+7mXKY4mu+lM2sw7DrPZbM0D\nkURZ8O8Z/CKM2zbuyEg+0W9LpS1in00/s20bt0d4ZESJrjVNVN3zzSMj/tkl5ml29Mhaq8DlBiJp\nqp9EBLX7DN7T1VXX+AzFqh1vmM0jLeA14Ehu+UngF4D7gN8DMsDngF8JcZ8tka+0RfgD27+4+7ub\nbmr6zk4YbdTXJxLsKtHJtJnttWI0wuJqye9ce23B8uvpNLBYyi/u1/Tqdui8CskzaWaTDlwzk3/t\nkSO00AgQqLSV6NDa6Nvg1BkHsNnLFK/0d7HHtnl+aor+eJx4DQORtHaa9fYq1Tyy1onsQ+nTVmL/\nEo6o92lbDU36ao2R22Qse2qcjF6WauV5dFt3N8dmZ1u2/Vbrtu2G5mRs5CZduUpb7Pbbl61Pm1Rn\nW1bFfm1hJm27geeBdxat/yPg24DjwGeAYcDo+mwrRt1p9xeqf5Lv6exs+ah9tTgf8sS+lmXx5jVr\nQt0mVP9w3FI00ltwIBIA14bX7oqz4Zk0c29wYOti0ub3CwvbkkobpZtHNuoPv3wB2MhepnhmfS9J\ny+L0wkLV162USltB88gSnw355pFtOJZYxCptIlH0trVrOXrvvZwo0XdWls+f7d3Ln+zdu9yH0bAL\n99/fUIuM4Cv29fezUMP1ZLk+bSv/1k60tbN55J3AFuDzeMnZHqAPSOElbACPAo+EuM+W8P9oUb4w\nWunztLVKrMQFetC9fX0Fd3GDA5H4zt+dZPOzuaRm3Xx+/blzkG3FzJpAuT5tQQ1X2s55L9zLFK9t\nSzGR+098Z5Uh9eMrMMEoVemqtXlkGOeRBdzV2xvpVgCmivrn3Gq4GGtXjCzLYndnZ6T7tS+XVsYo\nbtv5rghR1BWLFVwr1OIHNm7kfYE52D62dy9H77236uvKdRJCqHkAACAASURBVJHJLuM8bVJdtXdH\no5W29wEfLFr3o8CvAf8A3A98HHgXMBl4zhSwq8F9Am3q0+bvawWMHqkvnfoET5haqqPFA5EAjO/r\n4Oa/miFuWaSTLlZ/GnciQTbrDeixeXO4x1yOSziVtpmLMQaZJ47L3DabdwwO8qW77uKWnp6Kr2vV\nkP/LqWKlrQ3/T8uyePbOO1u+HxERWX4fvf76gmXLsmq6rmvFfMPSetXyjkaTto/m/gV14vVbA/gi\nsBkvSQv2Qu8DxkttcP/+/ezIzcUwMDDA8PBwvm306OgojI3h+n2YxsYYhcLfh7g89sQTcPQo9oMP\nhrI9xsYYm5rije94R0uOt9Tyqbk56OjAtqzmjz+3rpXHa8pyzLLAH11p27aan//yxATkRjQ8NfEi\nhycusunC7Vy/Zw1P9h3g6kQSGOH0aThyJNzjv3jRW/alX3iBq6kU7N6dW+P93nUb2/6Vl59mEy6H\n2UnXOocnH3+c3BMqvr7j9tsBeOrxx1mbSBgR30aWv/zFL8Lx4/n/L2NjPH/1Km94+9sBePrxx+Er\nXyF+991GHK+WV+cyt95q1PG0YnlkZKTt+2/19cZKW/bX6e+9vMv2NdcA8Phjj5G07YL4MDZW9ft7\npSyPP/ccoxMTxhxPqeWxsTHGx73UKP3007TLrwM/nXt8G95AJAAv4FXXLLxmk3eXeK1bDQcOuP9x\n+bK79+mnXQ4cqPr8Zjw1Pu5y4IA7m8mEsj0OHHA/f/lyKNuq1dGZGZcDB9zJdLqt+426z1665HLg\ngMuBA+4vHjtW9fmfev11lwMH3H8LvO4vz551f+nhA+43/NwB13Vd94Y3zbhe40TX/ad/Cv+Yv+mb\n3Pz2P/1p1+19/HH3rueec//t0iW3p2fxd5OTjW1//ci4+16Oue/lmDvye6dqft1zk5MuBw64F+bn\nG9uxIf45F2MfBw64T4yP55dfn593OXDAPTw9vQxHJ+KZz2bdvzl3brkPY0X5j8uXW369IYv+9vx5\n/b1D8jNHj7ocOODOZ7MF67see2zV/I05cMB9+NCh5T6MunQ/9phLhcZ5dng5G78BPAQcAH4H2J9b\n/wHgE8BB4BDwbDM7aUdfjvxAJBFu1uUHVn3a6lPvYBLFQ/4DbEomOXVXnOFcwW7NxsWObKdPN3uE\nS3mtOEcXlwm3T9vcpTjXM8lheulZV/uoUytlIJJq/PdAO/q0SetEPT5J2+a7N2xY7sNoqXbHqHjg\nKamumRhp1M7wlBtQL7PK+rRF7Tq+2vVSmKNHTgDvKLH+ILAvxP20nF30Mwxt79Om9swNqbdfkv93\nDnYuTtk2X7/V5sG/95bXbFxMdFqRtAVVmly7UfOvx9nDVQ7Ty1uGpmp+XX7y6eYPYVlV+xO2s0+b\niLTP3q6upqcPkNp909q1HL7nnuU+jBWh7DxtYrQVN7l2O6yEhCfMxHNkFX1p1VsV8hOSVOB1juty\nZpfFutchfTnN2s3tSNpGlqwJY54214W+yw4ucIkk/etqH/5ytVXaqiWnq+k8iiLFx3yKkfmaiZFl\nWexpYB4zWapcizE719dczFTteilSSVu75If8j/Lokavkgjls9VaF/A/ERKDStuC6uHGLw3th8uAk\ng4FK27lzYRxloSXztLluyUpbI0nb5KTLzoUZjtFNosOlu7f291M+aat/t5FS65D/IiIi7aBKWzSt\nqEqbRZuG/FelrUDU+3rUo9EkN5jsbU2lsICv3ASTT04yMLSYtF240NzxlTcKBJpH5u+yNbfVzx2b\nZhfTvEIP3UMOSbuOpC2XyK70ZoO1No9cTedRFCk+5lOMzKcYmcG/9iv+Vlpt87RF7eqj2jV7pJK2\ndlWrys0k34wdHR2hbasWsTKlcamsYHLtBl7vjoxwY3c3lmXxlZtg4smJlidt5SpoYTSPnHzd5lqu\ncoweuocy+epZLVZy80g38Mf0/3+qtImIiAksXQNGUrV4RSppa5ew3+LuyAi7OztD3mpl6tPWmHr/\nXv57pVQ+9NUbYerZKdYMFCZtjY7iWNmIdzxW4eiRzX5eXzwHu7jKUbrpHsrWlbTFV0nzyFpHal1N\n51EUKT7mU4zMpxiZody3UUx92oy2oiptUjvdZWlMWE35bGCqD1JbUvS8ugDd3rzzmQyMl5xevnGl\nkkCLcCptZ467bGaOk3TTvTFT0HevmkSNzQZNV+3orRXQnFpERFY+tzV3jSUkK6ZP20f27OH+vj7e\nOTjIvr6+lu5LF1+FVlMb9UYrbeXW972hj9RzszCwkP9da/q1jXr7DbnSNv/SHKfpJI1N18Z0Q80j\no34+1drssdrfZjWdR1Gk+JhPMTKfYmSGct9Gzirr0xY11QotYc7T1lLv37wZgN/Yvbvl+1J1avVq\ntCq0p6uLP9u7N7/sv4f69vWR+Nx5GEhDbrj/Cxcg8NSWKPUebuQGW+KoN3IkQOeGNMl6krZcVS7q\n59Nb1q7liSpNSjIPPxz5iqKIiKxsqrOZTc0jV6kwLx9XUxv1RgciiVkW79u0aclr++7uI/7iHKxp\nXaXNS8ZGSqx3m660dR6b5RV6AOjaulBX88iYZeE8/HBzB2CAmGVxf39/1edUs5rOoyhSfMynGJlP\nMTKb5mkz24ppHin10V3/xgRPiO5YvbO2LdV1YxfWawt09Mzn171yJtP0dsspbh4ZVG+l7cwZ2Dg5\nwyt0Q9Kh/8a5uppHesej96GIiIgJVts3ctT+v5pce5Xqj8d57s47Q9nWamqj7ie7n731Vj64dWvV\n51fr02YnbLi+g+ucq/nf/cyhU00eZSEvGRtdsn+Xxvu0ffTsWf7ss94cbcfoIXXTFE68vtEjV7JG\nmpispvMoihQf8ylG5lOMzFDum3rr177GzjZPQSW1U6WtASvlsvTO3t7lPoTI8e9y3NTVRbKOpoDl\ntgNgDXexZ3Z28ZdXkg1vtxrLyjWLLPG7eipt7z98mH/81FViuFwiSeLWSdKuq6RNREQkov7wuut4\n8a67lvswpAxV2hqgy9JCq6mNut8gstlmfcFXW8Nd7BmfW1wxnmhq28VK9WlbnPKh+Hm1bM974sDz\nNq/SBVjEhydYcN2mEtnVbjWdR1Gk+JhPMTKfYmSGctcwb3vzm+mNR2YMwlVHlTaROvh3OcJM3GPD\nXey5kF5c0eJKm6/RUaLSrgvzNn2vLXCSLrBc7JuuMpvN0qWkTURERCIgakUYjR7ZgKgFudVWUxt1\nv09bsydG8D0Uv7GLDVccOskNQBJypc0zmn9Ubp62Witt844Dr3axzZ3hVboY2JbG7cww4zh0hTA4\ny0rQ0UDyuprOoyhSfMynGJlPMTJDuetYxcds1Vp5KWkTCfBPiFqbR97a08M3rlmzZH3Bq+NwYrvF\nteQGIxkPt9JWKhlrZnLtBdeF491sZ4aTdLNhbxrHdZlRpQ2AI/fcw919fct9GCIiIrKCqNImTVtN\nbdRjdTaPXJtI8NnbbluyPpj0OcCR6132WFPeiskE6fSSlzRpJLffxTXFuVytlbYFx4Hj3WzDq7Rt\nvj5NFphxHDpVaeO6rq6GXreazqMoUnzMpxiZTzEyQ7lrGMXHbOrT1oBdnZ38H9u3L/dhyDJoRfNI\nx3U5shf2JCbz6y5ebHIHAcXJWLnmkbVacF06jnbQT5rzdLD9hixZVdpEREREWkajRzYgadv8ys6d\ny30YxlhNbaDrbR5Zzv997bX86Z49AGSBo9fCdSzO1Xb6rNPU9pcaBRaTNMuy8qNA+uqptG07GuM0\nnThY7PKTNvVpa8pqOo+iSPExn2JkPsXIDOrTFk2qtInUod7mkeU8PDDAD27eDHiVthM7YHN6jjhe\nsnbqXKNjO1bXbKXtwiWH7RNpXqULO+Gw81pXlTYRERGRFlKlTZq2mtpA20U/w7A1lWIhBZe6klzD\nDAAnToWXtJWcp63s86p78ZCd68/WTc/uefpSMbLAtOPQqaStYavpPIoixcd8ipH5FCMzlGsttNri\nE7U56VRpE6lDvtLWZPPIoOu6unBHRji3IcVupgE4+kpomy9QPBBJI/+N577oJW0n6aLv1umC6lpc\nSZuIiIgY7vA99/CxvXuX+zDqotEjpWmrqQ10KybX9l3aFWdnrl/b8RCTNq+CNhpYdpuqtI09HWN7\nbuTI7tunSClRC8VqOo+iSPExn2JkPsXIbKspPnu6uliTaMW8uK2jedpE6uAPs9GKE+PqLXF25Spt\nrx5rzRTuwYFIgstQW9K2sAAvPxtjE7O8Riep26byE0kP9/SEfbgiIiISstZcYUirtbPSFgN+H3gC\neAZ4a279fcDTufUfDnF/0iarqQ10K5pH+rL7Yvmk7dRxu+bKVzWl+rTB0nnaanHoEKyZm+cSKdic\nxhmazydtP7ZlSzOHueqtpvMoihQf8ylG5lOMzKb4mK2dfdq+F4gDDwDfCtyQW//HwHty6+8FhkPc\np0ioWpGs+eK32nSToZc0UxMWly6Fvw/LKj96ZC1J4hNPwBZmOU0nnbdNMec4+aRNI0eKiIiYT5W2\naGrn6JFvAU4DnwY+AnwS6AOSwPHccx4FHglxn9IGq6kNtK94jrMwdMRtjqc68tW2V0IdjGS0YMmi\nsYFIvvAFL2k7Qwep4qRNc7Q1ZTWeR1Gi+JhPMTKfYmQ2xcdsraq0vQ/4ctG/jcBu4O3AbwJ/DvQC\nk4HXTQH9De5TpG0SLagqpWybE2sSbA85aSvOL4OVtkrPK2VsDDbnKm2JW1RpExERiRpV2qKpWqWt\n0QkMPpr7F/Q3wGdyjx8H9uAlbL2B5/QB46U2uH//fnbs2AHAwMAAw8PD+ba3/p0BLS/Psr/OlONp\n9fIB4KnHHw99+7uuv57PbJwidu4AsJWjR8PZ/vi4twy55pEvjHGprw/e+c5cpc3/feXt3XXXCCdP\nwjyP81VrLfY1G5nJZnnuC1+AL3+ZrttvD/XvoWUta1nL9SyPjIwYdTxa1vWCqcvs2lXy9/665T4+\nLS8uj42NMT7upUZHn3+eSsJMxv8zcDvwfuA24E/wBiF5AXg3XhPJTwP/DXi26LVuK5qjiZjkifFx\nPvTeV/n2f4af5ja+7/vgL/+y+e0++KDXFw3gscdgxBnlmwcHed/GjfyXO9dx6pT3uxMnYPv28tv5\njn98lb9/93b+gmf4rc3X8trffoWM63L1wQexH3uM0/v2sTmVav6ARUREpGV+99QpPvTKK7iBZE3M\n98ChQ3zxzjuhTH5mh7ivj+R28hTe4CMfyK3/APAJ4CBwiKUJmxguf+dGmnJfXx9vffMGtjEDtKZP\nW6WBSKr57Ivz2LhsZI6Z62wms1k2JJNYloU7MqKErUk6j8ym+JhPMTKfYmQ2xcds1QbDa7R5ZCkL\neH3dih0E9oW4H5FIits23/e2DRzhCJ1keOWVcE6/UkXqRvq0LRzvYIh5JonTdV0GgI3JZPMHKCIi\nIm2jPm3RVK2SFmalTVaoEZXXQ7Ntu8VrdHINM5w7B1evhrXlkYKlekaPdF2XJycmSL/amRs5spPB\n3QsAbFDSFhqdR2ZTfMynGJlPMTKb4mO2ds7TJiJVxOPwWlcH2/NNJF3OzM+Htn0/SStVYi9XaXtl\ndpb7X3gB99Wu/Bxt6671Km29GuZfREQkUlRpi6Z2ztMmK5TaQIfr/GAy36/t44cm2fLUU01tz0vG\nRpeup7ZK25zjQNaC0535pG3j7jQAiRZONr7a6Dwym+JjPsXIfIqR2RQfs6nSJmKYi1vj+aTtS0cz\nIW/dK6fV06dtIpuFMx2QsdnELOd7E/T1e1tQ0iYiIiLSeqq0SdPUBjpcE9fG8s0jT59s/hT0krGR\nkr8Lnv9lk7ZMBk52AbCBec5sXpxQuxWTjK9WOo/MpviYTzEyn2JkhnKX/oqP2VRpEzHMzE2wiVls\nHC6eDLfPWEGSRm3NI8czGTjeDcAG5ji/M5uvsMVVaRMRERFpOY0eKU1TG+hwdezIcoUk65nn6plE\nSFsdBfzGkfU1jxzPZOBwLx1k6SbDlZtn8smaUrbw6Dwym+JjPsXIfIqRGcrN96X4mK3aPG1K2kTa\nrG9rhtN4g37MnkkuZloNKk7Ggqd8LYWySzMZeHGA9cxxgQ7cG67mkzZ9QIiIiIi0nipt0jS1gQ5X\n50CWM7EUm5nFmYnBZBjVthHvR0EftsJsrlyl7eUvpGAqwQbmOJdMws7pxUqbmkeGRueR2RQf8ylG\n5lOMzKA+bdGkPm0ihonbFmf64mxmzltxrmNJglWPUpU2/8SvJef6yme9QUg2Ms/5LQ5YEFOlTURE\nRKRtNHqkNE1toMMVsyxOr7PZwqy34lwHmSaSNs8osHQgkqByuzjxdCeQG4TkhgUA9WlrAZ1HZlN8\nzKcYmU8xMkO5727Fx2yqtIkYJmZZnNkCm3NJW+xcB/OO0/D2gsmYX7Gz8s0bK7/2wgWYOOU1z9xg\nz3L+pnlgMWmrdtdHRERERJqnSps0TW2gwxUDzuzK5pI2l9hr3Sw0XWkbAbwkrdwpX2oXL7+8+HhD\naobzm73HqrSFT+eR2RQf8ylG5lOMzKA+bdGkSpuIYWKWxczNM8wRYy0LZJ8fYDbdeKWtnFrmafva\n1xYfb3DmObfRe6xKm4iIiEj7/Ny2bRV/r6RNqlIb6HDFLAtunOCs3cFmZsme7eDv/2fjyZFXQRst\nWFfrPG1+pS2Ow5p0hotDuWOssB1pjM4jsyk+5lOMzKcYmUHztEXT3X19FX+vpE1kOSRdpnYvDkby\nVx+JVXlBbSyr8MO6YGCSCknbOua53GOTjXvLmqdNRERExBy6JpOq1AY6XAu5QUfm9qXzg5G8+IzN\n5GRj2/OSsRHvcXB9Da89fNj7uZ45zm9YXK952sKn88hsio/5FCPzKUZmU3yiTUmbSJvN5pK2C7sd\ntvVNA5DNWhw82Py2/YFISs3TVlxpcxx47TXv8TrmeX3zYr86WwORiIiIiBhDSZtUpTbQ4ZrOZgE4\nswE2JWbz6198sbHtlerT5q13Kw5EcvEipNPe43XJOS4GKm2OP3VAY4ckJeg8MpviYz7FyHyKkRk0\nT9vKpKRNpM1mcpW2k0MO69ML+fUvvdT8tv1iWi0DkZw5s/h4fccslwYXl7O5nxo9UkREJFq2pFLL\nfQjSAkrapCq1gQ6XX2l7dTBL33SGGF4Sd+xYM1sdAZbO01Yp5zp9evHxuth8fuRIgKwqbaHTeWQ2\nxcd8ipH5FCMzvHNwkIkHHliyXvGJNiVtIm3mJ20ztsvs2hhDeNW2RpO2YAXNDSwUD0RSXGkLJm1D\nzPP6usVlv3mkPiBERESixbIs+uLx5T4MCZmuyaQqtYEOl988csFxmNsSY4Pl9Ws7cwbm5xvd6igQ\nGIgkP/pj+VcEk7bBhfSS5pH/eNNNfGDz5kYPSIroPDKb4mM+xch8ipHZFJ9oU9Im0mZ+pS0LzG2N\nsbVnBvAqYefP17+9UvOv1fI8v0+bhcvAbGZJ88h3rVvHQCJR/wGJiIiISKjCTNp+BjiQ+zcGnM2t\nvw94GngC+HCI+5M2URvocH3s+ut5oL8fgNktcbZ0LI4g2UjS5hnxfgSH+Kdypc1P2vpJM9dpk04u\n/i5l635O2HQemU3xMZ9iZD7FyGyKT7SF2eD1N3P/AD4FfCj3+I+BdwHHgc8Aw3hJnciq9OY1a3h5\nZoYnJiaY3xxnU2wu/7tz55rfvmVZNY0eefGi93OIeabWxAAHd2SEl65e5Ybu7uYPRERERERC0Yrb\n6d8GXAb+HegDkngJG8CjwCMt2Ke0kNpAh88/8ea3xFnvLHZkayRpKztPG5UrbcGkbXr94kfBzT09\nxDTUf+h0HplN8TGfYmQ+xchsik+0NZq0vQ/4ctG/O3O/+1ngl3OP+4DJwOumgP4G9ymyYvhJ0cLm\nGEMLi3O1XbjQ5Iatgh8Fiittly55P4dYYGaTkjQRERERUzXaPPKjuX/FbgTGAX/w8kmgN/D7vtzv\nl9i/fz87duwAYGBggOHh4XzbW//OgJaXZ9lfZ8rxrITlr1+6BIODZDbFefXqM8A8MML4eP3bm5ry\nln3OCy9wvr8f3va2XKXN+73rLr4+k4GJCW85zWN81RoHbjDm76NlLWtZy8XLIyMjRh2PlnW9ELVl\nf50px6PlUcbGxhgf91KjEydOUEnYt9f/C1717vcC614A3o3XRPLTwH8Dni16nevWOgSeyArw52fP\n8gOHD/PL27ezb89J3pm5nznivP/98JGP1Let4WF48UXv8ZPPZXnz9Bd519AQb1u7lt9568b87154\nwXsueAOebNzoPf7J5MsM/vRVfvGRq7iBD3YRERERaZ/clE0l8zM75H3tYbHK5vsA8AngIHCIpQmb\nGM6/MyDh8ZtHxmybmYF4foLtK1fq31ZxnzaL6s0j/aaRAGti88wPxurfsdRF55HZFB/zKUbmU4zM\npvhEW9jTpf9YiXUHgX0h70ck0vJJGzA3GGfw4jyv0cV4ycbDtbNqHPK/IGmzFnhtKNXcjkVERESk\nZcKutMkKNKImc6HzT7yYZZFen2BdrtLWeNI2AoDfzNgqka0FK20XXl9cGHDSzA/po6DVdB6ZTfEx\nn2JkPsXIbIpPtIVdaRORGuQrbZaFsynGIN6w/403j1wUTNfKVdrOvu7g1flgTSbDe2/eyp2Jofp3\nLiIiIiItp9vrUpXaQIcvmLTZ18QZbLrSNgosbR4ZFEzuzl30FhJkSToOWzZ08Z/8kUmkJXQemU3x\nMZ9iZD7FyGyKT7QpaRNZBrHAz8TOBOtylbbxcXCc+rYVTMb8h37uVq7Sdj6XtK0hzXhnTJNpi4iI\niBhMSZtUpTbQ4bMDlbb4lgRDtpe0OQ5cvdrIFkcAL0kr1Z8NCpO7i5e9hQEWGO+288cjraPzyGyK\nj/kUI/MpRmZTfKJNSZvIMgg2j4xtTjKUq7RBY/3afG7R43K52JUr3i/WkGa8z9IHgYiIiIjBdK0m\nVakNdPjyzSMti/imBGvdBfyUq95+bY3M0+YnhmtY4MoaVGlrA51HZlN8zKcYmU8xMpviE21K2kSW\ngZ8k2UCqO86CZdFHBmiu0lYwEInrFi0vPp7MVdoGSDO+xtUHgYiIiIjBdK0mVakNdPiCzSOTts2V\nZJz+3AiSExP1bctLxka8x7l11epmftK2lgWurHNVaWsDnUdmU3zMpxiZTzEym+ITbUraRJZBsHlk\n0rIYT8UYIA3Un7QFWVb5edqClbbpCb/StsDl9Vl9EIiIiIgYTNdqUpXaQIcvP3okeJW2Tps1DSZt\nwT5tbiAzKzcQycICzE97p/4a0lzZoEpbO+g8MpviYz7FyHyKkdkUn2hT0iayDOKB5pEpy2Kix2ag\nweaRQX6lrdSw/34+F+wz1x9LM9lfvTmliIiIiCwfJW1SldpAh6/D9k69fJ+2XqvJ5pEjJdeWKqAF\nk7Y+K8PV3vJzu0l4dB6ZTfExn2JkPsXIbIpPtClpE1kGBUmbZTHeT8OVtmBfteJ52ko97/LlxXU9\nbprp3vr2JyIiIiLtpaRNqlIb6PDlkza8Pm3ja2i4T5tnFMg1j7SsfHPHSpU2G5cOJ8tsTyP7k3rp\nPDKb4mM+xch8ipHZFJ9oU9ImsgyClbaUbTO+1g2l0lawvszzLlzwfvaQYT4eg5iaRoqIiIiYTEmb\nVKU20OErbh55ZZ0bTp82q+BHyUrbqVPezx7SzHfGNHJkm+g8MpviYz7FyHyKkdkUn2hT0iayDIoH\nIhnf4DSctBVX2sqlYP7zXn3V+9lHhoXemD4ERERERAyn6zWpSm2gw5fKJW02kLQsJjdk6CGDjcvk\nZCNbHPV+FEym7ZacXPvkSe9nL2nSA7YqbW2i88hsio/5FCPzKUZmU3yiTUmbyDKI5RKlrOtiWRZO\nr8NV4vSRbmqeNsjN01bh94tJW4bMoKUPARERERHD6XpNqlIb6NZJ58pf37Slj3ESDLDA1auQzda+\nDW8TIyV/V1xpc93FpK2PDC92T6vS1iY6j8ym+JhPMTKfYmQ2xSfalLSJLCM/afvM7bcyGUvkh/1v\nrIkkWIExI12WDkRy6RLMzXmP1yYXmBx0uZLJNLYzEREREWkLJW1SldpAt86C4+QfzycT9OaStkuX\nat+Gl/eN5pctvLnaSj3Pr7IBrO9Jk1oTr++ApWE6j8ym+JhPMTKfYmQ2xSfalLSJLKN0YOjHTFec\nXryq18WLDW4w2BySpZW2YNI2lMrgDsQa3JGIiIiItEuYSVsX8EngMeDfgA259fcBTwNPAB8OcX/S\nJmoD3Rr9sRi3dHcvruhtJmkbKVgq1UutuNI2EE8z26/+bO2i88hsio/5FCPzKUZmU3yiLcyk7fuA\nrwEPA/8T+Onc+j8G3gM8ANwLDIe4T5HIGn/wQW7u6ckvx/oXm0e+/nrt21kyT1ugvFap0tbnZphT\n0iYiIiJivDCTtllgMPe4H1gAeoEkcDy3/lHgkRD3KW2gNtDtkRpK0NdwpW3U+1HUPDLIdQuTwa5M\nhrk+tZBuF51HZlN8zKcYmU8xMpviE22NjkLwPuCDgWUX+DHgZ4GvAGuAh/CSt+A4eFPArlIb3L9/\nPzt27ABgYGCA4eHhfBnXf5NpeXmWx8bGjDqelbrcse5GesgAozz/PPhNHqu9fmZmFBjLPz996BBn\n+/vhkUdylTbv+TCSG+DEW07OJZjtT8HYGKMG/P9X+rLPlOPRcuGyz5Tj0bKWo7is6wWzlxUf85bH\nxsYYHx8H4MSJE1QSZtuoPwWeBT4C3AJ8HK9J5NPATbnn/AReovi7Ra913eI2XiKrzMd/8jLnf+8k\nH2KY974XPvax2l63ezccO+Y9PvjVBd5++VneNTTEHb29/M33bOaxx7zfff7z8PM/D08/nVtOPsav\nfL6H0fQUbu4DRERERESWR66LS8n8zA5xP90sVtVex2saOYXXTHJX7gDeAjwe4j5FVoy+LYmGBiIJ\n3u9wC9a7JedpA7BxIOuS7VSfNhERERHThZm0/TxeRVyW6gAAIABJREFUs8nHgX8EfjC3/gPAJ4CD\nwCG8apxEiF/OldYauGZx9Mh6BiLxjALewCMW5UePvHzZe9xFFrs7VnI+N2kNnUdmU3zMpxiZTzEy\nm+ITbWHOrPsqXiWt2EFgX4j7EVmRhnbGmcyNHtnoPG3BZsbF87Q5Dly54j3uJku8N4atpE1ERETE\neGFW2mSFGlF/p7ZYtyNOJ1ls3AaG/B/JL1ssDvsfzMmmp73EDaAzsUC8L6YPgDbSeWQ2xcd8ipH5\nFCOzKT7Rpms2EUOsHbSYJk4PGSYmIJ2ufxuVCmeTgXFcuzrSxPviqrSJiIiIRICSNqlKbaDbIxaD\nGTtGV65fmz9oSDVepW3UexxcT2ESV5C0JReI98b1AdBGOo/MpviYTzEyn2JkNsUn2nTNJmKQ+XiM\nbrJAI4OR5AYisaySA5EEk7buRJpYbyzUOT9EREREpDWUtElVagPdPgvJGJ11Dvtf3KctqFylrTuR\nIaaBSNpK55HZFB/zKUbmU4zMpvhEm5I2EYOkO+x8pa3W5pFBxc0jgwqStnguaat/FyIiIiLSZrpm\nk6rUBrp90h0xunJJ29RUPa8cBZbO01au0tYTy2ggkjbTeWQ2xcd8ipH5FCOzKT7RpqRNxCBOp50f\niMRPso7MzFR8TWBqtsJKm1tYa7t6dfFxt5VVnzYRERGRiFDSJlWpDXT7ON2LlbbJSUg7DnufeYbL\nVcf/HwEqV9pmZxcfd7lZ9WlrM51HZlN8zKcYmU8xMpviE21K2kRM0lNYaZvLzYb9TLBtYxG3uPNa\nGQVJm+NoyH8RERGRiNA1m1SlNtDtY/XZBZW2+VzS9vVgxlXSaO7nYgZXPE9bsJVll5Ml1qdKWzvp\nPDKb4mM+xch8ipHZFJ9oU9ImYpDYQOFAJH6lbSqbrXkbFt5cbcWCeV9nxlGfNhEREZGIUNImVakN\ndPskBko3j5zMZMq+JjhPW3FLyXJ92jqyDrFuDfnfTjqPzKb4mE8xMp9iZDbFJ9p0zSZikMRg4UAk\n87kOa5M1VtqCSVpx88hg0pZ0XOwOW80jRURERCJASZtUpTbQ7dMxVJi01V5pG80vW5ZVstljQdKW\ndbA7bX0AtJHOI7MpPuZTjMynGJlN8Yk2XbOJGKR7fYzuUs0ja+3TVmulLaNKm4iIiEhUKGmTqtQG\nun2618foDAxEMl9nnzYonKctaH5+8XEi6xLr1EAk7aTzyGyKj/kUI/MpRmZTfKItvtwHICKL+jfa\nzBY1j1yfSDBeIWkLKi6clSukJdKu1zxSlTYRERER46nSJlWpDXT7dK+Nk8olbQsLcPIEJP58F1//\n+CCV87ZRoHD0SLfCrNvxtNc88lsGB9nX19fsYUsNdB6ZTfExn2JkPsXIbIpPtKnSJmKQVHeMFA65\nHmn84rcMcOl0DIAP9zv82q8svc9SnJsFm0deSC8AyYLf27jYDlgJi29dt45vXbcu7P+GiIiIiITI\nlLZRbqWqgMhqcWJ2lsNdz/BOHmCBWMHvBte5nD9rEStczaZNcO6c9/jgK7N8x/kx3jU0xI6ODn7y\nuzrhqaGC53eQ4ZOpL/KWuYdb+V8RERERkTpYXreVkvmZmkeKGCRh28zbNh04S3536XWLQ4eWvqZU\npQ1yTSVLnPZJHLIpU+7XiIiIiEg1StqkKrWBbp+EZTEXs/P92oo991y5V44CiwOPWBUGGEnhkEk1\nfozSGJ1HZlN8zKcYmU8xMpviE21K2kQMkrAs5mNWyUobwAsvLF0XrLQVDERSZh8pHBxV2kREREQi\nI8ykbQ3wKeALwKPAttz6+4CngSeAD4e4P2kTzevRPgnLYj5evtJ29Gi5V47kH1mWtdgqslzzyE4l\nbe2m88hsio/5FCPzKUZmU3yiLcyk7eeBLwIPAr8F/EFu/R8D7wEeAO4FhkPcp8iKkrBtZhOUrbS9\n8kqVDdSQi6VwcDuUtImIiIhERZhJ243AZ3OPnwQeBnrxxhs/nlv/KPBIiPuUNlAb6PZJWBZzSYuO\nQKVt0/ULWJbX2PHUKZf3funlgtd4zSNHl2zLe4XDd3GSt3I2v74zkSWrpK3tdB6ZTfExn2JkPsXI\nbIpPtDU6T9v7gA8WrTsJvBMYy/3sAvqAycBzpoBdpTa4f/9+duzYAcDAwADDw8P5Mq7/JtPy8iyP\njY0ZdTwredm2LF52nmeOs8C3AtA9cIDewTiTF9+M61r8xd9+nu+/fC7/+oWFUbzTbgQsmDt0iNf6\n+9ny0EPcNDXLrfwLNi5P8gEmSZK2H+eludf4Tt6w7P/f1bTsM+V4tFy47DPleLSs5Sgu63rB7GXF\nx7zlsbExxsfHAThx4gSVhHm7vQevSeRu4DPADwJ34PVnuyn3nJ/ASxR/t+i1mqdNJOeX9h7kC0d2\ncoD1ALz1R65y8sUkX30y6T3hN75E5n+/hVhuhMh16+DiRe9XB0/M8t1nX+RdQ0NsSiY5uW+cy2f6\nuYkJPssmHmcdb+k/z/67j/Oef7tvOf57IiIiIlJCu+Zpexj4SO7nK3gDj0wBC3jVNQt4C/B4iPsU\nWXGyPQ7JQJ+2HYPzvNG+gOWPB3mmkyvpdOkXW96J5p/tt07McIgBvkI/NzIBQEc8i9MR5qkvIiIi\nIq0U5pXby8Bv4w1Gsh/46dz6DwCfAA4Ch4BnQ9yntIFfzpX2yPQVJm2PfO5Vvv2Jo7yNc96Kc6WG\nKRldssaeyLJ5boGv08tJutjKLAAdsSyu5mlrO51HZlN8zKcYmU8xMpviE22N9mkr5RW8ESKLHQT2\nhbgfkRXNHXBI2VlwoIsMa79yled+aBff/Kdn+P/ZBOc6yAaaExfM0xZY6Do0z8s9nWQmbM7QyeZc\n0tYZd3BVaRMRERGJDF25SVV+h0lpD6cb3vHODPv2wTf+8Nfhpg7st/exjRn6WICzpSptIwBYfvNI\ny6LjyALHeryS2lk62MQc4JK0s6DJtdtO55HZFB/zKUbmU4zMpvhEm5I2EcNkk3DzzRmefBJ2d49j\n39rF5t0uR+hlL1NwvgOnXKUtsJ2Oowuc7PSSthniuEAnWTpsVdpEREREokRXblKV2kC3l5O0yM45\nfGV6mvnj8yR2pVi3AQ7bPdzAFEwmmJgsftUokKu05UaV7HwlzcnuZP4ZEyQYIO01vexUpa3ddB6Z\nTfExn2JkPsXIbIpPtClpEzGMk/KStiMzM2w6C727ukjELI4NdnqVNuDkicXnl5otw3Jduo6mOdm1\nOOLIFZIMsOANcpLSqS8iIiISFbpyk6rUBrq93FzSNpHJcP2lODv29hG3LE5tS3AtVwE4erj41B3x\nfuQKaAsX08xlHa4kYvln+JW26ew8rvq0tZ3OI7MpPuZTjMynGJlN8Yk2JW0ihnFTFs68w6VMhq7L\nDskNSWKWxdTNmVylLMtLL5RPuizg9NevcnYTMLQ4n9t4LmmLWS7HMnOt/4+IiIiISCiUtElVagPd\nXk7KwplzuDS/QHLcITGUIAakbpjlHB1sZo7nnlo8db3mkaMF2+g9l+XCerCuvZpfN0OcLrLELYeH\nh9a05f8ii3QemU3xMZ9iZD7FyGyKT7QpaRMxTdLGmXOYurSA021jJ2zilkXXHZOcppMtzPKlZ23G\nx0u8NleA6z/vcmE9DOyZz/9qlhidZIhbLjcO9LTn/yIiIiIiTVPSJlWpDXSbdVi4Cw6Zi2ncQa9P\nWsyyoD/N5bVJNjNLNmtx4ID3dK/SNpJ/uQX0n3N4fR0kti42g5whRhdZYpaLlVCftnbTeWQ2xcd8\nipH5FCOzKT7RpqRNxDQJC3feJXHZwVkbByBuWWSB2RtstjALwKOPlhg2MjdTW995hwvrgZ4MvYPe\nVNx+0pbAwYoraRMRERGJCiVtUpXaQLeXnbBx0g7xqw70eqdozLLIui7uPVk24lXPPvfv3vOL+7T5\nlbYL6yHtumzemQVgljidZImjStty0HlkNsXHfIqR+RQjsyk+0aakTcQ0CQvSYM840OM1j4xbFhnX\nxb43wxBeP7Xjr1hMTZXexECuT1vaddmyM1hp8/q02Qmd+iIiIiJRoSs3qUptoNssYUHGJX7Vxeop\nrLRNbYJBe3FwkS9/2X80AoBrge1C3xW4vBYyrss1uxaTtk6yxC1XzSOXgc4jsyk+5lOMzKcYmU3x\niTYlbSKmiQEZl9iMg1VUaZsagC7X65cG8PWv+80jPXOOw5ppm7lOyCQg7Ths3VXUpy3mqHmkiIiI\nSIQoaZOq1Aa6zRIWpF3i04FKG5B1XTIWXO60Wes3kTzuv2gUgDkny9A4XBnw1mYhX2lbwCaJQ1xJ\n27LQeWQ2xcd8ipH5FCOzKT7RpqRNxDBWwoa0S2LGxe5drLSdT6f5l0uXuNRvM8QC4CVtwUrbrOMw\nOG5hrYvn1/l92jLYxHHVPFJEREQkYpS0SVVqA91mcSDrVdrsnsA8bTmXBskPRnLqlL92BIA5XAbG\n4fadA3TY3um9dgis+y+SxmagO0s8iypty0DnkdkUH/MpRuZTjMym+ESbkjYRw1i55pGJmdJJ28V1\ni0nb668XvnbOcegfh+T6JInca2zA/dWXSP/BGGv6HWJZNHqkiIiISIToyk2qUhvoNkvYWBmX+LyL\n3emdovFA0nZ5g8Ma0gBcuFA4T9tsNkvfZZfE+kT+NZZlgQXprfO48y7xDGoeuQx0HplN8TGfYmQ+\nxchsik+0KWkTMYwVx5unLe0S61haabu63qE/l7RdvAjZ7OJr51yHnisuyXVJUrnmkf5Jnk6Am/Yq\nbWoeKSIiIhIdStqkKrWBbi8rbntD/i9APOklV8FK2/Qg9MW9gUgcB+bmIN+nzXHozlXauv2kLffa\ndAKYd72kTZW2ttN5ZDbFx3yKkfkUI7MpPtGmpE3EMFbSwsq4xBZc7FRhtewPrr2WiX7ojy2UfO2c\n69BxxSGxLkFXzKvS+elZJo6XtGVUaRMRERGJEiVtUpXaQLdZ3MLKgJ2GeNI7Ra1ctexbhoaY6iPf\nPHLRKOD1aUtNOCTWJOgqah7pxMCNQXLOVdK2DHQemU3xMZ9iZD7FyGyKT7QpaRMxjJ3wKm3xBZdY\nR+Ep2hOLMdHv0udkSr52znWITznE18TpzlXa7EDTSlIWyVk1jxQRERGJkmaStncBnwgs3wc8DTwB\nfDiw/peAg8AXgbub2J8sE7WBbi8rBlYWYoFKG8Dhe+5hbSLBRB/0ZTJAYFbtXJ+2qWyWxIRDfCC+\npHkkgJu0iac15P9y0HlkNsXHfIqR+RQjsyk+0RZv8HW/D7wFeCGw7o+AbwOOA58BhvGSwoeAe4Fr\ngH8A7mn0YEVWg5ht48QhNesSz40eCbCnqwuAdMJiPg7d6QzTJApee2l2AWvOJdYbW2weGai0ubmn\nq3mkiIiISHQ0erv9i8CPsHgTvw9I4SVsAI8CjwD3A5/LrTuFlyQONrhPWSZqA91eMcvCjVukZiGW\nLH2KTnTaRf3aRgGYmVjA6othWdZi88jAs9zcaJRqHtl+Oo/MpviYTzEyn2JkNsUn2qpV2t4HfLBo\n3X7g7/DbY3n6gMnA8hSwC5gDLhWt7y9a5210/3527NgBwMDAAMPDw/kyrv8m0/LyLI+NjRl1PCt9\n+dTTTzNmXeDG2WESHfaS32dfeIFn4zH6uY0z3haAMWCE+ctpXkx9CUaz/Pidd7IpmeTZxx+Hw4dh\neBg3aTHGGM4XHN705jcZ8f9dLcs+U45Hy4XLPlOOR8tajuKyrhfMXlZ8zFseGxtjfHwcgBMnTlBJ\nM7fbR4AfBt6Dl7Q9BdyU+91P4CWEC0AH8Nu59YfwKnCXi7bluq6LiMAvHT/OA3ecIjbhcNOpu9mw\npbvg94nHHuP//ME4//z163m6qHB97//3BL/3Zynue36x++iRmRn2PvMMAJ/9QJLU4QUezjyMFVO1\nTURERMQUudHCS16g2SHtYxIvQduV29FbgMfxmlF+Y27dttz+ihM2EQmIWRZOHGwXEoE+bT7Xdbna\nC92UGEFyPEtyoLCfW/DMd/y+bGGd+SIiIiLScs1curkUDl/3AbzRJA/iVdSezf38Al4V7u+BH21i\nf7JM/HKutIcNuLk+Z/Hk0pstLjDT69JVkLSNAtA5DYk1ha2eCwYiyZ2ylqUqW7vpPDKb4mM+xch8\nipHZFJ9oa3T0SIDHcv98B4F9JZ73y7l/IlIDv9IGkEgtrbQBTPc5dJNdsr77qktioChpCzxWI2QR\nERGR6FEjKanK7zAp7RGzLKxcPpaILz1FXWB6jVvUPHIEgN6rkFhToXmkCmzLRueR2RQf8ylG5lOM\nzKb4RJuSNhHD2ICV8WpisRLNGF1gps+l217ap61vGuKVmkeq1CYiIiISOUrapCq1gW6vmGWB4z0u\n1/dsuhu6E0vnaeuZsYj1FTapLGgeqaxt2eg8MpviYz7FyHyKkdkUn2hT0iZimFLVtWLT3dBbotLW\nOQfx3sJKm1UwEImIiIiIRI2SNqlKbaDby6Z6cjXTRVHzyBHAS9rs7sLTuqDSpj5ty0bnkdkUH/Mp\nRuZTjMym+ESbkjYRw8Qsq2rns6s90G0tHT2ycxZiPUXNI9WnTURERCTSlLRJVWoD3V4xy6qt0uYG\nk7ZRoHTSFiyuKWdbPjqPzKb4mE8xMp9iZDbFJ9qUtIkYpqbmkd3QlSlVaXOJdZcfiCTtOk0fn4iI\niIi0l5I2qUptoNurloFIZrqhsyBpGwGgY65EpS2wvYkSiZ60h84jsyk+5lOMzKcYmU3xiTYlbSKG\nsS2raqktnQTbdYlTWDnrKNWnLewDFBEREZG20vWcVKU20O0Vo4a+ZxYspGJ04Y8gOQpAqspAJLJ8\ndB6ZTfExn2JkPsXIbIpPtClpEzFMLc0jAdIdNl0Emzu6pOYg1lV+IBIRERERiR4lbVKV2kC3l21Z\nuFblWptlWTgdNh355pEjpHDIJMGKFaZpOsnNoPPIbIqP+RQj8ylGZlN8ok3XcyKGiUHV9pEWQIdN\nMlBp6yTLfNfS56p5pIiIiEi0KWmTqtQGur2qzdP2h9dey/9z3XVYncFK2yidZFnoWJqgKWUzg84j\nsyk+5lOMzKcYmU3xibb4ch+AiBSqNnrkj23dCsCne86SWlJpW5qiqdImIiIiEm2qtElVagPdXjWN\nHgnEewr7tHWQZaFU88jAY1f527LReWQ2xcd8ipH5FCOzKT7RpqRNxDDVmkf6kj0xUoF52jrJku6s\n3DyyyvgmIiIiImIgJW1SldpAt1fKtmtK2lL9dqB55GjZpE3NI82g88hsio/5FCPzKUZmU3yiTUmb\niGF6YrHqTwI6emN02IV92tIl+rQpZRMRERGJNiVtUpXaQLdXb41JW7I7TiqeyS3l5mnrWPo8K1Bp\nU5+25aPzyGyKj/kUI/MpRmZTfKJNSZuIYWqttCW6YqQSmfxyEodsUlmZiIiIyEqjpE2qUhvo9qq1\n0hbvitER85O2URI4OKnKSZsGIlk+Oo/MpviYTzEyn2JkNsUn2ppN2t4FfKJo3QeBXw8svwN4BngS\neH+T+xNZ8WqttMW7bFKxxT5tSRwm406FV4iIiIhIFDWTtP0+8GssjnPQiZfA/SiL00wlgP8OfAPw\nMPBDwPom9inLQG2g2ytu2zUNHpLojJHKD0QyQgKHU6RbeWjSBJ1HZlN8zKcYmU8xMpviE23NJG1f\nBH6ExaQtBfwF8H8F1t0AHAUmgDTwBPBQE/sUWRVqSdri3TFSVmGlLZ2o/BoNRCIiIiISPbUkbe8D\nvlz0707g74qeNw78W9G6PryEzTcF9Dd0pLJs1Aa6/Wo5MWPdwcm1R0ngspBs5VFJM3QemU3xMZ9i\nZD7FyGyKT7TFa3jOR3P/GjEB9AaWe4ErpZ64f/9+duzYAcDAwADDw8P5Mq7/JtPy8iyPjY0ZdTyr\nYfml9Bj7GK74/Nu6bqMj7QKjwBhJNpFOlHn+2BgMD2O5MMYYjJr1/10Nyz5TjkfLhcs+U45Hy1qO\n4rKuF8xeVnzMWx4bG2N8fByAEydOUEmzjaVGgB8G3hNY9/3A9cDP4fVp+wpwLzCNNxjJO4CzRdtx\nXVfD2on4Pr32MXquuIy4I2WfM/HkBJ945DD/efYeAH6Or/H8z57n0V9f+hor90Hxxz8Me49Qcbsi\nIiIi0n65uXVL5me1VNoqcVkcdKR4PXj92H4KeBSvxddHWZqwiUiRWu6m2F3/q707D46zvBM8/n37\nkM1hIjBDQlIwzhCCzTEYc2NiSxiDzcIGAuQgsxwVCAWphFrDDixLxQNTSxJuWI5hAjMwhJAhEBIW\ncGAAyxfgAEYBc4Ys5k6GgtictiV17x/PK6kly91NS7KeV/5+qrrU79lv++en3/f3PsebY0y5d7RI\n+7RJkiSNTrlBbr8AOK7fvJuBcyum7wH2AfYCrhvk52kEdFfnasOpp2DmN80zdou16VQbxS+9X7VP\nWyExYxtJlqO4GZ/4GaP4GaO4GZ9sG2xNm6RhUG9N29hyidvv7eC5x6Hp/66pmrT9y0478REvDNkx\nSpIkacMYbE2bNgLdHSa14SR1pG35TfKMWQ1fmVFi7twWNu1K+NnkSetdP2dN24iyHMXN+MTPGMXP\nGMXN+GSbSZsUoXryq9zYHMW10JkO4lNcC2PGrr/y3MIuSZKUTV7HqSbbQG949dSJJU0JhU7oIsSo\n0FGmMHb9RdqatpFlOYq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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "snr, amp = simulateSNR(ntf, osr, None, f0, nlev)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(15,8))\n", "if nlev == 2 and f0 == 0.:\n", " snr_pred, amp_pred, k0, k1, se = predictSNR(ntf, osr)\n", " plot(amp_pred, snr_pred, '-', label='predicted')\n", " hold(True)\n", "plot(amp, snr,'o-.g', label='simulated')\n", "xlabel('Input Level (dBFS)')\n", "ylabel('SQNR (dB)')\n", "peak_snr, peak_amp = peakSNR(snr, amp)\n", "msg = 'peak SQNR = %4.1fdB \\n@ amp = %4.1fdB ' % (peak_snr, peak_amp)\n", "text(peak_amp-10,peak_snr,msg, horizontalalignment='right', verticalalignment='center');\n", "msg = 'OSR = %d ' % osr\n", "text(-2, 5, msg, horizontalalignment='right');\n", "hold(False)\n", "figureMagic([-100, 0], 10, None, [0, 80], 10, None, [12, 6], 'Time-Domain Simulations')\n", "legend(loc=2);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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iEVaP2mriFKD0efvR2OMWK7HPXn/g4+cPaPphNpSFoSwMZWEoC5tyMJSFoSyM\n4iyKLPuX+qOuHVXhDnbxa+NJuSalyts/e3pTXV0eUxex0bF0Pb4rU77yzR31fD1i8Uy55U1Aoo+f\nU0RERERKKf/GuYMnHuT5258vmf+tai64/DWIi2eNq1LZdYure0xdjeszjtv/eztjeo6p8iYxddUQ\nV7GoLY1YuOlXQoayMJSFoSwMZWFTDoayMEI9izJvnNsCtId2a9oxNWUqFw28qNrHlmmer6n+TXV1\neUxd/Xfhf5nyzpRa3dGvmNNXsRARERERh1R2pYqt525l6rvVN8h1uQZxQ123OG1RGne/eHet7+hX\nEzqDLCIiIhLEet3Qi+Xxyyus9/Yb5xpaXe/oV8zJN+mJiIiIiEO+3P4lX//6daXbvP3GuYZWlzv6\n1ZQaZD9W+pqFoU5ZGMrCUBaGsrApB0NZGKGaxc6DO7n0vUtJvTbVXKnCfX3i4itVBDJfXjFDM8gi\nIiIiQaj1Ua3ZlLKJmMgYerbtyZR3prBz505ah7X22zvY1YYvr5ihGWQRERERCUj1uWKGpxlkNcgi\nIiIiAe7QkUM88cUTPJL4CJHhkU6XExD0Jr0AFaozU5VRFoayMJSFoSxsysFQFkYoZBETGUNcbBwW\nnk8yhkIW3qAZZBEREZEA53K5uK3LbU6XETQ0YiEiIiISYH478BvHNz3e6TL8wqrtq9h9aDdDTx1a\nq8dpxEJEREQkCBQWFfLU8qdIeCmBXYd2OV2OX1i7Yy2fbP7Eq8dUg+zHNCdkKAtDWRjKwlAWNuVg\nKAsjmLJ4NP1R5m+ez+pbV3Nck+Nq/fhgyqJYRFgEBUUF3j2mV48mIiIiIj5z7/n3Mq7POMLDwp0u\nxW90Pb6r18dNNIMsIiIiIiFHM8giIiIiAWbFthUs2LzA6TJCkhpkPxaMc0J1pSwMZWEoC0NZ2JSD\noSyMQM0iPCyccJd3RykCNYuGphlkERERET/UvU13p0sIWZpBFhEREXFYkVXEvtx9HN34aKdLCTgb\n/9jIl79+yQ1n31Crx2kGWURERMRP/XbgNwa/PZixn491upSAFB4WTqPwRl49phpkP6Y5IUNZGMrC\nUBaGsrApB0NZGP6cxaEjhzjvtfPo0aYHk/862efP589Z1NXJLU7m6jOv9uoxNYMsIiIi4pAmjZqw\n5tY1tDqqldOlSCmaQRYRERHxobRFaUyePZk8K48oVxSjrh3FkAFDnC4r5HmaQdYZZBEREREfSVuU\nRuq0VDJxlakqAAAgAElEQVQ7Z5as2zx1M4CaZD+mGWQ/FoxzQnWlLAxlYSgLQ1nYlIOhLAwns5g8\ne3KZ5hjg53N+Zso7UxypJxhfF78d+I1pX03z6jHVIIuIiIj4SJ6VV+