{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Copyright (c) 2015, 2016 [Sebastian Raschka](sebastianraschka.com)\n", "\n", "https://github.com/rasbt/python-machine-learning-book\n", "\n", "[MIT License](https://github.com/rasbt/python-machine-learning-book/blob/master/LICENSE.txt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Python Machine Learning - Code Examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 12 - Training Artificial Neural Networks for Image Recognition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sebastian Raschka \n", "last updated: 2016-09-29 \n", "\n", "CPython 3.5.2\n", "IPython 5.1.0\n", "\n", "numpy 1.11.1\n", "scipy 0.18.1\n", "matplotlib 1.5.1\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -a 'Sebastian Raschka' -u -d -v -p numpy,scipy,matplotlib" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "*The use of `watermark` is optional. You can install this IPython extension via \"`pip install watermark`\". For more information, please see: https://github.com/rasbt/watermark.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Modeling complex functions with artificial neural networks](#Modeling-complex-functions-with-artificial-neural-networks)\n", " - [Single-layer neural network recap](#Single-layer-neural-network-recap)\n", " - [Introducing the multi-layer neural network architecture](#Introducing-the-multi-layer-neural-network-architecture)\n", " - [Activating a neural network via forward propagation](#Activating-a-neural-network-via-forward-propagation)\n", "- [Classifying handwritten digits](#Classifying-handwritten-digits)\n", " - [Obtaining the MNIST dataset](#Obtaining-the-MNIST-dataset)\n", " - [Implementing a multi-layer perceptron](#Implementing-a-multi-layer-perceptron)\n", "- [Training an artificial neural network](#Training-an-artificial-neural-network)\n", " - [Computing the logistic cost function](#Computing-the-logistic-cost-function)\n", " - [Training neural networks via backpropagation](#Training-neural-networks-via-backpropagation)\n", "- [Developing your intuition for backpropagation](#Developing-your-intuition-for-backpropagation)\n", "- [Debugging neural networks with gradient checking](#Debugging-neural-networks-with-gradient-checking)\n", "- [Convergence in neural networks](#Convergence-in-neural-networks)\n", "- [Other neural network architectures](#Other-neural-network-architectures)\n", " - [Convolutional Neural Networks](#Convolutional-Neural-Networks)\n", " - [Recurrent Neural Networks](#Recurrent-Neural-Networks)\n", "- [A few last words about neural network implementation](#A-few-last-words-about-neural-network-implementation)\n", "- [Summary](#Summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Image\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Modeling complex functions with artificial neural networks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single-layer neural network recap" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3wAAAGGCAYAAAAggoN0AAABfGlDQ1BJQ0MgUHJvZmlsZQAAKJFj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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": { "image/png": { "width": 600 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/12_01.png', width=600) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introducing the multi-layer neural network architecture" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAAL8CAYAAACIxGoCAAABGWlDQ1BJQ0MgUHJvZmlsZQAAKJFj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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/12_02.png', width=400) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuwAAAIFCAYAAACJa6i2AAAYJ2lDQ1BJQ0MgUHJvZmlsZQAAWIWV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\nE2ACwSDw/wH5BwaEpb29cAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": { "image/png": { "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/12_03.png', width=500) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Activating a neural network via forward propagation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABwgAAASwCAIAAABggIlUAAAAAXNSR0IArs4c6QAAAAlwSFlzAAAu\nIwAALiMBeKU/dgAABCppVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6\neD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDUuNC4wIj4KICAgPHJkZjpSREYg\neG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4K\nICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6dGlm\nZj0iaHR0cDovL25zLmFkb2JlLmNvbS90aWZmLzEuMC8iCiAgICAgICAgICAgIHhtbG5zOmV4aWY9\nImh0dHA6Ly9ucy5hZG9iZS5jb20vZXhpZi8xLjAvIgogICAgICAgICAgICB4bWxuczpkYz0iaHR0\ncDovL3B1cmwub3JnL2RjL2VsZW1lbnRzLzEuMS8iCiAgICAgICAgICAgIHhtbG5zOnhtcD0iaHR0\ncDovL25zLmFkb2JlLmNvbS94YXAvMS4wLyI+CiAgICAgICAgIDx0aWZmOlJlc29sdXRpb25Vbml0\nPjI8L3RpZmY6UmVzb2x1dGlvblVuaXQ+CiAgICAgICAgIDx0aWZmOkNvbXByZXNzaW9uPjU8L3Rp\nZmY6Q29tcHJlc3Npb24+CiAgICAgICAgIDx0aWZmOlhSZXNvbHV0aW9uPjMwMDwvdGlmZjpYUmVz\nb2x1dGlvbj4KICAgICAgICAgPHRpZmY6T3JpZW50YXRpb24+MTwvdGlmZjpPcmllbnRhdGlvbj4K\nICAgICAgICAgPHRpZmY6WVJlc29sdXRpb24+MzAwPC90aWZmOllSZXNvbHV0aW9uPgogICAgICAg\nICA8ZXhpZjpQaXhlbFhEaW1lbnNpb24+MTgwMDwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAg\nICAgIDxleGlmOkNvbG9yU3BhY2U+MTwvZXhpZjpDb2xvclNwYWNlPgogICAgICAgICA8ZXhpZjpQ\naXhlbFlEaW1lbnNpb24+MTIwMDwvZXhpZjpQaXhlbFlEaW1lbnNpb24+CiAgICAgICAgIDxkYzpz\ndWJqZWN0PgogICAgICAgICAgICA8cmRmOkJhZy8+CiAgICAgICAgIDwvZGM6c3ViamVjdD4KICAg\nICAgICAgPHhtcDpNb2RpZnlEYXRlPjIwMTUtMDgtMjdUMTY6MDg6MDQ8L3htcDpNb2RpZnlEYXRl\nPgogICAgICAgICA8eG1wOkNyZWF0b3JUb29sPlBpeGVsbWF0b3IgMy4zLjI8L3htcDpDcmVhdG9y\nVG9vbD4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+\nCrO5BLwAAEAASURBVHgB7N0HfJRF/vjxSe8JCUmAEELoEDpIOZqIdBUsePbevTvbT9Hz9PzbTz0b\np9jOUxFFUSyoiKiAoCC9SgsklARI773s/7vZ5NnNskk2yW6y5fO4rzDPPM8zz8x7HmD5Os+Mh06n\nU2wIIIAAAggggAACCCCAAAIIIIAAAggggIA7CXi6U2NpKwIIIIAAAggggAACCCCAAAIIIIAAAggg\noBcgMMpzgAACCCCAAAIIIIAAAggggAACCCCAAAJuJ0Bg1O26nAYjgAACCCCAAAIIIIAAAggggAAC\nCCCAAIFRngEEEEAAAQQQQAABBBBAAAEEEEAAAQQQcDsBAqNu1+U0GAEEEEAAAQQQQAABBBBAAAEE\nEEAAAQQIjPIMIIAAAggggAACCCCAAAIIIIAAAggggIDbCRAYdbsup8EIIIAAAggggAACCCCAAAII\nIIAAAgggQGCUZwABBBBAAAEEEEAAAQQQQAABBBBAAAEE3E6AwKjbdTkNRgABBBBAAAEEEEAAAQQQ\nQAABBBBAAAECozwDCCCAAAIIIIAAAggggAACCCCAAAIIIOB2AgRG3a7LaTACCCCAAAIIIIAAAggg\ngAACCCCAAAIIEBjlGUAAAQQQQAABBBBAAAEEEEAAAQQQQAABtxMgMOp2XU6DEUAAAQQQQAABBBBA\nAAEEEEAAAQQQQIDAKM8AAggggAACCCCAAAIIIIAAAggggAACCLidAIFRt+tyGowAAggggAACCCCA\nAAIIIIAAAggggAACBEZ5BhBAAAEEEEAAAQQQQAABBBBAAAEEEEDA7QQIjLpdl9NgBBBAAAEEEEAA\nAQQQQAABBBBAAAEEECAwyjOAAAIIIIAAAggggAACCCCAAAIIIIAAAm4nQGDU7bqcBiOAAAIIIIAA\nAggggAACCCCAAAIIIIAAgVGeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwOwECo27X5TQYAQQQQAAB\nBBBAAAEEEEAAAQQQQAABBAiM8gwggAACCCCAAAIIIIAAAggggAACCCCAgNsJEBh1uy6nwQgggAAC\nCCCAAAIIIIAAAggggAACCCBAYJRnAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTcToDAqNt1OQ1GAAEE\nEEAAAQQQQAABBBBAAAEEEEAAAQKjPAMIIIAAAggggAACCCCAAAIIIIAAAggg4HYCBEbdrstpMAII\nIIAAAggggAACCCCAAAIIIIAAAggQGOUZQAABBBBAAAEEEEAAAQQQQAABBBBAAAG3EyAw6nZdToMR\nQAABBBBAAAEEEEAAAQQQQAABBBBAgMAozwACCCCAAAIIIIAAAggggAACCCCAAAIIuJ0AgVG363Ia\njAACCCCAAAIIIIAAAggggAACCCCAAAIERnkGEEAAAQQQQAABBBBAAAEEEEAAAQQQQMDtBAiMul2X\n02AEEEAAAQQQQAABBBBAAAEEEEAAAQQQIDDKM4AAAggggAACCCCAAAIIIIAAAggggAACbidAYNTt\nupwGI4AAAggggAACCCCAAAIIIIAAAggggACBUZ4BBBBAAAEEEEAAAQQQQAABBBBAAAEEEHA7AQKj\nbtflNBgBBBBAAAEEEEAAAQQQQAABBBBAAAEECIzyDCCAAAIIIIAAAggggAACCCCAAAIIIICA2wkQ\nGHW7LqfBCCCAAAIIIIAAAggggAACCCCAAAIIIEBglGcAAQQQQAABBBBAAAEEEEAAAQQQQAABBNxO\ngMCo23U5DUYAAQQQQAABBBBAAAEEEEAAAQQQQAABbwgQsJNAZWVlYmKiVnhERISnJ4F4zYMEAggg\ngAACCCCAAAIIIIAAAggg4GoC1dXV2dnZWqv69Onj7e244UfHrZkmSMJJBSQqmpCQ4KSVp9oIIIAA\nAggggAACCCCAAAIIIIAAAq0U2Ldv34ABA1pZiP0uZwSf/WwpGQEEEEAAAQQQQAABBBBAAAEEEEAA\nAQQcVIDAqIN2DNVCAAEEEEAAAQQQQAABBBBAAAEEEEAAAfsJEBi1ny0lI4AAAggggAACCCCAAAII\nIIAAAggggICDCjDHqIN2jAtUS1ZbMm2FTCoRGRlpmkMagcYFioqKevToIeckJycHBQU1fjJHEThT\ngEfoTBNymiXAI9QsLk42FcjMzDSdaZ1vQaY4pK0U4I8gK6E4zaIAz49FFjKtF+ARst6KM88UMPsi\nZBYdOvP89s0hMNq+/q58d7M16CUqGhUV5coNpm22FggMDDQUKU8OgVFb67pFeTxCbtHN9mwkj5A9\ndd2rbL4FuVd/26i1/BFkI0g3LYbnx0073nbN5hGynSUlKbPokKOJ8Cq9o/UI9UEAAQQQQAABBBBA\nAAEEEEAAAQQQQAABuwsQGLU7MTdAAAEEEEAAAQQQQAABBBBAAAEEEEAAAUcTIDDqaD1CfRBAAAEE\nEEAAAQQQQAABBBBAAAEEEEDA7gIERu1OzA0QQAABBBBAAAEEEEAAAQQQQAABBBBAwNEECIw6Wo9Q\nHwQQQAABBBBAAAEEEEAAAQQQQAABBBCwuwCBUbsTcwMEEEAAAQQQQAABBBBAAAEEEEAAAQQQcDQB\nAqOO1iPUBwEEEEAAAQQQQAABBBBAAAEEEEAAAQTsLkBg1O7E3AABBBBAAAEEEEAAAQQQQAABBBBA\nAAEEHE2AwKij9Qj1QQABBBBAAAEEEEAAAQQQQAABBBBAAAG7CxAYtTsxN0AAAQQQQAABBBBAAAEE\nEEAAAQQQQAABRxMgMOpoPUJ9EEAAAQQQQAABBBBAAAEEEEAAAQQQQMDuAgRG7U7MDRBAAAEEEEAA\nAQQQQAABBBBAAAEEEEDA0QQIjDpaj1AfBBBAAAEEEEAAAQQQQAABBBBAAAEEELC7gLfd78ANEEAA\ngRYJBAUF6XS6Fl3KRQjoBXiEeA5aKcAj1EpALkcAgdYI8EdQa/S4lueHZ6CVAjxCrQTkcicSYMSo\nE3UWVUUAAQQQQAABBBBAAAEEEEAAAQQQQAAB2wgQGLWNI6UggAACCCCAAAIIIIAAAggggAACCCCA\ngBMJEBh1os6iqggggAACCCCAAAIIIIAAAggggAACCCBgGwECo7ZxpBQEEEAAAQQQQAABBBBAAAEE\nEEAAAQQQcCIBAqNO1FlUFQEEEEAAAQQQQAABBBBAAAEEEEAAAQRsI0Bg1DaOlIIAAggggAACCCCA\nAAIIIIAAAggggAACTiRAYNSJOouqIoAAAggggAACCCCAAAIIIIAAAggggIBtBAiM2saRUhBAAAEE\nEEAAAQQQQAABBBBAAAEEEEDAiQQIjDpRZ1FVBBBAAAEEEEAAAQQQQAABBBBAAAEEELCNAIFR2zhS\nCgIIIIAAAggggAACCCCAAAIIIIAAAgg4kQCBUSfqLKqKAAIIIIAAAggggAACCCCAAAIIIIAAArYR\nIDBqG0dKQQABBBBAAAEEEEAAAQQQQAABBBBAAAEnEiAw6kSdRVURQAABBBBAAAEEEEAAAQQQQAAB\nBBBAwDYCBEZt40gpCCCAAAIIIIAAAggggAACCCCAAAIIIOBEAgRGnaizqCoCCCCAAAIIIIAAAggg\ngAACCCCAAAII2EaAwKhtHCkFAQQQQAABBBBAAAEEEEAAAQQQQAABBJxIgMCoE3UWVUUAAQQQQAAB\nBBBAAAEEEEAAAQQQQAAB2wgQGLWNI6UggAACCCCAAAIIIIAAAggggAACCCCAgBMJEBh1os6iqggg\ngAACCCCAAAIIIIAAAggggAACCCBgGwECo7ZxpBQEEEAAAQQQQAABBBBAAAEEEEAAAQQQcCIBAqNO\n1FlUFQEEEEAAAQQQQAABBBBAAAEEEEAAAQRsI0Bg1DaOlIIAAggggAACCCCAAAIIIIAAAggggAAC\nTiRAYNSJOouqIoAAAggggAACCCCAAAIIIIAAAggggIBtBAiM2saRUhBAAAEEEEAAAQQQQAABBBBA\nAAEEEEDAiQQIjDpRZ1FVBBBAAAEEEEAAAQQQQAABBBBAAAEEELCNAIFR2zhSCgIIIIAAAggggAAC\nCCCAAAIIIIAAAgg4kQCBUSfqLKqKAAIIIIAAAggggAACCCCAAAIIIIAAArYRIDBqG0dKQQABBBBA\nAAEEEEAAAQQQQAABBBBAAAEnEiAw6kSdRVURQAABBBBAAAEEEEAAAQQQQAABBBBAwDYCBEZt40gp\nCCCAAAIIIIAAAggggAACCCCAAAIIIOBEAgRGnaizqCoCCCCAAAIIIIAAAggggAACCCCAAAII2EaA\nwKhtHCkFAQQQQAABBBBAAAEEEEAAAQQQQAABBJxIgMCoE3UWVUUAAQQQQAABBBBAAAEEEEAAAQQQ\nQAAB2wgQGLWNI6UggAACCCCAAAIIIIAAAggggAACCCCAgBMJEBh1os6iqggggAACCCCAAAIIIIAA\nAggggAACCCBgGwECo7ZxpBQEEEAAAQQQQAABBBBAAAEEEEAAAQQQcCIBAqNO1FlUFQEEEEAAAQQQ\nQAABBBBAAAEEEEAAAQRsI0Bg1DaOlIIAAggggAACCCCAAAIIIIAAAggggAACTiRAYNSJOouqIoAA\nAggggAACCCCAAAIIIIAAAggggIBtBAiM2saRUhBAAAEEEEAAAQQQQAABBBBAAAEEEEDAiQQIjDpR\nZ1FVBBBAAAEEEEAAAQQQQAABBBBAAAEEELCNAIFR2zhSCgIIIIAAAggggAACCCCAAAIIIIAAAgg4\nkQCBUSfqLKqKAAIIIIAAAggggAACCCCAAAIIIIAAArYRIDBqG0dKQQABBBBAAAEEEEAAAQQQQAAB\nBBBAAAEnEiAw6kSdRVURQAABBBBAAAEEEEAAAQQQQAABBBBAwDYC3rYphlKcWUCn023fvn3nzp3p\n6enSjs6dOw8dOnTEiBHO3CbqjgACCCCAAAIIIIAAAggggAACCCCAQGMCBEYb02nLY6mpqZs3b960\naZP83Lp1a2FhoeHu3bt3T05OtlNNKioqXn311VdeeeXkyZNmt4iNjb3nnnvuuusub28eEjMbdhFA\nAAEEEEAAAQQQQAABBBBAAAEEnF6AmFc7d+Fvv/324osvSjz01KlTFqvi4eFhMb/1mSdOnJg7d64M\nFLVYVEpKyv33379kyZKvv/46JibG4jlkIoAAAggggAACCCCAAAIIIIAAAggg4KQCzDHazh23ZcuW\nr776qqGoqP0qJ2/Nn3POOaZR0cDAwEGDBiUkJAQEBGj33bZtm5yWlZWl5ZBAAAEEEEAAAQQQQAAB\nBBBAAAEEEEDABQQIjDpcJ8oQ0eDgYHtX6/rrr09KSjLcRSKh8kJ9Zmbm7t279+7dm5GR8dJLL/n7\n+xuOJiYm3njjjfauD+UjgAACCCCAAAIIIIAAAggggAACCCDQlgK8St+W2hbuZXhTPjQ0dOTIkaNG\njRo9erT8lJCljNO0cLaNslatWrVy5UpDYb6+vj/88MOECRO0smXoqMwuKosvTZs2TSYhlfxvvvlm\n7dq1kydP1s4hgQACCCCAAAIIIIAAAggggAACCCCAgFMLEBht5+674IILZsyY0b9/f9N6HDlyxHTX\n5ulHH31UK/Ohhx4yjYpq+ZMmTXrwwQefeuopQ84jjzzy66+/akdJIIAAAggggAACCCCAAAIIIIAA\nAggg4NQCvErfzt3Xs2dPs6iovSu0Z88emdjUcBd5Z/+BBx5o6I7z588PCgoyHN2wYcOBAwcaOpN8\nBBBAAAEEEEAAAQQQQAABBBBAAAEEnEuAwKhz9ZcNaiurzGul/PnPf9ZCn1qmlpCw6aWXXqrtyiJR\nWpoEAggggAACCCCAAAIIIIAAAggggAACTi1AYNSpu68llf/uu++0y6ZPn66lLSZkmlEt/9tvv9XS\nJBBAAAEEEEAAAQQQQAABBBBAAAEEEHBqAQKjTt19za68TqeTpecNl8m6T+PGjWu8iPHjx2snaBdq\nOSQQQAABBBBAAAEEEEAAAQQQQAABBBBwUgECo07acS2s9rFjx0pKSgwXy0v0sbGxjRcUFxcXEBBg\nOKeoqOjEiRONn89RBBBAAAEEEEAAAQQQQAABBBBAAAEEnEKAwKhTdJPNKnnw4EGtrG7dumnpRhIS\nGzUcldGmppc3cgmHEEAAAQQQQAABBBBAAAEEEEAAAQQQcHABAqMO3kE2rl56erpWYpPDRQ1nxsTE\naJdkZGRoaRIIIIAAAggggAACCCCAAAIIIIAAAgg4rwCBUeftu5bUvLCwULuskfXotXMkYXqa6eWm\n55BGAAEEEEAAAQQQQAABBBBAAAEEEEDAuQQIjDpXf7W2tqaRTX9/f2uK0+YYlZNNL7fmWs5BAAEE\nEEAAAQQQQAABBBBAAAEEEEDAMQUIjDpmv9irVqWlpVrRvr6+WrqRhJ+fn3ZUW7hJyyGBAAIIIIAA\nAggggAACCCCAAAIIIICAMwoQGHXGXmt5nU1HiZaXl1tTUFlZmXaa6eVaJgkEEEAAAQQQQAABBBBA\nAAEEEEAAAQScTsDb6WpMhVsjEBwcrF1uOnpUyzwzYTpK1PTyM89sPEcWbpJ17eXFfE/PJsLxlZWV\n3t61T6aHh0dgYGDjJctRaUtVVZXhNB8fH2sGwxYVFWnFWlkrLUZMrTQ6iwnpQaxEhufK4uOhZfJ7\nUCj480p7Hiwm+LNdWPgbx+KzoWU67N84pn/EabVtJMHTLjg87Y08IXLIYZ92vvVJ7/Ctr/Gn1/SP\nRKywsijQLn8PVlcriSJUVipJGD6ya5ooLi6tqKiSnIAA1a0bcQZl+nvZrB/NerCRM80udIhdiVWx\nOZrAmjVr5KuhYevRo4cNq7do0aK6gj2mT59uTclTpkzRLvnoo4+sucRwTnp6eusf8YSEBGvuOG/e\nPO1ejz32mDWXaOdLYu/evU1esnTpUu0SatU4F1aGR4XnqvHnRPsNxe/BxqHkKFYiwJ/tjT8n/D0o\nD4lj/u1s+P0rX4roQYsCfGcwPCF8Z7D4eGiZBiWsNJBGEliJAN8ZGnlC5FArvzPs2LG3qEiXl6fL\nzNSdPq07cUKXnKw7dEi3b59u1y7dtm2633/XPfGE8d/O3bolLFum+/RT3eLFuvff173zju6NN3QL\nFuheekn33HO6p5/W/b//p3vkEV2/fsZ/0Y8c+djNN+tuuEF37bW6q67SXX657tJLdRdfrJs7V3fe\nebqZM3XTpummTKn3DTkhYe+wYbrBg3USP+jXT9e7t07iKHFxuq5ddZ0766KidBERusBAY63kW4NS\nUkKTH2OteK7k4TH9E6ZZ6Sa/CDX+0Nr7KCNGm9WbTn9ydHS01oaUlBQt3UgiNTVVO2p6uZZJAgEE\nEEAAAQQQQAABBBBAAAEE2kZAxjDKjHclJSo723hD2V27VsmEefKRoxYTkr97t/GSZctkkFC9M80u\nrKhQ8jHdhg833Ws6feKEuuSSpk8zPWPbNiWfZm379jXrdE5GoJ6AR2uCvvVKYsd2AmvXrpVxmoby\n4uPjk5KSbFX2sWPHZAiqoTR5Lz4/P7/JkoOCggxv08u4Ubk8Nja2yUsMJ8i786aB1D/++CMyMtLK\nVyd4lV4MrbTi9SWsmvwtafoiA89V41xYiQ8v+Df+kJi9KMTkLY1wubOV/O9n7RuXEMlAiaioKKzO\nFOD1cIMJfzuf+WyY5vC3s2jwt7PpI3Fm2mH/xqmsrJIApcziVl7uU1HhW1ys5CMRTFkUWfupJSQz\nP79Ifho+5eUBZWWectT0BENawpd1W6VS2o6HUoF1+Y38Kgsy105DJ0+WUtasyWychk7+napUE5Pj\nyeQfLlarc89VK1bwKn0zXqXPy8tr1hehRp7XNjhEYLQNkJt9C/sFRiUOLoFO+WtD6iSBzuTk5Li4\nuEbq14JAqlaaWWC0yX8SaBeSQAABBBBAAAEEnFqAb0FO3X1UHgEEENAEZLxkQUHtR4YVGdKSkFin\nlZ+6tTC0Ikk4n8C0aWrVKuerdjvW2Lm+CPEqfTs+Ku1wawmGDh06dNOmTXJvCZJu2LCh8cDob7/9\nptVyyJAhWpoEAggggAACCCCAAAIIIIAAAs4iIGvs5OWp3Fz9JyenNmEa69SCnqaJmjFFztLEdq6n\nrLIsiyj7+LTqp5eX/nL52fYfqb985L5nJiSTzYUFCIy6cOdabtr5559vCIzK4R9//PHyyy+3fF5N\nrpygHb3gggu0NAkEEEAAAQQQQAABBBBAAAEE2lFA3ivPzFRZWbVRTtOI55npwsJ2rKndb+3rq/z8\nlNlPbVdLGM7RdrVEQ/kS5bQ+0CnxRDYEnFGAwKgz9lqr6jxnzpxHH33UUMRnn322YMECebneYokF\nBQVyguGQDDWdO3euxdPIRAABBBBAAAEEEEAAAQQQQMBWAhLxlHCnBD0NcU9D4sy0zNfpXJsEGQMD\nZTEJ5e+v/6klDLumP5t1SMKaBCWd60mgtg4lQGDUobqjLSozePDgUaNGbdmyRW5WWFj4/PPPP/74\n4xZvLIeK6/6qGTt2bP/+/S2eRiYCCCCAAAIIIIAAAggggAAC1gjodPq11E+f1n9OnapNSDojozYS\nKgHQun+GWlNe250THKxCQ1VIiP4jaRlf1MhHAqBnHpXAKBsCCDiaAIFRR+uRVtXH0+T/E61Zs+bs\ns8+2WNwTTzwxa9Ysw6F//etfU6dOnThxotmZv/zyy3PPPWfIlOGiTz31lNkJ7CKAAAIIIIAAAggg\ngAACCCBgJiCrEhninhZ/pqUpWdGoHTeJToaHqw4dVFiY/iNRTi3c2VBC8iXKafKv7XasPrdGAAEb\nCxAYtTFoC4qTBY5K5FUBk23Xrl3anhz6+eefZaEkLUcSXbt2HTBggGmOWVpCmbKZZWq7M2bMmD59\n+qqaZdUqKipkV8Kjt9xyS4CM11eyuF7RO++88/e//71Spqeu2WbPnn3OOedol5NAAAEEEEAAAQQQ\nQAABBBBwZwFZtujEidrP8ePGtAwCbePZPCVeKVFOw8cQ8TwzLTnaIflXb8P/VnbnLqXtCLipgIdZ\nxM1NGdq12fHx8cflb5LmbNddd91777135hWmI0bXrl07adKkM88x5KSnp//pT39KTk7WTpCoaI8e\nPeR5SEpKKisr0/J79+69cePGjh07ajlWJjIyMqKjo7WT5Y5RUVHaLgkEEEAAAQQQQMBVBfgW5Ko9\nS7sQcDcB+XdhSooyjXtqaVnh3d6bRDzln6HyiYys/VhMy6hPxnLauy8oH4FmCTjXFyFGjDarcx3l\n5EZGg1pZRQlZyrv2sp6SNjpVhqbu27fP7PLhw4cvX768BVFRs3LYRQABBBBAAAEEEEAAAQQQcEyB\n0lJ19KiSYTNJSfqPJAwB0PR0O9ZXopydOxs/MqhGBtJIDFSLfsowTyKeduwAikYAgRoBAqPt/yDU\nvPXe4Gvvza2f9THTuLi4zZs3v/LKK6+++urJkyfNbiRv699zzz133323tzcPiZkNuwgggAACCCCA\nAAIIIICAUwrIwkeHDqnERGMMVCKhqam2b4usPtSlizHuaRoDlbSEQX19bX9TSkQAAQSaK8Cr9M0V\nc8Hz5fX5bdu2ydBRGe0szZPBpMOGDRsxYkQrm+pcY6db2VguRwABBBBAAAEENAG+BWkUJBBAoB0F\n5G13CYCafSQwasNNxnh266b/xMXVJrp2rY2HyrrtbAgg4J4CzvVFiMGA7vmU1mu1DDI9q2arl8sO\nAggggAACCCCAAAIIIICAMwjIYr2y6tH+/fU+sii8TTZZk90Q/TQNgEo6NlbVLN9rk5tQCAIIINA+\nAgRG28eduyKAAAIIIIAAAggggAACCCDQAgEJg8qaSHv2qL17jZFQWSa+lZsM/+zZU/Xoof/ExxuD\nobK6ERsCCCDgqgIERl21Z2kXAggggAACCCCAAAIIIICAKwjIS/ESA5VIqPbJzW15u2QVCQmA9u6t\n/2n4GIKhISEtL5MrEUAAAScVIDDqpB1HtRFAAAEEEEAAAQQQQAABBFxQQAaEnjihduxQ27frf+7a\npV8jvmWbrOrevbvq00f/6du3NiGjQVlht2WeXIUAAq4nQGDU9fqUFiGAAAIIIIAAAggggAACCDiN\nQHW1OnJEHwY1RELlZ1ZWSyovC8H3768GDKj9SLpXL+Xn15KiuAYBBBBwEwECo27S0TQTAQQQQAAB\nBBBAAAEEEEDAUQRkktDNm9WmTfqf27apgoJmV0zefB88WA0caIyEyoJIMkSUDQEEEEDAegECo9Zb\ncSYCCCCAAAIIIIAAAggggAACLRGQxZG2bq2NhEow9OTJ5hUiL7/366ePhMpnyBD9z7g45eHRvEI4\nGwEEEEDATIDAqBkIuwgggAACCCCAAAIIIIAAAgi0VkCmCj16VP36a+1n/34lOdZvshb8iBFq+HD9\nRyKhEhXlpXjr9TgTAQQQsFKAwKiVUJyGAAIIIIAAAggggAACCCCAQGMCVVVq925jMLRZw0I7daqN\nhEo8VD6yRBIDQhuz5hgCCCBgCwECo7ZQpAwEEEAAAQQQQAABBBBAAAG3FKioUFu2qNWr1fr1auPG\nZswWKmNCR49WY8aoUaP0ny5d3JKPRiOAAALtKkBgtF35uTkCCCCAAAIIIIAAAggggICzCcjI0F27\n9MFQ+axbp4qKrGqAj48aOlQfCZWPhET79GGtJKvcOAkBBBCwnwCBUfvZUjICCCCAAAIIIIAAAggg\ngICLCMgMoTJPqCEYunatysmxql1RUWrCBP1n3Dg1bJjy97fqKk5CAAEEEGgbAQKjbePMXRBAAAEE\nEEAAAQQQQAABBJxPIDdX/fijWrlS/7FyztDevWuDoRMn6oeFMlWo8/U6NUYAAbcRIDDqNl1NQxFA\nAAEEEEAAAQQQQAABBKwQqK5WO3ao77/XB0N//13Ji/NNboMHq3POUZMmqfHjVefOTZ7OCQgggAAC\nDiFAYNQhuoFKIIAAAggggAACCCCAAAIItK+AvB0vwVD5/PCDyshoui59+6opU/Tx0MmTVXR00+dz\nBgIIIICAowkQGHW0HqE+CCCAAAIIIIAAAggggAACbSdw/Lj6+mv11Vfql1+aHhwaF6cPhhriobGx\nbVdJ7oQAAgggYA8BAqP2UKVMBBBAAAEEEEAAAQQQQAABxxWQlZRkWXlDPHTnzibqKSsmyZjQmTPV\nrFnMGdqEFYcRQAAB5xIgMOpc/UVtEUAAAQQQQAABBBBAAAEEWiggs4WuX6++/FIfEj12rIlC5E15\nQzD07LNVQEATJ3MYAQQQQMAZBQiMOmOvUWcEEEAAAQQQQAABBBBAAAFrBWQxpY0b1aefqs8+U6dP\nN3aVn5+aOlXNnq0Pifbs2diZHEMAAQQQcAEBAqMu0Ik0AQEEEEAAAQQQQAABBBBAwFxA3pffskUf\nD126VKWkmB813Y+IUOefry68UE2froKCTI+QRgABBBBwZQECo67cu7QNAQQQQAABBBBAAAEEEHA3\nAcP8oRIPlU9ycmOtj4/XB0PnzlUTJihv/nHcGBXHEEAAAdcU4M9+1+xXWoUAAggggAACCCCAAAII\nuJvAyZNq8WL1wQdq377Gmj5kiLrkEn1IdPBg5eHR2JkcQwABBBBwbQECo67dv7QOAQQQQAABBBBA\nAAEEEHBxgZIS/WJKEg9dtUrJdKINbQMGqMsu03/692/oFPIRQAABBNxLgMCoe/U3rUUAAQQQQAAB\nBBBAAAEEXENAXpn//Xf1/vv6V+bz8hpsU+/etfHQQYMYH9qgEgcQQAAB9xQgMOqe/U6rEUAAAQQQ\nQAABBBBAAAFnFTh1Sr33nj4kmpjYYBPi4tTll+tDosOHEw9tUIkDCCCAgJsLEBh18weA5iOAAAII\nIIAAAggggAACziEgr8mvWaPeeEP/4nxlpeU6BwerSy9V112nJk5Unp6WzyEXAQQQQAABgwCBUZ4E\nBBBAAAEEEEAAAQQQQAABhxbIytJPIfrmmw0OEZU1lKZM0cdDL75YBQU5dFuoHAIIIICA4wgQGHWc\nvqAmCCCAAAIIIIAAAggggAACRgHDLKISD5VZRMvKjPmmqT599PHQa65R8u48GwIIIIAAAs0SIDDa\nLC5ORgABBBBAAAEEEEAAAQQQsLuALDT/4Ydq4UK1a5flewUEqCuuUDfdpP70J6YQtUxELgIIIIBA\nkwIERpsk4gQEEEAAAQQQQAABBBBAAIE2Ejh9Wh8PlY+8Pm9xS0hQt9+uHyLaoYPF42QigAACCCBg\nrQCBUWulOA8BBBBAAAEEEEAAAQQQQMB+Anv3qpdeUh99pMrLLdzEx0fNm6fuuENNmMAQUQs+ZCGA\nAAIItECAwGgL0LgEAQQQQAABBBBAAAEEEEDANgIykeiqVfqQqPy0uPXooW67Td1wg4qOtnicTAQQ\nQAABBFooQGC0hXBchgACCCCAAAIIIIAAAggg0BoBWU9p8WL18svqjz8sFzNzprrrLjVjhvL0tHwC\nuQgggAACCLRGgMBoa/S4FgEEEEAAAQQQQAABBBBAoNkCxcXq7bfVCy+okyctXOvrq59C9N571cCB\nFo6ShQACCCCAgK0ECIzaSpJyEEAAAQQQQAABBBBAAAEEmhAoKFBvvKFefFGlp1s4MzJS/eUv+olE\nO3WycJQsBBBAAAEEbCtAYNS2npSGAAIIIIAAAggggAACCCBgQSAvT/3nP/oX57OzLRzt31/dd5+6\n+moVEGDhKFkIIIAAAgjYQ4DAqD1UKRMBBBBAAAEEEEAAAQQQQKBWICtLvfKKPioqsdEzt8mT1QMP\nKJlOlIlEz8QhBwEEEEDArgIERu3KS+EIIIAAAggggAACCCCAgPsKSEj0+efVwoWqsNACggRDH3lE\njR9v4RBZCCCAAAIItIEAgdE2QOYWCCCAAAIIIIAAAggggIB7CUgkVEaJyvJK+fkWGj5njj4kOmqU\nhUNkIYAAAggg0GYCBEbbjJobIYAAAggggAACCCCAAAKuL1Berl9x/sknLSyv5OGhLrlEHxIdOtT1\nHWghAggggIDjCxAYdfw+ooYIIIAAAggggAACCCCAgBMIVFerJUvUo4+q5GTz2sr8oVdcoR5+WCUk\nmB9iHwEEEEAAgfYSIDDaXvLcFwEEEEAAAQQQQAABBBBwEQGdTq1YoY977t5t3iIZJXrlleqxx1Sf\nPuaH2EcAAQQQQKB9BQiMtq8/d0cAAQQQQAABBBBAAAEEnFtg40b14INq/XoLrZg9Wz3zDC/OW5Ah\nCwEEEEDAEQQIjDpCL1AHBBBAAAEEEEAAAQQQQMD5BFJS1Pz5+tfnz9zGjVPPPqsmTTrzCDkIIIAA\nAgg4igCBUUfpCeqBAAIIIIAAAggggAACCDiLQEmJ+ve/1b/+pYqLzas8cKA+JHr++UpeomdDAAEE\nEEDAkQUIjDpy71A3BBBAAAEEEEAAAQQQQMCxBGQ60WXL1P33q2PHzCvWvbt64gl11VXKy8v8EPsI\nIIAAAgg4oACBUQfsFKqEAAIIIIAAAggggAACCDiigKytdPfdau1a87qFhemXV7rzTuXnZ36IfQQQ\nQAABBBxWwNNha0bFEEAAAQQQQAABBBBAAAEEHEQgM1Mf9xw+3DwqKu/L33abSkxU995LVNRB+opq\nIIAAAghYK8CIUWulOA8BBBBAAAEEEEAAAQQQcEOB6mr11lvq4YdVbq5562VtpVdfVcOGmeezjwAC\nCCCAgFMIEBh1im6ikggggAACCCCAAAIIIIBAOwjs3asfELphg/mt4+L0iy/Nm8cKS+Yy7COAAAII\nOJEAgVEn6iyqigACCCDgIAK66vKi08eOJB8/masL6j5gZEJMoCcr7zpI51ANBBBAAAEbCZSWqqee\nUs89pyor65UYEKAeeki/+FJgYL18dhBAAAEEEHA6AeYYdbouo8IIIIAAAu0poKuuLC7ITT2846s3\nnrz10tnnX3H7f35OLa/UtWeduDcCCCCAAAK2Fli9Wg0erJ5+2jwqevnl6uBB9c9/EhW1tTjlIYAA\nAgi0hwAjRttDnXsigAACCDitQHneoe/fXXjvS0szsnJLy1VkvzB/Hy8Pp20OFUcAAQQQQMBMICtL\nPxr0/ffNslXv3urNN9W555rns48AAggggIDzChAYdd6+o+YIIIAAAm0rUJX+47tvvfXah9uzs0+c\nyjLc20O/tW01uBsCCCCAAAL2EdDp1Ecf6ReXlwXoTTdvbzV/vnrkESUv0bMhgAACCCDgSgIERl2p\nN2kLAggggIB9BHTZO1ct/n7N5i+Xrd1xOLX+TGv2uSOlIoAAAggg0LYCx46pW29Vq1aZ33XsWPX2\n2/rX6tkQQAABBBBwPQECo67Xp7QIAQQQQMBWArqSvLTD+3b89tu6n79Y+MPm/IIqpV98V0bUsCGA\nAAIIIOAqAvLX2gcfqLvuUgUF9ZoUEqL+9S91++3Kk5Up6sGwgwACCCDgOgIERl2nL2kJAggggIAN\nBaoqSgqz0/Zs/H7JorcWfrnLULK8NK8jKmpDZYpCAAEEEGhvgbQ0/UDR5cvN63HxxWrBAtW1q3k+\n+wgggAACCLiSAIFRV+pN2oIAAgggYDOBnKMbXn38xdc++j7XZA5RRorazJeCEEAAAQQcQOCLL9Rt\nt5nPKCrB0NdfV3PnOkD9qAICCCCAAAJ2FiAwamdgikcAAQQQcBYBGQpaEwMtP7X545ceWbQ2afeh\n07lS+ZohouH9R/b2K85IOX40q8hZGkQ9EUAAAQQQaEggN1f/7vyHH5ofv/569corKizMPJ99BBBA\nAAEEXFKAwKhLdiuNQgABBBBovoCHR0XmoXU/fPbKByuSdm08mK6TCUWV8gsdPfuWuZNGDR8aH6F2\nrPjov6+/u612Rfrm34IrEEAAAQQQcACBn35SN9ygUlLqVSUqSr3zDgNF65mwgwACCCDg8gIERl2+\ni2kgAggggIC1Aj66guQDW7/9cUPNBf7d+w4aO+uCcdPPv2LaiCgffV7XqqMHfvjftixeqbeWlPMQ\nQAABBBxKoLhYPfigeu0180pddJF6800VHW2ezz4CCCCAAAKuLUBg1LX7l9YhgAACCDRHIKpH7+ET\nOndYUejXOSyk97ybbrvnrj/H+htL8PL169g1XKlsYxYpBBBAAAEEnERg1y512WXq4MF61Q0N1cdJ\nr77aMJ1MvUPsIIAAAggg4PICBEZdvotpIAIIIICA9QIRw0dOWXjfjP/kzXn09ovG9u4YUP/S0Mi4\nmN5DlVpTP5s9BBBAAAEEHFpApst++211992qrKxePc89V733nurWrV4mOwgggAACCLiPAIFR9+lr\nWooAAggg0LRASNeBM+96d1x1QIeQQN8zT6/SqXLeoz/ThRwEEEAAAccVyM9Xt9yili6tV8OAAPX8\n8+rOO5WnZ718dhBAAAEEEHArAQKjbtXdNBYBBBBAoAkBT2/fgLAos4Gixmt0hjXqjRmkEEAAAQQQ\ncGSBbdv0r88fOVKvjmedpRYvVv361ctkBwEEEEAAATcU4P8PumGn02QEEEAAAQQQQAABBBBwcQF5\nff4//1HjxplHRe+5R/32G1FRF+99mocAAgggYKUAI0athOI0BBBAAAEEEEAAAQQQQMA5BHJy1E03\nqS+/rFfbDh3U+++ruXPrZbKDAAIIIICAOwsQGHXn3qftCCCAAAIIIIAAAggg4GoCmzapyy9XR4/W\na9fYseqTT1T37vUy2UEAAQQQQMDNBXiV3s0fAJqPAAIIIIAAAggggAACLiIgr88vWKAmTDCPis6f\nr9atIyrqIr1MMxBAAAEEbCjAiFEbYlIUAggggAACCCCAAAIIINA+AqWl6vbb1Qcf1Lt7x45q0SI1\ne3a9THYQQAABBBBAwCBAYJQnAQEEEEAAAQQQQAABBBBwboGUFHXxxWrLlnqtmDhRffyxio2tl8kO\nAggggAACCGgCvEqvUZBAAAEEEEAAAQQQQAABBJxPQFaZP+ss86joww+r1auJijpfb1JjBBBAAIG2\nFGDEaFtqcy8EEEAAAQQQQAABBBBAwJYCb72l/vY3VVFhLDM4WH34obrwQmMOKQQQQAABBBCwKEBg\n1CILmQgggAACCCCAAAIIIICAQwuUl6u77lISGDXdevdWX32lBg40zSONAAIIIIAAApYFCIxadiEX\nAQQQQAABBBBAAAEEEHBYgdOn1bx5Sl6iN91mzFBLlqjwcNM80ggggAACCCDQoABzjDZIwwEEEEAA\nAQQQQAABBBBAwAEFZJElmVTULCr64IPqu++Iijpgd1ElBBBAAAHHFWDEqOP2DTVDAAEEEEAAAQQQ\nQAABBMwEPv1UXXedKiszZgcEqP/9T11+uTGHFAIIIIAAAghYI8CIUWuUOAcBBBBAAAEEEEAAAQQQ\naGcBnU49/7w+AGoaFY2L0w8dJSrazn3D7RFAAAEEnFOAEaPO2W/UGgEEEEAAAQQQQAABBNxJoLJS\nv/r8m2/Wa/PkyWrpUhUVVS+THQQQQAABBBCwUoARo1ZCcRoCCCCAAAIIIIAAAggg0D4ChYXqwgvN\no6J33KFWrSIq2j49wl0RQAABBFxDgBGjrtGPtAIBBBBAAAEEEEAAAQRcU0AWoD/vPLV9e73WvfCC\n+r//Ux4e9TLZQQABBBBAAIFmCRAYbRYXJyOAAAIIIIAAAggggAACbSewb5+aPVsdO2a8o5+fWrRI\n/fnPxhxSCCCAAAIIINAyAQKjLXPjKgQQQAABBBBAAAEEEEDAvgJr1+rfoM/LM94lIkJ9/bWaMMGY\nQwoBBBBAAAEEWizAHKMtpuNCBBBAAAEEEEAAAQQQQMBeAosXq+nT60VFe/ZUGzcSFbUXOOUigAAC\nCLihAIFRN+x0mowAAggggAACCCCAAAKOK6DTqWeeUddcoyoqjJUcM0YfFe3b15hDCgEEEEAAAQRa\nKUBgtJWAXI4AAggg4E4CHh6envzV6U49TlsRQACBNheQqOj996t//KPejeWF+tWrVXR0vUx2EEAA\nAQQQQKCVAvzrrpWAXI4AAggg4EYC5eUlRYX5btRgmooAAggg0LYCVVXq1lvVSy/Vu+vdd6vPP1eB\ngfUy2UEAAQQQQACB1guw+FLrDSkBAQQQQMBdBIryszNOnnKX1tJOBBBAAIG2FSgvV9deqz79tN5d\nX35Z3XNPvRx2EEAAAQQQQMBWAgRGbSVJOQgggAACri9QkJF++nBqvXbqVLW89MiGAAIIIIBA6wRK\nStS8eWrFCmMpXl7q/ffV1Vcbc0ghgAACCCCAgG0FCIza1pPSEEAAAQRcWcDXPyAwVGahqdYaWaXT\nlVXpPLR9EggggAACCDRfID9fzZmjfvnFeKWvr37oqEwtyoYAAggggAAC9hNgjlH72VIyAggggICL\nCegyT53escsYFZXmZadkrf9sQ6EPf5+6WF/THAQQQKDtBLKy1Lnn1ouKynSi331HVLTtuoA7IYAA\nAgi4rQD/kHPbrqfhCCCAAALNEtCl/P7ep58t3Vxe/6riE0d//99Ln2xIKuCF+voy7CGAAAIIWCFw\n8qSaNElt3Wo8tUMH9dNPaupUYw4pBBBAAAEEELCTAK/S2wmWYhFAAAEEnFRAV11RcvpkRllVRXlF\nRWlJcUlhfl5Oatqp1PVfL16xem9pvWbJO/SlZVnrXn/uhay9Y0cN6t0ztmtYSLCvfvPy9A4KD+8Q\nEepf7wp2EEAAAQQQqBNITtYHQJOS6vaVio5Wq1apoUONOaQQQAABBBBAwH4CBEbtZ0vJCCCAAALO\nKFBZVnhy9RfLU4vycgoLMtPS0o4dOrx/64HTtW2RUKjJ0FB9srpK5e786s2dX70TFD501LiBveM7\nhIV2CPH1DB0wYeK4qWd1c0YF6owAAgggYG+B/fv1UVEZMapt3brpx4r27atlkEAAAQQQQAAB+woQ\nGLWvL6UjgAACCDibQEVJVuLHzz+1MTM/r6puOlGzUGgDTaoqytnxy4odNUtneOh01dEX3+nXi8Bo\nA1pkI4AAAm4tcOCAOucclZZmROjTRx8VjYsz5pBCAAEEEEAAAXsLEBi1tzDlI4AAAgg4l4Cnp5dX\naFFeXmW1STjU2ibodLUX6X+pKC338bL2Ss5DAAEEEHAbgUOH1JQp9aKiQ4bo36Dv1MltCGgoAggg\ngAACjiFAYNQx+oFaIOB+AhI/8vCQl5LZEHA0Ad+g6KH3vvfxRUWlJS0JjdY2R1dVUdWx39ChPRyt\nedQHAQQQQKB9BQ4f1o8VPXXKWIsxY9T336vwcGMOKQQQQAABBBBoGwECo23jzF0QcESBqqqqU6dO\nHTp06Pjx40lJSZdccsnQNpzqf2fNVlJS0q9fv169esXExMhqNY7IRJ3cTsDTJ6jTmEsuG2OjhvP/\nAGwESTEIIICAKwgcOaKPiprOKypRURkrGhrqCq2jDQgggAACCDidAIFRp+syKoyADQQqKiqys7NT\nU1PXr1//zTffbNiwQQKUERERbRkYXbNmzYIFC44dOzZlypSZM2f+6U9/iouLi46O9vdnCW8bdDFF\nOI4AI6Mdpy+oCQIIINC+ArIGvURFU1KMtTjrLLVyJVFRIwgpBBBAAAEE2liAwGgbg3M7BEwEZG0W\nGUtWNyOhUh4envKf3d8uLy8vl3W233///SVLluyX9VCV8vT0lJ8ybvTEiRPdZD3UNtlkpKrEZ+VW\nq2s2CcteddVVt91228CBAxlh1yY9wE0QQAABBBBAoO0Ejh3TR0VPnDDeccQI/VjRDh2MOaQQQAAB\nBBBAoI0FZNXcFqwt0caV5HZOKZCRkSGj/7Sqp6enR0VFabskRKA86/jh5KNHskoDvCQuqauoDo7v\nE9+vRxd9kNIOmyHaWFRU9Mknn7z88svyEn1ubm51dbWPj89FF100b968MWPGSFS0zUa3yZDVLVu2\nLFq0aNmyZWVlZdJiPz+//v37S3j03nvv9fbmf9vY4SGgSAQQQACBNhHgW1CbMDvTTY4fV5MnKxkx\nqm3Dhqmff1YREVoGCQQQQAABBFxEwLm+CBF6cJHHjmY4o0DK5q8W/W/Rsv2VIb4SC63KK4q75m83\nP/DXuUH2aYxEPA8cOPDGG2/Iu/PJNV/MZaDonDlzrrnmmoSEhO7duwcF2enOltsjQ0TPPvvsHj16\nXHjhhcuXL1+6dKmER3ft2pWXl7dv374HHnhAgqRSQ0aPWuYjFwEEEEAAAQScREDenZc16E2jorIG\n/U8/ERV1kv6jmggggAACLi1AYNSlu5fGObSA7sjWXeu+2XZYP1ayZvMLO13qZb/Y5Nq1a2V45qef\nflpcXCz3GzRo0KxZs6644orhw4fXVqDNf5HpRPvWbAMGDBgyZMjXX3/9+++/Hz169IMPPsjJybnh\nhhvGjRvHQOM27xZuiAACCCCAAAI2E5B1liQqKmsuadugQfqoaMeOWgYJBBBAAAEEEGg3AQKj7UbP\njd1eIO1oalGaFhVVymfsmB79etmDRaby/OOPP+T1+Z9++kmiovLuvKwCf+ONN1555ZWdOnWyxx2b\nW6ZEaWWTysj8p9u3b6+qqpIgqQwgleGi559/Pq/VN9eT8xFAAAEEEEDAEQTS0vTziiYmGuuSkKB/\ng575pYwipBBAAAEEEGhXAQKj7crPzd1ZoOD4kdwsk/n31fDenXt3tsv0+6dPn54/f/7GjRsNY0Vj\nYmIee+yxCy64oI3fnW+yt6+99lqp0t///vfEmn9ArFy5Ul6ll3fthw4d2uS1nIAAAggggAACCDiU\nQF6emjlTHTpkrFT//rLmpDKZhN94iBQCCCCAAAIItIsAgdF2YeemCKiKtOPHC/L1i7LXbT27d+wU\nFVK3Z7NfU1JSnn32WXlFXZZdkkLj4+NlaaO5c+fKa+w2u4ftCpI5T6UweYleaisLQ33//fdhYWFv\nv/22BEzbbFUo27WGkhBAAAEEEEDATQVKSpR8qdm509j8vn31UVHHeFfHWCtSCCCAAAIIuLmAnZa/\ndnNVmo9A0wKnk/YW5GfXnSe/E7vEd+ka1SGgLsc2v0p4cdWqVYsXLy4oKJDX0gMDA2fPnn3TTTcF\nBAQ4ZpxRXvOfNGnSk08+aXh9Xuq8Zs2ap59+2jFra5tOohQEEEAAAQQQcC2Bykp1+eVq3Tpjq3r2\n1EdFu3Qx5pBCAAEEEEAAAUcQIDDqCL1AHdxQoPzIjj35mVm1LffwVGFjunaJ6hjkZVuLX3/9deHC\nhRIVNRQ7efLkW2+91dHeoDdrsqy2dNlll82YMaNDB/3EAjIPgCxYv3r1asOIV7OT2UUAAQQQQAAB\nBBxKQKdTt96qli83VkpGia5apbp2NeaQQgABBBBAAAEHESAw6iAdQTXcSqBaVaTv3Ho0K73Q0GwP\nTy/vIcO6RoeF+NjSIS0t7Ysvvti2bZuh0Ojo6AsvvNAp5uvs3Lnz3Xff3b9/f8O40ePHj7/44ovJ\nycmVMgCDDQEEEEAAAQQQcGCBBx9U771nrF9YmPrhB9XLLutrGu9CCgEEEEAAAQRaJkBgtGVuXIVA\nKwR0FdUFqbsOF2bmVxlK8fTyGDw4vlNokG8rSj3z0m+//Xbt2rVa/kUXXTRy5Eht18ET55577pAh\nQ0JDQ6WeEg9dsWLF7t278/PzHbzaVA8BBBBAAAEE3Fng+efVCy8YAWRG92++UawiaRQhhQACCCCA\ngIMJEBh1sA6hOu4gUFVRlpm0ubA4vbLa0FxZez0hIT40JNDDds2XYOJPP/10yGQl1KlTp8oYTNvd\nwe4lTZkyZeDAgdptPvnkk71792q7JBBAAAEEEEAAAYcS+N//lAwX1TYvL7V0qZo4UcsggQACCCCA\nAAIOJ0Bg1OG6hAq5vEBVeVl64h/lZaW6uqZ6qrKEHtEhgX51Ga39VdYsWr58+eHDhw0FyQvpY8eO\nlfXoZc2l1hbdhtdPmzZtwIAB2g1l0Oi+ffu0XRIIIIAAAggggIDjCHz1lbrllnrVkTjpBRfUy2EH\nAQQQQAABBBxNgMCoo/UI9XF9garK8qP791SWl9U11d8zdPzA7h3Dgmw5w6iMr5RJOQ23kMCoLGfU\ntWtX51rbPSIiQmZE1YK5VVVVmzdvlvlG69z4FQEEEEAAAQQQcAgBmbtIlqGvrn0XSF+lF19U117r\nEHWjEggggAACCCDQiACB0UZwOISALQWqqyvLy8srKsuy049v27KvpKQuMOoZ6hH6p8gAD4+qiqoq\nky/ULb25vES/f//+LVu2ZGdnG8ro2LHjzJkz5WdLi2y36yQwOn78eO32GzZsMJ01VcsngQACCCCA\nAAIItJfAjh1qzhxVVvfNTqrx0EPqvvvaqzrcFwEEEEAAAQSaIeDdjHM5FQEEmiegk9lEi4uLi4oK\nS4rz8wolUV5VUZyZvP3XHanFpRV1hVVXVxUd3LmtLEWWGgrtENkxPDgkODjQ18vTo0VzjhYUFPz8\n88+FhYXyQr3cwtfXt0ePHrGxsZKou2OzfpWAbnFGWlaVh5dcJjXSZgBoZilVAR06hgQH+ns34//H\nyOv/w4cPl8lSDfc6ePDgzp07r2UARrPoORkBBBBAAAEE7CZw9KiaNUsVFBhvcPPN6plnjLukEEAA\nAQQQQMCRBQiMOnLvUDcnFpDooUdVWVZK4vbNG9b/umbTb8s3HygpKLHUourM0uTXbrrkNf2xTt1G\nTL3whllzpk4e1T0q2N/HqwWxUQmJrlmzprS01HCzsLCws846y9KNrcwrzT2+5eXHF6T7dPDw9PZu\nUaxWQrR5J3NGX/2XmVPGDu4caOWN5TR5/b9v376m5x85ciQnJyc8PNw0kzQCCCCAAAIIIND2Anl5\n6rzzVFqa8c4XXaTeeEO14PubsQhSCCCAAAIIINCGAgRG2xCbW7m8gD4aamhkzh8/fPPU6x/9smWX\np6ouqdlKyy21X74414zrrD2WcXLv14se/2nZc77e0254+OZr543r1ez332WMqrxyrgVGZRTqyJEj\nZZpRS7e3Iq8s9/Th3//3zU/l1fVjolJzefNfNmm08eu/hEA9dMqj3P/+AABAAElEQVTL54y7lRcV\nJEaOienep1mBUalft27dZJpRaY5hAOzp06dlloDp06dbUXVOQQABBBBAAAEE7CVQUaEuvVSZLgw5\nebL6+GPV4u9c9qoo5SKAAAIIIIBAwwJnRC8aPpUjCCDQiIA+KCqRw5LU1V998tqSH7NOnti2N7Go\nTHtfXqnAmNETRoZX5u9Y/Ut6bUH6qGhwaNCgc2b7Jq37bU9aVXVVeWFeZmGeHP/y3ee3r14/78ob\nbr3j3OhGblz/kAQqZc2lNJOhCxIYHT16dIsDo5X5+acO7s/KK6x/n7q98IgQL8/KwsKaxuuqdIGh\ngRUhAQXJqXUnmPzaIcSrQ1iASYZVSZkadciQIVu3bpXFl+QCadq2bdsIjFplx0kIIIAAAgggYB8B\n+f/af/mL+vFHY+kJCUoWpvf3N+aQQgABBBBAAAHHFyAw6vh9RA2dQ8BDlR7dsvq7Lz5Z8u3Pv+09\nqVXaPySix9AJI/vH9RswbPS44eWJ6xYd/uWz2pXVdcozImbUhQ//866A47O27ti5YdXaTb/vNoRN\nc1OT5HMs+Uh23qHrr7uuX5S/nxWzc2ZkZOzatUu7uyTkVXp5G90w3NI038p0Xlbq4Z1bPD09qqtr\nJxcNCA0fPGH2sPjI8NgukZERQZ6eVcXFhsCo8gr1LEw8vuuT5z8+YjoQ1tPLu/+E8685f/zw7mFW\n3lc7Teo/aNAgCYYaciQwukPWOLDHVnDoy2/Wrtty0N/f1x7FWyxTJnAN6Nyn/+R584Z39PasPybX\n4gVkIoAAAggggIADCPz73+qdd4z1iI5W330nX7qMOaQQQAABBBBAwCkECIw6RTdRSQcX0Kmq4owD\nvy999dlXP/rVGBNVfmEdo0ZMmjLzqr9dPeusmJqpNVM9Dv0S66OO140kjRzQZeyVF4wYqkYMnXph\n0ZZ+775W9MrKpKMZxfpIpgxBzU39fcHj+yo7Dvu/S4bFhgd4NRU6k5XoDx06ZOrVoUMH2TV52930\nYNPpvMzUA7sPaCsu+QeFjpg0+5aHnr1sfDeLQyLS9vzw9h9rlDqiFe3p7RfTd/gt/3hxzrjuUUFe\nxvkGtDMaTch79DLTqFZ/eaf+6NGjlZWVXl4yAWtTHI2WbH6w4MCSD17/bNVu83x770cnXBR29kVD\nIgiM2lua8hFAAAEEELCJwLJlav58Y0kySnT5chUfb8whhQACCCCAAALOIkBg1Fl6ino6sEB1WXn2\n7pdu+MvHOxJNoqJS4R7n3TD/8cdv6G1cbSg/+dDhXzbURUVlyfjokK59tBflg0Zdede/BsV2+esN\nCzYWlFbWjvKsKq36z/3/PnvEy6HB3cJ9mwgF5uXlSdxQwwoMDOzcubO22/xEaeap7F3btbioGjn9\nz4++9M6MeMsl5exf8eq/n3x20e+mhyO6D7zwgXdumRgX5F+7rr3p0SbT0gTTwKicL22UcaOdOnVq\n8fwAlm/qGxgcFmH5kD1zozuGx4f42TbGa8/6UjYCCCCAAAJuLbBpk7r66noCH36oxoypl8MOAggg\ngAACCDiLgKezVJR6IuCwAsU5h9646cZPDx5NrZSFiLRtxoP/ef3fT1xvEhVVqjIzOT1li3aKrCzU\nMXxUzziTDNVlwMRbn/zXEB8fk8k4i1Th94tW7kpM0c892vhWUFBw8qQxPCvvobcqMKrLPpqW8ouq\nDYzGnXP9FXf8vaGoqMrc8NJr/zWJitbEcGPOGnDN009cNTDAr4X/G0ZGjMbExJgODq2oqDhx4oT8\nbJyi2UcrdYZpTJt9YesuqJQlrEznHWhdaVyNAAIIIIAAAvYTkP/7PGeOKi013uG559S8ecZdUggg\ngAACCCDgXAItDFU4VyOpLQL2EdC/FF6edeDXRU8sWHPweJFO1gaSWKDOw091nf340/dfPnN4l4D6\nAzzTT2alHK2rjP7czhE+A3vVn4/KJyp26Kz77lo+/4MNx07n60+SC6pLvn1/7dyRvUf31L8X38hW\nWFh46tQp7QRZeSlaZr1q6aY7fTz1yN66q4fMnD7n0mk963br/1p+aP4jL3705WotV7+wlF/C+D//\n5T93Tw33qe+gnWRFwmJgNCUlZeDAgVZc3ZxTfPxjQjp3Cu4c0T1C1U2o2pzrm3+uh2dl/smwzsH+\nrF/bfDyuQAABBBBAoI0F8vLUeeep9Lo1NOXuN9+sHnigjWvB7RBAAAEEEEDAlgIERm2pSVluJuCh\nytLWf7fk0Ve+SCrURy9l06nAyD5TrnvkH3deOTJS/+J4vS095djJpMN1WXJJSFSXgf1i6jLqfvUJ\n7Trntpu+WHs0P7Mwp24UavXhjw8kTsiaOaBj3WkWfy0uLpY3zbVDElWUQaPabnMTZRUqIjIuYfCo\nDgE+IUNumTdjrKUga0VR6h9LXnzuw09Wnc4rlKGdhikAdKr3hGvvePSv84Z2aO2fM+Hh4aY1l7Gi\nEvy1/ejO4L6X3nDHiHPn+XUIkKCu6R3tlfbwqC7L9w4Mj+rf0bvJ6WPtVQnKRQABBBBAAIGmBeRN\nlUsvVfv2Gc+cOlUtXFiz/KQxjxQCCCCAAAIIOJlAawMWTtZcqouATQXSdq795pNlm48bg2i+EX0m\nzr76n9eMDLV0o1NHU44fMr7nrnyHhsUMOyMuqjw8vfx7nD2ue/S+A0k5eeV1JZ0+lZ5yukB1DKnL\nsPSrrE1kmi2zcPr5+ZnmNCvtFRIzdMKcu6ImBnl79jp75oCuFqbgLE47/Ntni55/+ZPsmqJroqKe\nyjuq17hr771uzvRewfogY+tm0PTx8ZGllrSaS0g0Jyenutp04gLtYCsSfp1GnN1pRCsK4FIEEEAA\nAQQQcEkB+S7zl7+oH380Ni4hQX32mfLxMeaQQgABBBBAAAFnFCAw6oy9Rp0dRCBr9dc/f/f9H6a1\nGTJx7HV3X2YxKqpUScr+1KQDJcbzu8eFdo+x9JtQJv8N69cnNGqrjzIGRlVWflluvk6FNPZaekmJ\nSflKtTIw6hMeN+xs+RirfEYqY9fPXz5x78uJJgc8vIJC42a/+OotkwfVrPvUuqioFCyjUH19faVp\nhmCo/MzPz7d9YNSkCa6dlCG3mZmZrt1GWucUAvK7WIa0BwcHO0VtqSQCCLizwEsvqXfeMQLINEXf\nfac6NDG/kfF8UggggAACCCDgsAKWYjIOW1kqhoAjCeiO/rrpeKL2YnxN1cb07jd7VnxDtTyVlJd5\nwORgbO8ug3t0Msmol6zwqq7yNI5FlWOHT+cdzSgY37WBuGvN1ZWVlaalyFjL1owYNS3KYnrP8vff\neOax34zH9HOihkeG/Hvx0xP6Roba6A8YCYzK2vSyrpQhGCqDUsvLyw0v7BvvTMpqgX379o0ePVpi\nzVZfwYkI2EVA5kR+6qmn/vGPf9ildApFAAEEbCQgA0XnzzeW5e+vli9X8fHGHFIIIIAAAggg4LwC\nNopbOC8ANUegpQK71qw8dmi/6dW9ZoyZdsG4BqNNWSeO5eQUmFzQJ75jr26RJhmmSd8Bw0dErTmo\nDh/Rcr2rdV5NLQpktla7jBj1l+/v9tnSN7z/3jvvLfmjNhTr4eGp01VH9xp0+9P/vXBE5zDfVo8U\nrau2BEZlslRPTxlIq98kPFpWVkZg1KDRgp8SPZfIsmwtuJZLELCtgNnsH7YtnNIQQACB1gskJanL\nLpPvHsaSPvxQjRlj3CWFAAIIIIAAAk4tQGDUqbuPyreTgKw/X3505U97Dh42fR/Z/09jh44f1VCg\nU+UfO5ydbXq+iu/SqVunBt+LLy/Lqa6s9158RbWusqlFgczChRJSlM0eTMWHVrz+1vsf/ri/boSq\nrLlUHdpt0OV/ffyOS8aE2/SPljNbYdZMezTQhcu00yPhwmI0zX4C2v/wsN8tKBkBBBBosUBRkbrw\nQpWTYyzgiSfUvHnGXVIIIIAAAggg4OwCNo1eODsG9UfASoHqyuq0vRsOZR/NqTJeETShf+8+fRpe\n6Chp7+6ctFPG89WI2OjYmAbPr0o/fqzQZH15uTAsxD8kqMELDCXLEFGTW+gHV9p89XZdZWlm8vZ3\nX3j+v99tySzTr6tUE63VBXTqM++W+++84eLO9apgWp0WpiUMKoMctWCoxPVkioAWlsVlCCCAAAII\nIICAFQLy9ebGG9WePcZTL7pIMfmHkYMUAggggAACLiFg6wCGS6DQCAQaF5ChkYXZJzOqyuuN5xx6\nVlSX6NqXvc2vl6lCi47sO5iVlmU80nFkZGSnIOO+aUrOryjJ11WWmWaq+E6h3SID6mWdsXNmYNTs\n5fozrmh2Ru6pQz9/+uJji34rL6+sjYrKL36h46955OpLz+sX1vpV6M2rJCFRee/bNDAq82PaYdij\nToLI1VXV+lhv223S156eXl5enm13U5ldoUePHswx2nadzJ0aEMjKyoqMbHCUfQMXkY0AAgi0kcDz\nz6ulS433kmXoP/hA/s425pBCAAEEEEAAARcQIDDqAp1IE9paoLqy8tT+HZXFpvOFqmFDunePCmmg\nKtVKl3Hoj6KMNOMIU5+x8ZFdGjpfiinJz64oLTaZ0UopX18vnwZnMK29s1m0S6KiNp7Cr/DIplXv\nXfHoF4b7Gd7s9/ANCpz92IM3Thvfr6Pk2zyuKCFRbUl6KV/evZUpR20fGNWV5Wfn5uYXqzaMUUoU\n2cvXPzAssmOw7eZkrX0WGvwlISEhMTHR9oAN3pADCFgWkN/avEpvmYZcBBBob4GVK9Xf/26sRFiY\n+uorFdLIFzfjuaQQQAABBBBAwJkECIw6U29RV4cRkLfHZeRmvTEDQf4BPl4N/IaqrlSZib9k5CSV\n1k3IqdTowfFdOjawvryuQhUcWLT79M4M0yGjXTp1jI1s4ApNxmypJVmkqLi4WDva6kTO6s8Xzb93\nYV05NQNGPTvoEm5c8swVo3pE+dpn1KO8Ry/hXcOS9HJrGV7ZoUMH+VlXDRv9mrnphSfeevfzdWEh\ngTYqseliqsqKQ/uNP/v2Z5+fE+/rXe+JavriVpxhe71WVIZLEUAAAQQQcCiBw4fVFVcYZgrS10u+\n7ixZovr0cag6UhkEEEAAAQQQsI1AA3Ec2xROKQi4roCHROXqRQE99HHSejla4+UN7bxjiVnFxfI2\nuJY5rHfnqDDLATiZUDP/4MaU7JziSm3EqIcKGtWpc+dO2vUNJGQopekRiSfm5+eb5rQirdu65L0F\nz769p6B2NfOayUWDIxMufuzFu6f16+zfiqIbv1SaoEVF5UwJ6kVERNh+oFl18fHjSemnU9NPN14d\nGx8N9DwyorDS+GTYuHiKQwABBBBAAIFmCBQW6hdcys01XvLUU2rWLOMuKQQQQAABBBBwJYG2G6Dk\nSmq0BYEzBTwajIuqysryI7t2lBcX1l3lpXx7DIrvFBFieSWlsqL0nz9YUZxp8pXcQ4VPHN+re+cm\nf8cGBwfHxMTU3UgVFBRkZmZquy1N6JSu4NCPby587d1vD0nUsDb+q1N+ccMuvu/Be/56Tpz9oqIy\nu2haWpo2wag0QVZeio2NNZtNtaVNM7nOw9fXr15Y2eSYHZNBAf7Bft6WY+p2vC1FI4AAAggggIC5\ngPwv7OuvV3/8YcyXNehN36k3HiCFAAIIIIAAAi4hwIhRl+hGGtG2AjK4T6eMs4Uabl4hS9XrtAGe\n9SpUVVGYuHtvSWFRba5nkIo+p3t0eIi/xZfBi3JSdy77dEtWthZIVR5eobOnDe3dVT+DZ+ObITB6\n8uRJw2mFhYWtD4xWVxZlHVn35tPPrdp5TJpduwq9Uv4dR15763X3XD248Sq18qjMLmoWGJV5VLt1\n62b7wKjyCgkM8fYOiIgIMY3DtrL+jVwus3yWF+eHhgV7EhdthIlDCCCAAAIItJXAs8+qZcuMNxs0\nSL33nu0nTzfegBQCCCCAAAIItLcAgdH27gHu75QCuiqPUrPY6KlT2UVFpZZaU1VZdjpx98nSoto3\n0JW/n8/QoZFh/hbjomXpR/es+vDz/OLyau3t6gCvkLHnTUjo1qnpOf9DQkJkNOXWrVsNNZERo+np\n6ZZq1Yy8vNMHFj1008fbM9NqZivVqnXbw3fecv2UM8dY6nTVVRUVVTLMVCK6Xt4+rZs6U2YDkDiv\naaTSXoFR//Czho67uqRjSJdQZcRvBlRzT/Xw8CwpyvDt2D2hg4+nzZesam5tOB8BBBBAAAH3Flix\nQj3yiJGgQwf9gkvBwcYcUggggAACCCDgegIERl2vT2mR3QW8vL1j+wz3DvhZKWPM8djKXUkXT1aj\nu59x+9KKnNO7DhcWltaOJ/X39x1zVt/IAF+z334ScPRQ5Yd3/vb0P7+uqjCcLC9Y6/zDQ0b/9W+j\n48MjmlqSXm4tqxL17NlTq4MsW6SNHtUyrU3UVKg4dcuq1+959sfMnOKaQbI16y1JCVc9+fFVc6fG\nnRkWlbfuT29/5683L96TkVw45Nq//u2Zh2e35t8URUVFx48fNw2Mdu7cOTS0qVWorG2kyXnBAy6+\nqcfsayo8vZqcscDkqtYlJYasvLx9/UO8vHiZvnWUXI0AAggggEArBI4cUVdeaVxwydNTffKJ6tWr\nFSVyKQIIIIAAAgg4g4BZZMYZqkwdEWhvAQ9Pr7Ae/Xv6BR5QKk+rTN6yg0empVSPjDWLqpUX5Z5K\n3JxXWlC3klKAn+foQfFBfj71ImEyutJD5e5f+fW7L68vrH1Pv+al9Q5+Uefff8OkLuGBnvUu0G5c\nLxEZGTlgwADTLBk0mpGRIasVNXshcrld7qGVS9546O0NWTXTAMir3xKg9PEPPueWZ+6+ctbguDDT\nG9WmS1OTNi97/YddyfpLuqZV6CzETi1c1mCW1D8xMVELjErkt4+d1oX19A0K9Q1qsCIcQAABBBBA\nAAHXFCgtVZdeqvKM3+rUM8+oGTNcs7G0CgEEEEAAAQRMBcxCOKaHSCOAQAMCnt4qYsh5E/sm1IsM\nFn+78pcvfj5mdk15Qd6J/TvSZehm3QG/wNhh/bv4+fnUZdT86qFykn9d/L/331l+QEZqykc2+dm5\n77Bb77t7eo+QAB+rfrfKUMqEhITAwEBt0XZZ0n379u1VVbXB1pqCrfqhyz/2+eL/PvnaZ0eza8+X\n6KR/ZPdzrn3w0ftuG9Wzg7+lmTGPbvvto1c+romKKtW/V68+3SxOpGpVDWpOysnJ2blzp7YqfZcu\nXUaPHm395ZyJAAIIIIAAAgg0LnDffWrHDuMpf/6zmj/fuEsKAQQQQAABBFxYwKpQiwu3n6Yh0CIB\n+Y0Tce6ciUMGx2mXy/DK1F9//fKrFfvzygxhTcOh4vyco3v2elZr6zJ18A0e2DMm2Nc486auqqwg\nPXnn8vcWLv563dHSukXflQoI7Xj+pbPuum2IrF5vxWjR2rpI6LB3796ydLthX0Zc7tixwyQwq1W5\n4YSsIlWa89v3ixcu+mrnsUIZKFp7qm/owHMvv/6OeyfEW36rvzp/z4afvl269rjh/PieMb3jYxq+\njVVHZI5U08WX5D36kSNHWnUlJyGAAAIIIIAAAk0JfPqpeuMN40n9+6t332XBJSMIKQQQQAABBFxb\ngMCoa/cvrbOjQOeJc0cOOyuy7g7yKryqPrhpxQePvbUus6Rclk4yhEeLctMSd+3TBjwqr0j/6GHd\nQj1rBoDqlykqK8o5eXjrR0/d+djCrzYlZunn8NSXqR9nOeuGB26/e35s3S2s/DUgIGDixIn+/v6G\n8w0jRpsVGK2uKMre881dj7+7Zkui4fV5Q1HB4669+Oa/XjHM4uvmUuvqbd9/uGzZ4tqwqFLdu3Xs\n1jXcympbPC03N1feozc9FBMTM3ToUNMc0ggggAACCCCAQMsE5FvGLbcYLw0IUJ99xoJLRhBSCCCA\nAAIIuLwAgVGX72IaaD+B+HmXzbnlsiF1N9DHM0uOblr+yl1T7v/oQI4hvqnLlzfBt5fJEjuGLbh7\n1FmzR3T19qh5Dd2j5OSORa883H/0+Y9+vDUlR7+ofW08VUXd+cLSv99988io2gut/0UWpp82bZqE\nRw2XyIjRzZs3l5WVadN0NlVUacnJ3/52zT+OHzkhZ2pXdZn6wIJH7nx4akNx2tI9nz/z0lvffrHH\nWHy3qJDYqFa9SX/s2LE9e4wlhoWFmc2garwZKQQQQAABBBBAoDkCJSX6qUULCozXLFyoBg0y7pJC\nAAEEEEAAAZcXYPEll+9iGmhHgfCBM26816PS+5UXPlqr3absdOK+T5+6YuPCi6+/97IZA/Yf3PNj\niaqsnTVUFRZW7U/MPHpo25Gdm7/4Yf2mbbuyM9OKi4u1y5XyD5p47ZN3XDlr8oge0SEm+dYmg4KC\nxo8fHxUVlZmZaRgoKtN0btmyZdy4cbJyUVOl6E7vWPfG3fevOpyaW2UY81p7RXikLjVx04qiPbmF\nVbXv1sto0qrqssLclJTD6zZuyzh+OPlkpkn5vWM7x8cEmmQ0P3no0KGNGzdq1w0ePHjUqFHaLgkE\nEEAAAQQQQKDFAvfeq3btMl593XXq+uuNu6QQQAABBBBAwB0ECIy6Qy/TRjsJ6JRnQO9RM++aHxwa\nl7Dph49+2ZVXICNDdVXVWUn7spJyCl7Y/nNsYdrhMtP75yYfXLlg/imf9ONHtu45XFSuzT0qJwV0\n6nXWnCvmjpt63sVn9w81vaqZaVmbXgaNSjw0JSVFLpXhosuXL+/Xr1+TgdGKtG3rl7/15vo/TAOc\nhpunb1/5aeKabzyqK+pGv0q+rFJfUVqck52ekp5rOE0/FYAhoBo1NqJTjKV16w0nWvVz3759x49r\nr+arsWPHSszXqis5CQEEEEAAAQQQaFhgyRL11lvGwwkJ6vXXjbukEEAAAQQQQMBNBAiMuklH00x7\nCMiSRBIb9Ysdcu4jQ0ZsGxn9+U+7121LOnXyRHKqTBXqcerwTvnIjU2m6fTwKM8oTvrps6Ta+nj4\n+geGR8d16hTZMdQvdNjU82bfeO2UKFlrqXWbvP9+9dVXy0vohsBoRUXFt99+e/HFF8fGxvr5NVZ6\nZWF2RvbJdEt3zzy098xo6Zkn1k0FoPzPGhzTpeOZJ1ifs2nTJlk2Sju/e/fuY8aMkfGwWg6Jthao\nKpWA/qGDiSeLdDEDxw/tHhESwF8ibd0J3A8BBBBAoPUCBw+qW281FhMYqJ9alK8YRhFSCCCAAAII\nuI0A/6Z1m66moXYRqFuuXYWPvOSxkRcW7t/w3ceffv7+1xs99IMpq4rz8wsKiiq0YKGnr19wSESI\nnwyq9PDwVNVVXpGxPUZMvGTKlLFjRgzr16V2IflWV1VCscOHDx80aNCaNWvkbXpZ+ik1NVWCjP37\n94+Li2uk+IDuQxImXhK5JDkosHbtpkZObvCQtNdDjT97QJ/OrRowunLlyr1792p3ueiii6T+2i6J\nNhXQVZaVlGSfOvzjx28ufP3tTWlqymOrFtw8ZmBsa0Y2t2kLuJktBXTVleUlJfo15uSPsrpB4lbc\nQKe8/Px8/f1s9UedFbfkFAQQQOAMAcPUooWFxgOyKr2MGGVDAAEEEEAAATcUIDDqhp1Ok+0m4BXU\nb/ylj42d+49/FaRnFFaXnfp6watvvLH0oHbD0GFjr77p+TvHehRV+wUGhoSGhoeFBAb4ShzTU/7T\nTrNR4vzzz9+5c6fERg3lff755/I2feOBUeXdadJF96Rc8LfWV8HTy9vLq4XLu0kkNz09ff369cnJ\nyVIT8QkNDZXAaN++fVtfMUpoiUB15vav333oxcXrth2Qy/1CIoIDvL1s/8y2pGpc0/YClWVFp3eu\n+mF3TllllZf166vpqkp1UcNGj5w0sqfN/7hrewTuiAAC/5+9O4GzseoDOH7u7Btm7PtOKImo90W2\nl5RShCQlWyUKIVuiTdYK7aVUJJWKFi2ULUuIZN+y7+sszH7v+5+54znXGDN3Zu7c9fd83jf/8zzn\nOc853+ca1995nuO5AgMHKpuVHVXv3qpHD88dDT1HAAEEEEAAgXwJkBjNFx8nI3ClgMlPEpx+IQGB\nIRXCS5hMwSWLF0qyqRF1XY3m/2vVqHbVpKQUP9kkcViQ6YFWrVqtXbvWSIxu2LBh1apV7dq1CwoK\nsulUptAkCc1gfxf/ZBCbGTNmyMpLkiGV/kmHn3zyyWrVqmXb80wDoegogYv/LPps2vNvrjt1at/x\ns45qlHY8WiDp4tm/f5n69pcnTkYnGwNJTU5OvTw7XmaSWsyWoOAg+b1sVJAg7vzZO3o9HVHjlZuZ\namzrQowAAk4UmDNHzZyprydr0L/xhi4SIYAAAggggICvCbg4/eFr3IzXdwTS1m1POHM4+mzajMfL\nW9WKxevVqiAzIIOCnPQkafv27eVp9M9lfYH0TZZgkufrH5FVV914kzeirl69+uuvvz558qR009/f\nv2HDhtLnEiVKuHGvvbJrKQfWz5//9TffL96yceNO6xOH8rm2uPFY097iUJD/2ODGQ3dq1xIvnt7y\n885/d1+4kKKv6xcRUTQ8PCh9BqnkQ8MiC+3esVul2izWllY38qypbMlC+iwiBBBAwJkCO3aoxx/X\nF5SXisqrReUFo2wIIIAAAggg4LMCJEZ99tYz8AIXuPTvzv2HD9peplKZUtXLZTNb07auY+K6dev2\n69dv586dkh6VhKPMwZw5c2aNGjVkFSNJODrmGg5tJTU1df369ZMmTdq7d691uujNN9/89NNPS58d\neh0ay0bAkhx//vCeLavXrF36wyff/7rjtM20Z3fOisqQTCbzmf1bNq5as/+iKShKxV8IqnJdg0aN\n6xV30r9EZKPqTYfi488f/Xt7stkss0HNpkKlytW6qWW9KjVq1ygeEZGRGDVZwkMvvvXS9E27D8Sm\nGp+aUnXu7f/wA/dVIHntTR8HxoKA5wjIq0Xvv19duqR7LKvS8/ZyzUGEAAIIIICATwqQGPXJ286g\nnSJw4sC+C6eO21yqUsniFco6fapUgwYNhg4d+txzz8n6S0lJSfJA/YQJE6ZNm5bjCvU2PXdeuGfP\nHnkX6k8//WS9ZNmyZe+9995OnTo5rwe+fSVzSmL0mWP7tvz5y7cfvvT+ksT02X65Wl3H1X4pu1d9\n89IjL/4h72CIVOqC+u/9z71en8SoQ29L6sW4M0e2JyQkWkTZVLTWbZ2eGTulS90rk89J0dsWrYwM\n3e/vF5s2adSkAgpHVusy+qlu3ZuUTZ92THLUoTeFxhBAwA6BkSOVzZqO6tFHVffudpxGFQQQQAAB\nBBDwaoErXv7l1SNlcAg4W+DQ7l2nDp/QVw2oX6Ro+WK67KQoIiJCEou9evWSJKOsYpSQkPD777+P\nHj360KFD1imZTuqHHZc5ffr0Bx988Prrr1vrSm8ffPBBmS5qx6lUcYxAzIltc6aMuuv2bmPesWZF\n5SZ4VgIrMS7OfCHtzbRpWVHZwoKjk2xmvKbtYsunQNyFk4f2bE1KTZSZoKYWHdv3m5YpK2qJPbVp\n4SMtH569bsfhJGtyPTwgqvV7s0fd0dQ69duzPlT59OJ0BBBwC4Gff1YzZuie1K2rpk/XRSIEEEAA\nAQQQ8FkBZoz67K1n4AUqIAmD8/u3Xzh+2OYqDSoXr1TUpuy8MCQkZMiQIQEBAR9++OG+ffvi4+N/\n+OGH6OjokSNHtmjRwnn9yPZK8pj/5MmTjdehSt0xY8ZIYjQ0NDTb8ziYT4G05FZaE4mHfnr7+Y8X\n/vHj+qPGU4ahZavVrljCdHzXXwfP5fMyTjs9MMDEJ6ZAtePOHNy/4XvrJW7v26J37/8Zl7N+mI6s\nXfLyw0/9fvZinNmSPt3YVKhEvYnzpraoUzIq2KhLgAACCDhP4PRp1bOnvlxIiJo3T/H9QosQIYAA\nAggg4MMCJEZ9+OYz9IITkCVg4g+uOX5+h+QJLm+16lSuVMo1iVHpQnh4eN++fWX9IlntfcuWLZcu\nXZLV6mNiYiTzeP/995csWfJyN13wq6Ro582b9/33369Zs0Y6Jj2Qx/wHDx7coUOHypUru6BDvnVJ\nU0rsyT2rv3pl5qLtf63ecyT6onWZ8eote3Rs1eq/ja6vHHliy7L3Xn7+twOJ8ck2H2h3VfIzmXgU\nokBvTlBUlZvuHji2+PmE5KDbO3ZoUC7jatas6LG/Fr790tjP952Mld1yKyzmklXq9n/p1a63VS4a\nYM3BF2jvaBwBBBDILCBfyvr2VekLOmYcmjpV1amTuRplBBBAAAEEEPBNARKjvnnfGXXBClgs5qR/\ntx24kDbJTibjWZNJDWuVq1iiSMFe+NqtWywWyYp269YtKirqiy++WLVq1fHjxyUReeTIkW3btv3n\nP/+pVatW9erVixVz3rP+sbGxBw8e3LRpk6xBv3jxYpnKKt0vU6ZM06ZN27Vr17VrV+aKXvt+OvKI\nn0qKv3Bwznzre10DS1aofdudbeu1uKNLm8a1iofIleLLBu3/bsqqo8nxyemPRTvy4rTlEIHUxNgj\n330wd2/0pYt6paO8tyw/LgICQ5t3e6x+pWJRIZlXaQuKqlSnVd+KjVMtpvDCEQHGYZNKObZx4awZ\nb8z8aWuM9eIWc7maN/UZ8uyA7rc67ydL3sfNmQgg4J0CH3ygvvtOD61dO9W/vy4SIYAAAggggICP\nC5AY9fEPAMMvEAGLOfXYvu0pF9OmTKVnRSU7GlK9YvFikWlpJpds8qZISXbIvFF53+hNN900ffr0\ndevWHThw4PDhw+++++7XX3/dtm1beQ9ps2bN5Il75/Rw69atCxcunDt3rvRBrigZW0ndtmnTRroh\nK9E7pw9cRQT8IoqWr9ey8Q3zdp61hIRXuavjQ08Nf7xucW2TkuJXsmIJP39JdpEY1SzuFCUlXtg1\n54XnfohJtb5e1SF9e+bGuyqWjLw6MapM/gHBEZFXPhRvMSfGnNjw5YzJ835Yd/ry5cOiSt336LC+\nvTvbfJouH+NXBBBAwCkCu3apwYP1lUqUUB99pDzs7dm6+0QIIIAAAggg4HgBJ2VAHN9xWkTAjQUs\nluSD27ZdjMmYNaVMQSq0RfmSpYqEufJ3nLGKTrVq1eSBelme/pNPPvnmm29kyaNz587NmTNHnluv\nX7++JCidQyuXlrmrkhWVV6CGhYVJSlQe9m/durVzrs5VtIApvGiV5tMHNJ+6/6Y2d93Tp1lNfSg9\nCgqLqlCrkX+g5K+tj9lnOk7RIQLyLxcZ7UiQ9pd243dszs2b/PwCS5YoUTz+9CkHzeoNCgktHBQQ\nIN2wazMnxBz69uU+7/z87+7Lb6M1+fl3GvV2j/vbVLhyuXq72qMSAggg4AgBWXxP1p2Pj9dtSVa0\nVCldJEIAAQQQQAABBFyZpkEfAS8VsFhSz+3+51Bc9OU1bAIC1fUNihcLD3enBEG9evUmTZrUr18/\nedmoPMkuD9fLTFKnZUXl1t9666179uypVKmSTGKV+aryntOIiAgv/Ui4+7ACgsLq9Xjz3dTAoOAr\n5wFaO262mBPMGa+EcPeheG7/TCZzQlKyJTE5xWxRfkFhha56hj2bsZnNqQfPnD/noKyoXCgpIT4u\n0WznBNSEc/uWvN3v+fmHjp6V1Hna60P8A0PuGDFnSOfm15fjN3U2941DCCBQsALjxqm//tKXeOIJ\ndffdukiEAAIIIIAAAgiIAIlRPgYIOFwgKSXm8Her9u46k5jRdHKcX41qUeFhIfZOv3J4l7JoMDB9\nu/7660uVKtWyZUuZNFrHuSsRyEXlxaYpKSlly5Z17epPWej42i6TKTAsMjKbUV+ezJhNFQ7lXsBy\ndv+2datW/Llh49odB1NTUyUlajanTR2V6Zby9otbb+96Z/t7m9XJcXZTUEixG4a8+fYDFxMTHfEs\nvfTAPyD0ppsrFg/P9ktC+tRW8/l9Sz+dNPStPw6eTsrIihYu2fiRsS/0bVO7XKFAf3f6qZf7O8QZ\nCCDguQLLl6tJk3T3a9VSsuYSGwIIIIAAAgggkEkg27/zZKpLEQEE7BLw8w8t1bbP4OsvxCZInsCc\n6hdSKLJJo6rFw91zsezi6Zt1ZJIQycXzu3ZpXLOSLPTkzLWertkPDiDgXAFLSsL543s3rl+5esOu\nvbv37d21Y8+/+89cyiKj+feuIyt//6Xt3e073P/QDSUDrv1SPJlgWvr2Bx6ShZeM5/HzPSZ/vwB/\n/+x/ZplMyWf2fPvpm5NmfL7nhGRFZbMEFa/eqlv/EUN63VwpLN99oAEEEEAgjwIXLqiHH9Y/EgMD\n1dy5KowfS3nk5DQEEEAAAQS8WYDEqDffXcbmIoHAwEJV+w4bkSqL06dNoJK5diaTf3BoiDs9SH8N\nGqdlRa9xfXYj4OUCSXFn9mxdv3TJz7/8MO+HP09ljNYvsGLN60tERYQGWmKOHjm8/8h5OWAynT+6\ne9XR3X//syMmrN7I7vUig2Ue6TV9/AKCsk9jXvPMvB6wXDr9x6I5b330+caDl9Ken5d2QovVvb1b\nn759W1Qm/ZBXVs5DAIF8C8g/EclT8+krO2a0NX68ql8/3+3SAAIIIIAAAgh4owCJUW+8q4zJ9QJ+\nobwu0/V3gR4g4GYC5vj9f/04fdIrH/y0O6Nn/sGBQYFVqtXo2OeZVrfWqhCVsvWrzz6eMXPJ+YvJ\n8k8raf+yoi6eOPHBhLfvbvtmw9JB4XYvh1TQI09NunhwxayX3pi7YttpmcqaPlPVr3DzR3v06t75\nxkLG1S3mtC3t3QB+/n5OTtwanSBAAAEfE/jsMzVvnh5zy5Zq6FBdJEIAAQQQQAABBGwFSIzaahAj\ngAACCCBQUAJ/zR786vsLPl99eaKoXKd0w7v7D5/W/45SYSZ5cF3mltd+rvYNt9Ub36fv14csCSnW\nJ+PP+19asuvYhRuKyjs//Quqc7lqN/lS7JavOj399tY9h+W89AyuSV3/+OThD91/W3XblqRi9Plz\nCabgiMjShcMkOWp7kBgBBBBwvMD+/ap/f92svD/7k08U/zCjRYgQQAABBBBA4EoB/o5ypQclBBBA\nAAEEHCiQsW5V0l+zeo9/97tFG3VWtGjDbmNeeO6Np+6oGBkUHBQor/RMzxtGVL2h8cP9OoWEBBu9\nSE5K2Lz9xKUEWfPdtZt1MAlHdixq3eP5bXuPpKSa0x/uD1FVHnzr9afaN6oRdUXq9vTbb0y8pUnz\nzj0eHTp/y+nYy+vRuXYQXB0BBLxXwGxWPXuq2Fg9wvffVxUq6CIRAggggAACCCCQSYAZo5lAKCKA\nAAIIIOAoAXmI3JSacG73kjdefmP+km2xcelrFJn8TIVv7jpsyFPd2zYoVygo08WCCxW7/j+3+gf8\nZOxPNatT5+JSUlKNPS4J0gajLIfXLZo85uW/th+UPqS/WjQ4vPLdwyaN6N6idpErv1PErP1k7eKv\nDhw+fDQu6fq+wWlnsyGAAAIFKfDWW2rFCn2BRx5RXbroIhECCCCAAAIIIHC1wJV/ibn6OHsQQAAB\nBBDwHIFUsyXFjXprUuaLu//8YcL4qQs2xWX0yxQaUaPpE6PGPdauZrFgv7QH0a/KGJrVlX86m5S/\nvF30qmpOHqhJJR/b8Mv7E17/YPFm66UtKqx0nXt69R80pnNd2x5bzCmJZ3e9O3Pe1p37pWbJ4lVu\nr18+PMS2ipP7zuUQQMD7BfbuVSNG6GFWqqRmzNBFIgQQQAABBBBAIEsB/paSJQs7EUAAAQQ8UcAk\nkyvTJ2Ve7rxJtsuxK36NP/DXygWfzV57OSsqsyyLVqvResDojrUirP25qn8pifFnjhyUNYuM/srb\nR4tFhQZksya9UbUAg9SUk5u/eOPdDxb8oR+JD6x75wMPjRnwn9RLFxMzXhpgke3S+ePbl3z41k+H\nDh2XURQOCq9VrWRYoIv7X4A0NI0AAi4XkB+ZvXur+HjdkY8+UoUL6yIRAggggAACCCCQpQCJ0SxZ\n2IkAAggg4IkCAcHBgWE2HQ/wDwzK/Ki6zeECD1M2Llk+f/qvtte5oVa5F4beG2a2yAP1tvuN+OL5\nM9uX/5aarN8oGhTgX696ubAQF44kVSUf/6DfiNm/rT5pdFSpsCa1I8oH7F634tSFBEn5mkwpFmWJ\nO3Pkn1W/TPzg+8Qk6xBKBETdWCaSlZds4AgRQMDRAm+8oVau1I3K+kutWukiEQIIIIAAAgggcC0B\nEqPXkmE/AggggIBLBS7u+fXnP1Zv2h9aOCJ94fMcOmPyjwxOXLV22a/rbSquXLZs9DMvdr4hNOaS\n2brEu83Bq0KTyRx/MSiyXKUmHe+tXyww/2uon123auuaxRlTKdMvV7RhqRaPt6mi/NLez5lpk3qy\nM27fnpUDP/4nLimtgvzfooqkhrWoW7VwqDx376ItJSFu73fj5+3Yuj1OEqB6S9iwcO6epYuCTMky\nUzctMyq9VeaUpISLcZezovIgfVSRm2sW81f++jwiBBBAwJECe/aoUaN0g1WqqEmTdJEIAQQQQAAB\nBBDIRoDEaDY4HEIAAQQQcJ1A/MnlS395a87iqCj7HoY0BfslHzt/IVY/gq7UpcPb//jq+OHfg5KS\nbdOT1xxUyqXYqJr/+V+51nfVKxqY70ze7t+Wblq+5vLF0pKcVW6qfU+71nq9+cvH0n+VCvFbFsya\nMn76+bSH1dPePSqPpYcWL9X8oR61ooJCXPcourzfNCgw5MD56MvPy2f02xx3/qz874pRZC7Ibbmx\nbvXQzLspI4AAAo4RSE1VvXplfog+IuNlJY65BK0ggAACCCCAgBcLkBj14pvL0BBAAAFPFrAknTx1\nIjr6nPwvV8NIn2V5+YyUS4nnLu3OTQMXwo7FJqSkTX3M52Y59P3S9Uv/uXC5GWmx+H/qN7qvcaHL\nezJ+tVhSky6eP75/59o1v895b87ijf8aB1RE2YYdHx7yWIuoIJdNF5XO+AWGlm7YbdDQYoeOncnU\n+eyLyYnxZa5rdNt/K2RfjaMIIIBAngVkhaVVq/TZTz6pWrTQRSIEEEAAAQQQQCB7ARKj2ftwFAEE\nEEDARQJ+KiAwL39I5TOlGRwYGOiAEVvMu1ev2HtY3sipE7WFW5evXK+cUokJ8ampqclJyUlJCZcu\nxsRcOH3qyL/rf/n8zXnLjp5LSH8iPW0QQSER5Vo90P6hx5qVc0SP8jEok39gWIVbhgy/JR9tcCoC\nCCDgeIFdu9To0brZqlXVxIm6SIQAAggggAACCOQokJe/c+bYKBUQQAABBBDIr0BKSoBf2jTJILuX\nT5IUpCQcU+S5ysubyc9ftmuscnS5ks2vKUlJFv+ACymp+cyuyktRt61fHn/uhLStm6pdNKiwij13\n9MDRk3HRF84cO3Hw4J6/1v28dvXancdsOiEzNP0DLKkp19391PCBjzx0W8krjlFAAAEEEEgXsD5E\nn2Dz6uNZs1R4ODoIIIAAAggggEAuBEiM5gKLqggggAACzhModvOgkRPaPzjU376XfZoCwyNNJ+Z8\n9um09xcYnazZrH33foPblFVxiXqRd+Po1YHFnBoQHlWsYsXggHw9um5R0dtW7jh/3HiOPv1Sf89+\nc+jXn44JTJHEq9ksOdzUlOTEpPjEtDeK2mx+Ybd2eKLHA/c0a3hdpTJFbQ4QIoAAAghogWnT1Brj\nNc5KDRyomjXTR4kQQAABBBBAAAF7BEiM2qNEHQQQQAABpwsEFK1Wq0jlGmY94zL7LvgHBfmfP7pt\n/bdqwcHLNcuWr9C0RfP/lEhNStHTSC8fvMavJpOfX0AuZplm0UyKKeHkzl1nzkcnGQfTHqhPjI2W\n/xm7rgzKVat3w403N2hwww3X16xZ84YqlSsUC89XcvbK5ikhgAACXiWwc6d69lk9omrV1Cuv6CIR\nAggggAACCCBgpwCJUTuhqIYAAggg4GQBeQ4+wC93S8OHFg0NLa+UkRgNDAgIC0l7NF2Sps7rfWri\npRO7Vp+IPZlgZGP9LAGVbqxfoVSxiCC/gEB5j2lwYHBQiGyhYWFp/w0JqlG7QZWqNWrWrFaisIvf\nKOo8KK6EAAII5EnA+hC9Md3eZFI8RJ8nSE5CAAEEEEAAAUVilA8BAggggIDXCCTLw+kpNqOR943a\n9wy9zTn5D1NTEs6f3JOQGHd5tqvJLyC02u2dezS/+brS4YHBoZILjQgJDytcqFChIpFFgp2Ys83/\n4GgBAQQQcLnAa6+ptWt1LwYNUrfdpotECCCAAAIIIICA/QIkRu23oiYCCCCAgNsLyMQhm00KV5Rt\nDhVkaPI3BQWZ9IPw/oEBjbree0+HZvXKsyxIQcLTNgII+ICArET/3HN6nDVqqPHjdZEIAQQQQAAB\nBBDIlYD+a1uuTqMyAggggAACCGQpkJKcdOLALvmvPmpSYcEWi9l2Mqs+SIQAAgggYKeA2awefVRl\neog+LMzOs6mGAAIIIIAAAghkFiAxmlmEMgIIIIDAFQJpixH5uWLe5RW98KBCakrSuZP/pqYm2/bZ\nIklRi73rSNmeSIwAAgggYAh89JFaudIoqcGDVZMmukiEAAIIIIAAAgjkVoDEaG7FqI8AAgj4loDZ\nnHIpPtZMUs/u2+4fGFSsXDX/gCvWUPLzN6krH/PPvr1jB8+mpqYnUsmmZi/FUQQQ8BmBEyfUM8/o\n0VaurF56SReJEEAAAQQQQACBPAjwjtE8oHEKAggg4EMCSfExR/btT03hMXB7b7qsOl+q4nUBgUH6\nBItKSk42yyOgdmwJ0fu3//nLFz8cqtO2fZNbbqheopAdJ1EFAQQQ8H4BWWTpwgU9zHffVeG8t1l7\nECGAAAIIIIBAXgRIjOZFjXMQQAAB3xGQxOixHZkToxYmkGbzCZC3icpsT5uZnsJ1+siZS/FJkhnN\n9kkNS2r8qe1/LJw25unZf6vim0+NGdZvUPuG2VyKQwgggICPCPzwg/rySz3W7t1V27a6SIQAAggg\ngAACCORNINu/oOWtSc5CAAEEEPAiAb+A0PDIQD+bx8Al5RefYjbbJP68aLiOGIqfX0h4YYvS72VN\nTU7ZPHfBjsMno3OYM3pm2ZuThnZ8evbmtG6cWfHhooXz19pMj3JE52gDAQQQ8DyB2FjVv7/udtGi\n6rXXdJEIAQQQQAABBBDIswCJ0TzTcSICCCDgEwKpsUdX/xmTmDbZMWNLSkha/tmKk7HxetflQ/ya\nJhAQGlyxfu8GRWsWvfxYhiy9FP/TNz//sWX/NdOcZzYvHNzn8e7jP/hTFm1KTzqXvq37HXd1uDUS\nVAQQQMDXBZ57Th0+rBEkK1qypC4SIYAAAggggAACeRa4/He2PDfAiQgggAAC3itwdtvCz96ZuvRU\ncqLtGFPik3fOeXduVb+eHZpXJW9nS2ON/f1CK3Tu1OrXfed3nzsqE0ctaZnOlNVfznjuzMFuD3br\n0vz6YqFpSzOlJMacOnZo56a/Vy1evG3f9sVrt56LTbA2Ub11z4FP9b/3trp63unV12EPAggg4AMC\n69apGTP0OP/3P9Wjhy4SIYAAAggggAAC+REgMZofPc5FAAEEvENA0nbJp46eirt0KSElKTE+Pv5i\nXOyFY6dOHlu7+PslP606nXmUqUrtX/DJO3GHt+xo0aB8mbLFIguHhIQEB8l67OHhEZGlSxby+ecR\ngmrc9XCr5Xs2bzl63jqx1mSKObprxZz3du3evbv1TSWKhPmlJCfES2L04I5Nf6/euNNIPUcUKXrr\n7Z0efHJ0l1srFQo2yYsLbF5jkPlOUEYAAQS8WyA5WT36qDLe2hwSomTNJX4qevdNZ3QIIIAAAgg4\nU4DEqDO1uRYCCCDgngIWZb6w4bdftu0/cCIu5sLZs+eOHz2wa9k/+1U2D8snHVq36GP5n3+1Bk1u\nrFmlaFRUZOGg0Kjq1W9o0v2uOjLP0denOhZp2Llts8NbN366/mRi2tPxkn02KUv0yT8XvP7ngiw/\nBwGhhcPDw//b4vahk95pXcXfWoe//2dpxU4EEPARAXlq/p9/9FjHjVPVq+siEQIIIIAAAgggkE8B\nEqP5BOR0BBBAwAsEzMp89rfZ73+xdP3R1PTXW+ZiTKn7Nq6Q/2WcUfjWhg+VffCuOrlowHur1r5v\nxOAi/uYXRn640nz5gfosR2uS7KesXF+sTqt+Q0Y89cB/ivn8hNssmdiJAAK+JrB3r3r+eT3oG29U\nQ4fqIhECCCCAAAIIIJB/ARKj+TekBQQQQMDTBUwqIDAyNcmc66zoVQNPjE8OC3RtWi/zTNXM5av6\nXIA7TNc16zf2vf+2WPDF9LFvbki5xpUCarV96O52bVr9p16t66qW4zUE12BiNwII+JaAzLPv108l\nZLx4Oe3x+Q8+UIFp72dmQwABBBBAAAEEHCZAYtRhlDSEAAIIeKyAZDLLdH3x1UbHz5xNSfXP68Pb\nltRkc6GyZardKM25KBuZGhsXd8jmNsRcjE+4VjrSplrBhf6BhSrWbnpvZOmq1zfbe+TY0dPnoi8m\n+AcGyPxQ/8CQsIiIwpElS5SoWO26ipUqlC8ewR/KBXcraBkBBDxM4NNP1W+/6T4/9ZS65RZdJEIA\nAQQQQAABBBwiwN/BHMJIIwgggIBHC0gaM7xm01Y1PXoQaZ0PKVu7YYd77jwREGYyWeJjLt58W+PS\noa4fVaEy1RvfU72xki7FxMUn+gWkvT/ULyAoJCw81MXza12PQw8QQACBqwVOn1ZDhujdFSqol1/W\nRSIEEEAAAQQQQMBRAiRGHSVJOwgggAACLhcIqfXf24dVrHMxJS3zmJqkChcvWTLC5b0yOmAKLVwk\ntLBRJEAAAQQQyFpAsqLnzulDb72lChXSRSIEEEAAAQQQQMBRAiRGHSVJOwgggAACrhcIK1SsSq1i\nru8HPUAAAQQQyKvAsmVqzhx9cpcuqn17XSRCAAEEEEAAAQQcKODaFTIcOBCaQgABBBBAAAEEEEAA\nAc8WSE5WAwboIRQpombM0EUiBBBAAAEEEEDAsQIkRh3rSWsIIIAAAggggAACCCCQR4Hp09X27frc\nV15RpUvrIhECCCCAAAIIIOBYARKjjvWkNQQQQAABBBBAAAEEEMiLwJEj6vnn9YkNGqjHH9dFIgQQ\nQAABBBBAwOECJEYdTkqDCCCAAAIIIIAAAgggkGuBoUPVxYv6rLffVv5pa+mxIYAAAggggAACBSVA\nYrSgZGkXAQQQQAABBBBAAAEE7BRYskR9+aWu27evuvVWXSRCAAEEEEAAAQQKQoDEaEGo0iYCCCCA\nAAIIIIAAAgjYK5CUpJ58UlcuWlRNmKCLRAgggAACCCCAQAEJkBgtIFiaRQABBBBAAAEEEEAAAbsE\nXntN7dqla0pWtHhxXSRCAAEEEEAAAQQKSIDEaAHB0iwCCCCAAAIIIIAAAgjkLHDokHrpJV2tUSPV\np48uEiGAAAIIIIAAAgUnQGK04GxpGQEEEEAAAQQQQAABBHIQePppdelSRh2TSbHmUg5eHEYAAQQQ\nQAABxwmQGHWcJS0hgAACCCCAAAIIIIBAbgR+/ll9840+4fHHVcOGukiEAAIIIIAAAggUqACJ0QLl\npXEEEEAAAQQQQAABBBDIWiAhQT31lD4k7xUdP14XiRBAAAEEEEAAgYIWIDFa0MK0jwACCCCAAAII\nIIAAAlkITJ2q9u7V+ydNUrIePRsCCCCAAAIIIOA0ARKjTqPmQggggAACCCCAAAIIIJAhsH//FfND\n//tf1bMnOAgggAACCCCAgFMFSIw6lZuLIYAAAggggAACCCCAgAgMHqzkUXrr5uen3npLyX/ZEEAA\nAQQQQAABZwrw7cOZ2lwLAQQQQAABBBBAAAEE1I8/qu++0w79+6v69XWRCAEEEEAAAQQQcI4AiVHn\nOHMVBBBAAAEEEEAAAQQQSBNISlJPP60pSpZUL72ki0QIIIAAAggggIDTBEiMOo2aCyGAAAIIIIAA\nAggggIB64w21Z492mDxZRUbqIhECCCCAAAIIIOA0ARKjTqPmQggggAACCCCAAAII+LrAqVPqxRc1\nwq23qocf1kUiBBBAAAEEEEDAv314FAAAQABJREFUmQIkRp2pzbUQQAABBBBAAAEEEPBpgTFjVEyM\nFpg+nTWXtAYRAggggAACCDhZgMSok8G5HAIIIIAAAggggAACPiqwaZOaOVOPXeaKyoxRNgQQQAAB\nBBBAwFUCJEZdJc91EUAAAQQQQAABBBDwIQGLRQ0erOS/1i08XE2Y4EPDZ6gIIIAAAggg4IYCJEbd\n8KbQJQQQQAABBBBAAAEEvE1g/ny1YoUe1KhRqlw5XSRCAAEEEEAAAQScL0Bi1PnmXBEBBBBAAAEE\nEEAAAd8SiI9Xzzyjh1y5shoyRBeJEEAAAQQQQAABlwiQGHUJOxdFAAEEEEAAAQQQQMCHBF59VR08\nqMc7ZYoKDdVFIgQQQAABBBBAwCUCJEZdws5FEUAAAQQQQAABBBDwFYGjR694nWjz5qpTJ18ZO+NE\nAAEEEEAAAXcWIDHqzneHviGAAAIIIIAAAggg4PECI0eqS5cyRmEyqWnTlPyXDQEEEEAAAQQQcLkA\niVGX3wI6gAACCCCAAAIIIICA1wqsXavmzNGje/RRddNNukiEAAIIIIAAAgi4UIDEqAvxuTQCCCCA\nAAIIIIAAAt4sYDarQYP0AIsUUS+/rItECCCAAAIIIICAawVIjLrWn6sjgAACCCCAAAIIIOC1AjJX\ndN06PbqxY1WJErpIhAACCCCAAAIIuFaAxKhr/bk6AggggAACCCCAAALeKRAXp+TtosZWs6Z68kmj\nRIAAAggggAACCLhegMSo6+8BPUAAAQQQQAABBBBAwPsEJkxQx4/rYb32mgoK0kUiBBBAAAEEEEDA\n5QIkRl1+C+gAAggggAACCCCAAALeJnDggHr1VT2oO+5Q7drpIhECCCCAAAIIIOAOAiRG3eEu0AcE\nEEAAAQQQQAABBLxK4NlnVWJixoj8/ZVMFzWZvGqADAYBBBBAAAEEvECAxKgX3ESGgAACCCCAAAII\nIICAGwls2KDmztX96d9f1a6ti0QIIIAAAggggICbCJAYdZMbQTcQQAABBBBAAAEEEPAGAYtFDRum\nB1KkiJLF6NkQQAABBBBAAAE3FCAx6oY3hS4hgAACCCCAAAIIIOCpAj/8oJYv150fPVoVL66LRAgg\ngAACCCCAgPsIkBh1n3tBTxBAAAEEEEAAAQQQ8GyBlBQ1fLgeQsWKauBAXSRCAAEEEEAAAQTcSoDE\nqFvdDjqDAAIIIIAAAggggIAHC8ycqXbu1P1/5RUVEqKLRAgggAACCCCAgFsJkBh1q9tBZxBAAAEE\nEEAAAQQQ8FSB2Fg1bpzufIMGqls3XSRCAAEEEEAAAQTcTYDEqLvdEfqDAAIIIIAAAggggIBHCkyZ\nok6d0j2fOlX58bcN7UGEAAIIIIAAAm4nwFcVt7sldAgBBBBAAAEEEEAAAY8TOHpUSSbU2O6+W7Vs\naZQIEEAAAQQQQAABdxQgMeqOd4U+IYAAAggggAACCCDgWQJjx6r4+Iwuy0TRSZM8q/v0FgEEEEAA\nAQR8UYDEqC/edcaMAAIIIIAAAggggIADBf75R82apdt79FFVp44uEiGAAAIIIIAAAu4pQGLUPe8L\nvUIAAQQQQAABBBBAwGMEhg9XFktGb8PD1fPPe0zP6SgCCCCAAAII+LIAiVFfvvuMHQEEEEAAAQQQ\nQACB/Ar8+qv65RfdiCRJS5fWRSIEEEAAAQQQQMBtBUiMuu2toWMIIIAAAggggAACCLi7QGqqeuYZ\n3ckyZdTQobpIhAACCCCAAAIIuLMAiVF3vjv0DQEEEEAAAQQQQAABtxaYPVvJC0aN7aWXlDxKz4YA\nAggggAACCHiEAIlRj7hNdBIBBBBAAAEEEEAAAbcTuHRJjRmje3XDDapnT10kQgABBBBAAAEE3FyA\nxKib3yC6hwACCCCAAAIIIICAmwq8/ro6elT3bcoU5e+vi0QIIIAAAggggICbC5AYdfMbRPcQQAAB\nBBBAAAEEEHBHgTNn1OTJumOtW6u2bXWRCAEEEEAAAQQQcH8BEqPuf4/oIQIIIIAAAggggAACbicw\nYYKKicnolcmkZLqo/JcNAQQQQAABBBDwIAESox50s+gqAggggAACCCCAAAJuIXDokHrrLd2T7t3V\nTTfpIhECCCCAAAIIIOARAiRGPeI20UkEEEAAAQQQQAABBNxI4IUXVGJiRn8CA5UU2RBAAAEEEEAA\nAY8TIDHqcbeMDiOAAAIIIIAAAggg4EqBHTvUxx/rDjz+uKpaVReJEEAAAQQQQAABTxEgMeopd4p+\nIoAAAggggAACCCDgFgJjxiizOaMn4eFKimwIIIAAAggggIAnCpAY9cS7Rp8RQAABBBBAAAEEEHCN\nwJ9/qm++0Zd++mlVqpQuEiGAAAIIIIAAAh4kQGLUg24WXUUAAQQQQAABBBBAwJUCFosaOVJ3oFgx\nNWyYLhIhgAACCCCAAAKeJUBi1LPuF71FAAEEEEAAAQQQQMBlAosXq2XL9NVHj1ZFiugiEQIIIIAA\nAggg4FkCJEY9637RWwQQQAABBBBAAAEEXCMg7xUdNUpfunx51b+/LhIhgAACCCCAAAIeJ0Bi1ONu\nGR1GAAEEEEAAAQQQQMAFAvPnq40b9XVfeEGFhOgiEQIIIIAAAggg4HECJEY97pbRYQQQQAABBBBA\nAAEEnC2QnKyefVZftFYt1aOHLhIhgAACCCCAAAKeKEBi1BPvGn1GAAEEEEAAAQQQQMCpAh99pPbu\n1VccP14FBOgiEQIIIIAAAggg4IkCJEY98a7RZwQQQAABBBBAAAEEnCdw6ZKSB+eNrVEj1bGjUSJA\nAAEEEEAAAQQ8VYDEqKfeOfqNAAIIIIAAAggggIBzBN54Qx0/ri81caIymXSRCAEEEEAAAQQQ8FAB\nEqMeeuPoNgIIIIAAAggggAACzhA4f15JJtTY2rRRrVoZJQIEEEAAAQQQQMCDBUiMevDNo+sIIIAA\nAggggAACCBS0wKRJ6sIFfZFXXtExEQIIIIAAAggg4NECJEY9+vbReQQQQAABBBBAAAEEClDg2DE1\nfbpuv0sX1bChLhIhgAACCCCAAAIeLUBi1KNvH51HAAEEEEAAAQQQQKAABV5+WSUkZLTv76+kyIYA\nAggggAACCHiNAIlRr7mVDAQBBBBAAAEEEEAAAUcKHDigZs7UDfburWrW1EUiBBBAAAEEEEDA0wVI\njHr6HaT/CCCAAAIIIIAAAggUiMBLL6nk5IyWg4PV2LEFchUaRQABBBBAAAEEXCVAYtRV8lwXAQQQ\nQAABBBBAAAH3FdizR33yie5ev36qfHldJEIAAQQQQAABBLxAgMSoF9xEhoAAAggggAACCCCAgIMF\nXnhBpaZmtBkaqkaOdHD7NIcAAggggAACCLhcgMSoy28BHUAAAQQQQAABBBBAwL0Etm1Tc+fqLj31\nlCpdWheJEEAAAQQQQAAB7xAgMeod95FRIIAAAggggAACCCDgMIHnn1cWS0ZrhQqp4cMd1jINIYAA\nAggggAAC7iNAYtR97gU9QQABBBBAAAEEEEDA9QJ//63mz9fdGDxYFSumi0QIIIAAAggggIDXCJAY\n9ZpbyUAQQAABBBBAAAEEEHCAgO3q85GRasgQB7RJEwgggAACCCCAgBsKkBh1w5tClxBAAAEEEEAA\nAQQQcI3An3+q77/Xl37mGSW5UTYEEEAAAQQQQMArBUiMeuVtZVAIIIAAAggggAACCORF4Lnn9FnF\ni6uBA3WRCAEEEEAAAQQQ8DIBEqNedkMZDgIIIIAAAggggAACeRRYsUItXqzPHTlSRUToIhECCCCA\nAAIIIOBlAiRGveyGMhwEEEAAAQQQQAABBPIiIMvQ204XLVNGPfFEXtrhHAQQQAABBBBAwFMESIx6\nyp2inwgggAACCCCAAAIIFKDAb78pmTFqbM8+q8LCjBIBAggggAACCCDghQIkRr3wpjIkBBBAAAEE\nEEAAAQRyJSDTRceM0WdUqKD69tVFIgQQQAABBBBAwCsFSIx65W1lUAgggAACCCCAAAII5ELgxx+V\nrEdvbGPHquBgo0SAAAIIIIAAAgh4pwCJUe+8r4wKAQQQQAABBBBAAAE7BcxmJZlQY6tWTT3yiFEi\nQAABBBBAAAEEvFaAxKjX3loGhgACCCCAAAIIIICAPQLffqs2bdIVx41TgYG6SIQAAggggAACCHir\nAIlRb72zjAsBBBBAAAEEEEAAgZwFUlOVZEKNrVYt9eCDRokAAQQQQAABBBDwZgESo958dxkbAggg\ngAACCCCAAALZC8yfr7Zt01VefFH5++siEQIIIIAAAggg4MUCJEa9+OYyNAQQQAABBBBAAAEEshOQ\n6aKSCTW2G29UnToZJQIEEEAAAQQQQMDLBUiMevkNZngIIIAAAggggAACCFxLQKaLbt+uDz7/vPLj\n7wfagwgBBBBAAAEEvFyALz5efoMZHgIIIIAAAggggAACWQrIYvS200Xr1VP33ptlRXYigAACCCCA\nAALeKUBi1DvvK6NCAAEEEEAAAQQQQCB7gUzTRceOZbpo9mAcRQABBBBAAAFvEyAx6m13lPEggAAC\nCCCAAAIIIJCjgEwXfeEFXUveLtqhgy4SIYAAAggggAACviBAYtQX7jJjRAABBBBAAAEEEEDgCoFM\n00XHjWO66BU+FBBAAAEEEEDAFwRIjPrCXWaMCCCAAAIIIIAAAghoAaaLagsiBBBAAAEEEPBhARKj\nPnzzGToCCCCAAAIIIICATwowXdQnbzuDRgABBBBAAIHMAiRGM4tQRgABBBBAAAEEEEDAiwUyLUbP\n20W9+F4zNAQQQAABBBDIXoDEaPY+HEUAAQQQQAABBBBAwKsEvv5abdumR8TbRbUFEQIIIIAAAgj4\nmACJUR+74QwXAQQQQAABBBBAwIcFMr1dtG5dFqP34U8DQ0cAAQQQQMDnBUiM+vxHAAAEEEAAAQQQ\nQAABnxFguqjP3GoGigACCCCAAAI5C5AYzdmIGggggAACCCCAAAIIeIHA1dNFO3b0gmExBAQQQAAB\nBBBAII8CJEbzCMdpCCCAAAIIIIAAAgh4lgDTRT3rftFbBBBAAAEEEChoARKjBS1M+wgggAACCCCA\nAAIIuF6A6aKuvwf0AAEEEEAAAQTcTIDEqJvdELqDAAIIIIAAAggggEABCHzzDYvRFwArTSKAAAII\nIICAJwuQGPXku0ffEUAAAQQQQAABBBCwQyDTdNEbblC8XdQONqoggAACCCCAgJcLkBj18hvM8BBA\nAAEEEEAAAQQQkOmiW7dqhnHjlB9/D9AeRAgggAACCCDgowJ8IfLRG8+wEUAAAQQQQAABBHxEQKaL\nvviiHqtMF73vPl0kQgABBBBAAAEEfFaAxKjP3noGjgACCCCAAAIIIOATAt99p7Zs0SMdO5bpolqD\nCAEEEEAAAQR8WYDEqC/ffcaOAAIIIIAAAggg4OUCFot66SU9xjp1VKdOukiEAAIIIIAAAgj4sgCJ\nUV+++4wdAQQQQAABBBBAwMsFfv5Zbdyox/jss0wX1RpECCCAAAIIIODjAiRGffwDwPARQAABBBBA\nAAEEvFYg03TRGjVU165eO1gGhgACCCCAAAII5FaAxGhuxaiPAAIIIIAAAggggIBnCPz+u1qzRnd1\n9Gjl76+LRAgggAACCCCAgI8LkBj18Q8Aw0cAAQQQQAABBBDwWgHbt4tWrqy6d/fakTIwBBBAAAEE\nEEAgDwIkRvOAxikIIIAAAggggAACCLi7wMqVavly3cmRI1VgoC4SIYAAAggggAACCJAY5TOAAAII\nIIAAAggggIAXCrz8sh5U+fKqZ09dJEIAAQQQQAABBBAQARKjfAwQQAABBBBAAAEEEPA2gXXr1K+/\n6kENH66Cg3WRCAEEEEAAAQQQQEAESIzyMUAAAQQQQAABBBBAwNsEbN8uWqqU6tvX2wbIeBBAAAEE\nEEAAgfwLkBjNvyEtIIAAAggggAACCCDgRgKbNqkfftD9GTZMhYbqIhECCCCAAAIIIICAVYDEKJ8E\nBBBAAAEEEEAAAQS8SsD27aLFiql+/bxqdAwGAQQQQAABBBBwlACJUUdJ0g4CCCCAAAIIIIAAAq4X\n2LpVffON7saQISoiQheJEEAAAQQQQAABBAwBEqMGBQECCCCAAAIIIIAAAh4v8MoregiRkerJJ3WR\nCAEEEEAAAQQQQMBWgMSorQYxAggggAACCCCAAAIeLLB7t/riC93/gQNV4cK6SIQAAggggAACCCBg\nK0Bi1FaDGAEEEEAAAQQQQAABDxaQ6aJmc0b/5Qn6QYM8eCx0HQEEEEAAAQQQKGgBEqMFLUz7CCCA\nAAIIIIAAAgg4Q+Dff9WcOfpC8hB90aK6SIQAAggggAACCCCQSYDEaCYQiggggAACCCCAAAIIeKTA\nxIkqNTWj56GhSpZdYkMAAQQQQAABBBDIRoDEaDY4HEIAAQQQQAABBBBAwDMEDh9WH3+su9qvnypR\nQheJEEAAAQQQQAABBK4WIDF6tQl7EEAAAQQQQAABBBDwMIGpU1Vyckafg4PVM894WP/pLgIIIIAA\nAggg4HwBEqPON+eKCCCAAAIIIIAAAgg4UuDUKfXBB7rBPn1UmTK6SIQAAggggAACCCCQpQCJ0SxZ\n2IkAAggggAACCCCAgMcITJum4uMzehsQoIYP95ie01EEEEAAAQQQQMCFAiRGXYjPpRFAAAEEEEAA\nAQQQyK/AhQvqrbd0Iw89pCpV0kUiBBBAAAEEEEAAgWsJkBi9lgz7EUAAAQQQQAABBBDwAAHJisbE\nZPTTZFIjR3pAn+kiAggggAACCCDgDgIkRt3hLtAHBBBAAAEEEEAAAQTyInDxopLn6I2tc2d13XVG\niQABBBBAAAEEEEAgOwESo9npcAwBBBBAAAEEEEAAAXcWmDlTnTmjOzhqlI6JEEAAAQQQQAABBLIX\nIDGavQ9HEUAAAQQQQAABBBBwU4GkJDVliu5bu3aqfn1dJEIAAQQQQAABBBDIXoDEaPY+HEUAAQQQ\nQAABBBBAwE0FPv1UHT2q+zZ6tI6JEEAAAQQQQAABBHIUIDGaIxEVEEAAAQQQQAABBBBwO4GUFDVx\nou5Vs2aqSRNdJEIAAQQQQAABBBDIUYDEaI5EVEAAAQQQQAABBBBAwO0E5s9X+/bpXj37rI6JEEAA\nAQQQQAABBOwRIDFqjxJ1EEAAAQQQQAABBBBwIwGzWb3yiu7PzTerNm10kQgBBBBAAAEEEEDAHgES\no/YoUQcBBBBAAAEEEEAAATcS+PFHtWWL7o+8XdRk0kUiBBBAAAEEEEAAAXsESIzao0QdBBBAAAEE\nEEAAAQTcRcBiUePH687Urq06dNBFIgQQQAABBBBAAAE7BUiM2glFNQQQQAABBBBAAAEE3EJg6VL1\n55+6J6NGKT++1GsPIgQQQAABBBBAwF4BvkPZK0U9BBBAAAEEEEAAAQTcQcD27aKVK6sHHnCHTtEH\nBBBAAAEEEEDA8wRIjHrePaPHCCCAAAIIIIAAAj4rIHNFf/tNj37ECBUYqItECCCAAAIIIIAAAvYL\nkBi134qaCCCAAAIIIIAAAgi4WMB2umjp0qpnTxf3h8sjgAACCCCAAAKeK0Bi1HPvHT1HAAEEEEAA\nAQQQ8C0BWYn+u+/0kIcOVSEhukiEAAIIIIAAAgggkCsBEqO54qIyAggggAACCCCAAAIuE5g4UV86\nKkr166eLRAgggAACCCCAAAK5FSAxmlsx6iOAAAIIIIAAAggg4AKBffvUvHn6uoMGqYgIXSRCAAEE\nEEAAAQQQyK0AidHcilEfAQQQQAABBBBAAAEXCEydqszmjOuGh6unnnJBH7gkAggggAACCCDgTQIk\nRr3pbjIWBBBAAAEEEEAAAe8UOHFCzZqlhyYP0RctqotECCCAAAIIIIAAAnkQIDGaBzROQQABBBBA\nAAEEEEDAqQLTpqnExIwrBgWpIUOcenUuhgACCCCAAAIIeKUAiVGvvK0MCgEEEEAAAQQQQMB7BC5c\nUG+/rYfTo4cqW1YXiRBAAAEEEEAAAQTyJkBiNG9unIUAAggggAACCCCAgJME3nlHxcZmXMtkUsOH\nO+m6XAYBBBBAAAEEEPBuARKj3n1/GR0CCCCAAAIIIICAZwvExyt5jt7YOndWNWoYJQIEEEAAAQQQ\nQACBvAuQGM27HWcigAACCCCAAAIIIFDQArLm0qlT+iIjR+qYCAEEEEAAAQQQQCA/AiRG86PHuQgg\ngAACCCCAAAIIFKBASoqaMkW3f/vtqkEDXSRCAAEEEEAAAQQQyI8AidH86HEuAggggAACCCCAAAIF\nKPDFF+rAAd3+qFE6JkIAAQQQQAABBBDIpwCJ0XwCcjoCCCCAAAIIIIAAAgUiYDariRN1y7feqpo3\n10UiBBBAAAEEEEAAgXwKkBjNJyCnI4AAAggggAACCCBQIAKLFqmtW3XLMl1UlqRnQwABBBBAAAEE\nEHCUAIlRR0nSDgIIIIAAAggggAACDhOwWNSECbq1OnVU+/a6SIQAAggggAACCCCQfwESo/k3pAUE\nEEAAAQQQQAABBBws8McfavVq3eaIEcqPb+7agwgBBBBAAAEEEHCAAF+vHIBIEwgggAACCCCAAAII\nOFbAdrpoxYqqWzfHNk9rCCCAAAIIIIAAAorEKB8CBBBAAAEEEEAAAQTcS2DzZvXTT7pLw4apwEBd\nJEIAAQQQQAABBBBwiACJUYcw0ggCCCCAAAIIIIAAAg4TsF2Mvnhx1aePw1qmIQQQQAABBBBAAAFD\ngMSoQUGAAAIIIIAAAggggIDrBfbtU19+qbsxaJAKC9NFIgQQQAABBBBAAAFHCZAYdZQk7SCAAAII\nIIAAAggg4ACBKVOU2ZzRTkSEGjDAAW3SBAIIIIAAAggggMDVAiRGrzZhDwIIIIAAAggggAACrhE4\nflzNmqUv3a+fiorSRSIEEEAAAQQQQAABBwqQGHUgJk0hgAACCCCAAAIIIJAvgWnTVFJSRgtBQerp\np/PVGicjgAACCCCAAAIIZCNAYjQbHA4hgAACCCCAAAIIIOA8geho9e67+nKPPKLKltVFIgQQQAAB\nBBBAAAHHCpAYdawnrSGAAAIIIIAAAgggkEcByYrGxGScazKpZ57JYzuchgACCCCAAAIIIGCPAIlR\ne5SogwACCCCAAAIIIIBAwQokJCh5jt7YOnVSNWoYJQIEEEAAAQQQQAABxwuQGHW8KS0igAACCCCA\nAAIIIJBbgdmz1YkT+qQRI3RMhAACCCCAAAIIIFAQAiRGC0KVNhFAAAEEEEAAAQQQyIVAaqqaMkXX\nb9VKNWyoi0QIIIAAAggggAACBSFAYrQgVGkTAQQQQAABBBBAAIFcCCxYoPbs0fWZLqotiBBAAAEE\nEEAAgQITCCiwlt2x4aSkpOjo6NTU1PD0zc+PvLA73ib6hAACCCCAAAII+JSAxaImTdIjvukm1aaN\nLhIhgAACCCCAAAIIFJCA1yZGExIS1q1btzl927Jly8GDByUlKolRW8eiRYtWSd/q16/fuHHjW265\nJSQkxLYCMQIIIIAAAggggAACBS2wfLlav15fZPhwJUvSsyGAAAIIIIAAAggUtIC3JUYl+/n1119/\n+eWXK1eulNyoRf79/drb2fRtw4YNX331lclkCgwMbN26dZcuXTp06FCkSJFrn8cRBBBAAAEEEEAA\nAQQcJmA7XbRKFdWli8NapiEEEEAAAQQQQACBbAS8JzG6d+/e11577ZNPPomPjzcGHBQUVD59K1eu\nnOQ6Q9M3OSp1ZJMs6pHLW3JysswnXZS+9e/fv2fPnkOHDq1atarRFAECCCCAAAIIIIAAAg4X2LxZ\n/fyzbnXoUBXgPd/Q9biIEEAAAQQQQAABNxTwhq9dp06dGjt27EcffZSSkiLEkgNt166dPBrfoEGD\n2rVrB9jx1VKyotu2bdu4ceMff/zx008/nTx58p133nn//fcffvjhKVOmFCtWzA3vHF1CAAEEEEAA\nAQQQ8AKByZP1IIoXV7166SIRAggggAACCCCAQIEKmLJ/2LxAr+2QxufMmTN48OBz585FRkb26NGj\nV69e9erVy0/LAiIP18+aNUtajouLk/eQTp48uXfv3vlp0zfPPX36dMmSJY2xS/66RIkSRpEAAQQQ\nQAABBBDwVgH7vwUdOKCqV1epqRkSL76onnvOW1UYFwIIIIAAAgj4hID9X4TcgcODl2VPTEzs06eP\nJENlTugbb7xx7NixadOm5TMrKrdEXjbaqFGjt99+WxqcOnWq7Ombvlmno7rDPaMPCCCAAAIIIIAA\nAt4h8OqrOisaHq4GDPCOYTEKBBBAAAEEEEDAMwQ8NTEqczlvv/32Tz/9dOTIkfJ20QEDBjh8QfmI\niIghQ4bs27dPZqR+/PHHLVu2jImJ8Yy7Si8RQAABBBBAAAEE3F7g9Gn14Ye6l48+qooW1UUiBBBA\nAAEEEEAAgYIW8MjEqKybJFnRw4cPL1++/JVXXpEMZsExyZJNsqbT4sWLDxw4cM8998gCTQV3LVpG\nAAEEEEAAAQQQ8B2BN9+UFUEzhitvxR8yxHeGzkgRQAABBBBAAAG3EPDIxGj37t3NZvP69etlhSXn\nKMp00b/++is2NvaBBx5wzhW5CgIIIIAAAggggIAXC1y8qCQxamwPPqgqVDBKBAgggAACCCCAAALO\nEPDIxGjVqlV///13Jy8WL+sILVu2rALfWJ3xseQaCCCAAAIIIICAlwvMnKnOndNjHD5cx0QIIIAA\nAggggAACzhEIcM5lHHsV65pIjm3TntYKFSo0ffp0e2pSBwEEEEAAAQQQQACBawkkJ6vXXtMH775b\nXX+9LhIhgAACCCCAAAIIOEfAI2eMOoeGqyCAAAIIIIAAAgggUBAC8+apQ4d0wyNG6JgIAQQQQAAB\nBBBAwGkCXpsYnTNnTkpKitMcuRACCCCAAAIIIIAAAvYIWCxq8mRdUd6Z37SpLhIhgAACCCCAAAII\nOE3AaxOjU6ZMqV+//rp167KhlHXtk+VBJjYEEEAAAQQQQAABBJwlsGiR2rpVX4zpotqCCAEEEEAA\nAQQQcK6A1yZGZc36u+++u1mzZm+88ca1SIcMGSJLKg0aNOic7avvr1Wb/QgggAACCCCAAAII5Ftg\n0iTdRO3aSl4wyoYAAggggAACCCDgEgGPXHzJHqmgoKAJEyaUKFFC8p5btmx57733TCZTphM/++yz\n2bNnDx48WIJ58+a1bt06UwVXFfft2ydzXY8cOZKUlBQVFVW7du3GjRsHBwe7qj9cFwEEEEAAAQQQ\nQMAhAmvWqJUrdUvPPKP8vHaigh4mEQIIIIAAAggg4J4CJou85ch7t8TExPDwcMkttmrVSrKfAQFZ\nJIKXL18uKVFJm37zzTcyydS1GAsWLHjppZc2bdqUqRsRERE9e/YcN25csWLFMh3KW7FFixYrVqyw\n/9xZs2Y98sgj9teXmqdPn5YJucYpp06dkjy1USRAAAEEEEAAAQS8VSCbb0EdO6oFCzLGXa6c+vdf\nFRTkrQyMCwEEEEAAAQR8USCbL0JuyOHl/0Itky7NZvOqVau2bt36wAMPZJkFbt68ee/evWWlpocf\nfvjo0aOuukmSw33ooYfuu+++q7Oi0qW4uLg333yzTp06K23nGDixr1fPt3XixbkUAggggAACCCDg\nDQI7d6qFC/VAnn6arKjWIEIAAQQQQAABBJwv4M2J0fPnz3fu3Pm6666rWbPm0qVLJTd6rTmPvXr1\nEvro6GhZssn590CuKNnbrl27zp0717i6TG6tWrWqrB8VGRlp7JSk+5133rl27Vpjj3MCsqLOceYq\nCCCAAAIIIODdAvJN03hYS77iPfaYdw+X0SGAAAIIIIAAAu4ukMWj5e7eZfv6J1lReXx+8+bNAwcO\nlDPkme7FixffdtttAwYMeOuttzK1ceONN1r3LFq0aNq0aZmOOqEoCdnvvvvOuNATTzzx3HPPlS5d\nWvbILNeFCxfKi1APHTokxUuXLt1///2S5C1cuLBRP5/BkiVLcmxBJqvmWIcKCCCAAAIIIIAAAtcS\nkAeTZs/WB/v3V4UK6SIRAggggAACCCCAgPMFvDYx+thjj0lWVEDbtGljZa1QocKvv/7apEkTedPl\n888/b2stz9Fbiy55lP7s2bPjx483+jNx4sThw4cbRZmt2aFDh1tuuaVp06YHDhyQ/fJ+gNdeey3T\nEIz6uQ2kfckg5/Ys6iOAAAIIIIAAAgjkSkD+8T05OeMMWVMz/d/uc9UAlRFAAAEEEEAAAQQcLOC1\nj9LL3E+hkqxfo0aNDDN5pv7HH3989dVX5X2dxk4Jdu3aZS02aNDAdr9z4smTJ8srRK3Xkhee2mZF\njQ6ULVt25syZRvH1118/d+6cUSRAAAEEEEAAAQQQcGeBCxfUe+/pDsprnEqV0kUiBBBAAAEEEEAA\nAZcIeG1itHjx4lbQIkWK2MrK1Msvv/xy2LBhn3/+ubF/zZo1EsspH374obHTOYG8XVQWfDeulc08\nUJnXKa8CsNaMjY2VURhnESCAAAIIIIAAAgi4s8A776jY2IwO+vmpYcPcubP0DQEEEEAAAQQQ8BUB\nr02Myos4rffQmA1q3FJZv+j999+XBZcWLFhg3SnL1hcrVkxetSlTSo1qzglWr1595swZ67WqVasm\nM0azuW6fPn2Mo0bnjT0ECCCAAAIIIIAAAm4okJCgpk/X/ercWVWrpotECCCAAAIIIIAAAq4S8NrE\n6LPPPlulShVZueg928eWLjP36NFj0qRJkjz95ptvZN+mTZvmzJljLMF0uZYzfpVH+43LGK9DNfZk\nCmwrLFu2TBZiylSBIgIIIIAAAggggIC7CXzxhTp5UndqxAgdEyGAAAIIIIAAAgi4UMBrE6ORkZG/\n//77DTfc8O67744aNSo+Pj6T8qBBg8aNG9e1a1d5Jl3e15n9VM1M5zqw+PfffxutNW7c2IizDMqU\nKVO5cmXroaSkpO3bt2dZjZ0IIIAAAggggAAC7iPw9tu6L61bK1e80153gAgBBBBAAAEEEEDAEPDa\nxKiMsFKlSn/99deMGTOWLl26d+9eY8xGILNKX3755e7du1+8eFFqGvudGezYscO4XJ06dYz4WoFt\nHdtzr1Xfzv3R0dH//PPPihUrNm7cePDgwdTUVDtPpBoCCCCAAAIIIIBA9gL79+vjTBfVFkQIIIAA\nAggggICrBQJc3YGCvX5gYOCA9O1alxkxYoTMLX3yySdlOSbJn4aEhFyrZkHsl3mshw4dsrZsMpkq\nVKiQ41XKly9v1Nm9e7cR5zmQtw3Ur19fsqISGI1EREQ0adKkU6dO8s6BoKAgYz8BAggggAACCCCA\nQJ4FZK7o//6X57M5EQEEEEAAAQQQQMDBAt48Y9ROqscff3zx4sUypbRt27ZHjhyx8yyHVDOWXZLW\nJIdbokSJHJstV66cUefUqVNGnJ9g8+bNtllRaSouLu6XX3557LHH5Mn9+fPn56dxzkUAAQQQQAAB\nBBCwCsh0UZMJDAQQQAABBBBAAAF3ESAxmnYnWrRosWXLFslLytxJZ94ZyT8alwsLCzPibILw8HDj\nqO3pxs68BTJf1dhsWzhx4oQsUTV8+HDbncQIIIAAAggggAACuRWoWlXdd19uT6I+AggggAACCCCA\nQAEKkBjNwC1durRMjVyyZEkBYl/VtG1m086n+ENDQ41mbE83dtoZSBpUmrrnnnveeeedNWvWyORT\nWc0pNjZWZs7OmTPnrrvukgpGU1OnTp00aZJRJEAAAQQQQAABBBDIrcCwYSrAy99ilVsS6iOAAAII\nIIAAAi4W4NvZFTegXr16V5QLuJCQkGBcwc5XeQYHBxunyCtKjTi3wZAhQ5o2bRoVFWV7osxarZK+\nPfjgg6tWrXrggQeOHj1qrTB69Og777zzxhtvtK1PjAACCCCAAAIIIGCPQMmSqmdPeypSBwEEEEAA\nAQQQQMB5AswYdZ711VeynSUqEzavrnD1nsTERGOn7enGTjuD9u3bZ8qKZjpRFl9atmxZ8eLFrfvl\nJaRjxozJVIciAggggAACCCCAgD0CAwcqm8d+7DmDOggggAACCCCAAAIFLsCM0QInzuYCsvi7cdR2\n9qix8+rAdpao7elX18z/nmrVqk2ZMqVXr17WphYtWnT+/Pns06nZXPT06dOSXZXn9/38ckjHp6Sk\nBFx+0kye6Lfn7auil5qaar26LGNlz/TbixcvGr21s1dGVppeGXRZBnIHsRIZPldZfjyMnfweFAp+\nXhmfhywDfrYLC3/iZPnZMHa67Z84tj/ipLfyivj+/Y1eZxHwaRcUPu1ZfDJsdrntp51vfXKX+NZn\n81HNIrT9kYhVFkA2u7ASDL4h23wisghd+J3B9vOZqWeZepVNzUwnukVRclUet3Xt2tWaZXNyz2Ul\nom7dujnwoocOHZKvgNZNnpG3p+UXX3zx8hmmRx991J5T8lPHbDaXLFnSuOKXX35pf2vy3tL8f8Tr\n1KljzxU7d+5sXGvcuHH2nGLUl2Dr1q05niJjN06hV9lzYWX9qPC5yv5zYvyG4vdg9lByFCsR4Gd7\n9p8T/hyUD4l7/uls/f3br98p7mCWAnxnsH5C+M6Q5cfD2GlVwsoAySbASgT4zpDNJ0QO8Z1BPiTu\n+Z3B/Xtl+xMmV7Fkh7L/WLr2aA5z93I1VKdVluXjGzdu/O+//zrtinKhffv2ydPlxqPlDrm0bWvJ\nycmS7c2xWeOln1JTUpY51s9nBUmJtmjRwmhk9+7dRkyAAAIIIIAAAgggYI9Av3721KIOAggggAAC\nCCCAgLMFTJKXdfY18309mcYoqwP9/vvvsqJ6p06d8t1ezg3Iv2b369fvjjvumDt3bs61c1ND1jo6\nePCg9Yx169Y1bNgw+7PbtWv3888/W+t8+umnDz30UPb183906NChr7/+urWdgQMHTps2zc42Jc9r\nm7rdtm2bJILtfHSCR+kF2U4rHl/CKsffkrYPMvC5yp4LK/Hh8aXsPySZHhTi5S3ZcPms1YULKZUq\nHYmJqWLgyEQJ+Xd9o3h14LNWPB5u/TDwp/PVvyls9/Cns2jwp7PtR+LqmJ+iYiKzmngN3dWfDWMP\nf+JYKfLzJ47tT2MD1hpk+j0YHR0tyS6jTo5fhIyaLgk88h2j8pJKyQnKuy+7dOkiGdJXX321VKlS\nBcR35MiR4cOHz5s3r3v37rNmzXL4VWrVqmUkRrdv355jYnTHjh1GH+RcIy64QP4MNhqXaa1GnNtA\n/j6Q/V8Jctugbf08rEMVLq/7ys0muVojXWvnefTKTiiphhVWOQrwezBHIqMCVgZFjgFWORIZFbAy\nKHIMZs0KiInJ3dcM/hzMUdWogJVBkWOAVY5ERgWsDIocA6xyJDIqYGVQ5BhglSORUcGFVtlkUTId\nkjS00WH3DzzyUXphlQkan3322YQJEz7//HNZI0hyl2fOnHEs97Fjx6TZmjVrynTRSZMmzZ49W/5K\n4NhLSGs33XST0ebq1auNOMvg+PHjRhZVBOQNFFlWc+xOebOq0WDBZTaNSxAggAACCCCAAAKeK5CU\npF57zXO7T88RQAABBBBAAAHfEvDUxKj1Lo0YMWL58uWVKlWaOnVq+fLlZQLpjz/+mCRfSPOxXbp0\naeHChR07drQ2K7N/ly1b9swzz+SjyexOvfvuu43DS5YsMeIsg19//dXY37JlS3vmyRv18xz88ccf\nxrkVKlQwYgIEEEAAAQQQQACBTAKff66OHMm0jyICCCCAAAIIIICAmwo4fgqkkwfatGnTTZs2SWJ0\nypQpX6dv8sYE2dmqVSuZjFm3bt2yZcvm2CWZHCqNyCZJwBUrVsjLEeSUyMhISbzKGzYLYqKo0SVZ\nRUrevGmd7irLSUkS1naxI6OaNfjwww+NPffee68RF1wgeWdjkSt5Zcn//ve/grsWLSOAAAIIIIAA\nAh4tYDaryZM9egR0HgEEEEAAAQQQ8C0Bj1x8KctbFBsb++67786YMcNYt10SeVJTplWWKVOmdOnS\nUVFR8i4G6+sY4tO3mJgYqSxZUevyNcY6VDL5dNCgQY8//nhERESW13LsTnlgXxK71jabN2++dOnS\nLNv/7bff2rRpYz1UuHBhyVcWLVo0y5qO2ikv1pW87ZYtW6wN3njjjX///bf9jWdafMnN37Zr/7io\niQACCCCAAAIIZCnw/ffqnnusR04rVdKow7cgg4IAAQQQQAABBLxewLPSQd6TGLV+sGTB+pUrV37x\nxRc//PCDrJuUq0+bPDsvD7bff//9MuHUmlTN1el5rnz27Fl5YD8uLs7agrw4VWaqZmpNErjSK+MF\no88999wLL7yQqY61KCtTGfslxyqZVqNoBJL2HTlypOSLjT1XBzKJtWvXrrZZ2m+//TZX01Q963fC\n1QLsQQABBBBAAAEEciXQtKlatcp6BonRXMlRGQEEEEAAAQS8R8Cz0kHelhi1/RwdOnRo1apVmzdv\n3rdvn8yvPHnypEyBlE3qyIJZMhtU1rKXhZtkk4fumzRpUq5cOdvTnRlPnDhx9OjRxhWfeOKJMWPG\nWBOXkur97rvvJJV5+PBhawXp57Zt22TSqFHfNjASo5LblbRms2bNbI9aY6kTHBx85513du7cWQYu\nGWHbOnKhefPmvfbaayJm7JeXrsqLCoyiPYFn/U6wZ0TUQQABBBBAAAEEriUgKVFJjF7eSIxeluBX\nBBBAAAEEEPAxAc9KB3lzYtSDPnjyFL9MxpRZrkaf/f39JV8p2c/9+/dHR0cb++XNAIsXL/7vf/9r\n7MkUGIlR2S9vLL1WYtT2rEKFCkkStkiRIsnJyZIMPX78uO1RiaWRX375RXKpmfZnX/Ss3wnZj4Wj\nCCCAAAIIIIBA9gLyEL08Sm/dypQ5ffw4j9JnD8ZRBBBAAAEEEPBOAc9KB+nHrr3zbnjIqGR251df\nffXAAw8Y/U1NTZVZrvJOT9usqCzTtGjRomyyosbpuQrk9ay7d+9ev369XC5TVlTys/Jcv7zeNLdZ\n0Vx1gMoIIIAAAggggIBHC2zbprOiMpAnnvDo0dB5BBBAAAEEEEDAVwRIjLrLnZbM49y5c+fPny/P\n9V/dJ3nwf8CAAdu3b89yBmim+pJmtW6Z9hvF999/X5KwFSpUkGrGTttA9ssc0sGDB+/atUveeSrp\nUdujxAgggAACCCCAAAK2AlOm6FJUlHroIV0kQgABBBBAAAEEEHBbAR6ld8dbIy9F/fPPP48dO5aU\nlBQZGVm7dm15E2hQUJDD+3ru3LkdO3bIy1hlnrO8fVUSoFFRUTIvtX79+pUrV87n5Txr7nQ+B8vp\nCCCAAAIIIOCzAvIe+KpVVUpKBsCYMWrgwNMlS/Iovc9+Ihg4AggggAACPi3gWemgAF+4Vz/++OPH\nH38sqcZTp07J+zTr1q0rq8/37t1bco7uOXzrklBO6FvRokUl5SqbE67FJRBAAAEEEEAAAa8UeP11\nnRUNCVFPPeWVo2RQCCCAAAIIIICAFwp4+aP0MiPy9ttvb9++vayofuTIEZmAefbsWVmSaNiwYTIj\nUp4o98JbypAQQAABBBBAAAEEnCVw/ryy/UbZu7eymSrqrE5wHQQQQAABBBBAAIE8CXhzYjQmJua2\n225bsmSJyMhLM+WBptDQUENJjvbr169du3byCLmxkwABBBBAAAEEEEAAAfsF3n5bGd8l/fzU0KH2\nn0pNBBBAAAEEEEAAARcLeHNi9IknnpAXaN5yyy0LFy5MSEg4ceKE5EDPnz//008/9e/fv0SJEmL/\n888/y5RSWZbdxfeByyOAAAIIIIAAAgh4mkB8vJo+XXf6/vvTXjbKhgACCCCAAAIIIOApAl6bGN28\nefPnn3/es2fPVatWyaP0gYGB1ltSpEiRtm3bvvnmm//+++/48eMLFy68Zs2ajh07esoNo58IIIAA\nAggggAACbiLw8cfq9Gndl+HDdUyEAAIIIIAAAggg4P4CnpoYfe+991auXCnvDL0W8UcffXT99ddL\nNVlpPcs64eHho0aN2rBhQ61atX7//feXX345y2rsRAABBBBAAAEEEEDgagFZhn7qVL379ttV/fq6\nSIQAAggggAACCCDg/gKemhj98ssvZeKnzPds2rSp5DcXLVoUHR1tyy2vFn3yySeNiaK2h2zj6tWr\nr127tn79+i+++OLevXttDxEjgAACCCCAAAIIIHAtga+/Vv/+qw+OGKFjIgQQQAABBBBAAAGPEPDU\nxOhvv/124cIFmel57733bt++XR6ZL1q0aL169QYMGDBv3rzD6VujRo3suQeSXf3+++8jIyMlN2pP\nfeoggAACCCCAAAII+LiAxaImTtQGDRuqli11kQgBBBBAAAEEEEDAIwRMFvla5xXbzp07//jjD3mj\nqGzWuZ/33XffnXfe2bJly6p2vAZfHr1//PHHDx48WLZsWa/wcP0gTp8+XbJkSaMfp06dsi54Zewh\nQAABBBBAAAEEPFTg119V27a67199pTp31kW+BWkLIgQQQAABBBDwMQHP+iLkqTNGr/5QyatC+/bt\nO2vWrN27d8sC9CEhIUFBQVOnTpWH5StWrChTSj/++GPJe159onVPr169qlSpIuvXX6sC+xFAAAEE\nEEAAAQQQsArYThetUUOxkCcfDAQQQAABBBBAwBMFvCcxaqsvExVl4ufAgQN37Nhx7NixSZMmSZJU\n1qCX1KfMHu3Tp8+cOXOOHj1qe4rJZJLc6I8//mi7kxgBBBBAAAEEEEAAgUwCf/6pli7V+2Qx+mss\n9qnrECGAAAIIIIAAAgi4oYB3JkYFWhKgy5Ytk6B06dLdunV7//339+zZc+jQoRdeeEHeHjB27NgK\nFSrUqFHjscce+/zzz2WGqdRs0qSJPI8vARsCCCCAAAIIIIAAAtcSmDRJHylTRj38sC4SIYAAAggg\ngAACCHiQgNcmRuXtou+++25KSortzShfvvzDDz8srxP9N30bPXp0QkLCiBEjZHpp7dq133zzTZle\nevbsWdtTiBFAAAEEEEAAAQQQMAR27FDffmuU1JAhKjhYF4kQQAABBBBAAAEEPEjAaxOjHTp0kKXp\nP/nkk2vdjMqVK8uz859++qlMI5XXkj799NOSRZU8qSwQVLdu3SeffPKrr76S9YKudTr7EUAAAQQQ\nQAABBHxQYMoUPejISPXYY7pIhAACCCCAAAIIIOBZAl6bGJXXiXbp0kVmg2az4JJxq2SBJnmm/tln\nny1cuLA8cT948ODo6Ohhw4bJY/gyk7Rfv37z5883KhMggAACCCCAAAII+KbA4cNqzhw99AEDVOHC\nukiEAAIIIIAAAggg4FkCXpsYldswbty4CxcudOzY8dKlS/bclQ0bNsj69dWqVZPVmWbPni0Z1X37\n9g0fPlymkU6YMMGeFqiDAAIIIIAAAggg4MUCr7+ukpMzxhcSogYO9OKxMjQEEEAAAQQQQMD7Bbw5\nMSqTPZ9//vm///672f/Zuw/4OqvyceBPWuigUFZbFQqyRECmgEwVHIyyQYaAiAxZCmVXBApllYJQ\nlgiK7ClK9QcKKEsRlb8sZYrsXSizdLf5n2vCPUmapGma5K7v+8knPudd55zvuYbLw3nf85WvvPrq\nq+0PZnqOPr1j9Mtf/nLT09K00/S4/RVXXPHQQw813S8mQIAAAQIECBCoNYH0IvpLL82d3nffGDIk\nF0UECBAgQIAAAQIVJ1DNidE0GGl5pU033fThhx9Orw1Nec/pxf/E33ygZs2alZ6Xf+KJJ/bZZ5/m\nR5QIECBAgAABAgQIFAQuuig+/riRonfvOPJILAQIECBAgAABApUtUOWJ0V69et1yyy3rrbdeemfo\noYcemhZcSm8dvf/++4sP16eJorfddtvGG2+clqrffffd11577coeT60nQIAAAQIECBDoBoGUEj3/\n/HzfXXeNZZfNRREBAgQIECBAgEAlCtTV19