{ "metadata": { "name": "", "signature": "sha256:6be499742a5c5b618f160a01a055fbd9d46b54b8f5e452590983af6d388dc9ac" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "rcParams['figure.figsize'] = (10, 4) #wide graphs by default\n", "from __future__ import print_function\n", "from __future__ import division" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Variance and correlation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![http://imgs.xkcd.com/comics/random_number.png](http://imgs.xkcd.com/comics/random_number.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![http://imgs.xkcd.com/comics/sports.png](http://imgs.xkcd.com/comics/sports.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![http://imgs.xkcd.com/comics/cell_phones.png](http://imgs.xkcd.com/comics/cell_phones.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[http://xkcd.com/882/](http://xkcd.com/882/)" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Variance and covariance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\operatorname{Var}(X) =\\sigma^2 =\\int (x-\\mu)^2 f(x) dx =\\int x^2 f(x) dx - \\mu^2$$\n", "\n", "$$\\operatorname{Var}(X) = \\sum_{i=1}^n p_i\\cdot(x_i - \\mu)^2 = \\sum_{i=1}^n (p_i\\cdot x_i^2) - \\mu^2$$\n", "\n", "http://en.wikipedia.org/wiki/Variance\n", "\n", "For equally likely values:\n", "\n", "$$\\operatorname{Var}(X) = \\frac{1}{n} \\sum_{i=1}^n (x_i - \\mu)^2$$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "samps = normal(scale=2.0, size= 10000)\n", "samps.var()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "4.0424222584326799" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "samps.std(), samps.std()**2" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "(2.0105775932384904, 4.0424222584326808)" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "a = rand(100)\n", "b = rand(100)\n", "cov(a,b)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "array([[ 0.07082438, -0.00174744],\n", " [-0.00174744, 0.08639426]])" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "a = rand(100)* 100\n", "b = rand(100) * 100\n", "cov(a,b)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "array([[ 717.56804051, 39.28797053],\n", " [ 39.28797053, 944.18916769]])" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "a = rand(100000)* 100\n", "b = rand(100000) * 100\n", "cov(a,b)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "array([[ 832.27860929, -1.08306774],\n", " [ -1.08306774, 833.92500888]])" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "var(a), var(b)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "(832.27028649959755, 833.91666963464957)" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "a = rand(100)\n", "b = rand(100)\n", "c = rand(100)\n", "cov(a + (2*c),b + (2*c))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "array([[ 0.35149636, 0.28129156],\n", " [ 0.28129156, 0.3858564 ]])" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "a = rand(100000)\n", "b = rand(100000)\n", "c = rand(100000)\n", "cov(a + (2*c),b + (2*c))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "array([[ 0.41751468, 0.33404553],\n", " [ 0.33404553, 0.41662556]])" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "a = rand(100)\n", "b = rand(100)\n", "d = sin(linspace(0, 2*pi*7, 100))\n", "plot(a+d)\n", "plot(b+d)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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3AAvwV7Isn76YB/L5xDL+4uILfq/aK1WPS+vbTcfUYQLFF4Dvkv/g3SWfxZnz6ooWX1O+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\n7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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "cov(a + d,b + d)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "array([[ 0.53132808, 0.46277415],\n", " [ 0.46277415, 0.57308237]])" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(a+d + 2)\n", "plot(-2*(b+d))\n", "cov(a + d + 2,-2*(b+d))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ "array([[ 0.53132808, -0.92554829],\n", " [-0.92554829, 2.29232948]])" ] }, { "metadata": {}, "output_type": "display_data", "png": 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IEYbX7d3L2I4dzTuuTkf733cfY9OmMfbkk4y9+y5jP//M2LZtjIWHM3b+fPPt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\nsdIIrAghXtFZmagJXYNdiJHFeHRcoeEJk1DjkBEpr6bgyugVm+fojDq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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(a + (d*3))\n", "plot(-(b + (d*3)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GBJA1U1e7Y28PboSVFCoaWL05K6mElRLvX8tICwriCvDIukfwb7f/G27/7e3MxNX0NHH7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IQq3gUhhAQB+ADAQ5TSHuPXKOt0EPfVCSGE3AKghVJ6EhbMesX9c1q8AEwD8BKldBqAPpiUjcS9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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "cov(a + (d*3),-(b + (d*3)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "array([[ 4.43271868, -4.40869777],\n", " [-4.40869777, 4.56353902]])" ] } ], "prompt_number": 40 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Correlation and autocorrelation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$(f \\star g)(\\tau)\\ \\stackrel{\\mathrm{def}}{=} \\int_{-\\infty}^{\\infty} f^*(t)\\ g(t+\\tau)\\,dt$$\n", "\n", "$$ (f \\star g)(n) = \\frac{1}{N} \\sum_{i=1}^N f(i) . g(i + n)$$\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sig1 = sin(linspace(0, 100*2*pi, 44100))\n", "sig2 = sin(linspace(0.1, 0.1 + (100*2*pi), 44100))\n", "plot(sig1)\n", "plot(sig2)\n", "xlim((0, 1000))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "(0, 1000)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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A+qDBrVuwbJnJgQlhgvc2vsef2v6JCkUqoJTe1vvPf6BoUbMjezadq3empVtLJu+ZDICP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\n9OaiaKWYWzF4zPJgfvP5NCjQgOhoU2V7/XozmVcI8ddG7Rx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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, c, lines, line = xcorr(sig1, sig2, maxlags=500, usevlines=False);\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, c, lines, line = xcorr(sig1, sig2, maxlags=50, usevlines=False);\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "argmax(c)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "57" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "cc_index = lags[argmax(c)]\n", "print(cc_index)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "7\n" ] } ], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(lags, c)\n", "vlines(cc_index, 0.5, 1.09, color='r', lw=2)\n", "text(cc_index + 1, 1.05, 'CC peak', color='r')\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "sr = 44100\n", "f = 100.0\n", "Ps = sr/f\n", "Ps # period in number of samples" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "441.0" ] } ], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "cc_index" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "7" ] } ], "prompt_number": 55 }, { "cell_type": "markdown", "metadata": {}, "source": [ "CC can be used to determine pitch and periodicity." ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc_index/Ps" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 56, "text": [ "0.015873015873015872" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "2 * pi * cc_index/Ps" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 57, "text": [ "0.09973310011396169" ] } ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "2 * pi * (cc_index + 1)/Ps" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": [ "0.11398068584452764" ] } ], "prompt_number": 58 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two different noise samples produce low values of cross-correlation:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "noise1 = random.random(44100) - 0.5\n", "noise2 = random.random(44100) - 0.5" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, c, lines, line = xcorr(noise1, noise2, maxlags=500, usevlines=False);\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Kc+euEpgY7U0WVqH6IpN5rE0sep3rJmJgIykrq/VwrXN7pYJA4wVWQo3V78kW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\nwqhRX5CGGYlK0NAeYeqSrE4b77vKOcLa2amW1b6fvD3slIQzUrO3c7N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8xpYtnbF5jtqv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YhwznOc8736/x8B2ActJuc10D5w0P8a9VdW5+ekWugihzE2EcDnADwJ07GP5J0g+qzI/+Scfw/Q\n7Pg5539ATHIvlg7bRQAaGGOv6sF0P6mvr4MWjNfACMxrX38QagF7CR3G2LUAejnnr9s2kczTYSE0\njRlAMk+LsIG+iQDoUQNmQhuUuAVgd6vzhDr/G8B9AIYt60jeyTIFwAeMsX9hjP2CMfYEY6wSMck9\nSliPWPEJ0lsGoJpzXs8Ymw3gRwCmplm+UsRH5isAWOfTKYxKDHjI/EHOuWFnshLAKc75D1MtHEEe\nWAnDGDsLwP8BsIxzftyampBz1wDs+V2SLl+pwBj7awBHOOd7GGONsn1I3olQBmAWgHs557sZY9+G\nLWVnFLlnpsPGOb/KbRtj7C4Az+n77daN4D8GTaMwybLrRGg91IMwp5OM9QdjL3SR4yZzxtgMaCOF\n1/QGdSKAnzPGPgWSeSS86jkAMMZugzaN8ZeW1STzdLDLeRLE0S8RAcbYGGidte9zzo24nYcZYzXc\nDMB+RF8vq/NUt9X5MwDXMMY+B6AcwNmMse+D5J00vdBmpnbry/8OTfmRi0PuxTIl+jy0WG9gjH0C\nwFjO+e+gBe+9iTE2ljE2BdrU6S7OeQ5An+6dwQAsgDywLyGBc97NOZ/AOZ/COZ8CrRLO0lW6JPOE\nYIxdDW0K41rO+YBlE8k8HfKBvhljY6EF+n6hwGUqCfT6uQnArznn37ZsMgKwA2IAdmmdT6u8xQ7n\n/EHO+SS9/b4JwMuc8wUgeSeK3iYf0PspAPBZAL8C8BPEIPfMaNh8+B6A7zHGfgngFIBbAIBz/mvG\n2I+gBeUdAnA3110vANwN4F8BVAD4T875ttRLXTrkVbQk80RZD2AsgO26ZnMn5/xuknk6cM6HGGNG\noO/RADZxPdA3EZlPA2gB8DrTgqIDmubhMQA/Yowtgpas+EbAt50hgmPIjuSdPEsA/EAf9PUA+DK0\n9iSy3ClwLkEQBEEQRMYplilRgiAIgiCIEQt12AiCIAiCIDIOddgIgiAIgiAyDnXYCIIgCIIgMg51\n2AiCIAiCIDIOddgIgiAIgiAyDnXYCIIgCIIgMg512AiCIAiCIDLO/wcA6YtaJSvhogAAAABJRU5E\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 60 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And no clear patterns in the CC function:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "noise1 = normal(size=44100)\n", "noise2 = normal(size=44100)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, c, lines, line = xcorr(noise1, noise2, maxlags=500, usevlines=False);\n", "grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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i2LZpjB+o7do/CsqOBT0TioULtQ23jQByIrMYC4u+Br2fI2esRP3v8y1OGI2SZTwmkml0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"text": [ "" ] } ], "prompt_number": 62 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cross-correlation can find harder to see relationships:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "a = (rand(44100)*2) - 1\n", "plot(a)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "b = sin(linspace(0, 2*pi*200, 44100))*0.3\n", "plot(a+b)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 64, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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VNLS9hQ5rECO4hWaqPl8v1yCvB82qK+3KrhwN+fyUDYFRZEulPEL50mWMcfLW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\nCwVc7jF1bOMUo+XS5nv7u2HD3L+L0da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"text": [ "" ] } ], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "c = (rand(44100)*2) - 1\n", "d = sin(linspace(0.7, 0.7 + (2*pi*200), 44100))*0.3\n", "plot(c+d)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 65, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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igeuOyef0mvLSpWxmHhNEU4T/NhDrlKtGRB9K9KQjNuiFNCO+ev3JT4rTStEy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\nQD1uXPjaWGBPvaI2NbZgyur9ImLm2jw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"text": [ "" ] } ], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(c+d)\n", "xlim(0,1000)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 66, "text": [ "(0, 1000)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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mY4BnI2oRMd3YNWnlwdAiMU2KGJ+fQsSYaHiuyUc8Ivzfeef6s1nPA3hEDOQB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j3mrP8P/xDCAPA8piTtH/0oTnZTilidzrEuEaO61sQ0KeFcfUXsZz+rvsvZukSbRExOnOgdNVHE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\n5EEHVd9pO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"text": [ "" ] } ], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "lags, c, lines, line = xcorr(a+b, c+d, maxlags=500);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "m = argmax(c[500:600]) + 500" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "lags[m]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": [ "21" ] } ], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "sr = 44100\n", "f = 200.0\n", "Ps = sr/f\n", "Ps # period in number of samples" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "220.5" ] } ], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "lags[m]/Ps" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "0.095238095238095233" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "(lags[m]/Ps) * 2 * pi" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 72, "text": [ "0.59839860068377004" ] } ], "prompt_number": 72 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Autocorrelation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lags, c, lines, line = acorr(a + b, maxlags=500);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PV2Lmpfz5WaqwZg37IHn9AS7BtmkTE/7SpbmaX4mZ9zRiFsXM2Jn9k0+8jkSi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\nN7MNZjYn9NU8u7FIWmKmsp3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"text": [ "" ] } ], "prompt_number": 74 }, { "cell_type": "markdown", "metadata": {}, "source": [ "CC for Inter-aural time delay (or stereo relationships) using running cross-correlation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.io import wavfile" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "sr, in_sig = wavfile.read('cars.wav')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "win_size = 1024\n", "hop = 256\n", "\n", "cc_lags = 0.001*sr # 1 ms max lag\n", "\n", "rccf = []\n", "win_start = arange(0, in_sig.shape[0] - win_size, hop)\n", "for start in win_start:\n", " win = in_sig[start: start+win_size].astype(float)\n", " lags, c, lines, line = xcorr(win[:,0], win[:,1], maxlags=cc_lags)\n", " rccf.append(c)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(array(rccf).T, aspect='auto')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 72, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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oc+sADlza2wlklgoIiNwawUi3Eiz17ryRWaqJ1HPY9ZxkBEv8hW67E+ztfa2z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\nfnNcD7e8JvPqXrAHwRIDvJ1lomvHA7wjkdyvDcfbRIu4m887yp11Afg5pM0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jmkprZcjg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cNUxtzVnuVF8zTyOQgP4O1WzZKBpep7VuqTq5P0nhtYSjYHMhYvt2NuAeCWmKUAS2f3+J0T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\nB4uXdWB8tE6jZh2bFCj5EQfZvx+fFeZyzyxlB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fzEC9TVPXT6Xam9XCCzIJSIWvCFi2Z7Fl1/JMInss/5jP4wb9McjrDb9HD6ji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\nt4BuHbqF3Yx20acv7A27ERIZRflF3DrpVhY/u7hO/cCuAyM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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "CC for tempo and rhythm estimation:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sr, in_sig = wavfile.read('superstition.wav')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "!aplay superstition.wav" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Playing WAVE 'superstition.wav' : Signed 16 bit Little Endian, Rate 44100 Hz, Stereo\r\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(in_sig)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "[,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vlzUui3Hvvcj6bVvYsDV4g6J+N13KY59PjOgCtWb7mugC2NWUqT9NrbLt9xe8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\nZBww3VtvrNcBo07p0gX4Ij7byisJP/9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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "in_sig.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "(437078, 2)" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "lags,c, lines, line = acorr(in_sig[:100000,0].astype(double), maxlags= 50000);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VheBFMOr71YS2g18T28S0QNe1HzKVUbSvb2r5J4VCzIY+ZRWoqn9NHfrcb2w7034ZV/U8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\nBBDKAAAAEkAoAwAASAChDAAAIAH/D+1agvjNgDM8AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Two-dimensional cross-correlation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![sidereusnuncius_crawford_dbyn2008.jpg](sidereusnuncius_crawford_dbyn2008.jpg)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "i = imread('galileo.png')\n", "imshow(i)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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bcSQ6hRhBSGOzNyNH/mKOfePGDf76668kzXPWHj166D7p2s/2Bx98YNNZkajj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\nixcvcubMmdJ8R6oOFCFQYnnhhResJnSKojA9PZ3//e9/pW2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cg/8EsR0r2/TEq5bZciP25HPz/5as42ve0OXf/LWvrpdNxAz6MaSyPs1aY+6V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\nu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cg/8EsR0r2/TEq5bZciP25HPz/5as42ve0OXf/LWvrpdNxAz6MaSyPs1aY+6V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\nu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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(i, cmap=cm.gray)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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dX331FQ+namtri/fee4/7QD948ICzlGzatAkAIF2LFSlSBAAwfPhwAIJiS/ww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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "i = where(i > 0.9, 0, 1)\n", "imshow(i, cmap='gray')\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 76, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hJqK/iOhFw/ENInqWiOoT0fNyFTQi+sKwDN+QiDaZrlF3u4pfY8ybN08kYzDG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\n55e6gLkXTo2d83EAr5drU1UD2FlAgQT0008/zebNm/O+++7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N3Lp1K0lrUOuzzz4jSR0d\n0MxX6Gg3bdqkj0n+tWrVsoHh7rvvZq9evbT9sl9G6IX1RGryTp06kbTzf0+dOpVffPEFn332Wdd7\nlG2hPVq0aBEBaKebNm3a6PsV+qGjR4+SJN99912dHoCNWaW6gLlRo0Z+qQuY/WbnDILZTzB3796d\n1113He+66y4Nil69evGuu+7S6cyXW6aOxCcagI/rpwlmGSBbv369Jp03nU/GjBnDV155Rdf8JG3X\nBsDQ0FDtDjlmzBiuX7+eHo+HCxcu1IHaJK1J0+NcIWX2aZ977jl9zn333WfzYBP63m+//VbvEzA7\nQ9ImJSVx/fr1+r+U4/79+30CzpvlWF3A3LBhQ1etV68ea9asqdUFzKfCzhkEc1nq8Xh8BpC2bNnC\noUOH8ujRo4yKiqKIHJcoh0VFRXqaZfz48T559+vXz7VpK1MUpooftIC5uLiY77zzjmt6GWUXsJsg\nESpcsVfAHxUVpaNrOO8nLi6OBQUFPtNvbqDLy8vT+8mS9d5u5VQKyMpNcy6C2aTTLUtdwOwXOyer\nE5gff/xxTpo0qbIePKdNm6YdM0See+45tm7d2ue6Xbp0sb2YUutOmjRJpx0wYIBmY+zQoYMmNTBr\ncidtLmBn17z33nttoBo7dqwtrTkgd8EFF+j83YAo88rmPrHVnMc2ubsltOvYsWNJku+88w4nTZpk\ny2fSpEm2IAK///67LhfT3rFjx+pzpblZncAcExPjl7qAuVx2TiPtxGoB5kp+8DaRJpI0T4VVEbBz\naXft2pUNGzYsNU/ntnhmyUN1A7Pz3MLCQtt/J5jNELPSRwXAV155RQfCE65v89y9e/cyIiJCg1/o\ndsmSgSrh9f71119t5WMutCBpa4ab5Zmbm6v3ySoxWTRS3cB84YUX+qVutqF8ds6LYBGC/ArgGIAc\nADXLtCmQBeBPAZl9zo8//pgdOnSwgSA0NPSMPPgePXrYXtalS5eSJHv27Kmnc5YuXcqePXv68FaR\n5EMPPUSSGnjmqC1JvvXWWyTp441FWqusEhMTfUaN3VRiO0k0SbGRtNwtv/rqK/2hcFNZ4FGWyFiA\nE5imSJmZacRVVJ6JlGFCQoIGv5OPvDqBWRaVlKeBsq3KAewsIDf156U/jReApFXz3HTTTVy1apVe\nvlhWxMLjx48T8F3IL7XRnDlztM3mkkLJU/rL8+bNY2hoKFevXs23336bq1ev1lEglyxZooHidv9v\nv/0209LSbIArLCy0LVEcOXKkT7/ZTA+UNMdNr62bbrpJa2nXHzp0qG4BxMbG8uDBgySpy4/kGfv4\nno1grl+/vl8aBPM5oFlZWfqlzcnJYYsWLXyap2bc5dJ0586dtiWUIuZiCqn5s7KymJWVpUenPR4P\nk5OTuXfvXpL08R6T9bSl6cmTJ33IA0zvNnGK8bccRLKysgL+PAL9rtarV88vDYL5HNXOnTtzxIgR\nHDFiRKBeYO1kAoAjRozgokWLSNJvG0aMGGEDYqBsr4SyCOi7GhUV5ZcGyjahwj0rxMu97EMmf/PN\nN+Pjjz+uIquCcq4ISVV+qjMjSinWqVPHr7S//PJLQGw768gJlFL4448/AAA1a9bE8OHDkZmZCQAY\nNGhQhfK87rrryk1j5j1o0CDbwv1Tue6bb75ZbhrzA0oSQ4YMMb/4py3l5UUS9evXR5cuXc7I9cx8\n3bbNfXPmzPE51qVLF2et53PelClTQNIWUaSq5RRq8bPLoEA1XRISEmy+0NJ/E7n22mv1tuxPSEiw\n/UdJs6vUNLLPDATnPM+5XZ6adpnqRohv/i9tVdN9991HAD7LKQFrcQYAzbVlpnHmX1xcbEtD0ja9\nJiPOX3/9tU7z6KOP6u0XX3zRr7IQ+4cNG2ZbX11euZrb4kbrb9k60gT0Xa1du7ZfGijbqhzAzgIS\nfeSRR2wP6ptvvtEP1JzuIckOHTrYfI7loZtMlQMHDiz1BSrr5Ro3bly5L5F5nqwYcuYnThpCUu8G\nZiFGMJ1MzPsx8xV2UTdwSprMzEz934waaaaXtDLnLHlMmTLF9nEhfd053VQ+jhUFc1ll27Nnz7MK\nzLVq1fJL/9Rg9ng8nD9/vu1B1axZk19//TVFzId877336hpd/pO0EdYBJVzUpwJmsedUXjy3/JYu\nXUoAmobXTCuumgIeE8xuebmVgen+KcfS09N1WolJZdozcuRI/v7777zuuuv0fil3GUmX80irJRMe\nHu5aBl27dmX9+vX1Mbc05jGT0eXbb7/l/PnzOX/+/HLPM++jqsFs+l+XpX9qMJ88eVKPqIobJWAP\n11Lay20eN/eZaWSfk39atvPy8vR65dmzZ+ttwFoJ5fYimQHXAatG9wf0gVKpmZ3ld66p8zlWJZg9\nHo9f+qcGMwBX0na3l9GMdRQI7d+/v98vXVW/+E4NdFkFWgP9rkZGRvqlgbLtrJua6tevHz799FPs\n3bsXF198MXJycmxp9uzZU24+/fv3x7x5807bnvDwcB3TuHbt2jh+/DgaNWoEtzJr2rQp9uzZg/ff\nfx/JycmYP38+Bg8e7JO2oKAA48aNw/PPP4+mTZti+vTpSE5OxuWXX+6T5549e3ym6ST+MWCN/Et5\nyP49e/agZs2aqFevnk6Xk5NjK0szDwA4evQo8vPz9f0qpbTdzrSlyejRozF58mRtQ2VIbGxsmXkz\nwFNTbjGq3aSwsDAwtpXz9ZkL4BDsIV2nAdgG4DsASwFcYBwbDYvTaDuAzsZ+iQL5A4CZZX3t5s2b\nx/fff58AbGFXUPL1dZWdO3eyW7dutuBkt99+O1esWMGcnByuWLGCLVu2dM2zuqvZ5z8VDQQJ35nU\nQNfM5513nl8aKNvKM7gTgLawg/kmACHe7efgG5+5BqylXTtREp/5SwBJ3u0y4zOT1AHOAJQ54BEI\nNeMPV7Y2bdrUFqzcHy0vfWpqqg+nNmn5og8cONAnrTMdALZr146AxftVlc+iPA00mMPDw/3SQNnm\nj9GxMMDsONYTwNvebdsCawAfw1qE3QDANmP/XQBmlwXmpk2b8rXXXqvyl0PUZALJz89nTEwM4+Li\nGBUVxdjYWGZnZ9uW/kn4m3379mmQyIixjDrn5ubaaHRMJhABkfPXVLP/K0saXV5uvf3ggw8SsPp5\nsgJLyliYRnJzc3n48GEbn7bksX79ej744IM0paqfS1WDuUaNGn6pm20oh53Tm+ZF7/HvALStbDCv\nAHC3d3sWgL7GsTdg0aNcDeATY38nACtKK6Bx48Zx6tSpusYZOHCgT40RSBWKHQmyLi+4rCOWwGsA\nuGDBAgLgv//9bwJWEDpJL8sFRQ4cOMB77rnHFXgynyuLKzZv3uwDIHPqyFnDig4bNswnb7IkSodp\n0/Dhw9mkSRMdunXUqFGsW7euPtckMCTtwdyrGsRVBeawsDC/1Gkb/GPnTAawyrt9DYC0cm3yw+hY\nuIAZwBgAHxj/zwiY5Ut24403ctWqVVy5cqUOk1oVL4/YI7+Ab00ofVLhlHYSEISGhuqHeiZU8nIj\np3cC90yUl6znPpuA66aBBnNoaKhf6rQNfrBzApgN4E7j/3YAMWXZVCHfbKVUf1hfjr7G7lwATYz/\njQHs8+5v7NifW1reRUVFIImEhAS0atUKXbt2xfnnn4+YmBgA0MHTAiXiJy6/JJGRkWFLI4HiTp48\nCcAKMmdKcXHxGbX7xIkT+P77731Gdu+8807b6LcEcztdGTlyJEgiOTn5tPM600ISc+fOrbJr+wl8\npzSCxSIiss+7r7w0jVGWnGrNDKutnwmgviOdDICFA4iDxXEkA2DpsJoKCn4MgJn0taTlj52dnc30\n9HRbRAXhbQ7qn0OXL19e5vFA18ynoo5zy2XnhNWF/Yvxfw2AhDJtKsfgxQD2AyiC9ZUYCKtDvgfA\nFq++YqR/ClZfYDuALsZ+mZraCeDFM1VAQQ2qqecQmMtl54TVzL7L+F9uM/uschoJSlD+DKKUCoNF\n5vd/YFWWXwL4O8ltRppkAENJJiul2gN4gWT7svINq0SbgxKUoLgIyRNKqaEA/h+ske03SW5TSj3k\nPf4ayVVKqWSl1E4A+QAGlJdvsGYOSlCqiZwVTCNKqZuVUtuVUj8opZ7wI/1cpdQhpdT3xr4opdQn\nSqkspdRqpVQd49hob97blVKdjf1NlFLrlFKZSqmtSqnhFclLKRWhlEpXSn2rlPqvUmpyRW0yjocq\npbYopVacxv3tVkplePP58nRsUkrVUUq9r5Ta5r3HaypQTpd6bRH9VSk1/HTKKSiGBHLQoJSBhHIn\n0F3OcXMznQpglHf7CZTtZiruqBcBaOPdrgmrH3N5BfOK9P6GAUgD0LEi+Rj3808ACwF8dBr3twtA\nlCPfCtkE4C0AA417vOA07y8EwAFY05kVzieoRplWuQGnEN7ScV4s7GDWo31ekG73bru6mZaS5zIA\nN55OXgAiAWwGcEVF84E1n7gGwA3wOthUJC8vmOs57KtIPhcAyHYpr9Mpp84ANpypZxfUCjqNnGHx\nZwLdH4kheci7fQhAjHe7oTfPMvNXSsXCqu3TK5KXUipEKfWtN/06kpmnYdO/AYwEcPI0748A1iil\nvlJKPXAa+cQBOKKU+r9KqW+UUnOUUp7TuD/A8tFffBo2BcUhZwOYz/gIHK3PeFn52o4ppWoC+ADA\noyT/V5G8SJ4k2QZWrXqdUuqGiuSjlOoG4DDJLbCcbHwT+n9/fyHZFlZco0eUUp0qmE8YgARYPgUJ\nsEZXn6xgXlBKhQPoDuA9n0Sn+OyCUiJnA5idbqBNYP8a+yuHlFIXAYBSqgGAw6Xkb3MnVUrVgAXk\nBSSXnU5eAEDyVwCpsBxlKpLPtQBuVUrtglVz/U0ptaAieZE84P09AuBDAEkVtGk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"text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "o = imread('o.png')\n", "imshow(o)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 77, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZbLG+oFtNN5SWJAe0UcGHY2CBwQTJIrtmJLHRcpReFEuVaACEw2FjRXqeFIkh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\nzFigbktqCK6j1cLsssw0l0ol3Lt3D0dHR0ZujGM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vlP2f+r/d2nxOrXUDwGu01q8E8PkA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\nkEb/AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "o = o.astype(float).sum(axis=-1)/3\n", "o = where(o > 0.9, 0, 1)\n", "imshow(o, cmap=cm.gray, interpolation='nearest')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 78, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.signal import correlate2d\n", "cc = correlate2d(i, o)\n", "imshow(cc)\n", "colorbar()\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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IIaeIHUSwUIdSTLoa1yHawauBnGACv0s7tfQHamoJqxY4pWObRRiGyV4TWhGEoUzpz024\nnNdps6md00cypNfWgFIY3n5Of3B1jz61j78f4gmZ26y2s4yL/rH8O2TuI+NFGo92i8a+HIK1jHYo\ngcvzKAJL0NiPc+63U3u+UEyuGUSYWIubT00xZMmYr8msl1HgjPbRr4JfgXw31MPStwzyLFcOQGsE\nYfC3I8vr6ZITy0FEmenl5qhqO4TrIXQ4s8BU9Dpv/fSzlK9npP9vAgUzBUe14xtyk5KZqPaiOvJg\nfZmbQe3DuI5nU+fhRhx8Pc5aOHIVvhB6k5/mj5lnjDd7nmE70afyucXNyYyqg1vqkOeBbxqL5SiF\nZKIzYTmZZPUWdtq2wIVeSJ9cobjegx9O4OXq+E+EYTwE/3QI3gshDtJFKB6AjZgGFNjxvz3VAG5W\nzHaTmeA/br7QJ0P3IVP+keg+HMcOcia3uMM+XHB7BtmFpn73IxskhvOxmP9jHOfUBBcEcAie9oTx\nVhFt3nKyBpATxUMIjw4jm78L+G4Ufn8SqiW9bxW4DI2HJTSzGufWzFU3WyQp7Z5EGPq4fm2+4JAn\naANN/cxSPCw9p4Qw2paZBxu72qjrZ1knJKf00pW2aTDFOSv3D41U6B1YYz00AuWQ8KcF/Z3lWuSR\ng0I/8CjCjIrARhquPoUw1XZubaSZ415MtM0jyCOd1bkHd4IyP/e+Fo8NvstaNse1+VOyz/9jAnay\nCOfbwQkTS5qts/ep0WJodcw2//OIPLS0JrMojuCYXLYppr8KigJxkSCgYKsXbiTFyZ0FUhHYNrvq\n7ZhSBXmQIVlvR5F7RBHeeB0Zb1Ln+jHo/lqe/yz673mU99k3NMO//pu/Sj3dJcN6LwyVsDLtODfn\nh9k6vVUftt26n9JXr85NBoh5UM0CLblcfUAnOMvXm7/Ha+HnODh0iffHntFI7DQikZcITqweLs4h\nDDTMAmCRfRGgR8ZqeTJVRNBWca7MKlTKCfxmmO4Tqwx0r+ATYjZzgKYXh28OwGs90LgoP97qb4s3\n2UuItCcp7yZT3j6dpOOOWezHSgXEFmO5JRYHmUNWoQdhXxPI4Oas2zwuqswET1a/i0FPVjaTRYXZ\nPjMLmq13PanTA6GhCq1nYrA/Dt94FDZWkThN9fY2zRN7qyghTcyLIozrFOKgHEKYvjmSN4CVhJOV\nvXpNWPu2re9blsjXTi0cQkFYmL9FdS4CZ3FBYyGcv78b+gZXOBq7yNLJda51HaO1EIX3tW+mhFou\n3FWdzkkdQwG4flh9Tx/sMXZlYp5e/5COCcQHXsYFFRwDXoSTT7/Li7xCKZriD/9ymOnwcXmsr2ah\nmdaJAGc78uQ5sL6rbbP969Ewm5S5P44LvbbEeDPBPALpL69wMH2FNfqZnT8i6+D9kJqhtgmi0vIH\nZV4swivI47idcKlqX8vyu0d0TkK4tIw4ska7gX7oTm1TJc4OXfST59jkaT58+Gn4gSfKUBnIey6Q\nsgGUm8jRcK++NAmSLhvHXK7wEYTBgzzfG8CsnpJ2CE6/YywwsrjFwfGrPM2bfPD4U/jfjIgC4Y8h\ni1eP/hbcFwVCPi4/rH39hl1AYS9OoCzrc2oBRahf6ZGffxmOcZEqMWL7qlz64iNQ9qAvDt9/GLZ8\nNevaKcnIjsZ1bj6+G5llpM6Dw+I/PbpPhUsLWR12irGwU4s2AprmabY0XdNgLWLHQpfbh5iGwgjk\nVbM3k7IlGptv8SzCp/ph4NEZhsLLlMe7uFY6Jde8NgBvDCDcsaYKzja3ph0CxjcGPAnevipdPUXK\n4T4X5GUBUZZPEENON+Z/tO/Js3cGtgUVtGAiJIz0AM5iYhG7pk1qVFIuts5hLjPFDdIHtnnv5LPi\n61hDGJ4pfsarFxA5bwFwJ0Pw4UHElrb79KDecL8MuQQ8hzzKLSRtZkv7YgmUIVj1+znvHaOXLfoi\n60wP4dBQdiLQyOL8bja/19kb9qOicz8HXp8wzWeRx/XnuNSOQfk88jM7fDH9OjFq1IgTOVKl8XRc\nhOq3T0BjB1EsQu72to7uiiE1dWIXIbYPDkLqyVUSsSprS+Pwoc5JL3KiOQHhUJNNeimQJk6FDAUZ\nekGH1oWcCs2NUQLKJYK1sCdtATPgL8COZOR7j1TJja6yFh6X524h2Cu4WIkY+HgQhXF/jie8d/jd\n/ausDo7I3K5Mwc6UPB9PA2bG0MTUAiKhFrk58MJ3670fWe8me/K4lLWmvA9HmpRIkWGLURaYPzRO\nqdbvIi/f8WQpFjZoc6xxc7TpnXLSPj26T5nyx6b7eBw+DmpjY4/v7obq3Ky5KSexmPkSojWvIYzN\nLEvGo7NQfKybo30XGWCVrUd7Wbs6LusyCVw+IBuvVkKY2636pVnlrRqkY+SemGc0vkCcKucOnmLn\nvV7ZGEeQE4cl8CURpmfupuvIPZhm77BnUy8LkMkRe6LM0PAcs4kpeDsmvoNtRDBYMnMC0mxzhEv0\nk2eERa584RjbP8jJvFiElOF+lhHhkkUY2qQMjTNT4PehYUa7aBn8ZSBH6sQ6fdkVZppH4GLIMec+\nHX8vlHdSFFNpxlggy4YLSKjqfMSAljKKRaC+iTiF9tLSLeTqGmw8AjnIPTTPen5MytVVEeF2GDgF\nw1NzDLNELxtEaNCYjHCp9ojMmzmJV/ZLe80NWMiKkt6wtu7GTr8NnIblL0DC4+HUh/SwxasvpyjN\nZeU5a85n/PAm+8PX2cc0JzhPkW6ucZDoVI36obiuP222iYtbWN3BIVTsRQ2ds1fh9H8BKyH6Blc4\nGTrLziNX+WD0MarjPdKXBaSdHEQfLzPNPn4w9DTH/fOMMc/R4TOsfnVElJctZF/lPZnbMWStnUPG\nzHVEsNheUfgaiyK3QEcLBDVknQTEjm9xIneOLBukKOHjUSBDT3qLyKMNtvxhZ1IMAX9ucBdG7QrJ\nnejT8bc8SHQfC5d2+qRsn23DtRD/TWTjWHCajzBfjRTtSRWoESNECy/sizaJfMcY8C5wzmNvf0M7\nbUJtASpTZKKbnOAcKUpEcnXeePwluaSGixSKgvdineyBZdZnhiEf0byCJWS330rzygNnYflLpJIF\nHvXeZ+DAKu/+xLOSbLaMCLKD2v/RJpPM8CyvcYCrPMa7FIe6+cbf+HUaOwm5fhbnzsnjHK6GYjMA\nxHug0svewqUOnIP549QrUY57F4g+2eDqyimnpU4AT0H45A651Do51jjEZWpECQ+XaA6lRAhs4hA+\nfNTFUeb2jvRtYA62F2BllHotCgMtOBwSRphD/DBD0BvZZIobHOYSz/A67/EY/+ihozTqCkPyBcSh\n/+4RqK7KoxhEMbQ+DmjkGtyow8UYOy91cYCrHOs9yzvPPSe+N9UTqhM9rOeyzDLBaR6mRYgCPbTy\nIYdEUwNoQiws40iAC4y5He0Al6D4KvzOl1n/0giVZ67SQ4Hu3i2qoR45sUwja/IgJEeLvMEXWGGQ\nx7x3qRPDw5cTdhWRH3aSs1zXLWBmFYkq3L1P1EphKTlhYMKHUU/Wl4XMV6F2JcO1U/vZlwyzwCiL\n26MUPhwUxWO0Cd2+wBsdQATV6V4oJdvmwVIW7m96UAxy9/9Mf6JUA0oSnmi5ChM4UFXTzGvAUdj3\n/AUGWKVJmPfLj1L4cEh+Z1nrW4j2PpuA7TTOQ70XNcBfhZkp1qv9tLo8eiiIiSPbFKgLc557QB+E\ne2okIlW8SBO/EdFSa9e4PQPTuOYzX2LrWh9bj2UI08AbbuGPh12y6Hlk04bD3Dg6xVxonCGWmPRn\neMn7PnMPjfOHv/ELtK7GxMFrWGRFhKmvIDzb4KwGgZk+bp1DUITLULucZn00h+f5egKRqWELmIXm\nRBfz/iStwRCVeIK8P0DzWkqY3HZNOl2OSd7FfkSwTW/z0fyWdlIG5i/CmVG23x90B78YwhRvAGtw\nNvc43V8sEqLJ07zFJNOkxwps9CdknQyiKDIheG1IntcG4Fv5hrtFsFacl9OTXF0/Qia3SZFu9Z8g\nc94CyiHORR9lZd8wr4afJ0qdxeIEzVejotjU7HTShFoWqiFVzu+k7Bg1gFfhzaO0/tkQ7048ybHx\ns4TDLTkFFRAh1gSeh62FPl5deonXUs8zMz5Jlg1m/QlpcwOYtVykFOx4IrhPA61v36ZPeWhuCfIB\n4KWreKEWrZ2kA4kuAWehsDLMh+PDMu+zyDqsA8thhYBBTn3TwEgYrpxEnovZ2e5fc9iDRp8z4VIB\nNmBhUNbaoL4yCHMx0N1Z4CxMJ4+wdqif4o1+ieSZRRa1BbCZn2Q4BNtHuD0areJWrMDW9UEWTowR\np8YqA7AUvhk3SkOjm9UITT+EX4yIhjwLt/ftGDVhHVpXosw+NkGllcBfCDucx2UUSRZ4F971nuP/\n+GsNfsr7E5723qRMkmd5jetH93PmxafEnGYJnmbTNzR1G1oKnchb5RD4QZ7jEkNsVXpd6or5yEPy\nPJp+F3Nbh5k7cFi++yNEGAYgY5r31AgpbM/dIABr7PFlJFhhFfG5WGCi5nj6/zzM62svMfNT+1iN\nDNJNka3ljIx5BWfXfwZ5TheB62azzH+k1VuThgAWoJRPs57rY8PvldNlA+dnLgDFCPnFEfLlcVmj\nZ4DvAZtmD0sTlIZY0RNWEL5/NxD3NeAt+JOfp/5CN4t/fZRYqCpM2qpaWOb7hTD+UpjmYJTX4s8x\nPjDDdj0tp8ohIByBpjrzesLy/Epn2RuGxmhDvl/MiAV1NIGfqcBwTZKN4zg8syjyHOy1hfNHRhFl\n0fz2WRDH43XkwX826EFhyg/KOO6SisAcLB0NnIOkcOHGJWRjr6N4WyGKf9YvC3cLZ3kxmLBuXBAb\nDyMS6HaLWKe77FEixSYZlhtDLix3ExfBtgD+apytTC9shV0o8seBdfdhhy42C72yt2dwggVk01aA\nC/Dm2y+w9lQfC4xyijM0iHAodIUzDz0JBzyXF2Jo81s4U5m25eJ69zpZxYN3pVo31VLC3WsNB7lj\nwVZJHBqy4VgF4XJ6OqqE9LY93Fkj1d/F9V4zeu9tHLanJZifhoXuA/zZC18iywats/EgfYS83uoR\nXImROQ9qF7j70wKuv1VoNUKUSVIudTsEe81BJCV98hJVUoMlipcG2hRxA6Qzgd4F3Qm9dTsixd3Q\nBZh7Fn6YI//CEIcmLxCdqFDfp7A0B5HTyTmduwGobfZw7aVjRDMlp3R12zSEZE9d8BFpfrt1q3lL\nM4gSkQYeitI/tUBsokaTMOWdJKlEiay3wdLOMBtvjgbmMqrI8zEssowOPQukeqA0gWiPnw0/Sscs\n9pmlNdhpSb7IErJpcshmtkPBSURjXES0RMPassxsi3w9iOzpHNATh8IYYrbaS3NXp47uIx+PJmGx\nV9uxv9x2aftfy0oOnMZ3Ii+oddZsqQpscPoVhBGEcPkHEWAdrl48wSNHP2CLDDFqtAgJbEcKFx5t\nFMYlf1oId2Djuk2fPChsZmhVovIbS1exU9EG7mTYrbfsBVqWdWlJscPQyOicpZCHsDsUeTfFXFtw\ncwpIGtF6DS5+DmYqkyyGR+SRLuPQ9bfQsOU6jEYlMX/94wgWaO9ItKtOlDqxRE0YYg4X+KioR5m+\nLfpjebZPlllOjMGH7RBHyI9CkbayMpYNf7cMtQS8B6/8JPxcjPpElOzwMisn9onin0Gm9zSy9k3R\n6I9QP9bj0C1GgEKvvG8BDUveuRWFCWobLCKnyW4gFyY01eKod5EJZjiQvM5+rhHC53zyOP/8mb/B\nwpmDDg3I9m4BF/TRg6ylkiE/fzaEy4NCnzPhovamUgPOKLZXHDjaIrF/i1i0huf7jKQWyXobXMif\nYGN1WKKKTEG0lzHUQRxkWMFU71sBWMZFC+2rM8Aq48xTjKSZHzskJgXzaySAHCSmtujvzTOXzn7M\n0hLR4MlGvAapVIlKT9Zp5h4OTacb6ANvuMXUwfNMMk2TEHOM8279ceELZZz5wcig+i2KqwrCoG6V\nFe6ES7yripfaobhPtXADT8gSYHymD68wklik3EgyN38Y/n03bE3hEkvSrv2gUJzlRe1FLbl5t17a\ngzihNeQ8QOTPEZj7tlayhFueAv364LdgLix+6Seg/5lF8okh+Foc/sUvQfObOBX6TlSXgQ9BZijP\nACsUwmmnJT/RAAAgAElEQVRhypNIP2vAKCQPrPNQ7DRf4lUOxy7z6vHn+b9+7b+ldSMBZ/c7AMkW\nAXiES9ayCIw7kQ+chetPwQ96WH5+lEP9l1h/bIBGJSmK/zXkr8KYsYZC5nguv9kAuXPASgvBnrtd\n+5b4uR92fHjdC5bQSnUf/jMhxpLzPMnbfNH/c8LNFsciF3gz/jQL+YMi7CyHtj1SrB10OsDW+WxQ\n5+TymSPDIhsBvw7nY7Lm4kBPiO7JIodjlzjINR7nXY5znrf6n+Lv//JvUfsXKdlYECQU04touYb4\n3gN7Q5C0UwoOQmZijQQVPHyiqLZ6XO9h9UuiEAo3iVMlMlSmMZHUKKC7oTikwJtoMeVdpxJNsH50\nFH8q5NI+DP/yFHT9YoFfHv+XPMnbdLHDn/E836p8ldV3JqU/honZrpzXcEgCW6i7YZNbC5eQzNkh\nGE/Pslbvo2iAyXGEQfQA+2DgsRm+5v0+P8UfczF6lL//l/8Xqt/KwA8Hpf9WUDOQ4b7eSAM29owu\nDAODIkRGcRiTRWReDRHBinf64IV8mtvq7/JXgToUs/BGEiKQvz4pTHQMON4HZ34e+E84eIPbkToy\nstD0wqzRz8K1faK5L+HQjxpQ3UjS6I1ymMvsY5oPeYjIUJ1aPOwSgs3d5wGejytGtsPdm+vWofkO\nfO8lKj+Xof6VKOPj00w/fRB/MSbpPVf1dg1E0KxoU6dwSZxWHLYwy+19LeiPJyCdhG1fYPt/OADL\nEsCyujrBd77+MgNdq8S8Kvsj11mjj+XaoKw5Q45u6K1sHZnLKQKu8muHdpPneWFEXZrzff+rnuf9\nFvBf45wAv6lFHvE87+8CfxOZ3f/e9/1v3+7enyPhAqKiHgHioon+wAtKPuS3J/Bf9DiVPMsTvMPj\n1XdJxkv8u7FznN7/FFzWONxmXJIwWwiTG8HhkH2kDk07JSDeD/3QbITZjGeoEeW9ncfhu8imLSNC\nbFuaKj+RY+lRn0Yx7gpXXkve4v5GHjAIk+AnfdboZ7E0iv9GCN5BopAMOWYBaEJjM0ZtPMYqA6yR\n4w+rP8/qdyaFLyzigKrbyawuBTST2uqu3IpyARBngTT5ayMy7g90ygw0ug9WB0bhINSIs00P1Y2U\nM8MYEELTchZMbR/AHbH2SqbUUKKEdvOCtl2fhcUGFPaLWUwZOoBfjkOopaeyBQKMsnoYXmnCD5MC\nhdOPXjOEhLBZON2tmHqYwEFRhcJKjvpABC5GZZt/qEM7AByDZjnBpf7jrKX7aBLiPMepnUmIz+gy\nWqHTB4rgp6VGTVBq4KZqa3dB78PpF+CVEKvPD7A/cZ3iaDf5yITTHRpIe5U6nI5CwnNAnnFE4M6C\nhrPdoT09uYwD1z2o1MA/DxcmpTjbNiyPTfHal54hTpUneIcqcTKxguQmva5NWEqcmX8N29RDO3w3\ngQ33B91jpvy3EE9aWv/3gd/2ff+32y/yPO8E8EtIttcY8Kee5x3xff+W4ZGfI+ESA0Yg0afQL3lY\nW4bvTMGZFLwHax+M862/+/OMM0c0XmeTLPuS1zn9S0/B9QhczgBzUmd9bULLq9J24jbbxG6KA6MQ\n7oIKbK/0MrN/igQ7bJ4fEX/na4gmZiB/LeBtKLX6XLXhFAgA1EVuDTXTBYxJn66FmZmYpHJDE/Os\niKUp9kWgG+ofJHj31GPMMoGPx+rVUWG8NxAmkeejEFWWrGdpN63r3Fq4qGRUKPfV/CDMRCT+4X2c\nU/2w/Y1QIsUafZzjhOT4xJGOt1b1BxG92MdFS2W1w7up211TQfj+DlCva59XYDoL53rhZ4DBGszE\nJJR2O6x2ijG9do4gw7Z1AM5nRGiugTw0Q7y0CdtLwJiDJwRlaN5IUGxGRFBbkbJNXCBDH7Ra4vSv\nEeMKh5yvq7GG/NBgF6Laz4w+pNv5O/aiAvA6fPdZ1n9hhOEnl6hWutxB7Ca8rm0gAR+mRK4eQwRM\nHthc4/bljI1CUmsohyJwDyKNXYX8EPx/Y1CBN+NfhqdhiwyjLJCgIlPYj4tatBIRVh9sm7ZAkLuJ\nKPx8ked548DPAv8b8D/Yx+xthP868K99368DNzzPuwI8jYj3PelzJFwU/nccUWJmPIJz9eIA/EEa\nPhhj8ZEDfOdnX6ZMkl42iVET7fRRYKsLViYQ9X8b1tOybkPoAi/xUaYfRtThceGDm8BMlLW+PlKp\novMx5oHVKoTickIx5JtLeu9VlF/16/32yqkx/Pyk9GsNKrNZp8h7KN6SFk6KIe1vw5XVIyylRwiH\nm/hXotK2lUFujwozSuLqnCz4yFFgL5DELgI8f2XsjcW0M81tAQVfncS6pvfDzOOTdFHm7Z2nhEdV\nwRUEs5Aqay+KepL5qIZuYWBqUzTI/BI4BG0PeA/+/CU4D1NPXqU6HicT2uLKpRM0xqwez3VckR9N\nAtlJSXXPFjiTXETGS5mPRs8Zrr/W0l5AcjKikQBeJcBMXPfhhx5swEZkiH/yG78OLY+lP5yS8Ow5\na3MHh61nSKztJZQ/Tu0SX+bi3afg+1Gu7D9ELa9KrQGNA7KJFFl5Jw4XIy5vaR1Ea9jrBLmbWuA3\n5TGMIAgIQamABlTy8LtZfC/MG7/yEstfG+aR0AfMMSZdyOEKWhq8nuVNraLm2iU+S878e+hz+UfA\n38HVxQZZAL/hed6vIufov+37/iZiTG4XJHOIxnVL+hwJF4CEKLdVYMYyrhrAZfCXYPoJ+IeP82r5\nZea/Os7D8Q9YYkg2fQ/C19cT0EgC81A8AlshhzCyp/M0RJCq3EQ2wnUoZ3NUBhJu/5UAioK+u94l\nvCGPPOotHL5TkPq8wc3M3JhWHGgFcFoM4uDWYuAgABJQCwW1O+qX0mxE0jKWi9qebc7dpem1DAg7\nKL7oDW4dgm1FqST3hmlczRBN/QnirNdT8LoAd742+pO8eeRZGn/WJThnH4CTCgpCFgCTjeoDivBR\n84cBWyp+jUHXFGwuDdumBNNz8M1xpg8c5cBzZ0W5yFRohOMQCUPDShps45xXCWjZZGzilAtDB7Vc\nFCMDt1RI/LmQCM8kzocU7ErPVW9egqX398sz/TZaRG0TF49rF3rIQo1pH34Uc9CqPNPvHaZ2KiPd\n38TJTWzuDBAuAnO9YumLAnNVZBHdDSkE8laPJCcfA05Pgm8x32FotOC7Eml5I3acrRd62ZoZcNi2\nhjsWxgHSLqKWySof//T26dK9YMqe5/08sOL7/nue573Y9tX/Cfyv+v7vAf878F/d4ja3hU75HAkX\n5bBNND8hCoVRZLdarYdl+GEDQhGurx5n89d6aRIWf8gGrkxwwzzQTYGoXwfyDVxadTsZnrvmH8wg\nfpVeaDWSzpcRAvWCQqUrKALIura9pbdnh4+iuYI8SqvuVxTBMIuremzKbBSoKxJgRD8zXtAiqCTA\nMg4fcxvRLgMmrdcuAFstnLbcizBXE3pxRLrtAzLy1Q1E3/Fx0P/bUQJ0Qp0qZqHhd0new0XEFh/U\ntd3BxYD3g9cvCAelvZy2cRwUdEm6OqnNdSeheBgnAOKC5Xg6xPpTfeRi67SiLWkmEYKiAdIZIJoK\nzlAUIlGgR3HmVpEH7fPRpNcIgXMpFLm5QKaVQQjjDlQZFF4HYZbXkPU4jbZhUAlmT1XndSKlIe6H\ncWG4BVz2650iyD6ANw7Bdz3ZL4ZQHKjVJrT1eVR7nRmvfg61E94FVYA5uDEuFt8JoBSB68PQtJoz\nYRdA8BZsbI/Itj2LrMF1axd5JIbZuQT4V2krKfu5off1dRt6Fvia53k/i4YkeZ73//i+/6t2ged5\n/xT4A/13HldTHMQGNH+7Bj5nwmUd8mPCXA4Dp8egvsFN9Rv8NXhjCAZgY2RE9uxpZDGbksgOweZc\nQ4/elpW3m4xTRKBVhfm4MG9DPjaI/ygEmqbvQ9WTzWE+6jWUcZk3fjdzsARGNRdZPo5FomWRfdyD\n+I8WccKyqt+ZQj2qbZZpi8hSb3ooKfPXp1PWHYLi40gcr1XjtB9p+drokJxWxrTNbYSZmjzKhwVK\nvw8xP55ANNheRC6FkDBgVtsGodg90bDkr6aBV0a0H8Zw7bhldTu25eeTCMz9KPCDnpurE9dkCIXF\nHEP7llnOrTBzOCt9KSaRfWiVHxWquUu7FAUaKVhMiWOdNE5i7+AEi8JJ93qu6uUIDkx1E1lOIZwv\n45ROp9Wd88Hhh2mYNTkZXGyfzOM0UOrFrUH7jcFB2HFkL7oOGzPw7X0yV4bxFQR2WJKmJk01y1Lf\nJoAQuFtTXE36UtiCKxkJYjgs08pK3FlALTT7Iq7e0BwiNyxaLKavDRQbM48ceT9b/pZPwiz2lL6M\n/u9d3/u+/5vAbwJ4nvcC8D/6vv+rnueN+L5vAIG/iISXAPw+8K88z/ttZCcfRsrV3ZI+R8KlDizC\n7HE4EHEVHj84IQ561hDOoyaMFcTCWEFUgGkU/86wk0Dw4YGGotzumd9iVf9UICyrcLECmr16WQbY\nUFOJp+aQJW2zCPgGprSNC4VpJzPxJIE+uWwB0XK7kQ36EJpRjlgKqvqdp20syBQFtZx6EWbXDWxr\nOekJhJlO6xzVziI72YDaDuLyTbYQm1sYFvvld5aMOojDJDNMtyguY/8CsoR7ER2rkYA3n4OGRRhE\npBP1PljKiFZLE5EcCWmXNTfvDAMHxGLUjn5taML4MthLHnwjRXMnwXf/zsv0DeRlGz0BzFk1sSai\nLmukWikKpTKufGgCh9pomYWmxCQQYVCBQlrWlgW8PYkAY4aQbWsunpA9A52rlD6D4iSuMup+gvrc\nYzr9Sw3E5maDTGp/Dmk/bgdZUwbegTMDsJOUPgQR1lvaGePqdlJNIYFHe4GX3ooayEI6Cxe+CNGQ\nE6JWKK+JA0dfRKbeyg1YWLTJz000em4JByfQoTuQhV0C/EPP8x7B4bD/NwC+75/zPO/fIpPaAH7d\n9/2OWUxIw0P9BTg/KVn4/cCREFx6AvwYAXOoIIv4PAEeVsCnAmGhzLaxhQj3W9l1LdNPAbRaSbjs\nOUY6issBJEwAk7KDunDMO2k2Mjtm7CarX6OVA8stgbQ3s1cO52/eh4zfnK87iGy8jIu4sWROD5ft\nPIjwp1Vk7zZf03FHkF39JHSlBa0gnxZIemNAjRBczrkaTVW91yHtl9V4swqgywRxEzSBl4DDHrw7\nCZcnoGLVDrthvonYi+b1uWRwJ7uS/v8URHvlfh/iZERapzZQyWOw2ITfC7NTyDL3paz8/BFg0YO3\nh6G1rvfs10mc1QFFcPUDTKgYgnU/bu0gfW80YTHsLEwxBLPsK005kVmSYlSHt4gr3JUBihP6QJMQ\nHXQwY3V9LP51/aeECPx1HewAsvC6EF6xxkdPMD4wDf67cOVJCCeg2dQHtYHLnjXJaAWRrnHrSMZb\nkTrjWjn48JjoBznkUUZxCbyWJGoIGZvarCbnyvreQBboNGI3+xhwSfcJ3Wum7Pv+K8Ar+v6/vM11\n/wD4B3d738+ZcFkFLsNyP3hJUfR6gFwU1syEuAGtLKxFXDbyIsqrDCHPQk4XkUVsFZ5uRZZlOAQk\noJB0giuP7PEYkIxBNeZMRy2DkrfjS4mbcWLayWxMBiPbhNWQavTIocI0wH7gSYicrNAsRPC/FxGn\n+TTuFFPRW+X0twZxfwNYaIH/PnIEsmxKlRgJRHBdBOaHcJAwm2Iquhp15/5D2pdJHGJARts/R4Az\nSjdi+noR0exf9eB3R2CnoPOxjAurm0CkoClj3cCz0NPrlAa021b9MA+S0WmOjhpcrsF0QnwOT+ht\nvwT0ePBGH1T69JC7qc+oDfMsKLedRBaZ+aTMzqh4O5ShNQBLUZFHF2ScoX0VWlMp+KLOo4Ul7xC4\nICQTPQThKRlD+8GpAJSK2q5NrCUIVXF+xn4dmMXt7qYthEH70LSqcxb6bGFZdiq3UMgF7h4Z2sj8\nlSGpV3TjKOTjIv8yBPpSEEVXJqjxEtQLDLz4dvw2TalDnxZ9joQLCNeaBlKw9BhUNOw3B2wPQs3A\nrdZhc9AdOlogG8CKyvvIJltFpMSd6mYUkEXfQwBBsxVzgHsGmXEMl0rhlxCNuD0iyDbQ7hBPO/G0\nh4UpB7+Oqyg5gKtKGYW+kSWS42Wubx6XkNe3uJkvNHCAkjW917w58A3qxYzdaUAxpTT9gWgf1A1m\nWk971QFY9WSchkY8gKtAuITzB1m52xIiOyaBxxFXYgn4gzi03kGEyypOpe1DBEwIOADRYcn+9msy\nTwsI39mvbeaAWrjN0qg1dmsFuNILV4ZgtAd+DvEHWSXNaeBGhJvhAhL6fgaRnoYxZHGz4JwqEelI\nbT9sa+TePLRiKXFuJxAB9raOt4CrIBxHrunRMUzrvBvwKXl9JsP6fMpyc9YJsnSD71e1gb2Eggmo\nVX1Q6ORZfHpFX5vsHQp+t6S5LYaQXNwHlyYh3g1pLyhAG2CulYAdg4hYRx7qvL5ul8x7/1MH/uUz\nSU2Eyyqg3+YRESIDnvCAhVGojQAVaFSh6OOESQVZ0WvI5lzBOS7upt0FnMNdz/2VuOxHO9ajTYWA\nptWsNdXMkDT30sY8AqRK88xbVPKyvrYQDVcBCtiBja0ssVyN+NEC1ZcyoqSeM6ERAbrkt03d3Ato\nG5a8aLGpESABiW75+kOEZx0ELk1Aaw5XMrEFW8OOkde0T2kUiRpnCjE5mUDM+SlEeIWBLwOvx2F5\nG2eStBPBBEG2/HBKEVDWcVEE2u4KolyM6MdzCL5VwKHX9N4NWDgK//IJ8YvYiXcHuNGNK5do0NF1\nglT/WBRqZhJDB9dEjoBWSKgCcyfl6wvIc3gckY8WzWx5QV06V2YySiD83+rsVEAYfUn7NQW9UenO\n8nHYOY8cC80WaXlTt/KT+MgisPVnDwScYClyd/vgTqTRFCwhiygtUWhVrYcQJIm2ax5mBivy8ZAI\n7l96UJjygzKOj0FWBN482BOwOgarQxAyJ4OHLHDT0EywWFyw1UX+ONTAlXidQbTrAdjuge0MzCg8\nsW8ebTsZ5fXv7SJ7ItwMcRwRRtRe5TaP8D6zluxArbeHud5u/JYntv4y8I9TMHNdL1qVNvPPQa5f\neHYNWOwC32AEzJQ0IY5kA7QsIkx7XxiuDyLMYkU6VXoUrmtUYw/u4FfQZq2vERwisxWuegVnmfwJ\n4N98CVpWr8CEcQnIwn7N/P4AXJa2hnaVcrATdrAyDQuPs/lfwJXj3QFuSLLgW6fcUphpIJLghv7W\nQqET2hctuNUPLKg+Ggeq6bZrt4DLUN0Pp5Pwp/rRMcS8OAt8bxv893Dx28MQGYP9ntz7LOqDaiKn\nCwvb3pKObj4MU0l4GThzHP48hwBKlpH1fVu/rJLhq+xO3r6b3/4oZO2ttH22O3ncFJwO3Y/0ORQu\n4GzPpplqYZeWhVXZgjVTVAEHg/xx7cntZOYF89SaLTykTTba7t9qa+9ObVr4E0Basvw13SUQTq0d\nyDchH4Xrh6DQDZsefiwsiqnVNBkBZpqIh7+BMLOC4KIN4CLJtu0HFQIolm5cSkFBu30SuDHaFjqr\nGu5sGuZ7b879zKORewbxUtX5GYWFEbl3FLF8pJED4FeS8O2fAX5P++JJv3vi4qeZRR3RPk7zVSHU\nSkHN0+giK9qjpipqOByeJoHETCGHohrQMnOYSdMuXEa+humGUzJvVmwtC6xkoNWHS8aMQyzpdJoG\n4mtRSyMhD5oW9ZWS+WnEYFWd+AXrRxwXtxvD5bQswemX4FhGTl6rQ3Dly8gJxnBk7pZJf5rM/PMh\nTB4Us9itUBY/B+TjmIYd+S8jdomL+rqBO+XcCjfsR6EWLorHNEzLPjeNzRyld9OmxWtWgN6b8hbl\naGDMBgLm24aIQhFRZK8g5phThxC7U5ygQEgT4Z0ZNJVqHAU7ky/SYec7NnDoOtKXrNmz7JSjoJM2\nDYaO3Iv21Ww+lvinRzCTDRXkNPIhkhfxwiACkWRabVQEz4ROq2/4YxYRaAmHngiKMQ+8MeRHgzj0\nRasG1qeTVZR7WVXGiIUWG5RyexKnmr+SyPXtSZHDnj4gi+QYcoLb3Gc67QIR1o2LWfcIQoqtyYR9\nFgPPpLXBdutxtXVefDfrOpyJXvC+oM/RkkI71KFPjj7HwuVBIkvUKwERYUjjiN8jEcMV2rCata0g\nuZ0swq+mEbT4a6hf4ThiK1MAsja+LdFjxvBiwEG57Qwuise6FAGGPISLG9e032mIto+Drh+hrWMZ\nAsAqK2swoB+XkByR9xBG/+Q48DVEiGSEd6dQH4TF+tZw2fh1ufUkEoH25TAMZXDHhQF9H9K/iq+1\n4wvvPoSUt2YIF3ps0s9wvXbkj4WD12vy/xEg1a+DTsjN7LRiMRJFRKa2dF4Y1gcQ0vYizh0Yb5uz\nbmDcg8gB4CgB8oGWVOYyoi8lgCNhRDp/dmqdfB4o8mN4fRrUES4PDJUJsK2SCH/cj2Tn91ny3xRw\nGLycs7hZgSzz734fCYA7CQyfRPJ8G8LwLH9xXD/mCMKchgUGZgtX5dLCRJfRA84h7WcfAXPkKnBN\n2u7S+z4MPOZBbBhxPDwMHHU8clKvs+jZNxCNPAOc3Af8JWDAYaqtg8MPM/ubBkkYLtVfg/7vz8I3\ngMEYLtOyjCuJqSe+naZ8PAU8BiLZTiIp8ZZefkLvkXLyqTUNnJHfPgQ854H3EEF0gLlMLD3HcoHm\n9VkGUQ/qqyPsItT7AU/ZSFqf6S8Ajx8Cfkov6JOhX8YFIXpAJqpj6NQ76dAnS59Tn8uDSE0C+OTS\niGj5hxCGsoWE8s6GoRkWhpRETVYI7wGgDrUqvNktQukk0DgE+Yrm3+XF9/Iy4kxf74NzWWiFoFkC\nYmDli63M7QLCC3OTsP4UwjGHES77unRk5yRsR+B5RJ5UkLDo18OCPF3CZakb3mgPLhp2FlnJI0C1\nTyyclu8XB3bMdxbF2ey1OMn7Q8QOVPl73v/Mf/jq1/njl38R/t8o7ljQ7o+IAxuwPig8/hgajZeF\nWhYa+6RPVoYhhQjCFeS58D5MnwQ/LmHNO91w/iHp+5qvJQBiLlhvBVcxc6IfZp/F1fFVSPvCF0Tg\nHpCukdLn3qP9OJKEwk/d7OOnCastQRbw0Inr5e7xwDr046QHxefSES4PFGnwQRkxc+WRxMMjCIN/\nHTG9aEQwBYQRBViTCnzoIXymGxEybyWgUgXeh2oGTj8ldU++hMB1zALLCaAJ9SLUfQH0DCfB91TL\n9+C7TyA+rRTwPRwW3oqEgX8bYc5fRBIXzRdkQQTXEUFYBPI+NFsQDrvkziIiLMdxbqgUsGlY8IZu\naJDMDSj2U/vtOH/7b/1jyt/v0cgycy41UHwfXOZiNPCpy6nJh9Y2LrpQ4fRrPVDPyFyn0N/PQ+U1\neP0leR5HcGgHdYPM2ZC+VeNQ7YHzSRgKy2lkdgSHk/Z96Uu9AfWICLuGPrNzwAc+lK9AaAh6elyk\noG8lCzwoj0E4hBxdk3SEy/1BHeHSofuQNCOwhDLqGrwTE8uIuVxABIlGwJJEGHPTwp9D0EoIBtpy\nErpS6heOQq0CnIcfPA5jYeG/q8DyBi5MzFLFd6CZgul+KE6py2JdrzmnLxCNOQNzdZi7BBePSBb/\nY4hCPYpL2ViQ5rkA1NekzZbZ4GowG4PZKTjuuYT4LgjycILqURUCnC/fg1eg/GGP4sc1kaPPBg42\nxZzdDfBSwsDnUBDsbeRYeKPtvl0y2dUDMDsuQoRB7ccZOPM8HI2KoNwBNg2d1DJGDegSqKbg+09A\nn/mMwoiGsAwMQzMP88MyT2OI0NoEyqoMtHzYPIggX8Zw2fW+9LPZjwss6FCHPjnqCJcHhqwo2YDa\n7n3gijDqbxyE/zwkp5QnkCjjFOKAT6Ihy4Y5Y8iImjezk5NEtnBI21iHxgWYOSlmsxDIEcmEioIy\nBsWkqrA2CNtJAnQCrmqjBskfJciKr8/Bf3wBqgnp65M4Zb2EnF6CBGxTx62+rcYpT4/BCc/x+Ygn\nNUEC85Yl4mn26iwwa2HiZRwSQ10b13HQA10RB77ZAmdvsnsbJIr6wKbH1SfSBX5G5qpyAeYfkseV\nAJeDY8mb2ziMk7CgYa9340LwLuFyPmYEx61LQ54HtSteVJGkDY/O7KDt9XCKOHjrdpTt9qTcvaIk\nre29QoPbvwOXpJTCsZsyDm6gPTPUdHYL/98hwI8joddaBUzLGn3w6EFhyg/KOH4MZDCruzceOPyu\nCm6B24a04hzGKG5VNyOOK27VXkyqHQfq45Bp58je9S2W9X2oX4d/8xX4qyExr0QQxXwe0cDb89QC\njPMwQcZzKyyAm4Ef4ixcOenkQpAbtM1Hw6er0kBtCpd8s4Tz+oMr04t25k/guy/Adq/48w8jivoi\nDm0goALCuELSV9agHBXIlmH9KgesGExLOxRCA+fQMeCxgr43h745QGLAICRDcokNdc8w3h0C/8yO\nLxU2/S7EOaLF6d5R4RICF1NsbZk01TIBLEO1ncGu4uo0rAHnYfYJCXE2n/+VMJw7idTPtmg5C6aw\n01hcwpgrVX0uBuOTbuuT5fC0nfbIEgC3sqP9McgFK0VgxXra90mCoGhbkMBpgRZduJB5w6Oz+9tv\nbZ1Z2QCDJujQ/Ugd4XITGZ5GErfQzblrAI1WNAJcNji4BI8oMq1NnAe1jMOXH8YBJTVxJpAKruaH\n5XiYxqyM4CYsp3Z4dyuI1Qv4bfLMNuNVyc/4tz8JvxgR56+lTZiTPJQT01fADMo4xFuraazYXBRg\npSa+jBQ6pk27kV5rCMGG22Lza8jNlnAYkd9FY1B/BjmabAIrcLZX+PF+XJVDQ7/JmzmnG4eLZTlC\n2yJcsojT/SDwVgZuWDEvg9ExoWQVu/oISkATxiWo1IAJ8MZl7tCPe0Bsg7uz1g3mvw+6POW7CcQ+\npkfFki8oy71ArBdqVuDHoH8NUiUp8xVBSjHUy8gR5ZD+tcpYC1Kf6Cjis/orwLdOwXuHobkMjLR1\nMwGsD7kAACAASURBVOYewxACq986hINwCeHWFgSQOcHpKq7jNgGiYdfkcbAQ+9G4csSOadg+JkiO\n48x0q9J/PFx27ONyWm5W9btNHA7QAKIxZJDkrNuBxn72KPrj4Mp3qg33Y6COcAnIdptVY7JEu15E\ndc4h9pNruE3Yi3CvFKJFbeLK2EaRxX8Qh69vQsPiQMMIQzuIMHSDevEQLtGn972Mq2EyqO2GcZsq\npn1Xpm0HLt+yGQHOSl2V338R/npEzE2TSCLiOqp8ewizTuKSLCzSKo0Y9aMyNzVfLukHRpOweErK\nGdy00cfk5emUVNaQMLC6ju2EXhNrC4q3OiHLguz7vcfhryL9NYT4q2i/DO3AYniTiDe/T2v16C1H\ndawVDyrdED6sha8UzsRDkkAL4zjBaMJVMdZoCTTPctwdlorgNPktHGONaj+GHOAnKzhhoXHVdsCJ\nIUgBgZnJmPo+CMUcmEPJSnkeAE5pfZwW+IqDVk3Cd7LSr/06Z+k4XJx0BTyLWla4Fod8j66VMPAV\nvfeHOOXCQtX24XDbpnEYPwlk7fYi+2NIB2vmVVOCLC7cMMr6kIXTo5NoMDsWMj4sgiULrMXBH8BF\n7hkmUC+uQtv5tnt89inSES4PEmmJ2gAR0MxUCUQrH0c40H79e06vGUU0SIPfKOjLShMe0FcF2XQL\nuOSEBrJ7zKZvTMo80WYm6dO+WN1WK0QFwsy29FoTPCm5pEkb4F9B2zkvzPVPvygOc1PcV8GZYGwD\n9+m9rZCLheSa3f8KfHBS5MMAkqw5OwV1C39KEQBcpj3hQe914ao7TRDkgqC3D1A7LYnlPVjfgN/5\nyQCHkjJi6Wn3SQQmzG7td0iYbmUTXs8JkzXebYr/OJDvckC+BRBJMImDpV/GFX3pgnjcWZQMxTkw\nZVlltQYiMPWCqkHRr+lzL8t8Gq8MThNmCjMIG014benjTgOlICtV2oqkYCwE80fB10iv5XX4Vk78\n98a7rbiYBYqZyc0euQ+yB4YRW+ksziymJ5hwXIIZGuasKxLg4XshEX7VmjykUBhahpRsa0FP1aQJ\n0MHTEcHVI4UIXR84DOFBl2+7D9johq0kbn2aEmTF2CpIkEMHYv9+oo5wCTLGrVB5uy9kEOGKPiIY\n+pFTTAXZNFqfhSoBUwsKekcJ6vpGu6B+BGGsM8iuthR5DYkNwmQtk/2M3vc4gskyhpQnrOg9zJmg\ntn22ESkxCskeGcKSZbmv4+oYL8L0Nvy7NDyNOzytezjGbqe2g7gCKzYuM5dsQHUdFnLOdzACLA5A\n3fwfCnFT6IN8CLJJ2PgZREOOISeyJyEeVuFi4FvWVxX2i8vwr4bg1xCZNA6sZ8E36JUQhAYU7d7g\nXTxgFioNuDAoj+0groZOU/s7rlPtFwiAP2MRaByVWitsSl/CA8L/lloQ0+CIw8BSAsrGhI1RHsE5\noj0CsMkA0DIHfgNqEVcgrWjj1/jpSNyBGFhtLi8D/AT4F4ArsP0YTCThcBh+MACtC9KGn3PuohKu\n4FgM8OLgK0KCHXgzaMG1bgT256J2SCETPM+h85dzMFNHTjhj8htzxdQUH20KKHRB3sxkUWRdd+k6\nVQtBDIh6UB9GBHk/eFOu9pCZHn2kJEHLTGoxV5K72Q/bDyFrf54HgaIPSD5rR7gEJwE7pls91Qyi\nNln1JS30FM5C+BGoGTZUHdlRB/S6awjXOglhD5oNOedGI1BO44TZUb2/Ff22IiaGFdJAuOBpYAAO\nD8P6V2HtQ8Qu1ItwxgiaKIFs4lUxdzwEFCNQHNZ7mzlhCPwb8MpDYqmxYKGb8F0Kcu9cWqOH7URm\njm1zfqzBWk54RRPhI2mg0adgilacZRlmB6BrCJ4/CteOwsK7Or5tSXwEnDN5FDG/WIZnFWZ8OOs5\nlGTfxyFUjwmjjwAXItA0pN8EcFnAOptZQRUwC8+0TvGQTuNsWn5jyY85BDl5KSbtNy/ARlnGXc3B\nO8fhBaTdDyYRLp7Tm421zWd7pa8GcvzSrNWytl8AVwVMtXg7dM4AjQJUwzCUgl4PLg4iD2ZeTHxf\nQEOq9fOwTmEKBxZtAX1RoKZO82pDhM2TQE9YrEtBx67rRI1Kd+OIcAkBMwOIMpYVTthEZNEQsm2O\nSdfIWwW0DWR/ZOR3Gc/50JLA7LCsA8bhYFSeUUF/aulFgIs8GYOsJ1PtA2cOQvUqDuagQ/cDdYRL\nYAIy7nRGPx+GUL8s7rpH4DCOZCVENtIrCviM+VAs4midwATQ1PsnkI1w/jg0LBIpC15aGbv5UcA5\n7vtxeRZnoPIs/JIHbz0sSY1cwoVy/v/svVmspdl13/f7znzOPXeep5qruqvZ3WR3cxAt2aJkRUkU\nWQHyECuQAttJEBt5iJAgQeS8BA4QwzASOMhDYDjOQ+I4jh0kcWIbTiTbIk1apFskm002u6u75qp7\nq+48n+Ge6cvDf61vnaJIW272VJe1gYOqe8437L2/b6+111r/9V9OrLlk1+grE/868MYF6Dm0qUqW\n8JLege+Pqw+5EkFmZWOvjUo47UHEmDyG45nuaYRlvKTGFLIQjhK47YHeTeAGtD4PyTll9//9V2D3\nbeSCsT647m3WoHOJLP6RL2g63rN73YBwHy1BeVLD66C5bhSIRMkJ4Bbsz8DrF+XGc3JhxxQsAycJ\n7CeSmXX7rgJ8sw5bd9BufgRtq1M4asHdqgTqSB0alzTHRUOp7QLNTaI8gz/3oeB/Yo+5ADxKoFdD\ngngg1mr3TPWawHhQxGVW8jrcvqop/kXgZBq+OaFrOgjCddsje2TLwFoiBCHTMFWWi/S8dfNhAoNV\n6+9YuBPdNTcGvJaDd16W1XENKcAtm54X7LMA3Kgpx8lh558C6onmbIYorbCSwOvX1N8vot+9Ht28\nXasIfHeosFm3rndtzvr15WvAtzgLyuVDibl8DO2MDOPHaVVgSUigtIesjgZwFVYTLYDuMZkUHSD5\n8kUk5P6XOpx0IBmD6hg0n0NSwZPhZrQLvYhYdN94ETiCZE5CuIHKEfcqEmoTwFYROhNEAPQBPHoV\n2hXVkt+6Bve9INQMWRlhHpPFcYxPklYe3nqJrJZwbdrQs4+Bu5DOQH8KrdSrQAJTSSZD5Q1zNkqP\n9bi/YjVCVF0i1uMpGXdGIPXayuaDf++c5vC5BL7zAjRvk1kMJ6ksktEcXCorxuGBfjOU2LJLOepo\nCinRY3SNvvU3V4XBClbWE1h4Uti27Tk6MHAKyUDnhcyhHfgbIAU4hXbfniOTU3+cTPN0WhuIl+we\nOxD+LEecOUrQILilvO49jzYqaw+R8HwhsAkD4JHBdjdXw73VWQTWodmAr44oxjILTOQljJftfAdr\njNncrQHd7+pcpqJWWB69o13gkaMMp7OaZxza8122OXs3CZCegxLcgmkOHXdySIbbbuSjavcrRJWA\nHk9Uynb9muUB+ZRnG6ATOLoAnaLm7wrw+io0ZzgrrrGz0J4pF/KAFV56XBTfk+PoH543OnOn4d0W\n1caNVfFrvYQE0DfHAljWXCBS4B8BVSW4Ldhl3gD4LUg/BZuviO9wGhV8OhnASE6LstNFksG2jYO+\nPBVNO/7+y0Shec9NSdVvcnDjknIydtDvuVG5HMYw9GYS48x8MKfAIvQ+BaVEY5oGGksEjPQdREc8\novvNXYrEvY1UMY71ohk3B4T/yQghGwgwVkAVQPeuGCNLB/h/gS04XILGl+BXahrWN4iyyE2QAHkH\n6MPez8DmSJAROyJ7Glirwukm0kyrcK2qTcHrqCjXezY3WfJeU+6xnYL6k5ZshYzbA3qPCGBchc0v\nykLc6SqovZDX8ev2WBwinMW8VnUeOWBH7qULOQnaCjb+I81V4UWNYR80QWtwsADTRUP27cexR8BX\nUQnqzi14cx6ujUtpvWvzfWOgdyijr35bfTmekux/bHO7ADxqIzbQZahOBDPMod32BnBizKc7RQPC\nHUFjLBTFOSCXIjex0WR79QQv0+z175y4YRTpYDegR4g0l3t94O+QuXe7wM2retaLwGoe3r1MmGhP\nb/tQoMgfQ3vGigyKo6xg6SsV9ILegEHPrOx37HOi3wdobZruyKZxA4LUy/0uaxKMWbpHk6x2zPGe\nFtkykKTAUaB7wI7bAqaEDDpCIZjH3s9xJChMoXhhL+5A+6EEy0YX+Acw+B/g5o754Ae6P7tEZc5/\nYp+vw9GGFFDWlxyUZu2e30LS8z3gtzXmV5Fbpd/SSR7DTTzJ7yGSEqPaXff60DzWLvo5tOtmB/i2\n5ovXofe/Sod5SlG7GUYA29aPN4C34FZHAs+xCBUkw6ex+bsHfBm+YULnFxCY4SqQVIjU/we6QB9I\ntzUHE9iB+zYGR0C9owqYW8Dgluhz7miquYPJt3F7Hu4eW1PnRj2pcVs/pX6fWbIS2h6iWYWMPSGX\nC1ceW+pHvSg31AHQWQduKT70kIBBr2GFzZwjzbnTjvQ+OcmphZdCyh9nuaPO0sMmBgXPQ8U2EYOu\nnvEpgWQvIguY81iFNCkE3wD0iLSo4TSoU7vPNaSgHFtzagmybJGVQThE78iGXYvzZKURnuaW/xA+\nH0N7plyow4jtOGv2t3MvFW2nTxsJ1AOoz2qn9BaS6cvAVC5QsTQIePAqMBrm/jZotU6RsfR6fmXN\ngvleQItp60tfx7vbIYftpjtEISv341fUb7b12fUETE+2axkle876NmbnesIe9nc72xRr4RcsGz9P\nZGYD7MDpYQDrCla8xN0dqUdjPR5lrr+S0Xj0TdjPwe9fBY3wvo2j61i6iTrmsR/jMfO4wCwShA7O\nYtKObcP+Yxkgm0iP3QbqBai4y6usvhYAlnTcKQTEuUDQuzgls/fd4j7HVntmGuRncpg4ZDDaKtbR\nWenUu3ZrLpEtSSd4WAJyNaAf+UIjQ8/J8SFVkAlgaDnPwXWLLm+WbQ7rnKEw2i3pzSX0Suyi+WRC\n//pQX0Tux7bNH8ehJKpu4hLpPjtYDuXL9jA6upYb2uZ1Y2xoejw2NII2LJ9lqHS2MwAY3U9hXq/B\nfQRc24EMGv2sfSLaM+VCBdppVOiruxM8CQaQbNs2FjLwDlpkE8g95gnWWUnkHub70cI9whauZVx7\nEMEZ1J9DVQRbqYFiCsicOqebeFFG33QCWqFO2eGQ4x2CJPEhupjR4dPQdaogf5xHk4epZvJAN3z7\nx2g8CeLoynJ+AAbQ3ddt+xi4rhDsOPkawd9irJnOfO+AAKcGS6o8KRgqkfTtAfis3LsrOUfI1QMd\nNUaWu8nzIJ+T5w8dRW7rHDBYh+OOVsGFEtoup7rOdBKguEIN+LRdw8ttYpPjfcibe2dLU3oFuFS1\neV4ky0HiSNdcSKCc0zmb2LtzjYwloHOiYY4C5RU9u8FA8zyG9WX1yfzRjBWhIoHsblTfg5QNhZZZ\nL3nlx7xrQ7pk00oXvdj90FeXCJR80e51mOpVnwJyC4Eiv4WspSqwWoXkCnAhKMI8x8fTuRyVP0oG\nUGMZvTbPW99yJV2DVXVmJJEiTze0FrNcLUdBPMWt8CF8Pob2E65cSkBZbL+3iYBl8jNAFQanxu4y\nT5ZN7rHZu0hue5JyVhPFMJu5UZiowvmiFt0aWlCjOSRw5oBjQzcRNTloEtHM1xDOtKr13kcL7zIw\nP1TJkWkdwxFawYtolW/bv+N2vSTSDC4WEXxnmiGsJ1lyp5MJrAG0pATGIJSSzx+au7tISPwRpCiP\ngP6+HfOCvswVI1fUgQd7yK2RWhyDRbKiJHnkjWwQVZJLWH9H7GGdlyWUEgQH79mzeQ74xQmk4LaA\nO+rXm/ZIc8ua1BYSxsWchJbv4i0HlJJDxFdtLCtEpNlLUh+RuZ1cVy8AyTV7aCvAdUhm9Cgu2OHp\nnvrbB8oVtGW3zce6Pd7LAC+KiLJjjziDPBMxC+ZtDsf0PN4iEtc9F/gyMPISQobYRuE9pOBKyKBi\nClldS+FmbKC9yjTSs1eqMJMEMn3chullnUvona6jOaWo8XaRpfQ2UmrvoXG6QZi3v2/bd546VCxa\nny4AEwaQ3AHWYNCwPKGmzcPTjxg7C+2MhI7eb0vQam3BcQ9ujGqBLI3C+heUA1AG2jNku7k5O82R\nMRbnzzw13VVgVpnTXrbdvU5eROv4EuQuaVHeRAv780iuMCIheYhd0C6SI2IZM1ihKhd4Azs2JeiD\ndwnp6CzF+3I9XMZk4wJ0X0YXPyQyqItBa9ZGN94fgeUiFCeg+0eR5KpA8YLiHS2kd1bs3+8AN5wK\nB81Jwe7dQ4l5O4QRUKlC+1NIYI4DC4GwdqvNY+mtKkGQNia96obBAxv+G0gvvwCsXYJ3/i256V5H\nLp46CjgPknie6HJZbsUEYQzSJeB8HlRYsHmvQ2JQ8rQOvT14OKU+zVdg43kyaoALRRkoTtFDGkw7\nF4B3f8p+6Mjlc95ulVwXJDsz7szd6O7cZWBjBhozSgj1lKRJwtjyOE4RKNb1cXS0K6EXgFs12L6u\nsU3YI+zaK1KzZ1izx5SSeRNZstdnxu5bIlBs68RmxfN1fQ3dc+qEihBlllLGFwgKvYHnAZlvuN9H\nPrQmsYk6tIE85e2MSOUzMoz329w+PwSKcNKDO5Pm064IFttOiAz6cR3+FkAT3rMd/zFahBPAdl6/\nHdVjg99Du7gi8g+zp2zj0wqctuCwBcm0lMu/hHZtv4OS55zY0VMPvgb8NBJcS9PwaJx4jK7JhqVt\niwhcHKraYa8Y9aEOl20AtwkldALLE3L3tYG7F2KHugTsPQ+l5yUk5jTcjF8TJDwT4CtjKprlxJCd\nLnSLGkseuU9KBHnmmyvQriKpugl7L0KlomM7NoSs7EiBDDF1+BkF5s21j3Na7hI0bpVRaHWyhHsG\nqO7L/YqmqWfHTRJKbw71NQe8ed0y450GfgXq43qFGjVdcxEoVOFmVddwK+1oFZpWq+UxUr6ryLq4\nbTxoDnJKEu302xULlttnvvAkz2myGEAAp8Kbs+swJutiBlmFzhM6Q1iCrjyr9v/vIVfey/b7b9Wl\nWPP2PF8gsCo79ggccj7Pk/R4u3bNAaF0Chj4IdX7tTWqZz4F7ByQ8eocj6qPPrYVtDy7PQLZVyWQ\neG6Ze/LzMMP4s/Zxtp9w5dJFgnWHbHvVa8PhAlGXwo+zfI3HI3A6AO4p6/udeRjLyV1wBNpF5eDw\nChzltYDW7DJfQILgvQKkbxL+tA48OIVaOUhfx1AZYU7Ur3svS/DkkR7wZMXtAnQ9ScAJ/iw+RBdJ\nvQ37dx7KRa3DLe+vAw+8TIDxlW2saO3OEwTPzrruBl9v6NIe5rlpfdu3/t1YNN6rPuTrmmovyfEA\nCeDz9gjGgfY0moRHwCa0V8RV5RZFHiyAgKBOG+pYWtHX20gAr9qc3yco0SgYHUxBhs80UVDMKcDW\n7R4O8vqsPaLpIux8iixgTs5cMXcRT9flIAf2V+eJPh+TBeUnCBZ6jydtIzYHELPCqM3jbevLHrr+\nmzxJQlhECusukU4Esiar1tVbyFt2hUBfbdozcqPBmP05RsrgOhmbUNa/h2T4ksw1PE6QSq8hYN4E\nUm4eA/PgfhUlq26Nxp6niR3oNakH0N+Gd6ZhqRAlgMZLti7dBXCHYEpuE9b6GaDgPyNS+YwM4/02\n20XxiLD97xKp5jWCO8zyQk4n0Wo+RKvpASRfCG/J6SJ6yQfQy2uxbgyUKOllgz87Br93maihYbUq\nPEzSsdvvWVDVa3CkHeiP6rQF5IK+DTxKJQTG67Beh6MjtFgN/psVnp+MKFuKfPi5HOTHoFtDgnpU\n57aOJQTqBH+hMaTQsX6SwmkSqJ6HKD3iDlIsS0CzAPcNmbRE5DYUkQI4JGTCPsb/WIHeJSW1VvPh\n+fMaUuVEVh8XyMzDI+DrBOfjhD3OWYIrM8lBmpNi9TCTo/w8u9+9ivWYCrHFd6WYqyXzIDrfzbZu\nNm33dBhySrD5nAfW5vV8LxIcp74RH7W+Zq6eeVioWT4TsGubhwaZFw7Qu3WfENQF+67dgWYp4iVj\nNgfH1pcBes29nluNrMwMJfRufcbOnbD+3iLIsS8gJVwj3GMrdp7T371r311AVnvV5rKOLJNDjIsO\n1NEZ69iGPoNd+J3r8MDclk0IEjbPHXJ38L51bouoK/MUt6ccj+DtJ1y5gF7WbUIIN9Aq3CVK++XJ\nLIwsZ+MUSZ0CHF6Hm2MmUCaUfAdB1vtcTovxK2jRvQb8sVn45qxuUyFDLWfrpYjyIXpz+q0BPC5H\nTTL3238JeFwIA2QPeGMMHpaNjNGYY/N5Bb4nh4eTC5/6VgE2FomtaVHrfIWwSpyLMm/T1hrIqpgh\nSpVsETxWK9bH5VLwczoQyd05znji8YEWQ6zOhXCteFUDZ1nfLcDAk1v3VaulmVMs6rmh67krqU+Q\n/bbsOSzY9RwBNW1jewsJxJcJguTEXIlOWVbIw/4END4DGG0MRK0s583q2lzUiTQkS13K+jduvz8s\nw+mcbuBE2TV/kQy6OD6qDcqBPWsvdeLzMgFsliyfiGBwnrbrJUjBjRH8oAMbo4ctemhz4PyfXsRz\niqDbm0XLYR7NuSfSLiGDcp8AGvTtHEcUjiELZ9vmOV+AmyOEa7amMffuw7u+a3ON7fVuejZYZ9D2\nCXm6EyjPUnumXBgQEr5v/x6g1eZcFe4b8N2R4zMd2bQGj54norRlHXOnAJUJOJ8ImOVeHGP4yBao\n+759B3+NQBCPIiE9gqyCI7v8DbQOF5GQXCPyEV4BvlOGr87q+ItoEburZ8u6X7dzryA92ckrl2Wn\npCJNe6kguTk77pgIrE/Y8dj3TpF+gAT72wTXZR0JvttEWY9z1t8Nm84CBiCw5IxCTsLsEHi3C2PF\n4LeaBMYS6NTFosAxpMewNa5+/i6KF10mA8nRQbtvjzHsNZTZ73gDK7GSBb3vWp/PIYE4QlRS7iKh\nfh5ZCJupdv1zNrc0oD6iY3btOVZ4khF+2cefwkEiBVBDlPb9Pjw4hN1xc3Nt2UuTwu5z8E5RQn0S\n3bvZhq2q7rE7dA9nCpjXqZmrrILm1gESbkl5DOSEcFl68dEDewce2PNySHyecLFt2D19M3CAYoTH\n1h/zzDJl99shKGSySqbu4vL4n6Mf60PfFexirlTcDDwj7YxI5TMyjB+3tdC2tkFIegvM84hsYdMm\n8hochpMnUo1BEuoRkjYz0N6Bd2eBccVMhqnA6gRnVgHo9WCqMMSvlMLhO/A7V+BqyRjsd+DNOtQr\n6oInyr1H+LzdDVEDdgdw1/p2Ctx3ipgBsAT9nJSPx/UdNNYta82+Zy6+hVkJlwYBW60iyppv58Jq\ncbBOgaBGg1BObZu6bxMKrnGIshvHkCAx990uMHhLgzv8NKSXY/ftKKLRMhyXgB1IvwFvdoHrsG2c\nbufjkuwNPabDkbBKemhn7+zBbuq8XoW3k6wECwUbj8/RXcjg37XEBPsm0IH+iP5uAf0dg7T3NWmb\nli/1AE1auyJFkikfC/o0imSuV/poN7IPu5Oy3MYSkUf2i5qTLbTbp654nRvd37TLepFH5xl7Eynh\nF4gqET0U3D9vnzft1uv2rF6zIT5C742H98p2TIOIN/WB26l1oKITHhaJTOANTXy9hBbE99A6hDDR\nIVzHw0kbDmVs87FUwnrW/rntmXLJ2ilRpL1I8E05bYajUJIfOO882vqDpIMz6DqMGOQY34N0FTqW\nv/EmVgHZoNC9cd1jL4V2EZoHZDTkaQLvWW0UV3onfTgpQ1owRvye3AvraH16kJpEXXf5xCPrY0mf\njTn5wO8Auz1R3oxWzI3hQY4j2BiDXtnWcxPae2T1SVrT0DKggEfIe4mYg7Fs/K1aEBB6UHmQQj+x\njt6z8V4FPgedHlLqO0gS7oop+TBRQSw2NTdZiYDbyFyaA96DO8fw1YvarW8iIXqNCBA/JBh6btgt\nBhBJF1MqUdwEBt+CjRdhrgwHLT3LzA+1DqzC+bqVdO8D7Yw4wOBkRPnKkYjFAFkNlzZ2TA3GC4bi\n8xo/nqxpJkitCM10CJ5dMKvlMPrmcN4LwD1L6k1HdLsVGz/78M6kNhbTREJmSrBDuzGfoCqWubIU\nyg2CudgD91uEZXRCUL2cdu05Gnmqz6/TKfVKBP3xOuGH8zXn7/5PSDsjUvknPInyhzXnkD8hElkc\nZzsgCjr5p0tYNO5Ydv6TKSIX4gi4KzlhKSeafcfiAlQhXzTBY9j93BgUPFnvkR3rZXX3M9mdVRb0\nDPiOdaWahEeha4rMd9BMBCS1DwyMbPOka4rJscUWPDpFMiDb4tqucdCMkr0UtZvOgQSF7ToHqQTQ\nAkPcaQ2jV6mgQTuNfp2o2OkIgkNZfmXs3o5/dqia474rGIoijM1vAf8b8PdQ3MtpXaYwVFlqEFk/\nf0H98RI/GSbYnpHHBLJnf6RbVv18i41lSSQOCbdcjgxS3Sej6kmbaPf+QMOrGCIt8185BHrCCCQM\nYNJP9bOzAzgcr0IUa8zldI0J64q/HxxAb017qh17XI/sUczbvxWi6jL7T7r2/L0ZSugnIXAwTSCX\nEKAYD34d2rwd66DM8MgzhDV/1p7y9ky5/FjNI++2SMgR/EazaNvoAqShT9rPaMqyfAHyJph6Ebdk\nCpjW/+sQkVfLIvestrwf34lYppMdb9rfNUzYuZK0TOakEKipgwGSUFZjpoUde0TGo1XH2G49gdBd\nHFWdempzYrJZyjE14UbUAsv6XLZ/PRW7PNTZjn0cBj4Iiwfv24n+zUPsfB1/OxHezf4RNHrQbMH9\nrhBNx8ey5jaIa8yiOa+Ug27mFPUtqQZiLhkjEmPQ/Q69bxM6aA5V2EywB2gCPlcIlHj62K7jMLVE\nY2qkVh7Zg11VsuTBUjljJ9INkwAvMEeWbOIbgWmgVIRSJeJP7k1yHiEHW1hVBA6JUgCWpyoFMwiL\nzPcA1oUMkmx1yLJKkUC4tLBxdIhN26kplxZhsfyEt/yH8PkY2hkxwD7OZpxVHCLJs2j/P0/s7LgT\nUwAAIABJREFUOCFwyHmjEe8SqdOJdMm67Y6PQF/Y93XgwOgvSnlbjD19CvZflWcUVUkKtLpSAg4X\nHQFORgnJMC1uqzzmEnLYkhX3aELgdHNAF2aqQ9uRgl3LUsG7WEw1Ce6zw6vqTw5oJhl3ZeZ6YWBG\nWB1OPeo/ZeXkc4TFMAosRy5rli1vc5A4muoCWSGz5Lx+fgsUt7ikm+cScw8mutYjdP6rNk9fseG6\nu8ctkBGyopgcG39XtnwsvpLJxUrs4MuI1mXbqFbc47oJkdvh/CpHZO7Y9MSOT6Dr1bN6UTl0YJsZ\n32fsYtdasnehrQTUlKw6AqNE6eMUQnkRIYwUvb4Odx+3cwpAbikQZVW0p/LwSYuwSF3nLlqXWlME\nDYFbpAWC1NMx+Ic8S4LkzEjlMzKMj6v1iGSBDbSqVoCXAz2aUeMb5tdd8OygPyahWDUdlIdBRzEX\njpV/4ihMh+A4lJZdYG4IbdMhq4ueghbrooS6B1lngL05qw3fFDKrXbZ+5nU9Bxn0sQsZW3AuH/yP\n06jmSWq10N114hBc3zGvlfV3xe49R/CD5RBo4HkkW77+CgyuQ6kqIbXv/vkZFDAxrO8ocLxE+Ppc\n2Xq1MPPJTFWCYm3tOpnEq9hhjOg3Z9A5R6DWnKLKvXOMq++uLM4Vg1bs0StWLMzO7eZgqmo1eVDQ\nuwSMLOhv93b1sJu61VIjg/ZNJiqJ7cVFH7wMaVnHL1ufizWYqMXcb2C09CM20ebLcrLTIjrXa8yd\nAEwoXOgWmrNQO13RLkGWPW/dHPYAOwVeGVnKTsLqnsMuAgt8Y8E2C26yVgk4WRMFgI7s4u5+fNae\n9vZMufzYrUWsznf0VbKq4PE2sFMmIF1o8Q6wwK856gtVGTp7DbTYRqVYxgjqe29OttxbAtqwbtl6\nuXqAaY4B5rRLbxmWNCmHIGo6DrYLnbIZXLlwdYxihMpGc7+ABMh5JCCX7NMcz4yHrJLgAhK2e4Rw\nzw1dd0AIIKtNxhbwWgJvVTXmGUTnUgC2VpD/agda49CuKd6QWnJIzmz+gbvpTIkYaw7PIdDAKBKq\nZRvDUSK9eZknN8y2kadiY1wAbpp7cgNByk/IKlUzTyQEemZ+f+j/+2i/cXHo2U3Z8V+bivsOjoAr\nYkt26+Se3WMdJZVeLmZeN67btUfsms8BuyOw9hzkE93Tc2u86oKF2bhJ5KQ4E8AFm5/1oTkaIfjV\nSkPXGbNndx+946vote3YWI94kqh7BDjuW4fqQxNzTGSbOoDlWTsrUvl9DSNJklXgfyZSp/5Kmqb/\nXZIkU8DfRGLoHvBvpml6YOf8WeDfQUvvP0zT9Ld+/O5/EprvuGpoxX0V0tfg8XNaXDvTyAeyRlbz\