n63KLcBq4keO0+tJtX177q\n1WNqBllERETEy77f9T0LNi9g4asLWRi3sML2QVsHsWCmbiPtDd/v+p6rPriK9Xeur9XjdB1kERER\nkQZQWFTIVR9cRb83+1FoFZJyTQrx6+LL7BO/Np6Ua1IcqjD4tDqqFSO7jfTqMdUg+7FgnBOqK2Vh\nKAtDWRjKwqYcDGVhNGQW4WHhXNfpOjJHZXLfBfdx0cCLmHTXJAZtHUSfLX0YtHUQk0ZOcuwNesH4\nujg25ljuOPcOrx5TV7EQERERqaOc/BxiImPKrBt26rAyy0MGDNEVKwKMZpBFRERE6uDTzZ8y65tZ\nvHPZO06XInXgaQZZDbKIiIhIHRQUFVBkFdEovJHTpUgd6E16ASoY54TqSlkYysJQFoaysCkHQ1kY\n9c3Csiw++/kzdh3aVWZ9RFhEwDXHwfi6OJx/mMfSH/PqMX3ZII8BVgKrgRHAycByYBnwIv559lpE\nRESkxIptK7hg5gWkfJLCL/t+cbocqYTL5aJxZGPvHtOrRzMSgXuAYUAT4D4gAXgWu0GeDnwKzK3k\nsRqxEBEREb/w+ZbP2X1oN5effjnhYeFOlyNe5MQM8gTAAs4AmgH/C3wEtHFvHwYMBCq7aJ0aZBER\nERHxKSdmkFsCXYDLgTuA2eUKOAg099FzB41gnBOqK2VhKAtDWRjKwqYcDGVh1CQLy7JIeiOJ7fu3\n+74gB+l1UTO+ug7yH8CPQAHwE5ALnFBqe1Mg20fPLSIiIlIrLpeLly96mROanlD9zhL0fNUgLwdS\ngeeA44EYYDHQB0gH/uperlRycjJxcXEAxMbGkpCQQGJiImD+5xMKy4mJiX5Vj5b9Z7mYv9Tj1HLx\nOn+px8nlRP19oZ8P/XxUuVz+56OgqIB///ffnNDshAr7n5J4iuP1arn2yyOeH8H1Z11P/379q9w/\nIyOD7Gz7/GxWVhae+PJKEk8BSdhjHGOALOBVoBHwA3Ar9pxyeZpBFhERkXpLW5TG5NmTybPyiHJF\ncedVd/Jnqz+Z8MUELmh7AW/8zxtOlyhe0mRCE3bdu4smjZrU+DFOXQf5fqAbcC6wCNgEJALnA7dQ\neXMspRT/70eURWnKwlAWhrKwKQcj1LNIW5RG6rRUFsYtJJ10FsYt5O/T/86MOTOYefHMkG2Og/V1\nEREWQUFRgdeO58sGWURERMQRk2dPJrNzZpl1W87ZQtPtTendrrdDVYmvjOs9zqs3bfHHm3VoxEJE\nRETqpfPVnck4LaPC+j5b+rB01tKGL0j8jm41LSIiIiGlSUTls6jRYdENXIkEIjXIfixY54TqQlkY\nysJQFoaysCkHI9SzGDNiDPHr4u2FLfan+LXxpFyT4lxRfiDUXxc15avLvImIiIj43Ppd6xn7+Vju\n7XEvvdr1Klk/ZMAQAKa8M4WdO3fSOqw1KSNTStaLeKIZZBEREQlIr619jbGfj+X+C+7nzq53Eh2h\n8YlQ9cKqF7jmzGtodVSrGj/G0wyyziCLiIhIQLr41Iu58owraRbVzOlSxGExkTGEubw3OawZZD+m\nOSFDWRjKwlAWhrKwKQcj2LLYn7ef8r9hbtmkZY2a42DLoj6CNYvbutxGyyYtvXY8NcgiIiLi9y79\n96Vk7Kx42TYRX9AMsoiIiPi9vII8oiKinC5DgoiugywiIiIBocgqYu2OtRXWqzmWhqQG2Y8F65xQ\nXSgLQ1kYysJQFjblYARaFpZl8cmmT+jyShdGfTKKwqJCrx070LLwpWDNYua6mWzes9lrx1ODLCIi\nIn7h/R/e56HeD/HFjV8QHhbudDkSQN5d/y4/7/3Za8fTDLKIiIiIBLTBbw9mZLeRDO4wuMaP0Qyy\niIiI+I1dh3bx0pqXnC5DgsiIs0fQoUUHrx1PDbIfC9Y5obpQFoayMJSFoSxsysHw5ywaRzRmX+6+\nCtc19hV/zqKhBWsWV515FR2O8V6DrDvpiYiISINqGtWU+3ve73QZIlXSDLKIiIj4RE5+DlO+nEKL\nxi24tcutTpcjUoZmkEVERKRBrd+1ng5TOrBmxxp6tevldDkitaIG2Y8F65xQXSgLQ1kYysJQFjbl\nYDidRYcWHfjo6o94/4r36XhsR0drcToLfxKsWcz5cQ6rf13tteOpQRYREZF6sSyL/ML8MuuiIqI4\n9/hzHapIQk2j8EZEhHnvrXWaQRYREZF6mfDFBBpHNObvPf7udCkiNeZpBlkNsoiIiNTLvtx9HNXo\nKN39TgKK3qQXoIJ1TqgulIWhLAxlYSgLm3IwfJXFtn3bKly/uHl0c79ujvW6MJRFzahBFhERkWrt\nOLCDO9Pu5JyXz2Hzns1OlyPiUxqxEBERkWo9+PmD5Bbk8kDPBzg25linyxEp47OfP8OFi34n9avx\nYzyNWOhOeiIiIlKtx/s+7nQJIlVasW0FFlatGmRPNGLhxzQnZCgLQ1kYysJQFjblYNQ1iyKriDe/\neZPCokLvFuQgvS6MYM0iIiyCgqIC7x3Pa0cSERGRgOfCxfpd69lzeA8tm7R0uhyRGklqn0ReQZ7X\njqcZZBEREREJObrMm4iIiFTwxdYvmPDFBKfLEPE7apD9WLDOCdWFsjCUhaEsDGVhUw6GpyzyCvIY\n/PZgbph7A22bt224ohyi14WhLGpGM8giIiIhJioiijvOvYMLT76QRuGNnC5HxO9oBllERCSIpC1K\nY/LsyeRZeUS5ohh17SgG9x9cPG8pEpS+/u1rtmRv4fLTL6/xY5y8DvJaYJ/765+BJ4FZQBGwHrgL\nUDcsIiLiBWmL0kidlkpm58ySdd+/8D3xK+JJH5/uYGUivhUZHklUeJTXjufLGeRo9+ck98fNwHPA\nP4De2B37xT58/oCnOSFDWRjKwlAWhrKwhXoOk2dPNs3xFvvTr91+xbUltM8eh/rrorRgzeKsVmcx\n9NShXjueLxvks4EY4FNgMdAdOAdY5t7+CdDfh88vIiISUvKsKq4DG9r9sUit+fJH5kzgPGAG0AFY\nAEQBbdzb+wI3AteXe5xmkEVERGopryCP0y47jS3nbKmwbdDWQSyYucCBqkT8l1PXQf4JeNv99Sbg\nT6BVqe1NgWwfPr+IiEhI2HVoF11f7UrLs1oS93VcmW3xa+NJuSbFmcJEApQv36R3I3AW9hvxjsdu\niBcCfYB04K/YoxcVJCcnExcXB0BsbCwJCQkkJiYCZnYmFJZLzwn5Qz1OLhev85d6nFzOyMjg7rvv\n9pt6nFx+4YUXQvbvh/LL5X9WnK7HqeVQ/fk4NuZYhjcbTteOXcnpncOUd6awef1mWhzTgofveZgh\nA4b4Vb0Nvayfj+D/9/Stj97iu13f8fStT1e5f0ZGBtnZ9rnZrKwsPPHliEUE8DrQzr18H/ZZ5FeB\nRsAPwK1UvIqFRizcli5dWvIHG+qUhaEsDGVhKAubcjCUhaEsjGDNYlHmIp5e+TSLrl9U48d4GrHw\nx7F9NcgiIiJVOFJ4hIWZC7nolIucLkXEbyzZsoRHlz3KkhFLavwYp2aQRURExMty8nOY8+McCooK\nnC5FxG/Et4jnpoSbvHY8Nch+rPS8UKhTFoayMJSFoSxsoZBDbHQsMy6eQUSY57cRhUIWNaUsjGDN\nom3ztlx/dvkLo9WdGmQRERE/dvDIQadLEAk5mkEWERHxQ/mF+Ty5/En+9e2/+P7O74kMj3S6JJGg\n4mkG2ZeXeRMREZE6uubDa8jJz+HzEZ+rORZpYBqx8GPBOidUF8rCUBaGsjCUhS2Ycpg6eCpp16bR\nplmb6neuRDBlUV/KwgjWLP7I+YNnVz7rtePpDLKIiIgfan1Ua6dLEAkYYa4wYiJjvHY8zSCLiIg4\n7Ln/e46LT72Y+BbxTpciEjJ0HWQRERE/1j62PVERUU6XISJuapD9WLDOCdWFsjCUhaEsDGVhC9Qc\nLjntkjrPGlclULPwBWVhKIuaUYMsIiLSgH7Y/QOH8w87XYaIeKAZZBERkQZQUFTA0yue5vlVz/Px\n1R/T48QeTpckEjTyCvKY8MUEHkl6pMaP0QyyiIiIw+b8OIclWUv4+rav1RyLeFmhVcg/V/7Ta8dT\ng+zHNCdkKAtDWRjKwlAWNn/O4fLTL2fh8IW0bd62QZ7Pn7NoaMrCCNYsIsIiKCgq8N7xvHYkERER\nqZL717ki4gMRYRE8mvSo145X3U9rbyAV6AnkAwXASmCq+7MvaAZZREQC2qebP2XRz4t4ZuAzTpci\nIlXwNIPsqUGeAhwAZgM/AoXu/TsBw4GmwN+8WaibGmQREQlo+/P282fOn7Q/ur3TpYhIFer6Jr3H\ngX8A67GbYwAL+Ba4DxjvtQqlUsE6J1QXysJQFoayMJSFzV9yaBbVzPHm2F+y8AfKwlAWNeOpQf4d\nOBYovrH1dUAyEFlqu4iISEjb8McG5m2c53QZIuJFnkYs/he4HXv2eCXQFtMUD/dhTRqxEBERv1dY\nVMjzq55n4vKJPNX/KW4+52anSxIJaY+lP8Y9Pe6hSaMmNdrf04iFp6tYXAmcBjQBNgAnYjfLy2pT\nrIiISDDKK8zj+93f89WtX3HS0Sc5XY5IyGsW1cxrx/I0YnEIuyHOxm6Q893rvXeROfFIc0KGsjCU\nhaEsDGVha8gcYiJjeP3i1/22OdZrwlAWRjBnkdo9tcZnj6vjqUF2AY2AqHJfh3vlmUVERALIoSOH\nnC5BRBqIpxnkLOyrVhTvV3ow2JdvzdUMsoiI+JVDRw5x7qvnsubWNV47QyUizqrrdZCdogZZRET8\nTk5+DjGRMdXvKCIBoa7XQX7d/TGz1NfFy9IAgnlOqLaUhaEsDGVhKAubL3MItOZYrwlDWRjBnMWk\nVZPYcWCHV47lqUGe5v5ogn2Zt4lAOppBFhGRILZ5z2ZumHMDOfk5TpciIrUw65tZ/H7IO7fpqMmI\nxWdA/1LLi4F+Xnn2ymnEQkREHPHq168yZvEYxvYay6jzRhEepnNCIoGi66tdmT5kOucef26N9q/r\ndZCLNcZuiFcDPdEZZBERCVLHNz2elTev5JRjTnG6FBGppZFdR3J80+O9cixPIxbFbgJSsRvkW7Fv\nNy0NIJjnhGpLWRjKwlAWhrKw1TeHIacMCZrmWK8JQ1kYwZzFiIQRXmuQPZ1BPgH4FdgIDPOwXURE\nJOD8vPdnjml8DM2jmztdioj4GU8zyC9g3zXvbeA799cuoAswHLu5HumDmjSDLCIiPnf/ovvp274v\ng04e5HQpIuKA+lwHuTswCuiNPXt8GFiBfXWLVd4rsQw1yCIiIiLiU3W9DjLYTfC1QBvgL8BJwPX4\nrjmWUoJ5Tqi2lIWhLAxlYSgLW1U5FFlFhNrJF70mDGVhBHMWb33zFt/v+t4rx6rJm/Tq4zjgF+AU\n4GRgObAMeBH/vIufiIgEmazsLAa8NYAPfvjA6VJExIcaRzYmMjzSK8fyZZMaCbwHnAZcDPwTeAa7\nQZ4OfArMreRxGrEQERGv+L9f/o9h7w7jf8//X+7pcQ8RYTW5uqmIhIL6zCBXphP2m/aq8wIwHxgD\n3IF9g5E27m3DgIFU/iY/NcgiIlIraYvSmDx7MnlWHlGuKEZdO4ohA4aQW5BLVnYWHY/t6HSJIuJn\n6jqDfCF2I5yOPXscCTyN3fRWJxnYDSwsrqFcAQcBXVenGsE8J1RbysJQFoayMEI5i7RFaaROS2Vh\n3ELSSWdh3EJSp6WStiiN6IjokG2OQ/k1UZ6yMJRFzXj6XdPTwGVAHDARe554G3BWDY57I2Bh36I