dXYrvnqs0fffTRTjvt9Kc//al4VUqYLrroon369Enr\nzs+cOTPtX2WVVf72t78ttNBCxXME8yjw9ttvD2nygFmiHjx48Dze0+UECBAgQIAAgZIIXHBBszeK\nPvZYrL56mw3xLahNGgcIECBAgACBaheorC9CVT5jtOHDltKdd9xxx/nnn7/AAgs07EnPzk+YMOGN\nN95oyIoOGzbsgQcekBWt9v9v6h8BAgQIECBAoDMC6W1MZ5+dLxw2rL2saD5PRIAAAQIECBAgUN4C\nNZEYTUNQV1f3gx/84MUXX0zry2+00UYLL7xwmjSa5jNuu+2248aNu/XWWwcOHFjeI6V1BAgQIECA\nAAECpRG44YZ4+eVc9YgRORYRIECAAAECBAhUrkBNPEpfucNT0S2vrLnTFU2t8QQIECBAgED3Ccya\nVZgf+sQTjTVsuGHcf3/6j+7tVehbUHs6jhEgQIAAAQJVLVBZX4RqZcZoVX/kdI4AAQIECBAgQKC7\nBG67LWdFUx1pumj7WdHuaof7EiBAgAABAgQIdLWAxGhXi7ofAQIECBAgQIBAtQikZUrPOCN35gtf\niK22ykURAQIECBAgQIBARQtIjFb08Gk8AQIECBAgQIBANwqkp+b/9rd8/2OPjV6+PmcPEQECBAgQ\nIECgsgV8s6vs8dN6AgQIECBAgACB7hMYPTrfe+mlY7fdclFEgAABAgQIECBQ6QISo5U+gtpPgAAB\nAgQIECDQLQL/+lf8/vf5zkcdFfPPn4siAgQIECBAgACBSheQGK30EdR+AgQIECBAgACBbhE488x8\n20GDYt99c1FEgAABAgQIECBQBQISo1UwiLpAgAABAgQIECDQxQIvvBA33JDveeihscACuSgiQIAA\nAQIECBCoAgGJ0SoYRF0gQIAAAQIECBDoYoGf/CRmzWq854ABccghXXx/tyNAgAABAgQIECi5gMRo\nyYdAAwgQIECAAAECBMpLYPz4uOyy3KTvfz8WWywXRQQIECBAgAABAtUhIDFaHeOoFwQIECBAgAAB\nAl0mcP75MWVK493SgktHHNFld3YjAgQIECBAgACB8hGQGC2fsdASAgQIECBAgACB0gt8+GFcdFFu\nxp57xtChuSgiQIAAAQIECBCoGgGJ0aoZSh0hQIAAAQIECBDoAoFLL43332+8T11dHH10F9zTLQgQ\nIECAAAECBMpQQGK0DAdFkwgQIECAAAECBEojMHVqnHNOrnr77WPllXNRRIAAAQIECBAgUE0CEqPV\nNJr6QoAAAQIECBAgME8CV18db7yR73DssTkWESBAgAABAgQIVJmAxGiVDajuECBAgAABAgQIdFJg\n5swYMyZfu+mmsd56uSgiQIAAAQIECBCoMgGJ0SobUN0hQIAAAQIECBDopMAtt8Szz+ZrR4zIsYgA\nAQIECBAgQKD6BCRGq29M9YgAAQIECBAgQGCuBerrY/TofNVaa8U3v5mLIgIECBAgQIAAgeoTkBit\nvjHVIwIECBAgQIAAgbkWuOuueOihfFWaLpqWpLcRIECAAAECBAhUsYDEaBUPrq4RIECAAAECBAh0\nVKDpdNHll4+ddurohc4jQIAAAQIECBCoUAGJ0QodOM0mQIAAAQIECBDoMoF//jPSjNHidswx0bt3\nsSQgQIAAAQIECBCoTgGJ0eocV70iQIAAAQIECBDouMCZZ+ZzP/3p2GuvXBQRIECAAAECBAhUq4DE\naLWOrH4RIECAAAECBAh0SOA//4lf/zqfOXx49OuXiyICBAgQIECAAIFqFZAYrdaR1S8CBAgQIECA\nAIEOCZx1VqQl6Ru2gQPjwAM7dJWTCBAgQIAAAQIEKl1AYrTSR1D7CRAgQIAAAQIEOi/w2mtx5ZX5\n8oMPjoUXzkURAQIECBAgQIBAFQtIjFbx4OoaAQIECBAgQIDAHATGjo3p0xvP6ds3DjtsDuc7TIAA\nAQIECBAgUDUCEqNVM5Q6QoAAAQIECBAgMHcC774bF1+cL/ne9yKtvGQjQIAAAQIECBCoEQGJ0b0N\nWa0AAEAASURBVBoZaN0kQIAAAQIECBBoKXDBBfHxx407e/WKo45qeYIyAQIECBAgQIBAFQtIjFbx\n4OoaAQIECBAgQIBAmwIffRTnnZeP7rZbLL98LooIECBAgAABAgSqXkBitOqHWAcJECBAgAABAgRa\nEbjkknjvvbz/Rz/KsYgAAQIECBAgQKAWBCRGa2GU9ZEAAQIECBAgQKCZwJQp8ZOf5D3bbRerrpqL\nIgIECBAgQIAAgVoQkBithVHWRwIECBAgQIAAgWYCl18eb76Z95gumi1EBAgQIECAAIGaEZAYrZmh\n1lECBAgQIECAAIH/CUyfHmPGZIuvfz3WWy8XRQQIECBAgAABAjUiIDFaIwOtmwQIECBAgAABAo0C\nN9wQL76YNX784xyLCBAgQIAAAQIEakdAYrR2xlpPCRAgQIAAAQIEYtasOOOM7LD++rHJJrkoIkCA\nAAECBAgQqB0BidHaGWs9JUCAAAECBAgQiHHj4qmnssNxx0VdXS6KCBAgQIAAAQIEakdAYrR2xlpP\nCRAgQIAAAQK1LlBfH6efnhFWXz223joXRQQIECBAgAABAjUlIDFaU8OtswQIECBAgACBmha48854\n6KEskBajN100c4gIECBAgAABAjUmIDFaYwOuuwQIECBAgACBGhZoOl10hRVi551r2ELXCRAgQIAA\nAQI1LyAxWvMfAQAECBAgQIAAgdoQuP/++POfc1dHjIjevXNRRIAAAQIECBAgUGsCEqO1NuL6S4AA\nAQIECBCoUYGm00WHDo3vfKdGHXSbAAECBAgQIECgQUBi1CeBAAECBAgQIECg+gUeeST+8IfczaOO\nij59clFEgAABAgQIECBQgwISozU46LpMgAABAgQIEKg5gTPOyF0eNCj22y8XRQQIECBAgAABArUp\nIDFam+Ou1wQIECBAgACBGhJ4+um4+ebc38MPjwEDclFEgAABAgQIECBQmwISo7U57npNgAABAgQI\nEKghgTPPjPr6xv4OHBgHH1xDfddVAgQIECBAgACBtgQkRtuSsZ8AAQIECBAgQKAaBF56Ka65Jnfk\nkENikUVyUUSAAAECBAgQIFCzAhKjNTv0Ok6AAAECBAgQqAmBMWNixozGnvbvH8OH10SvdZIAAQIE\nCBAgQGCOAhKjcyRyAgECBAgQIECAQKUKvP56XHZZbnxac2nIkFwUESBAgAABAgQI1LKAxGgtj76+\nEyBAgAABAgSqXOCss2Lq1MY+9ukTxxxT5f3VPQIECBAgQIAAgY4LSIx23MqZBAgQIECAAAEClSQw\nfnxccklu8Pe+F0OH5qKIAAECBAgQIECgxgUkRmv8A6D7BAgQIECAAIGqFTjnnJg8ubF3vXvHiBFV\n21MdI0CAAAECBAgQ6ISAxGgn0FxCgAABAgQIECBQ7gITJsRFF+VGfuc7scwyuSgiQIAAAQIECBAg\nIDHqM0CAAAECBAgQIFCFAuedFxMnNvarV6847rgq7KMuESBAgAABAgQIzIuAxOi86LmWAAECBAgQ\nIECgHAU++CDOPz83bLfd4nOfy0URAQIECBAgQIAAgSQgMepjQIAAAQIECBAgUG0CF14YKTfasNXV\nxY9/XG0d1B8CBAgQIECAAIF5F5AYnXdDdyBAgAABAgQIECgjgfQE/bnn5vbstFOsskouiggQIECA\nAAECBAg0CEiM+iQQIECAAAECBAhUlcDFF0daeam4HX98MRQQIECAAAECBAgQyAISo9lCRIAAAQIE\nCBAgUOkCkybF2WfnTmyzTayxRi6KCBAgQIAAAQIECBQFJEaLFAICBAgQIECAAIGKF/jFL2L8+NyL\nE07IsYgAAQIECBAgQIBAUwGJ0aYaYgIECBAgQIAAgQoWmDo1xozJ7d9881h33VwUESBAgAABAgQI\nEGgqIDHaVENMgAABAgQIECBQwQKXXx6vvZbbb7pothARIECAAAECBAjMJiAxOhuJHQQIECBAgAAB\nAhUoMH16jB6d273pprHRRrkoIkCAAAECBAgQINBCQGK0BYgiAQIECBAgQIBARQpcc0289FJuucXo\ns4WIAAECBAgQIECgNQGJ0dZU7CNAgAABAgQIEKgogRkz4vTTc4s33DDSjFEbAQIECBAgQIAAgXYE\nJEbbwXGIAAECBAgQIECgMgRuvDH++9/c1PR20bq6XBQRIECAAAECBAgQmF1AYnR2E3sIECBAgAAB\nAgQqSWDmzDjttNzgddaJtB69jQABAgQIECBAgED7AhKj7fs4SoAAAQIECBAgUO4CN98cTz2VG2m6\naLYQESBAgAABAgQItC0gMdq2jSMECBAgQIAAAQJlL5Cmi44alVu5xhqxzTa5KCJAgAABAgQIECDQ\nloDEaFsy9hMgQIAAAQIECFSAQJou+uSTuZ0jR3q7aNYQESBAgAABAgQItCMgMdoOjkMECBAgQIAA\nAQJlLTBrVsvpotttV9YN1jgCBAgQIECAAIHyEZAYLZ+x0BICBAgQIECAAIG5E2gxXfTEE6OXr7dz\nR+hsAgQIECBAgEDtCvjmWLtjr+cECBAgQIAAgYoWSNNFTz4592D11WP77XNRRIAAAQIECBAgQKB9\nAYnR9n0cJUCAAAECBAgQKFOBFtNF09tFTRct06HSLAIECBAgQIBAWQpIjJblsGgUAQIECBAgQIBA\nuwKmi7bL4yABAgQIECBAgMCcBSRG52zkDAIECBAgQIAAgXITMF203EZEewgQIECAAAECFScgMVpx\nQ6bBBAgQIECAAIFaF2ixGL23i9b6B0L/CRAgQIAAAQKdEpAY7RSbiwgQIECAAAECBEon8OtfxxNP\n5Oq9XTRbiAgQIECAAAECBDosIDHaYSonEiBAgAABAgQIlIFAi7eLrraaxejLYFQ0gQABAgQIECBQ\ngQISoxU4aJpMgAABAgQIEKhhAdNFa3jwdZ0AAQIECBAg0JUCEqNdqeleBAgQIECAAAEC3Sow+3TR\nHXbo1grdnAABAgQIECBAoGoFJEardmh1jAABAgQIECBQfQKmi1bfmOoRAQIECBAgQKBUAhKjpZJX\nLwECBAgQIECAwNwJmC46d17OJkCAAAECBAgQaFdAYrRdHgcJECBAgAABAgTKRuA3v7EYfdkMhoYQ\nIECAAAECBCpfQGK08sdQDwgQIECAAAECNSDQYrroqquGt4vWwLDrIgECBAgQIECgGwUkRrsR160J\nECBAgAABAgS6SiBNF3388XyzkSOjl2+y2UNEgAABAgQIECAw1wK+Ts41mQsIECBAgAABAgR6WGDm\nzDjppFxnmi664465KCJAgAABAgQIECDQCQGJ0U6guYQAAQIECBAgQKBHBW68sdnbRU880XTRHvVX\nGQECBAgQIECgKgUkRqtyWHWKAAECBAgQIFA9AjNmNJsuuvrqsdNO1dM7PSFAgAABAgQIECiVgMRo\nqeTVS4AAAQIECBAg0CGBq6+OZ5/NZ55yiumiWUNEgAABAgQIECDQaQGJ0U7TuZAAAQIECBAgQKDb\nBaZNi5NPzrWsu25ss00uiggQIECAAAECBAh0WkBitNN0LiRAgAABAgQIEOh2gcsui5deyrWk6aJ1\ndbkoIkCAAAECBAgQINBpAYnRTtO5kAABAgQIECBAoHsFJk+OU0/NVWy8cWy2WS6KCBAgQIAAAQIE\nCMyLgMTovOi5lgABAgQIECBAoBsFLrkkXn8939900WwhIkCAAAECBAgQmGcBidF5JnQDAgQIECBA\ngACBbhCYODHOOCPf9+tfj002yUURAQIECBAgQIAAgXkUkBidR0CXEyBAgAABAgQIdIvAhRfG+PH5\nzmm6qI0AAQIECBAgQIBAFwpIjHYhplsRIECAAAECBAh0jcAHH8SYMflWw4bFBhvkoogAAQIECBAg\nQIDAvAtIjM67oTsQIECAAAECBAh0scDYsfHee/meo0blWESAAAECBAgQIECgSwQkRruE0U0IECBA\ngAABAgS6TODdd+Occ/Lddtgh1l47F0UECBAgQIAAAQIEukRAYrRLGN2EAAECBAgQIECgywTOPjs+\n/LDxbnV1cfLJXXZnNyJAgAABAgQIECBQFJAYLVIICBAgQIAAAQIESi+QFlw677zcjN12i9VWy0UR\nAQIECBAgQIAAga4SkBjtKkn3IUCAAAECBAgQ6AKB0aNj0qTG+/TqFSNHdsE93YIAAQIECBAgQIDA\n7AISo7Ob2EOAAAECBAgQIFAagddei4svzlXvtVd8/vO5KCJAgAABAgQIECDQhQISo12I6VYECBAg\nQIAAAQLzJHD66TFlSuMd5psvTjxxnu7mYgIECBAgQIAAAQLtCEiMtoPjEAECBAgQIECAQM8JvPhi\n/Pznubp9941ll81FEQECBAgQIECAAIGuFZAY7VpPdyNAgAABAgQIEOikwEknxfTpjdf27RvHH9/J\n+7iMAAECBAgQIECAQEcEJEY7ouQcAgQIECBAgACB7hV4/PG46qpcxQEHxNChuSgiQIAAAQIECBAg\n0OUCEqNdTuqGBAgQIECAAAECcy3w4x9HfX3jVQsuGKloI0CAAAECBAgQINCtAhKj3crr5gQIECBA\ngAABAnMWeOCB+N3v8mlHHhlDhuSiiAABAgQIECBAgEB3CEiMdoeqexIgQIAAAQIECHRUIE0UHTEi\nnzxoUBxxRC6KCBAgQIAAAQIECHSTgMRoN8G6LQECBAgQIECAQIcEbr89/vKXfGZ6iH7gwFwUESBA\ngAABAgQIEOgmAYnRboJ1WwIECBAgQIAAgTkLzJoVP/pRPm3ppePAA3NRRIAAAQIECBAgQKD7BCRG\nu8/WnQkQIECAAAECBOYgcOON8dhj+ZyTT45+/XJRRIAAAQIECBAgQKD7BCRGu8/WnQkQIECAAAEC\nBNoTmDYtjj8+n7DKKvGd7+SiiAABAgQIECBAgEC3CkiMdiuvmxMgQIAAAQIECLQpcNll8fzz+ejp\np0fv3rkoIkCAAAECBAgQINCtAhKj3crr5gQIECBAgAABAq0LfPxxjBqVD62/fmy7bS6KCBAgQIAA\nAQIECHS3gMRodwu7PwECBAgQIECAQCsC550Xb76Z948eHXV1uSgiQIAAAQIECBAg0N0CEqPdLez+\nBAgQIECAAAECLQUmTIgzz8w7t9givvrVXBQRIECAAAECBAgQ6AEBidEeQFYFAQIECBAgQIBAM4GU\nFf3ww7wnvV3URoAAAQIECBAgQKCHBSRGexhcdQQIECBAgACBWhd49dW44IKM8O1vx1pr5aKIAAEC\nBAgQIECAQM8ISIz2jLNaCBAgQIAAAQIEGgXSmktTpjTG883XbAkmRgQIECBAgAABAgR6TEBitMeo\nVUSAAAECBAgQIBDPPBO//GV22H//WGGFXBQRIECAAAECBAgQ6DEBidEeo1YRAQIECBAgQIBAHH98\nzJzZ6NC/f5xwAhMCBAgQIECAAAECpRGQGC2Nu1oJECBAgAABAjUo8Pe/x803534PHx6f+UwuiggQ\nIECAAAECBAj0pIDEaE9qq4sAAQIECBAgULsC9fVx1FG5+4suGscck4siAgQIECBAgAABAj0sIDHa\nw+CqI0CAAAECBAjUqMAtt8Rf/5r7nh6iX2SRXBQRIECAAAECBAgQ6GEBidEeBlcdAQIECBAgQKAW\nBaZPjxEjcseXXTYOPjgXRQQIECBAgAABAgR6XkBitOfN1UiAAAECBAgQqDmBSy6JZ5/NvR49Ovr2\nzUURAQIECBAgQIAAgZ4XkBjteXM1EiBAgAABAgRqS+CDD+Kkk3KX11svdt45F0UECBAgQIAAAQIE\nSiIgMVoSdpUSIECAAAECBGpIIM0PnTAh9/fss6OuLhdFBAgQIECAAAECBEoiIDFaEnaVEiBAgAAB\nAgRqReDll+Pcc3Nnd9ghNt44F0UECBAgQIAAAQIESiUgMVoqefUSIECAAAECBGpC4PjjY+rUxp7O\nN1+k2aM2AgQIECBAgAABAuUgIDFaDqOgDQQIECBAgACB6hR4+OG45prctQMPjBVXzEURAQIECBAg\nQIAAgRIKSIyWEF/VBAgQIECAAIFqFqivj6OPjvS7YRs4ME48sZr7q28ECBAgQIAAAQKVJSAxWlnj\npbUECBAgQIAAgYoR+MMf4u67c2tHjIjBg3NRRIAAAQIECBAgQKC0AhKjpfVXOwECBAgQIECgOgVm\nzChMFy1uQ4fG8OHFkoAAAQIECBAgQIBA6QUkRks/BlpAgAABAgQIEKg+gcsvjyefzN067bTo3z8X\nRQQIECBAgAABAgRKLiAxWvIh0AACBAgQIECAQLUJTJzY7HWia64Ze+5ZbX3UHwIECBAgQIAAgUoX\nkBit9BHUfgIECBAgQIBA2QmcfXa8+WZuVSr28q0ze4gIECBAgAABAgTKQsBX1LIYBo0gQIAAAQIE\nCFSNwBtvxFln5d5suWV8/eu5KCJAgAABAgQIECBQJgISo2UyEJpBgAABAgQIEKgSgeOPj0mTGvuS\nJoqOGVMl/dINAgQIECBAgACBKhOQGK2yAdUdAgQIECBAgEApBR56KNKyS8Vtn31i1VWLJQEBAgQI\nECBAgACBMhKQGC2jwdAUAgQIECBAgEBFC9TXx2GHRfrdsC24YIwaVdEd0ngCBAgQIECAAIFqFpAY\nrebR1TcCBAgQIECAQE8K3Hhj/PWvucIf/zg+85lcFBEgQIAAAQIECBAoKwGJ0bIaDo0hQIAAAQIE\nCFSqQHqv6DHH5MYvt1wMH56LIgIECBAgQIAAAQLlJiAxWm4joj0ECBAgQIAAgYoUSCvRv/JKbvnZ\nZ0e/frkoIkCAAAECBAgQIFBuAhKj5TYi2kOAAAECBAgQqDyBlBI988zc7K99LbbfPhdFBAgQIECA\nAAECBMpQQGK0DAdFkwgQIECAAAECFSZw7LExeXJjm3v1irFjo66uwrqguQQIECBAgAABArUmIDFa\nayOuvwQIECBAgACBLhZICy5df32+5wEHxGqr5aKIAAECBAgQIECAQHkKSIyW57hoFQECBAgQIECg\nMgRmzYrDDstNXWSRGDUqF0UECBAgQIAAAQIEylZAYrRsh0bDCBAgQIAAAQIVIHDVVfHQQ7mdJ50U\ngwbloogAAQIECBAgQIBA2QpIjJbt0GgYAQIECBAgQKDcBT78MEaMyI1caaU4+OBcFBEgQIAAAQIE\nCBAoZwGJ0XIeHW0jQIAAAQIECJS1wOmnx1tv5Raee27MP38uiggQIECAAAECBAiUs4DEaDmPjrYR\nIECAAAECBMpX4LnnImVCi9uwYbHFFsWSgAABAgQIECBAgEC5C0iMlvsIaR8BAgQIECBAoDwFjjoq\npk1rbNp888U555RnM7WKAAECBAgQIECAQOsCEqOtu9hLgAABAgQIECDQjsBdd8W4cfn4D38Yn/98\nLooIECBAgAABAgQIlL+AxGj5j5EWEiBAgAABAgTKS2DGjBg+PDcpLUN/4om5KCJAgAABAgQIECBQ\nEQISoxUxTBpJgAABAgQIECgjgZ/+NB5/PLfn1FNjkUVyUUSAAAECBAgQIECgIgQkRitimDSSAAEC\nBAgQIFAuAm+8ESeckBuz+uqx3365KCJAgAABAgQIECBQKQISo5UyUtpJgAABAgQIECgLgWOOiQ8/\nzC258MLo3TsXRQQIECBAgAABAgQqRUBitFJGSjsJECBAgAABAqUXuO++uOaa3Iy99oovfzkXRQQI\nECBAgAABAgQqSEBitIIGS1MJECBAgAABAqUUmD49DjkkN2DhhWPMmFwUESBAgAABAgQIEKgsAYnR\nyhovrSVAgAABAgQIlEzgggviiSdy7WnNpU99KhdFBAgQIECAAAECBCpLQGK0ssZLawkQIECAAAEC\npRF47bUYOTJXvdZacdBBuSgiQIAAAQIECBAgUHECEqMVN2QaTIAAAQIECBAogcBRR8XEibneiy6y\n5lLWEBEgQIAAAQIECFSigMRoJY6aNhMgQIAAAQIEelTgrrvihhtyjfvsExtskIsiAgQIECBAgAAB\nApUoIDFaiaOmzQQIECBAgACBnhOYNi1+8INc3aKLxujRuSgiQIAAAQIECBAgUKECEqMVOnCaTYAA\nAQIECBDoIYGxY+Ppp3Ndp58egwfnoogAAQIECBAgQIBAhQpIjFbowGk2AQIECBAgQKAnBF55JU4+\nOVe0zjqx//65KCJAgAABAgQIECBQuQISo5U7dlpOgAABAgQIEOh2gSOOiEmTGmupq4uf/tSaS91u\nrgICBAgQIECAAIGeEZAY7RlntRAgQIAAAQIEKk/gzjvj5ptzs7///Vh33VwUESBAgAABAgQIEKho\nAYnRih4+jSdAgAABAgQIdJfA1KnN1lxafPE47bTuqst9CRAgQIAAAQIECPS8gMRoz5urkQABAgQI\nECBQAQJnnx3PPpvbmVaiT7lRGwECBAgQIECAAIGqEZAYrZqh1BECBAgQIECAQJcJpJToKafku623\nXuyzTy6KCBAgQIAAAQIECFSBgMRoFQyiLhAgQIAAAQIEulKgvj4OPDDSo/QNW69ehTWX0m8bAQIE\nCBAgQIAAgWoS8A23mkZTXwgQIECAAAECXSBw5ZVx9935PoceGl/8Yi6KCBAgQIAAAQIECFSHgMRo\ndYyjXhAgQIAAAQIEukZg/Pg48sh8q6WXbvZMfT4gIkCAAAECBAgQIFDhAhKjFT6Amk+AAAECBAgQ\n6FKBww+Pd9/Nd7z44lhwwVwUESBAgAABAgQIEKgaAYnRqhlKHSFAgAABAgQIzKvA7bfHddflm+y6\nawwblosiAgQIECBAgAABAtUkIDFaTaOpLwQIECBAgACBzgt8/HEcdFC+fJFFYuzYXBQRIECAAAEC\nBAgQqDIBidEqG1DdIUCAAAECBAh0UmDkyHjxxXzt2WfHpz+diyICBAgQIECAAAECVSYgMVplA6o7\nBAgQIECAAIHOCDz0UJx7br7wq1+NffbJRREBAgQIECBAgACB6hOQGK2+MdUjAgQIECBAgMDcCcyY\nEfvvH7NmNV7Vt29cemnU1c3dTZxNgAABAgQIECBAoLIEJEYra7y0lgABAgQIECDQ9QLnnRePPJJv\ne/zxseKKuSgiQIAAAQIECBAgUJUCEqNVOaw6RYAAAQIECBDoqMALL8SJJ+aTv/CFOOaYXBQRIECA\nAAECBAgQqFYBidFqHVn9IkCAAAECBAjMWaC+vrAS/aRJjWemx+d//vPo02fOFzqDAAECBAgQIECA\nQKULSIxW+ghqPwECBAgQIECg8wLXXRd33JEvT0nSDTbIRREBAgQIECBAgACBKhaQGK3iwdU1AgQI\nECBAgEB7AhMmxPDh+YQllojTT89FEQECBAgQIECAAIHqFpAYre7x1TsCBAgQIECAQJsCP/xhvPNO\nPnrRRbHwwrkoIkCAAAECBAgQIFDdAhKj1T2+ekeAAAECBAgQaF3gllvi+uvzoR12iO23z0URAQIE\nCBAgQIAAgaoXkBit+iHWQQIECBAgQIBAS4E0UfTAA/PORRaJCy/MRREBAgQIECBAgACBWhCQGK2F\nUdZHAgQIECBAgEAzgR/8IMaPz3vOPz/SC0ZtBAgQIECAAAECBGpKQGK0poZbZwkQIECAAAEC8etf\nx403Zodtt40998xFEQECBAgQIECAAIEaEZAYrZGB1k0CBAgQIECAQEHg7bfjoIMyxaKLxs9+FnV1\neY+IAAECBAgQIECAQI0ISIzWyEDrJgECBAgQIECgIHDIIYXcaHG74IL4zGeKJQEBAgQIECBAgACB\nGhKQGK2hwdZVAgQIECBAoMYFbropfvWrbJCWod9991wUESBAgAABAgQIEKgpAYnRmhpunSVAgAAB\nAgRqVyCttpSmixa3xRaLiy/2EH3RQ0CAAAECBAgQIFBzAhKjNTfkOkyAAAECBAjUoEB9fRx8cLzz\nTu76hRfGpz+diyICBAgQIECAAAECtSYgMVprI66/BAgQIECAQC0KpIfo02L0xW3HHWO33YolAQEC\nBAgQIECAAIFaFJAYrcVR12cCBAgQIECgpgTeeqvZQ/SLLx4//amH6GvqI6CzBAgQIECAAAECrQhI\njLaCYhcBAgQIECBAoGoE0kP0Bx0UEybkDl10UXzqU7koIkCAAAECBAgQIFCbAhKjtTnuek2AAAEC\nBAjUisANN8Qtt+TOfutbscsuuSgiQIAAAQIECBAgULMCEqM1O/Q6ToAAAQIECFS/wGuvNXuIftCg\nSNNF6+qqv+N6SIAAAQIECBAgQGCOAhKjcyRyAgECBAgQIECgIgVmzYrvfjfeey83Pr1adMiQXBQR\nIECAAAECBAgQqGUBidFaHn19J0CAAAECBKpZ4Nxz4667cgfTE/Q775yLIgIECBAgQIAAAQI1LiAx\nWuMfAN0nQIAAAQIEqlPg0UfjuONy14YOjZ/9LBdFBAgQIECAAAECBAhIjPoMECBAgAABAgSqTWDy\n5Nh995g2rbFf6aWiV10Viy5abd3UHwIECBAgQIAAAQLzIiAxOi96riVAgAABAgQIlKPAMcfEU0/l\nhh19dGy6aS6KCBAgQIAAAQIECBBIAhKjPgYECBAgQIAAgaoS+P3v48ILc4/WWitOOSUXRQQIECBA\ngAABAgQINAhIjPokECBAgAABAgSqR2D8+Pje93J3+vePa6+NPn3yHhEBAgQIECBAgAABAg0CEqM+\nCQQIECBAgACBKhGor499942UGy1uP/lJrLxysSQgQIAAAQIECBAgQCALSIxmCxEBAgQIECBAoKIF\n0rrzt96ae7D11nHggbkoIkCAAAECBAgQIECgqYDEaFMNMQECBAgQIECgUgXSaktHHpkbP2RIXHZZ\npPXobQQIECBAgAABAgQItCogMdoqi50ECBAgQIAAgUoSmDYt9tgjJk/Obb788ki5URsBAgQIECBA\ngAABAm0JSIy2JWM/AQIECBAgQKBiBE44IR55JLf2Bz+IYcNyUUSAAAECBAgQIECAwOwCEqOzm9hD\ngAABAgQIEKgkgXvuibPOyg1eZZUYMyYXRQQIECBAgAABAgQItCogMdoqi50ECBAgQIAAgcoQeOut\n2H33SOvRN2x9+sS110b//pXReK0kQIAAAQIECBAgUEIBidES4quaAAECBAgQIDBPAjNnFl4t+uab\n+Sannx5rrpmLIgIECBAgQIAAAQIE2hKQGG1Lxn4CBAgQIECAQLkLnHZa3HVXbuTmm8fhh+eiiAAB\nAgQIECBAgACBdgQkRtvBcYgAAQIECBAgUL4Cd98dJ52Um7fkknH11dHLl7tMIiJAgAABAgQIECDQ\nnoDvzu3pOEaAAAECBAgQKE+B9Ph801eL9u4dN9wQgweXZ2O1igABAgQIECBAgEA5CkiMluOoaBMB\nAgQIECBAoB2B9GrRlBVNyy4Vt1NPjY03LpYEBAgQIECAAAECBAjMWUBidM5GziBAgAABAgQIlJXA\nqFFxzz25RcOGxTHH5KKIAAECBAgQIECAAIGOCEiMdkTJOQQIECBAgACBchH44x/jlFNyY4YOjSuv\n9GrRDCIiQIAAAQIECBAg0EEBidEOQjmNAAECBAgQIFB6gddfjz32iPr6xpY0vFp00KDSN0wLCBAg\nQIAAAQIECFScgMRoxQ2ZBhMgQIAAAQI1KjBjRuHVom+/nbt/xhmx0Ua5KCJAgAABAgQIECBAoOMC\nEqMdt3ImAQIECBAgQKCUAiedFPfdlxuw9dZx5JG5KCJAgAABAgQIECBAYK4EJEbnisvJBAgQIECA\nAIHSCNxxR5x+eq56qaXiiiu8WjSDiAgQIECAAAECBAjMrYDE6NyKOZ8AAQIECBAg0NMCr7wSe+6Z\nXy0633xx002x+OI93Qz1ESBAgAABAgQIEKgmAYnRahpNfSFAgAABAgSqUGDy5Nhxx3jnndy1M8+M\n9dfPRREBAgQIECBAgAABAp0QkBjtBJpLCBAgQIAAAQI9JJAWoD/ooPjnP3N1224bhx+eiyICBAgQ\nIECAAAECBDonIDHaOTdXESBAgAABAgR6QuCCC+LKK3NFK6xQeLVoXV3eIyJAgAABAgQIECBAoHMC\nEqOdc3MVAQIECBAgQKDbBe69N444Itey4IIxblwsumjeIyJAgAABAgQIECBAoNMCEqOdpnMhAQIE\nCBAgQKAbBV56KXbeOWbOzFVcdVV84Qu5KCJAgAABAgQIECBAYF4EJEbnRc+1BAgQIECAAIFuEZh9\nwaXjj48dduiWutyUAAECBAgQIECAQG0KSIzW5rjrNQECBAgQIFC+AmnBpe9/Px5+OLdw663j5JNz\nUUSAAAECBAgQIECAwLwLSIzOu6E7ECBAgAABAgS6UmDs2LjmmnzDFVcsFHv51pZJRAQIECBAgAAB\nAgS6QMBX7C5AdAsCBAgQIECAQFcJ3H13HH10vtlCCxUWXFp44bxHRIAAAQIECBAgQIBAlwhIjHYJ\no5sQIECAAAECBLpA4MUXY5ddmi24dPXVsfLKXXBntyBAgAABAgQIECBAoIWAxGgLEEUCBAgQIECA\nQGkEJk0qLK80YUKufeTI2G67XBQRIECAAAECBAgQINCFAhKjXYjpVgQIECBAgACBTgrMmhX77BOP\nPpov33bbOPHEXBQRIECAAAECBAgQINC1AhKjXevpbgQIECBAgACBzgikyaE33pgvXGmlSA/RW3Ap\ni4gIECBAgAABAgQIdLWAxGhXi7ofAQIECBAgQGAuBa68Mk49NV8zcGBhwaX020aAAAECBAgQIECA\nQPcJSIx2n607EyBAgAABAgTmLHDvvbH//vm0NEv0hhvi85/Pe0QECBAgQIAAAQIECHSHgMRod6i6\nJwECBAgQIECgQwLPPBM77hjTp+eTL7wwttwyF0UECBAgQIAAAQIECHSTgMRoN8G6LQECBAgQIEBg\nDgJvvx3DhsV77+XTDj88DjooF0UECBAgQIAAAQIECHSfgMRo99m6MwECBAgQIECgTYEpU2L77eP5\n5/MJ220XZ52ViyICBAgQIECAAAECBLpVQGK0W3ndnAABAgQIECDQikB9feyzTzzwQD609tpx7bXR\nu3feIyJAgAABAgQIECBAoFsFJEa7ldfNCRAgQIAAAQKtCIwcGddfn/cvtVT87ncxYEDeIyJAgAAB\nAgQIECBAoLsFJEa7W9j9CRAgQIAAAQLNBK68Mk45Je9ZaKG49dZYYom8R0SAAAECBAgQIECAQA8I\nSIz2ALIqCBAgQIAAAQKNAvfeG/vvnzV69Yobb4zVV897RAQIECBAgAABAgQI9IyAxGjPOKuFAAEC\nBAgQIBBPPx077hjTp2eKCy+MLbfMRREBAgQIECBAgAABAj0mIDHaY9QqIkCAAAECBGpa4JVXYrPN\n4r33MsLhh8dBB+WiiAABAgQIECBAgACBnhSQGO1JbXURIECAAAECNSowYUJsvnmk3Ghx2267OOus\nYklAgAABAgQIECBAgEBPC0iM9rS4+ggQIECAAIFaE5g4MYYNi6eeyv3+0pfi2mujd++8R0SAAAEC\nBAgQIECAQA8LSIz2MLjqCBAgQIAAgdoSmDq18F7RBx/MvV5ppbjtthgwIO8RESBAgAABAgQIECDQ\n8wISoz1vrkYCBAgQIECgVgRmzoy99oo//jH3d6ml4s47Y9CgvEdEgAABAgQIECBAgEBJBCRGS8Ku\nUgIECBAgQKD6Berr44c/jJtuyj1dfPFCVjTlRm0ECBAgQIAAAQIECJRcQGK05EOgAQQIECBAgEB1\nCpx0Ulx8ce5aenb+D3+I9By9jQABAgQIECBAgACBchCQGC2HUdAGAgQIECBAoNoELrggRo3KnerT\nJ8aNi3XXzXtEBAgQIECAAAECBAiUVkBitLT+aidAgAABAgSqUOC66+LQQ3O/6uoKa9B/4xt5j4gA\nAQIECBAgQIAAgZILSIyWfAg0gAABAgQIEKgqgfS8/He/26xHP/tZfOtbzfYoECBAgAABAgQIECBQ\ncgGJ0ZIPgQYQIECAAAEC1SNwzz2x004xY0bu0amnxve/n4siAgQIECBAgAABAgTKREBitEwGQjMI\nECBAgACBihe4777YeuuYPDl35LDD4rjjclFEgAABAgQIECBAgED5CEiMls9YaAkBAgQIECBQwQL3\n3x9bbRWTJuUu7LlnnHNOpBeM2ggQIECAAAECBAgQKEMBidEyHBRNIkCAAAECBCpM4IEHYsst4+OP\nc7PTS0Uvvzx6+aqVSUQECBAgQIAAAQIEykvAt/XyGg+tIUCAAAECBCpO4O9/jy22iIkTc8N32CHS\nwvTzzZf3iAgQIECAAAECBAgQKDcBidFyGxHtIUCAAAECBCpJ4P/9v9h88/joo9zm7baLG26I+efP\ne0QECBAgQIAAAQIECJShgMRoGQ6KJhEgQIAAAQKVIfDQQ7HZZvHhh7m1afGlm26KPn3yHhEBAgQI\nECBAgAABAuUpIDFanuOiVQQIECBAgEC5CzzySHzzm/H++7md6TWjN98sK5pBRAQIECBAgAABAgTK\nWUBitJxHR9sIECBAgACBMhV47LH4xjfivfdy89LU0d/8Jvr2zXtEBAgQIECAAAECBAiUs4DEaDmP\njrYRIECAAAEC5Sjw73/H178e776b25aSpOPGRb9+eY+IAAECBAgQIECAAIEyF5AYLfMB0jwCBAgQ\nIECgvAQefDC++tWYMCG3atNN47e/jf798x4RAQIECBAgQIAAAQLlLyAxWv5jpIUECBAgQIBAuQjc\nc09hrmjTJ+hTkvT//i8WWKBcWqgdBAgQIECAAAECBAh0UEBitINQTiNAgAABAgRqXSAlQNPyShMn\nZocvfzluvTUGDMh7RAQIECBAgAABAgQIVIqAxGiljJR2EiBAgAABAqUUuP762HHHmDo1t2HzzeP2\n22PBBfMeEQECBAgQIECAAAECFSQgMVpBg6WpBAgQIECAQGkELr009tgjZszIte+0U+G9op6gzyIi\nAgQIECBAgAABApUmIDFaaSOmvQQIECBAgEDPCpx1VhxwQNTX51r33jtuuCH69s17RAQIECBAgAAB\nAgQIVJyAxGjFDZkGEyBAgAABAj0kkJKhxx8fxxzTrLpDD43LLov55mu2U4EAAQIECBAgQIAAgYoT\nkBituCHTYAIECBAgQKAnBGbNisMOi9NOa1bXCSfE2LHRyxeoZioKBAgQIECAAAECBCpSwGyHihw2\njSZAgAABAgS6VSC9TnS//eLKK5tVcvbZceSRzfYoECBAgAABAgQIECBQuQISo5U7dlpOgAABAgQI\ndIvARx/FLrsUVpwvbnV1ccklsf/+xR0CAgQIECBAgAABAgQqXkBitOKHUAcIECBAgACBLhR4/fXY\naqt49NF8y/Q60auvjt12y3tEBAgQIECAAAECBAhUgYDEaBUMoi4QIECAAAECXSPw+OMxbFi88kq+\nW79+cfPNhVSpjQABAgQIECBAgACBKhOwdkCVDajuECBAgAABAp0UuOuu2GijZlnRQYPi7rtlRTvp\n6TICBAgQIECAAAECZS4gMVrmA6R5BAgQIECAQE8IpHWWttgiPvww17XCCvG3v8UGG+Q9IgIECBAg\nQIAAAQIEqklAYrSaRlNfCBAgQIAAgbkWqK+PUaNi770jrURf3DbcsJAVTblRGwECBAgQIECAAAEC\n1SrgHaPVOrL6RYAAAQIECMxZYNq0OOCAuOKKZmfutFNhtaX+/ZvtVCBAgAABAgQIECBAoMoEzBit\nsgHVHQIECBAgQKCjAh98UHh/aIus6JFHxk03yYp21NB5BAgQIECAAAECBCpXwIzRyh07LSdAgAAB\nAgQ6L/Df/8b228cTT+Q79OoV550XP/hB3iMiQIAAAQIECBAgQKCKBSRGq3hwdY0AAQIECBBoXeCO\nO2K33eL99/PR9OD8DTfEttvmPSICBAgQIECAAAECBKpbwKP01T2+ekeAAAECBAg0E0hLLZ11Vgwb\n1iwrOmRI3HuvrGgzKAUCBAgQIECAAAECVS9gxmjVD7EOEiBAgAABAo0CkybFfvvF9dc3A1lttfjt\nb2PZZZvtVCBAgAABAgQIECBAoOoFJEarfoh1kAABAgQIECgIvPRS4aWijz7aTONb34rLL48FF2y2\nU4EAAQIECBAgQIAAgVoQ8Ch9LYyyPhIgQIAAgVoXSE/Kr7NOs6xoXV2cdlphAXpZ0Vr/cOg/AQIE\nCBAgQIBArQqYMVqrI6/fBAgQIECgNgTSS0UvuiiGD4+ZM3OHBw6M666LrbbKe0QECBAgQIAAAQIE\nCNSagMRorY24/hIgQIAAgRoSmDIlDj648LB8022llWLcuPj855vuExMgQIAAAQIECBAgUHMCEqM1\nN+Q6TIAAAQIEakTgP/+JXXaJxx5r1t1ttomrr46FF262U4EAAQIECBAgQIAAgRoU8I7RGhx0XSZA\ngAABAtUvkJ6UX3vtllnRE04ozBWVFa3+4ddDAgQIECBAgAABAh0QMGO0A0hOIUCAAAECBCpHYNKk\nOPTQuOyyZi0eMCCuuip23LHZTgUCBAgQIECAAAECBGpZQGK0lkdf3wkQIECAQLUJPPlk4fH5J55o\n1q8vfKGw+vwqqzTbqUCAAAECBAgQIECAQI0LeJS+xj8Auk+AAAECBKpH4IorYt11W2ZF9903HnxQ\nVrR6RllPCBAgQIAAAQIECHSVgBmjXSXpPgQIECBAgEDJBCZOjEMOKTws33RLj89fcknssUfTfWIC\nBAgQIECAAAECBAg0CkiM+igQIECAAAEClS3w738XHp9/+ulmvVhjjcLj8yuu2GynAgECBAgQIECA\nAAECBIoCHqUvUggIECBAgACBChOYOTN+8pPC4/MtsqIHHhh//7usaIWNpuYSIECAAAECBAgQ6GEB\nM0Z7GFx1BAgQIECAQNcIvPBC7L13/PnPze620ELxi18UJpDaCBAgQIAAAQIECBAg0L6AGaPt+zhK\ngAABAgQIlJ1AfX0h+7n66i2zomuvHY88IitaduOlQQQIECBAgAABAgTKU0BitDzHRasIECBAgACB\n1gXeeCO22Sb23z/SgkvFra4ujjwy/vrXWH754j4BAQIECBAgQIAAAQIE2hPwKH17Oo4RIECAAAEC\nZSXwq19Fen/ou+82a9Qyy8SVV8ZXvtJspwIBAgQIECBAgAABAgTaFzBjtH0fRwkQIECAAIGyEHjv\nvdhjj8Jj8i2yovvtF//6l6xoWYyRRhAgQIAAAQIECBCoLAEzRitrvLSWAAECBAjUosBtt8X3vx+v\nv96s75/6VFx2WWy1VbOdCgQIECBAgAABAgQIEOiggBmjHYRyGgECBAgQIFACgTffjF13ja23bpkV\n/da34vHHZUVLMCKqJECAAAECBAgQIFA1AhKjVTOUOkKAAAECBKpKYNasuPTSWGmluOmmZv1aZJG4\n9trCzkGDmu1XIECAAAECBAgQIECAwFwJeJR+rricTIAAAQIECPSEwFNPFZ6dv//+lnVttln88pex\n5JIt9ysTIECAAAECBAgQIEBgbgXMGJ1bMecTIECAAAEC3SgwZUqMHBlrrNEyK7rYYnH55XH77bKi\n3Yjv1gQIECBAgAABAgRqSsCM0Zoabp0lQIAAAQJlLXDffXHAAfHMMy0bueeecc45MXhwy/3KBAgQ\nIECAAAECBAgQ6LSAGaOdpnMhAQIECBAg0GUCb78d++0Xm2zSMiu63HJx551x9dWyol1G7UYECBAg\nQIAAAQIECDQISIz6JBAgQIAAAQKlFJg+PcaOjc99Li67rFkzeveOY4+Nf/87vvnNZvsVCBAgQIAA\nAQIECBAg0CUCHqXvEkY3IUCAAAECBDojcMcdMXx4PP10y2u/9KXCkvTpTaM2AgQIECBAgAABAgQI\ndJOAGaPdBOu2BAgQIECAQHsCzz4b22wTW2zRMiu64IJx/vnxwAOyou3pOUaAAAECBAgQIECAwLwL\nmDE674buQIAAAQIECMyFwIcfxqmnFh6fTw/Rt9j22CNGj46hQ1vsViRAgAABAgQIECBAgEDXC0iM\ndr2pOxIgQIAAAQKtCsyaFVdeGT/6Ubz1Vsvja69dmCi64YYt9ysTIECAAAECBAgQIECgmwQ8St9N\nsG5LgAABAgQIZIH6+kivE11nndhnn5ZZ0SFDCssuPfigrGjmEhEgQIAAAQIECBAg0AMCZoz2ALIq\nCBAgQIBATQv84x8xYkTce29LhPnnj8MOixNOiIEDWx5SJkCAAAECBAgQIECAQHcLSIx2t7D7EyBA\ngACB2hV46qn48Y/jlltaEdhqqzjnnFhxxVYO2UWAAAECBAgQIECAAIEeEPAofQ8gq4IAAQIECNSc\nwMsvF56aX3XVVrKiK60Uv/993HqrrGjNfSp0mAABAgQIECBAgEBZCZgxWlbDoTEECBAgQKDiBd55\nJ844Iy66KKZObdmXtNz8ySfHXnvFfL6AtLRRJkCAAAECBAgQIECgpwX8e0lPi6uPAAECBAhUq0BK\niY4dW1hc/qOPWnZxscXiuOPikEOiX7+Wh5QJECBAgAABAgQIECBQEgGJ0ZKwq5QAAQIECFSVwFtv\nxU9+Ej/9aXz8cct+LbBAHHFEHHVULLxwy0PKBAgQIECAAAECBAgQKKGAxGgJ8VVNgAABAgQqXuC1\n12LMmLj00pgypWVf0qLzBxwQxx8fn/pUy0PKBAgQIECAAAECBAgQKLmAxGjJh0ADCBAgQIBARQq8\n+GKceWb88pcxbVrL9tfVxe67x6hRsdxyLQ8pEyBAgAABAgQIECBAoEwEJEbLZCA0gwABAgQIVIzA\ns88Wlle6+uqYMaNlm3v1KqRE0+tEV1655SFlAgQIECBAgAABAgQIlJWAxGhZDYfGECBAgACB8hWo\nr4/7749zzonf/jZS3GJLC81/97sxYkSssEKLI4oECBAgQIAAAQIECBAoRwGJ0XIcFW0iQIAAAQJl\nJTB9evz614Xllf75z1ba1adP7LtvHHtsfPazrRy1iwABAgQIECBAgAABAuUpIDFanuOiVQQIECBA\noCwEPvggfv7zOP/8eOWVVtrTr19heaWjj44ll2zlqF0ECBAgQIAAAQIECBAoZwGJ0XIeHW0jQIAA\nAQIlE3jhhUI+9Be/iIkTW2nDwIFx4IFxxBFWnG8Fxy4CBAgQIECAAAECBCpCQGK0IoZJIwkQIECA\nQA8JzJoVd94ZP/tZ/N//RYpn35ZZJoYPj332iYUWmv2gPQQIECBAgAABAgQIEKgYAYnRihkqDSVA\ngAABAt0q8Pbb8ctfxiWXRJor2uq2wQZx5JGx3XaR1lmyESBAgAABAgQIECBAoNIF/JtNpY+g9hMg\nQIAAgXkSaFhr/uKLC8srTZvWyq169YqddorDD4+UGLURIECAAAECBAgQIECgagQkRqtmKHWEAAEC\nBAjMnUBaWOnqqwtPzT/xROsXLrhg7LdfHHZYpMfnbQQIECBAgAABAgQIEKgyAYnRKhtQ3SFAgAAB\nAnMQmDkz7r47rrwyfvObmDy59ZNXXz0OOij22MOLRFv3sZcAAQIECBAgQIAAgSoQkBitgkHUBQIE\nCBAg0CGBZ54p5EPTLNFXX239/L59Y9ddC8vNr79+1NW1fo69BAgQIECAAAECBAgQqA4BidHqGEe9\nIECAAAECbQq8917ceGMhJfr3v7d5zuc+V8iHfve7sfjibZ7jAAECBAgQIECAAAECBKpJQGK0mkZT\nXwgQIECAQBaYOjXuvDOuuSZ++9tIcatbWl8+rTKfUqJf+1qkRZZsBAgQIECAAAECBAgQqB0BidHa\nGWs9JUCAAIGaEJg+vfAK0RtuiFtuibS8UlvbmmsW5ofuvnsMGdLWKfYTIECAAAECBAgQIECgmgUk\nRqt5dPWNAAECBGpHIC2pdN99hUfmf/3rmDChzX4PHhx77llIia6xRpvnOECAAAECBAgQIECAAIFa\nEJAYrYVR1kcCBAgQqFqBlA994IFCPvTmm+Ott9rs5vzzx7bbFvKhW2wRKbYRIECAAAECBAgQIECA\ngMSozwABAgQIEKg8gcmT409/Krw89He/i7ffbq/9G20U3/527LabVZXaU3KMAAECBAgQIECAAIEa\nFJAYrcFB12UCBAgQqFSB9Iz8bbfFuHFxxx0xaVJ7vfjSl2LXXWPnnWOppdo7zTECBAgQIECAAAEC\nBAjUrIDEaM0OvY4TIECAQMUIPP98YWZomh/6l79Eena+nS0tqZTyobvsEsst185ZDhEgQIAAAQIE\nCBAgQIBASIz6EBAgQIAAgXIUSA/L33tv3H57/OEP8eyzc2jhqqsWkqEpJbriinM402ECBAgQIECA\nAAECBAgQaBCQGPVJIECAAAEC5SJQXx//+U9jMjQtMT9lSnsN69Ur0vtDt98+ttsull++vTMdI0CA\nAAECBAgQIECAAIHZBSRGZzexhwABAgQI9KjAu+8WJoemxZTS/NAXXphD1f37x2abFZKhW28dgwfP\n4WSHCRAgQIAAAQIECBAgQKAtAYnRtmTsJ0CAAAEC3Sjw0UeFF4befXfh59FHI80VbX9LOdCUCU35\n0G9+MxZYoP1zHSVAgAABAgQIECBAgACBOQtIjM7ZyBkECBAgQKBLBNJrQx94oDEZ+v/+3xyWUUo1\npoflN9ggttwyttgi1lqrULQRIECAAAECBAgQIECAQFcJSIx2laT7ECBAgACBVgQmTCgkQ++/vzA/\n9J//jOnTWzmnxa4llmhMhn7967Hooi0OKhIgQIAAAQIECBAgQIBA1whIjHaNo7sQIECAAIEGgfRQ\n/IsvFjKhDT9PPtkhmPTm0C9/OVImNM0PTUvM19V16ConESBAgAABAgQIECBAgECnBSRGO03nQgIE\nCBAg0CgwcWI8/HD84x/x4IOF+aGvv94hmfnnLzwp/7WvFX6+9KXo27dDVzmJAAECBAgQIECAAAEC\nBLpEQGK0SxjdhAABAgRqS2DmzHjiiUIatCEZ+vjjMWtWhwTSe0LXWacxGbrRRpZR6hCakwgQIECA\nAAECBAgQINAdAhKj3aHqngQIECBQbQIzZsQzzxSmhTb8PPRQfPxxR/uYHpNfb73Ck/Ibbxzrrx8D\nB3b0QucRIECAAAECBAgQIECAQPcJSIx2n607EyBAgEAFC0ydGmkeaEqDPvJI4fdjj8WUKXPRnUGD\nCmnQhp+0oHyfPnNxrVMJECBAgAABAgQIECBAoAcEJEZ7AHnuqnjuuecefPDBV199ddq0aYsuuujK\nK6+84YYb9u3ON8/V19c//PDDjz766Pjx41NbP/3pT6+xxhpf/OIX567dziZAgEAlC6QVk159Nf79\n7/yTFk1Ks0Q7vvXuHauvXnhVaPpJz8ivuKIFlDqO50wCBAgQIECAAAECBAiUQEBitATobVU5bty4\nU0455ZE0N6n5tuCCC+69994jR45cfPHFmx+Z19L06dPPO++8sWPHvj7bQiFDhw4dPnz4oYceOt98\nPiTz6ux6AgTKUOC99yKlPlMm9F//KvxOk0Pff3+um7nMMoVn5FMmNP1O00IXWGCu7+ACAgQIECBA\ngAABAgQIECiVQF2aLViqutVbFJg6deq+++573XXXFffMHgwePPjmm2/+cnpHXRdtr7zyynbbbZcm\nirZzv7XXXvu3v/3tEkss0c45bR16++23hwwZUjyapqOmLhSLAgIECPSYQPoH3WuvxdNPx1NP5Z+3\n3upM/UstFWk+fcqBrr12IR/a5I9cZ+7mGgIEqlXAt6BqHVn9IkCAAAECBOYoUFlfhEwGnOOAdvsJ\ns2bN2nXXXX/3u98Va0qTNJdeeumFF174hRdeeP+TKUzpg7Xlllv+6U9/Wj+t3DHPW0pTbrrpps8/\n/3zxTgsssMByyy2XGpMqnTx5csP+hx56KJ32wAMPdPlk1WK9AgIECHStwMSJ8eyzhZ///KfwOyVD\nU0r0o486WcnnPteYCW3Ih6Y3h9oIECBAgAABAgQIECBAoDpY0iB6AABAAElEQVQEJEZLP45nnXVW\n06zoQQcddMIJJ6QXfaaWpfm8acJmeqT95ZdfTsVJkybtsssujz/++MB5XtI4PZtfzIr2799/9OjR\n+++/f79+/RpqufTSS4877rgp/1tn5Nlnn91nn31SM0ovpQUECBBoLpByoC+8EP/9b2MOtCEf+sYb\nzU+am1L647rqqrHaaoWf9MLQNdawgvzc8DmXAAECBAgQIECAAAECFSXgUfoSD9eECROWXXbZielf\n7v+3pQTlMccc06JN6QWgG2+88Ysvvtiw/8QTTzzppJNanDNXxTvvvHOLLbZouKRPnz5pFmq6f4s7\n/PnPf/7mN7+ZXkLasP/uu+/eZJNNWpzTfrGy5k633xdHCRAorUBaBCmtjJRyoGmae8NPQ/z22/PU\nrvQK5c9/vpAAbciEpt9LL23FpHkidTEBAg0CvgX5JBAgQIAAAQI1K1BZX4TMGC3xB3XMmDHFrOhX\nv/rV2bOiqX3pFZ+/+MUvvvGNbzS09dxzz01rIi222GKdbnqakVq8dsSIEbNnRdPRr3zlK8cee+yp\np57acObxxx9///33F68SECBAoDsEJk2KV16Jl14q/KSJ8sXfKSs6VwvEt9q2AQNipZVi5ZXzz/LL\nx/zzt3qunQQIECBAgAABAgQIECBQ/QJmjJZyjNMLPdMj8++8805DI+65556UG22rQenQX/7yl4aj\nP/3pTw888MC2zmx//7///e810tOh/9vSevdvvPHGgJQtaG1LGdvPfOYzH3/8ccPBJ598cqWUVOjw\nVln/iaDD3XIiAQLzJJDWQXr33Xj99cJqSE1/p2JKic7jDNBiy+rqIq2StOKKkd4Qmn43JEOHDo1e\nvYqnCAgQINCNAr4FdSOuWxMgQIAAAQLlLVBZX4TMGC3lpyktalTMii6//PLtZEVTK9Oy9cXE6Lhx\n4zqdGG36ttD0xtK2sqKpxpQ23Xnnna+44ooGo1Rpml7aEPtNgACBdgTSxM+mSc8W8dSp7VzamUNL\nLNGYAE1p0IafNBX0f+9M7szdXEOAAAECBAgQIECAAAECNSIgMVrKgb7tttuK1acXehbjVoOmJ9x7\n771pIaa0jnyrZ7a/s2mlm222Wfsnp0qLidFbb71VYrR9LkcJ1IJAmvL5/vuFqZ3jxzf+NI3TzpQG\nTSd0x7bggrHccvln2WUL8TLLyIF2B7Z7EiBAgAABAgQIECBAoPoFJEZLOcaPPvposfoNN9ywGLca\npKfal1lmmYYlmKZNm5YebF9nnXVaPbOdnWmZ+3/9618NJ9TV1c2x0o022qh4t+KFxT0CAgSqTGDm\nzPjgg8Kj7hMmNEt9pnRnMfuZgk9WZeuu3qdXKH/2s4WftBRS8XdKgy6+uJWRusvcfQkQIECAAAEC\nBAgQIFCDAhKjpRz0p556qlj9KqusUozbCtI5xbXp07WdSIy+9NJLkydPbrh/eoh+aHrlXrvb0ksv\n3b9//4ZL0stGX3nllaXSe/tsBAhUlMC0afHee4V0Z/GnRbG4P830TBNCe2YbMiSWXDItLpd/p2JD\nGjTNDLURIECAAAECBAgQIECAAIHuFpAY7W7hNu+fso0vp0WX/7elyZsdSTg2zWP+5z//afPWbR94\n5plnigc7UmM6OeVGG65Ks01T0MGrirUICBDoWoG0OPuHHxbmdTb8TkHTuLizIUiJzpT0nDixa5vQ\n0bsttFCzvGdDDrQhGfrpT0efPh29j/MIECBAgAABAgQIECBAgEB3CEiMdodqh+5ZXHYpnT3//PMP\nHjx4jpctmTIKn2zj06Otc781vappmrWdOy2xxBLFdGpaWaydMx0iQKCDAmkKZ0pWdvynmO5MOdC0\nrlGZbGleZ5r12fCT/oAVg898pnESaEqM2ggQIECAAAECBAgQIECAQNkKSIyWbGgmNpnE1cFllJqu\nIN/08o73oelVTe/Wzh2antb08nYucYhA9QnMmhVpLfUpUwo/KTVZ/EmvpijGcww+/rgxGZoSo2W+\npemcxaRnCop5z+LOtKd//zLvhOYRIECAAAECBAgQIECAAIH2BCRG29Pp1mNNk4z9+vXrSF3pdZ/F\n05peXtw5x6DpVT1W6Rxb5QQCnRNIb8NMiwWlJGNaCyj9bvhpGhdTmSmb2VbczqGml3T3ckOdE5jb\nq9IUzkUXjbS0Uas/TQ+lPzZ1dXN7e+cTIECAAAECBAgQIECAAIFKEpAYLdloTUn5mE+2Ph172V7f\nvn0/uSKKaygV93QkKEmlHWmYc8pNIOUc0xzJ9DrL4k/KDBbjuQo6cmE7yc2mic7Z4x5bKajcBii1\np1evGDgwFl648acYF4OGQ8UcaMp7zj9/GfZDkwgQIECAAAECBAgQIECAQGkEJEZL455qbTphc1pK\nC3Vgm5omsH2yNb38k31z/t+mV/VYpXNuVk2ekV4W+fOfFyY8pp+Ugiz+nj1oOFrcPy/FDt6kIe9Z\nk8NSgk6nuZnpZZ3t/KRpnuno7AnQAQNM6izBeKmSAAECBAgQIECAAAECBKpGQGK0ZEO5YEp1fLI1\nncj5yb5W/rfpLNGml7dyahu7ml7VY5U2tCUt3JTWtU9vA+iV5rm1u82YMWO++Ro/mXV1dR15AWvq\ny8yU8/vfllay6sgM3I/T6x4/2TrYqmJiuktalRKjRx/9SQvy/+ZWRaQ3J8zBKmJGRDFdnp58XiDf\nqc0oTVVutErrfkV0ZGlwrUqaLa0WWCBm/5l//o/TzpTrTL8HDuw/YECv4jmtJkD79Uuf98YRnNvP\nVXqlaaV82lv9MJb8/4Na1VSgEv+KNm1/Mfa5ShT+MhQ/D60GPfNpb/pRbLUZLXb2TKu69ptMiy40\nFJt2vCTfr7SqqYDPVdKY2+9X6RJ/RZt+imaPfa58rjryb/T+iZM+J9X3z8Gm/5Rv8cehxV+Gds5s\ncWFZFFOuylYSgZdffjn9c7phS8/Id6QNo0aN+uSKuv33378jl7Q456qrrireYbPNNmtxtNXi1772\nteIl1157bavntLpz/Pjx8/4RX2WVVVq9eYud3/rWt4p1jRw5ssXRVovF81Pw+OOPt3pO05033XRT\n8ZIuadUrr9RHzP5TrKTQrtZOaHFJblXEKh04P12erSJGduySymtVnz71AwbUL754/ZJL1i+/fP0X\nvlC/7LLZaqGFVvn2t+u/9736gw6qHz68fsSI+pNOqh89uv7cc+svvrj+8svrr7++/je/qd9442x1\n8MEjn3uu/rXX6t95p37SpPpZs5p+OnLcTKoUn6vclCaRViWBSvnL0GTccmgEjWD+NLQRVeI/B1vt\nSvV92ht6lL4Utdrf4k4jmKC65PtVkbRpUH2fK1ZNx3f2uMu/t89eRdrjc5UEfL9q9bNR3Olvu7/t\nxQ9DW0Fl/b1q+ndvruI5fhFqy6dn9psxOlej2ZUnDxo0qHi76dOnpwmVg9Myz+1ur732WvH4kLQ4\n9NxvTa969dVXO3KDea+0I7XU4Dm9e1d8p9O83lZ/0utz33yzsXdpXbG11mr9tHRteuVl+p0o7r47\nnnuu8ZJNNokttigcSq/ebfhpNd5ggwx4112x6qr5/HTD2RcO+tWvYpddGi9Zaqm47rp8eVtR03PS\n/zuXW66tE+0nQIAAAQIECBAgQIAAAQIEKk+gLuVfK6/V1dLiZZdd9qWXXmrozYMPPrjOOuu037Nh\nw4bdfvvtDeekuZ977rln++fPfjRVlypt2J8eq//www9nP6fFngEDBjQ8wp/mjabLhw4d2uKEtoop\n1ds0D/vEE0+kXHAHJ5PXwqP0778f3/52Yf2clMVLPw3BrFkfN8Sp2Ldv/969ezU92uLkVGx4lP6T\n/XX9+i1QvFUx+ORoYxUzZkypq5vZcLRPn/n79u0zexUN+cpi0nPatI8b0pdp/0IL9e/Tp1cqptvO\nnnxs+DAUHg7/5H246WNTrS9DaPWT3/SRgQ5+2lklSVatfpyKO32uEoUHG4ufh1aDFo8vVcQrZVrt\nSNV82tN/fi5+40o9TRMl2v/v30YwKfnO0Or/KYo7fb9qoPCdofiRaDWomr+iviGn8fVpb/VDXtzp\n054oevgbclPz4kA0BC2+yXzwwQdz9UWoxd16uCgx2sPgzarbcsst77jjjoZdV1xxxV577dXs8GyF\n9MFKqcmG3R1JpM52g0h58JToTB/ZdCh9+3zhhReWXnrp2U8r7knVFT/NHUykFq9tkRid478SFC8U\nECBAgAABAgQqWsC3oIoePo0nQIAAAQIE5kWgsr4IzXFpl3mhcO0cBNZcc83iGQ888EAxbjV44403\nilnRNBMkvVqo1dPa35mSoWussUbDOSlJOsdK//rXvxZvuPrqqxdjAQECBAgQIECAAAECBAgQIECA\nAIGKFpAYLeXwbb311sXq//SnPxXjVoM777yzuH/TTTftyOPJxfObBk0r/eMf/9j00Oxx0xO22Wab\n2U+whwABAgQIECBAgAABAgQIECBAgEAlCkiMlnLUNtxww+ISTM8///y9997bTmsuu+yy4tHtttuu\nGM9tsO222xYv+dWvftXOSyI++uijdELDyWmq6bxUWqxRQIAAAQIECBAgQIAAAQIECBAgQKAcBCRG\nSzkKKdu49957F1tw8sknF+MWwV133XX//fc37Bw4cOAuxdW1W5zXgeJqq6227rrrNpw4ceLEMWPG\ntHVROjRp0qSGo+uvv/5KK63U1pn2EyBAgAABAgQIECBAgAABAgQIEKgsAYnREo/XsccemxY1amjE\nfffdd+aZZ87eoNdee22//fYr7j/ssMMWW2yxYrFp0KvJlu7W9FDTeNSoUcXi6NGj//KXvxSLxaBp\nY1IC99RTTy0eEhAgQIAAAQIECBAgQIAAAQIECBCodAGJ0RKP4OKLL37ccccVG/GjH/3okEMOSess\nNeyZNWvWuHHj0hP3xWWXllxyySOPPLJ4fltBSmWmra2jm2+++WabbdZwdPr06al4/vnnT548uWFP\nerh+7NixW2yxxYwZMxr2DBs2LL3VtK272U+AAAECBAgQIECAAAECBAgQIECg4gTq0tLkFdfoKmtw\nGoL0+s5bb7212K/evXt/9rOfTY/Mv/DCCx988EFxf1pwKa2GtMEGGxT3tAjShNHinvTG0q985SvF\nYotg/Pjx6T7p/sX9/fv3X3bZZVNj0ttOp06dWty/wgor/O1vf0sJ3OKeDgZvv/32kCFDiienGgcP\nHlwsCggQIECAAAEC1SrgW1C1jqx+ESBAgAABAnMUqKwvQjmPNseOOaGbBNLUzrTG0W677Va8/8yZ\nM1N28tFHH22aFU3LNP3+979vJytavLwjQUpZ3nPPPWussUbx5DRj9Mknn3zqqaeaZkXXWmutdFon\nsqLF2woIECBAgAABAgQIECBAgAABAgQIlKGAxGhZDErfvn2vu+66m2++ec0115y9QeklpOn5+pS1\nbGcGaPGq/z1D395z9MUzl1566QcffDC91XSJJZYo7iwG6Zn9s8466x//+EcKijsFBAgQIECAAAEC\nBAgQIECAAAECBKpDwKP0ZTeOzz33XEpHvv7669OmTVtkkUVWXnnljTbaqE+fPt3X0PT4/EMPPfTY\nY4+l2c6pljSZNOVnv/jFL85jjZU1d3oeO+tyAgQIECBAgEBRwLegIoWAAAECBAgQqDWByvoiNF+t\nDU/593f5/2092c40v3Sd/209Wam6CBAgQIAAAQIECBAgQIAAAQIECJRQwKP0JcRXNQECBAgQIECA\nAAECBAgQIECAAAECpRGQGC2Nu1oJECBAgAABAgQIECBAgAABAgQIECihgMRoCfFVTYAAAQIECBAg\nQIAAAQIECBAgQIBAaQQkRkvjrlYCBAgQIECAAAECBAgQIECAAAECBEooIDFaQnxVEyBAgAABAgQI\nECBAgAABAgQIECBQGgGJ0dK4q5UAAQIECBAgQIAAAQIECBAgQIAAgRIKSIyWEF/VBAgQIECAAAEC\nBAgQIECAAAECBAiURkBitDTuaiVAgAABAgQIECBAgAABAgQIECBAoIQCEqMlxFc1AQIECBAgQIAA\nAQIECBAgQIAAAQKlEZAYLY27WgkQIECAAAECBAgQIECAAAECBAgQKKGAxGgJ8VVNgAABAgQIECBA\ngAABAgQIECBAgEBpBCRGS+OuVgIECBAgQIAAAQIECBAgQIAAAQIESiggMVpCfFUTIECAAAECBAgQ\nIECAAAECBAgQIFAaAYnR0rirlQABAgQIECBAgAABAgQIECBAgACBEgpIjJYQX9UECBAgQIAAAQIE\nCBAgQIAAAQIECJRGQGK0NO5qJUCAAAECBAgQIECAAAECBAgQIECghAISoyXEVzUBAgQIECBAgAAB\nAgQIECBAgAABAqURkBgtjbtaCRAgQIAAAQIECBAgQIAAAQIECBAooYDEaAnxVU2AAAECBAgQIECA\nAAECBAgQIECAQGkEJEZL465WAgQIECBAgAABAgQIECBAgAABAgRKKCAxWkJ8VRMgQIAAAQIECBAg\nQIAAAQIECBAgUBoBidHSuKuVAAECBAgQIECAAAECBAgQIECAAIESCkiMlhBf1QQIECBAgAABAgQI\nECBAgAABAgQIlEZAYrQ07molQIAAAQIECBAgQIAAAQIECBAgQKCEAhKjJcRXNQECBAgQIECAAAEC\nBAgQIECAAAECpRGQGC2Nu1oJECBA4P+3d+/xvtVz/sDn5JwMMqkm3SOKzknpLjGVEiqKXLqMKWGc\nCU2RLuMyqTBJbh0il8p0T3Q7UypdKEM6FUXpphBCKeVEI+fM62c9fp/Hmv39nu/eZztrf9fe63n+\n4LPX+qy1Pp/nWq3vWu/1uRAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQIECBAgQIAAAQIECBAgQIAAAQJDFBAYHSK+QxMgQIAAAQIECBAgQIAAAQIE\nCBAgMBwBgdHhuDsqAQKjCsyfP3/aX/4lMWpmGQj0CriEek0sWSwBl9BicclMgMCSFXALWrKeXdub\n66drZ3yJ19cltMRJ7bC1AgKjrT01CkaAAAECBAgQIECAAAECBAgQIECAQFMCAqNNydovAQIECBAg\nQIAAAQIECBAgQIAAAQKtFRAYbe2pUTACBAgQIECAAAECBAgQIECAAAECBJoSEBhtStZ+CRAgQIAA\nAQIECBAgQIAAAQIECBBorYDAaGtPjYIRIECAAAECBAgQIECAAAECBAgQINCUgMBoU7L2S4AAAQIE\nCBAgQIAAAQIECBAgQIBAawUERlt7ahSMAAECBAgQIECAAAECBAgQIECAAIGmBARGm5K1XwIECBAg\nQIAAAQIECBAgQIAAAQIEWisgMNraU6NgBAgQIECAAAECBAgQIECAAAECBAg0JSAw2pSs/RIgQIAA\nAQIECBAgQIAAAQIECBAg0FoBgdHWnhoFI0CAAAECBAgQIECAAAECBAgQIECgKQGB0aZk7ZcAAQIE\nCBAgQIAAAQIECBAgQIAAgdYKCIy29tQoGAECBAgQIECAAAECBAgQIECAAAECTQlMb2rH9tt5gQUL\nFtQN7rvvvvqf0gRGFZg/f36V5ze/+c0jjzwyan4ZCIwQcAmNAPHn4gq4hBZXTP4iMOKxZ8SfJZsE\ngQECbkEDcKwaVcD1MyqRDIMFXEKDfawdLDDiyWdEdGjwthO/dtrChQsn/qiO2AWBW265ZdasWV2o\nqToSIECAAAECBAgQIECAAAECBAj0Ctx8880zZ87sXd6SJbrSt+REKAYBAgQIECBAgAABAgQIECBA\ngAABAhMnIDA6cdaORIAAAQIECBAgQIAAAQIECBAgQIBASwQERltyIhSDAAECBAgQIECAAAECBAgQ\nIECAAIGJEzDG6MRZd+1Ijz322O23315qvfzyyy+1lEB88ZAgQIAAAQIECBAgQIAAAQIECEw1gcy2\n9Nvf/rbUap111pk+vb1zvwuMljMlQYAAAQIECBAgQIAAAQIECBAgQIBAVwS04OvKmVZPAgQIECBA\ngAABAgQIECBAgAABAgSKgMBooZAgQIAAAQIECBAgQIAAAQIECBAgQKArAgKjXTnT6kmAAAECBAgQ\nIECAAAECBAgQIECAQBEQGC0UEgQIECBAgAABAgQIECBAgAABAgQIdEVAYLQrZ1o9CRAgQIAAAQIE\nCBAgQIAAAQIECBAoAgKjhUKCAAECBAgQIECAAAECBAgQIECAAIGuCAiMduVMqycBAgQIECBAgAAB\nAgQIECBAgAABAkVAYLRQSBAgQIAAAQIECBAgQIAAAQIECBAg0BUBgdGunGn1JECAAAECBAgQIECA\nAAECBAgQIECgCAiMFgoJAgQIECBAgAABAgQIECBAgAABAgS6IiAw2pUzrZ4ECBAgQIAAAQIECBAg\nQIAAAQIECBQBgdFCIUGAAAECBAgQIECAAAECBAgQIECAQFcEBEa7cqbVkwABAgQIECBAgAABAgQI\nECBAgACBIjC9pCQIDFHg97///bx5826//fYHH3zwT3/607LLLrvqqqtuuumma6yxxhBL5dCTS2Dh\nwoU3/eXfL3/5yz/+8Y9PetKTchWtu+6666233vTp7nWT62QqLYFJI7BgwYI77rgj957ceR566KEn\nPOEJyy+//KxZszbaaCN3nklzFpsp6J133vnd7373nnvu+Z//+Z/llltu5syZW2655eMf//hmjmav\nU0QgDzN33313bim5cvJUnAsmF8+znvWszTbbzMUzRc6xahCYPAK33nrr97///dyOHnnkkTzhrLTS\nSs9+9rM32GADt6PJcw6HU9K8jN9www233HLLAw88kPTf/d3f5eLZeOON11577eEUaLSjChaMJmR9\nwwKXXHLJJz/5yYsvvjjvlr2HWmeddd7ylre87W1v+9u//dvetZYQqAR+/etff+xjH/vSl770q1/9\nqtfkiU984gtf+MK99tprzz337F1rCYERArkX/cM//MO3v/3tsnzrrbe+4ooryp8SBCJw7733fuUr\nX8lP2JVXXvnwww/3muT94TWvec073vGODTfcsHetJVNb4Nxzzz3yyCPzSjCimssss8wb3vCGww47\nbIUVVhixyp8dF8irYy6br33ta5dffvn999/fqzFjxoyddtrpgAMO2GqrrXrXWkJggMAee+xx5pln\nlgxPe9rT7rrrrvKnBIFegTzYzJkz5wtf+EK+0/SuXXrppTfffPM85Pzrv/5r71pLOi5wzTXXfPzj\nHz/nnHPS3K2XYrXVVnvTm960//7755tf79ohLpmWz5JDPLxDd1kg353e/OY3n3HGGaMi5MPCaaed\nlgako+aUoYMCJ5xwQt4T0uh4cN2f97zn1UNdgzNb22WBY489NldUXWCbbbbJm2p9iXTHBXbZZZe5\nc+eO5QlqqaWWeuc73/nBD34wQY2Oo3Wk+o8++mie+PPQMqC+K6644tlnn50PMAPyWNUpgbQASACi\n7ztkr0M+9CZg8eQnP7l3lSUEegUuuOCC/GbVlz/96U//8Y9/XF8iTaAukCecvKSn3Ul9YW86DQDT\nV6Z3uSWdFfjzn/984IEH5k1qVIFcPCeddNJLX/rSUXNOWAaB0QmjdqD/I5A3hx122CENbepL890g\nP9V5e0xLnJ/+9Kf1Velcf9lll6X1dX2hNIEEsEbcfNMeJz3o05U1odL0+/jd735XBS+22GKL//7v\n/yZGYLDAT37yk+c85znz58+vZxMYrWtIR+Dv//7vf/vb39Yp0noid54EvNJdKC+cIy6hnXfeOc1L\nH/e4x9U3kZ56Amlvvuuuu55//vmlahlOYc0118wzTNpnpVt0WZ6uDF//+tfzw1SWSHRZIN/+r7/+\n+rpArpxVVlklr46JluaHqX7xJFvaauWpOEMG1TeRJtArkMfgjCj1i1/8or5KYLSuIT1CIG39Etuq\nL0wPmDzh5MnnD3/4QyKh9913X/VutfLKK4+4tOpbSXdQ4PWvf/2ID8P5nXrmM5+ZSyiXTR6P600K\n8uScfhIve9nLWgJl8qWWnIjOFePoo4+uR0XT0/mb3/xmug5dd9113/nOd9JoP0+BaWKdtjYVTX7X\n84X8scce65yUCi9a4H3ve1+Jik6bNi334lxFuVR+9KMfJQZ64403JnKRW/DnPve5fI8q19Ki92cN\ngb/J2B1VSMsLp6thLAJ5Kzj44IPToDiji+Zuk95DGYorXWITGlt//fXLHvLnoYceWv6UmKoCH/nI\nR+pR0X333TdfeTMEbZ5t8oTz1a9+NUHSqu7pNPO6170ul81UpVCv8QmkiUBaj1544YW5jeRJOGPU\nZkCGvE9mOJd6E+Msz5gM4zuErTolcNBBB1WhK081nTrv467sF7/4xXpUdMcdd8z4Hvkwk4lA0vHu\ne9/7XkYtS7uTk08++dWvfnUCW+M+kA2nnkCuinpUNJ9k8luWF/NcNrl4cgnl4jn88MPLZZPh1/fe\ne+8Rn/2GyZKorX8EJlggDWrSAyiRrOpfmtKkkUXfMuQ/sP+f6//9/+mnn943m4UdFEgMtFwbT3nK\nU/LOMBgh7xiDM1hL4MQTT6wuqgwQfsQRR5QL7EUvehEcAnWBtJvIzANpBJpOQ/Xl9XR+6V7xileU\nqygPgrfddls9g/QUE0j0qv5s8+EPf7i3gj//+c/XWmutclVksNHePJZ0UCAtRp/xjGdkaKDcNxZV\n/dxtZs+