nYgrorsDpe8C70P0pczsMYPA2sAL9c3BUGSI4JJLkADaXYPAALdIi5EcjKW8C2CuYC8tcS05GkPfv\nbPfoBINHRJx/DAnDMpHg6IUq3R9fQwAtz8J2YXMTyYk5JABvYZBbwoLaInb6TsN+QIACnCe0id1w\ni8ykSttk7AkFq7a4A5yWgsHGDUiQcLuvoXIRCccD6/PLdq93rW/37V8PC1yxPjgUd8mOTe28u/bo\nPb92y46d4UlqlW8TOIGJoXuN2P9PT7WZqBJ5QnW7jrudJopBMLlM1Pe5addxjtLpJMMFMI2U2AGR\nnrVo87VmnXtUhIWS1V5Bq7Zj462iV9cLnqb2/UX7+2ZbnfjaSBC3QmAPpogSAcdTdrF1AvTi/lGv\nunoGSCefspYkiYPV19I0/WMfpAx/vzqyC/xHaZp+J0mSOvCtJEl+G/hTwG+nafoXkyT5z4DfBH4z\nSZIXgD9OxlvPP0iS5FqapmfABm6ilTuCtIklChzUVJY228pOAnfhaBuOrvAEoVXvSBnmTurHfV23\nPyX+sq5thbsdeDyOVq67QHZRcagSbHpGoGP/vVCXue+6eRFXZj67Q1if0BBaSEDcIfI4PNnO6Lsy\n9/g6EWv3KTiHhNkGoYQKSEA2CO5M99k7oO4BUfJ2HimkaWRR/FNgbwo6X1D1yozWvqqPU737T00A\no7QpIFfN28BeH1r5DHSWledxVp9xAj/gwr1r57vl5rxht2wsEwR4LyU404bL0niJ3gYRL5ofmhOf\nC2e9PkEn7FusbY7g5FpDstktxDF79Ms2h0cDxdAcZ5Aj9jStPqQNeDg2BNbwwMoRbEzB3gJ0B6LH\nIYX7ieb01gC6nmGZk3Fx1/rvluLRoV10GjaKULDk21PC4knKkNYId6YHfnaINIBn+SrARx2A/w20\nShwc/5t8QDL8fSmXNE2NAAjSND1JkuQdu+GvAD9rh/1PwJetc/868DfSNO0C95IkuYVI5r/xfu7/\nyWoDgkb3ImaWEGnrHrR039BDO95TsleBFmyP2jnn0ML3fABHa3mxjX0iT2CWwKG2CB7zNaQZXLE4\nvHqIodh57E+J1B4nPdwxX9bzJQ3pEVr7Hs9xVFDRhtS0Ll9DyuEuEsKPiZoejjb219jz5rrWzVki\n8dJpR0bsmhvAhqW5V6vRD+csdAVTA3ZMsXi99yIwmw/30bFN3RihTCatj15i13NhHNTkFCdbRBb/\nLkEvD7KUvO6M5/I4jf+0zUWdoERZtP93UYb+qZttuYAR+35lhqCt37e+uzdpCzKOm1NLSCkkWo07\nwPE+WQE5H+8RBIhgVJPeuYc0pqX+bwMbLbuptxFN4PEREUhz88wfXgF6Tdichk1DydUSMYxnkf4G\nQRR3bBNxBjjBnrKWJMkK8EvAfwX8x/b1BybDf2zvXpIkFxDhyD8F5tM0dQDsJpYVgRwKw51YI6t0\ndBZaB0ngFlHMwiGmHv10n7JDew7t2GWCTti3+86ZtEPww1SQJHFqYudiqRMJaVuET8W3qLtEyvQO\nsKC8mZ5TaKSQHkLHAztt9Oi6cPMlmEjUpV3k3pm2bvqu/zGq5HkT2EuC3r1BFBFzqhKPxbTJquhy\nG+VNetrQNkrQW7Vrd0+QtmlpLlo9aJW0E3YvSp2gb6kShAsuzF03uyvrG8QeICUyzV1vu8vJ9wHO\nLPycXb+HHAaeZOgKsW/nLtm1DlORb9LSwB4vw0ZFVtkiUVulDJxuklEWbNeFoFtAyba7NkcvoDjR\nt4FbPSXX8ojIWLTEy94ATsbMErpJttlIl2D3KgEfa9gkO9RtFymTeUtuPSKSF28RwSR/V4pEkN4f\noPtw34xjmp6Q3CXotPeIXLJn7Yn20cVc/hLwn2LZXNY+MBn+Yw3DXGL/B/AbaZoeJ0lkr6dpmiZJ\n8s8Crf+I37489P8L9nkamvOYbxP+pF30bI6Q78Kd8hDlD734RYMoPgJB0ufYX8eDuuvLIcLOiZYS\nEX1P8EuGjveFvaTgMDkkOd1smbV/H9l5x6okefNnTYjuaBd8XEOCzJXWiq7dO4XvTNj3RcUQuAm9\nLVgfh/VpKC8aoqmjui1ti3BvAPtHUB2T8toHHnQQMdU+8As2jy0EmngI6QrwWmSin2RBGmBcw918\nYH2chb2KhHUXaL0N60siGR1F8vQtDKzUUP7PctkAff8X9Jfg4edhPYHBY6gsQn8Ah/fgsAgswqAN\nbCj2c/ec9eMfEvWiH9tjXYBbFVgzFmwPkB/VkOa7h6yMCVg7Zwi0u/B2XSi/ZeCmJbtmKIk1VJ3t\nC3bBXdguE8zd7xB8OW/YM3MssXPUeJJwwfrQJKq1wZPLNcePXL6RqPUDLfkhx30S2z37fIztA1Au\nX97X50e1JEl+GdhK0/SNJEm+9MOOef8yXO19DyNJkiJSLH8tTdO/bV9vJkmykKbpRpIkjgOCjCMj\nays8aW8PtS+93y59QponKbYIn0qdyMAbprFw1MwaHw1SJmd9c+vmJlpIqwRSwJMWNnXMfioOK8pk\niaDkyQqsZWZNA/IT0DfrrD9GcIo0gXUVuMrnhQSbAx6kSrI8TXS/dEzWxQmW1+MU9O7WfYugN6hD\nOYW65fWc9Mh8T8m4xam+izYni5KlZax411A2pgfvPT5CT/EJ5kywt4E90fznU2iuwWAR6jk4GSEC\nTFNk1M2Vc5Zb676zKSKnyWrVtOf1PAaJEY+O28DdR/cQBpMql80U0NbPe1iH99BG5lW0nG6gd2gV\naSuPYVgCakZX8JgnK68524JPxunQc/5Rrf/P+O1HtU+qMvnBdoEnN7Rf+Xi68WO2L03q4+3P3f19\nh/wh4FeSJPklrDBDkiR/jQ9Ehqu9rwz9RCbK/wi8nabpfzv00/8D/An7/58A/vbQ97+aJEkpSZKL\nyMh//f3c++lpKVEt7xERgzEKfKpose/y0UEwXchUCVywC58TIlfEeT/qStbbgSi12CIKkfhu1LLi\ns9yYHYLPfYqgv0H6ZmC5NyQwaEGzBxxC+0jG2xRWt97QdU8EQDxf4kj3mkAGu0wVYJesVk0Gm1rX\nEN2DSBmYUBygkQYSKsMKj8d/3Q/maCx2odM3eVwn6Jwdezw0JW4BAk/yprjP7VAcYSC+MEqEv86U\nWgpZgOjAvmbGrvsuwcmWQ+9bi+By8cSaYcHeQQrmtp3r7KJHNl9O4/ysfWyt8CF8fqClafqfp2m6\nmqbpReBXgX+Upum/zQcow9+v5fLTwK8D302S5A377s8CfwH4W0mS/LsYjM0G8naSJH8LhXN7wH+Q\npunTspX5MZsvXM8e9OYJIh91axPsgg4QcSGYEArI0TzHcDyC+l4mEnWGXx0vDtIl+GS84Lon69Qj\nHrOFpf0MC2SL//hlJoHNZSRIvYCMI+/sPmmqy7cg4lPDbkWPRd2Bg3lIK/YInDP+VDcq143GzBJh\nSiXdPwe0XgF6Gk5rCCLXBqM90D0LQM/Oz6jIZpBV6sEY38uNx/etumrpNB11aISiDm3vY3k9ObkU\nB3kiI3aDAHzsIZfYNlKoNXtGJ/BDExO7MZZPXHOLykEpvrF4hib7EJvL4w9Mhr9ftNjX+NFWzy/8\niHP+PPDn38/9zkbz9OaPu+0RsCaPs5gbKMt4dKhWmWCEduvBwQEeDYewgIx6JXOXDRE7UnpyA30E\nEYH35JJKcFICEqDPE5QBLiyNraCTBpaCpvXLYL0Dz/ibtHNaUKyYUhslqm5ahn/q/DWprtuuDj2u\nHTE/Z8FsH0jH7js7RMFTDUYgVohiVj27pwM4hhVPYehfj95Xdb9Mntq4vZhau0vQDrtPb5QoOZkj\n4MZPS3O/pW9mCsS7dIAsM4cYnuH2EXOBpWn6Fcz/l6bpHh+QDD8juaAfVSsSUF6Q4Gjy5Ms+zBbn\n8MqEP/iuywWYCzHfYQ7vPoeF9w+7rkOn3Oc+3LyIySpy9p9Hu37n6/KsPU/Ddv4Pv4+ntDu6yIPX\nXqaxQPC/OMTU6Ehcv+btkEfGtEzN+lHSb25cjeShcZ3IspwampdTXf/mHDSdDroKrEinbBaRsC3o\nO0Z1iRzIvXfXOlKBA7PQWCADUrgOzogwHRl1VccUgbQIvXk7xqkH0gz5y9Y566/HqLYI7VAlK0rf\ngOD/97rBVvhnCsW9clfEcO1cYpwjXFhdBGXL2TU9x+nU7m3lHDJ4mr87zlIM4eZ01JdXEisTbN9t\nIvj/QTeH8zm23V2gnsw0jRHwISV9xhXMGWjPlMs/tyVISDmsx3NF3Fw/Rq4Ix/p7koLzmnvA1xMA\n3T3mBZCG2H2zyksukBwB5TvRIhJCzrPvOQaHBHeLxzggrIYTu6YzD+eJUoKvIEF7gWA69nGf6LiK\nIZsqc1Y+dw4eW6JmDktaLOuSzRkNOw/0TOEkSdC6eKVEr1K5CmwlcFTU/fZGg649D9IIM0Rt5AdI\ngFp1ssYEUSLSgienqKJm9yqZJeaguhqQjEBqHDSJubS6UzIqEkLXloDerK5RMVbGziXppmkEvW7X\npEhOE9gq63bnbWzTFShdsBCIUefnKpqLSeDey4ITjwMTBdj4RWhYPZyZBM6VTN8n0Mxr457YI7u3\nDEfLlg7lJUZ79v74O7tpz3TK3jW3apyOoUwk5DrpmddscGVaI5BkPTvfq8L9KCXj1xr8wDHu7Bj8\nwN8lm9BRMrbvjOzMyd5G0URftXPOsII5I1L5jAzjw2oJWpjzxO5tH734nuU2h3aNXYTYce75oZop\nTBDuCQ80O8V6Ge2sPfHjASF5nUPj04Qi2ydyZ5wF14tprBOp3zn7/dNIeh0iYeO708eQuwAjq3C8\njFLz7yFB7jtWqzPTTtWv9iw8rlncwpTb4IZQTbV5I5zsa3y9CkNc/0GgeAT0G7D7AJiEtQWzXqzG\nc3cJuhYT6p8ixfcYCZXS0Nx7vWPfcS+SMeseuOL18pijIgPdsYJeqSeqjED6AnSbeh4no7qs56yk\n2DNpQduIQZ0Gax9z320ocdN54kpL+t6Y7+VaW1Mfc8tiYeglOia1DYhTqjwPfL8ml9dpUfe5RZBT\nuzHm+bhHKKclY1Oe07NOgPQOgiBPEiyS04QLznl2etZRT8K9RmR43kc+R3eVOtpthSjiNqwovICM\noyOH6+AMl3tIh65pAAocxv5Qz55Zom6Oewi8Uuxlgkn5DLYzIpXPyDA+rDaBFtoEkRTpuyuIQO0K\n4e9x4e+7LtCCNFZfdglrxAWlZ9s/sPMcDupQKJckTh7mxFVOJLZMoH0snyKj+52348cJt8kAWIPB\nEvRLUMpB9wqk7sZy95ZnVSeisE/T2BQX63BYIyvpeAQcpYRV5MF6S9JMDOrsbMIc6x5td62dQ5L0\njo3pIuGGdHoQh2x9CilLz3CchmQGUo+LfJ+g7M0hITQN97wo2z0bxBVid21BfXf7bwK9rE6x3X9J\nZQyyuP4AWQrbZOCArg0D3VKhqWWRSXZ39Jwal4Y23QmcdmC3pOM/A+wUNQ3HnsU+AecKslgaKH3G\nodWdpj3fOTLASOpEZ4s2X16reNqOu2h991wrt1Y9WdcTJEYIcjV/HxxY4dQEpry5SFAxGMM2EwTi\nzwveOO22UwW40ltEStiz/n2CEptbV5CpngN7RNbrs/ZJbM+Uy49sXjbxIpFp79QqDYJ0akbMvIMa\nSp8+RQlta2jRLRCWyTZZ/khG1OU5JhtoIS8Q6KgX0eLaRQvQK/p5nGcRKY+2fTeJFt4j5Oa6jIS4\n+/gdhmzBczqWPW2+fFrWjymyejL0oFbQdGy0ldC3OQPJLBRyMHVe8nvD09R9x4kRSZq7LiU4Pqkh\nwe7CexMJMk88der1AvIxuXXShby5Rfo5G+c4VEu65G6CLB0XyvtIApuQ7Odtni7BfM50vAX76UB/\nQvxr03bYvgtHr6TVhn5BuTVHoOqRTgdsLlOnxHG32gJwIVFX79q8pgM4dWqegsZ2gtKOluyWD5HS\nwRS2MxwcEuGwLvY8zaor5qB7imDGL9lv3yJ2+CkS3s/ZmH/HxuV+PufAcaE/Z3Pn/F9ujbob1zvl\ntRQcaXgevftVsthObjzcjodVOJwauu4slEswdhV2rkD6kCFIIUFh5MrEyg9wjzNJdvkxFff6oNsz\n5fJDm6OlLqOF6wyDNwnElKOjciYHEzMwyjCwYk1ZQPwCjOfgcBItuhoBRfoU4UOpoAU7gRbsFEGf\nO48WqlfiSokiIw6v8oDoFTtul+A882DCRbRAZ4jA7rG5gJw07BgJEHMFlUeHsIEJ8ADSdehfh7GK\nrW+vgOU44qoJvy7apRagOUYQfR5b/yeJLHIPnreA37XrufLtArNGS+Ilji9CoRaAMHYIXrYxu8dm\nHJsVqcrpv20I0IVBsQ8moGX8ZLm8cZgVoFVFimsLDmcJKuk24f6xSTpErr/jgipHuucpyUmGHwGd\nHbJgtRN6bhEhucTndE3H3C/pmCUkWw8Nkp1UzM13au7EInAeCiMS5g9fhoHD3gvANFzMwf4IHEwT\ndQguEDRFHudwWmanSa4RFopvQmaR5vSA0Dk9r6JtWDqbQB6u1kMfuLe5MaNuLaHkhhPg6wnsOnV1\ni+Dmc7df3t4HL8ZzBpXLGWnPlMsPbQZnyr0MSckANetErMT9zi9ApRoGyALwZgLNF+waG2Suggpw\nWNI5GQ3MeajWobVPFC2/rHt6mCS9BnkTiH2vf5ECi1CyhNmOc+CblTCGWHLpAmMwV4S9geVhdIEL\nMGLFsvpdG5tbTaNEcPX7wKRiEQceK2qSBY/TeThasqzxfSR8i0hhViF1d9IN65uXNvQkzm0iU9zj\nQY4G82IlHkDeJ5Tfhv32GejVhDrLtvKes+O7Xkc/PUaWpSWCNjpIcbubsKa5TyehfaLxcQg0oOUu\nTd8c3LfnVUODH0D+RZjLweOBjcW4XQZl6fi+VSpNc9BxbXMKxZfhSiKPqFfDPgZOh5ke9uFgEpol\nTe3ngb/7lp5Puqr7VJ+XwXAjVb/7I5qiXBEGdbu45SmN25APrpJRLReq4pHb8TjWkZ3jFNAVwrL9\nHBRmgnRi87wpuG0yS6wPDBwCfkFfPwQepja/lstSyYm15vOImeZkgPyKd61vjgQZJ2oLjBH1G85g\nOyNS+YwM44NuJeAlmC4Zuukxyoa+hVal8apPWXB7oyOz/gho3sMqbSEBY8oiSzdo2+/TQM1iEO5D\n2QX2pVAOzJefX9Z62nEesk2yOMe0deUOwHs6l9fgaNLuMyeCx60e2l220aKdhfaIKc0GmRClh3am\nXrzFdodd7CZ+jwbabs7o1J5DVL2ujZcp3EAWyR5SGN6PGTvfk1ocROBMlwnBve+KxYm41jQv5O14\nkMLw8opOS+yABlcGjuRzF9Yxchmt2/fXh849tHMMquxlDViGfAn6TcThN0NWvKSSM+vP0YFWwrhX\nsf+bVbbr9PS24+8OYD8fYbpjbL7u2RzOkyWDdlpwYgH7rLjLfTJofAMyKHVq09N7Dyn3U+DTUK3o\nEexAUBTlFRPqQFgpt4m6BO7u6lu/zsPqYiiMjJzT42QpDPaBW5B8ToZ0G7ifQu8uQSl9TpanhxRb\nWLntMoFW3LX5WNV9mYFKAu0xwqI5o6ixp7y9L/qXs9/GgGVbp8MJgt4sf2Av1XtfL2lTvgUBI3JL\nx67T8EXqIIDzQA6ODtBKH4aQjtv5D6HfM0HQs9+8FGE/wDoJBOzZg9aWoOeUJdSIkoOn0H/b+jeB\nOu9w3nm71j3kx3BF49QwzmVvAeRTd+mhsXLdxrKHFJLvUseIerv3gO/ZhDn9iKN/NomIuSshD0a7\nS2wSCZY9+86xy+PWX5+njo3rqvX3QP0oOB3Nqc2rWz2eHOkAAo+trdr929B3Ren5IqOa0waw4daG\nuzad3Glv6PquzMdQXCSvaWraUEsQgI1DAihSheKYpm4Xe2bzaDc/JvaAh8iF55XSTh2Q4bT2C7rH\nIVb58sTGdT48pOzY8yna/F9A79S3kVvYCsYs2LT3sD6eg9K83KT5BG0sCsrNOWdd7fXtmZv7Ml/R\n1HbsEgdAvmj9nyeC+Sd2jlW7c4yAamVz5tpHQP/yUbRnyuWHNisuktFB+a7XqU3G7f/HWlyXiTrq\n5NGJThDZN72UI5LQPCHMswrd1w1azHnCh++w2kmibKQVJOkzRLg4TYZQK0OwMUIACDx208Y44e33\nJfvXkT5eb8MVlefV+BiGU+09gr1tczKJhEKbYNV1a2+W4DJzi+SEIEpsE8mQHmgfH7qmo5acIdwL\nnrhSnLfz3H3pwvUSWSwgKZjF1rX7eCa4B+0hFKHz7/u4imSJjxnktmL/d8Xh2n6ZSK706x/bXI7y\n5GYlDdq5AUSVrXE7xxR/3XJynBA9g6Gb64yOujlj16Rlc0TMnVtIVIjSpKMBrMveG0N8FaYJi9kY\nDPJjAY+egQw0McOQ4Ld4Up/wbBUcQdjUMyrkAi1+B+m/JWC0Zv12JJhjuw3Y0fHxnFGkWP5D+HwM\n7Zly+X3NczwGJpsHxKpxAe4QzSPFFabQou76+S5ADVnTBZJhBuEJtMiGaE+yHX7dzu2it8JyEPJ+\nXwcUWGyiDZEvY4KkCwGLHs63cXoWX6yuXDypc9Lu7Yy6RcurMD/6E5nqTsnuAdcWkiKuXLcJAeFB\nWEcV5YkAg2elD3gyK9v/9hwWj8V4JnsZKavW0Hnvot317yH32rbNtz+LFUPU/qAScRSek3J6jCEh\nkGquLJt2L8sp8U1G5jZyqnsHXrjL02lLnADUm7kTPSk/9etMEdnqBv8dIYRxZqV5reQ9HTttX2U7\nendR2gamYZfOgvZmSTthNhWyPJT8rP5UXUAywtJiLcNX6FoHwD31qwP0/R3LxWs8AYzmCeh2EtPa\nRobRrv18FbTJ8ht4zAWgZ5bbcK2ZZ+2T2J4pl9/XPIN938oOOz35IpE34tmAR1AcRHmMHETxJAiE\nVhppARnKywO//l0dGJM/+QmWXUPvXLZ7ZArBSsV6niUFMtr8gdN8WO3fai7WZrYozR1UQVnqGQzp\nAAmqHCR5bcDznp3dIRBtBiwogaTKlOJD9OzvAmEZVBGs2mlaXIB65/tEDXXPYKzokxtDVscsoSTd\nVdUleNKcR+vUrnuqZ5hlH5qQL0IE/qua86wMpicTGqqKCfvN4xAHdr06Qz4sG68nyYzoUzArI4tF\nmUWTG4U5D0S3UWzjSLe5BiQD67tbPVXdP8mFJzAPlD2e5PWdN3W8p2VlFqOTic6QEWECAemd1wUf\npZC6W3UcWIaVArQ9hoQ9NwM3+F5n28ffje7mHG25L9i1M+MsYtdu6j6naZBIbNjYDhjyANTsfl7c\nzJ73wK3EzAw7W+2MuMWeBfSfaC7sViE3JwGR1sxVcd7yJDwb3gRgUozEwB5I8OYJmOayhMkosJ0H\nXlOAP/Ugurc5SBbN5Heeqw7kR1Vu+GeA3wLufpZQAAPJwBPQQhshcx8lS/qcq8EXkTfne1U4dBs5\nR8bDtVWA7nVYTAzEdA0pxES/3/R4QdfGX9e4CiMWIz8HlUuqELFfgDuXJWQOgNMXgBKMFK3myiKB\nbvC4yD5RtGwexW0uwsikQlObk7D7U5CkkDrtyBESzHUbsyuFx0hh+P9niFLU40GVliV9pyd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3zUoBu1+98Cdt2Cd+Xm71BNB4+id+0ekK7r5OSyntkMwbjje68sZgaQDwO8by7mkbrqubgxCWTK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TZZAQwcnhKjzwL7LLJLhgb/il/n27kQhyfzuE0gYkDCY3CS5iReZGiGGREimWzRakQY1aPi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\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lUXZPjAt2ZG1jjDNScG2fhHByNvQUqfhKIEOu/BBYqaPpNimtTpM43+M73OAxKg4l8jzl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"text": [ "" ] } ], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(cc, cmap=cm.gray)\n", "colorbar()\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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55QdYUjYHqwir0IMIPACA+6GkeIZ9uh48sspBC6WC/jI+9AMFA8rJjzpIlQt8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V4+Wjylyq8eBwiGWxWEQNCKQmkRtRJYQ6yjFIacfKwdCBSXA8NC3EWTiJDlTU6/XU7XZjL3ei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"text": [ "" ] } ], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(where(cc > 200, 1, 0), interpolation='nearest', cmap=cm.gray)\n", "colorbar()\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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sWTkzWaDxNvq6P7067W+WbWROlWaoKpV8kzkYy9Lk5YwqHc5MrLKi0TRlR9WM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\nVEoB0GwaBxOzBXCAsGn6mpl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"text": [ "" ] } ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(where(cc > 300, 1, 0), interpolation='nearest', cmap=cm.gray)\n", "colorbar()\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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mmXQHz98KXFRVfze0ajNwaZJjkpwGrAPuq6rHgb9Ock53QP4NwG2L0HdJUiPm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\nLjN5nuMAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 84 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.ndimage.filters import