6\nAXgDaFlqe1Mgu6oHJycnExcXB0BsbCwJCQkkJiYC5g9Wy6G1XMxf6nFyOSMjw6/qcXI5IyPDr+rR\nsjPLk2dPJrNzJmwBdgLtIbNzJo889whNIps4Xp9+PrTsT8vF/KWehlzOyMggO9tuP7OysvDE04hF\nOtDH/fUvwGPAKx6PVrkl2CMW/wSedR/3JeyRi/cr2V8jFiIiUmOJyYmkt0+vsL7Plj4snbW04QsS\nEUfM3TCX1ke1pnub7jXav64jFkWlvt5G3ZrjYhYwGngEWIl95lpvJxYRkXqLckVVuj46LLqBKxER\nJy3KXMTXv33tlWN5apBjsC/Pdip2Q1v89Sm1fI4k4CdgE5AInA/cgt00iwflfx0SypSFoSwMZWGE\nWhZFVhG/7PsFgFHXjiJ+Xby9YYv9KX5tPCnXpDhUnX8ItdeEJ8rCCOYsIsIiyC/K986xPGw7DLxc\nyddgN70iIiINbvOezdz88c20adaGty99myEDhgAw5Z0p7Ny5k9ZhrUkZmVKyXkRCw7BTh9E0qqlX\njuWPN+vQDLKIiFTqSOERznzxTP527t8Ydd4owsPCnS5JRAJUXa+D/Hol64o715vqWZMnapBFRKRK\nuQW5REdovlhE6qeub9L7d6mPd7HvgHcREOvl+qQKwTwnVFvKwlAWhrIwQikLT81xKOVQHWVhKAtD\nWdSMpwZ5QamPFsCD2FeiuLQB6hIRkRB3pPAIl713Gfty9zldioiEmOpmkI8BpmPf9e4m4FefV6QR\nCxERcVu2dRk92/YkzOXpfI6ICKRnpXMo/xCDOwyu0f51HbEYBqwCPgcG0TDNsYiISIne7XqrORaR\nGomOiPba+xM8/a0zFzgeeBjYUerjN688s1RLc0KGsjCUhaEsjEDPIr8wn1kZsyiyiqrf2YNAz8Gb\nlIWhLIxgzuK8NufRt31frxzL03WQ9V92ERHxuW9//5bkucm0bNKSSzpeQvPo5k6XJCIhrroZ5POA\nvwFx2GeOXwNOBjKAr3xUk2aQRURCyJNfPEmro1pxY8KNxTOBIiI+V9frIF8IjMcesdiKfYvpR4ED\nQB+gfr8Hq5oaZBERERHxqbq+Se9+YDDwKbAB+BhYC0Tiu+ZYSgnmOaHaUhaGsjCUhREoWRwpPEJB\nUYHPjh8oOTQEZWEoCyOYs1i7Yy3vrn/XK8fy1CC7gD3l1n0K+O5vNhERCWqpn6Tynx//43QZIhKE\nNvyxgY83fuyVY3kasVgF9ALyS61rBKQDPbzy7JXTiIWISJA6dOQQMZExmjUWEa977/v3+OCHD3jv\nivdqtL+nEQtPV7GYDcwEUrHPJB8DvOBeLyIiUmtNGjVxugQRCVJntTqLyLBIrxzL04jFZOwrVawE\nfnd//gqY4pVnlmoF85xQbSkLQ1kYysLwtywO5x/mvkX3sfjnxQ36vP6Wg5OUhaEsjGDOouOxHbnk\ntEu8cqzqrnU8BegItAK6A2945VlFRCRofff7dyS8nMDWfVs5q9VZTpcjIlJrnobAzsEesegKDAVe\nArKBe7GvaOErmkEWEQlgOw/uZMW2FVx2+mVOlyIiUqW6Xgf5c+DvwDfAj8BwYBOwADjfuyWWoQZZ\nRERERHyqrtdBDsNujk8AYoCvgf3oGsgNJpjnhGpLWRjKwlAWhlNZHDpyiIydGY48d2X0mjCUhaEs\njGDOIis7i+mrp3vlWJ4a5OLLuw0CPnN/HQkc5ZVnFhGRgPfN79/wr2//5XQZIiJEhEVwVCPvtKme\nRiwewJ49bgsMA/YB04AvgAleefbKacRCRERERHyqrjPIAKdjN8a/AvHAWcAcbxZXCTXIIiJ+Kq8g\nj6iIKKfLEBGpt7rOIAP8gN0cA2Ti++ZYSgnmOaHaUhaGsjCUheHrLPbn7ef2ebczYu4Inz5Pfek1\nYSgLQ1kYyqJmqmuQRUQkxOUW5HLOy+dQZBXx8kUvO12OiIjPVTdi4QSNWIiI+Jkte7fQ/uj2Tpch\nIlKlP3P+5LW1r3F/z/trtH99RixERETUHIuI3ztw5ADT1/j+Mm/iMM0JGcrCUBaGsjC8lUVuQS7j\nl44nvzC/+p39kF4ThrIwlIURzFlEhEWQX+Sdv7vUIIuISImo8ChaxrSkoKjA6VJERGolNjqWMT3H\neOVYmkEWERERkZCjGWQREanU2h1rnS5BRMTvqEH2Y8E8J1RbysJQFoayMGqbxe5Du7n6g6u55sNr\nOJB3wDdFOUCvCUNZGMrCUBY1owZZRCQEPfj5g7Rp1oZ1t6+jaVRTp8sREfErmkEWEQlBRVYRYS6d\nIxGR4GFZFg989gBPDXiqRvt7mkGO8GJd5YUDrwKnABZwB5AHzAKKgPXAXe5tIiLiI5ZlFf9DUELN\nsYgEG5fLRYvGLSr9O6+2fPk35EXYjXBP4EFgAvAs8A+gN3bHfrEPnz/gaU7IUBaGsjCUheEpi9EL\nR5P2U1rDFeMgvSYMZWEoCyPYs7i/5/31bo7Bt2eQPwL+6/46DtgL9AeWudd9AgwE5vqwBhGRkDey\n20hOaHqC02WIiASMhphBngX8D3CF++viv6X7AjcC15fbXzPIIiIiIuJTTs0gF0sGWgFfAdGl1jcF\nsit9QHIycXFxAMTGxpKQkEBiYiJgfjWgZS1rWctaXsr/rfk/ln6/lDwrj0M7D9Hu9HY88Y8nOPXY\nU/2iPi1rWcta9pfljIwMsrPt1jMrKwtPfHkG+XqgDfAk0AzIADZhzyKnAy8Bi4H3yz1OZ5Ddli5d\nWvIHG+qUhaEsjFDPIm1RGqnTUsnsnAlbgPbQaGkjnr/ree68/E6ny3NEqL8mSlMWhrIwgj2Lx9If\nI7V7Ks2imlW7r1N30vsASMBuhhcAqcBI4BFgJfbZ6w98+PwiIkFt8uzJdnNcypHEI3w8/2OHKhIR\ncdZLX7/klZsf6TrIIiIBKjE5kfT26RXW99nSh6WzljZ8QSIiDmv3QjvSk9OJi42rdl+nZ5BFRMSL\ncgty2XVoF1GuqEq3R4dFV7peRCTY/aPnP4iNjq33cXw5YiH1VDxgLsqiNGVhhGoWH2/8mJfWvMSo\na0cRvy7eXrnF/hS/Np6Ua1KcK85hofqaqIyyMJSFEexZ3H7u7V5pkHUGWUQkwFxx+hVcecaVJctT\n3pnCzp07aR3WmpSRKQwZMMTB6kREAp9mkEVE/JhlWeQW5NI4srHTpYiIBBWnrmIhIiL18NOfP9Hv\nzX48veJpp0sREQkpapD9WLDPCdWGsjCUhRHMWWTuyeT8Gecz7NRhjO09ttr9gzmL2lAOhrIwlIUR\n7Fm8uPpFsrKz6n0czSCLiPih+Bbx/HjXj7Rs0tLpUkREAkazqGZEhNW/vdUMsoiIiIiEHM0gi4j4\nsW92fsPt8253ugwREXFTg+zHgn1OqDaUhaEsjGDJ4tRjT+W2LrfV6xjBkkV9KQdDWRjKwlAWNaMG\nWUTEYdER0XQ5vovTZYiIiJtmkEVEGtDybcv56c+fuKnzTU6XIiISdN765i3Obn02Z7U6q9p9NYMs\nIuKwQ0cOcdu827jqg6u8chtUERGpaN5P89jwx4Z6H0cNsh/TnJChLAxlYQRSFlERUbSPbc8Pd/7A\npadd6vXjB1IWvqQcDGVhKAsj2LOICIugoKig/sfxQi0iIlKNiLAIxvQa43QZIiJB7dpO19I+tn29\nj6MZZBERL8svzGf5tuUktU9yuhQREamCZpBFRBpQdm42M9bNoMgqcroUERGpAzXIfizY54RqQ1kY\nysLw1yxaNmnJvy79F2Guhvsr1l+zaGjKwVAWhrIwlEXNqEEWEakHy7LYvn+702WIiIgXaQZZRKSO\ntuzdwl3z7+JI4RE+u+Ezp8sREQl5//3pvxzV6CgS4xKr3VczyCIiXlZkFXHJvy+hd7vezL9uvtPl\niIgIcFSjo4iJjKn3cdQg+zHNCRnKwlAWhpNZhLnCWH3rah7o+QCNwhs5VkcxvS5sysFQFoayMII9\ni8S4RLqd0K3ex1GDLCJSA5VdkSIyPNKBSkRExNc0gywiUo3cglx6zOjBsuRlNI1q6nQ5IiLiBZ5m\nkNUgi4jUwPb922nTrI3TZYiIiJfoTXoBKtjnhGpDWRjKwmjILPy9OdbrwqYcDGVhKAsj2LNYtnUZ\n8zbOq/dx1CCLiJSy+tfVDP/PcPIL850uRUREamntjrUs3rK43sfRiIWIiNs/Fv+Dmetm8szAZ7iu\n03XFv34TEZEAMfWrqfy4+0emDZlW7b6aQRYRqYEFmxfQ9fiuHBNzjNOliIhIHazbsY7dObsZGD+w\n2n01gxyggn1OqDaUhaEsDG9nceHJFwZsc6zXhU05GMrCUBZGsGfR+S+da9QcV0cNsoiEHMuyeOXr\nV8jJz3G6FBER8UMasRCRkDRx+URuOPsGjm96vNOliIiIAzSDLCIiIiJSimaQA1SwzwnVhrIwlIVR\n0yxW/rKSYP+Pt14XNuVgKAtDWRjBnsX6XeuZlTGr3sfxVYMcCbwFLAO+BIYCJwPL3etexD/PXotI\nEPl1/69c+u9LSZ6bzJ+H/3S6HBER8bGo8CiaRzWv93F81aQmA2cB9wBHA98A64BnsRvk6cCnwNxK\nHqsRCxHxivsW3UfjiMaM6TWG6Ihop8sRERE/4sQMchP3sQ8CxwBfAY2AE93bhwEDgZGVPFYNsoiI\niIj4lBMzyIewm+OmwPvAg+We6yBQ//PfQS7Y54RqQ1kYysIonUVOfg5FVpFzxThMrwubcjCUhaEs\nDGVRMxE+PPaJwH+AacA7wNOltjUFsqt6YHJyMnFxcQDExsaSkJBAYmIiYP5gtRxay8X8pR4nlzMy\nMvyqHieWD+UfYvLsyWR+n8nRLY5m/OjxvJH9Bt0LunPOX85xvD4tO7esnw+znJGR4Vf1aNk/lov5\nSz0NuZyRkUF2tt1+ZmVl4YmvRixaAUuBO4El7nUfY88gpwMvAYuxzy6XpxELEalS2qI0Uqelktk5\ns2Rd/Lp4nrr9KS7762UOViYiIk7btm8bH234iJTzUqrd14kRi39gj1CMw26Ql2CPWTwCrMQ+c/2B\nj55bRILY5NmTyzTHAJmdM3n1/VcdqkhERPzF7wd/581v36z3cXzVIKcCxwNJpT6+BRKB84FbAJ0m\nrr3NL/0AABZuSURBVEb5X4eEMmVhhHoW+/P3m4Ut5svcotyGL8aPhPrrophyMJSFoSyMYM8iIiyC\n/ML8eh/HVw2yiIjXpWels/bXtZVuiw7TZdxERELdCc1OIPW81Hofxx9v1qEZZBGpVFZ2Fu/Nf49X\n3nul7Azy2ngmjZzEkAFDHKxOREQCiRPXQa4PNcgi4lHaojSmvDOF3KJcosOiSbkmRc2xiIjUihNv\n0hMvCPY5odpQFkaoZFFYVEhWdlal24YMGMKCmQsYnzyeBTMXqDkmdF4X1VEOhrIwlIWhLGpGDbKI\n+KWVv6xk3JJxTpchIiIhSCMWIuK3LMsq/hWYiIhItQ4eOcgzK59hfOL4avfViIWIBCQ1xyIiUhth\nrjCOjTm2/sfxQi3iI5oTMpSFEYxZLN+2nDv+ewe1/e1RMGZRV8rCphwMZWEoCyPYs4iJjGFkt5H1\nPo4aZBFxjGVZjFsyjsvfu5whHYbojLGIiPgFf/zXSDPIIiFk5rqZDO4wmNZHtXa6FBERCSG6DrKI\niIiISCl6k16ACvY5odpQFkYgZ7H38F6KrCKvHS+Qs/A2ZWFTDoayMJSFEQpZ3Lfovnr/W6MGWUQa\nzO3/vZ1lW5c5XYaIiASxF1a9QEFRQb2OoRELEWkwRwqP0Ci8kdNliIhIEIt5IoY/7vuDmMgYj/tp\nxEJE/IKaYxER8bUJ/SYQERZRr2OoQfZjoTAnVFPKwgiELCzLYsqXU1i+bblPnycQsmgoysKmHAxl\nYSgLIxSyuLv73fU+IVO/9lpEpJzfD/5O8kfJ7Dm8h792+KvT5YiIiNSaZpBFxKu279/O6+te54Ge\nDxAZHul0OSIiIpXSdZBFRERERErRm/QCVCjMCdWUsjD8LYu8gjzHntvfsnCSsrApB0NZGMrCCIUs\nJi6fyB85f9TrGGqQRaTOtu3bxgUzL/DqzT9ERETq49iYYwlz1a/F1YiFiNTLvtx9NI9u7nQZIiIi\ntaIZZBERERGRUjSDHKBCYU6oppSF4VQW+/P288zKZ/xqnEKvC0NZ2JSDoSwMZWEoi5pRgywi1Vr5\ny0oSXkpg05+byC/Md7ocERERn9KIhYhUa+LyiZx27Glc3PFip0sRERHx6MXVL3LhyRdy0tEnedzP\n04iF7qQnItV6oOcDTpcgIiJSI+99/x6ntzy92gbZE41Y+DHNCRnKwvB1FpZl+dWcsSd6XRjKwqYc\nDGVhKAsjFLKICIuo9zigGmQRKeOJL57g1a9fdboMERGROrm9y+2c3OLkeh1DM8giUsauQ7toFtWM\n6Ihop0sRERHxGV0HWURERESkFF0HOUCFwpxQTSkLw5tZ/LD7B1ZtX+W14zU0vS4MZWFTDoayMJSF\noSxqRg2ySAiyLItpX02j9+u92bJ3i9PliIiI+BWNWIiEoN2HdnP9nOuZ/NfJnHLMKU6XIyIi4jXv\nrn+X+KPj6XpCV4/7OTlicR6wxP31ycByYBnwYlUFiYjvtWzSkgXDF6g5FhGRoNM8qjmNIxvX6xi+\nbJDvA14FotzLzwH/AHpjN8e6JVc1NCdkKAtDWRjKwlAWNuVgKAtDWRihkMVfO/yVM487s17H8GWD\nvBm4FHOm+Bzss8cAnwD9ffjcIuJ2OP8wA94awP68/U6XIiIiEhB8PeYQB7wD9AB+BU5wr+8L3Ahc\nX8ljNIMs4mXrdqyj8186O12GiIiI3/A0gxzRgHWUvndtUyC7qh2Tk5OJi4sDIDY2loSEBBITEwHz\nqwEta1nLWtaylrWsZS1ruabLGRkZZGfb7WdWVhaeNOQZ5I+BZ4F04CVgMfB+JY/RGWS3pUuXlvzB\nhjplYVSXxeKfF5PUPokwV1jDFeUQvS4MZWFTDoayMJSFEQpZpP2URnRENP1O6udxP6dvFFLc7Y4G\nHgFWYp+5/qABnlskZBzIO0Dy3GT+lvY3dhzY4XQ5IiIijlj5y8p63wTLHy+1pjPIInXwzMpn+OnP\nn3hu0HMc1egop8sRERFxxP+3d+fBVZV5Gse/CSGExShhCygBEgHHGisszaJ0AXYg2IPTA1QNljhs\nClOiQLTacVqBlrFLaErGGBYRIShRtEZa6J50eiI0nYQtChgWZYkTSAI0a4MgCWQIyZ0/3nM5NyuB\nhLud51OV4tw355773odzb355897zvpH1BiEhIcwfPr/e/eobQVaBLBIkXC6X+8UuIiLiWDtP7MTl\ncjEkZki9+/l6ioXcIfcEc1EWnurKwonFsc4Lm7IwlINNWdiUhc0JWTzW9bFbFse34s2rWIhII2Rs\nzmDJp0s4e/osYe+H0WdIH1bPWu3rbomIiAQdfxxy0hQLkWoyNmeQtDyJo32P3mzrursrK5JWMHrk\naB/2TEREJDBpDrJIgBs1dRSbum+q2V48isw1mT7okYiISGDTHOQA5YR5Qg3l1CzKK8pZ9c0qTpWe\nshsL7c2yyjLvd8qPOPW8qI2yMJSDTVnYlIXNCVl8dfIr1h+sbamNhtMcZBE/tefUHsavH09cVBxt\nwmq/bFtEaISXeyUiIuLfWjVvRWSLyEYdQ1MsRPzUhasXOHj+IEO7Da11DnJcXhwpM1M0B1lEROQO\naA6yiJ+rdFXicrloFtqszn0yNmew9LOllFWWEREawaynZ6k4FhERuUOagxygnDBPqKGCPYsXM15k\nw+EN9e4zeuRoMtdkMn/KfDLXZKo4JvjPi9uhLAzlYFMWNmVhUxYNoznIIn5gQcIC7ou4z9fdEBER\nuamwsJBXXnmFixcvUl5eTnx8PIsWLaJNmzZcu3aNGTNmcPr0aa5evUp0dDQrV64kKiqK7t27061b\nN0JDQ6moqKCkpIRVq1bRv3//23r80tJSJkyYwKVLlwgPD2ft2rV06dKFLVu2MG/ePJo3b07Hjh1J\nS0ujZcuWTfrcNcVCxItcLhcHzh4gPjre110RERGp07Vr1xg0aBCpqakMGDAAgLS0NNavX096ejrv\nvfceJ06cYOHChQCkpKRQVFREcnIyPXr0ID8/n/DwcAA2bdrE0qVLSU9Pv60+pKSkcOXKFebOncva\ntWvZu3cv7777Lg899BDbtm2jQ4cOvP7663Tu3JlZs2bdvN+h84fIPZHLc/2eq/f49U2x0AiyiJds\nLd7KvKx5nC05y55/3UOb8NqvTCEiIuJrGRkZDB8+/GZxDDBp0iRWrFhBUVER0dHRpKamMmTIEIYO\nHVqlQAUzIORWVFREVFRUle8fPXqUadOmVWl75plnqrQlJSVRWVkJQHFxMW3btgUgJyeHDh06AFBe\nXl5j9LjoUhFfHP7ilgVyfTQH2Y9pnpAtGLLYeHgjz/Z5lu9e+K5RxXEwZNFUlIVNWRjKwaYsbMrC\n1tAsCgsLiY2NrdHeo0cPjh8/zrhx45g7dy6pqanExsaSkJDAoUOHbu6XmJjIoEGD6Nq1K7t372bx\n4sVVjhMXF0dWVlaVr+oFM0BoaCgJCQksX76cMWPGANCpUycANmzYQE5ODpMmTapyn7DQMG5U3mjQ\n86yLRpBFvCT5iWRfd0FERKRB7r//fnbt2lWjvaCggJiYGHJzcxkxYgRjx47F5XKRlpbGlClT2LNn\nDwCbN28mPDycOXPmUFhYeHPE1622EeQJEyYwffr0Go+5ZcsW8vPzGT16NAUFBQAkJyezYcMGMjMz\nb07lcOvdrjfT+9U8zu3QHGSRJna+9DzLdy9n/vD5vu6KiIjIHSktLWXgwIF89NFHN6dZrF69mo0b\nN5KRkUFSUhLt27dn3rx5AOTl5TF79my2b99eZQ6yy+Xi8ccfZ/z48bzwwgu31YeFCxfywAMPMHHi\nRE6ePMmIESM4cuQIb731Fnl5eaxbt46IiDtfMEvXQRbxovKKcj7c9yHT+k0jNESzmEREJDAdO3aM\nl19+mQsXLnDjxg3i4+N5++23iYyMpKSkhJkzZ7J//35at25N69atWbJkCb179yY2NpYjR47cHNkt\nKChg6NCh5OXlER0d3eDHP3fuHJMnT6asrIyKigoWLVpEbGwsMTEx9O/fnxYtWgDw1FNP8fzzz9/2\n81OBHKCys7MZPny4r7vhF/w5C5fL5X6ReYU/Z+FtysKmLAzlYFMWNmVhUxY2LRQichcc++EYU/8w\nlTdz3vR1V0RERKQJaQRZ5A58c+obRn0yipkDZ/LS4Je0yIeIiIifOFNyhrT9abw65NV699N1kEWa\nWN/Offl+1vdEtYy69c4iIiLiNc1Dm9OxdcdGHUNTLPyYrtto82UWZ0rOcK70XJW20JBQnxXHOi9s\nysKmLAzlYFMWNmVhc0IW7Vq1Y0qfKY06hgpkkVtYuWclOUU5vu6GiIiIeInmIIuIiIiI4+gqFiIN\ncLnsMu/kvtPo5SlFREQksKlA9mNOmCfUUHc7i2W7ltFzaU/2n93Plf+7clcfq7F0XtiUhU1ZGMrB\npixsysLmhCxKr5cy9y9zG3UMFcgiQNfIrmydupW1Y9bStmVbX3dHRERE7lB5ZTnLdi1r1DE0B1kc\nx9sr34mIiIj3lFwvodPiTpS+XlrvfpqDLGK5XHaZR1Mf5XrFdV93RURERO6CiLAIFvxsQaOOoQLZ\njzlhnlBDNVUW90bcy8djPya8WXiTHM8XdF7YlIVNWRjKwaYsbMrC5oQswkLDSBqc1KhjqECWoFVR\nWVFjgQ+Anu16+qA3IiIiEij8cSKm5iBLo1S6Kvn84OfMz57Pk72eZHHiYl93SURERPxMfXOQw7zb\nFZG7r/CHQpbuWsqSny9hZOxIX3dHREREAoy3p1iEAu8DO4EsIM7Ljx9QnDBPqKFuJ4u4qDh2PLuD\nxLjEoLxahc4Lm7KwKQtDOdiUhU1Z2JySxZwtc7hWfu2O7+/tAnkMEA48BvwK+E8vP35A2bdvn6+7\n4DfqymJb8TZ2ntjp5d74ls4Lm7KwKQtDOdiUhU1Z2JySRed7OjdqkMzbUyyGAJnW9tfAT7z8+AHl\n0qVLvu6C36gri6vlV2kW2szLvfEtnRc2ZWFTFoZysCkLm7KwOSWLmQNnNur+3i6QI4EfPW5XYEax\nK73cDwkQGZszWPLpEvL35pNbnMvsCbMZPXL0ze+PenCUD3snIiIiwcjbBfKPwD0et1Uc16OoqMjX\nXfCpjM0ZJC1P4mjfo7AXirsXk780H6BKkew0Tj8vPCkLm7IwlINNWdiUhU1ZNIy3P8E0DvhHYCow\nGJgHVK90CtCH90RERETk7toP9PF1J8AU5CuAHdZXL992R0RERERERERERERERERERCRQjAXWedwe\nDHwFbAd+7dH+BubScDuAAV7rnfe1BdKBbcCXQIzVXlcuwawV8AcgB9gMdLLanZjFv2MW18kC9gGn\nrXYnZtEMSME8513AE1a7E7MIAf6KfW68ZbU7MQuAh4BLmOvtgzNzaE3V980uVrsTs7gX8/M0G7NA\n2WCr3YlZuDW05hIfSwEOA596tO0FeljbGZjJ0/2ALVZbV8wPxWD1NmYRFYAE4PfW9j5q5hLsngd+\na21PAxZb207MwlM6MMLadmIWU4Dl1nYX4GVr24lZPAj8dy3ttb2PBrtIzHM9g10gOzGHJGCutT0Z\neNfaduLrYz4w29ruBXxjbTsxC2h4zSV4fyW96nYAM7CvphEJtAAKrdtfYgqBIcAmq+0E5vJ07bzX\nTa96GHsxlZ3AMMyl8cKpmUuwu4b9/3wvcB3nZuE2DrgI/BnzenFiFomYUdM/Aqswo2VOzaI/cD/w\nF8wPt17U/T4azEKAlcBrmPcNcGYOYIqgBdZ2N+AHnPu+mQx8YG03x5wbTs0CGl5zCd4rkJ8Dvq32\n1R/4vNp+1RcSuYIpjCKBy7W0B7racgH4hce/rag7l2BSPYsDmBftT4GDwC+BNZjn7bQs3K8XMH9d\n+A9r24nnxbdANOZSkE8Ci4APMT/0nJjFKUwx9DPr308I/ixqyyEd8wvCAWufEJz7+uiPWV9gC/Ai\n5q+QTn3ffBAow7xnfIz5BcqpWdxOzSV4b6GQVOvrVqovJBKJmU92vVr7PVZ7oKstlzbAEsz8sQzg\nOHXnEkxqy+ID4B3MKOEjwBeYgtmJWYD568Il4Jh126nnxWeY1wbAVsyoqVOzaAncsLZ3YKacXCG4\ns6gth//FFAXPYYqhLzHX3A/mHKD+n60JQG/Ma6Uvzs3iEcx7xi8xn+2JxLlZVOeE98075uspFtX9\niCmGYzEjAImYH4A7gFFWWwym3xd91Me7bRimIBwGHMVMnL9C7bkEu9bYv92ex7yQnZoFmD99/cnj\ndl2vl2C3HfgHazseKMa558WvgZes7XjsX6idlkVP4HHr6wzmOTv1nHgNmGhtl2J+gXJqFg8D64Gn\nMb80gTNfH3VRFn5uGFUnjA8CcjEfxPuNR/sbmE9a