eXS6eJEZ98lnUrizviECukOqCSQPkfLYpF0/uQh0RUM3FEkjoKrN6VNdJ5lbKeHeDN09I\na3AGazslkEkCy00m3RryAbhv9dOYIP2DS87/+I//6Jtt4hdqMTrMqHRnj522omVEyLwrHn/88flv\no69G2gDWx57IKDl9s1nYNYEMxZCWfVWtc2/Nx8x0dh6MkODp4AzWdlwgnzEzFmSFkFlTSsOujrOo\nfl+BxC/SMjSdpgc0Ra9eKlZfffVqD+kPmwni+u7NwqkhkK4w5dkmM7alKXFvvdIbMUNJluXpsThi\nTIaySqJTAmlEk6mf99lnnwETPeduc9xxx9UH3K9fS53iUtmxCKTXc4aJrHLut99+m2222Vi2kqfL\nAnm3yhtWBPJifuqpp+62226DNTJKzOAM1nZHID9hCaxX9c31k1+rdJ/vW/00N8lQ7GVVe8I7AqPl\npEhMnED5zyaHzJQ46Yo44NhpqF/W3nnnnSUt0WWBz372s7n/VgKZ9DlXUZc11H2JCKT3YtWbIy8P\nmWQzHyqXyG7tZEoKpCnoWOqVcSTrE7ZefPHFY9lKnskokI4vaXJeSv7+97+/pEcktt1229InOtP+\nnnXWWSMy+LODAumvmjZ9o1Y8sdF6wN0tZVSxLmfIeFMZ4CUCmYP+Ax/4gKeaLl8MY6n7eeedV4a5\ne+1rX1t/AR/L5vJ0XKAe3kmbgE022WQASP3qak94R2B0wCmzqimBDDZRdr3GGmuUdN9EPUOLBqHo\nW1YLJ0rg85//fHWotK0wct9EqU/l45xzzjkZ/i81TAPkcnVN5Qqr20QJlBBYDvizn/1sog7rOBMt\nkIGt05W+OmrmGUiL0QElqLeVyMwDA3JaRWCEQP2WkubG6Xo/IoM/CUTg2muv/cQnPpFEmm59+tOf\nzlc6LAQGC2RKhipDrpkM8zI4s7UERghMgfCOwOiIc+rPiRDI6GzlMBl+oqT7JtITpCyvb1gWSnRN\nINNz3XzzzVWt08hCH/muXQBLvL754pLmotVu0wA5Y0cu8UPYYWcF6jeo+lNjZ0GmasX/67/+q1Rt\n++23L+m+iXqGtNAZ9UGo704s7KZA/ZYSAXeVbl4Gg2udkVvy9SXN2JMtTf/yqDw4v7UEMv51aYG+\n4YYbzpw5kwmBxRKoR2lGfappZ3hHYHSxzrjMS0Zgiy22KDuaN29eSfdNZObNsjzj+Ja0RGcF6u+f\nGaaksw4qvqQEMrTovffem71l7osBHWCX1OHsp1MCedko9V1hhRVKWmKKCWTS1VKjLbfcsqT7JlZZ\nZZWnP/3p1arMylo+9fXNbCGBukD9lpLl7ip1HOlKIJOZ/OAHP0h6ueWWO/bYY7EQGFUgszVUkfTk\n9G41KpcMvQIZiKwMu3/LLbcMjo22M7wjMNp7Wi1pXOC5z33uRhttVB3mnnvuyZx3izpkegmVbq35\njy3D0i8qp+XdEUj/oFLZXEtV+qqrrnrjG9+43nrrZT7xzAu89tpr77zzzhn4OZPRl8wSBHoFvv71\nr5900klZnq5DGbs203H25rGEwLgFcmsq22a+zpKWmGICeQ0oNZo1a1ZJLypRz1PfdlH5LSdQCdRv\nKRk7ciwjk6LrlEA+tHzwgx+sqvzhD3/4qU99aqeqr7LjE+j7bnXDDTdknPS8aiXCntEY1lprrZe8\n5CUf/ehHf/GLX4zvKLaawgLLL7/8LrvsUlUwU3gN+CSTtdVAH1Xm+uBCw/URGB2uf3ePnohVeZjL\nFHil9X5dJF/F0/vj/vvvrxamr+v6669fzyDdTYHSyjiRrDTx+/Wvf52JUDKgW8Jbeb3MpMDz58/P\nePNz5859+9vfnrHeMu1vN6HUelSBXCq5/1TZ/vEf//HFL37xqJvIQGDsAn/+85//8z//s+TXn7FQ\nTLFEOoX99Kc/rSqVH6b62OiLqmmmJiirbrvttpKWIDBY4IQTTigZ3FIKhUQlkEZ/iTKkK33+3Gqr\nrcqs9HwIDBaoB0bzbpWXqVxImT/nU5/61E033ZQhOzKc8U9+8pM0JjjooIPWWWed97znPY899tjg\nfVrbNYFjjjkm7ZOqWv/7v/97/QG4UGT4ste85jU/+tGPqiVpxrTTTjuVtcNNjD4B4nDL5+hTVSDT\niJ955pn/9E//lIbWufnusMMOmaf15S9/ee7Fmfwk3VqvvvrqZCjNsPfaa6/6t4WpyqJeowqkBWja\nEZdsuXjy9XLAlCa5/x544IH55pl3iRKLL5tLdFwgD3Z33313EDIyjgB6xy+GJqp//PHH33XXXdWe\nl1566T333LOJo9jn0AXKtEspSZ5hVlxxxVGLtNpqq5U8+bxX0hIEBghceOGFpcVoQvBveMMbBmS2\nqoMCaaV1zTXXpOKZm7TMpdNBB1VeXIE77rij2iQ3lvxLVL0+PsyIveVbYIZrSCw105Yus8wyI9b6\ns7MCaVOcH6m0G02ztsTN8wuVmd923XXX9Jd6whOekCel3J1OO+200pszr/Cnn356e7gERttzLjpX\nkle96lW5577vfe/LXTXfNi//y79ehTTgf+973/vqV7+6d5UlHRRIoLPUeuHChQk0VFHRvItmgPm0\n+Ft55ZWTJxMEn3rqqeXOe8opp6QzUT5klW0lCGQWrzlz5lQOuTaM1OaSWLICd95556GHHlr2mU4P\nq666avlTYioJ5BNdqc4YZ39+0pOeVDapb14WShAYIZCvwrNnzy4LX/nKV2666ablTwkC+Q6XN6bK\n4d/+7d8M3uKSGKNAGho//PDDVea8W6X7fBUVzSh2abSUlunp4pAuVtdff/3JJ59c+tGn9WgiX2ef\nffYYjyJbFwQyxnqaGB9++OFpLpoAeqLn+ddb8XToPPjgg//5n/+5d9UQlwiMDhHfof8mA0EecMAB\naUeT+2xfjuc85zlp7pdW1n3XWthBgXpgNNVPU9D8bxoaX3DBBfUpFHffffe04d9jjz0uu+yySint\nAXMh5RNoB9FUuVcgE56kl1Ce/7Jqu+22S5v03jyWEBi3QLo7pK9QCXhlpp0jjjhi3HuzYcsFyolO\nOcc4TnFaT5RK1TcvCyUI1AUSuXj9619fZl7K3PQDRnCrbyjdHYEMDVT1tMvz8Lvf/e7uVFxN/0qB\n9JSv7yEB0PyZrlTnnHPOC17wgrIqDVASec/nmTT6qxambVNe4dMBtOSRIJAmSvvtt19aLGXmhr7j\nLay55poJ7+QlvW1Wxhht2xnpUHnyxSmDSjz/+c+vR0WrBvz53woikyomYJGwV30i8g4ZqWqPQO8L\nZEYzSfSzHhWtNsoveqKlia1XfyYEVkaj79mrBZ0TOPLII6sJTxKeSH/nztVfhZsUyN1m7733/v73\nv18dJE+HacBebyHY5MHtewgCGXytHDXfekt6QCIdXcvatKooaQkCfQUyrl+mja5W5SE5P1v10Rj6\nbmJhpwS++MUvVk0B0sovnegNHtWps/9XVrb33SrXT16961HR6hB5kslre3pAlyN+6EMfKmkJAgmy\n5wE4b98ZnbZERUeEdzIm+1vf+ta0GDjxxBNbJSYw2qrT0YrCpAlnflOX1L80pe5bq9tvvz09gC66\n6KJqbWYqSFfWG2+88aGHHspUZRndOQOMZtTRam2+kGd2nYxS0XdXFrZKoOnrp7cxTr6KZ2LWvgjJ\nnPtyWXXppZdWA0qWJRItFGj6EkqVc6vJVK1V3TOaRz69tNBBkcYtMAGX0OCy5Uv4V77ylSpPHgc/\n+clP5hPg4E2sndQC9R+mtEYfS13yqFOy1TcvCyUIFIE0Dq2Pgp0eiGm6VdZKEPjlL3/5rne9q3LI\nhEu98SxEBAYI9P4G5SrabLPN+m6Sp5rPfOYzCRRUa2+99dZvfOMbfXNa2DWBDJheb/GWMcoOO+yw\ndKXP0HZ5NEo85/zzz89QirmEIpPBYdJ1Lz9n7VESGG3PuZiaJaku/RF1S9uKBDozw1K1PMOX3Hzz\nze985zvzeSFfovKRKkOZ5JkvY5fkzlv2kBFPrrjiihG78ufUFihnv1RzxCDfj3vc43JXLWt7E+k7\n/+xnP7ss/+Y3v1nSEl0Q6L2EMlF4rpnqM+YGG2yQZjhdcFDHcQv0XkKDd3XUUUfVpwrMQ+G//Mu/\nDN7E2skuUP9hqrceHVCveivR+uYDNrGqmwLptZqPPaXu++yzT6Y9KX9KEIhAxrCuekOvssoqRx99\nNBMCiyXQ+xs0ePDHzLGTSR3KIQRGC0WXE+kstdtuu5Xp5jPP9g9/+MM8A2+yySbp3JkX9nSxT8wn\n7QbOPffcEotPw7iTTjqpJW4Coy05ES0qxuK+BI6j6Gk+c9ttt1Ubzpo168tf/vKi+hhmHJMyjnj+\ne8uIFeM4nE0mUqDp62fEj3d60I86Z059XNF58+ZNpIZjjUOg6UvoYx/72HXXXZeC5Uc63c3yv+Mo\npE3aLND0JTSg7unfWh/Zbf/9989gxwPyWzU1BOo/TNUYf6PWKxNZlDz1zctCCQIRmDt3brolForM\nRPqFL3yh/ClBIAJ5jUqgIYn89uUNKzEILAQWSyCDSpUWoNkwl9BGG200eA9bb711yeDdqlB0OXHW\nWWeVEPlKK62UH6/Me9wXZEQ/4LRQGeMX5b57W4ILTb60BDGnyK4y7ueKK664pCpTj0mVfX7+858v\n6fRjrY+0VZaXxCGHHJKZo6spd9KwNLONZ76zslaibQJNXz+5OPPklyh5VfGxzLlZz/Ob3/ymbWLK\nM0Kg0UsorbTy9bI64r777rv55puPOHrfP8v11nethW0TaPQSGlDZNOzKqEklQ2Zrrfd+Lcslpp5A\nhrQulfrTn/6UH5pRn6PKLDrZcFEvD2WfEt0USDepdJ9KL4eq+hnX7/TTTx/ih59unoX217p0fMlv\nXyb9a3+BlbCFAolkZUCGqmCZG3nUEnq3GpWoaxnq4Z30chjcbilPyBnTrGond//992cWrz333HPo\nYgKjQz8FrStA2sbXm8cv8fLltvvjH/+42m3aau24446DD/HEJz7xRS96UebFq7KlK7TA6GCx4a5t\n+vpJ2/v04CiX0Fg+jNfzZJST4fo4+qgCjV5CGdevfJbM+LP1IWgHFCyfQOvf0vOdpn5RDdjQqqEI\nNHoJLapG5513Xhp2lRh63k4zFcaiMls+xQTS3CZDXWd49NQr10ASowZGM/lAQVh33XVLWoJAJXDN\nNdfsvPPOZSzajBqZJ2Ez6rg8egWqtiNZniZa9WeV3pxlSQbcr+f83ve+l5GFylqJDgqkB14JjI7l\nEbeex7tVBy+YEVXOB7y0XSsL0ya0pPsm8oUvH3JKB+KEd9oQGNWVvu/JsrBBgXvuuafsffnll3/y\nk59c/lxUItOWlVWZy76kJbopkOEXSsXLO0NZ0psogbCsSpy9N4MlBMYuoLXO2K26kzMjYmdkpdKw\n62Uve1laj7pUunMBpKb14GZ6t4xa91tuuaXkqW9bFkp0WSAzBO6www5lvIWNN974wgsvTPy9yybq\nToBAcwLerZqz7cKeM5NSed3O02/aMI1a6xaGdwRGRz1rMixhgQULFpQ9jvHT94wZM8om5c2zLJHo\nmkDeEEqVyxReZUlvInPklYWDG/aXbBJTW0DEamqf3wmu3be+9a1ddtmlzEWeAWQ07JrgU9CGw224\n4YalGPV2E2VhPZGGOVXz0ixceuml62+k9WzS3RTILM/bb799aQaYy+Piiy8eSzOCbnKpdR5p/pqn\nmr9mW/hTRqD+bvWrX/1q1Hp5txqVqFMZ6uGdVHwsEZ4Whnd0pe/URduKytYjUxlUIqNx1f/D6FvE\n+lBco3ZP67sHC6eSQDqXHXHEEVWNbrjhhlGrVs20U2Wrz1A/6oYyTD2BvFteeumlY3kNyIvoRz7y\nkUrguc997kc/+tGisajJ4koGie4IXH/99ekNVGYY32yzzdKZcfDA2d3B6VRNM9dqBsyqqpwWxIPr\nfskll5QMGSxIV4aiIZGIeQYDKeOhP+MZz8hvVv3JGRGBEQIZyOWxxx4bsbD3z/SXf9e73lUtz/TQ\np5xySsnzzGc+s6QluimQJ5mMrlCFt+666670jl9uueUGUHi3GoDTwVUjfqQSuqk3CO0L0sLwjsBo\n3zNlYYMCq6++el4aqx7QaWJz1VVXbbvttgOOl3v0lVdeWTL48S4UnU3kq+aaa65ZDdCWJhWXXXbZ\ndttttyiNBN8vv/zysnabbbYpaYkOCmRc4wFXSx2kPgJgng4H36bqG0p3RyA9pl/60pc+9NBDVZXX\nX3/9r33ta2YY784FUK9pRj/PFEz33XdfFmYU7Dy3DPi5qY8/m+bG9f1Id1kgTYnzC1VeF/PAnCec\nVVZZpcsm6j6qQN95bnu3qg8qmvH6PdX0EnV5SRoeZSDjvJUHISNlZzKcN73pTYsCSSC+TP6RPAN+\n7Ba1B8unmECaiJZ381w/efV+4xvfOLiO+XUrGVoS3lmqFEiCwMQI5Mc4d95yrGOOOaak+yZOPvnk\n8oyYdl5jDGr03ZWFU0bgLW95S6nLBz7wgZLuTRx99NGli2tuu5tssklvHksIECCwuAJpUpHurvn0\nUm24zjrrpGHX4BYWi3sI+SeRQJ5PMstqKfDhhx9e0iMSeRm4+uqrq4WZv+J1r3vdiAz+7KZAxmjL\nLaXMLfnUpz41t5RM6tVNDbUmQGCCBWbPnl2OmC5T5e2pLCyJzD9eutsvu+yy+UJcVkl0ViB9HUrd\nP/GJTwwe/DCz2n7nO98p+VsS3hEYLWdEYuIEMnVvOVja1wwIbH33u9/db7/9SuZ83lx11VXLnxKd\nFTjggANWWmmlqvq5tx522GF9Kc4///x6D+iDDz54LH2o++7KQgIECBSBTAOYR8AyhWuCF4l2JZBR\nMkh0UOCQQw4p7YXzw1R61tcp8qH3zW9+c1my//77ZxbK8qdEZwUefvjhTNpWpu3KJ5aMt2Dwn85e\nDypOYOIF9thjj3R8qY6b6cITJ03Tv95iXHPNNXmfKsvf+ta3GgG5aHQ5sddee5Xq/+AHP8iF0ff6\nSZ477rijPgf9s571rOc///ll2yEmpi2qxEMsk0NPeYH0js80BflvptT0Fa94xXve856MzlbiVnl5\nOP744+vN/dIHNhMaJE/ZSqLLAl/60pf22WefIrD77ru///3vz721WpLxuY499ti8l5Zxl9LVKA37\n6z2JyrYSBHoFTjrppNINJL2E6gMy9Ga2pFMCjzzyyOabb15CGPltmjNnztprrz0qQn7gXvjCFxqB\ndFSoyZvhqKOOeve7313Kv++++773ve+tukLnySff6hIJ/dnPflZlWG211X74wx+m0WjJL9FZgQw1\nm2B6qX4GUt9iiy3KnwMSm2666VOe8pQBGawiUAlkfI/SfT7D/5W2yXwIFIE866bdeokO5QNwftTK\nvEy/+93vMg5MGqPMnz+/2iQfb+bNm2fk/QLY8URGqr3ooosKQp54826eF/AyF1N6WeX16sgjjyyD\nUOXB+Mtf/vKuu+5athpiQmB0iPidPnR+j/NxoIwuX1nkC/kaa6yRGVrTPr+8OVSr8p9N3jzz8aHT\nair/fwVyPXz2s5+tL8v4Jmm0lV/uO++8sxpBvFq71lprZeboDDZfzyxNYICAwOgAnI6vuvvuuzMj\nyvgQsm1uU+Pb1lbtF8j7ZMYMzQRcpaiJm6dBcaKfGXshv01leSZcSkfplrSSKKWSGJbAuL/aJto1\nxiEmh1U1x22JgMBoS05Ey4uRNkmHHnpovZB5e8pnvARD826VOZPLqgyrfcUVV6y33npliUTHBTIg\nTJ5qbr/99rpDetLkNTxDKSYq2vs9JjPC5ZKr5x9ievoQj+3QXRbIW2XG2Eqj/UzpWxwyBV7+lT9L\nIm8Uaf1Xb6FdVkl0WeC4445LQ4k0Cy3fNjNhTn3OnAonc2JkjPAMK95lK3UnQIAAgaYFqrYP6c1w\nxhlnVMfKMFu9bwJ5nzz77LNFRZs+HfZPgEBfgfLY3HethV0WSDf5fLc78MADSwz03r/8G2Gy7rrr\nXnDBBS2ZM2dE2fw5LIEMDZSuDxkyMd99Sxl+//vf33TTTeXPkkhLuDQdPeigg8qSoSeMMTr0U9Dd\nAmSqigy7e+KJJ6ZPYt9P5XnByEeqfLZKj0VR0e5eKANr/qEPfejb3/72Djvs0HsJ5frJWDmZvCsh\neFHRgYpW9hHI9ZOl+d8q0SeHRd0WqK6Nsf9vdTl126wTtc9QCaeddlrinhkyqLfCaTrxtre9LU81\nWvn14nR8ydhvJvWcHUdT/bEL5LJJ5nLxjH1DObsm8Pa3v/3GG2/cbbfdZsyYMaLuuX7StinNlZJB\nVHQEjj8jkNDNxRdf/NWvfjUDd6THTF+TtGpKp89ES1sVFU1RdaXve74snGiBBx98MPMspft8EvlC\nlRnuEsnaaKON3HMn+kxM2uOlfX6GoE1fxXyYyvWTqZkyPtfqq68+aSuk4AQIECAwuQXS8TDzVGSq\nrkzvmzeBmTNnvuAFL0gricldK6UnQIAAgQ4IZFK4vFtlqpyMA5Ovenm3ynijadjUgaqr4hIQyPAL\n1157bd7NE9754x//mB7AK6ywwgYbbDBr1qwlsPcGdiEw2gCqXRIgQIAAAQIECBAgQIAAAQIECBAg\n0G4BXenbfX6UjgABAgQIECBAgAABAgQIECBAgACBBgQERhtAtUsCBAgQIECAAAECBAgQIECAAAEC\nBNotIDDa7vOjdAQIECBAgAABAgQIECBAgAABAgQINCAgMNoAql0SIECAAAECBAgQIECAAAECBAgQ\nINBuAYHRdp8fpSNAgAABAgQIECBAgAABAgQIECBAoAEBgdEGUO2SAAECBAgQIECAAAECBAgQIECA\nAIF2CwiMtvv8KB0BAgQIECBAgAABAgQIECBAgAABAg0ICIw2gGqXBAgQIECAAAECBAgQIECAAAEC\nBAi0W0BgtN3nR+kIECBAgAABAgQIECBAgAABAgQIEGhAQGC0AVS7JECAAAECBAgQIECAAAECBAgQ\nIECg3QICo+0+P0pHgAABAgQIECBAgAABAgQIECBAgEADAgKjDaDaJQECBAgQIECAAAECBAgQIECA\nAAEC7RYQGG33+VE6AgQIECBAgAABAgQIECBAgAABAgQaEBAYbQDVLgkQIECAAAECBAgQIECAAAEC\nBAgQaLeAwGi7z4/SESBAgAABAgQIECBAgAABAgQIECDQgIDAaAOodkmAAAECBAgQIECAAAECBAgQ\nIECAQLsFBEbbfX6UjgABAgQIECBAgAABAgQIECBAgACBBgQERhtAtUsCBAgQIECAAAECBAgQIECA\nAAECBNotIDDa7vOjdAQIECBAgAABAgQIECBAgAABAgQINCAgMNoAql0SIECAAAECBAgQIECAAAEC\nBAgQINBuAYHRdp8fpSNAgAABAgQIECBAgAABAgQIECBAoAEBgdEGUO2SAAECBAgQIECAAAECBAgQ\nIECAAIF2CwiMtvv8KB0BAgQIECBAgAABAgQIECBAgAABAg0ICIw2gGqXBAgQIECAAAECBAgQIECA\nAAECBAi0W0BgtN3nR+kIECBAgAABAgQIECBAgAABAgQIEGhAQGC0AVS7JECAAAECBAgQIECAAAEC\nBAgQIECg3QICo+0+P0pHgAABAgQIECBAgAABAgQIECBAgEADAgKjDaDaJQECBAgQIECAAAECBAgQ\nIECAAAEC7RYQGG33+VE6AgQIECBAgAABAgQIECBAgAABAgQaEBAYbQDVLgkQIECAAAECBAgQIECA\nAAECBAgQaLeAwGi7z4/SESBAgAABAgQIECBAgAABAgQIECDQgIDAaAOodkmAAAECBAgQIECAAAEC\nBAgQIECAQLsFBEbbfX6UjgABAgQIECBAgAABAgQIECBAgACBBgQERhtAtUsCBAgQIECAAAECBAgQ\nIECAAAECBNotIDDa7vOjdAQIECBAgAABAgQIECBAgAABAgQINCAgMNoAql0SIECAAAECBAgQIECA\nAAECBAgQINBuAYHRdp8fpSNAgAABAgQIECBAgAABAgQIECBAoAEBgdEGUO2SAAECBAgQIECAAAEC\nBAgQIECAAIF2CwiMtvv8KB0BAgQIECBAgEDrBbbZZpulFv9f66ulgAQIECBAgACBKS4gMDrFT7Dq\nESBAgAABAgQItFBg2rRpLSyVIhEgQIAAAQIEOiUgMNqp062yBAgQIECAAAECS15AlHPJm9ojAQIE\nCBAgQKB5gWkLFy5s/iiOQIAAAQIECBAgQGDKClx//fUPPvjg4OrlqfuEE044/fTTq2zLLLPMQw89\nNHgTawkQIECAAAECBBoVsP51ugAACOxJREFUmN7o3u2cAAECBAgQIECAwJQX2HjjjUet49y5c888\n88wq2/Tp088444xRN5GBAAECBAgQIECgUQFd6RvltXMCBAgQIECAAAECf3PdddftvvvuCxYsiEX6\n3c+ZM2fHHXfkQoAAAQIECBAgMFwBgdHh+js6AQIECBAgQIDAFBe4++67d9ppp0ceeaSq58EHHzx7\n9uwpXmfVI0CAAAECBAhMBgFjjE6Gs6SMBAgQIECAAAECk1PggQce2HLLLW+99daq+Hvsscepp546\nOaui1AQIECBAgACBqSYgMDrVzqj6ECBAgAABAgQItETg0UcffclLXnLVVVdV5dlqq60uvfTSGTNm\ntKR4ikGAAAECBAgQ6LiArvQdvwBUnwABAgQIECBAoBGBTEO/9957l6jozJkzzzvvPFHRRqztlAAB\nAgQIECAwLgGB0XGx2YgAAQIECBAgQIDAQIFDDjnkrLPOqrKsvPLKF1100bLLLjtwCysJECBAgAAB\nAgQmVEBgdEK5HYwAAQIECBAgQKALAscdd9wxxxxT1XSZZZaZO3fummuu2YWKqyMBAgQIECBAYBIJ\nGGN0Ep0sRSVAgAABAgQIEJgEAhdccMGrXvWqBQsWpKzTp08/99xzd9xxx0lQbkUkQIAAAQIECHRM\nQIvRjp1w1SVAgAABAgQIEGhSYN68ebvvvnsVFZ02bdqcOXNERZv0tm8CBAgQIECAwPgFBEbHb2dL\nAgQIECBAgAABAnWBu+666+Uvf/kf/vCHamGGGZ09e3Y9gzQBAgQIECBAgEB7BHSlb8+5UBICBAgQ\nIECAAIFJLPDAAw9sueWWt956a1WHPffc85RTTpnE9VF0AgQIECBAgMBUFxAYnepnWP0IECBAgAAB\nAgSaF3j00Ue33377q6++ujrU1ltvfckll8yYMaP5IzsCAQIECBAgQIDAOAV0pR8nnM0IECBAgAAB\nAgQIVAILFy7ce++9S1R01qxZmXBJVNTlQYAAAQIECBBouYDAaMtPkOIRIECAAAECBAi0XSBjiZ51\n1llVKVdeeeULL7xw2WWXbXuhlY8AAQIECBAg0HkBXek7fwkAIECAAAECBAgQ+CsErr322uc973ll\nB0cdddTGG29c/lxUIhPWb7fddotaazkBAgQIECBAgMAECAiMTgCyQxAgQIAAAQIECExZgSuvvHLb\nbbcdR/UWLFgwjq1sQoAAAQIECBAgsKQEdKVfUpL2Q4AAAQIECBAgQGCsAmkxOtas8hEgQIAAAQIE\nCDQjML2Z3dorAQIECBAgQIAAgU4IVCHOxQp0ZrKmTtCoJAECBAgQIECg3QK60rf7/CgdAQIECBAg\nQIAAAQIECBAgQIAAAQINCOhK3wCqXRIgQIAAAQIECBAgQIAAAQIECBAg0G4BgdF2nx+lI0CAAAEC\nBAgQIECAAAECBAgQIECgAQGB0QZQ7ZIAAQIECBAgQIAAAQIECBAgQIAAgXYLCIy2+/woHQECBAgQ\nIECAAAECBAgQIECAAAECDQgIjDaAapcECBAgQIAAAQIECBAgQIAAAQIECLRbQGC03edH6QgQIECA\nAAECBAgQIECAAAECBAgQaEBAYLQBVLskQIAAAQIECBAgQIAAAQIECBAgQKDdAgKj7T4/SkeAAAEC\nBAgQIECAAAECBAgQIECAQAMCAqMNoNolAQIECBAgQIAAAQIECBAgQIAAAQLtFhAYbff5UToCBAgQ\nIECAAAECBAgQIECAAAECBBoQEBhtANUuCRAgQIAAAQIECBAgQIAAAQIECBBot4DAaLvPj9IRIECA\nAAECBAgQIECAAAECBAgQINCAgMBoA6h2SYAAAQIECBAgQIAAAQIECBAgQIBAuwUERtt9fpSOAAEC\nBAgQIECAAAECBAgQIECAAIEGBARGG0C1SwIECBAgQIAAAQIECBAgQIAAAQIE2i0gMNru86N0BAgQ\nIECAAAECBAgQIECAAAECBAg0ICAw2gCqXRIgQIAAAQIECBAgQIAAAQIECBAg0G4BgdF2nx+lI0CA\nAAECBAgQIECAAAECBAgQIECgAQGB0QZQ7ZIAAQIECBAgQIAAAQIECBAgQIAAgXYLCIy2+/woHQEC\nBAgQIECAAAECBAgQIECAAAECDQgIjDaAapcECBAgQIAAAQIECBAgQIAAAQIECLRbQGC03edH6QgQ\nIECAAAECBAgQIECAAAECBAgQaEBAYLQBVLskQIAAAQIECBAgQIAAAQIECBAgQKDdAgKj7T4/SkeA\nAAECBAgQIECAAAECBAgQIECAQAMCAqMNoNolAQIECBAgQIAAAQIECBAgQIAAAQLtFhAYbff5UToC\nBAgQIECAAAECBAgQIECAAAECBBoQEBhtANUuCRAgQIAAAQIECBAgQIAAAQIECBBot4DAaLvPj9IR\nIECAAAECBAgQIECAAAECBAgQINCAgMBoA6h2SYAAAQIECBAgQIAAAQIECBAgQIBAuwUERtt9fpSO\nAAECBAgQIECAAAECBAgQIECAAIEGBARGG0C1SwIECBAgQIAAAQIECBAgQIAAAQIE2i0gMNru86N0\nBAgQIECAAAECBAgQIECAAAECBAg0ICAw2gCqXRIgQIAAAQIECBAgQIAAAQIECBAg0G4BgdF2nx+l\nI0CAAAECBAgQIECAAAECBAgQIECgAQGB0QZQ7ZIAAQIECBAgQIAAAQIECBAgQIAAgXYLCIy2+/wo\nHQECBAgQIECAAAECBAgQIECAAAECDQgIjDaAapcECBAgQIAAAQIECBAgQIAAAQIECLRbQGC03edH\n6QgQIECAAAECBAgQIECAAAECBAgQaEBAYLQBVLskQIAAAQIECBAgQIAAAQIECBAgQKDdAgKj7T4/\nSkeAAAECBAgQIECAAAECBAgQIECAQAMCAqMNoNolAQIECBAgQIAAAQIECBAgQIAAAQLtFhAYbff5\nUToCBAgQIECAAAECBAgQIECAAAECBBoQEBhtANUuCRAgQIAAAQIECBAgQIAAAQIECBBot4DAaLvP\nj9IRIECAAAECBAgQIECAAAECBAgQINCAwP8C1kX8w6V9JzYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": { "image/png": { "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/12_04.png', width=500) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Classifying handwritten digits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Obtaining the MNIST dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MNIST dataset is publicly available at http://yann.lecun.com/exdb/mnist/ and consists of the following four parts:\n", "\n", "- Training set images: train-images-idx3-ubyte.gz (9.9 MB, 47 MB unzipped, 60,000 samples)\n", "- Training set labels: train-labels-idx1-ubyte.gz (29 KB, 60 KB unzipped, 60,000 labels)\n", "- Test set images: t10k-images-idx3-ubyte.gz (1.6 MB, 7.8 MB, 10,000 samples)\n", "- Test set labels: t10k-labels-idx1-ubyte.gz (5 KB, 10 KB unzipped, 10,000 labels)\n", "\n", "In this section, we will only be working with a subset of MNIST, thus, we only need to download the training set images and training set labels. After downloading the files, I recommend unzipping the files using the Unix/Linux gzip tool from the terminal for efficiency, e.g., using the command \n", "\n", " gzip *ubyte.gz -d\n", " \n", "in your local MNIST download directory, or, using your favorite unzipping tool if you are working with a machine running on Microsoft Windows. The images are stored in byte form, and using the following function, we will read them into NumPy arrays that we will use to train our MLP.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os\n", "import struct\n", "import numpy as np\n", " \n", "def load_mnist(path, kind='train'):\n", " \"\"\"Load MNIST data from `path`\"\"\"\n", " labels_path = os.path.join(path, \n", " '%s-labels-idx1-ubyte' % kind)\n", " images_path = os.path.join(path, \n", " '%s-images-idx3-ubyte' % kind)\n", " \n", " with open(labels_path, 'rb') as lbpath:\n", " magic, n = struct.unpack('>II', \n", " lbpath.read(8))\n", " labels = np.fromfile(lbpath, \n", " dtype=np.uint8)\n", "\n", " with open(images_path, 'rb') as imgpath:\n", " magic, num, rows, cols = struct.unpack(\">IIII\", \n", " imgpath.read(16))\n", " images = np.fromfile(imgpath, \n", " dtype=np.uint8).reshape(len(labels), 784)\n", " \n", " return images, labels" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rows: 60000, columns: 784\n" ] } ], "source": [ "X_train, y_train = load_mnist('mnist/', kind='train')\n", "print('Rows: %d, columns: %d' % (X_train.shape[0], X_train.shape[1]))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rows: 10000, columns: 784\n" ] } ], "source": [ "X_test, y_test = load_mnist('mnist/', kind='t10k')\n", "print('Rows: %d, columns: %d' % (X_test.shape[0], X_test.shape[1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the first digit of each class:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wHTK4KPiGYqugAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=5, sharex=True, sharey=True,)\n", "ax = ax.flatten()\n", "for i in range(10):\n", " img = X_train[y_train == i][0].reshape(28, 28)\n", " ax[i].imshow(img, cmap='Greys', interpolation='nearest')\n", "\n", "ax[0].set_xticks([])\n", "ax[0].set_yticks([])\n", "plt.tight_layout()\n", "# plt.savefig('./figures/mnist_all.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize 25 different versions of \"7\":" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxEn/D4pZX87LFMIKAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=5, ncols=5, sharex=True, sharey=True,)\n", "ax = ax.flatten()\n", "for i in range(25):\n", " img = X_train[y_train == 7][i].reshape(28, 28)\n", " ax[i].imshow(img, cmap='Greys', interpolation='nearest')\n", "\n", "ax[0].set_xticks([])\n", "ax[0].set_yticks([])\n", "plt.tight_layout()\n", "# plt.savefig('./figures/mnist_7.