maximum_filter\n", "\n", "imshow(maximum_filter(cc, (10,10)))\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EfPbCX/EYF4kczn35hXP8qPUrxLkM/EkBVs2ujvv2t+IoTpjnu3OiB1I/wkgeg8wnGvRN\nbZHNWcmktttH/fqgjahTH5Sej0qaDSCbgXaa0dlBPhJ6eBZhpO6ly+bnPPC5Ds/P/IQv8CMGHfWz\nSh+7hTL/+nd/j536qEz5ZeSA1HDkg6BMN+SSWXxJuGl+Ruk60XK0+DSv8MymtfO2sxFz/Sd4/Ng7\nvHHys4Y+Bow9OEp6z73IilgOkymSB5uGWweYzs4zxEaXjlrkqfUVufTFx6ltDkmQZE8HWy8RPY9M\n3EGJyeJjyEB3SeqvjnW414jbkO7K1gnqEwJJ+37k/KuPysaUJjfo69/xLt18bJjWcD/8c4RoUx0b\nKR8OIxLHBUzsYdu/PA488qEar0JdHUPQPRZ7Atl8z5D0XDaAt7GWhUqHE5k5jgQq5+SJRd4sPkv9\nnUF4FWG8fZgQrgBlRDVfAa6fhPoJEgw0j0j2nyYp3a8ijocpyJ5pMssdZrjrfb1Ak7nPH+fGpcfh\nTeCNonVyHJSCp83z3TnZMc8eA16A0q9v8sLsjyk5O7dFnrcLT7JwehC+APyhuVcZYaSuUNNlXJpN\nlub1NZgEnodouunZNztrebgZGXthTKZHmFiROkfH57g4PGoDCypY03sHOYz3cizrQXoGONchM2Dj\ngjq1DOzmhLlepytQTzUWya/Ym+aJOXXqGs9nXuKNC581kWoVYb6DCK276ArSRrzNRDZoxJX6NcEq\nCFUq0GCMVSJnXmIytMezvPvspyRe93WETjR58EC4v7IgH0MGukoyfubngGKLc6MfMBAEI64fHebd\nr34S1iMpyPcqVtXoQlfNWf088BgUXthgZHSNUmQ3aZM8d1ZPw2AkjLODdVq7yCJE0VVT3Mwqgxxw\nHjKfapEdtOFUcRzRWhkQRt4Nn21zhNs8xdveY04wR2G6zo8v/KpIbrewiVNp0HDIkzm4eBzxRAeZ\nYCeg9KU1T7Ksb/TTuVGE90gPn3FQpmZDWwsk1U3vnFPG5WSclYHHYjJnnDnZzRPfKchQPw+nZi9z\nkjnyjl3sDrNM5JdZuzBO4+0BYQi38JOSPahoGkLTQM3YBqB8YZUzw1c8++b6iSHmrl6ACpTPb4i0\n1b2zvEuWNie4was6J5ropdDDpY2R+Nz5cFOW6Xr6j164wnDkH3yXhx6nlh0QhnQbMnGcem6fbl/l\nmeybFJ7dpPHMoIypidCva2P3zoI2nog5SDI+OYcc3kRExOSjptABdP9VjLDO2JO3WS3NEg9l5Nlv\nsHe41wPAx5CB3kZ2yHGSMaEPCGlZPylROFnalNml4GyoPna5cfYk20+NyX4YRlTd93HCP13DtM2f\nz0w0eWLsXaa5S85hrjv0sXZuhOrEqIxjAjgDmXGHK8QRnUKfSALd/bmLcA7dFGajjMFjp970mH+L\nLO988Tnqr/bLkEqQKbWYYoFP84pnY2uRZYIl3vvNp1h9a0aky0tyX84Ek6QUNItIKxdPIAbBVbyo\n6gKcHbrsjWl3qMybv/kC8XxGzBs9bHjDrHOMG1wcexryGT8uXGOxu1OlEdZN88ct1GaTHWswM22z\nUlrkuPvUKZmPJ1uc5ioXeM9joCeY4yyXyU01+Rmfkw+nkDkJY0b3xbY7UCr921zgPYoOQ6tRovpb\nZRbfO8nU0AJjxlZUYafLQCvscIwbTHPXhh+tY2Mhlb7rYLmoru+2ubiKK/INRescC1z6lcktXv3y\nCzSr/dCA/sJWavB6jhYVtjk39QHvfPHT1gnm5rrIyznYIuEVH8CngWGEBaxmqGS3OcbNhEDjopir\n0X9she21CXlW1jzz/RSBpicOWmtC8DFkoMvIom8i1DGK7JARIA/t8HSvQaybRvPddkg6lSZgpSKb\nJYyjziM0tWj+HYSJ0/OUU9MqgExH7GkVhKlogsXPwFY3ANnE67iLMsYyp7nqbZoWOerDJV785a8Q\nT2RhHMafuEkxstc04zyLqyeCFduW9+/mY9rrh9hIqObNqTxv/fIL4q0ch4mpBc5whU/xCqO7G+Qd\nweSp4bfZ7evjf/nGf8EqM/AnSNKVSsZh4HKf3JPCADSGEAa6gcswsrQZc9IeR8iwfuYD5p5+HJ5r\nU5ldpU2ONlmmuokJEBMxyCaZvg6dbKBqZbHxmTVNq9rEJrQvIZy9R4pNARiGTLlBP9uMsMYoq4w6\nmSttslTY4mfnPyemCMUSvpbeorejCcy41glpM+vQR5Y2I/l1Fp1v7aaGZKRgAP81VzHPcw32VTPw\neaiFKo6PAk0KlTpN+mEacpl9CuVE7O/IikH2xQoJBjoE0XgVtyhbZ6IES/eoXmuuwBHkwP9ehwOk\ntd0XPoYMtIVMrsbT9SHHUBnIgldZqom1NuuPMlN30jPA89A0epc6rBXDyMKqk+VkndnyHU/dTCCD\nTSY5guzVN4DYJYoYIZJV6JzqfhrR8WxbWdqixmXjbrhQLmp6ql07YaNpI96DXfO+S8hGOddzyBFx\nKh+JiMm2Ozh+E8pxjXPRJX6j75v88X/0H9J4qSR77y421dq/iWye/iI0NAd0Xca1x6Ee4auFNzjO\n2dR0lh5Q0tgAakvYlErdNPPAmgTapw8gBbE39wAl6jbuUDGEaB6q+XpaTJrtsirjaa2TNFA/AKS5\nANjAZ1QtRFK4AuvnobE3C8jmm54iuFQYZ2ZoiahXBu9+vH4XJFLjjvzSblmFLQdR1r9xZqhKpxrG\neR0AGkGXBabzcOdpxAOsD4vpTZgHZ9gfQwYKQnx183O/wa/uQgRcI0fSuK0x6fcmwYupVjOGjgFz\nxxFOrIbRbeA27H7qHm+Mx8AzCWa+iBChqmYrwBxs/hIPChEx5/mAU2ff4+Lzz8E3EceZqlZpzCcP\nVjXsyBcabXGSfZTIg8zJEnbttxGO/x6sf3HvtP2DIgz3GUcyOF/HMFCl3V7S2iJ0rsH8GJ12tnfY\nYUf/yXR/Ug/0NjZWOVWg1DRGFzvAZWi+BK98HhbEEZOG/uIOmzNyiw4R3+Or7Iz2M+sU6GiTpaWs\npERv3tQCFlqIpHHLXLwFS0Ne9nMm0yGXtzdoH2nT6uSIMxEtcnTIsOHE+dUocaN1nAbFdKfRBHDn\ncYRx30i5IMTBCeVjykA/CjSTGZ0uA9BQliX/W3VK1A1DiInYpY9WM5g2TboZB+YeQ5wormdpHpYg\nrkXE9xEqkcA2CDG4G6MDzMFKHRaKdPY6RY1vJWb/8WRpM8s8F488J0xzGeHbodc0AQ1S3oWNebh5\nlB36ej8vjohjkc3bZL3x6zhjrUm5iBx4CerdwhcDtXbCNZj7Iu3FPEszYfwY0IbOapnN2SHaCcII\nUMK3wYJoIBFSPpZtrAkhDW3gfXj706xcPMLGM4OezbU7P0tw69ZJ3j26QoVtrnHK01o2GGKZcfGQ\nX0Gk4FAoAPzCKi42gB/A22fgj6a5+ZmTTI3dJetc2yFDJbNNdLpG/HqJHfr5Q36fN3iGT/CWd7e7\nTFkmWjC3H8Y/R64Auy8hBnWQBVyBm0c9Us7m2pwYvk4/u5SoUabKdFAQISbDVU5zrXWKxavHiXcc\neneZdw6hlfwgNGcRh0XgeP0QeEQYqCmSuxpDLfIzQ90ZmAHO1CADDQqGlO1E79LHpasXiK8bQ4+7\nUBlkoUoDpibhHJZ6srDZJJ7Ls8A0p7lG3vlynSJ1CsRbuf2dEzXEFpmaLtiA9hy8e54ru2cZ6NsK\nvlqWd78FXIRFTvDS33qBJ3iXCwPv0T9g7ZWbxn3aDenRTCQtC3qWe6CeGlyG25tHGB30A8y32gPC\nFN/KsLkzxRsDE9w5P8vxaM677lrjNPFrORHulYEmkEd2bw27yC1gE+7uwut9kgbpYhGJAtiJ+PPC\n36J1PsvX+Y7nVANZo+6SHWsyeMTaSJv1PNXiqEjoaXGwCbRFEHoPrj9zkm3PngRrrRFoQ+v1Mu8O\nXqA1mOM4NzxGW6PEB1vnJTvqInKA7+BrnxsycpmTNHt+HfgW/Iv/hK1nx3j9P/8kk30LntO0SJ2p\nI/PcffsU77/2LAAfnD3P/OA0Oc/ElGW+NiMa2SQilV8NHvXWMn46VwFYk+u0YJpBjjanuMbzvMzz\nvMykZxWGLSr8lOf5H/gG8U8yYpv3p1GgIV5jwF09dXdTLrw/PCIMNAK2odWEJd/KnRnaZWbqDiOR\nOA+e5B1KDrG1yfH9zld459JztN8viASWlk0TIYs0CtzR2mzO8VvIQU4ILSai6Ux9VxJUc24upsK2\nR8ibDFrpawvSCyqbclzbsL02yEqfz2XWW0My/gVE0v4RfOvTv8PudB+f58ec60oGMqatNIqMsU7c\n0DTVU/ORXV3f6md5cMyT75qNvJg+bsi9B44s88noNU458ScxMFDY5q+yRw9gYhlDLnI1gKxUc2/g\nVwtqIxv9BHAK4kt5vrv0W8x/fpav8j2Pid5hVs5ExE43UnIOghLMnR2C38vCH5yB5htYZ2aPSTHx\ns0NsevRWo0y7nTVOuQ6nBuf4Aj/iN/kmQ450vckgUwML/LO//Q+EgS6QNP03QbjHOMLY0ybvNtSu\nwJ+fZ/2Xphl8YZMCTfLOu09l77L6wiiNN4ZgFbbvTvDi5z/HyJBfIq5RL1j/Qg6/GNUtkGoj7qE+\nDJyVcd4CbkIn2wdTfujWOMucqPsHapzJsJkfosyuvPsCftEtsOV5u0Vg8txvvGcvPCIMtEQ31mNt\nMhFg2x/tcIprfJEf8Ot8m8GOXeROlOGJzLv8o9X/lfaPkEU5im+7UrosYkJItNiJogwTERyLu5vS\ntWcZBdV6DyP5zFXZclELRhswUxBnU+pmyEE0AmdhfGIhEZC+m+tnUTtkjAHPw2enf8iv8B1mmPcc\nVdsM0EhzqbqhhOEQ1HeTQAlOwNiRRYrOroqJJIg8C/RLmNeFyjv8Xf4l552izTER3+bf4YfPfY3W\n0aItlu8OryMzKQavqrlAB9MPlbwtQuR9B+t8yQHbER/ceJLy8SpFJ+5msTUlKmhY1MJFPzBbgLnP\nIzm/N0mq0KbCRugxT0MktpYMHYrUPQk0R0voI0eyCpEHZaDrpHuiO8Br8NOz8EqGrWcHGCxuGlXe\niTsdm+PqY+dp/2kJOrBbG6P22T6yRTumtpq2NBTWZaDry4ioqXSfk3HlZsT0oAdZIUpmCqYgoYAv\nIMsedtjRucnpwB4sHhEG2g+cgGhSfAq36RaEV0SIp3WIDSarNuwjzkSMlNcYemqRpf/5uEiAVdKd\nqF3+47pDTT3QVJvdvSIyLQ4iWB6EgEHCEGRH0lWZe0RMxI7hNquMyjtrxaotwqgpQdP8vevZABiA\nwtCDzYvIYMNfFbtgC3pqz6s63Ur4+5g2ga4HublU4s5x36C4vDApQdkpJtQk+s2FOgdr2Mhw0wrj\nw3atScM2vmKyC7Z1xwK9Q3muwspN+N4JNr42yZHHb9tD3WCATbKFBu1qSfbAbeiMlunMlkm1J/Zj\naWQNiF8iadroh76sMMxtpOLWEDSmB9gZ2cNe7iCT6Qi5qb8wra7qR4hHiIGeEoa5jjgB+83PAaNJ\nLgy8x9KXjks/LGUm+zKqDLKhjz0gzcHJquEoIuEoFzG5lg9wRauUuchjvHv5OdEAlUH24Rc+UTSB\nptZE1YFOSzPABw11dNewzQYYMD9qL9M6ecMpN0hi4LkVimWxjzXaBTrtDLW6lDlq3BoQFX4H4qeL\ntI4FE52QvAewDX3UmZVLjCd05MVE1OolmcIJuGepSfPhwWgIWspuL47dAF6CH56g81KOtcdHesdA\nNxCTwRYiFHwG6HPGqLy0hK11vriJGJpD5GwbMpC9+S2IN7NcX30CfgnOZK/QIE8cRUSxz6g7ZCQh\nZRA53DLY+rUPCY8OA83126Igt5Cg9wHojJXpTO/P3TJ0RH07gjhxNvArlKdCCwrbFY2JqFHyTvca\nJVGXVSXejKjSR8fRRzqJ+qea/FxFJC+tct4bHTIHbhy6Qx9/wy/xg1tfo/Nq0Rr5tcZjmyB9Egnc\n3tLQszyWWfSepOpOWZjz/UY5NcxY6CBqBdi6Zlr7sgc6ZswduqmZE9klqy5ngYLYrV+LPi/v/V1g\nA26fOOunc7rnBtD9MmVkorQeaJmu7aEFy4x7gfI79LPzyrjEl0ZZLg4+wWePvMgu/TQdm8UmAxLK\ns4DQsxbs4VUtAAAgAElEQVSa8Wq+xki4RIP9J/gKLN2B785y51ePMDM7nx421UTW6z1EwsySLATi\n0tc2EL8STo6PMAf+W8AiXN99gu99/asMsMVq4cVEptS8a08pI5ql1qp9SHhEGKghHrdR122khuC1\niMuf/QSNr+b5TPFlmuTpZC2j6kQZPyQojw1PnWIP3hBj+96YaW5HbDLILY54cZ0bDPHG25+Bf2nG\ndQZunz5NdtRKAXEnA6t5R1vSGmrKrPx2yMsbk1yc8Ov2XX/3vHRx/WtkIwzBe19/ijOVqyx2mY/g\nMuf40fyX6Hy7aMurbeNXH3KjqKqY3l2rzh8cBtaA9ZVhMmNOmEwnQ+O1Ifi3wCx0cnnmjp5kNTfK\nZSchoEqZ93mc1lzRVqfXKe4iQzKKO6iKtAtOgpOM+RLCcC7Yj3M0vVTbiBiGmlLzdRP47ib0D0qV\nqtAO6zl4tT5tDlvp17GP34bFzSmyOfus3e0+CU16EViHdrHE/JEZdunzxnSHI3zAeZnzNWAhDpJM\nwDcjufPTItlupA78BL73d4h/Wmb7dyr0pzE9bUCYQbq5jCIdOtIcqzFwp0269Okgg5+1XUZi3hvw\n5uPPMnF8iRY5PsFbnh044eSsYju6uOgesmnv/eHwiDBQg7DS+xbwfwOvwo21x/nOv/+rTHOXM6Ur\n3umbSKUzTn128AmnGz+tAadayNUQ8grMr85QHK37BSTiIeLbedk4P5PP4teztEadpH1Nagr7A3Vf\nzDEybkD9xiC3c75o0FnM23Y4N4C7sHRjmpefeJ5+dsi4RXvjMVpvVUQSuoU1oSnN7uAT6iqGgc4h\nIok2CjsmPcY3oXlrkOWWlYTiTiR2qwgRGk9Du6NRCnahdujnMmeszTWuA03IFOF43ueb68AdlfLU\nw4Jt2e7aCLXy+/t4jRszdDwVtkWObKlJeyovr9XYgp0yvJcXRaCE3UlDSHvipVHY2UU49ByyuweA\nkxCdlPW8C7s3RqHoxCVWs9YZ+Q5wFBa+PMV72QteyudVznBl6ZxtgBCvy5wX+uFC5Csr10dg/Xlk\n0Vpmku4ioRiuyHoZ5hfhO5Pc+spxjg35nu/2etlqSRpk8iY2CUWhW2cHiF8jvfZjAHe8KtX+EJpU\n+Kt/+Gtsn6mwyogXiaARLV1o8EVYy3XLjIV1ercDvz88WgwUktWqd5DTrg4vfvorDJ7f5ALveRuo\nQ8bb0IBIQdv4DHQTU/ZrCxtTYlTvGnADGreHWBqYIJd1YvpqhjBz2DJkN/Br8mrdzAVSergpo4hs\nmvEtqBeG/fHNIM0ry0gVqQ507hR4b+ICxbJ/09ZOSRj6IjaZJYcwnBzJ4iu3gM0qkix+wszBaRjJ\nima9BtyGdscxM7itcd4G/gZWzh/hL778dfpxY1IHePvtzwiT3YBubYRxkvGoOeDOqDy7W3mlLXM2\nj9RjVR4+DDxnbvdD2Pr6EJ3PSMbPgPOCLfKMzSyx+OQJscjcrsiXdoZsumBoKagD1T7onEB2scZj\nmgKZGYRp3wSOO2pMFttC5AfAOrz24ueZ+8wJ71BfvTFJ518X4TvArjYyHIfTUVKFzYEtWd/EmpYW\nEOa+SLcZYvw6/ODX2H55jEuf8Iv5tJfyJLT6ecQmOoO/Dh2M9Pk2vYPWq707jGobmb+Aeq2PH/3e\nr7LztT4mHGbcIcOd5hErVMZmGlzNqG1ec1EH+2AC6BWPHgN1ESG+mAj4ATT/+yLf/Pt/l9u//jdM\nRX4xi9sc8Q+wTfPjqvBa/CcI+gXku9eBa7DWPwkFx1DUysr+Uh5dQzaWuzrKGBcxamiaIXNS6OMm\nwoAnSHeSDSKFo+vAbWiVBmi5u87EnjOHddDs4Pti3AppaxgJriwFcrWGmUurK0gUS+hsUWfchFzf\nuZ7lu8O/5TOkJqIFNpGOApmRbkxmOrSVo4pJj8k/dxAGmoaXgX+W4+r0eZ459kriz9moI8z6M8Dd\nQWiHBuBeGCRZ4t5B2jIWEPNAhOz5Kqz8zAkZiZED8EVEetZOrQP5/XPRu8gggZN6oCkTvQRvfR3+\nLKJVC26mXbvd8LVWC27lkj6qTWDnJr3bm5h25dUWtPZgQ/1Ip5gyvD78OfLHrVkhjiNar1WE3ndJ\nq6kjdDuP+U/KvvyQeEQYaHXv2gFaVPZfAavwOp9j8EsLXlWYrfkx2bTb2BjIsGvDbaB5h6TK0rIl\n4Y4BxRyMBFOvjLmAEGnYLGzLPHsN2HT7S+hLGdGw04SV/N7JFuoMU6yRlChD/qD2+tDMpsIVCHNy\ns6ja2HqMMcLUwxz6pvnOSfY3T2kjvmcQ9bZXjyJAFjUGzkJ5Sii9l/YWIYfDJjSv9u1R6xOpwtWM\n4K8r6ck9CWQQ7+WqGcAeXsd8TG7EYRAzWdr/plt63cLwnm6UVscw59TsrL0Q0e2KKe5yM8434HvP\nyr1d31MdEQS662Qy/LZyybqbSx3EHrVX5sM6tOZh7ph0iuiFLJIA8f2I5pBz0JtSC3yAWCRq4BT7\nso0AN9XWsF+G2L3j0WGg7U3YHOztoSshtPQB8Dew2ZryaX0OCX+6jjCzGp7djBpGdbiELFSMbaTT\nFoZ03dw/S3qXQRBNa40k3a2Z266DELpy8gzW23uw4MLofJvpM74It7IyQeO7AXEq3KK4WvRK+XcT\nWzl8hGQvJ9dma/ZbgodEyLqsYM3HoWRWwHP08AwiQIVdhNtgw3amoG9qf6ksRs6fa8DrsPi5KSby\nTiywy/EjpHZpEekZpf3RwyAJb/xFpGfJkn1eA+ucmzHDHfCr05OJ5WvqxFe4tDGEnXNds3DuNtQu\npBeEauwAooptICfvz+DNx2GolLRtriC0uK0PrMFWXpiohyv4uZxp2AIuw+WjMBKla0tq2t9EDk33\nMaptaWad1h9SbAPNNmJjuMyDqSbj4xFhoLvADfjgKTml0+o0ayHaGlZdVMQIs9STbhvZMK4E2ogR\nLvs+loI1N7MjZbuu52w/9h18rU5PdS1/ehe73g1EMGh1sIVLq9ge1rq7TE+S64jpqQ/ZF0F2RnQ0\nppyrek6J/FSTG2cfg2+bd71rbu879y3U47kArO1CpS9duCqZ4VYQhreCf4h1EOZomomyjJxBLsNQ\nf9zZjs+kRjJie/2J89lCy7zwKPRN+zbghhmvG9SvMe6RGdsfwA0eY/0/HidfclIsm4EKftS80way\nsS9rfFjaIRZhq6+YE+J2JBK0HhafTPkawHFz7ev4fE9DiE45n2mKrSsZrwLtDmRMBZROHVng0Pio\nC7ALzEP8Krz4WTiSTaZHLgHtBjJ5WsAlFFV/xp6hS2D+fgval+Ct81KJMewSq2iT7IzbROZ/zTzS\nrZu8jRnbbTOWoErQA8IjwkB3gJuwchYulUSj6hUWl0c2ZagCLyB0twlirHNPsw4iSvwU385Sw4qr\nVdgasE0r3d7fCldy6GA39y7mPmtYUbQu9+z2uADJAc0KAb2HMIqQUfcg0IiYzMkdOs/2i/PiJsLo\njqdf3w0J2tiAqNS73cc4oh6/I8OjhTAfZaLDwfiqmGIpDkYQFS8fiFbFjDiBXsJoAzpHMzCRT0pP\nH2Dbxbufgy06sQD8X7D5/hi8gB9aG2oFnuDfwqa4mS+F0ni9bPlWFZnjAjbev9ccFpD9r0qD1uwO\nzapdDcWghvDEr+UcxpOHO+fhvS1oh3q33rAOvA/Nfrj+FEk2sYvQ+YZ5kbD50AayifaT+NrmPu9L\nVMM7x4TetJRENwXTGZZ+rW0evYXtn6SHUVODVReRDXd9n3HcPx4RBtpAdthb8MGnoJ7ZO6c5LKjT\nxqouXf1LTzSNoH4fUVncTa7H9SKyQ6owX5ZLNpC9lsjndlAHWmqbWsZ6qWqIaFFDxCBdRkdXXUG0\nll1smTM1ee2FI4ij5B16mzt2zNg2OvLe5RdkGK50oEMac75zHRvy06ueqF6rweERwsh6oQB8Hfg/\nW9D6AJiAqbzYKl3cRdbvXcTeHUq4Lt5EUtn/HGHQpzmgdUQrTh+TgQ0H31NNQp+504HFjDDS68Bz\nBZoZR8ruBCK9ljrNIkw3bUxVbLW2DWyIkXsQPg2cHoA/PY8stMJdkHngLWShwzp5evMt80BtoaLF\nzO9y8Dq+W8i+aUBzG66ch0rWNqPYC27GVQ2kK+86IqqaotGJdOcHi0eEgXYQ6rsKFGDuCdjJ9yhA\nSzfkxkMbLPNUwlFmdt38hF6QGGF8NxDmdkY+W4qESawiElooqXjPXEaIYB0RW1VvuYsvEhm1dRar\not7C1hjWmhLQjbPsWTO0iNgYtTuGi4Z5lRhYycD2lDi8c9h9FeM7eEFsed80Y5mkW0uiZyqtBswf\nJPd8EPi9HPzR0zLgJ8DLC2hjTS8b2FbV+zHF6/NwPQ+PjcOX2LfxndDZBrIWJ+V6V9rdxPKoGNjN\n2IJNHYRxHyvBxIcItdFW0aHTNNzpU8DjJXj/WWRfpDg+mcMaa8N0WGP/pEM3BKpL1Ik4u32gtodl\n4DJsH4dLx6WuQ4nkOjWwc9YE4h3z7CWE6G8jhN8rRurB4RFhoGBjg0zw4fI5WBuXTpiu9KS02xUk\nd7AdJpVglrHBkbfM772IvoHVvXaBMxAPwW7RPjOs8aDxkTHYE75qPtRnt/Elhixkc7bJmGILUV2n\nEUazBfFClvWZYSplx+MbioNnkX3wBuIh13sqc86Zz98+ljTsq03R9cg3zWeayaKb3C3dCXZz6H3c\n76/k/d9dIWcM+O08fGtM7IIu41WpT82U6k0O6652nJ+unnwVLi7C0hMiuT2LrTY0gCzFjr64fs8Y\n0IeCceTwD5U8cC2GnUjO2Hlzz2eipOlAD/UStjupy1i0Z71bYWq/7M0+4FwWbpwzPC90+rSw9K2Z\nVGmHrtr6Vfy9H9SRU24BkXzz0B6AHU1Z1lJ0Lp3qYmmDOhVoHmyw/F54hBgo2Ah10/6iPQNrR6XE\nXTfQWKF69hrWY1JFdqOKMipu7QfNSFG1YhziYdgegu1+kp24NH1CbXouw047Vc0YtNiPK331I7Q5\nZx59CYk82Z5kq+BcqHSvZ0WEMEhlUlKuynfAjQB399ilYXbJNHBzG3IVYXgVcz/XqaOVdRaxFZdO\nmndzH7Up7+EJO4PA8+Y5rn1Q+7g1jBNuY1Se+wVzb/f5VeD/RZw2ZMxN12B1BXbHhMG5jCuDVBHq\n0okpFBDFMBz5SzsWfHcKaY/dQQ4qxU8QU0qYI74CzG9AaUiUmdD800YOPnfeVfJOQ4TQx2PAWzNI\nyf8QMUnP1EcJ1fK0nupHq4J/WDxiDBQsMazgF53QvOmQmWmrxTp+jcl7hTbLW0HiZXoZAHsW1UyB\nhkoZXU2ZnMtsiogkdBoRwNW2voBvD21gGEGAGWy0QZlkOwvTocJTF3sNfwQxRV+L4VokzOQE4n09\ngk+NGvXzKrJMY/g22QHEnhmeX/r+oaCUFvc+As/8dz/ha/xl96OYiH/y9/8B1a8Mw7zLsXfp2htG\n/HvweeCH07A2DW0TGDsWJZltHklgIPjsevCZmnZCJ9EsMG8WbRs/Pj9jhvccSdPUa2b4vXZ7BihU\noD6BCBgPT4L7RccjyEAVrpHoo2l52hsHKId0YKj9yUgIESKBnid5FlSR8KYCwhjdDerazlxkkc2s\ngu8QPuOdNN91A5g15TrEJ4DtCswFD8mYv4UhVzUzziWEebtqrZoBQmbdi6J7JBZMsMTTvNn9vU2W\nk0fmeO/kMMz3YfV/hwOHzrVhxG9UAjoRtEpyIKQJ5/34calfRvjVXSxZ+J2wBRnkUGlEfkshV3ou\nIGsTPjePHHLhgZkgwzEzuPtt5Pjo4RFmoP9/gSmskaanhXb/fkSKUV7grn7e3CIMpVL0EkryCOPb\nxPq1tNyd61OLEZVd20URQztKMmx3TH1mvL1C+HY5eHub2P0ftVHshyCf9F59EmGl+F5zqElTS9iQ\nyi1kvpQZqnJUwZYS1Opies1eCQPdOg0GqQlCYdjAIfbDIQP9hYfaSx+Q1HAJCR8JpRg1S6VBpaAY\ny3RX2b9gdScWiW0/M3Jqt0mDd/CrkJvaIR6D2EYYz3JsP1gbSFfrew9W7nmvba9d9PquK9FuIXzs\nFukZayDzFTrBhtm/OHgT22EklU/muf/CrHsh7b66SLH5WzggVS/072GvDg0G/fnikIE+UKR5KB98\n+lgSJplb45n3Ykhh7cUQbyHe5rQYvDmk9uNeqCJ7YYm9Y20VC4hDZC/GVOzxd0026MMPBVvGX4o6\n8s7ZrLFRbkO9Ce+PstUZ4E7G59C7rb5g2Tpyg5zzq0J9LOr87SDLkbYGy+a6UFJ0x6q+yw5eyxkP\nboaaQruIgJV0NbInjGnWxojhcwHbHTFEw9w4zROvPgKNfM8gDK+McHZXlFZoUV31fKZx9G1sV7gQ\nmvi+ysNzcCVxyEA9qCNJQzZc6ImoxWkVGraiKSWuaqh21i2EAHtVjdddqLvPRRjng/m9ji0PX6JL\noKoG3gJ+FV+6URtn21wTpgZqhuh180phdt5dJMPpyWDoIJt0Cajvwqbp+1HJJPdbR/9j+qLsDokH\n+hbw24idz4Xe/xK+kN1BwnruAPMdmMjI9J4gKZxE5vMWcHkU4gW54E146Rtf4aUnv2KvrSEB9Jf1\npVvAKOTO2YPHLcq8BvwIuFHDurxnoDkm8aguOkiy2vMkoSGM8RY0d2C1AK+MJsmh23K+DstFkUKV\nPCr4ZFtBnHCvpzzPVNXrogTMR0hoQHjCquhdwKakulDPuZYUmyJ5Smxj7ckZcz+XUeu+0OBZl2ga\n2BhohdLQXeRkX+HhCCs+DhkoYIP6+pHTUCuIV0h2Q9N8dBWJ8uxvU+sg4kF4CrvMWPXfFZLiixaD\nUCOccogCtmizET+0eMd1JAX4qwg96mtkzOWX8APD1xFmFAN3tuBODsrlZJD/S6RX4h8A6nXz4JZc\n9M4ArPQli1iTRbjfcRmXRmz9E+A3kFAcxRCyz3SvVRGvfA3TKheIt6XvztJRYZQKDZFSW/AJhKnf\nnLH1XP8Yn+msY8J6tQ5aBJyCyUhIw62ID7J/M5gBXaNbaXtlCFZzPh+JkWD5EyR5kEYotCvIwnRg\nPYZXIp8Eu1JnUXjKElaVz5v/d9fm98xnP8VKonmE1N31bwLzanCuIXugj6RXSg+VHKJihAJBU94/\nQTgqgOySzA/WbLsWMAH9A8kY151x0o3hWtH6A2RhHq5af8hAySI7bJAks5xERCKXIrWyyA0kYtv9\nWxU5DTVi2m+TIYTlilE5fCpum/FMpDzztrn3SXxmvU63UocGpitqSIm+v4NtFVskWa5tE7+yFACL\nUJ2WL7iPWzbFLVzhoWGGcK4INy5AfRnpEFqQMbj7r8usjgIl/94NJFvpN7F7LI+fI67OqZ8ROGU6\n8v5XsTbRUAjSqk/KkLVItSu4tIBYq1F08NYnJhmW6O1p5bCTQCbZxXMDOV/ukvSIRwRncFYOgFzw\nuZKMvpsWpO4FFSrPIpKzlnhLRR74NGJY3kK4+hGSWtU6VpokkAvy0O5lIxqkWznGaZsjskMeObkq\nyRz4LJJ+3RpFJsvlriNYCeFNPqqiIb3wiDPQLHJS6qmvC5NBPBcnSa+9pmXZ06pSqFT5FGSy/p/j\nFhKM6RBf6pj0mUpJMRLIOYbsQpegM/bfNCF4A/gXwO9ibZLhK2n3RE/wzQEtqAZ9hajB9bIfwK7f\n6weORrAyIdITyJ5xTYwNTL2VHn2Gm0hvqN8gvZCJBvgv45Syi+hyqjlkT50kPVVXvdYdbDqpZvp0\n3z+HcJ0JYBUqJcv4Q8dTHqPxqqNjli5H0QK/ih2gXYP3S73tm+Gc9OPvUg22yCOkq5fvZwbMYJl5\nr8gFdcBxFhHvK5DJyDx2xxBBcxRWTa+vIXwGGkOXoyuv7U6s2jujlDJ5Q5AZlLJ2xqTvmZ9iYCkP\nt80e9Q6NSahXsEVzH55N9BFmoCqOaDJ6WD32OAk9q0vbRm2Om/gEX0ECGk3FhwyBhpODjZMIV6tg\nW35gvjOAL5pkpZtol1gGoDkFjZtYXU7z+uwl3qqWgZsx/Anwt6NkIHwqChD0U5KiJgC7UhBFy/KF\n0GmtR73DdqaBjULvsKBOFd4o7+2E0rKEWeDYgL90aXGUCu18vIMf/juMSIyeapuB+rg9YLT2qduc\nUFNabw7AttKT6emrKbmKHYCirS3jIpY/dWNfe9Vd1kIiEXKmTjl/WyOZnqqI8M7arrldZYYcQhtX\ngE4RWqchH9k2wSHDX8yLGcgl4X6Sa3YNYzPWSjZFuc5lgPru05E//rDgi1rWhkja1qt9sPg0oqn1\nqoL/4PEIM1CwtkO3AgdIKl7giYwRpuGadpp5Wzczhu509mEXdwCfx0YRrJ8j3ZkUVhuuy4b5jDu8\nPKychlc3IK6RKma5VoF+YCOC1ffhW4/7NkIXmmbfiaFSTG5wtTcS295CveqqqhUixCnz72MAGZEg\nL5rP3OyhYlme913znF5RBervC5nGKlKS71ns9Oj9dW7yJJmsOoPDilVa/f0Kop2fCv5eNON85zQU\nIsvM1/E98utm0GpqcRmEmt838HyCXSjTUCyZ687h09ePSQb6q79myYwlgwhqZ/Cl/A4yXz8143Qt\nUdMkFR/XGjVu7hXSVwYpnjOThVJW5i40qdbN/cP0VBBeqPM3haztIMk1aAOvHIWNWQ4Z6EOB6l7n\nSAYaZpPmyyVk8/0GSafI97HZIS4i0jsW/rg/yaA2gGJAPSq99CPMwMX0EHzTbe3hYBzf/jcJ/OBx\nuFuHHxeFWF0idsNhspEQamibzETSLoQqVJfhjfEkEcck1W63In14ZpzHOm20Kp+Oa8S82r8C/j16\nV84Ke5Lj3OOieUaW9MiccDwz5trHg79VgT8z/9+LmY8Anw5y37eRQ6IriXcQqRaZ31AbKOE7qFy4\nFiawa6ZSmeIIyRZMDWSOWwgD0nTX80jvJRfTZtxvO88bQBi4S7PHkHfW8UbI2p8haZm5hEiwRWSr\nuXOkPieQ+XfptoVpWWJ+1+pLamZ210hDRr/3GBJ28GECdg+OR5iBZhDudhRGg2nYIXmKr2G9nGGo\nzSDwh87vNWSR1eD/BD5R1c0zXGFzgqRKW3XGFYbCPQa8NQ5zGlNThY5xQlXwiSuHYXZFkey+mfIO\nuskvIBvDHe8msgF3q+bGhglsBe8QVgjC/F17IaVhBr8ebx7ZHMece7+DlNcLpbIsSYZdRZilFiK5\nhDAKDU3cCyVskLkrhZrQ0W7GbFopvHGSsbNvko5dZH61cLD7HG3cORV8Jzwn9wr6GMWnX53f2/gm\nBdcUociaMYRBIxHJNewnyfA1ykMxu89Y7wWhoy1U8U8D3z8GnTH8WLOPDo8wAwUYhPGcLwnEdHuz\ne3BnKgxBGUaIqepcqxJChWTL1xt0K9t5BPEBfkZmAVP5vodBrKAPX6JbxmijR3HRQedZi4jpoe58\n5pYGcO1lIBtnENhV/bcqf58iqT6nOSju1OBkj66UYKUMZRJqR3XxNv5cabB5CDUhuIz1NmKaDoss\nv4ysxUFQAtY3hWG8M5gsCrJXgWhqyKQfS3rV3XkexdrNQzNC2MAwYu+InUyP/z9I9pX60NLCofdD\nGT9qIqxAF+JBMtcMMFOE28eR+f4QdVUPiEecgY4J0YZhIGmLut9Cj+HYCRFGGNrfFEELI+8eLgMd\nBe5sQjXU910UEfHRGGL3ytcON9UbQL1Nl8rVK532iAowY24wb/7NkWRKPyEFu7BesjVBFR2EUSiz\n0I4lCpc6d5GCGJoIEFaTUkT4jowWtlZwyMNnODgDdSX6OYRJuHSzV3aXdjzLRknTkLsm6mcBme+w\n1YmrlZaR0DPt6qLoFUse0q/yltA0oiGgYMOMB7k3TuG+U8H5rntI9hpXiaQkfw3f4bcXXyyBqC/v\n8zCKBD3CDDQC+mQThGEYIyQXSe2Zaad+BnEiLGCTMkAIfq8q5upRVYyS0u+8JIx5m6TnsosBRJxs\nyDO1anx4beCw5whw9S4ibgRhRSGz0d9jkN7vPZAhPcSpiK15qe8xi88Eq4hNVNXX0I6nMdxVZK5d\nKVXneRZf/a2R7Nzpwq0BrF2HN/DVQy9ucg2aA7Aa+c/v1X7iOHB1GmLT6EklOrdJpgud2hK+zXEV\nP/pNU3KvOJ+pqp4W/qU2wh3kMHLT0N15nkIOFrcTwXP49KRNGbQ0Lsh86TNcRMihoRp1maSjyVQA\nZAExIYWHcj/SYmUbiQLMY/sghXQagS1ce8hAP0L0qDqjIYUL+Iy1jczWHMkFbiP2rDNICqCqSaoG\npUGvcTeJlplzHS/kbLsHd8gdrA0rBhHdVqDRhpdmkt7VFkm1eAq4MQ6tnwCL0HoKVs8nS66FyAFb\nadSL7xQAM4eBHlint6S0vAi7E3A2ReTfxe6JFvBBRwKsXQeHZtQqioi63Uvd1bbEitj8fjr4LAPC\n7a8AK3Dlk/Y5WixdY7iL5jsqXWfz8IExMrsB/oskmV2WdAlrlL3DhxUvI35Rl3ZXgL/EVnjSbqI3\nSfabyiNMTKMjVAINtbRb+PPWK+xKx66dvveChiiFzr3jyNy+DazEMBPJ+ELfgkdTqvZ9tOmdjzAD\n3ePV88iiu2EaLWz4x09IehIHEMZ73Xx3EqseqWSj0FT2EFlEKqzhqLI52fwaH+gy0VlkE6zg/GEN\nloeg5XBAZQDT+K89jNiMbj6F5GiuwJ0YKlFvrzcIkS83oZ7CQGewKvQqRkUuJqsF9dxM/VbSTIPu\niT6glrHp13vhLLYRQSiZh+ugdkhl1AmpKgKqYvqoGy6lMaT6/0edS/Wz6ClZL7da/jp+WJwy3bRM\noYj0rKQQaRWjNIa1jJVwJ/ClVxca26nJBmkoIQfwJnKwaXZbDd8M1UFqJ2xis5R7mZn2U823gNhM\nwCpSlyHMqnvIeIQZqCF+bX0TQiU7XVSVbNoI4Z0gffY0FEfj5MHPLqth1aM0JtGHhJbcQJhx2blO\nUy7kskcAACAASURBVPsUTUS6enEIOurVMNWN14PCJpVISseFKAP5YWh+km5PHNduBcnCHBWkX80m\n/mbI4vc3bwJ/BbyZE6nC9ayDjQF0vz/Wbx1E7r3dzaXdOtVhtF8ZtzzCxFbxg/vbyLiUYfWba4v4\nEpf68XJAqx84BXmnX/pBmghM5iQSIpQOl/DpoLDH/fbbrVmEeW/jM7F1/EpNWyTn18UgEq73fXpn\nTBWwSRvaHFDrmIbRDhXkEJvgHksIBgi1iBWSWvpDro3+CDNQgKaoUWnVtsBPxVOCVmLfJN3uVcaW\ndMtgazC6G/I0ydxzzSpVjCFS4F+SVJ9czACn8jBnxLBWBWvgUq4TSwfIdtZfcVUnc0j1IBV7p/Gd\nSW0zXrdivabwuTHLR0n2Np8GipF9niu0FhEJWjdGjBxM7yKOHzcjTzurFMyPK8kMkXTOpCF0Yqi9\nW7tEh5KsG+YziKzny2elJJ67JjnkcAjDbBSamqhjdVXULBJ94UJrZLvvnyadpUmbOeTgdbWnDP78\ntBBTUwkRBlxzRRuhCZWkZ7HZxAqXuc9iPe16OIZzoAddH7YujouwyFJaUTIX7jvrgZB2r0Mv/EeN\npthUClF6QDb0tp31Ki6cRwhfCWoL2Wxu0V8Q25OGE5VIV5m1pCL07hSrAczKkPNAPRdIMLGEQ/Ua\nM5jB7qEP9eOHKCkRv4O1mfaSVp5j72eHqcsDiAQebqK9pDz3AGySrtZfDq5TBqwZNyFClbmAleTd\nvTnjXKeM3fXJ6aGqMZbuGLr55wHUIXk/SCvnFx72EVL79SK922qrfVYjH0DWXTOspki+DyRDl/SA\nAaGDGwjjdt9vDXHEvo2t0Khww+vKpIR4hupJNeXzjwaPMANVw+Ka9L6pl3oTksJ1frjB32CdD6G0\n2GsN+7El2T6xxzNde5mb/lfEll4MnUMgBBqG6CySDNAGYX5l5D9hvKEL12OuzPQ8e0vIIIfHvRTJ\nyWKryLvquaqdqnJrWckQUY/Pr9L7jDhoIXY90NwK/YP4ttUdc78wmaHXAVDFN23oQRQGqYeM9l74\nQ4ak/byASKqbJCM0QLSHNOeQOqJAGPNgcN0a/vyHmXiT5nuXsVrNFsI8tfxtmKWlGkj3F0UoqtfM\nzQ7a6+XD4RFmoFqCx5QTXx2CjX7/5HPVxAKBdxxhUoMkGW+VvZ0wirOI5HuDZIEFsM3WlDhXsHnX\nLrQKWXjvy4g6XImgaNR3V8VRyUCZShXrfQ2hErqGwahUNYP//qFdLY/P4EMb5Di2CZ0yBA0SD+Nk\n3ZCoPLJW2kdeEZRH9b57gt727iksg9GiSi70YFFV3H3PPOlqaxT83gtuL6oWMtdawASsI2sF/xAr\nkgwZU+1HnZya8BCOIYvQaD9ysIYOxpje3EHvo8WVwgO8iO2PlYas+d5jCO23EHq9hCSxaCyoGy3n\nqeYuw3S78enf1uitsj1YPMIMVCvjbiDH75KUGtsZIfXYbXRgLvi8GcMzKTujjY1t15Ozl4lAq6Bd\nRTatKyUUnWu6z9zjPuoAAVudfQrfq9vEHs6uxxy6nSu4im/7c1vauOMLGRzmu9p3B+dZWcSu2Ucy\nu0VjZ7U+Zxib6KIPK+3VsZ503S/KQMND7Qjy7m+SzkRdtTON2WkMpWKPxKo9ETbCW2B/RhsjHmc3\n6QBslwA3jlVLme6Ve5GGOWwlRbUzKy0pI1TmfBBos9i9MpnSDpkaUsxkAn/PeI61HXOhmyWhqGF7\np3z0eIQZaB05qRaxBqJNhPq0l0sQeNlUfUNXchlaR3sb2BU1JIh8knRpRb+3Su+A7PvFfup1mJ3U\nj0gUy9gYwHvFFvfeWjxmb/OBIhxvjGgCN5FwmV5mmBxi0xtC2lyALPdBa064qa73iyZyZrvrf9DS\nlb3Uf2Wava7PBr/vhTVkntIqad0P0p65r9mhCjvb8CdjMBXUuG0Au2rgXUM4tPam0X25Q3pXh48G\njzADVcPLPP5xu4ws0CSiX2ZJxvSs022x8c4sDAdimNoq3dqSGlpylg8362kOh4+CVna5fylLA/fd\n39P+P/xOiINIMWnP2wtuFaRr9K5+dC9Qc7pC0yFV8nczgAbYO0mhhdiLXROQq96nIRS2SshhnMPa\nkGvBdb1oUBvkadyzi7C2tjqXwnHpeO9gfQXqQNsXpmVOZwPmR0jWg2w61+n/t83ANT3qw8RK3Rse\nYQYKQtHa1GYcfzquIgsSlqXROAytC0Z64PM1hIk+iU84d/GlTN18W4jgGzKtjeCzNpLWFuGnxGml\nqP0kTr3nFsmQIxcdbI+0CXwa1mDpXUQQcJ/ZRMJormJtXW4lpG5WTzCeJYTuO8G4NNZUK0z1otjr\n2Ln93T3ey4VWywLL4EDm+Bq+wy1k8O0e/x8j77MafKaa5gS+ea5KssGfm7ap39PSbmm1QsOqhm38\nMopqqYrxnWhp9uUGSUfjDUTOUJukVrfXtFd3TbTjgBv2dweJ1iiSDDdzOwF0Q6+uIZNUwaptLtw2\nqLp5tkh6rz56POIMFGy13DWSOWtrmPaM+F4OFSH2aliOrK9WdtL6i2FhkQ62XFyeZLrejvM41644\njB9Pp6f8OD69aeC/+/sGtjZkBcsctYHoNlY1XDLPO4rdQMPmPa4iBXzD3OY1rA1O+7KdDq5RQV/V\n9hbQrNOt2O6+WHMbzg/IOFSKqjv/r/OyAixtwHeHbAEU2D9TCfzK6svmXW86f3dNEi1sQ7cwUsAM\n2esVuIm1LYadTNbww3JC56PLD07i11ZQgSsfXL+FJGOUg8/d/Hb9zLXHas+3sNTBMOKMdMeuqZzP\nkOxZFbaV1l6JjVgOOr1Jhh4mIt13bfNyaXUS3Zeo4QcpPzwcMlBAFuAuQhF7TYnLREcRcaDJgcS+\nVg3ikm/3jhFmoQHikOz17W4oN01unaQkskKyzmhIVwvmNXSTuGrdHDYl0cUyyfAfk9Fo2+w6cB0Y\nW6Q7RAvI5nGlnctF/9oa0LxLV2xx4xHV2arzpg6QTkPe8TrJs9BpV+RBHU8612Hlowz+OmhOvtYP\nDaEkpMlgA8730qDMOc02rgymjm1AqdhK+U5axSMdU9q7bwS/p61Vr5J0vfw0mtHlokAyFnivbKiu\nTTNMV/t44ZCBetCk4YOihSyuYycdwT/B24ik0skmpYUGSbvShwlfU1u6u4FC2hsgPQdc4W7QJkLD\nRxEp02XMS1jPtjIbN2BasYOtK+lm5MwGY1U7ppvZFANtEyYQ2uR6aWrFCbEzh1LUXeRwUAnOlQbD\nXVDCd+7044cFZRCJ2tUIYmzGjWZxjeGvtwpKvUrLaWft7rvgm3smSLcjhhJtheQztBq8G8es0SIu\n9nJqhV74IFu4i5MkzZbbSFZdW4m0BhSg+YvNgn6xR/9zh+rDRbpTWSC95uNCRja1q0bVkA0yGnzm\n1hUNsdeKlUgWQAnL6en363RrMHfRjx9jqs6PMCYP5D21HYRKEWFpQBCGqZk5boHesPZok6SNU80b\nm9i24i72qgAUMpohfClSY0kVLkPuQ+bBHcuq87ww6NwNTdrLBNdPch7XnM+nSGdKLaxTMqw0Fdqg\n+7BFSVwoc3exjG8Hht5RDCVzX9cBpu/ivnNMstL+rhl/LoJ2y/lSBtohQe+Q7pn6eOKQgX5orCDU\n0ivQE0O42SQR9/JKamZIGnp5xnt5t/dKRU3L2EmjiDQpQx1Ee3mUQTZOmmkqLfAc/I2v6mhou4Nk\nrKc6ZdMccTpeV7oLx94i2fP9XqDzdj/7foj0QsPKhFzbY6nHNfeDXum1m/jrs1fl+ybp9V/T0I+U\nH+wuViv4ghYFDZPlP764LwYaRdEx4P9AZK0Y+N/iOP6foigaRbqQn0CsUP9uHMfr5jv/DfCfIcvx\nj+I4/osPP/yfJ7TiwyZCif34jbofAEKVKbz1FraRZ5qNvYGlxXBoBy2T2EtNC7HXRi5xsM0eIZKf\ny9i26daKZgc/G8m9rolIyvc7/TlsYZEQYQ/2vSr+7BX61Yd/gKotOsyHH0LU9TAeM7RXgpgJ0g6Y\ng6BKeiX9TXypdK9DoYGYcyL2r4qVA3lZJT4N/lUi1UT7j6/NM8T9SqBN4L+O4/hnURRVgFejKPoO\n8J8C34nj+H+MougfA98AvhFF0RPA30NKoB4BvhtF0fk4jj/aaqcfKTSwTkvAvwOchWpasvk9wg0B\ncZlO2mppzOBeTkq4dwelZjYdNBY0DHUCG8AwhK9maq74QaFdJDXMKQ1aEOR+ak0qVEVOU/9dafeg\nAtIOthZsmNKqmEV4iBszqo7n0DfZq3ziQRA6lzT0SU0jbjGU0I6un4UCI2bs+n7KdFeDsWvUURc7\nWLuMxldhHrDCw8pjfxC4LwYax/FdjMITx/F2FEXvIYzxt4Evm8v+OVJR8BvA7wB/GMdxE7geRdFl\n4Hl6dND5xYDG4Ixg66tdgs0szI0nHUmdjvRnLzhcRh2N7irUgFpLigVnI7EbKcIsJTX4a3qmmghi\n53P9fw2VcZlcnWQRiGHSpcXF4PdlLGPsJVn2ckjsIiFCa/iMNK0i0v0ilMrUVK3Y7+heR9YtTarS\nGNk4uGfabtKY7rRADbeJXh7R2cJwrxBuGJeTEAfIO6upQlM/FRskD7gr5h5uG+sYW8hF0UJK7q2R\ntFTdxkYIqO1fnWFhNIj3i4aUuKXqa4hEcND0rJ8/PrQNNIqik0jBspeAqTiOdasuYINUZvGZ5S32\nNBr+omAFoZYCVgS8DmsdWBvE5w5VWJ3HxtJoLFzZP50bINwqK0WLu4SXN8VMdMmc3ZAqEcWk6rPu\nir9PUhK8Zr72qeBzrZKj2DXP3SC9B89B4DI5TSM9KPaSKBv49VZ1fuYRNbqfve16Dxs5hIzSJLxe\nSEvhXMU6yhawh6YqSSETrwIbMSw5dBIhPM2lkx3sARqaEXS81RgWIvn+UWxlf0WqVq5N3jWBf4cP\nZ4h++PhQDNSo738C/Ff/H3tvGmtZdt33/c6d3r1vfq+GV2NXVU9kN5uTSEqmKEWyJguKLMNxFNtx\nbBlyBsAIMgFBpABJ/MER7MBQAicI4A8OIAtxYNpwZAWyYE0WKZGiOLPZZLOHGrrmV6/ePN7x5MPa\n6+6199nn3ldVr9nNrlpAdVXfe+45++xh7bXX+q//yvN8O8v8QOR5nmdZNmo6lHz3h+bfFylSD72b\nRHE3GcLKoWc/hUMNomudlcqAIUnooA73rRZrI5qlhodITeMVtJ7rY82nGBl9fioPLxpuZSa3Fqdl\nALIyIDQMNIp/gC9lm5pN+4hVGyusA/dcu6ivEQAahu3Zd39saZQexSqfKo5Yf9hFTcJpNEAs4E1k\ni7fPi5XSfcoLA+oQ63M0Wm7brn5oxanGhDEQ+nJX3fMmkf7QU4X6ke2zlTdjFW/IpVB4Cg2L/Z3q\ny83vITviScgnIxRIDvkmw47PcS8d+zkcoD3P4UYNblShMgdZdOIaur52kEHtIJpf06O/+2D4UK65\nP4eTh1agWZbVEeX563me/4b7eDnLslN5nt/Nsuw0ft+6RYgQPEeI+DPyow/bpHdI9hEEutZNOIac\nbVPhaT32b5tr4hm/Spj83CB0KqnDaUjiaWSH4vnbAi0t86/5mK6Dl+i1B/D145I5ZW+l81x/p/P9\nhvujxjj+Ntx2r9SKPlcQuM5ANeKtNb7lritwiQ7gXEW62rbvrvu9+uxUTlIcjlcQg+cixe6yv91x\n941dMm189qBlUT9Osc+2toAZuJFJeFUVchxUqgG3e7Be8ycBbf9LhIq3i2SB7agT022qWg7FSrcH\nfAW6z0cdoRx5NxieejgW6TAN7OwRbtw2dUslKvY1KIs+qUO2jQyC8hmqpMC5R8Hmchi5SLjbfmbk\n1Q8bhc+Afwx8O8/z/8189ZvALwB/3/39G+bzf5pl2a8iR/fnkPqB7xHRUOQKMsuvIs4sGzVQppgN\nvOUaOxaVqKQsElI1f6vjTBVmiha8ar7PgEvQu0Rx4m8Rrs4tWNuF+xfCINIW7oS1CjQhM2duW5Yi\nDkLc7sOHTfuGWUOEVm0qEJY8am9DNidKLSa3WI8+0xzyWCru3pZ0Wv3R1tdcwyt8FcugFrvr4q7N\nQUy6F6Qt1/DD8WHSwbTde5Cd9KvzLYrwrHVg14JjnSmsqaOAV2bXEKLXNymi+0GUo5r4a/j5pyVW\nvxvkHOrDUcMgdq7r+lHGtHdH/PlhLdBPAf8R8HKWZV9zn/0y8PeAT2dZ9rdwMCaAPM+/nWXZp5GM\n2h7wt/M8f6dt9YeQFGFkbO50EbPrADnXjkrE7po/eqxRgGYsj9pdTcpxJgNCUKCzJNoUge2AvFPj\nkJH0fDR8SXO3x5H3DmUfWeQliO8UQUZKlFw6VraHWREPPBTGfLXlNkrvUy/WPI+NtAOgUhUOW/u7\nQFbw8wtEke9QPCrEjdFMIQsjsN8d9dJtILuWJS+o4zFeOkjH8X6LZb5bnJ+j5GGj8H9M+bL4iZLf\n/ArwKw/zvHdWFJ8xR7F2gcou3vRp4ifyPh57k1Kkmgysu/8sYTlPFa2cpU7DeEIrs0aTInBzQMi8\nAcWjvxZvqoff3yK03oYKxoV3Y3+l+lSDzzNYSGhaXb/KKq+55bEoPEmNqZ7NlYwkxiIO8MXwYtG6\nS4eiWIvEtnOKUJ/EyRKzwOCifLFPCJNaIbR2u0BWg6WFkIoOinnjNWSYdlTZ6ZFYRZ3HKhU8e7al\nwE8VkMoRx/US6WO61ig+CgVWQTpB4R9lUjd/TyOdeJ13GjP6JBNppMwhk0iDOEpDpCBJK218Tl+s\nMNR/s4GfsLrSFvDVuVL4IbsD67nXgjv1j9LJx6JnVXvMjx2CkxRogHQvsARUMYxqDVF+GnFV4Heb\n0G85rtaUwl9SQHFtyzDTR+nSKeaVKwl0LKnaSTErlnUPZ4RKV70uIEEgy+Ifr6D4/3vA+Uz+voIo\n1DjCbfPzP4zopXmK6ZgxPHIBuD4Na9MOkqw7mMoxfKL+J0yD1LlsO6DrGhJ34B7h6aSH7D4nECtw\n1X2vfBBxjqzeW0Xnqr6wGg3xqS6WmJHpabwD/p1Tok8UaKnMIEfwmNBVpYrM8tjBtoP4m2Ilqwpu\nYK7rIcXC4zDvNWQFn6dYm+EenrzyAqGZokGBm/gymVaZK2SEsDCYNi92yR4mc0ivizkhR0nZ9/G6\nGRUzWKVYzeE+5ZVBU6JIAusmVrEsU5rt9XZIhi+hoVKWvJBRnIq2XdlMMdNpCBC2gxWDNEE08DmK\nXIhDx3fUEOXQrbsHHcMrYK3dHJdf0JotHfP/ymqm0kHmr3a+/X0ravfTeDLZd0aeKNCkzCKmxln8\nhEpF1Y9TPAM2kApvO3imiHiyriO7shb4SR3vtdxhLPO4s5u7JkaHa6WvZ6Ln7lOsKmckQ+b/HqER\nozWbUntIiqDiuyV7iEfdKu8yuBF4Ts5YUuxIIEOiZVYeRazeOk755qEKXHWT3UzqFFHTbybulRyL\nGp5LLiYE6CObsRKHp0QLupdlBy0h881CBhaA42ESSA03r1ymwDCzqU1xDT2F7IYr+MmouGarbCeQ\n48Aa7xSw94kCLUgDmemX8LTbKpr/rj7NRrEH+y2gBXmGTNqLRWxgL0MmyEVCBahRVXUd6Kqyk6bl\n7jtNesVkiGXaMP+v+YF1DjXRLEIldk3ZhX0x+l2KmV9/E3NGrFNcs8rLos/rRX/HVnOPYsEAhdFa\nUXKfeBxOub9TBox6Q1YoupztBqN8BCBdHhMiW+DESUKAfyxx9Rh1YY5zgRD9LgBlnHJwszeAM3Cq\nGY7nHXVAx9E0DWbqJr9GcaexFmaOWKGnitc9Q2gLqDdrBahMCP2gld0puDwFvRayTixOLDYqTiMQ\nkCcK9F0iNeQo8wGKx/NNJJ1lQBDIOE+RGu3GNHQd/MMugBxYXcLjMq10kej2xfDjfjxxlWQzZTrZ\nCZbBQhZ+vpkfHgGiriXLNKRZPSlloUxkMbTnDqHi0/jGm9F1ugYOOyuVVi5WoLvgkQ3AjSlYqITX\n2QJ2Cmeaobg+lehDXc+2tPUAV0Avl7TbRTzcqebaF3tgdD/T5yrYPnVs1+mWoleoIBvOvrtPTGln\nN6c2cOVZAbXHluxOA/YidEYfilAhjdy7k1izEqYlK++x4nmt5X2WopG5gcyJn6ZYGfZlZKPZtj79\nzL1UHEC8jXTeOxORf6JACzIDvAQL0XlwExjorDgBJxf8pD1BeMI/QEDTzMkCikmKswZUL4Tuyy6w\n1pBr7aM1bgQeJpq34OlKqD+1vK3V+QOKnofNzM9BteweZO6pBZby8+8jBkOcYRRfrzjqvgJGo2nY\n5whcAx18mckavNryJSRSuNBxftsy6SJBItvPCrwYReOnJ1IbeEutRhsfsd8/j8zJZeSwZJ8fx4fq\niPKM4zs5otjiw8wBcL9J8dieQbUqCs9uXArRvEfRTxtvslaOI4cle40m3xVkiuKJUD8fFb1/e+WJ\nAg0kA85A/cSYKh2NMCJdCvWcKA8+xBOtTGGkEj7crYPfHKcYBDqsxH7PjJChx0oOrAzg9IioSqw4\nVPFb6UBpPmbeNwGkmrvhg2hUhY/pIO5AVykHS6b8JqJIxjEtpTabGsW+2kOUmu3XcYnNexRZkEBe\npU5aGW1SJPBOiaKFHlVaFF03GmOKp8QxxJ1Zpt/GcckGUoN6pXiS2ZjBQyq+++D6Jwo0kAngHLRG\n7WiRr+UkIXpIYXkAWSU9eVLR1EeVo7yf+iw15mTjTm2APtyrFBdAzLYf3DA28Wxo2+bxLxOC/lWT\nrhvllgGnpJx0bCSt6Pd6VjaKt1Hz5aW1CeTQd7VVlAwj5gVQicszD1T5J5bRqmu63dTi43wsGqTu\nu7ZpuuwfI4roRxK/6R7SXE+hiyCNnBtKPMD7YrHG7gYlQ7Hvt+s+ey669ha+X0flmDRAFpaOfyb/\nG5+wNt4ueMTh5IkCDaTBaEqgPeSMapw2M4SWQQexCsqILqA8qq2iE+wolKIqsjKSkHESW7W9XYbT\nJvbbl5aT0vKeENb1SDn+yxrYAr6K79g2bMTOtXhlVgj8JIoosJcP7iMv+aL/bEhFYBiHk4iDfdIk\nn+4esXKPrdc4iOa8Phwgc0gp9TYZESPZJwk/sLwclgs0boNmBKvob6q10DDYAViB6cT7TlPkeNXn\nxDq4i1Dn1vFoAwtX0+E/D1RqsKJfvrOKskyeKNBARrAHD9RhFCnY09HP9nFsQG8Az/k04+F98P4x\nG8jQ4p7Kx6jNsQu3iiy6+5X0grJBnlh0YdSAVeeA01xyXSg25blO8Wh4q4dw4H1Anh/TwRSOqDYl\n0C48ZfFPAbdHyQJeo2uZzcNK2W406sxuNEic358bGqZtwr7bwY8lhH5M9SrU8RwdHyDUgQrRGmwD\nMz4ws0yo7HYAJj0b0/vd5xoIewVPeqTT1s5FTaGNMbw7yNhbnbUL5FWfCGeVa53ydPnYFXYaIbbU\nfU05SlS0SvE0EnxauYBsnEdAVP42yBMFOpToKGZ3xaFltcCwnORryIQ9Hv5MYDSGTm6OYn1uhbJY\n0iVyqEeLfAvZiS9GTf2TPqxXwzk1jSwcO5EbFGu23wOWnRU3Xw+DGva3Jwn1Uxe4ZYp9VfGLI06h\n7ONqqqsvII6cbiKdECciDNx3C9BowZzpj4NJ2JmB/D5yzk1ln9gQt/4/vr0FC1LD6MpCHfV/M7q0\no/9Qx7Rrewzot+yDmKaep8gtsIrAfGw3DLGnWVj76aZpYg/n5q3AcgfONIpkW6/hrGD3buNOPio1\nQmhRHzdnnZafIJzTqZOHBX/EjFOKf4cig52WcBneQ32bzRIrvOcaNIdPWf7u+UKfKNAh8PwU8CGo\nvd/zMdrJNp1BN4POWdhsQ34AE82SCZkBp30+s71mG28hbOP0URtqZqtuIPPmEvBjhL6lPeB21cNA\nYqnjy+F+lOIx8XXgKw0fgQVZDIvueSoVQuthy36RiTLQhTFP0de1DAwq0J8UBaOG3jqwW0PMi/g8\nmbvPT8BSFirlXeB+HbqngdPeilf6uqEonmafQIulxmnQZlgQvpHB+xBFZhe8zWS8jRRFi4/mMxSj\n3uBZp7Q0ynPRdStI36RcmOeBp6Yl2h5Dj151f3r6Xh1oJZL6tY78VCabsA0i9RHDLpUo8AOEm7ay\nZl12A1KmhO04TAI/CdnPd8mq/ovBbg3OV+AfuuvtpoB7TnySyX4IXpwqov7WgNtngL/qfriO4L6u\nIRNQ01jfPnmMFWgNGZHn8efweU+1GTvd1UI4AOYmnIVVIhXkJrElokaOWhQ9YNtYqyrziHKbQZSb\nvYemz5dl3SgHRKrEMO7ZzxFyxsbP0LZayTAX1ccXm1Plq1Cq4KR8AmOmHl6awIco5pK/gSc3P1hH\nFk+X8eHpLvC8UzJ4NrUgPRLfF6rQNwitzjppF11ZhVCVMoQFiAKdo3gSGCCY1SDNteQhCjVSKzZO\nQtBKNNZg61CcDwqPW4ifa2Qaf7xXApiPQ7bYoVrzpuOg2YRTDQmKWQx/jEgZ/qQFS810Uh7u3TId\nvOPQew66n0B8IN9E/EylzvlHlsdUgc4iK/H94y4slzIIhg02x8f75Mmil/zn2y4PPfJPybHxkR9e\nk3sNCVYOKVVkg3jafPYTiOHxf4OniD9E5bda2aoc9ztkbOOje50ig5KO+VHWe4KHx61ayZDuv4so\nImeMj5RUt2oGcQ1fUbTMPV3JpS8aiDESb1g9fInpHlBtjmfMmiDaQ1qw9jHoPAV8HlGmbw/hyGOo\nQE8hdKbnKaavHVIyPPO4VjdUWcFPxkMtGrPVx1U4x0m8iPY5HLYu48ExgUOLdPYoKmk563gC0YYD\nx2u57C9RciuV1PDYdpxAXBZ/oh9qLWT3w17d+3h1XHTRZTwYCUmZWEpL8MxvSm1ZJmuESuIw+feq\nwHXudSiSWh/m9Gpr0h8GanvgnmX3PK019SAyjy+CZ11FOuZqHR92nsZKdA7YOgF3fhLp/K/wvVpg\n/wAAIABJREFUdijRx0yBLiFOxecIlaeWJ+77dadHmxKYHyAT/TvRZ3dHXA+hFar1xkEmkx7x2+7v\nFcRPFacqqp/I+su1GuwCnjvyMuK3s4q8QqgsciSw9FbUrgXCRRK7K5XkR/+tytxRBAT330MmuEaE\nzxIG5TsVuGIhRz3YrIcKdJ9yvguQPvoA8NYS3L6HH0TVDn3IGzBVKRKdq6gbwE6NZcYoom1Yy2Bq\nOp18YV2xisDSubWBrO0/RAJJ8e/vIGNlrUIN9lXwPDTdntQhukcRl6zvME/xvft45W7Z4m4Q7GXD\nYpk9pJ/jjX6XUgU6uNdiMNcLg5XjRP3zsWvBkjitE6JYwHOl6LPmgNYkXPkUssC+dcgGHF4eIwU6\nh1iesfK0MoDBASw3i5FDjWDGfMev4Rfdeff9C+67mNQCROlOIrrc5sjfw1OCggewfwnvxLd16/Sa\nPTyV4zQyP+7ilQH4BTUN/NnouV3EkrmNX+BnKFYJWcV92PDJQToXc8SnqmTnGbLoddHq4mq690xa\n2TEnHkV84DqJoFEkT+MCCzfdCy27+zYl6Bf7eu0i7eOPqFrGQwmB4sjzUKpyQZmFuYn331n6Vi2Z\nfMy9113S5Cp/QFTkDa84tJ/33KRoU6w/pff5IqKM44AmFLOUbBWPPfw8Vt/mXcJ52EE2g+OE/bkD\nXK3AS9Uwt8FyOceSws9qlVW994H7rRoSti1KNK0yDdSm4PVPIRP9aKt+PiYKtIYozpcYHflwDMJt\nhapY6UGtKtFaayl0kDXapwg3yglPDTrxa6Tzj+OsEL23TpybeML7mH0nduet46Ei+vdFfGTY/lZF\ncYeKa7TKfEjPWJEJa9/LHum28AtbfV0qbUZnn9jQf8rH10YCKJPI+6Ys0iqwdAyWZ5DjwRLSac+U\np6bGheRA+uAWyGrehd6JEV4e04lxzn/Z53aKzSMbcTu6RrOm1hEFN8d4F0+M4lFltdGFjSrUKmEd\neEj7GLVIwkbiey2sqfdXSJUSuWwi8+Ay4lbZNRM9R0qG9ZFx3CRcB3ExW32GIgqs7CInp60cJjN/\n0rJVxkE21eXTsPk+RIkeXbDhMVGgJ4APy/HNTpyhQ7wPzENWDQezjvl/11VrSP/HR5bU8a2LRIit\nZWnFwiNnkAmXlNw3cxeYH4FXHCV1JOHGHp/bwDf0f14HnoGN+dByVKki2MynzGd9hFVpqISiEhG2\nXyaQdy71tU0I6YVa6DGNnBKmbCPHzJQyruAWzMeB38eHeUs44TSL9JuEUfGhwtNQep5woRkTqk7R\ncrqFbATXCIuqnqRI4Rb7FZVpiS6s5LDdEJhVytKtZvIOWlrIyqr+w2Vu9BaFTtFOoVMUyXBUcR8G\nUvk8oSa5h4zVJDL/T1IMN+RInxwQ1rNXFqs9PExrETndxaAKJYy6nvnn6TDHMMSXgM+9iGyq1j/x\naPIYKNAqcA6y80VgNDDMl65Wi6BzkB0yXjiDAexE7BsnnVawymkaWQRXVbs4P8AsMsAxN2wcyLim\n/7AI9yZQC62CRYoYuQ3cw3WXmIeTdfET2kjxHlIzta0v+SowC4MXxNq0C1Yj4FaBaubUkJquXgTl\nW7lAqBi3cPPZOYCnEEv5WYo679vAl3qwXIVmJkr0/RStsjqw2IS1S65hJ6CSMN06eAutknjeAbBn\nz56aJgPhLtCUYYmzd1rA1wbQ7sN2Jv056TbxeNN7mnDB38AEk+7DwQG8fA6eaoQbRxOYyWDjVbj4\nQjFnYQPoqjnrisQtH4dWzcdRLxDOW6Ua7G7Le+847ZrVZO7G2ZwXCDfKWeDL+A3lDtLXSi5iJUMU\ncNzmFcRSXUJ85h9C2mvn/Q7SF2tIeefVarmf/BTQWILOSZ4o0AeSBnBWBs9O2qEVvwPZjAzUOdK1\nzV8jwXSkC2mX4dZYJ4Rv5IgFcFX/ZweYlJS42JLIKEI/XgUG95DcUPXcPw2DU+FuPE8RbH0F9/A3\nEa20BJNPMfHcLovn/ARqdxqsXTiHTKp7eOfpFizOhwGMPWRxxBvNjnte7PSHIh41rsu3gvj22Yds\nQt7lBYQ4I15sC8A3+tC5DbuL8M1pD/dMHm1VI50pujg2kHdkF1iCkxVZZHOEimwdsaKCDaGNN1F3\ngIsy9k8TKpIN4HLmfIi5sEy1K0XiZCgi6irAV1w9d6WKyhtw+5wA3WNRH2Q8NpeBgzeRs66CiBsw\ntejn2xKh4t1D1svOMmLaORaP/Dk4Xg036667rV0z0+79dA7EbhI7VicQy9rKd4Cv4ze3WeD9UP2J\nA+otb6b321W6xyeFP/T1fdicgpUsDcVS5MztE65xR3OMfwwUqDs3LlLMMAGgLvrlHDIx30fYK1vI\njlxQoG4W1Ja8RTCNWE52gvSBr2bOis3Fj3qJ9DE2Zus5C9zRwlvqMa/K5LaTeILiznsBuDyHzGzn\n28xgcmaLZzLvK8gn4HNnz+ELfDkHZqUp7bTWxn2kb+JnvR/4Gt7YzRHi5t2sqARjAH4DsBWuq8AZ\nWPgP7/DDC58lM87D33v2p9n9tRZ0lOG4D7eq0uyYEctKNlm0mjaB3E2CrCL3+BRiDcUK/p/gNkEV\ne95d9C90hnBjOwDeyiT3Wx4k8ywVsV6iWM9ougo7s0jHuoqrsxSrU2u/t5BNwMpzwPJJfMlUV6vo\nON7irhJa31Pud9fPQb7JEKFCF85UxRJU6brn2rnbQtbCWnTdMrK+Yks/HpspQh94BXg+589d/C2e\nN1itPhX+9V//WS7/5gfgdXfsuT7tN8JYFoDb8/g6To8uj4ECdSk9c4Rv2zPfN5BJ+Ul47i++zGlD\nOz6gwpd+/Ido/40WfEVpyR32YzILJ9MiAkexi/kisFmBfwnUZ8WpfgqZFDPRtbEf9Xng1jzcm5c1\nOoUotR8lxBt2KWJOnwVenYF7Pwj5PuQ92SsmdjhmEOA9arKYlk7B6ilpwymkiOMnCBf1K4g1bnQG\nILr9RXw5jirCov99FK1qrWOkkiF+z9yYrxX4+YVP848+818F8Klf+6mf529+5NPwbzcZUuRtH4Od\nbERwqgXTleKRuUIxt/rD8OJ//GVOm0htnyqfOfvT5P9pFzFHq74DKsBx1xFaY/AD0T3rwHIdru7C\n8anQX3gc34+xVXoa+P4MPv8idJ4R67UxKUfZj0TP6ABfz4rptyAb2Nl5uP19Rhk2ZXPWuVehyNXx\ncQSN8p2PSVdPIfPhz1PEba4TWrAHyHteM/fXE9ZPElqrdylm1dWB3ZCboD7d5j8b/CN+9u/8bjBu\n/9Mv/V3O/uIK7X9VkQ2x14Tlmmzy8ZjXYegCOyJ5DBRoBbJ6cWINd0yjCVo5L/FNfp5/QdWM0ldf\n/Bx//6/+HfhqLoqIhkyGjxEqgwlEKcb+yB9HeAuvuO8srCe25qy/VYMCp5EN4BnkuSmnfRwp3cEz\nlbfdSvkBON9KpE+6LFZmEAvqw4jij4+DihWNCYS1/l0L2VBOIX3xNKG11UMUcJwzXcVxa9omHcjR\n2fTH4o9twr8PfPYl6H8FWblteP1ssR93B4j7wmWyxBbJBMWgTwOe5TKf4o+Dj7/xIx9jfe44bOp5\nFSmV8jThOKhutXOtAvxF4PenZKOxeMwpPFdCHCDZR/q/A3QmREG9iCjQ+F2vwdCMi9NDtbxXNYO9\neV+epGHamUqsmHWfPY83DF5wf9t33kPGKG7/8+5dF/AVGxaQYI5t3zcokm3XgUYOnSxwC31o5xX+\nwd+FPTN//sepXc798htc/uQH4fOTwAHcqUk7k5vqExzog0vFRR1T5dBLig3ao2NG7gD1VXHI15Dd\n2B5bRmUjaj5zijFefTPxLhwD9MeJ3W3LEi6qTjE9iowCsx9GYga7OrJYV/eEoKU7BlJQBy7W4PI5\n5Fy9Br3TkKecoPv+YfFMnwX2KsjRNsHEVJBKeL+PUQy8lMmi+2NjF7o/N4AfBObNmXWnBl8276Nx\nrIr5t5UMwAV4Yv9fCosM/gQED55FFEvsNybx/2Xf6bq0w34ROFaBO/uw3xqb6ZtluSjmVzLYGvjY\n6UNm6j6IPB4KFIoTbwpRgHE5i7HSESUwR7GQXJlMMzqtU9mQVGJw8LtJSviDDy1xaYo6opRX54Cb\ncOcirI2ZllMgZu4mslos4aWVEQM7C9ydAjbk6Nc6bLJ611uO1v0yKjd9mtEKZboHDdPW5sNYSSfk\nGD4SZ/s2ybi9Z5zMELb7JGI132mIL305G0+X4HIl2GqIy2qtVWRCexvk8VGgKZkByHxlw72M9lhQ\nZb8IRldZpZymcgo5MnUp5mQT3U+PWNt4WKUClrWyspXUelNSBk0HL5lIfWqeQV/T+xQQHac1lukj\nRfhsIhuLFsbrUQSTx0fMScQ6f20a8hXIvwb/9CN8/X//KHd/6gTVjnelvFG3DCKaRL3v723bmo/Z\nFetAtQV95zhsAGuwwwy7kTLutu1utgyTp9NBQCWBipWYrjJNv4XxC7sM4F8qlbTyzPHACkvmHd83\n/n9FbOmc0LlnK7GMEn2uYj4tK34ssf+3iQTbGlXorMLLi3S/3qD9gQZPVVyei8ok5NqZLZBO2Ib1\nllihhbRdhaQdjTwGCtSQAFtRpZYhuM5OBf45/Os7f4mv/s2PcaLhz9u3+2clyqwDMEXRQZ0j6XJz\nwM+Qrn+T4dPylhEr6EcIA1FWrgKv95Hw9wn4bCaT7a9loZ91jtDH10OCNa8Bm1vuoZeg0ypMnS1m\nBS6lsKdri/CnmVjEf43wePeGNKOgkK8huMXrwO/quw7gL1ckkDROjgHTDdh2O0y3zWf/wU/xif/h\nc7Qyfzbe7s1GR1IzffcIlVqn4z5cTC/cBtCqSFlfld+CP7jxM/zBxZ8Jr/0ibmN0O0qL9Anh/0U2\njtg3CkMsPq+7v99CfH//buI+ICD8ryAQryoy3q+5z3+cYhCvTK4BX+rD4AqyK7qqcHkUFIjTRb+O\nYDn7W8Cs9MEs8IuIf1GlTdG/3HH3e4WwasEl4G9E19+imFQAEuQ6B1xpwf4t+NVz/Nf/ya/yf/T+\n8yA+8du8xFY7bkBNjI9NQgW6B6X64CHlMVCgPeh30302jcwnteh2gX8Dd//oIndnL/rr9oHP4IqP\nTcmCj+E4qwhs4yvAJ0kr0Hjn1oh2CtcHLiWtCt3jrpG5tOHmbLiJxnXBFaY4CfRmYfc5oAf34C6n\n2DdacUedr1WgX2dIl797Am43QkVxD1GgsV9NQdJr5h17FfgcRUsrtVnMIAGTV2YY1vj+/Wlunnwu\n3Kg6FGvJ62KKi9+xzhAv1hkIuXOMeDgHfOcUQ817gCiKL7pr7uNJfw82kFV5PO0tUHrTbxISU6vM\nuWc6NBAHOfxRVsRAWlFy5/62V3D9mWLE/CrlUgEqfRhowr3T/suXvCJsE/rnDzBEHU2gI+tnbQDf\naoZxgz7if4yx065OHzX8qelLyDyJ259SoIppveLgW3fht3/93+Mv/MJ5pgyn3oAK9984WzwdaWkS\nu+Z2wBMqHI08BgrUMR3sLRadygrfuFkJ6wntIDvjMtLX+3gyjQsN+GHCQe8h1lcVsSxWKDLoVJFd\n9Tpmod+C5bOyUOei65Ug5CVgxtajaMpkWTHXpzB3ttjdbh1OCJ3b9fvPcOq4Nzc29uc9Rr9fZejk\nbNdlYVoLdNn11wrhcXEBsbqU5EE5ADYpciafppjzrQT1byzKc5mVfvo3FJMfFOvfBA4MhVBhTXSQ\nSA8Stu1QxLVeAk42RGHqcdkq/DnX/l1lMjkLU+ckGh4H/TrAQQ/erBUtwhyJSiuc903kQQPnq7td\ng+NROZkp4KeQDevqjMy/DjJXrkf3v+ce0snCvs2R/j7RgDvvQwZqARaPC3bXbgTWtZQjiu554K1G\neM8rFE/Ac3i+Bb3XPNK/O4je1koJbxByirZcn9h+VwPzBFJ5dWNW2vBv4ZWZTxQDmZcpZr6pC8Le\ndwUevvZ3Wh4DBeq2142niyBjkIVYRSZAXOfFQQ3pIT3VqMkcjK1PjZAeQxbca/ie1R3wBD6V7fOu\nWQxkcqnyVcnxSqpBMUqq/k2VFXyEViVmk3L0dHuvznH1Kf+i+XZNLMoKhCsqLxYxu4cs4BWKUC0r\nth23o+/eKPnNLPDxDN6c9RvXNdIcAxNIpHb5LKxP46l5VGJHdO43rRnCvmkh77+OzA/7vhmuvEoF\nBpd8O1OrZgOo12QDvcMw4YdFZNNZQjCitxFlOIE4864jiAsLA1Jl3sSn4uuc61G0wncRWNVtfC6E\nfYcJIJuDvAV0PLPUqCoEs4j7ZcI9T9uzSajAJ/DjZa09Jbyx/s0MGaYb0e+V88W+P3ijY3sCOrlg\nXRVyF7//MkVXTXxS6t8Dg/E+CnkMFGgPuCmDFtekUZmXS1go+f5BpIr4raYplt5QRQuulMeMXH+d\n4lH3MKS69pnxYlCMacyZ+Bbke+a8pdjqWfyRVWXV/DtHcrrvVx/MBx9Hp7+BKBW1BJvu2ZoiOg98\n1jxzlDSB43Ow1nVHVEuOekhsThWXtni4y0tFuTL7iJ/z/Uj/j0JTTE6JYr+CV6qjZAoHvzLP3EY2\nk2lCTtlYKriA2SHD9Brsm0D6R4OgVpxrngXEMLBrp4fHd2ofHKNIhXgb+CMkbhD31XHExbGDEIa8\n5t5tPnpHPZlsEN48xpfyTR5sYY2Xx0CBAtyE/lV461IxVx1k4ivx7aNix6rIYG4xujxC11UanEGs\n0DaPjsebjv5dQ1wRtvTETUI84hpijbyITOZbuAUarcIcoBpyWha+T/y/tZQPkEntYlpAMRg3jWTB\nvM54UYN5pg5Xp5CO17RD24h8NFTNZa8mpYUsYi0AN0oaiCvjLdJ+vVjUH3gTUU5lCrRO0W/YQ8ZJ\nlekEw9L2STkNw7obh2Get3KcIlB+jXC+tSj24TVkTsenlTYS5OwjG8DnEH9s3Gdax2ngfnMXcSvF\nsDDtix2QhaehfytXkbP+0dZHekwU6BbwCrx5QSKvKSuzgiySDYq9omPRR5TA64Q+yD7eWmshg2l9\nQilpVWG/4o9YHYoKVAPJfYrkI9oWTUNNyRTiBqxG72Dfv+v+/xTe4a/+xAP8MaiCLJBNJLq6QTiJ\nN/E7fg/ZGNRXleNpADmArzaL5C5WjiFWlRZZrFFeJE9lYgraT+HNaE2+dg7F9QvjS8nfRawbjXqD\nVwo6nvv4I6uKQr+0fZOMXqcVJJim12wSluew9z2NJG3YMdtE/MMQbgwxqYd+nyqLEVcD1dI08e+f\nIkzT1FjBJuMLC57F+z/jmMAeclLTEla38H0ft+EkkgXVxvPcxs/NQc7yStFkj15tJLp7tGTK8Ngo\n0AHwBgy+Bpc/Vu6/U59nR6MgNfFr2RjODWTw7EloH1etE6807rj/V1+YijKdnwM2o1mgCkgd+jmi\n2OxEb+N5Jo+555VN4gbeX9R3v9OSzSrKtj7hvrOM8epXdWig4bF7m+KRV4McLffeHyTsow2ENg9g\n/QD+sAnfz+jCmZoeuownltYiZBqh1t+fQ1iuvr4EO2qFKkDVySRiHdpAkjVUDpDx/XOE/vIOAvUC\nGZcCEsC1VRmx1G95H28hqrK8i7iSPhw991vuWqso2wii45OkYWNfp0iBqHyjKqfwY2jlDvBb7t/K\nJHWM0JXcwKdkqgzwlngZGkhTfS8ibhk9ddi+/kGkj17Fb07qBklJFenXdeRGuT1pgDdnbfBCG/xN\nxNF69PXiHxMFCmJKfRV2JuD6izB3GGdnVhzQPnIS0GwhtQwbFC2qKj4yrVLwy6QfS5VyK6aCL68w\ngfeFlZU6tm1/Fe/XioudpRSxTSG0124SRj7t4tdaT3HKZg1kEtdF4d6mSPKSEvXxan15e5yNj301\n4DMn3AJTPI1riypOXUe2Xr1KH19h0n6m0sVDihRHrIo8Li1R8Y8fZox2EWVlcwJAxlDXuPE8DEur\n2LE55p53DhmHcWVOnid0ieg7qiWpm0V8D33vOCilc09FWQHV/XWSYg36NcI+nUMMmRuuDX+EzIkf\n4AGy8PaRBaWaXB3AunC0U79F0bw/GnmMFCiICfbH0F6Hex+D6gMEGqCoYDqUH2N0F7b4xPvIJLET\nVaP8kxSZu2Nwc0qsdbDH6BhB3Xy/zoPltU9SZAH6Jg6A72RcSVyV43VRxivIwnqaIhjb5n9P4pEQ\nvX24NwFrFfndJcJ3nga+1IBdhS+4QTiDWMV237yGt4pVZhh9NLU+8gcNpmmGF4TFz0Ai9K/jawIp\n89xhZQMZ09jVo1Hw5/AuqkB2YH/60VKH95C5sEWa3BtkbmwnPgdPM/ClPqxXxeK27z5W9yksxVqY\nB3gk/9FbniqPmQIFOUO5gjd9XYGLlIbflwgVjabYgUyYK32gWvStzVAkOZ7AHwXt/dqIVfFBwkDC\neQR8XCaa8mYlFU3ewVtxOjEXEP9ofDRUpRDPuacoAv73ga+7H1SzUIGeJrQUbbvUalOpECqjHqHf\nTflYF4AbLdh8AzpngUnZdKzlPe+ee93dsz8BNCRI8UOEC/PbwL/Au8YaCPbyAxRrOR1HNjStTfQw\nOdZfwFuek1FbOsDPIVPzj5EsoGc4nOgqfoXiRvQhwr5+E0kKwT1/s+MDONa10aMIQVNpElr+Wlv+\nDSQAmJKyA98SMoZtpNLAFaQPniPUTjGmMynqXL2N3KiEKegI5TFUoCBmwHeQ2aQYGi3qraPUhOx5\nePFYaHWowx9M7y3D8lJIGlLmy+kAVzVVqBnCeS4QMpMfIBPrH5rP9AgF8NMUi4x+jtDv9h3gTg+a\nNblWZRrqf2mHSt1v7+0vzsH/2YFdBabOAS3IWuKzixfHyzBMkO5n8FYbsgZ8cFYwhE8bJ9kNbXTC\nGjhBeOSzVrpWJG24PxeBb0wDdyF/WjYe66/cIG251WHxo7eYbXpw4P3Z0+ykUsas7xj8CXEyelZG\nODemzOc7hOOiAZArpNNb6+7d9Np/NRAKxAvAv5NTO+n9Jb2ZJpyqySbRJtycPocnyqkALaidN6bf\nM9B7cyasvzWNzLs4g+p3kCSD58271N21MfkzSL99G9ls48QQkGWniRMtJEnkJff9svv+VeALfUnq\nUH+3PrsGVHIYvGJurilH68guW0ZI8fbIY6pAVXrIGXINU4DIyTFofVAGeuzO55TChykysMdyDLiW\nwcCd1XaNGyGDYy+F5/bVN87JJBrOiRw6+0AVliaKk/5zhMpnC8n1T8ypSq1Pc9pHDdpLc5KZc/U2\n8tAdpJTEU3CiWvSxzgOVOgy0BvsW5A0YzMIkVKb8QwfzNVGSO4lzb5Owj1vmHdSHqN9XYZh6lSMW\nuz3C10nDwSrQqHVomShJNpGL0oqDs3aTAp9J9gLhaWQPvwEqC7tKP3qnHOmvLyKZbKNkAThXEX3g\nlGNtwgNqB3nGoF5LH7uvIXXmP8xwbmRZ1OcvAF+NftegmGb7PILbtUfocRCoRQSvGfttwfdPvMHt\n4ctyN4FvZ6IHa3glOnx2huwcL+PxdEpy+t2Xx1yBlkkFme3jkM04NvW6rwYZ14uJU8zeB1xrwEo6\nhFmpRhPh6QG8WBEyE3kgUJPsGDu5rOgtcuSIX2vI8cq6H8pkCbh6ETkP6gweIVNV2NZ3mWekY3AR\nuL4N+zOjfbUKtoYRiQ27ozkhgm4c8TDrZhnn0wyqtBJOjzrF6WKvncW7NCp4GFrZs9VnOUqecs+w\n3LGzyIagtaJSUqVYfE7bZWUJmb+WPEYTRKxYXLHzrAxPaR08E1QVTwWosk940q4CjQrku9CZKk6/\nJq7QX6r+8XdfnijQpNSQmVKyevfM360K9N1sjBfQgLC+eh+xWD4I/IELnVYnPVwxJXpMDEaqUYwU\n22fqKVUnfsu9ihrbkCY7Gcqse5lryAy3NPqJ9sXlTkeS3ex7pMlhZRq/kIHhSszL0m5wa0u55Q4z\nzXPo3oCbTx2erKcsdRbElXCBIjt8xbVJFUvQXiOK8CgjRJ5hWCuQPcQ/q/XTQV7984ibp+z3A/eP\nUe97H4E8TeNrb30wh5oZwOmKKPGcYgR+H/luDznWx1SQpcGrDdiZGjNP33l5okCTMgK1vYcE9mJL\nLnV5jsA0lNhVr5kBalPQ68sE2kKOSj/6iM0m0a4y+RZ0dxvUW2VMwErUsYZo+BTFEGkj3QXGBr0R\n5734K7uIy5Sr8ktSA07BfkJ5Bq6KWnDjnIyeefBANWANqZUOotS2KUaB+6QN2TLlk6rfPkpsdNwq\n0zWEJMR+3av6+TSDRK2vAL9NqHBW5E/39JgQu75fmejJxY1L1uqTNY175mwLnq74FNxYxh37p0hk\nWFZHk1S/S+SJAk2KA/Gpi9QqiRgtMU62SWcK1SagZ84uV4BrsLk+S60WzebD5ucrzrCMrcu6EzIY\nfKPFTtOs9CE7vytjyybiAzgnQQcbeIBypQLiu1s2lmkZhAU8D4GKNWhjZWoTTKqIbrezeAPznibj\noQsrN86wOuMHY7A/UVQcB6SJZRReFEe5NSPrBOGCXyBUZsP3qHvcrhXLmxnzF2zCwVumg+5HG0cd\nOc4vUfR1bwKrEUA5FWNRAu2UrlUsc9mmUEXcV58v+R5GEypneIt8iH12fpxO9razyj+KPFGgo6SL\nWJDN6DM7EeIFbi2SVcotlAoUkPefg85H5+nY0/IqjvQ5+r3Cn+KU0nvIhI99dQNkgtrPP0uRR3QK\nODYBqzVkRTqGldchqrVmfG8KWndn8/Z0MSV2HXccnfR91nLP3yRc1EqHZt+1hxwHY+Vyg9B6u++e\nk+Gf4wzpwZcbDOaNhtglJEwh91jJpfBjcsSjUQb8Vz+flXjjewr4s4iyvBZ9Z1nWbrj76XNeB+pO\ni1hCGitKsrEcff5VivR6d/Bs8yoDxFiwG+I6PsEHZKzKTgcVRjN03Ubm3nTUHhvwvI3P6gN5eLuW\noLp7EP/P2ytPFOgoyXuwVQ0ttwNgT2u5GmmcFavLOsSXkdTB0xSjuseQomY22+hNJIrI7En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nPAzwD/M/DfuI9/DvgR9+9fQxLXfgn4C8D/k+d5F7iWZdmbwPcTgjceQ1Gzq4vgVmJTcICcVZv4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oIPvDcJ61/TKxtWiWsV7ZWgpLUTaYuLmJiZyHWVSQM/C25xEQfnDFAdaHEprmPjK1/zfUOs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\nAvC27/u+YRgNwzDeAN4G/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"text": [ "" ] } ], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "subplot(121)\n", "imshow(maximum_filter(cc, (50,50)))\n", "subplot(122)\n", "imshow(i, cmap=cm.gray)\n", "gcf().set_figheight(8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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lJQWwpzByZuLEiUyePJnHH3/c5XipTcftktK/s3EF5wynyZMnK4wrb3NcBoIG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eqU9B688MILzJgxg8TERDZu3EhAQIDOUyLo1auXoXGVmJhIz5492bBhAzfccANgffglJiZisVgc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"text": [ "" ] } ], "prompt_number": 111 }, { "cell_type": "code", "collapsed": false, "input": [ "mf = maximum_filter(cc, (50,50))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "argmax(mf)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 88, "text": [ "215823" ] } ], "prompt_number": 88 }, { "cell_type": "code", "collapsed": false, "input": [ "unravel_index(argmax(mf), mf.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 89, "text": [ "(262, 721)" ] } ], "prompt_number": 89 }, { "cell_type": "code", "collapsed": false, "input": [ "argmax(cc)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 90, "text": [ "235551" ] } ], "prompt_number": 90 }, { "cell_type": "code", "collapsed": false, "input": [ "unravel_index(argmax(cc), cc.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 91, "text": [ "(286, 745)" ] } ], "prompt_number": 91 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By: Andr\u00e9s Cabrera mantaraya36@gmail.com\n", "For MAT course MAT 201A at UCSB\n", "\n", "This ipython notebook is licensed under the CC-BY-NC-SA license: http://creativecommons.org/licenses/by-nc-sa/4.0/\n", "\n", "![http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png](http://i.creativecommons.org/l/by-nc-sa/3.0/88x31.png)" ] } ], "metadata": {} } ] }