7gIe81rvvC8OUwDswPzZsL3VXlcuwawbZu75\nVsx87ASr3YlZACzDnn7j5sQswjGjI7nWl/tDJU7Mwv0p/SzMFQvciy85MQu3Y9gf0nNiDh2B/8Gc\nE1uBR612J2bxe8z54L7Ky0ar3YlZuDW05hIRERERERERERERERERERERERERERERERERERERERER\nEREREREREREREe/pjrlOaFMZC3Su1jYcs9pXUyvCviawp9ewly93a4+5VixANvC1dftrINljv+vY\n15XNwlyfG+DnwJ8xSxznAhOs9r/HLGgiIiIiIkGiO01bIGdhlgD2NIy7UyAXUrNA7krVhQLcPAvk\nLOxFR8As0dvP2j5dx2MVY5aqBWiDWQnUvdBRGma1LhGRgOBvS02LiPizbMxo6mbMyGoMpoDOBjKA\nPOBNa9+PgFHW9hPAh5glsvsAa4HmHscNqePxhmGK02zM6oFhwBfAUOv7P8GsFhZmfT/H2n9YPc9h\nBmb5XYBOmFHfLGAx4KqlTxGYIvtiPccEuIRZ9vphzBLHfwf8zfre58CLt7i/iIjfUIEsItJwLkxh\nPBJTJD9ttXUD/hkYYH2vr9Xu8rgfwJ+AfcAkoPwWjxUCfICZkjEc+CswBVgFTLb2mWrtMx04jymM\nxwDL6znuMOCAtT0HM3L9OLAOuygOwYz6ZgH5wA/W4wNEUXWKhXtkORFoZR3vFGYah9u31nMQEQkI\nKpBFRG7PXuvfE5jRVYCvgKtABaaA7lXtPnfyXtsBM1d5PaYQTcSMWH8JDATaAj8FMoFHMKPTWcDv\ngGZAuzqO2x44a233BnZb29s89nEBEzGFc3fMtIpXre9dtNrdX3nAfZhfEn4FxGPmNz8BPGnd53Q9\n/RER8TsqkEVEbo+rlrZ4zJSJZpji9TugDOhifb+fx76V1n6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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ " # Dynamic range scaling\n", "print 'Doing dynamic range scaling... ',\n", "ABCD0 = ABCD.copy()\n", "ABCD, umax, S = scaleABCD(ABCD0, nlev, f0)\n", "#a, g, b, c = mapABCD(ABCD,form);\n", "print 'Done.'\n", "print \"Maximum input magnitude: %.3f\" % umax" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Doing dynamic range scaling... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Done.\n", "Maximum input magnitude: 0.867\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Verifying dynamic range scaling... ',\n", "u = np.linspace(0, 0.95*umax, 30)\n", "N = 1e4\n", "N0 = 50\n", "test_tone = np.cos(2*np.pi*f0*np.arange(N))\n", "test_tone[:N0] = test_tone[:N0]*(0.5 - 0.5*np.cos(2*np.pi/N0*np.arange(N0)))\n", "maxima = np.zeros((order, u.shape[0]))\n", "for i in np.arange(u.shape[0]):\n", " ui = u[i]\n", " v, xn, xmax, y = simulateDSM(ui*test_tone, ABCD, nlev)\n", " maxima[:, i] = xmax[:, 0]\n", " if (xmax > 1e2).any(): \n", " print 'Warning, umax from scaleABCD was too high.'\n", " umax = ui\n", " u = u[:i]\n", " maxima = maxima[:, :i]\n", " break\n", "print 'Done.'\n", "print \"Maximum DC input level: %.3f\" % umax" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Verifying dynamic range scaling... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Done.\n", "Maximum DC input level: 0.867\n" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "colors = get_cmap('jet')(np.linspace(0, 1.0, order))\n", "hold(True)\n", "for i in range(order):\n", " plot(u, maxima[i,:], 'o-', color=colors[i], label='State %d' % (i+1))\n", "grid(True)\n", "figureMagic([0, umax], None, None, [0, 1] , 0.1, 2, [12, 6], 'State Maxima')\n", "xlabel('DC input')\n", "ylabel('Maxima')\n", "legend(loc='best');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cCt+WTXtouw0SD0PMFxD7pZw01xpbsklzZgI83CuXhDzYTZMq2okyQIsqj+DseLDpJD+s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\nxt9xgh6dDvL338d5+ulj7NplFMe7dh3nyJEM2rQJon37YI4fz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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "a, g, b, c = mapABCD(ABCD, form)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "adc = {\n", " 'order':order,\n", " 'osr':osr,\n", " 'nlev':nlev,\n", " 'f0':f0,\n", " 'ntf':ntf,\n", " 'ABCD':ABCD,\n", " 'umax':umax,\n", " 'peak_snr':peak_snr,\n", " 'form':form,\n", " 'coefficients':{\n", " 'a':a,\n", " 'g':g,\n", " 'b':b,\n", " 'c':c\n", " }\n", " }" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Final ADC coefficients:\"\n", "print \" %s\\n %s\" % ('a', adc['coefficients']['a'])\n", "print \" %s\\n %s\" % ('g', adc['coefficients']['g'])\n", "print \" %s\\n %s\" % ('b', adc['coefficients']['b'])\n", "print \" %s\\n %s\" % ('c', adc['coefficients']['c'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Final ADC coefficients:\n", " a\n", " [ 0.085 -0.107 -0.066 -0.137 -0.256 0.1 0.008 0.186]\n", " g\n", " [ 0.71 0.733 0.928 0.847]\n", " b\n", " [ 0.085 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " c\n", " [ 0.744 0.159 0.8 0.3 0.631 0.342 0.762 2.99 ]\n" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### System version information" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#%install_ext http://raw.github.com/jrjohansson/version_information/master/version_information.py\n", "%load_ext version_information\n", "%reload_ext version_information\n", "\n", "%version_information numpy, scipy, matplotlib, deltasigma" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
SoftwareVersion
Python2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1]
IPython2.1.0
OSposix [linux2]
numpy1.8.1
scipy0.13.3
matplotlib1.3.1
deltasigma0.1-5
Mon Aug 11 21:55:42 2014 CEST
" ], "json": [ "{\"Software versions\": [{\"version\": \"2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1]\", \"module\": \"Python\"}, {\"version\": \"2.1.0\", \"module\": \"IPython\"}, {\"version\": \"posix [linux2]\", \"module\": \"OS\"}, {\"version\": \"1.8.1\", \"module\": \"numpy\"}, {\"version\": \"0.13.3\", \"module\": \"scipy\"}, {\"version\": \"1.3.1\", \"module\": \"matplotlib\"}, {\"version\": \"0.1-5\", \"module\": \"deltasigma\"}]}" ], "latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1] \\\\ \\hline\n", "IPython & 2.1.0 \\\\ \\hline\n", "OS & posix [linux2] \\\\ \\hline\n", "numpy & 1.8.1 \\\\ \\hline\n", "scipy & 0.13.3 \\\\ \\hline\n", "matplotlib & 1.3.1 \\\\ \\hline\n", "deltasigma & 0.1-5 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Mon Aug 11 21:55:42 2014 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "Software versions\n", "Python 2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1]\n", "IPython 2.1.0\n", "OS posix [linux2]\n", "numpy 1.8.1\n", "scipy 0.13.3\n", "matplotlib 1.3.1\n", "deltasigma 0.1-5\n", "Mon Aug 11 21:55:42 2014 CEST" ] } ], "prompt_number": 19 } ], "metadata": {} } ] }