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uncomment the following lines to optionally save the data in CSV format. \n", "However, note that those CSV files will take up a substantial amount of storage space:\n", "\n", "- train_img.csv 1.1 GB (gigabytes)\n", "- train_labels.csv 1.4 MB (megabytes)\n", "- test_img.csv 187.0 MB\n", "- test_labels 144 KB (kilobytes)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# np.savetxt('train_img.csv', X_train, fmt='%i', delimiter=',')\n", "# np.savetxt('train_labels.csv', y_train, fmt='%i', delimiter=',')\n", "# X_train = np.genfromtxt('train_img.csv', dtype=int, delimiter=',')\n", "# y_train = np.genfromtxt('train_labels.csv', dtype=int, delimiter=',')\n", "\n", "# np.savetxt('test_img.csv', X_test, fmt='%i', delimiter=',')\n", "# np.savetxt('test_labels.csv', y_test, fmt='%i', delimiter=',')\n", "# X_test = np.genfromtxt('test_img.csv', dtype=int, delimiter=',')\n", "# y_test = np.genfromtxt('test_labels.csv', dtype=int, delimiter=',')\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementing a multi-layer perceptron" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy.special import expit\n", "import sys\n", "\n", "\n", "class NeuralNetMLP(object):\n", " \"\"\" Feedforward neural network / Multi-layer perceptron classifier.\n", "\n", " Parameters\n", " ------------\n", " n_output : int\n", " Number of output units, should be equal to the\n", " number of unique class labels.\n", " n_features : int\n", " Number of features (dimensions) in the target dataset.\n", " Should be equal to the number of columns in the X array.\n", " n_hidden : int (default: 30)\n", " Number of hidden units.\n", " l1 : float (default: 0.0)\n", " Lambda value for L1-regularization.\n", " No regularization if l1=0.0 (default)\n", " l2 : float (default: 0.0)\n", " Lambda value for L2-regularization.\n", " No regularization if l2=0.0 (default)\n", " epochs : int (default: 500)\n", " Number of passes over the training set.\n", " eta : float (default: 0.001)\n", " Learning rate.\n", " alpha : float (default: 0.0)\n", " Momentum constant. Factor multiplied with the\n", " gradient of the previous epoch t-1 to improve\n", " learning speed\n", " w(t) := w(t) - (grad(t) + alpha*grad(t-1))\n", " decrease_const : float (default: 0.0)\n", " Decrease constant. Shrinks the learning rate\n", " after each epoch via eta / (1 + epoch*decrease_const)\n", " shuffle : bool (default: True)\n", " Shuffles training data every epoch if True to prevent circles.\n", " minibatches : int (default: 1)\n", " Divides training data into k minibatches for efficiency.\n", " Normal gradient descent learning if k=1 (default).\n", " random_state : int (default: None)\n", " Set random state for shuffling and initializing the weights.\n", "\n", " Attributes\n", " -----------\n", " cost_ : list\n", " Sum of squared errors after each epoch.\n", "\n", " \"\"\"\n", " def __init__(self, n_output, n_features, n_hidden=30,\n", " l1=0.0, l2=0.0, epochs=500, eta=0.001,\n", " alpha=0.0, decrease_const=0.0, shuffle=True,\n", " minibatches=1, random_state=None):\n", "\n", " np.random.seed(random_state)\n", " self.n_output = n_output\n", " self.n_features = n_features\n", " self.n_hidden = n_hidden\n", " self.w1, self.w2 = self._initialize_weights()\n", " self.l1 = l1\n", " self.l2 = l2\n", " self.epochs = epochs\n", " self.eta = eta\n", " self.alpha = alpha\n", " self.decrease_const = decrease_const\n", " self.shuffle = shuffle\n", " self.minibatches = minibatches\n", "\n", " def _encode_labels(self, y, k):\n", " \"\"\"Encode labels into one-hot representation\n", "\n", " Parameters\n", " ------------\n", " y : array, shape = [n_samples]\n", " Target values.\n", "\n", " Returns\n", " -----------\n", " onehot : array, shape = (n_labels, n_samples)\n", "\n", " \"\"\"\n", " onehot = np.zeros((k, y.shape[0]))\n", " for idx, val in enumerate(y):\n", " onehot[val, idx] = 1.0\n", " return onehot\n", "\n", " def _initialize_weights(self):\n", " \"\"\"Initialize weights with small random numbers.\"\"\"\n", " w1 = np.random.uniform(-1.0, 1.0,\n", " size=self.n_hidden*(self.n_features + 1))\n", " w1 = w1.reshape(self.n_hidden, self.n_features + 1)\n", " w2 = np.random.uniform(-1.0, 1.0,\n", " size=self.n_output*(self.n_hidden + 1))\n", " w2 = w2.reshape(self.n_output, self.n_hidden + 1)\n", " return w1, w2\n", "\n", " def _sigmoid(self, z):\n", " \"\"\"Compute logistic function (sigmoid)\n", "\n", " Uses scipy.special.expit to avoid overflow\n", " error for very small input values z.\n", "\n", " \"\"\"\n", " # return 1.0 / (1.0 + np.exp(-z))\n", " return expit(z)\n", "\n", " def _sigmoid_gradient(self, z):\n", " \"\"\"Compute gradient of the logistic function\"\"\"\n", " sg = self._sigmoid(z)\n", " return sg * (1.0 - sg)\n", "\n", " def _add_bias_unit(self, X, how='column'):\n", " \"\"\"Add bias unit (column or row of 1s) to array at index 0\"\"\"\n", " if how == 'column':\n", " X_new = np.ones((X.shape[0], X.shape[1] + 1))\n", " X_new[:, 1:] = X\n", " elif how == 'row':\n", " X_new = np.ones((X.shape[0] + 1, X.shape[1]))\n", " X_new[1:, :] = X\n", " else:\n", " raise AttributeError('`how` must be `column` or `row`')\n", " return X_new\n", "\n", " def _feedforward(self, X, w1, w2):\n", " \"\"\"Compute feedforward step\n", "\n", " Parameters\n", " -----------\n", " X : array, shape = [n_samples, n_features]\n", " Input layer with original features.\n", " w1 : array, shape = [n_hidden_units, n_features]\n", " Weight matrix for input layer -> hidden layer.\n", " w2 : array, shape = [n_output_units, n_hidden_units]\n", " Weight matrix for hidden layer -> output layer.\n", "\n", " Returns\n", " ----------\n", " a1 : array, shape = [n_samples, n_features+1]\n", " Input values with bias unit.\n", " z2 : array, shape = [n_hidden, n_samples]\n", " Net input of hidden layer.\n", " a2 : array, shape = [n_hidden+1, n_samples]\n", " Activation of hidden layer.\n", " z3 : array, shape = [n_output_units, n_samples]\n", " Net input of output layer.\n", " a3 : array, shape = [n_output_units, n_samples]\n", " Activation of output layer.\n", "\n", " \"\"\"\n", " a1 = self._add_bias_unit(X, how='column')\n", " z2 = w1.dot(a1.T)\n", " a2 = self._sigmoid(z2)\n", " a2 = self._add_bias_unit(a2, how='row')\n", " z3 = w2.dot(a2)\n", " a3 = self._sigmoid(z3)\n", " return a1, z2, a2, z3, a3\n", "\n", " def _L2_reg(self, lambda_, w1, w2):\n", " \"\"\"Compute L2-regularization cost\"\"\"\n", " return (lambda_/2.0) * (np.sum(w1[:, 1:] ** 2) +\n", " np.sum(w2[:, 1:] ** 2))\n", "\n", " def _L1_reg(self, lambda_, w1, w2):\n", " \"\"\"Compute L1-regularization cost\"\"\"\n", " return (lambda_/2.0) * (np.abs(w1[:, 1:]).sum() +\n", " np.abs(w2[:, 1:]).sum())\n", "\n", " def _get_cost(self, y_enc, output, w1, w2):\n", " \"\"\"Compute cost function.\n", "\n", " Parameters\n", " ----------\n", " y_enc : array, shape = (n_labels, n_samples)\n", " one-hot encoded class labels.\n", " output : array, shape = [n_output_units, n_samples]\n", " Activation of the output layer (feedforward)\n", " w1 : array, shape = [n_hidden_units, n_features]\n", " Weight matrix for input layer -> hidden layer.\n", " w2 : array, shape = [n_output_units, n_hidden_units]\n", " Weight matrix for hidden layer -> output layer.\n", "\n", " Returns\n", " ---------\n", " cost : float\n", " Regularized cost.\n", "\n", " \"\"\"\n", " term1 = -y_enc * (np.log(output))\n", " term2 = (1.0 - y_enc) * np.log(1.0 - output)\n", " cost = np.sum(term1 - term2)\n", " L1_term = self._L1_reg(self.l1, w1, w2)\n", " L2_term = self._L2_reg(self.l2, w1, w2)\n", " cost = cost + L1_term + L2_term\n", " return cost\n", "\n", " def _get_gradient(self, a1, a2, a3, z2, y_enc, w1, w2):\n", " \"\"\" Compute gradient step using backpropagation.\n", "\n", " Parameters\n", " ------------\n", " a1 : array, shape = [n_samples, n_features+1]\n", " Input values with bias unit.\n", " a2 : array, shape = [n_hidden+1, n_samples]\n", " Activation of hidden layer.\n", " a3 : array, shape = [n_output_units, n_samples]\n", " Activation of output layer.\n", " z2 : array, shape = [n_hidden, n_samples]\n", " Net input of hidden layer.\n", " y_enc : array, shape = (n_labels, n_samples)\n", " one-hot encoded class labels.\n", " w1 : array, shape = [n_hidden_units, n_features]\n", " Weight matrix for input layer -> hidden layer.\n", " w2 : array, shape = [n_output_units, n_hidden_units]\n", " Weight matrix for hidden layer -> output layer.\n", "\n", " Returns\n", " ---------\n", " grad1 : array, shape = [n_hidden_units, n_features]\n", " Gradient of the weight matrix w1.\n", " grad2 : array, shape = [n_output_units, n_hidden_units]\n", " Gradient of the weight matrix w2.\n", "\n", " \"\"\"\n", " # backpropagation\n", " sigma3 = a3 - y_enc\n", " z2 = self._add_bias_unit(z2, how='row')\n", " sigma2 = w2.T.dot(sigma3) * self._sigmoid_gradient(z2)\n", " sigma2 = sigma2[1:, :]\n", " grad1 = sigma2.dot(a1)\n", " grad2 = sigma3.dot(a2.T)\n", "\n", " # regularize\n", " grad1[:, 1:] += self.l2 * w1[:, 1:]\n", " grad1[:, 1:] += self.l1 * np.sign(w1[:, 1:])\n", " grad2[:, 1:] += self.l2 * w2[:, 1:]\n", " grad2[:, 1:] += self.l1 * np.sign(w2[:, 1:])\n", "\n", " return grad1, grad2\n", "\n", " def predict(self, X):\n", " \"\"\"Predict class labels\n", "\n", " Parameters\n", " -----------\n", " X : array, shape = [n_samples, n_features]\n", " Input layer with original features.\n", "\n", " Returns:\n", " ----------\n", " y_pred : array, shape = [n_samples]\n", " Predicted class labels.\n", "\n", " \"\"\"\n", " if len(X.shape) != 2:\n", " raise AttributeError('X must be a [n_samples, n_features] array.\\n'\n", " 'Use X[:,None] for 1-feature classification,'\n", " '\\nor X[[i]] for 1-sample classification')\n", "\n", " a1, z2, a2, z3, a3 = self._feedforward(X, self.w1, self.w2)\n", " y_pred = np.argmax(z3, axis=0)\n", " return y_pred\n", "\n", " def fit(self, X, y, print_progress=False):\n", " \"\"\" Learn weights from training data.\n", "\n", " Parameters\n", " -----------\n", " X : array, shape = [n_samples, n_features]\n", " Input layer with original features.\n", " y : array, shape = [n_samples]\n", " Target class labels.\n", " print_progress : bool (default: False)\n", " Prints progress as the number of epochs\n", " to stderr.\n", "\n", " Returns:\n", " ----------\n", " self\n", "\n", " \"\"\"\n", " self.cost_ = []\n", " X_data, y_data = X.copy(), y.copy()\n", " y_enc = self._encode_labels(y, self.n_output)\n", "\n", " delta_w1_prev = np.zeros(self.w1.shape)\n", " delta_w2_prev = np.zeros(self.w2.shape)\n", "\n", " for i in range(self.epochs):\n", "\n", " # adaptive learning rate\n", " self.eta /= (1 + self.decrease_const*i)\n", "\n", " if print_progress:\n", " sys.stderr.write('\\rEpoch: %d/%d' % (i+1, self.epochs))\n", " sys.stderr.flush()\n", "\n", " if self.shuffle:\n", " idx = np.random.permutation(y_data.shape[0])\n", " X_data, y_enc = X_data[idx], y_enc[:, idx]\n", "\n", " mini = np.array_split(range(y_data.shape[0]), self.minibatches)\n", " for idx in mini:\n", "\n", " # feedforward\n", " a1, z2, a2, z3, a3 = self._feedforward(X_data[idx],\n", " self.w1,\n", " self.w2)\n", " cost = self._get_cost(y_enc=y_enc[:, idx],\n", " output=a3,\n", " w1=self.w1,\n", " w2=self.w2)\n", " self.cost_.append(cost)\n", "\n", " # compute gradient via backpropagation\n", " grad1, grad2 = self._get_gradient(a1=a1, a2=a2,\n", " a3=a3, z2=z2,\n", " y_enc=y_enc[:, idx],\n", " w1=self.w1,\n", " w2=self.w2)\n", "\n", " delta_w1, delta_w2 = self.eta * grad1, self.eta * grad2\n", " self.w1 -= (delta_w1 + (self.alpha * delta_w1_prev))\n", " self.w2 -= (delta_w2 + (self.alpha * delta_w2_prev))\n", " delta_w1_prev, delta_w2_prev = delta_w1, delta_w2\n", "\n", " return self" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "**Note**\n", "\n", "In the fit method of the MLP example above,\n", "\n", "```python\n", "\n", "for idx in mini:\n", "...\n", " # compute gradient via backpropagation\n", " grad1, grad2 = self._get_gradient(a1=a1, a2=a2,\n", " a3=a3, z2=z2,\n", " y_enc=y_enc[:, idx],\n", " w1=self.w1,\n", " w2=self.w2)\n", "\n", " delta_w1, delta_w2 = self.eta * grad1, self.eta * grad2\n", " self.w1 -= (delta_w1 + (self.alpha * delta_w1_prev))\n", " self.w2 -= (delta_w2 + (self.alpha * delta_w2_prev))\n", " delta_w1_prev, delta_w2_prev = delta_w1, delta_w2\n", "```\n", "\n", "`delta_w1_prev` (same applies to `delta_w2_prev`) is a memory view on `delta_w1` via \n", "\n", "```python\n", "delta_w1_prev = delta_w1\n", "```\n", "on the last line. This could be problematic, since updating `delta_w1 = self.eta * grad1` would change `delta_w1_prev` as well when we iterate over the for loop. Note that this is not the case here, because we assign a new array to `delta_w1` in each iteration -- the gradient array times the learning rate:\n", "\n", "```python\n", "delta_w1 = self.eta * grad1\n", "```\n", "\n", "The assignment shown above leaves the `delta_w1_prev` pointing to the \"old\" `delta_w1` array. To illustrates this with a simple snippet, consider the following example:\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a & b True\n", "a & b False\n" ] } ], "source": [ "import numpy as np\n", "\n", "a = np.arange(5)\n", "b = a\n", "print('a & b', np.may_share_memory(a, b))\n", "\n", "\n", "a = np.arange(5)\n", "print('a & b', np.may_share_memory(a, b))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(End of note.)\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "nn = NeuralNetMLP(n_output=10, \n", " n_features=X_train.shape[1], \n", " n_hidden=50, \n", " l2=0.1, \n", " l1=0.0, \n", " epochs=1000, \n", " eta=0.001,\n", " alpha=0.001,\n", " decrease_const=0.00001,\n", " minibatches=50, \n", " shuffle=True,\n", " random_state=1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch: 1000/1000" ] }, { "data": { "text/plain": [ "<__main__.NeuralNetMLP at 0x113abb780>" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nn.fit(X_train, y_train, print_progress=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAEbCAYAAABgLnslAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.plot(range(len(nn.cost_)), nn.cost_)\n", "plt.ylim([0, 2000])\n", "plt.ylabel('Cost')\n", "plt.xlabel('Epochs * 50')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/cost.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "batches = np.array_split(range(len(nn.cost_)), 1000)\n", "cost_ary = np.array(nn.cost_)\n", "cost_avgs = [np.mean(cost_ary[i]) for i in batches]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAEbCAYAAABgLnslAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCikRESlY/x8Zue88KbAoRQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(range(len(cost_avgs)), cost_avgs, color='red')\n", "plt.ylim([0, 2000])\n", "plt.ylabel('Cost')\n", "plt.xlabel('Epochs')\n", "plt.tight_layout()\n", "#plt.savefig('./figures/cost2.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 97.59%\n" ] } ], "source": [ "y_train_pred = nn.predict(X_train)\n", "\n", "if sys.version_info < (3, 0):\n", " acc = ((np.sum(y_train == y_train_pred, axis=0)).astype('float') /\n", " X_train.shape[0])\n", "else:\n", " acc = np.sum(y_train == y_train_pred, axis=0) / X_train.shape[0]\n", "\n", "print('Training accuracy: %.2f%%' % (acc * 100))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test accuracy: 95.62%\n" ] } ], "source": [ "y_test_pred = nn.predict(X_test)\n", "\n", "if sys.version_info < (3, 0):\n", " acc = ((np.sum(y_test == y_test_pred, axis=0)).astype('float') /\n", " X_test.shape[0])\n", "else:\n", " acc = np.sum(y_test == y_test_pred, axis=0) / X_test.shape[0]\n", "\n", "print('Test accuracy: %.2f%%' % (acc * 100))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaYAAAEZCAYAAADc7YGjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0Wg0QcX/BxwZsXUhaiL1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "miscl_img = X_test[y_test != y_test_pred][:25]\n", "correct_lab = y_test[y_test != y_test_pred][:25]\n", "miscl_lab = y_test_pred[y_test != y_test_pred][:25]\n", "\n", "fig, ax = plt.subplots(nrows=5, ncols=5, sharex=True, sharey=True,)\n", "ax = ax.flatten()\n", "for i in range(25):\n", " img = miscl_img[i].reshape(28, 28)\n", " ax[i].imshow(img, cmap='Greys', interpolation='nearest')\n", " ax[i].set_title('%d) t: %d p: %d' % (i+1, correct_lab[i], miscl_lab[i]))\n", "\n", "ax[0].set_xticks([])\n", "ax[0].set_yticks([])\n", "plt.tight_layout()\n", "# plt.savefig('./figures/mnist_miscl.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaYAAAEZCAYAAADc7YGjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0Wg0QcX/BxwZsXUhaiL1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "miscl_img = X_test[y_test != y_test_pred][:25]\n", "correct_lab = y_test[y_test != y_test_pred][:25]\n", "miscl_lab= y_test_pred[y_test != y_test_pred][:25]\n", "\n", "fig, ax = plt.subplots(nrows=5, ncols=5, sharex=True, sharey=True,)\n", "ax = ax.flatten()\n", "for i in range(25):\n", " img = miscl_img[i].reshape(28, 28)\n", " ax[i].imshow(img, cmap='Greys', interpolation='nearest')\n", " ax[i].set_title('%d) t: %d p: %d' % (i+1, correct_lab[i], miscl_lab[i]))\n", "\n", "ax[0].set_xticks([])\n", "ax[0].set_yticks([])\n", "plt.tight_layout()\n", "# plt.savefig('./figures/mnist_miscl.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Training an artificial neural network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing the logistic cost function" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgoAAAIzCAYAAABhtDEwAAABfGlDQ1BJQ0MgUHJvZmlsZQAAKJFj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\nRK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 24, "metadata": { "image/png": { "width": 300 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/12_10.png', width=300) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training neural networks via backpropagation" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqgAAAF/CAYAAACFaztWAAABfGlDQ1BJQ0MgUHJvZmlsZQAAKJFj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\nReVNtHUG6AO2cLxEesoy