{ "metadata": { "name": "", "signature": "sha256:eecc13bd8dc6572465b19e88fe0f5187d337997ad010c6bf0d3cf0ad57332750" }, "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 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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cuGAST/z2228ZM2YM5cqVA+C+++6z+1qaguPhh+37rGiMj+GCxtq1YEld21Wk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\n5yr+5Raj+5cbHNXl1gNYCNQCooEBQFb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"text": [ "" ] } ], "prompt_number": 6 }, { "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": 7 }, { "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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af9atM6WNl1wC/ft/wb/+9QlHjiRSu3YRt956AUOG9A9HyK6jOWZhcRlwIXCd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OJK+x8bgD0itdLn6RlsZogw+6Vnlr5YUutECQJU79LO6UgtB50CYvG8SdMght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\np7GRqA0bWFFSQolhPZrmOnZtGYJQkzehCFxodu9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+mgf/T07SmeNRnt2g0vbnCRIeaJKu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\nzSmnnMKWLVt2Wf71r3+d9773vbs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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "snr, amp = simulateSNR(ntf, osr, None, f0, nlev)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "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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LSkpKst5//32P27Rp08b68ccfLcuyrNzcXGvDhg2WZVlWamqq1bp1aysjI8OyLMtKT0+3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\nTkxKxtRhT3LWI+WSqD4CLnWWR2A6ReDPLMC83t+tts2PWfw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"text": [ "" ] } ], "prompt_number": 11 }, { "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": 12 }, { "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": 13 }, { "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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4/kubFtCqGdhl6vB9zBWOMIXm+OJAfb3z/XcGM/r7DdzulzZ7Rrk/32fJe2+k\nlpTo0HGcaZSgOrUYxRIusYe7zKMVZbJZHvxlUBhTzolCVGTm5ixGJGa5I3EznsTMeAUdsyyXek5e\nhKTQqVRQurvyiLlMwO9d8B1wPcMhvv1DGLpwRv4lzQn34exIiL8FbfYrS1IXQ2cfQb890KkM7OsO\nB3YHUSPdey0+3nCn3d27sURFxVOjhiMdOlTOkBSb2N7hoGoibfBj5JoqxMbC8VNw8KSWf27c4bbT\ndSzqGF7az7ahDV0+uEdrShucms6OmjTkI47zGW1YiDXlMuz37OLCEmDBOh9leW6VBq90CTPATQKI\n5TaN+Iz/cZbLPMaPNtiTwwmnM3lZfqZJ0iyEEEJkkhQfbXC7pij2wtnUwrREDeC63i7109NwdhTY\ntlBqjG0bKwMNn1dkEJweCuUGQJO/wMS4ZMt/ZzB+fwUQjykWJDGxX/ccD6zLSyvDYNJR+LoZjKhh\n+BgLCxVwE9RRgCUQBxp7mjUry9y5XfWOj09MYnfsHO6eGs7kVVU4fBzCYmOpP/EG1gNuUPqpDWOT\nKuN31JqzA9fSYNVbqeeeHbiGymUq8jMXWcIlBuNMJ5xQZ0qey9KOWAZxjE9pwwLMyDjw1LOLS5bx\njOUuF/mJpnyFL+d5TAL/ozXWkhJmSyL0gnoZPvHlNYlZ7kjcjCcxM16Bxiz+Dt3rh+K9sgK+g26m\nblZWl/MquHYYIUlnYXB75RpNwa4lPD4KEYsh5qLSI2zXIu1h2wTU1gbPh0wDIrXmdG9bEpfKwdDg\nVyjtbnRb/XcGM+nXbYT0TJvhIeRXb4ACS5zjNfDBMQi4BTvcoEm6Tt/M7zUz87JgdhtKrE7dZho/\nkrZtG6PVwsXLcPh48uMY1O/5O43a2nFiRS+qeN6jw4zrVLF/SFdVeV6nFdXslAS39P+9zdgpv3C0\n/ZbUFfbsHmqZOa8vPenAAe7xByH8wiUGUoOuVMAs3aRnVXmDGG5wghm0YC4mZL8YiA4dZ/iaCvRm\nDo+wRM1cWmCeg3Of5WX5mSY1zUIIIUQKnQ6Ovwq2TQi+3iHPl3rOLzleQloTB0/OKEl0yiPmPFg7\ng23zdIl0UzC1MTwgcrkV7kMW4eIxNFdtzWpZardgH3b+lLPFQp5HeAy8uQcqWsGvbcH+GZ3kv/12\ngrHvziPe/A+9fY4WPmjMZ1G6lFJ73KoZNHc5h6bhNCJNfPibaKxR04sqdKE8Vgb6KbNbLESHjpNE\nsoKrhBOMo/rgAAAgAElEQVRDf6rTk0pYJie5WjQcwxsrnKjP+9muNBjOJsLxZw3DqIQdH9IAtcw+\nrEcGAr5kXpb6orwkMcsdiZvxJGbGK7CYhS+Am79D671gYpb98UWIoZUGtSY22cdNGw9PzmZMpJ+c\nBavqTFvykNkDb+md8jwDIjuPn05wp+l6203WTafT+Om8WhFerQB17PJ+Rr1tN2H4AZhSDz6oa/j6\nKe+1VatO8+GH26lY9QGHL/jqHdeo+nT+2z6dUiWV5PYst7nCRALpTHlc6EUV6mGfoyWzc+ICUazk\nKmd4SF+q0osqlMCMJGI4wEQq4UE13szy/KdEsI8JbGYEdanHOOrkWdtetJ9pMhBQCCGEeJbo08os\nEG32F7uEGcDFzVOvJzxHi06YWIBdc+XBGGWbNgGenMPUvD+gnzTndkBkTBJcfJhkcJ9bWQ2T6sE/\nEdDtPzA3UZLnVyuCS1mweI4KAo0WZp6BpSGwtqNyvWdZt+4cH3wQwPbtQxk51g+1RSDW1TdgYg3a\np/A0tA8VymuwLpnEZm6xiXAas4Gq1GEW7+R6QN2z1MWemTQjlGhWEcpggnmNyvSjGi34ggO8hzUV\nKEsHvXN1aDjCHA7QjtY0ZhA18ixhfpkUl4hJT7MQQoj8o4mFA62g2hRlRT8B5O3Ue9dioHcwOIYE\nc+3ANq72zHpZap0OTj1SEmj/m3A2Cro4KQl0zwpQzoixjPfjYPA+iNfC6g7Zn7tp00XeeWczmzcP\nYe3mciz+ww+rdoHUXTEu9ZhLby+ibc+OJL3ZlEY44sEdNPxOBxZjWkBzHN/kKWsI5T9u050KeJLA\nVT6nJV9hT+0Mxx7ld06xg1LM4HWqFUj7ijMpzxBCCCGyct4LEu9Bo1X5vspeUZk5IidyXCudjV13\nYMBe+Lg+TKoDWwKDWbBue9qUaH27PTMG9+Jg6y0liQ64BTVtlQTaswI0Lwkmyf9lmWPbvXt3/FQu\nDKwGs1NW93uGf/+9zPDhG/luwXDm+JWltjMklvMi+iv91xrv8ycbZy3Enlj2MYamTMeRRjmOSV65\nTxx/Eca/RNCTWzjzN0kHBrPkn50kmYKV4xP6jb+Jg/mXdEleKls8m5RnvGRetPqigiAxyx2Jm/Ek\nZsbL15jd+wfubYZ2JwokYS7ImSOeN24pibFPulppjyE5HxCp08GPl2HGGVjRHromTyn8rCnRDClj\nCUOrK49ELey9pyTQQ/ZDVAJ4VgSn0GBWbd5GqGdabHcs92bqAJjVNPt77dhxlWHD/qa9az0mTSvL\nN7Ogf38tHjMSDR5fVm1NGSw5xmwq4FEoCTNAaSwZR10GUoONhLPt6j5Ut2YTgTVm6Ch97w4rvi3L\nO+0iIZ8+m70sP9MkaRZCCPHyir8NZ8dAk7Vg5pDvt/P7KyBDwgwQ0tOXBet8imxvs6Fa6ZxI0MB7\nR2DffdjXDZzzaGVtMxNwdVIe85rDlWjwj4CZGwKI7JUxtto3fTm8ywf6Pzu2u3aF0X/gDirWfo9r\nt/fxy757nCtzmze5y72kGMoYaodGxQ38iecezZieNy/uOdhjznBq4vbFDRycovjcNyXgFfnWO5Jv\nli/Aw8WtUNtY3Mk8Iy+ol+ETX16TmOWOxM14EjPj5UvMdFo4MxwqjQHHTnl/fQMeJBnuq4rTPd88\nuVkprPfanVhwC4R78bC/e94lzIbUtIVJdaFRydzFds+ecF596wLW7r1ptvgKVYN1bC1zBWdsWUoH\n5nV/m3jvtRmvOXUto15z4RJLaMxUTCg6A0cTnlzlHd9KGbZN9i1JbMzlfLvny/IzTXqahRBCvJzC\n50PSY6jxWb7eRqeDwDvw9Xk4HWl45ghLlSZf21CQjjyAN3bDyBrwWaO0euP0/P234+e3kvh4HRYW\nKiZOHISnZ7fnuq8FSVhd3kql8CVYmicRl2DKjSqjs4ytBh2LD11h/uV7NDtvRg2rEHpYlaMz7SlH\n2mjBlN7ZpT4bSVTrMNOoGOUxCPvW6ynPUEoUsYF1FhaGx4BZmMvYsOclSfML6mWpL8pLErPckbgZ\nT2JmvDyP2eMTcPULaHMQTPLnV2GSFv4MV5LlWA18WA/GjuvOlN+8M5RoWP01ldFjPfKlDQX9XlsR\nCpOPwaLW0Key4WP8/bczadL3hIQ0S90WEvI9wHMlzm71HEg6NYkpSyukbvt61CReaTIm9bkWHWd4\nyH/c5t+YW9y3MKdmCUcWlmhKVXNlVcSgoCDKZYqZh4tbhtKGK/zGQ2yoSp9ctze/lLVxAvQTZKcS\n5fLtni/LzzRJmoUQQrxcNE/h9ECo8y1Y18jzyz9JVOYD/vYiVLWBGY2UgWomKsDZBXMTWLDOhzid\nGgs0aLt48KXOBZc4KGuZ580pEBotfHIS1l+HnV2g0TPKw/38VmZImAFCQpqxYMGq50qar989wJQl\nFTJsm7K0Aht9dnCSV9lNEru4h43GjFvrSrPv63p4v5XAJ1OqZXvtwOCtbAhYAqZJJCbFU6d7NONd\nNqAqglWuYwZ8xM8ffMKI/6WtDb5s8kPe6T+3EFv1YpAp54QQQrxczo1XyjIar8jTy96OBb+L8HMI\nvFJW6VluUzr783Q6+Pw0rAyDra8oNbrFycMEGLhX6Vlf0xFKWTz7eFfXEezaVV1ve4UKR9i581fq\n1s1B0JLFcY8HHCeS43z52WKGzNTv3l4y7ToDZzfEmifoEhwIOVOO22HmNK9dmlYN62OJE1Y4YUlZ\nzCihd35g8Fb+2DaTt3zTXtgq70cMd5+Dm0v+/IXgeQUGb2Xj9qXo1ImoNGb07jaqyLa1KJIp54QQ\nQoi7f8ODbdD2eJ5d8kIUzLsA68JhUDU4aOTAN5UKZjaGilbQaTts6gytSuVZ8/LVuShlwRLPCvB1\ns+znQQa4c+cxcBPUUYAlEAcaeywt1bi6LqNxYyfee681np61UKszXjCBKCI5wQOOEclxEoiiJE1x\npBnXrxpOaW5dsaBn3Aam+WrZsvsujvZ/MfkjG5o2NCeaq9zlAHHcJpY7qFAnJ9FlkxNpJ1YHLM6Q\nMAMM9HVgo8/SIpuIurl4FNm2FWdF7+8KIk/kaOlUkYHELHckbsaTmBkvT2IWdxPOjYVGf4CZ/XNd\nSqeD3Xfh9V3QeSdUtobLr8H3rXI/U8TYWvBTa+gZBP/efK7mpcrP99rmG+C6A6Y2gG9bZJ8wazRa\nJk/eyr37VqitEsBuNdgtA7vVmFonMnSoK9euvc/w4U2YM2cPzs5+zPsukJDHu7jAj+xlDLsYxA3+\nxYxymOFFBF+zmtfwogQ3bCrzrXdkhnt+OzUSjXktWr6i4vzFJKKubGR0r4682WEkzgyhAR/Qkrl0\nZBld2YILK4kKcqMyr2JDFRKIItE00uDr0akNz9/8MnpZfqZJT7MQQogXn04LZ4ZB5Qng0D5Hpxha\nuc/jFRc23lAG9z2Ih/+rpyzNbG3Eb9P09bEkmdKn++jUXsFelaCMBfTZDV82hRF5X3L93HQ6+OKs\nsmjJ5s45K0F5+jSRwYPX8+hRHI2bVeHA6c5Uqt4PS+sk4p6aciN0NAeO7MXUQovHYA2tB6u49uQc\nsaZb2HjYlqTYOpRr1IvI8lU4SzQRPKUmGhqg41Uq8zGNeKfM34R3d2W6zw7M1RoSNGq0Hm9x1ecO\nPsNi+N/cxXzu05GRI5sZbKMKFebYYUNFytIhdXuJpB3AA/3jNUVnmrmCEvyvPwE/+2GaGE+SmQXd\n35mISw/j5/AurqSmWQghxIsv9Gu49ze0DMrRbBmGVu4r/bc3pk3cqdbChSn1oVdFUBv591pD9bFr\nveMZ4v5Zhj+nn4+CHkEwxlnpyc3nhQqfKf2HB1NdEnENupNU24X1naCCdfbn37nzhNdeW0XduqVZ\nsuR1OriNwLrKaT5dmTZQbcGEW1SuVxr3kXbcCatKeER9bumqc6d0GeJrxqBJ1PJovwrtaTMampan\nW7XqlLE3xc4W7GzB3g5+Xu7H8kuB1P59XOp1zw34kd4VOrLjbwvef78NXl5tjH79Bv/PpsYxxOPz\nl6oEIvhff7b5TMJXk7akurfaGfdZ81+4xDmrmmZJmoUQQrzYHh+Dox7Q9hBYVcvRKe7jpxHQabbe\n9taBPhxYPCvXSex7097g1dkP9bZv8SmN36w/M2y7+VRJnDuWAb8WxifoecHQhwfb9d78NtadPt2y\nX8Hw3Ll7eHquZMSIJnz2WWe0qkQ6923ItHUV9Y6dM/oO9X/4nqumSZSJtaH8QwdK3XGgxHVHNHcs\niYrScfzEQw4fuc+DSC2VKpelZCl74uJNeRwNN0KmoSvhhnX1jZhY69A+VfE0tDcWMcuY8dk4Pvww\nZ39hMEQG1sG0Pu7MDgvQ2+5T3Z1Z67cWQovyT2ENBPQAvgPUwBLgy0z7SwN/AOWS2zIPWJbPbXop\nvCxzJuYliVnuSNyMJzEzXq5jlhQDpwZCXb8cJ8wA8Vn8erQyU+cqYU7kCeH8TZTpKUB/hgdD9bEV\nrCG4q1Kq8eYeWNEerIz8rf287zVDy35Hv+HLog0+2SbNgYGhjBq7mjlLqtKsyyUO8hdR2hCcnA3X\nAifGJTHWvDF1sMfKxhRsgEpAi5QjVEApoBTnzt3jhx8OsnLlabp1c+a991oxbYaa4GNuRF/IuFR0\nWadNRiXMhmImA+vANDHe4HZ1QtxL8zMtPz+3qoGFKIlzfWAgUC/TMe8Bx4GmgCvwDVJnLYQQIq9c\nfB/s20L5AUadZkHerNwXx30u8hPBDCaGcEok1TF4XFb1sfbm8K8rWKih238QaThvyRdxGgiPM25p\n6jjucYtA1l+YxhWnSfx4PpgaXY5ggjmJF99mfJv1hF02XNNhojGnKaWwykEaUL9+GRYu7ElY2Pt0\n6lSFMWM2c+jgWYPHlixZgEF7gSWZGZ5LUGNeTCcXz4X8TJpbA1eAMCARWA30ynTMLcAu+Ws7lEp7\nwz+phFFehk98eU1iljsSN+O9rDELDvRnmpc70ye6Ms3LneBA/xyfm6uY3VkHkYFQb6HRpw54tTsm\nf3pn2ObsPxWvvjlbfCOG65xhHnsZiZZE2rOIxnzKm929WOudMYlbNvUa7bvVzfJaFmqll7lNKei4\nHcJjcv46chO3049g0hGotBHuPVWWpq61sx+Ndvem1s5+WF3eiqVKgw4dTwjnOv6cYg67GMRe3WgC\nz69l6/pHtLb+hO6mm2nN/9i/egR9X2vB+4uieVSqnMFZLqxsahndVjs7C957rzXnz79LxXKx8GR8\nxgOejEOXdMeoa76s35/Z6f7ORLwTnDJsm2pSg25jvF6amOVnr25F4Hq65zeAzBX4i4FA4CZgC7yV\nj+0RQghRSIID/dm2YhK+/dMNIlqhfO3ilg+DiOJuwPkJ0HQTmBo/B1yAgwtvecLDPcrKfZYqDV4j\nPfDs8uyShCgucpVVRHKCKvSmE79jTtr0dil/4t/ok1YfO8xjDDYu/oSwAmcGG7yuiQq+aa7M5dxh\nO2xxffaqe8aKToQ112BxCEQ8hZHOcMQd1kQ4EJBpaeqFXu/h4lGf/3gDEyxwpBGONKJSwltMGn2S\nSxcj2bRpAE5OJdBoYMoM2LgrkVGHLrDfIZL/G+bFkt9+YrpPfOosF/G3yzNnhFeu269SqahUsQwh\nV7TweCBgAcSDxg47W7vsThc54NLDE36uis+9MqjtS6K5eAKPMQNfuEGAz5KfSXNORu5NBU6glGY4\nA9uBJkB0/jXr5fCy1BflJYlZ7kjcjPcyxixgg1+GhBnAt38IPhsX5ChpNipmOg2cHgpVJoKD8bMl\n7L4Le+/BhREuWI/OfrCbDh0POEYoq4jhOtV4k0Z8jClWBo83VB8bR3cO8yEaYqnFKFRZjNP/oB5U\nsIIuO2FtR3B1MnhYqmfFTaeDQw+URHlduHKtzxqCR/m0QYc3DCxN/d6Cyqz3eYLX66uxoiwAkZGx\n9OmzhlKlrPjvv+FYW5sR9RgGjYHYevdpGniGsuoy+NABaxdTamDH0u0bSUSHGSpGjeiNh4tb5iYa\nxcJCBVQATcb2WlpeM+o6L+P3Z45E3iP+0hlulG+LLkaDyqEa8dv+go9mEbRr10sRs/xMmiPIONqh\nMkpvc3rtgZQRBiFAKFAHOJL5YiNGjKBatWoAODg40LRp09T/oJRJteV52vMTJ04UqfYUh+cpikp7\nisvzEydOFKn2FIfnL+P3p6lKKUkIOomyv4ny7/Wrpwny/xnXHiPBxDRvvj9vrcS1phaqf2J0e3cG\nBjHuMHzV3xVr02cfr0PDhqAF3GQnTVxLUYMBXAwyJQxTqrlaGR2vNnzHoqDB7OcUw1zno0Jl8Phy\nwOoOrry1B8YnBvFKOeO+Px8nQFhVVxZfgcgTQXhWgPMDXClnpezffTnl9ekIvXGRU0FqGrsq08Od\nClJm/rBQV8OKsgQFBXHzZjQzZ17D07MWPXuacejQXipVcaXX6CRK9vsd03pRfKweQktKp7bPw9UN\nDxe3tPa65Oz/51nPJ04cxJkzM7h5syagLNNdoUIAnTv3IYV8f+b++fY505hxTUvNc4GkLII+w8KE\nk17jaNlvYKG373mep3wdFhbGs+TnlHOmwEWgC0r5xSGUwYDn0x3zPyAKmAE4AUeBxkDm5Xdkyjkh\nhCjGpo1rw+w3Dult91ldkVmj7CEuHOxagkM7ZfER+7ZgnoNVMzKLOgzHPKHtEbCqYvTpi6/A8lBl\n1oqsZsnQkkAEAYSyBjPsqMFAytIeFSbGtzeTRJ5whI+xpRoN+AAVhgfcAZx8CJ5BMKUeTMq6JFpp\nsw523VVe35abyrLXY2qCS1ml9EO/HdGc4Ru+mbaGIbPL6e1PmSLvwIEb9OmzBh8fFyZMaAXAzl0w\n+pcHNFh4hs62pRhPHUpQMAuB+PtvZ8GCVcTFabG0NMHLayCenjmrQxfP9nZ5e6rdfqy3/VqV0vxy\n7V4htCj/FNY8zT1Im3JuKTAHGJu8bxHKlHO/AlVQBiXOAVYauI4kzUIIUVxF/kfw8l5sO1EC30G3\nUjdPXe2Mx5D5SnlG4kOIOgiP9sGj/crXFuXTJdHtoER9UOknkcGB/gRs8MOUpyQ9PEr33hNx6TfX\n6GY+SoC6/yizVTQrqb9y3+vdh1DTJY4w1mGLMzUYiCONsyylyIq//3b8/FYSH6/DwkLFxImDMiR2\nScRyDG/McaQxn2LyjD8KX4sB9//gtYrg8iCYhesyrmDYvL0Ly67C0hBl1cIxzjC4GpQ0PBECAJGc\n4BRzcaIjEcFVWbltjsGFPSLvVmH8eH+WLeuFp2dtdDr47tckfrO4RJV+d/C2aEgbyhgVG1FEhZxj\nRMumVH+kP11gqIMZy44cB+cGhdCw/CGLm7xkgoKCUv/8IHJGYpY7EjfjvVQxu7cFzgyHJn8SfCKG\n7RsXoCYODZZ06+2VdT2zTgNPzqYm0UFBO3FtEA32bZQE2qE92LchePde/QGGa5xxHzzf6AGGHxyF\nJ0nwcxvDq8D95h1GF3cX3nLxwY6auQqHv/92Jk36npCQtKWcnZ2PM3/+uxkSZw3xnOBzVKhpwueo\nMc/ymg/ioaNfMDcObuPJG2lzKtus8ybJtixDx09ijDO0KvXslQW1JHGFZUSwlYZMoUzy2P3MC3v0\n6jqSY4fsmD//IJs3D6RZs/IkJMConyK51vc0newd+aREPWwLqHc5r71U35855fcpb/+wmmoXw/R2\nXWtQi2HNa+C6/MVZ4KSwFjcRQgjxsrqzTpnBotlmcGiLi5sRM2Wo1GDbWHlUHgcPgqB9A3h0AKL2\nQegceHyEgGXgOzTjHGzGDDBMcSEKfg+Ds8mnbAhYkiFhBhjuW40tPk8Z7ZK7hBnAz29lhoQZICSk\nGQsWrMqQNKuxoBmzOIkvx/CmGTOzHFhYygIqhQRw4Y2Mi5DE9PWl+eqhLM7BWMinRHCS2ZhhT3t+\nxoKSqfvSD1xMStLi5bWFvXtPsX//KCpXtufGfQ1D9lzCZOhtfCzr080qm9GJonjRamHLHwx4/yPm\neH3AK0lpMwPvsrTkE5/p8MVYuHMDnCoVXjsLgCTNLyj5lGw8iVnuSNyM91LE7OYfcGkKNN8Kds2y\nPz4bqTEr+5ryANAmYrquLXBM73g1cTm+tk4Hk4/B1AZQNmWdBlPDSwYYWrnPGJFZrE4SF6fV22aC\nGU3w4Qxfc5SPac4XmFHC4PmJKsO/zm0rOj+zPTp03GQbF/iJmgyjCn30yk1SykliYjRcuHCXKlWa\ns2fP59jZWfD31Yd8bXKa8rXs+Nm+A44mWfeIFxcvxfenMY4EgWMZylnb06ZOHa5VqoQ2Lg4TCwta\nXr+O3e17tB06GlZ8Bx/MK+zW5itJmoUQQuStGz9DyExouVOpQ84vJmYkqQ0PFtSQ81XKttyE0Bh4\nN/3aGkmGfz1mtXJfdq5fj+Lzz4M4efIW6hLWWNeNwMTGDG1MIk8vVMTS0vAgQhPUNOIjzuPHYf6P\nlnxF+nmfU+RmBcNEnnCWb3nCVVrzP2ypoXeMfjmJMw4Ox/hv7y52167KAdub9LhaD++2+oMFxQvi\nn+Voew5ht+8XjF24kBpdu6buirxyhaXt2lFz/VpKT+sLo73BzrEQG5u/nn+oryiSMk/TJLInMcsd\niZvxXuiYXfsWrs6BVrvyNGHOKmbd+0zEe03G3tSpq53p1jtnC2UkaJRe5u+ag3m6MYae3d/iN++w\nDMeunRpH726jjGk2Dx/G8tFH22nS5CfKlSvBlM88cOoVQYvDk2gWNIEWhydRsud1rEqVzPIaKkyo\nxyRK0YxDTCZeb4IpmNivO85b9Fcw7Oxs+EPFQ06zl9GYY087fjKYMINSThJ2pzS2LQ9g3/koti0P\ncMeuEl/XTmJXyFNm3W7/wiXML/T3p7FiYyDob87F22Dl6Ej1Ll0y7C5Zsyadp0/ny7Hvou3QE/78\nqZAaWjCkp1kIIcTz0+kg1BduLlcS5lxM95YbKXXLPukGGHoMecYAw0z8LkFtW/DIuB4G1V0e4k4P\ntvjcSx0AN8RjlN6iJFmJjU1k4cJDfPXVPvr0qcvp0+OpWNGOftM2UvuPSRmObbBmMgdcf2TMmE0s\nWNATS0v9X80qVNRmLGqsOcgkWjEPK9Jqh1NWKlywLuMKhjbqjGUfWjSEsJzrbKYhUyhLuyxfw+PH\n8Rw9f5WSPe1osCatzSEfLyNk6k2OfNeDiuWLy3wCIlcCN6Br0p7d8xfS9csvUwbIZdBq/Hg2LF3K\nvsQydFztB0Mmg0XO/9JTnBSXd7vMniGEEEWVTgdXpsK9f6DFdrAoHj2Pt2Oh4RbY1w1qp1tpOZEn\nBDOY9izCCuNei0ajZfnyk3z+eRAtW1bgiy+6ULduWm9vJ69hmC4YpHde/Lt/UOleL65efchff71F\ntWpZr5EdylqusZ5WfIMNFXPctqfc4hS+qLGiEZ9gSaksj92x4yqjRm0iuuJqmuybrrf/UhdfInbu\nzvG9RTE1vjsXnJoQvDmQMUeOGEyaAR5du8bili0Z3q0eZfsOgb7vFHBD81ZWs2dIeYYQQojc02nh\n4iS4HwAtg4pNwgzgfRLerpExYQa4zibK0MaohFmn07F580WaNPmJX345wZo1/Vi/vn+GhPkpSVxP\nijF4/u3QB6xZ04/BgxvRtu0Stm27kuW9qvMWzgzmEO8TTWiO2neT7exnPE640JIvs0yYo6PjGTfu\nH95++28WLXoV61KGk3cTa5sc3VcUY3cj0J09TPCmHXSaNi3LhBnAoWpVusydy4Zjt9Es+xo0WdfS\nF2eSNL+gpCbLeBKz3JG4Ge+FiZlOA+fGwOOj0DIQzLPuuXxeeR2zIw/g31vg0zDjdg0JXGMd1RmQ\n42vt33+dzp2X8emnO5k7tyvBwSNo165yhmMuEsUozT7MK9Th7OC1GfZdGL0S64cVUKlUTJ7cjrVr\n32TkyE3MmrULrdbwX1kr8xp1eIfD/B9RXMqybTuD/uUUXxDCH7RiHtV5K8uVC3fuvEqjRj+SkKDh\n9OnxvPJKTXTmhmfDMEl8cdOHF+b783ltWcGVqm3QJCZRt1evZx4aFBREs5EjsXWuxe7wWPhvYwE1\nsmBJTbMQQgjjaROVRUsS7kDzbWBqeCq0oking4lHYXZjsMs0GUYEW7GjTpYD49K7cOE+U6fu5PDh\nm8yc6cqwYU1QqzMmk1p0LH8axgpdKCEf1yfx3wAinw7haPuNmFjrAA2V3mvO/XgYMhbeGQ6dOlXl\nyJExvPXWXxw8GMHvv/fB0VF/juYKdEONJUf5mGbMwpGMnwAecpbTzKMbnrRnEeosZhR58iSBjz/e\nzqZNl/jpp1cpV7EWPnPA/9FdSo5ox/kRq6m3LO1DxNkBa6maIHMxv9B0OnSblhEcYkIn72moTLL/\nkKRSqXht8WIWNahPnf99Rvkubzx7NZ1iqLi8GqlpFkKIokIbDyf7gy4JmvwJasOLbhRVK0Lh24tw\nyB1M0v0W1KFhN8NoxCc40ijL82/ejGb69CA2bLjARx+15733WmNlpT8VXUhkPB8+OE1EdCKN/Jvw\n2QhrzpwKZtKUbYTcTluIpK6LL9VXt6BxYHM2zSyL9v/ZO++wKK4uDr/sLkUQKaJiQVFUbLF3kxUb\noGiiidFoSDSWNBVNUb+IGBMlzcSCMcbEFGM3GkvEgoqILSYqNlRUEAsK0jsLuzvfH4sUd1HawgLz\nPs88s3tn5t47l9nhN2fOPUeAt9+E8aNVfP2VRszu2DGGzp11u4vE8i+X+ILU4EEcCTgGshwylLF0\ncJUwXq5Jh10UQUGRTJq0mx69WtGx+2C27jQhNQ2G+8Rwd2QoI04bsfDtdaRY10FiLqDOMKJOYjJr\nvp2Mh4e8GKMtUiW5dp6ItzzYl1iH969eRSLVTl9fFJfWr+fEtCm8fWAvsr5Dnn2AASJmBBQRERER\nKTuqDLgwCmR14LltUMWSWaTlwNwLsO35woIZIJpgTLDNE8yPk3ooFAKmpkZMnjyaixfN+PHHc0yZ\n0vOzyw4AACAASURBVIUbN6brtADHxcOn++K5OOQSDe40ZrNzS5x8NJa6Zg65US5W+5CVJcXMTMWM\nqUNoYdaRecPOs25oRxRn7FjzO3y+RIqHqzueE1szePB6vvtuCBMmdNZqrx49SQt2ZevBJUzwdcwt\nNWWrdwadSKOBDm2bnp7N7DlH2LIjm9YdJnPwdG3MbMDvK5D2jWGZJJRv6Ibz81Y0XCJl5epDmv7a\nqpjhPVoUzNWdvX9wPMGU573nlUgwAzzn6cn1VcsImvEug8+FP/sAkXJHECkZR48erewuVDnEMSsd\n4riVnCo7ZjnJgnDmBUG49KYgqHIqtOnyGjPvC4Lw+kntcrWgFk4KU4UY4ZQgCIKwd2+A4OT0kgAL\n8xaJRC4MHvy5cPduks66Y+MEYe5ildB2VZgwOClQ8I+JLVHfLgrxwkvCYeGCEC8IgiDEJwjC8tWC\n0LaXIDTvlCPUczguvDnxgJCVpT32071fEfYLLlrLKE+51r6/rosSrOzPC2YNMoU+rkrhl/WCkJKi\n2XZciBZGCUeE64Luc6wJVNnfZ3mRnS3c6WotLHdoIiizs4t1yJNjlnb3jvCtiUS4u+UPPXRQ/wA6\n3Ruqrye/iIiISAkJDvRn/gw3Fnq5MH+GG8GB/pXdJcMhJwHODoHa7aHDbyCpei8qI9Lgx1vwlbax\nlnjOoiaHevQCNEk98rPgaVCrByKV3sbBoXBGvrh4+ORz6DAqg0uv/8vgSSlss+rLsPq6E4sURUds\n8aETC7nANZKwtYGZ70LoafjjRxmDXPuw2X8AjVpFsnVHGoW8FotM+62JYhCfAN99r6JBy2SmzLLE\ndYgDl0+ZceqglEmeYGkJx4lhKaF8RTecdWQdFKkhnD5IcDQ877MAqXHpMmBaODRl6OTX2PX+NHIy\nMsq5g5WH6NMsIiIigkYwH9w4E9+x+a8Tvbc64fb6imInynha3QE7/ZAZKVAKpriO8ipznfqsVwvF\nIzjvCraDofWSKju555Xj0NUGvDtob/uXD2mMO41xBcDFZSLHjjXX2q9//9sEBf0OaMTyd6vgp3Xg\nviCaVM+reEqbMxpHJGX493qaRyzhCt/QnZYUjocXnyAw6d3b+B+pQ0P7Osx814SJ4+GzZaPxWByv\nVde69+zIyfiTg4FqyLlJj06xbFnflfr1zQvtd4xoVnCVr+hGa1Ew12ii3hjMtv3nmRH1EJmpaekr\nSk3iL6cGmL/kifvPv5RfBysA0adZRERE5CkE7PQrJJgBfMeG47PJC3mL62BsAzIbMLYuvJZZglHR\nL+10ivGNms9lEbj6qvdx3XliXCXg2jYCuftkcPq0ygrmwGgISYCNfbW3JXGNDB7QkIEFStXaOwJm\nZpJCYnn0aBUzL14nrHY839CNNuUgOPtQHy/aMZdzfEcPHMmPTFLX1ojd21oQGHibMeMPsWnrQBZ/\nV59WzXoT+vrPzNmYn9rwi9ceEHV1KM0dQjHPOcqPqwcxapT2pMDHgvlrutPqCZEuUsNITSJ43zH6\nfeJbNsEMYGnNUK8prF6yjjavv4Gji0u5dLEyEUVzNSUoKAiXanCBViTimJWO6jJuMiOFznKpkQoU\nUZAWCspEyEkEZVL+WpUO0jq5otpaax2waZeWGB/SJpxDWz9B7hyriXUsKPPXqECduxaUhT8X2Ddg\nw058X7tXqF7fseH4bJmDvF26pg8yq1xxb61ZS579T1CnGN9QF9r1QN6y8gRzWa4zpRpmnoNvu4KZ\njjlNt9mMI68iyf2XqFSqiYtriEXtQNIzGwJmQBb17DKwrL8C554wZiT8fTKVn+0vIsGSn+iLRTn+\nS3XBnmxUzOY/ltOTxhROJjJwYHMunqvLq6/+Se92VkTcTSD0xgq8+v6CmXkOWRnG3L89F3XyUnq0\na0HolUnY2ZlrtfNYMOuyatdUqss9rTRE/7SUBwoZo6fNKNFxRY1ZramfMHzLH+yeOJF3L1/G1NKy\nnHpaOYiiWURERARQqnXPEFfVagPOS4s+UK0EZXJhIZ2TmCuwk4oW48oYSDia6xssBSMZGD1eF/ws\nBSMTkNQqVC6T6RbAUlUCxGzP7UdS4bWRVLeYllnnlQdsXq9tcfeMx2fXSv24flQAa25BfTMY1UR7\nWxp3SeQyz/FJXtm8eUcwMamFpW1X0lOX5ZXHpcwjI+0e5485crHJPb7hJu/ijBuNMdKDt6MrjVGg\n5iP+Yzm9sKdwpI7GjesQFDSRjz8OIDDoDjlm7ty87l5on3pWq9iyZbTO+oOIxk8UzCIFOP79D/R5\ncxzGtcopjGSDJrR+ZTTXjlzi0OzZDP/xx/Kpt5IQRXM1paY+JZcFccxKR7UYN0GNa8cUvNfXwfeN\nlLzieVuccPd8hsVFItNkwisiG57S7AhQ2CLs0gmO3OsCz60rdZeVpvsA7VTLKotO0Gmb9gGCAOos\n3WI6T/QnIVMn6WxPSlap+1oelPY6i1fAZ5fhyCDdniWRbKUpI5HlCtJdu66zdWsoLVorCIlcVmhf\nwewLlMYL+a2JJffJwI9eNEW/SV1G4IACFR/nWpztnkhQYmIixc9vKL/9sYocHcerBd0Pg0d5yEqu\niYJZB9XinlYKYo8c4E5UAi998RQjQRE8dcze/Bi3IBd+3BfLrYMHaenmVvpOVjKiaBYRERGJWIS8\nsxm0+AOfPauRkoUKM9w9Z5TZuuo6ygvvjeGFrLfFEuPlXa+RkSYJibQWmDYssl6leQjwUKtcVUQ2\nOUPn00swpik8Z629LYtYYjjOC6wH4NatBN5++2/+/nscsz9Zi9Q0EPPmO5GYgzoDBOMhKJZ3xhZT\n5tERE0oWv7a0jMaxgHDuhTXasbGbOcgIDXsPaq/OL0x7F3tn7foCecj3omAWeYLj8+bQa2BvTKx1\n/FjKglN7zDr35sUXWrB7yhTeu3wZs/Juo4IQRXM1pSb7ZJUWccxKR5Uft0d/w/210Ps/5Kb2yAe/\nVK7VPxbdPrtW5onxBh36l1mM66rXkEV+WSnNdXY5CbbdhWvDdW+PZAeNcMMEKzIzcxg9ehsLFvSn\nQ4cmXIqIxNblLu03j8nbP3zuOlI/r4fX6pFlOJPS8TpOZOUK52X0xJLCocAaN7Ih9IoaUsYBpoAC\nVHUwr1XYPSiQh6ziOkvogRNV279UX1T5e1opiL9xg/ALoXgcDyzV8c8cs4lzabFgAq1HjODAzJmM\nXFf6t2yViSiaRUREai7pNyB0MnTZA6a6UxSXB/KBHoXEbFBQkF7qLa86ofzFeEUjCDDrHHz6HNTV\n4f6dQypR7KMvawGYPn0fbdvWY9z4HgweBdZtc2i++Y1Cxzh9PQHhnQ0V0X2dTKIVWaiYw1m+pUeh\niYdeXuMJD19VKLa0k9N5Ro0alPf9CA/4gTCW0J0WomAWKcCJOR/So4Utpj30lOmxcz+wbcAQ9z78\n+OFnXN+9mzYvla+BoiKoKrGDxDjNIiIi5YsyFc70gmazoMnbld0bkXJm5z1YcAlChoJMR0TAcDaQ\nzn068j9+/TWEb789xc7dU3n5TROGDYEbRjNI+Uz7QcFqoT+7Fq6sgDPQjYDAcq4SSRpf0x2zAi4i\n/v6HWLlyM1lZaszMJMyYMQ4PjyEAHOYBqwnjW7rTXBTMIgVIiozkp3ZtmPH1XGrN+Ex/DR3dDT8v\n4s67S9n+2mu8d+kS5nYlSwBUURQVp1nMCCgiIlLzEAS48hZYPy8K5mpIlgo+Og/Lu+kWzCoU3OEv\nWvAaFy5EM3fuYZYsHYfbaBMmjoNPP8/hnipVZ93Gqsq1NRlhxEzaYU8tfDhPNqq8bR4eQzhw4FeC\ngn7nwIFf8wTzIR7woyiYRYrgxBdf0NXOiFpjpuq3of4jIDONZmZKOowbx75p0/Tbnh4QRXM1pbxe\n/9YkxDErHVVy3CK/BsV9aFs5FsMqOWaVTEnGbOl16GwDg4rwuIliP9a0RZlkz+jR25j10SimfGDL\np3NggFcckzhJL1cXsry3Fjoua942Jg+peH/mJ5FgxBw6YIExC7lAThGJWAC+DdrOmlyXDFEwF4+a\n9PtMiYoidMsm+gzoCQ10xGQsJsUaM4kE3pwN675h4OLFxFy6xJWtW599nAEh+jSLiIjULOIOwl0/\n6PVfsZJ9iJQf/keC8dsegAIZpijxGu2Kx6Dy9aGMytCI5n+LiGqlRsVtttJR8GbixF2079yL5b+0\n5MdVSu673uAbHjGHDnSXu3CApvzis4scqYCxyojJ7p64ywfqrriCkSLBm44sJARfLuFDR6RP2MEC\niOJv7rEO90JZBUVEHnNqyRI6O9XH4tUpFdOghyesXoDx3TBGrlvH5hEjcOzfn9r2+ptTUp7o+z2T\nO7AckAJrga+f2P4x8HruZxnQFrADngwUKvo0i4iIlJ2MCPi3D3TaDjYvVHZvahT+R4KZ+dtBwof5\n5pU57fNmxVtu5Sqc3zgFTS3At5Pu7Q84wj32ELxkDD/9lkVyzkCW7UjiQMfLtMWaGbTVikxhyGSj\nwpvz2GBK5+BYfg3YhVIGScosBNf2rJNPEQWziE7SYmJY1aYN77dWYXn0AZhX0HXy+zdw4yJ8sZEj\n3t7EXrnC2F27HvsRGwRF+TTrs4dSIAwYDEQB/wHjgGtF7D8cmJW7/5OIollERKRsKNPh377QZAo0\nrdzwaTURt/fmE/DCYq3yDgE+LP9qEQ7m4GAOtUrx/vOxBftRjoxriUo2vO3KaDdtIS4gcIopZF9+\niZcG1sK8wQC8AiM4W/8+M2lHf6qGtetJslAxLngNYQdP0cDXM688zXsLi9zeNBjruIhhcWjuXHJC\nTjGsZ3NY/EfFNZyaDCNawKZzKOs2ZG3PnvT+8EM6T5hQcX14BpUxEbAnmnRVkUAOsAV4WnyR8cBm\nPfanRlGTfLLKC3HMSkeVGDdBgKtTwbIzOEyv7N5UjTErR5RquJWhWw0/ypay+AoMCwKb7VBvB3Td\nDy8dgxln4ZursDkSVu4M4m66pq6CPLZgB7ywmAsDF6J4ZTH/W38Q/yPBWm3F8S85OSpeGlQX2z7d\ncD1/hvT6qaylX5UVzIAmgkZAaCHBDFDb9zW+/Pn7SupV1aUm/D4z4uMJWbuWfrWSYPibZa6vRGNm\naQWjpsD6pchMTRm5bh0/ennxRv/+THRx4S03Nw75+5e5T/pAnz7NjSmcO/Y+0KuIfc0BN+B9PfZH\nRESkpnJ3OaSHQc8TunMpi+iNU7Hw3n+QlKXUub2LtYoDue8X1QLEZsG9DM1yN12zPpcAl29q/Pse\nKaC+qcYFw8EczvwawB0P30J1hg/zZeUOHy23j3D1Zvw+caHJx7a0/DiEcRJn3GmMUZWJvlo0gq4w\nIYBKKr6lNWQO+fuzyc8PQaHAyNSU8V5eDPHQf0z0MytW0GbwAKyS/oEeA/TenhbjZsLo9vD2Ai5H\nRXFbJqNvcP6D7qpwTXKlihiLkqBP0VySX+oI4ATavsx5TJw4EUdHRwCsra3p3LlzXvaZx0844vfC\n3x9jKP0Rv1fP74/LDKU/Wt/3LIOIRbi8EwLSWpXfnxry+3yujwv/uwA7A4J4vxX0nOrKrN+9CXfU\nhEGjnQtO/vPo37VB3vUjMYJrZzTHj3qy/jma74cDg4hTQJPOLtzLgODY+3A1CNpptnNVs3+WIC10\nfPt+9YhIiOJ6S0ecWx5ltWQi9pgbzHiV9bss95kkMegSADYuHQGQqowM+/dpoN8fo8/2Dvn789nb\nb9PywQOa57b32ZUrXJw+nY8/+URv7WenpXHhhx+Y8t7LBCXK4fjxyhnvgS8TtOhjvjseSt+EBABu\n545Dl/BwNq9cibGFRYX05/HnyMhInoY+H697AwvRTAYE+ARQoz0ZEGAnsBWNC4cuRJ9mERGRkpN5\nV5PA5LmNUHdgZfemRqAW4PcI+OQijG0KizqClYlmm/+RYFbuOESWIMXMSMWMV4aUeRJgUb7Sbid8\nOPDDIgBS0wTWPvyQyIb16aB8hcnWrZBUA+tyQQ4EB/L5wQ2Y+uan/c6at41PDSjih0hh3nJzwzEg\nQKv8jpsbvx44oLd2gxcvJj4sjFGPjsIPB8Gpvd7aeiq3r8NkORNznGl+4oT25v79+f2Jh5iKojJ8\nms8CrQBHwAQYC+zRsZ8VIAd267EvNY4nn5ZFno04ZqXDYMdNlQkXXwbHjw1OMBvsmJWRy0kgPwxr\nbsF+F/Drni+YAcgCIVKAm7nrrOLXXdSYeY12xWmfd6EyJ/95zHhFY9EOS8zC85Y/Do436X/zRaZa\nt652ghnAXT6QBW6e2Pnsw2qhP3Y++/jU3RMztT7/zVdPKur3qci1rj5JTkqK3trMTkvjjJ8fL3gM\ngLr25SaYSzVmzdtAp74YpcTp3CwxMytbp/SAPt0zlMB04CCaSBq/oImc8U7u9jW565G5+2TqsS8i\nIiI1CUGAa++DeSto9mFl96bak5YDn12BdRHweUeY6gTSJ7Sav38wU97fSXTqsryyS6EfsPYH8PAo\nvbX5saV65Q6ffAv2JHc8Bsn5M/4hK7nGYONAMs/15Y3elWRRqyDc5QO1rMrV9QGtKpOVlETQwoU8\nvHgRZx3b7//3H8cWLaLPBx9gUrt8w8D9t3o1zQcMwO5KULlMACwzE+Yw/sRIVjk50SXXjxngvJMT\n02cYXpSjqvK4LbpniIiIFJ+7P8D9H6HnaZBZVHZvqi2CADvvw6xzMKABLOkC9YswDnXt+S4ht37U\nLm/1HufOrC7XfiWTzecpV/knLpXaa3J4b/43DKu9DROjOuXajohISRDUakJ++42j8+fT+sUXoX9/\nflmwQEssTvjf/xACA4k8epQX5s+n29SpSE1MnlJz8cjJyMDPyQnP3bto8JEb7L4BtvXLXG+ZmfQC\nh5r1YfPpS6izspCYmTFuxoxKnQRYlHuGmBFQRESkepF4AiI+g56nRMGsRyLSNCHhbqfB+j7Qv8HT\n978dqXue99UwI/YehLatwbEpSKUl78uB4EDWBuxEKYN0ZTYZA9qSes+N7iFW1O/yJS1MPUTBLFKp\n3D9zhv3TpyMxNmbc3r006tYNADMrKzavXJknFqc/FotTpvAwJIQjn3zCP8uWMXDxYtqPGYORpPTu\nNufXrqVJ7940iAmDrnLDEMwAE+Yw5MdPGbL/nMFHNzLs3uUjWppLSMHZ0iLFQxyz0mFQ45YVBWd6\nQvtfwM792ftXEgY1ZiVEoYIl12B5GMxuCx84g0kxhK5NvZdIUmlPXTHJeZeB7qu5GmZEbDy0dtII\n6LatoZ2zZt3KCU6d0j1mB4IDmfvXz9guz0+McH3SOkbVG8e+vy7z07XTyGW/YUa90p90FaYqX2uV\nRXmOWVp0NEc++YTwgAAGffUVHV9/vcTC93ZgIIfnzkWtUjH4669xGjKkxP1QKhT4OTnx2u7dNPpp\nLox+F4aMLnE9RVGmMVOrCZY7EmBcH5lFbZTGpri+7YV8qGhpFhEREdEPagVcHA0O0wxaMFdljkTD\ntLPgbAnn3KFZCQz5EpMBED8HzL/JL0x7FzVXCDvnx/ChLRkwsDX2jZpz+66Mq2Gw4U+4dgPu3IP6\n1tCte76QbucMzi3hy42/YLumcCaxNr9OYNvzS/lpxxAayuQ1VjCLVB6q7GzOrFzJiS+/pMukSUy7\nfh1TS8tS1dV84ECm/PsvV7dvZ9+0aVg1bcrgr76iUffuxa7jwu+/06BjRxo1rg9hISAfXqq+6IPg\ng/s5GK/A1+xcXuBhbx+Ny0plCmddiJZmERGR6sHVdyH7EXTaYfCv+Aydx2mpFcgwRYnnCFf2W8k5\nFQd+3eDFJiWr79uVSrw/j0Oa9QaZmXaAKaDAvl4sP/88B0fHzuzbd5N9+25y7txD+vVzYNiwVgwd\n2pJWreqiUMDNcLgaphHR125oPt8jHYtuk2i14i2tNm+9tJR1u2vTk+XUpmm5jIuISHEIDwjgwMyZ\nWDVrhvuKFdg565ruVzpUOTmE/PorwZ9/TtPnn2fA4sXUbdXqmcd837o1L2/ciMP1YHgQCfO15xdU\nFvNHubE4Ujv0nk9zNxb9pb/Qe09DtDSLiIhUX+6vhcRj0OuMKJjLyOO01OHD8rPsHf7Zm5eHQehb\ncixK+F9j514V8xdnM3LwFd54fTbff7+FrCw1Zma1mDFjLh4emlfNHTrUZ86cfiQnZ3H4cAT799/i\nq69OYGFhwtChLRk2rBUj3JsxZpQxmSjZSAR/C/c4/6ZCZ7uDXMGGDqJgFqkwEiMiCPjoI2IuXcJt\n+XJaDx/+WHyVG1JjY7q/8w4dPT05s2IFv/TpQ7tXX6X/ggVYNmyo85hLGzZg06IFDn36wLdTYMHa\ncu1TWZHl6P4NS7NLEJOyghADOFZTxDBDJUccs9JRGeMWHOjP/BluLPRyYf67vQne/hF03gWyqjHZ\ny5CvtRV/BhQSzADqV31JDTlUYsF87oLAuCk59Opwko3rBzJ8uCsHDvxKUNDvHDjwa55gLoiVlRmv\nvNKOtWtfJCrqQ7Zvf5WGDWsze/bPNGjwLW6+fzI6NZBbacn8YtQP+/vWhI7bVqiO669vxe0VNc15\nrcTnX90w5GvNUCnpmOVkZHB0wQJ+7tmTRj168H5oKM4jRpS7YC6IiYUFL8ybx/SwMEwsLFjdoQOB\n8+eTlZxcaD+1SsWJL75A7uMDV8+BMhs69Sn3/pTlOlMam+osV5nUrDjNIiIiIuVOcKA/BzfOxHds\nfpgm7032cOYW8oHl9xq0uhOvgLAUuJ5SYJ0KN2J1/1t4nJa6uNy7L+AyPAsn+3846D8AmazkNhoj\nIyM6dbKnUyd7WvRJ43Q/W+5mpGKyKoPflx9jl/UZrKxrkxRwh3N99yExF1BnGNG700MkmTZY067E\nbYqIFBdBELi6fTuHPv4Yh759eSckBCsHhwrtg3ndurh++y29vLwI+vRTvm/dmn5z55LcvDlbf/yR\n1Lt3SYmNxTktDcczf4HHmwb3Ns71bS+8fcLxVeXf0+dJnXCfKsZpLi2iT7OICBrBGLDTD5mRAqVg\niusoL+QDDWuiREH00d/5M9xYPEKH/9teNxb5VY7/W2XxpO+x12jXQmmplWpNaLiCovixSM5WQ5s6\nmkl9baxy13Vg1v/mc1j+9LTUzyI1FVp3T8UoJ5RrIZ2xsiq9xSgTJRsIZy/3eZ0WvEwzZEhQqwVC\nQh7y2mvvc+tWA5CmoPGVzuKHkEQubLFhje+WUrcrIlKQQ/7+bPLzQ1AoMDI1ZdiLL5KxfTsZ8fEM\nXbkSx/79K7uLADwKDWXlpEkcP3eOASpVXnmIUwummccxZF8INGlRiT3UTfB+fw79vBJpdhYqEzOG\nTJ0hRs8QEREpPTotrBtzZxgboHAuVn/VCshJKLAkPvE9AZSFv8uS7upsT1qSnMzVAF2+xxd+8kYe\nAUpnOddTNDGUG5vnC+IetuDpqPncwEy3wWnWq67c/s27UL1O/vOYMal4EUmUSujrmkR6yn1uhHQo\ntWAWEDhGDKu5Tkds+JV+1CW/LonEiG7dGtG4sTW3bjUCVSMAegyLR61MJ+yk7le+IiIl5ZC/P6tm\nziyUhOT7w4cZ8/bbvLdyJRKZ4Uip+u3bc9/aupBgBugSHsHmRjYMMUDBDJooGYYWKUMXhvOXFilX\nxNicJcfQxyxgp18hAQrgOzYcn10rK1U0FzVuRfb399eQS601IljIAWPbohfTDlplSqupQKBWeyoM\nz/+tKMrjWluuw/f40Uu+XDzgwxductrUgZaWYFbCZCFPS0tdHEaMTeDmzRQunmqMvX3pUgDfJQ0/\nrpGAgk/oSGdsixwzU9PCyn/M/+7y59cOmJnVrIeoojD0+5oh8uSYbfLzKySYAQaq1Zy7fdugBPNj\nBIXuiXVqazu9tVlTrjPD+2uLiIjoRGZUxAzjjCuQ/B/U6W4YvmqqLIjbhyz9vM7N0trO0PMvjQiW\nWpS4z64vf4j3xjuFBPm8LU64exqe/5s+iMmE1TfhWJzu23cjCymjyxgwwmOQvNgiuSDTP4rj0FEI\n+rsWzq1tSnx8Jkr+IJx93OcNnBhJU2TPmK/u5TWe8PBVhId3oV3fZOo2UvAg5D7LltaM60FEf6Q+\neMDlTZuIOnkSRx3b1VmG+WBmZKr7LYukYcX6W1dHRNFcTakJT3zljaGPmTI7TWe5CjO4PF7zxX6c\nZqndtsL65eLiAmolJByB6M3waA9YdkYpqw/EafdXZge1Sq/qHlvVfXatREoWKsxw95xhkC4qRVGa\na+1ioiYL3657MLYZ9LBRckrHfmZGKh2l+ue7lfGs/s2UTWuSeb5fyQI5CwgEEc1qwuiMrZYrBhQ9\nZh4eQ7hy7Sy7j6zDvk02WxZKmDx1ss7IHDURQ7+vGRqK1FSs79xh/ZAhPDh3jjajRmHbti2cPau1\nr8TMMN9ujffyYlV4eCHr+HlrC6Z/8KHe2qwp15komkVEqgIPNuDa5hbemxrhO/5BXrHGwroC+g2D\nlLMa0XpuMJjUyxXQr0GtZvrpk6CGpJMQvQVitkOt5po2W34BZo1wTfXH+wmf5vKyCMsHelQpkVxa\nVGrwf6ARyzdSYHpruPUi1DUF/1RXZpbB97g82bknidmf1uKbBbGMfbVk19sd0ljBVZLJZj4d6Yht\niY4PDD5AWOLfLNifH6N2m/ffBAZ3YaBczAwp8mzUSiXhAQFc2rCBm/v20Uwup+vUqby2Zw/GtWph\nrsOn+byTE9NnGObbjCEemnvj5pUrUWdlIbl5kekzZ+aVi5QeA3iXWyzE6BklpKb4F5UnBjlmggCR\nX8O91dB1H8H/RnKogIV1yEgdFlZBBYnHNQI6ZgdYtNGI2Qavgmn9svcnNQQeboaYrSCzIiiyFy4j\n54G59gST4ED/Z/e3BvKsay0tB36LgBVhYGMCH7SBV5uC8ROeCv5Hglm541C+7/ErQ0rlVlEW/juX\nSh9XeOfNWFYte/okowPBgawN2IlSBkZKNQ6uPbkrb4InToyiKdKnuGLoGjMV2Uyb/yIjF2u71lvc\nwgAAIABJREFULu3zscNv0Z+lOqfqhEHe1wwAQRB4cPYslzZsIHTLFmxatOA5T086jB3Lv1euaI3Z\nIX//fBFqZsa4GTOqhgi9ewve6gcH7oOxsd6aqW7XmRg9Q0SkqiGo4LqXRgD3PAVmjZEPbP9s0Wkk\nBVsXzdJmJcQfgoeb4JY3WPUC+/HQYFTJEoGkX9cI5egtICg1IrzLPrDsANlBOgUz1ByLcHlxJx1W\nhmkE88AGsK4P9LUr2u27tL7H5cWdu5m8MFSBm0tqsQTz5wc3YOo7Jq/suvcGPseT0XLHZ7YloCaN\nuyRznWSukcQ10rlDpuwOYK+9vzSnpKcjUgNIvH2byxs3cmnDBtRKJR09PZl08iS2LVs+9ThTCTSq\nJSCTgdJYwNTAU8MF7/cn4Cc/ZJHXUWKG6+GAKhGdwtARLc0iIoaIKlPjp6xMgU5/gbFV2etUpkPc\nXo34TTwKtoM14reeB8HHArXjKfd5TiOSozdDdgw0GAsNx0GdHoYx4bCaIAhwKg6WX4fAGHirhcYN\nw7F0gScqjJSUHJq1j6ZpEwg52QSJ5OnXxOj504lfPFyr3M5nH38u8tMqzyaJJK7lCeQUwpBijjVt\nsaIt1rSlDq2YNd8Tj8XxWseLlmbDJk/U5ShQGpvi+rZXuYi6J+Mpj/fy4vm+fQndto3LGzYQd/06\n7caModMbb9C4V69iZe0L3u/PQZ+ZhZJveEudcFu0osx91sc46LO/NQXR0iwiUlXIjoeQERof4a5b\nQWJSPvXKLMB+rGbJSYRHO+H+jwRvnsDB8xJ838ifaOj9yzG4ZIzcdTw4LwObFzQWbJFSoSsJiesA\nOX/e1YjlhGyY6Qy/9gZL/b1BLTeys1U81+s25uZW/BtU/6mCWUDgAglck6VhEXwOScAhTGRqspUS\n1K5DsJIKqMgmhZt5AjmZa+SQghXOWNGWZozEiraY6vB3HuU6hQ3enzPGNz9iwLZ5WXi6T9bLuYuU\nHZ2izic3hnsZRJ2ueMpfnTyJk1rNkOHD6Tt7Ni3d3ZGalOyeGvCTX6G+AviqwvFZPBe5LBMsrQsv\nta2K5QpR6nFQqSAtGZITICUBUhLzPycnELB6Lb4UjmfvqwrH5+eVomguI6JorqZUN/+iisAgxizj\nNpwfCvVfglZfgpGe3gEa20DjSdB4EgG/ueD7xrFCm30nKPDZK0febs0zqzKIcTNgdCUhOb3IE+NT\n0LGPnPkdwKMRSA38de9j1GqBvgNDSUxtSsRFS604yQUJIZ7fuUU8CszvP8LmYAgf+NoCmgewNd7r\naN/VhkBewgIHrGiLHT1oyZtY4IBRAR/noq6zx5P9dvn8giDNwUhljKf7ZHESYC7l8fsstTVUECA9\nFeJjID5as06IIeCbpfiqIwrt6qsKx2fVt6USdemxscSGhvLj7Nla8ZTl6encHjSIV7dtK3Z9QUFB\nuHTtBP8dhX8OITsfjK75qdLkODiwGdKSILXAkpYMJmbaYvqJJeDH33SL8c8+Qh7xT54Izlun5orj\n9BQwtwQrW6hjq7WWyWSg1NHfbP2FyKsp/wdE0SwiYiiknNdYmJv/D5pW3KxsWREGZCnZFdaH6oyu\nJCSpz0+hz91DHPWpPH/k0iAIAiNfDeHyDWcunjDBrq7ui+dCrliOQ8EbODGYhniaZDHBt7DyeMe3\nMX/MVPDZKzuRliE5zUC5uyiS9YROa+j8mxD7AHnHdhAXDQkxhYVxAYGMkQTqNoC69nlrmaDiUDJs\nitME4TGSwHg7kD46DiOcoFM/6NQXOvcDp/Yg0Tw8pT96ROzVqzwKDSU2NJTYq1eJDQ1FlZND/fbt\nUSQm6j4JpQ4F+SSKLLh4Cs4chj1/QeYDTT96DUbp3AViT2sdomrdGb7boV2XIEBGWmEh/eQS+xBZ\nSjzoMEhLM9NAZgzN2+oWxrWtQFr0mz/l4X8hMkKrXGVimCHyqhKiaK6m1IQnvvKmUscs7iBc9oR2\nP0KDVyq0aaWgOxB+cTPsVadrTZcbxbMm2inVcD8DbqdDZJpmfbvA+kGsjttsOxdM4oP0cxJ6xOuD\nC+w71paDO4xo01r7v70usfw4IoZVfTW6ptHUtalfLMFcna6ziqSs46bTNUF9G58FM5H371xYELfu\nDHb2YNsgt7wBmGs750f83ZULUXfoUuC5fJUC6nTtiLBsPenBB4j9exexixYQG5tMrMSC2BQFaiMJ\n9Tp0oN5zHanXrh1tX36Zeu3aUbthQ4yMjDju5gbR0Vrt6YynrFbDjYsakXzmsEYwO3WAXoNx+XIN\ndOwNJpp7o2u9Nng/8eAwT+qE+9QijBtGRmBhqVnsi04oojxxBSIDtMpVTh3gnQVFHvcsXN/2wtsn\nvPj9LQdqyu9TFM0iIpVN1Dq4ORc67wKbfhXevOsoL7w3htfYDHuP0eVGEf6bN4IA3frJdQri22kQ\nlQn1TKF5bWhuoVkPstd8dqwNUw8qOaSjvcpKQlJavl5ymdXrW7JmGQzqX1iEPE0sq1Fxk19IVUYB\n2klPjFRVwIm7BiOLuaezXNqhJ6wLKlWdKdkUEsyg+R58+QZLevdHUKup3749dn1GUd+xGW2NldRL\nj6b27YsY3bgIqdmQZQrKBiBR5U1MHu/lxbeXL9H3Yb5wPtnQntmP4yk/iIR/DsOZQ/BvIFjXhV6D\n4dX34OutGrcJHTx2GfH5eSXS7CxUJma4T51RZv9gfYlbffVXRBTN1Zaa4l9UnlT4mAkC3P4C7q+F\n7kcrNItfQcqaYa+6XGt+27XdKMKH+fLSKh9sk+V5grh5behuC686aD43swDTp8yRnPmqKxFPJCFp\n9OvrzPjknTL32d8/GL9VASiyZZiaKPGa5oqHR/m7fGzcFMb8r+z5eIaEyW/Wyit/mlgGUJDIRRZh\nhIQ3Xb9kq/fSUk/Yqy7XWUVT6nHLyYblc1BGRer05y3uq/6cjAzib9wgLiyM+LAw4q5fJyPshs59\n7ZyceP/gQSwaNCg6qkW2Aq6eg0unIGArfOMFpmbQsS+mRlbUN8nhjqXGkCyRQANZJqbbvoc1MzUu\nE70GQ7+h8MG3RVqBdY2ZfKhHuYtOfYpbffT3adSU36comkVEKgO1Eq5Ph+Qz0OsUmDZ89jF6RIyn\nDIoibod9Gkg5UQaPmcfuHSt3+OQlIek/tGeZ4yv7+wczc/ZBwqMLWMYjvTVtllE4+/sfws9vEwqF\nQFpaNhfC5zFyhDlffmoBaMTyOsJ5RBZv4MSQJ8QyQCKhXOQzGuFGKyZiJJdiTO0qNWFPV/iyKpHQ\noqw8ioI5Y8DKFtelv/HG3FnIHkXn+R/n1Lfn7QLWUEGtJvnePY0ozhXHjz9nxMZi4+SEnbMzdZ2d\ncXJzo25EBJw5o9WsRcOG1LbXjrldCBNT6NxXs7z5scb4cPcWXDxFwHxv1tvEg03BA5LxCbuNfP1O\naNnB4MJlVrS4FSkbhnX1FI0Yp1mk+qDKgEuvgToLOm0vWZIREb2gFsDpjflEDlustc3thA8HflhU\nCb16Om7D5hPwj47+9vXhwN7S99ff/xBTpnxDdGxdwAwklsjMOrFjgyNNX+zKOm49VSwLCNxlF+H8\nQQdmU5++pe5LZaIrfFmIkxPTVqyo3sL5bBB8Mh7GToNJn3Bo/36+nTqlkMtDsLUVw9zcaSYIxF2/\nTsKtW5hZW1M3VxjbFVhbNWuG5IlJa7rG9ryTE9PLOLYLh7uwMOqYdnnj/izcG1TqekVqHpUVp9kd\nWI4mvtBa4Gsd+7gAy9DMIY3L/S4iUiEEB/prJ/XQp8U1O1YTIcPcGdr/XH4xmEVKTUoOeJ4Ciy6u\nOPp7E+mRb7l18p/HjEmGZwnNyYGHMbpv3yf+kTJoJNhaQ11bsLWBujaata1NblnuNhtreDJkrY/P\nD8Rm1sGyZz0k5qDOACQnWdJIQlNMihTLAEoyCWUpaUTQi++xoLEezr5i2OTnpxW+rEt4OH989RUD\nXV2R6jElcaUgCPDHt7D+O1i8HnoPAWDDd98VEswA8qRkjp89i+vnn9N3zhzqtm6NqaVlsZt6LIwL\npqWeXg5pqZXGRUxqFqNGiJQT+hTNUuB7YDAQBfwH7AGuFdjHGlgFuAH3ATs99qdGUVP8i8pCcKA/\nBzfOzJsAF3QRDm7MDSyvD+GcEa6JwdzgVWi52OBeE5aWqnytRaTBi8fg+XqwfZacQ0GF3ShmTHLX\nS5rq0oyZQgGHgmDHHthzAFRpusNodWyn4n8zISEREpIgPgGiHsLlaxCfIPAoVs2jWIHEZEhNkyKT\nqjCWZSMhE5UqA4VCgu1QK9pvzv8NhM9ZR8S3gQRtmahTLAOkc48QPqUOrejNqjKFkNNFRV9nytRU\nneUP//uPLy0tsXJwwLZVK2xbtsS2VSvq5n62dnREInv6v9aKdPso1rilJsPCtzRuGev/hYZNSbh1\ni9PLlnEvOBhdCdKtmzThufHjS92vIR4e5X7O5TWxrirf0yqLmjJm+hTNPYFbQGTu9y3ASxQWzeOB\nHWgEM2gszSIi+ketIGDbZ4UiRgD4jg3HZ+P7yJ0+gFqOmqx8tZqX2IVCy4LtOhR5nW+ghQ84vFeO\nJyJSWo7GwLiT4NMB3m+leYbxGCTXi0guLZmZcDAQtu8B/wDo0BZGvwiffwK/rLXDd8kklKa/5u0v\ny3qL59o5oUi/QeKjFKLup3DvXgr37+cvxsYSmjSpg3ObOjRpUod69W2wsrGhdm0rZBYWzN+STvvN\nUwv1w+mbCVzs+0WRgjmG44SylJa8hQMjMKoynn+6ibl8maiQEFrq2NbUxYX/7d5N0u3bJNy6RfzN\nm8Rdu8aNPXtIuHWL1IcPsWraVEtM27ZqhXWzZhw5eFDLNWFV7udKcfu4dQU+elkzQe7Lzdw7e45T\n02Zx9/hxur3zDk2efx6Oabs86AzjVsmIUSNE9I0+RXNjoGCsmvtAryf2aYXGLeMoYAmsANbrsU81\nhprwxFcilKmQdBqSjkNiMKScQ5ZV+B+7SyfNWiqVQWYExB+BzNuQFQlGJrkC2jFfSOd9dgSpeV49\nT1qwAbx/Pwyj5yHvX/0Ec1W81lbfhIWXYVNfTXg4fVNwYp2pqRFeXkVb6NLTYf9hjVA+cAS6dtII\n5S98VKhyUrhzJ5kjh5PYsCEIZUYDUIwDTAEFSlUdNm08xr27zXFw0IhiF5dmNGlSBwcHKxo3tsTS\nMv8VtoBABGmcI46zxBBKIhaXrHT2y6KuuVbZ43ByDwmkK19gjf4iwFTUdXZz3z52TZjAa9OmsW/X\nLm2/2xkzkJmaYtemDXZt2mgdr1QoSIyIIOHWLRJu3uRRaCjXd+0i4dYt0qKjOSqVIs/IKHRMl/Bw\nNq9cqRfR/NRx27cRlsxCPetbrudYcLq/C+mxsfT+4ANGrV+PiYUFKn9/Vt2/r3McDJHymFhXFe9p\nlU1NGTN9iubizNwzBroCgwBz4DTwD3BTj/0SqQlkx0PSCY1ATjwO6VfBsivYyKG5N1j3QblrNKAj\nsLxZK2jjl18gCJATB5mRGhGdeRvSrkDs35qyrDsaS3SugA7YeAbfsZGF6vSdqMZn73/IX9bnSYs8\nixw1eJ2FY4/g1BBwKr4bZqnx9z/EzJmrCA/vklcWHr4KAA8Pjd9oair8tVfFpj+VnDhjTLMmaTg2\nesDgHuHERD/iq8+SmPVeGg0bWtKsmRXNmlmTkyMAjUDVqFB73bop2Lfv9SL7E08WZ4nnXO5ihpTu\n1GUEDiygEx6pv+s8zqlRYe+5guHk+rIGE3SL7aqCIAj8u3IlJ778ktd278ahb1+aDxhQYr9bmakp\n9dq2pV5b7QcIZVYWV194Ac6e1dqWFB5O8t27WDVtWm7nVCQ52fDdh2QH7yfk+cmc+fBzatvb03f2\nbJxfeqnQxD19+R+LiFRF9Cmao4CCQRAdyHfDeMw9NC4ZmblLMNAJHaJ54sSJODo6AmBtbU3nzp3z\nnmyCgoIAxO8Fvl+4cIFZs2YZTH/K47tEnU7ATj/uR8WgEoyZOmMh8oEemu3Zsbg8p4TE4wQd2Q/Z\nMbi4yMHmBYJiPcG8DS49XQvUdy4vqceQNvkWlIBrTjTo0L+Qf1ZQ7qtJFxcXsOqRe3yv/O1HAyE7\nAZfOjSDzNvejgwi6mG+5DrqoWUvJMqjxLK/vy5cvrxK/xw69XXj1BGRdCWJJB3CyrJj2Fy78jvBw\nY5BeA8xAuEt4eCbvTfuNhl9ZEXo9gvQsWySS5tStE4mT3XGa1DWhd5cXaNasMYmJqdjb1+OVV4Zi\nbCzNq//RI1vu3gW4jYbmAGRkxBS6fg8GHSGcVAQXZ84Rz/WgM7SiDqNd3HmLloQF/QvE8oJLewA8\n2nVjzehvaLp9DgCJQZdIXXmAVTPn551fKrexdNlPI9yICnLkFCF6//s9LtNH/Sqlkqy//uLOsWO0\nXrqU8OxsHNAIRmMLi3JrT2ZmRgKav1jz3HN6/NfLTk9nTdeuRFtZ0bhPH8ZMm0bjnj0JPn68TO1r\n/T7/2kbGCm9MMyWcj0gmLf007T/8kDHTphVZn7GFBb8eOFBo+2MM5fddnt+r4//Pqvz7rKj+BwUF\nERkZydPQp+OZDAhDY0V+APwLjKOwT3MbNJMF3dC8XzwDjAWuPlGXGHKuhAQV+KdZHdDp8rCxHm4u\nzyFvGQnKZLB5QWNJtn4BLDuD5NnPhMGB/hzKTeoRfj+DqdM/LfMkwPkz3Fg8QtuC7bPXjUV+B8pU\ntyFSFa61K0nwUjCMdoAvOoFUonu/A8GBrA3YiVIGMiVMcR2Fu3xgiduLi8vgwoVoLlyIZvHi+SRn\nOEPt1fk7pI0F08l069qbYUNyeO0VY9o4WyKRFP+W7O9/iHc++IIUKzMkFsao03Ook5zJ6mXzaO3R\ni7PEaUQyybSiDj2woxt1aY0V0mfc+g8EB/LLoV3kSAWMVUZMHjISd/nASg0np6/rLCspiT/HjEEi\nlfLKli2YWenXYn7I318rhNvJhvbM/nktg9zduf/PP9zYu5ebe/eSFhNDq2HDaD18OE6urpjWKXl4\nyoLj9mjTWk5/7MX1FHhu4iR6f/ABtk5O5XVq1YaqcE8zNKrbmBUVck7fszWGkh9y7hfgS+BxGqw1\nueuPgbcANfAz4Ic2omiu4RQpRLe3Y9HSP8GijSbqvgGgS+Br0lKvqPEJRCqDPfdh8hlY1hU8mxe9\n34HgQOb+9TO2yyfklSXMWsfXL08tUjir1QK3bycSEhLN6TNxnDufypWrGWRkmtKwUUOsbe24GLIE\nlekPWsfaGr9MfMxfpT4vTX9/wnb5xLyye3N/p4FHT1rJe9A9VyR3xpZa5fBSURNO7jvSiKQLn2Fe\nhcPJPSYxIoJNw4fTfNAg3Jcte2bUi/IgeL8/P8+YgvGj6LysdTn17Zm6cq2WL25SZCQ3/P258fff\n3Dt5ksa9etF6xAhaDx+uU+zqisoxeNgwIgICOP3RDGJuhtNz8kS6L15CLVsdaf5ERESAyhPN5YUo\nmmsyyf+ycNZQFo5L0Nq0cG9/FvoFVXyfnkFBC7YKM4aMLH5aapHyQRDgq6uw6gbseAF6PSOgZf93\nXkey5g2t8qy3NvDduxu4G6XiwsVUQq9lEhGZQ3QMJKUYYySpjRpzTE3U2NmqcWgswbGZDPv6Rtg3\nAL/ls4nOHIp58515cY8zbo+irf0uLofoshFok42KGLKIJpOHZBBDJj/M/wLrxeO09q3j8ze7F60q\nVr3FJT+cXGvaM6vcw8lVBndPnGDb6NHIfXzomeuaUBHMH+XG4kgdBoDmbiz6q+g3UdlpaUQcPqyx\nQvv7Y2ZtTavhw2k9fDhN+/XTGZXjn/r1aVPLjFZpifRxrs9zWwKQObTQy3mJiFQnKiu5iUglUS1e\nlST9A+GfQdoVlLL6gLZoVpXjP+/yHLOalJbaEK+1TKXGunwzFc64QWPtwA9ahD+Ip5WO8vs2St5P\nPoUiXY2knhG1bWW0cDFhiG1turWoxXONjWlZ14jaZrqTXfy5M5Zs+w203zwmryxk4BLMyA/bkY2a\nWDJ5SCbROpYUsqlHLewLLJYy3de+UVG+JyUgMPgAOwPWgkyJQplKW1cFr8jnVGo4ufK8zi7+8QcB\nH3/MqPXraenmVi51PpOkeAg5jiwiFHT8iaSR1+HAFnB0hqatwLx2oe0mtWvTZuRI2owciaBW8+Dc\nOW7s3UvAhx+SePs2x0xN6RVdOAlJ70ePOGYhY+n8dzH66DswNtHnGVYbDPGeZujUlDETRbOI4ZF4\nEiI+g/QwaP4JdNmFq+ow3jpdHgwz7JFI5RGVASODoZUlBA+GWsW4y0WRgdBQtwjNDI3lw2m21BlQ\nizRjJUlkk0g2ySQRxCN2kU0y2ZgjwxoTbDDBKndtjQmqjtk4vtKezPlfYSJTk62UYP+SExn3MpnB\nP0STSTLZ2GGGPbVokCuKe2KXJ5DrYqblh7xbaUK8jv4aq8omagODD7Dh4OeM8c0PTbfFO4tOmNBU\nXlVeTupGUKs5umABlzdtYsLRo9Rv315/jcXHwPlgOHdMs0TfhY59UZrUAh15aVQSKRzZAXfC4N4t\nqGOrEdDNnKFZa83a0RkaNsNIKqVxjx407tGDAZ99RkpUFP8OGABPiGYAk3oNMfrfSv2dp4hIDaKq\n3AFF94yaQEKwRixn3obm86DRm4XSTIsuDyLP4t84ePk4TGsN/2v37KSLaeSwnnAOEMX5d7ehSMmh\n/aZ8i3Doa9vIPh5BUlTQU+tRI5BKTgFBrVknoeDbd2bQ2O4hH/jm+5Au804gIa4JP69Zjz21qIdp\nkYlDiuJAcCCfH9yAqW9+f7PmbeNTd88STV5UoySTaNK5Rwb3+Wz+N4xdXFtrv30+dvgt+rNEfTQk\ncjIy2DVhAqkPHjB21y4s6tUr3wYeReUL5PPBEBcNXZ6Hbv01i3MXkMkI3u/PQZ+Z2lnrFq3I92lW\nqyH6nkZAR4YVWN+AxEfQuIWWoB458V26XLys1a0L3bqy8+y58j1XEZFqjuieIWKYCAIkBmncMLLu\nQwtvaOgJEu1X3TXJ5UGk5Gy4DR+ch196wYtNnr6vCjV7uMd6wulLfd4M7sqejVmYW3xDzJCPMast\nkJVmRPola5yb1H9m2wI5GBNPHeIxJR4bEmhIHAoSaGV+g3d8mxXa/wNfW37wCsOCXWRjRzx2mGKH\nGXaYYI1RMQS0u3wgl6/8x56xH2NcSyAn04iX+7+hUzALCCiII537eeI4PXfJIhpT6mJOEyxwwFim\n+xW+IM15Zp8MldSHD9ny4ovYtWnDm0eOICtmNrvg/f4E/OSHLEeB0tgU17e98oXtg0g4ewzO54rk\n1CToKtcI5NHvQquOUCDe8WOKlbVOIoFGzTRLH9fCFWRmwN2bGiF95wb8Fwh/rqbOvSuEmECX7Pxd\nz5uAlbFocBIRKS9E0VwF0ErJPMrrmeLR4P2LBAESjmjEcnYMtJgP9uOLFSZOXxj8mBkolTFu/keC\n8dsegAIZJoISy66uhDSQc3QQdLAu+jgBgTPE8SPXqYsZ39CdmwFKRowzoXvn/7B0iGTOpvyJUks8\nI3DtJSeBiyiIR0ECilwxrPmuKVOShSm2uUtdTLHFDDts6ICFVHsG4qWgROqYWQESUrjBI06hII4s\n4lCSnlePWQExrVnXxZR6mFGX4ODjXIvajffWfIvpVu+d7Am2oZu8GencJ4N7pBNFBveRUgsLHLCg\nCeY0wYaOWNCEWjRCSr5QNlUGgw7HDyOVbp/tiqK011n0hQtsfvFFur39Ni94ez+2ID0TXRZh7w9D\nYH0H5InhkJ2Vb0X2/BBatNOI3WJQpqx1tczBuZNmKUALj/70uxbM5jjyonJMt4ONqEvXTg1G/F9Q\ncmrKmImi2cDRHZ9Y87lKWl0FAeIDNGJZmagRyw3GVqpYFqla+B8JZuZvBwkf5ptXZrbdm1+mQgdr\neZHH3SaVH7hODFm8hzO9qceu3Q8Y/VZtJoyJw9TuLC8tLhxZYPaGFmzw2cENUvPEsCl1qY1j7nfN\nYkydIifI2Zj9hi4RamvaglZM1CpXk00WCSiIRUE8WcShII5UInI/x6Mgjl8DwpjwhAV7rG8tNvks\np5l8HOY4UJ/nscABcxpjjLbLhS5GuU5hg3dhn+Zt87LwdJ9crOMNibA9e9gzeTLDVq2i/Zgxzz6g\nAAFrVhQSzAC+ZrH4RMYg3xSgcYsopgCvCJQmZgyxgiFPhJn+o4g3ByIiIiVHVCoGTsBOv0KCGcB3\nbDg+u1Y+VTQb3BOfIEDcPgj/HFRp0MIH7F8FI+3Xl5WFwY1ZFaGix81ve0AhwQyQNdqXP/72YfxQ\nbdGciILfuMVxYngDJ17EASlGbNh5nC3HovjhYCite1zj14U3QEfsYRtpW3pT+olUukTo9YBaRYpQ\nCSaYY495gegaTyIgsFv2IpCmtc1K2ppO+JS6vwPl7gDs8vkFQZqDkcoYT/fJeeWVRUmuM0EQOL10\nKf8sXcp4f38a9+xZ3APh2nnwX4/sXBDoCFMota2n8Sc2MFzf9sLbJ1zLV3rqvE8rsVdVE/F/Qcmp\nKWMmimZDRZUByWeQZYXp3CxNOwfXZ4FpQzCx16wfL8a2xUr0URq3j+KgVe+Ansgb7Qe1AlosgAav\nGEwiEpGqRXQm3EzXfdvKEgo/gGWjYgd32MJtXGnET7RCwRWuspE7Kf8i6S1heMNODOveh7q8zw6l\nF/pwS9CHCDXCCCOlKbpEc3m4UQyUu1e6SC4JhZJ6mJjgJJFg9/Ahk0+fxqpp02dX8CAS9m2EfRtA\nmQPDPFG27wkxJ7V2VZkYZozqYvlKi4iIlAlRNBsKOYmQdBISj2uW1Itg2RGlWvfrP5VxIzBrCoqH\nkHZFs1Y8hOxoUKYSFGqFS+/mYJorqE0a5n82bUjw6VAObluM72v/Z+/M46Kq3j/+noUZ9lVAARXF\nfd/XQnIBl0zTMjXLzPTbprZqLiSlaFa/ck3LtTLXykxRwTREc8UVVxRwA5F9h1nv749kzsSrAAAg\nAElEQVRBthmUVVHv+/W6rztz77lnzn1ghg9nPud5ogv6rArbh0k7yc+hMOxjvIfNrdFi+WnxZFU1\n1R03nR6C78CqKNh/F6w1Wiyu7sHj5irMFVry1HJu13sLc4kOMMzChhLPesJpQzzTSURFBBGocBTa\nse93JSu+/4w2Xu3Z+rOSe5Wrh1WjLaGkCA0NDa10n0+SjaIslPZ7tjcoyKiox7+Wlny8bt39BXNG\nKuzdCkG/Qsxl8B0Bs9dAm24gkeBbvzMzTWW5mFBz01ya8kqLn2vlR4xZ+XlaYiaK5kdFXhyk5Qvk\n1DBDmjW7ruDwLDQONDyWWeKbHVRKfuJ54FmKuNWrQL8NmjUAdb6YVsVDxqkCYR2yPoLA11XFLgt8\nJQr/tcPxljnne/WKbAXevaLPjc+HrL1F4GvZxfsdq8Z/5ym8h9dcwSxS87ieBWuiYW00uFnAW16w\nrjssv2NPyLkpfLraraDtN+On8FzHMYSzg5McwpEoRqDGhXY40h4nRiNXuTP29e38e7wd7Ts0YNMa\nWbF1WzXVllAaj9t4q4sNixcXE8wA3jk5/L56NQNffrl4Y7UKDgYZZpSP74PufjB2KvTwMyr8Ic7c\nioiIlKTmrGK4P49FnuZS7Q6CADnXiotkbRrYP2MQyQ7eYNPeZJq1e/1WdX7igMk+BDx/wPj4310J\n+GYLIBg2IX8PJo4VOZd/LGDaWAKGhBv3W0PLXYvULFQ62H7bMKt8KhVerQ/jvaCNQ2GbSbNeYtBc\nYxvFOv8bPDenH/XoTHd8sKNhQeq21NRchg7dzJ20HtSq3Zh/tkmwLEOVQJGahyAIZMbGEnfyJHdO\nnuTrpUvplppq1C6mVy/WhYYaUkmc+c8wo7zvD2jSFgaOgT7DwcbO+AVERESeeiqbp7k10AIwp1BB\n/VIlI3tCMGlLWHcKopvi3SgKJPJCgez5CVg1L7NVoTryE2sFpcnjOqk9WJTBA1hav1JHk8ersty1\nyJPHhTRYHQW/Xoc29oZZ5b/rgrmJdaKpWYmYqkOckenC6yzDosTH2s2b6QwY8BsOdfqgtG5M0GZR\nMD8uCIJAxu3b3Dl5skAk3zl5EkEQcOvYkTodO2JTrx6YEM1SvRaWzjR4lS2tYdBrsOkM1K77CO5E\nRETkSaAsqi0AWAwsAXyAr4EXqm9Ijycms1yMSWLviQzoegS8b0KbDVD3bbBuWe3e3gd5Jn1fnMzM\nzV7Fjs3Y5EW/oZXz61VXvw+DqvCZPo1UNG5ZGlgTBT1CoN+/hnLXR31hXx8Y5WlaMOsRuJ1y12R/\nmfFZRoL57Nl4evZcQ6uOfsQlNyX4dwkO98nj/LB4Wn/Xvg8I4FmXWvg42fOsSy2+DwgoOCcIAuk3\nb3Jp2zb2z5rFbwMG8K2rKys7deLkTz9x5vp1Ok6cyITwcD65e5dXd++m99y5dB86lH8UxX/ue2XQ\nOvYsaNTw/XbYGgHjpj2Vgvlp/V2rDGLMys/TErOyzDS/BLQFTgHjAFfgt+oc1OOIXKIyeVymdAQL\nz4c7mDJwb+bav4jto/+Yyts+qqtfkceTokVIlGiZNNwXl3berIqCrTfB2wWmt4ABbiAv8X+kHoE4\ncrhCOlfIIJJ0dJyg96uWLJt5l/cCXQvafj8jBbldo2LX//NPNKNH/8Hr419hw/Z6HNgBbnUexl2L\nmOL7gAD+nB9IX7W24NifgXOI37+P1pZW3Dl5EolMVjCD3PHttxncoQM2To5IMlIIDQmmWR0buHwU\njiZDejKkp5D8xyY+d9cWK+oxuxaEtekBH37zCO9YRETkSaMsnuYTQGfgJNAbyAAuAw8zUWWN9zTP\neqc7c188anTcf6cfcxbveQQjEhF5tATtC+N/C9eQ4WKDVAF6NahuZeLg8yZThngztgG45dskBATi\nyCWyiECOJANr5DTFjqbY4sE+tOxlyw92nGrVAOnef1DIdKh1MvT9+lJ/7122zlkMwK+/nuWTT/Yy\n4/MxBC6qzZ6t0KHtfQYrUu0861KLvonGXvR9SjkrXxuCm70SG32eQQxnpEBavjCWSMDOKX9zNOzt\nncDWEeydCPhhJQGqSKN+A9x7EbAz9CHcmYiIyJNGZTzNJwAHYCUQDmQDh6tycI89mjR8W8Qw8zdX\nAl8t/OrYkOWi5tsSRESqg4Cf1qBuIKXj4sJvGS5M3kLds2sZN6MTV8hgZ744jiQDC2Q0wZam2DGS\nBjTFDjsU6FBznm/I5hZd+AF1qwjOBa9HGTgNAAsgb8YWxvcfgyAIfPXVIX788SQ//Died6Y6sHm1\nKJgfNemXziMz4TsGkMqkNO3WoXRhbHF/A7p22164biyaa2o+ZRERkceX8mbPaADYAOeqYSz3o+bO\nNAsCnB0GSg/C7vSv8iwXFeVpyZlYlYgxqxgl4xafC+uiYf60AXTYOcWoffT0dXSZ/z+aYFcgkptg\niyPGi1NVpHCazzGnFq35DFn+gtI9YftZvfcvNDIBM52E8f2G0reHD5Mm7eLIkdssWzGGEeOtWfIV\nDBtcbbdeYZ6K3zVVHjk7NnDwq/mcPRvFDiT01eqNmv3j4sTBu0kP7K60mIXtDiLYVD7lOYvE9HA8\nJb9rVYwYs/LzpMWsstkz2gKegCy/k0bAn1U0tsebG98Zci632YR3c6Xo3RV5KtHpISQeVl4zFCAZ\nXhfsbEx/vEhjc9jKcw/sM4NrnGIW7vSnEa8XpI8D6O/dm/7evQueZ2erGTZsM3l5Wrb8Po7+LysJ\nmFpzBHOxinVKJS19fJ6oPzAF6HRw4l9Uf63jyMY/OH5XR6vez/LupZ2Yrd9o5Gneq5Az/J33K/WS\nYj5lERGRh0VZZprXYkg5dwEoOk0wrlpGZJqaOdOcegjODoeux8Gi/qMejchTQMmFdZNf8mVQH+9H\nNp6b2YYMGGuiwdUcJjSCkfXB1gy6Tn4Vy8WvGV0jvLue0B/W37ffBP4jgm9owWTq0NvofFDQXhYv\n3oBKJSCR6ImNdaF792f45tvB9Bsm45UXYcZHVXablWJvUBDfTniLHnfiC44drlObT1auot+gJ0DY\nCQJcDIfdG9Du2kh4mhmHotLw8vXFZ8E3ODRsWND0+4AA/ly+FJlWi04uZ9g77/NhkQwaIiIiIjWB\n0maayyKaLwItKczP/CioeaJZlQBHO0KLFeD8BPzhE6nxBO0LY8raYKIGBhYc89o1k0Xj/B6qcNbo\nYWesYVb5aDKMqm8Qy+3yC5DoEdhAND+F7SD572O4fDu24NqUD9axYNjEYrPERREQiGETN/iT9nyJ\nPc2N2gQF7WXKlGVERbUvOGZv/x+rVk9l4aq+dGwL388rUsTyETO0YwfanzptdPxMxw5sCz/5CEZU\nRdy4Cns2wO4N6LVazjq05MD+cFw7dqJ3YCCurVs/6hGKiIiIVIjSRHNZkgWfwFDYROQegg4iXgW3\n12usYH5aciZWJTU9Zot/DykmmAGiBgay5I+9D+X1r2XCZ2eg3l/w3WXDjPLtofBydmiBYM5Cgz+n\nOEoif3i/zf+9MIFa/ruwCwiilv+u+wpmPWoiWEA8/9KdH0wKZoDFizcUE8wAaWnP8M4nTtSvC98F\nPlrBnJuayo2DBznxww/sfOcd0s4ZLwGJAVJioowvriGE7Q5i1ot+BDzvw6wX/QjbHWQ4kRQPvy2E\nMV1g/LMIaclc7DWO5VEKzt5MZ/jW3xn199/VIphr+vuzpiLGrfyIMSs/T0vMyuJpXgscAeKBe8mI\nBaBNdQ3KFLMm+RWWpX7URM0BQQteXzzqkYg8JQgCJGlMv11PpsmYdhoaWIOnlWFf38p0cZDSKM32\nkaeDP28ZylqfT4PXGsD+PtDcRPXha2QwmzN0pRYBtMcMKbpMORknbVGp5SgVWnTdTN+DilRO8zlK\nHOnCIuRYmGyn1wvcvp1lfMJyMDqdlLVLDXl6K0pJ7/HoyZNLtVBocnNJunSJhPPnuRsRQWL+XpWe\njkurVji3aoVr69bozRWQlWt0vZCSzuYXX6TVqFE0ef55zGpImUJTC+tmfnQGltbBO/MG+AyB9+YS\nnSGwb9Ys9Dodft9/j5ef373ZGREREZEnkrKI5tXAGOA8xT3ND5W5g0OY+ZvhQ/yRCuekEIhdCd1O\ngrSs6ygfPk/kIqNqpqbFTKOHsATYftuwJaZqTbZzU+qwV8CpFIPAjcmCWzngqIQGVoVC+t6+gTXU\ntQSzfHFpyvZxafVM2l2Dw7W8ae8AbzeCIR6gNCHEfXx8CCaW5VzmfZrTFzdDv0FhTPk0mKj4wn6j\nrs8EYNCgQjtJJtGcYiZu9KMRbxRb8HcPvV7gjz8u8uWXYdy+nQbEgSwdMAepFQhRtG/yD2ZmK8oZ\n5UL2BgWxbMoU2kcVisVlUVHodTo6NWtWII4TIiJIOH+e9Bs3cGzUCJfWrXFp1YpO776La+vW2NWr\nh0QqhdOHYMVsPC10nFZDe3Xha6UqwNPZjqbPduf06tXsmDiRJoMG0XLkSBr5+SFTKCp8H5Ul5KfF\nxQQzQKB5Av6ZdfAOiSP2XAT7pk8n/dYtes+dS4uXXjLcbzVT096fjwti3MqPGLPy87TErCzTAkeA\n7tU9kAcgCMGGB4+0WEjebTjaGdpsAsdej2YMIk80mRoIvgN/3YbdceBlbRCrQz0gJjyMD9aV8DQH\nzWDRm/2NPM06PdzJMwjomCy4ng0x2XA9y7C/kwu1zcHTGq6tnkXc4LlGY2m425+9y+fQ0Lr08arR\ns4xLnCKZL2lPA2wKzvkNnEXIUeN+u7TwZ/HCOZiZgc7hCKluC3BJfR8nVV/MzEChADM5mJmBVKpn\n27aLzJkThpWVgtmze3HseBDzvjmHVrmmoE+5ajwzP21NQMAH5Ql3Mcb5+eEZEmJ0/F+plBfr1TOI\n43yB7Nq6NU5NmpgWt2ePwIrZcPMqTPAnTObEyg/fxiwhvqBindrZhYmD/fA+uwv6jyZ76Ntc3H+A\n8xs3knjhAs3yZ6A9fXyQysrxlUFlUeUR4N2WnomRbEgCQQ8SKYyuBf/V7URzRw/iwsPx/vxz2r3x\nBjIzs4c3NhEREZGHRGVSzp0GNgA7gHtzJQKPKOWcjLxH8bKg18DZEVB/ymMhmJ+0nIkPg0cVs/hc\n2BFrEMoHE6B7LRhaFxa0A/ci39i37OuNRAJL/vAnT5BhLtExyYRgBpBJwcPSsD3rYvyaGj3czjEI\n6neUpj8G6lrL7iuYE8hlNmfIDj3Pcp83sKa4gFKpTfd7OVLG5M8Eury4lWdGbGX1xHlcO90CtRo0\nWtBoQKMRyFMJaLUSoCVmZi1QpksY876ErOSkYoIZQKtczdFw/9IHWwZUycbV6gDqde/OlEOHHtzB\n+eOwfDbEXIK3ZsLgsWCmwBtALmdvkZRotbr2wnvadEhJhJVzsHrbm86vfkjn4N2kJ6VwYcsW/pk2\njYzbt2nx8su0HjUKj27dqm9GNzUJti6HLcuIjs3hTGLxmfEFWVD35ml8F4xk2IYNmFmYts9UJ+Jn\nWsUQ41Z+xJiVn6clZmURzZYYxLJvieNlEc39gYUY8juvAhaUOO8DbAei85//ARhPTRVBpzP9FXW1\nc3UamDmB59RH8/oijxUPSg13JcNgufjrNlxMh/514DVP2NAD7O7zzfygPt5VkinDTFpo1fC00GJc\nTw3MJbpSrz9JEvOI4CXqU5s8I8EMkJ5h+r3as4eGBX99QwaRdGApr6xxLTin0+nZvPkCc+aE4VDX\nnNmze9GnjxdarRSNBtQaGDxUzpHzxv3m5VVsRvb20aMcDAzkTkQETU2cl1vf5z8HgAvhhpnlaxEw\nfiYs3A5mxX+I3gMGFcsbXLBoxtEZpi2G0VNg6UwY0gS7twPoMWUKPT7+mOSrV7mweTM7JkxAnZVF\ny5EjaTVyJLXbtUMikZTLg22SG1fht+9hz0boMxx+3E/GS6/SPvZMsWbPCnC6VSt6fPxx2fsWERER\necKozlUbMuAK0BeIxZCFYxRwqUgbH+Aj4IUH9CUIwTBjvTP9O6jwHr0eXB5i1YK7f8KVj6H7STBz\nfHivK/JYUlpquHeG+5HYwJvttyFdA0PcDbYLH1fTXmFT7Anbz6qQbWjlINfCW74vlpqNolLjLcX2\noUdgI9H8yU1m0oYOOBn1p9OB/zxYtSYMhTSY2NTCfts0/ZSvdibi6lSXNswoWPCn0+nZtOk8c+aE\n4eRkSUBAL/r2bWhyYVlptg+/Hv7s2TmnTPcsCALXQ0M5OHcuKdeu0WPqVJLr1OHHqVOLeZpPeXnx\n/qJFpoXopVOwIgAun4LxM2DoeFAYVzUsFxdOwMKpkHwXJs0HnxdAIkEQBBLOn+f8xo2c37QJmUKB\nqkMHQv/7j043bxZcftrLi/fyx6vXaslNSSnYcpKTDY+Tksi9dI7cEwfJvRNLrqM7OQorcjMyyU1J\nITgz02TpmZhevVj3lKyQFxERebqpiD1jGoaZ4SUmzgnA5Ae8ZhfgGnA9//kmYAjFRbPJQZnCf6cf\n/d+YhHeHWoaCIlkR0GB69eeWyrkGF9+GDkGiYBYpE6Wlhpu9wZ/JM735uRt0cgJpOX9194TtZ8bP\nX6Ook4cCPWqkzPj5KkClhPM9Yfwg20cWGuYTQRoqVtAd5/yS1kVJTIJREwxv6gsnvFmz7jjb97VD\nbg4SiY5B/7PDy2ksjRmPBClarZ6NGyOYO/cgLi5WLF06kD59Gtw3C8Pk93yJuTgCu9R0rCQqsgUl\n6fa2THpn0gPvVRAEru7axcHAQHKSknhm+nTavPpqgTdZrlSycckS9Hl5SM3NeX/SJGPBfOUs/BgA\nEcfgzenw9RZQGseiQrTsDD/th0O7YfE0+PVbmPI1krbdcW3dGtfWrekdGEjs8eO8M2JEMcEM0D4q\niq9efpmTZmaos7OxcHDAwtERCycnw2N1Fha3I7EQVLj09MWiV38s6rgb2jg6YunkROTLL4MJb7fU\nvIruUUREROQx5X6i+WL+/iTFC5tIKFuhE3fgVpHnt4GuJdoIQA/gLIbZ6E+KvG4xii3+63oczg6D\nzDPQci3IrcownAqgy4WzL4HXbLDrXD2vUU08Lf6iqqSqYqYq5W3VqZaMee0q3u+3vyzGufYdPpzr\niOGLHPh+5h3+75cllZ5tfpDtI4pMZnOaztQigHaYFclwcS9ux8Lh5XHw2ivw5XQ48N8erqT+yee7\nHQrabpiZSieLujTsARs2nGXu3DBq17Zm+fJBPPecZ5lSltlIMxlo+R8LHeIKjn2gcsNG+kap1+h1\nOi79+SeH5s1D0Ot5ZsYMWrz0ktEiu36DBpVub7gaYZhZPncY3pgG8zaAecW8vff9XZNI4NmB0MMP\ndv4C00ZAyy4weT7Ub4JEIsGja1ecGjSAEqIZoHbr1nwQHIzS1tbggc7Jgr/WGGwY7m4w/Qfo9QKU\nssBw9OTJLIuKMp5xn/Tgf0qqE/EzrWKIcSs/YszKz9MSs/uJ5h35+81AySSjzmXouyzC+hRQF8gB\nBgB/AU1MNXzjjTfw9PQEwN7ennatv8THagOc6EloxmegrF3wA7vnF6z0c+ffwKo5oVEtIDq06vuv\nxudnzpypUeN5HJ7fozL96QWIjooCp1BoYTjPRcP5ex7hivSfhYaMrCt8uao250JTAWjj48CHgY5M\n6n2Sz0LXM8JnAC2w52jowSqNz7ehv/MXN5jtM4p+uBmdP336DH/vhvXbfFi1CKwt9rL74B22/7Oa\nEYHKYuMdHehAQP/PiYrYRePGHfjxx+eB60gkN5BIGpRpPCsDAxivjoN8J0RoJgwljr0//B/evv0J\nPVh4/zqNhrX+/kRs2EBrNzd8vvySOGtrkiSSAsFctP+w3UGsDAxAptPgUdsV34mT0ackwI6f8Um6\nDGOnEuo7AZTm+OQL5mp9fw4ZR6iFG/zzBz5v9IB+Iwht2RfsHJEoDQGIMYSBBvn7FEHg6Jkz+LRo\nApuWELrmB2jaDp95G6Btd0P/Bw+W+vpmVlY8M348Fw8cQJ+Xx92cHPq8+GLBPxOP8/vzaXx+5syZ\nGjWex+G5+Pfz6Xt/3nt8/fp17kdZviCOACZiSD0HMBz4Cmj8gOu6AQEYFgMCTMeQ57nkYsCixAAd\ngZQSx02X0RYEuLkYYr6q+jRwcb9A9DzodgLkNg9uL/LUE5kBbx2DxDNhZJ8O5tbzD/YI3w8dAidJ\nYhexhJNExvh3mbHa3ajd6mk3eGXBGG5gRyTW2FCfJnjSBidaYW9ykV5Z0KBnGZcJJ4kvaU9DjN8H\nGTlZfPnjNXKk13j1zatgc41sbmOJO8unH+O1+capO74YlMT8T3fg4+NZzgGp4cS/BPxvHAHyO0an\nAxLlBNQB7GuhtXPmdKKWw2dvYe/syLPDB9Dg2WeQ1KoDTq7g6Ar2TsUqoZgs6pFmhZ+9HO8PZsKI\nd8Gimr7VKgtpybAqEHb+DCMnsbdWS76dPJked+ILmvxXpzafzp5Jv9hwOPA3DBwDr34AHg0f3bhF\nREREHjMqk3JuNLAGCMVguXACk+tEShKOQVh7AnHAKxgWAhbFFUjAMCvdJX+AJQVz6UgkhhRw1i3h\n3CvQ8HOo+07lfc6ZEYaFf53+FQWzyAPR6uH7y7DgEvi3hPf7eLPn37KlhjNFLNnsJpZgYnHGjAEk\nMYD/WOhqOhuFmao2nWlPC27Qk8tksActedygFkdwQEcdnGhAA5rSlmY4mKi2980PC/j7wK+YWQho\nciX06TWKxHd744CSFXTHCjl5JJLBNTK5RgZXSdZcI5tU2r7gRZt6jXA0a40tw7CmATIUTD3dzOR4\nJXpt2QVzZprB3xv6FxwOhoYt0FpYg8a4qa5LH9RrNnFy8fccWbac2g09GTZ9MnWdbSA5Hg4GGfbJ\ndyHlLmRngL0z1KoNjq6EhJ0jUB5XrM9A+2z86/XFe+ynZRtvdWLvBJ98B6Mnw7JZKH9ahItUxw0b\nCvI/u2pTUP74Obz3Kfx9DezEdRgiIiIiVUVZRHMEMA/4FcgEnsXgT34QWuB9IBiDAXM1hkWA/8s/\n/yPwEvBOftscYGQ5xl6IU1/o8h+cHmLwOTdfClJFhbpCmwlnX4am34FNq4r1UQMIDS20k4iUjYrE\nLCIN3jwKtmZw3I+CvMblTQ2Xi5YD3GU3t7lFNn5YMpVrZLMXc1zw4AXG93+WVR99zhvfFXqE132Y\nysRhX1G/4AsdAxoyyeIGGVznNldJ4TCpbOE/MsnCEQnu2OOJJ034e3Uo/0T8zszNdQuu/+7d1TRZ\nf4UxY3pyiY1kcg0BAVsaY0sjYs/4MPOzt5j4sjstGh6krZchbnl5WoL3x7BjxxUijlky75U7zNhc\np6DfeSPi0KTVv38w4m9B6HbDdv4YdOwFvYbA1MXg5Irv7iBem/QW8oT4guIbGidnfK2dWdSkCZ69\nejFqTzB12re//+to1JCSAEnxkHIXefhHhZnoiyDTmVDolaRS7083TwhcT8iJ7vwqHC1hllPjX68X\n3uOnV36QNQzxM61iiHErP2LMys/TErOyltFuBLTG4DfeCSzN3x7E7vytKD8Webwsf6s8ll7Q9Qic\nHwvhvaHtH6B0ffB1RREEuDgBHLzB7bUqGZbIk4laB/MvwtJImNcW3vIq/xccAgIXSGMPsRwgntbY\nMZR0bDlIGmex5DmaMR8bvABw9wYpCv7yX40g0yDRmTHxxWn09u5v1LcZNjjQCgdaUVSiqsklkitc\n4xI3iSGK7Ry5vJsPlzcodv1HP9RnxYeHkY/pS32GYUsjlNRCr5Mw+yv4ZRNsWQPdOsOff+ayZs1p\nduyIZP/+GNq0cWXw4Ca0bdmC8F1SJneOwNxKIC9bwu3LXfHuWeJjRxAg8pxBJB/YDnduwDOD4OV3\n4LttYFk8T7JKDwk50COz8Ni+rCSuN4jlnQMHcG7evGw/ADMFuHoYNkDrthiuG2es1ilqZtYIeSnp\n7WRaE8pfRERERKTSlEU0nwfewmChiMGQAeO76hxUhZHbQNvfIXoOHOsMbf8Eu05lv/7WD5B9Bboc\neXDbGs7T8B9fVVPWmIUnw5vHoJ4lnB5gqLpXkvvlU04mjxDi2E0sAAOxZT7xpLAWGZa48AJtmY4c\n4457e/c3KZLLigILWtGOVhjSeAgIbElsabJtRqqSRrxe8DwpGUZPAK1W4OeliewLucwHkyK5fDkJ\nX98shg1rxsqVg6lVyzDuli1z+HCiP3YXMrGSasnWy8HhCpMmzTWU/Tt9MF8o/23wFvQaAh99B+16\ngrz4R5NepyPt+nWSIyNZ/vHHxXy8AH0EgesKRdkFswl8J05mpn9UMU/zDJkX/SdUfdaIqnh/as1M\ni+aaKvIri/iZVjHEuJUfMWbl52mJWVlE8/clnqcD46thLFWDRGpIEWfdBk4NhGbfQ51XH3xd+nGI\n+sIwWy17Mv/oiBhTnopquVoIiIB1MfBdexjtaXp2eU/Yfr4MXo8ycETBsS9mrucCqaR4e3KOVLxx\nZQoy5OwnkWMIPEMbZmJHcyTVWnOoOBIk6HKlnAlK4r/FsUhUegSllJ6T3dHkFY7jv2Nahr8m4O5y\nk6RbO3nzDRg8uAlz5/bG27s+CoVx+jIbqZq20kis5akGG4UccvXx2Pw2D74ZCe4NwWcILNoBXi0R\ngOyEBJKPHCE5MpLkK1cM+8hI0mJisHJ1xalJEzSZmUavBaDPy6tULO5V7PMvUu66/4RJxSr51SQe\npsgXERF5tDg6OpKamvqoh/HE4eDgQEpKOZbSlaFNEwye5pZQUM1AAB7mcmzT2TMeRGYEnBkKrsOh\n8XyQlFJ2TZMCRzoafMyuL1ZupDWEp8VfVBn2BgWxbMqUgny0MUBakYpqRTmUAOOPQTsHWNIJXO7z\nf9VLsyZx07c20pC9KOR61Fopet9+5Oy9wrdzZtGICOIJQkBLXV7AHT/MTGSmeFgMfqE/8aH7eD6z\ncKHhThs5Tj18GDXqWxat0HDmcnOaeBxh7Gglgwc3pWVL54KcyqX9rr3evQMZpxgl5DgAACAASURB\nVE7Tvohb4LQCbOu7s2D5apITUwtE8b1NKpfj1KRJ4da0KU5NmuDYqBFmFoYFjOP8/PA0UXzjhp8f\na/bsMTpeE6mq92fY7iD2FhH5/WqwyK8s4mdaxRDjVn5qYswk+ZVBRaqW0uJamewZa4HZGCwZ/YFx\n3KusUNOxaW0ohHLuFTj1PLTZAGYOxdsIeoh4HVyHPTGCWaRsbFi8uFgBBzBUVNu4ZEmBaM7SwPSz\n8OctWNoJXqxrKCWdgppkVCSRV7BPQkUyKs4lXqFBcBgfBhYWIVk8cyONGtoj52Oy6ExzJuNI24c6\nq1waNw5HMDyzeGaO5zO1rAk+yTfXUkCwZ8+SCFo2tUOnVqNLvEBUiNrwWK0m+swZ7G/cMDxXqdDd\njkEXeY7r4WfoUyLhR3s17Lsay18fflogjBv260fn997DqUkTLJ2My3KXpKYW33gUeA8Y9MSKZBER\nEZGaRln+Yp8COmDIotG6xLGHRcVmmu+h10Lkp5AUBO22E3Y8mpBti5FLVGhzYvHtKMf7f+dAWrF8\ntiKPH3qtlr71POh1567RuX/NlYyfNIHY5i35260ptdq40NJVTbrUIJBTUGGFHCfMqYUyf5PghIAj\nMPO1l5n+ax2jfpe8E8ufy4+ipOJpwIKC9rJ48QZUKgGlUsLkyaMZNKhfma4VBIGEhGyuX08jJiaN\nmJhUrkclcmjtWEbos4za/4MZ3jZ1qV1HgZm5ApnC9CaVSZFlpCBLikOWcAuZmRmyeo2Ye+QsvVXG\nmSf2O9lzIKlyXzPuDQoqVu56lKly1yIiIiJPCOJMc/VQHTPNeRimy65hSCEXBzzCDP8VQCo3eJtj\n2xK2qhvBZywJHF24kGjmpvrQNATv3uIf3ScZQRC4c/IkZ3/9lQubNpGXnGiyXbpCxzWLSwh//MPA\nM7GQo8G6oyuNOzlj18kJ2452KOrL0EtUaMlFhwoZCmRYoMOCup46k/06KOtUWjC/9dbXxCc6YXBK\n5XLu3NesWgWDBvVDEARSU/MMYjhfGBcTyNfTsLQ0o7k7NDeLxjXjPO63z2IrlCz4aSDOoh5z06+Z\nzgqSkmDIexy2A46HQOM2MOpNQ3lmz6YALOvYAU6dNrrU0bPyzq77lrsWERERERGpBsoy09wFQ35l\ne2AOYAt8DRytxnGVpHIzzUWY9XY35g47ZnTcf6cfcxY/Hn7IslATPVmPitSYGCJ++41z69ej02qx\nGzOU268+y45eI6iTrC7w3MYAqQpIdFEw8thy+rlaYCkzRxWfS+rJmySHR5MYfoWE8EsIGi21O7Wn\nTseOeHTqilunLth6eCCRSJg06yXcu18xWlgXd7QZi+dsrfB9dOjwIlfPq2hmocNKoiJbUHI5V4bE\nIo/69Udx40YGIKF+fXvq1XPAo64tdT0ccKtjhV1GJJqLB0k4FEL2nVvU7umL6zMDcO7hx8jX38Ti\n5hVeFgrtDlskXgiNmnAxcpfhgCBA9EU4sMOQ7SL6InTrB96DCcUOn8FDjMa7NyiIbye8ZVyxbuWq\np17wiu/P8iPGrGKIcSs/NTFm4kxz9VAdM83H8/eZwBuVGFuNQF5KOiYZlVt5L1KzyE1J4cLWrUSs\nX0/C5ctYjxhA3NqpRHezwlsSRUfdeqIs9Yw2h41Jhopqd/XwUW04mKNm8gcLoWFL8MrfWg2D/l4g\nM3iUM+PiiAsPJ+7kSU6vWkPQ2+8CUKdjRyzystmx8Aq+2YXWhO3Hcxj+2UuVuqc70XEMtElmc71C\ncfvKTS92ZXfkyt23kFuBVCbhZjqkRtwl/fgecnJ/IjtnL1kKT2JtBhBrt4zUhl2RJMiR/QWyHXA3\nszMy885sUi9FiRYVcuIUY+hUVwfH9xtEctgO0GoNM8lvBxgKjtzLExwaanK8/QYNgpWritkoPhVt\nFCIiIiJPFIcOHWLq1KlcvHgRmUxG8+bNWbhwIZ06dWLdunWsXr2agwcPlqmv69ev07BhQ7RaLVKp\ntELjmThxImFhYVy9epU1a9YwduzYCvVjivuJ5h0YsmSYmo0WgBeqbBQPEa1QSm5Tnqw0c4/yv+Ty\npHErD0H7wlj8ewgq5CjRMvkl32JV97QqFVeDgji3fj1R+/ah8OvJ7U8Gc6v/R/SU3aUTx3ku6Qa1\ntsjx3H6a3VkC/epAP7vir7NA6whfrIOoC4Zt+xrDPjke6jUBr5bYeLWkacOWNB3/Gnz+OYJUSmZs\nLHHh4Wz5+ONighmgf5qKA0tX0TFHj42bGzZ16mDj5oZ1nTpYu7oiLZGXGL0eMlIhNRFSEtAmJdJD\nEslbdmmMi6KgEt5btaIwl9xh7cwZxMUlc/VSNFcjIkm5m0TDdq1o3K0jjXp8h427OyjMQakAxaX8\nx+agMKef3zkco8+xuWlywctPjv2WgTfVsCQEvAfD/22Dxq1N5ti73++aaKMwTU2bxXocEGNWMcS4\nlR8xZmUnIyOD559/nh9//JERI0agUqk4ePAgSqVprVVWKjOr3q5dO0aOHMm0adMKsjxVFffrLRFD\nueyNwD0/w732AnCgSkdyf6rMnhG2P4jg36YQ+EqR3KabvOg/ZpHoaa4CTH0lf7hObT6p5FfyQfvC\neOuzLzC7cxWFXodaKiOvTmPe/8Sf2shI+P0XNHv/IKtlE+LG9OLuiz2pJeTRXHqWNvZnyAtzptGf\nsbQ6G865jsO57PcOCxb9H+0ig9nkWJijcWSyIzfa+HFk5wbjQeRmQ/Qlg4COvlAoqlMTDT7ehi2g\nYUuGBq6gfcxNo8uP1qnN1JeHk3nrJllxcWQmJJCVnEpOVg4WFgpszOXYKCRYS7TYCHnYWJlj7eiA\nYFGLK/GurIk9gFStLpbC7agM7KVSOijNsbaxolEzTxo38qBuHQdkOjWo8kCdd9/9jMspzKutNxrv\nO+btWH7E2JMsIiIiIvJwKc1GUJnF4VXRR3h4OP369TOZQ/rSpUt06NABjUaDhYUFZmZmpKSkEBQU\nxKxZs4iOjsbOzo7x48cze/ZsAOrVq8ft27exsjIsnfvnn3/o2rUra9as4dtvvyU+Pp4uXbrw008/\nUa9evfuO7dlnn2XChAm8/vrrpbapSntGHaAfMCp/C8IgoC/cd5Q1nHvC2P+vJcjIQ4c5/cdMeuIE\n86PyZC2Z/plRtbYed+L5/v33qKvRoLS1RWFjg9LGxrC3tUVhZYWkxNcwegFuZsPlDLiUAfM/+4I6\nkScYllFY2CIo6S4Xxw0ku54bd19/jsx5q2jhas9w+VlszX/GKtORprulOP5xHak2ylCWecEWuts6\n0B3YFNSQoA6/0DlsCVbaPO5k5xA3ajY9M0ux61tYQctOhq0o2ZkQc6lARCffjTN5eVZKPM/F7AEH\nF+jmDo7twcEZvZ0T2RIlmVoJmXkaMrNVZKZlcjEygZNhsWhSYrHRh5OmU9OnRJ/ddBCsULDiwiXs\nHvABUhqK530g1vh/YFcnO+PGJqiJ/r+ajhiz8iPGrGKIcSs/j0vMgoL2MmXKMqKi2hcci4paBlBm\n0VvZPpo2bYpMJuONN95g5MiRdO3aFQcHQ2rf5s2bs2LFClatWlXMnmFtbc369etp2bIlERER9OvX\nj3bt2jFkyBAOHjxIgwYNSE9PL7BnbN++nfnz57Nz504aN27M/PnzGTVqFP/991+Z7rEquZ9o1gK7\n8zclBuF8AAgAllb7yKoR796DHiuRXF12h8qi02i4e+4ct48c4dbhw9w+coSM69dNts2Ji+P0mjWo\nMzNRZWYa9hkZqDIz0eTmIrWwRG9pg8rchhxzWzIUNgiWNlja2mBjb4vbhcO8mFvcdz5IpWZjHSde\nurSVJpILZBKEhmw8rzTDfasFZnv/gK59YepS6ORjZC2Y/JIvUWuDCZ+UvwD0YiheMSFMerOcZaqt\nbKBVF8MGNNq4h9PnLhSbET6lgEatW8Lf540ulwI2+RsYylXP/go2n9RjaXOULs/E8fW6FxjTvQOc\nN/6f1cWrUYUFMzx95ZhFREREngQWL95QTOwCREW1Z8mSjWUWzZXtw8bGhkOHDrFgwQImTJhAfHw8\nAwcOZOXKlbi4uJicxe3Vq1fB49atWzNy5EgOHDjAkCFDTLZfsWIF06dPp2lTQ2am6dOnM2/ePG7d\nukXdunXLdJ9VxYMWApoDg4CRgCewCNhWzWMSKULJqnUAy/If3084V8d/yTlJSdw+epRbhw9z6/Bh\n7pw8iV39+nh0707Dfv3oNWUSm3p7Q47W6FqVHFp8OI1z9s2JFBy5lGGYRY7NAS8LHS2U2TSRZuAl\nyaQembjpM5HlFgrrvbuM7QMATjZ52Es+R6rqSpu9DbDeugvJ3f9g2ET4/RtwNs6XfI97fuglf/iT\nJ8gwl+iY9Gb/Yj7piuDu4c7o5AsFCwylUni/FoTV9bjvdWo1LF0J8xfCM13SkWb9ypSpHfjoo+FI\nJBIc3NxNimZHd/dKjbey5ZgfhxmZmoYYs/IjxqxiiHErP49LzFQq07bV4OBoJJIvythLDAZ5V5y8\nPNN/c03RrFkz1q5dC8CVK1cYM2YMH3zwARs2mLA5AseOHeOzzz7jwoULqNVqVCoVI0aMKLX/Gzdu\nMGXKFD7++ONix2NjY2uUaP4VQ+nsXcCXGIqbPDLG+fnVmBnWh8lvCxearFr3y/z59OzaFQtHRyNr\nQ1m53wy2Xqcj8eLFYrPIWfHxuHfpgkePHjwzfToeXbtinpUCodvh33Ww5gyuSh2ntRjNsjqba7Fe\nMoGX428wXKEkx7MBNPRE0bgh+tqe6Bs0QO/sDBIpEmSAA+CEAISTRG6gDEykE1Zl6Oi9sDHSvxdD\n8w7wxjR4dhCUXFhXCoP6eFdaJJfEd+Jkgv2jWGNXNhEqCPD3bvjkc2jiJfDa0FNs+i2ULZuH4+Pj\nWdCuuirh3aso51+kHHP/J7gcs4iIiMiTgFJpelman19D9uyZXaY+/PyuExJifNzcvGK6omnTpowd\nO5affvoJwORCvNGjRzN58mSCg4NRKBR8+OGHJCUlldq+Xr16+Pv7M2rUqAqNqSq5n7J4FcgGpuRv\nRREw5Gt+aHiGhJRphrUs1FS7wz2hGnv8OLHHjxN34gTXz5yhgYm2sSdOsLRZM1Tp6Vg4OmLp7IyV\niwtWzs5YurgQmZXFM127YuXiUuycub09EqnU5Az29xERnPPxwSUpidjjx7FycaFu9+549OhB948+\nwrllS4PH6PJp+PcvWD0Vku5ArxdQvT6OG50UZI/9GPszydxI0BTMsipczEhv50Ta70NJE/SYJWRg\nHpOMeXQS+qi9mP+TjFVMMhKNnrwGjuQ2NGypDWyJbmhOTh0rHBubE5Kci28RMb5XBsNlKqSCDNYd\nhnqNKhX/qvKxlUeEnrsAH86E+LuwYLaaX9ds48ihLI4fn4CHR/G32L3f0aIp3N6vohRulSnH/Lj4\n/2oSYszKjxiziiHGrfw8LjGbPHk0UVHF/cheXqeYNOn9h9bHlStXCAoK4pVXXsHd3Z1bt26xceNG\nunfvDoCrqyu3b99Go9FgZmaoupyVlYWDgwMKhYLjx4+zYcMG/Pz8AHB2dkYqlRIVFUXjxo0BePvt\nt/H396dt27a0aNGC9PR0QkJCePnll02OSaPRoNPp0Ov1qNVq8vLyUCqVVZJJ436iuWL/ZlQj7aOi\n+GXBArq0bm0o32tmVljO18ysTDOuFbU7lIWw3UGE/LQYuUaF1kyJ78TJpQoRQRBIv3GjQCDHHj9O\n/OnT2Li74965M25dutD+zTdZN3IwXDeuXJfn4cDUqHj0Wi05yclkJySQnZBATmIi2QkJ6E+c4M7p\n0wXP7+3V2dlYOjmxJyuLZ7KKl07ueucOYUeP8vWiRXh064aVs7PhhEYDp8Lg2w8h9C8wUyA8N4SM\n6ZO50yaXeOlxMrR/cyS2KznmDgxYUovIlbEo1HrUCindJ7jz+0oZHZlnWIvqmr91K3FTqUlYx1xC\niDlHdPRhlEcj6R8Th3laGqdvqfBzp5jlYXYt+MnSGT78plI/t+rgQSI0IRH858Ffu2D2VOjZKYER\nI7bQp08DNm0ajlJp+q0ppnATEREREYHChXpLlmwkL0+PubmUSZPeL1f2jMr2YWNjw7Fjx/juu+9I\nS0vD3t6ewYMH8803hr/Lffr0oWXLltSuXRuZTEZCQgI//PADH3/8Me+//z69evXilVdeIS0tDQBL\nS0tmzpxJz5490Wg0BAcHM3ToULKyshg5ciQ3btzAzs4OX1/fUkVzv379CAsLQyKRcOTIESZOnEho\naCje3pX/VrlqE9hVH0JA/oOD5uYMcnZGp1ajU6vRazQFj6VyubGYLrH9fu0aPdPTjV7gXPPmfBkQ\nUGxm1sLREWl+MYsHEbY7iJWT3kKeEF+QQ1frUpsJS1bhPWAQOUlJxJ44YZhBzhfJUjMzPLp2xa1z\nZ9y7dMGtUyfM7e0B0JDFXcKYOPodtMcT6BlVuAjukJc5Zl1c+H7DTOxohj3NUVILSRl+nDq1mpyk\nJP73wgs0PXnS6HxMr16sCw2FnCw4HGwQyQeDoG4jtD79SHquHncaxpEsOYVS78HFhG6sutCNVlaN\nmdFCyp/rviXk3Eo+XeVW0Oc3b8bh224C0yZ/ct+xqdCxmRj+4AZDqMcoGmCBHLIz+ahXe77TRRld\nM8WqNYsOnXvgfdcUVCpY9CN8vRjGjoRZn8DekAu8994uvv22H2PHtnvUQxQRERERqWGIFQGrh+qo\nCFijqNerFx/uMS53LQgCeq22QECXFNT3tv0TJsCZM0bXq9PSuLBlS8GMbHZiIqr0dMwdHAqsDcWs\nDiVsD6s+n07GrXg6FLEPHM6JZ82YMZy2cyA3JQW3Tp1w79KFDhMm8PxPP2FbYgGXHg0JHCaOEJII\nx4kOeDRshLyJhF3LY5FrBbRyCR3HuKLXNUGGObHs4SLfI0GGHc3yt+bY0RQzrI3uU6ZQYOPmRnxm\nOk1NxDf+2iWY/DycCkNo3ZW853oQP8mfeNdIsjmLE3LMNd0JvTyF5VccGV4XNneFhvkvNW3yJ7AY\nvhy2Hrk5aPNgiM/9BbOAQCjx/MgVmmHPj3SnNpaFDaxssKzrBdeNRbOti5vRsZpAUFAYi5eFoFLL\nUSq0THrPF5XOm6kB0Ko5HN4DDT31TJu2l23bLhMSMob27UtftCgiIiIiIiLyaHmsRPP9Fj1JJBJk\nZmbIzMwgPym2KSxcXEwed27ThhG//17sWFHrQ4GYzhfUJa0P1yMjjXLo9tDBvow0vu3sgpNHOyR2\ndmCeCDeOQOoVsHNEsHUgyy6TBNuL3LE7h9KuIa7m/Wkh+QgFtrS2+4Kzy//jmFthRoq3fomn7Tvj\naIQhYbeAQC53SecS6Vwmil84GHqErj75Alpoir22MTZaD6RqAdQqdDnJnFYYL9izUqeRNqADsYGd\nSLCJQE4MznSjCRPIy23Nd5fMWBsNo+rD6QFQz0Sop03+5IGzyve4SgZLuUQ2Wj6jDe1wNNmushke\nykJV+diCgsKY8mkwUfGBBcfCDs/E1R1W/+BNn15w924Wffv+joWFGeHhE3F0tKj06z4qHhf/X01C\njFn5EWNWMcS4lR8xZiKl8diI5ht+flWy6Kk8GQikcjnWrq5Yu7rev1Odjq12VpCtMjolsbGl1qLN\nkJ5i2DIMe3X6dXJvBqHJiEGersEjQ0GDdC3SjIOgWwN2jmDryN1zcayyK97vKjsV/muWQtQh0KiR\naFRYqg1bHa0a1Cpy7mbyjPUlBM1mJGoNSEFvJkFjJkenMKOnLpvnSniE368FG+qYsX9AEi50oyNv\nYYsHt3Pgi4uw/jq83gAiBoK7pdGtlotUVKzmKodJ4E0aMwAPZPexlzxOGR4WLwspJpgB8qSBNPX0\np08vb44cucWIEb8zblw7Zs/uhUxW45YPiIiIiIiIiJTgsfE0V6WXZ29QULEMBKMqI8aT4mHGaIZu\nO0H7pCyj02c6dmBbuME7rCaNO/xLHHvJJZ469MaNftjSpLgfOS8XMlIhI4UPRwzle8HYlvCR4Ml3\ny38EMyWYKUChNGzyIo/NFIbzCiV3ZWq2cJnznKEHmWxu/hm7zI1zuPXLsOK1qDMcIZGbQjaylFqc\nj3JhiHktpjVWULuSE6Ia9GzjBr8RjR/uvI4X1phVrtMaQk4O7A2F/70TwN3MAKPz3h1m88qw5wkI\nCGXNmiE8/3yThz5GEREREZHHD9HTXD088Z7mqkBmI8OqkzUG060cmU3ZFvsZER4KM16FYRN47/kP\nCHzzDZ5LLqy//q+TA599MYs77CeOf0jlHM50pxFv4ERHpJTyuuYWhs3FjUvZejAxqxuRKyWviy/m\nDxj6DbLYyAWOkMhAPJjPaBxR8nuzn/jgVhQLdYULDKfIzDFv40nPzEaEXWxEeIKK59smMrxjPBdl\nF5iHLd1xpgcu1MOqTAsP7yEgcJREfuAyHlixhK7UM+G5ftxISISdwbB9N4Qegk7twcFOy91M47bX\nIu+wYkU4hw+Pp1Ej0zYUERERERERkZrJYyOaZ73od98UbmVlf9ge1gd/yYjAwtLB62d+CUBv7zKW\nT9brYe1XsGkJfPkzdPdFFrYHq96unMwA8vRgLkVpa8UFm69x4hnc6EdbZiE3pYBL4XI6XHDvxitx\nUjZbFM42j8jx4lTtLthvhVpK8LIxLMTzsi7cnzy1k/h+7pyXpDKM+qynOTZFZnQ9Wzaj3kQJbxdJ\nDddkgjtndzWjawi82xgu+SpxVHoAHqjRcZoUDpPAp4RjhpTuONMdF9rggFmRDIV7wvazKmQbWjnI\ntfCCb3/Oe7sSTy7v05yuOJc5Bg+TsvrYIq/B9l0GoXz+Evg+ByOGwrpl4GAPAQG1CPzmTbTKNYUX\nZY/Fwd2cI0fGY2WlqL6beASI/r/yI8as/Igxqxhi3MqPGDOR0nhsRPPc6yF88Ml54KdKCedtIauK\nCWaAEYFKtvovoq13bQQ06NEioC2216NBQAepyTjPWookN5c7v32CxuU6Aj/wa8g6Jm2pDdQu1vcO\nf1s+9i5fHuGzqRB4AULvgp17Q3Z1fpXOYUuw0uaRLTfnsu8kemYeJWgE3M6FqEyIzoJrWQJbM1NI\nso4mVX+N3DOtsLnbhm1WMs5ZFxfWdZy7EfRHBJ/+2bbgdeeNi8ParSvXBoN9CV2nQEZXnOmKMx8g\nEEUmR0hkFZHcJptO1KI7zmSGnef/gjejDCwsiTl75s+8ygus8X4Fec1L//1A9Ho4Fm4Qydt3QXom\nvNAfZn4Evb1BWfzXiSNHzqLNUYBqFKAEVKCzxcNd88QJZhERERERkaeF6hbN/YGFgAxYBSwopV1n\n4AgwAviztM4WKuL431dflks0a8khkxiyiCaTGDLll8HETGeO7CbXWIcUOVLkSIrtzZAgw+rsbTw+\n+4WM/p1JfncYUjNz5Pnt5HLTvlyprOwWhmNJBrEcngIfN4M1XeGAvS9T1gYTPqkwzZ5X0Awmvdkf\nmRTqW0FdKwEFCZwiGhu0TKQBfftPJkstJbp+oag+mQJbb0JUFtwMTcO83SImj1+NuUJDntqM257T\n8L77n5FgLokECY2wpRG2vIYXKag4SiIHuctvIT9TP/D1Yu09A8dyxX8Xcu9HXwKzJCVTw2VnSxk0\nyJu8PNgXZhDJf++BWo4wZCD8/IPBglGyjo4gCMTGZnLyZByXL6cAHUBXPB1eXl7Mw7uxh4g4I1N+\nxJiVHzFmFUOMW/kRYyZSGtUpmmXAUqAvEAucAP4GLplotwDYQxkWJibeiTd5XI+GbG6RSTRZxBgE\nMtFoSMeK+tjQAGsaoNS6ARqj6+10LejKQtMvKgjw20JYuxE+/xmnXoNxKtHEXLsVSDa6VKK7/yI3\nQYCwBJh7ASIzYFoL2PIMBV7lQX0MFWyW/OFPniDDXKJj0pv9GdTHGx169hPPBqJRIGU0DXkG14Is\nFA4K6Oho2ErivVvOwcb9udq4uCUlL/7ofcdrCkeUDMSDgXhwVu6ECTsvGlnNW8BgKjXcmYiZeDWG\nC1HetGsNQwbAtCngVaSWeaFAvkN4eFzBXhAEOnZ0Q17Ku8rc/PGbZRcRERERERExUJ1/xbsA14Dr\nGFTqJmCIiXaTgN8B41rRJqiVk0hu5D4S+I8o1nOGORxiHP/wPGcI4C6HkKLAnf505lv6spMerKA1\n/8/evcdFXeV/HH/NDDcVBERRM0mkwktYdvEO3pZLgolZeMlWy7V0E9DcbcNLannZ1nLVymsqlWlp\nrdpPUtQMhTLMyrxjkSBgZshFsLh/f38MoMgg8x0cnIHP8/GYx873O2cOZ94Ldjh8vt/zLzwJY2TA\ni2yZWfUWbltmFBDqP8HwF8zLgemPw+7N8EEi9B9qsNnwgL+p6ldRYPcF8N0Hf0vU3/f4p6Hw93up\ndnGfzrYExxY5uLS+jGOLHEpti9jOecYSz+ek83c6sYre9KdN5YQ5Li7upjk20ZQYPO+gKb3p+2pj\nZ7hbbEst70Yt1W4NVxzHpasLyMvZS/L3cGAnvPgCNLHP47PPkpgz50tCQjbRtu2bdO++mpUrj1BW\npjBx4oMcOTKR3377B7t2PcXy5VPw8vqhytfy8vqe8HDLW2m/FWr7XhPVSWbqSWamkdzUk8zUSUhI\noE+fPri4uODm5ka/fv04cuQIANHR0fj6+hrdV0pKClqtlrKyMpPGcvbsWYYNG4a7uztubm4EBQVx\n9uxZk/oyxJwrze2AtOuO04GeBtoMAwahL9G46XLkVOxp76VBOyUEB093ip4KwaFfCB21o2jGXeio\nvV604mK/7bPXoeiK0ZTaMjZoguGLAE99B/8Kg37B8O+P9Ldxq2O/ZQrsSNeXYRSWwoyu8KQH2NTw\n68vug/t5NXZjlRrhqTPX0YuBzPYLowsutX5mQyKeCCB5w0ySh1ybNFaUfdTF3wKG8+rMquMtmLGF\nCUFj69SvOWT8esXg+Su5l3hr+Zd8992vfPfdr5SUlPHQQ215+OE7mDChfBuxoQAAIABJREFUOytW\nBNO+ffOKW9JUExzsD8Bbb22moKAMBwct4eFTKs8LIYQQDcGVK1cICQlh9erVhIWFUVhYSHx8PPY3\nXuyjkqm318vNzSU0NJT33nsPR0dHXn31VYYNG8bp0zcWOZjGnMt/I9DXNE8sPx6LftJ8/S4iW4E3\ngEQgGvg/4FMDfSnPD3fl3ont+N//XNm9bB+OcVth438hPxfGRMJj46HpLbqFmaLA1lWw8hWYsQL8\nn6xzlyVlsOU8LDypX0me1RUeuxO0tfw/MHzWC+TMr7663XL252x9bXmdxhTzxUHe+nTvtbKPEf6V\n5SB1sfvgftbt3U6xTsG2VMME/1CC/AbVud9bKS0dOnaaSold9ZIcmz8f5aUX/8FDD93Bww/fcdMJ\nshBCCGFuNd1P+MbrciJeCCA4WN1/x+vSx5EjR/D39yc7O7vaa6dPn+bBBx+kuLiYJk2aYGtrS1ZW\nFjExMcyaNYtffvkFZ2dnJkyYwJw5cwDw8PAgPT2dZuU7O+/bt4+ePXuyfv163njjDS5evEiPHj1Y\ns2YNHh4etY4vKyuLli1bcvnyZVxdXau9bkn3ac4A2l933B79avP1HkJftgHQEngUfSnHZzd2ltzc\njvzEPDJ+LKXrtBW8/cQDDP3wW/jxa+IWzYB/z2TAuOdg5BTizuovuKoo5q/4U4tRx1fziJsYCr+m\nMiD6a7jrHqPff7VUy/JP9vBbRjq2lDI3ciL+A/yY+VEcm1KgY48BvNkd7JLi0CSDtn31/q5QxHtx\nO/mZPP4ccA8/2uTSPO4YAK4DugGQHXeM4rRri/iqPt91x8GDBxA82O+61/3q1F/FsUOZlhcGP17l\n9etv4VPX/ut6PGteHG+tUbC3d6EkbzLYjwQA2wGQP4k72+Xh769jwIDOFjFeOZZjOZZjOW7cx4YY\nui4nOWUmgNGT3rr24e3tjU6nY/z48YwaNYqePXtWTk47d+7MqlWrePfdd4mPj698j6OjIxs3bqRr\n164cP34cf39/HnjgAYYNG0Z8fDyenp7k5uai1WoB2LFjB4sWLWLnzp3cc889LFq0iNGjR/PVV1/V\nOr6DBw/Stm1bgxPmChUZx8XFkZKSUmuf5mIDJAMdADvgKND5Ju03AI/X8JqySxmgPBPVS9kXt0uZ\nekRR7o9RlN/+VK7JOKcob7yoKP1bKMo/nlCUH75SlLIyRZWzxxQl1FtR5v1NUf78Q9Vbd+47oHg9\nNUPhQ6Xy0TJshtLqtQOK/xeKcuA3w+/LVgqVOOVXZZlyUnlWSVCGKHuUfyiHlQ+Un5VjSpby+MwX\nlAHKrmqPJ2aF33Q8X375parxNwZZ2Yoy5Mk/Fde7rihOrhuUNm0eVeA5Bd0oBd04Be1ABZ5TAgOf\nud1DtSryvaaeZKaeZGYayU09S8wM/c7IVQQ8OlPBVan2CAyeZXS/t6KP06dPK+PHj1fuvPNOxcbG\nRnnssceU337TT3o2bNig9OvX76bvj4yMVKZNm6YoiqKcO3dO0Wg0SmlpaeXrQUFByrp16yqPS0tL\nlaZNmyrnz5+/ab9paWlKu3btlI8++qjGNoZyrThvaDKqNXVGbIQSYAoQC5wCPkZ/54znyx+qfD67\nJWOD5jC4fxBLHoRhd4LfPkj/o7zBHR1g+psQkwIP+sErf4Wne8KuTVBc/W4Z1XwWDc8NgmdnwCtr\n9TvyqbD8kz2k3DMYpy/CcY4Px+mLcLK7DMYrZS97BoGfu75dFoXs51f+y0nGk8BYDrKLdFrhwHS6\nsoPBLOYRxuKFD65MDHicwplbqnytghlbmOAfqmp8jVlZmcKC19Np632VL/efZNJT33PmxAjefXca\nXl6/QWknKPWEMg+8vC422Av2hBBCNByFRYaLBWK/0KFpgVGPPV8a7qOgwPidkjt16sSGDRtIS0vj\nxIkTXLhwgalTp9bYPjExkYEDB+Lu7o6LiwurV6/m8uXqdx+rkJqaSmRkJK6urri6uuLmpr9/WUZG\nRo3v+f333wkICOCFF15g5MiRRn+W2pj7Ps27yh/XW11D22du1tHy17ZWPtdoYF43cLIF372wb5B+\nVzwAmjnB6HAI+zvEx8CmpbD0JQh7AUY8By5uHNwVw541y7EpLqREa0NAcw1+f2TAu3Hg1dWkD3ox\n61da2G6k67prF8CdjNjIn6W27OUCP5LFMbLIpohuuHI/LRjCndyNE7qb/O5SUQu8bvZ1NcJBY2ut\nEa74005jlptbwJq1P7LgTTv+KLmHac9d5NVX7sfeXv9tf8cdcsHerSDfa+pJZupJZqaR3NSzlszs\na7hdVeDgUnbvNK6PwCEl7DFwp1kHB9PupOXt7c24ceNYs2YNgMHrgcaMGUNERASxsbHY2dkxbdo0\nMjMza2zv4eHB7NmzGT3auAWt7OxsAgICCA0NJSoqyqTPYe1qXFpfdVZR2v1PUU7m3GSN/swPivLK\neEXxdVEO/DVQmdGtvaI8QOVjhqejcuB/W2+6zH8z5/MVpUVIoMEyirteHqnMVr5XtirnlJ+UXKVE\nUVkyIlQ7c+Z3ZcqUGMXJdb3S/M5cZfBjV5XMy5K7EEII62RoHrRz5wHFq/OMKmUVXp2ilJ07Dxjd\nb137OHPmjPLmm28q6enpiqIoyvnz55U+ffoozz33nKIoirJr1y6lQ4cOSlFRUeV73N3dlffee09R\nFEVJTExU3N3dlaefflpRFEW5evWqotPplLNnz1a237Ztm3LfffcpJ0+eVBRFUXJycpQtW7YYHE9u\nbq7yyCOPKFOmTDFq/DXNL6nlbm6W7qYf+oNfFKXNp4ry3eVa0sm8qMx8yKvKhLniMWt4oFEBX6+k\nVFGWJpUqdx3IVDpOf8rgpLlfxNOq+70VLLEmy5xKS8uUXbt+UoKCNiqtWr2hDHz0Z8XNq1TZuMX4\n0vbGltmtIrmpJ5mpJ5mZRnJTzxIzq2ketHPnASUweJbSf/AcJTB4lqoJ863oIyMjQwkLC1PatWun\nNGvWTGnXrp0yadIkJS8vT1EURSkqKlKCg4OVFi1aKK1atVIURVE++eQT5a677lKcnJyUkJAQJTw8\nvHLSrCiK8sorryitWrVSXFxclMTEREVRFOWDDz5QfHx8lObNmyvt27dXJkyYYHA80dHRikajUZo1\na6Y4Ojoqjo6OipOTk5KWlmawfU25UsOk2dzlGfVirCc0s4GgL2GbH/Stvku2nltrbNrcCRnJ1V7S\nFRUY/fUu8ifb/vidzfmZaD2zGNixGUl7DN+TsE1z0+6jLKqLidnL8uWbKCxUsLfXEBExBj8/P957\n70feeuswTZvaMmasL1eUzig2Gr6PA487b/eohRBCCPMIDvZTfYu5W9nHHXfcwccff1zj67a2tuzc\nWbVWZMSIEYwYMaLG98ybN4958+ZVOTd27FjGjq19v4dx48Yxbty4WtuZylpuPls+8b+5Pb/C2K/h\nwz7g39Zwm1nDA5mfsqfa+dmegbz2v90G31NEGcfJJpHf+Ub5nV9Li8i80JJH7Vrxj9YtaaGxM7gJ\nScGMLcwxov5Y1C4mZi+Rke+QnNy98pyz81eUlnry6KN/ITy8Jz+fb89LczW8HAnT/g5ac17mKoQQ\nQtSTmu4nLOpG7X2aG9SkGSDhEjweD2t76u+wcaODu2KInR3JgtJrq80zdF4EvbYMv0eDK89d5E8O\n8zuJZPIjWXjQjFZ5rdj6Q0vu0zqz7CENbW+4wYY1bOphrQIDn2HPng7Vzvv5JfPp/97nuWnw8y/w\n4Rrw6VL/4xNCCCHMRSbN5tHoJ80A32VBSBy80R2e8qz++pLFC9n//moclBIKNDYM+uvzTPnnyxwn\ni0QyOczv5FLMI7SkBy3xKmzJaz/Yse8ivPMwDLWCP/nHXbeZiLUrK1Pw8Qnj1Kn7qr12X3cnsgpf\n5Kkn4LUZUJedOxtSZvVJclNPMlNPMjON5KaeJWYmk2bzsKQdAW+bh1rob0MX+CXkl8Dz91x7bffB\n/XyS8zP2x1dztfzc6pkfsOXgf3nIrw89aMXLdONemqNRNGxOhae/hzAPOBmsv82duLlbsa0nQElJ\nGZs3H2fRogQyMnKAC6DLBRyAItAN4ucLoez+FPr3vdWfQgghhBDimga50lwhOQ/+sh9euBf+0RkK\nKGXorL9TMn94tbYus3ey7bW3K49T8mHyt3DhT1jbA3q0rNP4Gw1DW3J6tZnJssWBRk+cCwpKeO+9\no7z++ld4eDgzc6YvCV/9HwsXH6PEfn1lO82fL/LPqZ68vij8ln8OIYQQwlLISrN5yErzdTo6KWwK\nyGfKuUy+ysuk0DGHCzaFuBtoq+j02ZSUwbIkWHQK/tkZXuwEtnJBmdGWv7OnyoQZIPniAma/OpsS\njR9lZVBWBopC5fMyRX/8xx8l7N+fwu7dybT3cCZs7Fg6dnQjOR22bsusMmEGUJos4cfjs+vz4wkh\nhBCikWpwk+ZciviOy3xLJkfIxLaJlhH3tmTbjx700XanafFnGNqs0bZUw/dZMDERXO3gmwC428lA\nQytxu2qyLmUa/pZKTdOx/kP9HS00GtBq9M+1WigpKeGnny6TlJRJm9bN8B3kS6uWTcnMgayj+jY5\nV+q+1WdtLLGOzRpIbupJZupJZqaR3NSTzERNrH7SXEoZp8jlWzL5lkzOk083WvAILXmKjrSjKRob\nDZN9YMiX4HrXcLKmraXFf6/dx+/y1GhadnuOR+Ng8QPwtKd+YieM9+MJmDkfzpwtwdCu4I88WMqO\nD6ue++23fP77329Yu/Z7hg69l4/X96NTJ8N1MOfOlPDrLdzqUwghhBBCDWuZGiojZk7hbwHDCfIb\nxG/8WTlJ/p7LtKYJj9CSR2jJfbhiZ2jWBuQXQ9/lB0neux5tu+Zo7RTKijQUnL9C38eeZctEP1o5\n1PMns3Jnf4Y5/4YvE2DGNGjf+iD/nHFDTXPrGSx7I6iypjktLZfFi79m48ZjjB59H//8Z186dLj5\nJjAGa6Vv6FcIIYRoiKSm2TwabE3z5fnBTJ+5gSWcpKlfFx6iJX1wJ4LOuGHcTNfRFtx/2sOxv0ZX\ne80+YTatHGTyZay0dHh1MWz/HKZNhrVLwdERwA87W3hr5WwKCnQ4OJQSPlk/sf3pp8v8+98JbNt2\nhgkTunPy5N9p29a4GpiKibGhfoUQQghxeyQkJPDSSy9x6tQpdDodnTt3ZunSpTz88MNER0ezbt06\n4uPjjeorJSWFjh07UlJSgtaEHcouX77MY489RlJSEsXFxXTs2JE5c+YQGhqqui9DrOoSN/cFT2Gz\n9xT/YxCzuZ9A2hk9Ya5QrKmhNla5dbWxliAuLs4s/f6eCS/OhAf6Q6uWcPZbmPFixYS5QiFKcTqU\npKAUp5OS8hujR39Knz7rad/emZ9+Cmfx4gCjJ8wVgoP92L3zNeL2zWX3ztdu+YTZXJk1dJKbepKZ\nepKZaSQ39SQz4125coWQkBAiIyPJzs4mIyODOXPmYF+XTRPA5FV1R0dH1q9fz6VLl8jNzWXu3LmE\nhYWRn59fp/FUsJqV5gp2Ohu0dagqsafE4HkHjdTG3kzuFXjzbXhnHYx5Ak5+DW1aV29naLvrL754\nm6effpxffonAyaluP0hCCCGE0Iv54iDLP9lDITbYU0LEEwEED1a3oFSXPs6ePYtGo2HkyJEAODg4\n4O/vD8Dp06eZPHkyxcXFODk5YWtrS1ZWFjExMcyaNYtffvkFZ2dnJkyYwJw5cwDw89N/XRcXfcnm\nvn376NmzJ+vXr+eNN97g4sWL9OjRgzVr1uDh4VFtPPb29nh7ewNQVlaGVqulZcuW2NnZqcrE2ikD\nlF3KAGWX8sSscKUudu47oHg9NUPhQ6Xy4TUmStm570Cd+m2orl5VlNeXKUqrexRl3N8V5Vxq1dfL\nysqU33+/qhw+nK589NFx5Z57QhWYW+0RGPjM7fkAQgghhJVDv19FFQbnM0/NUDWfqWsfV65cUdzc\n3JRx48Ypu3btUrKysqq8Hh0drfTr16/Kubi4OOXEiROKoijKsWPHlNatWyvbt29XFEVRUlJSFI1G\no5SWlla23759u3L33XcrZ86cUUpLS5X58+crffr0uem4fHx8FDs7O6VFixbKN998U2M7Q7lWnDc0\nGbWqleaCGVuYEDS2Tn1U/Pb01qezKVB0OGhKCX82SPVvZg1BTMxeli/fRGGhgr29hoiIMQQH639D\nLCqCdRth/pvwSPcy3l2SjUbJ5LPtOZw7l825czn88ov+f21ttXh6uuLp6cKffxpesS8oKKvPjyaE\nEEI0aMs/2UPykBv2RRiygLc+nW30nKaufTg5OZGQkMDrr7/OxIkTuXjxIkOGDGHt2rW4u7sbLLPo\n379/5XMfHx9GjRrFgQMHGDZsmMH2q1atIioqqnIFOSoqioULF5KWlkb79u0NjuvYsWMUFRWxevVq\nRowYwZkzZ3CsWkdqEquZNLec/TkTgsYS5Deozn0FD/Zr8JPk2u4zaaiM4vjxpTz+eDLnL/qy/1AH\nbDRZaAvjiP30PEnfueDpqX907OiKr+9d5ceuuLhcqysPDNxFenr1r+fgYPnl83JvTtNIbupJZupJ\nZqaR3NSzlswKa5jCxf6mQ7PJyE4u1f06r06dOrFhwwYAkpKSGDt2LFOnTmXTJsODSExM5OWXX+bk\nyZMUFRVRWFhIWFhYjf2npqYSGRnJ9OnTq5zPyMiocdIMYGdnR3h4OCtWrOCLL75g2LBhRn+mmljN\npHnra8tv9xAalCVLNpKc3Bp0pwEHoIBfL/Vi9eZHadvGhci/XWRIgC2enqG0aeOIVmtcHXlExBiS\nk6tOxr28vic8fIp5PogQQgjRCNV0jVZg61J2jzGuj8D4EvYYOG/qdV7e3t6MGzeONWvWAJW3bqti\nzJgxREREEBsbi52dHdOmTSMzM7PG9h4eHsyePZvRo0ebNKaSkhKaNWtm0ntvZPnLf8IkNf2WfPz4\nb0yatJMv437W7w/e/CNoHq3/X5t82rksJfWEMwvmedG3rwd33OFk9IQZIDjYn2XLXiAwMJX+/c8R\nGJjKsmVTKss+LJk1rCxYIslNPclMPcnMNJKbetaSWcQTAXh9PrPKOa+YGYSPMP6/t3XtIykpiSVL\nlpCRkQFAWloamzdvpnfv3gC0bt2a9PR0iouLK9+Tn5+Pq6srdnZ2HD58mE2bNlVOllu1aoVWqyU5\nObmy/aRJk1i4cCGnTp0CIDc3l61btxocT2JiIgkJCRQVFfHnn3/y+uuvU1BQQK9evYxM5OasZqVZ\nmK64uJRt287wzjvf8vPPWUyc+DCOzu3JY2XVhk1fJ/9qaJ13QwwO9reKSbIQQghhrW7FNVp17cPJ\nyYnExESWLFlCTk4OLi4uDB06lMWLFwMwePBgunbtSps2bdDpdFy6dIkVK1Ywffp0pkyZQv/+/Rk5\nciQ5OTkANG3alJkzZ9K3b1+Ki4uJjY0lNDSU/Px8Ro0aRWpqKs7OzgQEBPDkk09WG09hYSERERH8\n8ssv2Nvb06NHD3bv3n1L6pnBinYENFQcLmoWFxeHt/dDrFnzHatXf0/b9nfTpVsPMnNa81WihqIr\nsyjUzq/2vvvuiuD4D42zFMZa6tgsjeSmnmSmnmRmGslNPUvMTHYENI8GuyOgMI6iKCQkpPGvqMMc\nTyqizZ0+/GHnxx9oae4CoUPhg1Xw1NOw55vq72/Xzrn+By2EEEIIYeFkpdkKxMQcZPk7eygsssHe\nroSIFwKq7YZ36kwRr795gc92FZNXcAfNnWwYEqAjaLANg3zhjrbV+4z8ZyzJF6/dasar9QyWvSFb\nUwshhBCWRFaazUNWmhsYQ5Pb5JSZZGWDzsGPbTsL2LO/jLz8Mu5opeGZsc78/bmmeHlqblqbXDEx\nfmvlbAoKdDg4lBI+WSbMQgghhBCGmHulOQhYCuiAd4HXb3h9GPAqUFb++Cew30A/jXalOXDILPZ8\nU732WFs4i5ZtnuOP3LOMHNGMWVGd6dDBpfJ1S6zJsnSSmWkkN/UkM/UkM9NIbupZYmay0mwelrTS\nrAPeBv4CZADfAp8Bp69rsw/YUf7cB9gG3G3GMVmVy1lw4nShwdfstKksnpNNWNgAHBzkDwZCCCGE\nEOZkzpXm3sAc9KvNAC+X/++/b9L+v4Chm+k1mpXmzMuwZXspm7aW8sNxHYU5EZTav1OtnZtdKJkX\nt9+GEQohhBCiPslKs3lY0kpzOyDtuuN0oKeBdqHAIqAtEGDG8ZhdTMxeli/fRGGhgr29hoiIMQbv\nV1xcXEp6+hXOncshJSWHEyfz+epbR5LOtebKVTc0JT/T0jmVR+7J4cdjp8nJnwyO191TOX8Sbbzr\n8YMJIYQQQjRy5pw0G/sr0fbyhy/wAWBwOjh+/Hg6dOgAgIuLCw888EBlzVFcXBzAbT0+dOgI69Yl\nlG8ffQ5QOHFiKSNH/kJ29p/8+ms+hYXtOXcum4yM47i4uODS+gnyi+7mcuYxvDqk8+IL7Rg5vID0\n9N/Q6ZoyYMAQAgP3smdPOuQOAo0HUAil+TRtcm37TEPjOXr0KFOnTrWYfKzhuOKcpYzHWo6XLl1q\ncT+Pln4sP5/y8yk/n5Z7bIk/n8J8KjKOi4sjJSXlpm3NWZ7RC5jLtfKMKPQX+914MeD1koEewOUb\nzlt8eUZg4DPs2dOh2vk2bQ4zYcJ0PD1daO7sxunkVuyPb8LRExqG+MMTj8Gjf4EmTQz3GxOzl8jI\nd8on43peXt/XujV1XFxc5Q+dMI5kZhrJTT3JTD3JzDSSm3qWmJmUZ5iH2vIMc06abYAkYDBwATgM\njKbqhYBewC/oV6UfBLaWn7uRxU+a+/X7K1991QR0uYADUAClzvTq48DYZ5axdQccPQ7BAfDkMAgc\nVPNE+UYxMXt5663NFBSU4eCgJTx8tGxTLYQQQjQSljxpTkhI4KWXXuLUqVPodDo6d+7M0qVLefjh\nh4mOjmbdunXEx8cb1VdKSgodO3akpKQErVZbp3G9//77jB8/nrVr1zJhwgSDbSypprkEmALEor+T\nxjr0E+bny19fDYwA/goUA/nAKDOOx2yuXCnkh6MpYNsVHD+69sIfL3H4xGDuPgIv/h0CBoKDg/r+\ng4P9ZZIshBBCCIty5coVQkJCWL16NWFhYRQWFhIfH4+9vX2d+q3rLwjZ2dksXLiQ++67r2ICfEvU\nbRpfu13oa5TvRn+xH+gny6vLn/8HuA/ojr6m+Vszj+eWy80tIChoI00c21W9WA+g6X+4/97tfLAK\nHnvUtAmzqaQOSj3JzDSSm3qSmXqSmWkkN/WsKbPdB/fzxKxwQueG88SscHYfNLTVhfn6OHv2LBqN\nhpEjR6LRaHBwcMDf3x8fHx9Onz7N5MmTOXToEE5OTrRo0QKAmJgYunfvjrOzMx4eHsybN6+yPz8/\n/QZrLi4uODk5kZiYCMD69evp0qULLVq0ICgoiPPnz990XFFRUURGRuLm5qY2jpsy96S5QcvJKSAw\ncCPdu7fh7nvuNdimuXPreh6VEEIIIRq63Qf382rsRi7PDyZ3bjCX5wfzauxGVZPeuvbh7e2NTqdj\n/Pjx7N69m+zs7MrXOnfuzKpVq+jduzd5eXlkZWUB4OjoyMaNG8nNzSUmJoaVK1eyY4d+y46KMo7c\n3Fzy8vLo2bMnO3bsYNGiRWzbto3MzEx8fX0ZPXp0jWM6fPgw33//PZMmTTI6B2NZzaQ5cMgsYmIO\n3u5hVMrO/hN//w/o0aMd454dwg/HSg22c3AwfN7cLO0iBmsgmZlGclNPMlNPMjON5KaetWT27p5t\n2C8Iq3LOfkEY6/Yav4dDXftwcnIiISEBjUbDxIkTcXd3Z9iwYVy6dAkwXGbRv39/unbtCoCPjw+j\nRo3iwIEDNbZftWoVUVFReHt7o9VqiYqK4ujRo6SlpVVrW1paygsvvMDbb799S8syKljNVnJ7vpnP\nsZPTeHcFBAf73daxZGXpJ8x+fh70GxhI8CgNL70YwOaPZ5J8cUFlO6/WMwifHHSTnoQQQggh1Cup\nYQb3rS6Lgew2qo9zNtl4GjhfrDO+prhTp05s2LABgKSkJMaOHcvUqVPZtGmTwfaJiYm8/PLLnDx5\nkqKiIgoLCwkLCzPYFiA1NZXIyEimT59e5XxGRgbt27evcm7FihV069aNHj16VJ67lRdQWs1KM8DF\nvP/yyqubb+sYLl/+g8GD32fgwA606RBIZJSG2E/gtTl+LFscSGCf2fR/cC6BfWaz7I2g2zbBt6aa\nLEshmZlGclNPMlNPMjON5KaetWRmU2L4/COlLfiSIKMeD5e4GuzDttS0VVpvb2/GjRvHiRMnAAyu\n9o4ZM4bQ0FDS09PJyclh0qRJlJWV1djew8ODNWvWkJ2dXfm4evUqvXpV30B6//79bNu2jbZt29K2\nbVu+/vprpk+fTkREhEmf50ZWNWkGOHcuu/ZGZvL771cZNOh9/uJ/N9lF/mz+VMM3e+DB+/WvBwf7\nsXvna8Ttm8vuna/d9hVxIYQQQjRMfwsYTuHMLVXOFczYwgT/0HrrIykpiSVLlpCRkQFAWloamzdv\npnfv3gC0bt2a9PR0iouLK9+Tn5+Pq6srdnZ2HD58mE2bNlVOllu1aoVWqyU5Obmy/aRJk1i4cCGn\nTp0C9PXOW7duNTie6Ohozpw5w48//sjRo0d5+OGHmTt3LgsWLDDYXi1z3qf5VlJw1S+vN9eMJPfy\nx/U+gEuXrjJ48PsEBHbl6E++NG2qYfNacHSs96EIIYQQohGp6X7Cuw/uZ93e7RTrFGxLNUzwDyXI\nb5CqvuvSx4ULF5g2bRpfffUVOTk5uLi4MHToUBYvXoyjoyPFxcUMHz6cQ4cOodPpuHTpEp9++inT\np08nKyuL/v374+npSU5ODu+//z4Ac+bMYeXKlRQXFxMbG0uPHj3YuHEj//nPf0hNTcXZ2ZmAgADe\nfffdWsc3cOBAnn76aZ599lmDr1vS5ia3kn7SfDUSrcOjvDYniH+KRmJEAAAgAElEQVSGg61t/Xzx\nixfzGTz4fQb7d2fvoV4EDtLw5nzQ6ern6wshhBCi8bLkzU2smdpJs/WUZ1wZjaP9UZpykNXrf+fB\nAWV8d9T8X/bXX/MYOPA9evv2Zmtsb6ZM1LB0keVPmK2lJsuSSGamkdzUk8zUk8xMI7mpJ5mJmljN\npDnwL034aPMsziXPIrDPN5w/u5uBjxXz0hyFP/80z9fMyLjCgAHv4fPQID7b3531y+GFv5nnawkh\nhBBCCMtlNeUZNy6ff//9rzw/+UuSL/TE0dmDD1bb0r/vrfuC6en6CbNn58f46fxd/N9m8Oly6/oX\nQgghhDCGlGeYR4OtaTb0oRRFYePGY0T+M4VCbQAjHrPhrf/Y4ty8bl/s/PlcBgzYiOudT6Kzc+ez\nD6GNbOwnhBBCiNtAJs3m0XBrmg3QaDQ8/fT9pP4UxIQnv2HLllPc5VPItp2m78KXkpKDr99H4PQ0\nnp7uxH1mnRNmqclSTzIzjeSmnmSmnmRmGslNPclM1MSqJ80VnJzsWb5sID8easc97Q4y8pl8Bobk\ncel3df2cO5dNX98d/GEzjrDHm7NlAzRtap4xCyGEEEII62HV5Rk1NOSTT35iYkQeBWVdWfRKKVP/\n3ozatiBPTs6ij99+/tQOY8kCW/7211swaiGEEEKIOpLyDPNoVDXNN1NQUMKL/zzGmg/vxPMuHTu3\nNMf7HsM3dv7pp8v08jtCsc0gtm20ZXD/WzFkIYQQQoi6k0mzeTSqmuabcXCwYcVbD5J0xB4Hm1/p\n0quYiVN+pbRUYe7cpbRsPQyXlqNwafkY9z34HrpmA0jc13AmzFKTpZ5kZhrJTT3JTD3JzDSSm3qS\nmahJg500V/Dq6Mzxb+9j/bJsPvxEQ9OWW5n/n5NcLt5BbtlH5JZ9RlHJr4wbsZbO3rd7tEIIIYQQ\n1iMhIYE+ffrg4uKCm5sb/fr148iRIwBER0fj6+trdF8pKSlotVrKyspMHo9Wq8XR0REnJyecnJx4\n7rnnTO7rRg22PMOQwsIynNyepdguutprbnahZF7cXuevIYQQQghxK1lqecaVK1fw8PBg9erVhIWF\nUVhYSHx8PG3atMHHx4fo6GjWrVtHfHy8Uf2lpKTQsWNHiouL0Zm49bJWqyU5ORlPT89a20p5xk3Y\n22tp6lBg8LWSEod6Ho0QQgghhOn2H9xN+KwnCJ8bSvisJ9h/cHe99nH27Fk0Gg0jR45Eo9Hg4OCA\nv78/Pj4+nD59msmTJ3Po0CGcnJxo0aIFADExMXTv3h1nZ2c8PDyYN29eZX9+fn4AuLi44OTkRGJi\nIgDr16+nS5cutGjRgqCgIM6fP3/TcdVlpfpmGtWkGcBGZ3jPbRsbw5NpayU1WepJZqaR3NSTzNST\nzEwjualnLZntP7ibjbGvEjz/MsFzcwmef5mNsa+qmvTWtQ9vb290Oh3jx49n9+7dZGdnV77WuXNn\nVq1aRe/evcnLyyMrKwsAR0dHNm7cSG5uLjExMaxcuZIdO3YAVK5I5+bmkpeXR8+ePdmxYweLFi1i\n27ZtZGZm4uvry+jRo286Lj8/P9q2bcuIESNITU01Oo/aNLpJ85TJA7EpfLbKOZvCZ5gyacDtGZAQ\nQgghhErb9rxL2AL7KufCFtizfe+6euvDycmJhIQENBoNEydOxN3dnWHDhnHp0iUAg6UP/fv3p2vX\nrgD4+PgwatQoDhw4UGP7VatWERUVhbe3N1qtlqioKI4ePUpaWprBMR08eJDU1FTOnDnDHXfcQUhI\nCKWlpm96dz2bW9KLFZk7dyqwlLdXhVJS4oCNTQFTIgaUn284BgwYcLuHYHUkM9NIbupJZupJZqaR\n3NSzmsxsSgyeztJ9y24GGtVFts05oHrtr6IrNnoYnTp1YsOGDQAkJSUxduxYpk6dyqZNmwy2T0xM\n5OWXX+bkyZMUFRVRWFhIWFhYjf2npqYSGRnJ9OnTq5zPyMigffv21dr369cPAGdnZ5YtW4azszNn\nzpypnKjXRaObNIN+4tzQJslCCCGEaERKDE/hWpQ+QhBbjeoipuQJ4HK185pSw/ta1Mbb25tx48ax\nZs0afT8GdpYbM2YMERERxMbGYmdnx7Rp08jMzKyxvYeHB7Nnz661JMOQipXrW3URZaMrz2gsrKUm\ny5JIZqaR3NSTzNSTzEwjualnLZkND/gbW2YWVjm3ZUYBof4T6q2PpKQklixZQkZGBgBpaWls3ryZ\n3r17A9C6dWvS09MpLr62cp2fn4+rqyt2dnYcPnyYTZs2VU6WW7VqVXn3iwqTJk1i4cKFnDp1CtDX\nO2/daviXglOnTnH06FFKS0vJz8/nxRdf5M4776Rz585GJnJz9bHSHAQsBXTAu8DrN7z+FPAS+lt7\n5AGTgWP1MC4hhBBCCKs0yC8IgO2z16HoitGU2jI2aELl+froo+IOF0uWLCEnJwcXFxeGDh3K4sWL\nARg8eDBdu3alTZs26HQ6Ll26xIoVK5g+fTpTpkyhf//+jBw5kpycHACaNm3KzJkz6du3L8XFxcTG\nxhIaGkp+fj6jRo0iNTUVZ2dnAgICePLJJ6uN57fffmPy5Mmkp6fTrFkz+vbty86dO02+fd2NzH2f\nZh2QBPwFyAC+BUYDp69r0xs4BeSin2DPBXrd0M8tuU+zEEIIIYS1sdT7NFs7S7tPcw/gZyAFKAY+\nAobd0OYQ+gkzQCJwp5nHJIQQQgghhCrmnjS3A66/J0h6+bmaTAA+N+uIGglrqcmyJJKZaSQ39SQz\n9SQz00hu6klmoibmrmlW87eEgcCzQF8zjUUIIYQQQgiTmHvSnAFcfxO99uhXm2/UDViLvqY528Dr\njB8/ng4dOgD67RUfeOCBynspVvxWKMdVjytYynjkuGEeV5yzlPFYy3EFSxmPHDfM44pzljIeazmu\nYGnjEbdeRcZxcXGkpKTctK25LwS0QX8h4GDgAnCY6hcCegD7gbHANzX0IxcCCiGEEKJRkgsBzcPS\nLgQsAaYAsejvkPEx+gnz8+UPgFcAV2Al8AP6ibWoI/ntVD3JzDSSm3qSmXqSmWkkN/UkM1GT+rhP\n867yx/VWX/f8b+UPIYQQQgghLJK5yzNuFSnPEEIIIUSjJOUZ5mFp5RlCCCGEEEJYPZk0N1BSk6We\nZGYayU09yUw9ycw0kpt6kpk6CQkJ9OnTBxcXF9zc3OjXrx9HjhwBIDo6Gl9fX6P7SklJQavVUlZW\nZvJ4SktLmTVrFu3ataN58+Y8+OCD5Obm1v5GI9RHTbMQQgghhGhgrly5QkhICKtXryYsLIzCwkLi\n4+Oxt7evU791KUWZM2cO33zzDd988w3t27fn1KlTODg41Gk8FaSmWQghhBDCgtVUe3twfwx7ti3H\nRlNIiWJPwPAI/AYFq+q7Ln0cOXIEf39/srOrb7Fx+vRpHnzwQYqLi2nSpAm2trZkZWURExPDrFmz\n+OWXX3B2dmbChAnMmTMHAA8PD9LT02nWrBkA+/bto2fPnqxfv5433niDixcv0qNHD9asWYOHh0e1\nr5mdnY2HhwfHjh3D09Oz1vFLTbMQQgghRAN3cH8MsR9GMn/oHuaGHGD+0D3EfhjJwf0x9daHt7c3\nOp2O8ePHs3v37iqT586dO7Nq1Sp69+5NXl4eWVlZADg6OrJx40Zyc3OJiYlh5cqV7NixA4D4+HgA\ncnNzycvLo2fPnuzYsYNFixaxbds2MjMz8fX1ZfTo0QbHc/z4cWxsbNi6dStt27bF29ubFStWGJ1H\nbWTS3EBJTZZ6kplpJDf1JDP1JDPTSG7qWUtme7YtZ8HI5CrnFoxMZu/2t+qtDycnJxISEtBoNEyc\nOBF3d3eGDRvGpUuXAMNlFv3796dr164A+Pj4MGrUKA4cOFBj+1WrVhEVFYW3tzdarZaoqCiOHj1K\nWlpatbbp6enk5uby008/kZKSwieffMLcuXPZt2+fUZ+nNjJpFkIIIYSwMjaaQoPnddmxsEdj1MMm\nZ4/hPigwehydOnViw4YNpKWlceLECS5cuMDUqVNrbJ+YmMjAgQNxd3fHxcWF1atXc/ny5Rrbp6am\nEhkZiaurK66urri5uQGQkZFRrW2TJk0AeOWVV7C3t6+clH/++edGf56bkQsBG6iKfeuF8SQz00hu\n6klm6klmppHc1LOWzEoUwxfblboGQsBu4/r4v0Cg+sS5FNMunPP29mbcuHGsWbMGqKwNrmLMmDFE\nREQQGxuLnZ0d06ZNIzMzs8b2Hh4ezJ49u8aSjOt169bN4HlD/ZpCVpqFEEIIIaxMwPAIZn7sVeXc\njI+88A8Nr7c+kpKSWLJkSeWqb1paGps3b6Z3794AtG7dmvT0dIqLiyvfk5+fj6urK3Z2dhw+fJhN\nmzZVTmpbtWqFVqslOflaycikSZNYuHAhp06dAvT1zlu3bjU4Hi8vL3x9fVmwYAFFRUWcPn2ajz/+\nmJCQECMTuTmZNDdQ1lKTZUkkM9NIbupJZupJZqaR3NSzlsz8BgUT+NQyZu8MZO7O/szeGUjQ2GWq\n7p5R1z6cnJxITEykZ8+eODo60rt3b7p168abb74JwODBg+natStt2rTB3d0dgBUrVvDKK6/QvHlz\nXnvtNUaOHFnZX9OmTZk5cyZ9+/bF1dWVw4cPExoayr/+9S9GjRqFs7MzPj4+xMbG1jimzZs3k5qa\nipubGyEhIcyfP5+BAwcancnNyC3nGqi4uDir+ROTpZDMTCO5qSeZqSeZmUZyU88SM5NttM1D7S3n\nZNIshBBCCGHBZNJsHnKfZiGEEEIIIW4xmTQ3UNZSk2VJJDPTSG7qSWbqSWamkdzUk8xETWTSLIQQ\nQgghRC2kplkIIYQQwoJJTbN5SE2zEEIIIYQQt5hMmhsoqclSTzIzjeSmnmSmnmRmGslNPclM1EQm\nzUIIIYQQQtRCapqFEEIIISyY1DSbh9Q0CyGEEEKIepGQkECfPn1wcXHBzc2Nfv36ceTIEQCio6Px\n9fU1uq+UlBS0Wi1lZWUmjSU+Ph4nJ6cqD61Wy7Zt20zq70YyaW6gpCZLPcnMNJKbepKZepKZaSQ3\n9SQz4125coWQkBAiIyPJzs4mIyODOXPmYG9vX6d+TV1V9/X1JS8vr/Kxc+dOHB0dCQoKqtN4Ksik\nWQghhBDCCh3cFcOs4YHMDRnArOGBHNwVU699nD17Fo1Gw8iRI9FoNDg4OODv74+Pjw+nT59m8uTJ\nHDp0CCcnJ1q0aAFATEwM3bt3x9nZGQ8PD+bNm1fZn5+fHwAuLi44OTmRmJgIwPr16+nSpQstWrQg\nKCiI8+fPGzW+6OhonnzySZo0aWL0Z2oIFCGEEEKIxsjQPOjA5zuVGQ95KcoDVD5mPOSlHPh8p9H9\n1rWPK1euKG5ubsq4ceOUXbt2KVlZWVVej46OVvr161flXFxcnHLixAlFURTl2LFjSuvWrZXt27cr\niqIoKSkpikajUUpLSyvbb9++Xbn77ruVM2fOKKWlpcr8+fOVPn361Dq2/Px8xcnJSTlw4ECNbWqa\nXwIGl7rrY6U5CDgD/AT8y8DrnYBDQAEwvR7GI4QQQghh1fasWc6C0uQq5xaUJrN37Vv11oeTkxMJ\nCQloNBomTpyIu7s7w4YN49KlS4DhMov+/fvTtWtXAHx8fBg1ahQHDhyosf2qVauIiorC29sbrVZL\nVFQUR48eJS0t7aZj+9///kerVq0qV69vBXNPmnXA2+gnzl2A0UDnG9pcBsKBN8w8lkZFarLUk8xM\nI7mpJ5mpJ5mZRnJTz1oysykuNHhe93UsdNcY9bA5tMdwH0UFRo+jU6dObNiwgbS0NE6cOMGFCxeY\nOnVqje0TExMZOHAg7u7uuLi4sHr1ai5fvlxj+9TUVCIjI3F1dcXV1RU3NzcAMjIybjqu9957j7/+\n9a9Gfw5jmHvS3AP4GUgBioGPgGE3tPkdOFL+uhBCCCGEqEWJreGL7Ur7BMIPilGPkt4BhvuwczBp\nTN7e3owbN44TJ04Albduq2LMmDGEhoaSnp5OTk4OkyZNqrxbhqH2Hh4erFmzhuzs7MrH1atX6dWr\nV43jSEtL48CBA1Y3aW4HXL9+nl5+TpjZgAEDbvcQrI5kZhrJTT3JTD3JzDSSm3rWklnAcxHM1HlV\nOTdD54X/xPB66yMpKYklS5ZUrvqmpaWxefNmevfuDUDr1q1JT0+nuPjaumh+fj6urq7Y2dlx+PBh\nNm3aVDlZbtWqFVqtluTkayUjkyZNYuHChZw6dQqA3Nxctm7detNxffDBB/Tt2xdPT0+jPoexbG5p\nb9Xdsjtxjx8/ng4dOgD6qyofeOCBym/sij+lyLEcy7Ecy7Ecy7EcN7RjQ/weDQZg9tq30BUVUGrn\nQNDE8MrzxqhrHxV3uFiyZAk5OTm4uLgwdOhQFi9eDMDgwYPp2rUrbdq0QafTcenSJVasWMH06dOZ\nMmUK/fv3Z+TIkeTk5ADQtGlTZs6cSd++fSkuLiY2NpbQ0FDy8/MZNWoUqampODs7ExAQwJNPPlnj\nuD744ANeeukloz5DRcZxcXGkpKTctK25dwTsBcxFX9MMEAWUAa8baDsHyAfeNPCaYqg4XNQsLi6u\n8odOGEcyM43kpp5kpp5kZhrJTT1LzEx2BDQPS9sR8AhwD9ABsANGAp/V0NZatvQWQgghhBCNTH1M\nVB8FlqK/k8Y6YBHwfPlrq4E2wLdAc/Sr0Hno77SRf10fstIshBBCiEZJVprNQ+1Ks7Ws7sqkWQgh\nhBCNkkyazcPSyjPEbXKziweEYZKZaSQ39SQz9SQz00hu6klmoiYyaRZCCCGEEKIWUp4hhBBCCGHB\npDzDPKQ8QwghhBBCiFtMJs0NlNRkqSeZmUZyU08yU08yM43kpp5kJmoik2YhhBBCCCFqIZPmBsrS\ndjOyBpKZaSQ39SQz9SQz00hu6klm6iQkJNCnTx9cXFxwc3OjX79+HDlyBIDo6Gh8fX2N7islJQWt\nVktZWVmdxvPII4/g7OyMl5cXa9euNbmvG8mkWQghhBBCqHblyhVCQkKIjIwkOzubjIwM5syZg729\nfZ36NfWix9LSUoYPH85zzz1Hbm4uH3/8MS+++CLHjh2r03gqyKS5gZKaLPUkM9NIbupJZupJZqaR\n3NSzpsz2xsTwTGAg4wcM4JnAQPbGxNRrH2fPnkWj0TBy5Eg0Gg0ODg74+/vj4+PD6dOnmTx5MocO\nHcLJyYkWLVoAEBMTQ/fu3XF2dsbDw4N58+ZV9ufn5weAi4sLTk5OJCYmArB+/Xq6dOlCixYtCAoK\n4vz58wbH89tvv3H58mWefvppAB5++GE6d+7M6dOnVediiM0t6UUIIYQQQtSbvTExvBMZSffk5Mpz\n75Q/9w8Orpc+vL290el0jB8/nlGjRtGzZ09cXV0B6Ny5M6tWreLdd98lPj6+8j2Ojo5s3LiRrl27\ncvz4cfz9/XnggQcYNmwY8fHxeHp6kpubi1arX9fdsWMHixYtYufOndxzzz0sWrSI0aNH89VXX1Ub\nzx133EG3bt1Yv349zz//PImJiaSmptKvXz+j8qiN3KdZCCGEEMKCGbqf8DOBgXTYs6da29TAQNbv\n3m1Uv7eijzNnzvD666+zb98+Ll68yJAhQ1i7di3u7u5ER0ezbt26KpPmG02dOhWtVsuSJUtISUmh\nY8eOlJSUVE6aH330UZ588kmeffZZAMrKynBycuLMmTO0b9++Wn+HDx8mODiYnJwcAFatWsWECRMM\nfm2192mWlWYhhBBCCCujFBYaPP9LbCzzNMatiZ4DOhg4X1ZQYPQ4OnXqxIYNGwBISkpi7NixTJ06\nlU2bNhlsn5iYyMsvv8zJkycpKiqisLCQsLCwGvtPTU0lMjKS6dOnVzmfkZFRbdKckZFBSEgImzZt\nwt/fn7NnzxISEkLbtm0ZMmSI0Z+pJlLT3EBZU02WpZDMTCO5qSeZqSeZmUZyU89aMtPUcLFdx8BA\n5iiKUQ/PgACDfWgdHEwak7e3N+PGjePEiRP6MRqYvI8ZM4bQ0FDS09PJyclh0qRJlXfLMNTew8OD\nNWvWkJ2dXfm4evUqvXr1qtb266+/5s4778Tf3x+Ae++9l+DgYHbt2mXS57mRTJqFEEIIIazMmIgI\nfvDyqnLuey8vRoeH11sfSUlJLFmyhIyMDADS0tLYvHkzvXv3BqB169akp6dTXFxc+Z78/HxcXV2x\ns7Pj8OHDbNq0qXKy3KpVK7RaLcnX1VhPmjSJhQsXcurUKQByc3PZunWrwfHcd999JCUl8eWXX6Io\nCsnJyezcuZP777/fyERuTmqahRBCCCEsWE21t3tjYtj81luUFRSgdXBgdHi40RcB3oo+Lly4wLRp\n0/jqq6/IycnBxcWFoUOHsnjxYhwdHSkuLmb48OEcOnQInU7HpUuX+PTTT5k+fTpZWVn0798fT09P\ncnJyeP/99wGYM2cOK1eupLi4mNjYWHr06MHGjRv5z3/+Q2pqKs7OzgQEBPDuu+8aHNP777/Pv//9\nb9LT03F2dmbs2LEsWrTIYFu1Nc0yaRZCCCGEsGA1Te5E3aidNEt5RgNlLTVZlkQyM43kpp5kpp5k\nZhrJTT3JTNREJs1CCCGEEELUQsozhBBCCCEsmJRnmIeUZwghhBBCCHGLyaS5gZKaLPUkM9NIbupJ\nZupJZqaR3NSTzERNZNIshBBCCCFELaSmWQghhBDCgklNs3morWm2qYcxCSGEEEIIE7m6uhrcYlrU\njaurq6r25i7PCALOAD8B/6qhzfLy138Eupt5PI2G1GSpJ5mZRnJTTzJTTzIzjeSmniVmlpWVhaIo\nFvuo2Lba2h5ZWVmq/n8w56RZB7yNfuLcBRgNdL6hzRDgbuAe4DlgpRnH06gcPXr0dg/B6khmppHc\n1JPM1JPMTCO5qSeZqddYMjPnpLkH8DOQAhQDHwHDbmjzGPBe+fNEwAVobcYxNRo5OTm3ewhWRzIz\njeSmnmSmnmRmGslNPclMvcaSmTknze2AtOuO08vP1dbmTjOOSQghhBBCCNXMOWk29jLPGyvb5fLQ\nWyAlJeV2D8HqSGamkdzUk8zUk8xMI7mpJ5mp11gyM+elmL2AuehrmgGigDLg9evarALi0JdugP6i\nwf7Abzf09TPgZaZxCiGEEEIIUeFH4IH6/II2QDLQAbADjmL4QsDPy5/3Ar6pr8EJIYQQQghhKR4F\nktCvFEeVn3u+/FHh7fLXfwQerNfRCSGEEEIIIYQQQgghhGh4ZDMU9WrLrBNwCCgAptfjuCxZbZk9\nhf776xjwFdCt/oZmsWrLbBj6zH4AvgMG1d/QLJox/6YBPAKUAI/Xx6AsXG2ZDQBy0X+v/QDMqreR\nWS5jvs8GoM/rBPpriUTtuf2Da99nx9H/jLrU2+gsU22ZtQR2oy/JPQGMr7eRNTI69GUaHQBbaq+B\n7onUQBuTWSvgYWA+MmkG4zLrDTiXPw9Cvs+MyazZdc99yts3dsbkVtFuP7ATGFFfg7NQxmQ2APis\nXkdl2YzJzAU4ybVburasr8FZMGN/PiuEAPvMPyyLZkxmc4FF5c9bApfRX+PWIJh7G201ZDMU9YzJ\n7HfgSPnrwrjMDqFfyQL991ljv3e4MZldve65I5BZLyOzbMbkBhAOfIL+Z7WxMzYzc975ydoYk9kY\n4FP0eyGA/HyC8d9rFcYAm80/LItmTGa/As3LnzdHP2kuqafxmZ0lTZplMxT1jMlMVKU2swlc++tG\nY2VsZqHAaWAXEFEP47J0xv6bNgxYWX7c2O9Tb0xmCtAHfTnQ50CX+hmaxTIms3uAFsCX6BdRnq6f\noVk0Nf8taAoEov/FozEzJrO1QFfgAvqf0cj6GVr9sKQlc9kMRb3G/NlNpSazgcCzQF8zjcVaGJvZ\n9vKHL/AB4G22EVkHY3JbCrxc3laDrKAak9n3QHvgD/R3aNoO3GvOQVk4YzKzRX93qsHoJ4CH0Jed\n/WTGcVk6Nf8tGAokAI1jr+iaGZPZDPRlGwPQ76+xF7gfyDPfsOqPJa00Z6D/h7BCe679KammNneW\nn2usjMlMVGVsZt3Q/8b8GJBdD+OyZGq/z+LR/0LuZs5BWQFjcnsI/Z84z6GvZ16B/nuusTImszz0\nE2bQ/1XDFv0qamNlTGZpwB7gT/R/Lj+IfiLTmKn5d20UUpoBxmXWB9ha/jwZ/b9tjX0BxSxkMxT1\njMmswlzkQkAwLjMP9HVbvep1ZJbLmMy8uLZK+mB5+8ZOzc8nwAbk7hnGZNaaa99rPdDXVzZmxmTW\nCf1FbDr0K83HkbIWY38+ndH/otGk3kZmuYzJbAkwp/x5a/ST6sb8S61ZyWYo6tWWWRv0qwy56FdM\nz6O/UKsxqy2zd9H/I1lxq6HD9T1AC1RbZi+hv73QD+hXmh+p7wFaKGP+Tasgk2a92jJ7Af332lHg\na+SXWzDu++wf6O+gcRy55qCCMbmNAzbV87gsWW2ZtQT+D/0c7Tj6CyiFEEIIIYQQQgghhBBCCCGE\nEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQwhil6O9zXXEP4hepuq12D/Q7uZ1B\nv5X0WqpvuPAQsMwMY+sP9DZDv0IIIYQQQqiSd93zVsBe9Dt5gn5nrRSg53VtRgDu9TEwZEdRIYQQ\nQghhIfJuOPYEMsufv8q1CfTNDEC/Gxfl7dcDX6Lf+ja8/HwH9KvVG4FTwFaurVincG3L24fL33sX\n8Cv67XB/APoZMQ4hhGhwtLd7AEIIIQw6B+jQryZ3Bb4zoY97gQD0pR1zyvurOP8O0AW4Avy9/Lxi\noI9UYBWwBOgOJJgwDiGEsHoyaRZCCOugqb1JFQoQAxQDl4FL6Ms8ANKAQ+XPN2Lc6rHary+EEA2K\nTJqFEOL/27ljlTqCMAzDr5DCFJLKViRXEbDOBcRKbLwAr8LezoAXkiZgaZkyKNhZ29qJosXs4RwM\nGmKToz5P9c/C7s5WO/zMN8vpcyMceFWdNUJ+/+pmob6rPohc82QAAAC2SURBVEz1Ykd5ZWF82/y/\nsPqC9wG8WRbNAMtnvbEl4mgaf6/2GtssZrZ7Pgj4XGd4o/oy1bvV6VRfNvYy1wgaz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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "a, g, b, c = mapABCD(ABCD, form)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "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": 16 }, { "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": 17 }, { "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
Python2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2]
IPython2.1.0
OSposix [linux2]
numpy1.8.1
scipy0.14.0
matplotlib1.3.1
deltasigma0.1-4
Tue Jun 24 18:05:31 2014 CEST
" ], "json": [ "{\"Software versions\": [{\"version\": \"2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2]\", \"module\": \"Python\"}, {\"version\": \"2.1.0\", \"module\": \"IPython\"}, {\"version\": \"posix [linux2]\", \"module\": \"OS\"}, {\"version\": \"1.8.1\", \"module\": \"numpy\"}, {\"version\": \"0.14.0\", \"module\": \"scipy\"}, {\"version\": \"1.3.1\", \"module\": \"matplotlib\"}, {\"version\": \"0.1-4\", \"module\": \"deltasigma\"}]}" ], "latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2] \\\\ \\hline\n", "IPython & 2.1.0 \\\\ \\hline\n", "OS & posix [linux2] \\\\ \\hline\n", "numpy & 1.8.1 \\\\ \\hline\n", "scipy & 0.14.0 \\\\ \\hline\n", "matplotlib & 1.3.1 \\\\ \\hline\n", "deltasigma & 0.1-4 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Jun 24 18:05:31 2014 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "Software versions\n", "Python 2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2]\n", "IPython 2.1.0\n", "OS posix [linux2]\n", "numpy 1.8.1\n", "scipy 0.14.0\n", "matplotlib 1.3.1\n", "deltasigma 0.1-4\n", "Tue Jun 24 18:05:31 2014 CEST" ] } ], "prompt_number": 18 } ], "metadata": {} } ] }